From 821120cfe6e2f978b54aab488d391551524287fc Mon Sep 17 00:00:00 2001 From: Aki Vehtari Date: Fri, 6 Sep 2024 15:22:38 +0300 Subject: [PATCH] add assignments2023 folder --- _quarto.yml | 1 + .../assignment6/linear_model.stan | 34 + .../assignment7/chickens_separate.stan | 46 + .../additional_files/bayes_workflow.jpg | Bin 0 -> 298430 bytes assignments2023/assignment1.html | 1939 ++++++++++ assignments2023/assignment1.pdf | Bin 0 -> 369546 bytes assignments2023/assignment2.html | 1463 ++++++++ assignments2023/assignment2.pdf | Bin 0 -> 59600 bytes assignments2023/assignment3.html | 2451 +++++++++++++ assignments2023/assignment3.pdf | Bin 0 -> 255383 bytes .../figure-html/fig-2b-density-1.png | Bin 0 -> 24232 bytes .../figure-html/fig-2c-density-1.png | Bin 0 -> 27310 bytes .../fig-showcase-odds-ratios-1.png | Bin 0 -> 89856 bytes .../fig-showcase-probabilities-1.png | Bin 0 -> 72780 bytes assignments2023/assignment4.html | 1776 +++++++++ assignments2023/assignment4.pdf | Bin 0 -> 75076 bytes assignments2023/assignment5.html | 1776 +++++++++ assignments2023/assignment5.pdf | Bin 0 -> 134947 bytes .../figure-html/unnamed-chunk-7-1.png | Bin 0 -> 143442 bytes .../figure-html/unnamed-chunk-9-1.png | Bin 0 -> 253984 bytes assignments2023/assignment6.html | 2156 +++++++++++ assignments2023/assignment6.pdf | Bin 0 -> 96489 bytes assignments2023/assignment7.html | 3187 +++++++++++++++++ assignments2023/assignment7.pdf | Bin 0 -> 366820 bytes ...catter non-centered parameterisation-1.png | Bin 0 -> 594453 bytes assignments2023/assignment8.html | 2519 +++++++++++++ assignments2023/assignment8.pdf | Bin 0 -> 142281 bytes .../figure-html/unnamed-chunk-11-1.png | Bin 0 -> 118887 bytes .../figure-html/unnamed-chunk-12-1.png | Bin 0 -> 101783 bytes .../figure-html/unnamed-chunk-3-1.png | Bin 0 -> 19594 bytes .../figure-html/unnamed-chunk-4-1.png | Bin 0 -> 251637 bytes assignments2023/assignment9.html | 1674 +++++++++ assignments2023/assignment9.pdf | Bin 0 -> 271399 bytes .../figure-html/fig-prob-1.png | Bin 0 -> 31860 bytes .../assignment9_files/figure-html/fit-1.png | Bin 0 -> 328242 bytes assignments2023/assignment_instructions.html | 1398 ++++++++ assignments2023/assignment_instructions.pdf | Bin 0 -> 360232 bytes .../figure-html/fig-drowning1-1.png | Bin 0 -> 20311 bytes .../figure-html/fig-drowning2-1.png | Bin 0 -> 14931 bytes assignments2023/index.html | 8 + assignments2023/search.json | 464 +++ .../site_libs/bootstrap/bootstrap-icons.css | 2078 +++++++++++ .../site_libs/bootstrap/bootstrap-icons.woff | Bin 0 -> 176200 bytes .../site_libs/bootstrap/bootstrap.min.css | 12 + .../site_libs/bootstrap/bootstrap.min.js | 7 + .../site_libs/clipboard/clipboard.min.js | 7 + .../site_libs/quarto-html/anchor.min.js | 9 + .../site_libs/quarto-html/popper.min.js | 6 + .../quarto-syntax-highlighting.css | 203 ++ .../site_libs/quarto-html/quarto.js | 899 +++++ .../site_libs/quarto-html/tippy.css | 1 + .../site_libs/quarto-html/tippy.umd.min.js | 2 + .../site_libs/quarto-nav/headroom.min.js | 7 + .../site_libs/quarto-nav/quarto-nav.js | 288 ++ .../quarto-search/autocomplete.umd.js | 3 + .../site_libs/quarto-search/fuse.min.js | 9 + .../site_libs/quarto-search/quarto-search.js | 1286 +++++++ assignments2023/template1.html | 1813 ++++++++++ assignments2023/template1.pdf | Bin 0 -> 369432 bytes assignments2023/template1.qmd | 411 +++ assignments2023/template2.html | 1463 ++++++++ assignments2023/template2.pdf | Bin 0 -> 59603 bytes assignments2023/template2.qmd | 261 ++ assignments2023/template3.html | 2419 +++++++++++++ assignments2023/template3.pdf | Bin 0 -> 255261 bytes assignments2023/template3.qmd | 656 ++++ .../figure-html/fig-2b-density-1.png | Bin 0 -> 24232 bytes .../figure-html/fig-2c-density-1.png | Bin 0 -> 27310 bytes .../fig-showcase-odds-ratios-1.png | Bin 0 -> 89856 bytes .../fig-showcase-probabilities-1.png | Bin 0 -> 72780 bytes assignments2023/template4.html | 1776 +++++++++ assignments2023/template4.pdf | Bin 0 -> 75058 bytes assignments2023/template4.qmd | 375 ++ assignments2023/template5.html | 1776 +++++++++ assignments2023/template5.pdf | Bin 0 -> 135037 bytes assignments2023/template5.qmd | 372 ++ .../figure-html/unnamed-chunk-7-1.png | Bin 0 -> 142046 bytes .../figure-html/unnamed-chunk-9-1.png | Bin 0 -> 263139 bytes assignments2023/template6.html | 2153 +++++++++++ assignments2023/template6.pdf | Bin 0 -> 96476 bytes assignments2023/template6.qmd | 499 +++ assignments2023/template7.html | 3187 +++++++++++++++++ assignments2023/template7.pdf | Bin 0 -> 366866 bytes assignments2023/template7.qmd | 808 +++++ ...catter non-centered parameterisation-1.png | Bin 0 -> 597882 bytes assignments2023/template8.html | 2519 +++++++++++++ assignments2023/template8.pdf | Bin 0 -> 141443 bytes assignments2023/template8.qmd | 517 +++ .../figure-html/unnamed-chunk-11-1.png | Bin 0 -> 118327 bytes .../figure-html/unnamed-chunk-12-1.png | Bin 0 -> 102023 bytes .../figure-html/unnamed-chunk-3-1.png | Bin 0 -> 19594 bytes .../figure-html/unnamed-chunk-4-1.png | Bin 0 -> 251637 bytes assignments2023/template9.html | 1670 +++++++++ assignments2023/template9.pdf | Bin 0 -> 271578 bytes assignments2023/template9.qmd | 242 ++ .../figure-html/fig-prob-1.png | Bin 0 -> 31860 bytes .../template9_files/figure-html/fit-1.png | Bin 0 -> 327247 bytes 97 files changed, 48626 insertions(+) create mode 100644 assignments2023/additional_files/assignment6/linear_model.stan create mode 100644 assignments2023/additional_files/assignment7/chickens_separate.stan create mode 100644 assignments2023/additional_files/bayes_workflow.jpg create mode 100644 assignments2023/assignment1.html create mode 100644 assignments2023/assignment1.pdf create mode 100644 assignments2023/assignment2.html create mode 100644 assignments2023/assignment2.pdf create mode 100644 assignments2023/assignment3.html create mode 100644 assignments2023/assignment3.pdf create mode 100644 assignments2023/assignment3_files/figure-html/fig-2b-density-1.png create mode 100644 assignments2023/assignment3_files/figure-html/fig-2c-density-1.png create mode 100644 assignments2023/assignment3_files/figure-html/fig-showcase-odds-ratios-1.png create mode 100644 assignments2023/assignment3_files/figure-html/fig-showcase-probabilities-1.png create mode 100644 assignments2023/assignment4.html create mode 100644 assignments2023/assignment4.pdf create mode 100644 assignments2023/assignment5.html create mode 100644 assignments2023/assignment5.pdf create mode 100644 assignments2023/assignment5_files/figure-html/unnamed-chunk-7-1.png create mode 100644 assignments2023/assignment5_files/figure-html/unnamed-chunk-9-1.png create mode 100644 assignments2023/assignment6.html create mode 100644 assignments2023/assignment6.pdf create mode 100644 assignments2023/assignment7.html create mode 100644 assignments2023/assignment7.pdf create mode 100644 assignments2023/assignment7_files/figure-html/plot scatter non-centered parameterisation-1.png create mode 100644 assignments2023/assignment8.html create mode 100644 assignments2023/assignment8.pdf create mode 100644 assignments2023/assignment8_files/figure-html/unnamed-chunk-11-1.png create mode 100644 assignments2023/assignment8_files/figure-html/unnamed-chunk-12-1.png create mode 100644 assignments2023/assignment8_files/figure-html/unnamed-chunk-3-1.png create mode 100644 assignments2023/assignment8_files/figure-html/unnamed-chunk-4-1.png create mode 100644 assignments2023/assignment9.html create mode 100644 assignments2023/assignment9.pdf create mode 100644 assignments2023/assignment9_files/figure-html/fig-prob-1.png create mode 100644 assignments2023/assignment9_files/figure-html/fit-1.png create mode 100644 assignments2023/assignment_instructions.html create mode 100644 assignments2023/assignment_instructions.pdf create mode 100644 assignments2023/assignment_instructions_files/figure-html/fig-drowning1-1.png create mode 100644 assignments2023/assignment_instructions_files/figure-html/fig-drowning2-1.png create mode 100644 assignments2023/index.html create mode 100644 assignments2023/search.json create mode 100644 assignments2023/site_libs/bootstrap/bootstrap-icons.css create mode 100644 assignments2023/site_libs/bootstrap/bootstrap-icons.woff create mode 100644 assignments2023/site_libs/bootstrap/bootstrap.min.css create mode 100644 assignments2023/site_libs/bootstrap/bootstrap.min.js create mode 100644 assignments2023/site_libs/clipboard/clipboard.min.js create mode 100644 assignments2023/site_libs/quarto-html/anchor.min.js create mode 100644 assignments2023/site_libs/quarto-html/popper.min.js create mode 100644 assignments2023/site_libs/quarto-html/quarto-syntax-highlighting.css create mode 100644 assignments2023/site_libs/quarto-html/quarto.js create mode 100644 assignments2023/site_libs/quarto-html/tippy.css create mode 100644 assignments2023/site_libs/quarto-html/tippy.umd.min.js create mode 100644 assignments2023/site_libs/quarto-nav/headroom.min.js create mode 100644 assignments2023/site_libs/quarto-nav/quarto-nav.js create mode 100644 assignments2023/site_libs/quarto-search/autocomplete.umd.js create mode 100644 assignments2023/site_libs/quarto-search/fuse.min.js create mode 100644 assignments2023/site_libs/quarto-search/quarto-search.js create mode 100644 assignments2023/template1.html create mode 100644 assignments2023/template1.pdf create mode 100644 assignments2023/template1.qmd create mode 100644 assignments2023/template2.html create mode 100644 assignments2023/template2.pdf create mode 100644 assignments2023/template2.qmd create mode 100644 assignments2023/template3.html create mode 100644 assignments2023/template3.pdf create mode 100644 assignments2023/template3.qmd create mode 100644 assignments2023/template3_files/figure-html/fig-2b-density-1.png create mode 100644 assignments2023/template3_files/figure-html/fig-2c-density-1.png create mode 100644 assignments2023/template3_files/figure-html/fig-showcase-odds-ratios-1.png create mode 100644 assignments2023/template3_files/figure-html/fig-showcase-probabilities-1.png create mode 100644 assignments2023/template4.html create mode 100644 assignments2023/template4.pdf create mode 100644 assignments2023/template4.qmd create mode 100644 assignments2023/template5.html create mode 100644 assignments2023/template5.pdf create mode 100644 assignments2023/template5.qmd create mode 100644 assignments2023/template5_files/figure-html/unnamed-chunk-7-1.png create mode 100644 assignments2023/template5_files/figure-html/unnamed-chunk-9-1.png create mode 100644 assignments2023/template6.html create mode 100644 assignments2023/template6.pdf create mode 100644 assignments2023/template6.qmd create mode 100644 assignments2023/template7.html create mode 100644 assignments2023/template7.pdf create mode 100644 assignments2023/template7.qmd create mode 100644 assignments2023/template7_files/figure-html/plot scatter non-centered parameterisation-1.png create mode 100644 assignments2023/template8.html create mode 100644 assignments2023/template8.pdf create mode 100644 assignments2023/template8.qmd create mode 100644 assignments2023/template8_files/figure-html/unnamed-chunk-11-1.png create mode 100644 assignments2023/template8_files/figure-html/unnamed-chunk-12-1.png create mode 100644 assignments2023/template8_files/figure-html/unnamed-chunk-3-1.png create mode 100644 assignments2023/template8_files/figure-html/unnamed-chunk-4-1.png create mode 100644 assignments2023/template9.html create mode 100644 assignments2023/template9.pdf create mode 100644 assignments2023/template9.qmd create mode 100644 assignments2023/template9_files/figure-html/fig-prob-1.png create mode 100644 assignments2023/template9_files/figure-html/fit-1.png diff --git a/_quarto.yml b/_quarto.yml index 397ba51f..3d1e86ee 100644 --- a/_quarto.yml +++ b/_quarto.yml @@ -5,6 +5,7 @@ project: post-render: - quarto render --profile public assignments - cp -r assignments/assignments _site + - cp -r assignments2023 _site website: title: "Bayesian Data Analysis course" diff --git a/assignments2023/additional_files/assignment6/linear_model.stan b/assignments2023/additional_files/assignment6/linear_model.stan new file mode 100644 index 00000000..9553976a --- /dev/null +++ b/assignments2023/additional_files/assignment6/linear_model.stan @@ -0,0 +1,34 @@ +data { + // number of data points + int N; + // covariate / predictor + vector[N] x; + // observations + vector[N] y; + // number of covariate values to make predictions at + int no_predictions; + // covariate values to make predictions at + vector[no_predictions] x_predictions; +} +parameters { + // intercept + real alpha; + // slope + real beta; + // the standard deviation should be constrained to be positive + real sigma; +} +transformed parameters { + // deterministic transformation of parameters and data + vector[N] mu = alpha + beta * x // linear model +} +model { + // observation model / likelihood + y ~ normal(mu, sigma); +} +generated quantities { + // compute the means for the covariate values at which to make predictions + vector[no_predictions] mu_pred = alpha + beta * x_predictions; + // sample from the predictive distribution, a normal(mu_pred, sigma). + array[no_predictions] real y_pred = normal_rng(to_array_1d(mu), sigma); +} \ No newline at end of file diff --git a/assignments2023/additional_files/assignment7/chickens_separate.stan b/assignments2023/additional_files/assignment7/chickens_separate.stan new file mode 100644 index 00000000..357fc534 --- /dev/null +++ b/assignments2023/additional_files/assignment7/chickens_separate.stan @@ -0,0 +1,46 @@ +data { + int N_observations; + int N_diets; + array[N_observations] int diet_idx; // Pair observations to their diets. + vector[N_observations] weight; +} + +parameters { + // Average weight of chicks with a given diet. + vector[N_diets] mean_diet; + + // Standard deviation of weights observed among chicks sharing a diet. + vector[N_diets] sd_diet; +} + +model { + // Priors + // These look bad. I need to think about these again. + + for (diet in 1:N_diets) { + mean_diet[diet] ~ normal(0, 10); + sd_diet[diet] ~ exponential(.02); + } + + // Likelihood + for (obs in 1:N_observations) { + weight[obs] ~ normal(mean_diet[diet_idx[obs]], sd_diet[diet_idx[obs]]); + } + + // Best practice would be to write the likelihood without the for loop as: + // weight ~ normal(mean_diet[diet_idx], sd_diet[diet_idx]); +} + +generated quantities { + real weight_pred; + real mean_five; + // The below is just there to make the plotting in the template work with the "wrong model". + real sd_diets = sd_diet[4]; + + // Sample from the (posterior) predictive distribution of the fourth diet. + weight_pred = normal_rng(mean_diet[4], sd_diet[4]); + + // Construct samples of the mean of the fifth diet. + // We only have the prior... + mean_five = normal_rng(0, 10); +} diff --git a/assignments2023/additional_files/bayes_workflow.jpg b/assignments2023/additional_files/bayes_workflow.jpg new file mode 100644 index 0000000000000000000000000000000000000000..dfd9de7ac03caab9136a15b7bd3cfea84b7aa14f GIT binary patch literal 298430 zcmeFZby$?$-Y|Mkzz{=+Gy@D>!_Y`~cZxwb2m>l0;*bK;UD6;ZDkY()10vm`BBG+C zh^T;pqMmyQAD_LS{l5GAu5(@IpYzjM>({IEUKhWnf6W23hPnp200aU7^ud3?uUFh5 zI-%Yk0AOGs0+0a!Knl=9U;qTfh(9(6$!=^5;_UnQaS#{U*MWk#6a)$&!5DM`cwd0; z>f=Bh2|56i*rg9*Jp&VS6jnk(LP`!m06;ndfP)$sEEWTl?c-7y45aL@96-zVJdT3u zuzkD&G$Pr@*Fk$!6%^nB<6-be1gyJ^G}c4bSwUVw-ql?Zi}@D-04SI%=x*AUiV7h1 zSK35-QUJDJK2nf6sDmS5c@FBp1;qcX0|<04mp&jLx{pJ-h`#>44u1XF4#esKZGJri zv;Z;bw2l>?l zaD(|I0ecOxmL}Ld^q*!@ssJNGp}CHFDx!Cue@3PxUsqQ>GPMb+uw-gf`CnZ z0DA@dmvYg8<$}WDFgSu(E(r7t_=C~GNqD44=`}16&Or>k*eEha&5ZKKE^0oq#8t{2r79DpD6;}S;c#!&K zk?-k#6bCXR`BCN*2bNThGs72lL^-!!wrIhF(Y;HPkFHJ5>8gGgNt05XOXeP}X==RP z($VfMDN&s=C=;eAaz&~kCSzcre_{C=;3Yfs3?8!p? z3Cb}4n}ZF9O(9*&<1t^KDErOWwkNO3N3RC88t`@ZU*X1G*?B1eai4#pY~A~U-OIi0 zd&tn4ATiwNM^(;zkr=$A=%q_{ykIz^{8yq&>*_s1=%7r^sEpZ65uY(5&$IC8rSq8H zkL?*xym?qK&&LE8-}X)3xO%nL&1o>47Dok$Gg_!KUCuRY;qNqK(_cM$$nvQTN*+ji zPaXWS8oTt#KY%C6;hM{4kq^1Y%ve8*MXDL!X7#P)?T^E?iy5qEcmTX%)|0eXOmV>% zi$uNX-W#-O(B&ZMrJP%$`+`)gxx;~#f@KDg`XENd0W9tGXZEn2Hx*$!bEU57Jjw%i z0@aX99TWcNWrmb|vShoDjQBIAksXUm5Ls*Qaa3UJa`Qs3w(rLQOoH88m%Z|K(g5sr2M48$?);piq zpI^UFl)0TiANoQAjmMXt4%7gmjpn)6+MJ|G)~oA>+(=3a(DFzJe8vTc0EGs@IoG)1 zhY&0xIhif4{#}Wg)V0@G2>t(h-p`~Y(jt;0%pQTP$ zx82%AXOdg@DXTMccN2aA^d<8*+UxJA9h;JrwP`NZ>bRMbQ#zJ$*Bm%XT^gF(tM*jZ z^Qdi7|4Z#x0<9!%8NJ;Y!nfq$G#f_1aB_(8jP9gk*@lolOe9t_s52f#j~Ge4gCDWH zU^7*J^t_jYa(e&iuFp0vW~COt0ufb#YPW)lqmDsqZ73?iC0ayyA%{;u;UdNz2 z{e-FI0Ksf$Qg}P#D(ofDogp11=nV?V+zUeFf|)ky5gh|#h8^4qM}%G<)1AKEtkmqN zJ$l8a3f5+<9X4jEuvC4)>QN>(%Ufcj&u1f#T1qTw@w6ldJ?VO&s&n#&*19aGsZmv1 z+vGZ*%_Z3ATG0_qq)TV1^C&erUo~JqantMOh{Cbzn-AK>Y|3w`H%WdUB=6NgaE8^b z%e-~WFOg59m`5_^z|Tf??fCLKe!nB97}-~T)No^HNpTb+wpLXfpiE-b=c2$VT3&{{ zeN3gL=p^rSvtzuci(;Obfnf3a!slL~PeoLdGn$F6xQqp%sFrrez{Vr4B72sg8qie6 zx(RT9J9O{W8$6{=_Qvr$UkfM6s#C7R>6-`I+(haf@}iASZU^-le_l3~cW`x}U9@-O zwlII{YNvNJ5DWx@TfYs@DByrQqaqy5A@bl$l0Zd(xJ4b_b!oL?=Y0v-DKf?y^3 zgn4C=Dnlj*wh}+91wWQA{I6SZ8UEetVL~(1UxPFgrYX*)`baSX);>AQ^BC_@UL8Zn$%QUAu@lg2x^I??FWJB7U3F36t7 zEw33mtK|R8FhHEQpdvImfu#?1UqUxf@0xI-Y`Z;Wn(WlA8@MvO*-vFPrF2?dJzl(M z7}hb}e><&H@E72|^)2L^^@L$oFPGe4iRy)R)va$e_t)B1=b@r8H+#=7)+neYz`4uH zD6=he0G?55rOzWyGt<5|+}PH?Nrkg%Qf%Ox@EB4B1R7RyGXR`ZKP0G&*!&L45h|l z4L(13>#rm6Eg6kiP=VM$pxGl zdN1bJrQPNrF(qD5x5-acx7zuRK%Z|XM&Jz@BsQPi7&HubO~6=F!(Ti{Ljz z-XYHg&2$uTbJ{<5RCy-MJR&V-s(KUQ*~@9k>>3%U|V zWKv~mQ0l8i36>hm!KXN=E8wl7t#m;h$J@}&XSL(kuuXSq*J^Va5+ z&`sf%XZ>q0gx1Y=&Z@pvQT@Vw01pR>4qoD_@CbXr1${vReyo{IoWDd)%2aKPuhSK=SbP& zoCf3XST39MC<+R@e!kkw+1vR{0L70S+qtXy7UW2tjUj#90XDTvMawpVv^=hrei z3SS-K3a}N@xF2ZmHV6CU`X=VQNsM{)w|4=YM;`K59Bwj_zRev7%|3o7jcL?J>3I9? zRA8yI8Kp;FO!{39*_P0_wBFfmzoaH?t2x}WarV7MI?eMP zA(&=AOV5W()2X&yd>q_GY0kH~d`h; zf0Ap7KIx&7$ac~6JO9dxxL#9IYF(_T<+A-*-`a_5=#As9tl7~Rxbwy#c$*?827}X8 z1d^WI|7lgVxq2x0nD}kSg4pES*~RgEXl7RB?^|=ut&!}Gq$dO|?n+(ANwzfVa5$z; zz6zbAi1c$hYW6#$6s0qqt|w$8uWr&z*<86+ zYx3D&ZZ$yd3 z9-X~teWvhL=lI5hg@9B$66>t~oX?n%7J{d3obB0k(KDH-o|rC;mde-cQN7x1Et zHhkkSa*B4KzWbf4SgT%tsQZh07#U?mS02Z?$G|*Xc*XmJSGfBmkM(WMIPM^Rd2Aeo zVX`Fqp|;7g=H?GSZdWx@UUv5VtRaf7XX8BsDR$ZjPYr&77o+)Vz-7=kBQtF`aukUE5 z`{1*R;L+uQw<{`lR-j?WMMD<~HEWaP4|8jn&!Cehj}B6_w9j1lN*jWBnQ8Wf^9sG| z3-sOmopzpM6uOsdRl1bV2y#6-XOE4yB;!M+Zb9^~^)#9&Q*qCbi_#R5TLbfL%JXVJ zuhfX&JbdnmW0gkG-a(Z!S~3mHIu658 z?j)hEc<5XSF8oZLz*K}G3?0eUmWRzIc^_S8-0&jOQa7+lQtf<6e9@V!KA&F(9_p>J(1Rs6sqNfJc$yH zmR7sNMTa!<=OmHPWO^)Qpcld9Yxd-Nz$r4Z_brKQ=t98^WTq(8IxTPUGb-z$Ak(FV zuf0FJD#Gf;Bc?O8^H0)Ou3MVd5_)0OcRoH7)Rs*6Ie~*T&><`WhFLO897fl}3*^2z zd0qpoz_qf}I!VquLNR3d%)sX}n-Ft*DM1dpmO13I=tG&OJKFy5Qr1ei?tPaI^WbAt z%xS}$4N~ipcfA?^bWKI|*fB}LpO57d1Je5%%UNu*#5)&?wdJ5r zeGhEhX%6pJa>);SaN(3n)_nrMepi!_zh@%o8!ft zOS8$60LEs!c?}WX?Dyr1ynOEGV8^EWf;oo^YG%{Ay5sxjxcX*Vj!+Icva-H^jExD( z)k-frH4rdehJ5zmNy|X8l1kFiXV)51rIqhf^j|*73eR;N_yxF~)BbjBN&4ArOw+noO{Th`wr6NggW?Jei*mBdHOjB=VyYSvDq`Px zro^BlV4JQvb20q{I2&+Jhqu8US;a&gZ04kJb051%Hax*^?v}^qp|we+o_>R8S@@?j z8me2*>^>T|w*CUVlV*g!7;$vz1Cl$<>GC5bm*mp!jJqOq1%3`;_2fvd>W^`h1r{Z` zu#ZDcX^d$P2Un1xXmK>*0O28b&!i9HyViF_|4Nr8vdW0IL9%Is74n6QF+a;yCArGl zS!49nlQrE?_xM@$Qj}&~6q<9kj&C;2@I?h4D=B_z;FSDXe@zy@R=p-QG3Hrr$@cV6 zQ34;!maOKBCl3NCPoL8yf0S{={sj{W%Pn^t4N9^gb>a0bA0ZfI?xX%)0ntm+YaY%U zx9;UPzDE~t2?mg2fU)CP?-e;Nq1LIBHID>u@>*u(liUaL`tgfz7 z4j@l2`}&`8PcbWZAw7>=!t)k7EG4=6(5!dO;1K!u8_*oc52m7uoo~zbMn#e2E+bkjqpRSvLSVu9(fSjCU%>q%#m%D1 zwU%Tb>9>oR7_V})Vqa<$<8{QsFFd>W>_q5Uha|G49HRo(>{t{OM`&s_1!l>Z&e%SY z^;O6};&q5Y|MA)?jzz59KdH-%4+Yhj4^)BhvUFOVm&ww-%W=nnhyJ~-yYiKIjhy}= zXeXEM*>QNdN1Lb0VoG%i-u}AFi?x6}Kch`2A@~I+8!eLWw=W3XVigl#w059XI9@cR zxHHW*Ftz*u`oz~J1Gy$Ugf?Z; zG`8M$InLPTq(6VdZ>hHJ!mG2a?+Rbf`#-qqIH-L8=0&%b{GZ!mIK3?NwQw>fc|$%R*G;#=4$i$dRdTPoV;e#M7Y#;U5R;(4)juI_g8lQ5gHT6757M)1S)yN&L?0WXB^6c2e~ z%Tsy>DkE8^gLAk06j{(tNS9oOS1OX04wkR2Pw)fc=2p9be$nRqjya{+e^P+QPsVTC_4Q`y@bf0$kLe@1zH}Vf8}1;*iht_(QT!b*wX+I}>}N-h0~9GkBiPpO0HN1suQAUhwJT_?T_Q zbL`6P=J9^JR5NF5k_!oyQ*7&MYwzASa?>ltTcnJoR2}kzWQ_|!%kNIkPYF&g8of=h zd=OiQT-}U8p`zD0;^(-kHk0Z4F|+rP(es{(r-b-?HT+zoCB<|P0iEY1m^NP)!=jR* zfGq#yr;vv-&rH-T9R;Grv*fdzE_CBnzqG4eGT?9Rbbdx%=evCU^_i}8T#;S*T)R4==dYSj{NQl+r|i# z0i^`Qs)TwnIJIiS3;N)BS~7ofRd`KdV1kwy4XZb-&hJ$sWefI0@W}CJuX)@Y7Mjnd z31c##_9GP$rKe_N|FmImPBU;J>z(%7cPKw zj$1SjWMw5&`}$?Gj5=~glI181+sZVd@f87{=emeZ|9TjAECvY$xD7+BLSs!xTCY+S zr0OPLCG-WI$}#BgGr66%gDAGsDr!SOS<+k#&OcoIc?wC_D@&dndvp9mPVp}Q()XM* zK2+r^>pS&BK9?S6U4GH-dsV^1=?zMvEPd#U{uZC$W}SAPz`Jxp^sJDmWWj)HQP2-x zsJ~rLBFgt1t3HZV7(~c#JrV3qUR1=pSMB4tk^TzwPEKf_40`)E)P#R%@}_?rrmtADq2nI1Ua8B zMrxEvMMFG!S)utCKu+?_=h+G4;-`imwCGU6ww~G29L2>X#>vRw23G3?k_ZAs7tyBCrV>y%PY+~lG;#6>| zcrI{1Qt?69`)YBpX&E$0Xzy2^YfDe&0`%*?Hq&8UJzw@dsql*NHInJu=7x+d4z({wRll;mwrQd~MIg)QOGSH(66#t7c4jK{q(%w(4`wdp_iqWKEa+ zHXx5uZ+|m{QRKRyFcL!cmRGcr)Rq;_5iL9g8T3)bFtg#Gdxwf=(i9w@P1)$U=tMQ{ zPaXV8?YZog!q^GDtH%uB*El<422-rvpA72ut8CaOe?Mz`lMym} zf>2>s<62FY%ySspPYVm-N!Ne!PN8%4QoC0bu8W;{)|iH?x<9;a0LxWKOD&20^46=2 z8uzm23GOZ1spJ{{M@`308VF?L>v(HERDLHUZ$3#a<~V8O5AVa?XD_uiH^Dk82;7cd z)e#qC@9b>s&cv81fji?Z!N-?A*XG06!#dt9?!2s>i-tJM*EKq zYbbWXibE8>j5w4$7o0J*8DHcK6*+hBezm4^?#hiBMznhTM$~|dB752*VQ2L@V9hYA z@u26p%lR>T>(Y_%wEME9=c!)Qg}KWW)Qfjw);C|<%(}y)-u7ai-slqaRW_e~ziHeY!)G;CqsOfa4R&S$#l( z(=7bDSf%A6m)r9v^o_6;a>9-ZXEM>DD9+kz*1mF{ZLsr^gx~c5=VO^9#1#(ZFyVc|{V?;y35PKR!@0DHW)S{~!_wu)x4>4^;g1gNO*TM0Gu2 zG$%PJ)f5H_V85RJdIkUJ6%rDtBq}B)=`JPI`o#amKl;ntQuC2RrX;|K|SIbI@|p!dabi zv2ykg^z#nzRNZCBC}EW_`!@fk@!MAGq<GgSAI%SH4+Flq`41irRKOuGNt`$S81vvfu*U=E5^z?L{5|)8#P8Y5Jpi1taKyQ3 z_kjxx3Zjh_s9^Qp;uQu4dlpD$B)$BG!48 z_`x%(_MpMdzLQ@0R}~ z$E#-Rw;a-yrW#Mia(^|9`a&?XzW~e3a7WkY-{L)l#6zrqp9NbALpopOU~$cw4jT!b zHlDb`ijxy(`4@x#g@p3+mq9+rWSvskQ&e7%Gr{ko$~AXGWU?FttcLx|_GJ5^UFQA2 z(G)dD2!CVzuLRuB0L5hd*dQ>8GV|Q7HWVSV@vs;VSr$!n$AcV1|F;~4o6AnS!u5!*@waH}rr{+M=bCbU^%@MVs3~@vyj0<$}%9H>O=)v zh#H<4gVn=P7}daTP@+QECI7d;mUk2%YM5=W6{^I9DNIR!rtg+aspNqNXbax)@p_`o zz2R;iiM7>k)<<7E0#hl#*Q|5^u*D6On*Zqv_pQ|*95A!;m4 z22WHI>F_zwzQ&(S+Ue^_y5f1j`5$A^H%_MNDBg2G6};OlPMHs9C$909uX*|;0@qGA z;by}4%s{;-+q~EW)9#sYrMguSe%h)c45hiliUCL*#4&$!&f+31U@0O6w>+s6tBUWY z>yTpXY2$a{kG55<60mtFU_a@ploK&KFun!=oQB;;_KhKUSxrNLgDxspzU*)Q{sUo0 z-^1-hk?JVDdP;~jB>Cg^Y-AMccqm1&acpad5RY$)e*R$XQA=Ub3>S);$mmOhQ)V7s zOzlHOLD%W%PMU=Rv>9^vKYc?sL=)ZmLq4Y~dW`fe(0Mx~XGpLs>KkBkhuFN~q=r4W zD3twsh0=|v0e}nJ#9X{@tkLuM93EiP_#*$OHvk!Qom(qrGy-X_65s1S=6x`s{GlWo z=A32@XEu&kpQ~St!B(>f^7^TgsxQEzbJ)E-&77e{ib5Gd{5jbf1AgPi15Gis8t`d9 zZF^nPuSUzWP#*rdKb!#ooY#avr-A1BK#dIR%8=cVs5u-Fw^NLb>wO_dyu-+b_-9>a?FvO*6(_fZB|TX>tZdE|?)Az(#enZ-KE_O|LtF$RGkW#m-6X^gSE^Sa?-sU02SM z+mGf;Q+qAPK2PLWIFNxcX}hf}R=?(P7!CQFY|KoE3Zkkj|2{SXS@%k*hG# zA6uxI^G7+Y#;GSX4soi>gr`V@7H)=dUqsnJ(eH%zoNDOSho{62aVAep&rOd-y*tcp z)qj>IP;pO6dfk6NZBDX=96SKfKv*-U_gMf^7{<_5bU=YwZ{nAYkuV}1J|zP)kf+z# zce1NMO|1^VVwO%F=1lEF5WW|45`mWBu1g8{a__B_x2q=8!=JQbE zC~5BYBlUYSk`1eyh7o)h!d+5o2iU#e?@p+&K_7t+WL^cJBM3t#;lNXb;go~x>H!7D zFnSGv4~F=;M^t1(^cnv?z#xmts7;mz>LrpL(k1vN2h+}K_U^HsfI9y+>Q{0T;Z^j?>hp7HCw_BVAuaTBn+2yAXo$teVQUae?lM=5QHfMz@yRl#|I83sl4(I@Pk+> z!{P=**qZ}#H|9hJRpwg>`IAQME$P37O8N7HKJhi@#vBA$)%Uqd83PP3mj2Xwwp(uAy9f5 zMI`R+&!=u+r$t27m=eB?h)6WaBU=;kQMMEQ7JU^l6plY;gB`o!#N~fds%0 za6DHBu2!vwCh10kyD}1g7559Eltf8_b-%N~O!+k3v2zC|2rGRoDaVVkh6BdmVpX(< z4}8{*05WB}l?3nrP#?c!LLw>HZ4Hj`&8Z)h;O48!ftOuTa1PYj14s&Av^*AF?C)X! zSAm%p8VH-*(lZn*rg4J&6@z$yrXP($+ z7EKH~#zizpwuonHZ!O`gJRu;xUww!Kyg}78{&!-3M<87^`4y+ZBn^rb07rS)J9vOBcn_!EX9)TLm&RhPVO?@z`81^!=!`o8&>X`C4ENx z!p((HZ=K6R8WMD`&LpTu8?+at>F;{+?Zq2;PVG6Q<&h~s?Vn;w z$qfwvpmK7qt{{V_`-loErT;_XkeH37x=MUS=ukl9*@Es*>`{wC6K4m#9I|j~YGdQD z&HN6XPiyIQ1tNB&Y8uvB~tI5f4DfSuO2lUf*PRgU;8?DwuprH}F=z zNkr73Em!>+6~_&dd!+dRBpAMCoFq@GnnK$6ywjdNqCbv2;maA@Mz?Q#DpBnc46 z@&ag`6*=$#z?9xB=!En}ur!78XP_P?gH zD(($2(JFHClt{7c`(DYPw*@q~%)XPpZ zQd6IzvzQ4p>c73fBYd?7aeJg)W~d6`x8zTR3knh2+x)RjG~vNBgy}!)f!nKG?Zsr$ z7H9H5&53w-cIZ7s;9p#sNpV32fn6F(@-KVU-&(SoB4P)`_~4-PKv@IffZmU{(}mUc zQHZU<&eIW=fg;S`b*QT-aAr<_@gR5}-1)t00UD{J7k{Vlm&Ps@o6`S+u*btx%SwdV z4Jmp2Rv|-w$xFYLv9oi zDLAPUrQ9AHTvgy-z1-UO=L3|b2R6=1tRrVvN;Ag0Q=kr>ZNdo$+F*=yCd-=G9T{vv zap;CWB!8l5BW?wFaK1H7NN9C?0rt1bp8W8OjNy1VDnt;a8*lu~%pg{}4A7~HKikEY zX)thnq&QE*jA||qS$Cr-XpQ8&fR&tWw+cTrQgz{IgaPJLe)o+m2j2WFGjuwbkhe#C z*udOgiYze#=O}hemh{=WDzeC@Vh6ywknJwdi-7fqr`B+clt?psd(_zPDHB5~w?v~| zN+x(c0JV$#TL9@gKCts0WYh7G@$2m{94+?GCz(0{(7FRE4i>^bn(V z;Xu`lx(JV4W>8i3@a^6P3)dG8mJc!vERBXOn%8}GegU$)`FRVoWXf0c8d|icEHoo{ zvF-vfo7&CsA@#adk(WvX!IZ3_$BBn308kbz`wr+_E*s2_Ef~T&rHwuGR8t?*FeP_- zK{b56CfYEz)#BlrB7RDDnbYn5D!-=6p<2@ivI4w`CCo)Waa>4=gUt%iS zC*=Dky|izX@D{Iw`5*GyMr)yY%b6R#h9X5$ANm1yb?`mL=YG5)iG3jSiUNJ_y9NXMf|G_RqcOzH1#R*K3ssDQ}3o&Uj z%=3{CFgxCjGkndoMzIohmTw9^XlnznhTsEHj@(MKIcsBpm&4+B$kT zy+Dbc&SHS}5_&QrB9}{bsmoN!yoKl+KPsn0gAb1fza5EY z0MAQgrKWKV63#io<##eCZgb83&M;*BMs@UIJa~UqCkrySa}vf4jKMW)50D0_a>P!t z52Q7|+7)|v#8??3cEwFy6)}5(nq0e|vwz_WI{{dYFjH6cxa)`CE>#B=BWN1?RS{N` z079!{LB&HX*<|Y}k&n@_koapT?49<(ak`{}+AefRR+MMp4F|RMK~~F*zX3evcQSJj zPsP?Q%h@|Omxz6at+9#$j39OJgFZ@vuA`7-)*}e9!T7RdZ zZMo?0cmTMu2nK*~d7vThu}WnSrC{@WFbu{*JmJH5xUm7LHc0fs_Erg|`V!meNpwyr10Xs^t!D|cF@L{!gI4Cw?dtwRkf0$60K8B$a3ce$EWxRR5iE-UJn3I4 zP#5lcBVR#ai^|1%)&ew%*R$(eVjIZRbCDezsuu(`lMmGbwy(R`CX&%EDss&j$cd!u zj`Vv&jcn^tBC!L50MnC)jfW1RPBb_t_XBiYtMcO(uOGA50=1?z zKva@-WPZWJZtIGtC7YRPnGg@8gWW(xo{3mxRi+MN#i2lIDPNydtlYg1t$8_zP-@VV zNz=H!a@;bysL|VS-Hi0BCuDp5Sk}qiq#z5TjqZD?((u@t1m+}uoiKcSbj}7h1se|6 zurX+O8Kq$~b+*61esM_#%ZkE%W_O;xpYc&FCnEY{v|*f${6j`#UBaFVVkk19!oJr* zAzj)=FLnjc*h7IM=@1O-hXcK9ZgXA>?EoUV49qfRI!_2PA7EN*5DWwmmiKbWfQS*9 z=TRx5L0$wQ@(`1j@?NLrnytuld6=G@{1S578uxPk=nD2XYOr!`%E@!7OEOhGneNG9 zyg6%qg&)5$QZ5o-jHmLdTFCb66A)|Gag>`pt)^(?qt3so zAoTQ5o^?JAou=71mJijm0?v1EV>56h@E{oGz~rK&3E&N=>SY13&!vHo@rjfVE54WW zXGWKIw_R)<%}{1hDOYk(6$H`>FSn^(40^FZIzq1dgi1|efCu`1!Nz511X`1mzj+<$ zkge(=Hca=iqht;M<}OlAjm3q{3q{Y?hNjqU3($ZeLj~?-Z5ii#mr4PMR!h=H`}FEw4B<;33zt6&jW>E&N(i zg5zThQ6`ieIy!fy_)%gR@}S=gnKn*H+AUodhn^Dh(M_NJGC%y_DfJIu& z=6>c_NjhXIDbafM9Fm-jY5ZnvkA=%~E?!D82kn7|>;bPeiuJRJV4J`hP0IkJ1w8}) zpHl|8OcBk?sQ)P46WCZj`j2Yh^(Xj2O;OotfCCR|L%<#hUJPqh?X~AWIVK4cWB|v| z{|HL7iYkSW>kPC9T1e*`>}AAb*}nlCX@&xq21iP8{rC?6*Y(rg`VX=Lwk(ueEL1d6 zjdhoyAS(^t6+^5>dP)f*-lFt#yIcrqPWlguz1d&+LOtN4>oy1qXcfWr60U26-&Ojj zz{?}wWbU5?fAOFKa$2WI8LzotQzSAun1FUL5*7}jF-I(SL?F9vWE9A8NkjeBLH0^y zL~ef$^&E%-6l5o?)*yzImi`3r4m!PD4!m}97c2ivl>H;H)zJ}m8UG{LSdN#Zlhr;U z4p5o-;qZ}`HHy%q81L$Eaq?WAhr@c>Gx~1E-U}|r`1&Ky=Sy!@Jx;5S<-ja}#lE4JaA|m&L{Wl#YUeG#7W&Bj&4`=5D>j*1 z+?Pn|Wf{8d`8InR-LEP4Eh(NKAOiv;&*w#4u6`-JP0y^5Pt^})7pZ$Cx7m9FTf%1G zN3mhjgK~U*gRA06Htik6vf?*JKNLV_pKANFVYA7VBEf)RR{YWJA1*pumvv3{HROnA-87(7-E2+VPoOQ?uzJHI#U=O6`LkY|k+4WMZhtl{3>f08kZq zs~Iq1vYp2R>H8S~PmTlE8T5(NBt^7u-&9l8*F6zUR2ufOYfKiSyE;&djyzf!%!Bg= zpodW1@1n`DZdYi+=2Vu*zOxbw3E^fdmjh!i-n(pdLPb({O7MG5{tUstU7~{4^(NIW zKz_taFTuYRq$4%x*=GZ4mwteONKwS zNnReNjS?-uhbZz^n5lqMZ}LT~;a|zb4<`x}DYEhF4<>msNhQfhW1R=A0q@=!pBnQK zfZ~=`{0m>5MUjajl?RzJ8)z|yBoXH(W;}tG&WlRy!jO>NWM|eJ8FtodC7MzgbZ6+` zme#`5QFYKK4P(%Uv zK_aQsmSJn*JM?xY>ml|iGPVra+@o=Z(+-;6z%`OQKKg5U>eEq225M&vr?nO)Lya3Z zWGr7X5ymO?cc-j9_t&ddz?T&3rxw6~W-CP?PL6pQVPg$pxRJdXdklHCoveTez~| z;U?K%IPiPA#1MffCKT4?$lO=<7Z^Uh%h!ZAoinCu1FY_Q%VugQ!�?E0{-rDw*dB zH4D?Z_#q-`&|8Oqy|DZ=f~-Bs0G~KeU&X&7wEa!)j4b#ERw@rJoIz(-t4mbz07Z!Q zgYR+}$o9^W;M1~`35UFL2P5t2t1=ZU4;9ywmK^;60A=n)*oADX4JZE1&H7>^b(@L? zc5of2qh=EpVw$@J^fRJ6b7E8sB@nZ#?v}LsO#x<$S?<5j4#~j^ z7_T@R3(tP!c4hJN%>SNW34U;8o!Tsw4#Dcezp@Q96l&xjE;Q)iwxT_k?9j;N${Tn} zMR01PVVH7qIBKX%y9vwZ<<%;8!c0&ziwJ4GZn-nm5B%Qvv%Y@&WY zKNxcc+mmpPpi~TQAhuKmr?)SSUP%64%&ql0V$5P$xd!t%c{>K{nLJXk$-8ffAc+)w z2#yyRL9b@c579G4Rs01H-W2f8PZ}WL0w$M9OZ+cPfoH(+_21JwV0ZsKTAk>CBwUbB z!1qCrc&M@u%{_#=%d#^iwAE6 z$!poeN{D{;0jXG7qV@XhNW)Y70gEQ%221ezIU4fWFRao^yIkmDSuAmi`#Wg#w1d+k z2(Y?ilq`ScmB<2bJc!XB0DEn%`2uVpfQ>GJUpgI7B`x$O4b8^?R>AbPp7eD3O@cMw zTUcISs&!rt)CK_+?WHpJmzelHkrzyqr70Rb)s&@14WBZ&xRJd(1h?e^WOwys*CN-HTH>CA}2KI z?veYu*#ZgD&a=bmKwMg)Jf6bIq4E^ytK{UuYciSp%wnJzwqTt(Q|bg_AW(%&k!#a6 zqVYsRC@4Iw9k@97^%zDoo+C5iXc5(L`Qi(n%+SL`F%gt#qZBy77L9Jp)doAEgg+c_ zJKyg>*cI*t_e(Y>{~&==d=KsAt%ws3{Isw3Z&6}@{Z0HT&bC>|opg zw_%Og*Jnr=B_=GXrkXrb?J89rT*rNMV{NblEI3agZ_#|0o~(mxL7{RkcA!J{qM$;6 zsU`8^758KdtBcGwnXd~I`2nq^-jnTUks07|MBqzGT)J2~Lc99mb zBC;$*7|U*XPE|Y@lwOcA;y)th+{BpQqWb}&d-0aHyQ{cVtZO5hguqB>>g{(ol(Db$k=@8; z@8V0>5M<4qiP;RvzvyEd%^~GJA`eY0ipr4L7%JM{?mjvRlePR-*pVQ^8zyStI@0na zML!Eqdds5QTn6VO#yYi~E+xe}PPTRZ!4O|1+*ps4BW~bpvRQ^G+bbpp@;opbD60^( z6Btup5Mcb4^YwGCSaecqgc++)?oQ&sN{!BCc}$=MFIv3OZE#Ifpe!TcayO` z)9|O4+mcsYp&-GPV#*=w1(>qB$1Ss70*F{gEAV&YM7+S_=Xfv)`q$csAm$uzma)3I*(-oyi;j1=`po8*R2V;?v9stxz3zVJ0Z%o zQOZ7`!VS&Ns|QZ;PMY#;s-A@FYdk0t`Isse6hoW=0n&QAjfddE1kfl}6|ok9EnTzw z@`^807vT7F@5HMmr%yD9B41b|#zbJ8yOapdeY*g8g;^SQOSM+$&Rl(P3jiK6V+HKz_h)+w)NvyE z{}A>Sa8WMZ!_Tt7(hbtNbV!%P(%qn-sI(v;wgwNXPnrhgGB#0%nKt)xXnA)pWd2Kt#6c+nW~ja5Ya?R6SsW5f6z(dGJRhzbp{MutYM2}cd6`h4@q?=BCvS$Tf2(A+HL)4xzCfs;0 zZ)5-Z0V4wv9JL$m>0NL6g7B`hrXNdL2C`mWarm(GF^4V7~(H`ZOf7@}C#t(Z8DeM@ol#GHgnU!tQ+ zVwPJmNxGs-35y#?2v1t;rqHajc(Y4fahjp$^PJ&x?i`1u3Dr>roHVjeL*f10M0`TS z!1W@wG!>e{WA*_~VZ(2$G;4PdCb)1bd27#qFz_hsb1%}`;1rbw*)uKcMXql{sna*| zWIn0pU`PBzThTJ4kzq;xUpPVp*--o0NT2$WpbfD~gER_lt4_?G(xv=KN3 zOg2w(H!qkYspA&pTzR6;a#r`^FNoL60-b?&Hn|mQrmuN9c9hze>ke- zna#p^Z)UFoc;sWOXg%=5qjcpNPbk_1DcSIXP>*wx<(PS;>v^Rcyum3Y9{?MELHP)m z1%0%d@WiBr*XOe;Ms$7KL>}l?3YcYMBz?niO3o_<|Qx$RhE^c;w7=Y10;nLc^py zTq44jCT32?O*YUJdEc5yO)^cHUDPyXIIxtRzNV;j-b+T0z|w+hxMd$>dLN?!p`>SH z<9IK@=0vC)K5$kD6FTUYWU7KiHcnsBT2|#AoefEf+bWW?Qq5_EF3K9TbmuS<`54p< zFlcQNG7%nJrfe8#eTh$DR4?*>VG*gF*>eL3*>(-(i!FPgnXN8K7y1ZugX%g~$nNZ=dE{`0!m!%8AOnQAX`c`$zwwx&CT@1fX z46a5bytS8Y%btznDMniQ#hj67&D7K|DKq3HRD#HUVK|*fkRZj2y^z3?{~{8wv6o3A zqe-~}{dBk4wNjBE>%YJ5vG*c(mKPRz@IPjv<#xj{SSl`3qoYOByy_Dr&c)|N&r3cnc6th35# zsaLiPaHtd=>{6(_$O=b=JS>c|)E8_&fkdzy8J7K75;!gz^A`AXo6-d|K>mVI>d=>o zTB}I7H{peKqqUFEjZ;JA*L3_2vu*AtOQg_nh$IM{00Msy#0%JnDxJ!vq81Py9!+AM z7^?p)OWF~ZyeND=sya?Zqk?y}V5p=}HAk+A*u`LBJk+dgph!;o^1kLCzFK zoOLUW8GI1T+Uh6`{kz_asgvdvtY6q%XZ<}AchZi)qf$ZS1vP`mgj9rwe~3kVRiO^) zWg6=IX$t~{f*XrDUm7wbtvVVx!&KZ9YrB`4=x&ity&J(#=ddhP42e73W3+_m)5Kd4*~@sf0XD{cvLZ9DC?$$jfm$;1>jY0rRY8!QH3F%POZ)JIZ8+4Nwz>7XIQ`Ac z^fxF#?ouHVS6RITMBI2%Pet^UNjEyegn?qqwO<4xC9cwYEH^_`i=meQYNfw{!MvPA zvnnV09~2@nIz>jU5Z}U}1Bmr1<6cv#eA4i+1e}hkvic&rpOtYs@LYxEXNU$i22{=& zLWk(@08RW5>e@B#sF@(daDQRcOjwH7rh0dFFK0nAO$(tc@Ia6lNO(1}YduAu)e~1M zUsObCq4QfrwEX%UPgtiOQp@fO(v40(dE=Cb%A>qBFThDgr^&Hqn*ec>swkg$}IGFpXt~toLh0Ri0_fDFzrR-lO6!fad0@3Y_mf5 z?Quxo{fZK!fmC&Iy6MB{I@r#vuf9)H6FTV4dk(z2BcQ!a6b zM5c`WTnC&(QeZ$)>w0esj(NLIIG-CGVpx}j;^!BWAg{{xaoGz+W?ip5 zL=5O!q_8lSun$0FC&pXieKfQ=vuf8S+PQ7SoQBdq%5~dtdkk4E{c4h0=KKdU9Ysaa zxsEMb`nK5=Exy;#F}=0Bn2>usMS`DXuZ?}%(9|MZEkh<)bo67gvNc zoNQASz`SB5k`#w!Ys91qM1}D-IP;H8^2luje@CfTE{5!iz>ZT#r%@;eX=+;pBL*tw zdo<9aX1duB0vvz;Ee;c79Z{E^U=u-zAi1Dq4H!-`s<*ww>uIfg8J4|_YmMC2@mVuCyxwZa5DKItO?9L&F zE<}^i9F{SThsLR$9(FlZR!}vSQFxGv^yTGnX10{LR|r`D1uT6$ymY7R=LW1@Hqlfn zJI~LRCn9HyI6k=aAx*nN^M(c^aab*z`P#XSRT7m9QM-J&Tsl57E3Jg_?{38cb?KS45xy3d8@hXLvs{}ovj6xNxXcIBm zSaMSK1khwUo$`Y55{a~wm7~$!H8!}b_#{@C&eeF^Ojt)-PJi5XmRVCLC4e@QZhSDC zKK@jH8CiC1htqNE=Y+2zJgA&+bL-%I7w|?0BqtXAL>ardrrW1otPzH zC5zT}%RSRVny(!bE89}#ev7w32+1!igf|$sYLGS0`7GOVN!#YO3cf}l)M_7W=wh3 zi^S`2gstJ-Eb^dUCZ_Kq@~#`WTqCkHiu4yL4im}2#eRJ2LM`tUdy&0=SG`jU{c{WpptcjZmkr<)|4kognfUUI(;p#Re)}? zjKyas%|R@K3~Mw19V0p|R)3*qA}x+{GR5d#Mpc4Qaa~snBrs}=)V`ldSXu~$|LMUm zcTREmPZ7W4IO#v!Vb~#T?cf8}t}|i1{&n5Nq`G<$O4^Y{E}@E;tV1(cHu~Sl{}Wbd6BNYaM+*cuQUQCf-KeOe;^b-=2P2dF;l6oZ ziHAendbZ-)hj$Y3u~)cZy1_8O7({cMsC&jDbq@ zz?V~qox@F)^hZLa$JSq=4@&=o3qxRki)L@d$`XRw3vc~8xg}xGit-ni_P7j~ z@pU0X)Ikx%YQaYP-1^LDVsowvQ0tk&!K1n^C(po3dV6u|vAI6_C?0-sK|D1f08#cK zW!xR1=O#1zh(9^(qO(Z9-V1#=`ljXb9{uQYpAk!FhqnfP0$ynStHCVn(TLvrv29KRlV59wLOT?=XFa*fv35F(`J=+tmhx?ltS*ze)yI1s>x2@uNbUgL^Uxeh zBHK1C{-{mfo6$!v8&N%HnSdx3j*V{eu4j-H^)NM)CVT0(xD7Z6rPb?OyciYo*GAeO zw^0R^z*q`L^bTqVhkdTinII(4rmgZzZakBaOzsHTmQHa-MLx~T5#~bwlm6d66!P0X zN}w$-uUeYXfg(3TAl>r248MRm-<-Y%_%|Q3_@Idt(K@E-?=2-z8Y&9K&9{Gl2RMYd5ipe^vo=q$rY6p5xJd6Al~k8uk~LIe|sd6I8J z*0W2TXtJ?*Uq{9s;iOJ@MJjszWmf+K&#D!mA@gE)VQlS%- zW^_U<#NW$I%zBOjRglWx(yLG*)TP_$A~%0u5gt`Ny%a{}K*oIcfo=oPW$58QuXwKb z+qx!-))PUZB)o2{Fw&IyxTDZj;;hFC_!q39jN){1Rvcu7SqJxMB#6I%!tmkX0|+Jm z$K#q2)e!ms1ILAFRdTRJD&D~AiHo}SJT6GwX-$#kCBzd;nIejbMCFN&DMhWo5@gFw z1TnUJHx!RyMSK@)r=Q2zOTgrE2vbnpS#!^#hnUp|C*_f-!kvTp$W)d~9(1!jT*$hQ zsp$#HF)3%$!Rd`m6xb+9d=LYs&Uz%Ka^+=$3^E#mPJ*%_Vh#aRJDJ3%Y(|FZtLfO< zRn4MTC?ZdcrUKSN*PFP(_t$G5y#9epXQf#9ACX@3u2N2f-St5d;8HnMve{_3(U@1p z?J1YQDsn^irl$DL?KBmq1UDbOc!_%b>)a;#`A1!F%s$tLN-BycSD=EFvy3uskH*sRUu zoPK+W-@POkCA5C;D4_C99$nuJEbl0unpG_Po)qr~#(GY`SujZ5f`)7^ncwzg0GGM>#4A1;nBK-Al?Of301;P z_aUNm7WA8zgBTb~?#|x0hM3fz;;}Qg=i>+%aK%d87cR1%7e>wiI?%)Ys_Q0l!-@e+T6`-(`i+*gy9QzE)#$izs~EooF(=klIPOKk`+x{lDARZTssyZ(LsT!`5^L&A$uXJ3uj44AJ3&p? ztnWr7D1aHrC9mUPv$`&85Z$MP?9$R7(e23g6?%J&(Lx$rz9M*42vf{boH0aidVT2< zueJhmolPp@gzEhZ9DdH)EZi=%cRnQve|)*m>e+W;pYsqW-Zq zhm=JEq?v2KBjj+bR_iYrs?Di`^NhY>?*Y`6+m%|Pn_Fk*a=hAvISL5kbjyC5k)%!TDPD8D z>!;+p5d&iu&W+hN3un-Lr6@%pS|E_U?QA$Q%*=MWXLyTar?re@Nk%{2l_J5ryih67 zMf}ABjMgU={*4jaKsSk;a^}?{s(=M>vI=?;!a*0nO@N>~c@JJ%1F<0LOrBjyeA~zk zd3JtUqnt-7xd9^*b@dZq>}ya*!DBB5W9(P1&~844SrbUtq!4Ve5Mf1a5dM zU?-eYnjf({yq8@V4oTYVE3&~aaWD$*_5IHMrxf^cWksidf)G^F)@>5-u*@ z?KcIvex=EBRaPP9HZ#EAz4Si-9x26-8R9P9O9Hq)8fMOiWrC{>gpdgRSvL3QE#v;KQBit81CkX#)|b z;~o#?rd^`Jg&QJBIQiQ;S?(@d@*j~j5@qgr(_{Gr=VQY##)7;-oNQ*W*xZoGlt-Ok z9#bsZD#+s5pJCd|;`UF2v4;?4QcZ&Mr(a7&&=F2FYz%bV3@7^FHHhwJ>H>L?z#PsH zG0aIg^*M<8gX>}leX@wPC&Y-zoKG0=>Kv1cAv^rOiYKpQ+lypU5xzl{`8=jYQ)B2w z+g*lUOUhW=jZN10ghHdPnX|~gbBkr)K1oHuStd5QOCJ>xb)yez*(&UOv!x|M~dghZ)(7{WKIz7qpB_<|U{ zuSLlO*MIMr{kpt5q%S8ni*eB72^$HGG)cQWu!$|}G?rZZ%tsW!Yb_#WRGhb_M_F-{ z=zXpgds+ZJW2-OOQdwEFnebRXY+l?!ji(4#>j>xdDnD{~f8+v9)DHT!+l6yi!N}dK zNtth5Ofqe_q5hPx|pn>jYqXQ`^ zL{7oS!JUYo;j`Wgp}R$LD?qjMQ=oH#N2tljMSM|Ugba9jr23Fb4{)sgt+Gd{5vebz zqx%a|v^Eilg|#3f`C$q=-;Or@m}^3foZ(klW;U>FaeUS-8FgQlk zyp`IA_dXd$lVSUvYR`{9)(y%U@&vm{nhNN1uGL5BuBX02wo^mF5GSP7QF8_b>`RP= zLI=mPdM$_Gk-TEP{_#**c@=*{9-Gak{irdgy?~BnNh6z_#8Foidmh*mAir7+kgX|h4|7A^f2FrO9XJ$RM>?$X9b@}B<$ z4q>+Q>K_!&jo>*NSfu>A*{>`b2GKL)173eAM3J4VoNncKKQU0y0(K06u(1s~HfI_@ z=V%~=FrdgAX?&E2L?UUfAyWG@QXh6+Qf#|@s3U@$tcaq@mz229gDxgXtvN=OPkVy_ zi~+E6YX}BO#F3Z?pAUnU?W{+6oPuesraAM`zbgOl9(XlQ&7kL1Qqbo@xdA_<{kg6} z-^J*O6!J|OMALItES0m_bO-l_gDkM*?#c{H(R!He+To3h^b(H#%ywQaWS}`#cENHm z=X}$F={60FtALyd9L?e(#*nj~_-^P>+7`6VU8>0E;viUhgX6tsMsyFmvoK=`ea5#( zZn7wng}paKWPb`n^EE0Pfg=sDKF#c5|HpGVnA)+G^+xqWZn&Tr-5xIVUVX~EjbTczb@%{03Vjip!GR&DRa+<*pwOs~WTf${OdO@&j5VcqM(t&Q zxPhfF>n=QMAgr}_0wn+6;2c-C$!5dpQ{maiO&Iv9MRGKkWEM#szwr2n{-dvjufE57 zq1L5!S=M6;FSN&VGr|b#CyZ=$1+6`MGV{IaV0a~dTA2^~HN#6z#aq6ip)se8_^fhd zPY>$9zZBd~Kxf!5Ht66W#Xr;n@Ra|8?cCY?m4ue>FEG$? z_&p=U{=ST17~dNNfJd==3O)Aj=91+4@bh(SG>JF|%upO0 z?0l3F)^VAJW%JXr<-D4@J^9r_h2cqT{1J!p<1DH*b5Q#QfL>+|yvefi6^JA&C%B#; z;1A0G-BqQR0h)(k!wfdPWp*y0>7W>jsna&Y5OFw4?+JJXLzBk<3C!kC&B@b{DZe%Q zXRvmr<|yWXFPXt{vSJ=$s*zE3ptERb%4v?|tlJA)mvT3dsOj#W7_DbxB5TyERObaH z?ZM1#-CRT78884pBYDehJhBD-++v1=k2KIfK29=nHiQdvN6wM~)O| zrPhfuk_i=!mYL;C2%V@BBg(cA3x{|Snb5fHEVOtl>ml2NAwYC={RKfA!{6VNG|{gk zIuHyzc(p^~hi4fbP4nJ-4Z&hL_pm$81AIG}@EneRUQAiq-CW9ff|D~J3bAOOSl*Y# z|C8W1AGPUtyxIyLK^lwdyv-XZE)_97vr}YAmVd3E)UTpgr_Al-C?+@4|23Latt@)R z0DESxxT`zj@14%LLjWmGJC$F{R8o040uUpn#vPQK<__f<>16mS*Fun*ajH-2qO?W z^}XvF#Vh`>f0F(CGw5C%E^-1$ZFg2FXXjQb))74=ZA_MKjazCcjnP2)VsTpBN<9fJ z(DBJ56C-!0u7WIQN4d{8qlMNZvV6Y15{g{NSY5@aBnw*K%vD)Z(jG~dZg%&R^s=I? zwQ36&XWQM|3vj|yX(;+E7W{!;kUzdrF9@tlDq5Q=!uMz+m?rzAkFbZLAsdM7r#dI> zipJZ2E&)OZR&?;5e+0O(v~C%Qf#Jl~oCnjHm)?P!m}}osRQS48Su9rF5ss^0Tzv1< zS9LCW%BNymccI6xm`I+Fp@+i|$SIAevaLhpM@q1wN*wfKV;0RM49(e!a|>aHb?MJ5 znydqVaH0v-0&&?h%vwG0_zMQ2N>&x%vOai5v*)53@lp49<^6+qkQYvnd}v2o zYx-e`>z~ELTq$^U)_^>DdWiyJnFeYMU%Hs#}#t5ey$eK zq?X{Sgq4db|Gi})GWlE!!@Y|B@Pt?E_s-;*qwrCnO)khFl`R09N9ba$y|W8oxs|Uk zJn$tizJbR^?V|D#PB@Uo`QuMET8Fo@=T1utCHsTxdK>ZrauCB{7Y%rWR&ZIZ`J%8B zzSutlU5R)O>d#RCE3J2&UtrVnGn$Zs6W(Pv@`AfDHP9b4hKe!*;RKjP{KDpcK{a=$ zHn-#&kn;is#Z;Naj!jk@iZf>NpUzmwM9Pu&06X}*Y&N|3>0!~S2AJr0Imc-$iP=9E2|a>)KB0((NwzPbN&%vj{S81ixBT+qISA&l-|n~aZooN z3m6VSIJwNt%`1fwPWvNkZyQWg2@D}{VL;|FHnRdaBK%bTBT$=OH`@MV%x_3FV%^I| zL0^I59$|9qH3R4!z<$j@zY5gSLe@0qY7!!+HtLjh7ySLAm##s`*^z*Mt$nD`5Qg63*uS zT`(bxAKmnMS`X2Gj6FauJChCfV%XC5rXT24(6x{RJggp|ARYu@kG4Jy;Zj{?x&K+x(0#E4+m zxyND7EYVat;q^O#q-_HJUq>7uPbm4o^LU2#zkq*W=s*Yy2YI%l&G7yV!i%s7@=n0T zfsR+r|1}q8@Xas-(D(rlmhKI3B`Izx?0{AOFI6ba${=;T|4SrZHfo?>?B_A%i@>kl zcpywW;1ZT4(CCD*h=9O?1h#%Om0%tK0iP58zU7>aBXD3u>vT~yKR+r83kC~5|DQm^ zBf$Wf>9^?gr$~sVLV7jVD@l>jM^2dc-zmWBfJO(K3<8x>R#67OBVaISwT{i;aLa*! zj9J7_FNK=ZEDrB-wF3SQj1TY^X8$hdpYW15>FrSJ$5Z=6=bs4RLu7Ze8`W}0NuR55 zTKSI{LVz$bz!C#0HLrAnwLpN^29poS#JIHZQr8V-!j!1n&CdrnOM^uQ{eR2&g@Gjt z*s!{p#SQGql78WVN0pNmYpgJ*d}W}zQ1<_}$*-h<6jXw94jKqg$A$4LSYT+2h5^uC zzNF#wm5bJD3xR+>T>#_he-r{rqs@ts7ihl2wh^e_WxI*~RX*5v6`nU$Tc8`t)|v1_ zl=X4X{g2TO1}=~@;FiIr76MD@@B+Y&Hn)Sf-9BR z%_1FTmqFVuj)>~K>ZBuuQEsw`=q)z6`c)YrRCjJ`w4zNl4;xl2)HI~NAhAAEqq6Sv z|6e#kctb$SLI2s*4|5inU(+cWn^_K0Ef|W(IRccS&5Q9L0R8u|y#L-axHYZ;`gJw^ znzOpH-knhj;ChQ2Z4L~Y(w#{viZ@c#w;3~K>L9Lg$c-4i=p&&?|lItv%T zieD+*vr`2A>PC(ZYz>HDa5x~21Z_K6qBVBAHM*SndOkI zjGVlne=7JV95Q?|5~82bw@*=p{H;HsF9l~uqo2@>&D37vkBI-2-k{{g8ya#Mg)W%q z3_E9-J&ucy&a}P8=}0f7@bG~mbI+MqhhRNUJgX;klw9mTut|6LSp<}?eoJbJNH{eN zaU`(T_BqF!(D_&XgtiB%i|G#=CnhL+%GbTnZP#Ta$vOYcNQP8UN|-pC+$Fxn)_OrB zKL^IHt(9Ok+EL>KZ5685I*k*l#0B(~U3rV`=5-g$>}se`G#V_B)jNgWj>(Qny6u_A z@tRICq@Apo_KnkFA*)wagC^HJty(=D6#_I)j5A1GEh~A$V{Llv$}wA0`$OQ$&Qt#N z$E5UC0x)-&q{R8_oZbd^+~>QJe;Omj7ocmbSQc=ET>w3!UV;(6y7;mZ_GW#%L!i%+ z#l77wZT?Ltb#x`2^h?>fICmW`nM?6Pe=%c%P04S#UddAV;nakAJX6c#9juPI%KBj= z$)2fr`Dt2xSF?|^esoTt(&-#E3hQZ1%`9#HwsQ1QUpW-KEoI~~rU8=W}MJD9frfHMbvR`Y$JY42boV*kk4 zn0E3a<=-4d4SIa@*l)YH>rE?9jQ86nShLp7F^zp-7280ZZKfS+nU>WTV_)Xg8GkrU za`;S+-IF1@psAR(Cef$;%>pe}@u!n8v?!-5pFGn1l=4HPx2~k~=K8DlZuUH05xRN5=Gn9RZt%DT64Pfz-q+q#F8}@G;X;pX zL)h}Ct{c?Tf`?mP2au|!kAJVae5?I?n0(sKmj{djtn{>_D_OKZ!cY$+cY9ATnpx=P zd)Z17rE)t-`7yVD_$>SrQmWW}Kz$dh`TB2@zVyF;NIv|eKgo43!AG%IhkeRg=7fgm zGa+#qbCa91fyd>D%^R2{^dPDrtJ%uBqx|=8UUfocXo)6akNt$kPtC5ub=4WMFV9cL zpgff#&gTW{R!TiPk@;OBi#QLbIA_>yI&s>v!ts`0tD%7SJ3FVPr`JhJvM_@8<8^5!CG-9NCDzHyS?vw4iI-_?=Zr z`?mRqc3vDl?4pu?f6VCJ7yV_v7f7 z_R}UaM&>$)^Ps^buSYeD;#-%(?uC5ewpmNEF-Ec(sjs zRZdZi$uJ)_qjCPCkJ%3Q%VSZcnw2M7enKI9-=*8L9Nybq?*8%M-RDR@qPuSFUe^p( z(DOE?qHmaMPhcVGg`Vh`_UhLdvtEZdJDtoUTQ)r&x6$W4g)~j>+%7*CA3se@RN;fW z_TjE8?K`R!^CGj6Y2EZI3EV1+Pp#i9{m`v?#B0@M(dWN8U{rQkqp$j^nf%6Pza7%f zu0S(tWl7+>ZrIhx&y&@x$6qbHDb~{3Ezx>aZmQ@r6#qDInmSj#b!6-duS{UKg;AHU zaf6ZI%>;{z4|gSrO7DHtoIaUdiWI82{{=g~Hq7+Uw_7aKEE1=ui=BI=c^ZzRn&4SU zE;F>`xDhJZ`jn*gDfjBT=)Z4WW0@S(A#comuPEne-WNA}EZ|I6IDszTho8LjwCqfz>{6-(19{qtj68=e6F1wOJRk0Qkshxyx)twjN1hnB z8NjeBv05~=nL;_l!=BeMpyBt?+oFJ#9ezS=l6Yw93D-!QAI|U- zdi+fF6fV-fVj52V&hX~7Vr5IpiqwwJ;y$PC6gf>C6sUyiy(8>&qDDF1FZU#KCr$(` z-1qU}($C~L)kJmd8^&dJ9hW`ie29JJVi(I0#kmJQ?30;f>nZ2%3A5T!s#izFUT&Er zw;^tUkGyYUh16rxU}VRe>3PuKQ#t8=Lfw;oZ!M~pUA`tD;YDjvepb2=m1FcxWXdrK z3LmW;laYB~wS}!#Ms0qTtJU)hlNI`&t5$TU! z2ssU(DNqYD_6yahBciajCS%w1EEV8!HL}pja&nZ|kvZYQD>5-cFIJQvUuVin8Oya3 z;8oVnl4A<_Ryq5`Eq=9DzBLK8PcTp^4*2#RLh2T+>x6&V>M%;KMM^0)U!uQP;)>BX z8+LWLrd=``fF4{;sK4EOdbwrfFU`(G9HU)+++5sZ)1(rS9&fT}VQ$^~(zkJj?dnva z*PnN-jB%bFLp_XXfL1-cgMs%FT(^}r_SnkAMcSqrRGC-tSqC2r*7gDXZ%m7=Z=BEr^7ox zAwNeM(Y0Q26jpO;tlfd>{qs(SoY+?QnQsZ4_a~5wnosGnPhw-H>^T@Q^;1Sgj88YB z>YfE=U8pacTIj?%l8P(NrI#})Qg*i{%^&St5s!#nc9QW~PUc>4>iLQYRw-yLYCB0B zc=Y{T=V6MAC1)K?=mQ)aPo7b02wa^wr$|8=cRTk@XYxhmyC?GFlk9J7U3p2Z_dGd| zo4O(@{hln!>E+1b$4F_o#YI` zhh%Ppk_s|M%}=;VzE?o3a9-g&6DJ)<%EtSA0D3+x;7>&~!#Mr1t@2ee+Tsa$U3c%5 z2BS7~Jue0O0>1)R6Jn`N4Oksa- zFV{d+>4%;(7{XT$m&W-Qj&=4C=Pn34B)n%rh^XrF{f(1GfA2MLr?PgI?i3uQ`UyFi zXujc?aUAaO?M>Ebj0ia5lnmcU7JE4HY%GB1v;CXKd>?FWhSh}Il}gC&Oo5wSvksdV zqw5K=C(k|1SqrM#<0giB-XNOGADaq2W+L%khD9kC630tZZ#i@Bmg1gFfF_Y8^STub7z&5(n4US|s8{YKJ1a@SbB1Ad zEm~2KEE}?lBegkQW95omQ`2#Za}Ckvm}8w(4-#|vRQBO~d)pR*$H!VEQuc0(v@lD9 zp0~FxRm^)BQx>fI7Bqk7wnWMiV?Cc|JQVmAPM{uDZw%tbe6hDHXlShie|0|){n{B z#MoDSHkEL)IDYDR{gVtksEwy6bC>lR>0SBWWI-msV3X1Fv$E0jvLy+cA}&}rD#;sZ zc4sQ(D28~1eN9#iRB7A53!c#Z+x}%5?{W50@{w`6)2|-B`3Z4nm~4mLB;m6R=3%&e zTd&UTn2+bAbrlcN0C_vELdd~}%$k7_nTmKju1hR*Z{2`wG9woknr2JucQH6Fv+@Ky z?^QsAY}CziRL?>WTJz%lg7pWRajq9)gu|cYcsmHbM?Q}KbSzY$vM8>611VrwtTs-a zgtRQBo3etONb%~AAOpm99OCC<#DgSW@cG<{zOV_{UOn++r zWw8692yYO<_FIHYp7b$VGgIDe9(ZMbbE@*DYZ-Cy@VBg&_Z`<4YF^!=9;y5|mU!jF z{G#i3m5C#NA0D{mU^@AOtB;Mj&X6CzUh#HI_*N;JJXZ0z`}6s;yIp4CdH(GSxixI4 zs$sN&L|%Y=S6)Nhj2kW?$2U(!@0v|jaS7%aG2>v0i`fO&2Nb%zpR94VRU(w;Nci|A z&jfRBlho*f*Ex*$j`1gPMf77Ci48Ntvh4;boy?pDi+mhN#I4`jMo;Led|41fIlBfi za8_)moJx;TuGx0x?Tfz(zi-&87 zn?OUXdvAr^YWS!xp6dDT?yYyJZ{x2J8RBC5bs5S}X!Tv?cB#QMEy#?XN1dR!(>o zWp76740Jya9)+xKVkIA3U{ZDCOrl@;@WA=&u^8-;M#WkoSfg0Es;c$rimv*d%$mQr zN4%?3DDz)Szge=~vVUOQFw>v&$Y12j23?FTtHg}}qf_CW4Mj&A$<|XfN$$QhZa(|P zf~_S?TgB1Rv1xOKI%JVW_49e|W)@MwOoylp&(F=gm7{(z3g$`vs?3r53COCy%x9v5 zZx|@{OY-s1%yNhW(3ui;)1%-JpjQxa&Dle8|h?IAT*qo};ER*tNgE1|d+`c(kVdL75 zG1+Yr@z=}-e?liO*IoCSc8rSi#k^ti(XQ!6lA9)W6>7@Tiz{(?U)so0lK0&4dj2S{ zwun!YMO4(ZzTqQBUZ}5-PSBf*@45CyxL(rloi7K`T>UrOE-$EE^B3+VL7#NbOQF;_ zQtFUewtbil*1nYC=W!VQepQjH&W1wpSc^sL-*+wT73PaePn*q-*^(2zx~J*hS9VD9 z`fkv(qZ%b#CW2Fk+(U;Pr-uDj7T$V=%(fx@J-)fukX{N}&z!Sw8# z`Xo7*MKM(9`8w?!X7TCmaE9vhDGpo>iEks?-)3Nm`(c(a&G$<84N%^V#r5ipNV7}D z+@r#-pY>?9T;tz_jnCGukdcGB@(rhEe(N}X}I+&=Br6{E=0I+-(0V1}#uW<_3Nw)#Pv<8?D6 zQfzLHC+2>f>m1AX@~^KKP=OtsgG_!+tm=I$hRCAEH`~lLkM-j3_|AX&;C>OQpXg`# z)pVfV8maT%s+V%3mKh^KE%Y=+pe(L9l=Kc&2<_8J{?O=G8ON!rK%P=K>teyjzf6xXeAQ~0JH0{kw2Z=aW4<`9%7Bht zA_^^i<@vFX)V57kci!FSl<5{@p|dZdagk;cRAq%ty2j^OGgVhJEH)JhpF1LB^-9Uv zQT?yH9~~lz#Gf=IBROj-Z@Paw>+w8o}XF$!gwu z?ZZEEnoexpWV(a=GEeNNdfje}qQnxFn|dBPT*>2`;!dh(y1+2*LtJoX zi-GLAcPYRAb99TVo7?Q!-P=kd_gQFB^B)AlbrUw<@a$gb2#G5)d&GitkgTy`pfPzS zSV5NNeGHlJeCkkPW>}qV3Z(=^Wy%+XOV(d)ew5XxD{RS{XiYvo`_Oy)V}*b2r@m8| z>+wb=Q?Z}Schl-(yEjBDlN1G9Ii?<HQvy(Kxnc(a+Wp15x3JAc2DtaEpMSi1sG!K z>zo_%E-=|OIF8A@Pc9}FZS>QW7S!?-jrBQFRhcA4`sv|#vv=iCm!|jh@v^K@)t^u* zlYg+`(;@v8rFCyBp7Q>*^wp!s406BuSD1VyF~u&P1*Qnaxz!@LrnH}sS<#`lZ*yNg z@od8Ip16?jC~BIsCeqL?x{TFuy9ln`NjK%c&R%_bRWOUogEF_@@yPj(m&wkxFHxmw z=RJ+SG{2PA#vJilOAfPhX0}q1b(Ufpx81-V{z}QaKe)M0*z3>hNNY=%Grh)mn&C{FV)poUBs?Z#)Pt1oKpS%jMU~w zZq?(;SH4|a%B6BYglbVGd0c)ctxcw7Esl`ed%C9}D9Bl?EQzd`adO@u(O8}PTKbcV zjP4YQmufh7haG2VO$zVvPuA3uO1uA%pozV6<*TZXZS;w=nC+20kv^1QPMnZ9OLz&J7YJ-%=I%klNt>h!fHy54nQ z4`}%l;wt}JN>IqW>M!F%A3m-GtQ==S)jauf=JQg{<@rnPOLr^#*n@Ri__FLV*L_cS zk1o9S6!N`O)8QW+EX&WOSOWiWPu!UqE$45@S|#^!L8$npR)Zefjoi<1*D>#S-p1BB z*)bm{u3*5H>6m}X5&Q`m>&02x-FPPR#l&h&zcb8OLDFbSrZ`tm(raix}p-?tK` z)2sAUg&9YVQRl;=W{eyEHqSY_dsTnYP2=pLOV`V13*DzjCoT&6_y}p|DCfwGx9G|S zc06iCy=v9Sd-P*B`2FUOq;^u*g$F3D2PUB#ce{$j>g^2QmEAC3w=^u(U#ba>mU_f= z(sij#gqkfK%@=Ql<$ujk^qJVIc*CH!D4l*r?rdtPYEEwqO=e%cBSWRJs!kSrLwu9T zPl$t|M)Z!IXe(FViM3lN(}}nlhI7lewys;uRz6gD^Gy(g6H%CdUBq=Ce#rh+VyY`x zL+bv5m!yqgI3Fl)-fIg2(1oW3cWtXsKYb`HhG|YBFDmND z_;uD8A!Ww=Xb_EibY=tq2{-dv^w_%HI&Y@eAa_#FjLKpxtb@L5)_?C z+Oo>KN@--vIp&0mJ3Hv-sz(<&#z#aS27hnl<&JrQ<0$E_GJ4UkomZCV%p@-9l19sQ znoqrV9PPFwyUg~gkKvmF2b7|N%|BY0J)6N~d?p=fD&hJl02#cK$;wc3oHOgg%D6kl z&37)HZ1cv~P555=4MU2d=VF2n{m}h>lOzqu@F#HoSI-2Qhv#CLYz!79viOLKd7u41 z0Fgj$zuQcIwJKlImf%SD@hf_wi-Z>BJ&F|1a{kGjm}K0!0)+giyK@HA#V571CXA~3 zdB5`eHkHh~whjAB*6FYc*khjeli779Lgajz6c2x6MU)kVdEB4JmcOEszUJbUFez7f zCqvb;nK7%7FnU&40|Lm1c^y3ihPM#>J1_1Q$$WbrXdNzEke)cMWmc?#K0Bf-u8vt_Gb|Y+wl`5p`vTwqU zGKX1l)s=H1Uw-cr3MZ_kyNmGUE~q4C?f}7$Ty~bC)K+!TIh4fSo1MrT1uDia66v=b za^{%GNQbHWKP#datJHZdN|vY9dR)6Ha0ln@sPF8tCk6O2PP++8*&w<81>0kNI*eU` z%Z^?YxI_GnfpHeaqrw8&0@w=k)oWYM?Tb#r`qU>mND)PUSmh1yivEqniNykB5zHxL z<#;ZnA%(}#hdnm|ICHNnV4+*L0)))b5iGvwIF7%%i;&AzppD5PG`poDG}5L36Ckux za)EKoflHPOI%^oAlG24pmfLaMo`8|TzHI8U-bPOjL&n}8jy81XwYZN5K0I;fbuA)B z=`N~{m7b!RxhN}$qq*JkwG`l!SlP7H>#$G#saP*o$ohH@Qt>lF;88W+TeOYsC;ldlfeZ&55zN$mylPHQl6FOE*!!T~{zBZD8AFOz=}> zSf4X=l zW3LCP4xm)3MQ%eIEt6()y=uIg39oYl4$g=S-k;snXL;DakwOkUHAY@$hyi);S zr(X=%SiULC@GVhYu9H8(zgd2vO7$TwFL&h9Ca0>3VVfiW0GCRa_05YaDYw+t6%`{? zB@OgdSdSWg9@!6ag+G~KDgyr9B( zlg*b1VRJ{S19E1=pcoHCcA=2@dto8smed31Ne)-0Gm&!+^ihMZRkLK&+O+mpV=2h)!v>uc%l9(`Nqw(XJ*1 zHya)t#Vr?Q_m);-Ln|9-d(N-`TDJIslerm0lT-ARSj(@lpm}Mp8uzV&Id<4eDtA#w zDRonG18jVkCD(tWyxK9vJAFMn*srR6hmkE#^n8A&WBYYn8IuoXtRV`2S&Mm1qkyFd&O#ub7lIV%`dNeNpjIQ@xESxq#jayp#F8r5gS8El{e z$3-p!qS2)jVad)hi77fyQj=6!we1gBhCkNm7-OM|PO7&7>T+{{A2Ve=KYhuUjIEq^ z2emZ@n#CrhLzw8WAaz_nO3X)c_S>3mi%o`AWq>nrK%Bv^sA6oiSHV;$w&7@YPeA3B zkx03)W{^<&qrd6M--V&7OmS&M%Y!mZMNV^WK#9X!82%gNUy;72u!3sk%UPLK>(D@n zEbyLWs`4r|Uh>RWYYN6?}q3Tr)|`g-1kRf5wl znZ{&JR+Jeul3mUF&MC_*)o95gs9RCQ5Z8==&ZViUF62xF03M8WvZYzIc-TcR$x3N!7o{AQfesCuoNYsfk0!d2vKa<3K!jb=fySZg~&>Q`@)U+22ys8C$H@TA;$}d@=@7`Be41+*xJ3BrHyh+7+K?jJJ`Gc4GK4|{ zmf&C=Zm=m`t(7plRDr=G!Dcxc{1;7jDz{k+lz@yZYO3G|TWwia3RHFB3+%g#?S1N% z{{W__OZdM9kZ35o0sL9xGb-~7AM~$4e)L2G)T?kDNggrGVGWIAN?ZWPvl6+5i-}U={WQl-*kEgG>55TavI)f zNdhXZSD-&%NNBtebF4R+7n;d+w**%SyPOcqi)WhzgIso z+k739dGLj1sW_#1T@}ZC^^T54t(5)bYIbHmZNyKs^(Pfu2M$>?Tc5CW&G8x+*D;9f1o4XGw7O zj(lB1JaZ?lP&o=;e&0GLc8R}EyOI9@E7X{H(Dn>$*2{PM8$p5m$g9YH32FZT)2LSD zzlvK@`iE_i;5y$aVBnNXSo;sH=n(4OTLwqk(o+C>wjS9|mYYEvk}Gr@zAjXXmoN9< zrwwm)JB;0tzpVyS$lovbZ>J`&xU9LaY&5SmfLEn9RjpDq?MCZ4j8O*PrhrgD_tiTN)QRlUBLmJ-&A`DNH>p_N;j zZbJ-gV`W6<=``=LI9S15M#*p;Yz6Z@DRRxS5hKnO z8JsCvq>)zIYHx!%a0LmOL0woQqJk!dGO1B5Le*5%=PWP9R~4jDZk5uQWm4CB3$!gC z{On~6LDV(T9*#-KDBMbFR1l<>rg`z5I)H>KDc#W`FA_f?Yu0Oul}H~tto0vg!&kgs zjj;Gi+MQQ3gU>@9sgh`3Ogs+L`K(aNnRj#NvNbrjVGv7iaw zsUm^s)6RfX>0xFicpi}qm?4|GC8gVekJM%nMLq#i{*?Ihr1R4=4poUzrS%>=~Z3=utTil*+F8W{{Yu{*Mg8~wR@4+^aA$k`xvU1-fgOI zhNuop@08zQbm$5ejgFzzs?2$j^{S@UcE7-plCnoFwa{IwaN3 zIjT`XB5m5CkClp%*EB}INixGoi$^z^aw@!BpJC%?oH$w*5Q$`(M@jN#&Aj|fzL-Ek zA5Efo&J7zHRLkt_Cdq&_at1G}ZV&Zzp$Ek%PE*p&zn9rLvLj?7s=ld9>vW9G=}sQh z?db$^ud@?fPnEC)exFw%!hYql)>g!p+73^RW1Ofm7552dvb+l44Q0SFIdsPgZ$YI= z-RaqOfl)_PbCW62;+i=hvkG?}ovC2)Bdsbzs+~6Uk;smyaAP)l_@o9;%5cPA6h|c{ z(?}yFh^Tv)sh<)W$$Bb6hf{Q?Lbh( zwBkT$s8XgF?g=v+C16umB4NmpddbTXBEGTxURA2aZcl3K2nwUCei0P)r0|?~RZgrO4%TOvz(B6Ye+t%f#R_OVmS{o&cx zDD<7y=03kx-5&Hb9*^ogH5$P1_PgBKHAKrb;Rc!mMSS( zHj0NCQ=D^5EV097nWs2jQ}$-TzkNOHzg3WnQ*{`+|o?O~A zqpCIQ0_<`Y&XV6RY6m8YL$sc)t#dFMm#_|!jobl)sf&jFXOxo^ZQz>o(IAws+2{{A1eEYlog+K?EMG6JG6A3I{BsNQO3kx9* z2u~(#R`%EhtyyLhL;kKh>9tJf9)mj!P5+R2ca4sG)Xax*-{G`TmUBdlt z39eG^d5WjVPwD(;Wpc>zl0{INZ%|fu7SphsO2jE6tm#5*y3D589WtT&wj6JJXj<}$ z8nagM7FfO)BsWR8Vk$`Y;@NbM$b6Zh1>L4jJ$ojQr;;M7s-s?t@h9lNG2!3(P#+jT zl$o$0{H@q7pydvu;wEm95LSyZf9HYV@xI@4uh-rCKxD&3t-Rn)VXy?MA%B8aL%3Eg{~-E zcVBbMsP(a{R{@7=;~gaLi1giK=T5l^2R)&09BXStMm|xoj!ASdjL0|@M&-#0qj46H z%~8Zl+7BAN<)mw(l&zka1sO7mOkR|%W}J>j+THSvxyiBRvF0ynSv1dhTN-Q*aeMHF zGQAwYz3=wDzLcaU%tw_r0(_0>EN!q7K0Vk-mmh4DNuTm+e4%?xaSe=!;jDb*jfKc$ zY=Ytroh!_RecGp1zM$heQ3@zlQv(Ac;z)peNoIZI)KcH4r(sf*S#*5q7xK zwSoJHPm?nu38$)KdxzK}eyyU1_TrEGGjA)xH6i|fo3XI-rqBI-he1$PZB4*vkIz@~Z2L9X~y&4)uc9wPkkxmdccsjiVq6@7I^<19LzGl{h- znXjozBCNDoRV8MeL^4HyC|ee~RWn!Vikxe7@K2=0IW21_G+j06n>j`eYc7saG4)5di}HVH|edGvkU{Ly2p0 zV~u7eKlo*nz@AW;*7}HD!rU^fg}D1(M(7?To) z6{ulj%ZG{}h%_z)X)$Ot#~f8t9EPESMl5QJShm1;a{{W8><%9xc=&}Gf_MC~#gA#|Mv#iwtB~HqMiASS7W>Twy7==L+i4p+y zh-Z)G?TN43M2hjF?_a8msI+221j*=NSvZYOp%v)um>3!{DLNFLL@^{lJ!6%6iT<LJz;XR)Bj@@`L5<)J0{E^20cRnJTLTleBqn7z znf?v#yXQw)OAlw;wk`Bqc(d08i(mrgrN zRoUiQeu^pqgj3Vc%h{8sAt-E&RDFvi@lZ~aT<6%`PtBV9UHNb|;$fR2h1eRV#ww-v z@eE!Jf(tNQrY*5#@*dEVzT?JVa==TSn}8pWH$0jpkC7^c^lf=F5e-i^by4(gh5rDW zmai@Sdt$;THnFIg67<{#{=SnB;r7*2fNsm`-6WR*@aAj@q806kis$I(VYey$?T}CH zpr;||*)O{rY53k(>9nAfRXtH$GGS%7q~9Cvu1@~ml44V2)rjPJw2?|wHu@r<563z9 z$hY2S1uw88hzXv!_BPvK7Su^%sD^FpNC7mvAJgZ`OOYUKAO|^nqe>D$$Pp92~E>)ANw_=_(#=svVsXxpjBO9 z4!f#T^wsS*bUM&M9CH}O_O09sn^Pie-77WD|FLpv&CvU)Q!!D zE;OK#1zWfS20MOI19u=`o3kd4N^JF#QYKuAmg8s!>Fev@xxpNn+C@onAD+7@U+u9| z_G~SRCmk;I!d#rXB7p4MvP&naQG3WJYiBNqi)&^OoZBNr;$>HRGBKr z$W2b*6I$bG2I<4a5z*n|N|8%_OV8H9vl2yDH-rkQ&&E02Kh0{ggLLZ_61Yzvx$PxW zY6{BC&y_5KvMQpul=?ztZ3zOs0N$_mqgEaoCa;r{+JK_SuwMdNoJ19aN3sBm0HvBQ4t*3 z69TIA_y9#Nw`V?Qs3X8z?WJr;jjF$ruW2KK-mX7PKn0zvT+~G%$Q(e7n~JJbt03Jx zwb(%fsCDBiKFlo7kUg!X0A*36-Bm*&_DTw18>Z-)?3%sUx63oi{wd^BoEx%UMk%in6;=xdC^JIy5UT#OAf<^ToxLGTtG4 zsOndyBL4sudTgkcw_6jOrS?v+uKxhjv#9=1grF&vIB`iXj^l)qFRMM~XBI+q+3W=; zE^p-Rgdy`_+diErIHNAM#$;4n?E4~~8pCwEtnA-O5^#!m?0!b+NMAbcpQEzCS zS>8lWD%9|^g;hAq<8_a4*#vGV?$G8Y#+sy_+z0YjEM;(>OwXo>KoKcd3yo7dA}S(^v>$Ws!2kRKCr!f%~hsgq8OM_+w+)#EFe1h)i6i6IYv7C?L4ea`AKovCP8+J0GD!~`xMarzd_4=wa<~jk2!NV&j5vzc&oLVP*X|1qj%cp zb;l2Gx4sb!YUm6Dn;NDlDXeS)vIjpIF8CfU*|-!vn(F0MF!qEoIC2JCbummDp2(mn zl8pS%(o2Bcu;vr%xIYp$XjA<}T09Wt$ST3e_i0qm<*IA1E<{3=Ahp*4bo@?Psa}*7 zQ^%V44C4C$DPKkezZp*)CDTk^VT@td(B@2lMv zL=dbT=f6?BiBzfLsK!@QOs-ptM~N%Q9Q831+dox>Gb5kYS!I?ni%jFUkaxgO`Y>2)Wymxj~nfqef>3EG)!&5T+TTMjtmZN_fobk8ga_5vt+z+2V=C|0i(W_B+C<@RlQxD_;Axx-_NiPX6XRY@F?L|1;2Tm|O!^x}K&xaJ} z9nJRukJML_;UgO-HfhYh9k^!LZ^M`sxl12C0v5vi&bF3rAbi+10;uAl7z9hKhy67% zKeMtxewvkX7Q;EVlu){I8@XE(v`R}DCFIi2&D^S>0kdv|Ty(o(1a?Kda+6#HQ}&}} z%*o1XbM4%2YPU4b+g#zR>%K)XN-CdQf*lOpI{5klI=o_2gI1tW^t-2~CTxcoqI~0a z{C$AN$y;*HR%X-+9?sO56ws@*?MK?$6@gf>ZF@=4<8I>AHOh%O$#_C45t`(r7VY@x zRQhhV8LA|N?aW+;q9TyuiSvZhi1)CMDFZF~piX)`TEs}&VJvLO0I5Te4sv3YWf60+ zHR;zjzpe@hmMoq5XsngNDYTykKi3MPux9OWZrBJ@ETam^3W}B0+bZp`!FA%!=q2^Z z3fE81_ABVJ#(#B&ryv<5fHPu%eJ-E>0O{CI`x{c^P)Np)GxKZdBBbH^!tLA@bu@((`5Pv_bij z)pgUNJucMHa$2lNq?Y1>H+>=Sow>=4^+|!xOT`E348f;ib7Wo&V`}Pf6sa*N45OaX zP@(}>UV|4Q=p;#Hk^u$vQXS28`US>J3P9Qw@l`loN~!X@R3l<+r;43Qp1e_GS?z>q zO?_7PCu_;76stj-r~~aPfDS26Cviig1LkB#2|^@|*>UdLJRw;n$+#fsXv0E%4&98ltYDRF{keNg1hC z?~98m3x3xo@;Gd(bt}`aoMbe3khaReI3zSUBpJA%&U}}y8|WeJiy{u=7jR15iOP8p zyTjvDJ40;6lf|ZHgb&o^%G7s(*SPJGP7bx3amgC<#Bs*VT%!rKQ#hexNZ6XdKCvzV zIy-6xEmvH47xg@52L_EmrS(h{-aUI)6Rw(kblMUCdTEz%U2m+brckl&bQopWD4S?Nj5f zk0Jj69HogTz5^ls~y@zpRJ~E6UJt7(53~{a-4j|Y7Kfxu=OBj1* zHQMJr4_|^Fn-U}SzWC&oZ6yKzqi$?zs*IS+42cXI2vg7bZMH_*(NF+>GgbvJTit)m zj;@6ik@p00$+HMifT0h6zi6cq##g5f+`vB7>cC_Xq1-;Co{Lr4HsM;ck->2|WXh>B!?e*z&~oKjJijvqUrNsrnl$~Os*B?4a1`yFWfsk!By`<0 zuouG-c0p5Q%*hcYuIQ_SJCIbx)w5nk{{Rkd!kQsmVlNc;Hi`JeNA&xlgBI6`31VWw zGWrWpC!6KXx#9l+#5zDYcr@~BT_mO_M0B1jXMT{k+NI_u-ip6tmYE_&n6x-}H40Ht zFTi&DwU82a2TJf- zC8x2)k_7I9Tv^VNtEs?G&K+aab@A57$kL`=oqZDJ6J7c85)g=!yDgGpE^5_3s~B3! zNQOKA0IfJbx0{du0HTdX`hc8@GezQ`c?r5+4|EEGY7?LOtb#eoNPI6p%4Uqc~r1#1EQ9y ztbwt!BA2brsI2-fKgL{>NJNxc65d2o<1cLdPXOKIOvY;Aj^jXaJ)GP|)W7y)w(24Z z>|>bFELG-vQGt(P)<;hwRgo@IW?dXi7{gi_HS)!;NV<{i0EOBWQB*anWk`*Vn45u! zr6Q1+xL4qd-+=x=qzS7dmj|fS0RZ=(HtsA0--&N(({4?|62X$YsWP{G>!9FMcMN*}%oE##xvPA|lgdlur7|w96j9hCVQ+niBf`x&ukplJDI{eF@=p>7g zRVQL*ZF@tdhK!Qtj$jFrVw{S?8tnkc>WW0knkp)ZHG(0Gt4WaEc=s&Mi}ffE>F&LJ zQUmRhC&;RMg+&&?9|vO9dxDc{2MPNRln^P9P}vV#Nix{=$8qX+;)%VR73CBKqo6Q* zvi6iw$2)bfV=b)M*xkSwI_&2hHPbAFR^6)q03MnF@N|}*O(24{B)>x&BPSDA1o$I~ zDg)@3xS*Cn+|XQpH2Ma1;fpXKeb;g%COX+|OOH0nVW097lVTE5CI?KP;ou(#tyz8; z3CNQ_+uo2vW{wwcBZS)Rv6aoa@ijnwVYG0w2=0_lLpnvj8rYKGyF6hsmf;>Z|6ar0%XMN<(;Lg3iQ0!IP%HCF(`NfRcn zNTd-`K1V*%?#f(oZ$LBsl)?^NNT?*B6yXyFM1$cNxnpj2ion>DT)u#sPZC%Mt<{N6 zg-Mu^EZT9zBF$F=22b7*L@E0;93K~43Kt!yV`j6AbV13gqDu>Q;82;HA|?L-mz(z2 ztck8&k!L$}={Aq3NlO|)e^G-Zq4{+er_nBL3gQUnoO~jU<7fg|Uf7Fyifr4CSMRUe zRzob7#aw2tmJmRLn*#6j#d{`Y2V6hwbCz%YFjER7YFjk{J+n9|p+vuxvULru zfHF{ss6E>$L z1x?eSC|qp7<#_Y{+lI*zG=s!PDEj!R^xQKB^3=$|ERUT?{Vr1~qVbcS;_ie5QSc8M zO<&~QB>or~)rb~4QIShmSv;uvw%I#fSoV2SPA0yywJj4M&9rlLvcVJMH3C=2-)J!J zYp56`eA`um6E%=>*Eb0N0A>QJs`*UTWkhoF=e4%FIew=%bKl>ussP~gto#ldEy;IG zIfpeRxPuqw|TWM-spTx}9U{3Y9gvE?bb#onq&a44&Q zO6x}oTwyNMfJl%Yy1d39y|MV>Wjn%V;Jz z(`2?b5nvyhA)nxrG}eifi=Eid0b%YQ&`vn`PIWnlELE1-pPSWyf9-##S|9Qa?-I{*+#VWtNh3 z=P0l}xNJ?3ij|FUialnkh^!;4o8|fuG!&xBokTYBJUOk8@VIOS3HSn?9aQuP=J8$? z(W&b*BE9Y_%HL1O_O0sNpR0zNu@MNkLMNM=EaEk4A=Vv*N)M*fhETZWxELa!$d+u{ z`IbtR1Sln&R;DVFy=HLVE7u1CV96FBax<)`o1DB*!OlR!6%uWFnu4uy0V*#Ufy;BR zeLA!`zcYV=vycpswwHmRs^cPINRfS+IZ`B9D}#q-scVGM`C=IEs)4b_scJayOOq;S zyiET93`ve-%3yU$K*bG6LgKJ81rV^mCN|q(0~2ROU!I~sIO3p?im|F^`4x+jcY-D? zEXf}YWJi?VlyI*LfIi`r#pTm34V^9m{GT!wCC4KlJTZ>!3KBK;%8FHH-LDgB7~SGT z2J_WsVMxq@p^#u=={bDB;41k55s3f_W zwE`6D0CZ$e?DSDSa#EVJWn*3UlhZ76to()OqChxA_`{PEZUO6eT1dji9EA36i7F|` z&=vus*Zc_k$4~<#FNhNy&90!ATqt8#s%fAe)ZK|RK^Wzqs}l@Fi`T#7&Rda37{4jQ z=Bm^OB(-`5&+#wY_ahvj-J^_!5O(qzm`2!u?6D~8bfq-rwt2=0$2J!l@dMR+* zMYv-N@(0iJWY6~mF|^8N!Z-oL5C;s{xE0hh{cS8YEeuYkKn9RtQI>{K*v`JNWQC^El?$9!j9$p9cW5Q9$%djMg|8>c>#1R36VLHP z!p9dl_PE6vlyS{zBV)Z-h~#}?WQy)p*#)iGxYELr@TT~$V~TK*)dlWo4~Qh#1BAb! z+TQluaXUH#iOeQAQ~Q>vVNk9kA0{-tcCeqRiG?qv!kh-RVdZi5Fh5ob76eluA!?V%z?mI&BEci&mge>3Fai1YX`8sf-~UC=~0;s3@8F_?rsN;6;pD ztB#X%`#vhG0ALTbH&;nub*)rHYI`rZ-qDYbE$J5vu?&1-@yOw8ha6{60K{skh83A` z=mr#+Qgq`CTyYASu{dPI4;WF!>d2T6NkfnI6u>{%F-AY3V+(*^MWbM(+*#WnEr>+D zHh;$)i+VC4jjKr)6ssaQoM`|E*aPMZaKWdclC)KG{PV=I9h8qLECcaGF<2zW3tmee zYv$&{YSe=q>p#^dZip_YTmg@8a$IY5Qwx4a2V*win;o_(a&7?1OozZXUOlr0Ghk8& z%n`wMT>k(fUK`z#F{Le{1068zMSAm*zXT@mUhHGHs8NMmQ=6xA)NTLn}T^x5%M8!&+nRER_Fv?`I z@kcMY^SZ|t1Oa8I57u^drg z3d*7FHQVbO}&)86RR z7UIiF^W<)*DF!~Wnqb~ErOrMZ_rOA=futNp#uYO9Cyo4CMIr9CS&H2~eO?vT_3TZ8 zvT73A;~_T6DbDS=HDS34sL*c8)jz~ZxrZ=Y|0{dE^b01%%U@pG>39Wb->hg)=&`bBZuBvQz zT3E(Lq;M>qE6NUNNtm(K6qCsc!fFG0dIc+LswD^TDW4I9OfXp&4-`xU!vL58fM1j& zmwEHLRn6&vxJ1ih?Ws{)dJoiAG;sOGl43gOpdkM`rDTY`6q zvaGdHq0G&b!=`O}QSp^UcnhA?G4d6P%Ntc##WixlFbJk~7I>}l1gIsb>wqQ8wX_>2 zudW|ZOp@3sroTt8ia=X*C*Iv~FlB2$mN3!wDNLSjrT+kyp)iwnvHK;l&6Zfd zDmtpDq9S8tgL64`4-{01f*A)(A}ZyAbf_nPzZJ=7`y8#)fW0QLBDXnYnee5p@9M6n zNtkk~NcEMET@`>st41BZtDX3*v;IhUsHSN#3ckoWPDA{T>>}VjH!8our(wVg>j%Z> z0(CzpNxKSYf(}5z?8ic%#LPQ507$?4=hotWZr zfs0niAkv(fK{&twZ%`;1N}ucg2;raO)Wp$O7jokpO0UYco-#JzLzS(OBLitN8|>RU z)H$!JUIg=CANtj2BAGQ!(C0TzlBW%6I_Rqs!=`|8gKjfr0CMqT@FNutqUWSgirdk! z73I{`fmMl1*8*cEPBA3^0J2ccxh!HKt?LOYE^Q4^0xjflm}csHAf0;ZR_Lb;vcaq_ z)03LDs4k3sGe+}NZ`_c z$8Xqzm%b+MrTE~cr`+*j$3SP1edx@vcC12M!Wl0caxe*g0s0e$j zwgY30VAxDj`+R4JF=)~bBL8q{&Qf_vlDC_Il zTVU>FF&&0was?$g#_hcB)ru&BX>roU5M*4pKOwMdV!A3;6$3CGo%RoU(|ac&yc>I)Nd!;gJVRkKuY_ur_^EK%`pGXDT#rT+lWZ(=7v zLnDXwC^=IvF1qf;%h{)S`g?7393%|fwKaK{)Hq_qq%Tzy=NC`t9ww(fY&O)83ii)M zV|o`$kf?tH%-s*ba*lwNInA7cLf3S1bkEKR==1L@{tjHX`H~I?=h5zznf23Oky$B-oZ~A>5vn zfR(<(xB{y9%&F;7VwyW05i6$Fgv6m@F^7n*sGw4g7;Svy7kLEvGEig~%_!!;Bk0G^$(4c>;boAS5mZ=DsD?Bg|Ew91#z^`NHt!;mN} zcKt>_TTZ7Eb0?{eg8I`@o0E&@TPc`4*GcYcX@&`^_b z;*sf=#8AjxiVEbbFCuf=z{w@3EWyN+j?z_PMRn|S;}~jG5{53{lFh~V)TZm;L;y2% z#)mXNogt;S)o)q5T=HWl~7^lH~ zYNP{&FS26gQl502{8@T>D`ags1n>jWB=pKf5mL2k1q?fIA8LDEc~*{(DrNM$Y6dMC z{{Ygu>37xsQ#I92JFB%s&<>|IY#3FPUeOSu>CmY~OxvC~z@u}jrc&sJORCn?iaRm$ zLk5*h`LnCSvO1;=$&&T0yvM9+;VGELl!3D%3P&#^e8^QbkBwe2J#d&S={Yetf(M~U zq6qqB>L{y&tkB5H+G+GvE^)OnBAR>u09K-8K5n~ismRuL>55qQeZ}0t{8~}yc67DY zlug^J+GaG2cqmG32f(bXSyd#itW>8gv{J&CC$*QE#?q|9~hgr4ar8na|8f?Fm96m{+U>M~B}`_X;aoX*ujS+e@7Vk@il=ql8EUEN}%~I|T(q4A$WL zD>6=$#sF?6tEE#9rLwJB1Ph#XQBE^y*h;dsVhAJhU8TusG3%z|tJXz1P}k^`QAdok z!2-$9sDDm9IQE@30|Qpwp+92;f?X#Ljjk(VihX=x=&?Q*2ZnZ07YfBt4?Fbx)xPz}zwf-#b&Ox60zj*lG35+%-H1-vw=k~|7d94NuyqPPxh zTbI+36ckxXF0k3hE7$w%bnV`m(TOQ~BploN-=Ea3RcGaXz61m9-NO zs=-|<*h2mY;lLCSat04YotT{+FzbNIO^?o(v|?bj3@SnF4qIr7tZLS+H;{z+X|X5| z#&FCHi9sd;0qeY3{9#qDf&})rYUNdf#49$tq0>?xg+FDW{RIrs@Lsx zo1z?hp(juRGTCiX2s^P=3$OnGHGPH@MbwDXGb z?E6CD2q`!W+scpB>pJ06N2beaW4G56#YMx$WK^-$bW{5)%F0F=2o*qF+f0^4SW{Q* z4{zuC-%Hm$rK{S=;J%p|5~f(`GN@j*+XsOvb*vnx@pkgx*3xeO0B5E8g3<8}&Qjg| zE3b{m-sUArktxyQe{xDNsuctPq1Dqum>RSxKtl~2UXB}qg2Ag2S0Od(NfoOQE-Z)$ zHKim&^qZ+7wk1j-al0T6gg^tOikh0;HuZew%8trAaQ^_8JAwS;OrB`Jj;vKW~5pqSzwbOp7wAs>@$*vYpVtjU&3rD(m<9-C^sH_~7GIv8=C z{R63+fyWK>lEc_@;15l#Kh@G-`1CBW1{B`D?`L*C{hDepN{^>+Mgfr5@&b0-f**{j zPWh7jK;5p_AvpUmhDhr)gv=@4JVq2p2uv|?{XnL`sgnx8c|kw3h-HGbRZ75KHpr>s zEAjRvuj$gOQ&ekJ+dhaNlpTP|54~vA?aQ8UEZ+PBD(pY-1GJxa>TePOKu|(YCCrBsD2B zD2>j-pgHLqo{if$Re6MxcuF20_4!ji z$t_}(~ z+L;g+u_5&;YXZ&F)4m(rU?7+@*Z5x+Wlz2yVq5N8INXABLvXa@gtLY`0-V6Z% z4!b4ynZ~?<@g?cLRX(94s%r_9sF3JQ#;Vx*hPC^%b*21TSbvAAN_V~W?S>tWGjfna zD)Qb`e+|CM2o?@76Ho2a+grrptB^5r8sdt>@ODM;&GNk|ZV{@CG_ZumAb)EEvkZ(jH*?^xowq@ODAnk$0)SHP*^kV z33h$y>$(V{Y}pmnRdov7N}j-l6_C>iC{fMb{{WqCzb(2vKLwyS@;dT!Vtp{v zY+~UfhHbd8BKrAmTPPo;IlzODgSr&{#Q~>lZhXfJ`{y**=y*GI^smU4Cpib>m zd$08^bk*=L8Kw#s9PW8>S->AUjK}%}jSSF5m2Ma>H=Jb0w;TuKN-4?$V?iE&@PBug z%tsMY11J+FF^4xXQGgfS*&jR9<<}2%LW%h#Jq*C+0(ScHFZisQ;+kSmgQ{|m;-gO~ z9L?^`P`x56K}3z+lx6A)?_sz{RCTi}#G78DYCQf+niz3?1%>Ys*|41&7k27%kHYz; ze%d>cg_?HGTX`xWrnQ)=wLc|MpLo~VeDZ<~y42<*mfH~V-dKN9inyT179WQ5ZzzR) z>4pxDc1>59ibsbohlptYDis?L=#qHyNO-rhl8qvAvJ^_p#>7pXHq5A9E_2`+^?CP{ zzS1avyKtn1@>(I9Xdf!NSd)@@#J8# z;(KFZeu8SP%xBWB^q&ih*ELvh|M04<&Mp_M69L{oa#I4Xr)C8-Q>8x7mKzu?vKqvs zXJ%M*wQO|vCrumDBQf2XZY#g2jahgP`Cu<2Ssl8zr#9*=aW(G3NoO#p@fInq?7LD= zu}rG5w>nqFRV(NJ!OuX_DWzgk8A~56f611Vi{$y^oK8EXfggbe2}OHmFgu>aO_#qp zs@DpLfp4^_f3NtT(ko#jquU~^350F-pE0Wu44gKQv)vpfiz_Y#zV||)SQ{cox}dRL zT2J~?$(HWy@sXIP{~;ynn+DZ;1*Atfmyw zx(ovHQ4~9=hR61vlK%sg7`Wto<|HqpZV|m)ocXr@RPo8R^Dc(^DsGCeS4Gx{94wYn z@$ee8ZmRd$751dQ{1PHE@Ofe}@Bb*(`VO+xt1=--eRj|0b)Pyi((0j~0q_NMug_|f zvsjcwXBzW=ZN0?d-g?;ZK^gK6)h$h%D$!ioN67!xuLw2eA4dtg> z+Z!mdrN&vS?IMfMx47&uN1%UE>fCK$G`@0l&fhvdFH&m0Bv;2l8|HT9#nqEdCn(*q#4*ywR<&8>o4jLhA(38^b6rH>9p@mS2SmSt&Ow* zTd+!PTw;=qqeoY1?UltM2D;~~Du)dhDX!mpgxyy+mX;la=56F~u{lgLlWZja+;{2{ z`Amf_jOmsq)>gaC6~s9Paxv2O*Niq6#_0z{k2e2*4r=>-acdFxSLM00O~aqu6G-(c zWk*k!-FkX{U2WFi~`v2%1I9C&QGo8!|nJ{~tM{qZ~1k&YV$ElLS0Tol36@pxyBHIr&9a1k5RKs!r#b4G8g}&gk#5(^lR7{X_KWPe-y3^|};Vcwtj~8By*xhI_5s&rRRq=6!f2eY$`F*23J7vgk z%BZE(M-{It%;BjNE8iyCk_*4Uhv`-l15i!Y(+`Xc6D&6^$2*mK;sNypZFlBp!bB-; zRK>*Zpnum3u@%P~-zd|RHhxI-*}NIsb^3zIDWyO`Eji#&@#x3|H3>5srP%~^*(Ct& zB5?1dgQXne&z0gp5{zK!1S=zdOD$Oz?s{rlOBzL@6;_9c_GGCKQW*`=^)d+`E|N)V76Tk~Thr0j81%FgwdK z$RkJzl5BekTk!r_$@(bnQAS1$6tWFrR01X>qXhD4$g&VqL{f2CsAvL}c!4_G=ba~migh_1oRQC5) z*FDv?395+9F~D9i`c(z{xFvN)hV=3HGj1SIQ8t?VOC!@z6YM)2xE84He_Ww$CMl)(a8p7B|1Rg1LQ{N5D-EZu+~y2-+O;= zIg5-{i8=p3^)8a#=-*Z`Pbt{d;nC&P0zX}^6O=iliKBQvo*|u3>m$RwQj%jaD;8#7 zv3BFWw5m-NjFud;sVwkfl>Z;G!Bsjy zwQvjKa`@JW(C9x_1Q6!M8xV-AJetYcjhlLfTu^_sPi?GGNTKRGaE?5&?L;TMx4HcX z*#6fJ)jzZR(aTJD0~;pHmmt{R<1Y334C=af+p&mqLWhw%{MGbFlm|bQ-uu_>i1E0Oibc(wm=xVgwrYD z3y4;z);$&6{KT<0BN`bxBGntb;h8$kurUo_gn5it{{tx0jlP%C|9Z{J zlH76nO*U>kqhk6+JaKfdwk1NJqRP%=uG zT}_cLgnYPcO77T;%$DbK%J) zsMhR{Z0dOEPIz8M`?H;dqe_J~ntLko-co`*JHULg5evO+4UdyL7X;AIx5E*iYLfQQ z?`yv+t#j&gbJV6p^~mh^chILu(@RHu)vf*eDRF{9h=4ej8c_;V>HG`dtoR03)fE)e zX7o)UDN6NOyvUE&m?8Q%WSUdr(&U>vVB)o?J$`jR;_|VQxu;C_+)JI z?}a^)Zu;juq2Ay$w=U9ry#TaTYbPkE7!9_~Y&^38r{ZcmnV||kc5(_VWOPT5nDFGC z1{AOGsGa^kKJVLh77bDMUm&r?QuIsh3|M3(7`fX*HnXQeEGjvi7hGP{yw+se&a1PUUtahYbCLmtAQ?C68K}#%pkst>wrnF8{BHQ8s zkwwL!%~Bx*2Fw-=_J(xmlhUWM`1TlB1DswyDm5JLkqW46y(I=Zv2sjt$-=R#WOit( z?5w^X>@Uf|v&(#eZnrx5$5HWYCiuLI0j+ zXgF>=-;_G|w{9g(PQ)eOiN3I^KlgU@=%Pjsl=1&DAUD-F4BTIg{X&Iu9heLT#ydrj z*EdJ1!yb@|9>Z-+9S8kR!)bmCa=)66uaU#YZlvbtvOUzoiNJ=CpRK?_FP&v@%@DxP z`S~8+Q?mv%mL_juL>=$^Jz-W#TKxUDRCD58HOVy=%3=WBOp6e&k}`2L3^N5Ln_=Bv+QYyHn^;6w6}iAiM;Zm8 z>Ud4yNkUmkRy5t5>{SUGW{X8ss7mZ7F|}p|AwpMnsX{i_KU#XjW3Pg0O8ywG4}>B? z;SDj@rH%(!%@-qe)_^e_ZlaU{M(Knc260_E$R%wpZqSOWhDD#j8U#xiir@5&j|%3@oDcE(YGUi#C=!@-4BBDm-QrE@ksYkGwVv z{R2%s4^87QV2Gt_0EqV7jS!5mFM?Qh=E62f9Jej9V>H+g#)c_~`lKVRNyAij*5njg zo?%W;T<@6|QjS?pXKk?FF4cd6JyysAh&YTo!=E6 zw{XarbDhYB(l?~Y=Zjcz`qsaU8xCU8DTgMY*4`IYmpO_RKAz!>pcLSj+aN9< z++o#go^mu*<}_rEMYGQRkZhp zQ#zX=W7PBH4uTyRd?Ks}Jc%~IP|jBTQ2E5HiPDvAi7SnLUA-!^%g?WyaLG@&!$e6d zg|Js&|5|}RW~>K#w;_k|*e`N9aC}JC9uHmJu#pA<#kk55X$Jfe8;o5{$woS+J#p$d zk>-je+CH1FQS(Z`8tm@N-cf*hK|+z)P%{7Q zfif8e{D#{#5_VIxuwJtPBkUXAsFlL}Q%Md54y=D;QEK)++b_M(F0i;0PF((N?USQ} zp>b%m5Fj#%_);$v;T_gZLj2&hyPn8WbK?UnbzWyRIze^$@aEQvgjsO zNJAZ+$@ECcs{4Iq2|>6ftLiW3;M%k~lgCy1I#cK8XqSbzWM*B7?(JQpxcZ@!f>LAJ zV`E&$(_x@ukLA(CDYd0@O(a`!KYiM89B7vDb+mc`kZ9tMNdBiGwamgpG`cDhP5)9T zjmm;CvMGh)eUg8uLM~3MQ7Wz4g+G@n(P0F6*-7^mdriZb{&q}2K0$DtLQrC7NmCK? zGjaY8iEIjxJErm6-12mS70-LU#bf3_0L@0^{koQZWITuYL$m?;XwyP{_wt5zeL17D zhMFw0^JBC9RK_ij`&#LAC_-Iqtm`t5(QdJ;dFOP}BUFCbN-M#%7WH>$^IXkCh_J$( z)CeZ|>~6(rUOjg6$&Bu@3M@VwPI!G1IeH}RoS(tV_^B>$(vnM7&daTG%ulKMU*nmr!jf%n&jfEZnMEM4B0Rj3$*qC_&bO&x+em)^ev*-9bUO z9}qn^(y@72ct_7H6X;gciBR*za1FTDAXyhK^ zx7u$|$i`?cWvi3*wl7dy5lI6ZHuDghaIJB<^ zd9=<7O^{hFp-8mUGddL8hkb3jvA~hzVDIXzu{X19+m=gJ0CQs%FE0BZE}qLsji#|p zMXyQ?*x^daGV48t8&JJP+9S>r{s+LA3Kz_xaNT*uO8-$nC#(95tDz(W^`O;xXcs)Z@4c|@*m*utA3LB zO9a@G@*CoRfJ!}{a#KG2q$%$Fq`vi-Uyh}v->ItYOk+vE;lFi#=M|m<^Z%&D5|cc~ zC;(Z1J95el3Rc%EaQRmDL_jH|Xy|B`INRo<_Gt-E$a#e#KzuOb4<~avdrQ!x8T6yI zGpZ_rj;N*Pk0vLeh@u2u-aVv2V5V(^x~EQ9=P(E@TG_K2mEFY0Z5izYJCin1qY{1OU}b2E#WgNo_Rm?rboW18c)|}0{*_JZ z=wkc^CD5h+>2Xccex$DeNNuWV7zr~VjY&qJYn_E0*E>{I;r-B^fT%cPx0~n#hgwR! zof$V!q%R4|%G5`YS@3srX1`d>|Aaj8=^FbULlK&wugK7mzRS<*KZavN-<`Q!#Q!(fqOO2pN zdaz7k_ONy?I;dMV#4HpkE8^s+-QAV6SBhXIXy|}`J9%8YGwr?+(Q!<+(`v(t6cLZa`0B)e4Ir?|9Se2K&oigV`{i0l77W?;Z z@7YRaERwgRRT4kV-!!+3=@euYulQGOcGlR7#Q%6NsS-|BbPsLsRyxR1T%$SZ4+>Kb zbZ|zXQZvl5HZndaCeWYg%#+Eq)a>3JhK&Da!6%DXm$a5^rzY?+n$ zsylrgYzZOH)^D=ZdOk=JrL{xm0gKlxg2wx22|Sp6xVALw3E?qjIbK8=xvdq**#1m<`E zMza71a%u8}3g(XV0-EcHh2bbWlm73l0sFHX%a0eI%v8LKSTfrDlw0R)+5Z5m%b_1* zj*FbDJB7)ri0HV9&)q=-$JBRbc0HKbr&{&?kLd|vJ&c1w{>l`ZBo4!ZFf#zoT ztMRPAqA@OSczhOmx`-X^{asy6l2`*K=43suippp-P#ldJT$tnz3YJIA5WaknXXMC1 z6A#lm2r-&RMALFsQHp;W{1k;u*$MDb7CKlYP*%9kk>?lF@go!^7v%QWlE+&u=Hnjj zrG_++5d`7svN^iuYC!Tf9kN6abQ9{?&O5BFu-{% ze}*VO5d~0zEdUhDjS;BEAM##kDi96)N})bQ+rCCpCh#;(Q#}gHX`c$ z;Lk2-yem^2to8Or7oorIl;A^WF@K$tCZ85Y4t)G~ zOB~e%qJ3SzFo&m9q|DoM(qV$t7v0cujN1+h*&*J%a=VZ@v0Ks*H8ksIalVn9t%{;% zY<2>t{c0FQN%pstgl33^iPSL_w}_R}tJZ2wax-}3KXIa-GUxU6?bHP*Le3j~yKG&r z=#&FcIhySDT_-NV;hZ)ApS7`_2|Ffqv%ayF)Ent~y<1%vZ*--Hf98%HC{WI3F7L@A zJGHKcE6f3LB5eWC3uWuRh`#By0;9C?8#BhK2RD<_xS)EZlcef@E1Gle`EKV8xYsx7 zm#G`A2b6lQPWl<0{%eLom5!&kjjX16k_U5*h2Ic7x|ikma}U4Btb^PNwxLfQ!otj# zs{LW!O_vjfX;0;oFzgOaC5CY+U(+srL1|?3t1Tv(6wcznB zC}@Z`cDll`U5rjz8(7;_^8*yZp?NNHrn?!OPBxNZ93zUxoXp61PuB0x95@LFM<{c( z|E?xUjKt%_!5d27?dAOCTyos+R`nYT0dqNK^6OrrAi@CzT`I()DC%)3D(GT>6s2KP zU5uJVS(BM1({_18I-sK#u1M6sVtqr0#FY(e= zpt;|meXXW750?W0@8L?a_<<2BIfVBH?G~`-0(2FTmMJO;X$K~N)QqpI1?16D!ooW; zUmHY`k`rO3^}_Mt0FP+~0MQMs0Y3fvebho?#>8o3h!>7tdSF}V_e7M`WJZgm_L{C& zwVlqNfRVZ%Y64jGH6|YOy>JK zisR92~~C;myXJKeo!9a?tEF*GgGw|h4|;}gTM&KGB( zqo5@*O)n2lm943wGN!wENWGF69fVo%tV&Ah+AQF-ir#p9o{Q*s4wAu@IuwW!uEX__ z6xq5J-zo4;L_^ploGQ`~U(AuMUDRnz6_s`#yQTIc&Ar3O@)|X%+yZ}izk!Ze4rPp_ z5HTNjTA`uenO>_Gq{KzCA(f*nJ|r7^W&8E13bnK|MSMeuhNw522Z(inu+1j)R_m2t zR7+K36LW=HS2d&zzcG3ybu7;XU3Gh0K+0wmN1b^+VK|>P{)F*zPZpkcE+g%e^BhdE zH~N)c!PZI9eQ{nJF)-m7Pr#Ik?bPZkq$4~5XJs35NX4qyHjIuk%ElA6)Ls8X!`Nsd$EzGt9ARGNXNU53h+BdS;XNMYwaI>@3!LZ->TZ z>0%!VM<;pk=q?dHYuc=dGt(RShL~FWA!mt3vwTcC&v$s zDEiN$^V@VbNYE00HIbD2gG_*m7L1o;%s3#*ASvbs&IrzEE1^eJPoyso&|q&L=|qO| zUK>biD0}#G3GH!K?vI=}n5~kot%01t3zC9zOd*)9VT*PC{fj;8>Cj}o_O3<%Imepx zj4Z-IZxJ%Fd~ZBxVbRUG-mJ;4wLeoes~;qB(CG#XUzK?|yBP@IJwJeTX2oPED{T}Q z9Y`33fo|vgGN*Ka^wDM%HvwGRmT$=(Ay4k^ z-jv_&`A_hRGz#|6U}=8NGkcLi%h`>x`WT(+sJ^iG6xu0aw%(_*+Bf?ix)dN5A+|n)~3689nHi61RhVN z@c+2-$uD#?{sTZCZSkUc?Zd&j=6Ia_&dwpX)LPS=ek!Rsw2gQzgp4rcDVkz|;19MR zNQ*yHS;;~oE#5@q$l#T}@uE0flgR~eb%C*hytitqU#u?#t8NQ z>r#v)9`V1bkeQ!t9Myj-*o%}K#1ykgj^q4PoDV+X^Y>IjQ}fD8jeFsb!R+H|G&TUl zpsdLvBWheWjEY3!1JDG$YYj>VI{6hBv|-i;$odc)M+%XHgcQLWrh*O1ip7j_&~OA9 zz^BNF;=GV^_WgK-{lB*ZD8y(v{^Zo-txW`k>npNEhLW6|bIHNb|1^mM&6cSFL>KTx z8`}&CCOJ8T3&WTZm{Dgn*1Pgy{ zPzrVc3|WgLo_`rX1SzJ}mz4z+0A1fe$0N+~lktxT_@Y0T$Np4iW4l2A>2Ca1`bqv` zR7~lo%=io&W^m@yp(9)ofJ^ytNpYtR6Ip!L&AW>jC z8CZuS3=DdjPaqw|d3tQg9IQnMWsxJVtplMiZaugVtd#SFCMg%pp7_So-%u z(S%9t*@(f)*+T8>&YLOmUPvlBS02?(f3OWOnZUYr!6VEA_o#! zIFYNWm@=CvFP$M%9=j#|=+KDlh9X zQ@!~`2=JaP4Q}1wJA%M()PdGczyM~nppc-2ALwf5!te!W|BV1}F@Zq9|8ouO|F;Q1 z073(SqQL%7zcAVVZxz)4y-E!O0EB{pf`vzbhlhrSfdaq-p)di^SQH%M*pzCft}qy! zK}m&;Oa8SH~QkAYM_pU_ZPj%p2;e;W{!q?4QUGM_(IYjQc`ycMLXeaj3(FYV=YYNVCQwh zX|~%XyXzoNcr+4PSUc+-oKocg#E>(%+IZe6o-*KyX^Jq+xUAQ>oN$q#MEfJbJE( zp5~}x=D0N6`Q6T;^w3=T_!=h0wrudWyQUO#bwiSvtPUgCKFr&96ChRVL}|tg>@C8c zVr@QI@5Yqky@XJVlHi<3%xao3i?rK>Dymo-JzN$UoPvXX1RnWJmbM6gR6O5%0hf>( z3A1w@r*l&Q^wA#EZLiUo->+KVXu;qKje%s26_xCmbQ;s`? zO-sDtjnRKiU*0IxvDK^TR*7K*1@unJP0%-fA^iuaQBx;0#QOQ~QV8i;pNXS5O~#SK zEHg)!Z|_+`QL@1pLxIm~f=~ctp6{3ay?qWnQ{41=M%(fP0oFG?mF6GxU9@7ns_>5D zkHR$C(zYoL*f2t6xG>+MKZ!)P&IB#b#vhWtN0?jZEt=)B5(_W0t^Ll=AZdmi@oUm< zSrk!ec1*1>^wwfL(kmz`jY_h>79)#a{{bihsb>n%eGFgC!M=5!0XZHg0Tj;z-@&JQ zKV8u(<%vw5qXtlZiarZj3C8k=yS({NOEJ8Rz&rOKS9h;&Y)di7BK}Mj02$l+-t6Fh z5&x&-1s9^^WEhpvEX%vvH$m-|Ii;oC3P>8jdUq-M?r_S_39;|nt>|aTls>3^n}_Z6 zSZtc#@}@ATq_Pa&Yt3StqG{iS+=~)u(t=j6FF$8g^A_kF6f&P|n*RXeq&_JHG(VTh zs46P{Nu~*qdxh!OkZpbFiI2*;uArxQTPg#tDU9in_C9c#2};FeT5{n}|ZeXjRHX8X3t`e%^&q zFs;j3Qs`Cr!;_Z35+%+!tl)T+mFQQ_J8v}OMq6ST2b#Vcx4%`&;V(4`0q$w#Qt69U zG2MHd!csUbg$b)E;;(qG3t+!M0IQI%51?nkwR6~vZ1c2P9lySU)RH!cM|B|j;R3`a z8gEUFBHQ`=yQK`diiJ&C;541Im>GxQ`p*l)kem7J6cr^%lygVnZjA)^)|Odb@>q~(%<(dd}Wnw8Q&btitbr%a*l8BM;|gn-N2_kPCKQzmpu z`x22j?YY6xryy*a-rcg`QamV}<_gG6b%p5`qGQPL3XK9khyJgQCy=OD_TJISefYQp zPk-WIR>1Q42ixzD{1gYvr!sipBjXYWO8-fZoG-}sn)lXOg2xVxp22y%>g&uGx3q!u z0W7q$!Nbz~Fla0EwwDddJt(V8OFGTn2d{%YtW%~^kLqXzQ6mxXnqMfy3n43Wtcrnw zd0el2IHEl1v$uJxC?~{z$DT?KPTd!EewLxpmNyusccGimJ`lm=VS+AEYNXrw@@*JK zjnVMJr|OZGTcec`&Z;!S0R9lZV$y-03WJqV%cn>ceSzS^$e7;2gG;n!XgZg43}3U) zKTpBKj$sd+*;NZ2_==zEe`@`h;p}A>;ifV^kxpT;&Q;uW5|Wei%$Uxu5oY#v+_XnY zFARL5XwV{J$wV=49l=Gc$-%Pfz5{(%_v(D&7V@#>)$la(oGq`m@i`nwFHfQktxL2M z2*xV?#x7Em6$FL^gEt)6V5%gKV`Dy>8Pe!$cJC9&b&1aP=4cQav1`$mxjh}maY~{Q zG78X<#z8!WhbK)CRMD+Fv%8I_QbzR+bkz_GQrVQb-0oT&JiR8UDOs6;bz^f;G533U z5xn&oqQMq(*~QNpOE-%P?I6ty@jV;q#8M}AMC;H>P_h`y$@v1zWagfx(6`&LmB8fK z!Bq~{aBk*K7%y)5c@1QzGeQaXV5xahqW!3fMdYTu@}nw(kr6d{F%Oc$Kc~6W$*BxK zDX1=gH##7UVMQT>HEN^nkA8=gXX{LE?yTS3BbCvM$UY_j33=!wn><+$^z&wF7wVKt zz**6%?LU9H?wkv7V(3o)s@!UfMI$r25BZpxzh*C`;eH+yvXOd=!iJYEm3T&=dM(n+ z-PJ?BStXSir$;=mPKEr2so9F_EG^#Cf1vg^qwf3$YdljV^DPxibR`4J8=!dzgUnTH z9ohOW%8&t`)$MOO&AYo?rc;#Tq_La+oR>P|a|99ZKn-$cv#wZ}gA}{G#0>M2ne7U^Q_-PpN{MWPlJE4kf z5cm(;4nv%m^1ewbBQ&d3rXfXmTLW%MA$hv6Nk znX}LCCnU+C>%e<$j+du1Q~b~n8z%%TE5&0R6Z0L`ysTCO_4P;Ceszgo zY4t;@LQdtNnNgz>s@LWjw6|WgjxBc-kwg!LIV?39D@gqOi|vi)dmN{6Ul?5rXb4k@ zO9SnGvX3rXik&$Pc3BSiA0UzdNNKi{6Z(^_b(5ML>Ox%mKR|NY$42_($-O|BETYm} zHCOjdP}=SHR>Dt2ygo6vU1C+LK|J05_EPB-p(K^o&(1aSYlnXzFb@d4K7}M8Ou@iX z!dLB0M5%ELmTYSOas}2a;I#(Cgt&YowJ78qx|C9u`;r7uETN$pQg0s_vXs*;<>wT? z97cfi?U^#nI53m&GzZ=Vmtv&G$~6S%DaN9&vEK60otjxMA*ohMvDQEZPouW`kk)?0 zKx%c;{CSvGtr)g6+Ob&n04$!XwH?B5Rh^u{xG}y7bM!frS)8u5uQHR$f`>aU{OA<; zjvDw^LBqM%6Wk%4ccJN(V_!|b+f}`?Ab=i{OB*}Uo<}(sQsailb7i%qOiCWcl^7*{ zvj8=)3S0gpi!p+yCcN-EJEzuy8Rat8#QNHvh^rh1&#*0ki#K6~(p6O?@~FtEC0#Cz zzL?2P{0=`L8PX`Qmi!>!!rB#VDNbHDqc_atQb3PYvVU=fcqezn!MgIxAxiNR`CK@apGGWCJC9IZoqQ6QHOnPj6Y7+n-U?g# z7y48E>|H@0Y7a*>^Z{egN>aajbZv#rZ4!W?gvcw2XXG_x1;-p&=1z~r(3TWLzJG-wT&c0vGrr>KNG*7f?rf`h%J?8*t zJ3w{u%F7=84CPdzdk6hZl@n4w$@B)w3nGD*cK>sm}i|>_Q z8bQObW~RRqLc&?Y=*7?tImV}>aJ?zk}2inE|q*XQ9$y_0H7<@~S$8V{P@l2gim z_X6C1kuR_yyDNLwo)q+|FY-oJt%l?k4USvBQP^tBDcocS{QrUwi6W9W;={7s;02y;g5R42XU5GRQLY?{4Z_$O2umKm;)cK)zf8q1B4A9<_Eya zJi+>L1l)Vh*U!%($C+iF+T7gN0D4DyvPeuc2rTO8$6TsqgdUz~8WwIO{$DGDfeS54 zKr+B#yYt9fxv7-Bmyu?M0}L5?RxCK&Stkt*CMK4opKcJ~CGjto+x{^+g5KCk8~rz3 zbz1}25B~s1G4{l`n0=yV`s5`hI{-%v&#_n-<#S836?nELuQ>uuSP32IWM>4S?$X%V z(qmCS?sN_~d1^r~QP5kEuDX!bzB7<{diu^J>S}~J#mn9I@?lgxW!FnwWFog+itGJC z88z35t&*MT2y&z9UiScpX9aYz!v{=A85FrD=ewfri_jcaF=_WSy>Cbb62n*Q@|2WU zEoe`!m83BzJDkEnC>?rd57}V3piVI3Ks)QV349!k_pI+?8IS!*s$-vl1&WF~A3K%= z@f%&sZ$rd068;oGX)^#nVJL5wv4aSNr17EhU4IO~CFaZFw15Ji75I;EL0z}agFb$P z%iaQI!Umz@%B0HEIeW-1gC~Y2r%zX$w(QH2q87FCT$1>j)46=J1v1ezBN;A4P-sz_||`I4q$(vW%EQw$Vti z#ti7SN89*grWx4e8Ki!Ai8xFEE6Af%cEQTlS%4`h@3>f^@7froLZ60gU^6;T@@Yl$ zMW!~*h8IQ9lU#-BnIP=caj-$3wh{yn1&Ot-@dd^SVz+v9MSe12J7rY~RszwDSOxc6 zCIuCEI45RA7*z-F1GU-1*jV;5I0O zhFu`~d0y5z4_6xzUpEM6lr_mb@}a-jjhQ`Dl={XTeL3rgI+_sNFP*itlvP}X?{bX6Pap* zEZ%hI%NxQs=zn!rj?GH$jZ|yf@WQdI`%Ead;toC%M6E$cYLjbaV>cTFZ&cbz^|j_F z&>vapn}y8}IU;eytSbLNV#f!)#r{_rV972G*yzEMyyE-#2s*8I*Sja_miXZW2eKD+ zvBzqaD-W3J6h$PftSNa=Rk?3EE2ag*4>02mC+rQB*r>)Z&8NSs@sO+U5tSh0<(` zDpOD+CE-fU04J6_==jy{h04cCiACdA|e63^eBjfXc)9ssW$ijK1I^{RyhI8 zNKfj$v$&NpT~3pC!qJjoktWgAv|Yk*OWlGM1Vf$>G`R%%lMyiFXp?TZhRdw&G(<3L zvrzeu?xSJGRbQ)~B3IORx{e62S}JPx6O9+_>Cs6i0I&@517Ml&Lr9pD_|-A_aG%tj z64XKKqu+s*OSIJOUHW}6oA~0ItUJ$of@XJ?(CZf(#lhlg`_O}&+c;?qT0-8W{_1rH zR#grMvnmO@f8FoQYP&iQu3)kO#JP)V3ioof1N+78-$gJ6*a?7-$Sgn*(lcjjSWIZ2 z5SnVqeQIK-Wfd>uyW>4OqR4N|(=3-6;vYp(1(TU!j03+#ZFj_6DcLxnpF)kyWU$F} z@-|+M->9y{Z){d8;#$&v#fJ_(v6Jz?M1{l{Hy$n}=wk3-kKo7Yk>Xg{e4Kv~uQC(4 zt&b&4jhoq{fR?7I-VL@Yr9Q^SI}ZF0K!Bmzr`UqIj+Z9i=6DsYJ*kzO9xx?RlKr*+ z1Q4&>gf<@&gj5AuO1d%MzmxwiwCXTD_K7y;V9AQ>&I53s8bht!wAj*5*1Mpy1II3IvZlLcLp&x?QSj)xoIu`y!<^jBn@y z?odf!KIKRL8zulEavgnyHCZ9)2`|hAOj*1=?{nIxfmOWl5;VNvVrGGNOEN9sCbLN) z4?t5}{%KGS9F3$CY@(Qat^=C`L1Q6x^Jc8vp)cD)Ydr#+NmuiHLN>VZvl*KZUV6w( ztB6(Bz`BZ$8`6|mGE92ETzK@)2vcX}NVfz{;>aXQCdle0%2VCGm2)in?Y|vVEmm&O zTIL6#eSM48;T>zytl?*fu%OnE;wOIDZ&_6$onTIj;1oB%z7q8JQ@xVlZ*oz87;4o> z&XJ~Nu8)Y-2{}p4K_LIlUQoV>KlI@!qjBQ0fENN*hR-tiWu9t>ov0~7oA)0;@|Dso z__EF{hKmnfM}{I*X?l)fQsmbhHVX;PNB(uKMa0Aznp`eZk3^w?cq5q=hpJy9IIuGs zkAgvngPH0-fMNmAKJo7Klve3c0J;e-Jr$x)zGz6Ddr9pjmZ`M!kCYNBnmB%LhT>fI zYlwtR;$El}rJlaI1W((K+J%%iN*t7yD|0+?vJsQ~66LR0j~Ejt^7u1Q3+lF$lX`)9 ze4qQF^hWhb2=lLPR!482GdgH)Q4VznrR${HZ28{*F+%<|R?kc{Ln>0FLtLv_n2)_y zXq5seXwXzO zg$1N@PBYZNy`=udp1M(4=VvJYI9nQ5#qT8z2{8PsYjHGuy;+hR6$01t#o*IPTJKCy zNi#U(7vp__PGCA&&hlHZ#%IP(KAq}cczur0hw4c~y6HX@Qv7nPF1cSKC^7kIlR+LN zeO}9`qo%|k%-?Jd>(&Xrq}tqCg;7i?bGBiic(UGsR+(IiqABtH?e{{#k0%|{kkv7rykKVl4hpV)c4=Tpuctc*7`Ww zG_1|aU_Yioq1wQ_j$@MADpVZR={KRu)u65mo1Y-13k$+>l*@%5X%ir{(Oxi%HWGCZHXH+won_+FZ+LTg6RL>ZVkgm1+ zGRRx$E0O3m@7PHF1f_*(%eE!@b;9K{#lDh7lw*aR)}uxp!8y}s zlxqHf?dfzVN=s+F6}zZ70m`ZBZ03-Om`BeEC<8wcBLLxYipP&8^d6x;M5Bb4jQz%Mwd3JM#&C36dG-dWlYESi^G z-E@O`MqS>6mnlismo8GJAG!+4yMmx4D5M}UFN*W#oytiR)|3t4ixI;;`(YmRuQsl( zkMy@&`EHXw(U`Zz(u`X!#(htwR5RZOm_JVv`CQElrwdxbG zLEEVK`t36k7M+I(eH}ZJSVQu3*+%!MqwuKQJ{UlkGGy%_chVMpyPz6e02=nS;piT@ zMG2>qE2Q@=v-r97loP~(;|vy(b_D`?@4$)^o^NlJtyyPk4Cb{{XyE-++g< zy2`EDe$HVj66#Y0609lRzR-pH=}Nmp`s%eqsyxiiDl(R#f%!&`f0>#xI1~46B@ASq79`Ruf57NC?`=YA1SB|%yDi0~Q5pVmjTnnFn4AT1@*pyRKY z%$QgX)3|SirhrE4saiGs>9c`i+i&&2@<7=FTOq)YS3AnMqg{G&xZIu+pRz@LHiD3FKJ zPf$w&#+>hzQ7krUySeg8E)ysOx8B5__zMapF4HC4x_>NspeSIV2;gtcE!QzC(VHdc zYvM-#00gsoZMh4@W zgv+f7ETz?+blU9+T5gpG9enAU=Uw`WVoHk>LS44EIR$krdnmc>==Z@g-&Yi>${mE; ze>%ZEIpr<`+NKQwBLD#Gi9=+!>#1KTk^y@ae=#cf^Cwz`rv)?W=97daBLsjuAcUg^^_$lAeH5tLN?Nu;=`GuZj6*DDQUoTUwkENbp)$QwQV@3`kS6i z+QKOW2iorvOx9TdDgO4}WXM4v%({=<*!#>f6KvFaBlWT+-$_j?d?H0X1*)z(uAdkm zNqrk-?^&O84GNN^iwaLMT#{E>$tkw0?{VQ8Ihe3E*kLMJLW+P_LEAiPfMyA52*XjC zy5V6anP8BRn^;-_4~>rf(Jro)39E|-=hAyKKri>OF)BiulqCcC13PB#3{nqMctKi2 zDo}SG=*Yy`C-;f)Bg2@a9Z6<{jGP{qTqw zU#c`(I`xSLreIpw9r2{WDi#h)ZH6A8$^gYP9a5iE`=T6NA5+nxV9Jtp(~^~&?P#R| zhR@hyn+0U1xI1I$e4y(iRWlE?*gv3|Hex|XCnXY&7puPBR+d?1gt1S&&v)CDXw@vD z-6Im^6H!80`I04+vLz{VLHBaV@q{aCLGF$m(q<}HQmbeCpc2L z#>#PmgzMdfx15rUuhB8wJ=T zX9$xqAhHq|Adbe3V5DnULNt1uA6P?NzaLmZj!ETe!c$yu^L3$Vn$xn4os^}lp6S{ zysN!)0)hbQ9nTWkx(O!Pk&mL~30O;sQbG=Q6AFX|uwia;k<&@39B?4<1ouSFNVJs9 zmZGcdEodlFpd^W6t5|2&UIKK9B`IK(nveK}ObJS>U$tbj*heOpf4mCVnzs4W!3_PM+D<{FjS>feSws)-4ydEZ3n^<24zXU&j+?o%`D}jAKa*rKieJm=4}3& zum1pVH!1z{{7gxxmnapV*SsMu?MZ&RrayE_Pz2MXskTdW6BSDdD^OrmnyJ1cs?lA@ z4ymj5RW(guH+4mLfiO+#UuF;MWeW}r3U#?N+%~xDd>|4DtCL)+aPcf({lsQc}yhup|5S$J;o?u>?iT1XQh8aNaP`HG?l|}AC59=7J zr7Ll>b#p3Pvbsq-$Il3u7LuA}mvOX)=QGk7N(~LR3Z$XYlVb5g)iJXLYG&Z@m5@^^ zSq86pi-z0XZe<|*L7`IA8I8A$nk3bZjSt!CY-37-Or>mE$0D-~#Esd(C>NdWpjQYWC+wE-^Lv;}IAt_R68 z0!3!US(wtwASjJ+b0Y)U2@{@Tjm+f&+wKJEo{}HDs7HEY^2~}Gh`Cr>n8M<-30_G3rTKv1z#PEk1_=qd#xtIHy9DDzI?2$q!gn4(Z&j?#FaQF;>mJb|Q^mD7Xe>aDgb za%8C9&yM~vQV3Ap>9ouL0Mp7-%SX?Cc>cw)xG}0pl&gSl6qmz@gv>??55sp?k;-{e zy}61?cvO3^^kMQKjw8`I7w4HV0gT3Rm9|AQ5*D3?9)r}PJE7C6*aYC;dvB6us{;r? z4N5?69#Kiaz)ry2^aTA{0ORc#kl~Jr7XA_Ip_EWleOp3ga)Ymw!-3fQ{ZEt0N-C~n z_FLnOB|hpv>>q9vC^#^*l${AU><|=^;NX2KP>|W4Cm-0xT3(x_x?Nmj=-$t;>0%DU zetF9nrdp45NmZ_l2iZ%QtP%-q&f&bqloF7+w;e525?iG)hG~lbu~|-)|@kShRf-Xkwm$+v=>Kr>46LaDA~vlcNeOkN~T#P??%i zR;--V@TpVFsUuXIDDFRHld|!lGU-Z{N)=P^aM}8@W~CyDq&r%ffYb}|0QSOW4hsB3 z9%;!1oD2T|5Q#|lP&_`$8cB-P{{Tq?9uQ{DNJ^hkI|diu_5(~vErb*Ws3CXJwxD6T#51#P+l*tbjaBj6>Wh|rq?EqLgD<2JQ$4yQ zL((68;!NpUiTzzU;LW+Fw!+|5bK}653mII%7ZR5Ao&R5-U=Cnux z)F@0m5?uPSkg)c*9GVp+M$0Wt^=1of%noC&#Uu15|dqWH>{pgrp4r08bLw6v>oq zPInG^*a$Xk2WOIIOjRiv@r5Z4z_s)BNngJI0D_`q;&qg*A5vKJ=#0eaJ=edaN*|=L z-5*G)=4&Cc0^Y7UM70TFL=B13d&=Dim#F=FwT3N^!$%wo+sY=lmB?VgQ zPhbahA72P0YCe0P&DV_reLpr9K{@pg+}}PgB#}F9?<}LK2_l4bLrdzNg#O z2Jf5UY#}Paz&*cV6rA@vK$clj8ur#n+p(Z1TpNSwXa4P2@Psj`@7HU7z+rLW2a~N% zseK*k`Hx14Z(%JZvU-&PLTS@gd34wgF9jdL$?@2 z%GfRGs>a5gIK!lZH**~t!kDpb-ck~zDOHCI&1g!~bf`GzOoDZdiOD-3o>iaEf5lL0 z00pYFhsd`&C#TwP=S|@P;$dol+xKzA!FLDTIH!zPF+n58geykwj6$qiZwRKK;}G}f z(aT1Xo{@GPP>HF*Vfb$5S`3RJRP?p2xuGE`P$M&!&KS%ViQiT!32&a{(P(fwWf!|2L@Q*a}7`Cmyxw*XJ(w-(L z6EB7Zk6)u&4lGJP6IwJf+!hLA&g{fn@VrTsQB@M_CuPa_clw!J(gJOc(rw=s!<&<= z;EAkwEx+-A6M|TG4u3kZo!RzAj_LOltQ2-`Jmx~sWvZft=XYvVu=e^1%GoJru9DCe zaFmk1wQ7$bp+VB1#B({oLD9@g>BWv5)aK6~bzv`t)6^j(Jle8BO}O6BB`#GJmO%yb zCt2GT%hwp#``N9AF)x{SYZ(H8u*}vIv-H zNcOR-gi?XT=6Lx^KXmv+(y@%fruJciM`Sy5Op`pRjMZI7qkZ{j8XiUhuz9$I$DUAH zjwPGp@Pa8&zV?JmLA>dKJI;PB22nRkC6b+lyYmiDBJ-Dz-5>cvRrT|6T(J1>S+k5! z2&f?`T&G(MldMP<#_+vjD)vqU?Hl1}_mWfE8ZUrSr7iv1nfs$f$x}!dRKjmaRxNyf zFm9s$@`>^!{_S2dCH5BJePd;dX4~SK=_YEIWvNEi&wK5Ff~xoKk1(Q@B-B8~ zKx8A%DrPt=s@+hV&2PI=u)U#G1(|QCCMA^JPTO&Zg&gIOzk!4YH5?l#QNO=2WVtX& zK5QL9_kM6`Bo#_h1AE7!PYXq5N=o`q?Ks;K<~VYZQ+wIQuTEu#;hBJ$X(XuJ?A~EA zs;RC{^NVig(o0a5v(mGLZ{rj!gJ%S12`ZMbf*rz68^6RUNL1EP7FJx#8A}untYFMt zw5F!mmbY2?M8Erf!3PtWf|VCsqfhXjkH#BpO-R8r7Td04NiYf)kU%)bhF8|MKI_7! z%y3)l3+tD_50oShkx&ES0r6n|j43r*YD;BI#Zk8nZIDvNwMjtTYLCma(^Fb%*x~yj zp8iDE_Gw@8oA*3RDlV`HJ8VcE5V?}kT7z|OJRoUHpd69_cudcwC>5~@N{eHi_5&Ac zLO|Y3E^c@vZBfJL24eNptDfGdu38463j*OT3$Qz2IAX!Z!=EyFOubs}=_?&xU zRRC7I6y4IT>@YiawX=$rX#1e&znYFt1i~>{==E)lWJ^$MWq#N)rqY?1p}no6h{hI~ zN}^#Jir8`Q!X`s&(#CE={n<#uqwh^J=R} zJxnRLu>0+8@uB3YNR|U>G+-@$F({=rlWjFJa;>HkTul-;BW0X!RDk_;y76My<(6ygoC0&9Q%NC#trc##{a>Kd65lFcv zr5&Wg%DOZu_%uq_rKVcg-26F;h7%GM*MaZ6DR`A;HhZV8{yZ8> z=F_;Hp$bXCK#tJRsYmz@MJElBN^Dv5jNu({N^dzD%3rlI*B>6JUnfr*_VD zoTd#R>w84BdkADSu)y)(PlPX7Re)50a%;C<5lJ?hntzG)emv8^c&`%@{{VK6?GZhA zw8Q-;@{M!AV3EK=IYifYbSHL1`bjeZrAic=IAj{TU`=NK0HzJJyW%#s$MnOL$xsBH zbf`GuAh1iRM5$M}%QNJ1f&R?j>@kM0Q3Ut=d8g{8($t}0?25h-Et;U=TY5+5%xMow z(xbT`C_j8EwKXh4U8>u@DV7*x&bqdWe;4?8Qws!ZE8V_aaOOx!BDs{Qtl^1gfE3^p zh{$K!Ediv?4BuGk3*YgFO_CL)mH0up_&{0?BI)*$b`cYj*Pyo?VQ88!L#J^D5>!g5 z495eJfm?e zOJyiz#YLi@zP8|0NPY1+Dd`z%0uU!*EowR9aB;`JF;OP%O0evYqsu`=r8USnZ$Ah` zxHN%+nB+kGvi!LPAn97984S zOBYZ$^h@5*3VyO)8^*|_f|G+60xpwBVqfD8%;`(ruy%MMK#EpETs4jUJoKGa4vN{^ z@`qf|uey}7ZJ!=tp-E|q3qi;&+`xQV@ot3T>HK8fF)U3Cq@*XPSa(60f+sqG%Dlt{ z%#bGpi)7871Rk*gNi6=(W6~mOdQzqi#cH1z!&M1B$Z!r9^)e1%j@X$kNlt}Eph4{J z=28v{1t)#Yi?Sfn!k>*2;9(My;JsRHBp zRL$sI*bL&1PLQF6XEXO=tE0m`K$09h7UsXZU zE<`F@Q=(u8-8g!)Eg?;C;{y-5yoLd}iuICJiyKCgwH8Gzdm*pSE&l-1Q@6aF!@(42 z^}0Pkcej+op5iM^w1sWweD?Y~f!X8`bB6R9$qHik4{@J06A~1ih6>Q7hXhlIyjTxO zF(=(U*B#=b&PLkq$bLlQ6R36i2pjx^qrkUo}D zQl%x4U5;)x`DjHIsaH2~Ps7miiH%J~ zsLX30B~w>|c4A)v0m`MQmSqo!eA>S4~W*0FM z$}UDWIotF(#HnejVPanZJ|x7osWhoc1gBv+b6mF{Ak>W`&QlHUZ`F^IgiS(~FfnwV zhxe2tsGnH8lg`wVsSnl;oCQSibE?bLX0ZAZ(fgH+Lx{|KI z@P(@2%_~*B9UAYbYm)Z?F=hWUUFl#Akl(I$67RR;>>5@jZ z-SgcOPy+#U-SJ6&8To1hIigVD4L>+a1_?+{U~fR%W0Xk$07|`HDl9z@C`tBG0XaLL zBvKtAV6WlS@oaL5MRs0|6+YTS^DOL2k6?+5y#y`oVo8d-vh3%5ve0;A25iDsrPJ2yf>E>A&dO`H!a0nIC5SAwd;}>;RLTcPl1K+G z_}BWx8dbkx>*kU-6B_60)=&xAVmw+XOuE3tyLMvOiCZ^qr;j~ol%;#AD(nvum71o%i9ENPD#YB|%W9WHBNg>$W?>})j@&$AkZM+HX6F7XC8S=@;$b?8N~smA zJ?>(e4KVQy0%Cw=j6lz11T9HQZ5#)DHM%c$b#GjYIJoZ^7TIoTxBR8!_&K zC3@28>rU2yv=F46$Ec=hHmEFLd_SnClFB-PS60*V5v?d%--~&LNtVi4O$?k62yDC~ zPN#W^u-G}LaEaT19LrKm63Bg(M8P#x&_yKT&7U!s$#Sx$Gr!^8zAP5C67Iyp0*y)u z0Gu4RF+|exl{BK38oJu8&ZUyN74>8rcNk*jMDZ^Gs%*feF)Z!CycH9GVE*(OlU3Kd zV1T5!%_oKsiJ7x6a>hSCxH8rqD#SvVlHr*_+pYww-gb`G&9+0fO;t?*0$5>wWnUE} zc*2x0M6=$)CQQzqUO7NPJttDtyA$$-%Sts8oHyj7w7ueYyGZSRWT)MhJIp3RRIrk# zEr$~xZ281r@$GogEVQ|nE^HT(_8acQd744_0@vO9` z@hA@%bf_q8NpaoJKpI(@fNY*8;Re)9PAPu$=6gApHC71^*O2QhAsXa~lLb=!noYaD zUPUWjx4N5=#wbFFU%H^(ob!PpK6Rgfgzz37LK3v8Ro_*$LJ1dW7@Jd&ee1CzKyv`VUy$0Nsv_-yui z1j{KaChB4}2gL4VqwI(*OZE5pmmxGG?J9))?_0lnG=eVpCyNl-nF^ie$(Y zoZPFr(dX8sDElK;p2%SUgF*^1$6tqJB_z8f2in8PD?(XC@5TUA>X#Jb3>+tZFcha> zACxeFR)C@~cw~SE=$L)k)qhjMPS6i%=QH{fFk$Vy85p5pk@r+H>-8CPsHmmK`GhLM z%s}1h3gCPp30kSvx8fN`nVO|b$Z093suH=n^BUmYE_s+5j=>Ya#L8D|JOrF3q@#6K zSHqa@S{2z7hqmDV01x?zicUQqrC7pri_xLAmyf{Xgfb?82i;x&0H*OwgcXnbhRON& za}s@?QCC%O;m>gjRJ8j^n8WqAWF(t72f7eLvR3MCjL?*&3TL@&1SU!Vu3gi=Z)k-g zmwuGBd)Nc|#ysSaEM#AsN*s+PZSy`sK@XVY3Vxc6&g_ItN-k_$gecG#SYwe4a)v~* zC0fbPiH1^HUHro#F_M*K4egV2%w|bLrFS5ECK0AdO4F-$0;NbFpi1RH477sGe(>22O_|>& zig`69BmF~n>b0Uo^g32oLXqq#fhVb*vw(23!u_R8np?GpbR`MKS(RlF|VN!`q`wJIH=Bz`3e{uK`1Ws_qs zT^w-u!laxg;kikF5KosjU%Z75wzqs4M1!NZe}|T@!h9lPi3Cif_~Yo8F(X=G3Re&t ztI#_R&T(2nY&MR#U>nJ3(gbS);raRk`-Ezv)0HUzzAw(REmQ%OIQW>nsj4q>U%Cp_ zETwolz6?*OuXXzjEg`I@w$D*i!~>&Jt4SWo#PDMjsVSShhF5e^E?QA*yW7XYDpchz zSq)1t2k!oD7984%O*N`!@T0SLGNrGgpwMW+o5Bhf9V*5=(vng4ixJ%yPL|j`0r_Bpf*LfCfMg&Tz6duzlRjVA3(>t*M#sZQ}rJ4d_a!2_(Iu!MVeL zTH*3M_x0H_(QQ?&_FM~ZymDSsbs0ul6}>0(F9AaWAJNe@H76Z}a5+Qk5$?ao7^OWC z(HlI2z``Y~-(%I6ZJ>t+Z90h0?v-pz1&WxerOfMd-_0&^L#9|ETSY`M?YCrUXC#e} zzw(92`?{ZrBUTqKa!m?4{_<2aZ1zG{lIc)!9&~}7!}kY)pqEWARK{xhz9uFI%;>)D zzHlY-nutO6Bcn+o`o-xD9}6Uo&4XvPw`-4F{KmR3g5qU4t)!CJzCQ?Xqi(S)Xa zu{46|U$j!i*!SKOF$L10`UiN4wNmS;T0`GDHxR&5VKKIO30Qn33d${MQcoK$3ts+4pNp0brO(0)8(zP zq_<=)r*K9;57<&Rf;(YIWQ z-Ygr3F_^&Xm5W?G@#Ex$k*u5uhRX(uq_&MtY4=pcgCAk{yac9+Y4(%SPWn-k@r(IN zoSS>8$UilMaOP5VYW51nKr159ni34zYN?PJ>R_vO9;i|iSOVoY@WJ3MNEHw|TFiFf z8WfX)fl1(P1qBMB%P3ygZJ!8E+Cagu>oCtu#N7(`9mW$)Qz~$|1Td(3Ng@0rURse_ zSx8p+VQG@pVn0^|N7bVT=zeimC_1>&h4;2zLsV!>@Eitk4B1H~Jrx&s1;K1R2wFeY zK(DLj-dxYXqu3#5OQfklpSW8O*kd#s6{g>a)A9Y6S3=X1eCa>|ySc0X07`S0djhMG z_S=9QNh4Ly^?7H3iTf8Z(ixi{*lBYevO6IJW|86hD)6O= zY*1ER^LDuF=2BZ+YfJn?=LHi3DoY{GCARv>T*U;WW_QB0M(M;5$Bz%T6HXH3habeO zdwjAsf+BY%m{eM#im}x{FW73cO0E1>ggJ68`ztnPVJtrpu!-~4?UwlS%jFJqGc2^^ z`S)G|&|NCS)2l{$1(Xes9tY5lPwb@{L%l`Y^kYo5UTnUDU>qCy0!2eaQWRL;r&c|J z(3;65Dk%@JGja7T6u+%lclQ&wiG-}JN=a9oNiR}*^V#YE6#!L$CmtS1RMj)!F(wl+ z1=6e!ccPz-rG&mtFX#|SN>?(jB%g<0>@>=SKrwCx7qG3z2K|*xxwt7|T}j8R;R&M! zYhSyZqGCdZ{EpaPC7${^*$3U({3p}Slut^r#HCeuKcNqrW&A_~xHk_XYEQMwih8Re z5P^b2b5}J~j`P4kmrBu5WGPI?jqTserK-tDbHG6|ms4UeBdgKA$g}y?upaENf8v|M zQB5TnC}MvW*YyITtyyzvOJoqNx90;p4W%I*l?5bssigh0CP;z%dQ?LQq(yGxZxjPFQ~tSYO5!>Bgp>%8*_vswh*MpVSiXTCQiKqCSia4@x;5S1(WL&x4< zK^XwwE5Z@&iJ?7VT+@&-RJC|Q)iG40%ROy=+ebo~c!F~TKa`nrzO?HSLx7j@E!hf~ zomr(S8ozgDILFba5~p&7DBZ>=@#dN|iA>EIr6k?Wg`&Bt3Di>)gP+PPLc)^l<8PBP zZ@7Y}{{X4fSU$>03LRKM(9EceLlAqwhCXp_)FGU4d?3)_N$DY2jr$v%p%YN041xVW zJjMH{QSN|;VzNuZQ?LQpJcTFTpQHY&d9-9HO7@#C&J!^O(xBk^bCt4Myc!eti=OX5 zhg}q?^|*;?dZ|cD?Qhsw&xHz!ib!Cuy!$_86*X?bu*X<{JYj4U5DB`oQ8{^ENtCK) zr8^#`!>=gNa-B)Sz?)UOa=g7N6a_(+`#@mbQ0kiF@ciMip28G~&8(Igm-ntQg-c)6sM9mNWeuQ?=qUD*qML06p*50b5bAR5`3@dad&?4&_(H!%6Db%cyykl0DwAuX zVPk@-zxaT5hl!H`(j=0nCt0?2ZiLEuUC&^69(6%J&`E3LL@=7QCt|PPPcs-2ovV3q8ehp_U_O)!O*f1?1GS`aXfZHmc3Q3T)Kw! z6uc^7=*l0|w{HUla}`QQ>4Ydqmq_=`%W%Rpb62EFg{(DCQ*h=V{{VJ>{e~th-9nYv z34kBYPF^PmKL|vSUV)EWp7Z6(g|b=$RdIWe4Xvo z-hj(M(o7iSl<_|(bfFbxxfbNcuF1j`FdGelZE#!zB}P4<#N=ORY6`{Px*?Fprq{u{TpDkT_?nFF)b$) zp(C(CPS8heB2>YtjY9&%4(O!-0lF(luwIor(yoyH;SQ4Mnu49;pu}+x0$ELpjU?t0 zS?#(4SO)iSCz~Xz-T*uMSDG-)`BX&tn`d^)CB=G|}xzz1X=5iKfBBrS{V!^%{p^i|u$LXwpgR9uo9fP_ty zDlI~jo;D-n5~Z9{fc$fTJvdFWzaHMW(q}O#LbqLyYj?uta+RbRY)}=4;@(EcM5!Q| zX;v-MUKZWPIX@!9S4%LA6ib2FLH?LeD&;d!_@xfuY;=p0;S*6QUTRQE&4{m94(xJ? z=zEZb0l6*@_XsjcWXmZ^Mq0ock8C4RGp4C1PE6x7n?C3>rlAN)Nnil>jaflTNGvYL z4bYF@sQ&WmA1^^Slve4k!##Codf{my=$YK1{$S6NDN-(=GZ~S*V-%@QxkjDkITPX4_SEBs zp^1tssFojS6)3P6n0YIq2!7c(MhK+T2`C>%tz1ICf-1#<`~ z(vzbj1c#-&y$uU-cM2H6n3X(&Kriia9?6D6^_j{|zt2~v*RqF2V-dT7jTkQGuDEs% zF!W5I@qlrgU$>l1A=Z$(^3ESYUrBPbfenq*Af>Zb2Pp7!6#{>o}N}eIjWu@Qmp~l`VF; zmsR{6Lgvb57p#hSdy%Hy@>kwH7VaD*4CgDI4*X676 zqsAuM#$~ta-X;TqLf`pJO;$k--{|xyBzvkh3OhLYdNs^tU~EfqijbhBoWXxbuD4gZ zonsm*N)NG7>3ol^%x7}gL3EI(xybPJwW-NAN=9ep7G8{ON6#1^U#*_AMRd&x9@YK^ zG&4T20m8lE^B$(^APwH*8zD_Vk5 zGci&W6rH0EVvt;?5wn@*EF^D=r7SFM9+hNtm8zECk6?Hcm(o?ggnA-{q$wv5aEiG) ziaz7`9IpW-3Rrv zDxRv{JscSEczV>?1C&yc*UTm=w&h|dz*g`klSV_x)R9= zq?Fq>&#oq`Vin(E6A!RbFxvdu^DnU?qul~zvgtpjJNfFEppm`~iD6BS(bRl{JEeM% z53o;E#jf~mK>w$*Qj*XI*e^<-;+Sky4f18m}%NC+Fel*&>RY5v*tL(=^by~XflHEAe5V= z_`)U(7LcykmZYsoWCE5sxqEMkVo%nn3b!4Qj!`*y3>#VbiI~2jbJ+<&l|mM#3VpaZ zF-v-pVsDnQN8;W)?{Y0>t&dF_a{Q1m;vnz`|9dqLAGu_z0GQXjil;IPG}za{{@K z(kapBQ~}AGMhU}ic*1{rAF)x&681`^k=IlB2x@>*tR4*cipk3Mz|a~I!sm;{Q&&+p z$KjWBOi1XIIoJ!^<>^FfHNb*kyagD&*r9eXu|2-)k%3A5k#y{{Rpv1m zRZ`TOW3`F$7s=+Tw5e-MvcNG*k%mMD;@r#8e-mR)Z3|5Q0CZ3ZXD@y+=Fk(*DH2yn z>8ZG|2eKv2B9ftTzXuzSF_+2pm7L6n4X|eE7eIGeQzx)v*%Kr!))3_@-0a2?JYtQKUkFM&F*uZ6Z$#^CnuB z5T|q!*zoy5MO7(EsYfgt95#`5K>q-jR8Xarrfa+8tY3D<5SbxDon-$26Q2M)IfU`i zU5@2KB-B-ETQzybIHwWSI(6q{GDl`A<_b|MQ1*w$ z7bQB>DwpeMNv-ocBG%g6(xrRKsPG@0Pd?6&FzWo^{naI34~%lTlMWgyW`455CQO)` zom!y#A|**hk}gJNtS#RkRF$c$SL}6X29a8hKdb~;Ymh5GkxMuwB=$g@X|s~v^V^NR zM&u4AKD7{CZbmGUeh}cFZmtp zhBK4id<1IFM~90?O*i|)>?^1axUFi{`?}r`l}eW~XjXKn0mZ}$5R!s3cL%gZJfT8d zuus){R1C>;vqolCt*-uv-p%W5n3IM!OF(FAg z7p4T2B`37C=9N}3ix z^MsK7R)U2CQdO*__}>x20tXXjbHkY0x0t{;vXk%^fCn?Effg3q3s%Ia_6U}7y4HV{ zSMBB?;6om`2a}e?>OUAtCc5RHWnb|p=FpjlE|mxW06Y1Xl-!w`G>!%kfof6*bTUgW zX{2!Wqf0hgG-sk!bsigx6r=!F2tr2u+9qm^8xmE%)*E7I_eFopctA>2%FV39I3TE~ zs~3gkMCTkTan7Vn0hr%r{-~)Yts2_cC_lyl+8@@Lw1Ebe2M@j5Xm2f3kdmY-<*^0! zW1KKa12S@iOLD41U&)v~<%9guEo(g#Bn0A|BfcgK3Vh(=kDd{sK~pUKST<3BW+Z71 z_S3ofq?bQe-W3wmdO%XG4mMksu6w z;XT3@s$2wPkW-J(&=ZP&kQ{#yc&ft=&zwC0O4_Tp4rzNRw`?VYQfcf0{d~(RF3TxM z>#%_{l<^XW{Jv1a!ak2FZIssVcxW1O$RLNxT}?W_)5)!0pj3229$KI2w|D2N}f$F>Rr}8=FYfHA*ukL zK9|m{4cMN+70Ht^dmWSUj*29MzNH9xysBaRHi}dV?)t>TCR#v;2uLRq(SVExWK}=} z<}DotKJYh+bdx(^fj(_J9yK{a_tkiGa;iZ(!k4z_)Sd;iK*j}g0*+(^g!nvtY_a?~ zMxvz?yfi0Bsb6>j;9;f9LEfSO`M}b0WX!$^Q255bC76x&Bf1nsna)1xzYSr=j_ z1i7Ncf$n*ji#LK-HaBTg{u}?MYuE&QksOaL2XqlwhCtQ zZ)BQ*4F;Y~P^QEYW4@vxksvjklALpE!Cd5|8#6l)PUpW=IONJ)vXDU;_QtfCiQHM^ z{{T%pyT0)M07aY9rqul5)5+%*1yZCC&Ar7?7o(U-ElXT+hEQ5|8fWfLt7@5h{(n5&?c76Liq^T(-G$a$Tj3XCF zXE%7II6~zgXmMkaf*RSld28MyURuyv?W{fq3Q<+Ir2e~kjMP{a6-!tS82cx{h}V#p z+)8_k#R-ta;c|WumCaevu+$d31S1@s1zQvD+lEQ$8X+CB0i#>GB(~8TEl49EE!|y` zV>FT*Fj`7Llm-b=QbMEz1f>O$`n~(V9{|{~vF&-T`?}8)zr7c%at1l1v(yLYndB;$ zFw{O+4crqfc;k_tm;@gcI^hz%l}vAOxGxG;>?+rf z%Cqu=K4d3N!m-aM>!b((c@X)zc!~ZMu$q0|;ZP9H#a>HQaGK&)e31en|Nd=+460X= z&|javQMk{LCYJWN0Y`%&LYJZRb_@fM;5+X>mtob`yeDZPiEpSINIE>WbdKpi^H@se ze5VxfC~7{`b93fHH)FarOSC6{oWKj+L7*az2pPwB1%|r4EyGj=eIBCa8cazBgSI$DDQ!m+3<-ASGxk=JM!oKp ztA6)vGfiH<0kiXW%OUYlW_VQ`b30A!S#~vJgJnP&+-xwaO2R5>>${v&G|)%PB^7=6EHZXfych3 zKTopW5nf+VNIC`l-L!5q(n!K1mSPGd6AkjT1JMkzOCoXQIN$ zpX@nPQ=P|B=H`8hi}F>T*#mUzIOLqh?IAoI(6w}93uA&k+F8%-jkr&{qqPR8Ma05f8DA|=75SVzvvyqZw z(nc)vjXXVr4lBXmymtWNMa$&$;=r&!g%6{FU7vps29o?v06W;}uC9?WQ;R>C3}q;ntPyTCx_PNsr9bfyQ{Z=r z=%V`mw6=vg2N#HUGK?3r^RlF{_T_G6xtXb3o~U%;iqJMkQmO6W@QCKJC1xE>HDzLc zg0eiHj)_ui>SHoe2tg=s< zDa+W!(fjiRJOfA9uAO0VBQ@2t?y~p#9+tPw)VD-nUH+mlg#{SCNgVM=nY>y^G&N$! ziTkX3oX>v_A$BK`rF--TfZ2#W;CEYINOP-puUe*>T@PyK;H>`>(`8P(p)(62!f*pc z$ig1(lY%X=@K^GqC1pdGMC2Y6iL2Bp32uK)Ay?s5pT~uL;E}>xGK>up&^Me}xP>PV z^|#b(ch>4ppHOgi$X0fX^K z;BeA^c%5Z5YNb%oD@IxOab+WOiTY=jXx}}q_d26|_kZun{=}EyyD5 zE^xXJ26`$Hu|R5tmTUcscDg9eQ$lr&MeH_Dy8j$(<=`FS{gYx_SvX8R%Zt4=_wpw* zurxRLS`C~U#+h2{+v`{{9FJ|s>q?nxeZA5glUj2 z!P$y`j_)_7emIDHKFHUE-fW!Pfl9TNnW$A@6a{op@X4 z^MUSK>rbAscewY!t=s*MCT^>u?>DEVZKp>}-&u_OT@R{i{Rb?k4-#z0!`i;k5P3<^ z)Oq&Iy??39^@JAn(`3R(-;{FFZk^Npq103HER%0`dZ;>Nl%9@)ymaM6LBQ(TGCp{E z=gz3nTn?nD$0&t6KDQRo3knr1{a}~ydigk4!Zs>%&{PSf1V6t^hGw zq3Fl`3@N_fT$S+4P{YyxLExkG?3zX*2LsD+AMVw;xcUbmEC77sQ#=B;=aP%Tek542YE2+#mfj=wd{~Mi<_$R`1+M10#rCj z1(}Y4Uwp-_nRuZaCEoGWKgl1HaHK&`sxDJMRZA9zEcw9&mCLQIoZj$5Slqd&<>jo- zWXs@AUC(4i(i4-dutz=a#=@vW#cA~_sCdz?9tavWA)sc@rPYO){b$7M73{+E7U!#;-av1W-lb2CC*Jm zedph!Ml#68ZqLxS&=U(;3Rqa8H)Ii;(;IzM-=n9IG1Y7JNyD40qNYMx&ndzJ?u|CO zP(1XJq?!T|LI<&|Gwu>W2CSa#F;$QMUG zxPMXtW|TB-`hNVw!SWf;EZHYsLO{+Nniazdkawd^y}9I&JEJLjBIk4hZ%Mu{Mny1% z*9q%*ts|S@il8)OT{B{eWyrOrBh|#F>f^1H%;dng)SsHZoB%TLu~S z+7+gqz2E>-NVlG6Aysa76?6cUQszd5EDZm{V|~`N5Ui1_FrBE;N}}@9zZn+Dzhyw{0tVuC zDG6G^A@~6i&BHd6zabbE?t^Z)*)6D3j4L z{GEkUC8WH`9Un7|di*xG8bwxAOn1z`%R3D<2D%@~t1z<-I@k8RQTok*Ce~}9D=>TO z!keZrZz2in;jNP~LY=U$XnuI7PjYM$X_RUfC*umk0(Zq*9)~wFid-P&2zz8ATOBcM zo%Qvjv}v&1hK3-doogqbd(-s={R!Rp7a9L?!GbZ`B9F^AK@ukWs7FsllAu99YiLec zO}J}v#+4riaD6Zw5;>JL?3Iqg#+)AQ72xwgEFB)NZ?i@knHWvKTGP7aiRU!rzQ1s! zjrg?mjOgMud!aiPLG?Pb?E|C2Rx3kXF&-dijST*(QQ_6fw$v!!oU>8&)|Uj9cpjKr zrq384*pbs7riWs6hjP~+(>aK@8%yAVe=Vn-H^yej7$h99_BZw6#Yfgv2Jza!?|k|y zgHX1G-x;lglw)57>nhsUwxJVDS?#Qbz11!v?E?sgaUCr#<$C3;eXJbgq!~Gm@0Bz2 z2$wLXsc*6}B1cf+KTX1ZR1@wP36si z!w)t_eEhLFNA=HT5M}_y&-f|ntWfexcPew5{2U2*j&=WQmtE& zGQ*U<8tdz&llDh8niVdo*0X!WvR^q)oJ1ISAx4a$iRxqDMOLSw!ViG`YEa1&sYo9A zWCd`_Q-|-G+lBhPSB)Dd*uKlzHTT=@JZBPPrxS8vy^t|tcR|Ot^SvhbSo#kH@LUGv zUHiqQ6;9@+4$ADP326tk@E?sa-58qh-#$r*ZLc!SpK(<-ba7raS^EC`kTZV42V5*y zt{!HDnpKRoIu?dqi!jgsTv%03s8p)6nc z84PEpnPQ&4-j!KweSP(0QV{mx_Y1HtSGblIh+lO=+DaU2N4`#PCbB>V{+UG{D8Urd z0}nR^s0Jz}ROrGrOw`C2Rz-HUE!U3~{|>;1U{*eS$Jt)&Dg6a`^ z;AiVGbVa!m=HEE?qG?kciGcjAc>0U)eAw&}c}3YB&o1?U(6?w=#Os-i1PHDjl3TUF zV3{VC3-CfhV9l)~J$>p_hq;sz=W0B|541oat@_b%3gQ8o|Lf^bXK|tq0VcK(39eU1 z{czl{j_9SCN|PH%@zv%!>mB&H_Kn2@Ig4U&Tn}JyLvk z3>k+QlA4SYC2T`w%_mgST7No=t4!qJT=r-o`A_r3Z~gIviK9~x05W3fr!RUz*Rbw? zns@LOQ+DAILsCK@{}8SbY?dwsWp>e*A1H~R&y7BOm1sD~=?pcPqJ&2e3dp@eA1C2M z`WVEL`v=Xm1eJMO&Lg<7Cp_|m#H9NVjM$zEG#bLQquzCSrz>T7U&P%TfefHl#K;Kr z(ajf=tn!hLIE_I+9-ZivWH@<1Y>a%@9=RHjEW&aSD0-cMyGrDorklh4eqJeoG{LYb z=Os^q!6m9vs1fruR*^^0tf9R`g0S7e=T#`ntG`B7i;Ktc%`3%CZN1kj23qM{=kfF@ zFx$4$H)%NtPXm%R&RR9QnveIbV?{de)Co_OZ;Hr4y6XHZn1z2sQ?Tl~5Kf;k(SU}h z%fVVS=KR{_qZQBDJ@N9m{gG2T4_(oGqhrsVJSts{maCrGPCQMH)+UlmS|-+EX%j!< zh^39OL&dC7*!JWKwWwP)Rl186-YMzAk_yy07-nP6qe1Cj1|#^7e%R?4EgmEqyCIl` zd^za5OHcaxn-6zqGrgSN$@G_RH4MEj7z7dJn_jx_hVi%o=Bz-qm?s$clkN8f!+9dc zV6zi#jz-cf<@e4fP=?F=-wD%d_1fh{+QQSG%lHh)=D-sM?f2ZYN2Ma2AcJk;V_fVl z?;wR6T;01p$AN)={0kYlzEUqr__^4W`&w{)q+A#bE3{IVe@G%)Ym(Jkh#+kU^a`(# z0t)Np15veeL2~&^D&knp6?YGnGw-`*204>YrAHSUHO&?-ZP6ZYy`t5-`ja)*EwQ#+ z`k7wJkwmr*RNcDLsQGM>Uu!DD^zzNs?@?O7?`Lm1M9L@~ zJr<}mZw-!_$s4fuZQn4Rc8|Sx;ruEYtFiUvbLH`MO^8o8lQP*p%+WK&2g zZH#~&1flYaN2YJbfyrS!$HeqsAS5M0&*xsuq81Ypt|(Ii#}W56V~qhxTsU ze$)E+I~dQ7o2VL7PZdiqWA}#1_eFQRUCy3)-j6{n-V1(wl%5ZH{8ay7HV4t=OJb*P zx1)B5>S0aKOt=6QAnC^KWLLAB7?Y9$Z3%cGaj+XmbP^kg;RA8B&fHZM>KZ$tJlnxK^F2lXOqjHlk(PI`!sxQzjd z4V`$oF1b)~K(;tX^V!u17?Rums`Qpu&ur8x2G2hw{4Z|1O&?sVU!T$wu9F?TH#F{y z7Vu8gPs)8N`9W#wdc&Z5RaNb+HuN1HNqK5-=aE&rc)3MZ%+!rA?}^A`>RcjjzAWPeF`^y%aSSlc3VI6zg7#=`~Vsi>ckD zf+tniPNEs_i&9B8CyUVKjE=@5$2h+eRhlUr8<{k)!Gn*K+%*{ozIZ6$LKqV#hAL_r zf7i-VB;2tj9JVQ7*N?x{o8V2sH{*=NDZX~MXhkown%t7&q9ddl3p!iQ@Nb>*R0q=E!&&be%iRMP4PwU8?YiTJG zKXU27W*Ks_Q~$9ph&($qQ}!Vd!u61Z>9%lz3o0U)K|zwM<9`KEl+_xz*{E7(GOt_RM*Fc^H_mtq>04&|KDZ z@liJ7uRAbm+aXrxrcYrRMCpn@P7-V-E4(WBryXh_RzFJmn1s1jA&8Q<@+PGn9v`0` zOAi5JEIkyFu^3s%b!RvL8zI=?rlp?M91Wj49?7- z2gVcwtEQJK-<#ji@j(^~Q%fGO5gw+oxbNGl>Wt^yZ>TPuU7$W{%?Tc;M%isBP61Iw zrt7`e-5UM4+7T-p9B%MDWw#pF;S~;ghL3(q?a#3J=ao;>cUY`CU$;$+z+NF3l)`i% zy5{l4r4huFYLVuXFkwbPb@p3g4^M!NadsJxD0-Fq6OufBR*-Pn`0;`4uV6=$?%KX9 zMbcDbiKO;wrWmW#`6+00jx$IdYBssvu1+ZV<4{Q+4JH$GM?U4pR2mCZJ0;XL_rvZ5 zX%T|<8qh#H??p;Zc%=)X&eMkkA#Kd#vRAIggFA^ZlNFsEhooSVH}g&Kjz3WLyA@i5 zbv!M4$o<-sd{*UTtUUxI5UMvM(ptlR_@}**=ZSq1=}dl*I`39kk>HQ>wE6d6s`DRC+45283R7MSs*01d2@`f^G6OP7rH*)i ztO!a7k`Lp=sE}WMpdIXgDRj&l_KaVDBW8QQ6m?1J^xeG&d^I*30#8K+ME|>XaD_g# z9CH%YyG9ljS)o|(_b(7Sx(2H6W{}F|55EE!Di2K1jP!+Q`NK2zMm0CGy2hJw<-?41 z(I3?O3uTOTvonRNJP)FT8fOCt`Yb{X^lVr0-`k=0T!kgL`#N0loV{(V3k5^!7K}MR zUN*OHy5_+GXf@_c9yRb()wiEU<;5!SO=MX&Ov&QWV~4Qwx%WgZ9?=yK!{ z&auEbo#yNiGepNRDxvcoTVo`*@6{L;OvHJ|(jwSU`CR+L{{!Uepw)=xiT@7p%>gXc zg6MvvcI5e}jdUKR?(8_^BrDBPw%90@Bb)t+x#F#FoF^StqdW7bvjg;Vlo| zmF<&I#8=L)C?XWd7Je1L$y+F-kqp*=^gi+*AtL4x6b($CnJhS1jyqYMa?uke30dM@ z(d%=uI2B2W$KVifp)!hr{Uj_pI!pK*V+))P(MwVif3Qt}1nKr2Z{6|9X#c9NWOkKB z?lmn_GvDa!WJ-f|5MqK5Nvb+Xd~@eZ_}6QYD=u>*=S}<&TG%G869Knx|Pk zvfgxX+cv1vV?=Ecm-oiIy99yu+m{?KO#n*4+OKkStw3yyH$x#V?3|(;mN^HHS>I_} zJM#8j_>$9S?Qv3y9)#>=~=5ZZCTm z{OSM0 zs^vI-sNj@>rZUdYoDP$C<9sotDQp?j}#D_LSf{tGqq(xO1<_ zW6Ytj`t^Kqpn9R~i(k*Ssuobv?XtIql6_<+DXJfK4Ufh~IoyrZ`fc9{y!lCs79!!Q zXU>;e*Dzh-1nFK{HFeGC;^F?>rwV%;ATgME=R9FtPLEm@5G95NjCLhTBzXvdX5n%XBfYsQ_uswT=7bbn2~izH_Op7 zQ4;g@ECC_eqfHiU&*$~GdhJ9d9fZKY+(!g!soUc(V_}BjAxCC)ofHG~O8auTYA^uc z!N9?FYQ+diXF^!u;^Zc_i^|*{r zfn=KS_n#46Bbc^}zz_J;LfGgyhYoXdo}RC#e!{vyi?{LIB#FMrtMu4=ahmIt_Tl5z z{%b}Cauhz=Q~deaa-=tmpt0#$KfeRu<%5&i*>Tg$(IR-eeqy?C(-tQUe@V04YoiXU zzWeXVeD*SItxs0HK2rQY7^Qf63Krzh)W0iY^_J*%g|MOG?nkjN&oD8tM}L4N^HJb6 z{Yv{S&r4<0WKAPZPrnV&xrxVND)-1c+7sR`z3g3xKOJkOPVqt{yD05xNeESswC?#> zd!4a5eW9MjRmLIWvv~)9Az+?yb{Kqw3 z>0439r%1!!bj_lEs_{`f93W}|iF$dG_F&vpVDP?ZA9_GLpYahm0S$L}P4KjNkFnZD z5I=_K)~?ZB3wAR~Xoi#uI!&Ul=8aQRh1tA~^tnc$!|Hx(+M>i-zl#gLmhhZcvg;Cz z*!{+h;^nC0qu_Zw`epEY4+WO!p?_Ya#7p$H<64?zJ@k9R;}_BnijhOzuKP9Z>VgGG zwN`c97L&P_)=PDdL@pYghVoJ%>Ggc+!;`owWThWAUR(oMuDh8KNLW);Nx45px?W&>dMLz6>S1IGbLU+Z~OORTI_$O#|9-U;mvO-p%4pJwxL_ z;e*qNFO++;Y}olzn698ZHmXOoIr>*hijmbkMgh-Vs|~nX%RHm6re#AwRc0U2?Y&Eu zw*t-EDEU07v|=h@dGA8B{IQ&ysY?`6!`pJ*@}rizn3$t(OOnnh`laF>U+?^f;a^<) z!CrQe|W!YhYWwrIdgX2&v02k*ii`Av~*QsknfmB_4TTqz7pUh;u51< z#p(ZswRt;5+cVy<&Sfd!T1&=aovIgrz9QlFDDhXc!4c`c5tXBy<^piU5r_Rc87pwg zz#ZCWpNiVI+u8o~36?QMV}EfoRP%7vbwBc*1I9nLB#>?)GuMv<@MVrK+Si4@pP3?8 z)M-OsR3!4ZL>xvaZ+T?Bu&87jyv`F}BZRr*eR;VY__XYbDDt1L8$4Fo_xT&AYoJ-WnF z-~}M4L>;I%BH3}$gL(l05)s3mC7B{XUkHy)#g-+(cyYuuQpurOSSn@nF8b-!o8y!y z9A-TwP7ulqdD01r;bP8Lxjt}Ep34q%WT@>Ox5AtownlPVfZxnic>k?4y@}@$_*#nQ zx#XEkSqV~yr#8=8#l%k#?_#B^L}FkE4_3Fj4?uVE{#`lvr3q*enpbpNQYkRdM+Tu( z&y5+0_eJJQ-fQ$4Ul>}3RePRjb|d=@TM?Zg71QACPygW!C*IedyMaVUEJ$vz6sQjy>*|7(BMsx<3-gN64M#Nbj#877#h_V+F;_`SO$=8|9w&>X^jnUwN! zOiLm4+wRyVm(Eil)*$y#W&iivI%Fjto1^+TRdP=v&?CG;G~eRA&O>h<%|1ox71WQQ z5k$4?mxz4teOkdf`xV_F(gh72bF5@EZ@2;)bECwK!n*Q5m|#(QW8cy?=>M%&v_!@y zQwE;Yn~OLN?%u(RlnLL~#%Ym&VKCj&UOSvQ{#J{eB{Hy`N=%e+4KQyzpvsI5Z*}-^ zsC)3PM3qwEpXNw#^7VdZ$30!Mfx3=9{tPdEBROl`2o|FpWF`#;>ldpHm$?d}(U5uX_o z6Y}DKrP8tOnBrJ+IkR;&QkBsa3832VRQ;k)>~-m;HS!b zTZS<#$&D!55`DpU-LU(m{U}Ao~3GN2rXQ@L><;^gVmsf|*x=Ft&C76iKqWfz0u_Oj(QjbmuevrVOH~VPy z)-}z$h*@ZwUxD&*UXDQj)KvD?tLZ5sYEp1 zTs0_;#e?~Y33B>ZlvdONUlzU~h2#g2MPEF8K-6lJqTE*|>7uKTpmSkHaWRRbbvrJy z+Lze5_)?#fd3NB!vbRHpehaa)h*h$@iTNU#r41?^T)wE*%H#J&dKL=Qz??T0?uIGH z3PQ*|P+XkVDPXflR_ecF6G))L>KY~t3Q$Miu46h8mji-?NZ{UA#{+Y2U-3qKdM3$q zew@zSu(gEEiKv2G{Q1=NqwZ7;?}e*mw{d`q8UNvxNdKb;*`(~#;5mMpg1xm1qiKFa{kY#qpPZ#~1}k@B^gw3E{DWoW z%vo@?Q+HJa(<`BNX$0oU@8H%X4;g4A@7xPLwR;{$H+(|pjp$qpW$kgr_z?8Olgtao z#x<`iGLwH~V$siel`5(Y*{umq&Y!!H4h1>!n=t%1A&6zRllYx(^o^dzciw&wx=D;- z^NiDr4=4yJ0^WU55hHSsy_A=JT+I9Z#h{x8pY2mRuUhKZ8(u5T#TB+aYJH|aqrOoY zKEmsDCab7|(6JJZlgK0)lbgi5Om9-soz`5ig&Uqf$KG?q(4>`l|36~D2nbq)AWPM%mQ&YCKr*J4j zQm~gzaNh{(wWtzjM*Lff)*fP_8f4yM!V3vNy(lq}_@|C`{OOiOfgH(&MXxcz^6r|+ zw7&fU-)-+7S+TxV4Lse|DUzde_U%<#9)XOsy>ukvc1+Ds$-t%(20pK6Zt|+(BQaI{ z;QK$rrw3WRgWvF9H7f=je1`MA4-FkLBm}k+M^x!m1h<~8N6Pv`BfF~oOnIIjl@>ut3n)^$CFhWI9{B3`6_GW3Fl+ka*dyzo!KfHgb8h%>k{QLeTpJ6n2HuldJ%Ietm z+q}O%EK~5Bf`8GN8XD0i@OSgY^?VOH8blsieOhM@RGspsF`(VGf+o#W-&9rdRx0yr z2I^>aS;@GouV#*dHUHjPsGmb|mG$N8&Ai-4(}C1{Ggw)xE`iVvA&AkE1D2irGrUoLc-bXDwvE*_bWkc`Kuu$sjRIET5h}`;GUv z?+rgMn+P?J5 zgU@^k3e{3y%2Fmc4f!?bkHyYiWj^QS|AmKje4st&2Z#A`6wS;iS&w8XY@N+5apPqT z`CHIf_v2oa#WAiDkabZghG8RL`Ylz<9MG-*a<>1H(vHvB59MbSY3x8lW7gYV`bdEc zS1T98-EpXxeBaOihqs0ge?FDlZc?>n-=18QbeY)a!EndU@T0Plt3^<0@6nsTW;j9C z;*T7>6$Tprhk{hE&_nwQ1-%ijNm4s+ndhxcuXL~DczAe&n*DQDcn*lXdW{65hFsnJ z(x%r@0IWj%K_b3d;Kcwve{@laxWlRl2k7qCpNctif=a|P6XD!^+shfX5o34^X@7Ps z{l9+505^Vr2z^ecRqrETFcAjq_~zS75Sa&U+{pQ1e4@LWq4Rq<Z`!mDyMUug z^*wb69fSn9mtfcS=hVTC9#5GZDO-1~u;Kf5PyWHR7s^N%FHPV%f1|{}Fm-1DfZF~% zr4}a}Kqs(!T`KyV`RPq*^uIff5e~eiRKO;#cP} zsk>-?PFm-`^XiX%tfmEx<*cBE&`JaW=A*IRo9Ftds$u6r&{;@gJGh@8jU3)CoxHwj zBr|3iD1PLCDRJeXA7%9^PdgJSF-ah%D(`FhqvK>l_M3JE7^rTLh8Kv>nt`0!*m~UW zmIIgw<0=6|cZ7hY8TGQi9J#LRJ>URCS6crBa>P>Fu=NDy#ML14$={SHlqCSNO$dJ) zX7%-8l)-d-BpnM+FFP5kLZUIRCo9C($2%8>{W(p z$I=I2!4IR+@35bQC1U0lZxR_H&#Dz#z^D!txx^z06Rat%7X#!!yfhF5nRV5D#T1*% z!|@J6)ruNUyv-mT=RdXD>m==9;K;*vef?SHs|M zEhBS~IN9;rC_`YxR#>I|s>C}0Zt8CJ3dA#>;EMX=u-Uo(uE1A!TY{tZc{z=DU0S|_B(|>r=`Sf(|Gv0Fp?Sxf^3IbDAi@t!c`{>%v<7to{vXNGu zD9z^8_9cY?0j1z`P*L}DpwnH5Z=6sr6~iz9S>X>58RqwE@-$xF0C$k}mEb+FDE=l_I2x?zV%`euc@aLBR%@sKyWu-p5Y%!mp2%h;YH2 zR2bCw#E}R$C~)7>P`^snGDSB{A!crk-BNJ>Js)DLX*yY;u&(6mc7-7OWrA`UA6Fv& z4??Ei-TIW6DI?|=#cHf>Y1EA;v4{zN(5b`85DNU{m{e%4bKrNf;T>$~A-CPr^Vnt# zjv$sDEnzrYZF;O(x7&nvfQK3ZT08J;(P6wMoJ75nv)gThly3y!xGz`I6>0`BIPM1v?M@4mpbRUD`1{Q8=fU6MG{v966_HfBc(SFnF!*ykJXPJ9?0i4 z=EQ{;O>9J9$%%0X{ZA`@Z?`q7u#!`L&-8~^3tyW4&X~(eTkLQ~>hzQTID64#Cj>uE zP?sfK^DSYi6Kk}irg|G0zTnVdNf>$e<%PWjiDjo#NY40VH#ehG{!m{D)(J>CC7xF$ zwjPFimrr+*GYb&Nv7MWXpRknD?OMSlTLhI|R1aLr^_sG?c^|EPo1JU5O-+N%3iCC3 zVkVuqx%IkR{Ih5*+2@=o7|}6f0wq{%4H4C$U$FgDi#j(!}-!#Z0n$nh#SQv=XPBIikTlHNTcy~X&ez3D)h^l1*;~iH+p%RFo@_6AsP95n#e+2VT!^( zVC&F;p^F{@q&hh@=~O7M2mn@S(k%=PY~hlF@}%Hpx6SAkM8tz_V!zA@%9wQ^IyRb- zQ&Iqfb_`{~-;?Nsf7oVy!GWvWJDH7mV*O`O9Ac8ug1v+@^Zm*wLABC&+^XEhvNKT& z1b_V7qi%N!gPHvnJsZ+{+i3*?f+D1>>NMBBRLppKk_mZ;Lvgs!eYsv|eKd(RP|%f} zW=1z-35%KHJmR`4y%I79QWb-rv1$cBF~DU-C$|%JJW{V}mqdGmi?w}L1}+6pR>o4( z5cyFarq`ITovQg) zvDNUWj~@W;Lh=QzpJd~ zlJF>5=uOQUA^dD%%D3lNz`#avzFYuDs!wc_L8r=Ai|RTd3*QnW(F*a2o$k$!>#!SD3CNo?0bZ*%-cO03(BcMSWc}hn3FLVnV9i6kH z{n0aPi3S~YKW#^UU-?ssxhx+1a=r**7h7k2xXEPl=8fd?XD60ghTel&xyD&;O|(-7 zAS&s00FZTC;j|!O$_-cc0$e!)Is*f&mH$}|hob_{AHD?oo? ziS|RR6QiWZe&LIF6nLyN0?01mQVDuyf{5Y1{xVXN5xcC@7CRKpqWHN%f^wZI4;f?t zOva&JfnbbP7uTP^BT9=WyKQNcDF359wmQg!RYziD(>h7nc~pBi`6Mu8mmiGy%yQ9r zZL!=H24@y#5#=^LL%|v#BU0&Hff9UqHKPGFy8caiQyg=NCr_o#RB)-Gr~3~B{6{?a z)bpMA`ZV?hlaUu2>350v+6G~;$tzjIU@3Dy6SZ$&4tPi@DV1_TPXetq`E!7O0=|v` zFB~a$$R8>sZ>GMxP0g7_z1YeV<<$;_>qb%AifLjVm*jDfe-7Sch?ib>Eqjq9jr~4X z_&ko0RI5j!uM9cI2jX{$$U4hoTI#f(EJDr07q_fV#r51Zti@f#e#rH@k;9s%9<^KC zKt8ENPd=%(Vt9i7vnti|Q1BoZ3c8ES@r_Z|Y;C}kI}~9xN$n6K^n6{eD;djT@V_>) zLAnq-M3vdp&()41;lp9JH}@n`I+X+TEGy7^ncQS}wm3WQ8Ex+5BJfXa+ZtK8g_h+V zs0URSPRT8%#gW6|bA@C=wW_8iqXqS|uGAJID!UhTvGO>Npj6noH4r%{DFc> zc)gNY?fjrT-ZlZEhYvQcU5v=tNQ3Kjpg{}9gl)4MkA9Niir*xpQ$Dc>iO^L8c5ViJ z-@n`FqAsnh+~a|FocPxgW-AcyGJj$g-OW~lf}{zFK{i-^Mpl}Rcf(ZiQS~>!1V3!T zvQ6Edb%$L$Y5a*Z=YG;|jYOIY~4j$c$ zr-@7UUe0nn)x>cfG7j7v<;-A1eIS_q<$ZoSOWup;-lvpxiA(gNFfT4|37t+EOxgQ0 ziM?cvpob=8P}YX8pVJu6UZDTOt0@Zhib3O(efMU4&}Okqy@W<*|8C^YvNOriO~Rgh z7RiDukXUkw*21!U@C3r@UL<>m+Hvx4Qk2%ux;iyIk%pzadDTejlQ0z`FRr^(S2dhcSla9uL(r-t}6B00ir zz-a4;?Xwj3(1%Lgt%g=TmG0!<@HWK~uS)MXl^wQ7FZJ5YO@}3&MeMK5AR_6i#cGAZ ztIFlSRbc<&k@xbD{;js{yqmE@;dhZTaA=a_|9yp{AKWy~f9aTD5LS58IY*(_p9@E- z$**OmG2*iB=m*y4W)kSP^u!2)JPA9?g+6~*qihkb%bC93}PMzj`bA=C@Z*!*2OP+Lofsfs(Dw9YW6UIB=c}qZU|6*4prB%V<|?%ap&4F8!!rCvEi!vKaMTrPg|~5aLHG z3@A(Q8XlJsw}L+TMvP||96u#w(X@}qQnI3x7}K#xFMmdf1{6A*Alg;<=tOb%r80Iq zf^w14pD)E51ijMIQeg$+DX6KLDbJ_hz8?}e4T(?6F#@zs+6MTre)~W$?nM=-0{qEX zOf{(yl#v}=QrGO??)8av?mf~kkfXUZB(1aT+6Vs0`RDzImG+tMfU4ZA-*|jmNeE_- zpBW#2^0$f>>BT-2eZoejT|2o z#_8nuea#Q&pC$~uFCu`;qaycD;(d%&)Zj=YB1Y*#yq@GUu9m5zWtnU$Xx1htJS|0w zrq04yomc`k$ze>`phbgw61npnh7YPd6eTSK_DE`xjtakp84K?Fw_1A#k!%<1PVQ*> zW4d6Ij=dRqj3slvFn5KeJ`^Z)tV)5vCpRyF?8}P0i^PRxO@8Gg))?tb-=pB)(eXeK zFAvU$vBnXcoQvqHwY4+$I&#)kYrV))WwJ4f_Qj~M4|;mhVi+*^d%vedT%emhQu&#po=3c5ub?Yb+ld3pc8TLa?d0}qUsMTqasQ? z|5dSoPdY!pmSh$@wM{knIG!+>u<#}N7f8ED8_du2D>`Mm+tFJupubSKM-QrcM0Y2S zzGHhH~OZ~(FAv^2Rw4!i6~+D-Aq+*wdhDiV>(Q!V1|*~u~ZAX{;C;5=GZW9ArG z(=LtYQ#-+ryCZSJc1jpX6DC#0M>(uZu#tCBltfhQRWCzxlk5_BR@&QHUW15jS`8_; zf7Z2@U=;^m_$Jgln1ofL^LVWEWSQZAv>oO>_9|tiiA7Dx+155{9wAG=eCgI-FZuMu;9=mkk&3;!DqeCN@kPJ=C6!{q3Z0}I zu*u@_H<;%#sYr-3nIaYu%v_GtAhZ>kF=A?lr57xa7AUvJ_3tWl7Yxdql-0otA*bxr zMuo{g8&rP;{nOTrN3x##aV3)XyfmFHs4wGzXbxkctw^e|Z10=#do)3Kc(=gEhMakk zZFU!dzcktlBsl4vvWyfTTFCixJTWia2^PcleWUFSK#8<|?5**&Ar#wF9w=rDZlX;)Haii zy%l+x3xC=-d$@_|yBuxUXy;Qz&mz0A{%h|#NZlE#dT!JxQ3oP3d z5AaW9$E@b;Cz*MSG&xcHldn)RzFb;xtx(!?dSq}^f_ecIn{VUgT`JRK?`BJDTg%tq zV&zC~04ky)Ifv2Ovua*)WQcHbYW3=4?;b9Hfem{>UIBlUsOK(o>}PM{<6flWerz)7 zC3Wa;g_a}^pWbD~eqEa8t+2!I+s!MosJx2R02z1Ym{@$`VZ_p}xF{}s+61MC4Y%%hkttai!|JS@IvtYX7o_s{>A}; zPIA)c`aPi|&|9o#u;$zZBV~k|wRgP3?=D}>oLmt<1}`CFJ#K453L&&T>e zjV;92NKghf3EOeVA@7C=S*Oz2p3OYtW#PVN`%k!ZpfH z42!~_uVlPn%B@U4@%WwfOtdUWyA{#}kOd{yhN=j@C8I&|GEEPM6oT$yY@%o z(3UX1w_{_dX6Bc;id6U;y{#88L~2K2)Ltm@bBZA`Q-jf0@Trai^Bf!~hsFf}fX9KG z0SZRBD@J4&`>EyKiC9A4iZQn(m84qBQOW9!?>&0zHJ>a0J%;Hn~Yz-Tqm%{ zQiNW3aKt1&anEv~`slXa8`)#jz&?Y;ZrF{U~5ExgOI~%DwtB!484~w3R zjq`R~Tv<#LP3DGoA+Plx&_DPmP8g#9nW>04(JAh^($=Cx{_7bi1*9UpNQ`EJC*Lu+ z9~Ck41QFqvZ}|kZs>+i0#dfpSCeeib3cEk7gz?c5ju>f|?i1Dl1#+vloTm$d zeKzgcL=^(yo|r9xY=pMh@`D85Fg+=5aOD*Wd_^?LI)BJ;%xqfmC*tCv84hAXju$05 zVU|03b1)~@qu(J$5r1P~hmJ1xw}im9X_KZ7LFi6}4Fxg(0;(w5O3fvNd|3F=sgFKi z_gzY#)a#g(}FAGRR zrev|-XudvMX!_|Wd$+O%E)fxq_1Mu8y#`E_tSoX?Y0d#^{wT^&L?Ua+@d0t zRoB@Pi^m0~?3nJTd_iiGKEIzR$|DWeYc)1ioE*Z4f58C*f1g#}w^WyY42{Uc`q#i> z$0h1M^`>tMJckW5vJBwP-b(~<5)Ve+B&<0h2omOPU@e>5)HM5LJtEp9LsB3{7H4=J zLS@DHt}sqiht;wx%c8l%-V1bY{<7S#!s^v6V9R@2zvORlp8j3dHcQZclD>+0H20tR z8c%_5>@g>kq&BSFvIYUUM~+JeMIe@dP$XzloWLp#d<1z0T)O)c4<*Ac4bU+vf@RtU zF6M=%5P=n=sFF)Z;bp?dMP1!2Fa57xNJZULn%D|vr0OF{kM&5Q(YYi=mO(}@HZ$>G z$&u>>@Z1#{h|5idKT%;?7Y$FeO07h}U3rKKsEs;U83eFDG8x?`X_yin>((-8T1g6O z+x<+@SzQ@wL;bghEX6HIsJm7tkuSJqlwJzD-Hu6Sd*!#kuVf3c_T)qu)RQ66 zM#FF1{SZiyvm?Ii8}l@bWe?rVH_i#Y5s$-b;VU1SkZ32SnuNJT@7t8JM6t`ai0iH( z-jJjX)i8hn!hXb)dYltHb z8e)zvO7M1zigkbQ4hW<+<2eiyn3$iW4N|-v7r`HAMLqpDX!6#8wzIg2s^-?>z4PeR zrWFe zdOn$OSj;Nm&tQib=qZKnq8j=o{`J7BoF^|6^6GS@^G4hF%TaEJKkjOqt82_<&Fk`` zKc@cF9_MIssv5~H%85#t67q`$?wa5K;ZX2YX&oeEhPJD;&}Syf;#u|9`RN}ri{->e!Fyi%niV)!K6g@-+_s-++TWAEbXXV+gKqQVUMaTU*ltH}yqLK`Zx(mt3`<8>{2X8)P!j41FKc8znW zZ}L6FOoV8rRrpz!^k+=m_T9;ouxIBZ|l_hp{9Ks;%)2PotpCRj`MY>fSZdEbcipSVqsN$#mBb z=?ipcw#-5{)J6!Tfs+=Adp8h1iCLPTN^Z5iPm>^Ycyxg1KiNRF!P(_b)uic+QcRG) zTq1~Y*>$kIBrirFKa(;EACya?rL=fMH%dwHhpo|!+`j>;eh{&O_P zZ)%EBL#{jMBnC@;U~*{S!f|koLdGl_-35+$3k>?(JtH7BbBvx%ByG_4g8EkR{Sjcr zUwRTTGGXIC-aZN$+^hW#fVP&Jf{mq5J9;ZLy4Iw5ODIAYV)~#=91cI#2Hgd+f&m|@ z8IB+S0AEgCmkFxMsLnZUh2+$>aTKEAa#3PbGE3N=nK{=s7;3G)D+J`i$cn;9(8R#E z#J`z=7idZ+dL4Q@rfR6|vJN7F+?H?d4J%(#5j&dVY72nr8{a8OA{p5>Xam!0=LoFU zHm6t1oce-XT}M*ICbhEG7MA5UGR(D5nTr^zU8T|}B3+r^l630wvR}{^*gs^0YQcU6 zJEDY5Y7(1uE)W+Qf~rU{0ZOH%yAr)ibPN?UjQBKC8X#IC7I3G= zn>AT3Q+;!FGfq$Dt&TkjeFH7VG7=@2&Tj}yX+~{AQRDZJWV-e^m4+71cZB>g#o4xx z`YHK-=@SA0pB5M7L#`s39Z~gtz0G`M?_;L?*ythcU#_F2eTGqK3_X zJj*ubjHR%9@GUd{%`)(7+s0MAlM#?hO-e4NOw0g^xfeeKi+4-i!6cYCN^i*`>5~*+ z@n?Hb{=KXl9E6AYR#RCsawr8&8Oxtmz1W7|vWC6Tlb?y1Dv-u-ZOIAw$M0iQ+10oU z1m-vZcFsaM$+59oH}U5s#r#^Rj7tZa)N;FP-z(2BG~!EmOM^qIyHTp49?7I zIZ_xM*^b@Sz}9iIa|UF6oeJ*>*@uF}vJ2m~1S{jp1frU8B6gKF6itq&oG!K7>%(sK zuo&JW?S{^Lvp(NgsT=YZb!|sRu418j;*G;&$mogmw?UErYZ#zpC}emtb;rGv=jui; z%|!U+dWDycT2OM3zqoa~LDa{g5$ALMf0$E9RPVV)BWkKK(y-?0&)?u`bo79LqJpgV z@z?*`Uyfnr;}k`7hY`-QfeiR@l3PC0F-w&xv1~q}#0pku%(@n@dhQ%6m3QgtXhuh9 zEziLK@_;5K@*df@``B`KU`&UczkxI`VsIPB8d1(z^tFfH8YLBRa>eoYvWym6#*mQz zkgV2&g)(2J9v>Oi4(5Iy;FZUmYEeZy>^)IV9%75cRcB^y{%G=J6TQZB;H;TJ0L|zW z3(;q&!5~N%j9vEBf@DGC(9zAqNxT2ub!u6|lujG3R>-MK<$2E2x{vzH@1aq|YqSIl zAs9vNKc}6M$SA`7Yi7)uxW7t6CfNonKzE~46>%Qjz}{?1n^U zID%^x{@{#f{_BQl%%i_DC-DtLQ3SB>sadx-maD6HpU{JyYh0es>`9Qu8+e#*MUHNcUfRDb1wF$KKrYsp z*aI<*I8y@AAFeSaksV$EB5|o3eKHg7cd&EGRA``7NxifPq1_E*5E2|naB7-ShhVjd zB1tm;57Ap(&2B0$$i{!#!ml+?Wt`b0RG2E~b{fgyJe4jq++=5B5k|M#@PCZ>U1mL7 zcy%kh_R`B!?onP-&G;9wV=Rt%$M|9vb15vu>3CUILA>LcR_>y2Qq~JZ1x`Sq ztgp=$Bgg{VW=uzcjQrg?;m6+$M8GkXiqY+#rfKilnN#&;`vf^VMzucAo$v0?aO*z!$sLla78)$xgH>cd zO|&g*iEYI`e20_ccew_$*zBm`wT#K_)Us7!${>|M1da-~kWX<4abG514}2O6eM_(2 zAeLiNZ?1TThIKHwQAmig9W%v}+FnNX$(}OFB>g@MN?xW#uE=tbc$2kS*ptWJWfOd4&B$KDKBLg;xj;3(KCD{0neO&~rdj%Wn)cZaN1f|uGc~v?6ebLJp*mSJ#r8F7 z-Xw+CqajQT+B_<05_5O`AWY#w%)f)`D#i~A9E6UjXBlu;^7QeMVG`|5I2V2n>p;mO z-$1_V2U)5NgLr7%zIH}LRt+;3DB8`3q>|2vk6YU65!!)3bOn_OEy4B6zbwgJ{H@6@ zppN|y2@>YU;3PV0KN;-s4JWswOe+EXO&-Q2#ytCwtYMD*&fpY}vr#)mLZAZZaAi`m zl-dQ;=eu9n$V_f1v}B5#m)rCcszaS5<_&R0Pd2dPhyPV1=N$8udTp_2TuGqy<5}@Q z8pl_yUO9BsP3;+F)be}iKwlfZPDg|A8@O8VV%S4*QET`C(-aq5beh-?mY%OnKZ~{` zep+y$R#dmWG<|av`Yu7{R>1u#D3EUL8~>wZwG36I3x^O=aomS@QlAt~ORP`4e$9CJ-O?Qz4j{!o;u2)7>uE!#>t9Ny z6o38Og90}y__j#82IC=<^wd^}J~^T!Oop7>{JYuqhtf(NQAa>O_9rX==Z^LqcP|3o z9ge*-g zyf`rWtpMkc0_i23wK-5ItJ5MX3HVe~@#r=ys>5p-g}ejhusu@Cu0kHJ-EqaF{R6J~ z1nMM5Mw&5T$`1VnA-5$p(jmlItUVdyq}UpnS~wwv-G6vqvUfGnb_|CA%j(mz!kFy> z^#J^9R%zOgH=Bsg|HHC3_$wt~KE!dwB>3V9U;AYY@{pTN-J#mhM-a*lj~Zy!O-Ezs zX20@>G(o5m`7+u%KOI`$p**!_$>+ufL`3g ztxWTpSYf_>m(k&)D|PYA(Ec@^>NrUj5cCO2GVRfFeXK{K)|LEG!Pk4ptNypm2F)1~ zqu<3gxs^n|LJ8v-1u5wO#zY&#*T6(v1C6Pc$9v@ohf31rB^KW4t>o`m=yk}ofCJFL$w?``+hw7R~Osp}#~Rs~Lf#>fhDcd{nHzIQt7vJfK9 zup9hCijA9_U#kn4`{jUswQ%oKYViuL7z86|EpiF*#)$X%XxoF>_@PfQqv*>8w`B=8(uzBL#Y@Hq@`TNl9R6 zOWbJm7c_v6`KmWzUU}VbDZI5lZZ#`a>cYXBg&p{*RG1=P0aA{Ra`!(>uCIxNYkR)1 z{7S{b&92Sx`Q^222A3sWxr$+*<^`y)Z+?^fX&R*ft0Nvv4dGC8!<%%>$F=ALWC>}IJ{47{ikj5?u9c&EF8k_cUo)_GABttFm29(3HQrT}v3|q^ z;HIRfLmbV-g}nUsK4T)^(cRPwyU>B6k=HbM4Ay-IzCH10A%zhyGEOn^Y*KgZ4c#z6 z2a!)!4UH0xDtfpfQ}qLUwYz&A4dmPnwA-rWVV&bChSjz zmP9JCV{QYr`Kqxi_Wx3V&=JPol0qGIXlvwFD|-`7T1G$`lLxefT(JP84K(}68G=KC z>}(;#R1~>~*prIV&QMR8zGs26TJCp}#e`Q!Z6V9?$S&c9cgA7ShTWT^^}yb@qK!7N zC`6MHx$j|=K(I655VCqnd;ETDM*vVq2f=-`rV)`N=0|iFLA$c=4$Z4JKv;A-JhE6Q zwo|?dYq}TD5XUnRiuXs|hn{3PM>RO={+hKZ0h_)BOMRL3$u}PP@9MBmZz=Tq`8|>} zGyg;SDwz>R_grH0rehf!?#CNvs<>jraEhK0xj#DEKCeEblmYex@H)}UL-@^4{2qH_ zuI%vlUD1x0MzEY!(^~J}b6@_|aK}Txv5}{i(+1#Y7Nu7=H?8xlyy{} zkp^jvw9N47k-)M&dbJP4JIKhka36(8vJl4I@{Ke_rK~!bZs?=z#?k@cEHCyVbz-sF z4R{q53nMEz`TLwj3rY=A;;3;tk5xl*B~l1-6sZcf`F`yctNe;*sW*wDZk_q(Armjp z;dX-%-K|a-(IyVwB(eb1V((5q3=026JjdXss~C#Tc=`L@F!M?M!TRj;l0f#7#>HPq z(4u?JXep#LMi=v8aRqsq;XCB?2RX{t)l|AJrJntbl@GiBs@mJ>qpaNSjx6?!AnI>% z*?Ii@EN-G88EmPx!Dchshcu#O;H;9*js~*BjaE}~9V$&D>9l3$xqE@}k^)}W@vY6$v#u+o_`IH~e6KBvxcA!0J^B|phBag=ddT3m?JF=(=6QEY%xuC^hMMK;D5 zIMkQ{1>B}|@ydxVm;Tn+KnTK9QxePqKw?dqa2E9)}Io*pLK*Q(cmXI~O3? zPH-URCD+4xpgbvwOf?se+r|JhXe63k4Uz7(*O|ibZMz8n#B$6^(?B8Xp2dR}rHxEl z^uZPrL}hwj{JA@$Cw8UPj1m{K?OZ(~u+rN^KEeQ95mvd;%faj}wJyBfbbSL(ee#}g zZrWW$42r%bX6)?QZ3lel6TCSyVC4P!639tPX2lA$;KJR z*zQ4J&a1>*pB02+&O{s*R(3vEfbMj$5&;vrsi%bq5{ObE zq}pHH{py4LDB4ggxm~Bee#KRQ6W79)7MlbdOZd}?%c^FV72TsnyH0dy(J~!&4)D1Z zYWT(E5XFp$qhdbQ)CV*R`bH~H(o2gE>`g}AIKGPy5&sUgCT z&Yj#Ib0``0VOwX8E%jsL+{4luh4~XQH8^9d z&5W>-CwI%@2DIx5=_(N5qCY7HP@!2Wesa(M1JazJYW$%5>0LCs>i?b&8LahX)uCVB zd<>jk$Oh}SP&x?AplFBHl@o+zm=|W`|6AD~Qc2I9G5T9MQpc#E!(I)khO3OAtU(&y zaiJ4*BfEfrU*^90=3ojQB34O*2$cIr3A^JnHhuRQF^@mJ{3g^;kGjCjRz0^d8|R0fbx8Y(A*mr_Lvb>bNKOgrshFCSQecHbt0b$g zwe`pL@KqcwM8$u49G_=c@X2^8z3JWNH>_}S_sFS0&FNM7(K_e;!0f#(TaG5nJew%0 zpefN4z76aHZ!)_%a+)c5AiA=KU|&&z<&Bn}U!0mDrTT!eT}+u0A5$mC%Qr}hjo?elsEEPV(C?!H7IzUIW&76m%j*o-V!Xzl zgqYx%%8O5|jz@3V(-pGGVAm3}$Sjj;R;%QYEG7{8IC4vXev~V$7h_oP@`%R-&Pqx{ z7K7QUA6hZO)$Vwtfo+89j(`l)>&e*Ak5@kUlo{y2Hm-d?(^&~ETc(G{OYRBTR)NZ4 zm1T=P({EAK+n4gI=MQ&q^Fz~Pm(wCeYWNkRcS8~eGCI1yg3IorR&ZMlVy=jW4@O~@ zUkOL!q+d;_)ye#}pMF|gB0zhKgkx7SHJ*f2>|EHKwxNCidI~oGO&ubH;(W>7i12Pf3rg(HVwRlc-wwR48P$yU{%%o-k=(YdPuU!o)AGWSO`!$Lt833 zV~(362Y&*&cl%(%1;8EzCE z{ld;Y$DMu?#M=@Qq0vhAV^LE~@;AAYePHX#6YsivDy)JG!x)w9X+C)MdH&OGq;>Z z++YGw$=B|OgoeH;s(4{Mo$?Qyak2bD%i`Qb1Obo5$|K6qSrGFA=NN)$vs7132iGwC|>k7=dJqPiz3??Ag+O?C0M4e4+3V*wi8 z>Al%u-5K=#zmEO>^fXfnEEOnZ33~Y@O&^jo%PV??6L=GLO{M;a)V2tZ|2H#;Ghn}~ zc>KF##<)R>%yLoCnWDpNFAZBZ0mt6kCDrMbXqi3D5@olLWt#Th3y}j38+jur(S5X? z=BsADc9#ozkQahA-&y>LaG0?>;TAuAs%WHRlGy=}9^#qTcXT5zSlpQYRdAu>zbXxI z{<9l@=KW|&gSXU5ov@|%?ml<_kP1`a)Q&`0sJ_9~sN(UZiY?uos zlLShOSo-z*+d#>A5$SmwzM(HNKbIP}Es_8@+2yUZMSQ^+A4Pvh^Mf_Y-E=;ObJ6?= z39k-qC>>D`0!~7UMoDFA++cA&g|UUkW;U zJzJI=~y>$}rIbLS+46cy3A?0~M ztD?yxjY~B?y~s=Y63E!wj4?;MDl13Rx|)BoapA&~wLaiF$}dV8fsjeZz(#21z2}H1 zf+l>X-F6>#ZU`5R_kY?e2Nx#b5_fPjKQmRDol(BQ^Niuw-=^Xy%|0&LD%Dszq4>fv zqrY+I2AMW*hE*70=(#5A=WLK>!-Azr`y;R8t6l~_#Vj$L_}|;8)dZ;<({+7n#lhZ0 zEuJqF2q+SiW-Cqqa~f$}jim1{E1^bDo$?Wbg_3Ju!1*^|)L$+;N@+4LDMRpL7;Pid z4jSFSf9v=8RbbM7okhQ8!L0f>V0vIL?b6>XqUI}^wfXjY1(CsJ6U-p|lIDK&(q04` zFH4vpx9TC5m>Y)FKx2_eU>AlaW~&BsrpBtW4;MR&x3Vn*s-Yv}h|vlq3|ZO2sM5R^ zmtLG47uoWGK?pYxv~E+*!d;hHm6VrYI^=(ld#CVCD?^$Hr25;&9fxXiA^nbU7Vpc{ z3U8OX(@82e%aJgh7yvsr`dd;%R}0QLQV}#FRjXMk`J*z9Kbo9w?@Drn|Jv0y_OtY` z#TXV;+5KSD`n*o6(7!8Uki6?et>`T${+WJ22T&S?+3`>M`?s}RPq~Tsb(R%2SNPM6 zy0M#Y43TJhI6GrM<7SgZFG*1O%~DX=dSZ|D;_WgP6^a`nzZ<96pf5ho@Z^bf#4eLQ zEWH;|T}1{blx#n20?a!&Z=on~@RQA1CPrRO=R^AnZ6~6p*0Mz0AjsN?L`nkO!8cCS z0Pb2(Yr9%Y+Q5nzsm58m7F__WjWR7_!w)0WK9ZPoL^WW%q56;h@;K>=@Fj0XhT}hN z-}-%nX{mys6$QWWAjrocGCGAv;Z=vD4rAn&mtggJN=@`c34ba}nUE=kW*r+!aH=nY zM<6CiM<57`<6o>WWC>n1&4y3 zdsMD~Pq><+fR^|();lU}c!6M&@B1!g2$4IMwU|QnUHo}4fuH*Or8+95QO@^Nln6i- zvi2G){_Y`K?FS+p7vLz-wbB8X?xKlg+3GLyLFC!0tYtMjPDe&!Y#bmE-B4g!O=tWm zaG~6Z>o+YPwvB%Iu_W*8Fs?jFzm%))*3x+VD! z395{vT|ifw5O(2z8Aoy=2{uk{n82z=d72*1xn!$*RQv)?UaQx4W!z<|bse40U&Hzk z?u)ulLRCp`oz#A>$esDsnoBIEl(B9feQ5-rNsT z+_np_hAAgD{}j8^|B&hhHgpChGCXwvQdo|rqI`iBR4&aCIdaUb+ z)5RIlGP93#QW0Sf^ixkB$cW!mgOi z*JH;;c3(bm!zpNYqZstt((&E<_hK!YTbJx&Dl_U^{O9lV;GkII(nICN^EZDs2r{t5 zQ;n>WmetRxhaZ8#8d$VDvJjw$|8rncc}0cNCOF-7<31PU&qna&bV`y$+m~6D5nj?A9Idu3uNc|H?ee&C6o0l_14Sb=HqLrP& zJN+1D&QA%%^@%m2zFmjtJY(YZ4YJ#P5P%4@F^qnQ+5e~2aL$svmCia zXTI?NCf4zCjF^|kbXvFA^+waE*z+!ipd&zBpd?zTO66upA9ddzDe0oI7f$Zy1k{o# z9;oa2hf%6p>!=WIWE2B#HG?#`sN|ij`eFj^UmI%px?D^me!INk9zFUo={EIqlKS=BLn&gjRG{ zs8Shh1oju@Hk+X2Ga_8~?kF7SE9gO~!xv{Us>mb<(={Yx59uHIh8ISfQqP6fJQYBF zsKZAMXWrzO-@B{oT*9W!rHq)F-)4Hk)_-3RVygnO%`p4MYa`p*c9yu!hfWMxq_#A) zDVRLMAw*z^;F!vAF%8d8Eqf^z_{+@FlUz1-8t^|ypIm8~DpVSENF@-J`$PHhJ z@MX6=RI<<9FJ$?Dg5x>x{8R0>;(&8oXH$LOzMv7&r~~q{J(W9qoplK+pFok+PW>2u z9OG3U;@~-ljTR?y>j-Czx_YI5w=A=SD-!=3CrHUO0*=pKp&SDKFl}NO`1&)@ZL;w~ z)LW3+8ZR%}u(E{g`q#NRJ;(8ppafB(_*EfBQv&zlqq+cQ>~(P%UdR0V(s^FEK3L`~ z=y1Ajn`)vECx^)reNgCXl0NX|v)uw-JB3ld|ByKCqdgcpZYerkDu_ZAY(H>6(sySC z#kA#cVDqip9H>y9T2wa!j(8jr@>wZ*-J(!<73zM$Vvnau2thxcW{v@;5vsJi^wGm~sfk4?Yeo>gWV!}6tz7C%!`f_dU;^gdWt_QI=a)7I* z0-_I}0)0paI1Lo5pPAj_6$%nfvEJ=r)yP=i@>JjMBXa^OfxDV-_UKB(JFDe-{4ib3 z-XSyh%>WCsBxIUFp9LcRE!|@6#rbM@&kMj;Bl_vptV3Z0&kEQZ@}o;CPc~>WSI_d`oa!LpZ)akB zX!_Xu3{D5-&srnovj#5ju5W!o(AIoqkn7}-zuYe4lxN)wt7>mXEp>OGBZw%&5ZlkH zrG6o=e*8pda-7e{gP9D;K%meY{@F7xyLQjgR$k`al}w5$2OvwJHC+1p(t@6jj-M!i z5ZlyK2hCG}M@M~KCS-Ni0C2sB>?p!+%*Yb{n@n<#F;WI~+RcXF3~60pqCo{k1xer~ z|C`)Cgt{=rIh=3^V1mn=?SFFFLRQm@8+F2lapNndBu$jH%Hl^)3ID@GwfEdCQe;Ao){ z1yJ#L!=AXry<&-BY0&u8dg)&ezp&VxyQ{5(OYx)dekK;`oo9BGL;u(H!F}h#Zb2Et z##oXiSfMk%6;XwFtbzh#F_hZnycN?cgdZ;xGR*j#`ZDXR{*UJ1*iaa$X8$ z{U(G{rh?S&=_}vEK=A`?%52C4moUNqx?fEAAapo9$7~OqveHGJHIOAEAgGarzibOr zC8{%7A5C$tu*`7z3|;w zYWhSLV%qaa(=Q*w}@_i(7OtNIC95!e4W;lmuSPY9u$<2J9@ zAF3q{9c=86r%^32X(^0HM5$f?ZA-_DV)mcl!Dh&Z4~|GZhUim>X-|I%ND_%vy+CUKieeQ&dtE*C58#?tg&wFmp7yg3zPK?i*t z!eY_L;_G~7lF;b-F5{_Rb4u9Cy~h16!^VIq$dAtuB+nUmD(+SpS z;M=TV1aOsMzG@AW9 z`@BM|&3iH#p)}FNDQxb?fB4LZDz-_Wl{TW~cPPKN(F_e0|EfGQpoqY$vo(z=5jLNh z9#FHf^@6?O%@DK9O^M@C`oro=i-0YMncJv_sWJ!zL;>Up)VxJ$NP8E%F$)N$*si#V z|MJpoR!7B#(4gt@TkALEeKGxtO`RL)3>sg_xmlEwEm$?$6Tf>HX4fzQgI8it&*DSM z)6$096UjbIG%gTN(X%t*bBG`b@&(18#;G4KP`@d@+aYnC=i~gRqyhY*rgK4Dt!AWZ zBvr<37Uf=A>4OW!CufV(($Q7OY5}6f;4f^PC$r@*YrSmY(esW;9_5_J-o+k;vmWnd z@q%k3&nDbT*(_0g{GVkVwjB}wGHV&d%o7lFHItmqU-;jx?3Fg-?Hvi#7+YQX>be{q8r4OYzxGe>qlL<`-?%bIOb*aGksQrj z`+WdlT!HK|wy&M604`E4GgW3pp+)Hk?SWYCvHp+SeZ<414k-sig}K*I?U(nyVdW!= zTE|9wo9)m+q6KC0_mR{St8yy6qG?SKY%9wuN>+=`>*VJcK9;;6cdFNl+tm8}F|S=? z#(WZWwCj|#O*3SuPVCWZ*u>0QuWn4&C@869Bz_I4Ro$L40O%A)(`b}(dmD@6RJFj!&{Md!vdRt7_-q5Kx9pnb ztNt{C@D9vOCl`)8+rczMy>5odAkzv8WGc=4jn~^K`lISdT!3Z0jd5p5D^tXHi>}=# zskFiiK4EQ_;~&=_=k(-lEN5V6qMgyndq$Qe2~N`1ZvD!4-*nj0{qEBehcTK}v%EqC zz~Ga>O-{A_eCde(eB?7ubY-D4BbD>=7CrN(^qWHUF{_m(+q#XtGoyCj<S%O_oWlm2~uc+hh^VOz)HBzW> z*gY|^n4!VY1?k^REyUN{ExiN~uY8c&U8CYMe)Tlq70M`mKS$K;ljRP_YL1>F_SN8T z>aDmE$e&eW=h8;Dlrl zC(Nom4!b?8NXqzf=cYY6b_maUv=RmE3Oycu(`8KA5{y;i9gM^;`pi#{z-Pi zL3IrUecBZGO$-xS!3?*N2WAPlwha23f+o)&R965uT4BWRc|+GYNTT_~dc;P4tp=G0Ik8LW192 zG)7ISYrDbnhvkU9S+9z{*@{5E1* z)6gLYh_;bcZNF4_x8Hs0|FRn31U}MmHO8R7T6$!e|JjatZ~{%5UcFAq0BnAXR?Du) zwt!+TPX8FjGE6$>bNmlU>9t$2R2{H!5z@CC*b_QfHzCh%oqy>}Kjz)0O zSr(C<(!Y@d{IFgkdRO{vKv<>7BaYqwwFL zXXrlWpkhL9m0+P`!&;Lwq8%c`Rh5?%h|=X{D;)JjV9Hn|SOkb8lF+1?9~7J8xPX$T z5-4;`1VmHb%u9PC);8p_XCXv+5Cw%mpkDCWW9|?)qf#*f(7c8GR$Tfn+CGX5%k}59 zyJ#X;P}kBUz~;4nFa$3kw}wKeb-_#9s3}sAX*v2T3i5tcS87vaFZ;OA!a!4P62V{` zUC9X>SSU?((+Z;-<0i=bBq(a_l^cwjvHkoNix7k;uawa9__GD|NHX@~9rC>uDT-^B zUbo6g-@1Cq4@?9FGen8Rs-rMg*n8x8RKZ4RKFoJTGso*b%J-gFr>q2w_Aq|3{#3)B!E?< zc;;0kFJ%w^jK{%iSJ-s_WW>h@Wx8x|&g;);&b@t9^(i#iQM}Vc!`=}-GnE12a!_Kx zh_J1Zfo__x-IVIxhL5AIcZ}Z{PYx{H)$=sAIQq?J5e^i8%O8dF2PrkqA{v?5cM0jA zPMH2?uAXXjpe505o$r);`!u@317IEwv8?aE7w$~GxW7Qxj0qva@$43X$`Ij0%n(w0 zIwe7^jNeTGwlL&oLNfpkIc|FHUx`{A>#@Y0C4T3D;u}{qjT&a|Y!xb^D)+viwO08A zcz=f*BNvDHJ!?4?7WSbx;XY$lg@ODF;LtoPNW2@0iyqcB9_y^}Sx3ko$E}3*RLD+d zwc2BPAElq99Lm`DNGq4aZpZS0FMp6LOGM*T^I;F&xfRUK=`ZMJ;=~a_fWQ@iFXh1& zLZoqsAiLTQ9t2%IxVo>?m6=CdS&qw7z#c9_iRw4!CHNKqiYAM^{IxS*Un>1kDF!l| zXL;Z}*b#PdK?9sx;HI2$qwN*k2GDP|H>@*tI`qtLT0T><%!Mu+J0jlh zy+W45Jid4gN$)Mm7w0wdp{Ov_1+oh?|KS6! z?DuLOpEGUN@$dfu!2vTeC=_k4<Jx{)S3_vR0O$(TU4Yn4oI9mXhm9 zu{km2n!4PY@DE{v0gcjnA}?L)6kZR;1G(!Swn31xXoq}3TqC!2vszexoJl)($d~G( z$0SlbssH`8@EKWE@&fDDHL&{|y-YmnG&5L+2sOp|=c2j4nTd>%?FOmR*{!?3Nsh2^y?N9zhPWw)2w_}T!6NksBu&@j}u|Ozigz&2u zzeRVNRP^NGtX3ZS@~CfjEM$7jxcawD=Zq1bD&44r`m;2%($I;3!DRn=^lM%Zf(PT= z?js=d&H8CTXr&MSmPGA4RXd8pupBdB6!rYoYw`%7Rad&@wv0o|QTL=bQ?o=@Mb5hY zLrirs`#rC(b~?j6R=&~F65wB=BD1nu+dJ1LRH&AA!MO2#%G$d4oran)&nu@d(SaL8 zv#^|W2_%~QR2Jc3uF95ey80&YPVd?g`!0EPVj-+6Y=Syrny;Cx)mCkk&AKde42uq- z?t<$t$wT|>+7PNPLg zmQrm6rWyJ52Se>FrevQKT*r(gU$7Z3EB@(}K*f1Q3lyUWaUUsect2pTGYIuo0^&@L zu(^@yknW|HW&hWuXCAnE#?vU!)MwvvQOM9!SoZ&j=Kk=Ap`SSO1$3u7;@nqmYOhhl zBb-)=njBZ#9=x=sY!=-$juP|bZzCeX@^}5!QzR^%%MVatpwY6VP{>d0}Zda%{c*v9^^uHxKy|X(QtiFj ze-)bSQ7^Ekt%ot5Y*;ZP9ZS5r4(dh=eJqXxr)ZE_zKczTp1%+9Wo7V!q1&KPA2j;9Sm_b}ZFLo@2<`+61`7 z@i~>+psghGdoq*O>U2!CfJhVR=M>EV< z1dfsFhm?^eCvQ!-LPF-1I)YS{Y$dz7<)>mif5b=%$3~az@=DfeN^vF%CAuYG5;0xz zSIQP9J5{O=3&WUKC|YVrm{eP40iX^}8bCLwwf^wk*BTWaRT>qGU!tHnf)E77oSz8N zE?`R}t417K90$e>r>O-cO!yJAn)=fZMH_hR5v-*hiB1EkM!&Xd17uG9+WaB*OILeA zLOkT${nYV40STC;Yt$)kX7*@H;=%Z|P5s*c0JOl|g&zo-_-NJrrV+g=9p5+!nJ@x! z#klN%q!6T>2#K=>DM4;H2nZKa%c$=5j3QjDrGl-sIsX7K0*{=Rs&VYCkG$dX4Ru#3@~ZE0~=qxixe_ z${J$z)p`ZM{{Y9V!JY#mwr#v2BVYrYf)LRt?LvG!l=5WYj`f|qATDLq7PL*;w3%t* zpxweWI-*!QNs9K{03QDUqYRYlSb=a{W?|6AmCHhUfCs(eWW$P4{aARwROPkZO2qXD z(Q;%`mZZ#Pn7dqC0s6EV#{dd$7~QagGZkQgwEjZyRBp9i`S9E#zLLnk!Ob-S`l=n! zsuWPGp-tFenkpXoHV1y*5EN1sH{Wj#X~cipU-pGFN&|DGQ*|Sy*ZD-1ZI+)8B}QjOQxd=6FdA}Auo(71OthLuv_vH! zvXZwR5Tz(zqMKbqGJ5dlAHGt%$%(T4SaO0n$Rc%UixFRgDWx z?R!B=uuvfN!xu7%)g!}<8HFCfV61SwNg~d+>Q$St`m}=dldAD7yXuSjl}eYb?5Jiq=;yP{22b&M8Ija(y4`ckEi! zE}|(&`^vC{)F~>t8NUAjNKmV#L5z91jDmfvK!nRqSe>VyT_BW&x|=InB?e-lS>k!b z_Elq2*lu_MX&}mEKfD06O*z+Cel8$NPOj2~vF-UlnK9=tYO;nL$eAfMDLShBKa>R) z*2L@^p|Zjh5)@NaNKhMoA_$*yH8+&EwZ0Xq^4-#*gKX-6h0098kN_#wEH>f~bR~2v zS;qo4!y;KqedTi{u}k;FxogEE$xGQuJt2#1iPcI9%3V#j7)VeKJ=XqnuuFe*r14s8|<23`tqP_2Y~!-%AZv)S101bkXQ^z`p6Y2SUYR8~~^90v}5 zhWt!eG-)K?-XADHozf29hbMzHgq+2$70qGHnfau>t#Enftl$uP?Gpa!tFzU)I-3Q2 z;$Pt&sepksDpD0)MUFRusb;xlPQflk^Uf%qgC%?LJ*?4U{{UmU)DkzvG7W1kA0gKY zQA(6cmv(cp;+cpNk{BdAlj%QOzhe0`w2W6@8glQ1{t@BoEPRXJ3jiM$fiYt3PgH8B z%eZ!n03T!&F9X^*KnPVM0$W&)Fo99jayXsP-(nO2(;@nc_<;+U?Mg^)KCLc9y`t>+ zmVh=7SM!JlJk-U@BLEb_KCv@E%RdNSpOdvW*zFEULCh*03QD*iU%3$4P)@-A04O3- z7P3C+Zum%(C6cYXei7&9Eh;u(L>GCL1~qosgajcV0hguyZvBgqGGc0ArsC;@t7r$b ze#9vuT8OZ0Agx1QVR!qvdaX(=kltc!({Kw1PJXv=3~NeHRH&-V(C3sFmv{223eSo=cvFLvzLDgTFWomT%Sn0B0nqbY-1!x)H#B!(jQrl!R#N z_PwUv#t|)z&bJI;Bw&yL>h(gU76UjIP?CZvyJvHR06$y!{ea~OCwwskHp32;EN*x@ zE>uEtceHAqIubWuj&ZNaoy#^29(GF8cH_bdfKpp*bg!}sUgI6ns!P>NZHh=WY_s^q zq)qICl=69xlt0mwKV5JHxea#KPCt|s(jM1f!}Y=v$_bgBt=0Y@*EKj#VWP0HeivkdZVbY5k#cUkzgxd!B+mm?T8rU_#rmUi;l}ilawm8oU$B0Wd8tLzhi!o z988ymImMhz9W4P=2<4#|~12mjha#Ylw$W zNOY64_DdJx6v#~v?QVpL$}<&-s`t(*LPAEt`z`w2`yOY=MN2-&ukokq@+ zk8C{cL$WoH6xopsEI(%d09(IgNK!`@g;c#Hyg;V?Q0P2C#D2mZVQg9hR7u^OdASsa z$2d-zR4ijjh9;qt{?Gome#xm)fl8II+4w_DkW`UtV-|Fg(n_q~Z)+_f@V+r(=VoFI zv`bU%${$NgJI32VCCZJ-fG8IIq93iFvZN7?V#WxUFsooz9kE38QoX6@_p}g&f<`}U zT*K5MrG+V6AzGRt7MqS|5ed?)tfm|wKHUER_V(!pH5Ea3f15MIr<7H=kBgW(R0exT zoHTKOQn1JD;#8q%O)};zC^%4N@sBsj?Y|!Q3~79DhE&3P;8f+KRUm%Vez$(j`NRc7 zOFE?Beh~6j`-lv!z-5Gn%LMJi4?=i3TQ zvY=I&JL2;c`Cb?j`In3lMq1k55a^{Wa82qT!~}WiRU!8VycH!G=a*DDlWRG?)`m(6 zao^brGiB)M-{GqkdzKNbPf&Q(Rlss0r7bPB;2kPiSQn0(V#FA^j*#t(%uDQeaBT-% zTNqO-qMEwCajJ!%*7#t9yuE}dr6qKSXcY2#RCc>JWPL{%`l@>xH4l7Lsl^K2aoHNv zYwCp+sFya$piI4BQuQ1m$^kp!l7xZ6IwQ0H0C#X5k$~)i;2bjF9R%ag|Jncu0RaF3 zKOz4B`P_xIhLDB!zt8^wy)=L=4S=QTKT3v?PO2g9|#t1;TFSr=%S%J*xvS-^a{{S7In3%~M=7>+WS8aDm+Pble1dQ7S6R>eU$Vz@g zA40tV{{T5^Tx|aU+duHH`-8$WtN#E+m`bAlnp(P-u5kE0SS#e00pwSo8uCf0$e(}v z$VS6Q;Y{SoQY_=_Fp(xeHV(EU-wg*S7nim-4S&3~hT0RT&*T39#$z?n0W%*TSKYCG zOhcm72jnqmq}d5Etp5PE-cpjn3AjD+oi(!#7H?O1@ec}?AxN(sy zDJf2|&Q`#`H+d=;cr!$%S@(%d4a{{R?`B)wC=D{;KGKo$kzV*OJ5UJvM)Dh3H(xfJ|= zzpLF4Y(IL6IaUeU%J;l=zZO1ElH@T&i6VG@eBc1_&$+J{&4>C{No%cjcOd=pWT2{r z{J%J|$-UggN1r*cHK!TbU&(<0u{u-JeQP()A&_n)2`{0Qi+5R%G~kIOaLkLL6Y;Mj**?-(@o(8W|E5SYn8 zY&pAS)+FJ5ttJq{WJM-CdlxIBIDvHKFMWOSo;!adrw@Yva z?|}gFi3d^rikK{o0d90|jiOc(9`DzWOB9llPs1L_eAJ#L$_&$iL&t1b=HBEU(Z%0u z+Zl;+H2kN|F@ofoNYYIS-{mJ*{{Vk$lsil+ z_dbCN6y`U;E*x@87$l^y60WVY?a*K+v)dfRAB7C{8L>tX27sO${fD}ciz0SJyLrT9 z&5?xZEV}Z;>Me1f0$h?%qd|ZaNNkpR{;i(?KJEG)=7pl~J=tADCIsZ4pYX9Aj$BbM zhu_YB_byN9snEyJCHrHhMFbKMdH(>YRC^r$uTpPz#SpKgDDOL_*n{@}@0u2bfLO)^KB|go>PZXQ z2iD*HDT&75AZAq>;;gy7Z}rq7Qh&#sT~Xpc!m#k3LgVAPtW(}Ec>Y&;{S?($a?*8B z%fZ(fap00SFz7h{0NxcEVPu2|$SSPb8FuJhiPj7; z0kSFH7%M@%x&gs6Quukmax_4ig)NS~vT?3TVoCb?6}@{XmG&bHF}lhJ&57~&#};9A z3PEh|wPcb=CDKfP_tZ&zeqQ5=*Wlu`xmFDTME5)6M$#(CLahp2dLis9IfnNwJDp>a z90W9bO?L|Wf=m1jyD)b9nyM*g8qQXyb z=ifA>?QYW^_$Wb31W@f3Abb5xBpBNVQ&zmxKE(F@d%(NG2-4h~>-Nx`DQSvYGWXn= zV2*4GKldd&kQwt>5Gn{%2QZM{59US-IeEp4K1^I_Ql)Vh~R^eeinPZ-0y#w=^q;Hk*wX$e2y-07{T7;Z$n*uuvY*d z8p8@eD!KyI@MGPpEcM-o-w=~p3Bb@x5=W@|N>Gj)T!!Hm=orVKMoPEkGp^I;3Bz}X zlPt&amgyt1wV2U=+}hW$q3#A`;!ggJyiR%0_d$X7)mRy^z*S_qONmecz-Rc$fnjBUaF{c$+l?}^k8t=w3B$5j$hmv`ZQP}P({JvVltg+=J1LKpK z&PIb41)hVKqygQ5Iv5K;xqEfM3X%xfN~^bOWZLpTE} zq^m)R)Z}Eq21r79Mc#WD@YV*9{{ZRHh3}_o$V^PxIW6J z1X{x>N{|H7mxmDGpel2OuF}+K%xd_S_y&fS6pLO0aw>`{@yPP zkYSTwDer-<;+#w58XO1V1}h&5-t&+)BwR6vn96qbdP;1fE;d_}B4%4FEwi?Iy5o{K zjfhpdq&O4R9kMnN5Ur8ecgm97kh0bo-w$kya4mEjl1pT`I3!!|Y0;G+^pN;*pGCDyEg{0TAA2r4?E{GH2_|6~eUI0+`M4z0p@J;;x z0F()^VsQEY0Io{fmiaz}PF6VTT_@kBGDrYmXml6TgF1n1y_U(BZ~e&jU`CNzzd@^V zWgAKrD?4EiG_rtcsd*9af(TBLhum^q6Yu%fPk%)8*wc>@D1=TR%L!nfjo<)8gQJ1j zKKb@ngQ4i5DhWgr9{pW9;gC)R1R}=Hm}rS3vB1?#k-B!)35KyGcq`_8vC_`Nu1J8i zx==3Yxby*cv96{6&Cz5C50vSC5K{5$;Eqo^c@vNxx z9365eW8NnN#hvJVn)_z~l@>^vT23B2i`OI@fM`mA5!0qRyd+e@9IX9f zjsfr5S&ayh6IKa`K0H@b!Re~vQi zx5{UAOgA5l9-^MYIQ=+0XpuZw4L6Cki>E^UT$6;@M-0-o5hhMb#Ij^`arDC@Djuj$ zWE|-JfF=|nB4EI1#cq0;@B0@$P(~3Xlev?yL;~+s{ut;}e;a{?yy5d@!aM|pGgX$#v2z`eY)8s#lJo&>zogXfnYC0UxmZr)I%oqr<~i2h#Bb4OKk+lP9TIGb;8~fUBFGI zA|x2!Bv6;I9_gClECiiQHO5p%Isr27v@YZm7VW||>@G~wPCc*{z>KLW7gKmBV$2Mk zpkKBEM#DfyF^CTriScbwJ1-@fNmP4>-y!9}T5@p+mB>bAp?U(!Y7%oxPU%Lb~yW=+*>m8+vgUE+cKngI`zfNe4`I) zJ41yhy2poSon`2ynFo@u?S%UQg!W?-(8Xt~2ky1{py%pz$DV^NY+H zs~n+XdH(;;_+-UmCSLV@`5;tRQqy zt(Q*u_n=>{*{^%7>3dc*Wbvk<8mzgd@5e z?}QEcJ%HWMGn3%&3B~7vVv#}flyH+@fAJ9ejX zUlYf+6{NAIJfXv!^Wr6w#LOnaho~DZ`J8UU()%!>NPx6(6{7+I7zi>mBzZdAEsf5M4}Op z4s4kZ+&W@N&JRO({{SXL4KxCumnVgYk(`}W&PF9VL_Yb& zKQ$`$%M(vB{m~emZCEN3xQySlp<~PpgO+Hugpi35Rh~XfdXdUw+n=^e1a9c7nGAAK z!eQ6i^}MfPq5`ukuld7Z0rL2l=n}1F}ARvr4t;d+X^CPR=ZF*$hRz#R5d5Tia;e0 zSuM~4C!9)b&}q^V!I_*D{cXd?&Pb3fGtb)y0GNe(l4BwlhbP|+(m&zGE=nkg=`$FS zCPQ|?uBt$4g!#BqBLEv`lIi>hdU9KB1?ZJM&Ky`gg`nO7gPdP zIbAy8rHCy6k6`r8XpsOdf>P?uPD%;X%$6V~#C~z71X7W@N%3=zZV8zf)h_qL64mA@v9EbLkqv=%+mY|1*1brkpc3MrvWCv)PuwacjjNT_T)SYk0S8s(cYno4 zAT)#?vz_RHvF*-mi>gOU{{R@&UvgT#67iEPpd2b_@^!|cZYDdI83%Eaw2BK{z}}aj zVi2%R)fwU`)&g{U!>p?viYW^MM#r85ACnj1T|~ zLcTCM6|Ud1a7`ecAkILyDg0pQ0u|hA#CD9HxQizt5+!2HfuQ67du}jfb4AfNzTNT! z8XkABF;{FiLJfjjxSy5~I?j%j_{t3M46PG$2KnUmvWCvLrLy)J95`;?tqRmdQjQpTmrI5J9yQ z1BdCEUXCeAVLjylBVG~!TTtoKW8VLo30j9 zWoYPC<14CZU7qpMc#o{dgc+`@zOzw+Gi$yN+sqmsZ7NC1U*{{8=|EX75!LSh0E{PO z`N$K|Qis94rTy}xsz<6iK5(FQl1Kb0mV?U~u=d$*IG%8Zuqer{X!04Xk%yQ?ya)$m)T{}fyiM}OeSR^Ku&L86v!R!9k zcjd~bgioB-7ixJQJ$1o}!ld$#hGmdUA*67%S<4f8hv9+*p>}hA+{~u{#Vk_fcg6l= zhlUTKni%OrnGKIzSPY8Qf^*dc&D7w65Ly8)S5?6#4ejOf^YtzpN|76##2tR)vcp4cDbjzmu|e_UqnK)CjAFEKY$^iS|x6NL>DQ^9tISYL+Fk!Pmh;&RGJN7_yQ z02xC603}7?{zfo7$N(O@csKn<@@qpT1>&K?n7D~p%9=n>lK>ZbCV0U;3Mw=RXPIIn6h!GD_a}JJc&?v+a*RL4| zZRic+O=juE*ubGFsa)S-?fU#SLAf;&<>13wC?gg|-VVmjlaT;uAn<)m^N@gVHluBI z-Z%I{(uWU!Nr*XXP_RXHM@*0rkt9w>pQ&^#5GYT6CJtCKnjt2Gt{T}|8~q>=EubD& zu)u;6B#G2YPu;qj5-Ah71vYeZ;PRI0n-VQ=jgH$yCSg&8i6;5TaoXSN?D5t&<;0)Q z;|Z|xh8+Rb)?%*h!=x>PmG&`i96USDL+1$&32iNg*gDfDSYs;Vs}G-#+}=Nh4(@cC z>y%6hx@TkiA5d14)01QZMC#$z@bg3>&}vMxjd3u6A^_7R0{4o*B?jBW;6wTm50UVp z_i_kb7lsvno`^yp1Qhtr{qyJcfNovL_cY=538DgGPJquk$h-T;llM{EM^`16A!EIS zBhG9rb&BYf@Z^`JzZ+Hd!$SoD0qy>6QMUp|$l){_y9kH4D>RweuTLhohg^9>9iETs zGm5bCXb9^Va5|S;1E=%^h2&WscSz)G`><1u!%V)6jw5Wh9zNlSgQ)iQ_q*#2fd~@< z5qwyP!TR39NUk_X1Dp+G!l_SbV~xi?F$7W^;7WLc{{Ro($b3dQk)}Ih(3s>eWZ%MI zQb$$~siqdSE%Sg^fnbreXcuXt#!fguNxBaD;aEw-)5q@%OSI~?C_NP?pHk#5qcYe)ACNezt9&obPwkkwj|Jg1c^1gV#*PxT^?S?>5R95%e3Sz5cFKm7ypg!$mn}~oZ1@4Z)=Y&%bMNya3 zmU%v~TyH|xk030D@gNc~)S+YRiJ|wzF!P)1kn8^dqYO8wjs(%>aYd>rmW^Zo1QE^LJN~O2nHW)f=L}C}j=yvcT)67Q0o_nL z;?`L^mJD$-=>V>RUu;ScETkZbHd)E=0*Ioq>JMAdQ6av1I=*<#=(?4Y((vB=WJkb2 zM!Ky$#LIvO06l>I3{Sws2av+PDh}>xBASfZ0K;&XfzEk;1FAqAt~^1&i?7-r%;LlX z_(5!HpG4i}{7kU`OIVDTC64IMy|hRHhVbuR*n2*agmod$#t9Nfx!#|#j_jq#JVgBr znU{?z8-%A<9Ay%eYI;$*o-pl>Z$Zq%!giPv?8E@@mUrG1pcv#5YtR&pd%O=TC%0h< zc!)yka5*zVE21I)06hj?24zVS%GVW^^qYW(+Q(7CvJiRwK z&_+hY{h$dfrjPw~f`k}WiSUlVr{@NQa)4g%`Wj?y3e1RSr0s*6Er{X_f~|DCAJA!o zVOC@rZMx9)zzCEhBp|B&BGiJY=wqe;w^?YB2x?P_3^ijM`D^MBejiBzhFMMt7)yIH z;wg9)VP>jnF+0{r$xSNiAOJMRyW^0w&+1%u1| zoCSwysznNY{Ro3bswo|WFSZlob%o`5doM0L1T|Dh=TA7VP4a7$_D`P}@L{V-5>ggM zWk2^K#`h5hy6dl^TTB5ZmR&>e#X=jDj);CwY_Na7V* zv6F5Sy64NR^v%i1Z=CNl>ahpdg&zRrGzcpM{HiU6lLQDOQB=voxY&ffPdmJ3(g7o_ z80ocl#l>=wBFGWl)=aZX+T-@c;S^|K2C?e02%~|$@?$}XcgLrU@^p)ZYQCm{TV2HEFxQ|%_Ql- z5}MMVHGiN3V6mjo_Fm_c>QOxAC`fV|>0n_|QlO1+>iw#GWJba8+eF0$9z6^xJY`Zt znqXP3Fvw&%cF1o6MlVj@o9g`}po?Y6(K58a9hAN($2}skMLo!jQ(hTA3JW0)Wu`qf z-IQ?0dr8To>NDYDi8#nDl0Rz53`zgbSC|zm&OrZDR8I*s3{dEo=?)9dP4~AME*Un0}v6= zMIPR%q3PHVI|}zqBuo#mJ8W-Sas!=+5z3o_Vc9jTSrJYIIv5DCCWR~ids|)#zxq-IKJ{B z2zWAY8VE@6@b|AtItTKMZ2>Y9Zd+Z)^7N560=Xx@e2iIzp1=J)Dbh6Ybo-u{M-B1( z*xh!>f+8s`mRRQvw1ro6^ADKH4KzBFyAf{~hRs}kPd}5kJX_9+#4E3aWSfZ8G}4ht z`B=&9v9bNop_L}B=Aot??8UpNPmvqEB^_r_OyCp%@g(p#e`*S8UjbjnPJ#*mOE)3F zYJWgcojN4#kPBmW)A4?hGMOe3=_d|GtSoV!8`b=0IkQO7IwjRV@23n!Ab?9~3d@l2 z%KC6Z>XP;{AQ%-CO9kqu_B|sY1-crECn5wCU~wmpK!{W!@D|4y(mG&tb%NXnU&BRF z6WKMaHzpth0C*SY(CZeQ#}szYyS6S2#R=uTr`Gj~jZ3yWnGsqD_-h;Eg4qSbW#Fnc zQSue-j?HTlaT7K|cz0K(rW56gaVKiFT$nlpyo38N2uS4h^#nRA$rB`W;|hTj-0c3k zh^HfpG6nhZk%e8^n=p9fJ-^bVwsVzeDDykUHMaH-9o#tqWX3s-vSp=JQ$2TPnv^ro6+KA~htS`Fc7;Lz;#sFHuOMcAaD(oJY+< zUic!X(8zP5Jw=< zOP@5x+C&PACAsa0V9{VgjY(CDt>5ODo>R|ua1u!q@Px|AWfIy;RM@&a;GqQ)?BzLK zaE+ip)093kuT&O5VAt-znFwbdL9xJ*pwT@tv#f}o`JFV2_K`-wTS9>apKK%Di(etS z{Q-xty7BRqB;>H=57xe0S{^p^>p8yNQpkBre^0NSPcii>RO*D}bW!UyVM`XbvL9`J z)FfIFmq_^NXlz6w{{Xmcrf7Y9+U_!J+Yf(bkd&ubH{V5TEgnQ!2<$6ZY$UB1Iom!mb^L}e zRXiYI=SiTrf!n`dq@3N9#hUiPhy==F5xey28rN^236Y2U*}R37icZ+&k5Y4@V3u>E zfnyV{Tp}G2``e6gY*Nb&&H}uk1Or1|s&Id0Ag=6ytw1v;5# zq(dVFw=aM3Tn)66g-DW=WAa7Zu)X#wav(YZ@%!pRkR5EREQZG-@{M82Zap827PVY* zZ1ejU(kwN>$?XljKhJ8^Z+0b!Rc4!u{j28#u|vstqguR*DaZh^DKYJ=K3!Pb-z|6h zV2ug^)M%9J6aFla&{u$$A!z}~w_qN|yZ+h)69Fn2x7<$3`O@8&{5hK~W3rSL4;r>0c zgy2(QJKUKnvcm@t(Q2IHBp;F-`Tf)48C4B@a5yhR98Xo?J{EqsxW&(({c`)tIg9dZ z_Ry`V>IlobI|dWD76TEuP~W8?NORnt(S%hYXF5N%wxh>`RYln{-TuXD+>3N4$-`zk zP$uR5uHh5yh#JHl0X|>H zsS@6ui^oarGx~)?VR@rNOl9 zE(vsrU9d^+#QO2b>pUz~goM1HG}nj^_#=x_1rl|K28x8~(_?Gj*o;&`fYLTUt01j? z7LT_5uu9^^0w56_5x4yTOBb7-3|7sVI1T5*Gadkl=k(E#l)}p0^ufI-K{~UgyoA)1 zv<$vP`1+hnMmnNQ*Cwan2oTeT5}k=234O18w4yO>JW1ya3Io=CBqSKWWI#_$7l}24 zo~R-j3-$j1-KO7%wYdj%%POO~54Lgcr3og+IXYniv;?m}-fzDOu~63IzOU*;IwJr; z?U}rP;MnN@0L^;4Wnjeaj&{GCA5UOE7v6C#kN}{` z9+na2a-VZ0W|FjA3oJSq?}aTjz}uTwCk7Hhhh+7M{NzI`t)B$BvHJ-G?GMvFDwM
+
+ +
+ +
+ + +
+ + + +
+ +
+
+

Assignment 1, 2023

+
+ + + +
+ +
+
Author
+
+

Aki Vehtari et al.

+
+
+ + + +
+ + + +
+ + +
+

1 General information

+

This is for BDA 2023

+

The exercises of this assignment are meant to test whether or not you have sufficient knowledge to participate in the course. The first question checks that you remember basic terms of probability calculus. The second exercise checks your basic computer skills and guides you to learn some R functions. In the last three ones you will first write the math for solving the problems (you can, for example, write the equations in markdown or include a photo of hand written answers), and then implement the final equations in R (and then you can use markmyassignment to check your results). The last question checks that you have found the course book.

+

The maximum amount of points from this assignment is 3.

+

We prepared a quarto template specific to this assignment to help you get started. You can inspect this and future templates

+ +

or you can download all template qmd files and some additional files at templates.zip (also available on Aalto JupyterHub under /coursedata).

+
+
+
+ +
+
+Tip +
+
+
+
+
+

Reading instructions:

+ +

Grading instructions:

+

The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

+
+
+
+
+ +
+
+
    +
  • The recommended tool in this course is R (with the IDE RStudio).
  • +
  • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
  • +
  • If you want to install R and RStudio locally, download R and RStudio.
  • +
  • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
  • +
  • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
  • +
  • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
  • +
  • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
  • +
  • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
  • +
+
install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+
    +
  • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
  • +
  • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
  • +
  • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
  • +
  • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
  • +
  • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
  • +
  • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
  • +
  • Do not share your answers publicly.
  • +
  • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
  • +
  • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
  • +
  • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
  • +
  • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
  • +
  • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
  • +
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
  • +
  • Is the report anonymous?
  • +
+
+
+
+
+
+ +
+
+Setup +
+
+
+
+
+

This is the template for assignment 1. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.

+

Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

+

The following will set-up markmyassignment to check your functions at the end of the notebook:

+
+
library(markmyassignment)
+assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/",
+"blob/master/assignments/tests/assignment1.yml", sep="")
+set_assignment(assignment_path)
+
+
Error in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).
+
+
+
+
+
+
+
+

2 Basic probability theory notation and terms

+

This can be trivial or you may need to refresh your memory on these concepts (see, e.g. Aalto course First Course in Probability and Statistics). Explain each of the following terms with one sentence:

+
    +
  • probability
  • +
  • probability mass (function)
  • +
  • probability density (function)
  • +
  • probability distribution
  • +
  • discrete probability distribution
  • +
  • continuous probability distribution
  • +
  • cumulative distribution function (cdf)
  • +
  • likelihood
  • +
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • How is the answer? +
      +
    • Totally wrong/has not tried
    • +
    • Something sensible written
    • +
    • All/almost all are correct (>=70% correct)
    • +
  • +
+
+
+
+
+

3 Basic computer skills

+

This task deals with elementary plotting and computing skills needed during the rest of the course. You can use either R or Python, although R is the recommended language in this course and we will only guarantee support in R. For documentation in R, just type ?{function name here}.

+
+
+
+ +
+
+Subtask 3.a) +
+
+
+

Plot the density function of the Beta-distribution, with mean \(\mu = 0.2\) and variance \(\sigma^2=0.01\). The parameters \(\alpha\) and \(\beta\) of the Beta-distribution are related to the mean and variance according to the following equations \[\begin{aligned} + \alpha = \mu \left( \frac{\mu(1-\mu)}{\sigma^2} - 1 \right), \quad + \beta = \frac{\alpha (1-\mu) }{\mu} \,.\end{aligned}\]

+
+
+

Plot the PDF here. Explain in text what you do.

+
+
# Useful functions: seq(), plot() and dbeta()
+
+
+
+
+ +
+
+Subtask 3.b) +
+
+
+

Take a sample of 1000 random numbers from the above distribution and plot a histogram of the results. Compare visually to the density function.

+
+
+

Sample and plot the histogram here. Explain in text what you do.

+
+
# Useful functions: rbeta() and hist()
+
+
+
+
+ +
+
+Subtask 3.c) +
+
+
+

Compute the sample mean and variance from the drawn sample. Verify that they match (roughly) to the true mean and variance of the distribution.

+
+
+

Compute the sample mean and variance here. Explain in text what you do.

+
+
# Useful functions: mean() and var()
+
+
+
+
+ +
+
+Subtask 3.d) +
+
+
+

Estimate the central 95% probability interval of the distribution from the drawn sample.

+
+
+

Compute the central interval here. Explain in text what you do.

+
+
# Useful functions: quantile()
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is the source code for the solutions included?
  • +
  • Does the plot in a) look something like this:
  • +
  • Does the plot in b) look something like this:
  • +
  • Is the computed mean in c) close to ?
  • +
  • Is the variance in c) close to ?
  • +
  • Is the probability interval in d) roughly ? Remember that since the interval is computed from random sample, there can be small variation, but the answers should be roughly the same!
  • +
+
+
+
+
+
+ +
+
+Further formatting recommendations +
+
+
+
    +
  • Please try to include as much code and output as needed, but as little as possible.
  • +
  • Please make sure that the plots are properly labeled and are easily legible and understandable. This means +
      +
    • they should have x- and y-labels,
    • +
    • the text within should be of a size comparable to the size of the surrounding text and
    • +
    • each plot should have a concise but descriptive caption or title.
    • +
  • +
  • Please make sure to report a sensible number of digits when reporting numbers. You will get more precise instructions later on, but for now think independently about how many digits of your results are important for the assignment.
  • +
+
+
+
+
+

4 Bayes’ theorem 1

+

A group of researchers has designed a new inexpensive and painless test for detecting lung cancer. The test is intended to be an initial screening test for the population in general. A positive result (presence of lung cancer) from the test would be followed up immediately with medication, surgery or more extensive and expensive test. The researchers know from their studies the following facts:

+
    +
  • Test gives a positive result in \(98\%\) of the time when the test subject has lung cancer.
  • +
  • Test gives a negative result in \(96\%\) of the time when the test subject does not have lung cancer.
  • +
  • In general population approximately one person in 1000 has lung cancer.
  • +
+
+
+
+ +
+
+Subtask 4.a) +
+
+
+

The researchers are happy with these preliminary results (about \(97\%\) success rate), and wish to get the test to market as soon as possible. How would you advise them? Base your answer on Bayes’ rule computations.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Relatively high false negative (cancer doesn’t get detected) or high false positive (unnecessarily administer medication) rates are typically bad and undesirable in tests.

+
+
+
+

Compute the quantities needed to justify your recommendation here. Explain in text what you do. You can do the computation with pen and paper or in R. Either way, you have to explain why you compute what you compute.

+

If you use pen and paper, you can include scans or pictures as follows (see also assignment_instructions#fig-workflow):

+
+
+
+ +
+
+Figure 1: Parts of Bayesian workflow +
+
+
+

See Figure 1 for illustration of parts of Bayesian workflow.

+

Here are some probability values that can help you figure out if you copied the right conditional probabilities from the question.

+
    +
  • P(Test gives positive | Subject does not have lung cancer) = \(4\%\)
  • +
  • P(Test gives positive and Subject has lung cancer) = \(0.098\%\) this is also referred to as the joint probability of test being positive and the subject having lung cancer.
  • +
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is p(has cancer|test result is positive) computed using Bayes’ formula (or its complement p(does not have cancer|test result is positive))?
  • +
  • Is the result p(has cancer|test result is positive)= (or p(does not have cancer|test result is positive)=)
  • +
  • Is the result motivated with something like
  • +
+
+
+
+
+

5 Bayes’ theorem 2

+

We have three boxes, A, B, and C. There are

+
    +
  • 2 red balls and 5 white balls in the box A,
  • +
  • 4 red balls and 1 white ball in the box B, and
  • +
  • 1 red ball and 3 white balls in the box C.
  • +
+

Consider a random experiment in which one of the boxes is randomly selected and from that box, one ball is randomly picked up. After observing the color of the ball it is replaced in the box it came from. Suppose also that on average box A is selected 40% of the time and box B \(10\%\) of the time (i.e. \(P(A) = 0.4\)).

+

You will need to change the numbers to the numbers in the exercise.

+
+
boxes_test <- matrix(c(2,2,1,5,5,1), ncol = 2,
+    dimnames = list(c("A", "B", "C"), c("red", "white")))
+
+
+
+
+ +
+
+Subtask 5.a) +
+
+
+

What is the probability of picking a red ball? Implement an R function to compute that probability.

+
+
+

Keep the below name and format for the function to work with markmyassignment:

+
+
p_red <- function(boxes) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    0.3928571
+}
+
+
+
+
+ +
+
+Subtask 5.b) +
+
+
+

If a red ball was picked, from which box did it most probably come from? Implement an R function to compute the probabilities for each box.

+
+
+

Keep the below name and format for the function to work with markmyassignment:

+
+
p_box <- function(boxes) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    c(0.29090909,0.07272727,0.63636364)
+}
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is the source code available?
  • +
  • How is the answer for probability of picking a red ball? +
      +
    • No answer
    • +
    • Probability rules and used, but the result is not
    • +
    • Probability rules and used, and the result is
    • +
  • +
  • How is the answer for what box is most probable? +
      +
    • No answer
    • +
    • Bayes rule used to compute probabilities for all boxes given that the picked ball is red, but the answers are not
    • +
    • Bayes rule used to compute probabilities for all boxes given that the picked ball is red, the answers are p and it is not explicity said that the most probable box is box
    • +
    • Bayes rule used to compute probabilities for all boxes given that the picked ball is red, the answers are and it is explicity said that the most probable box is box
    • +
  • +
+
+
+
+
+

6 Bayes’ theorem 3

+

Assume that on average fraternal twins (two fertilized eggs and then could be of different sex) occur once in 150 births and identical twins (single egg divides into two separate embryos, so both have the same sex) once in 400 births (Note! This is not the true value, see Exercise 1.6, page 28, in BDA3). American male singer-actor Elvis Presley (1935 – 1977) had a twin brother who died in birth. Assume that an equal number of boys and girls are born on average.

+
+
+
+ +
+
+Subtask 6.a) +
+
+
+

What is the probability that Elvis was an identical twin? Show the steps how you derived the equations to compute that probability and implement a function in R that computes the probability.

+
+
+

You will need to change the numbers to the numbers in the exercise.

+
+
fraternal_prob = 1/125
+identical_prob = 1/300
+
+

Keep the below name and format for the function to work with markmyassignment:

+
+
p_identical_twin <- function(fraternal_prob, identical_prob) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    0.4545455
+}
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • How is the answer for probability of Elvis having had an identical twin brother? +
      +
    • No answer
    • +
    • Probability that Elvis had an identical twin brother is computed using Bayes rule, but the result is not roughly
    • +
    • Probability that Elvis had an identical twin brother is computed using Bayes rule, and the result is roughly
    • +
  • +
+
+
+
+
+

7 The three steps of Bayesian data analysis

+
+
+
+ +
+
+Subtask 7.a) +
+
+
+

Fill in the three steps of Bayesian data analysis (see BDA3 section 1.1):

+
    +
  1. +
  2. +
  3. +
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Are the three steps listed as follows: +
      +
    1. +
    2. +
    3. +
  • +
+
+
+
+
+
+ +
+
+markmyassignment +
+
+
+
+
+

The following will check the functions for which markmyassignment has been set up:

+
+
mark_my_assignment()
+
+
Error: No assignment has been set. Please use set_assignment().
+
+
+
+
+
+
+
+

8 Overall quality of the report

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Does the report follow the formatting instructions? +
      +
    • Not at all
    • +
    • Little
    • +
    • Mostly
    • +
    • Yes
    • +
  • +
  • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
  • +
  • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
  • +
+
+
+ + + + +
+ +
+ + +
+ + + + + \ No newline at end of file diff --git a/assignments2023/assignment1.pdf b/assignments2023/assignment1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0b1ac1a087c6530b7127ba83376c877d3f10c74e GIT binary patch literal 369546 zcma&NLy$09(56|oZQHhO+qUhhuWZ}4ZQHhOn{#_&7Tqzu_*Z#0xy*?3ydYH&5u;_K zV}&9;zQ1{gV&WuVAh0*Gg5u$!7qhf+F?FIBvoUlr6)`ooH!-D`F|{*yu^?b(Was4L zgK~CpGBvb?^4Pq=mW?xRyV=!$m<9bVyn{Djpnzh5K5iWW;sxQY9=p0RL}s}u@b4?8 zkV>ZU=1G$5lFgjy_wzyO6OBOW`Dwn89pLW~1^%nLxd8X@0{73m+T(uk**nAMx7qWl zVlR3{h~DGNX1{aK*>;<^Q+NAv`1}>5^i`q4_;kKEKiJ6Ghv%y)xFh7pvw>jP1Rl=5 zryNucU}Rh}e}8{pgWt3D|72Kf!$xSL!zj-Cv1{3Zqq|uZ83=%uz?sJ)L7I(|Vvuka|YBZhJ|#p`v4OqY>XYc@IAzsBRa6arU}s+{%^xJeOO#_#$Li8cbF z={agcJiQQ)YJ&0}o3tur)H`Y?mG)b*nxnc(AVnACFK9$Tvihe0n#{8i_7R~W@Cd_b zQ7#{+h7L=-Tn+m=)8=Sk)V5&*?to>zJ^WA9OHQ>%d=1q&c3LqcB|!qaqcI^*fi#E) zR4dta33LNIozFYamczq_abd)x7@90mN5zW;tYD!&IY&NGeo{z29GR0QK9&$+2Z)zd zHz$GG3wfnT5?(1O1iT+b(M**_2yNc&jZPi9-jBW+5t{s8M}-PZ4KR-FZ1J2BBV1>= zDA`)e1l-i}X4mwStFyP?Wu{PgMRy_?)#@aB^<>bS?v6mC`L3B!XLmYUaw(qc|YX452WZHMBr!FkwICjqg zt5P0Lj39;aki2@$rG&W2#r!#*_cybu{dyfdm_Op-?wxbaZ z@egaJHd41rbAqC@?uS51nE4&C>yz+{>33md&?T?CmeB83HeQA9{=1qJ>WV8 zS>lM`)Yl+Ph>&mE_v^0focichbj%{ifoo?;SiI^Jk52aGe%39%cUrHW<$2(R!3GvY z!D~EQ5(@;()!FP^PT0PdiMVp0ns`t%VK#wkDk|$1;?6lkz2%%ljjNo=liFEiA{q&I zwoN$rHEkHOt0)}f_h%U0-6_YAnTmOGQ998TTLkiWb9siGW4H)wW62FMy@k77^NZUW zr1#u90&T;?33YiZbvF_Rlp~ireF+JzT3Jb%FV)}#F=bu|VN#kGDYPl0+oDTA7s!-w zQ#?hc7@*Yd7#Ntn#pL#bC+=&jJj_og&@Ut#-%7}lrH{Vv6)7yGTD#$s3Jd*6;22>@ z$X{u#M~}F0?;KV3_p`o-P;`f1wG)tsk#Wbkn1pW7FO5fU z=WZqT6AsXpkeZsgk`b5jyk+yDiLAkC{5D?3DY{YC2&2^wGA*fXT@tSa@>A{RZ~ zF(kyX-YhF=x0pznkm(=V)Y_dVfr#xA7phbp!}FPnRmMjgyF>YOr2)b@39o7&tgE3nGf3Ks&dKi zbd=+p1sx=sYKl*-FyU5n_F{76i?7O~vLG2U+8x})<2RA%?8=U6wHSMIu92-{c2scQ zeX3luW~JmUvW%@a1wQRcL}SWvt1a=HnjZj;T54HVtFFs3?=(kuCC zUVD2v5mrAH8G7u|dSstYRa$)8eE-znIR>uX@83NCshVrpaM>x|XqooH6A^M%UOlPn z^wj-T2J2Vt*E0;5`)mT!MDOM9Zx-(qzrQ9XCD#*cLmXrNN*@iuZ@Infq&@6BUpgG^ z>`6>{g(;Y`B2mV%-AERg`x^@E`ZiMbE7#8ovt2CPxj1#s+{BmJ1|3_;b3yE*gA8ua zmtlaelSLmPw1U7w8jC^Ag4L4rNf0=%RuG&`L->K?@F3$y*|31)U)1qG&6gFH^x161 z4GJ5wJKkf)yh@CHB*WZVZn69S`TPzoiNiwh{XP9n_Q-dbt&I)|id$6v+YiS|ij^HL zPIOZrNOT9QX%sINL7-^ zH~-JGjZRp@G!h~L6aH;lElh&nqMwRglG4l_lobn!?R`LLgkb*T?fMU6e|=$M#yn_xP9MeEs9osQMZq#FM6D=>Olv? zli7BABSYmg-fCmp=Q@p`{6Z>r>D*A z+T5jZr2ct3`NKwj0v;>eLD$LB`=B0;xueK*qR=;<;>LxYgE8AHp@K&0cA`P}-}B?A zeRXEe*9qS2@s+Q$4lQ)pSm}IG=?RjBZO0+EYNxO+t52_D=eO~XQ_YCmKN=I=-fwbf z`M}dH)LfrU)lbeB^nn$6Rew+8fr{V5!Cc5Qdl`os91Xp`p5wojLF8XYU6C%{P86G} zD2w$MS`vmHy1<+L0rR~pB3PoOA~2l)CQT%6OlUA8vAi*)i0Y`n811>gyk16V6=xVa zk_1Ek_<(puCJ+r5YLP)EA(7>sKtij#fqX-TP#6TJmtUQpLRWd|fw+#Ff23QY25&#S#YlYyST zA`?a_6?SI)29Iqfc~Zfa#2Ql(~DWruIb2*lckMy=T47HiMxWqxv?*?R%cb%u~{jRgF)UadBAxr_^9P= z++_smBjYZ_o-quzA+fJ&)EvjkMFYzG6h-+qMOLn|PBNSq{#Y{E(srn+M9@{2^=Evt zv{~L^qa_^=O=chT^D8~AmA5P0;TdtG>gmTM3YuOZY!g$3^>>0+N+fmo9!*Ls3_&OL zxO{2lgk-ycm0TJf)=i?Xn4>Xo^-J#QZU}^x&#L-;C=D6Poba)dGU}xqJgmd475|(^ zMi`tj?w39rHU0SW6MNtz{5evai5YE>C>uL(x;RSRjM?kvclIOoFG~v3F%sZwg_efK z+*^xGPrmRtM_U(;8LnQ^_;%{KW|AfcB&WM!V;ZNF3^$2=-KKhIg|Gg_3-#qh3M%bJ z3AL5$a`mr2jBZp* z+VJ-i+pcZvRh}}eVUL<@l55M?AaWlu<;#EpI<6~-DOF=uY}dI(a5<@4 zP0NR}^0#y#r%#xU1E1xt)2nSz9PdVN|O3z2SJ9QzrjCPxFv%_mt z!Jm=OVZ37R-%cN(L7!PAl&PJ`|3@AFz5W-curU5lfQ5yDh2wt*mKmI>Se&+p+`4q< zfPxP{0BAx81nhg+e*ri!_|4o{CkEIJ&f|AsBSs0LY+YxB(DB6!a!nINRT}naZ_i(n zIVQhVa)M|6kI%2xzrVu2KC?CV9|eAVZLfT%HZk|JxwCvE1xY~*eR-1sOot>Pk_$P% z?ty0CgQOSS94+m>YmTx=sM_m^yANxCf36q%QsL_Fv z`-}qU=-L11$hZn(7`^H;z~Ez)JdAUuXw}+Lged}KS%|3gd;4-WB|N@QmPh-E{XUsp zeW|T~*Djv1kI*p-XZVBE;7%Lp#C$)A?Wf)UK74+*w!~8aeSYt3Raz7_OPcLWER>Q^ z7RZsGnxK^inpWV3g(*-|Ea&XWLpj+{jWi9rC0paBXcfgwv5$8LA?C6BK4Ln5Q(7U5 z|Gfgc8F(Tqw*N*l67oFkvgZ#P zWXVZEp737KpFh08m)-Tc-*ZhA%i-7NGX_U^icHfS$l=rR_efk+Ctu1+J!SH1N!9KB zd>@Q0@$*Fo0D%`X;W3;6kniHTvu%)AIXeky>5uh!eCu7vGn{iVTl3qV94?leSbyeFCAQ4<7=JO zJHt>1;B_zy#KUwkca}Dxcwg?+G4KX+5a_(?mCx4T5(P98{CbQ8HjG2W38)1Yry7zt zV)j4%ab;5lV2Gb*=97(L7gQqy+Q)Pt)G8mp>J(hkhzSl-WLqs+d7TzBKcjh$exeyO zwgfALvq65oPwR!_AH>Q(`{Ul~b{l^JGqSg8XpC2q6M1qygC4muf>1cfk=Bi7WR8%A zrl~<}dS0Tpy|c>m6{!GsvN|bySaF+l5F}M-mqF^mL%wcu9F%^^w+NEM65kXn?7gZ# zBr@7nyCCeuMeL)^5)OE2IL5h03KwwRmYoLa%_J&7CkuylkDEwX6?VRY!&s z9keW(l3P$hj5WoMGmhY{F{i40v9>CCb|tHORKYF((0p zeO3!DHeewih;sl;yDf*hsYU}W%komcVs@D1Wlaoz6i5txnMOq)#9dI0B6CsFN`0-t0IJ4N*<(^gyC%X;Bh8m15rXv2v6beVvWwp1kjr9R@-IXrTR5Ep6;8vI+(ym zw^NG`II`TpgRoIx4iCZl}UDpq*=28UvCta=dDeT7pE5db2=?n>vkcq zP_0&dET%3*v%%^W=--irhWvnHoE<#}DceVy9iwBkUTtzUv7$$Ml%_aN-y>Q=JY!}A zZBEgTMiskpN#`aP@IKL=>XO#ysryXX3a=FP_F^=>r`>UTRhp(pJM&hxJF(-Tnom6` zNvk%z;Ys}pdsvqqZs&ICUZxxBgwP`i=Quw}9GdA;dd<`iuRs6E4AO33=DnT(-jGLH z3u-ZdvkQ)#zYmu#p|j`T@d|`Q0iml=eh~b+uLU792gO$El7b#oT8o|QKKwC`EVrVw z=)?w}AeGcmBCO`gYr9S|ED>rd?&|S2SZ)6@0?8PR(KL2yeGa0at$@B=2Il!wi3R0* z?})TLU{s=yOSt?%6nphQYuai^=6gI^m4orXbCzMmQM)qV(4gcvA@06`%a^DL)af;2 zVAMr8{D8}R1Q1j#ijeQ6BXAEwl}aW3$ak9;m>KFfj&{qdOLzmzn1vi5)ep-#+#&Z% z*Qq>!qp6QYGu-^{t}yyMLxij9d(8#e{j5#^9g~t53%p(gdh#ErI)2GG3R0s*YPikG z?YstQx-dj)$NT3EqnCQf4%~?H&edK9;g|(G_Lk56joR`jU6z*00#i zU|Dy4VDCp1dD{a{AoK;>N==MO*WSV^;0;VC&;FW`UC~8)T_DfJK`S;>*3|G+O>=*D z#p#13D(Vjp8q*dEa!rwE_0lRU3w$0>PhVeAf8Eh%kJmA@0=37%&)jO~xe%CDD>SC% zGI1fWxB~h9ZM&FhwF%P5)#M1GPEK{cuCiKFz^|q3O;_Pi_%ECg()FORjP=2$xR#J7 z(As0M^Fy`_SseC8-aMj2R~woRGCl#U-6LjVBuw1iE%h=w6^G zF~gM0jS6b`B&+Df0s_M+yWrOf#Xp9Q38g7;$cv)yH(^cIo5Xqf5|6NiTdymf z2K#I}abpxq+kO2(!xL^eI{9@YZ1vD7VZQy+K9Wi#LV?Re3&A=;nfce zToE?Iz#!>skc!$6BstSpw{l(Pecu#P+Yny~VRo5sXz5;u+uCPcJS9CbFk+pok&bCd zpt0Ho1GjHzJWEI>a$YP=y zfz45d5soF41KbZzXywMP+R;0i{m4q(?kU|rgt&*R3d!pXasF(oB=34}r&cF;u%GV$ z?|hT#P`#j$Fe~0l0LEWk92BlCnff6Wb3r?nQ|u_bh41@hH1);?eCyl?Fl7}+2UAq3 z2_TFz7ku@BWi)DBp5Sg|rMR5dD}v%jdE7R5;VH<5+t85bGSdt7YC%jDzwjkM6MIg! z*B!~r_^>Azn*$qGS^o@cI|-WmaX)SSrn2QTt2{1S2<#HM`i$|K;PMarUL5@lxc7IS z_(!XO1wv3YY=UgTb17-&vG_B(FffwJ877fSY47D{WKS8rnXyYhWnAUYd9FAPkTJLK zm7Vvy)p>+j;$YRIdc!D%h-F%}v~IR2NAylx`%>MEai808i0 z-pq)|8etFy8Yg7H{VnP$VHI5xhXfrGDxVEk@~NwvaDWtH)HG6uy*&_qMi!hZB~XpK ztt%`^T?A@xG@RGAH%ep-!#hVL=-qS0i!CDWC^3E?(Xz~5rv?_DakQAAaTqmI_^JXNwQ3)K|0MhF@Ti%@D+ z?iks0rg!b^MRUtiESgXe*=wnoicQAZYYy-$o9&I%`XHvl*tB;AF;ZR41#QAO)uj3j zsaraY+mufHXqlcLZB}Bp4L?1NTRItiED)UHAB+Xjk{%x_0UU5I_SLQMn4Kj76x`;h zJy#mR-n<83$W2gwNot$yQ!Dr*c)~GG8bSwV*k85}nBpHNGl`)$@j7SeOJ{2KGg<+yT=xesN&>?M^IpL&{j@yp_g*0jI4D>C$(N7 zhu1n2Gj0nN);5`%Z2vYV5NWD-Yh1OZ{mnW19)v>E-Dg1!v(32Kqhgdhu|y^-&7Whu zFy|Dku!=F>l!gjaxMRxIK`3$s18S^94O6iMmAG!IE05J zpcGhAGwK0AwO?;@_O<=~C7?fBSB+k2B^abcSyv+6^5X7D$4XI37LK3%SE zy9TdP0kUU2POZ;a{Pv8%TvKFon5$47A35h)MPsVT5#xp#&!G(&vOGlwhTy4rU94%G zS_Ia#jtJ5oQqit9lGqih;jJJiHM6V=4lmYf*9F3P+7B*B3^`ODVKg6-PBfrNR94l= zT$C2=SlORGuh_<&FF8_T*4&H>7B^ln<|An?grQgU6nw4UJxX`c8QsvNNS9s?RS9 zWOXS{;*icxX>&Iq+@Ni=;BpIQ?JN?2EQh9L97s-Va-amy_BjJ;yQypM#iB|>q{Sk7 z48vC%(^M7bGQ)UZgibGRh)KIX1p$4QfVHQ(g)ZJdRzt)(5wJbOj7(Zw?}pd3mA~tf zD~XC;r1x+^*PVUs^XBxV{J1WDv@^uz5XXxJ1qv-i-e0g6b?<$rmfqY+bsV*^{;2g$ zv)*{~tJhYB=?^+{fhRdBEGSt-LDRlJ{pkO~GyVw`{$Er9j{k`&z|6$S_`jy1 z*qm^^cXj1YK(!LZxd96rH1&`SZ8SjFh74iru}xvq2ISuBeSO6wmx^@mTXyoLPXdee zQD~%zg(Q#2)}OwMNrnDij{<)y&3`GmyYqWvk8h>kvw1P*#tv?)GT2w^>Dhl(nki?GH?|+9N!+yf6=iK{upbmgaE*e1AI>SrJ7!CurLUDNTy6OTmC= z`MToY!y?RE7~OZ{7}qf25IYz#WJbk!)^HKi;y}_ zUaf2t^iW`^&78uxB4zzAt&__XLBJ3V6gjHb?OCpu7%^-d{h5xEDM$JvN1p7+ zXS20GH?rFew0GtGPx%SmsX1I=T4y_-Wd3;3_q5Y37Jci3zu&}Z>~WOuF1K)mX20KG z|EVh0yYCjOg}J-9^1~kP@19l3ynF#=^6m;y@q8&tVCP@A2Wjs7vVR`#i%-6X>1meo zvST99>Us6#N(^ukdCVZX(;aWpO*ITw?8J^R(f4|kJ>*;Xcx+;rg&t|Lr z@YoQ~0R%9qWei9sAc}E|q2yT{F9~M5|C*23EcYo;+~AP4;74vM zQ*zxsf5;{xUBJX-xo6(d*R&H0n{A}@zAgQRFE^kL!4!5xbJr&~ED2=Q>}GVB;3o#V z7MWIiO0H~D)nqlriVYf$UPT|DbdHcC7b%VxE;vyOQ$v|pwl$9@bO1TPGeDR_d5 zKWaVP+YOEqaqT$-Yd0Ukd{U6Kh8&_moh8SlbwENsoe4=^wM$XD?}owqfgqMa>F%^r8}6rATB!HjR~KBNad z01j~&w5T0GaLtY{;+a0O8<*ZNtDy@X*`(46SPlWiS)71THZgE(pdK3?axGl2=D~+P z2o^68=|H^v)?cye!IR5Wk7%ML`Y|7&gS|70d(?X1RfxdR2iOq;AOSUJiBw2o{bKrCI z&Z8~0^cezNtoL!mlTCzVGZG&Hp*rRrLX*v{n{@eL^CMby`LYuUmhR(a(D`PQp(ho~ zLPE^)B=z~~ATNJlOmaiAF~P_EDf@O%tButKD-$cG&e3vTsbiw&KTiyjEA7sG&Sd6J zNm_+Wv;vZ$N=zpiOL{rEgTaOv^uf^7qCGD9NSa&sFZ;GzH-YwVH~ zz^LO@?+ALi!s+Nzg2Qo9luOXkVcjy~414jSr+iUV0%~3^U2$flxs8f_74so>i^}0i z^8QnO2(kjIPhq1diJqL>*9PKEt67*82cSrr0XU3+U9gV{p&{aC$WTJuoU^oWGYgY+|0lk`v&{Q?4jQwcRnXdFu5 z3K?5~$}1^SHcw0&SM6DKyb>*oQR6>Hik>MKBi)N%fN($YR=Yi!jd>o{=e=$GEs9^z z(YmbY8I9y+Yf9h~h&#fujDkj}R`Mz9A#7uAGDlGfytbi}kvNEJ$-rS+zrcT=Z&|`i3^j0) z84CDn;U$nI6%UMftn;pRU)0Vx8&!=B@{1AZ;qE2@?+Nb`T&wu_)CrExFdQi1bIp+0 zXL@3q1pBUgtN>p6JxkFD6%JjERITM(#vyr*q|;N*A*+1Fp?FjHF23T~16ZgVbY>d3 z@0_!fjB<2)er9Z?Ap>A(7xyvUMnHWb5sUXOE918Sj<-%-N}da%)Zj>2;(hy?CCe-< z6cOGG;pbXdxip+HIktz^ZGAPkGH_g0Q=#QMzFlgy=Na^rI;qiGs8?&g85ZexaR}zB zw_`~)^K5PNm-iNhv@uL(HX(Z&Hzp@Gc@2Ac+O?Fh&!NILxcpiWNU`}Q= zTM7}NTcgIFkZ;9;oB=2r=u=zTRA^eb+n~3SnpDJ?9&I=9RV=Nr^d@mqv!_6;RS$7s zB3r-I5LLXKZT-^>n#V;OkHWI~@AF0`g^xbd`8)oW8iTlX$@p9u`QQKLHXpD;1>qBX zZY(rXLq|4ZDOqRDaXOk)non3#n=+QS8Y9X~F4Rv2Jx0?Yt@WM^3nmgfX0ZRQ*_p!%}anvx62;1PSH96#*&aAQA;4o@cosDRuK%X z9I}^x=!aRGUKXUloOH6`Ncnv#A^mGHvE6s{9qxTDvs1+VOcWmrWpphvYJ1HDwGwef zFes_+);Kd^4l_W@z@sPKn6eJhqKZk94Pi$J6(JnG(J~5EtLc5qKRk<9ftf`I#rAxyLU9Q2hol9agUBze4}#9k6#$?gQ#SCWrH@DBq{O0# zS0A&)%rJ<;O;_kfdR0#j#H52*xJ}inPjJ=b@i5yG#S?ZDDzupB-6Jdt1u{b`N8>H%BT6IypQ*S~fTNh|er&@FVyc?GuScHXjMM}fotq*}Nvp`XG^t*d;N zrN@Y_zL~A*d0f!1K3=~r5VK>ya7FyyxeKhX8uoo(eM`^FhlFR$|)NIwapm0n3 ze@V)A2SRGu8RN0oXDu9Ui;<>~(w zCP`0m_TsZpfqwT{i==NrSvS7XH@!9ECGNaiw)DAt8T`YRF0xO&|1$M)Yw#t%j9(apsEyCZ7LQ9 zvex(U)fRc(#_Cs&7RN?WP0J(UE5#*hrR8MJwQJ?SR_M{-w<#YA;6|8<^yDp91rrrElwwpB$$s>AEjGN;dY`p&`p7#@XY~L$15I z+iL$0enDe=um3+Fu`>UU0EwCL|IB&n{0B%Kh`nd(&zu46CJ(SMV1fbF|9UtXCk~6syu}*5Y+}Y*O)IKC%F*#(Tv^Nb$yp`8tH|Kr<>lV;?k{2e z_>$+cZoR&L|NC#3<*gJ)&yNl~-*VhUqs?YY201Lq-NE(kN?hF9xvNQigA$ZN|$xB626iwP- z{zD}vt$vwCU0oU5Mr&}wD+lpSOfCoSIa8|m1Ab8E)Lz&c>ZI-*>T*z?6#A`i)}g|Db7%C~pOZL)K zY`FnmGmFHVUfr&Ca65LYFx9MM$*5kDiX?YdkZ0RQE9i1OE$HYDyMF74 zz8jT!6`~uPB%z9llDY9L*^M;3l31L7%EP&i7Y}4@>l$DEpHYnf)t{Kk5AT(!RZRDmtNVd2Xcxj&u94kmdYg`uW86!>xbB z{`S$ZP!ZKRO3tfBXY7n(H@=>R1MH~H?;4qwDtdq4NZE!SZOXHpj zXJ-uvey!7PX z38fOD+G1C~njWlN4Qfdfg<+y#7Q*E)D?%9<#YGb7#)UKzFk;!|m{%tWEmV>3 zLh4H*R-HzrhQvI2GwX>@S{dy|1PeDGK8}ZRoyAQO=`MIRsagah*FQ|;hSpfM^Q`=J zZW)A3Ly0lM`J1AfSIXx0czw8+_Yk|o5f{%Du^RGB%XoVZ&c*eTA96RcUmdvN^LnFh zm??Vi&l2)Ttki(_8RwH6-VDN!pCegdvSg`Mp5l@PsO0{0DFQK z?kQI)9_hYi zZ*x>l!GDe#PHUp(DaUy99#rb_YQXRL*SgbL_HBH3FtCLFd@~^9I{TJ0%2ldpEE2hr zzNp*R2uE5fOpjTRXHxr7YNhp~U&jO)Cb041j9`IC$97T&>8c{*9~?kTM0WJ-5F@{_ zMD<8C{N*4qA<<1`Y!8fO^iiRLIEykmdrMrGC7?pMRC1)4E0@LjF=h9{bz(D;$1K$o z{Iqru5Y8rEQsxW-wH~U#d}419Md8~_o7=uGCfL4k1{{jv&I8>XJ{MF-mM1-nouJ30 zfT1xKnFZtVWo&ndUy8RotScfII|PQv7Xi!03Z-GfJ>(B9L>#prsc-gg$dyRw^BCg4 zZf=@0R6E>hN#%cypAQuPEO3y_2VkOU75S3_P6f|*lJLhxNI#+pQj6momZpt^<(gVg zfw;*>uV>WapkY-Sb+`cZG7#hz;3PNYhrmB3J}_fR;OXUz%3?`8v+T%Q{oww|_;GyI znws5?#OKMH+TH44a4A7=kc=kBO*?fWWwQ9+3rHG2mE<%i?$* zDVL7{CuIPh`9gww*dUUQU9w%Ckw_M>pJ!R1M0R)b^bubyLA}NRVXcosTrdqqgRXGy zmuO+1&mX+ErF*$c>{+rFdp~KB@X2!{#f}Tb0n*7;@CMTfjymppc*V=Us^t`SMcg$y z$hX$o^QXermRZ^E5+AqU5o&Y;?q41J%HsyjS})Yv70i1+c{S4^jv$EUus^N`XSH)T z_vSH6v!d_LV=K;t4cO4R1sVh(a(zMrw7297YwYOXnG6=-LY`*fr~6$4x&G(RDAO5(*6{;z8plj8P>g4j7UW9y@3E%? z8tPrb&{XK%RWz!D7T+@1^J8i)R0VAO@mxprl&@0_r|4GA()FilcIUJMbGB(4!G4+H zfX*Dq#%6r8pcxgzVgyg0rKeJ;G5;co_P$(%es|&Kd3{&x+hI|~2MHLGX^8Kc6fe-t zdl{j|6(#A`jz&)+182wcHUqnNVm{onV@F7>Hsz&2C%Xe`ExAygXhxLtNzY=Q8Qn@r z(xul#N&{skI;zhK{c9X!2O^(^r`e`Xt2_uSTS32l`y|u8@Z4(*0E?ce4F=;e$??WWzX@24UO+;DKUgz(H$azY{bK6HqT|H+F?;Xc`+($x*mgpDkr#f+5zXs}KQXSjG8RVaP2{1V1ohu8$ z5M#)k8)KKoK!7Q8w+Ck7BScRRyahx3%wH^(BPGU$@=&)tMq`@F6RMn@M(TzCR^N@%3;4s# z>d$T`9O>yu?<@fghjg#O21XV&z}p*8w=~P(R+#MjB_;uoYzG{ zyZYK?(uzQq>&GIw=x9FOpp$~Ap$>@fCvSXle z*@r?_*;&;qElQM#<}KUfS@C8D;hQN9j`w%^Aq^%F6Yw=#;9J8Cu< z^`*;*Xa!X{-TXi*J3&Y__pEV63Yjdej_cZQf5)Je!_t8M@ zCx*8me`N>YK9lpe#kj^N%CVBAy(9#}pdA$Cpz3?2R}F;vbj>$0l9^kg`a3?vDsi^s z9@=PN;@*J~^l1L;6FCGyH0x^o!`F*V_Ql~Ke$I9$j75>+vi(|zNHH>n3Z`nym=}#s zSq+I!Q6pxv%ZB8=qpeRi51t-DY03s#g9fEut}UX|O4*mxM2r!?mxf`?&KjP#b`yNg zaKf{2c#f)E5e=frv^CqSOC7GiVaW(ml{Xj6Mz3PRJ_!#n_TC~4L2ArB>lRh%?ETcK z5W_d4<|$O#PO*T|bemmbtf^k~_8(+iorJ_)?ygkyNqqWb-ufNheGOJ!d-C~U*%~QQ zTm;;fXUWxD=b*t0X96MY5T@IKqbfDFlAjk)-QABnqqHxVBG*uPVCAWuIC;Y#J+H*U z7=063^I44W&hPkjC>$ZS!JuWR#VyepyyPey8~PDFc>cUS`*zSWybhf@ZGPf{iYCSk ziKtQ@{?A>yG_cY7zrYjQ{|KJg7+C)gcj>>(De?cxoSr)aEd0k#5J3b2jRE#>XyXI- z1I${S;9KE2!hZZTiK1v5JBeadx^ttiUIebJ`Y#3zddrVfg=iVS6(ho*`gHXCC1vgx zcVVAzvAk(>yJrT?4y!ca&_dwXUsH)$CvH(FTwq<_?t%^<`cRsAS8eu}S;Cl2e#Z&D z9hRd}xF?S7jpw`2crG2&pS59(hE!=!ac(!Q~akd-k{>-+%Jyw(t0awnVs zWj5O?SvVpa*xge-mjz<-)SiCoDl)#mjuyTTjsH(ZX74fTpR=alZ6J`|VZ0hybaA+W ztd5^7&Bx^)fA-(wV~^C1|NEROiy%ckqun4zBuFArdwM#=pjXBHMu4nPL5Pyz#p`z? zLp3x7@+8EK3rmlFAP8o%C9yk%a4+y4N7Sr88Q6gyfgXz7w8@X9sIRn$kd7fZmw~8& z9B(lL0~E0t8?@xv%y8}WK|+yrY+O~{J5p!T^3N$3v}Q8}X|nr~peonSQaKa zs5eiYay!lRdHo7Q0u-OnS>WU>#R~GCl+n4V$vtFD*Y@&4*lYU-5fACDtjnmE&gjHC zrs@{JQm%#2Ol@r_a^^aLtxvH&;i`YmKTP;N=%GONA~O1XW$xprKH2`|#pq&}arY_f zjeIFl?*`LRNfNz@BEM8O~ziDLP^ zxP#e)aMgA)jw4*{+%~>&a77{A-IRGel)C}7)!?R%c*ep3*gcQ@;axp(_NyI2bMVPlR(UTtCgFVCg0VL!tH3cbnw`MR5qD zf3l0a_?PcSnC`b*I9X!gyQlrwcAl*xNgQ!3?}wN_;}~`mai%S{O<(S^EbUdLZo@(GP=Iv1={<(Jw03?rrconnC?eZT z|FC=5SVgo|;xu2*qpQAeh?5z$zp!M-Zx-LKnR6>_6VflGYQrc8g@qHGGtf=a^QxX1 zY~g5fDup3g>^?-m^{Dy1Czl|2NH&J~u16WP#;}A;2Nb}0*?^+&*}BPW%7Wr&_eMSo zuJEp6AjQ$*3|upYsuPGcAaFg^r8^jE^sHbT1kbadF@Ujp<#E$APqpGe&Z(Ze54d zPpjmd9Gi_6O+XIx<~|6IwE`F5xqLWG6?W%Hf2GePd~lcMoKu8yN;bxVu>UB_vPROG z=V;3^XFJRED{^GDQ8Bjx%O_k&zz_lUT{Q#ee1m$fS+cwB@ZK!nTBhw)%W zPH^MBHsS?$05es&h1fyY#Q<8ZG!m2*zWRb+Nz_Vn6LutI0YGF>(PHpv5KGKvFxy4@R56$`jdVG|FllrBg$g?r6JgFOm{ z&g{c#bK!P*>bhRpc#sC`o%=~Y#qm_^WCnAd*KgW&$i5Y{R(MW6s{@Vny3L|Tyjv#iv81on_JAN8w88kQL&GY%OlpeEdD0;pYW{7WTm%Na&8D{6-k-Eik)V3rC{ zS1LcUK(KUEtCMVufgtC%ZnJ-dtBe%F{BFjKu14@Ek?~uk=@f&>R|=elD6y~)sYgxP zAI2zVe%H;3wpTRP=Em#T?zTMP{kKI~vPUCdGE>Xb5qhoCuPBDi;s#-TN^k%VbOkSd zXgmST4=@1`rUT2oYGs1Z(1t-igt_77jUS+*?pZh#AqUIF+@UEL=5oQv6%L^~=IZaU zTLUFI7Likv4Bl zSC=C6J0GseUhvi6%yi|6V1gFt1*=4b>z1z|b`ejdV9ir_$Y_fQUm#Ntcu~ ziV8|eDC!W>4JslkN{WgKh@z-xllqJ2eV^~U&UKxC&W*Fy-K*DLv1c?IdM+`_d?)aZ zQf>HP?FO9Y*&Y333|*t1o;`X6HE*+@Kuz<8=dIp0f9)9I`$=TgpaXYX%d9GUn=9yX zOt>%e^n&9hKcN?jZyqX_w1&R%-mrMcOHez{tMN0MUYkHb^t#uaHExhpl>fb}=&H|? zdzv#3ZMv(2g&(CkoeRz3;o`t}b@?p@R1J#WFyuS0V88agSZjRx5y_{TbMu~J4}%^> zdaYGT$aS0`bd{ZNNseaJF>NY(L=}g=I3ps`(#pi~Bc+|Gf#}S-*A3=Lb%%;??NaZ) z6{X!Mn^Imdj{knE@Uz*u2Ak7q>h0!K;jdJ_vT&>wY1wRiN_bF3rSk!d|_m9GSzCvO*9@IAUyRXwqF2{6O3ttwuZLRlQCl5b) zBfE)yIeV^$@s7_5Q%#mPu?ug=6|sbtwvV+2xvf_@ZWhx`0i5&1-qn}i+A$H%e1uht zMqaG`VxbjTMl%07gK`};ekWZq%lgbEPt*fvZpBUfcdBWRY`-iujrF{={33a)B0MQ6 zqM-O?08ZrcDl_MG{Fbv?QLpY(ZfFpu;Klj!qG$ViD{KAh@M9D2w7q`b26y{Fa6L-Q zB!hMVMcKyqka)Gfdm@r$t7y_NdtB(oYskv!vtQfdhunW+V(w+S3pP5~pB2%(LrXb^ z@$ov=lb{qx74&1yz*1>m{@deGv|ky@}Ds;SQW>Eow{sp@RJK$2(FTw2-^%e zJ$NsD;iv8uptFdht1@KnHc@`>neAMu9n^D&08;>U*4Skxl;M%eoSz$kG|XFrNAd28r2!6i^x;N zd3_W+KRDm`W=i%YhVoVhemvsI2Xeo7E~d2J@A?lJGTS^Q@|GB$H90={;TZpb&H3Dy zi-b5Kx9F5eQRRGUTYNX5;K#4!@Fh0*Jw|tcvWcwmzEEO5+0p$(*5m>odIKU6#kMQ%HNYECzH_x#&CUJbG>f29t(WGmTLGtWHoaRnJZg-x z25{@QECctPMU*;FSEpY3h75KU%XO-iPGI=IVpvv?otM z+@5_6DyoE2n@a(@&$gUwKffR=jN)$`7SIi-^8U zu!FNhu!D$6h-2_B!%|=G@Ml;=F=FDscbIaDq5cj|UM|5%M;A8_UwNJncOUQ|J)Grv zEF|>N`u?ge?jBmfbc~ zWFBe$Ry6bV2v*Scb#gy&{5Q#wg^8bQ@EM0d7X>2^Cx;-11MMU3k)D;RqiP`7&L$2% z{@xzGZVG!0aaoKk`oQKN8b`LOem?$zEX8psKX1Q4 z6L9FbC|6mMF4}4e7#DFdjH`r$w3M`zlZy-n{Wm!9_E)3dzI?&oaPsqa33PDu@b(A} z)An_C2~{vY%DDEw%KxMJVeO$s(T5fLcMpdu;E)&Doj3j%^WZ$N&jaTYa8?mHntMRv zX!ZiX*e%Z!xH~uf%k=oqZ+ok$njZW()!|f$+?zy=MSeG|h?>i34<{F}bw&0jRZBxh zPZy`)qd9f2?nEp+oP*tob{kbh%f-XZJs2qpHkOErM{tmlOW^M4@$&^|AEfl*{ELy1 z5|tGDJp=!m{xt_s=xAtb01yZS&;tK}U$5ALce^eCXlwHW1ONcw15^+g00FVx40k`#-J0xBObn|9|+@ zfOG@^2Q|qjsz`>@2l>W{Ev~=I&2&fJ_z{^1+yaRj;CT250zx8UP~kQO0ENI{P&f<^4-PgDK51OagxsCnxt(UVcG& zMP=2MtJT-8H#9cgZfmQhyoO<;5$@J5iSFh(67MGS+-mHFF-`M=T z_2ujKx7~6JHqrbmzVYwD?ml*tU>s?>HcoZz%HX1*m zwT>Hwo`kM5qkZ%zQVlsbs_rCje;TS@%wRaf z4q$b%o}|5^y%2P~ZQSR)_@Jz3mPDuZun$cdf!&1!{&%e%_7=sxu&5F5r*EmP zl@~lMPGg3y67w6BRkAc(PBX|KJt=F1|BhPl6Cn-7Rq4^l@TnZ*37b&Cxmc|vDs(B^ zr3>_PY*m(-?&ZnasHAEwNa8#StB6qt6q3r^p!%+jH0y4KUovUF4=mTqf6A2Eypf@> z37+3amcGWasng;;?9IA;Lax7LO@mBq)v%Oh^cP@h1m83ZvAKe3ujiGgr6`I-Z9J>1 zw7mI*?TzSzA?@eKPOP9c6xzq|3iz*GJa5zd6AlysO8&R^JH!1=JkB^ZBhAiPZbj zVd8CylX;a|!`F^eSL->uU3u9naZ;f0EkR0C?uKn%zG5WAXLWc4Kk#&Na*5K}G5ppP zm@h%w=ZCWOo9{heZ@qpYBYro5D)fai3X3f}?XL_(>&~;iYq1x@TdS%WbjB;rM@f-b zVKd?(+(gPahg`k7AH1-L_jxa+%u5`R{EXl9D|c=kDEUwL=g3+BdJWQ~RJA+0f|&XeGJmaNapLENP5e9eJb9 z$8>4iHNz{D&r+wWTJCJ1G6_w4<&@~yI&r@Ms^a-utu^-)?WRN|%oeM=5XGot}?CI)HFXiV6YuJdZa_+wST zUr<9*A%;`$VTX<5&8BK>&%0a6rT3lg*fM)DE4ug`_Lrgk4(`e`}LhER{wyPePLeKO5Dt^St-d~JNc$UKaS}}n>aT|nM;D&JVk2@TRlLpynqTzG%aOODLq0)G3}nV znd^n}>{*nHDhEtnvvO1TNAYV2=u=C8536s_yG9nh<{ zwQL||2kS^HSnJ{H#rjS#&iny(ebgP#eqa=YC2r7&Zf~H)`dnMs5uIK0Rf# zN)h&WWGKIP=z^A_3S>oj$Mck=7+-?yc9bg3D3TS@dlj)>O2QX1tTVHs^o^@KjbmVS zyxzTMisVKs4^tYOluGEVtj{wYUm=eC^3dc2`d(z0u!g^8Enk5|t0i%o#MGTzfu&f( zpK^+_=@c5899V%cj7_@Fc3L~nFTiE^^4h4@y5&2Lw_-nFdGLj_`P z_ncq6BCVJJXDclw&OV_Iu#b?*ZVlVdOncpOW?cIw8qTOfw2p1SqVc5>C|L1rUvN&5 zoY8;&jxMwB@dW))V8z3`BoO=4nHEJ0uypBRqhCPmsD5-0)5Z6Xht|b0++vG;EJn8+ zUy4QH#3Ax8@~^K-9;5prRj)E>Gm3BjJgPmV_E~yqT5qi^sfd}>pu|!QDv2q#fd2Ib zlLh`hPVa>xC|Mvzd+Xs_A9dmPzQXKrt`z;KvjjvVeLCrF(yIjUbVZ`Ri#?Ly*{;Ne zANMyCvvnDh^I0-9U(BzGInP02irt~k6Q3*Zv~pTQpKm8dV0Ea4H=f)Y&W4vyQ9`t@}&3&mH+ zyU`&ezbMTy$hpCrWbz+{-`K8=~SY!}#^mGBNryRSz+XG^_(xne~hF!Yit@x2*( z{?0so7a93mvk>0fd`-{#-o4;mGu%0=@LFEs3!C-1ZXX{`J5`i+YnlX?PxX(+;^EYt zW%^Byrp)c>I2+yBrbOX|?Q~lEP#$`Q6FvAr4*^yA-UJRap905RQ$i*!TvHL9?KieU zdU#4($0%OKTMGf2FO<(JZs;;+sEZ7yyp1N8K?;xs^sn%jPHqiEeE;Fo-t5OW3l1TMyQBW zn(>{M^pl?E<6ZYoO3!DC3eN%ky}thE-dJe1#H%+>ay)2jNu3r(CE2CUkuaC27EeLU z&bPd}pF969qpjf8F;-u5Uga)-OXoS*XQwwY=k;TZqQAZOWwD;*DnH(!D|VO7ADVsg zUK;I)r|ikryC>O>ao*8!iPd$b7dGv|SjfXtXEREyUrc!44Bi%2zP#4nX}P4xXRb2T zy?*w?iFESkJG?NJKKkyDm#0(BJ2;uy3ez0!vR$xfxUJpvUQ%;|_I1>0?7NEWj)7&w zrxE_=P2BVePM2JTXBV7{=FXnJ4h<`fTbel@c3PP^R+nzVG?~WiWaWEb>E6N7R=Dn~ zN72JV?>@NQCZst*&a=qI>C3}fTg2w+(-MF3#hT57_s1_4d(c+70dZ!I9WpBlj?%rJ zRaK$U-vnG+rfU3Hm#C5^W%;)Yr{DWjlwasEz$eqd2pBJ0p7p98uSKn&bYjSkM#CM} zkHK4HSkUM|4H+QmN!L%4%8k`yL3ToSZSrH2?`9XpaiZuLNQ;dKe|M2Dy;hEv*EM-cC8Ke^2u zT@YN@&nyOF-yWU4XnLmLRr}cb!v)_|3p~@TzLVHg8MX;5f7iL%!HAEyi;Ks4oT%Ql zaXslCl=N<#|aK06fkM7|v6YQpU zRW7gva7ke<5a}d~Fdb`|C~a)~_~UM6J@HisuPtQ(R1G7?8Ay@+dU$Hk3#=gdS8Z19 z-Wl;}i($V;U-Q5>G1%!|nO@G8xA$d(9=F}Nj6XCxWBb&yLD%oh()I;yenR8#s%Y5h zF~Tp>t6p9s?Jfh)%7aFh``@m}-&=u(ofHUNC{U?Rk~+?&Y&3&Pp0FJtYHFQ{|4I>z zc$sPVgylMw(+kx7yq#8dJ0gv%)$$#3XLwj2owLNm853|KQ#T=6wcYjla-?iCgaYIR zgr>lJi`=~8&+Au&ZXZ8qZByx5jL1e_s6xVh+5$2)Orrt7*)7Zbs?=#+si&{3GGfH- ze*v(N4p?U8H|I1}tAf;u>X|{gt!OE;1lQx2*5}Q+l#uDNF8%%RIr37N4mZCh&ludIa%L0?)Pj}RO-lx1P zW_|EoEX~pQWf}NcR&(Ft_iN5K*^=0(tSwig#MVmzanoM_! zsIBqW0WB&&q;oi<8g#1A?4{s#9H(bi?w*t}Gf8Annug0{Xuok{-9l zsptFF;yh?iw>!^i-OvBbJin?L5!YJqDTl;|gs3C0jj04q0k9x$hHZT~acVWuvxN!Z zm{G*M)*vzG>NyLwsuODpN_Jyl0E#>*0J+zX-vzA?-3>@>-&BmMIcH-2c!CiBQl(IL z@^y~$O{CX{x~aNhWA<~fCoK|XFoiN#Va};4HPp^{XZ<_^PRWspR(`9w6&wW5m2pf* z8{77X@yLuU^gd{j=Y=-;-Ml>{Bre(m4-H9)si1Ng-st`1ieJuRZOmnsPC#D13cHM{}SR{P>E)6gYl*+U zkEyInD35*bmJ)-CfNePC%*FKK;Eccnb&fh0l1kd$!DfUHH}bTIWW?gU=kB;}9D6q* z+uf)AEDQT|Mps z4Xsh;Qvbq4N2W2T0l6N<@t|@7Bt;;3IDngE>z?pLd{_N0<5S_-Ku{6UGC(k`y+XK< zG3sr+Dl1u0J*$VBdh$*q)Fp0KsRXHVAqvGZdyR88P3J{979%1Q(jOvq)<=cjyIHeA zQIKwyO{6tFQ~<|GzbT>e;>kmQ;?w6;2p?rwTfU&hqrc-4NRAZAPhEI@$CDQZnfs)5 zpIhLv*gIE;^*ayp>OY{0HhFyU(ZJ|QjK_*3D{u3Z-<3x^w>gY6HCfseloUgxTF}CIpUuuS;BG@SS=+vd6KVn%mgCxy6RBOBp(d~WZK`J z?Lyr#eL{#jK{u`1Gp+rZZ2m;4g2!P8eK;NI2sxLl%t!^kR6MJ2I3l; z4S-n!+B4=)B)p{atlf`MYdwCq8b~kL>XX!A$ccn1&-=?mIOy9=&WmSh+-JUL#ZL9X z+(qtsoN`XzAhexT=26uwI&O%uKPwjC}M2oJJMvuh92Rjk-k^$SQlmZI$B{f>g{zLmVpCQq7o>T^J> zu#303Me^e*+Zy8;iE?#za%Rsn_EE{7?y>}`Bp2Kuk85HgE)0F|nhT-r%Wp#bT z&-6fTl;`eg?mNVV$Gtk}+oEM+{qDhTD*2sy+-B#|&P8`y{(fy>^B2s8fCpbZS+aW= z=*d6FO4+W>ou+{}_IA#gmk9K_T=%39H>qqWe_kY(tFhhqB+P8I8WoH((zZpE$%3I)Ge zOgipf6>6`)h#qGt@{w5yD$ZMYeL3vRD*+)^AyuEsk91TWw__Ms#R<^bs{pL{=O#pG z>j5Ipx1dK0l_~XOQ$@~!HtqTHkJ9N)IFUeUbMf&T!TD&jxX9uuBlz>{*QYh9eOu1N zJfhes`O-fZNq>Vs5K>i2Kt3}?MS@}VCo}oHlr_?7yVfK$g1Cg_c{{@YkOo3t^p$O8 zeO-o4gsoQmIXduxYteVC=*}uAvYZ_;4Lco3rKEVAKkD;B$;9

ldTVVa|5rInFH! zm#>l#_A7?Y+502p1q_k^XE9AVhk5(K$(3{DWn1MZ*b}?;Zg5Z5we}&JH8eEmjdYz! zu7sl8x#hJMPyJY2iEL*JkG9Fr&=X5=nZ2r@_rf+dc;K2`$lJRwXRz$;KOZ-5aNB&R zi1+Me{*-OPZg>4|<5-_Xs-c4^UVK8u6yuuWyZ0aJ*{EdWPNa;cR37t&WR3Ac%kEFi zPw`AF>b^}dei(a=WOXA3iHu%jj+NY3B^yXO5Wk+=!-F=+VY zv)Am-Rtt@1)A-OCQ0xP)HlNvGSlTIX^GRI&gCyOHxtZdPmJ|)cOX7w3my;v|ibPPE z0neD=xzJcov2+7gz>(#%Twu30LP%UghKxae74 z0g?QEg~EUzUQi#4?nI>5IR@ce8JAS8uI=Nv;OV|o)zdb`iw4pirKICmt@tm{rTdW3 zlMC8YJdE1uS2QuZxuaO|5?5#EaXL#SHYeqkacPlTvQyp84YK7^PaG#h>}T{o*{L<& zu8dX`Jw?c=ffgO1l~)!@UY2hB1rXwW^L%znujr}HM^#EBpSfGM7;{k(o?bFZP;xXO zpl_&u$L^Hwcd`r@;maNyt-OUBw{uk1zTY)?+_%gkYyT)o-@9@&=#`Cm(s89vGnIY1 zwz&aFc(M;C^EcLf6j{9K&&TT(vRaM8Ov^TzILcm?((kF4H=g0&e1Gm{t(2s`c2l<=Bgp>rGQ&3lAATT z=iMebL>SUVzV%BXm0I5nqGed)rH6wF-f{?3;F~kRnWOopAOoHXXgWshbB|D=O!EAb zvnlIs7wt*Me8_@6D?XRFUJyI3dBaW{Udz%RGmv8H@?=1xPk!Ap`TJS(+cc2j^PQUK zd`{c9j(>2r;(_ux=~b)HXP!e-d|p@xPrCV&V+xh4nF@YAKJZ>l7gLG3 zkv_&on)`0_s=AOMQ+s=TXC~S}7F-!`@;tu0RhawF@|ATbelc_; zNjXynh4L94QkLm}6$MLw8MZ2Z&NE|RHnzwT%75-bSCxuG?#ith8kADpdQ`uo3{%=7 zZfEs5U`jo!{IL6^!iql(RXuEl5VymJs!OuJy8wRe2h&29|Lr}eIK;D&=kBqM zA4wxB1N7(0-Jc~qxjA;eJ(M{ZAs0}1%Ko;jK)>RmOg@ov>@viD*944BSO}u6H3erteovR!WT6WYZotc z7I%MMp1EDaRbteT`f54!>9zp9t$%nRVR;hJJgZH2?Lh#a* z=1;-C%CCbfM+z7Pc=vl7`P=aS$NsDVQvYe(pY;FRI6=ZCB}Dr5o@wu%?hyIqp}u0y zvgQ)bcjw4U|6@`q1eMby+l_3Tv#th9M!WA*{9gf724xS(X=1;#7+NjLbIWb!QIABV zWqc7`E?sjn^hlRqF2WTu%*)3OoKe93GX*FecRGN`o}(ALma5Q0^NqgCQ^8g5W5K6o zjH}ibYmDSM9QaC!N9I2*|3{AdmCYkLq$5osj)1;vHH<7ih|Y(berBkxW9vw~kKnlq z_8qWbOJO7qH<;<2vZlj^L#Oq|uQLQn3eo?~;C~^ZTwJA)kK$P&^81Q%3zGWSJyh<> z{b2DdD{hk^pVEEVL1>ZL^%t7xiZ$*pjQ^E@dutDZ`LG*pgk-oibzb8BhAON*?E;xLbL^VPW`S?w$>Pd&he;I44B|)yH*E^Aq&To=@ z#_n3-nR89(0e}~mx$vHA=+)fn?|*SeF#U~+7XV1*Dx7g%Tt!lIfM_?$5VxyC^wofS z_XVQ=1AsuOrxEGbdV^kA$JFiFnN9de83Fi}7VD3(y9|LuNAi8io)`=!hk-(z_&dJ2Gu2_H~|2-#%8_LK7?(CXaUFB?Q``QMWN&&uRr2~L@V1J3xpROS_1y(|U zY2aACKiLI;!HkonJK#`=8VwW2?yB*(c^+!lawX%pd%5ASxE*r-$5`Nvy@3*v;~Y>4 z?=-w1#~ElLr2Lk%aoP_N*h)F>tWWbyTd6zSs7N2(>XvZ5s#ykp+N3-Tsj|a>2Joze z(0_4G?qH5<`c+pB)SqAeR*KY(AAx`b+9ntCMBhxVJJY6A&LFdH)LHP(YY^pD_zEQxO;)p z!zwvLm`O%U8=X7I=mE#q>ApiG=hMTRu1f|0te6J6q61^)?#Jh_0Hg93sXx5|Bmp!dR#_54kwg9lmx;Y(v0AAdT~l~HH$HrDtaCcZv}j%1z263l#H16}fgrRo9>d|6FEsuA;ttBJnuZPu6-7sIx< z_!D8HCsIYZo1I2w(j_@(wGefGDDI&I30Znr5EFHYP(a=B>$Qh0$s>>eS{5%Q>c8BxvZudLJ< z57*GnLdq}b-AC7kj|4S;2%3A^!_|GTgp(j*B+lq*at2W@n4w*Oji{^L0b}J#IeD5d2*|2NVFr3#yxMNCnKaQM@NzWu{ekmDnI^{pi^FNJuc(2?b$&oCkq zk2MLg8SkDuUfdJ|8QbgJDi$)bB`{ObcoQ;jp3>>$C~y%Gp<`-W!C}$afdv3I3?EnN zow z2POvqk4EAiA3B&Ib-#3oAI7p7CvH)Py*VWJViuBsiaZluAN+{@NBWUaHgA5wGw#Z{ zQ7aw>r30>PMn7|wOd~V)NNXQ))R$f_fyw&DcVqj}H#AnPCa2FS0dt9o?uUv3gl>N~ z0_dZKq&AKoaJ!lko$ON7{$k6>UE(hwhhOJ$H9dP6yU%^Bg)G)j2SSejMF}LxGp;lC z_a||RaqGaZ0KiwuG8Aj+ff7DRBH=7Rl&zuJURMd$B>m*V?kI<(V3hVX<`VR_k^AUg zh+YVHOL_O_@IDkmQaKu#{ap7~naTQk#bh|ZB=c!LMhsO^2hazS3W6;OSwGH#JF<&xkQy$Tu?<0udyQOG{E|19CGIK?e?P<@C5tajxz_9(Hx zB9IR9yzO;{pHFP;_36^FlIlDFB@oyS9!^gr6x?D{X{TnOr@VHHF1@z5D4m$w%uz_v zakT`Re5tAWVX9;U5f4YqrJ|c^Tal5>nGR=;Jo~$ACS({MR3ZRv&6S4P$@du1c7wCT z75pXT3$FwMz@N`4)bY16@m3Tcq&Lur7|1Dlq#GMblxh7s_1N^zTSfI@=be{|dL*rT zZXvHYFxCeP7xp0ZpFQm;*?j~;!UpvPppueKP9TH5(^?*x()TfOP|(a+Nj|PTbkH~Q zY<}lwrl>{U@v{T&R#}0Hilbw&jl4GXP$^?5_$}FE*rSF3?E8}QlhY59*r5Gbj|Cuv z491q?uWwVoLFK7r!k0Z9-5sbqx6l2z5YLx8%N?L_kYUCG0Bw3Bk3ES8g1#Y?Q{^(9|5FkO6x>Eq z5vB`-ITJ1D#Z8z|J)v1?js<+KR2$-H3SG-T@`=b!(64-n+ovU9J%088Bw4&%3xGv) zNKHC`e1r)&EzKhXNg&0CkNvOd3^MyeOd!l@L}}mn-$L?4J>pPT<*8c_V|G2|ZDPR{ zr`U9egcDkWJ2X92Nn#S|oO;!sTy*MlbQT?MM(M~4Ji<$DAaI|w$PAUo9ZCK~SfLQX z{ly>Scmo#PLm2$K9=N>9Ra;EPZ*m~~(|i~2%np5k@c+#fpAh1q=H8>Bcz;`~9%)Ia z@CzOiV*>*Y{iSudL;4`zPUllRKq2PZJ5Pt{`wP*3)gh}S3N*C;&4Xas1JCat3y_Q2 zUOY}FyI~Dd2SO)^GNr(*lTx{&BByA%QI z3s1emJX|bB=iz$Aa$k8jBy~>I-J`^V)_jqB*gpbD$I1Sk?;x9!9WS@^DGvCQQ{CV; zwn>XjC)sYJ%*f~JBu18dNkk9Qs1@{A&M5J-OJ)XCW)I!%sXO8H!pitzhPJWp(22%1 zFZEx51V`Sbg;@f*>zZ{8kLckOZ>rmfne%J)x6?y{n+9Z>29iyI;N;PTBBn9J{q|dJ(Q!} z#)i@lCSJ;0xpGbRV3M?b-*f4AlO{kvAN~ll;8;Jy*+`)qD{Nu>CjXz(fGGqFcNS0z_eSJaAD2G>iu*P-7$%?>*;MW ztd3PBj#I_+Cj{PjliDY0e|$Xf%{rPI+%FN77+jzhcF5r?yO%kBmv!za!;rCCRnf<> z;Q7@x36Qy+lQ5>O2R^g*fkZo1a<@|)0R9y(weo#DVzd+yyW*^*fS8RZBUI~S>09{1 zgacM143!jI?|WmnOO!yx2=e+q1%$~2fKY8)karbK*57=(%SWr95dJ+B_ILZ>I9-xQ zZWmZ3%Scgkgo9cKAfal=RR?bK+v%8hcg3cT%h@}(mv;LMV|^tx7(p!b+lz1q+F-;+ z)kGKko7~69;{PbfE(^9`-1+YBT7RXXExD-gSOB=S2nGOOnZFK)U4qx2O9r zL4vXf0B}GJ!G#Q@qBu|qj9^(f;7Q*~z7k)@8>w;}V^l82tr{Rt1piaZrr0_HrCgG> zb%l5ymE>d9fcfhV#_?p7qr7Az8geS>rVZ8pP$SrUl(^f0L4avW!Nx)dkf-V#lKTM4 zj#a6#6R#gLRRge%*&levW4cX@-(n#P@_%-8B1c=;?7q2ELP8;S4^@G8o=szTv)h;U z0B-D|Sp&8k`RK&A-43^%Ggog9F4!T|AAzVO)5yI1$xhSqr^OqYX_*jL5-W@Th)eo{ z6_uIlh!v}R(WN{se8Do8UX;q!99)TZcP4rL_R2})=)!sroi#)JuWpd-HM=aoy`&%u z0`)HYsgkps>-*;nbahWo(68;#cs$yF3+^zK_MM#x-a$w(AZ=C!|4z-!^cCtTIV_Ug;oHO zTnc8HIGsJ1BoCl{SI6TIAdDa65&#jy;?JW}1OnV~yoAB}O=UgyjaN1!&s{=y=j0U= zQe1H<6_F4l628S#`~r~UYY6~m<|gyTCwkn3DHAZVX9wxOWLWh!*-K9dz`dYM}i z#^yDLP`#ekSVOFy-P~aTz-zpcz=Ovw9*?lq>}M!5rn1N(Dcr7(U~@&Qbmyl?#~UD7 z|J_)>97Vs?;M`d(0{4V858V2|b<|wfw0mBYT231(WBILu2d=y5@&iBu>DOr`0LsaQ z1D9V!SX(5~oc9W(3vC3Nt5A#89^M)sx0r*+z_;sG~)z$cOmYD{8*X#*-uewD4-a!Eb6jK+CK)(>` zf_h;lUPRH(Pi`t%5f7s5vFX7Ywf=1ncl|#ubv0 z*di>cd*wp5cQ3bKqq>dc#A!ttT~8&hRcYR*$1a)XkyEM|j$t^F4J+V$2iG$MM*=&7 zdJar3N(={{fGS+&7ThZFhm4JC|Y#0fFUo}!%#bPx%B;`T+W91u zD24^Mg~n&W)2f7;d?hfwe+5KQlrDTv0xP@0W+Dmd|2sge65A&U4`%ZzeZlAYO{=Hj zk-k@u$^F@JI^T4=*Im={J3e!ks{{06f@WQrqs8fvsiZ{H)pI0-1hiwfW4li{K4;}1 z7PM09ugmUte@C=-HW6$SIE_ImKyreL8vE}lgIwB(#%1JxlOP&UC(fkZ`yJ%+S|7~hAwtb>E8l(*F62Xe-r%XLAfPWL-1*8U20`^nas36 zD;V+d1(O>gmfIpoI&Nj;OR|bVeUw1&Z`pND96`vmpA8vX_6l#n1s0tS%%w?Y((o~z# za@O-$aJ1v>i#(qvwpsZ&DbPAl6Mz!RyT)2aEAU4JCqJEq0V-uK~DFF}~rhq2wf65T4eKO(ne-iHVVJA7E{s5F2y#N;b zmS)1`p=mrBVZy1Mw_K_y>#mK6+dV60nVW2v@oFTfJ1sdky6atP<$9N7&i4}l{*mV| zMO>|V$+t~KC!I&y2W8^F_DXW2=M<)xQQMnnUB4S?^ZFKR`IBsldx&M3Z#3RWfWR_W z56rNmmOZ!zgi^9M*nkhje*@12jOE>sRzQ98Pg%ww!7U&1<{Ozm~*zcH_^4IuI z1ST2TI;I|TewHxzq|dpqKXgJLTgkm;W3mF~cxM63_}Rh}^|{jv!hk1xE557{Rk##@frvA5PnqGfX_nTVFvyZd!if- zvAY~Hva5fVYMrL3nHy{gHqMRK2UnaAY#>uLiv?hwuhMqc?Z0OrEhDbF;>$A)_y+=V zy+d0uM6Tfdpv)ynSh{^OI4eQY&{fic{iU=!ZCrYyaqW7G*Z9W6l8kf~V*zFgh(x{- zxDsaNa(WB^7l!>W4^-MxfNQuiI;uJVDlcU+113zc^SD3#AOqmevHvEu)-E+c6z$bJ z)lm6$Uql|2hPmn#lSSjA1XQCUZ7YJ<13dufF=XfaXabD$b@H$|`6Yty47-JdurZcN zf-x({ea36Ng`)S0vHMQ`48bq*%cC?r@YV83K4Ha{;NSAoNtCIWUfl(iU}_SX4xAM< zx=IuQ*;0Y+bTwnc*+VgOPWpMwlnla`b$+Vhy*y44C6JE|mfcW(*66h0Rm)JMB>pVm*E>^QgYnv%x zQOTt*U{0}L)1?hvfJxoTm961Wh5uqF!rP{(27m!C!uv?gg|6Z>l_ zxmI|$ze%2v0Do*oMSWGaePU!NVWdx|||k!ReZ z4_Z4%PB{C8K}>d!3q3A@*`4D43d-HB;Is$=?3x`h{qMZ)vcMCM-RKX1y*5>O0X7i8 zNSVMTmJTT37kJ=@W@C?3&^^t5ZuUncSo1vvWi=(L=OsaH5RlRC@^in%yZ4D4V50O5 z(crG8G?bUlmUPb~m?ovsET=Y!xJE5=-9BV$`XNB7n?gw4P8xwz!KnUlgrIg9;!~;L= zrFJAr?5nwrT@5sEvUaNgfD$Ep4`Fs#(J@5mYb+w>t34pd zQ4o|5VZM*LS?7^#Wpk6o4n3ET5`yR~_Ffe76mDMgzkrNF#lA!#+PQUn@WMKK*@F^+ zm{se|p@LRCv8`N2m1{__N{q4@3_1B^LHy?R>xJk*ziUoO+Pknu(iJ+dG z=r?RG1&!L`hXkbJjdva8Y))ng7W9WE0mZx-GMYLx&!U!;B|QsjY(i|+q_ zY(MbLQZECcWM0=lvl5%*@7r51fc$uX-pN4W8xdkZ-T{;ebklyr?M&@Wz5O1>3J$k? z6gRUuIt0?SMA*=8VzxqZZ~B~y=9KjqRwhCfL}e&!4i@a~bvlj16s`C3+Y%M{!z7H{ zhVQ>lF~lHAA6a!;Dg^sTvQ6%#%gVBik!|1Y85FohY-&Kt8He3Xw#blRf6vTFo&z3( z*Cs^J8MrhF!c6;FyF1yE(MhS{7Hp!~Us2fQD!poDnLsOkL8(UffmLnc(#S;m4w~$* zFq{>7t)wKbmbVF^z`s-+oycOFZQSk{gI}K+EPlt2`^&P#R6YxjMDxOu>P>o#j^|~F zwS81X&*gUJ979g^JCCxf-evFb9yT1Oq@!pzC5co*cjO_U@$$SNGXU5KqT)MX=g?S1 zB4ZFHF_q%`o0uPn3!Js?!T!1f_T@`V4bKwXwqn20!571hGiID0d=}}7(c(Eqe7k$j zzU%z)464HPTJOZdIF#iMV~6>$?l&f7XPQcWf zFx8`tzk9hadd207w7XGEI%3{|k`bPdEPC64$2M9;s54mH`zl#stw)wzRk?%CJL}*{ zX5CiO@Y>4zY6~3FVMS^pOHuOKlNEZk%9d1NW;YpZV?s45OEopIlMfceg<^1q74d); zMd|70W#E$WCYYNv*v*Xi^^icX-ggnBQGbCnM?h0)DaH2@g!r1T zE8!W9HgSsw*wI(@rlRLSzxYez!r1Njucq$T3=@W;P!0WAiJ8=_MQLI=;QY9Hm< zm@9O$NV_-;%$^_5F4p!{ik6gihLq_pT2x#)6+E1|oSs5;EOa_)%o*i{v%rTQLezAL+^`6AJGe0JWONSeCeW!gnRS~xSn5}W-1R^zyWVBVrF$X4 zy;;J6Rp%kf%&CW5<{vlb+tRp5Y^c>!Aij|*85D!(fDqDp`^^b3F+pfmD+<^OKucE< zEUyI6`Vh`vWhZ_eB}06MD018?-o*pcY!M3ZJ_11B%PbDLr7qoHiM&!$UP_dj6TaqM zc|-Dr4duC0Xqd3v%iI`gKN4?6B0l*9?LmwxQNHR$QWSC{CT3mvkLSc5+S5aW5swRB|n2apwr*$>`V?o^z3Cb4@JGF!UP9 z8@uSiaa@K_997U+BZmwG-p@_MCp-pRZ(>VR;Wv29A;2hX_-&Qv?2f_&7iOhk?e!A_ zi@}U|lh%i(sV>T0Xx}Vxdlycfxm6&$b|Mcm9vI$%lqHRhND2JR5hlcjILt=+EYO`Q z5d!0MH7g{73S0`5luakT5}@DWO4T+mL%QaVI2d|X)*FOPO^6z?a42?n8%f9?lky}T z_(F}N9Xn;zakBtv(7SrA9k`H}hU+^F*k#B~GRe18Z5l9$+whYW7gOxi9*;A%!XC#_ zjS@9wOMXUz4A2w>MkkqshT&qJe%h!tRk`>#{!5d1QnYMaGQA30xy=+|$=;bVp6&w$ zvMp?kM-)JcNein@B}RPB{Q%l1oFY1xr?ih3jFI$L7UWz7V$bu|58^LNG|B;+fi5=r zRcfX$1$lOq+Sd|yCsD1t%raP(QXp>k&<6>yyA;UBgFXWINVYQy>%2?XcFj0I?}AXe zq!lAm_`A_D#?zYWCgZ-uyv80VzUW*Q&Ihvx1;C=8V8j}M9~Pslz<5TAa+A)8 zosmxgZ~Dt|kGhfrvkR7Ofh+0w+#%eu=2n+mpA6RAmMsIZHfri}%cv(wj= zlrMP8>Jda*Pz<-+6EyY-5->`7Ha3p;l5Ea|vSC9$!szf}_Y_lAj9~N3b*+^X+!J$Q zDTzBJ@>VDEnju%@4BGqh7>WE08ip9Ob_kgWe_W<)Xc>LUwFs&gg+H+H^q$=LA!pjM z_i~;g)3kvsIVIQ!2O`ew`X#k4k#yAlI2Ym&j8pXc-W9L9!!TQ^Tafke5&h zJokm+OaVcIgc5%ti6Q^NB%qToQ$#0H>hq8XPor@m`DOpt&BAC0!sL5^1jjulMvc~G zJwv{*UBXNP2^p+8bGtZwg;ic+-BX4uKC#L3UN>dCl{X>ooL2Ujy=+Y`-t_ZfW(aAv zPJCcqat(3t73HlJGD8%$0&SWH%?P__=KLnDaYs{i^u;C2qIEPbj~62LA~1ESABWrH zMnXs%uA7d5b;~Sn%=nrU;|&7A@L|X+Q+lz2To6)3KW4EUMuwb39+ssr;VO6N#XDh! z72~FR3fu=Hgo{dbT~?&NvnY*kYMm{{Tb9(Tzi2e$UQx353^sS3GenkDcXDXsZ$&q% zh~b)@VmG-9sTNv08u1AHWH`IYDzBwp-9E&jT5_~Xq4Fjxo)Gr5Fv?M1v|R&2L<;NFXyYe2((Z`VC6P-pwTY@4RlMs(qh-Y>^5k2I zT@4mrg_~6jmB`CnJG9)x6NVSQG$Y%}+qBY{#RtKtt&P#pzwf)0K5bsb`kBpbF3>Z1 zFXJRECLKgxRx@})NJaPy46{Jh6zh;)qoFRGu^@0Ln6bFa)loyznp4rUOr@>ywg;(+ z?w9B^x)c0#jw`~Y5DCWzjFu4kjEZb3h(3<=G&n2(C#~}qmdT>Z!wY!?fYx*H%|K`> zW#!_2DHY;uxceq0m%v63(glXm%HC9~F5D|-?DZoh>(9NU6guScw}yUrM=?g!BROhY z9kCh=#GA$N)OglzHXWwxR94FxRm5L-1ZMp`$zGz=hS(Sn*^2CflC&5`71Ewn*dTOX zx&{KVvxW<5<1#)xWg81Or)}%FDM5cbJM%39u)A~!iJP2W5wPJh?g9aeht4{obN_9=c z(-KHJrYh=7$U#=dnc$06mY*Or&`Dr&&JaFIe-BvVhf&vWaL3Gsz{duQV`d}Lytmc+ za7ys1R=K2v&_Wiri)sZ7IGwRhKc<#D5TYBKdG^*h zQPsx<8{US?eGH8(=yWxqNJ-UYMb{ei3k{~3EVJ}XYWMh?43QDXT8D}Zzow`7)ribA z>Bc&fIW@L-WGS@4r(k%ca8f_jK;HOp(NX!Z+D(maGFKD4W@5c~p7?^+oxJ98@LZ?n zx{6D|+tOGOfz^*QzyO6b4=bZez*74lJ_Map+-j^TfjP+~=#aXlm9?N7lVunCeJ^zH z6wj}^TA=#ns!Xv+e9|L;It`CylWkY&zB>)k_qeXiXdqo%nrZqdwgI{~=dbVATD?TS zuc1xM}F2f*K$ zcOK37DBowp?Kx_-{G&?hnF}Azc9)dI<~y}(>D%T~wEHI@X*36o#9 zG_}aqD+H4)x(B>SE=hSiQhPNoNGQP=&UT&BbvXlh%8!iTCB`ZbUfX1ci$IN1LFTLLQ1I<77`J@fU2l#xq{ z*G3-0Ep*sDjEjR2GTST>5^6ERxb0Bc(<;EvCi&qB_n3DNg>tlmWEp}yvAJ()I>^}g z9MN5R)yRQpCmpJbeWi7}S3HxUAxXf%w#vG5lqvCz;ncI zzAQ^D<3=;LH7aKohqqe|8%2P0r0H%JZ3byjFVy;-iWzqbS1^PyE?!B!Cd4(7H;%Pp z>9o|4Igz=D4ge3i68D`BATPbrn@>1%)S>=s-ap zXLfs;N0or}U*M#Vr?>7Khxs9E*KH(~>fXr3%4EU05{?h91A?Z#;RU0^(Kw8jO=@MX ze0)vhwPT37$_&NvXBajKX3j5+L2b<2PvX6nZRbYwETJ7tY_}reHdLPNVqqa*Q@VA^ zs2#ikw;O)&K}a+Gf%(rNsKpa+@W9$VsOxu-02OF6_lA2GoLwl<0ep+5(nzWuVDZ52 ztSpcY9b1FQ!W%vnUm61_d;aTk2uSEaxYL+@G@I0mHe~ofZ~&?9ct7vMiq&B6o&b5l zbT?Z1dn^jIJ-K{nZ2F!I61pYp=}cf36J`!GDHVI{Vhvd;ZL`cyec8Fu$w8h_lbhBa zhM_seUIDl|3rG?#;YVU(pFAJ_cy>7sU@Z{ zB6M!XyJjLf+Vc9ZZ0DFYb<%=pv*}(9=hCCj4OWol)^|IfwjLq84dIW<=#lI5PHW(j&y($_jWZUuf=2-Q~G$5cps0lHN2lg9)e|J`X;L2wuQ?#BFms? zITswqQ%1rm$tDvmDnWnM)cgJsH3Cs;hu5@uEd{KHCE%S?n|*~yTKd}sH4xUW7*S{y zx7*RsC1Oyt9z;S-2D5F(=aGkbeogR#2d69lUg_aTOvJnYxWJRA>ZVs0hasHJKO+4DCYBs=t_Yeuj6NgqS zQA$oS4&tNdCk;7~@t!~3jClYv6=D{DT~l-YxnHUN zA3qVja5F)0`VqrP*Y;Ui-cMD*X4zw?ZRH1^;JK_wBrJ@<+tUL8H9)UrJBV|q%`-5m zavxI7IZ3xsj%I5u5F^68KTVyvQP3ekH(kNvx0m54o<)W+8iLppofmJs+&`6($T^*6 z^dPGy$*8oUw;dudVJoQJl1-Re2*iK)$1i_TY3z3qzv4LQKip&3BP{J;L)LDy5!k?n zK4MZ`y(nev=n~g(C3McQS&Z>DANRWk3oj(5U6Z0M^cS!9Bkp*LHVf`sGt&9=Ej#8w zn0YZtKIa)4b3*P4il3XPr2#g*q?>+77`v_OLS}zk0`IS-{@Wj(n3#+FH}e046+4B5 zF!?>tJvBgd*VA8`y0Os>ew(+UpF5p5HlYOm)mc?MjlcBjSGci zeu-x9z{nAT+KcZ3dbp*a&r1rImJg&1sPRoBDpPJ6`1wR;$Sho z*HUL;WmqguJwD%0AHl;fA%y291R%;irh>aCJYq6?i1?kuE;c6^coYGPaZm!rV?3^4 zK_o*OzEPCcm?+oHX(H@b8T-m#k5^MaMdlsFvav{EIuZg_80i$;=U}|x$bd(N`h}tW z12PlTwmFCc?{EH@S|7nhtnV?9%l;bMT61`Qqw;M5%yhl77M3D ztSuEfn^|3_^J`CIof?FbwMgy(+w<@|N+R1%E&iBo-rKRKt{G8{uuMTH7VRgtc{j7j zO8S}FNK?J_+ues8g)j(%=zZ^HNdAW z%updyX<`jbGv8>`1zqjYD_j(i^O%uHAD;5KQ02~t*^>8q(Bd68l99x=+Cok06{dD_ zuQS)baf!NIAWQy&4iaL5w7Qp4M7tR-x8agOdC!R=Sp23M4Mna|EZ{A$ z=-3>?X#|O;6nTl7uAgx`NJ0dafO?T{L#*ePIgwUW{hds@cHZo2lVNm*FQOh~C+CbHKoO)0cl4@M31#W_xXLfI zD8XWCXO<(V9LbpPKh$jkwhaCJmy|A+e%;hW(0aj1ltng;6~|k%pL7?yN&0xMf=|MX zW|d}=v*I9D=uL2sMv}z)rwkvCUVuRPKmHPos78@T7#J=>tD1u?TIm)>PeRPC|4C8u zUPqc7FCm^-+7w<&B&I-QuN<=qO_HlL5klMY-BPm0i25(p&y2)5NJ8cF2t!c9Mf2c9 z4>7ABPTDhBl{*jpk*Ok|Jmhv|q_Fh>Q|nU_dubQb;hC*$1Xw6Zeh>#oo%KjeoR{~wQi^!P_Eot0AY ze?)pOxJf$`R@X;KfJ^0A&1R$FPGer3cwk%tt;!EO7@87$cQaI-lidCEP?C-MH@Qvp z3s1S?nEh^!mQ|IMk*F)qePo;8lFYVntfPMsLDs(PSpGP_kt!#!X5pEb>|GY!2hO#g z-H6IEUWSFDp~g=n%*TyD6VR%XuvweQJOA&TM zYf`))9M*FN&PLYPMkH_{fp(idN^`2Be`gv$vAZwr%D2#Jd%q0`8Ai@KVv zXa4I35`1w4*i476h)gsb1@SJhOQ;cPZGjMFvLN5KAH_gf^7jtT~J zC>$9(r0SN~J)M#{Mm@I27DMMTLPOII38XPb8W9798#s{Gu_Ond;pB{tJ2pwz#?Qfq z=QFo^%J4Kfi8PfbmhnD35S0FPf-4t!A=G|TsqLVxVlNsv12G>In?BaRK2nhJsKgl` z{1@;xn@Xv2=Z@PR;i2bK=>9Oee_QCe;(VFYV4yE4urzeMO@pAjE!JA~yXORv~!&ToUvU+6%Kbp5?bZ(F`3h`%-!EuR5kR>rDW5AP47Mh*fWRl z&zb!+VOQ%d4Kw4Mq7E5gYu2~`KHhzpm*AYp-(b(xVKu9Ibrr&#+)(9o5D6OqDpcWY z|AiZp&}t4bJ(MNJ)P<5`I*(t+Nmh4?nyyXXok&OkJ(N%0z`O1KMZrxr>8LZtEsoIw$J=Zv1^tDXPGTI- z7;WEpXo-CRr4xumr{W_Nrqw>TD-vOQ2@gP-D{6x^GK zjr)@d?6iuK^UokKO9~rxoC37rkkvr@`5Sz51I6n!G&EZMzdR{EJ-gPUqQtMA=zfW1 zNj4xK1cwp$4hH8G<|U1Ss1=5f3+7oNUNes%xz|XzkBI_04!RXA3e%ldXNN2 zeKgFRk1CR_h&GDb53{LNG99nMPm_R~ot5irI7H*`*nlTidlW0fTJe47_aH&IEph$`NSLc1ng^pB|j+dPM9VBGc$L;rd4 z*3aBWKIjI2w2%~i7CzjQxxSGtlQ9%^KJm$De#TWAT%;kKgp2E8|MVI)qrf2D41DEbc!mj6IAfn`#>DKmC|0 zLQZlbp_8EDW;u~Zk3n=lTNmhq1mrH9Q5~yWS+zO0X@e?2)*3O^wkPo%b2AmXz_fTidLtq++AqSs%fHi%S(>*QBFh zEK}Ru<&R5<`jAJZ?6FVN6_Cr6=n#4xWOf$EW!&mGzZMMbFrWk+C}w!}9fY6JO&Q-& ze0s-p-7CV=!eZ1t4Pjd~--v-2d|8~{-=b`a>%TY5VOieYGS`yZ#5w5kjE#gwhNMdY zoQbXIF_zl+#77jwYb`2mR9dj1M_F}>=zYEwdqxmFV~0Q4az#a~naE@zbV0&Vji&@x z?*!xZt~`1Cu;&6x)NcBXyT$W2K+ioWNri7yTqe__ zo1MM05U+kA@k@!$|No63RH}Et>2(DLU*)c`gI9*qWZ8bBI`HGSbwhGSy})XcrV8>Y z-|C}G?=yd4+c%@35Kf3zcija9IA3Bc96mgmgS8xmMe~Yd15uEQ${PNr0ydj%hY4d& z2LTCOvsHKs-ONC@>&S+ zSa%dTSqVjrKPhp8CtX~MT3g%+KJ6_A&9o?pZauty?fvs6Q#2Ion65kIW&Deo# za+fRdxjG7!-{N?$nHAg5?jpiiMxXWdvAZ0CWbxn$;kj!ONWNwjBe10b=BL>M?Em;* z38i-GV7*oQh#RIWuaD>l7n6Ebg)fH>Wz-eV4@C?+^|NBSeT5R$JsnoAjn=4w%g1UH z7 z)T%F*4^nK_7i6Rfs7{`s-i|k=cR?IvfN+D8zO4JOn4yRc>=a1;zriK3VVli{)33^F zfSb_qPn5{hT$NoSb^6Q`82-~<3txP{?_#}c$BLZi8@$pUFU^R+t)DWoH57I9ALz^v zii6^f_-SQ79F`0#JBPA-OG9H$8}&)`Loq*0*Kzzv2MoM6~1&}HK1-toe zcZ(Uzwv^=qG>|}UfQ#5fKS4LPamEm473ky!cXJ~aJB9;aZo_Y?`~Xfmwl=gSg!|HJ zaNrdcFz)^bxKdlLhA79p`jLc|?=R5NariYOg#CR5!x+9b2mp&=_Y!{M+ua=i#t#ib z?2%khV0|aqdUlrUndqBu1;dR!7;Hg zTB8mucIqhRcWzk!*Vkr~Gb8OFayNHN612^%o%JNpbf_)x;f>+K1_JSiQXmu!esM97 zI4#8^D)7Q&v&=teYw+WBaw3H|4~$S846J-q;MR%Rh7}7la+SQAy8VT}O}~NzYTt18*{m<77oYLe~n$G=RpUp{b-f znYZa6VqMPNM53mBu=RLsexeW2` zp(FD+emSPAtcPAZEEFE7ymQCFFtD1S17erJc2YH(Q}tKSVB5#W_GW{ zlB_UckTjsGRHwrI>;yVLJMa%Asai$stOb1Og9Lln)qdwV)2Kkh^-7XvLH=?~hBYvN zVzu5}$;^G&I|43K*$R@x9!DOO6sWhD>mU!*YoN{p^+@ym1pBX^1mhhtJ4xO8+BB%G z$dn!}2PX*^+4{MQ6d0D2>^ScZW^|j{Z50i~K3A$a4dQ^{Z~j?3*+nj;KcgU+ywWfHl*-oRF2=**TT_@ zS?lX))l?zt+xe=?%G%?ZGHo6KQr=dS^;Vsc5^VbiYXMGJIt|5u#bO|^3kt+n>ScjV zDJ5%DCD;LP1jFQz^%2%kG-N~3gH#tq+>rS5pUZ&Jff*e<=WhXKETdZiVxTzj4VU3e z=H)-ZP0aQ0D60J3Yb=&(?ujHeE-k(H9;mq(`^K+oS9h^Lpp-~~kD;H#5a=n5sB*2t z6voRiV#*x!lam&0Bn)l2O7n{mh7Fk`Rjt;+-#L+lVu8BsIeMcJ`0-2=4%wrpzs13) zTw>EWg*SFOY5@?hqDIVw5NZ-+-3Gg`y9)T6GQYKLO-5=2-#y!G_fZ#6}h$&lF zgvt5g1!pHcL$H_;gQ`|v;qL3?YJ*(uph_*lRSBzCRR4R;LdX>IEesC|`prMARv$ZC zV2;2?fjYS?E2v@t#5_V1YaQ%efRkH=`XWQ03s6lwHfmQ?PIAJ4E-nziv(YiOn>&AA zMmRMPT-V!F5R?ZW1FL8t8+3rnYR#8KobhCT4|HV`d5GUf0j!MPX?}ri%TGu`3QkzB z-S`Xc=Jen|P#LN!aJVxN7V#5X;N=tfd-eHc2|&*a3>4F4m%6uEZ7437DXd+vkd2ln z?FZ-J@3YzP;*%5P{6H}N65JNAfTiKDbMk*a32B`!;V!oS#2$rUi{49_e;(8sxSogC z)mtGp7Qw_IH(5DIzarIh5R6X!1Tb_&~WCm zD4XHr0_yC(|G^JX$sY)6`Ckh9w>Qw48Zw)ajF*34wLr=QCF5%!h6HsB;RK>93<<>& zsvEC82A%TYMNbrRnJ0+A$5uiA#S-@B{!N$=#`kXe0s=}h3^HRy@8_D8K@D#s`Eg?oL#1=cE;Ox0!`Z#?7#Lnz@88a!I$s? z?SFy5;P9a^77p@UC7ZFs5rkJ^5%irviUSRQqVUI9n8jDaEI{KsJeaz-z?G!9<%lCu z{l65UI43KpH~w(^+>Hmqumdh(S^||$=!`6N3Sr1)u+Spy8QhAebGnK6aye?iiViRnDvb5km+NdIp$cK%wT<&d_!UkhQ_!13ED- zExgusONB5b8ukkd!OhZOl0p7o8b2`5Q~?`SceBKy16|S&Jn)?0WW^XO&Z}G>sx6lL zzjg8>DPRTFV4s5qg6HER_!%rXyj{ZpSTA4IaQ?zYYqbN1L)I>X{`5bH0BW>(Q3?WW z_t>_A)q8EXkw55zbyx8vQ?*69(OjLW0C>d!_x%6p?V#fVJp*n9ENUTODqXn(_%fFT z3STd(CtD}!LNbmrq15M*XKCMPSeAQYGmzJx=DPewxY59I4wOfi4QKakHw zJ`=G|X(nguukuHs)-s!vy?MjKt|5>`3!D)b4Rc@NP_fyz37k&!(u$8BDlzw8czq1o z@65A)Mn~Dz;RBmYcYsAu<@(o@_Nb(DV-Suc*7^Y#lnGs6^*@l^Vd_%)h;dAh*T4U1}d(< z!}Rfb2xa#+RVf(_7s=_JL+-}q#-!Z!D&Y8oPARO5td#bx^KoIT*EPc?30_tmUQUWZ z8fRWHNZ+U^d&^^OnsD9T*3{t`xU%zHV57aXzG@Kq9+R{Le}nV8(C!w#>xJjh(tJU> z#!3}IC)ov%v+8ANksC`dtD$c@pVKhEvB@)5*M)n@{x6;gY?I68?)B z9coH`%k6rO>UZZ>^pn|o9^X)P^bOVzTPY4qr7O=e8hhLPT=Zk}f|bwbsZm(ZpzEGX z*vz<*kyE*Gf63uprKreEB#HEXAMbzhABfG?%Ah&tKC=Ui<>^DJfLSUYXy>eD^mLEo zMP#!x=OsteuJ17B;7@A)4>cVeZA2X&8ynM3U!nY)qohfXZvpdl|8Apc^_f?Lwn^5k z_47=VA6Uh=;681%qwOygIKQ&5#_wkZ1RFlrH2=+(xU|v%xljb}Q8RHcgj7 zq^P!8hHLmu!FwnvMUF3;8n;fYS=`Czt+p_E{_P%D6!^@@`$5FFXWy5v?!Q2Njl8Y- zJw=Ohruyk)&9$`e8rX)io>Tju`tu$(Uc?ZO#kEOiu-d&7KjXv^-=SZ`oW9-vWL5Zf zOWpJ5E$*p1H=N>c zxqZVKk)V^E27sBy)%ha7y!rU8Ym# zEvuaF1aue*Nc?H%y!`AYNtptr^)$}u#bZgTrPmL+OP(J88i5|ECi8Wav66m#=Q%v_ zeCB@P-aR4RzTxq$*as7lubvh4?i&ATRn~R!TE>?@zn+rRsGTGKo}?%`KTs!vrH)LW zvtU99cp6sYa;o2n@M9 z%EMYCORyhBg`F!(=rtT=6s8<9=x$Q?6Nkru`pC z7~eOUt{lhrcGvp8Km7AkbO6zPcXsatgH_~$jj7mM=K3=jh|FStY+P6EA80eIW1^i- z_Q@Tae$TteOJ2g7Cim`EUPPg0h>5EFa0wsoyV3qhwQ62sHa?@9c|D0+b?KS)+vV@N zHII3%dMyS5w}*@>j%y6m-Y`?x+8(qMw6iPHj9Fb4_@*0iBl^>HE$ivmi*HM{wD!xi zURRnb`HiBU1kX_Ct9Oh~e&&@8?z1rJ^*3%Z61tsaQT5@z6jAwukD4=QbIS#Vt6Dx| zUTusqJ@W4p4>ya(>FHwTUu&L+;i#r~R#PhsEjez5OLaUW>3GJy{%7ppcM@2phjqxC z^WQ7UJDCq8&RtAWfqho5dq|1d-x$*RL^axqVIn!&W{r) zPbH2Dgpcv%+=&!p&$`>L_1Kc8Kssw-IMnWmzVwOLwMmHrz5b8Zd<(SfOr-77YJ`G$ zI!lba#w?S!JDt5A?R%4+t}(iU^0gyRPTUS+*q2-{8Qt+DV}?Jy7|0*)oI|q07wduQ zI|h-vLUt1^V8@>~)cxf2a-FievUl!Oe&J$Q!sf$qbjia?ED94u6!XC7+~kK$$@MDF zr`j_H#Gh15(kE&HtGnGe-PCua8u?)i|3IERKXDEh?NBuXBmdLzc0#F&C1q85_a_Oz z^L9#{CXR|!!i~OBb~-T=9Pd~9Q@N9;f)-o+{J8Y9InK3G*?&d5&TZmyM_rDwuU_e8 z8Kt=R(2spOn`|@f;sX&@J4*H1nD}e$)8sb9?XdCpt*j9BxC|)S={9;E?JAuwDL^G7r?14OsxuH`-^7i*O}(~zzy1}dc? z|AAwIx+R-Bk)L1rwPM=A{qqtT`xH9~k;!GgZv*Dg< zvF=A}B3OFtpw$ffEkl98-M@J!G)}%U+&u9y*j4@>n)HjehMOO`SW)f@RKV?xkAC0j zewlM>esuN~S?xRxQ|CBQ|3Lch83?Q$-vghdcajy`z)B!6nr|k%9GTva^f2Vbcfc-u zP2y~s5>(QBMwfdQ6Zgh}gAv{M#;Anx*;Y)$^WdDzjTLVedvH#q5=!%#l}t*MeH|$a zr+QW;qT*MaW&KuCxfh-LzraIPi#kd=&k_fpdOzQDoZ?EEkCO>~kfYPt3u;Zl>r)q% zC@2%}=D+Ppy`pmeOd%@8;nvRem(+SAsRi8BRWX?lt-py!Q1OI7g6m$x{Xc+Ba+c5|GWTIAMcGs4XWXUUE5cVfuXA2Vlu0CI z;~g1-jLZlGQW4EE&V1~wew~W6cuL;ThrQlplr4?ZBjcdNlzH2>ro1&@ETAjYU+o@F zmR{yL_E?a0U^8l?r~@`<-!kVljhpPSA?i=NVO=n`uwjzWeC*hBiJ8sCZTWAj#`5;KJGs_9Cc8ts1zZ>xM_D*S|r z#CHW6qf$(alA+#l;oL9BJ)H(0NSgfUm!1}0R{q!R`GJ2RkrL*HL8KniFz22(OjDj^ z2`FKu6fwlQ_pHG&T23cLM{Wx{1G>s8>-<(uzB_2XGzZ)Eh4R)XC!++Vm~A&b>pn9b z!_l=Ex>1)yWX^~^YU|TEMm42!t~@=tNU)mJ(zrU+^K1@><3A9?n^v~nLWU}O$OvD7 zeuXp3Tz&n_+PIst;HvVbvfTmb0N=*n4E#;$8+wK%-g$R2EM@9n^GRZXoM)|Dmh^6X z;ZBwgRkJdjxb8L$13E2ue*-Ev*{%EMUmq@gCzmFt$b~XcF?^MlvFQ;=RJl*#7Wdk$ zi=jNS?o>7vOoR6yNWoRqAGY+D!gz@|w5TpzMoeW6xW(FPIHa05^cO3k&W`E(MyIo# znh=IY+GeSf$mD0y{Oycg+MS#K7K&<^jAKv;rtQ)k-pPtBqv1|@cz#V%{<4iR%uTS$ zUpb=E`R^w!Cj6-u#9h55b-n8pMZruABE1i%w1^+PywqFrrn}9x>Z&`*SaO}M7Vh1ZOgm|;=lA>- zvjK0_WZ+Fwgm#9eqvd{9zUKkgnQWF)^xI$_W`SR*hNBdsxR8%J?b+qCY3Wa?D!qIiT*By)5iz3IxyP+3c2i;1^86M}3awnm7=a%N7p%UCqJ zR>l0G+6T^}H>8$|n{eW%CeqNB`>ro@_F0=Kx!>(l zx*Ub9&mWat%Vi&Z?Nv2dd1FCEGhYH7MCWXy9jZQ=N;+GdJ~z_%G|LXs$y1WO&zeAb zUjdsc#1s%}GI426E|y-dEJ;(;72{4Nbt}W}LbW`_D36H0$$HTV+D`C*XLSE|c$vX_ zn!TKS{1x5#*N@)*1L4jx*^RhO!e<%E!*K1cUW2>6pVzc?4UeFK;N8S3VMiM>YX(Na zbojehy2Qc{HVw$8v+{A_8Md?mS3(oBtIxm+UI#_V#oVq$^e^@!HLtW3Z9d#ibh{iU z68SXG*HP%b;1krEeYik%Nn+)epnzei+AHc5^!@p=49XT8hKjPdL}5sHvnt$tUlIpn zyk_;67ccCCn5*!avxTEfuQO@7u6;g}w(#1jSm{savk=bw`g+uDr5mE*ZYA93AbKyY zuCh^@>G8C4DZq$(6h4kZuNk@Q=mxf57)&p`239{5kxinQL5oPKvwlV!W-9w_L$A$m zzp1|MRzVy(_BH2ai__*}-RlR`+O{c$e4X`mc81ln5 ztKRL1+$l$r$19!o7+LVy?=_1o2<%$SuVX{hj3Esq3xX7S3z`yV-Em2I{spRf2{tvQ zWoUb1#^E$qv&(J|DRg<)tZ}wAqLk)>uvb^TlFYeH(qoJM$YXq9&!55-HHcv(Hq461 zwHu~%Hgg^>@pB}RuzqJ7JEf=kc~KnU;ugZdS+$#XE;CN0Zr6o(0CfY_V%sHgU4`nR z>pu|L4&MiJycYT|3mEU6y3f}3$6ZpYMqaJ+ZtYhYs$O2s@k)S7YMOpiRQ(|TFj3D@ z4VF{&Hu>YJyMMKDV+yDrsX9Cqo;_iR8Tvrn3MyjLcPHXb(?@-Ybgw_}-}y8B9qKxf zAufJUm!a~E*1!#J*E)3TqU^*a#2Jcv*f-*|NnG6I3DPRTx9mQxI_6xO@aPT>ttu^d zd{{rH{kl&4?(zA^xRLqm1B$!`gACu~k4f!Uyq#z;(ET)g3SxB|BlYky(+PLZ6#CT< z4_&_4$6-!3E7c1_o5d?noUlG$)!Vq2UH2FFxNmJ5W#Jz(Z04ivq< zMHgqwDtRl&=v*XcQ^~1jvdwf&lKU@>+k8G-u(d~Mt2$XawQjFchb^(3_;iW8jYUi- z+c74~>r)$V^+W)af_a+1CVRXkNwDTG^V!(YTLwylGQ26`+p}v*Mm>5VlcPezG1u36 zk$-gE8M955z46t$>x*M6MD3+51sN`KWGy%tCr}o!sgEGDyOPnr=o5|-65+i(`45Ds z`bs&PNM(4jtHhttM2=^D(33*%fE#JWi zhb8^i^Kux;HF&%8+M-%Qpa_-(dDf#KjZ))exnp|8?r}C~*K$^X=W*owbtSF_8ww%& zc8iX`?^`-3E|iv^H=CQZB`13QK+|KO;+WLU{gCIUG|IS4gx(zU2p@HNGZv69WfyXH z-u~08T46N%^wOmqq^EhM{ibqcE=FQZTrxD2rlU{y+oJ{Z*I|#yG<+^azS`B@yPm`M zy~m{^)8yiV_uc#D_5N4Fm-Ew6sSl9P&3EAo#ya%cyCZ`FIOEcA1BspZ7M=ck_xyUV zmet?b+Z=Y}UkJNvF=Qtir(}%XA$hlaD|x~wZPH`zksan1uaJMvHD1-OzZ5BC^Y_$} zVn2Qey1O_2Qf5h@IK`(n%MDZ5_SXZboTSfUxyJVotV|L+s@R&v zI@`E=>P#nIey4nJ`@8OC!M==>X9I^{-uW0prrRP%L{;>e)WmZ1lWOZNRVhbvOYCW% z*sz>^qGB&xsPqDgUiz+x6yroYg`PgMTmTEw?tSs+>dhi07%Zv1EZv?+T$AS2YNbAg zdd}dr0H+ay=@!Gm%Jj(T%r2ZtGQ2> zw4K?y#6os{I(zBLH;3u_-dt_bQU2UvbF9cr`|)Ol}(rQE7#MoUr)KT8v+NGuH} zy+;*B`)ry&JofcgwAL=>GXwwe7T>ruiPMgfuap&;c^-&XL!qFpo=JCj%vwKGpcKiu zQuOgJ(~}Hew3_D6Z_zxfpm5t-C{3&}pktSeLCRbovHwVI+gfw)&lXPEK5-U0hY}iB z8783RwfZ=?3{?|H3fc5XA>6a2hD>~!L$%e;tLic4Tr z{_&af4gHOOAK$Z4up&X~%(T{aMO;Db-*`U5+oA3I;rYaynS0OkJZnQA=*13Heh7{v zBA<^DPgZH|f8=<*fbR`=N+Z){hF5;XMHhA$$ZqDv!6Y&>|K- z2t?{8ZNKH&zuX;`SYq~=MbJ^I&W3@;)}F7jC2OTM`S|<;_U^~3!2Gp=bLg8WBa=7rYv%hI4e@91?6sn@M0*T0RNcrXR=0(Cyo=Kp=}!BzTXxR%ZKwDq z_wZ&i4UxQMok-N(42J!4JUc5p$Z!FMc=`sHrh>~%cK;8LKybgZT+}h)j-Ui7vu-~y zB|&H@hHN{ir;REG?z+~wYp2h~KWp4tq?gk={{WB_aCk_*&qnMw@@r8arOT0&@K#qx zn*4C4OZx>(ljmv7aYya_mPCK}ulikY#8jM}jRlF4kMn5>y7Y!A~ddvpjbw<^Ju9gXKS<8zrg zS!apmI@o5$V{=Tx1JXxjs8@L^PE*v5L>*Y=#WLG0W^RRIIaP*o*ia314kmH)El{O7 zYO>&BdwWWEu(7Cilkf|Ld=^h$I{m)}Q~sK$yrzT;LB&p0y&`s;mYuW&SJ< zhOc}3I&4&gTWY1abmb1w8$f!OQi?}4LM-ocOd@&KCvkZ-NwX6BOjRkHv1pn zPkG#jO`Q|i zXZ7frdgXV+=(MNG8hAs%A(vQ^i)~-W)8^Y~CT*{(#Bg|cG9n!|p#$l)D`6FYGjK>4 zs59;6CZN?pvPBuAn)Qf_lHVWRhOl5&6K~HY{p%h>65e%M{J68>y0fXR5v+qusR{DQN=VU%=7k7)L z;+|#P)7W+=Y-}b%nK+p-*1$wEa>To{K-a-Oo4fw{c;WQ^jl%|G=C?pWw@ZBUw8oz* zu~kUlq@zyqP)MRi=&F2#F1r+6W9Y&t4H=YxA&F6wBHI$5^#oC%^GB?olo8-FYLI+7 znaPC?mddeQ5~oT!Lzfz|iMUJu02>mjDX!5y1h@vU8y0v;03nx*#ki%;UGx;fqa zC6eSQHRao%9kv4(Sl5h@W0v4xub2*!g-O`6~&QpmMZZVBu26EDney~ zxSHjU)u&BDh8CgXan-K6@wvm3oKs#XRUo0fMS94mEtZI?3Px>%lOiwe)xdsVnsQEvt~rj7!T~~7Ib_5%O>G8pMC>y*d;?Lw)GSrRoh^LVUKzTFRtR( zl&MlcbiIvp9l`w*vqeQXt*qSsihOZYcW`{=$j~WbQV^Kp+>us&IGHi4kT7~ySOWsc zh~+uJ1Dd=#V1Ad~hxFqR>`tC2s0IM^@5oUv*LpU5tA6$>fR@E>NdRlH8yf&}*LEXp ziIpm(>#}dcjxvW?an+S`B42**5(+1*rMrvp#`yF(%+3Jzi|h^v5ZlJbC&Dti?-2F;1FxX9_Hz%|{ZS4%fhzg<@_ zCT(EbWlZo>WmumxbmdXUavuakDTnQQ@HS$+x`a!FvuD#3Twr57N&J1N$W&4Z9>l9r z>ieZ~0{{WXtm-Wqy zDk-oBWR6$r+72Rb{fpkuD9M~qVZQ9`ZAhw#x6q{vrG6^+|4H|($=|UBpGe?5-5Xj29Nt)qV zD&!qhaWpQgAq?HW81@}A<92{tv!~;9*QUJ_gT=%7mAZAAQgMDJ+U- z7b=6Z9;vH{o)ny7l7-82aWj2SDcIvSx?k4PN{1T`OjB=HP@YKZyClI4fK?1!k^U!T zH$$hFNRt)YWjPJR&_x({6Rc|m54o*!(6d8R?24_>DFRjc*r7pW=yeaLF2jy8jp>&k zr8M2C!@Quvc$3YS2w`(assnOn!=M-sM0TN&`Fmj@;+E7KFYVthg4+?@2xKhzRxeir z`c>^7972w>p`<@i2RXDYVuEd2_ZnKRvKdOT0_e`f0;!`A>AqLC;NwSSI9>LcyPi7} zo`XqPROx>ZBiP3s#Mtv^MGbFdGU;a3bKL5n*~5Up(M7&$`#`Lg!k0Qt;)qUZwXdjH z1Jh>z0MV`{1veWW9K|gcW%rg=VnZt%XnW4E09v;Afs?rzM3YnWlvvBJu%LNquNwEQ zf;o2BN-B3zM=5nva|3LAmnGMKqrBQN#XEgHJJ_$PeTR`PPV{_!r(^qdTp5!OWvn3z ze_4?X_%aKn@C92*vdSxnb8KOe!h zCCXaG@CiN!z^NS-Vs_(z$nB1@#zr+^QM*745XKdPCOIn@RY?h3DmeX#PFYPfr*b-+ z#TwOT#2IX$0>?!z1ESHT6Jg2DF^MTUPg0XqS+(sCScX5==on+6icYGx0qSydfFCnu zJwJWPmyE5PcL%jK2Aahtq(hkKupo6@KT6C;a`xMrZHrBYRb_xPaX_5Guc%^dv{%7Y zD7N8fc27X%m61rfux5}@`lG+;$lrybs!VZdM9YIROhry}Za|5{TNwTuu?(e0_}qG=M0+)o!YTd;;VwdyPQ`u!i;7iI5p7#cxZR)^@I8h= zI`dH8M0K>8MK6NAcsXrJHdbIfB*8CPYEo(_(XbRHp@BeStO!wT*a{cjd*{V9>V?Qk zf%}=q@zCVw6HEi7bty6*(DD?99|&W7`R0E={FnXCEAc8 z+CB|aWio_91D4=m9d58GU9FWcyHtU}Bf(}l8vGYcb}F}73zUG2ENZIY2U~4fR|-^h z;S21$i|u{tmHz;ys7v_21(0Ycy8--J<1;Gr3m^2aKz{T@1JtW<97!HA%wY|UV@g~A z_pI$qFFj5_@vUOSf%q=VKmgH8@=wJMe5>{-zFq6ybakZhluzVH$q_Qwt?4-Q7~gby z1~iAMVsaYZXysqG246{lX>ukX5^wu5Z?N($^+=JS`%&&l0{IS%tE}#dfkdix%?LJn0Pf$ z{=daG8`S$MEJ{?mOT-aU)oou&un)R9tkm(m_BN`2+dw@Nh=HC&G3+KyPbP_B_PQ!5 zj~#&v1!qZc_KtjALp*aQtx!1%Uw+>@Cw7UyPP>u+04vm(c+mC?Y}U(n`x`-l{K%`w zehF#+0Mn>eE&k>EPtDPZ7~OIZ64t>_Ty-dhGo+R{@1dbS?fPL`WN8L-ci2fu6`@+>Dd>-LlBx#!!28MFrO|KGA5p~kWDq&&Zcsd-ii4y5>>svn3fXO ziuq;OXrYx`nr=f3Y-43a=IJ!=u{c=4T}H`p9c%^jJt=a{vJyb-9~DCStj{|U)or+M z>)3VRSe1mhNAOEAzlT||0Q^#VXsD;JUibQ~w2?XKI~TltSAA+_)riymhL4E?2VI2R z5_*!Hg6i-Vdl{T5TBMOy+G=luIdBCDnL%AxBcg&PhBB#9Eke~))aNWO#a9)iQErve zm}OGedkeHJAN=fP3_;X2(H@RT$SB-OYE%%Um!^5~ojQPoDkhJ@*aF&LZ>%P_ zNgL=j1Rr{`vgAmz+lfPFxV_*5lrqDufu{VdbUyff<2HBzPVJnCaawj zhpyeU2#Bk;oQ_kri52_ZpufYY5aaK1HZ+qk56Ic&0|jO?#+Rz^u7PZX*&;w@^rsJM z@lXc@iErAQgn0&f(Lh>0JfsUD1*68!$l)h6Ws0SGAI4m?Qi!-vn5vdtbP>wxqLnJR-7;ORzfxTw=sDU_r%}Vx zCdnOpUsx1INDMVWiZa~m)>ovaE7Q3OYfB5V07pT7LAUf)T+#Rk@c#l0d1P|tqPwBd|@1fZlcS37HYX1 z5YdZAo(kxS-tQePRP@{hMzjsnG9l^X(z|drCd{GLNOB4NQ`I6YEa1vq0P1)&#NNy3 z@|+~=q&g(k&N-@4K_YG1p^ue{k=HavzezH~NQ*}|nQ|(;T%Td%XPh`%77&SKnny|U zX3f0(Oum>vK_5+`c+L$Q8dS^d>?X;8G;#(nt8NeVbfE{uC{9z-&A*q~IkF>UBC5Wr zOY3xu&FM}a)a~g6a<8)!T~C#;1b&}aA;Ny;ves6_mf8+ajbogsG8Oj;X0p5r-wkEJ zF*$U{3U5KBN!{t$c7ahxRCALl(c+ppAF~Q~9-XOR@guD&LaLoM^pVJpsBmL8dibOU zPs(t_Uld0rCeuhGC5Whdm#Lo;8p(k8{g;f2aGcZS<}yL^d>w`)7T5O15;y_-vJHT} zFBC$q741M!#I)i-XsA-A814x(8zo>j(;?tK~%K z<>J@$$q=cap2wNgcdLnhYNv(!9 zTlTS2%KhQl)+qFy*5y^iTtN~JhBg%0X4ph-qjvyc>$dHuAkww*oMaxjK_U5DN>i~N zaNmSI%iUNPPgOKP$^d50v;s+LNTD+QZWh9}Ccn0el6n@mA_^T$HJF(e`@B6H6JV^8 zk!d+{Wc3pG6Al?E6Cva#){#(-CpJKxI-MO~CQaKCL?ZVAPNqso0%V4AftHMxP1>oG zjId6X0#vHWEVfzgL~dH1)H17OvuFwm-7Ui8)f@X%(v7gBr%MBLg*vg(@$O;%4J5es z+Ux+CVwNf?SvHD?8B?5dOfEiOa^T<>S|yKRJ+TZ~mg+)`u*V9X`)3}`@Rpva%h~>{~fpRrBi{`Ad9K*TcIWDTQ2ZGIc zP}#4x5}sVzG^46D>jLa@7S592FKP!SibJ%Xt*vt~8kevRl8xK}gQ<&$H-+7*=0pga zMO`Tz-6lw|mm-A!0A@=7a_w6yf>J7fOr84K^y%vxN}h1La_ctbY)YXn4pqu^1XIEn z(;-_)Lq)ytzq4KvKqRCLvXzLx5<9Uk-Kk=L$!5p5iUe@1?5<;~v+?%-2tVV=93Qg$&&Cf3r%H_HBlp z&9z+V5l*&{J3ib21f!(^ERBv)bJQwjZclCdz#(bwMZ%u}MZh!tksNh;YyyqZ4i&Vw z42rU#rYa4LB!?y*B)I;Jl7jnPe%F=7`DqlfaX4jw(g`^OyL|h*{e?gWmPHB$yAug4 zUL-b4atjL~4hT;sY*zNz1+C4wu&>GXBe@KdvLu;ZUc-f-ugZ{aSHkP$#2D65AOL&! z>iA?#h$u(#C=wxu7H}>eGH3-1 zc>JWsa$UmxZV9eZ?s;kkl`Y%)>R(X?+R?&$^QUf zN|-s?0sU=Q=`yeWK$sE*>3C)-IE!Dnoi^+_%zb4Y*xJ~~y%5cP3*#o`jvS-HAh<)o zCWw2RLckyu2x6p{xie=;93`{7g;CM-{Ut+VdP+c6)pSY-!zLIgh6`ZN_0+j_NJQ95 zpm5He+l8(uTz6k{%c%9St5*SsYU3Rw?}+r>W9Lq}2?sr)ZyalDL`FVQv5rY}FpS7J z6-MRB3Zrorkj+uVOWF?_z2&59qLi(km<1U!icDUVtY(~!M%vx-jk(FO<+0{3X<0PS zcv~854sm<%hBCbzz`gJGy}p#BCd@~bHUfN&=`3xq5MWNd=s4xKB^g?-wmR=%L)I#CKJR#O85BH~DZd`V_~9|3lv#B3 zvRK7{5GP_mRM2wef#Y{FW01QE6@&*Y@hY@%j_6P^rq)qGe@!!kM#mL0y>HxIbyHZ5 zI!sy8NG|sut2VQXGHu+O^re_g^ERb)RZ6k37eo_`UE%| zM&m3xoimBGDw(gTN+PVZSyd%woJ2B3fGArQx>Yk*>580dbns84#W^)h(Z6YW2w(;n zxW1()l!V7^dxGyrPz_VII4Cx?CL&kGz#nBrI0gc$&j3BSi~3|3kEvH1(h&gy{9zn+ z-818gT0@Cza$}8VCO`OPlfa%(nAZA;nKi(D0$l9Q-0Z^>6mA2aEc!y=r-g19DPT7Y zS}22tW*Czah83t`W6Ot%Ac!0%!3k#qqD5l0VPh#f{90?J!Vp? zf*6HC5{VK3^@wMWS0>LIla^U|BegPN5a(?U)!EF)2C}okTGt zKs{rXdWrtC*C|j%OpS>uVC9ibg)gvF{nHm7K@iyHkeRWpKon1Jt_U0Bgf+TWq7vdt#!n{I~GwsfVIAKt0fbZ2&&%19ry(e8j8uJ#B=JyAlU(Q6-A~P$`(62PHR55L zB8Au*rp79z_wfu~41x zHg!?-ZiW8fI!l0r2K*38EG4h>GXv z=V7-g{q2xX?VzV2=-Ds38)^97SLw8%lvO=ZTry#0xTN13?ygS$-jZTdWYvh|dbE*B zR5tn|pby76_{g{3X9X{?BZvu}xb`;NU>4L#VyK2~>qr4KyC2i%%1e6Z6znv#_79N{hDDf;mLct2?k zYO}>^I@FELhb}arkp)}00|q;OQUiA&V4Jfhj!JCxl2RsIik9PO2I=eT;JLvZnc783 zavz?%DPQfeQ}%2viYFZ|^uk=6x*~w=+p2xRm-rWo-!py#U^?_N08cqM#U(z&$q8HAQM$Q-RK85Mgt9VLK6+1S*htTfAqli<5{1TAl3 z5p{ar$NJhxpUcy3H8`WK-k8m|W1r;J?f7ewI@xnMNSp?3&;FPX{aG=ylSyWd%5d72 z)0JA&@lg>R*%Jb)^!NZpF1KesXQ(5r2u77q}^3RA@)iNU>m0BndI8>pKEQoIHGFD z!?=2AJ3_4uNvn4T#jJv;>KXpUcASuz%?$*ar8Qs|IeMiFan_RHqkfhofBg-KGGtq@ zi!z4S^TOT04qT{(ayI>bD5tKfK&d03K%F-{!1EmnAj?@zB#N@TQMmzki#jwbF2v@w z=kvwIl``HTe5mSIrXv3U7J6)`mbY6IoTc_ou&)0A)3d1lP=ufOC^(}ow#H;sT5omt*QPAb&!vxQYS%j0#AaM=WIDDKeaCdQhip4MXRm=PHkquiG zav^{@D=a9@dkVrXrPVM;xH(2T{OvrfP5DW2*(O1DiU5~#pZgTh{=Y%X zeYMY#z>hkvyt-qXCtr%AO}!niH93~J~M1DhJAC@HLL0$pD>HfU4*L|Qx$<;W_*$oFYf&*iFXuP#JFl_0g( z0d)LMS*c!>6;sEW_zdFv04pIuqnQ(IeS4JcnskB=a25@c#K&)^0KiV0I;x_oz}NU~ zC#p^ciPlMgHDCqwwu&iD@f$HnH6AKbJ zcsJ^R3vF#_@GAV@umc}gyBWj59YrT-iG4P@dL?tY=Qu2VVMS76z`}avOsVGUi_LK% z{W>wYb8glpT-R-Sn|AD`P6e>n1L^eSziQUqf|?lc7GDad8BLw@Bh!CdV;M#524;o|&d*w^t`TI=o*)s74fZue5QEgEskuCrvkapa+1KA2**3w1I^ z)PV$s4lmmj%8tB5&C#(>sOdr*Cbr6|5~Wc)lh<`QQd6Xia41%<6=rrX0Oj^=dbkxd zUAeCvl2~|lPkwjO1l3WGm_4MIwe02v5Q-fBZQ1rW} zrY3BM7@~aRcKm&S#>rc9&Q@mB3LehXm=w^fwCzXQ+7*FVv2A-v(c^C7)HTY9ImviJ zDiNCGq!#V?=v4Y{wi&7n;)(Nw(}?%5k0}E!`k+pFJX*v^+F>kg$N;HB zkPdQUlw}cfu{G(}HovY42$n3J`Dm<_!6~$#20zydqOfM|aBkQLQ!Jwj$qI^<)!QoV zvB7oX&gdoe$qLs`&-N?mvc`XPhNmDIB!DwwfPF5X{{ZROPx~8EYgnp{30;+DALGRWz(t~s9Q};BWkd5l| zCu+20kyI~RLmuK&pO8b^cFd;I}iBVRK|&3}b5Q za1^OAC=8>X(omuSS6+h`A?PGYWs(5}^->+pb@~OyObS5S74cO#T}r9)yHq1$Y^REy zN}jw?V_EHlXia@q_a|$~suZh1o2UcrDu50tPA7D9Drx&I?Z}y5Y0dcptM)tOqJfn9 z;38jZW;gCJL*#9XFerU=QSf|ctcq}it|W+K=<=KeiFzL))Zy2n;(?C*oh|UvB-HFP15WBSa}D*?QLegj%zN2$aFRC%}BojejXgLaLoby%KK3WW9%RWIi&CAw41);S6!E8xA1Y z06)Pc&Py13W;NR9Jr7@k9-9&)^}hJzm2D*f{-bVeX{wBv%M6JO8wgX+`E9mF+R;z| zelu1DFI(Mz%#N;w6p{A?a>=s@QGlTjf4^v@5yn@i4&1;#)#|`x5uw~Zq@Iga**4)? zvys7ZIOSD%C*ul!kK{_2Io(NtqGZacGQ+gdNYHZSSvTne8 zoMjfxpCokMG_V)L5q3dSWX#DCC9deJgFBE^#nrQ3M*jc~Zo--&Tw*U2_cn?6#7Fe| zp@SCJi3wt2!7};_P$!$^&AH+K0K_^#ICwPjYh5I!Cq#6fD`$R?x7wxVCfgIrn8lB=n}PtF}<)OGRJ$jH*BU7dXr+`CkCM6(yn~FS4l|D;Q$@6;V_* zt7S-yj+mQ)h@~Qsn7CKqi{F6$K%@z)BbNuL)BynZpEm9+1mB5oYSV5_xnp-R2O(`} zt@atGU8(Aq1NB>}VFGJ8gDT(bwyB^+Eoe?t`Mh*9aK|(@<{1rEiHdz@A%&wkzrG|`>=8j+ql46{S!W!)W$m)tj$(kxEi8X>DjH^kI-FWvb z&WrUZ59#i`d{P7Lk|)Tjdxb?7z#j)<)q8@IY6l7X50nrokWkqVTS+q5^~Z7QcjAe? zn-%301*4!ad$RVFQO7%VuwyN(*x22`7&`3d95vG{gjU_E{{SAE0q}H|o=qTvwj{qp z8zUzZR|NPYi7Er=m$;yoLEO+>el+?9cHxUKA$`|!Bqlo9ZA*_f%3+`K6O&>RQYHsX zpW)yi2(4Lu7zxOeKil4rLuQT_ZzF`-?Xi{3x$!kXedSq{aIxjZYRHZrira*!Ey^!7 zq6adXg}y!1gb`0v7%|SU?gHt6#+s0Uh-!x6krYG{6ynGjLUHqDt3^{0NkZV*$O1E7Wd~e8>~ofH{V-DsBx+kV0X?%gDWOEa zm9ljWt>sfTWw=ly2&EPscR*D&{wf_DPnt9w-{_z$HGVudO3Ph;%-2FLZ*3x47gw_8RraE zP=Ssu$QJ_m+XC#{6O$m}6#@Gxi;kj7Y%NgbGSA!;RgeG(t4b>T_bou#XV(5qE}c^; zbUzQNMSwD1NEoo)aC9^S2YYvT(=B9wQYl^5x~@-81k5~k*y8a2~=K&BMAE*#7JVFm(}qyE z<+vCkpvabN+WD4Bl>{gyn^vYOlD%ed-z(P#0$|A&AaXOTsGFR;P{GbX!W9y2dYXc* zaRDkX8G*}luYEeSIlnW1g0qkekhYhBpsM2{VMvjEnK@DXy&R4DvBCO`{@@Geu8WDi9whDFJZ*1CL6w0c;U5>| zP1I6b9aCJl#v33>j3r2?qW=IAWl*bE`${Qwwrfi~3QPwezjK5|l;vt?sl_mk5sa;*G?=%PS4MEJv#6K($j}x6qu2Zh`^QiNBrk{)9L=tvms}`gSE^~C9@O25G(i~UpQ{rLM2pwI z38I*C&X(MC3Scv3(VPuN#RoMlt*tpWdk?^MYuVadEk<|t6 zXb*@a*aL*Wq1xW|+;KZP1BuKgI8*zUs9{j9BOfL-y>_slsfmRzrNW#BwPEFP_Ay*B z^?;=VT?BCz9xIMDz?|)Bh?GiCb7I^6ojPp@%ZpZ^Q0aKE83bP59I1>U94Hj)%BU!r z`S_a(&EQ3hTC0webNfCjs{mjRwKrEuV0EojL~464xZcr^k1gpJ3$YA*V)4k~Ylj?X zPyobgsfHDqaOegUm{N4(3|w&vnXx!z!w(oy#p=kI4@pCh^%THA*D*#vp<@exUqz!} zq}*BCA1#PPy*7Wx9E*A~A&sj^7Zj@^IGkw!2-pMW3vj`wp^~&!bNutfu^p6;DJ%o= zL@`(-#|vId9&6_2!fMom9P2;TCT@r>r(6M#aB^I0byEv|M+ajz;F}$`DROQA%1npA zH(oun1~Xt%2h0({c3l4eB3>Kak};(%q5~Z;>_vL>l`y)|JY!BsfPN;i ze@?}jGEMb8rA33$Zlw`&w6eNnF*4*-o~QPNNsC(*J{Fjwg31Vl1ep{*O7*0Sa4)FF z%ihR2&8@G>ik~_B5@*F|-G*ym;~Bmw!{&V%aY&*L1zj9>P(;N_oSAd|L@`?O!HB}U z$ile-lk0hYF7Zb%x%0Zm76r-2Ob-{;?cUUAC7mr9RC0a@I^SMc-lGc5-rvmG02rBYJh*E9C6hhOj4?^2d+6L6=!@jw>jlK zgZhTgLxd+&94n&wM01=jeJOc$9z)@)$c{)rB&Ii~A_DtbpmQHzq+l+-{Rypj80zwg z;?PU?xvr{gcUoA+Mx<~ooh!-?Xi1o{)fAJ-3c_jwdU^#bYN{m%@F|}WgiJ757Y`In z1j7KB0f1kWBbRyex>mIS2$5BI3gy)&1J>HVY84ytn*_bAT&n_-eVs2`AgJcHy$a#i zV~_UZqFaJ@iL$JbryK7@&u?Q zsOx|w%eAx{C$Fv_P)w58DW<#UX!{(k(}2Auup+lP zWSQ`#t?%ltr%9M{sz~*fk6jgjL#sv|zN?-1t+W0}c&MgnF$%uOIZi|Tj_e}fJvS=9 z!KY!s3+o5P=K^&S2puodOh)qz!sOVQ?Bd46?zjF6Bcd_PcTgzR-6D)F(s}v)mIvl2Rg}<3sjJ$bw|FTNHA7?xR%r)xT+E zqyaKcOep0_=C(~TPC6=%5&rWdMTO5L%13m~^4VsYAzt(hSg z=cEqMDywvtiz=kLP(`q7nlfsnvjk8iEV4=$a#;BtGX?r}+I8_&9ZNanN7>lb(yET7 zRS_o{yCVaQX8!=WzoJ&qidhjpn!%RIp+zlmc2&ZiIl?Kn@p3G3Jw<0@@K zD5#!npGe@+f5&gwg5;HrmSh6Ev&BqhAO`eUws}fuH?CC$(f(F{^#@{C^L9W?TdBxy zSq@f;pgB5hB^P9~Ctz~RO{S1M-5eeUY^x_Zv`UiwX0@Mlj9tJK8@K}pM=n61-)Ofn z`t4OetEJd*GnTYa$y&+}NnEfUsnb)RY0ID}OIpW>iu-{UtO{PT4SR{F&Lv;hH)Tl> zWw{X(BB%&^tF{AUjbPYJQu};oh%so=4kHGbV$q;DoCg@JV!$Gry{{iQE;^rBpldhn zZ70Zon0V_y}N=_?!x5=xe_4X)^_`Fd_8f3K?0;kIqsm+7mm z{!(ssqA2U@*;`=lWHB9vWpV{2IL7U~?$wGYf@yKm#Smm%w?84UYht=8Ruuz8YjYT2 zb(%>VjJwu8p(s5%sEkx86D7Y=o0x4*xrNOsAx3_hst2l4lu*~Y-_xyEpCZZb2Rt{^ zwa_*>bW(&pl{H6knBEGtlj+STVpZAhG;wYk*6IrrbHk5)PF1s1Z};D*%`8#zZZiJ> zVx|88&u?NUKtm&k_9!`1FD|<7#mm{JdHQ>8bQ~lM+_g1%m()07#H24(6XzFC=pH7g zJ#04AkP7zCMPqswOOU941I*nIz;cd&l{w9vft=F zxPmtgXpxDlVpCC6=?Q?fXax?I`5zh(GNmErZ!0;?c|Znl7dp|ol)wzJE($xE zwItYqg zYfZs@a@OR?VW6FJN5zpa^wf>xko8^Xya+(mm3A{aXvHlaJn5nKUNh)RpWze7a4DM} z(Ni{mhy5KxEsGV-Hh8}QENoWpLW&av93r9ccSN5FYe;_^e_rHnVM2z;#BYw90fMDP zD{*|t4psE2yOPrUV+!F21ui@{?bama&sF2fVdJNOIri;!LO3N#o(=N%Uh|_JKDrqx zI-!%<|#{z^dll{;%^pVRH0as1kK~&Y1g))dQSXY{ssS(Bz)1ii&x;=EF42IACmF(j+U9`%V z(Dk6E`NNPXEagXTZ_{Q)8eLSrDHdYkScF6gm%VIoJ!5C8jzr55Qts6M0FO;MocvjOdMjjYIRx+n(j@fCMG;c9Y6T2Ca35-WUU^oI zk1A#KyJ`k48UFy%y6Jb-{!=y8PCKi$M9>bWHf$JGlwQ#gqUq47MNHeCIKZQGs-{xt zhD)l})QUSX^Fs!eO!>2`!m>K149Sx9t-QyqYT+rE#*~4xA__+@BYenJHII#6F+FgY zE9p5gID!YENTLY(W$GxagRIcV%Gzo4RW5P0F(R6K{{U8^WIk@YZmG!DcIk>(_kG3O z!TefL=yr6q)|5@#s@i5WjCd$YZ3n=ttXWkguB=q2OHBqq>$FnBmnXHCna0ws0%>dL z-uASrZ`0=FW*!|b`}q1xMio+PF;Nw|nAoI%ILJ6MB2K$~@x0)mCC>pb5D}q}l1r&Ad`|2`I=ljup z*qqMQT|x7RnwcglA!U~FC9bw9moS?n?8vBYmkZ);!mqNI7acA;0ElAy1#^R@=M2(s zhqvZCjUmCMNQ4EMtW0xiF${#U2LOGYp2PbIoAmfxecx_Z%iBwx1(Ehn$fJZv11xX_ zT{{H@L=4v8`zta|l*RyVCaa}W52doLS_BK6bx}?;Y1m4#wPFY(@?E9LX))`j=$ z>jZE{8e9V+;>wYFZFRd{Fmwhk>M!souv7%1^=FW@iD7K(VX<~&Ov1Yuj-=Qw}1X-XD|&Gl28rKxPmc~rcBlP%8rj5$Py*aUaHOmHF0 zTyZ|31(mfE530dkD%e8)2;smK5OM|&MV*+P9Wd*F%1w{Xm$YJFwG1jj><(LKimYnZ ztv8T_`Dw8z55{oJ4T(V}0s-s1S^QyDu7U*iw`_RxR!f90wV`m8DuLh-&8-LHUb!RW zOJ<6nPpa4Lb(^9bd!Z*#0y5ccQV2V-RSU2G05yG>om3IvFBRW9E4C7hR?bkQt}5w6 zS?U6^FtqcE@$CCT;Rq=>4BN_&)ayFoQ%9!DYGZtzML--~w5=O=cXw;tCAho0I|=R~ z!QGw4-D%w2-5nZtmjn_B{y**=y*GI^smU3fK~U#D{_GGU;#y|%aWPIEllE4Xr!hIB*7tr z)!2Geyq5}i)tGE7QHZ={v{HX_s;JxO6sg?0Dbd5kVaj5%vv>F&{7$D5roMcN+%mod zza5=$^(}0hGAcqhAoeOVlkm9Zou$$-g;O*UW)wYE}Gq&h+-+lgx?)0N7; z_AZg<*!S=+nY{`Ty5+sYROJMZqy0@8hIs5_sMLt9E}1?3WodxN-R=8j=Pml4ZO@^Y zSm7cIm9%~j?Y$L35m%-9obo2VQ@2hf@X8S(f5j6v!?Y_biz|ny%<1+nUOrHjiahW` zLaaH;CZt72aln*sqUwPYMNd$1@i@~B@W!_z>7SS7AZ{K^QIV$kcH z+6#Nzjys9h8vLY>W5w1w)n1;~UpiYOBWBDao)Y%=yB_6MRsn^W1R=|}?DN*^& zMgotK27wyCayw9~noWC>)iV3*MXTDG{u`X0;}4x#$kD$A@jd06JB1*@pOAi42mB!e z_jMF<_cE5m-4&#GwV))IS->L?{!3oWRoApzeQwQ{|IW z=e>8s$C9%zwn6HjC4%l|7A8R>)dSE0{!LbIS#6nit0Vi~_abf5GcNW&z%WQJsFL+e z?8t*dTDx#j)&Rkrdi0+SQxuT4oN9BoFWIBHGD3bWMV-${kXEU#>@EJ4E9xwAh{z6v zhaVncFi2U3KI>yp%%UKL{EMgsn&6x9z##Y%OwWz}MQiPPV9vvdBts|7N6xG0&CpqX zOxC_BWuvwFf-ZX(6$*gfP4_QrtS9)6?xIgew1^h$fRt95bgnW6hP*_yzBYT6y&38U zMuHW;_deW2kR@=tCrJVCceMl2`lb-^(K&F`ZkD%czINga4V}^fw%lw|b?`1ks zI?Bzw&u1crhvbG_YIP_|HV}oVzJ`}-l~ol^0s3BKsa8~G9shK>?epV&$*wqOIQr9 zkpKP*;2{h1g5OxhJSGMxGx;?IC?6G4YFgX+LK$efr}j$pEeLLDEtMQj3@uWb;QJpt zmMTiDCTsP+n=4Cyj%7#71DXh@jt1(NXJ;cuiZa20(8SO#+>cSH3I~@|*OF)VD&OM( z#0VxWd6_sa>&sYi4D|@2Obew8PLKTfY^b05z+)rAMkbizDtFA68!n3DTh4=Vl~h&1 zv0%?X1i!mW=c9>f0n~|;Si_rGs8AQ(IUhT;71s|8!bt^WJxox|g&d3(LT^e&z%WX*bZ)_XXqOKTm zC5I6L5S37(ZkUi5w+yAJ1Pqu8kf_eDGVuYyE~zKa#CKa;`DhYn8{woJEWEU7lg!%X za!1}#-*+$BEA5K63nzML?-i1X_Mzg7H5s`_0$VWUx{?S5%M?BCv5em}x#ff8>C_Hp z?WA%J5ID0*;De3z397ZVnn}MhdM+wi*Jj20!>6%2yIirn>J3~-%+#M%NDlY|p^n#$- z8lpzJU~pVpPx{g*mhKz~kXfexA*seBrI>?#Esa%=^cN*KHm_W_G+VKY8c(74{zjPG zk`xWtPAR2#83z`iDtFQhkL^9B{0AsCcFq0FNnS?VB6+zu^K0Kw^UbsODS`eXVL@OB zrf5V75l^jrc#U4SF#PNad(mDJg^CV*RxDQiA7#2fBy9}A=7ed_9yxp-Q%9z{J&ZE| z{=n|_S?vl|>(ZDkGl4Iym$*Dz4-j9}A)hdVvh+zFkO)*za(^3DdS(e_jdEmC{?lj3 zE^WVw;&f|!167X9I9s)SRLS`kw>{Pf%r9#FI|yduD`)5Yt<&=&wa!aQbv%qoURQp6 zJ;ijQ@(muZ46{~57Mi7s`5W;tJyKcC40Yrvv-w{qM^?~OmVjbKA9^<;EUDcrr|2)9G<8itZltR2Z zCvZ(GnzHHja?+$NHBHpJSHpGxqWxqd5`Sl0howKTb%z!?F3n3^+p0G*C5i7_Zv@hLPqAt_+$d zMsIe?M8E>5tI|i4U?9Tjr4pyuCf1UNu)vSyUK$HfPcbwKiV7F1u&BU4Re0i+>0h6z#oT{>&TitB>8UMjO{uTVR6YQQPD~dI95J7F+)$njz;S= zL0@(W!ng|FJL_Ysh6Zq_I+BGT+Bn0>Dc;gbmq)mreyb&qCewFDqDpoz)$ZkktG-yO z8U{D5SKH5~ZQ*+)NN%r7!&nGSyrLXTfi|>qimt~L_8M*1Y4v3eZ@92$vPa)Atg2qO zA}=19eTP730vY%3U`YWm)YmF=U8E^TWJ0I~r2@%M({-&f;KG53{J8gKuKu@z$poS{ zldY?NOeO!<$^E2xTLM=e5o@NLxGmKfJK{N>QkM)kAD6OJ3^wOUtSOO!_+UJOfSNa| zoNC0^UXihaN5+<9*RR=^-z>-XDLU|QlUMEO6Y{g5Sp(WXyLe!GdZ7<;qJ{whRj}o4>#1tdpbsQ6H7lZTJs(N+5ux@LNi1}SyI>{ze zs-fc^92M=s`aDlOOdQbJ13}92F_c7&%tK9Z@9-GbrTH?B z3+kF;f~^O>1k14)%O`{F9{yZO&$BsfnRalYE7Q3al!!^rUr|?L0*yQ+-H9CoLn#8+ zT8b2V@9%A9QLwA9<{xO@MROVh+A8O%g}ORCyPR7Prt9^Cvu1Q~mCwgBWfNnEW|f(;Ud6v$z>d+(jICDd?B8y3|KB9+~^loWff6Q?I1V! zef0}wFknjJ+i%9cSf*u%viRLxK`5cRR#?0%X4veGjY?cpWgyi#=2%*BvWw>3D9+FC z%62{O)+aK&5`Fz9ERr9dLqeXB=m8IHHwKb5KG@qVq15XzILG?63hiT`jf?A=3MeTZ zy4)4BXQ6+d-Twh-#t?t2)|=r5y}A~|kaSKlD5y%#H!Mjp>skuXgbx%M^-*_BOyY61 zfS9^OGN=#=Nmgjqy_DSjC2%$)8<{$yv>JR6m^&?Tu#90vc+FP-11QyvzE};Yf-C_q zTMZxodM(S7J#hOiI-J~2L43?qml=(;>A1VAW5TLxLCum0idsQZZ%W7EdDjZb?bg~u zEEL||j;?BqUDrd7y?jt|hC-YNhFr`lZMQSg$Y@Olc_ z;>b?CFN2P@glM_%-Br9N2JBZPG*xuOxfYw;;p~{|Db+UcK1OUsg44CQH}T{TawnDph(>fll?-A+#b>K}I6(Y}5Kph#-`IoO{{g1? zzXHFF-jqrF4>!r7HMx`FQStJ$q%BkB+Xk(3Y0a~qhmi?8@pO=N-K1l_)HF!b2KWJF z6|)9XDfPhQr<1AE8#KEzI#t>zw`J#&zxlnDvhXb^=qUQ7bW>(s&cR&0m{i($BsJPd zr*w-4)juzNhuBKsUObvrD&;qf3l{iy$dL=657ATe>hBSY*48rZ9y0ciU(e+{zVR9X z_O+K#GfP?AERZjReR+{`cR8g#u3dK z*!6dOEUzsIX)8e|&IVIQf&Ve_Si~Lm`y1=!=6hhdwN{&s@ z{MMQ$W0QX`97qf@KIaMb#;198QC91Pl3TU*LPE+hn%}Y-&%SD=;psVBq6s~AatSVE zcE^mE^X8uhmaOnS$J_FOq5tscbTr(cE%B zD~@qXHS+whb%}93_Y|&IG;=Wja-(+42tj~Pi)1KeNYVC!L0ommYaLv${6YwW2SJRW zagcYdpAIVYkCG#3q&4<$NgX!KtBSe;rNQG_N9X0|g;i};W6>O|9dy{k52XrRSc0+q zls^ezZwWXIP>wY)A#&W;G=m!a1;5xxZK&h_KDQfu=PNQ>cFg8)C9|HZfhk`S{A1kA z;a#qE9WH)#^MH|b=bZaFjAY!A{~@lO=bgRHvyPjVAiV&Xc4AC$NAJm|v^>cVDQ5O( z2LV-JE@p#kH1CtLnwbLBOZ9NYL1eb>tiGl1vby%A&Ik;G3>87zT@Gbj7++bUBptDt z(>uvYzLf-uE-DXgmI)&=VYOg#G-SY>ls%Ovw8z33DYSQJkX~S29OF+B zRKsbSxA`sD<7zsgMu7mQkye2F+o3LQBo2u3Yy}=> z=`53bh7e)S-|z6AmMyTcEM*Hb`grH>35!bd;_ts@Iuq~e$!>Ab)&m%px;(h7vg%q| zryaqRdCeT`a`ECPa;h}R>S6NSaT=m-Ki#2GnH3n8R7qoCS*WnsP3rd29|k_y#Us1G zl!6}}=~Tq(<26AiiRGo)F${C^SEcA!E!NRtYH^>$)S4BD9j_=AvDQ#B={cKt zDPJIV>AKN)}IC`-+2xtgM2Gdb9%p z-73g-{!n_{!lh)%bEX)|fXGnJ7qj8^trLx#3}Q2=h9#oa-WOMwJBb%Pp5cz577~=+ z5aBg-*J4TUuo*T_Ia#Q3nXts6+vR=o7x8t2I&tglPw++(yr=cN4UvOLYHQEFiT!EzwP{Mf~7P%ccKcs7qhpuke$%CQ9xhs(91_F>8%v>!f zMmnawaO=2`=Srm7KAW%6^D223chqTschMe7e?F6IdzNkrzu9nu-O<0_l7@et2F;qnoETX7tmOomb1_P%kZ-cEa8kB zUvOLdD+gHY zZ`)*x?&3vsv@u!CkJM}iKUS6yMQXCaf4K(NrmdJguQJw|J3mLetbC<2>naRy@7g8R z51mxh+S8tpaeXhxfyzDBM|0=2md-WN9OeCtX_Ij%%gisM)eC?m^8h5uKMiT+)}CT9 z;3#yXOW|}HYhYAUD%Ja>z)+<^ym+HbdbO)S9!-+t2+Fdv!7I+1wi)B?n4n^!&^VQl z)XtKQGS+9}{2wy;R4AU<#&av1(+M_wpY;~cng0NEkf{50U8AT3POFC)W6IH{h5GJg zh+cgKP*qz)9>wLc*YU|9{0fE_oYKA93Dihj=D_+|XmfG>H;H9Pm^RyB4* zrapuzfSn3oD?G=PusmeLj&Xb{S^VE_ROioI16&x(DaMYg*ZO6m+He|ze9359B%$e_ zhludJrNHK&P7Sl#;qAo@@{!k^0#h==SJ{>A%RSw6(_bUr$0Oo^Hap2BJJl!MTN|V? zb-<*kR+Zws+vyCEpK?T2MKyc8A_MQQ4S}%+TG$4BFRRe8h{Z`1?3?<8cdosE2Xa(I z2Z}8xa7a2~;GNU`O3KIsDJFyp2~Wo|t^TRz+PIiKT3|oXTx_-tgQWZKE=--olO7zE zHgar)h98i;AQ?D(tbC(qa+_&Q<;k7XUQZ;9iwlHx$H=Ow+}6^K_jKyLE|DKIZh>~C za&!t030v(qs1###m-5vqhT9jYbQ|-m-=RszAfNap|JhItA;tBpn985Ml$B`fdTCFo zSifSOHkIB9PfQ9i>?iKA4D+ZNv;Axb)&q>4z-v&ps>o-ig*JxVOwjMIrt&=ZC3P1u zAjkIgV9(ZB;Ry=cB~+=FdZ1&8L-?1b8*5wzPL8h58V5_8wrzzpB~2delEvkK!^Lws znbCCishCxn0ed_dc^1RR2xFSJC zeKks!c!|`sq5h8aAE3&Rx59$oD0zyfAh~Zn_Loyx*$o?*wmMKlnuEGzEUv zVv9?kV-`xJeB!$j873dB$nQbkikUEV#UgJ7q>ZN$`O-(!F}{)PP{n}Am_(NMx@>TYa_ z86Q0#=ghiViD507GCo?IZ@F2(t>r_pI`rm|gF0~IHy6-)VYL*~kWO&czP}K#*33xd zs&J5YbqimGHcszl)M4Z=W>j^T82<)z2KA&*H%V(6ZQ9@jg9!T3K7CO~RVIPK;} zP(v-HJ}y8As_Z3UdAZgI3M;{G?kth@{08WW-@wf87@F7|V?~aE{9SR@=rIBZ=I+e( zqJVtSsDR><`X7z93H122ob^P`CJ>1f@TSz8B?+f|s(b%4vtIhMIBb zSXv}i@`Ft(i>IAS@j>0P8J_(~@&#XmYgV(XY_MLH$gPy)rm*$Uclw`i3oQAQplinv zXd0->IM?1)sHW^ohpAoXsT3k2Y8{kM5OKDJ*ufd`IyTdFj)C=RlOr!FgIp71bV)u+ z*wHpo*K3Tmu#kks*$P;kaw#fU^`?-Nu4VqV?lSd9jByX^u>I3#%AOGu6hYX#M>BGP zk!OMB&+=Y~YT4XRkEiEFR8z#vBaK`)M!ibZ-bw3EzzC!FVRtY~XkT$9zJ)M?MDA-! zQkWj|<~yy*y=n#F4{D3j$pp5qX($2mib?{R{nu>DT!E%m@6bmP!5l{_j!}SN92EF` z-27jJpK5BLYIxK38y-GjHkv1js+=@uMzEc-dvS#sBh-2kecwSSw{$jD{trH~!4M2H zdQNFccDr>=-5DipT=bdei%%8r7Gqp1CQWoPTWz;&NJY z-LfqA({lbe*b+vWt>0v=%T2DEV$8Pt3hnbHmio5$_(xNM)bzEE^h|l4_n<--Dc-6; zHTl`ZZ5;z(?f4)ZHynNyR#DgW_|u%|^WAV%3)B8kLy{Z1b=3;d_2{& zo)!>})8v~1uc2@hNC@-(1BmU8R|_52?HtaN0)#uhz+ijr3OCnDxcKpNt#hj3Z2BFE z1X)=UtR}Giiov|R;q_hU=^}M<2yk;VPi708n3MOqDlVtfMs+e{a%EOHC|n+~L?rs4 z%*<7QAswc76b4#F#?W(tsUVj*AUfM?l``l&U=#J#6>oh?H2(pqNqQ92SZ3reiVo19P; z0l176%+Tj6+=MBzu&9D2(#YUUz77!<2S)}#MY{T_M33mzCPC5+ zV6equz)^s=5AF+;Se?&@rGA3?w!FbY_ouO!FE+9f9O@?}WOyIls9KS>6n9aV5(6SG z5=H_Qz&W3CALeae=8CCy*Xb*%V9_RC$xz>;hxVDal}l~?)CYKVkM>BotRlf%uX6jy zEQF%lrl*AzYQ(lvmqYaq&T*OcG}|!irfn1Kcl&8Vse}m5OOXh^ij2)!<%4u!kuIRF z=1s-Wzq3dluF>RR$7!Ef$VeB4N~Vcwm}C@KbT{Q}H_SpaU0oG+Vu)jmdJ#)mzC5sa z8F(72S+FHYZEEW6v}mC1sP#R|?K@Yotg@rqzVe+1@)~OE$V@jdIk%_Q`8(0tkQ~QV z;UJ;S4{mh9;9ptbVz0M1x(fgGpw>Ke5f9KmY4U9WdO}h4N>hyJxg0UbS3@ z#29AFk4qiZ1fhRfzpz4}R;JG1bJk~uGZKU7I>m1XhwhMWUb$b$o!BpFiAxBVQBwkJq+yuiV59UcB&_3P46AipliiIU1x}o4r>yw={5lN)%AoT` zzpig?R}89wXq-*<`)(7Lnh{)I0lsTvI}`TI7?yowD`_{f^@g_wus#?n5C5#3I8mWp zEM4DIM0aZ4OjcL|<3-y7VHV2Q{gC`JY6VB>6Cg8YX$LoxvUrm9$S29w|5kM7JPO>; z8}P1gGA`2~tq0VGZq7!TodIhm!BtMDw~cHThSCRfjYZ!PJ-e3`_wx>k{hkg!5Is~c-Xn8hN>{0(O#X~ftpejC0E7wF7I)QB7P0j{t(khS)O5!D}lLFh* z;YskX>7x%r+H6Qi{T=P$zuduKo!OZyz_uFDj^4h@Ku7*FL2p-*Qkt@U9_;j+70`nM2EcRqZ!Dq65f9Akh zBqUOmyZv`HSyB`}7cTx##%?dyFPGBees}P1Y(%W(*vT(@NkWJRAPkvM>*DCgrRd;` z0dmxaO)YU+R#hDq)-2DAi_X;(`xr^YpA`K}C@zo~Hlb)ZD4GHimB|Mx<{o2^u0&_fdily1q*G}rG73kNQ zfpN5o;(BSiA0xSXpp5@RjF_X*&b4kVOa+b?lrfVy(!J_;vihr=Lu8k0uufB7hkI=h zqj`ysz7pNz2K`Gly;X#QB-A~8X|@1Vq*^ZVy>YuW+_@k_Wt2^-T4MTvIUp_b%W5HI zOtgr|j@*|9G31ma*lEKE0(ihQL<&rrHUoL%8fFBwh5blEO-lh< zC%4yhy=nwMt>S9|^PNaONt1?!UiWwAFL5jPCbQ)f-VCbpx1>|E?czq_{sxqcY#RAf>QNpNBUGQhOyQUK4UdmXd2Sj%dT=(?TMrvaiTrjO^?#N{9GN zlG0FK(kivWWb}kJ7*NRr7B4-R85NI{r%OL^NGNV^qf7KN5a#Jv_>(3`o}TsYjcnYy z{+Po5Wfa%lU*JDLBn74voffVsbp_Qg@8bsrxiNJ_N|xSG%z9 z#-13%*2MmrmBj$^wQU@K(Qg-8M4~z00!SS2-)Ctqqmw)=e&?)R-jl=(Ph4fIg?007 zBc&Rwzsbxl)&HsR!XQqYBf5wV!0j!j-V_=GTj&*%8ApTzWiC4Ahd_EF6F=E*y2;T8 z?4gi6{}h<(1QZFOaSsU^Dos2NlN~EeyD?rBw@>_&;c&it&px#2RA6daWNi0odL|%+ zWt%U_#6U$)W}aRioGM>aM+0WKd&<0$nI42&^R7zE7<^s8Z56xm{H%)@cn?xEtMsXm zq}+zh-7vig!i_R9C`)0ArIXNviUkWA2SHV=^Mg5a9X z8Ex0Ah}6r}HcfMvTpQ#}l#S;yQKviWrDbG_!L|IA!A0zBP=F0_78k+wx5x z8spPo(_m4I*;A1-J$+@EG6qqbM4)MEiM|Uwb&Ig?04PR(k5Z0rj#3F<6i_9RD3{~r z2Azr7dOwv;d#_MQ_G8-2nkiVo&k8&w7Q$4Bh23;Ypner=-zO7wg{hj1<^xQ|gxKec zB8L49@-!(V!FGg7NtRIuUr`@>_fbLN`aFlTH@4C zN&nf~?k_L0sGW4`j68R)$pq)|)XKUEwTz>!J$bLFBU$4EZ z5k$$gBR`{vbTnK9O)TG=4O&}wbFDY)aOm#OfM<<@r4BmX;Sj)Cm$REe2;K7o*k`uP zCi1eTK`}wZ(U>?6ty63oNz$|R&Y^gl0Oj!h^2)$&nh40(`zjSUU{Q(xm8_G28kXHTVNua_X|K2;CTe| zJ4ed&xRo^M@dMfO?!*;=61dCl$GZ(B@z#|f3uMH>XmSft)`)hcjGpo;4TXkcQSC@V zI?y`17#4;KeI&oWopY5d{J?PZ{d*e~I9BcmD^Dq7r#~A+@O$xMC-;Hz1JBN4H@~Bq zG?38qsSM#CcLC*vzV?3rn4>K|bnkt5c(+{7v)?(nls39+I@3?3HHY6KUyDE^O!>+d z*pdhb+YjU=pQ)@Ap;6XvV)2Tzm9deB&;pm{MXA5GEA_$h-rNaHFsE++60VQx#Uk{N zl#|wKcGchbOczr0`Qh*es_M#RbrjV`W(3Ft=C~7jKFDlBkC`(LP^oi2Fs%;jrxTqo zp)&al#6=9KMv{&MUeze9&LBti-wXGm6b7-xtyAK;J{9MKPXq!zRWP)CiZbKg1Y@xK zc-oB(0C8wLim1pMSBPn`XhI;mkWZ~~*+8d&@`4`h+5kl#QsYPwO0cl9Cd5LhK~=c~ zr~m^`mR(X^`bI zEr8?#fdsP6lxUutOS~|Q6-kNVazJzYXThT#rqB~>&UIsskV7T-5@RGIfvL&J3>UIi zzMnbtZ2%=UMS9E|Hvu5#fU{qfNROx<=*#5R+c=d)xj1;w)ntyqYdsr(6k~jJ*XJ*? zu@fTlr9mac5in#YnsiPyekiG&T3=osSP13zCV4!Nf5i#dawlU@w zx*%0(F&R{cD*_e#G@nR5iu?4~k~LV17{;teYzJ#??aW=fRgH^t#_cut4)jP@D<1%#vp=N1^9O zE22Sc@E)O|p$i~feC?Xa@M6&a0p7kdmTYK9b|k*P7*6&~f;E~s8}7Absb~|5$bZVn+$k0BM6d(RuQ|qA zm?`zi?RId>R0EMh&){nl_@;Qvp;jzXMPSF}y~hL+*!iKK99GilFPHG2r+|hLw*~wVo7p?t=~K3v;2Q`tN(7%NT{K z&e_H-RugONHbIF`!=Ru$o2d4WnT1=;R_&*LkZ0)~G=+5JmV9Ip-_XL}$gNz9Ffw&B zrz0IoNszdg6`Hse9vx3Xw@Vl!47U-1wz=6ic7$)c7F2U}L(*7mjw3j}EZcVzlInIz zvcL<+;A|xrHFcXphCV_h{_zSKaUQnwk^Z11X#}X$-uQPZjQniG z%vq8y=fr85m21Gi_bjC>-C%~P#BV!6EGTJJ;GgrOeGVf_!s2>H&*lUX&Mza4?jOuu zjBqt^sDO(%=J78 zq}SoA zJ*a(~hwJoQY?|Nlp)#(bu?g90&1RpXYu^RkixKM3ORipDe$J@otuZ*M1SiFkm(c>JR%4H)$Tuqg5#dlo@M+5?_g1$URJ`1g#!)4}JrO)d7_Z6m6UVl`4v-9#t?>LS7BL&HwmEE$`Qj>)ars{GS(7C?W>67HVS;eSmGyu5wy z2ezIvV^BMkipJ~B4URqq<55Oeh6%j`Q7m3&m{OHS zh8?2s!>}4alM7$)BR!9HD-hncEYld_5TSC?k&y3TxW5&ka`a&;Q=R#udt87x4GY67gSe0aoIP1yz0_sZW6z4NyDUT4Dd2*8d=*mTuru>Q{FyY9EhN8G9S<#=< zJld2rrVT2Z%ioQTh-28%D4N=}F%Cz+Lo0IhCpUN2Z|;%H8AatE6QPKC8Kj%M*ba>H zXKEMfR7*9pW7OL>e!1M>`5n$|rdaNK8n)O>O#O7L{fYKch};eD0^iJ2bg9W z0%4JRg3TN7`|Zv8cvZ%jW&)Pn4O)6D1L(~7?{yyyGC#GvI-!pJNf&5_(6P486mfJ~ zTD3}oBMeyUvs}u3LF#xeWNc51lThv3}f`a@kEnI^-x*C(NeHUN}LmYyYYID=Q8UH zXK0Ze!cyVZM!%ozW5|)=U`dBtR)G2s5Jd<@ZMl;hw!z-INlOWRA))slASL|+k}-L5 zFBmS5q%v2{-F*|Be*2@9_!ALtM9O2I1Wq$fVA$VYDw`sfrqSK#T%){p{3of&E2+6Y zg)AsS#l%|5U+qIet$nL0-PBHWrD<5mX9tK4b^T6mUBoqXDWj@DlnhWVrK20tY9AT0 zQ7|YI;F7o;Muhk4nKH>du$1z$g1QSS!%T})Xb8zyj>A}EyX9v%wX|D8RoA4r8Fqljc z4JEC#%N6K{mC_XOt@fW;xFkMkTB9nn;_z9v3l8pPM7o!fsm!y+ne7YPyZYNwd7*&H zBXMvbqT~u;6=f32pGit==(N|`T;pQJ6zr5-vgWIxEFAd8uF+`*qi>1S z6op(6YfWgg&+nj8MkWT%6NOaS4l1u-mh+FC2c*Ti7G95+{{hCca5PFL*cu*HZmfpz zd!@sh!wwuG+8}9TC43Xx5-xF6YfXi##9gxKeZQ!k#Jrw#$%!@5m^(bhtXZnGpbeks zA$;oeH7m{OlDLo=A*!xIvkp0NmUKiv(v2+v96JjpZF)mZA|wl6S7-!!gLS#p{+3*$ z7?;)IEFpCh0o?R)#uS_KR1;De+Px;aG+G$f<}7u=KUoq(v?=NT(owJjFhTQ~n%7|L zHNr+QM$lxZ2ytnZ=k|d;C~KT-@vm3j4}XlF#B4ti=(HMa(sAIIZ+iBi%bsj;IGsum z1NBOD|LRyRShmeqSu75Nf1!PW0%e za7_!m<^X3qP+AgImpw+As%gUajz*hmC*=Op84c7IB!VsN0q0+r%Xr}oZBNfL6~$K4 zlW_U1e^hx>c8DxQtNx8s6O?d8pYWOisw%j|4pRX<@L*|`XC+tNo`)w5PpWNH3&IQO zJn4E%PpSXi3-bI$xxfbPuIycVQ8B8&D4K#>O(-iHoVNU;aWs}wc_1Tz0;8JSC8go0n(Mbg3F-wO>ccJgWO+$PFgWnv z{)9fU1(qE;7I=mybTbcl%)t$EYq#X=7t7yra)H3+T9m7t)}_u0tmM9P*nHgIhZOPh zQ#1&do+uD24Xn!JmIChtDOf^-Vda2;6&y*4Ew7iF$??K0Pg<`a-@(6(C)mMDv^xn* z2l;ay$d;*@U;G2-RFtj>L_(O7Cr@W?Z+nC=qmjNC*1Zm^omA8Cz;2BuTAOI8=|9WK z*u|6-%E8I4{>yx+zto!pEEGlHCsxY*3Io_sLkvGt-Twm!ytM7BlxTQh4Scv&PnR1G z5I1~S9Y9s(3)PP!;@xw-etr%)&ur>6=H|WxGCDC*L}8(W;Lt`t=F)5;4e`a&vGJk^ z{@NN3TZO=TRtK)M-DP0+}*a^d05I(b+KDXBE$bb}xtSwM-x_RrA~ zjK)s-n7z~DwrT= zds7f?m-fz^5A5Y)QhiUbceJ^RT zxx#iCp3e()^js&7T27Xeq&rRbx~FDDc3>9=Lg0jqaj{!Ufg9SsDBU5LS+A$*9U>D% zicq=BTUr5L(3@NiO0aQ@3mH+|bFurUvM^O-2<3rWE(HMYR+>g_F0Tm%T=pXTd zmO+~*V*-TR!5VeqD`Mr9IoQi3XUIO2H-UkgFmeL>D zL{6c6)lRg-3hZ@2hy1bB32O2R);hdI8YYAj;#DcXU}Ntr#1c|;S}ZkkYYbLnOh+;P zIyz7GX+`rxp|!|C5JNPSUWM+NAnw$6{E9JcE2KFTEZ(-p9~3Wy)9Tq3^~r?olvgKQ z3BoXC6WVW?6jI{lnwSv2ZW}xF&<2heFm%zmGsUr6*`kx(Mw^K)eJWB)=18 zn@p{1wm};=>_TCj=Vzbua<`H2cT3`qvL#zZJ@l8jvv6dI(cV~LENB1JLKlYrrN5S* zx{9at!@du;^`F$liM2EP9}dqHo&oYCN`cFutdvuwUDwDAPT=WUdWv`JQSmm7rsK$e z0IZm=FN*NU{bC)raAH86t9n@z-GG*s}EARK2zhKLXpX&zx#2{@^1~%uW(nV{)y0>;^*k zMx&QpUu$&&^O2pgS=9WHD;iJAruI)#{P>`^B;YDjQ@TqVE@rSazvMn4l0o;~?e0mo zC1E(xk>W*5{IOc?$`iIaRT-UZcb80~dJ;b{O17OoXJtfA!aS}hC8de;E4j1Hy)y*k6p^XK~&#>gpKd<LiPIX|V9=6;Hyw?Q zVBjGy;J+3v5oKl~yVblrOE$`kG!Ay>Y3RdnlPs;=hZ`6M-1PYJzqa`@Yt@*OL#?5w z%#6$eG^AUWM7+|&s-q&)%O=G<$8+?SY)})#M4$fLpDLP;x&2P$gEOhP94(xW6HNyntSO0&8D z_bH0r59|!EBtNP5$>veTay?Dii9k<=L!QLY&~pvPD{~J~5(<4n)ZrEqNI}F@pijQx z9xk`D*A~V6mW?KGbRPpduKo&sidxay={h3BZmF!&H2f1lUsawmyzHEq-Q?3PzT$dN;(jjP@7@|2XJB03oJ&pK=SotL?tZDRTL-Jv z?}wb;Fb**Q+@X=de#(ymAm#uPN_`{5HF;s#32&?gEP4DrpL6=BfmQs7Qgr-~5*ERC z8wy>hO&0SaUVx6C;?tmlW(=}^h`DmgxjtMj2%VMO-3M5;!&ttB-g=~IDO=6^3EAKw z$N@GXzVuL7fJxQXG!2v=A+pria?FOmTzQSoh|^{j$hU;d<0+&{Cn)MBD$?A)S8y)- z@4p>@7poxjHU+`xU*2N$`NmpwY6O@ft!cGo1V~@@TUJ%bCs@)Wxg@NvuY>~p)vu%k znq0LWhFY~#a%JgR>LcUyLr>Cj5h;Ij6jm$}41GAsX`i?*;D>6eB4iu?vP!eZNzxIe z&;Jh~{Yq^aa#?2?%gv9WFGrQ8GCjvMDf(*;hm{QXqu{#MI&$I+T_KOTN2{{Xo_M!yyzDLgSOBmV$QpaE-;@#f|xP4+nhvIduwm0KXuT_m0ABz8cV zP2Kk%A_9sWj?T;>=tw(*LuioSghe7+TVq2twtB75ll&qS47BTG7C|4xV4tK;I}-K~ z$mL2G%mUC;Y01f2fSxxI{{W@!Q20C%^l6&7y}oY`Le9}i4c!d7<*Q=T@_zP*O8bmj zVn3Kgh(5SMRa&qit=)k*G$LV@^k@=?kF zbxI&BdNJ-kFgZ^oIz+EoT%6#adALI?iAxxTSam#dX{}NbJSg@S!Vs~7(v=V54+oO+ zJO|cIxE9D9hWz4OvZ~4w0Vi*kT~rn7B=0bk*r~34T}t-NrH!gMc1D$dT{~H1_n)2DBMmsogfOZy2d1!OVS&cXelB1XWau&$=4<9 z3#5;PGFFmV*~9v{LVV=I?2EJo&7Gr4OQZnAbq|aHrD+xK5r4C4C=UcnQIk;xRKcZY zVw%r>7?{z`5U3I&Q+s$Z`jsIdoucv2N`pvFFrH|l0D&CK^n+qmJz z9cUGM!pE;{Fj9{tt58%(N!~Jv9G*(_W?d+l*pws-zF1`eBmD351gM=1m5KntOBs{v z0XNX{ck5CQ#P@xltdRzkmC3}9cZ58(aZY3GCt2W;bsho;%6{3R2DXlPw`b?+1rM5|wRlgTqQnS1&3>#}_e7`6UhQj5^(;%`7RuS^ARZbc#nr zVqqjC@_9f5ce#A6du?d2*3Cx~_Lc$-XaxJm5gutvsN=3%vJFYB4c9$mmM!2XaY~0k`&9Bt0`k* z64-HQr6Gr_%wEJE*0+2qN@iM|ZTrvN8RxaNl;kYoF6`6$>un44R)jxlD2X3 z)~R3>gp!b9a;K0~)gZ7OMZFV}0NQLJ#m3R=Y@uUs)4X}NLE8Pex^Vlj>H=hpmqHSt z+w~qPO6eyhTfYwYAuCBEAVgvz%F^6KT~MT=Qp;dk#KQoY2^gCx-)HDWQ)Vt|wwnRK z4_QYi9XZM$$`8cCCFhF25y#4C< zTmTyOwc+RzJE=@V#Axi3C3sGhQ4_5qXu8{sqgI@HzcOBgnJ;S>#7gV{ceizk!v zW%1G<56T!|Jd2Px+sGi)rA?HS6y2$HIsT|rrJ+G9B>-#%TB_bH0TTYYa)J;BJI}+e z7s;m$dPz!&{{T}Ic4rf%ldQ$jy(C}zhnDE+8Wwg{2`3Ve{hnHzBq1lq;}TPgOHX)s znMKRKZr`cx%j0cdg z`%mQ+F&2BkL70H0SPFxmBSK}37$7N5#`)~DX%?WATIYTdPbEQF_lWQr$Dh_mw3ZNNek%@xJGI=gdjL*dZ2pE3CX{1Z@$sp?3oBX3iJvtTO z>cF3Y^eB*r(oaxJ0>+&0lu;};YP-4eN-h&91h?MAp7;w2B`(t?+`4}(dY~v^pa|e^ z%`Mk4E76-J=xgFe{{RRarcgS0OhFeVJTu!GX~k((8j4bSwMG`Xi<*vSX@YKq8HryM zF6!!cfJO%6nuN=(2`r`6o^;yn30iKI2OWIrn&(~miegHO6GC0Kw>brMEPE)q?dbQx zGT&Des>&UN+kZO2Jvrqr1KOqy0V4na?1@8Ux9h22D3Sqt6@M`*`12=Pg{K8G>gJP# zB_jlYJ0OIuDk;PQ2^@Tfn=vSS9}~a}!lueln4rxsqN}J34fA-Zsai`dJ2rOu!>s_T zZU?pjkh3~b7eexF@j)6nqZw!5bM=%ZDj=2Rn?g3ym*T^jqHc_oC@E>cbYFZWYjp&x zO0{h`r}~?oOxnUJ1P9vh5=_=v04e_V-ekx@Ak4at+}QifG81gndL#9+CErO+D|{kF zJq4<+IA4z>1W$#&^bPWoUq>BnqFYTFEK4tM75)8abG-HrQb*Swf0{S3%o6 zYJg@5Y6!zonY!U&CYfN6kegUq0S}Fi{n0M2l?khh2j|jzGe9r*urVq^nv^92`2#y< z?+j88Q+PpILn=^r9_Yx#*(djj@FT;Rq#a3Sgp8aXms~1h)U6_=no>1c#%+timZM5m z=p!n!`Eyh;mS3tgS~~TK2Bu(I*d6ht!73IGOKpZ8pvnNnGaXW&RQsYFTpv@>piSo9$?&0fx`mVw(kIrnoy}=zO5-BULjGwAeqOnKoiUM<*o`ju)%G-d2`bWrVR$ zyw7*rlxWo~qTM4BHJ`=AoWC9NG2 zoHjL^ssywanKwUm8TFjH;;FjAVl^>f{@3FDJQ-C~fT~pGlS%fjSQs;LC4vUhZac3C zN|a^^g^Dr(jmFAxf`sen%B%~wL=f9zWP^$gV}Y^kJjPU$=H8jB7?KY_af+5T>L4X6 zHI3!c2YgF3s)>llB_|`yco;!X{pD)xOXJ_oE~jl1TON|4P(#x|XUCZGV=ab|%SxX0 z0@}l84s3ce%%z>FDx{vv@q(h|fi}j_P`1!lPeqiGg-@8zgc-)^XASK?MYzFIol9D^ zQ?c+$cS4e+Dxp*EP#9XDX2Nz#_`g&*E;f%> zKtlCo09E&KCfo4x9%Qtr?}nCuk-MHj`{Z{-qIMr1WGSscXTY(%0Fa|Fij;sYUV7f_ zX{H9#H5&!kBxeYdF(9%M800{Mq9BgOjbNl}Sma7?XegL`@;|9NcIy z{@Q!31Z@O%!sV+FquG&(RgE0kW7~Raz?9sN<^n#xUufAzlzPr7V|QE800@zVW&gQGw+a->=Oz{l$1fYv|M} z{4aj!NR}BCigK)G#*}4fP*^!T;@8?0QJ^G=VyjqZ)?Na1i6tpul$wwDg-i)bt6#Nbv)D%_mx4kG zVbOahxJ2$+wx|^(K1>4vy-F+T~L^evfzE@}}%BLTGQu;%Pf9Zv)TAH~erC2a2 z$8;1_2-Q}paP5zL3T4&;g+~PAcQ90?RDFSzu-z2%C~XJA5(Z^SzRw4?Pt7dlq95F- zkU!fU_vUQ=ny>!=Z#OCZ^88FmsFx@epVz!0E$vBux~4yLN>BvTqp7w_bQ2Xz2`f-w zRGO*2BdXC|$PTHi_Ej}aU^jI|c!4lY>R)CL>tzcL3<`C*Gu$?~>wF+71;PDa)l{!^ z6WJW2mDKf;7z5}5b|_eGyFx>~B#vrU9E+wCM<2vD?BFauQViYELn!D3m!(IJ`(n1Q47KIG$i$nThtcjfNRO?ohad zzLiDpLJ#X0s--J&vvqSSTe7-IJIBumm==}vd5ebI-EL(d`$3^n)ESMpjG83Xj*So5>TF|5f=s1!rQ;PO`gb_{ zA=;y|K9x4}6|BeE-N1gu3G#qqu~OSvH}E(>SnD24sVfy|WvO`Dqe%ezK2j&3*0ljH z+O!2~kgf;GGXh0s#aWor${;9>aC0LA*$ES#VvWr`5!VT10Y^olDwlb(^7oQ)1ADRU zidKcEI&%3!r>!hbsvq6YzBGfSCirxdnE1rbPP^0ninTs4MI@o!1mIJ@!U7c}%5VE% zDJOnM$BYVUHDyiu?`VJ5hcYJ1)kQ&CmSX!dP2wSYN3 z?4dHzf_qN$z7o9GEzj_l5iM-hp(<^TJ#3`lVKZbB;Oi#zm)!*fDGN?Yus?@ycdAUS zRD~p@U9MpX#l>IEe?U;NQch7hA?PXvBdg0IZz%Il;Ru$L_L!njVUE&xpHX@e{5*lA zmX*_k!FlTQ+-=PWO9SAl*578 z`~6Ro$x14&WA>oukxLDKtt&JCmJVZr^Vx3|O>%5@=$cf!pe=pr@w03vhk0M3bWm zERX=Jtx%boQdX>-)bOcO%c&z&n<(x-Ws|b;p)%=8l}Z&;@Nn7svSy_siKIJPnSj&_ z@c{P1W)2GcLmp|#1)K~201$~t_fR}O${IJQ7^`vXHR$w;Y-kB}U6FP4#9AY|IX0wMt4yYy2W#;7@?{RY{tB z(%2vy0R0j;pHW1)G`%$~!{=n~!X?dSD?m{ke#O=hb(CdHYaEF=L!`Lf>86v0jc@#> z4G5qGk;e=DzQ*DdYGf@}8B>%$qbptZBw~0xP^79+I2AK`1?$XJDg#t@yJR>+sDz{p z{{T-C*c8c>Y)*F$de{gyYzJqOW=vHn8S#ZF4#2hZ^+{j8{{VubWa4#{tshcY^XQDk z={?uKq)H#8vE3g?spe}TvI5?&IYhMyVMGmy(tFC?2$%>ikyCrw_r#fHAzE3;7s-gc zH>pa|6(t2)>Q7(?bRo-{MfTg9lTFOH{{ZojNB6=B#HBtSprAk1oljHK+%E{0FhUZa z1Y1!Snz}~sqfco ze!yXI;RlngPN{tz>G_XFiEm*oC9-;z0YYihRe5yS4le~OE~!PIYFgc%QjWk+bWNQp zBUqZM=(xBWUNoGfsmJ8i%YoH)azf;V#=8p4>dZQfE6q$yR049#dt({!jf=S+fijfu%S zAD&g8&ws^GY5)bQw1>#IIwz;vZ|6!D0Ar=2{GkAyo9Wt+}BgDNrLbm(Cc>Kv7w-PzQ8a zgTV6&SjnCN&_;>o5T+#w< zj?!)47Q>s9tl){PcrCy2fD?jPcMg9#u$|fVMvm$C6s#0>Zan5f&}FKkgy(l^Rj~H@ z3Ch_iXReaa7I2i3zO`zPAfZ9hpu}@Iz(LW>O6kRp9MtB|9(7?ahSSs`Bs|)(K~1>c z&?PQa6_!B-@+Vo_7R%Qd*!$VS`84I~znXtbF%HiX<>JG~_6E99Laqzlvm9U@q5Tjk zVKp`i-LeRnXh`<4tAtX4#O8SUNtrOF_KpfjiEAEe26HN+pt=guC+&Pa^Y|kKG^nLRIzi zaa^$Y?^&~qPY9?XDO{&p43n%#7RKwGQF(vjE;N#QLw$CRRx)Es3s+p-A>zahlL#FkiUV12Q?fU zC{e$^F=V+gNj_{HLHB-eX(Sa&QUiO(qE8D&WlBo=PwhC{66QE^kyCrw#;;CghT)lj znQ0`b-0a?AGODSrPVT~&EQ4nRX9+5nu!0@JP8+|(DM(b-P!?8P z%Na`)4y<6zU9_gA*p|0h`9#0_e!&M5nSzxUT%%9$o{z>GY)wePGZx#fV@WUy7LY(V z#)encwm$2^rp$0#>kI3bzz>up4v|m;;Q{er{){O#T53yWOvO>R4Q-H8#;@9uT>b(OQFbZ#*DrOQ0N*0C-H#r6?7# z2}+A&o%RD4YC=HXOfGJCByCZ{=LTZ+)T^G}sIFQDp$h`xE(@?bU^rsI#>1a7c}%@p z?&H~-ocNr3VpRZEyA<8ht?V#6cD1vLmT3E+=f9ecP6Wa+S?Kj`jbuwuYh`}eGN#g* zn4!I`qlm^9nM$Hz8j9F)@4_ZYoT-eVtQD*n>^~z4R*y+oN^xsq8WM$7Dq@3#Oby@B z@8{8mRFJ(HO9%H!2aWlr4YJlhq{9Jap=mpS)_&B1*BXMQ-IJNLB4Ptgn5uQ|QZ7xf z$Ho^rX!B~TNj*#{x3K%|ZSkSxsYsRsX*6IhelaMeHk9g^tLBo!i|qB%Y1RW4*4*82 zloffzr&t_)B)NIaJ;A_OP8I@NfY7y{VI^IH70VW&3Z_z* z7IMS6z!6BfCZ!#u!pgcdDfl!>*QKUf*xdX%iiQ&s71x39yeW8bym zDJdsah%Ot11x~D6Qm=L;ogh4)+DSMJEvt*SI;JC5YkvxiFOy7qa_GS?p- zs9z^ls@F&2_J?D3M7P65@h~P5fJ?c2hS+30-@%4EOF=Z0rz)BIiRP6tuZ3NCjgc&t zC8=?Ssi$_%b)2RRAnSWXw0j6-G_b(&-%o@uSyg~kfO2cMUJ*$)nwo!!^?p3lzj&_` z68`{pkL?jXc(lX)C-RMRz+jQULODd&cXTIqMEXfH0i{Y5n>b_|yI@Ub{{W^9w7cRq zw#W3tl*v#8oph);;vld~sYIz)xXUx-a)JKL-|R7luu%l}{CTJ9rqa}*VeE>&5iOda z;ahq~=gesjO46gbASge4Dz!B%LS3rczA2U%W6rv^ihmdQcvA}mYb)KpTyW+{Ng}zF zsjT6NXMhyo6Nt!X+ARU3&J5pJ=?mZShfR_dq?PzVxcER?4kGFHl6DajlGmWO9ARjh zFGHts1`&0IIbM>?Y@`7Nn(Gi_})t9iMh3s9>3w z>jv>eg{V$JCS-!PmZYC)0N5SB;sW_W2mP_Pd4@;;ZuRXfhYI$gy|na)qvZUUy;TKa zk$m518DaYd;CYh9$;jBbwh$CBP;u%r5batNm)PN=fU=~WW2)D~Z;>fkDHQdEADjfO zAtYorH$0R7idCIVtHGY61`^VJ&Jo;&5@tzA;fI?MkrhkE6>$ zM5Q&zIB!1)M7lu|$4l>R=8^ap;vloQn5v&^B-?WzCQ8tfq8%lJ+ZdJ>ib$wojq&I6 zbT#q>v@T$}rgVnVPR_UwV$igE$s@E!(dMC8T4RDX^N?^hF{MLjSy|jZP0Z5}m5;n0 zDMCV0G8P=#WJ?!NIP^>2&YC z{yg-ZRSt^T+wzB8(673bvTdIpVWCNBiVH!=E!@C-TJdg#;_3Wk-7zdp45Xwds91MF znSv)efy%tZ1>AMvxa=yIhZ&g<`4LSu}bB&g0TmhiHUuOF~G%0 zoKnWdkIk^=mpvg%br4loMzBU3FXT&{g%jr%r9MD~eEFMfBuv#xrj!l=%Z{NG1r-hO zP_XG%A`Hm^RHs=ANp>%W?)U?hN-yuC-Ki`;l=Vie#yB#ydn2Zv(d(@Ws92;j{_Ek! zAJI#g2&n?&_*Bj4T-Xfaj!uxFg=aJOV&vZsHao2v9#PZwSA*_Q$nf=bOqf|I#w(Pk z0>>gak6%?m(k?_QTT`N72i-V&vn?S_aN`3Hxx9t}xr+6YRf`)&lC>5^EPElZ&n^D| z(^I#+oWsEsX!W{1KzFy4!=B(*D5y+8eHI;V3Js>sj$dNPk@UaCO9@o_L!u_wHYeG-OxO&H*l zpHw9~19=He1!`5<*@O7PCIj{#g zN{%$%laM}^Qc|TQkzI~%L`hn@N|us)Jhh656170zwh;Kzm*U<=hf19$6z}^P2}&sQ z&b2-vWPZUi29bLn!;W!8`C$qoq!ED|IQeKr6{%M@W=r_OW+$Swg$@VM7H3WF9s?@6 zY)`|`@`;U2MX1bcA0<;)f_7qG0RhUTsFr09h<_q{)hSOZa^@rf($_flh+0sUCPGxf zI2E>L4xUWA-6s_YZIC%Kl+z0}wQqoZu*+BlowH~PNpz?g;?(ON+wMKTP|CRVF5`X zgMl2%SGtm}!0?5t;LR&n9DG}x%M%i23{v;iEpqHqhzfKzQ(j5JF-)Kw#U?# zwyK1wRPA8x22#=`uh;;SQ#<959-@h10d{rX;BNfkD;OvR4!&(=B|JzGZ&*o6LX@&a z&KAeE4C#_awcYdG6Ho&Iblveuei`{{1398l;0-@GN(Ko?Phf9A+hdeS{{Tw8UMeg- z4=73YQUN(TpCnQpAz-iJ)bVU`iA8o^jTJuHL-Q=`N{?WPi@gLb?P5uayRz)(eX`Ja zV+L%(R;Ah1klA<%76S+~CKetiV2?8_ByC;E_y}ETN>r2V<~gfYKEiV+z2<^f7dYOr$837Dq~OEDXZ+;b{o%OyXi>x{y1 zLI>*@lqP}{9~@cj-OOjotw~T7QcI<+*#Su;EE{cpxN0lnfId)?rAnycmOm)g#vV1b ztDQ>^cBb%xtP+H>M{p7EEoR$?$U;=G771cfrebh}g+8r;Ifz1i)OeVcr6OIQSb>ku z4vu10*wR66dC%|nM7;}Aq=Rhj>MBXVf+2E_sZk*>y8fh8q7spbFr-PCB}zssXHgq? zaD`4p!7|lrC#D-4p14$|V=ut-PdjC)Kg=2wrqxOv{`MXO^QL0%n%268ZtVTM>{K6P zhv$<@Nlhh=RYbIVL{zWDdFBnP0XsKBK`uf-JX@P=(lt}@JEBok(sZjrRGgVbu)t%@ zT{XF8`Np(^)UV1BId4Flq&czb?(9w-4wn9j;;w!%4#i6w|EwR{9A zNmR-QNRmhgF8J5_#2Qtef&R*0rOEk34!h|(=1uA%Yu8T+UmiA+i#?W4n*Qsrw?s!@fBdcFs$CCm3x2VQ=$B2|N> zMx%p_y723XVN3`>cEbpr$`Cq2m&6rjN0g;|sVeLb5|x^!zll7^N@azWq?abb?bja0 zJsLZOxEc9g>QZoEpOa1d!mR*N)sgVvuT9YG&sCDkY>| z&*EV^iAt#zt3B>wnGG=U4FY0-WsE@2WCSfqO66+n5FI%i!>Vd9b_xXc2uj$5&?tnt zb<5ON+h9*JWDbZGD|s-P%Sba7a9r3Cv9a<2S3u7S$l9oI2WL9K#GycOXaN2G+r*UQ zUxX7>g!I{fV2>#oX4o9X*Q@VUwl8Pr;^G#fmc@3@)4~lTHlL#g-Mpm zSxpR_5D09%BTlDziLlr?r*MhefE>$GOA^R^l|;ccRnSEw;?18im&tOnrZd0c-M%aq zwG!^c!UBy-2>_fNw=qQ0@|85AmKwU+t0IF=jr7h&h097c5}Y^WqqM!^ce_aKeq^WJ zmOIQQLR7Glr!9vQ9&GuqF5w_B4W}pVi?=VOxakLO2_=ZaV}ZK2?^%YN=vL+ zKw_=%7%c?sBzQ)w$%77&Kb!>3nz@gT0fu-&hy^02mZ!vI*}*d>Ol^d!{00$ya(0X( zM=)x;+QdO+t+KH3ij}N>^G2u@O4d&d!0Ll7cGCa>IT3N&hcafNB-R-5ACw7XCSp@z zRg~KtY>H&a6`b6wy3yy>r6~I&R-VXV0E0pbF~?trWF;iKBnR5V$SXowMeoJ{Q|gx# z;|v@pelQfLUmuh(fL4H_FnDBu2I!c5+0}nj!cNc+Xy-Hf6EI=zycrmwV3GG!Gwbyk zbEv4L$N7XR!puP3>I&d|AqiTk*0YXUy7L;~-7a~U8jisez{JW| zYdi#;CZwZvR#(HA?phVu6Nk3o{{Rp9iHc4=9;H~qbc@lUwU>{;5m-Z{g2z3RJZFNtna+w`3%nI0w2AL$X%tZH&;Ar3z=cYy>7s z0Iprrzi()TBA0%YwR_kD`o=uukt}3in@SvwC2jLQK|v3g;|hM7jn3?ZOiC_nTZAak z7g%GF4047gVskroydr9Y z1JPK;@ei^Rr*!}mGx4-8Qm|0(7YC@cX@F8pvqP}(IHd4|j#8AeztlyW@u%d_6oM3! zffzxR$+c-yDrV9S19tc-ZDnJf_{6#W1ff9OT|++Zd5S2hK5bN+1!^Vx-Vmm0kdoUR zVHL|Ps?wL-UJ04gLZ~O+urJ@uGhzY~KaeQ*lL(hnNs`2D;9DJ#CIeKpo0e)9i(`h) z5K^-9B^r3A**+o`seK|sU)`%XTIZ5LPesjB6nE~&ssKnSmYrg8U@#8YljTqS%+KvG zh6IJW6qM|2e}wBD&mTxjf+pQnmo7_o5d{;kF$r+5`=9;1V!2374D0|W`k+eXKn%2k z%zp6M4o#WgCW?7AB_sVqcj~pGMD#jVS3;5ODS;=cowI;&v%>wQOqyG@hjb+g##xnZ zxFh25nNuC5>!cDxF&yedwUo*Qg*dNyFqw-<37GVgpU1irQ|lEF4oTh2v9&54q9lGL z3;q=j-er?xFI^mP_`;-|CgHhBe-KZXHebAj4z{;^8AOAlw||G0uflvHVu=Jyr1<0L zmoXz+VG36e8>`Se4$g5}L2NdTxL_N}Xwn300^#}k0{et&qtlfs0KPBIvn^Bsl{omA zys4@$a$mX%)hwlWI=&1~sIPVV3@st7r?$^gRKx?LQmaWG$;9wu6sakjyoOhFQ7&3h zYrEUW!YWkdE?EsrFbD4bZ5ABbiA^=CX7Ho4cQU1~qM*=d!JEPg79A?aJkpX;_lptT z7fzPgJpuTk;n1#~7tO5z!kwgTTTitKVbQmu;Yj25mZs&+e6MOa+RVs-?{9bKlJ_azmzAAzMX6 zG3~cxX=fyjkH7MT$@{vWi6d4QE^%kR+8yZaUOJmox}GBfuNU7FI2{A z`o1P62h8Zc?Y?j&@|z_y6q$vucXMmw0aD6UvF4NgH8*qzS`zqNcSVcvhuadSC*GlK zFb4u+h2Dh}p<7e=MAWe)CZxB#oFK|q`qtpE{y1@NZ6Z1|2EOG67;GXEfsnb|6D4Lw zuH}0twjD@UxiKw>-NO+I(U!tx?PT18)!_(C<!rZ?Pc z9=xE=o%LXpgy7_2PUuG?l4Y;{Ak7!x!n*88W_wAJK%Se6ciw>0h)`#n|`W6EOwSq521SiR2a{RK`ETVn{4Ql`;FND*WLyCQz9& z+LZLF0PMo?l0fPl=$WL|O6z?3xZxEoK`9uO77(*hQcB2{G6{AK8bxbNY{x@udJa;S z33U>XJ=5i_v81-lorQ#tE9V&04*+BskdC$|!faB=Pc7 zG=@+NTRt!nFcGm#L+&u;L1|_nr(t^+ic%N|6D2Zc;HR)yuCusv{^~>oYYu+pyhcTGI>y?XKJ@Mn@g^{eB2!_iBilnxUPHFd4#e*MV_q+tAiD~we z(oXtOlktoBN}QW}smMPygK*|jb!zqs#Xu_}(3%nq*=nhf8R}rGb{?ow6IcS}H}JvW zEl3p*I$F$j;2IQ@f`LikZ3P7iq01;<*KMB&PTD}hu*i8hTx(1GL+1q(11d`)&Ly_`$y~(*q-J-*v_|Q~5XX-X zwi8YgEfl}4SaF$L1B4|k%UjirRXPA}*XNlI5Tt|Xs_U+gr>g+MWG1{bic#|HhCOu4uz zVO>ebtlJnq~Y%1GqO2 zB5F^y%8GicA`pRsLvvR(RF3n&K$l9z=O6y#$HA!fEO?-@5P!z=t2Ov%dnoB4zW#XY8tFj*4|2?ND-eLQ}8-+2lC1 z)LkcU-9HFVB;^$*az%>T{{VL!ThM5xO-fcWJ-Fc?UoWV?glelNxFg8_0Odc`DE#^B zUGhpsDnFJcJoK@nKIch2xW#hR6rH1P&OE^gWlm6V_#|ySauBr40;z4RGk3})%>yMR zN4$JuQFl;HD&m`8skxafXD^~X(eDux5j2GapePmqyR%vZ-9}Wz%xAtgBtRnq9B?qT zoDh{O`9sIvUqKlF-z&lq?TMj1VO-OYF;um9Le();q{}^Re%nVvnRtS81V5CSa=x_d z5<`HO@h#a3n4MXrDjL6cW;n;urxK@fg(%&|DDmc+G>J^j8KorM&4r@5stMFn6N8`1 zD?-AO?Bj2fGH#NX^O zQVSYc_6+fbPg-s4)G<3p4rL9Xj_4@%lA@b!1)(*PW)SLf?D-BJQ+vx2llVfvMiVI* zC%oo*;VP4BqG4l#s=xSvc87_R0n#Lrrzcsqb#8>pdR@<8cph~@KF~>PKk<-RFa73gN{=`-~+ z!<+zj-3Cu5`n(FWUg7t9%p;YoXwZd?%j!vIs|XY3tD+iWzV`0WIKj}e5$uAHrExrV zLYBQ%u3Wl?^%T4+Vd%;q)VFT~1#=ZjN9lwpNS8?W&C77YG;>#^N`vbqINYq`J%>v&2X_xXBRT9bwMExtS9DCKh0l~qArTu=Fmkf5aP1^pXf zv|T5}a4{_>6rm%qK~B&|Y$8;_sf|Md!w%@B00FuyNU&a&JJPO@{^1Ui=$e9^;-JKF z4+2?Dij5@Z5?SrK0$2w3a3`B2tKI-SE?SjTw5pU;?mMvSillJlVx&}p}ZN7Zm%t6 z0gSn&NO6iz9Yh!?Gc;*9ifJ9RzkE8TSmxbu2EYeo9uX}nO(ZRg?8C}brSw(X#6psl z6;xc38-RpOlqxMklb$vs;}WHuQh@w(fju})vcDeQxYB1aDMGhhk85|r=5m#!8EjA$ zhvMEw$V90inQ2xn(_R+c#yLMC!&gf%j1)_O*g^i7Pb%dzQ23<|;B0h@li?FlDPC$& zO3jF`SPtxRiRgQfg#o!P5BCT%No30@N=9118joxvQ8T8gC{9e{Gn+o>Gp3;kNl9P; z_KjIVN=Pg&#|_Yr->ClpbQGKjAoales;*MDfM4=3iK8*BJ=JDBqD_FgiJYwcP!viV zckbKhsHTB62LAGvrynmtHjiTNDbkapBLs(~yS)tyad!$B!I+gif-ZTtYEDD6)Q+m zPDT|WnI$Y6A}~Ef2q~upGvr3m66@DeO;})mC{HLrB&1TY_ijNQW*7}z&+9mtmVF{= zFYt`%LX|CcxtCS^975*Gs+BiLHNrr)>q1v$x3a5(Hb7*Q$$zUBO)a-<8WT-dJ7B2^ zbtYv^v@7yF!7RdBKnH8w#KL+eX0Kp>C~{s)tRK&fR;;fkNN;Oifln4d3YWDI|NUHVQj9`Fb_XWngSeaf*r!p;qxA*>L3mAX^8$|-;ZE;6PMCezl3@s zg`_Db5O9jQI*LBy_#CeRB??%46?=X!&OHABCYdch_+@twoKhzT-U#m@qQoA*wY5?c zz&ABXw9$dv#wwnw-8~!_@pyXF*#nePk=M*7DLU!TnWmsGj8Q2xrQNrlK1FjB5}l?D zo=CM1`;%!PHo=?rMJc)Vm6`NvOF0_J;v$6xRF!Dy*Z>Xj?B=bVYBZ!C{^(^gCwrTJ z50KktC%O{J38a+UHqWjmt6~-3VG|FqQZU;5+Vd~5BBR{`WU}c$raSrSn4poq4vAq+ zj?vV7gFB^qkPom=k6%4Jo|%jHy_EdSB!a28ytdVEhS%p4RrO?RfLPQp%L8oUnMep5 zyp+mP6lwsKS&|883Q2UEf-@dKw(%$<_1%#5c;7X5&t$+#DJ{C*p{TNNn`?+Ik|gpiDFOIs0z0okd9F~cnlj^`H7gmp>x>@ zL6t%lrV4$yIOEKvsIW+i!l?n~6%mTP((t#IYO7R|T7luV8)cx(nb8)uCGrvUxib|) zR{AnE>mlxTUw<`9I^N1NFqvzX0%jIT2LiECNB;U7^j@c#f1Ddfs+>c4~$qEKMtX@g}U zK(R`h;)N}h_)WUR8YVki1M-fVf0#qKZNF1Lpc6EKuJk`%CQj^1f2_5*|Xju4WEt-%l<798@WXEA-0x6TrkV~=bO zNQNp~SGn*X7^-t5+>^EL1StqK%lAgloF(Ser4Ei@MArvKPO1CZwtU(&UTTBxNZT4i zQo%QKanxWlibFoCfn%Mv9iNo%Z&UGRKzk2zhK}A(5N~uRI8XPu}c0m6CmsC)tm8NUE>s{UaV+Zex zYVBYl)*j6QT$QR?Mfya7al#W!^$?`evxOVdGkhXoGuEJNizUUeiC%qWDZ1UYj>xD? z)hAY3Q)b?y+F$^b1ns7*y0L_VB&m6|ggKGbU*!NP3rRUMw_H8@A*(7mgru5y!=|R* zk|46WIO?c3XofSB-h2dV&PRufM@={T!|W@l4!Esq)%&{M5S2=oGH6zGr~$>q3J{Wl zGj|8HMLeNGT(D2odseo29ne!Su4p73Wne&SbwCN0n{5x{>I0Qjp`)a*=-E#korPbM z@88Ag&e09B0i&d)OJWhmgkc^+^8O`~1OYt=Xpx zk%ZzkQS|idq{gE)mqfYVJTJUzRm4pwKpdtd%%R3Q8h zOYSBY`K_Q(B8`A5$`wxNE2bsvg7Uho)RHonaH=r!V`oXBMPV5escPJ>@wle40F3&V zS!|uJ)FY+?m0^ZcpXx`XIcsX_7~*!-_F4J8XHnYN`J0Z9HE5m&=Cu_*rE%;vj^%>( zD1ux<$`9+#o#jgZ>N~MpNEVj zbZaNQgt}Y>A^2b_Wf18IbRoZ7=)OVaDVcny11ttB!yA5*+1P=DBfXwQO_2-i(hyW_ zlwwIeYq#yN{nzWLw-=PjNfx@TFic--foGS2NdNqWCOJHVHG(Rzc7)<{u>v-1t?oUA zO95MOb5FomrnzonSDNTCaeSuyA%kQ zI+=$4FjBD~oxo2|@k#Cc6L+SULL-^wa^YaA(7Pt<@@PY@zh`!pW3|)Uu4U2}Tk=I_ z7tP17L-xacn}P|(Z}3~{*tszCnElu91d1ugP+P;nqd6f0?X^s4=B%)vcke&fGMnT0 z7k}n}mFNf`S}rT@&35T<)nb(>=FQfVuapeYO=gRRuw|d6B?DvntB8X7YHjYNk_}0Y zZ%0RX%#{;}AiRLN$P_|*BW1ijAvOZV(`U)P*>cuVitcjkk}|4SOM$*VwJNg1d7Zx& zOYqy2$MIj|q}k)eUdxBMwcN{SR8-OQN$^6@R)N@CHdWIq-z%_g2Iqb3XZnftug3>K z`Kg!OJ+x{Cvx)};UbLa48Nc_B3=NW!}zo5-8NI$O|PCKXVvRe~g8BTri zhffU*u(!{jgxc)Rpg635Bl@fH1}|zYW-R^&+7ZrHn<*V_$deWajNs#^Ru>;_q|g_~ z)zO=)cS%se3u9YV+>Hb}NgU5T?F*yG2}*SIt4FEr`YX6HIVFp;ieJAPviON&5tpOV z-N&R3e@Z$Dzn&Cy9GYSYtZpy_M)O_filLHTnE|Op0_G`$=Vl3>vRp0VsLp_S?(M3Inwa~ z6<@Z521xq#8#Br_<~4`0bCWkuK-~QRYJLOwhg5zH#v_3+T?Paep2@-eIv)?ibq`!F zt;iLbv%)M2#Cg@mDNnLAp_<{dl~_F+Tu}{H(uU)H0?bVt6;p$)$PK zBwYWnJ9!iu43YrSw4`t|K%AZhR!OVwayWb2Wkxfvb_Koqj?rhom><FBgfDH!i~2NS<$SI;jC{NVZbGNjsq`!ppezJ;Qmu)}Rf^MvLz zmzh}hcQQV=!lol_7Y80xQ&qQGvBvbzQ+R!X0#T4@nWtmrwGVgnaL9vjwH- z)G+B_Bt*^*);5px32F2cA(mONfwvt3{P7iE?GXN{eYmO#pCH;GsqJ`*HqN?i&c<9! zzt6Q|UGF+MRc&3)|22NS3$h#m7gYaN4rs(toLoFBnPn;`{H@W&r{+ z8PnBtr^nRi>3r88MD4GFp9@jSI$u&>B$Uwbm|X(=?rdALI&ijXvVW7I;?AgD_;k-G z;nDADE)pzug_wA@-Zjj)l8gL@Y>fiSSmK+Xr-O+Gd}{>?7Q4Q8m;POB4J(8W~PD`kZIok?KPf z(!uoRs_|zOfMw1TJY`HAZe~6(`z5X7o#4QlZNF+&)@tQ22zN z{E}HlnxZO?`*`yQG1=<-cWSHT_MK-NM5G6J$z2!x=4~V1vBJ$C5&g>>vs0908J}NI zOj$Dq6XrAW*zToq8Dkuue}u@2n^Wy$CcdmMSZMD4nxk&P&M_pdI}&fGk(O#@>Ui5+=(V#9ubUHJ(qkmyVS@Q**` z+Db|?Y{QrQMv|IFjTYr?+CKzwqa?HYFko2uLicLu$GdL-uo9$}`;$hiRlR+{qBk6% z<;h;*+_#sf5Ja;U|Vag^$lW13K4?oVA?XVcY>|@cdz9tb*31q z@_jB5UF6?i)HE|@V+8R|+R6NOZl)yWft;NT7h@H(Q^hWf5!&)tJh>el8rD?0!lKPe;&#^D&zL5 z)7QU@L`{J-9DP={qQ_JK5eSywYZpLalD-yWV30-axnT4- zQ86GvpJCu==lOXGo`#`o*UT}w5E*G(blG@(56S&OKd^#hQTD1Ji3u3GjUV$6!Km;~J!{5k^7nhD);*q$K#;;Q(#kpJ=L9Rn9KTisJ!NUc2B+FYV- zxAJ)0C3e?ge|LF2CPvY^)=!8*!GkrK9BY+~|7~ z4_{(kGZWok`5oB?OYb=Gf=24SAftoK(%9+pA*UrocQ2Ga%{@%KLE+@ zFjb-zI7`v5$%BUE{=;ymVV=e;wn)UvzpyC7rC9P)TFj){Dj#o#!uI2Ukj+PpOc<45##UjL4>~H`!eo#9xSH7=E+XM%HFUXlu&KNK{Pa`>k)R zVuNRQAM_hcq(O4pbmExpb89{gzd-)VPgYTn*Uxf+Q54GN%iD+2?mytoUN%QE}g zWg+@&q=T5(5Mlc)R0_Th)*JsH1U^FBx^XOg*uNC>aIelO!})K8xk(k>{Mua#7U++pXPKIP-haGJP7kmx*?4K>83HbgmPr0vj6wjF5usgR`U! z;KHg`h90XDrZFQ02(xwUeqL=jpCK}bk2IQvI@V|&UXM(P|EM-OUKKA90#;(AX(3x_ zlT_l%s7y;y`w#1T-RNL}g6o_q`QNo+%o66>`~wScmRpKW8>6<500{rp zA`8O*ViiZ_Ww%h2HPo7Tm~~578&4~jtajLy=a6DnUd@GwzYEJ#gr|CT3$;V^pd_}4 zuMUQz8FMK%yb1)6G>AyJ7bi`?)Rzp8j#c9I^EfW}F#K)Y%2CLRA`PChCK6XlW?T^$ zy|z(lR>)sja?bg?_Y?G?98Cq2Sf1^eh~MMJpBkV~(bo24BF8&(sXHC570Y-5MbO9yyy8RlQM{FuKhwY$TxWL>l7v zsK3=EP5moVO3Q^hO&5Q{G?i=^@5bNcyW7OXB5ctNOrgyW1JvP^ReXKLdbR$s^se=Z zH->!h_`DcQCuY?6{p6>u*-Nf@;!oVTfb15^HN7d2XM<&(iP(rMoe^p(`)mqpMP?vM zkw1ys9&LB4DHZ38ATws((5H{4&9R^+QbQ-}U@t*0TLZI2EkWhLvpqmsEsg!^@$1-k zQr+i#{@73?rRCiguQhJ7y2hab-jNa?|H~f6zGg-OO3zsV4RvI8q6n$%@;2^HfW~Y3 z#?kc1Sna~r4qy!ASJ%lny#^Nv_ZxE@!)DC;OZLjFf5kEFKHxhtnJz$3NCVvs*^T7Z z5$V%&Zu)}d&9|b;eq2UUbEWpQ#2WVR{a>NZJQ*F>01r#|r~7%p5ZV34VPJ}-WQ637 zZkmloxlv~y*v|;kZD7+yl#lFmf$I$F&v+@c{4Fuq=h0s7$8s2^Rldj?gB*_ft7KHx ziIY!r$a6uZwU*eQZW6dn&L0+p@UhqzVN#&F6*$>G*q=kWP3!qAHNPhX_-QR#8FS2k zyLwe`7o#F}2IP)Zs!nC5fq%Y9HnFe&wHLOKXWLs^zz;%ZY*@wv;2C}$IVHz60v7Ex z_-*~2EFvCVosGvXJ{sg^-+hu6#sy6E{=;H^*|-#_njBsZlx1UHB0JEnVUOPY=F151`d@< zs_Xs9z*Hq9wd71r7)3mLpHqz_E-a!x;oak&g&F`|k7X1YS%w{IdRpZF(4z3Q>#6gN z-#c=r$SxX+!FsrBCH0Y~tZQohy*h*^hT;0j#xau4Ff?#ar1@EB1D(*nENR>x$?#UY zDwfW=x^b!$SWbO?K$f+0Cy#66?LV4R>d7yXzLWg<6I6w6mn{LJh6l(eFN6}H0l(f+ zo-rG8zRR9eVDRJU*BcQ!6VvOHh(Sl49q;F3b3x2(pKbnN4%au-pMA5Te$N%luE+WK z&yFhW)5=S{e{Wd}T+s;fx9M&Dbh10Gv@u0kfb0!o_?rgVH)}t{$9WbU^s9Hi#4*Kk z!Ccb4CIEqU>^3lMB(p1&v+ji2R;1lP6eIkr+wZm*7-vOg!2ugr$qfHKGOyE$)cAkr z(NP?RvMl{cYaJ$=_{v{f-oEhzIz^w+&aBs0?I_efgrJ?&ROe8rQ^+_#OVdpolVJE> z*>g`Y3S)}OHZyIW(Hd%1r)``M=9?|9)vN~?zbiAE{CHL1xdKiV?2y%vgRg5C?6IgR zZ2KMcTk7-hMrR+_IY}an0dk+QlTw+XB$uw_CX{*EqVQ~s!M6ryhhuH=7N1<9z%Axw zoYh3y869Qjw=1XZPb}5S9g{8Q_wl8^vYpxs(Q-rd>4M``CcX=;&q4(WfP>0Vu~YGI zE}2AGaMBCg?`l5^bhxh@wocIlm-8F0_uaV;ga-DfB!b#O6Zo$Dc5N5?jjqu&{W$O( zT7^BE<&`yd#>Nh^%!nxoTa@5m)d{UA%J1Jki9Y?YPP=%{QBmK;e%)y1{i{EF@*fXy zxlEyY?0v~KaSd^*?{-*mm{i{=Z*r^{eGYZ=aFCey%hvy}D4w^gl$1A!O@1r=TtJL8 zd*!1$nx0}*_2TWG*v$_u>L=gpg~r6~z>5wtbQCXKPs5;6E!28q8Y zeN+!T)Ci#DFCSN~1y?mxCZ=5%+Wld+c_Mc;1RsH!d-0rPda$kqS&B$zwv&xtn-lS? zglU6cZbnfT=7^enW8aUYO0vTP^0s2>Ecbe`*dTHXGdo^h>inc>RyU2+HXQTg-#8*M zZ-&9r4b7I|1-QU>_jWWi$uk`$;_~e4v9v!?eEw7_$0tb$0%G5{v!Bjmgl+u{tstTt zZ;l7ym|-2>Yh%Sm7m(bW?M>zfu#?7}DS<*f>n;%t+X4;i{cD-J1vDj70Pt4Qk$a96 zJ)A%$A$mlHlX!7Ipi(ANiYcwX97GhSvN2uuC;^#Ii$(8!u>|oWlMn!6e2EvY`arj^ z?i;lS_?i)`;Ful}E|7Nw;|MlR6^Al9>c|Wg$1dhX9=(az8)kQa>duhCBZv8<-=Izs zuptAqPZI}+jn(-TxSB7*IMJtEGPw9e2L$>oFZdet;F%GmO zFx2tg7sHIQv5pwkVIMBd$fQI#iC=V-OxHe%GLSgTY#1nf8;3bcWS^y)z%<1Jc_i{H4uy;u~t-PY?(Fw>hW{mSL#lh~%UqQS znk1N2TS-ewHo{$(u#LS&+4|kb$JU8L&0ZDUGljcC5|EY(?^@N;&BzR_x;BX2D@53@ z{>5sbI;9D(M%j3|6RSH`E~jtSj3$FKif4Sn$=4a5$O{O-H zW436jC~IWY2B}p~jzF`Dd1Hm^(}D+iEm%Un3LEWw)I}sH)kAj-`^ishP5tG=cmo#% zqkuOXO?S!Zz+ltS-h8@;eXrzT*-rh)+x%e=UY^mV>s|<#3t+(-y7vO*2PS@%_J+N>u3Q(BD=oK(jpLY*MpAA%}A3fCBBv=$(U>is=J z%f*3$+Ic`^%|d{5-io3KT5ZkMP4V3Gp@~-7@Kee0Kh<|lrjBiqZtp!JRk{WfRX5Gh zRy#WB9tz>m=ccu8jSNB$%|Y^UFLzwCvqLyfJ~tBbS!N3!rUxD!Mol52SDyL|w*1Cz zSL+5Vh907I{=_fK%~*7gmNJStJiv86KMX7FT&uqOY?@bNBt-wZ<@(P!72waymJXp( zGCQ{=agDbaArmGSNlIj^XTo8RGUYFp`beo*Fn{s;OEFnATYc! zD48mX&l&L|nwyTbDg1e#-j5I^sX{ zwDW6pnkj~8GHKasCGp-OsH*D4i>GQO`gvT+oRP;w*NmWQk@r>>@;jF!iYvaLv=wl0 z-w&&A>L33EVp((IRae!KN7G1Jx6pgP>Tb8r-Z#npIgG}7#fy#9_9BU$863`J!@GQq zZ{O{5+zwGXde<`-%0~`JxN|w(Q|rdBN=kw@`@Ir9-1EmfjrOnN0kO5tJyaHG8Q7y_ z;u_7FEA3O<3%=XBfI9^L!wO`Tx-d1SM!QY#65G=n)uW146jlGj!s+AEs9v&cGx`rp zgGYq-mD`PKqDEHp%pVME4UV}aR7*0TUM@r$krr+T?7oC@p2S)4YM63vQtUkZx=47J zwtvg&2Za`Pl1P$IW0HMVQ{da8a{D`k`(g(7uPhE&V31SeF@mGR6Na|9u(QPW3@3rF82B7mDOHdQPs89 zimGP;zD(`OA6?r#Y=rzB3?I}&?T}hVbCQuV8B>IJ6=qqq?MYF}>Gp<9S4VqUxr;u~ zyH$#b*eT@$mSd)pkGJBkw3vxOs)M%(?c#hZXhwnNjeqLu$T>2{g%lm9OWDf|286$v zeCR-PGR4}|Dte0&K@7j}lMH6%Dr`}ICCO+^ne+TknIGPH?#NmA(wX~u)rt|gL6O7z zovG-L$nc=r6=j`=Fa}PYWZ9TstN}#akCh{wsWMxoM zv<*gY0N@Nw&^s!4Et%U-8Fb@P{2mjVU)Oa?mnikGT*GuJlt1<0wVYkb=Twjx@&C_&kD7t!#3=rF6Mf+qwImKT zRHX4AIW%GOwAq=-H_S^yFOQ5Bya)v_J|scv9gN_D49mfJ+H&zXJ``Dl|H`l!=^al} zutGR2@eP&pbVFL|UL-ihPTARi|=0Vb*VAkA?F0nS>N* zPDPSnM(W&uxx{0T^AoStas-$|mH3=%=(A{faFaV1)@PHVv=Ox$a~H8?Az<9L0yv0G zZB@wCW&bnsU`9(fxnfw;5z?CBUtxo-8j)RLdF`|05a~1yQFq_ zY;0;Y4Fp(a<|bG6b#Gj4e+dsp$M-i$;VJTEEmL%;8@DNw&)Bz=K;>*f`Eh%o!v}rz zMb-tap#ka8y3wWL_ofzV9>{V*axno5?okSp>w%S$=4AHcmeSJsKjcUC1^z>&2ta-*`2ChefOKbX!L8?H7PS zN%V)p8*X158$evirYT-=Q^us^=YK@^vG`c%=2x-sBG)-TWs$_r^W&}>JUf*79cX9R zT{CbkN0e+Jn$TWNA7!4rI0KE$b^xhBji)!;RdB_A9?8p~z{LEnSuc32Dh&9l?c-{j z24RoRj9wU=Q0^PyuuMt>+VH}kTBqK+%Hq+!t6vCi3`t9f|9BdxAP3KPWs6P zT?$M?I$jhqaK1GnnO8iWXb%GM1#6E8wZ7v$`rF>X_1q?bXf7{6g?lHYkpJgJ%HoGF z)#$E#rN6LF>3>^9$&MhnmRwWiVgz6NqW}Ly>wXN2%KUkyoodrcX2RfXw96T*83iyL+ zmkiiHUN*IFJLkgus8kp4FpZ(Jl3A%1V^~&SqT4}g);p2_z@2>cE4TDooReC}^$6B5 z|6D~w!zU+}@h2p;h7;0t^r=spMAC+SmQ~L<)SRGoP8BN_Kvl|qff@}EjBOv@4a;o9 zbc?lP3s$?npvsVYi4$a41v8*`w+?x-Yc*vvCt~H^7iKY^QTQfz<^s8~P|xy;QIdc^ zUyCglcYz7cZogoSn8Q1XQVd?~*qI=_|Da4KYbe4!krKv&%;Pu^{2w4!6Qzu|h<`Q2 zvj8wt4xs*-+>z_0Jl1)fyt`|gohZLR)@&(Xmeu5o&k<{JFLP)ftvoZr179o+!uad9 z#i{4?y>Bk`^9svT1xH@rmy08!6C8i^y?$bz0|7(AHyKq8-@)O4*u4ruuT30_LB4!5 zF7C3xJ*fdvIc$Z@@T>!~$49qC)y zmB^~N%(Z*>7or6*;<&!3md`w5;A8OH85wh3r{LxdtWHgkI(<^3N zXmV>O=cOJ ztdq|DLbnOqg6g-6MgA%UQm=l$+^JkbO0-Me>xm5zpC&2w@97;+jI+7wD-T-r^0oY; zLJ1IZ)G_9XZ>k!tv4gZO%^SPsw6HKA_o>{*5{M6G+`WjKl-8zD0z^DTTqp}U4q{A1 z_btIXi9-W?RoIc!^X1S>hKHdF*y9#qvRn9PIJ`ZFXA0|^_Z@I%ZmC{9{5a+P^}lL! z)yhvXU^Ck6tuyr0X0q3bC|ZFxm3y1rU;mja8ZUtHVxCROn>3-q&b>-!n*re`u#0VL z>tc+*Ga5YGH=4Rq@(WYrkX6@3DwIw%e?C@U_f5v1@qb@n@t>dGZ$4%NbG`P=9d0PU z4gIg(RR(tRy$Wmmmy_&Y8O2>mIDcbjtP|K~#l_h4rZz0mlYg$@cLQ*6rQng#c(_DK zBl#$RsysrpWi;tijOs7X7sLZ#k`T#?Q5)|R*=&Q{-gnNa_Kj9XFR1`=V6_Zcezu=# zODs2E`)y@Op*WN4gZEoc46D7i>V7_{s$*SEaiMCfw}dL;V#8~n=GxV(^EG6jz$1E2 z%cmTgKQ=RLhTG4o#_-sfoECSzm&$QfpaQd$adAb)3bBc}xR>2mYRU*!5u;oP z4uqqZA(BvjDB~^k&-N|<`{)m9XnQQ~=aX4z_=Q!wCTmX$n{5YRSMAnEj>AJgNN^eQ zvb{v+UH$g2jR1pRWwuQjo9sTYg=@cwNKBOt;Im%4Z2wSUJvg_5;_`hc*&*!kx9vj< zC<&)6fe32m2Sh3c*MDBRlo)#(%Nv}UFe~w%j>fHVR&#}Hs8hnwKH+z=fjMrkAtby@ z_YHDJ%K=IAx2?N;P7d16_h?Yxt?XY)WKN50{#E~m;{vBdCu;dJy31M(@hppv;L_q= zQPfw^j{_-{>V9G?&rX_E=sBmvcRLc%Q-dweTHHii>x#XiE%Ns1O{_1bJWG^1@hC0h zhvl+S)rcMQ1Yw%Z<^z0`|tQm zo*hL*#fN)!r`s$R{quKBOCP4;$oCUIvlKEu$)?HJl&kISt`oP(*X(JqFiof<^d>d>QH1g~ zseSZheejl!mIR57au;zrUk&$!;WRY99OShHye2rEpPw|k94~~o>%^xDHtw)f@)kEq zzt!(BA9(zp$YUeP()xVe<0I++gHeiRXJ7%gje~na=I`(yX=LbG=qTPQPow)YJa}Xx_zQFqQix9qn=NS6=rm#hy*HQY3jG5*_9D)kOuW z$6EKjEIiJc?Y~e=V=Utkk@?)iD+pNOu}N9cRmE2E(rFtT+>E;*yNrx_lkYC@NToN7 zFSe&mh=WT>#ACwUiG|+W<}i+ZNS&Qcsc?R-8> zm-)ECEpabw_aaO04|S8Uk5X*JE*pq~Pqa>kusskn6&QXjJb)fjEv9`0PC-L$-{QPz z+NZ0w~ zl(+8U58M03iR5Oh5%B%_>bgYOf@SS@mZ)VtSW&uJ<C)hoO4UBFm$&(i~)mbCnjLbc}OM!II+d%-?yGeH()b;!lb= z_?Qq6&U~^;u-;4oIs7FBg884_y9NB&gH=~l6f0`rz!}M~Qh`hGVyW&GtmL;wA;`R= zkx&!9el->hLysBSIOCA0S@S@M3Z3$E^Iwa%qYd zz^(NkXw$^g4b1Pa`Y({`Xq{Pxw$Z7*9-dy1c^35I8BB}c6&=wd+!XmcDM{aau}T)pRlN<)5>%#A_w}E&))E{ z<8eHtUdPn`jcRar3b&`VFfU}tVq8lGPdkM+apBYPz8pidWThvvzze25yxyc zo5ak(8C_TCfK4*;z5qBbv*QcVyg4I6N2JlgfzeLSjob;GjnlvSpxh< z6vPvBUs~_2Yi3IFGY`3*iB>2OcW%|EkCeE=S!*K+nG!KAkII)!3Sa&oXd_LOtA8s& zm2vZ12H_dym`ccNoR-79m)nK&_Xlk`i5c&2T8|3vsV_W*buz5onLHH*hSB~2X#Zt$ z%EOaOG%1!Jf?U{^Vk?{#Q+iOx$44ln*Rvv72p9*!48p)@b}=&4mj{c+8Aw zUi)jopF8yZ&AZIwzzjuEp0X>O>sI-BhdVTUAU_JDI!e;Rgf+f*nZqAl?W!(ub^uL5 zoRZe$Zs_)KnXg zlUPIk3>ZUHJAVnw^E{y9ueDjz3Lsii)igniMRJGAqN?uXIgw~*UVH-k zM2EK8_8(~-_7*FV$=;}q1t#7eq<1`0H_6)OWOW7%=2e-l`HxNIY;5D9{W$MvZHA0A zmrD0U|AoCzuZ?LE+Z{W_6h!9du0Gl#&$DQ0|4F^r8W1wFM4#NKcRTqq>|!wt#YnjN z#Quv-kBSOfVS5(p7uy+{k$Fg?(st7D%_PksQ}6=&~g3z z!Lg5PgpZjfKDj6DP;PE5D&sEot^{W)I)nPF@yFsQOp|(KTp&Rl zXYTxy^^ey-cBgfNfmdk#IR1B4Qeks7ayzhj%)Ab+tDN<47NESg(fpQi`R8#U>hGhs zC<(ccYRh%K+(ayx7au2ka7}(q+5dIHDXsbFhYtrtS+3DO9 zky}Jq>>_mH*;UqS$d$DJu!<#aXh4=p2b5TLpJrh1twSiAS}2|k>g$j&Rm`EKPxT2T zcTM`u!spHdtL?ih!|2}#v`ZkWp8pAKO>mQhhI22x(pG-tqI1El-`Rr z!_aN~Di-$`?O4D3phDoo7saP|uF;n=63>dbzrPxGQRT6ELG4jP5q-yPuC~0!vQMEy z@2@{FF3E#?yGd^zksmx!%yt@{AZd6P|B&uUM6}zQ12%QR@@3n1LX1qCn+)FI1IA!z z{P*}WkyV^LcH)Gb6a!oc8i$tVX8w5XG1&9JuN0}Ki$pc*bw7QvRJRC9qT#XqTV?zw zUBUe6{YaWVk{2&Nmft#9g>8TjMic#ddh%h$eR`}QKjf=oL(v-*l-)0v4AQKz99ZNA zJuLU3iCF#HZ}7v9gJW~%_e%a}dzyvP)DGT#@~dNzv9{NCc${|0X^Ls+WL$rzI>tti zcRYkfa{b=_Yxr~{uCw(Sy;3%(#lUCSKX_46<3oaAYcY5g9))m=`MNAAUubw&wT}_k zi{sM#KbV+Zd3$iq9&ac9*$UaqrrqRd!!Kn80!A|T4GbCW7_SJ`8dGKv;)S~iYrWDp zlPO8qK&BO6z++Bm&Wwy{;P|?DV|>1c9rZ#C=ASkh{gq}sDRrs#%%KT$)pwN@ z+!YGEYW|w)UFMRmD(mUvV704zQZ>(myVpr{t&BMJt zp*2es-z#b3Fq2_?_WLqn#|pqZNsF4)&C&{9YaRxf5JS|7fn=c4N`Bf3e^1dy?605o zi|jXUfnC~}CT7$Yv-+(HD`>I#BR!KUT1*6oCE)`HWLFJYyTzXM{+Jr}9DCN0)6jx^ z=t4B8cB?2*6)90ze)6J(idwpU8idTTeY=fuhEs?QbP;Fm3vL{CIeB{FEcrP%?+PB$(NA^33l8ySE1a8?w;0Qi-8o-a z;l#=q@inEi7{vT2%M%>MAdAA_D%!0)iTC8q3qY5_%lW}eGHV_OAEb|YxPdJtrEy<- z$rD*(jII1B=8Qv5@BLx%KdcRGxYJBdyJ6*yO?zTt!e#t`8|?!t?azt|j%I%O{Uee>5QTFsQwY@Xj#U@Z)%>Z5^ni<1tra@1iMbRHDn4j$x1WsUwQ znZCViAU0qcDtcmDRqV`0GtTT)mU1psY#4`6UN+G9SJU2-_z%?@&|gJ21o%9@(&d6$zlG6aGX(xEn%0T zFms)@+OC8E%-=sA*^B-pC>ph}d>2m#d08#n3`TY+O2;3I8lsJ;JZK^RVWof|SsB;e z*YwdjT(m#S=Jp|BXc2aw`ITo={0n@mJxUMd8APETp7eUP{I-9Pgd$MiDP5Kt@d>8K^ z(X&L3-x*bklKJNSB=y^4k>DqFdwI@t_&A;Z`)3;zq^TA6C!#KzG_1v_=o~{8HY@2{ ziE0@9y;*p67N+d@eS{t`Y$v3`W?i%wfSJ0RzX5Sg#yKPZ+HQAl_7<8eta>g(Z`At5 zmHIBgf%6zn>zO3!uRM!^9>TWO&w}nnTRCd0{kPE(IiK(QDuu1RLel1#YlF0&{MlBv zR~gc2rIE5yx110OxRHoO0|-X6Qh$0YjtpycF^8J&Q3crBR2dJ9PlUa~< zRs)p^UW(PD!>8N}SZflCtR-_svmP1(r=g>@y~w#x?Ctm2eO zdO73q_6rz!cI%K;&FC|}DpF>4Nug*sjYdrIg3fGDN08v>Cqx1ZokM>T^&Vg&44l?4 zE~1;NFa)v8NKw7{YNHdi+Py}UEj(Bs(At4zg$m&|WXJ0hoBz=^OxD5&$1Jd-Fo#HP zORRQtb4^2E#0qy=kw=O`pwCO)U98{K(P^GnYItO(hO7C&E!=##L)Jkrb#~hg%_PRu z-9!)v;)6xM+1Ms2amjt4_R8!8I3S?(;K7q0vkp_sZ@;C2tnqU@XRsW3 zcjK>Ynj=I6$7v+MQ<#xQi2?YuD6*ZL0gFr;@C<2j!k9`Be~-`v5sgXEQ~<9{v`*yc zP#(7dJ4U={WWfWAO-@Y?84+CoOka)(2f<{;6}^H+`5 z0`QYK6)D^e?_#Ffrw!H=GH?J#)BNGrxkP(xGFSc4KBH_mhop^9!w3$tkdT zL7oQps%d*pPVMey-waAK)&&PrI#kpIUojf}4v+lEC(vf5`KjSN_DUhfSvsYu&egp) zt9ct!wye9nXSlQ_#+cbzjTUt?aV za;jAHLf4`IBma7EvQ$VYh-QMhg#fSu!)`&Se=~dqZBYg-aMTFuJh;1p&_Da~>mh(}GPCK!?g*%pNgJeFy9)Dokc3L-DU&B$VwE;m8@Adv;nJou`Y@%G1kg)nM>2%Ar34eBvtqiUalH5ezY)JXl$ zwNokYI=UME;>nY;=Jg}yI_OsT_^n{HZ}P!HBICm7wK6bhEW!Bb+rs*{G=wB6G29^* z>rbWmLIM^U6OEB^1B90)MB)D88tC63!jl7FOZJLx)a_K*!jGqiuS_mKL$q&-P3;w0(#3(hc*R zYAE{-Kt#g*5Fq2e+C>(mhZMn2Oz$Li^pjj^CLzF21|(y$E-8XnyrzP%OV%LaSF9c zT*QzeFfp4-If5=)MMP)u0WT$%_`bPKwCu0O#QHEjS|tk|ozh9f%B9r9&LdhyeA%zh zW1NG^ZHwkC*F85i4lA?l83|Mc=@Uuh@D*drDC-X?Qx9&_7-5)8T)B#EM*J)FJ>7q4 z;Xh-+XYRcso3rRw^!gqwMBhbYYw88ThHs?w0>w>y43)oqIpiWDBa_boJ@>azmAX4E%>VP|!n6ws(|*T5CO)^pOy=VRDB6uKU|EEwN}O z-T%3fbyEdcAxex!KF-#pas5Y`o}ANJ63J|!ml^(^t0ab_^F^7tFR5~-mw|ty+ct

yiM)W1WzJ zzrjw55~Q=}P!kJHDw-nvmslWi*B-OX$yDdsjB9#HM57<54e{8VReUowS@{62`nYZU znaIn+ojqw$RbzpC5>ah7&Y)djPaY0XvQlVAsW1{ z%gRZs<9+o5RoJDTk#jQC%Z`03YP<&VEcL}_(%Npt$xoOP9cF>$rDddOde+Yr9an$z ziSt3nty4q8K|oM%S+(t>gRFWa2^_K)&X|;O_&B(?4XqW zK(VvoEfhNOT^H-04UsXVAiViYbGL(09$LtRbhp^o(W{*tM<}XJKxH1hN#P(lT#dF= z&c>pC^&)=7#=}9Hs~SJ1L(-O$t&9<@rvn7DzJAP0Wy*c!t$@RSw)f0 zC?$U!?OdqfN%+UGzA0WaS2MOtD$K|T1a%b!-m?^a=EJM~I!l5g)$Wbn!Fb6uUg%*{ z3S|qj03$8Jew-({1~bTWw(6PpRJf9S!`glte_isptzf%DbgA8DVl*n|AY^lE3=v9I zDpD>GTvsUjqX_#Ci=>Z>=&IVP^I^^!iQPp+%ce$xef0)IKe%gH{L(Q+D=6F2xj?Et zm;=vJmf1*8p~Gn1kpvbO#-gbAH24UdTv2PYr2$`O{Y)W_%emx6aSTcrRmft!I@1Bu ze=@d^buqw}fqsM59j;>VpBO0cQ;>BHu8m#xgjC@iD&<}`DBHjQVvM61eHo%tD}Krl zE_hWDb-^q-XI3Z|kqpKCj?J2C0s#jfw8oN4LsFw!L-PMfI?K4G-}i6R-6h>MN5hlG!;B&BO)LR8QksQe8RMK=&K&1>3tY>+NvPAW96Zkkg1jsQ-U z=U`~iF2_kKfUK8F=&jL8`HPQy1?zb{lamucxq=C>>4j+zi*Mi0(d>r>rz9xJR4?1U zaMt)7vjdQa%3VSBCv`Q^u!=`iY-n9kWpJ<0E6SnoLOWN2_*oaH)~xH8{ZHoO`#-cK z@4UarODy_KKqCAd$|ulo*C?hmG`0`;8Ltnk+Se|x*984~xSv6Tw|1BgX4|g6&*ES` zD;Mc=gCp(Q$6Q_Za^pv-Uyrz21#*x1-k#Y+#X}Zk3tkaZam(sA@JnBxB~8g%6)5wQ zllE0^FE|kOs>a_^fM(o$zsMJIT$wF~3li=gk$f4<m-cs_J_SIocuRwpkc?a1xbV%bq*hMnVB|_o%gpqz5yzpNukEE7=LdVvRT&X zQ#xvi5J~gC2t12`uye4nAdMK?41w`k23^%w*7}|o4w?$Bx9Rd!Z}lR)5pwiH9-br! zid5FQ;e&n6w{JfftY|9rW=x(+TK^B^d#E<7f#ZB>QFfA*8(TfVQU%a-MZK zr$-P>ELBMX+b8qZbU=yTh<7&Zj#+z+>1Z$z2VL)bz60oDf|%JI?Le`p7#Kwn)*puK zG5a=prVNBC{?JlN!vu4Z3b?&exVTh>)4_>t@`1l0=<(=zzVK5HwH`G97u9J*!fdzQ zdoBOLJiZ<+p!@~tiy-`|4c|W!PX{-v7CYe-Nu8JlO*Us|dOt+;aaWc`@Nom>#ntcv6}4Vx!4V1(QqHA9@m@28k?{{H`9K z7>2Miq{qJ8M2IOZ{ARCe7eVo=p5#K-NQ|I^LJFLiDY=O;2Ft>lu$OQG3_|(}-;Y^w z)-f!b?d>#09GGugbqV&4YFi6yq`$a%$JE&x2A9LLSsKI~KY?s}Cm5YgB3K-$h zZSPdELW}3;yVWVGQ|rr5{HelRe0`<*(@Dtd&z?&0<%PTDGNja43olr}o4XFOS3+0w zIh*@o-u!$I#br2b7&FAHP*y)g4FFL6?Nbf)-KdUG@6ML>k(n>2)@yJuV0*Oe*HQ%= z9+LQ?-R?^$ox4dY?84q?D*g@Rv4O)M7A_T8%{W{!yE*YJ%)Wpz1~trQa41{m1)ES zD*>S+s5dyQrC|JLU{at~o+J(wN!QO8nO30PHEqc3u5tN?Ksim_=$6VL29{;5xbgV0 zZ8{rwEAk=*2t4in{l`y>NX`P;3rHW%`-+h)O9rdGP`&n)R)9{VKJ86LNQ+p ztlO0L36JGRZDt)OSa?mexzGYqF43T0F08nhUpaEUhjLbedH__LZxR&UDl=m5W=d;Y z%h%uF9xi@?je9`efj25NvllszGuH`mFS2pp zH<=BRI}Eo%OOl38?y_RPE>7`PI1u*k(MW^)}|fLjY5bYug}tD;<$;^V5bUo?kMPL=WswB!8~o6+Q&L!D$9-&yF*_iqNq2NpSkz>8G8OE9%eaEo^GQV{1$$%>JX5Tu1}c zW$w0+$GnFZ2#n!n-sN)DR6^8C8T}2ksZR@Z|IQpV{CS30TivxgOArd%L|i zp0KR3hxnNY$)P9XIuAPKU6Y{dRhl}oTS8yv?`yVi65M#I+qlp5#*27|PqM~QFCzj* zQfLzm>OJzKO>b4YKVQEem$*q9=n-iA+6XSR_F+C_%Qt_SDEY?HKbo;Tj7;F;(rJm* zsJbvNhP|&d zhBiUCLCcEGHud74mxv5q?-S;dLFPTG;@?-py7EK|5dsolvZV4i<`taW)fsIQeE&y< z9grUoXD6m~Cn;jBRat>7KwbIkhKn;A-Z=G+QM?i<6{`k)RA+wljx#m>gsE`q6=Lh& z7l}t#!t~aGow1rlK{1C>d8q14Yw#-vOwCO@I4I!^2}aF7B9Hvj-0 z18xQ?ndB~;P@M0jm3JlK2(J}mZ%eDlw3ee&)SKSFPc{rE!=A)ShjnhFHLc;SMMqb^ zNx!~;4w2-kaBC9k4Q7c$fOyAxIeVudIjL#tZ8MN!wk3?%*`;0*D6XGV*e_yT= zIbx|o&);*#Bt7xWaANvehAy}4CSzz4WX!Rsn6mK5Y6@l%P@s~&z8`)vB9oNoph$@h+HXv&>9E^WrJp8_^ydM&~>Iy|H3ZceRNhy#OHB01%z&7FNd^ytGZk~@ML zp}j00=gbQ|Q}v$^59$Rx7->#ab3^2UtN0wZJ(eFgIoPco1K9_`_#!;nDAieY?ESkq z3>55Kw_}p3;@TK;*L?GNt$%?5!9VfBkonI{W#o%adDoq;7A^8`cYi4$4e3Q%Sh43i znHTD{YtJUB5CnI}Yzbx~wZ+!&r1*yz$nk?KFVPUoV#&7ogT|v4Q_4S)jfZ9gh#56O zjO3U_;qdkTtU|Y8hd5QjwUGlRrud%{BKxLI+BzhmI}JYgk>wXqP1#;%HZkPg{P$0W zm~(aCWDLo@kH|US{?b{|-Nsr8DdpM}H}602_~YYvpv~ZEbd`Yq0uNM6;n&jxyEeC7 zNL#NpwxWh)cJw^9*97D>K2Zrhjv&%paL?U_+7-XFPsuf%+OwQdWmR>L2huP8LOHIC z5hqi==yUGY<$6QiW1K}%lX@!ej>@SNhaa$KVu^`SBcNa_e(8L`)NKU;DZO1Tl`4Lj zM;SDyh+U)o`fQc!O;9>wdzmL}KZQ3`IUZ~-e?n1-xe>v%L@U)1iOI$5agsu2?wER_ zca%isV|uH z237}dG0(}@y_4WsT%d_{AW!yg5`c?zAo4nK)dfkAuxtbC*xjb3J1!ZJ&?Os_1F^EW z!t0PKD<+A;I59mo>&`5z<_<@1(3$1SQo}NvcbA|&-%0&qfYDjTH+lOkA;$@ZDwdJl zzm}`K1%9zdT+GtC@N(-KB;+17E&~*S90I~nV99ZUE3}AV)M;?(&QAg~s6#rSV?-3k zybWB;2TLUZD@ReMl#U?EM2?C&yI5cP{&}Mmbx~{MDp`ql8B1k`-BhG>0smw@PZY~l}jcr>rG~Oz+9EEV_B`KgW>0o0N#Qnf*a-XbaPI9DQ%cyN5 zEu`!4GgWV8d9V%r?=GekC4RFcwc``@A~%=FCK{-H@%#777w<%1nFXcOZ7ub5-UXuJ zA(_)PL)8>J*y9)1%VX_H_49M1UihZf-N<>q(3VL?Dd=`PCWZZeb8Ge1 zb>wo>28S9sma8lHg>N|ushSm%kTfbKX-}`G-kSkcvhb`MqW&^@f-w94*d?!|U(wZj z-Xm*0n@Bt;W)loxbU+sLuY~WS8v3OEcEhV&CoU56>hxvvM%o0*(Qb!6?C4r*YRzWN z=?h>!rv20%<7{%N8qO`siAtOl_KyYbSl-`oDtW234vz$T5fkj^?;Xj7TtOxaU`xNxYSh3R zPc>-6d<~pjM@baU(aGJ%VK`4hjUDp+GJzLgn+>suF<54!yFabL=U(>A@iWO48Q?SS z9OKm7%Buq0h*C0>? zLo56G+7DLu38gWn5VjMrOHNQyUuAGRgd=5CZA)l;5(R6nfYZrOoypZKCkO;XX3|WCzm)XP3KFlV>o= zFhl-uiz1iHu7VY%(Z^CEglhEwz$6&L|?6Z+TUk;tH_+)J$-}gtO{}x zIKyyW(@>5YbpL@#X0+G~ri2B}9|hMaL1!@N&+#l<;IQAG(7?3JQ3iI=^a1;Gnp@?! zhk)e(*$HIHgiH8%`zUO5ukkw&)>>)~HkCc;=&8`^T$SZ3p$eUk>4hH5W2hV(bQt_F*FbNVcM=Wav3`ATT=|lQoY53lTLH{p`%Oxd$jP_C8kqlm z8iv=}=k(}U(wtLj>Pf5FrB&A2!?Qewhq&h}bCE^0yG%M&q&v$SvQPSa9OrZejt|+O zTCl%ScXL>y-F=S8hs+saoBJtGly#gk78ZeHBWB5G)3N3re@-sfaIG?0pz30<;<}Bl z>o0>r_N5(WF81*Scz*41#{Ca$Wg zPGKY?J<;5y-Go_f^s^f>{U-|WNOPR&uh00 ztQ7h};)EsCWRe=(`TSq8#(@EE>B-G)#37QKG4GS`$Xn!3(R+{ME6q#FlEkdb5AwE@xpOBkR*m7reCU2zhM z++CQZnMl7}kI3R-3tA597mqFvh~^k9;%qkHh9#9u{hoUyqNW-v9cQ-w>@~htM>hy4 zCd781aP`0W81W1{$VdP$rR6g{i%gjc>*f<$tWbs4jC=8l*N-EW@=kp{ z?dS-drCB&Y5zwSU*)9KO4_Dz1jO~>3Cx{kK3U1?ECCM3$zIt!4`ihz~rQ+yY8MMWo zDJ0}S6r1&6;mnuG$44fO{n?-U1m!U&I@HllyHBqs4sb=|sxvb;zc=}_i(L^oan(#C zfoAl|g_zScU=XAe&LMwdMK-T>;Oz06qC*;Jf@+{|R-BER?9oucj z$;Fp)PR%>5o=yqy`yb>Oty2JzqAQgd-sCJp(I14*Y?gXb30Da*+n{Wvv~V19^yN(ROq zfLxqW@dr{`N#;b78}3mR(I0$*B$6`Mh7@Kz67VzWG+2;KNxiHnvBNdfM-&8*=)@da zhh(*hp-8j*57Ap(&0(%6#4d2sBA_!zZJOC6T$rZdaT3YtI+-Cn)Z}1h6-K|(@PCZ> z9To$7M0G2o_QKms;Zadt$<?e$ z-~t57``K+Vfvj-tM)i~^C?(d3Km2AS0gkFwjBNijPk+n7l4dC1E5y|?qVsw7Z0E-e zdn=YzQbHnH)Md}xrey+bOkPFI=HVS%%Y}0|BW9yiO6k;{1D-k=kN$(d!U4H@q0z!U zSWP~DylqKGd@J_h8-kLs(><8g?uQ0J%c#PSTJ|bzIg}EJ;9=nw>Ioh({>#L_ec#4H zztYRs$l;jG>r39jAw4V}G%}KG=S=bBwwK{OilJ$Xz7)i8PFyskd%6aHnaYguE>tgT zy4bNs!-uR8cO-i;fc(L{5-NYkFX9TqU&Rs@FK#n{L7-k z`JbBX0-D(WP#|F*j4om`juXL7Yk0XGWjcwNuk)}ju;w@h<&AS3e+*3Wx|+08B?c*h z4wfgROKIG&eZTpK4NvEW!b&E2_;}3Y(Vgm~v9C!hy0d{5-vcfqxn@}|HEWB-;!1*S zA5V+>(>cHD^eAAWZ|Y8~qL<&p`g_|L^g0?uUL!Pu7s4Kji(13?nJ2l~qtnH|vvz-F z{#mpo_0x(Qy`sA9rD@Gs_?r}kM*+`2A;An=zl854D`n_vop3aC!QCE?QcxMHj?nAA z>eb@V%!$^*5LIR;_0H}S+@FTYBDk-1Gw1*Bw0q81IZj$ z*3TBX(?~md!RLPtATcq3@hI_<%4C+Ffi>Sxk!n*7vzv&^QNe_;pGv_joUZg$=$FWl z76E2Ns^0LXY9~ns4joCx_C6Ebs9c$IgUgxT1_AxRA@QIp%-*}fq4s+arw&#Ly~Ay0 z6>*<5$ z>t9MHm4E%+g#kAz__xS92NEC?3^X>#JUKEXOo5u){JYuyyUKDMNk?EGZafZv>xb?v zPY)8_9~kSvx0kD_)v7 z+wpaILE$s&_2C^Ca%N*V(l4eFVj6&K_ZH^hXt*VHTyM<)!AhyR;VcwzfTrXbDFT2i zN|7!eUK|wtMv!YziTnb=)*K|9^~owK8TeFF@#rxlrpIR-h57@=X@97ZU4=SS`@l_XNmer?c zg|RpU82|)UZPIlguQ!pI|A!?X@Yh#>xe(`Nv*7b5Lfw~9$U|;6O^13zFHtBDBC5Yx zKLdlYivzd&gXG=KobERsdi_Qj7CR1*YzIgA-#T5@U~z_WnX}0UtcO93DWXsnj@Qko zCmMy(Ks4ya_qi1mcl58I;;baO1)_3L=(->4)qCb@{OSQKQSiT78=voAq#K;?6Sk-z z00znT9%b5Bq)Kz`J4{X=+-ZuZ2luWB)W^uOfS`C3>GVhI_0evrT6fAvB|o1*@A}_% z8?>h=O#bKFlr~cNN+nFAROICSSmSMsUxSkHjkG3P9`9Ahohr$f7V*6QZsVBVMaY%> zhmyratz;x%X3eDc>eIu#rjkg9A&4wP=NCFTIjo9o`*%#tSEM5I^A+`FipWrVDRzxx z+>THREzG&V?P<#Syw}?+;0B_Dv`QT!7Cvqel znndM~&7Z_m{8{*$yAu;Wl6`qWIN*G4d27F?q0{-LOj92jWVzUv_m|Gc94VJn`|Vc zh`VX?#;>MK6y)7val%%V`FMGAITZD?L? zlas+Q7I`oj&S?Q3^3|`yyz{!=Q2FS5*lJd()JK3f3p)tYsIf)A0%V+>74E;AU0sog z)OLSi{gsA;pIr;}{pG!6fsiL(zKr3R;sa=|Z>~xIG>=k(*O3mSg>Y(k5KK7d<6C_K zWC=kprg6f$xHK9(R_Xbvax029pNcBf#ms7c*DBCImwokctm)sq55+OpNwM3e9_uWE zt{*Z3cwRBkBcEoH!ruP7pRrNz=&$QV+~`5ksH?appT10_!b-L^Vq*r%~n<7$1fzb&$* z3g+%*F(qSYhKOmo$uI?TQaSIgF16vT#}03hlF^7t2Xm-%jni+NjTsr_!clduFWLE4 zn2T_KmQ)(4b8Z8T<%+30?*Fy`VZ%&4C53vLu-3?}R*ojxbZB5Y^LtncrE&pC7ijT; zD+G@W)zwOvxhQfMIVTmPo2HpGf6Izsv)=ne5ffe=wS}s{E5Aq({wWTJF6`bCqZ|IV z6=S41ntO699ULufN<#b zc;#`>>?i#aSM|@IAh=Ap> z|6@_>aP5SxDn<`9`|3N>&|QKlD+4V{spFniqSX zHoj2p0lbWgg;SIq|9Q@$1Eqab;jD2vi`77JCsF$7ELs(8_wC9%R`nl&wZR0MrfufU zLnc9<)9nT^rbnF!GEE%3Nn!=4#od{B7!dh`JjdXs%NVLp35xeUVU`ny1NGTwB|#h| zjSIg}U`6*_(K0CMOm3D#l1hqlLwBed4+^hZSJLP^Rl4^!mf!9Ct!i&)h_dmxJG9z0 zfoQ(L=iv4Cx4MpkK-tsmgDs|Y4`{_Gz*!}qosHy&8f_*OI@FqmGw8}Jb9aLhqy@dN z5?aT26g?&4_03&s*yt@8UDWxRp3`Qzk!v#TB|j-L@l^3zTHHu8uxPX7(d>XS?)D*% zMRulGcr@671w7{T393nMl&Hzz&~8_z>j&TYUeU#}c=^INJ)t|Rk3&Wp>?nf4X>Q4+ zpXMRiE(jp@1^2^xkRmymTs1eZ$3{O3XgHcu1G(Mns5gn_*LEHr&w9j0+dw7nnZ=6{ zrHe{l^v)g|L~VXn{J9I-9lP9W@d_Wi?MyQwsM5zwF~SH_8D6>3!^z?)vo5mTbaf3* zd-54~ZQ5Bt7K(l)791SeZAxLXb9gFKwFYj%gXcfqgG2tMlS!~>@5pkX1cNXxxCG{O zCmN@jV!HE)mEeEvuSYQud4%>pa$@!^m{{ zu}{dOR3jj+fDC3t95yp*6ldQhgm~h#oL(=sGH4tX6&vP7cqm@|*(U|c&BtX;QYd`k zPYV%wbp6EheijW{AGSrGZRVq~DDETCKg~}1i?Y6LzzLPi*wqH?ksVxyhxtXx^t`hk zJ`?KmCHnuf0d0;F)^QUuvuQkyVF$sCn>2BbYs-S|#5ULqP({eP!J0dIX- zaq3gF90g|-vctQqRQ7|QRPFG(a-uM(Wg#^G@ABTDT1M`)$)C#MIwmDOj%r9XLTwmr z71AKVjY-sn>IMRSnf>aQgDrG`93>4PQSKk49F9)e4LzsD-$#m4)2A{gtCvpuwtO9@R5#He;u0xFtXbLRsHFF!Y@xB|_hO{3WlN&QN6sItY=9HkHh-=8G1XU=t zO0((P+J0ycU%}HsM*OG72ziHuo=hh*nj|*YaKb4)BPWBjr&bh4>RkJRvUj)aIh(BW z?4qbYPKq7#Z{Y6xP&mv|(oQM@F;%sMdW#CIuXPOk<1~z4Y4)2s#FVMhZ_7() z?FRn4{;r|=$5}y-#xlobh;xk_`T1Rw#z77a6|iy|ziIl9Js{sAa6*iCppEw?iGxqWJpF*Qs4i>>#>~!9b*?Sx38I| zdY^g5;0(n&Bb}ti0Kd_cqHww7-vB8&G&Mu9Dp|nr*7Yrri^H*afSU3BbT3nIGA5iR zMsXhYuHpGjnw-o=i?Wc~1D^I!1Y2Zcj*mMm8Tg0;_(x-%Qj`xu z#TYUW`Nv3pRW}Z`{}4HgLMhg(KIFDyNT`F8?Q2}*s)*6n;P1l%R!>o0Rmax1OY4ld z;(VrF#Mt1N%JX#ws6t%Z&8k8&`gx>1~9UtTVzBq<4kw zt3c)O%Cd#-sW)hv?Th){cR~{Tp&eac!DV+*%lNHEF_$Dm z`y+7cuf!v9vj5CzG%5VIpMF|hAVGTz#G{vTHD1Kj9Nf5E_M!d&1}gS|O*#!cpONBT zh2^?BYSAgX&vZm{1*0&z*;Qs$;l-M|Q;lRM+dDsyVkXOOKK>~RYIBiThIy(bTwMY zMZnMvpN8)D6yZ5p5i|m#7l2ZC=MI^KX5rd=TvEzAPw8VJw_i3)tKSSm4miA(=86>t zzBAr4G=C!22kGoQ+^hT^dc8KSe+JT5B5&`NC&x11=X@Kvc{jd?5sYi57;?ZXHzun` zfgeTBF#qG8^Ukmd;$sbo&}yalzMw5G{hQLoF{pLUJ{vPPU@_PnPJ;BYZrbxUu`Xcxl7V^C4W>W*es?!2OV z7}O`wfM_V?Vk}p-_{RD9*c+cvUHOXZ~Gx<8p_bHW$qPiy;pCE@?ZB5Cx4cWDX z(LgPqjGpYUE+|9auOt7P?&ep5iv>zqLf-z#QwNkRipt*ML_WlwlWG5yrRuQQO~;i_#B=mYjkZ(BIz@Nyjobqc8-6V$ z)pfX??x$h7dY21%P!xtY-&x&6I88eo^GKdNRW#Bw%l!b59}rm9cXS~eEFR2%E4VQU z|EctI{dE|7=KEkyOR(5V;-9*=Uo?DE#yBK}~k4`RQg1;AS69(td{ zxoN+Lgja_)ln!ft1Wv$;hao&6f5=J157jb4h&F+c|EFVRpD6ZKbaLBWx4c5tgX8Bksq1+*F zLdx@iHboPMS{EAp29XyGC6LiK&{1cHDjR3>x|+Z8ap58pwZ7oGS6@`1L68aOphj5c zz1Of9k|unr+jbvzW{eO^2zc5p2Nx#dlXmd1JTq5XoW6QZ;1wfaxJ}JjntfEXRjRdk zO!b9x+Hm8}12SdV46iW3GH_2Z%-JB%h6l@%_eEYMRJ{zu$1E})2i)6f)O^%5rSFVy z#lzi1FP zgt3w70E=!Axb^@1PjJFyMxCDDN;GwhFqCCz=9 zr9DVCUX}<^Zq-99DGwZ_fz~RC$RP|v++G9jN`q777%qOAU}Ikf)WAf=6Q>hS9JH~A zQ>S|`EWWrnFRhcB3LAEW zv-(`5Rrt8oolH=(TMvin#Q->XFyD|HyIXP1l8a)HsN2lQC?1w^-e_}qNR;G={Bfvl z>|^a_k1;N&a`?`q^Ld?Isc%QrC}qcmM%hO}@-suf9-uS|yW_9yx3$$=FNN`hb=GBe zcf`}Qrm2Tt42f7qI0sW7(`J)Z5821^>&1^{>q*_V3%5%+)My^W0v=rA1Ac^fLleic z5j)I=@Qfa0bQKkxShD@F39#(ox`m-3z)yCknOJ!>pB~zm={_N2YAuVT4MJ>K;eCT1A##b79mZSzuFj)T~KoKuP8L{ZY z#CUYmw$|qtOh^3@R#EVa0D^i1qM%oL6j^aP>@Y=bc?s66f2EC?Bo#nyEf+GW)U0Rs z3Y_ML;r>lWfNN)1ek9E|GeoC8*wu%d`B&*!IrS;THVYe@jj~d&mgBW6UGq5C z`w#!rsIhCzf5gch1-QaAHaFxqkPDF%(Tku&T|?ZP*h+5TNKuuaY0$DCaeNF19=F`0 zH`TWgTXPC9JPR*|*_@=t8N8fji3DQ!j8mIuQ*vXRNO@Ka@i^(K*#@NLYwsM*{>;Mv z=Y31|9|}wrPq%=+G%@Tv;3AIfSQ>1a(lCxwjrKG(lykve_o(~@oU&SP=+3mmTayy$xh#2riy6#*3v#X!nI!r*OPGeYQ~t zjdO}!M!m)Rc6ZV)1>d+pxr`uZQD?KI9)njI5RsT6&fZ_q-dJ1~JSfzDj1E0=0GNv4 zlc`~35`l@St!2fsO^q{NVRAM8#OSWf+oLEj6qa}50r%Gv4QD_=A8V*zVjzC%PE|^o zA1TAWrW1C^03jMcz5?;@b3JHk=w~lN*}NBAZXUlxIbfmi^+D4bH)=|HsW_?1Nj;_b z9v_|u86Nw2c*CR%dqAqg$$u#If*X1RQcy2FfDDeaIXOQF9g_fOlJGq@0lj5z2q*Ae zcsfcm0hq39dErU@+Oc z#IfI>vC)mTd|}z5{;PBnT>Was%EP7RCVB2aa@p!LmW;LYhL+{)Ydb>09V`6L424JJ z6yO_rvHiMVPh7$uIB$G&bB^WpArl7*h(H&dmc5%>XaII%KCH@!?dOLfo;#qzj^N=y zz2^R6b3JZcWY@(L4}ywrCyLRqErZarZ#UMexpmPYrV?7;5-@jXfB?mkmL8}soV~u; zAcEpZrkU6zFKM393_SvawQ%Tu$U}hd1D=DD%PT5WHo+P08~3@O0Cu7;CzH}-x_&I` zufTKZ?0L}|nqn`I-GgXR8{*g{RA;2Kg7mb5yE&2%lT(lXJ$XPPxo>`(eDhMKn2{e0 zQndVI;Lb3Hg)2Uhv_7du%&+qRlb1qUhwVMFR!#k%HbQuInhXIVTsVY(gSaYZ>k_iq z*;GM+-q4nRsTZvU=b1VGW!EC zIT5{Nk{9NF_HKl_);20c7ZuHjN5d!`Atrq%FD(%!b7=d(?uc-QMA~zIH$8%!2ZVL; z=vxbMN-80=L3twU-zZ7s1RECT;;&Hv99W(?z${{8X&+D9?nGqa{6(u(pUV-`Vr~-C zM0i<$nL3TpPH=BQVY3NFIW5Y4?}^5Vxs3TSZRq?oMje%Gf2xLT^daK||Iqw!Q`(vE zs+SU|7k%ik;naun;#*f$om<$HrHly+%bQFu`1qprl zBmdpqSp_){_R4o-jBA!}qK9#;xa7uqBjH|sKMgfi*hF{0E=6X4j)CE5YthItdq$S;7A zev_RKqS=Dd)_8H=hLa`i(6`RR8HCw9NO&Hf72$puXd;PCqcVtyNC?^`q~??U}AI2>`-5O@tYHHVD268UR$ z17oa!Eevicsud65)=dhlBYTD0Xd4N%4Ft-L@sGm36&JZK^mF<=-kWRh5U1c+b2Wg& znFCxg7ZiJl5Ar4N=Q2{RerEAVP%20=$C22@sgbk2<*mNmL*)Wg0(Z1u@6wlsf2vmK z_Q!U&kU(YWodyl`ftwcA%d zA-`vGuHO?PM9mn|DEZLhTo*lVE+Qwg-(ntxD1GvhW;Nb^{jA0Bi=Mx3<%fy!EhL|Y zm7*bmt69k)e+~Q~UAITB&|JzKs4~i(gk@_JmFW>nZ!^R1v5-4*p(jt3P(8zoccO=c zznzNnV;JJ@F}m!RKkE!r&KS8#T;2MCV6FM8Aoq#E0EHcz1m5de1kgRNR} zhc_);H&L~T6NDjUzV@+sDUuBJVuP?M&1(GTGTeK;jCE!$XpYv3Y=2g7F&Y_i@SpS! zPX~h}keb&A{=_Zm9ZL#Nhb5%d%l>-!g~RUJRc#wwN*G1(GpW$vEVH8=_P?wTzJwcx z)vFkGrurPa5mh%$r0Y%hCx4tU;#Zb+&#ud)G& zRd^(HvJS#gz5FwWqXv`e*~WKG-BjGTND8$xJkDt z`KVM4n~+YK3UY_1ulx`F#SidFi$ODd;>3WfK5>!#(4p`gi(TATm2R4BL9EcgkBzJX zWn0*4QJ+!_F_dQu>ke84G0s{4)hYQ`k=ms1QD~W&8)s2X@G)+Q`A$FkjQ=SYXeVl6 z5V;#o%NWl>R(tQ$4a*0yxxA2NQmr1PjpN?h4D&yhT|64xsy<>iWc&X*e2DYk6H+MW zyv-+mL%pb_hl~5+B&sDQJ(cN@B+VP3YwZjz=J*LtSxZa~;NbVi%`Evk=d=4#T`Ko<|`o2o~Gq>vPxVr}9tCO`d0x0~Q00$9mob zUB5Zo|zw}ihuO{7G~1INCldj^F^a*C*nv zn4k}XIILP({GXngrL;P~$$1&poDjG2tnx@e?TnZ|`tuuu6uBajbeKjcN-og&rL1n^ zk8wtV-qeLRm{5hoFnt^iBEkJtKXQ@nuS$dw@@9j!oH_sP@TlHJ^>u_nzI8O<(-+%l zHT!$@dWYCrc4sodXroC}**%YL_$^2(w#i_Xc4FmsXur2HjE$B5s68{Hi6W}AwM}0k zZ9dc8pk`Csc}L^xK^D2|66eE=hn1HWL3>UMj}a|%RS*b>2FMevd4txFE)lyi0|=(t zuDDM4^3rTkN6n7Zpcx3*8aCv8G5?B7lN;m;8e7h}UXYP5STWg^yn7hp&@uyqmt#*( z6GF<<(}&uVDBg`X&XZ0ua4-{cilPYde@r-u(>$7|d0l+>gUo%7pX;xR7VwLP-Z^Qt zhKag~Oc{?wlxJzBFFuTrl08mGPhTmk1&9$tIKOe0!k)jR^Rh+2z&9#=m~$3;7ke1a zcC?$t2d<4g9rq|@w?_93c$RnCc1HeWR-wf#;}A>@vz$-A2*24ls%$3Qz4DSUr>x90 z1=^ZNNuyKa)?_O$g;OPwo+N730Sd{mwmJZZZdAuRTdQ~C!G=>5( z|2jua`K9XU)?d*zO;ez|a73@-lCtRh^I*P0d%61K=T{l0zaIC{=5+{k1Z(JBL1uK@ zMPo-DrONFX99pr>2LAM+2x!Ty=y#U^Kqq+GCL^!5w{bX6)C)|Ey+mp&t2~g2&o;1T z%Z^39`cD%GU;p$}O5vER16)hY`+A51GNq(Mq1G(Wc(sjYIHHNd4OlYR7;}}jF-MlS zn7X~vD$9J}W43k$fic4|E-${uaz+kjx@o<aAtAPK%Ai(}f^Q^;))b8Pd} zSIsAp@cmPaxXy|4#Y2X(;m>%{m4&WM)UHcg3@n?nuM0ItZI+wt>o#^zP1^mILa!F7 z;u^PXG&QTasIY~%SZjPHi)n1bRsWd#ihU2Rqeo14C)8;;H~f zL(!yo`v!6it~}{&0~=g*ooO|ek;sK?bEq*qpM3Fk#<%sM#lHxQj8#d<4_EzjytaUL z0EVBj#X}QL9-tQF%)B|Pc`JjdEy_#vRSjx-Q%xN_u`%L6+cBl8)NJ5xfhNPu@s?~7 z!}e0^r*YGts};Jj^&1Ty<0sT@O71LxRV4{5SRENqJ3xYqou0}ps<;U^tL3=zH70*G zQmJt|JTbFcV8Ahj7+z1#C)C_6z66pkzmwTnrRFyM=Vinv3@v>-OVaF{<%z&)j-Dj- z(-LUvskju(pHbo9)U#STOoTN?F5K*ZFaocAlaWc0B0H+E^49#( z%1-Z(a@GljL1fz3-K&25j-`JYAl{5)CMQ&Iu8f#>p;$@vc1d~_koMQV41kVa=yo0Z zjE2S`)y8WOpop)g^C)*zrH~zV@gV19bV1 zT)HBTS=4zShB=jTzWj%B6>Av7d^MZ`;W2jr_^P)OpYjgZnklY_kND|4ee-TN0`>mW zug&6XJ9|)-;utvfb7G)mTEkfZl{k7U?KdU;(?^gkyPvP&@?@7jsuxg_#?Q6l`Kb@w zq`2UryN80}HwAx_!iATy!|fD-S%U5@1AgY9iL(dwWx%yg80lNS&{a;dXnyf-@!?-9 zw36JPms+KKRvW9O9F-l-pP7Xh$qPt{5vu6?&G1GS_}RESw)r=LcNF>ArS+DBszg}p z_RJ{WNgqEqR8FmB*Pqb%k9AaOF6S41b6PuLPN>Jy&-Cac)7CT&{^YwZPRwSCwiT3^ z=zkZDRa5HTZnX4nDPnhq{biKs!4#?SDPFEPnBfS<)g9v^_)~I4D)6Bdj(m>=QZk{_ z%IsIC9dd+|&%8+tu`an=S(#Szr69c$0`~~V1ShsK=)AnE0!2s1$D&4j4MHWLswtk^ zMpkQDdXxaMHj1k4mkOWuyZF8@D}gTHLoIhxEQZU)N7lKY?b!Rru;i(gt5hgpb1hmU zyCT~PhP^QLeF(=m`HbKBKNOXJUCO1JfQ|Ez-kqTC(1E&fMfQW?)OD?aayMS_cB@RT z$1+h3yb$L=mXLhg00k+`8p(98i#Ymxmlv;SUCy^nf7>ytG5~XZl}uZ-qSqlU*mMrG zLKCj?$lWQ!YX!h}+eH$I(q|*$GIcQKe<(FSYoOr6ZA`SlSCA%9dlw#VN1$4N2YHxOijjckEz~!XvUkyrQ4~1t zKc_s!lDI#1EMt?9~D{|X=_X% z8H^*#Ibr?trD+~IVf3RsM49nIVz%D7!RXNK=dU=#AY^!@gn>7J{bRQ@QxCxb{~OVw zxMtaPo1BcT%a{D1Bv4?kJ?4!32cmT&nIhrwW@FtcdtMM6HB;3$NM$s1-c()n?{2$` zCz9YHL983ts)_t7bqTA(f|+kS9j&n4jCH|!ZqAFCsacAxmAK$l93I%h-iXsXyw6$! zw3JI|=r+kB$zN zO7)u%w>2`-PZ779Q%h|4I@|li_>c1Dz{B0WPGXCrUw;{3mneM5hBInSSf+N4bx0qdOuH{@y8;?d`Y1ACoVhFR)cpVu(lrhgFa&MC1TF zgxrx{MMwwwyD88fj@nFY0l=fg&&d5FRf}gkn)G8)z_tJX0qQ^%zn=1J1Wc(RDwakV z5T|atde*W*ilw}@Z67EmT=yfQ7zhdFau4Glm7`Tb{VC;Km3le2lnVuZx5kEQOukSu zW(sYeBkD3`KGmpi%i{vP5~7qJyZIYHmnCH)UM-rxD3vu#>P`6J1!}TVDkpX^ZCPn1 zfDSv%OH%GZQeQF?hc!!3NZ$;E1xtIVyS8j0D^Ep0C~z=lr8O4=b0aDeqCMa8$&MoO4>6khzO^ARwQfrj$r%m`&G46n*mr8?!m#1FjpbpQRBH!tN z26ZSo?~1PKxqYt^{^=n2{9Q-NReD7>wLzPQt}0@% zNPfJBS+pvA!Kj`2j1vqzzt->B4Id*$nR%<&ObNWMaanJxO_CzO4^25P&VzpVGL)@Z zxNNU3vxlLfE2T@~1X+Z zetwc=H+hsNfHeMbE?>BiJcG&Q%}$vG)5LVRhJ?$-Sg7wlw#-*8M;ydDOZ+_{M8N4V zRmr^UgZ`PhA1POG5XZPN-H zCae2X%&F2GrxhdJ-Zw|lmR&4#Pmvza2%1;Y(kc3jLm@>-vp8(81C&lro5oo8j@H;Y z_Do1LEB+^R5aexyO`M_=(n>as`=NkuTt_69TGcOk_EYg_3HFWE$IyPae#aS#%Pp`J zvSdiaBx0eH#RwcuXOE>+(3*&_8_wO)q-silS1CX%i0*Od zWxquzL2P}Z_UeN*64H-kFv}kr(?52cK&QRv{I14 zL5XKKvouLd6sn+4;m!J^O(lZ;r2E_W#VeMio*x_{iAzue*|8ml3TG!adRv-nW1~}c zb4mTwzwI8lRht&$3ZAlAD=KlCy$|bm>}^ZO*-mPK$|nNq8mJ`Fj;;QlaQlzhc%3Qi zKv)~ak8?pLz+z%qNzx)-H!Kh8@RaYCK0Zbx$P&w_`$ae>i~>+psghGdoq*O>U2!Cf zJhVR=M>EV<1dfsFhm?^eCvQ!-LPF-1I)YS{Y$dz7<)>mif5b=%$3~az@=DfeN^vF% zCAuYG5;0xzSIQP9J5{O=3&WUKC|YVrm{eP40iX^}8bCLwwf^wk*BTWaRT>qGU!tHn zf)E77oSz8NE?`R}t417K90$e>r>O-cO!yJAn)=fZMH_hR5v-*hiB1EkM!&Xd17uG9 z+WaB*OILeALOkT${nYV40STC;Yt$)kX7*@H;=%Z|P5s*c0JOl|g&zo-_-NJrrV+g= z9p5+!nJ@x!#klN%q!6T>2#K=>DM4;H2nZKa%c$=5j3QjDrGl-sIsX7K0*{=Rs&VYCk zG$dX4Ru#3@~Z zE0~=qxixe_${J$z)p`ZM{{Y9V!JY#mwr#v2BVYrYf)LRt?LvG!l=5WYj`f|qATDLq z7PL*;w3%t*pxweWI-*!QNs9K{03QDUqYRYlSb=a{W?|6AmCHhUfCs(eWW$P4{aARw zROPkZO2qXD(Q;%`mZZ#Pn7dqC0s6EV#{dd$7~QagGZkQgwEjZyRBp9i`S9E#zLLnk z!Ob-S`l=n!suWPGp-tFenkpXoHV1y*5EN1sH{Wj#X~cipU-pGFN&|DGQ*|Sy*ZD-1ZI+)8B}QjOQxd=6FdA}Auo(71 zOthLuv_vH!vXZwR5Tz(zqMKbqGJ5dlAHGt%$%(T4SaO0n$Rc z%UixFRgDWx?R!B=uuvfN!xu7%)g!}<8HFCfV61SwNg~d+>Q$St`m}=dldAD7yXuSj zl}eYb?5Jiq=;yP{22b&M8Ij za(y4`ckEi!E}|(&`^vC{)F~>t8NUAjNKmV#L5z91jDmfvK!nRqSe>VyT_BW&x|=In zB?e-lS>k!b_Elq2*lu_MX&}mEKfD06O*z+Cel8$NPOj2~vF-UlnK9=tYO;nL$eAfM zDLShBKa>R)*2L@^p|Zjh5)@NaNKhMoA_$*yH8+&EwZ0Xq^4-#*gKX-6h0098kN_#w zEH>f~bR~2vS;qo4!y;KqedTi{u}k;FxogEE$xGQuJt2#1iPcI9%3V#j7)VeKJ=XqnuuFe*r14s8|<23`tqP_2Y~!-%AZv)S101bkXQ^z`p6Y2SUY zR8~~^90v}5hWt!eG-)K?-XADHozf29hbMzHgq+2$70qGHnfau>t#Enftl$uP?Gpa! ztFzU)I-3Q2;$Pt&sepksDpD0)MUFRusb;xlPQflk^Uf%qgC%?LJ*?4U{{UmU)Dkzv zG7W1kA0gKYQA(6cmv(cp;+cpNk{BdAlj%QOzhe0`w2W6@8glQ1{t@BoEPRXJ3jiM$ zfiYt3PgH8B%eZ!n03T!&F9X^*KnPVM0$W&)Fo99jayXsP-(nO2(;@nc_<;+U?Mg^) zKCLc9y`t>+mVh=7SM!JlJk-U@BLEb_KCv@E%RdNSpOdvW*zFEULCh*03QD*iU%3$4 zP)@-A04O3-7P3C+Zum%(C6cYXei7&9Eh;u(L>GCL1~qosgajcV0hguyZvBgqGGc0A zrsC;@t7r$be#9vuT8OZ0Agx1QVR!qvdaX(=kltc!({Kw1PJXv=3~NeHRH&-V(C3sFmv{223eSo=cvFLvzLDgTFWomT%Sn0B0nqbY-1!x)H#B z!(jQrl!R#N_PwUv#t|)z&bJI;Bw&yL>h(gU76UjIP?CZvyJvHR06$y!{ea~OCwwsk zHp32;EN*x@E>uEtceHAqIubWuj&ZNaoy#^29(GF8cH_bdfKpp*bg!}sUgI6ns!P>N zZHh=WY_s^qq)qICl=69xlt0mwKV5JHxea#KPCt|s(jM1f!}Y=v$_bgBt=0Y@*EKj< zjo-2fS12ePZ`dv07v)PP6qU?Us?E$*TFt2-n?j8aRhd2z85jVO)elNvZ6o%EU;)cu zB4mZQRJAyNbpC&^;?mq;REKC>#VWP0HeivkdZVbY5k#cUkzgxd!B+mm?T8rU_#rmUi;l}ilawm8oU$B0 zWd8tLzhi!o988ymImMhz9W4P=2<4#|~12 zmjha#Ylw$WNOY64_DdJx6v#~v?QVpL$}<&-s`t(*LPAEt`z`w2`yOY=MN2-&ukokq@+k8C{cL$WoH6xopsEI(%d09(IgNK!`@g;c#Hyg;V?Q0P2C#D2mZVQg9h zR7u^OdASsa$2d-zR4ijjh9;qt{?Gome#xm)fl8II+4w_DkW`UtV-|Fg(n_q~Z)+_f z@V+r(=VoFIv`bU%${$NgJI32VCCZJ-fG8IIq93iFvZN7?V#WxUFsooz9kE38QoX6@ z_p}g&f<`}UT*K5MrG+V6AzGRt7MqS|5ed?)tfm|wKHUER_V(!pH5Ea3f15MIr<7H= zkBgW(R0exToHTKOQn1JD;#8q%O)};zC^%4N@sBsj?Y|!Q3~79DhE&3P;8f+KRUm%V zez$(j`NRc7OFE?Beh~6j`-lv!z-5Gn%L zMJi4?=i3TQvY=I&JL2;c`Cb?j`In3lMq1k55a^{Wa82qT!~}WiRU!8VycH!G=a*DD zlWRG?)`m(6ao^brGiB)M-{GqkdzKNbPf&Q(Rlss0r7bPB;2kPiSQn0(V#FA^j*#t( z%uDQeaBT-%TNqO-qMEwCajJ!%*7#t9yuE}dr6qKSXcY2#RCc>JWPL{%`l@>xH4l7L zsl^K2aoHNvYwCp+sFya$piI4BQuQ1m$^kp!l7xZ6IwQ0H0C#X5k$~)i;2bjF9R%a< zi0G#*hS*yGJl@Eh`Bc#;Wl@CKU^0Poj98pRcKAZx{BHs$*mO=%tx=vr5vnrCLhL&r z*mi&H2mizXEf4_!0s;X80|NvD0RaI40003IApkK!QDJcqfsr7gu`ocv@K9jU;qh>g z|Jncu0RaF3KOz4B`P_xIhLDB!zt8^wy)=L=4S=QTKT3v?PO2g9|#t1;TFSr=%S%J*xvS-^a{{S7In3%~M=7>+WS8aDm+Pble1dQ7S z6R>eU$Vz@gA40tV{{T5^Tx|aU+duHH`-8$WtN#E+m`bAlnp(P-u5kE0SS#e00pwSo z8uCf0$e(}v$VS6Q;Y{SoQY_=_Fp(xeHV(EU-wg*S7nim-4S&3~hT0RT&*T39#$z?n z0W%*TSKYCGOhcm72jnqmq}d5Etp5PE-cpjn3AjD+oi(!#7H?O1@ zec}?AxN(syDJf2|&Q`#`H+d=;cr!$%S@(%d4a{{R?`B)wC=D{;KGKo$kzV*OJ5UJvM) zDh3H(xfJ|=zpLF4Y(IL6IaUeU%J;l=zZO1ElH@T&i6VG@eBc1_&$+J{&4>C{No%cj zcOd=pWT2{r{J%J|$-UggN1r*cHK!TbU&(<0u{u-JeQP()A&_n)2`{0Qi+5R%G~kIO zaLkLL6Y;Mj**?-(@o z(8W|E5SYn8Y&pAS)+FJ5ttJq{WJM-CdlxIBIDvHKFMWOSo;!adrw@Yva?|}gFi3d^rikK{o0d90|jiOc(9`DzWOB9llPs1L_eAJ#L$_&$iL&t1b z=HBEU(Z%0u+Zl;+H2kN|F@ofoNYYIS-{mJ* z{{Vk$lsil+_dbCN6y`U;E*x@87$l^y60WVY?a*K+v)dfRAB7C{8L>tX27sO${fD}c ziz0SJyLrT9&5?xZEV}Z;>Me1f0$h?%qd|ZaNNkpR{;i(?KJEG)=7pl~J=tADCIsZ4 zpYX9Aj$BbMhu_YB_byN9snEyJCHrHhMFbKMdH(>YRC^r$uTpPz#SpKgDDOL_*n{@}@0u2bfLO)^KB|go>PZXQ2iD*HDT&75AZAq>;;gy7Z}rq7Qh&#sT~Xpc!m#k3LgVAPtW(}Ec>Y&; z{S?($a?*8B%fZ(fap00SFz7h{0NxcEVPu2|$SSPb z8FuJhiPj7;0kSFH7%M@%x&gs6Quukmax_4ig)NS~vT?3TVoCb?6}@{XmG&bHF}lhJ z&57~&#};9A3PEh|wPcb=CDKfP_tZ&zeqQ5=*Wlu`xmFDTME5)6M$#(CLahp2dLis9 zIfnNwJDp>a90W9bO?L|Wf=m1jyD)b9n zyM*g8qQXyb=ifA>?QYW^_$Wb31W@f3Abb5xBpBNVQ&zmxKE(F@d%(NG2-4h~>-Nx` zDQSvYGWXn=V2*4GKldd&kQwt>5Gn{%2QZM{59US-IeEp4K1^I_Ql)Vh~R^eeinPZ-0y#w=^q;Hk*wX$e2y-07{T7; zZ$n*uuvY*d8p8@eD!KyI@MGPpEcM-o-w=~p3Bb@x5=W@|N>Gj)T!!Hm=orVKMoPEk zGp^I;3Bz}XlPt&amgyt1wV2U=+}hW$q3#A`;!ggJyiR%0_d$X7)mRy^z*S_qONmec zz-Rc$fnjBUaF{c z$+l?}^k8t=w3B$5j$hmv`ZQP}P({JvVl ztg+=J1LKpK&PIb41)hVKqygQ5Iv5K;xqEfM3X%xfN~^bOWZLpTE}q^m)R)Z}Eq21r79Mc#WD@YV*9{{ZRHh3}_o$V^PxIW6J1X{x>N{|H7mxmDGpel2OuF}+K%xd_S_y&fS6pLO z0aw>`{@yPPkYSTwDer-<;+#w58XO1V1}h&5-t&+)BwR6vn96qbdP;1fE;d_}B4%4F zEwi?Iy5o{Kjfhpdq&O4R9kMnN5Ur8ecgm97kh0bo-w$kya4mEjl1pT`I3!!|Y0;G+^pN;*pGCDyEg{0TAA2r4?E{GH2_|6~eUI0+` zM4z0p@J;;x0F()^VsQEY0Io{fmiaz}PF6VTT_@kBGDrYmXml6TgF1n1y_U(BZ~e&j zU`CNzzd@^VWgAKrD?4EiG_rtcsd*9af(TBLhum^q6Yu%fPk%)8*wc>@D1=TR%L!nf zjo<)8gQJ1jKKb@ngQ4i5DhWgr9{pW9;gC)R1R}=Hm}rS3vB1?#k-B!)35KyGcq`_8 zvC_`Nu1J8ix==3Yxby*cv96{6&Cz5C50vSC5K{5$; zEqo^c@vNxx9365eW8NnN#hvJVn)_z~l@>^vT23B2i`OI@fM`mA5!0qR zyd+e@9IX9fjsfr5S&ayh6IKa`K0 zH@b!Re~vQix5{UAOgA5l9-^MYIQ=+0XpuZw4L6Cki>E^UT$6;@M-0-o5hhMb#Ij^` zarDC@Djuj$WE|-JfF=|nB4EI1#cq0;@B0@$P(~3Xlev?yL;~+s{ut;}e;a{?yy5d@!aM|pGgX$#v2z`eY)8s#lJo&>< zxxAMH=YBBV4}^c-LzKN|IhKh@>zogXfnYC0UxmZr)I%oqr<~i2h#Bb4OKk+lP9TIG zb;8~fUBFGIA|x2!Bv6;I9_gClECiiQHO5p%Isr27v@YZm7VW||>@G~wPCc*{z>KLW z7gKmBV$2MkpkKBEM#DfyF^CTriScbwJ1-@fNmP4>-y!9}T5@p+mB>bAp?U(!Y7%oxPU%Lb~yW=+*>m8+vgUE+cKng zI`zfNe4`I)J41yhy2poSon`2ynFo@u?S%UQg!W?-(8Xt~2ky1{py% zpz$DV^NY+Hs~n+XdH(;;_+-UmCSL zV@`5;tRQqyt(Q*u_n=>{*{^%7>3dc*Wbv zk<8mzgd@5e?}QEcJ%HWMGn3%&3B~7vVv#}flyH+@fAJ9e zjXUlYf+6{NAIJfXv!^Wr6w#LOnaho~DZ`J8UU()%!>NPx6(6{7+I7zi>m zBzZd zAEsf5M4}Op4s4kZ+&W@N&JRO({{SXL4KxCumnVgYk(`}W z&PF9VL_Yb&KQ$`$%M(vB{m~emZCEN3xQySlp<~PpgO+Hugpi35Rh~XfdXdUw+n=^e z1a9c7nGAAK!eQ6i^}MfPq5`ukuld7Z0rL2l=n}1F}ARvr4t;d+X^CPR=ZF*$hRz# zR5d5Tia;e0SuM~4C!9)b&}q^V!I_*D{cXd?&Pb3fGtb)y0GNe(l4BwlhbP|+(m&zG zE=nkg=`$FSCPQ|?uBt$4g!#BqB zLEv`lIi>hdU9KB1?ZJM&Ky` zgg`nO7gPdPIbAy8rHCy6k6`r8XpsOdf>P?uPD%;X%$6V~#C~z71X7W@N%3=zZV8zf z)h_qL64mA@v9EbLkqv=%+mY|1*1brkpc3MrvWCv)PuwacjjNT_T)SYk z0S8s(cYno4AT)#?vz_RHvF*-mi>gOU{{R@&UvgT#67iEPpd2b_@^!|cZYDdI83%Ea zw2BK{z}}ajVi2%R)fwU`)&g{U!>p?viYW^MM#r z85ACnj1T|~LcTCM6|Ud1a7`ecAkILyDg0pQ0u|hA#CD9HxQizt5+!2HfuQ67du}jf zb4AfNzTNT!8XkABF;{FiLJfjjxSy5~I?j%j_{t3M46PG$2KnUmvWCvLrLy)J95`;?tqRmdQjQ zpTmrI5J9yQ1BdCEUXCeAVLjylBVG~!TTto zKW8VLo30j9WoYPC<14CZU7qpMc#o{dgc+`@zOzw+Gi$yN+sqmsZ7NC1U*{{8=|EX7 z5!LSh0E{PO`N$K|Qis94rTy}xsz<6iK5(FQl1Kb0mV?U~u=d$*IG%8Zuqer{X!04X zk%yQ?ya)$m)T{}fyiM}OeSR^Ku z&L86v!R!9kcjd~bgioB-7ixJQJ$1o}!ld$#hGmdUA*67%S<4f8hv9+*p>}hA+{~u{ z#Vk_fcg6l=hlUTKni%OrnGKIzSPY8Qf^*dc&D7w65Ly8)S5?6#4ejOf^YtzpN|76# z#2tR)vcp4cDbjzmu|e_UqnK)CjAFEKY$^iS|x6NL>DQ^9tISYL+Fk!Pmh z;&RGJN7_yQ02xC603}7?{zfo7$N(O@csKn<@@qpT1>&K?n7D~p%9=n>lK>ZbCV0U;3Mw=RXPIIn6h!GD z_a}JJc z&?v+a*RL4|ZRic+O=juE*ubGFsa)S-?fU#SLAf;&<>13wC?gg|-VVmjlaT;uAn<)m z^N@gVHluBI-Z%I{(uWU!Nr*XXP_RXHM@*0rkt9w>pQ&^#5GYT6CJtCKnjt2Gt{T}| z8~q>=EubD&u)u;6B#G2YPu;qj5-Ah71vYeZ;PRI0n-VQ=jgH$yCSg&8i6;5TaoXSN z?D5t&<;0)Q;|Z|xh8+Rb)?%*h!=x>PmG&`i96USDL+1$&32iNg*gDfDSYs;Vs}G-# z+}=Nh4(@cC>y%6hx@TkiA5d14)01QZMC#$z@bg3>&}vMxjd3u6A^_7R0{4o*B?jBW z;6wTm50UVp_i_kb7lsvno`^yp1Qhtr{qyJcfNovL_cY=538DgGPJquk$h-T;llM{E zM^`16A!EISBhG9rb&BYf@Z^`JzZ+Hd!$SoD0qy>6QMUp|$l){_y9kH4D>RweuTLho zhg^9>9iETsGm5bCXb9^Va5|S;1E=%^h2&WscSz)G`><1u!%V)6jw5Wh9zNlSgQ)iQ z_q*#2fd~@<5qwyP!TR39NUk_X1Dp+G!l_SbV~xi?F$7W^;7WLc{{Ro($b3dQk)}Ih z(3s>eWZ%MIQb$$~siqdSE%Sg^fnbreXcuXt#!fguNxBaD;aEw-)5q@%OSI~?C_NP? zpHk#5qcYe)ACNezt9&obPwkkwj|Jg1c^1gV#*PxT^?S?>5R95%e3Sz5cFKm z7ypg!$mn}~oZ1@4Z) z=Y&%bMNya3mU%v~TyH|xk030D@gNc~)S+YRiJ|wzF!P)1kn8^dqYO8wjs(%>aYd>r zmW^Zo1QE^LJN~O2nHW)f=L}C}j=yvc zT)67Q0o_nL;?`L^mJD$-=>V>RUu;ScETkZbHd)E=0*Ioq>JMAdQ6av1I=*<#=(?4Y z((vB=WJkb2M!Ky$#LIvO06l>I3{Sws2av+PDh}>xBASfZ0K;&XfzEk;1FAqAt~^1& zi?7-r%;LlX_(5!HpG4i}{7kU`OIVDTC64IMy|hRHhVbuR*n2*agmod$#t9Nfx!#|# zj_jq#JVgBrnU{?z8-%A<9Ay%eYI;$*o-pl>Z$Zq%!giPv?8E@@mUrG1pcv#5YtR&p zd%O=TC%0hiRwK&_+hY{h$dfrjPw~f`k}WiSUlVr{@NQa)4g%`Wj?y3e1RSr0s*6Er{X_ zf~|DCAJA!oVOC@rZMx9)zzCEhBp|B&BGiJY=wqe;w^?YB2x?P_3^ijM`D^MBejiBz zhFMMt7)yIH;wg9)VP>jnF+0{r$xSNiAOJMRyW^0w&+1%u1|oCSwysznNY{Ro3bswo|WFSZlob%o`5doM0L1T|Dh=TA7VP4a7$_D`P} z@L{V-5>ggMWk2^K#`h5hy6dl^TTB5ZmR&>e#X=jDj);CwY_Na7V*v6F5Sy64NR^v%i1Z=CNl>ahpdg&zRrGzcpM{HiU6lLQDOQB=voxY&ff zPdmJ3(g7o_80ocl#l>=wBFGWl)=aZX+T-@c;S^|K2C?e02%~|$@?$}XcgLrU@^p)ZYQCm{TV2H zEFxQ|%_Ql-5}MMVHGiN3V6mjo_Fm_c>QOxAC`fV|>0n_|QlO1+>iw#GWJba8+eF0$ z9z6^xJY`ZtnqXP3Fvw&%cF1o6MlVj@o9g`}po?Y6(K58a9hAN($2}skMLo!jQ(hTA z3JW0)Wu`qf-IQ?0dr8To>NDYDi8#nDl0Rz53`zgbSC|zm&OrZDR8I*s3{dEo=?)9dP4~A zME*Un0}v6=MIPR%q3PHVI|}zqBuo#mJ8W-Sas!=+5z3o_Vc9jTSrJYIIv5DCCWR~ids|) z#zxq-IKJ{B2zWAY8VE@6@b|AtItTKMZ2>Y9Zd+Z)^7N560=Xx@e2iIzp1=J)Dbh6Y zbo-u{M-B1(*xh!>f+8s`mRRQvw1ro6^ADKH4KzBFyAf{~hRs}kPd}5kJX_9+#4E3a zWSfZ8G}4ht`B=&9v9bNop_L}B=Aot??8UpNPmvqEB^_r_OyCp%@g(p#e`*S8Ujbjn zPJ#*mOE)3FYJWgcojN4#kPBmW)A4?hGMOe3=_d|GtSoV!8`b=0IkQO7IwjRV@23n! zAb?9~3d@l2%KC6Z>XP;{AQ%-CO9kqu_B|sY1-crECn5wCU~wmpK!{W!@D|4y(mG&t zb%NXnU&BRF6WKMaHzpth0C*SY(CZeQ#}szYyS6S2#R=uTr`Gj~jZ3yWnGsqD_-h;E zg4qSbW#FncQSue-j?HTlaT7K|cz0K(rW56gaVKiFT$nlpyo38N2uS4h^#nRA$rB`W z;|hTj-0c3kh^HfpG6nhZk%e8^n=p9fJ-^bVwsVzeDDykUHMaH-9o#tqWX3s-vSp=JQ$2TPnv^ro6+KA~htS`Fc7;Lz;#sFHuOM zcAaD(oJY+w=5ODo>R|ua1u!q@Px|AWfIy;RM@&a z;GqQ)?BzLKaE+ip)093kuT&O5VAt-znFwbdL9xJ*pwT@tv#f}o`JFV2_K`-wTS9>a zpKK%Di(etS{Q-xty7BRqB;>H=57xe0S{^p^>p8yNQpkBre^0NSPcii>RO*D}bW!Uy zVM`XbvL9`J)FfIFmq_^NXlz6w{{Xmcrf7Y9+U_!J+Yf(bkd&ubH{V5TEgnQ!2 z<$6ZY$UB1 zIom!mb^L}eRXiYI=SiTrf!n`dq@3N9#hUiPhy==F5xey28rN^236Y2U*}R37icZ+& zk5Y4@V3u>EfnyV{Tp}G2``e6gY*Nb&&H}uk1Or1|s&Id0Ag z=6ytw1v;5#q(dVFw=aM3Tn)66g-DW=WAa7Zu)X#wav(YZ@%!pRkR5EREQZG-@{M82 zZap827PVY*Z1ejU(kwN>$?XljKhJ8^Z+0b!Rc4!u{j28#u|vstqguR*DaZh^DKYJ= zK3!Pb-z|6hV2ug^)M%9J6aFla&{u$$A!z}~w_qN|yZ+h)69Fn2x7<$3`O@8&{5hK~W z3rSL4;r>0cgy2(QJKUKnvcm@t(Q2IHBp;F-`Tf)48C4B@a5yhR98Xo?J{EqsxW&(( z{c`)tIg9dZ_Ry`V>IlobI|dWD76TEuP~W8?NORnt(S%hYXF5N%wxh>`RYln{-TuXD z+>3N4$-`zkP$uR5uHh5y zh#JHl0X|>HsS@6ui^oarGx~)?VR@rNOl9E(vsrU9d^+#QO2b>pUz~goM1HG}nj^_#=x_1rl|K28x8~(_?Gj*o;&` zfYLTUt01j?7LT_5uu9^^0w56_5x4yTOBb7-3|7sVI1T5*Gadkl=k(E#l)}p0^ufI- zK{~UgyoA)1v<$vP`1+hnMmnNQ*Cwan2oTeT5}k=234O18w4yO>JW1ya3Io=CBqSKW zWI#_$7l}24o~R-j3-$j1-KO7%wYdj%%POO~54Lgcr3og+IXYniv;?m}-fzDOu~63I zzOU*;IwJr;?U}rP;MnN@0L^;4Wnjeaj&{GCA5UOE7v6C#kN}{`9+na2a-VZ0W|FjA3oJSq?}aTjz}uTwCk7Hhhh+7M{NzI`t)B$BvHJ-G z?GMvFDwMO`p$Zu|?x2Gl7l!0|iu-OpogO1(Hh$W5HY_vc*~$Nrsx;nSZyhhL}WXX zZGr}-ft8^g{_)5OPzrK;opMI-9Wv^Ad%vrEA%QnP^RH>i0U$DS3I6~=76RZU;BcDP zd;oL<+@3#5wUHdnXWG{de+&!y^}xo_PLe0;K}weONxs=UF2LCxbuGi7&kP#?I;oy5Yf{p7HEm;<+?MRY|AqQv>SxH)N8jk7dcQC}<>es}?;iP`NiWA9CeIW{>h0KByOVWHfK`VDbY2aK9?A2N->1Irm8f=Mv!&F}zC z!NFS|rb3~z30jw=Zl@(WSwxVPz77I0FUjnNB;rNmq6sX@o&pqt*0S#^A1}L?uOAsX zp`2j|_P#No+I(k|wswv(m9D@6F7W0K$59k;R30URcNE$$QPu$)zG60eU4em?h;KW2kL9)sL@jh|G2A7haQlte# zM(`0@2>5BkDN)*pkG4&PU`cFJDz7J?C{GimLo9fV>yr+e#uwk^k_nTnTKnfg>KI10KNF?}1f&-iYj`_APVC3$z;V%#&n?;;fgKk$R0v?U zniCIA;+|!?z(d)uN&FATFJVt9jH^0UC>ny1OiE-VNJ^Vxr>Uewcbov-9KV&u)oDyw z(J!2`9&sgTpiFo&DLY0eRdhiK6Qn)F^v+WvL?|v8Au7{^h;(5Saj-p%sKh}a7e(u& z%j+Cz3#{loJw}Qb4Ma5_UvOrD0*Qfsgasa_o5qd~01hCsEdu`2VT(Y{)1E(j>kt`w}>-g#IKdN(fcTQkHy#`rj5xGPxp_Y&~2wsHt#=o z#AKl&p(V;DLU_Um5ztKX_Vk!R6P5`cB~Q~pkfO3~>ssCpt>va;-&p=x0M&WygN$s7 zOWxPFLm%)Kb!7bO4{3PymJtAa6f2PJXiUU$nd_xdXqtpV3Ei!l#k7>e#MAZvX z*7uUcQSL-6PUF-9OvDI*aFI)X?-(@QEMs7N2cUX60Gc&@vC|22Ms{=U>JX6xj)r9& zzVU%Vg!EXv4WPamesfA<%T^X)F}x=%usagyyj15(J9H@x62&!xWJzZ_4|u5V#6nT0 zn`03jsN`xT5SFG9mf%os4T5hJO6nx|UW8U4a$Qo02U1?xjewTa(j-v!9;&x6;b63G zNcYI2BNHNd*!FZ`B~3;+D0Ktw$VU~iNe7aN4Eve5>)iFJ0iiYCas=MouH&CY634$Izic(f1 zy?=a5Pbb90FYrA9(3im?@*v(cz!xTpE!3Wmng_u74`sm`ktCZ=z?M$f)_&4v{ryuC z$6YN6@OWG#GzunzPG5>&L=~eZR_4H=J!3BsvXaSS23ZH3P6j&!)H!3KHHM8P=4Qh0 zQjU?i#yMA@Jh7e7gmsiq2z zcgezd7$V}HS^Ii91cJiTu$7R!wS{sIOPzg~$_WCU7_%T|6W)pk-xtjdMoD40imIPc z1t5n}A<5*G4YfKfBYvF12nap8VVz7cJ&c~6IVcMml@xS0opH~7zvf}!lOqG=#sv{C zZqhg3X@EmVq*Tc*pfNBDmRER63eN3%plz#%+~sth`Jr?o$PjD~$LG>|g=2&#h>3e- zy93=9_r)o1{7SQiZ0z8Ta0Y3Y+!%03q*!kCQ?T!W$*@>(9VY((1{#Dm_!D2K&`jwc zhI%q&5vD-8qs)J6_C>2P;6sxNS!_KO%mjJ#wG-a!>^OKv;eaema((>-=|*x8;R|^I zf`KAo(7AWXfB*wYj+J?DSo$p1wRlcFtJ7RhUV&Zr$l0YeLp)@3u+@AP) z%9MJ>PB=-(gSWrKUxOTr*}mst+~mTFxwMNHxRbcXfLUOcB3@YHdS_FI;R<31uIjpd z0$QUAqlq^{{Rk^T9}PGvD^ZyPf>?SR>AVBrPG@ia;ix1hCI~E20(D`8+}QJktwjW$ zub5fRCJ2OrrFCuOn6TpSiNXEkg0zVEaj#^Cpdi2~j=5bojwx$kH|R0|-jN)!XPF7E>EuV~)OXNfZ^H zEw-aw@W?B>=6Jz1=od7-B=%fC$&RhfxWrGB>1HA41lb+g->K+6N!|o0(Jb%g{b4jX zQsd9*veflL;ChCnA&PyR0}XN4L4AIrVnK@})7z(@pimH?k_pm2j+U>uX&sMoFw_7v z7(=^AdBMxaG5VSrTDtx)VYwg?WFq!QPX7RQJrCKGMO1ksPbho(m_SEkl1s{AXt~>t z*Z`fdfy2ozn0?p?6Xq~V9S&c8=lux%mX|yon4jsMp(U?*$E+;ar!Yj zgCUAhJrECR$qh$P3AAcP0Is=C1WN16coEDIR1Tw|imc!ekiYx-bFd2o7w8oGrUS&1 zi3(}dE9Lq@w-^s#e6sssNe@+4ANTj*N>Gl;8MvYD$ljuje~uC*3DmJZKgCELQSxQr z)>+Y%=`sGM%Yo+N zxevTb!^Faeud9GfFb#H7K_ngVAgRLC`G_PYKZt-aUGAwB*LYwJ2r*zCO31GSQOs<| z(dkp}Mi0ONq<*1O6{!L5fC=#4y4Wqo<2r2$2BUFJ^N4L$n+}0%&#JZ;DOw0-0z^b} zIoO4LCAIniAUdEv{-iY|mlJW88U&b!61_{|^p29O1=6mjnD0toT@|AzS8j@!kdUtF zkwL)*kAO4(0N0_-DI8(T_!%5wCsU|!8c(7rgFrnXI=kx>r7qcftO(j9>C|;h{=!;H zLL?0@=Nb4r)8lpT`$CA!F!EwyfdS(lfZD&sG2m$pIyz#kr{@Dy;UA7>Orwhi4q zC?6B*KB9?B0#bStyq?P&6QAG0vmrfI#;;M|CQ4J<2g`r5P}&qzJ_oB2mLn(#2+ARm zaX+!XAWnodLZvVIa#QV%z>;@ z>jyITkibU>Y4yCiJ4Va$z|$4rzlZ1mR)Rhn$S#6O+E_Z5_WcgbK4u9le>C*t>6qwq z!4T8A6T+C;En~WPj`(7z$8KZ1`dP7g(pGR+u{4Sj^qIq!Scx_6X*eE`C1=)Rs?daQLgp%k^^JiaFkp!nIC#FIe%in-^NEtUG?3(I^ z))z_<)|vZ*+tQ4cWDW#gwK;Oi7QujEJXHWJ0(X;_+uJ4sn6~#16rr&(h}I7;`=TrCZQ@44^dkj$w5U@J0yCYiCRRxrhP%76boXb6Aq$# zWY|OxvMKGaT3{<3G)uJOjwekZ3U=w}E+p&RelfoBfDu=TmLwzz2^u{k=R!pt)xjCU z(o}EcSH1)SDofGwjAWefm6JNt_QPyM>&K?*Y6zF0Pb*m3Y6*d}F|fEpo%$o2LF|p8 zF*^SMnK!gd9puol)-qwI@QG8chq>wb%I|D)#b*fFT{ApoFJIYUeB<-i9WECq??vx( zMxht(nXs9X?_aYB#txlIKVp(jgW3{&jDHyrOdB_@{Vf0&ASf#Dv98A=USe-g<@%_lwPRoj6147OxsR$tvMa3L!ypy6{aQUFOho{21g~=(VX%O1{H?CIXvQ`~ zlOEqwszp5o-6{F2B?Qt>*Q4VkG387!{{Uy{Fn|a~#KiK%ie~b^4`2SM#gAMm)LN8E zN%T9=4Z06zT)Q5N3E=0qqjMKa!qMFL#^E}t*dT~^Wyl-s@Jo;i@K44!0fAf~f!*wJ z0v@aq7EO1!%J&;$QLvY0`PM@ZkU`d?ZVUDi3jk8Or^X(w|_eI8T?@mKs0Y;o(!X)kpWHvq4DUSc7S2`#tST# zrXgddw~+$K)0aG1oCoPxxAv(ZPC_yB8!K)FvH?Gz_4KS_x#HRq^N=I({bp*?rM&n-!0aIrLml1G@<^!lJ^q z!rR0ze?W;q*aWrK9trV+(W09b+VLChlO-!80$4Ta2D4w16bYs`KHj0i(H07z-NPi_ zX(4S@eefzEjv}27JmZAWDVRadNU?a*ncpk$R zJ>5H|2dELv2_t|BZI5j3(!Xo$zL3*5gNbMDgKgt9Jp;8)UZl}5b{ANb@0(M_L+-$- zKF?$Kr3Lvj-J#Uv>>&UV(4ONb?8*-NQN1^8McwMh#EHvR@d9IHr1hTQkl}bb&qSt3 zbCBT~*8$c=_4G(Z?Wa#Ohj$ixJZ-H>7ENpDT(Q|}NzhNuP*9O={2!lEF&jDnw;@v{ zZ&DEb3o;6HEK4Y?@ERM!+VDy8{9spyBEoF6AyOBotF5ULPr!${1Erj9fl3I!_TMgY zH!ZBdETEWcN791JGeAoF7$Vk~L!=$9G;kARm5KP@=o*S6lImw>%2zyLI9u~XgM?4R zk>x-FPU1~Nt$4~NO~sSN^!4m4M4ozJLm5~OqEqO}>;ukJQ|cbK4EhhgzmM~UVDAzL zIGHmN`+Z@GBI=bT4ReT|AYK9Q`V$)fg_TrHd&lU?Cs96dpuR+$DxgvldU*N(@eLzO z90-Oj(-p9+O)2ONaA`^5%2oFF$q+6nq2)Ak8V#8lii7${0!mxSuET1il|)~g_i zFSu!;I^F|x$Xs|w{8k6dfks#t8t|E67;NU(o{fMv!tf)dT_-yVOSs^Hxe_%SdU&|jI-SRM} zmn7?LZN{Mja5m>~LO>T3Y14<;Kz0LB(=`;o^!s5os}72<#AWbE#+4>w?mOQ;h^fwa zOy}_XP(FM*Wqz=qMVRgm0{T=cH$miM6z@Y~^2_kZl94q1qo1=I1jO?i_QcOgl$`7) z4|HH4jEN#?9X^2Qe1rMGL9A?$jOqcw1xZ7qg*~uvRK&tUeb_s>L`4dPV-6%D(4t_y zQ{*t27e*l=Nk>xjM+O|R2?@ydZ_vs~lMqWh44b3qIo(E~B>XIQj3`T8NcS4%FbGDL z(O>=c#D{`&B1=PEymZ5voJBHFx+}$f@kA3c#4qn(NqmP8vYj=vwBwjerwMv@j@X!w z8iluUeD5QSFTFM9M(3YDyqrnY3YYDLq)dI`y?GXXq_{&#Kq|B=lRIk=!Tq0TmNZHr zlUwfgpQ0D&-)9vFg_j!saP={EhX$f`bTL=_W%L5(M)`6F+fS!$`kMCOE zl6VMhgvc4~16rGUutluWz3IdEV+#!KF0>lvUqjfDyB8hBho zXEYFww(p;oOowl5G!ze{Ig|~oWbbVrj5f4ijurXqWh(#G! zUdj6PKhcX{PvCyW^`I)639lH{!Gt2+e`76j+v%7(gWCa+MIfWAN8H7bYg{e8 zEDfB8T6Cm3$(peCzntK3geeI(VXXm8o`y8ab?lwT8sq>#AaZ%u3c^5tj){O%^@)Kx zt9xXLj3kK-#L^qqM!;C^6*m(PK7|AS0El~lzTt5d1Kc`3rXWev#pHVZ1oE&9n)%)l zOc505cN-JmBFsw>BiXYfdEg~9uqyHR&6p4%>5h@;I2}(Ts;;%aI5QFhl$Ju#o}MEM zI?bh$;ekfsVJ85&H@+Nyo$SpXUmaQoqi=zzdoDjMHT*eNj~b;K8a8Gj67 zR1`-uXTDBoKur^boxXjE^hVG{NT%3{2U>6|Bmf~;PDHu75&r`?9+ae5WherlolZDt})hzAbYivu@+{98YY_D z-!UF z1n81w!XiN%`(#tb3Vn=_xhaWI@jCwiLx8{l-Lv>FFloVbkObJpd_FMUyllWAh!11? zE2vU|);1fM@-ufjU=AC4uuRWH30L6b(rQUMI3APcC?R>Z)Rdl%O3s3KG33G)GQf}L zCny`K1f<2CF9HIP87dT`u;dJNqRQ!vrx}|StsQSF0gPGdXa4|l%EL$i>EF=A0CY(@ z>jZ!u03UBdGno>#$3R?;KAxkgBV>Ehmz)U3O2kM;cP1gny2j#wR854ntYFH3x>-nE zZU?q7s6D^6;$NnD8yZfg8*sE)K+H{$wT99O(Ims54uB80q-s>4!?G#V;Do9V?3f4* zd$G7rA~W*vzi<`M*d6XU=ukT@B^s}Qv=r}5p@hE zRq@cK`!gf}ZUjEvCLY;ic_?m^s6*LIKurgLhnf6m1R5la1a66=W$rRMG*Rk_ia;a? zVnQ0m_;Zm{6U{O!8;{XRp)%A;)7c}t*X!OUKt|;n_`(916i!w4-Nk>SDaA!_5>6x8 z{;omfS~d(JR=f6}O&N%s5O^YqL)3rA5&EJ~wg4B;)e{36c{ry7N%FGgiY-Wg)9-}z zQOO?v0ImZLH8m3%@{zBuH`#I2hH=*K#Q_Mjcf^o?qfVPhHleK#F@X9-kF)(&AzB4| z7mNA8ybf${&}_pYv-kxjEm>@kh}z_c{mf~abxMG#WpWCyM2Ucs+po|is2y4`f62_n z=y5;L@%8Njz}=Bu@<1sLn+Um>JE(urrZFHA)f>%oj~oU~M3JcC`+ut6fQfbg09C~3 zB0b@;t@rg6OhKqbRZXEcIBE$f{(JtnCJx}!jh{F2MK=1ZUYXp;(NOg%0guO6Y!&l!{*P1@+9JYzr{4wxUe*Wqn8pFi*RTMtR3Uw7-P>Vx!CuAMgd&}zS(66gm6LpkI;nB-f95b0c9diqDlUX zz0tlCo;DGfh;{2f>b6lWFl->gVBSZX_|$z6&Jr@>eb0j!WLFVcswNsv!}Jva1(XQ^ zFocYko6S=ae%AYM7KU^qCzQ$T*QmKW8}^?g)tt#`yAoglX8^>oGDlHhbmlI%*t27^TJu#z?D&`3imrV$%YUnd!b~@JMvzVCm+S~@@ zQMBj288yM)T(>6otOWhOfVP9TV)Z>7fCE7XwnCExR4;azTz$;*kmP^Sr@8gqvAFeM z`=%R$B=0CE?fL{xS*a3)_}|WZ7iO5B5&nu}8MI7s*CqBPBjPpws7NO<2{5TnWZs8( z$te&UD@!DJ`i*ecr>|q!qH@aO`UZ1z=C2#!(Iyd z8!vWK#Bd9OibRJYBko|grd|Z+TtYAo@Jd?-8X+l&Yyc!N4BRgAkG5nmL3=89=iV=c z_6*~JofU)I8iWkc)LJQUeYcx`E3OD6G~9Q+Ipk-S!GABn!vlZ;VmeHt8D*dx!1V9e zEYCfauK7+U|D6pt^YkBnN}g<{AShyi){O z8SX);Iui1?3wLL$du1`|OgHLC(3r;z4154e_>06;ik|o2{(`W#R9Y$JI5OPuULW#g zz#=Gev|yiNr(42;9f`h$6VCAIfvr&2SUp z-m_Ef_C)*sglZQBQUw9K>3}dGrX6MQJrwr(4XTHnK=M*+J+N)-#Z?{lce1RJzb>lkcqIq?$s{U#?56 zyp{ywWe`g1Jr(@7`WwaAgX9SI)*IS)z>J=gZ^%gYaJ&{* zphi|n55@T)I&T=u3KGRziiy`8m?S8LJ8$yM6Nf|#k}u!UWiM?h-@Z;gU=egAOEbfG zBGn!oIj}=?!jrd;Kv}V3Bu-33OpA8o+-Bu6uI(t>?4uYA7nMLz>y3f|0tSbe^pXOI zbksHfB$ZJRzqyk!h_RZtT__sGM*S{CYycBmQS!JejN_s!;NP6D#uf7-Ci3EPm zGnyU&LV2l!&O;4QGXeJBw0%I#0*-*S$T67cLNFcq3%ox@JrG+(WyZ(rCSD|1xEnVV z_QM{N5)Bq7d;75+xp-d-x-{auP+l>5`pf*%z~DU=16}bE5X4ajeg3-Ox<|u5-~+Mc zG-K7i{{VMkoJbb2sub-%peX4VfR__z&}9@S?Kr<<_$Tgu-Z^?+LFn59kz7O7ar!#M z2$&^%*IWokt4F9;MUyC0O@N*Ss6F4V77v#Rd%1_MN)*(+Kv%(xM4JdnJBR6hkNcR zB-SxnDb2~!IQGtYAF#iV(zwO2>t5LRnvOCS(gFE;uKxf?7=ZBXmthmnj6|hZP)YUs z=ku?%V3~ns*biXA^M#-nf)Cplm18MsMmeL}e@YQu0=^Fyj}S!`LJ}aI6HnIW62M;d z1O^G#!wV4YvXwhm4$Tl zdHq<#r5{jK*ubiuI^%RCOYBJV`dW!QmCh|yR!Sx-d!nC{B)P_vc1a21aUEaD3mnT+ zRI)QMn!gYw+HyMEP#N)mYkbbe#gdMpFF^2CKN}4X=!fC%8qM`4}`I-&2h}sS5S&`f8_E z7+xdEIF@zsDkeA4=#2oKGVL*NebInkVlt@dmgtn@ztAUA56N(~l~&M~-dQQZN_8Xh zCQKn(P@T?a#z$=jE=L5iMnTty-#8ujNSh7^C#w+tSMW;v7z*QXPK1EN*IucRk8G4G zXqbet!_om-0#~4CW|Jr54{AW~tfO!U4)Y*rNR-x4Ne?GZ-jg-U&>4J$b!RP>2HvZ+ z^Xg@^WR_U-k7xiw2_tMoy}IB4DQG5>=vf4*iC8ZOF1eueRqB>BbkgI#B~o2-jehMZ z6E`qB5j&&bHbA8*WNhs3^vlPDoJzW1IEc} z#0uX2gF8f`Tb1bNH^Y5MkndhTom?ssPN|1tm;oRK%dAOjWv2bUd}5-EW4rSEeKHb} z4&5X}`sHmlYye+Ek&oE=oWuAbzInwT1YkY53CNfqXBrlJGG(cZpcIyfE50bixU^W5 z1a458td9W(&68G;l&@WS3;{dK&>icxG2k0C(SghgUHVBm6~Ap=wSiRYbtZoU3Kd8s zot9k@7$6z|@DOB|NJC>w3vMstc*L$XCJ7MTBA80_N+la1e}ld+Y+Q^JF`zq7K7%0z zYR^b7&M-lU3U@ZWUJP=i1c}!Kk?)eQMO2@d^ovNts3E9Jndy>cnRSijwBITR(;O_=u5nlfQQhk%>3j!&^k{=ilqcL!Ltow0;a~5AWy09CjwFs%QRt(h*xy1&~ z)zcXaT*glvuf9t&!czWl-K>@Xn$k(;CtTuPF$t6fPKK*~*kNkpe5NlY8mT2EsRaAu z;3So1r=2jH8M`0Lh#-qW6X##$S3B}h4;i+78$K&PcTn!6`gW1i`W+ zfpTthmWNgp?X&EII4Kb(D@6fMJb9*_Ye z6Ux}-ZVZk)nuBUE2TgxCNm&pAkdSX)(ew`?CS)T5Q04M^7|LS1K4+fOjzLMl#4M0; zfyBnsZ@cQnO?B7*059|s8V@C;wCLpH@QG7XQuoD% zdPJuCs+7m_e8VLu{)ZF$ry+p|6{Y@Qj*82ce}VP&X|*!}4GTK=z{F+jqcYbx1P%j1 z(tQ#L=^@SOlH;`eBPQ`0dZHe}WoKBu^xZ*tJh{ijBpm=If4oi{X(sRyvQZXptL>0!vjh)L6?1}8qVMs!s7ve(IhUp2)&+>r>K5!$i%Z6*O#X8WvVYy8`QbO z3IHm)0@owMgDs@slg?%Bh{tq#4bNaF2%*fOZrNrhucTK7cku(R{AIhOK5VfugKr!i z){gka2PZ>K$KEg@d1sp9ctPYn9RuKo&H(N(Xw!U7W^rjwq=|Bo8gecr`8c zvF>vQ8Vg|V6Q6*4WajwKd>}wha?$}LtKS^%@L)PcPDHNUV5ig!sd8y~JcQJSmz)4~ z%uc-V1{4E%%%>g?)Yy7`lOFoQMg|%ig4UJ(KVmeE)C1*nxI+}p`7%9YlCt3L-x#zJ z(iQf^X|x!UHysabQ(GhN5aVisG9mzF=*{@bEr|t_)EmpegWW#Z^Wul(PsR*~i~5F_`st!DM^fSh5*QiK#xLlc&d?-lVi||Dsf!A5l`Y( zI^P)w-*NGp5p!tr6^}(hY$xnr+Xgw9N%(8QEIlsjdV zz=Z~!VAG8(e9I%Ej)&{*16o5eJ9PG7Q->X5>x5)ZF>b?NR}*zKu&I^Sfzt#9az&Ot@^h57-2nTb#Ev?P!rWn5_AnI%W{T4CFdI|_VpwZg481QF zu6y7`r$c$*v=9>nOXwswiFcCRSscQB?Vc?Km(iI%F&0tAQx2#BrXz!_X@KLaHPgdd+rKu|7m zQu%viVNOzk!6e{kY!8t?x(p!AfeGls05kx5eRO=!WT_*iG(7afGDI2=X5Wm{^OYTI z+v(7C9{S@J2&$%t&5}1YkkCpn=sk|vc){V&v3(Qn$o0a=@<|P3Sk^=eklA$Z!iLGhTVS@nDYW_i|;st$)+fZSTK_g@DNzU41nTsa8bCS<{HVT z#J>@US99h60CICDl0Pof7@G7r6Un24-yi6=u6f3=MXJBPy#q@Tw*zxp$dG~`q^S0v zQtcA3f}%R}j$7dEmfq3xi24;zWd8sdbUH-)R=ULCQV9bV1?&08!a_=2WSH|9nOjei z3dPq8o-^Q7)>9EN-{&`gsRx)L zd}PWR!PW5@9Gs-<`Ha0$JnydYmxlshE@*v&Hg49M%L96uGvhA2k#4QqfFL4C7@|e^ z&5$l~zdNS#!b|>7n29DyKcu1QndXqO0JWyhxw`^9db{$eSOC4c^`s$~u=d4*Y?`#n();F~)J4Pj z&9ok(9}AHw);6oo{9pvMM|de1)5*L#Xi8X86!*(59ZGgafa#d7F=7LVsp3RFJ@EMn zd=~usR^vMilrVO!BARgxmIQm69ljXwhA7>MU)%V|Uy$GtV43mKGlU2kAd;t@MB-E6 zAZ+kHCl2VrL1RIajFFj4BLq!CXA+9x`jnbuuH0d?Ux1PDF7i}e;1A71J>-JF2yz+% ziNkUPbit5PJkn*T3&@ESNWI4ExMq(?2s+*V*%nyMibZ z?Kr;4f-N%t01TK3He^3PY&?@OJl#Fn*eTahHw$Xf$dE%K-D+KNX7SxFs0r@#Mre^} z4yn`U0di@`9`S!{jUCo4=2<+}41|@T{Oj^EX@Ib?)KQWV5S206Rzht0A7%jr9XS1< z{{Yo!uG`Cc{{U{_I#&eq^(W#T0z~z6&ahI`wwDA=L{aM$npUAVm{0Vxq(YF!mQCuJ%*QfKs&BW*!;3|_lAYMI2?wZbgrd% z>O{}TAvL4&rk7B(^D zSgTl1a{3mt5Ntv4iNYl7Huj(}ZW)f)$|DRd5Mb159pOfRRSEbo!V(G|Mw8siI#mlc z_&YrWLdhhjzy7B$Q7B|ok*3JlITm7WF^(++73upY5Ht{4DYma)+sFWDAn-lqtROW z*CotVjVbT1qh)zwLR7lv5RmuGL^cR`zd}xV8(nL6&-7HOpi)PO*LlXU_F6;YF7egX ztcAVgGE%9?6~w0{F`AFNSsB`ooNz0}CKJflTAYvkiuP-Wr{4f6V(rm8n4H8^xtNE! z7!}ON{q}Dzosl%?)Xa4z_P4`~Dw#vDvIj@eI|3qW{{Xl;5qt>s>iQB0*wS`! zF1sK}=i0&Wz2@S`-Ev55+h=dfwUE@}x| z1YhU~+!Nyi_dr0uwLtgU>bHo@?~?xjT_)vb%as*K_r!omMwncBYlz$6aCAgeqL@31 zygehpY?5K>VTj70-&5bv34kWpB7FMKO^(bo5NHTKvx%4Q(oB4@?0$p`c+9usf(n$U zXTQ!91f3Ix01y-h=n+ao)IOD7%- zaq=Bw2!=X}J|hM_oDV48TiC}7=@4>%VAgjAU9d> zZ=gvAzhGdk0ISe9hi8Il7TJjKoDcA>3~D)lj5c)3z?@s-_YYRT%XhVz8TtRry8hp{(j{%iasVH$!b#&RE^vcua6f`WNkFucsjj}oJvUf5q| z6d?N^hJY-PT&}wq;L9gSST0aD43Fx?3IW3aNw9~rfp(QL_v;_w`2hgrmlGuNEc%b_ zGKAr#BseBySjssf_v>H-ssrzU?06&i`cK{6(NG;@9pN4)3>Y$;hZ96UKci?!i6Lqq zFWUlSU=t$p2A99krig^m$v*;}@c_)7Q0PFWsrKF$C}J9y6bbE=$;A{6nwXt&iC!16 z67Evvy?>x}@p29Tj-$RfgV?B~0R+W1>59WyfnanGxs#!~Bjpe36r%79<>D#GB0+cn z*(>{k^$;N?a00j!2Pg7!J-(1qN(vFQ9P31)GJ@@n{l1rY#-A>JG1VpB^HlpM=m|At zub^wI%3!h~h@MAN)7B4`nX6i$liIXn^wiv&Y?yD<`tX#N_?Cg#Z$+fae>fAtV-uj!Ig{DAD>6+d;gUWNLJMrpD=h z7RTs0{KTU0q3&c1>HRXJtV!3?cBJNkklxU!#0;F!aMyn_{{VpDvdY`gHv3^b09sa` z@Ke*C@&ccM$N4su9MZ&joUJO)*oS^e{WiM-MY>OkPWZ}*Cn%9FN%O+~-dj2(_&w(x z;}TM1un>ssu;Y(VEnw>UcfZD_IKl=;tPin0B53H8do_lFSdu-RdP(3In40?5b$prg zd<)HD1D?4a`uO?-IZE&+n{zyS;Ut;6B_La%R=$}4QbPPC;lx2IsxRP{PFjHe1c*Fa zmrz8)B5e?f(LGMkg0m`2Sj4WY2{iH&m-;jMc7*=`SHZUdja;$+00(0lAs|FbK<+7i zl8EUO=O(LCtat_dupqReMC|%JF66mKJ@Dhsgg#7+5kEA&DpGryTfT>u6e?U<-#X0a zBgk-^nD&uM``u$~gp^d3HiWeCk=sU93kex*1cWdkNf1QRI(;siC98*=Q<;rx1UCMOc~HZb0!U&9+JRlQf>GIqp_HCaS7 zf(jej2YATm-Prv)q=ukNmVIrY!nKYcJPKbdZuvNni0HZ)#KG*Gx z+qDw|B7?}aJuzi)l{yA>QtONpS)h{Wj7>T{6IOaNC}zcg?+DB2vR078L{-dF#@QA? zNG9G9%s3)S86L?X%fsW*n4=<-=@Yy>L>8Tb9Y_$H^(RR9`n!*c@G6RfR^xT(XLJxg zT(vi-54WR8sfr$G(=K|Otm&j&!99T9{{U9pexyF>mU|VrvwD!E7;NbNm%3p^6N=4i zl9qZSff9K1Tm}%7l_aQ2=#lk{NGC?}Sr8Db2vC9$8%FkI4Nk8we?IPg$rzG}6S97k zC#sWSB=VZ=?S(N^16mm&Q-|zIQwrcPc*;yHkP=KCt8w&u{f_V$)(D9l%ERKHx2jWQ zUm_)oh&yE3^#I7bbyLh_((PH{VQ25+K>J1}5K^Mqn4qo0hZ)%b_#@M1yIyab&QMe# zl0)=$Dg=QpZ76dW=U8SyT10W5u}BhB4KPPv#zzGgsTb%r@=pMWEuC(#7icj=zeF~b z3IYqfry}iinuA{2&Ux@sde1}4o7boTK`@aca-3f%^r26<@b+-P?7$#<2{ZeO9>e{d z)yRl!E|go1XWJGNe(Yui6oa-F)O+Gq$!~EA4yZszy&y>*U87}k=O=+PS0g?+@%liL zc4yJsgHE4$F z!{&xpN-5G40#~Rgb8_i!DGebv208%!0NLT=wh>HBn-sp)LH_`rwY2s9l-Bq=#t^_M zsNF((Q>5Tk4M5(dGaOk}}FQ`9AfKj^|X1j{Cei)Oz83r&#F?@l*RWzJF~wtppOUUdGJ=$#5 zm<0p|gI}Wr)5>WHS?XU8smLG=_|L<$FGw_MhEj%vT^#ENz)F-$!Q<7j7pSlf8!Yf} z+oi#_Xl?Tu^N=IyJ485=Di3I}-wJVM2t&$LxMb$S8HpB{xD(_kvzoGXhD;WDt;>th zdBy1sqqm%?GRJ%)o0Fglmu^f2+`YQ3%f`(aiFlTxazj~R0-i(_!q>I{wkUX-?(r`j zp1RJAqe^>It`oZg-eT+)*6;{ptIOr*B8r8W639)WUUAnT#f?fM3EODmUGtrb0izT< zg3{hRfaK%^c(?PL&d<_Va1BygtpL7O+?f4|L<-J;>Ich@7uuPp1hK+iEH9*wXp-}T zpqN4egWdpwA0|SDA@F;TxsBE~WHV9W?~=}f9Vi^-;-uplIUdM5C^)A?)3*x9jL6uh zMCWC1ADxlNHMzr<=p$#%+fb0!6sgf0{{WB%xjBe{#HAhJ&xtW9WnPd_a=00Vl)ycL%NC_e z7HfAso4J40eoIzy->hx75?}k-~5YcXlfv=O&5#y&r#@MB|2_(C%qIq$E0`)x} ziTYc8u_rY&7ZiK41-UJbLUuY6`hhVdx+dRj64VZ@84GExjx{**vH&TQ!J}M7-7_rO zh%-ykEknO|9>M4*tBBAlc`r?=W~-UOirL16&x#hs*m0`^R|Z%mzY0B&kFB1{gPXT%3)5787M2yI~XWkl1PoxLJ=kS-mwTJey|5K8QMj z_$Lz5RJRsBe|A)MuqZ5C62uu>G89==sshUuF&f!FVgKF zE+}0v<&XeWh}mT81GvhhPTAkAawQ(T=TagG+X8JZ$f-Nf^^72-0au_}Kd zK%vGNFyI^?q+*1^R+>8)_ujF7l=3z-ov1@&J!sTbrMX7tp$7p<*F8)Bns%q z$6Npq8PW!F@?qT*7>TvyGp_#tmLTu|0c(w&bM1;Qq)|s#2-73U>ncFK#X+av4r!8U z*%H3_{XMmb0TqRhKwKb%L(WyOK`F8+L^1;fR|(W%_zRNoJj)-69m82S%cagi99#g> zKrO$}W=Vjy7fI(N6gvUBvL?5zA{j_}Hb76TRzjQ-b#R^@k-ptBpnm}RXK$uRr>X3a zp6A_;M8Q4~ks?79!&=E!8n6-rh-q_)#RG_8Q!+YfB&L@fa_tGhKvqk7JLG^#>0duE z{>+#N)#0viG)kl^2ijqV?8dkQu5Oe11L;letOmLW3l zp&j#_HARXf_CeGuHeD<-BgoSGd6gcPSu3ZXyi^jut;bYo^a^rP}k2LvG_(tx64Lqfk#2Z(rVUYNQDuC?wQF6oRSc6 zG(4srOiKr_RG&+8e1I4ur34RHWFSfr?CyF-B@1J*u++*o&rFm1B-WTJKm}gd!I+6J zQVF=e=JF&`L6quroKW;QaX^7BOilvOCs-CJEiWI$f{lG*Yv0tRkd14(jle}t&Jdh> zYrbm)4y5q+KS;_TkfGF2_Y62n7rZHsM8}2~FuE)9H~Kpj6`@3Gg;q16+h!N;1kYE-@ZcHKMx}n&`aRP;^eu9R>zM- zvZ%B#%hMNC5d>;X?)vw$(oDdekLN4+$Se&7crqyrhrOHa3bn>AT4GhC9G+O$TrXsd zsCF~-59)KlNf8oIQ&l4YDNlSz&eqhlt(2+gbc< z4#zGWKZi8hrvCs=Kn4;)_N5EA7(hS*ixJX(oXm}>PjVP{J0flU6X944z641xcwH;# zmY@q=MNy~R^q*w;^lK|I5{A8FGYRVi`VpW#yRG!|&B!MK(SS}(iT^q%ON&4nKDW4f6c>V`e0KTN4+ zslFqF9ruuTBvK4J6nY7u zcmvX@ITtL~h$JMf;XwFcCz76R6T-K2obW zC9zIjxyYK!kpxqSosu~AAGoq@fJwLpuz-#@X#97NMgb58#G#1QB&kIciXVK2D+R(d zp*4igpQ%s6rI}c(m*d!UocWUkiYO0sx@Og+;gw zCq%++*`DJXWdx@XC*n_h5C_!TX@Z@4^NSFi$Fqh7yPort_=c2704dc~7|3j9QOO#T zyf(OC)DB$bcitF^^Pj7$?LX5485Inp5Ju)_1%ZW;I+=uVg;gMGSa?W2G5&4D&gB6KWIe-b7zx3{aX)-%L(cm$LWd zWP-<#Odl$>8_4!zQ6w}cM^89YQ6!5!^kn8>-@fq54W^23F2E!kNPA8FGDzvC#zuMsIyvB`0t2LY#lb$e^k*dO{kpf{ho07QOh&t=PEZ*6R^B(8Gi) z%@*so>Jv{x6lp1OA)8O3*E6WXZ%$Gz8cJW%zrPyI+lJW%!uw{zvoQUY`e_=W4~c-u(%Bdt58PVGPh%9KWTJYV zC75E+QUW4_e*XZs79$8r{{V^C9UHhlV*R!0ek_9|pgzbr#UwDJLDK^f4C)!3M>twW zxsM~q(nVDVR$md$8ay763H3zERdoBzG@qVQre>i%;|`gc{I6hru#t0YO|(HmHzAQG zTC{Pv>5Qn9w9km18?>M&FCc*!NhuAYDv?ZSKoF%5jq&e;Fq{`2G34)j2E5uwSm}_{ zJW7b32e+lKt>vk`1rmH>{KQ42{?Z(hyrYC9sW592c|~V10Nut$6j388h#hMII}{T} znm%F4l{0H^R}2`bOi?8%UUKq{979gq4#&|bj*%Y@JH)s`0uw0wYrpC_*Z`7M(uE~0&~e`wQ{ zvOFn|54Jzjlq~o0uD&snY+$k;Wcr$7n5UzXM?%#Gz@t=g7@#QtdVz1g^QWJsaCtS- z0rKY|uiD5QINPb_HcVw!0$RPtg9U!02^mLFuip>boWcsBMjnZX#uE0TQyt|Yl%>I; z03Hhc?uxQ$s7flGkvwD|T6Bdp=2-eQ#L?9G(+$aaDwj3~>XN9}=wwnQCgDc`5@k;J2SW9`!znSeSm3FZ1knG6eI zQb+bbU@*3*RXi|p2_2Mv3;g8f&g5L*E|@MbSr<}Td}IlNK~FG-I>s7@aZm4|`(P$T z9JA3N{@G0F`ZP()>&pr~kP-LEs^_o-j`aSlcF=9Y3K9xpG?hZ=#~XpWCrRVkf%@{o zN1qd?upo%;q?{(iPNOHI-QrA)62l;!P5s6w)TD_!L18(+ML{`yvuW)*OF2bR zBCcZOr_x}G?;D4e2fjl>Q;BM6<#E?os_>v}N0lFg)Bga8f^n1zoTQW)xHq|vNQmPo z+G|(Ic`cd&0umdWbYx9OA{sYt1=pboAHN52V9o@lOGjn$QQLX0m1y`y{Ni&>xls%7 zdw$Y)bZ2ci59bs@D0LLc)_H$cCYmR>cywf`xeWEM^0SGlB2At!@OyyF-(Hyvh#7&|^6=q+QgNC{dZNCIW7E>Ti<9f~vm0HpBY&O$ER!je$s`N{#?CU@G6G5kJdu(Q4Iz)fWf%SooI0R~B4E)yep%C)mZRX;6)oeiBzE7tc+DugjXzq&isOC0ojNSyJKw5%rMf}`*H^oXh0hb`3h$I~VN z1tnbt3Gp%daxam*-C*Tb8tfQd9o@dskvlo4cUNEFZrOAoKj6t`(yYuR@~7Y4cqY;k zbB{Iek{q{?vE3s70K+wK#BvxtmQkQ`dOK=lq=$BX`Sd)Kb`kN3C0j&&hB9esbbKWr z7%c}9zsvaPfR&tNKJr2BIZsp2dUNi_tfQa@_1`Clq_%Mu!{fdnZ-R%EnLZo~dleyF zDY!AQhllQe_ms2FFJiixt)V4`J`ZhWP6Y9Lu~?WI5Dur4DM`%+9C$%k4yV30g^FQs z=NY8%nA}`!gr0B~iPbOX4H7e|f81zP=!*VX4g!$`_#_E@=BR8T0m{a>u~Jq8+Jbk( zGKC0z`A59r6tb03@1e(GY=EBwv*$FUpg(Mwq-L5I)P1L}3IsIBhk#ABM?U!u6rnVp z&(=1}%d?ZkB&w>tS^5en1!87_tGM8LOzyj?8e z%K<&nhem`JM}$me(5H4Ec23%@zmnnT;--XtShS5?lDl&{#}ZHy@H#mCf`QcNO;d$e zWG|HcVeFEu7~2F{z9b)UmVt<=5ur$^;|qeIS3~wY`~^C?dmo<)6@xX9mQJ?6kI|Nj zm4XTvq~T+9Tf%6D#1iIlMF$nIgSO+}9ukEvrq;uWlgAkn7tj$%%tuv2*YqdSHr%xd zi7W$d=Cy<9foUJs+$W#K{frS?_6zeLE?-Pp?LU)XP$;yCr1~B+59BYIVG1qgW=KUv zOKjO&f~Rb%h!FEUGUW+t-26VU>+mah7UWhaEP!;w$D{(R1*@Prb9Du|m-n4uNOJlD zf=wt-ljujX!`uix@x)V*PM}Hl{ktmCR1B$smG~GVLjlEpu#VsWjxXO3k$s=$n733& zcDYZs6XNoMUB(S&!PL?LT^Vr!4%rdxq4vXy5?S2EFPvaH^>O`la5y8zfn0ETZv`UU zN5LSQjxc&%VGorsRF`-BVf*doeWxTVB4(M^xH3rUf%1N=XWbFMj424_VjITOxrXQ8 z5jSQ-?{B^l;Xr=LHCPf776^KQ&PKE*^xVQz5jc7wJ$S}|mn1A+rR{qMTv_o#j}x9@ z3UnexC!V;o?$UgNiI{4|{4RV@27Jy400w}7_WkV;EcAuboCi*LLUE%nY=~MFKdH)2 zE{1vnem}v$#U=^sfTV6LuieM{M0M~1-r$P8IKT5za>`R*zEClbyj`50t zi6rilFq({(?Ia|GZfs;AB4j)1L}B;`TYSH>kVj28M^ccF2V}aPFo=gOH%-T#KTMHg zfdoz&!M%z@ESHf6D;RZXW8V2&o(wP1Do#^QWKe8|4sYOD+P(=IhD>CK(Ca-P zj7Ha^_z??ibefr@>U(3+Log=ZQ~A!UgXh{x5%U%MRmGCzRwlS4ir1QJE~9jF3w!Tv z{+}yHeEaGZb`bZB9G69pOJe^39r8Hlkf3&pUR(x`i;%t#3?y{T{3J4eHwpsi1$g}g z#BDtP0Lv#{Sp)w7m^#e+~{uqNov9q@yp2{-i%pbv{i00OT-xFChMNh4LBy0K#Rl(-M{Z<#NxTekUZy zb7Sujl({ITY?n3v09^av2l4(C8bLZYoD=;5V`poQcgmAyWL^1~K~{ z*-}&9PSYJ*jG=>owzy@-PqrwMwIm&CZw?^{!E$Q>)Ar&@K@+k=_QilFLOF*p;yv(8 z0JWji@^PCuO6+tk9j&VPhYvpawUG9aDccNugCcR4I5)1VDQ znlg1DfDXW7dJu@LkCTZ~xXNtxh{2>DQIpQ3F$S2e{{ZKw1gG+{3j`~#8gpMz*xr3p4^>aC_yh5XG*So5JrZpu?>)W#G5C zVTmI|&;w{CqoLCjFL0Zh3rBFyJk64A)Hc4cH8Nw&nK^C^=UDkbm|O-vKd9*Nce07RqSvC6^cE!*Poaz_6E(h+_9dM3m(*`Kn( z@7kq3(&+yHo|58N&IBkN*n_ir&zOZke~8ciG-vX{2_pM}yD!QzXp!;Q33%#ETz=Fu zqN)lx$oIBo@Xe!COEhUvqZ<7 zo;HO3hZTYzfTb{?b^hK+3B(CJ{{TVG+Fgi#%YNAbYoM2Kz>IY=q|Uj?fq!XV^lJk# z6*qencitY=F-bkp9$U+NAv8Le`FpdU7|no}PvY@1NkO>tPrgJl7D7M0o|_&qtsbEM z4BFiZar2BQ*31`_#@sXr?gaVv$4EY3uS42qM9{>1*H-vpGHKPK_TsTvm1r;5MrKD#QO1VE5_davPW_P zP|Bg`V00X2mK4c;1WaT$1&AnXc0e`G@KYTsJXRWGRYGQE9oPWEm_iS2fzjWnsailm zxTKrBjuH^05zUzY0Gs0%lM*sXv>BbFWO&3xTsmZXTkknIym#3c=ckv!W5K*gNWv$= z4hT^wB1zD-4jdBP)YAbUEOt*A%LzR~9_*-1N-atkL~f*G77<#!KXp%b5r8;xY!45y z`sjv-+2G_f&LlH0H-MrOwN4L5MZ*))9J`3Zu%2FGcX-4kr7W{+&5#`d#}&57f~V*9 z;g=;nMPFwQNKoh-9>x#SaoSh3j!;<2LJ?s--i?tmkwZWhN%1)Rfb1!NrcXw}t>hjM zZMUr``Fd_ahq5Qxyi*lAOo3x)^oQbMV6vlh*x;Q^AXr-Sf)Gh%LY*34IN(d?gVr^y zDMf_-@v{qRlp|V)QGPKJS}!!d$I1IEe;Oa0;$_0&pKko)9bm*CW}Gp=P*K(WA}9-8 zyg=o>Vl0#$WTbGII6xC^tR~>nXPfhZ`>FSmyTHO#wz5Xc%0s~jbk=Dzs4wPIHG#ZB zl8X#d#P9Zo%!50v`N!|oF{3||I&hf#hkQwCSs;EF-y;H(*~CXaaK&qqv@M`~doo#q z0-xyA;kT7ChI|j|N9@Q%n*fiqoHY|K{&vIi4hZ(0-*9b3_d zK{Uk2lYd0JONfzRP1-~OK|&s}_rd9}?zQTmXGx^FdM)I>jS~^fJaL<5>1fld?~d8E zEqY0$S5auvj}8e1iROj=hERbAfQ*t-r66m{k9Ii-B2{{TL*^e3bA46WW^@10cj!&8u&nH!h+%0N7P z02A6jUr2JaE8iHAsn`O>$<4PI1P@Xu_iAwX%-FG;Gz7`lwoM6BWng}j{*9g7N3n5O zV3e%f7)Z4-EB^qvctg``)pq?6)RX7->Vv38E~z9lePbP|1u`(ewbn*9F&#Nn#&{`9h&LMI-jAz)1TV}QwhLzlyL58=&Y z$Pec^5&r;AFb?r_OFi>^67C5?4YisvB08Uk;Ap4cH^;t(9@&)W*`CMuto zB`NPfec2XA(g=(EopHeA6K{F#yT+MRAPRS_)nTR^Q%ISJ#HG0v;Be1;FeXGA{{WNs z#js;ClFl7KyF9Z`92g*m^G@jt^%3|GwTkuN_*nBhkn!l+|5XTe$0C>qa z^0XdQ_HgG2AYMJ4+y|&T2hKr72h;xm!H`@9Z0Zo_Q5B+p!gzk^{{V8n0d!_I48-Sg zCV2XHD+xD!6;c?Rj0h4yLr9dKe`x!g zC0I&$oOg_SQ#w)9r@@OQ&`y#RUv8ha1{0}3m%I7|`u1^8z!!uVckd*rlTz8~yrCrq zuf+Fgifi=9+8$WRqNLKg@L~yZ5dDGtGq~wfef&4JJv0#k5|Q@FyZ*gp*>0_;z6vYR zh}!ZF7(fBgAiy*Sf;~dg3Eu*MyNvwB55t8+UZ4752Q(7@0Ni4UHUfV50u+*0h^-`j zz4AdZ2w>hAf_P8TaYF&A)b%fSFGAFb9_jlS5bxxi^gepAgrAfz!5?hVqtwsc&%^-a zg1O)S04y-Q1Ts1jX##$Kd3Tzci9DB<_ifppa19B`aqL3{-DcQ~LEodlWP^~92H21JQs=ZqmRVsH4o z21%xxI+(%XAJ$7FV^53-LnsK}?~`x(UGS7Zwf_Kyd!e7nKgLU~S0bk19I-r^)TBUY zohq!}8KeUqzuCMRA@of=uCD706?|D8zd2w9=mx)D)~4KJr$FUnA#uPGc|eqvZQaip z2ffauOURF^pC4yZKUiuoZsUIlSigh10Lx< zrC3I=yj|-a60NHmp5(Xms-ZB6LWQ_-HBy-#NVBUx&KjQ(OA3-=#&Qk- zlmvEOXTMy0Nt9S4r95Yva+dq=H7g_c70IIJV#-*r8PTBN*VO>60V~+cYPz7^%1Ega zXGE27FHvKueE$7$U?MKN;;qMr*bL4lj$3pk>?(hZoTy!HQu~0Tdu>APW&*?vg_}d~%u7S#US2!?OuYkX3mRrvyqZPJ_W) zW-G26Y=kWk!m%;pa=at1=2r3ItutdM_7g0f8CdWS7{-l9ZHF-k2y;I1}Jb9!ODS#`YWw;|oaRbNrEj z2yUf+IQa>Un!flOk~+;~dY7x-57yif)dBa%Sf@}&=K`5*Mh-VUb9Y#Ak2=Myy`P$W z@=Ac4g?5ttvH)a*O8JcGTcUT0)T0S*R9$6Hw00*FD}t#S;Om61*+dzO=Ebr=p}Rz< z9*U?69e5cASUo}*nePTYho6D*jwGHZxJl`}QzGo@r)!G6d}0D0`oU8#hqZRAPbto|^XQ2;X}zUZ1paG_vwIXb(>Ra8VI2^|?q%Z(`b59ibZ zs0Pw}u$Wz7A19*VKnGD1fTbD;_4|VXvNb^w1CWCiF^-jY;&1c%1NHu9yfyEU$E#g` z2h}`c>4PI|p&1aM9Y>dsNRg6Z)9%rZFPZQE0E`~qfVhT(XwW_|Lg<)Tv~2EMJNmJ} zIrm?jv91rH`H=Yfj7TYq+;;>X`O-WSW`m};JI3NeOi6IGAEhr`l1(|4nUkNvieyjGppgliQ-LfVEkfMi9r*1D{j7W#>EyF$rBO0JLsi_ zk1#cgfvO^nI>tDQvNO|Sl0O+TbSOA^HspmVP@VS-JA&E)@hO~@Rg?;jCGW-+C63-6 zP#je6JiKrIlku#Cv1Reu7_o5*btuti*?m5D(b< z97l1&kGD(#LB$^ji~uO6PLUDcrQxPO**Fj#a7_E&Bo`1T*^8655i}40wk{?hO=N;7 zgmhNoqI=-*yDC1%PB)tbb)UjAEwjwY)sh5fk`EJ}DUyD4oX|oBRrfRZ%{1D(hDp1G z91JPZ#7Bt2;I7zvD?M)cj9g1fN>kSIBxI0J^>K|8?7#Dwm|BeR(e&qX~`+_b7mfP z9^umhN4#=y6aC&2APSlTYmH469);ik07f8TtH7evu~<6=_c}3f*vZW_P<3nGbDD*J z@%c^?hfqlQM3|$lwX>us2uCxNHbi*zt{HTblH7uGc+a3k1!z9r-i0oJq@C>Oo`Zwv z1xjD(cxS5M3G&LHlMvZz>Ja-rm3PtG&|*LR0T6@1g0vU52>}+&kLM>R<4^DW0~YpzTP8w67)A^!m6g~`D&7lnR) z%s!d)d`;PXlj-hQGzERYRNt>3vz1a1d_`BBf!vNAI!9il9rZURV0s>Wf23uTC;KD}FbM>WqlRU4TWy3CcM~PpIAt9LK zqdFt=oiGH+?pN)I^?0Z6Bxu13nPdgMe`2l_BlEZiT5>=pglTwei00eYxT?DEpXqeXWU_gs>NOlLyC9_TB7EMpL zKF_lsPZ89X>>>qlj^D~#`Wu-Ldkk)$`xn!z5^^}>DB0bSGPxL!3xWYa1KSM($P>WR z?U2_>#ZE4Hy$>|;fiD!LxmHun-9|H|AQU*@`CL#aJu3_WxrxfomXIP0WxH7JqIrhf6oxY`_dtyM^PW59y_ZL`t_9*vj0VwSDE$Pb1UYH>7LSwk! zY(KD+A^69Z9Cw3W`FmuRte`SoiK+`Ujiru^r~?{Ag+&W}vQ};r<}VUX7=4At5u#ME z#)rh?OGL@SiZvC(?S@N3u%=AQID0+V4lPW=#!}X;q&}fIze$pNrk(NJjtKzj8}XHpxzMM}E?WNp#HErBSz5>f zJ2zh-`N5ze3tJ6);O=Bxp&tZ1fcE+nfh$W02d^=fu9W3x9zy+xZ_;aOAxk9XWT|np zqZtP>1v{Hfc=W^6x@BkcCg+&4=zAA|I%rY_C9CB}vna(NBkq+E135KEK;z}#U* z#*v~CJjv?dgn)FGW}TUcw(V#j{AAFBVlCb{cz(6UEOe1dDD0x~(6xlU)%HfY%LA5( zX(&W!>l)q)-exu(332z$Q0iooL@;l@CoX&xYzNyF1Py?NEFs!!0Uku0{{RQ7;5L)M z9ALLC7rMd8Zef?z{n;$!8!i6Z?ULBqoy=!8au>*DCla7I9KK$${3wA63}a{%9A10S z!{n%^xI%YTjf7!2$%rk9Xot=z)8ceK&T%@4+UNwUhX@W}yPABt0xlv5Y+*|Cj{uD% z2}oTA_c%VYI#J+_jRXQuIATJrpdT&_)npO(J!9adI6bcj%BBARi+Z&zZ|IKr_iJPA zkTeEiI?v+-B1$So+bHXUB3Zggu%O875@fj>#vM!Z>*6o~1SCNdsFa_i_~exU#|Yj_ zMWbAk)9iXGHW71ju@mS&7OOeA9`WhD`wt=*^aUTv!zIX$L z7cYDi!vSJ8C+ig^Y(wF~(*T5oXS3rV0MJ40`k($moK1BYjP)=;&|E_=Z|%wc51l;O^fFaBdc?;o81 z0K-3W9P)X(KQ1^a&)>J9BOSeWJqTg5uNRH^2wc1m2P)UyPeIG8)&g|i!Td%lSrCbu z7v1C1SUO3$aB@((MhVc?W){a;3)=|V557Nl1~3g00F;BB9pnWjsD-ZXV2$&RY!xXX zHv{e82%M4Wit5(Xj>9%I|8W#%B(hh9H8;0J+Za0rFqDZp&ikekF&`Rrvavh5Uyx^M(d zn*uJLo_A&;2t@)!-lvS2%wr#BUd~T4(O-~}>NtoqP&Vp^EQAaqaSr{=nYA>G31_Df zBt}P$Z@d^EC`B9->_lEdJmrD+&%?5{CsQGUK`sz|#0)Vi1O(CnW}71&mYI=Wdc3(- z&v6W2gYl5e4`2Y3Pak}Q8JI51Dm16#9PO_n!i2k6WcFi^W|ZKK88CPFC-NC>*YoG> ze}T=cgzqvRW8Xf;e`Mp3i%>Vxvy@oY`G5D{=$I{EXu*Bj_Qzvi#9zCTfTPb6?%T6~ zYB|)`bxl*gF&Q3LXalGSOoC;OC%jNbq<{`4bISwfXPDK%hS+G%8*WykWLVJc0uBFcF2+7ZF+26 zlW7?MIQGMfX%{%};t6S9bSOeb=_hx0J3!WQ=dD;=1S0-*5a z?-TUK-9I-T4$K{|zd+?b>q;TYMi?A*%ui9rFnGb5z>fifW>V}928te-#la+y2|BA` zN}@#vY|s#c)wEeX#RKiUbl~cON3U!GPy)sTx8i!WbCIJ_-*A#d+Bc9}LCe989Sr(7 zKqP}H^M#lf4Ya*!uS!Qqk1QA+iJudL5%IVPqN9YM!}JI~SGil>F9@wG9!}qeN*Q4G z6TXv#^I8L3CN+TkAg6KpIIRNjrUd+~ocgk8m=nyp$RnpjTO9uY8?tOMxglm{A##nzOHn+5mjOh&$?uF} zYWtRe$?ysAVIXz<lxjx z7$!aWuPh=KL=K(z^(NXu?1SwOf3EUOsw!b6D%`cKfAbPcHA9IOS>ss^Y zgzIJZ&Gibw3i#oeP!YKTXt`~y9BqF~#B6v+@%tDH@G1UgF?LI_0qlN(QIkW7K4LO4 zJmP0z9z1#j#9NSuJdvfAcw6WG24sN;eBUO=hcC~SIdCIhqMn$^F(tf5KF(9h!H)!V)GHMAA=wvQ-loYq2miV>{Rl1R(CSgj|e*G(a~JtBu9yp ziiGfuJ{_Eshmj!UPP{twLch zo1kkWMZO3IaAPc~5L!x#?(kyif_%cgvOygrJ{*%MN7zSUyI(@e1>b5_8yW6z0C*eb zR>j=C=}&K?NC^lcMnFjGOQP`(l{PFh{twtn3OhVAo!WrR_PW zENO))_k?%)e%owPpJykbnC|c61YkWjjT1j6M!=!cMdgu*EV$0;qom$g&BSbiE%zJ1 zu|;=N4)Yy^Yd`rGCpLsq(n_BF^LoZVN2ME#v-a(&39TE#{tXxx;w)uiV`q#+-AM2- zb~XKM&AVFo;^5 zOt{_%p+M>e`-jeS>PYSGh{cqKn*>LKAvnl~gkz9CM4o^U5g{ET#!C$)sBL(H^oJK| z37C?43j;~?@;H7|jU;PHlI|ET@*;iUG9(}jbb()>Y9!c_QzybsMggLa z(U?x6eBx+LrqFQ_IY7}T2a^tcP7(G()KGI5nY zPXX7jqejROQ^T|Lj#U{5ob0rcIF9)l0uLQ}z5b&@P`e~zlDA2;jO13;J+gf^$Vz+a zE2>~^+lT>JL)@HTgI>MEufNd{u|2RM0Zd!f4Lp#b);yzYH_RkD#Dq(L>kP9~u*pSS z{tM-OoMVM^kKs`{ITl_m=1zfHoDV>$tgUOtPT7uHX!$0vH$#Au#{HUd>7|O$+76-6 z(~Rwzw8Y+yk^N82heh&Kv)E`P1e820CD-!Or2rx+Eeq|lw=y4nI_-oR)yaC0<{$UhT@M1);SxirQ$RJAD!DjyW zsSJ2Q5d||lI!CNjK8ga5_`&25LMBmEHzRq)FdY&;*zKz&#L;`xIS>Kx@H>s>$gBiO z!ou<+R!+nF=OQS4o_zSoDA9xxR*7RD^R5VWz+GQ*{?R4_HI;86fxbtp0sgmF+*P>|#VE*E=PTW)+-E9S>s* z)<>L%S|fohKQUPG#)n@QGXMoIJ$F=nv~P@BHSDbgV0fjX()KzS&Zs%JrxtR9&atQ}mK15Xgc6B8Y$)tN|M zE4%z^{qWXE;1mXxCUiPVxSfcOfB0hDOvT zq{34r-HIk$i1&IQTxOwsK6dI8$&2 zb{P^IdQ_=gGArnbM3KqufSXmy@}=f*1Q?Bhg5<@|#Gd$^Sdav!p*(XQujvJe59)Wq z7WNxMu1>maa{R&HdN3S;ORdTYm#hB(%tj(&!PB}7eHT$kp)t~T^d>T;>#7{q&~FNI zW0WlS`dk7gzbLZ0lNf{|ZbT;S2uhUaIBLVYx74K0>Jt7V5%Gex30Yyu_b2=rv|^Fg z5P+fCju|V`qAA3P9(aU|y9q&w1LW#;I5b3w$faa-CVtrPssL|#r^$(>$pmlFQ_cqk zo4H?)z8!*=AYiH`4ToHexd9{4ee?3eEoR3){HJ^aVIt@V)*N6O4`h5Yac9O!QA;5b z^y)}D80aOKTOpn=Ez%5Zdm~OI6aa3tKZ72i5U^^c^1pnq0M$~ho4Ee~+=tFJ3(Dq} z5GuIn5F^m?#(1hP;to%rK_e6=WJwQjmow7|a#^)@tH5A0CXqcUeo8$7PL~YIPa8e5 z2;paJO`}8`y2VnH9?b6OX7Lm>frW>RQO7w|ad99zRhBwOx9`e;PKh}SG91yy-ijb} z=jR`r?ofA#jDZQQ$?14MRDjghj;2HhKt4aw1`A36_i(1EEFW{}5@922EI{)*#Q|lA zO8W@(8STLAhT`Z%yZ)Ipf^=^`@z_lV=nPPfn<5;ErmAqFIURB~c8~8l5Dfr)e(Z>a z3V+Rh-WoVyje;*yC-eFO*j*dAX3esVov>?tWTw;lbf)I?0Qr^x427Q8C8=smfFzp^ zj1(fGb#0Yis3^gX2OL}#$|{51g6d>5xB^|~avKCd3VUwI>n9hQ1sj$Je?Yis+EOCa z_i&KJI5-f&->X%FrwbIdq`u^`{{S|sP)d|u=RdXU&H+c*t?_@p9Y{g#hE%P35BhtU z@vVW>agpJ~3R%ixe6DF~OJlB6dJy9l#1$$Ofdtv!Lcrj#zz;=OiIA$jP7E7tt{=e+ zV8+NrbVUcd2d2UZ3T}bFStpomln&k4!r+s`VC)Mb;(X?VD@^nmF>V&5{G}e>;UhZE z5DW8%S4`U7&-0Md-9txq0^JrAv76C7oS)y<OcEt29e3Dih5gKeva$_kC#gR@R5^Yn1IvBk3;s+^o!VkkYXr6GogbWCH#Fv;M__j z&_$5nQ+OaoKm$nW5wo9sb;%tfb|RRYcdoy-Kh5Ge$M8Cs0A~u4I@!&T+0A~V;G!_~ zG~ojV4uMCcdOBIyNrv=7fX)Y4{dgb{n$hTR4FHibAeJFPs+048ZgM~Rc&dym;5GNc zM6xspN6CU20S)d>V&2}dFor|-5+-})lGh;}rH8Uij%FA8GZ5-5E6uiBJ^? zMMPXnsr0Eoa0&hx*N?Y>d5no@9aay%bbTW5Kb$wu{!{0(=@k;%1Lce~krC1|KIhlb z&f}Q<3CN^dhlG9D5y2;MrT0hFE{45hneRBx65eJnxMwAuAU42=tyE0RxCU$jN+CSE z-Twfn&9M?~Am&Ybtnq*V03Zzq_-X0q1q_zCos%V8<>FBgliFPF-W6}=FaQDqg8`%w z;jjzc!!y|SY07BDFgyRQ2TEyi65ZU?kEBTAeLm1+Zz+d;!f@mwiOOqfB z2-%810|kU+be2B(H>4?h1Mmhq#tk%0IG+y0p8o(#fSFOzfO}67hU@{P6w|Yi7R}Zm zm7(Ydwr5x@PyYZXCKN=29Vd@DVyK9aZ9H?VVbe~5%q*J<=Qm@35JE;KZ3A53xlGYB z#?rdx;LnQ>c_$U66G;q;>*F`DWJ)r`Djva-NaT?}$@IBk4rTyN|x4>T?pQ8=k zyW9K+1ffyeEEr0!!0HT9C9$;G{K&H)5DTqeYg!S=`mcw+Pb>s(~Iv~z^QI| zK)>@0JrBA604~1SCMqTem1?=p*5E;$9gU8=LH=y6^b!`Gu=9A_p17pyS=4U))A!Fsl^gC9)croA&(uqCi zp7V+hUK)9Vy3`MxO~>emNa|~RxEYuytY6M3O*74EYo`9$;;X-$Uu8p(q1Xl#;^NN; zso-(@3M=GAkA!mvTnT0!IRV3hpTt0a>x2jk!2y9n(Yi#?oSS=Qlq5Ml9!XvnzzlC= zADloqnY#q~L^K97OmsSklMxn)_J4db+m_w2(!-?XYQJXS*R)0$KhdWXrG7ClMF1lBnkJd7$K7KRiO_*M_VO2DqmSYKxIhxVrPmz z{)y_@<-6d+D{#FD1LyrYNYPt24)F#K$OiW?Z~T1FTa1zrcOo8+Iud87N%nDY>&#{; z4YJwe_DNR-$dCa$DrDE&Lr9}UDeW)Z3r~N!ABQHHsAO|a+Zh2_NeO>1*??#b=RRQ} zJAzzybB6W+0F?kx4;d_2xKl1yoP`2WA=V9h;xieKJ&w|Q;&s*+IS(NCq9m23&HxrM32BM)F7wi;op4_sx6DKQl3w;ukwkEZ9Bh zh{uKkLc*2kNc5PVh;Af_6D|DEh2RE6KpjcO4KOmmt)QBpDUccqbceflNbl(`50xwb z0GU3j8hbCltYu0^!g9z(R^_>pHp*5<@BW&(1jP!a z1zmO2@At$S_{0QE1!7O>n$tH^ksA|{zt)L6v0+UGR6R0aLqjT-ZW+l$7-M}q;qi!h z_D{GmW!J!r+-e#4#^j2RCLeeEB>e*SSMeErEH>kV+JAIC6kf)qx^A%rN)W@F;t+U$ zXDM8Zw$d_qT;8O%FXgg`9Axa0_dd5%sSxZw1 z5@Ms!y^(|@6&o_M*qZ&WraEFs&X{sZ{J2!Sb}E^(OnUEBn7ZBbNDpq(y z*SXF`G@_^{hVQeV(R7M8GB;5)@7KLZfRHuJrU`U}uP~3VQVR&7QL_gN%(&`re_=m= zL`+FNB%hDi_gNYPV)wAXT!ia@mNf1Dj+A?IKV*GV5ZKlZ-ZzlGEfTey2Pncjl<$~h zC;chmJ?Ry8F7trn_R?EK%~83&F?A$3N!UUs5a}{@Z~~ADIslb?87Tr)lzBmk4Mqq6 z(jO2)JiaigC)iPZaYYu6JqvEnzDvcB1e&LOU2Pd3F1TIbV2#=xcg888R7nZ2IOaVc zUXeEvpOJ8TW4ehV=ujjSS3^0THPt*fAM`NA+>4puTru&Im6(e=o{sMn z5KSQR(QJ=piMQf&?T)SyG;k$>7`%)qA#xG#HH%Gp0iYo6#WDBxSIz`zkcq_y!Ng_J zW1By*_hy&efE7#MEq6f@RrU@E9xAt{fs;nN@s_f!A&rbm5p0Xk)RSyMVjbMenxXHM zEx-VqWP5w%#dl3Hs+?T}CRDw>=J-t5J z@8=NpCRnU;b@3g6pvEvp^Vv}Mne`VSSs?69t1&nh*Rcb#p?u_|MKQ6?!cNcXN{!95 zvmlC|%?=t_H%3qI9}KEqUH~mz8ZdzBmG?hLQh@B5Y%G?w&L2triE`)hb-t)a<-pyQ zLm@&0P*0?kXv_~%lN8az{x{`XSL-!P2>9a=A+b?-I8?w09c0i4^xK_$uk{+FWktL5j34ZmD=(ijfT@wK2Nqn6)+_yg~;~B z6JDoepVIOYVQ^+Z`DR`-g$yR3bTY|+m`WLvq7k9*2C)$>1RF?Lr&jt-Ihbjvphpj4 zz-94S`H z0Q72d?TX4)Cq3AJU{h;51{DV7#sQFuLk6SuC$6|YWT5IM$4e$~p&TP1rJm31f&CT9 z4(#s}_Ledy!~^uG50VSue*up4u)4u7(jbJ?6S3>9IHSPW)SCOgj|`ji1i7~q=zO$4 z-al2+ZN+l8Gk9&rse;6InlKB2>_Oiy(nH_$+@$wJ$783}dbX&rkW zG2Vg>2H5FoPbFdAo=a-U(%CDq$zmW+X(VM_kfA^~-$tBlsRa$_1m1}+J9d5yg1v)b z)Ac~RIS$$rxFgsV`1J@N&rpXu!!d)A>QxhVQ3pcxYZxsD;1l=sUTYw7+8P#p6bY#& zWRHf|X9PqwL#h_un$4U9nHo@Bp(2~XA&>`B2*8Ovkr;VK`y4O>0iZM(Fp@V@J3Cn9 zH=;d>^g?L>31AXnGMT@ajE_jWV11gXbW)qz+aXF<~JtH81m#HPcqaPKvjjUTE(gcID1X~L1t^1zI5wB-J~_lpGqa3gN7k7UUS)V-M%gq`=j z&^$cixZheP5GKgU!0Ke$N5eR|(aFBkF+O9_+(3{Tc$5DCGF$|mizir*oP(qw;!_F_ zRqL>~t{{Z8PAIH$-9jEXA z0BMu%hvogp(ZmwX2--NE{{T5Kd>a@*CY+j6UXy@1N8Q3A$e~UNgA>;nt;G3<<0BI@ z0w6*?TGRCy*x!jhCODb&mzd9nAAIzjK^586o_YGWtWOl(hWJmn*BFCG1**t_@dJR{ zujzSCdk}5!sW#_E{{YcoF;rmtounGU6h@=R?%2r_OcV3!Sav=-Q%l}4@HK})58Dw4 z&@L#$wI+4*>C~h9Nx0+EK)wkNzs?L7MNPI6cqW{XL5diUg-%;fGFegSJvKWr)lX(~ z;Qf?y-<1}w!FSQ;8Et{~K8E=OJh1m4whZ%JfSzo>Y_Cod&k=zrMDKq^(#w0d9X%I? z){MwfY?G*6_Q{7pn}67+D*$HCLn-A78w1*MOjTS_2_3BF{*l7Xi~j&x$TBI#1+0$@ zU5|h{QYVMH*r6w2!a-yB<2_L{6QV0Z{pbqp@Xf}Z&;OH5?sm@SZ!2s)2*&O)aufzTuiE)=uC3<$3H zq;32tp#Xft4VJPHY*hebWC|ksE~tm5HIarnz8oh106Va3 zaua1s1oZCs!ysozppLUWb>tjy6OFYa}WJh`{f-z!3(XWzx19p0H3e?Z94k3Gy0Qu!J$FL^L=gQgjsi6=v1K;|@FZhS471SX_A?cW^)tQG{l zuPtw`8`u=ykL3(x9Svrgib(@N74!n;<>FY>~g|3>pAuy3;J0`bM5$}L0q9|iB z7DhRL?l2A49IQtejyQYcwoaBo5|CnJ#yy{eP&<)x`f%g9Z2926kiBtCh zlBE;(H2H|~{cHXbGR`C!BuPD(!p9HDSp4L$4?-cR_^fh*{{VHJA5O+Il$vfPn~&Ez zaHZ*hu>g)w;{9;93(k#+@g@hxH0s25jq@-WHU}C%GqzuNkLMi6i0qsg5E$}h1@@eM zLf$~P3%ex2!P5mpWD!qb+rBe0Ll6@x{A3=I@XeBWmB?HF0E97pl-acLT_wVykDD#d z=^p}eAxnUBP<}A&*2$PO2_7+5&LGH4avyaFt_h=nU z7FMz@H9J$w7QkC^0vMZH;16td3jyE>9gpWV83iTOdw&@#VFlD$E#jQH=SNDOPj#|Q)w(@AR0SiH5&~(+Uu0JNH)}k#E{8YHZGL{D@2nXy2FEmM!&uBAqWv7 zth3>~1Mxij`h+DQbeO+$57BUC1aYRoD5>z`(qjv}l)+{@aQ^_I9bnr307X_G;JbIm z7GN;0$P5>eg2jyx%iIgd?V#I%s7e%|`+YKJpvKzqmR2csACf2hay7RIN%GBfew}47 zW2~%onR(WG^C|ktlI+MGfAly)^bMX5#v28853z>4fO@ofTs!&Bpq0ed#$Rx7q8<#n zdE8@r84j3SVm;>^8tocMC%x`5Q$&+$ z!hC}K`cAFY=5dgYwu#=5#?!+R+d!0u-SMLhFi5rnqjMoTiO9xk#3dYnT+3^YSurPK zG4ynf_|eAW)Any81I0c#PvQ#OPuDF8q zG7~XM^~=Cc$o@ahyU@kZCB{UT0)w%>rrhI%6(sEmNQX0vUO&OWDi%mFFFXZjjAc$^E5=e z8j%?KH}Xe={{UXbCLB8C=p_A)`949pofzA#k%EdqokWut8*~W|RS185l1&tKA-Gyb zo^j2FE`cxG6)cn}N%E25?STVfeTwUc$0>){^XQr06Auda^jzp!)QJB70MD!+MC$wI z_z$^+*0V0%2Sm%i=&w8qlFAa!xlFb190|vQRRk#s_?#q7WD)oEA73c5<@$h76>d~C zW{+%>`^UJ+)a}1f`h3ncqdd%ASJHliiIPDpQ&Y?>(@yyq4Fnz!+z;qDAmr(W$YCFR z+>lxVQUKwJ`r%5rEX%~#4qTEF#F6ShrC=a@Bk1S+e~cVITf*HA@+$<%YFn=r{{YN7 zfTGXuz7$$9_oom%II3)+r|naSup{3G{H;3PSx79>!^5k_C)P}_5_5%wEuNFK143I8 zu*`!H=>qpzem`?KbU!6OYx`dfG*meix9gE&}b)q9e;TZYAGrW|6(L?0PtkZ^~WG9xUCOzXiP=n6(eQ`D@+7R|9LKC09v?qvkPao6+r!BK}@~R*yjC#N*8;{9t_#kc1_6 z9w%Lq-#UjtbW@Ep*~LE4)OT%&Z?t6m#mp_HKc`F(S91uXeOT(=jo|cE3qnm*qutvC zAOR7v9gm!9lmdn2B$Xos5&&p!~fF&PLXb*M+{W17wTZ z-&T_J_9Uu43N))P<0b@zwL?VwMm||t0t8)otd-DmAiK#16TmWh4k~P*L`@D<+dITM zQJjE}!QL7rQ@5Mc#Gl4MvC3|yQm ztsykpZdmBxIsyjI8C87Oxd$K znvqk$LGO`EAR2!!K7_;(@!%w+R?R*0l=mF54_Ji&_3lG>`W!%J1iPX4kIw>RGWDOL zFJxrsRrkKwfV%+%B>_RC@fnQ8CcK(+SZA3C z2i>gWnfaw8P-NOmoVG~;5g17GqY1E1rHpfFV-s>Cx`prO>4Av^K;(q(F&~gT0fOM( zuO3&snJ$C>0D*X}!T^!&BIV%`k%f@Oib&RWjEgT>5PH2!dUC!VFu;J0%m8)halUX= zO4OO9?vM`?mC&sH1&_a=e!3h}eah@(2APn}vEf%s;~$hmWS=A6V37#FplhFvdkG-uS7E$?w~3`?E`yG>hJw}! zqqG8X=)jMh5;g9OvKqlXH90e&9)V6gcEg8GPl-|RE#o7BtU0uw44yIecfqpqQas81 zag~Y%dO03-gCL4Mzn6^OR>#4rw}Jx~)G16^t2mx`GU%l71h0K(AjUieRzVsNw>syc z^|Of^pFHl8ov~>+jB6wtQJAU3Cn*tu+A8-b&2_va33Z8d9U_O$XhKYokej5(-!0FS z5Iw)+E}@ekKyTj!`sYF2WQp3|;;N{f- z^hyM2dK!Kw%KDvJgQ>i3FqzQbF+VLZeGDxDM?hNOfW$yDBcN_01hNAq2__jgdiAtK zcB~b@Z#e`V2tOaBj{<|_^)vhU!Tq#lQm3{|Mm_-FOUP)$&*5d(HJo*so`uxqey&4) zT&!KX6T^Pk$Bn<4#Zv+pT@u2H0u^J4X9c>LqE9|?p020K_g<#%w5tr`pQhDSs; z9p(7Ir0Af#Cx;x)A5~YNhJwC8WF-WfT|~sD1EKNsp}3%BcAb-eS_l`3EZfh2+68P3 z5hP^aa|ECRph1VBG#g^-w{gQF4gdkb8a=XoZn%lpl^Z(bVW0`!5qOZxrW^Sahp7$i zAI3|fG>HpJ3DgWGo*kNVDm1hzzzB4uN34ZCj9_`AviuW|YkC6!K}d9Mg>11%kuHv- z4u-_4vEcaA*CB&kSWi5TaulOL0E2yt)rg}@GCgW9TKCS1z>`O~d$>bK4ISvG;hfV? zn^?q-(jaOvs}a&F7DB=`6Z8;W_Y?fLDWzxw9V(X3<0c>{c_CfGw1lpj;~mJE*gb8- zL`f18sO-gwFh)APZHKyee7ZtQM~2UAnv{_WDC^hJpz`po(Zr_bSpWwBd}I|tCKa%F zS=tPeeGc+c5i4J8Ulx-I5*0V4nGP~-(gbi9MDq6Da{C7?#9)L45RHiNnJP#Y^}`wt zxxkT}1*q~QpOQ0{=9GFQRGm`tMyMGNh*$~nIP;F2Y-0Ggwn~5&XKt1eBpNFvY`dAyzdybLej?uRAAE$= z>bQbl6Az&EaQY|Geu@3s<2!OxhQ7Y(0`Y^Ja%8g7~2(vY~z{{BCDj)r~0F%MCx)5bWP zY;x)F!|j9zWCQ-?$X$eMP^sy0jvT0+=nUhkYAEzA;^fJcOscwoUrE6Xy1H?!8biWy zp`p`?26Ip!cNgFQtl{?EGP$Fy`(;|)HpjFu5_LF6M)zYx^OZ08F{DClgyDNpx>ub3 zy8PqPSA0M6m^+d@;ramzDY+GeaPERnhBhL)qI>pWhKWqaNwd70=TkcqJA1PEghily z4LimvE6H^Th7$)M9$E7({)&8)hqdKMbg&usqmRGur)vapbvk2a1Zi^L%YK3cw7VpK z?gR+6W|TZI++fo{NLwBKLJ%4Qq<5c@3Ax@x1f37(0|fw+8#G5k zNML=C=P}SIuSZ|m1j8pxxm&hrQVx;%e34fEmEC7_l zI_zNLG9mkXc)-Z^A)S)BdhwDL?8){6pDssQ4F?$&XT=#k%-gWE=4ZBAG$CjfCyu!k z2Nms!ngqRXxi`4`<5f>;LYG=UV>Sz+2ZjD}|c`5wUk06AEJ2U5v9x_=ooAT{iHBclCBsxp3=^^aKn$|9r#(MU6h)q1G>lZ#j4 zN*;nd%eRb`^Bsk^v`g)i>rjA=CIp|B0Fs4jVTLAe{{Wd@iHQoxb~HZNw6O4-1fdQm zC8Z;-f|Vsub%^H?r09)0G$W+rrCwQOudXizwX4DQ$F@&oYYdU1;1atoPpT0S4&fWZ zTTtDWA8Z2sxLr%YijbEhQN!}h$Ao~e{Hj{UKs zK%2GvvOF88URj7)NIkdniL%ZmZ6d`PF@B+*)tZldEtay9J}sPn`HSxV0E2~LDFzDq*NS#Cf022F#IdsM+XFdt^eFM^Q^gqYPqoqCHUCmE_ss^U5BcPIe=X?+< zET8(a6>4TZs^#&y0Z{fdL&ufz&cfH2&a` z(l26jLt8Fbm$5EmI^2&~{{WYv7J%xpgZptjk0DxqfP1I>R55Cl7O-RE5*UKl9t!Km z7*GH_V~$6m=@^(FuOH&0)nQa8PVjM`*WCXAQg8&wmm&vcfAb`loVx9|gE%_-2`BAO zLzem2VSZsF6qEr)Y-ia$$=(4SB(mj_z8^y{;Bo^|X}Ma+>SF737vJ{Rj9GMq<1pE} zwzK7ah>*_udeAPn&(;xVV#@~LC9b-`A~LBH_Pw2~34g4)5Aze||7O)a0#*BE!_=yTr@r0bA9CBaA#wa|cs4Ym@bbJtmj| zaKU{r*ql;J9zd@!?}r-%wV&lZf^h;iXoCW~Dvn}tC{c$F764m10_EbdTPRHmQ84OB z9WTK821z4mng07_YG5ZR9c*{LK9CG`hmS rEo^Ap$9=M1SH1FGmUCYlM@FDY~r zqpO^Gx2g6M)hV@~U~=IwmFR2g>~_Yi%+Vz9#F8}LBFLDngMm`I3CHY2Api^|@R-bC zNJ;#IlESh;V6a87g4<6~G9{q`&Z~Em=+JWqU|=08-V9;N0Z(=$ZCk~&s-7x6&TW?hz0e>o^hvrN`0+6lfbS6t;rYP^ct9XGXX+Lc zLUyqt5fDhrZS6qpmP_ROVel%#L$xu?WC{`L=MtnAaOIHF9$u2nNg^rHxfF)9u~~B4 zOQ|_G&E_%`2r{pI`T{{UcQVryui zgn|PL3(5eeRFQ=)d3sLcHCY@*0OMFQ)Tnm_```xg1)cPFNDRBCRVF*29+?jjq}MAJb30L&HC zW($OCF$Z@gePS9F1D?*=XEGR|Xor!P9feTwWjT4!hb10MdNg+uIN0_}?dVVm28|?J z?l&EA6pL$PWXwGI)o(3@$?zB_%#Qe}+!*qmJ@Q~6N*##b{K`R|sMG-L)Wz1knV-p! z#7n!eKgLky1=nfbG82fYSQ~|Y=5-ePy@#dF72-}&{0gTS#Th6ha~}nUWfpB?lYIv+ zA|WxzneVv1=*6sL98i%42XyjWVH{v4PN{)C@F)#wb*1#3x;Z;eA(hv~->gUb@Ql}UIha_SL?x@SCTxwd66klq z#H5lARnT(a-xP=AvT}VAbH~8M0`MOH0975d8+v5y(q6B%(T+JV2GWt>t>;e<@r%}f z)poh)w|!;3BH5T`6>RhQVjGN;$<=dcYmS)B=@OCe$alu!{Sp(~pJ|WO92P~XWbMZ? z-fdb!(7YI^LO2ItU{Y1a{qO`$NM-a`B}&BN&zl#RPvZ~zw0F;AS1zp4Y%IC=bQtm2LY2L z7*~eO8WdsRn%@id$jGzHLTs{%OR~8!*c|1E(O{vJYXC(Q&E2}+V-)idHk1vPVu5PE z`(6cuKw2Uqt_7S7=IbI|T^+~UE}TeYDbrI5sU!k)i9&p3@(UY@#B`X#qf1gGgVgpS z_z3=S#S|wK=slc@zD+>~#@tLi>3==U;M(qd)AksX+Q`2#ktigzut@HudC1WYCo${YOPaAsUX^KTOj|w26e$QrQQ5j_&ExL|e0c=g`x`fb?JWgu{K0{zI4gIp4^a zs~ntwPbM})p?bu3)^)()3F}TC^PH^`WPCum)q5&CN(sm@1ds`b572dQ1A*{*xJQr_ zeEz2TG!)Q8_g)DE1)TsR+CG@YGON}T>p%y|uNl^oZ07|88Uz``fI$hED3|Jt(C&-K z^pk*12~12H$nw*??=-ZhT(DKP&4JJB@B0Ah5!Ors$?{$E(-~6>q|agbjEi()gpX#W7OTW0=L25D~OX#Ru`9u$^7MbArPS~SX^fFv55qOPi#0wBhae%b0%v`H~?EV z@l%cor4ng94$PT&NDONs!P@cu{`ooo0Lg9vaWZ6Yp6fCevj#;V%Lg(pT98ET~<0XV0BS{+hIBo;^5t{2CF6I7Uq z#a>SpGRbuL(6b}vaULhkPZI%Rb=s z`xuQ&N-AVgi#Yeg)6lusr6bf2`rKm@NQtsHyyuKXiSj=fOJA}?898)Y&pLLCA}o?s zC1Pm|G6l@=d4hS237JF`Ql%OPgEvdu{h*?mh8PW#J8)-|5mhJ0?Z&|Fa}WOjF?SX~ zhgdu74g^4yTOEH$Jxbl+lHm=DjKET3x8p1-Cyt%(Buoi6r$P=jisy1slgRUx`_`PX zB^>F@e7oDcL(ET|CKsB%bD zVvv-*Q#4T#IzzxW_Q`Ged^4c=$O5OAPge*5wIp81eqwWKttiKm6R;eu&y zPX<5%KtOa1hE_JyAy!rL<(<>$O=dVf>Ej^)7e}uXJNMNG|}IOYSl8s-#5$%e>+pU__}7rcJpE#*|ol zqmkyP3Xb^oABULoVy!wZql_Udr@(T3#}4J13x;3`Yn-}jZhggtaXOju7JoEad zNI?fk(qtyuS}Ls55OVF_Pe(OZ~vsIN*P=xIzdZUX3TlE7{Q)F-GD)v+p=jh^xroHeW|7KpnHx-%J%ltyigJsNPk8 zz_3h>!iW6B69hJ-odRX+tP&)Vb3;&$dd6vmV$Utf(c2b@+-94N66QWJ@B<=^#Y8_i z;oyXFlcA#_r!z#IK*b|ikw+;`3{*!j$bMn>#>v9>I&Havr+I2c(oSwBr3iI_1k5sR zpcdDW6WAOYhgPeuF;E=@`|-#jfPpZ*GOY24kbH;E#*4xPqc%zqOe`1eo>^#kCtuf$ zNQ5yn?x6d*Z!TaDYff4~NrY$O6#8Fn-1(1)bl7Il&=d z8J)GF=CDB^khX_M;W*iFl*B$4<__*e3!(;PckrAGH0IBhIJ_y!`XKUe<06WLk$%iL zBoTVZA;*sSSF!H!yhn`goe+oJe({6*XG+wEc*OuQFCf>E$LX}-zh=*jj;aCw0Mj3V zV`JGhkchP=yX%2ExQQPlgir&ZLHl!jnF~vP#CeB2zzWi@Nc%E=sr6iCElxAu&zunz zw#=aM{{XlSpjIQX=NuG-5!jM^V5SK~!X`S#IS)o1RaVjV!2kda0TJUTNM$p8IKN^a zwBPZG4_=EpkNnDB`P%QqpYws&3ie0m_VjcmE$)BD1WgL~VEkbSQRseH5#hk03HyXU zA?@iGa6D6gjM63p-5dCibJ@l=Ar&xwNGkzd!f*!i{hCohNv0A0FwubkKpnn|AR$h< zsNvH!^H|Jv;Ci{jxPOd{f7b^qUT}y2<^KS-1S%a`St_-d0oAf^wgOW(C_WHRn8S4( z3cr-c8B$Y_%{>u-_Hwh<)}I&hay0^3veObnQ_}(6#2;<_vI8noQPOXNF|0g_Db%@{ z(-cUID{O|Zqzy(c(WP4NlX2qUwV8SDg;eY)?EB!jp_>_^)h2A<^a zlG2-%Ug+{vWMw$3+5~4kFd9k#9FUyE#q*G%Cwm`^k`&yT{F!F5$3slwcXsQ3aCK9G zSoA3De{Wc_k=#`0*lYZ-giruQL5U$^D2R;Ro~ED9vgyC9F;gOX<2E|Hpg zwOIOF$^7pt(e$Y5dg&@^I)5E45m6ngUV^@z66TY-#=6`N( z=qp1-+V;u&u(L}}xa~M#2m}W}*R1A`7%mP+q5i657l8K0lm+)#x8T z{Km(uK$F>jI3x$Dx8ETl!Uirp?<63SSmpKL6Hpk7=l9Q{nr-m^0GWQbDiGio;tAvA z1BnlajdjJ;>!3AWH<2FvZO>B?CzlAx>|61I9ZV9%`^FEW`eEppKle1Pq|v0h1J$kh zV(6K)2}_7)oRh`|2dw^}e&X8{i4wNG{{Uc_O5d*N{@Z|KHv@-kt(lW_};D3!80PYSh zKs$@wnA8`lCQmashhEP)hC>1*O3EQ5&m@n0mT!n0Cj>U7c}^Rod_ScghaRtUj6tBk zyH7oMj{3$5jTKY8o%I;O{etC!GE61WIV>fKB1AK&^bbIrL(U$9Cl5*g006lZU@NX3 z<{4_a))@k%<45D@eJ%O)7@Nd*D1j(<~6LXN5zmHgs&IDX-9nEQKv;Eb*F;gZl!+DFQ#0E!Hf z9_}PUY906PdCEsd&;G~OA4KBdT?a4?#8RZlA;Te~Eki2LObhTXPow&-Ej0T;mutZ> zoxGYpvCH(NO(+gnTr`Y-@AgmbK_}(!E&ZAH6PgHR& zj39LbQ{90hp=RoDnUUqg(e-hEIGk~Hfsy{0N+2a(n8LRp`b>X&>ofuA{{Sd?!5WDr z(H8p70YDxV@_UFFIFAchDbf?6NS%OTGATx@|Ic z_B}FVfK-7!U8kXu?%&6c+aF4p8)hd?JB)X70d5F)5Kg=}KnMZ=?e(n>d`>u@^uq~I z4Xqf1!6}o>+7tf(xIRx(uBN6uXNZaeU#tvx(h{F@B$y~GQ}{mm{S`vQlY|KZFPTc7 z!$~a%Qza7!+vg8bAfB8a+WLtMo%$#}<;LX0(;=7G?LVVNH51H#KhzwTd4xx_{#a(m z52*|L`mQN3@{CCkbb%?Va!pAR5I^$PPwq&)W8d2kF8ZbWeeltTFw5BY{Sfqw9jAoU zcRTcQK%I2YiL<@=oQ>=Y)^3UKJ-rSGC-fr&4u}leKQbc-<15Na3fzCzbZ%5YDuX~J z#&(lF>yilA(mai2QVR}HvchT4OxSUhmg6q6P<0*S6;`D7N)KR+s?gac8hM;x1`^qN zk*$Qgl?+25Cy>^-cu#GC?F9>Pu$KQyLSjWCIGy&%q3;wn$=XibagsyZ^ZE%fF5?7P$_9I}u^qByz)YJca+f`vyb>c}{{X{pY^;4mjfqsr!Z|*K zW1OU#HEJHv>gzN`)f2&?pPWBv#+H9Gh$3f|VKi#YFeRa%(@adHC1%9CkINH?-hv1~ zDRoYnjG%*QCz6u=*#4NFU{&bFyMe|@GJ$IYkTORz!G;{_vEY}L;hYfr40xJXwpOt* z$B&VNXa6Yecee@ek-2~$9Gfg69wqM{p*W?Ct>5|O}@ zu0jVuJwK=S=K)AB3Li#>)fQcCZ!lbC_gZl6>Y={57%YbNKbZ8{^VcsxWXlySlA_i( z!K{^EcAE~&r;T9xJ%c(PWX1r9F~6>#NG}AUJ&x{!9kx9NkcFDkvMm?2l5|fCfC>N- zu7KL)j3Hf;>=qBZk~mnxb!J=91OBiIqXQ0Jp)vCB(V04(9Wxh|M%tuC!!!6`T!8>$2@#t z!-~(#68UkFON&7Lk>xN60o4ieVfrxiMDm%lNL;>&{Ut?7*=g_p0Ni}0!yh|d+1CF5 z0PYn4cLy0?&>_j_ZJsyiFc1n1dx2_gXhfHpw&1OEU&?jL^m zILRvV@H(qOko`%pW+gV0c4~0((?Zx%?oAcKzcuq+a>(v8xrrw>5rL?e}aLp<1bPy;pC2l-0j041EGk^(j&NsEiSSGK?}8u5V{- zT&~%M-pZI|+ad#P+fhvw+I=5v7xI0uN%=F&gKwz$PrPx|0a9gZBay<;jPYc4bP+GM zJk_9d2v1~j!?a&yKEs-}+aYvXL89Du&4#x1QOV)sp#%4;@Z|o<$j^r(@Je*3d$*mC zK1BTosrooTpkjgRC9$|%ls6Fg5P^{0d|`%G1ldG9Z=~S#{TTf@{b>C~#lk$O)v?Qw zHb(G}reQcTW|egJZ|BxMV;sf|c<}ykeFyqHC6NV8x^UN@oCIM&5C?D5ozbV~zS5qJ zLp4?*4}877Vt?9SZRA{rmPrdw$r#^F*F4|9rP_(>h>-ST9oM!=lKy8;ntPjw>4H|j zjZ$MbmptJKM0XaBnBtQS)mO1+cb`RN*at>m%o%DVIJ3CP4a@D*1zx5UuuLr>F}^Y! zteTjDd0Mg5K#pO3f$@s?rn30`jyC0~EF^uD7Y*RRouR3V^{K4676GHg=d+63OY7P6 zl;UERs7z}>kvR)60(K!sc56wj3Rt=1?Tr!BGL}w{C*K+h3otfADId^}M@*8t+xT2$ zJHKjY@nG1gX9-x_WutiM-KF)(Bp}5QdGDSJ+S3n8(x&t|mT#w=k!hh@wDpeImW!+T z1Cp=?S+}a=3}_{)Cb<)>;3RXQ7Of0J#}-&c83zS#p=c!j9fx7QgzqL~Ooq3R*9X#nP4y31{bTee0umZfLgN1bzZ=K7Vsn(lmw)Qe>Kql$~X^!E$b_kMxty$5xT8;XbaePt~8zs=C2` z))G5dH2NJs&cyI_ttc%b>bBh)3;1gCmPq@8Q%e;N#!NnD+BL6~)U#@8aUw0O#=KS@ z7+bPiXGO7MXSqUhT+ANXztPGi_3M`}{qwuohy7B|SyT3YNxGOGK2FtYL}L6(TrO;l z2j1ZXUl)CMJ@MsBhx_IG%f6Xaznt2na5o=At^U{f!bg`@2#Z(W9jI_7;&4IOsi}64 zcHA?td@)d}Mw2%rA(-g+8)Y}^F5l%gF+|5f?e?ea58J(SwvU`rc(U2x@}42@a(?^1eCb>t!zen4jUqFiNtv?l z@$%_Umt>qh!`P1dqOZ?6+8Lkjn||{7ps#jYQZ{q4Ry&GtDo4w=?;k?@;cY28YhSQPGK8r&7nrIerbT^q5K0TDIZ=MjyleekOct=akpm zqclQKJoGwhI#y#WjU)5cYI?oaDWzvJ<{~UX^=N7SupMmm=74FgV_Kw>P6|iw;#$Ga z%GwSAUDnp>L1l}g2SsPXzmI(xey=q8l$A{2?zdZPTfaZ9uQH!-zq{x6Y?II5>=U(0tRq zjkaoFY3cKo%R#t_tLuif#dd;mlO4|G zhHNgl+@ZBMQ~QY4BinC|^Rn|e-~99TIb29bil*KfCyRDwA8})dWq88(RYu$Z+_`~cHdOExIg?1}Rk{fzdf7X}L} zHnvq3cQL-JDa22h`@VaEo;Y(nK-%l_PUn0>UFP7W1pXuf4{vu?=v$+YEV{A%*3*o`@VVIweOSI z?tvB-6BfyKKJQ3R+z;gZms{+%ICk2)o+yZVB)At{7iBeJ(XA~tukI;W3yAIqnGuvcvd&|_2iP5dL zP8LBOA)5?Z2WG;#*n7v+$;500d^2p9>w2p#nH4!~9|MoR^o5TXjv98ZzE0(JO3w zw=nhTnF%G4#%}Q4DDm#w=fVwCyGZY83T;tAoSfAv>(+bID@&RTL)4RAY=1F!PmBM{ z?mF9>^8}4UuGH>YE-3xJcbUE{E%cqnVA}y%Zb1w(NcNrc9c{aS^+UIJHh1oI z)-t#Ch~C%v<;JFTt$FAD6LY?Mb;slz2bp!29m=>W8(jOjdF(|W*4r)n*}H;urYx@P ztTA0PMfFov&?ysgSJJCo;q|S)d&r`6&-M+CyA(4XpVmG#bLSyvu&fZ&~+a&pU)vX^_k%UbvD z-+b~`RYzjYra@BLyw2!HH(NW*;riG&F>HH+^WpA<6|&{do#zW1%m;;b3@Er;y7gm4 zpn{R%E60zPbDEZZxYT~7ChYv>8wh@9m&OETL&M=0p399eJG#j;#7b#sSbgHM$Z4kZ zYmeF|oGW@XCkXzhoDsGMGfsBgFj3g+T(fB|uc~t-yK_p-&3%Q}=6~B#JwZ)PMqklw z;J)tEx&kGmwPDGl20WJjWL_whdMwD$jNCLi`!st{?cDMLyVj8(YR73mfp72n>{OFc zXw6R1xXzjLb?Lf~<(l&K1H;~@RL51u&skl#0e(@)Cuynt`R{ksDdnYZIe6esXS}Pz zT<2RA3Y)xQYZZJq*=<_(K0S|d{bJC1eYcUEs6j7mYh?p@StG}(I~+<2MT6BNLbq5~ zSbx0voMe0&J8}8NdIbSZbHn5BrK#3CHJY|Dd z12PRYh=CWKUY)AAeA_;{`S`kz5i6&wsqGru5%DBQ=Rz8mhbC*t6u;S;rm>?S|MkQ9 z0b{50zgo;|${khr;zB@0mE2Cg|8woTmAr?~C)UUCEA+=YY$&{Ez}sFScxz6^9+tYt zQayL`vc>S(E$UNegaxj8k)%47qj>-8qTuDrHa474`dkvYX)k)=r-u(KYD00-=#KR@jU!yPE6k1?cBWFX}puoGd|L60s_M$3i!eyg57SZ?-yiv zZSX5jS@rTApO0RsTul2IVfm+aYkX|2^3nIv@dx##zn|>JiaRD+l%LyDa4}(G_N|p0 z@6~*lib~9!Fz~?N_mP4W4bhPl{2a{`@mRlG#Lrv8pI?8c_5TYW`+pn=DPXXezfUQ` zS%Tm1{|BCKOg%D>+4hs+xbA3-C zr#Ha=eIR^}7?vuWc>NF@x z{JAGFCjJx1Pb&TF(zz@l14CSlV6*sK7SV4@tb&AG7Q!(hjf8UW`*yjMGymffLf~9P za7ltk5;#ex^(4Pfk@A^=5t8iTzX1fVpfn))j|C|OpE)ch4yTDFV37Y50P7qCriC<6 z{}loNvPr~4LiWD{r_h89s;h|}yZ=O>vcW|HE+F)prs|GP?UcBepRMyi5KJtCkYAN`y>!4LKu_5q9ZCx{Skl`(2#(QK|v`#-fy>$ z=Jtz%@w2xa7M)8naS{^Cr1kR$p!yaEiP)GxoC^96Ozek1pClw1{~2Gh#bzNI3vo$; zjZi;fK;T2kIGBh_if|-Almq`rQBPbFEy&)#!{=h6-f{>zBsFP!O`spyrt-t*fzKEe znyR&U^%1=){Srk9Am%@&2Mwyzqx+L%Vl)Uu0K2^c!hW7e@P%TrK3mM6Ud6De*MWbh zkxL4|8PsE41ffx7#Q?1bmP-;p0DJr42ZvIWSQNqu1$FUOpNbG6KAS=lFA{pSXX_ss zpagoI>=Blzz~KTdarjV89t+g_1qcn?D+XH}61IBWmVo@Qf_m)!16(o^xtLHKGG&O? z&kcl8oSsF|bT(y0k{^hr*OPuKKjg)VRP5BE(+~jxa>02ZSQ5;Bu3{pDm|}B3YR%{o z>viDYuiyy_U|m!6a_{t5<(m>4AdbiQtn4 zWvgHBk-d#d@u{G=ECPCoikCv*6-d61;4*6U1P-ugKG387e$ z;IUAzeD7{=_*@KjdzoT_*6&qPK8WZaGLly=*2C|2E+m}3@P&AfE+JO=$6yo-laehl z-QSRyPn8&heD>_(@X8YPV)pSRCHuh_+md9a&y#=Pi+3Rj2yrp$7{U_{4%~4#3qc10 z0>z>1QX>o8fSVmBf1pWraZ2D9OYAUTJf(%us63Lu5dujD#>X*4X^{lHLTCu4J%-@= z>*4pHi49@DK&G^MI#WpbLw)F_^Dr>MN0@+vz<&^s#18lZh=@%&fFz|9tBYaD-+_z7 z2;xghECap)Ae?2&7D)g?4-_eca&X}ZClS&6khutuDHU-NC@cRo4IW|?AC5Vf1zDnK zIA2^u(OmJCnE9hyXkr;LQ=A!iMTGd3(*4~62l{;ImHD5wC`oF3Nt`6O7~o5c_GY!m zA_etxX#WrZ#hxWOAe1wZ9Oy49IRp-!Ockg{t2ajKb0ZfDDlRLer4OWsCJ71WhiR-& z20B3m4NODSCqM=X6IcjVK%UzpBVbT>3Yey>{1|Z{(<9L13&iWI=bM+Jz4Gz3?nBieD;7E!nvlAAO=g)9zF6BEt*6f zlQ8+X1+(lNict%A1(;|!gOCmLR{=2++1u@h>MRfM8QLR_|(S*WD;OO_{U`a3GEl) z;2s?I9-|O-Pv9^mzzvWWt8n25E3hK2DeyTG9IVePiMsfeKR5k#g0pKJ-871jB)QDnI;YbMavqy!J?BNT!Vh4Hy?Bo9+ARE2HKuBQw zaS$P9_UA*eeF9=vAsnoaLxqn6ha@PmetdZ4Qpp#>liH#dKnWoP{D;GRTm1-<=#_`q zsmbu;RZK${i8&A~pNsl-sf3F&-%p(?Q=b6kPru9vaVR=QB^mw@L#!y46kp=h7-10% zasNmVBza@71Z<3nsM$sEdU_I30)Rtxm#EJls4R{Ef#4zW+<;nB)&+3zIT(SHOb&*` zT9i@B4JwC18VFz_2I9kDp=`k}q=kfIOYkThA;qMY5C>$+E4YqD zcn?$J5&;4n78A}m4@M#>z~NMq1e*mPO9*k#Q|jW=4Iq4kAw&{@gCkIZEh^z`i~uGZ zl1wEBnBs+qUIN?}u&Ds)I0=7Z1LsA291tJE#6g&ZT7b_Gju4D8SRx!j$h|myL?1Fm zP~c!uVuIUCfIo0B;WRP8XG|pK3lRvDe990@M8l{jBn_S*08feuPmBq6DS}#J;a}PX zhb4TB&m##+m=tl5nCSI~i%CGJ>T{rWAOmS3A!!o65SXy_i`CL~AK)h`1|=YbbHT*`LC_;i zg02Wr@d_9ibPgSneO(~|gd-p!s3(^SijGrI)Z(!CICYNzQvggbfkREPK4++;^))tP z3D}5AFG3Q89`rfkSj~1NMN6nSF-D1jG(AL^5+|Bopps$`i8J zJr<&olvb}B5(EM`G$ct20jZ``dXFJUQa(^j5EF_g9sxy%luE>aiHqea6&NX~|CU&W z6tH`Q1zZx^m`N!jYKsd`jG7f-0!IYJmn;zLqs6&A_PFzQv%*1lJIsOHu^_ zb*M4|pAm!uhYofLXl7V!$~Oe=L9lEpbpRs7sV4~ZJOPJ;F(noyCU6#fzT&f4Oa{iM zkwP{SauGp;Lrn^C7L$v?0z)Fy!zXA+zyT8&g^7z(Ey3w~f@BXZCfG;>APfv{C2$GR zFc{0=Ey2N{nIZFhoD^{|I!;3N2nHkp6ERreAvA-i*MA^@Nj+h45J3?n1TKW~0f>YT zPaIJ+aM&aPZgXM&V8Ee67qP)8MlBkGEnpImF~}qv1G^%2KM=MU8Slpd%zrH=q_H0p zLWU7R1upgnf`W^lNd0W`~5nSwt2}$G8dN~xPc=dLL0Q{H8NS@R# z#{aLf_6wgw(R4NvB5}iui%W=g=|5W$;k|aD;#6gSy#9mk=?8IxK_-RJ^I!tphK~na zQpgqSGB66iHw19F7X*V^6a8%U@_Wn)d$;&BjG%5GXgrKy111#$;v%uzBmsPA5*(vU zfPnZ_Txb}QJy0O<&-EjLBoh~pP#yvkd>DpMJD7Ol%rM1@(B5#6!2}5tl?f=oymWQez6*2KtKl;US3qw21z% z{}hACCbq>R2_F39&JyB?33HW;fn7Qm6X88`;3trNfMEKEIW7XNAFsH0OPp0E54NZi z%BLyB8Z49*6OJgr9$+%gAOa_VA7~BG26nYGp zMBgrTEg}G?BzfQlM(m;ShhS*ieHcia$ z(*jOET7VE=932xT0}T`W*un$=4j{08FeO=~I6aaONbl|sSWbTxN&vA*Ax^3E!zY>4 zD@OFH_u=#-D4CvDyqD{$gh05|7S#;kHbMgYzrev^3Wvtx(?~jp6fj801K{_7 zOB#=|MYTPoiw*-Hj{-E48jr6Fg_c~jU@MxfCiCLKJak_uuupDrvDQhc0om)3R2>Ukj)Z6 zPx26g+~O<&4-;`QI`|KU*w9x12#1|&Gd{c5pWmAh!mt8wadF@{i@=ePjqw>&p9oC!@bO>Zi{&xcqQ)RX-~b>aE@JX9Cdk8Lz?Fxn`NM^?22O$l@KFt}7z9;-5C|?* zgxdYL^THmB7!->Tg9~`zwzzOKjDQUA5Hyd7fdMR3mSA8A1|t_DB?XW%920WE$}f;9 zTm4%1-=--Jmn3kK3HZ=~93*0p0su#pIUt142{=N(1BW~S!mk&Ctil#_9R$vYiUSA^ zT}ldR7z6^CbT$Vppp+35tn2_IXG}mNrL;kw6nxV^*81iq_DT>LdkgtKrqB%!SIA`2NMJgVJ@WW zHwa?ieh~}KLeL}|Z^1DE$3P1M6F~66 zTOQ>()R7LEhoJ}H;@c1oRF4~!{LhQ?tK>k!srHaaQd#8#0+bKOs3ycQL}MWu#>WxC zMs%3W|G@0`D&UBV0u9!O1{WLybbC2Ka4{-I1`wo>OO0Hp2mv2}85lGq6ZpJ->jxCY zq{H;4Np=x6MsTq?i98pH6-f~n1V{ps1N8+=1`7ztkB~#P&`;p~4e_8|q4B^sn5Y;; z3a18yg?O)u*b@QN5wzg!uvr97O$Nv|A2P;4P?4W9)2H~u3I<0T5=+M=u0jSV6Te%~ z;RID#6#n;Rq@qNlfq(t}D{h2;wZ@=H(P*~JOMfE;?f;UZ_m>*M1S~q8CM6{$O{4xp zG$kE##PMMI2a{%D?4*6}eg!3Mx0>Du3B@)*z!v_k-nX~ju>%y6?kjAV0>9Aqf`#fH zPrg&`B3`&o$NVdDh2<8-Iw@^lHerUFjTbHpN+;7S$*ls_;3;L%`6!Z@D)bvpJkl!J zXa4rZ<{1yAm2{L?Mzo_0J)6eBp`T>AhNg1Mn;T0T@g><>xD9T^h%Yg|vng#^0OQ$c zb!Mcad)iZlzkI5@iBq-JgUUW=OSLrV#te2IxYKRCQa;-;7@NOWyS~sf?y%C}pn5^m zP8APf*om}|QTv0NHaP^!I&ZMnn!O_NLulUOT3^PSdx396^W5DM<$@Fp*Hr6IUh=LX zR+YTvelW~E$MRZgmc>;6^hN5=%!#XfdL2#h)M{=4ck>I|ZcEkR@_Cyzdu zc5%rf!CZ&I7ieQ%U3=PGH5ccoC*9t=a~CfY(|3^PC@;Ly{$75Wa($r16O~kp0QL#Q zimgzYHh*Nww1~NP4ZeK)v#5ik;xPIAh^?=qhh=#Xx*j#Yo!4|1Yg-X6SuO*bRDwez z9y4anUzytN$sYSa^W&3`CU@r=$c~&6?@P|SU6j0DDaY+gfYREPqT{oks#mRJmzS4e zrEO_9=!~dh={*zL80E93+Kv4i$(qwUELLe4g`LTqqoq}N#nZw>nZGQcnWk<$XoN*b z_?BeRz_@z!`iR0nqwTWNc=J!rgW7I1Z8;xLDAZ8wsu z<{H@^IhDm2#we)tFv#zmVjrFGG)eHv-1c=_iE47Z+fD6PB~?tO57U#Fo(;eKT|UQN zYTtpOe9ZmOE`P(xUg{V&G+_|Q8RnstGB3^RFvGBVYmRR9jQN|kZ#-V(o3@>vs~JGA zah6hONagE%iq?qmXO}8pxbiY+-^J{^7@r@M`CTG&ia<30K!J>nm4#$VOqa6&P(RKdH_T}qFB zP)#Ah9EDc6-wc`fE#J1XVNH8j)ZyF`ccbA98#IP=lVG0vgrn_vyoB1J4I{Et;}?!|KFxtM<$56bzNL2Wn^s=q+*Ama&R>Z*(Ja zQCvVu67m+@8|@Q%2d7uZu8T9E5%#q{*Gi|b7P#33`HbYfdNCesZN()f zH1>5HUAdApT?6NNp8FrZI6ERb@M@FBj)v^5%dZ5e`rmc_8z~N**=k*3AMRCeWvp-1 z7_dSmUhB+Ny(uoGAufRaT(lRFVf}i6K2g^Mn%0Z*N%LQdi-(=WG zg}3F)Nz;7HF5TjZ7H$i(9DR3A*K?u5_2tjPl{f0KYEypu{;cU;|(C1d5G zY}ggLwkzZ|d=b3$W0$dId3woLrY~KtC2AFJxl~-J+#e}k!$d@yYseSzh+3M@0FJO-Qiyj7Zs;&e0Azh>6>t{l&j z^R;&PVm|ubz4PO?rT%f<`rG2$$^OLy9tJKSn54Zv+=^C|b8C@zqq)A)OSA8n_J0f+ z>3=o+q|l;J8Xd8!%KB&*J|O>+U$+C}q_2O<)i{Q99Ne{2}R>iNMX`Ky+g$d zBBy@A!}w8mw|$uElJdeJz(V?_Z0(bCTVpL!ZW`P~W0z~JmOU%IdsBNR>*4!5&h`hK z`0>Qc^Ty8(9-Vnf`|-0Nmx!5CA)o!Ly9l;7$MLekf`+o%y7$SsCI>O!&Z^MsAGoT_ z%KBLiM^lm9%en~6_gqsHT&_%1EZa(`E3ri8^@F1f3-&Xvl`R`TZ)EQJq_~!nM*}{# z?4C4?V_II|?SE;Llc)J4gA8T&`Dbl3N7nDXHODpJxM}R(v^$Nee5R5N|G|OQJ537? znz@g%ALG6`!jCp=7a1On+KySoo-92Zu}ROeL5h8AK&V;JXM9>?S#3l8x1bd7sq#mP z<5G2Pz2f(88}{kZ`3-Y$hjVQU-ni>0?%3Qm5GhBhYS?ui?V4x&A%b6OD44I{Gmy4> zZ_LnE^Ra@s6zMA>bnZ0c5dDCPt7ptHFaGLKXSDT(aPYUeZv%EH?~+@cY87+ezV5E` zDE4qmnXJ%P+v{Gmvi#*V-E8cN9n#}kLm1|}Mh+Ts#h!G#SGY55HuIKjS)|*LrQ27P zm&{b~DBym>iJW=udowq^*ChRtkoHRP! zzs_H%vNpi)KE1_i&Ux#O$k31To{wvKsX1v;>3$0VQYmoWsx8A7c`sfv-EOek6$48z zvzgj{D+hbN{&mx@ex)GYvn|<`5~WYG0DgoqUSd%Wkp4YSwC`VKaBFFhf!&_UE`p z8L7RX#XPEGhc1DyxiLJ_;&Aw@-_w#0pUQ@bQ06`+H~!LObElP9v7%Z%Pl~OkHGDtf z3?HMzf0oV7u%LUE`BWI;f|<9?lvgIXNd-u^M0Ge73CEcgddCc3>H0L(NXDC<6}I^8 z$fE9+{n<>vm_ZLGXvxu(FxQx5=Yp;gEYAbEIZn+BwoRDyJ!sW!SFI5KNe8#)@RI^cX1}Dbe3Y~4;mdFh>9C1iH+LZ3C zI>}9H`&c>qVGsSzPqczBBpHYA^E-P0>8Y|#_?@+9ZP?m6agU>%aI}TqWXMd5Wk*C+F3H=b4SzWPr0e#{4_n^E%OxEn z{|p(|)v`L0^N1facz~;~r_JaMAwwv2+@Fat8(U0>?f`080IuagFNjFedr zQzOl-F^jz49I-3riPXf*Rg>?U+ju@Wt(zBHtL45+=&CUNkWtk7OwB_6kaL_bZc{W> z_4vs-Y4W*V(#SXmsrVGj_}o)D$oRUSxkH9``_d)(VM=!=kGqL{P8|>qSPLn(51h-Kcx!FAj5Yugszk!vhtuxSp4 zF}KY2`d?ONwR7y-oB8`sy|Bfk+BWZar9>xZ8ryCA(0={7YPr@=kA+RS%={s^{rltlO2Sk^n1r6X zEiv%4lgS`<+5(W>g~RKBjKy=~X~T1~EllS#l-yrB{< zUwB*rW2`g_Y zz|dAlq%8mGCAUug`B%P+>z|C(V9SS{YI^PO5OZ|$jY(}*0Zvt^b#(u&JFZ>xODT<5 z=wd7XrMZpHSzuwYT*SG}(A8yZQ>u)OaIK9=G09Eg=d2Dh7CfbCr~1j}kh!le%AGqE zdJy-ot}F_^Kf+T}k?X>qY9$x7jE_D$OmV&*KY+Gg$HOZ4vBDmOWmV+Jw6N@B)6>7! zuq$ULs)dYTCZ`B=OA3wKcU5~fPFo|lAl6QOz-DfPd7HL>_0A%pvjS7P{-Gdfcg#}7 z+^Zj@-gKHhr3-a3EsvE+O=+#1MC_H5`aG*LY9=C8xtjVsx%pd#I*xG1x;;EMlc2S6 zXDs&nkS(L~?YYXr$^KEUF>bfN$~YR@S0RBBbJj zF4-PZ8E?j%9Qlzku2K6YgRUT@pmsbr$iIk`j|vNCr#+dSsAGk4E%4m4-O&oUM}F@`X*s zMN{n#u;Lw-e0i$Fb03tR*pi;27_7H3Q~Q$Y@X#sY+Baol+Sj%fDmXaoALYy&x8-oc zFrg`?EPH5d(vxv=9DijC#l1sMZVg@#@#I{(ELlsD0f}mVM?V2^Hx`1 zI4xiAo?(}?Qck+fH0Y?Zis?f)x-KIo)*&e7^~T`Q6Z}#}F)cb87pCddPgeKMmL6vI zrxP9+rXTp8>D%TZIJati8?qQS5&r0lV;HM6BsSvd)bLzGwoH8Nj6-ePCr@;E-mRsG zqoweJ{GeN3OY1xjObd3NEEQFu7gcxejd7@{qnVJdciSp-)G}|sv#d$mQdg#xjdL>_ zB0Hx-X5ol*4yk|Hdr<0W!`3gQGVFzOUGJgrwUL3Pv|0S1{5M&3bbgRZ#gTX8*m{Q@ z@wV62gEEFLUOF(!dXtD1H_XSzXKAZ`yqzIOP!eLfZWX(--Cs8)YYEN5Tv}5t@2WkcmhEsKyTDwUO3OeC;1ByoId~8TLzm3VGgOJ7nGN(j)MmkCcp$osmG_pL8#AZ`qCj2tId8RLOFKrjj zDYv+lCwP8xt@eRA@=A?zGq3Ls9oXQ87vHjpHhpQbueLKMMduh&syWNR2C7*VyZRNX zN=r45ls=aHS{O)wSQxMh-#W_A?>i&Vlf>F;cVAVpT)X7Nm&*4`@&hB)KRY^HxhJ## z`VnF{cX-;uImQYa^?G6Zl^PZtz^c8af1{1NP@tS#q}^MM3SUi~8T2gnv4H&d>zm(L1}~}( zzFBp=I7?nQJ7{B0)XLJGGWzC~#OLmU{ELbj(*Bz3mKt1XRDKk5Jo-ZCmF9DGCAcQN z{&33^&(j5WP8yCMLNh;HZ&;XXDXSjZxmv+-YQDX^sWo4@{)K0zs`C5GBhqAxbjH_Z zCpf9o)cl7XImrKtU#<0JMJf%d5>Npq<=NSK|{~IXoB?|n;iD4xtsmh&7KnCkv@03oAh9v+)-Y} ze}-#3n_?h+IP5Yf{%9$)A=%tJPR?5)9&4F7sGp_@S-r=BFU?$Jb*-|$wA(hepSpc)Vi2Jc?PgV!5EaP0 zx%B#r*YX^{Pa^o1>C=kthVro<(E*>DJ&I&ZEFEHE-&F)Yq&3a+3BIQjtbAdRBj2Z5 zR!ce4A@u_D?&c}Je}wK(b{9-)pR#%We(xm%j-9gH`TpWC_a=)`W2Q}7A>(3kXWzV} zB{?N!Vb{tI?_IrUIBiCJCic<3U9H_VJ`Wo#W30*;J9hEz7f9+r$p>%WxmrVr;Y@}} z){7I(7imuq?a0&~)9^0aeC0!z%f1m7SC`J)dHsNfe2%PVw5pc>VY))#ju~Nvw>(PJ zy`tpoX@fPaljQa*y2MC-oZ~Zuow8r3A}iYPepJ?EwsB;fuYH*De%7%Kvrx&UU1}d5)-_}|DU8`xY^?h@TZA2al_#S4&^P*+zv^?X6mJ&}o)ua#Yt11B98N;X!9DN9}qNawv->&^z?~ z%N<`dW$4I1tk)f(%}!!`3|gT}nwIjIg-zK;movv@o45^|^enkjU#P1-tO>4uDfpmo zMhmZCkf?_Fod|NQ^(b$hweL;icOB9Gq3qbN;}uGlSNeEMnO_=s>appS+h5M0E6t#h=r5+Q6U3TaIlDn(tt* z6!BQ|>~QBZ*DTo5AGeB#k!5;#^78Gon$|{Kn0#Q+l|t#=b{9I#5-M-nGw=e#?x6&I z{%)DF^ifR#pWENoT5PtyM7jn5Ad!Jfy9Dn^tVngiF2|d_UBt-Vr)6dV55S zKv&m8OLvXFRdK04qm7WQF#a-T=~y$4M0KT=_4Z1`LC< zoBl>O_uV&GB{ln$P4k<(7tVE`P?BTk_^{>gXAa3(TjD{_<~&{Bvb}v{&N}!ysWL%l z#C}rmFV%p@vS)Wb)4ZE*6cU!v%pBF(spRS@<@`TuJsXkCLt_ySj3H zhT?*mL(<@g=%xNU zEf)I*RYdvk%kkwsojBUfeXBcN!^-R{*?G`Hbaq9fULutxY`#x%oj5{*D^n}s8Zz_!^RO*@v!=ING1*L`BDF@yP z+3_Z0;e7f0N9Tv$i!i)$7F!Z$b7l9JrcY|SebNUR&UBG)xVY4MH8v>MMZHnS@`Xj! z)G{ffAp?Sqz7D^_8FpDQa28{HzIJW??GR&+8o3Xw)ir`WrN$MWx{6lp*9Z-j>cWfE z71|GOU73JCJFv{!DVB;d5QTvM)nEOcRX`qA?dQ zRQwXhaoyo}B-QO54RdhOb6AzQs8ipgguVyKT^RDdu0=k8_RdiKo#3tVu)FSRM@NiL zH;typBjfx=>AA8B&acb2avJnkmg^|Z$L6YUcxYpFE`r;VM*r(w<+@GtHyfGx+=xy% z=^cPh=ZyA}D)Pj3%9Q>moL%{?;(zVWg=vj-xzjp}U{Dmrximyrqakq#zPmuN&* ze#+iXqZuwTVvVj@;2xqGnGi>}(5H)9o*uTC`1Ab%7afiROyTXy;@khfmR7D%| zBL>G5v1O-LEnD|z!nwzCfARB&dv||$q{g2`Z>YRg%3r$viCl2aa!d0;>Jx7GZ$*Ed zk*+cMY+f#F^`Scdl~3g#kJ3#Gttv}$*?VhmS;bYD79bO;G;&H-kGF}k3P7q zywpFpr98RtvS!T?g(}PP+6$RO31mc9|@I(zFveyB{j zx7vh+gb^Y6mzxzCuDcou?$b5Tj9+Vb%9o#1dFvY0A>AaGynM_Xn=cG?8fj9S9VP|zMJnT zD>JslV0f^Nk}QX&ZO63QA$;InnWi}Cjq*d|nLHc*$(RvKALMIFfBx?9U8AMII|iSh zG}yX!V)0b}2T#|&`_7zru$0IsV(Xn0%yTS#ZMKlkI%_G%cd1ef;22L-{TsQO3JgcN zyr%~gwz#~g8a94_vDv)l*sPHHuI8>g)i1vdI^*cLFNX=Z786zxXEwV~Dqz81yGwUdu+X#YG_&s%P` zv_^H)9)5t?J5ob5X9#ykUfAsvTyCohcI`+QI+`tA-(jq!?_(dLw#>XG*k?LZimMuP zMCr!5zY$~6_OAS4cKJEeO4fYUs?xnHVsyx8{29F?7+=Xf7jxsDQnbdT%d79JD+$Im zd-}O&FN@iz8^lL}3fi)>RzLmj`Xp}sF|{3kv=^y%9?~OHX#R0)EB$UA&rdy5P}bzM z*{VjJe`vp)fJ|aFRl94?&e@jVskmxjeT%P*=f-c3Mv8LWZ<`$$r842OeMr^U5joe> zvlj47nYz_V^OjX7-gYroRvTwv*LgYMg`?IDW2bC-@biGH`Gc1sg?mG$j5|J29|>!e zir&1-i`5QtPEC<|&hZz{7%a!5@4B)7XwszVUA6Ty;)9&R!yl{4&qJ~C%KON0OP#g3 zZH5Q;Z_Pb*(|6pfM@f4^=WR$Ir^IrtU`ly1!(y5<$4f_&DW;SDP^1^^C`__fG1l^Y zuen`i#<#4Xy78`b_ZK@N45yyicv@$wod;N|zwx+b>e}qdcw+8Kd#7ve<@cV)=0zeTL_ww(d3fyDpZ@p0dmxOwuyj zSWQWPR6wZ0$-H@-+1pOFls?%sOkJ20VK-J;)_dcY$qq!4j;5n>!ny?Woe!i9;^tpe zY>$bb5s8N@E`&crc{S-EZBKRXLic?KIU1pBm1cyJCbtGG(6>Z-QbXro*l}|6v+PM| zNBUYVg2St zz8G!WeGXk^%00Vo%k@8FA@|is5Z++v>bP`l{W-K9rAkc=1-B2&h+<+J2k&+U>MU{N!K9a*|op&q;)Gb z={snHX6_RvI8KUh`tsN)>A=C-uI595maKMzqSTE+!=}%gI?RESryMLlevio>Ux9jj zx*1=VAN_jEw8U$FYUwT*LS`_ZFVZwT946ycRix$gR94MvnD+(7%%JWAO}_HH%o`r{ zUtcXoVF{x)B8%Z>+jYm2{`ZF@6G9G0mLHbhsK5CTw_vp4;RP!@T_kvdUNpegjY3IiK+jL23E*vpXpP?ei zQ8A9*s2;-n=%B3WsC~yk#>-ea;Gh`~K1Zvh&zzF^YVlQnFTUm76_a#NJpZb4y(KNc zUPe%M+4yPuLza#3+NY2_RvxpxuHw@0kL)0K%$R-UYLMCV!2KnL6`L29jbE`khsAsJQbhVXQu90V0<^NoK;bkBgKX6m<`{ zTj}oK{m%KpXl0k$3g)+DjeDl*e*U?ZrVH-9pclVAc__#~YvaSRuzeZ(^BYd@h_Z;B zIsI}re@526C@9J7@{EXYTErZN zc@45X7IiLSaIsQLU?Mkbph;qPQ1Cc@jG4&_wZ}W*2c%mEXUF6$)_(q0J2u~t;aNE0 zxRwE*ez(TK#eLPLt-;kQFPqKuPZjP<7ARtCT095y!a|b{h9sHJ)W8JBQlkrrgVH|# zhpF=pYT^t3^`;U+fCK^r2oQQG(t9(3(2Jo8h)Nd_m8McP2?0XyRltCNbU_e75$Ro; z6-A{gB8n&$6#ZU)x6IuCcXoF6?4CL2JA7=vzeePW z=<{2z|K3gzVcjL!MbKGeDb=ccK58m}IB6q&OzNFEs_trVKfN))`Oc8+m>1-*9h1d} z5Fgk4A@MBSU=~W7pW#$LR4TTUG>d*>FO?m12GKZ-Q{+j+vhv+{(!6)2?{5HD*RPpe_2nq({kSDc5JswbcZFMq5O8~7WbHbuabQ@*s z5}XsJDSY82;7U`x2T?qT1SM$Tg@J7};fpjb1ptfyjyY-@-3Ney8$mn$XFbt>M~uDK zeUs0+FgBD4D`KZSiPm^~-yZAX_ay+RFA63cr|;1H3V??v=khBJ>I^s3B4zW-b=I~d zUP``sV?PeKeOj3WI?>*~%>&uZ9OO!f`Ujq?`_rfE#K0PGpzPy=T~d-2Imf%&hLLPn zTX~${uU;N19;<)D|JzIcBw}#RGC!i1XTZ+q?&)R+DkGx0P6&frkdr(KtWr3@p!3KH$ z)%e77uFd6&rOrL@OOg z`?K5V=}4X+EjwOj&U?FZIGtaX9%*%AU{I-^D_ybMv{-VWK%q#K*sG_z3ML@!GA?}; zifqOLj$RNG=8bkOV{AYsG}K6D^E-`myn$r6Td5<=*^1K|cjwm>KIxiNj5^&WV)1KG z$Ok%}Hzws* zFq~5jjj=T((>VJ*?WfvTF8up^H-mu%NWwyJaZIkYsvU$4U9_w@(61dO$m zk{jD&3diig1Fxt{D_aOXS!6lhD=8r_W z*CMmDplF6!p7hMnwvnlS866EWt^Hz2eA52SHn)WH`QwOKTV*?zY$Eg3RFVR750cet z?jTZKM2NQW$E&g(!`2;i0~7vGFHD@0r2;;%v#8!XigV>jI^q%M9$z?1WD3FI| zj&0r|NDHg`{=3$L-OS=(YAq^vAijRyO{%^@k`c?hJIr{PQe6KwhjqfBq|B8jF!Ef9 z;1pJ3Oxl}UT=xh=d9&Dl(xe|r-R+X5{5?_lotcvWgbn2@Y#45Zoq5rqjx2EU!^@ls zg2YwBw5iYW-O6eMa(svek%5)TX^qgk=%5fkZ)FnL+CsU`{dmkQfAVi@Zs?@=TTZ$=snO=LAi{8d$!_iYzK+et%;J+OlgT>ZwL3QTp8q99|fVNMy`{jOC(Uw1~$!WJ&~d(k}O2i72n4w_4GgbHLp>?rrQ< zhYQU0E(A-k_L}KKvpej{f#%fwnZNr@7ZROa9_D;c^P#erCQ9?aguAtI|C`P`FrkA} z$fkZ7n0(#0nWNHE%LM;iQ6pt9@Dpy)ejv1a<%F^ZUcmIy$_0hDX)xw?-eK=ywfDEv zt0xazcS3rIL#w0(QmDr2SD1a%-NUA`eD6oB+Q^Gd#rRja@LkV?6I0g!zO7^@{cq9K z`}5~&)9Yy64wQ%>Lckp8^cYqi?&0Z8_x20^P}C)VPwd-VtnSEBG4`ek={~lOqjFYh zIJNU$Y46BS3@`$vI{m@G!jcRZwMd*qzHQU_@ zwxgJ?Red+@OdUj7PpSB=5&$gMN8d)KrRd_1JW!_DFEkXhX{g7~7G%*4aNik$AyLqN zxc13#$>V^|Q=%6+?@oT>wxcVvxNA4;=q_;+ynMt}gbVAgH}JTdbI$8>+Jm!q2Go<~ ztBjw(T$p_3ezjn`fLsD7TZ&d;_*USTj^<;2k~!2s9CB4=A4}6E8gfQI*SBfA5lZV) z>Q=Iupb<+UN=qNA#@I|)An9O4%=7p8)pWM>uLD`rrrP>xfIp?$ zI5q#f+0t@1?xvNR+RQJI{(!|4Vy>D_4WIxG&0M^^AL7j?A7}*(J{PMXqAdhWt@tng z5h~$+jfmr{IZ~e6LYmi``D$%8w>9D!Z{ZzQ_Ae%e(@V$WUT$DioGZS`hREb`FSYBV zM{0j$N)ALc5zZuXYTu(g@ej_HPvo;|a*sljB8|t`%g0RZOu4nMp3CCg(g+u!_zmwN ze^n1Zp`I*1eO`CVs(Q&jGpKJ&6z#Fe<5A_WEYvi%TmmQ9!!?c=?lp3PA`J7=dg=l# zbspA5LMiULn!Pjf%Gxk}&S%|+P{QIyl^L_b3iOOSl zMau@4KE?J5Pm5=+E$$+8G>0^WW))CU+A^le>O(XVe9mYtlq>t~)f+tE)c=6XV@X8T z5^!Am9$XQfLX>LoY1e!(+c&3vo_jeR`5C9opSr*AgdAF`rdj@xorl_P-`D6ZS<@OQ z$#8Lc1$F*=_Jfc7*&EOhf|>r~#Q%Xl0Mg;%59AXszo<}Bvi96kG92KbNgha$+17GR zZ5IQ6u7sDNw1_7{TGIl8{OFwn7Gs=^15slnNRAv2x%O}O;}O}(aXUepf0mGj{}^1X z-0t1wk+N!>bkA!D^sJseW|=fDwN8MqZyZmS4jA~9hrtr21(Y>)1zFxfAJZfVNvP%8 z?nejEa|$GwhMsX3zmXJ)<^8?gRaLGc9~Q_< zT#Wd6;mh)&_XvQNQ5;P}m`;{7o3QXl<4gbl87y9o>;;cl>>y|R2R+*u&kmolcP064 zQy2tHg_~z=hnvYAB~RnSiH03s4q~fu4E!x%kN_6uP5H`;UB;!lBcbkN?tp=UqOj>?D6lgLL}Nfdl8+&nUk%ao#(LbLU@BmI`Jx9LFSSbea|( zpdmnJ?IO}E>uqQPoh2$@FXUyHlNN{IZ^xwgtfl1E)VvrZzDJuCx7SPVVM~kd@c0~p zglZtj?q0ARZ#WEA=W#Gz&4DHXP&tJPxjUP7WLGQg^?M1k)eLA~gnT#X0}o~k#L)&i zwX*ecJL@B-hpErd`*b_WDAHq@va6o9fe+@eYS5>n4w`RFZ}@1~fZc8-k}-U#xnj~U z{-xcgde-uz7HoiDtA518ilFBA>L4sgHrLYE@73pw zyPSEZY;`Rh?%NM)6@2sNM8_Y*)7ZSUBXq0GGhFV=>k(XQ=F&C9&nND}=-bynPTp>bnzrPkJBgNG$%P6;B(_{!d%Jh7 z0~*4(hwbF4`$h->-Ef51YC-k%lgKfJIm zXL!bP&SzDpf5kjAk|rlk(n(o*JuX^2x@7U34MwvOQmlId5&Lv}s ztL8+XwLBzEPS5);A@B`(N{>MBR?IX%dc{2BS%5!3fZ|>*?`Z?o3&f#RAN_S4ht)(n zFBWS$#OQRP!=(@R-PDM`KUyyE-3C!xe$Eb6-CvcW&0r$m@3nngD*aFo^R7P=IGSAJ za|hsKh9OhxJi~HZ1qd?t$Gqy5s}y|W{}qNiGVFrYICjxT&9nnK1E!qhN;J-ZLxwR` z9dd>4rI)v^`CJS!GM>!Di($t?mzR zYrHp!=D??;PySSx>bv|lW0oE(f*bBADFbdiRR>qsXH1$>gZQ|q+C@pmnRC9EZ- zZ3M$ECs*1-E_${Z9qycHM-%s~<3I}PX5Cs@VSqz;SHDEezhkx`h9A!cIZg>bR{T-Z zQ>Es#JypDiiBbp9N(H7RJgUvk$;#f7akuKT93owhxF%0DkgFaTbSnuRpZbd+-f6W? z=F0v#KT`K;#tR4nx=dD1)^vt(E*yVFQ&n9(i+HNBdz>E}0*TP`NOZmrt!!=;8 z)=Xa?@LT+jxiC(^S8MzA8FrQ?t6UVzDH^qt+g3oT3NcM)st>w_b@FYZj}<2)+K>9$ zWP`Ha%i)SlNtq`w-Q}v6Al>x7!so|Qo-Lw3Ra`#TDY}B>pP{of3S#$MKdF<2q6%gM zim`hxg9}JH({baZToi~0efMbALZ&T$rEmD=YS?AElq>8eBt`~|i`h@cjoquySpnJ4 zNeX}39awh75;B*#XFkKD%aqO>Zx1EZkqvoUx_Q~RJ0M9rokvu7rM&?y9k(e zP~*aKKRKKGnb9LvCne4~OQxOfq&#&GuN3h0>-TMrFpj?o33CY1<8+Bi&mY??O7CPx zX=(X9lEwdml3{2WOkZXcmS3{XoBqyxlkL#~4QH!<(hQXPec248|M{6_&KL*8|05mi zP-tM1k0xT1!Gl#N1-KT+#%juUO9%qtDE%vU7OzJukA^=TwARXz+2>A}FP5Kk`DNI} zzt1nl*@^}Z#bPvst%lb`8NjPH!M76gP*qjJ3w)+ZwR>KL_dyKZy2k}&k7#OhF>JA$ zYU$9YDVjwx(f(?K4q6OT>u8Pt1 zu>+==dWUc}QL)wF*fv11k&@3Hj5J<20xOg|cb(&uc@!Q!X~}DoP!nXwVU(JaS95WN za3^g@xIpe{npapQn}}D?`T6$CvD%FBKLxTDjzwzS(Q$zWY6>-7k~zE6fCsn4VV8HK z!Ahc?_{)EK_3&Jd!IG;y(Y!L!o-E8$AJOJ}J}+2Mc*wsol|yw)B(-%VIV;gEXU9{x zgCkaZ7=1iU?VYKaM#&EIwUI^zj3%Ec_7x|Gs?W^8dY?GU)Q+OnX~G0p3c(GmaCNi{ zDBV%4T#E1IY%B66u&^a%M-zpoNkoFu@=XhFx!t}11p(w+| zggzsw)xRc@^hIuuI9w^A~F;s-SP~tMI5ymR#>0 z;-|NvUotVmT@u1?n64-gth8b9MUQ$njKMZ@q&q4qs^vj!J(G})Y@X;(S_SoGzF*EJ z5}B-=_SuOMvbB-;&r4+BJ_st*t{Vy@N=^*`4jX=@ z5YU%5d0us{9IM+9z9)28ayrBr#NIL4BMIGCh|lsPuDz^HErfc~H3$|f1ChFgd!Q5C zZ+@hZ$$FYGKQjC06!C^DFX{`h!qC#pH;kb?rxa3u^3iL0J2jBp_}wMXp3Z~GduI~^ zAL}Vo`&-2V9MtBwwD&-S_T?TnY2NL@V_GwRXZpD0zRa!H(ggeZS$uwMgsFzUL~c|? z)RRjZhNicNr;nFjJ`yH2jZlq^=D?GbAbqf!YvjX;bV2J1|3Utuh^8KMk zf5XUWvzw2`)1S^WI-UUacHti8P~=EsYvg*hrG49gh}|#|HJ^B> zsbN(JPmIetdnDyQA%0jS@s*7DXNSH37h?LArEEyNrr6OC>)}QtK)Bekl zn21pkw37h_@9ST?Q{(K)Y@-@({^hmbcE6nMzLV^F%S-M`i1gdJUS&-t=#@P1p`u*W zn{4UCB`q~`Z7?hPzId`{J>=G*$6=}+slJqjbVb8{=dHF#7NLYv3j+=42lV#79>|oU%J6wQ_A!oL5ryz{X_ zM($gyd)lpNFaVl6`}EI^4B-ZVXn<3MOA=NP8iqPMnx)RQB_xuf%rp@P#oWl<8pU&G)aJK1Z%5?<6A04 z?Z%rnI$=Qt0=zcvU^hlIoNTAr?W@O*aA1W^+Z{Ri1J+^I;;f3fbv7Ri$#bc)yV$%jqBFUTdc^b zTp6Xv%baW*Y?)~4r;ra>-Yg7W>f#jFXCDBAkgxPf%0Of*fb0drHw*Ev*=X*>P^cHg zi2jUerIvHt2D!^Rtz(rDk)7>Mx|L(Aw%S=S;;uN%t!-2IVrC=-)mC`x{{A~7gBDv2 zcN}^xwLEz~`x4O*Zfo&9jx#k{u58WdxpOwUWE#Pp~{mf z=dPZJmBmZvidXXJ%@0XFx&Hfo<5h#U6AW99QZfp*5ZY!s^8xR?OLw2Cr03x;*+q zJfTqlN8B#m-`vZ2t$dcYboz8h(a<>`*bpu+$sCg~AY?Z7>FVxtWDIFmI9xNh1PrlI z3UZp}?fwsV5dg^9_xqaNE$x2?3FmfjYGSCKqCLg9km9SP_whJ@2H`}_K{BEqnpqa- z+}Ij7L!Ixoplas0cSCkQ?cpz3JJ~*AYv>X5V=~zYk!`PWK!NQCGu;SVcIMXE&E@V= z6n$b5yDpgwpdU3$aZyFLaM!@;U}LFr@jk6yo;iY-oZSpookTUPzQybnCUbFxaqRRX z5Qln`lytjVIhzorV(7!ZKdm$(T%8d&ZNE?&94QzfWaZlk%>3x?Te^%~KKdoTr2`-hDHB2e+5!Arz8oC{d-io4_v#I^M zyB?1DWBd^wdcS)eC6xmW&t_%caW*4?$zCSvhMD4wl0drdCvkr#ic{XvFujgG=lGy` z_K^3I@Y|G7k2N@nl8^Ljl{nW}@cRguJQ;Yo*v{UXRsnY7>d8Glf4kuL#>3%WOXPME zuE4^1;~`1Vz{ifG*1=%!Vxy_RN#WMYq?(tGz>lF6KYn>7)u5(S0YJqHkKH*k(Wvuo z?(R6zXRgo@$n1%G0A&ndR+p*j?gKHFZ09K4=G;ijDcP{j>7E7Elvg)cX7<0#2a$?T zOXOvorSA&bCG+D3o=edblEP37rZD*}@4LB7&>W*gfB_Cx=8*wl6Yd@XV;~*R@q2zs z=W~vlDlsDTWH}roubb%u>@>t4WV{lNNIC1wbpp7FbqxK z(zE;7?m1bt{E-;CB}+sRyiLoc5UvOJPZaLC6lkyU3)dzk^2@FuuB)Z@)S0Qs-Pud? zhsOSM;2lQwsMSE2B^n}g{? z2tWkI(Gq(vnb#*5mz|&d+U$-uOv(N2RcB5Ps=G}-anf>*gO4_zOh^^y5a(cpk~vY= ztnJd|@k95wz*dTWdMjXtpXe*Dhm{_svcO#%LB?zC509271AB^w+&T1{IEZ{OQMA z>g*54o8?=0RuzH8XLI)Wtvj0PZX;@q@V~v`qS99Ga1`+Cx6pF^C6^@xFmS3nY`{es ziBW!X>B1*L_HyXAi=$!f)4!s=ik?he;hj5n9=Xo8Q#-Ga49|N3Az`V+T;7LU2-B?4 zpel7ih25V~X3B2KJivtXTaUSh)~LTf<8D2JvQR$g$-x#YQj8TSfp8XeGRy3I z92c+9Qwu(PDNB9odfUHen_y_$@N*fgb$NE)1&e<}!_>!lQRQP9J$MQG+6o)KaV2ms z*z}!a#ziL|l{2cULfT_EN(dXv7W9dU#>{z@(TV4x{h+MWBvY-@ig#hIObCuMXYAqq z-KpxV;mHyll!)xexRHSM(#{wupYuS4$Tw`^KNH46%uu}UmwWlEemUmK=pc4swxK=*UyRi*B!_Tqfj3%p5;V2vl3Y|LI#eF&OAN#K}xOt&GM<$e|kq=Mt=t} z6JWjKH5qLaFG|a;{sXwq)oxUal(Y{moUVIU$Nd!K=-l?ZaG2#OJKx=Cw=yPFT-UeU z9seNo^_X8oa(p)TTC9u3(kSWk2MX@o7E`f9g+;(!t-? zejr+uZ-1||t4#34TRrG^i#m0fD?+0a4+Znol<%AAXr+X4lFded-YS<=;17?dllp)8 z@uX<6g=mwZ1**4I3WY#QSLOCJ2%GIm7%FcC^hvJNQJ;kbLf<-p32GVCR09Cj1Z z#)KPxJ@}hZmlUV?Ph5#p^v=B`-EBpKKSFrrfTvqCw?ux&!4yO2;N;B&6@7wI_>iQ~ zvSM*`i?+Fpz@*uKK>4#kr-zAdH*Gg<1|-1IXF%Z-V5|JjC+g2OFMVZTkZP7~m+mI` zT7n?t8;>VN@+zF9_mgg{ah|&^dqS<5ZOnoEWdj63IK8nJ4M((0gLBj2e80EtB+OQM2 z4pMU&(>^M|E=cNu5E+)Zzr5XvC4S<6E5FfR@{XG-yx6^TW{=DY8gzI4+L2Ba)YQ;o zw2P~~5zlxgH+eZo=CRKasr?X`6ON9G*^9H|e0qG%xu+#fv?{VEqAS{rGe5O|Vlbg~WkIK>sLJg7?6cSQNjNAx~ajI=#GmGSmU)VO&hfrRE+@XGZX!7kW8){MH(L;a}OS! zyGOq`u`hNmGob&DQQ}?EY!hCO^$@A{+A~k~lKixy;L_6+(SCm^#5^DC?`1{{$+rXZ z;pfLB`|*GQlEtdAiAljf$S{Jn9o-q*K}fS?Y&qO)N>n)RGL<4QBYxa@I4LGv<>v05 zU$b%$5Y+yf=a*RYBbicXN>K3Tzbq4yi-EYAi03P_t_!NVl*HYE(s__BQB5`E-a!%b z@O&+Leqv)}AczbbmLDZ^LcgTREepKIn-woo#$o9!e!s*;?|HYIQ|F^8Q?#5hUQY4F z=r8r)HAikzn&)6|V<1Ia;p?P5p49UD1@6uyaU=4B=L$q2tyzvz>9>eghU!LF)^vOWi|AH5`u9h z`Q)`IhlJaux+U(KtS7PHE7I@xG(IhR*H_PDW&NNV3(Kj%D|F9wJTQSXalJUPszSjg>V zHj)iK6x|xTfyrKlTVWqvZLAa@B7|oNmR(dsW!VrcHGTq%a~WeAG_(G5pL~&gP9*Bcdjx zBn><7DxEK6wls~usWR{<2e!*Gi$noII&P;rTsz4K({xeqE|e#^#u7Hp zeCz(@TfncTc#CkC2ctRGrmqvF?zL{r5yW0xGk&~Qfwn7Au?h8J8gBeiFTypk=hJx3 zfU-G&ApUyuY5wn-27!!`t!W5R_53eayJf6M<;w~tOIf(k%&AVLpfHrEiCSieW3FTbkW7bb1V7?*h zAs{|!EM>*wq$G7uS(#=2eJ14=P~&UF;}Q)^;%u^uR!L&n@^B?>%V?4w5g$od3oXv` z{D7_aSXF@G#)gE7aH1YmQtSw6-}(pieo|6NXTqsJsZ3!RS;;3&J=9aOeCI6zh1Lk~ zhMKeDm0j>!vC4X6+JJ=bKh$zBSI!52i8GI9Jv5~?h5s0V=M_SDw)`ibd@A=81j#8K zHBn#dua^cJ_{&j&oNGe62j(!+#dS=G`vT?G1M5BkaNK<9(pw; z2W^(l=L};s|M=d}P=dv=Gz5}#!w(*jC%q5Wj=cHHtu?g`;upr07A)uMBV1^TukEfT z(kcoe;55Ot*qw|xcg~)ewI2l~3`NbE+o*jJ-z07n2s@(upXuE!a0+qz)SvMF2FIr; z4&xEG#p`&xG$=+em+33JlWWWAp2TdgFw7`Fbx~bi(n8Y!@<6d46f_%B-glrpj7xn< zuA+py;r*RFHmKsWg z`DyLOk9_e>>-l-hg7x5E9RrC)S7mn*$#&XrjkBrZ2FpR4|D;MS0H7y(y4rB4}(PaE33tNf8K60gtYc)|-FV>-KdumgkuPOr+L=bK_jl0>`Z-)Hf= z;-avJypr+2Sh}=yS-h8&idlTY+am;@8=Zne7r2H2L0@1_6}p1fxUU1{D}NCFx!Iyo z`eoCk-t;?)y%5(aT2K@H_~W0i>sl5@M|cywe%$fED7)VYV#ReoEvVZ=Z`pmINp1vw7j744Sg~89SChoonAnmq%NyqEL>8n?5G2)$vA%^_J350 zjs+85IZ3M;P23o+9R~IIs50|SBl1D|o9KkeD|#2+vgA0+^Mbfgha3-8=7CChrKy?w zX8_L-lwr^RkgEhia#I08AzE8-fc=Dpbcb3g=wsxM}r?XLCCoj0E(enPZ~wCZdZ+(Rz~w@Ha&B}J$?g+6&7w6l1v z*Nqii!*8;96Glp`g8J!d`e|p)H`La{vg7+ps}wsF+GHL|_In8eqy&+b zV}wD0pN}gqUe-cuor|gNuTSWmJY@z2r;^a8mR`JHKzn_1^1d8ic``QzGENA$dT43w z&!`E--g{~iUF#Nhn9zDSjN6qzG$W84ZKue^Y?9BFlNc*jr>MtZ_kgPBGbakY%;DMh zH0rJNj<`#^h`{m;3;uZCc)0sgdfa`an8+6$OV3_G5pmkrol3;W^VDsqTR^& z1U*8jqzyS7QXi>@o~#;o&oxV>be(uDrXBMA*DO}5L{n$%3sB`e*EPv>7^tFCWTrKm zHidCcl0IViBhTAiZ;Pop3oN_5#-QUNj);=u3x$iTjuMkU55fhK6R%jygM^Pyjj=iF z)f3%NsAy9qrKWuiH{ydT3PYc2|4fR?>(yz@>CdooYBqyS*W(nE`#_a`f=Os@zyvH| zMG%s~_35_y2j1cnFx~Ro7V&szt;v5298`R;iGA$k)SOYcrJfD1+9LP3eStrDt9-H@~N=ZSkv3 zBt%?m?m3h%)N72sO^XcKO+s7_9iriAQX`<)3`{oBP)$Q>OL=ZYmmL1faILXc(s&kz z`$+GoiU$IZtTNNnFxC(>{|~_5grq4Z>s-Uvj^@lH0QZCqWm@6q2JKv@G0JAbK(|MB zQw*42lGl{C?d$E+G>qO{(J(Ws>CQy@sQoKd zZmx4*j$NIbu4-|aQ)+zeraoZ_1s0PYW4(5x<(etN`A>io({Bx~e_3U(ROW;&FZVnV zLj5d1)ZDAV|2t*ia6pWPT)9v;DZ;d2a~^6rC;g=XaEKZqN(e#4hPNt}ZvVPzvrVy= zkI@UO5;QRPM7UOpVH5k&!!5FAW_kjJpbdYSc~Iu>qgz52E^^LmhQiMgY$XJUunCNv zYJ}Hv$;AwSx5Vf4!cHL^Kb!0uX=ZA@=7NW+z~ zE{o0gu6>{Xx{w_qA#J>uTebErY#+$eH6E>9J9`=8od?3hMPm}<+k|+P2}Y&%5hPdI z@le@>*S#h%&p2V1z$7x{Yf_mj<_=YS$mwg)%MQ3KDc3GN?2esASuhMrY5-5at8Lt@ zNBC0~hpgre&5$8I5foXXm&7-Fd9E#^i3c!&#J|ST> zJ{>GU#Y*^9Yk>B@%v4Dj%iUC;DMqBG!rDXg#vY+*!l!;#3g~=)j!}dn#1mUh@c7#r z%6oZO(GkUtr$)5?cAgtX_nsMOy1Kmbh2Ia;Q$2Gq9GNd#@zKa^}*sqdkeYrOHv**B{=KAKCq^5G$+#vM@&X3qnxgyHFcY!60br zE{3eA1}+>^bOeb`!Oxjz!bck}^n@jKjCnbY&~hS`H8W7MC=)z#s7BI7jqs1$PTgZFx7|PmqxlQ7o&Ho2^u2dRGnoE9$Va*ttO?vZgB9vJ7ZB{)k>w%zRGy4tTb#v3b5-etfQH^sLIa zBD#gu&zrCIq*~o6Dc!7p4tm{41i#$E8g6xW7;!qPAriV?k96ktE&26tC~}#~WcQ~? zOL;fw+qO{{;~4@DqJzk5yf4xebb$xSx!1efv?sb zfh~Y&AcGyzmA=aAka+nMZ*s$PtvFgrh83!r8Yyr&@*hHs1pKjuZ6%Y1krIxZ;SkiC z^k*qzSo%8nN!=cWSHSVv>hAImfi+%3#LkB+VP@{EKnP7QA+_v<_bU)vN}6)YxXtCp z7%CH_44ZUL*YV@$S2{j!@b*J}&ZOameF0Z*pqRkXq4E`JC@Fi7g=NTer{1NDo%JS{6*&0(prG#bs;=-8=#MtK0EELDv5 zncaD*S}QLVQZ?L{ypliM-lSg)1|f1#3XGG@V+?@b{j5`UjwY;qnNzm)P6a#Ho_v#~ z=TW<0rxZ4CDZ%ZrsT_ze;;NoSMAJ5y+)ou~xAG!(Hnux4%*1Mj8VwC-fq-AeZej)1 zXe5k6aY^x%#hn3=f%!Ma8eRZgQp$%5G;lqB|`ee^~dy| zk}GO!ji9SX-GT+u6%}5nJBacPH-HC!DXEX<3b^rEp?nM+1Zp&7;YrP6em5A05iekl z!-X=%W=KWwg^2$_f*Hp`F{NT5KdVG0I~Py@g?TDpZ9m-w7?(*EJR2ICja(hz`jh>m z{^IEE0p~B_F>+pZ#88&cefg>lnc*qWyUfu%c6f&=3Pysa?(F_9mU=f1qOkyut42P? zOZL*{HICzix$m-kg+Q}nRWZKKF6;W1pGu6u?QEP(%bb8o^G+_}h;3ES-WSLR@w<9; zsd|Q%f3UX4rH(Q|%^z}Nn*3kFl$SZpdnI1pq>6+<^NNZzzr1HcHS;Fs6NQ`iVw)DS z5+k4%)11x8OGiXvg+PN>^N&Uk*ny7s2VCXAyNvf&(Fe3c(j@}W$DsRHGQADCza6bf zoiJ3IGjT9Ul=&%Q)X9wuQ4%>BC~bNh&8u9&^&9QLwjuaZuzLa=T(=rg3T>RG0;n*} z09Atgm%oQ)EV$1mQV*iU=wALSswf7!w(K9#mOix=$E`?6hgKgwE4wCW-BL;%9E1NG zh{fbAO9j^ko9g}%eyH;9SQ|0dn1~fntv8l}7;_3|ocs5*sai;~-;z*&2eaPbi4dSs z2M6D6d>`Zn<*0i&94-PC)YM1&+k-?c+E>^Nu=HWT%Zt*7QI2?4>iXpo<(s*%B>zif zX52&X(J2>NJWw0o&GrK=utBf5dW939Q!{P*6o0c*@41FEbE0Ghxjf(6lOclUL`4J1 zm*5hZ29r;re83fTnuJV#$1qbuiFKr;S{BaTpo8o#Y^ydJiu8i7)1vb=_)lSAY`VY! z(U`|SFZrE~dC&?U;}ih-!oM?P(e_9kM&zM-h4JR*%Q(d*&)k|@&)YNw&u7gPE>3%k zk1Bgwn)*8QjZ3kP0ZqSnluB^@-2)}jqY|^v!vfcDkDF_q{moys0|v0t}734^RF*9gE>>+R1|@#kQ?XgX`F9x5Q17p>jty+QU;L)&+I> zZW-_jKx~f?JGV%%6Q2tdLZHk!&q-s=;5Y9_L&Uf9@k5ByK z4?$_DtwgsGR^&c$IyDLzJ^1H?pz-um0yMwNntXTyj2F-;h}?gvF*hCt{6g<87pkvv zdi<{8={>FHsT<~0HUjeHmA~HzV46G8Ej*3eo)~@v!Xl~<_kmWw9rqjK16eeC2VAOp zi*{l9_CE+$Lwc15jT`@E#5kzwW$1K48>Gf@4A=LEB{mHkFEoZQ3*e9d_K;=!Q2W7&= ztererjd6mtD+xBG{WonN?27R>2w2PQrTRQ|JW=@YWfsPo%@T*Tsi8Ul1B6cA$8vPt za^7lJg`;|-9!o(dMjK3Sj8L7AB^F3Dae7Unrv~47RY0SnTaAYj(>SN~_pYHWC4NK)w z8re3pSVBvuaE%4?n^pr()f(me%pdORt*l2v=aw&pQE7T2gL5rmra~&0Bay(l3_XMr zH+W!zOv0Qp} zZQI~ud&_0}79mmy$3K-H_w0_7PbcQCKC01`YoGQL{&Y{UCqMDEHz28>Jl@M{LM!B> zjj*o#0OH)U&P*G{(ZfNkm&P@H#+QCH%~1m?Me#jk;xu_zA;x9J!3@TC)Y(!oIWuUGNGYO7^SRB99 zr9nH!uHJbo$pB=0Z2(uAQmXlCY3z&AQnfu*VUZOfK1<^63Uh2V*iydpFKYgV%1oogzz$z?VW=u8>wMMm;@ zDL6aG2^p1QmKoVXzs-Z5TbZo2cfS_o&vTM;@2qNfODYEzN5aJ(@(n2)3^kqHl1qxa zMh1)bu~Dh@fQHtOq@S@Wx&A`_GUJknlq))PrRbGb>D9XyD?l@`{^Q&u$?^ zmS$oX(dxt=l%m2-x7&T^xl^Dw3+5q-qVnJrJ4FE2V0Mk1v%1aA3kDpqKc4JaO<_lI zf}bv*ZFjCsIoo46r+FSTT?Yoh8Jy3zw)icWh{WvM6~$iNf$mm5^pKiETu%|EIfs7d zXU$2r&);ZR2b6y9tdSj$!W8G3je?EPaK3pi8xX>@kF#DN-Qsk|t_D59tb-T)P-6DU z7x2{EZl+T;&$IJGmfo{t z>TpkiHF^y6Yalws`MM13S-e&=CF|I?yp_51!kEWU_dnnqmuA4!+8ZvtA%}Spq#QOR ztQzO1g)E6J9ebQ)NsBgqW(fFl(%a5&&=sa~VqZOY+xZecybGr6n*{dv|JuvbuWePJ zlXQGcS9fUtSUzQQv8?+|xq8Hp%GgIkCe_Vf+*uyC@y=b8zWCSg?Z07EIDvhjrdm50 zW#zL8YZPqzF}f_S-;zE8zpQqZph9yNW z%NzN<_0wHAd1tD>mAJLu^3lcReoK<&w?Y}(ZN~kY-!;qxihH6}R{4r@dQxVPKk_lw zG*n3Ko#N*va6M=RHp7q6FI)JX&1$vy3Y#q-pzbrV_T+ALSg55(YKc_b?y1wnKd9cz zF`4lT4>sY{tUd8+WOWtoD??U3X27Y+m*!0t!6y1mttHIdl*5PFr3>)5`MfKmy)1HhbrQhL_I4aPC-^7B2qf+LS#Got92+}#Vh(H zfvpn9r3t$cz~ zk1=99ZH!SM_ixHBZ~HrO9fKHxeay)bd8@kZ-zL-YV1@#-nG58bmI0Ta`y%DZjo8{1 zcjr<2vOlS3Udbu%Y4}|2i<*8?udMND3zB|opthcFnkafs2@Ki#9veVsuX+(UMw))3 z%Mt*t(0v-`U-q$NM2DROnzh8ci7~fcAAPbJSVb8@}`Ea_AzS((1;Vwdxf!B1@me%b3Bp@07hTAfnR6FVVwS|tg*KlD&t^lswigK}5*jq|oFs+RLZ ze{9}hOd0^LpFD%D>hhxN-BqT^@NL7(>%F>s??2FY8o9TjlbUZMNSX1e&5|B%w-YZR z_#>|`Gwh6;Hy2p6z2%+mtQhDe@$uXL>|EyDaz8C!>ggc=$cyR2Th99Os_+A^u>@EJ zMjDf}!yyN5283OhiGwDLn{t|%S-Gb}5y7k^kv_Ig_Z{1+Qe;neQQ3{*M!7B`Q*rL* zXpEG7NJ)u;Chrn}Y&8{_FG!c5D6}!4zObI<6_#K~;i*TeAcEJ#Fi-)PluzMhaKZ|E z{c`2g7G9`v;_CB9Ct?;8_2JNf}UFDK8-jok6?S+IE!ivr@zwc2n! zZrS-!wrz;x$>tB*{X4MA0k(c1W&e|nCboV;sWGR~uK1)X4 zZ{#^;xMs`)E^T}{_JL<#x38uP^}2DyX70o~P(; zaXH-cN8R3`s_&9-p zFQVj^DLhQBA>rcaFfj`&Gc^ZLVK$7%jP4eymz=e>ckT}VQ(itl-BzZP;-r2y2-T(j ze*U-aW^OvH7`Za>QeA)>r%by|_^f(>11XiO*QCr6j-2{2511n1x1ohpNDfDZIXnKQ z`%rhN4^d;cc0e*MEp&POVKgie;u(CRwua;W$yiR)df@WGT$cPIF(M5e*fN`a@#C8h z(IZcTObXI=iL;629D!6OvnbIQEVEv>?w~#V%-Ee9awuM*ogusj1sAb@_7A z(_Mi3+z}0K9Wj(>qqC&!jMP&h?2CRDq?7KvVHNwpU=-!a*U<$%$Ub9 z!3HeyZ`qARGzMwsa4sR}tF0p{EDGO8p;jl88IPSOS*Qt^$?ahLWX|Ei_pCeMV^}jO zrjhvy+3|!YP_nF2P1Z3|>1VLp-Og9CAu;G-)E>X9s@Rw0DJ&P2J=5+8ycnFqV`=L- zy?HQm$Q>k}TwQCjYQ~Xb(%ZSuSLPy#$S&0{{r87?4LaoE=_+dgTIUvSJ|vxz zSTx1xIkuR$NH%y>m!;pdF8AXdO}C^xn#`1`-9{+K2`F#+wJR?lQ-mUsRAwo4ledt< z7jd-7;aT%e0+J{Y7|q1f(P0gf*PKt?c&<9v-S_8ewU&_)I?{{ubaktV;tVq(jkCU2 zt9jVrmBM>lU4BTAB(1_9+57(M=<3CVclxsPfC9^8fl zhZ0HCj5L=4*fDXJHS^6%gsz!H;CeGMbBmt$oLsYSmR^~en!yB}Zn~_=VusQa$rFaI zw%Wk79gPcgBF5)Xr!XFAy4niuvd$Tp4JV3d1^;`O+~=9V2rXt2GG*hc?s20?qx43s zjkqui`%@A1R9g;Y2{!c0-7UUw%5@;Bo1MwSfZaV}Ir`<`q#+5hdn4JMQJ1#%eVpv< z6!4}$N+`=~6pbleWxZ@=EGb{J5qLpq@zhO7sj(T`ai7o3)kDP}KQ`|pV0 zW7~+^8XWtYdh7So{KCRXi=E%6{-U^(nMh2V(Z&8We6azb$SfcQMS(eSH|Sg*yQSl2 zaU-vFH+H>`ty{=`L-FJ6`r$Nk!`C|HXkC!zm;Iy1&*&>dlnbi2ti(J*zXzAyw`%15isONm_VHfGAsaW7Od~dK(&ZSCw zxB`i9D17tA8RsO0u|NW8x!#L6Ebvat;cD+o9$^5?O=#h1(_vG~9L^wSYqHVz-;wJ+ zOOo4PD2YwjTh*Tlf&1x=C4V_4lxDV?5r#)^c#(bR(0tn$$7pL<+Axm7p)NWgHPUb| z-`(YKkjP>0_L56%=u@?u>UNw zg+1r#OZZgwP(J#V;D}m2?8{b>!2=b_u4rhKJKRdG63&Jm8PYbW4MU%icU*9y0JAg)R^qoX(prn2d6xu5j^ z1273-*!pz4cocV>Etu7*KL+C<4+>J);IvrF)a>6|1>~dl-k|2 zGF7{%jRuSGf*ICkymkha+%7JDsN;L(%)lrVg^ZzP7k~Hl$G6oxapp3Ae(&>&hQb-l z@J0UGo40Y~;*J0q%$!L`?@{2y&P>OSXnCv1Om?P`OYgOwOEzvIaqvU4SwQ4~Ve}A_ zjnPTzR7}M#BeiC#wAl{KfGquZT?25tw?uB{jqUBA^cj{KP@1#BYhkM(tuTYnBc^?k zUL$f*0rTG`1KV{2Tja;@9E09Xa*s?O1OOHb&!Q>ipqFnJ*&CtOkbO11kzKHrFz9gP zBra$}ntndxr^#Sl^Oe)UO2QAz%Ps2GdrC^Qx)N2;ubuQ3c(?J?hY8x_-Fxv|Z?hM@ zE%8u0ZX`c(i20@ZL>1l+s}+nGgpYC|8<%cf;h~MJAcF$ltG$r3L zaKFL8Io~hx^TM|3g^nB~fT_fn^2=S2lnj@ER+gUFDVPt$wqv?-b4AlIlq5W}=Q4T% zcBQ&NWfyd|tR@65h*=nxt2;Hcj&J6nlKCVC$Ok(8xEB8moVLdA*pp`y5!LT<=ZaFy zAb!Ief%{q6BEHhR#d4ccnfW!SF8@H;0ujAZv2>5f&R;Q>WiN*WF!|+dmGj<7{!b&G zAZwic`uG?_xJ=YZ6QrGV!cANMVr+Apr@h6!=rpS~k73&{(c4YGjbxs;vVWRl?^oUT zl}wm1AFVxH{B_LHnuO%<+YRjSsp?dJX zEDej0QwORKb&5kkmr@jOlI~p?R>ZLJk?`AFR|-C>$m4E0dlU&TLdl%_LbY_N;>`z* z&g4{ZAecM>*~EylSR@Z~d>DXnzX`TjJvoy{uz36A0CV}%Wp~nP2{6~|@YhWof{CEh z9Nt_p<)=pZH0>k+DmR^YecZF|F|x+R`{>~Xh`2U9g;ONC?3{6Iz0jz&c{+a zeAYa@Cc;Eyz&WDJIba5g$2eF`6^!=d29^3cEZtK91Qyirl?iqh^~HDUzK$NEq96S% zefB>87dfofvE6u$*GZ`S;RJui5F&%yqa{~1Zeg3&3Vn2|qT?T5$9K_E5d%L9c=;vG zA1AJ0jv1Jdk^vB|5MD6^hhZOj{LE`sX{N)Sbg3{ln)i1m6_k@!i2WHI={HQdl*yf% zo<>N^<)C;5j}8Mct7M)B3MZ%FpeTEbAGs zLTW@_>#DS~`NgLLY)<+XXK{SF9vj>{YSo4fEO@pi7ROF+I~S}5oF(i5{}*MvhNUy@ zabxVUA|Uq|;>;H;df+|`xcc##4VwgtIeNPO8W9ZOjJfZV;{-<6I+hnBxt=c!vnFZK z*Ue2Oyr(h!WfHe|s?6G%IT!Zh3MC%DM|UCN5mPI=>jzRn0a4RGv*Wh4UZm99_%lss z3pGK!cxPno(!n$fg5e6`BWR>L!HD}Q?4>u~r{;8#6S@Y`BWlE%U1h=$o2e>%9&_Y+ z8hDJKdZ3|SH0v%0@hLgnaC{y{za#%#EkOe*cw4G_SrP6vu4$$SbC$1dUzAfV|2PEj zc;pGko5`CTwAE1}ev*UE;qsf^Bb1IByG?OzLZG-r^87On+Ru8i#Sc?w*`$c9JefJC z@+Zn@joWUJK$0%bF?*c8@05AQ+=sg4hBu|KkvD|0BEy( zq~b8S887xzjNS9-&)lU)_Asuu4hr)c(aWC}4X+y^s>IC} z?j06<$IsgKONzIk`e$onZi=4qU|My*-H>-d>A?W2wx6*-P4$0z*>^2`Kf>41eIjDo z_f$sY<*qcQ_e1}f2TASF%Pl28f8Dq=yo|`vModfQ=$k8ho{40)w?tFsokU0^N`cb&lcfw$D$P#KoNdywOJ+c*B zw!Nv&^MET{uO;o`&QsOR3-z4&B+5><>1xjy&hcacr^TY*T>JR@xVC$H ze3JyC!#HDkH>AO#AoKb&1tZzl zEBky(q?5ZUvSz-Qg8~bkAOGYM%%E9r+;=kcRX1$i7t%fNv{gn5Z*iAg@jn=Iju3@e zzV!_kx$iAS_^!JMMY*ATgXY#UPr97@BT}(%easq|4!E5qc6vuc}kHa9ab`Spi z?DT=$XBlj?9~w-vgau}&*_6gsnj-}3!cU<+mT^eG{2T#xHoruEMa8nW8f_%Zzg>Du zs5^J^;Zvdi--~$c!@;FdkjJ!RM2h+3f%QB2bEBvqzh$b5r67T7pG4_Tm|u}sR!v+W z;mlR86MNT)anBuh&IwY|=&Sjg&TWp znj^3OVh_fd0QOgNkttG$(ihMx-DFz4%~k!58@2*YvEw=-5Kh=bXG_&!w1RdhFtUEm ztL0R;^Ov=&4`h3Ais}3a*RIGiGZ=~tdBCzYe?h)kKKnEI3e zqjRPslsn7>)ToEQp5`{1dDrSR7pv)bHbbnX_BW~erbE;A#MRsFWb9liOocTxy4edg*y2vbncGe`kb@(iv3t&&8qIT7$b(-YJ#+o# z^2B_aDimHJx${A_gLo9?23Qo=|FXy^T?02QK{vgn9RFpQf~Fp=$$)@SxP3t9 z?oAw5zG!jrWzByTrk@QxMfCjWeJPsg=CjRG#1He{(#1OdbqC^s=9#U{N=;Se`Ak;- z=us&t7I^TL^<$+2z;giSS@|LUbe46;Vjbv~yo-fUT z@YfHCq?+-7o4vP3B1R*)?UZ2stTDj{cnt6epnCRy>3sk1I9~dVm5L-e2ubw3)wdpm zcf|$E6$YGhs((H=LcF-Be_!J{+C^NSXZoVAgoZwqnq+zoJ(~ z^zEf8{L7yl)nv;*aUr_FKg<4he*FOgdo-Z-q1%_jGFL67G#Iwk9QiEFD}}eu=TFl* z;}c~0Ylpb)jHN>TyFSN%NNMuEWl{C_*EcI3j0_j=yRE}bJxha3BmPTHGWN2~M9~$0 zIwyVL^^rR8os$Pl^+e^z8lWqbb09R_RQXqJ6L3(bF_wE5(5ne&gmNuOUKZaexj&pC zwpfzgc*K?=gGeE&OAmlQ^MGMgvqOu|PAIBgYxI*f#{<)RJ*0v&hrr(hwqH(RPe!|l z&u9ls3It-3UT!v7e$_6O_Zzt7JSbjK51K59Fw2X`{oj`|FJ#Ds0t)VciyI*5t8yU{ z;A2PDcEQU)hte-YTb2;t(Qp=-`UNIh)isDSD25k!)wvMDim%u(08MV9RJ; zJfBfv20}c0Qrb1AZeo&Bv!C}(5)S{i^XDKAJCMqw>-s5Jtbe=jX+}6j0_h;(4D%D0 zx(naD{o!zTE8k3}7REACF;IXNZ4g2M>mlEsG8KxYwX%r2I>?p+A?2C&eeGlqj3Ets ztga-uu_`~k#rDrm?3}e;vN+Z2Xmfzj>u#Ta3F=UK`$^3Mfx}H12q#AF&@9Oiu-!N6 z3`Eg{}Pqo4>BxoLf|$&BwHEu;E^&& z2VC8m+7~?5y3=laX$pOTB-Q5IXuXM=nBu(2y`^{Jq;(`ogqvlBvi-d>Kc-}g2b6}e z<3OPK&6T|${0HRqoc)luesyhSncONz^2F~q2TZv+;G*g0p~dZ~hSYnK z>ym%;jXKpct93W)B!5M=E#Mw2*}>mwE@f3Sg&~l$Kf{$>^YgWjLxc* z&8L>e&)se!C9y-4(>0rGwd3vcV9%TzJ6u;UdG9H~T9khyS9ZAWgp+iYXdgP(sCUx8 zNRlH>EDsHarJAr|Uj4x-I&C?;wcSrEm9q0E0y1zuo-qd$L6^Lk@kKxkI5aM{Q|;a}X~%;&KB z>~W*#8WjW9z^1Jz)t;i zn!(_>3*>gHCSDnuZFDZUGn4{BjFZi^_lO?L_uPMr+voids%jkrB1g9+kR4TQ0~n_S zUz1@4GyAxB{TpJ{LS`n9l}O#`0Xk`)lS<~mDcV0m_zFzjvm^qkPgq!-UtS=!iW(ER z42MjC2OlHL*7|59GLy#U5bBKHOIy^47OY6+zhvt3)h?`ul9+9JhtbS}W7#dGx?mK_ zJ4}r9ZViMocRL}g4&(dT$x-M0Y(fG}9N(hRHrvE)SYQQVo}sfc%^$&5=@Zq2ROQgG z)!O`yyf+1MqH&@(Yta(P&nCZFsY1AR?7KQ8^pewOt*6Un3x7E?{c7@3lgvDlO*S-& z!pE#SO)&L5B}@fAvOvmdbf%%A?S~}(XjbC&f_`9kG{!0|!YbWn82vnC)tBWzV9$~# zrDiw-e_dj7f}t&EZUf)>5IXz$)>O7yDQ=S`pX-LcEat5F#{X{@dQ7^gtYS^PKi6Jj z3kUraih2KUn6F*LKS2>Ez)AtL=s&Y(q4D8Q#3kG3_3{)39}tBiW&QifuhtFT*PDYf z|MY!>V?u!o(<$e9TSdPJrMgBT^VQqSf63;O@`G9|g3MINgju{q(%a)6KkuNGPLpj7 z?3T8xAhpy+JW5(4_>HgYa>Y8`M?%_2{y#wDv8sEV^2Ozc`d!u5IbQ^A`-CAcQN!Cy zsm)%}aKjhwF$Wsq)+QEOp`^Skag(gIX8Cp7A&ki9afj_^@LkbnStb`y{{dLGdTmT< zt&N}tRCFe~;g)+UW7m7`NBs zQteQVF#tf4Xu^wb;yN@aqRso|{i)uf-QI;`L_t{Z;PrkH5zca+RCcwIVZ8s7lGHWntOdTcoYPu@EYHW z%~G!|a7_u@Fp9`UTZOB06^P`Wz7)ddC$+GCLB7)L1 zT=vq`jf>x4sn$@=P>VC%Pcdp9YTO-kM0fcedWlLo;oALvCAiN!q0amQ11sSU9v3!6 zdA0{W2VT*Ha-|?8l~v>IUcd7n=fQ0k-_9b;PS+d0H0I%AF$Uo2>BawBh}Hmtu6t3} z&_pKLMn0TlmxlXrRrQ1jM-N+IQPt-;_~$SNh|Qs~gS9yhOieuyqN^v)6S#`(E*tm5-UZ9WO{QKjBDu0W+(Yc9J9pp8y~L>13Vn zov?v|ukAP;S<@8wv9l>T zUG;?$r)*!)%hFrRFE|xIq!7aVA#y+p-+}BiR1=Gtyw+Ev?2s8VKdBqOpbSI%HLKS zBA1%mul(3*xO3lP1A+GAAIUIL{JxJ*Ug8vbpOBwD6gi3eQX6K~nmDG&$FIHT;P+Am zQLxXejA%7urguTc|o?TWdtS8@RduL3;jDVa}s&$VbheQw284^-eMRqz}9rUkpH zp7Jjl(jm3{1)p+qH3jPH6?p3ilqo4x<2n>2u0R&i=u_MC4o5Y{7G36&dO0H&$`pZ^ z4+2xf@W6$;8K!+w5n86uCsI~GbinR-Iaj9#ZZRBi(WVVnC%*(|+qO%khD)0Z1>VD%Q+w=BIwmT&Ak6SEz3PCBz znl_m|uMVgAZwmE`XRo{X4si5y4nk@r>%)G3#ugMi02hjfZQVm?CjH`I*Kx2Z3lqrC z{Fl)+h3Wo*;Sau0KPfoTCg$BC{nCfjbUsUR^~JN@T#_=-a2yZ-=Isls@OMNLukZ1;ukLU0%{uiNZ(E~aMp2@|0z%J zBBlX_V9)t9$D+l32tS6UV5AaF8@AWvHFt8^G_nYVybXrVh@XgtIvD~)JXeI2(QAS} zSA7hcbrBTu(>X(3MBgC^x=K0vePUpWB7>8WHVg8tk9N8Edxc&NXPOqo&54Z=OMI|Y zdMnvW)&zd%{0vAhqF5*AiDPyxCiUZ29gZht@Hb+rajv|vbGs1AWmP;NHyFuFsHj7u zg>TUgG{6L|FlBhr^Q(BtBIO1P*2^4m%#U!$?s-c6x>^wV5#L>PzMcAQly}N$zMS$H zC*u(v21>IInte+&Nuq^;V=y9|zBTqF!{zt|T+iX!12=i6+6k@u?X=7SjLAIyPg22^ zrP}-8GL;Ezk6rj(+hP`>zQo_5)r2Dap@f1zTWRj8+ij0z-xzi(Wh}hZL)^D7s@MyT zg;69J{%VJKkrN6#Uq5UAbhY?0PL}>?x>6|rsEVISq&P*j`{2((Ny;Nb>8dQ z0t2XZ2}aB8JHM1A#ihzfkx9IZ_a+-3ULf+pI5Ari<&rB9R8Zo2w*2Gm=tN$~@W|{s zula_}`5z9?9=GM(Czrg^j&2Cy@X(g~P9s*7eM5*szHRv>n;WyQa;z(5&+vj5V4GT~ z(A9czhfdKA$YB4a4|aG)pxN-n-v@o%p_RT09D01y4)3J)Sn9FIxV|x3R|V9ck`=my!<#3WSh%wt_7x;{PtBpcSF=X+}YB2;1Q! zMf$C=20!_p?J{tJP*Q2BK?$eUX^ca`#PTU$N3lv8NTfY50iDeg8uN%>NkAmd7EO5s3sSh$JkQ`_O|!5g>IN0e4C zKJYQ-JfJjQnHpr9wFS+|u=+oxKjPaOcs^0hTk+R0Hg z+T84|2+PoUcoEYK_hnI{1ektcvF^XL9nitWJWUA+9mm^`&vn(ktk=(!nWuJ?)(XRmJ z!UW%x!p({Bkn&%2i!||Oo{!n5PiKnsm`R)7@9#tkhm&+-3WwmOr!!IBI1x7~kjn6W z0U_Xu<`cy_c?FXp7M>8GxiEd?mOvfM@YR!Q$VM>_{!0w@A+zhGak53;O8Ix_;QWv< z_Qin7PGC7kX9t=!c0I_lMg%UDz9p~#o;?D?%-i3e{ROA!gN#C`V|M4Q!^bO6*eiTp z5{ewO3*wEVoLTyg29{Vz`?iZ5t;J&ht|E_4)IUL*rEgpM$L~aKYn)Q&x44>39%Wx0 zNEk4hfN$n5pmZQe>8|4F-%-zvJUMEMmE2XVLD`j}zJ`ya_80MSD5jOw!Ma8>)R zR1I|D$9S|k>ZYY#THn>P+?fa=Hrh22p8zT)I~{VNIgzz3CM$LP*6UkkR6krS2vvbh zQ6Tr1)`3rFqrNz-iMO-JVY448bTc-#vrzzz$x`=3I?Tn{Eu7N!<{OiVC1~9VUKI#i zgh}|-a@?oXb4H}vH0#r3x8vQ<$$W9V$)ztFzj4OBbzKj|GcpFZ#+wsCVYsd`eHHeT z_ExFa@VT;~d$HA^3Kp(OQwVX0B^{6vgxQgpwJ)-7p~F*1$LNVrKh8E0j^yNPO=ei>?&x$=zuS)lYEBD=yZ!lS{ha7UA{o@7(#F*-W$~L zVWaAkrGV7b=!;jRw+#?wy6R$-fEFtK#bCc5HMM=_aFGAXYv&nejbN~EkvSX0NQmEz zq4ibKZzLk!xgpS=RsPa94Cx+?7rXl(aINNm9gs?U`-F!wInTwC$Y+N@l1B`kI6pW# z2BcgI6e+e6uW^h_nTU~)mt+3;2Q(+~dP1MsqwI<0A*GL>BSn!Pa?awe>XrOSeTn%uCl`=lvvwb@I{! zRsCPP-^|#eNG~XJ27_$gs)9#71ks%DO|a}UQsam`!o~5-SYwG$5J%98W!`_l!ygIN zMo&kG@=)7aKHewDuSY7GpS;SlhDJ^DPG+k37|LSP%iFXeW$r3{k4-(#^dsG(eLBS^ z6BoIwg#Sc~0?j%(g`3^cIe(Ace)NX_X}l<^aL8G92~h!kV$*X?x1Q*j2)FHzil$ro z#umCPugm@%WT+1#mcKmkJ-KvOe^XP@xA@YV>l$j7wPML616JM~8fA~Dz|wie&RxB} zwXjXnTd-ma713%Qi6=0r+lF9KB-Q10#q%KP~Le(21xXo-R>{ zYhnJBVDyz2*aF=KKCCF*{Fhk?V)*dL;6K3kvp1Upm5j~lt{794BeW`qchqiusHT%T zEXz{P&JG+?s5MPY-3^V1jPLQ7yl%%-R>@^48V<#^ofz@$Kno_D{6P?6Y0sH@vxHBP z=neq_1fDj{Q5+YvO&2dm6#3~=Bse47w-1m9WOj)rGo3`+q<(>nQkI)m7b<3c{EF89 zI+eQwc-r+2X52}BwSMZ;?gD}X+Fd58ada>SRHQdpT4}QLpIJcHV)@juYm#|97P$u| z$X7)VFx6lJ947LCMe%_wIiR^}h&?+xpDf?TaaAL8Sy20CB!$osm&`nh1YkkPILO|j+|qIT_tT1Yf1}YBXVqSCSXGlLoL?7zRk&-3SPLEkq zdiiFftclANkG`>mOK+o$B!>fHYY?XHJE=k;E2@O(o*&h-_dkD{Xr8RCW%+=N-YTjc zb6JHaU^vD{M@uvV`2bbOhcs5fH;`uv;K{B}71CznjoBBB2bW|OFw9n}!dW||oZ~w$Cff)m^p`i>=XXf9e#p!iPvC55| z+qd?pzs22K*_EZ0OdJ)cYjB{@OkwPSL58pRG0cu(!0otmH}y|b-U*E3ZR;Awl% z+3tJOV2-I>mM8Rk!9#oL?`W4jz|DNL7o`UJ}aMIE?`kHL%}(( zP&pLyg}g&=GfzW8iwWs_MppNwN-`fSbzfJmI-l<-=QN_8R4X8Ji5*vO6C$Eqo*&SX z(zUt5e!|??L0C?$YC`{fO(N2w&KubS)$a8Dkgj@H{89PN5WUHjht}jL?WoB14dDJ>lQuz<@T;N_;p-gsH{k|DhcWuo%;GVU5%CjHG_s-jKYsOJ99l zabdM^q=!bzt4Vh0kIrRGBk+{_E`TbWi^W^JFK|h+cPWAvKo}kaRtv`Qs=CNR^To<$QdWS&xeZ?UZ9x*a`6U& ze8|CLfJu7gF300H@8V2l;I79ciV11D#odXuig;HW5gfre;EuB820@AjqI+@8azf0E zd9XUDgBxKMjq=m!yV!3{E{L|~89BZ*cruUr-&3|yCuQP!9fXo6?RUBlAMKf(sxOpz9^|yM`dbmmr7mmqs6+bo_w%aXDUpCyYbs}BC$C(nZbMfV(k8x% zck?8BB&8KmT__Zmhb7{g!RBJxM`iPeNG3Gz++Wr(qEnF?y-yroD*x6DT0}M0RmE{>S->LdUTgs zP-7|$&H?`-Zh`!}BHQT5+i8MtG#AVVl$HCpxRfJiGPjr=B}Z>3rhCaH;ev$w)Bkdx zG<(!9mvWfu6&1N4aN)|HrhmzX8@#@2SY5o!i`bcV(rIGY{{FwVVj;O=X&;%1rgU8H zX*=bJp3`rzXOS!l162ah_j^3&y|&Nid&JatzGv0PC=`zg$_sXaJ9pQ9|2x{wrhT|s zuVyb2X-R3_2=y-xo}k}xPoQH`@StLOEBWh30YNEA(M3)a7yR{KS{TZ7T!>zy2E=FDq2ibP98nBDO-(mk*l>aKb z&iFMC;^qdwLZN)FqoR8M89{V+=B-D*uPr~ygZQ2(NpIIGkz#6I8n4ubu)<<)r+a1* zmk)NWJuzQPs=wwaf%&YvO8Dh{jXa+`k8`4(N!F3&6HqW%IHg@(=p7JLy*+dE_Nf`3 z$y+t)fe|;X$kN!jpdohQL;S|KC!$$^DP?5b=P{{^E)4jq61HtIB?6%z^#}Cc%BlB- zrXVqHeK{bHC4Y>+L~W+~;C(yu!e`3XxZO3uHuM(M#S-UNHuX#Qi@DC5nveEV9cKa_ zCKBM^YaU&EY|_ts@-Oe+Rb|^?Bo{=X{>K}DA7Ub$=z6a%>%`t%nrs{}z(!+7ZxyT< z)#FQ*f8zw?N=q|-CBHd!<6q#v`10m_>H+!lgEdtUXmS#Ue51Ma{kY@;u)+_w6Q?zl zT&{er3{2}zDYLDVmkNh7PxemO)Wd=#Y%lYiTqy5#=pa?E04 zBp}ibfObIi@veufMJ-r9bo#~!!hh*nx7skzG?~uVkZ+4m{v|gOo$usfeiXapdaIGe zT;>ednc037W^G55?An9m^yASfUN8ZecST(X{j1#f3MUq?$J@CU>4Q&7lp>mWU9yct z_Pg15pO=>$E5q$V535DHOEf1G((y8(ebwQU5tHV*g+cg;x36%{3)g_Z<+>9cIx6qA z^BoWlhdO%ER!AX!kKGfnsz+hf6K)g_hsYZV5d&r%ToiA3P~XlR_rQHHHYx2`)Ecy4 z5eLsfS4szff(U2_m zYlVEt8GP_%kyS*Fgg2G6X&65~LN<%dDCK|mb3<8b>}60%WKmTtH(S| z8T#RlHT5T-aB8z!;@B9<1i}GcPGZ~YM!`l^;8$x7hLc<4tmq>lL_rPR_|b>l6Icp( z*!AMn`LV*ZfDg*q!u%~3Gv$%~IX}=8fgiWlvBT{)et^@#p_(GW=c2ay;nH)KXtC^ zaE?`87yB63l{?4sQPO$WeTM7T3x0+TpP<_G=*_tsyG(*|kFhXbS&>Gma68`&@aj!P z?WzhqyYfWaSpWZ#bRLdW|L^-hljAs!b2!JQ2f4-mJA8}sizMt29Jsy1Tddjr_bbpOB+Dp|aqZ(`9zQchxFQtGR zLF11vSJnQ4lU%YeXNJO8J8BzlvPOkV+R94kHDEKnv+;Qi1X!JmP8Xd&aRZ1`W0wmM zUvu7yxzfAyf4K6BYkp-)bNorE!)e(y!J#vAdh3;ue)>lMGeCa30}61~_A-a5+HiNLe?!p!TCk=J{!(yfjEYg$4dC?_;L^ ziZ}SGDiV6&R^jrVNr>(nQ^Y6P#7a)BTU}|LYKETpesMwntd>6zH6fzIdp6~_i%wiC zV$o}F%xG@JFr`!BDpU0n@B7a$jFnRh$JT2lB7G;{eg*%z8!;w_&&m_n%5O3M2ui)Y zU#&W|d_z^$P1v{GUowec-A@P827b=Wax*_@RwUqxx+RIVrcd0g6xSoU)0sPS8)-EU z73T7XwV(Amd>-VTy)O%1b{p&SN{}{ZHy@UFO$px^KSjH0Xn>}Ul_>c-gn^%<^m|@c z;YB36+?)9drg}l7JgqS0K6>*N+Fg&I>v#1|XItIBn9FN~znGT7=2C&y`VV(iCbb@$n)L&T2l%Q^t6CsN%q5z?i%*9yp z*~@C)=v2}pKJLlU8mmJz2=>Q7DEn1vy3i5pbx#-^qR%jH;vLXi-%k>3tkzE-jnRCnw?K6*f2zuSTuw8a2%3+du<)Fy* zQ87B+jsh_2Ns?+HW(r@xTPINo1`+_x3IMDfHB|G<)gIhvrAR}ZK_@!cvI-GV2Cx8N zEdg#86zb@YH_;dPyTGEaR}(|$Sy+v*5HYep))ps{YZOxwo_fN-aE7=dK+kbTN#%=pVEzQ)smu7+~W?OU5Y4ccCBaJHd) zo9(p5-<9qi88H!%tDZj(7bs2j7tFv~J}ly!3z!QTl09r5gh_dmk*B9q5EC!LGwGt6 zV9d;WL@1ZB9PG2q`eDz8`f@_M_^RXWsUu}9x?=(wmajnb$mj~JVutyv>iN2t6W6*| zfzk~3jEQjX;&Td6w}hP$^oLp%pTpXN+f_IiylO%istM7r*ZRu0xDBp~L-qwEO?2S} zS%)Z!>pv^Car)_gUQrivMT=E?EcKif%GZ>N4^aZwg?P$-O-R3+eLP@2mDHQsoVx%d zovEJ2n$W*mwNeae+(6e%)!U3x?)fXYD=r;p+lo~h{5j8 z_{IbsRsD^Mb_5`Guw_~2JorK-wO`~3vT$~#s5#!kp;+*@s|Z^h*2TDG6+_o>8PL4scl@l*EnkIV zvpeD!(1zmbZ(_`3(tc(*r+e-Mm@($G<N)L(AR%x;_{|3wbYlhU72}* zY&Mo_EOnyOjdzkF(gv&T<2xyw06gY3d&J>IfXe$~D6Pd5m!f9^sp(DwR2CV1jcBUy zx(zTT8<1e$5a-4#G8B!e*;rRh&MLnqUFK*67gj&aa!5^SoOK>?c|)CIPVk$5Nc3&K zp?ote*u`Wpw@`#xR^vU(@D`*wDMRQ6GDN*cp+Rt(%c1pib&vT_2Y{5?FXK31aZFrc zl-!vfbhE3323cWb1~i{!urKj=93Zd+cpE_eQKr1yT)135El|H>^c#p=i+NjfrTvdP z9AH5NcRO-@lk%>8umVGW-ME_~VbX{>q~6{YM8#SGY3N4Ijv`34{6nn70fmVrs864P zYPncmRq`GpMrBxX`{-mZh)1=Y)e+DN;%C4kk(sm%s3xiT@85=NDBD9TH43 zX|mHER^fYcGW3<*pVOx39Bl)S7j099DZ>FH=r|M8PicE?;R;9`3y8wR6-HN?72Arx zz92yT?)a$1NFG;_xY3}R^{;PV#8u+{Kq3*V4W8!o{}0f8nOSnN#y;SS?)hb?E{n}Y zaMn9LRyY-hSH{|9KA_u5(A$5zK)x{+B$O;|7+mG{a~(5-|99~3vNF&PW-}Q99F)J5&wmQi}P;y!&D*5hNQk(cyrB#yqPO(WN~ci_{o^FvF;5JG2;9PyDuYLG@|L&&ng@hs~$- zP;|Ee(}=;mY})H9BhI%PXvvvKcoGnSNgp;v`Zx76(y_ zrY384Ng9<&#{|9Z>Km^*bd^6H>j_1^(Kmp6JJirx6Guc6e8&1wR6*c1c)^r{ zqJ(7m@=%rBTbWo?7Tf+!r}dvV3W}mxFu$O>)1tRjKpQTU^%4cVmVvV2jQDU3yUv#vYIGx$&ILDHTMeBui{W~s!>rCJD82FL zCNr@6`(Bm>$PMGGeRlcLh~MtpkR%pQw>vrDume7VV{d!u5M zAzQoya9e3oYz#@uH@NAQ7U`8ai2KgXXQ*NWnrL72JMI3kK>U!R(NS(U|TfNF*}$6Sm_pQ;?f2}cMGI^T~BaW)xr0Kt|q~-*1~b2 zQ0c|$;+MorVPwBS{Cloj?^p;BB3=nS5Pd9VBM~(vzB6;h3YY^@@l*F*6LsMAR8N|0 zNDAMK9I0!95gLpi9EHG!HO23XlfzF)Edh+)76c;paGk1HSnH{vyuNnvJu4-tmYES9 zYG{7j_57@jo%AB(JDO3+tib3oUNhej#o$OcMBGNPXV^p?t!V>3-MVIX#n$epQJwrNjb+fq{%$ftJ)pP7~&yfI(bSinDNzkrT$r=vw0USFUK*9x37lK|W zJc?wbh>>BvPgPNlby_xIsn^phFTT~}E++es_55e?mKwZ8+C}W3nsHPh1EkLgb#$r8 zzJ~}_ARA7NXWL~BfZnaaBRJd!w zYCOymb;2tz$}B4EHA)YFp9=ocjY{T{;Y?FicWZdyds>xs6__Z5Qm{JF-Hhd?@)kcA zqrawq$O#>Hg5Lb9-kcz5Z5VH7=Ymh|P!?pYmCBmr|9XdG9=f&%}NssN?%-hWF5;HJz z>7WSRE@tFBi=NGdGf6sM*5@>Gi;qg#aX$D+nAi;9zt61CJq#rcMlG`PDM?lC#!!Fdpx$qn zoXL08ISw%Uyf5P^r)55WgdX8;`~qtTA}8SsfgB}mRKE1o6cF-}7W3#{lEA)2-Gqzr zIYUta?N{dVfA2kh?R_68;1<|kPa_?utL9ztV;@y|^-lec*Z4$T6ioI()noy1w$G`o zD!r?@XwLbYOKd7ARwG<#98QiMf2>ISsNi@68zA-ghvkb<+}Zqi;2WBTos_bOM+y1f z29OcsZ?LnSRvSrFrR$DDUAFi(p5fqZ-RhdOp`mgEgcPV4eCu9M5R*c!Dm(I)um9;X z#q+$SbnGl3LQ$C-ekbW}=4lD%ZAKe`C8=xOG?G^)DcTAM(dl!VzyUy%s{?25WMApM zv8V0%RW~EQDR+phB$&)fZ^YOIe7_pV48gpmpXnNk=O%HL=6{9hC~T<-1A4C-Tl@zg z5lL@OCR{xaWdD`ziBmQYWurqQ76onJneWF61gq62U%5j8xTbwdxgDQwWNU8#BwtUS zH4_YwgMMXRkBaBrj${xulYC&`vp_tRQFXbM^CRq6i$Va3HNs<*uKjAK4Fv(H?gfT- z80oW_tA2{ASw5s!_SdSR zCb&8>1^!?!WL_SH1|CaRlN6dEm~M?^I#~#!KpZkzEh8UTBCW`1^nG6|s#oFi;wR}H zj6sr(gF1MkGPal%hRB!R^tomB%t<4}&f_KiaT&v`0R<2Pid2dfdL{@b={r%kalET$ zrU3u==d(;O#CKqB(6c1S1yZX4AlyIl%HY~bY-x;wkG1i-H244e+)KYet&Lb!i3Nr{ThfqJN3t%hJVbBSt$LK?ONwpD)r4!ytr zAAoo7Wdro`4_lO{v5i^C<`dm+?R#CHGjKooGP$#_cO==y4)QZc1N7f8vYIA`0USEx zxIKT-$t@4aL{oc{>9fUDJw2LU$MQv%tCm^KRM& ziatY2hBt2H>l;k@X{fwOu!nUMq#e2AMBre8DyO20Dbwg>wdF3a9BEr5q~?nNQ30C@aZi z6XuQ#dLb1p@rpV3J?9FyL)1NJ1Wjw_mVw1z^7qkO8Riq{`1R)j10OoN+ubbo;~A5v zTvmS)W&^k1Ie1JYo0)5D4YC~rrWh4Lxd2DQs3X4+gp~Yk!Rb||S?0LziC^LH6quuT z>EHN@92`oB1+fUCnBfzFY`XEuDM#URk2vT%jr)H|pk56j`C0I(!F>!E9S?ZH-(JY? zcViGne%|r^r?Tct3OB=vtRuYW;V5-rmF!``*Yq6%W5uT)yi2+&bNjOj9Svu zlM)Soz82aYy)e69oi^wh6d-y1T2fe<(aD*M$%h9rt^UtcbFcI?tlIL3JKzAH)pG{k z3bAnZNVD|3;Rq94hOpb(LhQpXOXVOSi4M56P^|4w?W}YxbaVs&;Ml-52L=5?!HP4! zK@Rtuy*(L-A;~hQ8)u7gkNe^U$}7rU1^^MxETZk!cE`Yi>SdgW&bDI4LvE=gY;}Q$ zox8Y49x_|wt3ohzzjprFtg!Izx`HlW6*UELw|m1)Bsy3350iS<$VG#=_@sigtn#@$ zP8q=cwP*Q~LNf3%yFsIm2D=fx`7ySNl@>l&B#3#iR(AIl;@-c!1X6I-w zods-|IS@4>p#k~*vgYAu0A@;NQ)lbAL#8mrPkWjit3GzKVwV2t-@Q*WtkUbT#E1Wf zslALLJu`D8vm9c&5>5$&GcKze#Zv>{$@d3a=lERA*%KED$7#AOXz}e^PsFZ{(SI;@ z)%NekqVH!Wf5hS#68DrYiOizs>KZWD2M=?<5Dje^3#l9)0(wn%li{+o-jC@11K4?0 z@4t=W4!QAqlK(!Vb?M@F%6bgspYe^b6jet7x}r+XHsS$e`%JQHIXZk5w00+@vx6)yd8vIW0!}w?1iiiU)RRo^ci|?j_5Upe5bY z{adzvZ$x%<|9p$nBk{_OfBFpmL=XE4ObHknx*Df1yhBr6f4UCodH{3$%+W>=zgeyaTo-x3Hsc=6PuobhG?cf$U)@Z2^vI1hf??C!q~ zg1X=oZ>|!ovRPK~s(2`Jp z5g^28CG>bgXTm35Ey>cYG;i(wAO8h%%_ItjX>$r^Wzb_@ZEWv!{i%J)!iuZRXVhmV z3o@B7oY%a%bNOz}mw3M@@Wjfn$nS+my6Ns&_h)51X zjTuS#sYu+!iJYPhgt_~3q6a41@sfCLoM`x6oNT!@%YPKEI5!Hy=_8XHZNSZUqZ_hF-C$R z81?riBSO7Lm~cWy6Z*kwt0^s!!iX^T#`Mz?i`at8;$mDrs<4((UC(%3Fwft!vbM=k za&A4~K5z^7zM!^F?gr=OVQ6Qo4R-s6YL{wa<)Ag80$wY*QV z>M#nZ`4s5DSMJU`GwCnnX6yxbcyGlZs4HlBWzlgS^r;@5<}oAYrzJU0g4#Pf&J6^G zd?2(FZFJuEN3s%|*dAWiQtnx)Tpbj8`R;R=dF#)JS8mB&5#Rwpnc)KNE8r)ROBV(^ zhXhY+dhUEeRhNKeMj7pm3IZL0nmTtPHoG=iJO}Ho(L#4%mU;@7Z2X>%VYRg3fn}0< zh9I&fLo&}CNr5zSh|oWpF_0%TYITX;Im>%#(3b3~6gH(@eeBd-Ho1Arj~fB!ynR|< z$+4B8cjJbwS$-_t!SHgRDTw-ha*RgweHMvXl(T7r{heZ`%08R{LtMnw*ON-Z`Wwa% z`huDUxqeAxGRLugl6=Bjdxg3$U_xOP7oGD*xrf-C-3F)F`zSlH5ju}bIM7<#)L(5T zdD2~P#JilY@A6#za`J;l7@Mg6lJ@CVa;hOi1t>m&rt}6dROd!?Zgoy4yt0vAm}A06 z3xr%cSigg5R*I6=pIY>Lm>CwwxiEP>bF~VDYb@6M`{p9BLb^b0C%)zQtNLj%7+7Yt zv_3i8YA1i)k?Y*q!l$~X^vr{;eB?nSdvT)Z4800Kt>y8;0QD>A%^|xat*HGHcg9S| zTO3sKS2dN~c8fV`C)R;(yk)F{De9}e9KAGtf#S(S&ZBkR)f`O>$cGAA_4ctSkVcTi zhMsywY1Yt2AutT^N?BFw!>}BZGOUYfRNB1oxmgI*6P7fdAh3~MtC%TT2F?8YM^dLA zXt-$Es0xfJm>IXTKkA3lKv*Dibs8M8+x|8LA6Dfu>ek=%Ly0NC>tM*$iv_7dsZ;}s zVy<$4xjTLze_vCrT$#}L@NaG=t+)hMtX=d_lj@<+11la;+otX_TA3{S)I)H;w?5@- zy?i1zIQI;;J^b=U#Q49BKV27n&hBYrBG9&{0ze)se`0#de}MZ+{W$Q~i4uMDUAH6= zedB)Ivfs?TjzfMkmFa(+6>6W_WUWt+zbMy?IN(LRC3AV?S2EWK+lRrQGZ)pClcSB0 zbC6+gGlYsmF&3;qU-pOWrAnm-AHlnp%tRm_VRui$9Owghl5ENl__x|}n3=}WKXg?8 z0U+labKL&1uFLPXSCGsHlSgB^>54cEURii<9O8@Wdxjq1!$_oB$W~kCNbc>Q@KTB- zmy-B}l`Y3>TO%#2tn_~>NLIZeske50y7exOCiZYDHa@%2?%JmFBcKzy+IxB`LCw!U zu0wH~d73}$-K(`zNYBc{_U96v0W{JBb?sJueg$CeH$vL9i@9Jf$Zl+99G?Gy?_Z3K z4}+82KUy|WJB9%EJX%dhIU}Y%7bt?#Wiig}&I6xa+iQajZ)1Eo<)wTY$)D(Sfodaz z65z6{i~N9L=%dKJGW#>S9<6EgQs6X`^41jNs%6v(fS^fa(+9DD^U}j3I{FNJuY@WX zgph0iB;JEX(R4j5l)2Yxx`AGfm$fTnw?E9U0?f&EBU+eNb zyH|hi+PVdf+zMWy)JE~U8V-BDIQtcWU#`~T zvhx*XcGd3gm{=fu%N4Sd8c9nWpho{}%L}Ue_*5Y|#Xu_w@m=e>57;G|em~8WOi-rG z*MENV{J0fw7w2e?L~0?O2)cC2sF*@OOX(!X8HcnPMXs_2!+6o-*L@3AXfcNa&elP+Fw)dB*65%RD@rZt1Q=lGUZMZ`n6ukNN`{oQROf(UjkiJRm?ze zfMC?$Oc15j5qms+ex*sW5|jymKb&Rli<)9c?KTmw8mqc-q2tJ7j`5~lUxWvhk~*0w z%K3&13;gDVan@V=gev9_q^L@+gV&!dVo9ya0(TggqSU&yT5Nk=w1r2S@ic}kaD^Uv zgF#d*L+s|7JL(%*5Ifkao5cYrY59#PD7H*L*A$?SS})~q)N>P+x0K(NT#=q|W#f0X zZWP&7fBvlgIlxX_!QqD$iq}Wb42I`o+-~3=>adftxzm+SK8SDT1Sp5~H)~Xy%%{w4 zWrJ3TgSIBV&svz>cU-g(f~L-21}ap~UQNX8VGo~fg7@gt#{j;ig$8Bbp(=-p>1_w5 zeQ~jYC1qC+m06w8n!xrbjw)UbHMo&}T(S01jHd%bPotv4-_GBLQZF%Jf2nkhLON;J z;NJp4La<I`jGlv0y3N8*i>zj<5&$^(|9n*& z3XMq#4%$GLA$5cu3X&b@GR-I%Hs>^adJ6>Rkl%TD-mOyT$fshC%wiOU5K`)7A7Fx2!Ox z0{CK7lmI( zMNk^(;CHTK}HmXVM0nHY&vH86OTZy-K>}aX{ajLpm zPlMvmm=nZXoZW%dR;AbvQE`WRU>31nh06i-Z5uWH| zDt|)F*!VqeT}#|qkWnn=)+U$U zYeSoUvClTy=)0{j&VrBE>v>E2aWFwkb9%glh<3E!-hl>`R#r;3b(VPpG{DxPu`Y>4 zhO~7EIRA47cpg6O@TNowFtQPH25POG9d}P?WpYoV8KAsbl@kom4c+>6lSwEVNm+mC$K@JWfWZ&LOGsEbJGwDn^13UU5D{B=ykM?_)>NKG2abx4+;n5`@CDnD* zB_hH(ZmB;@i)%1OQoa?G81UXcs*X))s*PZ^EVEXww_~24j=TNE`d6FSKjJk<(IuAQ zxFZ5!7OkxqN5V8#1oVaUY&7}(WXcWWQ?mQ&F zNn=G>&dRy#C!PT!>A7f^1C%*pe*On2!yW>fSMRP=c2CU7kyCQak;N=)fFrGSl-$-! znSHM(bC{>{70LiQKs113^iS|wY4%GycMu(i)93)J3v>e&)@IFGuNq?id~ZBuA-|Dj z4fi(bB~^m~hBaVr^!3BA2iGL2{34L-7l8~^p1Y=$K5_moeQ`}APR~u*{G=fgZ>`g4 z!fk2vcOcKJ`-A; z{=RfF@QciSC2)#IH~MGx&j>3!lUc!G(#D2lk_xY6zNzqi^3D??t0k3lrOg@uTCjsV zuBPUy6MndImOFD4D5x1cDd(tP_iNpf7a)Y90dUh(8Sh>Uyb{|eS^4`aH-OKR*MdKR zZESFjp5}|`k%;a?cc`WV#f^QFRnN#Anr$PdDfrlseFoeskbQ>CzFscen4S_>0`rXt zne+pLjF_-OTDaKPKBgHw(OREX^CHqSz5lHoWMIq8QIAjWPUZ{1+a(=hzfD+JEP*&u z`MCa~HHYUX_yakL2(*s?f+XfOuy~VeoIG#MfJ%gwZmt<`unZx6mm|3Urk0>5jh21) zTC@DP*T^TxHNijDk9T!T0!qF1Xc$zUe!}|cKN%7Vqv7LX#HYloGXpW%nc=B?3ISLG zwu4lk7^#ry!e(MSJRwj@S{s6|5NSvWHla{8xg~@8qaL~h#x7SDlZ;m z^!8)B7a{5Ug#Yh$eMIoD*Au;wP&0(R^aGXQ$}Lh0=xAx4i^9j4(7z|Kj#xXuZHJzJ z3t8#g6B#t@rneO730M>FzNIhL+EoQa(q5FsU$Xc!&L`KWv1dR%F|C5coFb< zb`b;FPyF&nqf=8k{|W5w9$!AIWL9EzSeCT~<#q^V-<;jMWwo9eGRpd+vY!_R>@%M| zKJ6o7JG637CxY(TgqVB3c=(bn*azAWdT?Rv;TN&~+td@{=ABH-*5zd|*_RWH?NZnU zxP0U{qpcjSLITqhx8kLY9^Ji;OlsNLR&=vpsvIfE*ePkfybWEygTGE*Bh;n3J ziO<$+WIYfcQh1lfuaz(;2&+MooPzk2sV!&TUx_e-4**xZWtzruPvB_bC^0%8< z=}xhdli)Re{s^J>i33)Xn{dI-v-6MVs*T!w{#B2Jv4VEfY{xR*BP)#HYM+=y(*-?e zf~bbty9fS~4FgP2bcQ-D*;vD>vzDW}MBMj%ZlvPpA~K8SH)V0sNh~WbgSg%mg3#+H z+_8QSrK~vIEtL7)MdXavqWKqtbrXTSY4v~4ug~qGLP-$zH(nubmDzDkp!M~zHk0Ux z9r{>aMY8*m85QHh{4s9drHbdGFFeRJj`%|oKwBj$iD8yDzVLvZJ&Gezjee%$YD@v# z6myHF4>#98y*aMXJN~v0)Ib6J=ojsSUlTkhd{|zPz%ddu^S}q?&{L_Ogk8&Hg zXI>YsefhWi8QQ&#AYX6)Fy%p32`Z5WQ;KQUh9M8 zt$bUYRI}1p&_~YiS{y>?0UpNpS5y>U_t@T_wmyFut}od@;k(DaJC<;Z_Nk^{W|re` zW!Xw7-A6AB=i9B6FgHePFL~8o~%s^__yBx`sS;Xb55J&^G02gmqPm5Wi1F4yjUKlBzpRaNJPC10!^T=kVyy^%~`kbo2L12ObmcKjSjAv9)d+p4B zOXp{8dLu8%t+@W_@BtpzDkk-eQrc&hqdD;76|8?R8p>qAh8jza;-#GXK2>dH)~f_hNwT)@-hJKe<+0?+L?bs(te{js6O9 zn^Wf#FM8H5Ht8TV_+sXobh%{m4wTSpAH>qd{e+Rq1RnO3)IXx>h#26zel8VB9%}xf zA9tA3>i#DcT+8lzzVja-jekC_%Q_i|5=X3O-o1$Ih6Te|(wrZ($$kf&Y8OD25VwoN zYh57DU>Z~>&!E|aG=7`N8avx-=RZKgUfzVZ0pM-mEVq=2OScd`mULfT3(ig+bqtZg z$pMnujlGL_80tSIFyn0o!+}XQ2QY~VZJNMTZX;~S!)0eAN)Zhs87m z>LZnKSJHtPjzs?-AR<|lBqelzA}i|KrM+XRbTH_pz$l*06ZKP%Oo%#t)&`iz7qB?I z4_V`V7D!62r~b3flvbsOt43TsIWeO2so*)>{|?9 z7wP5n7p$vI$$n0FabNm`v+i-yX%L;b))RfsTtgou#!4;77=d*D6fxA^it2W#2`p5W z>p3LULR~b4_cDPz<;%Wvno-gzGM4T{Z5H4nBpv{!sYct=%yH-KTcRwW#Zu+hoLSV2 zvrCFC*8MqHOn6g%LDIq|S3k<2M5LdKzF{IeYH*>e9Jx5|#<{>~g9tl%sA+$p17|WU z4<{9W0m#+B!{84mZSGVwue{NnzsVMN-^%9q8>j$0U>QC!D*D~fbaU5{2cV7|^WsiH zF%k;20iRPB1A}NA-P*@9Ud_cWsS1?K@SnK;Qyrzfob+o#Km2?xZu9eX(^9~Yc6~Uh zh!1$Sol&^+I?sV3!Tdyx@sge8@-!`0!vXQwi;*kjb&_oAHIxLd$Ks_*Eg3ogD8`U~sBi;sJipBd3}rq7RIuW8*~eEZvuCDil* zt<%5obeN&waOQ}&K;=hM!MVpr8%v{YTKc#L$2^(j?CBo1h+pd2klI{Q4wB>e2T6m8 zdt$x4&mT35eogi44)aRtsHC=O)whaKItT=5v#?Nvw7$8s{@k?65mwoHaP>{}t-UK; z6_R(9O*Q^j}Km)<^^wDs^X__*o^OU+|a+HOwTbR<3C=6 zYjV=O`*cLx_Xu#+rnvF*B^i`NA7-X6jtRnNoG>PM`or828~*8O1<(ahVepT*ncf3^}XpN(}|=$Lp5z?i%a=FmwZe7TBDpG{kK^&KeeM)g5J3zylZ4MDUur zZ;aA(WD;ikZaK{=0Q9Z$zS3&icN?m}cK71G>kUBZrqkdoik z&zzVVje-2$Weg-Lc|IRK#B}nVD$jybFFDBs9%BpV$6sJWZ9|=RvTDU-2aoizA)TT$S0YnnZg+lZlhWR?Lr=Ol zjNVG9Q{$5kz6Kp+{TVK{tv|!qnleb;w-Nl=E$ssf1O6a=WI=5k6Ntjxej4|{$hj(q zjd=vzrdV>%_giMse}IsYN5YK>S^j}Z6S5BCqEGO=ILzSm()#E%lx|#_?q18c13)4~ zM>j`RK$!BKjs!NK=KM}zd@w&0^6DNp73)>Q_QYnzG7uZUkvNh}D#kXk;=VRV1r9O1 zSIDn(3NN*aKfR*lR|s~Ilx1>YW98Lly26S7wA#K?7zwsGc#80BwMuc78I_<{me8LXam7M zgF0R0${C~+=hM;Bs{2g?G%3@i@r%?WI*k6g{=OUr{dvlTPGwJO4l99`^eaWWT`%BK zi?@%69Z|90U3kfeHpT7WP7y<)xzf|SH{Suf>*Z+Q2T*>5&_#t9vVZ$Fg1L{R%N#JL z32GAuYP%;j{26RjzCr}h4Vov4C|&V43XCYP6`Cm9GAk}^;HMQPQxePWfy!{ zQ`f019Y>rHKg$#iY$Q6i$PbFn4ZSu8EsHT}S2Ety9JDJb z6Of8~ap&I6bIij6&reVO7%O@5CZ2WM>rYDN#LNy@KuqV%OZp!@4-X)*LPW7^!Cvb= zm&mEqe;f~H7O0i4PyF%|%TM7|+wsElrxdFj-0{{oMfJ_C)9BUaz##OuZ>foY+YgX)ND(Tl`Lk|Ezm``G^(H0`fv*z)#4JvQ+o}elMpN?J=r( z@OX#>tg<^5G0uQyUD6giDK*BMkHig56=)KvR`<87XOPjTD!`Zkn3na3pNN1zdWz;V zd9wOEg)?huT(G3cHV$+9h|1>EQFDp6_cauFgzg$3A2o76L5SB&Fc@_a>Dse(TQW1y z;Y|YTc)(5Sa4?sV9KYmypmqnB`uWy&xnTIG&;-K=QqFYPV z#~@X4(~Lh(nrfhzCP>uxeWItBG|0Toft3t)QHW}+;7EDAPIBO!TDA0L@ z!wxFf_?o9Gc{Ecpkcip!e-y11FH19$(sdMlbcy;v#&e!;#uzJcGixy>)Mp$8wv3x_ z6q|9{Mm3n7PJUSdjF&x?zR8r2W#its^?fkArE;$}_gP#Y)t2-iO>`+Dvcrk8l&Ga) zm=t{!m&-6O)8p^g@@N*APzh)x04%IIrV~vu9iqTFv+qMpHs&TyZyg@oMV=>2Cjzqb zo2iiIFEs%V?-O>V|J*4dv67Qq!NOvTOp&p{F^#%;+>dyQL?;EUi2x~s3S}a~06XAL z?kf(M@TZ%nQg*gMCak-70=o(i=!14K&Tvl%bV3b1reOD5jsfZFA`o-_`Dlj#=eKR@ zX#df)BtadEe}|%)rQ+ISbV>oZ-m!N(=C~rqvro=}vZyNC`8;NE)fVowbedu6Q~?Mg z=o%}}{hJRc&UFDeHG7UDWM4ergon_@5nWeUB}C0hlc>xZ(#+#{T==Yi5%^0B>91B> zbz3_yqftM9#WaasAs@J)U%H)Q{$(rm-*F7{fA#H3CIAd0jHbT?@AHd)4lbbsZc5~E=K=}OMtEIh z#@~f-^2#=`^;tU2meMjCs(2|maC-cL%}{oX_LP?srYHR47g63((ogDrGx(zXX{DMQ zD^)&DKlpXZLx^U48!;vc#gYJzIz~Vl=Ug&^?j{pL`Mhtn-9R4}nEQV}Y^>%blI$!e zk8%32By}ASt90TGGq&b2VrYUUnll+Swanae?Re7e$3P@S~F%oPr`c3puiclT*0TI*0*ZYAf_ z>1CS{oc~<<27*GyzL@EBS7-zdL|||705G#HWg!1Cv#Lcw8Rfq;{T&(=Z`H6lp5k1D z7fRRg%}EK&PeD8jchjQUf2e9}R$e<{R#EO?;P8{V0#-4mWralLWEH4##97~z6|$91 z(Ni!e1nHtZCyYpCW2ei6cUJOOC79fE8VxGz2-^FL0IQ`>2+o``>P*MqjoaoJ(s}%S zNHeZI9p`pqFm7&m&^=+2KY_c%NE5qMDRX~{(EkQfnNloi*ij)eB8IK%NV6FJC>u7n zb}IY#>1#@I1{39NVov!q7Pk%d2a^R0r-xD%a0V@dPsIo6QTS$XhQGR*%-uT)jRu%} zw~2%uMPW+r_y)XV?A!Q+3(Fsc*N$j8qp@rW#Eb)V7MxQ=-Qc-+1R@k|9E zTRSLOq)ca+i|Gam0p+Dy-Rz5b_{RiT&rjyom8Hv&q{(>T+_?1{aK|P4pRr0JT*M<{ z1~z$rVyC#>?z!B^vJeVf_#l&+Ipsr~@7H2PK-X5q#TAvk1zE6u<#qNeh^t>FU%9?? zR9*bE7=QYR`Zt5Le}Hl&vzj-h*`FFJsTazfB`tXSw`+@?U^1E@ji2wa)=A@U0?qxr z`@M#CXh@x;iW@=BMnayl3PJ&uu5A1amMp(f3GhBKA$A2M-zrg&L~6{XGB zo~%1;F7c927>L&EZ(#?)P>;VG61j5CY zo1&W8ZJ>5(1bHRyeXm^=xz}Us%dqLFIix2+&8~**Z$_YHYruU84X`&(zy#NPfB*8T zQU?PdwGq2N6{vc4tNaEx>MaTF=Ha#J01wXIJ!pBplR<-b1PM+6GqAgAxD)}9zFd{K zEi7OQUdP444GNqquGxvY+WG*O&(yzFn8NLr(|HIkGuA0@YLZ%_T$}XBvbpz{e&qZw zbw;u71ID{)BZKDxONM`*-~Grc#7UI{JsZtFROl17OIc9(Y=87&UYL>8+kF4m4!}CA z8-S_CZ+|zsJC}$S74=i%iB#-xH6Y{Ed+d(jR3dnW?EddXDvCTyT?CJ$cXZAr+XPua zG)E|lx{KNykz3qf#t=@J2#~n;+qIb3-#P<9z9jL)`_#eS#0Bv#!2>~ajdhAFC&QUc zamBd}*Vtm;JzAoV3pVw|l%(1{N(}rtlwGI=;10}9l8(Mr z>qDHJ%HtUXJ|S|aq^eXB2?r2|3@5t5#6^2uX)OJllv!qf`p?c?@^yw-&r8Uh+m07t zR|)if!};4PnMI{Mem-KIO(a-S6?m|-R?At&n{j>eK4a;-q=}=DK}{$uRntFZgAw-K z%|W|uh&wtYb4}~cW_obeSEVZ)QmMRcO?n0r$BRnkfn}#wk9Aa5QFuc^_d4H$_`%?| zci>R`y*)TmJBs1R;F;W7Wtt^bzO7450q613bW=cP+7tZE64ab4KSU02TW_ zuFv}>b)G3WIMD>ENC?+gAbC3W(zyo;3#rw$nWNSqP6^( zB})R-=n#RBYwVv+?h3#AgozhYT2sE*98bi9S`Jnee&yz+K1N7M=zJeKbgRm>u~Q1> zVq$xpy9}E><|uZ)r8>vTS`Fgb(n);hd|WB_v*k6OYb>T9MGPmT!l6HOOwmwCyZaRHbr_cVi@nU~*@={m1 zw{ieEjx2z^^u7@>(SF?}jo*9d4?Xj&Itku<>1ihXBJTKnU|ch{ErZ%|3AVR$8Ah9o zwzFG5cm$n2bU2T+>7d@Brh&rpH8rCcJ?aCk%wAtzUz3mZUUizuebawh;ZGcczonvn z$u(*t?UYlndWbgTTe(WB9!pQ*kn+AJ9@O0L&2hR?4Cr-tRo*Tg2bQ$0z(7CO?8ch`{012JOlTDgf0gy@=YJ%xYhI% zs@uu#h%q6xvcj<9Mzme`){GSj$z>sxSHX!m$|Cl{6@@hJ7m-&atA_of?v5puO8O$R z)S5mhb-J(Y#EZFAY<=@?ZqfZJ0G6YH&ifNAq3DBVV3XHH_*TtsIF!m{d^d8hV8Ab) z_JpyEhY$SP4U~A-Uq`ls3o7n0;A|wovW;3~rD)~?wv;3^@Zp2%PgoC`MD4l?*N$EZ zZrxUI9R*Z}EB{lGQMAsy-R`Tkw;@@O6mnJjCi3dmURD{>K92KabeOK z%-kmHu^E=n*L`>mA+Xj}3fV9L-(9uv=v5+I-X0S+MR%h$_JX&L>Gr|t?d*)qSi_}I z#^;lNhd|RFF^Ux0nw6`-aMtCs<3Skj%E-BiRQ$8pb|zlFg)@<5(E+l^!jkEFAC*&y z`fDLX8ntt;1*}|jzas?y*&TJ4*m-lPY(Jya06eg9Pq;_C+qlX;dL zb+0BG58UB%N{YwzC(&PE9p&lx9KegP+cseQfhbI!>#-{AGUHchXgVAKHYPL z!7=nN@D<4mb-%>)O*zo!_gL({#Gom4uEP`pHjzs0eZGdskg{|>|4~>w^$i6WlLEh>e-!9fi2htN;EFLTmKxX)qgdRCpP0@;DfL!)? z*W)c44`|-##pgIc6AK@n}<`txzuV8bg>vG0Ovixt?YMnYjJ%l5@&+7>oFN3ZH6u(v4BAXTtm_E!O^q>$36`(qcPEwpFEwRVWZ7|!SSKh+;!&Q$6Uu?u&cesD|F4a4Jc@Da6>tieU@MTtBvd*)987ZaOg~3%XskRFWXP~ zehGiN4!AZ6Xs7h8w~^E-No+e}MdRk!cMQr=m)lG|U(SU5Szcz+R@?=1e^8|@0v7?N znL72cpR>k9M#&C8rA&7}arAF6`t`WFr5=7(IO%;`3lF){%=YYg+hgyNE9qbLX3`D0 z0}-v%cRf9zhE|cW!GcBU)(yo^U5N*sq)*hTVymW$W-A_M&;Y(9ypTq3fr=avi*KXnM*qIqcy? zk+EIQ&ykC$48rO}yDM@(~N)*xkYb$E>(L)tfawohJNMsqAxt z1|0?~7&azk^`yWgw#OXG`(G;35gHq>tU#znC7y3UkR6RnE@3AB?*!(?bkDu5kCG zbBpW!Zsx@In0YxQ6<3R=GDYgzWbk-7Tzo*-p{(=SB%NK#jD{!9R|-Zw;vn4K%()ST zOL%KXsLOr2NFC79&Z1-qgC!|hjBx$DnD-p}qJL58tnQ2S!K5xrN1$q|&%@d&zbT2^ z=yKrQZaMj9wfHS&aCeubHWNE5YFkVROo6n`)C_5qO$FF>?UvcpS1o6|8IISed76_P0_ily|2+L~( z++9!hkZ!_zAN~h8=(o_LBhjrb&@(3Traal3c-)`T>=`Q-eNS&${Po(o#3&BA9xdu6 z9{)Ed*z*F7O_sDQ7`T)CG*mEEiu$FT{S+l6$|9cKcM_!Qh0B4=k|(%I*7D!Vi`oW3 zonuu-CNF9ee#G1NQX^1@X8$zEx>|h62CH}bUsy^o-{dmAQT}(Sdjt?o6EHOe8*2MX z=T01_*trOt$JsC)8M?`!nvOpVSMTZRSPctf?22IExDx5x#&wv!hl{@;xZwdC z{-T|{{+Mwi0z2eL_B{DuvuGY2e-dYYHJMuQVnUnq^WQW($tfRV1Iz227VSg1OaiU5j*< z1flsoJM>p%!f%=UD7FP{{TTwxUx-xU9YuXO3W#VN2jv_JOfoja!=&8Zb%SN1z#1;k zZhjIGNh>X{RC@wib!Me=**!Xs;Pr=M!kOo8ud+<(0^%T7#G-Val@r!SxL`}?IEtiU zDkwqa?;9_Ti@l&E?U-YUmm;zT@@!AeXKt;Ty-W>5DN4r)INv#;xlU)bo{RG@So}?{!!L%7f9AYYOMfDkXrRLXR^K9*~F+$j+Y0P;!+D@Sk*8Jiz zX^(W5`O;*QctmGFcs$k$^bo+ezq{W00}M_|)1_+O&564Ox`4vftK)-n*ePsAMi#U> z1MS|+JnY|ZIs7(NKsuTby;ajL(%)tyAORK@9xx_XLk+JcX#)RWWfQR$atec$-?x(s zr}DaNqKfn}vo8Y%5@a_XUsvojHT-(@hI@qQk`tva?)pnr zZS%UXiMx0`vC1hD$nf+@LQhCned8)p7%q#SmtgG^3-7btB8Nf>3UtgJl>RmhKqYPK zlm{7uRYR89amm17OAD(TzXsj0K9KLf)Oq7B_*R8BdOoHHrY1{xHoiT445uO5<7$2I zM_(nMD$MpE<77sI29{pGtRyg&RKTY=NduFTecSt3K^xB1oinaAf>F{K@BZp0~!G41bBPOkXl#LDuXW0ao0| z4^w@jA4E6vyp1j*yp7l1Nbo}@N3)-6#{zDIPD0G#N-ALL+8cU#r(xV}VrE*3=!?$qx$6PqITL>nJI-%kv^Y&(T5nbn`jiYwKxA3oxw&%nQ zzbP-{XN{n4iah_$5&fgt(Ed@eZn*~>=AWnCENu`P#vaASy~;sEQsi0K&Qwv*+>SXO zXO&+gSV*+0@A1GfLa(A-+yhbH;$0NouNNLCqWB-CG3cqF%fB*7NCD*GT2nJFk06{> zk)Ij=0aBv^X2&pERie^kPm)6}xodU<3O)>z(a5J(*%wg~&IIg9C{K=yR^n9z{+ zRKpyYKK060xSCI5Fa4KhR$%^$O$S$RvEDoJ7u~E~6A5`avXW1lRcqvZghy&a&QInS zLha~d!(B&qo&jUXb%mH0D;q=FQj^~jg8#z3UQ@2la;8q6mCtuSJp9M-FJ!;;!(;|K z_wL09MbCBgVhNsO@o4_DH15|@kzcZ%OgQxL7D4OUYti|oSwDQ3 z;{wd?zX<^AKKWF1I5?x=N0eeI(wx&^$kjUdN}yg)mqffq>l zz!BUmM0+#%2o0F{WTTOAo8bUZDJz+Yxf7|m`Cc8i9f=KIhe*i{-eh*ipy^rS7yBeI zK&K|4W57L+*t!m_Fe}f?yLQnfu7;kCLZ&5}#`0~wMmG)Ju3KvoVL4iobrmsBt^J&X zl!4Qc?+rc|jc0n2c_24rn*Fjn5%PxknZm3^wK%Lfe!-eOu^F zZ~bmwBgk7_#^W7-N8{lQPN^@M6#qtT!c?^#I_pC4@gu5c@}YlrCM_R}rxdJAHCIbP zsG|YJ%~MLm-eC{#7+m=6pilF`J@KO>PA2HyO%D)K%Hm`J&Invo z8cJEh43+RoBX{+%vLC!3DE)GEsB(z~ytg!4#w_k%aRa>#YL<{0fB6BdbAz?M`KNN@ zpgFc+A57X_#zGby^xVmE;ui%Qy|}Jr)9vx93&ONM-g|1=%Z-7;r>>fR^9ak)#mjj0yK3oy*Cr6C*=q z64(eoq>_&P=fV_YyfN06iYZb!RI9oy`;m`@=GI5VDWlxMA&#`$7qdvCUP=nIb6p$) zz|s+;J}#3b_>6BU{ob2cm%Yv9V|WSCv)*&2etMcY|NB8$#y62zX^ZK#9-$i80Cg$q z(R4b2-^Y`K^QyoK))yBc_|AKg@dkWk@Aqjd0 zFA$>3xG=?Qa}m)-EY^ZLAOt}@CAs*b>G7@}6sKrq53*h3p4bU55#T&t>mN9}I)Y2i zmQX7{TxQ^!F=2S9|MfBRm-8a(*W2N)8veSf7c4f^)??xPrJgehQKx}@0Zw_n&5sy^ z?&DGM(Wpe)@n3=U<8STxtKAGi-mBa-34U~U01;wc(%Fp8c3VIWhNN`=mXBHDsKP=je?EVL6#xPSKg=tk7 zv*0Eq{mgTVs{M#e`|(iLrh-*`QG$#YDF*?r(v4;nn5`KXM$_;~Eb$2)knOKrWw9jZ z=tdY&QXtNH_wSzyqGT4b-006*KO)a=ME(Q69!H*F*RnS8C1zDDpqyG9=#@4OU~oJXk1JBuwfVUMFdELd<{PQaVvc(rixwE%E+ZT z=%5WcVs9_0$-2P`){uBgVa_nq_U$NlfsDE>OGA2y3}U8IHw0G_vf@w|cV4fjqh%-= z$oTg_e+s{pcC-mVST4{yFT>QrN((F4_%wM`{g4&|qI|m0)1UO-S6)=TB>5v7su_l8 zgaW=;I}cm~U`=24?FWy?TgH50inUP2W;!u2(hajV@ae?b1HN*ltiF2`Xz}Id?AfX& zI^=OjXQ<^8K1Rar<$g~eE}#@a2K#1Y4$TQvTfw1og&M?_zPKFwfj0K2?i0#?fOhdp z#x&`*b3QI}8jFyd*?VJpf17-EdEz-yz#vRSY7|2DU0{Zv_k9QXS(VA%H~dwq|0Oao zq%bV~*DtFuw%8+pVLF?b^(`hWt%G`0fnt<(QE~;0kEqu7q67CvmxyGARQS^cZR#h* zJZXLXxaQx;y;A0oNUs7Ork9TfJ#K$D(c4c!|7Je|Asp&25Mz3FoZSg<*JH_hr9uCq zBfnZ4yS=aex;z}jtq(5JhiXgxs42IUysZr7*)ZE1weh^2PiOc#IC+8<4| z{>a~Fsh~rtx-2VRd9Hx_Ige}`Tq=RV3w!mJiK8l>RNAkqR5K>8(ikBEpHhE8rpP2; zTA+y@@jHF{3%6OhR5S1aHK@!U%g$x36}~0(6GTG#ck%0-_gKU#LbC2x7I?}pd3)Jz6qD3-Is!z_-ast zL?SmKaic#D9{c&(J`2j>J1FrgGri1+J379NxzPFI+&w2nM8<4}B;DIn@|)`$iTzss z=M`+sfB%*%4GPD7S2L3mBwBL6*Pfj(Spu%2C1P?Iu&V`l*daYE7m0j7rE6cP#Jb#nLLFF!47p>;iy76wEq5|{%S(}>D1*GyzN>FtXy?cGyz#lWP@xs8sOxB#Jm{{Z~t0c2Y&F70Jy+H5UH zY6F%+q!Y@_j@+ezV6i(~$!Wh87hOX6WnzMTjfWLJUJYBik5iGjlTW%gaQW5_&(tG4 zy1$*Tinv@yn7P?5<0B|yht3yDbsp#$V<<>HPuQp0J{yq4fab`--B4Ujb*iHp&S2u$ z!hW8I<;%F|@4*+o42BS)5-CPLveWZdnJ&79&wCEcsFi=QEQ1+)#EahNzmj5_=(! zd{zQ55DI*0_uyQbz6xt(u*ma4#?^;GKGaZz*=?R-W}aVY{A1QyJW=#s?|`v^yuCUo z5&+Zr;b#%X*wV;msfV*@j}JI3t8!U4MKvW& zOc<%AbY*mnN)L>?e2_hOsN2@mk+X?fNx$Uh4L=ksqC{qF?D7=US?D@yqpoB@UpT{K zr}Fvd*`o;BZ{wdNaX_c5$tuZV2BqKF)NU_18>qO~X~@4leYDYbCVE?5 zRJQ1w_7!e``&489&F&~6mbyr`NZ7G?=q*a#KIV^8%^VCm!h!DP8zcpSpDNg!`F%&m zat}-*#PAKN2dEn0GZ0E=6VKC0gP zsxfSib1*0%Zv7bId|236^sPW#Ui+1%|L*}>H*@1$Jni>s+_N;|WLTuuAGMiR#edG? zE&J#$IHo3Y&Mj(|wQCtg2$U^WX|)^gvA@L2v>gG7h$H~JEe&SdGkE3v#$$6T^yUvA zAN}lW+-+ zhZb>6o7v0zvQM7)n>~uLci72Cc`N(77@5NzYiu5(4kYfwW3`R*e8GYftpT4nIQmMK?HL$She7stZzs1BM z9%0{lvk-Iw!=;G?5#H>2{!MDNDe|MJR(yvAXTK95RZK+=mth&2U8q^pMSf^I=yBYTTnDAL|^$q2;(WzL0=+g4DuLjc7M1Cpux>nLrQjaYP)R& zvdut;2UrIoLllQ|ls(caZd#5ZzIUV8w$pVMZ zlzKK;8X2vBz9mX4($~S+1bHO*+$b*d61&%2_VEjXH>-tW+}F)!m8D{&t+vura?GAU zu7Y3rh?n&7FXcW<$kCQe^Qp4LAJ!<0!WDB@<$z=SzcDy;2}^JU^fyt;MB|* zbLT}J@rl@@TUKeFN=&6GA)0}~w9}WR*tTqFugIg}x|EWZv7@bt+BE6$QCL2K$P=A7z!bAa^fEVtYm4{Vd;^F=wbxRlpzn zF?lmdcx{hIpYAZv7gOoe&2Om<^|7KvJfkL#h0KIl@K_u4Tv<$;Uo{Kt(4Ua5h>k zgWp@%!HvxI=ti|hC;hqD`tYT3#N(NfsqvNsruLKF@xI#l!>jE`JuYc8b3@ZTR$T5< z_Y0e;$TvhmaY}4q(NLa30q6bXtngUvo_<_xLyt)8zZ1k&OnM0GLo!`QrCQDm+!?<*QI?O&=xSp<)+La?wt7S zmLf+tb>n9iKeNP?~bpDKKqQfojSHAt&o)^$t+5j{FpOPXUpLf+5i|I!2AMe%y?7RdYK>s-V zR;Ld?&H_YqM%{lr6T~WLQ=x(h^k|MCGr#b7FL3M1`0J^jaM%y$rNxaDj|e)A)Jcz% zdpp(3`tdi~y~fJBIMZL$z{75oNU(~t&fBN}>RtEXzbPRn$!FIp&+jj(#|u*jaxKZa zPMrzQ?ka2UEWH1BG4Z18@5jj}{)IU2cz}mFbVU9!vXKx97id*yoeqlD&Z%wM>YH1%Da$VH#0!sE#(v!_!kpgC}&gkkN&dUBg>FE6=6oQ_bL zVa+UF#8|Z&{qlK%ANHxEivyKFZrw!7o~JoYk^uPACy>Ke%H)ogni-BFSNg@5FP=hZ zPZFgwXRvOs287EGxHLZsOfVZDewjLD_v2JIlh8f-nRlfk9Ew}R$|x5$a~kI6^3@$n zWg_{6zLL#{OZm|m=oI(`K8WHCEwFq|tn8>9a1eIuTpPKirG30efj~@?^2|LaSwb}7xATTXJnXywU~#do`Km6Sv)^axlZd&-5QSPdI?H!?lIcT zm*w=(mmMlx0B3W`yTv&*he`;=Q?y&t9^thE*16ERYN(VYJNV)PxFU;*R;dx1z|x<^ zh;3ryP1h}@pSj0O#aRU|%OV%B!9Gyy7sGW}~7DnMLW zn>W85?koqjYUflckDG^(9wv0)D;CBmgDNmxCa^F7*Ug70Fe9!*<@{MT6MFMSknq&( zxsNiv`V#gb8&7sBwWMmt<40dYLP+Uk*Gp!!*lX zucwdSj=p=QM6A8F3VhG{IaOIB|1jVe|5e9L&FWJvP$RN|40}%k7G}#oBRxw5g)IQz zytTh*aMKm;dJSd0dNtz5DWYj+i+M00-#u*@aaCSB}swTZGkX(3ff;6A%MDSCI zTe|+`a+mWeFFfpcB*vNL*6I0zY=C`a(PMdMXP}wDm)3_VF@k9a1U*k|@m=e9K%&zX zL;Ray^0msPpY_aTvd$;)Ih;woPNm(>?7ernNTegFjiMD8TbMTt2GLdcaSN92jpZ7o z*u!mQKGM}W@&RIna|@9x38?AEI-WI^-@H`QLf?1}!>J%9`3sxo-|42Y*yn znvNM~iZkfq`V_fW6`++T$?rNa#BB_8k}rOU47|Kc_BrTXkTy~h*{Ig`hCOn0z7{vk zeVOa+r>s=dwWXoCrUFxa3-zy-4=9}p^_kDSuru$Savja52+IVJ2z6qe)cM2hS$JPU+0Q~V1^g8IKYcO7qt`?I2Det zl`}m$WY4mGsII$LCWa5Z?)C2C4;+cP*0G~Vr?T`D-k%N=&o7p7^z=R4EW`#10<)&y7rVq8}2B=oM(LBNo`Pfk; z6rytb6OPK%6RR*qyd{sSThSxS+#PG|7@+`>#J6IhW%)^;*vKd#^%{GkTzx;Au=~*T z_VYAVv&(LL{iFB$Z8Ve|Yq2=E{d4|1KgeDd!dFZ_E9KvHmX-XX!7SRZV>I|@9N~0P z*adDO3uTaQhzJ&Y^8_wgkN}$Ci?n)kMg7g7)=Dz3kaWN7T2X>y>NW-72o_CiM7hdi zm|4#c5=;K|Ynf|`RZEB-t3%bA#{fpc&u5n^o+9X8(21bRC;)NaSXq)?v@bg)*9uBPw4S+M1Q$&h@ZUW4>_Xwas}8WP)=k3&xWk*Dor&fJw%p zI&Y4}X=74t0gA1$*W1=Y!-)Bwo-Z$m$uZ3z&E5PDz)?R|#z#(kOR=>_!@NA3l%W_~ z1-=9no{a@6ap+#CERpUK{Dg44t32e)XaB+dJ+0O2-NJpNKbtE*wwIzhu5528e>SJ? zZDv;e<;)a#_fdaF7LeQu`5l^b_ZqPg6l=w@%LI2;Ovh0E?8!B)sO$V`KQ7*!imJpZ zFcTR@V}{|NCfi%_1Iia5Ol>WY5h1m!rqWvNA9{!~9)Q+jf*8Xh{7mEiVduawJAoJ5 zzp&Sv^iOmB@Xr~~(IPIJ$1ig1WY5E??x8(BuIA|&6y~mb$HQ|WQcH5iY(L3*E^^<8 zceae~{wtZgv6(`HqLnD#ki|>Qz`Nck!m;Wg6Rv~Xgz`-GL;9T_BfY**Uv3aBzdpmz zW14hET1m>zv*Nc1oaoc2-DK8*gZ%&kW{7U8TO7bV-`(k5$zEfvhF3#kOScJFbC=2T@ z&IOmG|{S+Yx}&K%f$IQ z{6m`2%{-luMXdpu2W6}kFR5;dAdM^c6)spz1_h3zZnNP4MY4BQmNmVH1<4Y!&GdB6 z8W*Z~vt58&LW?VwUPf*J$p-U^UZPe~%dxNOMLtqb4|dr$JEZQLmz0H9oa7d1B@2M; zDin6JJJTy+GXpUyF40We5J1$H9&6H(b#BLX=tyx^Ke4ZV+T&*|5djD8RUHL zeyhtFO`p|7_9vZhl2(8g-vHF4`>X|sYKAPwF$Z)Oo4l6R9en>S z-kXcTEG79YZqoEm!g>U*`Lk9oC2#-UO(FqU;w3#}rTP6isUZHwmNC8sP`!Vo#Q z8Wfgn=WCTreenz#z%?bUYw|OCNcQa*Nzb&UE!3yp9lof;AY~y(Y3XDe2b?GDK#}2U z>tA9S=AqvsU)a;@2j$KtZ=VO>lSp<+Z%KblgWgol$z%mpDPMfe6ay)V1p<*>E6*8& zCKTOo-ho+H_er&n5=A#O(Fe4XuTp!Iw+n$GL)F^C%!sr$3%1RK_H9I(!)Kr3Bx{WG za4cdf&U(9J?TQ6}Cdn;odo)h~5MazC1zJUn>z%QzDI-(=%>K{S;2+DA+|34@I))>U zpW_-E`!C>|SI*;zDF)sXjP3^pQF*7p!s^ec@ z#NpM?>4cCLh3tF=$PkkmbDziOkyT=IxbbY9tdH23k`t4XHl1=A%W!<&h2$RE$(P-H zr3=iIjorVz^OLmAy9u}K9>9h1!&N?59ONVXj1)ZtA>8D2MmgxdON4Ao;T(n^C(GY4 zh0trkf+W+LD)gzer5ck2w%y);0q-eaiubK0t=eE_as;rP;xj?E+Jgb(8_=FnLQBiy z-%g6OLFv$m<`Clp=0B^NcK-nu{>MxT!i)P@FBN_+{&rW#{Ss?SD5~cM2anzGzx}$u zsCPaqyrLe@i-gloEa6Dh!lZMrY-*n%RMdtM4^I6YXOh@=7Moa`PhnudU|FLYc=Q?TT^zd&d1 ztKjhu#P&mu9lBRa)0wfbY%rp7x`=yVt=@dLSO(QH}v?V}ymcY!Bgv+CU z#guknbyw^}A~be5&U|>~V8C~uE3y%J)3NV!D3y&33U#mD8EUboJ>HJ$$PpN(|2Nln zJF_qJwavQNrLq7}x+h(CXfeiev0c3*a7beRa$d^L_0H=B(RsLRp}Y|F(Mzv zG-I(M4u`CP23c>o=a^bei01+f83w5uX9 zk&MgE01IM<9^vWVtx?l|DBdfkLcFD#0JoFaG33`SCWa|SD~}Y1aIMXxLggeq48`I6 zZkwUab|v}w^}X*raeFd-FOysVMkQA#y=nDyTryNgxv%S!AT1o@Rs7hW-OyD6NjX(` zlq_A5B>tN4QyAnRG%j<9WxoeC)zWd?B%^V+sU`_UN6b|iY&pxO`1aAYseb8{&U7B# zk#}dV3i!(D@mm{P2YtOSv&3Ur61%>IHg3S>KLO18((5W_m)wPZhr(ToNkk#xbTz91 zchuWAoQxe;)i&AonBEq+nDK!rV6c-CSZlQ2AkN@4XdY)|!3M62zf>4q*UV!J(e=~~ zB;jqX@a$_!i}OFIh8ujYKT(gYmCHseM>0Q?!*(+~Ex|bt+cP*z9uygXgCHzHcb0^d zlaU{ninu#I!p|Qo84hdV0b@$4F28W%L1P3}1sk~`H!5(q3OO<2w1=1!Uu<@+6nmp+*WL$dv~k}p0@ zK^UIjV*IvJ1DMh$Msz=}+%N46-Hk%8Y%d=#Fkuq;1?nX=e#AV8=eG}(5xt(rRTE$H z0wmPZD4B+t1J+`$5^&WbygqNv^rJa*1x>{O`qJWv*;iac32{gq5>E_%5_}1MaROHEig z6?r<+0)MxhG&hT6`vkfueCDL@z3dIQ7!fqj&EYqJZ9069r1J-C>Ka1XgcSOSS$~Fq zmM)>Bew+&*Un9;B1e=v%$hPU&jI-$j=1YH3K>@qq7WC=qS?I(yL~WbFpQU6UFfofu z2iO((E^S)Nsqea&IefA-yU1SOz)>RAkai)ZCoada>OX+#za|MT!H}1CuIGm)iFi6o zwiG@JU%I7kTbYRXuBIBsEZHF_=EybpDsrEnpu*DAKp8Yy&w$l60);xFmF%PglD2Wt zLxh=S2l)bTv_ZM`*8+L5R0g#`V~2)TA){)Hm$2Xd%bUWP`B;CL=RlZzRw>|lvbJNZ zOo`wG!6IHs(E2q$94R!Y%T_-dxrZHRdqq(7*c%@pTZ!H7`?*`^h@VQ*+IR5o7a)?W*YtGqqw%3e4846|@`S`MLDx8%x(@1qXkovo$?{0iBF6DzJ z4sCw?NED&gFAavePNc8z^_;`kqx;pbfj3HbJ@)P$G>i8i+5eu+@?rCb){a>c&> zJFPud=54#Izi?mtBs8x_L!+f4E;%?CBV)(o&R|8cg)No)6*T(V3-gkO4*I6R77GM{ z@W8km@u7y#WLS9g@T)AKED~e ztb9N8z+>qw!+bhIOksNxS5PjA@~R zk;LbuR#QH+i|YFaJq!GFsg(5xD)-a`nxY3zg96V4&cf-5X;~%QH;|Q!d%vtKQP3Hh zilfph?2KV!bQqj-JyH>`_Y}}8f>FvXxk#<;xdG?SNqC_gTYL4~uzN2Wb8+iHkL|oy zTlcg>gp@C-r6rYsT8Da$gR9aoM8jsChafmS9X)(*Yh9RebaunbBH}&q>~f<*SLTtu ziMnoZ>0?>VAE?E&V|B(O3Fa?4g-O%H#ptb5b^WUfs{_qV-3*#Gnqi@x##~t(pgJ$J ze+ol1-UMO68xUnqQK)B65dG_W3$cTz=Nt0ngA*l#!sN-JbBxQ3#P4&_^KER0ee_ua z>orB&q@lruzWy2+zDUjOrH>bnC_>nb{)hVkYYj{yRD|`o%dfHfOTKtd3$?n_j!P&= zueESy;vwhvE!{s4{_cf3w31rrvS^aeA4rNVh59Q8{&R-7ISqryT1t)&i@T53h&l0| z#7Q`fM-;-g)+f2}z112=80DlECY4S~S%JEZqeS zQ~7}Hd>6Fn{9oQk+B()!i~9cSZ4uL)K#;V?wGVqTFZ=8H@`=umfgyTd429B2brHMr zQa!Qw0r~z&kAxu240GM(@C-GjPJvCLe;+YP$i13S^A?m6skuHixh<|Q5rH()#)U6# zyu?1on~vOZ-(@umkR?BjPhigM?4AYEQpxg9o15gEY2j`E0p`H|4wr1XndW0MuU)Em z_O9xZnCLm&7xN}U#OZccgi_bzR>|$6=q%#>z06mEbPCyB}2etI5AD7h~;b!KXL6G1KqrFmBTD%a{ zTKqga`~JsPoaH3niz~=}&zt0)oeY5hBT*>}Q|#R+Z9LG}f}W*CM@@4gEbT?f&;#+@ z)Sgphs|Gje4nV?P0yy)%2oMgpFk?@e zMr=&c3vP;p-K(tG{rxi{$%}l`5YTWS@zt5DP?nzOl2*_Zw{!j&^0ef{Ws1^)Z=&qwAQmS?71?1rz-LIn(NHbSVgtrMtk z^9prcumz?Ew~j@B`<+~d5$DDA^IV=g7{QN%Q{)SVE9B^~FZ5g7n#yw7^F&{B2_;Vp8pLX(G3m9pdsd5_ z{$vM8&iLrbTVLxYvAgtB##2EN)=Fbs$mTnKg~pFQ=#J+!)j$~&fU)ris^EU-GTW3_ zVopFSR!=DZa#s#zn&)uZLTe?9d+1WJU+QAeGrn>4An+QlhV`2MgGmvBLY)QcAM;xp zAaH5#RNK$%dxQNzJzF7IOtRKb#@E}bnB(BSSx(}Fc3ZrxRzR#b4Zxm3AJA<4P3JE* zfKA-TJAL&{tHG<6pV*K{=T5p@bP&0P%x(Wp`RPyNb7Hav6Dk`tOh!d)rq%_F17NXq z-wnQZ;zePFSPN&;F6l8Oc9g8EPh{aXg@!t4aT6m;UrqWCi3xCz{s$;KH&o=l-3$D6 zv7-O)4rDu}BV3A`BP8@D)AXOjWAW+GUA&dt1^1rILxn#cnB+oUeYJ)y{2urZaPGW6 zcXnu>zCRQ=(|BH>WpbBV%+qsD^4a>jB=G_L`Q+MnSNT@@cn;MX?42I2mqFNAJwX7c z*?CNlx%~Qv(?6Z-McG z*{ZCEESI;_6l1ZHjO&2+E^SJ`*m_EXIh}t|3(Zc&_BigRRkDmq z6`txfI3(6=1j*;F8&X~Ku>BjxJ;}o3p`}V_-5a2AOc>f=k{^v3^lyumLI(v6dbzx) zpuh8{ryr6lRA9e4?7{tF6bGh5a#9@ZJVyqY=#cIJ-42P%oq3?@Mt&CJ_-dsov+!pd zqu#fT1ELf31KwTYDMrFo32sHQ_nz(RvJ%Kl#(M_ompPseOT%4i*;(|UY7)77&AuTC zFa}8$+GRH(4!Rts1R=|{^iac`??y4fGCfc~I0@`i|4_Ow;UZF43iY92Yi4DduA*_S z=EH>zGP{jxWc$)`#KpCc#yb(L+z{;00_ zit-i;6Jf2*ux5a-O%y*9Ktbsx>O9BwT-LDB(+2|#x}m8TszDhzL>uoL>?_UFIZ&yy zR&MvYdA)k`2@sjQ7k8Vb80mxZjUvC#NKW-PM`NdoHcPeFFYxmXyf1;Q~Kcd>CT}B#mBfm zuyP$s-&xv5<(p24w>1n|J>*w?EK>UvS6@t-Ub-pt7n6(2l}`97{s}MRy85Q)mPz^3 zH~d>?oTq`Sd}5mpqC|`1^%t>4@Zz)}JGIW3p<2678;dV*(d~Xe*+l_H>?(q2EqgRx z(YtrjAJONiU3FII5w{UvTJ9b@TP!@jcdssn%+3X9XavYMXUN=q^vpJxr4dtPrY+cp zld*WDy0{iFm9Tdf#;*C`b8M&hE6w*y)o1Us;{6o(I25f9Xy0^Q>0!bSY^)VMoMg(A ztm;Y`6Y#KvY~gqnDc~XR(m4ij<5+^j1R>EABtP=c?JRnBh5A-5Tgfb@`1fMk7pM8A z=2VeM`!s#&9TzrJ{gs?0Np1Nfh{S}0k{}F)(6_cz8~*;%!fAencM`et1zmwFHc-bI zs>Cia?;p&suHGw6WNam*IqJYROF3V%F#!PtI)td*l?3XW8Yx&`(mONLB;B-x>G82a zcp-!gh0<|DznRWo;6?C%W^mbGZoB-36c(`n!UpORr|v#2Q#~&;$ZxeXDYAK?x&oXB z)Bzem64Z;-ig;dD#XJDi!1?#<5D8DW?Qd?hF3YKywQ3W*ECve&C^xriwl8~c^g;Cy zf?mRX00M;B!?}8c;UPeu)%t)X1z6QjZ8?sXmcD_@{4{hGk`BW z$Gmj^3XLJ}?#S+jE;vIGJ@44IQvgq*xR?1JU;}CSF&SgJr;MwIY$+b}$~~z;`(auZ zjRJnkOc>*wEbYPzQHkLz=!(s{mkhgi7ub*EehB53*Zw?OZ)x|GRkrt5(nbve;E@7` z;pTNwbQ_v0XPSzEp^3hT*bGkf2hzD|+2G;+nQFe~J_Y)-T>^@>$oT z-hIf3;o|#GdAO;_qA$E z!n+5b-o?|rhzcr~yD03n0hhKdAsAdTG|JY>S5Fckv@pHtx^#evn|J{t5a zM}q{QQCT;%_d*Fo8o@!h7=j^DPF+aukc_b~CBZJhOqa+L#HxF={l4ws1#zSDu>IC? zc+kIUMrWTmr`?&9c`1t<-#~km`c^am2XJ@xR_~G_9qXiu>s1^gqkl@%r7!tEHE^)zxCB_x@ z1hsLlBUNPq?zDeA31n`6iAVV7@yL&=_-9aoCdDm~tRVNqMUWt&qG4hv z`|wyen;I^08B!1&Q_RXSJ8^;UI2d5);U|xUNzML)D60u^2^2WOLxUlTtyCgpIQ)%> zB?0wN4T&2#!P}Q<@15)0ivoHA{6!eY4;^!nP_RO7m7u^c0bnlP_?5>00P~cl@gF&U zFmYvAS+_?>I5)??HUJ4W9$~IlC@d7_;QFY{095PGX&%`MBI#jpsl5AevxV9!h!+a6 zLU+OHiJXgclnS=##76KyIxBz!jo(JV3s5YI)Eq$xpF)a-K>M0Rzqbcqi9vNyKvgafi^4~Vpa_Kp1WpmRBWYccPzU8X2}lVV zQc#(l;%A@^C8#A69?MS%aT%e;M5#qB3U*+56riQ1B$f=-3o`^;WDo2yglJW8TFp~P zP*fEu9)V9&6-#{Aa>f?$fDx@^!km;~NLz_U2H+M%$Zd*Z70$S*qZ$k{3D;&mJr{-w zuoYbam462ZWFtW;2?9Z$&4a=isX+?4etiQ+I9T`mc!xRSW83-XM_gVX+bC6~3 zckh!L$1?a(i5ii6WnuW^1_z!vB&`j=1nI$I2+J%JI6^I~IW*d}l-htY@4ituK#*Bc zLAp2~fY~!lxVHv%`b7G{+sl_YxEyA2YKmhtVTg!<4}%}3i;QT70#I?3nd#+S=;VzF z39^P4uy}5`Kmmmxzl!^PkY^?^`*1dtEer-#&I65Sl@BB=Df7fej6Aj8KiiL4EGQHz z0yJI@+?h}^V9JE3SyDV`6+S_ALG2cM@RgAhkRh?q0?hZ#>9xI17{CV)12l@oSB0?(FV9`S0*S{wZOX+>_H1Xf<{{XxlP2=$6g)B51SRg4JA>xH~ZAig@jtNLlJU+oR z69q~DrGu-(?HCBsTF|)XOxs}&RDOGU@qR=FN*@xu&f-C-7r*@NW!fm zb`O3%Mc(;xHdHzF_1XU5uV&F zKz^5|8xj6k82Z?tuFIVa*X~A1wOUqCUNFlwyd8PuVC+{T%y7?g@w@&8#70%z?ZhZ& z9T?!ymki*Wm}OPQfq9rFTUg3_9uq@n4g^#bB)}9J-Q5%vTB$bD*ws&-1k02XSh1`# z9YJscEDOBMuM8{rKh6ujYyV_*bwXW%l!Ilk>oC-2`NOnnzr@Ri9uJLxhAT zam;6|sw1!pQRJmY&{K&)8xoauCinz0EvX76S|d-MP(7fgM_{W(&jj%`iZnM$w!Cso zAmkMhK#o*j7E(u&97FiEV;xgJSmInrG9cj-ka8DR%}XnMa&(dzvk$m{kq|_b8L>3$ z1Q5)HL3vFbnUQxOq8+$(!v+Kb0Dv6;0CC!42T;^}f+c#Kf+V z&^^osxQPHF4TvLRl7nA?lds5sZX~ZeK|d%Sk0jG-B?yZrn_CVAp&s5{vUgTGAR zx^G+O4t%&0FCGu=;lR3;`BOYYD>ovHQkioR`RyV?XobsfDeElJP@+hNP+C*$dpTeM z7-cyM0(dU*#Ef0CC045)xD{|uK_&wB2{12HC5uJdPxVsSRE( z7u$ryM0AZGk3VoCWtI4hP&;&I4Q_x+R*dDa%jXB^Z>{<-4nj5|tF;bKv8JDdU+04{ z6iPgl6ZYcR6>Jhme-4!#;Sly4`i~|Q-2&1%obQO)px8; zIg`i`WL$0vk;0(;G7O0 zQF+2m2j~9) z$LJqE9C$dOC9|bAC_kIRH!C27CE15qahOqECgWgPvey^~W#VG5KcM9`F>$Z%-!1&|uB$%XG6 z)T+Zvm(3=Tc<9?jl8gBkfz@NifM8v}CD7DiY?wg$N7ESc6( z`3oVzgQ*&he2q1igYBOWGX7r(a{beXa)pkh2;x73;HdD?lj_I|0q+{*UZZRn6sHp0L?gY0Q-dgQUXJ?89_bsB29`JR$QJ~t3I+-uX8OFFgrKj8K%k35 z5@@vf^gFvl*w?UDYd-|xfF4s;vT#1k^$7134MFZaGunzUe=ATcj1C8{=l=PgtmcX* z&H!??4l#K4QWqIRyzN>|X!RhF3WxwItAGNliNGs$^foA$1;N0>Jp>O~$Art`{U_KQ zR!>&{0B$~^!Qs0GX+fM4@D)&ybP7fqd0We}p|*&Q^S?e`baTQ!Yjl0dv7 zga~l~n!`D=9aNOzo=OEoRhrRqcha;tOhiJ#LRm%g&43}YM89A_3X96Yus~G|jskoa z16tshT4FDia*GQTS5XCHNQZ22dWc!4vX*PSW(?yb2IMMYF1q4^fgNZsNTtj8;fWCh zQj83h#)e&S^%MYzDG-GvPs6SuF&g4WK*sh9H^XazBZ{{fxG{c0K-vsa38e>IIXa30 z6r~tYQ<3i;=;{(EH~~h5ZoT<>kl|<)Pzt(ZdE#&eFqo>iB&C=cSSpewI?F?lKowB$ zk>Fo2TPisWOYgMJJVJ(rp&98txNwkFe2h(LoszydP&O+d9$2R2>nngV46#Z4k4y}Wo{D;+Y2DL*3$ z@I)fnkb<$7ObkdlhhRuX4d*fNdEvw+YH79130N+@_|(KsA+W&yL-+@eX!cOJBs~(0 z@399(W~JLva&*^hINZ@t2~!vzOg&EUS9O9TgfH0JeQ+D%s9;(K$j6==w+Rl)#0yT8 z3JURl*oYJuAVdc%m*sgRp+~f$;+Z+3cp5G2W#f}6g%v2|mw5M_mx_Rm9ERi_Y&;w^ z3ebb_0mSt7L(Ve(etkpLe%17xjB{_t%>fCVVU{Q}fgI_D4?g7z%sodOyj3TdE+?_v z;QrrfeFvykH&W5K0((n;F5C?!m8;5T(@X>o@ ztj5qXW4=-uS#vzEW(@doL6DaYE!#1Oj%5o;i?m3kpnT8xGst-`c2@!E1?D_|%RUkhSf zrm~c<98S&}m`8=q4ZI&8_53^$QvwE6ESTzHUl}A5<0Y;#U1VAK;(mzyNT3i#W+xx<%`7DWNIU9|H0jxy%Ep+BDr{{Zhgc@LjK{@5NECQ0kk0KX~3K*I;35{f$Gil8l!vP-dUmmHbw%LW_gGbMXtl9~;ICQi)m zbxn$J2q2}gp%88_3a&^MIuMCrM>nnVxfDv;fmm%j<0VHGAb?Jh+0H5lBlM_>g}4tU z5ZfwNsJ4jHz^!07(BTzn_ne#qYzeoytp;&cBAcK_Q?4G=U_)^rVhzFK@M_>x(GxL2 zptQ{>qQxm`5{}^uy6%a!oFkZaE)xaojm1##V?lL}ak=lp=M+YAM=9rrpyWo71tFBq zGhPUa0Ctfaw&XkH08I{bX^T`Vd5VfuOCDt%D)wGXk=@Y9poJcPsPU1Wro&a%}E~O^5>)L%S{lFo0w6AM-drEUz)85d|l)*9K4s1fC^d&jB`d5IzEN z;HCozfuKNf^T6YYBBVzP42OJX!GOIy6o8n)-yB>Ni6SFlxLyh$K_zT9GsO%dEOK~r z%cBcTG)%vqOyWa-B?Zs9#mePGw>%AmpIQnp~+cCdSMo65|{qr^Z3SShF*@Rf znE|X^Uv2}Wetb|;NAhJutp5wwOshDc5Eg1dpW7Ft;l=NOFIvsfH zi4bRqYw^T|R%Q44A6vxqoDL21u}tx`EkFrM+s6$7iwZz91O?aa$COrqfGE@^m3uD{ z!*&Arf`s9M+guvf60BTMY3`B3IcSJtrYTlq%t}TL^Py#I9#|G920t1tcj7nvS@C*uk z004XdaD5N^jxyLz3|Qa4{o{%G{yAQA!=L5-ro4D10%0hE6=e(`;pB!`2894{U z4Js9gIbTHkbB63ExIg6JETe>mjxuJC#|A{Cfh0UWcH;zxB3@1Q6MIw)Tfv4|oSSdN z6guT8EBq6`&!5jT{Q+Pdc79%Xd1DW*C!xfz+k!*0M(mde7T&WDuN1O?y|A)fea z4b@URHzqKq@i_Qa!qIUW_{WY5quPX+ zN=lS%0Y}&c<}4u?1S-`5$U?j?i9TXRD#<^8L(~3$$dj@9c5nd!FC79dNhA z$Ig59yk67UpXpEMmycgJ;~($;03Sg6N9ae3>Q?6v1xGhXpeiOfsRTt7ITY*}{2xN} z91*i9Onk4793A7AWPW&@>hu1yz;b_PlIf5oAy87Vd};9UjDf@!DF)-VsmAp7fh>{} zv20%XA&kLA7?o$|Jn97Hoq#j%zE9N?PmM)^D_CYfVR%adKzC7t!}lRdeDNbiQ&7wo zTq6joMXig4U^y12(gYC^$c-O|^oi6b36I9|Mv>kb-!F)&bbKrDO_~l1Cq@x~wqo@0 zQlK;p?k{nbwspu0lq}4tf}l77xBgA`X8a-^7Hv7yjwJ=dt!kizlQDQWizS54 zsIUm4tsW`|&6Ea*sHk3XI7(h10+!IQkxHT2!~nT=-4m%e`uYUlcF1ZpfQSXI1tfqynlD#f3 zPx!?@o;*4d05+}*TR6b*;&~$kxLKorrN2kJ(dpdr?~CwS`+3&^5(!in0z)el%9aS9 zDPd@agDxKN!}0j^UZv}Z*|R@~lYw#Z{&>Oz4X@$kD0jnv{>yIqMnSf1{0|abaZt?V zU)b=jFXM_h+cdrk*?CnUumTxig|9pkAkYB)h<&sTra`u+0l|-XHcZS2ly#)@_DO@^ zr4#TE0&npo%779TIDNHZa$3$-rAB5q@B83dS;r3+v1W>f_olb&> zq&Qv8+OASWadrkcpKlB+5Rs8%cOj1M4qLQNBiUh9qAs0x>NApASd#!k#Vf2(ru{A? zny8##(@rOhaRR9!80>+RvTK*0+;xiC0WPGx41^I5HB$Vr@cJyZ3H*H%>aPXDQ^WrN zdE!779DYIVqhPRbaHB&>N`rfoKFR1q?Rf zDTiES1yBI0xB&9JUs>x=6P;juI^*XU{3omwVB+D|5ryK2ltm+x-Dpf(w27K(ENEw` z1QFwLOQ_(e}0NetigHS}d;s>^X zS&+G09bqpIk=OtP3Gj0IU!n9WMAvU`JR^lW{{WsEj{Ohpr$%ak4=Ui~il$21$^jHG z@jxQ6idPJy6GsN5RN?aoWr?7nS?<4jM+$mClhX{8Arrtwma9X}7X=i~P6`0L+(tmDDs$Iv5oz^1Zr z0ha0=dWILJq70H%!zG|}TQwWd1LFh1%=kURecL34en7#BXXh?3)oP_EsQ{HF`7;7JS$m%NGlvN3DSjT`qWuH(SZ4lz=abfep&&JyN#)5~D2PR5ri9Tl z^AXHant&5f+B@c8&2@}VH($>m`&0bip*;uIS(j7gVffGa!^i?@6%CVH5y89%Hg-8B zrHII9Gs4L6@FWs438V1lai-KbBY|5*s_!$&0V_qf*#({XQ(Pd6C&+*yZ7)ueA=$NH zLIepYrk*n43_Mp(J^?wrPKhgesd)XK>yAK4n2O{krHIAk@i9sUvL|T%{7yLHX&NRO z_D#cy%G#}6uXnr1P>uz_c<@|0{r<@Nrvd7me;)kBB_@nQK!?3ZEEQQ0Ad9XsNIHab z5p2lQ=1=iYTj*`?!zsbOH7ZHxa{GO~3E*49iT#kX3{fZpHWtBv?s4io?#ESvBZK6; z5CDMC2nT>Ldwu0p3a$v8##%o-fi^^_auroUaNfA^M3@y*&=&syj%a;wN~9%5SVZ&* zvT_`xoB|A0p;*Z0CCE5f1%2O0Pjmwxou-Prg9ltt(gcsdqW(F3zwbV^Hd77x4#p-~ zz@g=i!(x`U34@20Wm4jh-#ay}V!Xve1vW{P>{Wne#p5`L&D?n`D5g!^H_kh)1ygfB zH!l++Q8FXr($ffb3Nby(;QaI8{eePX$bOacQUV&HR=~=k%&>R?2Ed^n12&6j1#}W~ht1JyLRH!7)2cThk7^cLj z>Wg(pGm)XWD6wI+ylu@mN>~hiA zFQ4?Bm{~ukLGBgf{i&mnuuxQRDW4n!3k}vlxiEP@9L>nBoFcKAbmm05KgUkb4tXWA zx|*{B+l*zJv{4OdXr6un%;FA<+gw+;Dv|?o@(R2bfHD;= zBTX!_2$=+#B{94$MCG%$$sm{pBOO?n5JbcQI-7pG`apDu;Y6yk zLT`_()m&k`2&Dai(w>eK=WD~HdHnk2xN;iGetDPw015th@6cW^(*FPt z><5SKVF8Iu01a2I^Ag6$NHLMyhE}YA00000KnwsF1ML=tM}R7*1Q#z77f}VbKq>vP z!U6~i1RWwVJ^e)j8A=H!VGTAcSBFFtPEf?1w@D*F>^e0ovnRB4F)tCZl^GVZzV`6P zGv0L+A7(N5E;LjDQ~;?|GP4!lIbd9w4O1fk8+=!cgfP*?YDE@KyF^56tKytz(QjQ!7!mCGv znURLUmW+tniYx_M1Soi2sssf&Ngj0dp}UYQF{dTsb2vC@lb?=JJw)=UZx9g0KzK#s z#}I5>OJLz=FJu=RBD&~UTH`cFgmkPN^i$h4YsOTG9ZG2UdI|x^VqKPLG-#GZ)Z+(0 z_5eSC4q{APxLM^?KmFnW_~B||rwj^Gfgk-)L8zz_phi=kb<31f@cWc2+k78C_x-LA zlyT%9J@TIXsZ$S`!5WyA?_5J*Ue7>(6Cu_o4S@_Cbz&uv{u2vL8wN5QfXYN*Bf+au zrobzqMs_cG9I2PjLht_ov%V_@nWCadQXCT+aVSwE0Jo81G1ySg9JyP33_a)Iyg%p1 z=r5`N0KM{*K}4PBem~D6&Vr-E0^x)l%7#D>MSKQdzaCB}7pnN->iVY>wl7q{_~d4w zw+tmH!UZ!-aFFpTR@0+HS(0+_(uFYrQ<|_TWV3+9QOJ!ak@4|)f9-vseUs2XP=7y4 zaP<$_{{Tn%<(MWtMh3tf2kbYK%vy{nWD;$~opB91A7PYuW&_93;5m5p$32|!bbNp0 zF-lH*h<2(Y=KQ`{|8)03}7O~(kdI4Fg68s!+6o)D_?KdF2NoePjwsYEKodzNA+V*YJIjNE%rYEi2nepgSK-XRQ3%FaLvq)& ztQ=GzP||6Mgc>QO7yV4y#;Zp~O&(#|G6BLp+?T&n0)DU-zIFsX)@LvSLI^$pA9Lvf z;uS~Ag`5wZ@p%YA0H_iGk9;IOs3Fl!O_pKL0?=4M!v?-+1zbgjG#L;E5-`{lQOApF z7O+XAw-5q*hIsH9*CtwiIc9G<-~}lf+CDscemM1T*cKd-$N|wfqr!n738UwHNyjC8 zfDe>ejSmcjlYx+;7*T^323Nl#xx?7R12w`iQGqC{FeuI!+l0V1+|gBYTl@0Z)LLx; zlv1g%s5+LRqeg~ItT#EDLMEv&D3|cOiE0wWkDy!;Sn(p7G$WHsNJmKb!{Fj7VWgBv zIGk0vJ9y22W*-$jDu>z@sDxNoTqFslSZy^}XZYgy>07vQL4eD9<($b#v7eErD0cbe zx+jKV^Ogt^l}M!&14eUmB5|nk2SPBdavt7w%lG}9_k9%q0QKV|P!a&544;pFU0tujJPck@a9+wI0jOrVC-5;kXCZkBd{Oxp$~_$kY&DOU2x5VNJh zlqf;LiiLo^4&#S}aBSWTU^>)cTDE*+$D!c$;&C}E=x?_^eu;;% z{GB+xpG5iMdVC+G`%C><($tw9kwwYa<4+&hkGW-LmjPLvA8=ftc=-mAi1ddYmPJm; z86QlmlW3tf1P%-@J~RCKz9@q%DGW$H&RdiOOr0o1H1R!A(*;>qbrg|MfTB2A6atFL zF%5<3-m@tciz|{;!g9ucP+%npHIv(wLX7p>S)pY)n%D?nS1ncd{tsi)Q%E@EG9g?X z4xVJ2PC%NfGDI2R9y(wohCGUJjTitUKp!IBOjV^ZL|K^^x8s09K_NGiCzH1t7c48~|^0`1S$>&rZNn9m`T)UAh;*-z; z43I7}$A%^Z0EqOC9w00X1S&l!47h`i2SCEcF%MYy<;b-rajG0zB71ROO5lX6eIsyW z=YVJhz;+`AQES7GmZpFF<=me0pDDCuMZtYJzR zDOArc;*`zA=c#9o@^C-z`{(%m3&8pG92y<40Ga1q&-ct)$3|GX$8)Z}h2rw^dJZ3A z_;d5^o+lOV4pTnq#$D&44<;&4YbJPh8kaa`P>SNcaRY!R3YE3RBw7_imkS_*OR;+6 zh7~V@LgvM?5OSI-WDZR^!d{clJbFC*zt`1FJP)RQDd@akN9+$C4{YB50Qq_CSvVd_ z>df+au*?DmvbF%f9L4SRu?0d(J3wk2nh{J_Bz)m+ZwtaZLjM3huLG0NQaWC}oBp{! zwfg9`iLqZ zQ749Y;5e`r1%%P|Po@4E_Urt8DfR`TQNlSBS`Q zy_w2092^WM@CPS0)+#`$GwX-VigaXh^6|v)_`WWG z?;Ku>pWEmE0GE^0`UmmL^iN6jp7Vj|T%JGq=v+8C&yhcSCopbnKa(BrU!FoMAmKx< z_z)(V3=6X`75L*XLLDIkm|DTp%)VtEU@2i!DW85At%CA-(Sq;BLy5%;oTWuawWPQ& z28lE>ScL>6mPZT3GD1)D7vJ6a;#rMp#y%hW9)sv`>UsYF%jtXT$9z8zo;Qke@a8&B zf5G#^!QywE-mE zf$cuC^7K6+^oOE)1&DBmM~wCD#RZI{*TPCRYd!KPZ$eQMz#|ql((u@GCPFDXUmNC` zz*LYVhyviYPVuD;l`h2s0&jkK+opwtruz;GUF`R%p7>y;r3n5;a9;laj~@R3KG%nz z`|%EdgbS^{?q*MeI9b8N!}yzoBM}8Kl#H-WY@>d;C!6_01di79sd9vlte?r zGpvz#8-xm|FKJ#p!xsYpt&7m{!yquIz*vD@-VJc2;8R7a>)b-Tg^~8|D+^{ehLr>m zE{qgrH!*L4#k13nMo}672xTg8LO8x;kTw>=7~dIZ&JF%WK+MA>it*OF+UThB4WAG5{D%1bz?w<4I#1rLtRbjt^A#;Cd%C<6ft<=d*z0h#q+FgP;EZ zd7ghgaCtcY0Ao1ep#)4&IY1PZEhtE`NC1jP4CftQzp+|}1Pq~rSwRk#WGZGjg_97# zAh58r$SJc(lK%kemxi!0Isrcgeed57Ro5SD{D1ETTh72A7i=Wo@5V{6pdy4l2YUj5 zNC_rPpoWH5%bvI#Njtymit2Ga8|}>SdU>ypP#-|x+VOs%58La!WAFIK6`}Gk`Qe~K z7e*1-pYy~X`J`N76hUYD-v@c3i?K;V^Z3oY5Df%LOd}Io=6k>?Fv?hr5!~ioaF^Kw z83Ypmg?RI)6#?TY_gxPt>QkcbB89mR@5T_Z8O6veaZLLhLMS_|q0qhjZuP>uN4a(s zK|xOZRLnpLcbp3l_|S?_EP!=U1>XAiIfNJhh$_JvJeS{wi75p+W)+5e&Qr5%DB(zz z92lH@^tfq4pedO>j=3agK1(ArRQ!(@5yMuZ;ma#_aXlUfD8(2ZZN7H@03{?hpfDv% zI9e#h9I+cQv&j5{%Tyo}6^AUlr8{|0i^FaeX%ZMH;oB9milE^mDc>7B7$S4B zs9EpB)UF0-dwVO<@6Y{zf4@BwiN=`7KnITb6eVCYKpULqP2-R+Mn#;c7w6O;Uk|jN zuc&=l`VXz=`Fm5E6E6II4DySfWkqo9=>7R&X)%^TFL`db6e47q5lC`pV$1T@Q)aRp zrGpV_47Y+f@yCLcn#u@`MWc7jC|QG~nZ~j0!h5S~WS~2bG8sdJ2g2jV&-K19QiBtl z6U6@jKO8bOCUf8Iug~M3^ZuN!VU0dH{{U-)*#7`$#y-@u@y#Cp0Qu+~JxS>Cc%FGZ z2bY_jC#rD! z%j)nsc<}T%AENQdd|%}BI3N4IUL23p-xGuMPojDr2ch+zgNejn!R3D*ko3pW{{UZ3L~&N5ILH96*>8N;gK63!DY2uxHT|7_ zqyGRLHi?R|o(J0)-^JphWVR$w9f~L_Cua;;f%IFCQg9yp zohv!h*9V87;_&-R&vD50eGA3nJbz(&;W^{-;q*NGpZoFXe$S)HzorjU(Y*U}hq3(d z`{Q|f{{YTPHy%6V;UDqmpY;C#u4%)`c=>SNJ^uj5A!mE_m#^$2r?;RxFR~B$<6eDU zgeaIh>r6Pb8Sy3v!@p<8FZO|ofNf9@%Rin=$S_2&Lq^?8z+cpYsiCm$#LNACr=Z7CWAFVk#KAih~Bf;Q$Jdd{yUvtOZ^-g#5{=Eoaf1!Sh^j|>n z$@GQe>pwvF^a6f(KWTV8dECe2hsP&R5JNcqy(UBB{G7EtxU($fI@g{XJs*SghZBeE zU+9IWCwE*SHI)#O6T(k9+DNtnO$}Ce5dO@(co|(ySGAe$@GGgM8CfdYac!7Fu&~4d z(eK|DT*kbjRIi^L38G`Had|)Q*y8f=a6Z!gh2y`VU!^@m-Td)=A@9=q9ABv)K9i3x zKbQFQUs33d_VM2~JaY2-ym-~a()|~Y7mLNfR@fUkpl$uJo^(6((&LtgU;N-4iSs{> z3_s&Oo{T=+74IDy;?8M}@Fw4+{=^+Ram8m>2qw`|jy@b15pjC974b>cX$kFadRhpP5415fOOpIr@tJgRdlUDB02rN`FdRd1hDMSTsZ>+ z2y3g3O}+ZhzU9Z&c`qlW`X{T$g!&WETkn_0J=|VTL+n3Md~o%6eI|Vu-1IK|e*D3B z<9!#2!STeex%+FFQ=V_fCV06^22GCt0N)7V-w<@xr~d$F4G;Oe;d6{<@^Moi%e+o6 z^~JAR`Y#vK{{UhWic~<5nFZ`YA14SB5u))j42EmiytB(jjk1Y6H~R+gdHzfV3oV{- zFPLkIo(J_DfW2${UQ9}kA`qrT3O)XKEJFnVP%s9P?_AhkLkKxrD2WW`jy55C?!WPG zCP4#2#*4gh?c-kEe~;2UA4T+jfZ@yZJ#c=t^d1jT`wQxvoQDrj+~dgo3FsSM4-?qo z+ljxw_~p^_!fE1v99*-Xj~ktGe*AcO2-KzIz&g|F#iBrzL@|XR6oxIVSdO6<@Vn^+T43dDi2vbw;Z(K zd2$>wj?Gq9ib1kmFhr?yFSiwTAWVIlQY6y(;L1Tfkwq$iJR!jVFc<>>bbdKL_4`5g zhmQm4A5G(w{{Zuoljpsv;(G8vaO3Cj}*9H&Bx@vv6v^NdE?8& z)#nGI;f@CfCo9kK$LF0qad`e--1Gi8@V>`BPETBm-v@m6{yi8t2OsC#Ji1AX{y4^Q z{PRWIuOIa0kk$Cp$Zfo=1hu_x{Ppd{!KAn(sFGY~EqfGE(mdBYSmRgl_Q zgR{*dfaHqgSe;J(ZxKw82w_EhV>~P~MQ`!=e?E9wgIWbmD%-9YKm)*I(sFvvClmS- zed+dt()xUIdT)Gjc%FR;$-`}OzMy}eE)TK6#gp6r06FAy`TqbMNxxN%x4sV5U*pii zrN;{1zn&DuzxTf{XEe>c`M+b7MH9|C{PH7$dH2RYeq=FkkND=SI6u#wI377u{_Br( zuROMY&lj6-eBaNPgXkWE`!VR2z$2_XIk9R2gW>bZ*h5lK6k<${PkxKpN|{Uv%4>)c zECPUL64CRM94*hc5eJ|=M}kHnVOnCWBH-`akqgA7$pWM*hWE|nx&eP}@qGt_`bG3# zU+~`vC@Ka_t32>Kf?=BL0=aRMjV8hszJyd=Ja*o3Ae524V!7nrqm+b1KuY*oU@67o zk!8>oLAnbw%xCH#TOdlnk9@A?nT5*M*##iyjOHY}1aDd?h2OU(2>@XsGLKzbAa49{{X!5Tg~yrw?XHRlSiNY<_@^Co=_+r$#I|ZbG(fM_Rl6k z`~Lv@#}djuejL8EdLhW?iOvZB0NyzI0$h57$JRU-!SDT-mhdl;B>mH>nlG79uwetqCS7r$io-6W6c!1m4Ion$W-bqu^LXol0eA&3R zc$jA2X~x1=H9v=*O>apTe7%X-3d@b~DN3*=1#l`u&m1}=6LFLO0KCBf8YV>oXWxvZ zqC>n|KhGC(Qc-}JP|5-u;o@d9v4Wswh8KK*jYO8Blu*ISc)VCmNPxfwV&g-~Vg=eR z4Oko?_jSQr$T4f)mqU}THWV=t3WHa%!KZ9E_$5?A1~iiqp8RZIh(i-)7f*|GISxXq zRQsX!54S$V`UmKE52<69(Vb4W^T#XSJ>31=9@Bt({{Y@QsXhMy=Zw%E z{{Z~s+sCEU{{Xt?&1ZqjMr$wra!kpm`SkKfU-`u1@#gZPdJUXC{{ZgZK9`R={{X!6 zr#AZyWN%_>3N|w!Fd%PYY6?6&FGgu>bY*fcMr>hp zWkh9TZ)9aJOl59obZ8(lH!w0jJ_>Vma%Ev{3V7P>8_BL4$?cx6=yL$IYhM6C2!dpc z%+0|Aav03vNwS=SJ&BV;em`WfSX(bodh>!9Ghl{)y@G z1)ko+=TrW?Z=UJ?z!b%~`8NQ7W z?h2nMgjT16G3J<`ZY{)~X`H;kyz5E%Jj$s0t?_r7p^rF(R^(lPpOc%(3TFEB!SdRlHfw`o>UeP6ri^%xDG^G9+pqNYHKq$}hi`?NiT3drKT> z_-$flIEtqt)hwzBWn!wloYI!SWMU33t<@Ua6O_b5Z@f5VbonhSE$zVqUQv*OMPeAO z=Jt2q5)19VsyyiM4?~pb#YBGACK7WlpttC42(Cfq5u~KR;zR z|JV2V$G`R*Iq+^)-e;K+X7ouu^Gx)%{x8w>v2u-lEYj(&mG)})dA%FaTGmC6Ycrw5 zMgY1zC=d+nt`M~qlcbTe5q2QO!b<8g&i*PIyvrS?@`A%D-*_M@~Mm~ruU zOqFidL5@?c&ha)-hFq~LY2BId#FWk-Tk2Jt!z9_No>6s55sWPi$~vQTUI5QAy5tkZ znsY|pm~n9`*Su>Pyq|%xrKH1E5mcM%sB^Vt>&mJoarfPK(zXm$QO#C)V0X?ZEIOt~ zWGL$bceq(vz4k0?o`09r~stZ z$HtE-hK!OV=$<6=O6!u88qx(-@sfa-xY4(S^S+ElvI9Xn%tlsvvdx>0yX7gNu#&}s zLO^1Mfo0+0bUw>7DdoI=<4{nJRWAz7<(Qqtp?h)60w5h%TaA_&`aox_;G>gjRl$-*r?=}0-EgEsF+|9g?V2t( z%c%BvBi=H-Z{hAxIAuURaR|7a%S?dLB z)P~M|)$miRXC((U*27?n2ZgUwa!|=bP2kC5u+x7g1k*n;i~O8_eaLSPv}*oJD}89r zDtmkGP8HMl(+@ww*A-^JhtH>#RV6rUC;emv9DzL71Br;b)b{)}tUlzwnZj?Ca6KF6 zQ8$&*ze2*JoSn9BPdE_?5m_rZ7Qmm-KYW>{&3B*scf+g0&bz-8lO=>5uO)7h9^s^{ zq&EhK5CD$m-~`~oX=7~yz%TF1)C##w5XUswg=>JH5eVTr2AosCIzYUKv`E!0S`ed= zmMq}Btkf|><>X99x=(yRkJycr0N*+m@^L^~Z3 zVw9D>!JVFw2eXs`bA$}~jA&R7nOXrcTDSR1}M#^QKoI`WT2U6ROYU&#$G~Xyo zB_1!_oh;=dgAp2jysA*tPc|5|TGuNlDkDQs%NJ|I@Q0rg7%PXwce9$xfW>3`1i{;e=ZMH+lU9OOP#+RoF5d6&_{o3p=%SC*Jn~=4!kNpo)E~o*e<}g;}cPwrZ7d z*-)#MUXX7{#k5Io@3ip%(3a{2!Ljv5?M3dJ>G=%VI%vZ)GF+j!)e zpZMOiK6S-UdjCuvRars8*#Fhe9PglCG#zUpqt@|3(@8?@r@HfKBn<_+*59cHzfG+U zW9v{c67}+WeJj(_fL8=G2;~9RIbcM1G{f_5F;&O6VVzZvvhEGowyC`jFfzcoOFzoU z2#LWk)m9UIfsxxxbkF}M{mW*a5>^FzqOiRK4gyk*9k5NttePf5qlhB>WsbGSgYV+` zo}9+jM!=!9&1@vNG>r+QrVJ8j#xZQFKF+qP}nwr#toZQHi(?mPSG?iFXniFMxUts*M3D!$A=E7KMK z$|@sKi3Bt;HA&upJcYNjSJ=R6U6F<@wusTMLb9QYK=bgh#hPVLwbN(G3y#C6pnEBd z<$95u>pm^Rw&hG<<9J-1X07A2O2z83)1;azGxhLoQ}%`>BrSWR*O(}Pfu#lt+I1Ny zr@2@adjpo%UQ0@+;@eD=5uriU@Lr%1!Gk%%(N$H|dcMO@_iq!({k!GO+LzesqK$ai z=_QgYBMDCei|!Bnj9$Dvd+Q*L`&|T;_1R!7M9pB_gECQ z?FmRItyyv^gy8mk^xS$|pzvh83A*d-I?Gj|3f135OkS`o>*H$&5@nV(13li|X0yjc z6LH*5Kc)po{MKBxefi@xr+c7qQn&4j#-;44JLJq1`RZ1$jVYaE367uCCx=X$B4isM zm^RS^QblLG&RKn_jYLhEPs=-BXh}Gu`v1bTtpAB=Iha}g!L(XqG1%=0-5*r+?6D5nIN>W0C7dWgh9Q;n80)~XX0EmVFRBd4yS3-pX$o=p&w z!txn7AbvlX|8Qw_2d|WVdTeN&xS}@o?TGH#QkD32YvX^r%S_NM$ZDE2X91gTzDj`f z5w|8jPD1j0z1ee0-_)dc&`+fccSu@iN|`;qye!E5K(m|f3P|6;{RuHxHp}`A&eHAs zegt!(Xm102BI{T~e1fWrw}+B(aeI65kz4B9)$4A7kT&0vt3Cjo0Y}7i_BRY)?WI;Qig3}6yh(3<>0$->dAT&n>A;fP&)AyJ8k{6e zwE|c6X~AmGZOMA5RBrEX^QRONipmitcb%Gg{K#O`K>Yn@g4l=1@HpThLKb?H~upGr55e*a2eGd{+JK_4Yq=aK6M2+xvU{6-+6YMQijk2uPr)v$jP~V#zo8roPrR$^rI><(@xWC{D|Ojg`pZA z(TLif+m&D%oMTt`Hj-w*WE*r!R)34t68kdGe323seAzvYFFwz-zfDp>r)=$uTvKJ- z8_05fa(v!UwsZ0xG~H;%2m*kU+a(~51M+}867pf4yM6$bZtmq$Ze)j4rG@hRv;%{q zXJbiQ;-Oo3G9$BvHz6u_>kxNyZ|Hn-OA2?quX{7So4M|`Y$b*Q%)@R0$@-+I7~nXq z;^+dO8C2DaqtmMlhN)Lo%0)EjXD>lIH#1jJ9vlGr6 zA1NWm6wQo=*<&l>$A>Xsx=wr2Dd;yLlrwk=IS8t2n*e=40MV+jQwD86 zhNpnY?l0AdfEmBWD9iK~slxBy{&sML);XLV%kKTF@n^8$7-bQoUmS2<9$R&m^(AxB zcx{-F_L(AFT#)^aLQjN+SJu`&6Th+VJx>`27!(~=2ky#I)c*A{j36L}JivR2-yy;d z)6&T6-B?#Wb+d74c&#)c=vTO^Iw7^bBn^lL>aUibd?C!~R@4AYzDNjM#Dt$zv+sZC z7m8Sbo(-!VR+q0{$JQfe7mlBEi;pwyXVPFsYE_M`lgmJY zI13>s4%2V|4T1ZG{PaS*_c7>*6d1RI&b&=Mf00hPKHdj(**&Z0D&Ku*KC`@n(dZ#zcmSy|%CN17Otc*il7;ZonN(BMD`x~B*HMFYDjM;W?vT{uTZ1VH_iZP5i? z#c;|sad->!6AQTEt;#O8sW#{FDV~Nu_cBvH7&384w@gr1}@6!s76A+Iff9Xa^XdYU?wUiaMBD|o3HGXi1 z)e5l?#^jb+XE?pZK)RP<1zRNTSEqlFFllMPR#mX&P-r007HOA#{qoY|?-Q?@zg|42 zi700Y;OOfr{dJuKGMYSGx4Rfg*gloDA=nPjW&`$uS(5{`xT$svdF=251ZkrOMe_I@ zu!E5Ug>{bV{Wx#AQ4qUMS)=jDfZ$<8ICp$%Sl}XWh}lCV0@_2y{i0HMa;J5Y`lk=% z+l@boMf$*0}HeFS067BR+?;M#-U}Se3 zB3)Smm+R7#GPe%9kwWa*C#FDk9^mmnN^JfFl=G2Fe7`JCyTSeJnjE>?jHRP4W0amz4j) zj}Aq?APUIIb0`9)=mRUWEoKJSCvg$+ldR$Q$u2BLAbL^Jh>tml3jy171rDblHBL_c zy`-aL7!Ucw9DF12DzcBGsunh*nzQ_#e2T%gns6)>0So&~FsNKS$&HV|_1S%IfH&Y-5hWA;{IPs!?K~wo_!(>P8Zwry1o{{D!R0Cq$ z6gZ5Ck_;$1{7=;6`Pa7)4W4UKBm4K3o{zZPCRBK5 zf?SO!4$(q*^3+4S13eyLSbl7q+Harw?m@B)TOYw_SiO6zkkB@D%Y>(b5sDw@1!V#% z>^vO-A}n=%lzOIEZb3;yCtoehT{$`FJ_-@h6bUa8$*W27fw zWMZKv#C+9Z$6wCSPdqqUvkb7M?nqx{3+3bf-MCTbQL z_toS`Nk7YBE{g}!`hD*^?eNh5FBs49Uof7Do}Kw07>_++gWZ1jKdEWI{5PLp0r0@1 zn5&t9036iMd2?o2fo!9kp`Sh#YSg?Q9V|rUM^W7^Jh;v*>eQ+zkx%$6U%cfK{kkk5 zFh7TnuUOpPK{KWIZ>v19JHFkyyq`s+#=-SEaxWw1rqQ?4vZ7GAn@+y3N1~E9HmC+hZC!^wt#W^P6tT%FSkj%XU0YU$Zs^|l=6t*GB_NTK zh$KiLaHxud;qUGG7KmOwxIJ>q8-}XGXO*HGu`Jh0!SCw(bscSXk^);hwysGE>@>U2h<+R0fpm}z!Z(c)kHRuH;o2*j+RncXQ_>lU277RU)2<{0L_CzJ0 zgm1FVZN?Sd%GCJ{IQnMwnk3u?61#`jYNKFu3;4^EX_6|*;~S(2i*HI{SqxMOgTAhJ znko*I#ya*xdF=#gkv0$>3Pu-}-(w-iMe{t#IFU&w5z*ur;Y<8tMS)nwNFNmIPG(6-Gp)zE)3DH7qE>7?=A_QJG_3e9)Y$cQ6fI3YGYMeHxg?jyQ!>R!s~J4`x-dK!Of;yZ zq&&4v9|2s-+-K_&s}|{b$Cw#Z;~{lbK~~;!JFNm9=3uI@)Kt~Mi-rjQ}=Fu zC{~bBx({JTrus*fI`lS}-quI^o*1oXx`rvEw%4t4h<>&X&1P$adua@)X94mn?h+(H}kEAz%WJ$~8I3+)Xe%EpxzQ^UvpXRCX7l`>{;<)#Ka<&VrAy#^mGv1F*l*UfizS$qFTPUCI;eanplhA?Mb+>~ae|uP;n?kOf+9^m z!WW2L$FZtK0{HB`Uad1!cf4_TrgW}y++XAj8vbT*3hm&%pk;xNjQ*g$twCi1PHI5f zQn$?$fEzbef4#oh2cYN+EB6HO5{*Kp8i1pK`_#I4+D#ru#}S^kyiMR^Iy&XheoUQfp=P_&xG{ek|P4#lk_p z`@YY>`P4ipK^1FD^0=Y{_mn%2EuM*BBy0P_CNarJoF;~27<38n{Z_kb2sb%D!)V7( ziWpa(H6FX=Vgw}JeWVY9h$;yo>;5Uf!n`>DMvT* zeGzp=bS(fM^kN(}_O^klW@}z?y}Huv*)!Xqwzk@LP05{>Y(S)ypOnmULVAuFVaOVU z@KBW#yosK)`ma94ed{>f~r0FqHw%>o?{s^KgxHC0Mdr3r)*&hM1`3koe znM5-3gMCsRc*f+`Y7R0d_n7L`iOCm(MinX=)SY-JCl7`9*g4r1I_de;OJ(JC6&PSkgg_--pV{r#TNL# z(C#SkGRlVV=y#j1nl209y9mmCP;HqRRMqb~_09!VqC8X0A<)r4Yc704U_P}}(sL?` zDD9vy=K)vlA;z@#=hyZtr=QQKBv&khDtTCn`^6oClkgW`3odwBa#WWM zO?sA;3{rom;xd*Dl4gQGaiq{hYXPjHFg0~d+sx?$)`;>r-6WW0WbMX&IqpT1=hL=; zie!J@7b_{|vor#=g`#wxqSxdIu6>@D=zjR50EP>R4m-?nTPQ~im@+1k2a;Hv#>NFm*iEHN{Oc0u`3$djUQsF_lS)HHbP@{}h_SXYd6A|dt>-*@ZHej4a+!r@# z-@S6g#>ejLLR0CQ#M>6c?Q1n^;3n36n|o)=v8}X?r37zy1nQ9ssz@A_8x_SZw|!+r zXNA+UA3vnuoMcz6xo<2ei74#uoFIm6@8!@r5!u#M6>QxKE=PpqN+V99E8}1yAj#lq8UK~5SIq8|cz)mE=~&DiT^Ff6t^kdI zpRt;Lm`61N8M_zY$&zPATH*ftfmsSpbPFVjbGniNc#j-&fJ1iquFuedp$PPVs=_rG zk#|bOTxlNOOOKw_#7+; zZY0F5;Ipa=NLa#rxqj0CeMXN?^3I`OPaoJ+S3qs2KBu;~?U?5f!@^y?7RQ}lNP;<4 z*4cN{e_Pj!Mf@Y#@vWpJYqH6BxY24(Q6{&$rJ-wl25f&4^ohbDLrm;Ls5Z^ITy z<%{rnyDz3^H~hv2qlZyNSGlXf z{Q}dAI}=%@$1zst12oN^Ub_8~U(J%T#N=z&ADNp!ccn@9WCh=xt_z^VXejzK_REG|hk!0jW1Q)RnTD%|n50}ke;dxI za|`t{=;O{nGn`6t4;*x?+0K_8#P+Tf40m<#nKwFF2l)1iem@T=^gmGO)y^RXUGLuY z-=#v$rr{@4R2uzgFdrCry1`C~Uf&n{zi>W{dpJ3jX#3fTwh&#KB;WIW!KLpe=>DG( z1smgki6|I37&-nCQD9BPV6$ESof>ljQd0E-gbs}gzzX^|Wch;|fX%&NbJGWbc%$#@ zE1{57c7A?+p3}nQV%4djLLFc5ia3@~%16pW@mg7Gwws%g;}cxEa{D3gTRX(0%{86f z=y(fTJ@5Q~&X~os0V3t)@^0RNdF&Wo|o2T^x z;*C??@Fd1}(cRvPIp_QJ!K=;P`SoDuPh8m3rBf3oS>H(23A$c4djWUm8W-9guiD91 zQY5&vnH$V4vkWS5lGABjEV$z?0mU$E^VrO=h9#!+-#>>?93l5ccqDP^=S=tmlR(=* zFvEi*4aEI@V((9;xbMnF4>#uT)mX*hkP;ps4N8uz+ec?eW9;EbRV16~nN;@NCz=`?C`7L5S-9;F5cWdKF{7^-N}6BlJNpwV5wU@~+O zsHhEoTwCm;w5+C$CU-LWpSQ9b84<{)^eWB9IsA2@d_k#jg>RiN(pI{`Reir(BKiy> z_z~Q28^k-lZ(Tf|3 z!IEqfE4!rKNmq03MeQ}jTcd+HOmWmQBA(@FX6Wxi|Y<0wBk3n@qz{ z;4#^{7@laf`mXoVciM!{lZYmBcFxH-mPP+8qmb?Kq>EO)9-9yB144i#kYodHpf@DP ztS#6RF3-$01oa;{3;z+9wh-RVCUnSjdTjM*Eb<9Rk&PoMeieb@WH`B^?D*9w3Ogfy z5Ar*=vaS8Dzq|v$QhfRw1g&Q7C`V-)SN%4zr*emh!%dO){ zkp(8lyg>O;BlyMyo>sbK9$Ra_fb2`$3#2&SB43tod|QUp^{Q3%_|itIQG2(Cx`E#eiPVpEUn9CLK3p3pLU5 z_%D&UG%B^o_*vOgXa^ha!4?ZRdobu0IhwKnr&;lfxI9-=RtM@a(w@31k47e7HBjsB z(+xjiJ2{_#+%AMdi3aF*{t5}WbYmMaBE|aSNmMeVCt?5oh%308DMe~KS6XDZoZ1x^ z0tX+%<<4`dx0LgR021<|9q#7qPZ-(;KuvIwl0t<0JN?1kg_YL*0oP~G@A(K&)6(n^ zhGESD5&GM!8?3SYVYu)#C&G25G&-Q7uvi@l7%Qm1fT}6e*1Sf!tQDEz7G}m0tGJHK z51eu%c^p#B@?x_Ll4oTGgBf%W6A=MzGLHeMJ;X4w9v;ij6d9q6a@hp80w#4*U>OwJ z?mJ$1XXH7zN($R1N%+wv}}R9Lc4Qa{oe8S+^Q6*PeNAWA2Tn6YVb= zNxk%ovYkZ2QPLCX9v1cAJst;-D<8c1+wJLtBbPn3k#-BS+?3Z@X~#Ik$@KLHgd;C%3cHO}?LHm{xff$|p=PQ#Cf znbN%qQAINhlWBR|KHYiQoN`+qjMd_S+!bQYXb7xZMvo{5Emu8-2oWPlHh1wK$__u9 zTj#KV#YQh+lE;Y(qkIW5ZVk?KLV0GuKz=f5AD9!Jca*Ak`iPzum1c7sJAR%j*p5Wl zXkDw0z#Mp-hHWryPAe?s{?_b4(@+YiOT9-~{@ag{MWTK-;ZVtX$jX#PDBQYMUxttp zZH=t5NfODL3rn_mt%&N=nqT=^J2~#mYS0bT=yfg7K;E@G5bdQ9GN5-JBeLMW*GvGnZIi9*1=K|}zK5ZK%6e(NG`3g;vJ=M}9H~-kRnPWqqS)E*J+?SbPBAcD>Zh!8< z4a=4vgr`+kX{B+VX{0qQXzvy-yWS2=UKoXO$)v>O;GAkuRXMh#MC2ue_BS!gl#lsu({rZER2D}W>*-aY z#%oK)_H=<9f5pk86cI!9b|cK}T136&*4jO2Immr*5sn{++vUs7Xg?DwNc^2~b)4nrZ9tr}_v*L6=a(-#R0WO64)YH>go2?NeWDW_rEu*q zR!0&I<>fGJOt$+5M~6P~>);2w7Qw4p9ckwXLUq&Gwgsk6o)3Afe(t@do}+Y0U}NkX z5|iY+4h6{rmTp5keu}o}?FBK`Em%$LY{|QV^?b@&%7ALp*692gT+brQ*ZX$Qw6gkv zWB!A!xJd;iHh8HeLRA-n^dIDsaSTykyO6nDs!MZmsJJ8ZQAjA4OALb@x+Ov7pswBS zoZ!otjZ6?`9o8|Bna=SLxB|WW=DRdZ@Qi!25`#MD&ckH^`pTn+jC5S5tf{yGtX7KS zMK_COV8F3$#sriKQ}2beY9IX&*$#V4g_OL?F8i-tK{(AJv`K+#LNhjz*;b%WJnBNT zkx5H+KPjo}A2DSOQJS5tv>xin_sY)6NJT*xp*B>rjePAEZ4VlTh$b?r8SX3BPvM#6 z1)q@%@GC&v;k4_5DJE(^$A%X%KBe!gpH;~{y8jc~85sXlkvcO2{r|>x?Zi2YKz?|U zov#RQD+-YnmQD!Zd*hOhTDHhXaOHs@&D5m*2EW*h^P`ZB!h|matvcPB*43quFS9Kqt z1|7VXz66^J`clP*S@+w`V=(Qf)P%pz+u@-hd_BSs$3((LR@5NQkp>PZ5s(oY!e@%+ z4V+|tN4};XI)IQcn{5BH#gafTEiPCO`H9T63kwQ?=@MEZfC$=-F1sQ}^U#he=5Ul6 z(rT!a>wbbqrMr`rnKJ8(?$doDV@1Q$lihQ1Li_Upl$*Uw@Nf2I{%>&^(?9Gxr)wEV z5C7}dm2Zg0C91%_+EO5BNj9$fLrL>Fi?kGKkyzOKv^Dp*2o4JUmBjVV0ph_y*J4TN z^(d;WE>y$(td1!V2^`HT304hSG2AC5S7gE({us=L&n*(Z=L`Ac=HTFC&rG96y^Gs` zNvmBmM-D`a-#})rG*cwZH1*?r`Drz!gEg)MfSKeI*0A*MlT}#Zh`aL6!J@fb*_+hDA0tt;5&0 z2R#c*b1!$4&HX%d-pyCU@-peDmrsm2#_!*bn&rP7H8V5AKaM(4!190|KKSMvh0}#% zD8*Q!6CPS((=YX^g_y?EC-mUL~{O0is{Q56!EP0-Bm>;)>r5GV3s|d$9h=m z5|p ziXaEuX2B`nf0MeQh}w`Ne0#mV@M5v)5X-g1C^@(mxl;ReJV@(>Mn_GHD`$OXnC{F0 zX}+;4&bY{$7--ya&>>DR$~-y^Fh4?H5TzMZCB9$3$aIs6pKB9{B0LRLV2j>dS-^Ch z(1d?862zWPy6OdK&?7J4$;V$Uw)|J0P#Z1;E~IK1znvy`;O?>?Gx8)XFbD`7=EEWe zxJL?v2gh%L70g67494`lJO+0lkcl8l%mtWXgD40lr7Q@s2+RKX;X@c~b<%5)#MVtH zq)Nm46de6!0usa$%elx18)GkLcTyFvhELYik08OM#nHOXpI1 z4V$4IU)0+h;(s&$e=3b+;rK^oq;`__|CnE7=Yi_6Z9>stB4tq!yhsAt--RzDW$X8f zYD35{gY5mRZ*TofaWD(9ol*4h_MBVE#FWJXt0~jh8eXL}cc%8jvNtyloj1yq_9n3)TC-=!8vi9@;P!wqHJ00T`UEagvE1O!1S0rm!E9}B!YPS(W2)wQHZ^=}<=>QH=_@ z9@Nb%V-7FV+wu)tJD+`A++u~^v#W+etTx>l+PIF`gkk#rov>=Eboy_O$@X8~B^LUB zX#Ltrb2f$lsc_ef#v8E{2K#o~`Dz zuQ07fKDBJRT$Q2T^whrCD3`Wac6C0p>2f(cowP(ID6?4eKnB}-mxq|uZ>tR4obNC0 z*S)z>?f87JU%l7J?T^5@_IRs&-#yexL|JTx4~2g0DpPjRyu4hT(r#QYRvs}bS}+7R zugvW%4OE=PUXO4;kFZU*ZmIKl)x78%`C^68x!P})?U#`Yb^yCN@3dXWFHQg6S`(RY z^MGvLl$JwiuX(fGE(*etd)gVFnMh1EcgHrBKrq7@Ov>zGE?{?C0Xs*B^~HrmWR-v zUb4V}k_8B;AV8IrnD}*cNgzUJ3P+*iprtuRk&Vi8#_Sv0myXgOIn*5gt>7NmQDP{% zIA$(CbC#ALpc>{YFD090J~yB)y8|;_1^+auP`8idOvP(&QY^VRH13{9tJ;APDnwpt z%^UN;a_=3v$aYgIgmax?r#(s5dA0fC%=|cjjk4|QbdI6;Z{EZHU%ZEj`Jdi1ul*Mw zkU@7neMM;5MDH{;;rrIdf}F9MgRka?4apYK3%XBxbB|%V)%f=$91^k)SKZsGMA#TU zq+q%V!ke?rkfR4=>}JZ5m2b007bG0SlH7Y6EAqXE54d*65bsZ-qQ;|74DYjflT^7jokrq2;0;A!=ET zAHV|HaCP0#0vC5~7K}-<6xs8Y5ydm>*Z;!xgFTsMKg>7>J@}cd9Y4TdA)16(vqcVt zPgaJdFQ1tt!!TL2BQoJR5cSgab4&xzv}N6^_T7FUMD(l;p?LXbr}Hhqqtm8^3rC@y zh)DT}ZNmfac^q}rdhyGev?2!BUm%QQE#m^;)(9ba3xYT4nW(fXx@>G8{X}DIq^Fl3 z$^btFA%qiWh%~Z1*m4FcPHRyQc-cu1v1kDT2L5Qn6;8Xfg59yaa7C%fc+IA4Ol%!r zM4T5` zOLB?c>Y$B!SXFDno199F!e>xN^s(^JcyLr<$U3vaDygQ`)izZ$$Q4yH@M{4NQix|KDJdiQ)ghR!YtWPVRQb zbV3rsqP8|p%754NLjRX9!_4&TZ2y}fqt&34kxZX+kr@Sw7a3(Wnb?u=P_#kr6m~Rp z$(PY6o7KDsf?l}%{ki~y;trt*AZ}9qz{w-<3s7zasx>N?RTi4(pW7luHqOnhTQ|1% zysmS8f@W>D8h;*sPO^xZcBFf_UR-a!zOJLg>|98N3F9}0Wi|p2kQ=?bREI`_)_*VG z;eG-ij^9)FITGqTBl69K{oI-WD{ez z!?nrQ(|PT_lM*0=6W1IJ`+iLD;ds_UNAJ+-;!(ybiBc{cyM4S)YU1R^r66PA<|j?v z-KBFae7B3YjB7s2+KD@LNh07-K*c~McOTGf9MWuH*CMJC887S~7=0We^fBl+ywa=t zam%Mv#gS1M?Md8?K}4KwH~58#2TP;mBGVxCBpx!{>jiTwr(mN|$|X<`9X2@M*uceA zN5?9Svx07m#7!6@NE-L=t2ZW%?QP#l>^1fWc_KF&V6#z}tofcayG$Ja zs*S$*{b93xeNio~GTy(RXq4|@Y-beJ{{cem%S8}`CgcX67&bNt-5;4IGD&cZ2o)AQ zNNB)NALN#)CQ?Q683r>*+Ml~BX+;DWhHrpZp9@ZMC=84sA&f95OdZc(1aDrTn++cC zEhg9hK(aTQE|0($o>UM@XYElwX&#k0eU>|2KHbHhQ#5LtaFxKC3PFpd-GkojmZZOU zHJ4LpIZ|g>paroqnmU%s*6X!RGkbML^;aZ_H6GCz*$z3d5ek2zpf~i}sYZmUwl0|} zlh^FqxBC{mOOIkNGB{4CU~i%e9N3%jMYe2=)1i`KkD^?2X=p*ot~liElYkZ*Yr)tL zbEvFHeT%E&j>_Pu3ZlmxNni~td(Yc9vj1=+GFQd-uAd)@ww2%59g!2!zQv>lfFt9r zNe%IUnCxSU=5oEF4tp_Fa%kpkRyJI-m^6HdHmOc#$P7YreV%*^kxPTCEc|Q-mjJGr zHTD@_pAT6!e@C?$`}_PTT=9wPt7tXf*qEZw1f0 z`;AW8uYdao*luwxzr8LnBs|R$ys>U)@kRSGH2^P0xR07OZg1_J{`w6`!cE-;3~GwF z_!G*i%I^tV2hi0_dVfU$F;W{JTQq+0OV)1A-Ja%k<`FraG;GLL5VtKc=>cLFzJ!DA zJ7V`U4<f6>fd|Q-oHN|J2{UiGv{y6 zLO|ZKnA*3{?R{s_<)#NRY4*Lk>Jn*L&WI^hZ1eZFj?>+CoDy_h1KUqMdP^ksrH#^( zA;E+Q+q4tUnXykFms&17ENI^|IT*w{rEF>nqTbWS4A8+$K;;`eHPfM7?`%$7sc|7@tPIaT00kM0-$u2VM0H83> zYJ%Q6r7#}2OPL;|yX_^C(0?2nKitW+hcH%_YgsJeFd#QpgMb>+8iuM&fxO$!2{SE< zQcvS{M? z2XsFkc&Daf8|30r^*X9T=IC_0L8Hn*4)JnXuyIEimkySv*d!U`_SOVb&=>yTeufVv z21jjLfNRz9`(7Vxq$KKk>BHy_phAqb3HCZ~Yki5m*cNOA#?E#;RbfFdm)_Q{=>^ct zAM^e?IDtZ+c>UY1+^Mx_PA{sdK{=0v7Q~pIs_p{dlguWZm;^95v^5_TmM=v+UNM2 zUk{*{)V?h_N_GZr?^b0jM=0dD1aVPq z%!RdODci)Rpf#07%vLT!{r9~Hxar&(H72QC?bO5xWAfiFdr9+$TgZ^!j9pJpzv**P zE}^nco^X1#k6>5yA2;YT?hh*U(6-`LF#8lC`aX>sw6$@EYY3H?;utdrBxbq?-7&;d zNo5@3po!%ODYkC)p(Nhmgl^#=j$AXWs_S$1?abh!e<#wzc}QwZvCt;<#v`waeL<7* z`nQ-0o_Y4u>@9+ zIvFFUC4dgLC@xPadk1DE`sr?hnNO>DsTrvcPqoGHNUN;F=_9`FLqafV!)N41N;Y)> z5do{nC{i`dpX*nIL-edE@Hl3k6sbFvybs@GtT_f&bhUpctlS<%&ZJR=9g!^ta?0=N z=}1haP3OGXWEcZl&CQiEvkuf~=PhP_(>6Ox|K8K1!EC!bUWRb@p5)gDXNXY?Va|5%z%LxTYMoxa@Vb4{NcStrm>$u=4*ru`pl zaNrTLZNxQu?PIrCP4-2msA`-w7665dfwj`J2bn%;3;Kxlfgy60xeREu0e7(Fc%l!^ zAF}1xnr!YB&6I|Ln5UnI`Cg$f&#W(>$OrY01?lw%7eUky-;8hF0d6P4H>q!*-tL&U zzpt)2IY7>AohM4wpvr3*-*yb!E)82f9dN7hH#G_6%UC9 zfIS|MyqRCA;LWZXKWImXi86ndHUR5~`hd@Q@it^zLkUG~xas(_j|`Ua_#^a7{0#k*!3vxMqU zYF~Ep!=O#M7^R4OXQF%1{5Of$+@BFEjPMPLjOP{zz+(ptj5X{fSS!l}jx{LEh>ML! z;Ij37829HqfAp3%W8bf`|H$nk5Ch+P_xzG8e#4?;1}sm|^!%Cw0PW3;+0kgI!t4df z{NOz2++gn#imQlURiNYW@V}FnQ0h#WN8EQ|vL(#plp{cgnqGPWDR0Imv6K`vUjszx z0LP&5*(d*%b8?C+fzwbjR6E``NV{ye5YIJ7cRVf5@rNscOxH<=&cHG{xJ+WzvL1d% z%vA)3?~f)Q`yFGNxG%CNVRZ(Kd2AgpS|@N)2(qhWXAGL_wuPLeje(=&Pa|06wn90r z!GvHzboeALwTRpO2Tc7G2bsQQP{KKwa!_Myv*tL6$;*!!IVZeMef+#$uSnY zx5;x0w)r{_hyk3|xgg6Vh#g&kxeE@h%w8{$AZSo$UQA*c3OA-lpbh_2pQu2CeW*fL zJhWmyKCM(jjN*l(x`l}UQ`?_O<>hS zLQ52A7RYyR@p4kK^vyCIRid(7nE-&p*7~3dw06gR zg=n1_h}rPmI1aMPAufh#sI6Kf^4Youy#)|WdUXQ3oDI@Mm;L5<%;@Ny1Qo=4>yUh8 z={g>aJ1C64#AQdM9M*TrS1f=< zqO8YBc6449l(pV*?K}ih_KvS+&@Ja-4=~>{h36p$B)k38aeLh>xl@>JUJG5VHcZ_%?_O8;g z7H2tqq{YM;mrE^K`*%~Y6uIZD zc6VZ{_el@;HLjV{K7bx)>_@E{)(|suRXjnmbgCx_p;;7;N;=^T%8(=1k9Av-hN-Dy z-_Ts~_pesl<6d!(07csr2%x8^)j|kpeS5~%p1IEnTUWd(1BzODf}mx4c;Tn*N^^Ek zpM1x+p(U$r+=unrABd(-xva#%N3bGyqJ#B?9S{NU=-hI|=u!WLI?O0>htW~`cp`PY zdh4m@&v9PV4&Tm0`3u?-n{MNqn zs8=l;%pPVK+VBgOj1YWL0TbeUH=OxQCJyumEo#^rE0N|&(`SWur{cQ7$RQJba7Ku^ zrM=zWyBFmG7oTqLjU^{Xz;T1bu}7n#$z7-QA$Em}69fF_lV{(~oAQY#H<=|_()dYf z!Eg{#nf#Q%>Y0BtUHA@u;;D`VG62hi|L{zEaxazxzub^bxX?K1}WY}sDZ;( zNBWNXv_KHAtW_<4$WYBbBdnj*Z2%8FIDcF({f65sg0KjPoOybIGL5VlCiv-o>>NKk z$|51q0OVa@|B9m4eB+E?tO}*i>U~wpz6(_cW#BS+?=?~$C|h+|hM6+Oy1vt&#a{lB z;3bVL@HAWcc!Y07eA4ls*6(A!SVV@YVZq2#bgu*8>N=C{Yd_Lm`RS{$&L5*cIW!njKaj~aFS zVj)ZMONk;o3ovff@?#&dFHV@{R(+N8sYC^HoU&Wk`{;dD;qn_88fKtn1BDF;TJVTr z@ESf=@aP-RS+EdYey09-Ly>MxPEtb3lN*-0+Qepbl&F`K(!x^vk|$SgmO%L?)QW?g zVQg+&W2lQ4P;RDxxue{ORXMp6P3|nprj**^mK9g{L@6%N5VQ;8Eazm1B&3U6qi#Vi zPG6XsS{|jL4Un<~_nJ^x`G`?iUYCa=9B=qP(rZYszX3>iY;3WmpTVV(B5g)O1_f6X z5=TF!L+c(9Nji@cGSW)tD<@Qw^B(hY(afASE0>@S^?Vse9-XOZMvsW(OMK%rj3$o0 zHPv9U!KiT!g$7i5KOYV`x$Z*)$w#lvVrO2+N z4(uD#7hi%wKFK*Z%i+ZWQobH!Oc%vy2<$u0HV-U)`M6T^v-XYy|(~ zsgSvUQBtyFW(r&=4Q#J^S2{1u_^DyX0g&|ak{w7swv+|^jwJeX!!9_1)dkpNg95~$ z8MBtXU*av7Z-dshB4G0y*Zr15HoSi5D^Od|sBikmp!ZB8#2i{%2Zm!+W{~BJ=SLHZYd;tI|AjAj#NGxLf2kqo54{8Vmyav6|>pDbHD5 zsR7szK*(_L5u=-D@b-tCpjTvcRcJiyFhNn(6U~q5;fm>!0)W0I=z^*)_bhd%)M>t| z(SVpkRFLLdvNihWN0w8wM9aNt+`Mo{l4wa1&@i~{E12>}B%DSqnxFPJqtwd&FeyrP zknXl-PmB=m?5qM6ou<1!Sl$o{VzY#w$qm{UkorCaH9Qwr*Z1{xR18^ZIur>8xuD?j zn>9Zp#VUn)dTPKSPAHAT#ES06_4g?@_JnnQ?h{ydBGQdxTCkF}C*55nN_6|u&3gCW zgPIBu5-;4$Cnr$3Egw#A(n34y_J#05|8@S6dOe>A318=tII8s0h2uJfZ!Ryv^yd(G z4>=xU{FUF@zOsA{sGj0qNLXVI$7_EFFV&o8syHnEig!N+XlAb&U84Z=Tq6CA#1bRPD-*R%84)9F8u*5`jMv} z@Xy->sbd91Hi-cyRs^f z8K-)%mjI((&|DIR6-!HmpbToaboP)_GJ1Ur3NnMR!@{2Gyz;vyHjcJ;nu3FZeB8~& zrzY&Xjf<9VjY4c#GYloi{m1ijj*!F3#+b^D&#& zzc&5r-9Dc&L1M0#zqq{ZYQOzSzx(UIYYS>>Elr6MMYtoaE@lTEh}sj~7PkT0Gf) z$oEROmc6$DU%C;P0@PHTQ$b2fbh}(YuxHCe&f!Sx+IwIlqNAbXh!RgvZ}CJ_jC3p{ zG-R~0+{05g*QTepH1D!d52=Nchl!DmM+O%Ku}1HpQ17Bp4=q#TCajWNM680{N;tU9 zPEFiS?bGUe>ArCzL&H@<#>7XZCOdqCorOj%7XuTyjx3*XqjsY}!?uBok4OW%I1YNb z3cdE>UX?y3CPLXe+;%~1*lPLa#>%xutr{*iIy!6r91|V?01*@U;7{gs6Fo};AW#Y`gOg@LV(!rF>Py#CnJGJRCHhZPBH7M8GV37KLt zrTb*?L&;7-nZjZvdnM-5=2F)ZjTIbgdX_wG*-m+PW$6->73s0?yOQ4$7*zsP5t~w> z3Px)vRC$}yW`zV*R8-+X1qhWU<3bonPIos2z4e*x1OY`GRWB|A&mJ@OidnC0DXn?7 zfp`2%2_kc#t5Ng%?bVW-_H{2Nhl#;N!AP(bI4?erwL@r6*SFGVK8_Dg9(Nko4nC9Z zxPEvYu9yEB_YhUsgxqruwEE=t)H);_w-${=kYiFepQ7RWqk|<;G&C)XZhl@^+hbxE zb8@qY&BZ5pZqcIo-veY87#NmC+w#Pp3W`PxC@R(Cv>X6%tg6gM4;)_2p$u*O0=nLB zxCQp;w}08bj!3{TEDLcDmbz1HkZJfpuW04K3m7!8>{MkkYHqey{jvU zo5%Lg>_h?iq41ehNh#Du00*c#g_C=hjlS7h@qwYpP;wih;n1E&OpR$5=qUAjU;vgI zw8V;nPo=<@`-g#}LkXzrarx^$f49`%xfI$Lf>rc(Wh{&jz)Zhw=8h5NL9?gce$eMq z7|>IMlTIf`xdROYzfqfF4gOtI?cZ_0QDas`g5n{q&?Y8tD~B>Z)(*HqtM}b*F4DFkjZi z+sg9;FN(+ww@$EkX=q?1BH+!@NAR(_r9*UDKLN&PdwST5Xcz*TpLb%_P0E*!ir%BU z^tPdSPpGJwWU`f?5!j3cQZqFSH$8mIv|stLjIH2IemQopS~M%*dslgTT4*03_bkAh z9@L4=Fk!=dd3-L*@k%@@M?xht$AHny9Q4MYBTu8N(-=O)xr*C%K!5{!faGkzvA_VT zIio;7+c+k?maE;1G0?z-@dgfad_BUzsG!-5bR)%vty~XsZ}CsUj~4|w?2;$OfSWvV z>giQE@=12bKw?tiKip$$o6;t9SoWC5nKt77`uLvM1N7$raeFT!))CzUtq)8;AoE!7 zr}GSGqHf`2U|?ZkXy9zAuKx2!x*xZ#?~gd%urrc@>u)f#ZU0uqm-AXCDxkJ7Fgxy? z-;#=|9UF9}Mx%+VP*X0QcKvFl8|p39+UM*h0aV;9Cdq{RXCjLd9^j!Zjrl$|smOk0 z!SH2B@1OcT=J>!?hC~t5=!miG6ph3-E}x!;asP`rQyx6>-B8Er^7bUOr-&Ip&}be# z0<&zAO@wKQEIn%gLwL#z(uc!+q%Icd*2o8b&AQ9oxuDesTkF*$Tf(W>yeQo}>s|RU zNdJ$9wmLoOuRkCLnUCUImb3%sSw* z)!7laPm#!VD6S8EC~FA2LOnfw4J)cM6FiP3_oC z?q?vsA*uV)9#=*otNciX>6Mg1;8?D!D|raoZ1r^-fj-g2O|&JH3=AYZ8sRXUT_MT7 zD7eyhx-;ro&Q;R~lAZ*%7uM=OaB_Ymjh+d%szqQrV~vs&L>zJwk#MV_kBjB(IvV6) zFJ*e~T~IdFfAOvn-ahw0iWw z8)t_ zte9|V=)#ci)2g=n|m>L*Uu?jk`uH%(mub~1#yIko_&s`-Stff&qg*q zNmd`fuF?N^T&(V2w3^upv^dbuFV-BF*XrEj(gBS)vEN_mZ`_6MmK<;9L5o`=L0bgz)n{F>aBe+f^J#h7!XDDqprzOG@wM1g$)s*2NuwVOs@CA_x<#8=Eoa{2BHKX;$=P8|oY%cms3&#^sXi%he)Z~OQgmO+37WDGQ@lo*;;nZH$-0X96yN9eqEE|rm>Wik4j?YP= zBcmpO1w(!(G$~B2u3@R5nZ}}S5z9kJZDkOM*5m+kQ_T+VP5Qe=MjE0 zDs_NIY=Yv>JqCRjqHfvJXmQFy0+aa!n?v|6`rm*|`@01JY4is{xTzZ!L~Mu8ir*ec zio^-R-@(X;G@od00_o8PN<(jvePQqXD6tx4fp|bD#5@@r|h_XV#7FtyDr|NaCbIMTYs}Z`3`z>FpZQEMF_KMdSq(Ji)E6*Xj#&_uA zX=D0j|2;S$scpQ1t&Nn8g+-Mex#Au~Jh0XussU6+7Key{xuO%Es34pS&pu@>^Yc+pM{M0!FY!r~$Z za`HZbvzxM2UoUxaq~8_Lg8T%Gnnl*o_HmzN9=*t>1wk_?%3`s=T%-RW(x6cm~ivG5bygLXss5OJHTsHzRRw(z!# zy4x1(dEd;BK&v+LDEG+Tl~l46Q}g0ndRyhE&9waB7d7ad-rgLzTfWGuH?cbbhB$$~ zV3ku?$$3gaG{SwEiBY2jbSmT;BPXup0N0jb09_3iWS#d*U-ky>z%fc9k-zt+Yy_vmP&C_S;6L7i8;U2f$~L*$_6Y*Fi9QaO~^2+el_>T=%Hg`bpq(G&~pNE zgC00<78-|duE=C(*Fq35y`$h5&+Yf>KTcoMtbs0ZPjzGt`O9F)n{|T~D{STU0xsZ= zz%fD$QOIUfpN5T1><4U;ZFio}t<3GJtLC}{Mm~4bue)$IF;={Kt1eGhRR`N-`v#AV zL1I5?@87hQVmwAMa$6P*7|pS6T`^(0A~P_u@^nI|K>yZ0#sYy`Un~|^8E342!oNm_ zLS0>PscukQdAc2i6)aMAvE%=VFndcVG@UO)yQ0?q!G;cCI$EUV%mhb)24L!}5ITQ! zz!*iwE|Hmcb~8=OrSoIm?mT#iTXV0t{MO>U;ih-#q~KNhLbA=B`XRJ7+bHvY4Gi&^&kM0TLeKo~XHSJblo zVNiH*h z)kFM!>;c4+W?kTCT&!2Fq;(j}h$x1!J3VtvWxZflWIUlqnqyk5?Epv{!3Go7xdSxq z2HktamU;9cxyBpy1!HldGX0GS3*86|Zn1nqEhY~RYLf99f%SClqE#YZrK{FC#Jz!j zh87QYgazFqmt7p(lCWB2OE%86%f0XX zCkwm5g`2ToFdjT%pPB|SXU78sPoCTsUhtARV=pG3T6BC|H1r6LY_6Zr&{ z_r-qILn0zmBiv;S$B=Ch9s2TvICm18O4M<7;*_=;BuFSN6p8-70Q$nF(pxErON;MYkBaHdcx+L{ zCHxwHuyBr2^eKFl!HBp!U z&_A3bX5Qhyz@U)zdH+HDV)<{-=>MTn=6{G>|L=mQL7w$*hVuN|-Ype4m`pz)Kt&sv z&3`)Jzip8Ix9S=P6Wjl=wv>8->!7S|{M1Zc83>!|6f>W|v<>gX&abhytu;nV-QuPZ z0ZD7N8@o=^>w#XUvG;PQK2twlNu3mFf6`}h#&j>hA18e%SCVV00|Wl1AXOe1@Y#h#k*;7ZCGkbv^Xr!T3SdnBzL9PYZtUDN3<_m)j!KM zLDb(tkmuhaXj%+6%*$2#eiP*s2@eA2g!m8j0QGDUb@Sw!4CLwU%O&>e$w9Ah)VpQj zBjKF449^Zxa|}*dE>Vz|L(tQc?~aepRT__qO!|n0hkVA|qrHg4Kwhn(Fphq>7oX7U zw|Olki8}M^o_w93jb})Z-zGSa%hyY=_w`52`!iitz@N5)4|4wDbN7=bY+|3g{HP7s_UJ%`JOeT)Db z6EtLe#Apc9kftJzhoy{A_ho9xRuHTsU5CAlh#Mmv2-}eALa_JcJdpH4*!QL15Pw7f z5G6nm2Sgwcr9u$*MMwyViy|U=5${ES9QBs;pQ_K;8}~%^r!pPdIv3+2&=iYm zxGpMs27fO9rgutoExF@vxO%CtwbpK4 z*nM_&x%eM9><|`@?cwP^=`1{|)W^mZ<1XUbFGQcudjFH{1UrSWw#-HFhrH!(x6irj z>r3@Xjb}|5Xs=}0ihuimKyP2Y_`kkWUi|^>aHeuyr7#Wn3GDlm1M`B{1nI%3!=5mh z?8d(c$@vHrYlBHKv*y8=`#7~s950RIO4G*7mnS)KEC?sQSX|X`u*;Q(%N^H>zr)v_ z@itd2K0uZDFA+g>i4hv;6$F=y{{*jx3UE3G6GzG?dIT(vQ^ z_?{)-O4EY9;ZuRU;>17T+J$Z2Lxbu$za|(dYjHVO?We?EJB!P+wC7V~2*!i)#P6Mp zMb$l&re{ynrC=woY}WzcEd+I-HM5fQQpb*_pbwRn8OUG^?o)(Vf@x&NWh0Ww$pVCU zfM0zCunv|L21X~^$;TI!qm(&V3=mJy5*a5Zmqfq@6SM+y{5Imu6E+`{AEIGA-wn94 z0zYC%R586&*|be4rcZHbEEFcgc|5glvKu97)t&wHR0R z@E>7sfH$~7)uimskN9-FNso)uW&scbef%MDBR_a8KJ$in=i3)%+2lrz0>TMmOVrX` zAqw)4K30-D<5!$gJ5;&sw^IfHUXwa1nyolhLe&&nwwq7pp*g{SLbf~#F>{%TZq3Hh zX`{6g>r(lK(+dPBi^6$_lFsYs8XW<2i|-6LF(q`T_SPhj<%DlX~e z6H`7lsGrs7;dg+5io3s78(Ln`@+ZR}=z4K3q%n@)XVm6;^wUSOCE#^<_(;3@lw(Vj{tR^Q8VYJ2o+CXaV5R>@YQ(rf9l+ zfZ}&5+hB$sl>T9$7KB5U#0mf}<&Yg9a>LZ?!^RaJoA2C4PpGh^`6-BrUKLaY)CPGz z#*r$DGECE{42h&P7_w>F`G;yD(&)vJ??bMkdKbjsakRk5`bBY=(65FTPg zbw5UD#xgt9GiLPjI^LQKC-NG(725p~n8WE6A*2_5)r*?9+7Z-3R>Z`?K}5vS!BkXM z*3<;Pv+d&7ZQig}L(zIv3PHmhv8Yz_;w+jNVrOHaso`kpZ6IJ?1#npuO0#usRHtCU zB2CUJoF4CT23HLFW-3@GVv0uSa6jUd@}O(05w=xofoitE$$P)yxFiu=L=X_3hq@W! z)4*xoGAD+J)oXnKehH3qICxcPi}0rVASPLaZV4k=+7RxxF+x=WZ{1C9LUrVX|f66 z@L)%ZXID8%Qj4Xy41FnpQv$sEq~z0x!DEPyzI13psh!` zKc3}I?u^d+QjgEr>8mrK$Ja{dSDKe)GFje@&sTL*yO3pPjJY*&oG2|a4GxqS?dY*P z)Lgchq-`FBrwdIO81NhZDZ^v^XJ<+pfwQVTO7G_HrjpiouKFg zCyLHUL+sEjQFXTeR&uAXg=|t&4 z5(?j9W`QUlaQK8og;IiQa`~EZQ82OOd}Z<4ZQx|jpn6{Nuru^Jc!pr##oWPdPXE<( zJ=kK4%VU);UbTj?v2Cnua>}0I-(h!U7Egc8b#d(o0J-x2L7Z3P1z~42(<4*)Kwcg3 z0mvd^^&ht{nlv!eX`0lEyMK4%XF^DoYvHnFi-1Zw%Z?i|YkLP#VeMhu@U_a*j8a7^ zIpEe71aqqw_@`7?P*e#t5H$`W%6348-tHK2%1*p%_*JxUIHsFFsfBi77c_RS%*fIk zi_hls8&}Uyp^T8)#6Q290zLLj&l|kA0jR^9-83(c1G>H+uU&V(8DCZlK5wKtU}E1u zwN~l~c%^uvC&N)kO$kUCCs(ET`aECMhING9LD{+c`ienH_mPKdD%1lynP%}MuBYW| zq-bZU0^ae+NC>k6ZVm|=Ntr}|b0hNAuN7{qS{$5BJ#=41UG!Y}z8R8)bG5ps)@8OE zu7N+s=W=wE8}{MlByS13IV1&OOKE$Ow9$xpS?WoJ@c_5r3xk@d1z}Zbcse!la0)9X zOx}yt*rNMQye+YaG7-;8vYojyP~+dNY=^~M#qg8?|8u?;Z{xb&dt|R2Y>eRu&NOUf z)R$bihG`cp&?vtD4b!Vx{g-!t3`9+-jkOQrgG2gtoyM;fA)^0U8UXvc6;j1@^NL*{ zl{7D71Dk2+G$%Lr=GZ~`T^D_eTIEGxGx7Ao>S>Phob=>b@)A{)|A{%_ZoS~ zaz+mMePo-U^hI_n!Q0e4xEAW<5g;sGpod_{hT4B`e@%!x$J_E%Gaeu{TmeR# zo;N~DO$q)~zbf18pN+A7X$)6fR;i~gVc!8HB~u~iW9ns9Ae*dolkUf zwVJVuzv|BXl58Vtq8^babj(FHUp22pf zk4RdTHK>So$_9AR(>3IIK_UD6aYMJ720LvHz^l*znEh~g+B@{*uD%eS6yos8o2K`p z79Uz)O>h79Ioyy1o--5PwhPl2WJT?l27=)X-;NReJtDTr^5Efm*(^f)06*#xoSdTM zS*RMS#i_>5si2)m=97*Nc{eOz=&3OPS4P!FLqfvFZM$(9&&)=r=Ld1IpAzWeuQs9l z9(qWV7?7|oT6hI_-^5UmU*r=X}kuf_+N>Wk+ zv>Ow+jnAO<|HRfgnS5@R~uC}H|2rrt}KQO(F}ezotjA-Me9tR zMJstu8$i~>DVqmUDwdvFVm@D;Jv9rK9?Nn)*76p-+5^ED{GeI3JOpi&X8rR3LdL~6 zPxS(DCGe1lqWgN|fp)G~&VK(D)aet|&04U|nHITT7SmXV?A25zR$Pa80ZK{Y>B7SQ z<7zMRO!figKL+Oe&(#N-!5E)QR5<2F@F#c4PU8-^f>rvgkSf1%F84X-XG7&F_7^0K z6iJ%_8m`H#vLn<^K&{r6>HfFutok-hm*!}_+OQt?QY99uT5)0ZK>ffy1&>D;35>O| z5(mzbKR)=4xkT{{Iguvsr!2R+Lg9>Q&CAZ5_rj)i!ob49Lq@MZ_yIJR3KdbblUZpLl;6r>@O^0bf+#<&^exmVR z@Ev&R5%BvfB*42bk%+jg7o*S1_zF#Zua|Ve7A@HO+Zm&&Yi`M>4G2Vm!*K2-b#vv+ zEj;LZopt0SLP%3bq3Lum`DT}}a_;)G7{G3t_q$4T@)O@o0s6M@@FJNh6{77&-*@H}f0SgvI zCS3MptX3*TOY0ZW51(K>pIEtMixGW#Q8xhl8bRlhHe&U);np}?nJ*1&*Y$O)5z8N? zrO%=C4(=OPoam4w!f#WMi_u3UjRe ziOKK1y*S}x@AdCblR8zMRBD~`k+lSZU4vd4fPp#sk*_1Z69B86$+`Y}^Gd0TXpnr` zTmaxTfvPK<8m_;s&D%7BD^j*gcJip5CT=y}fVb!R1gGdv_GsLC zguYx)`ER}f`ahYoyZRc8i%wn!|1aBCK!WFEDc zu`CbY)AwX!>FSD#)Z35GEhcZwHtgHB)ihWw3Vpzh1>RHSx{^kyQl&zm%cYH5i-qQQAXg)M znL9vr*O9n_LPRRn7^0m_%&!CJ5q#irg>s$}U$v~_Ik6Dfg^1^|ud#9E^m+{6MncN; zMXF>UZ;(?&(hW;kHl~4@^LxXdiSLM>OW9rT$jEbRvSJR%!j^9E)LB zPSNRAnK^2Uy(jvI<3}JFP?(-}PIh&4+X=89J)(kUClEAYmbU0n zAgu>K-M<{rEuT9BkeMd+F`|Z!16u6o2ufaaEStS~>6O z__U%{dpoSGSoByPSjol~XG1*%Kl8^hE&psGC6LU7f_XNPkxBxuP;3S1Xr|w7rxSB@ zh6?D)`Gk8FBf>b15YLHwFzN+}??kn+=D#lhct8YV6;mZ ze*vX1x%o~G3}!uSj3$eqK}KJL z!;Sem)RW^Ad|JzXTE*b#-KiBoi`>+)5U`1$0UjU&3F)qJPHiBBcIsJwKiEAEw+_|< z?N8+w&lQGe9c@a*6TLxxoh~%vwcjzw(C9W`%zc}`s}8Gcm=A() z8Sroz@@cP46CvvCP0ZIlpgJ}-HX6+9tY?@`qXl+TJv@5~L@Q^|e1Qcri-VKaZ}IWi%NqOuD2aoNSg z!|06DgyG5R1@N6Lx=1x9_vn7fvWA;}ft-IuRC-YK8>Ns}26&3`&K!tC#vIa&~! zO*YT8Ca2#L%g4AM(`E`3f<^^n!#7KDvS_w_$*P(sDFfP7HIYs5Ui46_5Jv{{@iF>) zt?;*iC(XllGj1uja(UQ8&Qk<8xJjk`o zH1JOsPxE%ubuKLQ<1CY_s_d&md5mKqSAi^>!1x-;&jgu678V&9Kq?cZW@S_Ti&OZf z=G9*7+>1F%|n6#H%}f;xTgO!tYOk#S}^#2ppHWfS1Et0FH(s*%GRboVxxuX zE>0nQ3NstZ2z-r&Z^vp>{@fKfA^e#eAm1OTZR@XijqZN$?=lMoNyz#2<{u5y=D}Hr zHt&Agz|_rHQEq3fS$p0u#+z78ni0benDtrj>G|@6xA0ptSt(cT+`+T1^#up>C1o!%A68cG@hNXY9}SoU zOjxEvK{XO?MxCNeq$3s?OZsAqNB0h~Aa5SInm#?>Z>KSd+s=L}aPh>o+@x4( zm3o-XNl@Dd3^|3^3^>prv-Q8+Q3g zoe+~6-3kv6ppm0Q4nIfEV3MQTBXAixyk^~xiWT&AQ`S{cwGXn2!m&^~l^p91X}%ry z7btPP4-;XQ)#*UpSf9yGoGRiBJfwxE5HezBC-hnHt}z8=Ejdj;mF}L7Q5R2 z0+iW^jJ;U`5kzl?@P8E9PnD6`X)~BLJK}C_aI<Crc7AWO=%;4Kg|j)*Z#T9zusff-m|gS#d| zeP8KPWgSG?x6>#g66S5`B%n*^OsRvIKAkg&8Gn<})#A&}&r7DBJAa+K&WSqkr5)VX zJBD7qtmNF%v3H~KL=~*}FFjLWq)4dFWm<8d6lnFgkgfwN-IPzymsmUNV2G^Fi zOV2n4)(k}FvSx~7p%D$F%8lQMk!Hn0N2fmLW%sy2@^_KL2a5OXT_a_ zig+<(F#G3IZ=j-$IsT*)2*eWi-rmF~j8BxIf==0CSH9xMd`n<*(Kh{w4clEzKOKkl zbakBvYNpLxbM7i*%-Rw)pFV`T$4IuOjx6b4XKs)4Y#wo{>i6`sY-o55Fqx}H0)l~{ zwd)3mAkRjnPHry3*f1$+31$Dn`Jz8jvU4F_G9}G4vWR8rw>55t-zlJ0XuXLIG482JVYb*K>VDCr5blT|{WyaCb zbs?5OH5Zs7Hx}zf?iN0CwEb-)t)l$_f67S8GKs7xe9S=O?AbOy*R8nM3oW^r|?^ zXb?v=0pwk6f(;*YMt%_5cD}f)B%D^%&E}41kj!^Glehsa{&z|Sv^{Jj&O8#AwtQx3 zYz1;ONfHlrZ+9lmigHUCpELqot5gl|==p_J3M(7Ybs%qdQT7t|#hVX5NWU$f((zbb zK60BDZgd8I+Yj>TnkPqD=7A+&_M-R(@;<6xL;m(ltI=!j=`qg*O^3iQW(KFvssh@Y zQ>exG#+)x6AD6g4Fxns{ft_hP(~OO+w2i{je{{?_oFnHJZ{4N^nPZ4b>;nhe=Tfg} zc}t#qyK>cSo|Vc1!wgPi6x>MK^urWX?6TJCeg`bJHip@`<9T|V0 zUmI}VnWa#c@u&hTOT=oy9)k7}C_P;5>_l^4CKF8sbZH?XjlHRprl_f)T=TSddcK6H z;%yoW>XvA)gSnyHbmK+;h|Bu^nA!6DQ^p2zhfwWjohUZQN~2h?C8}rAU%CnNQNv`NKW61I4*EU*UMzLdEB>Hs-x}x zaXy~J-OLtR7ehQsRr5-wWo@H2P3c#EztxMHLn6*HMImAiP1 z8x-Zi=)pGA)GpIo{ypFM2OZGRL<9l^NE%&TU9;rMH5>E>P;h>q`}kwDb&KT&bp^&T zVh;n5oOMr+^{5QHat6dBG_&yUw8b3qrC;)Q9a^stLXZsfj}^mTr0JQmNB?>GX|pqI z5Hn^-V_+eH3yDw(sfvSZOdkqD1HUjv2JiL-qe4GCp>bBb zJZT&pz06}b!&p})IZ9a+$kIQ+Dcr+CsB3<;TW4>#O&%h0_d$M(JX>YRe*~wA%#iYlr#w z$adGZCn6?FeB~1e&e`voJIvnk4v7tEiy_AV#oj>phVULCF@=5Uwa6_Q^O$cfIqn?Z zWZEz)X8M?78Esg8G;6+lB;Q*e4sN13Uz;LR>W!M@!C3N=c`Qv^21uVQOwpx492D z3I6N-3u#EP`3PsANP~^HFtg4yH<5+j{JWRhpczx1@C%#|HPhUJr`1u`%2gaJf{Qw) z>K?IqTw`Ufr6>p%GYMYg~krUK3h-LI6*aQqaS65ABf)2k|qEb4HZ8ADc$r=t+GQ0=Z5F3L452WoJ{pz*9+z1?dpJeSi za-)sRDqx#lup1s{+Ky!K-WYy>5f1r`_F=b~>0Qs_S?Ae9=_CGj$I%@aQ~UBD=C?S2 zV`rp$2Z6j}woY!`T?^1lFdQTeqNP)uM@w;WR@JvvETasf<=POa_uRmS_q(o(qpzcL zcu=feLaq${YaqJFP1FmP5(VSnuPr@e4MHnZd5^Zjv|75*0T&>8JC$uay=IDZ zSg6!JQlh@924krfLK^o?J4iPa(I!C;GrEQPzt|-wH}KEx)fldf-esyz`cHt`&w{K~ zAA2pGo)RFVJgQUI^H6Y?drbAm93Il$`U7QU)a&CqPg*BVq4c)RN9q~S_1oXBdz0at z>FP|7pzo2_F6f&I|G3dAGgid=b<50k3U~JGY#Meu*loSO%uyqo5Yjcwdf*>)vcP+H z;Mee)k5V-UUGOMCVLAkmgB1xjYDQXiHe^!s5!>eS^j_!Z&&65-pw4}S?7tw@mq}UY zCt+D_m%j!*joV&4wv24vEXXwhoOjBww?zh!at4$Ewg#3E?Ht68?jq6}0X#fB4ZKy4 z1!cv+`%_~6R*SQXvzew4@+?NRzl8YwrXm^w**^Y`kz9Qsl{)RDWmjx+Q<1ZAsTEa7 zR$TeI0Kk4(Y0?W&AFc{h)YN!%5&N;E4CwNrYp;KZ)fi)gCFhIX_oN4pya_@{yYUYk zZ;hex7#=%H#z-K%?^SH3VT8Y#d)l=Hp*6TKa0a}JI8&!nA2Q;Nk`vg~Wqu~M?}?gd zm)gC+V?iHJjH3#n?m|AD{jYgD>uXUJ?F4NW3|(?-R?ZCVVC|zS>tJ`x>=8{4!YJXJLH7HX1+nO z^0?e5GgidM!tTzi(cg1xH00YH*?Sk&DX@kd>`S63@YZYNRplk1>U!txQ4xH`8(_kb zKCBrG3o)jZ`qFMnE$ZCjOGoA$U9KLdgvm2TwkAA;D4>t=u9z>q*8w%6F4e1(gG%)V zcbxxrUyXM>sMPXST&=wNyPPt$J@!MHH#R(3B51C8qZK zq-;zpukqU4t-?>uN6Ce1A*)CTN~$@~i*xL79trm5AW!W(SSHYivB(FZU8vOD*_R08 zZ@|Uq9;X6#)m1eOHRWay=POP{kML`ry}fRO=XX}4ix+P)gNTTi7ymA%Y5Unpeqc0NbaRXG}+odX;KFc1?)B_)n(SV0?^;rQcPU%$OeNc(#p}|FjiuqPM`-Xb2vdboWts}f!Mha(+*!K^?h&qDDIz~N) zmWH0r!Nl!~x|xCHQxGpZS6vl}Bz^4z!s%~PyEww@QeB6$);nR6iEgaDvULPZiR)j` zqA4S)rSwZrOG^{oqN|aUT42n`SA41MO?4XZ6IpO3ko~z>o(lg9F$Bk zbQYE8NB3IR0%Mk*^DT__XZ&q^?Fm0)Ll;Z*B2Xps!Le+vp(QRJJB?nE+dhWkbg*{qLD!SMv-T z5hb+ulITe^ZYEvOlwQ3Q6p%OZ){psc9us6Xt2VJhgnh{eo$vFZ02L~F&rp~V_t$;O z74)*GpM{YmJq}3c1Kc5|`V2Dy$Y%pft_J_8A}DsjQR_YCUS4Riz>ghc@7$=KeAvhR zD_!2+6FdvrB&f_O=3wPaG=rK`lhi8O*2c!#+9%dS3HNc*;4*Xvrrza%xz^k`!XB{? zEUO<#c(7I>+UQc@*fq(WB9|^$FLe2UyK*gefVhsq5*I14+crsW7eJ}ozWolTF=70U zRSc0z4+z6ifJoP$jAz!hm0-N<-(gT{elmvOo3-h z*H?(a8a~ikfd}fS5Pa9z4}&v5aXECs06}6NGPH9$7i)5K(O?M7LZ46HK98K-bok;m z)Mbn>D8NlbdA2`6Ni35RDH}l+afHV$Cd&`~iA^Y%>e7I2_|AYP>C;hNuPzoekUDOd zRy)?-FS1e}?fV8D~naRDKXC zAZ;jk!KG2f*NT;kvG*Wl&a6X0{?oeG)(sG2Xu ztA_b)*Y{F6yRDv;&-VsZ6Kj^jXs&OmLsh9MEW^F&D*8)G>KGJzi9MERMY2ZJzn&Oy z14_I7An_^Of}K&wCX}4sZpMeEN zKx+0DTff8-j4IYrbaFZoY{X+CHH7I>*|H@J6lWUU_>!L*@>24I(_USbpBCA=7I-St zBWF#5yPxYmwzv=Oy`}e|r>xW=V4X@O?zP!}3;rafI zldbaptgV}t+p?|(a^yudy}#QMfw%2jiu3q|PfALRivmjVC>=V+AUzs7njm`ExTXkaccNY$6!g(WcYHhKjK3(S_>mE)AhYR60rZ;!ukky->^;&` zQk<|%P7dUui&+$PP%$;|2ECo#wGFG#C-(4!N00Z8tDKaAtRnVmyeuNThvf!M`)l4> z=Vl`SdunHEUaA#&@p{*B44gyoHF%0jzwOKS2Hn{^UaKZB*<{G1e4HV|0lj7@fTDXq zoq-dMA-##OqAA)cnW%tWWf6qKEi9>bN5oTh@yS%;S(}d~G~5uedk=WUV68-V1H_?i zNeYtRs?$qz!_1mF{)oiAKd(*yc4h3Q1RONfEnGxlI3h045}rlu`l{JFwex=Q{Y%Y7 zZr_OI#L2)Kc3dwEq)=*7&d$i7z!v@?+m4%skxmndX%><39 zCR2$d?941|aImOQ>0kk!+X=L5OzvQo6wj89ir3##xU7GM z=jG2_q|4bB`6`wp?|#KEI%->RD#2S-a3ZMP8g^of^Q*W0tcmb)pyd1+xij>W+fIUy z+O?eIj3`WR?=^PJI(b?s%{QsRAmUQ8!^M0+i@znfX^YWr>d>xY6zo+U?7$;&!@=G7WsQ4lFq}cr-wa$LL&HV2 zC;~7M*9}tOJ0UQ{64vHwGBO@ml!3PD0I(aAqt7kx?W#lGqf~7Jj=jek0-SI*34u=EjGCjMij6UhkD<+4X%2i*-F69Oh*dX zaneynajtU30Rw!l&lM`N{*pxJ{?*7P>aoR>Ej05$QL?xbr9b+&9-0x9cuotI?^6 zRt=(lzwzd!lI?oj*^?_Bnb*v~_-mt86gjrv5gnu=++dOkvF8+%YV&@+oiq%ME)B(b z%K3h^fJ~Wg51*_Z)tE>DYbjZU5)JG;Av!l+DE|&~{z=UFw>^i`RSvIX7E6Ng6_(85=3(Q=`(z6gyC%d< z!MPSH{~9VMBW`W)x;tO&g6jtwNOGN@LzucFklS5D%C$(gdSjl-s}x)xn(rFQ|=l8VFrNIyjJj14IJg85w@u`k^mXu7rl zrv=@CZ958X_&X*vPZbgBPKMe)YjB03*=ozYWnDH9oDVrvd8rA;SqG`BFB=en8?iO+ z=we&1U!x`;vz0fnCR7`NO=+uE{}2H+;U3aAfwVRDoS<#5X^`8|P3mDhnP?Pm86!uAFZy*X%M20Ees#Us8@kT;D8uY2+nts60I;BmLBIvQPkX+y)};AO1r-!# z%(8KU85^!zxd8JiVBEdiB;TH&`5bS;F@3wOP+kGXp82+g}d}x#bCvFZ2+k?y$N3Y2e@Dl8=Qr zqcBtnr(jcV`V9Uw!Hs99%hT-zD(;gb7Tf(3VW-}jRj6x$t1m%B)&<0VCIxQx;*R>N z-llI$+>BkcJp@fNn2crSy0*2jh^2?S!66pbuv7-ecBGRCDH!Jn$yF0frcsiwlH^=6 z-ZZ=J)@p*@OEbW}JaTgV$q#~HsE%5C=q~MB+(kh`+`5F%$EBOn>CrIt^H&8;M+8h*zcVu|Wt>ZYRYfg-s44guG-PO~3HcgCbjs?u8u(?byVp7# z^o{%g9zfc!{u>4S55KAZo@-|O59QncmfW@0_4c0q>EpQkQ{xB#z)AxS`!A!j{6o<9 zKPH&j|3l|zWUOyspl@u9>^3<|M&<>E73V3MGO9_bSu(jfu@xmgmB_qlB|xJHpf%L68ozyfLR>}w z!m#0A!$+V-Wpq-ei!YShoyQ_WxWinY-MA}*9ikVZ>)$nemeyW>s*%4H?!U+KAYFSW zb^~`s`n;-*zMf56&+?-4eyK0YVLlaq+JB9|K^cGE)OT!6-%qAqJHEzhos)6=x%#jr z>U48*G&W|0FSFk1a$7vsf;lwV zTJN>fY~jSda%Gak+~Vi?3LRV3H(UP$`<6hlVbi#A;{S8e?DO*2&Cc1EcWsjAX1e>l zj0KCW=T!Bn@cNp+`?34%_siuw_U5DJVYB(O4ej?U+b)cVjE;_Um8E4>rKQ=-`^@Ld zwc8E{lR)8++aXI^Vh>odtmp0x>)QX{J6Vj&^drzu0JaJ=>7o&NHZlt!BKkMlm{Q2PhXNnjTiC7xqK2#`>!39pJ{&<*0*N?tBeX_D zwdkMVYO!45T+vnnh%r}U1PKAf1ZLszBYeeT|LOQ~Yo~Y)K+Pa{E-T!s*yru$pev56 zwm@QXxM!zA4w}U_IXf6#gf9tk)w7AY84M^>ZE!8Dmw}@#`eeK>#G`GV0zD@K&k~>FKz@sfzO8kBVY6d_jK+}PH$@f zzJ<(W$f-_99t>G1+kya$Fb(?;Dfth`tPSAL_T5pu7&LGwVZj5&D?u98DlB~!&#aYV zhAbK3U{o5Ws%c2+Yp|9g)tpgdML^$|M z7G+KB6m>mjuJg}Mo8;~_pQ}0e8;nZvDk8UY0m%Mj z++$z8sJ2&g$ywA7-At+3GBnZd?sFaYpXb@j@H;MUBI#qUAFJa_Y#L(kaLhib6{Iu8 zB|XCDlARp#T-rTTt3%bFKyvNR=|s_m8s{jK^l|Izx!qFXi;yY|S@yL2f>$(-^=jXi zx>cT|rv#sD;JUR;(Q&Jsy+S0cnX^sCJYRDHoGxeQV=^V`VtzC?+;8+XDP;S-$^kkX z+it%;W${p|0KC|@{rWr?TSE>n!ib6Eo3IA+EEzb+yYcO8Ll|;Omp~sQel1x46?MUd zHDff&rHd9UhZ0Qk3GRN;7rfSIxVZGtyGqMBWgXb$;?O4Cc1y~Dmd03axa%{QnUP9F ziv|S?9}AMtw?_tVrnLBoWDVN^h7`plZ=BZCNQa zSRwXZ&!)TyCJJfCg=%5o*HukQtQx@HGiAE1gOZb9!o$iO&QxfP<$E-r!tAdhPtNjzX{Nw&$y=wDwzmD2 z6IqT?jVfPHxrJDIdf$)Bq=FDh>0ohMN#VEU?H3q40798!V`y4&(9ip3mAK1^q$nRm z^V{6p?k}-dk^&+T3GtRCQHXayPC7PKUDL~gH(VS5L8J9;h&{7>IVmYgGTpFYH;SRo z!$(}@9fQ?i>7A9u6&}8TtQr~Fu8rvcnzdz)|*1J@+CryChj?&)YKB#vN z)F`4xMl~hIRdv?sbvl+r3;^6ml!0B{+RwH2oWz*kSPFqg~{^-c#cCr|Gh3($^YQ4PE9SeEPppLvgEIp!w zA3=&Z$QhqK{DS_m`n`eQ^(gXSJ$n|w`}J3LZ8mmCIU41;x#z)Wb>Mc}NH(lY_BuKW z#T=C{=V+@D1I7IAlfMQ+8BLiuO7`h@Bh&-j+WQAk3Gb#FEQW??1rVu{WL6Lg zvWUYTb@&HRXzZBR)?l1)05>qNMG7Hqv5Ea~F3eSpLjdg$>*>S2HYwuy>DOICMdmQm z`&D<&>};7aA7bq<$(-O~j->Go>zW9=TrFKNWX`Sui4RWe>zrRQzFP`I z>ZM@iu0Ua%`_@&}WL^7$&1>tKu0UpmE@09AQDb-^9)TyNlcVL+BC-7-Px+TyElPY4 zj+pIGd!MTp=u1(y^%N*9NnVCcX17WiT@NY45-fcdw|0r+fM#KnlG?#8<|c*4@YK(3|6?ht*$n&YM@=!vQFqF1E}d3^Zcp0e2I_gB>+nHM=(JW#J83(?3WvYZ3&e6l zn{*A8;08;!+*X)NRS*!xO0D3nEO7l6SBv(&z!Maxmh~;g9HfM_p7-oEcS$*kZ6p@( z=qfj!hY_aZO@EOl*6POR>GRbR$8HWF__O@w)W%3g#vP0@>IO%8=)Kb!`d>37@kPW2AsIu)SNu^hvQ1sGD`j5C%rv6 zIun(!&66nQ<$A~0`Cpk>jg>3wb#%_jdf9nX0G({xoS)V^7p*O?)WVKd_W&$i)UQ~l zifX8)<|A5AhCMyU)3C6B ze5dPg=jy!Ks?_1ASIa`3x2b(zG?;-tNc+!P|!$>9vhxpfH?944Pb+eWZrOW9Fl@L)^w*_#xX4t0)PYopaOv)!%HX^Rur3cdsM}6%9>l?a$HR}WE(!`rk$r_ zYh7+Noz!M|t@4~+c1}O>cKd#Quz6>9^M0Q`nvD=&BxhhPJBE-t85Ppn%%h4}wo)n_ zW<{L{ws*h}J5t9bJ#b{;vB~vMKakxE1n%Jf?CwBdz(Hob%*I#11v`0g|4FfEenpaj z%g{w<&fAgY!Fp=8`)bQKb2sF}&11`X{e?T}74XCC2g-NCcPui#ED>qmL8w%=biS)- z-Yn@-O3m&3E;YGY-t>fNVwox1YV7cqC=z9kM4kJ$tCsaT~19aQ;~99$#Tx5wc!p?`esPa!lYZMGa%s35t%Z!#bJD`r z){9y>xyaKfRXayQsj@M*YjEf4DHD7ksf%_vpkS zfK{88tu^e;aAJR92k@dT{=tm>d5;|tJk}bpZN?gaK9O`Hxz}RN8wS>hNsYANlRaqI zWt1YZ(f`H8gD^7ki^3i+m5H}_`O$&<9*aqB9!!*e0ZAG)Y2@p1!iu*zTudC{Qv540 z#k6T1gf#!)N*_=vr3CUbCg!tQQ^vt=K!`W?1@dl(@+9&k*;}txG-tW}hy5}@Gi%bK zMZK~d>2Km(2z&}^mtEcfe+z2?qgTkb&nqjeKAw^HyS)D)E&cUI>XdX1D^rum=FZN- z!VDN+)^$$$@o^sJ5Q`Dejg5CuK-XxO1>384UpFm+;r{ZsM8WxGG?f8pw;|N6mJjEH z=#2*dkbRZKUe}D(3)h`l^VCp3)m`U)Ody}_xHtfZwdJy(9eTj$9fEc!70ZyA{a#*n zjeqPA%6CFYZB0F&I5=1t| zj2eap>~qa8MHDxyS;rpebd zwB%GVq1ODyJltPp@`L*$={Ojnc<`tpyCeg`=qRnmmmKvgZXO@87jdNxCA>c>tbUAJ zP6)jriwX7Es#o3|wnT&u#(8%MUM=BBQQjAaW#u1ewNUNO-Pz~vv70g}F4+1~@T`Ln^Cj>8J3Zf#Gw?l!-Kr2S>I{o@%IMyKs? zKU>>eM1Op;o&AQ`67@QG-fY06QoZFst}f#niQL#M5sZHM7JhPX0(~Frk|au_5(@=Z zmh@}6O?g-v-+E1sB^kpSjQK8v&u{!vq<*`pb5B)%uyRKM?lLg*wG_R=ErK<~H!A+B z_l3U^1l~IT+Q%vnaw{+*vJ?-%sgL4pXAJv%a5ba-30lcqng0ZmM7zWd=jU0?G) zmj+w}K0BZlEDIO&O?uSiV~E-EnQaSzhclOx=Zj)MrEdD4hAoJw|_Im#c7=z^Dc}PM}oFOR40bDjMblWVI;^$K2 zuRRCdKx!8Vra5{dh~6@4uz@cv2{dt)+Be1MNzcKQb~ z0-A&bEU0OiCI>!ZOSVi)a_8Y^yJOG!4d~~3Kj;P{4fkN7k3w$l+h_m_y<{v|r~6#r z!Q!1VQwu%u%H9M`rRIYa$+J1;oaeZZt&>&VX&vPa01bvo4gInY7ghEzIDJM6O0p(!*V~o ztGH6SvdP>kAB7v%ZMwix4n=ze+#qW#(J4HbpJ8Inc7ldFRC|a3pcPJ5>+|eDiZnA9 z8`nHJ(PnK7o@Xz|T^fB$?3vpGS?^*`j{Aq7-r#5>V{@KuTsn0N^%w)cZcIY2A|zB& z&Ln5u00>xFIaAvCmXF0lP@S4Btrwbnw`~Skl_FK0P7Tt+frSmQvNlB24dSSzyg&dF zHmYYLK(qm+4u~K(u7q##0Apj&pZk@><6Ykn=H+GRn% zGr+MIQM&qrCJ-=eT-Sg^5?cV(v7sN75H{i*bdgM2%to~e2YZjQh9VTQoIYzxSV%Q~ zc$|iw15IY3CCQ1wXV7`cvNgk|nQ?W=KPq$`oA!YUP|YX9BbYsn*ikDStd3rTk{U%G zx}>C;stwbIw3-;feczZ`8jM#In)oSVZXPme9Q;^bTj>G_YmHhJsuVn(P=TM4@J9h% z%a1QQNDiZWi;%AGmelvQ@3sZ9-OnBoj8dof7J(k)`6Jz@>X5BKfdLkd2TSB6QNtK8 z1C6usgX{&-d&B$kaHB1@Y6hTl?%r3&rK3e#6O1&eLb^{%K&l*a54M>fNnJa)?|?#v z9iTt$(JLKIt%i|!Q8C>iRJEx|jNxw?ZZBq^Naqd?fDuVm5YoE!sA!KFF(qjC?qIjO zWqNIgJ4h)O_sgF&;&RIcj1&6W(@xdQ5SZpipgw&{B@td&kSwBpNp)ZUnviR)T7}ga zrH`n3_sjM{uTW%1y~YRO$P2z(nn=Z2a&ODmTZ z)Gk<6ynIG&4ptma8^jJ`)Dp^v-bfA zbE@jixNOiB?=c}`%=IZ`bSUYN=A+8|2~!u`GTs`{xOEw-mXL)u(zIEfAt-b-n#APR z2}mV_KVaXb#A85<3YK}ROzMjv8}xGKJXf3+T-J83ImHB<@@LffmbZ1(DuwQdT|XEG zB@V9#;%g8ahs+$UYHccQ1-@U6b34MTn+3gNDRNcyosGeyUuAzaGBP5}2Y`@UBG1W2 zazP`OPAjlE!v#4SW|WxwetSz9sjNrRX9{rqXv}P@E-P-Ux`n=wGxYM3bPsZ|2d$Gp zH;k`9i;2LVsYelGP{RDFN&RSip4VF3ptGY&4&}%f`#j44gT93uw(JBY2+V&^|E<6B znFpE8mq`OOVz;3(`>98bRk80?QP>>+*#c5bW%9LGyB82PvNMejuaT&SZ%dsl28Sbw zn_FqtXDyx?5Vx#wVwH$>ia!n)`TiIA6!6GvTqBpwo7T8pMC9dc^{WnJrfzH2uwpGV z=9D0yKUiP0EiV6pU0DB7KK$=-5fk%&2w@~?e1_@u{X_h@kpxhHf!5|g(J@3p;`NUJ z0KN@?9R6jRf1t1b%BH82GqhB4wxN^7XJBOg8&mJ-z4a%#0tXSiHtuYJICy8pc24+@td};|AAoOlA=A<_<4Jj(9O* zFCvi_ftsNlp0WWqM56mBVh-Z89hG%oQM_5My^%73a372Zgjiz;k%AzmAedeBTA2_8 zM9NvkoQyz$D?vPp7F~n^6VnkuKz*x75;$s*h)B4QIny$gdHkHMD*3YmP6Tya2`yZ zLx?Yo4;3dzFoFQ*sr76hLo!S;u|gg*hn@dvhgg1|9vw;sW|7tbu|z1s3$_Ob-;w+n z8UqU)TX~NgkQ`Wuq&O15d=`m_AvTN~qDT;h2<8Ojn`CsruZTXjjhq42bc%m}SSS{? z7y?9qOq(B3BUdPs0s9f;5km-RY;Ii;cm^9fRDu050!2P+2whdtO}`0JaR3NiAOH;B zAg63pJ}bc(wuggMrqG{)qpcn|xxbr3Vr6)keWZepS*@Oe`U2Uxm}4%zN*|NR0#ja4 z1NMeJYMm5IQwnZO9rJ`A3Qide1-FnoY@VM8XwRb`w#fllaL5z$l^(Mc?kQv$oR z#Ye`i?D$E@RegGN#JYb^aE;z8CC8Y~J}7qR3SfJtDQ{NxtjSGfmF=<5MB`6Gd*!1> zhHmQf^7UtPb>mP`kXzA(D=Xa&&QVh5#KU`cceXCtqG#^%$n!LD9aQe0+2{7xFArDM z=!*asiXp*x(NfO2@nX#8kqH@trv1m$pL_K5&4#**%ki9n6geJL^lshA79e^~l?mVF zy^7JFk-J?LyUM1kcBZfCx56|W7^BZ62xfWI;D2Nww2QyQf(Qj0UhJM*s??2$krN07TO;T3H^{6J`?Y z2OMI3Z^KPJQ8jOf!E|MOVekUQfMco-DU`y-`1+#6AIKpbyf0*f-b&t{sw%g(at^OF zx!<=lGnbnV8a-JktMaA~COQyRiecD-;2D&`5VMLSfBMS(g+Y+~*T8UmRXXfl46#-Si^RU;JvTWcG#gBRkAGr%8@aSql3hqY+nsgr! z4DKQ7`(~>YJr?2`^Wox{*+tH}xH{(Oq0$*TphqSBW>seB#W{A-kXan%r{8dKO>+lF z6ldbLrGOjOCMzbxz!kpQv?$Ad|{GXMZQ#=~u$0EqF9WSMMOyuQb-s zuMShbW=U{KU^>E_h1L{z3~t)pP4oNRS^0^sQlqbz^5bsd`=T&! z_Tr%sJLSDtPjF7V>O+;XYQ$h z=ibhrS*i3-x=M!zJ)JAO=)K$Z?KIRY8C)i*hcSkcTddmq=-Pkw5qh4}th{Jz z4^s#H+fe7TOjQPdu!wmDe=J^LtGbl0TH9wKGpvi zLEKnP+dFwUFm-vyjdCdNtuu2`k~eVtZCJ6n%PYz*gI+D--bcshwZyG|5wJWcTH^M@ z<;qK4HQ~X#!ci&WUCLSR=|O7WR(=g#-+jC^ESUhyF$CUe>g++{vD)BT7uwU_smOJ? z&biT$a~oQ|7s@%m-sX3DQit8)b_-~AQ_FyQiS4l`+vJ*es_aSPDcj^)b}|JHl`r%1 zdNf=L*Bdmi%(e;vNVdDRo^5)WdFHme^_~?=uhFMti|#8&r2$zLG`H%}O(6B!spgjF zu~Wl6%XOoIlb-!d`PC{$$Ji;S9k*lNjNeE1`!N8@=F9~ag%_Q@d&*)1M*7S4aCO&L zOkLK;og@I7A!A3DbVz2|e$dv6<~rr6aOI&zGb%c!>v|cwqisXerdv3&w|wP#4w)ui zJGkbkP_uSflSrwEZAr7zCAuvAM}(%YO>=u!tLd}q`Fr_h$I{8q?(gH(XL!lV1O%p* zwFJ8yIX`Ncw1Gvvqr&wfTF^FI%0Ds2+F+k_$F&@owe&7y8D3078d++3(mODb7U$G144y$&nVbXjgcFw)sHNbr9cgl_$=cUc#8Rqc^1`~ zzaX-B5=$wAwbQJG)^bu;YJp*qbQinIkM=~7>lm@Y0-!g`>%&FDc#`U`^ICX1^H zMJdUWHGSArx|7Kk?YE=%_JhTE!wIkbJz*zE=T5QS9^P$r$qnbB)n%0f+mheB8U}WxxPH`j zqiCynNq$!lq0#glCC#7G-zg1!FNF|(?G&ZI2%woa z5jpRXPR?CeXdClRN8s9?i?ak3@?Q4UT^-31Xy%rqgT9MkPbw|deDAW zhZ+#j4N~wBKlfbSQC1Ms0k%rRO0Ko2 zsY-Ov+;Hzqol=_Q9GwQoy0|G%`S=%VtO69*k|RErkY)M`%-LCaD?c%qvu0{07EE*~ zF?0;nwSV-DzLXppSC%Vmcad`f(j)l^q=xtlSHRG1qA>A5_e zPqjh;Xtg0WoXT0&TIq&4r;_y`Q(}b=yp6u^1-5CPY|nfE7p|wdeYU5352~}b>f&R8 z3b5QSx$|O;#hBm&-gMdtIdGx)@E9haa*pR0>w5U|a9GU6I91)@6En+uQseIgRX4m4Rc5?PmeF8LO&MkCUxYih7*3mE;nE>`7$Gah z4Us(OXi&g4#w*V5uAWnqt28jCy#_n zx!v46ygb`{K0di}r`gYNRpaTIxqca|BhTYcg^=%yCLDEUdM~h}%b$g5-~6||6X(Y} z2apVFpA0c(pd)w^IBI9>MyL=V0zQkYF@^_9udYJ zr{-Qw_d92MCT0RI&^QHS?>rwX$?570i-O|P>?R$2K;^0etA!*pKhoQa>AFksB<2h} zgOjg73_7rJr0K{+1{)70d^vveO50E4e?ukan}we&TIzBeMft_ne0lAdi*pQ^LMdK5 za8R5Xdu+iZ$wXzs2HMDbb4b9Y=lmHw`&L_@JTJ#IB5a&#GOu-j1yC6?HX?j4{qWE% zbP*`qzYVI-AlvQZ;r%#=7N4oS^qvsG%Wls(YAV}{)I5!RN3BKgNugYDtpLKCLwl;i z#_$yicrqYTnNm$X^HOhI_SGppQz>1;NpF<-Q)_+iwqEFJHo2Mf!^z31S?IypcCb=j zxW?9jQrqeE-Ro(VbWIltW=t4m-RxAg|uwP z-n&bIrVQ#A+{U*W<8{*>TD2=mwJ%uhbwXdW%Cj!z2EBx)uRou3bbgyHDsKhX(Mh>@4Fg> zZPrjbwsofN&-Y)&PCv^$bY#z|4%eStboF=)fTGE)f#Fb>dtS9ID~GN(x8hd zKE^wiLU~HF-pO3A9L-p+S-OgQUgH|6LYmv93PkF^_)ZXcjsArmVr9gq$G0=IgyiO? z```SKx}u3GorJI!w+WLGE3=8QDGR-ksj(3UJqr^H3zHEOy(trep{WsrG4KEX3mrN| zJ3D8{|022+=_G7T?ePC=Hbpum3r`b#2396IH7y2wCVWPn{}=nj@E@J>G>hZ1$^yv# z`%W8L;dA_l0OaK1(S#HEG>|j-h0+uFLF98lkQ0G51f8zq!2IqYXto9>Yw>RY z#D9%Yh>5{&znxh1{$y7wE2emf2*11v5uPuE(4>?EgA#hhC{;@d49uaegX0k`+ zt2nCOoRRj9c6!qw>9nfSSgTZ2u}wOBLzXKa?)|*QpPp>Ztl7COcY)k{(5a{HCr8YvHJ<=(+eH8l~-C03;>Fe_7a7pJ|rvdl&v%0#68ikPXV=OJH`hPDmCuajk YXLm;vQ%ELOb`AzcND>keIZ?>}1%_Dn{r~^~ literal 0 HcmV?d00001 diff --git a/assignments2023/assignment2.html b/assignments2023/assignment2.html new file mode 100644 index 00000000..4f14c9c5 --- /dev/null +++ b/assignments2023/assignment2.html @@ -0,0 +1,1463 @@ + + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 2, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

+
+ +
+ +
+ + +
+ + + +
+ +
+
+

Assignment 2, 2023

+
+ + + +
+ +
+
Author
+
+

Aki Vehtari et al.

+
+
+ + + +
+ + + +
+ + +
+

1 General information

+

This is for BDA 2023

+

This assignment is related to Lecture 2 and BDA3 Chapters 1 and 2. You may find an additional discussion about choosing priors in a blog post by Andrew Gelman.

+

The maximum amount of points from this assignment is 3.

+

We prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.

+
+
+
+ +
+
+Tip +
+
+
+
+
+

Reading instructions:

+ +

Grading instructions:

+

The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

+
+
+
+
+ +
+
+
    +
  • The recommended tool in this course is R (with the IDE RStudio).
  • +
  • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
  • +
  • If you want to install R and RStudio locally, download R and RStudio.
  • +
  • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
  • +
  • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
  • +
  • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
  • +
  • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
  • +
  • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
  • +
+
install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+
    +
  • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
  • +
  • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
  • +
  • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
  • +
  • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
  • +
  • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
  • +
  • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
  • +
  • Do not share your answers publicly.
  • +
  • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
  • +
  • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
  • +
  • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
  • +
  • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
  • +
  • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
  • +
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
  • +
  • Is the report anonymous?
  • +
+
+
+
+
+
+ +
+
+Setup +
+
+
+
+
+

This is the template for assignment 2. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.

+

Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

+

The following will set-up markmyassignment to check your functions at the end of the notebook:

+
library(markmyassignment)
+assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/",
+"blob/master/assignments/tests/assignment2.yml", sep="")
+set_assignment(assignment_path)
+

The following installs the aaltobda package:

+
#| cache: true
+# Caching should be fine here
+install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+
+
+
+
+
+

2 Inference for binomial proportion

+

Algae status is monitored in 274 sites at Finnish lakes and rivers. The observations for the 2008 algae status at each site are presented in the dataset algae in the aaltobda package (‘0’: no algae, ‘1’: algae present).

+

Loading the library and the data.

+
+
library(aaltobda)
+data("algae")
+# The data are now stored in the variable `algae`.
+# These are the values for the prior required in the assignment
+prior_alpha = 2
+prior_beta = 10
+
+

The below data is only for the tests, you need to change to the full data algae when reporting your results.

+
algae_test <- c(0, 1, 1, 0, 0, 0)
+

Let \(\pi\) be the probability of a monitoring site having detectable blue-green algae levels and \(y\) the observations in algae. Use a binomial model for the observations \(y\) and a \(Beta(2,10)\) prior for binomial model parameter \(\pi\) to formulate a Bayesian model. Here it is not necessary to derive the posterior distribution for \(\pi\) as it has already been done in the book and it suffices to refer to that derivation. Also, it is not necessary to write out the distributions; it is sufficient to use label-parameter format, e.g. \(Beta(\alpha,\beta)\).

+

Your task is to perform Bayesian inference for a binomial model and answer questions based on it:

+
+
+
+ +
+
+Subtask 2.a) +
+
+
+

Formulate

+
    +
  1. the likelihood \(p(y|\pi)\) as a function of \(\pi\),
  2. +
  3. the prior \(p(\pi)\), and
  4. +
  5. the resulting posterior \(p(\pi|y)\).
  6. +
+

Report the posterior in the format \(Beta(\alpha,\beta)\), where you replace \(\alpha\) and \(\beta\) with the correct numerical values.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

With a conjugate prior, a closed-form posterior has Beta form (see equations in BDA3 and in the slides).

+
+
+
+

Write the likelihood, the prior and the posterior here!

+
+
# These are not the actual values for the posterior!
+# You will have to compute those from the data!
+posterior_alpha = 2
+posterior_beta = 10
+
+

You can do string interpolation using R inline code execution in quarto as such:

+

\(\alpha_\text{prior}\) is 2 and \(\beta_\text{prior}\) is 10. Or string interpolation within math: \(Beta(2,10)\)

+
+
+
+ +
+
+Subtask 2.b) +
+
+
+

What can you say about the value of the unknown \(\pi\) according to the observations and your prior knowledge? Summarize your results with a point estimate (i.e. \(E(\pi|y)\)) and a 90% posterior interval.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Posterior intervals are also called credible intervals and are different from confidence intervals.

+
+
+
+

Keep the below name and format for the functions to work with markmyassignment:

+
# Useful function: qbeta()
+
+beta_point_est <- function(prior_alpha, prior_beta, data) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above,
+    # combined with the prior provided above.
+    0.2222222
+}
+beta_interval <- function(prior_alpha, prior_beta, data, prob=0.9) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above,
+    # combined with the prior provided above.
+    c(0.0846451, 0.3956414)
+}
+
+
+
+ +
+
+Subtask 2.c) +
+
+
+

What is the probability that the proportion of monitoring sites with detectable algae levels \(\pi\) is smaller than \(\pi_0=0.2\) that is known from historical records?

+
+
+

Keep the below name and format for the function to work with markmyassignment:

+
# Useful function: pbeta()
+
+beta_low <- function(prior_alpha, prior_beta, data, pi_0=0.2) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above,
+    # combined with the correct prior.
+    0.4511238
+}
+
+
+
+ +
+
+Subtask 2.d) +
+
+
+

What assumptions are required in order to use this kind of a model with this type of data?

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

No need to discuss exchangeability yet, as it is discussed in more detail in BDA3 Chapter 5 and Lecture 7.

+
+
+
+

Write your answer here!

+
+
+
+ +
+
+Subtask 2.e) +
+
+
+

Make prior sensitivity analysis by testing a couple of different reasonable priors and plot the different posteriors. Summarize the results by one or two sentences.

+
+
+

Plot the PDFs here. Explain shortly what you do.

+
# Useful function: dbeta()
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is source code included?
  • +
  • Are the prior, likelihood and posterior forms in a) reported (derivation of posterior not necessary)? +
      +
    • No
    • +
    • Some missing
    • +
    • Yes
    • +
  • +
  • Is the reported resulting posterior correct ? +
      +
    • It is not reported, that the posterior distribution is a distribution.
    • +
    • It is reported, that the posterior distribution is , but the numerical values for the parameters are incorrect
    • +
    • It is reported, that the posterior distribution is , and the numerical values for the parameters are correct.
    • +
  • +
  • In part b), is there at least one point estimate reported. Sample based estimates are also OK. Points should be given if the method is right, even if the result is wrong due to a wrong posterior distribution being used. With the right posterior, mean, median, and mode are all approximately .
  • +
  • For the b) part, is the 90% posterior interval reported? Sample based estimate is also OK. Points should be given if the method is right, even if the result is wrong because the posterior was wrong in the first place. If the posterior was right, the 90% posterior interval is roughly .
  • +
  • For the c) part, is the posterior probability Pr(π<0.2|y) reported? Points should be given if the method is right, even if the result is wrong because the posterior was wrong. If the posterior was right, the result should be approximately .
  • +
  • For the d) part, does the report discuss +
      +
    • No
    • +
    • No, but other reasonable assumptions are discussed
    • +
    • Yes, but not quite right or some missing
    • +
    • Yes
    • +
  • +
  • For the e) part, is there some comparison and discussion of results obtained with alternative prior parameters? +
      +
    • No
    • +
    • Yes, but the results and conclusions are clearly wrong
    • +
    • Yes
    • +
  • +
+
+
+
+
+
+ +
+
+markmyassignment +
+
+
+
+
+

The following will check the functions for which markmyassignment has been set up:

+
mark_my_assignment()
+
+
+
+
+
+

3 Overall quality of the report

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Does the report follow the formatting instructions? +
      +
    • Not at all
    • +
    • Little
    • +
    • Mostly
    • +
    • Yes
    • +
  • +
  • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
  • +
  • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
  • +
+
+
+ + + + +
+ +
+ + +
+ + + + + \ No newline at end of file diff --git a/assignments2023/assignment2.pdf b/assignments2023/assignment2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..04311d0e18e597ff1599bb2872160cb29bc9e2cb GIT binary patch literal 59600 zcma&sLwGJsv@Pn`wr$(CZQHh!m8{sd`NheKZQHhOei@tj!CX0 zCPB~4zz#!xba(v*!^%R$MC52<1H;G1C}C~qX70i$VQ1`SE@p1(XlBkRXYOF>W<|ux z!on>e0ORWBVs2~?E)W|ZeR-ai=auI1g!?=@6ILb@4=8FOHc78HN1 zMTkG8q!OKHI?3!|Uv;aIAg*niytQB27}i&bAv-ow_D=UU4u%=wG{JMfZko{##Cv2M zv?2(ybbPlj@Hl~XtrFR3NX)Xqw{+>&Puj9*lHtkBBs)+nAxtGBWW}`66qw~Z=zInw zC4`@%6ujPDqh<~4>%n}&z6_@ulZY4xUkizZIOT#Yw)yKic^$V6TOr1(mm1(*P0Tvo zu&Wr``8F1I3$Aef4Ee{b-`6!NQLbwqN*0bSt#elHnda&{99|WWzVcVNJ9Xbq$tSgk z$hPKperQ=CBt<+PqqwWP-HgwF zSpw^$mW1(TLRLGo0IR3&wKgL&92*-ER??wJ5wTWk4$&x9=a4-4Ntgi&Z2^5Nk<&`6 z+Kk|8`iUx=m9a=^F@uzUfDvisZ=gOhK^O8it*szK2$>r}Y-xDaDnE^uQ5f*WyOdp8 z(E-5voEYvIQ2sQl+rpQ4n0+R5YuMnoJI|NEPCkQlHYBjMz7m30VQe1f7-FHzElXT^ zM3b||rv^UOvTWv2Bu|=vl{YCgRoV|{sW@ZW)zg)E4kn-lY%b3!)9ZS`A?aCsrdj6L z15@XoRlDiq(&yBa#yhQ;D7(HUoQT)RO%z2Kl+KuJ6m?1+720+6t`>Ss3~r$25D-KD z!#!je8;?#JFKF&kgpepr?i3Dp3H>W4{rSE)-Hn^0!BOwJjLDIWwov&gAjIL|wI08l z{3_*9KWVZ{S4ET?ZcZacq@l_=^#WMshmovYdSv3&Gqp{dS-#W$yrQR<2FmYVC2VDx zW>GxAFFR`qbZl??S(Rx$eYw1RIZ^VpH!Ll$;~jN~_x=ai>DlOc=k?F6c=rA9YhA38 zUf&3#_d*|6bujSC9Xh-4`Q)$caR{^z%fB2_)+XdoWbldT9gM`aRU5i{VXgbehZPS* zGvCW4=+|qnx$B>`OJ9e;x$|A@vQA|SlEo+G?N%_S+?HCk1fmu;1vHmT={S{|v?nUn zeNE-P!?6*fPIhaH7BCU2(T*mHG>nxC!a_+jl3*?;b^Z^tl~{0Gq|7cRiP}=+!SNzQ z_hgi%b%R21W!CGYayC>paI=N*@81g{n>uU!*vUgJOj5JtUjO^q+nGS0AE~^}m+ju4 z*{yVD%oO1Cq$4#(kqxxDGl9{H;s(uV@@u^c^(SakYTd9?0)!?nhy4RQQ)7 z#Y{BJCh6`7>B9ici*#;xnd9mbxUqo@samhTE-R~XH74b5BjjL}l@mQnt}KKdr&rg+ zgdqKs1+|$#v+>!oSn)2HH%I658PR#yYAJ%+~Jr9>QSoF?B(>vgHmKW|W%<a?9CEJIoujCooOCJK5pttFoTqwdJ_q*{u3Eewj6UmsbRrL3sOfSOgwzC z{`nRVP{#{dv-w%Epk{2WwDU3|MO&M4lTv_@OZ(I90)~P!u*F-4ojt47n7fn5pL`O(_eCJ8I|cG& zHYOnO9aSn*Dk+l)2)}~*x#G*jdn#n$bE+Jm3S~Z^66P>EQ;|H&YH7}aK!~%K%j`Na z{#CJ8;Jd0AdSbeuqGnlqdb-B z>m9sG>y#c4Kq5W+M>&pU?$G|RwwN{)=D2P=nM3!)cSnbDK%T5!3`_rQ&0Vb44g{Sw z{i?}(Hy>7GX@9MJ`53R{*yf6kvVwhUGG$nW}5de@) z%4x5?4B=@FW51*-LQEzGpo6b@#otdksjcW zOiO7gg3FTXmzY!Tq@at=+eWbQqj;HDd&57SvY2HXkQS)QPA;SyDMHxDP&5tAX60+z ziAX?SY&y`OY^501Dw}cC016Ur8hV}yF`-0hpb`z02Sj{uBEpgO6HnHb?pm~F+K9bz zINn1;S1G_+DcwB#=eW$TJB;F?p~1jk*mWnCT&}1<{{>rNqE)4-IU~L4QR7R*UDl7E z?SMk%Ab7#MUiS$hnMO&x@Zk#Za#X|>E>FpfgwC`QTXRP$e0c{lc?SMLr_gg|U>#Bt z@x`WzwenOcsDY%uDji}tpILD|!QMO$Ui5|*n@q7(aIa+t3*uT^*ec-S{t3{!W?@SWy@Jfu+&u@yWlx^>pFE7LCnDM>(n>9$vZdOrG zUZ;iptBNOhf?deHgqkAYibI7j8=Uo*?>3BHTtTmH?(ClnO@#;ChBq?uZx6!$!Z>?5 z+bf<#xRC7~Onc7|L-2wuR!tHQ0`NI=!xx~@3=UnUn2^DDwLiH|?!A>w>+E zOS|;xWdWDn2sLl|q;!=KaurlbUd7kiRY4AQ#_$dV+)&~$DfeZ^ z@w=~^_O$gBBUPZw{_U*nv5_=!^L~?m1jPlj`K1cT$#V~yd-`VFQea?#9L1?~ZJlg5 zE(;|HiNhNBOj>8}lTI+;MZ+eeX6Iu2433m~6JH}N`O#Ymj*sY~tKh+8w5Cv5Y%_2- zVJ~7R;diZJz^yO^PKCwGT_?VpkB7XE3%E&}RcFXgh-ooeYzh7bdUqYhu;4I;`ACuR zR|MT<1z9@qSoWUjCTMiq`kvqgowrydk<+HAeAY<)#W1Mi>mV?=y0I|wqY;zczYkN<#Q`ICc%fTm!2YCy05NQq#SBm(N&qjkkH z>B$dp6x_CmRS6GmReN9nX@&L`2v+;Nika{6YgoJgQE9pv9qy>ti~0A#k;KU`DQ;bH zp}H9+HHrgkVF%xf53`$cSdVJ)F(zz=a5#l;RTdi0GCX()i>2&qLDbNa`5l?YduS{P zYI7;4c=wOjY*XA@S6FPjPPZkGf%-T%Nt-X0++zY+u5RaWb{w(Yr_rC0-wYA&=^e<8 z7fenD(z*F(LwbVn2b5v8Ivd8^!R-Ha%73T-BOA8=9dWo>IsON6@W$iJTCel!yiS3h zt3x+}L`b0$;Py7bK#z>x=9by7@%SXJ@E$%B#gvPlo@_4jj2gZ4&K49@w#b(sE=e$v zf5(RbZ@pRuJwprOZ|?vwW&4tUiGnJ-uYpytpOfQ+HE>vKuq9_^Hca+rZGu~PK{giLjd~<3N}(S$LbFl zYrQ~PAo#E&`Xg87cT@&x8l-izifzR2d(WM@w#R0`&1P8HU}#G(aq2P5f^{Z_wD{o` zO>>mh2*XCUx^>O60XzH+&9DtS7OJfgdp~bF<%&U_!N%9OIe=94{DOI5!1#+KC;V-d+IoSxB|@%-8(FHK`5 z=)@^85U}n5gp`ZYVN=&J7)`?sj+%;I>@q-quyH+GZ|WgBaMKfkfbSi>qX8 zosB`Qx&EYiaX+d!=^5w&;Eo_lSFCeJ#$1h8w^&Xj7RU|cf-#Okdcpe*M*2YOg(W_U zM!H~6Q~wG|sB3_q(egNuekTox_cz^KBxcd8ZfJloL8r=@u3Rcw#3?Ti;XB~**8BLo zpjy@rur$yX#D72mP{TL;$wHo6$RU#Zwl0I)2h>tGi1(sYH-k^`lv5tZLAlaUUP1Gq zUM@{8#^?7K{yb4PN(7NX^ph#TXfXUoR6tDS`Ac4+ZC@?Ml8cf_YCpq97JFOCq$aS# z`?afCNBnEGyxzY`GEg4(h%$Q5TblsdDPr?c{GnVF4N4JXL=rlCZ4xxEFRa-}Zc;OH zBl9yT84zt!oN6vem@S+x0wWd+*4rqSyrvw981G>}hhk02QNU~jNMWXuLQaX>A*X8q zs}76*?p|pNYTbGi))3|4Fs%ngd>)V$r(E8V4(9k&BXa2?RWccN%cQ`N@WO{WHm`}h z4{v+UkB=RZe#WEl0-p6RDMOkDLh-_ENhSXS~(#H6~{* z_oKj7WjCJ0fUEHdD~_pUvCcyymeaKgweFA21b~8TcHW+Ue3tF z-emU%DXgBmcBp5Lt9_&_XNh)320}{bhbCbN zsuYl_v@In za|qlX0=%FsqmECO(mASiChHXa|Iy&mJWI14jn7PHS__j}|3P_Y#-?IlZhLT2M)P^Y zg+s|?!B&QJieGCCr~tGSYlACbM*$Xhs6j_DtjiJYicD0nma^q^H8SH?Ef!MIlWO|Y zbmh#>wbjW8C)HzSm@fNOPQ0MnM9K`B{JC&HTDcfL+h$cKCFs&UuthXPdj7~oo5>>6 zwW1j>C9es176Ss8HXp8Bb4fa`N4GXm?=#Z4kp?KM!e`!CyNH+dT{;k5T%=0ZI zv4z8Ni8@#Df!4-hXPfK*13pWJC}*Vw$;h|o zQp74MKby}LxmZ(gzbYPF;a?SWr_Eh=w@NrzEvr-p*KM@&8qix3w5Tv4QkTl|som}H zQ#)K7ikGY%C|p>HD+wax^^D!J+dAx%|9UrKW@x#dP(wyT(M>Nx>(>HKxQ^Rv_&Ahn z()v{mH;OCs$1De&?Gz`s^omafz)r~#`WxT_y;*-;A4_z?%4b*7bH@0Kic<8xyI;t1 z$zDhoPpo>l7vK=2ssPZp7&q?R!1Uf{;fIxyO*XI>Wc|6)f{k^6vTnZby6SVfuSThlF+P?=vXDA)7iXCA-fF?1 zsL4D${xL`sehP*a=PtEeO(}r}zBD$8VR`SG2&K~)Hf!!&T_3_{V{dM@M3IU8>941d z!&ji4zkOEP!asN^1{Cvvc{WPftLq3M2|2XzVdq&xUS1|Q9yRwP_jcyA{vWpq2|1}k zW7}@|%o1d$=;(~o?F!uLTmWu3h}eLET{x?+?mAGfQ3&;4^0dMmUBM4z)q_EsF8`s+ zi*SlM+FQDhVR?QPv{Icmy=hs8Ocj+X+@hp|6OqY)B=YhlMHFfGI?BpWgHn$8xe`Jd zHfm<%Vrfuo1g3Sw{&UxS$3Uyu6v7$ETEx&-gWshL|19#>!Q)1|A@BNt&R%^wa zq3(13G8x`9A(GYR6Y--n3`s19LLK~c&tv(2c2>!w2Bq=@yyfuC9?JD7cqZg6<44*c z=N)q~dxo9NF45PFo<Qyji^V=7Uy>vI?4VSvs69mW2=HTTN-&jyirrCJ3{&6!^ zaLLR`w+~h|s`k-VbKV$7l5_L{$*9TQO_yB67urJ_u6(JThpY*)65Q5(ink>D?? zJ8lpZq?S&w+j#shf-a@S#55bMASkQTHOMR~oMoc&y!*75^v)wS(d#+qGm~sxiNe~> zk-)L!u!_rP2jAlfXM&i(A14l|dNFmEce0Bwqh6j(osrH7JhzC<9~Af#XdtgOs|a{% zuESM=ite(YVU_B`hIqp@%F~bsSF*Uq%Jb=T!87RS0dFY5$~MB8ef)s_5aohhu1B^& zh%X-X{#eUp;a#^N4Mq@zei&thjB#)a9+|Penf^$3pBfPc0Z+h3!hgBGpw0DCO^gS@ zN|{3ERxcu-Y!?CzVGkc-)0b)sq=mq#M2~n8DQSaonHFS@;})Td8pnKKA(iTE*K$Q3 z`NNQqP}jos2V{*Oi_YD{j&XVyfW*8*h}B==@9~C{cqVDM59k&Ri*0L+SxX@2!3y$q z%fAkWy|m~j=x`|7w(3{K0HlI+>&^$=kE1;YxZOgLMbd~$Ypn3oOfAH zWA=C7rtDZ0DcS7V;76l>6%|f$P)-&CwN(aTt0Zb~*36?<1G4 zx5}~SR{ZiQV}Su*53wT#7WfG_O#ti>?z)k{ij1 zUX=M?n{OU;ci{nJt`xd?Y4NLr_L@T&j`q#i58t`py9oiWBvEV{1KPzj{+FkZ`={(X zi-C17Q>J`t3I3PvuJb?k-CO)tWJkZLse%uk*|uG5XTK5r!DytVU!nuyT9wOJ$uC`> z9)bm4dei$-7dv#5(7ooW+Z6MTfLirAce5&E$7Wq~Z|#`dVqJD$9sN}+cd(I3&SxzH z?!+=SlHNcB8tv`PyoulZYJ6=*KEqd*EF(s|z(fSz=H$`KdhafT!9({?^}JfgK1-^G z>AH}^6RIjwXRCI#!@sU&14}kM5Cs!Ann-JB61g1`RhL*s5?iBzo_m6BhX&bRkcE0W zY+|+Ya`=8Jt`xh8`Me}woLA4jKL-P!INM**usi0Ho8M-04u0GN!nfiwJmqf-Xp+-; za)Nt!x4f*oRMM@2CeE@=x8F3|qVIbF6+RaC+A|{dBmu&!VjXPQ2y0zJ{WJ9Xx*u+w zcueb|&d4XnXwR1pQ&6sU`x@{<*JX7Tt_E@i!!1~38#yes(s9rbCtP1U64DRx*hVrz z$I<4xOq1h1z2Hn&)?N~G?yrK1-`?)&(Np}F#No&37kg_fHMdZBN?lh*l)kn4o_E~s zIgqWEv(T*Sgcx>>8R-hw!c-otn6m7}^h>F-{@F9~E zZ?xii<=yY6UTkT%s0V9@DAr{qSO2gEhfBV?cevN}dit2lyA;1r@^L|pQY@-B99 zO4>|0tdNe^o?saB}`nrBBA;wg0E|3fG|8)Cx`}EHL0k zh!>7OfABDTofJEBLpaBH!oLEfq?f9ewpka=N7u}*cWz9i(WI5p2$RxxG1{TNNHHPb zH0fr04;Fd9{3h}}r(Hj4{SkC(R?d!rbZQy2F1|NWa7WUjwbbt{-d{!bo;0gT1WyeW z-=~R>m-4Jog_5d>Kk%z~C>TBYEtKu1la^wjjyk*CIdCIVTa zcWF;;mNB?BT~cYj5M2-udYiZMABT>Gb-?Q(zGhz$dl@E&J@Y?32df5CJp&b0(yG!F zq;dWd^k1q|Rl%_v2c-jhYu7A{5cO4WP^pA&HH+k>i+hJ&+k<||33X@f<=Xba1pZNh zxj^ElN<>y>$&mco0?DlBftsIon{yoM=Raq5N&A>H{aCVe_`oxNYBhhCT%Ij3$D8x6 z8MlEx{C)s`-U|;5;Q2j&4;lK&|9K7^?-6UPmti7qaxp>DYWEQ(GsEbcIXKDlw=mXh_K;UXmBSc{HW;nl%tjLWk^aEF|(J zLQYg>>SF~E&>8OvdK}$VTN7CP)$<{Mh{VE2LhbkQmWC`!@?U<1y>{(O-~*z5EyCW= z#TNamij7>n0Kw!L5v=MB&w9*cZebtLfY2T2>0MhO7QK-LIatfI-kxkAXN=#kfcO1T zA*>J~*!Q0<^7rraQ%K^x<3q;VK%Jk59ypZFj#^qQyumpA8Z;5$0LZVLzf3-2!@IoR zO1tNOz0njn^--a1)a3OHA(zZX4<4y{{vlQ^0za37-$ed~*Rg$t4g*_23pdnN#TE9t+oFn^@RVDa!)hL~r z)FISp@Fv~ILta9sv&It;uz*sIz>bQ=)+VqvdxJ^(6D=OA3fe%QMq(KfBh*`^^*yN( zpx&}^$QZWqSwz31tjeq{({3MDCA%p>)U;D#YSo;nmOu<~un!EUVl@w?terumw8V#V zkx%Z8F?PSAYwtubc?Y0&E_!)BsWqab4$%d$r%LUNQg%wO88vBYajxIC+&Hlt<N6#0)mpDgZ39v$U@2N=qCA^E(mjGs&M)VfgQL(0#6^c~BEsrb-JVO*XsF%lr-+ zg1yZ=wVoep%_?>Fuq-S|oXV4!JV!q0$2MBai$%|dEtTuwwOW{Z1$=l0! zjDz%MFRCT-!g-EvvpSr?7bd3ljJAYB=uH{+h}l~7UPobF)aWsPb7*==(=oy+V{v;y z1H-}wv|N8kUo)~ysUwxM0!LHq&^X&2zD8Ep{G%u}^;q{q6fuxF&ooOn{XD8^htaXG zVmFA8oF&^Ml=^2Zp3w4pf~ z1CioqV+%fReEOgiC28I+3GfHYeQHZDHaiC}PZQk)Utl_xJN!HCCp1&nfEaN>+c1bP zP~bBCYx0QTV!9p#MT;iCOr^+_g2E&(Lmf7JN>cIF0v|*3u z%+ucQ-_e}qx$Z&sz2nldctWSlT@1Tz>ZmHC{9P$?ecUN~smbIqxOyKD$^DG(F5KZH zjP2lk*~;gnL%z!Aqaf@jnb$#4>^Lo(@+dD;H2+zjB7A<2*(tmgL3hm{?aFB>v4(Bw zi;YH|T;8!raJrI%ARlA8FzJ}wK=xkWrZm3Fwgh)T2tK-|h%x+bO z{y-aSS;qnyLc{2O0EEViJUn;wP!sEDuNpF?IGS~6Mmi)8%K%MYoinTOO-0v?HWCW* zXCx+-SuUAb{#s4-o4QzJBEm9@%QF98Gdk|6A$Mk$sh%kl3(t}+Q#h9zi{vpmP`Sq;vi3Xf=w!9-L1Sn}3 zK%g{fFcv#bSEQ01pG6nTu!f71&S+I**Al!$8voEmr^mdpD%P$c<|1YM>*Kz*rA?Ll zUj>mSlE*z7+S;$dw5WG{PvWl!dwhV90=PbWpvP>iHSk&5eP)ya=8Ywq`que074N$r zq_u{yq%p)*`TM~Rsj0QfvI*AQP452O7&d(<^YHvlBe(UuqE=W7uTpTm<#B<0*wk0z zmcZs`*6jJHdl6!D(K<~yjf~wVUp~xoc4l`8gfY0Uyv=jLC^@(O2^+)sf0GrPtO);P zSu8I{s(lOl$wKIS;NaG&VNMw%O>WyK_!4W6>(wWYT%J-)&9;qLSkyOBy(#+4v>r_7bJ!8>( z5;=VD`4NM69UR@3St9cD)uD9W%2_d{tbZFHaKHYR>TtTw#22U|``Qv-J9%_^EQ(ORlA>RamDtLUhnojLntm>)ZrF;9HujUJA#FpCg6Xu{Ma-s}dLdGp+~U zRKv4gqi57*K2>l64rz{t{NyK+Np*vTE3DB<0D1#b(!VY;oF=gj+B~R%~6gsUQAWPs9}NXUJC>=5lV2-z3$%-q^2y$mzSTo0^U~dD^**F}i~F z*J-R@_^L({ZztQ_Sd$e=TN3T~cBl){ONJ_L|bb%r{fb zm{L535Q8=5)ynb3vVl21(S^gC)aM}RWJFbozHihYm=qs|ulvlpbF@sfzZ-?7ad#G}4 zrjcIk=xD%2MFJhzw}E}Vt%-D4o4|54x{9l@ak}l0a6^?_RRzM_2>nseI(AeliPm7Z zhv@(;Zhob?P`Vpdu4U`ZdKK2_!s-VfU+7>ZQTbgo=lmervy_?ow2ziV#KWk#;X6b}D&urUJ|-q$Hwel(&&4q$KksTaEcTyVy#XQo%+h_{o?`X`Fj zpUZK)nDqT=^6Ap?t~tE_cAvFK6l}cODH(oBT9QwSZ3(b4ikR?`@H_p~t<;FVxFSEo zI=PG}*^&?k?!Z~jJKu(?Aw3TAb@&;*TW{7x+-{`<2ph_OQlG1gAbCOck7r&eecRn9b)V)BwD-4K;z)G2{Wcs2T=p zegSHAFTXYsQ4Wex4cK2oE#{B}4XIG#ai$@EUX95fVB=l@j^n6CMO#GH4%cF&4#Y|y zQ7`94(tuDiMg90%F98{L1#W^6NWMH;6Pv;ZczdPl5;Z*+9uW_25D0KBx3|40Sm7t^ zf&GIDYVo<=Dj4dF`G<9lY2WYGqwKafFlVRB^-XV2SdI`8mQUa&(0{TW{chcr0o@OB zW|-7ZcBZ*|vp+3dkHsJGZ@+m$(`nl!a%YY(VxY*4q)9-J47IY1ZV`}#! zN)P-)2B;$8O-W$(TMesZ;;GC`JCBx7|2@reQ}Q3}>jxN#BD)zZc%PcCjMz9^!h;X( zm55Y@g>(e!1oSXP9Ou?(&I7~}ae{*j$DP8|74RBM96s7S4VD9^R#XUrQ(&hT@9K5f z{hNJ~o%UH&_Xyg%d87RCN3&}&JM%7*uGC3AarpqL6yljN@9y&QJDGOko*7`n2Nq-i zFaw4Z3OIUuuaH#%J_%ZjpdM9Iz>|oTgynNmiH#^qv$4d50U1x!Q3)DZ#veHPb8(Q& z({R`fW21QRObeGAMl%UPpME$qFdO8PV_y~Ycg&iq7+WUP%c-~3ro{{80j#1e< z=S0uIdLLTHoY`z7s!+8#N;SIJ2>UiK*^^Hf_W?YaH>+iMD<)DVp`xBnKEieNjYU&P zto9KYY;8grB7^fV6uh3YbJiFG8zh1)$h46UhW$qE!=%&Gkgq(PRDSYb+H;`&s|N#& z``RYw1B>lw=hHFY`<$%3OuA2`13nQ2C+BY(@UP_V+8_94ms>k`3x z`S%&AYb?-1{0+S(zO<%^pkkTrWn#5J^FXj@Vv8>+K1h|)ABc_Q*HQquNHsr=D%SPw zK1V^x1A9ChUW~I-rQc>}fUispBeY0i_6@CnE3wWRD&k`kF6rh@(DMvZ6iGVu2fMm-%QmrYK|{Ev$VhxmVAe2K$wd%zZz zbP}wA0_CS3_J3+{&?N-^dwuUPQq9^5*6^px$RiAr}|1djb1~pV7F^F2R^-fu1j-~R3a6KQmGp1Zo$s&?ndMiq>^(+GbCQqx*o!B1h9L3#0gs9|U z%zatPd+^qE2myZFup!P)X?fFSqjJV_*DCMRCbD3xfi&pK?d(v=cd2@Uvcrg4mIYU#%ps>Zp-^y?qHx;_Umscy5M^i<=$~kanlAWOh0Vo*+R` zOi*)^A_u$rNR(N|a{*?1Uj(_NAqCfo#x?&yNMU+&*k}oSc*=1}p5JqJJ^v^g!ukM# zRREt4E77=vpTY(YfTV{+LF*4O6{SKKV*CQTgh6q)G8W0~0c9T`WPbTbTBJqapqJmM z)1T8#w%gvo{YvRStU#sBtUC#H;)Qfv2^)&dFTJJMUkpHeg)2k9D6t3D=%WXPTg1XOD4aqp4Duzfvelt?)jMtkh~#m@E{& zhS4QE4UK>EV{E}|!Rgizh%^oJdupC5cZn|X?%Kq@!9^YBY8oo?b~t4{ro7X()oF3R z>e^>@{Ttv;o-1$@XLrK-leS#J?xTS*9ZHhyox+_!>l$qlIOqn&-qZuRQ$d?mmj7d3A;4`J%z4iqI0{%ao_Dp2{m#>?Y`6ZNn;=xnhKCte2{m?nKWnK7uv zG1|yql0rE9M>eYm7#U($IsQ_yEHBYZiNKJCxdl;fbPhAaiz=ceHz9TpRu0HzYn3w$ zcyC{?E;ix41Kl6u**<}-wuNtD3BCgLD*~`eiEjYttG#yfp9a}sf!lepllQO1&_d_9 zbtRXpJ9E7bbJ#xZxB==`de?ixXiuE7olwPE28)wCz<%==<_qaBO*2_3*C0O6M4Pgu z-kgeX3^Bn${Y3OyM5T2txV5(MX7=#I_$uX2dt30i>2XxIE86=ys-Cq)!)>)6bTIr> zJwJXZYk0IXaX=tk-QKb7(6Lr=%tS4vTXz-L~fsDM){pX zup`eTqP<0Bys0I1{hI#WN>dpb;mGm=Z_~&=pf1jG$}iP%84!K4XG)XS-X!hlikDxV zS#hIpMlgPn;$+;o@PGVp+chGoXD#VD{d!B)aiC|gvstWx!o$;gzV2{5WCP^5~oDzvN-3sl)p-x zFC;T@%*@%~{Tx^PQjXKbMBj>$idtAaeVHiZ@FjiTd{%ai9RJo~WwM}q#P3uGZ3eTH zDaQCC8x(6$Lq7B>nm1$phrnHHdF0|{ta_<=)4heqfcsArzHtC&v4a&D@^z{38<0au+9p0B_0&0Fm~iS#~SK+My_702~N z2$41wfqJ#T=ZIVA|6#wN*Cmg!+d$9tHru#CN5r=Cw~h)m5PXcB5cAo&)fNV-m@+B9e_&JzFLr5mQ={zvJ{vC> zWLWj`Hu%49=w6W=#6C#aChjTXF$Uz8P5b7L`u@}9jNkh7RBk}g057gb?ShkNL-S`y ztfSY`(T2p_(K;>L`>WQYUX}j3XjX)b9H22_S)ye}2Ue7M_LpPiY=@3idA6OtNJTK8 zJJIVLpQvgG=qHS$g2KSUSO&j~EC-hbPQGMy=H77<5HOd6E33*yisc1n;lkyPSO<3n=HJ7gtV*Gx2= zH=6VO*KL*51$e!}vu(0fvuF%MX`a83mDzq13K2Jz6#vVm39ZO85dD*Gd|B zPfiZ80-acxkt#P`wK(&bvdkO8M+YW_6G)l&f!IgdsHUJAm$ z%Z9eHXR$|h+WZX>(1MPz?5YUIp1rCQ!oQ6bb85{XmTQNdghX>pon=7Apuu)G`hYt? z8cs~USdev1HD1ym*+6a3@EPRiTXWieIY=GDLlBbGAufSakPs5CidL<$5YT}uj39NF zP;}ZuA6F8QIV12=A0SPr3PkXhl(AUtWHm|T7{{WS?%GN(rJ(0w>YPe}s%Y2qzYv^- zpT+z}`0lzJbTxGNa-8NC5RPne6CsPk@=^qJat0!)^R4y5o`UhlpGFD07xCU^e5542 zM>cTvOhO2lHqv~2i<9sH-Bt(oH< zd@CM^lS&Jh!0FF0Z&P0_dHnbMun5cH%X^X1ktL>q7ZLW_`Zq!Q4e^#}kxV2rd#L@-7|vO%0I z(C`_Llb~`E0(uL)+yzX3zSE--Qy7=ICE+=5;gHL${yf1c95#uXYD`-gl0Qmze71?2 zxvwN~kr{(=c1XINuAJhaC}BS6{k2F}j3^-6W0zN4>*D+s`tM6Vk^Ta+&wlQm&(W-W zO>S>1RA)>)hpM<64W49+Vvf5`kg-X3P#Evwl@9^se}rLJ#oj7gSGY;Ecrz7>f(^4T z3KXLM;;gW?Kv4kVwRDoSjuQ}69z;CG;QPpo2-jZx;aePE0jyo&O}NG|Q~AArERdKa zHBVP^SHT~>p(`Lg3kQv}57Chy90~MB91q=I9*(kCwQN=ERly$lp>vx6CYkmCF|t3@q((1LK1#<_R$q3(JxMC-Zn8&`)YehGj0Bzw=L_93`SY%Vi<|-MlC> zRK0v$G^krLW0dyoc3{2Dj9>Tknuf;CCaMgBT{IXP9rmtUbnvdb9-m63(V=$22sF5m z)fEG?CVejzl{|WOHKPUnw=6s~#Phb_+lUae<*vWC{fmBYp~3<%C=prY}>YN+qP}nwr$(CZS}hU zOP|wsj~@Gf$dUP!50Q}(U(A>>qZ{I?OSr(UF-4_B?>=}31NUwuZo7i{zS`r)8CwT> zIRGU~XTY7U*fdf|mq1*{5r~*}{+(oW+$>v|@{KkJvSt?x*iL)8;&?FoFT=rk4Wo?> zvR(cIKoErW5lPT8qofzQFP(|fMaMQS?7i7!4`KwFVz0rzXl(rInhGl~Iew%w! z&c5{HLz>IQ@;p1IiaM#zx{OgSNyjP#&)%=i)b&|ayX{_!q2N-SXX-{%y1(Kn{0Mn! z7Gnojk1{e)bxwnqG?5{(w5}qAAbNa^H!!emOh!uxWN_no@E3+up$;dg4jFS~1|2!z z7GP9BY~>uU=9tx1#<4U+^A94nmJ?c)@{@+>7rB@D0oZk0Gae&wvWBqk{}3taZmF^%1e zxOVw!Y~V>15X*rQ_+0>iDXc?=&>-M7z7`Ym?X^BGFpW3n&mlTM$-dzs@?uH+Y=~G3WU3}b-ipzP;fK9f`-2O zPy5LXRdf@rdCP-|vZ}>*>w!rw`(EOY`N@oIpGh{)hJj4Sh(pk{_kt46@`-l^=NKf2 z=gi3G-)PjdTGy~^ltlRMiShA)h*f+}vw2pF|AyN>8IaRXm8b8Y7gi-v8knIDpv8z+ zBfspY_*=vY3YaE~wNloRUc&|5PuHtEieSQtDEiyhKmZx~_ZF)Ao^g_K%k zl%XFFkdRa}>YldgrWM|-4|!Kq5;17+OxiHC9T79wnu`%CB~QS{tuLRSNy>t*w}BwZ zUX!&;$XJU`kj9C(iI|q;k6cmezJYId%hcPhxVA#CrkI2lOm#m}r**ay!!$KF-UlDK zhroxIftgr(FkWUm+y)}9Q?y5UgJb{8)fZYv?&}rZxw=yOr~ps)_=rF|%QRTthKB6* z0D1=i(y{AeXSq@!4g}z%BYs{<^KX|n>{en$^v(Q-_AijD_2{jUzz6x=`A?(%J?j*; zrA+!_uGP6ewiR0d7wkR9L)*_(9Zv@uE|vk}P8akG(BHPuxi&K)M~l6mS0vqZTg+iC z(U~>`;?GdYZyNFI+7FuWbN<{>R3L6A>(MVq7ifV=#$Y`oUF#+js@Ny2A{|$<3CNqE3ED5=|bj<&cC<+lzVh=@vJ)O3W{oqPQ0CE^!!ncnwj zHPyg6H`UWhQdIl7Tv!f-#&kL}!GHuxWeY0xADvpT-H21?c1RLPw16{EX*-Ac@4vNK zg@z>a|E|rL|JArBJ=_0>NQyZTjoEgW{TBcMXnOMo2Fdr-kR+nQ#Z$qzp( zIXltWy#QIY*=raMi!^thA7F{4GJ*%Tn;Txo(T%Efd827~RcBjiu%j7evvZ4;reqR% zMSUMWFb!2_GREe+8jCxexCt6+Po0KLmsf~bfR#vxY0{t_J4d-rdK+QX8 zX>iL8TX}+~_5Q`EBx(80tb}DbU(zJ8QX=@kQ*!oVOfwFRH4n8bHYulu__ytr%<}X8 z_&Klu4tbjM?Ug3SBw=Kr2~JM}EjrmJgq>^E6}!qj-oHQFkjQtw?wyXd10tSJ-{8!i z9t<9f=g;VL2&Q+*vRk3D@SqbBZ!3l570WE#=dDeV8w%N`ggF~s0d#mTfKEwba5zaK zV788ql4FPDYH+8@V z3ZN>+i+bkg9y|ltaS`$hG}MzqKpbqTTyh?^WZjmPQJ!}p5zrPPKf*m(TYTUKu@5Sl z4Y_g{QhF^^aDNg~M2nPmFB>PxCwFeDu4F2d$at|OdoCpoZHW#RTNf@0(e2LEDvfql zw;iqsnR70?uKY<<++Q`}i2PnO2#bVX#UmyAH||-v`oy^)+Wv;^nm!DMvtp55MtYN7 z+6HM4Fe05l7Oj+We7N&240UjBsp>`je4z1o;fa)Zl!m)JRg5~B(`7<#I1j!8d8&2e zSmB92Fyt5~(h-vf!w5Y-soqLD;8*~u*f42^wj73_Lmm{dTq)_M(gBBz8Z+FD2yj`f zVYV44J|le8vUQm3xe3!)zyztG(d?_JEx{ujgI9jsg1AHhMV8Tg@rnorjIsoVc136C zg6*r|hyQj}bl_H1u!%mN6t9E(HMnVLXSkjEmnLJTq?JT1p^-3#a9W&mE|ma?f&>ak zdVE|oypWey^MQHN$UTVFP*%Ggp`F-)?@SNtu(i!bap&*`0={HJK}4g`QH5|?agqIg zvefYLsEaWnVVk}W%Xto7#W~f%&0!{1R9rZ^;ui5d;#fA)+auRvYXi~!e7-fw82Jr~ zeo$^wYOQ(rD;hS4x9HqpHOqwsPRM<=C6h{`#wGP&~`1lGa*tyN{0pKw-g+t)Ip%YAVk{T8=K4D{kDLv;7pZUr{i z>>kh#wStA??f6h%pF)oWOt!lfo2&aen`^r1L?7iz8fH(LfEcnzn^?V`HF^kd;e263>Zcb#-|s&|VSDpaUmeO><&vsSUGnSr|x zMIPx%`zq6Pe*N)fJI4Sk?bT(5-OY7Tg~}^ojmtEeeaz5c7iybd;+M9dle82MqfsH( zk7yy2NOg_Vp}asb>b?}8M+keneZ|NTR5{IBFl7~!iZ!9j(V`98v~`?@!gC}+`@Y!S z#-Ud%e^{qZJAd~QIpLiEC{SARJgW<7bt|@Fov^(5QIc0=hN<>sd7b)L!$LgZj zp1y%kLWT`_E@Q9aE z+_eH)feo0LqW6H-SD(dJTunKK&121eL%AlLu(&lu)@OmF8LrxlgcBAgVcq zi9qN0o25-0WpXc*>p6dd!NcNf$L7Lgvddd=QHL3v!E`f1#x-h{vjZ(lYbDH`|3te& z(BRG6h^vpAF>OKL^ds%!22ZJ;*%esGB84vye-;`W8 zz(GyfB7|yFb~wBI!sNO-wz(W6fPQE!HA*Lxt`QS*as_W`d=bA!n*?^YA3dNsMx>|AS0#)>-0}OB~U+JngG*BPXO3#zaj*4dSrdpyq zKnHrwrG1GU!JvLTxTV@v~dA!~rU~adV5>!qKXcZTjg?tvf0+3o3E~2aOfcuhmWb-~&7ejk$ zWQ|T(eMt(n5P2%wq_d(L0Mo(tZmjyA<6ku`S3 zwm=>y(Lbw|#R)>;OK@#R6!>*gzsJr<>M!9M^&!VE!3Se3U(`{Z;e;K1etob1C*I>^ z=*20ITqj<7iePoBW$@E{RSjY+Zp*==L(EKh&!wlbqMgO(^>ky%r(&tcV&P1^!1Uey=#HWXDmVFelk%UW$q{HR za+^-sIL_{S`=O)m-}KlHT3&5C_}X4=HU(KxDl0p@E}<=`Q>?12V2a)Y@)vR|DeG6D zE*s#|8$*6q5T!Ksl{AitsD-NJZa;sLH#m*kr_(c^8q9#-=A$%m<;-n z3)NN$GQ0g4qsby|j5x*A^ORe!2?x;8o`av3@u42_Xm+NW@IS_OGhUc3YIdG(Q~~R= z0=3w))aEIo2132qU4MVn(jbdYTMrZXywSuxgxvnaF`wz*kn!l4SpG}ZWeR;F982W# zf5>>c>q_M;R1y$G(B0@L_O#rt#`M#D7W;>>J2GMvO9dq-dIkZ1@m}(z!g-By?I$(# zqKO(g`0*U&kd%6NikXmi&fgZ_my8@HDZ5$gX{IS4U}Zd%{6vyPs2K?=Kja_}Iogg| zD>gRg)6s3qu=|h4(+oB7=1=NfUMk$tLGNXp8tJLOBxvQ(vyx2{QvI4vJO41OB3wv) zRZ)DGrf&=d-ITIfv@!GnQMG**y4~e34t2#mY@1uS7~Rk`*Q;s5Pwe8if*_)z3PgwM zC+PI5L#Ooea{@jgR6ca`ZtgpT$DwT~I?=(dVb_S;d6I;cvpFQbPJpI>nEf^W|7a_*_kwuQ?6QA z!Kj1JuKV)}{HaLb1;EEpQTKRh4NwHwrlma`J`bF2k7^xVz;0p-f}a|$XHU)=l=)>3 zc8#a8Mm~v$;z~sRn5H>sHDi+G@G3d=-b$ot<|KG03@PYI`flQ#dAknX#hXbIP;hhQ zpAK(lQn+glvEFJXojA|o9g6>m20B5jF{O5X%ymrl z_mBJ->5PhJ-dMQ^zk(V1bfqx$%bI){ zx~lTp8a3+K-o5(%))~B}$_LdG-Dh9r@jGoE_9Vs%mp_(Qf(sdMFr;d;qCGQkS%p%} zrWboLvEO1w@y{rEHw<1U#uiTwDdC_dY5SK)2O@eW>V*BL9y_fJJE+%XuBymH)EwSqck~_f-)bksr;{r?9Gqx7mL!?V zCE7OXN+9KMRo>E8n(sw8?r<&kS|x|CvnG`3HMLO+JCWaU9TY~W*@Ok*Tu+$->C<*- zOQ4J|ZtyKLIPcN)GmP=)E!X&_2d}j9%9u9EQ{>LXq%Ev-PkY&iXQ@*y3K0c;$?3tH zPOs4_*!Xe@8V04S3slWwJk=h-zgaGAU9#@1F^)pvJQOeC?WkEdrjR4TUM}wYVl7_W zh0Q?Yl^0}17yr&ab?KcaRi(NTd-}DLJA8Bi4cp8$=NNJ;(|Mv*Q&wi|E{e}~j*!X? zE<2OkzyMipXSe*CU}Nb_^fe0vcTt%u14VBBC2!p2L{3=El7P6oJqWeJc zo}r1WdFm7q4>(;-0eo`|!FXZqXL!=gD5HI`@q#w$)E~k|d%m?bwJ`B6Y}51DUdOd4 zbHjf~GP|Cq)#G@^61JA_rOe&~=~>`o=vl6_e1k^gm90Y<3H=(Zew9BZA;&8osUfjR z^mFEeJUZa`zq1Y7ziaq2|CdU#R{WNE054q7jaPV=BzfOXD`aS_DSuG$ZzeZ@0t1Rc zC1r=WmYQibdpW+NjWjln29HZ335KP}e(tmCNi!s;0tzXCms#R4$}J3|w(Qb$d&a?? zdTRFx>1d%JrADI5hr7qP>m8mLw>+>Fwd;0|rp`=QYch)RI5+QSBF+J|be@p7b;+fy zPyz{v4-*6&;V+~Jt0k>7EA5YEIaXz?hRlfN@#_3M8u9s{ z_Bdp=1;mI`TCO^w@^{o1X0nduBb&SvM;DeN4(Z)tNk|2Vd(T*Ke&f>sc@i4Ed#*uc zJV+=$jY~W};h|Z;M&tDK-O1mhrWoo0wK}?r@^J2uFOrnt6yR`-0s^y-bUPHf@h}kS z2z7822n`{n38`M@VdMaM+&hE0`x)$xBzAx1P4_j6aS@LbW*@P;nH_i@K&Puc(yBd8 zxz>EE#=tVVX35;!T5jIk!gqK?+PeDx_gAB%rTsUD1bR05|0L{d&B<8=(82-iy7&xn zIY;K(Rax)_E;Zv-Ud%e*nAx}UO7Sm-e1Dipzt{Tu(X>URNTi~E@K@mU+n5LjaV?5V zgk+&-^0w*~IQHttia$1dQmI=9(DK-Q3~69B!1A2X`+RXG6(6M!O(10KO>f=1v(R^g#cu1* zr#li^bt*q>Cnv@_7yc%HQBT+pP(g6(8Y!eU6UyhQMAUiLJa7yv`c(y>(egkS2VLTr2MQcvlv|Ghx?0 z9jqsarm;+HJ#or**o8<>p2Wf3eWbo|zE-rVEpBC7mo%y9B-m`qZF-_~)Yf-Aeub&q z2Z-i#!k!VCSG1>3d#T0IY{lif(R=@$A{n8H8D09>U;8!k9CF_AxZwQ8YAq8ldF&U? z3zk?MT7(ybwg5y2%8xP-NM#PF4u*jWTxI(QxXKQukVqc`#A(2g4{Y!pW$;|Gk`}lQ zh|C}e9FCH9ino;EAX5U)owkA(Lv0cxkP0f>thEqP7G;#)jMY!Q5s*(yfXfK9RAV{} zhcS}{QeU!EXuvH%oeI(3yp^LFU0>2x_D=egd^+r7!FD^>Wn!>t7l&%4fAG8&e4?vB zBf^@xy{S~F4|U=?eWxRK54$)_aS#5%A}jlWG0=xWRjU&>gh0|9t;LKUL&Rrb)8)&N z;?o;|9_+sKpS<8-Ved?=|E1xem8fO0&x;g%^M&lNW<;JIlU9f4kJ|*XaV@_QwAGOs zX`M@ge=hX%MdGHdUYdJ5n8r54=3qZuapkU&gv#)}wEXr*b26_ooH_HtA_KeucBCFd zsE&O6lK{i}L18&^xMHNzZCtu9^5^^e;qmtNYvkasmT|eM{RdX`N=s#zm)Dx$G}2!0 zdCCh(s%od!&Gt-+?YeTv`lKw&d^d`0&OAjXLU)P_4$)7hDek^=tGLz@p6$7#NZVWhr2@O#BH{)$ zA!$XVSWV9aoQPRrCi$nX>h}(d>k)=hAT$U_$P;C_*Y?xjrPC7QsSKTJ}sQk z&I7XdWqG;i{%SD-e?A~ldA&x`GcdpYswi<7zw7P|%N_cY9-*J3<;>NnDK#$7qYzsAR;R6&o>ya8yGG4mN672(=KGauGA|uQ6I|;3JB{)o=g;Ig zoARIIsm$7gvQLf2h5JJzO`H+6`d^9Q^|I;oDg5bd_=uxNu|e8+;8l6ZYK(!|$ow)j zxlXx?_ST^jxzu*C!)Z)#(~nr=c#BNj3eJUg#?*`^MTTy{f_$FrqUQ(#uZx(XnR(em zr+L|7GbW)FYUPP})@xQI=luD9)Mgt_jTVI@q!$&=&17-Gfr$qp_kHwrup3@u&qQ~=I3$4{D;vy9E3_zXPR|a=S;_5u`dZE0n}V?7aWdU{%`qvm z=pd)~{06kofl>S?e_{ML{=&fgU%XDOc&)z&hW``5+Ah(C1S^{G_%FaAF50C$>LwIp zluPLZyH0y_B-OEzk+Mloh-i*e^)QMm(PQ6;+X(^ym3~u#K5mgg@uHSu8pA;+NzrkN zdPOAL5B!Qr^qEJAef#iwAAfj(WoNuxO~PA^gIRfkT|9^ie`1pfjSw$&l<_|CtpqQT zbG`vLRZw;sefb?IxwiZm&|0w6efj5>xh)~KgSk?;!XcGBAu4kx7nB*#62xyk`ZP8u za@IlJH@6aOVB{V$HfNNS);EdfqWZdBaVQB&sViX#O+!1^w8pH2d>+YMoN*{zv~n~W ziLKopvz!69BjH5NfstPkz0QfoTk*n)U%TF_mSsguyg8m=#yNl1xp9p~_{aq!dx~V) zm;rNSo14nd%oKRt$VnR?UiOmv*HK%xN;}*ix#mRwB#4qvk>i z!NKE@1^$;x{BxH|!ennfFI26;abNNWi)!r^kYhU%A~a&TB(le6Nv`8!xr;MhGPXRe zhB$q-OQ~KmxH&St)RaWr2+QIeDLg(mTJEd=WJ#9)*Y_2i^c~%7jc5eK1chy^9TopR z(+d3mEr_A}?{<2W3bZ1k3Pv^>J>OJ4wcR>X0E5Ane|322lU9d$P`hOGVC=29 zFA>NgGF~7NOCS;4HdJY@d|XHj1$TI3yKuX<8Zw!%x?P*Urz^PiUww06!4|Xjiwhfxj>dhyF2?m3zF;Arp6CPN3nh88}YL z{WiK!LpmOOfRORQ7DK=o=Y0qK!>d?;C_@CkPJ`PA6_qZGHfsaJR&JFUVvB}0 zq9Sg5VlC8fq<9%=2)%+ZIDII(tW>c{d=$8dFyg_Qu%kgJf^=1ZN@D%c--1-|B7=w= zVOoMvapHyW=z=710*7IcaX)Usy2B76fPrzYWb63t^upZ3#5gq9FuZ^-#F0cQ_OY2F z?qePEXY=ypxT&bFc9x&3ln03iuXl9^uw%s&>bs(|w#pVTl08#44B^2A>}06rjf)Jb zLp-sWRI_-5Tq%s^v(rE*6*ye6s^PIy`JS zyv$g<*i_2`^g#@wxTTmoWj9sV*{66~?1mM~;9z%FB)FWfvW{5U0mN_w$4n+k>VwdQ3QEbF$ahaM9> zm+y-oay%A^#cua83|xjaE#G7j0^Yg(CU_S7#x6H5z3wpVsd(S{v=7+0Xp#97a6on6 zV;Xol>;ZTvBUJ14RfUOu{AU}-#afc|WfaWB4KdeZN=-vtlXUfOwC4`B8qzr;QjCRo zp&X=>dL_vP=&X47AG`r!e!^y2Uwd99XW*vG^vt0&jKBM;@a1BB(ydNP*TWZ@-G|K{ zk`-5F#UK@GJua$+9+4h*&rhm(xI35Qa^|Me&ne`Puc|7`>}!*jwqG>EF&vhz&5NnI z2QbAB%=Y45l{#Oa=~K7wFhy3Jo^=Zb_LM;Sir(0GdLQy>cHQVq*-JC#ojV94+=3?S zHyTz|3e{jf;EOqT;&rldRkdZ~{g8yT7Y7&Ps9{7BQoLT03yT4jm?`~V%>nb$fZ_I` zuR+FP_HTHpa>g%mvw_UNtT?0MI&LLsW`-GV`#mIdoo_y>332PKns7|A`VIaX)|j30 zGFpE9Cz!<9Vba|JgW3mMBK$_PsovIi)1}ugd`KUbIHpgmkn^j);b?*8bOwWk%Bh~u zwuC9fXBs@gle~L(gVv5)GST6)VSwPg(XnSMZeQ;(V=Em?k(Xwme(P1`62UAQqfAk& zG-^mk?C5wz@+tQIbOZ`OkL>!F+DcS=hf-Ih=2%9|E2X}QLj4o%Z zhciLv58kkw;Qing7jxe;o@c%Xa7UGtqS6Gfj?#fz9aPf_$Mtg4mWd;@o)6){W9~ogT{+z#nDCtd@UHazjF>Xz zP;y%M8gfk?by|CNitL+_pUTQV#EarNzHJaFT8voKRYn;x1PgY{%13oFBg>h4OTu$2a3sO?3`jmUL<=lD*k_*!8x|l;)-3+N3j0v;emVGK&6m7f8#63frI);y`MZZMU1Zxe$G$Y)gk zzg?9kNwmVl&&VH(KTD(hO8hh_x9rW~m}YZvs70A6;P)U^^Jglm$&DSSMw>(cjmuh| zN4paq1;BAy4t9*4e&^-s=5cZb#=82Aw!A`NiQlQ@l-enFthfy3ZZUcj;?8K)H$u(? zI017}dudT^6RBR4x!ltc3b_z4%HCJ4xuvCBJw`wrdX2zw0s~4_A-8#`vaMuC-G_sc zLL(tjx3R=w}CvEqb7fJfx=%S~qdzvC~dxsBV?8dKb3exVtpxWs%=~H}*4InbRuK zHHDc)Q@L{}<8dBUHAli=doWhbe0G!H#vXZ|!3-@EIm|~#J>6ItX`)m#Wd5m3O5RY@ z(6h4)Be+q()^~=*5t({)gQ)f|0~%D25@_Ov3qN}ho=dsSOvT-hVYAA z>FDarq-HR}Krq$fdkCRQy%zPMQgX14;*I47>f`TPOr$a`!Cb1NUX==V{;LgsjJ^2y zXW_EF)ug6}5$*dIbq?=3Hhd`lB?rEZD+otv$6boajRCh$$-(*ulq;l6nNAd`kPIc| zOCrIsZhm3=YCvqig4&T?T~6i?+R}oGh5QbM;N6+Ha>-P)(W>OLX2%kWX>_jG2@-StNw zElw-YF1>Gp#@jrDVpb#M)l`{Y`J@?t##_3U|4G6vw5u|KPjOv$OG6#LY&A|NEvu~v zAfJO@uim+;ggmE$`F8Pm1b53Z>fd#SK_S&;kBe+-Zj&O^TBOzU_7}4olq*$o!ZkVr zP{MTz^78(c9mqz6K>jv9jkF6!-obK==DPbM-%RG`VT9!)#Pdq$t4Wv>m|$qEUx)Ld zJ1?Sb5$HZwuV`OoIb-hSC%^WqVl0A7vv$ai8D5bW`z#fE4`U&Vfvm_mkYS~R_{1vK zHc@0QM*S@dn+P&0VuS8th~fi-r5i)O2X|C*OyPoE!v={NjimjwD5YN!f6C+*r)us) zypqmG1%)F0CRy;j04*m|Lo*LjEX zi;h`ICd|WCg=tv4w)BjS%pU;WAMA#R9hbb4&ura$KDoX++Chc=CIM!QAMZ(oVt*i#0Cxdo?jK%G z_a7+t|80px$H>a?pD2@)l9?=$2vW9D41PVrmfi2`{z=owB0A0V!TG{LUN?MQWc{#Y zaOlWdcw=4TRhKsBTQX`o9Ac8}Fg!6TCZl{KB?N_GL2uLivo*#t zLz2I$AH_b7E?w?5JuhB2PAy;yXS7km2IHfX$KqC&_ld8T#iMfi2TB)MY|7EV!tx|^ zY4f9wft<>eF$;N&1FNASeMtdI77r7y-ktK&Juxe{#}vMr-r6Dl_9_6Ca&1RFuayBEp5-#pUN0TNd5e zv(kA>HlUVmrS+n+n(Klb-GQ>wcunl2hs;Yz?WwY6kT%4X7dFk=L&l1*fd-%*;b+*! z1H~X6rR%hEv#@%Cm6fx}^(=uDL^)RZgG+|=gR?ta$AKGbSb!8RCVD#uBo3s06pl@63M#$iZ55b5g; z8d%jk=RN0J7gmFPp?l$q(#pg;WTo3an?lOefQ)D%=?{Q?Wm{!~r7Rtlsht$VF+4U< z=1}U$as&_IzCY$M^e%{rwN6cd^CyGtR_sV*2OB)rZrcJ9UtF*N$wU<~qTUike5_js z#4Xr!hNI6$vI~`APt+nZwD44t@N9aav@{9LVPG(gndXp!es+C*q!7O@ib(l*hC7X z{OpBIVU^ly*-hr&59dS|PQ%=ETGHUOZVAa$=9XzxvqI#*1s;d(u*+vT1^yO^@Zleb z(>r%%1RCP>Ml{!3Bo75Gl|(ZT&iGB+cBgGI`mO>D6(FyN5R*)3q}U7F85ETTLp=Jz08e)%KSx6#3}(V{GXjvDB^ zk`~7dWxM!Ej*@<#ux+@%+G~OZ>c@M!eS>J@ol*3hKx@2EVLZ?vxYP@n!h0BuY88sN z#uuIV^4=gZQiZ?PmReUNKlaRwEX5x+7ag$d0VMbaQE$U*lusa)Ju*sIcJ_|1tE=!x zlA;tSA~aGyzN1$Q9y+oWGLw`f-vg{5D%-JTt@o?16HLr8i=3=Su+BJyYrEtCc?-8c zw_!*TEsNJ{ozwf3r65G^*lCaUpwgS3Y#zjU))p=EA$dM)JVQ0wo}r>%4nxrtDMj-~ z)v{mg?tCdvfv~R9oP@Z`KUF=&Ijm4!1wW9#4Os22d~Ds7G8-tOF?dSfyk(&o+^4kk zeND0mbk^&dt0>VR$UifXzjYoPxevOpp8GZi$zBynCbx|8I$hQVoBrmCMGOc?wQS(L zXH;HPq}=L@bEY_3{fY(N!V-69+&o=+?p24M3t`;SD#8{^4HYe8y^ZqctDT+}iJ?uT zL~4Xd+jMVqTM#|VSXUsM0r+EyXe`dCCgf>QSanfXi0GtQ)uMq={g6E7Zc}@CsX~Rg zXAQ?*-$tFVlXuvsExe?WTms8DUqkcXCJ17CN_%$3kTQ>_6UjihHHjw&>&DY&WnkIn zs9`8DR{Ro2C|q5A)Ub(qx{+PkRkJauu9b@Z< zTif*k{{EgWCL$AKHk}6fOE>y~mQ2#JI9``rPr#~rXb+iPs>{>hZ6knMhbm~y2aQ`V!{HwMD{eQKc z|0fCQ>dNXWn(LaH+JXSUQULvfOgbIif8d?}w<(B`m67g0Q&5m9q#}~aa&>VTg(7c} zsZ@JoIUSibm32Z`n4M6R9XN84oUAOI(T)&GUR{UI!YE8Q1W>pyUWI)AFqg2we!L*5 zG`(0+3{a9dCe+fS#ke!ST9rx(nURF}$)^-kAIM^SEN6?qUpo$X%!(VhlyKZ$GW zG}I1)X&aLa4#{5$8-FU<`qEe?<@yA9=f>dz%Oq5*Dv$WvJH5$Hy=9HFJ*1*gOw%@R zF0^zjkysspeakFrmhM_?u{z~M|N6X3GUTFS9QoYb_rS?tzjSaPwRL4xB}FCo1zBKY z#u^3)5eoR3K}SqU++8IxY}&eu(vFJN;A-(1Il0*x1rgy;O4W9Y)eei*uyACqgH44) zLd=%ILBTE8N+EYj?_lod28F?ege;haf<}Y|W9$}O!9xTs_6G|1nGQK9OeJJ_9c6P# zn5k&V#1Rp(3e#HpCo~vXIH`miXblBqRUKo8my`;^V4&tfMg|2Xom^tVwhmEnn#Q~c z*ATC|kB*8>T_zl=9a5;CowZ)KEoX+bv#seM>C*pp?9+R5Q+;Ep=d634&MJP$?)S>{ z79q}mn^Q4GW5~40TPJcb`K60?iAfc07jG98D=?I)Eqb1NnZq|ls!O}cZ7)KZ6CVk@ z$zPE9Q246LfGXfG8dD^$^IH}5mqAd3hv)5=3YvH5r^dHtdXmT@QcbszOysWSzYbH( zo|nffP0J-~I4s*O!=AD|Y8}&aWKo;gY(zHRHMcGNT~&JQ&GIgD>f`Q9i|5UI=Zo5` z&6+LZQA99I2vIKV?*;~t)j8Qd z&B21xJN4nsPvG-ijT?Ngf>0a2VklDDUS4b~nw%vjt0dhqd|NAfR)8-&I5cU>oKpEK z89wrUeME}2nqb-I?@UV9Nqfs4hxzv5KwzgQpph{x*s=#UPrpXtb!3Y zj$2Wt6lNGOV(<5&#bs@BTZU%5o}9pg$!>i`VtpQ6CCvfWmqfCh-%%od{$WL=lm1>W zp!)Z9BxDIlyFdbajFGa=7rJ%lbBPtMynX)@biy z%?%g)9aU?A`-;n)Dxe21I+bqrwbzIYr*Ds95y53>7HB72bf36!PT(hO#Bab+N-3+I zsk3y$5fWAB;XO852rNA~R(tq+gHYwZi)z@rQMHPJ{Q}Ta!#WeNDkGYsJl?vKy1{F5 znvIT<&ESssxSghbZdikCFX;SG>=4s97sK3I?nxTz#Ft;3T^w40Sj~66ck2wCtAv&( z}o{iGu<(>bowe?*}TeZF;^ZvU+5Vsnk=|rCAN7-xn z*P;k6G_KBD@hKAQBJ2X43OPxtRPdK)6nTd*(H*%6Xc)(@;K^TmT}6*!LJu#~2X@TP zLk6}0FaY zv-E|G5CEl2H$VjYme)zv(7?0Z3|a-ZVxQ;O*`jV7{y}Vo;?mn^g+( zn0<*9|0Ma%3i5f!7Vp&XtDC+-ZL~KWl=1+<%2Ca|OFBzCF}vp@$Au5+QioPF{^o_i zER_>UGjZ!=PXk$Sw=TEeA~0L6W|twuZ;3Y9)uCjMrC z?D(JtfwN;!IOo&Nng+f>DLx5=A^tgX$gehnXcFjc3@%J7F-%?XEr)95jf+U* zDo-y7gw{PCGYSDo9A+>do>mA5m0WFK+tJ1!n1VVWX!SPC6+UJ}-~jztF7HQD&VNAN z_!#D=&YuOT-!<4GfSjqJb_+*Nzu7nXyQP2Mza|vA9UE+Z-$slRH_*?^RK9VJw%UUITs7O3=x zkYi@(kdWp-!-44nPsmn8-vjeRs`z7HIwWhV64Y(bVH9CY;4;E~pY$w-+W6*uZb%uv z{XhnRhoiDuWIRUVS4B+uKWT{-FIpOtGt6|RJ}xE3@!z1~u^-*cHFb1?)Nz3+4FA{pt-O>Dg1 zTp;3(GjZX&r6u?1Yhq12WpgxY6|mZ*woLFtVSvaCZkLx_Qx0F+ZWH3HE5vCT*3%iHJD)CU{)Cp+52mNr-%|jFM5|N@J&;0f zzJ-dNp4S?Qwb<3Wadi^1@~AYnMn0&aAW@?20S<6|JE{E@Vm8~&Eg9R! zLqT%s;AYo^XVL2Y_~13AnekCl6DBi4)rS_a)C(QI7{TM&jw$WTE}eu+LeE#*KwKPi zL6};1m&gN=2~+n0gbnHO2X6)suLw@YpC?!gI-1^7Ls9zkxEv{g;`VHu?s28?R(2j! zZcu}Pf@n2LE|Qy&x-!+US<=H`iZ}N@bk99U!-a5rKVyfs^0a@I;_Y_4aC}*3-lS7_ zi?_XnH7KLq?W|V{fi$tz$KYLNl;VAoZ`1wn2N;?)jTD%RkUoqF&Cwynn=NThHa55ynm&(6_h$2J7VFSb^Ag9cTExBQWkG+%JiPZQUR26k(_Us)11p9=BLob z05KB~AiV~z>0I*?Fkr2FmFIInC%r$nKJB@CW;Gu#2ApD&Zn0C9Xk8gp&3X`gy=D%~ zfpX%iWhVH8>#Yb_bw>tP5oKimAIjdTO_XR`wk_MXZEKco+qP}nw(VKAZQHi(I`h1( zeeXIC`wxuq(lfuz=+Pn$mwDZRS_UKuIoHjn6w6RA9w#^AlCM!A*d2D^q4TQrkWzRP z9Y5ijWPi>}(vAgcB7188Cg<&?P+8P|+4FQh;C4{2UCtpb9OsZ5BL3mYfiYaIUs#b9 z1o&XM0CrP}5YNLQr`g_1YDv*+I^ynvBj!z_^L6;jStf~3ja6R-ap|`4#RxR`C0H_k zgBpQPP=N`$tA^#Wa4GL+3=n2obii;UBlt>I5v7# zvVLaOrFw!{VA|@{6{tFgv^?F+dumYts^K~tO~n%-bTRZ{kW4S}g|BHxBO1c%ZfcDA zRU2>h5~dk9Qr112eWL~3jKBWIOi$#oVT2T1o3;4Dp#XW=?90WbrBAI4%JPwk8-`=N{QJ3nk(w_4W!E%HZ799X)%JhZa9q}CiK=u6nS-X(0rjhu|zR{|=y ztdj+usBq(+0Of9o-I3pOc@uIO?U&;7eP;oI-=r5lB@hDD3vsLwQ5eW%1ey2Zi-Ttv6iF9L&fM?-4Uio8ZXW9$!xIwcH(Rx04<{eCg^p2Mh(a}=}r9=K#(%N zxzCzM!TkQ@-0?TiQer)791uONm9qx3XVZ=;azMY{J)r2L%+)h}Y)+>H)48ao7*Ct5 zT|hl8yS}?q)L{h&n%^A_cLrRhwgs;DW;8LY}oVQei%t98euQc+6=A< zf1sHA`N9M{;o1q#BWgAjWwq9d_Qj?8xegb=enehmJbJ*CJ`0L;x5v@je`V)k{q}I# znWSM(1V@4TU}mro+8NqV3c=2ohi+ZHJd2`fY``{$_0Yu4*%uru`h(p7Czq28@Rs_! zZ_yMsryb@43y0$>&owFJvY=NIGl-RzSy7p9ojH%DQ?Qw*oMF;K9R9KrBBAasM3W{H z%(UKLB7985ys0bCj6c-)I3NCt&b!wq5Mjsv{PC&CXp=E;>dR8>l@e(?TBa;ls8-Kp zM%5jovBO36hOnx8>tGn3s(ai=<7m1j9t#82Z7q6j%kF5svTbQVY<&;Ch-AF-@!&}@ zDP)TR%=cmKRM@yjv`(|&cTdp=r#&@IP1ijEVTSjgy+`fnpQ*DG8n+i!a?p2o?9`hY z(>ZIst6Ti7e?ly(ecaq6wAtw?Ejwl@J9{shVHQ0-f$J&bo#z63^OtfyXo_@)th~G( z!f|Byk}-VdI12stvc_;|EPKrgUUs3l82QK#33|&wR8S-2>G%qy9G#$SABv6BhR2B` z0N#rgdqmEfhOi0;q7}NrGR~BBt7iGf;#24nGnS({%M0YBVDO4ZVKjQC2Cne5xGLK~ zQtnJbP9g;nO9Q3TPEL+=$Zp!^y_$qrNe(j@7NObx^qYcYiS-*f*P&J=;8nP3zChgS+hu0)0Y#e6>^9it z<5AO;*|XC#>}@RO$xcj4{5`31f|`5~o_WKG%sV{T-2yRlmvv&6ay>rMt9vVOTToP< zKu>wl3ln!z|AKo=1ji4Sm5 zHyiph63w=6lOHr?E&h>k*KfFR&dsC-X}gJTyE|d`P}!A1bi)zi%T?49PLx4nxQT&lqcxjT7?b@?Vg

+Yg`(Z0gT{6X^cK>n3Vp z?QG&mFKTVzY$9x8WM^zbFa2*%=xk2F^gn2Y|0~cj)XA~PrYo}F_wTCE!KC{G15|*4 zIsUf`{$maGzm@4Yn3( zCT?~m#7FXXj zTbIQ*W7{5;r6+Hko)?!RmEXDj;NV&{vR(rhiBkKq76Sp*^LF>@GLD2R= zexH433a>3*fB~MX(dfo{h==={M_3s6EDj&9_6aK;#gbK5Ssj^mm)~k(-F@mWcBlLF z1+0-8omQQB^I)OFzQVq1u0Vn74c+KM99$NZycx zF%m;2ns5Z^F#LW<*bs>^BVACMl$Wd&aWMjOhbX*2wKNOmB@o=_W-eIVzKpbHXzAnlI$ zD*}Kh9D+Sp}=v(GC4-0{D z&Q^b^?@u)NBkP|)9&Yo4{B8WFH~m%cIDXL9h1xKk4}As>>$_PYs!&n*OIB&VtGzpk zLE=z+foHZ85_3T<>91Jvg!PhM%1lkOy50vM(b!r#Iy;6*4Vs4_Re9h zO7IV*S(k9dL^4aM@_Na#@n!RNp)(&OfpH1$)TLqzR10Z;U>LBU40;tm8fi9tO2I4 zv?7~pm{G0t&=i|0DoTo~DQTL$LW8Wz_{*#HVzV7`2iz6Y6Cx8SfGdyQg6!AE=I>LZ z1!yQiA2;q z6sPD<)FhrQ);k*j@wP(S*cw>Kd8p&Y)6hqX%k`BZ`VKHd%;7XJ^04uV<-);3+~IB> z{g*~7@&jWMMn@(WlcJJ1S==#CQWF#;EGQvif(4!d*1wUWPUGv}Bi=8YQ49@p~zy9{`^Pc@VkE~g&!`Rywr>$5u#RV&m z3+{Pu+dquaCbdnY+hQ@o=<^}nRMB|GsT8!L+_ z7T=V`Kaq;>MVTkgGaR=*y`EUp^1D3@>pL=R+^DQBkE0FEuhP1R1Nw(Y4l z0+wO#JXEzNj(E{77fp5ua9)+63`i3b9jxH6r^j5ufuW)bCI#&uv#w;y6vrAd)3q1m z7By|8kj;W_Iy_lGqyT$2XWWUYK2$rB^_qWp2C~s~N`$nX=g&uTc+e!T(T66W!x@HD zVVF)TClv%at{=s-e%AiJW{&o^U+LcXDtdcv)SXB(rj$njrvdG%QPo!X89pnzkmuTb zQHYTb^Evs1Owc5eN~Qql5Gak@y#bs2R!nKW=}!&06J1p|7Kd615kW2_Wkhua74^>d z`ql|&+pW9w9&g+3BH|bpqf5CO9Rf=jy~3Q-{C1jQQ$TCNN~j7LSZD|+m}=HV-lIuwWE$b~H5OlZyaX)wzqD%^FmwX08~C zaq-EqP9JQAz;CAfaT=xwgf_1y%t${nHao%B5_2BYd13C?ZHE<^KvP10(fsBuvF~~g z%a~PF1e|u??Xasbo&BNP5-#GKjH3nC^?}2!pJq-aGv=HCQuZ9if<-~|j4v%4(9e{X zc|30uKjdZ#&P$5XU&(n9I}y~EGA!VnDjbb1qcL%s;in`-amVAmTrT3)=)zON3KbUR zaW}vY4=w+ssSKBg$_?z1kS2=R76zFO=w|SM3U9k_%9aAwmGPl-HvttEBcohek`2&B z9pp^1GoCZv4NKvo7_Oo<>#(N+I&a~u}9d#OxNV47cR@h<_ZZakp?K3 z$6N^Hbz0lbtbula;<}my0T-koxKutD@90m%%lpA#x068V@(#^RWVAiNraN^UZ@Vctvn%-CFWBRpBI zKl?=)FNcNAvNf9lyakj?ZIhlld&*&mQ+uaUenLlb*S$d@XYJ12pDnCA0I%<%TlIfz z59|`Sq~xoWRS2Q_4|jzWX|H{rNFn{I{iL< z%MoE&7i7L}zt}9w^5DLg<&ZRstlB`c)>H8d8WNb_6`wvB8F~YRE;^TH+x>+5nuK@f z^{FP3=ZHHE^V2|Ln7H)iNyNSJGTj$~OTE)<5D2SU!d{2QtbOG+jx>55=0~x?fu*M( zdSmPqWgXj;&l1E7iC=L;Cw#Ig0~^%Nu{obm6VvV8jAg#z?(SnpHL}ws&>|qB5vNA`!8T(Vke?hG@mrINoeG*1-yf z>2?z)l8)WKQ=q~kLpQc?$vDp!-*vvwdI@$Ab7oUJs&LsIa35qfpzGtAVm1c<fPMtN?^m=ljE4Nb3n8ke`2k1EH|A(1EiF6~THwokR?nMApzi*bX;vOpp-1*!O` zQ;Q$WwTAz47Pp$BlK)@%@Bo_34;0j2Uqeor@pp6I;3kfO86L;7fo0G+b=}*8!le2` zH2U1e#XW=Qy#u2npKi=wZ+ImV^~TBB^%#viXW#|_9$y~cD#Dw$6D;{g2VCvxP%a@E zsM9n&gG!?X0}%&I2uoXq)P}fPoz8WXMHJ2cYYXcs3WM|4V+QDpCH~x0Dmi`EV{(+^ zR8tjzE(GKS{boID3UP5bct@kMJ~Pzi%nm_fF};LS6Sbu)quc(t0nVkGqOv82{nP|} zI$qz0xt&sAE_+=^bdCNBZS=@aV?nQu$n}U%!$v1RB@EV4LyVq8%cTpuK*=QGa~pUb z^*9gt)9H6L#hm)M!+S`S-&U!g>Q5w{!8D-!%}-QiHhVuDf2es#?Y9|H!EW?KgS|`5 zxDFj5ywx*o?;QCn_K<;XOE^w>w}SCrM3m9@)Ec9*YwbhS!GB8uq>uZ}vBEc*hIlSx zlm1+(<2!;dRmEOiKBwb`9S5F12fG?Vn>n4PlWg%g$)R$znuOdz(n|{Lr`gpU+c_V` zj?G;Z!D+>wmUvk|Y-Nq5Jks)8-YTVUs*9GJ<`2nt8U(}n>y~`2$7|W`;00p|=U-J4 zPm9m*Tjou3;=n-D$pxlNPF?AFv-%v7kSb27f*8!5@KqTxHkR@wFAmQ>upe{_7k3r^ zxW0}+YC+dq$|^=E&Vn>df(A!nRVHA3g9aM`RqFU7V0QAsn``oUKDBpcyE|v!`cW<|o8)td(r)ZS)Wp@}+aO_Srwsl3>iKVsT zuwn0n`3&9F`I!}wbkIl3zi2U^-|025AI}4bp1px`qn}Z`zYIYH|}WX z@~!OmUx6KtnO&T1%Y>N`8!2ce?Q&;h8=B3Ps^X4{;tyluz6+P3p;$3bDnG8|x|nov z$aVdKuA#xXbD+JhN?!W?a``(X1!5H4Wc+F?J}*{E^Xxyk(<$OyK^pe)q*B8+&d3es z+my(^^pQO;w(G-!xfxQM9wcn^amg1-Oh`-uVSpCy`(aa)QxkK{AH_KBil9md0;3Mv z{1Zw^O33NKSO3}s_Gr-+ADZPyFPt2ovZt#O{u&L{f}yVD57`a>9l9+ybZ;R6sVq|B zz*%wt1iv$r2$~}w(BS@*`J<-TZ~w^<6~66K-Z|VgxVLW^YqumXem`q#>@6y)NLRIL za=92XVtXTF$yF=0BP_dUCirXjgF=-BQslReiR3tVc|hv@iY<)Kn)i_fby6SIiEj4S z&G6LDO&4|OTXcT+px^Ic{oz-A@~r5#*7UbC(#!%#hf;NLwj7a*U#;S-c4*sWV4r^P zMZeaFE=2D^#8@{`6M6W6^QSp+fT_77zDnM5NkLld+>b$iDflnU(ts$a(p_^-6g4=alGogl6?8&9vfMj!KJP{&4V?iVk~Uh-JQQ)qL|K z{|oTq(cjlqv9H^$c+9_Imds`i>-q>rJ7+-Wgt6@wo;YE7ICaGdwJ&bqUdXL_^SFE) z83xXH6)o#u76v1r#Eq0(yKh{vU@Ly`SKB>&$)b;_445Ez+&Uorr_;R5-I~G)3b*zS zNUX~3w4FZu@+SwXQxj{#X^UraFe?_U8RCj)nHMxD_HO$rk*DVbn%2WuRKRR}X zse9!E0EeW6fe(zL!WR+v+C3m_k#t3^xEd&M4n-n8oP49SIX897k!xv{IlI383 zq)Ji&{-s<>PM8XL8(hIQH8L3xpHx9N_-p;=jZ4drtZs8Fln&cETbI9^3w`_`^oLs` z>fd-?%zNM;fW0(7(xltkWeIb(5KqE`O|z}KpUr~4BvAA>Lw~9c^Hm?nOc-#xW`3Bi z`QQjot>$c=J7gyCnJVcFWjPZni!cmMRg05$5{q`Q5h(3zSe5>gHAFVCgdkN)7PXTT&m4@e z1@$}efXc6fZw9`Blq)htJ~d5kf#(r^aC5|V924HV3Htk<>+`Pxz>1r-nbq+)ofqD# z5odZp*03*-%Vwr!0GFgrtHI{qL-*UcI*7<2 zPD;8Z3Mz3wjItUr9V7+TvufgblnzIC-qVNpij8AbS?ob?@RIcY(u>s)PKP;$HL=_v5W9>LE>Fb)ZA4SY+?F^?DyR z_VJkd-3$gt??F8WiuN3{M9(FT26k}p9oX9VsJ1JHa`Eo*nYP;`yH0^~46nx<#~Sz?sLoB}*ZzF`5w>&vq#l?zWUmUG*n4C3CLrfD<`5IVnX0GC!+sCE^`W{ zr9l!XwZ*xi(Zfc@#f3$qMS$I#>4218L`08&lI#x#wa(kKBM*93?6GWe98&|+a!KKy zHaY+bV=YJydnT+#8$kcDK38(GhhLl_k53;aL1|ehzmJPMVJpM?LlGPGOZG9b@&Q`{ zjIXxS;U4vlDb+KG5BPPi^&AT4t>l39SIhJ3SvK}pY(_xq;I2-evZ_)}?$cp~2o(*h$%_d0HOGV>BWqH|t)ai?5xN>ja zYAzEu$yjoi5AoW1dZzoSpo>7Kra0RWD>;g~3hbJvl}QDOsEIt8gPRpP3?g|Y^B0W( zOC_s$AiSm2y002b-&y44S^9Vc?B-JM{Ut5WV)2&=cf?Q5O93Aea$r}oW57KwH|uok zD{vnr@2BaZm8qTOS|h@Kv~wiqgvMN?KP5_g%Ba%e;1f+l#VjQ*F=5ovCiO9+ir}|} z`IeY!=!!*eL^GK^2I8H_jsELb*KA&ytLwK#{5^^}xo?^afH{e#<}4*8{8b?viHcTf zz~IZrG=*?JAE2+M#UHJM>N$NARw{a2Ka7^sa~1?+3un#i8Y=?!FHm0biPjYZsUB57 zQFigoB^g!3Z=LLy!G%3{1?h2Y@bL#MkSz+wX{8PYNP1V2Sfm|=*^}=cD;XNC`n*wF zBx_J|MC67m=uU$f!e`EB2;Aw=u}WnwWsPzHPmzJ0;BWmwM+p>a%~<}a~9ko*6O$cY?;C_qRBq^CfJ{_Oq-8cB?_sCIElgr8ToXXn)2## zqK%{~@+p%kWda@?#KzU|(bzy+G{AYMcL-i*BBy<$F<3y*FX|Wqm^2g;;F>(&pum@XZ8M zlm$r7(EyzZ7As7VY(8;Tq;K6~kTI)PwR-1R%{u7ehjma(hiOuxh*+-(|NhsK^=H}_ z{!rV&(t^8H&ieRfwKKm@oxz{hW?Wi@SF)yHTE^Lg)$f&8(Do+SaMEU_=WC)jBtfs8 z6v3!yRV587Q(8B0iR6rpHR>~R5VS8g8I#~OaoCqVb{#zKXbV-2*QHs&&_TmIMs0HL z&ohw-vhn@Abvc>4KHkeTy|wB|w~YFFJz#$&_zwRmdMcH0(c|}u}J-DN=WXtv+$>x-Isz8%2KJy4P zynuKdB~z&I$Xdf$t4NsGmBAe_j1Z|nzIceYC)22qrv%WQM-0Gqr>&syKaa2AfsWzd z`_+vC?Pjpi@M%WzM6su6IYh-wNhz2zi)zLM#l(R+?4>uato@c|mOnddNBnZ%=jN52 zGP@h3ISm1?99*YNh0R?0xT7GGNJ%9FA9P@A5p*dg+I7@aVWvTp9V8;fyegdsv;SE- zb`J654GT389x<_0dR+f{%GM58?uoNKRz|tCLzeYQp28O201 zs2#+UJ3cPfESp*AcDf$_yP(AL$kEh2C{1?m9Pw@)z(%cy-~g5vVCri8(;6knY`@n_ zJeztoYhxO6K)5DhOvMr*IrU=LD3n%W9AJt0XQsieXafOvj3S?k6;Ha4lNdy(TSRi1o9=?kM%$l{mZNma-h#!Vxuth;$V}@;ci5Vv$B?t) zRW4C0t3l2wg3oQQSG<~PEOSe1N^WaR%nCuEU;yZ~^5r4ugL&8E%BwdFGBQS96+qSL z+;8ZNWa#D$X#)e<46wQPK>y&x=(XB;Fz89X)$&!GlU&2|7gqUZpYJ}G&6P?b5ZBTg zCX33oJR0ZFT=K<|BXp+FjgKfj|G#`hjmPhdP-K*pZ0fM)CadNZ9U3(o)BpPI-)?Hx zaPG-|f;6Nxq!$!XP$|`h$|yOwfzu96&LA>~AkzAiu@~W8JG^+E%^ds;Y#^UCTDXhD zg>v7>k?ab0Aln8iI48DD;W!n?5Pc+dt-11a%`$on(1pg`=K5|~)>D1O@V~4~)0ad# z1v7-3saOHM!3``d{hxmV7O<(j3k71+`wiredm*)d5_t>-a3E|9lOfil1D zhI3Ekesp}50c&qJM{BiaoO>*I*hhGSVjy?&_C>hpS$%P4Ch7UZ&oZm&XZeH5&o2CR zjJEdCdJ0#hTLqlaq0A4k>mbX*1VdbC7T70cF|c~{S`fYEfwOY+EG`Kw`s+`C5E8F7OQj&-Gl7s42I%6j)$uQ0#@@Srq+eJFl zOHK=vRPHq&c8#6fjop&#$=aaLn4+*|`Ji8Rq1KQvz!y;R@m#|=rAe44? zwXPo!T)r(pLsTq4W9-Eq7Pq7C<+56NIBqo6(eeF!S*~gYeSCl1?L{d_0b`jZ5Uu^v zIS;7|n(+g;YY5z$lFpyEWJRz%T)^l}2BlUD2o7c^==!!=0?v>5{=NMrVF1GG5{^wM zq=!M{+9RmhP`O6MOe>cM=$EmCPys!c)>%PMqYvn+Wt6k@tn~iS-ZGLYS^No2yr`Vv zDRuUdH#+`pd}2$L!+Y6Z*TwhcM;KC`G=sFVF#+=xV1!yS!y?HKTMo_F-8T4}TZ*^p ziN&Hh8LFXKb7S~dcLYtRlufB@(Zsm)_2OGkQqy?!zt|6${sUC~fBPGl|9=3|nxUTG z`)}{>pWiQ^*BC%349svqZvfg$D8K)9$$wBz|67j(E64xvRu~!U8yNiC7ofOJ&Qd$j z$kEQs%CNdnOUf+6&diQW14_LA#J>}6P7}Wh#qNi3AHsu{;zLdGp=ccGs+N#_pBkh- zsuvK>4kA5hsf*S=p#xXZ00R%Y`4Wte5xw~^#v#QI8xI!&A^i*%P4vx-Q4mmF;%KSH zn5Gy>`YKkMNm}Ykm`aq?*B9hgB-96jjcGv1yHO^WprM+boN7>}UtnflU|MmVqAR1B zl$s?|n3Gsh5m1ZFn^poehyYqc52^9n$0x*P1RxF>{-bq)8k8}}m@mFiZ+9Mx4B-!R zd3NKj40ecLgsw+x_$;lxeyUNv74E;s@}OLMCUygNMS8uejlP~uTh8*L^T5>?<*=TL zKkdK9-=K{@Z|d5&rtc?HuN_}wwa&>of37}ki96h!9F2{c5X!7~I^7mex*tq;|3ZrC(zocRAWB$KHI@ zJZv_7wxW-|vhTu*$mr-uS6NzCRa%U3L;6ki2O zZ*%$|$lU+?VPItaPc+U-zYh*aABGG7xfo#Zzn%FX2BQD<>@%|ckKqr|fYe4_efhs( zSt2MS^_lfRCAS4P!B#uz~=WH zUHS5y5El0FR(XUK^7reTwQBn~c0xYJ+oX?eSHAhL_Xte8_Vp#TnmNnnwdu@K@aHCl z$`A8*Fz-c1|98$3v&^9>N3EkvUj4#(w@GbP+PXOrt0P~D(A<6b%U)q8)Nngd3#S zK!80-DzfYl)If+m>A%J_1bigh;6L@D>QdFjY)DxVw88BAQg4V*ME(#Yf#Lc@!4RY^ z$W%nx;RJ<4fnvc%i1lMf*vv$sZ+|H?mxw=Z<5B7}IHbL0zpB=)8=WJ>4=CT0ailzx z(u!Laz#el>(!ye~GTE9;(w)`k>oy1VaCb}$%;p&f%!W9n5=yd;`9x!}&UqDi9-L*&ctftk))J-L2NGD;ZH4I)X++%*RH$xv^AR^bg&G3IRu zrWIdD&kAu?>}SXJ6TexG_Y|x9Fd${f}q8_{FVA@*0vYtQ5*jeR%LOdrO}1CH0MtJ0{5n=mu79l-s|Z9C`L4l zRwmKgk!&sJ*j^dx$~Fe+U%0gD8A5KAKEM&QG`yJ1g!=Pj9;U086Z2F;s!jNKe!f>i zqnjEaR+~pwgoMNA_)}5Tng7gDcok$NXMAmxY1yu7Fygm>MK?eWr9e9WldH{ic+hR; zce;wpK$(W>3Wo@G$D;0M1d`)Wl)yD1)Oj~J ztNkx@!{f@8NtE=eI)U1RFshh^pnb_JEC&|c;+CMS!koxG5LIIPr*effzNY{49F`Y< zN+>-Lf}h0XMI|bToZ1@S7K`5y!N)GxyC{8CfB}~H^y_XzbhdmC0AyxiWhn=6%)q{~ zX!cQp7Ja@atjd;O3m#9_(un`*+l{|I)~J-$Nw-Da;TNQXu-koqN{pSJV@fDBznd&H z>F0_5Rx+yHH6&1JsOYzgI_4DR`dZtIv7w2zPhwFDBw=J;@BRnRxluAN`0fqI)~*WX zL<*Y;uA?fRO)`u(T(EgSVr`Ty z1W3EZ&Sh=E#8BvIVY||`itY@J$6rvT{b{e?i*9GzMjcA*oFv@EfhH%`WtzGL$67)X zDq2QTSd&tx36F zRx(DVtiS_BVs=^sv@W;nEMyr1&{9*rv>~b|mHKCC9~qIym{m?W>t3k1yeL{c86YeD z*DrZOeT?cp$ZFv_$m${cF!rK9f>=S`D*gSwv<5bxSejahJ?1ZAY>OO=>Enj(3;fvL zFJ3l_!65H!Rj#M#XN}PDGbT#X-W?u>qRN@7rPNWi=AY*@Fo>a;Z|XtiqYx>9^@V#h zu#YE$%G_`Ux9H-uMpk*Fq42r^?2v!Az&WST{UgJC!^NPYGe<^w$pjWcMh%==_|UXj z=lij+`bXx^AlQm%D>!=OA)pMjX&#Oq$NBC6X9=@_yC+*2)LCq}O4X^r<2)Ij^>o5q zS=k9Emh+-`{B7fpVM{smf$ip%KP}}p-BN2ic0S)WQmoScsC5z>nBFXurRg{IXKu`V z!n_evaS}6u)&5Tx>|pm8H9J(;@2Mld#x|ookG<%`?~*n8AF4cv!m043tzk1b8fhFTn?GJ z&DcHZONFc*oHcErDcH8i>WB`8#PxW%`<75!LH_#`uZ?&!-^sLnMV<=Fi?8?17Oc;r zHr-ciaA#kgIXE}H4$$Tv=uNy27;wWaHGc`Fxkl(|Jj#7g(L^l2iQI?UmC3uGk&%3m z)r*3%*M`F*gj{5IB%RvH#szO!*H$N*&zs?K6MgAgtETKyt$=}7qp}*z%Cxk~lJ*a< z1y+Z=(zW>d$xU}Vm|aLib6||xS?7kY$sxLSG7ADo!gqKzRy2!j@X46@-Aa zLUwXtq@Dxmmr5e?kg2($Zy;F}#3S9F&}a#`GxRtJ+X?VMb{91YSJR@JNC1>ig2rKq zRNe7si`4y9ag6lx1Uf;KotTC_R7afM*F6AB6tkr0KmQP3d-57x#)ak1v>l+QSS!r{l*}fs7R*0>+~5i&m+0 zJ)d`RLtRY`Rth_cBYV1Ty#1qw6fYl;u_mJ32>V9(OOeiq>ecas7hb_kbLYnjRuFC%21PL6qB@2EY;&NeCvZ{jebNVUdv?5g zMG)S3F|yRm5c0d`C%pvcHh#rFYi%7?tkyU@xwF{mMCn6z1DY6+iV~j$l=aj9Vlu_M z0OZp88hsl%lDJap5Blva1D4yDHmk`%Z4aE}3;0ww|zfaxadgfe;^i$ zmvQ2q1iKEslg;B~H896OLWV-CG%jqVN>if@13z#T2d_;WT9^0?`z~KUZ78;aLS9Rh z&2IY-!7n9?au8!vM0@;4YIa>dvgm@Uu7s-d^?z|1lIvrrH(x%V*1y@qOEQ1)r=SSk z4A`9^Ru~1pb4pe#%)Ak_3kXr8VixP&8))$Y#y_3($Icf~!Q+UysT}UH7t=}nd^|w1 zveMG@2&>{M;gl?jgaWD3pcKrj0T`&){Lywxw^!TNH)_7$PP#93@^EYy%qI~|c21Nq z+LcW;kOA#bml*rc3+^?lWyds; zf193j1X_HgMfb-OVS`{l$1%7Qr4Ef1O6FN>IH!l#%W-H(f4?42T&T$!Yo^YpsTC5LBryW2(JfdWz>UI$%93v3{EO7 zWk(wC%i6q7jkmX!3ysbUC9E9aovL`oyQ67$hSobLz(9^Yh*{Ft45^5!t#ct37N<^N ztwSnqO9v4!9=46@L}NjlVxqniN$Fa9zE37nF7vcqbC=6bX<+p!Ng7xTx-J1WP47{Q zC00dCM@GvCcR}$W6EaR1H4rl-Gb)*CsxS0^dWg^3w`tDx@g{Ng@l-MOODQ8?1RlZ> zk3=o6epT6*l1`=+cXvl;OM8Wj*xy%|;Y_|2yBmeq0vEA5Xh_*B)%my5vJ7z2$8&Fh z(TsQV9|{AvnAT&PF6!jFK;wo(+~4ZguP+k@GqkEMGe){B2_yP+i!gE_6EH&UeDgUX zY^$4Z6`3oQZ5nDRNa=$>wP>gYA9GBUz8Io1G{n==vrCgmPpz;s4Wa-J26mI1C1Tuu z6{33?=B9fRi)7XB@ve64o?*W<8X~J;8JKb=WMaj=(G>KulonBMrQ4BeMTi1#&kI74m5t4e7MQ=#c+@@Gxt&k zQ}yX1Wb=^chggnORL?Z5p|yTm2JHyJOfdwkk9rDC?-{@BJGg%0uRBl`sJG|wC|x@F zIN&j(U)&s8x25WPpGvj}*_KC<@pZgmh=ZB_3U2l-sixg}D&YDU`b!3-zXDNzm`SgK z92dMskruSyqTi;mwlw>`idcxN!$q!`iM76<8;tZ|N$22YB}Q0wb+w6u(J##nv zSz|B2nr_$0L)fjR`GTG2d0hbt)@+M z(C2(T-DDg~#gpE?PNH-usujS>%@3CleGU8JkWw;gXgAPQ(sXpRwHvpSTBf_TEyB`}1YAokY_ymG^do9E z{i_ja>y2X`vrzlC+v@UaYn7`t(+hK@NKT{bDYy-8hYM(O2pI{S#p5aV`_sP!HLKKK^im*KRfu~OYFK99X_`&u}zu26p z9%6TZsEyRZv*H4qtDId+JpRCr6mWQ18&*kW^qS6404k1z7MPRbTZzL2A!TqxtWII- z^gihfjTJqlE;(8eI%&y4#hSbwFE7zJ;XKA+^Z-874<$vRSRV=WiM$Sza+5)FHPb8s z&t7t2{a0IQP^5u=WEH|md!QRh#y0i_z=@!2PJWziYc=g;Df4oiI}VPUg?*j7qb-rz zl*@6#%4uC{j@qJvQR9r%Bx`#2X7}^*TkG%f#X2Mh;Y%{^8re#8)n8Qa8YJ)Uk9-qL zad%+7IZ-NgfdP~@iVBZ}Xkyq}{cF->Xs}CB^|-WGf8y#gV?UF(S9|_! zJxgWDyEYo88mbDik_j-y5w@>(bWMqLf4_tyGDpnpXr*q{G9;==dADC_om9>=HFct* zE9^q5kdeX7qN0J8oAs6VCyHp=2@?ad-g|bv=c=M4(KY%tlBMEUZSsC zf9w+ew^An)C&T|p9CJ~#QdUw!lZAj3i>?>68z zi06k%2O&%l^G85()#Zn{6?4Z%q0Bd5hEgrD%+XA#bXn$VHfpBRvZ_BlaOpS!F`JId zIOlQ8G2ZT+_4VG}`P>>beg9}!vwnGMMvBpHr{j^RRIE)hH!i>~rp$nfnE0fN%oUgg z>4`^cFh|Tn`Yakx+wY=4DV>xpne6d)ctt7Xezxqm?!h| z5b)dZI&Sx+rtZs2!)Aqb37Q)J4EAaAqWH4$+k&2uoJ$ZRnMlRz7~|TgT#{NwJ^VPB z+SN|N#3NLdST@FT0Qz`B4*^U1NaWzyA<4bp{+4lR_?PbfV@>4%q{dw&{f$S$P}4J& zONLhr2bXN8T;aSpQaFcAhDL$RBTsmebRy#Q0Kt%4fGUY1ark`vK>Zxep)@lcy{vqJ znR)4NNQ9AzV>1V}P72xosqCwQ;$YS&fgr(MgS!qexVwhn4uiYTV8PubxCfWu?(V@Q zxCM6&8YaNz?#teP_uk#wm#(g^uI`uauJ4>WeGYvubGan5+Q;OfOhq&8szin1E2lLg z7NgXfg~;V`+!DoRO;QqO?T;m9nX<_@4;$@SlPPs>TH_lQ)P=c~pXrNo&p-qnb}!KS z0{bFrot|E>Wd^+g7q(84CQTyCf@whCfKB_V18)#=qyUm`zg@k4-OLnctx}tT0@iIT|y^SDhIv?vBHjiU4sk=yO6`Vfa7< zQ(bG_=W& z*!K8=#v>B`GyRRj~<{E3S)k zzfu{Tx%yC>xg`nq;l4#_Od^wG|*=m8gFh{#}e;f(b`V z1cFcMN9lY-R|Q18bdoNSAuE?)R94F+S=z{j&J$I>&NrNz?xBJ>{>Tbe_~bem#g9tu z9gj_O$O*8e9yV~T%>z7<8*lu9!yCVp=S|L4^Nh=BDqMk|GS`eOM?G++X%7Vswdncp zEEe3=a7kOg7*-_Q6_baN+t`+$)rhJ3VMHz{kxIb^6)Z%y01et?*)m++Zt9VJ=1p1l zb3;Y>x8llLNN;ikHr6roq^58f>DkWdx<6RA-Kg_HzgrsievztuieqL0uoEP`+5rIi z1Os(c6lqdBt+VJ_1S%KSHj&E+MN4~A#+U9nK_uLaWV*vH8GJ_8)W!mh=dc*h58%{m zDTkuq44DKGAW5s}mWRzxouPyHZH3@vGj-&+RL)rWEta$Q3?{7?SOg2i-IAmtNc_S_{`&LrI z`Mya2nfN3WH6*uHK~suzKKFMJO{wHc7)YyRy9T@#(v87^*v;zG(R`V{Oz4+DI`@K%=zAwj_pc0R(OgZtv{=5flbZEH%4-ec1| zq0xT6lVLp0LVUnJSzjaBCyN{SYeu4$GR;G+D3LVx*I^xO4yzEIQY;!>bj?eOf ze1gj2Kgqtt=TF%QoQDV7;Ye0CZy0@%y_xgrbF84XM}T*Zf^J`gIC+E9 zevr*B+P1L>U6J(LPa}zv7v3IYRZuNwN~t@kfKB69b&DD23ad)iGZ#0Ka>!VUOi+)J z3JBvD@-_oHo%$|=>G7USj$QPxmITHoS;CCE!r+}Ni)!|a-nL$fMNfn7e6;!jQXadk z7l@G|2uB{dunS1gGa;ed*Q_^*-9r$h9P(lHq-EXB&s`OrM~m@#PPL@5frKQHVbCaF zVe__sseiw5K<@fjnc=Vy>ISoHB=xI@6!|$*~mPWT6(Z3dV_ z722z0s*wsQIAYxT54GUEpPP$pD|0yF6ElZ?Bu}9|(#C~-MOX73Tpe`i`+Gr{w;7ob zD@3z_T;K+^k3!~bziR?%!-@jx>Gsknslp#P<$mip22nxp{Kw=hD!iwKotAb5p=0*r zsbBlcM@y%Msg@R+cUPN2+k&wUi%ZOuCZek=;{D`})8AN9>`G896ANZlZ6+&b`4bu^EF!> zZo%P?=A{m1rSgaP2MH~Xf#)5Cb}Oj(U$we<*FM9X6C!uX#T^}|KlSf7^+jLj zl4ik;e8?-KP|b7_Y#?XpUmP>XVfB{`__^ZtS`6tCyJmQVc7Da^>>gJeIeJvNWUs6j z8b5z%Xn+U>pj;!o!F|mpZTe3Y`@acu{yQGv`bP?O zeG{D0R{z*S#H#XH96q`a*pN!^4yX(+sco#WMygKLf1G*ybFl>n!_zP~cGT6|;QkOH zIkPyB$dYJ|wBip(3FF2VL0jWxQI*(k@0rIb|0$4q{S&X1AQ!Opu#hL}jbL|Q#! zr?hn0*!7q43TddLnX%%S9TRdi1g!;Or-w3@QLmGw-!U5POJQ+Fyc8Wq(KjS3?qWNR z0_IHEYR>mX3JM{5GM^-%T52RwB+>n`q*BZa$?tnMH}S(d@%17u)G3m9;NQW%=Lt1Y zUqlk}#?)?AQgbegd#xVxod+doI}=*5jfTzhP4lI_qBdG-;EWnqq`0;SCBU%z#{ z>d4{UXJjCHaED-EA;{Sn&8Mu33KmkAY4P_w!^c=Z8i zIf&f>nAxK7TP6r5JVpk@6iEZj3RJ#w#jj>_%{(mPgW0 z-^1-#R?O3vUz6L-yXPBPTT&=AG7Zh*eqG@@OEyV^NtixooOQeg*=KAfUTjy!acv~f zT+x0bQQs}kV>eCg-#tNtQr)jkU?(b?Z>^BL>Lp(@VMf3Ws%vZQ#?4Oy^<=JrF8-xW zojs~v-K(sp#bC9efQ(f${8EaYT@oGT%iSiw${kO8sVZ}e0L(Y^!OaE|GJ3InIhh?| z@9Ck#`X+}-Xzdm+O#(e;f(>^(hRhq5n%bYu`v$;R3+4bj~qj5QvxSR$1`Nk{b z%&$E*EN3gnbi39c9QXqH$gGdGM#~f?@U%s9a*RfGItoz?OzY03#^ugX&6W3W&G(Xx z8yrl{?EH7n+oNuLUs*eMj2(X4s{W^o{BL@u|Ndlf{==8Z-XstP0TDAC5$1gutnGhT zl=puH3jQlWkX^;hPQ%TSU73=TgZFQkAjH*;lArfqz5iyw#LdC`57J`Oz}|KJd;N=l z07AuOL}Upy$Ccc8Nk@al>Y9CRcT$&6H`)Y3GFF&fxiPAbKSptkYJ~rL2$aGzxhnrx-837F zM1n;)8xEL!rQO*YBEaRYM2ikL`*_K4%l5Ux?(} zzK6xhBKP1X7&K+r%aHGqMgEGnxi?ajhomhzKzkC8b1GGMux~;cw#-4uT_{nE-54d; z8Cq>(T?s>hIQwnnYY5)-?D^PST?&l=DTXT?4F5?nD_BN?m_H=>0mB=TvF>^WHic38 z4Sy>yx9d{7LxUH8GsLiko6XMyRyvCeA_1z6;VBJ9^-Koh7koiNQ>G+h9og~O#yMvB zMkB1Syukq{qeY;Ms3eYnr7q|4IUKjXUlT!pS27u&NEhA@<`IrnWdqzTfyJv@;U)Kx~)UQbCFN~hh{4uX7%A+od zKUvzA8-H7hb)w}eVl)|loTyH#wp50}BB`GptR6{Ho^;6M$W24z$5fNm1^A)1YPjjE zIKk}W@B0K+-CStg-7^(+s$k8V8lT(m$lz{tKz^=W9;CBELOP|h8rB=Ho9#t%tGIb1 zeV8~c6r51jcHkv5@@Uv2pHLnz4Tvxr&(H)`;UzPpw8fWAua*HpSxHg*a`KE;{hn_k zZM&!jCQd<&)FL0riqOB8{Dlgp!l^2wH*u6hB3RoPW+QN+chv6cZ`ibg0)OZRe6=?H z9V))?*$6-*d7f|1yV{A<7DqeU!hw6vo~c*^r5H>>SU@e^G|4f|=Kw;wV(fB`(5y0? zk~_eCS_4M1cS){(j4cn#2kA}+-A&~YEz!wSJ@F+ng2ul(Ur@LJa_9U5b(>-d7A&!p zELEsV^`1&x710*juhJ@d+Ze{7{m$t_ZS|(xwj$7^*O26+N_a3lNAr7{jehYFcF@ST z*Rffpm_qW!-*qsHms$NC3)HrI>ZJt4aS;)BIV|iwyzDa{;3X`+unJ7XSAezhRBj~_ zk5$3ypGfY6Byx$a=pd;s5(=(e4Ji?!EGl|(ZIaX>wC~bkZfj}~k7RyKY?0+z5DqWX z3w2M+4Xd%{j_%%-lW~2k*IHglsC+lpw_g5hx!%nw9W}JKdA0s(>`ma zoczSA@uA%=TX9`T<&f#>Zr@n*A3_nOxq5`rX#txYk_4t`p?r#qii6kJ{2$u$2!NBI z0g6l{yyUxY=17ml4`M`a3(%WZrF&~xZw6xJP`Z^_A zSqv)B3s}lhy0$p)6B=Q=k{*TUdRQ(A=UrXRmZV5QO>`7#U`WE!_Zp2p_jejR z@~qUI^2O{@jH!WHuPVoIoi8zZTt%KdrtT3hr4A#*jT5`Sk~l4ixk!4c(^j@Jcb?FR z2I;tZ9J!uAEf<3;qZKVLNzbHJ!gy2hI=b>ybhU~4voXX2&s=6G-A$`#Htqug`2ym^ zweRZi#dnOV0=pd~p4}~3?GHdBXTP81n5ZvVe$@baW(~fDspmSXMbiTx*}7n4mljy= zMS~l9v@U_nq|Z3It=vN!;%6w1YLZSGX2TyCEJf@O?YgI}U7PE?HcT>#8T;Nb;gT1@ zx7NGVM{-I<>VDT9f~Cg5q9*|7MDAIbK(^2IIHf$ILuk9HO3J08?=VcAFt%<9aOMHD z)gr`JXQSM9vbC>;q9VlBDPY;Z%|$GBc{G)ZW0tXFwsFl&?d4?c;cX>+#|y#B$d$*YyndL%mm<*SZ0X0xdrc~t}uMGN>kpu7G+0odaX zV@zUT;>Ao`h8Rg6?tF4>hL=zFkA^F6bTX$KZpXU%{Nd>EMwOjG5B`a|xMnb0LhZ_r z%%7=jaN?|X%=iHwH;4G}ZT>|1ub`ithHgvfl`9MH7K^G4%OkH`jPs#PnR{p5mQw&t zt#LE|B-O}eF56Dm;>vn>J=@AqdAmL#e9jtq!O^HQvUY!={VgQ>%P)Eg9UA@cfrn#- z4uTGL9s;~8mQ{`E$J9#&tLLnsgRWXI1Ng|ydFojz2Fp25SxWQ0*p4Ebc-{II$S_ZpPVJJn=@K40+^ z=3{verwy*($74tFaG@hfiAF*4QdGJl+G6~p0Y2Iub}e?_bZS%NIagI|t3HgK!5OMv zh|Ifw$f4pI>kteKVlvMX@3o()R9<& zeM6y3UHfQ6AX$n&*1I;P!I}BO%|v%r5B;#&`1R{X*)a0Dc(5?Hse{?NRY(S=U6^1} zxgQp~YuK2H3e%vqOhN02vP!pY(}=8NT}Xt&_3g^zplg)}X%y9f+A^as6^sO}-+m~C zJHtxP1!7b*e?dR2H!72vGevWz6zzxPG+I+Y`&aH?5j7_tSi*Z*!Njtq(Jine2qFeT zHl*4xG(^Jr^i*58c!coR7_tHF zs0Uz|sAdgfTOtm@mcQ^}BYZYQM06!XUC-|11 ze)mG0PRS3oN&;ZvGlnYs5-Utm=V0|{kuIXpW@T%}8e=r^B7=inVkAcCrqTsRE8V_i zlBcnf&yjs4{~^LtckU(1B6&8P?O7XdeBSHtnyX@!vZ-`YB zus?P7i5NW9m>b)gckO`y*M!KZb@FvcGb{zk2=Bysg{i1k`M;x|LZTf-d=X^V$8MbE zbM+n!p2i(S7z`;A$)*vhj;zBmLU%eQy2q!3PIaEg(K_evwAA8j%*qDYi++xqx`ur& z4X!#$v2nwnZ?Cz&BQ7ey9L8#E)Ht^~*mePu5F$?~kNma?hc|YaqI~&)6Jfpbj$yIt z^T=TUsR7h=)=nOJY=x?RrXT>Yko?&e29L(eM)I8R7_y7XATl7d**@1<+d!Bs!4pc; zklJBWV~PQTPv^@^Z%nudRfyV>*`<)K%cQ?D`t$s7{$6~#;>>qIhA^d#_~;%pUlAGz zR!IFF(i0HNEbD9;-BhV0(RGRPY?fFkK;N95Y1Wb?Ehe5+{a`?aa%3;P13@ZuNbY6P z`vYpA)Z6^Z7C{kj^ylse+!SUE^NnV&BK|E%Ev(YfkW;-1f}lWH7_Hn^fN3q@aa0!1 zoc*b7oS=J}p!1ypFUrqU=ERya!<|mogGXbrKYxB5prla{>1~j8yng^C4m-!Oj@LHG zgo{M>OdLIo(M)JVt0BX+V3}*OwuVoy({726C)6Hg6ETl+y}eI$D$5bA!&M!CI|UHl z=B=IKYa|wK9tw{2c4!~*J^!?B_W*Ih5tVF}qug;5Wn3#Hj9dQ)M~o|K5~1}JAO%^4 zc3?1OD#dFhoTUpJ@|DjUX-k-YtY$wd_ToxDb(uZh-y7+$r<{Hf6Pq!@G z@mLhSAyVP{ba2rb6Z5j{rJ;Omt0&@>%%>xk!1>E5iKUliOv}N3*G&716hAJ_L~87- z2)-+I;#yryd=|V`9Hv%(dww?DF4zosIx0LSvgYz|7Taj*4vVjlS_bI$AI(i5D@f#p(wbx{vmK+n;QcRs^JCR z_}Jwhk=W-RWgY3M+2v||(i)1_qA2uXm-r0FV#Xlffsd{2&;|3xK6;pbMfIQ z`=vQklM5kv_T8{5{6yV*`#QMnI*j!?1UT7&vJq9@$UylO1PW;h?jcFEAqlvlLD+MN z!VEkScI0PDgd{5bc`9@ul@v~Zn;ZdJAXx(yj6YM`ES&%cT6+Q#gA1*DcLyznY_X5w zC>#;)a&|lhQTi|v8EOF{a{-ECK8alc#%Tc_Nj`Q~K3Y~kGTSW5fhw%yEW*Vs>{kxh zO^)~7vzSF3@PO6hx>uXqiGfbLom>5Le*;o})<0jK + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 3, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

+
+ +
+ +
+ + +
+ + + +
+ +
+
+

Assignment 3, 2023

+
+ + + +
+ +
+
Author
+
+

Aki Vehtari et al.

+
+
+ + + +
+ + + +
+ + +
+

1 General information

+

This is for BDA 2023

+

This assignment is related to Lecture 3 and BDA3 Chapters 2 and 3. Use Frank Harrell’s recommendations on how to state results in Bayesian two group comparisons (and note that there is no point null hypothesis testing in this assignment).

+

The maximum amount of points from this assignment is 9.

+

We have prepared two quarto templates specific to this assignment to help you get started:

+
    +
  • A recommended template (html, qmd, pdf) which uses some additional packages, which however requires a bit more set-up work to run and
  • +
  • a simple template (html, qmd, pdf) which doesn’t use those additional packages and is therefore easier to get to run.
  • +
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Reading instructions:

+ +

Grading instructions:

+

The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

+
+
+
+
+ +
+
+
    +
  • The recommended tool in this course is R (with the IDE RStudio).
  • +
  • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
  • +
  • If you want to install R and RStudio locally, download R and RStudio.
  • +
  • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
  • +
  • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
  • +
  • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
  • +
  • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
  • +
  • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
  • +
+
install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+
    +
  • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
  • +
  • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
  • +
  • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
  • +
  • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
  • +
  • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
  • +
  • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
  • +
  • Do not share your answers publicly.
  • +
  • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
  • +
  • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
  • +
  • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
  • +
  • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
  • +
  • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
  • +
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
  • +
  • Is the report anonymous?
  • +
+
+
+
+
+
+ +
+
+Setup +
+
+
+
+
+

This is the template for assignment 3. You can download qmd-files (full, simple) or copy the code from this rendered document after clicking on </> Code in the top right corner.

+

Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

+

The following will set-up markmyassignment to check your functions at the end of the notebook:

+
+
if(!require(markmyassignment)){
+    install.packages("markmyassignment")
+    library(markmyassignment)
+}
+
+
Loading required package: markmyassignment
+
+
assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/",
+"blob/master/assignments/tests/assignment3.yml", sep="")
+set_assignment(assignment_path)
+
+
Error in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).
+
+
+

The following installs and loads the aaltobda package:

+
+
if(!require(aaltobda)){
+    install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+    library(aaltobda)
+}
+
+
Loading required package: aaltobda
+
+
+

The following installs and loads the latex2exp package, which allows us to use LaTeX in plots:

+
+
if(!require(latex2exp)){
+    install.packages("latex2exp")
+    library(latex2exp)
+}
+
+
Loading required package: latex2exp
+
+
+
+
+
+
+ +
+
+

The following installs and loads the posterior package, which allows us to use its rvar Random Variable Datatype:

+
+
if(!require(posterior)){
+    install.packages("posterior")
+    library(posterior)
+}
+
+
Loading required package: posterior
+
+
+
This is posterior version 1.6.0
+
+
+

+Attaching package: 'posterior'
+
+
+
The following object is masked from 'package:aaltobda':
+
+    mcse_quantile
+
+
+
The following objects are masked from 'package:stats':
+
+    mad, sd, var
+
+
+
The following objects are masked from 'package:base':
+
+    %in%, match
+
+
+

The following installs and loads the ggdist package for advanced plotting functions:

+
+
if(!require(ggplot2)){
+    install.packages("ggplot2")
+    library(ggplot2)
+}
+
+
Loading required package: ggplot2
+
+
ggplot2::theme_set(theme_minimal(base_size = 14))
+if(!require(ggdist)){
+    install.packages("ggdist")
+    library(ggdist)
+}
+
+
Loading required package: ggdist
+
+
+
+
+
+
+
+

2 Inference for normal mean and deviation (3 points)

+

A factory has a production line for manufacturing car windshields. A sample of windshields has been taken for testing hardness. The observed hardness values \(\mathbf{y}_1\) can be found in the dataset windshieldy1 in the aaltobda package.

+

We may assume that the observations follow a normal distribution with an unknown standard deviation \(\sigma\). We wish to obtain information about the unknown average hardness \(\mu\). For simplicity we assume standard uninformative prior discussed in the book, that is, \(p(\mu, \sigma) \propto \sigma^{-1}\). It is not necessary to derive the posterior distribution in the report, as it has already been done in the book (see section 3.2).

+

Loading the library and the data.

+
+
data("windshieldy1")
+# The data are now stored in the variable `windshieldy1`.
+# The below displays the data:
+windshieldy1
+
+
[1] 13.357 14.928 14.896 15.297 14.820 12.067 14.824 13.865 17.447
+
+
+

The below data is only for the tests, you need to change to the full data windshieldy1 when reporting your results.

+
+
windshieldy_test <- c(13.357, 14.928, 14.896, 14.820)
+
+
+
+
+ +
+
+Subtask 2.a) +
+
+
+

Formulate

+
    +
  1. the likelihood,
  2. +
  3. the prior, and
  4. +
  5. the resulting posterior.
  6. +
+
+
+

Write your answers here!

+
+
+
+ +
+
+Subtask 2.b) +
+
+
+

What can you say about the unknown \(\mu\)?

+
    +
  • Compute and report the point estimate \(E(\mu|y)\),
  • +
  • compute and report a posterior 95%-interval,
  • +
  • plot the density, and
  • +
  • write interpretation of the result in text.
  • +
+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Posterior intervals are also called credible intervals and are different from confidence intervals.

+
+
+
+

Write your answers and code here!

+

Keep the below name and format for the functions to work with markmyassignment:

+
+
# Useful functions: mean(), length(), sqrt(), sum()
+# and qtnew(), dtnew() (from aaltobda)
+
+mu_point_est <- function(data) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    14.5
+    ### {.content-hidden when-profile="public"}
+    mean(data)
+    ###
+}
+mu_interval <- function(data, prob = 0.95) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    c(13.3, 15.7)
+    ### {.content-hidden when-profile="public"}
+    n = length(data)
+    df = n-1
+    location = mean(data)
+    scale = sqrt((
+        1/(n-1) * sum((data-location)^2)
+    )/n)
+    ql = (1-prob)/2
+    qu = prob + (1-prob)/2
+    qtnew(c(ql, qu), df, location, scale)
+    ###
+}
+
+

You can plot the density as below if you implement mu_pdf to compute the PDF of the posterior \(p(\mu|y)\) of the average hardness \(\mu\).

+
+
mu_pdf <- function(data, x){
+    # Compute necessary parameters here.
+    # These are the correct parameters for `windshieldy_test`
+    # with the provided uninformative prior.
+    df = 3
+    location = 14.5
+    scale = 0.3817557
+    # Use the computed parameters as below to compute the PDF:
+    ### {.content-hidden when-profile="public"}
+    n = length(data)
+    df = n-1
+    location = mean(data)
+    scale = sqrt((
+        1/(n-1) * sum((data-location)^2)
+    )/n)
+    ###
+    dtnew(x, df, location, scale)
+}
+
+x_interval = mu_interval(windshieldy1, .999)
+lower_x = x_interval[1]
+upper_x = x_interval[2]
+x = seq(lower_x, upper_x, length.out=1000)
+plot(
+    x, mu_pdf(windshieldy1, x), type="l",
+    xlab=TeX(r'(average hardness $\mu$)'),
+    ylab=TeX(r'(PDF of the posterior $p(\mu|y)$)')
+)
+
+
+
+
+ +
+
+Figure 1: PDF of the posterior \(p(\mu|y)\) of the average hardness \(\mu\) +
+
+
+
+
+
+
+
+ +
+
+Subtask 2.c) +
+
+
+

What can you say about the hardness of the next windshield coming from the production line before actually measuring the hardness?

+
    +
  • Compute and report the point estimate \(E(\tilde{y}|y)\),
  • +
  • compute and report a posterior predictive 95%-interval,
  • +
  • plot the density, and
  • +
  • write interpretation of the result in text.
  • +
+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Predictive intervals are different from posterior intervals.

+

With a conjugate prior a closed form posterior is Student’s \(t\) form (see equations in the book).

+
+
+
+

Write your answers and code here!

+

Keep the below name and format for the functions to work with markmyassignment:

+
+
# Useful functions: mean(), length(), sqrt(), sum()
+# and qtnew(), dtnew() (from aaltobda)
+
+mu_pred_point_est <- function(data) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    14.5
+    ### {.content-hidden when-profile="public"}
+    mean(data)
+    ###
+}
+mu_pred_interval <- function(data, prob = 0.95) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    c(11.8, 17.2)
+    ### {.content-hidden when-profile="public"}
+    n = length(data)
+    df = n-1
+    location = mean(data)
+    scale = sqrt((
+        1/(n-1) * sum((data-location)^2)
+    )*(1+1/n))
+    ql = (1-prob)/2
+    qu = prob + (1-prob)/2
+    qtnew(c(ql, qu), df, location, scale)
+    ###
+}
+
+

You can plot the density as below if you implement mu_pred_pdf to compute the PDF of the posterior predictive \(p(\tilde{y}|y)\) of a new hardness observation \(\tilde{y}\).

+
+
mu_pred_pdf <- function(data, x){
+    # Compute necessary parameters here.
+    # These are the correct parameters for `windshieldy_test`
+    # with the provided uninformative prior.
+    df = 3
+    location = 14.5
+    scale = 0.8536316
+    # Use the computed parameters as below to compute the PDF:
+    ### {.content-hidden when-profile="public"}
+    n = length(data)
+    df = n-1
+    location = mean(data)
+    scale = sqrt((
+        1/(n-1) * sum((data-mean(data))^2)
+    )*(1+1/n))
+    ###
+    dtnew(x, df, location, scale)
+}
+
+x_interval = mu_pred_interval(windshieldy1, .999)
+lower_x = x_interval[1]
+upper_x = x_interval[2]
+x = seq(lower_x, upper_x, length.out=1000)
+plot(
+    x, mu_pred_pdf(windshieldy1, x), type="l",
+    xlab=TeX(r'(new hardness observation $\tilde{y}$)'),
+    ylab=TeX(r'(PDF of the posterior predictive $p(\tilde{y}|y)$)')
+)
+
+
+
+
+ +
+
+Figure 2: PDF of the posterior predictive \(p(\tilde{y}|y)\) of a new hardness observation \(\tilde{y}\) +
+
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is the source code included? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Are the likelihood, prior and the posterior for computing the average hardness value reported? It is ok to refer to the book instead of deriving the distributions. +
      +
    • No
    • +
    • Yes, but some are missing
    • +
    • Yes
    • +
  • +
  • In part a), were the point estimates and posterior interval provided? (The posterior mean should be close to and 95% posterior interval should be around ) +
      +
    • No
    • +
    • Yes, but seem incorrect or only one estimate was reported
    • +
    • Yes, and the reported values seem plausible
    • +
  • +
  • In part b), was the density plotted? +
      +
    • No
    • +
    • Yes, but seem incorrect
    • +
    • Yes, and the plot seems plausible
    • +
  • +
  • For b)-part, was a formula or a simulation method presented for computing the posterior predictive distribution? It is ok to refer to the book. +
      +
    • No
    • +
    • Yes, but seems incorrect
    • +
    • Yes
    • +
  • +
  • For c)-part, were the point estimate and predictive interval provided? (95% predictive interval should be around and the mean the same as in a)-part). +
      +
    • No
    • +
    • Yes, but seems incorrect
    • +
    • Yes, and the reported values seem plausible
    • +
  • +
  • For c)-part, was the density plotted? +
      +
    • No
    • +
    • Yes, but seems incorrect
    • +
    • Yes, and the plot seem plausible
    • +
  • +
+
+
+
+
+

3 Inference for the difference between proportions (3 points)

+

An experiment was performed to estimate the effect of beta-blockers on mortality of cardiac patients. A group of patients was randomly assigned to treatment and control groups: out of 674 patients receiving the control, 39 died, and out of 680 receiving the treatment, 22 died. Assume that the outcomes are independent and binomially distributed, with probabilities of death of \(p_0\) and \(p_1\) under the control and treatment, respectively. Set up a noninformative or weakly informative prior distribution on \((p_0,p_1)\).

+
+
+
+ +
+
+Subtask 3.a) +
+
+
+

Formulate

+
    +
  1. the likelihood,
  2. +
  3. the prior, and
  4. +
  5. the resulting posterior.
  6. +
+
+
+

Write your answers here!

+
+
+
+ +
+
+Subtask 3.b) +
+
+
+

Summarize the posterior distribution for the odds ratio, \[ +\mathrm{OR} = (p_1/(1-p_1))/(p_0/(1-p_0)). +\]

+
    +
  • Compute and report the point estimate \(E(\mathrm{OR}|y_0,y_1)\),
  • +
  • compute and report a posterior 95%-interval,
  • +
  • plot the histogram, and
  • +
  • write interpretation of the result in text.
  • +
+

Use Frank Harrell’s recommendations how to state results in Bayesian two group comparison.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

With a conjugate prior, a closed-form posterior is the Beta form for each group separately (see equations in the book). You can use rbeta() to sample from the posterior distributions of \(p_0\) and \(p_1\), and use this sample and odds ratio equation to get a sample from the distribution of the odds ratio.

+
+
+
+

Write your answers and code here!

+

The below data is only for the tests:

+
+
set.seed(4711)
+ndraws = 1000
+p0 = rbeta(ndraws, 5, 95)
+p1 = rbeta(ndraws, 10, 90)
+### {.content-hidden when-profile="public"}
+set.seed(4711)
+p0 = rbeta(ndraws, 40, 675)
+p1 = rbeta(ndraws, 23, 681)
+###
+
+

Keep the below name and format for the functions to work with markmyassignment:

+
+
# Useful function: mean(), quantile()
+
+posterior_odds_ratio_point_est <- function(p0, p1) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    2.650172
+    ### {.content-hidden when-profile="public"}
+    odds_ratios = p1/(1-p1)/(p0/(1-p0))
+    mean(odds_ratios)
+    ###
+}
+posterior_odds_ratio_interval <- function(p0, p1, prob = 0.95) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    c(0.6796942,7.3015964)
+    ### {.content-hidden when-profile="public"}
+    odds_ratios = p1/(1-p1)/(p0/(1-p0))
+    ql = (1-prob)/2
+    qu = prob + (1-prob)/2
+    quantile(odds_ratios, c(ql, qu))
+    ###
+}
+
+
+ +
+
+

The posterior package’s random variable datatype rvar is a “sample-based representation of random variables” which makes handling of random samples (of draws) such as the ones contained in the above variables p0 and p1 easier. By default, it prints as the mean and standard deviation of the draws, such that rvar(p0) prints as 0.056 ± 0.0086 and rvar(p1) prints as 0.033 ± 0.0066.

+

The datatype is “designed to […] be able to be used inside data.frame()s and tibble()s, and to be used with distribution visualizations in the ggdist package.” The code below sets up an R data.frame() with the draws in p0 and p1 wrapped in an rvar, and uses that data frame to visualize the draws using ggdist, an R package building on ggplot2 and “designed for both frequentist and Bayesian uncertainty visualization”.

+

The below plot, Figure 3 uses ggdist’s stat_dotsinterval(), which by default visualizes

+ +
+
r0 = rvar(p0)
+r1 = rvar(p1)
+ggplot(data.frame(
+    rv_name=c("control", "treatment"), rv=c(r0, r1)
+)) +
+    aes(xdist=rv, y=rv_name) +
+    labs(x="probabilities of death", y="patient group") +
+    stat_dotsinterval()
+
+
+
+
+ +
+
+Figure 3: Probabilities of death for the two patient groups. +
+
+
+
+
+

rvars make it easy to compute functions of random variables, such as

+
    +
  • differences, e.g. \(p_0 - p_1\): r0 - r1 computes an rvar which prints as 0.023 ± 0.011, indicating the sample mean and the sample standard deviation of the difference of the probabilities of death,
  • +
  • products, e.g. \(p_0 \, p_1\): r0 * r1 computes an rvar which prints as 0.0018 ± 0.00048 which in this case has no great interpretation, or
  • +
  • the odds ratios needed in task 3.b).
  • +
+

Below, in Figure 4, we compute the odds ratios using the rvars and visualize its median, central intervals and draws, as above in Figure 3:

+
+
rodds_ratio = (r1/(1-r1))/(r0/(1-r0))
+ggplot(data.frame(
+    rv=c(rodds_ratio)
+)) +
+    aes(xdist=rv) +
+    labs(x="odds ratio", y="relative amount of draws") +
+    stat_dotsinterval()
+
+
+
+
+ +
+
+Figure 4: Odds ratios of the two patient groups. +
+
+
+
+
+

You can use Figure 4 to visually check whether the answers you computed for 3.b) make sense.

+
+
+
+
+
+
+ +
+
+Subtask 3.c) +
+
+
+

Use at least two different priors, and discuss the sensitivity of your inference to your choice of prior density with a couple of sentences.

+
+
+

Write your answers and code here!

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is the source code included? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Are the likelihood, prior and the posterior for the death probabilities reported? It is ok to refer to the book instead of deriving the distributions. +
      +
    • No
    • +
    • Yes, but some are missing
    • +
    • Yes
    • +
  • +
  • In part a), was the simulation algorithm for computing the posterior of the odds ratio presented or implemented? +
      +
    • No
    • +
    • Yes, but seems incorrect
    • +
    • Yes
    • +
  • +
  • In part a), was the odds ratio summarized with a point estimate and a posterior interval? (The mean should be close to and 95% posterior interval approximately ) +
      +
    • No
    • +
    • Yes, but results seem incorrect
    • +
    • Yes, and the results seem plausible
    • +
  • +
  • In part b), was some discussion about testing alternative priors provided? (For example, one could have repeated the computations in a)-part with a couple of alternative priors and reported these results or some related general conclusions briefly) +
      +
    • Not at all
    • +
    • Some analysis was provided but it was lacking or did not make sense
    • +
    • Some alternative priors were tested and some sensible discussion provided
    • +
  • +
+
+
+
+
+

4 Inference for the difference between normal means (3 points)

+

Consider a case where the same factory has two production lines for manufacturing car windshields. Independent samples from the two production lines were tested for hardness. The hardness measurements for the two samples \(\mathbf{y}_1\) and \(\mathbf{y}_2\) be found in the datasets windshieldy1 and windshieldy2 in the aaltobda package.

+

We assume that the samples have unknown standard deviations \(\sigma_1\) and \(\sigma_2\). Use uninformative or weakly informative priors and answer the following questions:

+

Loading the library and the data.

+
+
data("windshieldy2")
+# The new data are now stored in the variable `windshieldy2`.
+# The below displays the first few rows of the new data:
+head(windshieldy2)
+
+
[1] 15.980 14.206 16.011 17.250 15.993 15.722
+
+
+
+
+
+ +
+
+Subtask 4.a) +
+
+
+

Formulate

+
    +
  1. the likelihood,
  2. +
  3. the prior, and
  4. +
  5. the resulting posterior.
  6. +
+
+
+

Write your answers here!

+
+
+
+ +
+
+Subtask 4.b) +
+
+
+

What can you say about \(\mu_d = \mu_1 - \mu_2\)?

+
    +
  • Compute and report the point estimate \(E(\mu_d|y_1, y_2)\),
  • +
  • compute and report a posterior 95%-interval,
  • +
  • plot the histogram, and
  • +
  • write interpretation of the result in text.
  • +
+

Use Frank Harrell’s recommendations how to state results in Bayesian two group comparison.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

With a conjugate prior, a closed-form posterior is Student’s \(t\) form for each group separately (see equations in the book). You can use the rtnew() function to sample from the posterior distributions of \(\mu_1\) and \(\mu_2\), and use this sample to get a sample from the distribution of the difference \(\mu_d = \mu_1 - \mu_2\).

+
+
+
+

Write your answers and code here!

+
+
# Useful functions: mean(), length(), sqrt(), sum(),
+# rtnew() (from aaltobda), quantile() and hist().
+
+
+
+
+ +
+
+Subtask 4.c) +
+
+
+

Given this specific model, what is the probability that the means are exactly the same (\(\mu_1 = \mu_2\))? Explain your reasoning.

+
+
+

Write your answers here!

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is source code included? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Are the likelihood, prior and the posterior for the windshield hardness values reported? (It is also ok to refer to the book or related formulas from exercise 1) +
      +
    • No
    • +
    • Yes, but some are missing
    • +
    • Yes
    • +
  • +
  • In part a), was the simulation algorithm for computing the difference in the means presented or implemented? +
      +
    • No
    • +
    • Yes, but seems to be incorrect
    • +
    • Yes
    • +
  • +
  • In part a), was the posterior for the difference between the means summarized with point and interval estimates? (The mean should be close to and 95% posterior interval or something close to it) +
      +
    • No answer
    • +
    • Yes, but results seem incorrect or only one estimate was given
    • +
    • Yes, and results seem reasonable
    • +
  • +
  • Were some analysis or discussion provided for assessing whether the means could be the same? +
      +
    • No analysis or explanation is given
    • +
    • Yes, but the analysis or explanation seems incorrect
    • +
    • Yes, and the analysis or explanation seems plausible
    • +
  • +
+
+
+
+
+
+ +
+
+markmyassignment +
+
+
+
+
+

The following will check the functions for which markmyassignment has been set up:

+
+
mark_my_assignment()
+
+
Error: No assignment has been set. Please use set_assignment().
+
+
+
+
+
+
+
+

5 Overall quality of the report

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Does the report follow the formatting instructions? +
      +
    • Not at all
    • +
    • Little
    • +
    • Mostly
    • +
    • Yes
    • +
  • +
  • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
  • +
  • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
  • +
+
+
+ + + + +
+ +
+ + +
+ + + + + \ No newline at end of file diff --git a/assignments2023/assignment3.pdf b/assignments2023/assignment3.pdf new file mode 100644 index 0000000000000000000000000000000000000000..967f22b93531c3b0129b695b7bff770dd41ac5be GIT binary patch literal 255383 zcma&MLz6IovTa#*eP!FWZQHhO+qP}nwr$(C{m$#?!R@#`IFpS01sQv-+$8eCqBIP& zEKnrJ_c!lQOsx3y_;!YtP~6;fq88T9CXRHX)&|Zd!X`#`#wK*qCbnkI=J-sEEcCp* zP)^Q{CI&W8?wdE*GI2(2H@kWdv!K=D%WU-M$e@{^j#3T$a036hj$U5tAwM0?_vk1h z5J~vFt|y3hh<9{`e7!&O-$@b+UBAvuS!4WWPyzogZa%=hJ;U`SV63Dc+FwO zJR_fjZ47Jo4u+22?)o-@_F7RuJYa#8WK~2o2lFjLnEm$7Z4mdnAfqu{uosENf&tl z>GmA8A$(TlHuU;a-U}v*TiEi;*V93ab*vVR3rz4hYz;>7F0U%$-G${gw+^^T(thJ+r2w78 zj$~2bV(!G(%{eJv_w!lv{jOs0E9@f4q3*}zfy3t8KhP9 zNb49ID|pd7?QLdXWkGEqr;%Qhvy}tV&)u> z3?0rsrM+||PB{1=#*v8c>{v|E18bCYI7zc&hq%PWPt^D1gVqXJRLaPzK+sUJK0|9W zA&+`8pQ|Jvvp&U_;>Ao;3IErz&3=yCV=5cD1IQSs|?^R6;I6@3@y6!FKOpB|dCoGRHbCX1J>Wo=X=(EV+2+O&;Y; z*UvF*IZ`uq-^E*}0}7COt7Z&e5R z`JO{2j$LH{lwE4kNLW)8$wAmmifi2Tma2|bN4c@Nr>U*cfkfl{Fo=c9^mQt)ST<)C zK(F=|st;cJ53IFTu2;T%cZ4;J*_!S?vplwEERM!}ikpWtb;RDmd@SMt;-Wzg9dCV!aC&Cg z7KBP#XAX|Wztz`BN@)6G)BD`wf^pWXn?p*6{(0gO4XWHGVV-MjV`jzht7^C9PAiP& z`6~0x5*Fr}Y@MpxYZ$9d!;r;JttHc6Z1J~9GvTOh-++@9#$r45>o_+n{R~RacB$^b zNW3?pw$z6U*94utRs>h+P9^6q5rJ$K$y?bdLkX3$T4C^TY9!kRxRsI42~T9W3*IY) zoJZC=^qx`o<9tDOqN$u#A>hj@J@AexSAfcLDYg6d6;}X^0w(2g*I_T~uqR4mH&$8w zTHR)xk(yAXyE?{B_SSJKrlqimjNp^yWWZwoZEM5BC{j}Y#RWYU1}@4`O5Ps6IBH`= zK}-2wr_db7eUSGNNqL!!)6UAv9R(Xbhp9 z+kS9Wc3XR`gLEzjsvYob&Y;wzlYM<5SZ4F(qiuQ~IwYEa(D{tN5>G>LTdof~XCFI{ zm-Z(+dsHbgj-;AGNy%c-jMZXS!ZMTqJ{sFU4E|~ZoOjT~q3BL`T=;Wap$Vmuq!9aN zK!?BSO3^^pNoxM5z{A*xqv6R6T_ z+9}C^kkS|@kz~ZB8sG&)D}Yh($m&{7ItS;R=0ihs_ymAm!y_fxzvGE=r7;5^4W8GA6Qxd7^KHa&@mwX zLx@JMa4+aOTzuC1`PVh8o>vl1 zTpBbOKT~8?Klg{BMZ)#EB2W`&Bwx;O7cpv^U2KFu%E4B1ki9*BN+sL$+UZYNiS6>SxgIZWa9LYKj*E3IJyL)`w~{zQ`tk>{V8>VJ~{a3rNRoNe#S z7dYI^7Q&spaVIfKI7RvTIc7@)WR87HciI_p9G&BVPsnag>eD z!pjmtYbQ4rs6Jj)s6|tImY^wqEwQtf=C%-47Js`g4+U77;3->(5p9 zD%>87y&fsHY|iQvkemd4i8Q$z&bCb*oAx-+sF);9lX2WDLNyDIM6!HGTREcxX zbrA2w|3XT%=&fm*h#CP(ug~dkV=-u=B=8m*1~ws$g5o#g;gBxk;jBKv`8Y#fyvH#| z^b&zCt1pTT@6%dsqK^#jBdSZkY+g&@tjn>BAKudV7R+HFpgrgh-aZ=VxlpB@JwqRT zGa2jcuG+6&L#HfmJil(BjlQ64q*YvzkMl%Al`Uy1Fr~2p~)J zxa;UcK~bzBTB}EFT=r5oCw?kuY)*DrD3&k~Yao&o;+L45$~I!Qrv(y!0UewotJgtK z6)iG{YE9ZZS8Q{=!_SXrtsQ@RFPaKdoB z=yJ3%Uh@(RxZl`PskR|+I9-z;7K%7ZeO3xqvWE|A2mB)%vspKG{sR;a{Ffe9yFA_o z15bt&gYCiUZEG#hlrlnYCSjjJ5Xx94#<6HT75HP+ z2PvR=4kT_s7r%JRUhgn)oBW_kK1X?o;@I-0O-c^+XG_jjhf*Xi2&1-W)eLK75^Z_gGO;n*V#R#; zD%f$7G z)LW3-Iop36Q09;fNT#rh`ErX%D`H6nZgpi#Z)ss8weYsIt`+w}o4i?zM)X#BNLT0d zkKuSHf=X%Bh|7#~mW}F8>F#`??YYjO`Ba)y0i@4MxBUx;y-7sx)a1zVxQ`+2q4nK)qsLbxLv5b8E1_pIxVcrRV-P zem;)r$|l)y(^-3}DNXzn8|X;!2>Wo?1;lnPwjXUA+LOz+ID7bHk~l@5^VkMw*d+gu z@~`=*VM^jBEq3hHu$Z4?{|5d7N)7ohXrLr{5$_k;EdN~@%EZ?A|Am+TZ2uQ`nA!dt z?qOzRWd5JrbAmlli{18+TX*i{U(k^R3logbPuR`R4!#whBjn3RjT%MW zxY5*8CM-Y=cgm6_b%VvB?W?s+xWv~2lJlE3HAQ!E;q&QDk@t3u(YKWz#4^a$h25fe-F$GsHBwbsq4Ov^{j_nX{1Yw`T` zoMBL?O4AJ$wV_X00Q3^zFhWc5k+3fD(Hb=#Hq z>Q-aU~V{VK?GbOis}wo%gacV4kPB9F@#E2(CGZ zus4Jcm&ermLdC5Fm$kdj#8Z*Rskqd|JOn8=DE*mz@OSGqMxd$+32v$8KNFvgFv{Ge zP(eeie_heAdkdHM0>GpGhi?AS$we; z;Wn;>Ff5d~YkY*4JPdzLzX;qy7jmcoq{gmCvWT?@bXGu@e{BV=nB7MF%=7|0VU)Y3 zbE(%Fe-r#uJ!XbqK_DTC8V+5eCjtOH6P&0Ff(q_0fbR@uM;h&lVny!~n2&W_Dp(5H z)p9O3T9zbGEJ)7jF6t@ZXUyHIks-it-U5{*eJ_A5-2046qPTHtzBk z>|Epk02m9IVkTYF-bvOVdCFv)j$_wUD4hpbBS#+^jX+LQbHaiUE3L-Bgr-@8N$$-k zK3uFD0uq8#Y><~#h_=FByxfn^qJy&UrcgAGQ>`{;bOM^#UnI}&B4IRqI!?|>ZncC}Kw>;Y?l{L=-VAya@l zhsbxjCaXbF$65o>KH=`MIYjS5=g_(}NyFSn0aD9&%$PIJ9#)B15=ZQ$AlJiW=;x?I z{q?&OLRKhxIdv(&x`G`iLGENmrIrYnw&fztQg_6Xpj8V8M7&DOt7|6>=E2uVov8&R2 zZ5exq6TwMze1T6OzZ%e32)BcGHlQ(r8NU%nde-I?1-(=7+!o$wmp*R`17Vr{a6LB1u*O7gfQC4xRR@5!ae>Pnj&4+1l5gOe z)t>QjtMq!lE zdngSDb_0#`aqVHuHS$r@3&R zr&)x#0{l@}yA9k(GB2Rc33@Y6u9OCiV?j*0uiKec_*md+B>q`m6!9)9i7_B zu4!fcf4c;QH9r2$EwF=F2CRZin%}NA_PL`sv8!g9%SP78DcvXBWqjUpo zipVFOC}+}MW3*bz8|j_KiW{Km9e4zQ;!99a4gPjheGh+mO?Q8PnI?dOra3qe2+7go z3#G>57%6H}^B6xguAtd;$XIqoaaBT#YIakqLIy!NYQeF#Tcrx-UHHgC5L%&vq6yiLQBps;E;{!0d&28C)!4XUK+z6Cjf|hv$92mtcU(>~h8}mgM2&^PoC#IAv3WXRx@7)1Lo5L%tKxIwn z*j5Sv^~^G*&TYjU2IbDDR=^6&7wCjf#JEbI!tjZzfHD(X+c_t^z^BaM{q@kkPOQHU zr^TAlrL`+5m16>xh${O9zE0@O?{RwMbt87KWGtZg)y5r`ttnMjadb)Jh2TW;B+t5 zCQlO_u4vMfO3Qcie@W;>-p+I9B7Dxv&{p62t<{iDvIY({x5k*N;9+(?r(SjB7)(|3 zb@O+|scJ+D4J}cBT=;Ace7!x)T2dsNV8m(>jD7#P+bOTE%J@X2Qsap3$992uAegMG zz#}>a(J2N?J|hhV2g9-oCnP{}OGET{KMf zB_JQV#m@-X_a)@Vvv^G{ze;JgO7>e;MV8Ug$Kp>U1X~%-(?gm_Gr@Fk-hHSosYH~Lb`0O+eXUpPBcQ*+k(AETB~ZE zrlTNcL1eL9GwpV$J8Ip+z9U5h`E|j+TTzit7BCm%8U9mF>hm=p756E=225k1zBZoee@{% zW8}*~_m}aSxt)v}YEapX8k+Q)HU!THzq44WF$sF)mSy@Y_CGYj!lKLMq!;BiR71T>cDJc9-Da;t0OUg|6TJbrR z0&M;b$8+FdXG3U?eP2A)10#p&;8PE3tCOOl6;F(Fqp3pT7F4) zV9PpZ+%Nmu@FgoE$B4AEmfh-EIn3jRCT?JUZ>onE$%XV6LmOPsrM-l24u~sN}Is4~lO78_Q*h z8uC63t_)#V^|bCY!FYlMvzZCDoK4ZHHZj>w(e%)j6I6uOP;*T6bhS%$9ru!o6~zoy z!Wc81a!9&ayKm;|>ji9eWA>LUD67q9 zfnHv4T46H+ymFO(E)RoHC4W)w-G*z4l#a?R#$1mC(8X)jVQwcM?+rw zhdt+qADR+PGv#r?#+amlUmlV_b61qyp~^XDcY`lDO!H{PV)_g zL!12G^38y2-N%YioIUz&Mn`U8)q4O+B0#*`eVQ8!wxZURe{6#=1}*6fFVXZ1hw!E< zezlAH@OL>weNUm50s@QD3jY8W`#U@DVU#X@z&(!4`oH=QN;eG(l(kdlz zxm+Eg>UUuWmjJr{D~XCjtc`nU+-qjEvJc=!Yy7d-AFnsV$ZTJ(QH4O+uhHi^BW3w$ zspArqg1L@D+!C`RptyCun84{_qhH^aB^l24wmqo0&L1}mg;k7utC`W(7?KH6tq6|4 zYUzJ}A2de{B@Kco)%9|<30jVI8e@MGM;P$?AKN0#!j*OeVE3^68CY4 zmWS=${j{5g0K>Vd_jrr=EZ@)d6>`O-FkQR$AxZ(Ib`cC-x5(js#!r+hG4)ySi3DBj z)S;i0DY3b5cZtES|6~Msy?tp}BG-lyqXG$|-{4y*V2<2BTH{TcEiKvrNM)H*Pz5cMQhy+&Uk&{enaYP_9FYUYpBLD$z#Q_`2;Ng zI!>!vptLujXo_?#o3j*bn`G%2Ke?-SMm+7z1IBx*zs9OwvwRIt!n-nAw9GcE_rgbd z(o_I&1uje6rl;4+$bW;k*};fR^c%#eUG^iKb+jPdTc>RpXI1Q>(%6Pov@7{)%7uU% zn0*32O=-NN`}_s=1NR4(N)crJzbyvKe`PV47&zGfr^UGWkHx^^xaHMTI0O98_x2wM zTo70(@H0&ifRp(%L2DjUm~0W3Q~DmBVwdvC$;QdswiMzRt!80+1fhnAT%U~L;k%kN z>OEebtKP#UaBpw%TG%OP?-~adNydUD;&eb!MW2j;GCHdRY0uKqA1Tn7U-pA@4zG{& zo;Bg*Gb+7LxA8#I)BE$#^O4+p>sSTeeampreSdU4lKpAO^taeQ%F3fBGh!cUKO{T2 ziALke?TC}{T~Tz%e(qm~pOG~S&d;5>AGaa3ETp|3vPd<0l4|5;2p!78d3!0M;w6~k zWP6azGFSfDXk|?zVTS+MRKObNL=J<&vmIsA#gjRu4573KmAa>So&5K`rDrJ?r21@m z%UJ9JLw+hgAEB7;ua~II4b}k2`CYm}OjM?DCbMp5_Zk{B=NkSa+jwb+ zu-1e+H>DvL5KsXM(wOJUS)uSF+48^+LCjOC`vDc_cP~|Vn~>_L@(6`$J+s9%4e?;PA76MZV4M0#dK(phKv#L6rI9f6@9(KF1u3b}7nSMVw?t2hzN%wYY&^w;pu+ok7Q zFDX5*+mYuBe%U~YFec_CbLhNRzTUHK_t_Tr&HRCRlrwFhGt@nl;<@)gA6x?0_ZeJ* zFh;W|bmzK8q?KsbWmY`15FIFseqaVAYm*mWPYT2WOYshqh$GfmgMqxEp<}EH~ED^H3CWc zRf@oQ8*r1vKrEQB&oRptIZ>jAz~37rW#;eCoZMBWYq z&vBV)4M!_Pi-U*9#Ib=t09RNR-XrcW1Xw~bih;aHgOnp3L;EANMuun& z_+MEYNSM^rh*2+U73E}|5BWApG&E?i(SmHy1ECqD|ksl;Q-UHq~N zF-3OMASSo1Bo+^WK(8dVuNUZ8XC*JD*T|S+Rlt&cHrj~kGJCDzf5bh+fZLmeHuY7A-}qt-T}I*@^M zKgK(lS~kT5`vAAJYgm`Qu|`KO^o$%gF>KaY$~K=XgO}|oQky`>(6S$lJA*(UJhhuF z%)NG@D=CQeVixIe_u<=h+Mtw6l1Ngj<6aJOX^bo`4cDOe=?CJX-p577UWxTA$VoJqJQAkG7dfQ}gy3 zKOmYpf`O!M+)th~exx|*q6ZO_*k$)NKLLD~tdo>F?8dEcrIVi#F0%fCvT}_he7kd! zLlgOS_~V_MCNCG@qCB|88@+QhS(4^B_8-IN3q!L>N$Y=$1^kfLYv}-qXgz?Mx*Vv> zvDDG(mXleq8#KnbJRDDuH8S4Bl9o?FOiv?<&iW59ftSVNIpWWQX-9cf~S(WDUXc!IpbX)<5_2v#wc`lOLn z=TD=}Zf}Q5L`*oVj74AEw(gu{lp`>ci&v)NfV#;TMDpU-bN5gD+@1_`f@uoc5WH&l zeCCLa!g%z7p$szhKAsGgL2$Z@_d6pd0nI0fNq)GWnxM1TD6TPFdYy8gN)2QOgZOju zd_3%s$bX}dnUN63OoH3aPDhGGiAA%}pRm^Ni)_E5El`qfeFW2>vOh>>h`9=A?N&7L zT$q)7qIP(DirKP>A5ZKa`oYCH!9Lyriq#);BC>26(nYjt zxrVQur_SetK-kc3vJ#(&L??z>SBvtD)F~7qha+n7@LP9PD>+fK9xz6rp+Sbz@k^(U zy39q00vVCF`dFTjvv|-1m0b|2L>Q?`Bp{|O?~T7=Xh38>qmJe}jefaSpP{N?fSPnF zkXMo%hNnV3nr=946K}XMtk9{ILAEaK{LnrVcP6-bPOaQi9$2Jj$lerIKH3ng43+QKMhqSl7dgV% z!>>rNt96+v+*^y#LYd!j{Q*cJh|s8OdX!Bm!2SCC&-nX)29# zy?RPsZg~n7AMoQ3=%QXhBhd+>6;()J`aiO%%lbCA1!vFq&TOZv^@MxE-4OKm&Dwg6 zX`C29cI>85r-_4(;JDX`3J}IUA&>lFd4-D2N~!86N-Blb(fYQrJ<;GyG7C4i4BJ!b zAiYCt5~@YT5yYYG$Wt#n6d8*uRJV|cx|TWc5fU)Ed(V zFgQK;c8XBG9@jp+kO_3X5`Hp>g|Varmbt;&o=ST8NAu|2cJv@4F{PQX@_0YuahBFw zVT`H7A_;v;Cmz|XLJdtYC*L)G0R7)y#5Js`CuY2xW=Y2dNV|cIncX&grVg6LU+>A2 z{+M~w>uhs(!YrG_rOS?}!$e=wP1{duDn1?VZ#p4V4r z<~+YIPR+P~RLAB;{j?jOZ_`W6lAGM>nX3!Uj;X6hyL#lmEQl<9!u_A0%G}SZJ(}7p zbnYDjb!b`&MOH?h(m{6Sy4yUo2Mdxi8?l$Ej{%fnr zw0+(?&&wwAYcg2@Ef}r&w)`G1I(sZrNDV$`^qj1d?&1WSp+Kch_SG)$Zv#eKH5>q% zm00D5*d3@ccZ7k>AS9ZaMEMt2)b*teP5q8)CIY$uus1C~NqzY(EENUc-O}tLJs7^a zrU;wV%g@Q7NLbeFeF4`8!h9A3Tk`XfE&+D}j7$$Nqzb~Fxi; zo@4V#<@7MeQ!>TPE&ZW;p^hBIRsKvfMH$QRs*u0l8*-ECys|f0Vn2(pm&=(8$qeL< zP2Un%t)$I1p1p(JODCz?m;RYU(}LzQWR&nr*GBGjX-l)kPB>*jh-NB;jr!;`aq^b_&KG&|3E~x2Lqf_^ctD&h9*~dW0aG z$ZiTG(@!)8(I9<}G7gND(yuXZGXqm-JbplFvOecC#g_oFcn%IKtk#t}erlOjQdMWp zGCfLJYaWX<4%}J;^$!wHt;d4Zh>Yx);B0ar+UHDarI0Zr*GgkjoagGAm;HDz0sdb7 z#?~`z|2M<1GW|E7SVksxmjB5xJ6ck4+pLJacXjg~0i_?l05PM4{hR!@P3Zdnsi5Ab zj(LR#5qquo^{Eg?(Mj;&#Ce*=uRBU1YgB(;4p1s)_~s1{AH=0+2lsh*dIy!s+560_ zm7Q|@tTKStq_cQ(q8nhGfrI;c4QD{@O8;fmbNrk{pPhNX#qVJwu6!d=@NBc6 ztrU2FI(%N3y=NFaleMoBBM2~3Z4>M0>rw;~NGMp?AgLQ&5&TUM_Nq;wEWO4il2O17 zQc`I6|9Su2+hnrt{Veuj>EhIOf5{1I(9>iivP1G>BBi&CT3i=)8z@qcv}Ib@uZ?G@ zY@(YlOoQBM6IXW|>aM%{WlV~Df16Mm-81OCWOV8h&i&<<>S1{u%v!y>D57VJVcnfP zgOi^Q+3Dr|I($(3_pkl&(p4G@X2P#xVKG!hFxdq?-dkg%y;qk2zR62N&?$TLO2-^m zPz07_G*X^({?p`s6GWSADFMu9?e!A*kLFqq))n{^-$W1iX;tgSlONsiJ=J$ zZ?u*d-QZu9%- zeK7M3EZ=0TI&qclhL93;a+sL$$r?9*6*hJ;BqmQZ zj_D4+bfg5RBz~Hlg?pA4n{74G;aHZ3=a>Ea@eZ^J6%8PhUt%*INUK!)K^D2*VlAJR zY9Y?fd1)EaDXgRlkukH}l}d97&+y_ObwUrUZ!~MqN0zO)71e+kKw%?RzQ1S>nGRM4 zW#O5PSQdL@Z)e?Eyrc0BJfyB*BRH3W;1FPzM|*@+v`z|$WwX@7X%?y%8yD0Lq)>Tc zK9i^z9qF1>Y=gy09z-UHeMLUU2E^B=eMd=Mwx<&ZRMd?x^GO_{ECIEQ{L9&uhVu5b zV>?P0$KK2=J_a;HmzHqNb!hqLWn+7kei+d2D$#$ADYp`{{NYT$s0~ZW9_Xp#MCW1Q zr4!}>`S1kfF=78O#{gd~W+KpE_cZ*o1Z#bq8@txFp5=MoF`r1$tDfYm^Nx!E@}|#% ztUki=AmRWcpi(v2f$&Plrum+Bcc>#EN_yhoM`>PVZAgMS)RR=T7=HYsX$DF7?}~Hz z3>(8Zv71dSn@KYGDOU`;6+vpQ*%e=Q7>N_Sl?av})nQOkT3GKiKGxKa)2!7b^j+#D zTijLFxai*3$D$X|(T<^}2kV$-9@%$gr@$`lc6dm}Ugf$W6=wwmU6Od|d+Kx>c? z!r+q*jO|gtd4+YkS&^SZ1!V9G%FTdYzC2Qx*W3BWuugv`09gXlG{0Cqu%cTB^oe-K z0g@bfV6NDwb)I-mXk8JyA|jgXWyHhK-usdV3A(Ruuc=VqBu&Fp#nS=n_aRLEsdd4`YeYr8YD*UNjbh zMKc@I2VX2-6WXM(pCteTCsV`dlwK{U4%)(XO)BAH7L?|A2^VpbtbxQgbO||Prx^3d2--WO>uFp)`BHXTH=LNm z5n2^7XirA*fTtram1S+sx36ZzY$V#unzV*OVY1aAh+X&<9l`4eT@rT@OY+oPZSjHx zYjq3?-!cAfjVw)&=~mRQKZo$e@hD!MFCY{A&~?wg7O+o$Feh;-_w#qcLeB5+xVh{P zYT^Q7UDd>6Zdh4JopHObZn)XZ@@&`{pI1-7C$3oew0v)_vky1NaJzj?O7aV`4(l!! zVLAx4!>39p)%*1?74l-TREg+MHjn2g)2@~Oav<~mSVn8Z$OPM%m?V>sG@HoM!w=#u zPB} z&f@9aIeaVHfy&t>D>hWVJ3KOh2Ft`~p|xw3p3!!1(_@0Vbpb%F&3LwUR3h|RfA2JQkYB)bfZq^hsCsw^#8fD@@zQXOb(N?3#nti?TcA0ftc;O3(Gzj)gTWB3C@k1>c$B`2-G^f6E)ZmV!({3!lpE+*z_mC06}G>XhEgRb30e#1Q2zA6>8 zM8_NkT42eOK55wcKOG_d%9A6`wA{!}iSk(~NnsZ$7n;-&c0x=J5rjxAb2}}CLUUuB zw{sLh3({^}W)*J#yvabpjIP4w@sBg$=S_}fVop{Fwipru4)?e) z0KNge{>0Rtrv$hkPjl=fu9={_7ppd1E}QP8GU>?3N)f+i{XRw&p<3U5fd5*Ym}%{V zYQaP^pj?qvuf95b^%qQeWjwaSYJBkO6)&FyEu!$Q<-o)A64?=D zZG5R-@7w->w*gVB{(oW_`+pP5nCR&_{%0(^!JdjGZoA2?D|hlwc<}`Y5`gd5=x>8X z9Ur(i==3u6QODYyA?U+XM0_b%e0eT1o&UP;EbCJDj87I$K(4rWA}0O!H+)R|Jy-UF zcmMp47w_pz=PA4Q@5A8pLeCa48x(i=`M{%dDN>_|j3fir^wa+RCD*A4@3wdhFVKnV z0Eu1geTHL=ap+?xXAwwp;tZrDQCX7m-AA0hvII_DYL`shCz6NThz@j6DUXMd8zrTo z5UhONXw0UFbsmXzy>E={#_H%j`kYIOqW9 zd)lYh`^^v?y|SAigV2zG-HC0#R7w3X5q~^2xdHWWsVlLWWaW0eYXzY~j(pgtTS)=x z4}^ei%D{0(9=8*9YB)EKe$-WsIA%nAFH<0&U%Eb}WsqOYV4te=pD!DL?}xkS#2kGM zO_Qdqn=DiMwgCOajWNLa%JYeZXYOv^5)%y(DbKfpdVi;KcaZmllyvz5X3&D!;s!T5 zj}#QwWMoJw0%*#-C9WE0K!U61ZUjSAXhy$l^Ux?FB#nNFg8@34?Jhe^XOashfrvxx zX$6W}Tp1|XiNh{#ZRs*5X?4btVOlWd+IK{=mnepA4- zye3%-b|ZvZ9u+)dI`PIKAstVG{)EX;x87Q{s7#|YN$Q%SrQa`pg>Q)Mu)I-zJa0%r zW#I}_^^QffEJ?hz@b;vO>dZ*owtf$S#%dFOMD-JU&++{RqDAvS9X=&{I3Jq$_dD|{ zBYe_*g*EYg&AnEeor<{Ki_)fLGG>noWg7jCmR?)=yK3Fa2x9G+W!mn4nvv5|E-Uec z@2mK@J6bt=q0a%S4$`NRh)RI3i1P`?2YOsKF7!?_1T#C}7q?5_D*|xBB9-Z;&bRB$ zIN(#o_4JJz<0dD-SYtnH>;5|(mGKy3XVCbm6j0a|=8nQ-%!9=!C49?`(UFa#q>6@o z;Dlrpf-1Hb`ganAD7Dv$GK(XLy#n4#QI9mY6+Fdrrj;#pH?(bYC$*s8N4vx}l3`P8 z=h1Sqj4EOy5`*nZ6R{O_QX^Gn_N%ojRp4UwGuki zwjt2dk5b1qKACkvRcwGo=}1o5%>U^1CSRkR#l|wkHkRA~qb@a5D)V%t)z9?R5VxrJw@=DY#nV@G;hh9Q{DiQSk?@FYD*o}7%K4NQ zevOy>NiXHO1cK2RhRqJ~2TlVSTq_*P@cq0zeBgbF0lx74zJc4x9o76_oYIs?dmRskf?#EjoY`Ff7l1_*sW28zy?3x`-w$j3$uhc9wH zYkxyV5yndFgq#Pec~DLH=YW0yj0t0)LeL};@1JokY^>DvSoXXylqo@PNFV?7?UwmT zzGa?RM)7+CyX(|6EA-6auW97-efn=zzG>b-(M|hZ6)anwKFN%&9<~TQquXq8{5Sos z#Hc4w%vICmPLO*V(wRL~t|)Pfuxs;>U`7#kb`Oh!hi%dvuxVr?bwLar#wwbFhAAk; z=f2V5^?XOj`8WP3lv~yE;0wpOU~yw7$2nHQ2208OA{$Q`99YAHp|00=u&fC>@|%?N zOYyLy#0rjnp{TL>F;)Qps+ekQ$|5#LNI=g=01y}SS#0Se*xi@cgLAaW<;k6NwCNH$ zdM(>iYHUBk?1AW;b#eZ0nlCn&V;VKg6tM%JrAhzROfN^=DhPh=3crhE4JV)3SG+sP zC05kTvO*45{ji$yHwLg_bKl@13-hpL3iif+u3b?r-2|m#jZv(PgiGrH)ojyEtkoX{ zbEP-tqL+e5+kbc-Fqw%FImAFy#D#S$!u?slhIK`jI$qU?x_?)edVlo2h*lH6;Nd2H zpO4+E5%3?hENF?KU3yFbo4G%lu$EUf&My?RG{~4v%NT&6LE?vH9Evy_IK=vvQH$$| z+(l7{OOpQZ{uJzeo%4MyLw{ci;NBwbwllb_DFL_?UABdv8S^YlU&FBI>04!^Q;{~9 z_jA;!TPvNt(LG765HmtwfpG5acp!S1W-@&gx!-I@Eg+ zdVaXzKc$O6@8GtDp!h?HV0&9+CqsjQPfW;WzM<3=fa8Eb|F>HhuGTtAJSUh%+O6%d z)kv)fP~Es7jWa_v_Avob)>6sG-Z;}p5?AQE$-o7DRty~=x92CKP&NUrd)#(hV9l84 z4y#{wOfZrFhJu)QP9yB%$OY!KXdyL}vuCPkVA0~76K8VV;xg>LGx|ppUc;8sBe+pk zh4(WDIgWL;VUg{tO2vKiVgl?q4YkHkTt{0#35dGei78^b7e<$^p$cLSwmr3MY!8*? zpHK1lG3g0YGR z`3#emN~rt>L#XN}ZDjKo?&MP}cmsPaTmtw~Tv%nYkOAN32i@Fr#Lt0crEG!8pp~-d zn;a0Mb6CzGs6tqYn|`!(fMfRZ)@2+3?(1JrB2U{e-XP9A{t7j8`Al2>o&LCV&ko>o zDxCUNK;$8blBj_aM6`E=v$-|yeyvWz)*Y=PI>Dj^p67RA4MGL5fqVIC2he15BZk@F zsdCX9o%^ySYOt|06(ht%Sbzsw2e-HsSi-+lxXE74T&mtAxGicFbH=B{v zXpjnwm>NC14^;e2xC9E0psNe>r`NqG%P{GekFXY-O;x=u@ z^!_R3M<1sY(FshNjC;D-h;hZq-n|tp!9t?F;wl#7iE%Oq8H^fc=rod|>dlqsIS0tB zGk(u5m)9PYP>eq5K07tN*(lQ8<7?gQ52Vyk2pA4_ zJy*Y}*ZFn*Ksz3q4*l0(kWobOc;T^cddWZ3FpM^9jY`5RnN>3yKD3tcXE_?(vOhex1c0HpVP^_sS);rXkA)Ne)AL5a7ptE)SDCt z0$RTw>bfbsyo25tH19XFp6qOiwcjU)j}tZ&w3ORa1)8`z3w%X)BUGGV#d>buzpt$1 z)0SRbTGcFPQ7#G_@i8mT%IBG;WLinc&K@>KpV6*Gj-O1u53gcFq!i-Mmq<^vU4tb& zGA5OK_qQRD19ZXv!`@p3#}zEuqGD#Ss6`etGg@Ft7BiE@7L&zHwwS?U28)@&f)+C~ zGqco!+deb*-7_)sV&=w+_ji7FR8{8AT2)cIqdK!zRwvr@!+nchN;KiM8$*iqn*u0I zgw)T_*XOh#7g~X+e=nSKFioD&ffCg$*fpKA(u4BYDsyBIkuG1D?4$(bJ}Qp9$GB%? zoBY8^RAzgs^);i2vpiVMylQjlNDl?UV$4ZdXOVJkbW@bV4SQZ;(1_nGhoCvd2C9QR zkAMn!I2`FFyjJX)_pJfEG|6+s@|sX=^UF6?WGeIZiz$=rvK`8^mX-O=bIyU5K!IrHNVV*m$q; z0D=hurqEoUA@U&{b<(9Z4g@~@q4fti z=#2kiAar#(l6$>JXuK@+s+^@eSz7msbslRtDKYda%%MM4cMwNa<-6X_xXiKc?iz>p zPJ*huhBmgQ`PfT^L@X6ZyHCo;-AsDpNNz^QbA|AJP9n$dfF8QZqPhE%r?Oba8#5mpzRcMy=mGkIyZH?C_@u5>tbe zG2}ucI9_OE8;1DceJe(kNh~UG7XWLOAnQDN}V%5aVEXQ#6sA*#Z9PO zwrET`oNR6|ag6j^sqpAeH|0Z{d;Z~F7YhiANc52O8F|U2ouzmRvp&4CFGZ^py#}(9 zcuOi&W`SjC^zvU))u}6n>o;lzRV(zM;d9Rc*?WOx|4;P`IpN}t&th7Ic0p<(;x(}wwCW!XDCrfU9K`lN=S zI3%gT`BXavRq~J#T;7FBSiWYVd7jxCt|)zK5-R45yNj-EsbNr+ll$W+;{riXR*OVrN{R2^Xr@=Q6PkYGfhpH(xo^6B0j6U z^QU78$G4jb4u87xUR&)+?KU0^w97=VTHLIV?>jCh+w*-t4mw7dW!NyJgY@&L@lNw4 zUXvH;H57O*j~YjQ;EUHpNXloAp;QJAZbO( z5{$VVP=2RHE(o0R2?6|ipxbMtFZ5hyN6EyL*$fbJb{U+ zO>Kc?7k89u(J6kuvBH5-ByGY>CV5RiPw@hJBBsEArAQ1m>*qv7yn#V?ltTw_@&y%( zK77>P{Xh81wWHv7MpyAEzGM-baF)cAn$&9^J>lmoZ`k1H2VAC@MAG_^L{1q&dgJH2 z5%0XgU^gIq&JJbEyL|$iJTLzVV2Lkxfy(pjTH#qzZln*lRMWi5no%zDX8pc7@4Wtl zo9DU8!*O6asH2U>7_zUCwC9OP`=p>c_nb3FsdE#)w!u&#txnybVZUg%>k_^jcl#53 zwayw%V-wR;)SmM1%^hR@#f%d8xc1ov!9MxpjM6YZ=VyN&u^xo6yVjLz&rjIq&$+MN zF~&W5C#qi_O@veAj0YgT5ld=w%vOEE)1(e|HC6Mvw6Y`eY&nhDI-zX9_RaW46Wpb7 zrWUFx+<^TjYK?YR3->v&Qln-*vgeHmvN^BwLyocCCdbo*;5M6}xA& zjeMelF>4h5fgSzj_KB=5**(C>3;^!waJ6TMr4z`9q6bJJutm#>yvz;D|31jkC^^~P z&#p562_ltwm3V2 zt&SOqqv@^B%l9+YwH~93Z?6Y~CLKJr6&Ets<00cABM#6oJD?{Se;6y#$(ib-rxC~% z(aaz2m@?we3CUjfCKbmgk2#BwNTvS!%~YP8@H_gKc}|{zi9?F}kg2RglvPA-v$#2P z)pOJIkE`R=bbmHc((_QleQrlxC_4d^k4u~iS{ z2=E4&VR!M@mj_=2-IGZkL_N*)2n~KEE4D~A8mf@sU_3nnMc&{W^FCJo=ZzmP`~UI( ze)^ji$_|_ribcZgyOoKVij)|O0vX5u&JM-S#mD_$B#-*14Pi!RvYVRf(uc5#4xSFB zc#QDGNoz|LC~4FV={RP3Hbjgs-LViKxh2#bB$VTd5ZGxq{qx1+YCeXCKq}Xqzz|5x zIy&GGCCivr5Nx!2T#Th}kUscYXLn4jSzP$cw?f3e1i}81(?aw|$<@NyI_Uoq6=7in z4~cRK0c``Z=}=cE_Tlj}R2r1`Vx&zP_9I?LD;n7oh<-*SvIpWlJF!LkBO8QLYUIK7 zlW(HN0;!tWMr~EkUm+_C1vryVx^!ze(VYcVQDZ;IT9JERyIO9N%_$LfOv_dnAQ_b0ztJ`9j(GgC$W?Vx&lp zOfI=WcM$srY?@f8=wtS;NA%vef~A(^pUaP!lgV08h2(^yz9bN|^q6FbUZxC_7e2@X zQqWIh5mRZYnV^ZlHy_PrxwpX&lz!1BQWEUVSjyw4zg~2pILRO+MWK&Hi4LK$yI~r; zF`FUKH=&_E(f)vOG-BHf#EFHJAj8A)Z^*$<46HDsDS>m%!Q>3$b^vcwO*T1s;h6(Q zj9^wFRanuo{OK-{Mny4#Lk2N$Rl;1z#0LSjAzHCSyU?)Wm`Z>|1S)YcX((LLlN^;2 zKw0QcbbTD4e&?P%BDRW>` zcaj6NH^zCeVsFYOrWTS&KryC21}1-A1S{r;KcB_o+$j+;$$!UU6+l^uF2|A-khX+N z#}yCi;=oBtvMI?WA`g?|hHU30=W66~=a(tND`l1l&#KSTenYy$l>cmG@77eX))Xl6ZPg$o>E#F1$D0I4>U47{@ zpBkUIN1ao|HSC@g4rBk1ZSgJTa9R+p1+9r%aG9c+YRjza?B`?cV_sBojw0Ae6|2H} zd&{7DI^6K^%rEs{vc5zOJL1w2=MqgpA0FMZKN~;0J`1QbsVk~?9#hY8&oPu$&FzX;5MtNhKw}-}vE%Br7UOp0(KeqpavH-i8D^K~ShMw9 zLgB9Ck!AbMM#LUAMm!3;-!>M;H2Fc{gIEMy1d$xpOhQ_(jajtLG*b{0GE*C4wl;xQ zzpicFanrM@4hnO)DmD zGg;qAzjpO>F1!T=ke>SM>pk&hP=X%aGdp82@>*m>#s zhCp{LHNuM>^@hZ$xi-G`gSqiGvjKDgJ6$vF7MX!#~n$J2xi84t&Gmc zN34FT3@RzCsh?~=nSNgIV`stJ!`sJS46__4QnpYh(FlF{ zF29~7n6{mz5_hfE{Xq>mtN6KizOYjPS$-w^o=%9mLkK!0F4a*@8nXxy#NNPh!yZ;Q zS{GhdFp`mSrpHZ%gvDhhz7$d0*3Y>#G3(zaQER~dYbRMX;f9)r|3Ny-DT~$KsAcI| zeuU=Q=cdabK&MB4N;gNhy3xp`@L>2^eX^|Zx2NVw6|;^|=YaiKKtphYm9-yjJu@SV zcMG$*zG9rl)UUjnJKq!C2;6YVeje^-o063u%e0HU%~t0{W%8u5?o@cP6|xLpHthH9 zIv6zzx2nmyWUS>UNP0t^*$Dl`nK>5`32a=dh2|1Nz+tk z(I+IrgzoiCz{27kuaS!f(itHQXT3f5CB#2J^RTlO_OmmDlU$FFj&^5EI%GXBGJXm< zSFp6(U)oGA-5hvNWF9@7ig>Kwz0@F&<3$^o>YujmI+Qwh`{wMxgGl+|h~Wgn0AZ~x z0{Z6!Sv=m`;h?0Mzchii4-RM3gD-JgC&~-<>(b5S9YbwThZ@fn2Tjg)6RXJt)p>EGVzw{zL+}mgKkqS$gCaJ{?PGV}NU~Fqf%gkcz>}+LWXKQBX z!eM9*Zgyrdx3X|`GGlTuHUC>=V*koyYG&tb<>CR(hzf3``!^Fx#ujD@uC`yzoRI$A zsEnPty@ZvC3mMN}!kr3>n3%o0E-Sdm!N*O;&c&|JqGIN3@9Jb?<_ylGs^nyEqH5-% z%K}cd%A#iG?xGJyY3K4c!zw!x&);(uDlDJ5$$0-7P!Sepk#u*FQgs1uuLT9cHF0|z zdnZ)~V-s+d#TmTSCgWxMH$|}U-}A9@@p7>LH#_dablEDiCdZJ22h9xQhi+iHz0)@u zG%~VJ0It}8vjC%}e1va98bpXtyTIak9re}rz-gsk=#j_g^D%L!gx@5LML@im+sFN@ zg_I59w`a=}k2xUigbwN6@kAUcU4_L+4C%Va+w0ZZ2#d(uipcBn)d`DX<$bKEODR}vKkm4wGa)-ae2i$=!Q7pFqWWAc0)si_& zZxwFdNhhMpUs|5fx~!KsXHP$&r}z!Fo_R`+XU?Kkf&QjooLdvC;=8KXzLSbcmF9=B zlcKlwd6|$71IgJHncwT2S=zQ5%Ca<3t~1^S$FA5(zABpO`t`%|CuuV>@*O03Y&`Oy zft`Xp14U&P8m2o!4v{liLmKsyyFO3yC`VOagVzET8JXD|8SVqJ(F4YbdWEtCHHrKU zwQNlab!9pl*M=pD`&XU@3zc+zHK2^Rt&;)&16~(g>Fz%ux7ZO*^l{HnmAw}9aAO0< zYy4|V3K9rca5wF^&J zsEuiCp-ET7=)y!03Aq79+Az{d5#UH|Ds@n)FB0m~VcEz<9>nC@F^SpWpI z5riw{f1wR`GSct&;ZcJXzAI~{tJW``gc~X@NGfMxKpLC;X5v%$-j4eT29mv;GEV&_`oyj>V)2c)5ImhvZCc!b{p2pMN`(@Na=)u< z_Tm6EVXU)G`JoD@+{RlNpWRMvJW#+YC=IKnv)Dp-+>L?}JDV6qIwXnHKMR={0e>>0 zGnuMJ932s4>w4s&%cG}f=7{0Ls%K~O@|fx9G4eVn6Gcnzpj$cS=zyTUW1G0N=hai~fS~gdn#pACL8O58>4eWU z{OKCjMr)~7qkL-YCes|@{q*lYT$K}iQRgC zvZgb5Xgbl2JjS~b`E&xY(4%;r<++`mxkqT#{5l5#FKZdq>nL|VsAnsXZ6+oodrtNG z5NfIfwooZ1W+RDwIcIvC4th2%M`1{}#EZm4y2)kuU_fGV48iLTdeKQt*2}2yVXQk< z5lq%u&OwX4V=Vw8-FXtudRx27vBHhBMT+ioODCI>C=<(R7(g`jphFtxdVoy&5MGzD z$%wEf^fgq>m$jTAh|}m0CeW@DR=|j3jakJ|d(MjkFdmFZ$2BxTJk}eRIVf%S0SZ|+ zc_07Rb#IDwbmKY-*Lr;Qn8kNG+S9Du`OsV@8xP-Zls%sEp_*zlZ3b~rV#0Z#LycKf z3C?J4Zv9$yjhQV#98@dHrJn0_Nnf0gSlbf)Y#KUG-9EZ+87LTWqHd*iP&dc`@#||h z;#hRiOI=Ez@q^uTN0F`B}jQ_ zR4%?GUAQ+6i&|<%XmJnN(8j7QMH(qpU-6~MU%4-#Z*2sDHVXBj_LeKFtiaxTGYdCy zCFFu3CBvS{`@z#rH5A*0iSwd%4a?0_J7b1}N$*RBw{IKctUyC~8`MJ024f1MVdOFZ z9r)LAs%Tb;Lt7xx&vO-uQzqkF7~1x?!UK5##_nb3vHvxZ=LqyLdYB*YaxG7lfmb!V z4g2j-?m+|s8K2lwO4ZPpCezS<@UA74VX|QH#rH_Pa7pZksLd#Jxss7M_O5Hoh^eKn ztNt4-(H_nxXk9zR;jZ|Jg4{DQ@lv;ZP9}4>;G!3Xwv%ag7!NZKkmyM_QZ6g!7JFid zE$nbt?MMT7I_ZVaqSBRfLnh(uXie7W6Ni`n%Dh+>c8MpRF|a-8-~CHjRlSy{e!YTSlr4Ir_U7;5?c;4RDli7ps1we6Et4+S4t;V`c*u%w7k(jq5 z1t93{04CCNbAFd^R4v9h_%-N8+KNvT+l_O_x%l5bgmx&VGzs9<8?J^@yjt!Id36#t zifDbdb8$(mw07i<_+-JwM}cR9R&wixvWVg)-A`~9lPaQslR3UGD4;EtCxNX8#L`1v z0!@$s&U2f9WVj?b^*ERtlq2*M&9zsF4sf`)-Epejfrt6ATm~?R+*v9~H!|0^N9|M= zb!09J&0W-Z?B2|;!h(AW^Dl#-!iB>7qp3fx)6cOfNXZK@QaEQ)mvjg5=kad_Mly$F zOcoqe4xV3L)@%?vNE!@tuWp@N>zGg;nXfOY$56C3WYGxMa2pnklr{q`JLJ&-g>DI9gsi`(X-pRJQnjPeWfbZ+gvjF2p-%=^ zKjM3C2)3bz`dGzHv1`KI7cw<%3{`pg4d}p;cec9(Fka|tB9ZuoBT{09v7ub3ncrr%7KlQRpO-d)(F+2- ze}Lm7lCIo}s(A{>X~a;`?f0om<=a$QLvuMQX19r(NB5}YB`7cq@}d;v)+=_ za%CDDVoXIKpN)*x+8Zt64XS~KKY#G1??81(B?^GS6|La?Rh$JY7J`3H391soEhNm>twomCcXN+z@SG?pWl`Mq>Cv>_edxpDD5wQ#SC8| z#4iqFkuzCH;FOBuIc`bfR$ajTDKV#;z<{u70QmQ?>>7W2I-$V#6nQb7< z{9?!_r?SBXkgk>C`IXx7tI+xvkkf=zzR%K4QZvT+lSHU1;KsIn{K7aIa60m4;Bb0< zC4`Oo@Y;b5{pck`Ho+f#_jMIilZAz@adDU2Tyt@k>dxp?rMcr#dC=GQ)Uh6CcLwy8 zmV@5_FBQ+OhXer7tILcq-b>_9oF33ua@rLDB8c8=*@!YWY$U-Kzi2W@H9-W`-cfRR zcHY62E_fU&7a6zS4X1jNdYYqv1>=89scEIHcUXvv9*1;bBFm(%vs#sEjB~IKJi^+_YV(Q(HLa`g({#RdW>@4{ZL!_5n($j8wOwrIUgXvAZy@M?OAvx(+Cm3?FY>pyaUSJtH)JK)X*B>uN9`?p@)4L5yDl6n;k6lkf9v;c~O5&lR4Bf?Y+FgE;#3uSQ3@6Ko2xNRdO=r8>FY zl5x(wng71t@fSLLkVV%`e@k7xN5@_ zt%Y!0+>&DTs6MAfv-Ah|vO{D<3UYvNeinZIhZ-x4jTtEsq~jtc$(qrcGJp?U+=5pT zU0HP0gVlR5)*vYt2+wCW8Uc}^@LrhI3TnCGgjsg8-(wP0Z@@c<0-QltdVh6#1&m}t zmgv0m!jB_C+xWo1?&*hI^6CYjf>iaO)*VUQlYU22jW{iU29)FTsZ^S_q=e%nBI5%a zEk^MK=1{39RkYHLDHuUDl;h|buu3#TI1EXCp16O?R>MjHa0=zM4(!y%MRugkP!GnC z8tCSK2w+z#o_G$ddpx>fjOO1b8Nw`{@QuxMH6;bEYP0DB0-;?;D>B&$;!b%TYtLz; z7Xohx?=VNoX>(lf=4L*HNw^RK8NT4*Ay62$pK|n2u71WRemL;Zyy(QT zz(W&*HR>3__s>857$&IghC_wX?Sv-{v9h{{-OcyiQPQAHAe?NpdR{*j65x?yyIa^w z!Ey|--ykdOZ+jYuv3c62N69ir?7@auovi;23Sfno2eGhhM(AS$|nWgOhZOih5Y;4N_F9hcMUild7Qx#F8 zqc$as#S>-IloT2Ya~1 zZ_3G<8I9W|;i~)SUs~I@6VKt5aElZ5a_AN4*t_#F>I-&pi#cIL)iaKfi@?R%q4-+O zjQu_E3qF&H9ow9mQn-P~prUQuVk^F~ZBA66Bi>lD8dzW^1%BtG_!zf%!9|U{guXFGWu-@E zZ*~01ZM1|XzhQLDtvn0gC-s=R6ZRAuHTF{+YeQ7kkN78brcqE$TWF9-p}x^ z>kM$?6H;n;*LfLCj@A!Hw{goAo*a3aT<;EoFm?wjV6{@_kkx z+IF%11<4<$S3(If38g~N9ush@sY%6Y_Ks;t)7WF`r*D8P^lrD}ErZ_7)P)10 zrrtJTv~R?3foI8@?i~`%PxHx>S`&|>3M3yWT9uG?L9K1?nw4!?aDi6@@5?!VFEr@ zuJar|_yGEN#&`2@oA1qJvWs_L43C&U!4$vibw_b*oo2(p>wa|Y>9i>!L#*R1A!2`~ ziic$W_%8e9I@_0cDR#SRg4DR$@c@ zT;%65SM1xla%%^=YGV*Syx4eoXL+AR|6MR@_;%?bB1mFT_|xtE;f5OPBH8`HPx#$U zvmFF#y1KSEd_!L}Ws3XHQ32k6I*|N7iVFN6Up+Su85=K;K8w7ui<6bR?q9DuE7?Du z|IvT{?{NmO`(4JC4e1|Yh`(<7e|GEZgX`c(!~ffLY5(CcG{Y{t8Y_etMya)BZfwR# z;YFHt$!7cn?jS6L+9B-ee=$T(Fs}dhPBwNf-v3Cw)RB#$Y(nik(46HHwWj)#M`<*L z5ZQ&VP=*4`Qeb0yaLZ7YD|nt_6wB?GUy!G zS9FwY9q2kTj-;Gp!$o{Y+S6zrBGg%CmRuDIU0psB0s%TKJ|#}AlqTOW_2so9OhxD` z01-={CltCmZ&(X_{PZz|0XJjDKCHeSks(55h(gf|N zl(s_QJ?VbCvW18}Q~XijFTY|s3TXQ09_2_@;os*y`jhIplLljLe|+lnW*=%GAUe$B z@n&0wD4%`+22X`kx=~~dtsn~&E<0yFb64;s!hRsA_;9NBTSw;)fe>pk=ym)UL39$m z;OZrRRkt7j3k?%*2Q~-h>{kgrEhI2yalmUU$ScVO7N~PWy;EN%Lu}VDbfzkhFnH zL01wX`ja$Vh++VLj0a0JQdOJ(!qC+9*F!l_ARnqsccHVBU7SesIO6A&m0HOQ2(BHi zzC&4vpJ$=DQH$oIxek?_K-q)kz65}?+_mKelk`j-i4zxf|VRHGPquE#{duVp!F ziJoa;cAE-XUMkxemV0z`aqUhS=V^VO@ z6vo@WjM5^_g*A1`yw_GVX+6TJ+1F~SYtQ>QYgZ`KP&F5bW~|pU(jF$5o{UWOg~lSQY-jZ zqz*YjDYG@oYiJIA6m>cDABVY`R11n7sD!Ai2xp0IR*uNla9jxA{7f=PgQmG~yh1h5 zqT@rf%cI7PA2uiQK(by1NnY)LKXQGTOQg{rRJ+cB0?z=UsJvht>Ke1@*j3%254|@{ z2n`qXMUcG_U&Mpstbs$73MsuTu-Yo^v>{v?gXiighYZQ*P~d(>I&lhng<$A~NjXvv zmm03rWZz5cp_?01L)-JCcK)cV3uCPSzL>m$a}fGq+KT3snUl8f_eJCP$xg^f%;U)( zFXJ)6fJWRkrSWqL5llI`(eh}kU*Wp%fzm7QdrVdoT(pzj_2ML{$&p0@(ix(#UubBd zy$jTi&Z+WKLMYt{@BC_>L`#2$8z`#Lw$J5ribtCSh!FOLF>B%CUGANE6#t+fs{kbs z`i=y|2BAThw}jZ=PlxS?jwEaSDI7&>T864aFKCMBJJLyl#Tf_-8GqhOp=~@Y$~fuy z)ptc}+n~N@lCmU5RA+ZZ-mw>CK1icy4IE1BuBEV2uU)=&H(#&6>qmE3`4w4n@943u zWO?RIXWtd`Iy5~OzeI+TX3eZs(ssx-TH5}JKHq#a`{Cs`yn6c)Q*qyYnCeJlty#qT z>S(W3n^P!LMWzxVJbH}BiV4z{$7&QuO~XzofX7_dLKk|ZVTRP`(y@cS?R_$=DVs6s zoM*H>{AG;Gq?GE8o&*;i%;pLrONkH0CEW1D!rjelx{I{K>paC%&(E=*{e-HEVj9%D7b33`nlv1bT|X zm4T~+RhJOSHLrgtQ}Hh z?rn=sxFR_JF=J>y1G+u2sAh4oHgjB?vu>+$m=iH9@_Sin9_setPe0o8Y1OKTe@Mto z3NSRVd-s}N-pKOvdYZVcN`ZE$t4$Mk^@UbnA_yQ8U{l{;92U0uEr$XP_7ycr^R*i` zL=&uUpgV8nA&Fv$;|9*(>s#OGOl^Ao0K(4W7`G$EIgpd2ME8D&rH1avkD3US|2Cd1 zzE%UkJ=p#(*>-j#EV!e_=>bvlsZ~Rv^$XF)k{m19?n#-P{mCzXc-{(gTl~*#=$9Hx z7<@bn$B=_RA@104XinHNY##AU)FB!fYArSU)eeLsOVaRw6nKe&(^fGN{#(-dgJ{m1 z3Bz?n4mmnvyqn*-G7N0gJPlkraGRV;L8{%gNm6Wq&@sw#DH(?jtPpW%1ZuemvnoTP zjyPBx+HgU34Y9Ui<$^gR^$3l`_W176H1Y0I=_|1mlq^BnJWw~!&Bnh<;t95dM>zw{ zjkfi$pr!2Bqbc`xzf|&QIF+t>>2*!1|C0^584&I#WW^+VO^#SFg;a< zW6_CvOvbznM};EkCm>;UKA=}ry6*1Oi$nv_mulBSM<2_pI|R&~GK zghW8$se#|mag2b4r^9-GUN@+WOPkJZ+cFRXFOdn~#S3@j4tg#z8WMQ+1is!dPrCwY zer|c}L{oSfzg*J}L=HUVyf`LC{XXP>am!DVBve9a_3jryaSmFV3S7 zx({uKixPTSyWmo=t(aa%niH@1pje?`1PKmWMRv4a2Q*ZOD(Ti)MQovlR)$*Hgy;yq znN$R~u=1f9e8eApZy>N>&FBaYJOyhI{=*j;mhEsWJ`!bh)*y6zI=6benIh@{!5ogk zniImj+<_)8l#lqk(etg;w`AXbh%qn2;v*sQ9!uz+HY@8)?ivJVDq%kM2ONkYL5_X; z@L);>`LPyO1%NachZGSx%v1F1xy}A7^VhoIMklFr+&fRcgB2c43JbZ`@cKB!kEo1{ zq8~>Cf-y!x99krLl|AlaFzow0uYixD{)4E&xIXL4cm*o&s|giBsL2N1-vw8`YDjpa z4*SQKmz47#ryUNcAg@W{H>ObR3+Pc@LDZ28uG#*$V5_>3GiBFsOKtTx5XhQm8f^jE zU=*k~e&;iH#{ZM+{xo3HNCh=68pvkoEb?=0P*n5--S1_OJ_vxb{t?D{vp6Dg_2>QYE`?-kPkjy4yD_FcE$6#& z^W7U725jby-k#P577R@5mD+?0s^ugtgTHp)=$VzRX94?B5;H2MYHRBW`d#TVOk2t| zUl%~X46!bLyOc35JZ?BetoPPX&*-l_J6U(P=Co%i^1+h&Ul2q1Hd+jk4`c@hUUHb` z+*Z)cLr;rC<@I%cf^%VJ{JS1TI?jv1f4z31@HyI7ReyDGynE0 z2D$*9*cEYOz>6!&=0oot_s|{rf%6fvtlrIRl~HM{UBHhD7&ZiW?yA5oI|!20L_;7ps(x6E9vz zY9+XM65pYRj#Ht27Kbp1UNB^UE;&ogWU{|_viZYa@g(=MpdXU0Qp4;gt#rwqNi*n% zo}m=|Qd{VT-5gya5)-YMv6eC8iFV3p)G-6g1UX$qcHi*>`Bt{az`*$UVA=okJ8VZ-9aO64cejCN3^p+@?VjuSQ-%Z6B3FGT5>17Z^N>G615BWCqxpE?zPo5kSUEp!I$b zag{nLS#fEHpLW6o(oE{+X7oV53rWGK@_vO-^KhPpTFG4EemD2G{h;QBLKRexvZ7P^ z$S-q-l3lP&uz8^_kg}z&aE4M{vW%TvZ5Nj;I)cN*857&DGNp3l@W}a$UHMhsFgnLY z{2WePqjmKz(`oKA3W?z$N33$eB+F`zEAh9B_?hO7$to#!*Xzm(V!i`ik}<+vlM`b@ zpCMarct+*n$Pe&?8e^T=Ip?9&{ofm*lgSxF}t0mP`(k>WQeIvu*(qB!-mosfkdU(f1Jxr?pAR|QT-|CONH<@ zkn4luCHcYZw6d6nf@?0x5&_9#3|tHc}l;*iWYOX{n9V{c(?cR&2Du#@E< zvay6=fA|{iXH9_31?iuh)^!FbSn6{3`e=_G$2~kx8#HT-q$oG*sL!Wr`VN5SPoVoP z(jAIe_48 z{flMyFP7cESa$zn+5L-U_y0f3j_+>}{NIDk|D$;N|2@mj z9O2APhzdtl&;9QzzYFMoJr%vk9Tn6n9Dj5EsnJy`=qyxKmNp_2)nTB`S(W~LqeFvx?}@8yPgCJJ<8I!dEy?P2~Y?h4ecV%K4)P^CCqg6w1qJntEzmWG^ ztpu@GInez^1IyY_+A6SqX95uM#JJSpSY9iU zX*(|qCeaOdI+*4#ezU3j0G2a=YD-eF?Nh-D%aZzFJYTCAe1-J!Bt67nf}<)LcX^kt zG=BUn8}da!Zd?ClVlh%7!2G>a{%aApa|05Q?)i{o?K}8_gMMeRufZV{hhsH$d+Wq_ zVUu^_NmxQ`e|dOPP8ondN+VH({531VA>#OJU==n1-e2Nfv5MlY-s0jlV|0*s>NgLi zFEq)GV78hw|M$jrW-t$raSVp)tU^QvR2A248obgG>VbM2o4jr>aLH;_v#@=FJ_n#@vr(>CA@RVF1)NK!AcGD#w9bc@iXq zfEdn_34mx6B)LREsoI57kXZm4r}N+|n)H~Ym!U;CQ+`r80=%Al2ISHtG|JFG zYL;KQ$a>&vU7dMFBw!FFR;$NCF>Dy^vWfS(3e45-{T&%y%FR*uU zv1fYzG(-aKE}dj54$y5$R2z;QqG4mj7bx;e@}2j{gu1t_1o60@YJXsep^Q8j?0!>+ zC&KB)0>GZa9`tTFf9e~sSIM4D6twfz5r3Sr3s-Bgo?~b_nY2^SrSZn1{312PUZ_D% z)c6kRI~S6@@z@ol1x=T+0s!od>EJJY&345N0klb!7@;7SoP@9D*N^M@!~WIKqx#| zUZ`8PEY_!L<14>t>yIPblUUp^T3a!Xu^=Ai^!6#la+Nd;%Fm<|*x2JSH8CLS;t;SV z6Eh@Bhy%>uN5A`_>|5_m$t+BHZXByCqYqOkRs>e%BNZ!b=XtzIoW}Tgqx39|zR3Q3 zyqTATqha#^F?hW`foA4X$mt`#ycfnx(!|Z*Mi`{?P9e-2F|0}2;;zKRs?E=xd-uB- zq@@RiEy6jw5?8n5d8Sz3`oMS(@VJI(8L3$#@t&#EuX zl19#{I0V`7rtdFspsiHcWKxt@$3}ApgN|Dx^F_0RB=IR+bP?x}OJ>8Qlusi_Q6H^m zku~#W>K>kFzREU)q6IFd!)g_Dhfxh5Ij4Qc8wAs|f|2b1K2Jt`Su{-b zOv+kk90^Y0LDPMq#2oH&^zt@vJ`h{X*s9l@25}i7+21_P7NFzQeU=Ehi^LEMkXMuk zf2h->6v$T=bXY~b;~)%c(m;N0LoT#DShq*B5&s5s=nFPK5Wk&bW4ezxs6BI;0?7I0 zTYCZix_6Rr`uN#GPZ)2Lc2B<3{F zm=pji>Dv{=K_H!<^xg#Y?fHJj4`f^Au~b4xykQL$BwEbv)OI|z!g;lWXdi}g2(lj8 zCut^c-$5d~ms$?9nZWFlxycOU190(6~w2Pmnn2JZ3rSr~g+L@D!zB@u} zy~Z=a=*%IM*a%G}dx&!E-3^Rf!09LtDDmA?8|2*Z9bu+(VfD=EOjh9F9Mha9LE#C?GWvng{P2EkL$XozQ9`N-3W9LrW+lu?i9d` zS6+_*?3P99ws<1ui3e)LPG2`4TQgkP8u!#`u(6?zS>rf%ps)4VNi*wl)J61^v7yl( z&-%G~)pM>-7al;!X{`@Ve`c4f7d}_A6A(O3dLXK0W)UC5za1Dya7hAa5|Ue3c;!Y? zZ!09wjHxfPH;4ms7XP*+oEmXxhrH%ZfS1383UA8!Gu(P{LWzT;qMZN*#Ank3LB+tt zH;AtG81)I$);~lJ7S=q`9Cf2$(NjvoILi9-=&^H{FYE8*H6{X~Q7Zvd5Sxi0gFDgj zwqYYPRj^K66yVLsg{E-XDUy3Okw9!KP7nac;(!dGK69p>G4z<2FmpOy@iX)h1)x2+-FjXrfPxwWP^WjMzusCB0?3}( zDL?1JB1FZWY0x1x7SN4{`|!N1;!vd>kbRxE3Wp=kXo%5EJPc`%lO9Gk(^9t_8@;s%%+ofA%CPEe{_6J2pvURLwPs0TP;;GMIzc+cjX@A3e@iQ=%_mIDd zYyoHvw|n=T8W^=rhk$~+%{VicegMuh1g1e>9{3wBm$X@4woD4lv_3;%UWEulzY%dM z6HZFu!Z2@1U?Rc$1KgxP@e2t6m%Y3Lu&XD@bAhLkXp#K27pk{B8qeZoL+BbeP(!QZ z<|lvLmB$m*V9So@T|G~$u4n5vxX=Ea=gEm>8~$#=MLUvON1zK!sih0`jiD21>V^d1 zHt2JFB{OI${xvZ6+;dOLg<{X%ZET=IoMksa;;oIOm<#Zeyv_V}s5kZvfITrTG^)p& z&peUdk_3Pq7kbt5(Py5hZ{Od{+>$)!+Zxfsr#bV)e9NQpB)PDuX1Mr$!SGh95A;%h zA21ao(p=0dreezgb`0GixZn;wZeLdX$F|#B`PGJBKM0T+hTR#BX}W^maNofM*u!D& zox#hzoH(#F3PXSx{o(`jMxzn8)*)H#i@)8Z%s>xQ;1`z13Fux6Xp$& zb8)7BgXLh~(!l^z7fRAp>7yPs_4QIc*8zgv5c}%apRYdZpA-NR&oVHhCh~bU6DUF* z`$liL`@qI>rJkzzv2^A`;yK5^o<=wp<}QQ=T<(LIqwwXI zH`BTI1}_V8;-D5N4B-KOPKezD2mQo{x`pUL8Mwq9xi@A`X@ZT2e;wiNQW)MC!le~$ z)yAvVx9WF)$vdRn=SkfC$(h0&C78EM!AI(d^Km^D2w#4%dDGI+V}I<*?YK5_zM^e` zRpI;&h2P>jG*l|V0u}(~lFnNj=4e!}yXQS1NO_JF&-N#6iaxwR+Ac{$c6Z+PfTM*I z3wjSk7V)@(HGw`ryy0}U!#R@DPTAlBDEt9D!RJM2fXb(QN>l(%V?_Yu{f7UNc0D^i zKZkn$O+qVHC+1* z&x`#Lz<3tSve6zla`^`06@rf~O51h&k#>W>@o+AG5x%nk#*-q!4K2_HGiszM5h8@# zdU#m3!Ciuh2J)X+T=gp4p#*J76DKYB{=)`Ra|>+r0a5DOm7#oqrjw>DgGk{Kn@9pI z=tk&gZ6@skNIW7s4ghJBZq_bAcdA7^_96vYs5A5zIBKAa5#d7~t-y|o zHSqjN|4b>JEd&yEpHJ{5abc;q z{S_Glm^CZdasZ`MnIonpVXLxEg9KOiC_bJ9@H$=(`aiKg0RUO|u?0Zx2rVU76RvG0 z8oJ?u3jXFQ9{Ol@>;_R%0}%`^RmxUEC{5pcwG_m;P!1F5@K zV$z-APNv-om}_p)&E|nlPJh8MRo-PqYG#)L;N2_- z(U3leuIf$XY%(!Wr#Y`uGuvQRB{W|LslsdEP@VWl{{T^K;IO3h$HHCBVL3h2SN=aJ zJ(aO^7Ym~@eGceVV=9s_Iv=d>1%oO|OVb{v{%D;RTIE+`SY?zPro4!|e1Br=!HccD zAzf8jfVYB`>ug`jTSA!&g+QQC=0-@*0Gn)+Xy4iKK%m6p^&08Yuv7H=nvW}u{cH

{BBCDM7SjoqlUe0Crcmit8Hi10sHIf6oJ%D;2bc3V?ZLPQaF_Pse@>@35r-6(T98Y0X68>ua(j zDhth&hM~KX)Q`|i$nlWEKWiKnq`Ugw>p6X~<#}YRK0Ux4fQb972dzDIgYZnH=|*(Y zjpflAS!B3}aC}G1v7raM*TR}gong=ar7I&=FEacz?( z&uC|(CS6p7BEtf`o$Wd_)TEP9*(IsgQKtzU(SwKv>cDP)Vb#qS`_A6qcR53()jcS9^gx z@-4z%T%gyx5}Ahw@;^6pYok;F`FCzB%mzZe&>Q}zeh$w1dpDcRq^`ZC+qiK<(y#Xc zru*8Aq}{yKIOW0{Zz$cwGv*sgcVv2h|9ls{`8;IU@pRezkU-+_dig=1s^!+-q{}o& zGM&_+%cost0XD8Vuj^@#arxzfd3$AL=jPrSbZ8g`a&UNgabD{>zN^oO1I;*C7g-!$ zs=W5?*L80ETp?v9;p!hM+%`p8vHR$A>M5jbEqe>udj+nZ@(*(E(r*K=hgWbY`)Mnk zPW?%@sFXOJNFS=Wa zbm{Z!(+ne)>S}pC$;;-1=9!RZ`k~KN^H7=p%WYE4T8IDZ{bSc!7w9&4h*^GV{i)e^ ziNxXMY1Puu|K@%}DXy9HrQf_7&i8dXtLrtIF^FfWbBu$t6VxTVO+3xdG@k41^ZLTv z5(tzS11bSQ^;$H6r?KH%7fyQAUPC>BueZm|h<(D?z3+wHF z%!Ip^uUBs$+sZ%45^RvJKeeMTrD0yp3G*}vpRYndPR!(=W&O^ZIh3eDUw_WaTiwsz zYV&{n-4&%Qy8gTkd$GIT^+ej@1Ks^!>_hpN{lNdNe*yj{s*a77Xy0CI`1^k^+b?HHZfVE3#~BUHACYZkPR0!ZC}SLWZh18 zt>X(xsHV0j*3+nR7>LhDh)-T^BVpf$%21tCWPH4*UVMN*TiduZed)A51s&mPw8BoW zh!_RC1_d{9OnqHYN_@WN|J*$_L$v$2O@ZPek3b?3e|#|tgS;Xe&i>e~4|eP6<$(rK zg{HH4LmASsp}FDUMg)c>^u25wG}L^&Kg5X$=8<1^_4Ud%OjmILvYfUE-0VdJ0>?PI zpI_QTq!7Bj4afM4$+eTR5NabGs)`Kt4C{;}u|eZNXti|+-+QLVlYW&}alHTz&l{ag z4J+#aSYqW8nwo@#?RT89xSKq9QO@_MTUHE;#>vtnR!lA<+?1vFoJuSBkXUKG$=1}e zV=fOR%reg0l}dy0`^6vUsN*71%cXiBuqbWnkZo+n$y~y1=zX>4^q>qSj_33uQVF(9 z13vN)AmI|4Jq3clgboBcQTElMuGMzoC(Pz;kgx9>qCSkoTTGN(4%Vk=MAk}Xopmm8#J{G&I9IsWA)URZm;LEU9zsc`RI3)iN9d8?Ew&U{z< zp3Io2j&elo{nQ<|QZ%CwXihjwfZ$XB#HgLosdQN8PBM_BI=d|arw4f|AEY}y$Z}Ey z&k=;TFcWA;V>#Fjc{jt=uO!jG%ILXIz~;bhzJRYBjHk6A#dgUt1^d8gYPu2-5s3+{^rCyk*w z32h@?+Kil41W(b{AUr++`Kj7y$aIx5Z464NR)^bj=Y3>-QOkSY65?kyhwqZn@BuWl zG-av76RMnaLCUe?IMZo~)g*mI@QByW)S|h|?k0^~xwHN@MY$)i)yTGwZ+Qpn07a$&GA3k9(BP4z;wypeC9u)H{hUR8PRq|47d6wJeqYV2} z3e~_WAyzH8X$B&LS)$C;=|eB^9R`YlqV{(?`pIRn)l}e+a6&b=g)&!5v+4x(p$|+Y z^{HX+GO0WaZQ&jEvXEz`(dHLgOzGrlN*ab$tF1l~rFt3n(p>Y(w)tsS;po?9rK)TB z-$nOk6lsR5Zq%HsIkA0USW8(wFx$ULR?p3}_!(JI^i6=0R5I`PjI26AO!TK%UzH;V zH!{EVMl1a*9LrLT_foyzl|N}3uA>fa&Y6$&C1)0*59QVKq%Bblpd2+afO&JyjMGVJ|IQ+ZosqGa zo%)ew9o^qm>&Mtw06hXzwC#8j4T4k;0sIl)K>xR+59*g*DN!q_`)#+UZiOzG89J2w zS$2E6R&=o7<`Yg7fonGvf|JU73uVF<2;ucFICF=1+(jrnBAIKke8k&OZqB8H4H-6h zw8KXzD{{)*>3%j0)t>~K6a~*}!9$7ve2)f+sv}+}h70mrPF2oUjDZzoD`N*s_Jx^< znI>I){KKcd>BjL%c@_+nJKSt!zSR{W6h8AljzaOq3U1VRhGsOP*LWFUubj{uJzqGX zo}&KyZGIWv1HPt<^I9rca6i?wqVg}iox5M;OCUz_vQ66Ds8b1K-lf^t)XRX4^r}Qp zsbaaWVd9L&qlN0Z5Lt)SoK9PFt~9dQpTc2`JARHtyJ+aCaza{twaL4p=qoX2arezN zMU6EtU5U*l-nO`&n|CqYb@zO`Z0emFp^0Bz+n)?#Yn2#Zcgp$CG5Mh`v`1Tmq->cBxPm`=1|2`vR>zVT9SB(P z>oodg_4Eb|pdl@rHk&?qbenXj@;TZ*qm<|j){GAeG3=$B8Mt*=dH?P{YZ8Cyj?xX+PZN>D)x6kWJhh<95reN!9 zX$*5xlY@5D*U|xL0((B_NKgCMZv%Rm&2uTXoCEn1+J=m@-%mJMorj49DQ`9uD@$RO z=+j69#u7enS86a|r05*hS5?uXH;L)XSSH?%^^wne)%XWw^R}f`Xb5_PO>>+wqo& z`u3$+s=3~Rc$60!9xba+hO?VZ&tyCu>Nd?4%pQ(46s~)v6wwfj?jhT=xib%o85vAI zpRy+l2UyEe`Oor_P&@?mKH9_U#p>>D&5nz0BX+#LX8TvYG8?GsdTWovzy?O4&s>KO zq#3P0Ln5}lSNK0aZm_ca3&sDx;^^5~|8+4w0ZtdDXuim;IdB2{=_4G_^A0YaVPhEv zamVPMWhQzawg#O){K>EKo}s?2Bvq!CS2V$Spdo)ot`V}+iD_LxON)jE-qkBY&j;U9Rm(yhXfkt2U zCd?>)J^-d2*}dxlb25Y2^@<$b1!4=;Aa_h&4?MgH+0f zwsuW_3DADn6ef-H=NEt%dA(o1ik77+hBt;@OlNpE*^WHg*WjeL(U1yrEXGRKu6*;r zg5HTq6DiAXu0D;7`Y!i#f$bEs*dlfJ=e*Kw!!gPNndFBL4Xg;avpx{637GZtnmx%i z5XBf0v~uL;I};M>)>rKE+S$8)8v6}vvw6HsNT@&V_G=7ywbjdn@+N8)M^~gT~OF(!xbq)`wf_m67O4>2Be5qycb&OX$vH^y&8=2e6TA)_er_`Zm>L^p3I z1%?swmW|$1s_Zrb*PI~nu&6j;{N;V02^q5aM6CUq-&RXyR@$5OSeXF z(kF8a*HhgOJrdt#LDz7P!%ke17zxhW0qwsrCM~d%CFOc?^6Mjo&E%Tgv8?REZ$reK zl=i)o5jwxHxsbUbOBou&e?x+%wbu1X&oM#lz^}`GAy)F>kt$w=rXX^voEXL{VqBIv8T{*B z=k)vr#TkKJlskI|8B+@OVWXn{Q7TS5(l%776Q za>%R(Z^_NV$&0sPc+Nbh1Z%dq{uF<4{~(YH?s@%z~Ws ziYa4S6%8?wGa`NY`Ka4X4v}j}tYZ7%^^ut$-+M*%ex3jPT}B26SWMM~%te{_#rU(4 z>BuGZ&_@fyFKK)wi$*HL@0|qc=kCK)_9(u+&*4+gJn%_ESLHV&oFrO3R3uo0;=I3; zL6RcUW#>VnU-T|WF<$CJS7y^ybj}2=)GmMYb^Y+6P35@ZqUW&LqVK$#(17^3X|pI2 zqa&h>j8zx2|ACV%7Iu(4ZN$kmC&BApLanJ@D5$(tf#xLaKAhXs6*b^G<}*s0%3G>S;8@g>ngG}4lI33!ef z2aGtsQL=u?eNd9iJmhF_WSPnw@zR=AbSy~uuv8(veb6>HepH8D0KNCks2j&w8}NQXJ^yF zk1vugRGpHYkOysu&6ZEq7)p99WJbnvUSUw@qSm?%ND%Jy6oL+cuP|g8sW9VSfyt{@ zMu~V8rq{I+!<*Hr`l3TSVQwV20;NWESGq3x>*oBUw-P9$(0iLKW>z{fH6pld%HFAg zGvY9#oiZ=hQbGz}RiN`lY}?h{M6#vsJ=H60;zi*xYUM02j;Zqaq);hjYbiI5Fe3~P zc8I^^z~aNg!)V$G9P-qXnH=QL@`wry zgyZ1OHc7qaoug%~jTd!l4%{xF3VP641wKH?LHo*fi?N{)v?O0e!6zShN_GAAK;Jug z_)tQ`zENk1E3V3IDy~{DomUnps|>Y0HHRMyo@k1q)&@&Zr)Zpx$O9H9S}xoBqKe{u zJs_cRHZ!C52aWCb2PX$^r8L!*qMFiv+r_CQd5M_smEo+`Ou7tqW}b@cF^UKKs*Yn7 z@4l!8G+^Pr*Q8Cf#`+;w_+gzPeE3Hc}I=3SG{(ou z-s|N^g7KV>*ty`)hma7`*LvX4r+WsN!y(X_`3U;mdyIU#?G1HutZiUI5?V&Me|b8W zqTP+O0fT<*{%-4sFQ2K}vZdBlB?iO!p?i(lc2PmZEt*8?+DN6phGzF!mHM2s^L~N- zu-O&Ep$(Us`lktjy8b~dt{9WsP~AYx%Ee95REO*%hKHUlgCk~efawi*g1DPU}lm zVG}bp4jg=EhfNAJ_4qKGfZkl{)XIl0j=S0mKL3-sg_+3RPH=6g&n3pyX&M~hdRUGj zyW!fjH9uQPQZ!~)mG@14PjfCu`vo>@2_CC*){!9OBTyL>*X@u`n9o3x61yjVEnX<7 zUSUbc&nDoS(lTzQ{?!4}gmsN!8<%k+Q}Rs4SI*IkG;TT~yK1G`wAO(a5=I%W&R5q* z<02U>TWnns8s$h^kr^|&C=yEgPb9A(imT_TGc$K9NF?Q>zt?+XcAQ}{K+ z)~kM*rXClk#)putd*xbPxes@~_J8z}>%tpc=sAe!O0p7iXNZ52=(h`@Tj_g}+onr$ zQg|Z$;ZFU7G(e3{53=d;qkl;&*0^njt4_Tg8)`S$`H0)1jG|COU!Ygjr3CxSShC2{ zM6UmS)Th@w`$A91xPTp$5qxtyALt!JKWs~Wb88>`3;1ROozDMEp=OsqRC58_2^omvqoep&Tuu7<#=r)4A==zc`Z12SxJyx6wR5X0=VfO~l zk|#6w;8qvnwI0-(_h3(1ysx}FzIXV=oh*%Ug#uq7UYz8fIZL`=HI%X;TxEdY7G@P< z57!)B5TL3Ovx{=>h~m`nAmpbfzh9Lr)k``e!QB@vP?|tbbM(W~^5Ewj@XQHSBf)Bl znSs33i{HFt0b9jzb$A3#?@yWT$GC=mIzM z&OcpqUpF%Jpfb97NFoXG{wNHKTCCXB`I0vOY2Gx3C!R3P+g-3-xq%lf31<3X)X2M# z$(u?W zyNZ2mQvPNJCVP@B0|f8-jXt$ObXf6c* z>a@{maH~b}k)L+M5pAaz`i6``v$u%)TLOlH^*to7)goME ztSBFO>t9D{Qab3w+=MonjllYhMIGr_wCrV0nh?L1g#$m_R=67D{uggjtpD=M?f>FU zikp+;Kfg&)HlO6yl)D6^-uQtHzJo(!{>PitPOTt&2d`($BJa+fxNM=px7^cQReqGM z)st^@DUsx~iR2YSw^vkLDEQkbK4P}tx^$03E_R?9D%0HVAnQzijFB{5nM5mNNdo5`EgaFJvvPv{sQKPI zQvrx*B+8ZcQj83((7Te>YL_63-o=@0pV*X_OY2~|rHxmq%~uUO|7RB3r`<7PPJbBf z+Hsp!;t;iQh#WdNs@ByItn<(nKd)8A<)P0y)DNZ@ErVDZwM^<~vVJ4=v}(-R0pUL* z(2~OXF}+IJ)}w2t?jZ}vaj<`em!iE-nYJU@kC8=VV&||P$Jes(RqOg7*O>?DIu6SV zrnb0G04DczGN|pe*NT_W)V7(55)VW0u3P4Fl4{{?OC@s~!N+ke&c>2!zex|Ugl(p2 z2jXxwFk>oHvulEl88+nk4p<@65zw3*-e4$Uw`q;6y1Kl;S*bW!oCKbi8Iue~a>wz3 zn{6V@o%~f>g`>cikFXxNr3P#zCtxaFOg&uXW*FYN%pCAiVi`72eu2dF5bNNE%;&`S zun0a=Mbd~q>zR5cLD@OV^-2eV+nCyH7l7r%V|1s0%gqre38}AlLAm6iM_~pQ^HT4z-*I_ldWhr|6hQ3eMq{5*R)^ z2&m!i11!wk%$1Jg>JyypRb^l4F)#@O39-oBfc*?XwPSYc*RB(k89AoN?1GA70aS^{ zb;0j_a#KC!R{cq)1jQD5c)S~)nZaUf?^d;n#2jE-7~d(Ld|$ilj8z8;Sm~evx_|eaKo` z=Xd703+L^JuX(ptH{rUcAl~Pvsm`k;MjL(EUJ!CY9S?-U^-L5@G;CR*V+doOSKapBJi)0Exogscxd;+(#lwQ zmx+xANrjWg{7a^q~JhG%^_rl~$g z9o77njD)N1MfE_@G}RZ9wp^D%o4xFNLHAYSwo}3)vM}@ahcs~@*ra-@uh8vdM|@CJ zePHnnkP7z&q1_-W+Fp)>PX7KRYqsM3>D)s?1OomDr)m<~2fbOCQO(G?AL{RY)2cjt zjfyY3EZ=wM1vyDYov)9{Uc)hr%OWKUlGFd>u4AER-RLBzXARKHNjd0Y9+w^eae=P= zW!G0m`%4`&X-bNg5}5gW99h#ZawL?o@9FFGNaQrO^xmxx%eJpGAx;IAWD8EZGez)P z|MExm37nXS0>Kn}z{?tFvIpoM|>&voKNRVgwKCVuEwUDJFjcxg_efsTE{q}6TATE@G)fwnUfF>T$& z?S^;T${iCfvT6oNR|pJzgbI^nbkuTPI5lU|o9%I$HJUOkv~zb@Av-J3GH!*Lvb3C7sqioJ?xeFfc!w4XO3QhHNxEvQeWUO z9>Et_oi|cTa(2H&A{?;=;OmfHt;=sYq&N?7(2#}1)Ac+FQxIvYTpG=P%qsc@H0ZuNK=jEUvJ~qE0jWZ&rjBZYaO-ea>kTtj*MJc@w9t{XS!^*_ql6+RHf*$cKjdFK5;?%-9OF| zzu{@5Sc=BrX|~L=id3aw@smZ;_Lfr6U8Z^D&m#?Q=cWqTEqe5eWm^~_{p-hTxt7`Z z4iE+m)}vc0BgXtL35pQym@aANh{-im1EZ-&T5xi#HCXgFv z`iYpjzmGWKtpZW~*_>FiG#Fj|`X1{>abI7Iu7X--PL$xzK1SF&%1{R-&|zEXz4Ar9 zGTFB1>^867Bqs>|j%MX>m@1WZA@-19rpTb7Ku)78TFXvvucy9i!Eob`J% z^_aU>uo=$xlqihNR#ji9c~jqwDg)%+UkvETS6HD=^7KbbmG4D_$l_ zMDpDX&-ws?F~#}?p_*5dXKi3Nk*+p~`~9X*o}|o0iNi8)XIf3nYv^-8>KcqQ!&Fz% zx2&_CHcGT|wKtvtnl_A6-FG~5tq%r72$nyb)b}$Up1xzsqHnsy~$3 za|Vv5wBBsojPEP5&x*ql1iaoY8sT_Z>+g03w00XddGK5Y2h|4eX^`0uF$#eSzva3L zGp*5OA4$2X%d{9~5n1sLJzI3->O;`a7qjsOZ@pgIYL`x+ zP>I)Q3NeZ!mbkU{ep)pR;lLde-9j^&B-_bvUM+VpS@vP)tAM6qv$PLP(n)t3J(jdl0 zf~Tp`(Okv2h>mi9T473EYerYIG4w{+WY-fX%O_EnNs)T3%B9Qz)4w0@be)tJXU!Sc z)|8u6;BFod*_$2-Y+lT98sT!dJMqZMg53l5C%GsDB$bQ?+zm-r{NSo}WZ}T(Wpf!W zcW-Hnj)n;ryJuPw&&?D}{J1Vi&(lZ;V^M0WwPu`a>mICK_1 zR3F>(3bWsNoqsV*ic=Y(r4mkUNB_CSs%dTceBh&^w>7zqF{c+eM76S$9yEpGerMzq ziqwqxJTGRz_f7-R?Id24vEPv{g^_enn?XToyEOBNN>n7Bppi6z+ocs+c&uEI?}m!d zDXMw)fxpPz+cYCgWYkrsA;l?gdHZpVk39byBs+DjN_XRsqPbMvQi z6mS_CPKQ;82}x#f%M1qO73?-uxfWM*7M65S{J2Ot4KIGeajyg2uT!)95 z#448G_R+Tj5Eofw4?aI6&RuUSV`6rG(=%lXte}~mWbe7Txn9nC1i#mf-urCz^E5p3 zvA7{)qGF}P`e@WKcY>Qy=-sg_O}5b&LWc2fsI&CgTc=TIgkU*~bI;%s<@5y}NM4$) zZ@jog-6?mFwS=qWs}4vb+PFg@sU2+#65YR&cV~O_lTvtRnv#U*YO+jjd zn7y6D($2|-j}l%h9JA1mbKXHab}@5jB%=-lQYHP3v3TrH`)&F-3Og^!4wIH#OcwcI z<$-~R8)`=FzaRL8J?TwB;jduO#n7Yw#S1U{zW~es4w>`skU9Sjne*?EIsXos^Y4&3 z{|=e+?~pnF4w>`skU9VRL*}ruy@iVT-x@Q=#md3M)Yt_$s@~bb#Ms2z&f3-5+~vP} zNe|I`PD;w{B4xGco&CbF8U!0HgFaJPg+jVqIz8|Y5 zIyfskpuSIj)!vm20|O^8+9NQ9tDlT!Pxl2sB=Gk2O+kVQ_NsQ8gc+g2*VCUcbNp3V z>Hjj8_qhKGx&lJx2%q@-k1EmL`akQh`!Ct8`@aAM`>!uoHBY9WpRZpmlk*;54!=KF z-6_#;@8iF~zV>xJ8@@gWzdR_tUTQvg>4J)0fm4YNU+;fa?@zrx9(6t63GYt5UTHpD z0SDQKUT6w_c|9_mIwK{Dc;PPQ+EY68e|hbC*{%7Jm)AUtqVggF3Z?c3D|`y<41WQS z$lNNc>9+hO1hT9;QxZPA8 z^}hKmDd#2*Q2Pw*7AHQrYgYD;RMYl<#d&$ExLOc;5tve1@5)eP&7%;w!MuIK_Jibr zd*$(Od}(BwS2@`4bx?aPDlL!l>rxkv_73p}>rTVekal^3Is$qqZXfm4kCMN~V<3>V zs|ypB$A3`%e1A&E#P`R2hRA(256d_z7-MC3b9N&E!96$%gl^JH zk1P6USz%nbb!^zd_$gc!=+51cUq6Y2d;Xl~2&-1Nrk;`=!D!OS`2x z+6DXieBu<>`>KAuApVTt;zf=L<)`Hj9+n4xBXjQm`JC$MZl5;9A1YMoC_LS-KXWs0 z`|_;VD&>4Rt!I-|baVERtTYe4gy!k)&Tv<*>#>2Lh(vTF{6<_{*ks~-N*FiP|3%cR zeBIyXDO+CozR?ft@D853viJ45S@UqAD{2i8-<-8M-;l1te{rBbg@1Vp!$7^^|EWgB z7t~vJ1NlK1Q$q=`#HVQ8!GFJt1`|u@TbM;-G-u!X`tJ)5)v5ty5WkDSPjn!kROB&( z#UiMyD;D3+TyCx&(?~G=kwav$Qxv}322aZivC7;~+n#y^I z`=6$D87f^##^Ape@%jaE_AE?pN6v~W(ws3;C%ETAQdG4?tTR&=Q;bQLLMpaTi}p{m{5b6apQWzf1&j$)mq#;U$kuLLBWuwh4-XIy;%`< zpP?Mtdl%LH6q}F2hY4y}|VuA>c8|&K`8!!c|`>U1}nhD~nZ`W95ck4ffg`a#c zY6yFuTx;EVfI04F*8PX){FG-u0Z|4pF7LCk{aOSVD)j_X|KS^KgKBW&=qDu|#U6H@ zFb)S?j6&QLF4zl%;D!FBJ!8)PbIdCIPQAAw4D1=&H9p_nV!dyyruCyrE8&Tg^pEbywc;Xqt042W;2(4J zAJX|Nz)joXnQJ8pcHjqyvI5fs5JfR$%0<>dJ@PrA)&hU+2oKW?4>L3dWuL>J%_zOz zopH?5bcyZv%k&8Q(se4K``tc}+xR>JUI7XDOc)jUOpv3Uk3);br!)0~kZBpACM2Yu#j(e8E077U0!(D9SMN}F#*{6ixY(3(=7Dg8$<8h|A+FTu;~47 zVMU1;{~!NUtUOQ%g`n&CF8P~SJPpqK0PwHiA$jn1GzBK=kH6`lR7_QZ0EgPH&OVPM zjPqX22N5--UL6htsKsK$8F22>gZnr0{y$_hf3p2U7Vrd32%?2r$zU*5Flc^E(HR@d zy}^JZP%}(svHTrW8Wa6%vstV3B?qf4n4^kH(cw_ot$1?w=eTjq88l7pmFw@>zJK1c zT-qme^H7HTN=fQpLoe5yF|79w4^C?pXRr~D1&G@cW<~i>0%vuRI$d+aR)_2UiX$2F z0pj!jb@$2{ft*;l@2;W#{h=RJ}VyJKsWax0B0su zMCu(SnKEh0Yy5wyFq9P&@K|^Bx`p*uo|E;^3WWH!VXrTZDH~nFrtEVdg|^%SIE1|U z--r8Ry6`U`U*286sVU6Y!r1(CV>b?Siz;|O#+$O@`73LJ&r{UMT%;dVgBC4O4Q1bR z=Ie|$I}|!R+~!65QqqRFZv@qBb=o|*(YL0qPjhbFGE^gFaN?EPiqA!2MKX{?z^j`lAy{X+_^ox(Vvx*yWd&NP)EflW%Xe@#Z9Wr{x2Kt^d>t)SMB42W#-c z?cd~3V1J!Km7WLekpLX=8sLcWJBj|KVF;LS&S;8)-Y*d*9FLpBnF}7V!@#nE&uBVv zz6;o`gA__(3mEtxa)rnjzzC$~Z1ny0V{Z3Hrvh^PQ>m*jHPf>QyEiE?Ri7i*73s0) z6k%C~uW_R2axBO0AS7I#=7l|S-8^zjfbXByfeCo=Ptk5^*o%(gLq-@wzNyqR=m0#w zqdfkpAN*4@lMUw0sKBH_68iS06~s;R&z0!+We3=Fx5Kl`zE>wd+CRLhpJif;r@>0e zK-B*8Kbkz&5Z*rIRwDM$zE{^YHHzNan`T-|TEF?+YS4V`8U^mTq9N z*(PVXZxKKOd>ss_hB%UNPv+*>Us=F0lfW1l<5^_+NL z$TQBjSPk*GpK~m9*~Yrd-@IsKlPGds{1$VVKzNhZnWy=Txn)MD3$(jB1x++ra4%@K zdPdYmk`msqU;Jwtcx24n7y@d%c+>FvCD5Q)b~_${1M9;ab&qg(RiE%sP2c|J@wqi| z%-apK|5x`s@NBoRdFAMSUrS(e-wHfFG>gwaPhK3Uc=3Ez)R8XAGnzQ};%VC=sweqF z)Rh|%-q08D3#@kvie$0?@LT)$H{}A^g4Ew&9DV_hXa7T~c+U0$=7pm>UM+#heQT|E zkUxs{9sf{`^zP;{uQew}k$Dxq5bC}%FkpZJ34v_le|qmcajvJ))N*s``$mGl1C|%= zLNjPl?(*bKPBMuCsR0QmjJqUzK1Fu)AB~5Vjz@F$r1fcY#B{)hGdquLBGELGCSRAR zsY3RG%dNZIvvHwX?v*~jIjmcqC8de*0D47s2U420v6NrM%XIKEGskpW(uc#g}a62uvwWnXF&yPTTkl=(f`q9*psPlMOpn-|?@ z*>{jLOL%=5qBf@3IrO~b=&#Jbf3xo=yB$-J%Qz(@G{ULC$=VTr%A3tx>$>i%o@r^a zTR9&aA3naeANEA2-I%PS8ez<#`f}0I-1QpfD{l<5sJXkiGX#9>Qn2%!`AVR>u0$gQ zvUf(7h`}{eit0nsvK%QkaFuq++{AdTRh=-Vyt-U;fXsQx=_%7zgpM_9HGReE_OWir z670fyJI3Th@F|{CTR%K?AMdl%d)saP;G=v$>YmrjsEz(z{#W0TP`$ArPP@wGWblb@ z)mXIsv}j=88G4dat-)W_`oF$;y_6Y8A*z4tr0hOJ&U(QB%76QV%CYCu7dJ+DsDtWV zE|={$Vj0{-$V}0%e%3sedotDmoN<0tga2#f);Q~h!ubee&;cCv2%_*Yxo6LF7N^UY zo!*`%wlFpJX20Kj!;Obr;yt4=h3M8HG$iLo5JWT3kLOwg*(}B zswlqcAzjoX)xVSIZd@sONNHrSHqs3lvQNa=NvO|DA5!`-QX5%h&Yfj=xa)jft*d_! zZ2Ch!Cl`pvtgSL@^gqX!#YYB|Rk&9-)O1l+Pu0qD&c)`{A8T&&K6Omj<5+ef=e~rs zC6i@qs~i2TEV7)WzCm+$;v*%z_Psmw_pML;Uyl!Jnl7^RXWgxEuVU$^V8hyQUV1sX z#AHY$73;co>(lz>wX8LfBMqm=Zz*_pyZRTaP>j;K`g`*1dl#)tVeN+t9i5I9L+IGQ zl%MK!%vjyXdf$)nQqC?tCp3mG1$eILbZjq~0r~#5bAA0kL!E14*zTBy@ddpaPICE> zP&z63-h?Y?E>!Zp^qxDWu$f+!V`mx)o%ZEU>c3V*=TsfNsJ#^m1nRRGA17R1Gvbhl zCC8mp5KIk5h{^7I2V2Ct4vp31C48&P&(XJTA?iqx?*+cnWAp9UPrXI`(-jr1z)y`&zPzW%ZKD}k9#4OXk`=-Dly_l_FVFqWbAN!X>0t_&6-!1~Yv+s%qmx{`uyJuf0?Ryey+07&_PAIKy zjKNNL^I$9cA?}*NwF}zJV@KgR>#irSE}g(bfWa`FcI{*VM;$|ksDv0_ZoP97AdgBt4}pX_*nUh(aHr8cv{0zo^RzV?Kz5I8hzlR6kKD%=Roe)Km<+?hW8 zhatpkd`rdM8hxCX<)^V9R5Wx*C4OMP0VlD5&o7HzaJ(Y>t>cyG5SuS8iZ$&?>xKqq%1grbd7n?~2(=iTg-Q7iGcP3B zc4=0z?+6fc_Rl>Uu6TuL2SKJI!#i=|oqT7L%h&OpkD24S^Rva zOsuu0yDjEz^&N#W=db4rR$3nu7anfCnw6vXxcZe?>}Z%+++f1`#E;eIrZyoE@7UQL z3um!A-k|2${loYI{zKakF%z2}`k71Qqsta*qi!~`24kcb+s=h$c67D1US^eSz53+w z!kdZ6C%N z{&cb%=`)u--;fBL*azA(FcyPd0vi%~Y*EVgg5HdJiT8^+C z5u*<={i-m2cmq8aAxU!(18q!6Y3~3y0s%=lJP{fj(@*;ADjZYzP8UP`J(zK3G{3GY zJ(|ZW%1f1(7JwK93qv)U@5OxRQLuG);`-tKG}v40mx+_{Kz!p3nfDCMG&unt9O6IA z@J*|{TR56&nHx`4;^iyKBs?ioShf98JoLI!Hr>#1>826KYfX)zz&PbL&;C+d>K~^+ zcXF_%a?KL|+Rch>jSexmmxRbvQ?-)*M@ZL8+BSZM$rtnqPnv&H&&UZxYNT>cHh0j@9el7}0uSn#Ej{WpL)$?O z+z@01v{p7w5H(jo>$*(;ZQU|Kh~AKcDTWN^!Y_j{lg}qg%P*BW7mkUl2}v4Y!)Gcb zQ_C_417kI*zlX;lVB3I|ESIi82*($6u)*;4(~F#t`Cou0z;ET$(0pvP!XZ@&nY-Ek z`$l}2V^A)+FH}8CRFq{aGa2Z^GbK|B7Eqvd`dT`m+UdWVt`vCCMrdh2Yaqway#!)6 zGs3e=@^=$LVtxe*269wJClD81By9S19@0)Lo5T@&YDxv_*^iC8rC#D4^5TU+u6$dQ z6z5)@!x{b+9vqZFv}|Rwi?!XCt~BbehJ3T>gnyo?&@);RjG+-4fd~71Sq#`D-hORV zRAcE6OCZX*U?cC);ft+_+!-Dj+!wyH$}D4^Eh_qPuEyAVI-+B6bXU+p{n-9fPmWD$ zU9jo6(x&j#*YtW;!o@)?uYED+t^~%jEQ;-qq)?lcazbeGF;Qu^_Mc2XLm`6{rh(5{ zT&0g$to#~fR!)%H?;9&F5;xl}5$_Omd%oEG~Y*pL?czU4yK=$NFRC>#XZp@VH^yg^LVUP?3^ zTXnAnO9?a%DBLT*@vD5$Dm_iu2+Tw%pfYN^|jse z*dF_$J+C(x)KR+X2pkdBntKi3-KI`}9MCuP-H(ZCiKyb5RY(s& z&GwbrM#A!v=3os>6eti)GD0g(8@%q#@}N=|+n>js1@iFp9ns0c6q5=b*Br*As*sL< z&CGjfT3vxw%*9_2{i;-wkqu$i@xxt3^d%pCW9mn$9y7k~YI>Sq*!}X2VDcL$fkLgF z`F#fiai+50$M(Y7{2}g`Y*fz>ossM<`2H_}Q!4po6!X&ox|W5{{yN3BdjIU2vFK?# zV#$a}Z#V?UdZ+K(GWmqYyN%jwd=j_#ga^ynrG_aS{Qht0`oPk4Pj+ETHt^(<5%r7j zy<3jF8ylX=a8C?p!ZSm-BsMvtqVRRwlUlv4V%O@t`G1y))go}_y5+ZC!&iyn>%T`M z8zvE4iC);rNy~RJt<42zZksrXfSX+2`)TqOKeYMx{D>SWQDHMO&D6EtG#i}-6QF#7r=H!@h zY07Wmg~+_;8_nHYtAxNNdF(V> zsV~Bmbn1Hz=c0qf-!a`;{_9Lw8J^_J_Yayp08?6Z-|c@^fYrp7YG+|QNJq0q0I zHY&65BJE3c#{zCB7sk<0B-@(m9t=%ojNO~@NoI-lc! zy`=JUXs@uqF3O)}9WEp<(U)H*h%W6eu;yNf)P}{{)&+|-dM@?vcdtf5WEKvU%zjfd z!Dq#tkTB7ed2c2!c>#GrLpf7P$n|&o1RfpIWOe;qjg^ICxma%U0x*k}ox&KdCgf@q%)ga1A#xXjmBilcGpgd)lXF2Uv@7qyDQ`T8UHDbf z0K%x?*t2YfgzdH3FLp8@A#wj1NMB3y%-J8W>an&S7 z#T0Si`qu7CSZDgNdM-@c_6LzEzdW@ueR7Q&W;kkeRZB(9dTxNDd3G$ZdD?%&u=(Z% zZrgH>JCU~=_VWa5jGuPKW2TfNn(a5Xwc1#QurT3= z3g&o6<-dKuttk8uk0A4&pM*c-r!>HWk9u(0l8pd4Qei9xA(Ev~%D~>2)U_ua4}_NQ z6S9fh_lb82hGaAU>dRg&OQBPU_qG9oiVcQuCmeOVM|qE*1iMld_4)VdNurVJK2S2;xtue6pVT56eD{847M)|jKAFz%NWlP z-0_Ed_vAD%ep28|+qrysqV%Yn=TF8@(wjjzjbD-7rNRX_cwEZ(iG^}PguwZMg%IUu zkBT+|$8Z+EqS4JLJfvJo6!80PmU9u;KIgY@Zxo^TtLa<>bBz#(Uz%R<5`HMj+F?yL z!v6V*T~7aTukq$~mk}c~?yR1}uuy~_2K|*4Z0%Pt8dlyl(A0!JPOJ%8oC+;`jS$U{7hcGP0aeQ2@6E~mWHE~LE6&X?tTKVl>- zgj{cvx1A3o?>VnZHgcYHYesiu0?RustIZ|>U`iIr`D|3O#uSgY* z=_Ff4-$ah3&?00OV_wMg3Za6{lkb*=3gvTEEM#|r7MNUx{PUdHDolv_JKub8C<-r% zD?C{Q8>*6pECHO=<)E9RVUmpd;Ehh25nUXT2`r|1k8`EYl2^c$E*LSNcR%xfC{)3V zxyQ+iM{9K@gyuPG_LaZ=S^Yoa(;U>_H}G{(?1EU zC4uLVd*3|s^38e^WmHWfiMg%Yt0NirdaZaMu^_s~E9b?(hbNMY=6&;^*dzs&4@<*y zPUtm#9*-+GRsJDAcjlJuA&QwC&8Ldd%0yVpKz7Js^YM5a+Wm~gJU2E^-RE8c@L23; zP*Ncm!XHV6X6Op6w)v;sY?amPKz1BBgRn4ceUm~*kYuV@h4>4(NLf4N%oWCy+H)=K zml+{cvC;|nP$-iR+_|nhp3-VHayt7);y+~mPDY~^mYBTOR?f5_A>xD z-f}!b11Bu|nZ_IQ`&o&oXNk>!{ND3+VfWdkYu68V8#@W?m+p>N6F07;fA8Ow*RXVu z6Q!H)6;Zm0nM2M{EE_Uu&j;zn&atuIm)`VnzNR`j^xXS{I1@3P$5aPx7lPgPE7oxP zr>)KnpI?4_LooT9Gc-J(sbksp$Sz@(-wwk|?76gqF?D8_~XEtK58t+f1DZT5O+qodZ zXeb<(g!dU@T&f_F7_L{G+&NcroV>MgxHG5pIDRwyRFrFl(P3<%{YqWID7;dEUSgQN z!!m_hm`tGYn@A0ZWdhcMy=NDbbz!U7cTU2KGI0BrM%at);iRz)VQ$LnY}di`~($S`;gdXbXQ0Q zublE{O5K)3l1KWe-=!b80sZ&p-XKX%nx8Q&fCjdp@;-eOG$=37q<#% zLiojA`Tw^)063+n^oD3TNH+q~Cw4oTk~cH)39a5TK!p^eQ9KgNH%lCe4;jv{$O=hn zLllot=~dEmgmvW=Kp+IG1p0tIqS!La8!0B`Af7R)nwE8rw1&rar6ZO#P$*7fs&Z&inETnhy@_Q(SM~cp?*;roZ0crn{i@&vMy#Sr zFWCOPyK2zB^_s;vVXtn!7L-fT7}~1L3v;Ij3n^@20N zt4u4=hKiNzbBu>7C^MAe0es6FDJ|6XW|;iKp7#FNZ-vRGPw0`CQhf^$G&g7Q`r;3S zML^A)0jj2eDLF}5ZmwJcwpIa0o@a6##lyGFr}6aiQ{}A~O8o z^jR2iYv%Z4hLH4O9S%FUuF_uu7f{r+lSxTne|oA?@Xy&Pvqf55*yLX$k9XwF+Uhsf z_&6HF=3T1`Q`UC#!d$t{Kfx2A9gilZua)F!icbC-d6Bg})r+shWF)y@*CXq}TN(^2sUBlT)K%iGIs-_$1@SRa2k+iVoG^ zu=ims5lAN+fg}2CWwuH79-;dbBU#7r7W_uP)DMST6_OQtzv3|CIcN5}&$rOJ?C26> z33(~m2qkMUsokLg5YobbHtetYs6))_Wz;L+ayNd(@>BTRl!4>b@%K9iUwtj#m*4o?;g@$dycQPkPlTx5wHfZdtVHF- zQk2Y^QGA|uep6?5$4jC5ZA$9q7(`YcQuYK3_$?1=l(FbV0z5X6|5jN3@3=j^H|!}1 zE5F+}9Ed7^8~^BNMsZj?vCKoA8S?h&%_NO%27QwD75W|OrOZDnORrnz%H-YmhoxeV8F2+H>g5jp}E}(W?e+7WTXtuw@+kSeXUHGA=1KEfp z^A9=*Ajw9uDcV>Y2pk(2{E7w>z_eSMd?W#=osNyfit!UtL?UGM6AB+*m3PinnN7Oc z^qOFr49M)ZwTeqCm0*EEti6?h7QYZof=K)5xuA^@g1~v;#{__P9I))1m8AB*l{STM z7qrmb!k`^rM87wydo!o~V20(DT6K%f{aFgMfVHRfR!>-Jt+MXRRM1)dJzH_S2tT$<7k*Jw2@EXw3XrbYntj31?4 zi@7So3PiQ8KzbjZQ`1)m78f^6NyyYjf)YL^);3y6m}efp1SFtr;6WatH3LA{qm`k7 z6XQeldu}2&=DrVO4A7Qpz}N*9*di35Q4z=+{yiT!R1tFj)WwNZ#TU?gh#mtEhVd!f zL;9Ip(IBLS-hnCyhDz~>C=;0xcfr#=P|_hRS_EAAeT91{dd!Q&*+KC54?DmWghd~1 zYY-FU92X6M;PEog@uH^2tFQz<9289gxIXCMl7)@@C8n5&y$dk}hk@LqQMhNfjmoi! z&mnd>4J1qJ-crUGD&xR|TjX9y0xyCUHmDcKmY_*c1v19;g(VPU)JuDaT{O^ks$^;j z=osRWmtl&z0U7w?#t6ja*d%Uz{-2c?Kh72Syzvv=jL;tTcrrEM6>q88D0`0>35k|7 zD9~EeHTpwRk8_WgL=?V$d+TK!;+6Y(_mh_m?f!wf`dL*+@175{KU5Ok{+9>f&(dD7 zpj9u4m{{&Ton7_%{(1O!34Mq4C3%xj`@d`e)4Fs>`r0KCfK(LUEF$#d^`oqu+ey{0 z?2|EAAqz&T`M}~a6Zl55PL*($&NB_(6M~bRo$h2F4F{j z^MKEC<1K(H*m_X5wUD*o_p60hZt?-88m^;j&=C?k9YN^tqkH$)iUuMIf3LrC_Go+8 zaQ>VuTtfIL*CC>gGv%`_O!KQ-KUd=ra)wgOkW-%E8@bR zJ~2gB8X*gkKcZPAHfFz`b?iWWpI;9X{1XC2_JT6a{mXluR7uw4rufq%WI;T%Y59Cd z$ScjKuF=Xh@eujd2nbR6uN8sJ$+yQ)m;E{f2Gm0cdz1ft?uv43z^;;4it@jK%v5mj zO(?rQiTe3(n;7UY#UBYn+KCMl^znX`*y0~*aE=zR>8Qbt5)@7_pg(q?aPq5s#P&T- ziEh?f;v&n5-$3Zc*RY`gacFW#WoQZl#P9Y(NRFo5*GK9U)Gq%!;_(9ekj51VB?U@m@DI8GyEF_6KvhI@$8&5X@s?-}J+qegOl-#4(_KkbR= zSK<{Z$gp3Bn5?nWOdiFBy9iAqBrEA>gSzr4*{_F6wj~aQ14pIgWW5}<#>84cSwem= z2{@|#ms9bFC}8*s0+=D>fHiEQ+n&Az%MV=a*RharlFGP-&FQO*{~9lXSgtpc$yVui zr4K9z-f>S3KyT+T@$xf((wzVOcAlZ^X^3Lke{JWV?CJ7m_O#Vta|Q&S8}AT75TdXd zcAe@yB6jT~FjopS@gTmZo;~$B7;Ef&9DypS#S7o0q526MChcSc7ushmFE*&HmSf5U8bOb1w@Wg<4SoxYl{RgYn8C;&Qr`3P z`(o(4GsI*+YW)1bAniH%oV#R|4+s~xFU~eSG&4Vy>Yq6N$aC9(OnT0RK_lK1O7*Og z=jVR{d7U+bIOzeUhJGU1d+v@zXa_ldOO6feMZb&3x=ekE}6VD z&_H^heH|#r7%uGwcv2VB?Yer}$D%syiS%OYy&i8mNQ#lU3=^fG(@7ckFCx=8`ti7v zz(Vd{*;VIW|c}y?maVnp+82Uh83>U*|1Y?jO!McO_bjJ1RR(ox{We+@JS(Trp6z76F?b zpP!&Azn_NP1So8|qSLHGhC^T7I9Df7 zoLfg^Gt&6e`E%gJ$`3Owd0_DTE=&bL6nGrTp96&_4TpRV!ckz!Gz|DU7M0sEyz>yu zIm4yOk94U9I))rDSP%rmU_l>W{olc|=owic>bfuqTp`W49QEp4x*&3e3|iAwcS&+C zgamZuwPj&(akN3B8Fhf0fi`E=^cWfszz| zT7*Wl0k|&ICip@F#c~E!zRGAWdZ(}Fi*clpg%)CW?vgB9h2R4Xl#NMUZYu5BOck?D zaCA`)##^5b@XD>+1!81%{hRl;~yqSJCzCoRqYOq>ZwB$#-%x?geHx|z2NNh9>k^{<|t1>RI9K1VIyAO6Y} z4f#lrm>2u~F5sW=P5J*lMtpL5t>7T&+$E0IRcEzarI%BTg%08U&{KPEr92!7-b)y( zXQ2hmG%{6-qsL55mB&BloBgj=l|J8*8BygMy2nL7-RSeOiJ|F}_a_Fe`AiebHo%kq zd~(2|mf@4LZnY@AC~T@&4(EVOHY^TD>9GoNAl=cojK4Li%2$`7%3nc?)BAC@!RoLr zze|!|LqiHw9k!05S3WzYMK4I#1?T5Ybu(oQW70#o13c|V9ubUc;m~KG(C@a=T-)D0 z2T4;#w)?nzJze$n>xXDei&z{oNs9yozc109rIn>EjBu_p%&>R=NRU`7UyrCLtc1~p zeKhoyfn<)zcB)ZBw`%T~nv*TxX!bPa0^H>o&57y{yji{J>Tv3EZ~xTC4TAAlwP)-GJ} z04Uv2F=EAofLN3_Wpu%zGW7cGQ@kBx)=*L=LvLq%KG%1n`127=L!vFOls`Cl?Y!33ZfXoAl=@(DzJ@%RHAv8WMhRsghMs* z6wLfBnxym&sW4_^(=Yws$BK>4*JuF*yS&xvSPx1D4Qoz7W_4H^hAMvb(>*i-c55%A z8ZET)|JY)bTy6vwNc9^ym+j0`?&&Rnl3=nl@n@eW)wrgt_ zTNEy!)fYs_+cJTzNp#@=zcj^_X_uN+6Nxwc?!S7TE1d0Wz(1@Cew;PCC*Dfyf}w>3 zR6jzc$HApH{8y?BJz_OWDI`L!8qWSGQ6qf1T2!Xf+-Es9^JD!qfoU|?pQ^XqN;>N? z^XVK4;iX*E^g*bGV<_Yo#^2uZhIW--^^9+FP{8}+l{6o7hgv)zlkHzS6LBE~saIRs z>Gh(ywo=?WT)PP`DRLBX?V`dbH>o$EUo~g3*c>pbq$=fCJ%^H97K;!oY`B|>#j$?G zo*!0~!WF{8j)kt!j#Ypit9rhq;3E`r1wh>izx4SMS;)n6D>wP`wLJa=l;<)zIVE5C z_;}LcI1k1yRt8i*o>Z5=WEj1FlR)RFqp^88EhojV06v?`@l7$Y0T6J}T!<*iAv=LH z#g(6g@vEjH?Z%Pa%P`XC#gA`*$O;&Av;LXq#rMD)a@CMaUipl&y~qp1h%DLOs49Yj z=~*{eMc=qWk7BeCa{Uoq63t%2U3XW!yL&ex6)zgfBjw@+B8$4*-6++=lxZf>nvm@l zlI3{8BKX>^7TDs=3utip`$08V?gVi#YGD<#Zp8kO!9K%8n}+hALuE$lsD|!gZ+{mq)m?t?hvQCQXTQkDcD8CN za`H?!k&{P#L-_w4`li{|H%^Ck6<$dgYO*c`drwvd-4C=sqP`v9NCM1Yc(dyz9s^4C z;VV5Ye~&iZ;k*ued-`Bfuu8+LF0t=aBIj-=So@N<8YJf>7y zr|X&5Y}T5gjknA+`wj|W?qOZ8A!eVG#nfWT5>8FFIENSzr85(0M~dHJAL1Xim#pBd z(EQ-&O;@`zaVPSnlf^q_l_mPV9w%Ifn-wOIFwOpgH#1)de4dH*13uX8}UQ} zUbtIh^eL)R^ovq3A7W0pb&XRi!l~>={>=oocO)GX(16~Ub>3brzbMYlGDS*l^{P`@ z)U`I^H2A!PWCn*GF3dQWcM8$56$QqBaZn`Jz5@m6xFU09OqlY;;Q)y?1tau7k*^5K z6mcgtPy?sma~j!1kWSR5K@z>K_izDlhNY2qOH30doA(dbKn*`u#Bx6>2zJ)7vDfER zYRO3^T6jG?^?+uP$hl_9+081cTm(GuooPKFwolZWSXOonGL0>Gov4K*2~0ED@p&<6 zigH0Uh4$o@9QbBb5MbF2$_1mO+LLZ(+3K%)pCgimvvtxgsne2>cd-k!aY!N_y?+>i zNPil=xWLK>+7w|6mQ6Gpr}#vMK(hQXcZ=|n9I5ntAUT(S4U!PCJ zO9`Q~Q`2oP`C8vZg3OONF!= zFNb0?tuAZnKoFL)yUodY;RuI@#UG*ugA|0-D?fnRmO^y>)-Vx(R7B4{jPhzZ;Odnn zrVC4sD>)h`-(6)4&R=B)UjIa`wD^RxKdO@_)}CbMY-L3sY5X{MYhgus&ijJnV?L<+ zYrP}f%bhgvnbb5q7SYE?dK;8cQ{XpYp3C!?ka zYy_HWQ=J2EKz3J$TJob+#z}di?HP5a-NoLjggP4i*yK|cmYxmAlf1i6Kj4}uzS`X} zqu37`?gw01$5bijDvnoT4xyOBRdi3x-Y8U1kQIH1Dphcj56FV!oG|wX<_sVl20^uVSkcmIm@3!F6zN zsk!_Y-5i86>_be8eI|F_$DHJ;3fcf5OiiL0$qXc)@OZ5qXQlnL-BFTo1PF~qgW$aCZioiH1TNhd&?@4e zfogGPY}T3|!4Cs_+R6?|HWvY2>m6xtS;i- zApup2Jsrie+Jz;2DA1k0AsCH(!QGK?@*b|sU$9&^cQ-S?R1DZiM}p@p!}DA`MbgH6 z7n~%}1Qtv;+u_ape%kkK&zJ{NV1fHVd==&th^NbX)^p0LAJ9DDYW_r1YJi=~F|s^` zu2q-<4LlgC1c5VL#xQyZ<fSJ9Ve!8hQuusDT;4o<53UHnlH;9I0#1`;N z^=*34i;k)oaRr@SJt}xufj|DRDp`0ZnxEtSAGP4XH+|*B-|cKVlEz%pZlNj8z2PI05(#5G*+lxo|xdB#*(^9>)oejaZ1%tm0 zk+cfr;DOjeVLyWsxh=bqJxlVays1gVpFQQ>xIA~Nu@{=yk*LD9vgVIo?)@D{w`E!+`Lky1+rtmhu<=E@aRz*a73 z>mcYto#;R{<6DUf*t%8s_-_3C!{MUvfQ|PuJ8=Z%ZPz_-p)k-c6{Z}?EBDUiIl#bk zj^WhCr6wmgC;i3oK^pk0wa&r*spI_xb%ESJ-43aC@&Vwpw%1~5pwqH4+VKJClW`-h zDX44g+iOu-QBYmcThoNfAbM)G2Ta3#iqD`BwU?FhdU)+8z-!SrUoaYJBZ`VD9*7uU z{&G5{dwg6^rMB&qIs8H5P7Ma-T9Yd^`OCi7jCI+EQTZLNOfad7F6dmmrh2gk2iGu^ z30ixtj_oSWFDEQIy7aW0z*M&h#6tc7yIiK9#Mwd69HBBkqBeUrNO>~9+(?6B7g zh%#0;fZM;&6&J(H?TGXc1^ri zgf9ix7y~=%9KasS7m9Xi7jPp2+G3Ttr2Ca;suI!UX)tB|2>flxbr3>~IVt3FqC(dxs)t@sxh*l@?vEP(fzH#gt!1JXo0u)hCGe7I@(A{dvgM!I1%%P>ifeYoNS@w zb|V;Rlo{TusRD?ITt+`>)9rTo+Q_}v24YZk2L$a15K$JNCFUh$?MU&$Q$g8Pu-FEA zx~Wf=uf>EmS2^P&oFL1t6@MDF@+tp@!Jm#R^{NAaP=WS- zCE$?|i*}=oowbH#mUtPDwL@R4*JZuu0jhtjVX+`xR)ES>oM-|#IOHcCAK(5P+^ttM{!o~s`l5%|HA#i><@9cWrl>wUF@$T zWFdnu{DG>uqSmwkLQtOMkH0GmxH4`cASU}m9B%OCz*ySI^=XpUumD9D1Xpq>dAI%Y zG{x3Aj@sPR;LHDps7L()4e)`0A3RIjnhPxH&CYS~0pj|AA^7;Om!sAEPof-|!O6VA zFHXEjoqFRlrK)E41LrhArf-CR6C&UyF_sYdj6dD-ZtE6@9L(>O;n02H|v=Hyr`UJi~CAE)i-w|M}yI;vLxzOX-h=B zYq!!lkQkSkW88)!k`AhcF+rw>{Dy9qGsF1}8~)Vg8;&557q=IGq51$!5Sjqv(xNg1^^f}Ev%btQxKqbkmre_*BdH8=W#XiunKmN3pi38W zvj#5uf^j0bC1=w7|B_oqY3Usx;UERSGvg40JyImX>=P@5pz7e4Z%^rWuzYbwJbf=DiOzYB=wt&pOPN$Z!_ z2`eaiac&YvN}`h|D+<(an^fPW}DRV!G?_29CeK#fFnQh8MS_4!ec7Kr-YFxwUxI@Knl#0x_|-XLVb#JQ(N-> zT*L^=ZH*F#t>G-CIMbgvet+0j&@q~nt$M;r0kCl2KQo`(6q$y|5G4LszFBje6$~Af zL6RKtWf~_*j;*0-<3ad3(x`s7+@JnLFgOEbS?Vi+DE((5$EE+DLikZ-3ef5tsz9rw z=73gTJ-Zq^Po6d`L-5ZRiKYLb56wdj)^ID*ySrAU9O3f|7$2pC~P0mtMZ2ycO;~n}bBKw4uBuGC%c%Rph;Yw3q>Z3@a%(#)~e-pRl4u zpigcVtfTFMdUj%1u5k4lM_Bs_D*#?Zf-fPBk>XJ#u-f=WSQRizFaB492pZdz6{B)j zEGXjNq?EV%MZnk}Gboj(g_?pp)A*4}KlkUtttL#0M-eOr6M_6fE8k1SiX11nfJ;Yq zafBJkS!tKX3m5`2#4-MVQ|NDR5i^YGPg#O003`3^Q>5P}(f_yQ-Wcv}s(QE| z0PwKbnkJmDAYCQncnnTpcO*IT6`R^@q~r%;h&y*4r>J@_<5zPKb}ZU+Q0JnhRH~m+ zj=BY2D5^$V2cB*37B^);ng3Cg0OYhHJ)B&@EQ+mAwt`wbU&ka9g{kO&t36TITNNMU zi=61S89M8&yay!u-Zr#r|E}7=nbX#${WzVZxKMWah0KA_U6QdfdBmHGUISO)fmMP) z(Mvg@p4bvBahZ&j2p*CHxhstam;PA?lac0M6SK>|dDHpeLHEsP!Y{0F0%W`;j_>63 znK+pHoCYfq5ZGGgEkTM}X5&pkN6Y_LZOgX(fDHFXwgeshg3<(zag-)Z+lfbt-3Ql$ z@`MeszaATnlCR=fwvOGhntEY;imgsf9jr58D4niol?L?bfpl(tj$A^LiLnz}nC|Li zKWSoUySx=7YYVu9n}d|RhG%PKN=x(9f+&B?S8eh?hN`H*YqQ4Wt6!o#N2D6%C8sU@ zJgPB)e1ggl(_P_CH!}^&P?CS@@v+hj>{JE8p`31{Mlk<$*%Q`1bO=D&RQMah)o{|F zae%s3t2E$D4{VfhczS5+Dx<2dlUk&~d~oK58QE+#*m&bsB0ZH}GlwF5K5B9JF4edB zvV)8NDE7d7 zhOnDLv}g5+1OAfgx63A(ZJ*&|NAUdZQFQ)g(~y9aAy6ORz0~b~#2{A4e{n=6ux)3+ z_M-oZd@`xO!Z2*OdX0dAZi1k-n=Rl2Q`Bp3J2Bt zwMthyjsh~g1py<(0lV-AajURF|82PKjy||H_+M-(h^98)LDXqkK#tS-Rne`4xEp_f z8-w)b0Xw(8QS?3@i(Uoq#e9qv+(2$0Msaz zvZL^n_dhfy-5LG!`I|ZB=!mbZEdqM>4`Qp&sh^twxj;_MOaEAE_fJ9W)7%yChP;lp z#I?aAZQaE&+trWmpN1>-;2w}rr9iHsyc$axGT(QZEoSk2@oFxkV*Ko*AyOk1RPE8` z#9j*O=QN5hj~ZMxkXOf^&ZSh)RKPW4x~}IdXf6v)-#8q|{!*ZVW+`xA;ZrEbHn1|- zMM1#&GRT~0O)rynRd@MPx@5LFu>|MrLrMiR<3O%yldCDNCRN^592GQ93$zPD(0f*k z#a8brnT=IKyI)^`KlvR&t8dKU5Psp@;^4<)em4^q2d%p}giPn`92EE#2jlu~lrvdt znt3p?e=4+`mfaD&I-}@3kFMgvBe0G=QQo*ZBjP|!v=&jj?#5j>ccz5RaavgZ;gxE+ zeud*hK5tQ7P+8wC5gtYlS)UIAy8<-Qy24#=;svHH4ysXd`ZKwb?JiXf>I&CKMH`HP zUEx8zx2XQ=;?P`*s$E}l?+thT;FcCd{r;9D0STLSka!Q;MmzmP>Yti@UteM>Alf67 z>?GSm?7&-Z6M!4$(`j}W(M)vFA{k?>FoBx6ztAAP@B0+p$!f_j9yh~J_>N2KWH^=e z$;9*8sMG1w3NG3!qGU=I(*2HFn}j1QZ3~`SU&? zIMjT{4dM0S9xHmE0D1AU<~p?ROTofSLGYq@UjAsvRv|1M(FsBcdQ z+xb39m4KJNCgkc*(nY#3GRB&3TtCfk2o2Mm2n}#5VbicJm7pghe)`Aog)GD5A$lgE z2odAr%&9Sdsr9pLV9!39O27P089X|ooFj+rF;D*SQk}_L zUn>Plbl}R)VdJSN#}b{%-H&ChV-Grv$IZI*@|t?2bbZ+;4HqBV&5i!o^ws-T?Dw)) z)t8$jhgGMdNTJ9w25VppYoOO7#cMpyiMxHx9(wtuzWin?N)Y}vuU-U_g5+gm`1y9r zS?^w6Y>h8Cbi39*=;3vB8$|b1U;G_=C8jXhwYJS0H8`8;S{v6FUo4_dTd>vWq>a%> zoGC2xgc9RL%&Y*~NCY9CS}a=Uxy#P+4SPhBk*r7bdcDoP=Z!s?FnZiPB(+Z74FAX6 zrKI6nOr5z?>gJQ?&IP}_czegxm(^WsPfPRe%<=7n|ExHtcqK~?AL{1S@6zXQTFbnO z{eQe6ZZ>W*Y6|}Mcae@dTI(YY>qR=HO>s^fEZA57%qCInFD>f&$27Lt%bDM%@7f!k zQs~NbOkLv2F9|Na9<9P?RicS{nw4`Oul<=29xSqaZBe<6? zU44_lAw_Z+^>cqRinguuaF+zV{qLHzGv_Z&w#G{iOLn7qNu;?B88ntnz>skRMb?L4 z$zS|^7Dm(*H~VW8o4hOh@9!>NY|a0fRNNdk(q0wUT7BFEHr~}D^e{AEW7*S{DU1C~ zJ;@tNJkemSm00KgF<4ml?s%uVwOg)zbmt%PNI7@KG)H;vRDH12$meeKs$m{5TJ9Dn z);WSZZ#48fHR>(d+a!lWVYA1`IvEWKJN{!zuzkcY!*7^gpNz`Bni5<1cJdzHx`fmG$m;d>&m z8NXV#N2k>NaWNVXK7P}{Y{!iRaJH(pKlhP7p;BPb2sbx=a=1c#*yPRtdan|p8uhoN zMovxiYup*YqZ}$DG0~PD6_!=k=q^Z~5FgEnaFqznhBwu!|8Bi5meu{|DYfN^=(Ayj zI9svN9JbNhQfHq}4OK5BX!Gm1dbH_vNkp%B>D9mcloq$(qZ{5^&vUzKIIzX#bcsOq z>Qhc z(S`H7?+02FP4DozRdixY-Vq&*O0$Eogm26tK$FUwu`w~VCgh*+A|3cD6xEi9_NbcFpkG? zGOaM*in!)ObJyP$?}lTAaalpm;lAodhG}-O%0~Dj1wLfnAD7N@^mQ6AOj~{@U5dhN zDZR^I_6y8k${>9qJRhK;Oim6VKp>lfsn8`iQk|o%0nZp$b`d1U#ryB3hS7acmEJr4 z-j>X}pLWAzhod1((?5q6P6^NBlc`9`5}$rw=XJy=VcTdga-j=;zN>y<6un?+ax64K z&`h&q`Lr@kCil|Ox5+&sRq2%8V{?ygK1YAJ2eoP66m{FBpC_>N#)*rg-0Y{LBKtb0 z={;aXEsQJgxs&dUj6oTCwnA^;o)K2IA2EU~E6jT$7nk_0G{JGp6uOw~{qbgkapjF; zjW6jN*il@8rS&=GnVqi^vR1;N8ll#J806LG}dZm(HKQfR1 zBm$e)R1GxRYMGOeRZXK{8jkPuG$?DJ)FLDy+xgPv@tk(eHcR+-wY+g{0&4}6#kRapFBFEQWk|<#p|`J`;pVC1uPwiim$Gv=m4b$ZUwEFp zK2$1j`}^{PGtK<+-hcY?XvP%+Yem)y&9?Qb#NP^K3oJc+TZv5cJS3UZ}`1e>(~4|ABL@866}j4 zkB(>CJRdu>j@W%V#5&%ZRrx92ZsqV&=xSPFqlmA(p?S;$3pbEZTFk$q)K2cLYeGL= zh2Dr56dE+`>OUD+wB^J}FCzJdn^!prOx-LVcU+)dfhVnWVgM6JIq2z`B~q^>N?;mi z@c=33p(OLZMdX_+eG#3V3Z1Eb?m>CO8OqdnpIAU)7e}mVXzc3fD+`8B1{6{FHPh{z zla_<4&m=G>*eaGTJS!F#DpB|p)j2T#lIZ_0?Hwku(yGbU**~;V+US=+&$e*O(@$^2NT>b zc4rzZi=*-M37qzOP!M=OUI1?z$RALU%_nb22#7gZ1vULS)r}8h^vl=+3MRSb4SVC4 zjgt7EEe`1lzV`n^`TCa=Le}s;;4m7OKDB_N68XhaC4KdGh%)JC$LIMDCtk20`7osZ z>;5OjFXiftt7aqAlHu$b%7-UJXE}#$(D)tgXMv8NGn9m^r8g~E zpoEhJ3pjwgL`#vxcl#Xod9}$i;RT=+4+foESUi196YD$;Zy&a#8cf6AH)#d!nefO3 z9V~^^(fA8u=^C}z-TH(IXm;lgfKFscuhKbqiH`o>5!@vV;qUY3zpeEp!i1rSV+%h5 zOANS6rN@p@x$|iEsog%;8((-zh+66PIY-ck^y%4r6};fUNHoRJ?ITX}huMK9yH^t* zk+Xe>rq4|riZ+FJ{}5hSK`QQ~kaE3^FoWY2f029Q0kc3m7pZUFZH zB7_t5WS;^rkM@or`rMnFTJW9;11o*vP4bF^Ch*T3^={ylvw{~dGX040_hOvD2c`N`Ib)JSS}wcNQ{lCTBav)c90`p zr`>j;5dx*Wz%^@(oVQerx_5D!i;3ky8HDUr!M6a&o|61a#4egY$etT~6M*a~$q9h$ zBa){PEUm21>HT|L)eE*z<%BH^Hu2vJb6Q_mdi!-JWU7D03_BPU`~k~1NR~knDr+v5 zf(al7CV)Rt*Qi!W`3w~u8tqHD(mu0`YDi5@kSR9QOIQD4ONS$`xWBiqy&Q2) zH6_J+5`3dP(%JBDdwVM4oZcHGCiiyH-1MLJV=H)q_IsTzTiEZOEV>qN=XvC*h%wp+ zx)6q*Yt)rUa>U?N@vRx@@8!*R}zmx4FANb_kYj2dTHYlE_q#)*k4qCz5xS(nOl5mn(KE+Gf@{$gX|e?0xhVdr;> zWRKN7lR~Xx1kgK#@Oe4#U-W%!Y-2X({7X-2N*_`6mG8mDtp%`E7F^N_C>jcDHh8wK znzeAZ%OOXJJ?kO?OY{4$CDYuHmSV|z`njk`6_r?dVlXfUUWYTi(t;F{P} zouOzGZVB)7p!uV`Po>7MJK;bjffG)?tN#$KCmsEVlMeR02Prk()elLkca z2_Zh+YM*o{5k$(n#u6NV0AuyiOBZOd5dp@-h<`8t<;L>E!AIUA<|Q#JCdrSD2?ET+ zo?4$~gH2a~`1IFO5xa-)ta4Ubo@6v|@;v`}PE54D`e#U&74Y&aoY(f^6-m#aoW)`>&zv4#rA5rG;>Gn*`>H2^({+v06D<|y0MAApq}^| za8^|c>3SB>^#RU(Vr>tK!wy3?HVrS*g(fH8yBWpi?w7~nwZzh!tN9Df_h{hf{z2|H zvxl*A=dY1o?VCuv3q96aAY*uT`Bl4(*<&Gt-{j~2kUw@{(Gc<1{>*yn0NkIsBbJDp zf*5%ENj@F0#JxEkYx#pIu?Q*N%@C=4f_s@Zbdm*9CQ^$}xzlif=5GqcH2=L86Jtf!Y8j4uBMSps5D_0JXck=mOmxn|i?VmDJy{$oH*H zQf#>QmpgKdcR{fp_}FICz-@mFiPe(_-ZoSI0~8sP+;@2=W$Sh9i|y2#tM7|k8A&+f zZ)<6`X!65=e)J1EZ zzpcP>&hZkpyT#c)H5OB)l}+I2k6P0z~mL|;s*yovSDK<+&=1OjZ%*2Nuu5l}VgL4NhI(z^pyzL)58o}5wO zZLXdc>u@5+96-RSj)c#99s4%IkC*oVZ^E#4141wY*m8xN%bMb8#v=>2xjNIC*_L4Xop5M*t)=Oviq|x1BKLk;E{XUvK~H?%jAxu zKVlL|$3Nv3cC50Ecll=Ju(6B@y{+)|I~6*z^^AL~nw-j_X@rX|5xcdXD6tY{o;+ol znxJEKS@;g83I(%au2FL1iAM)4g=qqm4V_sP8z>Duz3u8qdiC}Y6PnD3q?3|vvw`q! zG7Fs&qlTXvBI{KQBPN6vjfe-w?&>!4Hm)O?&A99R*+RHCtXV?=N(q)NgiEq75hugb zrxwCQq|Jy6_ofrqfW>R6=C))RC&Gy1!Xpm4!EZM!Vtki`zuI9>uR>uY`zygo+)Wio zPaJB=Jxrqgw8mRaNqM&v#D1RE>@%f_dU2Q}IH87!=A@zXHq)(ru!f{t$eDA5c@}Uh z=>{Q0VE!UR%d!)$z9upEFHU!P*b4h+e#xXNr5 z!}^MFRi3?K=*u;kiC3|Z=bNkCSPJ4QpORg5`#4o}Od)JXOpbh8)YkmHDgjH$tm`(> zad@g<7Av;nr$7`<73t!*ZFv*tpvnpRU%LugkH7w5A>4Unu;g) zttQmiONJJAAFfSC-f3%kxrHBAOF!@oAAHiGzY<0{df;zL$JzL^@ONwa3x61R-Hkl7 zCxL+v1A{7L%csJKCHcMH4L;LE{^^V}le!tVCUp~PCUtpWWnBUQ9#WZK5;<4m20rL) zcfF-kWMW8NGA&iKb<`js|C0kwSe3)vjc2Mhjouqn{Pb;uH_5e?%_NP?DWOM`3*R3N zen})LC|B@sw6ZEFk7){)AIj=He_&~EQ7x2qR4x*mrpD~{_kyw{2}SlZl_VjI zWcxLq9%YxS()_z)R&VfANq&hS*5a}%hf1Jx_zyj(O0cjt6lX*65dz~kE`XVub%zv zxq5mnx_Ej-kV9CO=`{ejRF4LH|<3^z|`S-uDN z1fy1Wcj65vwd}#5&}#KLfD&)4uV)9=u}`8krt=^?4Iw-%#EoDw7UD)biYWbHdESB3 zZ?qUuh(sI-33EowruAhU;3e-hb0Uj#>$NuC5^lo0LtP3f}8#eX`Ulcnv51F>K8HC*ZG zEMkI;@tuc%=I^_E1Y$Tz#*USi9t9q|7=sgyg_*)Dl_^hV8#g~BlcnQpdJS`dcXi!k z%ED!S=a}X?`z24%iqJ8?8-hiyjUE3)u1{l;>z#MUqhCX;2i9|(nNpgC{gb@1C~U{? zP){5S7ZUb+5*)mCwLQ6c!Qk}vmav`MquE9hI9L{rIDq3`zxWp9spgz4Z<&jJeVLB7 z>2>ifh{!x-+$GLQtLb*kd;B-)@pan}#=Ju5ZgI16Mdd=3{F}l@`;fP^aaNXb{bl6Z zTt(t6(RjakUUp!BMQ6`@2nKu%qVz?UVRB%Bolb{c14=`9wLypE{oi!RFihT3us#V2 z8@>Bc_Sm#3;1*zl3XBi}JZL~S#b9z3I+J7aqCf4vx$%ZxUE#Wn!qBvuZRr2k2MF`Ve@`ECKLGb`Ux`c8_Pa~buYZD5bv;dk zb{BGd968><%9Yt4kL_l)Yi%^!zua0<5sN?S+ReoKMX6^zt`OV4Uyhx%2+Jw5Dodj7 z$p&bcU1MKq$#9y^_QtsfT;(1b?bnPifNOjGm0j$&N6PnFhB+9$cJAB50I)B!$X`G! z=2B_z)4PI%W-}%ar9A?74xuy)8uOS-#^2<3AiIp2g1y<_PM1}R`->T`N2&=JW_JbC zo6Sypq>?mOQujk*`a`aACJP3xBI7fJqn2UDg8TFd0ToSp1VQp>8gq1N57efKGVfwf z@qRf~_8Q=762@pPefw6Ye^dg%4brDa4-6ey5Zn;ts!Eo ze(3f7o2TD>E{j4EU{%3(q)pXlH5H0NNZj9Dl|Eai6*do`O8(G7f*Ii3@wF;fQy z((kcTa8_CyZrZS8$W6NeNJ9nIwpZ9FA=&*@cEeH2W9MKgiJS*89e6sTwi3d)NU!ZP zT-^~Q9ga@)3E~2a{YH9GG=${BilnI<9j0HWd|SP4Ioyt0xri4Cnt!PE%A&m|jw5k= zG5Diw$PGpnvzTvHv+4|yTDU0Cw^IeWkiT!;G;l|AnN`z(VXxwO=nfmoB0F+#GJ$gP z%rcWlxB`XYZ7zVWh5XuJ^=OFV`{`vU*e~8IeV9zWBenCGERC6oy83P*PR8q*FT z57T+SKkVFl6Guh60@Vt$!{Xr4RWmTwNo|B%!#=Dk5y(bu?dRz@1d7%II%UG zg_Hupioyes6?U;iwvw5iRa06{JlL$nNKj59dZbR$NRV)thsa|O2hnvJCL;D`MT6`o z;89=_40WI&r(i!o=EqJ-QIg_(xGCDT#E9naacA!_^1_c4$WYK28L1m33(5&93K z6vQ&?K2}2sBSD`1SRSttQB?q0rZp*9{$5fFaB)5rICl~*jY&x_D-ER)9Vr~mub3H|a%to?29|npa`_6eFPchcS^JFQ&kW+L zLYNe0Pe_=mR^ph_B-6dMaH6%p!=Ti(<}tqU-&kzef1aeid$0jdV>EKtxsrAAjNn;U zZDN9k#o5kssb=4D4v0a3fVB|sr>EK7W^~Aln@==Na+t_u43X2&(`dzNm88+L>|U@B zdD&}U4KaKWoh;;mlB%WZ4)XbvSDWRYesJ1Gl-PaJytW2DuR3r@V;q0RVQwD2@CH3_ z?-wbDGY(E{d^R0JN|bt}nb`?4h1isC-S*>1;wEf@M=Dwb9(gzq2HR&u^=eAoMr=c2 z#ipZRJr7{nNxG+#|&+eO+7_iGh1{n%6o9SQu!6?m+}n#1freVn0+_`Vs~}M z-1Sk(vyQXVzUXu~E`0t=3@VI`&K1h8iNe_w51l*=gOZSLl{#PsuR}8S56Dm$vXRF9 z$ibuJ*Td%KF)9!bS`t%yfp}$-1y4M-gdgq0(OO?)>bR4n4x6Kh)X;b2*y+f^->-W! zey4;;uHjbeE)Q%;`5)@OBIOv4daS>|A4U1t^AKTj`YCZh(7VwIMX{r8+N68_nww0< zwjKqsFBetmw8ywd?PLva;hak(drzB}!q1*}(J8?0!&{qrlqh-F+&;UsjP0-?A*}9A z3XV8ijxpS(e&EjDf-fG%dWX#cpL`t3fV*qv#D#*`b&$v4^wUy_2m-WXJ*?D+zr+@J ze2J)IF2YT`z@t>gND`EfE&q_tOPG9Qoeot zjdL!THE8edN!{;EK2JTS{44MKPX4)X&-E`#R32{ArF68xX3!OJZ7M&euRy|O^(vB-1W zy0sEdMVs7{buS8yqcr~~m!Ww_X3*_?~F*r>=@nKQPYKdnc?`r?7$|*!eGNAAg~WQ$y6Ix5I{X z3VTlU$y?owM^V|YWHAo+7jNf(5r=;=aM3)FxrPQuu{?$^ih~a2sLQ%me77vHr3s7PzMvFG`wA0L?D1C{%}6+6-A)#BCTaxI%B4k0fo%P@ z!n-Q}hiuCEui>zy@=si{D5?Cu;WWt}%3}k$X+JYy&!nH~ia6gJcv#qbf&?O`>jf?e z#M_d0DjS%{dkHt`O0V%8%GS90!Chia4J9*iF(@0@hne_nCNmxPL#`+E)F{j(-b4HI z;A-fwAPuzKzj_RdG=Ze&Gy)E|e`>~M!T+-5MRp`TZ%l@I$ zWk<|~i&Plg@>a^yZ0d)0Mdv=ngV0o&bissX$hs&r_uJ82Sr>W3uHM@&nzy%Oo*IPJ z9uJ%P0H(hsY>{oTH+!^5uV(veeAr|iGfjtCym^NJCcAR*dsuAhQN~)`SEes!b>X(f z_Vm#rkgW3>?{~8<63mZ=JVV_FbzeP9oUW`F1AIj?{+!6g4guDRAsVLe!d=S--BaJA6j z203YY5_w>JNbIg!N%FubwILxwwWPo{QTHKY52Y7&$=CsNG%9BG z(ue>*aE{Gl8O4d>ix3!%QPCjikW-n5u0#B zkVtK;D}=a8>8QYcAR|nNtaZnaL7ytqxd@>Qta@znH$nfHv9*Dqn5&iF^fq08Np1#! zL7Py1<|Vl|G1`;E{yYat^QYO|;Gxw^^2t-9y<7ZuTl;3&93PUJo10}&iTcxDfl$4*-xr;L|Z-L>c67F$rW(hXFE$U`u-iGj@g zd*iDYJ+_K^y+t_osWW{yz=7ZHi;!W)_p4q_44^fF*w1wOD*RNdNL{B6e8gO;6>Qo88;N?qxuBEqgRH9DEs;M3*qkNS z_0e;9i1g8x$je9BoD1weD0-X~hnQ5gUwtoFYhIz0Ueix@UAu4@W#Alj5-H6@Ai!Fo8j^lZkP zsRm#oEDNvt4a&l!E@4rlCWXrdDh@bpPsD{^n{%V)Fp{+*iXTSK9;!EgkBFsrrb6Tg z5NApHg5FkIs=+OsE?5@cP3vC_a`}AZMxXPyOKjjxqS9kKbmsVO{8XbVNw(u~&S)g( zgm@4LM5;o!V*f@@&F*hSddR|sr%+}?e{JqMb$q`Mt8Tn9swty)Q0b8yfpAjBFNQJ{ z$jq;5E`F|h1i`nwwKh}!&f>L^q0VBf%A{gpzM(Qzdra`D&~;>;L&8Yoe9FjYYknKv ze*;dC0$ZMpBgEHh8YV{ga(x4FN??J+b;0Eq@}sTyBS2DAW#HtyjxE{p3^#DBYSRG> zN17UiiD`bhUUv^5E4I7;MV!x(e#S(c`F|)8HU?=3AQY2^O5^k>s*Lb1q#ylgW33so z5!@#RI1(loQQGy+{I=HR`kzorK!K130;Ui`!GP)4_3uRn`y%<+4Y)ztAgmcJXV>ye zd>90uUoWy5S~^Lq^T_a|Dx+lFJ-p62i)DE>^$<#YoTfJsm{%WG$INPzy#XXC;Fj$! zc!IFy_r{7L>W&w9sEKh&yZny5T|(`!IdU(5@#uqp^H~#<;)l#F$GfK73Bmn)rz1>~!U-@3Ab|@JPG-en761vf& z$FU%?=p7&5($n#X10D~htGnMl22&HkJkCokyQ$)uuiivy3hVadC90(NchcnhGz-#4 zeq69XXav2e126V)U}!MD4;c^tp~5g877yE;Gp314)waH(zBd5<)%oZPy< zN6TeF%i{FfjjvH)xtS=PFG9bjYy6rP9MD2^D>5qc}wyb9d@F&@_9)5L#9||pf5eB7!0wvpI)4I$CQ61k?bdGlIYxWndpr2s(EWT<%bFD zw8(4&bYnf4v%=zWxqjQ4AnQ~UqJ@X!f6g*NJruhf-P7^=9w93WF3+8Edv9=cU#>3& zvpjnxYTa&|ir)un8C{Rubz|@*%qvc_<=U(-Vz%dhjklO(2>zLI`h?PdD zK*QdkjreW5U67^^M~=9m!a4b4m+7JfmK~h9V#_&NpDN#u&PAm=n^%dSol5CnR^Ds; zu7hQj6}Gc6$*<8xSd_6`LKAg!Kd7@Z}5PogKT!Fg8*Rtjw z1C1l(^I)n<_R~?$SiOtHBVd(>p_;D{5<#Yv(3z{$3w@C6!TTs;wvR}^fs(pUk(O~)^*j+`;-yij(<~JiFR%g$Z;y92Jbyvt44#Bj$S}zzqJcb> z-w7h#FO8l#BDFno2lzOBj%qC-;orm{u(6yDT|vHcQ-1Q8i-6vHqk4EJqz3Hi{wR3G9&GzxQ%_2e9}4NllNG% z%5AsBH8b4OgzdU7{@7vX6V}U4@UKDp=mX$IS*LS5dAF_aFzi&&dmM0iDn?Ag{D^9bB1&@gWeOY zG!E#HJ!Vz7Egw&FQqRNW2!gMOVFv9;j10$T>OzpZEW4t7C+yfS9T)e@qi2d&K>7z4 z{=O_-3gh8WPO*-(+*4dTwVeNMsT>$=o_a908L{jU9o)`It@zIpGla zuhc*U+wQ2c6f~)JV6mXnQ2W)&bLG^gL%9Vyg&t#G1jCDJ263Mo^*EnL00Cqcj09z zv&@kCVeMr+RQqb;PHq6>P(4HoGgp$_UvMOMAGG|jht&GoXi>qpISpXBVf(vbgC*)* z)65lrj#=PFex$7DRNHE^)K?-6y9Y1l(Z@1&$@)F=vR7Nt&w_gKw<(cjFvy@Ls4=bM zKshdf;0MMsn93rc0Qau0j#;gIa;aS4CVY6iMLHqTcd^PsGx6!I?vvyq%sp}YX1|Bb zJjmZkSo`&!J?|;rs{k%;n~c7>hnH_wp*vCVfLfc;4QJ7&J*h?%9!tB(JeK-B2A`8r zv3nH+Fd^#lhrg*y`l{mi!3P>Oa`&vDpRt#3W3EiSPPfv&$rZJ>#$GiY_=3|Z)-+4I zJO;Z+fAXw4LkPd=xLu+zW^k^G8@e9yDXWUhEI$e(@187Pz!eqD*N9saRsvj#3VJ3E z`4`N8+|rrExy^D*Dcah36*_D1#ask=&huFa3Jk1sp8e=d$PP(lR_} zPK^dqxcPqW)A7)Y4XR=`-yvGaGQ&$(OjT9!sc2Z4W3SfiiL`|p@t~5~Y{}X*UN)%i zTCaC)tLVRzyOpK;!Pmf}%@t0tg=b+4ySI4olK6!T_A!2ceT~JS$~AF!T(%6z%JPSs z^ye0jj(!s&ga;pVJMekQ$Y{qSwunH(?EY_-*Y*zI)AlG^9ih|??3t+jBsSw*C%IBD zDKFAMNI;(1YcUQCrH!?pe*evGX!PpPXq0QgrP%A{vGI|^M9zqeM*9CvR<&Kefs&ui z)My6{Hi5o~T3hX>wM%TK6`9l&SJXuOJwLP7WJ207fLRf_EBXjeeQ~Kv`(7{XYg=7rJNVYw*uZ@@rWd<+$$_73wJ-jNR#O^39wzEH@Z^f|VLf6t!?gVQuuPqe&_!_Qikh%Ti z@gvNkHG6b@5?J{4$6UtXsrhjf-Z1^3v*3_uy;kDgLL?V*Bg?a-YLoq<(v)z+lv5y? z&n?yeb^dx1Wo^))em-J0Zn|BUv|5W66Ms`4En?_T&Mv6Cm*MGWtU)9ywH;0`LP-Vd z2NhSW8U{yNh=-$p&$W{9yK=oe6rA1|a8xhRO5~7Jv2zml{xX-)s0-E1dKeG}kY>Kv1imA;0YgE2#+o8NMy?lZ_9=ox#YX+)9UdQzZyC4(Koa`d)#w^aYS1*1BveYUU4z=IIG?P{QZ7%86Wsj#*5CJjlVIJ1GFy*U}f3Ud7+WmmxS7zYQo@d@ zYRO(H3TEs2BI>nl0dkW2i)d9NZR&!X5E;$Lu%SbUrPMio+^Cu zAx+Npsx$jxma5-6e0e(YFc{?^>_hIYj<4H1Q}lkumR^T3WsNYbWc!@6m4muu3zLvU^Fnkxs}1j&5Mys=kLRxmwd~5db)d)4;R@xvf37#^b1~aBP!_T z2-fm1F4CHC8_w!{&L-Cv9X>f!txLOl_0*w=QRr}SK>RZI{c#P8Xj-5SW;(EhNQ&? z@EZvi-9PkP$T3a-pu2KL{3zbnx;Aqp(1QV5V6l*z6BabwgTzFom>uqxF7&2HUA&6} zL+YGquhHWYw$|;-H7ukM=|0ot3PTKS)z9Gg5+OzbwVb1@sHZ`ukmG!^l%f2PTHB*O z%0*siZ6$U>H7-6#jI85DW$zxxZ_r}nN6vRrxi%*JH7TbDVlT6V2QJL-IT#{!k|#5V z?=6W-U~xO1@xZLg;!!M@wVH)=%Q)G5c0jLME7PPp+n$}cbEbNETgOajOY<^>2v7nL z54{9=3o5H&2RvvaW%NykpXT{_;nurp z#Rr9z-A-rp2cD+=thTPjmlq3kn%sT!L)Y}DJ0ZQUZ7Wu)4}Zv0?TmfSvA}3uJEbn2 zHWpl1=_{f*($3=8kyF`uWZ<|2^gXZIZ_O*-BjF>J!9fTUqmbla*K$!bFfAPwakiz! z#$4Y4&kBvA`EkRcWeL&tL-WmUghSo=JLm?V0?$(ex*yuqgD&H&-iBj+p%(l*OmV{^ zHoq3+RA1S-s4cqV%yY(il%?3)ueeIF_g&G~Sav7gV$D`SaQC)dboYU<>GC@s_-KpR zKG?!gHK2gqgRJ)v(p5aZI^Fg+{Q(!j{ze0OdpWd}-+ z&nm1eDV6ZyZ{2S5kp+^5l_9hIrx-su7*_)>X5+#B_sO4!O{ATHlGm%Q0GS z&AWKF^vGb+v&*;z7LiyuKlKtq?nME$ahXEUMvcyT#5d|t#kX;?0$urRK5H5X-zm5# zFRo%+liRkDcJCBc`OJmmlJv`@fs2(;J<@+RkW? z`5qLjGI{=D{CxWNJh}&vPW?I-b*?(s6M5S!QgeUE$}_IwuIX~Ajgg_pkJI%O$7e^2 z8|a!*r<-v03oXcnB-wMME#`E6P5R98`&g%8*U_S(fzi3KdjeT$A^fp2R8?=Ts2P}S7*?#n7;bL3w>r5bCX#lAS5_G^Sc%PBIfCh~yuy}yZBgNDo; zRSm@4W1Z^ahRn+Qrw1SWXyUAhIgM^%40Xr-Fero&Ue6L&Xc8qd!n>&4485Zx***P{T^dRk>0iIV*wXxNni=`?r$QE0 zLwch^y}xZu4WzM`DxgY)7sZMyEFUGziMqN&4o-D2C*{2E%r4*$W$(a6IBmU`^L^&~ z2U9%i+_P`*3W$}M#E5xD$9lG$hT(UfYuPR7OCRS~w@shZx@rLbQl0v~qvL2ru2)Ik zcY#TCIOmR-rz0q^h%wH`_Bxp&7a5>oJ2p6xDvdQ?F&Cs|xC#_YprbFW}@x={|gub;ZRiMPN$(dbS4RSx+b4Vfwu;4K?_7=*omT z-o-)lBwR=f^P2E*y8QK)p~PvviG}?}&yBCgoIl%rW#s-eOC?@A@O9>Ap36tAm{2a) zoEnPRiQRF^*yi9q|MX4qGhnZ2K4ayChy3 z)#8T*;%r+^hxmAq?5yz&R@N4@ZM z4e##Edlx|2qo{hp1@%-&2%xOj34AS;ex}o~MG*47^5h?ew+WWwvc{yfY~5*h6~(2! z{s6xOXmX2%OZ>V2zX;F5_fMC<&}K!SzgO(eQb5eQ%t4f#(@a+M3yflSpu^FRM$Wkb z$pDG>F3(Rmbet)FZCB0y+zXta5zmZEj_oCJe|Dx<&5Eg)axw6;i;tw$qux7gIl6bh z~)RQ5uwDr-Ht13wW}A!MUJ7EVL?2e}A^Na?e|Oj-r!c)dfbQmx~4%SZ4QV+kixuZu^D(Rj!kEZ>}NLY)va%Dw$0$mZ3bmc+FP zmdLvXnP;hW#Yl*Ie*u6IpVUj_(Ca@ZYm_PJoi zOjWCRTgrv2F%vrqe)Jt#8rcJiBlFw5ZhKthPJBwTm1T0vT5Y&n6mDwh3n(qOJNbpG zDxW`{PF;({y%N=gzbC@AN@TMJ!e;F0oTw&=_K5F&Hw;e9X|IVOs^f`H@T0W6=R@u} zS*1l>Qd(&^othGPAAy>Ts%k)EXYA%=M3Uey?>}SpL1RLWFwx&b-Zzmtq1u(^KK6Xo z98GrX^%%AVQYY$DQ_n}?(EG8Mlu!>m7;^na=OV_AUl@cRAjmlhuY)ecI2yA|CWCMv z`to90Y9dLSBVr)p9HXEDg(`iZw_>MsbTI)0z9r2wMsi7>wi5mOO=_+G9|5?qx zhwyUK0frX6b;_Ohg0Dm1-vXGtEjhF~_YK`A%2orCL;sq)y>OjL)X{H~5Ha}~`hG;E zr9^6M?Bs=uSa%q<18|)K-O}MhtZ(`KG`s(-rW@-JGRK4$gEOZ$$vp>Xy*m!X(-2I( z8@9YOuf_DY-iaJD|NE zFV@&=SoixY>NR0=wf2sQH{HZuCoFk6)&LBo;x%}$W%-Ru_k28Ju{8BCq6u~PS^~ks z+!M4-^YQ8WRF^8;^TKVhJ<1{)k0sZvvp&475+>r2+V9 zP=6>QQFjw&U3z@FM@?(vY(2(smW$x>smC;u;a4N|?gK#eJSEhUht$T+0C@8|Derp- zZ==IidQ)M{40^So!!@tldXBZAIMiwW=1i;5Pj=-iduH-4RxLg|xI~TnDbQ;a^5wssgfs&XqqI8E|M+gh{II zcbza@H$gfL(QU;DMI%BnLdf#mgjc3Dmm!l3rAXXfqDFH1t4zdqF2Edtl8l-leO~~K zvjS+BW0ntTWGLcZ0T^yN4Z52hUSRwc;8E=)gf14m49fRAEGC+s8f$BrG^CrYX!G@q zh2A_PA^9&lkkJ!=(Se9A`X6*b4jv(b?nSUZTTup-2TJY;OJdoCA5*(O?oOE*^naFY|5<>E6t}e$Yf<(XeoRQv;;GgdTlr7M= z<8Mk(;L^%I{6oCid`?V%*6qY(FR1JzRr_ah#_(E9Wq8z+bO;CfOeAe|zpFQ{{u(y# zQE##e%>p(uj#zOFe=lg;g?EOpcPM)b@q*0HrI(M6nJuWe1`R(z3Arsb^*QI;ew^F;eKkS#%DPdj@R${h$+j`0 z{JkzOmY`T^=EDuJ#a$fji@Y2+?^DP}+Vt`J(-L@b&w&3iYU$$Xw^HeTU4|_+!I(*c z%L?<;%pbe%V*h1c0`DQ;{mu0v!jv#7Kz8jdZ;PLW?OoqsSVu}>+S1uqKU^FM0oe4A z12#6$`;uWkW7`$4Gu%h99Fjz(x*Xl-;|1{Yk7r?BM*t7#pjw$T@cwZCQGb?n3i=?% zx4P&9LswdAAXki`;SiMmL_7;CJ@%a1{h42%+L&1{c1QMwz>=OS@@j8!hk@Kd)m}4* z1mK>ix(&5!|%rY*5~=y;6zz}I#^#=#V9XkTQ?Z zn2qfY8Ea!rCLASj80xvSi3JjG$qoNzH!gz-wbM=R*Moylp92tjy+(*Wb}0;hdg{ou zd{N$5ru8-q$K$DOKC&i{NEORcb(Mhiy*W19@+fO1Sgf|6_1i#vO3SZ{N;E3+Z$dH$ zh$eh)c*4SLXIw3Uv#+$S>N_zxj%jy^n8(}J8;|Un&R_2Y0b_z&V?(aVFSe(>&4fqL z24TY|39nefJn81lS}+calm4SU_N-wOblih3b! z$kajW^q&RT8aJh{!o(t;e`8FhDs!B|#As<;y)lhib(?mVOPw*MBVx#Ns@GS(4&#A$ zRP&a*k0G*rAH#r zHY8j@31J`yYEzG=UanyUD{K8Iaipkz<_l@(hvNF>=UAGT8JrjBx9!A0fcsmYu=%;W zpBFTw=fxeVl3UaRcb7Zw-13ulfEaF}L!M=$YEd4PAC|=ySy~ip7Akzd-M0DVDb%Lm z)jXiAw(9lN6pvXZpm$fvS!egvy^Z`7C%U*3xtbP>9%(jX{-FdJ%ju*PxN^tcoOgq% zxy0zGN(ZJUJm%zq{sq&XIZuX^a<0)e4_K?cuxzLHfbT}H zl+HUEzU^<{p4{$w|7=jLK!b@$b+%>lV)5g8fsl|Tp*s4-@q3H@5n}HcYPp{&3_Ua! z`9KICjkKbE2l~xy(1dw2NN3>sh-z@LBcSV=FY%S4p;^T?1i@!lI2{ye(W-#COzW)(a-y5sQJ2JD(-6T8EQgfh-EUJ)aNf%HWb7R zGn6JDmxXOizOFKw=nkSW$r)<*l_y8?uU!!?_NH5TbSZ6lu6kMSs-TzflO=Mmu z`q)id1=IX5Rkdmcp4{E3us0Uxx~puYj}^sV4SEREpB&(qg{>PqW0T7AwndkEc|c3; zo9(Mwi2uW?u2MwKuY5fk$Gcci@iBjZn$ar-H$$zq>^1NrB(8_qtcH=7NpI+(rD4Il z>ysqft|{luuKSRSRKLt>>RvRfY2%aQn^lW6jPP8DfzjOY3^O(NvvmGH%HBL4>b3tL zzpEqXq|$O4snF(jS0)K5%P6JpQmLcDNJQBqCF`I~NN62N5gkhu#+sdMIV1ZrvSwe# zzMJrSUGMi`bk6;Ke189(GhOfNx?aomx?b1w^}H_k$&DgqscZVw-3!HHYx!GpVz9Qc zgfVDq(=@Zq$ft((QiV!MRWuP-u>JbR2K5`zTDaNOg`-!SrXPyR3J+7~`iyj3gIl+j z|CfP1Xwpid&eLeZueA-0&eMWSObf*dw2}smrPwN4FUX6&*1S*d@ZX!>UvBpSCjV4S zeNTLW*q0RwwlApo&_T9B_#AP0Y(va8- zUEWRvXZz3@r$f>h9C>(#=f{;K{U!mE5^${|C zwb|4OuEg)$VmdFZ!<5?i)c4%mJm>r%O5=7gVGWwJD-zntE=c;rpl4hM_-^$hkeMDb zL~m}!)XnLncWe8fRlRn@x+KSsiTkQNR%zqw$7Oy5GOyCrEMX8w#fP4$HL#mev1aBS zb-Mmt$S#t)*y{X4YF|5F+wSwW70xrZ9r|Ij|{m4wcQPEvd zHiheGtq0Uw9{8u6IG&gG`3ca_VkMk~XESd_VS ztP)#xVM>1YQVArwUGu4PNwqQpRg?MnEAVJg8U+v@|U z{m^y8D7pXjF5@TdI%j#NVh&J4)=jSWzsf}@O57SR$L)?Z@X{@zB05sJ-GSU&FwIi9 zK4k0IFw@vzo5XY7gZ^p>HtK?oM`{hOaURiND~EA`UtlPhAp9`o7A(XtEH2*>CO7WE-P z=X0nLwCc3C zkRkM~bi|9c#TT%?oSJ!TtBnFly%WK=T3gPyU7Pe~Oh{-*A>skoO`kC%jWUx=IWPG4 zW5i)zpD`>@I$*KC=pDgl>@3fZP%d@93rxLzF-!igP0WLbAW)OWGk7C12GMHrdBYC; zm?|MigDO$rw{3Z5D@1AJR@1TVlB&GxBcNU|1inwYQKoREUJXUlF{4h1rhdmrK4Y2O zj@P-UAsb+UFf;z9a9$pLtL!W}FUsD&d%Qmymx-R<+gBEy>Q#*!aV$j5E^8+Wh^*Mx zU*~P;ba4f}>{0+I;?4qd<8$nBDBzsqD_F<{r%iWlNX{X(aTpMs77Vi@RZ}!;s!?Vb z;=KbN?|p|zH@(ABy3h)N>FiBG)1fH$5$M+yKEVQU|GQl@iS3u7ZV}$K7OJ+FMr(A} z`W}6gQK3eU@_l#AB zqdRLdUtc^SHjGg!Wz|U|OxB$HFa*m&^e7#iIEFBoFS?XeWPTCE+2@`ZB$@X&X-Y~# zS09`yd)@C84Q;G)89_eWwnInUWJ`R3?w3<@1N-H)z2_^^|LCn^K+8iOQu&f4+J+@C zUC-=c0`LN0&cMTreRl;F2j#)ykuwa&Grw?)c zcuKE|kyqOgtosI{t-d%}f5_%#++!7e@qSy!=E*3>XpI75+4U%VKM%Z=r)@`e7Khkz&x&--s$m7-)@GIMO4WMsby`r*^rua6;gt_ zoyJedM}`QgzT2>JJ^Ee-PyDTdzoh zuaKJF+~9lLxA}(h0nZ%S2dgye58baFzNdBocF(Ib4z=CdvBPZxqca}O6TLgi2hn1i zI%o3XY8|f&zg3-zvj)?CSzNJ`?P|0#8ycoGLtAU}HjCCzB)jOPHUA}#8$#A0MbnaQ z<~hYY;i%W38ru2{o6d(IYI^c(r;;20ZmzI%8oW*E`!fy&(n%w)GxSI<%&O85-R=;Y2~)3^JCX#cIek3Y ziN!}OgSJNW^t$VaT-n}k3yN)sT zyK%tG;MPjpchs{pk<7Oq$*o;ABlTpTQLUcN&1JcHsr?Uyio_SWuZ17E5nn}64o3 z_tcEQyK>?z5@7cZc2KjIG0Y~lfpFzizY|Qo;)E5fSabKDZ=YI&F$IQ@FK%?n8SddL zitRHl+5@Yw)~o&H!yhBA`%cqeU80wzeS|rFBur*ne$AGx-1_a4CY;`a9p2%;4tyxF z9*)%&x|ep15#pd}T9r$bo@$h`f>W8rwOSN2j2bHZR!%~QQ1Fxb1_iKD@s1i#b_C?T z)UzGe!Cqgs4g^>)S(soW8-5my$QI0UR4GJ> zMi2?#;*&-Dd7cdH=Z4K@2Yd%kvK%LlY~&UiYu0!dGZL#7%C$hZSbB_f3#U>{w;h;n zO=7+L^wAUqY98jAVQxQ(+#XrXR!9P~nCz%Hbh<5(=ghU&RJ-3b!*X{^A=6?R^2LqT z^nQ~5H|w~Nd$5=E=G{E`uJe5kX{kd^lnN`J5#ga}Hkldz9FDL}V1QR+;$>-1isCGq z56@JsbB8T$IZQJ_D?e{J*tOm+$QtdEpY~0QmM56Y88=A#8#jA-ji*O2B9Fo7tq#k- zC7_Nf6ct`ZJh5>hpM&us9vU`;f^gx^(~-MIpILXzgkC+FH@^@f#nF-6q}fa(ulW$` zD5)yfgLg_>jVaPsJabmL=HW*ry{a`Poi~E`@X>pz8uEg%<}JQ<2{seOGq-Xa2UkuB z#XWE4aFp}t_>LSU)mF~1;Y<6sPXhrn-4Ao#SE2>*53b6#s0Za(A3;oLa#p0eO|0q{ zl!CV&n!PF!!*_4h(+DN73jf^)^=nyTO@FZ zlk*~po@RTge{KYB&68|v+JQAUPCTe5ULp-UY0>tNF!J7-%f|oip@kgWrs9o_Cb7@| zjFdXLcP6?|s8$mAx-RG8!GiR*=^YzHRZ_wqaLMe9Dpp^uDG7%jhymxp|4Vc(-|>8C zQ>^|(MN%COTo0GJKQoMqWwxptesCpj5WSJ55^OIFGF9jpCCYTU8*J#NhiqV?GaS}u zFq|9|^^{CYbe_O*^c6aex-M0wSDanVyJ6R$+fp9Vuu6%JZIhN1aq2&##vdM?T0u>W z^iP>Y`D9>b>5W_GvhU?Sqy%Q(<(*QMRQC(bEG-SwRjy*BgzNW~zEBHC$301Pa&AB8 zBlU?fMvW29Ae#pr;= z%>cOahm63?tFKm&Lv0P>)FD0pyndQM4ir0lOT= z=DJy;V+6p}Nj)X-tU$tezNJUDZ220{MOshXLH4hcA%;U=I%27Ka{N zjVQ>=vMU2=CT?+-iKT19aj)GQo`;-PwU5C112gm`-JdLof(x=>y`10z3z~fRe=fp4 zfHSnaz}8LMK^4gdMq`q1zk=mD-Eu+&0V$!dwtOBfT!i-b$tRC-#lL)Y;n`C6+MMS} z#0?+d0FRa-oB=r30v!H)JWrTT%>tMP>`6k-4U^nxm%#AG)B~aAKLt|>~VSyB&3^EyD}`}AQvd@YS1c7N2j5tvnD9qAX7-&^nZKw0Oto$-_n z$>3*>gT@FaEl6i2IF-Ojcgm0YqvjMQZTiKKdae{k0KgQIdzgEqdUDesN!=5)GUYF{ z-LkMO6S9N!5So00Jl1~#^#6j9_ie9KkFNK7Bk582nY!baHy?7~!Ku1*XR_xGQ|Wr~ zTfJ?`Apl2vcZ-ko`jOH#|Ga81#F9TXq4|T-{-DB>wi+xv?_TPK~A%wchrd-zkv*nfzL;6x9H;%majvFT0C-D_o*@*e~ zjtdG6sj!x|<_sRGctA}Qa2KeL68qziIQ~%&zVS?xUbKQ_N#x!)Sy6o-Hq9iI2?&j6 zDD-T6&PQK+ej|DEEHhPE$Fz6+u&kV0%cMKZ<D-s{x=Z#LFd81c7cW%hMyUuO6S!~O{ZtyfH>-# z05t?qi-{c(jk&ee)uCWY2S;V$Xa6zrn(qOG>VW{lc!nX(#7MdL%3AVW5U)I##`v+c`T8%|rXm3ILb z5R&8`P{@-TD4*R^w`~BhT9`BJ5({izZTD?gxvss84lQfrsM233q0KZYWE%!H8hj=I zZ@^3rC1M$Ae8@KT`CP$f1Ow;ujv;6ixtRyd&d2GS^nY4+AGD^#mcL^FYI}a;9BO+7 zn!3j76hO(^Wow$<6P3ph5D@qQQoT&;o zGk({^_gt~^=n=H{0fHgW5O-ZgnrX7fW5()op7jL4yK8vbkk;XhE+B{+M46{N3Sytq zVFu`w-hT$X2@rVX0=R{SA_AIjkb?O3ff@g|nVV_6o6`xk|PVx=9k>ZD0`MF?Ro4muQNHfW&rz)gpHa^|W`{d}9_mUnunj^hIax$YxD#@cdDpUh_ z3h+jO?{-zi2w7$=U4Zo_iPe{|WBoBa9G)G9Yy)qYj@C>}=Xqj^yhCvx3 zZbrxu`_$VZLj)DU+8>VeR>8busan?H5%>)fg!#d-3=sxL$u38itwv~YKH5h^CIQ8V z@IDkDKxuSHg6E7=6=1yxbT*I5aYx#*g<1Yne{cxp6vnZCCn`?4l8&Mje}Pv3xDaeX zoSLTPApIm<>J-4m*5Z+h*yuG`^_34(rQ=06$Px1pObBKGwLsdCiRXx*4U{8dzamGk zSS+ftYgpX)AC|;Xx(wSXm*N4(L#%SKhdYBTX+;E>c;0sbj>Be&nsq-aI$tbQ}@7$F+g4iK8LD z62H>?weqDKz6cmkw44w_HY_n{G&=BXfXP4Rt>S;jiBd50X#-V+v_yrcJU%PohD5yF z5-)s7T#Kt+DiBK|o89lLKlqY5wtHLHh{I&ha6_5e?=0buyo8Qh{*J6#UH3|tIq1sJ zA?je{VL3zFFCyfIkcQLJ5!sH%yWd?E%TuHuHZ7Ta?CZFPtI{@)e6IUlYu7C?KOqrno>7J8D%`mR34*Obg$wi3l6$fj&&xKdF-NTmrfc2Mz2QK zGc|SqjJ^|B)+EB{577^kN+wBDR!J7Zqsn9<;>VrwmL6JmADpL4aep5v+4~^x9@T{s zh~%+sKEd<`F;CnSjg`wLe1t?n438Y}Eg-x`3uU>-Wmgx{KuTZ)j)3-qaP4>76Uw?T z$(0RWB2}QFWj@JZL!*E&c*fn(0RjRV90I}!77&QMajuv!9|^kYf5L>|2uXEW*ylS) z^CXD86GysP!!@0`FBoD*4zaQCX6sC|L!-Qa`{!omP3nfWu0%3yh1yA2&;kh|Cny_y ztP-21lK#f*qTAHdN^YLvB$adrvxWMGUuClYrXLgz23Kjul3M1%0hkNIL2Qb*N*wBQ zWrQd6d5k_x(kBbzZsCoGR%i%$POMzZ+K+u@<{=x^FriBm*k#+X`DU$HGdOGf2RYB- zzQy1uL4rBdFq*PQT=BdtP_+eF%scA>DYA8+)?lvFgueY>78DvUo>`Xz&Ikq+KoI@C zzb=Jdh4Uh|Nst@j&O{~;gtpdE4s|C}vhk*9^9Kunsa(h%m{XLm0X?EnKtD_j9Dx9l z9*CLcQRhGCyK=y$80nkTA274)AyUoXuqanh7X$+EZ8%3yI z8aPr?3P>d8wRZsB!Wyc-ty;vfTudjtD!F~<*P!*VnT6DdlM=RGscq@25_el)5%CHYyqq!^|$l!3oxGl(aJ)2wz0{lK%zpTA=!Ci0h+; z%XAXp@Wk18YhSVr!QLRp-JmbVW@6ZZ4;PI7qoZ!CDC{<=MT_IUuy(_V3N4{LGPH=L zV10)w)mz_zvtQgQcSNPA*H~mK1xGpRnAT=|siV@RtEIsqde8m#ORu7yy=?6({ZrOm zTiLv8Ci%+ZZV_L_uY;p2A2`VV=1!F5X~`{IoDvmt24!~|8Fy2cG^M_|-#YZh8KA@) z4(hTKg`eSQHQKXXG@dE?c%v-O-nv~V#V)){O}4ffh$+}lf?mVv z&${%&#fh|-&5?-+WMPULCcarUP=EUKAasXl2~d19U3Lo+rm1c_L0?&(wlu9LIG`3C z^S0GWG234DH+s7)4?wi7sG|4AS(AL;v~z>6gL9&?+NF>G#->{gF>+x;WBJO3vfWKN zp^OsTn72W;LRkwY0H$HcuIG@f|8t=ts>mA*h{pdUnn{6!!FMQUQWKs=i{v_{$=fql0Jeqtvh#>bNxgTOQ@L0U1}6yr9q*8l&ra1Cp{)f$4P72(TN=ZktP!e3CLmgPa!P3HE;DprKX=4k~~{E9ro zv!LUS`G>^w zdN-F{?fv70nmo!OK?RUaF^;RJ1zEeNzDK^O5XZ=ivfjh2Ij(M6t+83!3T`Z)0Q~34 z8!p%cK>%uzH6hn!nvM#AxVod;8-zjke z)T+VB>8OVb;HzhNtO!?`XlmkkvufvObss zogjqYUKK4Kt3g;iRyUaj){CTiL?5%B?UJ{iv+tFk?CXWumlzye5gT)`SNB96b#BHz z4$J4)t#u#V9U-#fGjQxe>!FeHholvpuaVWPn>@&E&kU6A z-J(xvr`7weEmQAamv-*nH8p~`Q?j)3gH|`|il~G4xCk3Wb(5Ex0Ien>b1AI(DxI&3 z1=h_%&r5*5F^Ba>x%O=M&>HOYY3W9rJOH|H0fMhBSEjB_s?fn{HK^0rf*y54&Zbbo z!4{n!b7AmSC(@ppSE_1t|cDsN^fT)ejeqDVw$($!mD+#c&Dj@;wI>ir9_ezS2G zlc+mTK9o{Vc=Vlfk{H%+7?q)TPsy}O2Wos-Qj83!Ms4_@iKHPII{pBLw?Qyt zvA>|7`h&`1aOPs36$F~ry|`L@hEN2H(&s4HAhGAreq3x6g8*Ty+zR@E5VXLC5Q5x| z{!x=C`Qy+ec9s*JJ5OJ1>;2+*G@`ZCm?fcyh#+*cl!GV(?%%% zt*Auw3O3-6GrfRZA*ucoa8spIHxKxOi!{o#?%oXk1HjGSR|5iW*qA$J?u!3m?pII; zXgZ{)l=jZr9p-r*AuBpYcn+5ynn^~*#B9X&0+)p2+(|u$iF5ZH@Y7s~ydn{lsd>_k z6}Vu1*8y7$DpjbOrXn#C@o*^)F{sZHDCPn|-Cn#Qgc&5zGEo)zQSmYzH=>fBHEcQBXVXKzq0M*t&5;DyD#up_w)&!CF?fM$-{KZo zH?tk}dHn)M+o&sL=bEx}!l#CbYX4c#soYtCw?RTV_2H}aZhB|e_TS@+ zLf}~PcJhTW8<>+n^C^xmi1a?idCtsIJ>u|uGlZ{mHVa!4`@Bt^`4EuF;}|lD(VV@H zAoL}9Ys)jOHEd)OI8py3wjH5{JJlwB7jX2vhsR&eSV)P!q=VqV%V$0WSoJC7=WIw_ zYYhgeuLDS37$EhtIEH2_^oyvKk}ENJdrPoTN-iq1L@NiPGm6&g!TjC7;ZQ3&qL5r? z&&-WDDIYqFv6W*!gzW2hBiiWbYbzEZ2yMPUV+?dx4uq(?puaHG->-9WJJn#wL$z=w z*tY4i+I>p2@?vcFdVK|40Sau%TeGQJYY^2Ls1K0agNO(|SAvqsQz)4LBem77>t8@u zdf79l%db8N<(>V0UYCey>ac1y?6M&=Fd;07nmOAD*zvuE-{#o(Q;opJheQs924Y(e zhtP=LlFJNrCHzAAK_?+;pN9MynIfRI9?8331N4ER{~zn z+N?v{rD$3$3^>j;I0PbnoO zt%@ps6r8GX_tlykWnR|*{TGHL?l@)7n_c0&iWfezJ~+&85-?NqaLTIuIR=Ge?X7=< zMe=en1_A9Txp6CiuSoJ86xxHJ(B5!?DUwv=MQ*bam3(K^=hdjSc#g4E^4u^nX;sr9 ziC3eZE{L%;6R)dK;^0^gMC(ZXY)1KWR4`kNVSuWED1-WH_)S(YZ4Ew$BV!Y1mBSwr zwe-9NO#;}&F6fg#s~PK(+xP@<5faw1+A}MEXt5yt-&C$qoA2R zz$3w1Zi_p}x0nF3jvf1eNLkkZrEEjcYp`UG{Hh$-pP~7plDX#4F)V6B_)$n4aZz4I z_&^eQPBpL*X$!N7qq|PayVn zFn=l~Y==CMd)Vee8>+r!&(vzzNXPEsml-65F^nDjqxn06Ma*}NuB~f7Ms(P_?_**^bF}fACmt(E+m7z_cq|dtwc&bc+;*WnS_;IF&mv%IhpR;YwG+(DeFp-_*v3K#8FGOVMWM9{HXbO#A-M!*9d;du!~V?Jat+4Vt4RNH zAH*sZ=N$G1r^8}LI&fG-*g_6_@YHVrQ(^l5lhC1^1v6;5{Cc7C>095v~SMjeWevbClQ%HW=Jhl2}E}4{A%7Y zNjAq~s<8rbEKo~0*WoQO$3-onii%p|keOqD71t_s6A+0ZFM%qH|&p0z*Agp>OV95H(&9#vBwYtb~64^@Vb*!E>hn$TeKH}e(w zDL76HPqaWxa=IvB?<16|c^^D4rrqnTJ9Ld=dBqy@@T+cw88Nci7-RHDdygRN#IdlU zKKq!K>2xQ>yr%5@6$HbP48^=-rX>>z@yyy{I+7Py)2iWYP&&iw+Q^vP2|fH zMyN)RcZ^gr!B)yq_qc=MB6y8}%W*IX)q_{R@u!N*30hKG*1i!!$behU`w?}XSUa77 z=56sEKjtoW9cd4NtX4umXyQmax6q`Rnyv*f34AW_ids^#32&Tgo&_sUE8<+b3AN&` z1o;);el(oEH9f0i_d*pQv+`I{%D2kQ#EYED3prVJ5)}%D%24G{Kq$_&&}$x(oSQ+7 zpJb1ctp_Td!yF*(Suh7kdwedam|okE3{^Matza}O7zqxWGNeJbLSAgIZYqaukSrfn zJg{2R(h=Qs!qT3=p|Vm4SDs#TcG_P7HOp}Bc{}wuZNbi6C9^UCcfisSbI4J@x%tqP z+8ajye18!UR4|Ed>}&S%oEdyyI5Ylf#w%RU0`UfBCop|Y<<+Q)EtdSub%Co@O${SH zmUX!;yo!jd3FpJSW9TZP-g~E8IlFDuzIe?iKiE}7+??MX3c#Ge7}!spR8wO8J~PRS48PBarVqPC;PZL zpXD_D*pKjCR{6<_j^)u1Sv|eLEFgTR`d@en(b5qMi+RV0fkW>Ib29)Q>)cZLMrxJP zhj@UT@7BEYX=~Ax>(>pwqsFhB1G|9j1sg6H6p9C6P$(X3Ql6R}AC(d3y%aG9ke5n( zanE`wF8+Us#T<*t(z+cZTe%jd-@V{vQ#|klC<9G!lJ0t_H5l<&D3002DC%8o2CMoB z!ntUF)fi74$(rN?&VZeEq104&EuGq>*S?IWw=a*zW(;H~&M2Z%^Tug0LlXp|O)~iA z7z0qnnA-mnVc>!P$*~j2SG-DYNJa3mOUIaGe0cTf8;btXvsq=`?yH?|i zuG~{R6Gw!W2u-pqfXmt(0B4;`Q|`3)UgBdT&(svymGg*PXB(_^F5VxIE|iBAuP>|v zGJBfx6&a4Iq~69-{nIi&+h4djxO&5LJ=1^rHk zG*wZ|$xC}{k!lm{1UZ2hkBXN9paTm|hN*abs+Xz+ji~;8E|; zc109~ES0~r1u|Tw9XBl`3&1_dpUDDjiP4JRz!$~lXUwg5;7!1a=M)((p&4ELzuFJ0 zm?J}@>pR%J;}PuoPFXq>MDyU@@mRCEAL5eca?R2dzO%WcoJ@hn!%hmG3yA^~`9Bc_ zq=(IDQX{Cpqo}OE8tCf5q}qF!T|>Ya3i!Af zJjjP&?GqlLYV*|6jp#P=5h2#y+>x|@nc+kMSm#>xWjt-*C1{;bJ41uR#QtZU8{Diz zg+UrhjmaJMufx{1Dq=WMU`~^8DHo9lfv3Ph6u=uc!$#CRf64(~4(?$si| z`(2tNly=;VihZ4LGx{26-9?!s@LkmH=&x~%m=75Q)v^KhWLK)7t7YgCIYRVpS5i@x(C?-a3f&*yV=V#8MlGp+MzK9ed z(l{7v?wYRes|%&}c2DemIa-t4<>`}6&|b`+#LXK2geH=C(GR%ZDDk-ni4V6s5HW8l z*O#G9Y|`%%x+gj+c&WS;^F-XlqvG~eyQ3<~W1rTSxz|=aPZI9yMCk_D9}!$qUHB$o ze&A=`W5a`z0Et-ltkEPPZaxrb<4`gT|BRA%=$O;eK$S@~;bUAjCLizXRO-EaqVDO~ z@J{pc=!Z=EX(f8Yx~?(FDUGg%vii&3!zKr&3tx=nI%W-C>AI~^Px=yNu6Bjy;C&^r z(_8)=LcX+~qMw^mwVt#NX+0gl;Ng7h<7U9vTF_L$Co=~fzx3#`zod&5vm>&o4PYPT|oUL$DZoJmh_6ORdXApW1 zV?p}GIeu%t)p0ZIVm$^p(FJz`CO^JAA4pp%3A>^xY07(X9*vJoBOFj!R!W2#>*G{k z$Lhmepx_4KM99CgBEAex?9QJdqf@;ut6iC( zcwd=AoGuHs%py+FF3Vs`NmIUoQm@EmhZib{==l#FLL^?$AwW)-g|09_8H_aL=-S~q z6^WV)T^WG6&xzjD0;Vv9%HBE+(*|LUUKPM;D&${O0^*VYhf+4AlJ}!eVLAQT`z2nVPDsQ0}hD03lph*LF@ilO?c^#u82xHIM+0fai? z#MYWibns00ESlVSjF>SPs|YCCmGYmg>6>Styp`UbyuBGi8dX2is0qA#nJ^_}BeTh?yz5~3gZseG(Hy-3 zRdWzVLe)jJ!PG2RZ%)_+CeOGpusRI(F7RYOQ|}f+=(W5CAKjl8ye7os1^R~zM9h1e zG!;Cw^x$%=0(Jm|Rdm&E;VLTE6M|Jl3o>K^_{U;>2WZ=lEr=X#6~?3Rc5t@X~z) zkbT;P2o@jNOwGJcAxhiGe3&}LbM(KHMSqB%ejR!_b0wELQ*D*zs2CiT4@PDL8V`uFl+r1Nb|PXg39KpSTP*RXet}mQA5&En|(yg@&5Q?L(&3>A-s#!R&cuW>7T#u+_5wIoE}-J&SUkT4Bhm*jA*ArW|Ol^feRdZ6)$TYN@G8H zVN1~hRw8!aoCMETB`UCSJ4^T#u0^q4c&m(|N1)L12GkC8WGXIoEqLKV#GPQ?g8;GX zIWxy`n{!;)JCWl;g>>vJwruh+V=I?1gaJ>TH})Au5~yq5i1?kT9{7_mKSuyKjx2Cp zRCGCWyDm8RYb>YKts163MHTxCwduuh7^&u5hY1y>4GaXYCD<=#ea!9=JbZ4(+uU_< z#yaV+5N*H3jeA_=sa03~0sIge4S&?lezV8YQT=TNFRK;*0Npy`KY6X=0E{fl@rA`yig0mt;J9P|QG$B)<#y#sHXdCyKACZdWG7U9V9@bnVO5aAu1 z*=C3b!qE)9yfiBkhUZ`vj9EMf#K)yUtAlfnv=*^naL8{)1AZT+yS2?&g$?nZo%RUV z6T68ZrZST|o(e}Qc(Dh2uuGp4Mu-OjKaTJMW^A&BfZho+8ae#jAs0YDM&w?*v+RTV z1OkCi<_QH(0*4ggh$t$6G;u~uh)r<3eS_*OFiWUNc8t%@67fJTC>*IaK!6L}oyDGB z0>lSBy(BZeszL!)C4xEOYCu_+%YRsph%z%#+E-0yc*JpRh?ggJ@^bp?jzMz~nVD6s z{ukX+ML-z#Y`R>?B%f zoM|wK^(h;?LP#jgPY6hW$a4@0ghSaa_$8jzZ)V7$$a#-6r)w2Yxcq0PaVKMr_KC)s z!d}n9=x3mDcyejhfBFK{Utj3ZE9cN;tcopOr2uplsub+uop@o#g|sl%?k5%qsMe zsU3lXr@CgAJX5VxxcA^40;IAE-Ue+Jv?R2w6<7*4D=TRG-BuokjKjI`E+a5&voyR2 zrUoy9ofUXM4G&7O364pjgk{M=@d?g2el}NwxIQy-6b%lUmRv@Ug5kHYp@WJ)Rz+5K ztL$ueE(q+H3weXtyLQ1fY(ivbB;}c1C}82(MLbu$sX4=BX4hQPBQO?@oV|E4#~LlU zj1?9Q4v|VOLl&bUfOE5UWXuna-@{&c7|{e|cm~~8E+GvUb*ZBVAcBMb#q)-XrsM*T z;u#cQ$7%*I`D35+6xp%ZMuKQ+Str#N`li zxB<@$^~uYkiZxbgTCPXnHpUSM%qoTx8#JT@W|M6c($Uuc3_`?n9cDWdysQhV9x0h02BdX^1dEr1F;d za~`Jz9waKCzchl%VaR+Cs|*eypamZGL%IO~!f1j0uuC@o%YMl{yWfKI22ej@Z&5)o z-y>nTLt5|_)mN-zkGI!2=;x*T?0n`7xV`=Y-I4Er&l96ez2C+QrzqQWzHi*Doz|!I zpi_uWlcRMz9Az!f+iibG_xr}JGu;1fu$qad5AY*YSO1Fop7yPR`Z_Jo`1vUv(0qUX zqmw8dU;c=(ciXnv#ZkiVL%q4aNWT%DQ9=bSy#rJcD|vE%Moy0I(xaw6Pv#yd_yV7+ z$zO`8GA5)g+6!S;-LutA%L_P*?nUYA(zfg^FJ(&DHdbJ)3h1>$zCNlbf8BgriM{xp zldlnZwL!ZgFCY}F;7crQS9_Mgn`K|XpP)-rPiniUBfbQlEc=25JB&edG#F)b{Oc#K z99=3jnRi1}1@Z~sn|J2KX~baqFOPnR?rTr8*|!9qYTKqj>IK1dcEiYU<>cj^voId4 zUmR5K0C@mZ*4HWDDzO(9x@g`YfXXok_|ywBT!|8U=Rjr9KkN>sOOKL#omo666hsKDN;ERP0r@xF2#6#YyOkr;#{6`CV@+l)g$ zEmBxbb@ux?w~+e^S#hB-URnp#4d+ZB4Tf_jQa8Mu5&sVB4=(e9%nA?R=UQ?0 z40HztB=9mQATc~Ky8w`}U|gIp4GrNIA%{C+H%<%D8-WMGdFRVVK2IW@Z}vJiB;_ur z3_0^pKtBGsVf)=g@Dx#a-EIjyMEB$@oi^}0e&zJL1{W$IHER4)zO`uQTf(HvkAFYG z9to8G7olkD=6JdA+xR1auqgb_zeQQO!Rp5lR(Q`5IV9_%oi+Q&gk1v#U$PrmYPnvz_nHhdvOGv5xC^)H!|u74D@q zY%hgZQL4>XYLli;HGyrnq#tjA7opszB33bUjmeXnh))jY-ry6ac#Fq^4hxR#zohe z(O!R1ekfJUWc>06@kf{~mWEPA482^rwbo2rOpwH0at zxrw64@>Y4Pe>XK3f0+(K3%yKmg=~*kf3sK^yf+%&_8#RCng|;A+3iM&(A?nPE{$$8 ztYNK>J(i{DeZ;hc_{7(-LJmFLX-Qujn+MzOygX8E5t>P8+fCYTyt-~pTyf;95cJ-J z*>MzFERUBrB?VQKeh`j3jXgP6EVzP4YYj~);fUGfoHQu&z7j zPMAWEu9d?BR-=aM9Zy|}Ny0bEklLYmWOf|oPf6Pc6U~g+ubV*v1zJz;IWaxJcOKh- z%ZPKf+~}3mG8OsWYyu-%eh{~=E5)Z2s${8Lu87UEe2t|tR-*PkLX6NPqxS>P*^e)Q z5cAS#p-Romb(g#=Vwq){$jFHNNPp&(Kk77Y&Z;toDBVf9x{N zXDTPgHtjEO(>TJIe*iY z17aIuJGTE=9aJBx<+MTPz}+f3gPkvZ$HFNesWgXrc%rWABSNuYWb~wLA4BEV6uTvp zA0BlD8cLR&Io1-MC4ps!0<63$}?K3gC%_Cy2{8K4tR zkx{}mFY+we)ql+2S%T$}hm9OW7(f}Tu1|C+egP% zE!J-|)!wZpO&mi4UcKwwgOM$k)y32)%y2^e7~X@6fYN=(WE<=o8*q@x@bJ=V>%av`9D;YK$Cp1u{HvtJ#FwS{1{X zeQ&zq5B)(sx`!<@!k9T^R*gh5XUrcCFa!p)h!7Y~CBj9VeeH|g`Pb8~9z6NsI})R9t)w1ZetH+M(9yt7(U{|Y*} zVhd#NHte-uPJIJ5`86?n;j3G-`QtY9>ehh@)ZYfEtG`y}e4QPDXwHmwf5;?K%>N~$ zZ8(MF%XmiHzEp1h4HfD)AnrBCN)9R zepBAUr?;jx1rrLo2I|dkiK1-wK!sD{=|rC5hQUukoAS~cy3|dfGk6d5MYAQs$i~fW zYvE3{eR>6r0-vJ$umGr`3xItV%UO=$dbFtoIVzscY7!??eVj_}s$Bgdd(P=t%J9kx zZTFPJw}xCa#wC^PT*5To@|<#T3CkgzGU|{$=TQ}Xe%Pr#z<6KD^Uq_3qV=>FX3%IL zK)XI5X(C1(SipN4>Cq+W09&`CGz-(nk=Y#Us8-ktcW zwAeaS2EXHBc;dUgWX()JkO`%N-uIo6LJxr?|AHP;s(7^C_tl!43Bl}V^maJ+m8b(J z76z*rFBa=NGqP4nnEY+Vq{rk{+;OuHqf@(j*ARwV#`3Iw-F%m8^`83GqH^+rd%nkW zC;v808hbAzBlDDdu|&*u*+1-py4LZc$ya^&mIJHVUzL_YONRWv%}_riDL zP7H}xi7sK^11{NxPKJ)G=NWYl9z7$~5FH{J>k`(ylL&tx=8NAS`@M31TrM(f6AXLc zV%Hha^={43%O0LnJpsmPS5=G*dCzBY)!3Xq?W#2T{IjiOzk&TxiLop}A=MV3; zKk@uSCrt@Gg9)(CK=}vHbIpS3Xngyg3q-1z=17u${)(F?Y z1o*$!9+z}nv5-I+U_hYSmZMjz?-1{m9fdJBe;UWt2Er>(lCdA5PrCSK-p^ZMd{Znpt% zr+mJlR<#L;R1tRnqeElVu((_>tW9(D`Ge6jw=M>4uie3xM}dh=zW4{x+p_J5j^X@dZ?4``^tZ2kfkFB$Qs5DMeSQVK! zrDgB%V|!Y9&ppc&f=5w#*T9p0hZCbWH2Wv6o}#|Ytd?9mxrL%_k*EH=PxVIXZy^H{ z!eVkpqQOqISHxoljn5lb6>g)dRq{tS=5P)V&d6^Na_w4Ia;{w4yoUDrvV7s0_U$msvR4}w z)GyP|Mv4=zTQTkyWhL}G6r7q`l@ums+iJ$cLzs&g_QnMWt`N15Nnr>wX3->_-vfi zRu8e_BQ~(p_7!r+8KTE>`=T)Bd}5l;&Yqk)Fm2EOAeEV)`jGv^v@lgY7@o+pnx zDOB~)5A3PA`fQtj!lB30A{z{^OOhXP$$7^Ih4+=} ziIy+nGZlbky??MI=gW^LmrfJ*Z6S1xY+Qk@lXk(HGYYUyj*&*mD~2=9lRslU9v_m^ z-!#t1k80sj&QJZ%rU?f1`%~HbAWqKKO%pHH7dcGvb33-Hdj4p# zm=j*3Om7kQQ4nG^&&a_f{m%k=XJMiP(CvEA+ELN+Zs`r!LTUd@*t9;)c^fR0J0?uD zPC-RIwgvn5w5|1AE{C=I3Ja>e6yJw#%3qJeBE&XTv{0=6ERyiQex)%0=`yrxJ&(<9 z)66^HHTUmr3l{ujd>mI~Cm4K*9_jm+jKi2X9w5$qyXj0NT$9Uxv)TPa%ig)&M`b_! zNm0<{>waRk_lfv+T2{;WIKlH#qF2PQS@$PB(Z8PTNc5e4v?Sf^#kO>ti%9LUYOXmP zy@DA};-gnD9KGZb8lAldRV`6#_zjt7uP}Y+rG-v`bS#;I4SiiwS5U%Fx#o`w>-XY> zt~=rNY~_5%lmlo4$tJYQTyj5bLHtF|#Ql3HJjZft%a^F_V0ZWx>riA9Ki&>SyCUbF z_!pFDi9@beyHE77P59(-J8AmM9sh~N#~k}zL6Q5vYr2ZP5G~Tny|dc=`ju=&`Nt7Y zuDhszmasTcII7-Xu#xsf!Xg{FdS=No+ebxlm)#BO`-w%_;?g4-Qu?1g)Ja!$cqt9S z7tRp|C;Cc4@ANq-Ur?P&Gfp;dWc^#Ca;3?@j{Od@4GD?w^VV9L1XZkUkoFmJc$V_I z?uV91os@AS>w(LpLxojC#+X*LcTF0lo`SXJ{(~U{akt;WyH?q$axg?a`AO1Y(TE1M zYYEo}#a`T&5hZbjn76a`p@~?7H(R9jJyor1ptoNmwX^%=5t;epc)D@TtI2(7eK!yD zUW~d0J4rihw?^GmDy6>dW}3N8=xmR%VG9>h&P1AW|E~mJrp+(1pDqjP1~_WR)qT!S zKljJ0n$srF6~=#&1ASe8L4{rHbzkzIwt_Wc{s|MW`!))8jh(L{zP_kydmy=bPN2NC z!xC#C2^n(uZ$|ZZUW(w*Zw=gnRej;{n)@fbPgD-8Um}^)_BSM`hjN!nt;J>ERHWB9 zM1XJHosp7|K>7W0OG)NwZ~AJ$1*#a}0%)f3?eIq`e2XU1zR%6GG~!!jaGFVhUIcf9 z70POc9J~wKrh^3vWykNs+>w!-pEk}?*k(p&vf zp;^3`zjQ<4*fq1RfnTQL!B3kg4co;Gq@AirH~A@w99n|?M!;pU zUF5y!Ai_2zHp{etiYDW*SwohG#|MS={edE)S}I#T4>0wZ8^wKkg&XIGvT)AO`tdoj zA(v?0zF}~ePq3Is!;cU#4SHt)3dwDPN4E@HpM6k={ zy11u}_1V%$Y(vP|Z*B50ya9!Xi;tdG)Cqkew5{C@CsE$-x|^Q3pDhjhMvX|z&)F~i z*MB>`_)v=Fe)g`nMC5hx0ulBc_Z!RSE+%o+7;!sPWasP|i_J>!Ws8&(lf0Z|bUrCAV=CLN@yC`y+iy$A?M@6w5&6sZCV z2uM`A^bS%2QX*2KR4EcVNDB}kv?Tw&gPzCpe$Tu9?_29EPuQ7z_UzfSXRf*SjlKf$ z*IGViP<58nkmOJ7Z=b`zw=b>k7SG=*n?xfFjBVj@J?QcD!wHh0F0JG7s| z@F}h+YH;j+a2z-L8P&ji$GP(@Dcpim$7g5^ZHs=60Gtx7jm(-4^M)18T5WxqbxN zQtz@k0I0e1EmsP(xJMZ%rJKf4RsBU2M?jl6Fno!p+6Nq$zoS^La1H9OA+43VNzCnr zZ5_9GdY>Ii%}t~Gqm+Bbr^7sxjixveS5B*-XB;2K#A$kE)xp}|YTTVmy5iV3jJ}IYtLUL-{qhlfc+}f2PXm z$E{M9zF`&l*%*3k;xCeKKprA_yvbOn@R22eoRB_wQotL0+_}Oq`A=8G*>G9nLuv-F2s-a28Np&XASmTf59x zvHn!zp@;#LVguE#hW$}YQBV!lOmG-f-9a=Zs#X1%xOsq}ln9+C&R;tA2Ab$8vy}7R zWAlIVlKbzx#A|!QBg{OA_wJP0D-x=3bP?#H25>fMKO39zN&#za@7(6ASe)EpM;tcL z>}_u0OFH|OaUWa+I#i^cBKOaIy)2|HH$CltzaFz2v|3jw)5 zf0v}e5!R~yGPep4!uW|p!*0E{5f)qF?w&jlG0KXBct^U7DfkTt4o$tni9Z zK|KSh`2q^Sm|SGwc6#ujDS{C+;iqiR{^luc&qCYQ*bl-hJ^1}2cU;Iha;yS%X_G&; zxHUI-AykBlJ^!Qqulbtwvy>bAZCVVN(9&W!sq~%u!1ZEC=eDjUqwxFBkZ?vdug#gQ z_;Z#9X}WU(xg@p%41+E1<4jbuNo3wkj`nL9h>rqQS36{}$b<^5(e%(^{=4#W1ms?k zju}d9Dl$*rYqp29FmpKPnQ9-%IF;z>A<-c)<4u5jekC3Ah`0mR0XU0X^^@Vf*CZFk zF2&oNH#iG8i@X!Ss^8AtN04`H&Vt?th+cz}L?O-uR9`*jTf;-W9-xWZXy|hQr7Z?{ z7VNLhnGOz-juX3`NX2i1ZjfW`rsw?ye3hu5Rp(F?=tD4fkwddv8oZS&FcXKLg4Sge z<~NrO(udDy$wh{y%0&*)2&%svh2ZleS;o_g$C}XPlc)N(kMFhtV}S+HKW~f82n^GX zLdIIiGP<&oaHIi`7;e$!g-FQDp|zP*BlPKCgB#MZsYWtp_Fm;y34Qz}Y0!djUvhM$v>hVoYV0nTv$Okvoj@l0JQ*D6RYDa&86FJcy5W6MK>Hy; zwW9b~muSt3cUEjrd|2M{>AqB>DBERd6M$gWC)r*|P!KSfKrsKb`Axrj5VK{g)J6Tz z#2O`^cIB2lT~T~Za$s=n`(pw6-jFh0BfkU|b3hS4fsj-VFV{`(2fqd_unHvmO*8E0 z2d87ZN9fBZJAttd^BGn;Aiu{9#X_tW$!JEvv05cWLqWm{t*$6$SVN%Ua!0ua5B0G<|+j<=*mQ|!rd9suatpY#NQ*LyZ zw%_HR5y+(}+*}kylN>i))e2!14Fe5u{`LM|3+Qd<<^D7n38_Xr)3oHs1v7?x^gI*YSD6$TvjLLlqb-d8PH4 z^A#V_F?RHe-l5+3QTd3j50hVUR!`b8wlY(2xN=kwZ5$1@G2tVWCMGr#6-JZ3?$vF? zcg}7kf^NvM{HJ8EIUgWt(BAF7KGK%1nkFBIpxzRUZue@fgm_b86{L?y6`&351%^19 z1Czem{af@*_<%Vd;As9<+Vc4I*>(fX>ZPnv7qoWt_QEo{1G0VI6MtSY8a$%}$tn>f7rbF`b{&v6)}lQ8{1^THF6f z&UjJ%SrUtV@^Cj`YN$kB57uwQZ*O{c%w*PUl|#*KA(HK;3OOvh5}ai7hDmQ*1$K{U zU_GE|ycT%FTNVUBC#lf~wPWclu7IZr_HH*@_3kix&jNRYLzw2Q&DB!B1zzmZMq;Om zUyjWJ*ni{b>PJ2-a(~uTsdn)r1ZuK#Mt*ZOf60mBaQz0N@Bwphw^6Hc*dW3?vRK(i z+G+I|yWcjzF8yv~7Rj4Cz$p!n^oREh-r=`O+YJ>_9w`0ZNiU*^vPv5s`6ecP zUK${^d(=Jac5c{^a~ZRx->GRfTtq)bLRpW$@=jzoc5qHqZ2k5p9Y8)oxj*ZKwYTW? znVxeqEtB37=YQVKGv$0UY_FcS?koDKlUjNor-H|)a^#XyBOO3WCzI-JADojhqm~1F z!EP_-dgr-daEG)HRG}gRPIBbuv@kV*X!p(ho%xeRsAemIMVjm(M%^YclLDP6+si2x z`~s{aEtCr6QP67zUQZwX-h{;5$u|Y_EmtWjL1(Jzez#P#UgYN|gO>pIgr*0?jUIFN zl5Pe&?nCc26_mV~VbKF9M?jCAfN7@{(dj~TD_H%71h7y*Q};sNb0{{fZ;&3*2Af(2 zRt1jqxghvZY4ER21Mg|u0mVFt%0))%oUYOBOs&W8m|CBiOa11W=z~HA zy#{h03*k>6G4#n+Jy}8>IUVzO(!$ zS~vQ4x2+fL>;URCsoMrm=hnzVCY7F~T-QWPV^0C&_wOkd{)6w*S<()NG}{jfk@R`q zP6q2q>j%!t$<%td&bx6If*$(;0A>LJP$!apowE3b?8Z+a*4LmoXC`R`e6Q>^Z#uDM z=n~SP4S^4q^ZiHaz_xnZ-gD0^PV}Fzu?jYv7l25k0>9fceLA2iVlxr~B*SBAd5C=7 z=zlrS(|icu>w)qu1NTu$Hj3o(XpLyof5=y`9MEp}{k5F$Af?-Uht%0Y61ozMH*k)Tu2)>O%9m@}9!Hf23# zhmh-l*0YBfh^xgseS^T^uO*|_bQF{;KCeIp!!jrd=I~y)=~p#%jD0q4 z=(J}xLdV|mBQF=I0P2#TL3vS1eRzDIUF?s4CABdg%kfGS-XAaiJ!M}fnCXRUdc||c z9Nq+}#xsVlq@%*iVEa2?g(fDNLGR_;6GLtbf0zz zpVnpIn-NfSx~~z3u50pq5GGgp+X=Wt-dz(VE{gz;~~>& z&fzr2kUN~ZK1$9menLrNrFisfhk0VM_gE5idwh>2ZL00gN{Ezu9&uF~bnPhZ;keP7 zcj+eOersp^gh&VGw+$qE3Nio*uJ-;hKpVO`H}Z}M@*X2ytpJV9QFIAlX&bVnrIB&( zTM8hM*YSFGQq1l{WpH5tAdvVw@3?mlF0GsXq*;eB=z0FJB`c$E3|-`bhcZ~K$9fYKP>LXUM^UQkN3E&D3zY7D|7 zrK2yFaQd9}#oAv-zU|)!1=(iY19$|b|7E*M`!vmZ!*S4^hZjpNy!`=q!oLEt;Ppku zCcL!mh1p4ch5c(&P`cLg{xy3yfcDVr!YFgh-x>iF#dzNxw&G29EO?!gyyM>sHBD98 zNmE9c4s;FukZ-;AIhG!TZYTYhYV9znThXIr1e#i*D~C4#i~0hetV(Sb1VsedvYQ96 z6gR{JF!G~j^!uhB<*#I0_F0fO0T|_t-+XocleR|SGvnmE*DBY&_MXG)D&|r5hvWJc z?-h+U(%YKGsWNXC4r}>Ikibic_N~B;6NDmq(O*-i%-$2I%B8LI(*bm7(f^UIc{em@ z#|2o6)O90mpfRih5`14=^;_^Ta+^<&JK1gio35cr6tt(|d9PndEimty^4fK`T>?Zp zqYe1ydP%t;FG%IOJGigsziSWO#q}#H0^jRWCcCX2Exr#69!f3K{wo#yM_t7D|Fkb% z_}}({E-619Tr!lF7b$Q=pQPNd%3e~iWxuS8c^D3cvZBDybT))5zvvGxKJA(C>gfM` z<*k%3{Q&%Z1xNmC(pw|I;v8Tx$us6Wz>O~8{pDc z($)~H{EsNai`y3$HE|aTD5fqv3a)!$VRXeaGT*9nU_-M&Ey^>JcfoqqkfW$Yq%03k zURcbyDf)wdvls$T)vZ6U8`Y|oKazF(DbrA(QP(U$Supc>Mnbq@;+%eeW8lCKDxdSe z?XiuBoxT3X)N$giS|LP_Wf{VmR?nq9a;SuqKigLxy59z&?q!FALVB!1`~sLPs~oke2BdF{;*+d2EhAPT}6q`IIN-C0z5(=h)E zAVw;TQMEWOuVpl^!yLE^4{RRO6z3eN^&_TJ9~A-r^V;HdtNTDk zM)<=(8;xr(AN_z5p@CuW53$>LGjMwX`nWF`hJ?lG3NThb?cX?3WfJOE2;Cy!DA`dW z#GNMm)9oq$gDeBTwJXg$8OHfvL%SdzI*jn|U!TP62F1=Mg&=VLMcaG+0^nu@U9%GN zlb;WecCxrOo)yFk<9inNd0+dWOWV>d+8!bDYF7`Yz!j5oRQm?qrv~~ z=9NWCFW&|MdNI1ZcQVRV6El1FHYgHp=6qf*>TxU{qVSpGE7HqUxx=k29v4A-^M5Ez zAk8k>#o?8w5G`qzVZZ3i5$oT#*=D|O@6|CIJc^1A1t&EXX$W;UsWv%C=GFTcU?KEc zfmg(z+tA(ZQ>VZkBQ{Z~)d}`RlXs))63cuY@@)iII~&PXbSe_i6!^W+P|$z-6!BRD z{ExH&zjBf{{(jVFq%FHyD%ek})DNfIS&3;J8tH{pLhwI9MVLc#ZK`jz*56FRBRzGK z^#!iX(Vd{{%i4OkqwOVI;fY_?YUtQFaNAs$ZI9Z$b|o%_>e$-Vy$iEZy*;U}v*~W+cXY=scbAz4U^@8}N!?@>lD*6>41>jx&$CsQvhDhOsgcZI?MTAy;)V=VVFm7u`_s z>_33!_tbF;s+o_da3Lv@8frch0W1)u=qd%-hmC6HR9o(X1Qp6VjKeYGLv*`o)~xGrg0F^TvGZi z5%N<;?!NBe!(McRm#ztK)B3F=sU?^2er@3376_V&e7nS zV#3%#?^6D=1i3jxV8Ady_faD>cdsUaL^gVfdqSQk|A*v*&6=tyY$cv0vJ0_`dmOn^ zOL{gZrF7=#{c95zEtt94jHVN3m@p{Ts|)O~;2>3ZC)5hKiHOqk8UI552Y{s}r6+Lj4 z9p(Pn*aamboY%u&SZs<~Wx@BBw*gZ!3r<;v+dkG+Gc`6}w4v}b0f|RMbh|U8Wg?a) zwGAU9qiaR98-L7$j;+v=^`$}Hr4Lsyma^P66G5|t18xg(&C8BX%uKIu^EnTFg71oN zbVVV5E?#$HXN}kT!N$++z-S)&xLVJS%@&(_Y5L^zJ2sN{qw^;S&1-LI5uF+LQ02C1f#as3%m_AW6C?oW&)oadU&LC+zGS0{aK zj(1!M#BNvRMDAA0$aDtF$ZnO|)jq?`Z>f^M9@_CzV}5d0%6JLxe|Vuz-lS&RSgUZL z4SmeDUjLof(iv`RrAWilV2tpqXY$J=f zjv?$UWXbxW{qR2Yc+BkbZZ2$B8aq%(AmsM5Ivdmzy^ww|7mU~SCc^w|A#AmW)t}hT zN?fUdZExff2~CLYzDXi+xgpzs_gY|dhzVgU*@U=;b@V5OZ*LJ_EWp_-^anJBq$o0A z@B9{q_9$=dcD)(&k0*NU61*DzRGtS&9H_;VQ&&{Y=y`Y z#vNh!N(BC=BW!!gk+8lIf*|hHU`!Se7Rs>3TERiYX(}{jw-rZCuUh3Ns|gbrYHQb| zp0EHclqHVCy{-3HiMS@>5%MI_gU2l#9=W=?SeV*FpB&9>jtdA0uw7$=K1oUOYk4_Y z@aw9X*;tsn@oT!9xj{e6JG$7D{(!z^6X3sf%hA)|8hA)ZT$oKzNWzF;#njEk+S341 zbd8PlrxCw~g{z~xi@Aj>Q2SdW_@rPja9lu81c+(K$nf8HaWvPoa5Lb)e_P%N{48&6 z=Vsx;FK=h+W^voX-0_hGzp{mcmD^)BArTpwG`=Zybq` zKY3ZGVf4ylwvZNKM7UU7{O}w5FoHKnnD5_DFn4B$6RJ_pc zv%Oi}%Ou#hcJGypBNNtAM*@EhzeOw4^<$UTUp^)K=w~ijYwAO!x0`nz`K5Uy@(vn_%_EgteUyMUw+WzO-leADZX2 zZWDrz2wwd1PTAV3;lpORJs)hwRAEI~R@3TZ5Mtq`zj5o+@`)fMWpuB=D#d*@u9Vck z(37@yI}6zL@wBWV&a|Xde(~B<-Bk+Y2Onn6Vx#YJ8NJjnSs_!?#S|T0?>YE6CM;c8 z*S?R|(--GTYg={X*zHA^)^lniL#EW5Jsf!wlXtIl%Ssck;qleVTdeS}379lJZ^NUn z)Fs;zf@y$JURyq4xf&C8E3K>Kbl<}G z)IG1GAr_0TXUFK4BwfGSm7a(XP_p+=)8`B5W*JVWQ?L=tB`a6V5QXKLWIeh+=$1X4 z7`6PtL9L%TVS1?K_Sm!gN3IvIu~=mEXIc2`m9l+E>h7-in1THwOxCYDnR=p1J!&KV z{pmjEWF_6s?rgnIMe2>-)X}j-ukyRbs@+>pD!iI6zjdfQtE1^yl)bJfJnQU*eBH;B zL3WHfhUbGy_l`QJ5GJ6+3wbvB$rp5kpdj<*(Q{3kpM}_8uYC6?&8GL43=?OMz~yqf zkO?KFR$e1pqB}R~VSePc!MZfYtD?_+>2dT;w>t_Yk*fEM)eWdlR9YByI@T2wL1Eo!h)8T^S zrU$eV%StbLukScp&b^33_+A)r*_{h-xg8BZ@sVd}+nt>1M`z0$UBg_(#>oaIM2xuj ztE+C!<<%E?*iJH=QKB4Pv}Hb`{*w37v+Ha}-Om)vcw_iUpA)ezjHkcfYhy7XW6!_u z8LM};xCni*tQThzv@nQ4P%WLUJwYG5u)-#bwRxAj#N?Jez>+nJxUT-rqc758$+&hd zy`0(Wvtp~N_t49?gh3kV^4SIoy;6P8@*t78Lo{0yyBuBffg%~La@FteC_1zBaWU&1 zb}gtLR3AUM@zaEwI?IES3jc=fftu%Kfje$g$Lt*!ZAH!N=hJ(oX+X?4g zu9ZBl$tnIkIsdd6eIr^r^r75)*}Koz`95{b_eT`RT`k=m{C4F5%Q%MYNkm|5tC0#J z1+P-^|yeYNVz-F&Bo%x93M7CTgule$&RYE9;^L!zksgHOI}5dUyDj>cYIPTk+6w*<+_}M zL#fZ-Kkx#r8z!hHgNTarqsTW+EUP&snCA3w@t2N3XEa4rA3G1;x-^1&j%L`(FYO{i_S zjVwHs7WH_G=k@fbMAIXu6uq5t0=6$Aw*F1Gmt5sFrek@}4uX{ge43hm|Gdn8L z^VLQ9)UTKD|`Mr7}^h5ebxpB<~mgcXrOLQwaG$px(gJbT@Me$igI;dW|m@)W# zh-LeDmi`$g0mjf37o^3(yPPxf%sxHttg71YHoqQ~artpporPJnAo_6SyZ#TkVZcXPum975mwV61KP&4V zdrI|Q_ssZgOK4=c)kBJdR4WI_><)}Mm6qP3-;zJ{=8*4?2)j45TMTudPOxq7UhR>M zXgolKzpB=|C~)9@V#Ms))}SFHLz}p?P6~UaT3cd;uu9i8#jcBbfr8p`u4_C7zMF3> zXe6+L&!rgKUArbMR;ETcCL<+I*GI%WWMr5YS$f5rTnn?mr7R>!GgMqgFY1DvrV zd^4_^kL-BOV>tx_c_+ONjNNN9S?T82?Lg7C)3kJT=<}VvoE6G=#ZWUiGLANU9EDPu z4R7hVc0w%j(uBZ|H;j5r<1Pm*QG0r4yzCiEE=v9omk_^Z&ud@L*$Xq;OOC}oi8p=@ zTV}k?y4AF)GKvAYe`QT27y*1qdqlJU_Yw#hR5BU#-mDIbR@N;JQP;4wl}Tx0}CoO*m~+&A>yp zSSbkZEcBhlJS<+_^zEf8+cd8EwPiiiT5F2WZB~4&CGoJ?#8YU@Y*=%Y(Ps7|uK`e|Pp( zVE#jn>?7{)P6LBbPgMpXt?6cDY;k4$<9Mc&Cxg^f7q;z2%(29H-m4PY0;wD&MI;KD|Td zO>ybkvCKyOqEmL{r4QA_k48ObXlz>%6ldiNtZaDgMCN;P`MFwC!q_R@4&Uu483GYXRQvq7nAkH;LMRbcLeS$zoPugN*6To zA^yGgd(pIy>J<0iX3O+G=;gFIzHv%L-u6T1_pZ4EZami+--h$a>%2?;#ynR#cWPaH zhwjL;_vR4-QDw+?*=JO$?<}L%EwDjOjaZIO#aiRx#F|9zBVPplQLbw69uh$@|jyAC--Q zU*M#TI9Bld-mR;qyzgVb$%`vhDS6(!e0n2Pwb|*z)2d)y1*zLoYE10)?CSR{FN<;o zT)tp`VTt4I#h(}J*y7scAJMo-=_!xia<~G&faXA`zq_h?^)Tnk8Ex)fPPeOu>YkaQ zI>K7(T84Rvg}U!OZ#&;x%{gt{cJD=gv$}qUR+^jEui)-7!3Tr#5?T^+UZpPKYvj{+ z&+xQ_PRNa`hjH$5T5+0dJ^!d?p;_JQ-YY+^H!n^tCzMJ4O~X2)%<=KFGA_EXu(yh3 zim8f`U!Cc=nBSlOPB!;zU2w;A$9+fg0q+B~2lew;`b7J1?Z-N~-RGO>CmtYG?!GIPn@#UB4?f-$7t@vfXk8%F zO~f7V&i-lR)3Z-P-mTv1-a+0=-njK+J3RQyc;=nD9nB-xk6buHekA`$CG~1BPt%zu zqhNe+VPr(4S%m0WcSdPJZJ`s_y2Knr>TPd{I*aL9c0Y9KJY)V94tQ?S)!{#16sWz-; zh{pN>!n0>-&%V6xH0}Q0An?7ofAvUs>v3~?%eNl4B)uf^pIo0=?;mW`TlD?0&A^bU zl%y2ip61nx-NK%mjjW!pb}?Kq%5b2nyj@x6py6TU5#{r2myE`bCiQL{@_AN{)yLVJ zC@bTB;s8PotG#9K4_L3+{ zJbzIC;K8~Ma=Ctw-r8kr_rU+en?I; zL3$!zA@7;zo9VO~hxLTgHoGIuC(|aAC$boJct)z7q#9-3i;wSIoV?=|&d1ZQn^M2E zb-IN;h5hd7?=J*i@V>xEyiYmOwch%*BsJ{ zPgF)zrQS@WYQ(H*HPCBOre^JA^=H(pQmPEYH@T#*)Jc;i#3VXv-8+?eY*(;c2rC#; z+EE%-n% zuBo(htodOP#sT_`M&AwI85C7Kbjz6iy7S=M$BbNWorOX^ed+pE$IgKA=jGP6FwQbQ z9)90yK1(CD813&#ABs2p7YxGb!tS()iB{QV4~GtM{t&OSUe5fe!m8xS&Y+a9#I1;S zoN=h%dfln>+Qe@tw#=fa^745g?oA;zGxUz;Y<$atI47d24B->1K#ebWv29pVgL;Jw{=zNFdW~-E6;pOGL>WIaTKqKSl;hgq|8A0Em-YG)<|C3J zOd+56C5@IDQ^kBI!ggQx=+qUa*3dgGb%S4~9$!!&a2&l?b)l}UW_wP1Cx5om)d4l4 z=gQz$IhER77q**(JMS-yFE*NIla`s6zP|FX@tLIgNHK@31##WKcJ9KqY0LAj+t^FP zcac~8IQV6aw>KBt-~@>w7(g$tKx|AH?ou3yj;3 zb-WH^p`~#`tvbwgjCaAFSd-{MD^!gs#&F9f`p<2jU0+?!ico|5li{9YcmE3n6%zXo z1pU9FSMO`x(d7dSrG=`gy#*&9zp1OMwUvXtg@c=ri6t0z<+rr9a(A)db$Vn8edKk0 z?C4=`>T1F3_~?-bzMtCUFiw%+#fnc zc`)nrp8)|!>>8FE0>-nKnpdpBr%H^-12yL}^9-0^eBTT{w z18Y`x!?N25==*3`{s0z5+$|(-z;>;+XJN#FH56=T04+t-Pmpb2LlIZ_m;4=J%d>D8 z(H7PUx3JoV;TL2ljR#h(&{=TzJ&J+t*%#EhDB?qdN?D`;k*psNNb#WJKCA%Q|@C_GXabQnu!o+t^BH@K@yWaOI z0?(|QEhF(Fa&uOH(&YBS77bx&fSW*;KMA*!C5{;E#aZKbX$lrlPqZZTEkuw6D=93i zay!u8FN>2QHkNe|A4bR`M*=Je;iEXX{c?jKfy|GS*bdwE+w0nZ16ORC5Eh8h8#r|% zB9HUgegtbDjIiw&8--37+w!ZoslyXq5VQ%n#67$Z6VVU{{|O@|fTir|wd3}x`H^!N z4_QJDdWS!BSOA7NmyGiv`V%FmW7W={q1__1BM42mJ?F_x7I2)!?Hg7+T`L6U&}rJM zE#NuC4d1=$C&*fgMEod%tl0PSyTk^LX50?W?i8^#PfV41wh1v=M;wH2iPcBT+HOaA z8E(}OBJ~hNB)(Pfs+GSfg3*02dAai9%ZYM528h~N6!)p)W{cbM`^JvUYogU zB% z@C5sWE%EJ7vei||;=nBohqK584s&C#;O1WI3a$oy+ZT_2l^Uf7t0_V6;%-N%ogGbV z=4gf$S|A*6_(kb02vrmHz&q(4^+p6HqO|3-qy!dkwvO9lf~U0j!_8Z2;SV-*Q3BOd z!&}+}vqL6whH&%#9c3E^KW&dLZvqo{jW35)ef~ETs<2B(F-fQVSCZvKcA^)ug>P@zxR0$7glk7Cc^wlzknv+_Vb$p0W{4x zpXn5IZLj*BqR0F7ccZzDggmC5R_M14%gpiLQCau@SZmFt9kC}kA1#n^lU3~ z9J4c1++TT5VCRW7V!QMA5+FMu*>1j_CtOW?GhDkhNBYhSecUyoEv~;4CNY`V>6q%$ z#z7T!%=g8Xqgv(9fGtN%<;db%vaH{k4czU#^7~wtRVE|LH++e8GP}thk>ZwVQEyJR zlOCa7-LCPbm{<^7e7d#cet^xNc%m6|PRo%BhS(*am_!vzSi+IYFtz3_$e)E5Sk9r$ zq>t1{A&SGPc6=`Odsj^|n-l70#4wJsSX|!m3CXBIBcw7|=MiX~d$_&2nZYHDcZ$64 zUaR*>1dL+BLwaO5!WBF-xa7es&QwZBJhkaVObuN<_6&-%Jpu;dD((Bk9J7T6@f?EM zb$96J3)tE*+76X~>Bs=t6CiRR*^4ZgL_Ee&R;DHrVZ~^Yw!XjGOoDO2jXfN!vOV-J zQ>pqt)&y_uE$ssF6i0YjZ8G;>QCen|E7cYHk5;9)q0-HJ27X%xAe7+9!F`d4rBEUM-aFziX8_ zX#(q)ltt=0I>AxPsCm4k{HlaMfob|YEPiKk0kbX9uMbyfnJfK>pPAMDV~MAKRC&LZ zMhzII!n)=yt{r<#$_C)Prkkzn_4$KA!+o#IfkTS<-wt>B$%WFZ%~)5SKZiRC$`8u_ z?Qkn!m4`oA5|c%K{gX8MSWC4FbB%h*&?`CX;9p?h_Z%#5V|d}TYpXymA@R2f7gO;9 zwi}-?eCrL4!Go;alJyL90y{pNNPR>dAGGQ7(KmU1XCk1q{-nHrXdfA+^9B+)ji(OiJzRxdZgYwNk90Ko^GE^nigXy=ZPvPbrdM?$C-%y0qx z#f08t!yS65KUeCqLs!wZsXu!cPGdJ47Ip9-YyR2aNqrjl&$*IU?{~~g+BvjvQet=a zr~a3u%mw3wX&fD#LHhhC_YX&BwBb;{1>SYk`KLhwf=Ja<1K!1n>iNLuCt5oofUIK> z$LQs|T4$wL9qUS@wGtpWG5oDc?Bt}2s)<3d* zA!ps}&AE-%?+F)%HWcB==fvOVhku~P&~>e#mEhw8?%!8dkFz)jlsCc$%z8y#C z+-NFnPaB`4^PMQm=1!-^Om{hB+`rZI-|3cEJx&c|n+hp2s4)*v26YK?93O2nOvmVM z0NHjhSdMbGV(D>Z(VX5l_Xx~b#NLxXz%Ik~(uBZrE$c(Fs)O+FWd_hOK4 z9p+cJJcEL(8ivLP*n5L<-jBC1LES40S8cXD$zO`|&fl_W@_FDk!h&=&R(eZY`0XTv zuH@dQRMn=lql!8zr#qFdURwkP)anlF=p@{0LSPd|v5CiJjNf12D-zwpPF$y+Lg?8Jd5T+}O9~x^|PS zu@Qe#FxmKK-4-kM#B+3=iu-QBX(MdGYqVJkUDh38YC)$}#LQ2wQIVuz^U;ilq-~Z3 zkI>6u_vk zsf$uGd|X}t7O6f?vwj&6ju`8qPr>#FJ&)E|38l=V_7|n5*je^jm7R$^9?YuJ6x6)y zO%505{Xi0)cud*l#VXfOsq+{JGy4luQaQ>UnO-zvJb#3~_C<;H%VsFp!S0zDne34hyUfq2 zJR6&&J2!F2_8DB|8MMu1M+>{JOMNRiQVYT#$a_0)kUjulaV5Fq2fK5^#C@G$kL$M#!o&ZXJH+I3 zzp#`+BW#+x2~k3O($857J|@l|pWg^8zlvOPR?hl7{afd_EJDfcGb`dea&Ufto7p`@ z@6N$##8}$0UYAhv!SnssJ)$IO7Nltw4z_tZ1US`6j%YU)(l9M8?Ap>|%=?}8`1&6- z#ZVuFchsp~r)&SX;icQ}*IMB0t9R$ZG=KU6p%I@my<=2rzzah?Y9GPWE!C|_4>H$! zt~`7FqdhCbYF)p86|Y@98~rr54*ejP9CpE|mBORY!Y{cb&%(&PV8DN2vnE0kuB{i2 z|2(g&oln+Wl2RJ~J<3Zspf?cll5ds*mla)s~M@a2Mz4 zONLtLSuLg_eIuh@j%-o>D)D!!iJ#T6RFx3CmcO?&(Vt}AT8Iwgn#IU|H6BHTn_l=H zzWp8f&N@hZ=Iqir%_x@%x^tN+AQvECT_WoVt1ydF{~$4aK+gEU)u@&fmurvpFGNYm z*R;M$gIvnRQS@X>V7m5*8aGBe)qM1}!1U20Aec^+VacLy_8eb%V}4jRlc^EO?WrsQ zk{pWb?vYHoMyse(d)viF>T4Txn8LT;wEjO$zuaN|mz`s?key#^Ue6|qsVhqaLJ?{% zki|rmr2SNOEwT00B`CT5w)0Cv*~P5{RL5+R=82VQ@^=%u9b6R8GU+BZ#WN+Qp<`tF z^%yvF$`Vk}OCf7tn0-A(ReM0okhg!c&qDto;Vn{_v>f5z%RvS^)BDaOjt`d(zo0EV za9SrE1pOQBQ1hto1p@y=<8^26f1Ek$d@7WSf^5LBMF9DDAkpO&$g5h!@)S7NtjP2$ zb13dn0*)UNT@I6xw1Ti#=5Ap1Qa1m3%D47b(<@q#gA-lsJSzfGOhQ%XFJ2F*BiRX} zexU3YNY=txOi&Gg>}-k#ZkK=Uk(*=|{5mJiU3&AG`g@+4SDL})U2jv(wQed)d^}Ki zs=y;;`08WL6ZBW;Y#xR&UirHD-S(vkC-cIC1#D5?ZiLa~Rs~lG6jh&KPB5DnTojaX z$9DxMTK&p1hhK@lO&9WM=!1O~?jra7KXKkuW9Dih?b?Fu!*isbpEJXao zCeH3_)RV1}Ew5eD&$ZaQd=XR0i=eE_~k&v9re@am|1*xVM$Y8Yk@ z%@AprJ1zQVbs4wEhkuP}+cbmwn?K0Y$+z|8#mG@z-LykW%{jYFQY4t2cd*&s%`n0a z^ow3Q<>(yu9gSMrE>qY^L^Kfm?#`&l^O(iTOkTM(Ap^$b?y29X1E$(7=y`E;;>soVuL?V3327+nr%{r!VvME_ zW9fZ6zc#?*g#RFkXoYiRw5#-Dj0a^^-%`k4@~g8NdDMLI$}b@Y!HcS;f;C+VNq_Po z>W^#;XIDH0f~yX5=-$Y7b=y(0xUvaQTwG(XfKyTJTWwS+qtJdPPWZ@`30?<5jSng5 zCTBNOfuZ4v>8Pr*)bYWU4auvSk{b zjkP$~AV-1pA)pZV2O3Ezm_KA1^^F@>M^>wJhd7Q%eth7R4fb`osJ}W+@6GX<%PQoa zk)-N!Q?A>cQ@N;Y>v9dKKbX^C8pb(o*VVGA6(cOyz;AQ zcA@V2i!f;wI@x^wj|xfp@{%*(4?E06<6`b5V4v-3wx>Yyne!mg*IySs}E!&|qUVQaS!x^rv zjs)BpcUl?a#!C=pC0Rild}U87^V@_j5y5MBu10OIrG9Yu2c0Ry!JthpM;En(pUmF5 z8NL%JXZ_}1caCJkel2E3P}Q0=U+Geg$i=7=G%AX?pibi}&|b zm!hqe;eoOpoKhK+SNc!LW~wnJUL=Qu$x7@$BY~-1;Wt#Fxvn}ynTxhz|rN$qx~ zwGCnI$)Yy*C~WHPE* zp|a(PXDf7Wg^;+~Z%>_HS<1irgqe9?XPRnCDnEv6_=<1sAy4ETwk*gZJZDKRU$BJV z)jx<+!tej%>&@e--lG2TWJrc2ktwHJ88Q!1B$6hxaLiM5kRc%?V}ukbW0{o<$1yu3 znKI=Fm3hdJ&@~U4GJW^{9MpY&&+qx?-q-82&f073&*!YY)_c9z)&qY(+b-pJJyVT4 z(ik~={xa3(M|0NJv_U#CDz$DQ)Dzkk1Vj^^FU*3_5r=XCZb!dm=RoKcOxZi8J5 zX*H9eWxhMdt!hV7+MN0z?lkR**btC}Tx}Kp{=G%pn)=%5SPIj@Z!6-TBy3))kWv_} z2Wc8qW*6K##;sEQ(c%Pn6~3Gfe!F7B*Rz-NajKl~6x`Y)LzI4vhT zCUzvVmaTg{-m_H%xD6M+_&@X(v}>x|lac=*JPYi#h{u0QCGiv7tO1YMvh{*$Ou+M| zDsIG%v-VAt{AQ38SNe%y4-qyw5eR@wK zQIc)l7LnZbw*N@dFsRCc!k@@GSW|a7OVIvExy9UVO9o!B7z#EJByVkREMw(4!M$Hj zn|`iMJc}ovl!~Qr{CYarR$@D`SA&ufJTVkiNC_(x#W&$hAW|H6`-YDI1bg zTXiRHgA68CzZa-i7r zwXZzJ^j{q{aco&=+q>Pkm}IG^L>^fQ!q-uUu|UiRyne9*C~48e77x3INV7CMR?Z zADI5PIOYdKrgr1eUz)Y~?_|i@?#ESK*wA+S)IzrpQ{fO_b+Nr)uW>a1BT#Wfrpaqk zxx*LTVOEhV71b_UddQkZ4%~p)`gC>SpOncnzv&~irZzg}mo@H)UpYwnsejI0_Jw4{ zLT5YYiF=!yh0DL^t~_l$-gAk?l#H=nN4d1_jQVbF5qyl|#d$mOv9wE7lvJ?NQGH@c zhVh}-Vjtk0Vl|Q4hFuPLi~5Sb=yop_9b4v7yfW*5V}|;(!$meg4ixtFr8~j10=~X; z+Eh`R`E)aQoRzH#Wl{&Hl?;Fxwzx@ylfJJ^TXn8jpCSfZmz8k(nmq++Ssbo=Z7j*u zDxOUW`qbQ_7f7Uuo;icMD&pHC&Mdcs`^YlO(FnWGXpgSXC$CVx^_jKg1IWZ_^y$&i1L-4 z=YS{%L8)oAEGUd#+HI;5!Y$2DtiK8-m{k}-tb_In*vjemHwHrhh_Y?8FWngT%9oh^ z5bkJxGEN5eLfY;12kF!X%IyP|8F|YVP|NMlzFtlUo1(0v{ zV(%~|Lz5VvFq}D1jD8lJB#?W*ZO^dl?;x?YpW=fRzuxaN6OvVTEfjJP@l8vNl@7Hx zCu<0)c$U2eYxf4qp1qm%Ucz2!-a79R%b3=jer`umj`nVM`NXXt-`0Yv##0by`OY49=p zV1Sf)l%Tq-}g!Ib|a1`@wt*6SN*ocy*@6aji3Of$I~N z6J&5zblJTXU*kZitb$hmrMRyzu^|5@SzaY&f_OrUc|!29k~zO8T{RmS7*XG%%JDo@ zFlyD8o{Y{b_fRA6yShfw&kLWr3XU#Vu{VTxFaP{44eLTvGP?)utzH)E5kf3-Lr7fW zWtOvkK%c?{{4nP$6}3(h zMHZi;wKtwF8PCX@iU~9)6J|02jGwBV73|cvXUThSj!7Y(U0_2qAXGbeaO$oFvZc`Qql~%~U=$4_u7X zMWi=Q4%O7{lawL*1&)u+jDAC2rVrrDIDx+T=3T{20DH8Rl&3n;lL6a+J zUYy?I7;SJ7!a(!^QO?Dn(Z$UHKlZ-E;%x8_G5WCZ7ucs<>%m%zTd|{jEMoO>8o^+BN=k7mTgrX zrVku$$acM`rz`4fF@CaMht)Y27>k;i0o_s@HG5{?hGjLiPb_*^+*?t<%cAFYALwvO8w4x4f z%#Dbum+k_#RH*pMv~2q*EZEax8$8cxa6)>eN)e|Mp5*{Ex9w$<7pUq`rv~XpETYzr zyw3lRe?NhLliYR>9R2|*NP;cxPS63~^8<}D*Q8$MiGT1T?t>tZOO7f%x&Ze~mRO0t z^=@REu6h;qgR5u5pzSyWfUI3&itcPN<=Jp7y!U>x6G12Bs#RPDbOkE`xMBh zkE|Zl7}>W$sW|Sm#Z)vbub4H)f@`xEKSiUR6(#oQRQ-MNbJq=)22(pwZ_c(f=wk$y z{A}pFuuHe`(x?FI^IHk~$0S#kW&F^Y7&4_1-JAqEHGG2WLG*+h-rUPG9XszgaUdVN z)U2O9C9jj!$>Gs%FWx|_tw&9Kc`n)M`Qi217)!X0C`@xc%6zQSm#Cjj=ZZIWeWp{< zep5;puRlGQ!#>fzcq6xCf`-b*?){ILnv*4=rg^*)4$Jz}Bl0)1mRXfM?8P(qcht@& z7j)Q=CE_K*995#i^b?W_fvmT+q?hN1ic-v1{fT&X%1rGi>sP$V@U1|8?BhC5h>f}no;hc|1jU-PVuQ% zU#^ELVLH1No&ku3pXpZ-o{#NCYW@Qf|BD96Mz(#)))-Redvwzp-z)@@Z9g9K_dWZL zbV@3A-!94&Ny~y$e{Y~y+Vxf*KiUI;9-tpo|LPJq@9{4mU3{xGsD>d0{jQn3lkc*O zy7x?JNeCyYQ_A$z)*Z!)6F@h~uT*Q`tiZ+YXL3~J4!`#FI2Tdwf^)oV%<4Raj6~rw zs=8s5i?~H$G!xO7w_>6HPEvg&qJFeqJW#kl3kMC?C!L_KhN`2noWRBu^*tbUi4WPc zgIOdJC@2n7Rb55ww$Q4oSZ9mIbEFcEM?m3&ARNPmNn%QH~%LISj`Oj&wU*+7!&Ki>jB+QmB({w` zx~U~W5FW3&HFYt_Y~?Tw5eYyHJy?%6C~bZswVfGP(P3WGfQ&55=zY+|?t?V$P~|Jc zO2j1s#UGchuq0#+zBZ!t3Vz`m3L8qVq)7hqX1f;&o(C!TGiB&gM`EWX;s^mg5hl$0 z+kxY-OY_P|y-G_WeFwC@hN)(1+i!iLBq`tpw`;{A*PL+G+Wf~dIs6kc=ACEDGi=YE z*}V8}8U^0_)chON<78{ehR=jX8@>sZ_p}5>c2&J+Oay5Ytf6aj?6!j*&F)^U%dFGJN<3^uNvi791ai0teo)rKZ$*+%2{SxfmTDdggO|EQ z92*kl{`S$Hm#xlkE7#-xCCnFbj`Gf5ZWfc>pqcdaM;)D@84UChvI@t8Mbek)|0rS(7(b1h4@=U&6lM|lfgcF z-Jyq(n!;aSfjowk@m>>*Rx4~8WgD&DNO5w$6;`}*qux6?5iIZ3!Wl= z5ahS{k5w6-wC%44fV_P7o!f|*w{?k3n`Q>Xr0c%b2tvSIpPVe3KXXFY%$&RY+F-mOm&p_qjZh!jRn;-hLHe@-K5tz!?#gm^4B6!zfSOEWZQPRcwEcS z;7;c}6%2fAWU0}r&6kpCi)i0pe_KxV4R{F*K5K$NB@4qawr&5ClFW%n+F_O|4Y2lD zwI*D<{psprG8U|T?jv@4?eiR{fOK-M zL0)xLpjw1=!ecAd+IQf4A;zras;(y;?Xg3MMSJQP!n$*^6 z&k__5;|ffXraxte9z~aVt;1+Xwu70D>igC4oEnhDO~mDV|Eet$VgE|{s}S;IWawc& zd-L9Ub#NI+_uks2O`RZuDdcjXNJjY;r<-AAy-2xPE0r}D>7vIZj~c_>J$D*1d| z4avfsqezx?9cBqV;<}dqms9U`vme@nzx;ERqjh&j|8_~oWv?tkqJYilz+H#_+EETc zJ2Yw?pH}(6Rv-Lv353T8sR?ynSpKIdF^fiq~lk|Hm>U^+cJl#=J7SJeO$*Tz( z&{YQ2Lu@NvCdT#o)}9pHFtX$~Pl+2&T59X9hB=pSe64_80!+Kq1^z}!A`Es-p!!Um zV3qE2CrBfFop0w1ISS+w+8i+hxk9bpYez$Mv^sj^_#35Q3~2bDRxF7DD{jOY*hCY6 z6*Kp|uVs>tzCeP&dFhQ`ZRbBT^qSB`;ZIKV8CQ?!n??%BUNM~-@Lcn6&nrgRcoi>Y zyf8QGgqjl<*MA4~=WQ&SW<{CC=T)*NmhZQVANzhYzRC|kef?g?TH7nuES}oSw(@|& z_-R_=dwkPOxjBq;dSk6;)Y%tG?GZnjIM(bNx9ZoYxhIqbgzJmF=Zc%19P^vg5)0KUecx@^}G)_2J~K7$;>ROpG* z^^z}l-1NFXF8bvh%%)(}6RA&2yd%|+Rwv~*cHno0nVu19FBWVG!1@6Eh2CscQ;X+s z3v`YW06wanjlZOoM<7Jw3TC^I(1#O)q3<#9VmI{BO$1M^JkzLU*HqGA4slKeNodAn zjI&32hS}4gZ@zKXII)uAq%dt5P(uM+cpgVoh;2~6W1ebJS9bYVgs z9f>k@eTGJL=oQ_J&zr2$Va&vNG)Pg0BJ_pcz(OdQa-3~K`R~jVy_7ezlqH zywj+0A+|xY`x%M9Sxs#J(~*VL;(^P!gcEmhkB(KGWpe7P&5fWmXxVGl`SawJ_y5wK zeu8q)0?8Ff7B3_-&!wI@qyqCzolDQ`IzUXP(cpQc=~|inMLPIiE1Q)%0L=qYggTqt ziz44u>=h4NGF0WdUMB0d5O7MbJ?6i6<*T3%`1eO=%1CDBsxzr<{1OQPG(3k-^#7t* zciT%M)6Yo%<4C<(a~?BD@zOYaj9y=ctA0*GfP0Wrsq+A{LM|=Dkp$Pb6jY4wm**e- z`55Mg4839s zcHn|vK5R1p_ufjod;(^9H>X!t^eLGvKKzHt=>o9X7m|W_*`S525wI^4n17?%ofQSF z;-tdJL;6>3JER32rh*vYu%j&SJV~yb5_Fw-*(8MDHbJebuPQ+xKA8>Mwy)F=a!>gh z$#?(9Gg$h65xjOfPz{`JuqBafYx>qYHPezL&&IIrDts2(epLsgsm56yQAE;QL@DSx zUFU(6kAQr*@5t&$L9#9Jo~jn^^%gd5REyP>zt zQd&1>N2mk;q(USEf%J+$o#Dj5uTc**mwj_5|A7<&r-V2p5DTrXzW=wWjuUwjU|)!mogfGwR68UJxevP`IKvjW(R=9~ z4(7WTyDNRAMCMiOe<1mtA3Dz%-+wU6tgir;#)#IYx9SogX9g9>wypY4CwaarTr}kb zZt=WA2iw(wTuieYnl^l~``X`HL7&B)9vINkn=(;qZFEAvmWcEHS8+(a>}RP_SJcS& z^u*h^tV~|nOMw7QAOzSvmm1Pf0cjag{^xaxLm>33OK>!9g3$XK`~wKRV28i(0aMgo zp`{xk6C^DkI#lPM{~Y9I5A)|%E>`FiV}Nqa%CEn(<`Ex95BZLlTL`$G16e72st(Dv zCqYQzWz$vX20Ph=pX?5;34d4#u!pSHo8|Au5bHFDzUt>{NN~7bT3$l9Tbb zzM+;f)-#=-3GkN6kiir&Vd_O9>Hs!^_6}%2ct+56Yjjrv6aX{g>yd2hQ@`0R_3`9u zjqW=FCw}tq9m$3uz#Cg1FEY->>k_#~Q5qnjv{s-331z1vg$O9>pVEnAoIm6lJkwO^ zKDNyCOY0O{5GWHCZlo*5n^yb~)94mXpy!V?FS{=z9SPPqo_b+|!ou~x$!YJbzt80F z^?%?rx^pqK9oBYQH#H?bmXSH230J^b<>>h~Q-ixp=;c!_iQusVn}j@LBNRm=D1XAE zZ3z^x?pFklxhzUcA{SS6Q?KM0tbIx*Zaz66+Kq#`GNp`--ARn5MEb~n#mtBhfctVr zgybvhHxm49Bn$Y0xc9Sc(6?#xvK39r-OdWhgIbFRi=oy;{RFz&#RBE0Hf7-lZ?uEv zjFY5Gw$vAVzpJp(L}*gn*v%|`0i9J_DMFH0@|1Z*w&M|PEr<2rxi zhKhcX!l}(X{-XpOE#Wi+(2=O-yWw)LuV>m&*s6(jw`m=ZY>fe zp-ENjy?2)N>*jBK0DAqiUORA_Z#=sJfOWGm?81!+G2ep*Y>g$Ow0&*!WZa`j7iu%P zw!`71kVNy3+Pc+|+R1$z^fk=xmIB@a;j9L1BPFBX`hN8L9(A$>sni3R3LcxvzR^{i|;b7uURH6&HKh6fIDf{#HH3-5+AoT?QG$iPmBiTIP2C3GWw_N;G20A*(Fy zvPbyM3wGM<46!aDInQ^&l6DIg9BYL^No_A!!Fh3~eps3R=+nc$lHTNt8bBC*fDKI{ z+h#$NUgxW(Qw;Q4{~$-@3^D+{CWv0Amo6bfPyW&iM0>{P+@tlqB+QusZ$>?Qu}T%cO0MB`gMIWw=#p`aD9(Ahum?wF z_DExwX@qSmN@CWm9t!NJ5GSj@N*joJ>xB~o^}8E}cyOuUyCK2Hc?%MJ+AR#!gS+X( zUwTx{J=h0;3=E^SlU|gFdCT#CTT&&?K|Cdx4g}QnrXpPVAzU&Sp9!| zKrRU-e+B5O$7bwsi#GHhoro9*+4O#VH`8HrYdMwFDDcn3Wcu`DAR1(}@FK8hvTxqf{yMUAx)A)xyw$zX3*007U z`f2UBcQ@ug?hVX4*hBZS=@zvfi>!TeQiyCMwjactXq#g%1!sIW#H%CC zlm!%SoW{S@Z$6gF8`VCSoT_NY6bg|s@7G)%q@31dj+{)9q~*{O->TY|QyJ z?Odh>R zm_x>I{=EN1+VP9L_?KOvH=EwnTt>D4jD%E%e<~D3EGm8|#PrZ4oTJQroP|!Sggyr~ z0iV|>S#by+*EV|VrIv0+10mX)SixnX$Ep?WQlrw2E{w?sLG0>UUbaMUk+)TzMsUW6 zvN3b~Uqc^G;;iAIOwl8L zAbKaLqp+hkxl*gQN3@4jBI0X^SkFTVN&yyiZgSK&jam72zz6WX3K^W5?GZr1?7s)d zWMlS$=)D5S3+z!e>EVxGZ*^viaO`&ClA*a7Syq%0Jip0dL7jq9mSEt;b*RvM|Z6{(gZ?9jrfiY-hA35PPb6Brr!>v;FY;U>e!h zd|AzemN=f$QIVoep%$DGn(bP|!)FTETnJJ0Z}Tb<*iq_gge`#gbk0(xg8XlN&+U_k zLKdyUb`RGqhE}NxwW;{)j8Nr0@J*vM0GqLMMg(GS!O51KF~!5t?mK5hd&JQEg6mVb z^Hx72iR@9fbuBQjGhXwr(n>5(&MeWVg;)Aga6jP)2Z!+vkWPng4Y1@}`5EPl`V|Jo zFu(*(y6T1h&6|iDEA{kh=`r@Hsn+Ee2tvWt70SA$z$E=K)rlzVu^4BxPv>@NgJz&6 zoD^sG@?2cJE}k(on;G4yF8&uCHPt$7x38IOZ6^2frmU9IJb5%32NKTjC}8yJg3oU_ z#ZSB@N+L~7vLNL}qO2cot+nrM|j9ZjwO>O=(DfI%s+uCb!a7+IqJ4s3_m53+olueAcu zu0f3iJFCNaNy>)+-AD}`zSHwNgyo9r{aVF<%p*I`P_<(Z)^b)8} zwcvyTz#EzY!burXglKFk5gkL039kPf6X3-)qed6-hj;L{hw1y0C4)AHtZ$DsH0EO# zUL;Bd`mzoYD(K61#FvA&pf8^d84WU3??#F$OfqWe01G|IyO9$r3~QmsHT3sB+O+HC z00WKYU!-9{Q}#v9c2jm0Y}gv7+E*==**-ZRv~89Yxi;8B1zQR5o?iWI3fd9w0vXm( z7>yfm^m$FNF-Xb*W#EKa6WQWXB}c>x}6gaebg)XS1fV?!d8x(tm>6`#;No}my3Csm&*4X3f|)xgV@=KA;qb|N}YXF>)lCvk-DaKecJrlUe!1YWtVsp562F& z-^wG>fO(u8*EoAm>%5XA_m@e92at)% z(W@4%S61@m#Ky=ATb_X089ieq$$gvbryrO&jqVsLSUsZS8TTfR)Y~zsvK}6TBKy^W zuaHk0;HcWnDv+2Fw-1ncBb?akX0@$`0UTEHSJ(F}?D{&zk$I_vBU=T4#uD21H6#2Z z>?;KoWHLMaU-t`UN^JW!BjYRe36gM{u$$H6)L;#)(j>VpRRaDz)auah=h7Url{4a~udVt&R~O*2 z(Ss99R>NAt`!4dPyUl`4tpsq~2>X*Z`_3f6&*JRe2XSM+DtPz+puUih5qHidWH^>k z;?#MXl33RqB1kf24D_oJ-U9CIQ6LMCjqn^I9!D40*OD4{?hL_=IF-j4>BO&5(M^Ym z^GJ^Kt4Gd_4ieytE1X-h+MDqvRc?DCPrW(s+J=jOMx9Y(q-XVgRhZGY_f&xmdJ6EW zK*#Amaa!NI$mr5T$ETOa&#c)k>V6(5Li7TP9Ci^pZUo7)fEujPI{1WoL>e?lH6-hg zFZSZuqi**@P_D!2H|UDs^k1(ikMto;-{yGt#czj%1S1v@491DS*gM@tb);`K!Bz-J zBTQUzX!3U3SH`or=5O7x8|rlpM+lNca6QK3jSWjwSigQsaA{OVTq#q8)92T5-0)bA zGk^Yj3i%u$a*J`BO*uU0UgdYFA-Z8}+i9$SN4K~2e&m@foeO(HV2~0mWh4P%w zF@_Inn~K+0Zt%U<-!TEkvpBk~zB>aJ0u3rDj??f)WxE%wD2dv9Iejx(hEQS)lrtO-f0Qq(TCUz)Wxh2! zcR%bp@GXk|ZbYO*=e!4HhDLK>#&ZP)&j=^m`oM^M;Ahx}Ya@O5I5}m|n;4c?fts0q z9L~g%S2#>nsX;;FhJaHH2og^*tTXssHy;J37)Lx$NzNcvQBnQG)zU{*d{6^qmc4{mrR(~^rDO(&gGF;D|ux2NHh)@dXM377lBZ-(P|V3upE2JQty$VW(CI z&}UJXAVXo~XXU#O?$iqM-IYEU|5*tXvTOVnLAzZnIN@k`*d7~r<{3?=+VYHzEA@*r zJ_lhPP(`YT**d)p9KNc*I%|ncpsGG$Ho{!!R_}XRfBN0tT?i%udN-pjqxL>%{`A}j zWSl|3Oh1wYEDyT4R%B$}Z}m!2j~_zFG^TIYzt5o78|_DQ!HU~s(#-0JUeKG4q}`z{ zdh@bjn5zN5=pMtHe4rMxT3|nfkImP6OeCbSY-dawMYzIp@68(B|A%_R$M#sh`*U`( z?QRvM2{<~SX24T(J|2Q4*x=D4541oFs#~31$8L)Ci1Qz(LLjbG=rYHph#B6-mD+Mo zkrDzRu9OT7-^P`I%1p>=0=%C`r-+?tEW?i_dqTrA%K?>Bfraq%zz9TIa;10Z3h=liVu2U*9PR=1w#I`7>K^T z5wtL6M<$~&01i%4%^et~zh6?CPm)modiV(lzanZ;7#6XmUzx9>O8MA+K!VI%6@Xt5 zF3ptX$i-ES?t`Em0s`MFQvOEAX5!?U1~q`7;{H&2@JWX1N}s~pd|~VLu}kiDKRUw} zA!2sG`8iEUHMzK^SE637CGn6*556zY&%=h$gQxx>(t`n@KnM^>XJ~U=31n9SSo8|A z^z|Cwe7VV(dg(~u5u_0lIXopBUGH2g>ghTStlO>K)<3^J0;w)Gi17a((?$s+PmH%z z7(e|h8yChB06*nnzT8g50J@5Rl#@u`|%*&^b^o z*iwdWM4K3wUd4PdG?VL2f@RQ8AwWVRG9T3;-RSH%J-9988CY$wV%_S8r*;&fZX|lD zAGF0W!@ra!qdI&ey_cyYW{^n}FnpmHe|EikSV2Y{aDyPC%4Ce#h}p1hJY;FmZ~2(W_{gR?KJ7yy^(PsLz+@b8KN%g5FQ zxI`Gba%=?k$nF;R$fTf8vDI)fc7r!jNY0R$?}81UK9-|ca%^BDIfp>kagGv~YHKR# z_d%ac2nwRA%z&VafVbRT3L}aavlW4N9DfX-`ON7j<7LOuU$J#xN8~5}sIET=m!X4U zSfPz!-tLdb^fSh1f2a1HABu-*-kE-+z5rO)f7)e_~ILxF|>ai+Ua7y%M&S`ZogmYAg@SuOo1n1x)xqhKs}5y(8d{yF`7QX-I+zCi7hu(+}iZSXVh$WO+C_ zFGmTNhaBo8z8!SEDydgEpjhju-gjhIpDkCwuorPUF3x2E}Joz;q1^y za#=2ps%V`(iT6EL+L`at2oF8>JJFe4^H1D=!a3G529jy?9;L4pJzNpv1gN@(;wSS1;10N8`Lc`?%jS4m)re^)* zqHnZK49+w>t9Z%kx49P#HBezh(xM@{e)?)Qm9L!6F1l|1Ij_=JlaxkMyr%CW?L74x z^RgJv{zBr|yaYx3?%4c(ilfy0XV=b`JJ^(+^E;4Ge}>;ETyELAS)esPn1x!txxXq2 z@OZW}P?o#=xr03|G$r$#eu6||aRF)EHgMu6m&OD}>?PqqJel9q5!~E#0*xdd7$6WG zm}w*W)40jyj((JL-L%`Ma5-)W*&{7sU%C3d)Y%)Kp7EK8{@i9uPtw{wAWuWs(w}!@ z#?8-plj2_o!v6tmn9muP5jL^yVIauu(qx`MBehGvX1>esTE;&DR$uj%+t)Iz6KM#2 zatSG_^o8g%$Bry0!lD0fm&D|=JsOgz;e5zM`_0crjkD&-{raXKGdP*=g1M7z3J$WV z)W9b)KUHKrtt@6EMId*uX4|7}vLSGuoXK$QsKV9L6h`-E*&wmK=?#!W;yR7gPFxS8 zkz&%lW36!emB`OOw(LI^(!pstA0GXu~&2OHedkH0v7ROiAHEVt8w&HGw zX@<-JUf4KUn&fL}k%xug|TQh1%cN)CA;w)rm~+$O>8zf)U2en%y4Q^WA0<9ga>6 z9@_{z*pN2P(n1;2nCH|UBq+<$lBc6?w5oM}tlW1J0cnEL##I_mzF%*Xp0Cwhtc1L- zX0&D5`c3J2LAOuC8TbE#sDqDZqNNpN&@K0-k5#gt(}~}^5I)BqTVnw}g3Vrpzy3Yr zeyeDPu&j8f$DG#rS$I{7Q~RngSRF4t^+Fb-2he>fuF}UJORrCQt0~^ z=4Ajgc>$~k!1@AQpZpvV-0;9AY0Q2L4Xwoj>?D+s+^aUAvOtq2Kjj7o* zM?pWvSyw)rVf$AhcW`4Lci8U@^oF_M)`@-5ao9@+GUoHu#-}) zlt$v`&Rj1{_C?yJ`VWC!hws4j*6B0Z<}6*lH*#CjrdG2^k`ExZza8AS4-nhoO-UCa z=5iJ$xa!TjS8r%FH-dvIUt*JsYQ%8&`l=)3>~N%7QWfAmFcD^3S8r~dRi*F^l@MI1 zx(lWNwkN9pLQHlpvWQ#|4VH4yXVZCg>!lMBOq*kTiWu&caS!4+@CgZocV=KuVP-z zdQ$|UWQQp4gb?LJG^^MtGj@scBYjM5_SP3z(japQ^K$bDruHuesaEr!yCyUxi^&&b zH#lUuel#tES!(`P$RUNrBnAM8!~O1{b_GL?g2P~d`4FK*Abp^xh46OX-|+x3RsVCr z3jj)XFL(i3M{u!0^;&fqaEMwj72!!v9orsIR3{ohOxB?R25WjOI!N7)AS&>Bm)KXH zJM8#bIC2Oo1yIeF-9CoWWJ!xUaqcnZB@wCNDF;x`Q`iLt@XOACV5F0QIuX)QD>~9B zigcDISWN&f0SP@ZutO;kO^OeEJnD*ZdodCLlW0%mY9cDh1EdC1@0arYgcnD}zAkYt(llI;2Fz}2O zC3$HASRbM=yED=n6-U8QMF-G;?P*I0g}m{y_j0H?nW!OoCgI%AGzflE@?;J?{m+(X)PAK`q4+R*E?R*$cU*Kx4E`ow1{)D6de(9p< z;xPa&LxTF1Oc2zoZaI&v+rJ$9+O~(qbTJ1dYg4}UTP!=3;(fG$d!oq!a6Q_IS2Vf5 z9}mxCjfTfFcN=!B$4GJIMZPmSuhdDAJDAcgr;~`XmzxY9sb@r&){*Og_|!DCc9set z(AJeU!kJsQM{>Gic`6?45N4RcV0ilxj}@;fI`IqOSB+frrzU=ZLf5lOcKu_cgE;ar z827H3j_sYL}I_JF#yOahT3?qIc4H zP1rRJtD3H|@vSoI4ZnI@#+K)iCjNx&>_aVkfEmB)%%c{VcBkM2v$xsNh1fsF^oY0Z*#Syq+x8&yoy&aJX>8$TT{CYfQ;@y>KDdUrNhjGI@5GWIKq9{y5P)qIEJ%H{Fb+S`{eeBm*B z@CC`}t@rH2mA{-)Cq%b-(BvqXA4px1 zaSYq+Wo~ip-n6SJj;Yl9)XGPpQUl%ui_RA*k>LvZRxeUu(CVzs+!+GqP{{O$lumm&@Q=DN_;Hzi*RHT0 zlIb~_6_;t!I4fU$@+g4%UO*o@v|}O_PPar=R+c(+ev`6!nWjh+^C$>rBS2dD>qRKb zwvPDgRcxjW24PY_Mg)|DVQQ{hKo&MU>cH(()k1A6$v48_RVT_{MTP09%Pla2E%0c+ z-RE5VNq=-dJ+uVW&XNjz+~I|vg%x0x&2NtFB9y* zudNeDvo5JX3VvIkPgAw|UMI0Zxlh}%mGws#8Le^oTpO@+9mzzT9KbqD+% zZXY=Y5tw7e{f~znTn#P;jEFqNeT(E&1)QgjOM$n%z-zF~!nDbizi!|1qViSOMTy&< zHYUQTIxfYCbW>&7^i;=RI3l<+OiW>$opvbvG*jx0rPh>552rARg!-H_J)?)G+v8Hw z0FbC1p1=H5A*N6H>(1?SDS5)QHnLop`P!4iL-`%->PQe^rfTcpn z#;AS;r#rlUZkM3evaJ(o;?$fB@xP_JCUPoVi0jsD7aibVGnNgFx{uWnNB6+}Suawm zYEQ<4?gn_P|JGUoDqi&I$FVcje6{4;P}Ao1P0zXOe;g6>yms%B4DAxepsYnT~Z5a4md@Qa=yE+Bo1K|89UB>GIF9n*(fT)(PJl^nZ9d59UGr;lbd$fQu|eSZ*qT z(=F|u&XBd{Ii1PomEy(yX1xFHP~fB*)d}b=z!*Up4Jz*PGtH2aFjf9;NQWWxLd8DW z#gd%cZPg+7Wk=nI15mD~SA*Z@G((_~Sa-uO=$sqv48&rA1J3*O5c#RpGSotuL-m;? zRY$M@*#Fp>(%3k3zm8=iE3UmK{iBP?H-KtzIiQLA*%?@hbsvVTYp8v9;M&7J4$`iH zn*-@udlT;+Zz@#&(5M#okBRhi3IOZE z(pgVP7G0O8#IbPic!-lwm4{@}5G0j<%(;)H0px`+wGC^f8O?qo)Fq@PdAEDTs87R_)k8(A9dt37k=W*%`!}4#U)w=hvPWFzKFnMW$g@`XAI;7IiCfl)v`ua4Xkt-F)#0$s05{t*&g^E=!RT z8Pq(5qDh~5Z!c2+XmQCAlhmoO^@=Cl2EjKCkv90U&T~EY4szRR>+!>&gJ#9(Iw}(K z@0H!E*`JA2aiTPGE&j}P-ohPj93qME$R1qTtuv_vC?d40uKF>q5B89u5MucD@}cIe zR07)?s}rg0SiterVLEUr<1@HWXy@J^sw_D3V{QxYB_(pVlLg>#c}Vc!zSqFZo#Ar6 z!pHK-?b({ioI7Z-CJ+Q2F83qgF9NCTbhxaLy>AV42^qTd$C)BHT>dTleUL`7=M5so zpgn=$bCD0+J9+EViEY+4m{+%gw=|+?wP*c!|0IJx7c=1m6HnoviTy(6XLU!ODQ))#;D4zXCw4FK;Vmpm%GaQ# z;>VK-U4gwWCmQS_;6wu#|8Sy{IUy&SQUAZ3==^-hiB2Z} z!-+nu|6fkDKa&AZA;O8?>%Kz&9B`tyMgljLo3W<~qfx)b^fK|+pJ#lQT0T^RMp$Ry zB;k#W+z9*Eib?<;B)m)WVyC72&{R|Z25Q%esF{WJ?H0+Od-5s5(SN;aLIW4S{)^K9 zyZJXany;`(#oq;Tqv7L$+-RXh7O=`TREyWh@`?e+SIn4^5=oO2Q_{e7zxRK2uA3 zNhu-aR3QM|_hfeIJ5%AnHidVAH+vh$Esb&?H{3c{XK1MdN}TT9bh zx&65YpI?)z`CiNvriy z{)RUE&(A*h;e9ci5xQR%Yx&`-yG6TzE}NHjOEb=Qe9rYoh0amOfz(a$VNb6ZGy3OcNIKhIle9flnl6V|8CSjC86VdXI{SJkwaQ zYQeoDx2bL!e@VV9GpBdyA<8Cr_RF{_yUT5UyYF`ym0jBE+ibL2elSeEL>HS*tz17} zFqpuQHev2~c>jSLh6kdjSKUbq^4_z`poP2XS+Jdy>?1^3yA?ek8v|vluWPs5?W4_7 zt-Uc;H*w7au0JLoqI-RN{rXU_ey7wN*ygQ|*GvVn_T)JY<0U-6e)fKku~=08^N_^$ z^E?R2ws5w+XWcH=j88stBGvlR=m%d+b9{E_Ei(GU)?`*HZ{v;@ha{m}o~e_V(`eN* zSDz#G75^3I(YyY5%nE;&t|32i>QHAfx@9)RD@?H0Z%rgBJ>j3^y;r=o>StXscXI~+bN=h+s*w!ZReN}NBJgz0LlW#1*BfClU8r?E_ z>!YHwih=&jRcmYQ%3PxplI>W_72^}<#qHqsPCQSJVa#on4Ki8{);=Gb_79(uxZN$I zQ0aD@&kgrN8!u@Mv?g6AO9S@mqH;cXak`J2h-aEddv|17;!?d50&sEY%!GgRj@#f1 zwQgo646QK+W!{SI3(aE>?E^Z#m{>@G7YoR(w->%~mKN15*c)Is%4q;zoSBbiD!o6Z z%^Sv9!Z=0s3Z%Ha^$-(Y0u#zO{>AB$nDgtDj&`1SEx!19;CbtP@Gvfex0E*vm=KI< zNxwHa%Qmi#t!$iu0NNir!DJZwI!jBz4Mm z@lt1TE8%X_c-M%Izk9aLxSEhymT|XxkB^DlS!P<6S&-B8 z>KHHJpl>g8wtf5234I$?&|joU5Ibbr>QZ!{$`^svDm-( z59%JT7-@mrTqYv-?&}A?*ZR?w7x*qrwx$1~1jgj{F2rd62vRG2RV4^c5UrMj=~SuN zx;8&}qK@CtJ-5d$?F!}+_>5vRzO&F*Wp>v8>2M$J1-LE*n&uwPzOX6`s}p|@mC>QExE+|{`CF=N$LKGsQJ z{IJfVEmgMj_e>dz&F9Z6Gr@Cd4(aTfMUz+GeqzH4p5SdSk#QwIBXDxT$F*PCs6>iO zP47Iz$F?W*n&P}pBIJ#6=Q2V?e5t5dNc0&5E$i)0d>nttiS==#!9I1PnW3RHPDVw5 zQ1E2o8NWfdpo3?@eT#u7)wb87r>a0eLbvc=C;zmOA!XsMbLIb0_SOMabxqu;ASkH< z(y4%mlr#tu1_uQ}q&p5>($WY5B8^H)2}*aVba#l9ba!{dUHcsH@p-@Zz4w0q2p(q7 znwhottoi+B&N-K}f7bZ2WHu{*oU#qiOoOkKq#5jh6QO+NGDt>pkf{GjO5iwKn!%b9 zo5J8PV?3JoeH!o|gWN$h!MX8qU$T$?Q3{u_ZH4o5nA>|nhex5swI&nBL6&R>xsE01 z>|nVHGH05j{<}L`TQFN3H<|ly8XT2!zxL?V+yExQ`GL|kpww-jZooz8`yt4(kSvv7 z8l0*{fYw)WuFe>o2+t|-5>QumkE8RhNmKe@IzR>VQIB_ZGsS?IiViX ze4go#TNpaC7ORFEz)>S1hmt6q2H*2rAQkNO>nSR@13vg91$8Dj<=#xL+;%Hm^mOA% z!Q%0ltN+(DgRt|zP>|Y}KDc@xoHl~|bZM{q?OIHzdN>co5W?GkgvH!I!q?r#p<2`~ zJLcFmEF7~EmqXb+&-ZhhLhtOTpraI&Cka>)4ex)v%ZPPgMmqTG|8VdJ z&?sqBaz|8g+RaVB>t zB+v@%(GM!j)YP{pfgk0vW0j$FuLf-6@CxbS4AKj#?JoGb?fNB24JCh>tSL1kwttsw zJ{6I-)PitAnY32eHc6H5b9PWFrx{5sI!>iRlAT%m>*Dgy?yDKlr8{opD1&`QIklxuP%P$2f&N=}OrMRGs%}*al7oF@LYdFlx)wkZG z-lmnm1oB+tJqeMWy_C4mR@v;iEob>bIIsPsl>XX{I%&o7j{?aYGoeBYurw&!!E0`y z^iL+bdN=Qd*b)h;jB68T;0otM;{HpyYfVh6(ajN8w`7E0=s7QS``q{bV@=n$^Q4FH zpgylPs}UjHu?9(l%;#g~^+%es=uCQz6Y{ry(MGWyA^qtc@D@vCFcnV#6SI+udYegvZ*s8cz{Nc}|gW9Vs|oVz=o|LAMHcNS?5D1STyAMSIO+CyxM##9)D9Q4Lvdu~Xtc=hT2cqP`W zEW}H#?b0#&#8}eKe`0f=vW1!Z^;Cx@lRP{~RAat4y1o-G_sIr*^ z)6Ggohh^@t67@|CR8s7NCkF%6fArQrP>2Le?E7e@MrDAK(!%1YhD5))LmTI!|I4ip zTZMw);eMCFiOoeY8`HDAEP_Hw|<*)h>uAf)GjrVA8SWCL;hOQGU&(gYnHO|wKU`h}J zp$Xa}OzVGz7KkiVha27_0@f3k-@Fly5N*yV`bwy5Q2$_N&qwof6l5V>6l6ZAsMY-s z3(}r|`qzg6m<4tvMSm3U#h)rQ#8&LVjM8x#CuL_I6s{iKvg7`MPTw(n%*aVvS1;p0 z`U#1852#u%38K$$2VQW7wLU9A1VIm+IKJWpXOcUVRkzAJYrM>?09XL#8cfB4n_)N7 zKh`D6QK_R*xDag4eU9gx>7|E)untj>jGS~oQz;uXaV+|SY}nm;XI1Ef)gXoq}k)}oRCsni>AT5Tr&G!C=9H+H&ZT9oF@*r3m5WYvN41^`Z5K7X|jLwaM z%;-H3S7~cq$E$e2edv0BLje@a_>t*uEQ`?wJk0#G4%3{ZJFkR(Dau}5B*n}S%-3$B zV$AqDO~2Xd?NUMO2XZI~Tf3=J-lJPB1{`a|20UZA8er?T9lzu|uT;Z-3~*Oak!C{K zK3YLIUt2k*|Mruwh0eEX;P2=fp&M;}G-RNelRV5cWJpD&o}A6}XS0(-wa*aXNzH6cN}TKxs?2fX`_n8@x(K@`RW9ZD#zZJjO) zj63|z4VKq=i874nXlWGM-vEX;d|6oBiyM)f!u-6e%+HZjex%3L(mu8U&n9Xk*XHKj$hIT z*_<_$cCDi{3C|l)FNP_65PjkM0irKb88It3(8eS{)eYnb7(!{6QW#VFQuzLg4+HiJ zzh!X}9W3bcz&c;uxvonSFexcqj>9?SJ4QT`wItVhT_&-lv&!7~(BZdE* zhfKZA_t)A-LI!uGtBI0E-R5psVf?R(lfK|Rs(V5!Vp2W5^xX_CbHY=1Ge|p-{ke<| zPGQF`$rs|UX2ZUGFQ0~GnudQb2Y&~-^DKSWVPeYD9wa7sRt(I3f;r|l_ht^vhC|t# zkp3Xhm*Ai5?Mr~4CbrN)NWbsrOCSiih~7+}3&~T3eM&2KZHW`LNQbEO+z5$mBf=t64K=f&rNMn}zQK&n( z@l#B%SZhJxi(vq%b8kS?1Nzw{~e?l?jA-tUbSUOp3Nr+x+ml1kK zmW9rdQr`*zN{RS*e#LdyB_XdMh1b7R@qpdGU78`JR3d#|dYSC&^T>~y2L5S$o1P#w#A3CfxaAQ3B?Sl0O_mv%fjM)j_Quz;s(R^hU9}|J# z#Z2f4vHCAQ;|klwL71=Wux0%AtGJ6b11N?9yfZ7ZsCIGH6`N7LD+I_=OTcwmC>bhr z4kgALfLYMSkaOY(LmLC0klcR<@j+nL%!-x0aY+XX$F@$b9N23WP~dzxrl(CAX87}f z{5UM|q@;suy=o%S*=-{Ed9~R{f@z|ZQMo8jed1tdr3Jo{g zx)lPdtsGDS0LwRuTNFwpcGXLy55yOeFntp z;gR3e-fj91Qcq{s2vb13zIx?-Ztcp4+<4-2Gb8YHcn&iZNg!1^e$Ro(w*?oN#8!L4 zVb`Jmj-tH&W;{YA_svcLzoKD)AuI7l&v?QKgyhZRbs^dl@Vk8mq*Fe$9}YyR{6-A6 zAYDP|_qTpSY|nOiBE6$QC%p5}pGu-^buKslEfug;8mV|As^Ktj=e)3T9PPv}%NK`W z-qc~>ni9hQ?~f8*5#0~VSKstuBgIBoD->prketiaHNQFfYD?)Sgf(yef+Wo#47*FY zj9?(a`VF+(Q?H1IA%N#R+9_!8B`%32b28-h2GXxlYW|eewkf&4EBD2;IgqGzai+SLrww~jDAc?K!$fd`fS129b&7AsjMMg$#?2&yUM z@dt2q@lEMlFg!*~@L=W2(pJ+!hMISnkSTNR55ppwNN ziGddh06WA57OyyyJ#&gc$bn-VCP?RuV7f58>1fDrm9S(P>32?9TkCISEkV72#suZN zdD@9gvrXQKtqGvR06mBjPBt+>Ya~Le@Lv`X`JcI(KsBC7`ML zTYmsog0e-&yDkR~eqRw7NVrgG zR!fsY9uu4_x6Y~eLoJ4o$N5^iHJ;M3l6x>QR0$)<&g{bR54azOiTb$m4L5%9b2=*S zuz#47efKX6&$N9e%_vv zBybvudXf>+Ys~*a6sZ#7j{0qWd8Iq{9#FfD2{&#Kh`H%DA^HKHh<*T(8PpGWPoKEj znD9?OpcRr#I*F$LP|=$3t^rY9`&|er-63lk&T>F=_n)?#*$Tu_L)7hDbh_0f*vcIB zR=Ptu2(AARMf#m22!{^WjkceZyg*ghDI9PZ}i<&*zp+^kkDrw7n z>pUgtcZdQ;$ohLRlfoSg9_4yM6>tw~ok_YR36wlq6ULn^|82rt5HsmX77kk&f&e4p z)=<@}&N<5-C7j7n3?MvWDBkFqDs0d+#g=b4fhepAmAUF4-15&2riU|!JccvReQx0S zV=cl0evUPzGmgl?EEKZ_a73}nT+T1sqenvACCr1SPo(%G$Ah(W@AP(Xl;3-s>)M;4 zsLxmKkzTO4OPU))X5A0A|BflI70HUNKHt&@oVSLJ7HEL+zs;h(1BSKazce+a=ltLGf5=Y zAUNxHi<359r1S`d8|*z%*^Va44KcYEf<-?&?Bz$Q&mq~g-vB4X* zGj~T;`-n4pUb#mO&89+W%82 z=<8XL*l}@E)Qd1xauT^WTPWS-AS@#1$JxEdNwM>nUo}u|+^jv8!a;#ZPl&Fb-W`9? z)hk`KiZ>@h0HnIcO=5h1U^K59exN$)?m_nD}o?%lQPq*p|epeNZ< z{;pOP$E?)!T|tk0)^sru?;6jRe#=1&74M5pjW1f+{c-9kYD!R1>tDM*mjb8N>@#F* zkC%g@iMaD4PY^Hyof>&|83n8Tima-J!iphLV`(3tMN+eOYvx*wc5uQ4?DYEM>AfMtpIfrNQ&`&bIwtwB((MhRSmz$DZF z=!g-;Tp3j7-*E%BztLWn(Ui=B8q%vcJ3#q5+<@kspIgRxYOzWXhw$9g84BkQGQiK3 zasFQPYg*y9y96OMsP2ywc!NI#7&oNnmmts80)8N@EP@-Xfek4-uf8Fjpkn>YA1m$| zgqh?}hh5+z0LO^d$838%8n|uW9giLZUtvyQYtq?i-GORT=(b(KnfiM#M*uB1b?WNO zP8ysljC8#c>PL?tw*5Y8!7a7+z(u@h%~{gICn8(6E-$$o^wu$N@*m_J^o90GGk@Pt ze`qe(?frUA!md_tJ>YvhyI+_P2|D!Dfg6CBZ{MW>TFaMP8r}k zaP68)Q{Z=IA&%>Ny~s)h53=%W7FdDc(K|K--j^XqO`Hj~2!+A8t%`VzK{A*2=kLPPbH-^loa~wkpK1mbgw8^|ZG?}qP^yhZ@xdpJk&Ts_K zFNA%!ECs7bM$O^}?i&j2$-*8-L`|dnuC?AJS`S3+Vw&rmffiOe92h#Nb=yZNbWUDnz^MZz7QOw6z34E@7Zg22Tk< zKc7fwo|S5v2-R|sheSUj;E1_An$mfzs+$rn3NX$gH0H2hKk(82TlSfg z%TcfwK>#RVLyhQE-rgkLQd^z|juG)sa0f*yA0)~d+P0I00B!{8 z`8GptV$D36na>}#E;c~X;tV$nJV!I<+H?JRf6XWbJ|$)+nt#RyLLFNG*=Y8ybVij9 z^$%0*uwwnRzW>?oZoAE+=tC}~n^>$Yqz1gR2%yH)sPq%!UOB@$UgWGqW{QgR>W$}& zH#TI1M&tGG;Id@6SpT*FwSRvUFAS?fnRtohL?!jp=tYYTwJS(|!W0)Zj}`kZF6?%> zg4M0{&T@X!@4ZSlRcYPxSbsB8Kghu@|FefcGt~rZsb9W{8L~F;ujNW}+Y; zr9fZ}nyxz06>_Rg4p`A8gbC105<(P0`5}M1CJVJ_5bL|YgeH9;N)KoRl-?hW-qih3 zj8K0@NI!E*a^f6-Fo3vz4Eo&H+&gwo=0I}bS$A$#X^O0cAvVY^+-XeMcv%{`Ye@ZLvo9?4Al9EO@fLm(3F9;$jtH?2njO# z3ApN+Tnn~RwlViNZ6*5=Nm7YuP~TLAL*>c_yMKHhxBvMguUk})&%x^Nj*#TJwDmGZ zvL;NS)`*sJuQ{_!zCdA^wWtp=U{$yR{RV-HZVHlP7V`TB7X{B-k>xGAP;|2R>} z$>ri*(02RghxTYMk9J2fJC`%~+`T0nI+|)l#o80A>jD?GP_cyx%Hr@ag30`m20X;lK`tKLP2nARW)D3pE zCkuZa=s_{=z@P=+-DC|1k%_3?f%nRqGo1+ZQ5#M7ee53t-)TK*tbXIdpU8a$ZB8X}C}Y z=Z~m&s)4aLZo#`Qyz(WV;~tZ96BQ;$g;$riY0*?%d;9jfzY`^G6Lb~z1qpeW zlt&k230KT6!nln4AH+{z7GROwQfVO)QZ9N_lSc@+iZB+;f}@|IM7Jn<^3V|=LyScg zqu@v@+3TH#Nq;p%OPHZj5vZsd^0?8Mg%^Cio&@Uj<9iog{ArhvsfX|5%AD91dBT!bEh7-&aopG4_!v(?W#GA`IrrpPBTd z#_36LF{^?e0=)k{SZGfrqB2_#8_80fX#{NMKN=ywvCCV6igmQXKu(dT_IY{$*8)0I zrKr-NA0M|x0o+Y$Ma+Aw!eb`ds1;!>f41Pme+ebN3K6Ie>GZr3pBlQmE4(&fMh*G- zAinmx-BaaG6Z(R+Cl4gJ=n5db_MipAHD5BOZsV&|LzuB0m!aU=ZFY2MCkK6^cS!Wblq$rSV%Uxn)8fha#90i${8TNH{U z)J7!@`*|@l&oK=`b~o8G^jQ8u3q$y+`sBaoB?LLb(TY<;I;C+H*B{QABw;i|u@efAQ1JvVS@bz~*LG`!5 zNS1ng6bwG^>(UA?0lz`QLP6l$DGj_B ziNKlzK{7w-zg4DZl?FK=okJ@6OFKHX8CAeDsEZH{w0Ly)(aD5L@%NeoqiJ6@;&F*rPGo0cU{Brl@cy(nkq%G;*BwKV$_X~;p!l09&~nM=4A zF9M7NkjVXFjUz8;t~y>62_ATkaL6D6Mp}vH2!qU%?HsUZ9O=Q7;x%Xu{~WhyxKNI= zQKEt2abY0ak~a~a2vnnPlZn1T)?`>GJb9G43pcg4DI)Q*)5$ArmgRS8Q+8Ls@e1#7 zf_WSH-L{SmXGQ6yf~;RAnZ%xKPig?$m>RarqPYBv%vW z+=Zv{Jp=-o>02u4tmlC(TzERxV{J2SYdaa9b^jqYsQiR?@_UtZdO}6g8TM2ZtFq;Z zoeQdgVsh6ENU>K(aq+rDU+m{9*x^irt2a2=|GQ#fx}0JL!g5kFoPw9GO9rXAwP{T5 z3ernErAdVgXH7b9>U36Ag^te9zMcTh;vF0o9FtM--5Mr=^or`31&-jO`M5J78=zsz zGw051(6B|?purucWJ~{Z;T^Pb3hHM??Yc=%j7P3xU{-0?69)}M)Z1!?GrFI@Q3 zFOz?TRlmUK+$%rcmj*tS1Zr-D@mS_L>LlBSYMAuYomc7#!-)FRRzA=egcaE?L&V8W zMRC6H&%$f)bRl$rHv9csWK4U!5Df+Lku=($VdT&)Xx4My_)`?M!YcQAye4mjR)O^% z9MfQsvsGLKm5?YGG{?n6@z0roJK{H=%gd<$7`rX49DE%)AelzP4-H5%@^g6H5$8B3 z9w=-**24kJr#y<7@M)16@r#uith=1;y)!dBrwtklX1uF>L34`}U2?Rn0uB`p8tHH1 z3@HX^+hsxC4oX?}*$l9GtY){NvE@I&DrC=Hz`H7z%^ilICf-w80-8SsbUCOjV>!U6 z)FU%k^h-I#K*TysN9XGl*5k{3LJ|@LKnA>%qSm2V*KCipkkYao&v_#6!*0SXmfLz& z`sXqSUPl0=5aM~XtYE&Ou!-TnS)(@2c4iIRxi!#xDiV0Wdn*3YE~Cy5++uUgS|g?| zB^&tkDiNR<1QSCKh5nB*%X@f#8Dr3GcV^6iJp3I%_kjNZ2!IpfKVZ?xl7M1{$cSaY zx!}S`3;$`SP`Y5AwwjR1d|E?>gxpokj0m(|8Ca2yBap|hTT(F1|I@iP4=1VUz?P}o z2|S?YhK9@#Bn#kYKr5*mG+l!Dq$9z2ULp^67Qf{^R`Ng&V{+uUEjyCiIp;1Af|P)K z!3OiT1mT$AH$ZNk-An)Bio)9HB%BLxljix-hLN1hT$yungpb3>;w}MWud8`eJtG?b8{PRa_n2bq#dCH_hYHPCy;4!`qHCQXvObk-eIt^KZRcw|SExgE z{s=Qc*Lr1L?-@(cp+ffB?;zAcS^v+n<1pyje=kc$2>FN#6>~aN=VN%t*UA&f)|h4h zo&{~WM1&#GEQ(m`AG}v52*Fn06tTdYGkD&G(Bv{m__eHKaSqQA7a|BMYW5DO&3^8~ zS>KG|zxWUdZS^B=zO;zTpu!e}oYA)rrj!WDqwkhBN41-_Sou=?rm5KeNIZqxKWOQ2Vii)1- zPLHnv5)qm%5Pbs&5mCh1oH&8D`{$G!SmT6D z2DEpMRyM}XwM?jOLhAvo5adhXPc8c9eCrTvusQ#Kr~`H)`Xx2cs+Hf)LET?IKrzG> zesc*MlwSlyON63ye-ggqI+)wB$j0M31HARr7hCisP{ZOnt~lv~=O#TY*K~QZCd^P+ z-E{K;dH@pD1bRIwtIwkc(f)(xlw7+Bu|Gg)&b#13bKn`8YpDLB0k9E3-P!=61yZ;4 zUbEjPRd>)PgU}p=`!1UyaNp~WYPutUh=LUCAwace-T(geG;EJqvKj(Z2rBpga%qU` z*OLHeK7{$mU0GG}bB_G8O7G&ra!nEK>BN7a9K0VN+-W(c(A+WPJ@t70T}%jfeT8Z+ zB!q>44=ZAR>J0JaL4+=G()jH#7VY>mMmK!=GH6m60Z0leuCPokbT`e#L)i+?*ZWR~ zQgpHX4eKS*yA2ObmZ{<{f5zK90Y9pwI0edjOM|2fOq_9CZW|#K{f?sP660UWwtUCk)+)>+9 zbWy-ee6FyF36zHj=O+~dt+BvV-21v(nQ6W%5hzUhHT+U&&GI_Q%(u!E0tt|LgXgHx zQVQzg=S5gu=a!~e*zFG3z`W-%`Dl#-F8`_To}?j0#!MqAG*~tb2=uq`O9pRpS_pnU=+bEPtoU zYzm>ajs7;$PwtD_{WBEjKAtG%wDmJvK|8~al&qgV?>7AxuCX;GLq4k z8{ltufJi_DACT8-=>9I81|Ah8Ky0YxM~l6%o08QiBlSnJfZZ}yMja(C)zVE)vGQy# zXttISg-)es|nfuU5 z%+^axG8)K3?-{GF{Qv(;DFM<#K< z7-I{=qoaoL2q|w5$**nxTmE>?gKc>}+r(|zushLDB#6dNFnWQTYM7~9;4*HIIhaPW zw_(#5Ck+}S91RpW(lZk-))I%jkO=rnrHtfwJ$mRD%9s-tD=kV`sW40yhw{C~v3GcylJ?^{27DlZmXCK^-eUMg{wJzqw{o3S*iGa8E#g6R{hjTHrRPLUJX9MbYG}i7TZi&25KG(y4jWvpe4Nb?pDT?Tl7kDfN0wW$*k(>njTq*}bbizfvzV ze5i%s-@6en*%g<}7p{Qg2-&G#90`Bzq@-^7szqk#5J6c=71)C3`#w(jiuu~&$mO&7 z0BR&Hdrp@^ldS({p3kP#3QceP+<2&{5@8|NLWCT#LA>+^q`?Bf5uf#j;OT)Ps^+$J z`f7nX>8wcVJtgxVs@ab!X!cWq68XdixCN-P>Bsu*>$TGGQkxyLv+Vl)sN?J?Ta$7B ztghry0g4Aux|4#Fn`MiPv!g9JzP{C(oh=}e0o=2#g2bCG5u)Zo16whw7IK_dNeqd@ z#=tGhc@?#d=C_gg=e`JssSlAbu2w;aW1jgDp;?b(wb_}p>T(;#z6n}ZUi9{vx!nK> zaANF5sa6I>!uDDPtKl=43Tvy|hx=>a9j;jrm@-#Q?%2DnE|xk7SxXHI3P`Nw$kLj} z#(3Ec3Fb}C$Yk4YBKu8%Dx0*8suXrGFxH9&BNrN@mv67Hu0GUVK0dbYmkOv1zkt(^ zlA>`@6TD%))Px%vc>p{4*A5}44xKbnS6uonSJV57|4G&0#nGBXrqSUVnGvX5fQs$< zGB%Xm^0gnkUYffg*&-V$O15~0+i04LclHo`1(-OL0c=TT>~ACWuYD@E$lRa4_N`BW zF+lUd-Iei|lWU13Wh13bjb#;OJH@*d0ZuV?#;s1H9+p=J&4-3pY)1}v-r1$2Nx+x) zHb=f`4b`j|4-MOKt-8Pwx8DC0g~dBXWZAr$Oj&V3j5iT1m+rEV?B=XD44WM}tddhN zD`1Az8y~?-UtHtusB)s6ytU^Ev)xoH<>Yu7+rjaIx8rzIhBt`Ja#OtW8I6E>kl(9k zGi|hShF3>;Nuf8?PR{V#ztkN4tLawg0G zjV>Satn3!ZCYn>B6=UXfEsKK92Q*m}VusUplji5MoZ2)K;KFP7otb3OUNVVcK@1xL zt>nQs8jCZ^Iz8NAf&}ZNIB2%?(Z~r;i zVT!0!qPBH4jIi}NteS!J@>$~nM;p93JT%R#413#ifXD*JHPhZ|E(pkFcXN;37rQOr zEN2a-i*|octCYx#_5>6=T${U9DfR7gS#KKvx@^_+;LU$yZoA94)b4l78Rs$gjMQ*X z^J8M;ng)di=WQpt{!Ua*3U*n!9&WBj({^>JcY6n<&1MzyQzAyVKbX(9UuDJ>;6`IjWeFRJZXXrX&4iSMMsS?f ztDG_t!P!f#Zf@BdamTYA zhOS2|tFFw6TH8^lFPw(U^M{;H&4XQcTY^TN_%QpxPorhjq9e z4OX0fKM<}s&Rr39-TWqeG7~O*vg)>%Ozn15LhW|95w^YGA$&To`SYmcc(dyieV$4$ z6id%s*V@KPPumRo?WK+}7CRRw&0QMkH$g!*IR^_pHYI5tV?DSHo2;#l4fKDpmsVzo zf1tn8u(LgQ@X}uOF1U!3kBf$blUJSXnYN9Uk-aKAcfrxkMy57;R%~LX+BSNR^x!Xb_1Gl! z%nfV|X*jusgs{#Gw;y1d;*h(0;lV?6bxw4339l(NR+kR7hv?zXSt6_#FB5s60b1v`)HZ zx$WgKe_C~28O6=M5>$E!`yV1&=HYi#qoIbOMb>Z0swl;NeCyk;(H7zHz$)!O$pcG%7C z=o5|+#(cE4KPt_ECHZ>C70V=|m8Ly<{nvPYk=oCE)BuTx95uzhB#_>1i?De}9(?|5kf& zmlW@tVh?YpfGqA2*|@#7r7H@%m(++EjYKQ-3g&rOX9$hjO>{=dbB~sf(ZI+4vW3X& zMabk(WIRfLkV@WGYU>BPduMG?`gZEoZ>{P|k3+7h)xZ1%J6h16s`{72D;VgKji6+GdT8P9LGec>?SEN~sfakrCtLN!2lCB_A z+V$>&e$1Xr^G#Q^BJ%D^jqkpY=0Wwkk4&a7_g1O41!YlY(hfjiC1^Dr9VER!! z=@e zmSkH^M%eO{+(`++8a9%pTdx~qDrfLYk+6z!u)2;qNCbS@ zYM0jgP$K9P8>W|aaCI|*Alj+_>GIqI_enAL6HAf+wvcZ1W|FS};K)~DT>AHy(1 zznK^%*f1_}>+uVYDT=&gs9Gg*rA@fzbYwxrE-7}efa-qWqxDziEHAh=&DJwbiL{-u zdac@y9yMN6+F)M0!0H^g{-SYo0+)3hzar^z?387iJH-<}F|V)7MNiRD?`aCxAwrv%tT<@!S#u7k)*wcq>oqhrX2DtLsJ$yrv z>)m{{#{=I-Z%mSrTnazrJP9L9y7fhn$F8wDQIWN_DfhnqPi6illa{m#Q9D}hUtJZJ zng|Weh6uMPZ(p-;mCaPne(M$lQxzPJ#T>aKra=@Umami0r#~M0zgS{9=+% z*GMIE{5m6l?<>;=c^FwCFO6T-`#brcPdt-i-I7u+IQGDl`b@JQ`r%+5T#=I(CRn6g zUVbU7*Qfu?3FCvknc8=2zjvnjDV-k$7@Y@=NAlAvR(HsX51JDd3y&=emIV#tX{WC+ z)?w9Es8PNCczLU8%SeOWP1K^4vb9u36x+T27iFBiWaaxi_Kz!PqeMJr8=_BteGu-Sfy`(lFM)$H$7Gh+Q#82Lc>c7^Ht&VySInH^iQjX%?l=ox89(!onH zgk4*@OCzl-y45U((71;}Qn_`@6nu+0XW1WblQgRy3h1iYcQE%ITAv6%YoC8=L}ziw zK^2of1Z~CAWF|pZ4K0UcX%2rwL7c!)K`UHB!J_SQ%XOC9A1qfmVX=)XoBBD?4@}x> zl;y9g>}MA2t40T0nxm~q;@x~0*If^Kwp*Ha=|AVN~WYkZs$*9%~G6se>yxvCL zTql2D@g?HDv_oLU9F3`)r^6NVBx4S?D`B-WGT~ojS4*9k*PFk)NWd7TA}@&D$kgLk zdWyHEcHf#ikZjc|=jk33o%Z2DX9T%@&G#){eeKBLZqJgWH5LOM!MC4Frc?*XyH!IO zW9&FPuBX;2Vb8Uq@aeNl_}#oem^^6o{nOp~T0S}3w)Q7Z1Ows)&xm4unB@r~W#y>5 zW5_K&y0n&jFaAbzi;r@=a!NBoSLA_U;;9LI@;iBBkAvONafs1F#_1v>(K&4`!-{Il zMgM;IQ@g46V`B8O+=e7~q@EFvRHnr+%9>}zFOw)JwGzp+?eNWgvNAEMQ%EwLiU=m* zk5NzeW|0}Nl;>-1WS<(*!0aXlB< za2RaG4GTP}nW+uF)wizQ>sNx4!0@GBy26B131UGp6lr$m7yv zGC$gPzTZzi||Eomh=eql!B`V#w<=E^L>(^o1t``DCwP=(pzu^*r5>-3N$;o<+ zY^3c*1@(*T+i452S^fQ58?V)4S)W{wyU9pY=B(U(bDX*m4fnKpdW&>qq-rx&aJBf= z!JyWaUX0ZxtDkGM^g%y0!%FXFt9`l4SUeqveWk17MdOBsYZ)8o<$=PZCV{dFg4t)! ze;gGY9bq5wU)&O~FXEGVf}LHRpw*Rf(a-(6p_BTkmS4v1bX@g>>huuCVg>DN?X;*v zB6n-@^@i|{7AxD8K1=hcdqWY20#B4N(>-K-&@^pvMACD=S3hDXU>DOQ)%&Ua9P4F< z^<5n=33kuY%y%>b)0?YZFK(=F_kFD%W4gZ_6CTS^=cXDq8dW$)V=2MlPRsb-j)z54 zlu`KTWPT&LD-m@~`qVz`8OujIMzcU$=8fR%oeTuy!|17N!^W2{*I;~2;MhJcuu|$m==6Bg? z|Fgd>1AMAYkJD%%@_Lx9;DSx&X2?l3JEvg(Fu8?#N)ml_r#O5lp+eYI$#u`KM*hjI zLg()nNFO}0Ae1373BNiU7xW^vtA>r*RpsPJ+Y|df#cj;m-ZxL2-v3H{_LJqKg6EW- zc6amkbB^zCQ^vD9UpU%t?T=rWxk5Wo*+?4eNjoFHnIyP_IqFb9fsxT8EiTk5?r1?D zSVgs)XXA5|ujErQm8s6cKFgI$99U+Rf$uTgA6sL+61l@BDM#={{`Qq?f!1p?86Owq zJUyyyPQ+>3iQS#N< z+kr=A<27jGY1jOcSWBgUay@J$Zwf_I6&KO_u<_1rqQmY|-50qpsk7*?ym7U>jP)Th zcf5CKk?c`~Vk5kh!L4^rW~OPMndt>z#bwJ`zTj?a$kblt`@1P>$Kj?@0s-tIwWmat zLsCrM8izlRS9cL^th>L|I^zT>9ji%`>~?rsjO=#MmRr{8zttqpO|nQFq^`Fgl{`f;i7%$vc^>f5am8sAhpAPz z0ww*+LFgulQYBn>gFIx3KI*bg{Z{VojT{f>F3~x|TW-|Nmkz4&-l^HFEhPjnw7_4z ze8y}?;yWc{XUdrLJ83)iP0x>OX1{U;Uc?Z5Q=n?n8MhCvxv1YCM<7%*w&2GvmeaZ+ zM*8^W3GItpAGbI!o8RP?xJw}C%=r>^A=}Tp>#U4!>$qyPuJ3%C-yI#s(ebt6L4gDxNXahodAtVR9x){I9 zK5?-S4&`sV{<3B11x`4G0CgA zF$vG8H0ql@Vrj;Lm)(Mown21v}F61ATx&)ggaL z>!MQm`1%h@b_ot&+?$=fT6DJll_Z3e9Jk^HbaJyu%>C-NIMSR;oLdKEq{OeH%81gz z)AY5!GKV|$&>vsV$U4|(7u8cHhgUIfpmYVfh>)^eLQmz?kwl*hpK(%u_hlgEy+}6+ zlY^Mlo%lkHZ*m!#57FPJPnx{^;o|6>_{DFk-icVE?<)P}vB(wX0%ITHZ_9_R5h7O4 z7bdOfBTUnYVe+h+;TSxi57! zSk}3$sfZ}4$%1|juf&^9xsF(SSGogUaVMKa#UFn!G$pxIdgr-B1XqavH;X|!Q--JI zt2&n`B`yW5I%8Ysrl`>BFmJ%oQ;62CE9TvmTZF%|D)HrS+fi(DoL*1Ac|TxiOg%x=ON> z;N$Ci%WFx=By(7Y}@7Eo|?$Dyi@^@?BoLPVzX<;mEOubR;v=n>h};n*5AE3kHAuFvb7 z0NJeX0H;u9Kc1AknU9GfnGqlgympELJu``lex)pK^|6^6$Xy@{BBp40HZE!SkrD*}u?5)lV#1T(+j?Kx)Gy zd!_F~Ebkpd^j>^twmDVQFsYOSM#rU*7ELni;ZLgh#h2C(1^CNE^Nb%WzEt0SX=5EY z*2nZN^FvaA48dN_4QYRu{n`5zV~Qz_)9uc6Lv>XcUTN(MES2^pukkCr)CMk^Fxsdxt1dmnCYj%u}{;%C>FW zwry9PvTfV8ZQHhO_IZO|>)qA2`+q(82HzkD85tQ7d*_aD`}#W>ShrP8*ZMTcapbAp zY33{7ovp>D_n?}+hPmtY$ByGHMUYM$fOt!s@vI!~bD#&nb1UlKP-bR^|0RWIWTvP8 zM+&bc8AH?p(|w}4$j&!`_ymR-fX~iqnrT#DJuilv%A3g`KiTwv+DSE%>`Z%)L_CvRumXT zWB0w<`u+gw$1T{mopqz2a*Lw_`EVL^mxv4N19&b=lg#{$=^t`FNk32?mew z19>n&yU_S{z3^)De11FF;fqF1sh_w)!5oiQh02cwS|&z-{^*JZ#KUe~DIAWXmsA(k zqKI284qnO6F7lZe3g(I1X=;RXOIyWU%fc1~GUm+UV11878gJBp$T_!S*UkSIah!^l{+$z59QYewIwN$X!ti&)MT`AV|KINnkJWolkJ&uQ1zA}Y^ z1u;zIX}T!qsZ4y_bI3avNxmCkz6lkHm`_7btWpN!(=W7Xrzj<|gR-=#&pZIHvK*b$ z>6^06H+^SxE+WG>3XH2^4wrxxu?qT4)8pXPPILwL>2?V{E0Hc^WxLlSvlvM$Y7TQd zTHoyL`y=G6C*9YQvD}6g>?>NjxDC-}yAypacpj-i|*7XjW}P+x=1Xso_?Et<`QrGeOqM zv8HBA1p{xzIBJG-6xE?G9bN@v@}We)JPFw8E1QM%Pq**)rcdSn&=d?7gaf<}*hf*j zmqI38_)yB$)N*hgSI%^27Ssn`Tc}4vDLxb~n?BSHV^3j=OF0f#$%1U)u^de+WZ&7r zv9f^OvBe-WSk856OGc5HmU<+k4s5arnB}>=FEesuT%@pfBR`4ObpG9t&S~XXZhTZQ zdhfIKfj=~M2pWUtmR;A6e}j_EYFCVLg2DwyTEZOjyJwt-B*GWPgu;erUsFrLZYo7& z+Pl%w!`&1|9F1l%3kJRY)Y6I7j>NmD*%2-q-RW$sRz7L`Lh(#A`6uy6_uSJr#tYNW zPCurTl~HEqlEI@d8K-_m$=8fu;4+!ndTPAuc|*gZiSMqzaIJc2o##X(oK?BNxEHrK zEH=0YMP+`}k=d%uQFU2DqxE8E9k$2)YNv|-q=%g1gRaz4L+F9h`%qYP-JW(7)bE4!9`Ei1PGU<9A zkAo)+^`KGQ^9E0-#Y0$oNKQG9UiQj;jaMFzF_2FhttU|* z+IF(mfsn^omu`G{lay+o)O%g>P#5@!gcu3E%WYt51O#AVWjJ@tK!QY=)_lLQngYVA zJVeTYI;j)UO3q_@N#MqdT_RxsUHUtH%OBnCRzS6G8gb^jmG`kgT*PIT@k|~>`tgOu zA2BU{K`v{Ur}IV8t#{3WS=BVKp!{ulAGYBwT(%vca5VQ$6?xaTu= z+(n$|w!zFS7>1i56>6Dkoh^z##cP(G-bM#xOeay*-%ex^os;z0N?Y^jFioLddKTIS zx!i&C)+rCHALWBLU%|zoXEfKhovc8LJ|xyJ7P%iLDN#iMQ6SqOMD-xozV#;o3I|+EhHuRSjw5Mso_Q%y5kWYIQVL!>xHnstN?JVO4?s<}lFJ6NG%0#_;&5BJJ<$Y; z#W8PEI;+BmM!bUgf`Su}gp_zS=ip4AR?4%UgM%joi+ex|Xk~5{a6*E0_mG^Xn-#!V z{geg6R8*cavOKdT@?p&*VE}`ilipT3FtA~J;=2gcVv~VZE0%W6B950GdC=;Y5?8Ng~+uZdDKdys*&k|^8}z1FgatR za&HL|f1=Qsqw%+8M|SPLSW?J9N}5BODZDDMu&TvVrHb!PSN)&Bk|~%proJYG_JKl9 zmY2y3>ucg2U8`&Ir^VxKgA~)3>+Ol!9_z_{_Dfq%6@aS12Wq8Lh=zYmsGVV zRI?i;D~yna+R9C5yUx$Dx`U!Mr4pvDq(G~-5(^=O1%L1w?9!KMs z`SkE&Z<{BZzx1rPZ5a6i_&&M-uuK%XP|17_qS55A1$VR>=!1-N@hVvzHBv zk6#)q_{Nmj#kLiTfP@|oj)VR-THnC53`tsCZgPQ?yfHqL)8)Ui>{pq6It+Dy1*DNh zV4#b^@zmihwloHFqzM{pj;q|&g-y5;sn_DE@Sz(f8Y;_Y1EOny)%zd;9Epb5&1=iG z7N&393u;|+aq{K1DdsL0>^B9RZmz3Mnr<(>$ID@iGPT~OiIPPtr0P7h!$P`fnqR|u z$+Tg_iuCC2ix!NeHW)0@7iQwxNP)kbUJLj@Mt{zX z6jt1n^rf?oxlf#Ecpz1OoZ>lEKOlu1poJmWON^BI4;JKe%Cc(q%_Ky?XC`*wy`f2> z8Ehkrlu3T=Whs)n&th0&&Lb*E&{H0%!o5Fo9cD1@LLc~nb7-eyt+0u7-KUhltVM*` z1PI$8{D9(_dKISwJs3{SlW%oF5e2xY{=0U|bUVrk7~Xs%$qQwnc}teC<1@e>DA|-?hiyZRx+&dhGa55= z>O*AYl~sJOcS?G@xc!@0%PVc?8R}%Fa+b$+Sy2XQ!aSbmwI%k%5oMK5DaT@?{~Bk` zh@!<)BkmHH)u3dL*_O5wA+0JMw(rJiEckKYNxP@^UMLs|Q=Ena?FE0Ls0(x@I?PIh zx&%*8>KUdY#{ywaHxI`z(8&j*Eoc^}0mR^j5PWw*K5!o;PQ;b;$WLv_eXg^HF7uC8E6qK}~iO3s9)9?rdS@zCuj zMm!X*?k{WyPmEC$>+yOp6CwAG)2id z1Zo(#4~)(vwUGQdtGhtKUD>7A`s0&{RTsCDy+kVl^I4`($LPo7Q^yaRE62Cw+EsYA z$LC3$>qmuX*k~`8`aZjHJABzI_UdN)v$B!h2HoiBwAr-SLUFfE5#WoxZg*aJd6qFl zp^fp0sdB7#zSO8z(D)swI=(H&x-;~*&F|r5MtYq-6!z#F>YhtV4E6I$2L3u}5>j*{ zZ{)O13`xk>d%Ir8n>cbwP_LJA6lyAMhLbDnsnArmofkYFtVOzM;3_Rbt8?AY3)D@% zJhkEkGwR6j%^Bn>+#i(m)&jPGmC7SsJ&SY2+oZn6#npr4V3FC?N+3LY?i};_}sTSmfh+KJnmdiFN*kz+wKM-WV~`)Blse(UgqAYD4&2 z{XMe#d5ryiWb_Lanh5OqxR(z$f?F;A2>Vianf>r4#HenRaEZE!iE+EG0T)_9^+CQ8 zOopZ z>L&{k<0nEr@#6l%x~*Y=enJ)Z?5Y@p)&+TCW`VY6xW@4EgTyCUg#dU`rG4yuZ9ml- z(z^8N`-H2D+Sk~*#&OPK`MC%+3VKt#0^k__=k0s{fvIZyV{r$|=89(X0}V=TT7!dl zf#^-4O`Y6O$s)fqjh`H};&8t0cla8GwN&Bh8pw?nu9`cur}@LpfRbnNgskFK0?pk* zb=eug!{?0odsP|~TU;;`VYT=qU?l89N@*hA_t)Ly!CqJ77Vr1TyMTVOo`4!bvoNCg zdrIwN zdzZp;4$C9*#I|R$O{Xo5xX=fjT;+1^XZw6|K0H=Ry%ST@$0^L+Et*n4Di9f2Wx%I_ zAy$Ioi^5YT8RRA9XIF~s2|j5~hz3U^A@G*Gl14{4o71zyf*K0s(rR>JT=W#rd=HYi z&#WmRO$$B@JxYe(*pM<#J*k>^?B^l%rQXaAh+j-tfk>+qQSmU(LI)JA(?avaIJfHc zW7p=WDH@3g4QbisHz}x5>BgK`h6TTtGMgU}rJtq$f|+6)OLO5tOdo(xt-wFMU;fgA zQe6X`pGXH)YIJ@_V@H;{zt8im|Z!;!EmTfU5Bq(K=)50bT7Kn;qu3@qmCxJMT`TgC8Z-Mv7K^BtKZXysODejE@4uyfq zrcS9HPuRti@E?fZ1%GC;q6jo<_8t7p{C5*Rm#yFu<}O%NudHL8Lf=u!Wny0mV;jXv z@lGP9QUQSJl=o_aWw7c01SPkRI3|xFun9lw8QY)!c|AISp)N4DKTIHCxgle|FC7|9K>GDtRmqH(iMe=(wX_}@ zC$40$qyMRP!uVP$)mgyE^EfgL&y(f#icr&|zMe3fr=21g6~O_S+SIg{&JMnYCA_@x zxHu{iB!{koX3?b2o<>$lF)x{=ru;Vo*#MbU;*|w4%wbv%&{<_k{t91~j&Xw2YGsg) z;apv1ZDAeJZ-V$p5P@TmQzWfqfvS4)$uyw86;5>WL^m>7_eyHMbce-~fP+|tV>%86 zqia7wqXG7ZDA2n>#ih%@_i{RvjE6Tp3XB6+&s2AClfG6D^2XydG@aRWw^?Ud0n6^C zB+8Qm`yWuJ?{qtgBSQ{7V>^%%B7xa;@?Z@kb|$7GL^TU#bDU&_G8ky{gBK>F{o5?1 z_fPWWD)^*&{pgQ`Wp0l;0iPgz<%7hU@QWOzEQmWYSw<3Ji2_3sX)ES&Jy5YrJLu(( zv8w60g;X4>@K>MQ^9*JDkaCb#CUd#7P~0Bx+mzVy8_|=QFnz8YnoRm%M~~QqJC?#m zHuMVwA`;ck{foR=ArFk+@&tcQdV`i@SZkDu6+|X#v4kax#3a(xJ)8}xDuFHMmM zu~SMDNvQggdolU2LUA7-f}f5Yf_KKDMx!h+{Uj}xumJE)p14FU>1Yti?~$0W4aJ)( z;e0j6l5I(3FVb_i+|#XgJm)}6uJc|;|AQhN^Oy2!j}|1Jgi-d@7}SG%$5p-Ppy^oG z;9eJ2RZOAZEx&5e$D-IsiCkuw_s4oUl2S5DKhYKTv27@JV`{CjsJ>9E42u9wSxllM zKyAokJ~G9-rhBX|n2q+T7qjfzc1nW*W>xhg!0IfRy@?3St=qeVu_9t)-`w-n9wB|z z<>G*J&-roIW*(ZwpI{jTlrD6^McOU@y)Re7I5N#cAe+ouF(bo8c{A;(^>~Os{Tg4S zkpQrW>sBb=AzkHAJN5xgceA3FL5rI0W(5glzQNe9=-y!B;LmN{NEVe!3uh@jZf$Rd z9RdWT5GUX~9n(bDI_YG!2SP46^T({zxv7ab8(#WF1r15bMm{r4a$p(+Gd&6jcuy1b zMA@F^idt@*VxiVzrX@I>r^X5g4f~Jd63)_~!kn`%w?xwUHTTT|Y+O0-PNOQ8P=(#h zbDdR@meX5V@UP217C7^-K_i7?MMFj~miaFC^nV8Fv!$a>vK_35pSHqQ;J0(2dmZsS zN)9@ideW>eRNXI6x(e%>t-LP$lIh)G63DIFy!x$7vh$^vT%#V5^_l7N+;%6P=sGLn z4w6(2K`z$go*!%#tfTGICtDqw)++qh4wb(rc|Y@2-H(+c03UJD6lsqQsAso*)wEn^ z`ruk@e}>=P!r@-5e!N$jNYi2;xH(AU83A}&I$jN=ER4f5k!2s1=xY@YW1%U|k-CX= z*(7T}-jF@>iiN|EKoH!;W@P1?&HjuL3iqsTRyjHT~t~~@O z4aFZhGzZ{!7?%wh->pPD$nI*z%Iay()2xdeP>QA=T~$;Z-6b!{A2Osibl6#lAS!E? zu52Ils;D+c5Ymc00}wwNj!5dvH?*#4a*g;wd1^gxYqO`*UTU^*s?s+-`)sv#Njf@v z((=={5EV=ksH}$&;6t_>s>RlvRW?d`+7>?_q*slAo4;;w&S%efxNlHU9YV+-n6|_% zM3b-51ZK3ko$3Nqo1Qkton$2-iab^`!QrUDe`D%A4Y0SXeleK4Z8X$w$lw_WrjGES zw06daHNKpbn#SE3tX^87VH()6#4llGl{8hhUp2E)Nzzko^ikDx{R!f4u=!Qw3>Q!H zbh0uvpcZY-I)YKqF@T-lj;c<9YCpzid7W;FF{Msj(3ZSrn1G4@pzKOD*@ffV6vHA# zKMKVOH<^+?dfWy>-TRD9V#_vjmD9sFeSbpSm(4#t zi?h#f3&la4+aJ%jZ*Kd`*nP2L8nSkYJ~v>VpEgLnkmg8uJeG*3a(s@?aOSs7qPrL|8>T=T-xll=L`S1meu^0$_8xDC#{*n4E{u9CHVc>h60haooW3JSe|vM*Jx*{>JpoEBWbI>cjRT} z>tdvu%=yOi!P&FwWJK^C2Wk zQH(RIVrO1z@7v?oOXsL8wQ({L83aEdL>vQ%H5DiZ*@%u2`7b_tu|Gs+`s9aQ#Gwx= zxA}ZpF=3QcR8cP0hlqnusdD`N>Vp(m@LChBl6Bxo*dWqlAXD&Jp}!@^frr>QI|mU1 z&*{&}55<+_PICi`1;B}?tLWot_xWQiwwSq7lEJrHbg@HC)JS&Y#aqg{1qg zbl?_N_wjNZvE7!3@*U=tFyccN^`hE19IgKS0q&L;{jYodKk>CptpD8WL|Ms!|2Wa# z`@S-iC}Zkch3wCFkiSL~)IPOzF|!_veg^LQmGs|P9aN3C6PMGTj0xtQo7K(L*TSEd z8xFEvY|GX6PBygNME1FgSA=QdY6W(t1Jx*J!%!eLvLhiWp;%<~1;nUjk@wA&^`RWW_4)hzpa<~XpzalPvt-y}l zSKJ=hx1mRqijzF>P4Iyw7Kaw$2ca)u(}N124g^wJz-oYE;(}=$=zy*7;);n6GC`aN zL!Mhe)rVrtBGdDXO;d$t(bsX9>O0FN_ntrv>Rj_*28sV}2EZ6h-5ttZk6dCW<a=O!Q%<$guZ7Q$0<1}s#03m=Vmfsdn#80{V{$Zq1(mzuHh&g!VvD)QF@Dcl z1_@(xjQNwwNbT3QpS|$#(D%m0{r*?2nf}KBRLq77=le&%>AFoPN;hv{KCs!p`Qm?x zgcGVd|6!J?)eBnPwMW^xV z&st7B;gawTmnS(Tmm@DFCo9hiObp&$Fee+LbG+R>SA|H*Z2C_drf7kLHxC0R&JZcy zjut}>X%O^SElVqTKge(w<=nxx3mqxlP~KaaLj#^Jp|-Fs)gKTkv%d(XRVv&v13T-h z`kN@nXVIqEi6)%9R1Dg%a+DF%&wFkhgRDms-&#&fjvN?iWEFp_#?_0#7S4-Vz$mDd z@nKSmKZv;iYxp_LVtz0|JYhpVF;O0tru=DMHRa>H1U3(|MFlaA1~K-4WxzL^Lq*w@ z<;>jY!!3#36?>3ko3E4+#T61IDmQU12g5jqqz=YK#rMGP3*e^#!^MUy$EjzLvyM&s zVbdcO@oQ6;~2;ZZAkw`b$Brrw)kA6}BZvJ-VL%8%N0#QAyJ&E5Jh5AY}I&+sVS|kD>0tHcoqQLax*UGTA~U zxG`!p_WTpkxe%yq7SVYi>fdj11PJ#6F@KYAHtv}RBA1&}j4A1X%4a&a?~P}UZ`a=U z)e6?5GRsy&)ff*r0v)0tbMkF#T`mk?DVn4Q&57k8@Mu|A`H|9kTQzG?MZk1t>zR zO_UHDS20(>g=4EQi$sHuvn{$)VsKcYw?kue36K*Wnv`ewTxwHTPO}okRL}4F?ENUV z3ZQpDfrmEnKljmT_*AZwpS7?AmC-34zHUF;SxzHL*i)7x*YPv7CloS#dXjx7CH!hq z)h$yEuB%JsOR*<_d~TQyFVj5w&jgPsJHriKC}u_NeU}O>--Yhzjw7&10c2!QIW)!R zt*EP5!*dMI1Nbq)%6vL76%cY^zCR(;pG}q%zG*lEDG>x*;qlIUPvR2dDCP%E>4c2) z!AkMXg|s!!QsrWlHB9#sWRmSf#)T+h^@U23>9Gtuqe^$H^K9WOM6Uzud-|W9p9wKF zzfrnHEE+Lv-@d@BZekbyZNL8~M3X(rp2U5aX8DN7Hx1>-*PP+08pw#~04a$%{p&x3~Lb zm-&8lh%QgC8PuIg(-&LzzW&0M2V;hGWSUNL)5yZBz71~rH?>cj&Idb-y;Vn7o4dBn zLeiBx`t|{V3u%J%@xx;~c1OGIzJ2LAo5~iCjLF&&BWuIRgegy$_QTE>yxMbf#gEFt z)18;SJJ-axSGHN&XvA{ZCWm|+F$Hd}zcZ+jIw^&EOQ2Rh{{1Wv)GSoHVb=AQVEYRn zH?;nhu$pFC)vXdYLn86xD90#89NCFDc-&0HsOb&=1IZ!sS330Yg zV2QFb7qrXdo_kwr=(H!oa}^AeE-X6A^s;P z54N%BU!WcPb+DTcZeWP+S&-aeX~sKUlcOij<7=)llJNH9Roh`{%G@4TVuyFX2)`7| z;19*0@MS0c-^FMA-^u5F6JWu(fKP}|k&VnN&3v@LC!Ohhrib3SqEqOTicK;7R@9eV z?i_nzzwES=x_)S*^1$pXEJe-MMpaF~jlMkk z?AS`1av!2kRnskZpZ4Xg5FX%%h@2Ly1~2y&Z^LD4nB_`m-%Rg;J&$>p=B-16X^Yha zQ^yOxvABrJPHhi1G?SfrwrBJQa81Xvt0->j3m5PinU6-nm0|4F1r};~@)~Vdf5y~o zds^|@tlZco_`Ufvs7e;_TLYfTz@fKVL^!E0Tixj9t!@sBh@*(SOh*i2G0A*Td67iK zBOywnzAy*EutJcza56!tQb{pw2Kv}Upcf?$-`g@S{P<`cccH;JhZL#^rPv~<1~9^$ zM1T%Z1?h3ESj4R)c8a|KXv=(*Y$5w2voeA469x!`VBaNnIC1ftai|)%PD$4_8MW#bM1I}+W>s{k-sM6 za#6?Ruc!>8S8tM@T(3&In%Jhw%n}Fnf6m+S=}+T{1c}G{yz#XYRZ}u9YL5#Ptq_L! zZO%zd{p;NZG!|Nm6QwqER3?(~P5ChjvVVUzb*2~`(I+z^$Ka!#7rSx(BW~_UWaseS zYrQT}%uL?X108>EQdylh7~x%_Dcwk&PwbUj9j?GTcBo?!&CT9ZSH=HoF^Otg_{#OX zgP!%2KPnK+{rU=BN5%{?z#L>%M4Mprl*u9fsyGfj_prxtnErA;d}o-0osxvTh&&SXjv^3?%pO$yfy?5wX*L!$Riy zaip9ia>RB!r@hk1GTM<(8&&j`8B@-ot@X0b?z3+D>ftQ^lODSDRx;infVz^b@_)0# z|0JVgWcufw{a>zgi7p(aq6x3R1liy2+id08c()G83|Z!V+LCiDhKDNmN_>*Nx#_u8 zIVrgYGwIDLp~O_%oDh{4(T>S~DOMuG!DA{-8k}~i``F~NX{CCx(oTAe+s)fOo->lN zB_n?1IpI(`lck3H9E4XFtYP-TDjhkab-Z-NAg4R7Qb%Nu?#L^8F`;K;b+=ghn_KEH z|ZlSo`EW!PXy9 z`CK-Mf6zF|hu3UK6DTt)!^h&V%59h%$#5vxLpXX(5cGTl%D(gA&n1LD8g<1M%lJm zLwtJee{%4+j-{kvq$ix!p=N~*Th`(UaDKkM~VBCgS?HKg9h!Mhw z00%_9eJuK37aPUgzDNKTcr_=X8vTM|Mr0-0W zoD9lk63}ZxCBo!8*`@1D(haQ3WzeHkrKF_gFICF(;|);C>cYj2OoW3)%9hFY7t1ir z)5RB%FMU@Q0!B2mZ<2*H(m7J~v ztN}#itj?UuzFiDfqMueZM)}~!iDMQKo_UxTJ(m2T2j&C^g)7Hk+u^bawD zZ9{0KxE-D?8ZcwST+QmHMIzZbXt@yDqRhY`rJ+}~CyMr^;4u{I<8VQ(lI-jF6*|c6 zNx^brP@$gf0L z0o_K}v2baU1-r+Gm)SP^O72<5LI6}oM4@0vjMUGgAIxBPj)k_fB? zQIfLgbB=M&{+XmaevV-$u)BIH zmhbnQh@*=G7K2LiuEMgSf{ukKv2k`x*1dz`SvEtpy=6UVBymDvO&d~k=kKX~$aPW7IjP($R zf)nx89GEt~13t&%>Sp*L|hz{SGLfl3Rqwm4|*)xHrc}8QSD& ztGzVDfS#i_vjXD9P$NT4`yxWP5=Ojid)$_w`egUm+H1iZ>-%=N>%R!wA#*zK zbOiZTfJqgR+i_G#HG{aD`rA1faQ8^zuY&Al{jZ@cVh2Fd{?Ph4fr*HGixrnM4}oIB z3g|Z!4s`dlLE^23i$Q0lY9mLDqKrj}PWMOn+N7qv@ki;`s&U2=koyClR+T?h`;H)XV6 zc7fXYIw5q>iSE!DQzt0;9@R8U301!&DAv#m$PicX0*OBeX}1_Z<~kNSG8eaH&3Ipo z$(jKzZB`;|O#SfqIv$~soV<=LPP?J_+KOp?F72j^xaa83XLigv^Rw|zmds$)m$f^C(?1t8$Wk_ACpLnsn+;F1s$i6OG&843*jZ!tYHVK0O=_mnH z(5C9Jzx%b~8ggSv+4T{Xg4#Zj0~E(8c1s5xg78xMrJuug76ToYfKKb7;gW2pU)Dfk z3cM2cnvb4lu0dS$zENVa{wix;+X^`?XzcSeoO%RFPJ=3%exgAO@?)M&aE|kR>Ao=C zwYtdeEN8RPxmH#0cW@oN#IRm}ewC9JZ1p7nP?4ua`k{?y*w)b4b+M~f-^c0#9rVEG z1jYyyh1?ds6<1JYkxfMawPX8cC{YMqTyknH-Nc<_3O1?DmIK-EwjS;Ty1l^RusJBN ziUQD^6F!LvA>EwmFr>}v`r0ek&Q{T*9yFzIOppncTT}ulytvWnALo;@JEZ0ssi{4y zS*f27wbhIBvv^yYocGgA(T=p=As%0OH!Ap_?z$!~860!2bbWA8x`WYEUvWHM-)?RA z{Wu&D0OGU4seH)(5HFOR%oxP1(LBn+Zw8)zsFingxP890gpWz^lz;ZB&^VtiSb}(Wis8H(Fggsy zHE3Rb(!Y6K%RbbGRlQbla(=xL^vgJx^cjLR(}oxq24jceV~ttVUxPsge975^oA4ux zk}NVX(ue&v4TMmO84Jef_9Hav1lN&|pxY4AU9R}^3+$M>Q}j4KD8e*; z&FH%8hz{7q>mbM-8?xF+XCMzsV9&PaydUlx5IMVPG{nD)>sdtWO)FHAoK9nTh_r>? zx^8te=x%4h^KLJz-M~@@w`4|TSf)|p>8v=h)vy(63>J_5n2IwpTbVlk@ZF%%7Cw3b z<*Ic`lteulvZAXyag+8VXQVc}GJLf#EaqU{k?XGKUBuLva7C=y%MMbtA@^MJTZIHO zVNa-XDJAK|KAq#TG9^HKzl^Q@=hsI=)~|JPHEoH)r)uEgocMuCWcH( zhCPEk_)>VNKOXJfAS=tiA>7tMCHaVb`;s4EyALWreS&wZ{DHeC&=TN-d$wzkN8>j) zG5);N9$r~7c<$wEFkmgaG_z)!2^%HE5`1{cu;jL2qJu6)T4iYDB-dx*#PGZ969wz< z>UPwyRp5>xOIuXVAd%psB$D}TQfg(3N`({xc083$JU})@HEf+ey$ycz?2sC|Dc--z zl2#`?ynmUvQWXYRzXQ?9e1Nfk3(BM8{iSBVD-CKOxE6SfzfTlj0m(zWADS$d>x1O%mM#-YkA77b5wFF;9)MB6Y{ch~j;W!o(t5u3) z+)Rv`4{59@%uc*>#>irG+`=pXvjpng`4}JlQ;I6O+@|m8GNpU_!l{XFFk(n1&(3ue zxC5rE6ue#a!&&r0j@l!0&}O2cGa&#qmeDa+aZ}A`y(f#=td0d71>Ggyn1aEMpfSp7 zidE&(#Mw!uSnt=@y;ZB5r!o@HC~iLIxP^>L?w9KZNXpl!4c^)MEl=8CumV$cZ?e7j z`w!1Snbp&4vQYka|ITvQ`m1s`bJsLe$(|NX!1Q#l25@~UTC9^}>!L`;%+0sY3f#P9 zS#dhG6-QRV@YxWoVi-o>yJ-!oiAH4dr#z&)r%UG)iCM*#$RVBP73#8<*%+l$l@oG7 z=Y51q-Up@&E*K7(AYFl7-HVj9O?f#N;oYx@P)%H{3m z5AAbIlB2Uf>01Zu!3qmxX3XghNAG<0Ho>W`XGrz-wm$6LLcFTa0_P*NI^0Z8>@#PV z^nmG4vAN&GZ=a#>dc5a`O&_1<93ZfFozGtfYkskF$ih>1U1Jz%iF2bjr2(&ku$)sc z_c2m1=%K)1p5XkqyVG4XDO=ZMO&!?JettO=ltGkx>w8Whzut5~okPF=1?*t@p9oBb zfAE)$~{*~T#h z^@v;cFxUN)W|2koTIqxHg@b(V1bQe2Vaedok+ldWdM3$9^U7Rm>K>|moqTGpZ7#QD z)bzN-B-vs3;#ADW`NqnKio-%aX8C7pOl3wSB=5hAeVtspJZgGgylR48K>@|X&q3*}jvfN{c?9(sOz zV+WgW)|5M*h?O!%E4l=~4d0dLExm%FV*D|$C9?uS4H(i7SjEE(7=8sh4G^HoNz)yz z&DXBXjE_xxbiq_r8QX{m7xs`)m|tvJbmz!Q=PTKOTDFtXkIHJU3v%)R%1YxiwU-&P zC?R#A%9=smkWg9JwBQICE5ZR9fObNdVIL0^hjfyu)6UJp?g>^=$tKsg0#X#?Toni| z88QgY?r@Wb#MVu0)wn}Il+0#_471Ss z%nVXzzr%P~FfpZ0&%&=pIa|V(MPtaH(jg@J6kR_Fri!L*O41vzHKu9ku6N0M&bKM72K&PB#uKBHjd#pSw|h2& zl&t|7(MC2H0Q<_e&IU_aIx15?DTZf!Y@p1c)Rp559>RNn%wz0b5EpNqngAC_2HUOJ zk<1P@e5~EJ10=q-=Cj-%Iz^G#F6?@I%S*Nxx_1pNu zalK)a4yhUV{G-Wl&@=h1*L|uMXbP>V^^0vqs-NkT>r~x2l1r_#-aN_KV|d?b`NqQ1 z*4&&|2V_|huPMv?sxJFG@o$l2*O*UYyePrIA^8Z89oTSpl3Ucvh>2noIgs+R7cPZOdaGqOnP)$o3qvFgYtwm2lgp+h zBvXY)wo%<0N#GWE9InGYpY;^@TQtH~U?5Ka+>Hrnh|34bLVuAw6tq+d-B2V0hOX^S z$8z*t6ByI-MPUx<57EeVh)dWNJ--zI>MwZKBNgGtBCgZwB0aEgfWX0kLwXnYfUS2K zevhz-@}L-)LHzvkN2+h*gJt7IIRIUC(0OHT&Kb&fiIW^&=sCgGc;Ui$ph0ly7cj;5Fj%!JR3FVRdWq$|L1N?zf9);xu1Eo#nHf0>8g*A) zu>w(; zv1RS|tFIF*tTD@+tVgiUIK*rF$T45{mN1hA`hIjM+Z=uO)qv& z;yfG6midr8-!lAAXo{4g`J-yNFAfj>l&3&AHyN(qc*{RkJ;ga}P+bK- zkT8a9_E)}k9?F>w6w#QxrEflR(2O2a+6I26S%kXlbWg#cI6H%i1-`-(4;Q>VJqDgt z$Da!kywa-QEmoSU+9vuN<xWz0^#T6=UaqF16JxfWhWSf327y-0GIF@y zm)uXlYWn36qvlhw8%yYPu>(%*nRh69k@3MWLT_E&9yKj_(-#-!ESLe>(%r%DS3J7f zf?4*ho%%|z%n!PCXj6Fq7AO8Evg)72$A5y5o}QeZl7*g`nH>lK90gF;zb*Y=VE+H# z5X8*P_>VRVQE8BB$g0gF71kZlNz&sYSM%k`_^o+^#4=j>`JwdT;o)RaRQ`UW-5mh_ zQ7|p$M&QP}iNfaULS*s<_P^5ysl#MYM@o@a22<%vZW(O1t(i#DCRuNuUgo5gx5_=Q z*?&BzZ=57c{{WMR2^rK`wQ0JQ+OBRy!^-SwenpjN4a)DE8I6Zw6W=4sGxK5pMhSr# zbSa*PE(ZQ+-a9Bbq$vOk9v4weB%1Dj{dOyDomdS1WUXIbTz1>9K2r{v*Fv zhcI_Q`u7*8XvO|Ofq>E>BZZ!&pRJQ$4+YC4FTMl{5^}DCdWT1pg}s|vq=ouzv0v>e zKvF<}1PTs(E>w6}SSquzgp}3p;caOzdB#}kDY>RDOnA0I=ZyXx)Cx1~#J29~W&66j zgOos|g`->II4}M%tDEKHA@BR+6oRl06?1rf-gZ8T98#HhA~17Wxq6%3r#HkRLELm&|q z$$QB^j7~$d-YO4OGW3+G=lb*dSSW(Xp2$CjU1RT#7or2&yRq)Jw1~Yj@T|j<9=r{x zB(rQisw5SX;vyTXx7_Ao9qyGEANayTV*i26d66^bJ4cT34C{njkofXq6LXIxXr>h5 zvQLoq6nT}IC;9{>$W0GS>l|-CR1aFG5WJ&BDppLv-&i8xT1!9(5H+AoP@lr{m1C&v zF&AX1qg@wD&TS|nXTGrvhj$KZehX}XlQ7VD`7}vf6qz<{z4;*uedG`E766|>ra|dg zSCv<7vUCP)HRyYFv{`h5iV3@VDf6S)v{l-{^{(Z*y z?{$x&_Z65S?aqUqK=8;fB^cS`h3ONoJIGtj7_+cQV_gKsPz9$9O{mFJroc(eItAtI z7Z#jQu34a(d96Mm?hs=m=#fmQJ7_UlqtX#kzQ5M~T7GPh`fMHwDOKnBdPfT{{K#it z$7SXpGxC`;*52E;fF`EzH~&3vzFD34zhdvM0mcT@#I-Fy=l(rjljS*xcnyLhA>6|j z^S$2x>|DZr)KUz=p_SL^&nF_i#U>pNx+*jq=~KqX4t6It6Z3i6uFm)k0y&>!{>PF& zg#zDUA4m6|;T2ki1al*D=mmwV=4vhO-L*XVqZN3^l;sv?R|P5<^7dQwpuL%&er;dAb5AOVB)`LDBGq=L7_Vg#`rWgz@p`=J4?x2wy8)k0g4D5Vk%Xb7{f- zOAcE0T55XRA>QnGker&Uiq#rUe>a*{`RWx%Q|Q;MPa221UyC-v`%c!+a_)t)|J&SJVJL$o|n2R{=kIT?RP?KN)kT{po{EO3a8 zG&xQ{HG+`4_EMf!1Stclm}=2+m!w6^YF%kVUuj{Yf<;99jSO#~cpgMuSKO@b@;QIZ z%XIuptu_K3rqBWg7r{jnK7L}JI?&~6)Mb`;A?r-P{VJW4)3v2z6NH=tbQ%FctG zDM)n)ek@|r2*8A(*h#;cPiWwy<^2@kuz8Idz@TToi!>$|dF^nxt+3PmWGv|l4q0+K z^-CN-`avywWMQ;n0X&LHO6s8GCOBNp&+tke5B@5bmq4{&YkYl9GcdS-QDfPtETc_N zL&@{K$n@u)Kgqrb8xJkKNE(4$cxL?VRZ6(%UA78yrH9 zd|&SXvIfPuKi2DcROY-1yys%6YU;UZc^NbAZTSpVmVhGbmb^rMj(CIims-Y!TvoG{ z)mB=;$92p;Q~l~o-i{sOD*N~44Z5q+5KZ=NxFRiE4}L>s4m_ir1~jR{!<*V*Z)&>GFcXuDF(-(?RwUDWjE z(;-*>+}?PmILO=XEG6mSo2(u6Fv^i0SEsnonil96axA}DRoG=LoW#_uP4xAxz2PH8 zDX2M$$(OlK^hVhptt~0vA8+(q%}5cO1z5!ke{}5P;iof~HK?`sXZ)bG|(WH6Npd|*qjz-?&B;SEh;9xNK7mCgV_0AN{TKkWwt8VcX zliI^66M{5e@jAXgz?1tI9j9R9p!P(YSK*O$VPlJ;z9%*`KB5U~Kuo&iyofCGKl{(} zyxO1#WoSuFL9PDzF27%$%(wUuGzWGFPe?!&6v@V%6kt{drSHHBa)d~_kK|d}lVYCD zf?b-0xV0m9y^h9wlH6aD+$X1ajz+hhD=K5JNlw~dG!cRGk#&DyerfCmk#a!BRE2BU z8h2SKvRXE!EcHKpS+`GEg>@N>$90kje7Ght2XfzgT09CgVhme(+CP7r5onGuHsbzi zZmuq=45mjv+K_jk%7fR6dJOK(W~diBZ~Oe_pX&CrFTi_=3&Q;YP}!9Seqww&%^AQ? zFWO3!laH4W{q3Cms7$f%F(Kn{UCIpa7d)gNab(=8IpYS$*&S#A%1N{N?gYYtR2;)#0w!u|u2eizFycIH=&c*+~}$8Dr5u{t#G` z&L5b(?zzn$S#z-KOWN||BK?=~c6Z%a&GU=!&-Kj-@)WjZ-`lR`7vcd0b{|TF2kxGD z%@GA0IT!neR&&3yUrZqsV3_03!kGLdAQKT|PUL0cw{6xO*yHYF$61A zC4gsX>i5W2(tSzV_SI6!W@z>6v{CE$@~ak#MZ6QW0mu|nSgKz$zxn}uHw?O1xmn?M zRqm#5JJqjvP0h)df~B;A(+?S@b+mU=MkUV8FA(d5q*|9CF8&7mZbM|u)}YW;VU)w*kjQKBw|v$dpT_s0oC>v5UT5B*I2#5E=-mi@o9Fx#8R3Sf)X| zVcsGe1}Qx0Nw+#kI-LKinz|1~?RaOC+h zJ|D9;@32nYWj(8x&g1oDn183y5=U8#m!@92k(2BBZdT>eJTE8cHLci|`p36)e2W$% z2L_loSglid&qb=-QF~}Y#g0V=w0_`edoEr?poc-)SC|kacyr*t-pnVrGlax6w4DHZ zqD4#fkp9x`nj$4n)$c#Riv!D92!}N!C}_#=9L;3GfnQuh3@bs3dyf{nIzt`#9_Ksz z+D|Hu5%SYJsV|jN$RohOovxSa^I*$cppxrJ?(#fcVUHL1kRL4FKRQ-SUAPU}^deui ztV(Ac=!H(+r{^eKrzZU?LS&OWxf%BkL-l%7P4ceqUa8$VfAac>&6$_u_1oha|A z&6GQGf@7NFxIw^AdEL43bfO_2{7`vC&y8cc(#&>o$A&=QOft1~c2=KyOTtlmwYuyr zKdcZ_p;g;wvW6ucu;b*#DOC(eX6T@qH{1QSA;nl`d34ZmvM-I!BoI$KBj#(mZdDq+ zf2RT>Q)T|9t=;9VrhI@u}<4{1IHruiu*x0^F?h*Ze<-k5KApW8|aM)~YIm@Ledx1-9BySEPf-YJ={^afcm~E1l*X6}o zWX^g-Je^zHLkm}R4ziq5B8(=qW<*!l_Cm+UPmmx~a^KT(ug~?~vV-yD1lmx-&^$Qs z6Q0VOk4Dxw5@W3{)@r+8+}=@yb2^pjvDN7WIonauWJBS8iC)-6jfi|5;y0MJV??JG zvZbB2#pGe51jVFqy5TMRS~KT|gE3_B-{mmag_hH)o@chDnozGxS)3i3%=lw)GyfWC z(+5UijR{?T$S$3rA&>{LRuI{-NE^fraxxx2^lr5|Vg5DfH3W^CbGZ-r!*OeQkZ78L zA;_a@fJuY@y7%)qZK)$jq<0-t(GyRcgLT_Gj2GlypD|m=5*%kir(N`c+!}r{|BcLX ze2Zr)=jl^oy5r;)qQwWBM626h4t(y8cBh12ylZ}R4M|@bKSSxIa(tik@PLe@q^x}F zW?EKL%wXA>)KL(%ac25I%-m9oUWn{C9~wv9R}hNdN&)uvJ;~hi?h$N09}wbRy8J zu@58!zQ%^yDlF4cniRih9h`%klKi--#E}Z1b{ce7W(Ya_CM$gak1R0(HqcI_@DQx? zp8A51E6E3j8rfOO7aJKCP}NpbW~Q-_g?&r|=bHsl)<{mt^NsF2^!X{NvoVG=0D{#RNoQ^Z zAHu-Z8svKM=*y<1U}MeBv&y9%;AIuBSxIbL+w-G~6m3qJRCB4DUFDSR$kQySpj{=U zSGi&SwSTh5&SDV_k2Z}(c*q4ypZ>Uf9{=FtbcRc}nV!>ElU_H+Ks9%qHH)eA2!i>w zPqsD;i``P_<>;~F{fv$+h)Je?0ABSP-_{s4?mCzfwxOe;lAH2D54=yUqk9NPE{@$3 z`^q2I{Bo6b&Sb*3*vw%Pl!bvvl+mzM>aG62lLZ}lJG3X-@uqn1q5F%EHx8G?E4 zwn_N6^dj*Pl#jcU{v8?W??wn)7UzpsXP#bswnkpq_Ae=+hA1?HiS5hIDc+20ICD@< z&26azRmGx$1*(RU8SjctUvW)Xn>EsF=$&J~a|^Z;{bO3G00ut)$iK@FIW?k^T2?82zx`SSNA=5`_V( z>%NUbD>zYJ?k&;AMoELMAe^`fFsQwtUMTi32XSL*Jb@tJvpi!fTPskSlOo8|eS)`~ z!=3f7m%Ed3LQ^{NzkeLq#FYV9f%@mIGSq0ACnMw2AtKzIUVGV2%fgdxQA}7zq6p_t zJo*~#44f~w;Hs*`r&i7iMFNbxHA;>)&jSa8=7#@6_htVNpYZ=Zc*pu*Ui$wdDKj-P zZhhM6jEzzTYIZRhfgnKW1%U#^0w5Fr*CzjQdHVk8 z;DsEl-)yTR0tiFl3B%}SUcq|VvG2m{nxr9}>eF0zF}Alm6an;c1B;*#MWaRqZ-pf% zCTcVHzxdK-C2rx~_`mQ^71#mdJm$Gwr+*5xkuB`wqs2&i+AcXDA-f^ub9k&zAs;QhAP%*W9UaFKkRC|umU_O%?7!-K(~ChzoS$UF211RCA3MSnYp_GT z76VIfSJ%eBOXe^s9tlI&wTww>2|18(WBNk*$G;hpquzg-7Euz6I2Tq3@`aK6k(rk% z74vvpwVkBoG8;M+!@eG?R4wJ$0_WQddDa8sYkC5m)H(+m`fL*;zp|&EFDW(~5PzZ6 zzi%YKBQ$$HJUYYQHX}Ya?;dn*8(`dEV>kftG3a2S2|3pTViO!Y{neZ@2l{S#XaC&} zvTrSq7+@UjV_OjJA6gImUNVmTirFiK`e^IF$rs+we@^*VycOx|v+*G&7B-v1LN0Q` z&&@UK8iL5XQ~r## zHZayABEY)A4~AjJ!%ti_C9P4}(QzQ)Cddy`n4~mLt)bcBaNy?z&y89b158_*xYzXT z2%dr4k#xi8$J32uo6Of-?7-Vmbi?b01cv{bTsA(fN!X#bW4jKv8~s|-u)}S~-;BN< z&TZt+gguGrGA78RJPCa>3CI-02m&`5(t^T>2{+!?0;3oqX|ke&h#f;|6uT<6syu5t z!(3`8-W?sLfMJB39qP^dtCbpsWUjlUVXh%rcN4W5b2+B}ccd2GE07O6kPJE*FOiSb zFDk+Q-ah|P`s{KS5sPY$$ufumST{%%=nJ|yf>J(=&OWC;eHx-1dGxX3?GFq-)v=hrjRK%ks zR~(oEk5Nw3a$?DuMqGp^cFQ*)YW;=)P>GEp^jRAj26GyPZ#<6E$Dvqbia65Y3`JJ4 zNTyfwhdNcQ5ERN71j_#bzOg_e)VLmPifj>QXUN_=Z3}5;C>c@`-UGg)=;KLOf+Z>8 zB0V48m53vp`Y2#pGz-p+gh!~x6L$Hcsl*JE-!pvqVlZYcySq6iJLGYETc^G1St|h4 z|0;LF?QiT_{ku{d$D&1(<61jE8g;=7*Okoaemm(gT-P7|lD|(-`rcJ%v>5(QA~H6V z3=i%*=YQQkn4bH zzyA>NqzWH&jX4n;_x4U>GUWc3# zGWtspur%G0o_}=}kU9fDbbh|CEL47|_DhIn64V6QOxfpcWN4U z8Y6c9j28#r;+{+LT9Pt{jtj+?DrfkI1%r|wT~EjZ9L;N#Gu+mHWxUP-KrAe?U+DA=J6_1l|dhCcpozhk5na1aH2 zlIFiITL~JwMKHay5cC~>zY?NO^q{s=Fk)L~k4Dc6oQgij$fp>EupydJP6v}{j}$6b zJ-a4F86>m=LMiv8JMDMLsV?$kcIu2!-GtP|GJyQaVN;@266rN*gjHx-OrdwK+P+@F z{;`T%7U7OUw)Q`)aP$x@1%v5Yk>T2v9m3)hbmEHr^_@0JnFT?gQ%=Z1)njz3lvq006iwd`Fr@G2Y|EO~J@Inan3k)Z2fsB5Y!cfX{F*TF6oQbUP?F6~vA7QvU| z82#``C}H#l4Ka$n7)0%3>}co^8sMX$5fGrM;Tsql>gz8Q^8O9%vfx-ckUD!60n@}C zbxP3iVej4ErlcTaYh^3#>ZGD&ELfUDG#Hqek|$S-XKC5H(U)RsFP9t463c~R zdHKa38oe-DZr`X2!%2#xAR4=K<)wkbMaberw>8<%2^L+#=>;$oDduqW$q49J9eDi; z8v`$p{?{r(FE~W7mdR@iY<|ba?U^2G31)Z*!gB@ok>;74@AriC>y?T918e3-B#}JO zg%wSR4YKPG*Y8Teq_b4aB&BK5(M6Fzyo3k4FhhjOC01ej1dG{ay^v)V?Dds?i(oFi zy=I%_?fh&!CQtqzgcj`$4$q$R8mA|Qe{-YG=c5iRG+ zxSvffgd$R$PCV9{?Ml5>jgN@n^kZNF$5=blES=AYj}^YW4~C@*Ord%^WDVsn6?6nk z@9BYUsCqxgnq{&<1$1qgEPQb{L+0TK+5R(P^y-mRB*vBqFYVM|tU zTrvp$O23O&EO-$PRSDRFKMjY(!1jp3&fGmX2r0#8(0Cb7@y>)_e27Z~A-2_K?&TeE z#lH^ICWw&}wWROaa_`^2=m??S(Fs}=Cxq5x)at}TunkSw6tk318KqEsmD53nN6E}5B!^xi zqN&D1Yx&$I8#^ux5!bB?Z}KWXbxeNUX(CDgQC2Y{Xb}sAa$uHE=7>lQkBAt3Wv=7z zx%H~!XbYNOwoJEK*I;{U5H_*JA-20iMj*gQzPxpKx#`(9mf)I}YQG)0>nTn5=lNXq zPfpbFU&ddQ=@0~~wn%>0d>M^}_tj75=65xnGL}U^$sPC5Jlpd-svJ{5GzvBT` zxuM07tW`YkXt95)G+ZRG81Z^@wiNnqlBh9DMs12RQW=$8x$%AwV>8}7w|FrX#?Uze zw0rY@EA6CTDokkZ`DtzT@}XGNnuEue=o!{i*0{T63AK5Qa(Xy7Xb)zsT2*N!XIr?h z%SnJ?QN^;X)r<(CMx;MhDs~;GBc7s>`Ehe4L&>4u02V~@k{}OJB1O5=w`N!8J^tUD|34DZ9vBw z8p3iJUa*~d=f{T-U=D%}3GvZ|@tG7vo0Nsz3w~qWj2ej-hw=N_3CE`)RqJiQYAwWd*V2cR7;{`=O<6oZ~By2kR1}-I;1NH`!~Uf!d`$G+NaI#Fup?4mkjDMhnZt8-${I?fFB(Dc)< zGDt*`A!Z%v5^$hE@7oQ&G2B0p+qsr5M=-WRG)MfIP*ngk4zO8UpQL zubH;IYd8?lLtal_8?(K-m8&h0;y5GBv1p6c#iE}tHikiwc9dqR$!x_vTuO}d^U6d) z%}%nGmk*t75n&;gfPHJ@m;S+UaCc>j4m{WB^MpHmOnDVR#_b6Z|#BLldo*Jbv zJo>|RoWMi2#OY5#H2+lqs*d{c0n&)|@1Y!XN&XNLb4B)5^DkcTJoYN=9N>l>w9vy{ ztu!tMcS3dsS(LL4HJG6C`z}BLxHLcmlM@qu;QVC_AsOo<|5`Zp${-*#Inm$E%(ZAX z9Pv6>C=C~!?6uz#Y&jXEBF>C95;!F0OPc3^={>w?rg?gGVC~=zhod~GH_(+X49xt= zTq$6z1TgOw2f#aP{>b>J`3a!f{JpL()Vl32ai_d#Ca_+H_Ags`)0=J<=I3dS=J_%Yv3i1iMP?7fj+VKfyVK^NPl z)P$T1Fqd4Sh;jArm#ZGiV(OS>H;kVSI(=(v@#~=ux8Rg@1FvvX@(wrpnZ!wakOecb zrs#-QV5>O#qXc!J?uINd$bh%BH&+OCj%RD0-7%DZKbPgQX@87UcgR4lOOu{Wp?JD--C zsK>>Nwi-Ul`urisgfpk8qGHpur4whlgw<8sKTjf`dm^7=;&;o2D-3IPWDR$o^owS3 ze8NG%Gv{3>E;fw6H)O9s#RZw-bHngz?(<=`tP;Q*hQoWG8V2j+Ozu#JE@y#>Zpd^C zwQXbNJ_Vuf-*e0{VHrMMwrCyO8bZh1nciscWbbf`ap)7nK;-3cVncixiiN)M9FXq4 zz~V7_|0&EQU|jJWyB!Gx&&-=(wYgM6f&!zEN_HL6;(t*R?Ncd_bIC*@XcSkOL4^Cv`8T-vhjx}nT6T0WVJG4QKhvketT=K#T2}BS&)?w-h9cAGY&kfQ2gO?hPb4T;3?)rtoOoS-4^zB5l{C0g z%WfEfe`DKv<_uNUjtRJ+c}m9s0LpJT(g8?2~y*I?!dAE!Q&)| ziS)_@W&wQ+0t@mZGcDxeRdG6{UK{6{`-XTdGWgOUMm8El4wYF{qvzHOOybq^tE@{9 z@)5aK8Qba&QYcP?q`YF>R0k!C2%tW+L^^$svZ)8a&J<8q2Q!4cS#87ZDMBKlV+zel zw@Xq5R+n1G4RncZLE5`*`pZT)-sXR?-@;g~KH_aH3q~R=Ozq13?G<@9yYf84hv<8y zUH5fOk`IQ3S|cbOr%QKyM#JWNxg^z;Kt{gJUwO=sGH{!^^eWi*$yT=)qhy zmd511Rd+Q0R5j}xbWfm*IVTHfXyj}`_gy0>Sp8*I7x_wf!%;9ve!#+uH{iAHf)xVc z$K@N{V=4Zxy;%vm6&($Za&n0BB4MSV&{01-*hx6Tn2O@w+%NU)+?)9mqD=Zp2vc{u zP7xrL^LbyWe-)#z(_%;288Nc!f9~<4-N@C2>1g21>VDw(U9faB=( z!1$Bl%giqTq9(r9ZoXNpfjR7b8)_S#R-r(LJ#~xgv-7bGM7sAQ2;u9UTUO?LA#YZP zXYU`dy=K#Cw|5!uVOaqE4T2~T%bMuYH6^H>4S9b|o&CoQ{;<*s-mNHa_*oy`a!LX2 zng59%4~|kPFxt?POE~DrwzIr;%g4gRc_|fO?Nan<8JwPPBnj2(A&i2Fm{QuUGFDEnv-<6gv54s*Ryyc@e%9; z8msX=wFI92Q1(ZVLJMP_jO;yvs=u3#vTjvo+!8!x)noo0*W@@leM9Y*5{`IJ~Q*sJJ#8p~@%1wzZO z^;^83nSp{LLc33n!<_$^j)_-Xn0S)jG#kq5<<&wJUbLL9zOK^lrZCZ8aVf`xPGm3) zkIy`a($^K*OJFUXjx*ekat`Dz+9ff$+&G=q&t&*4uZpr?(Fk=QuB*GnS@x}QV#SkT zyC^^`*>TYq?)_EqEdtIb&pF#M+xAl)7V?Mx&`dal>Kv$F{wlx`sWCuUTi<}cvXD^7mK=w4&FK|Tb}N1w>s!j7 za2Hw%5B$U++o#z@#4%z)38{!UQw5CknG8yy`qtc`a}QYvEh)!I4d^X3dgpD9!VS#JXHV*I@q4O-NJ2;n3$cu{=3q zbU#6m-Lso5>9cPWUgTc?TWWS9GeRawCB$we{8)xV?jUl@sYJ{$*|)55kb?FDfvU8q zM~vuW`OZ4(S@a5v2Ahje01n}pnKFv?ot3*HE3UfO7m`sF=N~_c_D`_PG>GwQlDa

Khpz=oP6(`fna}Q4m-;ruPXVb@d zVTs#{sW=HOycou+<Yxq;D#LJ^4zkoJ8g_ylY%&WKR0+X4%q-21cqFX;vXauDaS5 z6y>5hyHMVQ22C(u2nxvzCRv=>)?9o_!I1I$t*h+eXdV`H%yU+fFE|y=jFH=0TVZYl zYRuPSEs3jj3hq9nGE-WpZOK(Y7lB1sYLXxHKsadG>2N!eEC_#}MsQ>q+|eEtLOcuU zP?j;u+?LRXvkWe_u*+_-546waN9jq9J7>dld#!^AE>}0q^VfN^G8m;G$gnRHai(k1 z<7JztggT4iYW{$8#=Fn>Iy8V`qj7QpNq<2d>mq?S*y{vqReMdYqaaCMR>cu!dj#U< zUOn8}j;(6{f{jN#rChrFXuU9%o9eCG{FsZ)PkfOeW2_9*Z>`*IzOldtp$ZD-MRASw z>0?C+%$`u-bN#np_tz_j-rc2Q?)IHw!6ytsGNZR-r&^)*d9bx_@}a%TvIZ!2yoR&^ z-^9M!q#oZ_Tu8FDA&G7nV;0NyKG$N#zf!H$(Lb-H)xi>DdNn-TF8KjoMmu`xz0X6x z-gN&mTfyFs9J>@ERCtMqFra4!#T_!bO8WGWy7m;fHmnO7qF=mZ!xvhD;c$P4Mk`b{ zAUjyR3jcJ`vIGf{7Q&-Az(hmtib_+LGyrwkqxFijg@|IH7&-J49`6MUx(oi*iV7-w zLLe3<5CVK9y=x$`de-Uj=z1TKi9Sc}qL}#t&hQJf=Zo(~L731L_#0SGLE4Em7fj{ET;JS90pa`qeXZ(`Lq8KlaM9_Ft46#v;dau}2k9mv_)6 z0x5*{28<+9sKN_uyM^K@gvjz`m1#2EtPsaUwrfGOFmp94tsyMN>|`qY#5X$ng+fOS zW>g?B+FUroe8jRD22z+7M<>u%5B6S^9o3IQ6^$D+BE-9V`@@|U^YvHeTwPyf#hPP- zK=MS}J&uI7G@r%P;WR6?2d@O2Y$=MP?ARBzay9^OB~xYRGHr3)2RoPfE}1?3K^y@w zy9E@s*o;G*J__BR@vaJi1*sPrqaxJ=XvL+=6xeeTeUBod13dxM`OB&Iidd1~9(w~r z3u*Y1wq@Z*#B0){=&r>q%P37#MXM^!MDcO?cKx0$<4CAt)ImJ_Nm(&26EG1f7*=js zYWB31NJm&@!=Rx)*MC%s6=qFY(cgmCms*tG7o!_N6fsrI#{sV3B|10Wy+X%~Qnrx+ zBd9D-RUyLe+QZLZU^#&j^qqVoF4B%o&V;Y(>(2F!(v5cjvaXF*ZM%EiVR6(=64ov$ z4DS)eeO{-IB4b0*4v);nIIZv=0EmyLa5+c3ForOB&5E@Pg!CfFzsk!_or3%nVRS4R zM60>{xbZs8#^bxYbb@W>ul`%}1J23~hxTO`z#;6e4 z=bPQY+HMQ1)hz?R(Jf(>NC+5Wqq3c%fwQ_yjm86i{ZX5+&(H|oUnIn@d zfx5;_mOq>Z@2PJG{CtuISQUjTDhHx$a8(!AY%A?He|*;kvr%@pP;*EOCGDW%p&lsO zGsGmP(4%F*V^4}@T5$-*mcjN}s$@*ZiDN?9UVmT;Ryn*ch z^txtbs}kwMX-o^6P>eewxRvvB-~`4QA7c)c!2VHRq%OoE}+y3!$5_hU(Y$fhaAmDx+52a02V~kf7Cx=jlvDdPPDUkuAmPR8p z)xd-|c&Q;;-?ke+cZwt8@*a1Q*_x>y1#6ZaI%KnfFJ!Y}mqL1mI6!GWJ@0Fu@y$sg zrNQECBjNgWUn5P|P))P$Yb-mFJXN{tL1yyJiC=*l*@C*QrS_zFy|62;;=&RuwUc*r zChQ>f%F&!X5W+czyn*Xxd3QpcV5u8w25%z2Gnu&;?h;Lp8RO<|42w9QzgWJEDc+c z+K{0H2+oDaS3<&v^BvF$5CNk)f}Skr_Dx+sRL zCjMBa&BzMb`77rm(d{=+^2bxO?IF0lc>@Q+0slVmC)xYj(J*RnV<&C<)%SPoexzPN zpjmM-6(eoz(uJE2kQ=njw4nX^hPzyHnW<@j2g$%C?AmJY{m++dy9i9y`bX{f#?Q-i z`w1lqUpr8zc#Na@Bgs?gPYp4In`u)FpCYZUn{|l5{reUjuyNaz(Oy3qCN2s;j zYzwGwk|ly3UL&BaPZ?hmH8I7FgC9yjAR+^94%3hV85JcWCJ>O5wN}tvj@!$Q!j^R`~r`-y^q~=DchjP?~kVoz>$B*vbR=o%)^5PXv4M zMUCv&^7GR`iCjfuT#41h~R{H6O7Oh6T-7XZ-sa#Zbg0v z9d+``Ro@+zO-l^_9g0$=Lc6SCkLj@4?kZSStuhlM+dBGezv;n;o9~JG5hm6xMMp`? z?t)FMA`|6C>?|f_mY8-`A16hWCRWrcR!T)ON%F6cCWLBLY6YiQOFq4ZEn0-6N35Kf zM!GH6XxFAngyy#txmcG9i8|^A3iX}L{GHu_xk?o|!px{jnS=}(IdYf;4Y^FK&Wd7k zO55?6h>Cu$-e~?38ErbEb@Ip$d0%c;Ql8uE-gj%*{$>&XqU@r;8IT*;bVzfNh!jMc2)bT6hevIMMkMr+Fd3~p)j@cav;(kb zjOOeId@d-Xcz-(@?wk}na3M?(KQKa+A0nHg^LcUum`BRyACo35c`cQT=X4vk?b`sW zYS(e@xJZ(T9s7s51HyP!09TT%c#){{Y`PZ(y}8G#Xyg8OK~EFN9*UiXhpJ^`jMVMt zV}^a++1sibOD_Ca6v&=Z&@WR{aXOcC^+@m_(Tb7l?bJH_JI&4bC!LgLaNLy|2^gh_ ziO(QuBMw0K=X9j&GA18E??KmliadHL-Ls_$vwG}bYN`$xfT#CoUsT7CrbgMK>}ZNQ z;m^|z51t*eTXy9*Pjy>6xN4SKw6;}vS&wa_>m+;7i{Su}7wn{C3upyGYHBJ?qhSd4 z+J?ntY2vSPj+Aw)rpzWVR6R##Ew`wml#A>(cAPm2{%~e!*@D4zjo4rjIQ%w&fsWPf z2>DPo-@*M3NE6<9ZF~Pi+VPKy-R@9>)?;_S$G`i;fG|&#K-^w1&tDsQ0!QU;ja1U(WE{A> z)IF;oG0fA-53Fv$mftYeE%lHkw`KKwxVwttNwjkrY*8sbu= z&7j}k=f^DF-R*H<^rf0W@uBn%y?tU}%JB^?Zi%tyG)b`MYSf`7Sz)tp9hY|FgL18j zFa{Ww|E13|mX&oir@z1GDqgSp-WO*4`{A>?X)ncg$K{QH|DaX-v8!3TUBT+^zLqAj zt_7^4S4CepR8l<0xt>$-^J=v>`>f@T z;^|FYFfDzgq>`){;r_D|S^#?I)aKfFivz<&1Va`ima9F2hg5k9`&*$(coa?wN9L-ys3B$kMc$*Vel;wf$yz!;ikAw&nPhfj>^Qb50*U7Jx=y}% zLCw&~)gN(~yA^NRRx@{lagn=^y>n_L|7iE=3c8Ob;Y8gj5)0eZ02TVD)UxTYym}M> ze?)cV5CP@NA>L3Rc>ORUiSM@E0lXS~Kcx!_+2FN)>fHCMjtVaA8cGTi@1B0r3WSX2 zuJF^|3&{)X>AH%2)e=}+ONZSOA%7D8o5u@ZhQX_+UTj$}G;jSXemXz11lJAZ z9*CW**0p`q<{y3SjY_sQlaI`-6PoI_B8K!o)Uppty%Djf9h3t2dZYRQz8Q#JJ``F+ zbjB#z--kzqwy(x(QztC(%4HdQ=GNv_U6b?R$MKhz6XOt#x&7x9ggobja2|*Ls`b;f>z%MU!=hJ9+=psRoU!crv{1JpBFEN0nAa7k-GoNJf{;ZaY4?)om`Ey z3<(NfdVHU|2iG8 zbNv^!-qg&<*x1O-49#<9f!3K$k$!$bp52{RMt%i;eql-uSo-Zd@r`(Mj`T(J*M215 zAtHD=AS2+F;#mPGv{CTI;EDCmf10MXPW$*Vte0!reT z*;ok(%J)dg^x*s?6%oxPo~}l`MVhHhfJ(KcjE#Y`g>+d{Q&E0ZQd0=Tq&AF_Cv|EW z2D;_RsWx@y1$OoYwk^*orW%HMxn(Mq6`3s!5v}-=MKw^fIItb;sHTupVp2j@F!HF$ zKcWptvl%}KJVCSL41o1GRe>dUEc!%^^^m?LB(8kX9yB6(B`R;470LG(#dN*WO ze89KX^z+H0{j4Ca08(pN5$Cb=!|8MC71r$Irm<^l?rtXi+U4b!?l~p*_tm=tX}71V zim zyTP6p3Q&Yw6!_kH&%5YqkY*Ufv~{buV&2j;{J=PtasyuQ9%jg3uBwTzpffPbp{hJT&fq|}!J<)7?W28uD#fBrxCWHnK9$%~_oMd3Gy#}7X zlU4SzQxjFGRjk!Sw?tN>jGFSAOeL|*<}JO0?K<`I;|Uzxd(;;gtba1!=Q_iE%Dd|+ zB!-QxOp;`^CE@!q7&N$wIlp^wgMH9pSnsIED2HsYFP|7h6^sgf0x_&6YMh-kE*7Sl zjddXx=abiXBfbZ~xug9*Kx5Gzc#8y3)fDTaj;aSai!)rVl&sVyVDe%K71PS-KWG=e zFtKprq!5Fuwr7s#HTtVpoVu9-P>gPW7fc6)cW4rn-~OvguoJp!aF z2Z6x;F7L*ko~{fLXQ#0c@E9b;SfQ>{5X9e^VMZKJnS2 zb7d#W57e+Wz-@^>c{*bBl; zF8K_>&=C%UhGfWF2xGb`lNy|55f1QG$ir zvToY8ZQHhO+qP}1(zb2eS!vt0eXF_8yZgK`Zf~{z)r~PD;tO&zxk579>=d^1dz1I0 z+hXkE(_;OJmC4?0q|eDCb*_1oBRI9v?ichL231O{0NLFkGGW4o3|gtl_`gD!k%Zk^ zVdBt#4vHKTvG_FwKyLBI_UC(443k; ztV^SL|8(d1)9U~ImPuQFoWaop<<{Vd`~l!Y$s)7DZE?`Hc9R1~ro~-5*XH{a1RKz;nHG zCEqB&R+eg-a_HYB0q--8qet&iFqtLZ{`r32_W+2c^;{4_`SxFZO8FfmgNaI} zhDw4)YEPgUQ#os79#Sz<%907+0cT(>exyRsvK4TFW2da;kNu3b)F(j;o@Ea&mHjn) zoQ1@xv*{nvV^W+3v=FNSP3xCfxTVf*u9Id2C~D2^n=ERox!4P3^v)7@96STz5aIK2 zf}P#EIQnBOFXDeN0w<$buio@vmQ2NfH?LXW8`m=fU0>VNe9S$VLyMEey2@+cb}FBk z?c>&W*bqzzP!VP^eO7I5=V22Eb!elSGjLp!OBhhrw+05Y`FLe_?(la{;`-!fk`r&@ z%Yq8ISF=SazUFHNea-L}_v{#M65x6GUBIDrne?s|yKAaCar1fHiIyt#-9GQ-4_Ff_ zk1I3h>Tmoifm;PrF14=cE3l9$XEwPO>Z@S0mq}gOy{HqkcG@OHJIFzEK;(x8IK3ntien(uGIV*QO%B zR+8R;KK`V~ox*mtmS{Uaz&VyOY7weabJYf0n;4;XkF5uo;@))TF%wmMAM zGl1)PziH1tPkF1OIPYVgBhECk^;RYU%PCE+zK4^JkdYKDneeen*=?OQwK;{uG_65M zH{k9793hhh+^_P+e|A4A*PO+{1$o1O!Xq@q0{R$<*iJr31RZjWHovF~HdvW<$L6a|pN7V>Dd< zJonx>@$<)@mYH1<#nmwhleRF)LYlhub$1Qi_I&#5AGpB+tUPcdN2*v(gRn9RNchFV0Hqj zW0COzIco?VK*oEZ#}fwft4Dn0f;pn+#>95`rGHD{x0orwqp@*e*JIdEia>gT*ayE! z9MPC8`a^1WN7y|$(r%Lv6?Qx_3^8JQTpe=ux#n0{Sc$|0ljD2hY!^shJ|S2G+BeE< zs-2ovt=e>MKYrI_wb{AYxr&sk|2y2HiLgJ7dSqS0_=Nr2Vsl7tCd-Sa**3(%&O^Z^ zRZR(HQ&~o9^}l#y#LI}^__Vnhn<7r=0>Kus_1Kic%8sSs&7)VJ(y<5;^9diw#>^8+Hph4yMWGiQPGB0sE~ z@eu@6qv`dkR#UZL7F*6;FOg5f3qO94%)Yn9Xv&+LA6jVIc4`hbi?+l$myV3k;N@r@ z-U1WHylt&ZgSd2g10Tp_=_9&TKJ~rGI^1?vpr{v z`8W?6RSHN`A7fCqAgkvr6BGS3vm5t#uN;O)3#Yi^G}=U*$tk|fIm3W-MQ6O*M{z^j zVhKYD7Xt$c2}1*SVNFAKyBwb8Zr(rIZ)E_*NFS(QQHbbsLF_QBdSL_moSCMRCTwmV z(#HVmyX_=T$j%g|smHI^jy8rky+iSJNLYA~iLPN){Q;3${ni)QHjnl^D?d)=4*4dR z^@u=0It?Lp32C^hLvs$cbf|v)3C8zVxEGW3w4+6JB_&A~aj4b8FjDPF0^AaW;mZK} zbMXTIUV=U?1VJ4{n?R6>rMDA*(=n7JMjeOh-@SZRG#ra-vThPDyR}uj!)!4t5Zj3! z-05Efp7YNFnW$y?2LE5%^)%}Nh*4f|m@wb2!sbEhVG{SQ&MufxkG1VQ3AKSb7i*zf zcBtauv*YZcl}BexRIThVEWN`k>E zqdJ=(tf`XENgpW{9O6PFq649?61|a!Zi``(m=>p#)e(ubuM2=f!>_t+eZtYnZr-b{ zIItAtmc9?ybuBKwDEau)rAQw~mNA*=NJ_b?lah?{k&Jf=*2D5b<(H$sW4t&`Vt0YHLlU7h!9Nl=>joLao*{#?7&WMccO|{uvuKNp-yqky$7)^Ak zpJubIJf4+2w{rzjDq3k{yNS;M>H0$H7H$+0e~1Po%8jRt8;KylGkkP$l2K2TX)RdM*^o^PqmG3aXt{Nb*1q9jB9Y z9GY^a!EKG(k%%v#9xw@Tf#Z=A%{}JaoAMZxPI`P0`Rq0ovL`VM*X75!6C1e1ZY82( z4+~j#90Zt%ZzmAPr(vxejA&13=1BUBw+DRCF5;_^821hd(K~u`(0&lp%%f>3YB&>c z%3(D_=Qcp`{rW~JQ>Gw-hBE0*BtfJN;+5EEouW;^RSie;n)v=99tPq(jXqN$#V2#J zd8?-Sg$U;^%_9u%^Qzb7Ocz0l zfLHLX`M0|i4*s;C1mP(gTTbO)tDUC~mjr@DjT zkb>M~RT3gp>dOIr=o1Rczq zTkYO3l0-=ovC#p#<_qN&$IVnz>Q;Y`*Zu3-czHIel#&QWzN6GKEn?Ohs8DwMfokpg zlzwlLtBWx#?M@uC$k~^`nBG9=vS`Wv7IVh%&z7p*x!U z+JZ1+7ZAK5^81DQgS*Pqn9@NP6{yk!{~zB+@^6Z8^#Ix`|GAi6Q`qrVI$V|nj0Yku zRJjl~BX1jgFNC~d@=CZMUYlyW0OWD9_?FYvVH;s>;~*jQ3ACxIzoO3br|;ouCEH)( zptl9qqO_s#Ca)U@IMVHdyxk?iE&^q`^MW~iLeHcjj%c$Hh0Ki}sPRM7?vMQdFuk96 z(+RS0)`s?$rl$V4=j`nEJ3nt>+k<==CY7MdgThJU9^ruy`V=YiUg!BzF>!K2H_|yq zDix!MmIW1oN}irdlA_`-^UCG!BSI4jW|KIRyx1)X3u)d;6U3-Nq@PO{jHv|GZ}LyL zYlIe0;js*HV29lCc}S?OzIih`ET~F;MScALcwx*VPP8<0=52i8{3XE7xXkCf)a27m zrAtPy{HHCWzh{@VPyV&V3}(VDDD^~L4cnusBqm{~Nd7-g^fF+?=Z{7Gflt^fS_#RT zL^HCLFi`!UcO=>2;ytfkn{p<;_d6?En!akJh8PYZuLTXUpQ}yK_^bN^>U;1%UX+^AvE|(VGY)o~LuZRhg!e!E2hnnpq&cn{P3)zHl z{TCO-9nfp*U$;BmZk_yBot7JF%(>(Bdcp;sV`$aWD1(tzhNIel;#&@m)|QGvDk@nD z3)#xL36KScqFoQBzn-db&O>*0*Shdl-EN-NY)qGX-?utmtlbfB5S=v9RSjI4EALgr zJ)IR5JNOHRYI;6af{R=Bmnx#d1_z^p>4K$n>u$P!sct^s0(<*OLg1Z3EE#g}Xjt~o zJu*!qm}Q0*&j$vPWx_3!{NNb(fZRW+2w8{8!W)eHR&S8#=D&rAws2W-U21lThQyd7 z_ePETa)80`dsg+7M+|p$lM1psodW3Sk;v+`-DvggOx-WiAU4k;;H1;#KauMO6e{0< z-0LvJkfXxqVT65AokrVMd&B1`G?YuLlU3DI*}7?Ne5ym8Y6|v%4%hS7*PA+*tzKzKFOr*su8eJ3e>TVe*QxZqU{JN@ zEagTDUk=7Z`U}33g)t^R&GV6v%C4_iA5x8lh@z+gb>}P=-U!%|HiuF(3CN zxaB3&(bUt+t3f3%9j0@j96L36%f)-fJmD)NIgV4faghz}Y=n2Me}Zyr8FOIiz#g9` z370Nba`GT4DG6z)c;I;QqjR$HL~d5vxjw}wmTZd$Ev7n;@PskK?+Zx=f{&(Q`ynnz zyG$+eU+UI6x@3EG*7sp#*=`woV7ZE)vKTe8-`+Z0(8zFIYOnOLakh;oQDyk9j z>o7EyqfBM!R0{lTFuare$oh+k&@w$Hb)N73o-ez_L;*rSWTGcgZpdfVDm|C1!(qW; zKD&HOB5@}kEwO1E%*=*U|M)l=4J+4v;}hP@ z5kGg|k8XGkHaeb$t^--b*;)3Llx0n&QZ0nyC*8-s?jS0e-}8~B{)g0jrtTSF2c5uJ zF@ztk&9?xfAZmmI&P+^?+s~&rc|10={O+yS?dYizLxwAS)S?eR?=_F2Da9$S8rw3e7n+ z@C!OtSGYQ68N)>Z)uD9H6FJ|hEOSm>UBruTv^{S~{z=^h-08ft>wr5K*8}z@V$+zq z@<`eg7*u?zM~PnVzT~fH@1Ia8;+8_KwRZqFEGWvsn7{~JMiBm37PNhD4UpI2*ddhb z2tueWnP3opRBv=7Ridi$eQjutg#NaJ6F{KEFUaiGC@I6&w)#zlaU`?GnE@Y+K_o7k zbQz@~b%&fMIUl`jG4fUM9`tR)FFy^bz%-gv4}X}nBnN;ZlM+X)Ymn2CoNs?Ig5n* zwG{;Ygx6iKb0}7p^gRR~%(O^hi&Cq*?(`J>ans$QAWzU&kk;so6!Y}%F-jq@k1wWj z{wKagfUbJtt4;|%wn4g+e?%tS{Cf`#AeL?_J~{Zve!xf7N7(G;>NbC*Rdx7kxK~u2 z&&Xd#EU^RidyQ@pp8&H9uuVgezKqD?gWfPkUXK`#yW_@j-fx<0y$tSv3~0nJttPLv z$W?v-?6nDr-(>in;GQBLq#>j)va)$eR7X`vRI~(!ikn;9%1|<${ZJ0(RQdgq?yngN zP9r2B9A4#R%TXUSy~LD;YG`WmSaSHVaL{XhpZv#n%XF25i2)$P*Zj?A+?;Y{a9ol? zVD7al;bSXz9ooRGIm+6~C6g3M`0zWbkh~Y*ryat8+He=h-bn6|g30C-hYELA{lE}L z7gsiYO(I+cz*8587#@CsIv^agK@ppPShLsf=aGGLoan-6T z1Cnm2CYRZposMU$+*q0CUnEAggp6sg(86-m4}ZscmS{?Z9m)Vz&VNl| znEpRrlR?79@9*#T^6Rg@_N)CWAb?C7RQG>-{XeYS|5w+EiH-Gt41>6;d8;UkW649X zW3ra2Vzu$MOgt-EuLfyt7pZmOq!C9gM@6YoYk7ho^@AiEK!85@`FSD=LBJ10AjCjH zXw}?QtWni!Rn<&&+AeRr;8?p~x>>uP9+>iS&-b~#ayZX!dEfXv^7`%GW?|Bib7uU@ ziRbD6DO06T|CedAI=W%(D@7Umn1HP zIhs4CE4}N&|C*Lo<#?(Q%2cXGsA`u&*&2n4l$YIh{ua%&eDc{!v_VI@kI($(vZBHy zTOPe)>B)HZoV<1sQuiq{TZT(t{+BRTFGF3Sa=}sxwQhdh^2w{FQ%X%up@hEVF(ovT ze?5xl_|VgftRa~``ScI!d?gW=cxzf~cf zlTeq?r1X*&C(It7p${A`<&vd^Dilzr5;3u|(gm!Hm{jYQWBcjcni>i@<%(!?bVS6N zt44CB%=JjqiVW+WzmmFt{xn=&KTj<*|JfLGM4fE*jAD}AP-c4cH*}W39>Sc$ob?QQ zq%kKN@Sr|*-a)t(WRmiekgTv=l9>#!i`8WiWG~1RM-tp1`CBX^mBiVRO^g%99odz; zIo*>xENLZ!bz*w|k^HK3yafM+3`C9f?=re+yiz|zr1mqr$m0{u8a;6O(9ylvJ3ZVH za9U&!V$vPt?Ek%R`TWrj4(QzvN9WL?YsY4}ufm4D=F%)6F#2gjC#QAhnhXaBkpPa^ z)1FGf7X&>5DSNK$NSEcZcua_UWk3$k(IZ!PxyoKg!ZPDuZRtmr#eFTCHgya_j^GS< z7qoi#yjPs{imX?H+_Sm|h;ANlafw7#9)kJ~SUT=*Kx})I9MMhwk{5qB%tr^N z32Tf&xic4U9lfTyr2PH|!f(}gr4*vwpY?~&Y6yfW-H8W{2P~s81F5KYhiki82B}D& z`hy1*8ITRFZvxZ!{nug22VCk@0UiLIK5Lw zZnEb|kUD{*{FHZzx#Nd&68oCW!@uAvG6+2&_+xVx3JO3ibrL2cKH2AG;}_a*W#H~! z=Jp@`J9G2f8(o_lk8vbFBgbcuZcVIh^w7(a0ED&*~X7_fK7aQ^}> z(XN%G2BE^N;L>${I*xqU7KAAD@5cPy)2jT7S1*Nxl@q3W?saV=P~iZ#S*{R2<`09A zJ2+POJt?X*7civ=$JWN$!1`8AILIoW(*_%>niIvMMJ7_ROqLwkex+kT_e zX~JwnNk_?&v(sA^k*}_4v2uypVjY2ADuyHl3|U7PrPXJ_zYbk9X99?6ks~IKYLqO# zs)QCg^?^qK3^@e;Lpg;h0ZHT;N6J{U*6)S!pwAUNKMD`oe9&-o6 z1KdY6!$B5yg`}3BMwx0$Nf|^_-UI16T)(>-@e{$WI8a-=c5{;J;a>ko#WftKabm}m zRV)MjU<(@E zv>b?c!$HICBaPWZ%r_Vm2SlfB(Qb>+wnz-Hs~?4s(8VM8M~x*${s%(E8(5Q?$TSt5 z_v3q>qDcWgO71F7^LCs*Y<9nmu9OGE#401>V4JnTDiU(1Eu%`;O*%t3-X*%Nfto`6 z`NdST9x`SuAD+*K*Z=G@mH3CDxhSP8cue|}txs*Z*G6uSme9i+m{yk`?uuUoV-CtB zOF7F;iyFH0Y*mo1+s|+eA>WT<2`hTJ*Vv=Y;7~49rsI#w0h_+6KeR}G1!Bn-whaWU zNIvYy)Hj*!#OJLYpPGxF6a39~oFUYAPKLyL)_5d>2vHX0sDv@cFUYI>Y6d#|V|o>_ z^e~|KIKljYQ1phW<7&GhdZlI1XtF_zM8A}Ut=Q$7l+~)B=qcLZ)#;k#6^h%3J^##? znirPbDEPB8@s*l?d&z~0z!$Z1G0#3Mb6wu&Tk>+ej*t@as@U^ZYg zf*i2h0~!oraR;O-2JngSU+T2=i{f>Pa=`0z0F^^wYHPr;T|IpM6iycma@-1jTk~>z zSNuDO!UeXzmBw?x-mk4V7T2*l1fGc33}W|1OlUn#C+= z4TmSNv|X`d2k3Vm*<_?gyqaz>`y_tF=x~zjI4|r*P@mZL zPcXPWPPOL;D|J`zM%@&C&7%m=I@-rVy$zzs*|Js&w^Kd9$&sUz`Og3s^wYzw?TX<>5 zYTjZ$-^b(zD>r$&cJY(9=-FT0Z*PBYc!!4Gd}789dD~cdb&FPPSi7-%6#iQnB2;lH&|F3|7s`(pV#i$Bfd4H(1jqfWqcduE3m=A*aT z>Vf8^1Eb;Qm1Ho2?&}$7aH0n#uDGud>7O8{KXhbUZJcXmY!$F*sErQ~k=ZPo(Q=e( z8Rn=D57kA%b0b}pXnI65mGc?Tp;MYwa-{7eOBRjKZLyHutBTXCmt0z92vv{gGkLg_ zThrJsOu2YzS1n_-zN0j_lna&?$zp2*PWW7z{>W6O9WRKv*2;)uqcC|b*5+imM2Xqv zw^2EpSoOrjMHX20$cRzHfL&*{a|A2mRn1QvK5*dsW?QXD;-kOm%S^u5W-w~A+po3T zo{nk+uM3=7y13L%6R1``HT;TRG9w@UC9)xHMUx&>s%N3W{e(^Zhh=m#25+#DiL`7G znns$uAI*WFA?hcS$|=8KAUZqw7B3SWS9ctNfzjl@mO3yB=tp-}-$KLRW;A|Ey}U zb7KLinB-%+7+esK{W%JFU%JApc1;ZKZPksk!9>fpIsGmUpr~J*vhi=UkY{%8EN`~I z+$#z=%rH4&>`sGoc*Gp_#mU(6PXh`LLyvALv9j`RRRw)}KGrWW=T9%=fM6)`H%UwfCl91DIkA^L<+tlkm;ZUE zsEE-OB%9O~8?0%{Ra+$-KsagNH^F;Vu`A@dEvPNog@BC#SXc4iddy|3gX;N}UE z$ z{%bsdru{O^ooU#!Zp2BpAMRE(aez{xpO}1pjDGL(QK15Lho)5Mtuauy10D4f=sk2H zx=@{jFzqEZPrbaBV6In<%*W}Vx;?u1?aRfr8I`}RUmt%y&p-nwwNwg{#(CAy0|wVY z%#qi}MSL8bKSrNs#zlukTZhQ;SXQS1S)jSA3^l67)ROA{t?q5Gp;oNmwP8>kOw~Fy zZ3|TffgHK3I89s*KFe!F6vb#H_MTc&)xu*{m~48d`Rq zR`XTu6IE9B#^OnGP zIDBPDl8Vv#(`pM%5Mi>MR`|%k(Ep8_GdLq3oz6D zv@OAd;{7i;`rvq7U{y)O4yk3W%V||2if92Di@VM7oVLOD@hr3V_<)x?^D~KD9Y0Fr zoiSr})^qH^tAW!iHvXBUYR64`Nl9}-RM5TjhJsBeiB=pMks}a?Pj&Sm5$8_%<*NWC z`=jhYMY*8~pw!+2W%?cPm^dRg*$o$4uhniGvG+@W8lfP#dHiT3JMD!PsHg{!7dZR8 z#Djl%A7goDzl0*aFb+AFs=btx zH5!t8PAzjC+IUZcPIZ~sROYcp5~)zO`@Nl$EU-CMMNcJBGwo+DDlv=Js-79SO#^5J zS)J+|(*29TI(jhlCyb$BdU?U9%L%-8fi26+#1pM&vihkHHA}(_E9~3ie8hj0L^<}T z-cWbVZB88%;I+FjhVqa8e?|)KXxeUq?@NaNl|8|h<~SHy-ydH`Hw%O~@Hgm%Xq2!* zF>^83qo5X>&g%-Sf)fzXz(b3ArU>C%X7!RC&6C*Tm3Xpd6noB-$S$%yB_ezT0EI#U zL8(&nNodZE@ODjJeCVtm;yuT~onFal&E4SjOk_-NeV*?8{`TJf-s<3`WJ2A0ba%1Y zY)LFD^yzk6>%Q?KzId1wbPaEu`Fgv#lhK4x~6!sA2s)u-s+;^~8YbVuYN z73{D!2jTAiF8!~<2(xbH4_Szy9SxJd7EiTlNsoid6jn@%grWl7!GIEU7k)hKPNpfmPr%|UUjz2!4 zNHJYcsirAQX-Yg*k;R&DPWshuHhV1X7R6qv(dx0hys!z?5=>QMY80uaNKu(+`i0-y zjL)LbbTvdBZrK%hECA0BRe);-@j}sp;sxb}tqI8uWfRIO(4m0efV&QR5ke}*O1kI7 z>2RZWu}7L$i8#3T#HFO9t_~;*^G>jv$na;RfR|y0BU=+vUU!wAdm(gPbnfz)wU9y-a-Y^ELRl__k_V)fIc43rzLdhN2}eX^FF3 zvrF2-qQ#2ZszOgwDYpRX0yNru+cI|gN6Ak=70VA9$SfJz)+zFz;kJsvRDH*zl zv!96nj_}DyyH4B{xme#(dq=L*G+8-ruS|59YqOYT;L&2Fuy5Y!X!=$(XiW+=$t;9z z%aX0vg1#7aZ9uU9Pr?dfz5Ji$s^j{+*|N-g?`6O`JB+ClRK?U$1?H%$xdAY!wnq+aVDbKwNqgYS=7jc-Lm*^>;PV@w#} z3?UDoyr*`gF9TdUbZ|lV9)H6I9~2(`1m2NGd}_HSre4p`nai+Ivolw8!SD4p3Bmiw zOGpb2ILqh=+udIte;(k^!5jhWym&!8-wVC(i+k)fxp+iowJHW*+k(&I|DO8#Je5 zCKnka{hm5KU%jy!mPNgh5U$qKj|h3>iJ9 zb!Bb&w1SdTwAaP%^(zOp=U!(z!0rI?%YJqz@rbyQcM{+UY&YIPuFcP1J%qy_(oyXC zQ?Etqr82L#y1a>t+3#P-0qm1fPtLT>-$2uHv5fZRS<|c(iD}cDpXUa4AaY_3?j;92 zFZyKlvo~rh%A|{{4*YXR-5pP0Gb)SKdSQ`;s@ifs#3-*G4-O6w*8{=^2!j1Yar_Q? zl@kUIN>)vIK_b+f$#)uEywVt%l-vTdGMhP;7V}iaY5U`|j zIT45JLzsMd5#$VivnPJgd}fXN(~BtTD#n_X&2wAcgJ=X_|8qZFJMNpOkoiaNc$=w> zLAff1PL+E+cj@uizD-}Mt;iPemsM6R>}%O!rdEj7vn&~^r+4LJdVgl9(%1crBfJwt z#X7Fy6e?3F*D5Bo$kwrB2_`YQ^yO@-<2IcHO&Bg}J!`d^o#+gAHu!eS@Txxm5KYch zMpxVXX*2Q&4<}G-TJqR4XBX59kGnXa7MrxG9@9mTKPY}KSkS%7>e{8l)3Uk$SpQ3# zl5d@IfiY?G>?33B*OV(MsRw1vC4QW0y>+cZ!b|Gst!#x87Vxa#MtVF;TWn~fKyh3} z19mN#k;^u_Dvev$^q_ZfubuW!x=1+DFuB~(u3%WyP*CgV8$yHC4Hnk(U+pGGO_J!u zEe7Wt>HKhhbqBuV?eEiw^~@8QfV0AM0q=Lz5(Wu)G7Az4;|=zP@)2$xb8fa8r0f+~ zHE(ckY+wC#urxh0-U00qM-7krJi`ip(h%VZVxs@b9;#u_*V{WU0nq&5W<&bFMz_0U ztV5;2u7yV|@G|XgU8!bd0U1@!atNrtZFWzVZeZLwIYUV6MOFNJt##Z0P$!4h9oNxq z>9W37T?f;i2_KYuJ>CVzQ+hl(e_{i(BR#($?})`ypm9)rQ+`*N-$_$q24^Xuvc0Mm z#I6?+FQm2~VUu|{fEn?3jv;%I2DosUq?2QfgPdC${j{>C@{VOc~|^R5~k|ytp+Sn z;VlNL5gDT4HOy3wp4dLSEwT!_I@dIe>i3OW0a`IFwUMP3m-d5e0n$kOfuclf1B%vp z4K<8t7Fiv`yh}0MSjk}*gqXga@Sex+v6xZJV*H1rW^`_U%X-d7}f z!Qj0jiom~!8LtG&{xCTcEg@O2Q`jt%m3?W(E7msa$L1i%JiWl?j0BC@Ov(+~Fk+aN zcNhH_c>C{NiL~nA0cW+3OO3wE9M*&+YQI{?c=%oC4)UhAt{^|o$*D(pAiwR;lI`bI zr+)*4>ee(jVP4O*T3N{~h+*qZ(gl=tZ|aEWnu70LlfQIBD%A!&tzCbC#FLcXByoje zs%ti9EvMI3&@yyvapz;Zg|=%qiytp4lTDfoy*5%Cgm%Qtcwr@D6y3MqzDY8~?uA@H z7otlUkF1MUm$OAGO{3a4@7INQ86!?#GGW84e4lU$@s#;(+PSR1H_itJ8hkO-KD<(d z)gSWC=c*Aou{aDQZ;fTZsE(!;JyBrz2U92V?nVazn{&9&vwiqPiYeDIan8t5`w0lI zYR!E)sTov^t*%l7VHG?2h*Yh!dB2`9zS=k$zrz7$`7#=VfeBYV?@S^dQsyAnO%W$>3 z6Uko>+*?$Bq}XTC;xM-HG8&Z_Pqd*6-#tZxqUX}FBY$1Hg76M?X8^zb(RFA#Z^2VOzGu~tdw1B z>E#HR7#QfqES;QP2pBn7nf`s+xR^T8i`f{un2MMh+nbou%b41kyI2sgv2gs4KVR!u zCvUQ)e)skTsVY}Erd3IH3l=xlJ{xCykVhhOXH3TxIyI2GWg)k$C9e5Rhksvt!wE>* zv>dr`J9TG7O<5&)=xm|W-GBm0WJStk%4{S|Bv^i>jK?%&BxNYmDN{YlnMs+O&SeP6 zDn`k?%TO&Tn3A=yW{@Q;m_sS(M7n28G^%8XAs6VDqV9QSS*pw<-JXqlj$B3#CfLfrNfGx>Hj-qJ_ zmBSF!h?r^@Mo}=6D}YLH22I!HKss z#truqP7zR3Qc{Ylb}=XunIgy*RRpk!Jb4SH35X2P7QmeDbQMR#`7-#36NZFu14<{ zZYBJLQ5K3(KuL#d8A*04pJ*MmSh}w^FGyKvT1t#o0EJu@?Mc%3GY2GjRq&H5C9e|! zD*{)mEJbKE!k2&ULF5CWr!`{O?{h{37G_X!LNS=t45onU@Mq;81SHRh`v>RTDUnT_ zOQOy=ZwdF35?gB5tJM`}FSoq|BJ#oUs)(cwXWy||$|?hP3Bzd%%qf$pZ6KLGgd_ry z(ltnliWse0SB$0{c!`XBf^fI@)o9ry}pLg0)1^ofiDCOF|o|X+EPU%rQsC0!O25?c)r6T6Jmt(A>*5CTwGDU zfR80Wks3!9om0qGnaL{jFqsrTpd?9=x*vIjQ3dLpS=LVgEb4)Noqf4erMcL|uObkq zrMUQIAt^|BX%+z=sD^YIN~kO>HH9q{I18kyA4k6Gu<#FP5KgXXr29i13_wvipkPAs zkr)C?OB7FxaYhQbQaOiPaA6#oZcDZJ4>p!<+^GSjGj4|*6!B_BWE3%Xg8zIki1>8j zaJg#~8iB}D;jmO|{)sX=1^h*KNXCIu)2j(iHiT5N@2a@U!%rqe1w-MA185uc(M z&f{dFVc=bUjRC`xq9R^YQ9?!O6~_h&WkkE+@4KFmwLy{s6~o4TwQIAN2Ls8V!>AJp zO48_FagJauz$M>j_1n$0sP0zY>}IWppXb8;^_1C<@_oLp%;kuLffMTCLG*#-Jpz3I zH{DIq`s2Z;x%^w#W8)=VY989iRC1}Vn`&BHbkl*!N-iq82fbWn+w;Sli{h_O_toDn zQ%9Fuz5D817h=^Dl1Z!N#j_!nqoAft$PQOOpW7XOAC)JUb0B`!b_o*A7)*D=6T6hMD`hz_v)#(!zPnl&-nBjsB<(^7?x8=f#+02{c zW67Q7kznyxeVL7^kw!nqzD!qJMcTBP^{?*SU}@}Xf4)3B5-L-=BLGX<#{k7I>x93w zKXr3I-QTsoYCL!h*G67mDm++`2ab!es~#44Lm_qZ^<3`Zr`wHyNYBx}KrD1^7b9N3-ka5dSZebhyLvAZ{x%w)}TuqFJj@-8jw~R)I zPjMVvybKVs@-SG7$P};Vk$*Md0ejQp<^tE*qun05Z^TB}410@mJDJ1i_50?kixBtQKzZ)gScz7j0rBDK zvMF8mQNqt_jXu0F^@XYO-O9yNkFMpkC6i_4wmYd`Z#tt-^xIgapRHZktsGCup)RqW!Y@IRok%db+*^O2M`H2{18bKUV{fppKt6(9h zu7IDZwzp{)k;5j<5nwO))L2RMRPOEGr(fjxYRFx4+gj#+D{s*EH)~>>JpavRfGEM^ z75Xb9aJb9gdP6fCG}XP&Ta*6c~FVncNDgP-eZL z7WkU?>o4f3`)F9E6sSs#xCJf~xO2h%1!MZrz^aW`$oaUh>P(vcviU06Tp&?IwzX9@ zb>?LUo9fod#t-Z?kiIIU`B`F!LV)&R596N)K+#Tody&);57( z;*-TYXX3oylVJDBWagx(LR*|ZTQR&w6Oa7Qtt4jAwiK;nz2W#Fpn1C66U>kOPEtu$uUY`n8Mvgu5(z)h*8ypS}t@ebxk% zx7WI^j+^)uUV(j&K*oeDUAz)LEmItr)<@cVan4{U1)j>3*Y|@kb05Dx+vThH%sJ&2 zRD0r7V#A0hbDs{81HE7G5tM}Q#(kF&qirCxj6DGy*^H5sryp0nZY_uG|rHjRvsF(8&5^qjE!0iv%cQn*~*dQ_v+58 zsF&)TResdusJm2@RfjJ{v&;Q498DkH9AbS@E#rIi=POlMW#yXpe)t1Lzdo2T+dUqC zZ@-1Va~3K*o^J{3i`6k)jJ=6|-{0qu#$uIg9ph5lRdaFk^@?8u7Hfi_!wTd{d4{>F~RUL`S2_ZLEe3VgiU+)%nW=R)w;8ft26R5pdunOvZWn^MSQZ?XGRE zwV-rA(Y(o?;?XpAR(QV`%YHv8vp;Y6(@=|w<(G<(FFwenXfB{(^kI%HMib_9nf^~< zXB`v;7_NJ|RF+y6SyH5hr59uYk&@O$x;vynSh{N|2?;?(Noia<79^Gykgla0T{;D> z_s-mzd+s@N&OhJ0-^};#^Ul2U`=0j!r33^dk>WX&(ss;I7Cx3S`GX3L7#vwXaMvZf zqdfUx>+2B_Gkj{-Z%R((G?1*d>jym&9Ug3*ZX4%&_5UN}{ zaHUJG!p16+Gkrw;Dq8jr`tsRagZ&rB-d(nGgHc&gcHafj(g(g&Hb33_50(eN*@IB^ zI)2j{OQ{}jZMLJ8%+|wmifIHF2)ax^u##k&+l^Iz@tgalBk7nAAMZy;x;}oZNw|!^ zh~sLe%p~IgnMQ^E^)cRP5TMDt)*vtB@fsP&I{-%AK?@mbJppo&Ljo0L+V7I2sTbts z{zaoLfy)cZAEg2wM)#e3pQX@;HG9qFnhNd)!c7&ezt0|XUVbDV3xhu0!uStL|MGGwUb7@`ceLo_j=qmM6>@|YxRYKw*9SOyH-0Zg(ET1QJGR4- ziG(ENbtSWL_$0992S-pBxcp%@g=e238MFDj`LlQ@{Nrb;u8G=IT*ODjgGWb0z?`^y^L)pc z7yW)sZZ*jLMi%`bJP55pJyDv)?N!w^Bl6_PL0ZLS*{p1k1HHduMEmLDrU!j8 z_7+uN1*sk>GYtw$F~e=|g{!~H<0|wdY=kWHT867vt;QC=gW{f?x73f6knFf?|d7VE0c;sobD1XPJ9!Ufl%OgDXZ+ngMGK1BDY( zbXIOszM!m|9!~A53gk_+B+F2J_W7fj=}Azra9u+dH?E4HVZprphh|HKr~Smcdi>w9 z33%=6HQG(Q4LCv8lXg_#=-tmFd@rB(doH^le}17Xn>qtkH*6M-`o7P=J(0i_EudRw z+H$IH7b7oy8w8hzPec}wTUz}KzYF;3z1AYdrGcexm0o4O6tE2NpqrAkQpP|~pMG1{ zCag4bQ3UJyefCL@!8vOD>f|-qT9i9|`_n=e%oIK^l$s#9GYUPl;yahAt;6hgb)+-Z z>-+Fw7_jmmIvN-y$XglleqOu#HQvvlk#=lRYB_^i$ zhGA9&#GfnEo5;K#!%{pt?)?E#A791KVm6sC<2`fZeZTvz(eO#j>A}@^qe@kU?%=qh z43^COt~4yv*w2Gkl|5nCv>9uv{vcgj^{7GDDRU|gRU6q4p0)Zqt!_TDYa7s%HKC6E zrL4GGItXKtM# zU@^-FeNorK?v=U)-2Eg^|z&-#UZ+;1A8JaAN0GVt5d zdb;GyN9!zF>nua-tVrvu{$HW-N6fa>>>#?NVB;q~-=8Utiv1=Y|A`)?x+TZD%~}1J z#-K6zZ$WcZ4Q zbB}PSJX!4wKTS{^r+F}7S1x87wa|Eh3}9lZbzAi%jiFwhwkNx;a_9eSllu3;{PjWo z{!LsMr2XtYNpQ%C(n(v{ZKB34ZAeW8ZciH;oP)ED-i|m8PR6jdso@{r+Matxuu03P z;u+4KQPO?V!rx{-LNRnh;Zm)D!}( zi>*0(;la`#)>X>FHL*)KGu&*242M4R=+j2Ap(yFsM^H);Jqp)?HpUoFn{>u5pM->& z+OVjkI*XK*@nzEwDNqu}Y%DO(z)Zaiv-as}#H`snf_xW6;OR$&Y{r1p4UT#Q|6mqX z1RPUo&BqybvW#G^tg|d1E?H+rGUmeb;aAq)Uojj~zK9pLZcE%>t7{2- zq7vr4GR6y|n2Pc399%?588EbjI%i8!A6ip3K6F-f{Vtf3kw-5o6vCn-)IvmEe$Vy0 zZ5|#TEerX)yC~15zQl718X`BTq`n^WesCauq*xj}oGo6S6%JLy*{bORR18-|_0qYq zns{=ZNb^tO5fV{AuJLY3uS}$-uPJN*{#)^sAwUPB~b71%dF09 z(D5LmO8DW!mbF=gL(wL4c8P1#JZ-6lrNT55m%dGM+e6}+##AWqw1O;BZ9rMZ`HU4m zgZ~4EUR+d0z-vJS@%-7+Aup zx}ZnFTn5RsF ze-N`e^M;@clk+Q3TH(a2usHTX;eY~t5zMOr_&FdQ#7ak!FpXFErCQHH_8HJ2LA;Ju zLXQ#OgOmqvfBQwkdxgXjBxan&Q8tedlJE3*!UZ1xxct3Es-i!yVvr)7izQv(uzJ`) zx_O`)7?G;j$d&7~?Kvz=+e5e2jQ^ZGRI_eTIhCJok_!5H6taP*G`E^aUruFe&C~g^ zVD0dasSMyVY*qSRx1G*N1S|RuS8Tp?b5yo98OYmn7~vyfJGteSX&Q8E6FjG^f1E(d zfyFk-xoGd^uktp;i5;V)wTl*P7u#f>LqMP%2g3#XXEVvW8#ZGm9U<|)#N&>L69tkr z_+KgrA3C_wcl>K(`?_**IbBlx{Nbemi4KfZFJw(t>VgGiJ~2Ey_YzOFs*rHFo$ccqa6Gwv#`y(!ozq8? zpKTOV7`AR3G94`E_OfO3Hz)47Wy2@f-5F%*?!edLs9dIM6V9x_EoeWvO1Q0NG{U%x zyb*6+-8a)63ohZy5=aI@ET&sQ%yv!)XeeuY56C2AMCc1jQrszF0#3;683km!CdyQRp?+0>WQP2U7n!NDe<2>ypBcxVX)|pz2*(D$dHRc=Y+)ZyFv+ z^jNHACgn6|h%`3B_|9wh#s;fRMd9ur4yeNQDG8J44erq4k zc>h(6@!Pdnu1Dzd-+vij(*VYM;)dmv!mLlj>*PMiS?yl*`wb-o4Wziif zh3Px<2$NzzpJ|9)6ERKlk+)vh^Y*d@t0%beujTvfeitu(U7h&1VQ$QK7BF26Tg6>z z5#y+M&rkp2oSA5%=G|R~V}%tSd<(VH*Igm|7e{+rbD9hP!i5}d zb2bF;#t_KMzFl2!8di|+h8VwHO+&rbj93rbsOD*$XTy$5psp73{;+`1&-0$JvF1xX z$^7H~i^Tv)?pv-Ldt+UM;M%Hs+^x_+d1+>u{*B}1EIMgPpx7sl9qmtcDDGNou%Ftc72+Qd7IajB_EE(h>hChI$mY<0YjzZt6}V6?cU)1HGP23Zh(*eg>x-=@yLODN z$Mo%}6#|l+BCH8IcHCKq68#1e$+kA_4m{jtq}FbyDze> zem^SKx_>g4fU}m6rcFgRRqI9b_pLSdIYbE_?CC;G_>T=8-ISG5kz039?@2jH&AoC- z1<2s)lM0-9Dnpy5#*wI!>buIX1?dN|UlfHDqnG0aVt)v#@g4EM-v~L{Mp+x}JJ59g z#F{>*HYzg$vjdYx=lc)V4iJPVj)^Y-1AjUBQj3hY9d2PY!V9$EQt0+_DYt~=9vyh4 zPnbtyrh)d;{w7I0(fe8*k0F+xoxVKMMA!57rv-P5zhxNcZ|LZmDF@fPE{890DyIQ8 zoBD3hcB8wDfpllSG)IfsN{tqO^D712QjQc^(ce@0F}3KHwiuCoU$P+ux+Od+r>64% zLg|wKkBjC1DBS>VYX?zPG=_=W+DVCvi9>~@piprMDJvmKYY8h+2}v8Pe|HfZYuW$# zg((E?=H^Wy{I8k7A*!x+ZfyVCy#j~mIQrYNiAV}V^o@ntMA<}4|C>%CA^9Knc#BUe zIlq2IhdB(uMy-1DU>_+Y*1t$0=((p9-$Kvh8qos$wv4q>GG170dqEIM^kSyQqMv}K zlSE>p?Jn0f`0{8`)Yo;hpTSx~HO@L=WT6|J6_f8lC)>q+LGyX-%@d!535n;y5kH)} z=^@bQNs;YQ(mDf@K`XKhYY~TPNHVaRMz4Fo09YnuPCXbe`~`d79K^%&j5XR)ygW&~ zhGYt3WL26z&b+(KULL=~5O!KEE71{cwHq=za&<^1vFiN8OOGb4TE+g+Ax|5i45^A7 zpX7lln=_Zisj5y)I=}?&E{I*Ms)aFDOqh68uX8%l^KARPms_+4ky$|YIk6u)R`u7l zj>zGfhg??oguy=kEx^gn_NPlU@zub3dM{pM{j`Jo^*s_Zl+qR=^}R_m5yUa^58|eRiOhh;9Ppf!MiToqrrdb^+?Znz z{G=aIjby#6Rwm(V?!1Cshgorh9>hg!L?&@%?vE-lb&}-MEB-?r4;rbVD>k{|hFOU^ z!lYgvjII~~N#=%CiG?IlcdnnE%#8rwRl$YC0C$L4FTq0cC4vgDrV2}rLNJc3inoSl z_FVb;xpnqse|lvOv%W=OZ2d54IV7;0YZ=;+9bgDwy{-0eLwC`-WAMu6(g(Nr-^`Vl z?{hMp&>Rvnc{nrQkrVB?C16YCvjBbx)XBGYZi%grXY5v9>bS0JtA^HTbofj~@Nd>w z0ktXg_nhOp5T3JLs^1EWCRbuIGy!fgXO^zFUv8|=DL6Tmw3R9T7tzhEjQ{`u literal 0 HcmV?d00001 diff --git a/assignments2023/assignment3_files/figure-html/fig-2b-density-1.png b/assignments2023/assignment3_files/figure-html/fig-2b-density-1.png new file mode 100644 index 0000000000000000000000000000000000000000..a69d1a51e1280c71952c8d3ed5b6105cf90d5486 GIT binary patch literal 24232 zcmeFZ_dA@?*EgCBgBT?uh#o}rF3M@xYAW)C_*D4Uu3aO1tnl#ZwQEqswQE?l zcv#>`Ln+fL_~)9MvZfsP_xkng5C{Yd3kw??8w!Qu;Nalm;^N`q-MDcBA0HnEgAouA z5E2p+5fKp+6W_dflZ1ri)~#Elq@=fR-zFm?BPS=PprE*O=ME($B^4DFH8nL24Gk?V zEgc;lJw5&1yLTBF7#JBDnV6XF-Mh!k%zXd;eHIoLR#sLvHa2#4b`A~>PEJlPE-r3v zZXO;UUS3{4K0bbaegOdiK|#R>4;}~!2?+}ei-?Gbii*PFa4|74adB}82?BP%QW@Zm!_Ik`uV9?8qgD<~*De*9QbQBg@rNm*I>$&)84Dk`d~s%mO# z>gwuGpFY*l(9qP>eD>^_mX?;bwziIrj;^k*o}Qk*zP^EhfuW({^XJcvjEszpjbFTY zVPaxpYHDg`W@c_~Zed|zX=!O?Wo2z`ZDV6&Yis-R<;z#EUfJ2%+1uMYI5;>uIyyNy zIXgQekw_O87gtx;*RNl@xw*N!yL)(eczSwzd3kwzd;9qK`1<<3dGiK^Lizdm`TP67 zef##^yLSNr0fB*m@87=<3JMAi4h{(k`S9UGXlQ6ySXg*?ctk`*WMpJiR8(|ybWBXl z$B!RlV`Jmu;y!))6dxa-kdTm=n3$B5l$@NLl9G~|nu2 zfBu}Eot=}D^X1EzuV24@`}Xbo_wPS`{K(DC&CAQn&(AL?C@3r}EGjB0E-wE0^XIQ$ zze-9i%PT4>Dl03is;a81t7~d%YHMrj>gww2>l+#xe*ga6*x1~i`jfbZy*CV929h&uU(@Jy!^W!zVO%l+O@ma9zT@UbW2*BaDVe` z?gDq~Ao*v!b-Y%V95vTl#oLT;pEA5VB#}wWQ80gO7Q)G#_R>5rFZrG>#|`76o!%)24_;5c7F!a@KK*_9WA+-gp;zVcGlL@^5u`w00o#3rj={t#b1s^VQ&%7#&O1Km?y+O0 zJ)XMnih18MS80HD&Rf^le1Hrygfni7RKSpbD&2Qz4AaQE_-?;@f7-kOartn$D=^;s z+Xa_Dx;p4F?Q{4=v-t(>A+Ay_nAe+=qsN7`yq|b}EnKtWkLfoeuXl`BOMC_`cQ=+v z^M;e2{CF(_fyK0${ki`$PGnv{h-|qpU}jL+x^L$DhM|geEcyB8v<9fOE*g2)SG7Fn zv0K?lf2_8udB{@?CwtF_29zFC%~agUtHIeoBCLdUq#zC~Mo~D!+3PT}%xM9CBz&-{ zCXVP~u7x^EvtXS`m=5 zt`Bu2C{$%Ho9;@T%{t8UFuJ!u$jPkm?YMuv!hcE=S_jEGYboa-%I4&lpH*3N|W7r~r${yW=xIguN(#RQkpTTjK#G(X3?w{~HAf17O; zUl0z4UpXr+EotBNXNvThX8AhL!>P7iQq$*XG~&bmjU{Z@PKaOx?7jL|1z8uzYV+z? z!rar07cHRY_Rs59l|MVAPHo-A?YZ%F-$NCB_MhK962p~}gf3k0#=heOazKA_a5pf} z#Nfj(PeOAB>Hg}i-+#|Xs> zcDok_PcbZMOsU4GDB|^3y_;xghsvzk2s>+cb;s$}_kT`LwQqKgw=84OiCFZ#y) zJk;qu!*V7w{zxczAVAKQVR+L_mf0(f8Kw)KR2QAyt)$<(`+8=6IXYq;%q2#QezoiW z@<*_0I{iD&W(af5$a7kO2L#UaqqcY6tu=uM?l)PM?^x(Rkc3{+ts{&|FXc@@s$a@? zbDF|CVD%Q9VSfaA2HQ^WP9A^}c_@GW&HbGA$jL};$`lng-`EvY=i+CXcSjhYkV#VVJmQNT}MKO_r>kCv= z`0k(cl!by%neGn@Z-ApPm9?4H?v$QPt!pVYyAJ;U-PB(y6-ppZ7D!DQ#|gA&s#{C{cC#l@lcmL@`$K>}Qf9QD zUoju2Z%h}Wt1tQIQ;_T~7q;H;*SEiG2nnBXgER3JAwHm@uBfOhXdM6)hS@4hDkTLS z$2Z}y2!kPb#zRvUak^i=CGH4S;RZ)0)$%<&oPfxezMPsSc^t5*4=+}za&^n|xKH_m z(_8a;fZhFf9BO+1dQMAb%tb2!Lf{TEQ%&|--KW|%y(eV?819468J)R>cL%>1R@p7E zc{JOkuy{jqY0DPD{39?xHILd@zq*3E*6)vFR&MxC4CJitQwya7hcuQZm48KBT);}* z$J%f^IL#=m+4U$>{SCmOr5q5b2uZbWd_Al?<(%gS<5ZIJisBR*bUQO0-Gs$dZiFL_ zbdrjf#WdUB*9p$EgBImu4syziqPOgu%;=m*z%&LH5?*xCL3B-JeDQ$>Z=s5G2Ygf( zjb`aCH-avj%ov@(>A4%&k5gvEmjlIM!B_$$sN@w7{UOIAjVH3JcRC;1)j^o;6aDrJ z5^P?ZpVE9QYoP_}eMQU1X5qZokpHPuE*G4Zsy?ZaopZU)KUNYs`s@u zwPd|+RgAPiK_6@R+4VbJLJ)5g5$aZO8gXYI*egs$Cg@SYVkRQAK?1sHO52NLm&W^@ z4f27|6#-etSISFb&vH(wxzQn4XppVmx2inXVFEU^HT@@UgYf(zqohr)qBj_d+i96E5~SxsLfQ-^BrY; z9rSr0MMY~(Q~Kd`^9b@H<|M!ag}NI;s}ii>bOlz1U{&79(SvRf6zIK1`9g6 z-%Hk5vJpSRBVmvh*wHJVEWoK|RCbfN$*T*-dweHPK-1419Q&~dz(;Z}2KH|*G zQ_tAFgT*_x*DyB~v&nM< ztq~~#@@1P&tkqh`Ubru5lu)qpDRiZA|4=>3G#@dil6acBSdalo5Pm~M-(t1{eyC?* z5iIHt#lO2ZOPQ-9dygL0FQro7E+a7YzD`C!<2xm14{2dsk(kxi>jakfIIw=Xli_6C3Irbmqh`)R(qC)JyHxH(4NUgs>DxEpJ z!%=a!`?hG^pO5gKbF2F~6FBQpP{#K8!)8;=-oP8G8KNg;TW3|wMhvk!XrBW9h;qZ1 z+ebN=+=KJh7@alT@`Hv+vU*y*xqzdDC8rP26$;`xueuTHS?9VDHdm7(rn6Jj4N+Tm z`t!oIid9av8mo|t8(oq#XHd)RVLl^tyfe-~J9oFoh<)JxaE802ybfBD;TT`?&S_ZQ zjCZ{QYUAv1G(mLTeQrosH`O2sPyGA8Mt^T|-%hUKvk2)@-1>8(*=gOKxVT_< zTt<^%ozhK0o}*e!>J6p$A(TQOeS%5+p~t?WOVaRrH4+V758XR=MC&1YfzJx_rjMv5 zg*)ilf@A}{G!Bg_X0f@7zI&XMm0URaJRr}J68D3>B^7L#O$JIr?j`etMOg;~|pGYU6j4-k8)GqkO)(Pa7{LJBl!Ry>PPG zh+muw6fqD6bb@`Gduvn|xN(-#IXB~7`x*N2B!FGOD`nFt3Y9=H?z-2Twwa0)!iM!z zG_}&=rsgqJM};94bv4n>SgaSCZm48al=O%y?`JJ(cgv+8=BVTPRyR4gj04_K@eWo9 z{;mvmA^jf;h@q2k)s4VS!2-mYv7wjf(NEjzM~1mdo8IJP%QMR{XM5JS*D}X(I%$FL zxaZF@v8CVj758rzeTxVd^mrb{MwsNsFk(c1ZM)mWnU?)B(pbUGHVsC;ji7e36Q$=> zLz|-o9VB);?c%J18c{RD27jjYVtLTRava+O_Qd#A97^=IeTPbW7s zR#-o7iku||??wEB0tGl$yagKZjqX!lt^KtjiyE#ensukw1&M9MkvX5Z-Sprxzp6`R z;gEQX-av(Tmh0Jp-D<)tB;L-hri${j-C<3}D37VZ`9t3<0kgz-=V4s;csVGQ!3gW_ zN{wz!MQSxsj_1NB>E?IU-nEwz&!*>%Yz6t2f^2-Bk6nm>5fC=*83tFzCCu*bc#-EE z?A4m~kvQ!&dH0dD@P5M=ymMOYX(R3Z*{G}@v!{zrDG}hBjxDmP@i)z6ig*!AX0^OI z_s!CtzW<fw2J)?pO1&*ub*7Ft z{)IOUT_2eEv-{2>?O`_KmV{ckSiiX?sn6{yK(fbtW1*OswVk@hrYMiG@SFlwxGY0E z7Mbf~%e($2T4<~?YEnvJd~GFp)^ujch%f|B<99?LI%+XUGapg)gKRP`OzpQ}*^>HQ z`(Ry^YjZ)u{o(5Ep(82o6IDz(rvs;~!YXK^SL&uc-6u7x)UMw?tF&Q2X%}m3 z0ggAZYm6Rc+$r+8+0cslKMEgPM8 zy2j*$3UUxE*9>7&buG)pADltJ+23B?fMI)XGQ&R3M2q^sr;Qfamv@;aRsXj9r}Mk3 z)e?vfa{||uVV`sy81y#NLc!TKrE7R-Ha=+l6)O8c9vB*lwO0p89ZY>2__?BwNv(lc zex6=58T)*<@iJB=uBgvqsar!eXE8;vftWJ-mI^+9?Tma95SUSI+K?=Pm}O`ZH!VsT zEDje-Bjja5s$PBjaUVF7RanUePca{ZV-XUE|M&kXP+Tz-E_V&zBjO&fN!@+#g4!@l zm)y?07U6I@{nx(Z5V@$YN+kA^=1pMoCFydTxb^XiYcsgT>tlA`zd~75yDqn|2KbcO zL>ek`D7%7qzQ4%lk;`i?sGcz!yM=<~T>%qabj5vIoDUx?)}CY}$oE_RA)!tp0*CkA zvqv6Y??W3D57?6cXf>Huj?T`_R608eOL-!)5|iUkGg!w4!pIKKcCy?~&_T%UvO{RC z%fAl6^W5PVG0&{Vno9EW;?6P)>c$c*o!>)Op4mdah-C__4MF-_;ajSa@04#_>12_f zOb8z($EPZ%?hp4kQ!jAOxc6lAwNDfxs#YE+anQcFC|ohA2860dpqe%@1u^6+bo{%|IkaOaoHX(Vx}rV?Vv@)%;G~E=1#0!hqQ>Fo zhD4T(v^!3M!QQb}XA!Fj%A;Q}iIp}@(6g^V6DU^Wm%^XFPfevdEcH;^`%Zr>vsv;L z0IEhk&iDiJ?Nh_|1z?ZZAw&!PDCo))&u_Iet%fFR=1J_}oPnc?>lN_1k3_MAjn6R} ztQdsfbi8*OGMQ*r2I&%VA0rXKCnu8Lz_A-CDDZ%TnPlR3XBT%yuWY*hB}}vTyAIN#e=0aVO~)aI8HaOSR!L@kxO!K=;`# z;v?)=_?*1UC#`S=18J`aZqQW0sSp|t5H6ysp z$SJjvT_O^vufrH+_dT#QQooSLu8L!lc8S>x<HHmtOm37gR&ZQjB$6^|nWm54YDDH6foF(bo{aQStd4clix~1vV42R+F z!@gE{cal1Rz}J;JK!D<6s72O@8wF?~v3 zMN0=`cDRE4-5)w=vm(`A1Gpcle$*`?Ma#PY_Ao1wE|r7(F=bbn7&`U=WJXBrwsRJf z$o8FXyEQIOwZdVOgVgTQeDj>&Mbw@ks^%1;(pHdnSXS`5M~e~!p<`oM$+TC~yNLj5 zK>SC5_-D=Z6`RTrfa*VDkvx*Z5D;}XFaV-4IYY}O-UJE~(@K!%Wb2eRd0IR+VJ|ypn9v+X1?yLG)z04%kK0850K028 zMs0{t3ft0&*#Q1Ks%;YZv8fQG&ytKP<~w3L-EZ&R@c*fs&>W5rI_B0H_L1C1HVS}M zQ2RqiziH>`U5m0EYR$UhPU6te;v=(1E|VW9SlCo&psav8mSljK{vs>eXGB zY`_+c#wa?Cm@5-0F|T64L@WK6x{`$!g`A00F#D!;h=BV=sV{SY2LOx68pQ51C`mMk z=X}UTJ>`Lp0=U#u)wBvEw%p#<2P33JO|bDLC=}sKP*7K&MFB;g`w?CW%{%*1ex#Z zAQJdb@Fl&wZ31Hd5iNM;&OKTN{Pn+57`)5(Pns_U6&?J~vq-0u{1|rg9d55a*u{%{ zL^Q9s$<8ZG~i8k3X;U17!U*c8B1YI|`A=z}rN zM^vPr7M}iS=O|4t2MVJ1dfsF3_9j7O*i}C^L_1emT*)t-=RH?L3%^uWK(-dV3YL^N z1?%#!gG{`>7vVFMe&ILfQ(3{^W0LxBfivbw_h}j6CtqiU!TwOKOp&nzU6R29TqiZS zJOkq4x5#sZck4wkcyRo;FeFR+ zZ#v}Ls{B&;dPv7QVv#QF6Qt`>fPiDk0X*p!#?KNA?nt`wMVlKItXN5gx zyBde{syVXBfQOwEvOrnJmPAi}$KK2Kh2PJq}PYtPZk} zmXtYVqPf>~0~MF{GysVc91I?sFlJ6!8QiCp&S2tIfOaZH1!j-ZWSuLka4IBS9w~qwbcBMen1eGb4kK=hHDj1d%}m!96)PYm z(puccmufQA=LN4w4S7_o?Ue{i*Bv7A1Z)k2%tSbnHx|jQ99~=#w)*$Js8i=YT?DKLrkehI1@dCs&VHMEaGAP2{SVj_;!^)+b@zEO%-C(g8*=MRuJ_ zW+S@gu&x+&^yTeiMR{H{*=0P^1}xz-g=6MV+Gwf!b5H*@Si4inLtFQz;*r1L`G3^{ z^r*riYyvuHqw7D0=E;}8!fOMs6w%LN8~f_vy?JWV>K9J($4V&n*FHoYr~BtrwYmvQ z>h+MH!){4nwD$prK%;))2d-^}9H;!0YsjK|Og@6kwS52Ns~AB&FHje4YbK1Ff?Yql z^}5UEo&kgMJTY3ly#2^hMDwz1Ws+f&m@M}i@*HhF_CPf~7;2M8QRzXx=RNQ@1c~$1 zEFTfaGeuh9zPkO>W2x+P`$Dwl78pc=?>XF$A#P3*OwqEeD@yU`rH|f$54zT2N!tXa zXRCcwtB4^8s0=j)S|t4w+4AjswkZHo>xI zpgEkYfAf6A=n`%CIryEX4!OH5$Y z2AzE%Bo!Lsr^jwV&uE>$14r-6LmPGgoc3iCGe_H;0d&_>V8w9>^)lR-r%!Mh92&aD z-N78&v_!6r)`o<-w3qq^rFlp4*5eZ2a>x^k`3_*wB1uYB;C||_w!**wBq5NAgO@ck zo11?GPf5QhRI-TQf%U8E8GlA%XKXYt0JHwC7vi0#l+oiWphDoQGkGNSWbR@V-|Bz@ z)~|hz@Bnh2agO*{1so+*E2N6!&2}2k>!mfje%&E#&wxgTSKvTYA7zvvu^ST1Q?Zg> zf?&=!2#e?jj=;B!u4bd3xQn)lCaw}_4p_hZ=sn`cUf&h1q*|5}kzV5D(K16FH@hXV z(AJgWq)he>6kSQxPJL?RpQMtE*g@-GxzDQxj(+N(wcvz23i7;mcQ1XxCD2T6oaETv zA}fimitNijcJB?qrl(;)FN-7IKi~#RkpCq5k9)1>%x0H7=|AaN7ENNKt*h)vI8=vY ziCW|%cpheP)fpSbz-lgPsu{a_0GyCJ@J(B+9E5(4CbnXbZ|{^+y#_Nj17Wm8tg;>WB5w*;6L-a>JJ}h-f)v z3hQTg*EWi*kJ4n8D<$cVWGt5@1s8da_vEfp-kS1GE7Q9;;D;@o?z9c^Y(8@f`U^3H zFP(M!zV1}72G(coaq}kVJO3;R__j3s`e^+C?e6pCij`3H)Tg<%`yXq%E*#@Wx6?se zuQwT)OuyTH#gzW+qimtffF8SjJgo}+s?yJYSboEB1=s1(_X$kFv#`8w$j`2icbI7z zEV}j^Nw88tr3F3yfWiOmo*ga+PKxuU^++ZMoehf7prAI1RRe#EkO80K{r&*i7r0dG zw`K!QqrDx^IvrU{_(vn-ga}G36r+hOT{fK*i;A~|328SxIv_tgS*(Bq<0`~_|7AoM zA`JLY47CzR`kPR@AgAeniS}+WF~k3nXzv#qGITa2d`YstViZZP_V614QE|JI@K-lNWV(W}xwMOhoevbKxKQmQ>nkLdyq2T~Xi= z5_1<5*je_2wZruM;bFBuiwr&sU7l#0e3*K(uF5%9*>EiN0I?!Yc zM?{<$FfF%HTD5JMNl1|IY;+0DVRp*{z__>3=99@UY;7NUKhLkL?Pp9}%#PhEtQO={ zt03TA2OGBcF2n+O05p@$*p1)Gn{p))(2a zFv64kA_gGF@gcIOdzZ+&Sani8ru=bmujx$57kLl>REt(3{7ZT9-@BknL|yQtJR5_}w*aQhas6-L}Say|O23j{hp^wh8YT zJ=B8xzrV2zppdpUP-ldf=^O9q{+z6I_9n;*NK|i)Ic~WRHnLcY<1$eK75ZPOLaq*b zEYv3a{0?x~TCClk!yz9d>mWaLtq6}z)s(IX?=~|9@Zy()S*SJ1|3M0hkIy1A zulx~PuYgB=B$?k;6~;jX+SX)%IuB&b-WAdL*LgW`EQ<-`+OmNwKJtm9r-}^5yz2=tfl7-Q}0!0Pt)34Wh9mbzFr_zTMsz5`R$Ts^T9_Us-Dl z0mnD!1N)&I+#em+d%4k|I*44Wh3!@Lg?X~Ew~yrBE2U6;(Y0YKFYV92n`J0Rg+Xp#{?v{wdXg}G$an3_p*((n-<)! z)YiKqA@v!^(!qV3Swc3x&EOjy?tD=D1%lz#4-I8~B=hD24RN^VY_~wpdPtP$PbO1o zE$?nz7y=j6b(9=&s5yctn?mR9%7zGq$j8gg2;j#(mUno^#A^tL(Bi>j#y^WnMukn| zAIw~2GWDQ7arf*A7fu8H1xOxusq1QMGh%gHQ z3(NkTYSaWx2n-&#BjcqPi)&nnD9Y{9t+jjMaLwTxN6NcGgdtCnQ1!>I>07GPoESXh zwfit6_DvCMfVt5VNs!Qfb*E$IR2xbR0sviUV?gFxUl7`0!1?yM^`8q?=5E&;JNR(j z;~Kh(I#>7h_gW+HR|6dTNOF)siSuqf<}E?^!>~%FulUTaBt!f>qHCH;!|^*Hcyb-& zRkX9o_aq2m%Dd=)2@6-A6K}Q!1u>2pU?(-%{h@lyOQM!`s7b$sE5q+n(e>#rZJpfl zG=MZO-zNko7S(jK{kP{Gcf!KpSOo}s6r;pnmIS8w&^0o(bbGnX3VkICan$WbYMC7# zAhO2#2%Ng-?=p@2+@Z&&{M-Xq+i3q;4=^u-1@hgGVTdfC^#501+ohy2r&1s8|LrtP z(ICF9Q+Y$dmrZSde9#|0Jc; zi|ifTC(iAKAakRABJ}}q27GCn1cO)XYoHcyU}|e)9E8Lfa>tTal1HC`T)nM$2vHx& zI7^02S6KhNBH;JXeV{!2V0+ERpqJ4j*zV?+62hQ=bfM6vQaDkC`@_6LsKmvxZ2@vB z+^7Ej3MVjJBifA(n^p{*dj&d50h^ik5L91v@DtZ%_fZ;H6LbMmodC6O5t?nC{qRI#CbLPumcNosGWI8`ndkw6fr(W5nV>EO{OW2XQ=V@^r z2jJC*_g`lk4c%(4T*{>dOXU8jjy0uV=}^Gp07RcXG7|D5`kS8H!4bau)IjeQk0@1z zF@YIJV*6{2fXch~2>&+opMP&$7IVY0%41mGzh+^AdYH8SBZbPh*=RTTVPD6ib#KrC z8(=&J#<#g+!lvzX182PfuS3XLTid^f>jHY(36_H+yai0jLOauItch~3AODU4BP%!! zXUx)%`!pROb(g)~7?s}h1ux~%zlgH@sp>cfZQWj1!x`9A>3<@qOGG&IaP2FBB!Ver zd&Ilr_VQ4)>>Ksy9SN7)?Ej+K&_~XV(^&1|Z#PLRBH|%cpED;AAZ7NE^&8)3CCmI; zRuDR(f`bfES_v6fLPU}9u6(@tZ|&gy`#++)5OV)BaI(0visd~}-~-m-FBumD8eWD= zWmvF&??Gnf(ix=g#=&(eM@ya(AYJ}AKYFjA&<$t$*CafN9mj_te@j-!6se$Pf#t=T zTzBhWRvZXBHY~>MiM(tzFIQp>>5)a?SU%$M;K->}W(Rj|GT1QC%|Uu}si)yc99u6x zxM!At8sLpvE->!MFyqLEzaV&G2h}uD{6zI}eUzO1MA?AIGCJsc7;_r1();>-kebJq zXa!ESsD3)qEGC^S9vpzmfd6k5-~9ONv1NXnOs0KY7lH%;Q6)tU-{?A0)~k&k!1@i3 zXK^riv7#iZz;(fUgkS8jj}|9SAu`rrpXzg7CMyOJKImjcWk*nmz`SXiR>t7{8quIm z1=B%5bLOWfp>%}fyyZ8q>}mO93#Lkrt1VyDsP(f0C2E>*2W`YFn#+=lpW=BiIbg! zufpZ?e<0*Jw#sq>L*lu57T${E0K8`n1kr1y;yJhSvx$ObB3S=}(Z6Urb8XW%U?Kl6 zXl{9-3~>`-A}9Uj8RYm`~cYxC|1O0_IqB(009~C19Du@c{XSm;+59`^Iy- zWD++150;73p-L@&1ov;Wn4KoT5Zne)VYp1RpX!amgtV-GA~x#*V6i$I`4_=RYlC~p8!K|{@{;K z-cG9YA;6){iV+92H!`PwF4s)|qTkFVC?2L*Z;5-G;{6Nb`Iz?ZM(6ltm#PpC&rAUw zdpVO?Cy@Q$Rme2|S(M82+5F;QI;)pR95;u|XNhyJ`r6m?}fE7QYGz_SGR!N6dzGMKP94n%)Ab&P}T?(gfykt6e^Um`wyM<-vF~L{P z``+;9FKGg!x4Bc^jXPHqBDngYOj%5BkPE5uH*zrcY*V$#M&?$lkKQq)uzpFe#mvXc z@uxxj3%GsJ{yASqREdr z7+MKeo!skibE<%)o&rTKaSUn>MDK@CDxTndIhA)NlbhUNuR)An0;p6bRcM>?mmDTN ztT6Y6Xvdpfhg>wrB8Uys9G3cmO3f5-Yq>4h8PhdwFGObLu$jq(k1trd zv)IO|Hb&409K}jAd)dnS$#qlT*?S_Urh?o$3+KvgyI-y?uW+jAQn%rfD_CyDJhrNf zmQ^bJfynp``RKw?t{}e^`@zFa7Ve){fM9bK()ulqA)wpA4x80blYWH1yFWH@oYMj! zbD;);yOl8E@^=yC8?4Ot6wQi+i~76%cwRNyOQwU4l2Jv}#CA=Kk{;gHjGBQwQQ-9$ zZXL_=!LNCFS>e%XM#nzz!wd4&XqhcX-)Qp)H3NBYYEZljSr52X%pV`9SX3=u9oaQ4 zt%`;oK*{D7AjyA9KG}E?-CMFiehizIqueXy$)WjIkKZLZu;7VyI#(g|Vo9!xzMp2@ zzeLR>=Sq=d%BdzQJf9r+Zg=z#o<^p?Avr9@#MIo0CfrYW4k|dWtMV=%!6uYj-v}sX zW8^FjltCURXU{r^Z}P=l;YCbtJLKcGr%XLiFygB&G?f}~e^p&A^y+=&7y6bF`Y*28 z&03<>k}%D-cOYw3S5X*NhXqcz?JH#BztD)Jl*vda`+Nl=xX84rB`93Y9F!mU7Jfne z@9=}KGpMA}Y{8W3!u_(7sT|w%f*E9?dS9%={FE5fiIN;e)NJPu+$$>0xqOy+(eXtG zK00WA3kL5DB#!FI{fKg)hIlC1dv3}7ub=~2wavxRe3I=5BHs5h&&!-b?G62L)lcq9-Hn%r@N`stL z%9Kv^g>R028@utbfr6u}mv8^GdMDFL5#~Li3b=*RG+IqQ9w=$yG5ZvQ=VSUA;mbvG|p8s@tke<$LE7Ot^a{2nAbcdxB4y-gi`_N-PGrF-7>p0%?jj}zMG<4BYEx* z{=ywCpIIB=?71_h6Us6Xnx^lVM19`j^;-c|O)NN~XEpcBq852&+?$54fs|XF>aT%- zKjBbTb|9(2v#&(4N}paCk%FJBk|-9L;H)?`=T#uD#Xw%4sQ*~zBZ(jAHMnZR_tE8+ z9f+cMbl3S5fb`#C>)E|UB!PL`b`>Foeu;CqNue12u6xT+9eCqYI?Y5;#=X!rcX7Cp~Cn23a`=VjM@#(%1>2NNVuN^a*n%TXJ2tom_|n z=vS|X(h@Dt0qG=POsn&*!pO*-1HhQDkgm2bU_Dxs(oim?J5heRs2C|QHt_M3hxKs7 zL6d@Z2lm%@LvAoZkM;jK(Ns)BXs&LD`}nR>f_;$1{07e^CIK~ zWXnn;EHW}tV=93SkkEHLv$tx1_44e_XrsaqNE&}e(6?U9pGkLS$Ol2Gu*Rt8h=A)L z4g$V7-S`8e(`7|l5*EzV>#Kpxm>(9+2--;(G-iOo@2 zWFn~Na>niT(*6Fu-C#`0SA}Dl>l?v{!5nZVC{_4I*;LYIFqQ}`AMwQV#==EZ7ozMl zZd6(3PhF6cb#7*K1r^-^T;JYW0@t{D)#0}ahF}ta6QTRbZ|Fc!QX6Km%#&OQZvNWr2ZwG3CmOS$S15^y~dTn+>II@5%*JBem?V6B1LSdWdsTF*T2zZjVG;E}Uh=kpShg0PV-_n|)_ zSXdBLu~*-SUK>QEeQS0he@er1uY+Rk(G()93Vk^CM;jL|p9nK>$t!)3;-@=Ap(HW! z!(-47)UfnYg~Zrj;w?`e&4TE+64d>xC(zNmJpp(^U1!dA1rn$G1?nl1TnmIHlsTOI z-O_V=eGHYL*hF3T8SX_KGp%2nnWt@1z7qUxGq7n?`ufvmKG*C+e(v=|v%m*Io>jd? zgs{_%h}iQqCQKU4@eZoE!ta?j$d9=>Uu)Uw2Au6|5dKUM<{Sdg&}sf>X{{NC;CVfS z**qhnLjv|{=guv+6cul9ls4kCMu5Iyp$JjQHEVFcPA(b?1vntW?>uMgCs->e%1Ze1 z*A3KmeQ8+>ZJSaG+`=bkWpfuGd94KUZJwU!(eOS7aR5-UPd=Gtn_v6bOZb2sw88f>Hw{f4Tl~cRZy&zU9&FAl+_7`Dt3(rT|2ngee11#H$E^* z4jh?^*}nYgP9K9p_;=~|zKZa-3jlws&81^Kh(+S{E!u5)aRQw8>By^>;k!JUvJsC| zS*F{n`WRj|L9+Pu`)<4VMiEKtRV4-plqd$~gX=wQHg<$GKlR|)*882(R-l^XZ56o9 z_K4@B?9v73@2ZrTc0aB}qY-p(rJ<|6R;|A%m#8XVMv*By435dXAdBNxY6OwA#o9XY z_-|Z!fR?fQHwLD$cVo>Ml14j>dSGs9nV|YmPq@M};uHh#`Y-lBtg_FN9R`eq8|8@Q z&`N~4ZPuSK7kOHW!~=JBFxO(~LgsJuF|-s*qy@IZ%H(r2z@QTseZ6mZHcpLgU-Pf{-Up92$`o^s z3z2xX0PA_U6D~7Nl}kG-&(V!tzMb4t2nc=S7h$k`hH9op#E0*ef7D;BNn-A38Ka&$ z<_$^L-=y=LH?sAF{HTspc>%yxvOP~0bSH5in?ip@;N4uFAqvsE;OQ?Ht6N{i>n6UO z*_~|loJ~7&JH5UJM6uYuPx^huu@UCZJftS&x?n0pay>Zi+cW;;wLvg2rBdaeJ0bv; z#n(1PJ*~D^fl?`VMukb|M*dZU&wB7ghs~I9ssB3m#w# z9Of||ibjTY^4yAta$K9VficwXNXu3*{Px^CM}_KhdoZn{)B)aImmVt2o!sA$tm&a8 z?1*vSk4OTiAMcg|HW<#%qrzrnzy*YMkIj2`U8Zd?H1jqg-0x*ip$7TYtmHX0>uz7! z)Q$#yGo2$=&s@#xip-5pE#146TnM`4&=s3RaqYsG63jU*C&fjZV&+|B)q z7#ngcru#VX%P|zy&vB?I2`+17YlXtGS%>_%;QiOGQ43vu7a-9We_mnnBzg8ttm?~1 zqS;%VYEq*T>)(5#yB`rd{G@f-=w=v@QI+L6dkgEr)o=ZsTfY^{e({HvAL7~5-Vh9-!oI;&c`$%0{>H#}J+5Mw+&7=Afjp`TUsJ5~;w@E@1GJN>eZT4!1K z*Pq@y)$BdKQ>EuyTUF(Y=6S&Fl1V9<{o>3Ku<`1~EBhmdL}cvne@d(AFCu#B?|`!D zsoTp@6ekaeYjl$aF==w+Q_&`-n@M6Scs1>@4r`(IM`ln9aGm0RWDpyOq2*^Gd`koP zQaj2L>l-|0M_rPwBSNOjjwAHX1UDpR#5VJaj6nqa-^JH%l?Z`FDVGKHk%P&Vr4RA# z+xIBPEJDS9cD5eeMKcKmYgT-bx*`7?~G*0nf%XH;09`F!q4NKCHu{Ra+9tZ?8jW( zGb-pb*6zO_P2@k_bA>OxCoI|*evb-ZDO(d^Ctg7D|jmU}^V zUyP=%4brJ2da&mxY}8jR{d96Yw|DlenB?k;KvDOE{=|N^rVCQ0luAMr;vob*V;ttp%#mKT@y4<3h7X(jueXJ*+UWt z^04Ic*1a~_@~;Oq-eRl1-IDxH(+d+~G~No0GMg&cHZ+qn>8JxqDesx7Q?K`@FS=Lk zCzIW@FX+}2wYYbi->?(vzg}}+c#_fd#AhcO>U%bqF0rSBF35L3i)w^Po;i%}sD@R~ zEml*cj{W^);Sw?~SI=YoRoHqc>tNb5#mjVm)^|8z-qLfB^LT!sd9(6-R^=5{+*bC} zvO1Dxmo-Q0nisDnc>lh;=sfnS+f)(`;(SpL37y=30_H!mt@F#X=scb(reKkL;IaFv zA$QYrSr*EDUo_{pNB6z9PR-1wpS$DfX^e!3Tl zyVI}EcqFoAzXc3L9qdqid|GDLkfE2_SI~TCwl62TsTw>9gP%?eOtTgy? zv{=bk5P%s&D+AwX4bwWH<#X%Se?C|7^UVkKGB5=aQVV6;PgQHD`ko&xxvUKr7_JU- zQ477)`Qfzi_Ux1!_C+V_#h*c16{(BD>V`*QDTjU3Mb(CtUZkm}x4w)NIku*k6@7l< zW3sz0dwgyb9=5JeuUF$Vin_Roa{9#9i-JVqEyq;8-nx52yeD$=N z9o%}~zofFh$A2th9SH@%Cll6tE+Wq^R=0y1`(;ZCL%sBMeJIPGas<*HQvI@<$TeL~ z+q^j5rxjY;=$*SSN$;_oST)_u{7v|85q-MOaDjDW)Fy@3Ef0pn-QR)oQiq! z^5+VEgxlTmVAFB;?KV)_wix-m>jds-VlI?c3qvcX>&J1ktB2mwCqD|HOQ!4acJS~X z{H|-ng;&F>v%UHG$)s3$TuX(k-RSN?6tge4PX2U=ZjmJZnP?5w@i!m#Q}&(xo~fgr zEhDd~p49WBstfKhH}I_oQST6IznKCh`G<6tuTgdh!uBZ{90W~F0qHj*FNO`#Vc?Sv z3g9v|NhIUd4-AGpX){{7C|#4vS}nYM*N%^zc+0)#tWA^iU!^MGgAV|8>%@Z5A4Cs# zW6}rz^IZ$WQQq+cwkPnUfvR@4&i|{N>;7u83(^n>AXOlMg`!bfXrdrpA`+A$U6J0T zhyp?oq=zO=Y#+@)NDxqp^eQDZ6+{9-5u}7FRjNd)kiEFy*|Yl(>^Xb(m-m;s@64Th z-!k`^nWutl)MI{)`p;kCD+uY|hMOBjm46#xA>G7q5^z-)nn z2Eje}LhE0C<6J(hDLJH=02B`aeFw|El@# zbPAUaNBMzKX}PB+XREnSUetW{=soHX`vDXi{NS@=N_R~;Y;9Y~HAHozSUeVI#o5x{ z^XRV_ppa_-LFwr=aja}j8hvQVN!8h= z8P-AJ$Augl-{KREsL!^Mk$#N0si|Dv`Q)P$p`@m%sgnxk=3_OGq#kAFIYm*pDyBt{ zBs8-K;gGdAoj6{FTRv@jPFpq7kZ--jk1^@v6ex*R{jD7iu0qi&`sT$N_ZO6>S0G8$ zO90y>FCf%qgf729e3t-4szb^EWiyOg%Lg_W9b^2WA<~Dr9RZNxJI-c)gsmSC3xL*e z#aJlF@GOF`Psup~;dm(Q|8R>iTZRPCp)F{Ubd@#+5jqgogL*na{`{l-`HAI7%429D zxD5z_LTo#PuMP4*o~~e}#t%RW@Psf;Q5?tCRBAfj=BC{PnJq=b1AP9aUS)1kPE# zZ4K%Gg?>3wwfn<+fl<{n+`ANvJHU$LPDP>so5>GZuvu`_ z|L%n!Ha|QAnx7PY4HQq3d@guXP6UhzZVAkf`Mpit_8;K8j=1R+JS14I-X|Gyck{6Z zEv{e3E$O?ofP^Y4Ol62@)YidcsUYEpX3A+%Z#C{p_~UziT)iPoFENqG|Cu*0F5`k= zjE!u1*FJPt7{0=k(ffH1@4vv*YOu&k!FoUGY?8l$=Y0%I(oz!d=y5HpL9$UYy=ny9 zC+&L*|3Q1{5%6sIjug~;uobD4%~|e%s3xH+0T{Dbj(Z}z&Hk>bx1~`rUZmZwmdh4T z8W+jrq+Rp#DHTB7;DbYLD-ux0OBV7d8U=l(zLrP@H9rePQ`!Ed}&3ayR z^`}ajE0eJc-dt7@IiG~wunQfyVhQ@*eb6;CQ>quFm9p@sJ!pRDsr^bK_h)vZ6x^gZ+zOSE)y+i<3fX( z>b74w0s9jk%sh|Z@(zut{ZD;a46lFKg~00U5vhf*l*C7PSwa-vcYzL5v>2pjWzpo% zz!Jy`_96Qu*NLgi>HvBhSsv|53#lwf7=jl33{Z0)|dI>jR5pYz^Ek#;Q# z1==PH=G%t*)(9__VN1dg+`EUA{dvUADCkFZ^^5pd+&*`SkllFKK7!d1=q@XyP3_vP z8wBpn{>v>NguE*D`u84ZSBr-gB69%l+U*N)u5J4TQXKW1WdNoy@qv9?uqO zCrRdq?j09aus)w$5oe87Tcf7Mx{asTG$%YVwb0@ojor4_u7H(+W)`kfLmzSS3FBDm z8m^w?l&#!{@I$+HOlA=*Kra|yzG~P^$%o!=Odd4x6Z$6ai;pwfq^0lOH}hc!9U{fgBGtE{vNoZ8b_?hkbu=l(-Y~F(~*|nsfF`^UV zf9Ib#>#s_C@8$mVTA*GVm(SLRCtOJnOD z4R7eG500|JaGe=w?k@-I;lFhvRz}KBd()Ogrk+*VB1~a$FH%bOL8I#2(VmEw1>cvi zjF*huJXv>HT_hdsBZ!ttes0QJ-UZ4gh#euyUHYG!q|f|5XgfwR7yC7x2ptcu5S|U` zzQj7kL52rt5r&#?j5p(5612+gdt_QdvcZZ=k&6YQ7b{b6SD(bD{1LCO6r9@nc*%gu z>eVxlF#iJmDHs~0xaQPdsVz4(5M4jp)kvDNu4R7kCy-1DGC+4;-!{<(j+3L!RS$3(k0v z1RadWX2}~1wb4ANJokvKq=y26(+(C9W9&BfX7ni`+_kgp6Sbp>mV8IOXR@f=a+9%h zD*W?`A$2Kgy4rvIwFH_!HKhki@OX|sm7E&5otxu1Hk&%2dCP52P1r3CEbonomHfv# zYN&Q?8Su!m*x-VF;P)$x3G>NR?BL1Oh$qmVPfgp}^N!XC69ssu{jHoisAl~_RX@nQcAsh#aztXWY*sS1=pm)f=b>9dk+R5>9f75R@0V8#b7Pp?; z_ZST-N!k;Ket*uL(k@yf1s*+yNXx_Qf#9k$4+KWq3I7i+xAD9tSJ$yuCs>MgJLf3oVcnd(}9{^ga;9^U*0U)q^jq{cME6NgNcqJc#EY$GIkmn-9d|E)@ z*|o;h%bz%ZVWY3mw*+DoHEf3Qen>OaD9wAD;ucECB1mNcoR#-ncSGX)+X}X^s|9 z^U>q%D@64z{Pb$)kZ@s@ka#SSR`)%n{XkuMZZ9XSQ;O`w@PiGYQ#Vy;sZ>|pI|<#J zRxz33g`0twBf_59Jj6IvdTO5WZqMgwmfIEq?UHi*5(PUK%#j?W?>1id96{2^TQV3I z71}RVvJ!RX-l_HO(}Vb9g_%W_wXuk0Uxh_YSI>2+*ev7#bkXiSwf}5?*I%P*+~2Gw z<4*UE+A&|Vw=l(ORg&Tu5COs=9tea*uM|0_h_G|L_c04sSI5%jfZkC5|$yXKu)8M3hFg23#@H6^L!#ue*3oBV;n&Sc!A! z##BmFD|ZWYGJLO4)t9Ymn{KB~CV-MfjuE;_Z>BF?=1>z#!c<<2m6i4ut{>yxVTi^T zczGXbyft-C6H?q}!D2;;(unt!`_0fMm-FD6e0jd_S@{qPc^f2j#!`MuwADuk9xY_cp%uaKEC4X ztb$XtzH~b-1(h!&|DJq*vfWAMOBr0UP=M#s?MOBe@V`2j3qQjKMSX}qg-{T@%%2zY zkCP?!qd*dtLji4?c#)!xLm$jdt{n90ZU$Et&FuxEd*21j(KH+6h?(eBmD;MWKG-P_ zmD0G7*=^mQ1|tt+I!jy8QU*v~rntI&HMi6rM*3=|$8JC0omMUgz&&9I8c;`%G4^LI zn;ZImw%W^i&Nk@GsL;+LQ58h|PONa$d%5+YD(!7gX7>XT+2kD&?n|N!g7+J9Q|xs| z9!C6-WiD07z=*LQeJOJ$GEbQRW%yY6t|J}Y&LKC`hPlbq%SeAc-BUll!MJ*@+B?#n zzvL>5`y+1Sd8${zd4b>ESmCophI*9gHVRy%Ug|ePV%5m{i;I^YOsl#0Z4cY=lB4P2 z>oHVEL#_3ods z$r!QTfl&A5C_9BYs%YuS9eT<&WMvFSYo@HTpR@9q*w0?aiWU`XgdDR`mh|_tocT>Y zxK8iZ#G=1Te2f12_l$=%@#{%=+ZQ}!>QMc-h~~t0?R^Sh0-XGH9)gu&gdy%~w`GXo zxn9gDbe6HHX%9EfaQ*UH4so8bTAl7xzO(r;@T!;D^}{XuS6?8!Bl1Jk9r|jw;L;tE z!#KhpU>Xq#yp6iy;VkdsVRDcUnV--u3$i+qUuQ%Nieb zE0r$Iq>>aWMC&;J%V)Qd)hu*Ixg6y=zj1KQ4!k*CoXBVCR@yPD(Sy5~*g?UKZ_vC2 zOQgV*SFvl#hDE_-(OGeggOX>*MJp(OT7{pFgi-kolP)Ob&WXx6PJe*+2H|lvPmZi= zS1=#W{n)vz;_!rP)2M(+8(c25Kg+Y}S`^J>{zI(xrRqUvyI-qYauJ>x6S7`H{d;kD zPtwQebzFyYHCKnDo#RJkDz@Xozy9E<6>(`5UERNc>Jk~RDnBh=(HbshXw~*{PCUUN z$mdFEpzgM{;U*oo6yXSX`gXS3ER=}D%6d8qz#_J|QYUxu6Gui?0jyxPa?sfe>7AN@ zx?c3tcj`dk+h--UPF4sj&Ir-XrfqYD4oJEiF>ki|lqm};BA5-P;d5L{YSbkYc^ zR6d1RY4l_I2R(e##b6T?SgFD+MJoDsbubTjwmd(-_UiR+^NWEqUdS|=^QGNOYpzz= zVP-zXV0#uH-r0>ST*#n&9rkpNrOb!~Y?^Z@H)vG&IiW~PDa)-MVPAMI9@GX}eUN!7 z95BYeqZ){b6EY5N`7@L`K4?@_@AGT;f?*JHd8odYgtw7*9bgkT8@Mv&Vz93!d`u<8 z3SEkJH=P+RE!iBHtiOyjxqUNcT-R30ij|mh_0dsdSX9mMFwS-1m-4$%_br#Qzb_#y zYHZRM|L(Hyn`>W>u6Cc|CbOR*NU#>6_yvD1s+PajF6`y_-NVjFPdW!lcy&L}Zd+)p zQ!X~ho+%#VdW;_BGd~jWbSv1WR(AE+qQ-G)2-cAihMLCXtwu_1_IndJ4sT?o(_@6u zC9_D-NpKs}8N&&51Z^ZeG9ClL@X$l)ME_3>IAE|depZq)m(2_4w&`?HhT0`s4w3%> DzrbgH literal 0 HcmV?d00001 diff --git a/assignments2023/assignment3_files/figure-html/fig-2c-density-1.png b/assignments2023/assignment3_files/figure-html/fig-2c-density-1.png new file mode 100644 index 0000000000000000000000000000000000000000..88b76a11f89fbaaea2a1b09be777957b299b80f1 GIT binary patch literal 27310 zcmeFY^;?u}*EXyJ1IW-4B7)KlN{I9jk^)1AAR;Le(jkaLBaMWTLk}Vy(kYE}2uOE> zq)5C6c;C-`J@@g4maCvQ<=P^gDW5vF&way@fvMfICZQN_uuHnneNvmDE28Ca{ zhS7k70iHBh(656(t|6XiJO+PWzkVG8fnZ=@U}9oIp-?O=ENpCS92}e*H*VnK;=*7s zJUl#ne0%}|0zyJUA|fJUVqy{!lAAYgl9G~=k&%&;lT%Po+`4s(l9KZF?b}pTRCn&& zp{Ay$p`p2Z_wK!W_h@Np>FDU_>FF657#JBDnV6WEnVDHwSXfzE+1S|F+1WWbI5;^u zxwyEvxw-G(zyILD10Eh8US3{4K0bba{)Z1A3J3^1dh|$8P*6xnNLW}{L_|bXR8&k% zOk7+X4u?xfNJvUbN=ZpcOG`g~{8&atMpjluIyyNyIXgSMxVX5wy1Kc!xx2f+dGp4@!^6|l^X=QWUS3}B-n~O2k>1|k zK0ZFazP^5be*XUc0RaJlfq_9mLGRzc4-O6v2?+@e4Gjwm3l9&Eh=_=cjEstk`tadH zbaZq~OiXNSY+PL2$B!RBefkt1AD@trkeHa5l$4a5oSc%9fBs;cVh>YAFG+S=N>y1M%M`i6#v#>U2`rl#iR=5OD=wY0Rfwzjsl zwY9gmcXV`gc6N4kb#-@lfB*iyr>Cd4x3{maufM;4U|?WyaByg7Xn1&dWMpJ?bo9rM zA7f)<h`S$<*`F}F_|B)V$MnjYgPI|f-FR+Z6=+b6XwNSa*7tv1ZucvX2eW$CmhxMhU zg;>}TDEXPzUzY7^Z>v6c1P1aUo}sWmU!&#ResdZtREO&+J8UH_-I!eiw}r;%9Zk!5 z@nbC#e2xzbWLeRmSh2ZB%edZWGNY?GNK6b(T7!5}w7V_yrgP;Z_^F9i`*OJYiW;~D z+iV^){(D3cB(YuaAs+GPEP6Uzp<(C=V4It{KUh$meLiMG zs;x&tSjrd=i#SrG#Pld}VYde_WMI-?`DvxgojGSS>f6_z@bSrz2!+$pMa`3}W~Z@p z^u1%5shK~=m^L8%Mpb=J>;^Y$hm5q1W3?wPUykBg`v!^VO!Y5v0w=xd|tBBXEt*EP#<8x4Krl+F(VCZ*^W zdb+Pg>d36pU4iF0U*2?ZLPB-+N4GDg6HhH?g-mzbC89orZjwoHnPx){lH=VQKS2&? zs5I)1A)MbbE1tQt*~ivrPpJts9fgv4c6gSIrD=#fB}4aa?@ft0EUzRG>OY<6Yt}_+ z)c8?Lp4G>8#c_YAL>l!vRbfPCj^)9XULe)%>a1|3pB;^dpBoqwdhNaFB67|Dqv^s@ ze4m^}HTLW)WS5(!+sUMh{sE5HhHtsFi4zAR?cHNd;t2m=NfACrsuA-f<4UaO`JIMqF4LPS7Y;@!{iueEFJP1= z5{zNOqTAO+?eROgIDTD(!5&XHb;an1K@}E6Js9T%NcS$px%{44A=uidpz$^C2bNbW z(1w+Nt4s(!dvE$+C5bqL&xHPv3(>5D(&+0TK-V2`7?z0Kmhz7D+wg-b%%ERGw2-TW&IM@SVDnvn=jub0o8mX`4B=L31pdBPP)teWjva zXH}xQbA7C5&A&Lp?o652HxlchqDO-i?TqEcpNS7#b78@kDo;nlkLpt#hXs+@?;qg1 zhx~rlDd_l=gjf4k?!;%~QRTe#w&QJvb2BR(u+A`H8DZRUuoq|O*P+L>RBEcI>NY<7 zj<1n2Ey=;k3Dl4BXozf`-*OLer1*1kNZrNJkfmIGw$U^w{-#zW$h)&}$k;TR3QCZSs!yq?OYE%!4buyhcsmPp^cDC{VCb8O{}}cKW_dmiQ+I(#KkQg>+yP~wd}wVWF*)@)1OoDLBzx;S&VjaQOz(&sx2q(FGC*PRA^X)5Tk6dBBEtBciD<<6XwTa^DgyH7vl!4o|LEn(602;Og8|vkczx5ts1uAt{OQWaa3KcsSTXzNrxi zRk+TnwAt5Bj*-DgE3B@As-qa||H{Qz>mR7Wf#}?Sz!u{{oaH?dAWd3-gSyhU2~x}B zAXv>NFQZkh8VXf-o4uCcL9xfRA3^G8rL-6z_cX;e`nQpa&$5eLveYeD^yw6Q^FtQa z57kcNOlGW%;5n69uiILKhN;OTw()L_41};~k1*}FH%tMy0uR;FB5GO1Ls{n&-p24! zMAiRRhb0QPK^Rl)D!y%a-^1>lWoOlGAMv)MS;^^r6T9nTu^2Eam)r#$j$3Vx=1$J4 zL~_&c(uasi=(6+)|5$Y+e`2N!D|r2zd(O)2ZA7!3j^$g@V!;Dwe4RZ!wENeW$luNu z0uHuQ2_PKUS~7A(-S2j=U^OBw7HEOGTXtY*Vr>3y|4K=zXp1jUa~hz}f%sJy$Zm?~ zkU^K?9W~%NOR{XKDUJ6Odt1vvDX|279FM)`wMgEf^^@Kbv_~#$a@0v=U!66 zVDj71w97m%jUkyVqcdrF4B zj;(N;ty$+oJ;WFvIeNnL-QEHxQMoYBKKDzXNa`YZhbC8ZE{SY4Hlf^|(2W47f=%(A zm~izEDQvo-ji%Z3uKtOC`O!s&TNl*?dig8K$m^8jOtaT+TM)KOH;l?3cAn>%i0I$UkTOGhk8mTJM7Q z3~xxjvLqwF$UR2pw^zlKqqOx=q8HUd>wUeM2*bY$zsjzm?kUlB7@>wurXoR}kp@rj zOsL$Lvo__O*!!7yxL-}4d1ZJ*Fhq>5up@!^nd3EF3WrW50qZgzgSuY2%YC2E=17rG{6J7an9Au+Hy ze9fFTSha#?0{Pjy_b(+r`f~u_pnP;| zi=b14Vy+q0Ek)i0VGK|#h;(?7q-Sg=g;=760U*)LDe*!E!8A@qey)OGqFcvtMkbGQ zxCt2p84li5!Frk1bL(!#r*<~)r>NEKQA*mYSNR|G#`m-%vf_POCE|m=(0zoud#wF# zz!|)mv32b9y*2N}pW!07fjO2Q)~nAq7k3>Bm*`$05GY%UDeG4!ttSOaJV$iq+ZoFI zqR5!t&t)lvgFExOsQf{4b)SdYckynF>zmwQ%l8Z4*zZ(vn=ThW-jzZ!Zd!U;nXN=` zm_9D?JsPupjS0NU1_5UbNoj}HXTwt8FONIwcElF-_T6kwY91?6bbq>k?7vr>%%|n{ z``g%E!&1(mPj7sNtcQzUWse*fpSqBE@jk?a4Ou_asQje=mNH1^cFkBj1SlR0Zrt%N zRdtMPe#|-9FJ0$kDMc^4f5Xp={ab;1`|fxDAgv8GyF&JDOimmMt@4!K^xo9{{D;}> ztH?)8N3rN-IX%Pl?VMt`!IHVg{e#bKC~*)qCPYHX=xg4@YM4h(J;7$3h z{|k`}nPSZ&Q9Uk{X4p<*15d_YKB27l5?bwO3>P_Xs?Pn^^N8)0Mt+3MY08Vj=TYMz&D9+Aof`Z)c9{Og~Gl27}EHr0y#D^XL@H1rK zK3{aN_XkY@)J8A3em#~J{*20A ziS^c$X)<(;O<=wS)%*Ky2*F8WM(6-UR5Z_h4_9Sf+)(Fqx? zuH{hAf$$39>;wQ#y|{XYo$!z3Zwb4Z_~=WGP}v+~sDNSJlEE`7?sVi>1>8(j06tKD z_hcNk8(9+-uklLX9$7RikjDK{_k6$aZ7t0m5%;?G4>0g6$3_PHl0)2aNKZye6T}lc z@Jwj^a1A#?EE0zt9n2u>+u=H9JVb%cHPRZ8GD4Qiwl^iF2TS%z{F0{AL2>=UI#+2c z&CZ>XrQVAoz=f5vadkLV+?Zp;d%N~0Tzm2D{9eJqI=(14FrD>oR;=3}dtK8bgfZ*7Sbvb#VY>_18({O0>%6d^iGiO|)QJx!@7>$lZg@b> zLT02Qw@<93?iGM3xV#a$2vCC$KM@aIq3`Kzw&X5q47uICI&%X)+Q4}^_)gVoyihv1 z)>?dmx1td;-*Dwk5%q-iPM1_w8)Vop=}uvG1vbU8ILRA2+(n zP5dO)0AdTQU5pJTxD$MROh7<(ZlIe`2oSys>f{v->kkDInl`o@1VC?jZpAzNd2r8x zniwo=!(lV<=nb8gMPib-tP%3pj z_wICQ+SBbxB7Aq44LBBNUcpT5)ZOFTQ;dLm2fqtUZFTZjfEd&5tMX7e?3DP|r zpUuz%N$$OktZG&~4qw77+l^VmB*g4{qj89s-dIJ)z@IriRLwR>oX1vb5xVWa-!rcg1y78+Af&e@cfs{ zSchDF^VQCqJp0$k(Nr7woK89}SleIGJx;4hy;IPW2jYI&-p@*!>g{Flzw{>|qty*i ze<;2uIydC5X+MBPjkhzL(Mvs;dfSlBmh8t=@T_*c4+GfGeSB&#kz&DneDe#oVu2W_(48Iq z;b}vZv8ReOwqmj@4r~Z2H0v};%yZCsvx+{#5*OyE$nu$UuOPQ(YTe*wc%XF@GYRl> zb+zjLqbyT=06bYse z_*bl&_YCZEl5Kac2{EtU!pn$lg5*&@N?^!^+rl|Z=xycqznW=GYEf4^TN;SBdNJ<` z7)uqxsSB88R>LCZnL-Askwa=as3W>L3R`ESO~^NDCT!(bIN!o`;%fU`TC*N3V;qE2 z-u8j6IWl+6yG&Br*97M}$=)j?C0`MM&rj+?t9Y*;|6FMJ@UAD|*B$wFSjZ&>9$F<& zjoiX9KYhx!U<;(f8pAv=eO<%V9$L8aXPF&?`a8i-$nNhH8#6vxhfAlQwDndosdlQL zZh8L$8yjq2I!^!YF`uwTx3L1lKOD zPxcyPH*gEbP2cYb94rPL?1}N+h!jl{T&uDQrmBdzgBByCkUn+rCeta8`$`y`jgz5Z$E5aJBuAc&;W7bn}#jjtm0iLxvu#= z<(*_~=CS%QJ+H9rarM^Ru77nt&ICmW&3M76kB@9Gg)Zt7bj@P^b;%YEbf|F@*oDyA zSAON>5w0QaRN~1mJ9F>B`@G$J@cxtn1IWqAyO{g5PM%X#=BQT#2+;()neK_7k1*eeBA_g&=8g^e^ns2B}kt zj^-$VX;2PBt6sgx?dvv;us!L+O$jfCQ*Y>mn8$75`F#w}0{h}ofH|)JVCNCIkGsvc z7r3B{Sp(x#nFI*pz=1L`hEW8au3PnY*t(jN#Fa~gwD))il1B@9s- zvZj+RjKK=1rL0BxSFl2>kE^~5rkbP?(q_V$XLPoC;>&A!64+2`n6&@aU{dO>;Mb{O z5#Is!$dP5CQz1+FWH|s|Qu( zC6thFg(tCZ35vEY1S7PrM)Wv-hP(w+>y*3>1yg&+Lu%_A1W{sIuAxAzS=_2BF1~Y& z0RhbGJ#bvi0(e(mw8$kq;$<`fhG=ewZ?+l+$3?UDDW&|m_CZYC*pE?b{{>P=o!TQ^ zxJfsp%?r3isP`dl6hH7~tL7TzYm#(h<@OT9vcQ*NU~R;Tl)7;sWZg%aU_mDH-gIFZ zCkh#k7hYlK^lk)3;Ekn!xTEZ&+_rud7tAP?mq?m7sdh`yTkE0}BAyDr_+IFsluHE| z*fd@IOHOF`D^P)Z04N$b5kIOn5q;NH{x^;UO~IKbiF>%_@0_BAG32ug;e%8dvtR$% zZdPY<^y&Q)kp$BWLDijPS&(9`YG5U0BV-+ZY4t7*a=g@F?2o$UE^PnKez(&x4PVri&@d)_%)ttg zRJ)(Ia2OJrAfXLA`T;4@(SOa0xt8rM&~ND}No-(W4?*Z*>i8M^~x)Ajs*lSghb zMy_59GLti2VTRuB{kYB0OAk2dqxn85FjsD90q`%C(a&J@*)A4`_MM{_v~IT_fO#sh zw%5WCFT$S}f|JJ04S#&Q>SE`n@?=xEE?OiA0XPs4#d# z*X}zND!5=uG3mU}l#TM=Mn;8N7oWdvb+djfxMj1!z=0?(QmuIEg6YHcjRLqg>B|S~ zR)r~c&%$So!1n0C_D1Xa+P$32?_2Qq3{xW+)YMQEq{>&87WSf7Q;B;HV=qci#hXhye%}e(2%QbZtLk# zVe9MFzVr0xHZ}MO19Rt(*C}0Y7FoiOj`UxmePl%}7e7*%Yp0@JdZorpv#@1G%AR!P znu=$0icijf3^ViZ?l9rJyP>!bPT!<(0KC4H7wA969-3t3_rCf&L82xo1s*4ll-F$U zK3zLz8+z_ej{fj7Jlj#0sE^VX#M1#5jy_r9TF&K_I-S8+9cC0OdGL~hbE?&XR#ak< zVz4fXAS&{mQxz}H$EIxwY*if;1xhKuISDbk(SU?Z;xlBJP{-r>Y`2%dsTZ&rOcKv> zIn2YEPd;wpG1}Tr{JR%`A-D;`8JeLVfK5Ao`9n_uhs>yVAypMkmw9q*H{=fBI6myBMh%|_)C0{DKBt)ZTFM>TruYVgIWOhI{9H#)PuFTR3Auo% zPMlori1WLiS~gyrWb<|=gX@64L~;M!_PIcvc(d4phXD6I*lOLYqQ|LT?XE_c*mjO$ zh!*W}yS=%UVQVO4iWrsY{{%hZNBlPS!2p&?SF4a;GPbc~tq*)lhfxf zD&^VQ^};FP!ZwnQ5*!dO9(#U#c2_l>qF)_INYWH(_LJiHn|bZmyE|ycWIq5c=D5El z4<$AFimT2>0}Jx$gisT>=C5sY_Z8JKr~3;6Ru^x<#IB ze^^jlNQTY>r$rUQ6VgnV&bmP%^qb~i%Hgl;M!sI2I%s#SEK&1a2J@kFuvP9Jloi~`!}RNQMn|9OfKo7!d~-`KXo*} zzv_h?H8*hpboil=$t8clN1NLG6fFW}lVb?QTG;cENVU{IPUiRafa9(W+%e3%!_pTT zS<$@Ez%0JYy`_=sDR!mFP0g+vE|`P)q9tV%V{uK8Gc1c5;as>2)3uZY8lf`i{h=Wo z5LMBB+m5pLtx2kYpq6q(BF_m>O&{3bJ)Rafq+DS!+QpT>MAAlv&$l53d(*B0#)u78g_GVK^iZmq4NmwP^{^q5tkEI6n;H%T*P z*S6EGv#(zc>CC!7&#X_!h`l;QiZ$9_o5`XQABCtQsg?N1fC@NPN z<5OlnTwU}Qy_?0J4vL`f25?sQT6|n3T`+kRXBCfcyUP9Q0~m61TP`P}-pM@T1+9xf zxi|odw=AD-iQto?&ph9;JIO}OOY2$Br8drIsz*}{-d=|ImGnBC~OVMC#brPLE$ zE2)=Hj};hNqO=R1S+88@KvYloK3cZIsUce&a5TTCzF~m!2dAtPz=~2tUoGPke4okTie*mWoXvLnH&>bLZ&=c&c4CH z&*q-j3|C`53^2+4CB!XnLv&CN1;~=XT&(oh*TIUs8ssbD6w5*ZIkRGvKHEt{Ia$p2 zpO+opbiVyo1U9rJ)ZF0i|F9369$*Y!z=mZU48J=imbv#5ZcndNJ5~N>j8Q)cSQISc zs|oK9#n(k0#;!&CNf&#zLLYA^0nCN*?QN3N8z<<;6br?)dj9ma^0gmj>gy*D&V_^O zDXF}nmbMQ4z>QWaM;DzD9Bl!ZGeK`+)YJc%Hp_)x;ffEt2(8=vgAZHUy3D#w5;Iia zxCwT36YOeOXN|3^+x_s<+_3qtyYlS%}4G}}+Qd5KJ~h9w1P0@D$ox#*`xeq;3@+_#x& zNlZ6JGBRQ32WvsY4!YC_%-bMkCHUwU=lYLw$F^9lE0b)|-+(V@yp2Oid_1(gqn_&8 zx6vTqu;CFfB2DqDxb6`LLYOLOs*0ZFHLDoV17Cm`4`4Un{jl*dq!|z;N1v}PT$}wq zcgc(qTe8_TL_RzCmp)`%_a@-3-Vl}4Z~(D5KC%yBb5PK@ea6PArh7T})31x%bALSI zmBMcss#l=Aj}G0mUkWymt$Q$g+nEiq{iVXgIOdbhWp+MP>6;Q*KQho3L||0_hxeL3 z39fTqCT|aPZI7>~gV19AC247JEozKFM8;IYm9%}{`=VLUAwMV^>vTUe@~++ThVB*M zwN&Ifj&R5Sth<(j74zi&*Zqhqmcps@Efiduc2_@hl@Lf$Sx2Q@@e}JD{HYOYiOTa^ zUxXo)ZS0ZlzX*IQXViAdlR{~kN+0N-r5)XltUMQeHfV>sgaDDtDEJ^e;fEg%2 zb2P{kpGmF z;v}*6tclxcmM{ioW+~h-C&B?&{U_;F0dgGS0;TAcNSdo!D=^Mctom z{c@U9aYMcfQkG(zDLUa~j`KdeLNNR65)%;PP*!m7EuBlyvY7fQy#zjJFZHSWqE3k7 zTlGglO%Uop{XZ;XFuV^};y9~Vj>&sEmHV2+59&_5mi&8PG+m4<^6K4YVo1w&6)$GT zn+m`jc;t+btxLM}|tod;jJ!V%VnrMB~TdD;F72;d*>pRAQe@XP_PoGHe z{<~9t#ft`2V9bJUTn+2jxXfi+lRjVSAx=D{1&9okATkK2?~f#=Pju>}Rq3FdOGpo# zWO0%gb_y|oq-jB76zg?I>X(TCs%8@QC=d~ruH%hT(*};u;{(YMft{a7-aE{}zivgFk}M(0LD%YjJHMUI0_4xSg{ zEEjmJu_zSyiHm&E7|Gm;^dTfW3%vINIo>Vhro8yNuKZ&@*len+U^R8RjfGyps#CA^ zhby*Mo1xu&dy>-IlBWu=2$|Osrp1M}h(VrL9at@OeR8jAw9=!1`S~5R-2?airELGM zoLUf6VI)SCIv0qcSlbSyd`#Z`WqTerubyP(HC1l8L$?pksrA+hx9~LV6>v#+ykZ0Y zayd(Oj2%NT)0SoT5H(UkSsuy6z|g(x{%RS-SCG;X?m#1L!NgVC$DEeT9)!^xugEMb zHpyy6tC@WZX03gp3bBi=+B+Wjw%lvDju%mkBTuPgp_cS@+B-IX@TS5GW;dk`kXi2c zWv+0A^#awAC)W0nfMN4QU{l-<|4zh0>UUtD?aleZ!D6TwMyws z%EI?8kDs|d(BX6)8!JC4g&eR^|wW-9cRlJBB{{bACZ*hR<>!*-% zlg{&HI)(O99nYXjO(*G4@Z#t2#Y(+8EDqI_s`o`&WIHi@frs z`0=S4ozxLu%(G4s^HmWP03~5etAZbK#|v)0)9%c90&>=F zN5TJ-vt}A#o1vJb(bM~olA9&4`TrrA0jIVHy^Xvr5@BKe7iB!TdCdGOf zXkl0(noo&{!eWE*&DS-Ui>}w6y^~cEhlMtuLBm32A73W7t<$hUx*avFbPMpD7~lWR zGJL*Y#_gEYf5mOlJDi(ipM`z29Qpy|X1n1B1VB0*`@1*WaQh%XNcP*q4;Z75b0KXf zsbQD2@o=ZE@vGULWmnzP9AS(Y;EhStj1Qk$JvKs)5O8$HXrcsAvA>Hx$Ubb>OgZqs zdtc}pY>42TAoK~?Np-=`O8V$Y;Bwy(&(?orK%l7T?E<1_|Ir!7{VPWd{GfFnYm#`s z3ymyrGDnpFH#vPR)Ww`^r3Z7y;VShu-njTNUDz9nCjqQ_<%>qLoEJ7?wu7u8Z9Am^ z&oNpgoQNEaf4a!}$|~rV`S?2p=F5pxby3V!3+~OuW2rA_Zt`&;sBQ%bJINOM!V2Lo zm_k(lp($C4$ufAbA*|aout{Q$S;3zmrIHjnx41E|gkMv6ri8JSp^z+13L82ZNn2Yj z@rr?2?S0c(T=svTRtW!U-E~IZGi&_@_xId$W2BxT$;o=yb7Ic>fXfQOGOO*E>Z0eI zD3_7(!0c=OntibA@a>cuwFll>C|;tM|DlY($Y(t!iNDOjrGJP`QlecgL5t9;SVQ}& zAd{hQ@lxxg*7FoMA9UUA_pj{kpnF-@3bp+$io8t5RD(#NGfv$rYi}cD=Pxi(2t_ju)5@Je!9sQ^GIRQA?m}Q;~Jq`O6)=tqCQGtSq>I=N873lhY6~ z)};Vt>+5*@{NUc#gq}xj;gAo&!hs&P;Eo5#sd1Phg?`o*?wnQe>a_E4b(q+J0Mu~p zckX*_el?Uh0acVCnPXIP5X0@Z>DQH+qYc`?kJ*tL1~EL9rH77J7WO9U*G^U(7`(5n zqSxuXzdu5ae19|KvJarQPi0X*NuX|cD9UTMHysz@rvrj>p0EjSDj_5oJyuhu|Af+D8&p9@z=LA5ibJFu6|tW=Q89Qi=beBn(RC1Zq)ZMg|f z7Y8CjdSEOV*{1*Go4no}Cs0i^ca)EQ;Ci`oQ)_AlvYF~?%)f6XyTx294aQ~t(m8{=Zq(b(JUbFD57>l zW@$f7kXWr^hJXcCeyt7X;)}k6S{ke_zxcF;7t41WR4m|+Ro&=3tGjQmh}OM-({W_Z z$i8vE9a5Ihh<+JbTaagF>v}8>Zkkww+`>}Z(AHmMzM3BwU88Z8ULSG7mRSjVu9|dN zi(vB}cs0xWP&v7#(QCfUx%oU+Bowr-neH<5(S3hR5B7!g@M%vEw^LietA{pZe`-M3 z(pA4KQE0_z-FO9zyJ_qT{BJo{Co$uHVwUdrOQY*jkOXc5{kjw8*wv|`eaiLHFYq#U zk;@Wn8$15NCP!?6LQ`h zs(Kr8p`6yJ1k*)n9T?_g>V;&TL*3fFqsdp;$?TIkT9qD%zSfhv_x4-WM&>5(!%)Gy zXxj||Uf59D0NcDUP`C}vQo!qQGmGJE$M1QozSq*9lyYuX^Y?H3cO^DWtN{uPVl367 z*AU3j2q3~(9ACVjac&M5D5B_bBl{Whz}^c--gLouDo_r!RHb(PY+ST8gS9)7Q3%I| z^e)`-B)?^5KT{z&#Yh$Y{*uk<4fgcm*kBtbE~1&tpUOmmtnV}5DswTr=8zii)dVEaDwUDeEnO7wUobXtaHH% zrt-@N?u8aGYE1tnq0?J*N(70R-90WAN~Mh-40TYk`+}Bs)RA+W_=FRn)I|n1+1pqK zvbAvUj;o3+V#_uyn&JgfUE^h-R$L1M^^w9Fs$Gya(*U*A&5(ho4q-Oz#&uO$|5xMk zyP{Tqa6IA^gO~>MN8wM!o`yF;lCJAVc}^|Owl+*;1tgON)ch-Yy_d0TnJG~ekK4Za z6ih7YNlWx+$lt40_Mw;ojRnIjU&#L|$(Er)#&rOO!VkG5u!!qy1=8bsoF&UV++A$!b$$pibH)U>e)?NX7pis24_2`*>tE=a&U9E5yul11r*JWWoq+adesfUUoCM=w~^ zWt#U@TLAXIn6@L@SB<1_2n&P8{-tkfGRtEJehM=t{2l8t{PJV85I+Uu^r&7un9l#@3jJZ!#~7(7}9pC%eSbbF!ZXkM5)jCOqj?i*yd#JTm0 zuX;xHjxqS>~N^rkz0QShiffz7;xVGnq{&=QJ>jm;BAg?%(F37z`?tJ$Iq&+VGd_guB zw$}6fsrZ{0rODlrf?$@%E+SdN-k}D;%RrbhC?zBypE+4bElMIosWXHK*n+`5RigMU*Qo@EvvUZ_p-HuFAad6R=R}dcJdwR6KV5!4V4%L4*z!G<+} zdqrqGT{6^ms~xRoq9N8gUN%GOHOAZm)d7s3jhv~RAlLGb;()jSYzU&2Ci!^_kD##s zW{IH-7Eo8EexALzGa>b16$)2{KJvaBAp7|m^ITN#pCDZG>gCDqrwiD-#VY!WWB}nq2`=BeWBe`kYgE@a(Nz>w-bqOv zzcESq6BMbZf^jagj6iJ-K-<4_OnRb^}Mb)&p8*8!NYhG;tivE$J9)9<5Qsb}=ic|!< z>qQxm_8uG8oH`=(@=17V?G}!*Lz<8nxXSO*&3KcP`XEZjw((t!1Qph9MwvmwP>D*P%YbfKLeJx? z-I%-kkfgFJhY4(yr$d+$O!+_GW?mB6vPz1tU_Om(su@ji0}3Fu9wMXW#cf8mQVs7B zPN8(N^SfjLRi`xMhrlI;9bE4b%o6rd1gP;tTw1}rF=(3%t@UwmJk2pMK#ckh8lZIgj}9xR+_UWN7!fnpv4K;WMmU$vYhkiB`VVKn)68hP2)5@E^_JPb=&x}wbd!Ic!BVL`0T6TPLgX{3P$`7|g z?1g3sepM#R9*`?n5#&M5vxn_Nq$^pyp6}#SQi>#-%Bonw$AFIZt|@0&vd@uN6RR>J z0b&+a^8}N`Kbb7<(#aPxKG+jE`3GX2v%LgoSQD?%PWnLaf2ehq0R4{x888g2_F5r< ze|_*r>G$`GKY_z?K^R{CaJQPeny4{`-uKBm3z-26~W0vMmpQffB=5Y4M1<~0@Ye@S`dGw&6#beZdf z%V#+HSFTvX{?YZDVE;wJcK9myV7QD>q0GYY`qZ7lOcG-xR>zq|D|OGlAcC?02!sGk z?by^@h74ZFGOHzMtlFP=Lbt za8BmZ_$Ddat8+!BfCPUJk*}nt#_))Hg}?bmx4u>kAO6#H)2No6<>v}@G+CuycnCrd zRiM!>=*MdFe&OY}LU@d#@{E%&c|U%hD^LClHke~b!K3tvpTcP>69aWmZ<;Da{QJw^ z{bq>f7P-FL$%f%$i9&H2V<1MM%d{he7URft>ZdphW~Pb$?b^TQ?J)lDFMZLLys9VM zlawr75EX{FQY{c&2r!d71W!2bckf?)>8n3ZI@Pukq{e}0DUWRi=V58{sknEcHNy}C zT3m6QdOc2(Ri{t&cAk=)WT~t!7pU)&4L!K=&ta{WVb5bNAZ{KaDDm#ccn6} z>azd%v=^<`B_&lql!W}{N@>?B&W0iZux5E?Tt7hg9$=>b>-!mvOs~(gpp}QEAVk^1 zO~C~R8;ng-b$`{bB%op6;nA1Q0#~$GJ6Nk!gwG@roGr5uu40JuO{{Fza62+oB@X-cC(+s}EQj9lK7=6SHgA%M`2b*PcLK5ITU_Z82 zQMBoCfS*FcGw52$e+aQh*q9Ou1aLr&xe5wR1NiPHRiD*w7#;DsDpS3O1Gc*2~?-od*J5$)U#bc!)d^y(tAUDbwETA zAH?h>b_FDO=?k~dWtuliuAZhW)MgfL4mxSootb9JLrT0Tb>WuA`fmCzI02xpL>WLe zYx(w?EyWv4l(2wM?0cvJQ%0GD=hm#zUGbJn|KF3A0l(|zk-s2eYJ^mXnZnq8>J)Gf zqb}qd49Mtx6y$O8=E4_WDBEx|%OB9fXVU(MmL?r0hj>6rVWFeL-O-%T42gNkK<8$b zI{5^C>u5C^uyVc4N*0(#S`f||+y#rr>XE|kXfjAclkiQ>e*y)~8!N#)(;zGZI7z}Q zOv(+;OgHc*?Nn%zHqjfZASs5|HVDdlAJr!jcIjJ01mJwcDblZDf`1g&y*m>e172g1 zv)tG@ScZeH=bu3Y=wBsUMBoY;=f&PPfG)&)ykTEuP3zvrfp1a$Ywz|fr#QRRV6dH| zgncnU<1_lJWibvh~>?Kze@u`djUM zsnXQECr&-PKN+}?X~G2FO8#xD%-FBP@lqZsJ(OX2$tz@e?-yV)i9i%u0+{+OQYAg$I3Md3$ zBgG7T?yRtg17pWrH2W;7w}=i~Aekiby13Nm!_?jx6KZ!gD{GQiGNJLsHmhxlqnUEa z4FFQ2_fu*1=c`SXqX!5wLDjk`ACUiW!jS`$x5ryKqb@!Rg1$v?DD_&%jyAYwe&qw` zd6!|Bqz2i_;h|g4|EcaegPK~qHAO5SU;#Xe6h%dfaHydPK@12;7wI4(y^}zIP*qSt zK#(FmK#(Sc-akExEkBi% zIdd=YQRpv^hxx!t*lFW)I%lUy7mF~aXTQ!XIUflQb0O6o86w4LNh zD3K4t-W2Hd&woeFyn;P<>35{#9kE-Dt;fbyF4W%ZX+64C(6-KMYPr|A9y%iS_8=uG)h~SfuskG^yy%ZywZsXmsca;2 z+fM@d_oTNvYS{}(^#;1VSQ8e{3fPNMW}t-2sSEOBvZqRA(xJTyY~Og^R9skBur-!8 zOUAu`z=l$5t2B48=%>Z=)Wu9xiF1+a5Ug+DnP|c=+^iM2+5CWdK9{OHsMO)c4 z&`acwKQu75LjM7hU8EZgq%F8vSfjyVMt*Wt6S*uqfjkYLAcXFx7%zRdyu63XUjnI1 z(aIb@R;jei94p$^o`A~0e1$4FvI>|NNM{lAA>JP+AgrYxdh}4{SDcDt5#t)a-iBQzNyW2phGu*ZeEHEHi^PJc2j}eRP z!|I*W%7c6j^%Wk4j4q(0GBDHD`VRNqU0i|uag$*(X8`_6;88zU%TwT-t|^<@&~(!emO04P zR5Dg;xF+t(;Xr$F3r&}OK$JT$ii>pJ(>ZyE+QP891$bfy9dxHC{JT0d+0`0c0Y6J{ z=`me7Km@%lQ=$yKB`a6Qt$WlLSPy+OPw~;Y*6SrA8r!3y9?G&of$$%=-LPWbPL%mo z*~Fh1P7?DkzQ`mQQ~XSbX0fpql9YeVhc%kPDN1`dy+tFQ&Edpzw~hvi^G%T?&}QP@ zU}x2#e^lQxXP5(&LcT!dMP20BL4#?G#>$tyaqu=S;Cd!takvd)0vA!f==iTP+@Mpj z|0u(?n~>c!M?TOwy7}hHa%MFvt%%>w8v-u}uyj@Wq*lAN&WV0cI|l1M=t=yG-{tWB zJXDUH5s*QmGn%+Edvw{jk0iMroonvVRumvBpBy<_^-mW<7jHG*p*SD0)d~Q0Cj_&wM`$(ep9`c!mXufB{O_=;b+RLigkuJ19>bqXMAwVk`;QP zs@A%pHotPlNf(yL(>nq99jS1SqQ~O5W{VC2&`%V)tj6EVzxt`d^LKS_cqEf#;L!K+ z#@!Ex9~m3r5U;eoe6`nTl~jcqb@(|~!2Ca{UT(K~`FL;!WB3e`=(Jz&wShiaP||Lo z{ZP=8F?F0?CE)zHMc)}kPOduT{>Ah1unj#@sCGqB)5cKjE;@0<(FV(e0KAng221#a zeZ$V~u$)5MXr(O$eaH1baKDa*+AeW^@@62DIx$82M=5vE0R(=W-j_OU^kuJ5>Ze39 zMM?I9yr##PlV%K1)2k{hf%|^4M6fq_L2mc)T}0@6q?zuwCLGNReiA{<@g;ru z_yGkbacFn^_-C1vEaDS0Lkf9liF20H^eB5mfl?)pAL9><7QP(dw~(S#h0rE9@2?7b zXtMIFn@Q|vM2a^dge;W&*}uKrmMQnWo7$f&M3oHQTi1#{T8aa>#b2$WF$Zx!Iw40Q zfsg9heZbd^o7oZa!k0_9EtC!;WuEn=O4X)7dCDZdsC!Wv2SW#A@r| z($yZO!*aD;A%Z^{HxzArzfYTCh0MM@07v^%!%oNz0!axb)SU`U2K5JMF}Pn{+jFg* zlu^4M_ik;VR`*yc9ViLdeh(B3*}4Y&_ZlBYF{w?O3~s8R$fg#P!tPV_(VLa z+?>G!zI1!>z2GM#cf9BkzA{O5yQ#>zD6;2P>LR_k&U|>W+cI^{jA@wK)$`&Dmo|Y+ zcq^c@vp!sIxv!vfI{(dRtt$y}B=2>&&6-p~an20u9t3vtxG#hpPe}z8TkP(q)mU=w zv?8Z!rh2Q@DJ%PpkVDZ&fb60;X< zU={Fz$Td<^FIo2Z$yp^mz4;=3%fVXj2{#aK0P*n+zbaP7wgUrIG;Q$R8TU>F5w*1y zMU+ya7$x(C`gth6-D$E!?F~Qg_@0+nRKicM;V`5?5DqpFoD&;mrcrTA&y(s3?(ODPSgs;4n+#~j?HBF(`uch!a^nH`u%0?*GeRa6n zc2-X6TYDPi#MzsMjR6U*ty`BsZjUU4o2Q$M2#-79^%<=GP!u;@}jje4_sWm&46-+Ulcts_HTPmo-tkEj) z+lbp_gHUoNsR5zAPtWTWN858gXTGx4i8FKiQHoQFJBQ*;-L} zEdI9{xWF1Q*YoRwDFQkynm0u{2$qlfLGkeyTTL1`5qUxM$gY?QXqp}Nl?X6>UsPGDJR&Vr%6*fBb{+@DPmg) zaY6Tj$`Bx@mIVCzrC7xR5_Sb&Aa_fipy_r}EMhYN^|#H@5^xuwKNqV2sJdNM{&m^? zcP;nLvtMn9bd*1i!&86B(fvoGxgj8u0ZA{OU?R7+_xi!^8iHK8MaVbnj3HB$1L+ zmn9Z=CTZ#6*(=jeOyBVX>?;0~Tk#{5EnYRp12%`hefZa)QnbL?J`>-E9fGyO9gLEH zsczXkbD3B(%`&b}>-6WU@>cVBO3i*j$ULFGd#|wOatCAOU(WgitwkAY86aCi|DokN zka=ik1E?s?h4JhT|8~&xK9zw1O(TtFx?6GObhw`?TXmU#{$@)TzJ~%#t<%D~0>(&) zKKv@>e+b<@9CL{VT*FWXK?bJEdyJyS5%NNYhxSofkaQoj@&iSiPQ{W}BA z);<4^PXNb$ok^8-ePp${IcL$`Kt6W1^lwDD7asUX{0-r8s3{xM13*iNO}O_ekOYok z5Ts{%z{uecYmDUh{5J?;-N?tG9Utiuo-&wTKCU?u=gCH~lG@B?*woDm%(to;u>{zp* zbmLEVIOkf_tCPLuo)dZ)f1`W*d{n`LX6Fy%CWe{uX)KV(sT+KbUMUQ=`bx`sO*<}O z^)5c6oSMAgZ*A7ixAP9W>tYHM$;Cn_`2j&8XP~v8<3pfzUuJF~be)n5;@WLH2i#rE zro2pT`U}WjTjl8jRm0|IAv`STb)D@`A5H`P)FjyL^W1mMA6Vc0b9mKSK079`f#}!hZq4FmPzME zhznds;tjisag&kc2!q5t69ZM(wUP+iwW!=P$ocEAIh}5NJIQS=Fijtl%*N7t6jlR< zr=;5Hjlqf=lKvRwe0%nHv-pL%`u2Ol8U@++8C~1n`{?7=BZs@1YAg$>3Pa`MOZMze zTO}=1#*DP4mUq;Smiw9N2t*C{+y{C$!lY*(JN7^M+>?Z=Cj%Wv3oC&>20>|9v5UWZMd#?- zn)K~>w$5YV#PymS3YIw2*ftbaz+xFy`gWsu4xgEoa@9-A4I5(|dtyKpC z_#E7pi-#N9w{!2uX^%e`Y?*rZ5*UDKn)DmEB`N7$y`k(ujgIVIy9NkZySHHgb;p$5 z_S<;($_~Wy0>b9%Pq6eb6U0!XYq-{;`g#2i0?+QGdU}JF?~owx-(Rd+=_Hm03Xn7g z_$+=cZ zx9u7LT_7kx0oy@kfm=1o)_6xq&(6x9unHr31V>!A?YPIDyy#sHx&f?t%{fY{-+BM4 zV)-9-K?in1?Cxzn?n>p2^#o*5QbGm|#GjwxCc=h}j*Uk6ERyEYD;fqG&0{xdjIV-e zKc1syq)9xfOH+C`gf8Uz|A!_hhtIFPcLp9Jx`voW^2|?HU!rA1IlO$$MVx$+Vzg9M zS=2my6im&w%QDatAeRG_YZ&99~-U;m9mp=-KYo8+zRx8k1f&s-R zbzO22xsh8vvh7OH%2U0Z4Heya{&kC4g74zW%J!$1nN-#9I07RQd`rGTKm^7AiFM1ryypK(H5*SvpTtLThdA%Fw%<1fyL$fEAtbRvlt^HZ0@zzb^d7K z5?vzOa{VMvy6|l_i#nz`vn3h)7aV=mgEtLN8$r2mq3c%)%`cmA#)AOB5-)ZoTn~@s z2Xzunl@wn-f0%^HsX#eeQZK%DP8^ZD;x|?>M^USpRsiSdLqW z;^Y)He>F0U#`XQlcE>}XlG(!6ji(IsPj$u*2RY&NFsCs5P_Xr8YuRV^6^hcbS##P* zmC*~)Y@wtx$Uernhkv5;6gAr5sShyi`J}9aN-BBX=7e7Agt)dAXJ&efq1h z%!|xYY6m8Euvf5`Blrne+KROFphMpKY(E$mDu`JkuYT(X_ciJe>T|}TxnJLs;IcW< z{XTD$5gMA83h69}my2oi@Rj$T5(9>jeOi)B$XmwSv?WXb^V?Ii3`Je{oz%>|OnD@h zx!hiy>QzB0&hnrBQ($~6vh`I?B-6-*mFf2$vYz7|m-)m_OiS9Ep41vK9%R|C4k-JN zyIZtl2TxxGn@NJigXS`5r3n1Dzwatoch@dpq83*uDu@tMwAi!Ug*A0d9nYciC7#q5 zUs>&oWw-oW*Toj07hF6!i9QdoB+#>}$V&}~kW^A!+Xu<0FhuGyIq>V%skg`L&dW-m z$^fuQ8uV1Va4jRFLbrrjhI~`pTF^F(pX#L`?djr~<)7}Hn|f%%!%xcX8ts@Th90NA zRK#n|z%=znn`A~AB5Vb3HZj`1qH*o(%)&MWOYc|0VlTSvh1VYg%~Z zhJs!L{ZSGZbTL`YgV=Mdj}2a%>GbSdzX58V;86-I#Y1BxTfgzxLl*CZNE@}{`U8X1 zV#X~`&H6=-7Y=ANId-q#kPiy6TqQLKdz*7-$~4yMV!QG8n=Ng$qR2Oj&98xH*;|eN zbb$}~)!5;aw7uR)9dn43mJFudFO%#$&7D-z8R(lYsJNvq!=D@rtr}tK$G(>`Hx%OA z^8Mr<$SYOb0=EoS+FNt^ipd9sZokGuLnJ|a9vWA`sX{Y^$@Eb$Oo2%Lgpxm5{*H#` z#GgN(5s*2UpE^5lhD$*@S8f{z%kTlG=kHyCB@p%v>hoqNx2vu%J2*? z7%JVhY(xux+PS{2R^A=tx?ZEJ2mt;7n z+>YHbs{3SOne`&AWw3>^&t$=qtagAjJlVS=Iw|Mr(&Pl^P!6fyKwEbSj9S;70zF)y ztK7d@;+dHPzwGx}NSOd>hwdhAg3k5CTkdYIZ<_b4_Fvq1b)F*$Jz{LSoY0Uh2d|MT z{}-C87-xHfcA@^TJ{{eolf4|S`Sr((zxQ$*UcNycTQn<4mS(JfG;U*8V*>CYg)|Rq;jd_T))$=W~0~LaFQ`#VcRom$Ut5g~T!?xp- z+~M>7i5fOD=lO-*Jf;=KJXws2bg*4N9A-Kobdr|J0SuAm*RXRk=X2rNnaIPl$Xljs zy^2%jpSp!SnqF13Qc%hWnQqPgo-W5Fw?4nSbd_HNg_f2w6=Z|42*~AQ4nIJgrprGL z<8d0t9PXS|ojuR2GC9dvE$cUF(@pgPDc}(CP;3C^>d2P%k+PQW%=6F8EWsG3aLE== z)qFRVnU2prU_N%q^T>tDJvw^>&^i}|<{}vQXE1PwCR5=ym#S`nN&rl0kuH z>0Ie**T9+aZj$krMfabR6Y`r|T6sAuQN}IKz^+&;*SN0(VG*K5kM|PT%{L>caj{5>z#B@1j zveRiO_v^PBF3x8qHVy65eXq_B*WCoCmpNf)Se9e7{~C8Fty9S~UQUZW@-ff9hTUxv zf_r-YLyZtDd&C2umUJ}ZJN>8SkaPA=+s_Zz8+uj%+f8*YyO}*MYled0S;*@jJocPu zf8s;c_AQP|J$tIvA6_E6Jl|@Gp;K?D6N;(8#D9Q#hA28*^?G;Qe|_)wtpBp!dM!=t$E;+W3T<$8^wI$}{ht?7JV?q+iL5fnMv zy5TLt(kmr($vn#p>k}~FNk`cAf9ihqv!H_rxJxP^ff{j3`~|QhXI|_k(&tLIn=9J7 z*iHvcd)^S#_TWsN#M9QvO2^y_337Srw0DbSC0lX_A0HiPXQ9VihYv$@!Z&KQos_B{ zgtSE%k87>?ezHx|AxewjzqxGHkcdTmewCmJy|>+>!^0y?(%0eZsdI9m7fjc7D5 zJoPcj57w#AAR7q?y-Oa{&Y^vpD8pWtkfYH<+lis;M;Ed_{M;Fzvan81e#q(UpeBpn zRCJE^Gz>fJ$3P+$&jv;<*GL^*mcx%vjLX!gKVp3=#gi_L7L&MPBpa>EY!%)(KbjQ$j2dwY! zzPvB)y6dk03)Y%5pO}5l+56egjzg%Df+Q+3KJtSH4^XA0#8e(UfCoHy@aPlbBiJ`z z8Y#A5g9l1-YT~fr!-o&y;NTuTdi415V|aM@Cr_RrARr(jA|fFnAtNKBprAZ``Vch#<>eI=6ciN|m6Vi}m6cUg zR8&<})zs9~)zvjLG&D6ewY0RfwY7D0baZuf_4M@g_4N%53=9noU%!5BWMpJ)Y;0m; zVrpt?W@ct?Zf;>=VQFb;Wo2b;ZEa&?V{2<`XJ=<`Z|~sX@aD}MM@L5|CnslTXBQV2 zS65dzH#c{8cMlH_Pft%TFE4LzZyz5YUteE8KR`71_T7Wd-pCdFfb@6C^$Gc zBqZeh`}ZF{dR8&-SbaYHiOl)jyTwGjye0)MeLSkZK zQc_ZKa&k&aN@{9qT3T9qdU{4iMrLMaR#p}e2+YpT&dJHi&CSir%gfKtFDNJ|EG#T4 zDk?5627y2&B_*Y$rDbJh<>loS6&010l~q+$)z#HCH8r)hwRLrM_4V})4GoQrjZIBW z&CSg%EiJ9Bt!-^>?d|Oy9UY%Oefs?Qb7yDgmoHzsy1Kf%yT5+@+SAk1+uPgM*Vo_Q z|Lxnifq{X+!NH-Sq2b|SFc>^CG6I1>Mn^}-#>U3S$0sHxCMPGqfB!x;H8njwJu@>i zJ3Bi!H#a{&zp$|IytgNiAuCA@Et*@_dY;0_9Zf~i_6Q)tE;Q)>+74F zo7>ylrAmEYm<=Gkk@T}4@e(KiwUcFq;I!*CNt{mui>$fl2%WB z5a2kBsL$CMjVM!?p?8~M7tCG4c-snrYe#>*#le<4^hm0vcRldS14#Q9dXbj5OKGw@ zm$7wwm+f<)=DPW2*An_I4fTn3Q**g(N56#+{h)#VRxHzN!CN))%nz8)wNtWq9f$U= zKIXAL{lbbzHg^IK`{2{k31@~I()SFT_6w_ANF@L-#E2~jzMu7J92uihh*9!WqX4$2 zUrZ5E;*D^rMYVu;&;CDnieHt>gi`oOd`F9n!Raa;~Wuctf22h{Hum4u((+&!h!SJjT z=f5EWtQ;YR2qE)te-Z)PcwhZSgjadkJ>KBu}Ay2sb?C%h1eDK zqsgfLVUM;q&i{V@Qv=*}4x{cKxTc!$)Z^iYth~qztM3Z8MTBo~=UR4T!3To`PR}Ce zPN>$m&(=_E_h!iMQzNP=7u^h~b;`(PT&Lif9zh+fkU!MHn7fvaKlr zv*P`~TpVvz6CQg6z|3!;0aZ~0m=&{NdwqeW{n4}a6UG6mO_!Cy46?UtK*-Cd~F7eJp9P$`?UO@a`zuZbv|k*3U-KD5j>i7|3-4)wYd6k zmEStRH@U>$Yhzt{kJpwSpXZe^WnOz(5T+SwI1_t^Hf3t6&~&XRf10)aOx+5 zmXyuj-cj01UW*0)kt+%w)KwyMRbIGoy1>0Xr^hl21GPWqw*MaBfb?(pI^h31_V)iH z==eWV`J-?DN5TF&fd9Ljy}?=^Y1>^L3T;czI`=7V$oDnQ9VG`(=>%KNvK-@WOm)3XUneESgqON9Qk$x%Zm%U{lpk*-MP>g+!P` zm=hgYzkSr5-v+|zKmG7@ZMRhTfdBap)o(DkbE!%J6Bq&5UCyo(51ldrYDNLg_dfp4 zbAJFt6;Hx#HSyZO3k)ZB!nuC_Ln)pG*araCoLnHL(V2y^|N9I#0C)t&Hq)D7VVvi;ubEjai-b-_XB;k=;PShRvk8zvo ze%E7uL;R!A*<-rQsV8ghfKvf>S|3p0ZpO) z4bS1}fukUc0i3hvnVnJl4}>}|VXWncj75^3H51Yc&e@h;h3mDXL|d06_%EEfiCn+s zyW=)LFf5JBUlJmYE0~hS^>)j(>8Q`uHiVPZ;=sSd3cOsU{_S<|mRSiHRi>RNUcz1G zHHsWYf3S}Fs_IZMm^uRIxBIwz;RCoiWWGQ?6z-C9qh7oyueZT8owjF!*I56vm6l8!_jp=9HuSZ5E2;`|pV$+u|7;qm z8E;Fe3+-oQ~nD)cY6QqPmAU!0xJE&g=o$f#D@ByIs$%{LA zun9qZWbZW<6QQOSkooVkyvT-!1%Wm(lz8c0U~gMh{O2Vw1Dk*CU1od> z2`ujpt?Bit(}f@E--ky({_kGA?GwW=`D%OidT&F%q#c)ycue$>f&7#>yJd&t@OSe+ z*1TH;h?^<-rhA54mWu>kUWADD7!;oBY^C*}m1{e?m{Fy+mO?$6>)Oo@G0?j-c{d3z z?X>?&?5+Y_`*|^t)hQe$VaCX-Stw~Xfu{(OsnuR6b)`}|{9&6XHPc|(#pk&mGD7m~ zAR>f!dnB#d>{PCz=FhC%m4Pq$HmfN&nYXL>C@wh@r7q1e#m-e26PGFwyu6H*ZcKPs@pGh$FwWp^0`<&+}?#sePI4 zi?2nIZ=_RH7S{DgnP&w8AXlUT#wur|b$~)ub-9}0$MlvPY--|q5$AxJe|qh%2n56B zU#HIg2En_~*mX2k>O zaWEyg3dn|S<&Nr_*|#Pmaq36=zH)#pOz4S^hx9w9fSOoS`}F*qE4FfU_l%b04Glbq zlG}?sru@Bud_Rn33(l!5@EaKp^|ei06dY`=Jd!VW=j3pyFid;~^#JAH>F~?1Np(KJ z6T`s2TO0>BSNf7Tk%3<)p=wYemyhjxA)~t=*%a(2q0lI+JsJtI)&T$kcb-&uoF_eJ$@dk*A~y zi=Pxb{JqGqg`{}NVf7q2ZpkMn)kCMmsT}$8iC*N)Sc#JYVlezgPt0HWyy4{4!ZI1& zb#w2A2M6@IOavG52+00aN_Wyf^JRMk68;}`rP>io>PtuPVCv9&ImoZ_R)tdO^vSNM zBM%)@esCaEYe(^~H-_oeiHas?OlKfKhQB9-aeAYDr`81>l(X1AEbo~!^+V@k`tt0{2{44S$Xc9HPNd+u-4Ny0h~sUKGXR)>2M+F49K~>SBh;Kz-c!CVqGwjGu2WxkXr2X!c%f zq-g7G#tiRvSqFv;45|KwEM{c2>$uZmW`>Pvo+E*mlelO>)-=QX zZf;d`C7TVkr?Cwjek?f?dO|-Z>c8qpDwArxv|Jf9`3v?10F%IkMJ3Oy$&3;>A{%D3 z7o0<>k-f{tveLlHMU1V7E!SAtN-LkJvI@I=;&hxx(@!J7l5=LC-wYPz%l}6t4jyBH z&eKM9Y~4KcY47pnP(iBDhc!z--fEVw+LdJ0_T=pO4!=snSQ z3h@#_f3Z@_3aQZVCXBAS-tB2*V?+ zO?-&u@}%3=>5OAz)Yz8sb+<*3Dt5)nChYTq%1$%Sv=;6Ur1x}D2{aEdWJ+<{^KMtpVBX?tkHP(M#R=x zL!Yuc`#6l@Ff>|xS^v=ql4IyHzU{ZLhlNJhm;Y>5IDp>yqpu4%bm!PBH**_}=3UMWm%$LtV;Fz>m0o+>LaVeAQ(Vm!)j0HB;{D>}>xLT_ z5)w8VTvvmiqs`{i4V?+B+CN)|OPeN3==dzYzMDvCHvXg9hnhef-4cQ%I@+dreZz&O zB~I!W;S!StsWz!!jVBl+M>kj369yGCx&q5DF3J%Mnvyxts9_g-9P23Kj=E2prLr<| z>agtno$6KsG#go!>?w+;3PJ$n6{awcQ+;4LO{FN#`Px@yUg0wp3M0xXy zw=>(O{Iy#k=EG?3KoOoV_)4ZCy(n91;y5{R1OB8xeF1*RF4DN8yPrBS$vzhM9=~E* z%_GPwmb@r`wH5QMM{TJ-s}aA*W}luu&j~c1G5iNUm-7Kpy^uZJVzKJbG2ulMjOeCz zNiI#*tVB~xtFJ1l@{bcu!s1xH1#;Q`=xlTnTz)aP?8XrrrQSOQh=z)m5B zINzt`ITT#3wUx;)j3GP^*rJq3b5-D(^g}=&!hb3inK}K_0c9WpFc(i{S`Ni({^#Hr zoct6VJo}gZFbxkHm*^J8yHe)8$dl33+;J|c#S0_oUqs+q1C8WDX-6nQVE3rF)0ERQxb$y)vAPfrh?_O4Y!on`VK$@9s;0*aXM_A0^>F0$^J#4UO<5J#U%Qj5;ocdo z@7>ypn>(j&=)!X|mU*2a*ONhq0|kF)t~+5m_E3%cC@fGgUV*I@To>}{KZ;pYJ(tH& zYy3H*UetB;L*^On?A}3Sg!mp_lZ5p^Xj+;?wD)+mw;@hpVDl4{CyD~$laT=zI>WZv zml<9?q6hICR(}AV)DRw&zTi;eK-^Y3R5l+XbxOg~^fhNBGNrzG0_pOLC)bR|B%5Cw zi-S{cVRp8~Xo+#;=tg4mgtS8oedzd*)X%rq%74=ghibq+yj&r+?>onMGhFYzK>|)b zU+cXh$cn(goBgb0*37cNYt7ORc~w^BMQU3q2ke5zLEa%DZM=^X2Ytwy%&GbB1=~#o zL|q*eP@L0&gE0NnR)+?fY|$YI7J9)mZq;Bw-9@l~`%>yG3Le>!+px_uRX}k%Z!WZM zSMerVU#l^@<38m4l<{o6{<)(5A;oZM^m#jpq94%k3p6L+lO|%%^x=tV&cQr89>N?>=dOto)-{?2q!TF^e)AnX@^Tw2 z2QOVgJGOhUAfr-u@iQY9dh4-s+H=SkvDZIoI^|ve!})M;-MhBeiR0Is!^%_1^CN4c zha7rJGXVYearn&+s7(5Spx#4L>0Tp9**%vHXvJBtkcKQ+36V%cZh_)Y(4-(U{BASx zD;4-1Onrw!9_qFG6WjzmOpgvnlY(*0r38^*VDBJ;CA|B6fJHo?1T0w|lu4!1C~60Q zdi`aF5WG;efOl&lNhN)Y7B2;1pC0Z)$;;aRUZ$VOH)xo3;1iKCl7ec;j{6u9);$49q1yi@)X)X5yjD4%02KN{OTLeS$Hl5pZBWbqO z`p);=lpBJ?C@TXFX5i{y& zp&}}{LE{N3^mY-uD558hsqAR(Mt*h-#0%OaJkw43=MNLz6Me33MaH59aN`vXS zC@~plp|XUD=s-DMdZ5ZuuQ{zA!!u-2*{$GCuP@o%V}(?My=aWSq%ca)pd=#!lz_CG zgq*v5%I!-R0q!N_4HpY#Cgd%E8-(bj9S*+l#2q?lb@iWLmE+;5@W7$t7;mGG-M-qJLk;&i<{I^5Gm9n0+&cQ!DF z?i_k+0h4M>2a%CIwH!u?C9SpGlZLdfGlNy9S6j{M--R*^HybIYJIwFXwp*ZLVGT8+ zOfp_R@vblDfBwZsH#QTHaBHamxCl@kFA%!*k-o5ZH%A$au1@%|t*!kvWhQEY9_Q!t zubI2e7;9EFIFa^+{%UBiKJHr7G>@iyn2s;Sg_c8=3$6P)>(!%j+Sb1UJzBkMo!O37c=7w<~RKP_F>Qd_*Bd<7Wm1E&OV<4@19c9JaGPA(D|bs3g@^!#WN zLzWvnB5|<#oi5*m9%-fFq2_q)3vDDDDP2O+KVZl?OvU@2yGd6Qh z8E7a?J1tz9&}j0G4X%3D-10eg$L^D`+bB90gS6MCkGJ zn^xT$#23{5nkVUPYV_aYtPF~2Jn6x?PmTf_yC^Qboo2V!o}yXO^Hpi2FihmUH(|Uf3~Pye_kW@+N=Is(|Z^kSiRllb92159V%lOzfyXIb)*VJ7>bsA^I3g* zCt{L=DxQKY6jGW~`s&Mmw(IfCQc&Z2V%mODix0)%{Diz`xeKdY>xrt)9-_(;=@~Xd z3C>2i^U1DX?|9>#uX8tB91@mrK6kK`m%t^` zAMm-5#qJPJH9aS(%d&Au5-RO@Q{Q4UO?f_Z*pp5qX?BhdU2!_SmGe7_k41&~rX|o< zb2s_-s%%rVuf$Kv2*}drFimT6!)-;3ODQn2NhGdOV@)ol4#A%|rszk#uAISN>MBU_~!FE1`xX5Hk1vJC0w^JhwB-YRw_1@5|!y7vU*&=80(bdmj) zL6c&JU31gJJF032u@;c{K9~s8(6^>)ZANA7q)qUg7OZNW`#?Vn5#l!gn76Mz6dNLz zE5l(XA3bC*^(!mrE()Y)@!gu#WLc154Hd&ekbxQHIx@2x6@%J zXzipV@XZLksigU+nf?8Usj(l+pI{Uf;2eKyL3U{VRn~|;g;Q@@zYI65!xr;8ANBW^ zCLLvhIWB?s2uoBd)AA@r3$?(El4#4?NP`z#;dGUVpstVqJ=N5}OvgIuVW znMt$yU0^W%N-B^nvAE>N=d_P>SdhgcRwBfA=|`-*;-jw^kcpylIN^cEAgY6VPWz)A zQH?_Ith7{?;|Oylr1b^ujziG$sLS!9Nb{HkU*uc-HbpLkjinS|uXC&~-lVLCW$Tzn zStFJn1?nQNo&PV&7Ym5O7d#*_=!KIP*03P2v&Ltmm=7Nj&Es~`cy7WMej@$UZ^ct( z`y~^f0Ollhc@F@wy5I`KKvmCnP(xp=yYS?Bb-AO|ZTNkz`HkjdFQwC}tZTHR=QrXh zS+v~Cg@ECV?2{ZO&0eOzT>FRi5sgTCS}7`HM+Ia9KT2=%;#65Uo9WWdHVGX`{s<0`1_G6!h`Bh3(`OY zPiF6;V`~dL`ODaqPd`%EnB2NQ%#X!a145J+sZ^xXvMj8-zmWW*fTPpi4=Y=ho zKB3*nbp4`&3AT!pfrCV1BmwhB#jU6fEcW>)b9R$9_U!HceN?`r#im`!#co`s76irm zY^e8q^$yau1XYse64ev?R0Ei2oChywoeiS4#bf9>P|K&t#Pva^#-b;0&yowOJzGjt zz8$30;#@r)0tNRxZ_!k}MBJGnDi}v7uK}TNxDD#iPqH(hS^>qJj}kLVi>F@Dqr}6q zs=Gme{K@N+Nei|Lfi;+lbbrrdX5`0AjARj1ng~YBsm~*44&~3eQ2kD*)cg9p)QS0V z4E7E~k4TY4%H=oauP-AR9F1hGJS06CO>sikcQk*&ivjR<%RLqSpu%qkCxm4SyTuHK zhdoQvT>;{>R4BEQLsB>SQ~I#TzDltGv8*gy_j8+pV-52ZxqbZ)al5$G1}Q14m0(5Xm@Ar@J@m+_$i=D4R8VjGl@eXB$7atPT`|J;nnpf z`cxc`;dz>WOX9hu*luDu zrW{M8fAb{mrEisA#UJmM-l|h2!;G7bHI*JVT9NvYgltFWEix&*n7Ng65oF>WuWCf~ z^G7PVxmr1R^f&S$Jichnx)|MMEE7tnIE3XI8trnaPq%}6PU63jmwCHkb@rHIwACf)8J*avXVOJ@cejG8>gTQf5no(()65?XWhv6!18SH^U3-Ze6R^<3~odt4z0B z?fFxZ=D4kOIAm-hn1^b}+6rD5#_%sUYLd7jAA9 zPhZ|847h6g+jN8W@ zRO(sqTe9FsK|dSp9O2GvavO(r<~G~Mv47?G2Cm#4IQwu=q|cE*S!;ooHHphM&ow$D z&YuvM%xcYyJK5rjHZb%~Cii8FxdQwSEBoSoo%RjFV|<6}+1nd$?2gL{s*M&lA!Yks z#Q^H`Wx@nd)W`JWSsir-!O9kbKxYtH#^(&SW21{I%yc#PoNM@c}c=HQKfq@^7*oF-JKpaSEF^~IvH3<|yd`>6o|A-4$m&1=C0V`1ZI zqNk{Kt;B~zxqfBSVHpiWG5>ZD#cx^=nLv_Bnr5?f*clK@8;ZA+t2(h)7BkpqRox^* zz7eh{o$L!QVaOP5vL?Om^H8}eM)p3rdzS;K1Px@Jt@pGW#@;NeW?k$nNbg%(h!P^R4OYi|HU;=YDm7R zD)48Q1g8sa+xruB2xBIeY5o!bg~=|@iqE?U6X(N=z~qmiXpja~&QZo;@#)*&tl9vm zC=21P%|fTzsDR@5DP36Hn@v7oSUPa`InpsBFIn~Ghq%?v%^2El@NVdO(`#szmg-^^ zZXk)J`UjuO{hX8T)Gt+dj%!k}T`xCEe%xEborKMlZEhl$E8cnBmh6QznX!Iczm%#7 z1Iv`Noc3L*NK||fn7oWv)h(#-giJgIi;$;+cB`{svyMl&&_+fixn9i?q=(3!X+4Kj zn-mPfPRNVasa=-hd6DigP=B8mhXJw|R3H|bW2hqJyBD1&#H&esr7L~WcE4vZB(29P zB8KQXpE6}9TCy{;Y!_}&Gxb2qv7V8Pb+VY8mP%LzWV+gaVbeWpuWvHlsMq@T>BU}^ zwe^_bw>7uN{xeNI;$_;LIOQN+q!w?WM$3`tOnab&7xf=ZmC3G8O~2sWR`+i`Ll}$1 z`EiKRppc2I7OH3?LchVSN(Auy;_IDAr^>JK)wZr3@T59gOz)4$>gB_g(i@E;LCkVUQRc^O(^O z2GtSZJT;=m!5^cxHcB#M_$7}aQ09lXYXE(R#Zd6=>(#Zs=jSl2&#eFzwH~*pJmjeQ zZlJ6-XA-*OQJtNa=jXC8JG)sy$Lx?Yn$>JFvM#5ouB_fuoltmWGhr5;99R&bzV%& zLFCEVWR6E6D-IRh?}Zb;3*s?~4EtmQsJkBn7uy~g)eQj5^yJ#`aHYePbF%F)9;*8g z;;=Jg5fg?g%VXi3cBekUisf>^VA(8Hqh;dpB;B1AKm3R<+kamxkKTjJ@H+^0ni6nAeuIu{15 zi8T^HGC4`v5q{;W&jK~D**y9(>-TVT9IY( zoA+L2ued~thQ+;#7Gxi{m8H1J+}$=Ahu?JT(Eq9|92x-cdfEN<=%g=(NUrk@8~U!q zn#f4tLEtOb$_WWNrl5pHODi&c6K1&<9!@rJd5;Pz zKo`5EAwPPqrQUsv1kye>9NbKbv}+E5bq>7G=zFn_Cpqkmw9So&xY8YjdSvood?w_q zza>lA0D6(sCcwyIXwkq0<;Ye9gxMCWYspx*@`{nH+)K~PiJrcOOZbA5#_DXtx3vJJ zYPJ7JUO7c{D7|294ErdtUg%G9hQ%ZLm+yv-SuJ4M)ArYoa+UH^+kF;1?ozli_mGz| zEELQsAqh8Gd)^`Co9mWN3qc-t7*&v;7D*K;y{f#-IU%}C+@|&8{aCG{qSO&=X{F#_Y49>FPuzK0!w0-gSvD^AT({xGZUWxToC@7; ztmZwTjk-93A$im1F|^Xhk=Q0gkINr<<-TCO_L8VJ0~9dmQGfSV2FkiNn1@ zzz&w&g|}gETB|_q!jYmOtbCkKooG_sV%}{SAFE~Z$XA{4C>`gwZCeaYD4zzc zdM9Fk+~d@obSq1>I)Y%W_qlz%`qO5EZmJFJd8A{)I#z9FD>%VMix74Z;Y^7G?aNeW z4=Gi6U)yu?x@I04F0QFlM|Sw8@I3p~_9*Xz&Yc2rH@@0bWba71!9J?CxLT*_UcS`i z(f2zxtBfcr#&bG@@cIQkniM+hO+K^Wo%2SnEcWlO%{>)lfqj=>QRj{X_agt4Xc4Lz zlxXPYq9@90RfB?(#>z1H28wlLi?4cj$#zt)F$wB>*7{$jiEgMLXI#LpGb9S}AT6 zPWl}mm@0Nw9LFxC>mNmsm)|NEAZ=F7iCQxw#D)N(cI;<21Jhb>aaOew>MMN?vYqJj z9@7cA>c=OaT7@y%X*L#aBa;z>k4-947h6KQyxM2jmplw>;gn~<0DJkBA?u2l&K+bukOrsFoosp=Jrh2;fnY;Nz*SE z)Nitl zi%QPaW)SPQUlA$fy}%*`>ChXx;^%=C(!ApPy_y2+>Bc3!IzwQ<1!b^8tW6=-jVo&y zxv#PZq$6?Mu*X7)X)2dt^|{d`c*J>p7;N@%s~edEa;x7Nj8(&)vm`2-#I{5gsHfC* z$o-X><-uHcj)kJ+y!021ZBO~d7hP@(=xaThGcp!8IzAeVdBGxbde{%f5U1@Jkl$OH z6E)Z{juJvPPAT1y{OchO<@GYEN0zi9s)_GjsP3Xn?Rc$=6BU4vDn!CD+v))b>s3Tk zUIg;L616D+Lz=d?15bH8+M&MpJTDipf&V!`gttIVvL3GX8oS`q+c&3a@RIiFt`%hoWE-;m9mV8+sH&JAY$qOP<{;>B*<_ z_E?Rw8YcLZ_nODn` zQu~glZfNA;3IMSa-JX`OGtlGvHPIF}XjAQD_gGFze^{k@fj>(*3s@lg8~KYiuUqIZ z_GkfjZ6$qy>3I1w7V7*v<(TliCu{Tl_P|Taj%n7}YHtRV+BMsr`st@9`ZPbDN8lkp;#nyO=k9*ph z%iir=UaW?UFzLL?&Q}W)r-`UH+Gss^)^7c{H)&uqt&itRN&?tKKdP27R2kF5)0(0f>LzF}&@yZdrzrpo`?eZBb?n6L+wcgV#W z+`zM!boJpFWZRp0XU;|TX$H{ub)SSxIP&H9oQv6rUbfB&HO?%IfnoXmma!=?o3#(V z$%v&(eOb2aVJE%(fK8ek|8%#Sjp$6NzG`VlQ+CgJjr}Pn=dr=X$FFhd$3d+7DB zPSKfs^cD)HKsVle=wZMvl#`Q}JN~zh&dKFfShMqV>;?MIJv-k-XjirGLedza{Kv%uig64u0@-KK(o&^UcG88Uzo|4=XOG^zE-jFe&&4oK^FyB| zx>(q*gPM1HkoWkf*JgZuvB+E{pFm)0s^+$G-aZHx$!BDKr&iyZaZ@bK^ca&CS24a4 zhCEwO6)+R3jZZjL{Dmoc)N19oWIb6z)A4r+FPH}>2fP;5~CaA;}{Glj%%aNDPyv0U3jN&W+Ui@h^{lr4(7K)2*D_PV? zN!tCH4S)hWga$N!D%5sZyw@&n_lVUkC0s_>l_hxyg z(qXMklTu^8eOCF68(}?pC}5V_P)u=@Q>kehfu!|1_*BY+LbHRv@Vx9N9Yt8G7RLm8 zBS*1Ca-JL-U>6l5m>6;7T*S;JQ{`pGsG7V@4v)a2WY6$jeF^shOdy;N>1Z8%vqY3D zlaxQ~bSr zA3%n+J(292aTU})z?y`Fd#z6kiGygEp7+(kPXnUL1}0`K|I&qJZ$U8DUSO*<0}1Ui z$D$9A=e}q78up7`KB`y-Bvn{QQH!Y19Inw~H-NM#kO}&Ix+F^K{y++>eCJ1+7AUnc zuX701QwBj^_YdSKVMfqJe!9-zw$1;k=Oxo@gW~dzm@m4nVdVGe&?1uF0)S+wGHCso zJGbvxfhgRAL>_*`ML%afk%O3pPJf(YN?KCBV>imG^WN-@xwovA zf1|ChxA6A{UvFI>QsU|POtdH4nL{@_c1B^UZ>;&~Eh|iYy+x(i4XYNLX&uiOM|O(9 z%*7I3? z+(g=((cQnRD~OC{nMRRFiDEHc#&jv&x*F5mWD5W0i8o1!LvJ1@9W6&W5wA_1uqeg! zYO=cO=Lok!H-(E$S6AmRANwm7_8W`nN?Zw2l^W`I-rR<9x*i40InLO(K98!n4Y8e$ zk*hOUYr|_l590qQ*bY098hS_|BK;GU$5r;5BHZBHR-d3r5W!@snfRQ9lko~r(Hq1< z!g>4FW)OrBh#D^ObvRtw?y9g-)}J+8oW#vW@tEp*6%)EqR8YSp$UZ!4)Ui5KZB$cm zj9pgH`>yG2k4)~gF)CM?hvC>kG*?2g3)ttyob70Yjzz&&*#YaFsW&qPP0l(S+r+rs zwLx1SOdt9MA)GxY?!BS7l3cjN+v)LMAn0$MrwPh}Z|0s>Ql8`TU#z=K5JRx}2I5N^ z)UNFt-vw2tK9p4`WS7TUiHu9kb_?11M$dD$5U;*NOT(b7c{grgs|DUO-y2{`!z1z ziUGrGIwkZ3JuI@xr3*@b$m&zsn4(<@(#Wl|iWW zVgDpT*zyw@+~%KN0JYPt`13PE)*V-61dRrZw%yNIHCv>wfGK=0U(efzPWe#5>9f7> z77@+##47a**%v!W1ODNM710JID_uqb1rL#-BDkh0@(tA{7O!Za0A;RpJ;{6oV>mEC zQiaELi91ksbF_^;RTWo#frQ3iDqwnZ)=6ST)|k=&B(I(nt&lhAtIVfh3y1;bSy`-w zG-BXTn+~nFgu`J;)TatOrSHOWF`xVUyFygb4wo|yeyXwaPB`(H?^@#r4u&)r#h%$|x)uyZDTZRN<1StcuUE>6gB2h-@E|o(X@pSTJ%ONa<<$*1$2}t>q)&C#4$a z2a*YPwiNpGx%~WJY0wjRubXg2u*<`MSRfSe`l$K~e{n9tD3WNjD_VgsgeSoW)buQ) z6{!ZW!9ivFj@oJv-o?Tz^X&xQ7GgZLryHlR(G#`$-&?Xw8ZCIPxaU2ZHcu(Na7%r^ zG#$tJ&19C3|luG5a2LAlIhpe6EvvBl9|xi}!;VP6&z`Se~~_O-Y=~=ou2_ zf*kkW2rPX$=wg8@2I;IP3=jkc2fk@=c`U@5GJokub+4uT4+AdTwG}#$Ib`yb;tX&x z^@SVTl57<)v(OPi(1+FP0S08QPzUT zF+Ok57kJ1I-_$eRA20_fz^9hp=4N>vqhwy}l6d>8qhScl5_TY~rH^AG7EC@+k6q%m z3BIJfYU2_%<&@UwLfrc*uAPuc-6b9!9;GODuF=!SD`|p^MCUq~$%|vdEaXioSa%wi z&l&0YNQ6{CyV0Z9wFSlaK+VfxeEb)Alns#Z`;PR`*SFrgusXm29^bu_KJaKm!)>W{ zuXD>3&itGV$!bqUe1-D(X&HTgGwY&?uLWAhs}T|PpEC;E7E=#XjHhBK4W)+BgzTKIBXEO`5}M%+@hvI;MU)7Up{k0Z!cfI)SW&MJ zs~rn=_Ji$``P(FW(I9eH#Yo4M_k@&d%gyVy*D{dabH@=2P^pZ~`qzn4Ujk@6iJMNW z*Y$|!!lt3!xKQi2f)`)nnkP&1h+%zVIIgD0v0R%C&E^WM$dT)PVx{T%X6E>`v2v#4 z+f0a2o`OAEJo3nTm{JaC_fXh`xxQdCef1gLHy?CUA#_zyyO8w_7DRT!PU*)7hK3x1 zKIVH!9PdO(^jkNRXtjHO*VWY!vYp$U^06@!KZ-a$pCJg3*K{vizl1gNUIreU)m=xG zrq;h7A2gU*+Pb!u7oF%AUDJ`5ADz&=bg9qJ$uXOta3~!r&~cu7%UL7T4pvs5e`Pgy z`q?zst0jD5C(}-xgk-9@wQ<2feZ<46y}5>GCuDbJ3FW?n1QvcYU(!o^?KBLqh%IFq zFi0|gRz*scaFGf22KqT@~VXf?@G{Tq<5D1$u&DK7k2M`Yzf zeD7xWi(lD>&6>HvWHl)Qs4!Ad%15VT&U|zX;Q|Xs*D7N&wf1Oiw#D?7(^O;jWx5j2 zDXe-8iw47Ep%`QsE>NmiXu>_-F@T9$POJE?xz;JXrO~fb-1|2j7{{E#Gp8O()}?0F zZ@2deyDoeW!a9Bd=?Ty%dz%XsWdqfCLXWBGHt>8@Cd;;vhr1~<9%tI7w(a{)R@*YW+olB9CL4oYc5?1m0T>5jW< zPay1HLC`#g_e4$46C+$AR(s*d)1ba0f~(EKr(7SzIzl{N*VztY>kc?^6n~zZo*3WA z8eR>R;=#<}VHnoKp`yM{R*x0=ZmBF6ij*Rq8W)Bu=xQj9s0`nYu-l-}n0;94U-&PA zmo{ZxY^S`Ax{FuO)PYDCG#e>DuALO5GxNq#9ZP6T#M2W6uQGHL5-lwMfD@}@Nj3U52H6i(Jr^OMf^tp84hx$W&$pQ0gc8{3_$g!zM5 z8|FfFO>I*6F^S}{INq262lt1U8l!_ojY8k~R@9ZKI%9TVKpLhB6pC{fg8#D{LX6Us z;YwMQ*CoGwA((LJR-sRsUVQ~^pHMFC`@Uc=Wd@Wc|4j=kLI-tj!>!XF85S6%JDBV{ zbYuOv?_|hAh7#s2ZYs-(Z+1!YJfhSRX0hh+UJIBh%kQR2X}g7;8-kI4*t+P@Nki5$ z23d;J#*_AZ`OegU(v`}Fyy`m^gX&fflk{X+HnUHK@su7nptKPsSNX#Y&2e*N-FZUQ@wZGM0^gbV0h}*-0l$_q)=s~lmqe~#Mv&XJ5Q_d{OKTcW+Xrn37lcuN-aBTD4}9@Q zpTVp+JhqC#k4bop4CF(5WeyHh5tahtT^2ubui-7!2db0P2m4WC&qCU+1ixEqLX@|P&MJbegEerWX;{L zh8Hy-p7#AxPB1zefCiA#7gednkHRP`wM~wWqzWH}mM~WFSBX_(D<+1)MCqk2d{)yW zBj{)JDJU%%TWdsvPyIhV>S1jESV@pD>hO?4NlZ#1r0TCcP(|zuD*0BgCitZXA-J9Z zYUI~_jgTGdOs@OuE|I|H7|}~h&6UyDTy&7Ra;Ts-m$xj{o=vfBj^i)|jB{vhW;_;b#bD^n zA@#3?#<8OSx@4dEqUAKzACDSEQ)ko8ES|mI(JBbkH@=F0oGpfymCfaA5X5zIng^C z@1XukH-#cd?XDs$ZThK{F`Yb9Gx)}p2FT@{dPr@fCZTA7*|5#dY8Xr41g?hC2)*Lp zei5M78e?(~LfL#$<&Q#53?lhRS8+GMoQ_AKY$fsoa6M&7q63jzvHon}Z3_GhbcI+8 zEFiC={6XlC> z&mxRDDN4tl1En(L8uzYjk+gOgYy3iR{k{jK^2DFt|Fq@8BBU><1$6~N$EHiIw5 zLA3fVJ|%Q-MHa!FJiiIubw!q|%TQNzMzqstd&x{C{6esw=#J=Ou)P44u)Ib!JfmH48^aTW9@e@Yr&krcpzvbw2H7av zVw+v+6Vi9rO=kpn^dX=S5xW(r<^&J&sQV7=aQCmDH0e^LgDN)YZzs-sD~5vx(NLfZ zgOYAaHIhQyY$ukEev@6Wd1l<`A{7pAyOKb*D;wv#n|@r-NB!g-k*3{9Ev_8NL4{Gr z&RZJ>D;K#&Qnw!fn9XT){Uhghgz{d=^?F{j{>XufAK#{T)*R17ls`@)BE?u;WY-62 zmj$=vF84AtEpxa0;5f)@x3^hEwUR^<&}$mQoXh-r^X?g}TIZ%}o~Kd#a@nzO+2-ei z1*7J;7Js?<>M4EM)ZW9{a{jg6^2vmj2Fe21_TP4DY!lfKVDs#qWsyu{q5IWyX&Dg?SkJ%B@*sD3L*yqy@PZHoCWJ^F&j`Gql zSKqmIDNNUX;k}k=NlT=Hbt3eK@ni8#pl{BW?`)X0+_GoInI4OhGj{>T;+jHBxi6@Y z2SoNjD@3=EMV1>USGa=AURf_ z++V4n%{Oy$;mbTj>9w<0>{g zXNoY^aKBJ7lH%QV_u+RY%g-ICc%Lvo$P8?jT%*y&&R9t;oz!cKYQOv2Dw@-i_GQem zvV1Ur_I+?Vj(}qE5^b~D$x0rlutIg|zE>w~yFGt#%MsDK>E*c~U-^prg3mf*#$|gM zS>oP4{0YN4^7?jG=x~sX6Ca@PF1eN7aiCCN*+Ph zi0w4!0;1FDW64fmx-^mcb;oYhR1#6VD8-u9_IUa*nzmYIg}kI$JZ+2!Rjow+(W0%n zPq!=pIoHAJNOgR#s;>w^kHmYz!>{fEnCS}Do`ELa0~?A|akJ)FQ$Su4W-M(>2!$bj z_Cl({#RHB4buAH$XA248SwrQuQB!PcXLs=Gvitqzc&c z%|J2u>xC3{ufU0?$_}E0Y`p@>WOlwIg1B@Bgm1`MV$U8;J-1{Q_5mJo<}CTE@&R*t zvufCLo=eXZwG<~tk%q3EIapNUs=M&mq@R2Vb8v$#&VQ!v4aBk>I;vzXEN=cUlEKDH zO}ST849QlhA0`hQaG%OVMZoftBHyf?wdkpcRWj0oWDhd$6>N^f)$PxvXek(fb`JUP z!=(WX$Qqa_KYE`%hrcA!nDfB4_JNVsHKNR=2K#b;`fB=r*g^!j@VetJL~QZPG74Z= z;1|U&WDt5=exr``hp0Rh;~!e~>~ZK|3-`@?-*EeS;hqR74SF6Zs%%hbBR%{jynm%p znEg_gV8J06ZRaE5q5yQA8f2A>dq$@C;f`Fe|E?o*lZzD0_0JQ()`G2(D?3!9Wa08KtS!rN zP=ybFU{fqN46wPG#m`-1v)$)%baaRet9c{1>XJPzTp{b#pA2roU1FF(%=3#qkzRbV z7XN|pXPV8y0LfRV?#isWo1i-=BeU)A;$E&4{f@~2-|{Wejvy@SqG`59`t!5lmDDMy z9GPRv55j_WGzPBYd`4Y*M;bNjtd%KXV;K1E^aT&Au$qjNah#}F zU~zixsH1E>@;2ne{_c7M)P;2c#T?|n(s4oh6ZMQ!LS35mK)hMSU-gLOj&~ty%@k-Nm?aVfBs&Ffv((L1X~JrZ-hHl>Ebk02LP!vf;tTdvtpf8ezou zQVYkH(&}S`{@?TV`uhAmJ18C!2$(C0T7)M7EhZzJY(LU7N2HBVbB25cc>gRU#nh#S zq{3R>7FD1hWQDJ*#IX#m&OT#}mdFJc<@;=Of-3s*AG#cXMBS4bhVqk^fdYB+jFC}X z%IY15*wAC?|3jUnTw|+G#$T2btXP+_wP(SbN-_j0RW^SyXUpE8WXczhin^-Ljz{(O z4_@}JQm$tr$0_^Tw9=%;>JdBNG>eJ~Oefmcb{C|t`P3;ZF14=t;?JLDXhZNuDE~xz zRY+HBd|@ttRWP|RtLjeyF=hKNLvE!D50#zfC9{0FQ(labUb4IdSJva55lRgTUey#u z%}=Qnt<{!YNALJwm5iQu0W7AaD7OyjKF=abz zEIeZamuvs;#%YJ%IjMJ~d*PuzM>_NwN|`0t&T;_eBSEL3h0#P=92 z4FxO~>@CvKX!i+0Nt&!cyBGMw`}i?yU(!2`JZA5#_Sd7N5vdM?h7Yeg%cCw3*TW4B z>f|c%3kAIP4Q??O2E(@2E)oVWWE`dlC85{vy^huGO)S(`vRbTY=d{bP+}@RRrGzvz ziYIDF?_zZ9QMl3>?sJtdEGIwSIH={ibwsMS*aB}viO!ngtXE}7%Q;QVlP+|ncg+5T zb)e`Itu{61Hs^lq*cS}c;*;6%;PduKVeqHv9{y{CROAQl4=DlgHSxvYY2}k`Nm?6n zi`M6$Y8Qf#Z)rMI@jQ`g68hIi#--~#Y+w1EUsIO*G z$`FU%N>TFN$`<<8wLY8qL2>@sCro6WnSW@&6r>Uykks8 z{025Dk$nMt97HaP!fo7UXylp5U<6gNiyDK?stWgMY)CR~UBJ+xD1JaoeS5xckE%ub z9k;$$6nq0#Tme^A#D~d3!2ab*7On|}^17&4xT0;2U2S$8rB%>MCyz^w1V5Yr*X1H< z(TJ4uk2V8&QhWZt69CDLP|W8Rbn3%gppTgi;ZEr25BKCq(}geA1@ow@#nOMf`Th%q#{@0*;)e2TlN zCclyi#-I-Sy#BP4(?55Azp`+C!XVwRDc8Eov(iFJZyNGY&~#AF9wGSidFox^-l`C0 zPGBtduFaw=0h?`}*dcxkw_nX1k*W1kSsa$o#REl-+P=Egsczv^7+q&`27xM+1^j~-da~0M&ToX}5 zg_4#J-cETztykfZ%~kIbI^^zO^O?Cto}=_Eew@9aGeKp>s;2Ky#btL3(vkZ?Xp>=> zVp)7PkRdTHi1b~uLV_Qx={epj4fUT5Ae+bdllV_Kk<>Sks+&x{t!aZ>5&J08V|Fd3 zYh!vt8w<$^y*TW3f?*!f%H?RRJf?^hM&4I0am30qy$;UuO0%OK#=S)OV>JQ2l(4*7 zTq(UjbZf3qh&MfX*J_E@ghB1+bo2`x;h))e%=7)ij~XouatX&Z;gT7=6|0+u zO=2)Vn8qXl9Y;m=P}!O}ZkBT2VF|?%(azW*uZ4g{lH5wOaIKVLervvH}~b87u2GaE)+aRh{8=d>;3kY(wpJ_zQ^`?jyG z*BFI~%xro5_=C+M@8~e)v5_{NLk@b39~vA%5>D;BD(CLt%MZJ1&b`+k8AvN~IYebU zQCgQt`j_!b=ZeN`xI{P#TVL&--Ov(4b|cNMF7Y!i)2uqNLL<`a@({Qc34Wg%P|j0E zukLQC0hv@S!LJmno+XPTsY3L+7>29ug>xSflbmYI#_v6Oo&q}6C{liT+u)1zGlI7*){G*L=EUWEm(-F zAO^P50#%*f-mK-{rw8(GC@dK`&k4?*15r@!TB{M>bYDu!es@d6m-K4f+&(`~=^x2h5yJ#feas(`udY*{d zbq+x``b?151|e|9%V=AkTwUYCk1Ygx&(-IYH8Jhhl+%B=SanP#j|t?aui(C{K6F#N z{vyE|UPke(%mEg_y~Qx{p|l$&oLNL$8Y2tk@!%N}n`WwE4_{|x*)1GwVky2rypb3t zT>bAaF|P1~ZnRWJRr|E*hgxnQY6>K{QH`zwk@PUmU}+RSEXfb_{Z6<}j06WXkvDl@ zlIsYbkIkOFh8&+=2rrolT<4^3X#jH)_#_Ffbx|ed+XJ@sP*=F6sAz5D%VRO*GvsZp zc87SD+#MrrCZ_Mk5R}G%_3)^%T7i|;Q%Op6-*`(imE>L^#JI+)0=j(7m|;!xB0o%<5XCJi=Y&6e z%IB%a$a9YFagkPpR5Hm++8YjhPsr9#MrTX4hF4PY;YNVx7Up7SvvEP9(c^H>4<79I zAyJUet4-AZu_SQ!e>#cuLf@L+8yj#e$+npffB-LX^itB`2ion3BrQHeFK;eT{apIR zC&sbhv;0Mmw2G4B$zZ>U?1UUj9z|KVQ($EI@$Vx_0qbWAO~lU(G|Z(8oqD zzFpspVdui3H!xq9@-3t;r5zox*O;I1i8}dRemsPt~t(A*nhbI2{*G)R`utL$bYs! zEU3DHyLN5abjj)?zew)btMW^r^=Ue@F9x*SsSRfP?#8!*lNfQ zx-u?nI%D%&fl!2UE2Zq6)Zj|Z5P!D7Z)d^B4eXk~<`2t)s}CtwXkC*F_uz143;gfK$p}bsTm<)~@V4#19&a z*Y`dMU-b4*U)-JFUlkC(`VRV(z<%8W(JrWu1bJnrXFxlsQ_1}7y+-}}#@-t>=dRY)l z#QR_7)-6<3oi*5Ko6#i-@d9q(GzyV|YXTEo7sVn*e#F|rooxM7c9CLo9XC@|-BWZ? zIUu0cbyNGyAZtadKRWX`$+R?BIPBvL^i_UAI9{wxG`!W)dKt>O8QqQ@ak8x7zf{bd z_Vms%nH@;xwO=Nq5xZQzNm}z<${%qbz0tSOrT4Mus5BB=`)uB#vBIVltGS1GW6d7D zLV7kW{YbwCB{5G=)d5J~Yl3$3@Yw~Ajl{3FCRA-9T$((jfIr#;@J2Om#hUE7k8Poo6_URN{P|eRml&1o}7tS@+VzHC;WvGh7TN)_7OmiFa2g`q2XN_*y@)h3ksgoeaK)>1_}ezr_2!+I3K%|7nZa; zj!&aS2(glgL=Lt$!>E$UxleUIiDJ&rp3emtwC>Gf>s)Z3VTyKjAx zKLfy-dOmr1mxLQgY|gt+jFA$7T9Wn%SR=k9;W}%#jJ4(FD?Qu0Oq&aUEgl1ip%-kj z?Vh_QB9^qY*h+2tp~oeTwQU=@o9#|kswTC#jyX8-u2ly^)eVG8Uuu5Qn2iG z`P`#RR?TN~GRmfK(t}R|Lwf;n5tX_V>7?o1Ijq{Ky?-Ew=?O0nH}nJMx-8v?uB`@sf-S>TOaKR<9pkl^j%)A}^^NC#p1u4kO>Z5l1A7%m3Hg3Zm_gXXtQ7)$vVn=U9O-CmJdm%LC#`Uu8$O~? zao-X~{6O$6sMf|9S;>mK3xMn61}1t7k4H=?2$mRG0=&t-Mc2xOW>Iv#eO6`$6Z;4e z@f{mT=!Z7gd7j(!ZTdoEeaO-N6Mq)z=J`|Nllw724iepKp@Yx+hT+!1OPvvDdBHu; z$0*y;(hwb3^pd^rjX5-$@NMB|BA$6n@uh_7q=xcokVl~vUIJ-L;aA5ApTf}ZM8Dyh z#uczB9`Pik;szy?4Lz{EpIE&NG=zxw0)zgQ8SMGpAb`FJljEfc|CYPMZ8z3~FBjBu z%dd1F(iM$(>-;JH>9&DzGSVQT>E(pcgU_JR{(jDZ4oK>h5fqIg(xWRU@Y7~a6q(Ac zhlEJ&>4%>9YCu&e?WE5mzaTbf?W2TH@X4lH999ixcf0pmTb4NZrejV$LQ{T}qgmWv z+H27H4j455`cE2Q3bG}!bG){s*m)c@IO$hRt{u5Yr1>{QELgBPZ2#Y&Iq_SBQd7B3 zyIbtFtnPpE8r)rX&$<%3fF%oD^xr=JfbYI(8_(1hVAqw-Ta?^vK;jU8p`jHZ`{+o? zwG-{#5rdT;2{R|pd~OMv1t1D_fHA~_)oByc%_UyzzIAsTD`+&RMQ0p{c!kc=Q?4nxowg5Ie#K4kTT+(nY1SLI*-{ekvr^7r`t?hJ3e6D%hvI|@Y)2K?9< zEuzpS<4@m$*_KIo^XYLKOChWQpVa+Vl)`p4JzbvAxOP}&H}|6 zb)V)y+vD#7*~Q3A@3IX(uPig}yjzvd`&l+jnbhwJ$Hg2M%5Z>*j&|a2!Uvl+2EUzR z#N==B=Jf2gM9A^or|M787L%bHZrEV#FfG2{hex9wi~$f2X`$Q}&omBzPV?KRkJvy` zCNMFFD4|z{m`BL=C%YJLg};MG-k7l8Uigk23kgO#o>(N?k=M1&nqinB?O!D>=B2RW ztyqMG4W3F|v+n06oM^wz&PC~q4W%KsO|ox^`%VwYJ}q$IXsef%0Mp<9;f+mGj7>o;3Y7JEB4u>DF-g&q+QA}-|X)=bSY<$WRmXvEKs-(bK~Fy zl^sEmD24l zyl}ldWN3F6uJdj%ciFiY`R6Dp(q0v7ZB?hfAxS#Vzin=E|L8=$-Y?Ia`)yjwbZ{()Zn>|TCQ8~RbpXEA_wI_p@M7gkW zrZ)x(;}`NQYg$(sqFdcXtTS^hks!$m2e2@-{N5r|#8i&1DAWIS2od2?epvLB7iM_j zIpzphXl1SFsZUixMu39M_yN9-?n{+p)rgiarKhTOx+pzifqeuV}=qRQVt8W zS5H!OIqa2HaH%IpFZUI-4ZrGgB&KwZ4Je(gXl12je|GDY0SCtCMTL( zsjG=L>X145wpfgIJ?zg?25GB!54(hBhrcMQhxABJq-tTHUM_1SyR<40U41dKpfnrA zP`*ZYpZCE?t(4#7ImRjuhfx>B+hHpC?~zY*a>MewtL6dtjt*9ZV)J{qrV347i76V+ z4QP!}U8!{oEDfU%UfUL7_QUf|VF`Ce?2ROJx!@!;iPc7b$qkY<9ef}yBes9q*}IA^ z;Mu(!)dOe@m&#UaT=x&>;cKa}s1vR1o;giV6&)wst7T0=&sRBIrmQy@nAuGue~cJP z$;HDn=&f%%eh9D>x^W#1A(UPzj=o+T*s_+$Q5BXFniNI5zSk%F8{u~W7WyZAVqV_5XK?MrpFDL zAr{wcSJDile4pp!{s&YH;Ii_ywK!6H`Gw;&++VwsBBY1df?5U>ut`5c^PPM{32ZA| zyPp&$Yjt==SRTj+19n6M#J-7!=SiFO_7NMThlQ4KA@6)eg@|^We$Q|g6ZpMw?*eD7 zff3p$)(9etOVICwLFwr`(Lzeautn-A)PAX2b$_O((<7viKfYf)&+ZMW;uis*pSTinK(beCOKRM~=KW z0?i{_2VFvHOLn}ebmNme==m19)8P8+A6xPTW)49J0=Nn$EXGI zipo%y|E&2-@K~DtgTiaN_%9E_K%p3r!W_?mZ}fIYE%=NS#>-E|y2v?7m3P{TwntB$ zpkT<$B?py98X{0%2q3jITMPD2ExcxLcQxGZS!sN!hJfqexI_DfUD16m^N9}l_&^W#D)pxzqonnf(>+yfv{PpON z;O|U&6b)uto!tVztAjz3rV7iTzOODh4a(IwF`0Cr(k=Gfw%kzIz_##|E-8G-fdvh?W2$bJy5w1b4)vv5!+-p5rYj;7Akq0 zc$D&tJsZ`@5bDJxh5Ut?T2wPmmxVQ=@g*ouWVSj=dSfyH$8^a{c&K=|pCF;K#WpAa z?n2k2|0By;geo5kj*BEMrmO@@3YE#E$rNn)LRJ{`Ek!+3dV8nPP|R@NEXP7^Ce+$i z<1szgfz|)y49)3$%MiP7vjZbALC%(}e7~pWxl7y>_IgRr3T+Q+yi{8iM-5vw=gW1N zv@K9eEOkfInU&0na3Vt5rN{pXFm{4e0kMszQOs$sR&W_Z>%2XaCawO0Q(THRUTvdh z8jsk>KAYyHz^FnyJx^CpUc^^?qsv)d#+q%3lP*^=+gePY;6?|gTnu}{qawYcVyo3c zQJB#JT`f4nw_tJIN9r}@-C{KkgC6i(7HUsA=2muYhXNyElfp7P&tu}V^sI4spU*{? zpJ;QVUHaaY%Y_3|yp4uox06Q|D2&(ODLOrp7Tr9k%-m#qq+ERT8Q8S~Hql+n+$_KREsv0oy)hfoc7TNt2RfT2{ zENXRMPx2bBI_icrH!T=7HCLT%aa22@Ddh1+kfHUgE^Df;Skc5*@sZQvs)Xo-A)?p5y@2ee5-(7!3 z()26FGdZp@-U*#w0JQM<#rzA-ehhM*_J3Jr2>va2W%5P`0*oS~pQG}|oZI`!`lQO11K8q+T z3=Rx*7*Ngu$UOA*2gy?hoGLyqNRR9pSxXljsTg0bw$RSk;2x)qqt+_v+*y{}PJ{s~ zRAAVRtHNm)h=c+wzNm7a>mVLCy!|U-_Ih41Mn&7{nSe9A~d!Vo0oEW|DGUjFaVLv?q_ynAg0h2FJdWu zVA&OfYTwoV=GQ|7i-?_ja2`b|r&}S2y*>tu4!1WEGIV*ZNMJX3Ukyim(D%UR^lSqs z?Me=me}a+wBKot&-oJx!Mo9g1O)T43ysRZ5^trrTx0wB}7ZT4ir1N6|>x2yx$}cMQ zU%1KBrtXGhB^i9nef~CW82lh)-%#I#pvpFcTke|aD|#`K@QI=?2BH;uvmH>XzyTd> zYyzTh?DBHRE9s(9{a!$XS;@EU=zrlS0B^AK=vAI5Yqsq9!vx6QN06^ze%!Xxj7;do zqk|*Kzj8C^Uyk5DDx)81jnb$RE34FmpN^@Lc+#fu^mx}iz^$+TFP`wF8wBLv#1Q>* zJ}B{M8NG$?UC0%#qWp(AOg4@VQA8KW(i3RmawUD+^8by228`Yh<2Jg5-{&#?Yca%8 z9^ruq@DRAp3i85yZeaX7t$rHb-AE9rsMNxztH?G{=&PsXFQ?eZ@oG5@f{-7Ey!uM% zlh2&7Y}PdY(*fVnfrR{no%uJuL@;&~iaXT#oiXTD{gD9}=96I=(?`a;7&8(4B(N&2 zuR-q7Q?9g?!38lYpQ12zplLVEspZsc`;(Z!nn1iFz}PzPm32^!d-Hgyw;F;6I%x^u z337*H=UQBPIl$7Id68%ZQ5#~>Fr*LA)d+;eOJKLwJjCz;y`i4I(1=#Jr!M`(k3GkC z-(vv0pC{nzeF-pGlg}<;f7mqqn*wIAX#PP!EpN{KI4H7D`SQ*KtOW|uipZt1XEF6l zweC`p%({wpeoX8x@RHN--JR(^`p;GM5C&MPXBTGLfai4b^!&*Dt+xlBMEEAF9tf+8 zb^H$5B0mGCNP9$f9)(;4iE7;nRX$G5|3`!-AZPp@Fjij=oTR)!>PGP-N~fpu(59dS zj7H__`8wc(MQIfhp>drk9J&_dAkEpyR1KuBL zG2O9~Q%#)V!M6}NZB=Zlz+X5jdWwAH_W5YsSq?GfQs|Z(F4GINZ5_YO`C|wNVdf}N z!c9rnAS!WHd`0u8!T?s|*GVkH_S#dQXI+Ca0(+O;k9>qm#Pan(7dRRVbO1obpjwW` z2b$wj)$GzyVNYDfK6GHQt{Xc^LoH|dTB>fYE; zQd+emsGeg*v6Yso2;rzz=deu%@Y<)=U-vG$JpCnDDfokq#{5)^$TiQ}k%o${dMh`Z zeq&P?Unwq|?ZLHLKx^K+_I3R|xWIoh+drDn!Z)7|74KUcNy?2^6EE(`3Y*z2@1cja z)7Lv`y)jB1flUiKXs zK@(uk!#rkSMQ5e-y3O8`bsqCje;%+iVRYmn@*@4Ck5Jj;xfyIUi9u&dJe0sLqfd+z0izU@b3n#Hmx8$z;9_ zO*$yMXyw?59Ue;=b+KYSvD*dEmoyobCdB%c2g|~O!#$fcR^{b+B@MJU!)ezZZ4p@} znr;-alzr}6T(5+{_+gFa`&u<~7j9-(xpky(IqOGK?66nU?0}Qj(&VcW8H7;1x~Fc= zb{QzsVhNHbzo=E9liO*iHLNOIAa5t$!rq=;jMJydk~ZjB8c$O(=Ug7*>9aZa%( zf8M91<&!0v!6J9)P*AxrsbwTt0FqLy9XJlSKmhkM^rB0>QcbBKuF@pu`YKg<=3sN8_!HXZW8l460v+r4{m>eBQ89_L8n9#H+qRL5J^ z%WauFu6M;zd%{0U&d_&Mp(2@_1mGu=av_-SdoY>41no-&jOZA3{5!QYK$J>4!i>6;V(>6)5T&(aEUzFFf(!0(-VQW&a(oB@6Xp zY&a*qM58lP#Z5vjzUG;zO48o2Q z6eCZ-*q75xuG3qAmvf}oH-msH%=8hYcOb8zn%;|Rd+;$AMe~O!G_A1PhqdP8J=1Ic5(S2eJg?fP$14y4K__SmSt9MSD+trt~*0jfKWSp=^-5q275m z`!FAM4DqIN&hQ`lkD1bF5yJ5XQ098GbA-9fCrOW;{XYiNg30{+Y?1%KnfssdzLMaU zPp|hAycNEmoX>2{Eqmrc{0a(ZkpvrtUciFKv?N<#!3s7zCHxI>Yt0V_dP(_7FmK@5 zwC*QsEf+tXUX3Z7TLVy#U2!d@&J#^S_uAZ?#A@fD7#9x))_xX6U(00dez-SnXECiK zgo#ymr4dGd`Pj4&B}D&+t@=XW!ilME>8?bRMQg z8b&SCnY>T3Lm`KFP(>1Q_wgsDPQv#AmqAsTHpk$nWNl|H}n{Pa)BcED~~j;UeMP&Ef548=y>Cls$Ie-Re3`Xr|4O zo&|AN%k+poC0oUwGL|y6Y(U~jUd+`-5an*lx!D&W&avB%Sl;X{cYNr>hx(Hp>Cj%) zuCchL##D9V{rj=Lfb{`ifZ|rfs{{!yQe3C9tv&w<;j@mWNs>5`m1(s^6j z$`>6+(DpETLsydW=1j%0FD{Z7EC7NGd}bQPJ_^A~OI7dv3$z(@EsM-qO{PpZ=^WeG z<`zZE@HF8e3+LVp>mro{y3|CV#)^-lg2@Av*^1nM6c3J18ts%~K! zcQRMsIX^Te#nP_fAG3bUWqCE2rMkPW@6eDx&OJ#uq$y<-^fI+ASPke}LR0)kTRHji z9KrGuB0z^UTAyud?8rhhd(u>gy;S=1I7*-_>_Viyuyzc}^ayqETCSv3_T9iCaZjsk z%gO`w2Ns%$0dBHzI=o|<0d1RGdeMYYaeuXX#ZFM1^^5Mupd4&Ct>PtSyiu_uE1cX`gWdsg z6waBFn#sD-v>Z}fMplBW9pG-!8Sq7-*%-KVK(vDZ)IjA3nI0Z4f`*p}U1c4u=LAma zrZq67x@gbH>#KOL_=$L6E23TVoijxvq>cW!z3I?H1LB9})mhgC9-SbA-vxSQ_R)JR&veO`;>3@ zMa~CWwMwQJJzouZg8{$yM*)RH7~cl?%TVP6i(?ZDVEL z{*AMR*(qNT;D8CYR&77K^?qFmfu0s_T_EX|Hs4!n$UNPr@kaVfRoNH`aXKmp>?*&H zFC!$E6@UtdFLo;Maq}RU!-N$zCYYg(zhaU(#*DxEd(g_Ez3?A`o=)fh-_`2T9ypr} z254H7g;2Qj3w;&qc~Qm0gDw??a4FqU(c0jT;;#>=h_&wp$l`%16@MXi5HyPFIwGKa z67}E!><`_I%OY@kcSdf0t9(t_^j4{8qiddD7dkyMtRo^z?_IN*lbbsfh+DW(Cg3Rw zD{A$;v5ETJk(!!UPox!_)?Rl32%%zEE7bWb2BL)4-mnErkTZkhQRR_^2krD=?Eehg zKeg|Q#YW3zRX%UP5H~zeBOCH++{&!-$&DY;_nwFD{cYPp7wnvGP^g!wg^?@}7Z|=6 z;Zk#->mL;4L#hlpgP9Z}7nup}NcQPkxT0jcaK4f6?X!twOE9EQc%Kal&poGtM{Ygg zn{)n&gpUwMP{d&TkOEq$oKWv(--GolkhH*a8DZzdwjpA(!K~Z_Hmu#_cnDpPN5yJG zc5nmXglae|%lSi`9Af(YYNrQpzqU?~P3wMqV25+*QL za0g=kakaORl1v~%yGCWsRxAtF&(T%qAm=R3Dao+4=wFN1g?cELVi7(yx9X%<@H{VX zG?l|wsGqMA?Li{Ka3CCw7GE-^c^`BWX>NJQyPiuoTPPVOaV0Pv(Ep(4rDjyP9KBvT zZczR57fAnlF-@n<@gHMfYMSoR0@*%0<(+g%sawX!)u$V4`F$8lKP;pmhqj&1L*5ME zNl3TKAUW*kVp?k6{eYVyW|0 zP}Lt6tmkPwPpr`_y;cjQT$OgqFf?jDBD0fKnaW8Lh>hHi4Hf!DqoG&QK~heS&$I-d zp~=Gzp3)SIhKlJYn4xpa?NY_1Wb}{?QfeH_vmT7~wdj-Vuk4LQ=rYE%uAUOfeHB^F zB>J@@%+;23ZwMkD=B~rM2sT=0ZbY}w#pw%)!K){&R#%{vJ%Ic%b{__=PYMG!f**iH2L z!|0lAxYBPJJ7Htq=se<~1Am!4y;G$0IV-_xKPm@t=A=$l{7h=~BzEx8{hD+*+O5&G z7B_H2FkXPy*ykiR1hp;)K@Ys`^E8@F8fkWEV7SG8;%9w6e4E&7TO6-pBPi`|PUP53 zD79VzY!}o2-3fg{J+Q3Z3JT8oc2r`3NPDXLQFo1vW|H=$Vye14l+cA*zVgWh!|S9iibv)B z<^?SA<|IIEuFhj;wDHF?lQq#aDY3Xp}o9lV?$b7>9sbQ%o zGlg@y$^s@oGigKsOFjcGT^Q_e?Jwf`VCpxy+H;niR-MHXQEy{Dp{c93V2KnJ_VQ_r zTO*_|K|@~?dHke8xO^YpIK4qWC)FN%G%FrnyFQ61rN-Ipedj}qZ55}h%!kJXonYX< zyUSn4lL=_2qB9DjtlB?WU4(1O*Bpfl$Up*C1mb>Ub|*lZu$Gt7<-77{SqsAi-wzi3 z?fS%9!wPRu6gJ*+7YFQumllaayVrnwD*7VhXHfm{C*#YE{D@9QuFxOnbxXgHs{(aj znRDbQwQGBC_Z8xQW&s)4qd90ehYiI_nNMn#_a;zs|4aFo9u$}c`?fdbJ1UPZ;Tv3F zo-%ab-y6NW3CiUFej^hQ_ZQ6;>;@O;KtM0*(GWs0K^E^g1ACqfL2V`+x)!Ubwg~`F z%B-vn{LAXOfH}6+3+vszAo$i3=gR2iN*sUA%Y^3S^aeeUi5^|_lgtyiv~L-~G8lD& zeUO%{WGc8-=mnnQjxoL@}5LINEU>=lB8nfImERR;~?($B0Tr0vDV#Fmm_SI9t23O(uTv8H0m%( zfmITgd6KPg;L@CzYij?|J495ALzP;kh=5?3TOw&P(IG!~i40)D-a&0h?E%O?@xA7hdbCBr76ulG7`D6$Xjk)zqvVzaWD%8-WeqEU9tvL##u>z7gL;eY7pYLeJc^6m=NP z39aya!Yta8`qmy@u$THNr3~xEr;p^8f#g`j(6RCYAP`c$SSj#-lBb+>JD)Vj6lX>q z1@(TZLQp~)?wJ3eqA`li%q{X4y?oNB6I}=ia(Hg!4D?R0iH#p5#FZy#in<#R`~>MW z-(@a_&pvMOzcu=K|M9JO+9_E7K?vA4XgnZup%yahvg*J>;D*0u6CQ#uT7`Ht%U|#e z@n9CC60^1d+ju2?`bYH90m0@c%1kfmCFq~ncVG#68Gazg>5=*u3oh$h^6-_un0_c$SF|r;jgwVjLjFgb=9_=EnC%3ZuCh;;)$Ju4+jYMl6&g1)R^NC#7l5z#uv!dzRpehSw9Ibx!P5;>{d6p1eKvk|wtZd0r?IZ4 z#%VV3bPT0QwjC!!1tQW*&ovgy_g#05v~brs5cx!6v8>onmraaVwg8u0irTSjPllfJ z>7=wj*bAf5#rl??Ho?xjad{ZN@I=%iyy~q0d+T%^y6bFL%ukTRfKm_AHFf2ujodI@ zA8#wrWB@pz>;VLj;Tre5^l0FW?Vs+r7~;$Z z=q^=?w`<#eY%m8PvnWL+mLfXm%>>IyT@wjy(2yTk9csl$5!&y^XC%m?DFwWDCHYenc5>cA6pe|3li!g|tmp{Tpl8DypsN}N>`mK64vqd> zz41dZcPmYVy;m-}tfIc2925ryBnWm#ae?TQY+#MV+!JA&;{&d+hFI}{94mt3u^KSL zVz5suh)r8Grio8Gq%I+B)_>5>54+cxRuB9Z1I?0 zy}SRX#0o9)1svh#FCJdQ_Ndpc-emr1n_?YL`Nacy)VBRE;_WEzp;AK<`08Do{rYqK z!WTvqiiqXxEr{0JxvJy-hv`!-mw)~^lmE759O>v5xX2l-2qOH*nS=4j+(a7yt)Zks zv9Xo%U_6F=rN-lIh~(hWs4uk9dno@4GU~-kxRHY>w$f4ra#qCbrRD~=T+Sbg=RjDo zFTiv+$m@qbtP0K+nabZv9Lq7zi` zTM9;!(K0V!ns#}e;axW?b^kcYjII8Y*XapE5I-9hTD#Tk@jsd_%%MuVzZ{3 zw9mgWOuwd44)&#;G*4MnMl9U+LuawyopEsAu^>E}tC4V-E{ivG=Kx8}?Iy1YTrOct ztkW8jp%&Ct949CD-5wcNh!3dH_n9H}B|0%v0{CC#x zlW{Z-iv=EBxx8(ETfHua_}&&oC?)+EoD*rgE=m@|7O@(5RK0VqCImZdy(SR1=FgcS z+m|siyzyYgtFmXP2%xGHwCv{3-lrD!GQiUa7r=2ZRHQSm==2 z&xLumglL;O8tS1)b7g$;wa|$Y5}d}>l*DgqE$S#%x>BT4K9pLdolG5-)En$gY}o%+ zj#_ExbBhYXetoH1U!#=E4I7%}#P10MTnU7i7GE7#*l6Ac}`fdx z?8vdXz1%ViXpuKKLAdmAn9WLFz5TR037f*0^`h_CI?Tvb>@mvgE78d+P*Tpi*Wiaq z48Fc0QWhs|pbX;^(0G+iE$3~@H(dGhfH0Ii|V_Gp_0t5_>mdi zUcXc@Dv;Gi*f_T7A>7$cwrVYD+yQ@fj9EBp?lRh+}T|HVYHCt*;uixM8za-XKD29SxFEMpmWmo@T@L$AK@_>)t#{TQxv%G!~oh`OM3o$Fr zSh4pbe8Z|(WU@Q`0s7jc7}^3aoh=?5bvTH#7%B7k?(RZ5tQT9UU-#&0Jro@D2h#2} zD5mOLx#F8?m&3))x&)$(JQ!Feq)PIZae;ZtFoaMdb7f`nL`ZTZcHUw=CAj9}Gl2FR z>eZQ?RksfZ+p|eBA*gqUIX&~3yAh@6O3XLD?ONT00&xeQOPULeazEAI%Gxdg0x2Eb zI<$|gTyz$>nn-VyTno_tR&PRJAquSsud9swXU#RFNN40z`~h`s;1GOu|HX*0Y5}+!{NDe|Ah!H$eb|EXoIvEWz`sC6#Ht3p7+1qrZysOmT(A9wZBNhA%~;|=8YsXpRl z%*}D4M9XK~aKf3-@G`*6)QRC28)fW3^*u_mW!iw1%AS&+pcaS^;;RyOewH^3V+*Pj z;QhBErwTC&U%#!>yn9*BM+E6XqRpM*LvT#4%mA_K{L=*_beS%2IQ0O+58tJ9@8mKe zsSVbt(=els3p6J@e-VK2-*9zr;?$8PWBxQZtP)oiEv}%UHy_o1k70HQVV|RjI<2Ma zc~Sb+Zy@6P76wE_`$e+(4Xf%0sLNGOOiXc6c=>LOjEtdNP;>i_Ovf%w*!XdQHGl38 zP5>XmQh4u+oR*oB8znfhL~e-GA{IHAtzJhCz^|PXv8mc{X{RD|Y8%I+{ zQ;2EM20HDX@+Eh+}EJEQc?H-Gs95Q6o1HtjKI?UI3a`egV0StO$&=myz0PK>1|Y05B@td zTc#XI1_3V4jmT;rV&W;o8S?Ysx5v8kO?gC!SqQzVs8ST zs$@U^7n_4_Egdd5gt8Ut+-QK8t+GYv*iF4_7}#vXzI~)1PRgVb6F6oY4ny}5$rRmXVpxuPNIkZIi&=9@E$RAYeO_L3Q;L0?0&D% zBa-jk`D%rt&qO=Q`WR5Nl9!BmB0?_H$)>4UackF$YlSRNd)Mh|DGAKKEPn4)?<869 zCDD`;if{TfpU6PaQ!P!~pT=tLqS`U>ExFUPoPS_TOaJ7aYqC{MkxysgBc|DLcHa5o z7-=J+JNAG7GBTajducln@AttyV)5Jp4iln7F`yqoi$D?d;$t*jCnkehZ8gyGXUi4EdVv9*8&G`eTo!7 zP|$vbx4c1w><>552;y}rQsf49CjZ?k><|8AAO&C?`J^j%SorneHTrz9RkhhZpHz)z zsDNI}NX$UfpTk&zvVF&~f5m>jn6D-E)SbLy*;ly4+b;y&1ChGyDQ7%-)s>|KPwS;A zquJRxQ8QX?ylv&9zj%Qpb=gep_Q_-9e4VSQ!DUw14ufU1;z;bqV%d@FS<|Q?yvw3j zul9eq09wL8p|Wbdxe_hMc0ARb{m(x0tHigCz^cOB65W!Tpo^J>rxW>kfSMBUhNI?2 zOH{j=_{Lq17}y*J%m;&^%wcM(;5C_Te%b0th`haJeu~n@@-)gg>ZsV+t zAWKsh8&4Vp!lPBeEx)+Asnc9U4C3h@a)uPlWy6!niVT6X`HA-$S8R6<=j z_k~UfnuvQ|fV=^$)O93rQ{_}Rc#rEBwx|m1kyIXWQ1j_2kq}ekzOY;}P>wK!ra5v`HASr~@O-Kb(PxB#0 zE<#LG*@|N+AiQA81Od#wlr&Shp7=!f@tz0{`99S5%l~Xf3BbvP@ZNo5JB(gVm)=cC3JtE7Ri;o!?6;eRlhevK4(Ij7)zV%haX|t7 zY@>Lnr@enip>hyHp<8SXMJudIfO-@{QgE!lJ0S@3_dVI&Dlmfqv-jYgw;)Peyd)^I z*x&SHz?!PZ9%8R-fYF<#los-O=AKIThML2f=3C9(A|%#_lpgI5_`+U*gH7Uou(lwU zZ>bKFDTd2_0O(<_OSzJRQVFls2w4>S0oX$ajJyM!&<;TxH`wGl(uL;UwaWp)(_YE5 z%-~L(idIC_a~Z-<9bc*=5&Z8v5mEclez6FdLfL^>_PAg~g%j3lM2B#8$du$Aa2E~V zDE1+ARI%g1Et`$L^Qq$Dw88I)X`2!qlAEMk;lUC_3gmC) zvuyEAv6#7nKydIIHWaS79Wik2769KA^NYb0vUdh+nDC#&)EDCQVQ|I%k5~r>g4+FC zYtE>Am1ncj&cfha4zItw!W`E}<)?!CVgYH1e7j31sB zPOn8eSCJQ_y@q-9RNU3)pp!~W`7u7{LXGdgw3!_bK~77PQnt5xPG3}}316Hxs+VQ; zF+dgPm5-yf!YHtR3@TuwQWHxFhWP9C3i8bTXkdQk6YD`;3{6)%~+*xuNvN zSgK+%HfG-@brp1_xu_z@uKExZp=hAsLIv3*5XQb=5j(EHRc-jDm&~ZJ2NSLg_@~aI~hY2df|CwTe}ZM(U=5y8d^y| z`(fD14d-bcH0C8n8>1P2pJ>l#fV6OZjg@Wqr;g<#N+tLa909h5aqxNxNEEoQdd38M z4j&1)mSP~o(3QD7Di`!CA_d?;JAxGwg4yG3sjgdl(62jvr@Qu#`VJTU@G+tqR=_@x zUcr9N;Z%}0Kz9@r;{8n~(a;1)9Gy;d*=e35BF=2g#(rsv^aY#g>3OeGJ_%s+{xp+)wYiW!c#IlweeeLmtVVPdd)GQSMeK)vy% znqF`~Id-MNS5hVva^|y`h9u^=YjX=boi6st{nReJ&}jPdmF%Q{?ae!9hMd^}%t6gn zgnmPB2duaY+;?i%?jy+pa&$iJ(pb4WB+bO{s=b)=*b;S2KTmb#d-y*)KVM8`W3 zrnFmgl+_q|j#6c=oIti;?!hZ11&V1Et3bNkLpqSu+O4DzJ7jlD-x5v&Um28W-hHJ` zmjsI$X6!j%zWI8eL^pF)Aza`_0-GyE-jka1^m?r9yIATsiuseOe2tHBSMY!gL-`S5 zEO8KF?D0=c$8UrvfKeMoh#J4U+k5E0;}0UbKH$Bb3naJRB!C#te9TbWQ{vVpd=&)I zpnupJWd@b+L_Y0tCVdDgykO_UqBDYugiumMvOOz-EzwWn=Jm>=&abusnWrh7{cdZ^ zrOdAdTHR6Av1BpUh5COP?B=I?1e7vzHaAHZhB~;>$|+;A;R^3j0$9d_E56)(RV7y| z;sFt$g@lu;l-PwH{i&bGXnm&U#FZNyP1aX~?VDXBV)n}kRchwL$FgJu39TkU(PtX- zuv{ur^kRA=0CVtleNgmmi*&O!VfjgY63dZ%3WGQ+1+Cyi$%gC3;SiN+Le5OV^^WsK z8#!ux$!`dSq8El=7bu3I8vK;h5`#kAxOGQro?n0$G(Auf_2JB9s0^1znenc6j8%e1 zdN;>NeDaNF;qeTcJKN;M>I`bv2muAcoF?LD4&zg7T2HltpJDT8evkZ6H)(hi80^w|8etY1AE}NgK9yeQzESmwzCVESp7W0*hL3- z^+u2|qPK{4igb_9a^&rG6?RWl+i5$n@Xv74(aPbVIrM^!>A;1_imv;RFy-6vaIdZORW*m|!1X4D<}-1Kks*6C&m8-e`BU#PuVsLLfvg777pxpLw@Lcl^8 zgThwoi8O>q&sPrldv*)R9%p0u^@qxQzeSb*0*vRrc2 zYS{MABSVeiS?TdE^RwUCg;iM_NYJhD(D_~E(7%z;Ez504&NqUd1z-8`zt0L39HgHf zBql1$i@qyj!aRccRDgSn*7fU9lfTtDiaV@oA~M%S9X*MkCdD|RTGpRH+LEd&GFT=` zB~4PcMrV<4`dEJE$2o`s5H70%V6}l5`9IuD5WYgz12tmffLsBE+@}ZJnNw2>C-(VV zpwOiALL85gB$UNiX2Oo5ul>>Z^P>1zj>JNr`Q?Ke6>htZ%T(Bui4(Xm9v2&8L;*1) zE%pii-!?;nseTrBBq7fry6GuAT*RlEj7>{hE%{QyLM zGU-c9Fp1Sb+}$P_LX{uVvXzrL39jhmZ{6rZl2-5|cY!<-6oKMrgXRTzCf!B`$3~c! zN8mE`ZWN019YR{L1+rY+Z8~%K|E|AZo!NZ*lW~IfeE$jm*}M}!)vk2>vslunH?qO5 zmVb2JXg2YsO~E()U@pm3tv=DUxlqaO{@FT(@LIn_3-M_*!7S#DVeG>*8J8)q_Yk-y zeG*g-)nKm4yqj>J`YA7X$taAbgcox|v^Jn(8Fd6^b(M`i!5K_Ury1g$fDf0zgNx$D z>_TPa!`4>^>?T`T=Tk4jt%DJ6gUQP2??|1a|6L~-pqmW_YtT8!UVYwHN_rXd|2b7b zY0zjX<4&3eFKfkV6uIJwJ%bz_z0WJcbLyt z27m{OVes!T5n{uBO$HAewSVaKprj*b-mt(|%l%ZnjPe|4=oT=+ibU^piuo#>K>xT( z+irZMohra{(@khuUv!l?K_~3${xefqR)k-Uw#+``LflevPc=UZ7K^`yIoFYJ_lvxX z)Om%zkq{HUUg7IVR$tCUx5LPsr;4#E(r^#jcCpBA_zQ`_kx04rL?x}@6J2kER3u-m zF>Pi`efOtwv3rJI6&d5+a16X2TO_@}1xv}TMtyjcrNyAi&}LuHlc#dXJ73Sm&judL zYHt=$(U%-#s;+<7p(9^KE*O^JU$d84cd%9^0ZS=IU()aU_hWA-;#fpkxllF$Ma?U; z(-Pid?=1NVT=1Pe8utZ1OTrUyK@96U9n(s!W5I4f*S0Jq1|!rn*CUxrQ&Bu_)?n&A zXZjjpoR5!_g`VOI3+vAS5Q?v`VnknAl(Q(~lk@eE_E*(tu7w81WrVsf-&23NQ2B1w z*9|w}6`EV3fWqOGTon0TqQix7nPIDzU0z-k+s4Cfi^jQTCG8s_{8WQEu>^6Kp(ja` z#Glt|Gb%EDiM8aasxZWhumQy=zS>pHH&>x0?8gKHWU&$=qmlR1KGJ=xI~6CNYpP_|bu8{buqT*n;%)Km>+EsRb2+1e$o=s7!Ng45oY19- zkqT<%fNOzqyk)e=VA@xJ(BaaDaP~=9h{W;gF)LC9XcowDj5{WtmM$RSUv93}cwt7N ze&BGpsO!|y6T;CVM3`1PTVLEHOzM=jjPiTKB*3v)muJYk{yw#Pz{7*uV=DIvppqs| z=vuI6X~Nb!{AM8t`cyuG3D^O7y&u&h+SITa=oqSevLvSo1dH{k-txe5w2RHWHq{*K(~%9yB-hiW9OJ* zK=%q$koA~ttLth6J3r26>~;N_bh9*h0sbj%NCIqBkB|AAjI-~d-CRf6DUA2GYFzY8 zqD97KEq^**rN+E9i6&~s*|!xT=N(fo@Lil91zU2H&^0aCH>)$U#LbI(45-Jrq#hsD zL2(e&xBG)_v^zR}oEv^gE>rKU$?l-G>yZ&Tj#VeJOYPR;w==hqKVDgtz9dCYLcoYl zALhqCrn?-^YO~*6OYSDx_e|~VZ;+3>0{ax%lJ@;9wX;#$VTM=k{EcM(8s*o$9epAM zc87q1+(2i%N+I`gafjSANDQ4m&%*8%g204FVa%K7oC>3@LcOeFgBrT^HOX-42p*iVgjMJnW;+C}M+9PY5qUSIzF7 zgkBG38FdqcHoxSTclmS1vxaP^2+{p>tYbhh_s$If;O4$CbJ)p2VD9nIBn85ZSxQyp z&}pN)7UC`-IH#7E;W3q()BK~ZrO{c} z$&j$bCTx@a2WUNpXbl%LeIlPEEx7kb;*r(Mrn@KJixdzEaa-2M{<}m8b70K{91??wr4r>6#N>k>Q#SA4_#MP z*ZHTz2Qq^6av|_PZROTbz-LcHI;YdimoX0Jz@2pJ!Zy%B)kv(EAy_(^4Ss_Prno*^ z2J)%Kn)&5tFFeqwf!Q6w z5NX@x9wclZ%<iCmvEYc24LMrhA3!;Ldwi6C(a-|Zxj(=WLt(cwO{Hd{ zwLp!y89;4kg*0-Ux^m-6`?jy@fEC5Y2y&f{i)+nrCl~oRCI;u}E5dS(D}gDgY-~00 zyla2PXFi{Gum)N7afMRjbsPzkL1%HS^dku$`ly$p?%6c&cEsE`X@te)!97GR0T(t% zLHTnh5*+ZRV)1ZVF@N9a`k=|UpS=~786>qGFH!W+Y4(;(?ssvmF^I4K`o)6})HmBG z%sjzM9TQ}Kj^BmPtoBZz@u}MT0&?NFYxI(E5i-;$1okJ)rtce`wj2-#iWYjdq92)XU;OH zo@KTIa!Z-2BJStST17fE8!vLlVP$Jkx0y4OO}|U&_A@5fBj(FXBb}=w^4y~^s+h>S zQS~Xfw(ymp8%iu-j-0yNL(P^AC8vJozB*Pj+Nd%LNR4i6u9{YqGkjT@^IwBWyHepI zxu2v9V?ZhwMx^gg5u9q}2RJ%R+V9Jx9VDsPI>2gQL?#qN<`nrbiIifVEWUqSG9?+)!$PqN%K_xbxXt|i2& zUy7!)A>N@R$nej^?Y_6UG(&hYj+TOWw)Dl?w1N>saYX@2p04Ir#=OFTa@fs@jpRs= zgC;ZGZFu1h-TeB__Ogv-ba#hNG-ECkzZ5XAd0)ENcaV+^&%f3Q_XX&Gy zX&*VDwcVYkF4XsA8#lZ#Ctkw6Eh0CPk1e2CiIa|{!p2tJ4Wn&m7jT_y=lGG>rR>Rl zI&L4pY}ewb&H4VzacZ|55ii!cAxpJ#N3eN5c{-(Xnv-{| zu5x|@=WiLIfO6MEf8PO!kV!UyNX)IL_KIA3Z2**pUf&*`ky;kSjLpqE0X-@TR zd#Bno$&3Sq1x$1F1QH}8$y;spRcmBD@PslM8VS28doXd-64Dzp25iI_dz?bCdAra( zh~})qOwaB7<_Q(@o~_X`CMm{SE}Y-wMQkaZeyc!R()umJbvjLsCYQ+Q`*7cm3}ql$ zI#i2teq|?2bGpi#);0+2FBc!xE5aRUaO{$R;`|(8?kTFZvyc4kmR%)wZy9H$5fb!W z1b@G)J8kE9uZJKc*(m<`=ucTrk|=g`x)HvoRni~5TXcVzdyug=E?iP*O>n)*$1CoN zZClf7UE1|Wj!{=J8csclD z3SF!;aV$$#EJH+WR1C`cd>nP+c^;24_t zKcWzcI;3?}=>_@yNrZ0xcx>K|80U%&6Sn;W6N5&E#i014_LF=Q>PR}w^gskCio_>w zMw#)66S;)9k8KHVpoNmX6>N?rS|W4CDkD85n7)Ya)`qYYQwco6rW={Ysn=i8iI8q! z)8lK>ZPm9{IqiUL9tpGy2+xqBU&HE$??BIzOg4f3knNOzey zVA4L;F67ta^SSR9Z_lRy7VCodgEiL9^MpA3b0)_Pba;p)nS?zt&wr(#38<2?vwA0sHm&H!s?% zm+%P(h*ulE#y&zpwD0EYJDKGH<(}Sb5M45L6zMx?}AhKKa}L=agkjgwK(8g z;h^M6$Z6NwHSF=W^;TD&*AR=%%+BzFh^C;>Dgm7yg#mOL?KkzIB3w7{yNGyjiP1Qv zMD@h))_YpYn)+&Gm`&1doh$tZ(f=I6?E%oHv3u*i zd;8pT@$&JMvZ=oh{SaHnu`emt8Koz|ou=NL5~5oP02|OaHi}vmXP{=H{K`WyB)|+@^7+swRzi%n zt7+W3010Xy*ZtTQ7frqq0&`JRvb6a|J%zarHj0$@#iY_Cw?Mn92l8(cn3{MKGiiVG z7-rli?y!|FO!DgYtTx$E9$iyFzNYeQo*>(;+q3hy)35S2FxmN>z;xinNQZkKiy0+$ z{#KDCcCE9EusCx)V_MOv+-9SM+j>hP?N?xMne4grF-BUTqqIvEz;E8^ErA~E)FUV8 z?C?l&+I5E$15~!gCEByOOg*!0@s_I*fkBDU=JH~~jd2&z47$v5MT!{ThOuH z+#}iQuxo`V0x9a_i!gD>17f`2LmjyBHWuw)wK}zg`$l2CD5hv9MV&}_6D}f2B+Yi6 zPCb_pUsU|o*U8`Q*LNPjPz-rKs3p+;7J*nJIY0fKyWH0HW8I>Vd!Z$8b`W+&&#Vu> z@%BR@^>T-=4n|u_1QNGYkR6T6C}GX)`hGL zjzDmZuo>&f*vVRVS$zyn-x@Q=`(q`Cj^bt&r0ctblH_RZl0qv(cM}IdQ^$ z*3p`S*oDd;`*9n_AG|z~3397=O-9QntY}IOgiL|jv1fW?>*02{aGCTK_bvm?3Fuze zVm*1!%PVMy`QGcb@7Hc5s5p7pfb%iV|4uG{$!e42=nwi@O}O=}Bze)~7<%JF`C0wn=PM zZ~(!ZoZcVO3|6O`{jzw|1{#;gIu4{5h|ZDAF-^`l+h%541)y(Ha+dJg${g%?YZ!%( zQtpPD)rA&3GbOGoqbThrySEVAyaD6YgkRH^sT~R$C4ES6CG}R+_5_}nDWrCyYi{w! z0XXx3&Om1)3j2Et&z0{0*1=<&uen9BMq4-w~ z-ebQHr$OY-x&?M9zp(< zw|h-&&yBaL_vBTia9;jP^=)-l4^Z7fskO)O0nv?;)->%ol`M;JlH6WMdty~HijkC; zmluLZp=Y06OoabV(EhAwi2dHuZKGJcUFl%I*<+BK+$uP!Izc{H21_J4$ItDg>^3>k z-fg<^k%)+FjwQ}@c6B_-&3%kAx$`RUHl)okkrSM^|{UIbs`T{F=G60y`s{e=3rfr#4CGLc7PL#I?z z!VpS-=#u~ZS-o~uBwg0%JTu4(p&2pZ;?Qd=+fiXH{J}awHo@tsE-ydQ;|J*bMI0$9 zWL`)T_TZNFoSmQ)PCz&PeVu-8BY$BD=44EvNUcE9N%cM|r#%iFrH1_(>Kfqi+1_1j$JZR0#HpgNR+%K6GyFKI7f@J#YNxEEXiW2 zfBjCKxm`at1-M)2fIO!Drt--f2i=t&zNqpEvXdA7EeDiLoWJ*4-HA8BO(gh;o-gczMQt(_s%(Iztm+&zvfTeAxk!jVHT-3ZzzK`=^T zYg3|!IV8H;P`LZ=)NsF?=t2&awk(DpT0Z=~CQ}=REzdX)j%;EL+4On`StcO$K1(j9 z1L{0)EEdE}tiFL2NmdbCuEC?XWu`l6=$(Yv9xZ~6NVT=56-;*Gj!3Aso@IM*_23l@fWa8mXXv* z*Ya|ly)ViXCxfOg;A!`!W{ey`IQUEwXEN$kZyXBvh&x<#FLSt6bClo9(4nGK{!VV- z(`*>KsbbfMdvSNhT8O%PfVUxP*054oiAqz5v??^hySGKFvxFEkT z+0+cFC*q3e+yZyaH!zQQ$L}Z@j{RmnU!f8v7;e$h%e}rmfE?XGtwK6$$PQ0XMx4Lf zqkn$kuk%P6v17g@9nNasTLc;GXR&d>O%O($fC|T zzNjbgWlHZ+9~kGGU&i=vhZczZi7?NG)}yn?nAslcNgNe9^I#-Ds6+1oKd5Q%L4Ug& z4y#A!tDv6D3xqjb^VA?};uPzRc0B^Mt6OJNM?MuG-&iV~0ywv^9<7$z63?DwM8 z=wCdu_0fxZQ#I$`6Nn#shCv_7B#N-D^0(REC9J?q8hC)%^XBD?^#!DNbs|@l_}cx@ zogc8ZDAM9Xs-5Oy4CM>|$Zn#wCW)BFwoQ#Hdd5l_rDDM<#2v5FX9m$Vj|S43oe^1x z|Ni|$jp7_x4OP82wr}C^04j;3T3WFkL13)xUp(ZiC%smyJof5O7@dJsr637L2|;2> z)u?BC6{gf-9N9i>R>h8#h=a8Xpzm1jubokXjw?el|Hz)&`#G(Mq~J_q?M-$;jcF!| zhLQ2hH`DS0z$w0Y0>Tp!=e~E}^UFP2Kj*rM1N05;iXB@e>&uS}iN^{<2vzB->Poz6 z7#Jf4OQ#G1I46`9&+iDe!G&S>~W0I*R;l zLpOXG@AUaYT~`M~*0cW^a$?e(0)^TxF1jD-)m`7l4qbH{ZIGi{S)e@MOtY_$`F0`| zYxL=Bv%!LVy`q20Iv@C!ldmanoF7i}sly?YHA%VLhVwhP%924gxl6<)QxdZ`xI(-u zwIGkPikkprq*L3}c7#LxWVo|PNBV-n;ey=JNyD)1naL%ygQ`PVl^>%%`u-bIu9hwj z#vDtOR&^0umDN2F#nmNZdOvyH%5 z{kA_^F%X-7%gj%SA6uF*FRcAm9TWdy_|r|z?(!mK1rFC0^^W&WuPc{bx#xmMm_3O^yI$P>jOYz{v05X55F2ECrG&CYnUB@5e_ zsWbhwI@)2feh~_?eD4Gbp%aY%_NbxK7&(cWvawTCzvH^&Ec$UtE$F#di-#&xn!xEUc<%7)zS0l5i9FBZ5VugLYO3bL*JLTP@>S7q z)(+O0Tk6s6ku(k2$p1PWS4woR=x`DGQydnmSd=%I02GH981t}$TSIz;t(>6|OC)PY z%DBc+at51A4Sk(L=$c9ltO2b*IO_o2il>S~7kOmdH zZ?(J1K!JO^&|G9!zV{a<1O0aek-P$Cx8eof>gd<({RQ2#B{vA{jlHAoR-NEGecWrJ zw(P49Ty&xIMtg0&;ThSHSE`Fb-wvyT@1B}9ZIr$%SJ9ntKw9OySp1f$`!Zwc(_qH% z+r1_zlJ?wEaiIDfjD90YrSPG}FOWZIgjPMtx|Cgk`3#&69aSt+3P2dH_5Is*PChKZzKvwt=&z$n#V)w*Y1k3r+g9+8(Z(sB;2x19&g?>Krds{!tKYNj z58mi6Osa7X_D6#ty@(9t_s$qrLOSyJA(^lQl3Lm4(+=h#RKB03e`+Y*ChqC~Rpf>& zY6ceNIyvD~R(>}UFc%vVrL?zh6&5=tsF4dDE7OR3fDy+yCNM&+F&(V<8;t3FXp^F5 zid#8Dg}&8yDEsO_jw>4$ASDDw41tdq99VhAY~F>Jrgctmnncy3^`2%E_Dywlrv3Zc z^Z#S&8Urg`mThd?b~3R&v2EL!*iL3*+qP}nwrzWYmwV>Sz3H>Z;XiRaHlC zl#Q4#${RYp+2WT1%a?;Pi(9rz6y@-+DJ4BlyGX*q;=epAB!u?{WOf>Z=}51ge}Bjv zt!>qCXa>7tKe~B;I4eEnX4U|wt1w7<&SP?HU^*65>19rW z%yj*>2|kCI;vI2&=h_$I-_kMX2ZRblgr*Q+2el@yA z7|sT$_uHZ8(P<}USP2w`-Gdc%LW&Z@k+fU*E!M6V2@)1Zp*T)rh5jXB4r#$AkbKX< zl!_%7GJk6$fr$^y-`mQWNfPqt6>Jp_R;AOz?udi}*9er3?^jubyt4E~;mgnKd>7;m zjU+VoULO9h-vFdA20n4G7AHsCxRgq}0y%{E#+Osf4_r@YKLH5U!+{jd$G$m(F_TF@ zS|FYpIEtK84+wvG?xI??&!@!n+lObeg<1VfahV8>Hs**A9R0-b1q*&OQsfnp@^S$v zsNjxzq#-*9W^|q{5f`VIH7L;RKyv%`HW2mUeHlm}JmPY5-dPb(v)Ny4C!KCW7_c>|$!Z`r z^lZTt7~LwZ_^i7@wN<_aAuD3jXbvN+ZW(5>Hf4{Hc}E?Vc`gXvg1ECu%lLk13?G8e zsZ^akJqO!ghQp3UjKF>M_a6@j1IJT_HbAdC(##zjQwGxx1Ruc?3B4r1#g05@SW~6x z#G-VC0y)4SFuq@v;=CeTXA0P(R{f6B^TDD3o(@Vg^W-6Bv<^5a+VE|qY;W8ACCT_n zKGO-8j8UFPtROHH!vWL}qlCD_st!v%RCj?I8m#Hm{W?R71u`D>7E9KH_DV;0k(OzqGP$~=5_{eF{_T1uK| z#%D3Q=-ejh@eGEO7nk&z;`eHf8<_;JCMtaE8mHu4QMTw=Z)3%Rq=tvkI8-+96(=0$ ziT!H8_TB!CmpwuDom@|ldpxG@YYZbmP1+;qL*8Kyq2ZBzqnBOhl~O%RUc_z}1QhTl zR_tf=&sO2picdnYyS%V*r3d`|!yWn*TtAR0vE%0bI9fR>p!yUm@{Jcr`Zi-_0NrE5mp1Z^;_q`h6I10)w-d?R9&PyT*-F|u20 zTp$bR4j>NLnI;+`@s96|Bj_e~Dw&~Z(tUzk4K&S=qf~_Z^FRX(ar!3%jNw3JhQb~T z{zc(G#NKO97tw_0Y-n7e!ZbG{^8r%!=d$hTCYI9GswRY?ZB07)#p@DW&{6}(nZhJ3 z*>D*MKNo5*fynaAwShEsq~6G(sr@~;Rkz|!p(Z0!LFWCp3EisYXkC{Te_NJBI}JA5 zTBi?5e?(njVx(w}MZ%@ocC#9JDp!Ukh)yg&r7r-^sTdV#dr#8%nCv*9WcoVne<7Pe z|A!-!F7e2}5riZI*F$|u%BZQ;^BA`TPfAvbmNz<|Kgs0e%!$YHZ9V6+9Ct!Wigx|o zzpuzGQIZ5&^)~Z+mu`A`GH?CT^3mqJko(GEHcbVl^jeIxr7mi0NDI@~6VJazxDutN z$|Oo08;t7>H+Wf#txU-oEuHCdVl&QOlnfq~Y*;nXUyK-i2%}!_!8eP6+vKm>4`Ey0 z?$?5p3=V~69~Poakm8`56gG+sR-d`-O`L7QyW;A`6fUHLCNJnz-;Ky(98Ys24hu}J zAJj2XS*fxdsOXX^6Td3lvKZ>xBZwv(blz^097mYD?mn(>!)$4iLghV7Iy_X||BLI6 z$7t9NL_)jt>X<}46V_NY4$)%GW2_Qw9Nv!n{Iw1vVD($29(maCK zv9;?64n0CVP|Xz+`7F#utTm3*ti}yJ4pS>DzaAtx=S!G9U~US3=YW>u4P9rxpHc(3 zCDPzvv~5)2LruI|j)Y9f5Y(p}gs)hB*PJQ7PGy-HbJKCqn@qJy+RY}cHP5v*R7|d- zJZs;zUOb1r^T^GDHe_wJ29))1ky_|<;I5=1Ig^k$l*hq*7b@m!wA}G50DxN4_OPnm z(4OE2$M{sFU#Qm0@1P5f!hhfGfs6fY>7FqBymz>oEoY?rShrfLzyFKzf#o)M0q?W! zX>asAB+yp1M+z^R^FxYUmg~Iilg{)jmCobZ#5>D18sn7I_zx4j-kR5UxHFvRp7EM2 zvZ4n$U^Z9K2i_(^MpM0nDAHwRFY+XA=E11c>!xH4J)yi-!3!ZT!Ox~$0|RHg2rL)b zsblVFL<0pCM^s#XmbF-N$3Us_dKIG+eW$QM-UIAB~KF?xwFq)lGfiyzYU<|baN7tEj!wA zR}MFViR(RycrV}SM$uI?VY?$uFgx9Zsf zFKxRbEEfJ#?Us+D`y6&g>47ObZfJgR<1 z{uT(wF|b&U7nW+d+l4l<_q=qMV0{69L}txh(?vgga#yz?jC>J$r=c` z`UR}k9x^ARBMPo4P2{>dSf*O16C)!&|6;sJ@ip?vs#|_pn{og5CrrVJR-hO$3WXhL zf2>y91gh(!Xt|!hFad_2p|DDH7;kVYa9Wi+@Z8y-_j}K}d zi+G-`@5oA0jwjwSK63bukCE8Ddr}`QPTWFWK+4N*hCDCCl#SDsmGl6s;Nk|Dv&P^rac|Hv!lyLXGbTimSTciIQqiR1h zWP~os_u9aiIHg2#`RA=K3}=*-w$B%Bkb2p=^Nv89e@BVXAjV5i_5VN|()bg-@M@=b zzR=a(o^6Eq^P z7dna;?RC(80PxShUm3+0FQ&vt6xy?`l7tE+Y9t1rCwylcm=x))WjHHDWS+EJdcqc{ zNvJr)YuBRV_v5hJcXUc9T<51L2w3S{BR5ft!v77G8CSA}$}{h%Ev|$Yf+|jHrA-_Gi4MKF*NthW^wm_y9JR*)|1om zAB4LY_0=qW0*UpXR-}>RlD{)fi392Xr3NmK^eT~ zL5Ec7Uc8=wV+QC`!277uK&<_YpTDC3-bcU@mXBR=B#a4{g=DyCgcrpMuATo}vKIDg z?TF#tOl3)#LNg#6_mfEoAR?YnCPcBO%;rg0MHNQyBC#ZVw1%_ZAVe7zTf^gc77xYU z_*|tVOjKxR*pupcG_P?!3cjmMQLtM8U&^b=^`|DpuCo8%T!8Q~wGU-VymLgpoWoyK z)pg02h+`$*PKWeke?0PaOj}X#7f7vkYQy9T|G!{dvXmYkD!Wvy6Lc>9w;9?o2@dM|BxBAwQr=;;wJR&#Q*-=~f93fX=e zIRq+p@vJPP92R+OHHuRKt#U<%9e8TOay&Umj^%(K+?>l`blCPBN7Q;bBQ&4pbRdi3 zBLz~(w6{P!k`wPSa}JwpaYmMz=(t{O3Ld!6Orm{%Ew2kcz?BG?$!rfG*$Sb~xa1{g z`$!Ks;tE7dXGQweKo`5h)iu4d;Lmr4P2>Tt>wqC-V{1Cb%4h~(-KLD6?fdnu4`to zm9~mZ?H6r~B||jzS}3Qqy~XjOgTT0_OO@>CF!UE)JT*8A<#Hxen2^@5v8X#d_sBwo z0%emvjfbv7wVOk&t+DyYNH^Z|LgW9v8oQ-5oO@1_b|XTJJ)uLasLMc2t%hHCW+#{I zrLNsZLq&(5e2g2@u3GCkzN+toE^PNXOLrZyzm=AiFnmL22K7yL{+M#&>F>EX0Jc6q zoOKxL+7Dt@xm70QsrxV{ugWm0yI)vOlb*umylc&knhkKNI<@~Kfo54fqLN}?9F>JD+(VHzRL&wQ^-pFV(LIgcSq^YIX z1L`Q@SmR7liI&HDTzb-mT8QwQ!iO6JQ-cxpM(3K&O1s>IWULQkQl?$$9KMSRs|>0Y z^D9@znl=B2`ULPa?LPs>7hrXh*(EY3KzAAKe6+r_egKOE-L>|m-s0VJ>-8m~VJHJ# z_4?x5T_8ifsR^HE)9M_VzR3c!gD1n7HxG+T!v|^&f+n`f#*X04UaeD1EaO!xt<-NR z&E2rp+jfK1TEB08Y_B;jbnsU7?iA`Zk*aZI&K(+09GDJ43pCCT$>t)?&J(Gk&VlN0 z#=_Z=Y2U$J7CCIbd&+UH6}I+h%RkO>awb>HMVWotWcWyFq#b*dRlb>4#Slg;K1p%8 z8I1ug&*p2q{7y~5Rcq?j+NzshZe>TzHLd35}fixUCZRb(-o5?@iZx^?NvCT{HUe zKQL8)_zB^{t%il5NiOfTIc|;@ayZ&0(UKuG;Yk ziOfb%Y{4#J98G zv-hoKO`*ek7K7gVO3V08d+Owc#4>+R>)sWUaq$^KoY@;JN$Gop*Wn3zPYhgzc(Md}Dok%qTIa?s=s6W_A34!3l&Z94m}1#_K`aaufjULD+DNqW8aJPuPX zk=%Jem70@5x}`q@?#=-zLjOZ^0|QS-p6)IMgoo7N7Vy`L#9ljizn8kR{p{kz99N;M z0H!1C;NhF%&sbSiXzG2;Azn`t3PeRnPm``Th)@f`n&csc3S z#t(m*HoH*fum$-H6v*eafN!r-RU89&q`g{}bepO_S!$!11HUM*%?JJLf5HMriUHM! z+bQoRKO)l@(j=?`&Z+DJsRfJlCU~4#r86qZfm7U0e*#xsCvwFD0QxTvFuKunQRL#q z_C-y!+=9jm*J|cAoP_wC8tXo86ls ztAj_XLHEKTEd#d2vm7?VBB~%iMYmaFR9C(nSGNU9E%R;x#wHwc|2siBfKo%VLn9YR z64p6-4Y9uDbCM8EBEq#1!*O9%yDcbt6)<|W^!^7uqsX5vh~aaP`b-egze;0nC^-hz z@$l@YR^#3RzK_p$ zq5TQn035`MUDSznJFT(B+|9)3fO|gS?sas81kXb_9`}X}e324J3GSw!KQ20JG&SpAKkkMU4yLi@CmZf4?^#=-|%!|>o z1`v?>;q?Y`h+7P589cRghA8oq@sIv&mB8SET*EcLCvyI!LVll<-^9Bn1Urjn;OtYa zyyVFUiN}>JTY2x^zWbv4B{}_v)DFzfncEw&UEdeA(-uVlMT6WkO*Yy~Na*r^7QDbjz1yGi^U^>VPtcC}3ftqc%;96X4>5csel@#tJ=+m{keeUj^ zP4Hi_l&n6}Q_9%bj>d^Js77B0)ZDY|F$d=Wwfq>1ye+5OwiVb}zPNX}u6DF3`Bb8E zLvUQF9dJje>}O7S_XGpjERHW`#YT1HZaedsQIhqxIBIApJdR!Um^Zd=2t0qI)#hS-tfGA}pg zc~?+;e4X_R2j8{fOifSQemzQa0oY3j)%mRO7LR4%MKr=AGa3MHN|a42B`;j?_++Yj zlhsYY9aHHxO|cxZi}%C{*>(-EU1fgSxO_Bi&wlNJCc`?lg{h-B4;HI;1_9U zOl0{N&02^xLXFDZftk&2j1qCse#zF0lZ6EtjQC<>Eq+gZ=NNJsO}? z_i%6LCP;TVOG`%ud1rZCd`yNcV!uX=RWeHzbni&m^!I0DA_i_6Z!N!U7gc!KN|t6^ zUd(xBx?n|KiW+;(BUN2iB65!F<+wlXyFZ(?JZnX3Qbf3njd z=-y7V;5YX!Gm^Wc)(x1-{CkIr3*$TyX*8L-s|-hy*p(QyInKifjRucrlTA5&o!bCb zxS}Bu#WVZcj;bOUC-`sCb5lhIp{)-ACC6qKb3aq2D(XwUzND6VYloslw)xiM;b4)X z3z0farDQLguu7JjQZ3H$8@T2lVo+``c17*->vF5SIi6~ap;OxI-WZoJqzsTUI6zfx zpbcFSJ>p;e*#1(?5ZP7sQyDL(+S!y%lQEi7x7rqW0++{gWH9yn8B%I$5?A(NT$HsB z(r5J6`*QJ}iClfT-D|1bEI7#NNp!aawA9%b-K+S&UseDuhv$YVz>`NC-UN{iR6NHv zZkvyb*h=zOMu{y|FLjSxv#-=V4!R@F<|EpJ>4HU+_od|(wzpdvP!|)~UF(y|-@Tvx zO%si&6@U(9j8{C^I9Y_{*(F?wwIkf220+U$^ z-HQ@+!=ty6j)$kIvQ-}d_TW}e00*!edvlty9iICY{7~{7&x?#~o9uJ+ciG_CQIiAG z&Ff|S8#kwW-084Vo0NPzt*}XWxWWM{|7M)@W)TXpXGLJ>?{vH>oK_?n}O0)8% zG^%v#xwKxXt8khPZn6aY-v|Q3KeOlF)Yc7)A{Im9E@xXOnuWE+8@ZzSoa|8?`JMks ztcW9k_M8hrdtX%d0%qIK)*L?e?ijoi@_XDW^7BHJQcUCt+8do0HO99f5_`MwD|PTB z&x;7NPe9(64_U_`d_f(BEmqc6|L@>q=g8FH=t`HejUfkJ*{%pBs(0ZnM|o49B(XNw zXw+a3i~qjy(ZD@ zvc2ab{urh;%pt`jJw?fqyZA{VkHS(m$RDlLOCnW<2&&oA%R&sAWyqULh)=sL{=v*y zjw{%GGuLr%L;oMoeLu9%suF-c4&3d_xY^stI56#H5#Me4{6^@rh>H9vvitQqGDOtu zejNRo1F{6$)Appdi}VRE*%u(QA7QL~AsPM5KF{pp2~K%k+Wp7Y!3hF~*Pr;I=e1Ok zP)Acm0+)?0QLH`_-!vVay>n>+FDcA_adjZQFQ>QMP2tYM7jT`O@M1emkk?AAh=kC< z8Wess{9z&ihapqWwA(5^0OBhZiTZhQB>@2t-uOeypdxLjcy=Eol+G*Sn_U z;3E@9#lDnW!fdq9IYNKzcOG@Rk$>*MO)ZVTkH9lR!tsgmo+RR_#(nzzJ1K~rkZ_kI z0_KFkBlH{NaIMq0bBdN!f)OC1@SkJx%eH~xm<|EK{@zNlzT7RO#Hu_FYN=}8m1dGw zD=fLRgrXb7;h9a#X1O1%8tFZ7n{jcwA7nYn@VRL~EwOiO$sW8XwNMOdz$BmM{}1H~ z{8+(rM(@5*e?*LXhC1TiiIIx2^1NrC73lXI1pf{dO#jQ*2#^FXqle9R>DtT%({}L* z5bmuCz%d7G)jkTsLsRe7JW0=z6v5L4V7~!srV|P(Lh0t)HYBd-ApipXbr3|;WU1T> z1*0=9gQN3<^)~jXK8cq$Jz9(92MRF>Lq}=M^MS`~;xNgTInP0c`5UEH7`dwI{3|8O*k0sxDE(p&YXFv+VkPCKIcalyx&P-rfMXv#0nG-QpHNAi{H%xNK*b zKhH&7Q~0(9tmF-etDB$xx}0qkxHt3cw1{RL@T!|dmq!;O9`mfYh+&4)N>haP@7em1 zlRo-;uO@ST=i3m;ovz_+XpO0H9dVRO`g{;egseiQ9a4 zC^GnWQ?By8a}_tKy|#dtFS!;jqt>lM(_;WLZmZ5Q{Y#&<%Gdp2gn~W$yjU%Jv_@iJ zwjjI2YN&h^%tDg8#Fu`X*WSK+-(^l?0j?WxI96WyA`LG0o{s3}#gP?xT^4iYsth{W zAt&>dqx6-^^QG5P(!oGIY=UxHqUB1((~qcX+=)~ca5!izr=!`~<$bb5to%aT7LihD zB)8O0EypWwF#9ee0dw&SwQMJ4lauYd$t7I@sCZO` z?5lVD*>av)D$dd3ik5-rp&HQp5UuTEg_&r9QtNVZxNPMr-CCDz;a&;q8r_+>vU06g zCYuFkEDMW_2|1aGY+9{68}x{)^OUo=t2&c~P8>}}#+U#RuNQ%SjypZBEQ*!W6_j{h zIZpbcFfU>jN4+Y{Os8978b%gRO^Vt?EA2%b3Qh_dYidVjK(Crxi(?H0u3oX<0c^n# zxqaj8!MD8U+FgkA%+D6Cf=Nh2p3sj*y72R!8i0CjS}*pXPvAefiomf?KwS(F-`@Qv zCe_5#)}wD_`3w}w3rtRW-d=J8(+*j;cr4Vz-0QgESH7gz%>t5vYaUaKN8zS&V-3v% z5p@DnzXi?AHKQHlIg{C`fkv<0X^`Yr2-c^mU=~eE?W5)qW`$~sg3hECbhVtM$;R`rs|F8?s;m?!@x#MK+Ie9SkuI^6h(-w?TBx8S(qDFOGrA6sNs~NXHHh*@fi(+ijBQ&Qag*B+0A3l$z%94GJsa=@o3GdpGC$vZ{<&y<(m$<=;0X`-g`&V=46$6hq^DQr<7Q%z}3I-~I zyG34k)bymaFLC#)yIxkO%nxSo`m_Q3?qaKv+EiDdV+9@15OBWbOzpXr7<-*|oFo1x zYy6_ZXP~R)PPM#V4Xzl|Tr3v_vlVm_`A)p8^Sl8LxZ=l>qAb4rnR;0s7$I&oiU%KDz91~%>YfG18Y$xz9lj&-V zJ8$ckwmT0cFft8a%^9BpV?HlK4F9k&2=eBnlOCuPl&S{~BqhLO@V~?!IBLvs#VEti zOYQ5pXF&YNeRHNV><2o+?`@OHOV+tWOV7p4hq!M6F{4X1f7tfE$6bXtps?M}(5a|i zP8vG7veL@+x@5p_TQ})pW-h0lb}K*ENMDcG?g)Y%d*wZzwpq&qw@^!Hr@-N2KAdoU z$W>zr4l;x}R-D#V_xzH7U|D8TsoBM6*wj14hs`UfKrZZBaTLkTg`(Ei}(CK7i&Th}FwBDk8hg7~3swB5n6_;V=OOZ92Gp6+@k ztCu`lmU`Ri6DI2U6)!Uz6Th1?sYlL_oAX&{Z9B8111Mq!gdO~)afj640yp_OmUE%A zn5-xTjTH`X6ZooN#zo@toEdZ%zN68a|KO(=R#>WQMZi2fX+Ntf3QJj62iMou6*u z@H7HcKz>o3FbaL7H3=N$kQv=xQxeI|`ka@2hL@c*gW&qx3lL!ZlX?^j2RtMVnpT6v zKfypO*ctO@T#A1r_H&sfX9(q5?)?VNLP26XO{13*Tk^ag#lN7>w~^i>fz(f*9pyi? z{`?ECvYO>YR<%jRx?8Eogt8B?VsR-9Qlo##v@$})Bzq!}i|5v96EBPBvqBD$Fxx{e zZTrkZO^_a>5eH_Gtb2y^^TjSp&4#w?ch!~_x?kORPm)Que zo}(A07kHP(0>wiaRso~m2S<#dp7*K2pY4A!9b(G5OMSPCu4TY31ERnH;^lXy`>V08 z0q|19ei9YzgPPpn_xS#(2NH4N+Z7b-*Jk4oF zM(V8&Y9B%Opkw`C{#;CAM4n)v+71;N7IdBRkTUDYxZRY2l03dkioAQs)?)JQ>BmX<0ZluYX((#cUz6pW6j zyoBs45ei2Ti9qY*lMEI4`;8Xq!H8J&Zq)wd3Haw0+!!BC9-xm+XI)etF4dliSyyfcd3Q2(f3ZQ9; zr+)-SdoP-X`@Cv|Ft?ilHlIL_ryu1jKf_ApIazHv*IdGzTLrF@-DLxnrS$dSIuHJq zoK9YTO;Ivml09s51`9|w+*Teiu>qkTUg#J$;XBp5-8lx{`!Gkn3x$+RUHk*Wu( zAK-?clts_1c0>N6jRj)m1615r3HoRS9fC<|@5_NWNH<-T!IOm>n7AWm|>pbn_WnuxY&v4>YR}@_Ik^}=| zr@bV~UH!h+-&Dhm6Q0hXQh$ljqzKDGp$&4~wLDDbe|}|60&VAyLSC%3#uRHkbewL< zq|$gHhInZMJ{tDpDeWFqo9X${SE=q9kU=+joK_3kst^4KO9${Q_FdD-ACy&Po; zU8E&@8QKUptOtnk(j{ldurt*~Nu@D2-x{z^yxlB!4!1Y;+SRfVxfwJX8nuvc8m-mC z3Z_*Nxom;7PQO~hlj0wa^QCp7jcE3C?#~t4PKbO6YqV5WN;ZqE z9#e{RZSrNnI^}*V3}e44ZrKz~ZZPHFF1pXFwo_>?GkpxajTMPYQ~%}y07=?oU8eZZ zw%?S($>_D*Yq)!Ps59-jo^N09#m#Ofj&DI;Me9fNa^{08Ueg1by%*T-j6Qvq=?>3H zki~4cI#bqgC5WM4rSI3r(IoUwEoG(8g3pbNykHk=kML$l%S>voj;y^n+FNYNBsPZg zHQeicx~@Fm6jq!LXi;%^SR`%Ot?J(o&AGG2sMmbTna_#Qu8G%SHpZ$t#Eq=iyqiuP zDwL#a-;8N9WF)UP#7$X>D3>`aF9nV4-}~iVO4--`fb}t*piGk`H;GK| z3g8u-k)N||GSVD3JoBxzzrtMlS@m>dEFf zYy4}ixw5nx%4kwy2J$jO+w5aw%eRPRsT=%7M8n1Kq*hjV>i06wFby{yriz8_Og98O zi&afxE+Wo`I?IMzHRip!)oqh;85&KlH_SMyx=w@Dh`lDF68zMkdS<$BjjejD9Oj$N zJgHz!jRazhoWD(|dw=DgKeekn&)!y%uBw*fe#SR6c`{b0SEyaEe1+&&c?=X2TRAtk zxpBOe#$E^GmuTgW2~L8M6y~DEv0GwI#?&RAPmv2x+M&V}y!DG{&q?srO-67=ce11T z4D+7XB%d1?0a?QLxhz*rSE5g!#%mvf0O09Xhv1Z}$iSmr`o#e%?Gd`6E;4fOOV>T2 z@R!wLgU1%HarFJ6h)KU(+pwMyQobdnXJ#nehvL~Ox2JT=*k(VBt4RjULA5#DqwUzN zLaJXs-f-?_I-?P33YH$fDfr@7s-%~F^WK}WpOh_1J$)(J-l>0)@k0DSi*~T!nlmUj z!ne2Boq@}J&&Znwo#L%N!}2=8!z`G=`MEl2SLQbCwxeX@84*8}s$kGDd&{a{YTN%T z;~45}Gb=<+&gZ(6afPEY1ftcHaaQMu3w~6fRKXe7&rPAazA;FGe?KMgS|t1DrV@aV zuvLqWi3~j1Qo|{JdOCH4*(xkt+Ug#oLr*Vfr-bDOJ}dr_U+cbsUl(A9rh+B5?gkoKVdE*SyH35+*BW7~W&)i=;`RVwN6 z@Tlw2U0i*Qepc+V1bwb;eUHnV$XQ`{;Kz22An7nYYUuXhG}8^;PMf-`%Q@^*@KQQu z5#DDf{}N>d4o2?$S>j#*B@4e0MD*JB<7)xBe;44%-%gE^slY><6SjrKNxd0;Gy+Z1 z25ZMdY19wnsjoJV*7@)O(77|CdX1^w;a59!oaE|@SJ1RA&k1EC*=dLC8u6BevFQVb z$k)RNB0G^GutNRg2%aVQk(2#Cs^M%~fJ;*35DyF2Jjde{(lTJn>lCjRR`CVuV-Lkk z0U7Rz;^}>rrL(N^1@-vN_|(`v@Wm~k($fTnd}jA*Lg_r~W8;SBpRx}Cp`jmHQZA54 z$_o7?BAkW3LYtz%V~WSqms~?)`O12%j}dz9Y>)#z%NTrzA`FaV;T0r^0>V<6dU-0< z%!JWI=Uy1xLIzt;!H;Xn+@vRL=Uhmuwqm zJ7z-kTTz6qOfcu_drv&NbC*c7d|p*v|H{QZ2*{mi#R&GWE?8NmTt%QcW_j0pSn8Xq z^&Yy+4#`q2U#N=wkXIUl57L@H(vwgukP>mU?Ui-yE2EHHqEy&GPTYrwK=M;IT-mh2 z+hFJY8xr3+*GEN(#H(r1R>_}|CUAoO+2fJH`Cl-Q*owLW{L!~Kuu>G*$lr6=Up$-Z z8059O9Lb;04Gis%#5fEt^XY|HUyTecVm{U0|1(h0ky}UFzvwi02>kTM&v}e*99*I# z$NLPSUeJ5~iLm&OQtPV~W4^*NaNO>c6wB46InMGz$2eQoES>rml`;^6k8vWNinN#$ zU8lAso%@A1wZrc(MZbA5&R(@YDy}}|#KnAcT)X8_@{hpSBf^I>V`*Te?C5TT;s~#Vv>m@$`G8Vuk|glYBGJ(!|{COT}9)g6Q3I z;eo90f#jPHKZ0jO!{W)U2?wb6Q-2-C(Rv(%Xy3_;IN2ZVxBX|CGHz4eAD~}aW}>W}o+5bAQa2U|(H(keCNY zVzpY6+q$pwH;Rq`yl3pt1iTrmmQdBUK&T5AKyi~VWDk|^E={Mb4GKvgrQLXbNA;W$Ug9{4tAs}6-8#*)CojhO}O9InG z(MEM+t?%He6pxK|uWJeLpbg6XO3ylV;ZJtq(()WNu{~+}MUl;E`5laBML~Q7E9SC3 z^c|Soc9E{OdRt1U0hoYO#TW1EWg=svddo!>7<;_-Jfx~GuTcdiN4i!IOdoj^42Wu( zJ8&7l%U%5V>kYl&4&Bx6fyN8}?nqME*fIxlHozrasEfSb=k?zbM+}bGV$}8%?d^p| zwnay=O01E?pKmY0kX^>V;~hiri!=3{7k>Jw;{h($JascLwBR3L&GhH;#q+`47}ox@ zHj=*maUNU$y#Y24H$l6_1XQ|6(DdZ!xHr<8^sAVBuCXeXo21$XSUb@c#%XOC8@Zem zz4p*I_RCKjvrgt zFR~-yA6-IUwwe`$sq<2^0SJCbzj^@dpITsok0^Dw`*bTwz%J)A?o&hF(+X+K_Lzk% z|M|H6yl7ca+DC|8D`vQ9)vS9VEwCo}Wo`dnIrwi|`t_+>KgRT}FK$w}Vw*k;Jfg1V zfK6)E-E|K6qRL0In&6*1S)=Q;B)ZD2!uUn`BrVec75$yW(@|v3HK}uJ2EJu&w-3cC)}_ zOv2Q$JDjzcm&^>9=+9gzKBcO1a~$B@c1=H!mcdJntoGDKCqy%7y{;}h~_aQg=-OWHn3Ds>HS;G?YWpDXL9 zoCWyY-X0V9B*i8zSzbv(k?v=1I|nB2RF;c7Nm@Y_*WS^Hv8jS;BctKXTM09g*yEFq z2@R_QiK@bH8hre;^;$|dokfM2klutK#McP{qEwB9%lC)AlVvp%+1Qj0>--33tzc&* ziGn!eJ@{{{ndMW|C1&AU`Z?2B^b2jsR3XG|0 z_2J};oFfB6vujAnyp3~)H|r&ymbdQC+^Jgb)d~}FE3PzkcQ4QvXTO+kmg6g;i>VX2 zVw_GousTffmH2Xd%c-dNn7ddHX2pAsC5nK@Zy}33oqVX!k_IAVS4!pET`y2vrhL%j zwtH*vvs``XR@qLk?0Iorv33;HH|TTxSgSC!qiNIfQ9zN3u2JiC1g!QBTsk|nd+jTe%9I-v50k&c;)W} zjU+0kMe937pe8z+OZOivaCjNYC6(3ly!*VI)aUJzXIIZ`_d2U%*3RASNGIj$9*^>8 z%tEEMtglM{`O$1;mr51M>4Z+;8%ZQ7SH8^{xb;xE$zFC?Isp7GkQ;94Jw_z_F!1$I zoU%JXe!uAuX1XX`cGay7gK3YQhqw&Ui~1{U&VO+2KgC6SNCSIDDMeWsnpwl5Rrt&q zZEzRu)Gymw;NiDHE6%iL^@e@fFy9+1qpK^h3uH6eLX_szf+D|aI{11I=W*XbYTNuL zu_nE`wwB$uID9C~e6NZeWVvtW3-axGc#8y+emtEs70HX|$zM%w2p_{HFV|Wxs$7P^ z+H5b~nVS89J1!j0e|VyKcG zgvs2X0&8bb7yFv?P`{LEzrYUt=5Ir|o3RUp;5GaZFL~Wwr;G@>GMl@hUG!edQM||s z_#p56Cwjgk1Mqk(p~KEGn3P;uncao zC(5?LJOr*e*@kKD=+-Cwv$lX!Gh&gmluh}$t+dg;9oB{=ZJG4fHC};jB+Ei-9&Cd1 zoUi5rpn^wn+38?vcTE#i^F#w*jRswR^>^havI{s-lU!I?GTWL&tQmw7nbSB z?1fN$w;w~CC&jb^gf`r5M`dv8AF6wGC9Up}i^-=5*z9yA^6->4yk#;9A6qy2N6g~6+(LMc8&23i%@J7ucfB{j%RUVpN4`sg1VkLu(b{U{q=!|MG=WuuW<@-)(&$firLsq1+o8C1)l zcZUCrdF?2X{QU*={!p@?{69#a;lzWt)Sl?X0txl=`<{~_AYBOogAoNzf|vKlkb#KG z)2fZ5+1t?GntQw!pXGLMq$sm3@#` zctuw8?Z+S4Ag<1WE$t#OinU)zpdK>x&Ahu=ve|kl)Hkmtj2e8x8IIRL9{x!m_aT^L zhc=~*l3AiGmhrFNz@#6$H2M*E<6mvr3|j3{!wMVe7C1YqKbwJDkfqWu4#FPtHih7g z0K_OHw)BEG#}g*r;{7EwPx9Cg)K*CPOg$4d*F{;hca{$ zMhUeMtz(iIZ$r0N<606s@mDUV9)FJO7kSn8CFOo4eBWpN5ff{Ip58~$HoaUP`_MA0 zrDnf*@?r00jehVd-gPwu;eWz6U9)YXZ34?t;rV{}MN8%r+lQc>eFXg`Mf%_ly|RM4 zM+#ZCtxOUl?&=ger8*E}7qj3eW$^|LS7c`c!hL^@=z8xj$GR zx^isEv?^44IOHHU+0w!QdVQ`hp?1k$6W^JGLX%lesYuB$cCihp-R!=qQbGX97E3vq+pD1U@-5B zxDW^2{&JHujM>o;2PCW1-cN54;#j4{;V@A~%2GSr@CS~a(k2u|yZ&vH%SlM1l*3~4 z)3TkWw44KO#f5h%7$=ycAuq5;%xiQM<@0irNP+gR4Dn2dLH6!nT{dpfjfj3Nwla$o zp|nP==thSu_rsIf33;eXvsOW%hfGu=qSo`Vwhh*gunf4uTiR~v&BMX_K{pxBhFEXAN7rC#(5+bf9T*^m1 z&o?Bpc8_a*c4#}rnF$HmIYqt_8&85vct9EuI>Mun#1)n=gt_##7`yt?&N6$1hrAJaT8~=Q0j8|gc3t!QuWZOPE zsJLGi>M5ixyUrglTBPyXpd-ZI9CGGl&E$(40wif`&59T>{Xh2JDmcy_XcsgkW@ct) zW{jDcnVFd#+cCtrt!Kk{aR< zh<{JGn4LIehhIAcxH7N?T_ns<7AD)V>9)HF;KwUm$Z2eGQ^#5wfWk>~lpIF4)?J=C z!woNpQtScyyQ~qoaqcolWWuazTaEa4)(bhhX>wfwT->$F3jsiL(>=Ez?c8p#5}Qjl zQ#2j)wEPwKIr&UN7cB5u9;*x9U*VK(IJAV%61D{k`lvoOss~fGm~tn+BRM~wct546 zb$k9w6-okG&A5U_>MNHUH{;nh9XH_uH}8gxqt|1u&hmU6*`}uUt_qn=rxc9~^jd+t z6-955bDR!@vpw6DPMcu5K_8EhmWO}me}u?0#7rwhYduAFO(1EcD?7F;ZASGV*K)lv z<9&%@PU^zifu3FVD^}9v+znZ4j3i|^i`^xBrT(a|T@u9l>N72Om3@}sea@cb>LZ|q zN`7t2xED_+Ibzvy%|nx8(iFqd(M@ia%(FJd5q@I>o>}*oCc1k+7x*7&G{T~!W;yw^ zqbq|dm2LV$%TaOrBnoPziI!!d->1)34Bl`0zXKeSnYUq)_V*Jh)T!2tV8f}VDGIJl z#A?nW5-Vz>EoI=$imqi;+6KeDxTpDr)SHDN7cpt-@)Y1o7;SlygZZ?ZWt2B>viT1w z>a7Z7mhEr2^+5JH3>f3|jboJKijhOI^J?iP@H7)3_9B()Hw!wgCrXz)#6UQ50uy1B zJ<`D@+6a>Tn;+!_TBLP9(=fv<>qh;{QqE+=<63xta6*dZJUl3ODuq_e=vs=N_6;h0 zKSQ(9IM$QC(9pTl%OAN;{@DiR&xQLk@eY8EbVh6^T^?rRNNz^i`vRgMjY6^tu7G#5 zceR%&SOtRg)jG4tbcvj0Ry3m-N?f6qTrbJO!uaV6YQe{?6`xY_sfGccUU30-lOAKV zpDe13FOBBAMG^Oi>zh_{{&W4ccHM6`Bl>GfzA)jbV}tkv!)$s@`t(d!ljujE5@>~x z?fFC|ugBb{y#VLhoI9^;j+3N^byw7ao+rsfbu3ZszNM`*?<&O>#LV$tZEWjiyIO>b zqXKW(gMTv@34y7*P+ki+esjeiH&TX-@1bAPtkokgZMm-$LRm^x4+=C%VWL+Q6@>4p@u(2ToCyJ_E{36x4NQ# zj5_tVFW1)k$(wY8+&(VXTUAtZZ-Q#nwC($UXZAZ}0h+yC;xXq%QSo51t#&wow|uiR2%$cZl&JC}ig^mUO$h zi}WayWECs??7M`stwP*u6>IfJXV1;Q1v`)PUJ#XXv}tID^5#}&ukm!TxGS_3#b?Po zUBC|Ea-&QJX9Z5E6yO%L#4~eO&B}2W-kI5{ACAQ0N%V)W=|1`j_50>DUdLhU&Z;S7 z>K~00G$bS;I|7aw$n7Da(%4JEM4OLth^cnkU;SDH=x0Hr0vC1{Z#93NcdlQ+qI=ou ztpmEb(?Z;dih>>k;my(|XDxg&Ad{ny*N@>%?gc~&LnLty+`>df_HZ&d;;$IWr7>)7 zOJ`sM(6U8SpfDbu3|S73Sdd3;5V*vU-$*2nCrlY;IcMLAFnvE~T*WRJNF9P>0xXrZ zc`eIu0xA9HDH#mI%##v>VY1?rN#;y&ZW0DxSw0h27pPe8x5`Z4`s09axg5R~nJ?Ct z?err5vNQp@_VUCiH+^6}9{uxXcY-{IpTHP1Znz4!L3^6admXYS#p{#~+@eYZM52O2 zY)is24bRFX1E_*lGn`Wt9A=SNl;uRj5lRSq7=emsle7q z(oypTCL|cd#z4^;TGH1(nWG6bk2aGTM6*@0qc!=-;cfGC0dC_@g=A@54pXY}GQTc$ zkz|$yT@TF>fBzf1)q|M-*ie?#<~kXN??<={p)L!)e4b(F>Wq;W0Bh68Uo&eY9flH& zvXx39gYHi$mci-I4Lm0SB{Ub-?+NWzOLGT#THZXn;YtY6G|W+*WUd0(GySX6QW(VO zSt`v{@aWE#^8DkUEvcUH|At-dw}Pjjc%noRw^>5tzIZZ<9Lx!3<9yo*lumwUC9PUr z^nR=A`GS(9?T}&|cge zP`1CrwOK|Rk#DtcRa&!3^1=Tx41b0E&$Dp*vvMOkMN;7nJmr{n)0yxl%VqCoG{yKe zG5h^9+MK!eMCiZ+3hPhW2J~L>#z{)CtLwSVVu6B~T%bXaxR2SUMd;tV{VlSO23cRK zbvLTycNJD-WN*;TAXfVz+h#eR`ApFFM0e%?#+asnhYGz++jSDaMMsi<%SIz4Yg&On;sdTVH9^Dy{2EP}G?tB6FvdvzZjqQ-b?cd_A^= zKTHRm3{Xw6UWNYAYjl;omvw^DbCGBkpzH`hm7L}db1Zykr4x|cAeO$WSNu)=O~60w zgm0mM-zX{G;INLBAQonHI3CFGlM25uAQ^Bn*(|QCYVhKe@hM%I2kzQESb%UPS>h-U z?eF3nxE%|dgW7`qc&nIy*2?N(LMi^3N+~qd5i?4e^W2K?hJ3{OQi@nQOhNQM9}&!~4(<^&ofl2$J=ycpTS17kXAwt!D z)t$1FJFzg&4LtxxnuF9cRUAH02H1AeB_yNCwoiI|p-#b%Sw=1)%keIE*P-C1e!&kp z#B1#@tMHZNyG8=1+1Sv~(gnF0gg9n)(XUhs zisVdrqvza#ttg*oLUePogZ5d!>x*-SOjJWSTnJt~BumPg^@~tp(2AoU3h) z;mJJ^wFIeQHQYzW#qBUJC$>d+)1sz-Y1iE3G54-6^i||3YNGZa>inv}Gx{ZjXz`Uh zs}4{-%xhSY*GEhE?=mXzMe`{~RT#sI-N^$W`C%Y( z1Dc}6@yb(9(4y(F;htuDGm*x0ssumahs69EvAc|X*Lbm?uHY!lB(KMH2;9g%J53wH zg9^RisbvJ1gi1yZccc*3?-o$DH=Uyo!KsYw9L1Ijt|*{~98NLWZ>)rL@j54SYPt{i zrZ+c;;43L;!@(q^=p}i6i;~zsd3zoZ799z9cfu` z4p11VLch3lkVk+i4E|D9n+{C$ahE*Y7;)hL@h63)jj7-|4qY|{>r8`j`faH0d{-1Q z&I1};?eN-j+UuUvW#@j&^AB&o-kv|)u#wzi7P}1AB)+SaFj3X*apqRxEpou80ob6K zIBCuK%&$6>vhLW2Cq1-(!^CdCP|dAzSXoWHa%eG#jOds+ejhOfRk5hSOx1mvQc%Xi2lld%;ZiD56Q18t%r$t?FE~-B`C+ z`b3t&oHi#urwP%}i4@h=H{`+HIvw?N+WC?{qfpQeGSzTzzZm#^?Oi>wCL2#wl`e!C zl(Tl1;q)V&IX?NZ zaRlzOxlylhMEtxZ%gbElure!Arz4!QuzYYJFLJY|@H!_EEGV9j85>joaZE$oK5#PY zRHSl))TH}D0xHnQ8C0!k^_}aAvLkz%?o?B&l&$Sc8N&yEw2DM?kRC+%iUBKs*J&7A zd%XM+493vdcuCo0o4lh`l&U@P0b7%w;!~2!Mke$#?Co;=Q+oKs#J8`YMD!i9-JCpM zr>1bE&ENp#DyPezGSr%_eBn=sHH0){0lSZ;*Tj-St7FA1bbCR-5t>q*YX%(pGI^3~6V71zIJO|KtL7r72Q zWx}R8kWO-E8gRuIH~Y9%axTfA@mTcs#oGLY@)}^f)IPMEFds|y+>2?O08TbVB`P@9 zXv(GyTC7H$n@%)NL%kkHXtGa9ls0QI%wL)*s&y2%Idak2sAK^$hEgpwmeLhoILy}g zC~tCldra{*h7Y$JVusexwAR786?-_w~vr{*V*LsyUlHa3F!>pAgX=!fCnC#BAyrHX8qq-Si4kH3K%CD^W z+#{%IHNunS0^JXDKv^mH+^0;byK~;ErUfd_c>o-*((1g~`(+hVtHnGDlm^!)`r~d9 zI0t_c^6a|Tv5j{1Z$>n|&IzaFo^-0*3{SCxWt+VeIiV*>1@Bbn(Sb_!$I{ z-wdE0_Q$IW^$F|_r_}Diqq(KgfIQf^bLx_I?Y_L-!CoD`aE9J_#v3-3h|4oo&WIO5 z5D+s_RNjHpry}227r`mhgSF?BliZ`mGR7*F7S4bIRh2>|>Aym8D^6|c4>O;g8$9Pr zx=uBJ2My(C&R*t8N_IU=T}^|0XK-sLn_lNN2Cgf)hekSnCML&;?9Oco8g)rvS2tEJ z_jAns8Y1qd2)xEyddlI`yf#CeWA9lTs(M53Rhwa6&w^NDN}7+mIqhsz47 zaeJ{LDm6mw92NtvQ07EPh^jQ}bOp1iLQDcdHwQ8N3`h%3RR>nH!kt2B*4kVi1@Qqi<(U5A>f%EVJ$`R z*&OhGpfD%+{^s^D_jkd2g;Wx4_Y?{ zY5zz@Klk`vG#pfTo;H zsAs*CC=|~+pCY=(7F*4L8H-7tj^M{fCk@8u!B6JTBubnVTFqG77haOyEAyQ)zcafN zzT=rsjg7i~%v@r$pm>wxq7sW@0UECT-PD8j1RGV#SC1kQX~+wkX=Ow0!_bw{yNIY)hx#a%f?))O=H32WlXQ*Bd*KW}; z-2`qRl^Hg9KsCsG2YF~Xbr3_TJmuTxq$CEG9?8E4NIusmN#LF^Qdjh{%_T!7hWXk2 zvxV_RV0Wk+>Xw9A6^yn_3^-zH>6vF-4emq8N=K*cR0nIB=2Jx2Rl+zn?l@9YC|{)d z!ZLr&Ii8OTcSdnYdEZEDF`~0a=X5FanIzS=_e81NpmA<&i~E+9`BLP`fAxE&N;>lq z%hxWuGb^+qe}Do}BWq=T-I`kK2)l(wg;tBWlO zY_ose1vhk-CsqHwjVmgjBRbPgwzgd;rsRD^SiVC_gPZC1`e=^pvx3%?9J2wZfchQd zyAsRu2=(Z&49glgwOSst0u}7;30%Ml=LVJF{CWdn{265BB~{WqDZ#Es_HCfp2;%!e zRgMK)%Kym9Q-H9t_dJO@G-Q>CrtEKY2IQ+|F?i4K!_u4H2=VDJ!jT`p4Wk6c5Sx5p zu~n-LphddASztbXuFrDpE7-;r@-q~3T7)j7@V2x_2oQ`%sF=O)sQh{l=h%Y&*!egG zU#|BJSxmNU4SR7PVSb0g0iLwM&OEZu9KS6RkcK>jM}0XGDySunr}e(+J~`~Qt%TF9 zdg<5Ky9#v-uZg?!Az%u!0iu!c-yBAoM)MvcSYa>wl35$xv5!syjqK_oFc#M=18L6x zt!|*uvaxv}>7x`2Z)K!&uWmFb0EMaYC~FA%^;7aGFg&88iWQe#8o|cCeSrrc4qqtl zt(_v9(H4VktW{kBCSMGf$SrYezG{I&+8ot(R2?f@Y0%eiieVPZURpUc2Ch~i5sJw! zFvez8<_;6jXGu7CjTq!HOLir^VOQZ1szF8moGGs_Hh;h!gE$W zUcTMjGKV9TRQ)}3%HxC`3LY1TO8CJ zfrHjk7IL*ZqVuD*`w+99Dx>hV#STUa{_b8f!$P1WF5L-gI!$@dSk3nSu~#P#j@x0F zkA1?8*HDOFSau2GW zjsu@=p1$#=5u=hPdnFnu_esV$wD-(1qEX9}2AaTb3Tj2W^l3MTHB+oA?N!ZssiO>L zOh(4(3Zk;7+c*ckGUYpu?nVf=G}p^daiKey^w&>)_F03VB76IGzl7;cofUi5A+1i~cyt``~y>8rtUc$Q|2)Ta_4+icx+#aS@{t z8Z#%=l_cmI3Zq8y+sqOyY4TFV?PEUkwZ4Aig|)o+b$Mwqo8?p0liQ2x?&;*S#aL9u z<<8M+W{M_gx;J0D%nRC+H~9MYK;s2Q(&9{Pg5j&#Ni`ckFGEee!4S$~|2teNa_`8J zlgFA0Y}rIG9Sf(>O|{awTH=9pu}5cI$N^CYTsM0l>`}Z zg|`yKe=2M>XOgcrk9l$dXtp97Q&msw1K0q%Y4k~5jyR)~em)sB&8Y&AlrrhZ%i-n% zO?H=`@|I&Xt7WULjrNlp&bwcY{Vx>;lb+x!fEW5?0Nv!%AJa!vrt{ETcM=!Yx{KXD zN%+Khyp6H7mjNp2h!Dt~mw~)&C3h*6ELBwodQ7?4pv3dq2U>uXU45I?v{pnzebNQ@ z>7!&4l}^t;yMxE?#q(KXic1sRPa>C37#qqc=Vsh?@`dy->5%^FgULNYe%+ zRuPYP>-h0Ih)ztI*<}+nB83UeVW3I_T46OISJ(VL4wn|vjR0*jS>v;@4oaA54}B$w$POjur)mOBl%l+ouGuObvuoFq}7*-GnS(znoYzp6p7UsiYJ1tl|62F$B^$!Fvn zU1yj`R`286mEo-{`Pl?fVX|@WJg2oF$8Eh2jV$axi7Y)okBs&2*6-_h`s-%xH)+2s zV`0nJAo|P#lD2i0{X1@kYo=utfCcQt=FU99X$L;PI`3jnwTnNxAJJ_(k24P;CLlo` zVCAmpg8QfOUvW*C%oT8@& z=AVw4+-0WYZE#mcCUYxJg8ahq|J+)1ILr>Zcojuex*IVr$ph0ocQzEv5$Y@Xt**e$ zbkhl}rdPN(v>0*hCS0g)w{d=Cxn1FNVQsd$v0^ZUfGQr0EozEJXn8&*TcuASO0Ti} zp`ZFRT+X@^mrFJ6u07oLx&(4?@mh#gCy5R*N-a-s(f2z@ieU%$%n`*ze)$2)!_}d)%(@=nTedjJuyGeeP8$BTh=_F^*$)onur__@&bPQDA-d?x44-wxFbR6Of)xmdlJV_ zYncAfk2mGwfiY~v?%7S$F>gPW!hNo;oMNc}-Btj>LszBSYT8T0&j=SI+?#c!C`oHw z@H_T1x+;l8J}s%*#c>jA)Ma2g^DG1KZ0$8VJ<8GytknHTl-H!T=r4965^buG)Mr1F z3jRDU?>;TsaEnZVMs8#`@Zdvq`?4-*boUB}Q&nHnZY*)i!V~gcYq5oE@=D>3{;nqp z&<0jlnvdu^BOK2%s_}q`rn#V8_WNholh#}08zrAo$0v@{K0=(aP-3h)kYu#wuWx3Y zF_K9x<%mHkm5Z*NBK_)}o@Nf58Rh*xih!1Uk@%~OVpQ^SU>55+8eQvJ;PW!US0|HT zC7ogXK)gNAC6<98*whV3X7LYtPZ`4858~ddWN|{ZMKj4Do= zDC~F6*nz-wT*azjdL2V8?Uc({4nRzeho024l;AXlIaQUcCbSf(>5e06P)LB_Qdf*L z0c})jp?uwcJkwCt%c+Pp%Tah;X62g7Q=7~H1#&FBR7udZlooKFoL0moS^fZw3;FqF zg&B#c&6mPtDdoBy_WLEmTq6W5|0b;XLKAT!jnZZbRHrgWBM40Je{if|y|!7EdtkDT zx+5Sxsr#_I+$cKxdFm(Z!+`@wArh=7Cg;Q1TDLyuu_Ja&_kB=zW^4T-tlb8En3J0# zK_q*hui=aWDl2S&0t21eWmmwF1w~KFX*A7z_4>=TUYfZc=)>WOay^Mbu90XsDSpa* zt0}0*XT&Owf$+p%IOurdyvwTj!Rh{e3Xs_qoIf?1rk&O!So2`MIqQ_ff3zB?vBs-yZBx{8gGq$2#XKQzp zN(f&%0be$lV~rc=EdJ==M*n&sZ)it0A6~5}E!;8q)+T%zDJS?v=KzFfm{s>^`G~%V zMeF56Q9$i&V2U3Cch65lq-hg;Cy5GJYa8#g@L)xrbMRU&3R*83xeBC9HqFv!m~Fy$ z>jCi)O!8Dr!6B4;C!KA(^E4z{GoeGByoTtD<^8bUO~yRLAUGkPkWXRbH!eV6Y;SZx zJ+}aWwY-t9g?Zzp``~BXs?-w8b0UjX35G}yFioZ6S=_4%#`mhyZ(Rh z77(|7>B7CAFRsQSG7luv=~}DtHOy;D8x*>wXbqFVX77ob&=WGkjO6;VWMyhVftTHy zB#_ZCts=j#6SeZvjF-iy?_k4lHonv}=Ty?+w<1-tSD~mvnS+U9mUt;g;@dJ6^ zT-zg%dg$84Uqr2}o!Y+9O$d>Zwz(Tm>OPki0>M@{CD#qnQIoa#ZA_nB==RD=>aMe> zxRpnX>k`JTm8`iFQ&&D|J`3sQ2c9kk9Kdw3`HiHGc1d%VDVES9V$ao`>$Od9`|>$Q z2Bd6PZ+d;%JAok8cvbLYbScPC6Xl-|zm z*OE(iVM|%kD)DSBc(PiiTD1=8NWXkEp6k)lvrl#+XD?fst{)XisJ1u{6dt=ILC3z6 zDNto@`Wb;xTT4VrHH*z^~bMV&WlgM<#}UW9B}1KK*T)R z5`$Y5MDigMXOU;v&E>@S-*bA4g-I_G^^M+}ZY3+`u`lgbC zX$So1s-?R&(;8XZ8V<4dhH9a9*On?FF}lQ1_OW4yfhI0HO1$m|wdJ$yPKmHNr`|Z^ zP~=6+;B9$-lEzDsWeHqx}VYwcY1 z-@l})+Ko&Hzlqn6v3%6~xwu=A9XUKz{Ak{5+{|TQ?MRwno9ct5KR96h8DMTN#oq7@ zmFPgd7p`r6?9`@JO$n0dSA>km%`YYk9F!S^-=;@VYn4fu_((_%k^9DZR+dL24U-3h zRi_SK_K+`2scE(Am-0MvfDK(k{hdd_4tM9x=%h-)M!E3X+|)q}{P-2>ZjuWmuY25x z<#w~9cCR`nrYa$S9ia~V%^oj@(P$6ob3XUBlG1ALJEq|iMX9&S-RsHWYRv?J28rn` z!7JWCk@2;)E>BG1?fj#?^2GS9sj0)Y=-ulYY6B(jHDDULjH)z0emYWZIy|p+hIyVt z(m-OY#b7Fbu6*v&bmydFVE^PI{r6>#HNsTD(BdF{RrW9#w=H*T_JR}{Tnu}~wJ)tMprE}@raf!UOhzqex zmbJY*O!G7}6i+_-s!q(7hDIsP7_8gI7ZK0G1T)!R%<;VIq*z_%LyStSIX+p{1! zH4Bo)5iI$ceA251Oa$Y0tw$>oEfa1ZF0NoMjx}6RJYEZR&FiS!wS>O=zRlL#$EUWi zbNVhV=@lWNLEjST?r?n>_2r*lI7JSmL|mHaDWK}wGtl2wYBV`Y!c5BC|C(4a_C-@K z>T=GAF$LIs+oI-$L{MeR+9WX7NL9*@_ai3j@y+ z?CfHA!CWrYh3QBW+t-5Wg6h-K^H6))(T1&Br{C1VDdEX3Uztqyi5&j<`T#6@n}-q3 zmYO4lms3u`RaB@X<;o#PuUxF8<0E*(hF2S@q?MDNJ_CWG8s)75UW3te9RG(ONE|ujH~f&OQqzCyW!dq6U|BvlF7eWO)wWu&@iKrnyTE9nydC5DZlCe# zkXm>b=U0~3aVhs}c>8zdh2zob)jDZ6#)ve>SIN9b`1|$KjJwjZ$#*XwDQkZ{c%A8i@b@=I$5yu{; zvmxk-sPR%k3}1Xsbb@Ve8dKOW`-*2V% zjIN$)>FdPxlG|3c6YNML24n;lFv)JmwIZO*x&PkViHEhSyA%8MNw^Ku( zYh7)W8#vSNYQ9&EV^x+kWcThVOPIrc#dNVvGGY6z%w5EaJAV+g*l;axvfGVg;IVWtvHa>Fq zEBA(JJ%aZwyKEQlK)&ZcmP<*sKVy0XpCHPpch_Q^!1GbL6i-Y_ zP8_c?Z6ejN-+%M6y4E>~y?@*p$oJKkdin|lH-A-f2pw}^bf!kZ{doH-u+jE1T-4{c ze03-WTTn2Mer4&G#2;!8^cLjU2PVdCg60$Rw!2;&N5-u=-#fpX)6D3mrUMX?HmfVm zg+Rw??E7O2{NYj?m3% zUJcoDs*cgTguTLaN<(U+?H^#0CxqC{3FvZR#OtEozJ9Gu^v}>TLv9uaWYU9-7gJbk z+2LXYogqH0vz*)OV0)|?_Qngh>j|q1s9bx~y5F+YZ?lOP4Mc~YR`j_^1+5f(m2F{s zSqug292w917%DxM>--~*OgEbgV$gnCGpkYS)=S5a$C&O5PoMER(hfno3h7(C$E*(b zr2CXCVy>Zh86)PL41D%6MaF#ftvQOlq9Qe6l>v)*9RmG(8^{dMwV*D$FW-G%w=GtA z8NXviq3~?+G@=9-0JMKF5UQMr+}?3?hbgXZ4q5>*sI?C(G{$S9CoafaBIFk42Kspj z2YVLbEbdY?QSvHgo5kr@zPw6!()R1s(dJhWCbPMFo>&4|WwFm0ux1xw`5TePoQ2Q|__`4r!ZYR+_Q)sl^0E59dA8zGPcWttlg8*`rZruSv5L!RMY% zz|nGE9>5c|Jq#*OCJLhPE#F$xex*BG?X6|#C+QPCLn;=pioeyY=7zw$b5rs`*mM7$5&pw#_zQ_cL@ z-j=Fv2!J*0Z#Jvc>c49jdgT0-Hvc^1ncm?=YY3(4M}NNn2{{yp&dowKuCTVR$!+AX zltg2-`pI>=Y#k!@%cN$=Q5`Qb4&9EY`1*WjVbr7kO{+$K_TjdjK>k`h#k7wPLSjw# zEw^>%jg^KQl`%e3f7w9Fbt{FO-b>E1{;tqw&-!3zFAu4_g13MF+JfGmvcH&kAvF^b!;Ss?>Q1HzZ6Qej+owRTB0j zJEg2aq8DY{hD{PiXB!o_NvVFbN^KBI3%ucbnj(moGU@OKa)Q7@{>*cumD!X;Qx0rs)XL zBUmt%JtLc4GiL735#1Qh(}}*L-Rz#YFy?_%4b)C<~jlES{JW1ORG`!-CRGu5Qna7^b>8u$sJ|8%-gNh?%&4F?^}X zvYIqBrK1f}%s2a7&d=wIsi{*iQN+~J!te_VfQGIe%r)`yOaN+jN;-e@AVdB9ph6-=f@v> zx7!<3(dDRpperzLpi00SZ zYcJVje#H`Vu=z2M5#X*HvsswZ5Z zUu8Nzi~m0N4W)}xSHerg!PKo!o0dM!OMAghwCgdup(>WvgQyPCboHXzQ{teP za)*9lD&XllcaD%0Yd3!27oIe8yf*G#MoOYp?}0k?i8&*=ao?v~1JZN7#XVC^ZE<7S z?}D4L%&%NEnq(>n z8;@gi-CGOV+OD*wfY)!nr)*Y1qj86aT|K3ohL%H2$1_21$>T^*|hebRNy3x({}g3Y|s z<_%p8mD63rb-2!jTZ;5HT`xNCy9r3nBNZEC~<-XApC-c1l z1x+r%kXhJf7FT_C;FJ#cSm^@519V_sG)BZo(MUl;z{uoLI%Oh-0_`S7aa^{hhA61AZTo!NKt2+k3L&a<$`}g z=!Gn-J^^Z$RVz;=)9kfZQ$5B{wLECfk2r*G2hGcw5V=On zL@3S&k39S`Mj}QieMC<8StxIRIhsdNR)E3ha@zDr`t*a-aa(n{?@VMJaFOjr;5xC? z?lzugFuZx(^kU0>$zv_iBRI=MYHxclcUowBYst2Ia9cg*QEm0n z+q0R2LkhE&8{TQ3T+jADP&*o^Wz_Th@tIgib6B4jVA_fgexxcquYo#aHPCu7$sK-- z5CtQjnHFqFNs>>J+-6pYFU{qu0d;F-+TPWs9l4bNQk+;(-ec}wo&cq{a{3){3E33P zv{KJs)*F1YjP9ye&>@}-v-6Y}sp0fP*Y0;J^qyK)R?FI4DI@ylojkKTEYiIs zLS|5N*fZ&2^*uw37^XB7pyke;$rgeS>qsVhXNq2XfCTe>`Ja?2L0qg9amF`vv7xdG z%vpiy=9$Ils}#d7iL?1=!T23yQx9(b(|GJ2pWLrrrC)m@hyy9s518ji( z@ui9J>N+^qQZO`-5MvqE;5Ar%h9SN`GKjHIGuZglv_#0~vH^zrelP$`ME!Ii>P&rgdZu|yDK!NF`K`B-P+k2UXp&x)+mFgT|`;6v;msA5FW zqd$TxofO>e+&pjTkiaee(fpqHB-XjGpwFi^!GcXviLtA*4WlHo2Kw&=zTDUU-VgDv z^RSM)*ahofmx6=WZUtzMkMRFD0tf$p3Iq#5yw#8fPLvVgm;nc2a4(&T5BW1JP8dWe3){?MKfIk1;*JVAc8G zcKoS9On%+tw$=3G&euB`yAPF}8Mba60;8`8yNp5kC#6{LgZeb)X(ytqs$bjzD2rPn z@gvm7jt}N4hX}t23g!SUcz404fRoBhkNg8 ze7}bsJ$*zmM{#-zRaIn#h}OBQ?2ivyDX>&RoaK26{)39}j~A#Fas}8-0tis;@w|BJ zo(?B$rKHHCaP7hmq&L;b*4tQ1(ySrjpgqNWQGo+wdEOSBu8b(&UCK9ZIorr~o2TUY z@c)>j7$LHe9oa{jY1?ITOWfcNa%ka2`K4_Pm_5vfX>OP(t_~6~VEBp@LNOURq0xDm>T` z&GdTVKfTaKWmjC=E`l|9&>)@jo)o-?Qr<~QHJmTP?6`Bz$wWfWFPRg zV+ZjO_1{6y`m=!AC!! z%4?a5qBLCcMk(xdsM^UekV06BW{sls6so{o0>fw-iULgN2ECa|=<7~{dfEaCq%gRG z+Fxm{M2@=5fLus}caer8ZkG~}l&pQ5z{T8PSDV1CJC79>{d|=sOml!iUY*f{!u~Bc z*B-=w;D1yIiT#S{Nt3^bEW=;vy*=FKngUQ+7B*|*we`kdR$|3ov#;15cY`8NUWR$o z_oNdNJr%@KK4qyXSEs z%)-O}4|n9LT40)MC7N{t^}t0ag#`#{PEgrXOfrxN*8Np7qhz3kBjNwMg(ErYql$)E zU&q+}kZvs0%$tuTH6-}!=zs>sOryp46dpc`vh$#bNU!-W9o%sq?HHdKBm`V74h&6( zd`v{}`~G1zvD}9{34QS2M&2+qU|I-J81hsgd$Z`@PdG5gA;HctG}44HG$RaSJ$`4g z^FnuCb@$RHR@nYedzVisBQhhpC-~Yon>|khFYoG|E0?^NWD+{Xxo=gMd6wr$ogPP4 zLOd5uMt=3PD*=iPGm5v(x2U7c++aK+BBE3-k6e1Aj_)9M-$Uq{`nu+J-4kr@KWF!| z#N#_wTu`^ex+$djpNL!3=(f+*LZKG8xxs#d+I^n2K3=;kChinsPnDFhhMt?JtMi#40A zZWWdHuv|U#nU^wyml526ju*4&>nJa#%F~0`?FFPQYYOMBkTrLPB$nCv<)TDNY5b6e9w;s+u>CX80Ix2|NwJoK{wrHz3u9!I@ z1&OKzI@;J_F3>*TE?OS;CwI6T`)LV&*qiM_o6>9rG zzH0OVkjca zEy!+*w1@=Z`))dX7`iSU?PmqQv%>PIHQk;BJ$-%W-7@+=@6?HQjqlK^rCF{z9pT(R z*jq-ZxkX%{dH&+IaL8%o|BfL1M0V0uRtfyMP6&fXk{{Rx9t^U~aQg+L*~T~ZiePsl zD-ETZuk#fCwu}6@zsFZl>AX_#bX5@f*xFL`-OPum$Odsr;glfmlUPOaflo5~RGH9KlFH z!a4LOFZvqR%L!2U+ID|KDUrGNdCUH9Te-$pEQz*MfIiyH4}6RRQa^R8{Qm=!UQ3)w zZWsIYaA}-iHBHZDjCSS!wasoiKiR@`;$m{!*9J_a%?IX62dH1_j!!uixtVuiSO#MJf6JbBw26)-Tw(C}#U*tIN$@ zMclUARTf0u|1|6Jv$Q{PZy)^b@%44ME+PFb#BV>;sD=LXr~aI~OY!TC>|MY4K0E*3 zmA&QoNBOxyzs+i*1M@b;mH%ShR_hR0_x+}@@+*(SK5uQ#Unurwx@GSh`0u%0u5w() zkNjW8$|1rRruXtjgR>>DFiH{FZMTT~7O#Aftenv1V-tUS-`Cwy54MXu{k8tz*V~h08y_20Zeh2Yc2<~5I`z1u^>9cr1Y=gt2oZeIIA z|6Rql%f)d@3ts*Ez3}y|Z z@3q#PbIg0(gEK@%N*Epn8wLmn2wqg=vm6i*I4=+oXa^MN+b`V>L`QEIKr#{vf^V0= zz`!6NAfTY2U|?Y2;NTDt5Rj0NP*70N(9ke2FtD(&aBy(&@bCx-2#AP?@7}#bLPA1D zMn*wFK}AJHLqkJHN5{axz{JGF!otGF#>Tn(WhYueJ2?>da zh=_@aNk~XYNlD4b$jHgbDJUpDe*8#DNl8UTMNLgjLqkJLOG`&bM^8`Bz`(%B$jHRR z#LUdh!otGJ%F4#Z#?H>p!NKwA(gh=_`ciiwGdi;GK0NJvUbN=ZpcOH0eh$jHjd%E`&e%gZY$C@3l_Dk&)` zD=Vw0sHm!{s;Q}|tE+2hXlQC`YH4X{YisN1=;-R|>gnm}>+2gB7#JEF8W|ZG8ylOL zn3$THnwgoIo10r$SXf$GT3K0HTU*=M*x1_I+S%FJ+uJ)hI5;{wIypHxJ3G6$xVXBy zy1BWzySsaMczAkxdU<(ydwcu%`1tzz`uX|!`}+q31Ox^K1_cEL2M2%o@+BlBBs4TM zEG#TMJpAj|uMrUuk&%&6QBl#+(J?VGv9YmnadGkS@d*hDiHV6xNlD4c$tfu*si~=H zX=&-{=@}UrnVFecSy|cH**Q5mxw*M{d3pKy`2__9g@uJhMMcHM#U&*rrKP21Wo6~% z4h{|v508$H006-8@$t#Y$?56o+1c6o`T51g z#pUJY)z#JY_4Uoo&F$^&-QC^&{r$tk!{g)Q)6>)Q^YhEg%j@gwW|gMrn+`zRh^X2F z0pSJz^8t?BIX46XdJiP}nNPtb4UlfEeZ)2uoO$}nWwlfsaD^YkyWcuD;SLS_L!T?g zXoN4Virw(LkN2f_wc1h)5qLvH9@gj+0a3IF@ehK7SMFv|V&sr3O+g@%XpuY~RN%PJ zgwZcDU^2)dpC1H}ctwek4-o%<`g6z1r!F;f#eYq*e}}=bztp+b^!0aIz3tf8M(HCSvsu2QN3Z?q{FOE-P=}E^bbKUYu9fUoNEI;jM5! z;aGq0@xnvm{T>Qbq6j8~@$0Lc(8ml7*r5R`OHB}H<|9av5)yB4*v~uu-(UYv8vkO$ ze>x2zkQC>&E9^H;_HB@OA&W3r8@gV*Xg>ifl>Yn!j|OBP=onj0-TRgFr|{mu#-RZ= z0h|KvBlYr}`k$vw;DMT+ZmoX;@So?q1%dFggd^7ruW6qi-u;Wyi48&@gdesYbWg$m z8NCrVtF?RxkQsiaQ&#l~IqHS{XAaJw-%y?z%^w0xlpcafGgv4gxruSd@W{0i4 zMkp|&Ujmsq|9*-InwaxpG!pm(oAFKieEv+f5hu&^{l@v*Q^-uIkE2GQpZ}*S!z)0V z3Gc6-DmGp~fZQHZMBf2dD=rurk56A1F!Iam~e=V(VM zL^Fc#pFX0!!n4YN6lwj`Q4S3n$bGm>(FhHA4+rLp>U5LwZj6_u_LbJmKZ^P``bxBW zGLgTR`6r@_g|RH7+XNSb7g%lh|EvpgHtP~Na%@A^N~TuPrS8r+-GlP)iJ0JuunmMd z07dHgr;K*i7V{i!tN$j7i48ke-a?-Me+$9y-agxHZ)E*)`=9lDo_l-bn5c1H@F2Pw zh(kW9oJuzp{f}M#k-|_0DbWGm<8{s2-TCW{)JKl%tIj>D-YwW;o}*mCKQnn-vFrfd zu$0^As-NNAY?|=b8q)x7HWKelhVY*DPVPT<(yjG0(lXQa}8|y+5J9W9P#y zEjZO&*_OE%C~_Zfa%088@!UyV+Z^+S_8F)B2u$WT9luS4Ercmd`Ee-6b5~!P#Kub0a&?mu^M!oHHzTD&fueK3h7z;wa~{R()obcW7K`H7uR#@F%<|m&^2Gce83`@ z4$q6RPr@9{DuO(E7`3uah zh@O&#ioEXpd2`)77(B<`N@j0oUO0-u0mI!SI=Ox`es@*fOHOXYUuuPxbu-zuNJPtW z8UHw!I-0!9e|vpsMcA&3Xg2JqLFM_b=-_Xtv-QR{Zc+qwTD1Y(J&@qeh7!OyE#(0>EUend@DC3c|rQ@wn62 zq!k3)au3vhL5YGF*q1czbInk2eoQ~YYYgfq z#s~1zP3>*7t-g!Q@%PT|@2%ZzpV0jSVH$AqqjIBR48k(Gx+kJ-E*es3--e(!P!8Zs7Ll6hYs-r$&cSoS=hPyn|GX2XiWU((E$Gx8C`@Jx0bjCX23tdM!wjQhNXFt- z@W0#Wn8~YMOq#6PmwFWHT$twIcBY)i^|3IwL3J@+N@fEB)%)_3^dIKV2Qs{M)pjW! zK5?mjI?VWnaY?HE^{_R+iuUyZ@{S1~Gug}2QJ(>`sHIAX1hec((N6!*60E@Y6^Aay z>lPG$z>KiBf4ean_yTBeGoQ82Pm{?mQ#!lr(^kD#xNr+~)N=WJj`7FJ?a29bEpkDw zih{Q^Ui9VksK_>b)UBE*2$v@4)IP0XBKXQFDqT3S_CD}$xNrd95R8O?p&oS~+{zZ& z!bbLOm|d4QW*m1Yik@3O5d8;%JP!H~YoAyP$ft!_3tSrrSqrRxv25^gJ`gp?BV7p| z$B$tJTOlAbor!Jw1~moF1eUn_qeGwD*OI^V6E*8y6b%d?58f%U${cN{AT4R7)cPSG z&FM3y>9!~bpDT^Q#xoA(U#2$^B+k+mp6Gsn#WmWk$NjiQH;GXSJ+GfQc$8ZZ15b3Chg&NLmN+#B zdxWYt5hdunFW}h1s+2bDI1<_UhNW+4Mi-Ct50kR^%zmz5yL=~wPF-*C&W#Lvpm-ka zn$6pu(%Lf)@U6ivf{KqSMx*_G=#!4$4RX7l&R=`O;^Vi`&q@Yc3j#jIkzZLD3w{7C zA%?k(Al;tXi3ZlqIDx5+cgJU9(u93?_U1+ZCS?r>nWeB*QJHXl;QqBE8{LnhJIE6V zB1f1>yBjbg5(L``0%Vid-Y0*n7;qf8kGW`Iu8x`V6t?~*n*=>8sIs}u_p%lPomFDmt(m9>UomWl z6+g2ue-nvTN{obWZE@@b$ok>AI;1mp>X!leW$IXboO%vMC;X`q>K~;nkrY-V>l~FZ zCgV2|K8*EXw^>-L+a)xPkfqL=1McDJuQd#ha#UhbWRD6*rRa^X0qyONQhx-$3^74b zm1#ZLg$N9I+NVJz+oFGw8%9JYJTvl(!zYEPZ}v_7w3}KkbGfqiv4KNXV9XWyf3Bq+ z4sYk&l!$@&Xm(zez&tfQ&io|thiwdj45Nlu!o1So?M?+a z*1>b<>~lo2QMZ)u_Zab$J(`l+RJfLTz1uy<)f4&;AXkSe_PykTJ~*z2z5gx`QK!y@%$b~#wPqk^#pIkCs#9^WC2ne@qjebueyfs|7z}!Lr-ex+ zwoT^L`O^n`H+qg7!V#{xwd89g`6XwR!mNDZXj5DR@(BnmnoI~$h>Jpz5 ziSF5xpsGHd-`b>LiMD?#>w)^?W5Q=C{|NmC0SjP29kcx~zv$3KsoWEI%O?Z}&AKhd zy%6i3ogMUTR5+#P%lGZt&jfYgX+-Dc(e=%sm}v)v`+qqC%MdbjFsiYkSWsSwbQ>C| zAGtenzv+?l55I$e=>)wnBuA)1c<|R-B_=!IoPPv8Z5H@j@xD{9W4pc2#zB#QBiP_~ z)bAp8*e{8btDwt6Y5F`0iDp2UN;|D%gX>Y(YDYa)t*N# z)Vd1_3CGig)RUyory`VGpw>=F4Fe?6ZnnBx%nc`Ak^$nhUF#OI*XTSTWfT_hy?1$x z>XID#v@S8NZLc7-Eg$e~PZ)1eJpZ!q@L6SCndv2AJ`RoN<{J;mIIr|wiN%0rMBe4_ zz1fFwJTzE6yf#)PR4oy*-Y0}ieWm`so<0iNl1){<-F*Pf9;w%p*uv8NkA)*N^DzVC z)m|K3FqzSx^ySd-M$N{$hv#X|`H(*ns3gc-ALCUjAk!$e>r|5an=h8#p&1-Tx`0Rh zsK4HARncVXkf_|(2Urd|BfRhQ{CLy$=|8)=1gX(Y?zkTbhQyO$ zNQKl5BF^s8_9;TjBz&Ag*~F>;j#zwuEI>7CLZ{squbW)v^po)4XflM7fvZ9Ff}Ox< zs9HBDgqbJ;nJD7d1>0w6gYyexNNcj{LhHk3Ufl}*n}K0$0Yd9(QQ)$XTqeuDA%+Mv z*z1j|z-PKH+g#)}lM%sRZAiSKGcvv2<{htG5IY4b#YD2|{GWF`5EjH`h$o9qEgys^ zHiV3w0E8r@{iO!-HR(+yZiuP+b@>}RwpUFj6V!8J*Qt1VNk7x~FM@O=pwRUs2uEve zQOtcdFnX1yi1{xDYNOKKc0JU`C6`643!u-1owQqP*fk4lFL}D$RwMRi??<vf6PG33zN5IXT2vXCR?J2TWg^IZdAj_{f=+jfY+d&oO_V$q&_jGU*>6j4hB_^e%>)Oc1p z)U0icdjyZ54?hnaolZ9yVgi#TK$(Yi=VICAy;}bcIN`IZJd^!oJ`hFW(SS84s)``9 zeys$#ocxHpv+TQ-66G^BA5SA?gcj=Qa??PXDM;V6-`H}&jugMcutwf`itrx`Qhtaj z0d~A^lF|=Lk_3glJflNs(yi^+L*$={*wk;TEVl%F?3p6JCIb^{<{v&Fik@tGE<& zE?!O!XuyWDn4cTNKC!;GF{LcJOMaY7Lg-g&s?2oHz!^+`p2qn@U=^VIQXOX_xAUew zReh-dVha@%$+})^nwtl4t?u?g4#os}yN(o;1SD?VNcJg_m71kI-CcZDE^F)%^P4F8 z@T*q&<$O3sb^S69Jr%}EZ{RuGZmJei{<=AjAnRVQwZDdX^HFj8(%Rzt@}~1OnvLHN z{J?Esv-Its%+@GREwm#!X^$3vnFw2^zFrmElFx$ZZ5>HPHB0ZbqVST@JVE%J#shU` ztLFND(XRqMXf_ct=9c8qXyDdHz>Bzvc-LoPOnER#nRRY6!20mv8J~;RDl{U@tjFmi z1^FK^B?3&ED(*|VINOP@ac$6ED% z5g*$|dgkc#pJG}gM4{}94@D!l;SQCTPK&hC#|t-!=hG4lwiMnl{hNTU~5e4E|_2se&scOxDSNlwq5 ziSOBsuji560u?~a-Cz7PgVTWzK|seopX79P;Ln&ZvUre%l>N$txakOb%jyfVTjY?O z7}BRsU9#FhdXXB0l0`6Wo|tIP>^lKGH9*eRkh6ckrxk?i9zwBd@)Pt5-z0%(NM8U3 z<|cw??1Z8y=Hlz^Ay~eUz8Y_4k^LR zuj`1&*p<-Ct=7Py7+(YoNZc58WeNiL1*m4v4B47{4h|4Bu65PSbDT{aWzs8Ye=4+Q zku{VIPC)=HsCmaC7eX*AXjKqG*TyKZj3aImJEHwK$@{gSr%Fc{9l{n(1})Q_x`qXtvcu}YdB{?e}9>|1d{F>R>y0c z_d-07YPJ?KXq@f+0ZOgf`95b&!>|-LA%m-qwjyDH1+w^iXB}1Y2UAJTB|}eo9z54; zakXvdR>i#%iruPe4AKkN2dTfeA_B-zT0Srnlz_{UCQLrzIsYkKMB$ra(Uvvz02~fdX=D*#@4}6^FJOt zE1_yxSKJ1jl0q%x1+QY1aEY-{-goKs+v4?EEF=HXO9Fnq)89E21~E)EX-_FNns*@2!Cja`XZl3w5| z$u_7&POaTl>!|Y z4hZ;Zu(Sq~{A4@QM$61K~XpteLpQo=g#r%$xVcsRV zQNpgRuoR*4QjJO}^ma<&MN8AImeDg*iwMD_jk+HFT%!Frw8%{IiFg_My1`QtwX|nM zZIH(G>E_t6(XK$f&GI<1 zI=bf!nA4+7#8_ZczdSf6&{p>5QjUV=Qd4GDZ&1n)jFh)#W^}s99n+|>xogYSR{kwB zq%2yGCX=ytdoa)SFq3hJTH`w=#x(;R44&aa?pd=itR00{_U^q<*s_Fm z_}K-)FVe!1^ST{${1|{xY1L;%r#|J!P827YUL;QaumoKLEwZ*pFK*wR(n~`xR>jkh zWQ)e`x_blGhX>=O$g+6%_aq?M|oNhbDLpCescP~H;is;vd05tkH50h56=hL?`YdyTD zeB^@sSFAp6Zt&r_K;3hxX^z+P`m6pwY~2bb;u=rpE;8e*%8tfLxCPbha+%Mk=n(nAW%c)J8TAed0<*e;S1SBx*=!L$tu|M!Ye8DLURH(SI~lz066tAC@8-@U<+0% zok0|^ThUA@nKbs_Of|#vctBU7YZ`~Zyr}?| zBj_=2f1Y0A=DKsFwMu%Udzt-8SDH*ZVHb29B#05WX9*T4fL+@PVJk0s0xScE1gyn z`?zSzZs*tb!$0$~hy0!bJ|z)XtT3f7pu%otL^+Wj`y!E(S7I`d#Sg21>+4^sHrQ); z;80<9)(s_siAL5la{HVD`Ow42r2K`CF8VG@hcLI>KLqy+Iid0^u7pA0n#63n4q<8w zMz!}&qHN`F$|vGouw-X^-9mh>iPHjnv2jv`GEVHYaU#JQqk-Q5FuWV1VWjR_h<|e! zF6FSh77Rb6X#&4}yY2?NI)&fm(wf_$uhrO&ES348V8-D$&?X{4+|BDy2B4x<_P;-6=yx^v>T zecX%})_Qmz(ArVtH2=L4Q#as$`;Iz=9obQCALxq3Tu%SvIB^OaBd#>BOO~vh-c5wv z_vnm5PxXA+StSgfz8ewYLZfN5t&UJ;t;#_>5m02qFq>T`0-?K>cuRbP9=Y?lFec0N`iI>Z zy3D?~#AW{Kz4+;`Iguo+*#`5H>4_yD4Cdk9dx=w(Ki7NGOJCuNJx1;oec1K!eT4KK zv)STjl6F84Y}W8rq_bB#kw`JO5YUjUCh2T&B}Y%{$Zj0s&^y_0)`{J;i&gww-Rss> zu+0?@xhssHzcRSkpQ_T24pd(zPIg<4SEGqzt4F$r7N zRP|M!d<55BJfYnY+?A|T{po%AooOG^?i#0rGaFyPYW5w<2hI?{kBJFZH*k|DjJw*( z;-joekiFFwQ1vP=s#K7*L~hJ<qTyriBS0jQ)_>jfeR?J3cY zbucJAFVn~0`SWkIJ=EK&f4i~Z6J*s>Sk^0H3vZFzh%3o%yy2q;)ehNlMABNId0o=u z{kUay4x+}l-T*o|Z)B87gCiviU{p7Z9KPPw>w$y(q%Uqx3vCT*dg>k==H&v_gR?!g zc(WL`0zy^`F%6tLVJ&A$$queCTCBZVCIG=P15dI#x^BqIG>$I0Q)gVho!X8>2QZR< zidJs{f)Y@mK+={@Tyn5G-aL|~-{r}YO&$Y6Kh1NMESAsLNn#dAca#D)H89#D_On``5lkw^Ei05D*1l`Z?2Ph- zVx45L$H{aW}wGnC1$MyMgww{W+HZ9Nw^65X|VSkK`pqw)b(7KsfS`)Y1# za0lUtifro0b9POFEMc*%K0&P9LDiZ$UhTO0#E!6aRUcr=kifH>q#9bt`dIc)%zJ&0 z>cWxm2^lFThvY?*Wluj@Gqv?B)gyW}Bm4`;XrqeL>CEY&A!$On*P`;B^l#Tk3Fufd zIf&gj3`%Sj{$_ye3lUjar}5Vp&6|ynb(ArR*AGPQ-?3O$)rq$l$NKj?(U7vQz8ge$Wej1r$zpAxF6xfiJF z=h?L@$Oz`KGA#=3m|TL#$;H3E`1Ll=8Vh^WC70J~dezSB81t#_MPW3~F+bvav)rKR zhrHvx4h4F%50pOq?{gLBPnV;Q^p7B%xFUBrmRf*Lb3$MnbEJ49#)w@IB)j_dv2g** zkg(&?8b|K5+ZUWFiIg_u@f!D!Ry%r2-pBqcz&2t-0tMp}->HO_bb5xmP7XK&N+bDm z3P!l5eb=vT9W=P&$A4(k3zPkh<3LOh0fHqP8rL5`=Gx*~itRIi3E9dIh6JE(i3xs# z(|z|2j@oax!16nST4u=|YFaMmy6xc|Uol0(ge~-%+hgO}4(}gL)PvBE%lDZW914*V zGgBJlE5J zEVve`dS7wHLGE#XuozdGbE8$>n2}_4=;4w0v?!x>oju%u;fb4;8qey718NgPa3E{?dr9+Z!Y_Jit6J3^r7QXUn3>=-Wt1i-NY$z;SJpOGQ`jJ# zaWYxC`H|jR={_dyk1iO_xX?L{0G_W*&LggsP&NiJjI7CohM8yAM8c(}?-5(y4dF5< zWnxNNT`g?gndsGySKN&fMN~+Tdk+Fyr%lc?u31rXw;X3x!v&2}%h+*3Xq{A?DeyC_ zs%|`(IOhCvM%8Mg=Rsaa+iAZRI9blVB~cTar8>>>C$}R;$LxvN$4(2y*s5pszh9W> zr7BYgeoik8ne1^}!vf=e^!qc>mH4CWDKwSxVd^0rd3?SL?jgt4SFEQmEb9&9Y*h7y zI)bh6z?;(f{n3t}ppUm94D&wBofKzi%mt^|IlrIvQS zOf7~X%NlYtjmzvV8Mi~!!G#1qdPw%h-6#9i#DsD933wVpToR1x*yM$;7GBM*pu(n4?Bl z(DnE;4dkzq>_2b4nslMO65y|G)>l_fPo3};dCPKj6*=wOFu~May=B%@mA9IA&xw8v zt<1>2*(I+xyA<#v3=cCfMejuX&*Z+r@1Ii)DAdC33CA_t<_GeR$p-p=X{xac^b%)N z){LZdjLL1kL+!9kh^vpFXzgGUxtp!TjQQ=&e*%u{lg8F3yk$jBc6U0T<;&a86O0+ULnX3_1wwWQyZtT*V&ThFJC z!fUfXq&iC_QXV7k33-{Ubcu-tDtSvJU>vFg$IXa^oD28ili7=NMf26ZU-msAyD0U1 znZh5hyevK8w>nhK>m7-_%)XwxBqT60=4QR_njdy>YNP()vYX&~xdgqi-oREj{yAba zMnyj}9){5FNmiD0kCQ6mty?8It+qZbwwT2kmO*q+s?DJa+gsJd}wND)ZE_|^hb8qJw`@ZULO-yHVVS4<7!Lw0`X1<1YJsQ zkz>Tqwd80t6Z)$1%FenSCKX$yj!;HIO+k3^hcDRpbQE9p?B_qF15tVjzRdZA zLa?P^S4ErYTp&n{*g}6Q_Btc&1rY3VHGI79NI(tla3yt-b=CEr4j}iKWrPD+&f@GC z!4J>B2+=;o`8_0=Pa9CvbeYXQ+qOZV{HfkH(UqlKN^T*N+VSL zj|MFH)zDdQxXCzKH(Q`wUKF1BZR-ufyO6cN-^NYJ_E~`x)qovHu;ptT=>Dr$)>tLb z^k8V21_`PU&DW2PXD31q?|8k5&z`WdLgi6_uPXm7hk26u=#h`YRaF9wsQKpK5%bz% zjp2jq`dV&mVj1~;c&`J2`KB^1i%=i28#w#Hxpwz^z@Nd>TrYgh*&w4 z88*r@;EO=by|IGxAPH6G%uqKf&U}fghyw6qD97P)an7 zjaMbC*E<>v$0ozprG?P=nhtWhyi>VZx!%#*cT*n`AN4FFl2q*@MaUt_Jl;Ty*r{!k z{nhx@B%_UxwGuWJiBiFZjK5fP_;VA~Y2_qiwchTo}#<|)x` zYpz8lR?wZB(j!%?pvInhK_fu63qrV;p0Ae6Mv;R8&B@}Rofxn^Lw_*(O_>}&q=I^n z^sX|lRsJ2m^o^938{@T-U6+0_du;j!UOnr@j(CIXaAksAj+8f-wwEI)+IXLLgYTwF zQ{qsSb)-3<{df9V8Fat*i^_x7Srr8f8th6_lCly&Tx&+n_!jBlop(3J{x0$ntasja zn1cyHYcvgDV=1F*v=B$KI*!(fK=6{{F+rMqRPcb~bj7e)i<_Oxs1W!-$$P;1;YL*v z71AP-=aPW&0FS`kK;457htn`Mht1d`!Ta-7Hc#(pFPJlI3Q5&hxUR_9-3Gn#1(P!rG_uyIJ9z$&4ssEaBtM=mOZ%uX2|EaF zoG6E1@np)@T+-4I01I$LH(S=Pe7*elXu>}-*=MiPH(eLN+0DR2!rF7hl)-9cTmx6Y zcMs!5WQrsQj<-z+p^u!@hc=GDd{BWe0^HGVtjMR?gJ^>80|nMfv~-EqV9VUgYJH2V zrsDm|ea7^n?XeO1n?NynEumA_A+5Nol3fU&8R_$dvp%#^aUt5F{7?^0OFW7i&V}pU zZnUTm8O6wQ6=W$AjS9lC(@Fw}UIbzzn?xs2=~3TPO}58ssGAHgm=#d$#Y>4rs(#V0 zUyHIIr*B}N^5Yn{)2|Qr_c5Mw3Dn2(uU?ltBjB2P(tQ0Lq|rji%xZ=PeHh286+)0vXvkJDD`NP^N2|CXa6;Do7^@EVq^HFYheArNq$Q>CAMXG_F%yCffx{bUf z`TouQ_gEvI{5^*MCKM_mCK785Nh^6==Cv=de3@r8&#-e9XE75Mm!|NE+`80a@rj(q z=CuaSsITW;N6sYb=CNoC)GUm9&S-BRDZTU!QXThNh3=xh7Z~{e>Em*|QTR4;MeRP4 zYINf}V^@$|I%piop)ai4{b^3Oo?_}FcP)-q9NS?eQIKOoj+L<437eU7$|S}cFN^{3QZtUZF!O5oKZbbIJMD^;)=2-%u7x4I z`E^c-&PC0N?a?sYvcOJnQ}l$TWE@q44+B3q0~8m5BXjjlY$)dTUYdc*w)5|oooSU1 zIyq388{4tWx`lYLkiCSqCy9t={ki<F-zN`#s<#lxHpkD-`+la8C zn_6A4bqAHtw{~j#3H>%_^gezBJCHO{T@4rQ%DF7q{gb5rtDm<_;)JKhBIog2(uO$!(&$gO;g^9=|bD{ zpz^oJtOpdRgDYgU-kox;RML&ifzUglPw^x+78zhA;RS9*u>+(1HA2iDI3K~QOH9Po zoZr=4;~=nDLvbgHCSDi|ldOpzYrBt0;@@Zn1C%`Nl->w}8vtSq0yEc#Y8M}6&c@T@ zYI;UpP}PWii9)HA)zMgxr15fkZH6-#f-kqvs@Pk&PPmgSvs&`7QwlAx;qI-}#{j<7 z0}7h`dMNJw>r}{3J`~RBd3e8rO%KXzL~#q2zW~Tqm3Z`L#uf(jJ!4=@ErKT!lV5$6|IC2geO&{G{bgOZo>0$Yu^c&g z8M~B({UTysTnm@gSQ@L%ZdJbyYMFl0$Q{>ffvj#gY&o`dz*>nzliT$hI>0EJRohrv zbzwb7T2Od=!Bs@XeO^-oC{pus#{Div^PJFbkcMq0_sM;6otTYp)aH(Z*C^dJ6C4vWALe$r2aP(TY_S^F>1)g3V zEl9YxR&}RPpMQk@fRQZn5?Xz!=kXA-;NCc`ms-8WZ&%l;{2JK9`Fd2Tyh);!&zwn) z%P^ZJzKtk|J??Ul^2#5#iNf4B*0;$x-onRCzh>}UF5y<*?^b#+;*`1Y>0nzd@tT!^ z!mGADhzjn-yp?TPSKItol6lOC)Wa8;(rd9*1wOv*e z{ijUdF$aa|jr2if?dHBrw6}(@bA2jt%V;$wYGiM%#LZY9cS267{QgR>rbpV}aZxGo zH$wEvXe(iCo7H~Q=wZVnwG8sNNN;q&MtC<8wnbzvGkUjGBkZ)BJ^Q|3`B?*uC+8ze zVyTC=CQXySWMh!j5YR{;X6)>vin5hW!J}O>1L%1aEDIZnUJ{d*&=?Y<6}SyNGgDO@Lb1WM|ysMQFPAJN0^mrWl(J$Mm-vVfIfw|o3cfV2=3 zl#P$ZW&BE#0@p?Loi8Ympd2YiyB$mcUgEVnIp=zz2v@d#&$2u$ke6K8zA$2fPby5{ z+1+yBq55>tsw$9{qKPtdU|WhN=Wm(37JhYPizc@XN7A&q!w!{+pzk2F6>N8(^Vd9C zWd;jv4S${DfW7Vo3RMk&+1G3=<}B-$yt)XNn%BCNDYL5rCaH?NFnR!bZlq@1#cN{2?lqC(om#sI4bTI4hN#N zKST6EOiS@&gDKkd@8u>vf$P$i)5a1;Ibl&01YLEJp}7{-sL3f{}Gg1tA?rEb(sZ;8o;h|$^Y#=uQ)ockzD z)Ofw*!){fy@j=NU*GZVE**fykJcwsoY#l(YoOU<)1r|4k1AU>}rIxfW*`giCQ~e2) zu7q&`_ur(~9PobcVqKDr*4JU;WQ%%o4JW`>yyiLC%Bm)N-96a%xRmwyjDkzbx*|2y z4`F7p;2ZW{JhJn8gnIH`LTsv5Xrw*1m!tfFujp6k7mSk8?2PRbTcd>r_N%;r>Wp}C zkm(sY)v^-WA;IY2%RCJ~+;qZM(oa+gf=z_(Bs?T(VK-rf=cG#npoKZ#yA0B+$2@*k z8p0*NR64Z2e~waOtQk|vwu96(@2DlfROtWVhkp@4^Xw6YBAhM#+Y1EGs-w$wFQEf3 z>(IqDuOuSXd@*;TWP#qY#KNFhjv@<)N#~Mv^h<|{KKh#Dervi~2l2F*P5)FC z`uKFs+x|7@w{Hl;t1CX~4xSqI=w3AmwG@<%e}d}QX#{6+gi>YQ01c7kN;g^7Eu;$; zA^GtBB^}WtO>d$FYB!g{gbwsEO=glafbvSgPd^*t4Yt1T?Hj61yEIE7s6p4!;(fDj zGuRtKa(zbSX#qV#>pNa5S+}-SbO5gTd}_ZL)29_>u%PcneFPx?qCgp#Jf(8-+74Hf zY?8yXOrzK~ZsHp9cvZE`pXH+H2S~swFJC^MQjbX&cOzk30eR4_Cn zFNW0ZhlVF%A|br1y4EQ5DacnmPtQY+Ga)?OUw?JQzE!MXc%%KH#z1nwo{5~}DdijG z7_~`TVQL}neX(K26e9F!31JS;G+{sFM{Gf2-=7b?w%&p&=5BpxoU|1?2Ng6Zh(Bq& z1pQu(eDC}6?&svYuN8qpgPlrb$|~Ce;|t-x4TC05sN(b0L1|z^9*%V9jU$?yyq!53 zK?j}SgdT;R0BYr+yla$Mry!Cj38~#gQQ>#5LdbAz@@qmrV`_nO)*bKYqBJo9k$PS? zG2~~8u3$(|yfc0ejq+opxf1H*{Q>b0#GgdQp`i_)Wpn2#t7a1Jf{2hd&Mg`TpdVCR z%MFL!Ym8M7dm$UFS5XGB%%jj{UaSbAC~}1|{*kzW`Vh()XoatD&z^bBGu%2Lqdw-! z=*fOh>0fCm=k@`M-PDia!c(*Y*&p=elV`}5n6#8>!q5_a!Y{jI@S|>*;I7w z7|H%367H0Cw=JdqLHZ#6D*o{1v-K%xIR6%+@4qEfSfFp--s2dh={pX5ROW~mSkWCd z%`r3zg4;O?s<>a;DGCGZe>ie0wd@G8lWfu|!XCua=UV1CPkb}HmXuby+y)_Kh+-s&TxZjVsMJ_Bg z0+iM$9#R+5zBEs#NygJ)9hDniJihf48eMd46@QQVsQJZ5x>)Sk5%b9?dJQnzCzw7a zr{>Uiu*h!)cyhctRKa&aJPKd=T3F!CZ5xm~LG~}rjzjK)XOcvuRpYfuNOM-Hb6;QC z?|ylgQvIo}hs^07!u*0FyHUqEv?U3^dO@f`+Ki!iyCAO?bnCH=B5=x5yLS&LpVwRR zXiD@jP;U|8TC9CCDyB9{-IaJHAyb;0&`lroH(m`DzP z!rI-|c=In>>5%-{?TCoHh1e12?t17hr%}Z3#S)J%bbAQqn_31-yi|oF%8kbP=6Y%! z@Ps4v8~v*t?#$NGPU^*5l04g$5|70>fPeMA!(JZ%1-`e%Kf8l&AGj`eg^ykls9H-B z#Chg$VW#fl-b>NQNX5_*Tnv^RKw%?icOncU$88Sp)H1+I?bg~vPx|7tL+ZPya+3Ez zu>Em`BZymb03>(jQM)59K4{*BuW^yZkNV6^tgGPY3LFkpDAq?7EE{9LT_K>9P3=ou zwT9yM42VT`MayGB*4t61ale0|GX)%ao;b1jwJy(e#44oE_M4(`$4Tz4uYfxj_Ewmg z6fu*3u667Wjql&|1;h1&S@5p-yKG3*%}OLaTznimF%7;_S_@`^SYRq>Aw)l9#8oTA z;YYj;QWYcA_1h8P;GLZQI>DRkLUW5QjyblKKCu9~65_>7x%Zm(dS6(UHgNpqqN06l z$dp`Jk=<=%$dsbeDGz@aurxd)9;S_LFZWZVh_IP*bd^QmTh@^_OZt(cD z=oZ+>vqakChv4kM{I^0*W*FKeEA(C^W*$~{TQK9~Tl)e1EV#i#L41AACsY&~^s;fCl%_#g^xJoaGmBNc6#;Q!KOA?P>CJ=bjW!3YcKCY1XOU1KI!2o-&s&3VdU(34r@fNDtA^G(l(aMhP{lfw)YY`&nbW#Icp|hM`$-K z3`_KZZ|6MO@E^F*(Y|T_xT}5tZ>`(Gr=~DwPQI)*_1jLSY3**__|OWYQ{s0Ic}XW^ zMt@4KS#3P}T;UNdSnO=-S#{`?YLwZO3-yIhv#L-@gRrw1*Xjr6eF(X`18SL?mvf_U z2XKdAMjTa`^@3O|+!+l%->6!%oAgPm8jo4$SImnq98qxAsC91PcZNI1A@x7SH+efVT-H+c=;!T_-Mwi4 z!TUVAT5Xab#k@A`8*R;k@r}}SBDb-{CqT$a?Tb-QV%z`W>nnhwjJm&F#bx zX^`$N>F!QRk?saTkQ70>ySqVZ=~}wJ#d!7ozcb$qGds(39!K%01kRed5epzFboXnNIQW&BY)R{F%V-eAX@FG)pp z_f+N%w{&A*b+QIlPBGNMcd9X7+IK{UAaTdRjBPq0Evd~6s00;mR`32|uWjD5mRt?g zhhw2EfALCf3zLiCpmkb=$VRT+KYxQX5~Tsw+d-JV*vS7%UPZkx3v8(Rf<`L;{v{JY37=514uQb9NCYatBNjQ;f0N&2iN9% ze??v9Z{ri!&%MmULX_1se=CfHHG3dy1^+5Rt6zQV6{Zw?sZOQq3Z`A+Tabr!)sXT~U%Kl|g854a_j{v{O+C_{y6= z6;6sBrkh=J6I2(Y@m}QLiX#t4HOxI03ul(86o+WVq;*I2va?8E5@qduTVjSJ@%M_` z6-eZ?&;CM{BsXpAPPk@YxiS`IsGN`2h^AqnHBC0lxaO3L!%>Vmo>3~XMw@8c=c6@0 zd9v<&qTd)a3w88+x}--d3KjJ5>n(DE_sH!p2HBuA%K#s?0Ivs_NclpkfvAHRG1+3M z+CIl`OrR_HV28FL68A>+rB5eIqyRTI=g%z>wfqMaucr%EEIy?0M*MKv+3Tjm-sHyGIY{S+clA2?FkdtMBdrM)3=*> zPvh+&eKf(hic(_qU|jd@B)Y+Zm@<{#HYxrd>8SjgTS$1^`KBD?Oq;Bpj6VzGJ?HbRPXz0_%>Hd;SxkY+eObS(SxXhrNQfim z#67Jy5+0O%5F9D-)wHP-opO0F(Btv$3Hi?xjB{{Ydh*JymTzZ?j|~hy>(Jx45XaXg9e97PlPS#D47Gto81Syl zwwmcLMa^D8pAiHm4>f!}#6cOk6ZrYUAPJm}B3op}$0}Jq*Sg_^#aJfB?mZ z5&U?<{qho{g3vR5Gv%*Xil8vP*v6I(+m{O}-xrcsz+Cg_tG-53oWI;ksYKpNL#Sw> zYrinihtP%Njl;HLgUxYA+&>aC4^<^*(=;HGa}pPhz`j99S214eI#vV@IYE7qB4RQW zTdVnm5JF*ja4;atBo4FcjIEw1&a8o;tPMAyisvHgc${&ipACWE|FQsd_3PYi=-vbb z;wQ)bQDBRPsJsk_9kL<9NKh@VpFH7$x-?MS9VGPjE~}y*gH^6LtnmEPDY{dmOmsbaxq$&OpoJU*XAiAn_!6oo zt^!WK?fWv^vJ8dtNoy%yQ;HXpT2zO6KT{$hu09b(aX~np_$qOnB7T2G_doasbNaY? zJlyD@Qr5rXqjdzSd*7f&XgVxGLnJ8y2D~;>RR7@OmEO*lw<;&f+bDm^s`!X+2K-zlaeEy zx4DfB)7rF?uqhk^ox6wvwne)ek*4$8`WA!Jden=u;*8>S&h#!j6)E%oNfu0>2f zUFyEvl<9%91Ijj%ZrAZ2G44(+SiTLGf63kzA!iI|T#~~Kf_iJqEO_6Z+@zRXmms#O zyEuq&l)WWmlSAtj>_FRity56ZhM%5T@HpP4u7O)O(%*GY?9Ic_m&>DyT^V~rdo5Y% zx6GKx=vK+e;nRoY$dt9bLd4 zm$uDsHMoJ}c?Xr`00#H97zMauk4{H7IL*t4eVMJ&>&L4}IQM@74csVgrAJ219BS5U zO|4TIuhsPTUN&3kSxKkVDUbP-iA`&86r=>(o-9&ttL|SG8X7fWw7i+>`_iRs)870n z?wiFlR&`TvUOGE0gB5cnvaU;~7uyYpPPI4XqA58B`!?w{_xU0Yam(=Zwbx|BNQrJG zkLwLtgmtaK`%>3Z#_7=<-rDwtEnee+TrR`$O^b~}>aFzmuox+<_huJCjXRSmu||Pk zrmQPji0f@4#C-3>2nQm72H$mX)(2fY40-Us81Ta8eHu6-;bddDFT2w0w&u>(i(37I zge(9Degz(Tx;DJ26=OhOzl=U3JG0ZaTBAu=-eCe<6Pk)7Zm6`Z+X}(&h`edMt7P$h z{F8t>0vOt=H*K}+(6dfk2A9v9vh9x0(e3aSMk!~Xv%4A_@V9<3!ieW5>iRf2B3VY+sC$_(Y-4Drd2K=7J6@L z|3mpVIMuK2xTB0bF@FwJ;|Zf`Jw#Ey6zL|5Bg41;wpm(s zr{9*<;`FJ;hTLjMy1vMq|BX}d{PxTCT$036*qS~*E@+(?aHFKw(lrN)Rz&y`etk}dML9f7ks{SDS`Bw zwR`w1cAVZQbgs9PwA$4qaQPie^Q`GXu(|`dc(PYK>ou^WSFFm}Q#e{k-&Rl;{LR5|e=T`}zF$3s^0TrIM@>xU?rX#=4Hy}Q^y zc#}v7->d3HsRJF^)$TRXh1)I zKs|A6Tg{{QBV`S1}rZzUvo2e*rlZft}rCqZVlHsTLO2U03TqP_hRS+?J zEeao61&USz)aipErsAL75frfO4vI58nF%#&r``Y5H-tH&@KufaipX=Q4*1l%vAZZ( zVmAGxvAbv&{2I*HNJQQm4Za3I!#WDRan{u#;;J-gt(e@G^Iek12- z5ggS^mF+i392^lb4yrgI{G)GhE`-jQPP78}M>}6E1}Ta%7>HokniUP3#0HaQBiZ)+ zXq$DzU+wx1#ZZMY8{MW0L}v0h$~*ds)X*Cv^hgR0MIjh}R>?=}Rc(crL)v}Fee?0# zzSAUA1Y_y2nadbb_b};rY7++2;125EuzHAZge2?D$C^Gkmst!m(T#NW9$BOOemwGr z??&Am_aW>HSRuC6lll^kRGdK;%c)1_*mND=x`WnuD+cgP=2l;kq8!fHTWI1??9V1l zP--kz;tS*q9uNwFS!gwa`Ts>Z;))-<|JR;W-!hJDVLK?z7W|)*$ zHH;7`>ty|fmJcdu&L@FWegCu34x^hJnl-bWf%(c7iYbpAFL!vouB)mK4zUz2C@-m0 zg*n&}5*0Y}8zvMWWMBAD@Z`+|DxJlELsMVKEkR)aV;dEw9 zPZD?QyY=z)YHob#(hK8CibfGik{$ju9jttmx%-+; z=#oeC?e=WG4?KzI#>zn@yzBgpru$_0FB%e1v$+Lsw9F~RV>k1-wpM}xJq8?_*ez@4 z@6An*dTGsHL}-hEWX_ zk*F{i3_^L&lF6|vL|DiDUMJAZvErkkLJy=Cc9FxFjqY+AH=R`|Wvt7FPmnvxG|67# znpu-i`7ug61idW^ENCo?-Un-#{8z>`p2&}*b@GHG1SV6?_db@d-5Ca>J0}?S;#zm4 zJ&?KEtF8K2zqqYq-~3bCWp0}pUZf;Z4d|2ETEf<@h8r6XJ>cXZ>2+@kxQNdjiX$7Mh89&JOALl2rCiwAnZ|$@%^H35etf9 zem7B<-i53SvMv(`S`C#CAA8oA)1F+j?)yRY%p0err!>>>{vfNK&X!-W!ueiHeo9VQ(L8I7yi(0BO~Ipy#m{HT z(xnKjCC^T>>erU@cLZ;dp1=PXkfc+|`26z#pDZb-HM67~+hk>9m@jqJ0VVUW*EhBJ zydIYihtwBj7!+6@$XYyvZuhz|_bf=`8CRM#9H>C3HMKSE-+PdqQ>e1nTLYX`oM#x{ zY;70iF-19KU9@S4PJ6Vj?Z=WL91PU>mWXIYROMomKJv?NCV8;XZoBC~2L;L`ZdO_| z2fZgS-W(h#O-H)kF^i2>@=0ydOz8>T%J#?TlukrR3Wy-=b+}w{(>;-CU%PAL&~9x|l!MpOU1({S9%Qh1N{Yc-dIm zLJ=albg6M<)oCUau@>f%Yktyae5T8WgxThIJ?M{~K^?Q&5`an-)(8vgsn6C)86c8o{ zf?7c|Hl!tl!g8E4T0augP>;(TI-H7NKjj$0H4Dvlp7B_`45LB)3@Y1Qo$` zCrk>JZwBuLJw&E>~KnE{>#F-H>=dYT7`+mbAD^x2_{S=ROah?;9E^gtmM zAQ-iZzHlHN*G-^C(amVD0a{KP)3EEm3m#BTNSvdHDK@vt8E8b>sq9N?4Qx~Qg2oTH zxFAFx4p=L#2pe7`#^8}w#@j~E7AA+#3_yoc*jH6G(H0)1f3f|!H|O=l5ph$yR;uj2 zkeO$-9@+9|&P`kJEtv!>VIF;71d#?GlX7 zsi;P6$ZZ)Ma21q@BDU5j!-cJ95`hdUyr@(b5a??G`Al}E&?UP;)dskfo(AcWA{KC? zopATU##RxedAdgY7%nSJ$wXCzp_geHLSLvSro4N1pl4M(KIsLvK*>413my9kYeydn z(S*^e2NTuyWt)sopHzV#ddUuLk#1%U80b2d?w5W5T-peNv+t@jEcXj_D@jBKKwQK?7vBmH%m(|Qz;wm&=s2IrK_#>GQR{9$fnd1?^SVB=zz$oc`L^gCY3%Omt6yD#5Y#x`;I_VUCI^Q+r( zcN@9Bb4=a}7hHhmKyjf@*(53-CiKF7*e+nMheE6CBbssSccqz9m48Ldy(wSW2lePq z`ebNGS`zS-o(kI&^(xF>+4uq!URd45znzI_J@dggI0=2$rH$oo7+#9*wE1Lw;0})u z9q+;G+8J^UD^$i&V+`3vZu2H~Hd)`JzP`d~l$$srWS5E!%8a%)>G}Ds`C6kbK-UO| zW?JD#kdX~q^teOqLaMr5{;bf4Ydiz%_mvb|C|G-FPL7vFfQ6GdQ{wO<7CQFOZKvFk zkhHnG{dbOG!I1$RYp=7AI2oT~bJFyB<$_Wa2JkK$ehka1k+xlUV++uFmp zYbFZLs~-u+<+6=}9zx5mPl(Ah${AY2JUVTVC-k@u^xYHdJw2v~<_Za^x7l7P)iA17 z=3S05y!8%BuST^{W5L@9oPj5Nc*lQ(D$OGnZEmK7PX;zbhqVr^BT8dFOoV<|o8LLXi(mXmlW>(F$stma(h& zz}+9H$tAV$)|!D(u52ngMWdaXVT?x_{v9x#5#mBL~10fIc`dAI&Ub zEqLvD%eM>@7oRtz{4SyxOIOKW-;L9jEmSwnJdUx)H6R)ir;zZJhKWF*o%vRZkRiFG zyGVw2L;RRWu+5L`Yqu<_Le1{i3ZyGo#3*yy`rp(Ag;dj08joFNkcxf4h3o#3{vd#% zbL_ej1P~n|WQ$H~jIC;)dvU9u>S}S8LNk=Gw2vCTA^P@K$%Gj$=fOb~qo<;xB=+ugthOZ(i~O7J)Q1rtXmVNXDXqilJLM!Vodu? zLgk3VqtX}yUCnQCLi7)VCO#Cu?TvO4MKydx2|O_PI;+Kz{&uY*EI7vz^3+pJ3g!VsFMY&Y>uIAmRTv4sVPXiy*&%RMW@Y-DTaNX?IhbG{S z8f*{g0xd?`h)4`(@AKe3!e%oM&9c?az#t)*4vs+T9GE0etA`d5cYEPl`ar4{+qA}i zsuihVup%70&iZ&tm1X3--v(uJMR6i&h>~XrhE0e5&);Lb;5ZGcVqJ1SAV*Nh`3M*) zhl4Xe?T#DVim6Gb;(h!;~JgX^e_fJXAYV?r5~M*VrqJRP<-sH_hB8o+;=0q z6RxCx0T^>xQ`Y#7NzNr;IrYVsvGO{?DDi#iicZ5DPzs){U1%qq#W==Cf+7{d51pS@ z7K80Ehs-rPj|hcxi#FVYN=`@ zHLRhY*HL_p2GSK{G#Ryt`{qF-Npi56aG$iV(6#vfLS%XOJ()(?<>W-pp}nR1)Nz76 zGx})-o5cPcx-mwoi_ijFCYdEl=6CXm>I!;+Jw6mm(X8@wHXHORLQq9fkC$;=3y=4g zX^dHtJLUi@7xcaM=~(F-*acED?$>$)%_l-TG2u=9+0Rv;=>?xCLJDD!9#f>Cn$N9Y zoEv=vV9_9q-gzka*-XC6gt)^d3*mov{%+VNOMG@Uv-ncg&&zAjlF=S2k1S&n{3W*G z(|anP)!x)hY??1pp7_M5HuUWk7x8JFe%>^atU~!}J!5gGoA=f`SGz2Ad+3V>J07-$ zGmmi32GxdLZAR>wOA)CXIA{>2%J(ui%}BkfQO)xR`O<4Jx@ILv3HLhm^E%17xG9bD zN{tO)H$~GdF(uqNABrz1d5o=*Q?2-h;yltUC#FpPX0o6AhSQ(J$^Qe^4G6O_;saV1 z3Agx47rOtq)@6aj(6T(+4+8BF_tK(z13bRjg&mP2q|CzAFXB?KXw>rsRH*=L(@?e_ z^9O1_|MpEp&$9LV%mXphbL%o`btK+p&mxOR5}?4gz2OtJyL@Af=JEw}aJt|x3KdCg z(5i=KWE)9a#LxkBCgSr`y#`J?k0Xj`2*A4#wD-CJV5eW>&V(3v@gqaTZy8KG5#rT$ zplmIZ3WV;2zHZpYop%a{6L?l0-VyelkmIg&Z7%@WO0)ux+)UX@{TV_#Bh^4i59;%5 zAnhod6-J$4R7w^MksT^QQsU~4Co^&ClAVX!3)da3o|ya>S`r_<tXr zbbtf}zsAKxJxSBPgR90R8^s+E#caMSoekRK_3&v8*V}u66nZJmcWSWtb^_#n>TL)7j0xr zEmGW=2}0i;m&`>`i%_q;Dk@&yvymAw{?5#N?kQ_={LY4xqNBKf60v%uND@_POhdNQ zi`SI1P?qaEya!fx$6N4oqv}y*00rD*as~3Y6EnF5$p&WoZ3VC10<%j(3`(%Ws)EjL zCiYc_xX<=b8id8)gMbLnpcZKEurbw%HU{QRCf~Gi;4gE$$w^-OfGgfZ?zGVsHRs7R z%-jyaZ+YkUjP-1Ac(?2-4lS+C->Y{}*Q5jo!{yWCMULKWm#g=k^c^zwutz3l(Zp=e zo-(T~!w-CjS?+n+0z<)B0(&&pI@VNUKC`66xy5k2i9m7LPhW&%t~5L52p>NX za&+K3I-^ub)JUPGXScEouzd6oLLB;WgQ}${g=m&J<1Wc!xDY?|L6>53w3J}qdmjA| zBXJFPeK&KDVm-lOn~Gn%3({`I8w3m@C7y*zmN3Hd@4zM(90d1`&;VU$j$Y%Li?Pet z)wXL8*2TGWRLis)9koNDLb>&1uM@%+6{<$=tibv*Q@ph$RxSG>kPktqT}0q{Olgof za=?SSdZvG(xGF!u<|TJbvjzX)j&A~xZA~*?;5V3au4V6#2JiLU{A?OOJ}&Emc4q{- zAI~~9hmA9B-}u}`v9-LUEM5H2_CvIWJr&4-P*LE8r#mZkDLwlhN)(rE=; z@A$?v_Mj`jmJ7Yx!ev?HJwwiWHa<8^HOTa$!)P76LW3PAAg@%#b`yF`SMAz*T)eYFHd=6imj7B{~K-1}nw2euVw&!Zz9Bx@#Q;s}>XftI8j>Q8`2Aw$hPu zLdIx?e~_ZQnm6D%Dzh~pVs9urUos2Y54szwY2&3oZ^HZ$krVR#CRp3{i&^E0YDbhv zlEMSg=Q95(Z2VGNU1=4MQC)C(Xw39drvmvr5L3EZ*1r#0QU*G8IhH$BVL3iq7OAR` zoDx6H)S~D%x4hXoLag5serRXoUFoY%0?m^s0@vx2CJqU_4r!2~ulE`3E43zeIurqX z4tnvUvg%Jx&V-?JBMxu0+=SakReNgJJHZjYTWSC6iRjn{{z%QfQv|DGgVKb|lx+8b9BXoiBwAC7M>Op*pSzJPv zz@t*S^ULdfSx^m++V^cHA=f!7bn|l!ei_P7_as% z#E|cj5-T`xN1~6VzG4jyA3S9CG8wOu{^+Ki_r1sJD%F!aEo6Ufw~g)4Z6;sz%G3d_ zG<&y`lci0TZ{9RrP+SoD0k?-O$*aoXSsLtR_tmkk7N_6hKruE@LsmA_8mW9bG13~p6Tcof!mELs}x2Nb=O`~*KFiof*4!X%XV-i2x*M@MTl&jm3YafG} zF4EsUFmgYBiQ0i=0WAPg0~yt(!FwRk@frCf2EkR=f?Se{trZadDiu~e;Bc_^#=&b8 z265l4elUu=#RNtgQu$L56bLKa@a8QWRsT0V`SVK??Z-F0S_AFI`fGwCen?|ah*mQT}Ad8m-?9u}5wcuOiHTvZ|1Onykq zCpPWO2nrZ|0l92Km=pNOmN0LLEU+I%uF6lPkuDUzyCbm^8PW_WG-u-_ehzJh(tRX^ z!9HKs(W?Y%Phrh?;rXR_kt=%Za^*(si{8EO+7&8S<2{b;WSreqfpWVV)!dD0-6gG^ z8!?4<($4O!@0{{3@7i(v4ziZN>}~cA_4r6`;RD4geW*LmxVI7$4P~=8+G`PBie*UJ z)HPKOk;|cbBbAarR@@Y32kky7|F*DFiCE5y@rwl$Jjq}oUWEg%<$kZ=*(Qf0l z1n8m`bd)8Gz9co))B~}cZpy)DkK*exg_fTQ8Gk}YU#MjR(rOoSE-L&~sH+{OU~y;C z-sxG#1fj?Ipwr$WF;)C5do)cnRrQ6UFn=jrxbK`>7{!@h6R&MjknY=Id{Rnd?*YU_ zFjjgGYp$%QYkq<0A>+R9Q6;*lsEQp$i7WK=+e5qBY~&+%*N@Oe*~c4N6BA+s3%ve* zpPhj=?2$(X+FNteXv%?Q?Teh_y36f>{$-7ehPIP_Jv!QTY2PZOZ0Z%I3+cnP<&it5 zxe*%^Yy(vm)9E(debqL!$~Laxhuq7^d*UC@i}|@7G9dO~4VmxeVmkFV_CjJ!*_YjJ zjNUEv)ICH!-X=K{Z%gQL3wr&CxI5-N@EwSGym{esRn)Q;>U#|>SSQ$rw&Jy-O{c!n zvvAwzyBa!@oLN9XbetuKg45E8=6lO{cU&yT<%74}g~R)hO5CzoEbM*^`B=gaZ(Bj2 zJCGzWymCn}hyv;{RJ@X&dNFVX?PcIQK3|8zE|^_gmuq{$mKj zs4p#;FZ^;A<+0ZD_gW^l+rBb!#0f`CMH=%+d4Iz*Eps2dEhTYDgfzgtwwmn zVSUpA)5?|rv|RS-YHB@pIoDbFHhw6|L0*Znx#5JUdbHwmUXU+_)hgla(t=5K-0*u@ z4un;mT+ZanA)`y#>W?!WrH(VOSrUY|e8~;TnoYr3FL{d#vR=A|p4*;AtXsuDTihh( zOhd4fEoa@mQ6)P59G7DPd)$96++y-}L}Qa_W|1Z65nJq9d+QnpYZJ{D&iqB4>|s;E zzLMSE@%DgEjKdkB?IU8kT2caG3g8Blm}^H+?Sggn?ku`Wa99xl2ZV32(^S2%?ScX> z54#=B%5`5m9UT{*JPxfb_bn~X0n03|R&Jg>*cQ5mJp{Q>dPvkp;WIYaHpe#->Au)c z3mq{+6ikU-e!mnMWAX9PjCOr@Ug5~9yQitG1v)Q9F92?O*!<|q8phanAU`wDgUQe5 zjiN4JtU!j_`_uN|1&AA>It4{lQ&G%Y<+(IgT9s;u8|J!)%&HatN3V)~5pE>6ajLXC zVMQ>y)$?8PqIT!^S|P5S^rhm*6*4MUji-E@nKdPE?EJ*j0K!cEbxy3v; zCIdY3<-pJOMZ5IL+g}H(+$x|+w>8eh*T1XrfWuD!NbpJh+*u%bKCn&Sa+tTg(e^D? zDX~|pnNOm}hnPUwaWPTvX%ez+aC8O{P!UQ#Qr(MrJyL4ldw-E{40*U*It!5@dST&5 zg8KN0PKl0Z>mteLvdql`N+@d>8h8$wNq6h@3NVzIP0tTaoq20ZF!lK;EdpkblFr8r z?WOj6&|+*&J5qujXCYR>x!XmOrJ#=LMWRzQK18ZctFs@T*dhahLN&wg z;{&6Bn&Wnz$lTAg%uj0GKhF4U9WY=BNe-Sgv|Ks1+=JjVQGGXb1aE1x2*~rd4s3n& zczT8aLkz2ULQy0(Nx!ECe;~jCNx79HY3P5IQ^6IwPYO#B_)5$rH44934E`|T7izg~ zd6+R&w#fOJ)=>WR3n|V_q@MfU;bU&%!$m0OCH$u8=_4ZQjaf?p6=N!ccmlQ*7(M*% zS6bV?XR91fO!wdargJq)Rm0rW*w6GP{%4fEdm+6-sx`w&i;TbX_Ivm}2!>as3npaz z(ll^2k4AYK3Y3;0ffVLvO!+e%@l+i~OxOe*D8?Vr|Mz62u)rUmF*k?0K8*|i)7H+< zhfB%#xDbar{0HrS_c%15zuWsiE8K&)*~*B1z25A?PCA!;{wpUkH6Kb?d7 z5&bxP%;w+k@IrQd8qxe`K`?-Oph${MHrl-jGffS+j`NdIPaj0tkNp+b;VZY=&K-hY z$AZ<5f=ZEiW&bDvSTV+=u{QA^TcFd)T27Pf zDr<=Eu{8J2_`lT&jF47Jsj5@9&%#g3{znMSLhkS9F3&6zBq9_Gg8xwlFbIEt+AFr@ zzJJ|s^grEvigKMyGcT$7egBWffnh6Hv-$?lzR~vc{?Cx-wBe`4pdB-yh3x+!(uaI} zkBY??a((pj4wL^n$MC;p%_n50+dXaT(}Bi+J-PRYal5k4+VyEn>Rp#o1BpL7FeY|Os=RaR=*>#g^!Wa2Ra+jk0 zjDIx?9c8png807KaMCX8pCQ)xM{%h2bRzK%mHu?C(YIv&a~9wyMitDb((3y3gXqb2 zem7Dr74`6CE~%6Fhf+7v@z8|ruh@Cfx4#_pPZyz~AN)9&hxT}?&HS#O@t@{k8@idu z@|h6{KW#tq>3EbX##Paz`iEdt1@h4F|CTE_x%?09v?0ec|HmQq6{KJPL*`RG@-NZ< zzi;gjH|mK*kBLV&v97*r6}VqDe-#6MTIF{fP6{#i2k;AL6wBHFApopqcPBj#Bp^7s z2*pbBf1aE;W+y#H{5WOz1zneX_kB3t!`w6(_BbDzRqe5*7w<}Z^Vh07p+HOFr}y;T zl0Cj^%?1HPY0a97un~&YSpN*T2C!C&w_TCVI&2YkhxvR;3`S1j|F;Qv=UKu!Vu`i6 zzJFDBy7E6m+;eQciW?a}5$XRtcXHm(iJ50g`;T7)^8j+watMb=O?MDgo@Rtmd`R^l zI>FYlhh;*2<|V7x98KsebvjTL-ZYtTY24rA(Du9PeVh|?7j-wT#AVld^^bxa zy%9WpE2fxv*(7*k+42xq?h*8Gxrq_fm_p>+go~v`^0#f(%k-tIOXDy8kD1iqWln;< zT&?IIg$GA1F}~4(7N21Mk@DL(N0&`&!ILgSWy@Ib;!2bOB_pnv)>@0HkWajthE|@w z6+BC`y-jg_u;}2<#L0U*@brKja@06aiv69l=joFJHx|8l($x}l2q4*dQ3=-OrLxRV zPMG_EKUCfWYEqz-Gb+EozWybFpNa||0~-J=okHn<%ItzmQBMX;^W0Ca8HS~LIWTiQ=V!tuy;KD6-#~w z5h>{G&t9mLMhyqwe;yrTYk69%C}18!)omfTH}(m^{IoXk3d}J8lP;=c|3wligpjqF z_>+c$t>9+o!*x4O=ELQ0&ki03?~K`pLu)Cs@mCX-c(i23M&0Yezb&MOJ@1^?5hBv! z^uS~~69c?o|Msh3l9x(UzizSqen$Q*TkAF00xg+DP<$`LPCxz~#ADxBA4BUYXi(vwF3Gx{aKsr@%g5uiUks>p<&j;p1B zx*2iu#A$!GAp!tPehZ^&ISjP;#D6g3(Fh{5rqon9sj_}*{~y*#P17o~yS@9(XRx{C z5u;$|h1@>H$^=9qqx-M^JNaEheLuajH1{7dBw<;>uh{%no8JK+OnQgD==|5;q$dK{ zIJj-z{$URZ00ly*sMJP5;7Oxk0M=Iz<^2xOf3OR<^8sKK<}-f0{F90kW&56uvdiE6 zW!m?_>m7k_zsGKe_rRlc}SM2cq-M36XIO~tRav{E#Q?01{4oxcHMMDV{mHl3{ zxnK7q<7Q5-vVF{NE8_xyM*qk&3(C8JjpQe=`u;roJx}+@>(2{uYERrC$mV^Nbk{Xv z-mMdSBEcKrQSbPHGj)8(MyBt*egv0q(?l8Xp&BJvOMa-4M0tmv9y2c3yt{w>WT&+d zz*1?I`)h%{Gzd+F3*OzTlnWc)!y1DO@LDyVp@9NpXu?l(j~=ru{-~M@1Q0u`gRZ4b zdU-SoKu>o|IMt1G)FQ14W=GXal6&XB4b5@X{S$5Fok@j|27EYmEE=swbWVRA0(){A z2|9pz<yeb)(u__Ada$?#uHZrM=ytsN#feiu;r9RC?+M^4ve^VcwuZ?c|D z4csEr6E`37=AhUH+T397=#wPsXhDNL z5~EefjMfn#ed~YU4yS}3`3B3)162hEsh<{14K{%7q!&^RV^lSOu^Y9J!^*xhA8vhA;!0gDS^deG{6_B`T(C|2=8i*xw z*Hlx`1q%orZM4P2v%l$5Z@C*Ve*(?#{vDTHlln&- zE5VkWWtZ@TAPxK)K#DheWtdI^ppe`0T2Vmt_tt9;Hv4_05Z4j>ov9yo{QVc6Ln~l( zzP#%K9<0sHhdhzB!${lGUrK?G6^xJeJUd@U(Wmh5)EMl+qI}=EvmKr$mgNv!mC3OK zzifKwU<`eYHg`+u=b=Y}>~dwyVPdH4_Y!|MMf;GW%uGWYYeT=Jx4CXIgKrHeFRV?M zG;rkIPOxYAxo|Lwu=imDNHv4s&iq#?v1@4;o2+PDVNERGbXjxJkEGNR*c{^io{dqB z=!ZxYrVz1Mu7K;4rMWrbg=`AkXoYYt7ZH4zl3Z2s_5 z?>_)v2hdN6ts=2;q5R82Fjp$%th=kBBY}=1-!9s73*x(U!8!?c%<@>966#@$P}#Oh z@s~KiV}c6=m4z7~eIyR}TPQ{$gC$7oPHANgv)wGE_`sC{ z30$EKA6NP-8DsFpFHZ1p4?j7Fh5T~)@+Hg&vT1y9QE|({)eThGn|EVQHL)%UCZn@l z^hPIqaE4u!OUTUUeP(09AI(A$np>Sou$9mIIgA!&Spm$I?Xm1>bwOIO$7ON>RlKLH zQ@{cJ59t=AUpjgvU*&u};whu3d+RGG`go}`Qj8Y=GznN@#oiNxEHSBxKw|3jbN6|3Hs+`k^KjGNe;6KUVL{aoceF5j;lr)QeWjJX# z@d-0D0GyzEd!CI$OK=q_44)XawcLfaqwqdxI z4EMK7@T2WjE4kK0Xtwm*O<2nivey(RvOG&g+;N$8vqPYOU%QN-fa%E;Hx<0?7*=XK zIknc5<}iBdpV?veseueUt!Zydx}sUP>tC+eSXxVT%RBRHFL=j+FVW~Mq#Kz3O!EBN zkSqY4x{6Aot^=l)krf8N#Ee3?sBu7FSgL$|cQ*Yo4hmIePquSjd5Ybl|C`ts54I`h zWD>iYgu;4@TIT?l*9+sa;6O`b5AYuGTt4%(tNVkJz`k#3TLf6bC%A$S@y>X=!}4o~ z7i+(W7ni&Z?F$OU+m}>*UZw&w2rD5U5bG01@v|3a0>0~^GbcL0!Y?;`T7=CZL z8UQt14Gz(y5JPC}@HmbV$Iv

OHIp$u;|8XUemCa#C174JYksUzGdn%63nuN0bZ zrpRB@L^Oz;JYP^+f>$7IAm;gKir8Am!w)+`Zl@ybdLypX{Jid69aoN)`AakA|3}qV zhQ+n^T;ndqibHXCAEdauyBBu`cXuf6?(XhT+}+*1c!A0{J*R!n`~74tn9bfhSy@@h zognXi^0UkOT@Ys{J^Iac*P!!8_@=#VbM#v6LH|2pS}K;+b)?CXGiW?@NNh5AiX!d2~?;yO#FR^ZLI)2A=UJ>a#;AcZ&c}08}2A1wyZqXTiLcH7B(?kP3whS9!tr%e#c)2e}NysQSUuOgj7)#&+~5`(O?{}Xi< z)lv)?M}xg1UBX_`805HF^!VhxOhDrEJRPRi>Gl_5P7D`J98?nVz&(09U}7nP(GK?o*ldiKz4zk#G#Z7zrhng8y)10`sa@8(+EA8+mL z1r2h-075=hfv2}gr&abGVtM&)5Jz{=+pDf;VO3VPcCYk+2ebt8`CM6@oL~TQ$Nv7X z6_oTY-1SCEDe1q`CT@Q_`lI)Nyp`erMU7!+{C5c9GgGLm<~c{UFWW*G?==!uKO0@= z@voS4*8 zNgbS}lQZ9V)k|#C2o=Obc&eROsVDrbjn6}2`!lXL%D-Vqk$Kg^10rx6*xlRnHn zv3;aZ_1O?es&)4z#8s!Zh7bMO=PBRQF)9xc=7C4_C5b!tMX#lBv!1@~oaXQGr6AaA zeILbs75;~2I$-Lp3aY;mSKuI!?BTsptqBJ=%*eG4f_&Z&!r*C1i+KsekATz!J?`pJ zEfj9=l4mmr|KWOIr$V5#|M8L=Ez@5C&<18UeM994^0Wy)FUrjS_?j)y4$`6%s!Z<_ zxFE(Ev_CIn&@-}i|5^Qry5&&BzE<%qlsYrU@e^p9ZoyO1yu@0+0iU?y5V1Fi^k z9l3<(#Pytt_Z>Qv?AA6wl0sg2o@=xgi6zk2I(KfA}8C~`Of-JjX#EsbRWTD&utnT4F{oBFIchU<&Fc|gK zAhNfS9QG3SlyoQVd##>y{3pi+`RWwzG)i{jd}qHNEOls>h{JpIX*+`H0ZlM~Kzi`X zY^GFbW8?3?S30_Qxt&S6*&T@rOEzHoBQAiLRTg-%kziK6+KG$5@vO<_G7cmyuRUT} z7r43j;x{lL3SC|*JQz$a<-rF?+6{G(>|}hz;`_be&fA@(R<)<`KSOr5J98YXe=oaX zT?2{Py2U+o$@|j!F#95KBT$I58f=2p@}Rk^vKerJb1$UO0xHj;IN6_p7c&Wb zv#wW1&s%%t6pN@ckyL_t2_a6Qiw~BDc&GtfRF#cws>XIAXS-=EBN=?s?XnB$C8(;o zj45d-(;6BuSI5og1_Z45>PN$Pnf*&Irkc4NA<^JbA{0GZQrLHXm^ z={RCjML=b=Z46zCWYtFg>k4Zt$CH_@b(iS$27%R;{F4d2dYODn^{rL%`DHshScQVS z>WsVH4ApO>(D_wFy)!y!{jsJi(#P8bm8SM@l?L?MOzg^P`WdM&jn^>t8smNfC2jzM z2b%|@jUj9OU$#+0??c3KYz!P_I#0qC;M~bJ)y6)3vl=+4=F zJX%HOeKt#0XazL-_8We)A1M#616TaofJecZ3bNd3VvQv1t^nWg-#Nz6*t(xelH31D z^_g&NX7!=2(?TKVoM@L^{0mf+`ORQU$(x3Pj3lqVucKOYrQFsFkpUdI-I)UP%Oe}-8@8rvAiYQ#&bxdINR8aAITg=Sw9 z4zi&9!n?S7RF>PGTI1~58SFw~ncpfLC@XWvz+K2@^Y0MxttTZMIRFUu{}^kIT%+c`fz;!QIPb5q$0^ESO<7A6DN(=ik?Cr0YVHYD$XdyxmfF85`AkUV*@2}pT- zHEhYlHCKlOpzQT0|7!6`wk3g|-Dpz!8G_Qu6f*i-U;dpFRK%gIsVH#|pTe~tBvh%a zE}4Iqbkf{=w#06*ni#EVgrBH!?@D}n79X?x>`IWTZ24r7I^Qc2drp(IF#U4SRPi)% z=r6M5iNUh|(M1lOGwdv#?T+F%^H0j?i*A``S2-+FQuC=?i(?TA`*qb6(b%-G=52%% zpYS82;&IJ~q7=%4=C>$j135d9|GKM-pj^7uJeB$2g0ci_#wyE{4i*y!CA=V&kcGe= zty|nc?6%lqhtaU5ydmY-F{{cYxL}g;Mbu=_J@AyR|23bTs;*-2XY!m{#X666lyQ4B3s*=YeZ17KDm}b0cvVnFYorbM$ zLAZoInXfFg7@}1wbCmYMg+aJ-u-`s<^nWLYXhhQvH0%3fZ!?M(#9kMwPssTZrfCoj z)_~@U036|c>E;IY8i>}mAHLm&#cc7ZcJdY+ef~H7IHe1&T%C)f9_?mbs#mQ*@-JW^ zV!8V;cJ~gUnK~`T*v!eaka?%i!S%=QH1D?w z2#`$7v3QGCYuU{ZXK%+uw-FY=v&)gFiXgegOwF%82TjX`X|8aBvF|aHthRu@yd*}$ z$)V?Tsn#d@*9rWa1p8>hzjsj=)`|FLQ3q8Ha(IBsM*AlS%;BS07sCZ+GuYLo0B3V5 zAc=Y0hbi_4$<#jR?YdkMB(INk064HqSOAJ(55wt^F}G3z)Zr6EP9rJ(?bXF%1^H#s zW#<41pP_&o6dwqBA2NKSh3{`mU&!aTce=B3zFV+ZHGvL={?-DV%sQgM=dn!GhtLen z4<`*(OR#cYT6wWY>5H>CtxS7OiL#QZMv$ChZe2L1uSvx-EM3z+L`CNfOUn<)$zX*k z4R4+|`Yb=&O4~H%*ks1OkXHHWq{iNk%?G2?MdxYJ@kj+e+WWwgj}8CWCL9b0_S5Sx zxf1uw`0J}6iG)o?5#6Wo7vO2`|S_z;JRO?#02Z6m0EvRulTn?}E46;yM?~ z054iGo6mSue==tTMZL)*x&M>js=Pt=W=9;i=Rs120E z5*G}Bbbt23OJ+$k_R~}|^=7YWn46wNTh8;^xZ3*dPs|aYh#MKrmw0$SB^F@C+j1$e z&A@!S(lT4)W>fNTl?-&r*SmlbB&(9pb(FRN@lcy?VWo4{8Bm|b#@_-sD4#3n;r-0A z>!{ie*OI#U-ZmX9#0Stsk+ym{bZHoM7bI7XRYFtxM1uS!N#%r~WK4!xT+JU_kWjO> z!|1LF|E@Y*Jhj>Mcbr)i1N384en%*3oEkjn-a&JQ-xpT&7-e?|2X#W$ z{l|>vc4PUB#k0(nQAE!eEno!aDlrHJ=TZd1awI-94RGyoI-T|gJLUrFB-y_~qT~i( zG}Rq2RE^<6<`g(%uD|I_#syq)_jR;@G%Jrwf$&tYDdpeIi9{xRp_%0Te}%@?FVd|M zE@up@Y+&nl(t%Z(oY19gf&2N10{=-j6*nbqMqo87_y0xB-A5%N_Hey|+R zfXEoZA(G873=__SbqbRMp3$>?M3E%~FbB|-X5s~&JZFA8lAAF0)0dBCzDWMnbST%V zvD7Gg`46=HH(#}6K<2YkK%G0m_p6}b`~Oi{Dcdee(7s+JJ>E1Ok>4;p6{&mzV;>Wl zb`erwcMn;6(FWSOgrLp(Oq!GaaFoQD<)IS+g&btn)TZ*F{xd$HojT z;@|lQU}i~|G~_drIEW&KnIVZG}$S90!rsjGBQdm_hj~VMFTZlgl7tVbX7>Y zLEiJO+gjsqV!1Y)^tJ*$sWVc3n^j$wg6dNPGntf3r z`?lny#*oVi)^S)Iw6E8oC&g5Qv-YT;QP1-palzLj*H`qdxCVD%!Chn2ETrOfd6bAS z(u>-&)WW{`T9Y`BCxa1vQg!kDN7VV8{dYXYTRJCgN>3CzZadlJ8uX%)5`m?-l(0)p ziM**laDtj@*MKPCa`+0!{*(aA=_i8D4;wP*c`Mf6l*E*Jeqq%76j-6s7y0#e?IF@) z@IK&AY#bPS`HE+G1DS1w{zJ(E)h-R4frv0;dIgMBu8~{fQL#-`!d!)F!PogdQ=o;eSB< zu9+(8Kk#6^{6zee2%@<;?)#ZZ_^Jlc6%7By%8k))Fh(ZG8C*+x7sYJ~ajODhZ2IiLhe%dy`!hnNrOaf$IpU zV&20XNwE|M|7}qPcts&lcq8BIP6Zx|`mNo!CcP+(P_wd z-&1%GrCT)ap-9n8I?h|2!ouRU^|5GMbZxlPka$YQJH*1K!YvyuX zd#9%uT+Jx7Ws8}#e>r#I%kh7_Od2IKYkM1K4HeMslWJP6UYRDDa8S3fknNdU%D|{$ zF;zD}9Hy63L*0J*wM|<-=F+rSyfSP4aZI|}ELr!-i%{s*pKl7D$J(t^hm3sv$}#ke z$)0PMnmGKvVmQ$>U%N7638PRzVhg4nkKT>_8t2mmo0>L<4)4d4mGAe#rEBE%`n8Q` z%x^5q7fq2Y(%-LO!tA-@olG)Hd1|#TZK>dA(SH}hLFFq6qt>{Dd*;JCrHbkm-pUf7 z)BHZ8xvH&`8j@bTWah|LmmOHr)=(M z#Ywil!W%AyL3?LNNJfw{mxWrQRD8F!~bU8mk^2$90*xvD0^Xs zY5IPnup3jUo2)7!KiwQ^QBpp<#D3^RaXgnW3IxXBXXsK%NjeWxNzxg|q>Fqr!vUiD z@62JMhSb{LzbK6m9Y*yZUZ8_p|I}qd+Vcpea7)p%2uod7K$#SAPy3KY@|)-Wy(nlY z@GZ2hP@Pcdo*&ekHx3RSi=L>-cgnP2C;a$XKloN|yz^i(ydYU|a(d*!*ytd%a`YHU zeU%{xFMV|~P5277_r;>5qBA16xyDX_>KFMdZ zaj_3=ttEp%Hc+v2!!gk1DxZx1-I}BAQP&hXXkf}8G;-B>?ia|ysyi*SOf8(45Fs!3 zP16A8Yr&*=c=r2^fhR`y$l$DUiIh6NdkwHY`5bz)kPmR<)@ar%8%K3~fMCX&jh$c* z2vYfc^X|izg5lR4{I$|11MG{p0deZYZyEUA^T=QsOH~z*jBCch&VPtYQ%9#%hrA1a3xx>my<9d z{z1U0O|nl=G>0uL*9ah?o03Z$Q!TF#0INLjqMG%Q9`*Gy+)em=)zT-qIVvF!fTZUp ziU7iDYVyi9E~67DppI*FuA5ur*Y^wZ2AO$N&-Nsun7hI7*n;TaKQ6k(D_Hx@!Gpbj zMGj?P4K7Zms+#;Iyn|~x^<4~z5-6P}%?QX-zOb91o*f4Lpc|F{CQWH;8w0BwX^ zH(cBi`5CM~>a+j|H|))n7Uv)nXOw2Z!Iu-wz~9GND^&K53#Wp%KV=ajl$4!qDk!@= zz~5Poqp1HK84kV`HsVpVx}FB}S^D}sr1bO7fi)v2`TKjpf<&r}T9&}9`dmr^T3K@o z9f@BQ_a#m$JY2~lru!vM7N_<@5VN=8^_)jP4q28=L51xUE!X7|C!EtFtgUj_`WhF| zue<&-lLQT(0(CK*Z-Ynj^8mGLS?0zFGHGm#DfTfN3wMsHcoQA9Ht-6$FgtOb5e_i%LVx#!*cKVX0mW0gn-5uD|Y zLJ7_#04~LI4A6a@4R^ttLTt|hTprfI^@N0{&LpVcHap_sG0HaBIeUMxwmifWt`qYv zSCcxf=46`^o>OR7mn~Ydl&|#4EjjUzCh@_aXod;hv3Qh+<>4+W^YZ4*CBesXUZ zv$0FtUju{LHU(SrW)CgG-{{T`j9QRO_l7Y`c@T;EMp8~9Awpq6m8gGk{tFl|{Apy9 zE~NO=59t{gBVN>YjXj$mk&h^qv182Lr`pSFn(Linlms>tlhhZUo~>hWovo6`mgY+M zTn!^@hHHLK1Av15Z=qq&d?Zsi=|(T5qpVj#R)bJ7a&=mZ{DZE>sm|7^`dpNP!|ds1nAeSYCYCq?BiWkR!j(9B-T|+ zJ}(Pcpt|Wl-hd9F7>;;DKk7_y%)?*zegQgG#x6~|Dqt5VpVswIa~}lxzCV>|up2oo zGPqr3g~zliXo?%qFUal|y^!pkqpTBMjkbCiSGxt4rGaqaKMM$(>YLUaA{7G}GqU)JNXm^V@zm+rbI)s(sKP zv7B2&&yI4yCpGyf$DL=7F>D|l=tq$2`pNA zP)XEk_9k>yhkvB_q)D0*^LHM{sRbNYdXg~6a19hN@f&YGS#U{fIG`+@|3vt`kvoF! zB|FRy;}HtR9KZ+(U(z+*>Cx4}{npjeN4ozW+5rKMEp&0r-Lwhn<;on|f%#S#fhk*^ zZZ|aN$z{+K#|4T9Q|+(FXRS<^*y(k|(O9ADW02%*k~neV zwHDpwmE-K2@e9U#y}xE<5)y~J$SF^SDC0G!fswW#Rn^<#C{Cs1$yu3r@N_;4AW02s zMplt>n$y8ZTaofEYUyyJa@|(J(4Bqh9wV2E=2}D@qg1#vN}KOYlSZOJ`+l zPivJ#B?@4aoy~khA0kt~qGI~Pd|1G?%1phwuv1(^Tmd3z4f3#~{VEO8Ga00&^Tk$r zjtx?s4KX98pryHkC#GSpfFFqUV(Tt80#rH=`h#dZRi)UiAbvhsZpE*0OC;wKn85`^2x=`+_+rsJ&o9Sl5jNjxcqsEQH!luMAOM!d z_LD2HiO8S9^%}?6ysfpkl?#`8SO!ln_&Ql9T|O_sp2bpySxg6zrx$B%n2^uamdEa4 zzJFmW7HO; zc$5K_Abk~(nICF)t-V!O@JxFHInMOFF{|WnS$bO_?;&dR1k9cZ?q8r!&{Wk>f2ve7 zZ>^&)R3kFabU?kx8_}HM;O>tYrJZD*sKCXlZBrXSA%;xx>o_zKFB+A!KnjC;Bm($@ zL3z_Rm?w`7>*zjrcp_9mww@=&4dwce1zG<&m+@}fk?{P!yu@j8uq!_B14OMn*(@BR zoP?K8*coZYqQ=}Svao#-ieb@SZ?J2HFH%D=Pv6m)Q3V89CQ|>B6Cu)#g|9@WZ*@8D zkJVTp_ zg91o3kaS9;no0+MJ#MLft;Zu0KB5cimSL?o_vfEot=$~(|@%Z+W$z;bd-^dyqgi#ul_FIG1p zha^_}7LdJ}xug2DOm06G5&ZWA2R1*s2z7oN(9e8iF4lrn$#?PZs!`d_zYmI1^0)8F zPZ6nQ1beQS<}TpV`OFWV-KoF3#&@$}=>^)`%yX!cv8@sd>PnLBficu?AS5M4g-l81 z{?)`W>ITEVN&~bfgoI$awrYOLQUK!i?R;JoAx{Q#D<4w-*1?jJM7oeqew2h+{9 zifK(g^sycx$q}}N9>#J9HHQ6Lhrprx?iy1Og19MaJ6LN~jcr<~y_7LCO3BMh)u_KT z=O^ZBrN#i1UanBB=9hl5{8eK|)1qB&MX1z(_#7LA+3O|l%6g@g4H@ypU*&Q7bCkN= zV=aaggk`J+YTcf{sBngMr%1H&$+()tPO`wYx*pk>dz=V^!H0SjxoS<8ad{M8wPz@j z*D@KGxHI|~`+zJCYpciiYlSfgM2RZ&z?_t28ImU5d;q}2)NiyB@P_eyZrM-5nQq!G39uMH1mWO7ZbSg9hu)BYD%t7&7m06|9CusKeR#?*wPp6Go)b_eQ zM1Bdgu6#2ACD1FnxJ6sd$%3B{DRxY|d!wAPiqE3rzZuFs_EAVhFTZGw^3p&0t2c|L z6Ia+26rP5JRxFDY%y6o@WZ`^Dd@LDfj!JG_Q^j2;1;{P9ilQGp{=9ZZzo?)zWQ8dWD^lRb~QRSl5!20s)#n zYyN1oMgIp{u%PpH!`b2iy@!o)dmC&*^e-Hm?-o&N#HW;qHVTmugX`VCMx!QnVtA+N zc8`o)^VhA@z-2nWl6}s;{Ob6^j(T2X>vl)-t$o_|?WZOr()|n2TI`ZQI)oUm-P-M+9O;MAIj@dPgJ!~`5fM_qqO42xAah*BlBuGDaHWP#YaH)aF46Os8(S^Hz&^Rzr?LAQ5iee-sDooa z-2aoDdOrLQp^Su3WY;ehpaGtDao}O>9NeWR;o`^ag-DoGaOsJ{=0{}BrG@5E_R^Se z`>|72jfD>bGw5Pg7NZ^1*-Nk*@i9WDMQXuJ;&@EIviIOb4+p!tMJpR?UdGo^Vk(tz^j<;L17^l{5_uY z=&^fVn1gx{7utTZ*tc1yzidnloci0#V(GLIOU&ET*Hpp2SPI{-15J6bo1eRwYic*3 zoC2caQM=OF%c>yW%XIYlNd>uQDb2H`$;`Iz=Ra6g#dqchk2vFC&|DKuw z?l>qof;QTUSawAUcA@Tn_-+?h_c?oGmSoF+EDDb>O)uHs7=M>Z2(hUF0FN}%EY970 z&e6lEWKXG(sF+z#DHP^=uZSkl^cOePl)y3!`!}uT_n1f1g05_UUM18QwlGX%AH)=S zY#a}_b~|a3?Qx-F8=aOVKX#vPP_SWI)Xd=^9%|K(xJlksC43qeIcbXj5m{f(iEflw zHWhK@1fy$Qq?MQCJblL>MsNTnb2N8Vp}@E%*dgFK>6vsj<|95!M0l@Pm%=$D75zvD zSx=TyBC=DIw;(>sZkyz_M$JCfk@(Z3pb>X@9I|1;bD1L^hnHR4Wq6^2jG8$uvX6Z- zm*>&AW&Gtyn!0L=o8L&#mVtS8Dd?YR!XV*d$k9X^iNhsxQ{ZI47MHT9y1$>aEE~uXLvE-sZA!Z% zrmz48DN_}9vl(I8vOYlXzbz~?;n^|!1&%3(eB|45{#)n6RMy{$WaGPj!pbojYDQtZH*4A;N zJ!OM*$-n0-xsHVDStUoQC83xZ+W?WR13*>b8|KnlIW}4{fAiocjvMs%gepM=F!S=5 z>q)Fkqu?uPWZl~yLP%-8EP!8~hU)F>0O>i#%>db%R5rVpJi6wEu6{NVF;5pYc{U9* zFh7n;55rr(xyKZj_hgxdgt?b06S5=3)c-7S4*H^ny;?8Jxk?{s{g#&M3mof+i&b;l z-Gjc3WcpYMsWg+FT!lnKTEjMG5-W>F_i8=3cbXIH}Y#fsI2~PDhxudCXUjc zDGQBZd8}8-r_B2=yA`4Ge5b0x>NXE(!Xh5YXGqx@fhAEE7`goxk{=!v5eB4zWJnn6 zZyR63d1QZz>#N9(Dvg9>kjaIVn8W!EUdD=h zFrodWv!IwmLAyt?C(Vh zJqva%7bY)yYP7g+Q85ms7*|gD-8nDYoRXza$H+>Yj@1qOLfd)IH>(6zi$zT<=qm?j zz;LW9M%GnddOh(LIA-h&(0BH}hY!74{v2$t%&PyAd_a78x>}AiPLn9z6#D`_ zP5dU%)xnALO!FN2f*r6Ni&LiS<$b0omc(RK8!IBvFd=!uL;2P<6gKfWG_g0HSGT-- zcFJy^Ni%M-UYZe?tQq=xs|dh};&BG5FF-G)bn{*}}t4~Bs}IG5v_BJ#N?%{D~}*qMWq_@_?Rbk5IX_c?~dJ{q98%q_OZ zy_i;8rsgEB;)s`gdq+*mj8r3;ZMieLWsWvXDLB@~Ir6WvZOKCinwDliML=>a3RL>9 z1xt<3FYval9CEDa3=8Z45}Dc9$CP)@7z4_n1|SpR0w1B{U%*9N(>I6fW>_tD8tTj} zA(=5T`_E#!fO9w$1C|krYcdXOJ1u!^JYodb1_Kvk_EjN+tDjGXb#LU!_g37ij%mKY zsu2Er_2H;BD@3^xe*SvSgiSs3O}=X+l*quW|M}4@`Gv`HZZQ+{jgvtn{6rJ}u@))a z!>+z;aYX&~C+95QEsg7Vsf=P{{At%1i1dpt`$VLLD781!fTsh#1D0d!n~xtFn?7px z2rXOWF7Vr%D%6p<91QVXd~Tt7KHc45k#@&h>6-JGBX)}$QTFI<5c_~??xk!0B z4O`lTB%X+EKyjJCYB$Z^{z@TJ_;||O)OeQl;l4>}o1;+iTF}4^LH~70!ZdY?hCOR! zjRaW!JYU&N_4SlNL!v4Ld>|E3wTMv2jjnHwIJh|;@?+-d2ef6eo21x>4}WA&5CQT2 zJij3?2!(_yZW{E#E|!D4$XF}TwgjJ^RzPm|QdQD`$z&$+-a}_AgTRvrOUq^193{>hNaFZluN$VS; zF(I_dYzvH7h1M(rNC*EP^3riqv`lJL#2sB2tB%jEiqBREUzgm5Bby`TL1EN~+T>Rl zQZft-EwRbVFd~(BE~RJ+44UQ1gSJ(&a2=s0=Rf5KWvF?D=@o*h{sL|1@}{r^V`VrS z%RzGd!yT>@Y%*?nmHjy>j!MXe`X(zVWZ#Ig2>Z3JTF!7Q{y(_Iot_T2uncY-gu?+f zlH)v?ZZa^?Wf2xk7!8PdoJZfj`w=$T>12$4Uz3%-ce!|}$1~VmQX$KFGj17t>cv6+ zw-=z1m!;UztThHZ5=Bwx8^Of!{G1zb8(5D(*wEm5^yTMw$}Eo$$C0n|;Hkh1CW#u&5bl85)1J9EEx-%1?7T z5ASlYWseLeG4J#x!mjbOn|L6Hy2cN^Nea|b_mBPx3OcKjWZlSomosQzinHP6IsBpv zD`+1fp=%fir}5fSCE#3d;6wrn6;bT^)?9}IG@A!!){QnkhtkQnN2-k0*xw0L87>%7!L6<#~-5CqYj}ed6uO?ur9gHFj5_RQL+>cM+h|%JV5(d}%uqRyxN;8`u ze5J+yS%(0sOJ0M`7WrPyyUyy2d=G{jhL3D|`z}(RYuwb@&_E?^+^v?pH3`}}3XyWr z9b+9#(E9q_<^Z$?6lCfW1Q$xp<{d^$7huy29XwqtJek8Wtg%aZ<;Esy=UJVzapY z57s$zs|k@#avmj>ZEuStxfBbT^wbOKpjM;g(_em|T_BWN$}3(}Q2;nNYDSHA)Id`G zZrax}rhT8<+8Ljkw{%<_iIe~#C``(H{2@aF|eVRZ(-+#;5c3=k5yYi<<6^ zlnqupn23od*nD8B@hC5ZWrSgigvK-I?ke_9fd@@u}&`ZGA{m9UZ2Ya>D$1jVE13r_`WKH6)l8^}Q7rn(I&dweML z7^xymg?9~e0mN(wZ>O8LTtzIM3)VR~*~|MNMCc?37#^goR-wXFs83z*zf$A2lE&BZ>>Gt%R_zdAXb&x&D=>g%dwhP^f)Be^DZLKL!Ru^4h8oR!E&O6X z`iTx@j1!=q*+xfG!?FKBLR(C=biOZzu{KsZefI?PD!t+d~j#u59ouF zpB)M?5ON|P6f3jT@_@Zsr$5u@e%Qlq^)5>ropl}<*Tl{@ayWCHeiGW*OcAr_i}4G$ zbER8(Wc)<;s>1Uq+PZM%bDJRFY9+B#av}$PVD}XD_}%emme@MKaJ`g9nUb8U1PSy+{^WM&HLeQHC~* z0fcuJcn|^FM^z9<5j=Kn@14Rp-86PsXVMQ9#ffUB!6i0dSc!}6E_JUb_Vlrzzsqd; z%@A^I+J1=_?jm-Bcl4V7_qMDT>K{<85tw%a{XUTBFin=j5$NbZ74P7=B#adwpr5;V&BvERE$> zwvpW57JI*$3g%hDL0Kg?A|#PTiR&Wr=!es3Mv12%G`W7>=W16T=4efaOQ)+G`&2HS zN~IewUUGiwi$cj{iZ6dWQW;@#h_9u&R71$CDOUwxHJEjQ1MP#;Vh+2Qw2^mHr7ei9%T#zeh#V> zaVU<^cR)O&iZrLgIe_W{ZP z@f=^x(2qeCp3rZ=kqyxVf>{`(NtI69VY%^<$Q13b%k;(4SUuXWBeU`egvI06F6;K$ zFzSzA!~N-+rs_B?3}ww}&0{bqG*-SgM$i>3;%o@o;t?*UC}JI{lorY|rlFHiYtu28 z6lZpeNOThA{~~33u($YD?sq%pFSzgyZjsjfIwUtfxvQXXM=GvK>mWxFV?d*v=vB&N zMGr62z(c5`#897Jl1(=Q+eBIB$XXe*+Un;_cpFK#dOaiM;eLY}3+2b;+DxcYQvgNl z7mJoi7%b_A)h1?l3}&&72}Zh5_F;kbDcKo zZx+I8R*mAp2y-)a?3hFlauUDcK`U?XXXN-^VSHX@b@3yj@TERYWPcr;OY%x=DNHP<^xzKF_crFwp)vK_Yq|m8q0+;*rM=#kcU(kgoA67~6)=8&jG~}NRIH-U zkbixb!IC}^znEsn`t39uZE|n+EWuZFL#iMXSpelE5_E0fDnYYqQ{6!_X-2}_+=y51%~#F zCu7J+-bHVRHtziGv@hC@cyxWX9;ThQ$-q>*8j%r!A6(VYH@s!;c`wAPgYO)QN;;?{ zbf~50?FQquKl3MkM*t~vXE{Dv&0IMwHt>VS^t3=~IEpBBj3S~_f6cW}Wz5~2g}cpl z4N-40Ze@*fJq6$GL)L$IVv?{Kw_4=dA!|j4WRvld>JDPtVkbEiu`b$Zi@nO;OU*4I z`em&YLAfv^Tm0W6!ZMw2q-*JxD9(e&3x48WxAYFoVD2%}T*Kh+;?S&<1p%U+%DqZM zJ7U^aEQ1Tcq}}Js0}XXKWmj-cZ2cQD>J?7VR`XLPWY3ewOH0;1ly4YFO0-X!4|Ly% zwCcjg&CTI)S{|sM4^*&FD3DbAOqz^D4k)2`SEe>itLQ8Gsnwb!?1#h1L$Kii@~n0a zeNbmI52fW7zJeH$oGoBy>fkLXo}mgJE9emHoC4HjL`?GfgcA1 z%tPiFs}8n_X8>mN!W_2Nz8~LIu0PNS#Ivjn2tTpoH(Gv4W*$L0yz?Vr%%xYkBj{o# zSBChXQM8wE?`n@4?>ZD}nP|nj82hQUVKNgHtbCyJZyru@sf=>l(=K@v8gQwRt1%y` z9Q)#UcYm^)c3ElG8mCt>;Y=7|U4u)ap=fT`(8b|gb%sEEL3tAP1Ul4ovXA{b@r`~e zso$ClRz-q+ybp$?vYHLZ1JSooKM_7qK`y&IUnME-6L&A z%dcp|#Q>yQg{S&HNJa^4^l|h{U^Jfh3W)% z)0gE6D7EHum}2Lc`RuA{BHeY2pa;w7N`bP4J&{Mt#3sMQ$>!C7O#7nYgyrOMI_VuP1V_^M!vFVW=KiL z+~D1=XdypGwP#I5fc9h7{86!8b}r<)%EOZW_Ab;>dF_JI7r11&6J>gimGb4du~+dW zjS&fq%BEZON`c1iIp2(0?HspDDKG`B|Izh|NCQD_DUDrL3+)ejHxqixOEvV5h4u>^ z5{)vs6*7--9E$w2gtq&D#F`Z>yG)=qusC^H-XXAq5}#m>V`I{iKbn0upXz)xD}Vj0 zZkFp73LOJgdTM`okK)x%O`<(U=* z=u%5LU|D-|(ZRZuj@a_P;gOT8tf0*5u%Tcy;`}B16CsG3p?n#sVyvnk( zq!sXoVPH|mETU97@Trve-ch!aDGwUBN-BPo{JbIPf%DAVe5*ufG~BWqDkvWYWAC)9 zOzBdF=>WhyOA=!!06$+CD@hsbBQKU_k;2Vfbk`Q`=7?F$;QnHp2l?O>ltDLg7Os`F zNpTKcvHK)v1!;SrE_IGpfxUR8DyAo!%C?U}uzUUF_?kwXAKRGaBi-`Zvy1jj^iCF^ zny@&vaV$WV&@dv0kM+2itHtrysND- z+?eWA4sWNN#1(#$s!XbTV1@jb$ z=k@dW&@I)!!jbZqeYOhH0{t)%ExJFA{PU_&!h|foj8bdh>}%VHnyYvclO}sEQ?*LrpO@j~s=7-2mQ6afk$i+_ah}w-DJt|7372Zh5zfZ7O7lPvEhZlp zI@7wadQHbJ=o3BM*?MWY@+8`PLA&y(KYSs}^4L5f!tl)v2wm3blx#YwMcgty% z9amA7q9c{2QfwZfYoIEPFlia}$=-_Lkz{@4=kjoG#kpDj{&{SoEel{aj#K+CU20;>o1Y(YY>_E`BCY8KAxA6WUg)ZZecv_{S$E4 ze7WQQwfCM;O?6${s8Uo!K}0~QiZrQ8?@c<=dyUeIbOMAbC?X)e_fF_YuK}eB7-a*`i}Mv<{{}{d6b8&tPchm<{uB2|3^G)$&sl zIMwjw3yFc=U<#H#JIcPHMOXgZRrI#|QEGO-a=;2fcfh*9OaUX)L{{?Fz2p>gv&B^n zT;`fSR`MlUSMQ#}uYHTU$_lOQac#@A2(|PQu7f!P6s_Kled^~jy<7P+j)Q*PU4?^T z#+?6+&~Z?e+Qzf4ea@Pf+}-&e|y4E8L19q1voDrP?})Xdye_e)DxP}v1; zgHn=hjfbdH>@?EOofVBB>E-sJ>H+!;y@^Vmg$g5BraoZR^N&e-4)Yw6>8Vv5ozxF4 zYVzL5e}zu%gl8Ui*zSCaajy6jV?-ES{Op0<-4+%{uO#l!Y~$Ra+NuPx7svdWq1zj# zYT$u7!)+ts9W)!rnp!~2)@`@L{VKj)B%54__;@$HtN^TQes;TdoYF2b)pJrVmzks9 z3(6$?jKf`i$Txco34HaOG)t%!Ts&VfJL(Zl$+e{{i7JNfk8#wx&pg(yv$<6zH}xys zs6bn^K5F=TrXlwQMMiQP$~vL=JI=H?SE>+llO zvKR6Os(P`(k_#ajAu%k1R(e7nN+m?9A7K`4={7`D7s(Y&*Msr-gG_$>7}38IgwE~z zpE;v?xI`?@t{}apj`iKcx)D2iV8orWq9N}USkZ=(Y9-j=1J%)52E()?N>Yj# z!*R76!PX8>xQg3nG1(HI=!HV9jWQN7WbZZH1$K6wY@A)DzRcl#9fc zbE>GdolGvxE66BPXh{M^2MIL#I`d*EP3K~Awk7={qXnt+B%5D2q|g;|*VBa9)OC9L z?$EiWF7nfd2 zBf7;G_v@3w^ZNU?G0%hMVIy)YV9FK}Ex8M`bz4Sx-j$|sKbG-?n)U_{Nx?J2A?2L# z9=B4(?C_pYuTb3Q^&T^GYvT4AjtPnoRlDuUlpA510?cMaf8n?N_SM(^KNfCjYZ5%w zRo`EkE?CJ4*I57MNtfzzuA4nL;QU^AN=IaiImPlK=1ny4A+5YtvM2N3ytnit2jED} z2B!iHd(mcCXj!~pz^Z1G*2|c9)^d26seA=R{+RPYY4K_z5nXj#W*+nz?9`D5wT{og zqC?4E61e9|-8VS(=`W`pOW$odtZNWf1Iq*i#2Mi+dGFtqJkbT&6A;+^n6pR|(q_ZJa=Vm=#kzn&~ zrI{HWr}*!FAKmT#Bh6J?RtdQ}{Vz^jPbQ{YtL2ly2wo(DI~~jR)8o@b-dPT>FOwoO ztJ0S1s_lJw<@K>&ZVi*)jM~A3sdaK~ia$|iR)=m}6<_rtP6oz2o?=jT$!EJvx zv=>)9s=8O=47tNOR+@53* zUt3hNJg!KepHL(UPuhNKGtoHf@bk`eMH;NvFi)yU>fzSV2~~6?q_IL8lmEaZ%9m#N zyEa@9ud0xIGiyJ9{{>0aPcyxqS#9~3J4mCdW{5s} zLgCKSzvJ%Nkbp>NKo#3}9b*1T(2FK}oxu_jp-wZ9M*}xFH-o`O5)fx5{*a>S4U#5G zB&ABJe`@2AlF(lL#=6-OS(_6E#I;~iDGAP1#lGoRts5-1*s2g(dt?fmaa;#u26tDM zOVq(SV4YbS$^|ZwmXkWaZ8qeDjm|#v))?gUa&d#Jt}Qi5PWCHkrc=hMblO2n?NFTPkGq=m?oM@F)e)@$dZB@ArdNmc2 z`59QFw*Ky+S;;T%_~J)HQ*)tMvKsL>%zQ>=+EkHxbMoxpJS*g~e47Ed`RR*fI_EN$ zJ8ee*)Cj^jwQb;dbdyw_HpcvJ`MD$^d8^!)ZN^yMUm(`+U{@v2wQp~x<9DAv9j*T} zqCDGnw}T}rr3=oZ1-w(}GhQ4FzYs3fuP%ICm~Dvk%mFBW^ryBL*ZRQ?sjx)_PV$Qm zZ;jG{D59oHi~L~p)F{Iag)L2gjUQ?Oi3-LBUbzQZs2O`S8%!3B?uCWp7~{>-OQ%6; zCGYmN{ZW|9bGovOeQekXB&=`8{7&Oh>hlUhGd9)RNVYNZ7ejJe z(^&SXFUY35^9?D+?-Wakin=pfJH$wv?wk7g?BuV!V!uyMQeXmz8oLe6jmly<{utNlIt&o~KvN)t^oOK9W<-ThC z{q#2u-~ir#!t!cq*sH0U&8oYNkvK+q*pa-=vbfdq^*2S>yEm_KG_leb)Ur_U~^hL8)9wzHrp!YSoQOt^$kDnQHM^?oX6}52c^!vsvPcT#In(q>He<$ zsYY+*$@H6TxIp6^tMl&sg{`}2ra%*E%lIJKYttZZ*R-OomwE#Px2x)ao4srU;=ZZo z^RvkIFvq19ycuFC6K)RLuW(*C@GV~&t1U1qrXi6g$2XSvQ%-F^ksh+c)GkY>>XXRl zhPC1y+Oyx*HeNr%KOIEc)>K7s&E^pnzljeV_?vJSlhnS|^5+@1Cu}VU0tL&TAK5w` zNd$CULB?RV6b;7|pG9V0;*MPqv+=(WR^_p(Yk$zhTJI)$9Itw`0@AguC_Ei_@4(AB zO3s4eE8#X(!hc#vb%F(c(1yaE!zW`as^e{oOVR{hDnH3pynmarMBP9dRGpjriKUDb ztrOt$VceXh-}_r7w+^f+W>Hvfy{0Ezn^+N)n4cf<{CK1w!aRK|u$_MptRCI29;^#0 zPaGF-?sS~2-7x9OR@6#G7C|9GZV{ODLXHg@1Q}kkl5Z@99HCuq>{_IG_7YWcAtD5 z-dpdRHahYC(N7+M!m;~EwL0eKv;-QGf7aG3eFJSc zzU`42*R+n8>%3ptUhON+V|>wVw2)nfJV-3-RpHQc?>;7Kr2@(rr% z(Shx5W^D5>Qj(orLvB0vp1;eph*hytPj*e_UyAp%?#q>2ShUBHEalowKj>@p@`~Sv zSEZE9Xn8FnsusjLOYsN%uZq1 zFl#vF_ja5zqcX`?p~a~M+W4T!E+g&pwv2!>zzKHtEgIjo;*=$R4*fT3 z+VNWYmRuyZqJP2EAF)AQ#VuH51wUSS2D#|*m-)pn6b5>JH19NTD)JQ%nW$NNey)Jp z?&uh!Ed(k03@@L5>tNkWl5zzqX0>!}X_jaSRqjm?-72=%R7Z4l%s>?QcxRlp3+|1@ zrjt0hR2DtXb*{;CF8Wxs9LaW&$T^Wc6`4#5eSNYYoY++kp{AEkNb1okx zt8VGq-loFGt_MYQW||^UV+vK#{-M?Ss17s_vBxvFe6j5-v6s(Ib)Vf*=&c_f`NcK$ zIJTy~d_M=@GK72*jUjxd!zfynE2@G87QKV%FEF0jJ$j&5KLS_)p2T-@Ft$ST6a#N3 zwwSO~hiEJx`W5lc74j18*o1F92T1&zF^8Ckl!ZJjUi$P|F4!wI%IA*A6mQCA_e*aU z*qSru0|{GUVA}3%_M+p2Y=)*z$&(%E2*PkR_5-han3yV?@C#|D)VV6p5ZbZVSt~Np zVCo2ssZQBo*_O#rGvzD+8&8q2%T&4-QZn1BgT=*tvfJ`5x%-U!&aE@|c z726t-nqwc1?^sv$tO3Isr83JUx7o?nu}V5@|0q_lc4*tJ#Wfd>7vyq$&q2Vz0 z(`*}3tOytp8!>BJbQ8Ds-4xmQ-2Fj#|BD|)vBe-YN7>4ES0p_gEV>eX;XlI~eNg(Q zG5jLWy*MM|^|$7*OiM!Q=5F}O;+xMS{aDkc?_QTIHd5Y8)IKTl+!6NZ=Q}>D$}`U* zMMM*UF!AmARO2)t4q zIMx(X)>-cIH+rO;p6bDP6G48W7kg5g}jr6+%9@YY4_XjXvd-VGr`d30+>}^ z2FKwn(VRO&QD*vG7swzwKJP?7l}XihjkulPp&J-*0ppse=F4BGz~sIT{b&oQXVKF7 z)%L$@8PA#Yq7ZXNT>}T@M|SU@R~>7D$u;o&KjPP?G^Y~0U8XgGG@c46OxMA%F^!KjV(AqmtZLIXV(Z`97RcPW?-XLAKieI^7Uf}pYM8vP7{y6ihaAj#j3*K(fx=!gCakO z52L%oRX{!CBv-UU>x}ETQ1^D|-y#t>SRi`QLQHB z+F_L=dXBeUbC@ZTVDJO%dIsU%9H?)dz>L=T{ za56NF83wGrd4FX3I*VkeLknKAYLoxE0ctbi>fI1=GlC>tLeVi};{;(t(ZFW}sFt-U zrlFo3!tG{NP3;49%S%t*h&~6Z5!WSuXXkkkB3ts3% zxSqFbuEv*}4X&o#nlj5Go}?v~pu01`vo`e(#j2s~@nDe_q27`TZtHuIJ5L;*#%qp1 zf5mM~kkc6Krg^qba`Uw(lRttWb*2lI5$WQd3L{mLcjdQi)xNwkVkRa@hmq>uZ}jna ztw-QUGKqD`)k$>{X3*Jw<4Xvp)(6gXHAv`HbHR-C^x&U=T4YyEBLjV@!Gp20dO#Es zM$w>VX~kj^_G3qux?p9Cf^6zc^Ba49S$=jW6Qy2JyPc&5BymqpH|l&mVs;u#Kkk7$ z5Ct3!7_NAnqD*kRP|?FPww*d65oC5a)+3u;)rp#EtmtTD*;15r`H{B32cq!5iySH) zGkRdk;-SmZUB-`OZkt87p=aelc}Ti+ebeO&oWJ^W1ozobG3PW-<@)MKNWHlolH)XSGLl* z)*JZBk!6&n9!rv}Xeq^KQ>qrD4V}-^?{jx}@V@A@n`WmT%4Yq+ug|t5SRjSkA+q#I z(`Qlp))L6K$kR6E`)OQ@mO2^|%LXNc2@B2$VJ(MS+!5nzCzy9CjfvF8J9eufcTW5T z#Y{vDZ$bWO{U=|14Hq`|GG_d$MX5$NXQ+DbNZjcVC^!*j2V4rf*$OH3ct%9qGNT zvQv7@`WC6WVH=C&5;Y@y4z97}3{%+O%?bvh{&JFrS-7od^jEiQk#{yats8^%=mo%r z0f{)H!7bCU-yd#9EBss|T3!s6-nac^z7bQtZHQX|5sOq!io6MCy|w%__--8!q&@?b zxEYFQ;Wa2$h1O~H%g-jY{3=O%q;Y4MZG_w6{9sF7-q5wW^KMz#KX;!h5-In- zksep~w@@lI>D-5A4WIO3a>}dTJxGI@=nY-F)j4bB^eL3Ev}(bJvD6m5&PN0 zRp04ir-XM^Qa@(6`-qC6bwp5aUd{>d&Beci_e4doAZbjYno*M6Vv)e$yyQwncZ>_z*y%F{^1@Ej!Fi)v|v}%8k zB;JVy+!~0GH%%EL?b)*>`6aT)OngiBGRP)Uo$2FM!3(5~70npiiAtd9r>ZcD-3fB;^8Cx$=pkP^iD(qHL`J^O9pC-iQpE*P*|)Ua za{&=eCp?e=aW>HB38Jl5z3%L*$sQv5M}0*T>X;W}!J=0r#s&qe*_ZNS^+Iq z@QBZ=gl)q9{(jfGLCPP9CksU@x2)*dhg*LQm+hz;?bshy4s&c}fk zOqDX(B&G^;h>yye^K=;UgQUpo8x1sp?h4nWKNoYu68O_i$Ai9^sx*stDHf15&Y4^` zYz47A*$IhIgNkXSWe9?bf?T)9=#FXQo}C9hHgp)Xt}WVuAM2M^0yc9g>i$Vj4M>46UBO1e9`nc1a6HKjMAeTU2J zA)k9^D;K71@9sIDUja*&2#DOQ&VJfGWP4zDYR4je+$bLN;t700ac*pQ%(d;txT0z#>mo)%O^(+tE5KTS(B@OUV75X z`K@Kc$lN6Q8SIF{?=b&VB;(^fXfUx*+o&~UcU5H;FBoaGkjKq|>ID@C>Z#RE)gr$~ z^n`xbIRMs`hcgGtMF5(-kM6c{(~NGx2bYkG3>v|CYdf)OK-AuJdRnAI+GP9X-@bJ*MZEAvhHC zOh#uSWgBq&B!YjUTV!2A3RXrryfw1!+a(+{ToyPmT~~%t?c#qq0Po)#jk0+K6$QvX zQ-JP>X5mEu*k^R6Fdlu!;0OU&q|UdZgLidoQ!6h|zSnC=1GQO4<)TajQX>z_u3mwnV!G{yM;KmLR7|PH`^%vvxw;s+lzb z74TDtlJ#6y9@+ErC5e{>3q0;qMby(#yiZi*nMP*~GH)mA%5AtuIkfbnE(t0&x}epv@TE(F2FB-2C9{;FEYzQ?qS+RO7ladlG;qSHoV1|a0!^sF?U z<;NMXmPu+VJh7W1;)rw*JJ^rD&EFt!(5$W5Qcg9&X(f=IRc8>kxDR%p{zji5k(BT{ z(J;wh@Je7t@JSVZ#$%l&>*x{7#Vm#;pPq(TTk2P^{S)P!!L(j2rTv%1rsVZvPZvG* zFlgcQ^zWuvAu%R`6pc&8vtQl0>SS>wLm+$9Rk4S=Flt=en`Ocv%OV zhvy^s!R9Y(*exn<4N{7f-YR=8LGGAqivP7bcsg~hWf-J=-!s`UcP>+%3!7hVigBBf z=4q?ltqM*a-?yy@4!okPzJ_^U?s`@>>f(OK>?G_iJkPQY#aSCnhl$8O<%x3qk{{35ln1f}=}?PPv&S_V`6ICB^rTd8goQtaDP6 zx8_Hni9<(DxkknJJhwj=5O0_63&Q|j0xs<&`@5`dQVsg&ib-;9TJeQac(m9OFSIBV=H_}TIGcGO< zDVsP!8a5uiqqH4p@6@W>5W*pn=HbTqVtYjaxq!}8s3?hUr|WK>U%}{9e61v(mX6Q& zo?yxpH(EO_%(rlSC$_RY;ZYUx+hrd`O(H#M?KG52Bk=dQxc25}v|?y)8_T)niqbU< zHGDB@n=c_>LD@HXNkyB(IG)F`ueVtdRKGx6AYs;zo*!vrcvfBs2h9k&Md29u~>0Y2qM zjbT|cnW?VQCdq7YjP&!iFle@Ou!2GSdy?Sn8xmKwF9lyRRk%FiAfHbHCRqRIc(P{E zEaUCJ@3gh?)i?C`!RGHuj$_$whf@-vR`=sC{Bj@Dlt(L8k4OTq{S)W zQdyeQU%(#)sh^(A3aDkNd5FK(Pfnz3h`TptDGFlJuFBRN0niIQd?814Z{NdIN3WLt zt9nAoZ!emFP&%8HJCm_-kA+m!!~<$Z#HoMz`ze!T-a8j9ZWlUU2_X=@hN3T*Go&8y zUk3?xU^|4C(EEz#m{ojr;MoGHF#2-K*0XchGJ3=9*}k`fJRH7+_K6R8I!c}!IpQ*? za!5l(V! z;o87`mjqlfJiCkA_;%5-<`hSNW@R7-An1t!%OaH7A8C!FqeFSzti=L3#j(T#3sip+ znJB~jDvsTk)|K_lFKIb4)f-W4|9Z>d=MVgC1F2K?oO{ zF2n0yxxFMoOYVrss|(QRcn{iGu5fz=Og4$3j|Aj+TnbZ!nk8YXJV9&5XTH85s)J3H z^_V4@>L8!y)q}tpt>ANW@}^aZs^^f2ko5b zfX4=@4b|wj8+*x(TP^)&VA-<*%;q4WXw%0^3Yqd0??tpgN(dZ?!+*H z3jl#@UOP}psf)wz9L^P;>(oHZbf-=@LCL3_U)N#H?&q$3tS38`DL$(jTPccCd4LYB zOS*ZX>gKcSZSU(#kV=|1H^EvQ*MkzJ}1fNO7KqWNU6m7^k=3H$erM1 zVRbIZMJ$T@88saOzGd0D>Td*52|nE!G0H=MRJoQ<_d-re=u;_;W}YH8;$a472aaF=NdJk_mrbk~KIO>)tjzbiVw>!=@7 zMg3;cUmZq8G0em{L*=-?+}oPFFNN$&aW1=iS~Os#sNPjkhW`kf?e6$G{-Qhb!6rDf zsjjsRdsX7I*fR5L8X1eS-IibKLWKy?Q?OMlE#AhHh?~30EqB!`i|q6Doz>Yq+Dl04BLJd7)Mdtn$T@nfxaS z&1!g955(#b!}S=b3B&;@k;8mIDVrY_7vN#f+;A~S!#i->>v~b9420h6D0b#+Qp_C_ z5{~H&3T#4=p#(?VbUA17hi80bLZlhQoO25CqITPijOIH(&c*@8ruT+>j0}w=?e}I6 zLy>h&3*4uekC9wsavK_FtxfAwZ3!#Hzt~kdY?p8kTbd-i<9Y3jFgePB1KGOq`n9@g z>AyS?l*xsQIx`%1!2|UlDsaFQ0=NDk*QEny?f=lHFic=+%U|?rRgu)CzjJG`Aml!T zFuj?S!1n@VOvI0%q4(b-2Ap-xvt=VGNbgKiGXSp= zU*9!Zy1ueL0wT=$2H;^oBbV^haK3?H#VZN6m6a$Dve7n6mkU}!S24PU=|7QMAze8v z(z(-jgh}rEQRcYQKgu6=yZR_eB05YpRo)~`jt-V~ks8qqR@nEtK=pQ)DhZI`D%`xI zrM;K7+jU5zoxC!6h{&)U2-1_sX)S0`mr*`_Ci0RiZj1kP{F;zm(46LAgle|6?lZ2u z7I8;6QEV6ssIItNfekO{^4p?e!?0^zL+n|`8&CfbX%sE^@cez|fBM!9j(~Yfa%_y` z?4K-M`QwVGT0Ro6JM4pr$d+UZYTD@6Fl6o}PW&>t0Sz6ga8me;b5C(q!g#^H_`$}6cnx<694P*9DwFKEG9q00 zn{@6H?iT;Hz+FDM^`92F%R>KYfx8U(PYav?+|u`tjDG~U{FU*Kfd7YdF%*WkdgI39 zcx5>m-T!ZB^gmks{|dnW`)_uruW|E8$>KcM{|(Ee`)ZJyYmVjK(xJN%Q~&b~gH zw>pR(4=|*3S@W`8;oL1Q^qDZpy>a6$*_}r>ZVVF<+`VxFL4Zeis{T~-#tmWC2W&TPWRm}1ZGMawJ{_=DiH4vTIF>jBJ+4oGTwGo9O=(?S z&ZvJKBOct%>MxBHs^O1;Q9M>RY6ZBifMmH;b|R_pAi`c!vIb)rt?l~9;yNR}siGYr%F_wU{VbHO4ME&XTR=H*)d2niiq6TU9YZk+{?2Gw~yqQgQ{8SnbHT4sMOfigRM$W>6YX2HwHMKsSZZz9M}(wC@s2z=j( zueIBobb=P$`qYhUT$@l@4wv^JLoEP38Am!qw68R3@ArT8%maI@A$lGSf7PEB%M*y`D7nGvcD|y<2DS7i{LGhFwcH2s_TCZN3OJI@ zrIP=+%73)b)VlBWP=Ae9u<;-DSW*Eqww;kFU! zje@Gvcd8xy@h6)kLb&+Freky+FoMEjR|b*&E)QQOv&sKi^P9Lbp#6H|azGNIiu&jG`|V5Z*w5tvWHZIH>z%AN$H}&L{g^g^la1-H%vmX~ z-z&$x8Jd4xYYXwAI`AmNIHmuivJt`=by^->x8J~Mj3(&^nUn{1N(lBv<*TB_T$-{c z#Nz+UTt_PuF~SG0C?@{ZmaKnnwF%&w8QUL0!{C|e*HIf6J4kg%tT8+nfp-0IK45}- z9jz*Q8ltWquRDJ9*P+**wDhyw^j=H5HH--Je#~T|64Q{I@80?m$;O*r$J}vod*WOX z%dJ~ke(@(%MXSBU!RC(|_<0SFa#7x_)jnNrOLJNLN#gxmP077tX?2fW?y*A?8gHc6 zB{?5w4YMW`#Yg`^oz|jfW>AqgDjKy%ZjdNE-0!v8cy=z;+vnpy=QjS5l8NxYd6BBR zaKeqmQgY(*&pm$a^juPRbJq|Z9#!U$B^3@@jZnCJ&uI+W;~Kur{j}Vh5zM{R^Upv7 zZn0m@wYW$%%KWuwsMenFb)LEHzPDrv)hB&}rufPdabNJnp76m0R+;8{b5X+8O{Akh z7*14g78WwItkcatGnxA@%h-vsr#n*k|n;G^Q%)xw|cOijnm0 z_;lTixcKO?L1fDIfX%1%t!i$lhWM+4c}6|CAXS?lbbo)9RGqY?NT~F|qo!Jj_@akP%Bzq(Try~|-+$kgxc4LmyG;r|DT9No zo^vk%gOE}|$9_T6m`nZf1kreSuJV~3&*i19`9(Jz<=)TWMZ`aF6rE|{udbXMb>Op( z0-QS@WC<51{+PIN=TRa3i_s#$OUX01N4+NTF~b@j*J#{K+6fO9J!{^P#%lguHOP9F zDf#51jVj#5Df`>H5kc$qsQ1wdm4rpK$DRECiq4oBn+-FrBW~P)V$h1p&~{~ zA8j6VzTQ9D23(rAoX!cn!03ME^sQJhVI7vo+hU*xX{l(lbblk9w2cUnn>@t5*g`xL(+WJF^ZiiCBOGmf8U6bq(Z z`Y4ZZblgAo^B=)1mWd;6i|m51mjJ?V#D5H^-9L13vTy=VIY3Q`y%@EX$dG#``HTt~ zWj_-$&}uxndqV!&cX|F`03B2A-69G1Mvo_7bZ(-s3Bq1O6U6mqqFe7AL}8asIR_Vs z6I9k}hd7o$jknhtO~ed!c^Iq!U`{B|hhuMB{xMb|f`UgAUN>Za(k%%`J?~HAZ-z?e zK0RRrK03Nk0|CxWwxb@E9LN|qUIW&k)pKW3>&UxxDO=p|Sie$}fFt`QlcQ%j2e6e{ zE)AYhA&h^uz|F%6oix*F2_ZroAtKG)KHsnZS5=Lc%)zP~$NUKIY>nccSB) z=3<<14Wh$iT*g+ac(oSv>U6nI67HeP8vbze4p%EDyfO9U9mwRupnayg_h4Pe3EafO z;+$q3bbx}W(zdOa61IA$j2O@_V0i*MuDJkxR_xaOSsKVo7P3u0|BjSiiza%@U>1pg zx=R;X@(7Uh?2$4HmX_I$le+FETk$|9Y!k-e1<>=Hhm4>BBu!T|IR^$l)rzKm>#aI; z0rEJCuSvW?nr3eEljjs_T~$}#3UK+;0f|!1hBM(|MRE?REg8JBRq@n(|5|gDs%IKb z7%Um^w-1#e@ylcXoP!Km;^WSvhepJHu;p{bfDVQ=$X!#vfT{MJ@{7~{rPIi=1yPpK z9xe^8Q5R*sK(^2Aou@A#)}>y-i1vLK)CTzoD=0AG&T+3Ke1=pCl1Y$$=`%3QVV+wZ z&Ws-{8TGd_g-zkhW0WKu5lUHNf8w|EjyR|AC&G{WUHdkU@&iLW-koadtZg z!L^RR6=yPlNk`6;G)Cw|a@H_vkL=crib1+48m3Xp=#;hg6~c4B8Y|pmD_;Exc;k1n z!g2yb3D8B|%i*MF{w@-x0PZ4+Jjgj|$`!A@&?VUTCH#cE^W-Xow4aFIZAgdsc$G+& zW~SWxdNrGB3_%sp9UwV?$|$^bPMabPSNg|hN&alC1n2y>a2V(hAm%x6>|`;;!>StC ztW{e6z#!^uosS}{K8KNRIF=cCFZj4~ z7X^VbQJ=fj{svt5Ur%uA$eeH-Ark(M$vv@qg;dv(g#YJWLi`BTE?Pj<{Dpt)S zt(HSA-vtzJ&Ve3T-Ap;#WFRc=z%jJyLLw4;wHOd)daCZWn9O=Nab*_zP$2nBK~(+$ z5@TLcT~~qa?FNTV*D+(! zmQCVXxd1OGGR*awy376p#>LA8N%}C!3)!3lOit?8FG>iLwc40A4L1A01T_}z6Hd^@ z^|F195z05`pqF!$sb4kF{6DF~AFQ*hAdGlG(ed3e8rz{qcoYUFlg@DLLqJ7(@u}}t z%qHaco=c}}K}bh&^5vRKy9&487JL9*eU-4IHH-T zA7$2jb!=?DckzSO!Vj`BodF#eszQx-29oe#_QFpN&|?q!3r*-bMqOxjdXvAb`$3m@ zFcoPVt2u!8$pHtqA0i4h;^AvC$3DBE?Xc=-s$SEKwLdW=S?A8N`prK9m`Hc=Y#}FL z3}t?_VfcL`C0ZN-KBTJ-97A8uzym$8uGKSlw2u0#eSZ)Gu(r^!h5PNO2Ke=5j=w>r z|H5H8{2~M{?mUFs)VSJ9F+YRxTtr{Q(N`W^w=gvC*zRMj7B|ri8gMKz&s7JY8BMOL ztik@QvtOLt{)(^jv>T2sxZYW~$YRvA5+jhpH*kN-^6GL`vTsBF4-8EYzW@LL literal 0 HcmV?d00001 diff --git a/assignments2023/assignment4.html b/assignments2023/assignment4.html new file mode 100644 index 00000000..afccbe9a --- /dev/null +++ b/assignments2023/assignment4.html @@ -0,0 +1,1776 @@ + + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 4, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ +
+ + +
+ + + +
+ +
+
+

Assignment 4, 2023

+
+ + + +
+ +
+
Author
+
+

Aki Vehtari et al.

+
+
+ + + +
+ + + +
+ + +
+

1 General information

+

This is for BDA 2023

+

This assignment is related to Lecture 4 and Chapters 3 and 10.

+

The maximum amount of points from this assignment is 6.

+

We have prepared a quarto template specific for this assignment (html, qmd, pdf) to help you get started.

+
+
+
+ +
+
+Tip +
+
+
+
+
+

Reading instructions:

+ +

Grading instructions:

+

The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

+
+
+
+
+
+
+ +
+
+Reporting accuracy +
+
+
+
+
+

For posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).

+

Example: If you estimate \(E(\mu) \approx 1.234\) with MCSE(\(E(\mu)\)) = 0.01, then the true expectation is likely to be between \(1.204\) and \(1.264\), it makes sense to report \(E(\mu) \approx 1.2\).

+

See Lecture video 4.1, the chapter notes, and a case study for more information.

+
+
+
+
+ +
+
+
    +
  • The recommended tool in this course is R (with the IDE RStudio).
  • +
  • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
  • +
  • If you want to install R and RStudio locally, download R and RStudio.
  • +
  • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
  • +
  • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
  • +
  • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
  • +
  • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
  • +
  • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
  • +
+
install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+
    +
  • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
  • +
  • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
  • +
  • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
  • +
  • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
  • +
  • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
  • +
  • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
  • +
  • Do not share your answers publicly.
  • +
  • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
  • +
  • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
  • +
  • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
  • +
  • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
  • +
  • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
  • +
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
  • +
  • Is the report anonymous?
  • +
+
+
+
+
+
+ +
+
+Setup +
+
+
+
+
+

This is the template for assignment 4. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.

+

Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

+

The following will set-up markmyassignment to check your functions at the end of the notebook:

+
+
if(!require(markmyassignment)){
+    install.packages("markmyassignment")
+    library(markmyassignment)
+}
+
+
Loading required package: markmyassignment
+
+
assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/",
+"blob/master/assignments/tests/assignment4.yml", sep="")
+set_assignment(assignment_path)
+
+
Error in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).
+
+
+

The following installs and loads the aaltobda package:

+
+
if(!require(aaltobda)){
+    install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+    library(aaltobda)
+}
+
+
Loading required package: aaltobda
+
+
+

The following installs and loads the latex2exp package, which allows us to use LaTeX in plots:

+
+
if(!require(latex2exp)){
+    install.packages("latex2exp")
+    library(latex2exp)
+}
+
+
Loading required package: latex2exp
+
+
+
+
+
+
+
+

2 Bioassay model

+

In this exercise, you will use a dose-response relation model that is used in BDA3 Section 3.7 and in the chapter reading instructions. The used likelihood is the same, but instead of uniform priors, we will use a bivariate normal distribution as the joint prior distribution of the parameters \(\alpha\) and \(\beta\).

+

In the prior distribution for \((\alpha,\beta)\), the marginal distributions are \(\alpha \sim N(0,2^2)\) and \(\beta \sim N(10,10^2)\), and the correlation between them is \(\mathrm{corr}(\alpha, \beta)=0.6\).

+
+
+
+ +
+
+Subtask 2.a) +
+
+
+

Report the mean (vector of two values) and covariance (two by two matrix) of the bivariate normal distribution.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

The mean and covariance of the bivariate normal distribution are a length–\(2\) vector and a \(2 \times 2\) matrix. The elements of the covariance matrix can be computed using the relation of correlation and covariance.

+
+
+
+

You are given 4000 independent draws from the posterior distribution of the model in the dataset bioassay_posterior in the aaltobda package.

+
+
+
+ +
+
+Subtask 2.b) +
+
+
+

Report

+
    +
  • the mean as well as
  • +
  • 5 \(\%\) and 95 \(\%\) quantiles separately
  • +
+

for both

+
    +
  • \(\alpha\) and
  • +
  • \(\beta\).
  • +
+

Report also the Monte Carlo standard errors (MCSEs) for the mean and quantile estimates and explain in text what does Monte Carlo standard error mean and how you decided the number of digits to show.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

The answer is graded as correct only if the number of digits reported is correct. The number of significant digits can be different for the mean and quantile estimates. In some other cases, the number of digits reported can be less than MCSE allows for practical reasons as discussed in the lecture.

+

Hint:

+

Quantiles can be computed with the quantile function. With \(S\) draws, the MCSE for \(\text{E}[\theta]\) is \(\sqrt{\text{Var} [\theta]/S}\). MCSE for the quantile estimates can be computed with the mcse_quantile function from the aaltobda package.

+
+
+
+

Loading the library and the data.

+
+
# Useful functions: quantile()
+# and mcse_quantile() (from aaltobda)
+
+data("bioassay_posterior")
+# The 4000 draws are now stored in the variable `bioassay_posterior`.
+# The below displays the first rows of the data:
+head(bioassay_posterior)
+
+
        alpha      beta
+1 -0.02050577 10.032841
+2  1.21738518  4.504546
+3  3.04829407 16.239424
+4  1.32272770  4.924268
+5  1.36274817 12.880561
+6  1.08593225  5.943731
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Are the mean and covariance of the prior in a) reported? The correct answers are : +
      +
    • Not reported
    • +
    • Yes, but they are not correct
    • +
    • Yes, and they are correct
    • +
  • +
  • Are the means and their MCSEs of alpha and beta in b) reported? Note that the number of digits reported for the means must follow the rule given in the assignment. The correct answers are alpha: mean and beta: mean . +
      +
    • Not reported
    • +
    • Yes, but one or both means are incorrect
    • +
    • Yes, and the means are correct
    • +
  • +
  • Are the quantiles and their MCSEs of alpha and beta in b) reported? Note that the number of digits reported for the quantiles must follow the rule given in the assignment. The correct answers are alpha: 5% quantile , 95% quantile and beta: 5% quantile , 95% quantile . +
      +
    • Not reported
    • +
    • Yes, but one or more quantiles are incorrect
    • +
    • Yes, and the quantiles are correct
    • +
  • +
+
+
+
+
+

3 Importance sampling

+

Now we discard our posterior draws and switch to importance sampling.

+
+
+
+ +
+
+Subtask 3.c) +
+
+
+

Implement a function for computing the log importance ratios (log importance weights) when the importance sampling target distribution is the posterior distribution, and the proposal distribution is the prior distribution from a). Explain in words why it’s better to compute log ratios instead of ratios.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Non-log importance ratios are given by equation (10.3) in the course book. The fact that our proposal distribution is the same as the prior distribution makes this task easier. The logarithm of the likelihood can be computed with the bioassaylp function from the aaltobda package. The data required for the likelihood can be loaded with data("bioassay").

+
+
+
+
+
# Useful functions: bioassaylp (from aaltobda)
+alpha_test = c(1.896, -3.6,  0.374, 0.964, -3.123, -1.581)
+beta_test = c(24.76, 20.04, 6.15, 18.65, 8.16, 17.4)
+
+
+log_importance_weights <- function(alpha, beta) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    c(-8.95, -23.47, -6.02, -8.13, -16.61, -14.57)
+}
+
+
+
+
+ +
+
+Subtask 3.d) +
+
+
+

Implement a function for computing normalized importance ratios from the unnormalized log ratios in c). In other words, exponentiate the log ratios and scale them such that they sum to one. Explain in words what is the effect of exponentiating and scaling so that sum is one.

+
+
+
+
normalized_importance_weights <- function(alpha, beta) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    c(0.045, 0.000, 0.852, 0.103, 0.000, 0.000)
+}
+
+
+
+
+ +
+
+Subtask 3.e) +
+
+
+

Sample 4000 draws of \(\alpha\) and \(\beta\) from the prior distribution from a). Compute and plot a histogram of the 4000 normalized importance ratios. Use the functions you implemented in c) and d).

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Use the function rmvnorm from the aaltobda package for sampling.

+
+
+
+

Write your answers and code here!

+
+
+
+ +
+
+Subtask 3.f) +
+
+
+

Using the importance ratios, compute the importance sampling effective sample size \(S_{\text{eff}}\) and report it.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Equation (10.4) in the course book.

+

BDA3 1st (2013) and 2nd (2014) printing have an error for \(\tilde{w}(\theta^s)\) used in the effective sample size equation (10.4). The normalized weights equation should not have the multiplier S (the normalized weights should sum to one). The later printings, the online version, and the slides have the correct equation.

+
+
+
+
+
S_eff <- function(alpha, beta) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    1.354
+}
+
+
+
+
+ +
+
+Subtask 3.g) +
+
+
+

Explain in your own words what the importance sampling effective sample size represents. Also explain how the effective sample size is seen in the histogram of the weights that you plotted in e).

+
+
+
+
+
+ +
+
+Subtask 3.h) +
+
+
+

Implement a function for computing the posterior mean using importance sampling, and compute the mean using your 4000 draws. Explain in your own words the computation for importance sampling. Report the means for \(\alpha\) and \(\beta\), and also the Monte Carlo standard errors (MCSEs) for the mean estimates. Report the number of digits for the means based on the MCSEs.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

The values below are only a test case, you need to use 4000 draws for \(\alpha\) and \(\beta\) in the final report.

+

Use the same equation for the MCSE of \(\text{E}[\theta]\) as earlier (\(\sqrt{\text{Var} [\theta]/S}\)), but now replace \(S\) with \(S_{\text{eff}}\). To compute \(\text{Var} [\theta]\) with importance sampling, use the identity \(\text{Var}[\theta] = \text{E}[\theta^2] - \text{E}[\theta]^2\).

+
+
+
+
+
posterior_mean <- function(alpha, beta) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    c(0.503, 8.275)
+}
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is the source code for the function in c) reported? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Is the source code for the function in d) reported? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Does the histogram in e) look something like this figure? If it is evident that the normalized importance ratios are computed correctly, but the prior was incorrect, you can still grade “Reported and looks similar”. +
      +
    • Not reported
    • +
    • Reported, but looks different
    • +
    • Reported and looks similar
    • +
  • +
  • Is the effective sample size in f) reported? The correct range for the effective sample size is between . However, if it is evident that the effective sample size is computed correctly, but the prior was incorrect, you can still grade “Yes, and it is correct”. +
      +
    • No
    • +
    • Yes, but it is not correct
    • +
    • Yes, and it is correct
    • +
  • +
  • The correct explanation for g) is roughly the following:
  • +
  • What is the connection between S_eff and the histogram of weights: How is the answer? +
      +
    • Totally wrong/has not tried
    • +
    • Something is a bit wrong
    • +
    • Explanation is sensible
    • +
  • +
  • Is the source code for the function in h) reported? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Are the means and their MCSEs of alpha and beta in h) reported? Note that the number of digits reported for the means must follow the rule given in the assignment. The correct answers should be close to these: alpha: mean and beta: mean +
      +
    • Not reported
    • +
    • Yes, but they are incorrect
    • +
    • Yes, and they are correct
    • +
  • +
+
+
+
+
+
+ +
+
+markmyassignment +
+
+
+
+
+

The following will check the functions for which markmyassignment has been set up:

+
+
mark_my_assignment()
+
+
Error: No assignment has been set. Please use set_assignment().
+
+
+
+
+
+
+
+

4 Overall quality of the report

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Does the report follow the formatting instructions? +
      +
    • Not at all
    • +
    • Little
    • +
    • Mostly
    • +
    • Yes
    • +
  • +
  • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
  • +
  • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
  • +
+
+
+ + + + +
+ +
+ + +
+ + + + + \ No newline at end of file diff --git a/assignments2023/assignment4.pdf b/assignments2023/assignment4.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ecd638a05f4f7f6bfffaf7e6611ffd9f602e670f GIT binary patch literal 75076 zcma&tLy#^^)Gg?;ZQF0zHcr{LZQHh8b;`EQQ?_l}Mt`@vBf2|o5B@=BauovAu~YgN&)2xr+r6 z3kx#`KR=AKi<7CLEsV#;wT^T=UK?`nsrnOFzmktYz&|1=B-lIIzyLfrLN_+7f8sxU_v_#KadHizMS7*7{pg;>4{O{!PySaxKVxRo;YaXAz z`}gJO@wU6wypl)V_QQQUC#6dBWN@Q!*74zfxCHgGo>blB?BHyF6JI}Kt$4b3z8m6* zH~FME`$Fk=ZihY*_1|I!|zduqM2vCA{IUt=!)^_T=j_D zmm}t~@%av(JGVRdcDZ@G6wSF+`%v~FWVV0pfN>C1!Olvu!cJt^lwtMvJ&_MvaT;!$#lt! z3fJZSa93^p_3(nmE>CIMcwf$Aa$(R0IzmBj>Uw@tNz^Y`$6`ZIOZ>9mviDuy3HSp6 zKsU{BT26{)A5^Z@wf{CcsRI6i>vG%pHOU5n=hF&Ml8HPfrbrBoZxR3Ri}jD@qs)8B z7TrV}KVbNI9eg#Rudj~dS1;QNo*tlF(hERSaeTEt*1P?a1QOMwm1y9W`x|ulI?(;)yqdMCG#}-Xl0# zC6~_p2ezDvw*9aRK7Q;^ZQ@(&PI!?WzF^gJl*Z2*ntS_bquSxq_jO0AgP`!q_r+h+ zT#4e*4kLX>GU!)!Qxb*LQ*r%at>at%TNz@n>OfkJ7#$v~7P0$xZ-NF{w!QC2Yy$Ea zKIRdtpxi^z;vnZ5t8t<*qwoOh-~Dl1*hfaC zAVlJp&fJG?+Ip$za$ZtD@j`U^e@IyCqLi#Mlv&RMmcxJSni8$k^SKf^FMEhihoN>v za8*zVn`}xD_|x?LOABW;rGGWj^fSUIfQIy<{-zH3RYxlx#`JZ6u9h9@=jEfZ-kl5h zQ@wH@TNN}*M_N}V!qLKrk5d?@D6Y#gpXNp=iRQ~pp&iN!M=c|i-p=@Yit|C0kc1?N ze#BI_6RBE}8O3hocI2B_1f7oErX{xzOIauuwT#ew9*J=&WqLg)oiPCi@YeSyF*$l(vz zg@S=0^%7I3DsVIc;aQFdK(^q?QzHd6VzW<5{jzk0@n%VD6Ilgfe>j0t{ORBH2t$+6~+BX5! zW`=)l0*>99K}{|UUW3#qSl+GB637E`PjkN3aj^uWzd||8Yt<6BGQ(?vhU67Q2a-zx z=c|8`$tYOVg<{S?L(WA5$CEapnZR?p_AWAnD!(c8&s}UtMJINuK&UHhQp?(Yc&o;i z%2#Y$8rN$#jw~!0eG-9(IV$TinU71r;_t!=b$V%LYnI$C^sb)qJnsWV#~uJ~6rumb zP*ZcUbS_p8SJg?Wg~x3Q-#QJnBxbQT1}0itad(gFf<_vX*4La%#YAs{E~M(4%^mXV9Y_QSt{p1L5$ZO}OcX)+6-Zz}}`;s3TQzP}1VW z(i;@L+8y2k1O(2{ntKlHpuMyHsZedU&VfQNqNIcG$8Fz>im2iSoxcxf-CxXbQyTYv}mk;okzlKkJqs0x$N zdx`~5qWCpB!934Sh_HI$aZXiR2NeY5P0RKxA@%4)ZEnO7;(B5 z5N5G~0D-BfVboOGo=u4pa3@vjl&ld!c6E)xIKC`BLj-t{*_15iNuw-Bbk(G5Eh+rP zYi>BRB8PTNQf0+b-IutZNZM<3jP-2St0(J>28hH~DYh!StK82Nl>n`#{Qb2WpZcmlY-N67;EJSX?-YX}?4S=YE0c z$r|M|(*g|XEa?+9;IQt`(bvP#G0~PN78%w!Ke#ER!^A$p@LS-yuwjBOCG%V@Dvymg zpMz9#L6P?Z#8G2bX|RV@0P!}E`~@BJzcqQZ07eoX;IG6&K4&JMYAVZ6ebO3f9ytwX-Ib__4Bga{=;}i!%AR47+=A z{*+SKsJvQ#z_=+Fdn6{YQZ6qLQ+)Sfya<81h%T8~Rx*bMOVbUUtB8mZg>0CL6lO3m zdCiAD&u0{G8oVc#D}&ApU-1ku=$+wBDpdxLbSRx9*8^R@3CrL#S3pDD&Rz50sel=B zr35746{;WGW&@J=FZ)$Ucx)G%7E7fk>aItrJ>%k$4EjvU%~q6WTa5W-WSbp5K!XYm zagCDmUE9eM`5ETLlCh6NS|};HrWNt3;}-f%G_k8*OiK>gxHqW78x^9Y>#ycyu37L? z3p|T#NmwUQmQ5tOV4m*NM%QOwR4Yv#(hgB4qBTs}`PvS3gJ0{sNC^ESwlknT_ zhm~ZOV&CK0z}l?+CxIjipR;(r0()%{!)IcjUA9D%o!_DI&4skxP(=Leic$>Dt8{H^ zex6Q|?J}qK^{DY!2?mGQ0r|KWwRjQb^D4NTlaMuhF%yhc?RnNMh<$aydWQ06j&mVY zD!+{1rT6StWp()W;~^bZ3WtjFLYtN}cBCWnpFv1!aV=81OYQuY)bSfSmk;a>tJjCF za#U30Z*etBGdW@ki6XOFwbRSWQS${#AsH_V`Q;w)cU|!6x*&e5YTohXBM(S26A7-L z(%jk&^Z7rJK&JF9Fs61U|F?wxd;Kpvv9kY<5XHsH_WwrIG~ReEUfX?MU50Z&K?fSg z-ahgFgD6&e)|mljqvM2K#BrlUF?Mfu$pE@|v#jZoN)4W9?k`6L$jqPe;MH?~Pmj-> zyq%KSy649@zC(9HXE4&7&>^O8^1?9Qk9d)D4KIRXMy9o)UxW_q-*n-X(~nDEU*}=X zOZCk2?_6s=d>TXne7_%Z-`vGB_w%MfQ8Bul2S`xGGm8kg2(f%?{~&aY+spi@gM4&n z(tclwDdfo_Cvj`!MSnw|Hy_Tc-cQ^AKD69=p0D=BjVOP+6+IKb&Ww=QInSLjQLE=h zuzFTyg2TnBbAYXtVWDt?UrmirW1uEdckRR3nFW5_EQ}vW{XSS+eF2QWmkw{a_t8(l z3vH_tC$9Zre-ZT;M!xRy^%?xVKg$=u`hH&7E48R>jdeJfSt}%?_6niT*S#tpSS+&t ziBO@ZSkBr*hHf|3RNz1Sq*Cv?ixv1(>x6^I%a6aY}@g0GXXCVqu`q*)zZfbrZ0xrO#_cMczlb%t*$ z>qGsDkkAV>n<30v%qiz+3Gn$o9+Ec=j;Tii%;(ewn}Y8xQBFi36@X(Io1vtq!D*42 zotFXTDq3FFB~rYOI6C?e7#^#xlX~~U7ftFD^-Lw0!+zf!VjX3iOq(S|6(oC9aJt`l zAk^Y;A%sa4b|2yF!&G@bgUDDpzYzs!Ce52AvDe9-Tuf{0 z<)@(36>X#A2x%P%N(!wqtvCnyD_a5u+G|TaF)Pw&Ap8+G3pK>Jpy$Rx8(4u4?L3yh zb)YW}Od$iS%la&MF_-LRP0Ch=7e{-RUo{7}P$~#r)wz_QHPGYDRyiiGx*i49i6Q_w zXuc>jl~yBZpn>^(41HMq9X%*~#*HCU!Da)aj~xQcIv;Dn$Uo3wuiTpZ>!a@PQ-N!i zj%$_*l?P`A(NS()BzaY3mRdYIwt`%=dlK6mlw_uNj_l^b{?76vdxqD6Vk^OyTN~@i> z?NCn$O2;oVIVGP3jB})p7nJ^C9nzWEhMi|?CyJXdp-we#jEA;2dyD3`wl||qL(N(W zCchF`3PeqE?mL+Iw~YQul{Icql;zWGpUvW^la%w>3I6YvajW&3Q#2B%^K!83)S2X8 ze9$sXlz<`@UT{f1?!I-7z%#wh?O`S_XzKMpB=_|gO^KX-$1Eh|BIPN~#eTHcqgs8~ z2^S!)fiY1&H7_ksvbR~rRfz#&WC7Ve54&UD>I_YH4)Lv-cjEhFvhM~me{9<91}AK* z>}&13TrZWf{j4ukMaO`hnz=?|5M(DxnKIKqy-Ph%avTztMH~ANl$x_$T%Ne5Ny*-Z z(&ecMe1FFd&=g>Dhm4bXIODg&F&cx5T5SWXnCU|^qwwAVL2)CwV;v;NHU&<-LgpFp z>&GwcVKChhV@-He)*Ps?GC)UY5kfhhLtakSA?n#3vu(7pH;>B^6<^-bnL9JIQc2?^ z;@~Vh^(#YoU2(hR^yQiCdr29n2;DP?tB|53 z6dFvA6MFIem_^>CG%lp?2~{xXbJ|Y_WOdYoJ?U$hR+KeO{Wcya?{c|qGg)Wv;WJQ^ z=oMymhH~VYpf!->{(1hCaxk+uDtWV_=|^X#+J&ySDN)gMyeQVSTL8RvP0DOwDAa`a z&zk;S8hSfPOpJLJRQu6bvciSN(~&Onn&7I)W0sVyrw^qaiFGIHN4BxB7dFAL@hOTR1$E0#Ruvr1MXA9@>G=-#kB>5QsIJ@M4klK6r?8 z%(%5J%(BV_HPmhb40#UnU|{5^Y9kHnO5V9~6+u$q%9&1dfPnXG7$YyCnl6U{DGApw zW}A%1ack@)BFsFq1vsIL8DPw;MpIx!VHR?PLM1NiynZ}gq^PH1U&i-_z>5P$wVbSq zNx-rkQ8F8pVq5xMsko6uLfu}hjVM9aV-T4ia)4I&THUZ11-}1$9>e%TS=7~T0BF!5 z>~rp|C-al*z$)q$xUZR`XFt%Fb!{|xOhtQcNqH0DVz(t)zq^Z}!wugs;&8;Tj5o3HC}h1<))$t_XK_3bV7loe;okdN<BedP%~zaE2PaqwF{T( zHT!bndUbHtdUO)1hsEX>2-0#>xkOmT8c|6Rlwe13R!REwr5_IeydRAu8*(g3Ri^ST z(l#S6;_H}|Wzx{5_|jA<>z6~{BbbgG8WJka!=t_qDlz5s06f!A(@qonpjOSCW}G_{ zC}pMmekR5hZj_yphSw3t)7qdFUQ=w~MV?0$OSR%=`YHCC`C~y?aJL#tj;^ufiO?;< zl{msIM>0z}ciAM&4W-=nt-fZCYR)zWdUTjY1=j1rsS3)7w;kqWegJ`r`$LbB-FkwruZ?~3f}{1fYp_n2(4G{A(T~^>cL@3 zOfs?3n+etDmoNa=x^do=#RNPqDO#KXWpeo81;_pN!T%gr$#TJ5Jjh z?vxd?yg3cVu;x{ko+D~+VZ$Kt_u)hL?B7xqhnt!e*0&r|xhG~MZH(g6zYfQYlTV&? z`3OpW)7sqi{UBgD<_R4O3o(vzUg@Auw@hA9B|Mpo~?c?`1i>{6WpVF?er!r6&qr&|-Ydu{$ zAu;2is<%)VLaS`#SSPKjSZJ>FXBe&DroR=!mw_wPbE-sBj?1pTD}>})K$aIViKchf zPthyS4Lnk1>Sfx!>+^Sks(K1C%u1#j%!|6Ob~rf*+fnAhePOJ0SAIfL(|eZuOUxH5 z)mH*7StC_Yha`+MnqwI6sT=l4%`1QoDN4Xc>RzEAt*%8E>v=tXR?Ph%qJ0`_KlTAK zst#{f6x6K-0KtG89QA9D!ZnW+`biJLn^nH-B!y}PHPOCO>xJQG=`HJ1K{ z5~WKjZ{j|HK&f^CC+GqPvF@%=25Nb#8r^#_Rs9kAK7)Yj>uHL++RmWtXHlpU8?nq* zx!Ewvrv2|aZ8mcbU~GTqNY!8z=62`QvJ~qj9-F`;n9oxa13sw;8Q@gO)#&I|ua?=K zw)A>f!u?IX*@`Z?Akt$yieQkweU};V=#iWwL0g>}5Ql(2Adp|2kL5ha!-4~r7T9YJdMF%qH1+++R`Yg5-U#e65cIO zzXvLz5Q=hTK*y76DT?sY4FJK(sb8+9l2JTNK@)gPXtL_uKwX=LEo3QKT@jQiSY#S! zT;qgP$S(!`%ZLwR2y-$hTv3my*Rqpcbh&S~`mF4j@IGiBgppH!lBwdU1Y{YX-}#pX zp#(|HI29UJvEK9+1*Z3y1IN>`4}wi^4~A8}Bg>5RwS7t^&)UVladof?PF=6}rfVJL7+{)H_SIzsNaG=*f-V=AW9;av_R5M-&EHIs)D-LsabR>u1{IlDz>5fmLff=W3)%Y@&#_u*# zMNyI4tZriP{5{A+-ooD0Ki92SFMU)FZwiXw6f>FtKhJL=u$ra-(FV1f=vm|o*?bOk=3#pO{$Lf~y{PLH` z?&Gs~_w>28zk}on?;cBh_+4h-H$JXnFlMqW&3hR66;5}{mgw1XiszWt&izpnAN8qC zJn7vDCpo&Nnsrdh;?v>Z4dl7LIlrG+^bpqGLH$-v3P_;JzD!E$XBrS5@NlXYztuxN zG=5Uvd*&^z4Ri8i(3l4E?KTvlOP)^_XOy?7%YYT?n8NP&(=EB*w^#4G*44Wpdq3sX z8c@VNYb=nwViY}0@!9_DN>R(eZ5$>qj%XDppb%YbG%4PcNp_}V=3?h9XvGgSaMOVMUPRNXVuhTVuw3GK+bQ`4yS0{D7;U<39h2=WZ<_s(PjuEh8m`!3`oldB(B7Q_vSg zT&N{b^cM+K8|Qz}K-J#mKE7nMkfgv%0OtT`qaKxpBn`$Bo^;{w8_ zA}0^dLXY#F8fLbMJs=s{Xf8FJ^K2--xuQ-1qA3g?UP5lWqoP3D6~4g#Pe~I9p^mI zkyI2cplMCpn_Zi^ zO^I4Yfa_Ir!4z&)&eE`AoyMjSRV~(ZiU9m(jw&M(c-0WV7s!BQ3aoTQsOZrVS z6FPr#e0!CCk3g41R`Mh#ijnPZr8oJy5^3nF4;)=uj0ECO9;)@-EIEs^R8`ZEnKZAw zK1n<~&8vzrz6WW2U&iIWmOQPkle;OmRcC1l56YquV8Rs(9dH+>UjKCsfd@vD?$ihC zpg)A=HNR~W=|5izSy$a~R?>BGGvrjq;c-qr-JA&9DX0Hv*_~|u1MSXH%n%xg7UtQ` z*fiup3hI}+gFg17TyY-2!=2?l#M{fgWB-CSx64JI5g3}X}MoBLbX~v^IeDnfl6?->%1n8X@OfnL-qbp zC|{r&*n5pq7>7&?b3xVXkYLcam$1k_Qq87|kg|P{o3&8?9{|d)tlt!0Q_G9z`*H~8 zUVD7ykVa{kBwbWrH{mS!AJbNMm2!<;X$l_82i;uBqUI7VTgIRm1gKtH*djKuW8gI! zhU^H7;E`}Jp3->D)by8SzkJHI)S(JuCPb_W_iIsM2N1zBEg5TvOy_$mMfod8ao%Jm zap0F^$xUxR!Dp0uYGF?t!R%-10@%vOyMac_jSi99&WTrRp=lITYE-4^1e5AOheAl$ zm_lC+Q#I8iOi92H5V#xh8NYQv80Fg_Ar=9bfID3-)CR2vd+>GhzcYeCxL^&Dl=>4r zPMD=uzBRQzl3N3f(W}f25rf*+<0QTzG<;gnYOUoM1qi^I>Mc<(cLWW6YDfe=jdF?E zF#JmgA+aAHeYz)FKtS{JO;2Ny9}|hv&v-o;IJHUPyd`Z0$P9%-Rmaejc)7pSH}{`L zxHK75^6GvOmU>clhqeL2?x3dzYH*f?nf8k10?SSyuG<|%=N!Y*R*_SW0Sd(&T!(ZF zMlAWonc08xzB1v(rBn=)JfYt>1miwfzktITol4xxK%}(Kpx)&u#YNEpo*FxDtcW?C z^oH#PH!kjdCyL!6L-e&niXJN7cVGmBPBvvGfx)T4*665e{&8PLOEcsm+-@0f3hfeHH~RtWY-^c4CUdW zpO`89`)zCS@ax}JL|*1v7n+A0V&FYb_vzN#e^lk8VB}T*j%Fnl{!%Svjhf~VzpLjt z%X1FkrPF~IVm}T+tZ?yeyYixA!|u0owEY`gaJ1EVRNvllSy=A6UKwQEW4GQvFQ|c# zgWFbXaH)sOiibJ?gmcKn62wO6C}Z!c2N~lS5Ab7kJcws$^EHb)TGQ6BPblWO2QRO{ z;{LU(FXsrw*E0-W#+o;N!aRg4LF%wS8N;4V=3DhZrar_2Uob1;G-N6ofcGBhodLEw ze_ZkmA*$!pfNPd5j@JUKz?eehDw9czJRbX_h1PK*=la^4CpBR^InTQB*?vI|=xS8) z(e#^Yqo*FT1$v+^cUju+t;#_xkvYaGZr=Y+12`Qt4BQmrS9ieUu`9Z3lec?n!hOi@ z`k;l!A9JpT5@5y8wgX;()St9JhyL`X#K*0-`q+_mCCtw}4I_Uzn!b~+ z7&t}>VM#?0^yO9qF1eI3yr3ySv!xyjsMh7^(!L4+9Cu(n5%Ebt)tO@Z} zofVwSftaHh7ivLF9MAUdSXJNom z(6kop(4Cv6SSP;q%1lJD{N=p+NJyAhYe&k1M#1T@M}&_3Y6}k$|6u@vowQ|(J?xSHxSi;q53Qxy z%-5~w^)N*{+>&W~B&L=PM^D>h(ec9Gkn(Kis>=Ce(<{J<#Q&B)6fp|Su!+|;6aasN zqSd877{C;Xskf;P99Spc^?5K&T)Xb0Ua4vUi+>Ex*?@-^J{Q0b5u$tjhmW6Q0jX|xDi+dvM{_feD^)eL-U1q&g z9Jj+>zv#a>>*oK9Q=#a;IL8XDsIUt5DekEU4Urhb5eI|Xh&K_3`!ScU3_gnJ8v%iR_Fz(WVMc3V> zR+ZxWvy}e4_iewRGys*G{~s}M{Ex)I!ScVgByl_bua;y$`+qIT0V1dbthH=ZP%hdR z#w=_uNc#j?gwI#ye@6H7M$%c>>xn&KbTaO)$<>(a)$wBVee_m|ck*;XL;fASKOpY6 zd#?>&JFc&Xy8`|ies5J;Dd;0!JwBYYJk}xZZcJKlM`?)i0^5@3udh6mML3aar<9)P9HA z?!1YtJj0ZZxusy|JnYs})N*@v&oyuwCD8Ay)(lomtvbmKZOcY=6w4$|>dt~__9`W& zS+VQGv>I+)qr#SFi!s4vKf-OOJFZfIMe0e*l_vcL?F6?!ApZsk5}0r(?jV~}`Pgyw zDQnf{1@wNlxgQ@0{G-&lMP-M#aX5Fs8{|st8xr zPK;`%_FA*M53Z00^e!r4*{<&9qOClbPpIs^k4Hb}&IM{oWK5LFpfMFs@Fob^-(k`y z+$~R&+&(B!5t=m)aiSUG9XzZhS2HWmuXR0Ibl87q^W|arWoGF}mH4dtkC zN5mTY8+`ddHjS%5N?goTEJ

_SwRoN!5rV70Py}&n|f8O6Go;Tl|rAm|#L>O+IF~mdF$UlD~ z)Rx`evDI%U`$+a{VC+Jk4c^E|rn3C~gLtT`V^%S9LPG2;n!~tUq#V27O*Pr`eR1+@ z2(IOLKPjm-p{s%v*PwR1ph5XWW!}Vl)fr709nNFHi-v5Sfa%*c$a(3bBgI9Jaj#Jq zsvW4q=F0B^QE?#Xr&Ha*?D$qkRO~L5r_?A%{gV>MS`j)5t(C6s-y$VLsKnQ-Thvq>wrF2^!l`=pdvdA%m&befpD1 z(X<)0g2SsMFnKtms_Z0SuV1UTQ3bl_JW`E};$3ULGDOQ)0w+d5nKr`ljkJp^PWNi= zXl6HW9zi!>j+-Ni$Y{dfw7&OtX>TeRqt{KO>8y(B5`w>u(}ot~~G$*u)!`JVd)Gj!AOjD4}pt^yCs%jN&-To3cc)hEZ z0Db5tN)A?o*J?~WwuC93xvT2MKjWgdM%03Pn85W6aX2+$L8)Z_A_WUV0bLtPC|Hlg z5Hg`e9@9#>f#la*s0!Wk5yy(vS;AeYZ4U8zflR%?ee#VLd3(eEEb@`Mj_M zd*BLqCfQK0ZsU-gBylOZLx&hIErn41N%hL1C%`#71<0cX*t3tKIeGuA>Ee|IFE zXmhef0Z3{pv-6Hb)SiMUn*A%@T$E%;}mo9T0qHh|maCI9Qiw4JEBT!&PC^(EdzPc6<$jI3) zcdDDiP}V;=Xc2(Zx$#?7sdR$(;b%=UKj}E}PFS!X`F@ZE zvCusa+n5rPra`UFE{V-j*<_iYh#^44A7MR8m+BZ%WIu=`X^Cl0{)x*;zFGv!21~5A z>L4bslDi%EtuFI+USgo^K{%-pwtf@~?5Ul;1onnGp;zhwJ~?my(0N-)1*h}@P$L)p z;=|OUgh_pTB<-R!mX)CE;ix-O(HTx)^u(bz&NE_3(iy|9;+DXw;yMBq;dB5?)x_qF z#Q3m8lI^;FqSVU^p^k*@sUyupyua-Aj#yGI?}5gig*d_BMQMvhNzb&!1dC&T1w?`p zETz_VTG&1{4b`o*2%=7j1hp_su^Wo(W!VPV>rii+ zcz-xoW%WWW0IqSbLsHIzT#}=a)TTnWuqlay42$@}V54Xd3He&+x!3EOTPEH=wWT z&kW|atyL6T*7IFY-W=Upd1-+4TvE(=ET_ZJo>%UgADp*i1tlcuTKFEHV%}KSQVegb zD7|vWe;FtF$FG7_&JD*mEqE>h2|H3iu^r|p-v2foBXiorUXy3eI9;UzD0&cbzc7hgV9PD^ z?t04JI_C~xK+QkeJ^AT#C_Wd69O96^gvd(%&6JgXG`EpzA>4GS+`pdp!vmQ#GnIP> z6fMs8e#w~5CB8ncexi2GRHEcD4@>QpP-ho;a=f9LF%Z#!j&$41<4j~mhOu$LJeZC7 z;P!clMG=OCkX$gpfVEQ8g@Z!SB{kXuh2kjZ!@_sfu8~j5_BfI*uTr-T$`g`z=&9al z2LTc5fCVLm8PZH$frIbO+<+VrkzZJ7t?f|h7H>p=$}ErJzo=}USx$|$C7-OLZK}tp{!F<36UHFf;$&vg<4`0SKbFy z{@M2f^{IjOvVY%hGQF`WR#f>#L8k=0ah!_laUs_`d_?i~_a3z@0&!4Eb6DY#$0%b` z0COilghd{b30@jw<{9!Xia2upyfpAg4jEBklMju%`C&jBKcy7#buM~yZy4uxifY<@ zVb~|o+$k3Zsb;g>uTGR#o7^`|4eFY!VLOK|m`*WOs2~&INY&3o6^=mM&EbRJ z%*+6Rnb!ti&J~25I_4VTa4*C>p7Rohjd%vA7-JdC&al7xuIR}+9l`04l?Gq=bnT>l*SrO4^_r^K(x4d&e@HzJ6y{4-DJu+r zFW%KSs$9yFA7lQwq!LTYE+$Pj%OLjCaDHY(Tl7@+0 zo_@?wVD!&mta3R}5I-!#k5oAA%|;TFYGD3cnhQ zHU2g*E8Le_Q&DpzFtu8b8azNY?ISM5ME7Cf>n32OKL&s|q2C2aeKddJpNNkxW@(|t zD^y8K{0K(&hv>|5!A1b!f<6@;sOZ~lp!uZ8cNv!YyC-`4@kYbCubN!Xoxqm4d>VT) z$vXg;A+P7Enm3nuKCEBUUQWy;nU3Z{H~wF`K7O*N2#y+&eA^wL_LBLYzQ~_UP>;Xk zH$6sVj}yh-wToPVT=f3}3QP^^W@q`H`Krgy8fzHA`+EMk@Oyu0sBR8YT_W3Py8#ap zYYq`7vmcHMd?BWeUoZdfyk%$npYWEMgM;(`GZ4d_jKk}=&Z{eT4p_PP27(AC5;QWf zM}Rx3UmJ318|7My=Hxnh6^SY&cs@JNqNbd&vq`UtCcmdnL@UYam9t8^Qb1r$|njTac%QGX6U~ zdhY4f7w&ev5^~eG!j9s1y7v$-;Q!|M zu^3)-q@>2#mlEwchi)`07DiI@>%lQfn-9QA6aziY(;7jBhU{I2s6h3RwZd2AWo=_n zLQL3H%1^;S$Vyt1fsm}43_>d$0XDTraE-?mZAKfIiR5fc5h5nYz7{2U3V=VFfUX$C zdrw6h36@SZjKusw=*5~^`23GiY~BlL*oQc0jdb&-%1Vp=VM`D&uZO1ZFL&G}Cn<`i?u8@IP^d{}FDCH@MZ3J3cV@5M>>Q|uC*(bQ6zYv6!~<{r z(L|AS^C39MNs_|=Tf^qrzm55+Ac_EEDP`vfRXZ+s2z9^p(o*I9Rq-Y@T76{|UGuXc za7>x*8X*z>tgtyuYqe&nELKI$V^U zmHNvN#1(ux8fS3@m)L6CFM1Z_HxO3NwbrEq9PgZUr4-I->w z@A?w#PV42`b${Yo{>MQOupNdc3zq<1J{p^WS;@%==wuFzVGiypV2p;X79sjYlfuCE zBc45Tut8zke@NW*kqCvoOr1qcgUp23kTL{1^JcRmQVdW1ki?CE%1RGN zXI$NqQa=`paNAMM)ux-!-~#9(fmt`{NcUHw3Vq_x3)TBwqG5B4Nt_aG=11#dPuJRp+ax#HgxfEQG^4bd2S> z($N<09Xi#fRk+p)n6hPP2?;wsSHD3D{TSAuq||T#9-zocSICkRD$wXtI=gM$9Yi&X zvACtYsRzl;4iJ2=_m~GsraN_Ytd7m_O&#JDn@|!%0RX11*vo!@E4I2l>`oPSbuH~# zOgP{C{&CpUD*)IH&kmADhD{gP4)soF7gN-mZ)g{G*UQa_7GL(=N>*rBL5GN~H=V+! z9;`~uaqA28hM^|dcC-;~sWazOv(ndQaj9%3o-SR&IJ*8Y{5U2$#qEth4pNFre9i72j$IFQ~@P@PPVh6EeScwhWD44P)Mqa+g7$t?OM(T z$?TNC>b@%szFsrI^0)NaJiuiIrYwm=W%7)45yO!SC8Lz;m*-9*U#%Xh&3VWZ}S(wypTx5)xRgMdJ&^l$s-N%^uUM+O1E+Y7a z+n-vXHEud))cg*PGDMqC%>|!q<@pLf55|!>{YV9yosm3dg7jkEfiEt1Oab)irvM+T zu$Fux#nEWSolH8lE<+T?EThp@^$&){PnTTmO$-+E2)mWq>`TW>vT@E+He_~X;-#ga znK?g|*^rDft{jp}EFW(?c7pMjXS3-kod&m|2C`@VM?y@dLCglAE8Y zfEsUO>%8l}wys^7Ejai4``rW!3U35uzM1n(5<=JSIVBot2%Q5`=^xDd&xdOs@qTeh zUbN3x1ZSUt;K!~0560dpNR%yF7G2%F+O}=mwr$(CvD#j3+qP}nwr%6~c|Z5;clXEs zDMUq7Ma(&>D#sj|IX11y_gTqr3OsedXRMo4)tc9J^gC9yV_p5mJlErsIj1m@7;p0b z(xKq{JP4dZn~9cS0*W8c{~mo!xn@xFwJh%5yJ|U6ZYOw`;)Fzw?$0Z8UL+`YNk?~E z*}HbOe}MU}g<-H24Z(vdjN){8N&OoKTV~_R+vwa@`L5*U#&+EG732MVY4?yxp@A>5 zP5GAOk6lB1{#A)F&yv3!j+1k7AUQd?P?>T`JM^Z)>{-~E!|1E1{IvgGT}viPOC543 zzg4s=%b=0&-D0GRUagW68ZNiW%kIp1FloQhvF39 zpT#3-ncb22z?Q5B9SmA>T>bL=sxa}PJ(Z^1v+!uVD$;UjM=Ev9-!`EXVpvoW&arv# z@&XCqjKb7US)c6qp*g7S7wbe z#$CEUV0_e@WmCy#oUsvi?tI%6y8+9+bf!L%b<9J`v{;c&+)rjbnO+nB&Gj2Zs^OgW zU-0pNGRa_~W1#y7KF0pR$N!`6I&t(fzyJL8`+v#18rn6E^)PE4My`v)jc%DQHdD=` znJ6nSZ>>~WM?GRIR2`FeQM>3~l4(_Xe63o)v8%RvkCz|ZRkeq&=Zhbl-{VER>hLvvGd+$-Btvcvc%3seueo!)|DQN%+RjzSb3O3J;F4`l0 zb?G`tc6?ZmTHi4Ej4^Y2;L?39*L}z%4N~HOG{}%=@Jewudx50>kGu=_+vPh}@Ll)& zohsAdP{5NnP?-rKv=S!E!LE{e->ot*7#&}A3Oo7r&8KuEI;V%cQG&3O;_}yC%09)j z79R2=u-iU^#|Nc27%9*wfkd9^`L*E{Vxr>fNKr<1_3yEU!k#dFt_a$gs~1EG%!gzLeuofw$+cpg)xT zX#3AMm*|QFTg)$)TVHp(#fP}K4$q27{k(IypC)aai@oQ{khjFHixwm9>pxuIp_Xyi z6o^vF%kucqXw33GHsfy2y4`Vl#>@*%1~Rsv0)NB$ko0c=k3%WC%x1ViHFGJOG=N2v zG=1~Qzwau+Dx5l3-NEn(&#cBhbRb2LUYfnk(fK`o@T3}a)sfa{?}5g<0~CDXmX`cc ze}LKruvd}G>M19bE5dPJ!?Q&0m}k%-BLJd8?&2~iV`C{|WWL~6)QXkQ`?9!1Aj_Hb zdbY-;`%uYShR1k&|H7j@BD4Kg>`YtB8H4`Z4$dK6>vMG7FoWuE+m*s>%C&Xl+ll+_ zpz-xu1>_~;Qjfbj8EE#ya(!P&9{`Hb>`R+&OPXjg(kkx?k&HaIjz3{B?zhKCo##pf zT8j`M?J9jgi75en@ypNCa?ri%@ut6$J}7I0%-{w~?!bI7pULL$21$o-bqyGpqW5m^u0}t~Rge`I6s!DGsjm7#cBA9hmYUpC$$-#!3vfQk+YL zkO!j%kZT%ycSCT&{PnDuPl$$VFjOz_?pXfG3pk(TZ(zybDVnB%u2?XbqZgS&FpLm< zYo0MdIMOnDN0O^K^>6QnEhkASA!V*4W&{vIKs5y@ltbbKQ0YZ^od(t!gmNKsI49!3 z#u!HTw;?{&$_N05T$jy5{0R47bH8s_@>fpR#gqWShF(a`Rr@O&Lb$l9onN3X zsDb4DY0%Usx3u}YFH;5`<$0lAKovE{_0;b5im?HBv+s%2c<9)n)w*+dVX*9O-2Q0w z_UI&msF<{Sef>7Me0LO?ej%8@`|jI^4y+hc$w-yg(vzaI1z zUJhJQ_+jIc(g>fLD;4@Mhq-3y;MN&1vrwljjWCanZWWCmzX1C04yjTq4%F4L@gyE{ z*$lLc9{VJYJp_y!DtaTQn8e^i#0PHi4Q&Pp?x0<_qq?@=27fi!c@Jyg?ptf6lmhHO zJhw;!(`54)1fk3dC6>sK_;zBtLP~`d$@eFO7;ey}neDW}2&FZ}kE`u(j9tWrgOqPd z>w|lo10DT!b6}WjnIhX!ST?!e_oBak*We)aer$>wk2XF`-qK`z^%N|f-1gO&zs z>7K1OfQTpjY}Y=QvvCX6)#`Kq@?D4;P)Ga+vm%g4WsS#YOOMs^HF=Y&C!8z>54gns z#ID~R+2PK^rq&L`f_(cl9P;=Mt-j0SM|KevxHjv_)TC|KpQ$M;T!>BR$lUv}q!42e zICU6SBWOdiJT0k41lYedD-~X-1<8I0oWHSn2I-VBTnWKABt#2V`V7JGLg*F+FTX*f zlgWT7A28ga1zgI^19s05!g5wHqAfxWjoaD#FUul1_Mm{V$qR7oEvnB}^u~MXIzvgx zVHx%WrUAwc_~MJnBV`k|&QA_dKr+Qe-JAjDkvdBqsFUUplzVE$fQ|WON1@rZjOLNq z#ZpAHrWns)uqK3U-m^qiHjOb3RCnLET-k9!TP+CRY0P1TyPb!Qvinr9yG_}RjU;4^ zAXDe8lV`;Xp)pv`&5Irq)dWo*g_h)c$_%4uRN7k8O$&9yXpL%R4>bnGr9Hb#4E!~SPuconlwvzgFH@^d|wgyXjW`HE~w zlGuu2S4Mg_#=%v=Qn}+>MAE9N;Z%9OtmEt5*f~VGrE-QW30G2vWMg=W_vaK?v(KT# zBMLiF-f#?MggZy2_C<+yz`B!1^MDE zOfljocuCso3g6tlGRyN$umCq}trruNr+d<~bKR;?({yIxYdAyhUQ=( z$UiRzTM*+&!Ad6rmvV!~B0aNM>1=c;0zOumqq;7GCrK%?qq5?3G6OiDA;l~zvTr|M z2X(tl;^gaVO6@p zB3{8cG2{7%J3*47xS_1K18d%EN>nmRWW~QqIZ!VCvtFX!cZ0Pgr$S(+g_DN`&NoE} z^I9!vl^0~G38_V5_UrGBjPpo;tVKI3CmJ4178N>7ivF?zS-wLYeOsEmQJNMd#+X@6 z%Sy3gUzf2+wVo99H>ucKT(umIWSvn;pxPSX@V3)0^Be&k>&sLVK+z8i8HyoYE~8u< zcG=(@VSNuR%)>c*w7QA-B$N@6?#T?QEUTcE#b$(ZTn;UZX!kI2XDKlzBx_cL!NoK(_xuKZXt>NE6_URjiU#YV8{$z%55*=+p;mO7~)d5b+bt#I+@lWk|}p(;d+{?l~r5QQ0I{Qx~|(^4YjKo+}*6{B22dipYP_Uk3B@*<8uM29q^g^5a;l<;1s z1O;)Xy;CxL@e|BuQhq@#wxP5=0Cn;zq3p~Ts@hGj%MK!tN>N~11QT|Bg63#NUCK%q`L z+tKlkwHXGkV^-?{tvf`vm%Rf+u&K4CVa*-CTjalCT8|rj?cge^e-+j z_ddpFO@(EtA0a@zTNQjE>Hr_~r12sdauU4)nZNYS)7)d) zZTS)pK&>`!(`jhs^^$RRKI?$F7O6Aann9Y8prmx>DCT9ZNTg`l+S<)I-Y>4KflfpY z9aXFyhTFz!*Ej+n1LsP6$LG*M31u_6hUIkT+~Nsoap@WbtlM5^7d@_Kbn)iOut`t) zI+WA0-TZ0rnc3!4utJO_;E#N^ZRd@=r=Bs*Lp6Hk*wL!WTH+3EGu`H~nKQv{GEE6O zs)U6>xoX%aB~`>9j$VQx!L&O&jbn9$E0|Rc$@6a5 z!fXWv-j#>oOPx11i^C_o=6kbzm$KeK3qy`;A#N1==%`UUb+nr#KQ+Jj!hpZcEpLC{ zKxO|1iB64Q>HclMhKa8N0(JJz>Kr`$3_BG7HGLV*+e_Z0n6%THk@tOXxBeV-I2$j{ zfnAMCuBp{X(3S?o_mx+MJ1p*BGJm%JQW;}pV`lkB=8yG%GylR@pI;HeaCj&?=?DPq zXgn7aS8Sl8p_u``yvklE?W^}Ir->%S;uw=o%<5DswGkDnvfZ)7>boR_sqv_~whfMw$1Q z0_=EM{8$CdTIwYFAAnh7FGmvhE2)%YdE{kubm2?&ND zruMxHdIXd)f0xo2?b!Cnd+Zr!sGbERpUziF&U+usbQhnp)-ko-kARW}_1ZVw>d5%^ zP`vDRcjJ6D`6Bu4EPs2OUYHL_kQ9LbaVYicFwzQP;GO1{(*J#4Lc=%J0X-%fT1SB= zBuR*s%cV^SngXX&0`V3qgf=W(k|Uth%URr>Elm9IK707Sl>r4M_SM-1xk}LGIU!VUZ zq&WM!b!Qs3+v~;rZ8#*H^T|nD7Pu{I+5^y*eL2oC{}^rTnME{rJs}ECN=?$3aYqw< zEB9;KN)b@43FwL2p62NWn*kG`DjVlYZ~l+UP!DJh%oT=SL!YhYmBITG3VjKXm(iaQ z?YZlH8CV_o7a%B zMhLLRZwDfOOXs6XNtguRg7z~S?zpy|QxMgQ%d?1I=V!PZ#QGk=F7=^_5ERbfu7Q(k z>T02=7^?OFPJnu&S)EyZ+}lAdIM(E72u|UKFgWIbDd7`S2R493w$Nrc8<87NH5Ueo zUF+2{pdQtU(zFf-MjaojxaqW7+EMSM#P+un5nqmLCtnZoU^nP-KgAGT?1vE1>~mHs zFUcRyimlj76QPro5jc0{6HcDWiP$qtqG^`=49~+#=)A6weL`<8cLp0nWMGF0pb*BZ z6+=2@=?z}5yHiadVuR-wH%z`Ov^TL(b6AnF&U?fiC69@u6>1F>%NiopxM4JUtZ3vJ zP%bBj===%N>u!?t&dnwy7ek^Yw`K>M0=(RzAkw})b6iQBY@zco={~q}5NlYU1M6tT z>3$O%nMxVd@=#dkJ=$GN?NWOLbDh8NRY|xch3p0*a_u@93&D zfmWD<17-5z2Fb(?8URaa^W#g9gQv{gaFlrKA^pYNAHaBhmPir&`*L~CqkxQDkssRs z*Mcp+y0H#tf&4_+YD~#a_*>s_Cl}SruQa!$SPEV_{LNlPkuF12BKpG-U-=tsqo7Fy z7Ucy=d_R1Z7q1?BIrp*Sg0s7lS29%>x%UOL^lSRk5Dq5ce4hb7cf+&?5tkk%ip&^u=W|)t5hWj;YfZ4NC=}31^mVcsdjy6yX!`QF?geyq9Z8is zRVwuN!;19+ep8OV+uH3dF~U*|v5zm8*%=qOBk0mJd?2RX<3 zL0D&fgm(e$zBD82fNKl@WG2`Llh7z#<8 z0PR7f*?|=L6=;C*tkn^{U}^^H;7L z#wIpX9Z+{Zt=p8(TH7Kku0;t@h;BRw!5Fyl7T&uy4$P30UA>-cKaH9jU69PiJ_=4m zF=&ACdE0miIZOvO5ee)$-K&YzHwtl8v}WtFzvFFkN4f1_X98l~MxU=s&SjC_Q@l-E zJ!-4WS3I14m@c7UhWE*Bj}9O zV@|cUKx$wvnn209^A>xeAf?tfxf6w_bF@de<5z(^3OUVJ249Z#U1%S}&TS(;x5gFN zY8RCHKI0`c1<{iy%yhud4swB!A{4(dUu`&_??BT+AEWy|3EsobMk zpEaW>7caS;t)~{(+S=Yorim|r$O@*uvqZ(2rNkrzb{zU8zaTGBeL9m0N`TIAO*lsN z(KiVpGE;rv)lPf)fODkj_R&2o1)8}9CyXWYBo+zM7pBt|zYtn6B>#PlK!|#@2=a#~ zM4ck^S#Te?%;1K15dR9^tEZZe+-FclbTzH;Pa!BZ=!EF-1LfQQ2s|$l2SFnA!S7 z-4y$)Y_lkxbTy)EH4Eo`+16? zk!nOnR4~0lTU6Rya8ZjWjgwX`C3!}o z=*Ut5&8;!UF57ka(Ai%xy@g+V}i2)qyj3x2Vy7~Zju18tAffIuz zdCoAMs{%$eBFbg@N`+-8%4HVvg=Ify7Fva6AU`{~LX4lYu-;`9!fy6mZPl2Mr=ZTl zbklY27v}Of$U<5&$*VRS?c@$0xi;c9S!WvdO}B?K72WhJ$y34NlI!2r7I0= z$=a%XSiThbC7}z&G05^=)mu?bosq6GmTldZ8iV#)$a1U=9)dhk4|FUoI%i7QAEmU@(Sm&!yPUCsA=ztU)_ka?w?!-&Bhz)G6_v_ zide{l)j|>OjOHd{k@79i(o!K6B+ng5cONi%6@uT6acc}4S-()N-1Mxy!-X%gq%I)d z*ghd2<`fDWx*({S(YPURZ+46q0R-0q`+>ZNN!Rbe+xjP3aL)iIh0HqX9m(5Tr0sW! z{#riSlFLO$cswcXNHrw6)E~6$sgU?Qzf$qV?nekSU{eklgbGDSRK!nO7OHHd+cm)1 zgrVqNJ_4{Ljcn)_g`HYFh%&ha(+cNW=ig5a508?X3uB|U+A$I3^t&TG)fBn2k?i8v zLy56e&_jwmqrML{@-hnKO-S_)9}?Em+3U#h*nP*Qai8JJERbFo)iWnwGks?m`;X^; zP}0t$IUu0O&jfxO1|9As;E0@A-1I@fit37Pspi6%9C{<;B!ar@3KuB%1>!mm-YI;O zzXNIvLzelDgRGznrfu5CRXc4~d1iFk8Mps2bqP(GLAS>m?2UO*@>&$(p&ddj-6 zEj8BUhH|y6jZ){@dwg@I8-xJ{?)3fk)&MY<`&h}P>6dVS^9%W`FtAGi!_>k_-rNMZ ztbYVWonQPirYaaTvyvXJR)rn{J=OnwzYVuT;N3~u{}xLO(3m|Qa4ay*PD8debMZfKFyKBq1T%#Af|0k6hPxbnO2K*408o& zi6&3)MsZW*P9xw_m~q|9NS)IG8!gTf9B+xxnR6J~vc6~8UW7gqaX-@s2x4T109647 z?c*HhuLMqIZ*w&bq?&C%9PB7ZVY;?Em20T;&9;3sjcfiic`m--$cq2vP7&gxL`dcO z;5;C@&q<+aW5R1ReSrmiOt6wkZB&~}hxMtx0&8k`H|4UZQz{K>=toncPO_Lsd zehvMoDVb|nK|vhUE_&xLU0}|Im;Q%uDv>8tTHapnG29*>VhXZp5Qd;jK#tP+QTNkx z;;)8(ux=|>ch3p-hj*3l^-7DEOGW^5A7@0igc&CMdor=?1S2ZBRJhISvj5HQZ|YGu_4xFr zj#EraL3~d-US-*Zgfh;KTHH$8-sbM0>*0pGa{)ad>YA_#qmxAj5KO zEEvLs@UezldwnldIg~`?p>!io9KO8Bv8F`Mz}oFU)jHD0ym4_iQZYQ?EGE4^txA5R z?D*|(7;ZZeep>!y#*+n+9j#Ur+Pv{&bxER?Iu_mq-40SvvQ5trSZHPDVRl?|Xq{un z*}PP?U65>)qXkK@$A@}&ROa<1zi75;aAkNq67SHmd_HbI?~-Ag;Sy0v%HZXF z1ET5ZG$g9^cK{>307uYsfA_{tI*ut8|9XPjE=)KBo6a&PnW`%e1|>XRuODd|Ahz-e zB-COP%%Y?(wY89KLDwY`{EVm3+(G8kr=*&W2GT)`CU{&v45QjwOMB zryT)YJZ1n9afVk@0Za>kx4Q`s48uW^(_t=BZ$bC}z`qv5zRL#IXoaf1D43?>6i1+& za7Y42khkBBgcv_H?E)|dH(jAH+s-;7t(%(G#A6}vU!`ap02_5$Za$uC4nO03q=w3cXu2OO_Bw@i7QdoCdv+523xdkZ`>e&9xb(0f*fO% zZ3rfTZg4kxaCcsiEFk>=J1Lw05X$_ctXgTLtVlFoCpWJdP?3SWmtaO9iPu&}u(--Y z9zVNRW@{H<`{P-k;vEr?lX+ORaNDKGuNx=AW&SsDbm1i7*|;WE#4@O0zA;23x>=ZV zL#$=eW-hV{hs>)YORDNETpEf~k8kZ0%CTd66pB@-5Mv4kAENpb=+S)n7&ng zq-x}kZ^nm`%NchJAB{pQg?wcT9_A~@fTNk*_@2%tWz2||U_9mp3=pD`02}wzgRZMZ zlXJB{u!s7t zWY3Ode^JE^gDZru?~J0ig0iD#F@-(gIMT!`(5CiTp^kfz@l(=3&zpwB*B1l_W(56O zrnU@oHPu_}i$VJa{L})Tqph(w)-SrO8yyh$plhoFw=fN?)t%aCPq3xl@T3@E=|S@QqU1@OfMg2KG z>N68bD=oqfXWgL>(&hUTzYjxhSt@jAQk)PE&S)WL7)c-2{>p&iHufs$_)#qJjbxP; zIet-zzhZQKE#H$(7B@=}K(32#DT$xE)8@fQ>xM)xr7SLQoeR4>8d6pQO0(k=-C~&6 zV-qo9M>FC7(%bm@wK@>J?j6da!&W~Z!l%JW&}UA`Q^3ZqLSnX5Sw1<3j@SN}r9J~4 zk_xO2^t9EU>Y^}W_5_*>K(D#f$uYB58v?x=WbKrjOt9LU#M+1X`AZW^9;0#jTzY6V zT2Jcbn4OFjN*~Yg+~(6WTV~V9BxE8eYgre)jzj~YMR0* zLW!ihpear~ z(L>>y4e1i>K8#e3nx@T!qaSSPEou!5Q|^SNt4yd~*Xle1T7eqS>_0(fb3ydpZA3b{ zb#g6Xhx$-9Qs!D;DX7}kej)6doY~g?!FqbxhL>GCu(+-NGU-P?>jP%bMHwLuPv!1Ql*$Yl;@Bjw6d zYb4^N>5^Uz0KWQ)h5hGPiyn@QLRE((+{rplo|&SoYl`HJHP0zA`mGn9v&E##nrsdIT4PvXpp8Ou2EMtG+&u-?UpUn z!~=eo-jy8J9-on%8{`$7S(+~Zdod7w$F*`c{Vau<1hqXc7oVA}i77xB!8DEARm1@- zGudbzfjdJ%HT5*^NvX*98%nE_1te<%x*L_ET?V5b?y)wTDrt z6^I6lJLZqYWy?NJ$kXo1i~5HdJk+a5+jPQj-M(M-J#Ndh8qzBvO+46SI8BdtHjO5+ z>auZgwl~O)??0y~m9xgaDU!x93I$rv0~Ba_oxAJt`y##F@5#1$CcJC`I6+d7^^$0q z2=)WDL_~Ae@EU?$f%7N<zWGQ0l>F7zpOzoXgjq^qPxdv(^2#WxzvhX&MyYl| z-TI8ySgN0&wNU#V%rdABnn@_7&*wt3#sIP8u8XG(+my@FqfasIBE#Xd0_xYgdW>Wk zvUXr-$-~bZ)_1&%$F`N({0Za~zkQVF({Dv6cx0 z+rcO|Np6%*F#wVduot;3fAiOHroX~@uIUfYFG?PYOw3Sq!#2q)(NvCN1&Y>h1T^KT zqDnB#($4v|+C_XwN8yGf6#Prfkv=$S2^beg8ZX$zhLSYGiE#=`b!JwP8k?tK zPsQ?81z608LCS@GlWr=#*RPFM@0nx67@)T#w zE>9bvSrsOet&0`J%%Y$cLfE%w$h`Y&(m$;TqWRwHOr0lJmhz+Hj;!`aaaAsd{>pG! zDu-{W`8PI`)h&gbgP=-gCy8<$!X!RUMkG0i*>9}0l#qAM`W5GO%NC_SJIm_h&QnYf z3vBKg5uUXrFGgW>K;ffyLQ&(zNfUL*RPH8F?Jt;yUVhb03uk8Q-Ta95_JNr&tz6@i|~T9M38SC`4U@`a3*c4-yIKV?_C8E zI^2p4mNF#_Hm!k&SoI2chYtPj`-p?a7b?#FwT&g>|8;C81d9ARo8GWyZ-?~;(Zte3@O|w=y zUds7JK3y(^CLP86e!)JR$0Cv65rd3B9U&;mfdvN_4mVfbMyj(W@s~RTZ$Pb=E|Fa7 z?4!vUzL#YzsbFX1w{^nV!5u)#Lmrl0Q94<|FdA2jADw1HYm&w<_@rNTX8d(+C5=<5 z6ZXBZM5=WhUW7(c?MvqKfEi6#aJT0R)MaHHOlyIo^c2_^^>XQ2&o%r7v^k9MscnNeI z;$jCUr{WGyVQWd9v-c9myrfg7U1{o=Gp7z+FRPDSA;O(WG>xHaIX0*Paa45i+h zH*M;~R>1n=4oBUDadB^ew_y#jP6(7p!$*Wj_H0@7$~eg3{&UM}(SekxL<@bEA`EW4Ga>=68Px(7N*)yK=+N zL`8-TrKC0<8(#s>4xHndb7^r~DsA{z zu96zPf0Y}mmdNLIo~&0-fp@O>1=BJ*GBBdEj?PK3=G(~@Q95D>Z=Q_J%y3JI?@2U^ zaQfht6=6}|c3VYk*~c5s`XW<q=lftV_ z&3&*({g!5E_Q7>1QBrn5J0af418yzUsq$hM{d06#fVS)6}F(TA>* zy9A4GCLt*YJ@4r;T-+VcjADgI3F(ahzIX;T><#HGzJ#`cr6iCACY9VtTwU79d@V&T zyN>(*Mf`Go@-L_CfhFE}2>pEM&C1=)q~n~KhqTM~qa%{9?+0x^#lOwpe_PjM|3@1n z?O9#RpZWWBo^wz4D}J$?$-KZ z-ZkBL*8AO1NmdggVQyY)2}%hkQIYth2Br|^lawypA9Y+TYP01Yuw%Mi&8r(S+`M0E z-D0wP7x-v*=;F?9N(C5(ESzl%f}fFj9ih2w7=KC_;V&MX8b3uvBrGlFsBw(3od~->S*b~_Ekwl(l zHf@8mug+J48W*b|PlDxxQe27sPh@G!BC6+40CkJ#h<_VwhW`S%nOK*_3xZlxqLx@)0kSuS1R5>vDYn7sawUF2Zd}A3<@J57?Y_+n@6Ueh(N^j$k#^$w zTywtIcTm^XJXv(5Enw!mWQjP|$-V`cDi8DVTv`}FkX)s=Dk zdHdM-#aHRK%@yw!>s)wnG~1gGwiwxwLuYrE=$VA?#h^hfSnO5N#4)|r;AGt?tP>}% zCnR*xQue^)umx`R1#SP0H1?~!k+}ST6T;S6SMI&sA`*pfo>8oHwg45&e6iRFtM8u3 z?%J-Jud+T5O?J_~deS(-97P;3c~AgwZVc!MA!(z*Jup5SQK%FNcQrde5s5o|0R?v~KIDa0SlCm$8;}WulZQ**8H%mO++4Ox(wEtet zP`W=pZTs2*a)0-AW#bL5uTj*pYcG8qWx@UV1rGH|w;jHXn`8Xh{%=w7pS;bPSsDKs z721}2d`Q99pU94@#^gtqCKRE1hQRvmnq`~sDUmigB=~2--=Aq*wA4&FH&P~3?$ey4 zrfIe+=|x>Br;^)A>vr@ZZKZE^Hr3wf6FgYwCJ3ZOW#bWMAGETL~g zI$t&}yuRGsO~rX(`R~hi9bKrOpX)Z*oQgp}?XI}mbYX7wYd#sYyA9?rm8sLDLsGWG zXZMBQbgtuNn<2RUYuQ~8-kVsHo0?tNs!hvPp0LF;T2f5vR6}<3cVkTu$5mv4x=h1# zsiMuM`bX#M^(lcxZ%Y*1hLQf9>V>!r1qkPb%gy8{P@-09Q|QXi!y;S&tSQX{e@7OGDOvhvK+#0ncVztmqH6Md4qZL zmH19YZYHzlgkYIEM6RWqc^vXmN~AC5@|iK4d219vWu0Q!1k^2-r&J;BI)N6Fra#ih z*fu{*#}lbmbJ9#BJF@zXhW)Khu*_0}JVs>~Cyg`5mUH12%S3+Wn9XvKSPQ;lRcHeC zzwJ6x5hWvgjl~4Cc?7bw?#>LXN6BZe(_PQy)ySE?ZyLGdce^z4yZPPnTvI_r;i9U0 z&Jc%kAeDHalS8-p?2J%(`u;vJGk0sx&GszOtM+m*jFmQh$3$0aHf+paUqIbH5?%im zg8ykHfa#xNN$q%X%l`lQi+>?=6ea9vOW>hxP*vt)s?&6`-w`nn)X8TEetBDW;)h@$ zycDFmd*sJg@%dhYtJt6Z0$7OyEKRb5V6Ac%4-4?z;jFSeOFe7BKvPV4$4Y?`jd z+-yI+T7KPseAQZ~&jt22oQz9W7KeP2B;@5G`aeHM3k_&hxIA0RO6$v1s!?&_e_YDF zudTPI94LDh6x&~ps~A~2qQv(*9ILoASGCIt7NP!0Hm=eNoj+~LvsAUHD`byv1`DP| zjF`MJ#z{Tf_CdhAberog#P07;#^(ZyqjPL;wxGLl1yMKh8L%}~InTu*KeL}7j3jl_lFe5q356(RpNI||K;if9ZE;AG>7urgKMeZb5i^EZ( z2EeU&0fvLbMdl_ar`jStm>J@lcwf0=5}dntiau=Vh4NQ5*LDd;@N6p@^V?p*Qt3dEE2?(fdUQG+T=2C!gszQpWlzey1Uy15f1b6+%7sd& zvtFF=8rnfjM2GifDp5nk@44sc$m3_aTq|YE;M5@A%N1*VllR^S6q)^1mmU{8G^rlL zCD=_b;tv;5Zs6RFlhbw{K*;W|xBEla_t*3+(0X*w8k79v=3!H|jO|8mFK=_VA&(Ws z$#G*q6x~+k^>OoHL(3;Z%}T%_0aca^6Hk3uW!|fu_+=k8*E2nsi(O?K`PHoAQ|xFx z6BJZK|q_`Nd)3i{7QUTuOsgEPW+D$zS*-}aG$)Xm_)9)@}L3e^D?zkaN z`C2-$!wxg9si4zlw=Y}cd zq2E)c+DKyHZLw^ss;caJT$Ta^IziiVoeqg_`;+ovg@xTBnPJmfRkJl?$!hhCvL|ne;rvps zZkuIE2gi%zJc)YMSrJCyp06{_yHV3x;^*|;#o~qc`{jG~b2YC^d(~y#!&ft}Ht(3- z_fy+wMcHR;Z*}ulxt3e|);3K5ukE^F@zK3d=_*@gE7We$Rg$yojc!p>vfTSj1F7?K z)7o&-XX7>R$7*wcMEoEDO|rhKb7S{|@uA>qmKTHUux;*9`mH8WSLOG4bCP+8;bSw@ z{LO_qR#uU4Q)olDQ7%_8Z3vUM085;wKUPC<(!@L*d<7i*1A>Mq1|}glW3?a4M1Ye> z_8+=>fs|9w57NRyz0 z8!&y7Qqw=`{Mrx`6)`E`VW|~i>VG8vq$2l8Npej%xD4vCu!!U>ses8!14B2m9N3gJ zBF1UNSK{YqxCLW5XhAK>EF~!RjMlZV;cG!X9Y9r-#Q8WC~|tkm}fKH42}vU76wNrb7^20hrR9Un$0^p93+b^xwv_= zt7V;`^}V3>Fp;xUPle4izF#9BwRtDQyM1qHiMakPn*NiQG6VBJ5sF-|MIaqq=P~6` zOCgoKq%|x-=(vC3deUN$wJklmwVt#>1i}_b3>S z(!fD^*(Ab-6-nW}-+>10We9d9) zBmH)vY)yq0sM|f0o6hggRmcpcBK+kPJ370H?h-UZ&GWKajBHkTrteCAPFG55Xv3D{ z02j*zd%m}by$mSY&!$o2L8RWG1hZ;invsL>{S~jg=<<=QKJ6oc;(}B--6~2u7_P9* z-%bBXlHJ4oi$}fv1)M%evXi{@CaYj}s9fM1;DgD) zmdl(i=O2^1xn0aFo1PjLH!r*TUq7Bd5PupVI)2?>XD~L~nryjuAA4sXd-H2uwg0w=+-h4uV}BM}Rt_hDPn^;q7%9;NZZ550iB zn;#iM3?w>r?J|6Zgxlej?|91`{wCh;f&WehZxteV#$~)}*ZndbdD>&Uv{?*iOBBg2 znNCH=Kwm2IQTwr$(CZQC}xY}>YV zdf)98u};LlBl3FYRpyBCVm=wiT+=71LHE>#28qpJ+73kch2aOPA@`PoZ_OHk>=|Qn za~7{#6+vl9ZaUaAVwJ3S>72?TF{-9!%nMG6LT{%*!nn4xCL|C0974$j5p(7HuhKGE zRDmnxWv{KS#FiZUghz^|D)e@0Og{6_Zn;gqM$U{ zNs?ovhj7p#!F^Z*#`>Tz0u@BdFmVH(djBx87NpLwEn%W~VG`tW;eS_?9g0JS&w$C@ z5)V=H4e)cPoRaEBr!g7CDp5YYzI`~4Up9!5h#kj;9yuPe+Zkr1a0xWhbH~0CMm^?4s|*%vSa`!S(ldz%gI!Oa z(SJ%5V{#;H$VfH^m*?4#xHcCfKW{%ENbW~$I6zewtlqGTX%}C{=eNdL7UGUpl%OX8 zbg8arFL6xEaypM`6sv+jREyGczY9Ac=>!EMke~ui%*^5krMahi+&7LLtU)rB4O%dg z$yPi(DK$-8Gq$1@2yHgg7tl5MOz2q2L>wURK{oY<69@UUK4nI&XG(dp1adB?xyD`M zw{kiRap2yA;r@NYjON)}d_X6>MyA8#1wIr{0Udm|ywZNa2tkm$Wz4{hdc?5E3@cbS z2KY^nKC`7k5LsacYF5NcA|r0s<3jBnC1sJptO@f!m?|s%P;m4?ngFspwWNLn&@z1z zi7gH|C@Bb6h@Wtua5ih>y9s$Hf083t81^7@I(`a<=l(5TiB#MD4f5c)ahEh9kU6ktHY>f)Ut#-B_-AM_6Vw(P+8;Va;DY@>#dA) zNYmTJS-UP2`cq$I9rKUE?gKK{vVNNv3gF$pSyj4vRfm=s)Sxoh-eNwpCUT~_fr`yiZ;NWB4;FqTCG|mf3Br(M0NtH3j8@kN8fGXX?U7%eZsg&CS z^bt?wZvQU^n;3R&9XEY`!QAAV)-~iUn&$E1alyCA%vC=0AAe1X8A*N%XK;(7TW=0y zEa?=wgb0i*>M)_Xld*N##kF!#kxjC=IPke}>>JipBeq5q-E$YUY-!wkK*Yl}A|&R0 zH-a%lkR`)8EQW{(1Z-XOHPs_YosvcrL--|Nd8AQl?9!`p^1JiNk zG#IwwM;wSAexblkYnOC29I1>+V=|le%|jZ;M%TN@B1+PB?sWCWk~1rs*230RPbv3_ z1D=J6=d9PZGsBX?L9Ny4Zq3z{cHPoC751v+sEISDwf64bu}w5nchJnmG)v=t~+WRTH%0ndE~{W$2b}43$G#(v*k?>PpX5_Frvjn4I9-&((~nEeS0R z?g(b;Mr{dNb1R=UE{@71O4u8%g}O8Rt)?diRRXAfVTeIw1e3PvqK;onXm&@*?Xcj< zHlD#-!wRkoo;7)B$0(D63_lLX^$A!tXBbR5hgHcom4W3B9h*3^uqB1G_IrCN*HWoC zqqbWPWd&=!Jn;*NX~N_6+#O2`G0*jR1eD{crBI6otMrljHxC5@DPMn#)+`Z(X_09P z0C@3=CqEqzhZBjd^ebp}tbYPRFkhmWU>Bg~k92i;-}*UXeUKyJVUGrH3xB;#CHd z*(QABZQ&u0)^LPn`fNUTPq~sqER^CMqZMqgklVi_e26I)0t*J?cRCi7iG)uR8S>2d z0OkRffA_nQhSNMaH6WsqJi~2 z?;Rfh3$0vt5akXaZR)ixy?H09LHP0W{r(d*-&a3LAH?O&iv=|k9*-p+7z(h`1&Xu> z=0yrGyrt^827?RrmR|sGFy}3Fjzxjy4YMjdg|{WYbUr?fl+16xpbkyrPO!3%7(;J`3ai=nism7cmyyAJaVqkS z@Q3T?sCJrn@ubo`me8ycV~kdi1Fj_aVkW7{>TN1Jo+7p1_GC{Loz7yYc3^$G=J)^? zXPbiR%kHuaQApVuXK`V%B`OOr<#KEcvUrCKkptd4l5&5^gENdj$M`_Rmcjp<;Ym%F7<(gqH=h|{_vnAHY#H9_(jTvs&zPh-$iuEyDi!|gEoe#WK~1K%=Cok z^Sh+b@yqNd2gy#N9}3wI#l0whUE;UP#S-SnD*cXS=UqIK$$^A3_1$Y&d9m>|(hy!m zvNCErqCy8X)t2n_!wa8~^W@Wc5iO{hWkke+IdfIHN+IorNj;S`no>&Xg5qHe-$enYBduz^apyMn%jdMyxt~(<2PZO4_we(-wALo z6t^*=ZXy9fK6!XbTNZZv@s5?Ni&FN0zhKCen5(r36 zc2zItU(YD5rP7gzuIk;peB#fwNd@(0Gh9r>XH)yZqH{>YV|S<36_xT(hjJDLN~h8A z@K{DA4X%xj@2m1alxna!*m#|v1o)Gs+M;17cDun_L=fym!QXRFb@q?PxwviD@wbU` zU&{}eui{V{-;y&p1e!n=AqV-e1gP=>q<49+zow027=}G9L74&cGX7ExXo=;{)P=+k z%yG*BRntIlqI~h=2Im`dc*l-A1N%zd>?C7Gvh}~6!{(ZI(|RFVVH0HagJ&)kI%r{0 z8`6z*$mUNR(H?-ZY+~eB#UI|bcCOw9>}4!1Rws)RK`|-1H}xwR9P7TvFXw3@=M=c< z$|+n&H>4AKwyh6wOe(hq(xhlbiffKy9BRtm3!3BoPi6+ozLaq$Q2|V*xD^k@CDH93W}B&uxE)B0hu<8 zA>HFNth{E8c1i)|=-$2x?x5PP*`^yfIkw-CZ;n@5ff&+!FJzDFqQ-ujmoQYAmO1nE(y3t=+#g7;h$ojVgj?L+ud}jTi0bxoj5MOKe-l`!(4aU zdrq%>FTEw%>dpUUQDgdlGsOO5A+yxei<3uCrjbs&7t|AwNCf^xv<*u1-wyv@Qvd&T z3uFYa|HppqtZXiiB8HM<981`Mv}F%_Juqn&Rm`ZBF*IK^#P3e1hiVX>0uCKjhiIZ_ zl9D{H%&n&Gp~~OIujbnBa!WzWh(}766HXvO!(v=utc;{MBJ5*UaJB|0HzFf@Cob`I za_#o0?S1jSac%`$IAe$wHT*j^c`Rvdb)WQVRWkO+;6V8TheIU>SX6nVrF3x&gIp zC#xTw-BKUyL?GGGJsG$hwpiW;MkkIJpLQ@}uQ$0n>l(;ks zt_UQKZc>}Z9U_uc4hLkoh1O?QusX*b=EH)CDQ!kJK@IBJ5{?`?Q^AxD5y_|6`bh{) z41II5-rqWd`c)JfP^sZ#y@xt28u&)TER}c}Owq|QsItKdKs=W01BrqDkfC*hOa60# zO;HWl7p6D9ID=e*V|Iq!vl*mZEy$=gioqb*SB`ZKSnASIx%x>70`p@dbuP88JXgpt z{`+G-bKio5MBCH^xL^v{Zsm?tPKe=S-L~Ct(u)f=Ai3yb0QxOSu7Ru-iHX zh+ZRRHCvzfYc}sXt#z5-#uu*Z4ZBQe?ck@srhq~3+0BgwFwNxI4)s=4Aw++C=%sGVOy;WtZ7% z-A&=$kKo1>O~>AJUee^YX${R%;gxGrw?-Dc1^x@)Xby$*E=zhV@y`h^CAz;>h}@>tA$ zT2rhC_WdhpDDaTc#XWHAT~@#&JhCD<7IuiBpyH9{+xTGFcv1eBt~%(vvNqQYb%*3h zuChVDs9i*W`fH*k`p0{QL!)@popH>ZP+NjXQ3B8qxXcTf;(IupS~Z%F<`<*n^4<_B zN@aldmU?%TAnweJJQba~t1ej1APQomxR22_+9#0e9tAZ#Cuir^)m20kS#c^92?n`< zz|pHEA0x#Ig=uQC-vLfAjotXN_WRY>2{!h)Wp4H(SXVsKwS7vUf~7m%Z8%C~>*DoV z*Yti>83>67Zu+AGsO+W}hbL*ijb-b6Xuj_n-*BytSD3iB<8TaBYVrJ0jr~)lP4#)bJ)s5-rlCU4{>) z9f-bFoEwnsAmXu93=Vg6GwL)byoR_NL`?FmTJd0*L1;c}kC}slOp#*zv!+v@Uz2Y5 z$vgbh7D4i89+6eNpOFQuDU!sV@}9j3q}=1_L<$goZPLlXy2-S8IarPbdN>-KwV>1y z8V}<{H}>N1NGCL>xS>DAMS@Uz)tg$o$Vq8E-g$ZH0oWlSk2M~-o#X3=TiXqR0RdjF zreYK0wq1q=OE(5VRxGmec;1&hPrz#W6%b?QQ*j$h7z}ZPP8?ZxsCrQeA+W-4-8~+) zt@+az7v`*3f!Z=XA@5hby4ph7_HAAIO0O&ry7lN&`2THA{6D!gO#cD9{+}VFrzfwc zWT9tfW(V>Mo(d@Yza9O*wA}ye2>Rz2{6`KXSRGOcMRmERGstT<%9ZDg1D0bgRu%~D^ z7LGx34=-y#z%4EaBz0*?(P?VAlo%Ne9Xo-o-=xBp{FC6u_3-iad)A64>hn1!vpMl? z;AMG`ay=kHUL^^(I4@~Y2#RF!LdXP6qze9dObF_)hyXrO$+ z%{>y!*xOrr@1*DsY6B4|9tH`m3>pGn-nFR|`R^e{8e5WI3JbGadf$!fqs3N6#8&3* z@2O}@+daitDme{n8%v9~p~{V$#ZVR$c1nxz5(T$~go}cNQy2~g2NkO{5DHL!P;vVx zI~ENZtw0O0fq;vJRB7+1P-5)wuZUY+9UH&CuD8$JBr0HQwT0lM3x~?M>0XMM)cNCG`5dSNt;be z+iFB}K#MRJ?t9eRHqMB=3s zIQS1>`X*)EVnN{#6Lvip4`twJNKWsB0$}~|%&JQR&O53hrBU272;B?-hf3WTDeD&v zLv@H=-)I%3Ve_w$#<{xODZVjupc$9n7w!-z)IF)fUCC&Tsy9w($Fhd+$BO{sAWEB4 zrlNGk&($^zrleII#PGg-S?PA@VAbjQ*-~8A)>hJ#G8~; zJ>1@TYe$;MiuF$J{oFjetTWEY+(Pi9+jemOB~q3#`pr+BHZph3Rp8AAzy*aGNzP($ zXxTy!n;4arrxNc21?xA*AiG-bGZ;Py&)xNT!;wEyrQcTA&b?*H8GD*k23~T6SF~Uh zhfD13{YVt1VC;ksXvQ$q-{KG%b*LKtMGo5V1SEU=UzO9U9MulBS$qCkOI-ePhJoZ}H8|l3N5w=hb9nl4QDOv`ygOPyzdRt>qIsD6AhAgXy;tfj1l+Ywd73Gvyzjxp084YPAAZyi`|}7v z?dZP64%i>O3m7lKwoeF(O9Wa(Ok9zlUtFA@Ur}64Oi>X$bc5!{E}A>cbY$@FHh8II zzgq1p;Bk}bhnDa+HXKN<)vB%qz~M}7znO`5Tr#nI$s&mh+V%L~u*coy*hqCC348HK z2MFVU(9K^z+!g{6-BHNzvS`JgXueM-3|e4_6f~rd(t&}d6xG0JPE0*u_gXVXW)FMr z()_%34smFECE9Ltx2i_1QH3cCU8#J zC{LR-Y}MVZBKA7^!bH8Ex;e}6^oE$2_zfj+#5Eaq&p4rN5Y@H2;AGcW?`>QJ1$aDb zS*p2_5=NyQiYER74dA&m!;nVl6A?#DOWn%c^%JBW)zTVb?+P0>%sY$vv=``;*6|y( zc$?JzUC544;m7Du0!y~+VUX$FMX&>ewbn~|jNm0EIBQLBN@F!_Awx}L6*NvJ0nDz% z2XrB(V2{2hq)zl#dfC`!!OrJyVz5i?vMjWp+?}1cmWChvoP|v_cUJ~mHD${9E(lWA z?U%|oHx$`GTMT;fCx$$gT?cpN@T|_9*^wC{xxr@aG9^%A!>97xQoIaaJ}YS&)Mo?d>Ygc)3kfYJM^blO$L}}VbvSde1@Ao5I49+ zAM1=+-78bC$qZi6#F4`MJTh|fZ<+AsP%Nr-h}MuI$T~rUj~>b0KgXQT;0Y)|)v)P) z0jtI~V{HMdf&b8WVFQ5%?MY<}G8kO;23y4}UVZ7fE4~T=N8b-(9c{?ftufptKTkg< z5AHMSpp|M>qt~mTwtYSfIGsZJ2M<+J8)AgQ(|0{N_|xBI@yFdp2V57I{e zkkxs0UEh%{l(2e^bw=_>Tyx6D!#qiI6LV5kBxL^U#;(UX<0xXQC!we@CJxK;DxOsB z^!5;@#6rwj#i*7T)tbW|xR~)Api_CzO#Wh-Z1>(<&wreFfOnjn9}C=;nl)qni;v0l z=G<;RW&AhbvYW#l#}F5D!CgUhFkm5lVruG#3ogA{4qL;PNt%o zmbUiTZWUu#1K`U&n)Q!!#mnIWl=i2aKLP(M<6X}t?>EVdZG>AM1A4@%Z;hEf=2a&Rd(6ThFvr7T zEA7D$b%}qsis&_LiGV}t#rlsdshm4?R{O=j^1Os;Z;EUaIw}6>gqOfUS&A%ZM zBIx^hS?m<#K2`s;3U%N8QIGx5tXD$v;}#x~Y%6lc*6P-0sN1O3cT~4kUue8lG>Q^1 z4KS!kVe|}+P@bu0?NeHX)Jf4*EaOS8-0&F`UzHfoDTWVg5f=`i?4c8z6cgT$z*Lu^ z8|7MD@=z%DQ;1|S1%_GKnLCxC z1=4*a6ZG1byXQlryBR|LlvkkXr^X@u*Y6$t4m#W#>9l9Gou7J=3*%+m zONNDtYu6@?_D!}3=3I{p-`scdsty4Uo(0WiLUf!W1Lz=X{&Y_n@UU}%(9JOqL zhi$l9&puTs3o*Azb_NbBfvQElV&_agNqZ&c-~UX{a;FIa!>h36!N+QYPm32iIuH0QH)9~)Q%)*Ho{oFsYgM%x2_>~ zq|}g`r5$w@ettg^en;OLANEJCsDMXS`Eu@BKz!UKF5Cf!TNP66^RQt(Xo>?RrH6M3Q#F64>bg%+ zQxtK*R5uh_k9?1UUG37w6<;~bK7DNg&9iNCSBj9r9i>h=!f^!r$^v!iSchO2JT2k< zs5#DY{XrvSpDQl4`4!3EQx-Ary%-`$bH)AkVr;L4mWIfbtk8ajOUJ$a)X~x^GX9JW z_io5@&!-s#5TS1Yz{V^xoUb9C)6Z9YL4w(`+t)O%hio<`UTd;;!-a<@SuM5nk94o; z2TSg|pSOyh^XcJIZ1POq@QWMe%0lj9fNytk${D4F=|=9e#V^5Xk5i#k9FhEgA~J;J zqmqx`vKI8wevHog*2s6|>!>$3+E6@{?W5`^UTF2$m3R34SVl*hAHp|TwC=CqJ{Rm& zCgP#tg5v!_ROiZLE46Nh6kyD$&7s7fxS`&NIQ7S7th%psq44p&zfZ7`&d#u?)kcB_ zVYd*c2xoBP$>g_~`LoVyrN7P&ZMpw)aChmn5bk{3iv5iVO!fJGSEs;J7#=nv)&|v# zepb4x%TrY>x_IJRXluSO%AV-D{|eK~V(~~*E%X(^*=atu0~0s6PROre+P1Kjlu7EH zr?uh`A%2(2b?YYZPa3N&~!Q1mX>axm*Rj?hqp+Jv{!OK1)kL_}Kv?BWB-qxpU zJ*PISg~A22?3Ki)!Ca_agxqFBzT!U;-qMYOUMV&1^wO%`Byi^|MQ7eOmA~5!jJ0Y>J%wj8FN-op9b)T2}GF;m{I~i;yY_ zgp80!mz}`p1Y<6eKd#^ttPGr$=RYh0tvl)|#*eHjnh%_}Rt+47s zbzO#q?!J)i^C;f$*k(@1p!Y{@EtHl7MY)TopRO5WKAc36V9U+Lv`xh7k|t^l*k-Ucevu<4sUM*FDs zcLnvqg%M#$+B1oZn^Mh!>=kMo^;WTe*u*`mK1&@7TChD2cmX~q&Wv3G;BfR7*tPm| ztvUf}bH1kA^d8`N@E&VIbZZyRn4eU*o;tFHVV~ussQ8U>7Nl{Lk(2r6Rii_Cv74zr z;_!FUbQKp$jARu@2hLYOLxkUBycsWj^R6`?p&~{cgKs}!s z5>v?S`3GR}OOr_I?}RMh*fq82QZRQ?q@3|E$J!g4`n-VT!SLSUue&0pE)h{=|7DTT zi$ZmH;`;I~+02+YI!E%@>N-Sbd1@}&F?(Oyl*A)yz~p&-iU>Mtp+QSipW2_kK_diX zQjWEDRdIHkM;mKhU`jW#$;XhXm^#epRb`>;?G~?BgO8QyU%6K$N*UX!}5%vg7$DG{S$gYFG)R)Gi2L&<_RH zMba?3Bi|b?J$fHF7U-Q84e@Y5#5YXw{f1QA^=}|(#;Ka3xab|GmtTRW~PS9T!D2&DO5Cw9PAD1 zf_|IR_iXbw+<>sJx$26If+PyQmncCWc67GAtaZ!*+O(FW||MZpzo1Y%@6Vs1>XkWIXery)$&>y@Rrn2P)Az2Qn?Tpyki}?v*?Fk zSka<^gwz{xnVzo&&CPKOI$4TllM~Za0F8}L@HD^5h5x2l{;%ld|9?o5=|4cH|09Mn z)XA~>)D_$8C-zoqVKDp#|J4Zuj`3e!!2G`~zyGTw%Fe*{A1Z9N2e=x_%KA^$#HF5) zu~s3o37C|@4VF~ZYIH<|8sb^^paN)0gB3@ol&*)mS_Ci<(W<8{iAB^OWJat-6e$3s z>8;((LoTSHgKgK#M-Sfw^X+6-_QUhbi>Ik@S}-UXQh1eW?HU5gE)u)(eGn|34wG-H z{KJ~@r~J3jZ0H_ll&MIU47^WT8orG`?=|uE%4op?+7*68eAc~fJk|-^OSW|yXegLg^{azpM2us7X8nL@nY7T*XjeD4+boI10b?EH zK*4S@cPPsNvNu+j4knSl~L#d`BqCo8aLNLJ*`;HeSb;bTMS zy5Lo!Ni@wU+Wr*%iF(vks!L`omKHG0$m&s6z2{ZY$=@46)*~%?8+BJ{#4X5Ex9;19!}48AnKpoaqL^k_h!hX?BHq(emX{-^=|#|OPz1)YRa-k*QL60NOZiptL4T^d{4?%%1$?bJ(;!Q%Jr?Be2(BVk zD(;JScq>o~p8*b!X@#@NYP5ww%o4qSy641{&9i7=b{cxX*EL+WYJ7>BY0U~dC<<$d zjmLx&{c1O~i1B3R zKSmhZ?B2pCW3v^_rqq<)Q43QZOHo~0OCvo~qg7~PSrwOMab9euL(Z5doVKF4V(E7Z zw6`GJO_BIpR%w2!Cj1qb)<9f~jkz*i=vhPL+fKvj!hwPUmrs4{0_)1VVX5Z&?j?+9 z9QZdvKYa{}_K`hfZyyPNjiM(GB75`w#^qsR_UaC3< zI{Acbv1_0wg8~Qk${jk%BIsC9_iB|fv;k}y(RJaCAy(MjFN@Eh?sb8|xf1x(J;6im zlM4x!syzjGvK^sdjM+S&)FiFW4)iUJ0k;YhC(QcapYo8HaG~55Kk*`8d){ZJ8zw}I zfxH1&64`VQ48R{!V;gc8d}~80d8}s%Q;lLwW`09|veiciB->&LXmeVnwfZ&g$d5)M zX>Yp_JzCUyZM4_GoUIS_dobRm2sw^95+)s8qGF79oq?j04!(z;s*Kz99+7b5H|fHmKw^Qxinn6M4nJ)+o4|9! z$??m4(F!Vf9zQ)$V3h?|dUGP2O|55$rvOTKC`KY7Vb(<7gU!*5i7t%C&G0WFG(804 z6HwgMV1K|g$}i4)H z>I{w&P!i=vha^ygzbs~~CWEviNYWPgYv2vW$!q{;8BI4Osvd1KuokI1x1?JvYL{`0 z*%^CY$j&{{c4o0JBLFYX364!7H=F>y_ysb9c89hMT9dI)7qNwNS>*{}Q3)Um4O-6$ zV!^s&-xbG(m4fxksUg$AB~QkE#2T0MCAEeVCHFxpVbuU@F8nR>Cfi$to*QppR1~#0)$<6&T z;xI3=EAqjHhBR|Vh>%)MwhKccmE28>`Y7Rfti%!Sgw8KdP zqPC91e>BrC_-o+EyJ7lfd@zSxy_i^TN*xM9T;$w8Oi0*2*CVZX;^LL6l9?rSa=H-N zWQCmZ`9e~EjzQM;$^Z@z3F=_hsrj+>ERT$%PlWxp^L8~)$A|mgnM+cnqU#F|n460A zukb(ef^-;ki&LEuoC4lI$>Jl@Gby-XHvyZBi!tyVOb+Ck&k=j-gV0gT(~jC z6qzk}8W&=`JUu11eyrMPdQ6lV#1Ni*>W#EPmUXBTH1m=#7=6J7tMH~l7obtV#!_>G zmSkT<)J8s0QACHk;B>$2>+@1?3;7Ab>3pb0)$}L|oEn*A~8ByGsCzs|b zXj~PP%l=ULi@h4$&Ty@tL&#;e0ZTqJT6Z`QjMc4Un0FB&jf%=hw!?mtgiE8&>Ne6` zFX-9o^~OvxfM4qLWd0of=l3aueQt6IoYV3D=${_3sTnc)MkbI834Q%Na(12;4nk}I*0v%WY97&t=UT?@E0faM&zq~ zxDx>_48|QRjGh3qSxg&d)GXnnZV0zoJZS&z%%@s{4g>t*LS%;TUb?r&YpKU4T}TS+ z8```I)1TE}Xnn|KyWLVj9`q!GajngG&uw5lHSuh38u_cXaG;$mG)?4qzovWrDI*?e zwdH0u%}-D#EOzOU?$31h1m`-9`k!V8U?^0_`UTKx$b7o(kN+A64uXLVe;LEtfa3Fa zIuZfXpbcV~k@JK`tRSo0;@fg<&AKppF@!-A9#?E@h}*VJC}k|=QkUKEwn}|T?$>-* zzf-+wkquRCXbZHKbZU1%7LRA0e$&c7uD^HgoHQknL4ZuDP%UJt=}5gisyW<>exsW!yBYh%^5+Lk2)W!)R_4+a8+dm zNd~JwL`s+2luZGNv{`NL?Q;K0@t-sKy@eN{D+V|ToB(oRkJX9_-g(g1&S>M|`2P5- za!-ERuKafb60lu0cxBayZ3R(Ugqd3$64-@MLQoCpji`vCgN2HSfm!n+JH4!yQpICF z?2Fk$yZJM|sEr~tX@A@Cq++Q^y*6SBxqP4GpNL08wCA8zC^a>!XwF7=XvCNr+j{!9 zDFr7VDhgbnX$32rHRg$262NiqM#V%&$RWbNH3oGu2-)!cl}|K3h<77+glc~T@bOfO z^ah}!7Dh4Yjy}4{M2l(@AHvfe${CUHJz3ZK!IIrm`L;qsd6C2-uU{j1v;<{sMq9Zc zd-8wFN#l|eidA-z0jsWiZ*Mpe+J1A%Q>8c!ha)&2gCMjfM9)?^r%HeFLEf)_7^6cI zews{fm^GJ&fG#oIY2IPqc{X58B?kSHae|5r;H1y{^-W`ga&E#NecWwnOGSji9s}5E zEya5VY#5QSYYpGSY5-Av&jH8E$;tiAhkd6J%9uUneBWQ6#!hg3+k6e4h0o*#uMq85 z&~<+MW8;-MIdIdLe>fMT_(NLAW3U=(9|YWosp|et2A`IcvddR^E7Z=>u1QY(eB4z`zFZECQ%q&Fz5AyB_U8Qs@RuO z*_1(1(Rj#*Q4=OEw`4Jo^7%Sl8i?G`oFUDLZ%Qy~@$x6k%U+?+|D|X)ER4RyW)tn|aI%dv zxRa)6*6(JNKQeNP_T(=nAJA~@YCZ3WKr49~N1U?aP%!G40dT^mYL>$noMiAd8_Iiq zVve}!TU7Q41TL)$c-!TSC|iJ`Sh?b^ojS2&m4&Sik9XPhXn7bZZM{}+(-Id2b1d6k zVyE8CHLGLnOY(q!p-y3sS)UpS(!A9B1^X)U^Vd=OFGv$(iEh6@EAj)94a~M=mu+A2{lhj%$>WMjGLKSo_h^!?G<4AK5#! zj|e}^oX1FO!d4!UgDW>`PXvpuXaCTcc*RrwQGLbD#V9buWB#L-G0QlmwmMlMb^;-U z6rB50HR5v*js|Y{#o|x==!zt_-eylV(26U8e9#;qvh&!g^jDBPl|K;xW6|kCdII+x4mi(4!8>n%EiYr+pfQLj zd0Q{DCSJ$0f-_a*EJsKihIn#Wm#RyMB&>vnqwsP{N+^@JWz_zb$9a|#WbCzqvM?Y% zkN$-8GV=3}qbyCfnHHf)FFW>qkPG)GH4EUcCwn^Dz$FV#+;2uuxd?Ddzl0N#qr=mA z7l-5{qQfw^vHz$CN`MP!?lnnbIh_3s^yzv~950)f#h&Jr+h?e^!Z~ zQ-4$Api!eP&h4lBQa}R^FB+^MaE=cQZ7thPEn|b(n=X(x!S5aMuYy1$eQB*O-8y3H z&K7Ng!S32t?f2)Ea}=TTh<{kx*er^D^kZvvVP}S!VKf3|I82d*A zlp=#Pf84}E=Qk2!e-K7Te38A4HMd3*2<51+wYr49qDWrmD8RhGQ$2*hdMepr*(Pb< zMA1dQ3iplp11PM1^FCeb(C_vJXn<~J@L=4xsXmww+q}!pbz7i~znae*>pRYxfrabW z6yY3VJw?%#f+fwz<^>~pldRgE;%8qtUtE9}!N%SJ7d3ygOtSqc*nH@Je*mdh!o&F6dv_qiBm!ePt+MJtbS${nXOFo3J=*ohKNMi_jz z?Y9Eb#wu4F>;bS|tx9Zh4NwofcN=(0t4P|ST*^r?CgkYpSxl&oGzFs*=j#Yp_my-O zS+An!eqkCldI$!f3;KXS~p*P$TY1B)x#6DSxmkil&rdl z;a?%%6B|>nLxxMrfmzLtn|NLBFl{$dU&mHC%q~2q&cyG-J5&60j$$1rkUygf_dP>m zSB6E}$4q8olqhegdbR`YG&4G?AK30>D3csn4pE}+iE1RV#Y%oLKv&f4+B%+k^hFjh`+_C z7LkNxR6I@nry(Cn_b?)p-;I36Ze9|B7ut0pB?Ps@KOv^rz*Z{ovY@kIuw2qa<+<3S4 zla#A?X;4C8)1Qz7R9Yx};>HPB_BYi_Cba8mn~u7NF&Y5EoOpzwJY|#CJ@CJH|9-Ad zP~aM+#+geU%SdEB^yk<|X2p|pxX?(C#R#qeR+({1UYNc8=L z@3WOP`9au>IEOckg^vnxx>+NqFv@vBAqP-ib5UN7x=ES4rSS~uftAG7zTIdR0ZHLr zz`cQA#il}RNRdF?+^T+~A~1)$5OC29g*|8aNK==;G8rYMFa;cT^06S#UxWk)qtCHb zJ4OZA@HAI8?jCIz5=LC4oG>$7Ngfx!^08jVL7Il*r~MvQTCSOXfgEqyZ;*Mo*09 z)a?;aq-b^i*I*fEH3E7$JrRi=?kMmUp5t%)`-c8i>PhXX`?ltWA{FA!Bo-f&M z)4T?`_%;0%iouF5r8kY!vl@`b%$fx6-%;Vng^mZx(NU75-@w!fz2=I_pGWcX0NMqqg(|#WNrR?;GZv$;<`Yvfhpo`lq7gxzeq)*dQgmR z3U_4+;BYR1K9BpK5#g?XCW;J|(NAx%EQQ45KIY2!E{>TD-k*w{=aRpdi zb-RI;6x9JKY2ajoccySkx)u5*2#10Kj6+HhlVavadpL>Yg2dtK6UZ42aduSd#q!h`kLso%4JXcRMEFI&D~@Rx7=ap}HOMF;#2?NpN&AR% zgF88QcK@WGRd9ERr{?5N4={XpevVXR&^HMM@#Y}+%OO1<91MAJ^38YY{(qFcLy%~} zwzXTfZQHhO+qUi6W!tuG+qP}HYL~0t{(I-XIJa>lR%dlGS7T*H=9u3c!y}(8JJ+sP zuxJzkPn5JGMT+wYaZ(7a9!>o?!@bG|Xk^e%qIfW9r@0d#U_@U|`R%O1fh5pFCzOsg zZdQ6~7P0&c{9ew@bKytLu#MeQ=*4R^#0fUr^&yMFX$o7kEfVl26QFY|AKy zYNPsaT~3`PCvJ?@@-o`R>XlPrqvX)3DN^lp<+!@Zw4XYSl}^;=jEE&D?Fg%fO!;@W zh1|ZR#Ot(izM%D))xESKQWh7Wi4V)`vDNeH_B?C!`s>h+9eL5LOcn&c3Q zL(y@J$T7^ft;8e%3zK)j=MF4}kt<#az}1R}8PhZl4W?vz<$STCl1zbWoKYwQ9K>y_ zqCo*SZ>W?S1~5aBS>ba3p&msZ70P}S-x{>YZRbg&c2Yim73({8tmG;QH0Y8Ej>1GMT^gyLhD~HJZpZ}Gx()pjNmkLcwmD&c2zEvAZd+jDtaLB|I zgfeNRz+k=}EJq78sS)BMAU7WwcXir z6oM$n)$}~LwLKILwKa^2s|ncsYG+T{io>U15aKmXkt?e~O_2f7uGd>$Ek({?YYRFK z8$A39VW8k-i1p&7QRu-WHq*=MHw`K_Mn2Vn>J0WfbRJ6ZbEfjZz-uL1;Zw*?BPyOj z#VTmDRQ)xpYq+MlgyjXea$I&8%|728E+GUx^$APri@fRPC>@HWvSU<*(ag>$eJ1_5 z!KP!+1}G{@OZECtLe(AP(n_)zFZRzfk;5NgNAcmVXxLIjLpLL5LzQA3#5$FF3pOfY z>H|a`Q3SdiD&`X0YbXWn{axEtqr)f~PYFV3-UWG%O_^?Vj8Nn!RZdwN7lM4?FPy%0 z55AgJ8=+$(nqK(mFS*&yV?NLOyN+o~C}W`tkr*!4fOiZ_kaCOR6wb?LmdZxN&xh|LWA-WRFJ^#~fvWoaPJUie&F25}!frf{=)*$A8& z1h0pw=tQygpim^p%A4yba!6c)l*lQR;vicjXLc4h7`DjFO#`*8boWs9lD%TTf2NpE zPq7;zbj>-o<09&-_L`U7@)aSL%9-d4&VTo!d8G0_II=-0A zzG`6s<(faamgW|!zkocPayx;vKxsg{)3zts7F=rOokv`mM~ULco0k$!q!R|E-uPW;AGDIcW!k#Y2 z_alLj%f0m?*_v4x25FQVG-kDe&1bP<4M+9?c7)t`{~G9(?!rbIlEzeTA)-iqtcj+l zq^IBZ^)sF-j3|FaBQg3R$1Ot&V>;5+RQaKAn&THya%!YY=+>Gj^G7_-3r+)4w`%4h z&AK~-I(~K_X~civ-(0%VuRZAf5~6%$rC$6EtAqC)iND=YC8)@hRT?D=RansMibOHH z{YGGm%Ew}hdf#DC^KxHV>2OxB$>e^$tn6~H)9cxKQIkkj1o0@z=rECt$&tb&R8Y+I zgvBKi)yFyzDtedf?P+Ezoup=>Q!Fq5A+`cgI4e_Z$a(6qym!J>Eb@@3m{j>O$9StK^wPXo6KSD{_mpoFn z#sH~1g!ZHj7}{EANdGkZ`%13~`OekzNgKTKyT`4av6pZ)_s@0x2Vtll^R#W3O=Bwh z>yQY;Vw^!LT@MXA=;Im0*UP!5_Jz&L^%UFe(&Zz{_ai;?1+x>TM=vioVYTe;7r6ep z$>+Zn`TwK!_J5}cnEyw7)&HXi)(!Oi-(Pz_a_)Y9y+;8+qhTES2mT;S00IDYK=%E& ziT;Fm0Mq2Al$I7%`LNts$5*W#ZC;fyXTRQG z{xkl)*CB9-mP`Nu6gIBT9oHVAxTAo6_D+z4e@;BUU8)^c1ETF1Okg$y^@s*^;LcP& zTDI#?P`LaUDFqj<83~GeNYIfm@J%3^G6*1(Da85D=giJxVw{AfB9#8-vq)F~kL!mY zUAf}FiYuD9xPz=!^Ea(spR%QwQa^-jn%VQzBZ>WWC4N$5PH-Har z0yK!86l_Zt_^M4lK^d=bFkU@D$jTDl4u6`Jk)_zqSubPt#s?SQ8I#e}=Y0gBZpPMS zhS27+W_bEm;u%fY*qKKIEgetpX}QUJh=OV_b~QCAq-O>%(grlW;HE}6=c17p4_zlA zdEtZPw93}$;PZ^6P}j1RaZsk_;Ib){UK{ts92uf%jFaM#CeAWNPcas!yuXo$2)-YB zG-zfm{DDs9Xhr_p-~S)&h5!39WBmWYI{k1s1~6m{6#xJjY5+(7ZP@={fc~$Gik0zy zvOzVPkQ&P7oqUXBg-X?%&0ewJ@|CMrRqf5LH8t3-=;$CnEE(yf>OhQ4%8< zAz?Ctr1-OV%<(&fM7C76gRqy?(g)>5_Og;E5gf&z#B=lG+iB$Jvw_W}Qg4(#*d2w+|lOR>=v@0a1Va}kN(M{*?CUr4*Kg)JN53SL9aJz|b2ij(> zja{!JBhw~Eu4DQTa?|Q2PfyIo{AmC2fAa^|PfyB@QDBcAG$nh4V#3$_BSH+FFfxv0 zg4qb98PXk6EzCx!op3WwXTpvYb}hOq_?Hkoo`eKbQm_#L&I#jyh%+1jk%&knS|Y)x z_>bIx?9M6S(_nv`=%fYx;%rO?Cz+=VDsE99duzx8PEpK+Vd9Y%QK}fon7Z6L+W@=c z<8V|0GZAP)Y?+>aCAAdp%bDa@Uaa3o(8Mg|R9UkeD$kJLDUkF)=jSy(zIXltGMmUfSED!DFx}59&ACwK9_VUYd9LWR3!C)EJp}ni41*5BH@H8Sw(WNil)%I zfOuL>Q_aqLB&Re4zMS13FSLx=VDA00XbM$=W&(lFZ&oh~0P_YOETJlvtS1+PIGxUz zAY4MMNga`pD#SjpD~!KPgO>tT&^T7LsYUETc$95{Q3)Vy7qw?Tp&yY4uBDr@}fF)ynl~7{zpeZoXyu#UGMAzpLv|5C3YhF}%naQW zIGZSrtvOyIiOQCo&G0sSsykqI|J8si9PdNg6Z&aWCIDW1i)VY`L+PD@8n1lc9^wp( zdxN^v4x*LaXMTgM5>p!iS9W)5?AR!Tk~Fri=adL}Rddwug znm%;2US3f})$0OA>CLErF|Z0woU8|A-E5}A&j!g0L>62ICgPAOGT3uT_6D!kLBAHP*0EgAYKvvcW3av|$VEzzSWgW|CG+38TQS zw^|V^$_D6?043I-u#oU$3baFNYGmbB`^F9Iw4V0CzfJJ;P+GQNOLrltOeeY=*$*Pn zK`Yk9^NZr^#zUg1OJq=Lp`rpJSx;#R@j)dn@@ss#s!w=`_naX`wwMXQ!jns95mUJ! z%+||VF$X`(-|vb^p@0kuWQcS%2vW&xL(-n;2APRQbH`xe$bd}f%!UO@8cdJMdO0P! zWbO{`nKpXW6oid7T;6gC#_-Obpiw}6heB6m6|snf5HhA1mV9=c+9RV&o~mxtnACkc zi=V64uwDKrl0gUAr;5CszEaqGcdzIbefepSlh3OH7x&)B*fY<94 zhrhwjoxGH+kjx+_$vd$KNXHpk$1y7mo^;^!%jmd$@HlaEjg;fbDN-CZH?pdz(FtMa zoV2Q%7w8oyLy>Ak@*c*G>ogSWg5Lf^as=13DEvk-K-;g*oOPfi7PjSGitDVNWm4i1 ztCveH_~dgL+1XjiR*AM2c`$0A%J9q$S;O8Oi+7mPfYX^sB!B_Y0%-9Rf&!ogY`AdL zb8j2klU=_#|DhAbDDGa|50E&Ka&_5-$}{I;F9w(pMkyPt8St;FjU9-OObj%+6ak{; zke=-m9=$Cf)-A}_L^5g+J&)A^%Cx+%)Sh!fYDe#Yj^0IQ&`Tw>5~`128vle5DpU!f z=vcCQME|nNAqbv5#K651jBMSlrG=PE38mQ1ijawkMpc7$u*qCNPdP?EFOSz2mnkx$GP*hu!wd?Z~9QMmdF!HeG)^E2-CRe+)l|hV< zVQ?pZt};FRiO{-!@98<-Bx%biA*YhVolM$UR2zZ>#0?ujaP~vz{F%a6ka<$3DOktv zS&uP8CCyi{6;rzED~lIT+ym&|Hr*?zc_lTZD~ZA4{=(>veMI<%0MX8=1ltoz|E5I! zDE4j?VZ+7PaJalmUUVD^RI32~;In&1)~n#fl+#{)-WT~#&Mi0$(G?$q@g4^YuG+in z`QLa;Gk)&exF0OVi)!Yj2~0DpDeclLn1a~DtqOZRX?`h<2`n*Qn;aG7 zc%ZC&kxN<>tbJD_u@VAfl@|6JDeil+<&?m-C%0;39c6iXCYrpr!u3Mmby!|q z-?oA=lCz?t zU5d&3(}huUJJmL4=$pH0 zG-RHmJVY|TdfKR=fG$Y3jA*Qe#Jm@5obmY7hAB4YmS*=<8X)V^%PqxFu50Ig3BHG4 z0$vu9w4M&7CyO6q7nuxpf-z?xpBN%YIwnu|Ko2V@k=cz8PuyyPgdj~BHP-4ztPDN& z6K2*2VjrWO6XNJ6I<|eH9<_Mkw>Ac*Edn1&;GOQgm}^AKiTBF8UPmo#1akkWAoq?` z)R?uBsp*Z$LB+H9rhiUG)m_|In3zt}mXO50JaIa-<`e=nNxNwq2S(^uZUrt6mIk35k<G7qaXhZWZIt{njgpi(thaxd7UOO1P;(7A`(W;{DYl0a843+H@ zc1i5DQ4edNvfli5%xS*;gW-7apA%ug;A$C76$SX%~1+P48bz;V`Zl=ytFeftbo{ z(3X@JQr>UMF}9>5WxWXhr^;?caIY2L%N`2#dMmeGx-m*jjuQee$mKc;)TlSm2<}j( zy)b(B!E!$Y*FcESaRS&{{9KG&Y9|d@2VzjLgZd&;(d0#*zYL^eMEYTOB|6G)!%J_hK9SR$;8tc`}U=8Q3WJQ;YB{(4j~Re<^_xU|Tvex7FHAJ6CoDRE*-Rj<+ax z6z+y)D;)qL8KSD$@?sA6>?ta8@PZ#yEai%|9L_&Cf*H=N`vbm~S-Thk71bHJ2=@Ym zqCcml=u0@3ckflF;W%E&iJKH?OPNx|dM7owu$dp|mj3H*CxWN%5-0T7)p5tI}} z!dL7Hk?c)A!epqQqE1K04sm|ygCjJAgqCQLca14-D8#8%Pz!xa*S}(b8(t~pWZ#ja ziwnCCp!$)l^vW<=3L(Y7_N!n2mD}2{KLO>;04N`uWwRLkGPmf4b}}qSHqtA{P1p{C z;Q7wsK8OsShv?~q(V)g^__{K)y8>mli5$sZcKG0kxqU@#Bk$!X9-7ksC|jyiDC&(u zb0=GgAFaS2$YHGb3e{)(JhYfPy9bI0I@vk-h)grBgenqJG-y%2uATpFVKElaZ3mI_ycF0Mq471#8SqMp+oLdqW{(ZhbBD*%z$UzH(eX*J(<BRQK{u?+-++h{K1Iv%( zY+}pvv59bZov~V4s#U+XR`m31LxY`p)MioXor{ujKe)X5yJ_|F@U-6VZIi012qk#tQPIzQZ=0S9m{-6w<|PtBh}Yj#Rg zi+8gI992_#fAY|FRj<|`wR<>+cU*Zib0E$j4k7_gJ2_vvefC#O>W0(SMP*qJG0(Jp zAh!pP*H2lGr50m`510_`Mk<8|$ZoX!oDOjCic`fm<3Lld`%VHvTFfK}DY<`^+}kxC z)IPb6oz(~1kke}7ynXONLe%6)J>RwmzkAQ)(6FZSu~fdfmWqqkpujPEH%mypG_jm5Q#62hU0cTY|2d!usTB4pqT?I!cOkutxfMA#XyMQ=PmP~Bb`cu4&x)wlHA2Z?j@bi6*PCN=u5@g}2z-wTq*AEXv+f`4Yz-@YpjjO{}#V{Ea&3OGxEVjXB%}p z!T0*W&vuC8vxUtu!L5*xlAoDK1aOFEQIh1v5S&b-wHLGx>LMzhTG?R@PsU+Ef45JL zQ%~b@hFg?FvgC!=Z3@rs&uWu{CvHT~91!O$v?B5WX5_CIhqI5Don0P3Xks`9E4=m3 z$qT^!mD;*}9Xi_|By)h=H4)%+CVr3cu^muTy>)5fa~|W9A!$5v%3ZRJV zvX@x(^gS1H2Uvzp&U?u2fWw#lv}vwWTmt+dYkJJpJLy7SxO&LF9JF~6@dKq>lr9-e zXt%!lz9FFc@*Q6yq;Z;kf(YzJ{4q0rN$wV~=s`c#q6U&-Ftowpcj7_hWMnw_8vYaW zD84+`Al1dp)Yz2hb={b%iSwi2daO+N$~+XM`3tODL_YIhL`IhX=mY%UwM(Y|A<_T8 z5`jXzJd8?uBKyHWnkqa1X+K!ze;fQi>JR@{1(TVR^MB;=^k{f%D66;1Ly+4b7A2aE zx;>LvT{Z7PM7ow5Sy!~Y*!n8AM2ZFr0AUb7#u3EFqf4so(#Mw_5MrPp_^d^)YFX9P zwD65OHpjlkZo20zY=FZbxw}7S?cQB|f85Q$VbAWKRgc-%d~09zpNNP%x9i*npI};b z7>Np|s#Its6r_??C!C_3nNtvZOQ%OnlY|#xW)6jSM3Y2jOdFGlG+8=!2ehAycaiPJ zWpVt)M;_ZQA#>!|b~c{Cd0BpoIGQ>vjprXbYBwjQc66L`G%DoKne~{p=U_R5-!|`{ zcTW3N+WV>wtXce*b{C>myIP$@rTPdILPE*-9yb9E1;r}m87o7Z!OCo@CIpmWF5L*7 zoH&*$otsV z!u*)GU6hIFNn?00*`|b?O0Ri;s%^a|qmovE|CvInYCis?8qtT8@q5G;=JS@Vn5{93 zF{?4l5$Mb#KJFPweE5~R{|$Afx*K#Jh7u>V%rY5aH`Yr_vC!g}*-mV{3Oxy;A7^Vw59u(niC`v-FgQD3qwrP1>>(Fd+zjXaN z)8had8^%j#(iYSGeMcgt4=M&Q5BdxU@n`4+nrM{MrjW-k44LPAblf%Jo*Fk+)AcGw zAEHFuWcrE72!2Yl&%pO0k&6et@5^#$7J2MUz91uoxDWmN4h%Qp;i>db%C}2mn0=!c zB1er}mGR|D2nX!F&9f>@#@tb}zn&{cxF31@j2*MafK}7xdO4@^I*WnwyfmXp?_B9Y zIVT)8<~|tvI}s7OI^w{mV=4s^r74u0agm+IjmaO(>0@ZLuo1)Wv+gHE$tHa1%$|7J zEUr1L7Oj3DksNHC{d(?ej?2;Sa8*i?TU3w!5osZwY&-NE<-g`9sZ`KV+L3?fTNKWq z-g4l=a{fTTVXF-KY)o$JU%-f7;!r)4ml#)MnI8(Aoa5br1rp4PJ?ABR`>Ko()XhXHr}GPY!gTOUD6n zL8`mqeUyH7e^Pyc&QzcdSl3ImRU3U|+TIDFRa>q3RAC2l-y>#+IQJ&acs!f>bLaCq z$Sr;O7|<5?I~8IL%IK#@LDN5^r}-hzMoBh;d=5`vq_a7cU!YFufh5MfGt!Do8h~R} z#7#6z9>*&&7hrve@LN>3i zh+b^5P0&hZ4U{%w4Hz(Q=3`xS&r9GRLW{eseWLaB%juL$pxXzmVVUB;qz@6Uhj~G3 zqf~ZJK4-Y68PLUmw%P9?ivx_#A^efo*=O|R&_wy+ZTiO)ZpbkW1A);Rg^3-<$7KPU zDRZjr_;ixw_3d#&fRA$ke$rCtATjS@U8C+rdJ@wZ(f*;Grl30HWG;Cby#YLY!R>yT zUF?I#M~Z6;uXk8&qlwc4*}#@!FKETM9ys!fTe5ZNM@b|;kPs#7&e~H$v|7Kp!wzH;|M@e>$W8aT?lu8= zlnWeB4nKU%hbJV5iJ&{;+vXkFaPVmYzD)lN+Fr~qraD}6pa_cQ?WBm1hm`qoA7_=) zOJe}a$WM)!$Nzib*@Woe3{?fk zlL6hVP9r@nNCUa5tn!7#7#e{&iM~HcLI@`0A(z3OqbP{|8Y`E^>6R%7X+AtiUkkQ` zi=XAyHBbzO)qvF+f!nY+sB*RuOAk<`Hi(IK1DzT6ORavZ2lgCpwhYIvjDJucVHrr# zv@tWaan79HOga2z=`BU1V?xiiZG8Zp5XT+)1IPUfU|E(zF;en<9;;1rrgiN3g6W-@ zy+ilqTv$icbJ~s=H^E{dwb){r`QMQPflcuTuj>kdfF~mkve);SLDH<6n8hafZ7ALu-a2$o zD(|0d*LkG*E!V>pIAI8_ertE`AP9MbP0BRL>RYQ|Tw?#C?h`rdVYNd?yNe zD1B!l_nIC}nsQn=__^z7{BD&Er(>YnH>P&!x1sx`p(zo$Ds}m+0kb8wLRstb!lJ9K zG$3jawpdbBOPFcihIbFp4|Twmvfq55L`5a1LFg$BJ&3rX5cd3;9kbVUT{rRwjed)` zWY($~Bf&v@E34H;QxZ5b_n0sh(XJjhaIU|Et`09}DP@52AUIKZU_5ZMQ?F{*3TB|8CaW>lRp#RxAcYhgH^+>IUweSdt`0E`(-s75pfBE1Yi? z{^z@zHXIZ@=YGOdV<`3~$p5IMW` z*5F)!^b58N1n@8DgY{WeKd3EeEnr5Kq8MXzt!aohiUDB}Qd_fDu3Asb6FNcD@(~5w zx_&9}u(xkE0BI#SJUH6ykDhJ*a`HAHSs0ZK?bKh{`L~CuOn_lm@JQ(fH1Ooatk{83 zPJhX`VJZ;ggapuYrRK2Tgibk}C&dyrzgn^Tf$a(hqORnC_l_$6F0NtvA9O`FdF*bq z{ZRSzA0PTh@aZCWMdfJrj~*|@_b9grZz*o7IO|0P!@I9$uMBc4)FzoxG)1xpqA?l9 z==Ye%Q7^;gl5>l7S=fjsLZB6N1pnatm?0 zwz_s?8I;3l4n7twy&+YIT&Dft;;Nr>)}g_8&walQz7Y8u-?Dvk%BsIhF)SIkcFM9q zzOc11Tk4u@9HbJC*|j1d7u40p5f~H_)z!1*Q|Wh;E@7;aXww2|+@~-0-MsF0srV*$V!&9A)$@bxQJfq%DTdaTOAYw zzWBMv*LppU1SAwv(s&vNx`nn@AKq+cRyTI^cX77v6W(_L%K`KTP>CVV6lapF~>BELsSKi$M4Jo{QX^%vgx@&3CLeIW~KYP<+*$01jHvR;CSdXmv-ms zQ~kAuz_Yr=lGZ}ba&~i3#3Uwyq7?F;uB+?dvEX*@A7<^wj}t`P7~~nGS=KZsK)bvd zBOr5%H-{*jo z7UQC1C`21zHjI;rp)2HhB{6m_66iMw4@r3YBmLGhXV>zSj*n3QVG}TJ4W%)SHS@Tg z+^l*o10yHJ!zY$d;pKtO;#pp0}?f2v}}`{ zSUd&Z4rP06!U5Exf3*HjxECnSx2>n&G_%2KdxY z2j8gQREz~-a`S`KLmP|}a;;h4!I~SNQ^_IXodZ1$gc$6klP$03E{fOIx}na*!2QV(6 zeJll%XuKSivMAu?A5NH4x7#NueBH2erZGc5e^l)bs=#T<&<~=Bf?Dj3mRdqD$~CPd z>UEb-BzCRQK(j!v8G|KDBFbnb!{SNrX|6|i_v!17j`FC~d*ghT>O9B!>pc5g`-h1k z9|S0%BB-c{M&|EoA?R%Hk0N2NlkJh1AJ;FId9;VfL-n7w`6KrAKFhmW6GJq;Ucg*JKQtzOX!Jc>G{uD8M+s>E4jL++M_Fm; zv_Jh4Q5YFK>w!K~zQR7d#J;{Xg@ZmmCuorX`cdv}Hf{~|DIt_JI6ytVLqxu`Xf*Zp z;ma;rL;g4;}6W{0`3496A!lB%vbjz{Y23->qrU5}aov?CQ>>5-?sAzsn z|E%-t2ALU179aamKOZ+G$>3jL3dV({mYIS+uvxP*g=b1m6`v|VlSy0Ry`r>aXbV!6 zrpiy2x0a!-NLw{ zHpOo8-4wehc$|n440VKi|5Q;!l#&D zNzn_xqABDkN08sR4i1(@RKryS&`YD#Gjr^=ZT?CT1!QJ zc^PwJ#I`@MnDoKM4y;X=%v1V!j`ABhe$n5%RwxrO2@!KMxhu|g0#wj#7frZZ3T3h* z4_Y{~2z^OjIzrf`u`daTE{dB-)mxz$>gwd=8FSD|5!-#R1-IqefdV3aH0efc*$i=} z5NDQOA}}qYn>r|ta{hEbJ4X}Ah8pVV>!BK_ST_fw_+!A`^_5yv716y^_EEwmyoyI9 zgbF@KjrF3nKeM>}y~k<*5mtv#D>j7n5I8|csxlCIO3=QvF7i2%PU|o9bO<~C7n8@! zVXZ2vjgOz6P*`(RRh@AFs;c8mfn$dEBD10#T3QkbyAAZFYMX52$U1;@J+B}9IJ*qs zkUbdwMYWeYZF@<;xS;PYJjh`y10AuUyqpY|)MWUMC9Q7n?Py!smH^1&2YiPLn}BN8 zI*Dy%on7Ax`z)@u?ch?H!BJULKg@a%zX~!ssB%59GT=3cvTyqsc6gVtcA)PGA)y~G z;wL=2yBm?u$iBPnrsF1K)60Qplg7~QXr++7amq~i2yb3fJi-K@6DmeOZy$j~_$P&U|uZ!>$n;`|G<#SYz1%?+wjee%X zFpq6;4@_d;E{j)SMXP&-EW~8lmF)TJWrn`T4&Fn-e@S-;82zGS1ll^_iVUj9Bcuox ztjmSu#IH!*2)R&rEK9(g+7}vhm-(yY5Q8p>a4|(GoALRof@2Cs=jB2ksb;EmY{rA0d5G@e(o?ar;#-BS#goNqYUaI?1_v~{`ctmJ-@EW0PaBqyblP1r)Cfo2gSGNSyc&g6arq(f4&OP6!?U!jeB3S`aq2yUeBlfX)mKNA6xhRwtEH^*I;slY>#f<`%NNOd=47F9{o`a6XX zWXgW$zm_Iyz8G8AYS-$(l#!-!SoZkm&u-qJ538y=f>-XYwIW+*5iigz$e_Q%Kh5K~ zAXpYsNC4f$9HiXXo`WXNFV~MzeD92FflX81Tvk~BC3qnYxm6lwXx%FScYuTu?$i7{ z|Mh7yNK#z&F&ktHu4${=2jyyv7w1$Fuy%GJ?_O_yv2A5l3uhZ+hu-)+X zrk`9N9PAl!O>`4gZDwLwF&|OK?gx;`;|KEHsik23#bTVe>HXpJ<%4w#Z%Ha@xo7qz z@UiP*SQ_Y*V(6i0{K04GYOKi}#ct%=&=eMSg*K;rhUnaLzxZ%;Mu)T0feIMX zus&qwy{8{mnJL|_y(oy_G^K&uOMykg2(=MoLgg847x77u^gU^%O-~JM#68v#H1His25rCnwNHypt0-mb6d?rDL@JBD!_{tYR4i!4BFYTPV~le)Tz?_=YFQgtA1)+gIg?8MUhU;?R- z#TS`PNCW|rTZ|Z(4QJ)H9TxrAQ^@^Oz1Foj>K1qMIh)vwF;K>q??==Y10FpNUAHS6 z6Be2?$v@T)7<1D|IScTr-3#f|s8AAYdLQ{y1ht0#M1xN(wm_tBfqFL`PtJyTX(X}Z zOFSD&-ZNuZ@(_=8E4e^~2G5z7;SkNIzwL0dxQBAMFD@P`tUIJ+M61p=npRq3W>%Ke z(-goPTA8`|N0#eWTKpdNFKVgU@mZ=wmDLoMxXgJW8}}agQA^##Qifh{HU!GdJMlP) zHi(yFxq4z846e$gRbcTzL4;xgjdLF{d1zD;82naSF8A=EUxNR0I5IB|8)QaMh`XrF zoxxm1?r5ZkcQCSO13mA}tUcGaXjAP`*7TeYgATed*y`H!*hiE4K4iLIJI3>DPSq`E zz?tbA7RD!d?LACb4E!ZWkJfqH<^y3aK>1@PPDve6A767nZ%w>PAmju7 zpZ52r1BW2>fE*3(1(_TT;^ty`;2IENz+jYtg>$y+aNMGy2S%S}J{+8Zf&$c7qAjEb z;x;~0=*?^-#2$@K5j}sh3|YP@-gb(MGd@b*h}vZLR9J~Smy%AEMpJH1YVrvP_>STL zGg_gR<;CSkPD2{7RC@#EX&-j{XMwvebAwQusFBoIwbj*F_go+E?~fVzx()ip1ps8$ z^!Px6q-b|6!8fAb%+LD zGW6lp#6Mpvbm?GViRfVgpc8H7mCfz>N{#GIbVM+Bqo?g4as2OUYi=gaKeMM~mePi} zk}nPtMezJdDxgR1yigoLcD5~-QOT3cMvKWM7aE1+8v9VKchus>@51*oDZ?MisQZAMe{*{w#ZsV!A{A8p zEX8)l83Q_Q(+QZE`B-3GJ#8tS(~NwpSf|)?n?IQnK^5EMD{Q9Tn9M4MU0*+~P3%Bx zcE_7ouPp3h3|;N)Wb0L=MKo>br1p<-VMS3tr4`N*T?bhyG5kIp?oTQP%dE;3ub%J> zsD8-N*1*vV-KT;LLGMz1DJ(bk-gnYa3lQHa^it6GIB8PMG|H=opK(;~4hBY~9;`;B zena@j_~lHzmwF{OsUDu7wVIusFL*gCC#I=lFj9?c<)Ra*RNXNj?|Ac;$U;Uw`*>zD zucJ=st3bzC(_8@XB#qysJE@3crIWy%6dS6`EYhi0S_#Wb8(7^Sh7UC46URYaRn^m4 zi-gWYK@Ey}jWpDg($onT%wT%_7|z2|NG!K?emPBiZz~Pu5}F%CVV)BOtIsa6?oML& zUn0wZ;Y+})l>UXiOixcob4Z%V%1Arwx{BBRhID8MH*bM(UW!V0GSL zm7P^w6kfaUsUf9dXc!O#BnO60>F(}^p}VDr?hsT$x?w1hZctEQq(P*+Q=095uikf` z|32q)?w*VFSy$`1`L16me}gGDQ%N&J?N%No+|#@N+4W7>ERg zMZCi|1iJF4{MRF4TxO#FFNg_6PYCwL3!>G(+>Ow>soG~2j~H`N47p*~N`BaT>!j;> zN_pHHf|k^?Bk?6FzdWvUW~!;amI^Eqse5ITzawx8Y2yWNPa)w+wRl?rsLSnbpjy5Bh4mFuI}AYY3oK)zlm@))1HlI%9^~#LMif3 zvB7)o`9p8F#73(ZUQm5OwnLgH{5O3=ja(yh8GLo?ZwiY*<^eK+j6E`@1N;&?x|;&z zRl8DiuA+6IAKcwF(QFyMJNkSiaD7XSdCmHnRL;npmIx|e{)7#C${ zHU{XBPI^(P6wd;}Er@$<&DCMgGmA466au1aBL-`o&=&S#_JlL9*-E*6fQHQAZA51& zJ>ThLPd0qr}Y#_GUbcSGTrdM(@h42hkAm60)DZ>GwIjtDy)etVj7rd_iJ7L|BmQ4#1 zvV_x&wbNE7$U}={KBoCdSO0F#uS0)D3sn7tn>cT2LVbN!3f7PbhgE5w(45aVJ|6(u z4Yd3@#UeU>cUbC7q*Z-5sbOM`9HbiphYg6umTL<%w_fKT7fY?KopC!L;v$n0#y-#F5#m#tTdXo5*LTC6-T>Rgx#Q!^v=lPGK(|^?oe6H{5xq0egJ$b4XMnV#J z#QdkS0=|FK5dQyCcY*&*A28K2RUpwM@7kzy-M{Hz@2eX(8TwhWOsYKjTTADG!#g29 zQ_k;NevT&Zz3QCg)To}E{#=j3s0w1n03OVZ8@wB1h7BVqiUG+KoVOg$9~Dv*#s2MI zKlT&+VSO^qgFf2!Kg|k>0DBir$T);t)IE z^PJn_rRogJyNY*36u5mG6EW>?xesWaV(NeB?9^t~<%}2t8hnGadge)0Q}LLI)HL@} z;?!&jlg{9J3354GnI?`P3t==jWPeh(2tXDN7@y8sd*(*3jH_ z`o4=PN`P&V?YqDeFXG{g%ijY5zz;tNu-S1;i{?Xy9ZBD+;f#pX;tjnt5bIHm(CxD4 z6w!C$)z{C=oSn@!8ssDt7NlJ?O!Ejr8+-11T5uBTPC7#Z+;N$=9+Kh0a`q^RoGLY~> zknzWn>1{NxyQeEqZ5SP`QS7l)`Ee0}CY6V{K zj&`v#mG%Z1rm9lacdDBnrGcL$Yu8-&uMFF4C_OSZn!q}_v%_f(L=<#!_vCc6T3}&e zi0D%^<3Qiukc9)gpr|k<191qlOCHDmp4dAfbZ|*>}~7GCFgAEZ7XAI z?Pg=krDE%9@9hABK*0Z@_+2)JdMycletZf6RR4~N8)YK8=gCq^B5o!2W1fPF7|Rzc zfr(tajDS}%!ec$5J1Chl3+YQrhu_oVQPPo)1Km#maqe00sE<)N56%qlmC%$kz2jEn zK8yBwjd?RTuahW8sS8^36XNl5>sd8gF{Cl986C)Y5?t`4ecEO;nzT%0hGgOVx|dO~ zLh2XhMnPpJVv?kMAWfU((FAdD9Mh*G(`^w$VG0mb#fRcJ#vG{1);J@jG-IqoWF_#C zQxh^_kvjy6+!? zG(RYM!Q!xx2yKS8gkw11gm{E#z=CoFA%(``kV6)iL4c{}PRSt?y&AnSyfBC<*!M;f zIg37r5VQ|ACo=z@y}AKbml8=iOW$;lL%?|qC?j{=RZ*OZB6EkCXcf+BA2JN^%-wSa zvCnxkNi^~Y{Pd(q#<^uZa;6GlOhTP6#`*>+Ic_Of;2Nl}i});(D&JA#W7Ptb8*_`- z;E6lrfV$slBsN65L*Zy6^kgc1g=oi^Xp%%K^q?q^F;1-P@E?MAk>UynSoj?`<0|@< z;F?+=(ue#nNJ=WjB4xeF{;U@7y!NMTK%;Y?wY$&pP45yHFItH#`;w!2UZ$}Z;04|j z3(TY;E4BmWDdEnh+3^E}8;%V|!xT7dUgyw?2VP3}^*we%?XJw5*q?QB1#UZ4CPud( z&aI8~7B(Uu@r(C8&B*AkFBG+H15C5+rxL6drx%p=pF7C8U_j0+_^0#Nw#~w_uUS!U zrX4O+iOMNM$#^7c&2&c=EJv)G&Y)Z(v}BOIBCN+aKus5;ntZUf)i=CP*6VkAjfW zoZJ-mQF)4Cp-)nPVHwhw60mnEca>IfYFD0^BpB*us|r^&dRzqvSDt(D<2zK|Z4^Bf zSK2Ko@mOk)>gOY~iee6Hw9x0Fu0PcQ*oL! zHHI=nrve8`PnyAN*FCNS!XqI4pK`7rQyJ)%B88MUfR=}1{H_WCUOT)2-3 zbPYP?w}4y~?(zCM9D{7?h7u-)sRT#TRX#dFm8`H0BA)JC{o;%w3L7qbye9pj>{lY~ zUnk<38v>|57I!o*)Ua&ZUj&<22$@`EHN3JV{0dyBn9wf%Wg6rJnOLiMayEM;?woQA zdH0r6+zx(4r_nsld45YrX0E>{dLNZg1m*XxmH!G@Cr}mr&Q+qOdFKQfei&h)&r_kX zDEfx=feTTUC2za+oCWsG;zfQD&OjkDFpbKsbx*PcsnvoWi;}*5dJy`dn0(p%Jszq@ zcA>t7=_}g7K62}=bE#e(&?Cfk7rXqp-&`>9@w}Nj>$b#Pjj)Y*%ka&>D71(591$QS zcJQ+I53{UzLG;HmI`T`d@~v{KWcMHrYb<)Lsx#J*LOH^pS}eCGTDtC4DFcn*`JW0Y zH?iroOOzEMJ7B7FJvQ4B+oYmfw#>QKusS9Q?bN?x7(2#pMxUoE?ILb1o+Mtq?x=ceeXOF;HYVxYFt{>%EAxue-`^w zG#^{0bWl3kTzEZyw~{egTcZQ)`dWUKuzqMnX|zCWtdnFU%Vq<5xwmXG%3ALjL#ei0 z?BJuFyFFDEsyQ8N3iptUzGsN%YEsK&fUY;T#7`-YX8JlY=&FT?^oszNdXQ(IZJx&) zWbM=#f$heN)mC{p@@{A3Jn+ZubYI(KUDYL4BY}Ab{jpzWWm#nWN~E&g0@okI5Nq8; zb;eUu3G+c&j!eqTkd@A!-Po%m|0ndO+Qchq%_f>}9p|}udE?vmbYMaG8Sw%;48V-l zh&o+8`h!d6Mdn&yCNuSm_2O$}V=)EQ;LH#5DeId%Te1t&kr)^=75G24RZsd}eAh-$ z*@aFJKDV3lvyft((w^U*t6e(7kKFSdcQZH?n-~_v{hVdrTv3}Z@8uI$i%fZWQu!=t z{n4*j%AaDxuG#ZIv2nnqDzX5>^hOA}*Yd!Vd$wuO+WKcTew2 zspn9sVkbv(C(#ZN<+;A|puZ5Yr$>EP4D@z0wG#2|(vydx?#gK2C(*jP?XX3_m(9<* zbymRdo~k41OWVC2g1w{dUj4G$iZ>EP<%?>d3pZ51e)312T6hL-P5nf)K7M?A<=#sZ zgAMxocRxz}{f%<-dCJ(W#OffVT!$t$s76P}GF@yHeEl0>p~jpMyK^n3BR)6?N6 zRAp@TTWSEwTZfm1&&gk<%s2RP7=>lx;u3q@kBke4U3wg0bS{>hb-bZMT;d4kzAR8k z0!W;v(YZ8WGN%=omL`PNOz<}_V!9!BnIZSrt6XC&`4tucWqG3a2ja#zKcd}&^LE6Q zdLV1iODMUrQCl*9QE5lnEs$fHpF`MAjD5$aiTm!N(`+9m;}aJUkAjmz81r#Hs_)WA z3?j9CL}~Z04E@NA;HRIJEfY-(hsWfXvAgoL48~Hx6XyE1I-Y;a_O+h zlnSUyH60K%A^c6Ug_vN#{^vwz$wNm|{3 ziAws~f1r{KkWq}r>xRZ|ab(!Ka!IvGbW@XFV3-dVj4s?p6y0l0aTt*g{>1;3rnUeLG@n?8q zx5C=9)OIG}LsPcLpb5@Cg4{<&w{t}wxiy)20a61bX3v#2lt&g_r3i!xM$mFJHPe|kqM zeS)qOOAivzaOMN1;uH&#q2|!mCe*GnesiCHErroSj#XWPXT{0~L4RxIpomJvIFRR6 zNMDzX;aj+s8{51|O*8v5|8N~%03nhiM3pb^hNHgw6;n_=pgX;V0cp`zeyY4o&?o?(#%N&_D8a*nhL-V%x^#ocywlKCFGa8Lyn%WtndSQs2LF!$i4Y3tXtPouYB-1W1 zjF)=S16~ZuF!Cf2C6Wu`VKvsmnzw$vtDpm%AXBNto%2>p>z1AB9g6%6Qw^V*#a{eo zu>k@n4t6mI6m|8ftkHS`79cNQh@2z;@eJcDj6sR!9>-&PV9|eivn4aeFDM7gN@`}? zyD$_qEtlpJ8jQY(w|qNr(A*7e38JK%B|L^FSJXE(w@h8+)w>pV$~Y$Nz7h+^wF^Vz3*e}Ql@pW3N`jAvzf76A zuC*n|hqxezN~(Hsw%Nr-F3d2oG#e=qNRl5PPMG-ym_^VvZ`>^%>gg@{XS%O(B)~N4 zcVxEwJ(u~3Sg1$3y3_bwO7*v#==|W?kL&9Wfkv?Ya}w{sZx8~fIXv5-=-v#ra+ zJ_Pv;#ajR%d%;<2GCTEjKiPqfrw=oZ|Z=0eLAc(c>iy zFYV+j$VU-Rm(E&@>>|0F_I&&)5l-m)=9+n8GKJvU{dIcd2M_0?iDEtJ*LwWMse$-o ziu8Y5(%1tmr%I2X!m_Sm!5D1&L2#=}y$XdT81~I| zU)nf68#&g@gj_{VEek^6lTG!bumYhc4Qn7qiF0ueo6&<$^XW3e)BEB2C}E=%@&~B5 zE>gg$^UDuLTKCy=^8jQrx z)3Dvwn{^8X&ZKQUF(?P)&W9(EtdJT$%ziBjCgb2?q`wOV{`wtYv*6f+r?;Lk!K4RV zA#{Ufxm@~1Cv@VGwTYOR(RDxWJ$8t-|9&=^o{=rY-;qT~RKD7J8%16T%n2t(vHO0+ zZS8}>E5#+1XrL@l-i(&i+K5Vd=y2COTq}FEUb6t;S?f~wmu;rt5m2>EEmWS@BDy;_#;fwHf`cI(hAOb-l0G=4yec!)5=8hzoSanAP~X z^V;^Oh0~EY4*6I&>sM!9TQar-pSs1;@nxwH{mfWgdbuN7tB~8H--&6p;EHU zi@k(Sp`MY>k~+Q4{f^gWL!b4)WgS9A&vV(AOaruvh;Wul+>SBs3ufO#3;A08ZpZA= zKX#lV(hBA=slREYPLlJV9=2(a9*aKc{V|%VsAht`W%c+5z4LVX$V9`heA$!GwVYboUH`Cb*Nvxl8F*FgR~gcpx;!}$*1Uq&wtRM0 zc7m4T|L+r~Tv~2!-q`=mWVN^yUG3aJJpUTCp@Fs_FdrY6zA+fY3*s^TzwsY#@V`r; z`KG?9>AWF{IeUhZ=s2UlK_(=i_K=i&{YwKF{Tq)JKD*k=lsL@*0kz!i58RM(h?!7Y1e$Ds{ae+Q{>+xmcg;bH{>Iy zSflK`uMp9Mxq}`m{iZk61#2&cJp^8D(5m!x<;35gGIeu5shx}f6Rm{HEYWFuRlX0i zYd5d>3C7m?V|sCuU8n#QpSCQWM}oDXNfRlny4t3n)v-@0$2Zutom%RF>$uwH@73es zQ;@qpX8DFO61q!8@Vj*i(S(sR>iiL&&M;;;H5;5r-HKGt8rN)4+n>@29PQ(eb + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 5, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

+
+ +
+ +
+ + +
+ + + +
+ +
+
+

Assignment 5, 2023

+
+ + + +
+ +
+
Author
+
+

Aki Vehtari et al.

+
+
+ + + +
+ + + +
+ + +
+

1 General information

+

This is for BDA 2023

+

This assignment is related to Lecture 5 and Chapters 10 and 11.

+

The maximum amount of points from this assignment is 6.

+

We have prepared a *quarto template specific to this assignment (html, qmd, pdf)** to help you get started.

+

If you are not using JupyterHub (which has all the needed packages pre-installed), and want to make the assignment on your own computer, you may use a docker container that includes all the necessary software packages, too.

+
+
+
+ +
+
+Tip +
+
+
+
+
+

Reading instructions:

+ +

Grading instructions:

+

The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

+
+
+
+
+
+
+ +
+
+Reporting accuracy +
+
+
+
+
+

For posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).

+

Example: If you estimate \(E(\mu) \approx 1.234\) with MCSE(\(E(\mu)\)) = 0.01, then the true expectation is likely to be between \(1.204\) and \(1.264\), it makes sense to report \(E(\mu) \approx 1.2\).

+

See Lecture video 4.1, the chapter notes, and a case study for more information.

+
+
+
+
+ +
+
+
    +
  • The recommended tool in this course is R (with the IDE RStudio).
  • +
  • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
  • +
  • If you want to install R and RStudio locally, download R and RStudio.
  • +
  • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
  • +
  • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
  • +
  • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
  • +
  • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
  • +
  • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
  • +
+
install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+
    +
  • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
  • +
  • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
  • +
  • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
  • +
  • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
  • +
  • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
  • +
  • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
  • +
  • Do not share your answers publicly.
  • +
  • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
  • +
  • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
  • +
  • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
  • +
  • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
  • +
  • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
  • +
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
  • +
  • Is the report anonymous?
  • +
+
+
+
+
+
+ +
+
+Setup +
+
+
+
+
+

This is the template for assignment 5. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.

+

Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

+

The following will set-up markmyassignment to check your functions at the end of the notebook:

+
+
if(!require(markmyassignment)){
+    install.packages("markmyassignment")
+    library(markmyassignment)
+}
+
+
Loading required package: markmyassignment
+
+
assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/",
+"blob/master/assignments/tests/assignment5.yml", sep="")
+set_assignment(assignment_path)
+
+
Error in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).
+
+
+

The following installs and loads the aaltobda package:

+
+
if(!require(aaltobda)){
+    install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+    library(aaltobda)
+}
+
+
Loading required package: aaltobda
+
+
+

The following installs and loads the latex2exp package, which allows us to use LaTeX in plots:

+
+
if(!require(latex2exp)){
+    install.packages("latex2exp")
+    library(latex2exp)
+}
+
+
Loading required package: latex2exp
+
+
+

The following installs and loads the posterior package which imports the rhat_basic() function:

+
+
if(!require(posterior)){
+    install.packages("posterior")
+    library(posterior)
+}
+
+
Loading required package: posterior
+
+
+
This is posterior version 1.6.0
+
+
+

+Attaching package: 'posterior'
+
+
+
The following object is masked from 'package:aaltobda':
+
+    mcse_quantile
+
+
+
The following objects are masked from 'package:stats':
+
+    mad, sd, var
+
+
+
The following objects are masked from 'package:base':
+
+    %in%, match
+
+
+

The following installs and loads the ggplot2 package and the bayesplot package

+
+
if(!require(ggplot2)){
+    install.packages("ggplot2")
+    library(ggplot2)
+}
+
+
Loading required package: ggplot2
+
+
if(!require(bayesplot)){
+    install.packages("bayesplot")
+    library(bayesplot)
+}
+
+
Loading required package: bayesplot
+
+
+
This is bayesplot version 1.11.1.9000
+
+
+
- Online documentation and vignettes at mc-stan.org/bayesplot
+
+
+
- bayesplot theme set to bayesplot::theme_default()
+
+
+
   * Does _not_ affect other ggplot2 plots
+
+
+
   * See ?bayesplot_theme_set for details on theme setting
+
+
+

+Attaching package: 'bayesplot'
+
+
+
The following object is masked from 'package:posterior':
+
+    rhat
+
+
+
+
+
+
+
+

2 Generalized linear model: Bioassay model with Metropolis algorithm

+

Metropolis algorithm: Replicate the computations for the bioassay example of BDA3 Section 3.7 using the Metropolis algorithm. The Metropolis algorithm is described in BDA3 Chapter 11.2. More information on the bioassay data can be found in Section 3.7 in BDA3, and in Chapter 3 notes.

+
+
+
+ +
+
+Subtask 2.a) +
+
+
+

Implement the Metropolis algorithm as an R function for the bioassay data. Use the Gaussian prior as in Assignment 4, that is \[ +\begin{aligned} + \begin{bmatrix} + \alpha \\ \beta + \end{bmatrix} + \sim + \text{N} \left( \mu_0, \Sigma_0 \right), \qquad + \text{where} \quad + \mu_0 = \begin{bmatrix} 0 \\ 10 \end{bmatrix} \quad \text{and} \quad + \Sigma_0 = \begin{bmatrix} 2^2 & 12 \\ 12 & 10^2 \end{bmatrix}. +\end{aligned} +\]

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Compute with log-densities. Reasons are explained on BDA3 page 261 and Lecture video 4.1. Remember that \(p_1/p_0=\exp(\log(p_1)-\log(p_0))\). For your convenience we have provided functions that will evaluate the log-likelihood for given \(\alpha\) and \(\beta\) (see bioassaylp() in the aaltobda package). Notice that you still need to add the prior yourself and remember the unnormalized log posterior is simply the sum of log-likelihood and log-prior. For evaluating the log of the Gaussian prior you can use the function dmvnorm from package aaltobda.

+

Use a simple (normal) proposal distribution. Example proposals are \(\alpha^* \sim N(\alpha_{t-1}, \sigma = 1)\) and \(\beta^* \sim N(\beta_{t-1}, \sigma = 5)\). There is no need to try to find optimal proposal but test some different values for the jump scale (\(\sigma\)). Remember to report the one you used. Efficient proposals are discussed in BDA3 p. 295–297 (not part of the course). In real-life a pre-run could be made with an automatic adaptive control to adapt the proposal distribution.

+
+
+
+

Write your answers/code here!

+
+
# Useful functions: runif, rnorm
+# bioassaylp, dmvnorm (from aaltobda)
+
+data("bioassay")
+# Start by implementing a function called `density_ratio` to
+# compute the density ratio function, $r$ in Eq. (11.1) in BDA3:
+density_ratio <- function(alpha_propose, alpha_previous, beta_propose, beta_previous, x, y, n){
+    # Do computation here, and return as below.
+    # Below are the correct return values for two different calls of this function:
+
+    # alpha_propose = 1.89, alpha_previous = 0.374,
+    # beta_propose = 24.76, beta_previous = 20.04,
+    # x = bioassay$x, y = bioassay$y, n = bioassay$n
+    1.305179
+
+    # alpha_propose = 0.374, alpha_previous = 1.89,
+    # beta_propose = 20.04, beta_previous = 24.76,
+    # x = bioassay$x, y = bioassay$y, n = bioassay$n
+    0.7661784
+    ### {.content-hidden when-profile="public"}
+    prior_mean = c(0, 10)
+    prior_sigma = cbind(c(4, 12), c(12, 100))
+    exp(
+        bioassaylp(alpha_propose, beta_propose, x, y, n)
+        - bioassaylp(alpha_previous, beta_previous, x, y, n)
+        + dmvnorm(c(alpha_propose, beta_propose), prior_mean, prior_sigma, TRUE)
+        - dmvnorm(c(alpha_previous, beta_previous), prior_mean, prior_sigma, TRUE)
+    )
+    ###
+}
+# Then implement a function called `metropolis_bioassay()` which
+# implements the Metropolis algorithm using the `density_ratio()`:
+metropolis_bioassay <- function(alpha_initial, beta_initial, alpha_sigma, beta_sigma, no_draws, x, y, n){
+    # Do computation here, and return as below.
+    # Below are "wrong" values (unlikely to actually occur)
+    # in the "correct" format (such that they work with the plotting functions further down).
+    data.frame(
+        alpha=c(alpha_initial, alpha_initial+alpha_sigma, alpha_initial-alpha_sigma),
+        beta=c(beta_initial, beta_initial+beta_sigma, beta_initial-beta_sigma)
+    )
+    ### {.content-hidden when-profile="public"}
+    alpha_previous = alpha_initial
+    beta_previous = beta_initial
+    alpha_rv = c()
+    beta_rv = c()
+    for(draw in 1:no_draws){
+        alpha_propose = rnorm(1, alpha_previous, alpha_sigma)
+        beta_propose = rnorm(1, beta_previous, beta_sigma)
+        if(runif(1) < density_ratio(alpha_propose, alpha_previous, beta_propose, beta_previous, x, y, n)){
+            alpha_previous = alpha_propose
+            beta_previous = beta_propose
+        }
+        alpha_rv = c(alpha_rv, alpha_previous)
+        beta_rv = c(beta_rv, beta_previous)
+    }
+    data.frame(alpha=alpha_rv, beta=beta_rv)
+    ###
+}
+df = metropolis_bioassay(0, 0, 1, 1, 1000, bioassay$x, bioassay$y, bioassay$n)
+
+
+
+
+ +
+
+Subtask 2.b) +
+
+
+

Include in the report the following:

+
    +
  1. Describe in your own words in one paragraph the basic idea of the Metropolis algorithm (see BDA3 Section 11.2, and Lecture video 5.1).
  2. +
  3. The proposal distribution (related to jumping rule) you used. Describe briefly in words how you chose the final proposal distribution you used for the reported results.
  4. +
  5. The initial points of your Metropolis chains (or the explicit mechanism for generating them).
  6. +
  7. Report the chain length or the number of iterations for each chain. Run the simulations long enough for approximate convergence (see BDA Section 11.4, and Lecture 5.2).
  8. +
  9. Report the warm-up length (see BDA Section 11.4, and Lecture 5.2).
  10. +
  11. The number of Metropolis chains used. It is important that multiple Metropolis chains are run for evaluating convergence (see BDA Section 11.4, and Lecture 5.2).
  12. +
  13. Plot all chains for \(\alpha\) in a single line-plot. Overlapping the chains in this way helps in visually assessing whether chains have converged or not.
  14. +
  15. Do the same for \(\beta\).
  16. +
+
+
+

Write your answers/code here!

+

Have a look at bayesplot trace plot examples and tune your plot if wanted/needed. Don’t forget to include a title/caption/description.

+

The below example plot only includes a single chain, but your report should include a plot with multiple chains overlayed!

+
+
# Useful functions: mcmc_trace (from bayesplot)
+mcmc_trace(df, pars=c("alpha", "beta"))
+
+
+
+

+
+
+
+
+
+
+
+ +
+
+Subtask 2.c) +
+
+
+

In complex scenarios, visual assessment is not sufficient and \(\widehat{R}\) is a more robust indicator of convergence of the Markov chains. Use \(\widehat{R}\) for convergence analysis. You can either use Eq. (11.4) in BDA3 or the more recent version described in the article Rank-normalization, folding, and localization: An improved \(\widehat{R}\) for assessing convergence of MCMC. You should specify which \(\widehat{R}\) you used. In R the best choice is to use function rhat_basic() from the package posterior (this function implements the version described in the above mentioned article). Remember to remove the warm-up sample before computing \(\widehat{R}\). Report the \(\widehat{R}\) values for \(\alpha\) and \(\beta\) separately. Report the values for the proposal distribution you finally used.

+
    +
  1. Describe briefly in your own words the basic idea of \(\widehat{R}\) and how to to interpret the obtained \(\widehat{R}\) values.
  2. +
  3. Tell whether you obtained good \(\widehat{R}\) with first try, or whether you needed to run more iterations or how did you modify the proposal distribution.
  4. +
+
+
+

Write your answers/code here!

+
+
# Useful functions: rhat_basic (from posterior)
+
+
+
+
+ +
+
+Subtask 2.d) +
+
+
+

Plot the draws for \(\alpha\) and \(\beta\) (scatter plot) and include this plot in your report. You can compare the results to BDA3 Figure 3.3b to verify that your code gives sensible results. Notice though that the results in Figure 3.3b are generated from the posterior with a uniform prior, so even when if your algorithm works perfectly, the results will look slightly different (although fairly similar).

+
+
+

Write your answers/code here!

+

Have a look at bayesplot scatter plot examples and tune your plot if wanted/needed. Don’t forget to include a title/caption/description.

+
+
# Useful functions: mcmc_scatter (from bayesplot)
+mcmc_scatter(df, pars=c("alpha", "beta"))
+
+
+
+

+
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is the implementation of density_ratio function included ? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Is the implementation of metropolis_bioassay function included ? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • 2 a) Is the brief description of Metropolis-Hastings algorithm included (and it’s not complete nonsense)? Provide also a brief comment on how clear you think that description is (and potentially mention errors if you see them). +
      +
    • No
    • +
    • Yes
    • +
  • +
  • 2 b) Is the proposal/jumping distribution reported? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • 2 c) Are the starting points or the mechanism how they are generated reported? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • 2 d) Is the number of draws per chain reported? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • 2 e) Is the warm-up length reported? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • 2 f) Is the number of chains reported? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • 2 g) and 2 h) Are line plots of the chains included? (Separate plots for alpha and beta) +
      +
    • No plots are included
    • +
    • Yes, but both plots are in a single figure, or the plots are scatter plots (scatter plots aren’t useful for visual convergence evaluation).
    • +
    • Yes, but only a plot for alpha or beta is included.
    • +
    • Yes, separate line plots for both alpha and beta are included.
    • +
  • +
  • Is there a discussion on the convergence of the chains? +
      +
    • No discussion on convergence.
    • +
    • Yes, but the discussion is not convincing.
    • +
    • Yes, discussed in the report.
    • +
  • +
  • Is it mentioned which implementation of Rhat is used? Two possible ways to compute R-hat would be: +
      +
    1. +
    2. +
    +It is OK as long as it is mentioned (or evident from the code) which of the above is used. +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Is the brief description of Rhat included (and it’s not complete nonsense)? Provide also a brief comment on how clear you think that description is (and potentially mention errors if you see them). +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Are the Rhat-values for alpha and beta reported? +
      +
    • No
    • +
    • Yes, but incorrectly computed
    • +
    • Yes, but computed separately for each chain
    • +
    • Yes, but only for alpha or beta
    • +
    • Yes, single values both for alpha and beta
    • +
  • +
  • Is the interpretation of R-hat values correct ()? +
      +
    • No interpretation or discussion about the R-hat values, or conclusions clearly wrong
    • +
    • Interpretation somewhat correct
    • +
    • Interpretation correct
    • +
  • +
  • Does the report contain a scatter plot about the draws? Do the results look reasonable, that is, roughly like in the Figure below ? +
      +
    • No plot included
    • +
    • Plot included, but the results do not look like in the figure above
    • +
    • Plot included, and the results look roughly like in the figure above
    • +
  • +
+
+
+
+
+
+ +
+
+markmyassignment +
+
+
+
+
+

The following will check the functions for which markmyassignment has been set up:

+
+
mark_my_assignment()
+
+
Error: No assignment has been set. Please use set_assignment().
+
+
+
+
+
+
+
+

3 Overall quality of the report

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Does the report follow the formatting instructions? +
      +
    • Not at all
    • +
    • Little
    • +
    • Mostly
    • +
    • Yes
    • +
  • +
  • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
  • +
  • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
  • +
+
+
+ + + + +
+ +
+ + +
+ + + + + \ No newline at end of file diff --git a/assignments2023/assignment5.pdf b/assignments2023/assignment5.pdf new file mode 100644 index 0000000000000000000000000000000000000000..5ffb7afa96dd5db190fd44cbb90b6d139fed032e GIT binary patch literal 134947 zcma&MQFWwr$(C-EYUtMNjlxd>0v!KOiG^td*Ng zK@>p8M9&6Ic64|B2F=1s$Vh1S*AkkSmjPg5?QG)60I)W6HW4*3vNJYekTJ0}b2cYr zVPWCm=ZAK3b~G`xfp*`x))|i>ZAI$-q2aGsgt40&-4d`iBqzudAzkI4Dtf z73jB%L>dU&pt0#3y+tBfC~OLF43C!Xf_-_JEMbTGT|#I5VrWgx-8;wo;$PY2dGX$U zuDxxw>ru^28SuJpc@3TB$}iZ)PeNO;zI_$ol`3~t^3?T3_XW?n#`m>n>)85ydNSw= zT_Be#e|O#=2yC$<1P%uts2qE(9^^^Sr{%SY8Vk z;1zq;=->#Y$nFfVU4qdeOLlG+HKku2d_~7}b{LO1sN&Ti=@QW`BMf**#)6RLp{hSW zrT4o5C_#{R7q?Y>$A8r^ z_%B6h;v4>6Cc-^`*L2-`S%OHfU1h1T<5Kx z1E-nivH|68V(BU=UzJIOv1694jruK09h997%3DZa2xpW$I~o?A#Rh+GK7dq$U478| zn-6YpFQ$7hy_w52M=7huBjkuJGY;$l(aBU-6E$X&`BWgUH)Ukqy}@{e2?{S|NUYEe zK!DDvkYr%*3s`~y6ZE)5&(5P_*=8*q!vGS!vAT~qh*hx=d}lRdyD(g1V1o0~uzgt2AdFGUltUHjYo| zyBM85PreNt*Oo1|_%ZisCHblh;Y+jgU?`5^rool>EUADCArnuF<5yDbFb zHp_4dwfvq&J5tM!E9A|obJd^ls*P0LKIe@l*j1~+)oh!`06T!{1Usj8+stFqt8M$E zcEYA;Rx!K?EhoEejGPT-;003}V7q~FR?YhH4g$A9*R?!7CjW>evu;8$i6$Tl<&@zV zyOoB+tBA?tez!BZ$rcHhe^2Q(T!8hq>rW{QXE)>w%Z7)|DYX~2^hC?20#bga<>|HI zeAR5iNs*XroIyFyq`AP_7J3a3(=h14I{lWaxhh2sRhbCe&)blr2LW2i=k^^R{axN9 zwM(+rC!faYcm7$m;6bcB7HcDNW|{)#b(Kks!)?43lMe0j??b?9*z>;xC7%T7q!RNB*b>lG^uv6XY~GTM*We{{1j{RneI^r z%Xnp&u{vQWurgfcFuu|AzB)Rnua|?ydUr42NBPQqY?a-IMsSTbhGlhC6D;%*5UvfL+=K#HpjVa=#V3`0_mX5b6{kV-rY7gP=`@DZu@a$%$3QX?J(H+buYU_sKJw zKXMVQmBohO!#UcUD}?t2DIuRP^|*qg?c?4 zXFuI%wCeNpA9hZcjv1g(77C68EQw)%&2#e18CAx^P%zs_dz6rEAMrKeY2z04 zy;4*xQJ&-l?up*~TMW*!GWf|iVPja^`Ibax?p$ty0Q)ne`Syu!gJ4L{PuTx%t3L;A z9|gz?NN8pD`*TwlV&~%!LzuzV5bxR;%vhdDSqgLj0L3+>VzZ$h2;g?E;coWrDVHA{ z4G9U6<4t>zy#RWFd=hgx`(&PdvMB;$g<+s3<0^pEPMOe*lZOK%Z997-F}H<4+eO=E zq`%2tp%=(p%M{4e;1d!rj<&jM`a+{xrSNj}of9msHll}v`1*T2lWRQB`#^36Yx9@$ z1wq+ELv5vr$iSVg;;6{d?Q9pfz9bb6Sw9Lo(o1n|6d7H!Q>!l>t)C}D<2H!@OUF)* zjF%SMi7}hB(oYpP_Sr)mS3W%Mi$)M{WH~jU@rKrY_};+D+BejZrZ6b=;wPb(3KQW4 zoLb`+djT})D1Z&m0@y)EX^ogjHhO?$7JwUH0x-Q(yfi981MHwjVPu2uIG{u{a_HRO zOQGH(Z0`gdSWwz#xuTpn1$==kc8yS_MtuIE0I&85b?u9r_*~1!BbJeivmj|&tZ>~{ zcq9q;=u>L16}<0JTXaB0fbd9oc7z)KgiHI#A)NPF-3>T6|MQrpSKtmDts+B46T=Zd zL*g-HEA%k+$i^6iCN)xSIaufzwuX#rjL@MKwbiq1gzK+q+4N~Av`_CB+6zJG?m74j zu#BPdCY5#cX>R zY;2;IS7~^%B}m5@D^{XpOZB&|sSCpMV(q4u)Q96!ww$PncDg}SgGwnzW!bJVWW)&` z>|RS^*LX0GX+(trK9HMq+QT9DpOn2NQW=>d&V+jJF~<<8lAwe zVyr}Fi+mAF--__N4Ia%VDMm-Qlby87Xue3%5q=A&0H1Ma-xI_^G7go=vRlt;IY)Yo z|J&UnQ;hUoer`+WSKeVMhq~Awc69125aVMi$i@0^h8{Wf)T7ko=-84jx084I7Qly5 z7dx(0a14J^3Utd$j7Q;))T0?IH5H-&^@7}XSug~+fxbwhIfHDiP`_9^u0VhzYQ4Xt z9~h_q$FSNt<{A}rc;elWHRGElB{@+n*2f6jd09o>yrBaPcMt{1mf5TAsGZ%bE{qLA zqk+x0fg9cF{&%aIbb;!(y(Yvz>u<9 zh<<$E`}5d1Q)_r1*R9G~A7v$)NWni;ou&>aY0!`vHtfJt?C87t6;341TfCt}jz3Au zs83;B2vi>QiFzoS9J%S+>Y2-3el<(MONn|hNu#;}RL&NW#lz%_@OcJ@uP_Dyuh}Fl za-cw!EGIYNK11hbq%Ux)NYN1?`<}cpQ=9esIoJ*Zn~+Jr@98En>B2JnJJt~EjIGx=PX_o zTLW`z4{o==PGfDBr3tGFUNTy&huQ&~c6e zccFcKl=m#_1&5uUX_3&1Yf(2Xp+@dl};Wi?y^ z;yzzVzUivc9MRFNv1DG`j*F%D7R~q4wHw{EhpCPl zr2f*)Mg0y@PdL557 zk}me;{%)$NSE{fBT4ru@4T&1Tk&39kqZ-0LKKNS&790M#XAqc`YEJ%)h~e6TuPS&= z+r)BcS*#5a{No+Icp^p-9C;pq68Qaac)#&N*e(cje0SHD4Hnqu>*t)463yFIL_ zW|%TSoiPQDLJ`(gzJ=`e@u-9b^$>*ssw%c!0`{4Hmi5q*>`Qw>$2LIL(9*ptR%Ee9 zs)PQr=}DWuRkB-e0ew8o!djJlx(rh8)0ELM~pk!6-Z*}#jtG1 z%24^BFP5&daNhpqACXfVlxx14r9#nkQ^N{LRI+88k9}j~6xN6CulQ8SCAWu%mm;^f z$hrH|iptJImDt9|KW?V@X;_pRJ-?Tgj4)Smr$SxH3E;vwJ9esd9ryqk0c~2cD4VYG zLZ@Tg%On}mg9_z8F}E;LX9EHWvn)(9`0CcHfqV_M?dx6JiPsy>|9I^BFnCEt7)DEK zE$-{slaA*O)NwY5vqmk=5GJoN=dd)mI{e{B@+K-G=3!m{aIr?IhH+woRmqA(wEtnX4j3rf*FE%k2DpVv}CGABa~tR_xfC+rh`B~Dcb;sP=v3S2M#IG8e- zWu|1!_sY6P_yqqnk1xrCD5C$7^cXFIZZgdtXpVA>VKP6tfHoyz`;+&g+7v!@;Jol& z#;x4%qQxFd_P`o5Ubay?k-W8f0eXJAbO2cbBALjMjRs);kXZomsnW=fKqASG0=(#o zL>Rh~%U-$UEMz)t+6P89#3J7oR$dpm4d*R^%dV*-Y?tC0LRcJCiFN`;VTQRubxJrhO-=kP zHo;clDvmS*vI5+N?_jtAw3md$8}}@OF8irLR<4C%Ko=yZ%7S@6=}qJq)Q7;>uGdivl0M046V#P{((QGx zmSlaCxug22#uiJLD6KkZJQR<_FpDFQiq)bTtBxvOGs_b_z<08vmbPwtJiT9zu}R-t z{z`4IYEJuQ$M$urP-~5y7~|1(YA4NIwTu;qqF5``E=EDa?FngHGjLS42M25(%OE%3 zpb7>#A_8$*@3ksCQHRmWRzxA&m#J`T&$keM#qN$b8E}wq1j#z^aD&0B zHGgjP$CS$T8sv1GJJVfnzIvpYGRJ2+kP*OyP{7M~D8%^`#0&6=EM$k_j(;R~(FkNK z>}0~MYzcwbT*Q28);&Y`#O0z|3+&8Z8yHL|4n_eNb{vhb&y1spxje^j-PiQ4206-q zlOjk!b4(7OlAB0llS~Pb@!2GsPLu=g_vFFt=OCP~!=}<6x){kWIjC>a)atRPkao** zYos1u34+8?+c%2*DUyZP^Mt|YAxkIF%c+4h@mi?3hiO5cZocOU525-Xx+rM=dO2&Y zbgVD~ zKPOls)=)84pHxA8KuLN3t(S%J*;>UE0kFnu*rFhh^tf6~3I&x3XFze|rhX*QRF2D{qjqnuwc z3ZW?@fu}EE{+n_Xy&s|mN*!#>mD;<9S43s6!-A#~%fU=-$~A>wc2%F?vG)m;deLATW>zz5*BV?1_a+GGGPdGUd-c&pi@9*TUK<#<)cD~>KSI{wLWfanyWJg*I1#3FmA&9AD&$fgQApwo%_)$4ASFsCMVyj4T zpv8z!Dc#&u4$g`IkErg&&VNPDgV0bGauX|0ad3NlwYsmclw^YLnVQt0InhKSTqS5* zQ23Dyu5BdFV{B|J1+G&AJ8b)Q8EH`YTRsso>&avxJSWUhC&uA;1YNkTQB?W;mBrYi zwwRGIJg~2<>p_fu{#Wm3P#qKc;BGlg$@=>07k(`IyOu98sCh%ofsjii>0K-_i?*S4 z@Q(^bG93CWo!|Ag;7puJ@kZTBYcg*_9ig!66q~gj0SX!80PkPo6Az97aBZ`JkxfnA zu-4AzXtX;JJQ;dg1|qUicbY#rCRh~ebov$lu0jKrhb{Rs?QyBsxsMB8FJK}(yhdrL zOlu6$l=I)ggW2bQ+@UFUs`}eg?HAz4vQTrw_KU)k6z2pEV{J_SZI1nUjmxX%H%8jz zwB;8-uu|S$< zZu##6&Y4m`natiQK7kB5eL zej#1_690gZa(h`-ZdaU*S)y&YU!WOH0A!>>;Jo5aQH7i7EgmrW=IRQ55C42-N&k&9(o+TM3l!>x>h$ zdz9Y!QiFhMfWK6M_OfI_loOF97MWSMHoj`D1etlM5Xww@rb_B`U`)4UPpNltmvk4@ z@%LS+FOPtlp~`kwTCMhGgp&{JBKgbF&2~sB7_k=DQ8cCfHBDts&xW`Oa#)ePDm1T< zl>y?hjONAoUdiYD)+f0W?cBi8xTRjszh25z5zCT7n33*>b;OqKJCN;Xqk13|jG9vI zc&$HL$EcY4BTo3j;#Di>6I3eP-*`JGlC!9)Jj~JR-xgL@T}rhCtm0wP5x-Mx<5>H` zVjT`p#-oY=*b9fdEKeb@=oTKi`(EOCzCDcmc0BN zAhl;m{qJ%3j+%|W)ar}KxQL>L`2a7f^?GM?fZh8sKySY`>dMX$EQ4lOu`xbVDG;hK z>SrLmbf0Aqreb2pU1R$!l-azQ(Ed(s1CBVQz_g?A4VD&3u4oYkt>M01cKH*Qr7%8W zf35Mu{%l$&u5oT4;?%X)S=B%g1@9tc&9NZtA`^W#aimxdPm)RO*?Oq^e9Y(-RyR%nvz-Kfw>%;0h6?4n=R zKD3gY#_#s|y#}l3;+i|DOZ^vi9==xK$k=}K<2v$lnyZYE(-vPIMQ+Fq~6^r^T$muWv$*PcF$zPFaIGnZztfn`Qa7Ih1+3ZvX0*aHY0Wjl}FxL6~~P zC;=PaQoYURs}Cl$ANQnF*_%}QNi3oKk>;DfImVlK9``rMm-f?VK9&P-fvh%cl zv9UA8sGV(b*;@@w^Vw&5{^^sH9Nur}i1cf=wA9Z26{x26{bO#cbXLo(6s-{;KfqYZ zxAN^1G5ohZoCU2b{f8x=^LrL+_Vs;p^vgJPV~U`@I2PmCy@5E_H_P_}iyvO$6+}n6 z5mAVlW{VUR1`rRvfNH6H`Fv{hk@kDE-aRczQ*zx+o=x6{q9!>G{B`=7X}8$)akcuh zerN7>u+AXaA7HVc)F*eR#*N0VE6x1aL%=lS_s2+B}#MJ7Qs%L6AV)a$UV&x;O@7HT-?PB{6qv^?DnSxnWUqzbxY1tk1b?`**_ znRT&tfWx-vP=8#s4SNiI9Jx@dm(D8pgj&65yGmls5`m2t2kvmnpd{M{+(``P6+K(K zi@+y`LDucALw&b-PBalwMq@LiqSq&5r`zp~^Nz4YUVMup?IFPP*ZJ+---%|Q+nyfn z)DrFzzCzxUj+^URKu zWx2ctA!s`92K9#{$2H;?I|bI7#;?T!Vof+{!+XPy>K4kM%g`Fy`7TKW5>l@n`2Dv4CgF_ZiV=z1z5t>7ZT75@xRo_@P9lAlDL}6t3G$5|gUr=^xT7rLz*( zWx4ah32q1trJKja6@jw-7#9x+dOTO`KCAiiz)+W+D!aQ=IjCQlmK{cuUG}4qtnE%r zHy%$5HaCKh_yjj6@1&c2^0_pqQ&7*bpxi{H+EXSw5+=-u z$l{TGVH1YwYYv1^`!tq9o0^(>8&k+%qIJn5n!PxJ!7HG&P{m2wIsP8zCDgI?gq9d| z)tIIjk}eM5VG!ARxD;c8;&o#Tn3~iU_!m)1m2bQ&n`TiN;uTIl&7}!JLN4sN)Fg$z z^`Mv>(j>xiB)b@oBN^pU6Ksmo6VX}|bhC3#*djcOrlxO0^c9X+^iB^T?+W)m9U^oT zwedm29u;D)Vc0vT3Hb+)8(I&08v5}w4?6aopHJb>g(wDadX^)KfM^Ae)XAIiSkXb^ zB43sIzdW%Qk45?q79Ie$$cihENS)2&_|aSA_jfC*c=yGt6dRx%MX`mZsZyrau*| z2zu#}jPQc|e+WgagMhT1jD*F$DgCFVK7mszihw9p*Xof}b>4$E#Ayosd7qa+W-wivCB~Xx z=Auw=BG%+g3+5{hPG(7W&GH z+nFKssj&50W*hLt6Wz|b7bjNkd^WdP4`hwF9&M5AiTxs8SlK&*SQZ8NX(4-0b!cdX zeXt$n7KgwrGFazA@hY_x6%oi);$m%t5UNJ|I4l`~aPpkZ^b#zm|9lCVfv1GK776PE z8G*_O3q-l$eW8^Au`^{Zqpgv1EsKmL?prd!z+>x@`@Z+EDk#JrS>l=jJ3r%535P*y zy$0Kk#Z^A}0@))%ud{Qwf~Ogo@v)!E2$KX~AqIuPP$iI#h8ZelFwo?TctR1;Q$9i$ zOTgeHu{QeOB!bs@f#%)_?!A0%p|wuY@L4rrTbII`ZF~k1!Z8WMIRE)mlAb%J)KV-p zLE;QQaO5e!kkVUMOuJtl#DpV5C)rrALFkrJ9=al+bB_?uM-5NR8rKok;bB5>Nu;}& zKwTakb)%qpy92XWiNP*9r3R^dfFI28*l!lKl&%#SCHfrFFPi7;Ex&jt+1_ZL-ggY# zLJ((Jwxly$)AVnto*FD6W2CKqDc_R2@XqbFlPhK`z@iOJtImOT#kH*67IP?s@^a*U zl)GcU|A2m$g{n*cZ(+sS|B}UN}FisGgQ>atlAmZ z$93V2^u|53E4hY_xR?NYR|-4W?jRpVmk|&~7^ma5Z#V;np5h)Xd-*1dwTfGB3D=GO z{veeCRKtqIyEi#xAT}ccvHx1Do)n}a2SUDt{4P4!27zf#bnA@I>`rdb`uzju_!_(F ztmnuD-{ugp>G9C%*m>ncrkxZQsjjD#k_x9A<7IOQ4b0zH)Z@UyV*)PQc2dhZF4wTo z)g;5i#afG=k?Kw;k}iQzbiy;P^_a!QS7FLqS1KK0-`HV5MlF*CVYA(VMHrq#Z^5A+ z9ca88O7Bo6#5#h$q3aXDg&NgtL-o-{uvH-dVUGOz?W-VtlOhK$dMf2)3q}(?7%@y| zZvIv0?*iZI6(i!#gtPT>^74mDm5HOcrlKcbN?fv48(KGXvnqJAm2HCsEvNF~81BV; z(0k;k`)gRLJxLn$X1 ztPWW-ad4r8p$v-^=v{syu|73jQ;7$YX8i)952`(Q#SMB$$UnY1Cf;c5=J^AM0zj;M}qS(@O3vggfMQ0Hx zCMP<~W(tDMW>VTjN;Td2Y*QX1rx1#Hnr~HOwtyX&!of0TX;ZW}W2R~Al;l090?TS> z3#o?e`32claG`pKkv8cwJu5=toUB@GpF|yx9QxOmQ-{p+>`kCCJw1140gTX(4u>Z zo5ktWcnossxWixWb8`jboez)W3tnULzgqYpvg@UnT zBNRud8~WGIcFq#CkHr!1!2L6>gLH$9oeg(V5zk5rH z4ZYyc{&ZuB`lDCh)eOxy3ZID!Xq*C(KX*(HL z2lJZc_a0ir-}UV?l0wEpZCzlhgAe}z7D*^5Ws^6Es2=^|h;*+^09k#BNT8tNSO`$! z-6PoD@iw%6SwDSQ-Xqd!w`P!_wm|Q6d`RQoQ7XjL@N^Dh0}M~?I66+trp@6k-8v#cH>rs%nK)0#R>r< z^m@A=hM{*6<0zmszKgKal@lX?K{sDQ`601^3H)hN^+(&D*kO6golYD6WYs3f>FSP6^{;9P^OZTNXZH^71@XZH@ zjW|op0j&!yNw}kDL5xXFue1uYI6>}C<8DqvmLKm?~Gx9UUB^~92l&8sk^3-na(Cv}T zIv4n94R}J2D8iX71gd^OAuLL)UsQTy|`Vp#T@ zJ~&bE&HB^j(_6Y%Gy}p0o1m%cFCFQ4SVz-j!@F)=!v=Z(p7#VH4wT;&Io61?I?@BO zfhFIGFf{0ozniA5D`D^Rce%)X7|QYJn9z!5MQT7#R`xB!Ryi?VVbsNY;P=8q#mq5g ziw|O!+|Gx6i>?kx$HdGF{jJ^$`*ksB?C~wDUU>Y^Izl^*7*XZfRIja3?Gcl(Y2?2D zF{N>@m`h)p;)%~LPluc8a#*36UYxML9(1e^b$EcZu_e=&iS@NgVwp^r-Cd&sv985%G!@G!kK%lpXw9S(_>%k<_yyhNY#LgoYMAWJnA#jIV0V<&FTpL1 z`d|+CrG_1(eZDW+ihF%Mwif(?KinbL%A@_32i7=gX_li^N8psLQb*|Szp;+g%fit< z{#XHMYHOv3W<8%hRUJC_JV^9vaZ73uD<+}zI`LOH&!T-21KwnO?Z0hnUy?|+1VtAG zKPU953YwQzW6kNlpGmZ&f6<6H5bMY+w%JHB*_lroIMCL$O4MSkK@L8Hu{G*1dG-u^ zvI`a!Ij^5TdZq&=qdmJNO0#2oaosZ|%outdVjYP%mq$uv*oMLl)$8Lve z&D0|M%^-|b6sJAttnFAZ-C&q5RANR$q5VE6b1Zn)_ok_Xh&Hr#bEaCpbC&C&9_W#l-f12In>I zWDLpwQ#ATB|DR6mCxk>~*vkwAb7b_!lq{S!wE5pfqg?6)G4xI<+1Z#C4KEw*lnmLG z$l<@L^_-Ioky@l*l_`1q0_|D80i|wt?+OC9YmaZ=udkCFyA@)ZhE=PRpOcPt0CzKt z!eDt@55J#%At^s^UQVk0RF8nzl!cth)>Nem6khSSKBur^U449nk5~c(JRBs;uj}r}_vSan?50p4PJnA{c^^Pp5OS|1M7f0@{ZX zfD%@N6F0pazM3!ReIDKfq212!%Fj(3WGI~T2Wo+BU|pp+@}oExMglDG8)eFJinP39 zZj_B?O~eQx4GSWSw?bTWg!wb0{JZ|y1U4l_ecB4B*Gv!3yh}RW{|%7ji6KQ?6JsPy zP9hvRpU6rBYeRiu$|2)PxIe$>959htDh!;E=E4wfQh+bFiXf+y9Q|A(6|gq`Fz&ff zLdR$t%VJ}Td1g^KoIHZ3Wi3-BOw4=NB3$G$b~GQ%u6hReY`;@FvIK9>NL}iD+PmQM zugk`ApRvn4n7ZR&3By?x*j*;*RSP_86H+0EPEHAg5w?`xaJJeoBFge50@B1>67RJR zZhj$@YaD>CP!@mDOSZpv z#Yt{;*ukYvy-gwT4XR~{@`cDnKq;f{FR2|kNMh`Bd?tZL!CQL1XQ}9^{Z)hSRT+t{ z)Ypf4JQn8JAo~jTtQQP^bbt zRp+)=%xX@QT;CUUH^QB&-313(A9GDtY67H9T<}nJPr|OXuLSGQmU;FEZA~B~uoa02 z%haldQs4nlP-P@E5svr;$7oKs7;%;u-ahP} zST}455z?uwpQ8vZTwW$)^$`}-MrbHfOimoNS7SlIWf{br0uHtpO(eQ|w;yFuZB$s! zR>ex#s+s~5=wprn=TDHi_B1OB6Q%PbB^9d{z0^thN?^A^ZyijL9Zz~{^b_Jf{zwLY z!7H)>*2Z^J?Jx&U$5oU z|L939d<=%xB16hL2}gl!SDM?X7v;VuzeV{W90Ted_QYZ&;{>7m$l6=Y_Q3FR2i}{-|V;^HKTkw{mtgUg(X&LuE-Maqq+@=Iow+#WJ z#;Zb9R5-4i4e5JNOq#u!{6MBn*#sN7wl_`H>p#=K|Eo)=P^Jk)$sgi0ED+L+xStmT zLzs^G#Y(0!9_$hTKoh>jG*I=>{s=F7b~JeZOLK@ys$mgUR!=g#hzwfZ<@fKMTh8AK z$(ge6T5m7OK0zML9l#PF479fg>8NSoxu)Z3xj98KFBTm;2HO)G!?_yZ0_2ln(ESqJ)LF@%GZ7gIHt zX3@!PM7jiG`{d|aeXM=Nh#%{A_B}P}Xkpz+HU5DyZHRrLV~!bZEkQ?#v>^vuvL}2rwSDVU*2d5PY??+)`jUJo2y1ZtW#jHn9Mp=X;T&WNa_(I?eHSW zu_g`tiJhVE7NLY_>J%{XPg_*wIVBlAX@uy#AK+HchT9cw)vwZ*n{)oLEk`ixvOjwH zFC&wc{u9TeMqt8umj%jcSC*5)ut`aHlvCQxM5J(DuwQ5S&|pPybig8`mPo1bvg+tD z1{nvkH}F3(Q;f{zV{n^5)_FtilaB)WNK(C=8}+@<>LiVM3C*v#~l51X^pH1a$a z3f8vw2x7V2iqrcUE{~NUZP!xc9znvr$JK^G>x16!nhbRFzC@Fv3-U$!sQJ%Uhk@*0 z4%SpGk^CkR{#n(rfX8Gl{uP2!Pk1JotBOx0TNKx!Gw!iPSYzP8y-sd!?#aDyqt=NZ zoNd{$=R;JL9cpWBLLPxaLP{i;v&vR{TU4lq^-QEdGep}sape#dbK#E(p_!#6v3QkH z+0DF~&ZuW^ZBg)xh~;*<&n2sevL(!B>!K_hF^KB`M*12xx|;j76;AxVBO}fecGm4# zJM+xj;gTlL2V2WBd+c@m-B%GRkLNZ?xoSD}Nbd>^&Kx~l$>)Pl*DD(1_C~q16$V|R96iRH7tHUG!x?aYjm+}BJ+J>D*3~(w!@_+;q)>G50(n1 z`F@&sniD61{%)zsYml?@VrN9sOj})NI_p`l=d6j>(_5&(L zOJ+tqIk{eo=-j_|ZeBv1QvrMqQ?H7Pwma=E$4aF^ z-Vu%ra|!Z_3=eD@tc?-b{2T%m9D7gLyXwMeT5b%q$_TsHo&LIXwk@&W9@utmjTdxI zSflF+q(YtX0C^k5$aL#hwB`2C8cw5kt#l~kxmYnzKIRjrQhk%9Z*uKa?YEdjK8Ta) zC$AFMF7>8MSAD7E9^AyE$?CL*#@RodQpu9#v+mF3PnfPtOIkJ*-A&Xdd8%t)mW4;D zvPe|M@HZJ24ms9zUQV-pmF!%Py8CX~f4Fnlo z-JFw8DRDI((e=wm*`2LTJ^H1w-dTFOPuPpVYs&J-oLvXV(`x-Pm8FYJ!nvTc&A0TM z8sL5bg-u zs>x>KOA9a@-Wcd4CQ7gq+;AnveoT-J$R5@b=*>T3>}|lr%B9EN4HkoC$>ta9v$~(m zoE@*89tRw3#b$%jGp1SmPHu;yb02Df;o3xGqt3T%?$uRgxr#XV4OB_k>CX_P(Cne5 z7()d?BS`ChZb}{v%a89&6o#hNdYEO8c3U*aT}GSNzX(eAz{5;tZuW0Ah2U>#8qXbn zDhJ=@ACvV6ja$=r>gWRPWQhV>FENO$nr?@nccwXVLyIr`ZRJ0rI>nRdRRb~-C^{MIy_Ri>8Ogw4=QaZu%#gngzs z430l~(~hbeX4T}@95}z7{;cwHdM{3k#B$zHX`=;KlHCp#2N4|3D^z+ z;9oN)Y;|N@3ZigNT6@KR|NVfAu&{sCA|BZZ5a?#9x~BfXljn_ZnCDk%eG7$rZ`_$m zMPb0x9!4NWLLO!M^N<8+4erEydc({lnZoXSw~A((h-1xKF*NYRc{Jy|lRH~EOENZg z(b=4s+4`UD%wO8?V!t!*Fj^0lNq4X-(Jz{qB1g8WXE_JbiL zwrAwAaMUf8F4^+pt30N^Vb-qxEm`uNYvkOU4seic6437lEnFRgAU=k1P0^LHD&Ttf zwnH7!LPYGuTS`unYaK~iI9Cbk|EnCA46<7%M*`P*Z)tYrPANga)r_NMdjnhADUU5m zFfue<)xA@~if?_`b|W;BbTopWxtQ$H^V6y!OeZmbH?`?%b+h9L{D@<;X8Bray_@1G z^Q9n(rWEU<<8@^ezo>^rgr0!n>xYl!(RKOv3jpZ1rScp%5uY`)*%bhjieL1!dt>z^ z&uqJ6GLvYiy0}d(3Oas`FIxK1T2jtVzi7;-UpwubjiV7q$u(-$*9_%Q_fF5=Qq?*C4tKs+AzpPoN?j{#62pWtNR z9*RXp(ZbO)vJLisahV<_{KNOy{tyzHs@55GW{S1U*kD@hh?1-qdgU+s+E2>$;bY+b z%?+{^={C41K-hihR*&lR%E;=9*000kZj67?u*?%7REd zakB=#VfXK}I3v&_<@o;C_e6N{emi$Fu$7#NeUtE2A=j`tJB319;FvC-Yp!HK>9P>@ zt1Mp84X$vtUlz;KP%mxQ`{P{v+?FtqGGqERX_#2|U}j+TXbdUao_M2s`tTKGgTlOu z=XXQWjkC@N#S&C7bI$XN=Hp!m_p7S#zOa~!Ofrj-GT>|{K}_dYMo`z*CHC&8aX0vj z4sn09?k4*CYr1Dwr3gw#sL9X!rcssc<6u?gtC|XXG6)J#0zL5As&x}@eqN2n@pM`f z<@|-UzHWGT0VDX=&?CcUo&|9;2Sq7#nK z;f3-nsiM@(Mg>&z-ag-$d7Q8ICH>?umBnP$t6wvVzyM`_@Z&BiackX5M`VV}>f|1x zny6qUdCV~TV5BMx-%n?YY9^rN)~3BnSzJmGamXe#xW#9A(r+(B+Z-v>Z2Z|zPYGMw zbN`t!#@LSE%^|;M$Q>bP#%2smojSlSxsPzA#%&q&A`v7aYItfw)rPA*aKJ zD`>3BtY%t!S!<}2sLi1`+%!80r_JgXLD{R!AXy*RyO;ObFRdS*&=Of@UwQhV)HXAk z{y9HEJ(;?Rxyi^!RcHoKxtC9Fp1isAR9n3IH_PZeGZ@oc$jmHfm3KLi08oaU1s*#b zf23)L<&*_CR!XZeuXNVBt-|LeiR|839errlHuFGA=IB-0E2_vk z0p(Y-k{+PnWIvjQvu4I;5ST13!Ol%=M+YiV@xSkMK=sEIt_!F+_{?EvvqLGox?9dr z@pF&sG!2yzzPl&*e0rq6833VY73$P~h)QrsiZHp;DGgW2-FV{&E~ec9w2g%d$<;&B zH^vUK;u(BbDoZ#!m~A_8mqSFkPH8ut$Og6!5sSFQQ`4rIAoKLXrdIDwto!yaN|xP) zo4b|*-Zpn%NX#b{xp9+|v4Tu_CaG$Iwpvlh%w&CX{+t~|n)>NT;v*Pk0(D==sK>BZ zpTZl|+^PzkztgjnS~D5FCb3gnz@gkh68y zxi}nn1HP1*Twn;Y8>U*+CSr!4%{-*Z3Eejw&G#R|b9^AyYSxoD!r~N0NiM?YjcY!1 zGZ)ftoO)JUTk~N*&XTp2Bto?;`vGu^XmITY00VioV(J$3Zb#hk^OF~JHU@A&C+QxF z55pQ$jY>gZpWYP*vg35a@Bt6&;BU6g?T?W$CfX^t7NfiT3{I@;&yOGDhSQvf8c8PX zbf54s*!<+SQ|bLsgbC9nV%}6)$icItmOVNH54?1GDWb=Bh&hz;HJOysy+xd3bjS{( z`!8+Q{gm+MvNxX*%ySi)k9IN@V}n)(p&m+>mn`KLf*o=fc|}3o5wlde=^tSiY^Po` z|5`HQ|6P(_(KQ$*$>U(+o9Gyka?~$H%`Ls(w6_J`XC?I$_*&dKcTSl<_lvKf_lSl~ z?%7z~AZ~)4Jkoej;wc^0uur!QTXlu#C*nUn9@wGu>POpf+Ub>| zEDde&38Qa2ZPh{uPR!}At2!=7JNlmAh~J6y1|DZ6Gty0jcut)395SYSVwYKeit0wT ze+MD#Vf=PxtU{FX?{J;-Gj;kM7P`VU*qZZO`l=01uY$s7AW4t<@`K&aNd7Jbj0*T# z7y0IiB-u_%ukc-@549Lqd_9H_gF6F{^;~wuzmFasJ`-37{|P!n$j7_6a;PGO&efeI zlJs*zp3?DeV2N@EN!qUi%wWTEK6Ot9q`Np5zp|_25CqU) z{Ciy;nrTLpog^%xszmv|TM=t0s`}VlfP%Xv_=(6!Fo#?q4Vuy6*&B7(v=YJOh}xaI zq;ufho-F3W%cZp&|ALM*9M9zN@je!%OnAYqn^ed2H-$^s(l#cMdQQq6iInvPFf_=aZNz4~o2HQA z%o%HS?SZghDcF=Q({EKVU=PmOHk*LYUzD_7`pWKc*PjA9@8Em+x_yZ-0tCDIH(rbb zFcW`sExs!*L(H1wr@+_Sy3G}w(pyIHC$If9tB$eb;p39rol~eTkzT7<%;c*abX8;)MG z;rG5g^>T8t^E}w>K~DV()(v1d?B$S9zNndpYT&-Yv0mNOM(7^+U~;A1f~jeu;_T>^ z(W~@jGvCkdIm$t^72AY{vn5|(ZU}#)?{W?CJ8EJEMs~=JNXc<(G3zKpwi?*lg~ZyJ zhGgc0g2>DB__$Gyu(%_;|KrqUqBG;mMl@DI8xTmNl4p~k93}HqVzgGojvFJPw}Dln z#N{atluc~B=A(N|>mld(+oc&4gMf|LO8n`#t#c@tIyEkx&suhP2l!Yy?m~ZE@@0=> z7lnpt{$1cI-&$*1JT`$lwg!e}i%$rtLK0f6kVUJa+0B=w^vJat9ThQmd1+(cvTI1Y zJ3VCae#|E9$X6=Yq*nY}27$eXz=#ZjK2Qi-2VWjRl(C~jJgKP&*WX3pN8Dw5(ywE8 z+Euo%B?j3(HR7JCNs2opPUm`g6QWE(>z)W>6fw~ooR<%D`?8+<-@en}n~)zZnK2F7T=ihLrBDDC;z*cV(|%~NVO@Ic7^+Y?S(!dO^cjoT76hF1 ze>PyKx-kcY!F*J(9F{^Y5Po!xqn zjl2JqpV8jEM$PL)PXy1B!F<4~v!DX+c#7)YYKKum0a;BjN*Gmpq2X$QtRFE}@qt_3 z`ZZKLlD4~IbC^ARt_1XyGv|awrm39W#@l^*BVasfIU~dkoc_|SSABLjv>t~&FMTVg zH6!2U(ujwCBVP^Mdcdqa-B>CH_)f31KzS{LCvURwaIFj=YVR&LyVah0SxvquZC0$` zI>)vWGH@QI#)wJ(A_iAx9b@@IqQnPuQe)F-Ckx76IFJnt{&U$FOwi4^$ll{d$5DMZ z!e~9Uuig>Yg+-@TLKGf%qZx5veIP7nYwB$!VZ#L&;1B3p6No`BawN)3CJ(Q;rGahL zaZ)6^jF*^s{*_*_(f#7vuQfOESH(x+OI&Ihi_@n02stuWkIZ6V_d>$(MJRcTSECOV zV$KLBT28BVYBAZ4mFV7;TuD=}CPL@n3Z8M-iN(6RueTWSI@eCJaHv=~Zzq|j;IbB7 zNr|LMZD15*8jdW)`Z_VgN-l zj{l^tW9Q=I{=YEW{g++Qtn3s|b+r}Th^a1~F6AGeqJB=>S*yaxeC(1*WMN=K`Xt+% z07bzqq3$f9l30w$PPZLYAf8x95%mpPrS24tKw{p-8JjTWt9cc{R;TynWabv>eSlqV z*VKm9rT=0(RKiQ>hkki&q#)EhZS0-H!N}NXD`Ny`)GH`hd#G*ah6XX*2Pv3z7{BEh z`*f@aysmaMvd3qJIgyw?sQ28TZ8{WeP|9gBhu04)`UH5Ryh2)8)GbP*Y0aDpAXZrr zg-!^&W|G@Alb+vQx&=BPm_1C8VB8I~YjL%=PWva853@Ta(U<`55b>dny_?1?)ctF? z=#bN19f6-BHx%8Eb(RA+HFJArvmbQqA!|1^YRy3Yi%3ZeQbOIfs9akvJsTUn=ZwG>U3V~%_K3-M_W`}ON z`9Oo0%pdn2DTZNz7X%Wd4+D2v0qGy1YKtwJR-PgpY;d3qPN9`MULz)r0Z>u(-9R*d z7m{{AL)G8AOje8)>+AY*(7AT>fTPQ&T(m%OBflxt?v2ZR6EAQQ?+Aaq{Mi!Jehn-limncsH8V`a70gksg@Fzho9tG9_by?xqohl`Y7J=OT`-V z3C9P4k`<}APq!As{zHSY5-(z07+&A#6+15}OGry^vNNpTr;9M9fz)jbZDf()5{#fv z82tIstQffcQeuf-R7e=)6$zMyFgBvA2_%K2ZBa6bB_n#+@RE{j%JM%^#z=9#?dGTC zY36Ykl&c^pXO{}kYs}NxBHv;tNZI92&VY`f+?n_ZvZGm~w0>ny6CX7kVchUO;lPLH znZ>Zh;RnhS(cm<|G!Qfp&c*S4BN&P?DX!D5e} zO|e1IMV2%wWsdGDs3X5A=17xEzD3)k@{2*60gmnpTa$5~&YeMD#j7|{i&OnZUB5D| zMmx_-!bRq98K&W=%=fC_D!N7L1@7v{;j@kG8Y@zK>U`qf4X)AGANHlOnFb?w#dlPq z=$`4U=*-l^%9SkC+U9}tQYShmydT9mia$)N+7vZ9S%)^#<3vSe%Qnj9$i|Mj;LsE2 z5zfFK9pA7&nLGiX1T>g6lr*|eXco8^7|UxG4obaC|1QYRuP#WFZv43k@v@9m$(CnVson zo2gs;3m-j%Z02B@?I|YU%~$2Ye{i$7(x-FgxBQ5QS1gwy7d>9!Jp_ILe?E+DJ85&( zKQ$2g%{H1Le`4Sj}1_eal>P8tp?DYGg+{4!-_xM)aGgI2R-Z*?boNAL7| zZK~t9?{vg2*1p=g+m_Z8&q~XJ=h)Py)3+`9z{bFYckXvWXkF;_po5??(c#|YVE-?L zzdn3f_<|lX86w#yMD8qOJaU)N0seT1a_IRjWIAa2Jnz0gW+3I8KWQ8iI!X;vAifEf z%BPv0pmyWYkdzNK6kQbK6qgd|5?}Lu3UCUr@-qvJhP{S=4$GKTnQ9FgM$JWH{RR%3 z{VDj9xm$ww#I)Y#EZ8TU$Gh`H@ki1-nuTdmJFENQ0dtT#i&`3U<~!SW=I@t$d0FtF zo7teECb^PU`wNx}tQ-U<1g9UDV}L^?sy3QrS|M2vh0Pqn^xYiQ#B23lTy>P3lBbfz zqHaYLg|*x}dLf!FA=uQ!G#7OljAEo`_9hN6dql%TLsUcIcvkAUJ~uToCYOcyN_2h4 zAm_@|e9&)+dPDY%KPhTSU>Y9&dzl>999Adewv}szaoTHtaE~DbL}oCf_e-y~+1S14 zaO_EAy1b~uN9(kPMOUbM$Z0aTDXhuHE|9Jf;{WZ}#$supl&CqAkzaQkaHC^KBf-eY<@=x>UdnVzQ;<*c)d}?p| zT2R(_JP@!Ga2y;7>pvMcImw*CY*FQ0Q3$*??(ZAl@(P^W7_zT$Drre2fr+4sAPLNT zIKLhE65$(P8`tP>^?4giJ{IM2P>& zxGz+|Y`uLf$uuhMS$?0ru()(zzIoLmsIfFm?NkYL+h#s>c<)H_#NueXth;0s zNeei7#J~A_Q4*t+8vuJB27dlOSD-xq#h+K*+t~u3tz>FzVdf4{1Dd-33rjhO6sQUi6La#? zV}<87lf9FxnzM-+BnWVWtgy*=|K$&P5EA*nIHK8D*;v{C ze^%Oq*>acEe6Ab!xAbpvzIm8i@l|kZK~RLX?a<7q0COQS#JP|vw(Xir-a|MrJXQ+l zLPi~~#zs$6rZ?E~M?{}797o{miq_lHbIm)%6Xaw{>nZ2QTeGeSfL4&vIV4r1pP>`8;>b^Gl=q;K4A$da6dJr^Z74 z+-Gd5S;#X#5El}+*zIb&wS;@;ztdTDXXJ~W z9l`x_CHh#eL1cYjkCd5>D*{B8em=R2H{kT7vZE^4W+Pmg+(;a=usgO}izUh5{L6ZR zJ9)!}`xe{y6tP?jyZ@F9zV@|eW;9rKJY{9fFu+x8Ncpbz$rG8kr{t|kfFEh}v-7Xj zp2a8Ol9A7*zf6Wdt|QEjS??~`#Mdm$G{)j)X#H|s$slf-X_fK+#W7En(a2T8C2TI8 zR`m#UeBn{}SZg133oX(|ILM`~7}lmmXgX9X#a5huHMrTMaFN5wE8)>HxhCdm4BT zuBz|ysII!L{t{}T=$e9ck;MpncrqVn;K&b8QVsJE{|=b_9k7=PuQ0SW5Y|J`lkj!s zZ7%qVHU6}UwIpTBrP^Z;u20v$1BcOt^C|VLqp3t{JK1$q{b>fR*}g(&%kj8~;!~uo z={ngBr(=DlcG;eQ6_e3F?`J;U=E(gtrC%>aG*Ax+6NW1k_M5&j;rR$7MT3scTpD`& z$^STne_L+plP0p}-}pOh8~x^F=Zsa!jz2TXmYKlKu(-*YnbKvKkADctMh|j1**K3& z9W(i6KcnBmc_aP==ylmI(z%r#ZAqLqtw?DZ+8j1SS|bO?ffz3dFio;qof2Oc*Go$z zIyx|Xi)m=zuki7zClX7vc1WOC>fFlPKZX}$-N7E=;`doRD3^5qq-Ia<_148*MRNUX zlCO0np{V0(XDyb{cv)V6f|Dy|y zkYV=QPw&)$3*F9_lr5x`8!0|<6eAp-77OK>sw+>p42LG;EIHduL1HdSp^EAYL#3qs z@Rx#ab1`~|x>Q+Ih6F(VFmH}Tk4+pOgDApi+*1W^uD0I5T(~8Zz!CC7I)A3TlbBgD zSoLB!vU(CCbcN17e%sj);l+fbG;OP*Avp4MuR|38oz>e|lW6_MsUi^88k+72b8av9 z-06!8K?l4$7r_2}ZJ1W)3}Fa!h6{5R)FvZ(xE;V4GkL2})F>r_es&;k!HLrv4yAD5 z7x23&5c@rOYp%q>;O+rID|oe4*qO&Ixu^4F>|`a!E#*lKpNdb%%yJ@sjFKE`s1}=x zi7dDx_mnP``fKIbx_@!h2Gn11Pwtg3kO;BF_K}ciHG+=7F4D+*G~(l-ugc>yc1HQ- z&E3OlLA;hb5L64=%O(1x=@zGnXToxjJvOpOF^$~(wXXI%&2upMZwlkCs`KW!HGXQ< z29%vpq1I{nr39s@yk;qO^a;+O2DAwZ2Ch^r81YiuUZ7qJjn>UDJn;GNKI(XPZQ0x@ znj^AQueY97?XDCL8fq3Dff%d(*|_63JWDM}r;*xG{^n1H+PSVMA9ubr6-pZ;0?zv6 zEzZ?2tr0B-?LCpn@dpHcl7A==3yH*zp(5RI{#v^HMoWq6yt4epmUw};xW>@8&B2zB zb-)HAEebJ~LIH{0m03(LDBI0D0qrzTrl>tiwkctpZsD)MHzs!Y#bIbxo{~ zr-ElXQXAO?%vq29T%0f01H|nZY+H*ydTWsG0B&mXTgZ{D6U{D?C$oihU?f}&A#@NG z3Wp`c1tp+?KX&ALD+wzOQQ5O2)-V~jLE0#TcQlY{C4toX1EC~ZH4r1cH>HZMcdy43 zlqEq^Gifj~YS>h6^c3Qn7Ahq@5Si3cj+9@#hJg~w-kwc3R+pjAM5(wz<3oxuhT*)i zNL+cqbl_vsR&_Nz@w|uFh=1CzwpZy*zq~Jgu3CGloC5iJTkAh`*KRI)=$*$c`>&|M zt;l@M`y_66VC~R~frxS@BWbG9{z9h(Pm;D+;aSqJBrN^<~iQ2qUd* zg{)zR6!E~&aVkrT7(0x@_t@@6F*eN~0n6Zl&U5j7h~zpeY&J2s#jw_I2CjJ20=-Ov zx5HK(ifvioyRMvXEAVgYJ3!DrY$xBEJ0+a~Xdm10NZFI|gx?|4^{5!f3a&J<_#1y!r0;1cXdLOkdUMWraJJI(VAAwUy1 zU3QxuTLs0XXp$b627?}n%?2g%s~#AtNGRaJgqy^rQ_|gjCjHQ1MbLsfqOA=lK)csP z@6cgmMmOHKFP+--@#s>L84Juh*^?58&(YFcCs^`b)l}c3l&+ zks&B54%$c&G#FT631igk>T&$=o3$TEPQ_(>%V&ns-_wiQjl5$7_j~H|d#S z8cPvMwB(Tnll-iI$)kou!jdp+(%o7nuRJ8&24y|yS5PA*!vNg+ z^4zedy(hzBBA*I&BJgepvfylcEhAA<^Jv;jN&iFM03k!HD)R~BQ#bw-5SP0Qr2rw^ zKuz|}V$hwkpI}^W6FTg}rnY&jS)>lLl`SG+MXOD<6akzWgO;BP(nOp7w*Ly>m3B&iG=vX4I1w#!#jI#T1c$)Tai#E@Q+=8#nTb2k0hSp&sb7veJZF$&Nj6 zG**4BKKi!%?7tI)qSD&U5Kn^IXDA8!fFDKd-E}sd7qMe%8RfyRU#NEKJkE2UN^Gj0 z0WWj)+htBAZYa$v(VUKx=)4n&wp%pz1Y)$QG`t&^E~2WfVWR;4qQ$akSa7e9er2DaGvw(bW- z#-%gDCmDQ8ZC;&c%9LKj5qVOiBv~@1Oa`E|uTtTui1!_Q0}5Feu^~IOQsEhY>W=TP zhm7Qf#x{FcV`SoefZ-$#o~nJt(u3{CwxD8ZJg4LAmUl^^D1AeZBa9!U;ciYm12$PY zU_#c;p^@i$#xT4#I?f)n77uX3X3-9+knX}Q2;b+%`Ri=K*(-`;NWYqXC6uq<$HHnX9}pU`{%x*_vpiMG$Dp=k~k=}A0%Uh3>s>)z1=@c?;?WKy9o@buMwKTV?5$h zwAr6)L;Mntb#Ny?_D&Zpg1|QO1pzl(kW74Ki3Ba{Fo2FEl5WO5oMc6C;~88`0y(5a2*SOvbvHRpxwpz` zHKj2PmWIz#rQ=mWNcHEqL3B$4KVBRTi7oQ z=v$T|V}|S)rR@2rRLu5;-(TuBaT9oTpG|{ZRuNPW-~(%njMOZ}jZYE}_k!}I+p-VW zN~K3+?LgJi0k5$>KZ`Zrrt5x5CytLh#(``PJ!-QLz1K<2XZABwX&PKfPZF}UQfv4X z#Y&4AlU*d6Gt8W#{A{kZ)6Kw4n<2CfRZnbAG{)BT`Fsu%cIMjUc5xaNaHnbM{M?-t z6cvt}orWH*DQQlpGk~ISxB~`>yJ`a*OC}9AIMzbJYrhq8Nz%=q`6EB`eKPo$JlJq- z#vkR~3aK-UPUKubhr=8hIG4&Pz1Y-)NU~uq)IJqjNk&ZmFT;F$c){ zB!-nViM%Db+h>9VdEHy!iqgSETy4^21`ha80` z#lsDyK}TtEdWN}{e`CMPID=khJp4w_4i$kkxeE7nnIS(OALL^}Hzy>&Y+_`k)@S(B z=w`Z92H2FDsz@Cl58mpPNUC=#*lrI)liIA0^^eTibw!zM_uOD<4Mwp@KcFiyRDj&p zI{_UbNlIi@^!x;Eke)r0AHrcyW5bc-Z~a(={;CzBC^X z(7_B%j3~?FeD#-CT1b*oHR`IBY2}P0uZkaSwWS$39caQK)#Ug01nGl@Q|m1kyxU=Z z9>)Y5K#z^+Q%{oApJ*4}Uz#!TZ;0@-*1N~xnSSVdXLi{U?|Gqb6eO(`5Oy&V3tuTFA^>Tt!0X|b z4O0d9S(CWo34_Wx$7S}$Uh#=bjr#d1P$+Q>o2WIqZB=+Ea6jK+>-7YoJa|R!3SkcQQn{y%RMH7>u=(^tNyDoHJ&i^bR0vg(edkyOJjoG@_>Es@_5FJDc{ZI0ai_4>mCt_2MMa2)OsI3 z!O!&^FiayUb|PQ%s1t{&+T+3B`ZenKIV75rH!vKN<(-6{5G56U9Lk!*Ib?;uNDW*x zcW1|KQ!I62z&dP8@3jQHT;OEv4LF{xxm4CBQC4978))LBb10gyI@2gf%CwPt2+w^pjqoFG;~ z7bbdn_1le~A`#ws6GY>BqrXP;>@8|+Kl_uA61tsYqc5(i*|Abm{_3}xEX8uPx6517 zJnG#tBCp>G>0J#sok5-A{J7T#J~fqL&GpyZ=LeyauZ+Y!5ie?VD3)Vuq?IhK^>2!N znLVGxk!e5iWs%6i>duLWRr2c2RTx$wW}S-Jc{$KsXfa4qv3J-yRG}%*2QAK1#I4z~1XGxaVU1tdd@o|>sr9x*nPw5rkG1Z~>gfAj z5D9KxjaC+!~ewP z4J}Yr!4LA=F@>i+WG`a7q@%bN*jR$mM61tgg?3;f6rZ#EWn=u?TaPC?pl#3avm98R zhPrWvwA$IV@{ibQj8z+)HSPCS$J01X%g+jc4A>O!Jg(YfL%7;0ltYIm40|8C2F_w# zsR_YmCg~)Mg&M@k!6<9nVqLtQy}D;@Po$Cb^(#&dGKxiLhY_u~_GxqT3pWj-VT$Ut z_JU-BXIXe$iiJ7K{a#JLSqlyhkAhsiD3}a_=}R7h5i&RQ7?!V)D6SI)P&A8bAC_z9 z@nq_gka2%WD{-hr@J}d{z!-PnB1k{wbmH!LY_!rmmeg+nN;9hUK^k^7&8hm8`t#`x zq`lkolT`(UDn3OLW7HSxiT->+kWg`&8KaptFRYoHNaMwJL9m0IM$uR@*CmT-eHgP$ z?;kS)Q^z6pOw@sYwog^)zIZG-(b9D7+Xe??k3Hn0{G-BXKArK#{SfpmDWI{7L+$7% zJTy5a^y$ATwY~_{;|f*IJiFoAan%@RXHl=)B#J9t1gqBM=UF{{hEhhljbmEYlSBC| znv@v1j85ilbTok)#oOArkWw%@a@~vk3B?G#-qgwa3qPdExFq+3lC4rGfIbFuTAzZK zg^Fy@(DnK6wk^-=wiwHas>=oPiB?1?b@7%*@C=VcJ zHAcC6KU$QlghQ5{GltFRPJ)?R_^FdFq5X3hjAEI|qC$=rFPA`wAnG>ssBSBn10}<% zm%AGGN-}=&7w{!Fq6e*;7BMJ7<(wZB@gkPoS(K&$eDmOVPhV~p`(o7K?p9z6^tZ`7 z)?4zTy5}2ZP&S$CZJ#JoQ?qgCf-$%hN-#d|LlvDnPAH>IM~v$n?`D1S(`?UZ_&y(WUPR+ZFB-%V@JJQ#?e3gCm&O@j7gNj)g9-!E1@=VF{ zfV+{m&COGaNTOIN=O~4ubIFmq!=@AY^0-M7Of5~DnvVU>?YB(G#DLV1vVIW@&*=NN zp9U#qvpwzymufbGHd#}Qv9#>7UO(^%f@oV*Ae@1xDmW%!|LjF)CiO!1TGd2OZ6zFN zpHD=*Pv1_PO`BUc_|h5RDmNu*7@=FVETQUN7o2&FXCLEvSMJ+ZKZcbHj{MF(xA`TR zw-H&)uy)S^+w8LQubUigvky>`j>*QgUV^BNw98~3ji>P9*4qEc3H||$@y=R${LBuw z)K&Fi9TxqWF`Y%9&)m^4l$uYre|{mYe?^4LXJFm#tP;@1o0~YmxG&1CgIQc#C9vK= zKp6i)?GwGicM8{oo8+dBgl_H#y5h1l-a&K!qg~a5ZnXd54oH3yp@e8w$LZ{Cqp!pC zQD5%MZN6BE)S1bBj>|#LEMP|E9eETlZ>GAv zJsXM@NuSW;N}u`k&>gK>8}M zIcEB%pm%uB{%VO$y0=F+GKaV5V$xGZL&ec%T(d85;=N|3c+izNS`)7Ua3 zJX-0r@O3cW&cAi_ z%c|QZPNz>=%N^7_QTXeS-K&4aa-rt9059dZ%A|DhSJQ!PR;dB3pZkJ(rK!-!zjwFV zTkNjEY6lCeRm4S)-Py%Gtwt7|lAq@7F5L6;Zm-Aan1@u;!Fcbwz9n@7?DX=iPOPo8 z>{h{F`;=j}QjS)c13As3=d&7CeD=Km>h^jz%lv;L6vUZV2!Vqqs5@M)ZEV*sT1=~sT)`Dv$9ttwLClOEd(ZTqaZ)*KYD9VY z;t(L5WU~4WC7eW(qBdwd?pF#?K{RWfME^OHpvJ_Q` znl(~Mg9J%`S1%sVsze7;TbL;07mpV{TL{+iK@TTU*a}9D0sb9%wIBruRKN;J!gXpe z|C!QD>@)B~-z*&2zDuytcw@f#MRl0?Pf1JJw2s)SJn3z?#A!9Y^|yP0$^7(lFFM5d zL}lSOyu8qfE?Z4`wrEp{$N54x3vbVpxFyi|%gp)Ctdk?Zp`M(TB>dDmgc~-(%vadS zNBxHrkq!q3#HkXWoi{!cqDvZj%oVtDzgMglKrcAIJ?jwTr!55I;jJu)s29d>(Y{W~ zGt-SW6!(gI+#XKg?+p50`4ldttMpr4!m-{f;#V)FE8Y#R3-q}K^)@8jn;a#E^VOEa zwgCLq_j8OUPI`gd)b}U7y;lHF{weW=;KY`j)wNJ9ggA8ZDM~E}vo&a=qOAq2&7&4y z{6ffjdt_3BMs)4jH(gMt4FW=t157Ng|!KnKb*R) z2ZrU@@*&l(L)aSW&+cRWK#w3wXOkDu*x1p-?WV01GOocLupB)CS3lkdBk{cMN6OK% za<)*Ur1q~2a{JZ;Sy^w6&OD%tNgm&vjUQ4;Aw@F3@M{3w(pR>&i^S*G?%L{J!$B%I zm74uFGXR-4`i;*aH^u*QR%L7gW_gXgn>HhP9lu-yqRL^HybZ)uAho)#=kf2k>GJY6 zRy!k_xbE$hTbPa!n`Z}IV4-sW&SH8>NmzL1M9MQrL)(1Cw#zmMPIjs`a0(;7wTY6x zmrWE%U*ko|!W{~qOHzjos-<`8qYW6D9Xroz>Il6lsy9tYt{fl$Z{!H)4*T&ytTZjvO0O;D z=Cw+fJsQ-Zi4~W-g4u1p{od#@7NcYp8)zJdYo5=r9ETm*Tf^mFG<8VBNy>bb*83d= zwuPN?#^{$GR5iGlr(T^H2#HpPONt*X_MYn9Qco`aB%MsNgp=HsKj1)2ef}*GtLohN z5c}}0#pS;)+XI(C5S_b=t}M&1a>r_n*8tem)Q!WA>%+|5)WmaBUZDhmJD+io?R5mIT$%=f>q-a~z_f6|;bz7WPpOJ`kM za|3rx!a#E6FyZXB&4hJi0H$@&x;t$t+=h<2mDquwzHG(9{7?Bev09IG-fedy4Bbvd5Q?SXO0Z1}*eF`SjVa9hkw&v4|?Hlv= z8wY9cgG2H_+{7x!MCcwDV6vXN21VB0C{0ZysR`L+y*S+f|JsekzKwG(GIv}=P{CAo z+#$mF3jRA}pX|1oViLrd7JOHUK`&5hzk$Gm#r?8;veJ$Y(OiVTyZ3gpsApuiOVs34 zF~*lRP_dd?KE{Yp;=(y@>EJFmIy4r)Z=6EI`ntsRD{SyERz&1Zj=jvbZ&tV%KF#Z( zxB91JSfA7jeMBp*$|BYGGm8*Q&K?XRz0vLUSFFD`BsL@dacTw zZy9coIKsKXaS|mVRb7trQxzylkyOH{ajqOaHJ)@<{$XNe3vN*ZB@+0>Ki3v|3jTE) zBG&=F_rzrp;2WM;;)8?76{{zM{h-?kxQZeHGoXCbd1)}PG%5k-udy}9{5Wpr$Zg-8~d&%bK zA94ORTS$^W!tdy#vyAQ_qtq<3H`J+h`nPp0H|y@AUc^h2i^k<&B>kU!T12OvwH%KQ zS?K6A6-T2V7e7d?gI55*7|sPCTh-^y9>v6rt3v8Ht&L3>&Q(_E;r!}2M}(;`96Xtt z@5GhJG0TNs8!qz@1$SeH|7C+n7whwY5$G>u2iVJOSLc^9mFu$)m-7OOXJa|pw2>Jc z)5OLV?#QoMA`)9d?1f}SUvnX2$PRcVg1*&f0bWuusR7qYzp7ncQpe|h7d?eFk)Bk! z8PdWM0t`O(eRs@oye0Q|E7tbN^Mi&z@~I2$v!O}1>w-Jab>Y%a6mf zqsm`UZwgi@_5Ro4b^YO3baa}NT@kq080A`R2rTt!+xSFAc##icIT#Z){q3r!P?SPT z3?nf2^oqyj!#-|?m_%=mp~1R6>`FNkxer-iuj(lNT50aLcYEFgs`4*}R)V6^bb2b& zkIna-pJ^5~o?)eld|oqpl+;`XMmnT&nDDPsxnShFARDv+dczI|EgAxI57|}+G@JRWgPS)Xbr zt83uOYZnQ6$Lt7LYEFIC$(3n+MV2yav(AgbrreOk@2cd!B5_=~Qp0IF|H=pHCimq` zV>Ql3r*B<^>+N=){-#R{P*$Mk^Fc;%zdnH2l`MFEK}mJ z{rmkT(I@!Pt#IS-*6Z?M%+TTT9p$hq82rZP^)lTTyAyu6eJhU8;pu?}I(EAeS$GRX z_a{4hy&7*}=sCDwL9&fgnE4C-P*QugEPeE|(bwl>F8YQhdN?2@e&YiFtn0Vo5&qd{ z43ds3^cfr~sGefLulmOKRgiL{(pk;vM|s1?rmo<`L!&jqqk?zB`*2@<{;D0LEll=9 z@VA*EQU_#y+(bO$wZQG=#@E}E1DTVYx2wMOFyYf9(sx^?DEzXI?^iR_4Vtmi_nvwW zOW%Lq^)h9-2Ih23^#=0a^(AKv3;SWM4TIXgzWVj@1?0Qh-aJa&mdzewC5@-&Dn$;^ zUZv20+l5op{i&}?M9haHt7rE^-!|Jn%xR+}W&e$QFMS#LrSRRZ#QSC1OG&!I<;PI* zZNV^Z*IU@?ldnUv3}?gehTq@qYsfd3ng#IXDae3MTHZHeP!F+;CXQ{^R=J zL5BYe4GBRDesy3&{tvL^KUCp=#U2_!!Vo+p#CZoGWe))wN?4dVnOpoPnvmna@fI@f zv8%H}iHUzO;P_yG@@-F_#eYg){6nf=wI~ae2FZtu|4SvgASL^EBV5bB zwX@H~Zf&=7_uZ|ewYlaqAB@ra=zWf*;g9F1+-D+7WN`^uQd<+dQQhmHDLQo%%)l<9MC>Ux-nxOx`t{=B zIw&X-e9!xJPnm}wt}HejQOw51064)p4;yBuiY037$5-tZY1+cFZP%=NkS5RRHsfNU101TQHDVNz8*ZJUt6Y{&pPZUS!lq&*y%-R>^w!{#j{!y!3=XG?{u58t1%IG zu2Bj>NotLHOj=`~*S_j9%*3C)>u$hIhJ; z2D_;T?DL1arx}fu1NWd*v_KLp*S+T~dnBO|?2W~$E5rrexnmJ_o*=1%(6$9X zJmyQ>&r2bpuN>si@Osx$Hkjhu{(Zhb%@w}mjvkC?8`pnHb?BfxvqL)Q01_wZWzG+2 zfRvNR3A#7{-V6^C`8b94UEMA70$`Gz9D#V`8n0AgfC(oS0%WK6v;%rml-d7n;T&QPN4 z5QD=QSrAc>U>Umdd@10IH$}ROR9rs==?L6YBwDc!yWR>nQ|ClrD&r#*-Qy0aEeYpC zCHofyJB;%bv+bo8O}zPxR*L(eUVwW)?e^@?RZrtT{Ia^yFe-2<<+w2LOz(wPb(d-G zEh{ap-HRCdoGEY%FEerg1oJbVQQ2>33rVN)2_`P)q)3VdG|RVFnMsH$Xilj+ba{DwKkFCvU~mv$*l zsFJA+=oYZQ-29ljKKfB(>VK|@t|vwLfN#8=woj11xOV$(U@#Q7eu%`^p9*rTCYd$; zyXzI|^qAg*#W|UAaZ4HfrkbcUlRj$D@GQTeh*AimzQ#y-TYZus4%yPEb>_VleNvZk z+lO{;dpyXkIZ3yxN))`W=ELU6fyED-~WCmKW3sDwL#Z$)cNDW&PRuU+4$0 zG`q3vcMWAQiB;3GP*YYPhi)NR291Fou%g$A?gZp@n{Bb`{J!KSnEu8eXBNT;mY+94(Uq%;MCZ<6P>z)+Us z=`mK^qi&gc83Vj2`S|R}uP{b|&%aoLIG|3M^aRS>ay=b3Sd1P+ z9!+Hj-%J?^GI4v|u|Wi0x2srG)%8aff-(Y+r8%Gs-l{ZGmrCDPfwist^V*U~tjF6` z)!U=Eiopvxewflu3Q_~ZTBz89A62k^adF<#3^Xgl-M8~(KwVbAEYm)qNPxYdxvY$v zNDrjljNlWvtF5_C-&YOP=m~YMM!tHbi~+A?Ed@d;l*KcBnGF537Z3``rlUc1$w9L< z(NLmFp>GB<`ze;UqeP<=;bh@f-K*B4dy%JTE58=S%9xHQ4iZLMcoR1V*6K1Sn}jN= z6>avpK*bdtWNGLB6!*JaIZcTQJIhwP0;<>gU_Pjbz+S8jGB$E*c_oB`^a8g{89Ioj{K#+{(XH z&aVWYaEfguw>UI9DJzGDigx0&pZAFi)i9b24%=n4jR4jpi{?5j$^OA?>;2Vj#KGOD zcfs-gDYJW1+eoI%03*KJ@Uo~^Zz7VCO->^&Q4(`lZx8a8Zt=zdOBJ? znMJne$ROEYmi24ERBHJG$h!MBf?PIv4_{NvvMj<|EPwTvR!h~ML10MV_ChMQcjsH~ z>55FdhF;7Q5f_Pg+H)UHWE$gq{;HbUYAYS$^C)St`TB3iIlV37`st0T9@7U8k=*&}Kk?0$&l;W&g(r}LTqCeN<6TMz=$K3$ z*}o>&sZNM$z!K`3UiEMP({LE=oY z@1K0GQm<#yoUt_h%pI6=?4aeSWZ@T-3!XdB@sn^dsAt_p0w!B!gLM1_7v@210RIoo z>pTMo+Kz;5l1II>i94F=6SwnHID_knNaXxYR_-Lx1{$D&fTLTKaZTD86^h#m>C+jXJlDU;Y7HQ~-m zgP9DR;vmcCBF%(mU(7sBth?Z_N*bzU@+L|c1~@fd6>4DzN%lAS_cl@_IZhVho-He@ zw5Cz-OgoJ$4J&-Dskv4t$D+Jckn?iFaPDG6m7o;HgLwI_+F8q#=Z@i8{z;k6ayU+_ zS!;2Hu0u#!)XLAn*tvaV=cQ}HI`d>+i?BQvcVsmtSGlbE;)Gw#L@gqMM85HL}S*#qLg9tq@wNIWPy=HPmOd((Oh2 zUR+ymgls%U>xs`qDewMBY~umP{M?a+HDy=*(%_c%GjI-Ex6ZR0SZXg5i)l&%!R4_sjwVQUFvY5 zT4lL=n%4|NC1xD7_c|yBp>j8^jm@@34wgQuEd314vs2Ovq@7J)z}-6dQ#UdEsZdup z9GzEcpeXe<8vf+!^-GR(>XFxnB^z4{w$(1-3QM>ZxCpIM|7uK36%6nxna0dTM`M@0 zCtshJbR;DaCi^Y;6=Aw(CTsv=*mid$fX%(oX>!Z-NEC6{;l?ZZ2?5erXMGf&BQRo|ZuAp2zI z=*5sG`b7s4Dt%?i%iAJa+d^yMX(zVOf39YmGOK0Ie%NpqVr!;qRu$H(o$K_@{9$8F zE?suiNInPinU~LYH!ICC0g^Z`(@eJHtecRej>Z^oFN)Bwns1Qx+R`Vu&nNLf@_8L z9Br)BWx5-v6GyXZeu08h8gO5{`L&DA*8^eEh#sOqaKe$ao7z*e&%0XQb3I@+Qd~7{ z`&@>|Z<0h8i|EMRMT;|aDysIaxkJJzQVmo2iS(m~<~r;*K7B}hO;b5>aoOH6jB~Gg zv~M@wViQTY5{_@bpX3RMzt+=K*!6sppe;9skK!DtK(m^IAjNFR<%+?Iq5+^6L3Ky}Sv%o62`VyA<9(wzl5v{&L;y4I(QT z?)blR820zKvHsyO|7~;d-!=#TZFBJ7HV6N0bMW6b2mftz@ZUBE|7~;d-!=#T|F=0{ zWB(rn`hO%9{9m*=VE;dDbHM)5d*J`3%>nznWbyxMb3iAmNRQ9{{(FQ9fR7CL>`ecD zWM;)@e^(Pe{?E*Y59q4!_v-(xEdnI_M+b)gY>U9i!p_3<|Dizqhw6}W+&Vl)BOQUm zQl8HydronhU}}!f_XB2udxGzLf8Ze8tjd|y2a~hFj?>X{p2e&(1rI#Q>T5x;s z-%$wAI+x{d&s1-ZXYH?N?Jw46Z%@k0<74e+FTcm%?p|Yt%cF;7Y1&`Y->&ApA8vSG zZ}DEIc@ucNUv%Ft>)+1l-k!Vx-38m2C>&u?)Yl#uZZ+2V2G~TErqYRj+{0J`E?VAptQY- zv0a#3w3^;;C+R#L&sAPa&$GL-#b49IUt)0i7I}+b56AIZ--ejqu7$cF+|shR1eUzq z5F-4|dvm{Cr?dOJTV;`$f^8<~OG%i**wmLYw7#8%6O8Py;qQXL?A6f`Ka$n#in1wfKn~wzg-GExQPkkS&qa?>&;VJnJTghtO%JMl z#f<#oaXU!yhasJxwMPS47-1ygaXm^}6`7j;ruZQDhuR7f2ll$Y&J^B6$;`^Q+I{Xsml?gFyh-D}V zzEKu3#HW=9t|o;jpgP)kiVAA)gP4CVe|TFP^UJSZ1eJGSGon&ySZl0@E!% zi__!`-_CWh1HCV$Np@_2JMR8uE($2^4LwPKYmauF*XSF_Nc#9A?Q+wOYl9A2_dK~P zPvm9I&*f_H5vrGKkuC_0@g=%|n%8Rr>@V}7lAQ&-<`84^EK`U6xh1%LL2n$5u8f+h->Nf;)a)0vz6EFj#-{xJdh_nx%Rh79bTTX<`HPx)G3dqM9_(70EoN+j!0m6qrYTZK$Z%b z4MkrL@*KSLBIH$=t7ZDjU3I9YRU7(~No~-+({g0jo-$S4=F$6!90t#t@fc79?4?;c z5`)C#lm?Tq^q?BwA1d!#NpQu8YGnPu#OSK|!ok;}RxnW8!kj(HQ^kq7`rI1J(D`ae zk;Q8c9{g>LBjM9(z31W&SJI-rZg9{0dfhz(`CS%x`^7u!*{zf&cd?hgV~$|eY8u%MdWU;^&S zb3OAP=ej?}GD;*}{t-86fbH5mLM$Jn@9Re?hp1}uX4Rgi-ZU2zw?EGWqay8adUU`CEo)> z`$4V?dg4=vyH{^r4hm?^V`B8bYng8CB|aFuN2H+FhTe_a8ePR*<-VA$s!$8Z^!Y8A zm$CCIR)WLAkrw;&-`$iAR;I@EqlUvrlKvw&49}H60DilQWbxUoIHJ>$1RaN}(E_Qg zR2f$}cS#UdfU2WKki%k>^6&NJ;PABSKLY;aa+RdF7T9U;5Ln(S^iiG8=zLFskv!4a ztLRdpE!MN^hi5snY}8FLWY4f3F((&+mCJJG+Oqq2dq7-#536{3ZQi3Xl`QjIhBfJ( z@LyQZAI8+r{eMsVQGE1RNFS7*(u+y9!I$um7#z4=K)gf0KSl%urjG;lv5={{+~mGr zD)0?6{jtcq2+oT|LHSD|iw0d=4+I#vSw>db&xz|Ey)%JtCn-Oc2magG_2mI$mGw$2ojteuMjp=aW88&1uSm&N4028_dIaQp3HrAz@DG z>tN^Pd{D-X76sty z+eI+ae?^J!gD4t{6?;|$6UlcShzFLV2D_7HrvNq`sSMsf3F+a+q)N3p;r=FnJkINJ z|0y}n=8^3<0}<3K-zds6TK`BGuvv<9y&plpR}ywcYR?OiT6Gr`V$TQ&!J6vy94Yu z5t3ym5q?oaL*60RwFVwbXH&2F_>*mL|FI+|NYiRRvMsS3B(LLelUFP424?P(&wvy_ zs+Xu2lCRrSt0zk-Y;G(m9jvy7i$~E?@y+8}On?j1?~!NrX^D z05tmU%l9styHN$I&))&D|3oX7{o~Qkx(V?U(lJ|U!6Oaw)T^KG2ge;KzfcoZbF;+q z3=fz%;R6uJ?A8qWELUn5O0}j&*jVBFegkhHh%b2i5Al(N2i0L6mhQnqn|z9s$N|PK;emf}L1=X0H24Qz6coi) zF}JKVZw{Nzu3ghm$z&Kvfs-iLso)&VJpOFAR3=adI4mV;0g^ueLrgv|#5QcX8=BEn z`tAOM#NN*uRs2C=At3WU7t?QyEx*pXygKayFGO{+=W%`^Up-wWg6$dnL6Ysd1!9|) zMp;S*5^taYX&&5c@dAD2zL&&cx(1Q0E|fo7vpnvn;E2YzPV6wH+mthI$WvuQY=+$t z6SW%fIi<0qzQ*@{6mFamfIHr2?&UEo8`aBkuw!>2F92dAbCgGq2{BQoXcQruB^f4! zXcAe61l$1K$6mIoW_MxHMoR1h^66f+@4l_>x`Xn|;C_B+Vh7XXm~QnNG@z8O^;F_N z7&bSdisi*ql}sm5i9MR@zuUCPIRScHY0V|!WBe>_?i4OoxGc1iJoxCL4A zrhagJ`5wgDfDG?qQ`u|2XArmarbXX)-5@W(oI5>MLr5=q_W6qF;ruKT@I9<$PGbfU zi$DdV(3(m7-`|X5fO0>+r0M6DPWcScwp>a`tG=VCng*^)gQupbL}01icAFqHbs?@# z(3VmpKJuKiMP{?mab{m$iW7qS@=F4ld2bXVJNv^Te0oVrr5SeHuTLnlD%_VR5ENa$ zzE<4oW52xwgpLg&ad72X3ywA+*=a~_>omO+j>%ZZZ-yojOtyR|(h8EFxu(-TFZ<@( z8$UiLRpUHdE28L$-wezkkW6H49Zm{Cii|JB3g*?**@n+a~l;T%$0L^0ptI zX_pGEIiP^{B@5ybUrbpQ{Xyi3Xw#tY1fcd_O-*6WYWw_S=RP?v7l8&E(bn&6cLWfdB+7KIMG_AWqp zO4km`kL0#a@}#%$P7~Ln!jnkf>Akv!7tQJ+3xvK?gE#4Hk=EdU-u3-{{p*8mwC{S4 zzHyHBKi;}NVX8>yL=~sDwDgLUIbDX6!t+4Stw%dS9U#N{QvpcEhEh;N4hEtq*Uxp{ zhy!TMKNZVzo}X5pu3F}j+qux;Zq?1y`3fyBt7&SfPaRAUd0N#C51~!%t$}Q1_^4>X z43;Q^8usYwlHW&f1J5S7%YHfvNai2A7K^2QTaOHKoU)j;PsER&>nFWzn2Z~0xF=Un z9R->{oKiFxvAjm;=xWbj+MzFFvRT#3CTSk=)ht4sqU0~woqukh_TZGkz;%+xFccBF z7pU_dAN}n+ZLBq-u0Tofrc|y zt%1jY$^>a^*W&SoVPg5RupPijeDjFg5t0~+ir9TbjlkMEhFI(S_<_~ICgW4~kOGkiy))Y9W69!HiD)M}X9+-VdrWr!Zou>= z2fxRUJf%^CJ(Kur3UlKFPBdx7p(%N3L(|n;#0f`>X2fp-MH$4L`;_E4!kJ!e)%Ex! z=0~HU>umTp^yeu6(kiWVi(<^j)#F9$46&``3rAn&T>E!7b_dTmALdEP5R>jk??ekl zQ-DN)HEIvX)3}sFZ9a44tH3ASY5G@9b7B8ntD{6~cJMcFd2;t%894e@F$YrI`)Gu7vWpEHUs?^!~UFt% zbp~M!@x?o3Dw3wqs_?o2e=fp#lib+rZHc99gERcf;lrLnE4U$MwHe6~T&?nNwrutC zgnPn#d46nTU{!U#$!H3xmVTDOFVjs|cy8;7DzM!b5xGUO*^1udRxC!kI2!+ZtYsxO zuO?l2z?y|6GL3Luihk$bsmlOIER+hU5dbB}dqR_}LT@^xAWZ=H+If0p!=8+D)PJBo z09G@9oqzW3-c6|Cb}Ar87YjdZvrdl9PmnTQ%Oqz;TmVv;v$ikX(}RS_B8L_WH?+sK z9rpB}ffUf3F!`tc5NbAX%3b2*ULH2N0;U`4juXVW7v_G(*WtOi8YNcfeh!F**#*!T zxP??H*7iBfEc}>%=juo_@oW?W_y)i&zNjLyht7th4RKV=bv@41Y z1IiGZ_W^7S-0a_~#rw|CutgP?W32TL4~?-n+dF^GL3y%Wjfu}cl6c|_9K35qhr}Ef*mKX;>%0WBK*q&3YpAOlV9~}qrm>{2)-FOP|y#VNUcK_ zggfJ^c=w;m>l~g!hSY4_t>5lI>cx(C!MgarH`eFnsH8PQigwjL<{G-#_}JiT;g>Q? z#Mu7>E%Ef*p4?8xY0sM2J{NfhVg|!X*4T#nYA-TNp2o%bqbPUv)55~W_!xcTR`Q#O zWF*wm6{&psV|h*Sz4f`@=z^JnI>JlIyODuG=Js|cnNu$mvGaJx@JHid@l&Qh7}%^! zc}&q)V}jB#{RDk@x56uE3Jc;>1~uKEA<#kOk675{Yv$F};}`{bcO!pz(o^)^QF*>b zwz$b~S7v2hTidKebhx>$PvFdY8(0h&p;cHrnLAD8d!MiT2;cJVJdh@;v(}_GDTGB# zmd#&r$(L%71GRX&a}ZXsVIZDjFiaMD!R`ZQSt9 zGV(40Nf7jsYuusgYWYq~{qWt%TJVkB*s-C`O#K@Tu~Q-&R(_6fI(m9f5=V~cuWEnX zx8qVgCym!By=bD_bc8e0X+=9f>GSi~TCu5eFY#Sw25mjXo!j0>bcnPeCUn{fIzFzty=M{a^o2saoX<|zyr=Il))0~RO2#9g}z^*>5zHHC(g|**vOWt`0fTgEp`C}oi zOl*|1^2fI7b`%IF``HTLU3yx1R9DNFEi?zNl zIL(d%n(&n2&i?e%dRQ4e6MdfDc6Ixgc)3P7B`aa!n*eL%94uYB4Kas+j1V6`ye*sa zYNaBXJr(SK&ig|hiiZM<5P^&^Q_rQcoSmqjr?*EYyw_*@_+zha6z{L!gm*sY!jmlm zr!4HokgpV!n?sVGjE+ZS!=ul?lOLcgp?Lxh0EF$=^ zY&pe@I5^0q#K2}Z$VC;|^@WWBBtl~FmQUeY z5>#?pEt+@+588%mvPy%&D~*h=$Uzl&bOZ<42j%T$7ILl9Ib;#~ah`k}O}zHU4wX?1 z6lI!&TTfIv;`%ceTTO(uqWm!Hce7W$-oP@u3&XmwDlV1@dY)a0Xhe|~GR%mxLStTt zXiFe4gH9dRXd|TAPY3~6_l)OOb>|qkmjaTdzTKl!#yZnYlnPlP`;IcOn1-|6GL^rQs2+!TD>N0nzD&Yc>n$ zxdpM>t(dH?Arpd6S;U$O0;(v`ot}-W2DGlJU8u>tL6M1NrwVz2wYhvNjGVN!{4lJb za!KB6@;NV1?*;G>e~g?#<#}v$_(}?FHIRNy%SQ*P9V6yG3E`Mo44J;4{&bU)%$_ER z_+Uo4s1y_*ZpaxZU`u(oK098!67T?$*(}2lw%(t}sM4*uoT7t>KmX3tQ>?DIn%*ex zj_NbT=xZ$D&!shE*#o|1;m?QJcO1cjaw#cYN!<=TNR0nEJ3Cqi;*&bn*}}S53-uwfUrh;fe-HA6MgKVx1 zLWc@*n4I&^6!D)hjmN;Zqo?D|Xq@EwoWQt}VOJh!E*8Du?Q7gc8;Mo>YD*vmOHs~B zxg@B_4pi5A8#=9uC>4(TV#TuZke& z|G@=kQYzY6SN*f3*&#JE+v*Eb&yuSgUC1hX74>qP$=zB1A)cNnR(#^UZpv1C^=CgPQAxzl;y zwn{}hYsh0lK|^Iy7|ZlXJ8`~_1RIRoQ7j@9^hYSH!5cwRlNa>$e#;PK`*jQt+lz05 z6&&Or%L43-RpL&r6SjEzd#``X1y3&0swdoFw$4n{@FG}WD^lW>mR9#3EJXXlosum! z<(OtLK>A)&!I{I`{GUMhv?3{5)NyP}heH8dCy^sblle*U2AxKsDIq$-!}QerK~B4E zej`I9rebZ3$w9P!`rphECmXox>lPFGM_a8GfqqN+n5=5MoB%S7b_OhJC58(`^6*ej z0#-8?IJr)y_?bsGMj?WR{Ur1@um2PYq8h=9CcS|T#LF_UMfzrINjvs=?zJ?lWwTg> zy3omEYg_5QHe~eNRneJ;$2Q`h!wHDHlXq3}L)(=`M=Jp-Cm@zgZ0>0ax^b>n2oxus zE#X26XFklZ@iXBuqPE~FDjgaRV~9=srf~7|QPZ^g*3FJ8K<)gOXlIW03lLyBf&K|j zRu0NG5+*3_0Un*h(j^66goa@n;x6`-`imj~O{r7rz38Gc%|AS=pWNvHTLofO@^=Yn zp=vs`VM1I$ITd*6;5Z8Z!}nS9@qm^zDQ1MdRx*S86;OPnkqk6{-B3M>T>g&L-9y-> zAkhUG>6aga7ffpQ8A{L0l-R&aawVlK5%v(b2x*#%pd3!<=C`ez{W{apw`}64?CvEl zM&aIPwt{=rIXw0Na3fsrlzRNaN}dzZtpq%(u})L2=++L915xV&ph zS`hjN40f1$=%IrAd=Vau8HGfLl!qkx4gBf~Pv9kXvSUrHpxy>auI z1=FCOBRfJ5mo&igGi~51!D{2{pDW};U5C()E(vtQ_12GHd)&ouEo)mml(#_)zSWVl z)Sl&Li>mBT4CXk;#X1x;^+RW+8;F0UG#1=|B$fD16UE>6kE$?KxQC+StU^ISZ^Q9j zx`Op+#?@;MKeKyWNgx#1w#R3npEv)~wyqN_qI4>V z_eIL9d^C;0sAGO`T;Sz~L)VK|jYd3Ns04L_(pyJDfB?Y+$8Zk+slOjYqdW-0K;c6> zpY5*Rj#qervkf)rmEtAe*30DvF@J4>Wh@18Di>X|F%$$K0%g9A#WjoQ3GUW02qwRd z+z^>c4kIL6Ytmw9G5vg$RWJ;}S+V%YZAXb`YB>LAg2td3S@ZyqNf{KRuPt|eHW&y4 z6G`2So%GdPG4$&1n#a3j&hyB3nuX3!pOjq5#WVhRYpAQag{-xkEuEW_=17AbjF?8l z@a#x3M(GD@3WgAIj4(Bl6&V4j`oGKl>x~b|#gjS84mP2s{xq-Q>13Sut6B$hYQki5 znZ;^G_HkMjz+`dyC@>MGzkQb;B;t+X)jFlUR-EFcJ6e;U)$8?YF~F&)+i3e#X3qjv z@u7U{X(01Szu2<)F69ECrTg$QEcl#O&LGq9?8O|ZHIv~{Y*K z4=J&Tf^#Tl3Z~{?_O`bg=B#GmNx(iZaN%1Pz?@kFH&!M ziuxoZ=8Bxl5PBpNa;s>0A)S4srYjVKz)F(*+ztTqvq;zk(j6DIxN1>I*?cMDtX9i6 zF^TYZ{~gu(P?GhmLtfs1_D#6674{W#BabIWI^SM%+H{^t@$QBFHLL;zf-YFAA;D76k2o-1|GeQ3o_wo``$ zRGeB8D&e2xMhsq>*m1$-`y#|3Q;PN|B}~rk@mv+3#gBq0?IIx{qL6!xd1d0Q-5eJtc+BtmCFve(2)9}WHpus1qxKp(&Dz(UJF9>XFs_*(~920RAv!^GqHK$lUm#| z2u;BZmG3UZempE7O<*8hZOI*fx5+E7>F=WsB~?R8Zt`$5lvat$Nx32OL1E6y%VxvX zM_4#y3~*5Gjp+Mlo>ZX4mD*>xNF&ZFTQNR=jrZ1-TZKk8&MRm;uoF`FELoK1YEjIy zLkp4oHB#O=)K%)8Ay@5o7}V>#*QK}Q;3|vs{$7j!Mj~vX;h7Nd9ZQZUt=3~ybS;WX z7$71wCTzJtq;xb*O=uI|DHsUSz5^ajZ!~0%p$Dc&g8VF3=pn+Lz?5pxbzx2lQ;asK zAu11~j?kfeS7^4uNQQvgb-e&9xyR%?jQ3rcyh0Cy#E8 ze;I6-_lzKER^%>j!;yycjmAmeA8;A$yu8T*dN%2G-5Bbtx4)*V=$grIe81Fh>0) zD=GZXjDz8-$WU?7#++RN(r+3Wm4HD1`qfviDNn*`W|r+LC;-L*(0S4I;Q|D-+AK4| zKY1+@L`g3s9acWS)TA5hL4h9y3$!+fM zMS$AMl0E#wP)8Nd{YCE0-*GUE(b<|P0Vs2PBxXbThbo-$u}6Kg+lJ#;sHmQBIm;AU zqm>lnZakU~VXOI=;k?emvoXGko=tnU^=m%@O`3|`q8}O*I4=tkusM|lIS-qqN;O2F zN<4q6?1SezM=`bxe?T2T;zk8YITs=+r5QY!R0ByvD^``y8dI9Xg0C%LFk3ty!^dwr z3hH@vbjVa@e%WBFHC@cG{7$BR*BM=u&qBkFi;1fS2LZQAF-8qw#Zk!{A2lj8>hH&{ zx*At#vxzlHnnghe(pN3bQYZnA?4ghnV-}|R;=+pDwk2bdFw{k!Vt0k$S(PL~+Fff- zA2If0@Fpu^!mz)e$kH!~wlabT%-U$_*rc?&pD5!My$v6L>;@`R0TrV{K0;WD5cp(y zBmbr=3V|*_n0@D$>1Odb@|p%h%#wRH5beK=876?}2=19ZJaIdcB3g=!lV*KTm1kAS z*xD$dEd(qj51k;NJR?$-+N(_T)=ys7hSNRhPU$xmkvO4({mfj9zUQt^kg$`<-xcEQ z#5GQr5z@YRO+rl^3Km0Dh^jC2kABdhJ2e!`UJrNl}IT}n2gBUQRe)1j{ze#I{ z`cl#w(_yiwMmLzd8nN~6W86Vz5xE0S=ux(I`_+*GoHmr}84c z{KqrbOhvWv1cd~_$yR9=#SQp&PgJ5jL`Zl~bJLY|1f@`H+M^M3{BcSNmCq z+Ao@#Q{6XDjeQ32)W7}S>iFZ+rF_+^+XQCbsT zxU0R#Gq&x*tQ;sN4P@2URj0Rd0)ckgw=1MkI>>SOwh6N$=g<9Os!yybi)0ctulyel zPO1@WD4Cd|vnce{yw|$TZy2`$6*7F<{xF84zII~CqQ{@evJTye1L>^&C7pyQN&#g` z%xR3OK3nU$u4j3K%&h}hfTW3mFt-DZo6Y6@Gn40>dXljsEgxCZb4!ePb`QwF-2wjF zvVmU)(%bEk2j9>NqP`X5!wSBscM&$VsjQ(|TCVkY(YV$e3y$LKuGWpIEC&f8%OLsgf0=Y(cuZ~jjPi)2Tx{+$tNrq?;=~; z6;2|#K}G5E`97H%1ufKsn7~~fsgc_8Zdm;g=SJ3V`(4+7PzBMlUG7z6>zFn76Yse) zi2yQa6KiNx%`y}zb}%vwMrWc}6_Aw-?;c>C0M@7vgW+-!G7g=5gM?BrK1du?K14d5 ze@1ejG%)P3B^++<9047aXqHgGX9l@5_=XVRpb3B#PdoizcWL{U{Z`mEKmxr>3WXcz zd+IpJRnVugGQC$J!kyZU!LudSr=bI9BUWvE_XNHB1x(r((Ecp47kr{Y zPs>qnc{b{0GOyf)0ea5(HYY>{Jro6tU!o}Yl3cDVKrm0dy<5Ddj@M3=Ki$7d?{kdN zFuW0y(@LLQ%vr{UgCLHQM%IvW{*yF7)POv4WalE)-oiseDch|#q2G5R;0BGwA^#7> z)JDyHa~mRA*J=FDNnBUh)?}tOiVc%$}KR3+SjHT9^%B#ecThx;Yd?#QbBefkK2CS?>Ndpc7L5P} z*;K3P4ExH}WBlw|fQ4Mvw-7z800_a#e(_jvbl5jdY#0HoW|y&l!goh&T{_|9?(q#G ziCk4Jh>}Y&0i-Vp+kX=w89q?-p8{jNOl=vj6Cea<1YNC394RR7`N!`;DYqhOq?Lcy zu9c}`U)H3FwO%~=mbzpjEe6iv2{I_ME(a|@H9AF-`?F&e-1}_P9qx^H-7iiYLuaVolygr#(h;)Kk>cWtssX<$pB39w26~URm!C=8N1e-K zC=QM8Gm|V5v_S(|A5>tspAmC9ReIt1hMN3*YGlijNvIs+W-kJW-qk0oyIHw2SW(!Z zTtIVd=j11P=Zt_vJmprah&$bCFn-~pB(h<9@%pU?9jr{3UuS<-w1Vtb*%a~f-R_+9 zD%W|2dp+Wl9dSRD0zeTvSLL-ZQJxmOxrK>aeeIL+{$MCLy`pUVFl#z>kQI-*=5WL) z+3-_^6p#8^pwaoD!cTc&)Vkt_7sN|%`=1S&{nGn%j5J_=J3 zjL@Q4BDz2fa<{)5{KfG!rZtBfDE|7Ed!D%3am>U46sXQfU2hrg=ql(wC01yYDe>h8 z`CUAbuWxWsoW2VcH?X`yw43a#1T268y^BzaryV+#JGw5dpoY}m(auI+8h;ul&x&o_ zT-Qj8xArvK;ES{X8D_XL+Ui`2Yh)9~_T?}Y$1i!+-zaSrlebV^brvufJj(t7-#S{z zA{M%YDd?SaGtZUY@u6c2DwyHtD!cO1YL5Y zp`uEe?5-h?qm6@CpNFeLd&Uw538~*V6a*d14>YmlOLhQ8K=(CC<@di!^TP`ChzW); zyW9EOKu?+F{N)l1d>MdrMPcZnhzRMiF z?W*>{%o1ICYoz$c;wtYxL3p_MbpgU2T=&8HV}A#@^%!HPU+|x2423(i&k$KcOb{4@ ztu7th;7LdTGv7YnHiqIyq&^Dy>WWHXF9OVqp_4n}p*QUQT@Bv#F3lYO+GLC-XKh=J z4W3cqZt$E9Y0Fr!(rEs#b@s!pax;6we0}|65O7w6pmZXFoQcYj)T7(Rfu^>-%6NV z^0qB4+DUf;0fI2}I>cwoy{GaPw+;fEgwE8u=UTos7 z2i3M~jUBuoko!xfsU2qzvOu2j|8gi}ZYVu`Rsxg0F?1NVeG9YI0w-d&gbC@7IShH&b z6Hj$V+ZsJqQ$p9BHycn;;!5!kkio2VMcBE9s3ahOsEWw9nb-yj$>tRH?e@U~cya$J zA>5%YWwcPlM5`96Rb zG$;zGN$F0(K&k>Lg((G~hzamf%;6*SqCJF%TyZ7LN=RqC#G%NP=~Ts7_U21?k=Ej} zx>C92!AL?j**eOb2G4*bKTlJvQnZx-stFqJyx2}V8~S&^LbX^1+bGf}s8D`m>sNh} zFB(WYf8z3-R%p*Ai<+^Egf27K)(}P1pq{M(jHb+(K;o~vAU&fvwEfWx!9h9d>vH8> zI&}iab3-$UJO{hPp8+xv{P-EA1#g=P`GAG+Jg1pd*>TPY8dntpu6_W(B?^e>S-)@o zrTAQ5dw^n;e&Rf?Z8>=3%s;>Wiw;?bG+rsR9g5wl=@+nhKNQWo@}+E@FszqQ@$uL& zoqWAV7686!2LmI2%iI{K^6~{dpuX`*k@kU)LQh}(CtET+#9%{Dd?>K|1dIeD;MWiT zIwecbye`Q7w=SLmIs65_IlJQ9O@Y^PZ!Rh1y75^kwq5L3( z>eUBOMwjm#EIGUY%#5B=JEq*cwJ^5@AzPM8?>j64pEp69A_ABYh+ zzg|8YLX0T;*i-YXVN_gtF(qW{tTp*wdf@vVBbIr*PP<4CK8x67+ukV`JL2$_A z;L9?txS{%drf#|Ci9{;_PJvqTWC9s}C4@>0J>i*?*t#d4f9N)VKQ`@+amxO@8o;=e zN?z`^(B7o~l&c)_ph=$p=A$MrZ9cq#JT4E<;vV7aut&~U`cJVc9UuEC*DZ7!-WFcD z34!f``seZQ)l(^AFl$g5canbF@`{|P3x^-m&q{)7?#X~w+csq zjX~{gxbDiijBRNtR1#~=$|xvTmYC5RJ?^yg)!DGmynq>mA zC4Sxu9mLyh&QP;xMNc(4X|0XPvRA1)5{WZOQ_+aL!gmL+I%`ExT~}fcDyw=E|E5_u z&0hnrd18R}Z3H(1dn9+=xaaMc-~SI)Zyi-d_rDE$qqKmuv~+_?w{!_egOucv?k>4XbLV;JRIz2M!3EL}}RzXE{AO{Vvs4b4^v1fObKrEGSfTBO!YTz-bt8C=sX zOtXtV@AU1<3PV(+&sAIymqm!VVBlI`t#rNni}ux#G)gJ@}N2 z;5G z^)9|8z(lO7s_Wi|eCk9RYOKo_Y{flX;1)V4+4&h&;F9PaJpvavodxzP3}~AGK*ZVD ziLj&T;?uYw<5vAxZ4S`Vc&2{JXYTXY!dQb6I7WPZ97av)n6Z#70#!@rv>i^h7=f4r zjC-vo$~W=yJ$&<8bFjw(A=Xyn7x0=T zi}<#Mb$$K=763r50MdNer2WqoNc(X}6+u8}p)CEk%8cX(U1RAG~KMgzJ%*e&=BYrhb#2iFs!Zo1DeunUq`w zXv+uC!~(I|R$gc&9eBv-7823=9u!0jzW#^2s!$2cRHe|~s6;6OxGj`IL&I^aV)8;J zMz)TzP4r}0m%lAaYV!qA(nh>i8@t?ol*Ol(>xq=zp2vLsxjl_d;WEgiG;uXM+1yZf zb976~v=DVp>f0z%zwAB@3E_Wg^5nC=L1W_~9J;1U9%wryH97{>hE&ztDoq_5s>R}F{muzhqt#j2dv;XoO=tI{_@vFB#$>mtew-^=~dnLxl2wRIQOhMlCK`^~@F(?Al9B)xMI?sdvAJ%zBB_6NDXd!3~Hk%tDdN<(;#7mir_;$qnqx-Nxj2E!mho?$3Z#O4+ZJd?@uw!GtQw>h5DL=ne+blGBD65m0zXl2R?_OksW`$2l56fcJYhEoo7Og`CB*+}D_KqcbWxQ%SKkt0 z&tz5=OiDL6cNsZWQsTZ2(Ku|D8)kP=b^|^!VP9S9q2lepRLl2qZc(h-=#!?>1srvh zfTiuW7bWaM0&Nn@(LD_C=!X|k#m5K#IyzADe0c-g8VPy#{qw^B$CAE-KYa%}Z?f%e zWX1W1*@6M(72|Fai@81h-YNbNfVKW#A$Sm8iImx&F5tpbYYla3-{tDsCp3j1G(h?7Lob{Bi7t9tk6}fK zJleh@hn$7*W4cUM-ewidqO+xvi2h%+^RdhRweS{d@I?cm4hQ^Ay=O z%WTep%Q}_hXZSBoqHi&L6$5j6NJbYRmyKUB)rbPfL)yu$i1lGx1XP_4CnHahR9JCwW>97a}@_wX-+@OUit<<{&2 ztmE*1+}9(b{D?r2UcPS}7i*0=x3@jQt1cy&EKjZz7R74zSR9~PLmuD>q?~B8Wkv;e zw2@(G)>oWd{p0Vc{T-J#K^0z0W`=9GmYeeRU{FIr9`tPX2VWE#8<{;rK6b9~ic?HU zSudvc(=t=vbphZPzcUV4yj+#_2VA$y@hs$k=}Mu!^J_9y1C4mM z&;9|=bIHptNK~xs50wNcHRDT0l-nmBd`7pY2c3oOZ3f^h6xra}a?BgBKuSq^YC&aQ zCn2in|WhS8V5ofZhu#2{7Y zK9L*u5GOE|l<9p^SYsRLMNwW3hCu6aZOBg-uG8UUawg?}WzW{e;gaD-z1d<=K_=F3 zA!X|0@n?msFUhzuNY|A``9GtAHsV{i4`NWL0;dZPPd!j)~CeFW3+wE&I!Bc-KyNY*~J=sMoeb99a4 zR>|Xbo}AJ}OP7JR6G=WRtERvx`=XO}8sGsZjOOgc_e&oVuJU-x?eqhoe5<{6J0$Nf zk`#nXI*8I36-eS9T|dM?GZp`$EF+`A$_m4z_BZKp%Il!BH z4|^m9nR1p9r8w|AhhByV+B&i?Lja|HP;KyPAZMGb9C6$Mp8Y(~bBZ$Z5drNN8}J#7 zfk9Yp4tPVA;w`=u(jil=D>m6n^wV8bYa|U77y_kWMFi^t_|Hg*O_f1Fdv0Fv)F!8D z%Kzy<;H-E9x^_0#l}AO!6)DN%xTUc+^6IK3)#1z~2im?>6PrfrfU+@UXF!3cNdzl6 z$^FpwF#;$GD_hKGmxZJqXn=2wC6)!<*Bn`?l%5fx<|c&LvW&sNH(Zm2Z15M5l8a#! zqqv<0vp^9u~$C6WpFpuhz(QkF|Y`k~a>eq#{9VJo{8w^gc606k9 zFb*CpoX}U4((U5(nf-@DBzQ(xF)?YYoi zzVB=cvRSB|2c82#Y;Z={m-9f z5n{qsIbqfblOOK-RckMMG#vX3p8J+;5M031N&{nsw#3lFjypQ&R;OCO;Y&K`Le*sY z`KFT&!$vdl^;w#Qu4J*3PRDV1Lx)kNZn}j+E&lT6-y45qJEePrgz;T;dT7}T=WOGT zGza(Oj?6NSK9ZAa*-&I5OVj1+WpnnUMfzxIYlzjWj;D-FM}f|D?f1-UCc((O;i=9G zNr6aih?gtxShLgd_xVS-hqyDd$t}xL)D);cixVo*Vd2CgW%HbD|MMN}hFE6mAC{eu z?`|+aBYB}&3GKKF@~oRDvEzP+{OeyufB_7>ki(jL@LAybMsRvV*N)6nz}~Kr<7P!y zMu+baTA~C&YCK&$~Hqa6tRBuV?!_jOY^+zc)knM=d35kkYALrymr-(=1?)Egj zb^RirLsV~lJ{JxspI>YO050-|Xyw?pAaZsTur&DcVTq)SF| zZf{+5`|-qtfWR56y1An9jET-I__{~lL+P(fU9g89(oaw%4P>Cu2N4UvuKpFm$L^KAI<_VDPqBKVA(!N`hWl35J>+MQ z6nfzY)cR@!(_=V3JMWXie~yIk!;JTO27ZTaoHMTV8jFV?iV`RO+rfLc&PCQ*oU6}& z;#X_)1rQ>*;bO~E^1x57w7G7hm#-Z}*adpqzvMK=#69tKcJf#DTZY;#AHQytMs)(ZoX<_7m z=}ACYoOBr!_2z)UO)DwEY|bFw5tix1@1>KYm%sn?`w6~dUmF1@M20+!6ae6HCDskD z0lp~r2xdL@V3RD>zXfaf`9p_Zb1e*U7JsmIL;-smQIDu&4Hom^y;~dLEAI#@m_3Kf zU5ZJZHZbx%$WrwBzfrh>BFPxksR`SiTnApQjU2f6wR&Ny7W69bYJVpZ?awa&ve*qK zl|6YzsT+M*n$6RBuc0sf2un@6gs3aBt>|`a6OWxRc<#MqzU301iTqlGi9P2SPF_mK zWS}O$DI%J*!a-VO$u8^|~X5R%j`&f$KCJPNo zx}cE2-HNw|vCK+cx<>J{#?5q$swn=09iyYwVvVo_&$^7D#ZFw)qSIk=9CeWQRHPcU zXqZL^A)Xwp#1mP(w)93sjZi?MM)3xJ!sfA&0mPz>Jn2MedDX?7*dX?WRZbIejt@Qp zUN-|18kXYC)|%pblgr5_b3yHk-akKc>!3b`=A#|m>r#PA1)Kb&qcffp7jVxn@Vl$z zOzhcm#~goD)Q+4&0{j@V{ynYRIc1y+F$eguS*#989^eNktO_^r$g*zg%$}22_UdJ& zJO@Bv72mw{CFL(IJ^XoO`xwCgsfF|RjLINYEPnSK;L^?4hwe`{ zQFO>CxnFvFYpN%5MCO}x>on+5bFLUTId&L+;#Zm=jT4?YLJe3I&3_*J!DCw%QVj^G zsYRWD_0oX4^AdKB-2G7=+yh4p$^k?)8`FSHmgryZk zYNf42^_gOhPomzxLi6r^{AGK*o+gPt%_Vegz@JiOJn%g(HNEtt zyO-L_PmcWZ8vvg5Xu|}Cip)dGTd}4$gh%$a2|KL`(A+mZ)VA+fW%<-}UirG!<4UM0 zoR51`QfL0gf*=kO?8rhaCZ5FRRi3SuiVMboqE35Z#sT|6nxDk%(kY#W06-pd{y0Qg zdT#qZE*ID0u9%wLek>4!37(>V<=3CX*;-yP@@aE)qj9(o_~6ZgUph=DiyGf?CVMPcJv2^a`LaybP<=7 z{1~1QCcetd} zXb6sq`x*nZ76d>zC~VXKGxG9g7O}4kUkKs@;>CkO4n$qvi*(HDdIF((Q#-Yh|JxgQ z1>bYE*;kxGU(P8z4e(~oa=4+N1acnG%zUVu$RYN^1|-m(f+tO7Tgv1MxnwC1Zx=8` zUBWN+YdR5#pJ8Le+f(F{I9^#;T(OKc(1?=6xUHd3&VK_Wlcjl_2gztf-6OsS0Tsaz z(zr*IH1M+AzB!|U!p5deT|tFWgonPoC!K+=NJD&(5f754@N22{I7Cu6dZ=(TSr2Xs z&}cpY-~f67Vf!o|W5HwEAI1<-x!~Efv~QuNaX}_!+TR%FMpr>?E@deA$hR>f8+f8FC3bwUSh$zK{ z0Ln>Ml5JfDJ~ywPfu1wQ!)|k{GyiESpzlT^dbj7&e7mwFn!j~ig+Cv+Rs0_kwbmB8 zn6vPow|b)MV{(K^foryU)C$e{e|3oe*t5NKgL7V!4jOLws14n+u>z5ap%)@ryVon#e{Gbo! z%+?mU%W-^DN)Elhdj%d}-+q(3WCm8d6!1CdA8Uosmi7@Y)g3@I__IAa5n3$5I8GhV zG&^25I9kl3cW+RdC==d(SI>D_QOIdGxUV0WFVdHQPm% znMYP%huFF($McdiJk-oPfe+5d8Clggt2~UifQ}n%kKtJ4)_Hu9(e_yxiub=z9_FE; zF?CO4){>L_@Mq_vZBOZ74hg? zQ7k!Vj|h?#Res+ANejeMqb~rE#K)$*bmR}k-NWy3dAh%Zx}AHX=Q?$45Eeiz(GzW3 z>+$b&sBB1SYW5vbi}J8?+14m{e{@joN#^q;^U-&M8|g870WzFArDeos!iS=}q0QwZ zUj<5(tJf?B?C!9ln2lX3I#@{w7Xg(U9V2l#Frr?tx22&kQuSO{W1ZPy_x62^vb>Wv zZCLK)bdB>$NA`;8YLiJ)8}4)1N?J=%K^{NsiOjxC&P6ZIGT3*O<65#IjNLhIG!<>Y zau+hqTlvdeaGp+e(l$F)NLl=9mdq>oQA5K!mNy`A{Q+BCPjWrL1P!$@sl&*LE1ySP z%OMot?jB44zyrGysMp-~VS<{DU$#W-gsv8Sm6Jbd4Rcw;T$iXm>9_=2Tz^p??0|_0 zkVz3@Tu58<(rY>fhd*dUfj)ewInGbhALCBDQ}ENmj#`t0fsBk&=Kiv}`eKCq$vz4m z;3ZlyrI77PLfO+ZduCUP$@BApRZ@or=|7~}i$zn_g_NbV&Q^;&&R~5F7OsM`o|-Lc z+nCeAfY4hdgKAD?dsJ@vk)q67H}$^`-MNEDHj2cKxhcJ*anl(f;l&(8s&;|pDLyqP(Mo@Qv=pyGPDAIqhUjey~*c8dKdgZ3$SZ~Q8 zh2;~$!pa4PI~w`Q4MTYq$#oYkJ0#1b<2-P+zx?M-IfGqp!0y;nb+K)%f7Suy_^zEj$5WS3MA{M_cv)SnF&~}NILtrNaNql1DiAh#zs4A z+1@r{x+uy9h1!Eio<_ElYo7N6dt$Ud-6m-=LLWrKQ|8dDApCcKK7z*d{xx|psW+6d z8AzoY8I>-(oJX^H7)il2B&9FUL3+J@^Qd5IIr{Rx&iI497n4&0iuIDqJ4no!>y?1_ z3RpD2$ry#7Vq8jmRL_MhIi`gjK6BIHD9!EV(QoE8~xUW60TkMFU3wnksE0m`uzMC2< z2c&+FTr0L+YYX@HApXbO2AD^{H8Sf8;SB5IQhi6E(aNwPR@q!o*1h`+`xo2#c)ID2 zV4A}pxdHn>I2`xpJL36S{@Xn@0RuP`Hz@-AUjqgpRoO`Nx{wc(L&TY0Zn(C$@-Trv z-MHM&SW}$kTH{&%jin~9C?{i8Pcr{}cXyOxA*(I7GW;*Z>29b@{UTX4Xq9APR6Q7p zV??|oJ#{g)iR3zr^TItZ=d^Fh$x81F-z$2%R0+jUK&)?%3usK}N$}4580M2ek}Is^ zB0>Y1-Q0&|jpKRB=r{W0>@X+s?hv`6JPh=k6@#U%IaE75K{Di*8>Najk7$Gwm`z z1ZH@1Tq8rocuH?kbH?ED1Z@zp5^o$HEV=^bd16Cyd{|@pJwsVq9zYwiD7#p$ME8kY zjf?2|FX>A&NqYfSj6)AEKMdP)&H>N1))cXYRp8UPVFTn<-Xy~A!J5sVqJKzA|NmQv~!#k7mrL6BY*f>1b^*I%)4s>@L3KA0ThjXrW0#zp;lCE`0T+jFpuo zYnaH`rG@OdN-wDDXacGn1;QG@-T=^z)9t$jLvpC5do>}P_Tx}XZ29e6egPgoN&fji zZy53l`CB;iAaV@5hl-cVsi{xA#)Bb}1$B-1m*Sxi-+MKG9|Bw>IwkoNkwM0=DZK4A zxLB-Wa#X22($T6Ws=AYxP{JAiDF}a;DMkk;R zT}Kw3xM=)k5=?l2ID)vv9pJY_|7$YOi#rO0xdKE@5b7_p+Td=HJ=_X-)rj1?5lM5PHrqI2C{Z1Jj0I6py z9)NQ{&*Pa*pczQyBD(%`_)`H@c~$8HAyyF%4kZ@=IplwP${WSMaZ>`u^F|nDFHKSz z51<9^7ezC|Z1t(}#>b;ZQBM`p(`9vKQ>md~Vya^2|E_h?93gu#g;T4ne{- z+%I+*;kxx&fwKF#Bqqs>Kp1rxJz*!73=FBZ7g8*Kr+{Jgot zLKIZG;uLLP_;TC|-w;$-VXBi?F$IFK?nW}7zjR>8kEW##e=6Ox^f>?zB@>#G zRinGrmtatwq+{Smv!`K8;~j;xC+ztW4k+{U+$8^$s~Kn@YQ($2gvv1dKpTeMB!zgM z@m_(lZ1SfGU}W+DaL~W!I864Y;IB3nSIWYHGJhs1TXeJRSDCW#9$ueel^hL%&IyUR z{)&IRwO@2FK`#I_vM3tx6F;6Hfn7M<#QhBXqBOWdZR^)591G5C?f1ojZFTnV{lnKL zc%C6V2>95zF!}twk|oO04xCNmZ673nK>M-F(0i+QeeQPIsjjLk*IxE9t%@NjcT9GF zI$Dw6Ef*=`HA_Xj`a-(Zj;AUL#5%E_wcNlZKyZ1z4OjPt*yF{ENMlWw zb2$*rOx1_To85g#ud#?erp`!5OU zrnG@nMu>Sp-`UE;UOyPP4~A3tB-mTA;)>Nnjem?zUm#i?!g=oiI|(frPSz*>*K^1b zVT2>8pJ)Id+#=*wk$rF5P(Qr<&L8@o((Xea(qSSn<~^K=5d4+dYluj^iS>qEY zFDp$Ao~>C>m65>WYjJZQ#5+2N&=1FyhO?2hPx;@Z#yBb=QK~34xVsMuW;B+mH}eC! z_R?^D(Dlu z@E85vm&i`Wg=-PeWNm}{-ouGEo^gT13|dub-YoK@m~5@ZT{@1X#-2MgZuD7)wK807iELPs8%BDdXR6ZEVepFw$Q`)YNZod;jEx?(h!ivS(Gn-&UkN3OCx!GYbSYb=j(ED{db-yy1v ziG)_k_G+kwqZI-yj;TiqU6ISblW2m=n4SE$NHD3}HNIj;935DSM1e^Gn`#50v#32K z0P1s;P=T&}q>9#I&HxP1)!@lbY*EZeU1C{X>$H&MHCl}PE?{gG){L7uqwI4>u857B z(KnQWd>1pTAXhVA!zD6%kaBn^BpK6z>texTpV==JS1 zWf4u0ft8TMi#bL6BaxsQJK~OE+U)oQ;;ZF_X~)0KF99p^gz9dYI9jrfaCCED}` z?aVXmCN+lgoDC;V;}I-2v1*^_>&*ZG(v;ZrI-_aU|L9UnonN*rFo1|x>)P8izmL(~ zNJ-&fpH6e1g#C8YYbd`4ah<+yMmHujtNzqEysz|2pKpy)4{!7;c%eSd(3jWjtc{yu z<>QrZ^@Q%Rgq0hzA~tqPtlb*A+_uMSg;hI#irn}}ui_u+`3(ik7XMR8I|$b??m9Y; zu~3IFj67Hh(&_)iuTmZgQ#)S}+qVVLjmT*x`Iv0|9NcgE4cKrV{F}zA3fbrSz+pZ2 zZ(S&&U97)X@F5HjN?^QCV3AcaLeFMX)Dk}^mH8qFyq=T-iQU-6Z)~L|01{zW9o-fA zXyU;}i;l!sG#ddFv_03J4prE)uZGaJ3POpmpFfx6jbSnQp{78|?GzY|Wy-QtSG|q^ z0GDC)ljK8EE7m|wyI>|h8Wz(KD4kXM&xwx!g1Vdh~N^Yu2VYhXApiaDlZpG z)qG7&65U?`MA1FdM^>iDI0{)&3;8Jf6i20T8S;}T{K-Wi z4zvqx5^BpCso%T4wRA<=h2}6UWLZ^(Gyb()ud7!|uxD9nCZUQS53>j?rx+w_Uq_#+ zBx^^X1|h*Wl9z{6N7%N%`QzDFz%;*y@z5GhAK`hX z{GhiU<~_OYzs37)S7USGke#)XzfH=_8wpyKRG{9FB6Q;R@y!*km-`j_)Q;9%^uR)1 zAEdZ1B>BNQ3KNPa$v7u<&&|Ykdv(l!y8~WH7tmnPaL%8@@Km!;=KPNUO8GEDNGH73 z+FFca3*}Eg4x!#`J~z!??_DY>)I*FJFna5#SVwG9n+Zx0+lvdz; z_YarGzzht>%avC;f?fkcbdip6lfvO4bv~~}`r;i#Q?R6Tl@u@_QJj6?_I{1aL4|<4 zrm!#GX78`Nba8vEQDej2 zQEI8$!j6Gl3J>oIFq+>MUGGmhEiQ1n!h)!hn%aN-{NbI z=GTTV9Nu&%)pz#_Za#V80G%{%6Gu2ji=kBz=s$r~#$OpIJkNqZ!()S1PJ0TczP(XV z3hLpqsduzPug-kK14PlG!Q=LL9I8&o@*=DJ5K-GVBUxC;Di`mcOX&!-O#LZsVxFlo zn+Z*vQXL=0M_|4+q7%e<^Am2*5#$GNQ|FzgKkWqb`*zVl6Y3Yn7?g1PkHA6aCmeV*WF~|4`9$A0*wD0DKcB*pn!Ph%nmdf9@2dfu zSW7)OIohy4U@=ZitSD6+)pW?#Cz-OuRY&GE@{Og#N+*RACmQ+byQ zYUxz)cIMJ-d`$ym`5Dq)O}gy{Jw%+{2Cy0E zA;fJ5!dhg!m$H_mgO3$yqJ}o(etjd??t&O~IaQVtMP$mTOIwv!PAPM)q^&FeLB<@^ zIV}dQ9AnnAY{8yuuhN-Xbo$E6Fk8-xk!i)VQ>`pH9qd@&TgD;!fd{M*-ehgusOJ8~ z-3!M&Zkj+9T7uZ}Y3qLZ5|>b#L~R@3z(&)ku6Bi$t>NBBjx@$mcv^;qAQ(^Ur2dI{ zPQN{l8P^q!{#?U7Rn&ZH+F$SQr4Cr#i)Bc9 z->3bq9Y#f=gc6{m7U^X( z7Dqy&nM!A7!;>3CB(e8ogyw1!61KBgI#8i-igOWXJl7v%E{dQ4@Cc=Ls9fcXMOCHV z^u(!FaWkE6-gOuPhe4UPQ!WT&ZT9*veSEX+GXBdteu1pZBeXc}ATaW5Ps8CxbZ`H1 z#{V6=cVuioWIzQ^~jbg+?LpJ)>miT?vX=VuV8dtgCoYFJ>6lL#JaQ-EQL8#&*3uzT&6VcD)k*bT_NXqXB6N;2*%GTZMGE;1`AdT&{X{n0Pvk0{|)6hyrJ z{4{ibhWQbonG2s3&Hx(=dDb>{U8+c2Cw_wl$nBG7eRIgZ`m4cFm+xn=_-qk4Tt7T&D5b6}7Mov|x@5i%CY~Om z|9eJhA*@$1xXfo7j4Ksknr}%CU16 zbP4UBR?UKC!~NOd@B+laSRmEY=?0H)3t=%zmof>0<>Fr;g$325#;6sp(?IB3UzZr(bc6qT zI>N{RBHfNJ@>5ozL4J;9&|#c|by*dDcVfThf+^|QTn?tXbLsd?xp4+q`!$?eJA#Z@ zRjX~B@u3K!q~$i*g}L=TyRyfdf66)I0c|prgI5^U{tP#1I97tx zAkiwP-&Ba3Rz#Y^l|xJ1n&Jr%S8AC{2C6T7{*?LVQnmGOsFME%k}Ja@q_O*COurY? zS(SxzKYNDQ793}?VU8m+7H5T^+W~_*WG)6NB z#nnrFoQ}}BfHd7)Q)b|(7Y0%a(&!M8#wZbkmX9d{S^nJdzn0IJtQEjRvvSx}*nhf@ zXh0c78+6*M65?@&2E>l*t&L(01>&;Ljp$eIN68M4aXUODpF?I&oXPeg^5)plw9o$) zf>e~~%iL3`BweMzx(p4uNH4&n0hZaUC|q(KE(I2qTB{oQ&AM?qKly(H0m%~HIhc)G zGR<2N0XIgD>{51-lrdnTl?eJE#4C9I7GWllq#j8+KX93zRa=0o>`kEZochbF5stl+ zht!pzVI&af(XhQhKm3u*Zr~_1x|kta(jS(Ip-U?RLGp!*%@3$DxWxP4 zh+g)tx)W$r;I}}zFUNk@_PbxDLmO zeN;tRoJ2?{dOrhX0?_p5wmZTh|8GkV>~ZoijyM@l>S_A}zDk*)MhEsrfM{IP zH7X$_%0+}t(tB827k##{T3UqdUoB+=AJ{5K47<(a4->MY8CB!3XH4x8qDD0jILM0M z_LK0mldC9T_!qEVIPQ9}MI{metE@I$vv(8>ydlDVV8}7st|Sa*P5VRqBaWb7|1^SQ zPS|(t4(085&%s#cPleCN($XxizQFJ8mh|%cYm`iBimt8(AXv;Pc2NCM&R9S93nZbV zy(!=T%@@75^m)@1w-*3JBeh8!-F12kGyrN6=5YZK<)@xyXtCCx%tdXxyI8$>uo$*A zaBk}7yrfT7lQkM%7SXk7n*u(hJ}Spqv#xA{MS8+P*+S+_=5eJpptvMI!jpI1jp=Nf zlF!DvTOw!pD1d}6JuS#dSCoaJ^U^p8pP9>iFh=?LY zZmw5zmm>3nX>JNR3JMRFQw?icaek(vfNrb&^;Hkto|qD4f?rz0r9FDF4bo5lF{JOs z)fyFwy!1*23!9~&L8;A?V?3MoR!tWb=N9;@_aXyI!}0@qhhHhoShtQA`}!>al$Wlkh|J=*-& z#Hfh#ZDM?%ebdmo3+2?8fivn$EiVPUZc7izKwd>NR5F7|%FI6w-$IO4C2x>!Z>wpR zyB$P)eSNB}+1M1JcAh$@l>F**5mszBU_Mi-p1O`>jiGn4^kZReXePf>14A%E4Bzm( zD@i)-{LXykV3vY_jA*`UV)B+k?;7#ToPYFZ_kLNqTvVIzzrF0sT*j4x*+^i?6~632}(`l;_M=f&|MJ5hcwSUaL@{LH7+?DL;W5|G&Kzf8_3D^j!m;BPU? zP6*e>tfi22GS0A|-baBXc1Z06iM>SGm~YeLFR31K({dk^ZTaSYb;s8I9@78bHN;Ra zH(R%zd$pw8YE;#;dNn>1Ly;ZT5APzbv{3+szISd?O>^~Esh9o6)Yk^MKe0DC$sYgR z9%Q&odXf!=hhc#~uwqj3x zzo;l_SC*Y;UeuhAM^>&q{a^V$XLa(5nfAki|81K1z|gM@?b`+B_b%0PGLQ&`jm`p& z9YoY2H{Wm9QPeGcJ8YFc-fv|yxUtY1^=gB7St~#5JN)7|_T}i%YHnWm^Ws1iWV*;U zh@Q8_X?p0e?ZE#ru{~B&5Ho%1&!`ETa=Ym+k4cNh>dQQLJzESN&3eB4la}rKpKq)IEU_ZRy0jXg-&uJ$vpe$KAd$2y2)V|lIn!Yiyk8^_)dxBoZRs~yEep=alDqu$$s;u7G0Q=ZwDn=guVvEYj zSnPS$A};DX7?_KW;bF`RDff1Y2Aa%_Wg(Vh$LEv3@kZDw?gr+N8h9UmXQPf@ceT@W z%10$5icv_7F^wuE&Tl*$wX|@StL~sv3=38WLqIkuva&_n+ub#eNjD>S?A6+tbuC+l z%tlu);?}2tn%vBh`)8fLf5cVNLaG++mAg2PlrJ*9ak3e)Nz#eT^yo31_*?{Q`dLHR zW3y%{^Cf5T=L&X|pY!RPkY6c_UuSUd7n54)4G5pzPSY>e{gg6krKgawws@mkA&yb7 zPuM85^E7!a=p%3njjwhWZ)d#RxYYNip+=FcMdMzvGfutd#srTBegfybVT_*kX~Q++ zIr)%rnAP?=pBR{krwEbBb#B5SFFW`mYMoboT)qu{wUgXJo5?Tt##WrpueE0!%a(i- z3OBiuZ&ZmQsXuf3^lq#e2zVDRN;qx%eQUVsVX+&7F*d+FlB4rcx(kT5{aUDC1vCqE z;{v)Mp6axqS946Qj2X?r1+fh}VeU7;cnTwA-H^g|AvE^k1kOT2`aSc#s+@3C^I8QV zj~b0{w$k9(N0f5R08xqZS--3qjo{ZCN5SzZHPDrUK_|JPfX*l*eH@)TB1<2Jo~=sD zXB59y;4>tYv zZYka$YtxW%kC8kW2^iN*Mes$)F@iNwtK1Dk%N}|(0JDgNFXuJ7I2Q>dk-;}=r-I({ z&6Fh>?<%D!4@Av}eQAs~?pJTT8p-Ny&cI>6c9S;GZGYAN)JfmF=v#xQeSYsKc8{?2 z5L9@NdJ*pKL_W`yXzT6i7!bcbaV{&1u}NBz^2X+cRO?q~noHE;11Y{G06?w%&o0woxeAKk{^;{h`OD+0RKUI5EL`~{kWK1Et2~Rf~2K55$QyA>l)T*Q_ClUTy6S5bI1}GqjIrv{Cbwj;%6?!rGyY;NI2Ta~ zYx;D%%@>RnEptkLLK3D*b(50uI+=px-kN!ms!Gn*R8Gsz$fpIUNnI;_i|h*aLr835 z3Z5Ozg?V|Kqm=>!lw$pv&$$Kn@vN9`+>*fg<3!sD6rF>8oEKpY-_@k}=msU8=P2sR zcgmW_E$M!Omi0dXQ7zpk@!czina3$Xm@XzxBG9)r8+d#flYLxSIssc?fn;ZTGRc$~WlLVY8##1Q3IXBP{RwnA8w_Siw*x3z48 z2%Fdj9AVs$1a&Qp=GU^`G_H<8BD$2=ogg17*K97mU5AV3)&IYX17IbEz)=N{rae*K zHr}P(2~qLEb%}%j9K;~pO>H&#` z?8^6}$MTzvb9FivJ#@IT(v&|fC>rB0YR)s@Yfp{;C{Lttre@dL3wKuguPn+$DLJBR zTM{Pm$VhLFb|aa=Hq;k#BFV=Yjxmieq3CT=uw7whRksn|nyb^w~4b>;`NKb4&x;)-!`8Z=5~b z1ypn`C34_YMnmkgS&2ibi(;Q809$N6ax3vK5*KEemS7(b8DbtdX>ys5sAe|4y>fa* z)5_D)(Z|mh`j8`2n2hVE3`wi6o=vb*XofZ$KCaTPbG(O-;W5j6Lt0Ko(6MIorUsw+ z!ogAk<#Gy~s_))}>QRS+(40%X=4#+x8;;UDqq&IRCIGJUP&t9F_6Zh(AfgPSIE4`= zEYmB-FkPO0c4eXTJpC}rGc#0dT)O1-LPcSU%jPSuJ!@I#kj1z|UL#(!*4+lZPa8BK2d|4jT9thpr|ZX{wl1QCOUwT*o5#M*dmG` zQTAV}z&TA&V3ZI;2z0tDntx$ZFQ6}m9^VKH-4}CWq)2Y(GNs=qcuCWtU_uSG4({$$ zL1;5NYOC0HBa@lo*jElIHUHgrSjvHevuI7M+;t(r!W-EtHA_0x3X?8R9Dp(C+CwXS zDs(v#m#-qs0eh=3!-KqgdP z8Z2uu^DMKQj$c`xEW6FB@!oIkZLLK%E=Wdz!&$~QX`n%WcjKq^Fv$GHnGzw>r&U*r zV-<2T6PLcfSnuz)^oj!y`+eXmS2Z=%q}JVZ@+3LA9QH1FG1yTAb>gDhq;e4&llckC zh{fjgGUXDyh7@5WXFE0#OYJ0PEA3#|XOF#Jfk!2;qq{12pC`&M`u=~6y<>PLT^cpo z9ox2TbZpzUZM$Q2Y}%j9LvDI2Ga450pcP0&g$X+%YNjPp4>#2<27E7ca(pS$ z=CUs*mBm8Lq5s$T20(W-6k(P`^$im5b{KC=qEGUs`I0z)k%87idg+WXl{h&NYDW2Q zdzVvmY3O2Yx*d{F5?gaBIb z8{v`4nwol+njkxb2F|fEL46iGNOOYFFqaD&_73JujbNHDX5ChPDy zj+AP7DIK}Kmcj^xhH2vuIW4ki!5Cn4s`4g+Ofl)wd888BvjkOl;I;G9)ptMN$MXSm zm5evrw^kG>jRM%jMs`gGx*A-I+U3KHMzk7WF`Qt;`R7u8GByYCJ<|%hT$Q^oCzJ5v zMx|yhK&;ae3Mn0qE(uM0YWz>)q{n<@se2MqFg-=kV^ zQsSk0jdqjbw?r$5M(-+y>AK1bWC!?^&Az9gK66|h880`Vwe+aqqbr7mGvjsF)SOTf z+=m(@*S#hPY75c)C>G#^T-s()Xm#T+9|Yd&Z&d%1u=Q$)>Xr6EEptm0kDG%t_t~UZ zKrg}93ZOk-Dqy!c7o&Q#bl%E}ji`NC$N4`VD#(Ux&I)MPVpje`I!h^DJGeR+aYDC^ z#FELqGM^>X$3}lh;!Y5H`g! zce%z`diywx3|z3jOad%*{Kiw*GX+KC=fL9g&NJOm=^XKA_4tv01NgZFSKJAXD}(V8 z6?z^9h;Y^49F)ahS8fFvJiQR#TdT(TOo`M}j4QsSYTt6O%!1Zm0d&34FIJC<8y|2M>p}7*;mFyVrjpjq*9q%m?3=j+bRm zVA&!;TbRYqKNpV)`y0hjBk6|$DeuP>2^idOr{T!fOlRR#l1r%nGF6C;XP29UeHAAb z&nvVbY8lIAx(TSXZqFt8#6H&5S!gh)np|*~5sL6$>*t7e8wPyw` z{?ceW!|p61xN=3EP|nzYq4BoRy9AB?~@cl!K=@l&Y3#xI5)7*!L`6 z-WOoJVv=-N{r-eB&iOb*Ojb-Jg^fa2g`xo(oOew$j`%y*r>_A45QA8SVPuxIC0X() zJz+!qvFt5{_-|NEzGuKBD*cM15oeIFVMAd}wCza$(gKo%Q+(ghs_+5Rl28#Y76>#0 z#x(&H+Fbk8@%D1W$1)EW*J8bjk`XQOgB{rZO&l6u2x{B%pJeei+mIrHU*_&5QaaS6 zICtE#pPLy0UVKNlrgE%nKw8v*B`h`N2VI_kfxBT;8o`$*Ub{Vt!1qs$`fI41Gdc$K zis3n607&nNsi9glaY$b-MQJmJ9+#p}yefWIA5uK2GfgRe;TB%naYAX*F@!7lyR=^r zyQ8bwS8yc>4;zan!?f4qYwf1YICeP+PMql@dxjpxj_9H}cneO}c{@6TNWX_USA|i{ zyT9?z7c=Nd1L;-k&gH$9UdcHDYuEG(G*66ZQQTx?=|?e-Q9-J@L|iMqjG%_KAuUGd zSI)lx7%i7uq`%J-EtK|E%3-c1tc=i%Ekn9li6ZO9j1I{*?P{H6u}^L$V_jl^B`eD^ zIejmgu}8ysAcR7BgVitO`j^yf;$VUEf5cGSNF{&9QXf##N#kj++jsVCZdPIc3EJaO z)w%bj&QVkSFDy`ZB7(9z{uM}gKi)hGS!4FMUAw&m6o>jv4(sL{dTILt_jEM<$QlZy z#FNxLdFz_d#e|M`gkV-oDLo=can8M7R%wFnp%-as1Q2f7y16J{f*Lg|S@>x~)pq30 z{X%80-qZ*O1L_)-eWs(96%AMNPz3!gjY_{xYo8lpP(cZ#^DhpQe#h5fz^vX`>bq^j z@#-?Rcg<`c+CyGo76qteMJOEvxIx&q7*yd0f*LE~YF5CSSdm3bZ$@#N?$e9w=lREH z&Fi|<1?Dvm@@=U)ZyOHHLQ1BXM{TNJL;xJ{^Ikn$qzwW}09z$4y^?d1o1O040akr|av(>A8lS=H&C}HeFZBu$LPW9cpmQbv zVXvL~h^AzjZSd~G1@g+TbuL!ba4(()T;Zg$Bc@@+?ze70i_wH zrh1sLD+*-z_b`)W5adRLzDp*TlMibkyH@Rj0oN zd%tC)k)7YO2N^7D{M5N5+Xq}l3P3(c4t}- zl~9e*UrbDf9rPV#`@lhlmA6(e+aFnk{33ncKolEM_W%qVCmS3ZQai36oAxyFs`?2v zfVm%qOWs=l)KbxiM}JY7Yk!jpd{1tYuc`9f&d&P!DaUHQPId46v0|lcZY9PEEo(V? zV;V-=g`>Q>Ps8!$j{F02k%M&-u+UY73AjyM^%eUp3O1_*hIWa}o9G##SXjd7T$CH1lp%mMiZxpAy0A(D&DsyuWxaPY><2O-pPhEBYmGeHU zWauv?XDB1U=-j_aQ1(mSD?A+F5U?mI`SO-?^sx`|ad+(CCj^5ZVVV`?yWy1^JIfQ{ zl{=Gsa+`6!#t~>T76M=tv^zh`_K0qtf5B^>WI3MX@N^*6`%Eqaz)x2PG?h@hCB%@7-0%E1-pg+nG63Zy}E`^ zZHc_w@W3KfM(x9I>WAM7B4oCX7``fD|Co|D*k1Z z?ag;m(vy#F9jqAackfeEll0>`D@Z=ie<>M%h0Ji-|00$tLJcmCd}!H;tXFG<9jP(> zf9aU*veIjspMN~p z{2Fxv8}$Aq2YdwwsdLP8V0=*;(`DF;nnXj(@r@@Y<-j8@NAK!lCk{6xGAd+6MhaER zHsGv+|1wP@Yc$@G7sG4D`Cz9BuH36xd!9P+8zaq~)Lej}pdx3>Y4Jc#rhc@!RD;$1 zxm<%U$D^kDcj?e&f;!vP8>NRX7CbBMQ_p)wW4PAE^4J=fTP!=j+lXt;4C6wtCG)H#FvmQfO(n$#D_2nHYgAKDoz16 zrBBZU=JVq9^QG*|e@W@4-~3#~?|Q$0|NNl;JbTUg{K#;iExvs0_WL~id??a+fBpP; z!2j5NynE;KliK_|(fasc+vFdAvg=YIU#&oOvKM!?>b$t?et+<~Je=~quGTFGoAiC# zp11bVar%6P=ld9H*?d1;#C?5F`Fz1W&+&_c0C0Gfm&AVFT)*oT@jZWxZF;{(>UG5U z!8m)mM+m&~;iYFO4`G5v7~RUG7<5SL8J-qAT ze$0G4KlptEIh5~%GO;ywa&|N^u=(rE&d?HygM)y9;I9*IZhB=8dlPzfIYUbmBWHRg z7enX2u0`z}ZT@li>t6y!dO<-ucP)mmhnU%a5HPVY>Cnp$QKs@#{>&h7pSWuLKo&dFkaH?TnO6oVDoXg++C~u0<`ZolP9+MXe2- zO@vL1?2Jw5rA=(joXrWCnR$7k{?4}h3iTe7GQ&4PAy6G91j)&Lz~eZpvi-;*)E>|` z&hhW*oNJ9lV~-$qzEYo9|14WW&z)g_(E>UkEBKBN z=7ca(?2Qq{bJNp(8TRX!c6t0+6wiqUiNZj{DCxrZF#5p$p$IL~M>(na6M0G>dh6@A zoT>fWy!H~S(}o67ce9i%IHISZEI(bx_BH#s-om5gPg?O}KgD53y)GXbIae0*w!JuB zUfa<~p8cEkn|FA74#7kCtF)24cr@MM0d~YhQ`}e>o6_5Na%mqLzesO8WozO}Kh`>l z{;V5OtGF#W9J?->v1K#9=qc40SM==nNae~Pl^%*r5If*CD`M7Wh8akkUo&QwdgBAC6CjxnEy4FGUHOWP4(9qpT>I1fmZU;)PBu)Mb?`28v)=sdOhFP1cg| zXnK9GdxG^Tcp^nXz002HaiLv5n{B~t&axl|tTl9fzh;%*!HSv2J?04kDzevkUWiMH zK_UzZu5|;GTJx3pOx1wcMPvuf#pr3*dwuW^%|xWpSBLKWQ@zV%w@ct3QcPw07ma5y z!f_$In*FiK?Yoa`ikz@H?yr68ZeyF5bS|p8silLHFS?Sz!0t~+JlaKxXx$mBS428)ra!&N+wTLseDou@o<>i2!?r}RX!^vb#X{lE~)ODMHAM4o!x z-_hS2$%(L z`s@XZlFY>vgxHLzXsmS>^`ph33QUk?Yf?!Cf=aTnEt7TeL~Y<+TLo*a{eNUN@=#9) zFY)m~zPD=JN4F?!BH#}vL~XsxqOq}(FW5Zl7(zEWxD@l|o&rYCM!vH=n?E~FqRB#L z(dJER3hFe2z#wo*C2kS6m2->Tkm+@Vmo9;o5!fswic0uEFR#4jcik!Lm6|O?9rv~z zeU~lN!uo_qFB+wvENihhVd7iH#*v5B|*g1BF64&uFl_YcY&E5 zAFebhIB>=O?!?uOPoteY!!JeQaz@e&1Oi5UtMmT?oS%VsnqsH?h_l(?$j zCR_Zb^jyC&P8U=-ARiYSr0mM9%$Kg!QVpcW|=&x^c=xDG1y3 zhb~b@JDQubid5``;g2MoVv>=HeSCZ};bB|+O(X#PX>jPh6MBF>KMSOwvS*k}T<^_2 zUVKW7Tv~b(t@P2y*aZ0Kq9KI(3b+)?DVTbF){YH0_o{_p6~gooZ2xB7{80+XT82a){UpW zzZ3_pcTZUx)4ipBkIDd9?YCs?^WIBYYf|9K=7ST*ZqiucGJ>rusS-sZVRo#L*poU8 z${wrP=&LBeci<@X=z3=yyS)n%y~87m@!{i@#Cg%`2v9Lat0EVWbj`(t(mO?llAcjE0g}e*$V?_dQKA z=QNpAKuKkB%$d9hFwcSnO2}_}VX&vWT-JqxsuiXT4tLYRq_T;#Ej?=`*)w8kBIx!y z0twC?#kO9R!1kzOU~B2YGIc`N-0AIv)QJGd{>=5z*nNW=`!tFP0!q^8qKXLGy zfc}~rvJapYJZzc!$h;mkr`|fI9~l|djhXQK!2G`%^N5yawR?K(sp_1veeZSK<|XlS3quB5QTrTw@k^;AwC zu>_xE04jSP!!c^cb9`ylUlw!6Z-vo`-P~$7+)9O)X2MKy#F{7@FJd8!ZC0ZcEfv5T z^_}$Mvf<{K#;c^Xj4BP#9Gf!}%?rV(i6}gFA4H|A(^73#B#(|gwnf77(V7VC!Loa? z@z*xjwJ-3Q(^S%hrC93Z^q`~7$Z%jiv?=AOk_h#nz%E2swb% z^)&eTLK>p+YP;;d9uX~&i>gqm2$+d=>tlS*n0I#mW&g*aMsu#`Xe5MAjpjrf*hSQJns0Ee|riE1w^c6_VAJVxI^(mp5 z^wuDg!$^|ghdnfQa;b8AzaT7`<=iSqWDRNx*Gdhn?oN;IJ_cTZYO+tP#=h3U=THwj z&t|~q#zfp#l^9As&+UEsvlUIBEQ%QzyC^C*R1sECnW52xiW9!M+?q^7IKe%xSAj>Z z7@>G*T;RP933>cS7P5$DTQs9_$^+IRt|IGl!%tys^CQct8#+8+j>_+ubgW}NbFt#q zladMT^{iKKXx>VNyM~56i5r(aXueyhCrPmv%gJY?+oBGgPy1I8aFp`oismm6L2-qa z_#8kfa8$4eov5m$UUF%F9frn;PH^2MBOolUPu(ps_`2?+Jh0#KSHg4BVIiXnpOWwU zy~OHbw`!0;K-^geV;McfcY274L4S*U=lOckvlEjj^)VHfkZeU0^I+EJpm+mD8C=A# zFn7R7(K zE`f^GI<@T=nwnIuPhCdth6B-d^xf?z3Zn} zPh8D4MIOkAXCGnOluW~oUCMcvY6MkgE&WSz6K-AdMjpPAR*IW^fg3AmOMdJ?m< zfkqoB`?DFx=j~T6aDbXVGh4D=VCG&~fH_$QG20eRd9?|slPS-BH}?R(%RxNlEv{K~ z!x|*<_f+^#ZNFQKbhMoJc|L5sb6f6Lhxu z_S?{BZ%I>oK;ZT5VfbaH4qLqF`j4+Jo+s{Bo#@T9IL7#oWPfS-*duh2+S_h*Md&y) z4_knbduAkMo&g8+=ALQ_IB|mnlWB(|AFlLsVP7PQFYK8Og1^$uh{pNG#k2EIkL-i9Z1CgqX9>N= z73<&L?3Kr~?sdtfd}FR^3vReG(GPpO0be z7*1o6zT>@;P;)o&H%sBpsEjO3>&3p-81J@>T-epPU`XV^aaj>nHj=R65ll`Vc=QE3 z{~qKbqlJq?L6BLPpm}UszYbj3QfF_kw>{kBLTsIYsg8t}hk+6GcX|E&O~FJ{A5Yxr71SBMcvVg_j{hvFJ0Dp9BIK!oU%ZghoG zK!0DL=1}W&MOkaY>f``#Kb%E#tOI%45_^@vntgcGtd7C1flnzZp=&g?Odu<=Cq=Ng zs(P`#3FedHauNmmb+GUVHI!I_`$4wt*SgaD$`x`k^d&!I+05JVgtN9RQ6Mn^(6$SG zrO0d1#CfR9wUp(L`H&I;>MVp3B$9jpLj|c&GV2kkm`pA(m6Q3QJ^v;obrI0s8~uI{ zdtrOM(Ec%C z0j~6SRMiZy{b^S`{GgJIr*EF}E&->fZO$6Gl&Ig&N@7(uVPaS^QY@piwRP<;6f-;9W*Tk1nD;V z2NZ!m<5QR>(`u$aKQPRsdq89B1E8uy!>^@*t^Y`TC6w!q2Pff(EYCRufpV3oDg0|o z$BjywR%S|Sv0-GWHh2^}wNRcq3FJuL;v@kkpIbIi%(@Mf`s%{A2RITE>N~bvDa;QMI)$p6?6Eb#rkG19YB$bUbo*YIsX35?|OD z6C@3v<`hYI)C`4l;U zQF%tvilH!CG@t~cvwvXITNP;Pb6#ax>?(XJE^{gEUrq0|zFR;=x22m?`a^X#*-}Rq z=1i%Uzts1>q$fm_WiEaD5VigOY9H*=RuiHK8q@s94LawYA6(oa;p)?knQw*J&pk{| z-Ff2A(Mi~J31auuG*^ipAdw9~K)Q@OYf3>+mF(hPu_k>O2u_vLa9*OdJ@4TlyXo9h zyy0BYJ)BgUV`c?wBTB4^(Nrgzx! zOsQJk)#NC?13NhbQFAyPKdEw@=664gGpW(}aW+U+roR8R2ToE~f@V+F@ga9DagvGH z1~*Z)5e_*fcwM+7=S(lhV9I0O{>1@yjp@zcem-{RR>f;pHWkKZ_T*{F6JUF^HQ6ZM z<^|BrVtq#6V8KksNoA2ml+ia3y-zr&a~Dl-4zcG@u!qCeX>1CJ5i8KN7OYxuzW=@% zH+dzRwz0v2co)B!+tP3rq4`vfFd>N0ivhOnUscN-MoCOFoBcD-EbZhwts+C7W!-^* zJ~C$%7};pCazD;OV};f18L^%D@4iipXDO)K(C1{JA-C6M^bYdHiqX+j>`z-3ij0#~tT8`Glw_#;Q3fu88gxQ>zWp zLwu+zKiqXFy1CY_8Tdus!$=2snpKL#@NR+(S5;3m^PiP(wT)TXzAx~e+G5%r=NLGzTYB65D3t=G6Fyy8N8<_%@YGn`bP=7b9M@b ziQ2tN+TDz6cFkE+4Ok;9(IZtv9`43S$l&}89g#k6kKaHwFSl>oyf+eDKWy2_t5R7# zIVq3RP?!uqnTn#z4*S!fHl#n(h}b_5f2FuS-{*02>?@3^VIB7ka_9-~&pyt=^Yt!* z)^7Hhg(D-9H1x{!VxuJrFdEaXsGkDU#NFq;p`vY49Y$EZ!g5S$X9uY$)_?o--h5(` zshILT$$^cLrRRP%ORm?~WGCGrsVmFW-*7~TD%yiWQQ#slQ?)SqmY)W>(Z*e= zHV&QPn^O{jnZYN6O8(=vq^a(dL*XsP;-yU^(wQ61g5ADfBUUu@n3`gLy_;9>)A57i z+xu;|T|H%5ELo5Uh5@2LrU!OnXtV!hT~(2Pa9%2cZs`iIT+k_uWB@=~1J$_?IP6gO zh|@6;;Q;$8s^aLyOj%wVwluObT%l6W6ma;x2qi7a>I>k5C_al|N)hc2XGoX=8ks3* zj$0RxwGVmTgN=;cYunkje&?r?!AlX}y{dkEoX*}|a3Onv;`QG-gEFOVZBcP6Y0Al^ z;N!I-91h{kP6ZI0D45qq6u9R>n34{H}KNl++DOhu-j3vM25LAd1EtfgrlYl_aPL>WuC9PEmnS(Mw z2WcB~{*zjCUD7)0gJ}0BTX6010m7n?VH(8Ec8unS7Jn$aK}0GXIjc|1?DzZ zN!pm7s`*r^T8;w*1@BJ-^BsHsvLVdqXLRVsJx*@!+Bpdl*4cBtgLxCS-HY3}Zr-&5 z)a{G695vw53NZAif^Zi#smh0i`NUyXPcs<5E$NfM8<9gF{CD*?&9^){E+otb6;YW* zbLKeB9L1y#CsuZQnGVk*P`EE3eY>BX!`jcq!oE=ktlIJ8?&u5r@zF6GG19Gvx2`~D zOQvcfn%oNjx`(th$Qa(8uQKOqfVv^FgJ+OJbYt`ibZ#VDt7rNB_O(|ruFFm;Hmfb_ z4M#htOBITWIOElsW=o_r*Wmnj@L9qOB#reGJBH4#_*Y-43U{tgw0c&*AiszwpwGHs zYQg!e?h73@9_{^V+onZgqSb@9=1Z8^5{9w!xZGB;fm-*q0xvs&A?Pm{fZ=Z9OOrZK z;CAy=e`hdQe}+rl$&7ic@(y5vjDn*O5^%nW$tk>s$zO7iWH?5gYa(GMg;QpMqXFc= zav5S33E|a8i$}m$tT`D=T4l_%&=jwh1_RyC%SJCWn}Hr5IS9-;nfy^Ud=o3UjVuWs$fIgQmoAy+SxNC)s3SDHo{G=Cy(A0hct z!KhrTt5%|K{A7$3snCLu(is4aKLIfuE;ohR!Va_EKIX=fX#g*^)5td`@AT9=_~A&@ z@hVWmp{^^{UrI>CA@Ft2TM{KsJUP;eYgU?K&K2ewdDi&Ztazn2CB?z*WHI>S!5as& z2=VbPvD3|#cz=LNA)&A3_fT%c!h?{B)JLRj>TJn+v95c~erP@J#d3Op*#_RQ2Uq`Z zR)gzYwjz&(TKVV|>3XDi3x_{_&S7PlbBL6-$Qsi8t&C@=%qpf3m2}s&mXk#(9cbGo zP;|`cXtdf#tklR^Nma22bkJzYgE-0DXsdXU^XKx3EHq2R5&2=vA`-hls3bW#Kn4N7 zik5*i9y!=I-Y~{q=wXVZ%zBRX?lIEG zJ-Us|sZ&E>-=8#S@=mm}1UJ*Jy`idrZ#Cb)W1`QnK|1+OZUU~`V*@bFqH}$X8xa$U=iTc&eTu93W zz>tUkT!@1A*zS}$$z!nklV0O>i(Yf7tS41o6U>tIsONOG%_h@1G91f7ePW+<9pc8n zUUVPBg>OYe9;VpF^=GKfXkcPDjc28OeE5EUY9hhRlam9BmvRuZrnuFZ65KJgH^(_}`V+audxEULZI z=b1=7N`usuHor&oln(5qX1N!o;Bgvr>8s4mye-oxE*|Tkbm@o{n$9~|Q%be8gG3*z z({v^OIfJp`L;ibDGXPQ&f4{}lYv!VPNxP{<03g6Tp^}xG+(-4U11Z_GJDh;Dr5~W( zwmeHEpdei*N}?t4t(PVN$KLs@C!#(Zd~0!v%QL{jYOFGO#+5KTbiKd##)XjvOv!O} zQEm%}?<}p|GY6%YGGV88turup6VY_}T6_pd*k%l?F((~u_Yyb#j2nC!#X>C&AD~@4 z2~wPd9X>Xs)6nx6X?={fmF~`YSl<7ZkAN{bQfSD8hUa8eP%3F>xr~Wq<=I~f-H2)b zTUI$&6qa0UpGvW(ZJfY3@!XOWJo-b0H0xgYPF12rZJA`JlbD(->U+2}MMsYzAFrr* zBI4BI-PK*O4hFEA{%lgU;%d2EeS!R29?EQ05qO7dWjrbb2ZI99Vjlouf7%#fEx_Hn z!~C+hMzfH}X`@DbpAds(8x<8=aK5E{el6`cC%3&l}}x? zF5bg^?Suji;t|l~7+fm>RtvevDH%LnSq}8dDG8czBAyl48yoAS$GjbU)mIbo_R(6j z{QB*PJy*Y0?c6)}ndXmoEH^?vqM+kD7|F6P@Pc*w~YxV^Pi~JV(c{fR0^fn7O%B4Y(7i>`|b=w&i zn91Mbtk`%?cA7G9lpYicJ6+Dn+%))H2IcP-v`AtD<6FdUN>e`;(aoyQ9cA%YH)8YK=UN=9!wcn58yT1n#;rV^`Q4MuKim7VG z{O$m#R>d-OT$_Z`u#WBR`V<9}1a|L-a>BP$2{zXRh5%&`a@v9rH` zvHprmIU9`>1PRzC3^WG@eg`w=p?(HC$KIn-yySg)cA9Q&&xVbs6lvLAa(Sn>&RzaZ zj4sfgUK0-A;r!{FH_g2xEyRIdQ+Yj| zUneaW_<^Qw|MB@Gvt4}o{>06Nk8c*!{pp*vMLu$+Zm7sg{Y%0PqUXn#yNZ+!&lY7Yt$QU^p!ecTpLH~PnjQS| z!+^5N1Wjc2jAXxht-pw|x3TNM$vynf&Ke5iq2Gzk{#o%ridJ_c{T;3X7TQ|&93122 zE_21zF;XRLfy2tKtQ#b&M@%H;r8fI(1X(YzPkrsjZw>5_PJ(Ye8>z6b&w%fSWOHcM z{NPm}ORMlUFj-Lw%wqn44rY#D-rO&DfWv}25xuW%K|1hrz4HRLz2tZ5CkV6kpD~Sdec{65WXSdd4tY1FcQSnFD`55K+zrYxke0O^qI2rA6G= zDYODkf_Cna!k$#`LOsG4a`(&%B*FTmYb|6G0UEwxgpC-WeGE$DY0wXNP6xfbp>T*hh{MT3;#W9hWaHpePF#qdWk3*l zvEu>ilOI6AK#=&J=}2u;olC?z@<5c=jKXEqs^_$!w)UKPBo6WY14JAS5u}k2RKH^b ztN6ihTS*qgJ1z|x5Gq&EX1SDTv0U(LsZf0qN+#Pv%SU)WNe^_ zX)UEC8q%KD!%<8X%4P1|s%{hwXq{EVr%$n8sibD2@2S$;0$|;Dd|tG?rC28=G1SUj z%~TxQ>#212#MZ{kmrUkuxVi`i#@(dqRLxDA+I5syPLDZAcRm*I-=SQ7x+`4bQ|P$) zZa(yQK{hTqe)o1?lI+SK(=gYmi@yU~6Of_o$W9ye`W`1K|hPX+xb{>F)s zaau2-P%YnOZ>S@V$7*yW1B1w~xVC(r*6-0A$C_>!=#qdGB7#|(%F;Amtm!V>ly;I& zbq^cqFwl;JEkjpMpD|G}#TbUc93Q-3ci!7JApT(OFNv6h0pDdpDj}xsmM+4GuFuY2 z_A2d8Eg_2NMhi&qKwdHGDxtn*3rfgEc7!c<AR zhNH^fS+A3^D&t|YllUyVYr*fIgS_-R&C5dP6t~jEWxkhq0YBj2c}(iAUF9Eos3qD4 z!mHuE>Prk%H{ocb$+Rr792d8_bRB|(Wy+)S^x+$p$b7nOF&EZr-!BAr&lpA#2_H(Q ziFQ=&7c!_-kq-}EdSbO6Jw?k<<5m0Q#pm*1!>SC*M^vS`A#?Ivhu0peeqLKO^1w6Y zL|{z1J)$ni*h`X@ZtNyd7)rG#(u3puu$#h;3R9|nCHvk70`ICeL3xkTd=@9x*%ptu z*xm+N%SQjlStqznPgx_xc9g6I{8Vc>U;AfdhU8HD%l9fzb;5K?EMGrpEq<|2ER?H>BkYk7O6mDwbI!G`APIM@TTaE(Ql*Up{qmm z$U98QmjfhWq4KA)b>hp;tVz;G$>;Z0pbh5#VuXJDPoYZ8>}>yTgLL9$>;f5JLN4DT zaM)x}@$)382@BCe`WtO$&FR|}7;qIKDW-)!-wEvI`iT7RmaeUanltt+s#n6>^nTYs zrK``DYtAlhI*Xi1r>JuH{yAw*r%CghPYT>63w3;=;4-|>@*SPcNqH1fD4%&$ef`j^ zksTUGuPg>*i+S`{*XNLnd}UWisVFv6*kd^Go$B2!ygai|do=UZwa)oXwq6eH#Yq}m zhtguuswie@n2kInIw@wMqBqN)hSmjE)P#B~j%^=c>HbxZ930ep$ zpk<+o_<+g?(m6_9*eag2aeiL!O=J_xAo((gT9H7%$T`*XpsY6dNBJE0d?N!nZ3oz5yQBU-=GIRsuou)dY>N zO4MGm3A3P6bl_LDWAa!D+zC zg!#s%^7ns0+#U zoxA(HhahS&PQVjG3@tbL^IbV4|Fo3enWmHlY5uP!mlxp%Bp{R z1ox?p&iijw&Gf%iH4E#1MEB_=2w3ehAOv52pmMrW4kVjM=s<+9lvyO(w6oB9xmuI5 z&ebbq3Vpn#DY_zcV+Y>|d0TY9oWrOY$gTa^xx(;}O# z$Q0k~UOc4%6HYu`bDhY?HQjRavt#F%hb?(Eo#PjHAvF&dyPff(jTd1Bmy0vunH{Sa zHHRbjTz)wHmPrtCT@z_jO05wYE?hWkF(&7%jdac*B(}UiUR&$Cf9&WRfVPfhu5z&tD2u z!cj3PF9nqDlZR=FKN7H0smC}}iUqjcVn`5|l<^OjZHe!?x`0s;X&`k9m4rOvXtFf! zRelr0;$gBkmME>BAr3rA4uXPWGmlj&pl&#Jj|XXqaImjX|L(JRl4gWE+y z_51wx7WaJl-#Wzqq+zqNGyTUPny44K!jCerc}scVAf+MA^ob%o-Tza5Rm4q7&xmQ| zPkIm|@6&n4I7jRB&t5wwr%Mhu+Y6f2{q|y6YoHeNqwb#%DG z*fpyJTS0Eht6f{VDl_R+M)R$jUvZ!v~s4^QllOU_43*YJj@G(bmz zFy*npB^Ps1xRhf1WdT^1BoK_Skc^}Sdtqt*&Fm%opp*W_0d819XCXmnj&O>(IE8WF z@d^b{fa}8q(|2)<==jHF#n6PsNXkuJ%fToYU^G#9X!!5=1HglSQ@AsbxXWWBaAP2G zQz*;#1QIH+HYl+|KIS$PtOXMG#04?I!k2&hy5AEh?83_Z3mm8?@QbREM~8){Waf8? zIKwJuH4ex%bks1B5dUYHbK(SFNMK`NwjeG7m!m&a+Vwn zk{vmlE}M}8n{Og17v+_jCn*nM`Z}tjqc&F3LE^ETSZw#iZ}sG-(7a-`7%sj6W$XE8 zd81@lIMy=Td^CkpuhyVCYyNOC;Dim1i)Ua1utO$EK!J`5fHgt@hbNd}$;?XoM9-aE zyt8lhZow8fr8~-;W;e85z8ot*y#xOllhyxkeUasV8Jw8^Q*F_SpNI}%KnZ^27D>JlsFT8)ci8%qndEZ<7z)d4qLDDj-o|`#(8|tci--web`%M^1SV`VFwD5Z%;|@ zIjGA7ulDB=p=rz{K2E?bnN*sr8yqm4ri{*gr|EyJCZ9*~7B?i&Ni3dBnl7@lkv}(_ z;?2ckr5*~$Q636qSxcR?3&zvUWo1UORfpLC97N#CZZ>^tMOUigyMwcP-`6oNJo4}{ zBVZlmYX{bWg2Zhh<05G(7+LVJBoQ&OG@nZAK|os@NceG#xgdn{Len9K52^$RA=ZW9 zR{T{7%puQVnj_BjA%tFlcV{EKBC2nXDi~`X~IRIytVUZzFbI9`^oX` z{_(a3eAT*hl!I$QXw8tDQ-`cJXhlGmcUcAedd?Q3CO@cnS8X@{ z#GU_n;8gdgdVFe&N+5!JfJG>ufAo@!Ia|EPU^VDQA{>+IxRNB7ft4~Ggft@ww3P|< znIp4z&Sb>EQjuste2cdA5?=&{DpHuRD0@^H$l*!TB>DS*uac+*Br?=R_}4CbunUs8 zM5ZDE@v?UL<`EI8N%xz6Tc7pt$B8p9J8P+^;!K6p;Kfa*P+pt&8=#Bu=*;th|E+!h zCmEEL^*`G;QO0VOA0g!O1=UNMvIpQxrVkU%7h#dm=mOL^3RpqykB{9C{PZE^5rSh~ zx)SH&y5wTcUbbx6m{+MW@otmhp)yDux@l{ptm)peu}SB{eR*P3 zaBwSJwv3>v^Kwyqk!<1=rZ;F-ql4LA&Rf?0IPdFO-`#vJ#y#{~&7xjideNkmI-N;( zr6Wv7H^-1kE_6z8qNUF)uK)MjrB7`TZuG!r2X>5^T;JE^^JT;Qd0{-jv9Kqkg{HfBydaxvP1`fz|o!H5es~5u)HZw%htkH zk0%7Y?vX!x+bv@J*$xH2Vh>7h+%o@;cw-pxa0GFp#`P6M-ii`wq^w*OEhjB&!`Jiq zO5!gBn8Hm6?MpK(K2aBSMlJ%q;(jNB(UrIs1Po zd#5H*qHSGpm2KO$ZQHhO+qP}nw(VMF+ctZhhmP1MVt2>Ae_+msjLebaBf3b8sup~~ zUx>j@+oq774fpHd%;06-r(HRxVmK&r?}-kwf3G$h)uW;-kP}}FA_`3PwXxAz>5V8n z*HTGR?3~6@gaPR%nokW5+ve&=(M?3hX5HM^>D@=~E>(rMod)c43)0k5!yVCzJk<4l zLBxH=RJZ3A=!MieWhybO(ao#557u-LO=}G2(p0k>JxqqI?%F}JifdV?l}}0TQ9n1C zOifPQ(Z70(QY(SdR5V9KJ8cT7NQV;GiIZK9Q*f@fgErQrY_OuON5WjqNa_(TdFV+2 zE^;7w07x1T>}J4_RKQ^n`v}5$?6y{9&s6s0{i{ZR8UYM)u%3Xu!Gx*FF%5vh>jtnu zD6uU_TI{+QdoS)K&|owX`B8U;=;?zsRF~QvZY0 zb$&>2G-QS7Fs)eJ-XMHR-^g4i7n!+}k8KI9d;31GTaHJciRmkzrkCoLpXXmIQQ`M@ z1;PaKz31nw!j_K?f+p2s;*k$g-NT^wiM70c+`bs0E=On{;R)GWg2m54){ifoYr@jN zQ;j~~KT1_30ulH18_x?7@T&|`Oiug7Z32>MiZ%O z5%T~>u}+bK1ytzbfWry;{9>Jg z^EsP+AM-oAI3eoE$@_Iivu8ghT%)ee!{sklmg)?vF=ny@1*b{%Bs@-Dao)E$u^(4K za7;;HMa8nTB`Ql;rWj2zszOu+$ugrQ2#RD)$%?{d1-&H^imZtIX1UI?EoH7`K4OJ2 zWy+!ghB9diNvSX|mr_NAQ7{qTr1&>6WB6>`J)RQ#iJC*I`?y^kvDAZ^Cjkx_io{gO ztI3oxNh958XxwwG&|z$hpXnFIul?^(T#QFGzP>cSaX$(>Hhpp{9ng<`)UE+COpUFP zcKfvA6avd{Q8ArbRLqt4M)^pWBZ30on}XrQ7;6;a^Pk$o&NH6tH*uT`kOttLQm!BT zg=P0>vh^nCZGf%NaDW5!L}@PpCBN?0vO=nHfv%@DRfBktyBSitueXFVa&8bQeD!H7 zImUW9$j5Q%e+qIfNhQIKXu_z!#q?cloRJ-fVN(YNIJS$^tI(>|(4Y*N?wBi#%M(?p?{l)mlUXYCMP!HH#Dljwc}Zljw0b&0DOf|lh_ z2q`i~>p=GSq#jvfAQzq{0(Sl@o_#jI@Rh-l0dZ<7nT{i?&Try(x9_218GI+#C*xaL zH~l)+Elf9v02HuW%2$#Q;fan#)HcHH{!xOh4d|?i9>LH0(e6B=MJQ<1Uz~P~gf7Jn z4|MqLW^U&-HTY0M*+mwe_A03uD0$-WGga@SNiG?Y44G_gjVp%@ZEKoZOZcxFxnI=X zFmyU@AHKU%c~Ho7+PUK>{Fnd$bKQ)q_;d+P0FSb965dI;{^zT~?O!mPx)5{Ix8RR%jB{O+-p5HTK;ZT%Kch)&%wg7;`WA4 zPGuj{0>pnCx1o&&f_p7>*AHN=fg$N*O3(ii^G&xs&M_RPqH3Y6Dn?EwTmmBAuo71j84+KvK#yAgkN-ANEdrt5%Q%6 zFa8>e2A8(k2X*{{2t1|spc(+Sn>s1??Q*(cR(7kNlQ^~x(u+aUBW7;i+>0;saU4=) zCaa1;$l+)o{3BWhn6K#XmW=Qvfa#7}id6FFR;pe@{Xp%UFO#@WQY?VmJCA#KD9`96 zRvVE+@h(HLhN>yfD~|VM=kX={xS&N8fK$LQZ(#R)Kfw%}1^w=|eSZpM)W;i(d)8{- z!Q*Im?Av!!P_wM*dREjJ5o0<$I!mba`<%_Gk<+lAmg?tl;ik+TEPQ4c&%W=KS)nkc_}Jms`ScqRUNHMK_dbBtn|O*B zbbe5v+&4hZ(96TT@ zJ$ULU7?NoVo=9McmdmGZBXKjNKq z+(6b~O?)NTW@W6Z;OaXQ;9k>n&7H+%Is?Mv$=Wp~M(-$nPyY)>N|Y26||n+Jh;q zyWZFW$OB*p{mk~_n%}qypRTAQDGnoH5x?B%XwyZbVgu)@3H_)?jGi077v@uv=@q}D zQ6;Pi5_lyUB0O~qt3oDMOuDZb!mCkH6&cZz%dC$vFlSh-fl0HXUe)tft_LsK$qU=0 zU8TN7ef(A}FS66mAI%s3Q8IlnTkdAsa?h}n`Q{8#Ls&&xr0(EsKXRu^r}Ig*w!RWN ztx3fs%;A_L3pZ=Z4(YcsHouF`XdTJ@j0(1ub~gpisdX zD;M$6=o6!CMyWB*s&Q>gqr8)6sMadP9z{&ns`-NxFsD6+^{%D{mH(tIJlgc1`_UpJI}WNtPJqv$*VV zC8TQGb3Z%Dwo)O;RxJdmaFvLRYN*v(=-y2Ab3+i4L3_^>Q>Xxl1oyaFzB3%{8W*z2 zl6jYsC3ykL?*7_Vfk1JQN=ZljTXU`SmF7!(onXuB-v&FCQJ%6(e3JBzGA)2Jd(3!d zu4F5TkSQ=bzQc)4+p`@*z~HPygr5S}KkEx3BA z3=Dl7t8Rm#NroGFuhC+)oc=`P4?iV_VA=d@n)YX%33iOw?ahI)&b3Qg=X#QR z##j1P<*&2yyEfs1-+mpIh|U*go?IQHO$B?NRGHIa0|A-_O_W3?iLz-KO_{4-(Ist1)LCcUIoD1M-7yhtsNO(S0)wxwhcRve5|r0W7fD6~?Q zmQ&g=kwy~iSwv;#0VXOAx8Qbech(ujS){6t8j9(5O-JN~n+`-^YUdlWTRdAkp6^|~ zu{7zxP&%iS?wV_0P}4WTx9I871Hz8tw50FA2@~nYg0M%1<9~?Dg>jH#(=v(LnX4#{ zP+U9CFIlM)t)_wAHj5&o-h^H$YG*WDKKa)8R;ZaF-<}?Y57Jnv0KN05bN4iUEs{dm zjzD_t;Qe5w?M{j?34ZdI1e^}P2o=A^41e!;9R3AN>DO&u+p|yM*p?0L{)S~@?n|?~ zb!Pv>eY5eZ-}e8PO_lBcj8SC%&yCbdUq4=cPi3pT{y3yRFi`~T53wo8#(z8fKPZ#` z+clVhnf-sUm@X<7^2lPyxh8Q0jfmS0FgJtK=Fue#+L^Tq`49J64Wdvg(fP9N~6NQ=7s0$%oWC@q#s13 ze$H+^o^^e%KDRDypiAfUF``D3MEU1#mkvum0UyLNAD{O{=R{tVgy*!lUoC$ z28|d5t>Iw?jlKb%1qssTW$2C97wS}JC&ni~xnioRPHaX+ig-#YE-tq%dvNAt@|SHw zuGq^O#N@O#ggAQw=49}jImnJ!mXSG9=gc8*N~$hxS#pL=l;8jkK{+GLaZCnFKsd`b z=;Y^M_l2se=293~11gDgtqF#fjTnaJcDXCS@`M?Qa1QDA*8>WTjV(3z(>phir_P8= zBjbobVCyBfYu+Ou{*%!|L|AHnWrt{R++#d0nVQjL=HS<&od3m^Lt`wQ(Iq7Q65BWp zrH-X*NztFIH*8o#rUsE3InjTt*QSPRGRjs>kiih0E{7~1s$@>Ulzk*NG#ECrX>=`k zDYPxF1^veG!4s#KOLWS~w0|*&kgEe8(?K>I0{zal$puaOdt9M$S_;qf)I^m>r6EL)XVu35tdN$?J660XakknIfUM=Z)ua45mx!krm# zgxeR%(qNe)9Hd+t-AFVGhQ8xo*J}Jj3kcKdRdE3+fOzaC%r)YgLBRSCDl|OXv8u>Z z3HMoTi9YDhpWxx3BL-KGpzRM?0ndo2%8)piVf@0%C+Z)Q!xfWd`9FFZAd4zGTys>N zlBanph6AGZk%1a-Nmgi|ADNC#;?4Iau?s@&i6X^`fWu%iub@gF5wPktsJ>d?43aDR z!z9R6fjZk7J<)I-Dpt(cH2uZX9<+B6$Wd*} zH|yQA2i4`k#GW`APmUn6TizUABn7rsZHr+Ae(QWAb-Lc+;yz9zv6N{gi^sL{-<+NT zY0trM?y}rOcq_j(eWiKqkUd4e5HLpU4%dG6o+{Z*l(Cq6%%R7jcJxK!67tqfeK#G_|cH_ zYcDTY66_7DmiUXyJYDe$^ci{AoPIAw@yct6+N`zIbW9C4D_^d6``V;Nwvdx)5U1@k zeKG8T4Xoqc0quqmPNZV7xno*TWEn&k4_AQ5q|IK z^{i_vnEh7?!ipKBBhwrDam}lzBb4LN-ff`##`37wfHs5o-{!>s5iQ2}zmV+z8AAH{ z^7_h_`sU{Lz<=N<0dxM_(f@&x|KE-v7JByog~W!aL#QjQw(=4XgQ3WC2ybHZkg0=^ zftGn%RRKn7j!~AA3kV4CCwrh`1nZB(3Yg0Ci;D0Q7C8#nu>URaaWSuIt9j*YcCqex z@mw94`QF(Su-e@8eLemZAKdx8>RI{t?OEv~ESR35h!AFUK5tan-~1jbZD;QcvxB0C zp+OdlC`uq9b4(tW5>Cl5CquEBY3M0=3M}#PL*(U^?6psRcU?D+OdN(`>G5O3)}$GW zwFij3_%&#T~DJjNP#4pgrJ3xi+rMMgN@2^jfPam$3rKMdu4G|+2 z4FLujD=+PAm(H^G^piWjDb~E|<6!3I(NCOTRr9cC-j*X6rQ|{=jTu}%Fq%y$3fY6kkV`LbVJy;Z&-4@TXFuSQs z6Y0vzbK0&y;z&1Ef;ao9esjK$oCIIAfrwiI2_Ah9w~l)K^qJoK9!E%*iYXFPuv0*) zm{dNIOmr;Fp`=t^u?&5oV@b*q<(Zc$G*hBY!8VzrDNIwEDnC`8vP?Od^iZg(WJPXg zNpvjsu9Q{IPnix`(5hIl%xcN?Ke(-eGBk=9iKM86#NLDzC(AZ)07nM!1nY!O)1Rif z;%4XG=EZD=I3_=Qr&NMK_{&wq>8QzXnF3Hh8npb8Q$#NLG&|Od%aMT{|z82Rb8&=B+oELV#;f2chl~ zyT8%!q>JtKa->yqQX&%8Z#U7y(zutOe#s@C=!7{)ec@h{+X^X8P4DkrJg zf2c5&C+PIO){R@X=0Ct)8m?dCTSLa!2$TYlj_|`oGg{n5jkaj}BZcqdj;r}^` z*5p>GDwhzT*mC5dtWgjo_woBd;Wj{N-Qlq@k{S#cEv=jtf;is5roGiq>J9#G9Py*Y z6P#N;_|kFDPL#+39zx{%)jT_^K0#l#8GkjqY4`Sns61|}{0;x3K{s(hFX$(qC~^@}mH|At!Tf8HHS z)`X59s_xtNnly5I6J;1PTNj4y;^&}F<*Rz@Pvi6NQ!OU6jv8}xr@#(kdH4o=;F@Op zB${I`altEMh-?*AU$=S$JOZ~iKwo1-I6w+l?ca=ryJvrOF}PpAc3xT|5-KgFJ1P3p z`y0W3TSZ;Bre-mqJwbk^;gc5vG1mu_JJw3HJWj>vzlnU3g*xd8oV}AZD@42PxaTfJ z2eksO<#D&-v$_O)UxMEO9b4Ecwvh&RANif}QJkzpE-_|cLfWcnJ2#uF@j0QX>%;my zb(?Gk&9C#3{P{GweV{}wA9rF{nkh$r)?~Hj=_AV{cUK`C64BMz#KhDN$CsF+-db)* z5am=)ldrG)!1rJab&HthiocWVIEgNmaRlFoUExwYSpFB@9+ z?uMX#{Iq7D6A;ZEN}G7sKMHwKgh@orJ}OVozCKS+%3e)PN(wEEYxI(bBVxw^@+< z@_4Qd9848y@IqqO0wI5bz7RJi5EHOHd?Lt+i5@(*eED&D6ii-ZT7x@d^V1|A+Iz=6 zAhzn%w(GmhQFlH#=~M=6y25R2&C7kDH-(`_473e3^nxR08!9$Fvc7N6LFkDCGx{( zHHwXZjIXai0RU!lPSR}7MVawJ@UDt=34vK(03Qi#;`!(1?>Nq7uRdZHCO{?FJTA~I zU^Hs657P(qv7FlErNC602CBrKEV$)12$ zL@jq0J?pFg@KLCQcWVsF?WrI-8yelQUeWX~_n*VF zu>?_izwUd7c!u&JP{u$D5BAd0LT6+&1O&?Mq0@yLOkKi-KsWC|IXyF$6FkwR{QdV!B1M zd#uMLO{!#(4zEW@_EAQ{&QD`k94I3%I~|n5%%s=*uosnM0ybf8LG?c*Pkd@^9MTWE80b^ydjZ)V z51W%t2PjMZqEtlxbinaj=N-=Nl(w{CR=P>^n#TR#5yi-}68o6#RJnUjNDzflJI2Ed ziVFekGVnX_ z&9seNI_+u3iYpXY^)^+9%Ij; z3s^xPoQxeEQ zoc;_z6&7h>%cJx%aur5SC;9nj#UTOEl|7ZTV37C~gCo46iamwvZKgb5o2##AMV%6i2VhviV|HA+kE}O7GB_pHRMokFbQOk2*cZK$-Rr{!d|7$-!oIy% zc58uDIMPOZvlmCif_lB1HK=@e_1iyIrrqt@|5X0nodz{yCoWP(?C}fJFx;1LY*%U_ z^l`nKU@LqMO!2q8~pFq_)f z+bC0SHT>9-h!zL?ZM;ED zWmmIT$5iYGH6jwVQVCfOZf;m!YSDe@H4YWsc`@DP!a?rds`t;J^hWkh0{*^f$v?O& z#}49ltk=buZ>9}gn+vj0Cewd4&wqkY36xQe|rm5Z`0@f)xm3+Air(Z-e#ueXzdj!sx2hYSvs&DI$n_CC+?1f;xubYx%% zoA1XCF!{OSKJ{7)B&%7#6wvG+Bb9!JV?zw#1W<9TKC6jYX(*XYs*M3du#S1x%1iYo zkVnKLzbOD4>BF{&@#KC} z^=G$5N9g0>ePe?bUB7w$1B3Dz0Wb|ExDN*I%akw0!;(_O-_G}9^X{Y7=0l0T)1FbE z*w!0nFgQQ9rX*D#q)(%77w4+1EE%oW=akXshQQ+9+v?`q7k@ML(i9s~UXXZ8tv9vg zPOYqxr3ZJRJ~&u}A`>`}4pw`_20ndKM&QQ_JahB6HsMtD_$-I`ZM8_tD35aFyh+JN zM<~1cm4mrshXZy;e|JU79b%s#elxL<^FnnrpoWS@fvf;|S5?k9ntFhL`V20b@q2oj z)THw%=IP6}WRaBQLdDkZae0;DA!>LN6OWGfGzs=vIBOdvu!%L8EpCG<9BYw!7wC2d zT%YZ_*~sp-)NHm9gZz?Ye{rrOc(3pqwBOw;Q!O2#5w zr|U1qKHKZu3xi>(2eEK=TMfGN>;PbnPX`p|g}YJ{gshS{(VR9rozGrd$D2LJAp5RT zJUP`paCR!%M|SBswv?yxEGE=9B+~5$UhOcQi<2`;#=FlbGeDt?{#Xe#x15W;84y}o z@MRX3yUFxb;x$N6q4H4%!>EXiINH{CsI?#C8*>PwLq8DAfClO2B~{JM@p%s{Dvn=L z&rq=!Ye|K-{LA3&16UXIPTzNGekVpjzgI^7@W zPe&>k_uR#dy02k_#tg$nJe6-wk3zbyFS_e4)IX#=vD&w=ZT#7X>A?l^7x zDvmc+pMTIrDe0b zjpKdPot34<)s%ECzE!C<<-F-yVtCx=thvwltmP*asUKQ%53m}2F@(o@ybv6_t#+$F zilNPJGF7fSa%p)qZvi5DIH`#n2~OQOY#q$loI9RavNQU?9(#xOzOun*gmF>t?_Z1- zwTx7pQ3Bta_?w|=re!843hxht>BubM(5CV3mIT=WXrrgYW8+8%8G_6}&+h)GqZI*x zu?b_NQ%i|aNg8W@2!?3;2@;dZz>xnMazHnF!bOlcLW0_lO--I`>dU z(N5A#o7qTX0oyfW=rfr?t#95fBYmD8=^{a;iQme6!$v%&la-{=dP{9%IYB*}Zg9P; zNY{q1D=?i|p`64nxzxdeynxQ`XyA?~Z%7_|*!h~W<^w2u-0eOj!TghSe zs*kA_ZZ39Qmcbgz%T1uVnDRhX?MVhUd#-SL5?Br4rC`mr4laS7Em(eb+AP?VcgftG zO6BJvCl2KjOgNX(C@?^GOXmwXZpF1{r!+>`_*oNU&g~n7)L`|M7_9E*3Q};1P(91n zf!iB@4Q~5jn=cM6G&NEr$54TNAVPM+m+)t44QHG4=Bh~C+CaP38CPjPRq2ppC51&Z z#T*Ee>D~)$j+83U%Vq*G9v<^2lpD5_Cp44{;#Q7+F|0Ej~3K662G9g?trs97mmKV`{v8}>jEuz=O+`MP!Fz zv?te|@ZG_RAX0O;H4G$Ft-}QXb6%aqk96q(K0+jAh$ zW$#nf8t^T#Ddy5!&muY@F~c=}-vw_x3z8S`6*lr$N&$-Lghmf74)^9nmZZJfRxmS0 zLpY))Z;1r7^k5cZwR>?(=2(c$RpAm^-$VU7fm$iyR_aPOlyY0mC(715%IRor%PcPj zLBOOlp3AhQ11pRAbmN9+%Q%Q2+M{6I7}T){4}pn;Xc}j_P=31^PUpqXJ@Nb<$TFA+ zKSA8FYj27z?U6;U2!XBAgW4cct$+w_;{KWO3QFZ?S8qpxBXFn(dks^Vxk+DfZL>^# zshG4JY0SbjZiOvg%+_gZ2Wj*T=ie#{xgr7WDgQIQ4{;GuJqC@~Td^A^1h{b(a-isn za7FdcO2JNj80!G`O$oMOD`;M6%<|8Aqi|X9ASCZ1K5ZAWR2=irb5kR2>>)jysI&5G z&gotpY6XTi881#<#MW(}cD+5t zRTot34hg3LCJAfD(CK2MIQ&@iFJ(j&FaknJe*CdtDspNdBWg_(;_L|HHJ_9r*DOl? zS6w3DBZm}g_@3qxxrL9sguT6dGThQuFGk#7%cRFMY#+~tR2xyF-%MiG(x1SnS10>C zdHm09w;sPk-*5z2=0uqq%F(9TKy`=c!36o|yUFzmRed&68Bpa{*DUe0pRGNm_*q;VfE zkG<-vc>=@CeOPCh`{ZCyA){aBZqP2v8P{NGF{v zP2Nyh)oOtJ30z^Mfk*!+QsP2>M}bn=yo6EYV^*Bc0A9l_%#;ySkFzaSMO}T7a;8Jn z3xw{JRz065XJ)C{%#wvmmJVm1hK5GQjWeXvl*Sa2sZZ%nW^MD^6*|9=Vhy+f8RW4k zLgBkJ6oy-;g>TT;4qdH+P|! zrKa1I_1UlvfE&mwY&6+bMT`6*4j4#lTZNP*czT`AH58>3#ev%kYw5azNqLh3r1Mtj z9gHfu{354h$j8a1s`TcxgT(@vyKC^I1RT`!DY@XeYRXoZkTKLA0=a1_3QbYHV7zcf z24yd`ieVjCVK5nfZ)d$ZGG0&9785$=AfydA^7q(aZqCT7M1k))o=yeB&`m{el7$Ls zUNIF%#FTaG{W-3AAWyp0dL#xDBFJ&E{cn9b4`z6YXIQ-`@`tmx{*?hfZ2;84V)FZ9 zY2e>t;C=g?Jw^u))> z@CMTkUMHe13sNxlXp@6_sI?`(T#tuC9y?&GFpysdFtrg6XSs9{oUM2d z6=um(&V-EBp+xF#{=AK)*%TuH3N(pKKAEPXAstB=o2l*_whEe8g}xrREFQwZSkAzv zUNxoq5!Ap|J-nit>&T1Tz2KOzh!VIvnSlPO!Ol;a?hkWnrJ1*cX!dkS+Zyl6x|-G? zQQ4nG^54mMwj$0Abf;_efnqQ{%yfa~;BWYo{a`#HAokFz#sZoO(s-nu;kLz^3fxpz z-TwP~ zlC`Zb#!f1unTQGc5R@_4+!$zCNm)rvPftnc{vFYuw42j)7f;}o0jmD3LZWn@m&z6b zA?gS&w|O{Mi2jC78{E{?7>oNOu$e}rJkX0D{-O=@v{Q}OAeDrWDm+3=N?Jx=4udnW zpYp4gKT80-whBQjc2zL!=x7awy(N3~2c(bwIXf7;@&Ox4+q~`EPDVucyY8$}*bu^W zK;VQLr7b~bzPd$(^hXca8i%)+EU*DM*2(OOY|#YF{o53Fo2XYL?qza zES}E~kqvx?G+K0N*9Z^=0k{>KQLn8D*OhhC7=BG}<{?HCkn(38B2G?DZnD7XS);=O zkdxjg&}y?ze5b4H91B30*$+lpCa|Qp6XYIF0Mxa$SQ4Gaz zN->2;TsiQgCN1Xh(=Tg$-B&k#JL7onXP&y@SJsFj!NS|AIpRfg0lZ!wjvNV`IUiGVq2-?z^|5vH;tOBQTv? zyk;eB=Xob~gxVtJ_`Q^7+fsDCk#Y&S2&2#1%OrF@u6Q0I20s1Fu=!7nAW}k>}D zNuKH6i|^yEGoCIJSrzLPB=uuije6|eVIBBcq>#W^?ZqIdlnQBLPq*S^D zKAcZvPZ&YEzbOg6-TkBk=fGE>4S2atL7sL1fa|E*dqL>x3j^CXQhUJjen}W;`7YSl z7JHwL4x*c@Y5EH`jbobxqjzTGmYt8R8o*1U-9Z3qj3}FHu63^g#wB5IdHbv}u+1jO&?Mu!VODS}xTSTuIsWznp}pjkUozIgXX_LU z-9d`Qp7~LJ9nlBPfx$^OGh73Upi zNr&KO@~=#8Xs7cS79Z1aw9rPuRBeJiPo3Dlji?8J23ic~hJ-cplqi(>v@wQxusji@ z_->FhPw?^jaK=-^WPe&B6^kjD9C5vYCYGiR)+pd2Z{=~8rx{DwKNx;gB3F7kjjdU; zneJLdH<9K*E(dw$jG&9PZ69QkPyDq#5=l7}hS-DFNGP4Q%DClQ~to;HiWaaq3KjqA1$GzcdirL;cI)IPG zEdN#uVKjC^7Ez?bUHiHZ#}}+2t=SmK6kMn6qJev_PPO&*taCc#)TjJQBW1+C@oRtIX9L|tiksB4^X&OZ zShaCP9+lhcOU-rc2@NH%UJo3BUbjni6VVRwsP9|v1q{A~#qlW=*_HisJh$KidRY^->YgHVt?b$QJg+kKD1&hPnONgBY zs`FfrFDcE>E5^WQ(}hh`WS-UzQBwx*p?JSLWM};`T@I0Xwvzhft?2fB;e4h_+!DxR zI=h5xOoDdL%ZpK)#<`CSQSFv%VXxex)Rr{^z47w$o#P3zNpwsOP>`h0L_5@I_htB@9#(*xVbm`@Rl5iJOX+~LeC zPG_>O3Y8|kV2-GWUia6%rcY|hU2}W~;=2sHr4M)bgc6QSJGNGKJy-G2KnFMb@K9)G zo88Q@fBGrtGF@d%8I3t+g(K5Azwl5%5;>|BegU6^O{r>X#@L^?=7;=nM(3_uZfKS* zZ%{VS1HD5)ZSs|_rH1d14s0+Eep$cknw00VpO+x+q0(vUakfbhshhzMMP)(dG3`|{ z@2uRId6FZ@hh4&3h{&EYi+H%1^5iga$zcrB2qOFo>Sukgkl9gGn7t2Wt@vF}dyp#PD z((FF38d-7`C%lMvawR+pMalRW&OYUdP;u{gDBI+-sK&X|Qw=j?U9fj%=M?ZSA8uaQ z1>SHRX%fIOpU?gs>=SwiZ9ncy^dwaUd$&0b@u9yyjUkm9vKpAYeEA12Lpmp_aAthq z-u$glIXe>N&xd{@2OzjutYY*j!SFdem~d*Xl-)4W)l~LRRnaWSHgmSTP1pU%%TNpd z4`u%lY+0Z+ZKJhq+qP}nwr$%sYumPM+qP}n`>%Uj=R};h@pV>nuGtw8b7Vf5Lp(B2 z0i!ABGmRup=$?*mkoStc+L>t${d&CWZZ`u{lAB++F7hS71Y79< zfYq9D^1g*ScaIO{kxCk1VXMg6Ba4wiVK^`M*CeiVBuJTmyfM)cYQfR*3Hs|jh9`&C z9XKs)M{tY|F6@$Bp%B4zJ4|Cl_glL09cDrN(Hu&W@UL_oN|v&`I-J-Xi3)%AUubQmQ^)_ieIC{DCC&9}upoe-IyXQV~PPmZiMpAVLVQxne+j)L6`2 zC3xCYe=$N!uMQ-G;DmTj0N()aLLz}x#QM(-E>!=ZA*iE0ei&$m!0HfuglR?ZHhpn( zG=4jtLN&09U)G#^@ySF;EW!#(z#o_je;wT{rpUcBF@E<~LSVhAq#aF9AAJs|%8#XE ztfguQGEwOCcEgf?;g=LDrX}1BK*RJPZ7pA-ZAWcZT7hm#cdX0abuE;F`W51^3Z*k+ znMl&V31)$Yrg2BAi-87ZyI=k`vW<~)UiC2LSq5aw=*p<@7g((}SBE0AznG4m|t0Evk1)MwuVb;Fr!d(gtd0&MR;@9NGO>VDQ(IHP)0>UO;K*7sU<4OrU1=yuh7HQUpLMZ>&99=Wk`RE zt>S*u(kv6jg=lTaxF_i5rpck5F+PGIls=r_O}<3`I?I>6S-o++jVEk#OgG7M19L^R z3Cb!PX3(%!pVuW(^Ai<{W!7$&F$jamL*~iGn2i)%M zt-T?#>_0G15_AubWbea~gtdKv_K)1Yng4TU*Nzr5qlj0+N}cwpAA*1VbNj19J8)cH zr-LwwRrhN$19p}fOBlum%7mLaMP~3JGGdG70Mss(8W+mAh3;*u*AsMKOr>5>iK$3p zQ%is$Z9FIr=8%&j#fIMPa0K0^kTPPm?jY+`uyk|;O)eK1oiNz{c=p|sW2{m zN4YMjhq9{e!q`x=rT#I?9JP`_$)!6&YF{9bRKpq}gq+#waXRgvsOZr)lG^uutP{n# zqALpi<;-T)h0kfCQZpMKm1l^!FNZW;e>$hTE5gp3%!7n#oNR(lr#p)*zq_N+)QPYA zYEW%7-%}6PNSfQCMRVpwkDY`$v_q zW|2U4s(`<@BzLAgjcIt$YH7D{t`d;Dp;Z=3B7ht{SUK5Nv2S0-@WXkPh#VQjO*^R= z#WHnBFeHe|t3MDq#K>RDl(b6musbPfnYsN-qxhCRFpa>BH^8-$b|pJcA1UuHmrI0Z zo*_PW=4dN!z86omWf~TTnx>3;H$9jR@w_iS?{r>k9a873cJfLOMU8!c?}(j0BT_Kqic58;T%n)uh9%iU6MKM8G7*TgDQu-OMX} zUz{9idi_?Hmu@QuB|gM##vFq14QM-B-_|*8VIvJqW}vkc(T6@(LebMyP-yyo+E`gf zQtccOWq>i5F~K@lD0>7Y{;*?t{>pSZjPOanr=_lVvqz11$uKX^Bfe$JXote4ehcEZZO8bLr83S89yMRWo*Kh!NER z2}%2v&5wip)+Ht(YYabH7v+8D&+|jbfz&RazeutUsD+AO1d2DG?)xpix5x8MS+a(L zSULjZ@sdNR~{s#FhUF}FRNNJ4DkrGhieJX!)ytEzor-UG`b(QSVX1EVZA;$ zz+$7-?K1GdC7Z+t>{^)WZ72$LEsllVP+#RHa)?WSe`z6B4N0z>F2Q@nX^)SPFR0`yA z@7Ro=rH9Tm_Pw#IuAb_fr3eLR#{h*`9JaL4Z=K20QmdIPt^uu{@$Q$-mi24VVl#^3 z6-v!tyKg92h=|6l09e}roPZ#IGHzbgGCGzx&Wf{5irQt8it$r2mCvG%NTGu1vGWlF?Ji~J z!g6LDUNyJ1c$CAOe0zTRPWg6U2f@IbGyeQRX65YIcIg(3I}GS!>j2*Wk{R{sRB5;D z7imLh1hvMmL(r!MbE5Rtv{`$E#Nk6v&Odia|EsWz2o(tp*9fd34G%n#OqBO@#^fX_ z%0W;fOyOrXgNXU(VeR0fGe_)KVOawQXMm-0?z*M(Q>NrX@~0qzO3B#4&)EUDf7!^* zdDY(AghkJSveu3LQ^!>+HIwR+`t-;5Lk??}f_jTCWmjqZ5@;^qU-b`i73mTOBPGEI zKZv`xGB{Ej9RMOkQ;Ix^?15qzRk9+4Mb5B~xy;4l*@p;^p~50o{C2K!am^sIg;p7Cs<@%9g>F@#t-lZaAds`B-t|*r^J|e6LevD%| zI5Zqs=otWmB&fGC_34?0RcQiD}rKShY zQ~NbMVJC+C6B8 zL0A2A_`e?eA7s)0>rgSVv;NmqRjWfdV;yJXiQxVnbPx~Ji z4L$%ERT5`M8w#bA%3vmCsf3r&V^8sHV0?oe95N+_O28+2BlH84uR&4uzB|)eF0S3T zt2u-=4)Rbj%CuVL;n=9INP?1-G~p3ftMNEgaelbib;{(i`2ZDSSS(GxcN`VzzRBpp z#pKaBBzaQd-zrFbfO04GI2q+}V5kfG`=?fMBz3}_MA4yGxP>t>Rf#hGKFP2=e)LQ7 z{rJlpqc>cQg7QGh<3W+vZnCGFqYLfdAqu;&ym-2Vdk+i@?wsh^)8vWc1T)pz6txuN z$YPSpsB|ym%1JZ3gz6mJ)cb=Q9S#hx7TcMPW;QCNnuN#5VMSd8y&O97RFfZ@fZp$3 zDeCGmI%rG$pw+@i(x!Wv^ZqMAt zJE@PGCw|R&RLf2FGlKsd;L;GZVp>kOR&Pq4>r{LQIFj-~$(7>qkgM@j&9-OJyd66z z;w#}DVz3wvY+II^mW(IUgdg{d!7j7Ms^S;t?m-0*`piaF;i0&8q;XpJZV5>Av7VUzlTjj- z-Jtmr`VR0ylm?0LrRz`Lo+#bk+v!zqAF^Vz+4yiFA1I^uKjz%);w{j@bU@KN1qYBZ zT)E@@a9DIMF{JxlDN0AlZ|U=iZ|846-h1@x)5aU?6Gz6P2_Sgg(>dIH?SC(y*nM!J z*#kiV)A*}%*6Ja;|E6v`!o|XQ*!4vQKjs={il$@G~MoyUNk4R7WS ztnxV^&~{>mS=kM69GM~IW_!T(F21fM9w|i4g<=HuVL5VT@(5#2ua55ZfekXCW<8=# z{iewz`wl;23W-(@8qgzRWa74}9)1=L9-?vn#G@1Jo?-FuMu&x7gTx#OFpUAFaTeKL zn#aLpO;yQT0WHw?u$KN*pCkHnN08X9Pb ztk0)h2-`K3M!lhU=WdqRq994>p(a619?MM3>=?Tx7>6#-Qtb6`QJZpS!W^5m^JE0q z$!k&~wqO)g%Miq+mc5_%Uxz`RUZmYUCq{QVvLbC(dP zWxLh9@AU`X+$mgZERU01(SS8<*_L$S0=-0A);A&eGO?;MakhbsO{fp%+&^YNuq!1m z;%dR>35h*>gaXXAcNWL_V+^Yfse3y8u9AdQEJi^Xuya22Jg^VVu~U-0IXxjjnM_<{tULcn8jVRChv5mRi zu%U`TvvLLXG>+nvp9>=D>w82ievI#!1#BRy=v>8kOqOjM>@{34?bCihnU0Q}syZ_x ziR!wcdE}^8oZMp!1e9%@!ej}?XrAK_EUmG^ro0@Hy@x5XC>dL1)eu8W5ffag(pl#j z$`jD#jIGD%*W9>$nsU`D4l~tI;L~78NFL~FN>F^THB4~fw7QSYk-18HNm*U*#R}fe z_j@OTAj~V%L8FxsY|reEt$7jDOjHhuUQ{kF?hxH-HCqBJOopglSSMWrZvZcA7l__* zhj&jJ7}P2ti@@zE`8B^4$+cab4^mfV2u(sBSUEruqyVX7yhlJs}~#&I$2sN6Qr&{3Ua70b+t z3R1kxg91}Aj_x~;Ek&3>m81LkMz|?uWr_;gX`b5i&$AJ(Tj4ZxeBShT9|370uLHH` zMo*`g4-!#Hm0g7_AkF0zqPC%(m5q~IXHN+`WcJJYh^kl|7hx?S=8eBuUKZAOQ{=c1 zXMfV|8j>&>Y_cg4F0C=dm7h;~5>oZZ@n5V}Dy1ragEU=k;gG02hnH-Y4BXBDN@^=3 zoZq=FwTC?1fv;P&)r^fu^_wlgtyt(W>ZZ+#ze|mH{=y?*nYSH`ER?KV7$t5gRqbk< z4(8N4)u#mvi>4Kst2R^WeZ@hLce_u7a#o?5z`RK6-H-8GiFM_e^X}MZrz2JHJ0>I> ze}BpG8OZGzM+ZWXHwxsz`umsu^=D`CcLf6suySv@v09jawWqYnlayP?mDAaliYa91 z#2K^a%w{SS0f3iq^|!>T(_)$GRx+5@?V(-Gv0dV-u=HW&TVKAEb;WBXG2<3oJ6ihd zrTrpIbOOpNhXk-#F1s||&iG8Cc@0=1+O=~D_bzU^LmbsE%}4KYT^m9Nyk-2G=cT__ zRE_s4=M~G`=D1=mP20WZ7{c>D?JCNjXrRsXQUlk-4 zs|?Q;{YljRb|Yl+ON~F94y@zh9-*k4PpT5Kq4Ot`B%bMnWXCchOX>gue_JD?b_R!smDv}F4+wTiT$<2}rah+Sw-L~f=Z;im0_UYeL3=3}(2({@I{nt$E2{^EJzbzlz*ZeNT zfN=EHwv9;a^XBMc77rTVhQqYZ#!ffPnrI|gEdP@~cOX7L z!KD#bL6h^AeqH*|X4?CJZGbhz=ORy1+U2x#mw$3>-q`m{!7=e?2dtae?4N^H@Avm` z4SIrg@i$~kbZVj*P7Vd3V@XowRpOUF&lgU{6K30dJLM`})SX!k?Oa0YuxsmFoXNJX zZ-CEjA9G?2(WK;X^ie}ie2`jyK|c4^v7QVAZGU)g_La!yii`aQQvgQt;c}W_X6lZy z8obh)>jJ!iSo7icvoMwHR@N+8yd=I2Dn&zRc-qe+?>4GyxBv`MRHj(8m|m}mgi*kb zweF6wO{06M_8vMHbbf5%`)hwujp<ZmxkdR2!7-kTgw;I!V^)$EabRKh|b#2c{wvKuyxo z_7igJ%Rl!uZ?0o#KwN^?)DY1JHVTp0xISP+2n5YpB%#xG)V6oBz~Qnf(6=OKsobr9 z<#y+sGa?p44F-9o$=C1XONGT3iHN&!&kSE!B-F1Bty8y zz9m5+qkWZjt3>(~Oo(->DZOpsXaVj^)_G>=_Q^jON;!t`BQ@T~VX}PN4r*C>6oUfy zZ4thKJ7Sf-WBNPC*QImyjkhXR^ufF!M}7T#LuH=2^&Tz$g@vN5Ex-J>w7OyB3TSf| zFGmDNL`^~@jGK^V7Y9=)^=p?)qEreZiQH|k&vU4Fa!1I<_?I@}`$Z=cJkpDwARqOv zgc#@UhnsxraFQ{IGYB8dSLS6t>&Zq%YIV-8FD%JknxWH)b{&qHE}x~-tZJCGgCBjT zOQ4l0U)yLY5~PkDt9Or>5U$0x1wlx8rM=ENU(Ut6Mmp`>x@6oly<_;uBOhEQw!`XK zRz*_xZ%6@@MEzr-BsNpVyp`}Hq#@_DIOA+Lo- zFgUfj!`lvd7KBhR{%}1YEALlz11nwn|k0PTAWq&dJNTf?OQLs0;2dN)|^p6ev9~5%B=&Ob_L(IDG*B9D9T} zCoGP2<3{$|Q#)t7Bx}x;G?W~gxDs)O$ykxVs&-S34JKRqWhYeC&UqxY4TEE&F5rca zaB=Mq-t~LY#l&@Kg)vZMq$9hS8p@@w6pU0t_XkH>FQ~La+{<`iOlbDbS&}W5=rM20?3Yj8ioqX|E!IX0N>LguoxmrxXBc7|`bx&KyWooJz-Rh7 z2uw|1wWQzbH;$%eaL!F-ed@r-+670J&=vu{O4l6!uw77J#Qu+^o8v#yHvji7&-h=< z_5Z(Ls7?l1y?HpuAwWtD=nnxb@c$~gV zzl8V<~!K{xR7EJ6A+-_!MwRP+;UL7ZI!F z`q*lz>Soo_>-QL`O^fEjZaBQf$IgDIld1IG^WI*!#MCUW+fUluTTi@96pV4h#`Q#{ zhNFdnWs&uRf4>@z5(iudTMdC#3wIlkoB=t241k(_1tHd&$O3$W`D9{@=L}f^X=A&t zWZcmb=&w=(Yn@BTs8K!!*zID{Iq~%Ql%|yLSg8n)+U};_Q_QGzfy1UU`Z9(P>U8zF zMs)h6Uu3-^>mpjiR1L!+j^*0zy4sY9s3?)9B-36lI|&7bCgsd(glN+_99FJ|gzd8k z$H>W%q9kZM2s+3mB$|mW%1tU1npwn}>CH5~;sleaJ=B_+#F}JuDiKgEIo|GM3fT<#Sv`b6UM>a3FI<_$q~pR#qWdG?`B9l8hsic~k%H(Lp;;j)-CWZ=z1>&TrQN)fO_g@%HM<(qOBE{`Y zj$^3n(Sc-M#!LfoB(yq@u9}7uktBBA|CnrIk9Ke6TI+glDNTH-51h#_yk?Cf%)v;* z7?T*I7&7wF`U4Fl4e!7gC2D|E=u-vaNN;Hea$J(4tg}=GAS2L1-KdG^nn>2TxSV*t zeEmQ}L6R`^aBU?GrNNR&qu6q)M0SclR_()*gc zC?m~+Um9j&HUD2q*-e?YPRrVM4t7?ZGhhO8G5ypg1GLAPa(NVClVS{=;FCPk7 zFmAB#WU(7GhY!A*&1+XM_C6EG^gck;%Hav&sqBd&pu}k1!@r+Gq&Q+z&06Ds(Avhp z5IWRlz~K(8ebW>ll(S}pw;I;Q{vf4|flawKZa>6@pbaLSL@Q=ACQ10Y<_{Y(1Yv-4 zp{@1XHg4JvRfidrCqQgl-G#@f0due~j`YfR@Nvm0Xew`ME)bQ0^)8;etX;F>r*1>4 z)QLBc(#aJPC}#fcS2?WcyeGjWau+<@6vNJP4csNMqN7e4hlJWR(b2iS)(KoYFMT=MBc)!fs_=f#zP=S=t-6-~$>V@>+k?&ugK8$zvVTI`f#v717g&D? zw8J45f;503=-?X~8CK(XvPu+u@6tHw@FnocScP?M*MF{1!^e{cs7;o~*a#8D^k_f1 z&hlLdQSkI%5eN_m05h?ZS)XdVx3Fp}h|G6Yq^edz5M~xek@KDHiAjocO~q zxj#>*%pGH9*uS25$272|!Iq{Ts>y8h(qXg*{hSw)z&-pP~iB3jNH!%y1`WCVov@^C?s2Jb*DX4P-fGDPih5 zv-m`@a)+`Jo!^c{T_B1X7aSbc@lcGJ?K8D|jF_5c3fVS*4Jd)ByF?!TCBNrjMNq?6 z%BTG@)Zn z<|tq;$hM$Z0(Slp2z2JcIoKUSDV^LquAN*#?-A%V>A3uXjKlEW!z6s)3)QXqT-GrA z_urvkN%`5m!!r*)ChC6EHO0SF0&hIJmGz@@FyL{W&YQQaozQ~dVv!p8n?>rdoA`r? zJ0)&Q@V{c3b86t}h1?`(Sirb-Tv<0AB|nLJgYeGAOO%<8SL<~M#C4)6B$G1~IqT>KC4UV%9`HdSyuR1k$mD$#zS#2^_w?|@>_LP1JOZ@OH({L{{1cRbCG zcMtH8kZkr3-`4r)vHKav*7Me)H$2v2MqhEzng#)krbs$`c5I`n#p@_dN?fS&v=JrI_6lX05B84(K0E^0Q=?Kj zDIT8K-bTgTJ`Z?3f}i;$UlY>m50kwqR<%oXDpxLI?Bb1s(~xflJG-;Z;0oP8F4Ch; z_q>8fd7YB|>3^Czm{`5_ADZ1jJ~CjsZy^Lz`Jiw^a}CT1rouQXQ%_C_N5;;`t7C_x z5DLs3jUG|52g?$9oUvYaPUd{QL*Up2zg0$x1BEKVP~mNp`>r$_fWcdm+Ys$9QTC=)?TELf*dD z;cp=7!x~*3LbC^F?{GS0m}t^6v$u{K&{d+3Y}ji% zGUm^!+UdU8BZ1HA%8W?c5V5*TZ>7EGKLnF@OysPcCrACEua>BkWPJ zDC}ydJ>r39n6$AwOYL*ujrGeZKns`QX~kfJ&@TE;T3X?KcEjfAxrThDVP^M{0G0!} zd-!>c>J|}&7aS$F%2qo@PbwE*0f_egUJ?g zk`}>HQ&9~*$6Axbj_ZO=NHE!ms0-v2djd}8V89%gH#LLn-CZ@}(=LVK;X)3~FXJYA zZ`vy_!*hAQn0=z*79xw+*GWh&AOF$rMEi7Y0gkO)-ZZea)tPm|sSIGc@FREwSAS`~ zJ}mv|6F{T#o##=Lu^;;2gTLV&@!VVs-*8?)y`Y%;QYVFmdp-rQeIRZM?aZ>xauDf1 ze~P)sVn6}v+A%-GtGJmBmkCa^tJl%0{hV4IHHk{s4MokqhgsQ*z8= z#~MJobN=eG9~a=Qnl^HmtbeMW_TZ=kTx#u;LFdAGJ|o}Z_i(+vv9`T}aq$2wf^U`5 zr#W{6ks{8_FDFdbx;`0q?XuqPh7j#ky3Jf+Vo{%>rf5sa(MlH11 za%4$TSw?#532TlHWlXtn6o^^Do%}|3;_WBw)q^n=U{R;>R8g1+b+M=es`#1%<2B3N z4y)M<0ON0dBM|qt0Pv~L=D8}qeMoOpni?{iDhiq^k~TdMCAGz=NLFC?rOT;l9fnvQlQRYzj|LL+@*(@Z#St0wyV=x}rqZH)TS)RZ!s-iK$Uk z+oy#?htFw=OmB%)#E3rLfwVKRk_m#_k9bv{vYse-P-9KpII?R3j)$BbK|(4AwW(a( z6kiz6WH$hh!!yjaEDhV_7}R)E>j@*KD4aKjPeW>CN}XU~(X0er87u)x|J>#2xR`@1 z3zl?JnXVMsOkJf9Z>k}U+q`}N$9{dm>uOp&t!jK17jj^})PEV5Ic1{dCt~Kr%-(gr zd0&c9NIM1_y~W-Y>G?I3ti?8=q!*Nl8CJeGHT`i+o+)U(kbsMy?=1f8{x1Kn6aZRY zv1H1q9MdTk7ev)ftM7xMEuCI|8t%W51Jd=Xo`w?Jk3S0f%D-CVIL*VouyKKPu57+l zzSJ2)7X9(7ix@WA|MN{nAs(SFq^U&GsIS3*Bx|YTpWT-G@F6-F)%0abX4r72pbdbm z3qI<&nYLaA6luRc1~1PDH5Rfq^EGmo<|_Gll*gaoRp^gtcVF zd*;ro?t>YS!mLAD%t%7V;X}hYI@p*HOKVs{pO|izZk8}Z$_MWasOGBs+34pZ*B|CD z8_a9@fQ}=Y4=`ogD9|n;O-%LYp8!tGw&C;qYOjoiE2PP~fcW~T=Wz%#&FZMQ_CsLt z5_dCDb#oZT$G5%!#Roty*Dp90pnQ;Dk7zm%+eI1f2le4*xH`kG=_%_I`DBoKKIsi^ z(UH`Da8qUK*c2I%K7~w?=$}@E5W2u+wFQWlS_Bt1Em3h{OBwHJzG-&H@YQZ&zWcZ5 z=MaWWyz~T;b3nwLf3p@`1*`&7#f6s*qZ!ES1$xCN9NU+x9^3+PmE|#ipn$R5*|4}R zPu^}0!ui=>mih`1S^nhW`MEII-DOf` z%$1u!-bN{5bJ18uBK}GHU#p~c%mEp96CD@-wYHvg=Uv_3Io_-#oi76!D(%2;ycRdY z+s|(iuzWPv8|w?$r*}RA_F>yq_{1F3Tdpv!S*NqdC#kO&oIGUuW9<`?(7`FA0zHn$ z6&vi3U;ohqVuEs2F-TZK?0%BcoNmDb0l9ku9R|4$0r_CL z8P>~yUcM^`a^BkAWa0f2o>7UMLA`p^z-^%9L8un#g5PN>!WLi~`~_$Glq!}SJW9GM zGSj~)2Vs~8QV^*9=lZy{8ySKYfNjCZrf!})ck;}n)x#rw_IB=kGyg9o<3E_3|69pm z`EU3~{CjqY{?8vn3Me2UAYBv4KxpV_a>D2*=VCxu2MA_fqIy~*f<3(tAOOTANqWaW zf8H;F;{Mm4{|6HB|EhHS1A_kRrD8n6w2@aoUa0FD%fctxQZ$@EV@T@r=FP7V3dzYW zkwp{);&)I}LW-{zKB>E3cM$4d6ZAEfh$|J4?3hIuETx&-+1hW3!+u{sX8z+5Lx1N z%!s5|P)gEGri5KnQ|fl63zy-~y_3Ilk-K^13J2s57R(;dX_+zveloU~h=BzP{ zECs?#_Lj&jIT^w{rFCQK%vaCiD>sg8a9VD0{KavMhCRz&9=E>uaFOzF?jBS$r?Z)@ z`YroT5yzHPQe3OwzK$y4xpBo-d7Z`C$;I8t$E59%O&{t#Bydg6k9V%muT4o_nw;)e zP0%p+^1J>+jd{Ph9cXzM$F!%PY&@j%g^6He`Jk+Z;yC?b< zL~zQQwomJ~2e_CgEXW#jT1MP0lykCS|F~+WRc4iBAyem%FG&pZyy$n=6_WgUSDrDj~(4VGGNnd_xz0cGs1MGL9ntm3$(&j14p?OUM^8mYgg> z84}Y4rbj%~_fP)kQm{stT3mEJ-lUv6^!0 zimpqbmP96UHU+FoT4iwM)k~}s0UNT{dD!LIOSG13&0!l-97?oHyc7Sdv@Hs_e|5|y z-sE}{aSx?{|Eie773C!ibmro7_v@S_h`I`kB<%fjhi-0`;5!r zyx2HPE{uywXF0)&LP52Rl1tN&CVI5K%Bt_Emn%|TNN_kgbd8R}<@51g34TYCm0`|J zW4%Y7tP7w{2^q7MYe+w0I$vb#LI}B-i_^E6x%??cBCQmTse9+JW<^cVEE*mMVOS?; zqDWGkyc5rt^d{FWd`<-sy~n-B#$DHyQ;H;;%k3*Qd?d~eg0(%To;fFwoDGIDsa`+@ zsdbH+oRQ|=qib*e#^QF_W%hO9cTv`{Q1UHBJ+^38!4TI{oI0KCY1``!9kf!qFVksM zCtW$o*rva}6A+JV?e2jXk+Mwb6=o>8Nhd*OJ=esa<@_60T(`DzK zx57$mvde^`n)Al5K@CKJ?gq zaqZ#h<@io)0xf#Huj)9r#9U76KOL`#q>|(?1O;CVXq-9l;wgLXe4dgZfKHKk?zE$> z7GAZI)jl(|v-9+iL4Yk}>G$^c#eSTJ+8PnC{O%MaYHc0hlZa{^WJRONGEFX=i-FF6z01i5VNB$>(_%U zJo#nzXmtwig#+Z0uu=?w)8t`a8sEXz91e5A-mAR$dpUo2Z^H=x{RTvzHQlCRb-hw^ z=j#l*oub|DeZP@CS-C5666In)bB8F<=6lr|m|EDRksl-Gu1M-vmmCt3@Uc_~OLL~~ zW6{~NgG?%Z@lKTPaV9@p7!9i-t0Jpo1&&vb8dZQM?07EmMa%ISI~1knB|^}=TH{0jD4(j^$5IqT&SKO_p-Ty|mrVyucw8TcG&>gV*5c@w4x*jX5^R1bAC8J;Qsk08 zz$k&_w@{D4abQaZqmA^b?if$UqaG>=movZeOcTHqw+!LIIgh}jP0)!AJ6U{9;BDQN z04FVEM@9?dkT|XNhBX!3iubeP^nBPYCDk@I6TK>xV~`h5+r8Mc_1F;_~}UhxT3oo!L$f6 z!mF1F1gZ86U752zgtmG59|ZLQ!GkdOwJ>*Nh%}AB6AqXIT5g0)$M3es^!`nnJb)_e zCsuuym8=NV2Z%o)kC;c)M{|A-Zrr)HFD_J@WP=47jSPbf>F!U5>AfyER@SzHQ>1jd zPQcqGlNT^)Mj*Em>9IC5QED~o-j%2C(^zb^x!WiHQ*?S@L^$C!Skd=APgP$aIV<6P zItw|DvPvzB%(Mg?q!}tHVJxbvC@#L|cO1C7{+yrIH?vd)@nOJNB6jY(88GAh$keZ5 z>NE~B4wVYIY}4bEW0fYEf)gtDx)fe$db$uL^DlQ50()q# zaYQR&)=cVDq-sg^=NtjWm_)DJ-)%sl?$vtRAdOs5rQ`Q__gWDk%J(D8&CXuj+pU)? zoOVSV>~m^rj<^DL?vQZ9#HKO=#2lo_Sbse@#SI3|N1x4Mr2igBez=Y&$JtHLI#ZRL zU=hMII@hV0ISAh7g=s$YPoXB&X?m{SM7pqiRNNn}OI-ztyxxIZzwA5|Ysp=Ih|wF` zRzq&qnV@hzo&zERqRQcZhocT6oU3}JE{9v_+4wbF3a+O6ZFM$n{-q*-w=(LqVK8i= zZMj~!q}BWU8842>6mM|odfzJ%4@agh!pRw$zJt;{9QX2SeH6j|5ZEd*^4p( zV|t7=w%5?7SI>b?TK=oihqKUmjivnaFfGxhA%6Wg0L}%Ia%IvJ_CL1pRa$n_}D4+hLRk2 zyDh7rA&MdlwOQ^L%s%^zy8xm8HmG_&OXW8(*sX&ov<+_^B0RqL%+h3M*o7BHMS{@P zP)$hHi4WJzf?M52?Pc%SyxqW(xtnM=_NhK&Vs?70T0cF}K<~oe^?6{o5(p9PagQGT zsVZ_F%oZ+jT~W!c7|3DCQ69pS+%E*nN%T3Nt>9s3JED)wkWxx&U*k0QWY za&=x7AD}Y$(I2u7mPKh#Q;UTS3yp(Ey=>wrqm(Poi+NM1nFtZWfuw){ToP z*3!|&ZtcwJ2~WdXPnFGTyPL1);ewY(m(o$a&SWrJzDGiNx3N(vtK!Y=rMU!P=#6JW za~$wji2z2**VRPGtR5F|KTvV7b_JYmq-@qi$wbjXo9rK=IatcNYSPvavem+EpTMdS zk3xbxbVT@pUe!DU#J z5)e;ggH?jwvDmZ5!}_{HA#%b`93xAVkC$lk&-n2;y+6Lp_8AyNu>Qa@EOEdX07si6 z356$2b)>CJ@%1>JdygV{m%zoYmpY=V7&s8Ior6IQfx6{jRKbDL z;-Lhmm;Y+Dq1|g*8(2{Onhbm4@Gvd9fqP8$P!>w$r|ESFetH_{**k#k z{EeeCKTYjj@;ivRpb-0suT(~4T>SfUm=KF!{NOfXZCyZ`*V3)z5iWLBBE6YcY!0uc z7NSL1ohafDCH?JB`J&(X!^D_eCw_EMf$;vMFP9uHq|k#irX8~4@HNB56#jY#!J7$x z*{WDC3;?-6O|gNIUBy~w8+Et9iei#SIFjQ9iQi5-Z#3ca#cmLCq1~a>>u$Q zVa6{Wxd`KTg6$bG>b%f)H%n`p9td9>K?t#RRc=g7DcuMW!?!svx=x$C?-OzP-l1w2 zixlc@F%8sVLqns}#Ck_~g?5;M|f@S0)l(Tnnm3{Jx++&{Wv$40;0xt#=3S=z(k++*KDudPXS)` zy<%N5rY&=`ohHz+X(}$J#FbZ~AzEw*i-DIl9%^vhq0zE{J{*=6=01AEcgyCsbVj6kKCJc(kuOEb17knx#qa#Ky+Y&El=yR@?KtOQ(m=adtcG6oj87 z>8c$je~E`6hYh*MK%${x!rxKC(X~6~#j>Y5W{%1-aoTF`45u^T3mr~5#x#XSP#~8= zSjA6AQ_S{aMRgJ%%Wrfkc-5cM2B4y#c-%i&2GB4it$2JS%ZIT(tc`QV;@>g8zFVeX zX0a%oX;xzsKCpg*a4DXq1HY=0X=u|HB)EPvqcXqqtJ`P4Rax|?K^qY2iOXxYsVStU zBFG4SKc;ljz(_C01bhD9xXCCdrpXN+<0}0D?sz%=kN4q9x6W6Bm2^AXs$^DUHH1^( zuop4=Y6vhDJ7!b7$#90g-ry6c1nKCwkILCz^mceT7Sk{ydtv7bqHgo(=zW)%QG>7%$ZnLohhHN& z;mNr+Y@eu=*3{I{*ilN-iqGt4T*#f`rhGfD&GNA`lXAxnE~eZ+zBb-?KmAP!%mOOY zcI>!XSbQvN|K|VzMx{R4{$ODOzwS4Q?*(5jET;2%%s1Tisi#WUpm&BZZ%oyZYWTQ{ zw5JS48SMI9&-vlC2}Uj%rB5gxm{KMOPRgSgfH@?oVy#eHt*EA2w6D69ff#JGc&hoJ zlnbZh1y7VNw7~PS%8r8-6$UfUigWl~9I)`x^`H(jQ&qBrluXs;I;&p9Htcr){(%#7 zzy8Hrf9V!eYq@)1jeRd9jfQhExqkDP#RZ>}D$A{C@ZZjz5s|J(3bqKmAbGcGHcd0dE7#_P8m%oXO zEJi`nj^h6RDm$m>N}ym($F^;qm?ySv+qP{RolZLJBpq~Y+qP}no}T-3@7%$fw|dyC zp7vV1cGdrX#iLMvJe}JL*)Mzia-2Ui(O2{r^oNs3o(V<@0d7(d&qfnA_jt|i-^19Y zyt+@GFmUOl41m4No6aNSd5hz?ORK8Je!#(6h6{aXUjyGilCh#ik|!5mF9}iO!a-WY zVPOz?Tj@C~^XG^1G@bITE1}v+93(al`6qU|#=Ci;yZBzuKV4VkYDCi#aTg;j%#>L2 zTHMIem-gv9^^XE+InhN%M!yyWCRN7UU+=aD=!l-c-SQK{ijtD+4*qqxYk-oti;S_; zH=o6mJbAa=x^`H{l!2UWO7BNg^|aFwq;a2l&Pmvp3h@+j4dDleemX`k^@!igjMJ3* zT(yuIkd&sRmSgKAG_(e_eAl0MY#csI8R*tWpjFv!qNARitlWne6|T&g;f9`T<9xgH zD^O@mkl=B`x{t9*HrQY$G@gKvd@~zWj?w#RC;381+s*~}GdnvQqc=jW6z{BjOn1u1 zpB=safIDR&%-N{!4bp@t^rXbGCvN9mWWADjr8RG{Oi52)LLYYB|8WERnW?H-;wa?! zn(YmRja`{AM@-{R5V$u`>Lw5zPZMA9ca(u)O8DmS8o0N?%8)mVG}Ed0s5s(!VM6L1 z-Vjp#^dyfQ zEB17%yPsC~<0IS$Y0vl;h1>iV{H>9_S`}@@AKEFSj{E)lToObrf z>W1nDc>m-3qnuIRn}_W*<~r7bd(G*b8sFE4YON}1)M>);rDK_J^t~fp|%%K#`x6KWSPl% zUpdB@Qsedqu^@$><43b%?$d0d8k#MC{tWb4rdscJX@jxQ0NhV<0!6mM>g>RP=NDAf zqtnJJ)#YxJUb{DayM#z4!@7}rKvM^?U+li?Y}wp=CGj|sU#n-YP6@I-As0a$XY@XL zN(x8Ct|s1qSwH$OmdolP6U6Rr15=^e33-vy!_nS|O2Iv*F@t;NHFfyX#ZV zAC`de*C!xEW1u>wlK{UgvCI3(Y)G-fz{Tyn#yw^oXzw}!6Wa)sS6^T<;#hy!E{`(d zg%3!3T)3L?na}_dzSsyAUhIuNeMtLWF{#X0jWCzvZ{d)<82=b44*K$n!*zJr{9ZQa zaS%|sSFovbG4q;t+zTL9UAXmJI*I_8F)Sgf2vpf2U2FXVqn|;xLJ7NAUJSR54+B}_ zj4qaBhhVy_{6?a3%oux)N7(&d{b#o&?W@z(;^U%OTzQLR#l)BzaWdiP#Im~6V`2kk zCP%Rj&w4F7^0*9hJpJFDShJi=a}Mnd^%K-)9GkT-1d~}9g%!|j#+2&#odG`p1(FoP zyEPvc78s&qbmC0tpU7$A{-YEY1ZKK_!H2SR$I(gc)Xn?r_Qd@V!rV)$caK zh)2hQ-!xxH5|2B|Cf+CI9b6TT7*qMpc3|+>IW@YLvmos^Z_q~I?Kn?@+9%)_=$Dxo z$tQ~cS`lL}X9F^HQrSx1&qp?YU{l}pvoVKD?&zz%m~?_O285ui+1=X!c{zp?tmS9q zv{L)G`6E$A%i!-6W~wxUj;p)7bQ&wYPG0cE=Y|`t{`dBL;Fxm!-}=r& zWKBvh`6wC~7MOEZEzzMHb~uhe5l%h9JtgggrJIqeu`w35^U|r2u|*9VcmW$GW_-Xx z+-LK{H<&3ePwfA0Z1tZkxBusv87s&Cy5f4p?)&@e?ECw=`@MM#6hs^kcKE+%XJ!6R z+T#D;p%^PC=YNs^x@*F_p{wKNvgcR_Y5n1VW8-0~!N4pspVb#yh9)7QM}`;oP7@)v z&g!B%n5D2M`s2-!S>!!SAwLg%NJe=J0t<%&gHxvykkXzRL+mKpR>elbD$|~BeSaFQ~DVfnHz<59%R>p~Fw-@Od=+^TriZbnCdFSImC51k9 zcoo*z=RKN`+D9*y1a_Nmt;FMo942fiB!Qf{qUH#}|_~4H;83O<*ysga0h7SwXs1~Zf&ZvMDJIVGdUA|9Vks`Q8T6VoMTv(8G->9mX%+M(Y4yp+YVvrat|{NT4Hoys z9pd;)l{%f)=Vx}|I>PBHtaV})G-+z1_20-l>xo%3+U~}f1C854_rIa@!<6wGiR zqjm%hXg=w2SuP6lg;SJ3e2ys?S;B-5ZkcLGG?TdfNt)U%ijg|kHbg(1w2tl`etU%F zxNz#(+|H{<2&P!VNhB1Bk+TM}Ma<(v<79!u$34D@%Y}Hv1qqGB{l*pPMz_M-h&&oC z@-+G;C{P>N=-;GmQ(fe9Dm310AC8r}pd-nC$ti7*h!rnxul^51q}m9o4^n6MY0uIY z7^67xP^8#zB)4E7Lh$6(rccTTrDE(E$$2FCJt!b2>ppr@=w^FE=Nr9BUvJ~Q zxis2psmpGWNyLDY#<_l@r|n->t1~82FEASflr+7JFrEi_o-SN!~orsAs9kvTJ~qD4Yo zxE7FMgZs(9Q8fn6C7%N><;-4Oh%3&5!V$+`q~@4E8aq;Tsv!0gsZ9o&6;|B>JWi~!tTcqWb>cF ztz!PsPe?}W zvM`ZJ65`fPpz0Bimz!HpLGXgm7X60bCfD0k9R0h2?@fP1U?0a7X*Lt(URQ8S?%%?Ryj6NpFCiPT$|A;|6>=KjMS4 zqrE?1Z^$Ln;0ZAO)4rG3UMbV!`lbPJ**+CY5|{I+XEK}jh^c&B;4H*jhp=5}y*z}h zvZ?W=A+FcOSd8!57)GRMF)jdxLzOlVZg7Jj`vieoZv>(3V8|ef6x}nXbXmNKgJ7AY zQD{RwRCn9Gy)iT!M{PND{-r>(r12U@n_g>7WUJl^ROVP@Eeo}S2jF{$Ro3tJwiPXt znt!-$kbf**U38iGh2799ke`%2U@_uVL4~XQ##$!y^Bm3*zQs5m9Mp*OqKyce6`4K` zkv_HauS?SWP{=+}h0q`5EEhs0KUiJK7SL>0Y3vrM zNJvRjPs>RxUpv5-EzWQh35~HMJYE7Bi~K7?@i(c=Pc+!drA3BoF6R zsm9FupX=z1!dv4eeehCo3U6DkU!`uL@8^f6h>O(&ZA82p_ zL+O(Fw_`)VEx9~rfp31%5~|g#+>;7)0Yak7Ix`;@bE5KVkVI{;dOERQKW^O8n7g7>UDKgc>zqKj%NZN%mU5HSn{1pj5?v zTG|<$WhC?88|XFad)*iX@uByYsj*~#$#i$P5zAi<-kDdur`cuK;WD-JF&UB?Nw#B* z+&;#FW8%?spnhJtfbk9YWQM-}GI%gVJ2?~n-xbXN$uIYRDaYCVmvY<)1#7`fZ{}=v zZl?eQ1p7C5(SOg)@}JakYTi!fOo}Eps&4j73M4EX+)NVIF0O7QENtA&|3W)Aa~CEF zJ7YI_N#Gjk?6a|cT|D-sTN?*H-;xYVo zo(z{!zo1AFLbkyj_Br~tbaVhV8RmzVJ=!k%RQ9lwoLCkH?9W{46ly)*R4G^!BzKg@ zQYmPcT*^5r5u=nn5-Z3hQ1NPX$g!buu`)5PM2{pR9ZH!{_9bPcqM8J-NGwc5m8~-| zQ<{Fh_%e~3uwoi2G{h7gU6>#M!KWBlEFS%3Z)7hDk^n+6Or(l2Z5S(*YHv|5+ECqq z$=^@`D?p+FURos2p^d^EFlvy|{ zOxk)pn@AXq!Vticl73;BN{2A4MTdB_FadkT;S8`}3c86~^k?%7uVr+oG8&?&^GG5X zfvb{h%Bzu4Nxl}6FBjq;7n%WWSUjy!ZW~bZM+C zdR|sBsb^fl!l~|BE3CgB`e4O&!R9$ed--oLCq#5eZ-1i-Mbk(TKH*8jcXH!1S{0DC zLe@%CSaF6J*U==Kfub_gE{iQg?UqgktKwZtQ=6&SAu8CQ&IJJ(0PNPxT8lHZMK-(E zvF$;$!c!r$n2$bng;X8hby(iu!UOOW zvRPTWqO|?FVM8P&-i*><$v^^cwh(xGG;(Y8wtV>^X)Qb17qX?>}J_@$9v*s-B+0 zeeukxw=2u0?*k1l_0h)`DZizxFFWC zya3aDeI0kVPhPtE(~HyhW=q?z<-zt(zcn>&gXP23i-HUe_a&Ck>R9RF`eT57Gvstk zY+7&3cAwkd+wYLeyuZtf&QC=p_2Z+b1|D2ytEqLk3@<2*Ka51Zqs@CGWJX)9k5rhh zbX>nX+CJtm?%niCxXS?i3_ss`nq)Z!Y3Wqgs5aizKqH;J%ASs@v@+H9k#~$B1>iAh zQdz-jr6|=v?2E?M-}N$_&O|z%0OFJ{kqaucM(%JweKloE0HA7J;Nb;G1Ru*U+4Yq8 zLq#KEN%}Py#*o^PGKf!2Zd8kX+f3LWc-U*j2dC+JJp@~y+JAcz-*6z-GQ)!covNcfK;p3v@n8O>N@Yqeg4&Nj(G*LA0_`n zBFd=|zVk7eo`(Bs(LQaKTAsx`ZJyaZNSX~Z;0#&bJ=5I|HcKU?Y)3Zv7S(V8~}1VC%#%Xa%`v0ygP8jAq*P5S?PC zc#8-#Is@bZ)d;>5?2y4^`K|OULcM0BV%_rKF%@sy$aGAo7GJ{PtUg_3hF<)AafO9- zIX%q{nQmnMAyuQ>lhBVTax{&{H^n1JX=5AI$O$}C{dj0BZMgHK1K|*QP-7$yh{ggCIQ+&si|Yv}x?Pof9TrD<0JhmGT|!4Z)8LOm z9g&XddIEfoH(7hP@n(5y=0E&-+^ad)4| z^pyRH@OtJP?vvtS{aog*50W1{h>UiLFUB@cRKX(dZOS6gE0@cc z>0Lj9f*(y%Tgk#H+JEYzBU0xyzO!<_gL%U1w?nK?)y{sjFcs?>0Cv4{r_YWDR~tzd zPSLGq-HtOz?cLmTVF28eXEWuyS47(7S$phx>Y=d(5$7QZY$_X;%6?rJ+<-la`O2y^ z-27x=XSa4*_lW@hKHt}KuwBB7Zr!)Gf-JuXxo`3u@Lwhd8uz&}7$8hZfH8Ky5F@Ge zd^}m@*DL<#)z!lW8?m*tRHlQDn56d#anxj*-XwG>F=W$I8WWY`D?Z;=9Aqh$;LzvS zp9NG)JHFI|$B#vDxhQrsmq6)6JQYOj-zN_1o7*RC{F-p-DSp4p#S5r03D%ZPU*BI( z;-59mkny5Kxhz0_Vnw$Gb?EG77`xN{c|8j~9pY-_@^RQ$Yo|SW;&Yz@KbH2r%;?}F z2*mzbhxzM%4Zl`ib%(wUm&`PsyJXAa@qH2$e`6K!wZsV7VK)(YbElFETcrPGUoZ2d*9 zFU#+?0(`zfYf)}BU|A15m{|n){V>`1u%>)+{P^q3*`Aw@-_$P`9sr8e@V!lXXC5|A zDB#sgZn#rA8uF}eN(IMWCELPP$4gIc?3CRQm}@vWb@#eB$lh&JcUJKWleo@V;lUnFmrrd8}X40t9~@V$}OMGcONUer@VNI0H+YYBOiq zSPHQRwh{4ehnBv2lOB;6WK2Z(1*YWQk4Cl)mq-phYBl*y(PiO!(CY(@z18 zslZV1tL*6rJCjBDkFPuaO+gYcY_(wj|0UA3m!j#(i@U1w1px;zEE+t#-0vD9Ay zh2M|(`+<8Zx>L;d=?{+d_lK*ehaVUGP|)41<4Evrr|uu~`wl&UiLM0CPK2Nfz(&Lh zTPb-vnaM&)=ezp50=u)_(0&`fAfbDU>t57^gR&L;@Xp#f@#+(y5U!BxTN))@bKi$t zdCii5#qwBwpK}ZC5*wvYs~^cT09{7EVexf^YC;C_D)>KXwQ7DWZdQB6@1KERxii73TVJSU(iWQYr&g*=qG$9?9{A$l zO`RH*k2;kn2@gvS4yyU4ww$SDEV}LS$$)i%brRD%kJ-zM_=;Ixt=Ir#RjqNBT%WDS zcKmnq<@3_z5Kap8Wna!o4o(l-0N3ZqxXi4>vsG7BPsOsVHeZ>|3U=r9(@Ocia)hkn zW-Sb|#;1sYDS+md3A&Gq6_C~#DX)cS&rW(|T3ao_J`C?+Gw#ns+qv0>2#a?q}27bodVpCF?kM zSFV#QtzVJTy`$gchJCk^tMhMHm{}~(Ae4KT2qVE3-{t9&!z@FkIq<}t6nnI4`JvM1 zjVoRW#uU5btcg*lts-^wFN4d-rOSiSZBh2}q)LOOcP9p-_5x

+qlyOc>x61_=m ztoRLqbljtK+@5sYmNY_*G(v?mLa8)Dk#wAtF*G5zyF175DrNL63)NmV3OX;S-}rpR zZ)nVZ9CgWC679%m|Mhh!mM|(72P&2=N@v$O-;3W-8{)rHOA{z$!zZN*OjWZufQKT!JUSC% zv6-d(TlM^`;3ak0j1X8+Y7Bdap zx^V<&EAj@thD=rb1Gl4evmAp|*In-j2Xu|o_0Va z$l7qq?x~awk>0IeA**u1^}4Dz{BX?+qFJF7_H9WG-g`i@?B@A`eyt#1<3dQ)!V7N} z!2R&zv6JD%PL$o9mPg#Xd*cWtxhd?imAG3%q|(AV0Qv9GuG#FJ=?U8uN zHwU1O)BX1DZ)Q5%3Pbi;pCt{u!|aB*2J00XTJILLcdBAJ+gfQK(kUhf!-EuU8v%f$ z$g$-H9{?XXA^EG9@b`?UbRM)7aE@`R?@zLE9E<4h$&nbX(%;QU2?GgsMY}6AKH_YB z^d%zY$FtT84TwqZ4Ci0U6oaTN}x6*5&wV1IJody*Rw~2*jz=ao7GM<=H%n>WQ&tUkA zM&$i*>|<7*P1Q7)hWK^Bf%B(%OZ{ST1_i!eDa4gtk_}7kB!Cr_N?BT{-)@F}K*Tzt z_R0i6Mks6{x@wbo0scAu&&`eO&j)oc%BulGFF8%6_oDqKl+gAu!$s7_45+nl{(THJ z5!N(=bQMMOfRR4?AWq^>GT84F-;fwF@5XRKQd!2o!{}EfVc0)tEf(G*Nv^v$Ae1k) zP0T~gvLn$&D4r*aLcvZVbe$N(wUR2Z>Lg4-g6u;n96ghA-{KI4qCc-G6xY?-*CQ^f zD{<2FccupvM>2~DYA8DDc|cW-k6Z|S0a6B4t5`Mvr|1O&4s;K2DuE)7hL^mTVdjW3 zl|))YDvzSm8m4^is+dS?V2%w6%Y%!jfmmfS2ni(0UNn9v94uDJuz5Nsva2=rT@NBV zgyuFj#4SoL%Y(z-;bwCu*F8VOeyRZ9jcm3X0c6 z7T-yX&SljAMdegP%f-DYfV!4N>Nw#>j;`14mrh!e6Ojo8#BN^?6kO=2ml>CFk6cY$ z@SK(UE+&ElC1V2&HVj?*4rn4={G6xJnh`k7cx~Cpv<|bCw=Ip=&Pn)Sjr-6zR&$4% ziSuitAnR2VqY4hDapw+ow|%88d{X;&D5-I5<-+34&@JCttez&lysiWwj>x=He;h zaj&^5o1d0+OhEenx>>zX_0w<#dg;kivp*cjZen0d*3bWY?kvqWC%XAo^3<+lJ1;2t zyXY+~krSv!kWSUrD_p#}8BY8go!0ZLh_N2M3=GH|;fd8%>YQGHs0rqd{hrz7ug_<3 zcHPC)&e5h34m{!KpwG0tpqkyYB~2sTjCojxtKI|+-?ta`+}2a5F>3jb8LXqAttG)X z56LwC{9~vg_2dV%hhBjmKnApQ{>&pwce1#iR=kC761ERez*NQGSmKpE!C{Rr-vt?* z++F(xl1BkRNqA8;kLeU*4i;i(b%*fH56jR%qnuum)6kMl^mzkawPgxuaCNS~gBNe^ zj}{sxZo-Z^TLXO-*&W;gPe+&4I~08R2PPnLdh++L{6>_y4DVXX+aZ{R%_8D!0%|A< z&<}_FC61Q6P!|@Z8I?4%ocU(uUp`XSircb9Cxl6L@n2O|x68AAo|5C!j(Gy!ZziLY zovoO*OTYKJMk}2f5$Pmi1T>OZ`YUJFtLXi}n69@f?bM8k89Xo<0A!KJzOh2+ zq%X~B8&E2OMBAwlhOMM>yEc@K+luqjLv1VFfY*e_P*cJTXpK> z=)~`d&vELSh4J+_)T#2!*v)Ejb{0_9lTbw8PbXjv?- z^4M)Io%{OVJG-pR>?F)2jwUv6e0)s*(c0BgF}Gln7SrW3XJfbEFz4bjXJt0AVB_Xy zF=IAnwJ_)8;^N|FX5%mx_gn*Q99}NoSBwr%0yMPGt})D(api3sY*U`*|TA z9Y*gMWZVHd9hW&2hi$~i$!9v`mG0W*>V21at#_R3dbIJJX=(vv$1qQ~!oCGt+PBdQ zZ@z)r8eI26=Bq6kVdGNEG6X;b=?pwK#*_c%|K3KR=&!e6=w7CQ`{GLa__~KXV zg6;B{1_<=RVx3_b2hB6+&b`rdeKqL69(d`8>s1Wu6z^`b)4rFf>1xDjW$s30HiFNc znKX_KYK8gVudJ(^v5T9R Wi@60H3mZEt8yg%YrMRL5-2VWi9Q)D$ literal 0 HcmV?d00001 diff --git a/assignments2023/assignment5_files/figure-html/unnamed-chunk-7-1.png b/assignments2023/assignment5_files/figure-html/unnamed-chunk-7-1.png new file mode 100644 index 0000000000000000000000000000000000000000..6c6ae2ea15a0abfe5e211ef89ad299ccc96bfe26 GIT binary patch literal 143442 zcmd?RX*`tC8$WzAArT?TElqGA~iY&>#jdf7gY$oAnpNcfsAqrhBEh&B2I*9~{Qle}-LkjRNW@k@eihS18LogY6c;r7`MNgK?_UNSlr&MV%>z_Scyrg6pH-Uts?|76@jr2{qpP( z+^(qzS+*hun)O*^WMr7vdrTH2!T)qL18ow|eEr(X3Nc(_VnRF|#>s((ZOSVvHxN;~ zs3}1rA%I0P*Z=RAx!lHs{oQTP3JAJ-OHXCFdc9YrBK{%~+q{bnB3`uXf*Ni>>_fk^ zmAud4z^EC5;t79vtoyXW1b;>}}NV!$ekfC-?;KB!+y}vx$za8_2*!RgD>ZrfZ&yRe(xBir;2_G-l zOa97(l9A=y5LFlu?VLl{%A z)EBzHZq~eDBI@;x+bozEgd3~(EQrYt+4?tO0 z&mjgo;zG8m``ay{l=-6QvEWG-n=_(3Rz3sT>J-EE#*^FOItCi-qjSmHLSGh2N;Rja zU+ItZ{nP5LQM+_$8|1G$iZh{G1;SLqavcukF{#1vWuLNWb3nnUZ}eYR#QIMG#mDVp zx1V>~C8_zXe&dmZZ%zpxkR!PC$Zf*=Bp}3G!(w^R!7ff()C{N%nN03RFhkG=W+vSR zxxX_fZG+lN3f-Gh+a6#4gF%^UB6qrM_DRv|L++!W9=753dT?M#l!Ph$(blA=JOW7a zByBxtLQFIw^1xmPZ7u!4!KdH`-1Povc1gcy|nE-Qe>fW^Y8YwQduET^H-7-Sa$!i;sBY>2|Yy25%uId@(dB-Lb0F?yco9#M0;~Q5D3> zh0hEaU-6Sp*Au6L_rO8|M}l!tH~=;&7)Z#U)ZJaK%iHM{*G(fZS=71&0K@x}ZUrow z>NWZ>I#XThel>w+5ccU-wRRne+~-XNLibkd#=Uf_eyh%;7AQ{L6} zwVvHL5)%3}2wc`hQJoJe#3t{ysH4DcixVpyM~5}~UZv~R^|j4=H&ovF(0B-f99F=_ z_OqLo-LL6`?=JnWnwyah-KhwrF6JtBg3+FG2BLLzJ}j0ut~?Xod-KmE+=Hk1`4hf( zD+UqrqZhmyzj)8Fb<#{b^B1?b=w}4cI_DhjvwhcXg?}Tksy@h@pP$!9uDwD4^}VAw z;nRJoW5cs6aq3E9L5ecaOr}TaAcS=b`s2eXt#Q^HqH4m(v0B$BnDXJ+4Yx}xFq2a- zpw<>R%1BuqmePP}E+<}}1=gn4=WSIt2BDg0OD0z|_NzBXWjn=4Pid`F%(r!-24kH? znWedx28`8-?;&r_9U_H=xS@6&I0kfEBR8H)%VqofVXP3boj^IlJp{==X{y{k-o~ze zK{W4RZ;nUG@`^jQX(~zGS`$fnCaemijYR-wSfk>%bQt4>NpSzV@5lE)T?N*y>DEH^ zQwzFtcC#vv>aw#oBlehN;V*I#r*Z4^q!c1}-E2LUH`zM{zsEKrYw_sq{! zo1LF#s9g~9_Sf^+)k}%qef9tm+*mWBW(ejH|A@Z2is9VEaZV>!nrw^FzHBHkBYv2tXfvB{}2d4US z{0948Zq=yy2n5<$CbJ6boKcs5;)_3)=hID>;!dW8*4&_#-&KzKrNetM4Na*yIJfX+ez^ZUzf=ldk-Y`K7N;1=>dWp^yCRH1O6V3wXeWn7t)O^+x0&{5|kh!9d#mb@hYw zZ#*`8zfET5&1eCyPB7d-k2`Yx zrLNTPMnna63FxD~+UAgG<8fz4{WG2-Nxt@hZEW}qs{p-& z-khQLe?V9QZg_E|O!Tuu&+C$H25|kVp?oDQs!I{Inm{v($s?qq+`t6@bbzy-TLuwt zc;zJR6~X@pXmSRE?-2BV2Up76-DG>zK>iz7=Q`#$a?i1OtEQqX&<4oGfZCgpK3@n2 zsxAz|x(Sg5f`+|Q?wSyl3P2Xy>@WmC{_oe$a=_nd4u(`GTCG`+dPSxuom?>q94wF`oDc(E|1rFBA7S^D_K zu7!}b)h5WE!jv0lSJbWi7OA*~Nvvev#Jx=vbnH|ZlZ*VN;p557vLHiwb9>6@7o~M{ z+NUOn{wi&hsk7pu0L=-5-$t77&IL08!z;{C0&r-lqECS`+aIa8d|${+5PcP-I!guG zMvNeHGboXP;arl#nHcHmR38Y7H$>zf18GmnO+yWK){`_ufn>}j3xX>@GGKl7Ofts+ zFy4I;1jefhlkh{o0a7g$blgpnp*%y>Z73z!!p z3`m>zCe~_r7i3`0cW!v&zbrxjnS)xyT@8?*>C6m73Z0ap#js9*@5An0)ZKWRvQ60dIVGD@f)>JH%k%iJ#icYBEk>eimRoAgJ)JA=GE`-x>SwE0au!;A(MA zaYQbws?14nAIna`Sq_jso=F~PPlSX{9;Ur)uzQGMgS8OMNAtN72^|I&@xnXJ_!0%M_p;SbR^;u+myK zkK^kTWtfCco&+LBX3*2t=Y3H#6EFEWf-y`1xD2TINo|v0kfau0?_Y*p<7Vlq=d^bl zDCC4A1htEIVT_D)su#9e%3GdLYv*oEKMVETm6SR>U1%AEGD0K4pA=0PO z{@(Cyc0@fJA6V9NYD`$)cHit%jYIT|JanoqmtC#}sjNf-{aGWNKic6b&@ov8J9!K| zm#UP=I+pQOgf@rwuf)rz>brqFV3AyAj)pKO{nOqgy_5CjQ_9HeDp0CeSag{!FZmS9 z>@x{JU?BDb82-eVsVmmQDllNb(PiCx>z@kWKC{P1FMXne&=&wq#sEV(DFR+LEW>{K z5g;3`{(j1;+SN%1i-3e`*KF@BMR^+V{(Qy=tg#)~r>qzHjR+VjO3n!b!1_8b?LBho z$wrob5Y5hNW%)5j$70?l<%HAJLegAI&$5FXwIa9{tu zat_VHBlMq9{}yz5B%BcfLW782V~_u`0hMS&>=sA8xl|JPCxH#9HvAbFW@+`Fq+?|S zW9c0AWTt)+lm>}<$hkB52tf{6(tn1E+EMsa4u2p3qU_A-Q%;Hq%x05~4v60T7p%mS zo4lXfz)vQJ%N2q8oNy(C(*fhQ$h@}ekto^bHwNVHmXJP|kIp ze;9}NCG>`P0Cms(#L|34RJ3nt)M)iTLw^mp$4R`Y&iZs{*F*3!5bDl;P1>R({wx*7 zNC$SC`w(yp+T0sQS)vSSCKysUd59sYElrw^kqi7>xL0#4y7FQP9Q#nk8G;&Wo&>KQ z>}@~898AWRAlh}5ZQ1A0K|l!(U48U!K@bXj_w=(AFUsO8k`dXN$OnbFsnt&Y4l;vZ z6b<$Lt2^5#SQd!5z@=v<(90W#ejo~CxA^czuB4N6hfxwZv8!~}FD|9>w zHQ!R1WFWA4=hdPP)kQ?>$}k~E6ZxUA75`TAAA=XwNUG|vigoeq>kp0{L${ea@K7GI zOj4D=lz>jbq*(D^7AKyy3;6e*k~vJ%fl&eSDSiXs+pp71&F8GZIW@+fm73Ikvqlw2 z6Wmc@&O>>=ZC}gq&*|sNxVal1OsKscrGv!){o`AZ@DtTw6oSI^R4Z!5H}3QWxwM&9 zbn|n8MJ0RV7ZGf9{2V}#RiJ2>-}>JMf$L2e=}11(ia-qB`{0fv@2Y>qnq$o(#5bhw zEQN&wFKO{DYxF3uxaePwRv7f6l-nL(I+46TCU;3(6vW7xkQ@GG-+*P{|5-*utkn_# zG9o#Z@s<->J*Hi+UOsb{&M3dh6ZpV`wgeCFVU7)ootZiVK|3jCI0(D`ZhGnn<>)OL zCR9@ey}@zXrp9wp9%jKR;zQ}7unUtuRTKu&9erGn^y>Mik7Dz}9an_@E!X)zb1gRl z%`dVPSJ$saZ$ z4qjmH(2oKU+G{9)t*Hn`=4{cxZN}&jeh5G?Kuy*j>1xn?G*(`Dv5$DKW=Dx5z-zHL zv|%gJ*8*YO7*u#fd+}kG3b0f&X92Y0rT|&C;*hby@<}Pm^#j2-UNi^h=##%~EPvEx zcy>;~4Oip!%R6<&>dV*qoQKDuFablzrtx*ny)*e31e1WIxi&4pLEtfykFhzIUK2PP zux)Yw;$&u%lOVYvA+zkBlkHrjH@*!*wO7Cl4uN&DSEyW1H{r57UAhTzSw+gcpodZB0R}-xeOO_46RHXwV&7Iv_P}*Mm_dbTbteb8kPY!(JY z{)xsA;fEgxf)JtWh_{l1RpgZiFjGh7w%tOINyzR5V7*=ubdFT5?%!wfxA_^nO0Czv z1{8>K4yn@@gD~Mz82zZol`VK#mmnNU`8_dZMDbiM*McBIk;j{lHVgH?op1dRkGAf2 zCy48^nKyX|b9`85IPriPY|c*?+c{ptAn@o^x=4-MZQvfuN4)Wlr(nY3x;`8s%e|rx zglVoTNu*N3FHp4UT!?CE+Py>OQ*DQ!2eV)Y7Jc!Kj=V}7p6$0Yp<-4b&P;$IBUa$H zvwC&=EXxZ3I7BS!<1MW);nJI*X^#0c*7xw$NSf)kurx28&NCY*t$8HG*9P=bDV{aB zMrAPcqB_jxuUUrfmhyKw=$t071cn^L0?0b)?CeXgnn#H_v zpY`eloiWW4WwS;j^?w}e4p&Sn+gb;1GlSVq(7)o3+I*ww4%kHd>C=|mMc;Wj(VR40 z!3d$_I%QJ&J7h`!o&WxwrJs98*6+tjZJ@(wrnPa*wl`c+m+(Xt<^R34CL@j!x~jlU z^9*8CjB}3$Bi2$Y5ug|mnw25B8dF$bkW!Yh^!+p!JPf?y{{YCq;lyRm4l8AaABa4L|&pLVb9KleG!e(r~m z-?d;1-0C+073P1pU#=`QoBr?=ttJ^}Cc1sWrX?tNp}ipO!tccN$Z>DAySA@+DkZn& z+oh3k;CPL}%tlL^W35QRJ-UP*F&dz}n%Ll%&(1C(`8L;W2eDK1x=g6$TVDAY&dZgH zuDTEf0Nq-h$F@b9UpX33u-hM5)L;Pe{{H%bc$o!Xz#1IBy%B8quA;`)itr>joWcAl zxPMLd_2{q~G6|7i1aM%OOHB`&$6QFihdjEu%6*JXT>n5CLH)N!ul{iJe(F(=Pi1d?<_g{#Wm*y1n0h`$&!&1)DaqR z@H|V{Qv9;DmfrJ6cojrRAJ3u&k#J|TRvZesPSa3C#A^n~%*$x$)Yw1i$nucNvrO;Rh^ zqRIkm9nQMfoiyQc@-|2eXp3Q562hw_wr#yj=g{t3=$9@A_Ffk_n|TfOb*T+e&Ud$+ z{rLWcr~AuR1ZwC=u+u;r>1G=@$XcNO@9T0To%pcz@S3deMXya(Ol@w=tTN~j9Ir58 z0U^iANt4Rm7PHl)r-SkLU$v!ErRCD^`meuZyTa3(RRxrCrxIX-68E=DfxY7T;j+8I zxrQ40|J^Fnz(bdG32KEPe;g9Kw@f^?$QejW1Wywzb^_U&*sj_5qmg$j0vxrNLuP}% zwg>fni@nBZ9pMXh?9xAgKj@85@WtniH>}60Qw~maXNlFIu76}N8}Nwy-~>U{1J~`U zX4D#=+~yfv{9NOZ@N?wrqif8=OR&-* z&_Oo~HQ&t#*zByjYqoRnmQ6HOiQZXy%So}8BRMcPcPalDz%H-8>zTw@9YRnpjCcccpA7{0Rc^6S5Z{IfI zN!Mn0LjBPXn3}^76vDxnDXsdTg$1{sE=-A=;&+=^3FL1L$h0Ed(A4ZReHSYzBSM2M zTL7?Vun$x2zbjlYI(itoY7=p3d3+!W*V0MfOt=gE3n(2c&EI`dcsx>C zbNq>|S-~TK8$&qQ61=s(LfGWjsbvh&FTKSL-Wi2(Q10s19WD2a6nnt(AMf9m5uRQg zD@ZE`GC#ySA0l1uMLSwE`^)vAvlh|2SquNO`@3I&^{AohRekVw-|+r1wf?WeuS^GE?b7CGQIInQb6!|BOP@LW&@%wea^yqWxRk) z7?@+-M@|amJ8}Qbvg7~m`kL>#V(twT_0DeA1d0_s?><`TadP7G8S2NOLW>cKfYOISAekvUjC0IcSV$_vq zLK)&%gFSLydAAy!*3IjS>j}s7ZT!#5GwrP&SM)CQc1wgft!rs(PA5w$sy9Ay|E6*X zLW``@JkuOHI^0L^BG7Q$dL2QDBq}Pk_#ZZ)mhX@Kw9jhmrRe?N$xK9P(O*3jOF)bC zYsX4$^zbo|2Jd)auQN9n4cYP6Dp=&UH}(S_ftFy+L{+jh$AF}YWj0Z#jHeq0y(IFqQd3wLFFUhvU)70h9 z$Z|P7K^ka6kEiTxD@L*8=>4yQdW=xmab2sD^QerThylcv>S3J@l0o}O89i*b>nek0la)mby@wv*s&c&?1^?@j~5HVN~EtdHUzo>)D@_70K7XKE+_U>x@S|wPzH`=ZJgR2IgOus^Yj*O3tp1c! z!6{Lr9@9~*FnWoW+dc)ia*?hZXb{u+IrrTF{{GhsAT+dfg^slrP^dPc)J;1(J3ykl zjRf_AQp|9vSymsd`p9Dw?70&Zoqs~UvecK+`YUVj&q%aY7ltU57vJ2{1z9t2G(E}I z0y&}xEfd_E8Tu?rZa8v;T>z6uZ-cweAoIeHh^4LrF4hcGGTYnR`LU#^k9B|!zQ6(4 zVNg%Jx6(^DaFth$%O}60FD4UM2i5dO-TFZSCx!3>@MFX8p$!@tz}*|J?`mhZ$l4SG z_h^Yg{iR-O1U#M}K;dF+_kG&0?V2@9U(HKMNSFY{8yf2iN+V5xL(fK7gOXR?PPZeL z{9Q4s4{#H*Un7}x=58#OQTX(hWl6vtIOLvYhxxC|Cn^BGYS>O7vdkDsk3v0k9gWQ8 zq_oOkn%LV)Xfe|fY;tP7AslQp+z8wFy|=TD+jy@S+gaHml*NUvuxi`_6AA!K`M8se z*@>!hSEr9SWzs`NxUW}Gl^P5OGJ)b)EAqR%aCd;-OEh@`N6%$XDm>!eF!Z(xF#@`M zO>Wp_{@~1U-nUpwMIz^4P{8CD7H*k-sq5CX`W;knd;eI|y~ISK;9?HFvR>!P9-zib zBR8O2z+^$7sBaO;OO8)>^fYrwhsz>5PxMvY%o*Wj46L&6O2dJgM(*4MjSL430<=1v z&-@^*a;q&A@MyR(>eL{d38g0OTGh=O?3{nCj+gu?RuHgs*8p2ndnD~TA_^dQkE$H| zX-4B5S=FoVvprdeUZuGv&<@}aDyQXKo1nVaiK9;7)X4Z}CPcm{jUb*tOxairFXQww z)38q0i|r=1rm?i}y!R18#m9Mpxh>5oxHNs*2vZ`#ei-ei8YM^_4_~q_z4m}FmY8K62qHHBXFNf&A#uTz-C#Hbu9Sh5+0ttkIq+At*+ut8! zZjC*q!%g=}bPn`SSTK0w zqsxzm)W>J*GE=Y0N*&utf@xwYBmdeVvJ_l@2DZ@*Y)g_q0kB{V>De$`u@xgcMV1L` zBr5CJE||CGg&lcV)e2jeU+~2vlJqw}7eJH<3BOM!GEDH06TwHL31I_S+S;VcaMSY~ zF3^V)7w^l5?(f0aRX;5VUZd7j7)?(9m>m{I7=oK7K)t zkYg&H-HQU;Eyw%m_Odw?7pXViDO3h+>e|$MV6%VBOVpKwAE6=ZpTtWlJ|To> zoD`4SWqmU@)c{bvSrfSF+_z5aJt;vP+MKgFb<={Y5k#ul%F~p6f`oU$Dr>M!TC#-< zq8IM16){a`a26!8(giFbt{rI}D`9qfquQ@}MobV=7R>=cd37rCZ@+5{uP_;W&OScw z3OZ+i!N_Ozka!D+Ow6o&L0N~olXtN5aY-=hwYqFANN|1$_^&HVdYV(t>9^kFZK)K_@3XvkER!?Q)jcRHCU{mZ??+%8C;@wZ z=XLDH~qgQd7hTM=)k%6 zx@U|S`1ix0pR-@PEGeXgZ(vLehO26@7NHNj7*)m+A`8PkPwiLPuS9&I;$a`eH!izz zv$Dc<2oEo+F`>F7{0=sEJ1{O-EEsb+1K&75qM>E_FQcWruvFB=vhq#V5cmY;f8CwisuqL`!xqz>DdWe9Vgr|Z5` zt6yQl+#GN^_F)Ie-;hv+_pBLqr?W!HeBj#_$id?i=PWEwL&K+N1V{f%B_{Z;ooxU_ zJR2&1@iDK`Hvw`cv#$J;rnFNK>*t~Khw9wKH!^wsTVf|-LX$%~_gQW{T3inz1~(0{pKpB&I^7%Oc zRiNVMy{zgxOTAm^Pq*evgx0m~#5ZE?r&DM#%Qt};aTJr8y<%%Ft3$BsQv~W_49cIi zYi34WPIl?{%-urcHj7!B5A2qP$M&oJHfNVb{{~pQ(=~l=xtV{zjPIh+A;@pQB0>)DPAHzbl(Nw|=qhLl zNKG8VaVx@#V8k@}!9iEuX)9X;vwfu#z5VlwZ}xR4!(>*TIMi9CP+;N0`-Oa|=BW~i z@?!HIX|9~7{4Kk_vBh~hZB3~bYJQfGDYn)ii z(#US;#+bI|JKl}dTdp$e8{Un6Njwct03K5-?HN7=nRf{6a`G?*Qmg)K@b+|}7wHdS zTCN_EB~eH$Oe9`j{}8dOnz<7-b#-b?GS`90nH)zINlbcA>6c!=AYLi8@#ooM?w8OW z364y+D7xUaliRm%Q*jvT7N}iZ7p#+Zty?#=j8g*cAlV!eZh;?O3B)`~d!^KVn%+Nz z)3Rf@vKCHCj#?42@p&XGORAikxL*w&`Uq-xPtJz21ykYzgg+}ExP4p_)gu?&l~tNB z7X5XxB?9}Tu?v1_VnemY(YEB*)(scwyTvKPb($5X$wZA<4`C7;NG1IE_C*H;iy3EY>Ogk9DO4{kk{?qsBlt|xGftWi+5U0EuFFRHVSD}P$L;*WV_7+T}(?Ryv+nIDftNwsCc zkA=j?UO%Ekn0OO`DpDfl$db}*ZquCrX%`g)y1v~As;^B$#mAVKy92F>cka}wx?{6B zZe7gB&;@s}Ha*A23u(4k(X`X5ESt5-qLj4>KA2n`KxfDkICY%BNfDAI{ji_T030XH zm}E_F-Ad+u8+49na=!S1Ai(EV<~Ld#gLO2u_(6U2kM7LoHJ(oNV!8i`ytmGtL>P2# z^4r0_#2i|s{GG3VO$vM@S?l_r?>U-WDlIG_0J>S^H1x}j(3#L&ELhZA`mK(kdM@mh zPkr%J3BT_m4MDbdHMO+IqZX@$3y|-p@MXZDm>rKn4o0?Ny5o4vhbdDlEyWyP;m7Y% z`WMqJB}XE$c`%!L=#;9y>ms@;Uci86M?dvdRP>yWz^hoAe+CU7nN%jZ0nQ^)Tbe`h zZ$rWcYjCU72Bn8OHg&4)11wDE^waf6)AK_mEFlIOd4rqp3spHhtrV}o5@Y1~%43%J zvg-dPMq}KAP*YoNe^Ip%+{M=H6%FRtPd`wU6g$A?vozNf=zY8*lMNGAT_39Ii|cf1 zbCnBp?P1jpdRP#`TM8mvPWn4>O(v!G$KOWSYcJX`4xnn=% z{yFp!x3zbXy-etFJyB_<{>J*8@8<76pSQPJp$jSMOmKpR%_|8%BqMhC)x53rJcp`_ zZPC2_v_w(X-3uFuBjM?q%pn=!j`6UPYhX?~(#y_4&CB;1vqozqznhG8sttPZ?>ER+ zcBPP_f}&Z2^%E$>dzF((PZY3?UTvR?YJE0aDf#|%(7EJpv}8knWBF(>-HT)Lm2rUZ z5Y4J3jueJlIza-AM=X7 z7LUw5rrJdAGol73psA1+PCVEpH(*Q|rMRdgdULdWZE1 zfaLc+mfGLZHx;mM4gN}Nxt&+=RAUY;7?%BsW+VH!Pz~C(z5s^pdKnyMP=%jlO=t! z&|+`AeT}P;vm?jjSI7aUU7aBFiusvg1<=0n%v5dF*Z%1?_q`+7MK33|?J@<7mfAYS z?7I4I7n-cY%hco0NsXM>qhC0Ub1_#xu{HIgnE*M?LXU~Hnoeq;MI%P*ccP-QeDlAd z4;epW1(-JFXY7PrV}IPs&oJ_!f{?XO29Nl;TF$1Jn{AtNq+A{ON|uIxL?=4VCoi0R zc=k`RW5^y+UtJYCLx@JG?g3L4l~o?haH~CS&#RQoH(}3~mfY2a&LZZ?4ZgsmJUUv% zQ8~4&P4B8vOfpYstE}_w`)qr{*52BuyG7{8v6X|mc8rhbQ_6V~YDMUws2dbN&vuZ@<}Yx;hpGuV=@8pA$HhC))U{E{R$qua@eL?n`o{oZj$&mwXA+saHp@*QHY#W$dWzcz4v!Z0NyuDCPi{o11G5QcuvVjos-* zAQz1C7IqO2GtP21e!-efawnV*95`O(*|pRiE=|<+IX}^DKW(YlDW@6Uz}wAZS<+lr zH9hlwJ6ePHU?Lh-P6w?;+V#EN@s{52w5e%n1>rwky$Iwq_#Ym4w~C-V6Os7ep*oy4jk|CPwlwg|sLMTKP>&iSZ~@%Jn_vt)AmK*6YEhF1|4kx()ZM zS{zG*-sHX=y)1@zX{m9&94hFq2v|d`G8WJ|l}An$@#db4!$ZZIdF~}v;A{)+FaqG1 z1Uo<*a|fVnF{rH?K-U;(uAp{T_K`eM*_^2jQR4{sK3j*U@m|ir)bCDoI?8_ilgZd* zy!`lyo!w9QdozvNrNhHbuktic~6P)@xMqs}*AfYBmCROx2jFG3<&lFqo0 zS>((_5sLaQ{XHtbStWjWBRswVK;y|{+2)6=U*1_#c2QLTbR`Uw=-%9=UdRVj(PWW2 zb$)A(U1|Cl$Gs+hPvI7pn-|1*yfg(o|1e2%2kYqQx$xz*?PA+|L*KBE)iVeYHHZxj zGq=yDg)73y<6!%*ndSSFv41T2H*eRd5jwP@sUPXD!qqBQil50l5&Q;F0<{-ty}+c6dEF zKeV7hF;2Ji`a#{s<@tNHf)i3a67ItErwUW5O=52SS&(oLDG?5`$0{TO3S_%ZQ+(rx z`|a*<#Gjz$tz%}}C*((HZj{Pe8%?#Ozj~_S_(eq|dqe-2$8{guhJY#9`E45+;++oR zoJ}G9fTI}KE_7T>cb>{0I1}hXRIoI&VeOWO=`*Vtd>Dk0K|P`3e$4`l4f!h&xEo)p}y||WK^iOZN-EW@0X0I#af&9$1RohY`G6v zrS|W-zmGsA-D5VV#@5OdL>O@d^xyMv&uMAoa4)`d$n^#SK9>u5LO}Fy<4OnHHJikAWmE3p1 zIiQjKX+Y>Vg7Xi9en+>AehQRqlHZ2BI?m*q z>4>9>CzY4W0&Sx$mk2?Ypz%nT&=vFL%We8FRh@TQykt^tQ16R{fS-b%+5XJUNW4RK zjCAe}Pm*fQ4nPy~ZNB(tceSD6Gm2p?D-DZmSMXu_Aqz%@NR}w0Kt`oNXMi3*i-FKok6Y0Q+df*!B?t8@4l0UU1 zsm1DhbJ#=mQj0v??)XY2Y}>-4AGuzN<$++@eevgInUFGF?Fz*4by7o*sMq*ICLz!M z{mFGDn2zp;s6}DVE8{_5==SoK8~X;LFPs<&XS!f!3xyJ!x8eKbDcY%ywS!#xX2WwF zXzlZ*N{^?WE2+D9=nxcDx0{fk9`CLsy0d9phIFW9FXs)m_YS0=rKQw06$A@inbH=uOSNNeyTC=s z%gXYHtjR-zT3`#V3NEVkp$z(3Ep5i;-)HqX#^CbKi=Mk-^v&B*(57>_xr)7+3t#59XYLx z%U$ush2!&Vy#5@qxQ0JX-hBXde(-RFSVh!GJ{d4|G%vZ>PZ||;FWFC*X`#GoBSu_3 zYquTryZn2+${P=! z1~lAh{=FheR6X8;xJpV~si>uM;Yv}GAA3(eFrpK!hRq>W< zi_b&OU0GOqQt&3}K~MA^xu<})C)~`HJ?hnd4oCoWeyk;oNo19M5lbjR96>{dkvfD| zueum-nK$w*4!yd3Y_XvKi|4`j2t$oLZz0aEUi-74Gut2)$w&eRwdzS}rX6`EP%!aGLI((5ENe zEC@kK_)(=yU+DlrGMi%W9px}U)8$L}wZb~oZ&NS+FsvT%*z|bfFj3TKqg7rPmz{{w zs!2k9UA%dD>MUv2boVp2?))=Ew$q=RHM_6}{bxdXzcg*Lt_hGecgGS{KD7B_q&q;m zku!_dt(;$+y$K)eJcAJE{Abl5cb^IHp^i8rmbsHb`8UP?tS?*BkL=T?FUvo_4|E1N zTg%LfAUI`H;wny#T9p6uHyiZ2t(a~4dAT^r)of97Kk(OtIgRW97Z#?LAGLD0Uwg#p~ zczXROiVhZrW7D6W>U!*M=?Fig2oqL2lLDIe9eZyU7%+#B(3jjA&Zi2*v?-C^JFtsy zP~B{Ky2C5JJUHhtynD%i#O=4|fG=WyZGUD0Df1J(t3I-ye)uZlNKg2-9O>EU&C8xM z{g=4jw0@#Cy$0ePm-y9&4cWAs{|h4oX{hU!Or~JHBM{W($5B^3f1! zA_607r61cLCokP1-AGTC>%9w@@QWiqg|6PxxyK}Q#>C)k`r1pRp8i=Hi7ME!6AIrO zAv|k+MwbaPs`szUs9Tv_Cm837T)Ft;(~`M3lH1rV<&_7oJZOdQb_=>n=VjGM_$gtu zs`{^a94i*>Njc(n?mlllyG5yG-;=BUtp_uiFm@4> z;+WCjLPls{tt26Ctzycp*tyU%x z!x0rBIImJJyVP)Bdp%67eH$Xk>BcQ6OEI7-%ObaNyZYD)$5J+by9y=7?4 zqSg=8w^=zb!h`$gbvI<)LH`*xD_yN-X6*pkdC(fG;m`dJZxp!3e_zdqZE*`miBopO zFTx3nxW0Xtb2G`!PnC{Ogvt~@21JaANq;0BCrc=SdTt zkr|y&pi$er-x`pPl@>gdAofwjelpW?UIXu>{v`v@8$2rM%i(W#B$#yDBkNw0jPuA^ zrXeG$4MPZ+FG$b=MBes3s4k3G+tndI60IV-I%{m|t8o+lNSDtfxUKx_qUAKvN zhVKqMjT*dU(8WFfNpaG;XK8$iH!s*@LXOvB#q&tD6=gIM1sLR@-0Kg0+~0X~h8-_4 zT32vAU|4@7au9Xeuh@eS4N=#T5RG+FK==k@5gqYt~&Iluq%loM-3s>WU#Xko)uJk-@ zNZJX>hS}6{2IhnlQBiP9nOIiUFyrN^2j{4Yk7{2x_=#ad-rF%^yI(Nz`VSoVC{KKQ zK_7aJ%u1YcJJZx=HJw<0@AV4Khn>w- zTeFfgaBB5tzq((qQvrHq`=;;`N8o2mx9<-iBVj7{?a@R|F}3vt-}1f9ghur<2VxJo z8t>u_1pRsOn|)se*QQ7Wy}$-@M(jh$whcx!i(^tSV3B;eN@t%3BKyH z=BNnjCk{_OowYtCz=*wZ-}{>^so^R7=h$3NI6I8I^=)$ZOefL@{vzD6wJ5KflY$g{ zqNXt-0>e!)6-fA5D$>U+rd--mde-pLa&08kjMsmP^Q%$GO-9s|@PMeI=E5ZzIt5TM z3+d*Zd12RkgolH}N=E47f`jE|`XA-t`XpvF}3;LMOvfG$jm>j9n>YNN{kUr_%v$>pl zcgJjtAw9XP56!;x_)rvRxnJS}U9{=REJ8a^s?JXJ`t1Z^zLimnBdj%*6C!)e8Q~?b zjo$ttrgVUM!HO(NEmy4SyOJH(tf=DUS>Dp!ZiAj)8N}N8(FZjKH`?$yHy+#s9kg(zMRb`bEoNNC;Z9B`sqeZO#d|u_GP@QvOqR}OmSY*)R zRpA@Nu1;oNe`wyTVeIwu_}WyNbBFBIc`{+{4)|t0$$Y%5*OyFA;E%XLg(Jl4+|1ua zkoOf2g;jSyl%zE1*>GX6NxwAP0EeSC)Z1?D|KJ*o0T3?;RC{luh|Co3$9e{f?jGm+J9ECb!)k75Zf-bF!WY)?+0mLx6se}Eb`$CbM^{w!k~cj z*))?8Aa&g;4_f;0So!`8&x|H8b+tJ&=;ru9=h0pcEDF* z!u3OgnqsXs;@6CkyiaX3aGr?Me~^E)*8V%myp^<|qkq5M<9GVn2xGv6BLq4w9!q=o z5hh&;lP5Z5NEQvu$a;O-R^K`+ww%4G)bdSlB6<(sw0Zfu;j338cFfH@4*16*tRe|I zja9gE>8@ufrwrwU6I;N!oq*iCq9s!TWLrlO%UK1-^Lu9*OEhRM6C5S5`-A7@@Fua$ zKG*&6tge#PqNrkC;=*HlX)(dRh60x6n?)0Gsr~$5?BcDJ#)luV9tFoxhJam~^1V(e@?pdlM!;Qe85G~HY2bQF{|`-985UI+tp`S0 zO1eurB}5wO5RmSW?v!o>0cq)OkdO}P0qO3Jp&N#7xX16_`=5Cp&W;sttPTCUl;8!| z1UuaV)Im#kgW*#KZl>oefWSYZZiC&!p{cD=(T7>_<#@0=WO1L^F%I*UEI(ldBry zYso%4s$(Yrw>mP*CE(Tve+vuz$&=pbfB4;7a*Kyu=*Yi)f2$imkL?oSB&;tv?r=O% zB;!PQL+TV=UGa z0-%2kwI5B6BqUMZy<-Ss2ROW&{C&?AgYB&wLXw}aTW5DulX|~@y|fpu3h}4^9SSm# zh}6{wrwV~T7b*^A-68UVE5Xilakr!%1BB8l0N5WNNRgiLyph=PJOgItbf@=MU6w~+ z`j@%4RtfF1!KavP1@|0am8(1Q$xagR5zY?*Enmv??e*wP2=q$14#e>3H6bBA=k=y$_p(X*44AjmqX$p-`R>$9LvfsIPxuUv;M6uHl zJgE|~wu_@4x)26&o1pD_EEjxytk}!%S?BL~cEB9+=vVaKS&o znCXks*X6?pE`TlBvG+V1Laz-rKuAPL2i9_@~1BoAF}4#rrUV>o~r8o;`m@YHrjxM zXe=}CDADGUu+Px=-w2zk7!{@#uF{1N;a2f-a390g$xsfC*&UQ30`KK8&2-CPvC%fnk1unL} zn8>dMF3=3>i`*8o6~^O*3C_!X#M;wdW6Wi12w;?j@6o7!?E}>BqKK>iYQ$(H? zz5jf@4w83C1|&q2xOzzK1x(~GG3mt;-KqzG?d+e%i@YIs7e+sHKj}6%JRiD`DrDNS zP z3E{2yQ3Qrwo#nHj5@Tk&qA8HrcdTi5A&36=NPC!%O|+Li^qs|SxnpVUSFDt73o=2f&$ImblR*BUbH3P)YQZD|W>Kg9(Nxwgl!8ZR%LUL-TeL1UJ(&KR++ z8d~?wy*x5%LpX3_k^!}s~F?xMSry#+PJqwJN! z?@KYX{^5Txo&vwqfGdafoH|l9UGdGKS0XK#&?k8p`VM*OfZUlGPG?%*mgilyaUwSV z6J4>qAWFB&_s8s67O!9**V{Y{c88l}zTzj`Qpk=MzM{DU9OY`EfLdIsm(zKmWc3TL zW;W+VsxLAK$Sfn-Z)(rq&~|r%Y~K$nof+N;H<%AaU+@0ydU))uHE(YB#av2dFEWE( z2&Ws0RcjHe54V645Q9-9Vsi))`Q4#X&?yT7^|R& zS-4hDZ?9&ey2yPdaOGpqjAXa!nO|YaDR1fa6-6%zgSZRwSJv=FX(M zmQ=JcLk?3yAB2;MNjci-&C7cN4Xf<()tHa;%mUWJ6xX4c#lL!1u@Z*2HM35M(=$Ze zFV)#S*B_gnISvV@R>e|@ZkIJxqnVF;{W}2?SAVaqYqxFNQ?9_wDnp~oz|eo~T$fzO z_b-@v*iP5|3^!q%K6|a&-DhPsfjItEA2#4LEMNjuZ{mHa1|9mzhD!RV?b?9P(B=ys;b#&cKtv86Oia#}upYQ?TR@|tF3ptG&OgFT z2(#%mEtQhSk@|j4h4=xKPxJP1`-?6%nfMR_#$19>wo6en;M5S+ zI>`%MEO3yJZnr$}n@c-+*ygqI<=mY*25FzL`p3=hjXakv=B%fP3tXA&r-or z9T~=?W7ZyA6bB`#H1XDm(*mlc7l!@x(l3fFW%3v+f|7=>J>*ie6;|W`eDU#@06UEZ zpyaSIE+&AG*nLguGCw3lpN|2NCk+r6WH#XXe9)gA^QJe>CbAh*q$l@g8YJcKm40(E zkjVkgZcvR8Y|@ta31BBhEle8xduzq)SUQ0Fz=x;_Aot6FAUP&{plC6WUDB>S^rH?q zZH?61eck$#dZ>TfA3b0a04F$wOrcNNQGgMn_r#H;`gad`SvPG6frBwYLc6@8O~u;p zc}nU~@~TQx(t4F={Mw+4>)nf()yQbI4@m7MI0Bn8waIDn_9EUCKiXYDC3Wg=yjIkX zq}gwy&IRz6-2A%86rW3(|BeXX061n zjRp;!$~M9fR^2q68z8WW{`-G*)TcjgUQ8}psB}q46FG!FFsrZhqt92>R z|DImjO33yf>ZPSt?!0l7RZx_$=>q-McSh|=lm1(x8$G&cQ;UMU-t$u6Mp3ZUzIKbJ zI%4uls5_puP;b*Eb2e~HF}63R8JU^6F#lzT`pLd=2SH))3Z3kb6Sh7etH+7RN-mHv zZt;W+(w;*^@%%RZsa;sHFVx$L9|SN{i9W7o;A2q*JP^p9|31XfXUE z0!y(V`NkxTr(R#5G_V%{E_5AK;&On27tV#j5A(*s>%>=9b>ZD^jIx!h1RK0`nZ8{MS*UcUCFr=flOLa#j7 zEF)CdmeminD?0Kc^&+P-itpoGe}-_{g>s+M@-iJ7=zG$F3{R-4B3{fc`@4KVG3`PJ zfNO;DbC1a?9m@L$f|`qTc<+hzBSraGC8haC0(UXrea4g9Q?8y)-6C7d=9Fo4)yC9q zX&hTS8Tu8kgLBfSS;5?k&36{YHX%QT?#ADCu6L)4#TB5GK9S|GMAHv(C)55uM;o3w zc3W`-*e$mRSaTcSeTtxmK6IQx35Ew>`6!}&*>lNI{ta(cQ>Yi} zFGT7FL~jFq)iYZ6{N}p_IDb)htA35Omdcpc>hn5~-BR8Vj+i9pFdJ-;ZUHtA?HU)q zUVr*0+i`cwE3y#h+nw3+*PBniqv`k)J-v$!WC`OfTq|E`oy#~{6$x6RH(z#i?;_xG zJ}GzVR{R8NdvO4Mww-Uc5Ii%*9@J9R=y~ZceCZsvH=c7!&6@rx8gD3;z0^HA=&2{F zj|DOLjN6)+&NIf!fE$x_GZdL$V95RH$^xb+PoGw{9AcOZhrbs;7(M zJ4@<8b34|q8cXYh@{_`JyI~5G9QWCc(Qo+eci#D!e!$N*lY@b08IE-qLqT&tlNMWyT5SO&>jK5y2!b8Mgm zFj+0$umm?+Q>%*Bn_b#DWO*XN&M0P*tr{IxJv47+mEZU*--TkbouY66oz7L?9 z8i;&)O?{IWe%tLI2MFka`ih@N^RP9fj#szXh{!@ym&^ZB{&Gd-o+FX+C~>T@RmZ#(e6$@aFt%HLbQmo%VyATtPQN0W$n66!=$RzTTLa4u&T!jV(JdI`?Ju zWe?XqO9$?bb~B}SS`yRY0}1}B_!st_P}d2R5`Y%%X{79qHF2br{8Og z;pGY=Rr1I9c~IS1;X&y7V8g1$zSr%p4E%7f1-lt8v9aYt2}6X9n{qy@tsE3&dtWD> z5qWpJ8WaB9x7xDgBd@_~()}aGzhT12UT}Wu>AAl~{-?12c*E8^0Smpg>VVDZfpJW~ z66bUeEk_1S(O#?_?hP&pJe4GDiBy>t&*ybY@xn00Ffn*7OGBWrM?+0r4n5Q{!fLrE z@@Ojm+kk#}Pb^2dRE6)XEiz-#M2+Lcit1avNqW6st7l$v^zcY`sSKvTuKpTEd>dx= zEwAvTyYSFZ!1;b*Dp_>C_)FC`a;32fIQzzkuQXclfQ3JmD)$ffBE7@}+E#AsACV4N zlAFvzc&;SDGrZhD-X&iH#QpsqTyF}ZaEJE8e7JyXGeI+ail?PkxUG(oRnkCUsjC<0!D4Cf3UA?8ziR!Y{;;sHMC6J%3^e080dzso>q?Seu?)e~R(?g& zxs3^ZvtjyokfqtL_@R}R+QT&ERgw(U#`ToeP?{t{K0{5lpW8g1Q_uRRet(~r92RU@ zzs<3lKhm1aum7s3XW?t2)?XGcTe2ad>Y+Xr|Qnc z*2w#2uxW`ZXdVSn?a|W`G(_Axdd7;>B_gI4XNH3JIKwj8J}FQ2|NgU%{i?(9`e5mF zAvwDUWMGF!fEmc0i`jf3a=%y`I;Quu?=A?-dbrWd=cT4LE~Kpe-9RUi@F(kXw93gc zfHkBrZ(LRGB1GpZuyHhMUO``pMzbHnEDTHPB@kc)UGn-02Faj`l{v6eQ&X2x10SjJ zS|tq*a=m_a1B`hd7tQudtu4W)xD|Z%{9X2*=fmXTl#7K_FPza!G;07iEQlXN2vz9J zjxPn#z@b}X6^{Vq@_?7L5Sc!%`dFJPX!QSDfGLC+E|Ez{sBlPPUyj^#UG~JP*4>T= z0xd5IulbH)oAJc2bXbeBhcEPQRxf273ES~G4M0WjZU}S%P9ox`b%tv7U+?L4G ziaY(TP6(~CC~A~5>K9>HA^hjxe<=O2v9S}e2}SFOZS;|sp|Iv>MA@7?6d{}6A5eu9 zXDUjTBZ9^lOEIz$+xwBoZKsY5eQ)No{SQN4o)g7CWdpySK$AfHcf%cXO;Gte>dbVAa-^1fQzt(Vz<|W6J$$!z0FTjxE_4sd%^LexQi1YYo$^ zIMEk$lANA2v$>^zpKD0|D8N!DfNNAe#mKTh38|&X8evPUrdl!lQJ6#w%$27$#`{~n zc)*~zxF~u0I{iB$a~MhrN?VbKX!6%Evbdh$_5{RLInyx2)kGA(+>yDUke&@m;AeTn z)L=sqHofe}Cw8Hy7r(pIxPgVjA~VTc%fiibb7Oz2g&!dR>{Cek+q*}K*h8`~x>j8k zO*Ok%CHZ?Nf|sN+-W>#-Fb>)6y&#tjM0-3LPOqmz3B#-#%pZ68`2D<=tv}c1k}lSn zCk3DFB##YUFhInj=8p;!s*w9{!=}j`;D#H8m9vEqdjyd8hi&V0_%BY%V>RnF*1D%o7 zeuhNX3(2&85x!->2-#t5sb;E;NWDt_$CJL*vj(4W7hJh`JQp!h(zHn+y>KRKxH;l} z?24}665lX2{Kl~pDL1IH58Yr!ErQ`vs0RKw;&qBx*Z>b~u|*LMG}%Sz#@VMb?_2Bc ztR1Ngob#CKPuwu?1`JH}%eWfVI=ZJh^CsYrN=JM|alK5%9MWl0CDjdSAV{kpV%#L0 zuA{>C@c!-7R>DYLk@TxP$3l6q5A>`i0qI_a=qP6t-UzXJs-;&KHN8iNZq7C}X9dwy zm9rSFdOP@{HqwpVhooE>)=7M8OmR!8VCOi1dON=}~lx+}KG@gP)X=l2k_v)C{g?&=CBQ6aE(S;nci z5UxOneA8cojQJ9Dmk1>I8B!IwNY%{efqnW*#1?dyU^u!<^Cw7bqYaYusQy!z3w?Uj z){D%mj<(#`f{Bt9S@+-AIpTO36mr|7Do2@1^A$W9Ng4?H zA9whzm%N;Z6lZ<#!-#CT{&uYbUOOlN!2)?#TyIY7DBYMeBF9*U>lc5!F-i;Hb;C6$ z;qK338B5GR+csH3b1(l+qSjIfQ+QC}%Pt%KD4RVeEC9ZHmHIPy?89n=iE44>43V+I zsFnDWFJ+QRjC!1M_6s{N_>Z;uQpeXssfrI_`cj}YD&@VX3vQ9Hcy&gGOv)}uMJ)I#4U^i$-A*-RD=)Fm zTmNS6o!40$sEP0e$V+_+rV`x;h=rF*?RSs7F>Q!&!mvZ6httJ+p8UF121#c{9g%TN zPvop|1*0N)KRgPL!{Fjuhz;>AHKIZ8vYT^t{51~=)o(4rTQR2>;%{}mnJM~OI&#z+ zIRAUFXK2tL=P#G7QDZc#q^NLH#&LuahK`qb*Q!mpau&DLJMR}KWpZqv&mo&KatgQcNqV&<3KJzbbURGtYa{oE1hd0mIp%j z;iI_y6&Mqy1x`uP_1Kw-z^O%hWz^Su_1yI;fT$+KWsWK~NX%Z$@cmRVAXC`&b6M~` zx!f+p;erA&38?+nw}0DswZ!9x)! z87>oyLn^vD$`Is(6`03t@M_k?xH2d#n$3b#ID;Ws)=(FWr4R6 z&lE@$Sr!@i=#nyCwzU*tuVHV12%ed!ldUfRwvmn>-DeBIWb#ZMLwzvz0)YRA#EMvrdo$P zWwK630H2z)IiJVAr5?fk8~RuQ<}YkBT`ycNh|L=OGK|*sMnkeCo?O@kPeRb`Si1_2 zB0a0De$4o5WuOI2M$ko>;PhQp@|zH#T-IPP$H#{=8v5S3?)pTv?Ty{1*wAaqa0+H` zM13Sk*L1hlS(}rAXvuBa4)Fi{5vAK`cjWNC0i8fXZmGpJf0av&nE|C$PaOSO#I~`@ zjnXqPyr~}|J^h_91PF5fcH3hBqs?)L3G2fje|L5-ZB*P(*B^FDQQQ_!QHn|iS#cAz z9k-^;evh!QjIy6wT7>UK^AuOlmi7plTxTrTOTB5xJ#}< zjIT<@XyNAt7MCA(1*yl1Bv7YHA&}UX${{rem)XGQSV6NzT(%vuy@)`-;69sue$sVp zB%UQ4^pHiSJh?D2ln7xMHg*|tEm{O+#+dkL4Iy&)_e+9b`zju;S58f#UK;6SFhqfv^F z4@x4P0tj!Vk`)$wpbH0VEPKajRO$|>F5iilvOP90m`fjm9#s4|skdA7u(~nobB^`9 z6j;y2+O(f(WAuN~5h#_uBGO}sZ~Pq6CC1T+_LyhT{I16@`qQZ5D61_o@sVubdzb~D z+9d519859gj)o@JS5`t~I4o=?YX1%&dBz?2jp6kC52N30_H(o5G`qj#9jhj*roG!`%nKILf zpLJJ>yS}fsFIw#)AAID^b+>}Tebtsi`BW-pSb?Xlg=2){H4?4(Oi)^SoCu0MRfNYy zmPD|Pa{rhb0`hhVj(w}_3+-9AwK*eUZ`Yv5mPGC_k*y@}#+XOj8~|fNxM5~_;}+|A zA;2}qi%6ZN2H6t6Hivo}i)A;y4yweknD2%!RdNcRcd@8h_!;JESn)h+7Z4aITmj)K zR!xOADqnp)w>3^7TQOY_NbQy+*=L*_6|#n%2h)EgXDZU>09vt3B#T3F!lD#@30 z%B689OgtD1>nV;0*sTU*x6utG#YE3od(Fv~p0A>)z)0vWukp+IcDv39)`V+3pK?Ut zv{nf$pm4Yp9+IJkA6nb|YF*yR2k^ls)O98~p&u-e@h=*cm;bat*0-zAOg;7v6veq8 zBjta7Ol3Zr=l5;%+U}L65P=6_t~Olc3b--qhY^kd>5SR+-%TfLznWY)ZFTlDb|W85 z8BgA>_(rL=cSN8&gPGlQ4mlP$U1||3e-HZcn!aW@NWGoC;3fQ5k6q0m2P`Tzq?NJu ztgC2#ByFbJo+dVB2EB>k2OSDF4>h3clThM;5skpc647M+)}spGJfY!(J#Ru0SKBJ~ zO4k(A6h;~w?6oZLd*XB)posAkYi;@k0hzbHxz=%zKUGDRMW?^EoB?O4z}t-P> z2tj#I{O+UPfr%37(^bb~QR<_(vR^5&hioKE(ywr6T$B_dC`xMMUG5w=Ok#K2<&PbX zGrEtq&?A|^`*&UN+bmjd;!5Z)o9@1@6XTbcRU)p>eYTC!4-A0(9_u3)xgRJte13GH zk63h30YaZsr=piC4=nHHbJOb&23OhsW1WT`rypUKz3{E%91^(q^<2_Y66LH_O&f+U z?5FoiA`k6AU}s?&8^^)%npr%7jIwrI{&fg6a$-7vW84u1pmlKzs%|Cb=ou)CVe zLdG9rgtBW($^&EKXH0I82$zzG0N^Mt+Gp&T&gVQT zpaj}8U6_v~U(o%M$;$Kt{=K2_Jjv<6K8e`F4vv*h+CSN=pe7=RW~fK z&!ndTjTgQ1BgKWu3Q`t4NYKaVrW5QvkMi3-OR7T6@>ilTuaty@N9WE`)FGl=$nlXr zu2*Y{1Bn4r=Z_46F+(tJ$a6_NftIs3{I!QiD)tob`o8(W6olXbvUHpa-}7XHWXnFi zW(hRDc~U^Y_v^>3>!Z6Yv!`Zg&gB+mA|>n|ok<)r_4-o%JF|1+I zD4sx4)+mFN&TKYj&hU8F8L$f1Xb3y;Ny2OrM~SRy$T zS4-2GfLjlu^k|t-Bn|;p*v#?{E>p`|} zZ26tz-;|*U>5Nz^QxNnO>DX}hz=bsVl~Zns>kSz;gqcx z1V3o|QYg~Hn$IrzLUQ@$bs+Dni&ZCxDaY^UAp+?_oWQ1e6C?CiRZYX&-kq+XprD!9 zv&^KG#__j>xI~^c;-@>I=%atu)37n7-uSc!|cQXkvRSh7|_J8cCgNJFi z;uvRw_I`wgX{E-d>dDO*Gis{p>YvNB?u0TR=pz=RMi zAynEPx`3HoU=qj}MjWcm$D^+l9=tXlcE&rrB6oJ=N+jq^%pV*qp(XRYUpaG15e+zp zRh$&m@LG>DW_}WTTxhGT8u^*)`(GU29EtO0%sF$yq-fTSyo2(0E4JTyYEtr`ww?dj zk-C+%Av`{7VV&y7qh?kL`y7c&$Xl&zTQA`9`+8i|@FO2smd!Vo_M(iJFHAotGib-v z*x+0y<@_{EtCRo>pYIkZa(@K%f551+6I1#&FIx(4Vbah?2?G0$d_!{El($vSG_9aNe64%VmPMGEy$H4QYk4$w?F$JzQc5vy_UI=1V#JrMT z`*Y&o;w;aryx9n(Kl;U`H1rPka3@)fF1XhX&W%pkFD0XE|5So zMxs^N+a&}$=yorZIFR}t$8E^$GdhzPtiq94&hd^-?Xg?6ScSl8LBdy!(#f^;ot0 z!Aq7ctGtY*vF%`@!l<|Vrp6y6+X`<22?SU>`s!QNSi|(;&{e`zt@v)1Uc3oC(_ejB z6a%lpb?y$Clb{PBD>6F3Ys$olQg{#;6Z4^GMq;4I4}Exx?MlT7yAoG4XfuP(Ab%-? zljQx0uoZYy6es?CjgkJ2L>+gT?vffGL(2z>@;MbnDpAeGL553q)oX4wI94&u_o8Qx zEk>zPpo9h0zP`ZiHzasfDgb<^?qZ_$Xa7q(@NR;6LKC57CSpNcd`yWZu}2VMHy3eW z?>eE5EtTfVazL+lOhv?GiXer&+T7XkQ-WcyJKKyVf)}<@&*Lo@3p~&Ci}K zQPHnW;*zlw5}NRD&pl;9=?MGen;K)ovP1L{i3yj zd)qMrR~Xq=_i{>Vhoi3wO^9P0TtE*}mist1+}M3uRO4FhDUyNzLlXKSNMxDX!Oo{p z0!x4$wvwKIZ0>e(Qh?%{->LT+H2w=wa4)aD8C;lv%oQH=b6eIZFpgL~#OE0UttE)YKSR+%{uNz%eqMJ!F&CD;g z9j`4+%mL94Z4Oe4>;~03T-eFY=Y*Byju}0=l`u~7tbI=#_bwC9@P-o={8KcK(+%F_SN*755g*K^#w5Aa`=LTq$ndKWBoGC zp01F{KLkLVF;LT_u~bi=p$!Y+q?K`5(oooQ8omp*fy$2`aUQ&Xy3@bvWOb--Xhozl zyKnP2q@Lychcq~fr6!_o3%ic$dRI*fxqGaQ^4U93o-zd*L89L$dp9WE zGz6WEViYqb{OCvO>aIOXk|c%nct0YsNwyKKvOgwPzp7@&XTm~ND-usez0(7COrvSh zDeOha!zU!frFI6AL4UV9?|V5>fhAJXRhO8LF^&5$+V8tc)*iZ4B_$9$tr4J%h-_;z z#*E=(35&%v7J=$ql0YTKAX8i3jM$DucbO(cM)h`tQ*PhEXJf+uIgb4$bj+_$=cWWl z@G5d8IBWjX9wS2TmW5H@VsuxGggT++jfzlIhQRzdaWFD3p)ZuiS_(iH!?F;n^Ff~c zCyC@C!pnO6Jhr`RT1S1C+|J}o48pUicdk!fMfRykt71q>eLo_XK5D0K(;O0}$4KB= zS#&wiqd1LNiBxK^AF^7W1po@xpPA@{?cw&g;8^6t za2q2=qS`99j6|M>&o1OZ2*3TkT}#Rvh!ej~PXEfiK?7Y#Id@wlX9PJ?jR_d}iWef1 zw+`Huudvp)G61v$ea>=ldnsnCyS2xD*WPZH05;omt@Upbl>LIQ??x(=#^4|TWH-CR zhHAoam{}G7A&ji$tlfO`33HV(;^~QZq;P&DY{k@}9#G0^5cAMFJTI^17) zm!==m)C}kx#ybGyUu_?TICpN$9^8L85 zH64cua`eoD6itH%s& zPW7=z!$T@YNPb$1Q7AM2w`#LrtK)@T&y9_KU*yN{Rw}i7JnJ|;fIcT6`I!0ES^ zgsLiaJjV55#C#fs7fqS~Ai{!#)dt@wqYj}PDqZ=yLOlf<=?=H8I>Fge0lXn2!vPO0 zfg99NZNt1*rJJv*()-di&|42EuyX=#e%DK|qI~YQ{Ng2tSdAkLyTn=JLzKaeTC#JW zTzgz{csf>P=R-k$Kllrg6}4@S?Hki81WMrMMKK=rtJ%MA^+mjsN>zVIk7CIm{fw~Z zqcL^O>#Fee!yl)cNoI)Z5~dPMs||rueSNi z#ctN)ZzaEnIpJpjERyt88SQpM7lZ>4GM4xR%~-uX*8K8}--`CJJ$tMf4yk4v0CHbS z6o()!sr_X15Eyzgf7S5>6>sbJ#i~xi2Es7)NKK63y$|!Jw%+!AN`2Bo=m=P(WB#r_ z#`nqJXVZJVfQ?FTQNtW@IB9I6WI-{BY`*@A*Y6zZNoBpeXgrBbVVLa?pbOnoR~O)) zPGu{LCwv#wX&s`apQ_hgUM6qh<33#JIqN)H_Pz3IFUgMB!;rRXs=qU8!P6i!%+?@p zCA?`Ch`{j-)HxAB3Sqkk65dd z0J}RRR*Q81J>Ob&lOcj9FYqWZPKM;uw!r_d!{FId+csHvJjy2G!BVo3Y@S^Dh= zLlV3mc{XBz8+}jU;g;NPKRDaQek}Tv&p~Rkh|3<{ueVL(0q%@i8Q6r~Cl>y&T(Cf6 zK=txCc_ow?*;WlH4P8tIxUjzn+|0}+c#X1mm3&{G41L!xZ;u|01;{Ml!`sxiy?z8@ zMzybp%oHR&#n85qza&&!KdWldsJcUw-W+6fvxDA#{|a&nR?3|@;Q)%@Q;#dorO_om zE>1r)pYLYFa>!P6;jU4d3VZ6BKB&)b{>; ziUcl&>v!w7vQj0kh8BtII;Ro^aYG>JWK;GIkW6BA}c)30NQT>ewGyB&ezl})Zm(|GT#dc~5&l9d(`k*il=n{JzlEJHLnpX@U z6DUbHQON30-H(Vi&k!pBlNd+J5?c_2S;eY^5x3AH!MVvO&azaQJwf-Tj|e*4&+RH( zT#KnLCXe+vOG7Qn10ZM0@~Q5uYpRVXLY*Sw;Xg=<03bIkcDP0(xJt$L2iv7qJO8^2 zZ$lri>M1KabPoIt^KYPlnb%X?d*CYeDcekAW;7|X*Mf^lIRe`QpTTbA-6ZM>6`ua5 zxZ8@T*d&q?!GP{(4s)~*#7&IyO5RcXcY}ZrHQ~&1B8t&{=$TOU=(1+X0NSs|^?@Yi1 zJ|-t7(7mLDmbnaH2KlaI^`_r$i8ruR`6GI%QYT3-BUa+A`-m})5bBcn$A_hHA?86Z zEG?i7GNz>(Hyn_VA?ADUkADxzCQ2nt&q~iSB+br5ia_y&2eIn5V*+^PXy-ROdaI~h zT~upJau!wdVXDq&l9u1vN8m?6sc2vt7KfF|@?s=C8 zLfU=Zl=Z%wM&85AMi_QC7UG5kLVQRw+I)@I=#C~SgGFiFcFFSwetgYVYhhJwLqNW{5W!moOG z$z1lmkXCf&rv|o?||y;=@Bo8ubR^qOA2_twFrc5wzL| zJz9(nGJsyA5b|yQsy8@GpH&TFi4aNYW{=)l^Q!+q(Ry1CnBjp%MeHn6)e4C$BQ6NM z;ot6Q(tMYTiS>Uc;s!O?@vy`QT@Zo2G20xKJmJRn5yv7w_QX3v9f#fPY9wXEAO}9cNZsr*!io<^wTsR94Y^2A{eQzt4?p zv>0*>Lo_H+L{9Gc9OduQAgW$eXYd(#zmfMVGi0dIkSa_+WGR7;tf?Lz0kmiH9@0{B z{;N|QHe5zPA>_6bN-hZ75x7Z^`qdH}6bpTz&X8(|ots{X_Ai|qjbj4Veh9KI~9c{5j#+`}V>W3mmL+gMjH z_)+F*4C)bLV=KdFmeO6ml>jS!3!1k=;Lb{$=uJTSdwB1^1ziC-p4`9vrRu~+S0$Z` zBzgvGET=Gi?Sn7{&bQi5HiZt|Lcl4`>mN2zs~W@F5YxVyN=PLCV@6~1)Xd3N7`akC zKkY5x#$-ffShN3VTE#}3BYbx`#Dx|C=zbQov2_(0X8kbeNMOZTN;9hx)sq;a44Ig1ZZ>4EMT_JcX<(MksUFi zt}ykrCaZ750kJuhZXxf6&!53O&B&SD|5jY~&G}}`@*xE(=`=*dbUue81uHJMQMoI4 zwK1HC72<_w#{UiD4r+s`%|^)|c}io<%DDOSa)ZyKp@E?$-D+U|^X zk^X7wxdsZ3b}8q>+4X^@Bu@ei33MNcZfnGB+acYbykb7kzmxrVR#22M-%Pzj1%VH; z;jYJBR$CyWi~EmBpNhMp4q0s)0*TD*>mxJX&|Tik5HC&FquLH(eVdn@jsP%7P|*Iy z$0K-OC>(^OJ6iU9%g1tki&agn8{jZ}?_gyjuzP`jNN2NU5$S6j8>ScYST21zi8YvqX;GAfAN_e+t*~`}& z0Gw$1c^4zdV+)eyyTp5!wv$bdW8vY=$Sw^c?Z$Amcps^RB$Z3QSL{=imPJ(jx~{KL zZ7gvH@{MR-mWx37HN!ML8^+JKvRvCmS4(Q)rXudPi&YK}MFST!feGe!n-Tvqp?cT> zun>`{O_;6N5BlQLa}ZtNNa?VHXVZ+o*4` z^cbnOVFia;g?&7tK9Dqp9)`XaqyvaUAE>}+m*8E}?X7gNd8UGLp(#SE$MfRe^zwwu zoIN6#BIh+m9FhpYGaPko{MO~&i2sAS$*)Iusd4sEcxG{XW6@zdc>^2+yw=d*KrKox z;8tXU2BC>6|3}Hih&WA8mVNt9;d@K&FI$-X8KJc#&>`S2b8tEnNcIgU_c$;2_>GOo z83yRK+ugu4f6qDo;tke4hP;DRhi?9nrfl{mgEniZ9dQnBO}lLfEz#PL|DVW#I15pB zZrJoMJWHW~nE2p=)asZ41fy;_fsVB|lMIZA{}m1DVUEJ8U`+a*m2@)(wJ4-##sma0 z<08){MDp-`qE-_0+(3e%ljipJ&UW*%mHpLV16|3_mZrXmUmGApOO;aQJmUENN1iip zKD?)f2NWKvj;>}U43}Bl&T7ggS*?O}2m4cSlKy2>>LCccNc`VIpV71x$%U(S*TLR( z@#c8$SOVKx=NU(J>TWp?OA$TEuB8QW;t4YDw~D1HGwaPng*5TCdj*N63-3XYXR>sC z+MkoSFipfJ@_C&Exy{|?OQNjI9Z>jD_ zWsyJ68x~h)x|J>>qB&Ssr+mw+1RkV!ou(|XdsVGENxH}lyQRgT;M_v&u;A)2CKC8Q-;F0p=&ArN(yUk(LG(U1fwpeSeRGUU1p_1d1~dDZ5w zpz(|Ti;U67h2oHyDqzE-tt6(0ckHk}$)z(4iviUj}hef~B+bXEa@Of1FwQUUPJh-7+`O{txhs886qSPS&c4?ZFBD1Wh zDXFCv4@}gFJ2(~yTYtahH{4}2x0@-nk6+$G1c)U)w-VmOyZknMxSbn|Qq+>gN_f=~ zxQ-B~lqOR0VJ2mhBlw81ehD?9AM=uD>)jUv7~96OQqvHnTWU|R0Xy(`L5@l8bIn?V z9dte+trkYbE~Vr`1PJ+9_?m~o{;tM5+0XmQew#QkI=k@@hRaXyo>kZUUn-yHm;5jM zeQ!obNMJMBetlrf)%JKY-U5_1{Cz|+-Q)ra@7pZ*wsj1*$Iiypo2Q%A-b*Z3OK4&? zgT2iMumc}s@$#=gO&_QUaZ{KM&?nx1>~X8rmeOY|R@97Ui$hvH8eLTb;9`5xRY@Fu zapf`PfdAp?E!d*!zc=2&p+mZrknZkAI;Fcq8tE2rE6Ni+)eU?}hZx?QP{4o5(E)92BSX!3$?vU#^Mxk)p!#JJ4OpiBoU)3LcF)OCBX zC@!18Pg{yVwKI)n-H+~V3*kV4Pvf`i-Ofltv{DPwQ8LIaGOP1Cwr--RIS92}5yegW z-=lbNGEs^Fg@z-B2Q)Hz4or<7%sujfd8d}7N$BwUP{1B$YHe!LvdE#+at(gIJzMKi z++Bw=?K6EnU1@cBcM*aF!Np4tGb(RD?|QuPyTRZl^=onf1!rblosINbNt*N`t<$Q- zka(leVESK$#FgL!i9#eSk~`}(ZdaUB6}ym= zA#|9rI3btpk^`^!J*n_BkKCfrv5nzLYZB}#g5w~I#ugLT8X1+}}=jAK5H=`F5ivTvqR7QnR zyqgf(zQ+8B&gC~bd|Y3DEo@G^jYRl*6ORoZxUx^-Xvsiezfl~B;NSuec+m3>NAg+0 zSDMzrbp74b6T=pi&hp@^WqaBi3Qx)&?E=x@wUgJEGrj;=W%WiwU`NYZPxbEQRfUCh@cjsRi>4#Tyi*K27Xw5Z!%T$Ka@Y-9&}jnUkhpm19vGr&gZJxAY_^L883)*zoI!njJWzSZyD)+RIKF z2?YhU*iBqB3&6Xdd>1%E2_csQ$DE()tN$t(a|ai=A2_migx`M6&oZI0Z@kE=f-OIMIY zM{UagO0WnyV|i?vUAW=;#1iB{t%w ztwK#qmzAK#OPOl1!30-dbY8qq80+XPGw{q&rkMM%1(-6SiVI!T&vGT*?#1|>#8Xwt ze7Uk;|I12i!8gf0KZjQP?FTeFGXZF7$Yl3Ebm`X*AaY3IdSz~D{y={d@|jl03FApH zH$>J4nuLNi`C6r?!ug8-gdjZCM4&Y@1Q*xw*xAz=7P^xEuCFt&oUJpz;()%|hI)wJ(llLf8JLkB4QI zbc6aUX@F^{yWjyrXb%;EY#xt%P{T)Kjxl6tKVA(J)dj~jV*?!sAkK<*&iaXm^nz9E zFJyGGyCynJGc>z{^9E4r?5%cxu|n!@#6O*D-}+rUsaxzHA(fw8gcKiCt7)X5+M1&c z1P=&aemQ;<)%$0|jC(seLf6Wa{Q6tZ%W2=oBmwoq<8iLuOx-;&cxqB?s;C@(1xZw}L$Q}T;DAQgk zaCF!$D<70vOFFmm_;A#qQwdR{ihR=opVu-rBy0v!o>G!Z5C1A%5_>wz?S46{l@vTJ zGbZIMn82u&4UW%_e|qZVre_%;Cl7i$c)h(oZ|&8k9r{Kl5K3=Q*jv2nNan4OJ5@1T z6sX1x3kzn<%M;%%w?H%h?lf*QuF6Q%{09nwL8{E(FqXhF;$T=MRcZl+VVq1qPqG-O4 zcI%gJ_p)abvO{HbbGlq1#QX$GA82KbZmZCiU#Td}cePPCN=Pl0zR+bBOn9GQMQzE$=va5+3;ow6?yKfXYwxNVy0YYk~4h?@ps!k zy?<<{G|*0J(=4{a_L2u)o&;J}4@BduNbBsmgl=^~wU70(nBD$n@EsB-Ku+UK1_`m* zP`vC&%!IIE&~@DB%Pi%j{`PF^?bT?I={N^A`~|AJmGa)X{1 z;%Xl%-gB9jTHRn;UmNMZl{oprDf|nm%N}uk?dxE7R0LSlU>GMGrL#`hVmIh(<5`$# zR;L6vhA^GX4@q*Y{)s*=eLEyEeP$CmoZdu~w}8cr9mWM|5`BNeAo+-$cg}(mCG>3+ zK8yel)_^%Uv3D}mPX{!5Y!`Tb1Sj+8q;X7{Nq&{qCBx{jmdv&y4|p1K4!Brh&T`{d z{|9CM8>a;e8R^{aT7ffdDoiC|@Uo^d@-e4$9pil5{x9GcHe&2S6!4Xa*TP4k+8eOB zay3$b+;2zKA?bHSy@$E+4>lcRJX8-OeqM-xnh$Gqg|Xs3a4#Zd(RIx=uwBg0`$Kqn z<6{oMZ@j1a;Xip%#(1AJv#{uscirR1OzR{a{$QSw8riD!vT6CbzLc43?fV z5Q76|U6Q*8%I1vlw|xpMF0i}Nec+NUaa5%X7_Ru4bx`|5osXm}N@(B;hMi()uR#4} zyqf;dQi5Mu`|K%dDpu;jzlNzZu>!a%e#}PSt}jk@mY&JcT%#?gE~Lju;%*0R{3{T{TO9kuc)%yUd;cLtF$q2DD-$rL z@Z`igx23U@elWoE<*Rg4mK2Itg#Kdf@eM3~^*baKjnv?bg zY%ZWl?p=sr{w_C%C*o9xhyw_0fW*u5Ns=GOwy(jsp#jPuq7&zloWUL>J0;pVYxZ#QJy&iK^AWyvn# zwuOg?C%^YO83XmXW(lLz1 zxRehDPF$=lpL#t+2KVpAgb`ZYEd-s*lsx$y-&h7zk{>)0iaj*Ro~>?E@PxFzhxRP$ z8NSQ#z3BImSO3`&Y=BE&U*TzQPpk``M5kwsR%Yc;#x6(r6;e$ezam^?G5Qel0%S5O z2K&|t@M7NW{y_+D;bh{ zbHJvEqzs-5Gq%`lOKjihcK##w=;!>r`TY#F>KCT;$8lq-El&N@bvTDSL@6PJVC9eC zyD|~f&N3kk6tFytY-~JW66c)_(10@~&Fr8s7%kZyo#BS*^CSMCR{P3e z_b6Ubl-$lp>OlgYG`WFfCNmdU{rOZyAcAgwau2j9LNC5fzFsx{vmlf)ERgx1L#-i~kaKYmrLqV{s;V4BVjefiT+DC9*DJnR1_M_ial3Uf=nLK`@vH%(OijZ@X z5BvVlERQ)TE@@Tq{{W&*BLRsfkzWT8p|F8@j$U;YX z2&)}9e#P{s3Ma4A0<$R{u+Y3*WlX;Iq+qtnc#NM@Qhm@SZLn=3+1VN`S{-hkKM(qM zDCT$N^FTgRb@xSe$wExPtP zUG_aX!nonWmS`I%?Yk|rfocKqO~78G&q1wvPQNxid|3!(ujc^7;i{^%8n>f6l?E^EpXoB^Uq!5C~rG-=27}u^p zRI7-O+T0LVKy3jz;RyJG8kQRgM!YA%JbK^OhzLAG!C2-+Ut=RmzLfxvp!sX;MB*+; zbDEjAs}X;GQsdA4mjcE7kmi?>r7Sy%lbiF!4?(CenW^o*<2fmmqjwxPeqOsFvZ&sH zSFjL~W`}paeO>QK5g+l$eVQ?a7a*VUYCdhaZP0v|B8ov0(U-CQ`liW^{4O3aE`lS~ z)>>3}a+?c(B|t@C61F?PISHewK3BgN@WbyP92mjabMzc|!-!clcLuFqB<`P>g=m0+ zfo04-I};+LQ&ZSqX{c_xDmCrvQZ#il;L8v!oxiIX)$vA*-UUF>1l38Hu`B=?*A!XQ z9IG9$79;gVZCiVdiL(QDXFQUr=dM;b>9BY$>YN*RGFi+upgeX zCO%Vb}j9~1wb2(|B`8?R>u3pj~ub8nx-_BXXr_$ zPHk9XbcBZz_96$D-MBsnVECN;qG!VK;+VxN;r+?~Gc_w;#X}r1IQ!w{G3e;=TxSwa z4akZgf`Nk4GBDaH`mH;}Ftrn*ddi|u5*HQ#d773n**mavhvG%xCrio6hr>h;fy?fC zjY}3!EbAI9YP=d8@f~sy$fi*UsPp`5t*tN9dV>&b@?6_|%R`#utpubvnYYg~)cNa_ ztd(ZT`)B>_`^3AgIVitN>Nl2PsDJvV*iHRop)?=Q5`xT-`e_@~whkLmu`Alp0FeIw zDbeBjGeg5eZc(#F|A`&HKt~|iN}kL?*h%=q{4}*V<}U|dqJ?g)l|t&v$Hu@A)sEeDaslt=YKtc{6zpD+Iwf>d zMC1F(nN0pN6xU=tuHj>V8vE)_hQ!Css284!ASnauy0&WLXNyu63w&yZDy!mI( zTxFuVWJD94u8r4(Np^?hBdtFUf(Nd!V>*Hi%7tR4D~7Q4FClxmZw+`zs(Pb$qJ+z< zNG}#~crEuew#+x}6=&T71 z=QKQGdutxG}9=YNQ8=&6lp0?NQy0P`2PuL4rR|bs5do8 zL7ahnG>rT3{~it;&QJM}Jenb|>H0Q0Ue?zmCw$B4I`)vYoFM8|LTS8*3@gcMJ087_ zIt2N!GjKJc!$NSiukwK#KA$<%k*~<8Ts4R3yJU%*n{kSo!O`3Z5aFT;OLcM4&rGyV zq$fqrEI+Ya0^MN|^*h`|>>Whf9!62AMh^%&!I*a_PBv3DX%AONhni^>~i3`AVm=EL< zV05gKHfWI9)5^y)kG>oeW_9rMCf!<%xi}R0{1It>1|Cxm5q}2ux|R1d1{K)`WH!9< zVd%+x3z%VfA%wJ7loBU~Y6rNr^VKfaTJ=`qTZh2&>i$22lSf%s)2cubnX{cr-0saW zYEwvFrGE8_09=*d_uuU$w1L{8i~nAgCZu@MaOnp0S|9%aH4I$eZOGd^=HzcEB0yMs z{jaV-SZdf%PmlE_|A)>sq;&?%O{R`1$V%^e*;A5(5lLu?!F!?URCGe18zP~BLRR;P zX(j<*3kE5Kr{s8dtwyYsg)GS6qs5~u^U&)bL4;u)nmLH;)HC_PUKpet)#?hXhlkJcOL3Sl*&KNT+qvrtN7mm~c*`FpoB zG?fi(ln*E=uBC7Lu**lts3ZeRico8$AdV^F79qFBgv>zn?p=WC@ zi$(oESuoCQ8_d;76+X6rF|8Xmpfe9&jyhTDCz^DH)FNRwm*bn zTbHxErJCCV7?w?O%jvsWCOD257*`lKkMr*}{;=+A)`)Nxgy^iKO(l{3ibm-`YpqlRT%A6}*Dp^x z;9G2l%s^L2Ue8>y;d0gC+)qa(~R|pHUo(c=X9Y5ppp*MuS?t10Fk=XD{RwpV?1|)Y9C?E%IP;y z22A1QK}6~V-0h9~G;+>uZ1p}usb?~{D?X-f*3iX6PGt9vqE2>T=zrfPuN2xtq*D~) zOifK0W~~|dhP=fQX>m`N*HQaC(?HIa(Nj$I_?e3^jFW;`~)x%L>Zi*bb;X-L6AUIq< z2JYHBe<<+r4y0YkW}>}{Wj%coswE?hy#jqTVZjG>&y#ysqV*5b?FK-tG7=@X7I9nF z%}&53Q(cyEoelCMwR*q_NL1|Vwn`g3Egg6U)OKkrZ$mC_%a-KU11Ckl*g*fqqz>+0 zG)@$NHUS10)D{8=XH{^JeDvaUsw1(ZVKQ{ zBHZ4FTl+urshAGbjdxDS%$9 ztXd^1y{jH(FI|`03BZkdd$#c$)UmIe>k+M`{sKT77+Jo&#r5svvR@|hp+I_P53TIr z!((Xm!1Zn9=FP=a_)Rchs=fMZx@$x?gp{RaRr|NXcE^x6hSNEcC*~c|)zb@Mwy4K7 zqR@oT@&^om3iOnSuUq<+Fu~>a<+FnNN@+duv)3;;YnpQqCiZm}Npu}o?w2fK*zz!U z0x-aOnY9XOfX^4#?8d_~I`sFHPTrd~Y$CrDhk^J#t_Okq6TCYaprV^kiA;_U zD)P<2+Pi)^WNiSBLLNu8i`Bpb)YFKQ=YS_Js=@uhW<LV37r5(>yhpSKcaHkU{wwYRk5wZ! zVQnwqcAGZ{W`=vp(gGaub*J?DjQZrdOe?#6L%6%bzG_j=lW69gy(bWs%tG|PV|B1| z44V4D%d~w!<9vy=)N;4wpM!Cg9R_`OslAHjB zRZV{~U8Jya-P9A)M5UN($$4&lHB1=BFfN|y=*^*aJ5^4YE$p(Hq`2U69fk#5GXa-e z#rsb9B^rGBN9vsxyG`DP^+HXc>0n;i$4bM3Nh|(&Mg;ie7~ApwX6pDF-_6 zYlbu&=8nJ35_X|X^cLGFzK8fxjkwqUV<%7BnPgCy3EjThi!NDN1+}`uW0}3KHe^4A z@gR}npFO<4wu}GCE}QYynLH`~qMc*Ik_OVHrxRGIPb<8Z_u0{z8hDRm8-7!<3L&Iw zg>rJo_a}KIjdL4Gs8kJ20IJqa|3oy;-DSL-2oWWCWEd?NNX_65gir$ zAXD)kXe8rViSg%#U=pKOBfACKt#TRo71s~n`N zPf;iKcB#wxB7o~V-}TRThw<1juF?j|WdvrkV?-pqcsI?PvZxR~SMvxdH_=P~H>sjy zvd@Zw>R6#k1uV}!SaTKRI1%N-8jZyQF5CyqRZjj+(5wtFb83syf6i@pES~;UFr1Dk z>Y`MTZse{9vrb7s4D|j&QJkxUC6p2U5nojnaXnhn#8$4sv>6+lBf^M7!5#{C7{zD{ zC5C;svwWv^k_qyj5Qx;fEz1_Lo}_QA@!#-0{2%ZP(CS||$vY?Kh zrR3WebrkGGwI6>o1c=n~-YIfK{>0duy^!f)J5oQV!Bt^xdq`)r!fv0qMj4Yuba>>l zClRV+OgX6S)4!4>cL}AVW zYwMXA3qdziOl&6a3O_MMybtaQcoRY54d+PRj%^na05}-3Ux3gea;hZrT|zmpiQ4lg zr)`E$jyRehB{(oTCfanec&b$rT=? z+y33X)g0=AUq36x(wQ9x3(^|wiiW)895c*PEr)xBm}ekpWtyd7`P{FsT;F3~%e$Wj zor8}4$>Sk!qiqP?zXEkKVS(TJKd?S;C!!K(d#9iyiV_amN->JU7=ICE6+7HPR%D4d zHVI0Ds3?76(fiyBKY^XQ%38h=@5x4e+-###CG+-|1@hBO?>Tk!QcfK<_^IPase9}- zG&o^{vps&*b|6Sm9Z-(}9h`6DgcZ&~a3%lK{65aueA{@5%t@0vEH`kbH>R9QRDD?1 zM*N^Xu}n6F90sgr%0JnUKZl;)NN=9*L^3OjC6~Mtw!xXI!$HDV?eJ%H9_b`JFCaz` z+CY#5XIpXmx7Etz681(^!LQ?x{ow5SYv}%=-~<0f2d&aLDchpb4i|q_aRyN8L^b~- zc><5pi>8RTS%^keZP*t0G~>~~`)22f_dJB zLFegN|Kr01!qFn(*(aDt&pPZrEqnmr!MWw*^5X#{B@2M5;WRczY7`bv>48@f`J@ia zu`WVV*e}638;b&FJdI_)|4d1_a-w$5AsIKtO3u5~0Ws>4v3%44(1qT#WEO#BFK=|e zFHfBA<^lu&j8?F^PhPIqxde3O(82$41qPR~A7O4*S~^Da+rQj&;BvZ$W9~kF7`!H# z+2vZ5h5Y`x%VDxM&)ZizAar63CSPbo29nr>`3)!{O}QTD1=spHsv+KDWyCD@v{#y* zk*W71CO)~C9aHtwiWVBLPgEu^0AS0Sn4q6^oRgBltLfYFT%ejyEUA^25%lN8>N0-t z9ypF0mM+1qmg>`(!cJ0Qws@IM%~wSg_BsA?wI#Zo9MwzhUY95RheD7f4t>IqrglLh zAm9uazwhZe;-y8G6RQ|S>jEs}pofFYKWxU$>)~kDpTMg4{x4mfD?J4CJ#(ZkQEpPP zWP2YZAX5;r`w^ePzRRLSYntz@2;_Ns?j~fdxt^@JJ_HT_7Vu8^YiRsJtjZ`SWsS^H zan2F**A=*4jsU|eFlSe5-q&PhW#~V}v2A7u0Q6LnA}+anG)m8i=?AcE1{lJED#*6H zIJ$Ni!lCZ>%((q3CiaWDcpP2{G2Zy%QCa)_*7$b zPEE=EW1{O|El(}6lVP&VeO1YmflEAAC*6pU_>y6Qx<`2Mt;4?Y#ngiG<^k|4e+Jl;nwZ})SIGTt;F z8eG@V)FOq@Z@4ow(R zo(UPcaQ0#!4c@BC`YI$6na$n^>^urK8PATwuxvTAEQKvM{@Zw&-OlzqODd$byru#+ zAktTcAc3@;iLY8oq`&yvs^UGMU%(qh5{UgaH|YKV`cWACyJDYU#dO=O1SdR;1J+tv z(5%E3bweyg~~l>EZ+ku6m7rmWalMm6+Tvm@1eCxz0`_}2lioqK&3!XJIa1`Khr z8S>^decDmoPJ1$V&@T4&9a=vH&K&X_q}Y5XhW^T~*8f8eJaX1MrQv-1 zuPDuNC_G9B%6UoLu7f+EBFv7#?snU#2;JONlamT%WgR0Rt_}q#S!_Z!HnuzOXs^iq zwhpeI%=w<0_CDUm`rV#x)b0WmOiia6)}f^&1APQ7Y<<9tYg_Vp0AxvLLM^8s+3J-9pB1;)cpfg$s))WVAT`bCy2|WQV6vjg8(t`?;Ac-Y3WFfZ? z$GRvSjq~wa{t?i zGavRd+kb_$tXYexAdr9DhRUIvhF{(2ry@WTdUmg(uxUa!JTbPljo&L#>QKiGxu)_x z+~5W}O+;3FUq?I>GErR@PH@Zu%ce^0H2>Mb zRig`PwHYE=&e+N zg`-l1TZFLJN$*hq$r~Xj-gv}1S@ve9`NY7zn#HkiSDci<{r$&Cy8o!RkW}OEWhEC? z8|k!uFuKQjfX0kN*Dq>)GH-KaT#3c-x#E!ORi)>jk8{y8;+R1_m-{)AYcnyecV%!3 zrgLVJaS0djkvhrnMYhILaR6VyJdro|&n}v~a!GPwreQPf=@)pag4tPrsFejd@NNL) zif(;%VYWRJx=}|P=%r-P#rQrT*8>Ib+H6~yB|AEQs3Lk{?#YP^c+%dNz^LQ#k0?xX zhD{$rdu3-4Lhz#d%ckm=0WbR78y>>t_Yji1Uf$#B9x&*WWq!Dxm(RkFo{^C2?e@qljvQ)F3TpgZC^w&xk<@i4sS(Ymy`aZ zHd}0!!;R~L=Ek$%a43Ah_cAN#{e2f5Rbq%k%=P6hcBdQS`rmNM#0HI`8B0_VEliR; z9+nNbAhNrbY#^D~!p@5T0-7HV_Abxjuj&bI8fy9cRcSjbV5*pR$BKZc=uXIOd>vvU z^E)+KF2#!bljLSvl?9nMXo#L>P~&Vcj10ty8gs^QOx&gvijN%&gs&nwoh>FTMjPJ2 zdARSArQemfM_PCD+)!zFja@8+A146UF8pr{gDu6mAx1oVGCXMtkc|PcGbDO&qKbTm zc5Z=CuSV{!YSE}tIUqNkbD@jayAV6cYTvmFu-hpmP-fg81Di;_U38!Rk0ZR%5Y&89 zUaj|2rmEu2I$xOKp+cnqTJ0?l(cTD1{5??ZGW`9di(&q!m?FrAAfacQO_21&aaW9uk;5vZmdb2){JYr>fxW1~Xw~PP^)*MoC_e=>2l@yC3 z_BJCOR#6xi-oYHW@u9r`O7t$qS*KgwLR4x3ZlqFv2GFi!B3m*ebd6g4L%+v$it_BU zwd$*(T`Eeo%}Xg$(cxb#kA+kYm%&vB^Pq0De{VR-<4z6XYjI~xcO8J4XiSZnid2xfeSHHCm736Tuc-(k3OYODG2571N?e=BQP*ha?r`3KX|5jz~$762KP zIJw}8o*>>N&E8czh{E_@7ySZ23jaNt_&+RZq)@+){}p@|Jx^4CGg;72a!IboVS&*R zsLt&q#-_rEbkbM9EMbTS#Pgya7RlP>%@v#Yp-T6Cm*amWefD(cK$w zxLn5NCQmEG4rM&(MIs9yuebLVaV}>s>48tf@g@Bn8zxJVQNEan6E2x=rG(N=XB3c` zQk-)}6yg1~VlV&C#DNhJ(tWKK+@v$c7wiO*g)f4akmJt&XQ_UL0j_G}r{bW8LLfBq zPd+Ww!ofF?Awpka7Jnf*gkjSI!#`BF-t&90E?SSPIt2Kuz|K>BzeWZESU!>tpIt)w z>M*6^xWr|z@P3700yUP%!D(@e?O2Q@DDun0G+)+QW+AI9h#> zsD@%)yN$Xrli8wZyS~zpRa`9&P}6ad%rGc4Xd-#OgT!&(Ij&cQcuk3aVR%Qb@{!ye z3jVr?f8#*e*A<9dtM(#@t%6umLDiCs)m}#=-ldsi1I5jiDUvSlSjzAgxkAfIF#)tb zYlNGNgGHQh(bqkP-%Z7OWkD0xK4mj@1f!EnPC9oG16JFw@!a_UMMX1~&EgzCBXEG% zwbs${qJDWQpHRF&5+?E9R)g2wFhlL*g-{+sk< zJb$CAACHdQIHo}19-~9+`)Z*`j<%Oi+Eo23eL*5^$XJL(*Q)qK6RJI;K6eNXqX@Xl zhHVss^>`>^89M+PrFJ9Ik6H+0Uodsh{iUupZ4o+nM@-zJ6jXo;I~W6W&{>3b?)IOu z#h>-Rieq#{?N#MZF^v@``F+xR<3oY>9bh4>f44k|`hh*TlPq0V$_|tEfug)rGkw|& z{w15MbML5vKdMRoWW1@lUqN$EGMZZ;lP85ifFYcqB|zlIq)E%o$Mi*OIJ;|cli}Cf z7;q!$234BL2?%0Jo*wvv7ff-CsfjJbX|wqSPd=gDxtte;S?z#>r3|I>DrAyqKYPjU zP>dyX>zzcx-cu@3@y;{=%czQ-d|GWM!+9%o^d8?GM-Acc-@n=SW1si-_5%MA22Jam zdV1b$lfT~0mFqk{JUFek{2QW*^M{3!pBx{z54%^n*PLsXt^Sh->FS;^!zn99l7udX zz;+aHl)>4$gvj;}sp=4(l#dTyC=4|@#EniW%vvBwQ-FdwmJkRuwRIoGS2mI=$JF}e z@efT1K{kD!7m(%U7#T@Oq}Qg|b%Z}%`&X298czyjZ|xU9EBP}(uZOEj@##KekbCEb zO!8cgF|BWd*?yJDcMsI;yGf|e8LM#ldfh>&l0o)R%6(xyv~*U%^TJ@{a3V7$Cx(*r zDMA})D?enzgDB}Fiz_FdMneu?iW`|L7xOwKMW?4m=%>9f=$h?vmR-898Y!oE-&T6s z&QDOI9Rwo&y}0?=%nUC;6qX23=ip3@f<&KjVnSsh%4zfD^UfnFNXE};R;wS`3e)tW zQJ07baw5nU*a=-Z9Jg`XqI05{?H`?R}Xq17v`KB0wytE#h+hlhugfj9Np zuTT4g1O)5XRbG0dhF$*mAITr4j!j-4OkS@|oViIfG&H&|n7S`c>L*`roL_ICQ0RD} zmsKbi>^;j!s3~;CJ}%_X#Yj~TdId>;gyiInvjkc~^Z#W5(&yA~(S^&}I`XEXtYQ&2 za>g|i@|f%c*2n3Sc#}Z>5#<>2dyB5jd@Xq^GPAJ&E95I2*e~k7_k0OgC^1e0ta#KAUpbPa-9Q-3_ zKp&zpa8$XQ?xV=JTpFgExPl%ZG8wukP|E5kc^-$P<&a>-)tV20+tM^HiQsRPnySUSXk=q*Rxs2s0=N`%O<$ZyD4Sc@do)tV9 z!}b}mO{1SC;(LVEP1HJ4TSGnmQsyJrTVff>3?6bH*FFB_6Mwkd-xq1dn#Kq2@we{< zuO_^@+%~!bsyJ=aUnb6yHGRqxrpg#p<68pcv_fZHbk@4iQjJ zIQWE?HMpX2j0c83YB*9O_`gXj0JGMCe>Fl5rqq(zL9iWBd!$}@yx1q1R4Q4a>TuCW zP;={~j5sg<@$Zn?q+4Zm+sW>QlIFS@M?g%CPe;)tABmSEV`BN&q(=YX02EBa6s)XH zW(bO?yXDD+#rKDzSE6ez9OOQD41|w%%nh!n53fbrNlw~a z24-!!OEMF?l(+<|-jM@Og9%?w`V<&wr7fJU52g<-d7-_&g^y4XPWKe{fi}7Un#ixv zm{(`{e(}4fK5jK)o^7;cLAUefn74*fD}QEx4OUaI2=@V^7uQc&Davo(zO6s5->$p- zd4Id=7FRyD9VZrew%UqB=56Zjt(zt64TBEGkdg;nP5=A%FGKQ>F=PtDgx=v_n2*?{ z_yy>6If~0)HYJ^$NaA2oM2`Syf{p`1N_oS ze<;w{+MjthlgO_-uXez-u+E(41Sreza?kS_NZh+?L(7l%b67yv}>ZS6$%;pM_N{-iF@#}d+v z9O@3Iy@CS(d|xJ|b3kKZ#+)!YFq^HZ!Ec-&N?6C`J}*%e5@U`9P^wz%d*0awQOaMv zkdOcN)9j()7@Zz$<^U!*DucezZ8dBiSjv$6@8(_xH-G1OI50|y^D0=WSH2&LG3&{J zA&#?S>BN*P8`_Ksdj3?R7#xWAay!9568q=Uo zKO3J~&7dm0e5ZfDR=AwkWEyERb7|9qi~cZD+0W;1ZNmx2f}3r zO>Zv5Tv9cY+HB^kriUy5$mKU5vKIE0pJl(C6-OA zn>yN?mtreJ>g~Qa48BcnRSW$q$obzr-bLifMygMCDvM%ASwPxhnzQrer!`)ERN2ea z=Rm_vs@~&-#hr<*khFrxz4Py#C^g8$orE!iQ>#L{5JCRi2li~gTg$Ys)RJ@KBoVEY zaei_bp{7umBd$w!tAc?;0x8|0jY7K7V*XUh(;z)Q?bSELtex*~^+MkXDxTvtn&|`p zRQbbVlg^0AA!qH+P>f+@M4ef7TwmF*pzQ+cD$qq>C5N9mQa z&b~CR&okTz!PmzN_9?s$iy#mc71e*28DdUX_~E$>UUjL26Xu#{EMEHVGr=+d!ZPmS z2(Y%yyX|KszVlZH>Y}$H&N&E@T)EX$r~$@a#4@?(UvM947>`CGG!~`Ey??RsifJUE zJlBz_ORU$?x_VH^jE!O08l#0TGE? zOAGY+wzztY-}UAQ*qWt;Xe@`pqL^|Zoxe)Wj}#}lAqRp2IPCwn|A3oMS8Ew`MpNqy zeuqm=AT(M!sxcF4e$#l*Jyy)XS19%2ll+Ilkncn+obSF_3LsMgV$sX}?K}U2*vzxN zj?APt2vFX+r(|5}^PkTEu%^T7{08_hm^ETnJM)M@L}49zr6H3EX^M3B5M;FF^4O=U zOcR4c`l~!|s(%c)+_g#Z(lg%xrW$;(bv%&5OrJvA#F3t5Wc0o<`Ot}J*)5}&pgq60 zUfBn{Zbmu3^3@pZr+X=V!t=GmwX^vx&_!T=5h+D95|%S7rQGiBa?(0fJsgIGHy9)H z{8Q}Tt{9@lmo37Luz#+_n5 zK>@#u5h8;T5tB1J$xg37)<3M{DUNFl=PUf2r#r-XO3bfKepl?GZv@$p2gbN!mS%?55{%_d& zaFE@;h?{*Mi-?EEXO=OdJK7IjR)4SI(v#@7z|^E0Yl6iUBlF3#sjo+%vJ2O8B7{%v z2((unPAYMTKv6v2e`Bp#e~2d?BdqAD-*jIvm0Syd4+lI>J4F38S7eWA>9pBF)cpvD z0;6MRo+Qj2eG7Su%grvvS*jI-RB1SU5S+myW%eRBM}O6|kma4X2n3NxUv~oHN_uR4 zDpx(E8_FIg=&#yKCLNU={@a7`@Oo4Dc}Lay-dyKQ&CZkJhY~~M8Fd95jGoqjD|A7M zOe#oT3)i=D(?6kr>4pmx^gI)`-h!>|%5u);hh!_TVb}Nt&)4(YdvpwpH2k2w&w+#J zpI&n@14{ntF}W-+c9bc5m9oUV^K;|FzyQ`9{OEBrKnPVk7?q>n!OFem-3!^z&jq|c2SJ5K#KE1KRSNDeqv=C) zA^*uFPxeEalAs}K-j-ucaf?qEWqGzEFmyxxZ(iQ4qNb6(OLuz0?g3 z;;9|D@lmAQu{YX6t>Uu2{0XO!5(7E3IyHX#XwGe zoux&Z8&xuN2*NkI3gtmG#&LK!QkAPm#o96w(RG5;&g{APUmpzzc)o-j-d%>6F+B$xVXZ5$R&7%kL4XIXPKgw z=7^DE3orkyXA()9R542Ds%p6xAWauO{*Z_gm;~Z=ECx+Ap-ZpXoqRFLJ1rCaPL^7o z3)Qy>;$R!@U_^0dYLF8J{g-}e_#c$tab#z8=chU2W&Sh?&)oec&iobh#h?F$BmVQ? zMMT{Wd7YI(eysqRULHO0`y-D&{)6;a3JEL`t#3j7p64;7zx1^9 zw5rQ5AEz_fm^eRha&dk*dp>jB?8VnH3<+xcviSx?Uzlp@4BNyE;upQ=61(JbDG8Sj zSNlRLL@&0LnH_~yvQ>3l{V;>emh+BvXCYjA(UK=PMv*G{-|K$`(ayFlaH~#OVi&ST( zXVi}sMybLtC`(8e4e=InGmQ1)Jjb>+_hVn!vhSDIPnn7?)Bxhl5bYH`YG==H={gd*Ifi`q0QZYj`oqJuuML=*MD z1vOovgV_w!rJm8yI;#7kzsI_v{Zl(o{uErP*lB+oHva$6^o?PWc<mMsL+*ySMF=v3Z*J-Q*S4QG+?di5UMr$X2nQ^Vo!{s93Wc^{<*e?l z7_iaHE_S9}&A%;9G^=Jn!@8oH%oD`EUb9MNoC3*{(#>cwBbF7LP|X1}g(&{CMDUOb ziPDG6<%yQDe-MOvB{{Hj*rEzX)CbaIulBH>%@V-Um(Cx$w zWq&=pR#IqkmV?#c&Dh zYieyN5}Gg>K|o1I$_07~q!8z+*-2F2J)Kjn+Nujp?QLHAV20b3S^L=&i;Cg*o6&WIuSrU5ChH@&FPPA=$E z#uMdajI!twt0BB&H9aH%Q-HBEK(@%CGL5tDe*iXpntDEOzZI012098RtS-(eqXu6N znTtzHk|`@X6Z*vaRB~fQyz#x={4f;@D2@4`3Sa$oWo(l3VvfL*!j3Mkgy{Q;i*+$r z0S_NeA+eujo?y{NkXbN!C3)v#%3j_m^wHLquo%1;tJe}IeBclM-IF|wW&ng7biMwp znny~oq$22Cd6)1}d>}acCO-4X$LzqYVF$8LY6p~JERKP|hVf>S7|2z$hQfR#$iSpA zI2UZF>6pxcf^@O{+GhRP8sKwrL~V8|!&7NigW+xDy@#>x|7;Lk=Wg{_kFWMkUqtjL z(Qb~|+OW&%DMhbu@JwLDi%N-~yzg2_KKSsi9a@@X$-x zII}9%*14+5YjZTQR;0vX)P+*4r0Ie8 z!m1p6U*?5k{ki}Ol0+$?hTWP;Ce57?ZGZk)L}{@(Q0shY_Rnc~nk`KgoxP94x+xsA zAr0GcKDx$t8axWNKQ^WsYXeAxb~}XXB1N}|BxFxYEhl<%QK&}FSt#179RA?g7mwfH za~8gi{V3yxzvUGMaGr5{GOfb?xewDx6)PN>sK^OJ%QbazyjB>W_}nFg5qK)*e;<60 zv3@%$cGty6+O}Lsj<&b{B)t(p2kUZht83h@8|}l*$bOy+6UdxvJbQ*i?l)R}FSm4h z%~Y?aw;KGDS%2NC%COq>hp!wOGW5|18OHuMwhtmDcBrSlxn=&7LMxAHl;82a>8@%@ zkE5h*+c$$bkTE!a`xpI(I( zC0l=?eKza4(1^!)RdoiR*B&OA%?RBIn&L@Rk?1DkVUhTDV7US%0;_b|w$nFJ%73i%yvj(ty<7K>Lt^mX$=$9#mC(xSaMgt!;^^|$uO*6N5B2nCqF(3U=7@t(9v zv^%yQY||Te?XV9R#@~OnNLW{QHtCelEA+Isg=R}t3Xw42TG!0>HN5=oet5zaYI&PZ zS}&{=`H4~_16%Wq1|q4%{c>yETYx8y zUq6Icxw7m-ECwbGIdIimwK4IqUWan{hq^4zrnmFTm8qD^gkP}Fpr>wsxAn0DoM?oy zz$|w(sr9B1piZ>%0Gc`dRmi4LTjm5J_DeH@k>UhyLl_};fq{ye^XH(n9F>pR!~r!!_*-y%clC~ChwZN7Q1 z7B-4d4KPjMi1*ayuZwy$*S8ZPpq;Z$w}KVtsNZhNjcffbpv067P zs*u6|c$F43D1MMmW%0rI6&F?*i)?idJ2%?@YW!m@;H7nQA8uYlSULTpQjsT7$_g@9 zN6Wg0lU-fa1}}|oG|m4CbS1Zs5{_25UQ-Hl)78ij1oq5P@{e-l(VcG z&$jtHeVvPceaESI1+pP0WnUJ1mYm*MlGDs;f`Qj5|3dKgvm!sZW7PN$1eF%|Qd9!W zXCaH48z=v3nhCirD*bBUWPus4$rI5xRM`C!8(ZrztiK>{QffW9?-Rz zNGcR`XA|s2D`Eh56D37Xjc`8ow?2DftY0~W;Ni&IJ288BEk^XBZFWu7b;A*HuqIR9 zL+fgX991I3^g9b==5M-rWbI0eyH%A?OzXpbzm}W{Fr-+0aKeZ`@NN5TZRL8;(izoN zdJb+q$YFmnq}(R1^!HNZ|L(9S_SpdEYD(%h%gy{wwHd4Z{?Hhn!=!-yY~}Y)ac1;Q zcm6ki5~q;cw3lR*rrdbR+OIfIG{^#+p@-kFOhsD`Jvx z@R&Enhe~4NoCVVicqKTx#kNTgF!7~Lk~TDFVz4;SjM=i3GAW^OAVE!lUxd~peHO= zQ(ZfSYtO;VJ%8t~w9$RmRGWPyg0Mifvt5pZ)66&PXMVMG1Mj%)X8St{ z5f~mGMPhdFMn4$dqY>oH@d>&XpvUtQHSJ@Sc%AC(w+~dMjyW8vq$^E85NQP*^qLa6 z`+sIMVya?~w~~ffZE9s<(fRr_2%bxjbWYw0mW`SjVoKWZHjb3Z3(uQbpJMy z`Wxf2aTBN()P!ioUnfVpL=k}jP2-uQLx|SI4AlO@|M58gdNH@@o8RcZNoG6goqme4 zTW&!7sT+Jzy1_X{p-2#s`Z}Cf41opEQ)7oI`zewD&x+2J+nv#9k>gs!zHvDM&)vYt z0&IYX;#8dh<_gucJX`|FDqe*Zgn$Af>Cr~t-=AUVbj2t=sN`ba^5`^-K)U$8GQ zh7LJp??a@)b9G?kFmt*^qVL#uy1x+AsiBL#M9@TxVM&kHPGxa?W|%#d9WSS%z(nYL zJ8cZV!t)~gy~Fyrr@wd5L&1vEa`zx#5A&-|X4?U4jWb%LlD3nX4+vi~S13ZV%5y
?gk^u_lT9ILOh5n2ytDSz4aU%6wR%x)TxX z_#`+{NJUv-6TIAakyS+!in(MnAR|pBQpB^zCz`g-)4LrOw7$%bp;iNO5D6=`)qS2- zM+dQo(a#AwjQ>#w-2RPU<1ODc+6Lu(i-I3I6XnU!YHvLWBof0FS@aEy2`H>r8l_5~&muz;awN+*L)a?`jXeUrQNa|sA>67O` z4%VsQ`fct>fYaC@aexVkBbp)-t#7Zbiqp-nv-adkv5R-}R;=pzn7+>p6?$=-NuTX# z|JGcqoP~Q$OHnO3%T%7K1pPp; zH0~EwpKQIvGae8cw}sR6Bkx-#UrkvWZU3ag*J3GX+Sqml-25}pg(fc>lK?pABAM6b z6CT(1WBM;6V`t>nr=l{l}>7oN+G-k!zkJWwIG|6ooO$+UW5N zV$wlr=x{;3!e?6;+MoXZ{w>-ea?I1Kt1FNrkoho_U{CaPbe?~MUIF`^XjFS(#H5fl zm%h6h+GK&J-{EJ4TQ`7yP?X2+Sxxx}!aR1@9i^}sQttS{WNY`8V!(aZN7(bw;p~;& z^AewMkF$VM*&&~jj`GoR!2Rv=v*VopRR;SVTdlpUAc$whqzuR0g%|Ue4fp)n2NilMDhZk+*#>EHq6 zufdG$%!7kG=SV{2rgrzsE=g%_X(}1@i2T96=9j7h*S$JxYMk%1n*OSH-DWoW53t>M zEx?rD2dqaib)`)T1JaY|pGhhs1>C8Fu1FOXJG5@*bareTP5_HTlU1av+> zUaC7C50sGAy=)1sJpV~KFfV&wXzH-iI84>U>g3x?-TZP=9oxBfH;W&<&@e_hI7|V; zMOJK7G6n(f6t7C32l^J)?!yr2cY%@d$u#`<6T~STrl~!{IP@#4$Hab538R2c=I0QV zBY+(QVu1=#ui$#-46?r1|i)FDGYUm?7|}YO3+9ZMpD!#5AF1MDCmp z9i2m8F5ddyt(xg(@(ZRDp+T0iVzhYVwzpW}bKvtnb14+P|8Sp0g!8c0wRup_ZD;p* zTJKPF0(fJ2y|%1b*M){ zxhWMD6~F~olUPCbE%R`4@4fHbYb_7$4lhr?!L zFO!vRQBqS85p&}!+no{>&|Sw4CPo4b8<}vztj&oxU$$p1H{BU|{X%Bq_Gue&`Jti7 znBa@==JgA|PY-^XwXXV@FzLLeH@a?R#aKS=hT1$DSb`BX8iWQfDxz6h6lpecwp3m@-_FJz|+&j9M>H8ezckNm4f|BbegsriB$l~C_5LJV2?J6>#e#jNjeK z@^#}$$-`|Wn|mrwHE_N@+o!I1OUHDX?fgds#&}l-xDOpgz1Bk$n9BRqQhLfj?VHD6 zr`H%`TzA#ehw1Ux!|h+}UNjs8oi5ayh3+0RWpN_Xa=sx9!I=Y7GvBOwUf{RhR>5G} zA24bih9U{-PdTkGJ7k~C{tI9JBRIH#t#~O6#~Kps=-Pdg<_DhRIfER>Jr+ft%l4CR zBN&F!u>z)p@!_K&V9PvVaIU;un0Y4Zk`g3dEC582o!3s%@pw|VG>DN2Sv2Ux5yht0 zPEcQE#iWQaV@G{seMkb;ZM!eLbD73tey~J$MF1_~gXP@7C;RN2=&uz1m^?k3;7kUIVsaDWX6R^gp_&3s|CL= z2qfxv8n%{VjAa$0?-ieSlUE%4qASG^&q()iKn{A0L>YZw@dmlRsO|0~phIJ3GNrF{)UH;J32(e2Lxw2b&;=vJvQ2~@36TzL7Y9UJC>AY>4uJj> z#lFhWDNflnxOte7Y8f)OXmMs2WJ@OuV;-W?5%`UQ-(LqxvTn;~5H6)V<^6iMcEku$ zGHV5bK5@V6enL^`>UVg82yc6oNBb)|ll_s1FI2QVkMncp2Z|DH#T#YM-t; z^|Y7IVIC=C>FQ@kPcNEDLZKGF$#<8aPX%R71JIV@DT8bSm7~)ZlYErd;kC2~(-%^> zO_iNDl9Q@n>UeV7y&*EEzkgfOq+lIe+!o|+s|Gnw?yA`pKkJg@pw*az(Uy1ui)k>w zvcgb?skoeP+S)tQF0n$}mM(XzKq)tkt$l^~h|axox|8Y91$d8A!S0JFV;a@^$5$E3 z{U3z<<*w}O_)WdQ!llL5CfcDTNtPKq4Z0GLs`jqZjA!6qx3fE7$oxdlq=S;*>&QqN zfg`i+e?R%lrAPPEd?Smm-N>c~%&~9cyk+_c4kQz8cd+`4M{xg2F+om+MxrzbQ?f(Y zEq&OUF6G-`BJ)t1M#qdRGIi?ney%}9`Ff=W6`vJjC~L?H(YH-Xa80C&_1-?iW!fgn zY@B5YBAWb^G1i)3!`d9)qV!-~J^}{1=h9INiN8@v zKgAPDj%-Eb3wsD)Q-&cgGnPtxiu2JUWF;a?#&mZ^4GKP0JB0PY%>s^&6O$nPvVGKdHGJ3^VMPODytrT z4|zY;DX^HNRNdG8c!%#LMJ9YXIg-XrohqMVfpo$8xbplP2rxKCn`V759#)DPG-L7J znWJpxb#dMYwu)9BZbfnF&e@hdJaE9=!wcTz_fyDF1+&T0Q)Wo25z)D!te~gnI9=eO zUSCW92d}9d!4)YhE1v=KF~REvlaCq|gjL_G4krX}^pusSPGIBzdP=F$QTiglbSOSF z%|oQ9WLzjz2dU6$=88`uv$yd6Ej)8MI5(c-$XH}aoZmr#f*)mA>nKo7B#vBxbAJM8 zFOfaIt>g&QVp7X-eOFPUj@Q3BIlq=*G0FUXW?oD5c`)<)G4s~2a7SF+)x+~uZmmbM ziua7)L_lrTV0Ln;V?n+Q3P{`TXFwT;=r<#JcnU<6UV&FAl;!A{mJvK;zm4=|i?&Xf z<0Up_eW{{~4Cj>wAk9BM;D{?k;IFTdun_tH^3Ze@Izw@E>J@oxWmaHJHYPk{1xYBd z$fWKoz{rYR66h&$YqMxLq$q*cr0QKe*oe@A2NlZ^ZiKsussC@7HH~R%DXFkc?YrN| zGuDyrj{IiK{WOrBT>Gf|^0IoTw&dmjTqTTtjW_U_9-oDNcx1$tzXE>3IA|aVQ~Wgz zGDsqj6&Sdfhm8AKS3W_W6QfSr_k(9*o)(8mEVOri_L(co80S0sTTS(A&&Ym|C*|&H zF!a?1!Vbqm0rHV~scNlHnI=6$DdA?g9#*XOtF=R{?1pph5k6GAj6t#`>U}tm<@;n- zZ}^@X=?2}4!H6}qaVq1m0Y=Ch{3zPK3?U5N{wnE%)YLWAnaNuIA;)L{b{K+n9c4r* z3R>!Dcgf;1!Vjidv&)N1*CdMfabgvn5k_3^tscK87YX}h;#~TY7;puZZu@Df$g@UZ zGg9ZdCNfjidHZLOCASl34^is`@l8)<5|RtDND0sudpW}2Db;RNb|1@LRqfy3|Gpo9 z%yqPH9d4I@^0 z+oX>$B8;-!hr&g()i6?u8@F0AdL4sN4Sa8xK5Oqa=*ptHe41^viAbZQf#Zmt;TOdR z(S+9Wd(oVoMPB^_G6wSG&MCF8X9vHlf5$JkyfAldLKIeqqckPk0_V=1wqb+?(Mh1t ziT0qrCsK5GuVH4P)gnxxOd>2zN|D2qXsWyI|AC?B34Lcy?jzynLpO_u$x(l%^x;%S zpiF{F17j7K#nRXEHM_%q&|)Kn8IdVaC%-R6{6d2TQ4uQ%rHI0tepR2_>T!QML8 z7)+~rg5lce*23O_@*_tW0I*@ZLL@D5<%fgWu^n}_#azulClj-IO%*Xky#^#er;FU` zz_5CAB9zmvim)gj!()2?V}j{TV}r%5bBBHS{Bazfy0Y6UD_wp>QsGY>2Mv_`Qms(R zeu}~$9Ii8+EYU0@f)|CY)cgfc*A+hqSaj>V+6H!97qS(m>`7FT$|I+z7J$hyldJKl z`(3ptDJ_p=X^0^UgB&N9vU<^b85O6$Og+xR^hyZ0U(488NjH#e+}GmbwFr%DG!z&X z@S;n`J2uuDUmhN`-Y(kr)Qv8dkopgvh5NUcx<94dSLFOKHLGk=y2N8@w^B${FA^(2+m|E2G{5BZM$m6{xqI#pP z2=G#J*Kqulz{%(=R-<1DG_sPG9HJ@weXP4V?TYWP{{7wGQI3Hn&0|vS#YUDtBVz{J zhDS80N=-mt;Kya!>PMj|9AM^zoPj2%h$2hghZ)@&G1Qtw^NJ`Hl+GU7=z|*`vsB;0 zd=7(=E*x54Xy~UAP&V!Geuaf%BG8#>&!who&Q9L<)^VBOp2C>G#|~(?(JY4%G_Ui8 z(F}PBRTwA{QRpZ;ZT3;974o9R@w5;3r$Ly%_R$RECEQD{?qw%ht~XTS{sN0r`R=oX z+`bl+#%Rp#7*@K6?P9?j6SgHyV>^|Veu`<`*-&Nve3({y*(zjJ!Z}EFj**)3jYuVu zm~U3CpH-^{eh|e-22JKQCcCFz+AdLVfsHjoypoxO%=^K2tm~&D@e6>p#mfG$sWl5> zmOsc;pp5QKpEG_rofczPFhI#&Po2AUYdfl0OjmhERz40#IQXG#4pM)9=>AI8I#$Yw0Rm)s+Sj z6LVqylyP9}Tx)L%Vr??tj>(duF*hyZ(`lY->}uP)s8`70{!M;^DKJDX(7y3^5znu> zqT1H;`FpGl@iLsDuhW`@1sR9k#x=?KhM5hy=lQV~)wTm#jljg2K#^MV_IIvIgUYM! z+d0~R){~C9g5wc_SEFf;J<&$lNH+|*zP0Ny;RgD<4w8h+dgHE1K~>ffo*iZRCbDi9 z9U;YQZpW<}PIBXU|FRu4z@7Qk^B+}3aGmKF4Gj$uk>2qS_xg^#NQochmr7&Pfaejh z_4&rac5Uf$pp7_`$Ux*d?(kGF8=PHPIWrX74&-Da^X7#7>FcYcI8zygLeo%I?r3k= zS9lf_rqy^0{fE7+A3HovmG;l;zY=r3@5BPc_>D1}&`84NUgx*PV4a)!WVzc|$Q~Y` zn=pi$6PnJpRi+soDOgDTB%7Y<=pz~@l7#Vn8tfc&`(_-C6qQUUuBs-(m9xq48`aG5qaLm9zKxlF%s9p>}pbK<@DS{<`Sn{L9IavdqYl zw*SlFX4k6Pp@ZIPL!-T(6_%XPgc$PZgX+VLMNwBo3HnKOQ4G?^Mn}4f<#0bCD}&W#)K*=k=LOc@zN5?+^mL-Fz&cc{4X`vXDloSSuvLmhp5LE)OBdBZ_q@Mb=#(32B|Y72<^!sqRG26`xr6=TDR-3( z3{B8?dEi0*Bh*8XJW}Fab=%?8d>JtUQ7bPXs~nA)rNWug@^ks<+j)1x{c=(2Q(Y77 zYr(mXaEZST5{H-uKs{%Dd|Cr)_+Ui!Xc zIiWOc(S#{a)=7FA?0-@A&~{O*umX0#GDs;YSeU1VWJsE-Z+aP-K8d&{4-B8U4`G*@ z8Q2Tl{aiCNk3I{??Q%PqO0@xniLm|(DJG|5L*a6b?%8fI_X2|gi9SruW-36JupYOf z(5-S^L@hPKY<9M$so$o@>yw^D^sCDgh+`RWN`biSyhO&V zIo0o+hiPerip*Efp_iKLBbw{2xaq$1a`Q+Awf*UTG;pI?S&1QG941nsA#0TnBN!t0 z9q^((a(05@#PXc>O?0WN&^y{*_ya_X+~VhXK4C%x*1W?%lW>$hXeR-LY#%~HLwdCn zqa0cf0NF`0+8U&d=_<|4*4^h`>5sbo_sdW^V-V$EaYMp9Tr}|PcS9-K!8EhQtK_Tp zPX%Dfzpdd8?Svo(n~Y}rwT+QcXK!$aAsnK!iuH;PHEm+gc{IetiKpouT#N}*!QXSb zGfOJsE|`HsE7>)0-^pqi%*bZV3Ruvx%nKnF(aEBlQolEWYdcHYd+RHs$l04~Hahf$KZ~4^S$c543mdJrT`% zUOQW7K0VmJ;}yV-A5z5{0Y(dVIpc@Ya`c=Bm_4%HYkHUU zsJo*Xo&cbhcv(uUShz-e>3Qln`%rCPFZk`6NME#U~rJ3aP&}> z+3eFHXeR*WIvz`13F`IC3m@19-Vhr(xXi=34rj1wg zKgCt0sfs^FQhqF-|4xr$Jdv>OB;W^4R_uE0wTVh8&*(CPXi$SOaxe=Hdt9Pv6Su!o zGB8kKW-<4(mMWb#h3oSMI|$zl=013f||rC<<)^(L&F-ks=3E->SiuMYO$I`zgvl%?jRL^1ofZ&z|)R@LUhz zo^85+gBqp=vmy+mCp6G$U+nf=%;1O-GS!hd`+Su5FJAPGN>Z`@QMH{@Z*hPp@p)_8 z^Ii8tox`U;jM~q~fGDQTrvRCf$bKk#r0C*p_T5ED$#LoK^Ry@wfQ;3@m(vfV5t-eA zqokNf56`_B3-CZo@PY`$xUrBbJ9M4wIZM5QB+MTk5v0_@Ac2XUZBtLZYgZG|Z~2Fx z${l;T-UeK5e+V-Y%nQ?9Uw0!6}R>AiG>i72V=(~^d6fn~*}SM{^%zxr&PsFbTHHpehPI4C zIFzubZs7zzYzEyJ^S9xs69U4FS0+&8)a9So$4l^;NZWRZKowe@+vm&Avy&_I`<(=0 zDv4s~$5*IOzsIjH*gTt;$ z8I8DpXnWw-Ixr$?ayQ7+jX=4@_7v6afF$b{Oy^x+FKItgW9#m3uP!!I9+i>_zxEHH z=pp}!;P79~O64&eyhSj-l;M)u|JilfK8UxQ+frL*)yQG# z{E(H91ZP()M|Zz<$dvAGqwKGs_&!H&q|Kfp+AHR&?Wl{W(tO2A?F{@Sh}b9;BG>U;xQGc|4m0!v_iyeVmWlLtSOpYqEh zx=in+a5DOvZ`)YrN_-9Efm+9EktSh#Rv**_k9E}0)7skH=s^ei@E-->&x3iPvXfSfAD%Epp`1+wgLP;;hGdb-b8UZuD-8x#R&GIUj-WkJn=F+oYo(PFK^f zNv&#r4*d~v_V}3*Aw>d6{v&P!x@f6q85)Ue#7o#uYB!?62Ip`sU8Z1+bP?YkR*U&g* z{aM9Bp;34q%bgFn{khERsOJ+mz_Q{s+S*(NRbg>Ms-d7l4#_7O;b~f;rvZq7q+UAc zJV{v~<^~TwNKHE?oXXu`JxiOKDS0ACr^(;OMOL0ngi!m~vmwvk)+J8Oc{SzUrK$~T zj|1ovBaPny8#P+S`MlPu6>{2dy7$PrGJRA$X+ z_)eJ)J#lpxSx!0F0mGi`Cnu+0gESt}y2=PmqSWPzw@#EexqS+)Wd79_n2^vdtziC?2<%1MT<^`F#>$~U;wa5TeE`m-e zSbXS{B7c(p2y$o-t0kkj8@iK#iAw?51qNmxJctV|G%hVU``};?L!!FlcqEm))tw+_ zoeUe@Zt6`^!gbhAgv8=M_HWpH z>0d$JZdN~JIE3TSBK@+a1SGTv7ze3xZ0}NSqrjr5B-?yg^*fbm}Y|Ce*aaiI~ha1_%$F z2M(B~JlUTjXY2(p14mF51S*$K&ux(K5u+=OQPjW*s0 z#Ig>Gr}pu`Z`Spk+i-eQKxhlIEq6eC6Un&DDC(!0SJq^v;w933oR`V`VkYb3=mP#I zxsc3uS?}CHi)(3nDqSB+o3T_Qu&93UKxRA@3 z1cVNL!)RFNdN2u#;AZ-Ks{idGae$qT2VEJh$#_=QQPwD2?IK7R?MGu3Te7s=XV3F$ z#fQ6L5}~tUgqN#nV^Ne1M9vN!1WzxD3pJrEHfvW34^YXqO$5x;0t;v`RM!;fPq&EM$4|a?H z3lt~)1)(XRPjG^U1`zhWU&2-Y(TM^7%`A;f{;4)Dp2p3s>aqCz7t%$p*D-Zz2}CI? zc$tIZuS6;h&5D?tAWPrfvrF?;z#;ei)6@4GjY3y=6jiWITGm&+kCl$mO$0GTq#1mrhYj`R}opO&TEn!l6xN5foZ+F z5f&z~mXv1mNWun=&7?Rf73RMSgX+p8Oh%NE1ZY6Z2TCVC(*`(wgymOx`G(4Ko>ji=g7YqqAWCE+E#2e;YFepL7!fb=mHL4=w zqe|?3lW=*8+r}va_~pg2EFD+-jRd)EBty<}E!o#LET6eLe{>6;&5^*WPq{s4wEIo| zc=Wr1W553DjZpxr$MV|_hBWJOS_|_J?j`-$@og|B8yI!$dW{=sP5fOF1ma(jZoro3 zLYwaXZdi*ePj_f(|Kx45%H_f2dp9NI+^!>3EmT%4^s+M@&|S}n8!_L2NG~xZO-1}g z%Xo{w#@6Ir^5p*Fhbz3l^{5H2bO1sBCJ9Cd32M^WJ(J7412?9 z&zR$7l#g096w-CZWe0Y-Du3L2xoUw)B|^ zAcJ$go;tS^;DWhP;gZ`C-eU~}#?5veQz5<)rc+iM`{iQIo*(92L3$5y+tnG;@ahs8 zN%Gy#B?pAORd%ouCT3SJLBEd&;9f@ndj3M3w3lWUT0uH`VTdWFI;-?nghEwMeVIM~ zeJsfiwy_qn5n3BE?zF@^Ny&IK(5ac1yF0E=C_ul0C}|Es)UMH(2#2t=|lg_LT z{v-V!qUrz2`yT)*>bpusraN1C&U9neO*dT@eaDrn)ZAzA4aBsf13*jxN?)hKc&h(= zJ$jMMUUU7nu2RQnkk~Q zHQ2szCinj7F|;%!3}oH#4BONrB3BG+uI1X7C!EQK!5+R914N|Vc*j}YLX zxrYG(-rDi7+FfWYEzL^`LztO%4hJWAo-2>F^!*K>ShR1m4Wg*I8Vhpdq&(FFq@^tl zyMRRHg7n8^!z)q=lq+7k$;*JGX*GB{5e<^2B|1vh!V!4U)~`rqjPu;D)^r}Xf%b~O zrdI(wvj62a)q-1t%hv7yo7BDcmmPH>~|Rf$CVZpj`NWH9Y|v-hdFn^RmJ z3qgvM{YL;Ksw$x2Bd!R3yt6! z%H5yA-^gOABB?alk&GK4J^cpbJZ z$3R_ZTvVfflVFn&ovlPA(|3KNjF~b{wmzdwg9-pP1%x?uKycp+RorVwamXPa1NpE3N2AZ1c7CSqh_4Vybe8%hFM0*mB#n8&F zGV)2NCU(qy>^@DIlR`&p^eQ_PPhky7^B?GAg}@7I($!^3ITP?awTS&AM33Kg zJsus(bDEG_vdonyuLVbY?we z&yxFzHzVN(nMlkg@Si}~f`@s*)`gkB*?%(3s&fwe$4--l<$u@^jxG>2Q0~TkDt~#r z{0L)40QDUGrGJe`*GZ&4gJnEJbcHry1qvF+1RZf#`fdk2-I-CJtU{bG%L=y*MwySYj}TI*bcs`8~^7=~N&hPt@Ivi1e2}YB_>N5_5^9aK_`4CwlOFw5F;%bGAn6?>_ zUtTshy$0rF_8A5Pv}%O3T0(*$&g*>Y6;&>ERF50nn0Fri6Xs~kmJaML&R@Kos=A%P zjJWRJQjq{s@7n0DhWnr(bYk&P;q#BP@p-G-lldrqXAGY0;IQX(Mc^T?C3S?aVFV$q zg47Gzo_lGbe8rD-R}ca{W)8EH2S}Nl?vJy=zGM7B%;=1D$jSbZ9w2Vy>K1f+_h;xn z$QhDsv9s-&>+d$Qv(z-6;;ycaVyvZ@QcNN~%Oqffb=Q#<-SwyyW`qiX5I=GqHvQ>* zT2KAg)HXZuANVG0-yrjG`0@7P?-VEXixR?FcwBij$yyA+ z;*5B6;}-8exr_DrJ_71n$GZR0wO$dpNOcCAP#CWvJPl!(C#nRW^&l7EQ@J@smI z7&U5(I@|M$>I*3>Ql)MdP+^*LoVsK&1rggQlmb7IDSv65njR*I;x2xZ&{Dh(te*!6 zSv2tXFbVvpGmnz1&fB$Vb;a%`@hSQ|qjBHrMnNSRJaqyl0eDakD9?I%^O~b`95Nx~ zw6*?T<@}z>El}9;B#&G>v(LVfUQh%qqYQ?N^uCb|GMdEkFmSqm-A+eM(ACrrC8Q%Z zrG~B%v7?Bf+;qiYy0=6-Dn&`nz>~8vS`sS-YsXkx^P~*Vbc*S3F~{;-HWrIw36fic zaVzB|HO+C$F^+zI_~S*C6TbqxAt&5?Y2Qm~EAE*aG*|d5u{^2CQdHR4rJP(8VllyM z`ZDs+lK5Ycg(&-m0OWHLX9FU}!vH$6p($1^KaNjb?dn&iPqwut?WjI}!^uIOl<{%C zuW~NH9&@Jefz5a~+{mORvIXY63JuEuV#-9;+qqi%ju|CCYFyy{d%&9Ks)OP+A0r|w z%<)VBQXf5IK61$iiE@6`qDvWl5sCUFpN(qpU@1)QMx0}E;oRZHy9S3kph}AiCrrin zf#A?oK!iS>ulDCl6e%PH{~o|li~!;$OO6{6c#s~rdjnGi}IJJ#WLhhfyU_JQG&(6LBc9#Tz8aQz9?EOUx%>+QQmydEUvjN4` zCZ=<}^KFuxK_Atf{Ojl%`gPP+SERPHWi-RUa_nObL9#PB%Y+lK#(tr+^K$CXoH~>g z(^ezX<*!v_e`2U;K%Z#;>u=koRXFk?4VpqAb-YkaKuVmEqeKE9S~s+9Ty|J$Y9WhC zc0g!dwzO9rzY(#YDC7T7Zi39cU_r`RzTsiU#h}QXMbUrdA;FzG$OfzdDpCkSxZZD7R+da6Wd}6y_qzPF8oM% zMy)Y>@OAP|!0bdxPg}Y<%@4MRGHPxw1nXda)@OX4yuu@mB!dPuHtcDb&-oQ)t zGO^|r-mGk9_qf8Z4o)%EJ)u$9P?JXC!t~zj?3=D@C;|@lu*mABj8CW3p`tQkdSjym z#UawxX7ik^)_JGANM zV6%)WALshTE2fPK4LC}1G?P=Gi5gLjPkVgHG@Z@i!=+cN@E|xt5DoqpH;-?51iKai zkLPwz4^MT@U{#y9##)pR1VUvn0(*u8Z&6&1!!+K=uY&Aib=yC9T$~=i?iE6*0aKod z2q=^d@`cY1M!Iu69D2}(531ouF85fa$S?=x^)g{2!GXS&fj~C3#-WxBa3B;DQOX?B zqh+Wf6?UeQ25T1`{~xlSy4tJDQ#2*-!85MvvV$AhOm>GF8mYHOwB&UUecWTqJ2cz7 zInI+s7VmgVIZNtW%~pRORHa-?QxKwudAGM^&R3KhfWb%g?|l9;vj}*mFY~%v`1}La zUS5yldM65z&aXVxy|?*BPz&MzsXc|v%INH6Rp?>oH&i_<&o9Tk>P?wpI_eEM8@-W! zFtp2eWG|?!_jnH8mer_u9a>OVaVIcNj}v*b>UYn~udt9}gr48jCC}{|wYo<1Z8%Z} zWdIEuscRC3^VNuS^_bbhPE}W3-egDAa-NJ`CYK=%r+e8PxxLNo=A`Fd@3+ z8>P3OXU{y?yD^0rd6qN!=PVWeZRZbh<2^pdh3$n)?*f{SbALX$B`c=?>HgZgV2?*5 z!NuvPgpRc9cu>o#B+8X8?i!3)!)PduGV6v8svuo+*`kbn#sH9}eY zP}_>9OyPOM9N@eCH^L6u%nK9J`gU`CPbI#IL0&_Kv!yex)l-eR>&#moW9 z>v_kK1@Mzb8$D?GoSmUDUT_z|Rm1Ozq%=rCd-tcRB&Fh1DN5-fL(^3TMA3!oSsFw-Ryrl6Q&JG6ySqV;W*DAc*ycPmn7%4(Xet%# z=%|}HW*QgS4@Ha>bG>rMEBi<6S^ju<$9>y-dO(^33V@g>J~8MfxP25BGss$02U1f(YOYw3nLETme-o^R?e$cu8Q z+8jAjg;qTcpSpcM9ELT}p!m3i^Z$;zKoR1EyWPBBmrdGPs>QHAs5;x83Ay*d7OHEKlsRGym-$;v8fe ziT>1U#H#N!`6B#U?sVC`>|p?3E6Zbal2z=IZeao?I3j2=Jrs&8buqEJb=S zG2a9Qd*nbIN*lY4gIn3;NoTV|GD{GOGf=CUki%Dcu_dRJ(FR*9&FoKQlPMM+fCR1$ z^1arLOg3jFf|`cGJcs~5xraK}wK|I-j-7PlB_@p@e?)dERdHAKYss~iA=LouU%OK) zD70fHRRKXBKGM0-bQ@4wPE(!&?1421*hPPr%4)PYkDo|5yX~YI%d+6)e2eCP|8L}Z z>itOEr6Moi^pZ&iC3V2`ot%txgR+#a+G=OvH?G0ZW>Ia&)zuZSKwg#bIY-@zzRDX# zl~^H?$kvV!<81)HmF;$0gZWy;}_sfj=npT0Eb z`8|hUVs}?tRlAXGJC) zqBdZ6@Cp3j!d||$y_PMvc>x7HS+%DXcIkr@lGA_1nbaB_moFWTX$^IQX8m3id}4*?@1W8ZD_ zen6m;W>}RgMXbgH$9W}NUfb?@4_;+Ojo5#sB(WI{LV zoYz6y&VEN#;@YW%+1p<(v9VP&@|iK{qZA<~#)9&=!}+K5^P(QVy^2RgjIUxPH)4v- z0r7MQz=~F}3_7Oh@cP);9eY1`%E}0X9;S^ZQIDsey_nFHkgM!LV|fCv-hOx5{Ncn; zQuoidEpyO!-S?w}=Wdn$3QBvRl7$wThMwGE28=ib50oQ?&=Elt#g96@kR)NfK`Yt< z84>SzHNf$%X!moa!Sh!Jn?K=B^j?yy7l)~2)%OvI?(@G@{t4qgI>|#E&Ia{FMpsfgt8cG6mD+ZPx5;Oh@%{E1;}Sumh-?j? zkX0>JSYaqhR7EjfSY{oE^`GxON=9wpo=!{3?7ZQlLd!)bctsqv9~_uPzGR&2W^6c(=cF6g)++-2D2R98F z+0tZroDgUr1VS5;Y_TU4+$;>g(tEl+DnayU+iN%Liy?paPYNvGgaxucw`R2!t+;{q zp?63Y)KdG6yH1j{B9y#4gsi*Iw`s3H4OGE<2p~rxM6nXik7Pn z%9m3@Myjb&SPTV;xuxQRVT4U+CaJ-Yz8&;;BKF~<%n0H?78RubUke~iR?2!gz97v| z!;>^X-1Ru)mgC>%3QkyE75c>`B!DApTkqexN2_DUnWbg_0Q7x7SWfN6%+&soA3aW# zY(hL=_rOFCjiI@cuPjUvNBG9V3JX;yjinU_(Hv(pQn#A2_uMMSR|5vS zr~JCcKVcfgNd=lfa5%_JaiAF1%!M=Yco7y5liXwy6lH|gFkJ8LFJHqCPqWcI^quyY zh{ckl-swyZIg+-kfdwzxp^RJr4w(9qP9i)`?ssHxu9)F-v9!#^gtB||nN=IizGxI8 zh+M2NO&zW(waYuAs169R^mi|Z#?qIX6S^F-_64-?xIwO6*N@S z#t1+>%yyWcwT}bnrm<`_%-DBX^*Q{awRHQicV{V+=#23&5*D_Xk?-Ev)ZaUqRh%s1 zy)THkt$YOEU-a8sKI;2TjsF78tQ;TdStL><&E}D>P2E<9-*r0tc$}Eu166;eB9DGi zGg?_Q`K!Fl=W;|Ys*fIZ`8&>Y&c61N35&2<+d7)^*Ps`aAkSC=el(DBpW{63RZQV} zs`LJYOekQz4kmV!YK+3kTDK5y{Hb9SlE?F+c#x47v&=RSNA@ZDMbvy$;*#XmJX5a_ zUotJ$++}x%C0If!kL8NKqVN7_+DH^an8M_nU0*MJ2)emg~8 z--Or6m-E2Z?VIRN!%T&K{x5)J9C;aANp4fGxZ`H^G=whxROuIexk$7zrA1&(1?^g9 z$i3}Q9)MGKUm^2;Y`KvZC#t-lyO<-kz-0i;o)jo;MSN|rRpT);_&ysXV zBEZ)#a!|9I;N)chYlS8jb#5OZ8P2)z1OPY+$bpA_lY4Q4gTx}@oZ)X-+&?RCj@8I3 zW=}4^Dg3)<qUG(=P$P~g|lmvHnLfjY2CPCDgKe}99!NbaD z9y2w;?-st0!JFfEKg@@Fa%j-eu@0>fZW4k3^JMCZDoj|yVh!swrcl|)BGNim557kA z)I0Xq8#SYN{i(J$eRT)7#T3r)((o9b+}g(b9hc*y$buTGsLsrwS)%k!f$~pK`xgEQ zq6iAn=*n4b)(e+e{+M7)Ou3qO&v-mYBD>2*8*vLSufaoy`UcgWi# z!X(pq1W!BaIy#UclxkEE3vcxiY3bcAmz!inF@D9z96=PVoSZ|Bb>ZIJG#J&7mcKUG z6CA;TfYDm^>r~tC{mEzSPJ_m#&7NuO$LYej&?IJ}$~8yo(13E;0W`tPU+V>fP?`RC z`;%<4v2|&;M!ood*A6THwy@1*D~EKKKaE|Q{IVkC6{9}{$>>t1@Hi0y$?eyWZJ?M4 zu@(%e#ExW(%jEjYOHHPB`yOId-Zw>Jlzt~1tI}d@)g9|_tpLO2UuT)a8%$-;0p|)6 zs52Mg&H)!*WD&1hsrefdnN{;I-7fPKT1p%euH?8`eY8->_SqUl29g|1hJhov=@QXw z=zZpP-KDxp!TOcQDZbKJ40D)Bsl>WMr>&vv$SCL0vB$&*K1TY#HtZG-i^xGrtm0lG zh0?dOramYvwW@foc3W6U&A$3CdmZ~z;+V_A-ad23G?ZNcM!4p0-{ppsIKOw%Q_@2< zGHY}4(R?mEmcjW<>sdE=$ACVrmTNAvL$g_{ zR(Ae)^=H~Rta0maA%a0x-VONj-z*DVJLE}|@eR*J{+xYIUix;(hSKL9EfEGd=6U4k zw5V9kyY=^ZDTA#>P}F0#lyX0t}u|MEFYaDlsybpC!`uWRqS!z+Q= z=RC*vTZ^%mIyxkA&Wzpnru*`|s_P{5ZfmT}%`W|i{VIpdeS)#HD$jv)l<@ww#n0aL zqu+cwv&eCAwV0k)I5olI-GjmPc??ZOUZ)I3Pcx)RHM7j#^%hd!l4%0pI8fFJaw6cx zl_nS(D5^?Q8mTz$w$t+Mxj+A8ahiWkA$)vSyz+RQ@5xm)@GTjy&+*q6sTU}ih_vR- zQ9qIA-4wFw@|7{D=1PiS9v2iYa1pX-5Vi?dGHgjP$a#d@Dr}^9bSgJiEq_h>nw7)v zh%tENe0S!ow?~3tV6a?iHz-ZVu|R}c<6M%WwgUe2c?_sj)zo8L`9 zclS6lUZpsiLccYugcmwGIQ#{2D2MEkq$H}R=wMN{k1N7JDqS}NWyQVSqx^U<~)WRrJndP zcO5#h`|QH&Q7*BDx*D*BNm99jB}F}{4{)rcp|IJHrB&k4QPUfX;OcGR~oRel&y`LydCCv zZ>cS%(cS`=wtDZth>2-?YDpXF8LPqDq14-p!bPEzC9PSKOyyig#jrmeuvDASY!hnR zck>CAz2oX(Q!?Ij$Xx~!5gVr*AP%~k=i&93ZyiJO){5vt*grU zRU@zZUka}wxR6V56qph*MW(09(iC;A<>+dwYw!5nm+mttF}5D>dT{i5I`>~4;=dwl zn|^^gkXBul!`tD20fu+@tSgn1>b2#cCihx0vHkjouHiR-g{S?8J{)r*w+~Xro+}Am z^rISKOPSJ<^yzda9PE@bPkSP{+T|=4Z{Ie(fpOvk5e#bG&f34E?`VF=&YRPb1e_1r zHn|#;elmf^%V1r2<4^%q=HC@Z_0qLzkXcbliS}sA$+c5on&vXAYoLTlMMC- zE{mx}df?Zd@XB%eEN3FcIn}h$2o!xX)_SINs&qG4k zhp2^>33Z*luA7lwenDFhr~$*MWqCpCAvi^2oAGgCqS2-nX51~HK4X8Frbay!nci?; zy4oQX`5}E+MxwaprScZ7G>V2njTNQO>9)l%t#@I0Av=-a_Ys+92cmduSF=4%{}$aO zw8)Q=GxY~rZB!ZJglqHpYUVr>)z{B9QNPx6M7>?lQ^n+=T8@MB@2fuSSfjsu)}K<# z`V}q?UOo>Eez?-U3;nWcDRN*R@hNDdo2o32+;Ks{sMBdYBkampfNd^|S_X!1qB9F9 zw+5NvB|8d(PpV%3Ds$;$sFRQ6#>MF;Atg%6NO}V-J*PKUnFhswx4j*_{!%_8s>TR4 zP2K~#(MS5udemZ9?x*TwyP;aMJhF8*E(_cb-3ta|3q`-dUEWH8va71}{FGSi!O80t zaG|w@C~i?20FJESWn0isb>6bQ@ZY0<*=zc5yL+FNfj$m1_AW%wV=f3xxSBm1Xq+rK9MaGjoKVr%AP7Cs zTlnj%Eo|@O=R%D6MM%6oqV6r2ggK-R3xWoM_%0Wk!cVzq=O@Y%58$S;2ptg6dq)UH zW)}UV1utpMn}1B84itU#smSd47X%>=ZsC>RA0kk1gFl z!UPDJjF*0g1Ui3=PpgUHyEwp{SNQ4E-TmidusQ%_CmJv9_EB~8V}sok$e9^h$ut3y z=bs>fq~#Nls%20DCxo3c>fxB5VC8l{QGyolay%VgG>!s!f*gK`&6RF=eo^1Xtn{MA(fJN!9| z@S&Ul1Jn$z5nHsWKgf&_*+3c&v>j&Ppz-_(KPkeK3mI(#^WYVPYMGCfM9FS4UiO(w zPUn74`LUPNI=k(k^^)QJT0wHw0aXbLnW#@arJnh9GXdZbWazh2tH+b*kJCc{pasd( z3qt~Xf>)zfq=LjYzCVr$*mrrVVjzL)nw)_bas{y>$JwdI2%zYDR)g?dn55w7+iz13RV`*i(UO^sTFY3 z$ukQU7&5IBD0L?nQe?^zvf5f{Q#{P+usPg82BI&U(R0DG9stn3<&_$uL572ig5Ef# zh9miC2;MFyY9teCAbP&psW!?5r5czLjF9e_f}O;Qp*oxTMaWvXkqwI5&3@Y;jaW;* z^^Q9V_pX^G1~Oo6e|&qr9bHZ;b2U>=8IB0a5hISXK$=~gH_+Kz)%5qdHuCt*UF|2KLFh`3!joT| zA+ez{aoO30i$Imjqz(gudhHVk-AG$8KN6u)qfnFb8X=+WK3>n$8ZI^tPUf; zr~Rq2)@Cu^q_1&AO&te3}>{3{sUE!kR14IDbOSV1G3 zUfMvr!PpbiNsPxl8;pb`^+Y1}a<-Mn170IBt7hz+{8c4Cmu>R6E)4^i>f#JCS}hqW z;4QfwZ1j7?sKyrrQYzE3xH?%WrwAE=^!={{6RwieuHx2xA3wRi7NG~o>e@<*eno`| zew8A)BVKtf!Lyv}>L&t<;xT!xRZ}&3(cItNZ=rF$T--+j6e#Qy?FH1OiU>fSXm*8^ zg_YgKJB)ivoN;&?AIWJn!wnmL_(;x>mPUNf&&>Q!Yo9bSf8@WLk^WI(#sBQJC*Bsj z_UVMnag)aapjo ziuck)_deP)F|w0emOV__(Sow6$f)UNrp?^uAiz!pOp1xuH3VOvZM4U@ z0s?^Q)1kpDO&h3mjd3$^`tyBF0f>`u)0_;?3?bV1>py1;4%wvi@EpyGj=OB)v{{~L zK0OnumgP-(Ia>)((Q3PQP-S=5($cXVL^=lYoEEK*d3n2J0}yfB_W)Jp)cfx^5&)F} zO(+rsq8y47azEQsZ91s(0wk!P5#!9BeG{Gqq}`cj+xDzm3uV}BvX`*P#GgCIk%=f8bdo{tFJc+NlEVd(5FP)d?!f>|T~4jTM-x$p%-E`%GM=cX-XW)23<8`ZYHYnH{jRN%S&R zX$vf@%n7ux9`{EpkBgWBo zXAP0BMqf25$a!VoFLn^yC5=3dO3A!&cd(0QlgXTYy=82mh|v8#v9ft;=UkvU{O{iY zQJ2T>BI9`(5*jZ~zmdx0Wkdv35fa}3xg9K?^M?UXA1A9Zdo4FD(-gAP-D{@Jc`2f+ z_R*~CMmS4~ztw-wCj(0IKD+8G%pzrvI?umA(UUTi?SlX&C_u7w{0{SUEhDCL$*(2jji&Y^Z3WZ=+%tS`||c2kVV=?5$E+CgwXTnl@YS z4gGJ|hrz@W2vv%7gyu6qx-R3YiWE-52r)p7xf2$(Ud0ol_wzz}-1EzIRSLlYby~<6 z6HD_xKeNWWuI5q{@8_^zfl8eE)q`EJN}HX-y+Nj5q<)TEL`pC5LVsco-(mFo&xo`L z{y548t3Xq&=fSe_!|c)&%f zOMI0YlZ*s}YJ}nw)2IT2dc#6sGGqT$D5!wUG0LO+^Z~r! z-yK%p!9j&%S zjoRM7nZd%*qx~G1{n|BAq5(%B`6CS1*O}#<1gnBMdT|sEwdx<00S%4klG}oOb{9LB z0trQ`k^=~+fG!;pE2=xJhWy=B5eXW^RNLGGZv=k1`4mI&B%%aAPunXx@C|VHUqLJ1 zVH6tA$;xT2D7qbESXr=58%!yLOFJ-%D8$=~aZc?CrO*Qy?a~@4LrfV_h&bZuHnOi3 z{g5tKJWOLEi<~j*1j&uq3@@8uV&uEbVQ1S(TZ)uM(1Qa-dc1F#({3H#N(<@uhd1gL z4PxcXl5ixjn!n<-n%`!OZ2YICoo9rHr^$kk8NSM$C;XHv$StZ@liAk`1wKzGN6~Gl z%Th_UoiEfkJBNPZ&TC(zj5G4PH*)~FeLFipeB+T?R@0g)n?4TkjBD9=x#Bn(>0^%? z=9o4rgu#74=pk$+4MqmflXW{KLjeNoRWYW zI-Ac&m+!NE{q(frjZpv`O9=Jncw>F|PBi@|qbIK8g2$YW?LV*FN=coUZwExK`-=_o zLNg-HuO^2e$=b;_W$XiPgI~hqyymW|)<`LR@0a6P+I(ntUkMM4Wr)ImA$lwaTwy)o zqrlIJD+J)|*Zuh5YD`5OK|m?9eMg6uK(*l->?f(_VH2;N%*-^=NXjNUX}^8!`{!}I ztGdprC3+y`c^l(roFNvb9yGVcCP6`xBn{aTqPVlF&IUUSaZE`qUWv$MW}>ZIXbeQ$ zoO6m7DC(NBU89nLIGlC6_ZXqWepn|EXQ?{P@Wt7lbmF{`(ZgcMryVx zD8$ZB5nExnm?+Pb#2f{pt+5wjOQP)k(3l_iIDR-GMSqf^(y3GRNy&+w%s}r%q72Sk zE-*G6;6N+k;wbU-mGW~N?Gn9TKfuTObrox}kn@s#z-1J9VEO#77_6$2osr$`d-%Lu z!shSRekU)T4cUjwQ3IPI`g1B>)<%U_AZ{%0!SV0an3o1QR1iBcIN!DPP)v96H*gV( z{1k8cgAcU^F-lkC6P=m5Mtl{y%f!Jxo3Q<&)N4LLLm0P*(Rc9edh)No*f!cn$YU&= zvB51;WSw`2Baam@CZ?_zbS#@=}uN%J7XHlj0@(B^ySwAvUs+cE6m6x4e^KVxhPS>qFi8BE&-ImL@Tb9B9y<8{>{!y0CIr{|1_Z&mH{WXF^6*`Y;qUr07o; zf)WwTgBosjVh^g^m30>@w&TBs2OA3KqxQo1#U82(zcEmx`5J<0g&X6-CQq0y#r$8o zmTqQT9Q@x+zeEd0W5vcq3=J#_Vpfre(I${V|2y_3kdd>bERa=2RvZQr9OFLKg5OFj z?>DObO|_e98eIF5!N}iVubAcgHry$!dz9YT51s^TcJ?`uYK_tRDbqJdLk>oYlr@l}`KbP_w_{6Xx*l_g->A0s8L zF{p%T_iAap{A|Rg>$KVOzS{0%wY~MGXZE&^)NJ6?kLZ)+c7VHBi~G}V8*TLE|3o{`ysGW=5O?hN_~Y=6E?&1w z_cRuk0V}sTD9A)hm#XtXW08XK<(#h;EQTs}Hz2{H*(<-nB1oZyX_B-|!@Jb8++o2ue|dGy+h2H0uM z+YOUiQXF0MO8ug&IWa+AyS+uHT31ENIxO%pRX@jP?$o`x+})tJPUG?g#?6uV&f2s? zf@`p6f|Jh_^2np{o4#P_zsb1I0-oeXKctCX^cz*rV`}jdS>4h>=T-=Pw~n5%$PSdegYOK}^9$eDn91=2(%!4GXFfT;0q3+&0_Lk(aPP%iLE3iq zuB7rKPq>4FFA8fo(lhsu>1p;5fLP`w=*Z(u340B30)SQ&G=VU`%~KX75lbT=z026k zP14HUMAUL%DhRFa{K4+>^LAFlJw^S?j;Gb*jZ?Iwl%FRw{l6>;m$AP3`9+1B?ATo@ zlzN(O&#O_k!z;L}y@a7rkl`Q34o#wn*P@rA%JH;s0l%|LrTVyzcPhNi(|nz*0XfS> z|9~YHO@1J7`EcYfn_woJ_zou*@aS>%`$0R%Nh#;{7KXfjV$n4V8c~FG?bb zvur4kv(AdTTtozX|MOZ=+(+p0!;*PSsSg~#;kJuO3(FFs<9u(Y0BYLE8*P7U%<@>W ztwD@eB2hJy|AKbEuEn)xhq+BcKKh|rtSw`PpU0j&AW!$f<#QCEw>?V8rz<+$v(j4JEpI^h8 zWGJ;Hy89fgq$EZPxU&8|{df`#0FOF<%$({V;FNfGu>& zW47!6wE!m|Hj?wSQI%C37XX5cwi&G-g*S!=YZnf7r9LRkf=Pr9TGuxS4nJd@u$KkK zx1HF0x8Vk{tz2yTz=we5RcX1a=QBcu?^xvv=!{>c$8Uxyj&OL(jmK$RiaqIG{}J2v zxB>-<=5wid_30+*;v5(N14U=rDDw(<4wdgMl;lH(RZ``Mfxs#iNmK*GnA&MXvaU|% zfDRAxLJ9Y(rD=;_OcIzjE?mE#SFDwQBxSM&qY7MPon87$vXyN~YCIY_?U&wS6{|J_@_m3PbnYI9jcWgJ)c?=Yy+hM4Nx6YGMN8+KX&jFl}vol{1 zo!tOWBQkE=j=aMC#_KNKMH0pw{lVzo>TfimXR;X24UTuP9v?@?s{{jX5aN^AT8|&c z{Xx$OPEqSSUQkGA<$+<39T*L5B|A98ppO;Yu3}$p_c#~D_963oUKr@nmq2<} zC&2ibQ+(zQI}8hyjXM*yosdpY{Zx(If_D`R{_b_{Lyd#IX(IIP4341gL|1q}aAKVC8B0o`i~ zU!MQfc0bDe;<7zL_CZ|5{|Xd1Efj&#e3P&h2Xg`)#r_Q)3qc{p71dR_|8U;_+e^&O zLjMfnM>V?<=*6YM1)oyGjpF)}{355(0`pfqm29onmg9&In+LEQguNP1z9E{R_hT$MT}kNNM-%si{5sM4D2V#!OX*v*12U>hhKkc zq-Fd4{qX)c$t3f|AE(8fwqsKuf?k!^?G@{=BAHhDt)KtqGJ84cYnSNgcdEzxZ{Ugf zjT+@om%D#l6h*C-w_nMqT9LUAX56_0JI(&NK(aFZO!+&>V1}PY(x{BxQ8JtzsEWeSnEiwnw^}(K2klAQop*38 zb&dPJiy9)wWRgjoS)Mgyb2nfjGxPFR2up@!ZAO3Wh#&YBf2iaG-4+N(mh+dQboI665LtR6T z{=)oW_&Dv@^Mu~0!_7hF&6TBawFz{E^}R`UbyJI;8ZR57N5@+_U7fvg$4$Gzvqq$P z&(J0W#N2nRZwX&GA!t{4Z48kkrgkzF<{f44^^Xl0-cXS!8G7ECe981Sb6Tiu8!K5V zF>qbhzL~ZOb<}L~82Q0E+$v0=03(Js+=17Y!_}3ErH=E2v`;kX#$I%~@y1{xJruMP zq`m>k*)*TF$b7U;vgm=dndEHci>m=JSwCZ%|Bfbn}Ug&9?^Kc>R((4v3kIL>7=kTq?`brXM6YKLs% z^v`fa6jfBLPVrC25;@opl0E;u4$0w9@apZ=2jN1*rOj=5w4Nus&8$zyMn6}zaNtvm=afFDA$O_v8q-Yln7xi~0$T*yWSldF@2+D7MH(ovS)Zld&+&fd2c#}^kSdSyLmSq9` zxY4~wRSNE}GulYC2*>W|I)@cO)PPJ{T!rTEEI={gf|hrOg0c_hlI|w z8@-zgY{8*VrisC!%1ti71JHz)lA+=sVm&;gQ5~8X$S_z=wH>Uq3}q%6A!@QdLT#Xs z0TF)^AANUFOOz)4hax|%?gx@y0O-S#9uh}`5`j5+u2Qpg`tAn&Ac-zB34mF9^eC2s zYo7U~-ZWM88#DvjB1b)Ebr<>V%)^t$p8ATX*+NzqlVJ3z@Z;XVDr*%@=x;u^LVnHE zyGo+sJWTaiMf%0nhH*w6w z7(}Xrp?m@eXV~aa}&AabVWrG{Eyz!FPh@-=w2j^x^xiyxMBw; zjGPiBZ%SH!*8z~`wrJ3%->RdddZvLMralgXAV)J>51mO%4rH{Si2%SjJ!BKgfgGP= zaxiqgXcpf5RG*vIHgI?zJAW-YH>;+zN6AAxy+SVhcot5ZIHY|@6i19w^4ihFD(m0A~mc1;r%2mfsPRB|MmA90D!6lGjZxJ zAZ`qw)pxMHS!+d1D4@d+#gvk9YpT4SM2+tDd6*YO_S#iblUN|h0CiNDEbZZEw;sbs zo)4pCt$bk{nf4xrA2=;*@?MZndbSrb(EAAn{HS|xFKXqh1J5PTa^IK3Ht+|f4eX%$ z(%nF$w}z_JrS7NUJ;hbU4n_29P8U5Oo zw54E`BlYBVQtRuLN6$$=Sk|Uf+&UL;GG(eJrQ^b@s4`W}Za!3^SBM$4a&)+Pb$Gjb zx|KF+MKP4ELY&e*lHkfB7js!^$HyjnZLD3Ve|03Cxc53HlSf>YDVJdWpxZIm7BFta zGE%bl5G2>B8q1!5tv+RV5#PNE?{=9uX32(pz~_3igZ}^yo~vwzQqWWcO3BS-SB31FZx=9Ll@5^!QF_qZGsL`|mtK7Z_#exJrn4?Zdo&co?Ro&teO zidgB=aqYZr3M8j6byCd3LD*MK$nj9;x~sG z9yd$kzqb!9h+DYbNna~J*nna$JGDzMnAq(ZZ5lRjSi@o;$UtllY&JUhpDa(6y>6_o zB^&Ux<1UI3TCWiS*T-FYJ@$BnGv97%( zGyXl+Amxi(Zu=zH;J2h3XVjL620{PoavL4=T zhxT4&JS{sbH`az1P4Y}M*5$94zXBCuHw$;aL3MTdo6dH9=-31s38ougll+UcfOC2V zmjj0`C2wz9qbFth7sjKf%Du`xZ}NYASjI|!gNDc}4ikq(CLJexWMH z9Z@$E6va3O+W(W|%0L2Q~5XL!nS8BZDIWZR|!}T?b!r z(uROUL}H@px-=tBx^^Ds&gg z3X$1s7qw z;j!yQGOW;hZ|tJPQe!PGVX`bPwx|ARMY8m0ETFpmI^_)-5vzD9*$y8jIVY=`i)w7~ zKA`}YD|2B_`lbVV~56DN7yhcOE3ZXKsU!nFacqa`)URXGD&K>$wDCAooHd3 zk)g+Ai8D^y_NOHkd#Vh*-mDRCGvK z*B}5+;oI4ZDscfk1!$ z)t8?CX8mU-|2N#lHeMbAfn3f{C_uL`Dj?D^`T4b+n(Z~ahFj>mcC*KY0#)E`LDvI+r)aSq;JFz5Alc6!viWXX%L3Eljm71=yl1K0-28 z=sTrnR@x{y81L~(Ne7AkfLcM`23NNR529EWQa^L%Z0UC!w<%KG#j$b@kuULpKu@eN zgJKGdUW61GS?aPON6)R~&yKW|Ss>J;!TXtqLW+Xoou7oXFh=M?#e?E>cxkHv_9Dvkyk9_re}YbLaHYt_maf0_0giU9=%s~-f!3+a;lOSmLc2*=h1ypQZP zcoi}kqwKN&AOpra{WiFn?$J^NK=;?L%ae0;YiYdyg!Q0%cHMc7BP0kw<~m9GgoMk1 zSSHU)=oGS5$p}=GI!uGr&{@}i36yh*PSkY^Y(1%Z-8q3R9pDw~xklO#7 z+xhxH0Xq1zNbYxMO1m#3(_cq7x~$Zxz$n!o!KJ-Dzz6pAMi!jymNz3(h23_H_KW%6 zrk;sxNm-1dAw!!z93?%G0&#FcNM0-NoeM~r@WlD$tL3_Ws{@)C8OS-eb12y>>~!(n z7wYTY>*K*RDl0o{>t>$Prm+vZ3R@HWDLEy?nI>u}k&uAaL?qdv=x2Q2qUZhuh^(di z;!X16JvT|SqI<4{$H`pWJ+b2ZXKNB$pp*6KGecE&m+|exr(uxrE~G;SJY%y&OFur% z3z6}9G@B473HeAGLv?wOLP3uYK?y4aK#t--%Q;94*kp3W!!*`qIMC=EU1781~3%Q2!wS(MoDk%GTi4!wa7R%WWMMTI=hQ8J0 zm71lQd~1>&XYt|(GX|fnnx2QAm4nI3oB`s0qgNBxe+Ufc{1H^^4=P||zDM~E++Ll1 zk3PR1#_pQI8Tn&U=M@g&WHt3Nkny`ZWDh^=8h)2$tu4%UujR1XHZH?oP>@V9Q)B&} zh-FI~kVmI3d+SEd@vhHN@DR*={zj=FOApCq4DgvGB}(WzZsmS*-r#20UvyQtzJ2uD z{eu{fH`o+b6oqgMu5#yJqFr81f)%OC`X~nPSz+5=e63Loue+aWJyuUu)E5!E$2+E* zt&$XI>A(_(*)W8mda6_g=DP#aA1gjS?x&|SR_xe6S8_TKqM|T}kO<$(qQ%R4&vy#> z9X&qQ;z+!fo?i78gXevn|00y6Fw%0p+mpB&f&{Hz8#^+YfS7VWx(GX(eX%5(YuL9)j|wBnOTle9tVdMVwlG7G`o^-P}+F7MzkIJ_7oMGeeI@so;4eLGtx~71^Ga#bHHqj=TVZ)gKF~F*5x>(NrkG5J z-b~$$ijK9Te2im)q9RN4#)brQ{8^_0;n|DW?P=~t=?UqV%w=EC!?7;!Ixq+DBxXXF zaIn&5lf!9_tF+a;V7yi}AGiA;vI4C*D{*glAO=Ei&CaCz)t(c^0P2V zV9I`3^DcA8oP(>=CN?`J3rV;3%Y+Thnt5w`j*R`0RBt?VYEv574g@{@xt3B5tx4mO z0uCR&9P#()I(~PJ#KN=u_Y6Ny4g1ZCDAaUR9Sd>xl_49PUV7w;c|t33WQD%RpXk6_NOt_|f`ex2;E} zEZnixS&*umS4BUVz?RdkqJ*sl1r-7Kqg9Bs@ zs}T|`UpPLCT5_uEL?VS4HoKhlbu^n{qU&^=Y%!q53SAf78~R>H7e@OVG#d|Q@NYdh zu8%5heHOCn$9J&XUkP`v%Jim@<)??@VpIE1Pm7)vTz}*3i{b;q7Jt{p`QU zwX#Id`|E`^KR=zHB>~iB%*ooN@b!+qlee*mg=mgc%RE0cs-@ z4$Kl}jU*u6TQ*`na7x|2ho}gvs1|ne2K7KhU2ceXpATC4`NH6> z7X7GUJwA`#{c>ox!Wd|xova#)vmx^>{c~8b`MzFKX6&2Z@Dv!TSZ0^!Wa2D&*Tvqw z5laRNAV2;J9T#9YfpV7>y*C}4QPMwlVF912<)Xm>f%m`P_#)mg= zjqf;AF}TBAhr`y%s)dzOrjt%d1BI<=mqr-_%Q!LDVk(sK2*5oiWxImbZX8oM<%FFs zJfvRC)8puxcasoVGR(N?{-k%}a^Y+!G5A2Pi2Ts~%2r7H{XWZHoZxYGe`>s`%1CtP zbdVqsBaWn&hEC)Vw&*#WI65`pYG_$>{Hl*T1jSNBa3k?j7 zm`T?<>XFveVLv?5>^($dlmk|H1=-JOec zgLIdabS&N7o$u}cdfxrQH?D}wduk4{Yr&ZILwDdl&C98&xWFl z+aMd3n-p9L6HLIXNT{D$X8ZW3VfIL;;>OCt=UG?`2UEO{YFJWmW;s2oUm9oUlV>-g zZwy_2B6R-G*@g(FjL;zVU9a&2XWtk9%8{lRY*>&rYCp(i!vGy6)5%D3u3Q!Q7Q9ta zHb)*kc*@0y1xsc^5dI!Ehx7`1S0HDai&^{toJJH1Wt3~nF*B1M*Q$l-6}{&Izmrl? zm3p(Z{B7{3qTd&{-mkzSRRBnjQ!+TH7g0zQL^M%W`XQoEjv{FJb#+8~=?hPWy=M)K z*MB?1du4p|x?b149n+@ww0=y$hCa_kAJ)9jl?bEsT}DZsmBo|Q*zzv*UkUUN?Tu!X zvol8NHBAM{a?IbX(kKBTDCEpiz|gmQrZ!@!b|OWy(lAAUPGpv`vOt$=O4m@}v*_bw z*s15A#2*l!*WJ0HjcJD}$4K(%lv)@R2s^Gjf>BNhgYB=AyQx3D6K&=PgXndD3F!Rn zUon_av=4vZw$?KIj_yn5?Mlt0#21bv5Maa;)g_x?Yc%I=m|#PN&75A-9kW+Eg6zvi zCWLk`U1Jv2tTH;SAC&Ieb@irUK@rUdbGXm6V!m@4 zv{a&lQP|ql=a^c-a|&yQ$uM+2Yf2XSGVp7C5}3VHhxqBi)-@{p7V7pgv!< zn<(ensw=xCtesx^P#4#^m`}I-d5rJ&2E~@*?8_-A^qGMfT&XJTm_t4ADWhuA71gDP zjRe_ZSD&&2fW@slA^G1co|$AZJD3%qVnBz60uw4`W=e%1>sF+%tA>>9K=%V*D;^8{ z>UOuRbGjN0ee7xEeOOl&;Bd&m?!GL+dFw%i*_+J%)r(YV(t|16JSW|`WN_zxBW0?# z;fN|_t`6?KbeSQnZseRiHesM-mXQmZ!VV$P02$osD9wV!lD!6Gumt{z-~0wLrB zSV*e5q8fSLVfVx!5Nw<+(v+r&t_dF-Gbr$u$xWibg@|dZ1Hvlb4!~>Nd!zw}HQ0Ns zpKhlwYahY6`G*HKr{v#U(1}HSrhe!Mxkip0w z!(@Wa%ln%>nRsh&$-P;O6Ga&E8VNiG!ddugeII=8hTl%P9QE9LCm837q3=tVc7c6c z{v5KAx?;Y1mH=xuQZ*LXGAIw}IA~YG; z^5KFVrc%=qMKFCwCzn(qoy_mzcCnmtwmSECMXv|-wl?rnxBfFXVwkG5=hy--WvTcK zRpfbw%5wD!Z=+!*+Qp;*>+{!*TC26^wmg2xk_Hb6YI5zCd3tiLLcY7HI&kJyjNI=% z_x|iry=pfL8*US6l+QO<&*q_+FnaQ?FRiYfKt$H`yWQ&rY=^;g|34cK-a!GMuFt&G zX)wQ$h2Xyf!PL;zu(9h!fr;2pxAq?Qmm95Go+f#-y$&?`VaJcQR#q#rJEx`SXM4yg z31~}~=4RsK5)PcgeZEQr-EY(k$?!WMO+is;( zISB_MXET)JN0nZEm$UEZSFe^^mT(7l8g;vSP@wzBU_q%{)$@Zb%lf~Se)g$)TbK^V z&LrP>QR%Cvwy*6oLlnKTAFlfa3V!qjWIvd^_U!y~dYt-NDKYr7aFibh)hD=_MKh@ORINffYY<#O9pL_(` z5T;jD6cgHnAad#?a#cgv@0BHHM2@)^so^h)ID&$*?j%NIxvNSxmziw0hp}C&X;iV| z(%ZMirY!y&)!urJugVclY?Yz$ONW=CZyg+a3sZ7qLSya(1mg2}dk0q3!@zBr(MZ8z{t_O}a!77K!*xE(=x-L^jL^ zl46qC=0oJ2*2PCL#QA=CmVLH|VAU?{xGBdAL~f7;_kM;$GWh^5rE{SuaWs0AMxnI) zY-XeyKRg#o17dThT%H?nJcj&{ zqm03WrX={=E7fHpqEAPJ3QNuL2f#Tynpy}W^?cDIgrBGo+b~h>@=WGQJ%9i{J5IIt zO+!X5bCUv%+C{+Cy68dX3%3gVyd_(EY1`d^Vu^Dn4awR5N=;2bUwZnN zXN1}GTgVLYVHaR<-FHI&gyxPM4U-CnWAgz4C)Z0(h2`L8YJ9_bx0_MI2@lyGjjD0q z{lz=Nj9}b6Q7Cc@DgT_fZ)*X!jmKyS#6a~4r8>S?HRV=5QdCdVsn=#(ykZtZ(z&-e zc-D*$lINYN58d>QVY+U4we~)j6xY+!=Kf74!1&id{6^X3B?=F#rN6m7vtZDV6oGu( z$xMUV#cZo3VsnymYFZF%VG~LpL6O&2k3gNMF0URrlR=@bm_(&zL58aZkYr#e(G_Kx z^6U23C?&0%E!O9GPX!&j&>vKI;p3XvfiqvBie~=0k8nv1$1Pc~-g74IhMKsRi7=`f zYYBZZ**zE}&CH(b#q#u27QE~lxwpd6qfHJ<8$UYCV8oxA;ew~e-DiMKT$M0r)wK2V zWsiSQ_Eyn6iR+s-oMcUrAHZY^(5l| z-&1M!zo#*)!286wnIe1;S@9%(cBxfX{K$(35JX z9u$ilR9gTI(*s?!iRqCaQ@#NI^_!j>n=GZfRAjE3(!E)t!6zIto`C8~8(m=A5qKK-(~ zrJSnieqpj^_~MZ*lKpz#TV+?(;p?I2odqT=A>Kym-QFoQcD{Ay{q(gb8sB`a)HXw5 zgco|Ct*L1gGjVC}^c+hnGOQp3qjMrDQHvXEnmY*_*3|V(NW7$!pl>EfJvZbJdo@Zf z!Y?QsjL_bJlbajJ-Hp|kkXSjZ)mvYiBumUb;Ld6-*(Fj+dMi#;uVw35rjfp0`_E+EC?3Bv`wOHSxp}`Ed`mVB>?nbOixfR?X(u>f zzPSlH9bmAk^ z#~~9%{C9lO`!0nQV>xO3WDu1g8VfBg&14Jqgg?bH`CSa;X;{c8NXdvG1gMF+UUv0}WXULC`Z zuNGGDR?kpVhb5x74Q3?}Tz zKv9@AbgJ@+R9c_k$-e&GbYRUZvlaYsv;8m_O%U(Xf07uT`g`K=ve{lqDGkO23RK7E zD(YbA5KS@C0>&OO<5$LzGQv4zw3ENAQ|7bn@z6}H{`aJ@n8Tm{Lml9M48()FuC=g* z;W$xDGG*yPVnsTvZiWCemL%rQ$C8%HhXPjrB~=KI*Y&y4X`HI8S$3_UF3oLmuQoac zrJ8uYl=ZtLGK8n5>IOBJgjbCT%;Fz!{c($-2t+PHT-LW8)lDoX0UOJO;`B;R8{k?lP*_w@yAz-MP zmbjxLW*m6AzO=>@cR{{1+MnOVFdBQ=y+%y^(G>@Sj8e?2;=YZGJcI-7ou?=I32RS1 z0_gCQSu1b2YUvSpp|@o%XC)I(q^iVvh$wc%WhG@rSx-kz22(sAwp7ub*qs+9m3dIH)j$6*63U!AnTSToF7tl`iY($ zpW42hPk(+OtMj3l%Yk*76%{H-peD@jxOg1iz+M6cVkD+Xlaf7 z=nF@rR2F$%k2d}@b~*9ee~B3|VbRwkR-L)dELX-hO)uq{=jjX1ix=a+Tlrc!Lho?L zS^wV|G5L2!DvWtFxwBngD9h%wM|P8?M!>3OD+9^R#xEQ$`&~Mu?Hz?)>kdR4#^0vN zB|rbv)eg9|)Q}Itm?VGJD)0p9wtZm+c}@G4HGpkH!GwVr$(fQ`zbYwY?#St|q(1Zg zQY<#SI^X``J3sm$79&F)Af4087VrE+ik5`m^y$=$*XN*}70B?+LkS~xkVNEGnz4A| z>PfvQHt3!!q{wj__FKDk9K63BR=k4-#wY*ynGlp~h(j&u8&K9p!y(q8OwiazUo1IN`8(DV!k*1Zl>P7C(rF0Mv~4^$nnPBi(v-LDqV6UTu5Sw z`ErKqig#?~%>!B32HGnj1OvIUyija0e9~$+jiEGJ+V61QBcSCB?jdhmI+mBSl)d(| zjir#ZcpUGO>#V&T--%S!C`zgA%pg+Zn&LkBku({U+o07j?Tw7C^GtlijO^=)n+ts> zF&!gleccO~dpbV|?NlS0licrJx03p8HP!yynB(zGS8@5s)+_m~+nO!Ei~;U25msxu z>TMnw{wJ~UOX9EuJnB6q`t-l^BoOo8dFt@Hd5N&m5m~_12{PqtigEwQJ^~G5N99aQ zOt>(Xw|n(C6fq7s4lOt-x)%ZeW-IPswq!tBi;>>~=Y#$}L$&_md~i@(!|6lmMQk5a zo#AeT29cqp!qwa0xv5n5n$x?u+HFTOsytkmQP+H)a%<5O+uvdKp-@I$$=PT=KBkAb zW4FQ=U5}jkw_Zjs!qTaV$Jfjpg`380ccJMFS{@>>Z7Fen8$cJSLX^T5aK!ZQWbdDX zU$ZVnA#o(#f@ecX*k>rhLFtw4Bg2$oD(2u@UH&A)gj=BY&DAw5`uAJ%0cF^&p{J7C zjima;(=y8R*kgd50W3&YOdOv)nzCi}VK{s4jIs&cM$J?tp72;sp+4EkKt&=T`m%5EsBbiM*1ny<o%baWu!4 zYL_gEW|95xUuMi{jQ{{|MVRit>d@%Fs^d{r+sJp98y#+o0hd@^T6%C?@mnk{t$SlXDDv!7U(zoW#qISJkue#nB|+oon0bGlC`WDq0@#Why#mXuCo!u0vGhG7F&l0FSLA~~*V1RK)5 z-`PY*h2L0n1#>C>Kv!mkI)lGajsJLX4saGT{;Uq-J0~%YrRZo{r)ov z#AJN!5^(J>2B>~}3A;n7Dv0;rg$-H~Ayc5~@eR0yafP{Cb8(=<3OM=ZXx0AF${ZQf zu=4u2yxxtpj=v-u3(Eny60&fATf8>QQ!nJR_uT{KKeFq?e>J6Fs>cascWRF;8hybN zY8L`Iy-=DQG7Pxt|pk?KCJPr_eM1%!G{i zwh=27U`JZV#ZnIvGr4Zq$Yl9m77{zFw2ISViJT1#b{f@&axl3(1>!BixWj^y<*?XG zOSFF{$&KvmvVssPCTFD-v`^b=_$4nEdI$aZ0%|_ky294_JT}^Lm7mmNtz&7h93Nxa+fzg#|1>G*h8ykh}W zCJ3g=+w22ihh%M@ua9H3ydp+k4~rVF9$iC+EkKxx1;IN&qG}SNmjVeN{J{VeW?#{L zd+5nR^zDwAMlyZ+?vF*6!mjYDJ{eH+XTiXuiz7&Fu}jVKN1u5`B2addsv2bMcnMD7 zUc*g61)45gACFG`37x=WY2D0Rtrc|Pc$qh1yIDd8ABF<ACc}Gu7StD{Wafk#@I=vx}(-~AmOd-myITlxoG3tF*Z$> zb5FNl=YMTH^M7mJ{&0TP57d$2rhV7Km-YQoD9vIJ)s^#36m*6GAZ>lh zcdhj0!bF83>)txJWfMx9p(KY7d-a=MM7yZ^)W1eIS}Mv5))m@}KQ|~v}DvDL`JO7({(1U`lx2QAZz47 z&qD;#)}wq!+_zPHdAhvZ?TLN;+DSHMGd(JjeDDtdxNMkLhVOGh-~+AmldxwlYkEQ? zs-WRa_)WY**i9svM+)8Sy-)u3vYHbNoLr&ef7-u&Sc+^qNXPx+@M5900~k45)S$b2-LS~Jha0Di_o(dITvTqAkIM8=xw%y4wfr{A;f&*1;`DwGD{vOv zW8b7v6qI17El@$JmD6$v7s8!OOEXI|iAd{ET?xr^>hsn2DN{8Cktr1{jy3=y!ttEl zE`#$EVwKwESy?ya`bF8&@jJQCzZp(5c#{J*JPZ;m-Zv zR}#mbBE2`VSgShkzDtTbOswiPH(p*j1_*s zAI6$>dj}X*x$vU7J2XUQ!ppOESSSkk+4F-iO=abw15;av2VN0}8hiO-`l<_DMUn{{)P^a*ju9?QH`CY6Bi)es2112xu z7bWHQ0zweoH6m!xzJmgki#Hv4?l6GMpN=Wb(?NkMN#Stb!cjW+vWgwkd|o?yTqtbt zgIRx`upvr8x$(@UCp;iJ_M@h$6O@Dj@f9WrQbYR)T;sJ`z% zIwLxwF=r1^)11Vn8B&}&abaUYuifn9x{)1HqzSo38Q~ZT5Bbo(wFX}Xh@PkW9+4eR7Kl0cAiV6F#y9xcT8e1)A zDuV`%Pu^|Pf}E6#F;Odwbm|h|Z{|IZ-WTI+TNv?fJ%p6gF(a{|^e};nlHvN|b*Y*| z2nl$y`}N{R;sBK3~+JEHts1c`Ihqv zKQ@-PlsMh1hSdBnxi`L(f~p=-a{Erl;o+@Oc0I!ZMaF2Jk@3s14B$fjA9hC*SlX+& z@wN0bfO!p;8+!^#4f>icF187UMHt^DT1UwOY1@y|E~ZUQ=3>I4fv}i}6mi&Gm|EMP zA4<9V3uM3@zvyjmmTu&v`h)2#Ek7h%xMYejGE(wd-L!nrm=0&aHY{KsGqdE`>5&BW<4qTo1$XR zL#laZV`(2(`xo@i#B^}~Z8P(ZiX8y6Bqhy54^j?)&vICJ99GrJ8@5(glP31=AE0Kn zI(sHX1!}XS1jCFz%eosH5*;X2)&}s$9uyb^+RqkNF^6y8IEzWtFM5&jGCe*!8+8Sh z$hyaUKvP7nd$Cd$sz1)KdJ~a61FgG60Hal30lN}=@1&((8AeuG7{zZ?lpvf73dArF zr>x6n)R*H6^T{7xh>>W=m!<)@F5W>~pgdm^-?FO)qD_E1H*{ZhPRVv3HHAODv5HzH zOqT%uLEdWeN*;y9&6wh%HbDK!2GfQBct3%Sa?>MzcrQ5zK;R@+9NjJ+9diJ4>n)_( zDM?9Kjg6Z^69$yYZos5=I!$L`#F2!12AV013f|>TlOfnF47s_z%V}dS*K`OZ%2ewt zA*HUSS8Sk&UJX6rQl5Wczk&bFSvwTnmB__Aj!Zwf1kM0oEV0(b%kcwa1U|VWlOz)x zDq7qYn#g*?prfqR8R#!=M3NS-GqKBxUT9u@STi;#ia?83skbo1fvGA=rXXZ1OHc1X z;$1NuMZ6#vQ(&=T zBIj)kc^#6v`@FYuuB#_S>?C*#HgCdf8MPx*>#>2N;z#Ypcfa3hwTK1Kpt<3kvnp%= z6=KB9HT3*-`wj|7R-VdvPhxQP3GHH-AO$2UuFb2-vmYw_Rn}j{KL52RTEy%VphA8V z*8A;n@+hjDEFw_1RUDa0HMfK`j1Q!J2+BzYnZ{0k%UVf9&qW{~{(&Dl&;tbT9bg7P zo?=(d6Q=k0x)wk(dliaeYr8 zSTdeZJm&nkjLXIK6O-Eis>3IFOR+bKHi;q4LvLfeBZzEMq1IIoka!z;}9^v$RR5C?%n=q-4J3Mrz_`fMVE_t@<9)wD7ydp!>Gvn6YRAg+#%|(dE1X9S-en_4 z280=z4!pETzzHaEVUnX?tfC6=w)t+6E{f>F*BY~GIxWsc$&XPq?6utz&|dv@6}$D> z!6RRl3JUZkY}e_#x84zh9X)xV>^z)w7YYcJH^U{z74?Jv<=Xu57}C_6goDmRPm=n0 z2N0A*AfKhXY%?nCE*CO>C?|A6SZiBC&LnJ;4}q~@x*bLZEh%yo#xE?y@E`<``4>G& zUd3#4_&uxnnWhj5=S`=0U0u}1nijOcUl#i5NFjW>f;O8*XCi)f#cMA7Y5qWRU}E^; z44Y#5V;9;W7*~dwV+Eg7%ijPmA|3#J&5!6KYqy97BvJGJS^r z=0mj$jb#Ju7f847c<%zJ5!NvTVmeE>p8+XPK;8YFNtjRALvv68fTS-WhJh<<_gXK< z^^&Dx=}b$igv?No(eS9s!?GWS(AMpFAP!dlVMM$VkuHQ1N28zPJ@4A@rc^(J=ve9* zUlu&t{&kXnFA9vko<^h;bg1Jq)H}L2u2E2k{Qnx^WjoIt)*cQ|JHSWFprOM>fOyU# zS2Kl`=|Lt@lGz1q^RfeTIx{Ir^NnHA0k{=;`;KJ{uC*@(Vej1@;~~^gpaYCNe&XP@ zJ;YG+8IB;1Um8xz02g8w=Y-7B5ZpFu_3F2%+!GOTQ1^z)*c*k zW*F2662zhsm8BG=gG=UQj-+FtMZzZs$70FZH2m07{V5x z06Hf+a=!7B0lcKPKPPF=jXgZ>5k@EWPfkRRZl{~rA@j1 zJ!dq=4{QJ)v~@?n*wG5ncI|k9(?#p^-{CSHHl;R?)1BfP6WQARkRi#U23Sszf#f8` zG{V;x@;es&8q+L{*9|mNQtybM`D?1WSF2__D zt1>R0A4`1<*Kn52LV#Z|tt@!lZ7`wG9-nal58`gtstN3AQ=G2P|3QTjsSb@$a64-* zQJgHd0}Iwx2EWZW3++;)w-07R>#mNz(dl3`_u z|Bi>b!Bct*vy>qa#J?=-q6$nhhGN+gbSdD(T40v`YNM-XE%ao+M5~2Z**Q21W zG8L*JDR+79R$~@G``nMk-~liIpdm=eCN}vPQriON=HW`3)%+x|)$CiD;W27z?#urG z#EZC26gbw0G~`oilDE0<}c8~ zkT%`1q?-Y3N2A04x{M+#;uiqT(gr4_WW5x4cTcS+5xB2M71y-hL?X%-fy{Ud8I<9( z$H#P3ZUpjBJl$+=)W|7jcL)FxRd=}(Z&8jS%5$i7)R^j^JjMW2)4Il6v)jW*WX?d0 zO({`)I&S7Va{PepW_07PPmvE*EUO#5 z0w*E84()GRQff>RR=-I+?3yMfa%XtG%YLWOYylH&oC_IfB`dJIyOJlC!U8 zhNHy7CW0m$y4OTOwpu0M)JAZ`c8QG?K`zZ5zFFh8yO0|=K7_V ze3_l4@PmiHgNbGeN?hWVqu1ujL`Mp0ux|F%M}lnlQPpWKu37bX#<^MLG~uo6qw%)W zVC=>%lBWqS#9ZbBEWcg^kanW>e~S!hKL!DsfSY&b&!c`RIWCJZ7hWhBSZymQQBxF{ zlq4P(#{pJGmc@8W9+6H|XdndgXw%2(VZny$4>4y4O4x3Oq+f^nQI*7coOE4Gi(7?I zv(?3M(rC8wLU=B=30Hl0=eA<-1A5f3^@ArvTOQlGzkST672srMTrYD(lgdY&uBTJY z9}*p|&R>40S~cKfD?2J0DI;`zzKeAKX%7@PZ4-v` zndC?>%n@^>EMZ=MYOvSt_YJrg4u}4n2&*f#TYgB~5(rqV{e=Y|(kOW*s?m&}Y5@ww z3I@1eb+#W;D2B8lmqa7Lz<3{4Z7D&rg)>u`%||}`nARqoBM6BP^ZRyzS{Jqv3RoXL zYpJDbNEkIds0T#?lL9REqlkfH%AH}5AQzz^z4k^B8fL34GZ3-}@d)%l>D>=4Aq4-; zTlRZnN9h3kVE`32kLD~6D(S$@^G`b)>qNjr#_t`ei1(+%Bwca;!ySGLLIb2Q)PoQ0 zO;_Mzz2s&WiIab_)tkwq7XK%f=9|v5(I@4az`G*Hq=o*g%wDnSsd`x|l9-i;Awr{+ zt>@|Jme6kJ1Y5-yrE(6J4zDgi{mIluu@w6+bMCy$y>$pu^T9N=J0ALaYp(g>e^_Y{0;=4 z?WQ525$giIHSt-nBRXRNvnQ&zAGS7@>;Nanf9G2Rs=ZZ~m#$?CFD_COH@D}<_u_P{ z0)8{q!R<1*sKdyzCefsZ*WT!pPo=eoSB^ekyH(1LdgLdEHURE?`~CY}+}%AqJk%Ad z>%e@m_dhpSJD*PC4c-97YIOUK%xN1N?X(K2gpCbFh?~$q$HeeTw_k46h+0^pQ2fi) z-ZV8r?_oHZq{Gt(k`u_-P&L-^Q#49T?O*-uwWO5H{WJ_T?0z@aG?di1-?XGx;k~V% z;DgAp6x!}@QzGR0qeM%$h>x5ug+&I!`zW=4eIG)!wH9T973Kae-AhG~pqrSpMf#D= z>AJ5y6c-i4YmWSu^FuM%^mpdwt<)KP0_~~aB|AJSL99`;ham;-kx!t79_lQ&J*twq z4DRdR+|`o8e!%%+Oif5;a`x$drKZ2k>nO_P0nw8qG~NDiA>I!QjB%bc zGQrAT7dZ=emM0Keb!e^;EmyW4bSaB2(@xyf*%)VL3vf^Y42wIwpqkQK^?mp5+HwG9LewI>K2 zM4kJGlyA&J^Ue$Rif#?KwwalNQ6JEuw|SX3BzL|!1^~rHXGJ9y(;(O)m!u_tyz5K) z8cKtW?PW-$6-&m`eXr*yr%7g&myV7()rQfa=FvISZ93}i-MQqJ(D>kTNYzJsRnJLZ zHlogpHC7g518n?Q?4hw!94g9?wgVfMs#b6t^qgbc-H)cz)`w+fD_N?E)E0iJmGp=#GwFh-=E+*M8VKkr1r@!+X#e{}eCP>zAxfX*r zTm@FWE(bP)mjl6rdV3g*WruwF^t?~*^L3;SE0vD$A2(zD-tH#FRV`v4Sq@}y z2v-#n(9@C|S%T827yPWB6{7~h=#o1XYriyMdlM?PTZj#c>lA9>hZ zSPNF;RRpb5TdMkx&rlAo`S;r}*;!pLcoef!e~0QU22-1rA~D{^#VRU_bA8`9Z>CjR zmD{qhMiYA4-7|i>_brAy%=`8(GhhibjI>@Sppkv;xoZTrZsFjB-e(Pk)2P#Czq6{O zyxfL_oho2%bi|?KY^R@*M^eHxMr3TmrB=`?4V)fZun}HzWFES`;?rLuR5Uv3zg0&X z09i*agm-cEX`$+^edzzjC_fKiw2rhS?(46JAu`h=~0QDevNvNcMi0*hSHSxWl?z~ig=~Z%HlWX@Zw7G3Fnh-g z(TuU%w~+rp%vUqLuY2vD6>BJJT{8V$FDr(@dQ4(?`T!w+oEt}ShU zE18*01(|zHS>4w;24p>KLl}8yOhcW$g@UOlM8P&xW*2~r7(i+O$co=I*`rz z{T5yZCe=yISve``nd~b@PUb+#;I57l4K`gIZOg2UIGh*0|M1^;q4u>R$P`#)_r!%Mc51S5OAI!QMz_B zM7Z`^Ut8WH=OoJ#Ln{zqlB%kthBfJBv(u#DZ{WG87m(xsXZxf~13+|MMgBu{8il@+ z2)H$!IKO&743_{lPQ^0$Sncy|lX#+jN*_{)0um z)J0qTVcoV`Fq%Jo`*ow59o(^||P zVB87q{sFdc;(L6R52vy4L4h!0`7FFY`W2}!t_fXX2(ksLgxe>sRD@hU*>bmvuXR zHBt8Q-D+C;*&QH!jWqinYevk?WEd(OS~d6cmADX`yk6*rxAyFel9k(UGLnJ|1RC6P zXaM$J#cIbE-{yN4VqtD~=xoXHVRt zpKRgKvR&9Ru)b9KGu7f#_9-I=-SB67DJ{UrihEDRoxe5bx}?NW$YtroT}iATcHjVK zIy3b>2!>lpBWYIhD{$>49(anl4Z`7NduSdq;}`hJpssq(tj`3n7-;!FKiu(zVh6JC z-PS78T6%{Brh@b6qy^;_&3g~IVIq*~E?s;(HN+8B8GaZj+0V>00E)KeS01uHBJ}i{ zj?$W(LC3H=%QbyA|Hpv=9>(S1OcJJMf!Wafba`wwV3IU4Anj^_v@O#iRcD3USIWl1 zLZi^c+PPR7l=#=l0J4<+s8= z&FJ&9_1oyg%l3l1*S{k}(IL75Tv6Ihk%wU@PM)_v?EWYa_Lp*aoE=8(wVCF}4eYViUzCIZNoqC3LOk$)6{ z$RWivU8`Y?wX@a4UW(YldtmJ)+7CAM;y%!{!t35xr905=+9cfRw5=m zT*4UScd2z6Jj0vd6r5;n*XP4g8gTr5*S|b^U8%H0Xdt1%nz@LtY$AriS-WH<2LjcV zuX|{Sv28gkM9=GJB2t`36iF#!9|@FCFM4e z=pWeYkB;$shH?m;ej5_bIe6W?RLP(*r@F1D5<5roWSmqD{Hvb;+&@gey>hqtZOpjE zEX%^49){(7xqD06@ayj6incK!7u!*B3<~g5q_IYj|j~adl0GsLxU_Yx;FDKXDxDAKY0LiXax#LtwN*Jav+12 zPihP5YQ#_=aao;F)mVM$L2X@B=I&nQ&Xbd3hf$Ik5(|1}G?HqLy8nRI~n8+hb`s_64*Y#U=SsqgNL zgzv`(>bFd-`I%7N)wrZ-`$KMV+3RAv)E|SCcq^Bhv*@gs&)NY{*}g00sNMLxa57}Y z5FF2UoP7siggD9amU6Svpx0EQT6PNphybjkxRvRDHQG{g|#KuWx& zJUlj`Nol-+Sb-!T4I|>YOq@&?A1?=upS?C;DZR#DB~~o!+%4aX{*xAygke11N0N5l z9C+H5eIST-^+8u|GrI4S|E|jv_8QZE6%|v^vUK0<`RGxxR63IUc?6Eo z{EH%LDv1*t23g1|*3_?{E<*WVL7+UE5D@sz;bYz+_(N1{h1rc!$oe%yHF^3`Wk!rr`8sVmG-1MtNSoVR1C;FlU2P2&~+J)ghc?a9)?Xrr%>eLJo?Vyj}YQ7`<7MxMFH$1U*U`*Ff_AW{%IXcNv zH+11$GCAkom-~X}N2<18HZF2edZqHbo`A}`{G#Zq(`l;L z%>PP>rt38OKqF%lBLr5u#v(&w!$>n>Sv_9zJ(|uMP#yna40um_FZFSz=h@d z-jAfSvyS$163-x$tnJ&kUTY$#vvuHez6Mux{Rcwg>)Wq$bMo?C;}7)WqJ$J&5!cjo zYf;HlG`#T-YV}T`lc7n^E_`F3)0&iQ-!Fy|gL_A|0=~UaomNeH?~!+vpOmdS4kMX? zFOe5-mKvgx!kRieJ9RspUeTzOs_1W^;|^K(XDUtlr_TV0UE`M>AonN5*~tVSzC8Uwd5 zSxr+2-;E^EleZw1P}Nkl{LD~bWV}@HEX1}eMKXGQiJ8Y7-5iEvz#O3n`Ak?s+pJi*FRk{g%HSj!JkAt~Q7iiD- zGPKVii4515S2mHCLr~E)4_MoB zOiLb?=R}ZRC0c#14s^WT0o|(BH2g19DYUy3POH8Go9yyV`%pmqZ zm8M57mH925+1SdbpN0pSI*xZ`G_@#``AsK-(&V9Pkdf=kz)_3v8wPuU?Yl(hj>wkN zwf??4?Z)=D*85R7I*J!?Fb8kW*p_(Uaxy1vj*`Oo6G%GJ$Otrl+MNY7e|LH)SgVYe zA9}UB+mtIh(9;R{+@EdM;E8wvtB-0JN6!hq+LRq(3{mxmyEFHmSIg1UWiOR^8>DpZujCezQY{|1QtLfZ{#X zgE7pRS`1y}k78&pT{#9fy`twekm9fxQn-Ju$^Fhq$K8}VMxQzn-V>NwAwYX_{gqDT zvbj3AI&|q%*?B#4ohHlV{V*2u#bKW*QymvSiBh%B@>^wTICiWE^8Lm~B2%Uou|!!4 zdG3aayzZ=>Tdx;TZdrQeFAas_D#$W0!tOG=4vf0IL(#4Chcqz);@gKSQstwkUPEJh z`x-@os^2E{bh9`O?Rmq@NQh&S;g)R^)^y~cSnPAaJETfxQx_NX>i<%OCUR5yJ97q; zG73|*K}q81C=Q?Rv07;FOr8I=%p__g@@gcqa{x%_-pkO8M0%C;JJc0}jWTF`{47N{ zDxufjVbt)8PDvG^%b6*UWw$cU!8|vEu#Pm%rl$Ra$eDf5!y8kBg>D2j$43O3Y zT*K28raBI9{7ZvWsYYL88FU$Z2^M|T8*d2 zj+q=Syf>hH$MxFgiIRzvYlxz0NWC6UmXcRX>NtMgiBYAL{i&1&Ue=w1WXa38rfO}w|!p=ooW4uo^X;i)m>1;a7YL^R;&VZ>l~Oc(K4@0eF_ItzOZgy3{V3dU&NnEDrc)8f{ttL zAZx&J)!lplmjo`Lrb;2<9B$|hluF}RyhyNIn#mWaeC?;^WqSH*Eb$JU@j;gV}L|6$Sn*;JWS0XgK(hAp`%UYzTa6J(S>FS&BSdR1YhVPo& z13}8CPDSN`FA`fXV%iI8Zz_n~Sk4;J3Mivl{5u;Emisw8WY9|-pl7UU$^8i;@2gHs zm1td*Dv*Oq&2TOtbK0ZWo@~bn&zNM zT6Vr+6?y*RYQ>i){n&4!JP;CK2C+4c2|rFtqV60{G`?C>G&CPna1792!>mlz6Pk%) zJK1FaZ6xh>(ZR$`a^i53%0VfiulmT^>uJBf_isCF{{MEs=&e8XzMtJQdRwS3Pv3PA zMKD+V0;mGs=1Uu>zc;5mU#51i&VbJUkEyTlt18@r-IRcUgh)wBmvna{-67K5-E|P8 zyCnsrOIjMFIh1sFcXzz)efPfK+ke46XMeF~*37K&g>0X?I!Znv#Z(&N-Lt!v0AWS{ z!`7IY7`G|n;h5-$E-8IG%2biu_Yoh5B089bZLILc!A6{~bx+!P>*(VBu@HY&n7{z* z`h^T&Fo%Qq)*^?!-Vz2fnjj+Lb{RzCc`T5mGJVjn38E9^oY^g^Gd~0FO{biIM=jB z|L`>0&~iInD8%Ej7TA#SvOxbrMqe_&5Qc|S#Xu@0R|f|?IH?XkZt(HZq%hg~YJI%&tF9QF z3zM3n!(v@P`s80u_CGB^7z8p)ktA1tbv?yyf4FaPLk;oOmUcli$xsEl0qQjfe8H#nr%Zu3Pa(l}zb&EmIWJk1 z3qV*lpJJw4Sy!gGq9h(~Xg29-)Zbf!OJ34RmZy;pK{i^IM}hs@=U2>xI0DR*UVf0c z667#DD{bA@D)~A_T)hinnZNvgObNv*^ONibo`=M?Op;Q|I4qJ!0 zoGH53N91#v6EU8N1Pwp8`s{US^5xXj0|kJT_Xr{vLz>G#wHVc){iYsrCMjGs2`n+`YS>ug)sxS^{`b`Cc@N!~;0f`%W5 za_^={1idH5YbsCnql(t_1bPjU;eu!=Cz&BCVG_+FY4`hqnuu_G-+d^9%09Q^lMy0C z4>^b+f$dLxoO~D3H!&Co=N4xctXX)BtLoaXAb-(N2*IZV^YqQXX9Y9aRNreuY_#pJ zc=JqcB#Vcg;v4=U$PvQ$^JC4;Pr5z8Rf57z^f`NCfW6KYOj7vy$up;spBS*PI>0v{ z0>8iC-ms#+=KWTAR71iGLC+ z+GI=N5z2=dg}I=|Ug;%{DUyaRI9K#pZRi|;B&OKQ4l(%>cF;vn}C-laijASdymtt2Ei%$w}4s%tgx)qD7AI{;#r4m zgP!MgWcWG>)3Wb^7H}y8b?J2=GvTigBM%y zItTBq(=;DiE82B$tRt1d*=_~%(}^WXxI0H}vQwdUwkrtE<_b$+R;)^B-LT$#t+!NJ zc)fk=^p%g(+AUMSwX6P(torOHBoEmM$awtMMRN2nE}H=>CNHMfwbf1NC(UPB;N+US zuKEf=EA&m+U;L^Zb*t;n(L86=Liev4o?_lc6&i&lu41vIlTH2Ez)1+V(&21wWh3mm zpn_DG6@3W1k}83UJ$%f#S{j)J%fg-R|9yXCMMnLztzfUtExL3)9*y%~LU<-xZq`fn z2Pb}B;5xKRDYAOSH(;d)3>gJEuxI6{)Rrqd@c(cvbF z?!)thqabd3*=uP34$0;!&CM?1mnd$%Ay;$^Tg1oG|` z1^&(zTfFSaNi{ZFuqJL{mnXY%FJCVpY#XonW$g2cFb!QX4T*qEG${6BZBTsgqa@~Z zg^vT^y%O@Ap$z2x)dF^&F01A1hTZu8yy{zM|4}cmiY#|1^lT=T(mXxVmXvJ|4lkAM z4lbW7*m7 zfsRSmG7BL$&p2olb0EvQ)+=&xq&m3?h3=vXR$+Rx(eAwcChcU#OpUqPy6cHbD?M-f zE5$dnKAp_i5KY`wSP7k+L%ox^Yz*Cgx;MAr=fMkqqtB zI4K-mCR$Wau@f&O+Q|Y&KM584&pZrW{|ch~2ld6m{O{akZ)Q(b;Sx8TlmtO(PO%(Ux#W{rud0}pW zPgV<({8s3a`&0+%Z(=K=CHqN+{-AEt)S((*(y(va!?53?{~#yE{YA*e9*zQxuDIW2 zi20S`rxBqT`@2a}O4~xCugPR9X&CuWhOz-+uxQdnZ@r(JCjg2pj}_2MKcX)^cR;<5 zHGH4HOQ|RO3kbC26x@ZfRYdg@Y$MQ8hv2u7h|{X)VUj1=oFG%XIM27}-t&1sG&M=n z1=M1n#t%E;NQPor?TXL*vaMp^Gu5c;%jOv-X8ZlCrM95pIG}Jv&uQ!rGQw%Y2zY>B zn5p};ROm%qf12~$h-7~^rJ>T&{d8A75kkCTzgE^*Q{dCoCUSJ*ycO+^D5ij=>*}3v z{gHQ1=ev)H-7ix2A)FgNT)h~0fOFt+M|QOlvhp?x8fx$Yh_4@VQP}zKSz7>A^-V!#x3DmV-k&QiKew)VsA$kC4Kq(5N@R&a7UO@_ zHE!saPG`CI#;{=SN zDYD-Y?<7G@)=+0lif~kQ z0s!OVgACF+Jv`4`f+DmO4&IKjOPT zJTR50Gp6dq!+V1PYo$5?`y*9rDv476W4l=Vt-FTbRpCPR;{0N!z6#+Gl&EQ94f)my zMQm+(8Et{L;`!h$>?qOio5d>Jroe+^ucl_EaBjV!pT@T77@{zMELNSbcyxp90?zSy z?;k@0?rs}Jb};&h26pqDAh)@=wY`L2Oz1A>H=H0)T~)9p^kKD>UN(8j>Ddx@2~%}5 zG3TreIB-I@l9uI??TT@mu2e4i$fE=e;|fh~e9P$ZiM8#gVV%t3>~*$u{5n56HkO0t{dxVSTc% zi59WNoxBlTLiY*}ha1X{CVZs(^m1>pG%j}IbDs20C#?yNXYTNK^mJNo?|qlL=T^wG zMMGyGuHFsAW;TP1zI@s6hx~nLt~NVE6O&Cfg8hJyEQLh^CDf!&kVdFS_l8i=-P z1Ux6gNBP%Q^FtU0cXhe?1ux9)tzX7MFI9wRw>q-|9&HcLV@(KEkXL(<@BOr?rr3ji z{Hi7dY!*h|c<6r2X|5}`@tO)n%Gpg;u0g`T_5Lt&2ls@Bx_Yfx zU(XM0vismD{w(5%tsONeph@)YI#J}^+wB3y=H51LM;F#}x+ke=c);OTPhd*&opRAL-_ptRZ#-I!R~HhhR@fEN54!~!^ZhtVC-4lAJz zI?ZnMeVj2M@#dopB$Q&1qES&RFUT>LG#%g`P2ago>)mdX_W6VFC&j>H5z|1@yuGut zG(Y!NgZ#;hJreH~MnOG7kTe615(D?!G?bBAlM;l{f@06JnvF~m^%#vXG@+a-1{X>Pc z0@-yV-zUhACjOw-Iqzf64X#2WmRb==;Qz->GgAdyY9}AXQ(YGj!;rxPK#}QO=91ym zFYc^S8f{FV&k@H=ZK`Q!O*4h?_i3Tf^26R1y-qzxvV7^_?hYzYU|DNxUG@h^(Y88v`tU0Q77TMoOWJW|zoRNz>FwoT+uPHCMG>OT=OqU(^`Qth?Trnp6t=u+b^#katB#MnQ}KEy_@- zwZ59Hq8eo$g7fEj324t)!40eY+}g-Rm@UxivzB4W-@XBN8q>F;r9YDl{v732^mVjb z=hvdv)}K$j*N01)@M_ip030*n=iDPipwmp7FUf5K0J))H?!6QeJj_PGDjz^lc2pP& zi=bdo?ey2-ge3^k2Zp5&6FP~O*I4c?vzMw(wuiH__&c3-g#&B>ls>JJGzi_Evq3ed zI9yYc(IzEP2S?G5+byoIQnGjr>+TLMP1Bd}9zam}Fe`gvUtue6NkFOQf?^7mw9EcC z^nUJNX%xQ9o{O1P-mzV$ak^yOcs`6p1!Icdp(( zQNcfrI-~|UtyN}%|K47an;T3GEoYr6`el_d-SGhF>Ehv@DdHiI`Cd*$w{p@b{=o1x z9HjU?a*v!PFVtxRF$1$sJ9%k-*7HTxUe{&hug<{&kVeojjiW&88f6uq5!uuH`7=FA z4f?$KOb$`u_+QPD17ZSNQ(ZrD92iv+>LPwrF$5?BJ@M}5=n%sjjy39xwG)Qn97s}}`Qnp-do4{_PNhR&%(kwniU{m}L=kT2~T_yjCdDzNI zm6d#Xj`ba7PvB_syY9#JKUvow)50-HXSW70mKzwcVw9k(JjV$s_E|%8PJz$hyn(_57&zdosozq$|?mAmxa3~;4l!uBk`x2$u^3XU(c@uwP zHk)H~hx_Z^TM(Nz-ewpBKk}#v6$g{@CG;DTmhk&XTzbzCVL&NunxW^Hg#EqU*zNn3 z?D6Tjo97)Jh6%b1mBE<9A*qcu3r*{V+V#bR7{S%AHPQE@L*pQ5HShf|Xyw~I4Eypl zLp^P02Nv{_NY1b^7_6WsSa%^UYJu2utrhC$x)_5qoOLSLJd*KQmv}#tQYBOZ(yJI; z7=$t5&`c@Q|F7)(%Okbod(`OPvZbum+Gu87zIo>HB&e_%@U>!ZKAdv=lP1cAPB=%+6JGLD1hj@g#G>`J4~mDH@eG!*H-4JRa$f5 zNE!?zo|dD08Pf~{`lAyHW{*TdMJb5w1$-G@Ks-r@ISBWXSvM!dsTy+6(8luis^s4957Y{^P|o8ZHm)V zDDi4vSbE-`qEmRQmJ}q8EVrd4H=Ra7KXM-wWs_Xxo!Qsz*iG4`;92kYwlNGbZ%DNb zn-J3625Ki8mZVjITUEflwCyOoX8F-!*jKS-Ztg7%DF@mxfH8Q!KM-X2d6>w{TJz=H zU6VX=Fx*K|ujv-OotN`tApo#-i9R90T${yt;HiMKxea=s*U5vrjSUE3vP=I7D*ya7 z(N(2p3eAi%EH-8ESAyX!8Fm<@V*Bki7jdK6V=!6MqGeM$dP*m7vqlUlmrzKs-UfQs4$|795OV_3j* z?m5J+b@l3|-N)-Le7-k2pcEdw(FO%d@PmDiuha`FAhz>PKD)MC3#J{=tl`F0xwS+#I=;RGfPe$;6#NWQ_Rm)`+e{kf-o4Cy z;^pQ(Y~lXb%Ixff0e%R@|K6QP6x7ztPRhomqa`qN3Xa`$#PwbrC@V`V*j^y<;7Ls9 z@Jk_2p~&z$T)(a`U-+QRX>BrEl7k`EV4{t6clcGQg$Y%dx2X$&um~EReI+6J^#DS$ zg9dh2myi?x`=jJ*y}%DZuNikYv%y=VG@bX&mA|k4TAz4@8-or5&Q7tmMP|{+8QCp7 z4i2n?z5p8o)_gdObkHxviP^i=^DSaq9uZQpjFhkD5C)7*kkq`wD(SOJA8`UYLO-g@ zm){#f=jEd=%wn`@1OT^GY?(bm01`DpB7GAtm6sA5 zOiGVkK%e|kvb?K)GVk8YquWIROcOJDF>A4mkLF2+H| zeiYaa@`g3N8KMb5~VRhjY$inZ!kjRBfxvzh-sQ|NG*rBVYz%MKSWG8Ezs@3`cMJ7L(|f zP6NmDo&D%>)dBm>@1Ckc!Wxe`wim1Y@G*;^fq~)O0h@y~;$vJ-Dm9HEM?$mjY1<>> zPE!2%Wb8F1wZBQtJL7O`-9ym29om4CD;1#Y7g9bR(v(XH1qXD}h=zq8T`OkWN{hyCKHu|XWPDz90mH^0OhOnQ)k76?&JivqO$T9@L5G6$l z9R=esESfsrlfie_4-?D(-JiBk)74h1vhLBZfZnax%#+Vn zmzxgY&$!-5sHYq0tuKBsec)a#(mMCjXpG2xH8 znv{VGCmpW^%fpes;#O=H+ zJMYZjaLXdV=>fk`Q2>`NcsvW%6igY~I@=!xaHJwissl4C4FvqdUgcGqK0o8u5k;n%m;#nFx9`_STvTI#lkjoKm7tB)a z=R{ibsC`buG~FajyOC9BLhy~SrM}oL{R%Bm;YpM0KA5&ITefZCJfY?JPVP}CPc)}@ z5U9vig!3+tPvu@an5DR`YZ`)8Qmi%unKjS>gt0J#m~kk9G`oi^<&MI1bSGja=6<>E zBM*?O5Rb!3|6sCEpC;4O6(`QFp_|-(IVQ1_d6rQ5;DeNtZlwcaf%Q+6tIjF7JHtf` z1N`_QReQ$~c4d~wF%(+K1Ea`8>AGvKG0He=|71f#0ssA+tF1B9n4;C^PE^Kp$!`ZM z=W4h9b%mM0k?u3vs-QIDVBQOe#feEfqalrC1|cQzVN`~gw*6;63E{3?lFZ=T+;MpI z*Bma--8uIeTRSymw{N1UhBl%T`$S~y;J{&wKW(H{U7+W(La9sELyt=?ZU+EhP8qCI zaZEyDi|49n>d>sx_qZ7)J0es_Q?q3#3*YTzIj`pgZWZTCH0E~DJ7rs@C63o>5Vy*u z*?o`JEN(oxcTjg2}5bg#x0 zOj}|AJ$O|M65OthXdGJ?O{2VPu~o+}kLjfq?FV!B+X}i|wE3vL#0|9u3RA6Ik8W0T z-P@;ct1rtAnsQlj#A%uQyPdm`$l#?hShDRyyj2HGyp2`QCTa0c@`^z|GG~8$uM45Y zG%m{lmDw!BM$v)6c#e}28z?GKqC__FUgqoF%NC%(Btr(h*{G?nn8~k*^AlCVF^#le zc|N6XTxoS{sCKjN&)5%zcvF*oNF8Z?zZ+{dwLg3#bakD4Kb?c9ojm7#gAbBAp@ZjNt3LiaduNLs z;X&b8U?7}LnQgJ-jl$y-x5UTC zTxF2RWpZUNU%>`s9CjA$HWko1u@;sXm`(j+fatv3U+tns-~q8?c@WnN=hNjJmKkInqXB*8*oUrMv6Hi$?)N0@fc%CZz>Dvk;fqqU@ErO+v{ z*Wyw_`75nneF9rbq(QNpu$|wu-e4$A0MMTWlCDHZq*hq!o$Jgn*%~J_<;ySt1e0tm1e%p_~;v}R8c=eBB)fBC<;0GIGBgiJ~@ zsPc-vUFr3%V0Zbhp^%a1YPRQP?>ktRar->{@0z|R2iZSXDR;IG6xjS)p?I1h^k_Cz zW1sPHII#HDvG<>=9ek`M9-NKI6m_@Oan;`ang6gsHg#^R>&uwg3Sl{Mf`eGj1K6xZ z?f_t*MG-p5F5F;IM#AqWhWGA=~Z_>oejH;h+|-h@})5>qr?#wqV*kB@Z6 zkpH5U3>H+hoo-7pwVbh#;$6Z`GO*=*S8Qon-_sQ0J^z8g^t=(Xq4*5y+d$?H0oEci z7cRK7UfxC~U<-m9Ms-u~{w^7Pp*bhfjlI6;ljnBscPWylolrhh6B$+Bb#Bp)UDm(v zx_|ZK!Y50JjaCt^dvxQoC&8;0rpdW*;dBR3BV*H$25I4-Pd6uDZ& z46X>W`HK@Z7-1T{#=G#pNatBnR964#Pt2 zTKX$v?`VrlPG1Fo=T?%*6?oD~Z$9?2Xe=vg7wmDw0gr@R{jUGw?vCn6(}ek6&U7FL z+nC|?7e^X%hR*NFjM3)nGTIhQmABLE~;^MfVda;|f)N`OO8FzRfXU92n&2!Q^rZN)Fu z_B33jq)gV?2sLJkOg-OiuD6F$t2cjqgT7qd-3Qw_c+wgozN00gNh|sbv3>DNUA!7A1&K8K zeNb?yE#Nirnv4*2tI=n6A#apai?gQRNF?9P*X>toW(kN^)w*7HT~8ldIy*vG{+w81yaIk90}xx~1=xv2 z%-lLgAV?e&Nk#n#yz1;;4*xo;S)@Vze81?J`|D`>>wl2>Lfm^qlq&2cn*1q|VwcyT z8~!T<9}rc;SEer{6%ttaLu=~#o=fOqz62zgNU6DpWPFbbdi{NC>sw3pvG2mG$Ere( z1dKYsW~CnX;Pb%~lW$d1Q0k#M~1Usj2F4<<}N8zQ-_P z28$Nc?`3_sQ^;@SqdBeRguuYuxC%=~qSn!trt?H&Drs0n+RwJeQuh9lJ990E!mbi$ zCiPQpdY}0ovOH}~b#?T64!`G3J&@+g(q-|QT0hl;5Z&`+$=qRsE9Tz{nk{yC&gB6w zlgA(5oo7$L;|s>DqrTYoLoWgVfMKOF45IsKyrPZTpgyltHc@S`zRa_xfHlFP1r8Gb zXEDUS`Sga1Uke7_*(H%yG}@-w`+}>^ z!uQd9M%kC0e95g&Gu4{j_jzLa2k{3f!)bbM59;RV^4t0#Xn(p+b-m7aZ+*Nr7f)g# zk>mQ*g~x&yS$^sQtV;fd34q?S}W1+Mh~V-ev_AHH#&nMudJY?6EEmU*O~QEMEx@I1R6EC!^b3I`H}5#gXr zs(aqC{-gF_sF<2z&i+i#x!1E#@pF@h>QdL|4}{ zdpL`k>nW3Q#f@fDuU_0f5iPB$mo_jgTaVnZ3H(P9{a-cAqr=?R*a|4Cfr*y-$W+9- zOXqY)nyHZ)?YY1SfJlfH_086s{=aP_72w{>c^J-qM0vN3NYebYuK9d5$5vTkWwA%V zP3N$Bt(mBv{mWz}?~PufBj1lEuyP8u6b&}ok<+5mqB6j_tAQ8>7*_3e=B;;x8h#h9 zf48@!HgUckV*O^t|7+bTq4!39VHK+LMC<7H0)%eR5hDsiv+hCBShWc&40J0{73DGu z7szFEUcS+5Z!f5SE|o{?BdSuQpd#_xS5M#ntQPShxCcDhqG2fuKDiuSL`8uULAIFu z{btKGGdMgNR}S>t4iFCNGgfBj(1Ynbe7-NFz$pP7i!n61zpby9n@91y_6K#ce=)pg z7UOW8r3{ud>G;SLXWZc=eNL)J;Io{^h=KwAke%KA!QX%LDiXG>g_{Hh)+pvh&3zF= z8Aw$j@Y<}z?Ma|*pV3uG-MIKo)pFWUNa8q}S7~c~qMG-l!i)&m=)wW)iw_W3%H%N2 z+m??avt*ALlEm$m9bH6@9mnp1E&R0BlVdbpu%vQ~@EsSTBBtLL4y>(D%DitPj@x#H z?C+NnfaLq(HMAE#T!d7Q%(peZRP{(gduD9Qm zh{Gs3@DkO)ixl(J&YPhO&E0gnx$FbalEN6PEc1oUXwypmR-diuf{($bOMWDMj@U&x z`^Cx2Oq^V;&(F9iFWa{up_Z|Eu@a`$==GKqyMG|dgGQK?T5Dpg*6NDtKTW7drnUbF ztV2j>QkH+)sM?}{>4N6uB0q(T<39}0yfNuAaOMoo?|x}9*)OC z&ZH6yfDF6d9pLbYN1EIfzo0P@QB$Qyk`DqOo#I z#TCAqvI-BD(CaQ6Cc(DQ0HB^*O`}#qmg#Ue+9DCNIxxdJRW3h~;7p4SA5=zjffGBQ z)BU+T1`m?$+V>CH{QS+iiP?}&^;UM_T}6vZ;g1USD!Y zcT_&GRxu9AJ<4{er~yR`D8p$QylbmD29eo~JLrf{k1x5j+LYp`+bTwHWkT9$@)NbF zlm;(sJkO+cxJ9sm{&~izB-3y50-yf&=-}i8onnz7ZKJk@ZB3~!F&<@Cthk+Bq4T>v z^z0QtK#qIu-|9I*N>QwI@qFcUt3He*^)^@nULSaX^J0&eE10k6xUUIJGj#N00^{f4 zmB%;)(qdbQX^kT~FJ-wJt|Bo`gJPlfU^2TR=cIcO3KaUt(`9tq{o!e8={*5&W#h&` zP+0~@{ZwA@zd)-Pnro>4oDuRha(c(lzyZTYtt)3O|B*{*QYAg@g7nJjX?q{2aX|uPJ+fHL%=-(V!Tu(19J9lP3(^}(T>2jxrd?7aA5yoSd%z*IwWe~vz zBPJurNH#6ToC#wv!FCuk`Nf_c5<3^dLE@z4ZVg~MRN}EBz@At304i~3%bY4n>&7}^ zrAetwN$Id${&+Tq3^FBWm7Ea)UQxfZx@tJNS&e(1!BV6P!U)bx^g@KV#Q8A9-G8Ls`nMQ-H~xE?e7F&O zPBTmkT^s*^0{~=)D6r74ISCd_>hT8n!n8`^fU=mXm-js{uY2joC+JHiOU?d)gv<*O z2AINy*StNw)3O)Qr+Cf!@X~Bk(9KF?LB-zi@Gnd9b zHGW>*-)FL%_jEOvueJQyqcOL&g5*%X6I8PYV>QUql+a|??D)iR1@e3^J^*56inGh+ zO0X!luuZTNEVY!^;Y4~UG*_N~n#Of*oK(y^3`9Y()xp?4Rb(ub32CONs|1VesTtGW z4}>h&nVMIBQT(-Q7oxGeMEl=0@L%_AQ}rH6RIu2ru}BIE8Swz3ssmNob7R`o@HLsO zYmwBIyf5PDqgus3ZNG1i^adh%UaJLB))rLian_PIHdQ6^fWRL7g27<4p@#kNPj_ftt}cKnZv-tYGp zoL`@Zq_NI(Dr2LOwHSM&z+@+tf3J^^g`pv;=ICWc71f#owZR71^`@X<k5{77f(wd`bceNaF>P=nI z^PieG%;6u!)`d(y)a zB#OU&<0}&P&C)+p=vb$w1l)=}ZtGEQmVLKxc&2h64?$oB?J;J<$&rC2li8C-R^<35 z{t#;kOWJ`-YNph#Xy6rsFJmdI>ED|W(|#FXeP3nocbaddJa{4PL_QD*k8Ail(K0
+
+ +
+ +
+ + +
+ + + +
+ +
+
+

Assignment 6, 2023

+
+ + + +
+ +
+
Author
+
+

Aki Vehtari et al.

+
+
+ + + +
+ + + +
+ + +
+

1 General information

+

The maximum amount of points from this assignment is 6.

+

This is for BDA 2023

+

We have prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.

+
+ +
+
+

We recommend Aalto students use jupyter.cs.aalto.fi, for all others we also provide a docker container.

+
+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Reading instructions:

+ +

Grading instructions:

+

The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

+

Installing and using CmdStanR:

+

See the Stan demos on how to use Stan in R (or Python). Aalto JupyterHub has working R and CmdStanR/RStan environment and is probably the easiest way to use Stan. * To use CmdStanR in Aalto JupyterHub:
library(cmdstanr)
set_cmdstan_path('/coursedata/cmdstan')

+

The Aalto Ubuntu desktops also have the necessary libraries installed.

+

To install Stan on your laptop, run ‘install.packages("cmdstanr", repos = c("https://mc-stan.org/r-packages/", getOption("repos")))’ in R. If you encounter problems, see additional answers in FAQ. For Aalto students, if you don’t succeed in short amount of time, it is probably easier to use Aalto JupyterHub.

+

If you use Aalto JupyterHub, all necessary packages have been pre-installed. In your laptop, install package cmdstanr. Installation instructions on Linux, Mac and Windows can be found at https://mc-stan.org/cmdstanr/. Additional useful packages are loo, bayesplot and posterior (but you don’t need these in this assignment). For Python users, PyStan, CmdStanPy, and ArviZ packages are useful.

+

Stan manual can be found at https://mc-stan.org/users/documentation/. From this website, you can also find a lot of other useful material about Stan.

+

If you edit files ending .stan in RStudio, you can click “Check” in the editor toolbar to make syntax check. This can significantly speed-up writing a working Stan model.

+
+
+
+
+
+
+ +
+
+Reporting accuracy +
+
+
+
+
+

For posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).

+

Example: If you estimate \(E(\mu) \approx 1.234\) with MCSE(\(E(\mu)\)) = 0.01, then the true expectation is likely to be between \(1.204\) and \(1.264\), it makes sense to report \(E(\mu) \approx 1.2\).

+

See Lecture video 4.1, the chapter notes, and a case study for more information.

+
+
+
+
+ +
+
+
    +
  • The recommended tool in this course is R (with the IDE RStudio).
  • +
  • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
  • +
  • If you want to install R and RStudio locally, download R and RStudio.
  • +
  • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
  • +
  • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
  • +
  • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
  • +
  • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
  • +
  • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
  • +
+
install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+
    +
  • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
  • +
  • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
  • +
  • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
  • +
  • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
  • +
  • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
  • +
  • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
  • +
  • Do not share your answers publicly.
  • +
  • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
  • +
  • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
  • +
  • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
  • +
  • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
  • +
  • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
  • +
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
  • +
  • Is the report anonymous?
  • +
+
+
+

This is the template for assignment 6. You can download the broken stan-file and the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.

+

Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

+
+ +
+
+

JupyterHub has all the needed packages pre-installed.

+

The following installs and loads the aaltobda package:

+
+
if(!require(aaltobda)){
+    install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+    library(aaltobda)
+}
+
+
Loading required package: aaltobda
+
+
+

The following installs and loads the latex2exp package, which allows us to use LaTeX in plots:

+
+
if(!require(latex2exp)){
+    install.packages("latex2exp")
+    library(latex2exp)
+}
+
+
Loading required package: latex2exp
+
+
+

The following installs and loads the posterior package which imports the rhat_basic() function:

+
+
if(!require(posterior)){
+    install.packages("posterior")
+    library(posterior)
+}
+
+
Loading required package: posterior
+
+
+
This is posterior version 1.6.0
+
+
+

+Attaching package: 'posterior'
+
+
+
The following object is masked from 'package:aaltobda':
+
+    mcse_quantile
+
+
+
The following objects are masked from 'package:stats':
+
+    mad, sd, var
+
+
+
The following objects are masked from 'package:base':
+
+    %in%, match
+
+
+

The following installs and loads the ggplot2 package, the bayesplot package and the dplyr package

+
+
if(!require(ggplot2)){
+    install.packages("ggplot2")
+    library(ggplot2)
+}
+
+
Loading required package: ggplot2
+
+
if(!require(bayesplot)){
+    install.packages("bayesplot")
+    library(bayesplot)
+}
+
+
Loading required package: bayesplot
+
+
+
This is bayesplot version 1.11.1.9000
+
+
+
- Online documentation and vignettes at mc-stan.org/bayesplot
+
+
+
- bayesplot theme set to bayesplot::theme_default()
+
+
+
   * Does _not_ affect other ggplot2 plots
+
+
+
   * See ?bayesplot_theme_set for details on theme setting
+
+
+

+Attaching package: 'bayesplot'
+
+
+
The following object is masked from 'package:posterior':
+
+    rhat
+
+
if(!require(dplyr)){
+    install.packages("dplyr")
+    library(dplyr)
+}
+
+
Loading required package: dplyr
+
+
+

+Attaching package: 'dplyr'
+
+
+
The following objects are masked from 'package:stats':
+
+    filter, lag
+
+
+
The following objects are masked from 'package:base':
+
+    intersect, setdiff, setequal, union
+
+
if(!require(tidyr)){
+    install.packages("tidyr")
+    library(tidyr)
+}
+
+
Loading required package: tidyr
+
+
# Some additional set-up to make plots legible
+ggplot2::theme_set(theme_minimal(base_size = 14))
+bayesplot::bayesplot_theme_set(theme_minimal(base_size = 14))
+# register_knitr_engine()
+
+

The following installs and loads the cmdstanr package and tries to install cmdstan.

+
+
if(!require(cmdstanr)){
+    install.packages("cmdstanr", repos = c("https://mc-stan.org/r-packages/", getOption("repos")))
+    library(cmdstanr)
+}
+
+
Loading required package: cmdstanr
+
+
+
This is cmdstanr version 0.8.1.9000
+
+
+
- CmdStanR documentation and vignettes: mc-stan.org/cmdstanr
+
+
+
- CmdStan path: /u/77/ave/unix/.cmdstan/cmdstan-2.35.0-rc3
+
+
+
- CmdStan version: 2.35.0
+
+
cmdstan_installed <- function(){
+  res <- try(out <- cmdstanr::cmdstan_path(), silent = TRUE)
+  !inherits(res, "try-error")
+}
+if(!cmdstan_installed()){
+    install_cmdstan()
+}
+
+
+
+
+
+
+

2 Stan warm-up: linear model of BDA retention with Stan (2 points)

+

From 2018 to 2022, we have been keeping track of assignment submissions for the BDA course given the number of submissions for the 1st assignment. We will fit a simple linear model to answer two questions of interest:

+
    +
  • What is the trend of student retention as measured by assignment submissions?
  • +
  • Given the submission rates for assignments 1–8, how many students will complete the final 9th assignment (and potentially pass the course)?
  • +
+

The author has given you the broken Stan code below, which they intend to encode the following linear model: \[ +\begin{aligned} +p(\alpha,\beta,\sigma) &= \mathrm{const.} + & \text{(improper flat prior)}&\text{ and}\\ +p(y|x,\alpha,\beta,\sigma) &= p_\mathrm{normal}(y|\alpha + \beta x, \sigma) + & \text{(normal likelihood)} &\text{.} +\end{aligned} +\] In both the statistical model above and in the Stan model below, \(x \in \mathbb{R}^N\) and \(y \in \mathbb{R}^N\) are vectors of the covariates / predictors (the assignment number) and vectors of the observation (proportions of students who have handed in the respective assignment). \(\alpha \in \mathbb{R}\) is the unknown scalar intercept, \(\beta \in \mathbb{R}\) is the unknown scalar slope and \(\sigma \in \mathbb{R}_{>0}\) is the unknown scalar observation standard deviation. The statistical model further implies \[ +p(y_\mathrm{pred.}|x_\mathrm{pred.},\alpha,\beta,\sigma) = p_\mathrm{normal}(y_\mathrm{pred.}|\alpha + \beta x_\mathrm{pred.}, \sigma) +\] as the predictive distribution for a new observation \(y_\mathrm{pred.}\) at a given new covariate value \(x_\mathrm{pred.}\).

+

You can download the broken stan file from github.

+
1data {
+    // number of data points
+    int<lower=0> N;
+    // covariate / predictor
+    vector[N] x;
+    // observations
+    vector[N] y;
+    // number of covariate values to make predictions at
+    int<lower=0> no_predictions;
+    // covariate values to make predictions at
+    vector[no_predictions] x_predictions;
+}
+2parameters {
+    // intercept
+    real alpha;
+    // slope
+    real beta;
+    // the standard deviation should be constrained to be positive
+    real<upper=0> sigma;
+}
+3transformed parameters {
+    // deterministic transformation of parameters and data
+    vector[N] mu = alpha + beta * x // linear model
+}
+4model {
+    // observation model / likelihood
+    y ~ normal(mu, sigma);
+}
+5generated quantities {
+    // compute the means for the covariate values at which to make predictions
+    vector[no_predictions] mu_pred = alpha + beta * x_predictions;
+    // sample from the predictive distribution, a normal(mu_pred, sigma).
+    array[no_predictions] real y_pred = normal_rng(mu, sigma);
+}
+
+
1
+
+This is Stan’s data block: “The data block is for the declaration of variables that are read in as data. […] Each variable’s value is validated against its declaration as it is read. For example, if a variable sigma is declared as real<lower=0>, then trying to assign it a negative value will raise an error. As a result, data type errors will be caught as early as possible. Similarly, attempts to provide data of the wrong size for a compound data structure will also raise an error.” For more information, follow the link. +
+
2
+
+This is Stan’s parameters block: “The variables declared in the parameters program block correspond directly to the variables being sampled by Stan’s samplers (HMC and NUTS). From a user’s perspective, the parameters in the program block are the parameters being sampled by Stan.” For more information, follow the link. +
+
3
+
+This is Stan’s transformed parameters block: “The transformed parameters program block consists of optional variable declarations followed by statements. After the statements are executed, the constraints on the transformed parameters are validated. Any variable declared as a transformed parameter is part of the output produced for draws.” For more information, follow the link. +
+
4
+
+This is Stan’s model block: “The model program block consists of optional variable declarations followed by statements. The variables in the model block are local variables and are not written as part of the output. […] The statements in the model block typically define the model. This is the block in which probability (sampling notation) statements are allowed.” For more information, follow the link. +
+
5
+
+This is Stan’s generated quantities block: “The generated quantities program block is rather different than the other blocks. Nothing in the generated quantities block affects the sampled parameter values. The block is executed only after a sample has been generated.” For more information, follow the link. +
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

A normal linear model is actually not the best model to use for this type of data, but we will use it here to illustrate the first step in building up to more appropriate, complicated models.

+
+
+
+
+
+
+ +
+
+Subtask 2.a +
+
+
+ +

Find the three mistakes in the code and fix them. Report the original mistakes and your fixes clearly in your report. Include the full corrected Stan code in your report. Verify that sampling was successful.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

You may find some of the mistakes in the code using Stan syntax checker. If you copy the Stan code to a file ending .stan and open it in RStudio (you can also choose from RStudio menu File\(\rightarrow\)New File\(\rightarrow\)Stan file to create a new Stan file), the editor will show you some syntax errors. More syntax errors might be detected by clicking `Check’ in the bar just above the Stan file in the RStudio editor. Note that some of the errors in the presented Stan code may not be syntax errors.

+
+
+
+

Write your answers/code here!

+ +

The author runs the corrected Stan file using the following R code and plots the returned MCMC sample. Read through the code below to understand what is being plotted.

+
+ +
+
+

Data assembly happens here:

+
+
# These are our observations y: the proportion of students handing in each assignment (1-8),
+# sorted by year (row-wise) and assignment (column-wise).
+# While the code suggest a matrix structure,
+# the result will actually be a vector of length N = no_years * no_assignments
+propstudents<-c(c(176, 174, 158, 135, 138, 129, 126, 123)/176,
+                c(242, 212, 184, 177, 174, 172, 163, 156)/242,
+                c(332, 310, 278, 258, 243, 242, 226, 224)/332,
+                c(301, 269, 231, 232, 217, 208, 193, 191)/301,
+                c(245, 240, 228, 217, 206, 199, 191, 182)/245)
+# These are our predictors x: for each observation, the corresponding assignment number.
+assignment <- rep(1:8, 5)
+# These are in some sense our test data: the proportion of students handing in the last assignment (9),
+# sorted by year.
+# Usually, we would not want to split our data like that and instead
+# use e.g. Leave-One-Out Cross-Validation (LOO-CV, see e.g. http://mc-stan.org/loo/index.html)
+# to evaluate model performance.
+propstudents9 = c(121/176, 153/242, 218/332, 190/301, 175/245)
+# The total number of assignments
+no_assignments = 9
+# The assignment numbers for which we want to generate predictions
+x_predictions = 1:no_assignments
+# (Cmd)Stan(R) expects the data to be passed in the below format:
+model_data = list(N=length(assignment),
+                 x=assignment,
+                 y=propstudents,
+                 no_predictions=no_assignments,
+                 x_predictions=x_predictions)
+
+

Sampling from the posterior distribution happens here:

+
+
# This reads the file at the specified path and tries to compile it.
+# If it fails, an error is thrown.
+retention_model = cmdstan_model("./additional_files/assignment6_linear_model.stan")
+
+
Error in initialize(...): Assertion on 'stan_file' failed: File does not exist: './additional_files/assignment6_linear_model.stan'.
+
+
# This "out <- capture.output(...)" construction suppresses output from cmdstanr
+# See also https://github.com/stan-dev/cmdstanr/issues/646
+out <- capture.output(
+    # Sampling from the posterior distribution happens here:
+    fit <- retention_model$sample(data=model_data, refresh=0, show_messages=FALSE)
+)
+
+
Error in eval(expr, envir, enclos): object 'retention_model' not found
+
+
+

Draws postprocessing happens here:

+
+
# This extracts the draws from the sampling result as a data.frame.
+draws_df = fit$draws(format="draws_df")
+
+
Error in eval(expr, envir, enclos): object 'fit' not found
+
+
# This does some data/draws wrangling to compute the 5, 50 and 95 percentiles of
+# the mean at the specified covariate values (x_predictions).
+# It can be instructive to play around with each of the data processing steps
+# to find out what each step does, e.g. by removing parts from the back like "|>  gather(pct,y,-x)"
+# and printing the resulting data.frame.
+mu_quantiles_df = draws_df |>
+      subset_draws(variable = c("mu_pred")) |>
+      summarise_draws(~quantile2(.x, probs = c(0.05, .5, 0.95))) |>
+      mutate(x = 1:9) |>
+      pivot_longer(c(q5, q50, q95), names_to = c("pct"))
+
+
Error in UseMethod("subset_draws"): no applicable method for 'subset_draws' applied to an object of class "function"
+
+
# Same as above, but for the predictions.
+y_quantiles_df = draws_df |>
+      subset_draws(variable = c("y_pred")) |>
+      summarise_draws(~quantile2(.x, probs = c(0.05, .5, 0.95))) |>
+      mutate(x = 1:9) |>
+      pivot_longer(c(q5, q50, q95), names_to = c("pct"))
+
+
Error in UseMethod("subset_draws"): no applicable method for 'subset_draws' applied to an object of class "function"
+
+
+
+
+
+

Plotting happens here:

+
+
ggplot() +
+  # scatter plot of the training data:
+  geom_point(
+    aes(x, y, color=assignment),
+    data=data.frame(x=assignment, y=propstudents, assignment="1-8")
+) +
+  # scatter plot of the test data:
+  geom_point(
+    aes(x, y, color=assignment),
+    data=data.frame(x=no_assignments, y=propstudents9, assignment="9")
+) +
+  # you have to tell us what this plots:
+  geom_line(aes(x,y=value,linetype=pct), data=mu_quantiles_df, color='grey', linewidth=1.5) +
+  # you have to tell us what this plots:
+  geom_line(aes(x,y=value,linetype=pct), data=y_quantiles_df, color='red') +
+  # adding xticks for each assignment:
+  scale_x_continuous(breaks=1:no_assignments) +
+  # adding labels to the plot:
+  labs(y="assignment submission %", x="assignment number") +
+  # specifying that line types repeat:
+  scale_linetype_manual(values=c(2,1,2)) +
+  # Specify colours of the observations:
+  scale_colour_manual(values = c("1-8"="black", "9"="blue")) +
+  # remove the legend for the linetypes:
+  guides(linetype="none")
+
+
Error in eval(expr, envir, enclos): object 'mu_quantiles_df' not found
+
+
+
+ +
+
+

If your model is correctly implemented, sampling from the posterior distribution should have been successful. You can check whether Stan thinks that sampling succeeded by inspecting the output of the below command, which you should be able to interpret with a little help from the CmdStan User’s Guide.

+
+
fit$cmdstan_diagnose()
+
+
Error in eval(expr, envir, enclos): object 'fit' not found
+
+
+
+
+
+

Based on the above plot, answer the following questions:

+
+
+
+ +
+
+Subtask 2.b +
+
+
+
    +
  • What is the solid red line plotting? What are the dashed red lines? How and why are these different from the corresponding grey lines?
  • +
  • What is the general trend of student retention as measured by assignment submissions?
  • +
  • Given a model fitted to the submission data for assignments 1-8, does it do a good job predicting the proportion of students who submit the final 9th assignment?
  • +
  • Name one different modeling choice you could make to improve the prediction.
  • +
+
+
+

Write your answers/code here!

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is the source code included? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Is the full resulting modified Stan model code presented in the report? +
      +
    • No
    • +
    • Yes, but partially
    • +
    • Yes, with a few mistakes
    • +
    • Yes, and it is correct
    • +
  • +
  • Has the sampling success been verified/summarized (e.g. by inspecting and summarizing the output of CmdStan’s diagnose method). +
      +
    • No
    • +
    • Yes, but partially
    • +
    • Yes, and it is correctly verified
    • +
  • +
  • Fix #1: Is there a fix for line . +
      +
    • It has not been discussed, that this line should be fixed.
    • +
    • It has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong.
    • +
    • There is a fix presented for this line, that clearly solves the problem.
    • +
  • +
  • Fix #2: Is there a fix for line . +
      +
    • It has not been discussed, that this line should be fixed.
    • +
    • It has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong.
    • +
    • There is a fix presented for this line, that clearly solves the problem.
    • +
  • +
  • Fix #3: Is there a fix for line . +
      +
    • It has not been discussed, that this line should be fixed.
    • +
    • It has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong.
    • +
    • There is a fix presented for this line, that clearly solves the problem.
    • +
  • +
  • Have the red lines been correctly described ()?
  • +
  • Have the grey lines been correctly described ()?
  • +
  • Has the difference between the red and grey lines been explained ()?
  • +
  • Has the student retention trend been described ()
  • +
  • Has the predictive performance for the held out data been discussed and assessed satisfactorily ()? +
      +
    • No
    • +
    • Somewhat
    • +
    • Yes
    • +
  • +
  • Has at least one way to improve the model been mentioned (E.g. or )?
  • +
+
+
+
+
+

3 Generalized linear model: Bioassay with Stan (4 points)

+

Replicate the computations for the bioassay example of section 3.7 (BDA3) using Stan.

+
+
+
+ +
+
+Subtask 3.a +
+
+
+

Write down the model for the bioassay data in Stan syntax. For instructions in reporting your implementation, you can refer to parts 2c.3 - 2c.6 in Assignment 5. Use the Gaussian prior as in Assignment 4 and 5, that is \[ +\begin{aligned} + \begin{bmatrix} + \alpha \\ \beta + \end{bmatrix} + \sim + \text{N} \left( \mu_0, \Sigma_0 \right), \qquad + \text{where} \quad + \mu_0 = \begin{bmatrix} 0 \\ 10 \end{bmatrix} \quad \text{and} \quad + \Sigma_0 = \begin{bmatrix} 2^2 & 12 \\ 12 & 10^2 \end{bmatrix}. +\end{aligned} +\]

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

You will need Stan functions multi_normal and binomial_logit for implementing the prior and observation model, respectively. In Stan code, it is easiest to declare a variable (say theta) which is a two-element vector so that the first value denotes \(\alpha\) and latter one \(\beta\). This is because the multi_normal function that you need for implementing the prior requires a vector as an input.

+
+
+
+

Write your answers/code here!

+
+
data("bioassay")
+
+
+
+
+ +
+
+Subtask 3.b +
+
+
+

Use \(\widehat{R}\) for convergence analysis. You can either use Eq. (11.4) in BDA3 or the later version that can be found in a recent article. You should specify which \(\widehat{R}\) you used. In R the best choice is to use function rhat_basic() or rhat() from the posterior package (see ?posterior::rhat_basic). To check \(\widehat{R}\) and other diagnostics, you can also call fit$summary(), where fit is the fit object returned by Stan’s sampling function. Report the \(\widehat{R}\) values both for \(\alpha\) and \(\beta\) and discuss the convergence of the chains. Briefly explain in your own words how to interpret the obtained \(\widehat{R}\) values.

+
+
+

Write your answers/code here!

+
+
+
+ +
+
+Subtask 3.c +
+
+
+

Plot the draws for \(\alpha\) and \(\beta\) (scatter plot) and include this plot in your report. You can compare the results to Figure 3.3b in BDA3 to verify that your code gives sensible results. Notice though that the results in Figure 3.3b are generated from posterior with a uniform prior, so even when your algorithm works perfectly, the results will look slightly different (although fairly similar).

+
+
+

Write your answers/code here!

+
+
+
+ +
+
+Subtask 3.d +
+
+
+

To develop the course and provide feedback to Stan developers, we collect information on which Stan setup you used and whether you had any problems in setting it up or using it. Please report,

+
    +
  • Operating system (Linux, Mac, Windows) or jupyter.cs.aalto.fi?

  • +
  • Programming environment used: R or Python?

  • +
  • Interface used: RStan, CmdStanR, PyStan, or CmdStanPy?

  • +
  • Did you have installation or compilation problems? Did you try first installing locally, but switched to jupyter.cs.aalto.fi?

  • +
  • In addition of these you can write what other things you found out difficult (or even frustrating) when making this assignment with Stan.

  • +
+
+
+

Write your answers/code here!

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is the Stan model code included? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Does the implemented Stan-model seem to be working? +
      +
    • No implementation
    • +
    • Model implemented but results not visualized/reported
    • +
    • Model implemented, but the results seem weird
    • +
    • Model seems to work correctly
    • +
  • +
  • Are the R_hat-values reported (potential scale reduction factor, Eq. (11.4) in the BDA3)? +
      +
    • No
    • +
    • Yes, but only for alpha or beta
    • +
    • Yes, single values both for alpha and beta
    • +
  • +
  • Is the interpretation of R_hat values correct ()? +
      +
    • No interpretation or discussion about the R_hat-values, or conclusions clearly wrong
    • +
    • Somewhat correct
    • +
    • Interpretation correct
    • +
  • +
  • Does the report contain a scatter plot about the draws? Do the results look reasonable, that is, roughly like in the Figure below ? +
      +
    • No plot included
    • +
    • Plot included, but the results do not look like in the figure above
    • +
    • Plot included, and the results look roughly like in the figure above
    • +
  • +
  • Does the report contain description of Stan setup used and whether there were any problems in setting it up or using it? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Even if the Stan model code is correct, there might be ways to give improve the layout or write the model in more elegant ways. This optional feedback box can be used to give additional suggestions for better Stan code.
  • +
+
+
+
+
+

4 Overall quality of the report

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Does the report follow the formatting instructions? +
      +
    • Not at all
    • +
    • Little
    • +
    • Mostly
    • +
    • Yes
    • +
  • +
  • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
  • +
  • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
  • +
+
+
+ + + + +
+ +
+ + +
+ + + + + \ No newline at end of file diff --git a/assignments2023/assignment6.pdf b/assignments2023/assignment6.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0a76c1de72bb9b3c4eefe3f82b00069f59635a04 GIT binary patch literal 96489 zcma&NQ~^x+{rrJ_J_RsbLW7<$wLHQUNB%I;65&-gy4hV(^xUC39%g9 z$FEAG#*Sx)GzCtS(k%sR7XbaZRu*0y~1X3KBuHmG-bdj^616`pUOs(kn17vnvD zpMKw$){Vc_NCWnFbJ=eI(ssNU{ndxsleqR57zu7nPcjn)2!X~TWgx?!9*4J(hl9~~q!1PE?Ip{D+PtMHp zF}r#Bg#|*ar{MjqG0(0dM0LF4Z@P<{}gS?1F6sE_ezDl^ADgpbllKV~daUD;VA5mcgx^AjXsM8JsUUMoo=>QEeg z+DPja(qhE|C5|S}r*f6?Qcb~j8Wqi6;*K>2r?YwgZW19Pw~v@&xu%3$!XaP$9ov)| zvfbHCW)+a%RKrlVhg30vwWCP=2>gh`2%A8I+V_2*kdRGY7K-ivV||BUVRDL12dz>cdHdOony)4w6B zHh680Iib*}@Hb>R-&$$j#}pBxWMXKj^ZKFt8O&6uD}$_tU06x)O!lB@O0S06sMZ%n zTa~U6)dH@EVI3Q}rDDgi;lNZ!v6$DI{Vrjl&fR?@4WvkI6U!+_z&3PYh)Qbi^tj#M z4(!yQvq5i7e{YosGOyJyHM7r_xjXjhwAky*?CaM1oBLqt?*7S=sd}>Fn7pWoW}k}( z)wk+uuD;^4?Y9=!uQEpaMCkZ0*$)KPn^>pGUY?`bqd^e30@lBhkHc`=Zm+v1AA9#J zhofD6&54QR$W)4wm)n4e1}&KR~{ zjn${GWdt#kolR=y0c6ZCTk8H_F2BQ5kR@JU&+-4Jp4(&uvF^FzQBV?S@@OCr7%oh< z(auFWfm)@Awp0k&*JY3(^JH9$^XesG02wAWpuXfnKFgGnz|e-wcX_Xw#bW0Jiyil% zw1k&o@EAxx?#1PLvsZEn0BRO;M7CYiRcL0~52+l9?~k{leUna+RL#VHZ)umj*Qapc zlCMOm_HboG9l4636ja~b>FSuf8x;%#rAd+NI!eHixmJ|I`#9;1J@bmjS|o{7=31DO zw?-Bpe#J;9uxMmu7@M+1I+62Kf0+j$Pnc;RjdAuZC*0zd_%o(tQoy(Ntz;#txahi} zjQx=0*xC=Cn^q#EUgt>Ud9fe%KSIy%e(({cpNw$8%=*^|)S)?GB!}7n;{TbX@$CC_(_*+NVEM@{vLw7nn|j+% zbD4XSd&l4}+9x=d#{$TE_|E>Vh@|tg5e=&#fR1mYFo&n1!mZCUV+0wXgr15CO(0+e zwIk#tH6h%3s*W=aQR6Wua!vm|(1Q82K60CecMC}T#mX{% zW*nIbSqY4^BhDleCSC{>rd|l7JGRFZi*T4%M)-*`siKe8*^HU8aFM@^JU@jpjzNF4SR|^#*j8<~3!By)Y!K^wa{=6>@rc zn66sNQpEz<>giNs+rR@scReycAS+3?7(b7HIW7(swa$NuPi5u=b4;byb$2qj1U4}f z>6b`dC6mA!JKR}k$O+Qqgb%!M=Gk;DCHyyiSoZ*Gg!`Bw$p5xWPkOI$&^o&fO zdK<{hfCi8^=U+cQYc&nDAHFOs?K-t-%ljMz=d7-VkRwuo=Z7r`TKExaIv23w$}q3*)J^=Mg%dTmJw4;ukZ!fCmd z>9AL>xrs*WLUr33A)Z##n-(-6jjFIbw;Qh-wNy1+HZ7c_FX6Q;ccz9%Gut`Njb#-Y zn3n*6zN5-KO0)vw@EK^xBjIcL%ezLF`r5=woGU+)Oa zwWgHQ2XUu4;;^W~F||E|!V;7~heS`nKUGec3HCl=9-i_KZu(&6r^I^N3&vdQmT+Hr zdg?0%@^H#zqo_I+M-jm{yMKZU({xKYZ-BaOlEm*`pVfDl%v#S0t2Vx;^0KEhy7yMl zB#^}xJ^Gx?-J}!r{1LuZn8A}NLu|(AXAu6o%Lud1(ph85lKASTxN)HsF=J*w%MXC? zCY)x>U`J9Nq_j4=%0)2_S0juQHAIhpHhHxjDwas0|J(^PoUmOPzf$OTmmZUkZO=i)_II65Hju4L8!HvJQ-cG8B{VbD|pAuw=CnFP!S%JxH zzlRhNuw{;tbVzC`eh^-~6*D2P$M7}?cd zxr;iA_v;srt`f?1kMG!&HaeTcjxCaLc#}7N9j1;rqiUL9>~l`Qn{}eSKpQ7(@!)=Y zoK40HcbBhYHVF}U3J=T|O_j6u9?0fV?H#b=XW8%6yE8o2P_WamjBc;qC}l@{DQa6E zp~fq?iDJt2=*%G1^zs^GZ-T4KHn+99xp7M~I$wrIfU(K*8C}tAis@@U^|^0Jbl}rn zVZme*An zuZynL%A-a-W;J(r>v~K}er9=}Im2sP9|w%2Qts(SZ%_SJP>!bq!)(bh)9(^IQ;{ND zdNqnGx!aRjLmyh0uP&jjI{Fw-X>qVM9Kv-mOk|`&y{L-}a7cFy5;)UeUX3%3b!m|i zmn+;!zWH@_UDvzH|CscOp?HyLJ9jpdVT6}p+$y_;RG;mT!ow*-bZacmJi>$@ha_R# znv&S7JTDaG{ls+T>pfM3^R8|46EOD7V1jyzm&YrSH5_a-)bl%$bpCVLL(WV|Err?T zO}CfXuerI2q8~~1Jb8HI!4?@Y(zIA9++VNd7H3|iu3ftR3Nr$#Qjb-y>46|zf#ZCY z`U_n~PIi4nCU**9+u7`KP(o2;8q(vSWDa=zlp2-b3}T#=4`s?|Mg((qU1pYBA~`jx z`MBJ(`UAWiEc21^w#95eFf&9zSPcX&vy_kb z;6@&31q!`G2yJh3h5TdmlC+X8#j!fs#-HI#P{e~K`zScy2_KeG@IlyK{?)y;JSM}^KJRRN2 zIn7I< zvF`YFR(!5Mwdpt;UZr3BZfrJneKz$BikV==o_ey8X@(yDinttHL22q8ag|orrpOB> zTfVY;iZn3>6{sa!C~F|Mof8mrD&6r-DbQ6UNA9cJ%&%=%3Ds&(tk^L99GK-?&rN>x zrwFF<_G8lq*lWA~FQ=;EShd@p4qUWG8e>iLsqEMgJ1IhAXr=|q-3j4qnx=O6pP0Bq9JXO@=)dFl*i`gLFsXXW)xN=y6J zt8j%@i>6i-z5!#|)Nn{;%51%fJLEF1L9-OJ8-10K7{UtEB)K zm1oa}vXc_E%J5FW$W`$Kad;@$n!EQCzu%46>$PnAJGLeUH^wrU<6J~! zR6L#P-#vSsE8MT0exSPQ1XLJPJCpxAMgBMapShEb?SB$LS^vKQR7W!2q#eHROnsT_ z@6;wn0TUF+2!xL_<6i_p1YKR_*+KThNg{uNB1);0JU!bb3_>a=imLjJ--?GeUtusYyI}?EPk)t@~cpH*9VeRg|$Hd0RpK`rF+6q$pyS$ zXCUTZhR~Y1mo4{~bPAgmzm&AT?%Jtnwv&Uc;k|!}0&<;?93S>%;Zj;2Xb9X;)+DjO zfcfmr`hJ7U?$3I_TWFMR$V>ks(7oSC;hK>D zh-A94@~$h>!|zVtZwc=DXRb{|8U32fL>4szQ_(OA ziOz+jUSL$MTLoc^!74J=8FZ0~>D@2U+V-(f3FBr0b7wh+NWvRey5@bGSKRidMnY_uPB`{h;e3D$s9ST^PhB6;JvUY?pHxrQb##m+h7o4S{#!q#3@6-3yOhaCitV0nE;maD_7m+JvM1k z)4ZgBN$N8tQ3N(jt6JEj?UdrHfIv*of`YaF9{Z;!Tc4=>%k&Mp-sQBpUtRVt{bhk0 z-@e>n>=dX;|ETiS&QBZs%Pp8V`l@u#=zn;C+897=ReSokw9{W$^%OYshY~-{eI4bJvWM#SfVAeyG1k9O;26ZG6ZQFhbB2zX%YVw4g`5SEJrH% zyxQ*-K29{wLgD{A4^ z-Y8~DW<`CBoq&a2(0ZuFA5RE$G1JV5zzWJlp5}%&cpnA6Eyfq$i@6H%7nr~0{bQMA zX0!iVYcr!pTdDD^mD)MvM^rRjPFJHCFG0olB2Y(6kRFt392)h<61 zZQ`V0K;8t`lMccSuL%rK7|HH2|A}ts_tKgztI~mK1}GZDr`U--w$@KKP>vnOoLfn> z080p%CC>!Fm^o; zk_i42Bx5()|27nSr162+rCrOFjGL|KDoyYFY}wm4aS{Y-E0WM>?3?Gs))s3l1lQnW zl~dLs<6cbKAj&Y$iWeiXThxSyrBJ2(7NTYiLIp`{FpvyrVy5F^sVt@J=f*{;l#VW#>xwJ;!yx z>Axkuc1!$l>WwZMqs-^=vl+rpE*UK43urL;=7+aZ?fk0Hnv$gad|40ux(2pWMS_2{sWL>=7V?KMfwPap+Q-hRs(0c(0TyubRpe z&(Qw)QgpJe;ebgihHXr&9_UrY?_)wqRkPz3UFQzkigR(3tX*|h-^lwy4};-%OE$5h zxMO9!&OD7E^^V`jer<+^k6tMcp6Mps0JUhAuk!gITQFNa!zmL!_MOxIg5D=FzH%O{ zv#0f(iI_Oe$!*;$JeDIzj`8%K^j96g`lS>UA`37!BK*sGhm)y)qZ$;nrm9b zSW}0JrL`7GXI%U;PpK1za5c$8I8}x2)k1ZOH-1h9Y!W`*Wn@A0?TPm{Q&L|L)_a(j zEj0dK>eDl%4U|g*8fT}~Zk0P{h0h>tIHHHm?7dCeVlXksg)BhBFpTkvRmMOUc{tDk zi-A-PnIVP1ZV>h5*fmN2@}m~A z!GOFLXkx(dnnN%`DhAPdCv|DwAN5U4bRZ`n_+Jkvlt2SK!;B^?ExGVhEPN9}co;_9 zN^7$cE*@jeHEwW9YuM2YuInLo!q5v)AeP?T9}^0Q2;E$?3b+VeEv5BZ0HflJYV9Qx z54bq9M#E1V2Y!$Fv?=W3VA4)L-Whp{sP4bdK7RXVbuuDxwP!4dyap?5I4Js*+?bLVgBAE@YUi$Xo8M3IAH2dI{GV5Udt$5z@YfibuX@2rewABj}BUU4;BH0n10aV*& zK5~KhgFKPXCJ}X2vlP@-I~BM5LZBG>9pNv4LhBt3Ue&@v90gaZkY|qHlEOpz^P<$Sh^XK zC-_qvhtJuMG?|QQ2)4XO!g)VByms6O+il7kSduypx>QYVE8RC#@0}f+L#?20n^dO* z%%G?oFR|xP8P8lom7J z;$^?ZNagKRlA%Fm#78UL%fPU3=10D#gP--)`A@x`Hc1HRBnHf3MVBr3XOE1I_LSF= zB=(^(7yUT7_jRl?W#fv*Bxg9*FtDc|`eA5{V7~yBH9&V+`;_$zi5^D12NU&uoqa0J zmAjI}Tf_^FwoN{Ph?%(e$#ZI~X-Cce&#|~WyLn7O+6w8&E2;ZE#&^R?TG!Ooe^POL zplNpb?>wqJ#%iV;)cc=ig7VW~5(yZ=coTtp9R(NpT+Cpdy2Gv0Ne51L#k%Q@v1qQh z{cfEwOH>11M-DRuOV`x9EZBu(Uk-j&oUkh4tj!*_45z}daAdKkovIjz)KndG+J%BB z?4FjaVf5i7UCQQx*o7?WGd|}yAbAjK^)Sx!!gNatH83|#*tqGbgO(Fm4Z_F+eEEKr z)l!2gt>iL|v`QZKQnVH(%>3&M{IgnXT5uv;i&@nf@Zy@7qF54X4ARuGtzo=!rw&7Q z-5uj3Pg6AdQ1PPN#>)l{aZl)F>a|8KKkedsUe1zf1DLjGjSv%jnr@zP-u0JKK}2yU zFUDE)zbgYUaG=dIX`MQfB?hm~g$l3E`knw@>c^P%$RfgnW%nD;QftUJYUtu;0Alov znQLgN(^lRW1k)qeG;e8AAZCS}#s{R&W-!UA={6;gp1P=QA5msRxh4esRLlgct8yl-7@1N36Uc_cB$5w(U#X~HX(1^u?; zm5_fTuMuL{)sD+|)XI89ZMt-LUt9_xT;-)_vhzY}JIn!CFy)fvfr-x&w>LcLUD2nv z>h*H(D-9n4p-G|(kDW~^7T;E9ABo@FQ+zz@q4Ykm)uXTpS?+dW+&wvgiF=$vcz75- zfHP-pci&ZdcI{+UMd$`aC!lP>ikq_KVQU(MT@iYbX2ElR&lB#)1Kbd4cFt#b7S43? z)pa%rk}_^4R%X=$aL_#{z!A{k0n^Y|W4XwJwwwIATUP&VHek#4ztos}Z8cNAI1$LG zlN^WSuC!obJEqpX;t99`=PkqA+p_(LnTd~z7H1qzcmlp7gconk8$mFZ>9X_<>UQM;e80SskWYvE3(JwkkgrWj@N2nwA|Rj{NU23;e6w8{>tOEi9$H`203lp zZcgo(XToAexoCQ&oj+}M0jy0FIeOeK{mRS~KT=KYS_&yBOc$wWw&lCo7J!ohBQ`4D zAKQ~IZ-GwyEY8f%d&J!JSk;@Uce@CuGcszofy2Y=X`;}_?=7yI#yxW4aZqWe`*I~t zkNwLl+E=~Mg`a$ zJ_>33-Q&T4r!)(J3Jy=h4K$=T4KTynQwFuca&O{@&)uYeg8HsJ*IJoB3megzYnpiQ zgxB&c=T{K-h*LT+N)2F$Jc&brlTrs^fjK(RCfg9tBVNTj#h8IaHlQRN2Q(y<+2w5j zGYEzw>8V=$qGUpho{`m_VxwJ8l!ae*`nsAL$#but+~ly6d(dm680>fv{^4_;Lf`I4XRL>w zgq+qHFm0nFcVJtDfN~qG_-iv^Rrfx=|Gp)+KP0t3)gQ>ra}^xv_H5-wast*%m%`Ft zrzw0*Y37E$wG(R@E-%;9Fl!-=sO9k5!hCHOdxN^(>z=C0IS6e#91ghH11i&MN)0K0 z$h97Y!#i(IinP1(u?|*ZSAOeo$!w&DeP=hT%10q6m5ZJGb`i~4)4|3DIJ!kyl(}67 z(^CxNkKFE-@`VA3)sLiGY>vUNx-WAPvYUCgxzoDI6ErYLM7)|9)t4#GN^CiGB^j}4 zOJ91^nVyrll%O4^>;c6Re2ZQtalZ}Ep`(~?kir_fg4>6c>s(n*DenvX(@T-={QI@$ zl=Z|3rdC&<$&Eu5+Y>@K*k``C7n5loUxf4?cG{_SQ>&$@S(gpv=XLmPW}GQz=ADI= zo3Uo^i+bM<6I4E34(GyqdL!4Lohj-(Ez(8sjvzi**F93Eg9Y53Mk_A?@7uce&$B_&T`t<&A>+6!lLg&X#enJhV5`E)rB zds{-tk#tbHC7eDV2??aFoR_d0xa8TVuX*sdSC{ae$53LUY-ktroPENFcktZMH9xwcUeGK_;*WCW?{E+k2 zYz??6FV(FO-v4?^!YWUQ)$n>Wf13$8|Dje>uAQufJDnwn)9G85Aga%LHdbr&Y4-il z`{f$ly*;oDi$Jt$U7%ZDQ`eF*o6v4*e1T4d#GrI0HWF)$)tPd0Of3 z6Zm)XksJf+^Y3m=QMFoyJcKKuP?E6G3#TQ1Z45ectw81vVz1OiY2Df!>@aUIN~6Jw z8l=S!@dzwKVca%h3=sVLsQvQCT#GCvS_^?EhuF|>M>B9p-6p8J2XcZkQe_QhDsp>- zb-TcDTB+`>yKDE=&nN6y$o+t~egMp{tyW3Q=hQ0%t^dE5qsNssglur+Q^RY(|#Xb-!IaUX79J1ar?A>-=1Z~O*GS{tMh4|`lI$lq4lNih>}?KOUe)*bP$vg zG^jSFd%1(w=Fa>fbhS}^tZo5RXm0woZOT@GdPwswUPuMc1JQ7(Lu#04{d6U*cvP82u$!Z<84 z0R1}?0zw5x-|R|CtWj!UEucZ4GvgGIlDt&dccrVsx=!Y z=p&Kp{b=919{$Il(2JYM8_nFlM>%ZoXsLx^iP7OIVaHUs&YY^rSZ;L7!9Mi$y2-O? z`^fFpX|;@kY_!ch)ad2%wy_bOB&bbNSiFb+eg*-*%*l*pGgrltk_PMNOjz>B{T9*; zswmdl*Or<%70<#jKj2P<%6MLOrkd{D&BE$%iC`n%(@b&MBAdw;G~@I(VeD37x!@&-Rqx4NnZ+^Bg~3QjX<{&ojWklIu-B*?zVLIAPDPWcAp!ok~@WlT}uCw67$d=3IkLkTci_ zOb9b!v4}Is$96I9d=fLbHuE}#O>Ks@N<`MEcmz9(Arpj-QJbfqAt}s0S4?sw2WNy% zCF*9Il0&S@2&r&FRz!blR=1$xOqcnl!X;(|{ZcuRZ&WCgmoQSIFKL{YG<24ClQyfa zCB%kB*}BLX#j3GAg2;kf1PcOnZ2lsY1J?zlNh@mYCKFuIkD;NemX8B1^o@D5J}M0? zP?O*fQ)5*HZ?wW5>AYOM-lTULSb^nNNjXXi zFF%>*(Y+yEV5&g~)8wb_E9+rEg?xR20&XF9LE zt(UL;*2=asUEbZ$fM}DB*@h=9h`sw%&_cmMo@6*V4SddnN#C_vHeqKat(y*Hvbu~)(fXl) zKov4xlaVh$JI0=|s&37dZ3}lJQHb55 zi_$WewyVU5ojpI=d&=BC)IZO4H%8!=5|1Q7%K1USR_wuNp6W;bWZc8Y&5-d%C&lky z^{Q_J7lHblp$P6$U*UUT?WJ?7FE8eU&MPu#4AL?I(gUG-<;xNBza)UJkVY;m`+w1@ zTc`%9$E~$a5T+yurt8%PNo{K(pcI8@O_`OEX0*bY6_f7hBbvHSQEop$ti&s_U|vH< zUF*re$<3r!;r6iD*`nthpk)BbP30CS+XxFcO8?rN(q)r2r(l$=&oe%ws3v|m?*ipG z#HGBpOo#`H)KHye)QjVKi3`8VG!WDAwnp_M$8ozo!UJ{Uu!z)&p2_`Ac_!0GBH%9a zuD^aIu4civdR_)Ycb9b1TPI|#BOVzsOO~(fV+m8Td>U{}f9A25`5`3fCBLvm^xJOb zt}fPb7Zv$~T~NxpOn!`^LbZ4@=@i~*QO#-xy|q|Y?KrVfhl_DCl2hcSyC4&!(4k7A z&}~U`nSsG#@t_BXVk?EcMmr7$It==h66(^uQKZ8RvE-U|bxn`tF%0xoQ+x6zQ7Dw{@aCCeSPA;>WN0JHtj>|IZHL8{G^A6AA9zd z;$i0)$*QdMY8g|=PW4k4N|6l{vwfEF8kzo3*(fXB4m5XCnYLo0x#TCxPjEPKgjX8f zOV%lS!7&%^C3H#_k;P;YBD!XJdBMt5~NC3jc5XT z?veaQD@HqStortu_C5$w3h)r+&sE zGI)eCU$h)XV}``?*~8xRch;E5q55rBtAze)Gx^u95N7+bO@)Yn`hlprYYJBRTBSCN zTt>KUDNCIy1Yh{M*L-U*{;1WpIv`m*XB}_3uvLQpoc^!>pstaLAdt+!Zc$Ogm9m1X(#9WZ{yZBf_exs5V*%6X z3FfSin!z9uFJH2M-r>wW<`r9v;>~mpjwXxmMn5EJ?)nGBg6q$@GN!^NH9qq^FM@|} zxd9^cU-vTOu;IoMNtJ5pOKaDh%eh9F7Htxt6@}r1Ez^U{SnbZKtMWQGhBc8~OPQg- z4$;P7w;fML)F)e8jnZFLdG*Z{M4t+^2-U3iQF;-fKZ9*DlUBH@kUBK3D9kcU< zaN%jo=o}?iQ>)9!cwH)jn+F>QTp6;XPABh;fJ_&pFdZi%#a)Qg=>0!=h5||!(h_+z zXUn;FGd_spH@8hEc%t~Z^!^pZGnG3X4%XAO?b&iiDbnE?eImkee-#xo$d{+2l2OS< zr(B``P=w{R#^qAe7vuayzaOI+Q-zPeAw0 zGl~1c-Az{myS^oC_~o$hSA@DNCH`b$P`s$>@S?VRdZ@*GOcP1&YsV<#`%WM-NiwBv zwJ&=7mJq3?y~@wR%XO&9rF#)yrk4JTiLKGW{uu&osrrR=!hr(fmagf*f@SWM2h=K zPq-%J86MXlAb$8fcroz^EhWdUG@H7|GqHcK@HZr#(MX1>@(wzuI~HOKjob~?s(DsLvNsm~d)N<*+AuVWC(7}Yqq<-IeVT8vb@&QbA4#8Ik$YBu&=eFAFM z=O*B!D){XF(ugtyNt$tGM(0SjhMwsb(zc!;!pvKn1>nIctA;*Yn}Si!Q4>s-8@H$b zP%Pd|T^|hcj)8Wd((>0qtvQ_O>VSA?p>M$-S-bhzf$_x+D_8$la;ab(z82ImVGaB1 zG$yLO;XNUT1*u%w@a);)druFM`x1~AN5$%GBe%?f$T!07hN@?dyLUUj{8x-n@w^hJ z^(EofVV(S}-@AD{Kw&xEB;YF7^0v&Jt?#bNq@1_C%cP~4Ku2rm*6C;q^&WSuMr?rf zex3sy|8sT#)D0A|S}V@sS{=+lnIL5=@>* zqO`)_gEJ31Y9Nqd4(w0j8W0%7&wIE$@t z?||8D@W+BL7Z?=nn^SlHkW8;QRW5PiNIqLo2mhMx^BG-2-|HJSmO{k}(7woM3bU?+ zfs>35Tr~tyHrhGat2q>3(Q&j@U*@&kkgNvs7$DH!<7IKX-)R5Te5&Aiysi&n#+$oX zq#ESYD8FcY3=39*L4aSviJT^g@g>Mq;H-bR{)-)MZrcO-8l<87^V9Nmav&ec!2iSI z07*X>!g%=fC=tW@HYA;UX32Q&`;xOW7fJ`Le@<~3YPD*gKiM7#iHnWzvW+Gei$XBK z2i_j#iBG7~7zt^6zC`)ilJw)p!}R``m03~QwrypA2UZsnYfa2K7jvKlgk>uJICr*V zO+8;riCxxNtex|6#n=5ALW8IZPb}fqf7O_B9GA9Z->(B(CzwNsZJ7JaRgX`r&s$=i;dabdu2OF z8QYIZ6%kl$35C-3AUy(agp6!j_Uyu~g&|}kG)U9T)e?M#h~?6e8cI;2#339d6S6{3 z=CoaCnF`))Jvd^jgQ%d$dM1$)bAQS%y74*$FxQD-Spl{(2kiIk+|gb)7;MMoq;8oy zOr<|fWECd8i_<*Z+^87pK4#pH+QoB{umYsuCO`)KD0xU4R?m#5;mi1_U^fxil09v& z!(2<)IdXxWS*zx8OjjFUz!CqeS?7@aQP0;Q<3gW95@Zod*9cEprXOpQ(-d!HvtF$C z@&skQEm)P(^d{C@&ojf_A?I6?DB|5uJ^j3@S*nX`OX)~9Zy2VL`Om4(dphAN=O|II zi}I!lQZycQWPrddH8W|<#zc^2Zv#ncY?ZopQEH1K3^><3SWQC7rQ(G`iJ!Zp)nr>t z&_Buyk&{8_;MBZ=27}gtib9OWA{>3U;qXrImr)|$6-K0}x#-o#ibW4IuU($ zr|7d(N5PydVF$LH7tH@L?9DGdp)Ba!Z! z(1}SY7^|R~yqX#LbtJ>!&nxYA)d9?DuYg04LI z$$Bi2DLr2;$PdvKV$jO{e8ih)k^$}>sf)B$(kI7&Kw^qVAvzm`bL9qk>kskfaaANI zY`a~6q>JeA1`>u+Mee>((19ZUwxHE-Mu2CYzb$UPbX&aSt^9S)`F8EgiVk#6gT11x z(BwVhoou71A?9sgMkwU}Bqn#8zr*!q9vKRub{8vS!dbfWQ5EE*1KTOi@s-?MI%4<2 zKhIKt@UJm1P%gSn8F2WjS*GiG0oenAB-4yrQyzNL>24@e^o9U#e-Av2cYBBPc&rBw zIb_!59^|dka4@|)3HSkS!B^Ax1$~BeNiis8Fv7l^dV{q3{9g~oIbury9;}D;D|id6 zMo?D#3Pwe!RtLj8(q7(Qzd%1A5Bl1Tqn;kR;KQNJDK;>xu<~4wPPqVNi_=g)ASlabRJ5r6^vJA(+9aE(pSqDDldh{!rGOn}h?ozJk%DLC= zG3m0dEbXK9HjMFFKopq+O?qSTF*Vi zhW;YId-rj6WmNr!i~yihjB*Z&J#+S2yh z{|j8_ItExy?+`%+l=IjVGogX_LAYJjJJ0iAvEJu+y4RUruQ`)G(diUa95(s0w8BZsK~rQWWCG)w@`hnkix0 z4jW&vf>M#yu!VC(OyB9g)hZCR%N=Y44XAS}Z*raIAy>Qm`*VG_d;GbPf}$4m zGQ9KNfs%~kx(k*1!LVxS@0{Hmo8bh^Jx6+#WgTZTGm*kQ1hk$ijtQT#A|JwMP?(Fk z#d+Sl+EmR62)N$)p)tF>ZAaf;Fvf^;LKJkB|1NpYqWx=FD0qM&Ju?cwWX+M@-`+1o zdv)+Y_qcPGKWZEg^s2PwM3g7&)qYtybirRY7az}oZM%8Uv`S91$jsY~&tb(s9X>0M z-(iraFa!ysih0Hvj&X)Y#bnx8>aeH@mRYa*bR03u&kuPBaU2ER3$%?Cz0EIW1|{e$ zHI541K)933A0ShbVjam$Acy9xQoNH>Rs}MWm33BzDj4Aq_h3QF^PrNb3PE9B$v5_J z5s~r*dcnS~yL;xwCo*pV<3<|4UPNJ#?5Czc}(SShXe-TLKtxNc{lfjJx7oQ==m1sI)AIhbr z>~D)!47r3GV$dF8exicq5Jn6?ffh~E;Q3i&`Qa@5yf(~7G_POqIqE53ivH=!bQo~3 zOB7?V*DYs5#U1+N2DR|(vKze1B{xLmUeY&u^WwJrP<0$5UTvZhVZ?ove-T@#sqi8mot7@uvQZ>@_B^?3#s!) zgAgvC;yc!ZANa$s7aHtvO$L)qy-*C*1WomPBDQb=LeL21c(B2ZO`B1NUGrLaDv^ce zcnsEKiswKVVL%>#AV@pYCuzWv57v)?3&7Ze1a* zC+m8C0_*9wDRJwttJh6>0@ZEC+HIPXV(OHt|1K?kT;i^C&1n8Gg*_Ry2^rL7)Y8X% z2BX9nZNsrW32Snf)|5`WH90i}F~_hToK>`?{H2tWTC(c&%X^{(6vi!wIs2zeb#E;& zRMr-HYeXl~sY}PJG~vvQpscMq0n+%fSz+wb%mTB9pQx6>p)9cc{mqU_FcF zQ>AUk&x;Be`P_Xe)ALS;(!o_9qKRc26la?ZL%SAPm1Ss6np7sbV4F16=|Y!%aK}dH z>>Z&lyfS&9V*a?DqH{a+?g|01E>&Doxh{E(J%PxYMr|h|2HWcJeErvXFEu|SJ=6h~ z|6O)%wGNP$(~51-ghNuI5B!D^1nSUU6fGuX>^dkai-!bubwzR*z{OzMzy=4d$2{+h zrG*TnVIi17qbD)Q`?%+B&hRUWUNsh*isVn(JV|Ilho-IZ>lNVHihf+z!etFNu+ahm zMS?YD933^nx&~c;ds4y_3&%*SHY>o=_6GD-l0l~BP{#R+i{lzXb@NX!ayyRH`bywg zeHgj*&+tYuy$aI{0854U;Ox+BEjP#zVqTUGsVF;d1H*L{=EqsbNw6b=ADKlzNJ<2t zI#owdSelvQ%+;hEEaB80d`EZC8WwTFs)Lf>%0&|f(|9oK4w;+S0t<)sDNfdv?e>|d zFWKuiRbT8Cns9($lZp46e#r5#&N^~zY*p;71Y7A0WFy_l|LqrKV>q*Ab3fmr&$PM> zrb66uh@(rSmze-R=|=5rgU=b=p2rLr&SDF>;PH2WpUC`HoS#RgGtIW*L$zM8+g|_k zJyhakcJ96HUSSU^oov{AsnbLz-7RqxB@LLi{tPAsZY8zV<>=O8E?p^_-P8c9GMNl_ z=|2{iWesIi?6nwLsHq39i+R~4fq3+5{mnYCMAhx4ju^~I1np7U*`pl9eP7!Me|+pZ zn7)A=!)z(M=(28#Zt3zigsV(Hc}f2!);Y${8>&j7>H*1J$;(@COq8+I{%1q-Lohlq zN;*JL)yq$O!*f2~B)yxT@D?{sMy)PS0z=I(_T@$4l7}yLlg9&`YYrd#D|D*e#d*oy zCTAq`uAFLTTsn?Len*gOC)*w`@C^wosM)Vr@kgy>>x!y2wkdc2%Nkqa8tiObY=XT zL;1ZJr7qO*PMj0fQ$gH>jdF4PlQ6Lk#EyfMu5-iYFFzZimL|jezXka-V^V5YM zK;uK~Wa!>eUJdt(OG+<1ZdwFyiFeErNh|4@a;bGm^80@f1kIK{+qP}nwr$(C zZQHhO+qTZOZF}!IcP1ucZrpkJUoyI*E4r#*Dr#ls`a0u4@UGa4&mWA4fkr?$+~^6D z@At#v{rq+uA{*C4d8*85L<|H#KUJfbA{XP3((X>Ks{DLGn4+sElz4 z6Ssg2(`-P=;{aQ??91Ze*u6E49cu$y2yN$+dki$#`RXOq*Dm*Q(FvGnJ7J%_SODzj z#>kh{qv!MM?XoN{t5NDHhq1HUod>pfgBqUar=J&0h zAsqMNA)~x|6v8auqQq5I7%$a4gw5goC3^DrK68eOjf9hEGQi!|?ep3M*D9{{nlVjJ zImGP5_+y6;${S&9zZ>;2C48Mc`UOdsv|?$dp2rcdX8~O6(-c!e#i)*f?N%aD7s;4L z*I4W31O^tfhx}tcXoNw9)qVtY?**pNALA>Qe_R&;#g z9Rg@mJ;ocquroEM5&sW8M60`3AZ(P(^c!Ts&(D!7fcBQx#+1Topf|3K$YE<2(;2vU zuGBBv14^!k9Op|>RC0@ktB?sj>jiP{zo!c`%|-+Xgy-S#NPc`q{g8U>V4tQhp_3te zx66ONc>LC>X2u$w6hgV_qnSBrswtQ|i9(Gi@K#4kSrZ~<+?St}d3Y>Skn9j0Dt+a$ ztK}CgxMyT1ujfZ zK;6v&CiY_CZBStxA~Io8v71WCXw~3`g~NH(KA6LJ&jAbdG*NNqpBIG1vlX& z){&_gg<5mo9m2^!->5x5Q?+&1*g<_tRBqjQh{eH)f0x-z{7jrvL7Y(4Sdzd#eet zKbp$!-j3tmR|jiWo@`jfcL&hv!Re zydTl2N4{GYx6ZULR~-;G^8US(e~P|2s1|T3-pkvNK7A-&oOzVAaJV>H)Zn;nb-j&I z3W}0z(omx+T{lrJ@i%SefS6)h*i)~x4R+4pn@qp?YjhJ?49`pXwxM|csgekbaBNze z+ze}}Tghj~MPu|tY-BV&(i>*F8HNf}>8i%wBX*Er)h!bgq${-`S;Mhsz!N`&wPDt< zCJiGnInX=VU1X_7H0A4gJ;iD?)*yVhV}?TdbW@fohk4(@HMQ>Sf;gwMqo}ho0yzmg z$qELB0&Bv!o^-9Hk+(sHW#C^bW|UWa?VkaKvg!uymTqYz3a45AF&Uo83W9uAiCfkx z0du;+>pWXIyBjt7wS3APnm|>=1Hdh4smsLJ24W$bhJmL(mJ8Y_RU2L-qo5Hokm)Vf z4i7^TLWtuZu|kcy<3g2>oG}Fd#JHB<1DD<)lN+TQDw}IXa%eaqBIW7$F&)oxDnrl} zDo||#S{5oWV#I_WYUJK zYh&BNu@dk|ItqqTT+fSxji4IFqPB1zdcY~`eh7w&=XKLNYd;75&y7usQP!TXH?JN| zAPGQKDqaA^XF2zX zd&rq3e5?1M4r`1tx5JnS1+yL^h>S}TVs7w#0Trf9v6b(}wX&I{6yCHuOQf?@Djdk$ z6cP)r+mL1bcvAsyjc$#SOJ8Xkpj9=8BW?DYwb$(*)7uYXN0BgktJ_Jawj5F2Bc|5; z>g;S|v7~E1;dil&craqS1Vc`O-y>+lq{pOsG57vA9ANE8LL6 zpNXy?sZX?NG^xqTFw`3z$j)P5I~qU4VoeP+{E&JVm?W&UkZ#q*E9I+rj@Bc^=~&Al zB>S1|TE`&iMXn|n1y;?4d@&MA((7g1CaCfyjh-$dHB-3)Wn=7gP_F2-6ew=~F?pF^ zDEQ41Pt>Z;!&?$r(a$ATcqL=}IFM+c}VU11NZ#>51Mo(@E1|$EH0IBc8#)0U| z-^H};l=j?rBg&4Ymi9uO#qL+iG6v)L^mb^^c#bZhT zi-%Sv9X9t*TD`;E9a%7-*cz_%PV`M)6%8sv{-PAX+Qqa5OK5LAO^#vEl=d!#v9Jl! zL{*B%&c{|o_WBghNvdetMAqT3p76l^T>En-OqW#AP#HIykW^D~Kgd4xnE`C~BNShf zBUhK9V(xoOxuTQlqIAdm*NJQ--;w@rWDrj@VH^pxL3L?T4N)rXaT<(GiHF7L)4~@+ z4m*`@Bd<2z=HE`-fPj7KrAazr1aPbBq!zqJ$0fv#m?Ml4IMd}6269^qblQhrQm&Kg zHYY-YAUx!#%K#c?a+n1>!6Ci4(a%&ObqG+;YwuS_<0Ko_;a8)qtYS4tg1=P3t@g{Z zm}Xwu9{zl)p9rtg^?X=soo z*X6-(PW-oOrAyFdorWWm_{nfSJnaJ#ud2JBm_%&acDA7EG||D%&O&Rxm2GhXZr`#u z-2Dw+GjlMTkJwjQfk~EcH&2i_DtksKQe5&3_!i#0FXkwOm26t!camu=ecnOm@`9J? zVI3IjeFAeuWBcEJG7tiNKRdz&NDNPtCd7nJpWkuwUFC}o05N&^+lBtVC5AtEW@k08 zgw1Q%r>4pm=Pylc&M$!1`a8$AU{q5Iq*2k!4W@UoT_CI=iOQWPi80BI#MbX^6dlPk zeDmn%x4wOiycmt810lxj5T9S)DBU^C&8XQ2+?M@>A0G>GA2cMN$;+Z9PwN7&&2Zj489*;#r)4Bkf zegLc19@4rj-4@(o01pLVX0)#BH|4G@d8IjQK?6hpo|8R4DAvD0jH>Hdg5v_$WnWvP zwz)dcu^70TcO&+POtGNdZU^noT$ zrvQ=*y?;U(%=J0>cNxLy!$k26)hM0BF>`WuG4 z#-&%1BqYtx$&3>3MrHhZ^JJH@%AR!JSqeVuknzanU&`8+s`64Yke5>>WbEXY1f&qE zbDWVOce;6gJc&wP-%nrmnnTEZ$V!wHK`BZ)!`SXDSiWlXi}#F8tXANbUTI#K@dth{KGtGk{V z0mPveKjQZgq?`f_+0Nu4r@^jK^y*ORic*>y^pW9!$4t0MBr)foA>B@OmOFWbvX}#Uwc5 zVw8I7ZNQI!(Nf)@FrgAtR!fLasCl-S6H_}ok1Y)dK!)CW3@wA$^MWj+rTQV>H zoPLupQ{rNCiU--rom#VaJHOTBq+4B_&TaV|CIIH3!gSwR*$`C4oDlrl7an%dCC=}V9FHBIiTuw3-)-Gi3T zCa!x8O+NC}tteBdwJk}vftfndz$6KSq{ag~I;M!U5LJ)E-~PmlgH(>6rk*bC?i_+Q>h{fK z5L1}1kPR3Sh~vC(LIs;kTQBPzoPVa7R zF(lcNt0(Q3rrb5hW10z^X9yN$L9lLR5N$i*LUfYfFrs{YX&_^itBIOsWJ>T0V{JF} zr4}^E`3mQ|&WPGUyZ-XZ^t~l5g$<$#iuDV;g$&7$bPNZ9 z!JS!R)9B5dM_x%~jBDWwu---eq?Mh|4IFsu_yx68N&{@~;)G#xy(-NV`K(*G9K2f=n1QW z8Z4)bOf{&W zwd3?A!DIwKa#-KzCM-GH2V2NMguuCMQc7-c$XVnkO{mv5V8*@px>ZKiQ)Kf32+N5M#P*^j5^dZ3-mb5JX_CU zVkKt*WV;TJN*r=iksPNEflR@M>P*F{Y|NvrN#&SjOzuQq5}`nc1=Y4#=m*cEq~Tt( z-5e%U8y6p(_lRRtSoF>Qv!1ku7XEIt5~<}@nI@(}%4!B?2M&aQ0Qw)FU|$RIf9j5V zhDu_WropSafdNVZNs8IBO#RgD!^Gl%4XdespW{)4A!zkDHXguwb3q%PpS83Wh5eSw z6%2j&R@T}sB+=HbK@V9oU*r$15RCOeD~3iqKcuyd?2aN$ZOQ4*ImsgW3SvW)e#d$2 za8Dm~F}{WhXRtgW7*oGRSTD_dJtLG@jK8Dz)Pyjs^M`%ZM&0qIXEpY7nqQnrz}@gZJbghk1*2bOYNg^McgDXaM#zQ&S6JS*V>z168ki@4>A(uK zvX!fYBv%Po>`Hd^TF{w2Jveg*dom@GX(Z~h2$(M$L# z>=j%(@f{6#5!kfjqh7anszUcR?V$$;=^a*oz=F)FN#KX>>OG_d^N}YVTGw&t&Ti(r zFtjAOm^8=hpK4)mlII9*hYS7P8rR|0{yei79&1Z#x)W-N10zX}{>Nv`7OBzt=Ma@* zmi4OW#F#gy+|BqC+A$=3&x@(lVVP`zO78%!(X}DN*AkbzIv1z{!iSgpW*K(dp#i-+ zX@83$blU}?1b-dUV*2U~YWj?E4lT6OvxL#AQ-a3DzemW!nlpfLS8(YQx@TKdfq*`& zIkCFQ=zWq~5lUzpTicMmc3sXo<}QBR-vEIhx4^0(W4J zUFx{P+lwLlo4^RyYqJI2YlTGeo{v1OCJ>Jsdwl`f%hc(kBU~mRjC8U)1_&EpVILUv zNSC8Ngx_z`$hj)XV;e-B0IRtpfmC0rf$z`SJ=Kp~HRASFv|M7q7KQ`A^Jj?$*_sRJ zVVD98G&3s%XFVvnVJJ))eGKeM z2J};*R9{U&{sZ8mp#!5h}d>^oQ(Qch>})txEy(OA9!*afe7 ztsd>)J~i2ZCR6)>4~Bae8cCb3mnoFR4!wPye?yDc#yo{rsJq#suYKOZl7U)|u5{Yk z+R|v!TCe-v3a}nvo{r{pSFm;A!A5$UZR0@$WZsk2ec^5P0HeE54Em_WMw;#r^4`Wi z4KLA}TH2OaJ7jmBg)^yjX||_JTOq3t{?xUQtz_ZykaBOS`!xvaHCa?y;bR_eoi{ad zEV-Idp-$RBW5?C7Z4~{LdGWbYD5a{k&GzlxOL$C>R5bJwT{=^@j4JN*nLVn?(8 z?=%q98=|)d7AhAQeH~Yt{yW?bFamPfBxuMUH_#(XRzrA8%=hbV-(n*}m$cX}jHo*F zXu3NDUo1DhUN5yk`iBk#hpl;)4CA7o^-=|CSt?TXV1I*-KiNgS>B?cOa{J9-h!T{a zw2ga{R*#b+4Owa{jH#|3suI0pk3IIvAfFQ3^?Wc*eOm`2osEuVWf^3+6V*GR0KQ8mu zciS&ee&(qB{}gZ>jQ^2<Rt&V7k8Ti*zR9y*xAv)_d`o*Z|6eZKDBjl zL#Gcrc^>nT8bxq$tl?i`-XCp3H|buu>`DV!Lw;}-9baP@b$OS1c$aK&AeKH;@w_`6 zCo5v_`(s0Ld}D1&-XB8VHKv4t#;WZ>jkJKz{Gp6du$PSfD4KYeeJ+uH%NbOqHrX8w z(O$29>`r7TN{PM)CW&x^loT4_zwTfAQ~UP!U3zzJOKNaxy`O3Xj-Eagew-!gZ~~c6 zE*A6Co*2Kal2}N5Sf#-%H~8tOvJnNx=l1fvymVLdZ&H@a)4;b|^VQu3iWTBg=mypR z#Ein`vS-M}zaH#goa0b#x?^r+BEZubth|ArJdP(}ety0`Q%gnRaK1ltuk35UGfs3* ztpEmmtX8EhNCa&ZRe~0e0_F7i&@>kRe4S{P=F#vZOtE6*JqnBjGT=ktJtpZu%&xXP zzZmW*&Oqsk>WnWxi+r2}=}Wx%6BAN1L-IP5h|~HdOy@eJ5E#USj_5GE0CD2c$htGW zrSqxr;*y{jwH{3;`_ngM!#4?pL;$1ZBJhnC?x zUf1Np@P2R+i~EDvy*+mdKhB?)xM<(rzvuFNxxcQJfO7F%&J<8+K=bg9AErCp54J*| zetrljjjUNXTkU64sQpfHyI+?pbcSD*JOz8GcF&Z8U!iGKS67V!3Vb|hpB2Ty zA5F&kN$V;?oxe0^Q@c`F=*^Iy$S-2Vut*eq3y5wc7kvj+ZfY}@VK=cs*F=2vFRJL% zs&q2Y@|awo2JhFGpMX?xTbV(`pFCaXcg9Y(ny&=iv}Ob?fFJ_J*Xw-2oDn-$(A503 zbUb3nG#rNpRCO`T2W{hfULy%rU{di)hN_ z!w*23?XgY@p*@Ye6_>~;OEi^uOItW~WnPUbo$eeWzx}$Xj(ieu0rYdd397{6SeA=% z;IW#t&@JA3;g<($%$}uB6lyy`Mhx_D5w{*wAJw2ZJwqy(?W%wEEqL_D2*uTix?Mwjlr}k}9;%h(F+MtJ zBhGQwjf7&7Vtn3JxdJ%|XF{8r6gVVmTVMMrWOih+0GbxHNhXy! zn~?Gknp8Mr`(Kz@jbG-RD3W0e?JGnxNY0?BlA(@{zbrX%&a|oUX7&wQ*)TC(fd2+F zwg0Vw^~|jQqfL$LzcpgmBz9o9JNXh6)iW`oL#qlt;=cP#@YsM(8<8}Eue6n?=d9~m z2ojRDeUP0zics1ZEFM&p6VIy($Dcl}NC;Ew8pWal3EP{BXl36DRSgt@X1VNni+`Bzi3NAB6dgE@uci!>Q7d`X>k^3Zfz5Mi3yxvyMo2p`nrZQ4JiuV zbp)%kcDMC)8bt;Bq{3WYyRfR0C=rL*w{H;*x4&pxB`mTYq_fTy|J~dmS^?Tz`J%<~ z-?}w4&%bTAIfBmI?ie5Q_Em8poxpt221*^eA&7%FLcE-2?v6C$-*-u6OFZgu7XO<9 zKL?>~+6^MX*4HhFB?ZjNH|^hty0NK~eG0?}x%{8G)w`hS5g1HlW6`^hx(A&_q8Tl;IYe2C|PxqG_mL?u`|$vJ^oKhf4eih3hiZsBL@yc z|8dAA=YE>9#MIKY=3?}cygCHSVp>&(o~m~i--?}7hDi<9lXFPKV5hl}@bO8`+cn$$ z%45O6ZZR^T`Fz>ad?}iev|_Vgf&C$ zrwT>+1vUNV*>!E)@{Wniy#^$Eq`b42^);Ax?dFxMAe74V)am{7!mI0`ag-6Iteq=E z_Yb-V?E218bp$x)#uC5#-y<4W2l1Q5fH|5}xo>qqUPF3MgD~TT3EH>{yF3-DC$TUr zen3yF2rBrJP@-s{Q&z>eW3S{yY6({t*pjC{Z*nm>Ot9?9&PVB45Q_9wD6YnZ*DErg z1nVW(5c9Q$AR^pz{P=y9y3jdP1#Mne9lOjVPaZh$wDevmEPY5=(9t852d2pNN|Y{^ ztl=zcI>G%u>BEhONrknB1M)7ODa4a5(_I-9aVs z5)JT6BLSTgCfV*K+^4$nUH6NMye!OripH}=D6e)2XjbCf6S7i1m)1~*qiUg!OG+s5 zLdZM+_`N zPePPx$BUS-Exy+nGWf|BsvJqWGZ4u@7~+nC0v4)Vt9r^26=g(6z5IkX(5q=tX7D4j zwNz5vp5iGoqW+-cudn+tBwlqjqN28FU%kBCU=EALlO)5d!d4~q{8Chl~~74De55c5S{9cr!9shtC`=09&P=0$z)LVz{9LUe-0i0vzw z0891Y5?4}GI2<+Uhg&%K4B=yaaHEFq+{9bG_-@+YHj9s%Wi1%>fxnx~M;kBw&K(dL z{gr2X*`YDX$-N{7-;wG3g#ifbB-QcS`timIo+}{GJ`KZP2h0BqUg-1*FzY@AaVCt` zuR{+j6mcpIxl++S`nEqBAU-g=P%5zd}c13b1_V^}YdL~uzn<*(KE2PPbSN2KhTXJ%ffT)0jfP-AMv&YIixI3@Z7iDGIYX-@ElO9vQ%@E(f33>3IM7u1Lk93F zzBkkBslxSlxkL`mGt&75{F7dZz{}VMea|xq?wO15t?*EJuYTqOgINVb5Ii>m@$-OMrPW&%o#rp z$r01+GO4*U>B6bHV%H95h}k!}Uhi;E4eD<~7+}mz;f!uqakET~fG3C)!e1HQX_Ut0^RUl(6?w4!1~X`k zJP`scYM4%OkA-604*>Vv_?7Y4)}zjx$bH#(O`Wb=Dr2sr4WpMXIyjpiw#1#fu$q4v z{{9HpCz`7YiteADzE=G!A3D3y5TLA83$$VK_a&Ga!Gu@2v zk4uq$v2{CfH6}>7nGqYy3azN=k-ZAt>RmB6moE`SeP3=7!X`w7kj*d zCo+|>5yhw8@R6HVXNI}wOeUxl$|18TEAF0UNSE}pO7131>Md=$^gP#4<8q&Vg5BSk zWN_EEvkuXM{%iwe4=-K8GIMsu`>j=u3e_H~c16)m3KE9;3Eb#)b@>M%k;>OmO9hJD zMU*Q??m%vodeHf*i6U&}0G!&~n+s#%*L*<><-rNbQ%kNIHb@}eZh#SKmDqrZtr0@K zl;=o#>~z@C1kr+MxpN0To-qcez#}e5Kr|F9l|WPv`(wsAXrZPR*ogF%XRA!O#}q0| zfn+by^K zD&`gi(tC;3>&z+$1B-<{~tzRp#DTb*0mejMU3Au;^ZX(%EN^tZ{wq(yqtBHj@&C19YorjGWfa-MxnecH7EzvDrf8&N&L3nqvC}R zX^#J}^=P2H*9;-6TX!y3dzWV7+)gx4WchaOm|^BLP!@RFoa|fWs|BU`D<f3A*yfm#_AD#=m1$uA&05#4 zohq9<&I*%m=_ZlPtE+yzDtdf6d|H~@w}FuJgRDy+-hwi1&uPDx_Lvt$H6(HQct=pn zo7yGZ_d@w+K6ydnhI;Rpd5e9&8{3bvTXKHr(z|!tR)aI^{d7}hG>g=lFe15ElpO1R z4jt1fUXm847^yIHM@N~R7B6ujSCIBHvmw1AcG@bQlT-3x)cxUHF*`8vty#0bR62Oq zTYAzuq-}Dc?A97^sTQ+19e(0LKN<4t#r=JGf`S9?{dsLH|3~%j!9!y;6kM3jzF!Qn zvN6N0OPMcl5FhP0Y}DnGi8<;Zr;uW>C|0|4Dj1%Lt&;Shu|Tdz?e!AE`Gqu%tO2}A zs9B(T*BUFjlzWkW4KeS-pfoy^g-=Y~?iVlYlmS&3%hATxVV! zA?6Bm(|z~3+b50Z3tkES`nmpiKGncD%+jIdB)sO^8L7!Pd}W0c?%6& z2+br3%tSR?4RhUpws%ipDK*voxb%9uXOO3-$fcepvH6u|D@L+Ar^!n{Y<%|Ic)o&w zY#fMi)IhGpU%_tLBB7iKjUu^1;JdVgr9+fS*psDg8absdJQVqyWe%@_EdbG8+aj{` zpgCnw!^N?kc&q*{t~S;x%z5OwKdCzA{~@vx9BF%8nS`pRu!?v2}?$YC$*lX=V zN7w{0r5)~!)npT_5;8%pPIa<@*(yhp#9Big32H-?g5w3mPfTCp6LhYYX;U3;da+#W zbVNUA^)$|6;@MGiIybR5g-Os{q-tkgB5AWyB@Z7#ZO}5hw_L7UZ7sU0B(GCX?t0_n z@_bz$T3)@Z3C+0O4WTE)75Ild&c;1vjwFu9HP>Si!XC=DBk-dDB>e%iS#__3U74P} zp`sZwe+^b^uu}3)r*W+q)Ox;Jl*&+Pull|J!e5uwYW2JrXxza*Kt3*^J z5Q}&Wu_jv|+lAdovqQ4j@|tBY^Fl*j-2rVqiJp z%RS@k=gcw4eU5(98vai~y9;#5F%!Arrrhx-;Zl(9MG168xT*12oU+@}ih((9_MfHg z!ic8EtrG)o-<@#fjiFLV1TZ|tKo+G+eiE|kvy8iaKOFo*N)-RBkx)y?vaHOHM|cs1 z^MB>?XVre@;+VzY(o$dPTf+U1lySJC?R`k@K}Zu;&kV1%(sB30!O7{4|Hdbt24Gc zBMD%?8J$OgR&EhLL-bWAaM8Vz^V&D}I-7NrF%Ucxofx|*RzzZ*Wcr>eu1lqR2$Ym?HH!$*+w&>Tq9u&4YX+NC`g z36-_MoK_#y^eV0OJNr(>5Aq1V@30Ioe3ZhJqF$h|Ckz-@0BD18V? z@;I@;`6<_1^$wywpJuLK)^MYnl0o(PB zo4$YK*tr7+w{>#o-5U%hnd}={Ci4sQ_RR8^ffzQ)A-*mX#KhZi15`?<&kb+7HUV6k zXqP;MIi>3{*r>4i$!jA(l*!GnGRGZnmP)RZn{9+Pi#c8LI6#}xK``|Pi9=|Bg`VCl z_7lP7GcqNA=))*C?5s=rg)u4&koMwdBM79iI`S=orZ){_2Z@g8Q-MWy6377Vt?u?} z?8kX7u{hx>_RqoP1h#=yk0#zMv6=9XEOzIU(4U6)KtxX>lLK_y>N7-aU)%JR*sCp7 zlLkD@q)6&d>$y3W(3f_qBepL?Iv}PmmCXR&xs!9Fd6L?%a#glkKvAM!Dt7{1IFRq3y?> zKPCPUjqXtXO4U4P{`8ztzZ&~7+~XwmwHLCDe-HL1@;UYS&2QP=BNW<1^`*d>=_tVQ zC_J=RL!lm7u3KN;Z-z82PK>$iyR3SUqs+|amnS~6s@rS(Z-(Jf&pz3o2nuDlnH%jM zwKpVE%#xi8X=lw4tGJ`NnT**50jxk*=Ge*hd>Oc$HIiN2U^|22wAUijm&Yf~s?YP6OqhF@e2TAA_82}Lu-{zK%CClkd)GyAT}m6 zUV#+FD-YYo@0MRHFm)K%gJ=j=$AOEA>|BtLO#GFUWU;RSsBiZ;&<+ti=5}c;bFIbk zahxv*5=?5S0He|_XHe*#RpNlqx=^-n8ep9?`rrX z86z>wbRkNz>uk)@1F6VHDbm>)3 zn-0DF$8_)rf&r$Q@%o)i2NZZIy&bVI9ok1*%-fzHRs{{HO5GvmZ$o2JS*h9yHF+nV z&BI2>tmZW`_P#TPwf0zxPQak8uHuTt(@7KC*&SP(5RNujzukpoLD8l4SN0G_wX{sG z%P(b&``~{5v%JOJrh@a87G!o)vMIblwD%k(c8N-^@QpKg7$`?zlg3*;iDCfgv2pJ7 z?O9R~=nRgNOUoS|GIKDTWF*@km~unUdH?ZS08GxGR{)rDM9X>qh(1trewJQJ^ZwNh zEavvPtv&FEGPt(Hm-whA)v)W>XC^79 z<)ZwkAsRd7iMd8D@C8|_wUZNcH6_)??I1P|HVZ&FDS?&?u3V>tEF8q6^PgM*)_a1% zHd6a@*T$9p*kuVkkZR*5F9Uf0l#qAl4M3FHg8iA$6V$nz`Ei{)&wVU+fGtI7|Kkyh zf2_$>$Rw-uH;8sODLxHS56+V`s~qecWv$fy%Aw8~gxpzyCd{oxYy6OB^mMNam;0O> zl#H9p>S>-0wKyv@@fTuZ60Q}v9K7~ zl}$p?ss`g^(;?_Sii_WdOwecyLBb6ftCRW%r+yAWHIw-DXvhK)eV?RWqKH0 zqiD)V7$46RJoP9*uE#ZecmhC12Ef}G-UJ&^nyi_&#{`;JN^q5bN3aE}5YOZ`fG~+B z;s;Y=QP)I0e}pvncT@y+oj_(Js@izg_R>^mzs-?_J=de}XKi?Jl-Q&8U(dUuO>~>9 zqNW>Vb&zCgBM!35X)BY>&%xlYu}<=BEnMmI)*xD|F~mgHE-uu;)mqn39lMQGGv2Ba zmV#h<4!Z$+27sm44ZhNTfnJT_3IC@aWT0pGk7~1w9RHo4t0h;5-3HV5sx;lvuS9&o zr;jcYu*z>s3;hItwD-DtiJM*M0QdbtLZVP;YWjLz%QowTxOus~A5ENCNd6!;^YCbh z8sj&E2=IG;d`{Nw8I%`y{V1w^`;YOu{jj|oqZ6&FVb;{mMGH4uxwma75OS5~7KW#5 zVH2||uog$xr^n}h=ROAD3+ruiPkF#}0#WhrC>wKf*H(3H;JJZg33XxiOUvEbYpz}F z;SHVpMo}0zLZ)paAQ!fE>)X#IJm3rX^K$LBA7|bn5pQXAk(V1pq$_5*d(6!Y>$!W} zTk(y;8&~J&{rdgT<~Eg%p?VT@pYPbnEXGGC@-6ZkrOHay_hm=m_+6G_yLP>{>3Ul5 zve7FkXZI~LG$^@{$m#}b|w=4r>ql|7q3+gaB zQw^iy$JG(*5t)SX>?rv#2a{l51Dvfynn>$LDD9=0_G6Kph}5rksvi{43IoSitUh2 zvtc(0nh|!`TkwMWxnwyPz(}G8)?Xwu91*i|BxA7Jy3PDdk6fzq zQAYxWoYs*7z9Qli5#VhZ8ZL^4ce!3~B_8CRJr4?L3IFmb1HUQ3gr|AJzcw?o^zaUo zu}4|Sa0xX9d&a>zXH({J>Qp+Z+M;+g*5yNf7RoYDJ7YBq19*!pi(#5bs9TAM6=+Q& z)!%f_d|a68mqb+J5e81F~E%{0&Ue#kE%K}3ndg;h093X6WL$eu6G;|C)7RbxD9>K-WxKm%?_pyzG@i+W z+eH}N1 zRHv*KN9?pwMs(L~9BR!6!_Rx?v0ER>Q~RlVf_xh3FGY8qlaN!RE{sicS?LaC569|? z{0W#E@JouS(!YY8&(fI&Tr(wDm%7X6{|115BR=}l~=!hK#pQo3v=1Y)*v|P#xc8nm? z@E=1m+KfM8(llQ2S%wA6IwfEZo9-2)gxJV$C-(dJTzfG%Y>S;3fMwM6T;x>k*7QrF z-Lj^We``n$ME2MV2PB1<*mbn(o8#Wrvh71)(RvUk1GSxgU4 zQBoNTK9IXh#MaA3-J5haSKfu`($$i?Tc3P`rtgsT4MzexQI;e=@`c0VL@k)|&xlWK z1YxK(v_@gC723eRPR2Q!s9xKA}|u*f+d@k%+jUUY^v739)=Qaxt|g&v))N% zOv!K1b>f$k?@AmZr3qsfaVvsh706|>U>%4rSKRBhk_wS~0*n;v#lo72Z;SfL$XnEF z1{Ja&n$>WPg6Yfc*%xa zxF(5aSrLN{Xozohu}f>-e12sjH+}`bYMz$^GySpwo_kBXxdcW6q_c%_ zhgP!7xjzR49>*}=D*W2f9(?>;`4`V=*&Jxv--`WrIUr{G>=bN^CA$ens!9c$TY3+A zC`e^;LpC)Il>X1qo0^9yLTK@z{F;{E&M*E8#R3RtGx)OO*Z6Q}F3|)QF>z%W#Vaw_ z82=K45G@a!Wsc0L+@BEHA6iK&fx%RPM|z43jNzjm0T~E1=y=`w85DpD*unu6u!KaO zM!^CYh|pIGdI43f7W-1;0Bcw{Sg4Hy6piST{F#`96f}p@h=zGevZwGf3vGKsmF{w1 zEs?F6+0(-1Zhnq0WDYFbNVyypM?3B(K0f9G8`YpDhb``;OpAjpp~ueBO0S3Zul#g! zcCvKJWuy5G+EKckPqMH?<5-Dt9TiN_QCCDd(aMbcgB=0G1Es=6W`Wcb@3+3S z$7WE2%oGVPM4{9({?Q%yQc>;XkCg@z&GDO4Vb9813~De?qji`sOuc|O?bJig2+22> zC!G?xnJ*HnSrY$?v3H0PWQ(={D{b4hZQHhO+qP}nwkmD2(zfmF`rSSF@2@v_qlmQv zgA*t2!9I8Im9N920J!DH6X5!BH@5b`?O{L3Oiy@oxhs30L&ZF>xJL^lDw?vQ3j1?l zE*_ZucnzB_6~LEfs32{V8gyIB3)_0tKev`vPv~3k-^b%9E1WFa8dP|zfoI}Ad<4g! z@UyA?WzXwUU};Tonix=Q^>kRd27XS)9sNT0#u*^BBJ_y_dK~ErF-cJ#dfZW5;+_3z z(lE2(Z8X`=>^9mtH2Td-acLi9H#w2-q(97TC5rF|5A_~8z=rL+JVAF$-&p9ML*Exz zCh`zYPRfkk>ca}1Ovt03A59jo+3Q4jIwj}U0B%Y8MQNz|-DysHR$X2+dReD#Hr~hD-`=ciYx$8HVa2}(AHW_e9#T*^q%jyl6kHf0nBKGIPhT4k$mlrS zdvGbKI3ar~kLq)Yg@3BAfNaMT`1>@RIU~A7NN3p-lNpR!S8r&Q2CLlC{1f~Fu{Ix; zZq+t)06B8qgFbRFeL-HRwpXf_Z<=_|AkA>-kz3zL&3M>a3LN%2tw%L+ih!PGI+!$u zJ5Bjq^%5-}+kHG-eEzPwV<=E$uf^FN1k_oWs`HIQGh!xxYPTWGlX}_?rpS;0XMY5` z>B)EcvLD$e?p>b%^Yo3>^vHIwwU{{NqQ=&172KImee7yABAhg6r{6#h$qee~WRM?*AC_X=5yo!5 zAoSxKhBsI@+D2t@B<#T2O5Nju?bthp0UM^_t1&ci7pG3WtJjO&ySwQ1={=M8GVSzU z%g#lTF>m=t;wXKER{y7QD74{dAmdS%?neud{p%?D z;q9?)Fp2+h_QxkfK_9UB#YumVIDp-0L@I1{-4P)d#XK835n?ZxdN!>f3?(2@9g6SFU@V|Y;MYlE;Wv>(`2IJ?ABlQN5r zg&b{*h^B@;!znbzadt?70Pd|8fVXz3XLXuXT@)>8Rg>5= zwm+`!aH9&5%a}(?rEMiBA3P?2aTO}rbVLO`ij)j#;aXCr(1xs(_o08J$KMC4;oO#pv!qS8^;%RYEBF)2Zz+7Gw zDfD@%5rOn;mJXi2LpQ~?xtL;g9tKi)t-VgeAxR+13(&|xsLr1jLLf#JseRXg_ z^;fO?n0PBi6LJb-33b2qbRP9ByNjDTRbv_LqTe!(eB~f*IycJzyu8AcSQ6I)%l0~F zs8}=)z&1_?Nfv-(SbcMtxt63#C|**&Chptt70%Shm$gafP?^S^a0Ox#f_yC1iimrD z=VnX6p#>C^x@U_&Y9GK24F|~T36wNIrK}{)31C<2Z0S}I!AL{;r6h7LIW;2(!Q^ps zVCd`IM2(FTy|#$SHzT@1o;Uk&GR<|bz0)OB&bKc+sY$d5T@|0JDLz@=7Ba(46o;)C zfk20&Ut#aoSjpIyt3USQlso;_tqCu{;ZJ56_KXmo54Ou?j^DJ0g){8xm{_Pn3tF`p zYRk=%$VPEEEoM+Dj0=VN1Ve{t6NesIehR5zj~S;I{cTgy=j}H~;OG)gaQ!w|*xv1= z2E9S(NOV86c|ro!DSzSZ_?wZ2jvEc$lmAeakF#81{f#LNR;)I?gU6E1iNnvlP<93{ zG#qK2jij6|y`Sd~ve@V!1ZWuU;T#8{L6O)_BV-N3Sr=r*yNMy0$4e!-1_O<3oSxj- zslbjN+0}>?QCKA*P$LJEjYg%fREm4XJYF_V#2=0ybh)b1GBrblNC^~1x3W^FlZ=qW zX)n*sGjfA z9S|b~K>)jkcOw&{W+A0|PO;YIrcGq?Or=oj6vAfmPM@QqXO#E&)@TqR{p}IvieaTp zJkbwSII0zE+YHupj$!IB}j|& zFiLv0uHwubNZSdY33M9jMThpPcbYoG;n)V*kae;Ms~oN-{|lMMAmcoWssW5LfdDJ2 zk|j`QMdcDz5fw}FN=ChsVoMRGGJLHw7NzFvh#O17*t{Y9Yj^_ShSJf(%81@{_7#(`BhC_%emVJ}Dp^sB1%~^dM;n z8ia@Wb`uuY=K2fkQ~`uSW?UQZW8=ObAfDxMggMfoO)(!K-t;1E-2(vn5jB!YBZrgT2O$H21`JIfo_uan0qFmnp;QZ!v2&XSL}dQwT(@0<37B8-DV4@b7Rn< zfSuEmDBqS?1oIo%*qA$XK%?Xr;5hx7giXJT;BMw%yF%2dOO!GfZzj8t%o#NxZH!;z5PhqmCLi8b)|(nhj2)Jzu`;4X4~ld(OR&vos!WP{ zOW&g+T#5 zo~jwbw_cllGK_ChU{NwZPJFv8IFgvH;m)=XK2z5u{WDIjwW(AaDdiZ1bIszV0LLue zUyWo2FHmabQ$)bHwODokv_X-UcK?(#6FtbU8M(vk_9xn7aI<6-9#%JD+_L;#lcO7p zDK{xCH3ZAuk9P!wtzC6|!^u}~TxwDfgkT99>wLrGDia&4_D_DWt)n&Ynd>Gn_TQuJ zg9WoFoK*0p+B+jQN~m`vNWmbxBv=I2qCJ>8f-W#}LUOL2ecoY#~-Vu6li6@x!& zdCLHJ*>N-Vj8YhH-*Gee0tNs;Shi}v?Y-LHmsv&YlkTb=(*LASSUIKd8T~$YpX8Q) zKeMW{__LN?Vl{yp*|;IH-l=KJe2^TFOX^N?6k$ph)fS=S`- zh{%$WUR!SOLZ?{*#i8&8(4#h`K8@vfDcR5gF7k?cd>%29F{ zHV<`D*nBK>*ot;k!$vI2IAN<+*0U7mN?NHj%yu&Qd{Ay$rm|IZahi1$6}_!x@M%OH zRs%JzOVUyXLIaZ)S|w47Hfi5cX0lh?Dj7BH#gs(s z{Hc<7*_LF#8wbgBn|o;kvxGf)^qivx&$L5nV0|p8Y%>edX1P6};L}yNLJLw-r+2k& zu$^@0Tk=5mie3?j$&!-fC|B{)&_^S(R6;Aed|gvx2xOVmYf%ZqLJw;BOi|tvq4D`l zjZ9G&h8i=^%0X~%(H@sRM;O!oNo9DwbHkt)8!-k#6zv`lgaTQ~W)=_8BuqcgY<|3O~+UvHc8Fk?N~pz?BS}k&HA9ftl!cyEhco@u5V{ z2%KaD)0a4VE6asrK~q(&j+rqGC`NBF&fi^4zv7k#tP3WBQMvA?{joH^LmCHj}H;Dq*I{1YCL&>BS7Q-e)K|6 zKRAHCoDnuS<;a~=q*OA<6$p7r4Du`Z=>t6b;>?$@PsEwc`hvm}-R$0&uAkMeo3y?j zt$3Y_)1R5SpB~-sJJX=o$x$lF@94shWi54m7*cA|Gn8b#X1$cVNjkjLhx_NuT#aQa z;m^DRK;GniprbTS==JCWebt*wL`MC-^isy2eN4SEBd3f z*~@;VvK%x~5vDQgQ2S(r>&qqRf%sXcb5whUWbg6K6JoZF3RZD>#0eM|Iq(Nl zU|%sd_A;JRg(;km>bzeWQMrw=-yPI^E+5jWC$K_8EWdnG9T^fwwR%5hM<4WLZ&+4- zUU&GIKai&fD*H=_pO(aTRc%zlsSTACHgp;fb0REbcr(%|MzVyFp=81O{X9r{sx?O& z1BVMq_s{$Zo_~d>dheKzK4_*?&%?GT z-xEzdd9nlyg6g?MAW&Gq0>u;{%4^7l#xWSxBFvT?8Z4s=Vh>@J3ECK$3m%MYAa<1q zAz32JAT&<`+%?Ew3Pt1wb%v1_nmbYZDJ8>+3>?pZ0|uKc;Hl!O3W7<8C;KT~iPN!}7`VjU`ENuvXEi$M*p6_JVMp+nnfaNh1OVk3&Z_~4=Bf^M zk2)qCX=8xpgz+^b5**7zAx`bt#QBSuI+>nj^DU&-e-dVVgcNiZ1(G?(Qq8j#D23#g zP$k!Vf5k!ldLQSWfJv&nLZvvbX19}7erz0RPm@)Sks_5-4(u*OUM@F)L@p<-8aXa7 zwVF7>j?e=WRk!pdqb@HbihxQ=-mA4*3`~EBzjn7}b5#^ru~c*PJ$@fgNG+X;POS8R}O3HYJA=-^kMiqXd+6`IPLd!W^05krjW%NXfbK) z>Q=L$=brNll})zFL;eDr73+{k&ZJ%bJ2oz1C7H?;tK4jSPk!I;v4~1qRCu3NwTnwM z7cJG;ub7yupgJSX9L(u1nic4_MPt5HI67bq=dHZlb}YB8?I>q9sfLGJpEQpHyG{lZ5C3rneT%lW4;5 z`^r zDSF4s$KM8e$L*f4PB?F=-zJ_lVitiuz(D3k(sgv~)=>_IL1_q=ts*H%)*mg{_^(LL+7}wo4E183Hp&L zQMN(b$8m;yV97w*N!v8)t)26SYn!;Kt#96=L~^BFmHlUE3RhqiUD@8=SW;L89wHLy zm>u4urT_>8@?E*eHTK@=Z8jf`VYfPXwh(Q6m}(B{N?Jh~M-xS(WnuS}<%*}45dNdmG8~S(b`2xZr;#P9-EKf}^Iq)<1AF*v ze1}DZICTo{vUP|AQ@yR+mbr;wb!)=Np%LhxnTHM1AAXveq1l)Q8OPxJ#cTAm=M#oj zMuv?^3I6&R0|#bHM*EEQnTMr|7-+SE*atH{2bHKWg0op=NshEW^eNMeeGLk(%`uK6 zh?{HA!lFj*Khh1JEF{>FDmUwu(#7dTyAs&Cr=JYLOOkJ(_0yiXjLRO)fztH10#Sfg zN5&By{%A38(IP2`)i0U%6-)cP!@nY@e?4Xku{iBY=>Dm^r1!+xj^jrsS|mAucDXWN zJD5?f%-1|+w@@{_Xt)Dqc>~^O54D6COyf`a;2(Y{kSwytklBL@q;x=wiCz0Hl`lDc zaFs7nRk*&$4bX;Y^`#lR9!XRii$!#O$3n(dRtIRCU`zXC2}sG`!c2OK1z>^RRKp`* zFd2hzR*zX(GOXF4ARM?J0+7ErgbjbfDo4Vc1oTnJ0Th$ z>NI|Kue_yX@>e;Ue7$vIXPmu?Wu#r#IJyD{V(J!!vC-j}{(u&!a6SOlL+IDrvn6pmj&TPiw&%vtVC z+}_`vL;bs`s8fPq?P~SeD;yzY%EKlj!aQm&mOz1tq#Tmj0$_ZB-mN_()}x`Us3311 zhV^ zbeMoqS9TYgLiNifSqDdQ_jH!!zF3{D&_N=q8&0gtt$E_7P4@kJr&lF*m#AO5ZN7$d z7SA-YDSIW=a1WApb4#iUDwh$JumzM_D_{$GNUw(fSQ$j!_MXDCN-9k2Hd>gq)hJ}e zwQ6s4$~G}n?|F!lTMdBe`Xwmkwc4T?TRQAMSQz}s zUAumXp+!~C206K=GOli=GS*>M7EYIBudObT=w4OdXbsp=;~=`=-56T;e|da-&{wO| zlPc2Ec4wPZ=5PLa*ZC>|f{xy7^8T%!Lf5OYtL>P(aZ(FqLDXtfa@y_Xf!Rv^TdlCQ zm8JwPW2MCgh#Ba`bq&)2u>OV5E?HE!Ga@;8+UV1I>j(LZ`*Ph}Y7zT`B#5!zdy8&o zV-F&OLhG&Ry_6KFr~duwN=T>IsfOc1l@|71cJ1Awm499QJB{;xG?!h3h0c%WEtzaR z+oL)S(@gBMacQ2{`tx%s!RfS`z*nGxD9`!(piLSlg4gcv6P_^dBxboFYJIAJM!5C<2(7Am^!5)&R*kwt3wDrugI*us+!+Rh=_uPU8mmQSdEZ#mm36^q6uY;SPtC5 zTVsS8{W{Ub10xnw`sEYP>Ei+U;R0odUvmb4n#-<;9D146h+=9Fc7PDyVvSA|z#izR z8U;Ij;6Sq>gz_)4$n9Qa&v_SnxWpyna{!($BKHNb(tNPeADmocpj^uH3H)Cub63qQ zd*X_mRKv)4AYUD4d!y;Wp>4%^EY1~U zV#@vOAx7}WsgJ%cN<2Xy9*s{C$o7oX7Y}w$)Pu^Y!CXj!*zOw8L1@0TRj-28JPLWj zvRVD*#_7frC~dmw`FZr)>mXy%-w{Fj!PqySVCIT(?lKn+?6{yCIvC~7z z?b4Mg@4Ep+4`IhLRMykM=l@dQXlJT>40qR`y_i&_-@ZO5I_xs|tuw*)5NG~0Q1>x= zCBzOUhl=I0LoJ-ve^ON*b@}=BejVK_2>-{W~OmfY_mSh7sEL@{v3V9N>%gQPL^XBgG$RGdGy%6jr#_WJ|L#Kb$gVW-p>j}#D10LeH_I|2&+Ev)jy$<%npiU|Idj3Gk_pcT!WKKVea z52G}2{Q?j<`b6^Qeldy@udT-?O47iS`+BM>jgH2C6N*E_W%+O6sGPnW3eOA>_Ndl4!Dg5@$$Xr7Z3!e%B|#T^$z0}I(flV}(F zb;IYbc!sx9;& zq!yn7EYoZp5Ms;@=1CU{Wm(#r{KI?32RNJp6ULZty&~@8u;^Xi)RLdpNht3ydTnw#}brmO@&YK!yB7_%XmV{V480l!v#8bUVBgEBLu_q>KO4(?%qeZwp*QpphZ*4Sxp<9NuVfI?D~x9(EYld8b*q% z;Gt6_!4OyY;KvMp{9@KWQylMMh1ukET*pKX4c2}?#?b}m+k|`i8Kt>O#QcQ=hJ1PO zY~Dl2qxK6*z+NO=6#NX#l79hV$$t%KN!1*FK*$P5(1&LcT}4^REE-|O3Skyir)Uv0 zoqG9_(Eg0ynt&3ivm-DLR1lh|vZE+}TIMWYFc(4}c|kKZrve^ec9}`-p!}|up%!UE z%gv<6hFV5PLlN`1P_p&C@jYo`{E%`;W%V7QNycGT*Wkm6oqEp zo%@nN=weZ^B9V*96MK^q9-Bo(tN?vR2^2XxHGA7(6B!5>;1R<(bq2U>w$aup0 z+XxG-`WzVMDmdN6lC{%WG*L2|wQMk0-7##iaDQ2e$y4+Bx&i*nBH^$RKIVRAdENVQF<5L}+AipI${?YLhaJgFL^8r`<0O-8ec_-c-icO%=52`fB&E{9N<{P~tVQ z{pFi;K;#pNwIPq-jo$5 zp3mEQ^~C?4k~T_{R6M(rsKmWfF)x^?L!D3NBay8$c~Z_r^UMu(`MP9`YGQOJL#=6o z9tn6<3y2=0NN(ovxQqMc_@$&cpV`Z^IHTCI0A}gwdpp%tDA|pM$D11Gl;BG_n@Yxs zh2e}WF}ceQz8qG2*7};NF#9M4+pE%7#azGyAY@Y1Ps6 zA{Nt-Dl1mC2d@oEB{K!9VST@#ZZ$2#2q7m-66CUt7Ma9bhOW>cqe_Z%`ys(Bq3(++ z1Dg7DW@XA#Fx>}nS5h=A3_{sM$xD$DHy|Cf6C>_xWWb7PB;R;vKY> zW1N^sVVpIwE>>c26-^gnP_iPi(aIaqe)sVLD^+Mxvc0=BOuw|FEb zi?{@QQe=bAO74Gzu=5JPmJhJ58kQ>8naHNIk33GxKiE=P?CaSN{UK zj#eyTPU8Z8aQgm+zx{=2z*SW}ya)ItxUNj>?Z6T-_%kL=+*S~mluK@QWtg%P-h!GIwelk)Lo&BOy&Nr6K(3YV<% zMJLGIb;(I#aWkMMJtGrH@CRUDBX&7eDbQY#!-wp?gT@IS)HG+yS4| z%znX!cKV`ps}VOvz@b4ovig@*8A{ys_HTfHUGEc?pOtdQ$)LHqYwAbOY@(a?tidNF z2}E3}gl$z4P;B1`1=XoC{48&ZoL8?h*~e;i{8^MYn!#jVY36+T9wS7m7i#|IfN{u8 zwM^%CiLY9hm?MW)uY`kj$j+RZQJ2q0ffZC_>iB0KWN7yp%~f7$L^mL=_sLS2dgS`YTcA2njy)@mz>!m8bt#Xm9Y&9 zXfMlJEB$Q0Mp?-+Y&j?pJ=k(i5E4jNXdv3hW$(DrXS?&=;-fs0{lQONA#h;Pfl%Ol zzA(T`w?wI;>}Kqh-%{?7)EjVj7TR!Ve3LeHuT>q1vLRC-GyhXXMqp^6y>ek8cE^p~ z2C6{Q;R>K$opF6L!n5R5o|jqUo*cE^nN+Z1w?e9UFRz2nC7n|FRXM48UTX7sy(?&^ zr4Ds`&SNsSb^l92r&z)jnNh?|)c(3o={8xuWc$__VrpYYLp!?TwjYir%3P|(#4 zfDN{6Su^vBTL4AzSFQ6G?k(Qe%O#YL#t+={%E^;fFm0GS$`GPW>M+3dTKr0PYp2G~ zU>}cd+T*{h#4P_wQiYlR9}BTglAcu%J@W9*7qZ7D`tXkg6k)TbfcmO}*0c4~Is}Vk zGu+qnV)k4Z1Z3agarVWXC7DO&q^sd`+j&(W=}L2>D)Td(3PRUHO-kxTLuU=C(7T4q zk^Z0Y0_@(2*z_K*TsgkC(USu5qf^c*9ltuYG^b-nRi&Vb2PgbvjG4uK4%wxn#xo6M zjp#pR8t&OkNj)|f-;y_z>k7-onjS`WX~lC?!+(pgrG)Hsqv3{Br+LlgRc2Tdk;-JY zMnbb*LsXLo6fNQlzmIRs(OQ`&t;&+kt?8p!r1pkVVI(jQ+-Gk1=T92)WoA0d^&-Y! zCh`Dp@_Pj0{_N&JGD;mGk-rLNX-~xl_|6cE~KO~HY5~J;{2oADiz7qvJ zgFFC3F~E+`=g$N5fh;DzWeItMjm5=e!kK)fX8OT=J1f&k*hp86;^AJE5LqO^UQx3KjoD4 zO@nz8)S&m|`8QVZ?QIs`L*44l*Eq9wle_OgXP*OGU$z@HKm>|N-VG{2uD120*M@=8 z=>&f!=&!x_()F1wgJ*(i6upraJhFKTox#h*G~bfTnjV9o&LHwJMnCML`{0B%P1-pJ z9iw>B!7=r5D#jEZh$66AhJP7 z!Z)5LHcrrzM={rcZXWEwZXV@`mqt*+FSkk*l@5Y7B=%&$_asob0TJer&;6|dQuq!B zzbrwAze!MrJF5^Eym79BACm0}Cny_nPPwE+lFuDaK*1g)7t&>RTewS71lUb}9E>J3 zV1vS0>YybQ$P^N5!OlcnE~Ts{Bv&9NB{1+e(;=A^&`|`i3lRKaJ~tG11_co^BlZ;d zfxZZoL{}cjM+DU+wlr1u_&Uw}^Q8rmBQ^MuLs9`f*iWH8YK(I|YTd?mlV$*==TAR! zG4wRU%Zs?kUQ;%3Lw8UO4EAsC@t>H_S^m$jn5<*9&yO5>^M&H{$Als?E~5cIFlGXB z<64o%D~GfQt6U=7bKb8{A~y|{HUC!HbjD+ciOekXYNe~QGxO}Gmg0HOGFC;$b#Gy_ zlQ6x_zVciGIjfPfw(zcx{p89xljrEl$rskt^YzZ`q5I?e;jDz?#D%%b529?tYkR8? zw>5#uguU_Ob{-Td%I)H7^ayjN>wPVK*wApQnNL-xb}OtyD`i^im9_fod}2=JX?(NC z^uxi#&uZhv9`78;e3$fPu@1+@Q>SxC@xD6bXSzA(@4N$$YQ_dEF6Kl5kri z{8Co<*%-ED4ztntx6pq0KE53Ce6~~M+b@bPY!C5RVa1wDMVOLG3{6E3cmG3y;IQP* zVt0E&rlrU-fM6VnK!uCM@E3rDZY?%ank6V%$+Dyjqzafxh&NEV=I z4y9%e!+xZXrJXJ}2!~mGae75di?-93|FoAH@{^1 zPa%T+pCKYa#%horI`rlZh0`@UF|OnfD8U>l74W)^&U$}rM2&I42y3j@X)2Gxsi{&`VEty>c~1`fz)fBy z_flNfmo8)nlSA|77?WOZ>;^kfY|ku@E{dSzL8oPHQ-1|&PcS#!uK_wL9xR`b;mk=` zyzCpHzf39U`VN#>_snP|GwcQQ@E{@rjtzFP60uE|80V_c=!Xd{fcG^mg#7(K!+PE- zt4%wqU6<|6e-x63LyC-Ll6gJW-_<3PZMju)Ddp^hsq#7`!>iE~)W&rqa+S_co*OTw zXdZjzT<6zk#I(w$I|#%AUg8uKJ19B*LWn~Y{>{Swsn%s-|3862z-ogZUi9W0#Y>u^ zKT)+S%b$VWRS-rZYXu^C8`;cuyhHV^bvH3|M+4sVSMY?pd%<@(Dswl%(>(l%5>*V5KQEBJN z!}W{mTJ~ny{p3bN&loQ zVmo)HDenEs8Z8RyAwJOtSei#c$DpK6tWf)5fwA!7-yls;Z%HxAVh%3F?@_Vf4qx-# zX;&8~cg3QV5{hNcY{9l<@bE`dmS00{6 z($PNKuwxQ{sq0kEh;??Yuwg4`iWe5%9*LjEQp6^eLc^p0iFz>B0p6SHiUcSAbnyjO zTh01bI9Mu9pA-K{7*N18SMpqkm;1vikC`0MD3nh*rs%hj5QiTQ_oMr6BpA=)Yp)A}{`SlrB*B6-8osxu+j&t~WHNqi>9 zqNexBZNuDgA#DaYI;quaBw}|%`+@-cs1{fEqKdTO(+Pg`r%&&^fvKx^dFAr_?&~eD zcazWZ!<(BtHBmKh-pL(0^ERSw`P%{O$;E1hN23N%P|)ncw#X;G%w;3*k*=;sgU!l} z_VA4SCI9kf@V20CJvtcF1Y(f^`cFG}TY+tJ&9n#@)p>4Wb+Xq4f7bJ;dqC}ChesWa zGFok>Vs0A0RWYChAw)5x1R+H+4E&^jA+kk~GJ%0fa0@xezTO2JR%d$hCsPx01BXN@en{t;8ICo#c1HFh@~666Xg4dYQRYS9g$q1VS3dFWL5p` zQF4^}0nYm&#k&-1w3z{^gAiCv(g$%#F62s{A7RZ_$ZR59eP zrYmnL>uO64~BP$9{N-%zrYx5dBC-!4pa(5@UqMnCxj3?qBUi@zs{!beg z7}@{XwfH|-i|ZLAK|L`t;00&qbA6E&RZc-e%mMEE4VqR#7=*PuagQLL!xn2zBJ93h zl}8w?XGQR^!VZmC`>skQ`82=ywJ9VYUV6m7=j;?37X1FP{rZn`UEW6#Zn|WWNr_#d z%O&aCz4v+v2l%Cgy(fCG^>OPNZqZ6BE_^%g)uET=($lptctNqO25*bY>7%#nFUm*H}8QmTSA8CB8pp}yBt<+R)%#*3y!&k5N? zZW^8%#zMA2oO!SOC+rQxBViN;ktN`XB>t@EaOW(P`BZb9&a97HpLZNSwW*sG*~L(y zV4nAcl7W+&XjWa6ZM-tjh_!z)GTZ;^9w@mOI(yig&CxaCNhcBE%sa-6nbx=*6QZ|?|%2@`fAQ!WS*nU%_b>7=9M?qj#Pe1>1VeR8jd%z(zWf8_y>n+L)V^WN~}c>#QSk3y<_ zi+PWFfyuu13W|#mR@{s!>~O!$0&GAPBDzteiBcdnGiZJ_$5SYocITuQ%S9+uv_x7c zl}hIw^7PfJqZg{9B4DJIFAfcp6CxHOPYNPa2_aV@x(t{{8wwf*8m1}YAmG)AN2>-? zu~8_pOd!VyrX;3k7H6Orf~$?1BX-jcRciu6QdQK~a$ zP^;e%`J>>t8Sn2r<*bapOfJl>krLUU?P;s!i~=pJY7qf$ug zb|K4zHa789o-wEyUV3M{0CfKUP z*hP$Ra`m>`?QMiiNiq|xT2T&4bJ(8vnYOO!TTv5KxSL}KW;iv>80AI->`lti6_xDf zcg5g(P1|%|MUe{<2b);g07&=N#)9YpV7b#ciBaVEMW0u$-A%~L%3a#?U~Ys`k1v9L z%vA*7G@uyHwLf@lvy2dq(Q_h~D{v<>PoqSrBY9Bh8{#U>Oc|c<>gCiE*ZTSCMUB28 zXlS)b1CD!a(Gs7?k_L6Zlo^wX+GG7Dktgwb2^J2}{?gI?otP& z>Z5d$z9Z`*3xRw}x=LjNo{e32(*X@+jt|9SE?OuXGHh#CGPvKHC%&GvX_@KIhpt9b zKiO460G|*J5rEaB2{MPp(XaP)c?P`|8V{(0J?JQm z7qUL1cLoh#E!WVmW4cSN?x;T2ALIyZWLiCbLcl+W0!H0n*vK9x`hpi;6e&?RSg1b1 zbZieX=|?xDqVqQ%B9K*ZTx@{C;?7&Z0?Uv3dv}=!296B1WBnrTvP7)y&Si|*Equ_x z&Q{2+hg)i4dn_IUpL14Z^`wPK?03qBjR(TG%xoPNm8KONN?3QdCk78lZr~J$MRb4B zP=8V12~qFC4oD;1;EsPmm9q_kJp;>DM@wRj3~^9)tdp^p&uPXVN;ry=)u7o+9h-Rc0}d^zFVgzJViqfOeTGD;#iEKH(m&)eMA zws{s-#WGC=l28IkDkWbhE^+F{9W}&|e!0Y>tI{r=;QBThLgLKXxy+lDlfNqsNyIZ( zjqPbL%9?bqTV!z@uSh+zCkTJ^S2G!-V2&#EX}023%1z6PpnP!GY-nRmF%r%oil&b3 z#uxM@a)31+?~{O^`Ono8>L2y+3Cn7~$v$-?gYikUEH}kCaF;|5S|rkdb;#(dv9Zuh zDZn+ceEpbW^PeE+SfK*6KuSJ9X6EI|oHHY(X=6xbj=fM?ge@J8I@Ua2Mdncn)DTB1 zwKW{66E=K!M;x_$Iu;%8xi_32J*J%hHZ5f>^>^hiWwpzZG;n4u3;rEFqONyzmLs)^ ztmy3l18t+HR(~c!lO_}Om z`alSQv7c^Cl`moAdr6qpemT#A@k5zofMmZ-7v<@`W1ldXTLz@v9v#ST!lxb}0d=C@ zA8Y{P@;$;C-%Rum5gwSw57;8=AK&t2dWWP~r`Km3mDJMzVBNS>!cI3+W zzBEMo)g^zNA;i`Dr&S!jHka42lg2uPZQOTm?Dy#04K&Obod88w1y;w`R1xj-Pu9Ed zq@14C`H7cnY^vYC5r##+$6!NH-LK--)4&Z+H%4t|Fw%e_>8aNVv52lTBPXO5CUlP# zDhZ)S5E0&>7GkeSNyDFE7(d@8QZs02*j=O@M$saTrv+oC-|<9lpk_~_3)X;I`fDDv zK?7G_w#WZ3C8IyS*LL*v4-8la?~E0=yW1gj$9uSZJhDE^(!YaYB^!nD@j8>fLd*Gq zTu$K2mjKn={HPrL=yEpYJ_X1fD@Qbf!yMJgL{s;QLRUoiL=!ySs5`aW02cLY ze^1@e4;7Kg6(I<3h(7F27C<1m=#YzX%J64Q^ur8!=D1WMX6EN{xZ)24yd?c+^IBZ} zv-l7-Grcua*=o^xfhs3l=dq0rZh?6+foX*yzfNx{ON+{?sNRc$tS4!pN=d|!qJVPG zLjoQ(V-#763B8+Zfzo@0#}0t^@43ZXB`)H%a$6Z8QM5ERrhq3$cp~2fum^sh9rWO~ zDU2?!EX0+@1N9mPr!`kS9GJCotVO`3yVneB?Lx4St?=tL4=s91wN=@!mcgx1Kz%)& zV98d9qp9=nnzu14KLws_tMwVs^_Fda<-C1 zf0%SdF^T+aN7PhZhp~!3%Gj`L^`q>bzZ>u-knmq@4z5k%R?uAsoz^J1%)bd;L%pn$ zs4Pd?Bc!x6QrGq;%^WJ*-q@xy(!1Eis(UH~E^{KYOGDm(K4A?4TK~{Z9$wMW(UxH$Gpra-Q>>^>FO+cycMbo0m28j*VNbGAPTt=&inJmihHv|$SH!?NJ zq*Qumwe{@fi6S1Ac1B#pT?@H5gG;SN7mrC$hW2Gcxylm6+Hn}Wq54^tBkY5pTBv;&1g6vsy$ zj!2$_ii%lRqT<&ssO>tNB?OxSXp^C2bvLF3ba#@niD`yg)~xIE*60;OT+n>N2czoH@F5;x631X1Et>)Z!~(3fqcIp zgMm>yf-luyHy51R8nKs(lWT+jvgf0B8YS+glXm`M5HCeiK?~I?r#4A?-w%#FxtZv* zNTMfwNB+PwPSIv2`_nUYD!CrhfY7zze~H$ z1ui~iDFU1XksvW^hCmQt+5h?7jt(OU~%a#zLS^fqe5gchl z6yn-wqkGoQiL)hk4@wHK1jNT`F0-Kr3LuezRSDMpA#l}Fk~Fy0mTz@#jiEzk;sQF! zb2qSBE^b3aXM}a&dZ~xT8dF&JVd%;O{dDyOaL$h_2nav38-E~ofiNK>4YF?W2r1i9 zx{D1O<@xO(*a)+NIk>U+oJN5_16X#0uJaOfBahSj*Nh|W$F(Lw4pyenV-z!|3&pbU zD^3Rrm;nt9j}02t#=G zD^jjW3hp^q%6q(PEC}F%nH4m&wX11C&-jJwiw|%2Ham(7- znV-M^!(+12*N>CmRio8rJj(7(Ob~$tB9DU*{cn%|4}axMz;fyg_ z)M$Kk@>tRuaG&%F_&cg#c%X8D%b^+rDym4%ls-S|6vVAc6T6VlQuth?@P`EyFJkGT zhr}B<#A36i-0?)blsQJpCFE`Rt~`I~6#^a0-=dZh0EQkoWDvMYfE_se3UV4KNS~Xo zH(FbuQ<;?zm-Og@t@e+B6B!}mA*ndO*s|!(nVrF3vH`PfCu8B6M@FnOKR1;Lqe9y;eZae z)c(v0*5J6qdRQ2k&M24Qn4Mww zYz{3~12&?AYB&J#m1CU)k-BtLrg8EYk@>NKCYMG}o-1UC;QcY5xpzTAqIGHlQZNN# zw_-;sC&cKncH0h^?Be1Nh+K3r3&t&JvIxsM|Uvn0^CR)t_GR*KFQ(I_pxu zjW0ac8+Mt{nt@M$Edj%x$#4DcQ}rM-SS{^e>?_j!ET7z`8qQJN>Yeo#$<7|b`%cR@ zmR7bF7JRy3%Sr@I*%nuIIp0YVe_`wz3&>5@rD2&az6joEa&yl)4k*HB@7qB|C@TFY zWLzm(u23F|77-p&jtDqFjdmw_#Jr4Is5eoAXg+%pQrTs;T6R--_anHmMALCLotLz@ zZCd^TiT?R)8rCR+x1i$)9rgu(PC>uLB7Fr1;tkH-SU`rjeNZe77OBF(OQkW5L^I(S z+wOF&M&GqSv8`Sd=TQ7fN3KI%!mpSF06^%!5dR#hiaZu`pH>&^Lwo}T4F(=Exwr>z zy~_%Cgh!SK$HEN~7L-5Iew!RD|LYcj^fbWdRdl#!Xxb%Da#albMC~F1G+q;}Fh1Th z92&$M?@VImgjy3siV{EuA!S}5l-|SP)vM5bw7!@mm-hzAP%8p-wlun;1o38O6SOPH=F>ta7s-Av)ucukBL;6|LOqZ^Ka|TNba^I;Zz5OTkDz@X{Y0z-2eR zI6TSnZLC`6L-T#t_=ak9y~4!39fxA5Q;X-1s^z~pJp@vpf)Lzfxk(6?f2w-^=CZ?d z75+fO8L``6`PzA?WHnI7VDpu}`N+dEdravV`k7@D>#f%{SJ7ZXQGI5jed|3o@*Z?w zJ@;)4QobsaPi~pyce<_(HZ2*`En-7KYvh3DKV$G?pypLyoU_K;8CERt7nOLp5ajFs z=3RCCxez5Nts-dwXsPL#8f=t5U+wg?NDXbGCea~J+GY4)*?}1V;@m)N2at}XVsN>m zo6x4g5j4f!pkk6|)r$wh3`6tTy3HLFWr~#IpS7HN{TlVcPu>xpwg{6)@`wTPe#Vw? zX2=qIDtq>(&~lHb6Dc4BHAyE2>!#BdWe_=*7~$yf)`C(;=sZjlT{w%tkxuANaf1rQ zMS?K;Rh!zoC`oDE-g$ZH0XQKckJTQz9b@ZvKpmOxkoPNI zJsqKJ`_@ha*Q0GIG>h|DqPsG#rUjz^wuv-;+o!(xCJ~T6+MDvFn%-xg+ua?tYBQwDJcRz#VxAo zv9rm<7lxNju-h)kq!mCaB7uB4x$+^DKjne?_82j}KGtcs;lU!JC67EFQJ;^Rl+Z5a zALK!9?4p18H_sI$ka%D4Ac3Nzy+bY?2P+vD1sfN+B;)e>dtLb9NoEOGZE4?c${;?x z&LF?sFN}Z5P;E(3ZK-}#xE{M48wV?Y9TgS%-}puC5IIgWs)a^?gNjlC6B8a48-aIH zeh&j3twJU`98@;yDLvbq=eL^2ui_=FFCRrsPb%JI*Hn^fDPSy|WhrrboENrAm>d}? ziH3t(1QQ+^nQ?uLjzMsVjfHaA9DEt>yz%U$RGIn4kqSPM>fT1{Zg%}?lJlT*kg%_; zMQo((FJKRxzhS8JbGd-=qi{H+NK&e>Sh4743BnrhkgrYk#}b(}-6K0gRHkIRVEeDB z0{$Yv622)+Q@Trvu2@yEf>LfgQd6cXzq9Nq385+ez67LHMi~)JFj!HmjL{MYO;$uv zLHQS&7@7RoB0ROsZ$ZgTIo*X)i(`KE1USMq^0#T?*?kf!x@?N7dShA?+MChivGOBk z3o{Rdufg$Y%Q}_tr8R-QKzsyUCbys6?Ns!h$KWTH3+@XcHVd{Ez*95d8dj+EKfYb* z(`=K_k9F?2Ix|lC3$A)70_p?mNJv=-+AjiLFXG14=O-fIVW|BOVTqlQfuK7U`t!sw z?8P(6;ONcd^sFHxp&vezGHmN(TDCql_`s<8=a=|rM21=O-_%OSDfo~$SjrPK2Tb+h z-3~?@Jc~mvo1*Kg_&a{I;IavUxEaRH`ybd!tw0k9evxB71iu3KI%Qu_X^u zu;ewWko!+>PIQJ3R1G$CYODb=>nn@e-mm`*KAVI!RTk7O?L9j%CSw@b*z0E_h96!e3xwkIfg#@Ze`p5TYRakkL>IhMuN1cglD z@Z{?5>)%YHNbJ3ccKQW_x?w84H1w`_ryTzrDkF~5zjvR~=?vcaK;ZXZT_9a0j4nRAWm{O>hx1h*F|0YJedq?6Z=KdV ztWAWxNTjK~B8$)BA25Upb$=$}5}HwpPdO?l``IRjYne-yylYclcoM(Y5XN7k`E@?y zK5p+_$tX1PuBZB?;c|^xPA%6Ugk(YG_LYJo5?s%nG}1S@XpBcv>C3f8_i--+M)rVk zfe!H;^f^X*;mx;IX&0TsT=1T)cm4FuIeuk>38ixx{`#eubi)sur2Hg zV(Y-fF8v$KW^o*mCS|*z=GT{y;OCc?PjUkUE&b5AtCHJoPw30*-5 zsF18}j+(ztUyc?VTnXF`T@n0PLXYuM>2;h5gMb5z!Q@WZoQJMQ?~*SQV>hqH>sj{a zE(-&7K$v3zS_$V^Ka;1Ea0dc=t%uAM!%Ike){Mc77BIvq14(P)e?~6B%)YnyNdDQk&n9(qHzyeD${n zw=|f<4t%v+6oInd^!qHAfxUC|ikOg?c~NwTquo6s2t#EkrgBxk41dOGkUzkpF!S9O z`yDV10bf1bYH_GFp{GzApvXl${jh1l>j#ft1sI~H$RsNQaHWTgP0!Zc=6?jXY7Q^O zK!nptiwYEW0<)F9#4eR^;dwb7asPtUM&TUnePH=C_NGF37FJ#%&u6$9z;J_T_Oc;Z z)V_9>@-iTt!L%wnn<^&E_pp}j@jE(G^esa*0abw8-!6dR+g2;J5NZ(3uE$YP#_60z zL{+%!*Tq0!GwTqdhHd2M?#l&$Vs#MW znxhG$0$g5ETYg^P5n%lSB1761S++-1452bGiw1)3W z#6dl)qAuYI1RN?(_WRC*G;piEAq2JJ{W-c4ezVgAS1^jrMb5-fAn807Bt<7gOb_yN zFv-hauClR_U~ksZ$xHJzBA}#1 zOtUyb%rITJ+T@ArFwz)UB{4Dh67wp5>Tux84**)wIF1mVP%=N%Gu{pvRM(M|ayI$< zMFl!VV3t>3;5#YU;=kwL1|NyJ*)w9)3Ncw@8{Tp3QdS8o)G8FXBaJ4BI2g>h_n+Ry z=|)PM>NruyhF=rNj5e?qr+=>xP)r>|GqD_GXBm!49Fs(O2t_NR{$g2t;frH>3KuC} zBfH%0-x6u#W{Ffc#e`~j`?Y|#IQIK|y5l&i#k>CeA67AhdG{=L0P63_n3i1N`)J3) znD-TDkNLH1K_*jJcD?050wX?U#v6?1r|u!cCt3H-lQz40;_Gwd>vybHJ+SeY00MI* z_77MEYei=vN5dk{kJkB4-Z}Q!(tBM+r29yRxfAD`+J21BWOaF{$gS1q5-KQ zwYb&t!3!ri>KN4v`DIy~r43n1f0@TEnjOb=dFPlLh7oRo)A*6n&?|R9^-;6;N7!0$ z_UuEWiV#k#_(#B?6S#WR7i7-#lbrWIBkUi_Q!q^q6hU=GA2C)ZWJ<{P06K_E0HM|a zGuCv9wS-2O#IF$ACf*cl`7UbT0L#7>FW+5tkvZqY2ZPJKaxDdSRCbN9;GJ2IkKMbAKq_NsUhD07mwDZ`nj#z9cje%Ry=NZ_M$Dw&|F}H`YtB z8-{`BAZPdeq9BTm@R3s8GV|C4H1~DxL6J+XPXQoybrIkA?*(hJN-p5UUXY^A>n#YO zoO;rMv~=WJGP3kr%}eyqRCemSS#$tVXP?3Q00D+dUGUIw0v~?$S#p1@zH;wumHyrb z9ONU{H33;&I+mt0+q??kqz|79cktnkluY*|n!*5<_DE6b=^aqquCAqS|0*v+CMKS# zMMvvi={3HaQ`eH|tAzFLGho$w#1DDSZiD=U_nazDdL>;u>4cv(AR`?jrsw*%08xd! zE~FnG ze&YEi+dkC9)ctcFCXkODDKr#DE@(u?Ez~L;!N(Tq;tJ!ukg3$M-W}j73yWe)%{AL4 zq}KL9VSB|pp3|QG`p%S-UTLFcoYgKE&fz7U9|JuTW7t)nA@%YP_jActs#~Ahdbd)N zh7{@~o)gbi_6k&^00lePk$K9>Y|KNH1DS&I`-CN(^8D2f=9Winf~y^R#xuo!+fFJz zs<8}uGh%A{+|K3fzTp-o>Rp-r=dBLw0*ZF(uxJcS1{7ce7J$@)2*G*ZI>494<^9uH zQcCoTTOc?7?}=9f$^O9F5mycV^szHpdhS0wn)aRL{f-g1Dx|FTxBMHTmRF>j-ItKK z$;V2hFcS}d=-L1R1SXtB5;>-DDuF=0jF%&nWJaMEWK|FH_z*!`ZAIdj+8TnV8*SJ@ z7{gAlt;1>rfI!+!d3w@h5Cdr@a^5Hpan%M=%e1mpx>32arQQDObLt{x(4Md`{le{C zPjdby$&%i?7$4w!EUzdTtr13NBvad!#$G zHz!j+C6WWlC+~9AbNi5rAaoa|NzaCHR=&oWq&6|o0s4zdsb)sr5r=KOU5%dpp6Jo_ zI!GZ>>$CjeE$0ccfgjm3GpdvoTD3#zqVOw;cMeuJJDB1+*gjpm82@Ofp-voS54 zHIb`f+ElD>AD-7~2dUz{jJ}sVQjGm;ZRYXQfqzPeGYNGxStRt()^wnbrhnkiP4s$Z zziUvVh0SH{Zwp>2t^7wjp}Uy5m5%wg`%6IMLAp%>@D_~2?6qag9GmiJf4f{k7XYP| z7*nXRJhti-glX9r7`2dP(dL#F)WH; zlMlnn?jXyfU>u_n5j`Lj&!Rsvmx8k%5wr7-mmCgDImB+xNVYz*0~JHI2JUrjrSWBl zKVY}gjlN(GdcY8{(lzD?LZ~-y9t*Goh9qhQQcbul{h0o!uyT5uH=RD0>QyR?0!J%u zx!O-UpGz~bIc?K$t>swSrcDE{&sL1}Ra@UuyE=Y5P$WoE#_S0D^&$}qNG(v$t#aix zxoyRrOcx;OE4mqP*IM5)3f5v5nF!fBI`tF1SGGKgtAjp9UanRd_z1o#1Ge*Lk82(k zzq;rH?KX(c4-J*an5-9(IMOwS-9HNEYD8NZq3+oDMPsePc3` z=(FHCmDSSpRKni+QNqP#zNB{d185DgadBj}*y!%A58_pgV|mPufA(h9$4ap<$qbkA z56VIH_MdmPXn4}Zw>^F7%QvjNtR`H6kRg1Bloc9A+uv_SP`PmfotF~s2~A| z)HSoi1rsg{=OD!7$)x9NnfUIMmeO=Z`Vqy77#u)(veG zZ=2{0&Ghdwo-9z1CpP+=`nYUVH{=a&^O1$8{|Ypr0&l~50(jflivZ7@5(u3cX}_0< z*aeLIHg(a^wb|onAb>EnlZbZHrS{>GP7^!8+7%Mykyh1B(YuACnYGcRXb8Gj)KR7C zkqUI`aFKCzcgLNrhcEDpM%RklP_y{mM%y<~*FZ}}hWS?8{U|pq78E--CgJ`D6<;9SY^k_y}Co(Mvp9+vAYQ_xaR+cUmB&+DIIDW$2-iq7>+V&ae8ngOi5;=_s@ z>>xBtPRZO&g24&oy)B>3M_C;wS5=DCoNzHf6@pDP6P|V1HD}W;9I=~dl?oAIKTFRG z+RzNF132ab3VqJ`jWTG2fRErfM~j<;w|CToiE!p^}5&^Q>IWGz*R>&qem` z9dR}t?%RIEiD2PsQ^NV;2IoE4(i<7R_E^OA%SNJ#s88*06iJev&f%>EP;AN=siSRu zDZ25?fpJe#{rYh|i-s)Nzc|`L0s;b0s;YuN2Tb0`hWj_OkPDlpe1U+}wEkO$pZ$M? zpa0)6=imQv3;F-5#f-IbY(BNcHV2746`Pohz>q-Q(vY10MKfmqAD-y{Rx@V*&G8@G zV%eII>ZocRInL>LfYK-{r{PKc=q?F9h`x8a(@t=jNBj&G>~p)!wCqFA=mTrw+21i*BZGBy1wk62%vrt z2ZSwnf@WkBJ@4{1`1gDVQk`)CZH(<3h?C7I+p{q)ldc@(S8@Z5EPf#uo z+LwD+sCzg_%m$OK_KC;fp@Tth9v{N&(wKj2_9-V$SRhB3;H9*;z5)yTzr69Z1G#Zi zqU_aqhYdvRlI)gN4Akx70y9fut^87jYEuU|XQJWj?PhB2Aa82*HN;o&WuJxM>|KrLfvDZke7pE;ZD_2d6)0I=3rH;)&F>`?YrkztACuOg`Gk{*6cDu zBFsRk?fBg?`7&K?z|sT^fariS?u8D&8^N#g0}$CjaKfYeMU9MV>sH+WAZ$pPK{CU< z!+-Ua>MT~BE>QsJY&e;LQ$x6Q?yFt^;ATXvAiBO3!-?9XRTuzSGmKVrRo}AV1tSH3 zrx|G@%DS)FaDxeB63uadn^A5O_My*8O#ejqOQa{l2c--7iynQG^0RVaSp(NHP$V2mL6xFiDZI6WonM=%+o)mn80MQw zmm-}oJo%DH6iK5w)7sTFXTt=L3af+HVRNdv^t7`T(5`cZzu7ef-$HZB)HCvLani$Q zyP|%@_F49M$XM=osMoTmkL@2Snx)6Ht&;|XzdpB>wz@mdK4o9B@+f7>?FdyDu`e&@ z1WP|-p|a8l$3Pc1jGOrey_3KipdG)snJ9g4NBgP*d+ww&K+!;23eJ zKc2?Tbzeg`^*C$^liw;J6qocbBUcQdI`AER|AMd~(-dfMMOnD4D>H}XvF=+Q@;9kd zVI?zBakqHdXaop783^Hdzc!A5Ek~}FzAHD;&bq|du7+HpQssWLTpDip^FT^r&Cl_4 ztv?a!_;l~$pnE$gOInIeJveV)F54X%U+A#YB_bXA?}*($6bPrfYfm!lrb@w$U#y&APMl-kMpY9q9&x094GD8fsyxiN!Nds*KR_8cY@nH4h6cwAjF9{ zJ~(93)lzr$U& zf^l-f-ok4uSpGnlCM-z?XJDZ;lFmiy^4T+F{VLhC;K^}RIN0iKFGKZ*RyLPVmQm5T zo1QWIGb7kFO#JIfxGNVSusN}Ye;_b`dcewx zhQ)2H46inv=Z;mA;r5N>iTe($RQhEwkn^ zLR;`d(sv0_)&_s3ZR0h+oOWw`65=$y2V`cYTeu<0MN=L~Mp+B_eL!JZU&3=8c7%JA zNPFTZjnk-zLR|;>|3Kp!Xhx4@APmj|u8FMg%k_TFMlK*3 z!_tuKV7Cafj`ZVaU-N`xZ#bZoJ=N(G(kj?k>ThW%_vFpYrMz5EXL-Ge#OaKYlbN6m zl!Xf z{Hy4x>;$$DHiY6E4k8-fmUwWU+TK~YW#i%||E|%?`?H`W;x=(uBFVV)Z?>2u+nOjn zN&-%kN8l695UPvbvS_rp2HTrAKv<8Szoi;)_0#yy^_>I4(o4;W` z!a6cDTz{Cwf!(ERly?y+lbl>f-sAQUx=5?B?RuY#BudfhF8o3fuK%TS>&FQH%@o8UQtYDxgA0{E05Ki66U^GC zmMu)?>BPsE8{b=b_*2NY^ud*rDN2-PcElXSL8RIaIRk1%yGO^_1%qZ{=fEb7;~ z7BBqxF=_&xHC_u`+tJilL;)NOEgbFHZeNZ6^@=VfF(@l`FH|BD<$}AQnPyWP3wi89 zN9XCc$7BF_Lo*JKOgx}J29u9~ns6sE(ol8yy`xp>A*UwLrFNo5%$9ACU`u^qu~H9C zb=H8MKXd%OM9jfinX{CV-Y6hbOS$;*MXh?%Ji-d5Lf@5@%`|ED5YizI{1IEUS~`(J zvF%Dqea-TuNY=x8Zy$QtQ-gfb$OF>FnLNR>C8lR>6#E95P?W-t&*o& z*}|vHKqx)C$7k>LUvH1&%0u2p;KVifQaAs=4$g=RroK;l?^Zj*lpzH#vbj>`O?_&P z@NqNx+ajJ5pe_U)c?oq#B(gjs#yx`6&$Up}_Yel~#num+JWKr@Tp-vzCgs;{GQl6D zgod4qZBQ;9{~Wc^3$N^1FSa26Y;5#uvTIQKym+dZ7aA=YxwYE|>Fpk-!CPh@qYah?c;Yy>Vt@P+Ft`%~nMZh~!H0%iSJb z*X?hFp<5pU`lPgc4{M^XJ#-}#1>cao?vY;=?<#|IUsg{l_gK=UA}v}0Hd8H??a;;Z zif$m9`KQTWEj@C!Br=Fl8FZ?qEDfD$gmNU1kua%_sDfIo-Dow5__pTqRxWkMJIya^4q{%lhDQ!_7PGMy!BeF-XxXxE%b zr#x$ZqWf6lw+0(6$VPvvbY|i}(O~0@jO;WRrKVHghHcFx7+==MLwmG) z-jn_3OhLEkBlJWXQT-x8QaB>DqeXV^_Ecpyb8)}C?Qz~n9@j~aj=-=@=JrHmhT!0X z9PbZ{EszNLlBlE^XiEQ<8;%DA8Wjls$%5hiS_+nm#j0;{&ztg8{_TuKHk)fn-3!i)Ytgpkj<6@M<~hK zb`M5P&C5ilq7OU@e?kIPzxS0-JU<|7D|AF=e@5zK#DB4lNzJK>W!)BgcDJq>-L5)H zpgo#fO6k*ou?>zRb7=CNf|l_segu|LpO;5QFy?|^lPg>&Z&&PZPGa1E^7err&K1*x zb9>y%4}~2~y!wG~7^f6S*v2Ti`P@1+%8zY8=e^I`kRa3#)2DMI=VEU^cG_d~E5e;; zJ@!;m5QvO4b!5QCOg{fNiw)|z8(6eyw{;6OF&F?3u-4Lm@6x<#%*d`jbswz>LjAo2 zEjKzUK3xp=4iIXeb(`9EQb}7wr@L zUT046M&w)BmFBW>*1(_q7LD7<1NPmYy6>5?zQ6rw`1nx;rWL6pS+jbzU=-5E1 z`mXV^tRvXCv_v9kA##fr{2ObycTTl7-N?$l&`x37s_^`r8%R__zfnB z*=X%tnP{U1)xglvoCeE~Gz3oWNz1wSOqT?+Rm1maHo_Y(`-I07kHo3D$!5po7i|F| z2CqcX+jmcXEdF%;3GvR~RpZDcwQlJCeKyeyz56J|@&|dlc~{AeOVY0t-_Vf>m#(Q_ z{*VsIX4kG6En8EbCX!sjre9UNV&SA%DdZ5>J&RhP+VF3o61(QpOAGP$VEe4re$4Q$ z`M-D?hHS#5a8;{lm87!beU`CMJnv4PS+{?QUF-Rct%wtlQIUU);zdeDuMGUOb4sP5^qroH?=sivBnz3p~A_)UG%?5+`#YY*8tgH@nHDxUe@Q ztUf;O``bSd+N@WSkw2{i3g7g&ipzEr5Hlau<<}g|BHk0Wzpx-&!Z#@U9#rqKTQn5>vB|`C0kkT~tr;6%UZ- zDGx%W_00H@i&|e~miK^^o!$>}wYS8#P4gbwyxBmv5W(-$B|YfN4}YQGSrWZAh#$w` zT&**zgm#WZm7j>9G@PZ|LeN=I5P;@hsK%VY!YD63`fcN%a~Rrosb?>q2h2O%wMnNf z`bfj|us@}Hnkj}{8`lqP9Dql}ALd|FL=ItX(Tar?TQMSU`4_p8N#_?@D`yVgQ z$jhO_6X5Keam8~qi31E`2ebwxXG!6Gszqtgb06frU+4DM-wE2B%sRPG)5DCit8HlK z#ea@!KRCl+KW&Z=tuoOrlq|*Gkk0@Jn>lXzT}yYztN*lpolt%9krP)`9a2z4ZP1HMlfipIRc-=m#@^#te2M@-&runjpwcdP>%Yf)MYeVrTO<#i@C3lygKKY+pD8KumQ?vbb z?{ZP})UN=%yTlNGyL&(v%lBtJ*F*8!@}YuN&g(j%kjaPmC;c(%1C9mPU;=~QVD#J3 zi)NpO)^YZ$8svp{I-3emoDW6&s4s!>R^FPHhG}}oy|#*$)X;l{>i$Mp5@bP`_qAXJ zr}8VEyQICcvo2W>{tEo&K|RP1hQn%P==LSjhv-SqBXV=?v`J`cXPFvkcHZje(1a)|X5Mc;y+ zG#8r}jSPnbSpAV<_F8&A=RNB+@?x;i;jfA;d?8MCgK(*DmurMijqjHg1rBFiJ#A|uC$=`+!#hl2K z0zS=S^Uf5?N*-UP6I(00ow;dvqM4gzWhOSG$6`Av?_Z2^g}Fkml->f{+L4utUxdPM z5fj~-%ut}5NUDO_n2A4E_urM2BYJnfB7>8S8GVXA?x@XDnj^@h^%a5un^0o-cqId_ zOFAC>R%WKyyNZWVm#JnQEA=Gb5X(}_HUut{D1=$2bz@MVB$fT#Dv**g0Yi{NMRGD4 zm1fo)8-2*=OKyy+Cn}iglse~p)(D1u>#+;bqwH4qMNxv6bfr!?U!1AK3YIg88nP>^ zWEP;E$eTtO@BxJBY2~^>8xYN4FnmHE~MxpO4MY5jkleKLkY_7JIK{kyqaVi;7r4= z^kn~ydE!$O{}UKAz@&g(M^L-Q%f7-KaBY^6WM}X26gr1)>XFhXq@hnShq$Fb&fRzs zDO#Yi|KFTgWbwetJACQ4cY4^@(sadD<7EX{N`^pP8dS zl7)1MjFjP`zx!0}90Uw_a3xZef&UL>=M<#tx@_sPZQHhO+pd~r+qP}nwryLpY?mGa{f^ zHv#-M$TZYwlM*j@QJb{EgyS{h*`6&)xAh}*9~g5w+Fp? zcmz#?i1h#p-rWh_i`rP^p0b6bGP_a9>+p=~WWHY>FKAMqeP$M0b2J&n;a#tR1dQ?18#e*9As(DOtyES$|;mwAyIswQJB6;+Op8%!1<$((7bITcdv=x zN*Kd@Q;H=#894ZL*cSKU%ZMV_H5TXBFk5TO(*ub9`OIwQchqLq7ch2&-<{+?HArF+ zQ1Ls-b-lEh4vYzlHnH0?V#pz$)9nBhl=RS!m^*k5m)r0fF`wRc+^Qn7;z3doI3}_~ z$D!~X=F9!|$%4k?ElHMnmDX&Y>nLpMSO8b*MJ>lW69x-Y<^~cA>yzM z16(XuOWlbOE%RTed5B2DQYquNWVJ79&SV5SbD|l1r$VJiv#+F|F|le16sX#y`Crbbj&m>$bxW3v2+PTgT!!qh4jn{D zN9DyV`GX5Ob;nY0SK6mZjj_^sn!uCNM^MB2jvF^OUj_lTVghyZfywqAm}&3P`6qG5 z@^JPpE0I{oH^|_Sy|`|Ta!3>zn~1qx0?lKHelN^EtHD-%TiAwwAEN=vZ5Qb2 zCQ!zUMNAVUrC69SCw=*j*n+*Kmc$7dbYokeU4I{ief~g271gfp!<+Z zK!OIj@@kl}f79GyOL62JI#RUGF-lQYi~%C(>CINphrNj^e{Dm_UA_rX2^=hn5|Mq6 zTowU@JXdm66Y@cMdvP!eXp{HJbl&}uPX1Ie6tvT1GfW2kS!BiCc#W2Bc>QOkTGIo; z2aaT0EyzWU)qBlOqZBSBL|xTEv+7eETB6Ww!nyJzH03XwuQ&SiI{v|?<2MH=Dozja z@K8ck+@z`t(-=?kkJI?W9iIly2bThLI%VH#CiX6PJ5=C^#qgPw^*a4*bH%fv~!8KAx7R|GfKI2rj0Xddr z2?bp*Hy+J101FlGR07;?>IP@wqK-PnWp8v-=&LPIy|f*Yu>oj64OW#j&<&)6&}>JePF7dzZJkkM&M!Om;g(<;P;DexWxd)8$y!fZ66TswH{G z>Q5YZ$J9=cO%NK8u2kQYUxk;yjY3lzJFEt-On{&|wi!8Q7$Wm~VIlf}V(VF7;@RG> zw7M+2%9vs-ptQ0Oh2n%-u@OdzCj9)?NmqsM^QK=y_x?6X2x9i-(9NWHcwFs2J@A7H zMl~#Qs3{0Cl+A`K6VX(FB;-or0=)?2xjPm;-tA;q40b2M@!m>yC_R=zJE?s;t|wo1 zW_d<~!mJFSYvn5hdUw#nq;t2o9raC&l!eg_%G7~}6n&M!i;V*C5qL3Nb|Qs8s>-*1?d$;@@hN+wg^_OHwdQ>psh;IYLq!ytdODI=#CKx+f>r47 znR9Av#eawv+vjRr(o5{O`yGY0dn#pM6ANS!^ebu+&dMcX-kaf?)v%c zNryg-SAb2hS~oJ$Q6@)D>?l^(N2B2Nqamscp)vL$k4oCncJTZfO(bPD)zNdjTs@v@ ztG<0S#uoKg*MiV&U0$zEMg$r<$xxrClzIw5oMqJ78PK4viL7~!jg(iSz!(U}0$2t; zSJ7QXN2h1-z%5E?eqwoB-YB1%lsfH!C0$X4(b+xa|4BT)veS>)Ym80We*IW<+W*kq z=^j;7i_glKFn8gi1?Y4qJuAFc0HrrA(pHe#Ix-~Q7Qn$-*efHq)?SE4+{NwQYf0sxwv;7lz{y!3lbp!pM zx0i1}?%l7Sml!}O49q?MAVBhXU;uJHD5rmW=pUDR|E*Mlm5uYC@BcD3Ff=qUHb!xq znxl50k*A%VlVx?GmXck8ot>MI0hE0Ej(;QkJwyB=9J?RJa|jPwiVro-kD_^`r&dDt zb!wRUs8K*TH-z+{tsz$XgbrLq0}MRm=1VX!PW1Z46NeN(QaoJ*g!DaBG}%8pPC-C* ziKDF+W18|y%2%nl!L$;fQ54V`dRSdx?4D7Jk(mKV6J{D_T1FrhYDiCPq3>YZ z%U9*faI5L`BY}6?YuLB^tNo97jLlqLN+Ca0FaDeI!0Ze8N!y;=PafSaC}vk5wD0YQ zZ|a+uK##ebkN$SCSS)Ko^-|>tE6vr(>+Do(z1L2&g%ii>l}Qdui=XEUOl(!(T>TH+ zYXaq_P2=W?|IbCU&+}t92UlO-wMm|v>F%EuY&aZ!r>YOdmzVtA_uW5!;4WXWH}5qM zzneeW(8pfbcVR_kb#-N`EG?@lEzM@%W<-F7&c1-mz?JbL?-{o%N&n=d{#cDwrO zQ26e?W~dgzYSUz7b#-K9={xw6z1;5)ggy2_``mtX=sU0G99MG-L64>V;ZRMq7kdnR z=a6De`27Q?CehHGoj#vUsn6)BuPOKTfJ*=a@E3V3^C_0WM9Vtn>#z_pQymxLl6;?J ze(*RwT-krytwvmBxwrR111(G_^YH9~cIek?wPc2&12E7%QT|&}{^REJf6so#|1j&c zG9Um*?=J=dKv4rI`j?oT{}3Jhw~5Zk!tx()>8e;LAe&+AAglwFHa7;lYHaIzX`Bo6 z7uC4?hldl)&)QS0Qi3&-?61dc5J)0q0udP#=Nr|BfG|)PPzJc$tNc98$Bwzn(X@y( zt7wkY3KCI3Km`mEqIAOZB1YtyNUAJ?8doM3KVkJaMDVb=Y9iIJUa(NL z=PyAz3&Q3CkHTq7GJsYKSO{09L3aqaivY{$&}H zO=2pIAyDD!)|wCO;;Ot?BtV2 zn&TFb{DG3CB>u^(q$eO5<~hTq0NaEx5qOISS_}tG35NK40PXoEtUB+b7@%LTU&JBE zbKHkS5_BFEQ31kfav< zRao(L(0(&S7A?OuGdB?vDKLFGTgHRM(^TgMBfM(vC59a~4|s})K3m2ckEtPiF9%~$ zu}rb9#nM%7XMZ&2i?9jaBF=IJ8l=Z)24rPy8(G6aK3Y8PVHzL8t)` zo(12to4wOo3R`Dx%LG?ARwG9arw}o;SjM#Mt<(f|MB^$sy^7dRqfj%345)9OphFV*XP@LHWd7Y{$n;!Wavg=|Ks==i`pb@3woffw} z3O)=z1+684;ualqWXircBF~Hd;l5&jHdha3qWI;CwQHfOzG#js_>p=*36rV4gMg2d z_4MHA>8%O97kgrANJskr3+vRlr8rHHiQFU_LPbwzrK^VD*fKO>bzLMF=fU*RjP3LAxk15%KV z7bj`NL$RxqG|^?G+%%!@i4dxFCBR*Lf2}VUZQ){JTyFA6Re6Y8J|w=>(7(H9^?S5? zsBW9l9h|^JjfI<6{3`%Ke{#5y(p1aY888|P#+24dMLQB&61Jr zfx`n5h;awQ!YHZ$)q^-*Z%PIl9J1)p4_QqTF=Kpk{3Y7IG~aP{aXqb=W}$a-WM0VJ zv$_qH5gf;+UA_sOmaJV^M{F6{Rn`p0SyTpcG5E)B>KqR8xME@}TLq5f&#vmfqPY)F zU$whc>dCCKV z2~8^!=(!5IG`MS$jPWaFxxChuITkF)}G@ zxAdT0QcpKgD)12)jx;7WBvXQce{cE^{o%(@7xh+2&no`Cx>YmS`sW6(wHe%1i$+(f z+27=egFXqPI=QN=rKSz_x9`>ON@fa(-tQ^hyvu=dagd#7AaA8<8=$($PK`1l3qz`U z9BI87IA>t))sP@Z1X2$=D0~;#o7N{3Gz|>iR22G*w;8@;GI!+eGboS4(W5h78e`L5 zr*h{4hWG;1-u>y2Oq(r7YzxeqY@{cfgR4nu*{lXa|f2&6sfwa2CWy! z@}`wdDxZi;I4_zHcwgz7{ePR?UAQ&1r+XDbVwgU41Tj+oM zUHfl~3p+F0e-xLPzk*YhwN^ghX-pN7V-8ExX+Du6$*YEuT8(gmaz*QM0tq|dp?(;K zr&&zT+a6*gyY)bm@XTmd#sv~8F=S-f8`&MMiId*jYfOZ3=^LLorlAe9yzN!3pZ7I> z2nu9mDFTG(hNiYO(D9u-W~Znwv+%qqo!$1_yz#z?3_?6b9_l^XnAf)GH%T%qWyCeDq_xw& zdYMe>>)J}B{j*B0X{0|iQ?X5?7B6hxYH9ixSGK1{=7y9`4A1v^mzYS_b@8mvDbqqg z!1~yy76+!d*Oe%fKC}|uI=b?@r0ct~OeFlXy0(<|k8R)fTWjD_R~rFBN^)L&U;GW+ zrZSjmX@j=6X?sv2`$?P3sD*gUCXRBOcqQ`oHhg_@0?jV-vMhQmiiTvkvsf?LY<1bC z3zRfG$B$BNZ=lfa`t~$`KFsy??UE-GgzA0o=f>Um@>}m<#lC&v$UHYuxMM*xHu_@l6P`m6q8RPhO*F!&< z^-$nV$v>F~m2a#6xW~sQd?w0|F28nzhs5X?%U@ zHDkgUnLNpAFhU5Nklb737A+(EKy)|rhKZK(8uNtVYWdD$2wIFJuHE)IVMDbEUu+gP zgY_ZdP43aG=r8dqhKrlaINDjJ6x61`^n?L(I;O$A+LIbM3viH6)G zD221^t1Q(|n$p}~mfj$VF>jrQPHHl4RtPhKFk359{2^sf*dYOn-$DT76mRSxp+|L4 z0yHgie3XQ2R7~>ovV-XfT32t1wT*&PzV#$eNJC;x2F;U-lmADnHv21tuIe;Xvm3`X z@*d8ji?0I+ET7k$sA@McP_Tj0cE+p~hx+ukA&4U+qI(bUBsf z#Kl~pR!lh~mSsd#C->>`(br0|n+`N?lT~+cSi{fgLt5NTZpvb~`k{(1$yH)gW2Pk@ z^M_E)zQEQnoD%BA`QV`BxfUGGjqk#rGNYQ)4mxh6YBTQcjCJrYAvT6g5^wF~ zaOiCq)ZBV82%(e@@kF%L5mL!SC0$E3UL(0b(15v=4Y~-q5Gf_mm~IauaG@=vLePQ@ zFp*=ntR}{4%1Wv$K`X9#2QP(PSB4mCu|vngM9~9MIvTn_%YISIy9~I+wk?)(B5Y8p z!S>}3De9TlpNPlpL~d++qhGykyLGYDCfJ_Dz~>O0jC#E4(?VD?6awxor+goL zIH+Ckn=-<7LCDbs8T7q1tuKaEcZLl`zfayEm=U1DO=Ws*^sa}Ipoes6AzA|QUE*t) zPgeHGLlvF;JgwT4)AQJYv=ya|dfByjIaVfithFXWTJiU&F5{;b4jpQg5I$dl8LI!Z zpI=(9(Y|;(f^8$}c6je6b)~7#iJ#P3N|MO-MwaWfYhIuqGsb0}pHRvg5c92W{6 z$j`4AuO_cHQw`{>anVF(pv{($I&_&PK8WPyt}z3abGsH%7DY^q>iulA__XuD0+XL? zO5G#I^PITw{ZYpFLqkuT%c}P*u&B)QHy*`DHgOJpcW^!zj zc~EhWq~KBu6NAiHT0&{hPJeuuGIZpk^S9{8v?B%FM{ko1!E}|x15KmV)l3Xn-aKwy{?OXeuVNBCEQqYI;3eG&@mk9C*4OAuCY05%jr>D;T0V_ zwFDA#wF{A{4KO)qGoT}v?Ext*ctJ`B>Xta6eS$6R^^EoX(fPZoNHk*OA?7XA+?-Wa zZS0Sf>frjRFJ2EONzR-u5u1?3_IXyjNj73+8$hy-Vh8XDb1-->Kdl(}-8&C;b4JiU zmi__|(9Y;D9UU&KN|s+PvVuo_KFG@6$GrqW6t9MRa-cykD{5TR+*(e)y+Vu=dVh;o*kE0Ka0y85ZEQ>?chFjvXg{FTdjDZ?yk|r_Q6LX4{I@_b zLv&x@tVSP-j|@I2+I&1y&C6=TRShSy$T?zr>|s$Na=xr@X^evo=cG8Rb3RHmnY;kZ z)QSG0Jh_jWOATRVVk0(B#{}_t+|FjXxca6&V8*516^n()mMq&p-R&MNsA`NBeq$3zfps_OZtUoS*Dh^d)ZA(;iNB%n=kRq6|&2AVqtG_CD)Mk1TzJpQ^H8UA6pc6%C-TpjQF{oJ$fIQfK z`C_Bx6-o(k3%8C;6j!O`_@E37a&}e*UIKUy$-Cp=F@E9lM4E8bzs)HN!XV4>*9cn~ zCSs`1yG7P{dn+Ux1r z=nz8t&4<|Na7US?H-FeKK>P@bf5dy?z8gO#(%lfeOn0bzha?KD0{?2Cb&H~JHys`6 zAhQ$auo*#`wo3XJ=n~Z9@iP6yhIv8(h~Au`AX#s?2&NY z+BfqrLU%1X@o{UD+DdAoG~7_Txn6+Uy)cLc2*bBt^z$(?@6Mk7G#Ei0M4Ld6<<;8- zzx5DG5u?nUc5ZrdPP7JAe2QKgKUc@5%lWz#-Wc1FKea(qvx74wkxbO0e3O6HW`X^( zA7r%K8)`IES5fO*)+n({cUyPVo9F6Anq+EUy_1%34SV8jub9OIB}(-b-cSc6tup!b zh_sntd@z|87jdi4N`t?h(JTMvr3ACPQ#AURWqcpKfD^6@N-d4A7mB*>UBAV=vwG2H zVZc*&{@8e1JS}4ZC2vL^VXa)Nb%dkT<5qOqzLH?D%BaryWK$LTCFL!-TtiG?L}WPR zRk}O!*kd7F62sqKq}+KEcbk`n=}qNHd+D8+imFDIW-%k|bgkrgTIvc4 zTZ20<8=9Si>rTVW@e}B<&RnPS!SGwu*t4~`fFX^mUdwHcn;I^^V(!|eR)o~$Lp%2( z9)cq@1md4S>Vv}9z;&Ep`~dC(f67b_i(o3P0-~B=AiM##^iQZ?NQDQgNTQ<77J8v% zbr=J}>-5u8bdxplFbcc_zi{0V(;86$caBRV!hm?Vr)@1CfQhMzX^NDkYKo(1_~zQpXs$XhJe_aY>)Q;Guq)db z743#czVC>cr@>&A3)g5Ey93(e>KBhK9k0JQL#-Pb?raCR2jPnVzZ@a#-(i7zQzi@@ zulS;bQVS6Y4*;VBwckPPU~-UwD=gzL)=%jBT_d`Ie#E2xwEmkKU2Vgc^$2gZAH}zY zSKf8FA^{R>e8=}Du$-EpQRsUZ!q3e%iQj_amsc^)I0vr61e^DOUn{y80cI~LIiawy z_zal?uRypY7ncY=wsl995dPG{lD6_k#9bmIuytz<_TyZh#Jpg2?oGaW+{0-+A3-p2 zUNc2{dF2B!V~F%f@EyME_+;H{ZU>R&TNp^U;t&%geS?8GJ}7JDP{apHiw6>;-r+CM zhe&_!<+x7B3EYFXLmWmhEj$(%BL}g9sOeUPDpn7a)_QB}It_?Cep$ZCG!`q&qTeSJ zu2LNUPXqbr#7%Yi zdJ>EF7G&d38K1Mqy{pf9Z?e0_i>cJVV7ZP*PpYDHn31NBnxT`SNJT|DMLBImU)d3M z-33;ZvWKt68FKKFJ?|5UIU{RXIut;Qo%xN*8FRf64OQ|Yk{~Vt@UHE$PRfSDm75&% zDe3==#~Y-2%x6~~4HozM3@D7?8auR&GdJVIS4cmpa&;fr}g_Sn4PwT9u(2UjJkS9*3)X`AX0qUL)2dsIPG1u5sptx zv9PTFDTU~Xlv=tdnF+xR)8Olpdpb>G^e3lW`N8AG)TLH${Fw{x`QY~_UwZQECnrRX z>M97*5CLy_S=%x4J@(n}#6W6jumxkw?SzOMeoE>vaQ^n*SV)41i`D(Uakj`VD`iQZ znVy`aOIi+91)E6O|L#4ulJw0HF!F-oC_L5=$8ELIY&QNVbHm@g==AAUET9pMwy4t1 zwX7NLrb6Lshg7y36e{rtX!wQi{(JtILDhZKfAbw|HHVH&U?BlDyDs&e6kMdN!E*3t z=ll06YEb_VC2nXL6fQV6+!CTYO4_jGVB}Dh7E>nFk|Jd~^w0gvOx{ZgY&VGY@O!`x z8%zJ0RLPmpIRqZ%RtaSI_CLZlCYvGwW~8P^d*6=#$_=(u7m?XW}KC z-sn|z)ym${cw^q3E8z$C;}kK0CutH*$X3EY^?%%fWQU1od-nODYx(T&tZG^KsF~0e;DEb~-cc9e zFc{q`*EOBZKC9{uD0vhz>FLJDrwk4f(NGLPTa(_p8=y&_60laduOz-&o9H565fdhc zO{2RE728UjhfZtgf_3ySeoGnA@ym6OINTdi|IU)n z+g|o@xjllyF0Lcj6bhl~^y=(=mmSl1sP(RH7yichO?(3AJGEe1WmnT#Sy@`$z(C1Q znPpSWo#UkOK4qximmhDgN)uH^b9{1>*6yGvp841WpU<>#z9>C6S5UebTl$F9-R`!u zJ5S&aPzK5~rH`C9dp8@CSP5j5&Ad)@MWbTHB!pe!qIqnBg+?Ff^V1-_%V8g~JTS(D zLOMK?EXA2sOEU~N2oXcpEV)@+LA6p3Tv7{4325z1*D0lR#l(MyIyX`?pd(Wq_$V)Y zUxByJbh8{H-@et3g|b~-9!bMs;@h*JSino=(fmM&7kk(FqmR1hlvithVq8P>DDFam zen8Z4{7LPd;HUX(81S6Dg&hv@S3m!7tQ`J~pjH1V+sqRWcZ0`^L2gh67sINXuY1@ZHMco}jJE3ODr8X`C-sU$S!87*WFi)a<5jMER4}nX`W7mRI8%P(kUb+oC@`n(@+LC}{q@tn8!AKYM1u#yVmq=`A7Q(EZ=38N#@gHnUkRZdcojfmb~ zT`de{DnrLo?-hq-on}W~S44ak;hQ8SJ_mnnwTJ!e4O3)mgMAYwIP6LKKvGZ|F0 zrIt^n1Nf{@5}UTc&<-4HC#T41S#UPWY$8-8)a_3%HNt~Lg_rY0;m-j{o$fyczs@1$ z3d;OWJWg+d4tc>uDZj8dENTBTYAz@*0`@zCFlxYOd ztX{W1S434WADTEA`AUIVT6ByYOY(DHo*&gcL%|sO1RYi6R+MTduITuS^f5X|nm*{~ zYX2;Z*0}!71PTt^VN;W1V|6%{Iw!x+@Vn9bT|O_{d?rc~TQ7lH=y^uU?p;L(pT3jQ zL_!>K=Ayc6FNfP#MCFq=a^138A5y@kikEs$yk6^jp}5iXMm_@i$SJ`xDY-Up8lTsZ z9gj;K{zeA_2ZSAp=qP!a$mBErD#(d0|=hcIOc;2V;So@_areR&4B!EKdOT&Bx)0Zq0sg&w>q?}`Q`24v<6*B zlKlgG;Ze9Gg#De2YFUP(riUn!sj999rv(ol1|Hgxqk-RPRT4u1K~l)Z=M5nGl{Bcj z%e!L$JSUYe+iSrh))qxzn0GouU+~my8V!CDY`4nBNZj=gz?XC82I`-JzUeITI~u zx1GB$if+z~YO2Kh<#rPnhs-Ga{8|@wS--n=u3*DJ1Z?N3_8Lie)uMHY%E?ZOZAGGA0WkgqHt4gEMx{(?O+ zc*X|9taY$!yX|nnqIJwSbrloy@9F9uDqd!B<${U6^;A2y#5%kW{evGsQU4#*f7_7$ zLudB?S-$?qCiH&hqfAr65WpriirV^}OQvUCXMbnu>eU3|2~6SB>fx&K;1504YMEm_UVq zpAyk^G~9!=vEfGvU5r#>ElIh{LrQzwzxmw|a4mv>VmkB0DMdoX4Di`Fki?f~-UD&a zK!4FVeV>mr*Hr3SG}1--)lj7Y&s^9EQ>P_|bpHLp$O^$zPKd+~!vb z)N)$o8{b=>Ti3?AN>7@cnuhcC#V;P8QKYRuSbxo9w;P{Mdp|3ss=x-)bf@&Bg~*#O zz_a-h{^o!P@EnKyq!Zlpgp4S+t4Y8cBTX3u5L%F+zzdIe+k<(|Fyggj_XxJ#kqGqN zsdE?=G^Rko!6&d4Kt_WAJrrQR0`Y;{Yx9gawQh|Cegzz{p)hc2FgJh;(?&&@Xy!M& zaC@aK-b40ua)Sv75HT>|k;o2PSyvf{u6{L*Dx89y}pi@sQHaQ>3g-f;bO|GV+;1#*~+|Mv~w;Bc1Ir9%}%=J;@#5&HP@pSJwZ z(i2;si%{>?7>T{-+I5sS>c(z!0gVCHm{3oCKRDrZa5&~K!DB}?!)dQ zT4?w{qv^VKSIx-%D0Ro)djjX`97Z~ohkh+YP&9zNge@gZ*n57AV?n^l^V$D7c$ndS zh2q$-dBFJan!vI+`f=cL)uOtwAi|CATdU;cU21$!^U%N|Q(2VOY=7y>9_fTPF+!oM z?5okPvf^19#E8h6RUSI|$p}VY=cS>fWRt%K+o?ltec=k2L4FpUIFBmGkbeB8!NUYZ z9)Pah$^>-VOP) z?tK*$XSa7d9Cz75R_a6=62tAe-|4+jYCfU%Y!$^^EC384a7 zS=0`_To@4WTMGvpf+7|AsG}oGIz%w}u;g)&(bawo)t^2UsF)}!I!uB^H#FJb4HPbwsA zpOGknI3i9N6&)E4s>mi-P6LG^U0{(#Cz(|o>@2&)@;j?VwzE|FOv+87;R+O$Ydqhd zDIB737J%+BaIfRo*}E4x`~Lo|*X;Z2rh~KNB|GUc_vPhg-;s!jLx=7qAVpFu#4&|R zvsSHEYO!?2T{kx~E29{0j@IngUl1axAt{d9q>0I|^{~HoiHIbGk?4_;uPwAEt}4?$ zZAPQJ#-;WgTg)#DzR|`;)5C-1;%7x?&dWvn2@{G-9D$5DbY?_mOyYwci60bhd~U}- zrEL_NEwa5lnzhSR&F`>|En)>qlcr;{ACKK5mDW9437MrSGa0O2v(cE%dDPO16(%oo zbRXAejdyyDE0?L`t>-56Ba><*HggK+ESQmH##TlqRxKAi9w*N{KA|*{88~>FMG{Io zS!uFm&aD$miA>7Il_(orZ&{5xu%z_Ts#T6ntn$N?t0j~yOgU0HghjiS9;G~z#PX@f zRFs+-Y_fFPoxayx8%QZi)Y=v6bn2EzjhM{FSRFd4r7NcV{7$88?5t`fayc17Y38P; z->qWI%%4q|(rSIJwxg5BQTiS>*VGN0Ih$VIq*E=DkutJZehJe*hFQXO4cQLa6tnKL zJ}AfLvEj@S#3x(w3#pE+cQ+#W;d#V2Oh96jJhL)pDuHS9H4Oy~zzLJ%gA$joZR8?y z)9LA)itG*k;v*t;7TFet0iyOu9Kbk(F^9JMzD#0VrIGA$r!np%M4W?|4PhCh?dg2J zMFjqfW3!lJ(cDOHO2u@IA99YmmQ!Nna$%X|nI8hD96&B^G^oW{1|o6=CSI zrcSawEgCb(a{%T!0j73x|O$xIRc_PES=`TOc|E2tL3Veo*x67_H#~lep}oiB{H}K z%$PO>qEc|ea}1o@bKRv^wGEX;3JYbUA2iB@vnK}X9!M3<5fFmk0s6j97_fxyjspt5 zPV6zONiq5yhUHQD^h!aNQiJZ3SH$ZCbL({Tj1NV?-DCdQIdaa?O4&|dqOAzDY}-9` zHH(wZHE&HjJBTTB1~>NR`Eki#s!e zi?si%V;})MaH~h%VMGChiF8rs(`sIzS^>KifvR3sStYE|x!%jV zu@Cuv7xxd3bnr*^-g;Y9qDu)bCwM(rBT(;1oe$CJp}1C~fw(fQ!k7JUGvC2SyWwr5 z1~6CXSmdFUl(bSdLd1O?3vP$l1Lxy&w>)neTNfQqdoyvfU-gF)KqwMi@Oc$CL4fY$ z=%&IAw0z`@R!xJIt!bOAY{{HxTaiPlJi+ z4|yE&fifSd=FdpCX3MD`m9k*Nx8*Cv&chZkfGTKHmJM}=6A1BqGmj!}Ymq-~=lcHV zw{H-pJ+!aOsfqsmi@W`aTNHjpf?SVK?XISS)GAU+YD%woHF8|)`#P)VdI&rryvP3G zit-g~{~lgHKV8P%^=6uVm+d2q8_4HR=?*(d&M7|(UNF9aIUoTlN%BJrzry5;eeLr#quUIkY|C-e_EL zQ{_lK1R841@{Cqy7jA36l}#sg2>Cvgj(^;~(KWYhUal<`#P4?nPap4X&oQHPX~1$& zn!N)Enmxm9uY=xd1J_P2ZfX}dTWvS#-?kA5@&%UcTM=E{9mJ9~-H0#aLq_UZn9KfR zIo`UEXE1!`XLjH{C^QDlmxvw)%_)?Uttq_#6mtOFQRm&sHHWuAVMX0=+x;2QONS33 zxVS24z$Ts3YOR4X@|t1?6lQVv(3CJHu}EPnfT%1W9K3(dgty*#8P*KKw4lf+*i1I2 zpS^B2bx)w_AKI-JyxPO>GkM7*-Nmi$V>xxOtCAo!=p2Dc|Yl;-_s z5@AhTl{x6zW%$ZL!qzqfQtaex;~l+e!o#?VG(X&?_%3@btPy80J;Hg3z(l_jkB+jl zVKJM|C5iXy+C%Tzx;|m)@`|9b0CUE8(&(^wc21gv5jC#V zs9B%F#Js+P>iN2B!2}|UbTy1ks4DXt79qHmRTSt!>y{4h3YpvS#DSc8d~GsOprn|m znkAh3iH1xpFnzu$74 z->wXt#bVdB>}j*Fwubu}W^GX1&u3zVkl-z{p;)b$t$w8Vm-fmHUog-sRm#bg)t$~} zq~e+T>k$tNo9;BC5KZZ)q$Wd{sw zO6fl^&>ogUUqgR~ zA|Z{}H>Ii1kY=X!EYA8t(;U@+YVB>z=29IZcp3`mugI;t0NYBL4;T62Y2`2SJ5;7L z&Sac!4u+aPudw>yYVHc#R0c4wS4%receVA?_~9by&wgo=1KNb<4S0SoWRGOG*^MuX zr*2aidr76Xv%^&pmPJL{<~n(Kt119=G3}CWK7Y$%gDcHW+zQlQ`^^~CYf^;i1}j@T zS&`BM?n85PxTDL?qZZDpe z;KI<`8t?R4yP_$8f=ZQI^`&eebIz1BI;zMB{G zsj7=P#~Ahgs>WN%M^j<5aK2a=nD#|tly=wb#*?M5;gjs4HV)OWcH#n~q!Lp_?fL2l zoej12ro8nzFzbs*SiS}hfZOzYv}5xe9^1r7IrbbcAv3!r&diafv?rglRSEw-@b_zQ zM$T(MR+1h>KhQ1_9?S?Za3+QF_Y8@FSGv}|s%IN^msof~LsNow=I^WP>}2F8ra-xq zL;vmz{#)q1Y99ibDB9R+6XgB9sObIuw1}4`K4Bn5`ke?Wh>5?MBMg3s>!}%Zv&8oN zXf?2W>g;7-gm_(#!i&{p@5LUZ&<;;x_a%TI*VSvg=v^Y%xe(kX~V*!B$F#SED$wA?Z{Bmf>Wl3Eg3z-3Nan63zW0J%s2oxo=HfY-&zK2KQPTt10sru5`g)#K#b!{$x z+vr&%_f%D-YxYxy8iQF-*6Th1k~BN9x&!keDoMqzKu#%Q-;)t zm&NW}UH)rFuOOa^`bA_G=1Uxg9PXqR>C17i0ds|XvpgARa+;Mh0?LjkBuJoSdY#%C zW4S|@<%GV&j4C4yB{XC*o)~W;@_p?$#Y_Cwfs4D`&8!qyj>HTr<_KX*K3dgvD3QG- z{0JK?mvz>@_xe5V7uKO&E(OJsB<61U3Q_Ma{EgT0*rzC49PYBPT7W=iAA5F~m_4)+ z*QKT3r>|nZrkExdsmwF;3^Wu|5Lu;y8Ilbs<_rM=n4~FqEe79s{jhXaX7ZK|btsVy z#W{*$$C49MKcaqrgy3^i_*eiidf4dcTLm~|wNAZZCSgVcR4&@~N@E0e63sp+YZ^a3 zAO2IyzW=k;(nz1WpNyhXI;<1T`LBVK`d7RJ+d)&% z!BWY-=M!v0cDr&+?Zp6HaRP^toVsFYA;HaA_$~0nH)GHe;chl$*!f>Y1kVe^pB&mf z@V*`r&CzNSSHHvF`F#Nhx!;lenY-vJ^RVhwm}BHs5^=;$q+r!f+q@_Udn2I4BeKin z?B$6+`yY{a1fJ!FX7j}SKcsBq=TbM&-5{;=&}dJV+_9kHZ0~440IRg3U7pD5mr`{$ zR2s14on37JgqJpc*F2TF3`<%$1<91Tn(A2}_Cz=tqlvZ%cpKp?(Brfg;h3%wErVSq zT3|W*JKwtQX|qO)ks6lcxPr7|N;%cJeAr0C1pzm*`wXuq2%;(5e0VXFF$ddDCr#OcvUzn0WKl}AV`Kbe-iX@B&bI7`MY}fq zo#ye9U8r3{o9btX1~i?I3g01fo$eQ*XRT#MAo4uJb^Up0a;^t7Wo)l zS0FuM=ldyC)_(a?r1^p`6Yl&-LXl&8+B9+f5v2@=8^17) zRM)|@Vbd=Bnx;t-V`H?-qw(|zIgpA-#r8r36V?n4ZX_kbNyRqt+Q-g3e0vTqD{fFI z-ibCCCV~G>uKCAJvHz?DaWen&V!iFJT62pa5G<%p@PahN=Y2>F99$e6Tw@!Y@phTu zs!sA>t`O+6Lx_K1xF}C0f5QdJzj7%fCoex$1%P=vw%J zQt;5)bWVRV2{#2`c+FK|W+2~fWranIM9zpM`&S8Dlzo+sc(JD!V}Jgf!fE>`6wj!*y4P;1mb6Ttrg-bkxOz*vss|pu-7*trfFlf% zy1FbirSZzy?CO?HIV|dcXW)v)GUsb4gF!;zp&KQl(4p_{oBR;10!np^jkwr!phivD zR`6-E_V+#KS7;*^)Gb;DQup^u<-m9m>;ClH<@Scu9@5GyTe9@qAx2{s_nj)Eh{Zl)k=O0TUlF5=Su~eAaz6!=4 zt(;U+Pf;0UV(Sh`y(;m*;iwa__X-g z=nLgCFJ2C8OrDw|^c-HLpn&-0k(ja75xA7dTRhKn40UtV@mR9*F&sW!+7w%9ZaBGZSMlszPUmx;&OHHngNDQW;!% zf9)2{xTd)s@O)OM*s$ZdbVprftzK)#Vv?clj=-pd_pedIq3$Vl9&1R~qGgMs*!`T} zP%3H&HL0o1(=1}yq8dt`0=ec z=XoN{PFNZz3tc;SN)xv&N7qZK;SpZK;X>t%b=a`|F`IPms@^!0mN(q5OqOKurBFv5!}| zy(6h^jJaG`s9&n4@Y{_5+{b4>6+~>>C}AWkkODDKY2}HVQ*C#^o!dzI+6odoqtQc| zvfkrt^W*c3H^UeZsczwi$imiCf>mtj`8M&}p4m4?Y1Xn>VS{LGm|<7Jw!u+-x4vKofrUF2P6L!GsMf~82p3}fG@zC$x!Z|omH zZF=WEYVOgU=_<`xp?>B<2m2yopmsV2UJz!lu79XVc^=K7r?OrTNWqkt6y7U^nkU1l zNZMau{9Z%xeO9)F!DL)&ie?6|OnwvOnKU3m$*At#nWYFH+*n>*TmG}YyzRn4WAO$1 zqoLB~-v!@)aO(dY{aIQ5CHfl~Z5tV>|K$L?1G69?@b+L(|7K*Ce-MWMby)vzja*98 zeC72t@W&jjnX+rZk7{Oo+gM@?VU>5dMkihR&dmWOrZ_;Gy4hfc@s9!?Mpk5|PTF3k?jP;a-Tb$NC_+Kg zF@q4=^ldm~EO>7s#2ArZsm?t))26EXvAX4da5ZJn(TTQxrQ@(qh=#`l(tbQIlO?^# z_=Kiz(oQm2Jgk~fFsMzQ)T+LE)8vkx4t2@;P*j)Q;e^X;2scBzVKv7v&j0PjXHa20 zDcgc9b3z}kDtD%%z(NpUgM&#n&+5`C&tS>kqBty0KueHcG56y1UqO)G_3o zH$Oq#sLPhN=z4OZ(V->DSaDji2V2eTsvRC3brVjWMzV&cQvcO8`&Id-7-;uTaNew_ zpgAC399A=KEY_q!DS7@qabG;uGo;~xf!En_WM78rGnE4R{#>t7d%~&EKHrA?b^1nf ztiDco^dFkFazz4hXM6BJY1`QZANvErP4ApGe1;ol;c=Xk0*&hh6k)8QR_@Y4MJV6# zkHXfECH^)P)SF)hsnu-o_<+-vv8a*)-v6X}gsjvmE?40cH{xY$$uk5pZC@Rh@;`36 zTFqVKmVa@(S6P}2%8?fX#$5ss<-so;TaXarr;w5GSBS`wA!Va0_3)Knok3-Vtv}cX z4X?Ag9~Z@3!KqtQ`IAK!mj>(d76S|uZHThPS=5Fz)*_NU4ze+RZsXtXdSn!jNIWC9 z$$s13JH58aCai)L!(KnSXjn;T2TtLU`+X?bqf9S-{kwEh6_kZn@+c*Ao zt^nNGLts*E%^J;uBfayQtIUrlX@VXmbonLnq)Z^a!BKZkPbUuoNu2eO0s3hFBdgWHm-HxTkoOsj; zvnmTFXQX7msX8<91>Daj4H+%w=~W26|0EcJ{n;K^pQB2*3@F?(kY3CpAVcx+m86!c zE^bZhxE41mh7NlTHAQ-Rhrc4a{6>`v&^{=+J(Ww7FeW@03YGHNB&gy~Ps(K2YC_zf zj7?jOrdv0V`y^Y;1MdyyWR6n3E_`h+%M}->ajbz-Xl;A7A^j*hUr&IZlSPi~X|t}o z4@?5W)MLKuHRn$x(WGsQ>X6b?O{y8Wz;To+Jz=Hzvdi{l(xzpyeT#%S0(A8N5hVo- zjzUY8?B_1*o7jI;D7-%_6jp6k5k47@!5S_H@(CUb{;hEW6+#<%Gm>v)ymH$pw|KuD z@p>gPmTE}|1nXLZNv7L5jom7&?|a%=Al z9melsQBeXsS~(zELHluxjZL4S%X)hoFHIdS;wc4csVkX-NHzP^Bx-uC@aw>-Y!nyw z!+`u#YKH>X!l+Js$S;OuqcH-bVBx%c5BfW4!Jg-P<^55Om+ewf+KOmc!9)^W4m3yKs0LBQUwqIdaM#vURlfDC{7- z88ie9QV{9;ciHD35c>a-*ZyVm@b`4r-@K-5q>g4}q`mz&vB83N|IeXWIEa~v9ZhWD z`1zUCy`9XNluT^Y-0YbYiCH)~m?W)TT-}IS*#GaNotwD}lcb%oo4L5TsiT=Wlf1cu zrJEHo2PgNxQ0@(VTgPuw=^ui9MZp6m^f-2lZ!9peX{FqcHMtQNP^qq7@=N74pWj;7hE+5{pg@TC*=S2H7l*DhpGb^)TUgMk=orN()DhRigD? zGe<*lCzL@w^f2atOAABfXg63#Rz#?Q;)@j1rov%qK-xuCLCH$3x1&l$P%=A`z$8i=#~6V~fI+DbR77b*AWs^JN2BmZK)IWQF&fjm@Gn zO6JXkRtJIfmPADK!HSwX*Tq4R#FM>AvaA4YZp(w-y}t30BL6s}M%QSsYTv#`hQT zVi&-n7XTu3&=q1##YU0RDET4@OG8m1hLk&7KicVM3E(dA=FM@5FDs+wN4ZgkOwdj# zN@Qw=l6MzJMJzMup_zl20Hlxz&lw4HVg+-{24->0B*+HcT#93r0ZKM&} zbKA)^H%R&l%>%v-ar8)FVl!o+4>yh_$!-$&Q8{J!SKH&#im@msI}ojse5^E8!r>%b zc%6jl-fm(@WiN#gywH0)WnRIc)L=@nhyL6m1GoxdAq(Kn5D`^ac)j{Q-Pj3M9SVQ~8DBTbH!L^E^g#^!d?PLDJB9lEM*E=M z-8}?x|D@4vEm)?6N+onMRU2>252Pab>(t6gEYV1eub3!MhkATSC49PJ_w-et-HjM_ zZ4A7f8VLMIn4EY1xZJhp$#W+nBI?DRVLXgEo!&801$KsxnE3GuRF^#zbxD5oSr%hj zVamq;HQc!mK`n$hsA(&OYZuekeeWB7-#C9bH-D0uG&w3x3B7bya?6iB`$P*1E!>t) zC-$SJIJ`V6=ooeQ>g4`X*Sd4*poV5w^=1X=i47;S4SUJ(RZz=~&1ylRU&4)9alR95 zI4Va71pOI(O?F0TZf3t;84ZpY*3lc)!l4%s((XaeL`>c((Y)E&F z>mVf+vvczlBMJ}!{U(0MFNYzLPWf8T5+k{=V%NxHR6yNRH<$#A{_Y<&g%CCe;k!hP z9{Z)b>zLW8#I)I#qlk-2krtZvqj4m8Qw35*cCU{d36m{xlvFbE_xxFacZ?AdJUPh3 zM6!2ge6JZhSpE6Z4lrdXpL3-+mX2&bsz6Rb2;3804Pn?y_RIVvrAZ@3W-M$qeUW8- z^0(dxg|n9iuf-q6L2y!`0t&wgc3Fl$24p&bY~9BH+EJckM1sgyh<4SWj*Xq z5-ZU3%{nUwsEx1Cr$&mhm^xulu@P27efYEMoQ)NU5FPn56>R_bg3-L-!T<3~PVRRb#plXrd7HBQg_~xr z$T82A1GbcKw{oqa@zg0qD0I?WC%Cv_X&E|yN=-y~G}O$5*`Ju2F{Q^~7h+C?HR&|( z6v0V5s}~UbQwX2FO2VH7Pb=o~2Iq<8$BEN8s5Y~Fy^~F)T*-_f(xD>u!%=xNvg7H> zx9jWaNv_b76s3&47LhiTq-G;fO+0!lME}UxFA`ZR=oG#psMih` zzI2x1@Gi|=zc!qu0~Fkm^C36ZZ?TI?z(mPZ?!{0|gd_y|*Wv3k=UHABoB zSL@Ik#WBXWoaUi0)WA-yQQbKf6YpuOLU_|e3c82zM(Qav$^^aULL6D)gk`G-v8C_tjt_xczcUkvG&^KoA#sEL6slKfFFKR*6pY zn-ZTp2Tt!dB_%$mlUx~&A4>BQ8!`lLjAeUIzw$;O(r^wSZb2@uO%%pkOT=nABM36< ztE-dOCxRVdP~c>2V=3Cvb02>NU-BD)T-nv0TXl2iBM6F|j2I=Bl;hr9A7M^KNHwcG zIChZD=)C z2ca(8GQW^tWnzt1!^C2>ChD3|hu4TN?ReTAD>68lOM^wo=2h+|E#<&K89^dAOMiBK zPF@phboTLt3Q$pCOWI}tKL)S_r{#$^Il8+x3^@p2D45}D zOv&=i()_SWFhedjQrbi&+^ki!s6tO_Ts0ZCr3xf7mIbR$_q-=fE0U4j8@e%BuSqP% zElo;2+Y=OOncX;K{adM9jDHMZoILtc?zwXi0S_5`iQR>}-Jmj)_S6h6@dv_r=X6cB z2rB09#%naq1ql6%uq#zPT3C34iN(jEO{CrB1pWT}PAAEFTMzT%dsb(NL0N814g$c9$ZmE-#fw@QGF|Cb(bd zbNRX@Z%)cVX!b3aObs4re|YRqXNV3ejcYYm-0LAbQd4)xT{(5}alZmYeCj4DL%{Ic5hfWdsq zZTPceim^XA$-lxQ0eo`|PO4_9<8IvL@(Z0L{o3=T-AtDq_04j7lDx79LTScV90ceB z;d@ubLNq=FzqkYPq3o|c=F(7Oa8bix&PYUO3SMNhGzyfWfs{elkxPrid@Fg@nTLP* zPS1n49;ZEE-iKXmq3-X&Fs6X)#mSU86RYl7!=My z4T<#)I>CEMIyS=BsfVy@6HkC_SiwT)h#0yp(f*$A&M#G-W;gL+z4I>0wtHafr` zTGl$i&sW=Dzw&Ra=2BK#OO}}DRjLnh(lvZpsPF^7E{J}0Y&*peo8g+X^!$*24LrRG z?>n2^csQ6wSThLddDpZys`Ts>Pxfkc(_8bhZ|niMV%IS|E}aq7Y4PcA@lKq@OanMw zE5cgL;G5K^df2A6?ZNXVIIwD190+Fh8C4vzT$HambpOQM2ROR8(ul^L$vjNUxVw;s z-H39>^wARa3?|j@BZY6rR5Nm#BLz|^yihOQl+g$o=StOT9d?e@!isP4{xI!H0(4QV zUhNpnf9upE(b0@wkfGfvzW1oPSrw4S|I+WqNgS6ET)NvXjDB7U+^ zb2Xi)aZs|@qT5%k4`O9EC0^Oji`*<+LM0eJ5-hn0tX6ak#oEN+2Igp8&C>xHva>!S zc#MhI4-P%r^y5M8JDL)vcyE|;$Mlvb*M9?i+I!sA03H!N((dgenuw0wQ}1gHg*s=; zhYPAo6RX>4+DbHz9>>NWXLER`RC_N)0F|8=qefN4N+4tw9u&5FAqzsApBnhNgiTLm1AKf*7MX8qtT@0RygZpPGh_zPD zUQpiJpU4}wq?R*<*e8e|HC9a3`exJ5jncekZa=a5Fm?tGm2J%h&1yJJTP@&u&m1CW zR^^V<<6AA+z_L+0V*AY@7|EP)gC~8syC5U)xFB}dDN*Qj)d6h)_PzQglcpjXGV9Sg zmK9p#lb?QLmY9B;1D2TGn_#PJ1O;~>H6p&Qur0c}z&CrBJ%xksaxNK-rPysdh+HGz z829WII$Jxa9cb%veGGBQo81##4%PM%%749xCb6Y|ViNmcqjbTNS6y6eD6FlyPh{PU zOyLInbX(Ybk3F#nDNW3vzkDonpIM5|$-ta*)JP*zzX;lA5@V$^e|cEoeAtaMH=wjx zmZYXxP=J*EX&~Tj`cSfxpQ-@RWrvS18W)SP0Bw}}!LD#OYR!diCKF205%46zfrm^8 z6fCYh#HqN62aYJlYF`) zDm)K)a|p=4NHp{Aw9{J`0H!20o{l6Qh9ssf!DG646%CggH*X(#F?Y7>Dw0Outdx-{ zo7HBp4t)LkrfAoezL)!(`n)402j&sc@~*TOSyCXimA9VhCBV={|Cx&Jofnv-Vwri$ zJ)=2$1ssHqR82qiSb7UZ0?;DT?J(tS%o7{8>xs;(FbtS3(q+;s1o;uW2In4QwYf&k z6c<>aeR1INK{s&l#dP9MJ!Al@R0D8#nGvYn#WYxyfZ_=Ut(qx=q54v{w~ zFHXhy9SIN9wSWYf-P_(=U?p^J-1y->ur`uq0d_%`^ z1}e3q-oU8JY;cV()k0O^#{6S45^4?#F9i+!eD{Tfe(`Cb^gGlYW?&dlQU#<$Bzo^H zX%D0l=Df0qW2NC3Cjfm?FA0wc^1BhbjSc?qrB*>)oYkFUpBLW!Vw-(xIsMAq-Pv7$ zsTUINck!bn(y`}9*kjO8@BOClM0jLe+xbdFFT8kDkeSi571s)ldt4(06j!Bh!m@?T zhNs_|1g;HauA>)f_ql=?5t*zGQxEL3*hm`>`Q|1yG1BW+s!$a{WK6aThUH^~yUKL; z8FWkr;CgwgT@IwzqBm8gNsF0f=I)c9(Y)sy+o!!>ud%)wc5fwJr|cZ$jlqQ;7st0@ zd1@$3$;<4#+^n1s?S|W1>0i! z4+6C0)*+1dOz<1V$pPpd)8)U<+gYd^u8P~7ti>9zXr1s|vK`1YR=E0;oZOShIsxv) zc@nn!(SgjOi%>HG>vK-znpSy6=hE`rCY8o=y=IKy_#{HSS9Bxe2f}9PZdpxcebI1& z(9Yr#;MnIJiZ!xS*F~g1#UPx3JW$O+gue(-TDK))GpEe#OKBiv{OAms1IW_9ARBMCiY3J;CD#~!{ifQJNfQ(Y{^YdNU3kaykJ+sj=^QwAOP9Rj zzX;$Xn32SZbT|WWE?I$qG`G;ttlXci0Owh3wES{>3BoS;Uq0K5i4yX_#wS-+jA%8W zb2@$?96t4@b$87kMt|Vfad)NAuC`Z({90CdH;0-w1O(-;C}Os!P(0$LpSKuh(^#a? zI3SmuC-*Vw?P9iZHwx(ix?gV==5FAodw!;M8~-VjeWz~^X+1%z>zzQnm8-(3wZlz#!7#?qkpMw!ZHZ? zqz9sT`e322+0D_wz}Efv$n{OneYAC^s8Fc;A<)qz_qpjdr*%^FSU$O z@LZ@nHADMm2GGdWY94t2gswN9Y1m$EOPdf>FX8@0csJRium9OKsaKE9_E2=p7F3MzcS^pC%AHfbn~Vv;W(~6^{LMDc{$!5aS{3B z!iz}#XU^6raKiE8QllC6n>wt*V9`qqNu*A;{)x02+(rMsQAP`DyDY#XvuQdzj$bRv z|8|{V_vs*RW$;^5L`uWm@QsGc>d3{1cdKl8v zIDu~_-=}NGo@ZBHLt|5$wfXc`S!_Ve*-LlpZ^pY;nmtaMW~GTPvG-p6@#>29AwDH7lQjX?)13)_FwrL|SfEtq7)_4qkVjk&p* zO}I_CEljwLjk(P@EO?A9csQ6X%(%GNOw0xU|8E#DsX98k!Lj_ELX}Cz!NQUF|LE(g zOlsCX=ESTl>`YpEEW~WYtOkDt@c*cKv;NB&B91>RYKqP{{WnMB0CiFTZBqsXsxEyG zE$WIYxm;7}c~KKNX;WWxNmz!(dIu}6WN70%YgifV#;2YALVT6ajs4IW@5+l%08n*n3t77taI1p#_n*lq*_X>h=cXw3-* zX{Znr}Z*dBMRS`@-E;6^(b zof#C}nN)FboEx&diu|*cPkyL}o50eDm2yWu?N4A^0M_N$3hhY`XMX5kLvbZ$2?{!F&%6OysIm_cb#@Le)yerg1<15O`)p?5aPO%UKd$@})lqDNnq>*wl6B z?ed~HXb0Lk#|KkrnSAYc?Lpn|NzxB0Xvb1? z;JZ4pISesqN9#2r*gA7LjOBK~S34tL4$1OIN8Df#YI&#aezKm#UHcgvy_9X-5#03# z9YsI@6A<(Av-pL+nmm_lZd?0bTPB`3&#;#IYJnB+*E(BH1h2)ws`v5s-iz1p2cCr= zv}av)eL7qfqnf%~t{ayA0FKL^2k?dGSwLJ>rp{t+9bXMo#jBX1di&Wdo1r?xL}S3| zYm9q}P36|>&ojj{xl6ZOZ%cLij$eVPFAf_2ldrhC8N0Z7xtLqP@o;c)u)|SMNGM6d F{TE& + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 7, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ +
+ +
+ + +
+ + + +
+ +
+
+

Assignment 7, 2023

+

Hierarchical model in Stan

+
+ + + +
+ +
+
Author
+
+

Aki Vehtari et al.

+
+
+ + + +
+ + + +
+ + +
+
+
+ +
+
+Warning +
+
+
+

Currently, rendering on github is broken, such that the rendered template at https://avehtari.github.io/BDA_course_Aalto/assignments/template7.html looks weird. Rendering should however work on Aalto’s JupyterLab, but we will also try to fix rendering on github ASAP.

+
+
+
+

1 General information

+

This is for BDA 2023

+

The maximum amount of points from this assignment is 9.

+

We have prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.

+
+ +
+
+

We recommend Aalto students use jupyter.cs.aalto.fi, for all others we also provide a docker container.

+
+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Reading instructions:

+ +

Grading instructions:

+

The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

+

Installing and using CmdStanR:

+

See the Stan demos on how to use Stan in R (or Python). Aalto JupyterHub has working R and CmdStanR/RStan environment and is probably the easiest way to use Stan. * To use CmdStanR in Aalto JupyterHub:
library(cmdstanr)
set_cmdstan_path('/coursedata/cmdstan')

+

The Aalto Ubuntu desktops also have the necessary libraries installed.

+

To install Stan on your laptop, run ‘install.packages("cmdstanr", repos = c("https://mc-stan.org/r-packages/", getOption("repos")))’ in R. If you encounter problems, see additional answers in FAQ. For Aalto students, if you don’t succeed in short amount of time, it is probably easier to use Aalto JupyterHub.

+

If you use Aalto JupyterHub, all necessary packages have been pre-installed. In your laptop, install package cmdstanr. Installation instructions on Linux, Mac and Windows can be found at https://mc-stan.org/cmdstanr/. Additional useful packages are loo, bayesplot and posterior (but you don’t need these in this assignment). For Python users, PyStan, CmdStanPy, and ArviZ packages are useful.

+

Stan manual can be found at https://mc-stan.org/users/documentation/. From this website, you can also find a lot of other useful material about Stan.

+

If you edit files ending .stan in RStudio, you can click “Check” in the editor toolbar to make syntax check. This can significantly speed-up writing a working Stan model.

+
+
+
+
+
+
+ +
+
+Reporting accuracy +
+
+
+
+
+

For posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).

+

Example: If you estimate \(E(\mu) \approx 1.234\) with MCSE(\(E(\mu)\)) = 0.01, then the true expectation is likely to be between \(1.204\) and \(1.264\), it makes sense to report \(E(\mu) \approx 1.2\).

+

See Lecture video 4.1, the chapter notes, and a case study for more information.

+
+
+
+
+ +
+
+
    +
  • The recommended tool in this course is R (with the IDE RStudio).
  • +
  • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
  • +
  • If you want to install R and RStudio locally, download R and RStudio.
  • +
  • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
  • +
  • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
  • +
  • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
  • +
  • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
  • +
  • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
  • +
+
install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+
    +
  • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
  • +
  • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
  • +
  • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
  • +
  • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
  • +
  • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
  • +
  • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
  • +
  • Do not share your answers publicly.
  • +
  • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
  • +
  • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
  • +
  • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
  • +
  • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
  • +
  • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
  • +
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
  • +
  • Is the report anonymous?
  • +
+
+
+

This is the template for assignment 7. You can download the separate model with bad priors and the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.

+

Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

+
+ +
+
+

The following loads several needed packages:

+
+
library(aaltobda)
+library(bayesplot)
+
+
This is bayesplot version 1.11.1.9000
+
+
+
- Online documentation and vignettes at mc-stan.org/bayesplot
+
+
+
- bayesplot theme set to bayesplot::theme_default()
+
+
+
   * Does _not_ affect other ggplot2 plots
+
+
+
   * See ?bayesplot_theme_set for details on theme setting
+
+
library(cmdstanr)
+
+
This is cmdstanr version 0.8.1.9000
+
+
+
- CmdStanR documentation and vignettes: mc-stan.org/cmdstanr
+
+
+
- CmdStan path: /u/77/ave/unix/.cmdstan/cmdstan-2.35.0-rc3
+
+
+
- CmdStan version: 2.35.0
+
+
library(dplyr)
+
+

+Attaching package: 'dplyr'
+
+
+
The following objects are masked from 'package:stats':
+
+    filter, lag
+
+
+
The following objects are masked from 'package:base':
+
+    intersect, setdiff, setequal, union
+
+
library(ggplot2)
+library(ggdist) # for stat_dotsinterval
+library(posterior)
+
+
This is posterior version 1.6.0
+
+
+

+Attaching package: 'posterior'
+
+
+
The following object is masked from 'package:bayesplot':
+
+    rhat
+
+
+
The following object is masked from 'package:aaltobda':
+
+    mcse_quantile
+
+
+
The following objects are masked from 'package:stats':
+
+    mad, sd, var
+
+
+
The following objects are masked from 'package:base':
+
+    %in%, match
+
+
if(!require(brms)){
+    install.packages("brms")
+    library(brms)
+}
+
+
Loading required package: brms
+
+
+
Loading required package: Rcpp
+
+
+
Loading 'brms' package (version 2.21.6). Useful instructions
+can be found by typing help('brms'). A more detailed introduction
+to the package is available through vignette('brms_overview').
+
+
+

+Attaching package: 'brms'
+
+
+
The following objects are masked from 'package:ggdist':
+
+    dstudent_t, pstudent_t, qstudent_t, rstudent_t
+
+
+
The following object is masked from 'package:bayesplot':
+
+    rhat
+
+
+
The following object is masked from 'package:stats':
+
+    ar
+
+
# Set more readable themes with bigger font for plotting packages.
+ggplot2::theme_set(theme_minimal(base_size = 14))
+bayesplot::bayesplot_theme_set(theme_minimal(base_size = 14))
+
+# This registers CmdStan as the backend for compiling cmdstan-chunks.
+check_cmdstan_toolchain(fix = TRUE, quiet = TRUE)
+register_knitr_engine(override = FALSE)
+
+
+
+
+
+
+

2 Hierarchical Model: Chicken Data with Stan (6p)

+

Do not look at the secret dataset until you have defined your priors in section 2.1.

+

A secret dataset, included in base r, contains weight measurements from 50 chicks from their birth until the age of 21 days. For this task, we are interested in modeling the weight of a chick at the age of 12 days.

+
+

2.1 Choosing a weakly informative prior by intuition

+

We will first guide you through two processes for choosing weakly informative priors which you can use in your projects as well (though, if expert knowledge is present, we encourage to use that though instead). Many definitions of weak exist, but for our purposes, we intend to set priors in this assignment which don’t overwhelm the likelihood contributions to the posterior while still exerting some amount of regularisation.

+

In the absence of additional information, we will assume that chick weights at 12 days of age (\(w\)) follow a normal distribution: \[ +w\sim\mathcal N (\mu,\sigma). +\] Our task will be to define weakly informative priors for the mean \(\mu\) given observation model standard deviation, \(\sigma\) (a prior distribution for \(\sigma\) will be set in after section 2).

+

Here, \(\mu\) represents the population mean chick weight at 12 days and \(\sigma\) represents the standard-deviation of the chick weights \(w\) around that population mean. For this exercise, we will be specifying a normal prior for \(\mu\):

+

\[ +\mu\sim\mathcal N (\mu_0,\sigma_0). +\]

+

\(\mu_0\) represents our prior knowledge of what we believe the population weight to be and \(\sigma_0\) represents our level of certainty in this belief. To specify a weakly-informative prior for \(\mu\) we need to select values of \(\mu_0\) and \(\sigma_0\) that imply the range of plausible values that \(\mu\) could take.

+

We can do this by our own intuitive prior knowledge (if such intuition exists), or by searching for external references.

+

Despite the name, weakly informed priors can be quite subjective (see for more theoretical discussion here), such that some justification is always needed. For the subtasks below, you will not be graded on the accuracy or precision of your numbers, but on your justification of them. The numerical choices you make should make sense and be understandable to an external reviewer of your work (even if they may not agree with your choices).

+
+
+
+ +
+
+A word of caution on eliciting the priors below +
+
+
+
+
+

Please note that in the below, we intend to set a prior on \(\mu\) (the mean chick weight), but the intuition we ilicit is based on the weight of individual chicks. We do so to help create intuition about what the mean could be, however, it would be theoretically more accurate to ilicit priors about mean chick weights.

+
+
+
+
+
+
+ +
+
+Important +
+
+
+

We have made changes to the assignment text and some of the rubrics to make it clearer.

+
+
+
+
+
+ +
+
+Subtask 2.a) +
+
+
+

Based on your own past experience and estimation skills, what would you guess is a typical weight range of a fully grown chicken in grams? Justify your choice with 1-3 sentences.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Would it make sense if a chicken weighed 1 million grams? 0.005 grams? What about a chicken that weighed more than you? More than a car? Note that is not important to have a very precise or accurate guess here, the key goal is simply to identify the range of plausible (or at least possible) values.

+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+

2.1.1 Fully grown chicken weight range by intuition

+
    +
  • Does the chosen range meet the following common sense criteria? +
      +
    • The range is always above and below .
    • +
  • +
  • Is the justification based on some sort of logic, even if you may disagree?
  • +
+
+
+
+
+
+ +
+
+Subtask 2.b +
+
+
+

Adjust this range for a 12-day old chick and choose a mean \(\mu_0\) for the weakly informed prior of the parameter \(\mu.\) Justify your adjustment and choice with 1-3 sentences.

+
+
+
+
+
+ +
+
+Rubric +
+
+
+

2.1.2 12-day old chick weight range by intuition

+
    +
  • The range is always above and below .
  • +
  • Is the justification based on some sort of logic, even if you may disagree?
  • +
+
+
+

Choosing the prior standard deviation for \(\mu\) requires a little more caution; overconfident (i.e. narrow) priors can have a strong effect on your results, whereas less confident priors are more easily overcome with observed data. Given that overconfidence is a common human bias, a good intuition-based standard deviation should focus on eliminating the impossible values, rather than including the most likely values.

+
+
+
+ +
+
+Subtask 2.c +
+
+
+

Choose a conservative lower and upper bound for the weight of any 12-day old chick, with the goal to exclude impossible values. Justify your choice with 1-3 sentences.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Depending on your choice of range above for a “typical” chick, this range excluding the impossible values should be wider.

+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+

2.1.3 Prior standard deviation by intuition

+
    +
  • Does the chosen range meet the following common sense criteria? +
      +
    • The range is always above and below .
    • +
  • +
  • Is the justification based on some sort of logic, even if you may disagree?
  • +
+
+
+

A common technique to find a weakly informative prior is to have a standard deviation which is an order of magnitude (a factor of 10) larger than a plausible standard deviation of the data.

+
+
+
+ +
+
+Subtask 2.d +
+
+
+

What do you think is a plausible standard deviation \(\sigma_\text{plausible}\) of the weight of 12 days-old chicks, based on your ranges stated above? Under the above recommendation, what standard deviation \(\sigma_0\) should you use for your prior for the mean weight \(\mu\)?

+
+
+
+
+
+ +
+
+Rubric +
+
+
+

2.1.3.1 Prior standard deviation by intuition

+
    +
  • Do the two standard deviations meet the following common sense criteria? +
      +
    • Both values are
    • +
  • +
  • Given the choice of mean from above, the interval \((\mu_0 - 3\sigma_0, \mu_0 + 3\sigma_0)\) includes .
  • +
+
+
+
+
+
+ +
+
+Subtask 2.e +
+
+
+

Write down in mathematical form the final prior for the mean weight \(\mu\) you found using this prior definition technique.

+
+
+
+
+
+ +
+
+Rubric +
+
+
+

2.1.4 Prior by intuition

+
    +
  • Does the final prior exist in mathematical notation?
  • +
  • Does the prior reflect the choices made above (i.e. \(\mu_0, \sigma_0\))?
  • +
+
+
+
+
+

2.2 Choosing a weakly informative prior using external references

+

Next, we’ll use external references to pick the weakly informed prior. This technique is more general and doesn’t assume you would have prior knowledge.

+
+
+
+ +
+
+Subtask 2.f +
+
+
+

Consult a trustworthy source on the weight range of farm chickens, e.g. books, articles, a farmer friend. If the recommended values are for a fully grown chicken, make a reasonable adjustment for a 12-day old chick. What is the weight range of a 12-day old chicken? Cite your source and justify any adjustments you make to the reference range.

+
+
+
+
+
+ +
+
+Rubric +
+
+
+

2.2.1 Weight range by reference

+
    +
  • Does the reference range meet the following common sense criteria? +
      +
    • The range is always above and below .
    • +
  • +
  • Is there a citation? If an adjustment was made, was it justified by logic, even if you disagree?
  • +
+
+
+
+
+
+ +
+
+Subtask 2.g +
+
+
+

Based on this reference range, what will you choose for the mean of our weakly informed prior? Justify your choice with 1-3 sentences.

+
+
+
+
+
+ +
+
+Rubric +
+
+
+

2.2.2 Weight range by reference

+
    +
  • Does the mean value meet the following common sense criteria? +
      +
    • The range is always above and below .
    • +
  • +
+
+
+

Next we choose the standard deviation of the prior. We could use the same technique as before, but we’ll walk you through another common approach. Assume that \(99.7\%\) of all 12-day old chicks fall into the reference range you found. Under our assumption of a normal distribution, this range will encompass values between \(\mu_0 \pm 3\sigma_0\).

+
+
+
+ +
+
+Subtask 2.h +
+
+
+

Assuming symmetry, use the mean you chose and either the upper or lower bound \(b\) of your reference range to solve the correct version of the following equations to find your associated choice of \(\sigma_0\): (show your work)

+
    +
  • For upper bound \(b_u\): \(Pr(\mu_0 + 3\sigma_0 < b_u) \approx 0.997\), solving for \(\sigma_0\).
  • +
  • For lower bound \(b_l\): \(Pr(\mu_0 - 3\sigma_0 > b_l) \approx 0.997\), solving for \(\sigma_0\).
  • +
+
+
+
+
+
+ +
+
+Rubric +
+
+
+

2.2.3 Prior standard deviation by reference

+
    +
  • Does the calculated \(\sigma_0\) value meet the following common sense criteria? +
      +
    • The value is above and below .
    • +
  • +
  • Did they show their work?
  • +
+
+
+
+
+
+ +
+
+Subtask 2.i +
+
+
+

Write down in mathematical form the final prior for the mean weight \(\mu\) you found using this prior definition technique.

+
+
+
+
+
+ +
+
+Rubric +
+
+
+

2.2.4 Prior by reference

+
    +
  • Does the final prior exist in mathematical notation?
  • +
  • Does the prior reflect the choices made above (i.e. \(\mu_0, \sigma_0\))?
  • +
+
+
+
+
+

2.3 Non-normal priors

+

The previous steps all assumed we could use a prior which is normally distributed, but this may not always be the correct assumption to make.

+
+
+
+ +
+
+Subtask 2.j +
+
+
+

Under what mathematical/statistical circumstances would a normal distributed prior not make sense? List at least one circumstance. Are there values that the normal distribution can take on which would not make sense for some types of variables?

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Consider the nature of any variable you are trying to define a prior over.

+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+

2.3.1 Non-normal priors

+
    +
  • Example cases include variables that or variables that
  • +
+
+
+
+
+

2.4 Modeling diet effects on chicken weight

+

In addition to chick weights, the data also contains a categorical variable indicating which diet the chick received. In the data file, each column contains the measurements for a single chick at a given point of time.

+

In addition to the existing diets, we are interested in the quality of another box of feed (the fifth diet), which a farmer happened to find yesterday at a dark corner of his warehouse. To read in the data and select chicks with age of 12 days, and to have a peek at the first 6 rows, just use:

+
+ +
+
+
+ +
+
+
+
data("ChickWeight")
+
+Chick12 <- ChickWeight |> filter(Time == 12)
+
+head(Chick12)
+
+
Grouped Data: weight ~ Time | Chick
+  weight Time Chick Diet
+1    106   12     1    1
+2    122   12     2    1
+3    115   12     3    1
+4    102   12     4    1
+5    141   12     5    1
+6    141   12     6    1
+
+
+
+
+
+
+
+
+

In the following analysis, we will model the weight of a chick at the age of 12 days. We will use the following three Gaussian models:

+
    +
  • a separate model, in which each diet is modeled individually
  • +
  • a pooled model, in which all measurements are combined and there is no distinction between diets
  • +
  • a hierarchical model, which has a hierarchical structure as described in BDA3 Section 11.6
  • +
+

As in the model described in the book, use the same weight standard deviation \(\sigma\) for all the groups in the hierarchical model. In the separate model, however, use separate weight standard deviation \(\sigma_d\) for each diet \(d\). You should use weakly informative priors for all your models.

+

The provided Stan code below is given as an example of a separate model. Note that the author has left a comment expressing uncertainty about their prior choices. This separate model can be summarized mathematically as \[ +\begin{aligned} + \mu_{d} &\sim \pi(\mu_d)&&\text{(diet-wise mean weight),}\\ + \sigma_d &\sim \pi(\sigma_d)&&\text{(diet-wise standard deviation of diet-wise chicken weights)},\\ + w_{i,d} &\sim N(\mu_d,\sigma_d)&&\text{(diet-wise chicken weights)}\\ +\end{aligned} +\tag{1}\]

+

with priors

+

\[ +\begin{aligned} + \mu_{d} &\sim N(0,10)&&\text{(adjust this) and}\\ + \sigma_d &\sim\mathrm{exponential}(.02)&&\text{(you can keep this).} +\end{aligned} +\tag{2}\]

+

For the separate and the pooled models, use one of the weakly informative priors you have derived in 2.1) or 2.2) for the diet-wise mean weights \[\mu_d\sim \pi(\mu_d)=N(\mu_0,\sigma_0).\] For the hierarchical model, remember that the parameters in the priors for the diet-wise mean weights itself have to be parameters with their own prior distributions, in our case \[ +\begin{aligned} +\mu_d &\sim N(\mu,\tau)&&\text{(diet-wise mean weights)},\\ +\mu &\sim \pi(\mu)&&\text{(mean of prior for diet-wise mean weights) and}\\ +\tau &\sim \pi(\tau)&&\text{(standard deviation of prior for diet-wise mean weights).} +\end{aligned} +\]

+

Use the prior you have used for the diet-wise mean weights \(\mu_d\) in the separate and pooled models for the prior on the mean of the prior for the diet-wise mean weights \[\mu \sim \pi(\mu) = N(\mu_0,\sigma_0)\] in the hierarchical model and use \[\tau \sim \pi(\tau) = \mathrm{exponential}(.02)\] for the prior on the standard deviation of the prior for the diet-wise mean weights.

+
+
+
+
+ +
+
+Sample from the posterior +
+
+
+
+
+

To sample from the posterior using Stan, use:

+
+
stan_data <- list(
+  N_observations = nrow(Chick12),
+  N_diets = length(unique(Chick12$Diet)),
+  diet_idx = Chick12$Diet,
+  weight = Chick12$weight
+)
+
+model_separate <- cmdstan_model(stan_file = "additional_files/assignment7/chickens_separate.stan")
+
+# Sampling from the posterior distribution happens here:
+fit_separate <- model_separate$sample(data = stan_data, refresh=0,
+                                      show_messages=FALSE,
+                                      show_exceptions=FALSE)
+
+
Warning: No chains finished successfully. Unable to retrieve the fit.
+
+
+

Fit objects returned by the sample() method, by default print a summary of the posterior draws. These are NOT the results you would expect to turn in your report. You will need to change the priors in the code for the separate model.

+
+
fit_separate
+
+
Error: Fitting failed. Unable to print.
+
+
+

Quick model convergence check (as in assignment 6):

+
+
fit_separate$cmdstan_diagnose()
+
+
Error: No CmdStan runs finished successfully. Unable to run bin/diagnose.
+
+
+
+
+
+
+
+
+ +
+
+Subtask 2.k +
+
+
+

Describe the models with mathematical notation (as is done for the separate model above). Also describe in words the difference between the model and the other models.

+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Are the models described using mathematical notation and the difference to other models described in words? +
      +
    • No equations and no description
    • +
    • Description but no equations
    • +
    • Equations but no description
    • +
    • Equations and description
    • +
  • +
+
+
+
+
+
+ +
+
+Subtask 2.l +
+
+
+

Implement the models in Stan and include the code in the report. Use weakly informative priors for all of your models.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

When sampling from the posterior of the hierarchical model, you will very likely get a warning about divergent transitions. This tells you that the sampler is having difficulties in sampling the joint posterior and this may lead to biased inference. We will return to this in the next task.

+
+
+
+

For the figures below, we use the earlier draws for the separate model with bad priors. When you have implemented the pooled and hierarchical models, edit the code below to include draws from your model posterior into the figures.

+
+
+
+ +
+
+Data preparation and sampling from the posterior +
+
+
+
+
+
+
fit_pooled <- fit_separate
+fit_hierarchical <- fit_separate
+
+

Below, we collect the corresponding posterior draws from the three models into a shared data frame using the extract_variable function. This makes plotting the posterior in a single plot easier.

+
+
# Expect the same number of posterior draws from each model.
+ndraws <- nrow(fit_hierarchical$sampler_diagnostics(format = "matrix"))
+
+
Error: No chains finished successfully. Unable to retrieve the sampler diagnostics.
+
+
# Collect posterior draws and the model used to a data frame.
+mean_diet_4_separate = extract_variable(fit_separate, "mean_diet[4]")
+
+
Error: No chains finished successfully. Unable to retrieve the draws.
+
+
mean_diet_4_pooled = extract_variable(fit_pooled, "mean_diet[4]")
+
+
Error: No chains finished successfully. Unable to retrieve the draws.
+
+
mean_diet_4_hierarchical = extract_variable(fit_hierarchical, "mean_diet[4]")
+
+
Error: No chains finished successfully. Unable to retrieve the draws.
+
+
posterior_mean_diet_4 <- data.frame(
+  model_name = rep(c("Separate", "Pooled", "Hierarchical"),
+              each = ndraws),
+  mean_diet_4 = c(
+   mean_diet_4_separate, mean_diet_4_pooled, mean_diet_4_hierarchical
+  ))
+
+
Error in eval(expr, envir, enclos): object 'mean_diet_4_separate' not found
+
+
predicted_weight_diet_4 <- data.frame(
+  model_name = rep(c("Separate", "Pooled", "Hierarchical"),
+              each = ndraws),
+  predicted_weight = c(
+   extract_variable(fit_separate, "weight_pred"),
+   extract_variable(fit_pooled, "weight_pred"),
+   extract_variable(fit_hierarchical, "weight_pred")
+  ))
+
+
Error: No chains finished successfully. Unable to retrieve the draws.
+
+
# Collect posterior draws and the model used to a long data frame.
+posterior_mean_diet_5 <- data.frame(
+  model_name = rep(c("Separate", "Pooled", "Hierarchical"),
+    each = ndraws
+  ),
+  mean_diet_5 = c(
+    extract_variable(fit_separate, "mean_five"),
+    extract_variable(fit_pooled, "mean_five"),
+    extract_variable(fit_hierarchical, "mean_five")
+  )
+)
+
+
Error: No chains finished successfully. Unable to retrieve the draws.
+
+
# Mean observed weight per diet, these help to compare the posteriors to data.
+diet_means <- sapply(
+  1:4, function(diet) mean(Chick12[Chick12$Diet == diet, "weight"])
+)
+
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+

2.4.1 All models

+
    +
  • Is there a related Stan implementation? +
      +
    • No Stan model implemented
    • +
    • Stan model implemented, but it seems clearly wrong or broken
    • +
    • Seemingly valid Stan model implemented
    • +
  • +
+
+
+
+
+
+ +
+
+Subtask 2.m +
+
+
+

Use the provided code in the template to plot the posterior distribution of the mean of the weight measurements of the fourth diet and comment on the possible differences you observe between the models.

+
+
+
+
ggplot(posterior_mean_diet_4, aes(x = mean_diet_4, y = model_name)) +
+  stat_dotsinterval(quantiles = 100, scale = .9) +
+  vline_at(diet_means[4], size = 1, linetype = "dashed") +
+  # Annotate the vline from above.
+  annotate("text", label = "Observation mean", x = diet_means[4] - 5, y = .7,
+           hjust = "right", size = 6) +
+  # Add title and axis labels. One line to make everything so much more clear!
+  labs(
+    title = "Mean of diet 4",
+    x = "Weight (g)",
+    y = "Model"
+  )
+
+
Error in eval(expr, envir, enclos): object 'posterior_mean_diet_4' not found
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is there a comparison plotted for the posteriors of the mean of diet 4? Does it look something like the model solution plot? +
      +
    • No comparison plotted
    • +
    • Comparison plotted but it clearly differs from the example
    • +
    • Comparison plotted and it approximately matches the example
    • +
  • +
  • Separate model: Is the result for the separate model discussed? +
      +
    • The result is not discussed.
    • +
    • There is some discussion, but it is not mentioned that .
    • +
    • The result is discussed and the separate model is recognised as .
    • +
  • +
  • Pooled model: Is the result for the pooled model discussed? +
      +
    • The result is not discussed.
    • +
    • There is some discussion, but it is not mentioned that .
    • +
    • The result is discussed and the pooled model is recognised as .
    • +
  • +
  • Hierarchical model: Is the result for the hierarchical model discussed? +
      +
    • The result is not discussed.
    • +
    • There is some discussion, but it is not mentioned that .
    • +
    • The result is discussed and the hierarchical model is recognised as .
    • +
  • +
+
+
+
+
+
+ +
+
+Subtask 2.n +
+
+
+

Use the provided code in the template to plot the predictive distribution for another weight measurement from a chick having the fourth diet and comment on the possible differences you observe between the models.

+
+
+
+
ggplot(predicted_weight_diet_4, aes(x = predicted_weight, y = model_name)) +
+  stat_dotsinterval(quantiles = 100, scale = .9) +
+  vline_at(diet_means[4], size = 1, linetype = "dashed") +
+  # Annotate the vline from above.
+  annotate("text", label = "Observation mean", x = diet_means[4] - 5, y = .7,
+           hjust = "right", size = 6) +
+  # Add title and axis labels. One line to make everything so much more clear!
+  labs(
+    title = "Weigth of a chick with diet 4",
+    x = "Weight (g)",
+    y = "Model"
+  )
+
+
Error in eval(expr, envir, enclos): object 'predicted_weight_diet_4' not found
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is there a comparison plotted for the predictive distributions of the weight of a chick with diet 4? Does it look something like the model solution plot? +
      +
    • No comparison plotted
    • +
    • Comparison plotted but it clearly differs from the example
    • +
    • Comparison plotted and it approximately matches the example
    • +
  • +
  • Separate model: Is the result for the separate model discussed? +
      +
    • The result is not discussed.
    • +
    • There is some discussion, but it is not mentioned that .
    • +
    • The result is discussed and the separate model is recognised as .
    • +
  • +
  • Pooled model: Is the result for the pooled model discussed? +
      +
    • The result is not discussed.
    • +
    • There is some discussion, but it is not mentioned that .
    • +
    • The result is discussed and the pooled model is recognised as .
    • +
  • +
  • Hierarchical model: Is the result for the hierarchical model discussed? +
      +
    • The result is not discussed.
    • +
    • There is some discussion, but it is not mentioned that .
    • +
    • The result is discussed and the hierarchical model is recognised as .
    • +
  • +
+
+
+
+
+
+ +
+
+Subtask 2.o +
+
+
+

Use the provided code in the template to plot the posterior distribution of the mean of the weight measurements of a new fifth diet and comment on the possible differences you observe between the models.

+
+
+
+
ggplot(posterior_mean_diet_5, aes(x = mean_diet_5, y = model_name)) +
+  # Draw the mean of each diet from the data as a dashed vertical line.
+  vline_at(diet_means, size = .5, linetype = "dashed") +
+  # dotsinterval gives mean, 50%, and 90% intervals + dotsplot with each dot
+  # representing 1% of data (quantiles = 100).
+  stat_dotsinterval(quantiles = 100, scale = .9) +
+  # Annotate the vline from above.
+  annotate(geom = "text", label = "Means of observed diets", y = .7, x = 100,
+           hjust = "right", size = 5, family = "sans") +
+  # Add title and axis labels. One line to make everything so much more clear!
+  labs(title = "Mean of a new diet",
+       x = "Weight (g)",
+       y = "Model")
+
+
Error in eval(expr, envir, enclos): object 'posterior_mean_diet_5' not found
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is there a comparison plotted for the posterior distributions of the mean weight with a new diet? Does it look something like the model solution plot? +
      +
    • No comparison plotted
    • +
    • Comparison plotted but it clearly differs from the example
    • +
    • Comparison plotted and it approximately matches the example
    • +
  • +
  • Separate model: Is the result for the separate model discussed? +
      +
    • The result is not discussed.
    • +
    • There is some discussion, but it is not mentioned that .
    • +
    • The result is discussed and the separate model is recognised as .
    • +
    • In addition to the previous option, it is recognised that .
    • +
  • +
  • Pooled model: Is the result for the pooled model discussed? +
      +
    • The result is not discussed.
    • +
    • There is some discussion, but it is not mentioned that .
    • +
    • The result is discussed and the pooled model is recognised as .
    • +
    • In addition to the previous option, it is mentioned that .
    • +
  • +
  • Hierarchical model: Is the result for the hierarchical model discussed? +
      +
    • The result is not discussed.
    • +
    • There is some discussion, but it is not mentioned that .
    • +
    • The result is discussed and the hierarchical model is recognised as .
    • +
  • +
+
+
+
+
+
+ +
+
+Subtask 2.p +
+
+
+

For each model, report the posterior expectation for the mean weight of diet 4 with a 90% credible interval.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

See the example Stan codes in the demo Bayesian data analysis - CmdStanR demos: Comparison of \(k\) groups with hierarchical models for the comparison of \(k\) groups with and without the hierarchical structure.

+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • For the separate model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine). +
      +
    • No or incorrect answer
    • +
    • Answer is only partially correct
    • +
    • Answers look correct
    • +
  • +
  • For the pooled model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine). +
      +
    • No answer
    • +
    • Answer is only partially correct
    • +
    • Answer looks correct
    • +
  • +
  • For the hierarchical model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine). +
      +
    • No answer
    • +
    • Answer is only partially correct.
    • +
    • Answers look correct.
    • +
  • +
+
+
+
+
+
+

3 Hierarchical model with BRMS (3p)

+
+
+
+ +
+
+Important +
+
+
+

We have made changes to the assignment text and some of the rubrics to make it clearer.

+
+
+

The goal of this task is to discuss an alternative parameterisation of hierarchical models and introduce the brms-package.

+

brms is a high-level interface for Stan providing tools to create a wide range of Bayesian models, including hierarchical ones. In the previous section, you might have noted that with the hierarchical implementation of the model there may be divergent transitions during the sampling from the posterior. This is related to Neal’s funnel, where the sampling algorithm would need to change the step size in order to effectively sample the posterior. One trick to improve sampling is to use an alternative parameterisation for the model. This parameterisation is called the non-centered parameterisation (Equation 3) and often it can help with the divergent transitions.

+

In short, we sample parameters from a distribution with a potentially easier geometry for the sampler to explore efficiently and then transform those values to the joint distribution of interest.

+

The noncentered parameterisation for the hierarchical model using the diet-wise helper parameter \(z_d\) becomes

+

\[ +\begin{aligned} +z_d &\sim \operatorname{normal}(0, 1)&&\text{(diet-wise helper parameter)},\\ +\mu_d &= \mu + z_d \tau&&\text{(diet-wise mean weight)},\\ +\mu &\sim \pi(\mu)&&\text{(mean of prior for diet-wise mean weights),}\\ +\tau &\sim \pi(\tau)&&\text{(standard deviation of prior for diet-wise mean weights),}\\ +\sigma &\sim \pi(\sigma)&&\text{(standard deviation of diet-wise chicken weights) and},\\ +w_{i, d} &\sim \operatorname{normal}(\mu_d, \sigma)&&\text{(chicken weights)}.\\ +\end{aligned} +\tag{3}\]

+

The hierarchical models made with brms use this non-centered parameterisation. Your tasks are the following:

+
+
+
+ +
+
+Subtask 3.a) +
+
+
+

Use the function in the template to make a scatter plot of the posterior draws given the hierarchical model of the population level standard deviation parameter \(\tau\) and the mean parameter of the fourth diet, \(\mu_4\). The possible divergent transitions are highlighted in red. In the report show the plot and comment if there are any divergent transitions.

+
+
+
+
bayesplot::mcmc_scatter(x = fit_hierarchical$draws(variables = c("mean_diet[4]", "sd_diets")),
+                        np = nuts_params(fit_hierarchical)) +
+  scale_y_log10() +
+  labs(x = expression(mean_diet[4]), y = expression(sd_diets)) +
+  ylim(c(0,NA))
+
+
Error: No chains finished successfully. Unable to retrieve the draws.
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is there a scatter plot of \(\sigma_0\) and \(\mu_4\) and some comments provided in the report? +
      +
    • No scatter plot or comments
    • +
    • The scatter plot is included, and divergent transitions are visible, but not commented on.
    • +
    • The scatter plot and comments on the divergences are included.
    • +
  • +
+
+
+

To sample from the posterior given the same model using brms, in the template set the weakly informative priors for the hierarchical model you used in the previous task. brms has an internal convention to name model parameters and the parameter names from Equation 3 map into brms names with the following logic:

+
    +
  • \(\mu\) corresponds to class="Intercept"
  • +
  • \(\tau\) corresponds to class="sd",
  • +
  • \(\sigma\) corresponds to class="sigma".
  • +
+
+
+
+ +
+
+Subtask 3.b +
+
+
+

Replace normal(0,10) in the brm call in the template with your prior for the population mean \[\mu \sim \pi(\mu) = N(\mu_0,\sigma_0)\] you have derived in 2). Then, run the code chunk to sample from the posterior of the hierarchical model using brms.

+
+
+

Create a brms model and sample from the posterior

+
+
brms_fit = brm(
+  weight ~ 1 + (1 | Diet),
+  data=Chick12,
+  prior=c(
+    # REPLACE WITH YOUR PRIOR DERIVED in 2)
+    prior(normal(0,10), class="Intercept"),
+    # YOU CAN LEAVE THE BELOW PRIORS
+    prior(exponential(.02), class="sd"),
+    prior(exponential(.02), class="sigma")
+  ),
+  backend = "cmdstanr",
+  save_pars = save_pars(manual = c("z_1[1,4]"))
+)
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is the brms code shown and do the priors agree with the priors specified above?
  • +
+
+
+
+
+
+ +
+
+Subtask 3.c +
+
+
+

Report the posterior expectation for the mean weight of diet 4 \(\mu_4\) with a 90% credible interval, using the code block in the template. How does it compare with your results from the first task?

+
+
+
+
# Draws for mu_4
+mu_4 = posterior_epred(brms_fit, newdata = data.frame(Diet=4))
+
+# Compute the mean, and quantiles. Remember to round your answers accordingly.
+# ...
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Given the brms model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine). +
      +
    • No answer
    • +
    • Answer is only partially correct.
    • +
    • Answers look correct.
    • +
  • +
+
+
+
+
+
+ +
+
+Subtask 3.d +
+
+
+

Use the code in the template to make a scatter plot of the group standard deviation parameter \(\tau\) and group specific mean parameter.

+
+
+

Due the non-centered parametrization, we need to transform compute the \(\mu_d\) term as the sum of the population intercept and the group specific deviation from the intercept. You can choose which diet to plot by modifying the d integer in r_Diet[d,Intercept].

+
+
draws = as_draws_df(brms_fit) |>
+  posterior::mutate_variables(mean_diet_4 = `r_Diet[4,Intercept]` + b_Intercept)
+
+bayesplot::mcmc_scatter(draws,
+                        pars = c("mean_diet_4", "sd_Diet__Intercept"),
+                        np = nuts_params(brms_fit)) +
+  scale_y_log10() +
+  xlab(expression(mean_diet[4])) +
+  ylab(expression(sd_diets))
+
+
+
+

+
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is there a scatter plot of \(\tau\) and \(\mu_4\) and some comments provided in the report? +
      +
    • No scatter plot or comments
    • +
    • The scatter plot is included, and divergent transitions are visible, but not commented on.
    • +
    • The scatter plot and comments on the divergences are included.
    • +
  • +
+
+
+
+
+
+ +
+
+Subtask 3.e +
+
+
+

In your report, address the following questions based on the plots you made for both parameterisations:

+
    +
  • Which of the parameterisations resulted in fewer divergent transitions?
  • +
  • Comment for both parameterisations: for which kind of values of \(\tau\), do the divergent transitions occur (if there are any)? It also might be that no clear pattern can be seen.
  • +
  • Does centered parameterisation have problems sampling from some specific region of the parameter space compared to the non-centered parameterisation.
  • +
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Has it been discussed which parameterisation resulted in fewer divergent transitions?
  • +
  • Has it been discussed for which values of \(\tau\) the divergences occurred?
  • +
  • Has it been discussed whether/where the centered parameterisation has problems sampling?
  • +
+
+
+
+
+

4 Overall quality of the report

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Does the report follow the formatting instructions? +
      +
    • Not at all
    • +
    • Little
    • +
    • Mostly
    • +
    • Yes
    • +
  • +
  • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
  • +
  • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
  • +
+
+
+ + + + +
+ +
+ + +
+ + + + + \ No newline at end of file diff --git a/assignments2023/assignment7.pdf b/assignments2023/assignment7.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ebd3934f991e11537ff66461d474acbbf4649bbf GIT binary patch literal 366820 zcma&NL$D}-vShn$+qP}%Y}>YN+qP}nwr$(C(f3FELBH-E+*yrlkdZ4Zi&S1jjFyp( z6^iuu{^lKunT>#fz|PPTiid|@%);8)#F1Xi+Q8XF#Kg$X*o0o%#MaE&oPe2?g@ca| z%E{T$#J~p1ee(uKrVgj=W>=5#49Jc~VXuEkSRtP=J_{O{7lhN@ZI27Q%zRt;&sRcn zd2QC0$17>w!5ZFmctM_oRN)(ozK_OJ;a!a$@IFuTmEY)!RrhY{rPFHf_3N!|s_O0; z$nphm`|-7%qwUf>4ctb}B(*IJA1`H*yM*U>>d>U#2HyRkF2MV4X({Ld&&#U{1*aUf zJj6$6vhR0iDbB7>@Au&q2UoLhf|GzNP){)HWFUP7iy}DvOb7t6D8BwDNg?h7FFf7I zSN6>_?oA<_NHJ$LbrcK-dPkwWd0MnY1DPLm#Go|8f)yHSTz#&YtPQJhWe94(Rj4Uf zo>)_V04I+KR!%tU2>D*#1mlq4&A9{|I(cs@o8U)5+(PPLAajK~n_k{FCSi4$9y)2V zna+}xvh&0bI^c=FrE-zZ&2BO&EV}udp_D!4DoR+_TZwj$p8q?XAKd%nKf7R$zXYjT zGiV5B;?UU42n)UZ{=ydNq4b0H)1%mG@AgrT)&bnlGU6^?0e5n1WsZX1#P(-B$m3x1 z)lF@h1@%?N%FSo$sN_H=3?eNGn z>jC}N5ZycNA&f2_X0Xd%{A!L4-=y`odI+S-BsLuV;o7F%lZfv3(o~7+W(#Fx^M!{IDD2Izq7OJy7{SD~u z1^1}4Hg(A|McDY<4?E(`z8+8%RKc}}o;#z67O-Wu*{xfRJb%l ztiVT3_=)Z$;W3E^D+X(-ynX+QwArFKMFT=iWU9~`b`VtK#$ zxWQ)$Bbw6~rg(_}JREO4q|HP#+x$2%>?MUU=o$hDhSD*Dl)yw9{fY3yemk;21ULrY z8{T3LI2P5~$2H3IELVo_G}F{9larwQsg79=5%24K88_~N{gADT>%euMCRa?CrXnWJvV#^l_FfA$@g0FR*v`&bxXiSx? zp!&@_6!>bXu@n+&3s6n;P;_Wbb|`~Q`G93wLiA9OOojdaR6Erf={xQzRxc8h)yx>JIIltC5< za$|VV_SXT~h5Q}HCu08zdse3*1?)8@bj2$hpa_^MaNU}e>~}JQt&r)wf|R`|a7gOB zf*W-%8r7^V3$+l~?CH~V&Emy#bUvYhtJHs|&bvzns!Vi07$rk}_2z(!w;aTWXW+1n zO<0=}g-ptU$5?tM7X|Ba;izlqjQ~7k!(}4cn_?jSIX*-iCj1E!?iqev`Gb}jXD9tl z$|3(<;>pi*zN_eR4eE6-;{oU9jK=624AZUsps<7gNKY|$=t{){xo7yK0k`IjmhKKP zB;O^9Kve*}rK+BgMX!LiQ+EMAUwQzaZ0(^;+HS&4ov$?!|L9H8n`&?k=DW2Gxdl%r*dw>(K~0!YYyYXCr%kI zajX5aIb*vWfd-u`Ql@Hzsiq*;%NTn$i$brQVxdj`)v|Y>Rv;GUWYXRzhihz97~MWF zhvUg81_S)Hdk1DET^e{edwC5_k@MJq%R>@2d5 zcLV_w4{ptR|j9!u^xoRq^^yk9oK zIKp7L-6{fOupv$}6=O6;Xzb)@u^aecT{MGqPdKB1v2hCTwl;Jkl3mi_dnTia$4>)Py{2Un#pwaLwFw5h3#uu$~6S8#R! zT+(Md=V5PUrlhLf2!Uurw)fKrL?ABWr}Mg9K>S>_Vm8n^e%95he}LR-|5UYwQB0l8 znBP;s5`oV%zkGrNjC1}9pdCCbN)6Pa?dgCl<0e>S1K zem1F`f$^C75l_Ct4lc|yfLevD#LyWph7G#G40<-8tAL9?ln#Et;RL=W4w_F|cpG_P z$~EXif`^P5+H4= zIara+x!JR~fS^CWQ2wbZo2l8Jo&Dk)@hxN)KE>oiiQR(R#CQQduJ$x5Dq)gyR-Tx>RUq2Vj|G>n#pz$C!3?Vu3P-BJ%;Lv$Zj6xwmPGRx(fZtS;?R zmifLi7b@BX0lo^XkzSbw(gj#1${B02*Xdo4V>VE>?TFay3*ECp)oao1G_1s%)zW6o zA(+*T4d?6OuVjG=H3I@pTl-`ON&!9JtyOPOyMN`!TSIi6RtY2{irL~KoD z0J{lcjAc25t-h7sjA-WVI+R-RA&VbkdkZbih>y=wW@(iVw6L-e5r39fS3ag>Up3yF z4fKKa&7`kL<tc-1#=F%)n9F+(pqF;#| z-ZjtuE3wd6a}Gik^Gjjgm*VKGWP$pulB^@Ti5~Gpwswm?yS;A&Z8jmo)pA!d&Jy%is}QF zc#C{ZLsjamg6yTlm)83 z8tD;-%i+j5{O9{ga2LdkXO4w{dB5ExEhApN1|1jA?C56M^>4(u6dwJI`e+&a9TPGg z>#Jt=&T<_qh=8?PzRjvG(l<`=0UPRxn_dfjR9NfdEvHa!yErD}KYlibEmfS_Zr*dl z#Bi3D22n%q-F1rx$JyBGG3IKczsXcaSBhE@m`WM(yJUzLGm&`w#+C$npW~A&PwLTi zq!IfDz9cR?+niP3&D*0|L-BIjjmxDR+E@;e76Kd=akF75iYT z{u3(X@RrpBc0${Vwe3I8Rvi(V%n(yt_h^gNCQ_s6O6BabPL0+NVQeP#Xl%YWc-7pP%iY@->E;qFBhpuC=*-b{~z=IGyQ*H$jbWP5F!f)!~a2u6Sc%`54m;o zoc`vw&;&dnfQf+KP7DHYq3}g-Vo5sdHyG*kjv15Z*rcPCc4X%&( zQ-Zk0zh!WOXMZOL4`tu4bbov+d)%+FeqLEctb^QM98^ZZk!YHKjufa;GeIb1qHgbR zfRPV=l*T@Fa(gTE|E^npDS3U|&eGMgCWqR>?)=96aviVSKH36BNNKyF!Z1QsflV`Q|Ra7!d8)V{dk($?j!qt zWmWK}vj2QJzNgDYL!;#=16AQh8|cJ*-m}q9v;2HJzb_twCULz#*KFilIeUv%z{@f3J**Udg7FFwE2LlJM;;nH0;W^DQwn@&f4J}xlk6~R;X<$J1 zWp3N~CZ7`fE|tbIO7m907@G^5r)RR4@x{l01o{lhzI3?i`pF}MO%j}Df{I6#d`1gs z#od**kbtB^dk<&|@}0X=jhE{^CC9Zu_`OEJE93_)ey>?(>t`q*F4ZN?0(Yo0#8;3& zp78KMm?3M`E&7FLy#zL#Lq9|Gq+ya&1I~fENaWVefPRXzBQ_UqH#jtl^IGD&nK&R19%F?r0!gaJ2$`LAi0aq}dtVdF^M`|*<0GWC zD{8nkF3eKD6d2r@m+-puzko^tl;(fJOl?+48mD~M=ak~Uh}>XIC?r7Uz zcucKU6w=xAs~Gl!i>8?PFr0a$^9^^*V#_nlK2EBK$a{}%;;GGKNu)Q*aMtRV?v@O~ zIY=0I&? zRzqoITg>LD>6nfJeB!7uae&7I50@IevM7?STacWIsIGUFUtn9Z7OLjMx~Ljjt$CvG z24A!CXNEe%o$0O;BC?rvWVqBL-<&gvx;(&=?e}@?;MVpLqwu=`0tH)YZ=gb!z!yNg zb~#iswsz!}h|;-C60N1)gN_4?Hk^@_#}@?n-=}Pl#TSn9i}+Z&R}^s!fxMM8O>lvW zWtzO5>uAoiX=PO?316u@AU0^iDLwaYHK&p&q4O~i7K;%E6Vs#XridPLg*n`^t(=Uw z4NkDw*vUsl{wh$?1(UjKo-@eP*qpU@<-D}#P(RdQimK7u7dylvf5w&0``;XvMf8m( zOTyCSTSB7Ct2ZObYgqVY_$O+nS7)2yQCq8ScKIvzHop8KRQglF`!_y9f}o_jS6*8| zLY6B+0Zm$2V!Gc&b^^3ZL0S{w$SIUHrlvpfM3<@7m=&F=+H}^WkP%EF6hL)02z%vn z(=cnx^`@xv%JsH&3L|7%tEqF>Nf5KA1xwo!aTqcSbcSU3*BZ|R7Hkw+g2#}krx#yD z$E#tfxUNI?Pl8X;Atwp$9nv<28meKwMJS@oUOjyW!f zXw}TM+0>T49-StrwK-`)b3)=}`bblErzkecAgmFPkQh+9ss@*YUNjYNnI7s{Vp2sG zvnsusQ5#GU$B6F;5O9VgyF`z8u|WcWhYwx&5P%<2XTr&vwLf>$K9|EKqO7)SR4VL<1C)w?E>~{$5A)s-ycf!b+sF54V^U;h zlwg5ifF} zkz^$v^=Rvd`?nyW4Ym+#-#DsrY#VH10qt%ZRYX0QzHLJD9P>TJzZS+R=}^K9t2*Ti01ao)&gOG;h45M7m?YZS4zxPSc zy@#3U*>8Kcy$7vfp`+7b^MN9Ihjv%Y`kKtps4P6@kLV$j766Az7PybRF^{Z&h+Q)=(bB#B((Pk+J z+K$?fak5p~4T828m8Zx8krbBXT_HNL6rxZKp7r`stu`=)k;Mo=H|F3etRB zao_UW7+5(3_s41_N=U5p`o!Sq(>>w0x6aa|B3)!xe5WD_=Ly#f zwMxe{Q_5ox)NguEwg}rFZI)TMcKD8Eg$zDgZTgt)l4T@a1AiapzCdGMZfCXnXi8Sp zXA@}$p94nYd?dc)-Y^SE<8!4$L#nKP$~p**Ugm|C)1>kzI=2B2pAp83#j08+cg zwFqbXyLs&p#XyQkELUWY_qaF^&dD5=!1X?`eGAVrrR86y#?KH4g}zGKyg7rpm+ zLrA|)8G4{mkV;#&2^)XSnwnWhdH`F7)N_8}6H8?SY#d~d|B0Q;`KmjZQ$=ByDE+qu z7e>N2PUKm@A5uI-GnW8RkW|DYkSZqVdUeS9eN88LmtM`CM75wVhc`Abv6I5a2P^Qt z!7QZ)ZLp+9nmi5Bq=ev2LSXENf(~R+C}s3zj2=9qYuNacqh)lis3bRKz*4=d6q2I^ z1V(EAf`e*;=9)H?%z^V*dg#Hg&}g5U09F!f3X5X%#&uVF(_QMrQ1zq62(rec^+0(O z^uHd$cS$zz;%s|IlA7YRd=8=y4Csgnq^=sT@t60j90OK(2<7mFWS%Wv5;%M7TZB^y zF_c?|MYzH0nk$(cSq<_)sV5Yu4~mYG6|bX^3|i}bD!4r;c=TxHO~ug4eW*9%Amf~6 zOJ4XD!@Ne?`;H_MEmuW3;3vK%v;>h`#;PUXfkXGzaq69!FWpA;_AH<14FaaV%C3x< z57%4M6vI=Nx(D_q3m?k9D{NuipIS!aLg+r>@u-&D!!6-oy%&z5I!_T9RYFBavc!MO z#nVB;%C%p(N$70Ye=|x;Q0acfDX_Qms+&C-J$|}kN$xnfd5yB4sAj;vTJ?@^TgnX6 zx#(TfRZ?>^w4f#)va(H-N{~*gFG8oaS0Tp?SH#aqV8U-#6K3x;SB=ehP2q4{V9aFS zcPLE->0JoEy5Q>5#dht`USr-!I78IuW-vC0obr%Ex1KhuRvh$i`z$yNkE^mnZ6*aH z3CSzIh~JwQ5M6MOJHfSdLk0VtL-D1NaKaxCcwq*)5!qR(BqT#Teol|FEzx!5rbz|w zXupF#4j(CWO_Se>VJlR1=!3@xabVqN9^6MlJfYmH@*mUkH`~dHa_YZD*Jvo5^Pam_ zZCR37hEELA9;~!g!cRDHGL1C{xt(HSnQ~^;SDX3!lbfA})7GvA`0>Nfh&aqWc|XqN zrwCmg)b@-x**osHhUw*}rB4#DN=@sMzdkV2dQo<3vLp6kJ~msP2WOP$TX=l$#v!gVgT^kt&*{Jh};y-(W(df!Ua60 zTu*6hwA;8SQ-Q@WEfQp-NN$&g@M?35saT5w@12O>>csORnO&?0$WBDlCgql%JOM*zl{2uC-qf>JGG^$ zryG;G4i{O+lvz#V$GC@%HV~7?GhCg0D_q@VXWdXviez`-gg=GeNap@-I95o(I%(wB zw9sR2^3wlsX7lh@RsZ2L7g6>G;id0xox>dwSZY_|?mU*eu(2p%@a{UR2jjwZ%p^DQ zrMt8ht#~9&y(iw7!XASJo7uJ*4{oE(3OxeI@g8^*qqhwYvSFdLf(Bp7$eApqsN z@4B+5w6E@OYSMNf1>{r7@#20;W_HWQlkE{hp80}>U8lSZbQ3qTWZAD1{Q6|N%piFd zBu&Z0OJAE?R*g|m@s9y;Z>OB^=NE%}G||S)%Z{%)d(SPq@xQV@_nKAOAPEBT!}p+v z^gaPN%u!iTu$5jppllmGNR^2(8-bpi8^c_jd=)G zU-t8&u6SC|f-?>|>QK}X#EfPl$!^Gm0?YwYnT58`3DY;pRzqAjqlrvQS#LVxp+OjO zj4#QhxKLo2SlJJZfQcw1q~%`qy_#IQVaFo$0Fv5=x3{buq*iE46zjh#6(GDyo$;99i?%rAlp}LbbPQc+Zu8aED|nVfjfgdMdX_lu zW%~uIcnuT8tbXbBSNiDSd%@#E1U6m^2Jc zr$|t2j$o==f4hx|xLkTyrj-bG*^R{jI;S=M+-jx}d&Ci3E-(u1>ba(=Zr>B#<91c> zh50baX4H1n8y=k;r_uL--9B44hEe?O%cv<&c!L03kI*O?-vH?3-^FyVHao92thkd( zs@Edo>)fy19&Tht`eAs+apVSq`p(jGJs&Sx_`DNz~ zoS(qE^Q<}klM&B(p%&kRDy$$mT&$+tyyI!ts7SYkS|xLE(H3&G@p#;7au|au8`FKJ!wrq@N37>lY{wx^d+>V;z-(Hd(YICIR(;Qd;wwv5eRhq z*}qIGjvFSOECJo2pmx&;I&I>J@P^wa)mGNS(?RFcmg*V;~I z0JUiK<`>)8Up*Qs)q6F1zxaH5iZ|~T&DfAJS1yb7k{7L<1J?bU%x!Mi8L(H|PWG5a z+PIv0u--t;Vw-rx%ThFrKFOcq^HNRTcH(}z4pt5ZyZngKPArSpnA{TaV;-!QWzUef z)>SNOR^U=9T}2wWY^r5Ynl>>Ot(}^<&RNC5{rKryOntu{DqJ3keK(m=eL@lcj5K@= z7m2(XF1DyGocKpW^HcQ}8@*rZ@MrxzehHL-`MK&8|YG z=fpOOu{=|l#C7uW(An%r0IQ}mKf_B`q>>2&Sz1oS43_MM*?Yy$_?M7OeDYiRQ!q9@ zEoOZ(t2PT2U6D3`)FJ;ts`@G#y4mbFH{(iGg?C$7Ql5JN6Ur}!~ zAZmi;%bwd%2D9&zEKW%mE`B~P@~b6SkC_#p#){eL4%wG|2j0l!Ey^Ud2z|U{XI``~ z2Dm+wraXi8WcSbSfhA3}=;g}-iq`QI zxPHOE1!iomzm6&wXP0Ty@>M8G10sS*nT_qeJHSh#I^@UM)zn&B9~3D&C9x7Jb=)n6 zhS){*uN+OkzTVtU;`B_RsYS)VVk8R@Rh2~5y2|n~gFX~XUk!Nr8~sydf~W#vCrELW z4w!pd@N?lF-E~MJq0})#l7X;B>1Nl& zIcA`nUihM0@hD_OI7d)tGl*UZyvtgddaI?aGNP0V>=Up$&4@zm#EFyRf@m#g=Bhb+ zacevtsn}MtH%&L$n9Gc#Tc(H%T&&Vzgl*~kklQSZ>Y-YJzfhJFz@%=Rp}>r7Q4nfKd%L6*97Sxe zb0QOoOM6Xqac0o}Z4Nw{qcm<=^nsxnV?u9lix0UvSF7oC7?$DQfX+9133Sw>KQh`I zRIuy8=r2K2<%tr_jhF8NhByp#A0fVhm!nsR7O}~>9CyH;Qv$uI5j*$2Y!9-avKVDT zrB=8)y4K6S8UTB=>0vHUI){`4Tb0Le2NHD(1-v4&E@wWKNH*PLN z|D+eNT_~*#xR)u4V=4g{;w?n>UY4VYbq$ze-kec`zBGzsmc<%FD^x$R_b!ZJ6d6xT z3+)MSu%moD-CG({DRTGqVIPm)jkTSbninJ=1|4H5Y@*NDC)#_ln+r5~AX@o19d?Y> z^((vsj3(7mJrs)wN0ZMKN0-#uMz{xVr>-Wzk$`gCE% ziH2X;3hXS<p9+?!g5qmdTHA0yzPv61bYZ98@3$uY_#JWl+X8Bu7Ir8-81Q(n@i31bT# zB>{V7$qf{bI}iwCzbp1yI|ixGS*&7}yM!idJ8B4x%x*N0;0s1*Hw(wb|5phM?TI=| z`nu^IcoyDst9x`I6zPm71oK(>xO~reLu$d+k&Ba0F4r@Ok8-A4O&7+{jE|rS;0ReV zwghss0+utPaBcO;5h%OtKM2Y)M)(pQ5Kw}86Fb8NG;IQyYSXDSs!rQfj>Q@gFTlcr z&lI9HYU}ptlM?NH(X15$Z*dZ+*}`UhBG%KOm;#%y|IFe;8~3vy5g@4VG$%GDsS!uG z=!^<&UN5MK=$%Mzod{%(=Y%GuCW*DpT)^^>vETAR5ITPm@4UXw0VaLZJUEevB?VZ1EE|isvWZ$=PvA{5~+}^ARHZtqG%Uh zD+`M})P~CKA0!8+ju|WkjiFb_AcUSAvz>uv%s<-4wYKDF@}8I+=@im zh%O&vNPk;g8E-u)UYX=7HQfZuEnG|RA1zCka>bY?upDGL>@f1c2M?~){YQ`qF+4?!P@CaD(xqeK?*n0a>`6UElu+3a3-o}Bi-zk6Tbk8dk_O8@?OC2)%wZI|uN%Phpf&Rdk7E>ZVB$v^pC zLA@36Mp{cGYXVf-{&7c7Eqf=^x%X8dwg+cY6G6wD{?AaWM14R`El0RtFjJ;U2r49& zS~^A70Vj7WFvP-@!WbK~qWqCsaR^q+ZwD0j#zwMx6nx~-g-ofi!ROXFl|k1FiU9DR z4d?rG(jj1VN9&>P=A7yI53!K04+Fr*@KMD%h0E@7k%iMJTGseOS1mQfGm==8#thS_ z{>$?o7U;DW`JpM?lRV4V7Oc^ytWJ#l?r|ASK+HXblbOR- zE5JW9tFcw+i%-GYRj>mOxZaHd*~OO`GMzn`i_hCAk}JE=xzb^@K2_PMqHNjef?K8$ z=sO!+r6Ok_f#KU(@T#45r7!blSpd^%pYPm}JLiL0nVuqfJ~ynSWz&LK!VAu&JCZqE z*sSkUR+Yk>1jx3at>6kaE8e_3Xw7s~;%);?!vyI{kMj(257 zn}XWnR|k9Mu&Wx@WPO)^rCo@ywlKn;Dx)eCCWt5Ej?<8z742&5ab!=tB(bD)4W^Tm zc%vANN&9!1?u`@u{aobgqICoh&k zi{A|CB*xkkzm$~2a_kXrf4?>K=X|3*VXrf8#!Y3wh*&F=#vwL=&)t`nub6(v^9D~< zq2_2w^O^LfKRfqIVZ%(%sm@{$X9ni z@2>U3ih)|E?3#(OK4)IY_Q?)a^4PV@u(2hwjs&gM=WNs&dp=l-c?aP-A?=;{?40^G zY$vtx7O~nYs4h7V4k?UtqwlOY@WQf2R=z!1Br+rzSf z(G=^KNShR(*yK#7@Z|j-R9loMwwKlPgo{-=tYi`!P*f8CQv_nir1hJ4n}X?rnX=Wj zNy9N5nF+}4beu}V_HCs8oOTb)pr@G&!@o?Eu@;}<6faoA@KGe*?u%?c&mks!78O-8 zVXBxZOZTceTG8T)tzi!sePUI$vQ8n1QYaJ4eXCN>ZL`df@o9}y`;kyDa5b7%X4MTJ!sau}-5B4hIYf2-n*vN%aVcf1 z`@s`@3Lt~?pPKL={iy_Jsh(5&mLTjZ9r=Z6&yBg1%2Dcm9Dc|qg0vQ^{dGrPGl1Rg z`yKXM0?zy{z(jz!Urxy z(NkOdo$LBt73HvsRHJ(UkpY020gM>l9 zhWY#krr`eV8D$9*0ozmKDy<$A_s+-5KReONF|<{OeJ2t2svSpKc?ljvo``9J_5=Su z427YOqV4@~db4}BaNgg>4KuZ*IbS6oNNOIPw>*XhDMF=oT8Lzxx{da#lA+96b#ujY zh}he7gTF><`@COu{8)UEIP5>|^|3c!hqCW8mU<{MtH5crOE!a_S*u635)SZbFDcW?b z^s_~F`QsV5+vf`Ig9Tw^7MHB#)plr6yGI6-_{XA+fb&v(JrRH1S1E(AhZAfVZ9Pz0 zNNK*de|eJ!zpe{F$P1|x25*;EHR1R1_!{={s9qPMX~sxWSL2~SQ`*K~25=cALRl7X zf?X#`@HSWMNvr(*>)-yQKCEd*)LsR(oE;DP5pZ>`}uzK|+1*lzT*j{3+Y!7rbHmnVD&fl{8*%62qedK54C#WjWC6 z!$h(}op!OK;xIbRwF#)$?-*lpEe6#OqxPSlit6j7$xzc07m=b9)-4|!drb}N_%^LE zu>|^d>#{IuS)1ulo6d$K_IfCC4j2Q^z$Me@9@?2#7B56}sn*O}@Iz9Yr%gtc8<_YT zNLH&J?%c*NPqoiD?vs_rLvaJ?7#TRP8d>vg1Tj`GvW9|ue(yjp9;+moRX|pwul77uS;k5btJ2F zr3oiFv)b6v#z{q9Dox4i6qLm;%1=M+oSI39=a@#GuEE+*eg^ z^2VGz)dmw%wSgLas|{|j>6zMZ$p-Ae6M{XN^H73zrBBZSuX2Xa+g7<(Wq@rW?W59x zgA)wmEWT_6(B>4W_t^;FM6w#frPdgfg)`=etTBg$oN;jt zwc(K62f|R`oHi%L=EyUD((0u>%!QI=I?-#OiC&RlD&e(+me2)cUA578+|q1CeRehe zG1BA6eD8@0k_Xw{mk;VS(6xx=O)cB*TOrn4=!k$T(*jNG8BsUqZlQ8Ks$%&bZ_n=j zHZ~RzuKWiz5FUAT;Luukz2C`F?HB4m+~?`4)mU(Tg_^BHg(atJ62;rE&CJ=p$J#od z(cCMMher0clr-%~t4+&%2H*IF3=oV!x_~1zmyiMCB*lYhqkRXIGe5i*Q^n)l7fckZ z<$QW|>>T3`m6pVYK(8D6)S)vQ_ls?x`>(%)LP|7Do3{aX&=OT3H=tf*$+%zW#e_!+ zKh1N=%%Ae?4V63ypJEHx6ICNehQG9L6H4P8gO!c9R zMkEw6x-y`D@N{A6qWIqL2YUOdYJ&d{31|LqB%Fzvk^O&{@Et6vxh=NG-aer-(CK&_ zz5sYJg?!lgtu~1Iu)?tQ#wB5;XNUE^K4y|IB9jSMYag3=l1P%s>^B&*P&{A!WrBw~ ztnN`iM-Jc7wl{Ylsu^WYiY>N%&37gF;hAV>&YRD}dB-Pg+0d zC_U;kf@m+{S>`nE69Fs42f1@SKKP-_HoZ@~Cb=%^J>OYH)jJda@YnWZ~egpxKlf@^8a_Wnhw1V1#HE)?ao|km<-#doy&Go3~ zf&CpT6Uev*!t(=o<>{_HzMMWzUuB5>rMxzc6(I}kqeuNAGI$9@?O^}ARVmRsF)e3! z1W8cPmmdz6?6U$A8sdIImL)D6NG1v;LOJ3XfYO0FU4=8hrp$3_b$ktMrvcwyWq(6X z#4b;p_M<3pEy%=V7h;n`SdW`$W+jb9$GR1%nzv{4*o=dW8y`@@=w%iVM3?Kgy5HZM zu!Eg93dn3c6Xl^Wr;>l7gbw=O52BLj#lg(Fo_$T5hY;?RHHnMC-V4mPDU0*0hi|}h z#q?PA%k!Szd<5O$Y9S@D?_^r%r}AQunbcRaw6>Xf_j2yC?it;&_VZkxp~4z|)6NXq zSVgR#?SB_T@W7yw%Av19g$>573nWy+&(;5gOf`Xw#K6u#j=SK^85ZK5M5JC(bFhA& zd<_tQSAUonQlpV)&kfL zx)L*@$gtTQ1x@))6;O@*RJG3w^tVHr8#9pM8Wovbt{zMN)5g(E5n43{J*Emy#0kPF z9u2eK;of;VyvL|we0*b}#gvQvo=|2QyXl9rcIMy4HLV{5RfwCbO34MDPOz!vh9TSp zzM?b!VdTe2>e-r>=JuX4{qzPoxIYep$V|AHntv83?)Ey{ro;?h?e@rQR3Tg9r?*MC zVl3Qwt+lh|sY1Uj5xC381Gt&}ptz7Og}Ol+)*b`dxemlY=aZMw}x+M zKZtDKsW85XX;D?@GP{eB#IxtENrvd}ErUbWp`liP9rzL&YAoXuB6kN&C;e@*%zE}t zKg1b}z-E7EK@vL-VB52@DnBat8X>zQ=+%3;>gw=dx{4P4%hn0y71!! z>voa3!ZlkYWk8?2s}C^FH>)+rPoThvIY9m;B(i}{zn*0mP5=3(w*;~;3-1D0fVA2{ z*6|0wx~TlYK+|8}MyUM0@%yjj!l4jJW!uHUjSxq);@qo5VZCOr6SLJMF zS)~zg#a6zO%@*A5iy?)E+Dc&;voIi1!u{OFPPl$`Y1GGqbVu_Fw14f1!Zhwuw~AirLg`_NWixh zfOJ7c>>xVKo>@%0pPEdzOg{nfWv;BGFpZ~7}YlPm@K2m4!RqAouy zcFWJXpO{+b)#tJK6@(^O$!Uho>Bl0p1^uM{`a`}%VFW0OL%&qcpfY<)WDzK=cPEom zo(bYJotiAkyV5K-S}VD7^#iv`QpTno`ZD2~$8rH&wkuOaK|?AFd09X&%IxDlQQ_2Y zLs_U#THskvs>{01Fa%d%k=BsLbY?uXc79SWn(Z_&WN-O)_Q4#85ZUJfVs|`)7|HL_ zUw{+p>0~q48e2juwX+bj9XWt2*63vkp`?eh{FJa;Nm_8>kOeb-kx2SXWs!O4L)o11 zTsr=ny10}tNpSt)l=Y=gp!j|L?#w!w)2R0ttHFI#Mky)SRAp;_J!uxeTY&w6cWa`N z#(S@^x0=#h!?!nCfd4d>Ipe16Kc%C?r6N)C1IBkjnCCM4?y`luZu9Kbqc=6Q>7ln5Zo$<1JnW;uSygx>ehe+c<#B@sD$G%v%<)k`q@#Yt|vI zd${qV4Ip}|zvC|x@M3BCM(CO265W%^!#P*zSb@t`{GX<&gpUN3!@^$8NKZ8$`=!#s zcuC$ybj$Vt;@2Q5Q18Vd+PK_@a%b8}jf^1^gRHR9KLyzXj=8lnRUn;+0R*Mb2Jl<; zv*6I)K`Aa=DZR%6*rVw!-`~R%J_TNdVXUVk=j5Wf=(@0UrK)IZm;Dpx$dL<+hH}A008*rtE&K8=6f4}&b+0x0DOB)V#KU3E*O!ysWirur!0_;6w zPrBp}BDo_b_{ce|+iAhHwUEEvbvj}S^1evV1@rQ}{6}*YPKRD)_QYfK%*YwS?6Y&w ztBb-jdhJ7**7d^?ji%R}`hFS0#|f_ptZ@ji`&W_9?z#`AbCUBv$_Uqi4i;6L;IRl9 zs%!hlLX*ZxF+Y?-Tmg~+9*f3O#Ba4v;Tac@nR@)q6Onw(sA}KLZDSM1rVrh;nE?8D zdyC_=T|rpP5~Ut8kuMh(JBIEiF?H1MT0bWVc<3Q0Y8QG7do4}mduJ4}zRNtK$NvvY#qr-*Di$X8|4GF-6SX95H@S7?PX2UOdj6xr2n3k_xpV{n z=hDsaJ)I@yRw0QZs))kA@^~jo2lRVz# z0>+0wc?R2c+xPeB`f+*ZnBW+*T6uC~!imwtWrbFwihlF>`hBAS;f6E__FkSAgbJj& z%uVi(Z^#eUDUT>F2kTW0eg z7VhHd$glQ@c>!AhA)XpTxytKGr&gXq7T$*3ih<{|?lSXB+S4B=U2S^weqLKklk|$! z3L+8BOjZAjv2%zPC1|qsv2EM7ZQH!Zwr$(CZQHhO+rIamzu)Bb>Nn_VjcR3NMaIsE z{Z(R=ZVOC^l3p)}i^y?wlE&}~*$l8g4a+O?<94w{_Aq5nodhWP4**fIG za0m$G9RZ9_fiHkI>SC3>i0=WeRr%f&;hqxtaWpmlw`?4-czo%4p&Uf!aQ^KhA8SXK%A1R-<@ji+GwT zRO4JO;cT)w5k$dFGKn4pz~$gXGLRPXb;w9|j}t;HO%0KR6BxFpyKF{Uq;O!X#2e+4 zU<{2vk;fMl>&dK1(gdntnfJ3CP+K#IpP>>>yu>b8j0tR@fEXdEN@}L=BN)rKY^YKClFwjfGQZKm1SI76VoLdj!SSXpDinF z+9qL(RcG)Hd*y6x!=O1G`OXFS3X&rX=WwV;1nciIr;Z15DO8&(;V&HF*cvs3cGTsO zq9#8fp#*4Y)PdO4O5D`=d1a`Pb4W*$Di4@Cj!AvN#iHP59v1M9YhMMr1xXouQO_Ln_$2%3i8WNpmIu&(M)jfAc-W6A@E zP%C8Ak_woLSkSUNAmf2g8|Vp|m863k*ZP3GxaU@7MeeH=L+PdK6$Hrxki`VMkr0*k z*@xzKwO6mn=UJC3*s>3_PLCWp@`|O(v?F$jrBfg&+&9NZ@gH7=f8Th21n@7CD&T97 zcp%z=tW_7WfY@XlGHf*$CsZwV;s~qFxno<42PG>TMUGcvo;d^l0&j43d#!5Qw#v4h zwTIhe=Y9_dwNgJrsk>4ShuL+&?p4A)GB;DB4jGNo#s8>^>61`97>PN)TNqX!rn&XN zofW3iR5;WIKjMfqjH~Jt#SKLQajfE+MUp_4aVE~zU?bb;J7*cAkxNOVgw1YgwAxcc zLo2#HuSUyA9_uW}$kcHgCrNXFs9nBoZlg$Zm@VIB)myYoiKF_* zT(&ktpL!sTYuiHEk{aklFvYULX%4PnV4PKxMYRERb{XoXPP!CMj@#x_FkDT` zSp-0uI(Irl${QOu_w-<1)K@Yztb;iyT*^7r5BPR+WD|O*i8sf2otU&UYv5tH5fd*tM2nbO_e056wS58m~0hRKp3bm4py0Ph_lN z2ZX8I{78%B%L^D^NoMo0XuCKS^Z@=iFk4v5uiZ1-g;S;!zHr&c;@u{3nIc58m*ew4 zCL2`}+3D~IGd1Vh?P#rJE78Q)Vq1Y&q z|K7*49*_8&3_($sEtTy>x$lXyF$<|4J;B4R`J%q&~ z2-{2KWQ`J6t5*%-x{$3y$5()2^3`on2(FH>N-7Q>5?RCD~dnJ4vTZ6E;wcA!)_~7EXs43yvsbkjKx^z6$x<-iI`v&oTZ8CBQH$>YfD1ll6pzA|UI7&(z^V4;H! z6C!$}gdYIoSe&u8+ywKt?UV)>Yn=083C)`0cc#-UScNq8jBpmOz^3vfO0##Wa3|dG zQWv0jyD&c@>+Y-3`~&vA&G7v@f;0?QWNYO&T{HVLWH}YRDpLqIEO3)~8!4i$sJw@1 z61_9h`4ndYlDT>GH!Fpl?aoupyeekkTPU>WmNWqxn~)mZXk{#b7yq!cACI#eLm8j$ zS?f7?Mh$TTKA(_kmZM4R$n{0>0jhDT$@WXKsfW3E{G zvq)<<*tBUGFMU|JD5G^517Gvk03=0{!!ul}Wc;$ZQ53DU69XlOt2z0v4M<4@g6{sXXz9V`E?TA!&2?V!kSEuAKg@( zERB&0(*XNIKhC~Ip3vpK1daaB)zArj-5m+Q`~4n&xMxneWy<8}IHic}zHh{{?kTzm zK$!97`hjeWAuQcxymmA285^Ut<{zyg+&W}fHA>-A;@=lC*Pu84bwr^J;4!m?9$1mZW6&S{M{W#Z=qm7fXEB)NrlOj7j>U##Fy0QC4cT)VaC=v*-2uhJgyn% z%WT*lWzt~_p!y*aG3WUgr|V7{rMc3e+C_W*%q&C7fvgNBdgP$i&fzW!@SrE@#)n?F zi!wJ6Dg94k*1C;t2d;EtRuit$HpTlIkByA*QzeV0mA>?;XCgxU<9ZJ0R&j&(WY}<4 zMgO^r`tz7M121}s+FsyIa2(U8zbSF3~&N`LYyZn;9jqJ99gS9H7@&PAfJpNQ%PtiKEhCdw5bslTv zdZ@P^iX!>TJElQN=#o6Dtk-QdVpQNA&cx{`)pi=wP#0nU) zmi0u1>cnxD^4MlS&cWs?Xt$+Rl!oekbp*qEV_^6|>0|eGO(shI{KaE0#vwjS4|!<$ zz;ql|bR69vi`@@UQ8=n18|m!(CYid;AK2A{`~h)beu$FI{tS5=-9HsBH6rEvn#yC} zm&Ua z(Ttl)XkNO!4#P}SF2cd?BEsh7OFpy0;I%u1Yb5-{WNg=DKAA8v)C~@6;&ps$<_93b zshwX92@PV8@#E@z^Se}Ll=O*%?@s>^hV=Gkz?I&sGhrNzI^hlSy=O*&HK116bD%U( z8^w&cd~|39l3b(UlWQzsQ8Nr;cKijHXjO34dRMMe*7A{bjTF`wl1>Pid&Y8$*_D65 zDw^i^RcmXA`B3RwxSFfrGtl@krdxI*kL5#w2uk{N<8Yu}E5Cjs{~P5QcOk4NC#B3) zR+Uzy1VmVZFg^vy<&JCfoP520bF!|H9NBkFBc;>z@E3Xk+;Tpj|F7uN^U z$u@e4-g_%qmZiWhql2GJ0$v3QLn|=0x9;A+??(3S5noJ3u!LG zxh@V&Cwu5b)_fxRF6i}pY~}V;*YZ-ez>>dTVi8(gFeLooR?y{ET+QJ}ILu8t7n+6- zP34}EybzzG@8pE9;O=&+ynDRHh`F!rW+^_YXJRMfpWYEHWp>!80gBF^KzM$|k>E`I z(d3)1y>Xd}*r21b!08==Zv8|>Ag(cSdzsJs3xATEy!$^dJ~$ZvHy0nw>@1xBZ!hUa zSK5xG4e@uzf11;O)A#|FCYV5=+usfjZG7O~K)f;g7kM#D=*KVmi@bO>62odaUZ{0- zV;HjJtBkZx+*=#j9l8VeQFvF!2ioU%Y5zi1#(#Kn`te4w_`Ef-t3FmF{1nW zDln%0fU{(x>>TjXBtx`O!vYrfDGinVaA86gL;pfw1>^> z#hD1Je`MfS6PJISZAr)pWp=yb9pR97Kt?gv;~f_S%gOAjohTZTq#1*iY9h`#Z>H|L zgsC%<`f#)|vWw;AomRUFANt_J_C5t9)zZL(o7wjGCkveZ_49q4^7He5-`qBhKJx#2 ztIlDtu&1n<4342uQvRg^%5>#B%W2!Yi>FIomCH)+;RbJzP~|oz{UR^);7AokZM0`} ziK_1gsqc!y`W)d;vI4#WJq>SH_0f0j0j^%!+R1^O_yeahr3S-yBOmzsiQ#_d>lnD~jRs@T9ILKx}`Oe&F$wq5h%~ z`Eu7J_l?DM_6!UJA#v;q_1irOsM8u_mIgTOZ)z0to#<#gQ}Ax+vMYHPu<{B`zO37luG7W3dBwR$Dbo6%ZU`{?Te6L#T32S}_Sp z9VNTDGON-HFaPPP+QdH)!Fj4B@^|gPjrt;XKL)$lDHtgrXQSbhV9>A$7UAD4Xk&A z`}fU({H^G=XWRRg8ku_2rp7+t$Xjw!t3m*3BK| zb`4S-0tMstYy$%5M&pTy(76s22r+%EGD#Us_6gVL11i-2!IgioS0f__DtE#CmvjIH zkTOuWb+8U9&hiJaeMIXhLF&|bZ8cz-6GJAc$6m1#|7cXvpT3;ODMaM@gGE+;)b=@ zf`}?jS9!wb11c_ffro1bE8E(mhhEfPwWyY+i<*x5!g=kgs=b2)-RDY@pUok*uPt*5 z?RrPaZ3mf0kA}4gIYnh{rKX?GsVLOrBuC+&8pQ6^Z2zMnhr83NUyGvnxAoB~bUOaLE7Yq?1^&XR z?{?gpM^1M(41!b-3S?u`&Tt?{y2>7=w`izUc1!=&4{aYAkVH@}QEle5hB?h)KqBz9n){GQ z+F-QII)Xkvo@HrkXBOG!Poxasb87&(dZ*6DO1!t~aOP zvuT&Sk_eQLEz80AOc3`7ihP5JzEs@Zgw%Bx6f$iAlALH&_QL1Wx**~p_HBV-px36< z8Lyw{uonXF)>f9)OGU2peHPtH72OIMQLw4)Ab!N2eg9q?d$<=<`%{~k&$*5QulRDnG*?L_v-7X^^M2+X(typw_}eO{1!>MK_6Xe^rNoVRvZnu`-mr-b@TS{ z$mi{S2W!KR!O=mNO?!ltK&;x^VM9q~U;o5y)N`v`( zKOV7*4&koEBqS=l3IhclNNheI&g{s<%_IJaZx=j1@?-& zzczk2IvWtdLR|=4S=brWE{>Va@@K+s$^^gW(eqHK|6g z#bNixgU++;UiJkbETB9>sdJaOf^%VcExTtr?BQdg-e83yR4SOdtE@&b#}IT)gSC4z zj<#W#l5&~w!hkBU22!{B8%z)u2Qb8!%`@g3=&^Oog9BwaONRp?^ydY^gw7etg0&>! z1`f)}m=V~k;8tc+&L(#XH2xaQsCNcuQL>HESOlS+6bwm4BW4_C7<*_G;Ke?jBWe~t z(3ZR=mAN7WoXvl;#$E@?ROxL5@2DzOqxwgvPq{V!fi<+`4yyUq#Oa^b1v` z1@?1e>&?CGI~Omin{(J!0r}q8zN_LsFeWvyic4-uVtcM@&K0AOhZ9q>(jKi=ne)Ue zg&f{Ps?&;Wf2JX=J>1SZ&GWZInyFZco43>T2%Ybtq@3}KltF9C5W0wj@0ie>$3kTN zx%NzqAs5hE@ZAoo!WSw0uMj``73I7}L&Uc2&Upnc`k=1?NfqTbds01`@#>M<8+k1` zmeBQ3*aM3rrG~`x!}=Zf$DrEtL8rv;cZVv|0JB}Dup<-)M!`daA}X=qDh&QP}DdE5!)r5fZmNLsM zl4n~W)#2KJkT$W^O7VHv$IOkTns5z7Jdg|lc%4jr$nix=wrr0?+!^*d zNh=V*(Zh>Q&ACjZ%Z@G&9Dkwx90W-i{kQXuj#VklZY2zR`Afn+1y}JRSr0- zJLWG-G@f!`?Fs@{|0{hdlSR9+e@_a52912_1-EiC{4p`lawR0e+!709Y>zR1I%i9S zJFrptLD&_;@|HXZyyNqc8P9*QS}>ztyn?|b5gn6gTzw!)gfVPpil@Q2XNs*Z9%E=E z$`nsfvESj_1Y^*83K`YzZ?QuJ(@5G{NmwT z-yPPeNWw=Y8=ukcuJYy?TSZO3!n$`h1&cAG=miWFyOcufT4pY)07d&Xap!hPOhy$~ z1DN*o3k0#_Y)EBk?&C^=jV=tFM%7Dn4H9z1Cpgw7e7)t&*LbuV5v(cC*%Yknj;c7D@{z3w+`d7weAUVgj;>f_zJDN_uNsj9`C9Q*GjA^`G7azy z*~xyanjK@WrPb?$^)rp%Wz%RUkbqxHqU@7@WL0c4cM@NYiMno5X!~8^{coqDxee5jS7_m19TbP;ojVV=~f9MIW%*IkFD=oNNsJA#vk8Hp=9HBY2azBjP_ z*TJ$F^7E+oel^nQJ7qdXrn#Vot*$#KhF2c+@|wA=vLV@iF?*Q%?gn1{?~{L|PBzW| zAF2Dl!~b(I{CBDQYiB1O`;VRdnbUvr*Ula!h(N%$pA`V=$l#43xq4d9c6c1$hrb%6 zTCMg{PWlqd+SS#iRZ-ztFQMl0ggkK(CncxqM%FsM_UC+23S3>y z!pI+~q`#+H7yE=kc9QxugmhRwp*#a}ms3b>m!Tp#(HKsO+Pj#Lx@G!30x6+^P0|?W zBRtOl<{FcJY0)vyJwyKnD+@0%`Y)$!ANy5u>=+>|IHn_7@q)o8yvBgrzrXIETL+>7 zZ*l*A$ktf{Q)DENfl`!79oFf0LBgb;x1oC^O1p^@nC*fdBMPgb5(-NYWAF3oig3~q z^vb0^Q8XE2qZA~^v0}N;d|OK=DRogB{Kb;&$B?yFAc;q)jbu+M6}hMd3^iT#NG^7c zmCy27EJ1|{=(ZMW&F)x?)&#M^t|&%*9y%Oelc_r9S1*_m&d_gW_Gc^gU6W$waa;? zHF);(M33*A{rBO(`q(Dd8c!uZ5Yi0&gfjFoxQvi6isJ@P7jw2KKf*r7 zT`j@%<4H~vn;&omY<2`tOGGvM(99aOuEFG6OwdYwG?LeFj>q;IS6eJaD&>ni%Eu^+ z!_yicwf01F53~e+S~9?iXr(zR(_x*<;|H7_-(X%@qqIByCAp8Ry61o{_UG0*x zseG|90cbU&noWuLNYPs=b%a_oICN0OYg7HsX^TZ%BUiYC2qjOyUng^Ef=r@i?Blq% zdG}0RRTQu1F)VLODpQjL&$ui0J8MWGzo1QojDrWlYKSA-TryV(ht6t{k>!t(}R7*{*u_K1J7_gu&LS=z&6SZyI%503yR2%aKQQjIIW@ujKzEbOJ6P6x> zlPpzi`V4Pf^&^#>@XLwX*{VsMs}XFyo(<6$<{8yic%Ce^oi7%=#Y+`@lgR#~w$xnh z&9x#huR?$OTIaY`=YPkp6#dP9<2}oG4R*K-$028mg-DB-?cxguIJH^CGZ<@FTkBj^ zc7{q`lLf?O^4bZ0gB`kx7Ptl3l9EDHO95vKwcYvDJb7yro?>7YO)&z^k#XbI_ zg5bl>Fs`-o4WX^qxzoKBmQKO5z*89$ra$A_a=qq~))RIc^AKF0i8yH@VVNONh4Ym# z5yuN+US8+BWi=;ks=v|clD?70bPoPd`p|juRIEV7k!uaP?M2BUEUq7KK9T?tZUbh8 zOa!nTBp_&Ml9>RQFlw8$Ec#?k=wjNRJTJor!=+~!sfq4`C`q`_@p;TKwaF!28w2Q_ zOet}YxuNvJvAw6+n zz{F9JKV=nj*-kYNBrXm)<2j;^gqUJB201;oOpm7`;=jl?tqhNOjz*^m0~ucs ziI1U*blXuF0i=S<%&sK6lZ_Iu1O`i>3`~I{*q~DfYf0#!#_lYJ0mKG-$hmHHscvi6 z+u!Q0Xdl95?Rr3C6=>G2jt-&l?U2yh-UXi0fnaGi)>RE0{s`09hL`knbpL$>KK5>> zbq% zG)j>IB{PPv9wp;-#fnwi5MDGa+l@tg{tR|apu{7W58=V9!qLPSim|`;jD1fsg@Z zGv!^H+!Jx8Vpi1O3u3G>BuEk1YL>VV$ds_bl)&vJAOY*kKrFFG=!G^r4?}n4oq)$y zz(ZK5icKVjZ$eI3#LMNtK9d85B>{3)2J5|KtQz3dSfvQ!_7bzM#0`6Lr@zRly2`&V zeyKgB)=#yztp#_PPjz=9jS8{V#^`drG1z(1==sKaC}8HDdDD&24Zy~Mo>^WmHjU{F zrS^e4rgV=muudO^@11*+=6%ZGsAea7xWbV|1w=vhe3l0v5>GM5@w5z07p!X29luVG z>Eb<2Tctg=rh_mDlm>MnBm>}catNOL%^k8Sd4~Xf?K7r0;OIMKpCK)tSEPq2Vv*DVG>{ zaHhTUFi{Bs3xb~az)>w2>@<&LkMw51c}-<)`-a#5|J&zSNW2$8O6`uSfkPJWzS-vJzJ#0)PY{RQngq^Zi;jEN@i0O98 zaA?+Q2PH_dCz_0Q%7XH9z3B+a&E46VQ0)0!vc{5?cuk8EsZgQ%-=kjbqf5X==1dtp zFEJ(D=nMg;LnB5c>W0#j3b~aUt$3Zj947J<@JX-O8>orPIY$$)ViIv2M34$qcTUeY-d>D`B_RIk*bYob;(| zg9OuAX^3xkN7*jy!KIU+BQ||E>Sw~^?{;#sxSv7)TV|N>umZI>z8_2kYS9i|KrL|; zys9ghDRVBZYP{J^AY1ARYVmmg`(%2cU~J6Y;Qh5f<*i8uYGWEA`6>3Y<)D`yhR7#A z*D(tcWV?bT@KyzjQaurzJb2P;$p0PnTul*_G8>3_i%wjEPGLgiEyZ%e=&eMn(j43> zPx4GAxW_=H0gjbvc}r&CNr_e!P1{Ij3op4tB}&SKwQeXqKCWsAcblwy>5=wAFr=Gq z8}N)BN2c?Xp?lst{?#7?pR=TSM0+X^DR$W6V#^~IDz(f;5$It+Pf8ei9Z$Me%ENia z=;-d!hRhj<=|qSGXqJ(}YI`*9;Qa#%+SRaFw3Kd*!U7VKqU=0gG6skAXv++}I9gO8 zMmGhn!nIL_3LP|@0g6xgsF*7xtGKXACx^B~m1u!72Y89D`T8nUL~H;{s^&=LD{bx| zM@UmKq*#qv&Z##QAW1tO1fwxhE55ZjbpCFh#tKmO#md+?;y7U8zNJuoP_A z7(NAM;iW~Uu1t?PSE4bz$L6IblM~0>2ZSGpLqe;j;vq;D3L?-44i@uBGnO-r~(9S286^(`+9yj%WN$A0B>)OQ+e_ z=ey}USR()Sp2?Fx=JaXfftO+`S|MR^+6?XXlVQ}9VRsDHtUKiB zg3=&FtI<_tHd;lCSd{T5r=>yTLcwWpc<-y?6eg}umQ~(eCht`z@s@b(UwY}Dw(x`0 zFjS2))iZu=PS)QTwvPjS{W!l3Kg9HZSAKGnkTU+Sz7oVtXh>$W?icr(+H`|WKry^R zOoZ9-FCP4e4ak(1Qj8YG>a_SuIBr5KiP#|$d*N=jMMrs2Awp&ptrDr}RWDl_U!rQi z-~}aAq7}V)1_W5}35CU3HfASL=(pef(tXA^r9GU}()sTzA6140av+%1x%Bhu>>{jh z>weRTzI1NP<0cQDpWl)0HG3$*sf2?a{2RcRhwqLf?Ohu;x1WzJGoTFITI1bVw$KvM z5!G@Wc~beKrustImUb{{TK-XER~$;dMKY^*s!1sJ54$|(RX;n^Q~AykeV$+T-`5VP zz6tXmufL3WS8Gw82pSlz8Ee@u7CBopUt+;(E-x?=8J-0ZepVez%XI+`HhlT}KA~I&A7axTu;+#>5#@T}L^{W@=V;BSi!FNU;XiruR%e@N(NjZIoqu3` zWVSpqPi1+nTnsW^s!)YerNnw%HHpp8xntaD7tt4T!t2GmCw?<}QN{lx7~R{=Ycraj z*95Z<@DV8MJr_%CBJ<5hf`Z2g7mfisdd{yGW{)Rc-*g8H${C~&2WMSfvEeZ6!F;SNBm()q+stbg0ENm6yR7Zkjvd#3R{ycMLv#mqf-bwhqgiAVAX zc)@*N{U|i_+UdyH>+Eq^r}Dh15x$nu8e;liJUJYRN$D$^nAN6_f`XEY5`r(3uPXfG zD+FTN>bgwkH~CsJUZ@ zwH&ka8YjiA8fMy>6k!cpP;cA^F-Gkq>E2GEByC9WA}U5R#IO1TiWXR$n`{e%D~c*; z$N)j)W{eY{2){MX-UD_lh%aRI(@7v-<-{E?4n_7M`$zofa-=`j22}nJ_`ZhaHaLn7 z^z|G)!8>mN516{Qo~C*|g!k*JrD~50vKD`MW*rZ*TX8%WLLmZns6y1OM8)fm*M{&{ z?VNIWY-AO@ohQAYOph>68IzPqp%^(!RliUT94tjWP&tjNklm-q70y>`3snKyUPAbT zcw`UWm`9OV5k+j6M#S3ah@EYU2i&N~Rp>5?<+`(Hj6#s(bU+VE&xE&epB%z*={qih zn@Ut(nj%C8Vs2Ase1|eAIL}yi$HET*4TFj%AY(pdGZ!Bg9yVM)izsH~QFet{J{IkX zcNABrm7J+DQF5-%WMbJND&koAazBG zWXyV$Pxq_5me)+Cy?rY1)Afd}2(Zd*wS7Vesyph2rd*#8W2sw4~;;CP|Se_*8{D^QD4 zTrf32d{XzEJWm~jh%F!b8k@2yrQ^RzyC_)4GBP#*9X5R#3j>px)E@D?%*qz2hKeFT z$_NI9b|O7$Dn%DtO6Z~Vp&2jcZFHIC!4q8i8lyF%B|XG%!W~)=?!h6AYGPwu`4I#g zg*&vhE@}Y`^ZM){vvYz5wh?GEm~Pd{kOVjz4?;dz8wbGkT7Y~?ETO*`7AB)n1d)@Q zmEAN&(U2Ed#c73&8hFWOt}7sRJJ?+5egV(gPkKg4>|-5c7>jZmB5Ms_31iBrZ;me8TAa0!2vl(n z$ioJZ!xp?AY#Ici@`o3Lf;VKn^0|slM@}xL<1rNsc*M!fBu0~47e4~ElXO_4oYOgP z5}T5tCu8VVQp_@RF(5En_BGS5{g{Gs*qdkIR)MURZM2w;`I5|M4ry>Rb^7pdsXTr% zANtq<&S>;ZwDZtb15fUY@V$ie8wrgGV1W&4YACi!UP$ys6f) zJssXFye?cKiK|VxxW(Wv+MiU07p4B|QAhGWYMMIx=kOHn92)!8dwP#uTr}kMN5Bw@ z@Gb{`NF36M!#d*+OVp1Q)Jx`va8uUtFDs1$GgrANY8W1E4J&)EUXkuMsllWy)`GH( zE^!0bQWQPiBia1Ll4;ycD|2$8p8EQwwk|59GFSseuI1%hwq^N$&&4aO0f~XNpmn=t z_qJip9`qnP$R1m6__N=c0!SaqY+Z~Fj{VDa$o`(*;|_INXww>ARQnQ)HMG8vL5qg> z7vSl9aRq2wRR6(1C5gl50zYiUV&_TY0MrRmwd1h!djzutTLkpwNmpo^MPv%!fcENp zq<2{gXcu5%FjaxpRG(0r#pi+x#*ve0esXuJm$$Ipyy56`HIr)*Xhz2aoKHQ^h&q4G zs9GQ=x>Ud_Y&2fI#6`g&)6I&)&sJf6SW$FN!7Eo#OInF0AM0<-^n%=c?ueWETxK_L zqQXLuCno_>BnU_6^6I@8bM@2pAskfwIF}*>*&QXyvJI&cpZ%SS`}XQ|!pt$&SU$eC zOje8m1^_?YNB~9%oG>`h#+&F7Qm@MmpOxn@;#HLcU$(N-d2;gim#e1E; zP<=oq8t1VY3xKNnp|>xE5K*}{|%{iPC)0-3+0=)F#W-pvlPh?tOb ze8E=~p zdiF>?4pH8?_1#2hx?W?=9=gYQ%N>M|ah|=P0OT?~C;+_;+n66~FxTQJ+g_#}>w5QH zKz}=o_8AO7%R0=qi=$MTIc9?J+}~CEFQf_>R7qd=ok@|0JASLBkOVg;`CYday}+-h z`=UNnjT(hJ#5ekA*S4_)Fo6g;r~+)5XtE(dwM;Nz^~q{P5<__4w(VoOW+m}oc*dXN zeQf)GZ5G|wfopqFJ#8SxZ8^cj1UIlpkBiceP`~+jxVN|cHy_i%tL7n&)Rvg)t+!CT z(vwE&N@G!E7A_Wr*-TrmTS}%dPNqLr&#$QWXv<@lhV)%J_Rw81yyB{(GJ{|#9beRj zWDV4gEY14wBt%^defMNUMQADjT^iPc?g!!NUZf3QfU2N_?3XQD3D#=*1Oa@Pj@AI( zx4=TwwetYsc<^E(t8AO`!PtG~Vo--NiyEmjw3m)m9q-gdSq|GUBlV(Ga=csU5| zw{e@U@p4rsAQ{CtU6R$U3yqKGV(&Jh0}L6TcIAmUv7te-}32!nu^nM<+wo@}t%&U<2>|ttN~Uidbk)U7e70(PImm$tZ-YE|%-_t<3_ zex)m$w&@lW2LC)oe6R)5Xg*zP?P_PMnI-J)(@W#a&0&e?RUZaCB~w zJydT)4~9mz4`FDCYqy&-a;P=B%Bo#w2YL9L>4!)E79H;HZjKV~r_rBJ%gW#QN3ma?jy?vyZ${~gTi)oe-0h;i`>U!^ z4MJh3fuT=yaC1^lYUrePbeI zLFx#P-qVUuwx{^_mwA5lK|e+wvcv!Pj9a>{Nd>yZCOTUf#8Jy!0Lk1}5Db)hKEM%3 z3Q>oJP&k^IQBXjeWijXTF}s}rrE!L3zDy+i1&LFVfGGNY)&k#b8Nx*QFwm?Xg0Oi( zL5nO?Ox_3QB$vRY(!_ANVkV~^4uR~E)RpMrj6cbjyi2rF2jwG)K6X961?AA1?Fwd^0Rv{!O_F> zlAe^8?>ye!ElCNRdzw<<=w4V@9{zuXuX}(;7Vo6bqcY{ef==CoGVLRBuu5m+5^j7+ z!Je%5x+W!Z5vEg(Cj;c^@z5+sn|w7r!W~57CYH68cgGSli6HLc9V;Mh_-?*@{!H_d zKesK?&%zud&9jPJdcG;|OBhdB4&0Yiwpe3~q_KE#HnRunp?rwB%di(gIp}QcWaKy5 z!IQ#nyR)b#u*c`kg@XMnqPWJw;YWK!B99)9HkpR6TXz8E@T>tTZ&Z%(oLPfYjzclw zU*V3j3Aa;S!$H#AG~d9}3#&z%LIGyBs{*^wbSb9ATttr#g))JhnwsFyz}3)cVjW3f zZ5DGtfBd9rgp%&N8J^my;fkl@`yhXAH)kxP6P$4qZ}aH^nd*Y%ayFpyC(7(~2nmx_s+& zn)in2N~GXuaN91qY_QSSIMBkS;R3w3_!fmmO)xa9RvOY1gK1xo^CS|ELD@R zB4kZWEH989@a%Lm!5BU>axQf7zZ`WN$y!aIAcr$z5+`n7vHpbPtPCMmJ&kIuf;{xY zs?eSFbnMZc>iC6T0;HkxPc6jq7;-&gJAd{cSh;QSg6Iw3LpM}!==Koy)n*Ar5#lpv z>;J>pIdy3kE!#G2+cqj~eQDcvR@zpjZQHhO+qP}9^430YyWR6}{=!;wwizR0L?6h> zRKXGBw}mnAeclrgxFn+R69Ym)IsRb*pD;b53Lb!5c1H86xrt!yLc3iLPw6Lms4!&s zNvs9UpdI6GFC$g?l1J3atvup9fjD$G2RAEX5odx(YBDnSbI6C5klpYVEy zu)%KG{CiHFC673B-7&YPob6@67B1#f3UQH*KqFVkQ8ti8E_Na*cLhU{2H@ArH+@@6 zXmt!;ABADZGyHTmGd7>D^C?$iEu(rq;#FSoSqxj4Ye^r@$AB91YSmCM)JGR5>VS^h zusd$R^r4bz5|}^E$>fZzi!o;j!3QmWQgcLml@sN%P}MJs?9l=iNsTsCXlB}EIsy{b z>aGiI{wu&Z`YdKr23I(``<^wo=fUC3ujb5q?G+(!XkATKWxf^H=^;K zKM5|^OtTfTKLL3_c_+L86bUJ6=r>_cvQ-vZuMF5G?I%Eq%a5@Di>S%9&gVxGImG58eg#?p7Y{M<6> z5G`e~6GHpG-*N=QaH{)wZ~vmm4&z>B>vyBVPrbKq2k#zLwJ5)RI(^ek5J+fsT9ee2 zs5_$k>XiDGcR@816D)9x-<%S|6AV`Ddw6aiKn4k4arqlzlCqOkTnccoPMbSh(k^33 zP5-%mmlE-6nv*3ssoZ?3fQvLyrI<-`MBTl4b?0l@(RQut$TDLV(F z{r(a~7UbEMc}tVSA4ZVdcNL|YygQU*ug zu#NB4o9k|+5hIKZMSSoD37_nGNF}m2$|778B zgEf*_8AeiSg@FYKL|K=;MiKzLwA{x-c#bPjd0kI0%f6bXGAePI*;vv&QeRCO%)a~ze;gH>U$!AbgFs}^K0uXK%cpHFCE5}mtK)> zs$vu-MU_;vkqn-g)L_P&&S{U;#rC*#>5y?@Q+dif9yg41+v+^^+kVhq1=FSV%P+7z zAKNiZe6drfO_w)3Kl}K3#0K7qJyQtyn)ep?_ZUOPvDI-vLj0#3CyUMs zbc^4{d-yCT(KM+i^qd;&H|c6QR#Q)WHsc#xdD<+Zfc~?L#`=}GxR2TP36;z6{20HT zYL(mADCYjVGX zKb}nAkV#~-KS8q@WHc80s%c3M1K8r0R7%b|n@}rjA1Xg;$h#FsVj74ER-{UGyZJ{O zl{l|CSP=v5E3=txC% zBO6d|I~u1z1wl`e8SJgX2#Y2K$ci2iUl9OWod{yax^TIF1-Th3Ruxl%14^2N?=j$@ zN?C9w9Qg}@)0|?*Y<&W+i$2#^UKmkR`rmv?zcW;f67^!h{5PuJ{fpaO5aQ2=|`5_ZoR6oGt=~AP*{}(g!M+ z2TsCV4flhqL%GpVW?+GpR>=?n7;sRT5HB2*uR;XG=kfSArqU^0Uz8)`VL^Exaus(C zBS9S2m31NHVv-Awp3KU)8n+6Z-Lgcncri?$)NchaTe2jC322MnN?$4?dMKBSpc^9J z*aRzd;+uB29mI1g?>YXK3|&g#=BnmyGmbP}qNtaQZb8QB4k{fuH5Nt+yE6)6h03wM zkweRdekK|`u_~e!h?8Jt(3XmB#c@?H8lIB>pp80S{w>GTZ3bt|cxHxSSdSs@Loi{k>2!}g$ zH7Dv%Vn4lN-VSb0F;Rb4K1oeQ8Af)@yi9VW50TYzW1r1TyYcTinn`c&d|F7MFCOcS zF~*H9BoP9I9x6Bo@!me^Nd=WIgF}Pcl$pc2+N#iisk}5akqC1P@4Y*MT@TexVMt4N z6haV@9JNi=zE^~JASQcTPD=CH^xr`9#4uzGBe!jl=BW;{!n9wy3x@Q!gxEyE5Y_-O z+2~-W*p7ED-zpogUD0);+dvwK6*q8uQtPRwRK+|!T2f&lD|BynwW|c_RPMyan|zwc zGy4m>y%|JB*tcd!bZ27|>V;|w@LGR@sV-f$xTB!2dasy3O|m1gh~pU0F8n4IVD(z6 z@~%-groo4OO1pZ|BNvYqd?1T)BzEGw#ElS+?(0#uPPZHguLa8!@x3WBhi4POl3=h* zSsp%oCfSxEcDE;si}jS_dlTC?QHG}x&Ri;_E>_6Jlzck$(eT6a(p!!DJEAyFQ`VoW zAmEmYddm08(J)ke4d(yTM~met-8RC+xk5{c$?9^XX>VD z{?+RHfj;7%45Mf9rlF(i&J%0#aZBy$qO%< zk_!tODWMj5GtHOe=$w_Rn74P2I*D#HjT+fUrxDPI2Qr_pnRS>-ggbe&R+QH>rYo3tS5SS`CX?hdR3(NU}(sX&{Z! zq!;sx==l(888l+e2TqYsog$@Aoix3sih=HSa0>lbk`|xj2_sA=#k9t{P+w$3{bv7^ zn3h0hQY;?f14Zr$(P^^TRk{a^X*FxivSth8wMP}3a}WOAzC-HM8?L5R3*qsk^P{Z< zHX*qcVr5<=0LZTJxI{peQC3E1jqKm~v!W@P~YY<;=S0&>Qh8i?v+Org8X1 z=Pnl7w$0Y40%*ZJ-d2n6tT)t6LLuF2zh4W}=S~Oa8me;rrZ*EDjo9^{Q}teWHqHEI z8t6a*EO%B0Ns73=O!k+wMohKE9bb%&!o`eoE^49_R$+Sm6JNq8BkG??vZ~i+QSG6l zJIJI`j=z~*k4P8@Hc>&PRB0@61h<)|ZIyJjt~|ch%YIA$?EZ*MIs6$VcsUgFDBcj;>XHM#5Q(WAD((WM%BgqrmIU8P#1L+BMP8{hIi z8rGY|d^l1Zp~|g>5LYJcq5^3Vz>vD+$YHM`)zAw% z*@|D#Gg$Onmt_}}OC5fXOOjR?!!kAwjk5T~?bR|8ZW z6y^5sDEjOE2=#VtV}7~x7sWFuBh zm$vX=qB%pnWR?cbcN!eiIEHqO7toq4he0=h&FzcPogNU?nr6OO_$mM>T!eF~aFZ(c zwfsd*Bz_{@yHBbOVC_CmfN9q+YEvp^pUc#7->O-pP*HnG-2JmwJKSJ8TsRd!`tL6QluV3>Ax^IJ)3Oh+pxm^^TB}OQGxcqNRj`W`Hhj2^S`7B z-hW9EAY&x3F`Ttcu>X-Ftp8{z_$JxHz5=Rr7=+tPQD#erSeaGy($f^0w~&!Xzk2B{ zHf#R8%5MUwXLj!mC2wSsymvPt@km@%3OR zzIRg`Y*kkB^l+Qo7)X@AJAosNroZ9i(~PEHlb3py*!^%X6@JwtJkO5iP31edxPay3dyWrrzdG5i*Z0eV3o7x+Q9+C|MQUzo(F(_|$b0v0wkfNP z?W}X6keBC$d)L&JG%3nhDp<(ULWt4-lsINVM{vPidGvrYiR5`YU>{-0nZ7Yvh0i}- zl2_bV(}VW%s)A@lXhOn9R0)}v1HvppngPD{yS%P9s)6zX@+0iPe4(y9EKqe2Yp}$T zX3i0o)(07L=HZ5t4J%h|02};~!mw-Rkp^Ap5;urr$4H$)Cu}mmQ3-QqQL<2BkQ53D_tNLUmUr7UW>1LZU`I;3{UyCX5$1pRX4qb)J)0tI00}_#LJs}=|J%=XXF9fh!%u29}kc46> z8jqzTpWGqA@Qe?>mTcheZ$|p9y=pP_Q6^MSkjjA776>L9(^=n78{<{MRK^L?vkaWc z-UWepklJ=14OLGNKP+VlFn32mU$%?$9wf^Y)?0PcukjNWmFTf}uvjrCv2n9IDD+0YE5+orPv$ML zS2O;$M@_6lzY5Q7A?3)S6fT2sGh8xtUp4SbR-CERCRboHDI6G1rOj$UDy_z+=;SXs zQuo^^eXv3e`n`c0ATa@dVP%?S^joyaY)(JooZ#LgOSUE{?*5|vn)7w3nXpNc1jppx ztnAYwf)y(5>yCB>kv=zV4OE^N3kO($FFl+ZzMqBPS0xY+d&VE1OccN|mwr1wn9V#asz z{MYH7{AL8-HkyCumsm8DfgxlP`z-ufV$U8@+H<1}1+A`v;nJTK=D4*MxpB?+39s;|Mpo&f$%`$~p z^r^0~z`_#ab@>Hb9-EM3iEI=)NedXFib|8#WFEwp#u)`o=X|ssy4WuJS%1g#M%V_I_jPb>(pTT6~JL_${VJ1(>PE-p{mOJC@2>|8oDZS4zakdZTGWV2u&v&|Mz zrDlcL=rOO97KD1klIme=1KWw2wlTWt#5tkr^eV$`g+*#=e`UU2vkj6?xk7g6YEzp~ zf3vjSJsv}CMrVeiw!uA0hxS`l-O+8fVdoalpt1^oRSS-$d~ZZj5`b25OlDe9-8Zjq=%7Td5%LTF2)}#HBOQSh5=OhP69=6 zdbYDx7nyNP6F7`!J0=EyEqe`CsabE&g z)b!Rv0DBMdRGnD^vwO#H770EaoD`%Uov)rzt>xQJ?Ubwv+RA{%r$_d8$oc#`3BIOb z?312iU%<9tM1SfT$3i2@!OZ~Zlwc=Eu`m5IyRn3LI&tWy$Ra) z-?!4rmrJ|;5zD>eU82U{1RCf@K=CfO5>GP^+w=miV;-{il%NzmrjZjx2Pz@!znk_C zCNEmZIFVov15V}cICi7W=6~{KZ|bRnj>v zsG}bHz~3t5HW-vcSETYX^nlC(16iV%*Th?>LU8kh9}$EkA{ z%i!80SY*E9bc+h5m(F=9A?RxIu9u(Zxo7wRn_Q8(-5raz31Q&n@o7NOpp9I#u)e_~wYW|nsR3SPPBSwOY_(lz53a7x8D zaoyCY#EGOXm7Nwxs*-4NE(>2N`Xjr_ewg!UZP2hp5}G1?469A&**9)LHENGXg@*0Y z86&2va|~qRw(~*M6)k_4f>?HL{Fv5wiTrtwl|oUZ0%~j5e`wNQ+Rj#_Iq~pt@O;#< zTBw^`E#cWCBC=698YPx(V53YK z6UQFXN{1g>pMhdM!S&pj)^zp=eBe)N7Dsz*KLA3XKl zhDSiBcB@|Pv1u5jQKBgbC}qGM+fcqN&b4VLhxIgn5I^ME-lR(hyPxGU z_9kKVsbc-12ne0bhq@D*p?lp(iN^xHBHW zxT}api!EcnV*C-kqA@ZQ`<9JzA7>n=5`xX_r;%0o%| z*VFBLLN^y7EVT-mQ@U@b3`VdMe8lzbN5#j_NFkrUKezcnVTrz6V2OPr6)DrLwAh~l zUy!K&%9{Vbs$gRLKRJ$AIJj8;OIGMg$C9=F2R*UG)i;Ln3;_{H1ZeQH!=;N0+#j5I zit*9Fy+8TKp12SUuMl^Wm!Gzdbu*6bj4XzfR7~QJxRCiHW0~+4o58!+>*)CgpS!ca z%kX@Q@AWIUdnS5*K$B$~fYhI<@*Yc_Itflm?F{Gov70n@tWRy?Q?t9X%E3`Q{}He4 z`A08R+-l-{^t?3p{?IRZcYiknk0!u=LVg3z}eUgeUc=aUpwag#jx zg;SWArnmiuMkI@#22{^-;c2MFf?#Bx4ylhE*?$7PI0_Kd{8n&07eULPaf4Xly3Kr2DH`a=!$X zEtvIQS=HA`Turk^+BtJz(B%L5YxuFB%a0z(TyZ{l7!ZvZnrmC^4D*BV&ulbHRqWX( zAGgrfiTh+zIS9oLA zV`~eHsT|_goRz*O(l5YZy{imPh%QC+$=*~q*ZQbRjr^~JO9*_FHv$Zynov0+hoZt$PZPflpHM7F&yQ-gPL)9h$6!RC@a+^f@geNyyj^%Ce&IKq) zaK42EsKdfn=2gfLv}H}e(a#mST-82uxYh=$-KnIv96auLUeb5vi(xI9GCUzzF@m=O zqwcrRh_AZAEc`0WP^br}#GFh@Ez2+U)vZe}9ld=uno~Gu zbo^QHhea#nJG3H|5KFJ8NI4@LBNlk=laKs{e3$}{?H%4jiD^j)+@-ZYB;%9Qk+T?> zMGOOb04914EJQ5>IM9WcQ(>0_Ir%M*!6I%Y_HOUa#2%vM%k88dQf-*nl9xfSsZisz z{DNb}?RvjfJJnAYQoqQAU;{$%(FL-KRVIY=U8T^Y+vZ zF05ZMzcN5X*kRDSpwWihQ$mtO6Eg=#0p>Dgspsu&=LN!zGLpX zc*=>49R)MbAl$5$t79QrMm@lRv)@IXG_!TMgp!tdi{y#Xu?=v(1+#-edM^7O$W0@X zvATUz%g*@Fx#TxfbgcN4>b^2NUT@n=WpgTk^VQH}~RWKZ-X)vEd_*xmxJ zTT?Km`V!LNDMBhV#Uw2-=$Q(Toct)rh0Clh5R>8sWfk|xRA-dh25Q|d+p*DxAG#ww zrf80h+@v(JIbs8Kre%t?7@7+`qF#8BFL-4XUH<^!C%*3>d*#60 z7D4LZIaRaYex*zUgHAK$*y;?yy{;Htdkod!WpD5>H{EqKR}61#z_Um}OBKguhorW8 zQFa<6B8D!n|y2=e(^ZXg;^_KfC)Gq%qx*q+=ZOAz=m?dz&g~Kq3m5%PaGF+ z%Ax?Se*|Vd;tT62=J>TbmITo+11&pF-!{Gx(^yW+Acr$pn?90m%SFL|f9N@1U-|Ml z?J*hwdo=5O*1wf&m`e7J)cw&0@jeG&zT3>PPFN_ai5X$PWL(^Xfmi92OS%@(Dp3W>J(7_Mnbd(%H8&k%fvB<{br52a#3+#*O&?>MTY$%NUU0coT7MfTr=Th<9JJHoaHzmqqmof#>0_MBB=0@I*lF@za@N_=LT zqyR^Oe*zq6>B%_YUSi6fxkio0od4=Ws??Mj81OF&7e>a+nPz(6NcExD|Lw6^q(eXO z7hXOK3$$bwVc(i`R+%`fc?#B&H5h;vo#*N{zvF1v`Bb}JjUS;-WRnn|+B!aLZom(> zT&aprU``A5Q6+P2o4GLUDLz><-uFNRadV>m8he!FS&Q%%!TO70l3#A?v!d9%e5{~> zR+^T@*q3^SO7#?E8ojXPAHw_ud9s>rq?lkvyt*xP>RSD@_)@6Iq9&;oB1SB?*@(a0 zo(gjYs-lzHUun7L38T}xFxQ{7(s}wY^V3$Rt9e7C3qI%?xm=SEvO`t3X>(9F^rrT`Jg^_<7+cWj$r(1h;(Qg7ap%l2CcL!e|{TXTzK6_Zl3T8!E=? zhvT}7c)#v`M4^-7zkmd6Ju{yhOg%MEZi(gUIsW6Qx4CGUW`B6Xozg3bMBXGrAGwNW}<7 z-b$;Y^mAOEUWSf|+p!Jf{1WMLs+eO$D^cjBE_sbJsObDw!|8%n!_mYq`J7=A^G839 zPz%yr%(WuVL!FG8{9z%rO;(m!7Sucsvyf|!+2E&|n^aB=Xk`X34;%So9*GG_A_CQ3 z5U6i1Wu3-g0)|wFsz=a7gIIG`OcU?eN6|5d4(mmY+Vy4>e-B{*LjrAeS#}5mfQZ3O zN2dJgss61+)lEqYV4GQKLJ6nYfR@$-LEP9bU0>MR#S)#rkoXp3w07+WUyAW-*Ky~v zmRbI0IY=!{5|NBXodJ9_k^Ec{Wh5h--?i}%pHEU|W!&a2a6~o<7g&ipxOx_)$JNNx z$bbjp`4=$y-P$kv(1fH`89`iOU_1=XsG{L)udKC(!vpb`UN`*&*$dUM`0gHa@j4%u zzzO4Ww5=hi)f#P|I+`}$SL8Pr{SJf^v z@7)ddm^4Z_=)9=V?oy!n_opF-aIB@tXP zr>7BQBY2Z~#^j?f828l3VKA4l!i)I8wq1)6M!$zNc|zfFb)eHy>5*-Id%DRgR-?|~ z^~$XeoK49$*ndp^T3|N~yc|=vu-j%)v&iTBl>f!AAV)`8R`SFXz}jt}p;7nz*SKM& zNbDwMLYu!N8RYPYddXYQjcUnc5>1D}?)<2kKYbBGQOdP+318{h^CXT2{lj`uR!AA2 z`jwmgs#QTdvqxbB$m0lmclHLpl+>2(G`qUC4`di;^#SM4YkK-Q2SXx%9{#>SKlCKummO#7ET(`f*l^c zn0dK>R%`OmFh&Cir(vOsm7~2^&F=Ei2dn?0XL0H{M}bMuaXp=n(?H0%WF|*FOFx1! zzko-<6)NIv>+6%3EiFW@oa^?ZTXkhyCxhy07p-{`=HNBEmA_?rSs# z{ZJtTMTLJ4ec`o+K8MbB-CTKB;X+R-An7UD(^J!O2jR->A)3<8Fx`cqf0Dn; zVL_BK9>16;-^B7l*B9Rl1@ z-CAI&*9O;GWR=s{ZD|BUe9{uj;GPHw7PIMWF*$#IVDN=!!&%O=bN=!uI(>~|%deha8Fw^B7M2KO zogdPk^1f5$`sVn)qa#9ke}Mj7VMP89Ya(HQ8HqcQ*oY~%nXeB=gK%*-=%CQ(S30x$ z5U)`?su&1k>>nMkdz%dQTOXTSmsVHGn{QerO-Ax6G*)O`obt4UEKrwtIhMG82{TT< zZ5BsxURKfc5f-;q@SxI^>8KQ0x1|qcy1v;HEY8?}9$jua5E*}*GJG?ShiQ>1n&hY# z$p5h>dPwzsKVDN0^r^5!A7JKiIEhL{sBJzDs6jVhK%fXhZP2+b zg}GltGcQhKU8sELvUb>lRu#+9rujM@2|ZoBpG}u8LQ5x%$K^BZwP7SGgw>vg*K4mY zAyUMqp+U6`vl`5eG4-FMS5MWk+n2}s9mKQl1q3T*oq_kbw|QL2_xE}6Y4INqYHj-; zZ9;w&B=#-}m(7R!>mkO8nv;X~uQPY(_h&XlwA*ry)+0Kv;ScF4h&KA(t=~8CZnCRw zaiRa3_5pHCJ7#l+Fdl7Gs%OX!`;PLjzjPplx*m>%qb2KtBLodow%+j6hR9+s_gQ=S zR+FE^mb8;C9%!W@?^|U zin5C4r?gq`GbDL@{)lOQy`_{#64^Jwn}{3lUOaqC-mgKUx%!b2(%egsU1Xk06wAy5 z46PI2HFl+w;FzCTcMBgGcVyO`{9ke`?D40R=toQeu0j`eJt7-y^p}OO+-?noIbf30 z1L$B678JqNb82-+Yto7kaxetTBm}4nurExF0pzHbURv zWe~Iu8U;}>zm5$3`7loN6v|>N?OG-MjT|&ZJc)qJO<}r@3DRogw96Sh=O4sEE5+Y+ zRw(kxWTf*fw2bqt(s1W9m(h>Io4E(BkY+EW)Kn$@@aF5on(!YMkL_B zM&!%`5lYY2^HR&eIrPPOuox?G+1=?BE9M5b@)0kqt1#3K$jN-jw_$ksSkp{p37dxFzo9nWR70W}*ZwnWH0 zdsxgg5Nt5$e+MPehQVu{1~1H0&@nDDPq2RgPAB8| zQRj`rvzLR9R2h4P=q6C$=-l3E@U*VyCy%0@oKDlEEajy~M{QStG9pYG`2+)vRJ%Lr zu>kfxyZ*RJE3-2+c zQ(O;1p#WbE7eYyX!w0!@eD&z^zBmo|Bo;ir1kg3%HOO`<0)g%@hj-{Dh;0=@cgSx* z(RV6Vz!)}YLnn`**$9-FNEUeRNiEb&rPBs8>y5ZHgS(s4u~5cjaM_|y=OI8+_8O1x z*+YP3^Gfh8f;a{Hm1G;Zi!34tFcx`W-@qDW*xunnvf)odh_gv=*&?s#fS01I(m8be zHdqv7;cozbQm^jNG+&f+n_PpKvjbxYsp=k-btaYvJpw{abxOd0DU@-7_5u|4RgAiS zDz8N1lr*Ob)Izm}q)F2=uBq?=LKky%8S+W1U}*GJJ|N=YO*<8cq6`-V(f~`0)zCxX zR32eOc_?CRc0lccL{Q0O4Zug-0S0`Jh?LOq3W!fe8XDMz1qcH?V_}Ztm3G8The})k z9{B7|W13J`C~hm?E*IaX))|;=pK3$74XW9o9-`mExWOksLa!yq!Bf#g=*nwZkIKQp zcOH856A|+#>w4ab-LiMyl&7aO^O|*5={i(Ch>ewtF^sU`X~Vq7s22S1Due8$rj|^0 zs4UT8I#~>)H`8>K>=Nat@cNfAJ|HO2^55F&R7?7maHf)WlI(QDWs# zScMX%QF#6Pvg_B0j^M?d$(o@RhF#KCwi(wyC)!xk$j)!_UP}NO`(c9`IZ zDui{{3O{9P(g{PbDgj@s8WyT(NJ1h`C1#0w-(7XVT9_zRvc%y;#Hwj%M(w<6=UqR| z1PepAIT2BI_1Fjf8jWH!TF|-uLXz5drur#Uw-O8jTgDz!i>S4OopU^Pv52dkK@vj>4 zrnA%tDPm_K=t|@2BKvDWa9R{t@^%2wjnsACf01f4P@SC> z-#wVUwg4<$sgis~Xodtq(}VVL<6lmVmEoq25S)jSWlp=w4jriAxP{fakjn}^72Apn z(c=;wLYi1@UCgr645f6I+VZsIG=&ONu9NJ4R*PyjwMCWXMNSQp1o0BZaE4oNWj^@z z^{E`O5S*Zl0_iU8j;A84U}9ybXjrSP3(k!c@yR$}eEkfoDnq#9cDjM+x0@kXv5$V_&QU^s+X{;!2p?!iCndiDfKMJk<;hgI|m5iSWd(KU{~lQP8da>c=C zWz_UTT-OL*6YtZnJQmjLg@Nh^x~+Y| zG{}vb<^-SC+7pSxJWav$&-*M_)3D>l=fo#)Sf&WZRuVV@)9ZN9PAZYz1=b%PQ(O_F zhrZ~7yANT|I_O&Em_|R$7S?bqS}x;U_lZ>GIRRd)wxr&;BjKL-S%FvUjJKp`hQ9VXJKah??v%{#Bf{=l%Ct#vquo4u>)Kz zI1E@5_@k3yATKD#I|0X{bhbSWc ztQP_Q%v=0G*Y50}8h>?F)(pCpH=<@yQBx3Q;ix~qjtd+UW>W31jGg~Uq(%6l%D?CS z>q&TfC6stS+4}T10YQGHa1n7aR$zY>xUy$ZJ{HoQhu??^EUNm=W69{%9UEE3>4e)MH30b+TJjCF zEgA3(S5;C;g)A{l7%X+Y2$DtgN{^;3CzH(k?kDxCb84?ldrT)>u46XAwpYXti)=3j z8?dZyVgiYHl1AKsT&{yi&*$~wJ>e%JT;-pyTTOO<#<&&NNg51gWO6Z0+dD1GiLGX! z@J4^s5xB#5PXSe(P!a|z!L|dnBu@>aGDDJ99Vwa<>HR>&`TJW7zbzFBV`MR-Un}xH z=ahPe#ZCJ(=qn3OC?QehScceTY-{1% z;cDx2(LRiM#2uI-f+YG;dp>;mapZk~%5tqtsu-S1&NP4OgEn2iO#KQTFE? zIWQjtb*SB`(lfkfC^9I?KLyZ#&>bt|5u@e=8KazGV)b%)kz&m2AI7%V)V4M)ra)Ep zkReod;DrvgQ7ol5SJxGhT*zryGj1YBTMWQ|9j~cnY0!r>eoHW_@N}z*L7w@q;{7gC z+8%e!DcwG;Ikl@mPagz(WCYTO{eqBSR(CO8W6J(XA8 z8%QnF1#Nk&F2VWA*KKBp)H=__EN8Xs@zg6}|Hw8gJQsX3m<$C=840wHn@mLjO~sA4TD>?PDowgaJ9y1qe+a$Wt)yJ@#t1gs!xW&HF*?)1h_* z7{eQ`Tegjo;<*;(;BFzI>ztlGJtbW>)57{QWl*&x*FmVl`)F zxAIB+!y(Z{qtTh#rCFXPdlr8Qvz&;`)UV+?opRHTW>#LOlr0k|JsJUiNW`U%(xob! z*>PffW+w(8=^SZ|m)+8gORD-cBX^Q**@Z*mB&3kid8Hse^JP(>l(Q(jN;{-af>Hy+5qJk4MRX^so{?D2C@UgJJ3Q57EeLx~0QX(RwYobUpvN7to zR5s=r1$g8LsNoUJuq;S9PS~@kupK(pB3MGb3tK2G8m}HRqVRY(DZat3w7sgios(%!4F?W-nwhG!vn!SoLcUAwH-R=(uZ=ivj!$Mz$?;_&gGy$X-Zh+g0F69edCzg5b_J*qY-D0XiV_&rz;(bV0dx1mNU{ zP1aDjtQM>vju;rxy%2kG&s+iJXzwqKCbE-Z%)TBEXhXZSjp5pa$GNXJD^8dEt+VRo z1uLw4a2bJTh$wLtr7Q?uMc0ss6JnY~1|(YTYGx-P4nSsJN+@=%%CHF%jIfsCn&5jh z8;335_iFy6etqF6)pYc@(!Q`T0j5xD2d>q}4qB|)+(7f%Dj1Qm%Dvi4{eY$q+1D@E zo~ZDOO;)%=3{f%DtT<ESUO!8YJ-JO{?yD@1(3$O zq%k2$h;IS}&P9NeSbp+0@tNC0@O!;==;R=Paq)$F3T?j$TCB-t7s0YOjU*o$Dn;xj zO)RuKE9vYx$+=U0v3?ZyagUzsRe*>=rw0_yaM4}1eYb{Knf>06$1coIv!twHP9?Dvb+ zmyll@i7N?*C|d=PK@l}w$}Eo>^)l39g5o+Km_D4@qUW8p_`BzNt~J*iieDhh%B2_3 z!Jf>kGlm$pDMHC_F0gJqlY z_GKVT`b&#ZDyq~Kbox8-1r!c_QMk`h-v0bOdIk`e+6RS$G{ZvUwE#6DpY44rWM=e~ z$&TydR(r2J(oo`zn4{~3ar++Z7{#=fAfC*VQDLpZaHbYm3m^8Y`jA?Z8qosmJj=ie z8izS4R^&=@y>TAKd+1OaEuyW^Q42&?{zMY~3PoHhqV+;lRU&sugK7GK|Hs%n1&0T=-|Oa!mErvcL@0Kx};}?7Cb| z6}{7MC_inVYHcx=UDH@AmI;QiZ1kiy35GO}V*n%^eI|6LN#8?9%5O#@)SBK`y^spR z3z+-v%0j~#K^L?bL!%Z==rC6LE4jiOFGwsdy}Qi(=OYyo63J=hs&&-tkp4Disj>zG zGGw+|OuKIemyqlcXX=PQHM3q(4Bw$rdOlJ}foGQG6v(}Ees@g-m%$pAW!KL|DM~9M z5Q>iIT4fRJ-8OYl?=k*_CGIK}3Q-IdPr?i&ToIF#2dL_7(0QU2TsmzVfTRuVJK?gO zm8lu;P|^9(pZ#ITlMqN>_7j-ZK@lM5&3zK%Ozsyzq%3Bph}uQPpw~`rcCmN#PrT29 zt|Z>lUNv4kTTFz}+q9bkLj2^L(Ac&!?0Jp`Dw~C5zHv}*Q2p{RLxCz`QG0n?3t4o8 z>=0v%Z!feQH%>{+Knoru4e6=WIZpjFpQ7YBk97a^2&r=gxI%_TX}(%6{KxsyI-02j zj`ok+h?lX!_nPvW>5AhBuT0O){m*a1ILc^Rm^YbdhPTFjS|h~8{VAW3$H%ufgtvzt5dkuJ^HXj&&9FB$@MYARXm|7-5*!G zkhH9gBM0|$8V*LrCA0WueUcm1XQqi##Sq49R=tytPmaEBCF<)Q=^fJS?1KB@UyUTK zUDEE>8YoDDvb2hrTmCp3N8l5?iG?u#H?4ow(k^;V=50reH(@@mbVuLY2rySHIbL(m z#}2TK2<7X;u#|7xph)LBiQl&j;FUGRrTq>VYi1-0FAQO~FUxSmno_nOq{tnF*ut&{ z+~j6P0*a3WnV{HV9+ak6nS4{l}k)|4A*mu$h6A{ zcFRTgZFSZf*UUzS>par<-+j6gyILfT-*wfmZ`|+*0;Mf|y|ncB;+mK-9ZsP%rAIRp zZ{YWszelt)4atj+h>C+qvEhnLRO#VhrWz%&o<>{sr5AIYmpUmtb`<&{!DT%c6(;MxT+pG@UW--qvYINg`V@Q^G z2hf+;!QsCNJ`DdeD=-TK>;KhP!o#cRvG=ank$GA|CU8 zeJl8sy#X`fFo;Br12mcprA+sD^YY)O8a}}b@6XKh4#h^K#T8l!2K<4XSSypX6I;%; z@S&_a2?_N5*kAZQ>Z#K%x$mx(s+|P4A6e@EIFdkI1LJg=Y8@baDd%)0pp)sVni-_A@EBevewv?mx*;`RKlZCXvWKEtUp?7QMhM zgZK<+k{;blu^i{o0XEhOPjy@L&0O?QKE5U$dn^_X31*{xPcC(t31MxBUlO% z3osrIL_9M^Cz#p=Jphzkp;_Kyk?VbfG7+sLVs?1b=&6vu?A`36W2 zhbcpp5=5=ZmL1V@NX)5~><4uSBUzuc-jd&k1k*I#qmK&RQi5o9WyeU-RcIoe!*j)j1?A?4f*;drn0>7sPNedEr}$Pbd*eL^Qc!^GIdv#%>Ni$*F`0JYlA!+#{Ag{J*^un54zmlScuNhV{p6H|1O-C2 zdR~AyR&b?q3vNL0j{yFMbBHgbD~yH}e%|IEGfD%J!f&$I4yNQISxVi%9S^hx=BY|TjaHACp10Ueshqnjiee-u&T zvn5B-ny>DE*mPW)^t7W)pWY^Hhl)7fC%2y4>-78u$oFI|w>D7RKvo?ldc&_Xk3hUo zCO;s~V@53r$fQ-a2J^%=4uJdmC+d0Xrd={gS}E>|T8kjXWT49BX~{-Fz8_B}G=;1n z6+?&AE8cqO=CX3p{`_ND+zta-gW!|+;mFKrKLJztcT>_HCmtMD8341 zE(4i(A!OCy9?i+|Z|*V=WR2(bc>$QUw8KR#~_H&R6^QU z?Q!TSk&a^992ROY)q+q@L@MQx;damJVuchu!WR6o$C7th^`B>(O~`dHhQ(M71Dto% zl7eCamI1)3CsBUQ!CdT4RJwT=t5+BJGM$x7eJv^Gy}#^HQG=v$8!W!;YVAH2L8^GF zJQ-VXS z$vWxUKtWNwcz9wH%{iG<^OA8l%wntR9AFf!qK7xHy0!|nTFuRKzu&f{RZt^p1f>;|mJ2CMjxj+g+NQiK@@(URs&#G-Y5o~y=K6T?$K8_AZ7eGo;r-(xU zfp!q#-5*?^$k!~5tTZg?byHPMm0M?<0|PI}He97L6I*)&Ucn0mPgDRmm6LTWp3#yq z7=5LD{TZp`IZPM`k|7IRboIO}V*))qwqh)w6yNIWEW}(!A{Nyf(dUqGjJehE(&Zqv z^sbAAm(IG2kbuB?4qijA-@$6yI9cd39-XcE)iFfVy*|o{v?&JK0`cT(T-qh@6mg;<%>jTGqaC72gjgmsaVfuoGse7Je zWxb7VNXW>Oqp6}jf7h&ly+ceWs7tAps^Cxv#>CCfEM0hiM!6K~Dg9-k8LOvi>r|-b zBtK!R*8=`{)$vLET2|_Kqy|ccWP=7lQMTtH{;exS@`ZMrm442>3^MHLNsJ}CqT^K% z2tVQ+v6S&FbwKGZcA919ufy5hCYRxLtFtE+L3Kk)U%OJCmYId}cCj3Rv4ogRMybfq zECS(|?+Y^s_u4r6%g0`|2E=`mZ zMhgp2&1=8jcgs#Z;MBJh9E6eSJPK5|)B+NT77;$9MMA=BqB?Lkp(L}>YB1+y^}MsWlpUr|MC(DxrUQixoOil`OR zj<#GTWq4E9D0L{)evRQxne=?pp&WyTcNt9opwQY-%bMDE1~3~i_ON-_71I8?n}e6) zgi>9n!GCY9>Y^qk!Uyb(-!~L3?c3!*ueo>jR?bK*()4X<*G;!Im`F+mXkLw)*2`-!cuaCorn8B~-hx6*m~@;mY#WGS=D16#cRp5yZhI zCaTzMFYunyXG ze`ea3&aV>-0caH}X3+_#aOanPDVc>UtRs#h^@+tKiBh5o#39A9zELK>t# zTMUF;ZQv5n?B~|mQiV#Il3)HPi<6!1{I#fh`k_tsn zD-}H-9#SPMqou8RF_aY)sP1WRwy^j-RHVV&U)9!zdNK9_HF45IpUFQWl;2<5)y(X= zK64~t8pD?s@9|X6YalbPDG6>Kv;hmMNLz zgL|>cd3LIJ5lki4R>n(qhr@FL2jU!PX6Pyl3Px>R8;FgYF}wbA@&nq9%KP6%K<58R zHH(RXjq(49fVDXPiGb%${skR${X;`tK!6+=yyrAUIL1VdaPQyB3DmYbJa%Zj zXA`L>9!xqr#x&HcqnR4L)P@K5a@4YeKi(c+ptZXLS4zG;R<%!D(3|^uMfY{6Q+&HN z0DfJ^6LeDoTBa@9aDt%iW$36NN!zr89;PKazFxYqQ=d}x=$<8Ed{FrHv^={4`y2SY z)O+7L=G$)R0CGEvG2twSI(E zxW-vXpjby87|f*7ncw-u$bbBG8I7Rx#1f0WWj_%+oD%aL)9UWNJT(zYt*wqDe^+ z=Yd?Msn#er`p%5N*XlU#XD&NXA_2$UKkvfQ1Q)-sXBLqY`wZLlz^*VD;VaO+wjrVFVK)_ zm9?oqp>nVNMWri7OUVYS)H>w7>{x(Tg^%`@SSa3Hxi!-bZlzLB(8!XzNBq01?{03# z*D-=#Axt@luQHfjg>)>RSvX(_(3v5wQ~CKL>;Djbdvnz+(gSzd=DTG6Rb(x79(rDi zDOQkva|!%|w>aC6t^w4Da49_45F0I52DgA;4nk7Lwzsb_m7OTFvJYaF6!;hKtXfhq z98rd^t?;@P`MNkC0f<@p9NZR5ZQuEW`wtcj<;^nO8nw}=45R7Jad|~?K!rU$M`>xk zFAd+fgY-6p3%=HHXJ{oNRL3r_SZ&3@x4<^b!A39!k9mByM~;a?J+-a&V+AM?XvWE? zZ}&(Ec?nxI{Jmak8e+OQ?w9k6<$vyK~tob zWEuOyt4KXZYe3;HoE39T$2lJCr$eR(4Qag)yHxPtXw3FZ4=wr*o}$w5R^3YQWNeCs zS9hedqmOU?=E@_p3I4?EO!cLFdZ%hrfi-(WE)zkP&H`p>9v-q0K_f0wQC^L1+T!Tj z?!{Z@7ZTMACm-Ebr3=3QaSJ)gpP?~+Pp3w6n21YezpaA#+x zLW=7sHs{C0OL7t{kMauV=<0{s4BTbtTYZ`#QF68eZu*=AICfHz2XNFm=g^72DHe$& z^Nblk0c9%Gow#AEooJ{dU>k@Nx&!m7DCgpJ?(7GfV0 z;8<@eek&}83`|_UmV7PDD#g%VD$TA`T+(!vImmV4xZ3WKWXa+ZmS;UWOe?m`W?TrB z&CS&<=@{l}Wi8_i=-Z?IksCoiOR3Tk7nueN;v;InznDToC#{9K6uUQlzYE-d<})^b z=k)W;yTe(mey5pz?yY{X$R-PWJQ+JF%R9J%6zvOID~r((iI2zY5OJT;@2F^?bWk|k z%+rsm{`;dk>6$Jnv#NK%;dZi9lHyOIde=9E^5q9?C--?c`56dMlu> zXuc__`x#dKBbZEWB5W*L>P5H`QZl`-Z9qtUATd(zMgJTfOKZi?{D1F~A|d@3SoZIYeq>^!U+GRap?lO{OAh zf(dHR+mKygw`SycCV1@+2nE#;41EdU(yqn4S_L=)jy%I6h>z%Ej4=^%0>YS6+=@Go z%H&pU7A$##SP7bHS_nkLo`+6(l|MOX2=q-k>DHoZ4X8LY)hmHAfWTa1eTk<<21F!s zl>fxEdyRI^1Ej*lfz9bC-R|p;vU1=&cOnkr8V`vB2J(9V>7r9Xyy=DUH=ki|WZdsq zi@XSl&(OxaE^ZxDL{`q#d8?B$o_Q&{J&G7#7&Lg~3ZV#H#?RmsK}nfgjCeW~9I=H$ zOrQ=&4a(6fq`@on+-7y8bS~ghMVg^I&QoIbl^TUY=x8dEQx%(;YwxluDGEO4Zb7AB`O2t82jXrboOQ=k&ENf-e#73R0*GK)(IN}{ej>KpGO z^)@=fqYkOl)+7m+lki5Ax$ZEc!@~}0wy!6f7WCWEAWfGqhw=uXv?}vGyM{x;Idnbi zr`p&iBOgAT$Q&(dXtTv%jSVXko^RjO%lJ0o&YA)zr+Zuu_XWq;5~SgiA<71lXGIZ+ zyhrAb8gk@-oRBs4cErgLbr*LT>B$7Ta;D`@ff8^!5KgYq(2)sK7kc#x4&U@&5ZcOV zwF*c7l~MWxqKVN;o;5me4mPblOmq9zxgW7`!pDw6%InnF--45&0KS#bJDUF}P+hK7 zOLW_sPdRC|Nms0pv)XYV<>9f?vNU>_X_H#;Y}vs)hAocG3jIKxV(7KzT&JT?)Nju? zJtbU8TZ9AdcuAX(no`}g$#?={{RXw(eD)ci+OP&^wO;kNh$`6a$sJP0&Koatin*3D zB>oGhN;a}DM67%x)3x@r<})sr&F0=>M(UMD> z^fW5jZ>z#0L6*4A-tt?%XwfwW>*Urle>>@mv|BT&swHEzW4Jd}Zz=xu(LO})3aro9JIghIH;`%6PMmA^f`jBDtfj6j(raJ|SMUnob*4}Ts{|oX1 zy8^s~LSKjdIt9{0YI>diq|(-Bt6w6WIf1m1bd!L&xWqwE&$ZUkA4L|OzI1<=UHv+i z#f#|erzqskfU+!4>N_STa~b~1BgbHf{hV{RjFGs zWXX8g)<#QD`zJTvK1wH7^&Z_ z;j)oqP4GE^=4o26sLhIrk=ngFMUf#P}EQ#nhl)o|Juo7k4@a2CJ z4Z$H$F&FWcY#t2wmns?E^Y`(0QFH&Vt(qLPkn8gWUD_h#+BcxmX77;W=-770kmWcN zh|s}yU~8TOLb~`E(?@@Dyz8}#-$VU-QkJLbiqg~6Wzs;kgoudEt55mzJ2E7v;4hWg zcES+w14i3U5v3Sa;!R!&}8SWHa}XP?9U26&sEZAXA*w39v|C zwSr&R(e7o}tyw)-PNH@b2Fvxo+u>sKkCNtRlPN;xT)x5SsULv5 z`rme|iLJ4dv!jWD&3~Tk3@xD;82@K<1tyOFXGJm*YxKWvt7Z;*0b)cE2=MyZz=4nT zkLR&Ea)#E!{{wBKMvJ0W^tNo#JbGULMMQeOv@eemS{1bFv9?Tn{mNU>f@?!%y`cWMJ(C+h5+uJ_Ke<_N7 z-Z4?iy`gBcYrFf&;EU~e`uu7u6e6MNhRTW{@miCHB)`8j;MUuwPS{bcUV(%s4N_)BNpfTRjqq>tndqr0Bo z9g23s0fE~*v)9uwJK&Va+p$^)$ZPAtf`OQFS1$+9G+2Tm7?yb+%sP6`${95OWx^h~ zXq?9$FMr7dFc=K%J!d2@=T1#*fbTxs_fJ}e4{i6$Xv^1Bl0pcC6r=`c+DIqb^OI%j zXQ$84`(tWMECu}Sflp7vGqyyN{6_Kc>rZ^sAXo*qhk~eyTR!k9NHXDvv0(s)9TI=F z>xeM&>l=(Vf~1HE);Ti4VW4tF00aY;+o(@*`JYMgLqofIf?`P8<_pGt(Uf;-a+ZE_ zuV9tPgx=j2h630*{-Arc=ow?~?+j+#YxD|c%I7;db2%Rkp{40;fXz&1YKPY1CPH|e zx5W@?V>z^|pT4fZk@fCbqK^k=iM);gFr{RY=I`%ska48XtFW6LHaIXz#)_MvCCEbj z*u6a|5> z+QjK4wAooC?y*;#c47Z8OU(v`%{+4Bf}wNIk`8$)Z4}0c=wtJZws;HWmIIl9|E!6_ zGd#JFn!`5nM?HEAV?>`HQjc%BTl1~am36KBQ>V1MQuuBah~quGDa4y}FR-7t!aayx zHG>A&PIZh1AioJo`v))HF$>Oo^m0StC$#{N+ZfWUiv74U@CJ4hB^O|8v+K!(ugqJi zxCdu2_6~=G^9pw>>y{TZ1d-5&3O?aJ5HD*=8#o1my=bBkUsvrT!A*R}K`4wb>gNIL z6Z8-tN=_C*#SeZ8n5ep=0VY0);bzw%1V%!zzfae+n`31I2Zx=kKeB&yM5tGO@2)L; z36NA;-I2deQR+_1{OFbNS7zrv>vnJievK9?FI6Cs36A5BB5oKNw@TVmEtJ#I6WByVlcZ_my$Gq*}3E*{RpPtIGmpC0T66H{LaJTacc(N zT*Ws%bCBh@Da7NzyVvP)%IbC=uK*4^9oZTNhJpGxXwUQ|{he1qfJc?%t1HW2g)BPg zV<3y+T3)PYFmuStbtF;;mUO3cz+5Erdt9STQ2TmtUN^|Z2|UTb2O8)R{V7tt=aIPc z9Q2h3D!F!YORShsc@oXyrvVC85tWTKKh+VTSD2+`h0VC~BpncuNLUT8>xTG2=fxag zGp3Pde;xwUO7CgudN}@BdcoXgzEq{?nR>?%Y<=rLRqx-|r)pB;J30owVX;Z?Jt3GY zlu#9Q^hH8rbc@lJMU7LAA(*(Fx`H1SkSE>k5tyK3VXFpqnsNk5jr`p)K7!4Aql& zn5rkHLy@0HETO1o9mDmMw0hTnDTgv~=}+nys=JTO=&Lm{gyq#RRtt`>8LR1%pxIwH z^$fJbV)LG&KR%=nZ9k4Wln?tsS_arxuNX#;v|Djwt;ddrbaYeszu=oTeCPpw?F~s< zFJIhNp@tEUoYjegpin9ZaG~D8ksyI+$PeL`CtuUUpjFi&^G9}BqtBDgW>_m)Oh(^=K1_t@z497?N_E;7G#H?oa}(@yBEwLDGS zBMyI~vMu+}tgFf^rrMz1qq*kzT|k;RhJrAq*z-wxS1y#`%{$YG^ww$#SM&N)youl2 z3a9ES3ykiM1F<~Bgo)gXm-<&yH2XtPoHh^Xkk@if^sHX;_IP%<FWG^G#hjmY7RSO*b`q!qN+mj_ltwf7}Kn!3@L%p(I=`RvqG#mtpZawtdyIh#r{VIp1|zdrk!+ z*A2g5F`GN5d8RhvYAIZc5){AX#Edv*8Y1cy;zV}4BdqK(wx}P4jI<&B(o$01BLzrV(nFl}-7YG{~ z6ZJ4~eG#Vc%y=ZB$wL?!5wwUfgrbs!b@Pn2_F=3JkZNKcN z(d<2D^avlExCZG;7q(2%`WJYf6e(IfU0zZ3Bz%XUAzzRK&pDDq>G=3iF>xktgjvgw zx;gVZ0+y{^!`)5_b>63f19#u~dpIQE)MMO{ZPR>Gz`;(-lC^D1vG#_eI#uSS%iq66 zS7YSi72#>{;-j5IKZ!Ad4(Sky3Inz{A9HyDfN^*k&l$tHdF9;cm|B7taJ)2#n`y)S zmRj6eYkGN5Eh~e$8MYzv-1I%jYPCD(qfNz`&yU?gf_W5v91$YqQv4it_Z%M(=4@1yEW}Tw94wwON?EmfO(B zY^#&thJlQwdV-MhWXbrLhT(qwayg#1Mz&cl*Q}s-b?o7?3OZDgu46@(f=fJl$g>Tb z1$cgzDuQ6!ddkE2M~y|_N|)Bp8z^yjwG}^azM^e1%l`oli{lS4N&(c{1*0`a?kXQF zQuLNO*R5kLUy;Jvm@Kc!3l(j~AI2{7f#T>`G9gfJrY?&NzHj(YI1Z2hE{y%pWIh~B z|F_HsXX5|7H}bzn01*dyE9K{h6NSsfK)1%ZX(^#cJ zy*ftQS7UhaK(B!v^5@~?8JW8$q!0gTPwO$8_vgd+{q}BKSuSJ=+T-Cu&QsKmmms|j zYCf9Y;m33bVzw6CUR-t*viHXYge1d>u+0Q;H!RKj`vpNYXn6envjJ;)sDKXkGREu) z6ATC}%9qBuq>z@rMeqiMA18UqzRgSa?joM%Wm(X(og>R`tP&Hy%Tw{>j$8^kkv+6S+A#PB_`Z&DT`U^%9( zE!I5!z=c2kv@&^fsM;X(Ss6VS<3H_uSzd`WGRoH=J08A~iJ^b3r9$Lr*?Mvi@YCQu zx$)z@8OZPj$Ip!!zq1r_PAE-E$V zwMpq(hs{_CH^>svXxLoncAL{vw&R`6g2vLO!Iu`v({H5LiYy9&w`NPG8A_$B^=6IE zN97jHjpbCKXN6dcjcH??ISJmD3I}G&tPOoy*7b$_tC0}AOP1{62t0W$+oR+A zg65r_|DgH$X1`DYnTM%=j5ZdGJX|3r)KuHLF;nlE`Z0ylqdI_UZq{P1&f5143qBeK zZ{a(L5MS3%25Eu*dHZ)zX0q{hqx7?NzjQEY_aiGEnxn=}VjurDPI8@uB^@XS3NRid z8310ze2y`|l2pGfW3x$6W}<+{>T{2Zb&m|h@>_ou>z@p=fvFU2{X<@!kJwec&wWS+ zMIGKEfN&QG?iC{r8P!=m-kb^Ld0dvg#(*ePI*+O_I(cjlI;YC`-JV0Uh2~tQ6x97F|=|k!Z%)~*T@Hwdd^KDf`;Z|sWa`6N<>YOEUoxW z@>}aypTHYMWEqte(|3Oku!1&h5JT%`j`;j6ib=z%ULfeCZVtVN6&p80I;$HyTQK}^ zyl^3}y?%B`#hM14!&Xs*?JJGTE*l7r!Lvj}3i*iC#?!KGzx7}yp-zvj9!niwFzLi+ zrwsKN-Wz-ZVS}1yRnWtH4O`HIxm3q>@pPYHOq;C#u8IWM8;N#LxX=~!Xz<(%oHwF> zn+=J0wCq<7wu>}>|8=GeH7}$0(smepAGe-jPcYNH;kF?Nwtg- zBZ*RrrVb~a-zevp{6tir;7&toWvwm3KrC3uNdc2av@F4O&+3ypTx#A-8mjR|IX#G~ z6E*g=^EZGGODysbu?bd$t&~^On}R`n%sz%zz>0PZ@=o)``Y41yB@La`G9mZoRbcM@KgF19pR?H=@Ia|K&>d> zg1Z?uppv|_$R2Opyuc|@cs~j|)(}EF{c(fOW*oXra>{@wSyqo6W&s|g(JHfO9}Hw5 z9AN|s{T;WysCaY^*E~O|sYZ~pZd6ognC&(|GBbHT#Nv*8S^6VxiTD)H z*0-4t>ab&C88EIZ!4q7N5zDz2`iJBs#+i|*Yp$=&Q<>?cx#9~`7?GTE>P?2{4+da{ zd_@riJtest{-DmzZ&qjS2UWz+B07vr)L>iyyV~UxM;RE(Nq! z^JB2_&>bMJreeeQy{|{5kRPM}3SG}l0c4IR|C8GPGYW*Cwk4$R$TBLcbqJVES~WVm zgRcHP0&)WuIe@%VITe|s^F@Fp>=7J9yOt13-R-ib`PBb$t|xN&^cS{MB|WAFPmfnH z3sdT7w{s8fPxV|?a~guzK%;L(aJV({Hx}Wd^-xN*_Rh`U<$p7b*AMGDCKP~M41ZmC zwSvX*|0-&HV=$$>2x28JUUuybxTi+EtS$6c7H8>5jr0E*z!JzMo!0OF!M^Z;{Fqd&za8z5BmD&cI*29Svx-V>Y2cI{i{qzAvNx;NLLMNW)^uUrm8`Kv~wsOyoa<`+L#y~-JY zMy#p$k>QTf!or*Tf<$a|VNc!t)4z%taZ{%<23qqZU)coc>wWABr6`G<^#g{Y_lHf# zZo!c{bWoxdrW&h^mxY3=ryH}Z!4A5_Kv|vmMf=my^?%OD63`4BEgs|p9;1(N>8EUl zKy}-h&Hkl^-Eu>hEiu?;ax#O|6(I6LD5*SajAWr>T9!z+(|H*>73L|>xobM}qOu|{zMinz3G z$1dO6CAM$)3AvA2rL1H=-3^^H+tGyQn%-rvp+iRjRSstmy!I=V+o|EBk$=tf)17z8JO)HSmWZw>CN?dcq^!tj(adbNiVtzLkhDd^w-G9A~d^GdbcYTYgziA%<%%yj0(tj?=1- zdXQF^fkSF^n}(wbSNf80Oh0fbbt3LY%6%d}Ks$KF=;s%#HG{+UiTtnXH1vUvj2>5a z{lue(7bLYsetQiEpPS1nxr!qNihv^;>Z&mfb+a+9#0`kzDDQ)sWbVB8t1x*FDuJ1Y z6@YvfcNrWRX98^?K7SyjY@8H8qF4oEqF6+F<&xe0R2)7s}mKM+p&b+RO*f_ZZU z`SU~=qC;R2c9qO7jbL?Nw!X)WV@Tw{f|bj`wJf$a+>KF*s*L~}7<)h$D_4+K_*>bY zNsXiRhDe*l#iF%#F2+V&oR(y%+HAM0YNENTwmW^dm1{2j!(ERGa%9_g!0D?(y9{;@ zM$J8{p~u~?(uq3UJE0Ztsm}0d6^y5g&&8F4D%G*K`3@fb1gy2D_tOa&h?8ZT7Q76| z8m46*Fy#KIl=Exp2XF=H-1@&u=>Idv703V6?EHn%6SX1!!swql{LLHR{tHIm{l8)K z;#f9tt%zJW*v9^ zc=LYW+!NP-o&EHdlhFfieyV5|8Id~tAIv>#m5E<6Y3kL`ayhQVfMTQsQBUPb{9!wC zrG0I(=%-}&6D#L8OB+H=$TnI7$*JkLiGfd2jBw{5re&E5Y3nKxw2+a(A`HvTrs=A7 zLC7bXPOCee&mvnD*VQl8WU3G?GgyBx(>3c2IaS#&B)>ypoD)SMXX_9ip?NhLXZ-e&teBz4A zE<^_p+xO2$643~fNWCa?Bb{;MN{Mcz0Iz|b=lOV3dN~a(zgfN+^paeT2Ij_qfBA-E z%xxMuW#zHbJ%p@8o8t*F_VUGjrj}%utPb^VW{1k$FE2`^**D$?w}np~B6$!fm)-@F z9%orD4c2biiW4PXGQJDg4Bt;fP>5ygS9!wtK33lgLq&Z`Q)EAO!NN^LB-^%Kzu6Tb*%}(U(Rvu zPaF1kKJmibkLw;x*9D};XPVkGCySER+M^+TE_(*%=983^Xy_HEJUSIvQVUTX13!!_ z9}41Jcywyr$*aM?6nBB$g@=g;4YJg&9;s;8z*}}3LIhOlc|U9WVXkERuy`(mL{mXU zV|v{-r%vVQth~IMuI1p|L}hB5;O?=oIkn`Ajuq@y!3h<&n3h0- zd-~EHN$+YI;iJC{ybFC*zmKFBLg10Ct|84jOW0eDa*jI4`ZU1;iz9q+!Ek3j#%94% z+6VLz_G3obJ{1DNJVBFb<`_7*$t|Q*3jR5hoQ*9%UFKXrSJ#5#_fDNe(4(T|Pg%Q+Ug;O+?|(ueSvXH#`U`NP!(};zRclx66#SHpuf`yeV6WQnI3}8{r?F2s;D@& zXj=loB{)Gs2<~o;2Djku(!t#wg1dWg5*z}JySoQ>hsGhe^O|#V?zRK}AT&s2s0#GdQMuGgJ$?3*@9Ks0gCaf_Rvcjp{Fitov`HquDqk23PX=eOMQMqMtspFq_^-5u|=t`VCW^a)%0MqTY#zpV}%dd!3@h z>JH#_N@Hf*Y&eQ%PBu60=aMh)%w1?PXSMyBNo15F8;R+HYQZp33~D+k29a=Jx=&`D zkKXOXvaPP#p&4yj7C=@@@aT;kT6Pp(E+FEgFdyXFu|^xJ&8|NyB?69luhI{gJeZ8n zsJ85$)r*pSxWLRO-U^mq{X}4;l}?%$JUO$QYjl-OSUHCKvo~es{u^7}+7^cJktA zLGOviD(0$@D;ciE#zTcP`+xV_=~23XB0c|X5Oo-9vWD^<#pBHb#fNIW1GJs|F$MKX zeG9)QCAOm!cdYF>;YacOf(7J3)*XKJd`@yV3L(5Oq+IL!FNYlgwPqk8$Wa#y^w|y% zH#|;j2IWva5(Dz3`LERv##Zmp_`~@d*}5KVcKk?sI}I8r15`0^U35&%sxO|h!W@?%Y%us>dSHgaCH*|i$gmVl^W1siENRlgp{j!fvtr%jcpMngY*!bNWtyJ zKo#G%aQR&lgNm~^>B^fPB-h$42|`#bn&$M%m11XyS1$R{o1|I-hY>Wv=~Lh=B+8%_ zsW8v=^Vgp_l!tqbKbf3bgmfMVNp99Ux4UX-GM$^AwtI1)(RoeI9?sx8w&|!1qhvDc ztuRWJOJ@oG47dnzRu;lHX8Lb@?OBb=WK#=5j=c+=8ts_eJV>`Mi7Y|K8(hR_jz>S) zELjX);baI+ydBw(h8(}};%qjB>q_-Hl&KIb&KY5&6&SgU6`@Y3AWTfR5x*&=VBnMf z!z|c*{{Db6Dak_qtd}+RoBvgVP+T{dxiQA0)nJw)9l_Ard&tOh<5G@W^OCILzFR1Z z>-?v$R`r>j#b{sw3C46%?-3$Ty(12E; z3DL@SS+ZeKve#ybX?9!!7+m_3WV%H^p@;Cz#COD>`aFj`XsxOC0@W_E?$XE?3AWvF z;vJvzq&*RL!N+EPDXp3UwhZ-T4R-d~a!+Gg2BFTKd#WoYA$W6E?i?PtEk@s}e|wEs zeT-W7?lBp+s*W~U+`C9*N8x>%1oK~27XW6-p7zlt+0s?l)aQKcDKJlK2od)+2HHA* zbHwg9&`K9S`d17e?&yeg*bW`BYK1xR|Li(kUYWC&6)e4BB`5-yd9Htj`?ZTB#{I#` zVoqJr$8t7qflyo8U8lJ#FW)S%Z#;edcMS*15uP`mx;D5W3XUOd(SOJy(4*Ar!Jrk3 zR))3R{KrNs?TI~Lzwgjno)FdFQb+SmVp+pF+#Jr(Tn)Ek%T-eW8eP6rnyOI>e#JKB zmhOR>xn^tyY|8a$P5lusx6Ga5)_uz*&lTFuhwz*zXJN!LT3U06vnY@EPa&?0ZiJN<`ZAs|Be5}=0c1VWZAOHo!+*pSEWvY} zt`gta3EWQzD`)>iGO@NgS5n$pEDueMc!_&;A{WAzbc`ybAaBF~0NZftG4`THU zsCP(H6yS%?%N}4mQTod7uEN!k;JCvsVYhhsXT=69>W{3_#;f{8#dGW6xtphsFQ}Hb zCGly^E&mj_2(3vi+18h?;kM-XsPUxctgIs8y5$Q5K#!cEjXNkm#|gk;Vv^_5*2{Xf!I`^6!sONa)6Byanh6<{G>b+re{2&bWPloq)-kBaD=4qs6$jN1+tFe(a z3NeX>4{?_zk}3$^QxaNuIdge94=D?-KNl}8O;*mbUTzk?YIo$EHm6BYqV&mC{MpVi zOrDhF+A*ji;t~;(7pYVUCDm>9sG@tz8x1t zPjI3yzFNB@d`aNG+p)6k7MA6R0d9a!`stie)AZHi%LN_M8$57&?9@dFtrS9;SMF|4 z5T2uM*OQkMGZhoG7l#0^XN>awaj0%`nS45SB(klq;(Ez;KstOk4%XCuW3arKYxkF+ zLSl8wIn7}v*43{HR_ODa_t!CaFl_d(&v!?&eAKQ~9r z*!CJ^cmSX8qG>eiZxs=CR4yDg=i?5L4d#?Q?h3V4%ra!u=mqaLXPeaEhC4*k3kJL# zZAxcnp9y4IX|D=(VTa&_b!f~xrwwOyg&1{>enzLXevc%b?4P+c!p z%8l#sOrboCtP`B#;Ez=fn(iL%gko~%G1Go`QQNF4>iD{!1hza)mD_q@dV$}bB`E)Y zP3MgN>n+F_WmVi#gC(NkW)Oj)aZri?NNVlNkvs2Y{1F-2C-ROyX9M zuZbE1ZND1-uZK4?GLv0ZloxPA##^~s72?su6DKUql%OS1TP5QdX;~1_r8{DwNI6AS z>_ipg3J_SS*T4M`i35>_2fa}Q9lpgEowm2bCQO$4T8_Wg;(j`szV`9P$1=Nhe8u$C zd$tKG_Avmq>x%~BH8w%2u<@jJi;Yak!~u;bXK@!9q=)m9V$vn?{t03Q#GaNEe*MhOgXk_!IZXS)r; z_mYF?P4UZ&yN=3Vtr&pu)U5stTkcTnl7sqZlS~>T<52D*k_o7&xCt0SRHTcIxrfb-mSwx3sHx@wKrf{_s5QXBT9mY{jE0V zeWHK40aX#4a}EZ30H@u1CqLjiJ2yO|->|{ka6%J@)!-UhjMm1f#P*QDa3S{tA>7 zrZr^9jh_(bmT8c26C%gF3YF`z%lp<4tRclG$|p}m(MF*tX+q9P<469<`qMF0Cg}=k zD@nqj_}6z1e41ZYg>5LaKdn)d7Xqo|dy^214GKX|f+RdqoepaKwauXczyhux9Drtb~i6xmP=r+%O| zr3R`5mdG0`H%>cGiyvqnaHEQ_6~Im?ndjHong!I*;Dm=~O4mqdNkg|^k+tTdT~a4dbOBs+IxCxy1v-8cx~#l zd8&D!<+jDqZ|>4RPH5KA!$c<;@qiHU@@yc-C_5Ruy4lGT(L~1V&}7LZ&yOpW z^k2uhnI)|v4}sS|(Nz0oC331oz(2=;!ARW+abrbaFIftlIGmrHDVnaD0-D%7`aBdp zf;^5rZY~k;>7U4-KHRt7E5q@?eS(99D~GE`{S!>zjoqyq{1jXf6&Ym|$@$(HpPyBY z4UKt>%Z8)PQkc`8OVec1z+n^{IK(Q;wqotEfWleLCBst6LdY62`e6iiw|O*#VFFhU zS2zMLg76FGR6<&}m2tGzBtrlLGD9@x0cV`|f1zXWuh%Ch)q)ZW=P_Z$%LBVZtR)Nt~52g`5J z>>s#@J|v*ENv5kXuREaJg=hD2cA-=A$ZP%%53fMxyG+FJ5BI){+Y174RO3OTgU+FD zz70yfXnm`VlB=$3v}eEr%scOQSrQ5TfrZ7UC19a(Q@vR|(h9VSIV;m^>1!I>o~7~T z9?yx8O{^W|W5+f1aju2>8P}olRokF78s8e<*cZ+h!Z%uPmcQ+OEB@Tyk>uws^fL!m zXh!Ir|ERxMC;ulqNrQpw*yamVFf!OR$baJ7#BuITS7di`koU)E#COOQh`#R)u@upN zw|{Fg81zqutsreB9VR^$O%sK@X5k0U53IcOANu`n{fYgOz;Yw?KE3d%P^=#3e&E)R zt@O=8ynFiPMmxSvfn4s5d(tg2_XtM%S&fXg+gr?DiVO+~%->-wVGLoXfZPnYvCGMC z`L!~I4OSCOrMPpI4qO%Ftit=k+59#+ zWZ9+cYZ`vaR(_b2xKw);NsI!-2i97)3)Yb8k?Qd3pTij`$2y!8NSGYPA`1~!&Asdk z08Z<7P%MMeWdtbEc`Du0P{?^XXuBHj=%{Q>*eBX zuqs*#U8J7pZZJQAtn&R)#*G3`rd)&B+S;B?fZ{eBGYM{u}zsyE<)m{XkV+IRH6sZr`j zam{|W&xX&wUnq?CX!PhP!*>Sba=X%>&gTYQox^KxzEdlGR;9Lu^(n;AA><*%zUjBe zSKUG(o-vitHQuJTy4LWuKYn5z=&S-}k|rsRqYsG%2;6Gw`|}I8JcmzjK2GtgIqK}V zEg*J<Gs5^C%b8ki&#WdEF2G*nnfo_Kg6^wVk09hR zylB0zx<^ghcEyezJ~>!7XK{ILhCd`tskc^SHRIYHPYyiB zZ5%4j*{(`9d}91c=&%nP`3Z|@STdgoiUS!ype@5(1}Ue*~sa2Tin*c`kz0q zdr4TB6ja1C7$HE^SkBPen3|Ev$=Z&=?yCvV!Pbs}4FFk7pN+xX+LRIUFPeY9t6*qq zEaz-(WbAc&V$b4*^AbZ4FkyzMX7dlZA5MUB>bCOVYf*@na4hdxz z$iZJ*S(PB4Svj~MTU`IM#SPhdeKo-AC=pvLTL)!3L*VN$M+oSK9Pzcl2H6MM`ycpb zV`Bp_|9{}OPV3+=*YsZwvtPnro}}BAyL=CbZ?Y$cpTI8Xh?azh2 zWyfot&lWp3N9`6X?Nhg^N_V=+0=FNZpI&ZbUd|8oUyidcJyXsPpHADK4t)X3AfKm~ zm&f{-XS%2R_GhW~=P5ynDBmjC$LyERz0${%ySZ^e=gdEJgD-!^+Z8iRpLJaZq}JY* zU3sEf+=!Ia_y{`px*yTSWo%#gO~&|)3VuGn`&@qKTJiiQ{uI0YFtj~pZT3FXbPxIb z&hxy%qi+p{M?gXPgvW9?=xxaDZI;brkWSj_5)RR#hmZ? z$GCC$=WgG}`blub3wZ5r>E-U`g09fZ_eyE;&X)J(=|=G7!iRY+X6567 zTR&IIc*38<$C@jjY{2N+osY;n@MGPM!m$t5-LvYU!j`LU-t&Cn+$meq@Xcv5w9HUn zU*X_>yQhPdMZ4n#NN8g!Rome}?5Ol6+xL0LtL>*(_LdHo&q#>!$;1tZ7TCP#>V|K8 z8ULD3^C#p${ZIQk0=_rI8cLj;0;qBubVycd?WX5{kF!T{RLb?7{9v7-{_L~4cYa|v zhHT&71vrgxtWEE3o4ZhnuR68K#4&7mY}u&gPR4$njONX6>^g|X3E-rDWQ0t{0_jM? z_LE9DoH`xkeQ8!>n%Dt<$o8W! z25wDlNAgBimOl|M^}_|p18s)#@hU&I-qmkE@@DJT?L5@Kv}D{je>`@$TM3S;A7@J+ zx6}|_@VYCDr`w*=Q#O<`_MRF8AS=08@zaUj{I8$1J_}@otYB-(vdtzwRta`U*J>PJ zD_^M4i>Ky;ucK)2%1q*@{0X^&??f%SU7N>~^Wqy*f9GHClX3wgm)`350n2n@)uFE9 zLHoMg*27Bi_N1;nDiKdxEfB{TxK!9{UYCNbeM)->Bn$!pxOS!^=G9NZu8p?KcL4QA z#*_fnCm*hr)rPTC#)$JZLm2yUw_V;*%6pBjjI1MR;fGv@kAUD;piI38RT5DALb<27{J516iC3^k2Tmx zQ>YjGbWq;v@S=yfX1S#&HP#YS(F%kqJ*up?$5HgX6|KWLfA*~Hh(Guv8n1l%Zgbut z8|!29Emm>krxd*opUYXjFz5TDY;%VSa;h~|PWiGwruyT{fCTDH=@Vk1yM-rl`!Z@m zZQjEU*WXpZaeW^=U^FTc(9t({`G&u{&EvurfIOj#=-9e;I6l0u;gIa@3g$QhXWK{X z>L!kIjpe0^=$%SwXeg?-=Q*CQY!Ia%o#la|s^l$g2L9ggNavR}mZupi;L?)kGhl7x z3-{PgGfTj2x3bwjqqVCHRdml~N>*evTj7RywL1C_|Bf|FM{QTii$-Z^YCfI( zPFi~&a&0B-#iL^-$U5&5eD=XAUAaI*;M;n7E{d1)$q$B6^x7idvLaP(sQ$CuPx!-s zg63l6-@&Ts>oxh0UY~$=SmdT_)fR)pdbL(JE6rgmbLiN0wT=aL7nv5JN>*_N3xkbXsmm=UEm z!WfV4*r|3Q^~1?njFr0GQ0WKFFo?-+O|56F9Uu90Wwk#(Vh|7}dVhCRhL|2?B5V2O zG8rP>yW`N}0_vdxN3lM58G(fxL~AEwFi3}nwI8(39T7_WIFLlPx(&WGYeKopk>5=E z`3bH6;AG05#%NGCWT?Vl(|pQgRo8T|BOo+U8{n&7$!Ch_iswEG|I}D682zuqXV5eO z$GKYSV^EQ@`)7&{R;X6VWOiA@5(?!NZ`cc`jZuj}F zkHud@k&`p}%Qkj16H@xA!|wm~x`vJ=j%k}&L8ijzRYiyOZx&7J>l(W&mC|vhQ zw$8cGS-d)GDbh|vfpeiRX}Z^)imLqi*u*sE4s%3`c%+*h9)l_^zg_YvM6avO!;wKi zP_w`GjvftS0c+m3C%_xzem2jW2G5l+)BEp$(^uZ8rMEH#M{12Nd9?E?aISf$HxJjR)dW!lf&Q2~%<|VFdDb*P z!1co!XYWD|pll%Mafse-t;?4!xvbH%prM{no+rVp?HDnF-$uE$5#Q3yEo_xiO#a6j z*K}T5$jZ7-$<9jQmVLM2-%BrCj|K*3iuvk|wG_r#-qwf=c5&dSeOB;wD{t|H+QFaG zFcNcqDd;tCz{b)xh~1gr;h0}sPWDBH zbL`YC>ZWASlnX0!m^lSx$7=NB=2wr^x94-t%tsgi92D0x+T-(;yepc|m^XM1O_^>? zHQghLXTysK;`@O4!5uJwrW^E=xz6R>f9>(PyoZzbkA)RvUdFACGIFwhPmmSlO8D(= z)|(om!=_Gyb_tl6E+gwJ@Y(gLY2FJ&6f?M23x>T~9OUG82_^;!_$eGN@qZTn-t=@| z8OICfe8r>;3tLA3Q&)lZhS{898C(!s8S3%5g(nx}+>oJY%Sb)Ap6MKr{JN8x?qL3! zUt1r#eHJb%PsUucGkikY>Q&kDQ5-cg>ubL#x}{^GFvVueo@Ysi;;25UWA{JXTXj7p z1F2qcI3NiIc|K-!k&cdt^7uIeVlKzxh%8x_s)^g>$`@l*#C6 z2nn+(3sY(I<{h`oS?UxQL#%CvN_BXHy|1F#MsnP3AMi~kdghLaK!)tC*BMb5pZ8Ie z9S3q_UQ<-2VWea7?!mmHOAFqsub8H`3jfVf(A_)k+JxiDn_rfYILidUzpbY-cwMBq z4mc8|$ACG8nN_c*M(aXngzUl^t=m;J)QB8eGF{qLbbnCpOb_g>Xlmy!T;Y{$6g01< zIJ=KMmH#ekSiZmOmf*DrnRju?Lxf`$ep(<0Fet_vTVV7x!S%Fx9InV$9@aj{KDT7} z_-aN-?NvUgKIm1PqD_Cy!n{YitCUH7o%!)L;e)cJUr?bAkT8F3dAA_L1LNVKyg4}hrw78?@s39wj&l*oqw-S?C9;Y z{6Aq8lF=Xh2_dhEjL(RAI^o-JeK$XkJTB+uTJ*t_f@v%9f>q8+=de~iy!$B{&;2Nf z$g@{(u#uv$0Fsi?`YS*19=3);@Q)2=zvDNvP^|ad&fBCzAG+zbpMLSZ2Gd~{s|+s& zx@g%O=5-(;MStZeYU3sJ^^f{z+@q|CfzNKEVucFT`gU!xga}Q?}(gyh>C^MAU&|MbztA2WG+l3^OKC9u<#wL@?GkuY(!SNE@Fu_cfEa+KZo=TDiS=7w9E3MzB zDmx_rxyzf@PP*i*PKT1ZQTqf@=G@#B-B2p35+#1>D3r#kw)47dkoQt+X)oD6KsKe1pPq?&?2nl$V2ZDa0wpX{fIjNUjnEye1 zF{}5wc0U@Tzb+&Un!91pmKCfJU+xrce)2qzjdC%-D1pGt@MgVUDL2FrtFoKl`aTxP zhe?na^osa=X19%S*H?kEj0kF7qnFP=nI|==6|iwUnRqs$n)|bZQ;8HN#&mcf%So-g0@SVIPgMHdDZtVF z6JWFF8u+g#JRtLhfD_4HBDj0$0nHo1(^hozE;Us79Z{Y(Da%BO(G*E5FT!J2K$rfk z>aDAaf8%{JpI6QkQ>(GE1sBmeu{*XWR9_Wr;ZjK>z1ry5ReGR5j9QA5Mh>n$c`%df zS9ZwT+|`d)Hi}fafTL3X04)x^I7f@NUsXr81IA}Xl~y1bJ`-{;j=|9-@TdBUm~)R5 zRbi1^LQpp(~PK9QU1=Rf1@1aTX>u4p5akDd8^ z-6Y;tWg?7v3JtBqEbS2Dp%{rJxg`yP$dEyE)y*922-c$B4T;hix3uL~&LoxP%b5q@ z9TjBATKTIh&bAs8l{kO0c0L>Sj@0!k`Y_It0U)T5A%cR8cBpUeii0}Oyp?9GoA!Z^-YoU`LMj7iUeySj}OkHGLtlv23v8)gxIk_q20gdizQ+? zUVQ)>f<>O;**vs=B8-P^u9Hq+3a@kN;4zN|oDW13Ik<5LQgAGHG09a61(h?~IUXJ0 z`uvR;5XMHR6UN*itBnVM=;UC-(aLYDMX48h6_f{K>b4V}n1!onx1Y+WBOyQ*7=maR zk=DY_N$qyS4DtHuO8r(G5f=M7YU0n-(fQCCcJq~g=)W8B`qq)nof#tMURZQTpCY6yFCwo*opbYc8f zPecGcLyDdzlA#^FeN=@=28OF2E}u=<=2Kw-pKgoCA$~eDC{6bfyo0?&d7a#OVy2EY ziTioK7@uMrrG>dn*(M0jG&Ngw{^BZoMHm>+#TMMy83!RfSF>ztaUTt%YqC?6H&kl& zmOXtr3-dl$OFeC1xuYJ$+p-lQ%ak;zDrUS5p{#_7=J}fs{(&wy@8U5g+D^uwF6?YZ zsMYZL5;(WvFFzq!qI!Lcmya=KkTZlZ%ZxV{e61NPD!UNSvQJ9qY?-^SU?;yfYI@{F zhf~5igHykFBP1^#kIbSpcl%p>LU=G+U$>O{QIlfkyz&gu(&`5B;qNKQ25r`@Wy66~{Z-nhy3778^fN~Vee)p8h6=WKfy)Zf6Q2#G zR9Db5fW;=!wKA14nNA{Se?g64-7oXP@#U^rG2Tx)pJ4_Q@j-FM5f0kw@9u(IU)_Al zcW`ib0gv;-Bp4*rSY8@T&LVP1RsjwulCN_W(lo-#74)_jsa+&i)LA$0sxq7%&w_ zgR0CUB^D);NwX`<|8hGoR+=>~3%DYMK=ir@no_|n$6gvc>oVh04I%FC0^L@(k-NHK z&~RznQf+3}yzea|foWF|+L6252}S}iAimz{ONz`C4VUX)`Fo@?dTt*G1}Y9n7Bk&M z1JQp;OMFzAOMtvENyiV8O zy=XDvZ`R**7&E4le|WG4(CxkqOEHx{2F&GX3!m5{y7L5quIOCI2g-Km9kVTl`{5|y zdo%xKBd6TmKT)ugyrl>G^q9xba_(q5Vkq!yCl}>4zN)tH` zx5nLXv%w2~<(v?{pREB*?I^^Y90c{Q`N$OTqV>SwDY{u;I_Q#wAPZ?IDh3B+G~sla zG}5XOi2&!QyE_{xLiBokE}#44RzC>&A_HJc={YZF6`o;P&~upe`=2LOv`pqY(AKO; zk^On2aZ2`wmKx&*i3qU;q8cgW7ZnfgWo$G1(eZq)trrXj0P;}_x#-HPqd;9sqcNeu zP3Q5|crv|A4W(D3Fdh1?rtsWTX8xWq(Pr8eB1+OgL`ewrNnTSr`u*h2Jwt>vcLHo= z*|lom%*_z(JgJV=hPeywjDH=EYvgb=gI<^VAOx}H){>dnf3EndSwo}pj(d*|w|^x6 zrp&_FGg<82J5i)>lYlg1lwV$?n4ubqy2Zc7%y%)c>*k|Gfp|sh^23=>GhRyN*$Et+ItvCW2`+kK3uU|(&C`9s$@d98&4Snl7{aDRb zpX9x7V$_h+e1%a#bLgnsc*r|P# zeZo+m{ao1%Da;4L#ISJ2!C&UZHtz;|zsSw&A zp}V4G#U?^~HQv46*}>U1iY3}=iHWdGJCf7<@F1E9AhYigdCrlt^oc)&DcK}pa zuNGoSLKc^(O~JoHuWJUFO9U=C8_d=A7Mao9#Z=8nitB-zdVyR5^-f6=7e@JdcAjUP z5FS=ERJVwv3nVm1sp&WXNvM!0;Rrlg{?J?1k){b-aiYb{|07RM(F0Z)6`+>6zd%r@ zVqKpa9>7Zvg1OO-<`>5v?pj`ND8O2ng$#Yy=_GNyzd5h0j8yex!@U35u%8?$86a=2 zGw_YslL_>*;B_<9;5_CVy8#|g7Q#&29C@OBo%tLZ8EG{uxk(Y37i ziIo!tIXJcv?y-`mL(jvvovObgYnNZkILKTBdnKia=7u5Q?y7lRe6eonY;a$V_jqjV zD8C0gnq1m-npHS@DxorGF?vc6PzOd{Dia9lv(al8c@n4Ww9kSoe^zBb_ev$>d_IcGJQd)ieqyW*+w!28kI-w)Hbwc( z+7`{QLr8h#5$u=AXskNwR`tdb4G^9MMMo=m_#U9s|7}#KpV`G{7F0fepDe8W3s|wL z)ekqOKN!Ih4pSEh6nz2sq3_$0!aCT|KNre`=4ODOf5HFqYur4cD*}urFBGfw6iSsmC=a9 z&XGXK#32t&(v5S~wnN}X@M9S0vMtmxI?L6#WDqUFl*)EMjX^i@D7ZP0C|9zJmDxO~ za9Skozib#h!h)^UC_W>{!{u|v>xjG%91N+L9K$y&Hv_AD&`jB^B zlr4q!rT)gF^|;ya&pMCjphCR#059}@7zK`E>1Ji!TTmIVVvUWPF4EXvvBxN;9DSVQ zon7f$;8NzCFl&FUBu*e^cCpZ7Zl@K!RAD|UIz04`%^wC|yt;$6T^4qVNDRVi02DzU z9j#3VAXfPMOW`sjtFLG23s#+gN-Gxl+|T|Oz7(~gsvDo(KB=+rC^4gQ;rkjuDjxwJ zyFU{bp>7Tc(#F7mR`;e}tV|}L5k>9#lX3l6v(=ciuxU|sv^392t}ZwFO1&^^$qpa7 zdgY_hH0fH#?!SS)q&qCgFzT4&TSqGHh3h*k@Jt%4H9Nf(R3PE!c$tT%(IB>e=1cD= z0L^6u11=(Q`UZg1dafX~o+xjoE6WD!sruI8N~pUo=@IbcMBUSs+BoaoN?unmW8;Tn z1PT`Z^H3DX`p4^iVJKTC+?9q}(#7a@6;1MV2)EN;r7#L}bD&72J=B|nCq?%SR|aLhiyNs z!iBr@GAf+*VSar^+_BT=o*${9!*SCTM{0@1e0G~(d1Wv?m*&VJQot)}`A7A|qMol8x5ewq5@Px~GZ&*8 z$gzpa^p=_Vi)AHddM)rLP!2F*-jEhmw__k^l=Gk?n3(_~7OWqmB0-CJ4<3VZ7vB7P&fe7|ih z>y%K689pWP45LCmLpGavBHo8P1xMwq8IxWJQOG9SeA1Kf7!RFeb#f&lnzz|q{PwX- zO)<41?=$y~E^ODZ9TMnZd6#1u4S-$dNO?>Rc z7q4*McF;n#F<08fQU))iUa>1Jj@7$JB=q_sC z{SO=u@SDLUJU?OsqTOJmZedr>;lerm?z<10HDPG_H5KNIbz<(nqIHLG$r!}Z=YTA+ zO^Z){6XvQbYbox1uum6J<@fQom)S+B;gymyh8?K|tX9F`n(69fZD3R3PAiiIqLfyP zZeK4}*OSOhBXqXJ3rno)1(9W^$)c#1>JwqJiM=nLnGhZWxp$YSZ(DpIW*efyJPD;p zY9Yk~IDygA4cx%g-|`raCi=QA`48^zVN8}>Muja&;}`s` zg*rGbRolrqxZ>04h~ZndLozs6m947SFq|3S%`evcg=<-Qt8N0`Fa3Y3 z>!+dCsgh1#FqRC6zD}%R-b=#D4LCH}5)}#R)M_IENSlKwa6qHm%Lk_2py4hS_UrIH zlYfK557(YItc-Out0)^YY5O*{4^P9NJGg=t7m&K zbS3Ul-1gx#q-8V5*Pzy4_2d6SEZ6DQ;?T}`1~H=fUN~)u&23(u#cT~2gvY#Wv0wTL32@bjTP#112!#(6F;=7k9j}*oY`GK32 z_2`u=(lii8$y1+<{jYws-BF?@zTLr!yKHo)07Ieer!cI%l4nrg+e8DPwa28hXmHtN z-!{V3J|->%m9AaYR*kPRJpWm2Gb6Eb&u+?Mr_B?AKccnF}2mdvxda@8SmDYHBGr_vOe`F~#@4 zyy22nUU$)=UG$J5$O1impf@9CK`on= z2vT9-jN#tR!{gM3%ISln;4;Z({HMDKEr!YQamY|wCOq5;9To~I!MqSr6OthXe59zP$Do1aBue*#BCv=QNZuG}B}+bhlUG8#9tr zo9rNAX3S#^E}0zNZjjgr^*$JJ-y?pUw&xsN7#)W>`Bwe&nskVgF48F9%Y$N>IS^>& zT)vK^hmmFy#yGg8rmfhqvg8Kx-LsqY!Fv;DRHpyNG%wG z!ITw=%1pZQSfl%{hX4Y99rIS3hb^rBh2c_j#cR2^1=C zBqcizi`~DfVtD$I#oJ2Z{7WUn&G+1Y*t4M*2^5`J(4Wq505^~At?USE&F^-H<{dMQ zKX`)@f8Gb+CeF1xp?x1l*0$&0oww<|`m4x2o7~ov%sYVR+luMaO%%h2y50nxqG|FZ zvIT@_D9&8O^nm8Y`m1cA`{jJ{rv7U0-Ox72GzIGNSRr5@cDx~<-D=75?U^ZB0z#?i zF4?a5?^#?-W1oRo2FfC}tdW^oDs0`$iT}vTmii0#A5;x>GNN}~ik37quS!YB4~mgy zFNq*aVplg2q@S?J<@ZKgWJIb($ugvBM}ZQ+je`b4w~i<7#t-L{GgjEl`nubF0WB?MV5v`FJBA zfc52DoeV?jck~|nRyI{^x%c>Q<`dQ5gZ=*PJD?n@dZW$Tq)o}6p^Z11Kl!aW_@ADM z>bQI}ad!a+IGH2ET>LNOT&J8gX;Bu4fD%%4nGy+i0ec0bnE7bDDBz772BcwgGBN*2 zueIB%XLq0kKrW~FMWHJ`OMx#9F_l<;Iw{cn+|TyAhSI_Z$88-LFGs7igYWFg)a?_A zu~hjU)gP4i$}O3dw?c#wGXp&4or}xxTn9A8I#Ih4eFg{kC*=d(#2nSsVy44D#f z41EXs#tD#G@i4?7DyRQrSfZ{0FiIz?_LV}*sqw_)mpwzc#YUtp#j(j`Z0!Z|LVoP+7b7}3NjH^jnqA8f?wRG_iA zx0fLLS%#h-R|Qcz_g&NrxPPfj@aL)9S|>`vjLB@2Y+}3dQZ->>V@GGx+a|AMaFrq{ z%afl~?up4j3Z8(c|HIT(hDFtNZ58QGX=#S;7Lo4m7KR4t5D=tOh6aJ5ySt?u1Zjp2 zX$DYIMDacF=y!d8_`%^YwP)?M?%E7@!k%WOa@QXRh9=^r23na?A3m0u?QU_8P}_tn zrt@vU?{loUH2zMo3?!g@5@$##Ih0Tq|5QmOaQ*#AV5{qgOd8aWe;EdyeYVk*t%&n; zSLPtSCW#Cp$&4_NF()x;BQfcYEM0NkvtmNV#idv9ahzP%Rao@ZF;r%`; z>m&*$^sJW)$3bSo6j=B|A+@XFz8AOl$l!-k=QxOtwe-JBy)>)hU|Hdi-3dFiUhV?h z--TXu*=PQF2^L!fWM+IVQL-PO-fO+4j9kaU)iIqUEKBZ{!HXZ3>cTg56$cU)kKYu&5lQ}<2f~8)^jqB z*QG+m7%zn&EXCGd@9s^NMAqW&Y&X@m`Qkv~3$~Wv>X*6UG^LIA-H0@I6~O)L()8wFTCSgTfSKCM|8eS5?upa`g28ztUY!2=cCbtM zG=T97)=i2=Tf{O0Bkw9@;)0=CUXCFnVSzE+s*l+S9QiZ9-3q*u1;}jJJ7P9<{LiPoWna}9X* zNYLRv<4H$J&qcNc%K@E=jQmsA$$kkv`=mXvuj0#p4Ku5(oIy((ypB9R_&SjZ%VEri zEQLc|u-!nJC6$9$n!(dM+9ET1MBGrvEIOfXoqw>){6Q~Lz2<_&f>*Wtp$V@@EqMcZZj zH}?8ZJq$uZxfV=Srb7AmKNqtPZdVO*cPkQ#7NqC_&EY*uK*$@?0fFy=gQrguipL%} z;jezJr<0;a4)0Ar1aE8y{R|o*f9#o+p4Z@bLgeaXW2@&xUfNCXve8FCgqg(a$*VVg zzlZ-6Gwt|FV(%%cxk|!$lKE{OLNYupC4PQO+`y(VbY@?Y@GfmcO)uZG0fQDnn>b(v zrGBWJ>f&wXmd3u^O1^W58WAX0Vtz}DFZXqhq$HCAlK5K$^dzJd@;f{;`5n+NM`%p? zP=I5S@@oYXZf(X{)>9?Hv4PP7tE09RFf)(vAQ&yyTBYU(*rAhy?Eyph+NI zxqVEY6*j-;CPqyc*&G(}95I_K(CB0l&7KcHlQcv(OpGrzb4bLQDNz_yB=JoM9w`|s zza1hd)YPq{ZvG)Zln_;917PM(Pujq7}NcUPrAs5pnw(2KSohP1vgY|KM z16L1)GZ(pYRPO?S+p!mHx*)^(N+^LA-m^Oa!SHpjm%#)yV5oB zR8R~%KPRUm`O&90Z#T=7GM`pFPl3|gcFlt}Us-(l`Q+=>=veP6ccU@je35Q zs)fO}1L4^c$mcq{BPH$0>H)-T1%PHs5IasNY+4EL*n>)D{0arS z9Z+QRT2(CcumYS(I-YRaUG+9W6E$oQR?5pUoKvElQ*lYW2gE}R^RZEXzjy5TO^qf~ z7ka{}Ur1TC6Qid-7V~L~iZ%`w@=~3gEa`*qn{cQPCZQcl$EBu&QA&S}4HH9c&Pt^t$%&`X zm=UarVQ4;YwmG}0-%RZYW}z!GV>oZq5pP5&TfLrvjbJ*b8@k?G@w|vPNUPF?Jt8y% zdN7%m{eDcWH357PS;BS;HL4=>O=&RHq6)+8bj}$NU%ST}(Qkih1$64af4ssisyM9P zdeuI9M~KN61Y6FNzFdg%kxvr1cn2U`Ey4Zr!;Q#I5+V@eK8k*z#lDw%=zQ#!A=W=b z!`SMUpGkN!hKILkh<_=|B8?_=7!Ev~HzJa2)H9A@l&-oG)DI7B*}Vrt%tv-yLUP%dwQITDsh);>d99!T*jeaGSTp)B_WPiS@6*@D^{%GC zrDsUo!CD<3<9@<6Hmp#ErCxVkxOMgkdi<~PX@UXZy z$y65v988LM4t}VBlZb$2tePCbD8IIpE9unRMk;a7s+eazkmlaK$0=T_W~|^dKd-GP z3*h_PRT(s@Z50xJNx?^+C=qTXuQeKn=QY&9p7d)7R(wRL0G;w4KnoH!0*Bh% z^6sU4vL|`7!_krabaF0Iwf&Qz4(^o|sb@vB*RxY~V{xkmw&wNZ^(S9|5jg$yY)kLt z1DNOYg}R^k741Z(<)Fa5C>$ct`Pv&y9PTFUU=&esFu%LsnNb+s>-*s??g%c2L`4ay zE$22BnyjAGrVX6n#zt{fdKsmIxaa(^l4Wk1U6gp1b%N7rdkvOa{4;kA9~op^eug0w zBopXSCY`F{iZ)+ZR&hz!pY}Z$Krcwh*v~dU0>ZJ&0jxM_Ak3f4zWa=tM`+PVMvw zBczzBe!&Keu@aEfEIo~>^FE<5NPGVpKOrDJLp;I;K<9g{vWVx+(`S~Bo#SN4G4{@~ z9Vg0#P(t;SB0YAF5+d=65+aC|YgBPEo14=v9@zTQ_2Pc)sqp`CNYQw$jm=?qS`RUm zJocOW{_sPS;kG76eT4Ba1y|9oZAudwScTBtw96zapLFLs_g(P;x)GMAS>Czwx7ZIB zOxbfFj7C4yr8>@7Wt{V_Fr=1ERlTUA^DL_`6poG5bU-uX>7;^WcBr)eRl>3@5Ujvf zU-Sb<|JYBx0;fSd?5JK94+(pYTP*M3Z@%o0vO9qiBC9x(EFmiVP5B@HnIV;S4KJuB>z=G(8) z*geowA2?3jvY4$#xC%?Q0QlIul&1eYuvla+G8%CUowUfm8Ms+#(K|q{vT&yhAnYn) zTXF6krXsVCb{x-?Q;;4n(G-lwNBbXX7ysGf_+@>sJyi4f@y80B75L`I3d)sFSWCur z2E)ax#Ub=N%`AI#4&S@E`9A_&RCVKCoM!d*P%tI<5Be8Pgz}Q!$pLZc8BDiPDe0Lv z#yIkuzonj0j8wAZgXN`3y9B@KqS{~L1FUHE{yzoeX^_E3kjuAoS2YLQJjkv`@MD8! zkl##cIMfdZP(^oai3s|BZI+3Z_{2a=67p%OzHQbW??hYwy-aZRqK_M(jIy6JtJF7} z-$l@D2Yt3`9HKY1VNxAkl&esNH3~;J{PO4d=Q@S*H-~S4e6jDjubn zI19f>GMx2HYIC%4V-QMbLu;Q4VUpdo7hh@VC60@>pvEE=ku9|cgb3Qa-e2AyRNDBE zmRKEsHmlelZpAMeGY7LI0{WGD48iYc{En_LB=W;7lfMornwu>HVl-^T0Tln^!#l7t3 ztWFbvosO%1*w>T4-tHC|P=O+5l|%Ft)C3d0?y`CJ-9D`-Dcyg)=YBb}HhleMd}zYo z7MLUc6UCk;eEV>5*rg~@1P;V4<}!JHJm*GKSbir8(|E~BWdx{1cch>p+`8SnF^_0I zWaf{e-g98|$&+XueV>O$Q+PhV8yyHttEOS_=y_5b4obU8+C$)3H-QlDDBnQA&rHn5 zWVS>H+1HX(@0UCvuV*`F(HONmr+ejsL@vT=%00E>neQ=tLDxMv5g*r_r+}>UI!){T zG8*@f$Z_VHPwgNhEWy9NJTua<;Wyvm_^v63VCRmU8)j8?!S4Li*lkRf8Hp?T8R4Bp z#%s{IM_d@8`DNXyZs{0O*FwaSq3_tDoZn83N98l` zB!?Tkmev-dk4VH7k#-2uj{z5Rwm%5Sfr>&aY+a|8Q8l!!w>)=Cz_@M29y0xzL1Eo^ zj9NB>z)YS`pdb=VDmdTU=m&>~@s7thJ067g^~#>=4RNbPkG=#Fu5b0#{TKxb4%*HK z>s8gzpsuY!0hmK^*4Y7xH5xb>H4g?;!s3-X%eMReOGl2G!qd>2*d=N}Z1HQ*C>mib zsiEz`w#e(H6mlykGx2+;1$jd$6@UII;$IkA^mYnRSu9<aZEfdl|PZ3!*S~vIjFndJ^V_ zI#f6irHq&WvMzN5ir&YX5Co>0yk3ypglLt;kWPK1E&L}jB3JXa^0WC8!{{iDs``?t0p?B92B7Rz7Ql(*fjiMR@l^y$DyzJU>Hq5hragD) z*={Me&f>yZf!b+?;R??=44C4|Znzwg?ctP@3wdnm8-wkW`LJ|E&7xK4`8~arX)4I& z6GujS0UOMEFSt0F`_@}X@4{1j5+`LSrd;YWorB*BO(^JF2*98)>X4K7he+pI#ZZJo z?_H?(F$X`4^-?V`{uqClvDg?Ne*JuSDMK>p54$wWJzVUHci8OqOkw< zqoA!p6vL1TPh4iE`oZZPFiM&h_xr*iUVq9~9;g@}hk$ zJ#JH}3=!SwB`WW%2IRVW?FnNK2?JmX@V*2^CxmO8W=a%WX}~}e2!i0#(O%f8AmE&h zX(ouN^iUdK(|lbSkrqpVc=zvhmT23EmrfN$LxY|`e9I|H1_W~p6uqHLhf=E~t_C4SO3?qa*o^p(6EpLVVJPSAf@-g96hv9nD9?y2MWRN_6X_sk}>M zuu+N|C0JX2-o2uv2#&g^m-uWbs1(3Z7U%9cA7CY&leF6}a~7vfjBHWO_~aj3$P!%{ z3#5W>i@bEf&lCGXI9N-Er-_i$=6h+-4Z*T0O@Dio-_W73OnbeHAt4YNkBe%HI9Um= zn^RHFuNU(YkYs>ln);zn?#3-hglGxC5&rXkDFqE~p39YWcw5+uv@Vy$Zf%F* z(AXZtLFt&Gq1NZd(x2Nmar9@792}mkdB6XyEI#uYTIc?rbohb+Lf@m0`4Sq*nre0U zx!@e;eeOY%#tT9p>d+tgUQgTC8}puF z2jds#4k9qSTtHSRwGJQAU*D!v%O+!+$xDMZT;Tg04)yt6gN{=llm7NIIv|Xto$X44 z&@CuMRL5Wig94ZCFsMvg&bN+G(v;e|gV4O)fT%PjT2Pb1XHi(r|r=g{OH{-nj_=|eJ z_=~;2V#)8vdp<(HpE4lbO*-MKS4VTzzo7tb8Ic~A z$*h$zQ&A|zbgr&);Tjpvv-9T|QRCLHjSEYWLh#&GkU-8|ULHP5*j9m}kj*Wm`&*yP zxY%fPtLKM5{wG1Y8578@^hs0UZnK;ds26>X=)~&HQ_qX?qL8SGwRAuL9ht@zGF zdXrU2BVVQ$_uq~2rq44vDUFPUR|dyfW4uH@TW@=L2X}2L2DuwS0VD%+%4BIb+gid*T4ZNN5tK>cB@S@m6W5i-LmYM_VZ$Q z)Y+EB#K``iy5!9%MSzPE1-PiSB)^tl9>CT+TEoiNVsU zH%0HEKQNHa#)cFEsw0^mtd&n@y6owGQ<=$ekvF%rDVo#04BSCX3?p+jivc?*(+Wm|iE| zig6cz&N*=`^&H%!xBiG8SDnohwYYp8EA$K}!jhULq5|ij*KAHqHEPA6NgU0jC2H95 z%zDE-=Ga$H@|(i1nHj(&8=ovzxv%+|fzwEyD2~_R(-y4ybm7XH|45e)(=NxI(0IpZ zcWL3VNT+q zrja{RILd|3El@#1u6t;}`YbG4M8ZtwvpdQ)g2e?zm@d^--|;_Mj@uamNls=shu1<%?^_j+sE`hJmp9(84YTF-|7;8L~%u6SD>k;?eLHPc5;#!D2E01o{$4rnl1 z=rBzTQ%n<(s`*R)wCbt$vl(Uvv*Wg9@xjG;&=Cq~~^Iv~`i1sNH0Zz{v1@eY>|&60&yQA9Y6OzenYh0E-${ zfEd%B0l^ag333f*WE2ky9pksCWF|4zq`89TwJalhJy2?YCM@^CAIyy>3W;5cM70!R zL_;TQ{s#Bz!bSS+IYaxivx(%W2>RlYbDp@*L%f{J>%GlE!Es}i)g3i?QC+uNIjB6f z4!xg&{s~+-ktTYfpumORK}cx5sW`v+G0WdYZKKpMkR!TsvE&6*YBO(kJcmUnodUo@ zZdb+Lfx>tBEdVdY00tfaie=Rzptop3`c!Rw6Hnz|$e7Mg?i|FbuC(1*YArga?c?R-@J+(tzc!$ZpeWy*@`wyZWBVSMqr zKY=u>m=-cXBGi;ejXqRmqHPKYt#?}OZ#g;|8FX)GNLE>}4h;>cQ;UWlmrrM}4F|Pb z*RJ$RXdRUW0;EUdEn7c)=NPs$MYE*pxkdv}Ll5?)`9*GT#%CV-w8-Bt@U?&9Zyi{l zvvWm3;DS?{FV#aM^fXKgCxrGjvEfbiT;WLH!>x@7$d;IrXufG1gb|dB#H9C#_0+gZ z^f^!>Hg$%TZ8}`%yMjf_cfKTFZxu#`l@!0^B0)ejs8c{=!^Du_CnYvfLZb-uCDbv% z<39PRv+3$mwVucr?0A|*Pv^GCmNh*WkIO2=-5z2|bPinIqXNgm>cftY0aJVNy_Nnx zedBChZQ+n9a*MZuXP^!?Q3hrTUm*x9ren8L6*`*^q1UFRk0&o*-h+kkjS7$>TG{`l z`!?}R^`HhV{m(cBUOMMIeWVzG&5QhWCoG%PHR(AH5x}O_b$nZ$IDk2>k;JU7A{6}9 zcBH)NwHL23XmXpMJ2AlL&)re0*w~0!x3daG9_A?*dz8_k^R)6}qE>sPwh8M7=2&?B zR|+)`U?-ic9}oaAO$WKC*h7y3iIq>3JNrv>n&vRBg({GD)swUJnuCBy+l|i?RaNMo z>(fqNL+P;WRFtERb_TSA+}@Z!Q1$IrNgtgsp)v3~z!Jbb&r-BP45NbMS8;r)s3v=pkfIQJ7t?jEbm61_?o=*JPs(h z(1+YUIr^PLwZk^B|9gad0^VA6V}G;c3pCwr2dx$f6wEViHlw=e>7LL_Mx~bo;)8PuQ4^yyMi#9#F?6+UP@$vbjpZWrL@UWmIcnq)r$c+U3jqpTyZ# zP+AdFW)r*RAjwLEO?n2ogY2qLz}j(6luw)*{9aUHPm~%x*$t` zg0EPax!TUEwR6U{b0V4|bI_xKKwC|{kNkX|Pai+vqd;%;)9~G;T6&8hLg^ZY0#pvc z`qkD2D8inqlzLt8UPEw*8VMdE95R?rip>;NHu{IYE!I(IGL$nx+{*M{I))=dc~8^) zl?#K)re-7<(MO$TRXr*|v1vHPh7KQ=KQO0Cr-F(=N&%XY$rXO;$#4Hhu~=_hsX+H^xgVqpVFn4%?BAA#^Es%AcUVW?`2Pv@Vss9^yzQ%uSp6`YVI za7oY{b^96X7XljNdZESBL?<`!y#OGNU5MmL&0PJ9Bv_VK_a1$__uuc;7Bb{S?c!PI zvvNK8rYKQkqhp5S^huxae74rBng{^r55&pqfsA$v+{ORElm8MJ^DCZIl4cDyZ>x+8 zPNjV>r1{=nLhTg04ds$p(|#fxo0IUlcbn=aZgLsJ(#`_s{oDSIrqoD+mot&_(a)1< zpEC9__gfK6n2~U8JFU7N4Y;+x8u5RjJ8ag2m!jp{VMX$Ccj}4#K+`)o=&10oX&=&} zOwg?p^O8HI3{B~rZF!`$wxWr3xmi%w?ch@w#pbII&bEP5&Qb_fc?6GTDm#;1C(0xc zJp@mt_>2auH%--@P%wztGd<^*5lI5(gPn%-51|k%mr_J1nl%vMBWcmS|AhPvJF$m! z8Z|Ir&C&ul+KFWrpQRWi;bO;@@;z!eN!)eLwowuyLNyj3CVzskt^|4TqGhm2Yv4Ol z`w`?<4YLnG6C^rH@fND=waP?&KO1y@4sw~TX>hMcAx9MX@U=3bn<;-~RY~JA?~7so z8Mu(RZ(eSLh&+ba<0dWPua6D$`8V%+Pxaqmu1|G+BouqLa>q2w%YtFxnjg)xCtk-F4 z^;Qi!WVN`uslc+Ax8K@@&?md!5f!t~t|B$jL?;7^47;~`DgX6iDV0xBGaQ?@azI#R zwkxND5=t8-Z*a}0)h-lVlZNn8l0;4iN_E6lVQp$iIAC3`HDE$}aQ(zS1EtXi@%3f~ zKe}}ji<6@D-PLW2PGkwsm*toMpe#PUx>^u_XvQcuS&dYDssRa@jsYEAWn;um*RJlhmM0T?!PARhXpoVr$@XdqJ>h#CDax$!iD#sNjl zQDKPIItQC5YKxckE>p#%Iov8`BL7#)`5J&zU#acolqS`XKoGpBn!oMTW{FXtSBe1U zU$9F^pTPk6z=+jcH7ZN2ch9VML2K7|TjJ-qeE0YoWof&lU8M=-xnoGj=@pRAHL^AA zN^jYI52((sKgk$WejKagk8ou;5vS&EkwXA$ESTHxcUE0t+upTuW-W!=4sAo3uAJfO z_JA94_W2rR#f``|0Q|+S)gk33JdR2OxQn+2M=~3k8D_TeYMC2WBgI0WhuTGSlAb$e z25;z?;jWg|cDP6Vvry;-lTJ(Qy4%OOly$fu(!-+*h4fXVaYONmM)wpa>L~jYM(ZL0 zON%pcZS%Gk5RN-STG0EJ?c%f+h zn5S1~-*OEyt`n>R-Ye#jpd-~k!lu@st%myFjs zNGp?n(rAAYZWFXJ$G?*CcmsT-S7w9xu@v`tacuT#;yrEKZ;l3-K*iH)aIDB>RC?c6 zJ(FDOLGi8xkANx`r6D=ED7S{>Ue6g7b8otgY)(}UT%=0w(n<-Oh$71Bv(YWL;3Rq% zO|&8`K!bGc(WDd`*IxYd{H>ZW+gzw19<56I>+UTXawP}yMxXu%9~fY*Ei>(L6q5`4 z?M=Mzm3my{E_oTBoymf__;uIQwt08AKd@vf=P8E!E(2CItE@65^XUC-3E%&{PdcZP z^1Fg9>I)lj3^&>U!3%ZFfxUS=dV2>aYFVF_niwVnHoGrxeC>3I&Wdu~fu6IIt-#Qj z$pgx)c#0+~U1P=ch5J`rV9e`$8t)(uCxONc-OPjA%P(>Hssg!GdGgOmK%rP0c_vap+$oJ#}AO_laEhL}}{ zdMRi3>5W@8NF+NCNpYJ`DLy($i(WnUBUQ4}`C63IB}9s-eLC>2y3(VCoaDSWfq4yk zMQE)jN5a=vi__C(sChT#)4^~r1R>XJcCvKbuw=w2R-rc0L8DBog zT9oOvbYrtCUA?#!R>gqD4a}r@?Vnc6?sIzJT861GW4TMo&Ybq_RZNq+3$JBcv$pfq zVPQSej#ILrZSE+yeVWSboh920N#lC}q@TQB`UdW}%o?KC(?S%Ngj1nqSaT*T@&qYz z?%jDW@2Qz<(?la& zm$TJZ1N%nm(%xKN8+#mYNI^_+-cIZXY~)DsUsvANiM{>qtx3CE9CS?$yNZjIcqEU_ zC=h6sN2@POg>nXwKwv{QsmqCdC&jWF`3GQ3GQ$8~NOSk3L{I0P1Y7~ z1(V?@Xj9zO)V2%=NDD4(--rGuMM`O9DV1SV_L?v&pqw78&dgbKwY+&hBUyLqQW*XY zrpUlr$}p4Z7PS;c%-<*c1&{}O{WH9P^eo%g@j0cig8h-w+qtN0nA{{DOYYUB*NuHa zEL9nbiqZ@cLcJruQ9(`5IIHqo5-#fSv43y2H#+P9dHGR5MBk4+zV*e%FL?Z7 zg*DEZ{)QZaj+O;~bTHgPRC3q|u)T9<+!H01R!)jkMN#|RpIpLtyWAuwY3|wQ|q0<`ks?Z`v*x) zu4o?2BOnABZ<#-2=F$VDQshZgw4Qt`a-962t}cL4zb9JiO;Gul4O3B;JBe4DYD1K= zZ}C*>@yDr0*Cs+9JsN56DiA6;oQv-t@q9tVzc?-nX6z!d{R_;_pNEPZlG+^|KrJhU z)b$PryLCeP^yx+*){jup6Y5#GYYScsj0uf@=;-Y&1VHE=U}%2u^xI?B8?f!3@A+~} zG`*BXU~(M8@DP3vBmp(e$MtCeJ6fRue1gk9v!=ewI(u=wek$`nY^(XiY@cJUIiq!i zq=a;WnFT?+kI_dra9Y$sEA@Pe`oBo`o>LjPvd0NP-mmuAp?T{<&VgXF6wIPrOV6vT z{;iEv%b|iW)25sjOb|>y#XtnRK*qvLSvYwWi$g`C!|L^s1e^*mXVn5l?}6wmiO=3B z(5{wnnRNPAk>lwj!O?qUI-196I%ooLXJ*zo!mcp9xptiRU?nqimcvA6IB5sky|?Cm z6`1WEMfl{d_6osYh52VLTtUZ)1nPh%Hj2?oXi2D}wGi1aG@f7{(zr7=#I7EjxvsHCyf^rN!94dF(__T~vi`I|m$Hvk%Lw zjSjDTsF?sm-DfqTGwRzi?n>=9QP$c$&(F$vy+p|N*1mLh(nI`u^9;=%DAjq7YXp_6 z+=#rJG&0EBrI=JElyB5Xc->aId}IaXdPeK>(ovTwJhXU7fL!DfD~)naqZP%FFiwi{uTRpIA`S+>p9;@4cf=O(9ntkSrZcG(rivIX(lH1i`|$qfkj9>@h|1^mmyvmO1Jrsb5~NkHR?b6 zMA~x0masf$oMu669a5Y926I|pwv8=$F#sWEYZw&bMo>$^w`H~BYRNM6;JOp@2``2j zxazL%XU@bY&QE=(*r8xJw3z_?;e3Od^v>)JqfXMoBQLDFccIcEPBED;^nq}PheTH_ zbXdT#XgH!nH=1ZI7hOS+rP28i4n4Xa8~eJ=0U+Kxi0s|!=8cvG8fb5+u$q$_#!d64$1VY3D~r;ud7}qd2EC$~gRrYW)d2 zmjBTG*LVc>U3shL@f8o*`wbz*&NB@PW*tMdCCVX`8=WWDW#Y@8 zV9jqr**g`H_Dk0V#EPWJh_AYU70aj5!L*xI^igNY0fp1JsrEoEWuu{9@fIbOihE^c z6E~OS)Zi7Q`K6c6pWaynKo~3a74ud@PfP=PURYQ)HuGD8OmZ&;$PSvX-#iU1MzSme$xg=A zgyNEh2Sq@9Yl}gm}NWU`019`+7-5tF<2+A z4VJn2`#LO(i~BqM#V!+nXnlYZHIG~d#@_w57V-#L5K@tE+l@)_e7;Yrryz<-RPy+^ zu!gV)TxFcEtKr+n-WBlsN97*z)`7j1CIR0&*W7p~3SQCNRD^^q@O9MFm@m&__Kf6s z3c$-~sXnhteit8DH?iJp{Kkvq4nc{jO>u->HNZ(yAHFaql+LQn6u9p|5wr(+Vd zc2maOyi_8hWT!kc{ge81ObCaktV`m|PaNdvx9Vm;e?;AXQx3feZ=^28>T{z*=V{w` zR%6o*>$rTlNTYY`qloJNV59CmT0vhKQ$oU=2i7Z zsI`I_{a7_O--qBmT8F>b9LfL(_7~&Nlk?>lwEkYnb0`d`*$8;5z5a4hC=~^FYXfph z2iK+fzwl1YJAr_17{U9Or{~%tO9J?mS05 z)-EJ4Ckmd^O0A<2GegEl0Ux35w_ID(PLZfPu{w)L7N{y{lAQyPyUhy0gUBdAlTXtF8K4%>T&xaprtw z#J06kIxZ3cAqhk!-AVBjW81jy7H6PaqfT%@QS-MMtAlvtQN&I2uMf6PO9z07dR<m*js$$kV%M^HIstSz^f|j%s+mvdXs&sVLsch;r8^*)^=Ff#nc!e3??&=EE*j zyNl8rKhGNc#>1FGJ5Pb8v3`06*S0IbHutA#4 zN;I&xotx9*CXfZXK1$9ud3c)9^TV4L>F$qbh`vqCZlbki_RzkqfQRJU1!TI4m_N$n z8rUQIQ%WO^*;a}t%Iz-@ufBTe(EWI^W-YF^U`loE(j8gbmG-wLr& z_!44c$0?Z%i~3$>)cz7buhuIDb^7GlUQ?&P^~~|$VfqT2vZVB&S_a#>?_GO6v~e@k z-OPGbxHf5viDlfw74fP~8~jFYbgd3^!S3Omnc&pMpPJ2KRE~b)@}gLe>Lr8@%2Nbl zL7UdDr}tzM&Y={w`w$+Cbjgy+_cJpYH-t= zLjLXihLGwloitfZg24oRPLW+xKx}3|&f6+Xc`@(Ch8dvk_AfU?zHlE;;={tEaloh( zkb)sG*uR=Soe=YAxSd2dqnB=Xv3WP__8MKr$oV+o_-3UYgxec-KK!!YP$= zo)y7`cMhM2*2Rg^)CH6J@7pVTwqxXTrijpx`=y$;-}SiZHd@+VviHv*uyBCX(Jqg5 zS#cjzh32rq?5{C9N7p#fFJouuH@8K&{DQASZAfdA%*l0aig+e*mqjs(8mTwmgPj&1 zR%@GXdieNM_P298m5Z-iXOmNDJ!8QWB*v+Hawatqobd8Q{QabMHx&$CNoM>h5cy^yzOY)!cOuVjjR z9r?_{8vU009E-wYHS@SN;%1&%UVYAxO8l1I^CU2N_Ny{`jCXcIO;%E5qx~d<%<@KReoiyMYfo_%MRz(Ea0Z-8uxI{WL*IkPl?o>sg z$qha&D(?{v1oo3I^erVY9W5=N=7I3s7>&|!nz*{b9Ixi^v3T29UBzO9rxa4g`_T@$ zC_N+GM$hQ$&MQX+UkC*(c3qW_`wmEkP8p00bEL0XSo#6utR~=>ze`)2GWR{sU~A|; zu_@7(=HqJ)aD94pN2yYQiF*3XzsuIz0Ta00=Tw&v|2u?rT#CmJne4)WS!~S^?3}yOut1r2z`Dy`pPyDyjr99H@iAf7?>K^qPpXhv_yU>vd1g)Z zPm-qz<_b|-H0I+`B}?Ft%yuZH0`kc_Agi>uKUV zs4{*NF*TcZLT5C80cw}p#<%YxZq=VFD8}3Kt@5KWuuE=Xul$qrMRsIa$~|lZ$om75 zdBJ#}coE)Pnqy`MduYp%1l`6sP)*J*)|wZz0sm*#)FAy)DA7hY4L1);%}Ilp|`uc5c!%s zZd+C%-BRc6w$#a`sZ1;&5PeNa4ei!4O~8raqh@#C$XMse$d#po zA`8Wn6AxW=zgV{uibx%1wUrCs{ZCTcR7aVVks$%F6ykA~(Pjr^tX>EK3*k(Cfo8?F zrM)%^Ao2G(&kb0-3~L!$c(<=pd~U#()jEgTR!0b=l$#we+6IeWulyE8cr{B%20P=QcSd?$s>_rFxInq$ZzOY{XjoTuRQly{Ol#nEw# z3Fc|=SA$+!@^C!u>bmM#;vj~8(kgYM<-GR>zGGNjA%4GAQqb_|Bl`77zjd&?Gk(13 z^A8M1OmMZ&>d2#LZ0glu7B^QKr>L$&SXOKAZZw?dcYbIwo_Ey~y|^jxHyNKL3{2|@ zJ7SYW7?mB5Tp>F~7bB@ns^gL-P0~b-c4e+y4HA;`oiTY{RbIUwwVJq>XA1jLzIl-y zSh{F<{JU5|;%Np?o2}TeLBAHwE~g6rBKbDwqQj6;FG;IsjDFn`&?Xa#_golWuLY%K zcsyqls~$wZb&NF?$6oilH9Cu?M)jHrY#}(-JcwG=JOg&8VnMbO-vpQ;z8J6%|5%3^ z{?}(8E@1|Ddu_uDdmP>#4X64re4Wp#Zxa{tT^>~@x?u4^N`mFTD{;M=-f&QIIPXQM z#6VHTonP6>oGTkrX9NSFl;l~Mcf2}6pa|v_F0U(ite@f zN)mfXjjH)S8isy;okd;Q7nx?H7Vx1hi{VZxxJz%R)2Bd~L* zs?Pox^^!8DTVeze?6MA-GzU7GR1WK@iQx&=-74} zE>NnvhjS4(-KYEVCZK^`=M9lFimDw0T**Z8)i z0u!JV?$?MQ~(E&#E`Lw_azqjT=vEwO!|1qkZ;ox1$lw$GGDNxY- z?2r!~6nep^za><>SCUj*-K~(WUnV(@A`FX4YTsE(DHQ%UqWPzU>3Tjpb+;*ElvDHg zTF-%nrqV_SABtpd0EflaB<10-^Exck&X3KQAA>@oJ8Yepk6qzMUQHyJG~G-QC?S-QA$%5Ymk(Ff8x49 z%$&Q=exB#E&z;TP=*s`N$eZGAv))f(CXj4Mj9MLurY6po?GAQjP+sr=bTT`|pyd@p z`~8cn?Pl-fu+~9sE4REfQ%SAI!jG3pvfk&nn$xMH zjTSPDKh~6^G8*B4*GB6T&7hP}eGeI8ooF8Z?Om3k7`9$8OB3%X=lDkVn3x=01w6ZR zJLTK0t=9hbL2a3`a{S+-+mnyPP?m{TbV`($l2TDYX7Bs_AO@C?G^&ErtCq(gFsedR zC<^vFr?KF}wtzBZZ2!{?^&h`0R&%|V$B*P=FhwB54RZ~6r5G=SSYPCo&yclH=DccJ zmzuxdVT9eMPmw=A5f`?Uag|STdgyaMf9V>E?nd*1{bPg{+E@D*yU~I_Iavk!oH|Np zGqSXH3@TZR@G&5z&qZ2mkYVgv*eSF-WhHs;$$(GV#mw45dg+x1ODZJ{!%8K;D$9BP zXim7VEYb|~y-xv#-t6OcEGQL$jG@@y6hhJx^Yk%$yzeItYQHLIYQ?~w<14A#evPERpaXSk&41*PlMEB_J01L3rXYct zW5!;X{*fx8#P`B|;@HTKbsmto+=v2M&CmAXFgWLpzQ^@s_VX8lRm6DdXldQGOnz(CNrt@Nw6h9)&mB-PLwmN z>AAH@Nqsj0Tn%kX-N{rG!WIQ)6Qj-?brD0>{q=5r+5dnO+l~B4+k+5&#_@JwGR^@Zy3;{#-aCZq?F06NyGoMFG$MC!oRcyJ$ zS>;rPl8pi#TCXN@GXL$OLzDVgg0-zlF|o#6^%cr5XOqtpG>OW;Z;=QY2o0v<9TWq{tnaHn|Gn@aU9J;^FU5ziORt%o)=5M$ zPkG}Fmvg%Sw@lZ3gi$lp3Hmv*!O*j^;#MDbw!X1p2VMvPlRh^0FN;1oSzWN zqR9L$qqte{{LEVKw~d8Z_dvs<)9jTVZa=e1?Sga#kAMv&@4Ou7c5^&BLF-ULr@3Yn zTsG%3oA;?fUW*Uw{k)zj&Z6W??cq4?@bDJfK8p3qsoNqPh9-SWtRBNH9FVg=Yf4dY zVm2;807>3;B3LI^M_1mAIbKPzw}hBg|8a*j85~KS05V-c$F9=QSl&vj?9@y7Q{HYz zG8}7h5#FXpzyDcvqXTmpM;soScY-`~nVlUrLslNaxg)7MX>k6)14M1EKTN_aOH?6G!7zfg?T=RVC@siN<`ckm=4J%KL}P z1m&(2ZvLSkTbmE3vy2~N)<-k>Vg)OJ$CIcP-3k8tCVwu?^=`unYsSMALjyP!h4;Sl z{Sz?yb8f!CPsYZarvIAT-bx+y4zV#)4BXL zGi7>+7#)J7nFv=oi10a5<)G_^G9|5?D>V6UL0$KHzm61f%ztMiB4zm(esq zIlZI0vWyy%?K2gx>1nNb@_KEN^yDE$joVEa9-k=F?gsPptJg;f`g#vPJ;Y9}a7BN6 zqd|D+ovNJ^??_Gk?W^E4Kc1Qx#7OhcGE%CSi@jatnYZp`D19=tSrq9X=Ao~e3wYwR zNAs(~@1A#cM|GbI;zv3VVntRQZWm<{b@xcn$x{eL`SnJt!2}R}Z`y#&K9vgnC;w5f zqw4suHOLrqwu_vb!}js+q3McBeC_5m)H!;PA{mCg{zL1~$avk0Ww_|ZcXy04~$H>+Fex96Hy-iEqHOX!Qn-X!JfHDT85i9-oOmm zTPV8mOs}RGKjAb-w2m;Yb(Wo=KVtl|ZQX6=i^z_kQm;-G;xK;}V!4MP(mpPqw1TOr zx``4ugdKdE8{rASk?pA<*LwsD)9URd>^Q;y_Pi2&Q;F(gA2}G5j$k?sgBh5F3TmF8 zX<9+678kmQdE{Dh*sytp-UE^*K3frYlUF#f+RvqC$LB6HL|h=ED#6m@ zb(zIq-BFC<>%Q|dT@O$uhN5I6$yrxZ@r7L%;i}Fp>~i3@)d4J2lgi1H2YN<*uP=DS zoSel?Km1)Yvm?TX88d;CjZ<&M7>bCs_rSUf)itT>{GFJj}@ZxTDL#kvgkfH0v~Wcr#zF~H7i6mGAkXo7Hr{I{*` zVh*D0I(4GGp2PCo5oA?5iLeg-s4`xSC^2O;JYub<&CS!zD0f|*HnPoEuXX*=feD&~ z#g7i<%=98zeq6>@v@iYXotXg~{l-VS(L5mdyhNLsI^JpZF3=XWP9+He>6!xNoUhe9 zOzj!85Niz;dY$g$&u`u8zu;Tev%#L2NHk{E&ZZvGC(z|s9yB+@)hGDVPA0GKL;DLY zkt4i{c?!$k?1nzzEFB#zqf@T7y_aYtnEabHu*h1cEX4Vt0fEeKMb)Rh)7$tTDi&r9 z%1S;c!u>!yBe@C-A|>hBy8DXo*3W}zB0u2kNaC9BtS)$`%CGOvrS6@sgaWonbAv%( zR869O`A1XF_klH#Tt~C=8d-V$e@m7JFC9UG{nL9;tFe9^UU9y*s9=r6ES)%-&0Fn{ z9*$Q{*$R`P(0I5=SBJyt)K=&5P!8zd&af(HPzh|F?qo$b$cW7_5vsqUrg%3b2^-&7 zN6tpUP!yRW7GM_Hmmi{RVG>huRlKScegN#{dp|55Qxrc6r3X7AkiW+@bg(HAR#@@0 zSi-v_O;(t|DJs@$K(4jQGkIare4SzO&wE#2u%AR|w&bSQkr~#Y>3amW%T6QC?l%>7{993q*5y&)Tky ze{eK2m3iy2sUN+r(!H_~Igq}vkr~P5-OKZ9aMLhtpo0K#GrLQSpMo2}eGhQ^)GPjO zTz&?1kOmjaU}TUhF`l2zsc6-wut(u*>U%Z|a#gs)KGs-^YEMz%JhGjqcEJ^$cj zZ;s?y)Om;tF;a;D1K_*H_r%pEQ=^Gs6G*a`S0*A3t@%>R{JW zV{5g*A>1I3P8!GCULWjdIrDs>>{F=QiAmqL$>ymQ>#=~KuipRncN&xOg{#c&qv7+S za?lYo^{!s5@-dt0@1Nx-WM7e3nYcw@RaG%iv{rl75!Aq#zRHO#f z#*(RSZ)(&4#Al`UPFauG#sSZfp8jt zt8RW=o=;MTzyoBQSUd!i0Yry6vn0K46~>vPvs}rLwJ*_y?dw%-c30d>JZGKJNwY5V zP`PcRPkqid_R~vz)Hn_{rhST_5zl*X4I8`lFflZcrD%t$4`@tT3g?$JdUi(cV**hl zagRjb5_hMQp_?@tM{Tof$IwzNCb^=Wo3t#>moL@pw?_dcy&bkkdvlfo+}e+hycTqH zKPF-WAGjaq8w%7us7Z|GkRl_ThqC1?Rt3J^pR#Yg7_n5FQ9fjWyrOND;MRef{z{eZ`ZsF zkP(v(QZ`!)!tmm^PK^qQ#*hXi=^sm?Mk(!#bv?6X-DU*n<7EUj2iFan8xj~w;nTp z47>?eBvyy2LA)OunVaWmQ=3y6#?*ufg%6&v&mh8+mcuCH_+d7zY^la#m0YXM^TCCz zk@fn$OtM_?rm(EonI&4A@zpWU)Oi_M+w9P?KPB zVFEF{CT#2VFw=}_%C6)jApg5V7YZ+M2AGl+gVrXt(@=-;)KGxKft8;Vg;M{n3BdI9fa(M&EA6{@R5KquPiLNr#iZrZ?mxeZHTw{v zfB8t|^ErytI-;$9w-Qz6nuSuteE}Rzi_<3qSvwzfWb0mopf9W+YaG|I7mA^!H1q@a zDhC#?#VuXfya>KYb%)7f^uX7sUu&@*NrkL48fMVmpMFIk|6E~wn=ph*4#B}CMtE*O z%t1QY?gT1KB+@Kj@G5;R{*!t zDaUe&RpYVYS^Af&jgfOWzGyZ?v>fo2GTQnw*Mt4DQ5u_Q2I|)e_I@{>t|mcglQ)$Z z)nuz1fkSErwGwJn=6n8}CV zf?;yk6B|$M#aD?#w3(7y(o))=1f)&5Hh~r?6bn0Rb$?dg`Qz4J;2|h6c-4PKV3Y89 zvsim(R&aaigU`m}RtbkLrBTUd^vo)4m{AGocW-Xw)~8lqJG^>by=0*Eio0LVVJ}EY zswOOaLDQ;#^n|;AB|J098A%Ka8?5L-ALU|)(B9FnXi@$1+1$TGKW9Sg{?^2qumx5G zKl8ROx^AUFQUSZKjLGcN3|9^5xa(I5R?xTRT4A@{C2U3FhGxC5Fc0{tj_0>oHxJPo z0lGXT#R0XRw+05XHEA|Vug3~M^iwdIuH?{JicMy^nU|Z6r4pL*e2?Zjf6^t0(%5gi z9fX44A~aLI6F1m26zuKfskN5#NAG$*9MNtnFbI=8pwPE;5}gh|grd7Fx8`guj#go9 z_V;_uL>l^Id-mBmDY`!_Cw-K>#oqNrE1O=oi8f+oVJh(CJQ~IU?WS5gmCGAw zv6pG!7X#qO9Hl(bvcomQmBb@HGb}!Uy12YOx*E`XSFV!w4yg`+dxrE1^@=0ZWXM zbc~GM#Aq7@*pxsX^{4F{wi!%_@!^!fG14{tP~s#`C>Qy@=edD2`r0@RD1}I>rB7j> zWnC)$hZ9L3nNVe;#Q=H(2l>dwQzW~X)IHUfs}&C#fqTftS}?bbg{(`*uZ??^5EZ8O zDY(1CmFaPYsO^L|IRA)$%5mxY*nYWy52bleTxC#@Kev^X4Q?0Dyt&0Cr44qP6sZeX z0GbhU5605x8O1foY@u51Mp0zY;?7dGL7>dusuxq`nwbZHO!N6PF=p}ir!)C~yflyz z?BxVOVQkZZmGILip}4|ithSiZ(+W_rSL~Ms5XQsr$7AGgk;=9bx27D&n%1rZ-<&Mq zylE5yM-2$fG(GUDy6=l|k#S&p*|=`$at%=F7Chc~g5 zu#-r|kL#6ZCe8%(Y56c%%2-b9FqT1YYLLXQ*Pn74qja`ZZ-E=H%97Ctu;U($+-UF{ z=`%vlltPc9l=L2%H4ETIdam!q6>X0xOxTUJ>>)&aNJ~KUrL1I^;Z2{7#C^@G4@w3h zVt_vo`=G)BXSAl;f!BwRiOu!~1odg7Dv4INX0^y`ksAwu?*~EywJv9z+cvpB1&+^p zW8wPBm&#C3v6n$fzFwiC)OR^K&|yeuCH^X)#c&#LFnoSKY?w{*JRilrmzVM8LoJ$i z!iuJ|y9Chx{}{-6JEL9+h#QetyW^6;ts~e5Rw+be?hCWxhRV&2s2_Q^LJ*>2aB!M( z{o^fCa)ZDByFjrBKJhIfi_o&mARpm+g?TD11z4(fF+lilFe-p?s5^^3s1?(oc zqOe}<9;%OPCiNWB3yVWlO;>pI=wA~9Nztm#t@z&zL;drpbt$%-*;dq+XYfcR77~6y zA;(Z{jjEInwF)@0GztWRl{|13)!WFp^r5l2EFmunP=E&}c%?Hnu2hoSFIQw*qD`-( zB$KPmBztS+2h{A}(PumCFsZ~3vZ|-UI@9Yx@sMq-YG)w9(bH+ZG7OqQJcFAfm693AuLyBxj# zMiBiOaZd0t%_x~PP2s4uw0QMmxei0YOO#7NxCuj-K25I18Mzn}f-LRYW;^Ts;Jwdy z8pfS`ne2(ZY1t_!;-rS*Mj?V^QB3q4SC6)F<0uZ6)<9o`MZe7utjDpI5a z2%7A-0i>0~spMv;Al{bcRW)K^Hl0uw(T6LV^JoTS;}g6eC3sJdP(cOu#>xhp-!SIM1a`gY52y9c#YH?()?h5O~d&izjQnSPc`l(3T%a8x^0BWuVUmbL#)g-{f~ zV=7F9sD0j>?gwCNi*$d&wl7-$+KnXbicSBXt#r)(2ft&M*5`r@o0WLmaO!rfLku`1 zeOf)M-|Ju!bn!|(RK)L1ncfqfMsL%3Aq(GuzZW@cnSS!!Y^E-U5%bz9hn;5p<1ZyE zvrj+8)g z2BBc|BAs}5dnY)W*i(=8@+W(2F)6lKW%I${5?gA}|H2&t)u3>F9O`nlcaE9Is=`*y z>qjmtadx4|Jmx)tMDEoG*mTHsFZ#&na~m}$mYKqtwEh@-z}<3%Rs*-*fk{jpwz=ol zy@{y^fATek_LJ10UNIgi4_lws(V+-SM=13T@f}~N5hx5KnlEjtM%en?j^`K!H0X|v zM2H7qv6~{ns&KxNvZX%LFY$Yo>YjvH9*%*Fr39Cwn>&wXzh zO7X-Pu}^ST`1!_KohLf6y|4}0O0pvNo?3;rZYAe;UwW?K=Xn5I$mjg?4F3S55#UCo z;SkVhPt!1(p|r__zdbY-`3?`uIrh`fGB*jaJ;C!;GB~Z zqkaBy_%6^QGf8LRj)Mqb3hr$VrT?0*Ys@6fpTwsoD^BZ3bMga)zD>~GQi*e2-$f;P z`Mu2o+VV9~Fi7ba`oXSZt#ed!+<&pNlw^ZsyouEe+ZvpsO0u6``D88lqy(2;uyQIFE^fKCa7_^WF8>VC)sFX` zDJu3Vhz3q7WtGVX`=W`eou46AS>Z`<|7))k-0mjg=n!JWr>F8EE+qkBNBw&df}zJh zURSW*VSLJ?c_%uUH6R~&_n>(6MVWMCe#--lU=!-$HLgP8;LYx=BF1uwqtk`y5p*aQ z8gTTwqWfE504l>P1>e!6mhd;QDplN-rm`BFz}fQEqgao3olA^+kAl-IZIdCrt8ci{ zg?+lSQBQ{KhZNL1I~6%!Gg3ba%0D1ITVZ6N*TC{$tL^sq`t*LDb2z;O!!l9zyja0u zRo*>!Ck1D##QD@RaS zAN^8ztdy#gwMmqPT1hOsA9}FoS)%pijinFQ7rPQV4rp zawEe*XHCO;Uj7{@2g!CdTImS9nxcbJ<@<9}-OMQjLH>c%I#7=ILw*!dxz{}AMP;d< zEnzmQwoEl}UOZOV{Ds`0dLKU=I!7Sy{!DfY7=s)4NFjs^!Y`8Ot45sNs*{}^LFbt> zsw{~B@gImTyqAj(X#6(9^d4ACPZTwD2CtRnErYuGtxEA6V&ya~t6T?PI0aw)z7&tT zSXdFLpi2e6!4$z_gu~7%BF+AvgV?;bK!aSaOn9Dmno=R_)nj${;|=b(U!lv%L%;}1 zFseS~Tqu#eBFg)mp5&-X8o-5_Ij^bt6GYLY-=nxcy0O7gb3{5f`5SY=yix4xI(oL0 z?mVRqV46b`A;!0RfeXtW^8iDAz0PIYR`g`z3TXWpvHx{PhWx|g9sf7$&qLNZfMk1Z zV|Ki8L!PWKk1V#Ga@OO&Dq%r=mvqGr97e*d_46tB>h1gy-x+2WgD=85WD z{-Wzln2O(`_09E4IxN0Q%fXyk>-%(DFx(qMKYv>pSOwb9Cnxv}&m*dT1cQl9vSjw| z@ZfNi_Aw=>kmIWJel%LhL7$QjX?fPs(GPuj0D&`vA}eGP{_myz$dqcd(3uBp#g03r zL+gCjBtj7!d6EfBQveILHQ6uvo zr#(NNZ01^@4KWN0i$^jrL3W-|CZo@beh$GW>%hCJ;l*|CzX7due9JXHPQ(ffMa}78^ z%dF7OI-Z=PF856KHzx3i{5MWiPkD`fw41ca0>pw5qNn}8l#E9BIDS%eV8Y_p34m4 z;ZtuU?-Vkf=40K5VhejMHT8LZtl2}d9qfQcPWg1!8Q`yz20ic8CvFVQ{ci-i@7*!a z=h@d*NomRDWS6AVIu#T(>?C51Ihmi;_VbiCUWGlu@E-KsXz%6ge7fJ>D`-Uj8 zHI@92bq?ZB9zI6kKuR`Phm7GQuoX9p1Yb%l@YS&R@x=g=Ws{(4LwmQ~ZQ+HK`06e{v=k_fw$jThesz~ui-cTs{-PL+wO`?X( zOaawVCC<09a4mv(G9q?>zY6!3{pC`}b(=VZR{vOd3O*%ZTXiMisNsqxgI|BPB4{X3 zp2x#h^z@|NT3-*lP00Kb<1Ov~TGwmm=tk^H0&uEvA-X~7^%rf0%-<3V$4>gNDhd&R zzDTo*e${EFWF_dvXCy@J&*%HjuTKDL&D2qpu z^iZ0e)Ldf!^sl1cKo5NzWs@+VE<~?bEdBAVx%(~0Yd1YRrYw)$7(XEuy?P+1Jc_!d z=H)Ot-Z+L;0V8Cqo57ls_*xmN4lFS)VgXj(9~OVKq1kRfG+NpGopL){CKhUIHz|}+ ze9vBm5t%m))ZAK1I&fqIqZczlQ1(4@Pyz{l~U^zqN!^*EJu#)IHUw zq>C6E@*FiG9+|E_g|9cRVA~<0+MVo;rAg0@@?_7yykpLOOps#q#Qm)0_`RAgMVY5C zP_VlaX zcW^WwSD%oEn_^-xtGAza<|)sGY9wAa03f@!I(90`Ko8Re<<>#L*+Fyu-0cQ$%aJs zUW9 zqPt7Yy`Az*b{>jCmf5pO-Tm&8YdopPTj@#NTY(m=WeJ8tY%kNi-b^$7j08VZE3vkE zx{|Ix^I5FWrCvQbCt^)~G&Nl*C+z1+PY6@a@IIs-WeBn4z$*gS^BYuTA}xqFaC5S~^8=x{k{xC` zrK?oVX8U>9KmtA&qR#(#7fwSy50tP~P-l%{STisrSgv)6_G)uaY~#So zcT4T_{g-q+{~@8Ej~u?R#Mz?4`&XtyGrXV4EKkXltF-Halm2bnS>wVHkbLv~{9^j^ zA1PhW-#f=(D})OLBwtlE4e~3Rs}I!75o!>G^K8 zOnO`eZzixhWN(;CJZz?ZW}@$gaZM^ZGt&4duQs8I8XKxxWhH*8qE!5&O!8?^z@}3o z`cZ`}JEhpqp!O&0d~dp1Fh!7ys`T9lNe2uc19c68-yWf+%cG^fRWw6efT?l6Z4zmy zd>`pX`u(6e+hC2wNx)l?vU=8c&|NmMGY{-sF!v%po9*)z>|NRIs)lsgzBx0p!O*~( zgMCCJKzAH6@;uetJFd02zfJd#$;JnQ+ALah7c7@GBKHiA4k&FC7g=Z^OdTpv7Lf+@1}jHP)r)`N-+ z7tLjmX&!?Zb1A}~>yt;+aADeC{BacGf*hmZu+-Z@xVVGhy=XlJ6Vj8|SBiVNFTb;; zoCNH)7L;J-j7;h3V%7$q*?+N8_x=)>*zn0O6o^d{bo;~FG*HbX`$ub~8+0-W4|2jO zdVW!yT0X5BSfr1f=$mf@#Yku~vWJM`lps0bFq)4c$c2ZzNcdK!rO&f0!8PZ&rVXeSvb z!S*)5s{9JpO&|K0DOQi)uiju%T2Txl9|y)%PGt3wD`&Kp?X^h$8?fIqq$sR_ay@jU z2O$IoyhG*}t_Zgm&#A?tkQ@UgVyKC;nyMA)y=*nBF)eF#j<%oqHY7?Bt z@~#xK5tm2{Z85fxq|+(RxrIoaQ7>eKAG0u}cmPwY!G$QIvHqp92le+=ny0bP9HR)& z!e5`okxlrq<5I4VXp{m1ALK-6dFU8|iZCw@z$?k6=nF5H41fkqa+5nvbiK9_+$VD-!70<$QyBmGqZ20q$w_ z&fM_juQ*?CE9yxp%zB_a)NuE~c2nEci z#P+>>d&xRots0cW$=SA9(5^p{VZ{0;EMH^|mUwtiRGKs4b!d>|*}3ei*Z6)N)mP;~ zq^0%+X_XgfE#EgS;qUlHDi3E1UW_{r3!D&mxekxIIye0y@;b@L~zsLp`C9Nhq{b0UqPdm8?BKCRmz8oQXS1%R*?1v@G4XnL%<4c;$~Dm9xe3hfkx zAKnEiIgiOxs3>^E(C_%3FB|o%+Id}b+oRcYxWeXgUY0C5Fy$F$?6#ZhL(_XnVls+djS+L zPbaA{p_2K&fo<$8jTCzKqXq-sFEy+vcK6bf+aij6k6rYm5AILh|2UW06ZWgqT|YB* z@3xLP9rD6bQrt_IPj(sYG~~T`>ypwW0oM!rPS%X;XSavLic= z1C(g$q2MLNJd(ZE6bwR}hVHbwZxyIs*Ui?t(KYVk4YsKH@Hz<0-8d5#kqzZ#XPSR) zJI}edJq9T*8vfS{xeM1nt$*_oHPB@dcn6=v$m8DIW;0(A(AZ)A_y)({yDIl$4>MI` zF5ffc>9xKdUdpK!WzdE*KANcSc^(zqJN>*s}WiMwa*pX6t3!IkWY64C1{0zVCdKmw)dP9>8D@HF_ zyfoX+M#p4^#itUXL!!A!MY!|svOzJQ z5OGoQY<_}Rx}@PZM)lPok*hz?23mtx1qI(o^m5b%DC#4NyW+S=lR!#c zKGW9pIBnD$#W$716b4oi6h(karOR~&8q*w;_qh6^<0f?v)Yz#WT%X8{ zPg=Ps23cE+vt;@7X%|aUP-I19nl>{4r*Vgi~}BE6RqcSaSKe!xg{oLC{%3vnDxT(Q2T*c$e$; zzkTvS{cNN~267fyO6ly{{BrJb(9pMGS|hYv)VgH0_mWoMAbS=S=Mn7aAshT$lRaJ! zsa{k|$m83D96hiM+>hVZX5dXGgI#$>y%ZhhZ9mmbCQ}r_0?3ZyR9KOcawdgz?_J13 z-E@FIpj8ul)CaRakP#6R>jFsG*kqe}&_R*lh?f;s5D_o@p%^%=d#s@#)K^U$uPPCi z^qoEd$|R7Ax5WQ*ld^W*koUTipB@tf&Ugj-<5DNjQxY*jE7TB{lHdZk<*B9Lj`PCl z>w5_7S-TpOjTV6i|0%Ljv{EeN*q7{?`A24_!L_#B?aC(wK`vW#>|suWNkkur8{X*Yy>7#9#8bKc*%H%#)73qY!9TpaCy(o{$xG(d zanR_uOV}siUBJ{$UD?l*8(JV&u#^_tmm~m(SvSEqX z`PXx9TWjjoo`J;NTwFBL@Cv~3gI?Emnn0kr__Z{RU(t8L14IkFc2&mw&EE~p9!4qo z=g(p`%;9z2MF`D<1&u?cHdx?sC)>)mQ+XGM_eh*}??~Q(7V4opKHLk4SG5ej?S^{A z4B&lBp22xyZ%xG;=X0HqP=rQV$Bo4oHn*`VOrcD?)u)UKWt9lPCeX`p*PaLd-@WSZ zC=^g13gGHs3)(=2dICRlF7$$=vHbaP=WIMiWITp(Ep#d8bd^eAu?YL}jfE|Q!@F;g zcz}+2+r>U(HQ{G?cFB~|y)_G~E}r+XDVln+56*>(@HU~VB!F`7g{A-UlI)X-^xauv zbbn)}C}vs+ZA;P~4rq3C%hAX)6<<6T!EIL*>a# z6aoP0_UW9(f7>;QdwzuW3})f!&KaWwlWY0989c|F97P#!zwr{!wOS}pdt-}eAHB$~ zqU*B$e<Hv-lK4uJpMXF_A zBO`Uj-|_$Ib?#|$Rd|&_;B~y|&lT?OsJi8c`Q(ji$m!g2qSzp*RuqS5h$Z>)V3KqO z%bA<5|1h1W6R+Nj;EFDIDB+2*_WFGv$d~lytws#xXx(!WU798VSXvr8lqfw0lv*s1 zwpKe;h||o9K43=8h-F=9HoLtmYW^~*W*Q6E(rmnDizYz7-EG2s+!^4JfN%(XtbajY zcEF0APKDqX^wW~BwMp_frYfgdj(IlTHZY`#tBe+~s*b0O7ShRF;3w7nS+msK_3KX) zV1Pf@vYZ~snpJk?0!oW&N{8l_l9jnumX#V6HJ=V*(hlo3s1KDA3(%d_LwT`1Hi>%R z{E_OUEY2&SKVyMW^fI+$hf!aJ!?bY=RuSI{+ zF(A7VFJaT)cOL1Z@=*R>U2UpMcb<8<7?Cu)CBz^-_;RwCaIv$+7Lq_2XbCzf{>6rCm6+Ja1PAiAXzoBHBJ8IUj$(zfJ4l&o;pgDR?ctx$y&sdmAZrZr(%T|iYSothd%uHSm`$w23*+z7f2p& zUVN7axQd*?-%2tzBh|0jzNInF^}3khXgWd#!SY%Sk;tq;qWUIN@99d}0+Od+RM5Yi z_pU~L@+SdM3o1Og_WO`$?#RTK z^R=3CN?JwFJ?6#~%7`-Q{Wjw-7g>#8YuEzT*XcVE-Fu^M{yxazK`$bHNO4qz(w+11B+w30MM3B2w2uY02{gUTnm#^YmT9+(T3$stF9p+E>BPUw z4Y9Wqb*c z5!8>5oJeT!Om=5im+`s-Gq#Z(p;VE^#YDrWSxuYsH7h!)f-6%%%P%vOFWlsaeSAhi z9zC61{6>Vhj>>i6{fIK^x2zphGj1+|ME00Nr|%gG7t$+uk-V_3S!j#uuOAn_T+to0 zj7V77wU6R0aztCam5W2%aB>cG}Oa{nK@Le&}8ociPK?F~&vaCm=5(@r&!b6X_G@R4W0xw~yv zj+1%2w@{US&h}D&Bqxu$jHNRP@iNhV5Zm?u(bxO$HjMMcqj+O~cs4*83~61C9GQ+; z6}s;K4&%OwmZJF`$DJ16v3)!b49{T$j$gQ|SvpPfn{uc4voyeBda`ZUrb$ZHZ@XM; z!-kPS59#UAH{P$R4q)tNf}1Ym?B=2oaF;^#?V^ij?b$cvq{c!h9p}DU0yg8*d1Om} zrZLY=eqDF&Uy+a78NZsqIF#YpGs`6x7eMsrT#06Xp+`GNL<4FWL$zqxv$gtWfeIjz zPqYiq!E@|Kgsl%r#w102)76dlrdrtUtty$B-{c7%8&zc#2qhYAW|qp~7Oo{PvljLV zOElVzVdMTAPziTcIaO~`WCXM2Dvr~pzbk8Z6hTPxpkozFlY{974$9o6urZ7MhJ}5u z(BM3w_#cVxH2NV=ec~0e^h~DF1ldLTn|I({ExDY~+Lky6 z{Q;-(&-r=WbsT&|<#g3$y{9($F*COBGhrsvc{ycjjz_!DvVr@Asuk52fH-;4mu=m5 zmKbAVfSlzIp)j9m+2J=^_CXqI7_Q?I(mjt*J};YuiT9XvmB(*5EL4{p_Bx7MKafqf z)6@zv{WXxD{yBEfdk8jr(_zSDjE#nGxtPDSwE%%o!E=ZKlIl;%P(w@y^lQy;SoUmuK~e`5bwoRBTboQQRBp&K>m&Hwv(Dl z(?dUSY;I{tQp*t|OViHah7fIXjayMTI4;u$KX@-sIlf9jR?KDA?Y zZ=_Vd*v9MEuUP2Ow^n!Ta17q*`EV+yC%hDq;0QWIa&Rs|I+7Ao2Dc~=&ATRRP1?^>z5u1Qgy(wG4ol(h2*b9ZHUWUd< z7Bo&r@mxtTA_7eLe%(RuGHQR?AyT0xy6f1xZoZv4IvE^}dO2<9k#BY#-Df|w8a^44 z_Vk6l3DQ+d3!s04vX!O1?}1r&66sf%qbx@e5(hw|#1KDU8q6I+t>gm1o+Yq|p9N0J z^r-amESg|>1kY%|cSwp01yB;;Ab zjw^u1JA3Rsh37tr$28L-%tsNJ9;J%BeEeGbjo)YqZJo)xJS?_?w5^T($TSHh#*z70 zkN&(vVJSQuNho4m@ze6CbvZg5nSPX<{FWOa_8?h3EBx$pkvnRgSN-Glth@AS600%P zih~{|uc?bmBUL=v5@`|XuDy_QW(OR^Ft@AjuIZ@b?R}xxT?o+&x4ygPA z7l$?5PIMIo@u&FKf^axmA~Ags<R~MO*hBbqA^QEaf_VJ-@wg%MK!z zBwwT5|1Pe->%?4=o!4F`1Ft2GsT^-{t3_(u{Bdpy*emLRA3-g0viNG%pE6K9c*=9~ zTXR>sZJjml!vRYv$&ZlnOV=!%EXgKS=;Dno@z)7T%?dimHg!TsFAJ(=Oj^H`f{H zMw2rM#_wE3*poPwuF%hjB@)mG@%jd`9|>8kjV5VitQ8XeF{7G)Q#jPfx;O%e4E{cT zH^&(2FMnpSk6|XCbqSShPW1j1TRp>%l%1Q?o0CHzltETYI+_Qp79-h?*BVAtf!2lI^UA;>H-(#_$r;W;m2&>R9Lg|qGuS*u03M{* z(~{CI!A*xB3=duV%HTPEn8t&wKQ4|k~4ZG7e42=46><%KTqLT*`-gP?nIbweJR zj%=z%N%H&GaLiyt+zM{eXD|AQRHXHmXYmOizbx}hbspq87zsZoKisV|5!AgR*rVdacK9*>fm5;ZwmK}~PwkRe2{+W#|yJzx$ykfORgRix3Go@&W zf}2;R-CT_pc7{m4V#p>{ksYT8zrq6=7Z02Td&26iwK~O9zR~MJhs;5~j|<$-D7ihb z#!K&CKyCmNZ{mJ9=I+Lnd{KCMgG`0}?Gy1>X z*<5T6civ7L7_9Z?!@J1gEjU;7xeQ*rjk!;xLQ=qc3`r4+73?m}R* zK;Q$QIX|*-1JK-EmuMkR??IP}jUgVT>T1ReKDrKSwG$Fu>O4{pvJ_cJ49oz=)h2hpRg$(TKuaf0Q$oWdD4M)=S*Nn@7tQ3RwnetT5W7C?Z zs!?rq1*U+n-v6{x2WUZNU=YV>NE#>`hp;NZ{l{B#*>XVPkKHmITY+4gRMRBPGwNr! zV{HOGoQClMFQV`4yo+G-Yd>qr6aH{xX z$arI6+9jyBYc{=vxN*N_`=W?L*7D&LfbKsTxRY$glnlCr6BzA1FW)-uNoI3pTLnQs z@pxDR@px>XOj$Pr8~W8`fDkdln~w8{(HHJ1?-{tprgL3&*oXHEcZ9W%c9ma!`2OC% zlYRa9TEY?ogWzmz#hC7CMEtOCPzzH}Q zS?501`&_=#F3EM;T*sQ1ryqs6l#Upm2f;46%S1R4I7b|?|0920`@Cvczs|UemgZ{P zy?gOP$giN|fHZ05jY{Yrzqe+V^*lB7I@P$jz&v}mt)`zVR;N`gSmRM_a$nQ+%e6#{ zj|XYhvczWo!)6g!f#U-Kzx&d472RtE1e38v%=8XQVG~`+bnUj5x!NvZZDOd(F?p`* zZi0iGs`%y3lV^?AH=h#SGjza{v(cJ`+K)}zUtIx;Xmgq zgy~!+YDAW3obGA*$mR-G#S4_(_R=W<^q{nKS~q5zs#qy7QCeYm0Ji(w+0xa$k48F_e_o`jxo4heS%u=W6O*I%Q5l>`MY?!yy;%9WZYOo2> ztAy$$Kf-P!7+H7)lgnK7UR89d4)5qDt5B3Ci(1xl$F2P>@x@W8qA~3?WSCT)+i{&e zuqO4api%a_$fGdOq22J!`g*oIEq4$U^zx>DJ~x-=yfnm$MWQgXzobj$=XF)mz}crB zw~tF!M`RqNj}1%nO;48}r+njaE--&-MqTX6_?~kV`ONkuqh2fpF&Jt@1gOUy8G{FA zj01kVYE|e{y{`PvmvRh=q1q76Yj?|k{#}@Tpa&V{l`n?c=kYL#CIKzeRO%u`0={eE^9_pdXd9JWaScj`9Vwq>f4Zfri4^hCl?Y0aDyl28Zvnx>%2u)s>cCMU9-v`W_vH!9G9af?IyC&8I z9#(f7?*4vmyY_d zm!!MDpd1ljq7;s{8T*+ zrWcFWZ=&Vn0@6xaM7g+C7H=nna$NF-FQ=9*U!D-??16dDC$X7_0@HQVetuu+$+MBS z!Jl&Zt67IltD)2CZC?mQiY%y4F1*Qpt4MuE!BfBmogt&rV?cPn+J*x=%HNt5SEdWN ziy^N_7edcJ(qH&JQoL8D`kJU+B(XI$$X%BOn_BK|eb<}nrB#migni8nttD-!3lmml zCM(eKxQrIyq6i-gqrW%@OF3{*jy6=rT4$=JH8h+=J6kdSJY%c(_znx8JvZX2I*;|# zBQHM3vIXQT^jUz}R}m1s+@CPx`AGBu46+ERLyFN2Tmz3S(H>%WPsFA8pqBt&7p&fjwOf9}8b$Fy}y!9zHDcYj?5^PJG=NveEzlZ5ax zumFqA?Pa;K6B99GB&$K7foP9W+fo154Q`k_PMa#oIH7Ct%5)2Uh$Y((ovIM>E_n-L z0bTV47oLAk>XAmsNa|rk1pX4);bQE!eBM`pQ`hFGB6CxjO)DikyUsLrZWfj*(`H>3 zSQZR0(o-dAZ&lE%O#zFYLo#9rLXU>oa_cn7a2l=b@Zn$4@r`!mpsmd>9Vt;c_-#fR zGPY`k_=4=hi3UagVZg}Z$y&m=QAE*{3buP*6|NJ;s5q7Cn=SI0o{s@z>a~y zVYcfd0*X6Y!;j(E^Yoe|89AKb9oy4J6Sk%>PG586tLl#0iVYL0)*-6Q*SLF|RO^-!V_6 zP;u1wzgF7PSQ}LrOgz# z&xp>B%_VE+u^G48nhuBhm#es~Pu24RiUo9?e@?OH+#vGuRxnzL>Odpo<=vT8T>6D6 z58Rha@nxl*maXtZ@H&=T-QG*!B06y1NDDb9tNCVTbHrb#jrn*H%}?~?Rv#GT1K?{+ z$_8v)+=i@r@kX%&e(S&yTo$EkDxuh{OxUky26`iAI{FOpZP{y=O(KE8sh1a(UL}Gcj}U^}!8G zwl1RiXVd+&s6}Ud@L>hA*0`pV`-yrBqD}P z&nYdUBt!~`39i>^h_mW^sf^89B(2nEBF`OoBlnKwd10g5$f+D)g!o&yh9F_HvbLbbM~}M3JRcn!DA4)9qX6v%;2&Ck zhLa@JXjE0+?nk?{7@P4Bm(Ia|DUq`*izo>RJ4OcHo`B;?oM#B~v-W7uy>f0#gr#8$ zh)B5DefO+H^cY7b@st6mlyFb<0ve7bB(C603v67CkY5v!oFoP}&Hcdq{D7;{!+iyr1bowC!rozw--Q1)P9$oC!K24k7?fHPdgXJadCT zp6l`=Hv@PYbbmg0j-G>K|Uh#_=aA3FoB1C;9UPHW~vgi_JQ5S4g88zTioF2VM6KPO5w^;8EP(rU40C z_sI+cFUVDZ5g3mWmI^*s-aO)SfM%WGc@@W^KGFGS*U%tPs{iw0VQ)DTQr3543-*3> z6dEcq-N&=h@L9PO*(0Y$+hT@gJ2ywdvewy59#EjV|5*9gpj)ENQ%A@{?|qD~0vaz>0U&?|Qi05dmODoGUL^CNmz3A!+gwZZ#BYaPDz zdxNQqR)b5rq04fDmlUndivaBvczxjd8QcLHT&>$A=YNSNQAO}!lOt8bmr>kgEtf4J zvhsD86TWgPW}6C-DOwg_w|D7lT}3Ta!yC~6bHpwD2b8&E3A;YeJ4wY+pWzA3&Wmhz zyx#vt^;*Lt(0NS0gTGafxr-q=JVtqjzxAn>+2j}3kJ>aVsTyCNZ47P};Onu>=)Yy( zBZ9tbS2I9hUv|oXb9^s-b!%$Sez+`x-lJ0Hl`k_RG|pmsY4jN=`TSRTta|^|)P7CR zB|lqAbMmk-v!%Z2O4xq)qJ>48E!B?#L`RK`y3Z(`g6QB??#| z{H}Ms-{gK5oE9*ISocR4kX*OoUjHS zw*NiPMNaXPAmb^g_)5>YGxP-`zoXB*gYc7QM*G0_I@5`HW^bqSqT1ns1Y zBB88I82wqO^JYRb?@)-_z)@%E&xgPnVi2qPw14FD!v^Y5dO)$_jUoS(^ouD5znaujG*ws zu6FEiy?nLoK7j-&F!X4IH;La>8EO_2?TZ9Cr5dtTY#hX$q=;uBKe!36&Ws4R+Dm!=6r7|--utDskmrdcWTxvQy&~<`YAoTby!Mx zDR(mbWN9c)9GDH2Qh>V_L~Xahnm^?a>&29V5dII-wEYRmq@%meCD_@ z4m|DY6f$wXAG(A7dbhm7&3lpH;Fb~T;9xFo*pvI$s#t*`!thy#pLmrgRk8WRh`r+O za)(Fe;Z&K|9U_0$Vq46;olZ6O#vi_RXC1N9?$mthzqQ$dsqs;p*I5{yGU#AXtPb1u z1?~zFHnu*QwCmDbMB5iVX~hkVO$ZJE)WDaaQQ!s$$uh)nAfLRv7a~%+ zTiv%dNZY0zwae|m1Ehi}&wW>7FAD(q$?HEnJW_pFpcC{B2sQm1SSbes&wb8WM26T< zld4j~n4P$YuIP+k0(ev$P3=&}If1M+A@rN$ zb5M&)>W7HWZ;ROMvTtXS`F?$VqZ*N)O4yK`<^=L?4KGx4wwP4DG1D?4mMH@I93kq@ zd}YjkO*5P278LJLPFVeNV!X%{#=*)Hq9}?*MPRNNQUy>=f=tb%%8XL>8(ZD(5Fy%4 zF1+?D+Yt)(slA7*%rMhkUfWZ-6hv;9Pum}U=v%2;E)--9xfA@90lj+%cs#V3MA66j z`iRCwfR)3G!N%hD$cWl#poCewfHPFcE|KUOd|0_--rE=QyimH&ii{f483!>W#wyauVGRmkJv^%qlf zq>+l6Be#YQ{6X2O3&ZmT-E~f9$!uy!{u2k$ z$)t;_57xwt<`0-WxI$um^My^Qb>9)9I4?pafTjQMTa@7RgW;h!e12OY({_pr9|-e} z{vZ_~2QSntFwxcUs4yv8h@m5cgWE$an1So;%@@OHa2PBXaNe67CH2;O&O4jv1<9LV zMNZsLy;&?>z2*AenOSDj)+VvMgPT@Edq>gK*Eh(D@{k5wl9Yuq6s!+vdyCHe7V~H3 z83TDA$Gp#t+h3CsSnf&xns0ymh84X2=NJzUYhHt|@C>93rz<2>4ZE{pVQYUW`r3XA z6T`nm>COwDYCb?oyXx9?zq^VQ>H;*&*yo;twg$Mkdpw1?RHu_3IGi=9!zGQnj(LA0 zsDLM5fIh#uE}20pspuz5>xo?_LKv!VI;*bm>zfZ&>w5%1EJKrzlIndvovl6}ECx>? zs5<$gv@4kj4aV^VLS;o;Mwk(*&AC6~l8@~yx zq61Dy8g2f3!SqL4!C1EQH{k(O1IPy|yWPKd>Cker+HqHC$%rZXXZn`^)VtZ{F!X17 z4W+mh7x!4Aa}S>4BKQakMF^;;HJ|3dj7t8Ww3AA=@U7)UJwR*8Whlf6FUhxN)gd3( zL`dpKaWaVtN=oTNU!SSM3J2g+(sjfBR8`i;vY=7pEP$|Tg;{P^Q2uLJ_@xEZZ?yf# z4DG=6sz?6dn3bVS1K&I?OC=W^C*N9L^tT1EusU`$N;r7xij(*+gU0tluext8l|&Bh z5-m2HCzWIxgGgIsd!V*?3>F8xwp_K!uUvmsTe7(EMbIkqF4)Jvn*5J|!u6v@=$)mE z_2M58$HUMoGz_tuI9Hhr)GKJI+1z=2aX!bTQ z$~@B_BJ{Rs`_|3x$NuI|w$ZyU4Y${5ZaXIZlv3*73>7>@PWvW$yHqFfGWT3Uka4Q|4U z|E)!r#P(e>6ww?C1_Z_3p>N0c)+d4AFxI?9Y*+4}sA;1a-z!iLI7_4j8p8Q2{;-8?QoGLRVElgbMsvQM`r87HHg_dU$;&sbINE8=@T{ z4ajulv5Cagf`3DXwLlg#eQPD{NrojOcUP4@S_=(!xDnFZwNEEha&N9!CXAf6=9Re+ zb`qxj9!vw08-A5a#$ZPy+fW>CJbDda4SJ^D9(p`i=EuTKF$1yhAi7`kSf?cImrgF9 zR;kF;R3bS;CvkAvY9qRAoEn;rSUh?kD_4=2ud6Nr-)o-Mo`*-KiQ^HyrFqO{SX(C60dK8WL*Nh30 z3y@+H0$}Nj(3`y~rmNZGnuOpLa{g-tf!I(ZR6%vFwAjL>jbS0aOGgL=SD57bjxGte zE(D#PMS-aRM@~7{DP_J(z+bh3R8G0JIbhB`VrZ1m->_4?;Um55QFkvh`qz6<-JU?- zuea@6I3jVa3r~qWeNAY8j}|EP27voCrWmW3h8`MW!;Ai|hI5dqbckmLQEfqBVi^9f zR0VF{p2evh3~A_&`gH7Td1J=0tJkvdWeCRdPG!@yj45WIznzOiW}-5x`O*d*dfKeT zoH%&LOlJgH)dY@0No0m5F z8Kja_Cq)ngPFl4_!x(2j-A%FMKvs%o*DMK|V8a$EpHHb7H$ySdHvoqd+z z-53^mE+=aaR3k+k%GI#(ZLQnBNzJ`3WnP2lo5^tjeN#kyymo2{DdTWo#Xt5^HiuyG zl+>?F>#i-n(`ZSqp)nR`w=WP4I=)!2;f4qhA=OkVHPf%vvh;(?#V!i_# z_ziNYf=7s}*hfJR<%ttDHX`U9XyBB3e#0&6Js3oyB@F5=^S6`C6K4&}T+~TU#h` zLgDXyuj`MmmtGb@&d)9C3c+vmS041CYh#|GW{@O-%7Et07q|1zsLcBjIjUS! zFOY0c8-jp)+vga@=z*D^=VCq^B9BaxG*8NP#;=UT=6e0a+f(o?jvT7xW*$6}ES4Tr zAyVc5Tt}ZUD%^JmA*>$a|8>5$_U)pQKVyU+gr1+r*?#OK8Jfri)0(46p=s^$=^Bg- zqxJ4u_@5_8kc(^9%WPs$fDoqLg-VcWRSX8PSo&%UpXju z{x~2l$i!Qa=iR^YYb%P2Ltxm3oniz3hdFtjmw342OP1&8rCk|ZTT)dq>auG8Q^tD9 zdyJyue)s>_Gnl>>b_(T}7^e|zJiGjkae+DSD>BmaHnsai3So~vT(tU?W~0=V3m~Z- zQ`$7RN>eBAWWTJ`8{Lc&>1P}Ns@KMM=+34^(C*=0d1}eF7_Pz2gFTK=QTAj}oh2Lc zWTi4ZLkAb`Pbm~7WW{A=P?PkT5Tz4+Y{@u$Btq6#U#CIoS|Tel$~`Sh{rR6U4}Ho6 zPTBc+LD)!N5CiEeAPEmB-mj-bHmR2m56XoF*Sgr z@{$K!Y!ti!VfHD&Ql3|6RkTz6!cHexVxeekUtXZAeay+BJaQ9{0zviBJaZAIm1x5W2B2_ul#SKwf}$CW1Y zRPg#LCXnv8yI$A>5_c;wra`HYY@T_7&HF9$^pyiN%k5=8kQXIxCP_ptOJPe-N!((n zFnYhaCWO4a^4CEtG{Y$BD>J-a{<-WIb$5xRMtt*!g1ubTL6&&UE0R1$6Vy-6bWz+T z?f7_&mpUNJIv{8GAG)#rgNv2UAC_6PJC?otRBRDcFBS^McdIgxw-)pO^3iioR*dw# zICrAo_XmX59}kAWhBZIsP59q@Q@#e45PE>OZ?DhZZ>}Bt9B~<5a#T7w4g8R1p^a*e z=SFWB?ZbnfPeW+eBp$C|_vz%d%UzPl(BOfIxnwzrOArN_=_2LkEy_>yrMJiEwo?2b zrHMq&5$8WD*Se9-HMqmS#l3%5J}~GYG{`r-fL-igZ9xhBM%gLJFKZbCDr3AHdXaKL zAnao;!?h;C-?mu(DV%346pvb81$i9nf<)nvJ`F$v%PCe=Ws4KBAGRoxVaf2C6=e?F z^iP;b@>rpN-k$?}JcAQdF&H|}D=>5-8*MJ$IX~hR2z8C<+UCMpNnEk6?}{VKUS-cY zQa`bjnkIFfZ@~DGMha4ME>D9oGU7 z)og~(SMAyI(@L&!LuWIC=h6Bs=Q?s0O9I`xNoAszsl zt;|6M)W4$*Kznedn_Lj*h0yS?)I1=>vE4OBmtbV6o%L2#i;< ztJrw8W7JFl{-TcJF?HInOgSIWjn2KIeAT8A43N$R#-d_JP8NyAP@n20=YiLul(zpOzbmgX6lfRouqim1WaU);YMu|GGx0Bj`!!B+l6wtC|o zkvn>XRLpC_m`p)gP~h;4ZAkT=k z>KT%Dn!ICsFFa#=b9;yt{-JL~+E7O!QdC5c`;yCb-5!W|-5u+1u`s=XOr1MVhd6z` z7NsB9-z^|EeMp6kq}>^dLhMy0=$b!Tl=lL=z?r6zOVKR&f z@&&CQGlzm_+zOZ5FHLSJeHIAFB?2UWEE^-kyjaw=z`IDYiDq{N#8!*gwSCoSRJ*SK>+ z;$dYB36pt+tq{uA< zO1CTU%}Wl2sg0TqH2huoK4p*7g%+nOutc7@JkFAahUd3=e_vXMT4*{9^UNn$B< zg!hm5Wvy#S2|;f;hBw!iLVl;*XtfUb8Un@l&t>8>@=kKRm-CGCW>349YqxQ}bMVCJ z*^W*H7M!JOI`GEh))_3~^;HX017s*2VSlA9e6e9(yj|r{b7#gd4 zQPZ4yUNp#F>g4G2@toh6#A>p)hyg&3P~f~_n%f)8PMnX2kQ#zK^Z-=Sc*-;d5vA=}eg3??Q`5g3JOGHn z71u_Bc~G8~+Hv|$XgumBd(t#MTS?QQ|6C4Bz5+u# zdG<)wueEsSJs5pMh?7lj^L~BH#96Mvh;zbb28)wvr#-b-GAgIUgPj!y+7kcjBrm$4 zj>;WxL!!1;={=281NvHzvC9s09=ET)0Lw{B=6dZDBGlga)L;Q}y#`477L4YtfOqtE zWNNa$L|%X>dWYX*cdET(ZLEOF4g8f9@9!O#+J z0wG}GIM?{YZhp;I5|IM@CVx^{Q7NSg>%H`^30KL5fWtjSK)fTSE*eA}T%*o~>2pM6 z3lC|ve*KmdrU&#KjUuwY$%(2XNQ-ex2{JZr^@8kre1@l8mD)+!S$hW6N7a(n(&ZIj zkb9VY>5b|n3tUu|LY>4@3jaW8X0wMAq`xO-S!&|e@<`XPPdWs|vDPe&{F8k>xM8$7 z-D2Jaxg;)kb$B_z;I)r8>_oZnS8!D6W3C$1vUWR-=7qbt19Y=%YRGIY>@Mu^bK^1AdmuS&SpYrzTuXA{R`NqRrcd{Zj_Tf;~|9VbE#@-R!^+DA3fCz{h)Zi!Ufc_IoWOLAd z8;$@gq&@Y+I4P@H%*xlJ9BSpCj?GO65pZ;)qWr67=N*->pKrKCWEY!0`#2MEmW6jT$kOp@lt&v31HdO026wV4uQiaW_ z_Wj>3KqoIlh(y`O$f?GwMW*tnY4^E~wA~>XoWJ^1%7zzZT{?-FYx?P5!18clLv~o! zf&0$Y>m|{?CsOE3J}G`P;14ACVEU$nQu9Qxrf&8% z%8F$J_Z_PV-vK~=Nn>`{!9gLwMZV1Wxle)BaJT3c$hbtf9#yd{dl8;L8T2RWxdQW( zs-KRIn!XmeM!;x6UXCBx5ZCLpr5@CAq~eM;Ow1am7jKmqAV6-upEEt#0Q2Cz8#EAS9jjsC5BJ!S_)2UzZh0 zbI_iix8agiID207RUa0K%LmRhyz!>|3}JwAd22L>n(DWjH0Txy)%huh-Xm)~Rylq3 zkjY31ZzN^hngr`fTxs}u0wauHep)wXIxj&pOvO*`_$txjk=|EP%M(&rBU(^9hK}^C zJUbKEtV?KwPkvIDZvh0p5FUIQ@ZN++eTP>`nnC=S4C-(?pdd~>L`s+zBgVFPkxIim zz$NRNdQsLQfjfA@0c5I2fH;9LT@~EQ3flS5@4#LPn2VeAN#0~uo?-jOQhV>}2cdAm zN9$(1;_AYJLpk*jb1@r?rUY!W49;LjKAfhj4~~`kCO9qs29Bq?b6%45SA4H{xKY7Q zBu@4&+HVEUqyS0oGJa3&c5+RUMFxA}K63g?8{{NMyQs6m$Jr>zKV|*1OI1!}5uB^# zPVWMqm*uN*Lb!`x3m+@|-eSGzkx8&(2=&PF|FR_Rcc+UR=oh%2)i6yAB$L-uI^39g zT8ONjOP--Kq$!#__+mQDj^2s9OcJ|pk21@=Two^&KJ*SWp%g+PVe8Pt4V-M(yab6vSkco;(#fn@{0f z!0N2r`3ImP7;lvn?F&Cu1#2PtP^tP?=QXQ#%J$rUaEY_BEXrD>-DyZAtmkgrA=3^w zN8tc8x!HNP%tz-*um}n9Cg=Oe8R`1&E8jc~Ba;wn>D$csi&!>mBiga(nco|#kO+j{ z5A(5%p0$s1xgjx+PQl(SX11}H`c0Dcj=l$bk;L67+m%h!hnL^A;h7n&jNhq>dw?)e z(rFjiIKHaD7L0&-s}jO)W?&g1@EYt`w`4Hze!I3=;fNv(6{YbB!7z*WIlBSScz!0e zKK8jGT-?-qqT@|-@Z{0$4YJV|j5!vS`(qHpb-RAnJB*hl*Zj9F9LZ7 zJtkvinrKQF9!mfsB8n-DJNGa$FFbX);f3m}15hNDw^M3W#z0XcgR>2J(||W353W|ImRN> zLcZiua>Txfh2Z|k(w_Jxbt$G7DDBD2_(M+yJlRcY+uKl9#o#7azXhu$RNFZ3{l2-r zR6^Dex7Lb}{RUYyQU`?dH2sSAEhx8RFEhGih=$4*`@F}-%`Dhw8{261Bekvnjfl?B zT%i2!fm;z=(YZ(+#$-=GKJ*p{HMg3-J3C#%KXMlMZfc9cnk}wqn<7J-h<2anu-!A) zC@{nRE1_B2x@WOTL&i*t9r3(ekGbaKvcxbrrcl;6Pj|F7A(f#~ke)-JK zi17!DBv=Vs;ShRKrvd1T{gKtTLgSNOzHsx+o~#D$ zbwQa!J@>XpC2Fl{{_qQcN>Ua~6$8jZ4&3Ku))e>m@{ZBQo*k%-ejqR!YRPt&`nq$g zMhW?}_7tEMNfvnTw82)NJtI|D_S!tbTBl2rD++< zzWS5Xba*EA`O_i8Q|uI#2pu2m8;Mo;n&v=ynWBAVW%|up zB-LNPkF6@g2)@_YoL5Z*u%cRz>sSd4;9%O^$iz}hyU&{f;3$2=fOF8&AaR*c(nN}d zNhJL)-G}e>E*3qJK5p4t9Zt9NC0{jEh8H`z`L>Y{Ft4>hrVsxOQ+MP+W%%B73LqvD z=HV24g=_0|E@>Gh4ut7=!6PofM&qkT6rF{KXWH7}7NH~k-!D4B(YB^37X&!WT~Dq3 zZ4b`EUOm|KbEn?Y9MK-7LaBfaF(Nh*c_qHqS!>FC)0ZefE0(S!1B;b(uMLFA%J0Wp zY-j`sOs`Lsnl`EOCnTxsQy-Nm;{xFiyG7i>QnWR|pLsTpLdnN-OXFxk=|{;;ULoP0 zokZnQ#-8_DnT*g-fwJOa%oL^(s|hW~as-jTJ5rO;0M$b5rQabiXohX;IxdOF{drn? ziN?c-v&$loRT10?=w-@c$CUczZ=t82iu-_`_S$_Gjs8961)ho)tZ8fK|3^WbU;h#Q zS#E`G`U8074vXnRu(#hcR?u<-#Bh584FbUMj;&Jg7lI~8djl;O;rj`|yLt^Q-Jo(I z=vh69TuG;2ys;iC-A_ut6ub7`K22zA%{5&jB%}r8F7qfhRDarKj0SN)!}`PkSdr_W zodrPZRp$vyZ0+6-%WP!Nhm7H5~Yg7RBXUNj|!(b z-@9#Bo&bc)xOoM8DnRU_dYJ%BuyDhc{CwHecfU`jc6>p-H%7t;HlU@fGvP=_f9f}G zmkyX|n3TbhSnLQtK%%nQ;c70HIzQB=TtJx$zbK+r@S5Rqb1XMD>fnANzIe?nebm)$ z*Dtd2H&%l1N$a%7QJEdO2)BgLUa;MD>`Sm1uJo` z{O30xJv#FItlYF_Ss^d2Q*`h%LcMQ$_loLbY4mze z`EuG3DnI^Cl6b8+A2!ca!#ZsxnJ{g;3Ybj32BPn~caWh@zvQ@Lg=B&xjMl=`^%+JD zIC@{F!)ao);`;OiB+u46r4dDK+94m^8u3=?C%y^+uFARZKv1oOGIGSB;R*iiCtLZ~{rp+fS;{OH{iDW+c#+*8HCEclE_IZ39 zXdf?ne++BzH2fNhEfO*QL}Zw!ZYQ27Eo(a$ezHo_ul)X>k0aAH30>SEPvDb9E;p9L zk*rbl(mRqA;)WyahVX`!O`X8C6;_hS1{@?! ztDZ`%I)d*^Dc~qiT^9&vdfTS9D1Txsy+sAiJFC;Ufkgz2icR|on0)Q*zFr)MQvn92 z)&J3D9>X7pnE(8Fl{cy>+H*K(=0TFA7_*@zgAmcWliw(raT?t!9`e%o?R}KQ3(sS~4 zS9f602}_F5ew~0r?_XWC=Ca31xo0)S#6Zlb3q*DDZBH3E5djomPb7zv0&A|Cz1Is6 z9?_!}T{o<}Cjb)&jDZ?So-z=qWcs}9J&u8gQe}RBn$@QB(YZh-~+~smEaWT$!R9uLvbt)g%S=SIK#8#&b={d1{M|q=gLpC83PNQORah za47P>U0Q2$YUUx*PL+>OpGdPb&JhzX9lFkkrMc0I4YC65A1#U(H6Ncp_cEeAx}f&{f(%m|ORn-?3ZQWs1+@B~rtD}6dn&V4%Z#SRVrWP4&v<~Jn@V^*k}GGt7V zwogWfl_ntPt0Esx z$QhD+3yR8fcw)(y0j4;F6`6nB#xzOQ4AsdD*8Kp#x9VSS3~w)~@UqP%hDu<;Y>#De zUIa#lc+A_c)4d%|UO+B)SV7c^4kQ#>L4&fk!0|(}x#{2pT7i%{L48rXqnF=uC_8&1MyFhrfGK|<}ab{7PKuj;+7Im=nt9wTjw09Lc!r}2<&!%yvI{=~m zV1q|y8n0*-Mq~@rxqsl?M!kh^N3DsgrO8Uu)mwn^{$c43Y?ibj=9HX2ZocDt!r6K1 z5!0#k+@uXcINnfY+?e^yNMqcp3RJ#gr(i%8yIAo+JL2klzx@)Zic6Sr!D9H+G4jEW zhr9f9TPIOpca;Y=d&D9e(N(llBQPJ^LcA5-hpma5A@qM6HB;i>p6(44C*L<1_c;q+E_2yhpt{X#LYjA%mV1ygp8xW0_)Bgtb$1@QsgOp~a-TC8goWk5 zt%+MldXpB`0%Js9%<$D+zEt)ISQgU0KNdo=E;D=*a`M-W-aIF;LXT_Nsq+5>`SSSH zeEAB7JRL;~_Ynsf2Ly9T8n!gD!B_(*!c|~+3A{cH9BlxUeDhyY+#hs}sL7B)h0#*;k0~76`{Tn&n|o#h+;&e~x5 zmfwu+y(HT1W0ru~=`=coPA-eG@%JH=g32!OS3Rt{POn)w3m=6s>BsdW4;^#rKi>Ca z&il3Vt8yb8q6n1YUTf#GZhPQ1@^qHXykCbz{M~V9Fi~-fvRiJwIZ{+Lm9iFCiYl{Z zpT+ffk9)JLp$yLJHtWM54)rQUCN)N-8N<&piI_!RH( z=0eSRHDH$Qa5FA?QlnpcOvgwweKGT^QzdJH9mXQNqd%_xdR&Ur!Y@(e8*_r?7+;}} zFA>W|?mAA~O|CnL6099HrVjw=?Q0h5{An~GV*Cn|3H(lP>@%*#_q*@kN4s>X-`w@H z8C)T_i44QeF2)sI&z39)zK4IBlut#tM}?ppnE~zlMXF<;Y(2POWaXE_Mgd*NSfYXo`*ApxG?a%h?OnRvC|`7R*N}S+zo&|YahzuXEqbQ0 z|K?t*#!dY*8u`%$BF;uB==X$K1iEqOE6hpm33-UJ))ISK1o?pBf*ECYAqHncpW}~p zQU8?i#z;;xY0Sua?1b7w48(T0J1YpQ;o}%d!Q=v*-7y80`cAAg0Y?(pdvGTkEnOYdk5Tt zo``+wHvaXz$O(@I!xQ|LS-Rl~+iOD;(qT8}rL<93Wt_%hURY`JsC8+9!K25^O14s> zY|!B&nc~^$?QiW;1s-5)wl5*1gdNUOg*}2DZd=8!wsj-l=a!tH$dUrZsV=#oxxX#aN98-u)RY>D z9R&j-T7&yA&(xn7E6}<^&&ty}xJhIU9&|h!ZXliW_))BsCNI-uAk@|+$U6Q7Xz--k z4jL$eATIj6i=H`R<&gr$#crNX0CIPQS+%U}O8^0CW&81`fUE-}lkvSc9N$hd-USCw zUwG)cOuND%3&%?=U{(b5(4HUB@f~)fPizVKZhJuZwnn1f-wCAolg^4{oeb}%`3X53 zJjd!7PT7SUzJEWn9riCUt|TtBmatS$ zTV3B?XXqQlIk_ZufF@0k@VK4eTeR91t;L%%YY1)nkaLi%h;VfQ|s@h zRG_J($Wm$2ZR1U-<|$`KGLTf&b>KMoRYp$~>uZ_rN7DZJ!2oT+iz}1g?%9g8tFTHs zq}9*bGK-}qLDKy|X;OXgK#Qoa-aR53V5IQf?~Nb2INLXnYiZK#9gmah{fr`vysa)W z1p%lL*;apLG%XMy-FnvMF7FW6Ogd2L5Mn7HLGxZ9_)oJA{Ws_|ihvVvf^?;34#FPD z-A6&|HLJMLZO;e{A4gNz=Xr)Cqmpce^aqy+|D5#`Ke^nOwlOC=8!X&x|p zRWKVCU9Wf&fGNA1O2*nx$f;>`j9E7TEPUAQ-aibc_V<9{IV-yBGL0G?QxwF7nf}@B zFk0k`A{o)RH#|5CT)*i1K;eAOR{U~+=AYzVfrezO=p@kc^d10=2HoGtT6^+YIXuwW zr&(xL3MnMW)Ah0=coh3!k|ri`IVJSEz=p8|ky@>mhWLN?=?WE;-c{BJ6+!Ek!9B}C z`X!|9bj2c&3QwPowGcNGHc-Wqph!@JNPgLI;!yHtrVtvX6dnGvObZMuNkZC(Hh~ld z%+mJEhP=G{Gxgw z&@fOR{vT+TCzZglDhtg01B04zyCIbN5p~$k=~i?KJXe4}f_>^NKW;}mpz_g6YnDGL zg$WG3Hb{H~%G2Hn{SvI=6t`A-r%A|d$Lstxn<6CW%iHhm=2EoHKvb)qOl9)kli3cE z@;s!$8^`Q_(WTVn-h6TgNI7fxuT_aU*Uc6`Q>2@JOP1h!-vEq7YN&$>OZ~!X_7@_wrp4`u_Z z&&Sxn!HN^~#)jH!P)O!)hK~2s#H@nW(Sy5lAg>U96Z8Xi8819tq}KI?F3uf=w#@|U9)ez~d7X3As@()?McM8~+LSft zx>!&7C@$X0gwSN6iQM+sA)3&dJA|+sjlIH4|E<%yC5!`I>uhW!6*}D{PDeMxQ&&_R zX_{wO?MJY$0vDO)F;~w#%s5D9>eNN55j54|Z|S7*kDASMDLUC0-n2ME08_eH?aAP5 zB+k7;><=|*N;ojw%EB;2B}MPUV8iR+N6$C6J}=ELuIQX_0!W0zORZsEh0rGHHS~Rr z^6mja+h(S_ktLij#GeO$-x9VeiQ~o4shz=&Q_=9r&k(?Xnj@}fr|d39J=C@Hyb zqfE2!m^5h-#$kO%H91InViISy5ijoo)aGQ|edN!zhzN>=suMKw zJquDj%bt5jI0Cyit!P!!AFDQAAd9$)EKXoEJlUiFIxG0jPm1DY=w>M81>M++o4sz< z19B8n96VR#fs2uE;M%Jwq=}U_moes*NQ2J!x1MBHZ}LJ*o)gaS&84_kWy>WBxBY5@RHq|Z5)*Z5?T{Sl z78jP(xU-iAsA{OV>K;z;Pd0t#?e_~0C_uQa(_Yw}Rg&hv$796x-8t%>?bMt+GMqv7 zMFS)R4IR|{K#xm4`lvMb1HfmCcmaZ;k}~ezEPfg%IUf-KgM`^*{-G*Fl)LscFq@ZH z4#y80r7Hv(>i-NTqW!}FCZe+-V4}wy9s6pTtkr7HL-IFfSFujJbW%Ea_Fy1CXs18Q z^!r><&ANf|n-BnEqY7GP)AcVfb9xmIkA~ZWH~jOWLH1nV<~X;pkP|3@$$(qkWWX$F zWXBeI6z8_e39=%?sjv0iGdg&8;34`GsLQqUkAW{B@5yx)x1GJRm;o)cHmfxP7aY#l zju>i@M{iEy=^s#L7t!w9>}9?^ICm5RgpXMgj=|4 zm5cc?5ETJ{CWunro_XJLxbvaQ+_Y+;c}pY(0_TGFdK0e9A2DZgtDL377nlBUd2~lN zD|2{cN6l=6aca7eoX#wMWW|+%RB|UZ=6K$RX~}Fb5*tYKuP`@M8zoLJFn%co+-v%Q zE>J}Rsgftb^S3t#Howo#kod2D>UR}f!y5v%Nta;{C$zrZA6D2Et(2nZ7*Zk{+)?%{ z{)!-cS>KkCezRkShQoZPoRUwV3!wT;HWga2tngO$w#`sngp8k(MM=()gXaV_mJJBy zE8a&q(9;v8t$QMS;1+HRm<&8KiTKhFJN>c$aFxoCc|2A|CB-+P+G8m?G?5)*QZuYF zouRdD8QDOxrw?6ApmIhnJTdG~H``c?n_*Mq(BifI<}Rn_w1V{XhgQ+A+{?uEoA9jD zApAiUMunRTtSQu&l_r(^e8BRhSn_-Yn+OpjZ6l`>t?`SusPJv>)Cavg+XJ zGB`#$OVgU?E1bomr~Mt5Pd3a|Gh%{cOKlhjz2(3Kd){O`Pxi+FPv}grU#wO)hm6P8 zP|{v(qF&d3nLD*rECF(C>`i0GWby~snTeieUC@)&-WPrOvz!_=opx*H@f3(g=L8zs zV@;tB9n4=3twbWMZ22~oGpl~9wB~BaP9VUViT0fPC0_3bGl%d0igFf=Lsoab+Nu#&D7lT?$fWSidNk?ztf)qhR zWd*fZ8$m3p5k21^C9FYn1q~R0Qq2$nU{y;bZ*#*uu!52ci)+vMV(ACxPx&qbmDZz~ zS^SAc_C8cP#V(r7jT%)e0lS!-l?E0#1q z|0)$sw4rZ9ULB|5hyr5kqMPb#GqeG2s>k;{f1?it6EKt!e5s2FT5%5NNEb^h)&a+t z+;J!N7RN}32eQUx_~%U}phP0aU^tn{?7fd0@vPge4x3HZ}be+Mm5 zS^daNd)IPM^NPNA9bD$zuh9Zr&e#21UF;fR?rPbI9TZI$-d%xbRt_v2#9U|2&B2v4O<0QmNut&OlF=-~cr=zr-%?_;kEAiq}} zn#HVG^4M1jaU!Sb-ZVHj^vb8fF5cVPh;J#^3 zYyuWbB$P@9!1nZ0`mg+_(4i6CFe5Ev%}=(&M&kJPYv(Q>wu$sF$TDMDnQ^C^8-O%- z7L8^1)I-s|A1-RJZF>z(96%M3n+^t_N1S=pr9#r<_KW+A|MW$)m45v9##FTai!=g% zt>ySq6=Iyk*(3UaJ*>?WRLfzH@$c`djoLs!S=v!xU3|4)d|-63C@x_meqoBNtTtFf z7uyhECaM|yoFjRy6}~Y5%O83KANY$yWi}P_2Bn$pCp|w(bBJB8S;4ltStb9u2aOQ#FAaHbM-rXSU& zHoU4ZD1kbd01-ZImT;Si%6gaeaQ4a0t-d3x#yu(-Ok(DM?DkUO9_aZZ199S3qgElG zlrchfS){1qlx~q?SF2?6-S_Y!f?OpKS)#=7mXWfs~ht3H+pBXCNds?rnzu91EqG5yp*akCgIK zkG61CvtyASlArn}AG~Rklibte09H}JymneH(_Mh1rDA~5A?DdWkZqEPzl{d6aqkTX zDYDssaZdRyLWgEyK%-!9KHbQ)lG&!$*aSKO2@t4Hub$>0F}>^~uwiO${29b}^oNH7 zjQ7$FS@T5n)8Gi46IvIzQP=@HeOZb_eG6H7=Q!(XR`JmIvQ}Gx&pH@L z$fXldN4)~be=oNLOb!VW9Dt+A6T;AfI+dL3f`mwYXxaV#g~h;DDq9sYr_A@A50Zcw zY$s47_Vu<%uyXaBQ_6^5CcE0*hi>zq^X|1m%jaN7EqSj@IAkerAS&)Nu{1V&t?|UFe8CTDO2` zPxEbRR;rn$e(o;fce?&~SQ^}w8qu>50p0#D4Juuo>fhF^cX2+E6kP;*Vn3V;k3#Zx zSQ&gDKigSjw>`4y^7HeF(_=~XDOc|tX9t|Ccl{QBSD|B4jsCBn@EDK+^J3sp)3qMt)*XUV+p1v zu|P5}1;u)YgeO#;$xQg3rX>*V`m*x8+Vmm1I!=;`xp;SHj0$hpydq=Q5^&rM)tPyC z03=vAO5dxSQL!3!)OjZMZWgnM%V*Lj=y1XHijk$1fV~KeVU5rFywPKd()jQVxdQv_jdKn6x`e%R=pwY+!(7f|lQsm8T81S4ImpU+>}A*>OihAC z+j{=)f4W$5@VQfj<9aPhjR~8g({v{1XxNbzfLCY z_9GFX?W(LLrz_N8b>?|@Q57;-4;SShEBmtSom`t#eTA|=wdmF4`9NOYtuf(?BQ(K| z#2MNC+2A~kGlKkQTzF3M9NHe!_%qp19($ia$KEt+AFpnIEDz4e!ha{*YjPE-F|Kzd z^ym%+9SA})d?3&K)2f1M+$&mu7s^bqJqXO<*XZw0`94I@BO+}ft(eTN_BU!@3#q>| zD59YBa+ke*=6$ThJ!6q;vY)XaiMpEv7WPx@j#}bVsMjhjo&HFKp+4}EwN2dsb!kIh4p^Kv9#`(6O${b zFmFCDpus(RKF@#LT^wx@p;-qPX*ZxbC@2DtoaHclaxF9qb2caTLcx5 zQi6GxJ2hc?>cU(ej*r)x_z!TCLkcO5DRaQRUCJ|q52aia@L zDcyE!%5~%ojVu;{Q-t}fC03ybGm1}fuRkNhcQY8AVPmayqMn8f%B{o*sl#Eb<@gS6@+k^;F}F^>dfl=pOh=!$CXx!0z^rfTX_1{H3==5wK=S? zabXpR6fTF^5&yDD+pWJIZUyp!l?cZ8-<*8X^U_Q>^Mc%jO$-K(5wfob!E@%nmWu_{ z0jBcb-3GS0^%y{E_s`G}j{L*dWEH&}9(-NhF`kzXW2)2CB;*eAku>kO+k{PMB_=;u zvHVV&i~822M>yfv))tov-ZS08dC@H^h z=Y%Hhpfi3(fEyDa4+0uX9gAsU=*9&et>fYA@#lwsDWdPYve`4q(;V~HwCG*Cs&4?2 z6Jgx@5*M&fViT|YL}+$1yOkJr(ne#mdu^l5G5+9B-_))2e8}(DY>oEYmP5jN&W7cL zc|F69A4Cg?DSQS%z-#mXR-6Fn40_11l#ibtgfRhOP1lEm+gIGSf&)J!G_DHb=>2D%~FRY%bRtR{U z!`ohl1t;<7QF2QCHw?9maU`T#}Ulfa-cyY*HCnvRqTSA2^}O z{+%4@Zr6mly#F{Ly7BG7JK$YD{qdnqUKl)p@++HhZ8i2VqU^V1U>{!83%WRssc{dh z_4$kAYdT`i-&q1V$hufxD-pSLRx|`e!A@e@vL`?$NQ6oz(JP-ih=6Ml3tQk^fQm$= zer-bRU&jj2jADGbck$h?YRhxuHT73cl9$=ERX{k4pGGvm$0QCJsL|!`270Wlj2&3) zexA=idt5g1~*+aqd=wfZ?-0Tj(Vjwd=;~G{q=sPeM4h>EQ$7=L_bI;hVkw2UKRmh@Zvs` z-B4%fG1v=x1H1#9Y%l(-XhJTULqg;PFPWpHxIbPZP5#_L(-Dh%PjM%&JEH%bGe0d% z*(%&64N14lWS~LzZWB6AflgK_mW!n$D}hI?ZY3^GjI|CzM%M^Ym3L0Z^~`PEq558} z{brIj@Cy8WX$t%umu#s|Rd`?p)m`9KK~ofUu)XzWZ^-s6BrnlZ)(Qjy4NI&6?rxVU zCS(UQ9)6_x~;%4U$9ELLfP(TXmPmYZes~ zGoVNib*2E{vP)%M8|ZKu?R>IMvVah}6iS@y7J&&&(W3md?kWy}gFZT9d+-w-N;iyI z$ohJeNg+8eE9+2!sBt5m5lxShRkYmcd-MSeKQ&a4cx0t`H=evcwb8Wz%g6)l96&l5 zC{LID2((4eoKkyjOS^K9wjQBq>MmXI3k_#1~>(1e3mRec>FpsEY>$V{*Y2NCIFG65AJ zy)xse`m)etESFyr@lf)fNi4h%%c4?Flwb-37f6_W{GuGp$hX%JtWR)Kz=UVrrlvFJ zz0d&srA)l`f93eKeDHp!WSOjL_oz$PePGF#q5$UUT-7b40+zLb4}(3y+JqVF%|*PQQtacbGI8v?s#o>vW4xd_#zCss)3=@q)lp{ zRee)hWMxx%NCh!unsgW(a3`eM;ckipx-}K$j-kzi%LfrHB`=8{9u3f_6o_N; zSIS_qX?5e`LJEqA1NDOn*iBjj*zvWQ8MrBdu8_&(KfBpY#yu>mm1GGS2U?Iz`A<$c z2~jt63V~Bu+1r_OC=XZJMp|AXp038tdL?!E>PykzLU>DmiSGDFMMi6unOi&_SAKtH zw;!S}sVH!@Sen_DRJt9v`T=GKU3D>y120GQG_x|WP$M&Vp*{6oHtj97T}%en(YfY< z6W=dR?g#hV(Rk2l?{gA>9<8`=kZKpACRC3s=-w{z)zDZ^E-3aBURiu2yf+zM+;37a z^i)fh_6-@RvgWdOCs~?px={|OL}(ML96rU z4GZw`3%x2Qjz5a6C|a|jk)aKrNXx_ciJt9%lb3<#=Kal0F9mT|*{ZBdBxoJpo~h0*LWF{RGYu z_osGoKJ9nUWFVFEz|}B(&v4>ct{yevcQQd(lE3)F(zl&8sdl4Vt=I`0d<-VOAE=)a z6ZGsR94pCc(m(vy5Ew@H&!-pv0im0V8^<_m{w+`6fu7jUL-6g_U($V z(2KXpo4l|(rWwkkripnmv*?rz_=fCIGVT6!JX+T9!IY^A^ozmmgF9CJN9Tfc?WIMR zwn?Au5in!w^?=!PgG30_Fi{r8Wfs8{{bd7xRbD`2xi3y;1O)JkZ#5_{{S=}vWM{s8 zt1)vHN+Vj-HKF~zP|Ci;P{$P3e=BCYeJk-V_1YPcGbIS_IU~{BEG!iD&1@2-Wy`;A zwX^;>^8S?uU?+t1bKnC$9r!5v*%ej}k-ukVg+h1J*I#_`Y*+#=iTbL$o_WfKhEwNYS0W8x3r}CN>Pp8Sv;^xutg}$G71QENgL!O_0t|S2; z35G+lVB6OG1V)qz9Cu)wu4YEu9^<3<0uZ~PefPSFMy?nNWv3Qf5lOM7TBQtO& zXvn;@mvpxFk)L$YjKv?(aH-zzMA)u!4V21%;D`2z*N{p!YN@*-c3LhSzEwuT!of|S ze#p9Q=C_jI!FiYzdk>zr>_kGyDIQM^Z{HweZ};}Fn$Flrs|hMUigNs1_3}&L=T=P# zK3v~GXGu69$TMjjcMh|pgFf%0l$ed7F=8HU;^m4f94WEgf`K#OK>lZQ+b*A;|M74| zbEmUfM7&*bxVqIKLpGvKWqZ{N>x3goRhI4e7Go_fnaXh*??P)SUc*ytX~T9RZHfFb z6w^27l=b5k%O1`p!jLJE6b|`ax?*`gvDk~?0^n=W$-oFy%+ncXdsP+Af2&jL{;}!% zl$%yDF)VVuQUqsNFbWsN-8xH*>gD0C2mpMEw#qKN=~vW>Y@A)7lw$wK=YFm673tS_ zUoj>DSTd%O7*peP{Dq=cKg%3P4;@fh@V0zi%4wkKq+nk0M(x=}F5RG>u z4@Jycaq`Q`O^5W3aW17@B&o)@M&3c{X)+UT3%YmYfakz2)dV4(Tz_iGg-0Vl@x_(Oal5w#7p}OB#S&SQ@c7 z=JRYa_e$eje>Nmu2EHLQ`MhIix=G353y;%yTcT)tMPxnzb)o?{5X*7#K}!ua@C5s~ zi2X+xWKqI+Eg|jS?&?_~49|le`Dv--zmjkmQzL!@sHGpTpcfRV{L!MbwiwFYbzFAp z=N2)X{y5NP>k^MMVPe#O3GX+r2={@iI_~Z7w`eA)J#S018!RadfkFFIzCzAL9sb9K zuYaLw_~oWyqrk<-1hwUA_XTAaDj@BB-y0KUn+_v2$G5|^he7*)#Bc3m{W0wlUv+CO zIbq)OfcKaa1=~CR0luj7Xd*uX6|h0{E$0QV@yoOl4cH?ZbWw#SR-*dh&uy(XO>Qy@ z5Qx;u)k@icPFvmqf|vOq9(QjuI=2$Fp+kIfrh}PhKcx#)RAWHq-zF{z@n)Z{7k{4E zGfV49p#qISCe<{n$e$;MRawtA2HET;`Ln26IneMfBk2nWI<0L|IH@j2HR&=cj1lyy zpei9IutoIut1s8m-6dF3;6ze~_>);2B~-j(ExOC$>%6IywI;7~|^t+cZ| z(jY$-@RxaUEGOcqXa0i|wBK?wn$YCR z!&n#a_yxmx%ioUC$SaJ>bk;RDll%M!{yat`&fT5$;)Nfzt6&_?KneMw{;?a$&O*N^ zm5GXV3<_DJ2kJ=Qf&fVLA2(Y&(r;{XXiCY7Gvzne-d0}pBasZvVzChn?;aK{2kVcRqkGaH!u@ z_Epv9gI8W*cF2F{dOXxXw5J+mI}v2KItSpSuLKulwv-EU*dr3Kuv0Gzkq2$!5`N85 z9yG<pSC$Kj4!X-6&PcyX&Vt)*ju z=`M|y@e)KCh$8a}Yt1MGf>#p&qJvJ7Ro7^WVOvW&P;EfhQff z^$deFeJV1?D#AdosdZzh-B zz>L;C(K-?B^jHn9w2|(Bq_Kt<@z#x}g%wQI&BYO1kyhi6ls33{mi@ghRJ7txNVrMr zXaN8e0u_1Oib${;4n@E5mIB{|R*yfemdR&Fu`tpDo;k0tc9$P#tW3 zz2%44yIxjAfqUq^Y)!d*xheT1D;QfceA4Yf%iQ11{FB+4jZ+HEjO;dJ)u((84nmWH2^Ncq)m`p)qk+w#U;) z0|^aiS6_zZk6@UF@8|g?q+rH0{bT-Q!PGBtBT1PhIqiWd0Aq~uA$;n@NcsR?Rd9Ai z+x1Vj6?jEpD%bjIbL-^^P@P_9uPx)RJ8QGFP&_U#gUjRGm7bvh(G}}2?30i0`w1QLuw{uM^!s|y_07|;^EvM?T=`x%c;(o9wkfp_fuxx40z(fTnGY&& zj1=vuXa!BF55VG7HF25U;Hi|(ogjOf_RR&JIVE6OnAUXO17rZ6)UVY2zY9dlJ90B( zo$kOQ@QUf3#wq>>h0)nOD&M(yJNy|Tg|hsx=|Tza3aajarI&{mcJ)wJ`u zQs07)yREXRaiqJwbmT;|67Z4saI47sU)NZHJ)Gt9hS$n2T@z|b zD=sm?G}#cLRApKt>p0?I@gC8IROMKBZA23;?X>Fuhx_6aGTmHe<`Xo9p}a&n5F^Z* z48m;EopTFAN?qdL9)+N%)M-xhOyYw{hHD?W4jYH+~JI)d4!~)tV z!uFba_K3O|qFFcQDv_BKSV*4$C)#s-B<@E#w^D(iF@XvqwZ6l_)e;M`E|Z|ep9CzM zPadsE{TT43*};1D3kw!^|Ao-NIXGGcg#jiDwA)R@^%6}u1iY+BeIm7*rBC_Qs46ap z1gH9k#3FWAPv;qO7p?8^)0zn*X?%+}H~cHRO$*)&iy}_Wc{(0K^WB3q3Lq_&5N^_=wEzZ;*HKO58K7UEqd$>A5Yh6tmpqM@h9nr6`a0a`mry~i~695T=e z{KaMmdsTUxltWMvm>|4HKag+b*9XxSKx9bSPooI<5QC^X)qADL-~Hk_RWnqNTY26% z(UCyrKn~Q@`n6AW>^2D4mGyTC{;P3-HVV&N1(&A^7W}@NHi|oQ{ADx9!r(z6ATml7sL87po4}`{=L!yKyZL0>WVf>Ycigqj_SGxc^!2H9r2_VvX=8@ZrsInyOF@Mb z35awbL^pkA7XfRXX45GRSv)gTY&EP*@~q)9A9n@g>YDC70g1Y23m6-;7NVPl-O!He za;@3of!w^;a9bER{k}Sm8(AQ?PVJL;7`$d>A-G*07}r0UT10IcK_Y5?FEP@g1Lf zQ{ze!Aea3lY5UJUYX>iAU2V$k2KzU=0M5e*97eVBS@>?D6o{`!q^nejUz)4xpcKoKqa*@YGttx8~Z%&uSE7RTQi;Jcv#AoW!5vzdWXHbW~^+{#V$<6=k3 zDzDLT<4yG<;^BRu{)|T;l3=VJLzh!To zIMtgZUr%k+=QHC~+grYtrl5lQ+KCtfzX)Vq)|^a0Tv@z5_#*_lL3)Kpllt-}@ZTCv zmgp`BZ`zt}jfB$jU+mniDmR4dz692$6t%S6V%9+sw%j47@s?m`jGcXAi!)UNYkl3Ux-Ujo!j zAy+#0^e^TpOLzxJf7kHWK=e8^886o5(Y6B^AwakVbr9uP3xcKR!2GbY?^BBa_%Wbd z0R$*}sk8X8F+?nyXe#dOrk5_XT>llxj#Mm39df`Jw>H8RRM*y^BX6cWZ*#b-a3iCU z6Oz?h!*KfCdV}PsP__blc5A~~SiGtQr2%iJW)UrYF2%DS`i zJQDEeBXk2JM&^;~kM}cC4FPYh#5d&$wo%%)8-f>m?(IgHZphHOGgpgaGhl=JR0uFX z#1DLhhuPQdTVQ+(uyHQw-jPF1tGG>*1PSR=s{MsW@m@-VsklCl8BlV{hYFGN@o{ZWsC7O(=$nk_UDe~ScX>J+9OrH9{ zW0|>18HduXI14W%{2E;Ha^Q*wpt~wyo?L?-oP+Ty#uhGj(|RD~5z(M3?BUbz+vYB9 z&c0UB+qV-s(r%WAs2mEkbPPL^4ek@MfV%yY7C3KQEN^d<78V6t+!(sMIB$xc!od$u z{g>svXH+P#rJGiO^ZRTpJ6lx?$JORAB@^%8hMK`)z~AA9h>jK}f|~l4#JkYqqx64T zq_|ALM+E>@!}w$Kqd)Jzy71Q8xdsVbE*E&Tn)epOR49DW z`NiWY)>)<89tUcTrc?qO(@Q1`ujhpPETByO569!i3qS!60E?uiy>{(+Gu=aPLCKl) zCHFXaMj-glKlQ=sJ9b2^bbBJF$wU_72TBaI8D-IXxrrxlr6JN8gE)<&S&&KCVZ z^Zp?y!R!On*0PDo-(;6w{lMxU8!7U7&Ny`#Y#ryiLCAOLX^KHlYyCW*b!-?jLMB*; z&-(ele7G0YtD&^LJ#mz%I(WYOUgfr#)~dI^BDSgUVa>OZA^@T6#z!{2>!@9LZtv z1%+XSlQq+2fIJsvgZWPlA2qXN5@dZHfPB0s#cpYO1{NOOi94|wILy36b2m33%fLq^ z3m$bR{bjVuhbPFkA=^<^egd@=-3xpS*yHI|hLw%Om{_wy%YnAVT$NHY7t5m__O zR>NexOOmO9nbFxlF8pRFw7&-fC#Rh6Z`l>`_j{J~91|~EJg*B0w>9-o4-_HU)O)qn z0VAp0h~#nMvSy?9u$61fQR-i4!s@9jP72HV**~h2$9RNg=)0kDvcYmfmNHcRi>VM7Wxwt%GADGuf`^ z6Nlz`Lv0#I>nZtlLfpjAo#H;YU@BKhmcT)X;<9#yfe}rF_D0z(QT3T``pDI92tX3B zR`V2(jMwUxJz`!u%MrXn_R$t7p(YBF%Te}cz;}|4ahe{=a#AduT}5Ma_*~_so-NXF zfWNLFe^GuZ;0XC_R)M&T`a;^$^kLk`SkUgA}h>Kqe+95?>LkWjIBvNzLvTWP0buOVmTi0% zpL>ea$IILq7}x5?UM_MHekW50kvFa+>UxIUY*aQG^|WGH;J zI!qcgIvU;;emc^9i_@5UN5;uyqm>#e`;K-9ooPJARX#%|%U!EX;XuR56!mvu;Wcf{ zoKHO*3dVFaaD4qUh?{?b^aE@$!H{8<5%F`i5BcU|7w#Y-*KRF;IV-$JbbUd&@smc% zEs&9v*^>jN3$?+xf9fNL___3Q-PU3(RvnP2zjR{o!`Q~*7(u8HNppZbkitn6#+Tc; z`z2sP*5m%W1RXO_(tC2!<5EXyx~(`f{Yv}&Nv^0w=}R?9W_0tb2fO>ZWuEOaws3OJO;&Sc^k$cKR5kw#5QCd7g^BxntM!Sy|i*!t?b)QPc`R5#(l zqFiPEiR^F9fUt<)i-;uBiVQ}ve~>@a5%tl`S-hIBd(;TqRt{IE!+4cHlh@9wk8cF@ zG&*xp5R4_FLy_x^UNp6b#Fibc>TUit+$YNX4^w9y6xIKCap~?Z=>`$$RJyxCq@-JL zX^`$NDaoag?(UH8M!E&0)8{T<{mt`_GmJXR?%w;k?>OgmE-2?bdTTyWH^Jz9FcNMHen zfCaE|)m*s2>BlH+ksz2>_dK0$^~3-rC#m(mx}a~@`jl$0LzowJLd_}a^Oeac#s%8AgmPA+BG z{M+ap;vbF-Fb6TqI%1yxrizX11Fvg+A&bZJ3Y$bKF?bo0i)n%f{%Tn1xcs{xM@yew zE!Jc5KZ`8o;CZ9R_Qy92=e;FsWqF(6fk3CNqrzL{UlZRzsRTx7-Q@ z-ICEGqH_xR&FXnTpSdaET#E@z{*96uf!76 zYkeFy!V4LEKolN%)(5;9<-nhU+5SI_*FAPw&oxTkvR>Balc7B(#*YF@wW0zuzar>) zJ!c0Xt@drp#7)3tlriERSEupWT?T8Hw~vz_Fz~Bx6>s;Ook{Q9P1;&XN2OV&7eNCc zZ(gB^oSXE?eSBWfhu!$bw&9uY|CMW%WY}{f#FZIAnngj}BKE~S>B}7AVFWc!1H6Ny zw|zZ!Ba|54-c}tj(xqg>AIQQktht&0!39otuQJPFZT&g%rcvtM>)g}rjD#mvGfgf%}I{y4Qp8mz`(lka*6B2!Y;cUJ7}~Qso7p9{v|(o`GOMzr}EU{&a6e9FUf z`$Szwy);8{Jy@wlr|UpozDH$#kQ7BCV)82@DsCAv)V|Z2Q-5jr;RtS;@=Y;}Lpw&h z+m=Ze7?}{-iicc7s zm#Kf9X|z9f|0pS5Eqp;gv{v3H$gISaKgqDC#jm8D;j6}r$Z@y=KehOw3O+qM6|F=U zzu8Dhdmqw%4j%eA+)(*=T0A5lObhXHz8Zf@rNlhRwsGXXHWX) zD0dxS)_FhRY{=OJI>l(5NL7E0&?c%~1U*4J> zPSnl&H+BNxucMg6nO}*u*>WRlo%sE)Knge807Lk$P2G9;;)t#MAbWjSW73!{4ntn% zX8PwQvp`#Zm+HY;Q7rt(Y*$XJuJzmz+wNcCz~|e@0{nX?QGcA3@39nbSGzotXj-b8 zgt_c?lU*$=Q zNnX*xt?h({4+_RPvr{7M_4Iz6=}}E}L`~>33H0TXuLHFC>?D5`sn^|%fkSio-rQE` zVGj6r=1k~zQn`npE1G$3US7?6(1zn0Ag|z zHgVNl#_~m7mNEJ2_l4=Aiy}m;RYi0FR*7!Gu>)X-L~>Sf!g1zAwdS@4B?V;}qSEm> z%F8k$d1j0T6T%0FmL!D1z{|$aBon{)m5Y06)LP)>I`%f(|Kdehzlv|R^9w5ap3fX6 zJ+_u$v5wYXJ6b*SpxO;)W5K$0<}O`0$#5H)uFRKcP&I2qJHR_+#!j9@6%Y8rO2$zL zY}>pfv=4v&cWTqWu`l!@BueS8wEco=o0Dzh&k)HhPEvjTGtjGp+&H)eC63$bwXODi z7`7|G1RbD-U*!~~V4XDu#XRJ%_{sCU*WbnYBPN@6n>KOAP%~cEZA(L3R3B_bp-&Rt@5P zP`>|tNf^0>A9eDw2!Cuuwp|R;+&s>brYzPKT4bvRA<8KcBB&Ci|T+ zvQaR+8Z<&{H*BZx!FUo5Jc28;Y5(baK!&f{uk)tqRLX)QF*8? zik9E|J#q|+Ztz#mh72CbA0d#ULi747`_#;pq}kc{@9P4U?uN{wnD3kW#_j%VkT+dc zOXmd|&6Z2Ky_2HCz+suD*}3U({&Fz0?6|t1;Su11*C2Xt5k|fh+B;%kZT=B3?gMss zU}#Je;`=l}R$4KgwUwX!1kT|sSfO{14LJ2tu|KP|A2z1|R;UoBufA;$anm9YCJ3-D zfr%S3P;Y!}yb#e6fv1VY!~JIb=^GdBH}2Q{aOC5WKUU3ik6?U@a&k0$RAFhAE%04q zeQj}q3+S%u??`3-8XskuUtNLKW1~eKUn7}rViJ>i*3qm38?6a!vM;=FWq4iQQbK9h zsF$xO`g9!i5r>3xXm`F5?P2a1w*I2C|ItY#X)kS=ny)gR`B{jat_N7>(2AjII;;w!klgNMhXrTe= z-Q1RRv|Aeb0gx`fZuB(|jua)5NY?z#3QWDowXcRtm9L?a&I-x;O9KuGjS2V?r8rJ0 z+>(s-*qz(FMOsFMZ5@;Ok+qgCS=}?4xS-9TFRY|IHPgEVO4xr(s*DBEAT{}|dpXKP z=q_?@bCTa$Hp5Xb@gfY8R&Wo_`Uup%?(VCk+gDa6m z1p78zKeeTz7oQ)n^oB3<YRBbWX34ZQK&$jEz$@j2wSK)!LKbI;^V17U-!w$&dy#h|8>BQ>;IPLb>vFb>|5a37H*(`ob9Rdva}&>ApP`=sG#|x(Gg{_o6dnXtR@V$MMtipNGQ-6#XVI>2X<$#7eY2dF*3>d)JvxcI zRKBwF#E1O~{jh+t-;k=|6s7)Hua~Rh=7lY+ZF5na%WbQ!%B#84@RG* zbk~lOG=NBp7if86LY(X@%d8xIHow(8C%<0qU1$E*yxF-ZDS0gjdhBl_w-|0?%J73G zbIJW4{3*rPUzvk@CoHrc+TmKZwdU`Z<9RdVeU(=5W-bbo7?)%Qenc&esM|ua^DWpm z=F_D^Y6s$9ZYex1X+7`6qSilZDb-i3wga03RI;UR`}XLr7;a}X3{;^esa`$TmlBMm zqO?F(0ibPz&v=0cm(1J$*ti}a07Tg|Ma+>s3(iVjaZfGnu&TKze`&9|slAY=-I0Em zF%{i;DbyKUQRjfm5(iQ@ydZak)8Q-CePbRh6#mA2?||*{uw+O^-I$atqfU&AZW7t8P7W6S;V(~NgB)6 ziY)(O?a9Rcf>u96MLFwi%uy!;TAmk?R_F13s= zZm5U4I&Fx|(C54SM)Tx@h`Q+(>h=1?dKJcS8il6ns6#S*#%P!Eckt|JV>0Bi1mO~A zd>cH^cz-(iW!fvpxXJ(IQBpFECjGNXmrK9O%_>4jVnW2}G-2UNC|5bx zmB-?*;Pi7{VZ&Epk=Is)u-2Xaiw~{#Sie;V$|88AXRQH(7N$Hgd{sy!MY4o6%gdpp zt76!jeLzuB+CFs>CL*Oj8JBMf68^-?4nV#Rr8CxKF>D+~L_P zQJzG8w=hC{8od38SWtg?q2`m%s%fv?=H)Wbx1RG(;%JFo94# zfHodLVcp<}YNzE0RMHLp;R23Z2-ZVS3gh(w)t|e2E7zPo!(6D)PP8m78Gi5O4cvuJ z3|baix$mE>m~w`Cej9cIxlKs_b_QN`sXpjtWSz{K$TTQV1Qa~)JB%^+GKFXZvOJF2Gb_5oYfxYEjf3SPd{)jouU~Snf|F?!LS-vLh_hMv@M1x!9>E$!C`w9D? z<)t8`czCb|(s58wFz*Pm~O9`(!rsM8W{e~129 z#gkh7-5-vX%cqlK{O7-5r@pnG1f|%Yh8&fB#Gao7dH0^P4114TR7A z3*Hh4pXXfjmOfR`6;R$*;6hJ<87N8zL6{~06A~%qUg}L@>*!E1r zxdub5!8=g7#&cu{5eJ>Gwy7To+8mHO42u)>c{~Q()6=7Q5w*Eg8HDo&oamy|JQB*0 zMa;uvN7Ni33udqwXgG9Sp1=xo<$!ia-mq$6Kkih5Lt%H1g8H*4wJ~Ga*D@xwokZ*< z%&m>Z81EZgOM(BW+(fgdr0wLEJ_eCe4k!03dQcBvN+X16GFWZEUM3$%D-$$N_vQSN z9C}g_zT~D-5X(bM+Yp?M{Ho%tBF&Hc9#@u>CSv`H*{yT4}v|$Ent9>-);Y$M_}T)JRYS=&{GcQOKC4Rvs}Gam{4MCxWv9>l@Ynu z1B-cxO<`8X88ew%@P{3T+O9Si*XqGbH2zhfBn?|W1B4+ARDHcnXB6%v}^U+1ITiGJe{)R_?r#0v&uBcF8+%kb^Eb<#iZwYbh}?` zmC&Wi+N3SwsKp0cj!~?2l5n)5$DM|IcGRLABJ@icZQpmvZ-@W3DCaa#)QOuVTZJT# zSZpX?mrl_GL|*VH=K?XCTjG{huX{D;ccv(7KqyS_ApHZ-FJH$GbuXzO|C}_WlGmrO zT(Q`g{|eWZJD7W$#k`=`3u~xx+O3Hg21#RT$B3$a0o6flORM`&m8Q5eVChtcrsFb^wBU zpt`9eUOf=*3EDWH&DE#Phq+|naxVd|OqKb96L4Qn@}eMD_FF17a0Za~je*dfdq{o^ z6P9Q@{NPG|cxaz}wnVLaIiC`71GdKx4i>?!PQ$nraUk3U*=}~Vj#=MD#!@sHjQctu zJp+gld*nP@p*e^`#1S8q#;tMH0H5p>yfD3{{iR-9hdzlv# zc%k3x%L5bSXJ?80%Boq&y~oJ1tysg#k`uA2I|{057MNH?&I?H*3cP{<1Dm88T_s}q z`bu=ZSd!A9S#moIavgASQG(apDU@D+hXdPNoTA;_D@hb~N!^grochgN&+4vLy;(%# z&q4#D0`eqW(4)Lj34fj zt|&(jD%FN!yCw-&C42lVwXErJ%Kx?Y3oQb|Vx3o#Xv8?k-xY)M1N}sNk`&P3YNxAm z4**Nj!t^_ZrNU~2y4yk$0HOOQHNuQAPz<;V?#kk5Vd6ItKM`6cJ>`)YB?rE$BDFtQ z8>`EmK_r*JmgY^Gg#6{}arOD2m#K`zTPVv ztxDIz%SgFqroamDK?9;q>Q5{R;b#MTZ!T|{rOxw=g;B0wvAf^G0@W0qctN#SIB9H{ zza0oebPWm(X0TdBWQ?f9=(3G!ouV{PBEZ-WZ^E%T7j9K+MWm_g-*Y!{<`crqo>X8w z&;7Dqx%YuG7Tcd>a{l_j!PUt4)qwD78;1M3v;iSfi=>l#+t+K z@iObYdC}{w(~M0gf6KF|3r5^6H3Or|1IcxYnk<66oUE`8$HT0UjscJ!$M~Q6|I#7n zN~bL>LT5=0Ej>Y}Lc|JHZ?c)DivbmH{Ftl&zg~bo6{7a-1b2eebgH)JT@A>a7Xng( zJd1+k&?9(~ICL=@Ylr{13(w&-7XKhOkGlvbp+AO?A~j@895$1wPVi{d{^(o_N?G{W z<@QBQCPNJdsKO8ocf0krzukJ12Xb7wW(=Lm>YQ)Pw>Q54?*6+S#?yie4az;~$NJ|*-Q3*KQhTPdea52~?uTl36!E%bC?4n8Xi>^IbB@x&Bzi^g z`Ov8tJJu|M9aVAk-%(f-PnS?zaZkCCl~W$Bm{UiZMdt?m6CZoSHeqA!WSgTCkbOXd zFXlf6UkR6+(g+G&&iTjcQHoQt;8Sekm(6FUnDtfaa{O%9?NOA6=LqL)*OG@hvGv)sud$z>T7MssWlEm3Nk)x5 zIPy-GQ7;6XEzmPLm7TqD<`1}B(k!y9{`8-C&V!uICA7b#26a#&sSMCYbnb1h6Zg%J zV!!Wh1%A^(QPVk6)t|fP@p!!p*k?U$ePeg6FM*)H1kNut~c}JlwK*?erw{ue^2hr z?If$WZoCX%Wu0Di;^}a6CW~YLs)+IEJo^xk8$-m)^i|wx`J?xUR)*5u$aQ*bMl}(j z4vc;2mUxQvM90_?y%&eYrEc{Bo7%pPS7h}gVJt%l&wE4!%CBj8r)G-lg5_Bn{&g~c z%W4f7E@F7uh>2Wi|A;@{2xP5kz06q?La&{tt|xVMgc_Ad1F>N)vgTc@U(}zObrxej zWEw+MdXDAg?oJ-jw|2xrEO3i%$#d~`(S;w1qc|9UjvP>DTRaN9$z&xB#P60ad=U%n zP@hs_rGdzgqKyQ(Mb9*B)JB#r{24?|GWq;+c zVzq-_%8X78xt^a5^ktDB`!`I#Rv!GhxfNQ4@0!NJ>o+*m^yHpDt8e!`!T0l#EujxE zJ^l#Q0Mx0Fpb-1l^uJCRmz#i`kg>KCpg4vB&W2cBde~MnAJ1|Xtloj%@)@2@=npE0 zVR^dApLs=2qoDUR8knMTl%18Nae_}!wMOi5|B;a1b=d2FTgB7N@je-dB)3g zAz-uoq6Nm6G9!ZwSL(A*r2 zpT2PTF_CiRLu>af?hHbRrJw}(G~S0(=kc13G#~}Ri6Mwi?V^__ShLpURqx6aXOb}) zFnhUNBF{0LK9ncMeK=-Sm{cX0PTAEk_GY2Oxb z{+y?&^Y@9jzTVp1TCGx2&^EXvZ$BrSP??m}B(j7j)MTIEFv~{8p%LWJ=@u9ciX#)_ z0;p-#72?FsY1m5>c0;uu_(_0v^BJ7;;5t)mNysFW1RsxTEw-OPUU1So+fUMGxg>R! zP{W36j3vj2zML(h95C;jg*f-pacA~#E6bty6a0&sxC?xSzXuPkxoat zCHV)43r>(CGFwRe2IPyS0ovBuZ;l_}^u}c4^U}jlR&p*&X@I@{0vO%+1wB157sW(q zsz7CKaQPYl!#F9zdZdXPc>!%BOG|uP)QI|qxxy)1ClkkA^Xj)#7{+r`V6T7Y$@`PF zVX9Up_4t|`{noJeHNqEd&-|0jtc)7AlL_3U$%r5EoQ0J5__@_Jb^ES>^6vR0e2PhG zWFw!gTC%eg(c5uq@T-r&ULBS$pG3ENV+7zk$uOB@xs_s)^?l4Ll2z{3*K@CHo{jLI zG5eZl%o2j-svUj`-pO%}XPuUx#!O_!f@nej>{#_}PRV`;-(U#WTW)LHaJ`6swUrOP zSc;j!S#^a`Zq8B42q~FFCLmnflVP8X!nQZ2?JW!*cU6?oUd{)&l#eVfe^2^z{l>w8 zuRY!*5-;FRhJq|SrAWS9b0yK_>$}EIL@@~(F_u|$#lkB&7}~>Yo)3o8v@+`{J&&F5 z8JEmE>sIf_v-E##o)*5c#VXIuYmum|q26GFxCqT~`b1ZVDtOLn0MUc2GvLj6j*Qi$ zwtH=wfi)AN#likqgF4)PDmApS(tN3>j=oHi3w|`blAH-OBQGoC7?yN%Tk<6nh7$qo znW!~0|9w1}As4sNVncuhBQFGAItd=Su}n5BQ?`8_ z_;=xgFZXh($)%!D?fjaL@g{X`a%FI`H4sM*Q;PR7BaqCdz6+Q$J(U9pb3zz7NmD@J zZ*5|~kbCPj;`3k@@~h9{w1_c6Np4ez_TEDoHJyxYq;0*P-QR09LM_a~z>3d>1)Ps! zVUb=ZJHK8;TP9?z+WfcV7|8_t9o?H@oUUL*(&yWAIvDS)pk-^xZ~5o(QjKBT?H2jZ z^ZK6xnNsVH&c+4FdRE6o(^NpK_Fo{?XDLY%qP;$EgGi?+zLl%rg#9mSjksi*s88ZR z5mNvZE+S0JvV)(o6sN3b5&z`X-|eppsOBzjjM%1Uk`op2-J_4hZ*%hD$0Lzzm+>Q! z`$(eN4%y<)8!0pdGAupb!k<0E$|`g=?4f{b(lTW7uzr!TiI_yEjyyFm7*TPfPNcbN z`W0~vi_}NLxwdz|6-)E7s~*RlJ#C{9^ZC>xV5jv)2$q{e;fzNCA1pHnYB8w2Jg$%< z&r;E6Lgdz=IhB}+I-Eu#_gYq9P&gEkblG8z@HxV3;DnjFQ|Z53!(?F|aK5@9Z7nBXn!`h{oit6C8*xQ z7~T;J@5t~tuO-6*;V9lO?y5HM^2Xw-Z1QJYV=)z{S2$)GZ(Y7(5@%m#N%$+5=NXl7 zWackJ)UU@>uvfy|!&^gfu`@LLR7L_v=}!_YG%S%y@VF>&)loDnJow%N9hHEdHnySP zD5H+}d`=>ml>rm8MiEom%hM~ga_KSVY_cEnWu}@m`@|k*i-Ut260VjC)`us? z7Pgf{^FiMsDM|!43se7LnzIf>8bozmEFa2z4Bqs`=w6Ti?2C^4C41r^3yzYr@8ev%en(b z96=~@MdB+AT-Pp3FdjZ3&p`}*fBg%G5>a$*RXIU`4yu%C4CZ@vsI#KNs~V&aJPQ~* zC-VjSQoG_EKkh?alFm%9*%G>oN? zG4Jetkrj2*@VA^0yH>>gP_gFKxfbeO1)jDHzKgbHaYzK2-n&mNoE0k5xWHHPJ$pCG z>v8msw7^GSrGjqctaRYT?b4~T2(gNo)M44L=v?&Tu_i zAP+Ohttm!}9%7xO>r&WRxDccsrPC|#oR_%}I(Ot?tjQBzmP#$z< zqz2;47z*@ZI35dE>!1TKtdzXSJaux^U|LsGavezQ33GrgwE8Y3mrRD2&P}J`XylMJ zFmak=Nmijd&)E13ZG4fds%){jSSE@{?P?6XcGrxGF>eDGTIeu|%V~e-!1D10y6!FI z{@6x$EpG#=Gfp7K2-7YDqpEnXderAl*P5DBBAMi$_e03!1)s{-9bSg=+`l#>4dwA* z=Vgn?Gql)W(2tAixsGA>&?riX`pt`eB=179Bz~EYdzTAk^kaNMIq|Ro4Yz zE=4m6iN)JTb8HTay9h;&_Z@>Oc_oPtCYKW+EDA~d=vG^h@3$AJE$&_m8Z3FlI^JX0 z*V53Yc*O4xn({mVUDZP>Aop_^ z=Jx$e&T8P_PS|UR+UwPvvX8dOO||dH>B*c^?nde0YveHeNF2?#xPYXn*B~Mcs!zKA z_|==ib`44f#f!glBQ4YQmfIUmvU5!N-m5n$`>jbN)rtjEbRr=vDS9C+<{%{N{fITTE{tp^rhQ|b-dOX0SZvScV#xOeHpy;+o3-LxT>t_fDi7nE@o>LEn%{vg)O%f&^tg;e^3iV>d1W z0}*0Mw|Iq2dyT@lxOoHtZMVimv(kT3Of9|L%|)S9lETwyq{ika;R850)=TA%62we9 z-Lpn|MFZ$sE@fYFB*%exhZ$m9w7>d_67TybHRFwyliaVxBrB^%T(@$1xTnl;Wk{tr z)RjW@`um$*S?;gA zJcgV=Pk&b67StC7_ry`3-WHEC-p`{N8uK&ITmQ6kzbtd$C-kKYLuj2Dn!ZO&K(6x(qZ)Fb52068#e^3;sjfG`%8iRpq?SNDW&! z&fQDgdQV9)TFiItmGw&Iim>}g8(ng=@nq5vBv1+Gw9*I~Y&-$JMmIqHWdF#B%88@4 z?U^m2F+`kI$orHTSO^c`X1Ez%S-j2Z*X9D>f~4bLc7u##%O)37MkZHl()QRPVKQJ% zGVu^vxibE!2bB8!$oF0nrmKZ<4m2kCC|AAjNh;#pas2?38E%ANhSo2KW8$}s{~kv; zB21p9MH&{|O=RP>ZYkvBh(B8nC3^AdpQalZEKiy)GEyd0y(BE&)hHdcVnE1>-b%Sa z&t%24wPb%ouQicZ3?m|uqNlNIq}XQrDypd_i8Z^vj5@!jiKxP zOH=@Q4m%)Nfa&3G&j4UfL!3wd5n}5!Q{n@gMOKvQvJ(PS36^~*E2PgJIklIeoHv{G62@uC@D|7TCc+S}VaZ`oDga0TC75ryyye^>Xbt4I z@G`qS7#_Rmf{_Qc35P}|7nzx;s(Hm^RPgvL1D!U1MeLGo%_&6Doq}{>;;z+cU~xL2 zBOLjw&G6C1pA(IS4CI1zFPRzy0LvuvWKAqS@`o9%^e4`KXSxZ8fDZEM3NQ3@pn7_S zf9!daDksHFlvo_4+6`UQI^(_@VD*S_a#Sq-_vSnO8y|oT~{aaxM`>3Cf1fW3? zq6GwLnU(8aP+rW$#Kb)qbO?`BHLoXv1m0XY1Q*X$u!#eljD*cFaLV0u%v$FZr*`vh zgE8-=TYVoqR^h=0*n_IRAd--Pg0l2zqX)&KKiRF*CgQw-kxBFcX zJqAbk&Y!m4_Xw7rHRW1$hQUEUEcD`>KMUbswU-=^^Z~T%R?l>_WBcobcctqI9ks0f zKY?cR*|#yAzP7tMu=|zsCQAR+EvxWN+RC@bAA%>nAEuXwZ_>Mh)Hx1S)LA>}bi3zv zp7I+(W4k~yjhjUlapm67E&K(3qX40TdM`C8e8`D_3x~|ff$HO;RC`A%&e4HP& z=xxrs_#uldVhBTo|LU+_v~6JZ1F^-EejX7oGsU@w60Jq{mivKSX8z<*s5-`DWoq0$ zE_o{QZzy9F;`0VjXidw%g8GC&@m!mU2`%y*bETf$qk(>-$y8=C%~NMFRuHI)-91iF zMw`sxu1|%_=4xk-)mL<|#PCoXn5Ge~u$G`VazmfD>7vjqznD~*P z-R8A4~!+Xdduhk7O@NK2jZsm0N%~2m&7Ez`_CPJ zIPcSC^>9AX3p<`+1W5ijAdl@cNa@0thXxcGr`%n@FRTW)%1Z8wp8@fnJAqt6HeSaMZU1yrc&mp@t^9m3Rk?^>#uU4f z*n5T)+YE6DBIO)MWJds6sF=?(&jKW-*Yz#3PS$`JTJt$%0Pta%v$VJ})1(CDeQhwr zFt=KAJ#oXn5bp{$A+c=r&#HI8^)r!17JC83iz>8U%!(3P`MfmipZmBq(P-deY=yom zf`5%CPVQ_lac$D)1-JiA2)lWsP4#>!;C{%f4AYwMsH^t)Hbvn&5i|+8UE)T2#E((N**qTk(L^gT-o@H@ximf)2NF##W zEC7S+-iTnsKyl=|9yKjVC`W;h6`iCkcl_2pI|G$~A61WR>clcL+Bej$jlry1)?)5| z7VD;R!ufdJ9;Q5zw0<&e?8omsq8cSM>7q&P{2vj_LxAW8!Afu^TIzfd3FjQ39!XO> z`ESO2Xf86NaQ&fuO>2rvuaHW{Bnz);qT$;}7aZQ(DvnX#By$=3+Ru{}Uz4=)r+{qF zO{Q8Nl+XJFD4&5i1Kq-GUcKX^N%>)%(6ivI6s@uM(kFZe=!%h!g&uAL|z6_R4>wzDMwC4Majc_qecT|Weh0I4ERpe zW$u-oyDG(ELsK#bLIbQTJ3#G9*2gceZI96uT#*m90nd+z23n`4WeX=F_u8OiP>U{% z`EqRD8Ycp2vzKK@rAab8sT9b}vV;9TkoV_2^{zfl6yDS`y;)6PGB6$ZEaNa}IZ&r)3)4@D|;IM!xi)OiRwxtL9zLFCz{|_|j z8P0L@mA_onAHFv5ef8~yDEY}0?LJGh>|*Q;K4_1HU?C-2_-opGT>R?J8qnYo>h*sm zoZi~wF?sMWk*+l@lYta*`{YcOoD=5J*T7bs%*GwKyNSTr`8|BF^l#th8Untb2(s8O zN8g?SrJ0o$=Hv%0Iq)Oo2=Dvw@+1)2Bdsz+PLpuMZc3JYg1 zfVtnt)VzH{Wf7L&Z*>JY6o5H(@$En^fc^ExSKhrMY^5JL=7u%dG%7F-?evauFbLz2 zN3et%dmRmZc zMg!ipkj39H(NtEYh+p#Ve5blb@1OzX`T(!2+W4n0&^7*Mum*Rq%mgk;iHcY^{26S? zJ0jn!H&-@tZO1<~pSiGD^a~B#ir%dw`BGaiM=7!c;boRWG~b~|n%=#1-ZeHtJo`{o zH7OOf>rOhFjI5&|8Jaxw@sSOk+WqyTsI;R?#j$Zy^;y6DrC#bA%i)TEd;z_ogP|Uc3l-hu08;89GE=F>+zP3J z`mZXA3cW{JWoqgRfYgG%E!A0)LKC<;CUcK%`hJPB zwndD74pt2g!EIA-zN=Pm>j9usK7;qSKxGv3ljicNQN%K@aY@KSBRF?(&POSLeB0%4 zAa+kT?m^k#vb~2JGZqkFg&|xd{wJ9>)#^lDdGxxvw`wupG-F3lM8C#z4=eVqLte_w zH_JWExa1~aX8fd+eKx0S*t$kN`-)vjhIeuOa7t$qigm@U}~tHZH3A*`rQ8R%Q`We zjG{1NiFqVNe7Y0Zf@u@cQqI+Nf_dZ}ukZT650L*15R3(yVG$H=>oQ{(oE)?u@r=E*|Y9yNt{6|jT zMzh@5@Z6xV)Q+1TpVSU)9Y4442rJT`rZBQ_1w$uzpmE~f zt69)SeR5Q48QTCuN)9tQ`6%@z40n zR&tEgA!j}??~Kee&4u5nW8WB~l4xf0i*yeaKtdO4*6&(5%rZ;Wti$A06rEsx_z2^R zRNvy6ULxA?C&5Eh#Qw|uO|c0I@&3DRz%|TEf^-zXm5($>hZLQRO!Z>1(;p~5X}pr* zS%GlD%il9sYjStrTT9%btdStD?w98q#kuTzlbjcCmYqdJekKL#sKrI$&rU}9H&?Vk zleV^q`8U}cv$<_V0mjsZ(Of3-0~XCqn75C!CElUht)YXUeK|*zqyx#Ru(=to*A*&V z%&159RcVDPQ9u=XR<6+bdA9(zPGNZoVAHi60365PkPtn0FvWnUyCQ(z*+34IEKN(3 zc+)^2(-e@90^)Q-k}KN13@7eBH8bu!D5{OWRQvaIo7-F`e=Rl90N)K4ex2|34LOv5 zEGj~NYyBImfZbM?s#VHBF8t44M8I;OdHf12!`rg{_QV5GqB3$nT#88fOCj@o)xCgxAo3- zV!MpTai=MgIpQF1s}SHl;-x!Bjz!^uHn&HBkBAo{nTEVWSy?~g^-uSw_f#Xlp+lkS zU}F+jt0c$lGa0@UO6N}rd%Y>Ih%;-E2cH#Rbfgk!S=fdr|C5D0dK&!HAAE5mao~!9F!ep z!A{$|)@8sxCwmZPj#HL?E9j|3wKXpDV)zg2+&i7M7&t#DhCcgEX^IB2^{rh0eJN0G z;8BdScRdqB2x_`cB3fybndq-F1zF8_Ut=dEvZ z$ab%1oM|eU;tX&GS#h1jCOtAY2Z&d_O=y$iOn);kmi9^8h^XMtz0#=xc!q4UE|F)^ zYlDXEu`P?Tgef1KVN6t+WCJ|W?=Psg5D#?BZ&xk*)ii;4)C+n}JSaQEiKqNp58M;W zziTX|3AwZJ&{31goAkST(oE^*wewkR*}OwR?sx98_hq1cV7Is-NEbQAjy>!7DHa%R z$pK|$V=Hs*5ddy_)Q_pHdby5lNjF-B=(tQl&@ihPi`%|W1QL542n;5=@FocrXQXVk zy^B|^Ca~xH{~fm{-dN#Vv`bIcM(Fj&Fl#Y-TZI z@>VcoU^Rh|r+Q8@ns$ZGVSQj*Cu09^cQ46+daT|_D6W9uGBB&3rUJX#om&adL%x7U zDP%~i!#%64_K3}BbGF$w`%3nx{~u6LtJ^70ts7HxQ_Ctd!_WAOe|F+GEU!MdoNBEr zxF#oKMxjl?OCGDqdrCaf?=eu6ADV%MC(pG`w6Kl z$U}+A^6ggvQ5G-}T)<>j00936O)TO|I6&-8z%;(Tjcv*rI*1?_SOGvOk}Q8?yXBL8 zvI~a?I)I}9FD|_7Ma4l*KPpbNIiNV+Is0_X%LjSM@_a_`eU~?UWC_3a^hHO&%G4sS z{g8y=?QaYKSl^rlSt6N2eisl{16YP!@e(V%{1Sj%i>~%xRAd&k&t-9_bh=Hx(+qHf z<&^_jkUOfnpX_81t2Rj`?$;v2+PlINr%hzTITebe`l-CiYOPVPAaxrX#0zny?SK-B z2=H}>98RQz*!(CvjsuObvQKXc!DJjM0bpFLu<BRW{sakntwYn_A2lYvohfu*7~&JR(6GOgTSn}WB?>HF*)>9_|Y4? z$MgS~I?JG{{FzG+29-R7bW5jFQa&5;_rISv z3=YE#?z8v)Ua{6^k({>(+6fIIk9oVt*iM|)|4_V&k)7q8)9vZTH=;JT)+2~>LHPy} zk=wM~NMv()aCx$XX0xMmOO-#Il!Ik1P3hh&T;wy6g+Et+`|Ot7QC%(GUk-#SqTpg@ zV_cq~YXhj*?~c>|N-*4TkLc|4W?8Md7lM#!q|Ue_1RT8V%3B7$2ql`h94hy@HN1|t zx~cN-psm2P5x-f_Y_|vZR{L+v1FN=Wqt8Za!Mfi?CT|^iU%>^WqI#Vc0YRj*yZ_ z9scq!@R}q7OGhBj#d*Gtg&?~ zN#FSxX?=)wS$wQ<%*z6w0FBr=`hZS%R3)_CrDV!y7$o(;2$`fWi?`sfJn`NcmyEdB z+8aF4qQVwZ+a zP&dF2)sin`og#nNY%Fc~pX2S|GX7Qx*~Z0)D&1N#85&E~%~8uX=+i!7ISzJ}gyCqkc%V#?0S!>eSW-X>a%io#XvYV-_o2Sy{BN#YNN z-sgU1QkMRAb+}PK=JcB_C!8NJ)-C47QA53cCeQG11D};IFsGaMEK75}2 z>uP50P?%S5N>^AgSBIMZzExv^C)FUVaGJA=igV>!_OPXDSd3?DruTa4(P=?hO; zLcejP!bDAy^5+2^%Wj#DZdD_)V)4KOxIpIyBL3aNjt0x+@9Lvc|J}X!Kc$oC7LgTT zcPvJVSYs<5wc`Esmig|TZPdG3+v^-1@fe_Yvr^U=cHb$0@%*(*oVlnciVcfdL3 z3?-T%Fn*@`>-28)oFCt6`xy-+qmJ^qERfmo*$+$;vHr0#Y{uy*J=gnKq3tn;+O3H_ zep+j~dHOXZ(Qlkjb?JAgb*U9kiG6c~Cq~#jFF_L0jYeZrXA_!vfClVh+}hRx^H=pp z!^mSMTE*Ha#!A>oF=xw8jsJ&r^z*AlwuFM!%s+88rgL#M5GgaELU!ydtVLz_uZ_C6 zSs(tz?07t5vYOKYzFupi{!aW9ZzzOYbM_ns#MnrZK&FU?JzLO>}=^SZ%Bd!GN!7 zzyj=%uAq^Dr_@Sls;Lm@bP?zSR&z`$?A3;9{~np zX1xR<&lxjzGxA8UNa(OM~Y`*dR7_YWHROOPgeE@T+bGQ{=FP#ntf zq>@}$LpKWLn8&=#gQCS#$u!y;!h%vgfLhm5q zE_;d4}jkiGR{9&`juRuO~;LJIsP4L`iSf)Qn9o9TlDYD4E)~G-Eu4JnWpAO zXBm-LAQKEOD39ccLdEIK2FNnZKii<{I1&l87D>RtV8>educJ3*V9KDwS9gr|`*h+~ zk&oP1qqQTWs%IYEuo=(sn<^)9D-bHtV4I8FI1T(>9%BdSm9MePHL%!bnlbz^3Y*zg zJt)1&_vP6qhk5mhKVDW%jN47Y#5kS3EEi=~$g!M~X8r~?A0!I;d?C3RD39$1PW*Yn z>O6kUBx{|bGki;kX<+2=OP;Svpv2dStR>Bf9p!k1v5B%7H6>u_Y6trX7*q1c%Y<^P zFpJz32B;w4;+$uvlpz#QRSVohR5Cu{B=i5hm3 zM`6LNoeHS*KgPTa&Is)^6%3u7vQd8EAi_9TyC(N`NfS@nY#XP+v|3PMP~pY#VweOc zxsrocg@P!l)Cjp7qc>I0z-G;{5dzioo;XYbbWc{Ys2K877f`R)$i$1*yyHv2sQJcB zW-1RTc5@q@j*N!G9tAeQhdQfGs)lBR6k!Dx*xWe;qewibLtvo+S>C^c#uP`?B+9DS zsi?8pgwECVQ|$B%;v~KQPhFb+hJU!{ryUd8ar0C$^h3suZSXmgod-|nNH6Z?t&9+` z|8N7StzFc!4p%=GlHE*?nY}O~8ZKj3wb%7xt!)91@At(O-caG}B8>N>a-*9ByS}l# z{D)U@tFVk;-b83{YI*CJ^xOggW7tywh_`J+>oL5hj&WXePGbe@{hguG;QXKS0T~$0 z*qdkZ3ba=m^WH(Gz*Z*8IL|IO)p((E_^#1NHsWFvU197U+Io9YD3rk1&ZyRLZm9YdZ81s`wk;fG_& zFafiIZ6qhGpkY7vd7$G_f$ijfJiprj+`S{eV_+P9YIogc75Eb#Pfhlw)4?@;5yM>+ zXuw6cSyLYYB z08rM&O~=KjCerZ}{edV0(VhQz#`n&g`G$>x#G{BB*tm1+YEyHQ?;)plRjq+suAH&m zsyZN2S~Sm)aJX-=Kz}N8lxm#v_q{=vKiXx;g)l<+)&mb=Bq0`F0+*Yrlx}0Xfz_vN zR-QgQvOv_OsD_LNx&YDxw)}swqX&P)w#R6GLMGhTYc(VCO&juxKcIrjT-oGqdye~6 zt>cGN2JtCj4nqC4+9Y@YVP*%IMVAyHDCq0Joq6~gifz8T=1Jbx9~g5zo=K6$65`51 zNFkoF2Z-S}oiZHg$gh)QY#)ASbb|dp8P=-*K8F>Yo`+emz*oV(2RE(O-+U(2qZNb2MP7-zbKB~_blN1jIxmX^Lq8t@ zB;zFmY5RadT~J^yQBqIXkF%_ZkDLXhozbcD4*c*G$a19v?u=m64%dF%^99EvtYV%= zoAo0g$MRv*Z(fMvfdVb;lU?H*Yt@dhaS6yvNnhpw%4;HbhakW`f>5an8vt)CI+4?; zuXd-T{l0$=#oDf!nW!|ZHNn!B86+Gf5D(4d!21qjD#!|qD3~`=f^AY7 z=>vda1Dd0# zq@_G+b5xM`9eBK|i?)N#`AIh+ZbAKUqT`>ZfLyod-j-ss?QYm%)x}iq#<)N{kSkr9kki=| zU?d(Urte8o_O5hh00U*H*R|Fh(1QUHCEL=OH}?u}s#($UysQj9U*(P=xTFL*{hsvM zU$E@aM*$u)AF*8HPuG)wGMtbVQwrRZjvCzVHRchseRtZR2RwuK1OUD$SpKV63}*9)5q9h)ae-z6bi@Ui+&Fid=$F2_@mS zA-hp@8b{Te_3)jCV>9WfEZ{m>dlrb!H`LI5nqA9)Y6?;L7QxQjH=OD2 ztAc|JNA#faT4S(M-B70Lv_S~`rfe7&s~Qv#&j$YBt#E=q_VGJueq`ILo*BOpOnBgk zbrDkGZw4Ky?oX?&D35m8FabcoCkn2nGe5Z5jKN1q=%2fWhQA`EgqzMhx!FYVJd6Bc zylTOIbViT0H%+_e7aT{gc7Ww@#3MPA{w@+v5{PrJJW0UW^!0?<=|{L*nqoHS2*g{!+b1Y2KqR@-9NJ z_xt7Q<;~ry^mCZrZ6XZ9K)tr9cCl{9@#B1Hjh!U2nBK5vIvn2SSD}G#HMu$p8vf@L z%tXEaphJfUKX95L?XrQXj(UyyS(04QT|r~|5U?2Ty=H>L^6AG(qF;F@_d(DIuwq7+ zKCpX_#&C>r^K!i%V?ZPlu#L7+Ax_=WhgN0P(6YL5h`1Pt4cA^45Lb7n&Z+tk+B)%DpFcS2(&cR6Yi?GG1!0^D+`O z;5*Z4{;UMz*3N9w=@6>wCFwq)t$!JRqmO3)6i5Ko!VfEzaU9^jE9idHv_I7;VY>wg z`@B9T(}j2<9j+1vA`t3A&TBHcj^4eZ^7=h=k|Ch1rCy@VJ#9pHyhkCdJ0H!niM*SU z!gVCwGs3MJ!DwW~rkpb8kJ)OizRYfUzlB0)&=+moo%L-+e82e*{G$p1N)0HwtSZ>sv#REmx&+W*ptET_ zx%Ct`C_>7Ziep|w{XVHlD=S*3zU_60gqdO#V*vu#sB38ntg=ce-`DJg4P)-mWn2d z$)!^dI|o3}c%nM(^qr5Xy(3<&Q*Jv3kb|uzrf`dme^3J)#BSz&PLn_N=i_AGl2Pfo zS8=OGS($%#Uo_4`Mp^L)~Te zNIo(?)RA}~+>b@M64sdn6H|%=7bX_YLL0(H>{lH|^cM4|HUDkJd>>ff37_3sD=!H0 zEAEvz->9wRa8cbGE`V;O(%#l4>Wqj(;MHIE2Hc6+q@+5R|EuIIH+(7AN=)>@ah-PJ zaFMV(Mi8M=t!CSJvCsDsD$DYv616N`@FtWdXjHR$gjl{nirQZz(yS9|VYKN$g(Voh zx1NqF6K;JzcY~<|7L`NWe3kB)A{mNIp$mrZUFt@++yGQ|*mNv{|8kT1YEEsg!usSJ zM1)?MOZya$#-vtwMF#08@gp7ruEqp(_4LB|CMKdqT$`&L*qN1ypkld1g}r9TvcU^K zYkBzsn7gJ$(-egIAI+iiO3CFWRn-+j&$M_El`6{^FDGrfJgAiI??s;r?|XgSUqJ+h zflKjIu+|Y_D*h5=`*j$+w4qmwnI%)_SHpxl6kh^22 zK$YyTX*JOpxkwJX8uLc%i5&DW61Eo6yv58{4Oo}~_UKX>6kFZ!xh@Yw{o`N+cnSR- zv{w3Bq0;x#JyMC+X^6n*ZZKDT{C$63#GTd|tZC*D+e;eLUzF^|75S5=XrW30)1%*_ zpWSeTOKu<63?yxlTa#aTteC7+JfWL;IFjNy2B8JNjF!O&DTK9gHO^ZuH%Ee>c{s@a z*!6l@8zXuO0r+K~7soDIei(k`8Ku+J*e#LAVl=kmE*q;}$h{cZ7WpAFgoD9>Y%Z$F zd7B1sdVS956${Stv;Qnp^&`tJh2Q;Y_XSnnQB0Midv)RY6Zv_W z5g|Mj4l|5dE!NQibO8A3FH``bY{P{umFV`?IwZzyW$}$86|9f$PcmRdBgbE|3RHa? zd-T!ai#hB5jha>Zc`Gvit$tyXUgadY%YsZxA_z^Qg+@%P{;c>{pp6XGk)nkW^A}<% z(OV;1i-a?mJpZvky+R0Rc4$6u69O0@`8-+*S2PP=hC6YOabpchXbyt7A)iJ*)W#|vZSt#wwE&?9cTs`uH>}Cyz!1!NewC77Yz? z0Ab7SGDP7ea*Xs@NciX;oucfE=e4!l(qr_VYqyNl=wgwrjtmT`AN?6ixckefWwl$L zDx2?jmn>$%n%-V19M-k)Rb=_zcV12K!Pl3wH6&Q}eCT2VWTh=T;|xm%bQ!+@yor+r zz&(8=iAoj=N(SeN@gz)9dA~Q-Kt3qPa9#&uE}r6T zE-)kfc=VRx0SP|YvyNK?>J)OLy$(a-8)o4TRgrbBGlvAEpy45lIb?tZRJqsP#1wzEE^uepf(nc2!TRI@X zL%(}0+TVamaJ6S(rFAD~X<$%(cl%8!}jZ(4=x^*ug*31cs@6v)Y!w|MAiv zFwxO#dwUhqD_Te%t{zEQUH_zMbF^bhqA8;76q-h4Ta-G{TyfZB zs!!BWq5ub=2w7t+(Jyw{4r{nX~fBa_)-e}?Et7%lnct@REss1q# zl|>W~Omj@*B_D7iScr=!4o3aa-H+=m2(*NF;*UGlH!gyOtN6yIQ7m-HCC0EI&7O^Z zQ1)3@8Z#-AeMVU6QNkQEMOd0gRP>(%us@tG1Q-q=eo9Z&cv@ZFW<5Cfx|38DoL%qU zKk#+5OK;gyf^6__yUx{ttX8v&n8L(bKd=b0-1`gu{MjnULI9`sS4@47^P{-R%S#32 zGbduMD-CKK+nz5?L6GTW6q``*T_G^@>h~58{Ayr~nKHdVZS(VAIe)TqtJ=*u^%M9i z^H8RJQ6OfNaVk1vD&I0~Svus!Q!aT#RGh+c1JR zZ&$|pXxUaL%igOHJAb2eTS!SyAVvWq@v6I*G{F8HJ$;XRQYFCizPG2Lt$dSt6u~3% z)-5qnZqre7Cr@&vI!97(S|q(qpS_ge5}b#d&R!z$D}wk$|2|Iry4{H>=ubyAW^lK1U2!9x^XMp3&8jPDX>;k zA{c7eH*YsMWp)EP;i#`+F}xG46AH$ASinP8NXC5U4wh9>1k;AE_~EtkA&E+9ERXqp zaKKIj>dr^{6KcuCSrBQ>>u=mix42;aWj`mJmi~wk2ats7h~hJ&(ZpbVBS!>^zJ~~( z!sY&@rENegE>lZZQ^u6biAH~xU-pH`B|m8V`G<$Pz=a4c5M~uR+Sj45j+9>Ds)~i- z{Zk`V=HRAJkP?`Hm1{kJ)0Bs{oV3;CW)edJbn?ho!fvy>Wo3aMicrflfkQrDii?l@ zi)}gRi2b7DVx=x;MN{&gW*h(g#1d7! zUo}GePH%^gQoD+OoSe>5+iJs#=^PAfB+6K54~sV>U@Hn<^N|v;8DiVN>RHPN{=a8kXyoNjUbeKxV4>T0d=+MLp#~uBx%VoOIyj+AFoT! zZR0(!T>cQm{jWC79Ixe0L;wgtGP3QyPdVGi0WrW5Q5i7x-{m9(LZ>K zfLTa_=9em`{35jF&5Jv_5aI4tuDkUOA(nEN@HDj@r+Xi+cT-WQ2+yh~vfOKbye`G{ z&}q)!QPYy;14X3Qon^u`86}bcdDhv3|IALmX+O*7Aj%{WNpU#Hw~&4b%)8yE&A!zo zl7{$x;fBWi^fd+olkYgWzR7{YJ7%^Sfv0PN<&T?r;iDWWlD!O^m0raHUAvi7F)(RK zcUCUeHqd9ecT>7OTg7mAbSE&TyJ6!VzTI*@9prY&Ikhx>qO`W!rEsO5|NU8X+rVnUe-XO4|_4W|o-Js%N zn8jo(|Lj(mn~x8r(SS($m2(OOf#wJqvVgABd$6gl|4w2I7by4Bs!r(deZ;NWq45EmW?hcXd=#M}sbnN8RYtslXBRw$p(oaB)u)v(53Q66OZx z>+~yfIcsZ4e$fGE32}bWzH^DlxF5D`bYKLyvYNOWZr}9u;36cW$n1Tfr2=SRicgy9 zKPhF7zGcjD+g1pFRPl~{g(>5#1pa1ffqBT* zQ*T3~Nejgkm##J9Dlx+S6^g1u$$*ck6C+1!3Uky`)D6yONupCLEV3Pugll3RkskmU zqV9A898bv`H^-!Y;%Fydfrkyp|4}L|6;mNb*KU6Tc((hp zP=}*d)hY-3Ne^|#Kjl@ypgt!?@Kd9H!lCSWDr|lJ^SPCI_`(h+3@S-SCo3&1QtDly z+;%H0=K`QIRv~aEHSY2~@I(#Rsx^U>a+ZMFeAom7^bwrD#8GS|^wb36H}$IOU=k%; z&=oG8*_H7Fw_my2(bM*2tTj(|8&rEC&T-%EBu)(5vwm9&Ub6}eVheX$4ZWx1-kr-A z{b4)*!@MHw!XV}8D4bjGBTQ^OWWzyh+`ig(#l`Q_YOOl-Y$nj%`bfA7P4PHwWG zx;k`w%1Lk5Ia{)KNV8YmTu8dvfr}XvQ1r3q#`M&T?VS3D)Ucv)?>-!v1q0ibscM$l z#B*Igyu_#!VzlmQbxYf>s~70{%h!y*nd=yW54%RwT*nm=Z~^Fpq2mUTDsv6o(VZS} z$?R2&|E)gFkx|Wb-vDv1(N0#=&J=BCYce7Y%6eYBn~a*REqyQM<#& zICRvIWI+>cPT}tTD`U`zs%9|BL#X2%1AEpxX0di}?dp=dQ<0+&(Ze-3$v&@TuNT2E z1G8y+S_gC!=nw?_{MZrPXkAteYgnA^K}k}*CrC1=Rg(vnGA=dS4l1bsrUSl$Ar_&o zK!j6$?h55z+oeIi)7>V7t-Zg`lGAL4;X!Q6~s?5bD1}1?r-4?;)dK zuBt+2v(^HF1#4~M}!sLVk~^j*2mk}AM|`} z&<)j$hB4?+lp-%rc>7X%9jxIzVBrPXY;uEqc!%gYdQShugrt3?ypbwx3b-+0zk7%? zRC-8k(};hI58`2woiQKs3fGdo?DtKFP+V1rR`?@i+UWi)090gulR$r=&9yJIQk%*< z{j3P2sQ8hzfM!-=t1>}b+E8=zMV1$ltM^oSDeakf%Yaf&b!*mm@ySzrSN?!K1L}s5 zMMM;pf4fg~ErclLel(mpk7cSn@P!KsjGIhb@0Guv4`8`ni<~h`2V`OSaZ)Vy# z=RXpGsz07tT2CC+Xs^nOFoD3^CB|ePGmD}o)1{n46rX$`gipSblWYYKxBphB4Ne^L zpAOY%qs6Uw)5W-}w1sxyxoklU<*wAK1Rn(ZM3?d~X-CY6+<0$z>Snc$ggiDS)zKJH z>-$v_ju6%rZ$?9OC=M5wJ7EV*^TzPU9#adek>~iFRMT`H+0ri;8602$9mHmFsiUu& z@qv2RkT%4j`|(hHG&h!Cf`1Pns5^F5!=Gfs)fudma_3#)ic@)`n<{z1`U?Ye+OQzb zf?UevekWiu71RENYy)PLt@i2`d&IQSN|KjGKTj`?y((O}j`z7VwWq}Sul<7x6UVv0 zY&GgyQTE>#ep^jFP6`3PAgPoDQAv3x-87LyAX>23ad?SQ4KXiL|MWr*WPuV&tS~5l zFPd=>!x`k#9_x-Uz;lOcG2X#eAL5fy?`{7^b zl=CR3hsT?}#t-wg#V~RPh&-ac^Ryq>`c?Nqs!GwhOJ@CRr}2Q-3GFXG9JqgedADmB zD{p*kS3Y$Q^}<$enhkMd^_7e}N8e>UobglWm5pF8f*Jwy-`8qojZRUeKpXLVrc%Xf zula#h&>-M#pEGd>s^#nK*o}4?w|Q==J@pTSO5kc=A#4rRC}Z?!jzknMLoZxlJpJh> z=xJ#dNydPz;If?pum3*95dBX|;Hp<9WG!>uP0361BJj^R9ra=pr_mx!^7}SrRQi z9O1|hFL=cxrTNAq{l4HIzeD-)tEUw-3hzY2N`qjCV(FJt!0{(K?pvpT7z>6`bu?i?WpWd{5igekH{Zeg@Sj^QCIYXxc*;VdFLsbPb|kv{ zjb!7Cj*N$>OdlzOa5~XP?36X%=1m*83&Id|7XCsb=i4SH$~ZjF?HUeQ+V5ZCE(b3b zBdbPmOd;MLjg|lb5hrnLG3A#l{`v@AEEOG!byddyrcw#TL8dqZEsSWpDHf8)$aiwD zV42C*)v@rYVTF-&Gl}KsTiL|>{BiYdr(JdyxWpj;u@lS|+y?uwBuk;MhXovBZAr9# zC5R_spKNDdhD=U&%Q9#uE^y)&9(L!cz5@mk&5>93Ph07P+anT(NVus^PPEl$%9PkU zKTg*hB_SIQPDRV~gfMdS2+Xo-?Ljzmp8}47LL{Irr3zky4{mK}uQ(zhTArhvH~teH zZzL+`3Xg^k3CQ!p1D5wlt!obO@(!oTOtFzBYXQ8GDqB9?6X(X(uAbYAi8JM1P$9F>2l;h`KHqUxZ-{PiX|E6B%;%?JTikZd!1hq+p zq3HvR0mZ)FDG8ev1iPM0+@WWEe~f)GK7v<|_a{MC(>Bo$*rFe$F66uEH_gnI&WJ7F z^)J%BU=BL@Y+?pG(tlJC3S~9j7eB9!oP>)MnDg<7ZD1XdA_rQJK_#`o=e7Nc)j~7C z8JtE8u)=_Cs=Z+Agvi`xCl&#!kp9EFOYjgXgB!@bJ4ZkMvP*6y)jtXQ3J1*VpQ)v2 zw6nl`%((E6;`qP{7p&|{1hns>w41alsI*${!{X3BsM173KC8BttjBd?2%ejf%e$ck zW{hkA0GRii1n`3^KE%e{YP}lZ;7Wyb#R!=Uk>g9i%KwIL6IN*BVd}t zM=361NZ-+Fh_^n%iXQ#n%WQVly>YZ))-5{RrEkv8gk%PD$g%DqHrbVv9Z|0I#V=wm z(@0gDkI3EhkIO9L=*ptM+>lJalmPB5;Hww~tON<4k2z(OK@*jawT9B|X@ot1(lZMz zD7`^tX#iCN_fW)LXz){|;3WNCD61@z$y$*cTdMUc1K!{ChMyVcj;<~cBsoVfyOf3i z-Vt)?6*B%~H?#@N)=#JIRwtj}h~uw+6TB8jMxz^WJ(b7yMjz%-Ip`Y!`Kwps}xTJw+V=%3);iEk&_7~5G9YK+3A zr5g>Vb*`)sp7yU~i7j{Hjy7kl4k&3KDq10W#Q%Jy=@pZ11QA_Vexz{FvBf#EY{0~ZpQ|?@`y!{ zUyiTrgWH6b#dpqtw6ddTI8)4K#8(goqM-CbnW|KTJ&7R&*6W=zr>+chzb8PP&uEy& z#UIQx=|U0u^xs4&aI&xmS86b#)rYpm7clNXt^neON>8WQ+T4e*ciAx#hfiBcu2nm< z$=tflquK6-t#M;gBlp!X?+~wgP4(p!OK&iE=-kMJIw`~CAYHfDE?@=gvNVajzr1o7 zIXmpOB_r7Sezy?t-ZGE`%k;0{@e8T*z{Bi?`s0vRF83?G(J`X_feDjdFG{vCQQyz} zh9Q{ukE{0jqraj4x2*?%qPu6w+G|$UPpd}kX=5Qx30r1wdr~VD>p(=oX1lpChJ+iZ zjq7DaIh~h5Nh{B;ZqoPmf>#8f;c}+K_;%Ql_^Bpm+R-y03gwrTYL{&s z>>hoh1cqAQ%^n?|kCI}tmr*}U7-7PpM0d2xX8!BDSIM4%EqnqUdEtzQyhwnVT9QnK z;JhCza(!2aKeX89u^IyOF`hkWKk&HhKmMEpKYQF+5R^^PS9wO_S-orCl9~s&*qeAZv*w7jFI|_zKnT}4SKoK zwOjy2y-V`1BsL8KW|TqL#U*CTf3cC3T_~@G?3$$Ut*xx%zMv9$om7_uGQPkf;Vi+< z^?BVwBohGpxAWA_8F+qqLSV)LT%@jz)TfK2q4k{ox6bA*1zKt#@-Dv(!jAk@^O@N% z!me5bSW`E^I8LyN2aZ_SXK6Zo-P=OF*RBVgBai74cU?7+e7lULJ#@bp>-zPCTioWz z@6Rhvk}mg1ZGq)gG6N@E{<1%F*6G9oH5PzAezFJ}#1>UlmSh#KbBGbSCOeD%VkhPsj8;!fkY=Cb319=5GwgJ#1ZK8Dl37wVI}IF13SM}dk4o(9OEiZP+oU;_KxLf+f=}C~ zTA|w$45;5VGYasTG(@IUJ_RLdaDDGV z6(}aX_2Gm!==g>ey;Tv5y^7qn=xY%QJGFzGY^$l!6 z!>ZFYz0w;bq1mb9BF2VaaxhYDGFBdP7JAFYI)=PJ5iLq`UK4!{X{sofl;CzHj+)o4 z6^*8JPKVL-{XbCzvq-xx?mp}X9FhJ4!0KMI<=*avxezk4>E?QA18Ns6P3%H)^b=OR+O9-Q^^ zl>P#dv~rZvyI&<$__9@lMV)_$fdmw)*#s{==E_ zLU2Uxr0k5e3a<0)vFvlhH^qsNnfaoiMIswQ;tu7UL`X|S8YmFfDnAqN=_K+VjjDyu zDo?HJPjvl2kxO)z6WhJF=ymQoKaqGTURRhrhp)CkibdP*JQ_5x8X%Y5USMLWEhi6d z_RCPL>V<DaFZuh3{_dk|F_bp0CCQ6ssC%QLQKaXC zd$vZM?7uhl!_EVn2|*nvN{2|h@b$CrEy9Ou$&>f~t}7TC=a>qW_n(E`%VmrNZAomT zbp!!Xe<`+gBOsAO^>>qDil#yu)u3JJAm>pp&MM3MWcfmN4{W&$V1eb3+9yyk4zO$x zF#(2&r@$(($NW3K%7TV?p2rImZrT5OYr8aw@7Nn253!q|rc^x&o6s~GMl4hB_-BXsoQ(UKqTRRc9{(7>c^f5_)kRzdm@$%P;pM0M<#@ zOgfk2u`%8VIqa>Z2K)`h0HWC;#2AI+sR#xcJFOa6t=s}T%&jHE>nM%x@Tg6?vOy(jQ}lHyL=_vp;me@Oytoz1nXDfEhK2+1*&sW zNA9pWxYtZrhfr7nt+%Z=JwoaRvL#&Ep)f#rjMvs}(3L%x%yW0>-JutpT_HF&odJ%Q zlnfQ?ZwjdxO?w%ZKe19acbt*lh=5*?{MkCZSl}@M=dm^%@hZrvpiRBf+blf2>TXR< zr8G8A3EE`*Dq|)c9$u3u|BF&wt-Jg=`Ua(H*9tuyQJ1UM9=3n=)J<%vrsRykhWMm| ztUV8kTQRqP$4;`wg}^Gmq<_VjIT=xq0J`$J-?NQN_|GxbK>lXea7XXo2>)1EgurLyiURVOriqUOQgg_?I92-ZzT!OIyTc!U-DI9Y zL!5oFzp8NL)1ee9H;ejnU<2U#AE5n@0g<-VfL5eVIfmez5-HM`s?t`Qv3aKTaNxsv zWQTn9>b!B#cIRYX&n_>wIL#q+#C-Pw$j@l?_9DC>@AwXN&6u44Qy6h# zx??}@ibvTzP?mN)FE9MBC5{ex|IS>+DZGTx#14-5!;qg_bI3Eu151AJa(kf}x&<*6{p>_k z+k>{M?4X#oi!ED@0b1M!JE94%tjNj=UC? z9r%J+$77}s0Ne4~3gBOOFblEpgp4+NK@I>LQL)gu7eH1MGKGZ;CKee7xxEm9 zg;!;SNzFn95pp+Jt9JfG7s8{X0^Kp1X~;hVPHEgw6L6VyC6L{zmkU(TS>FFNDw(T3 z$p=zX3|vAcKYjlkpTMv0-rk>&`D0?w`!yFj^{%kV0(KzW)n{PkeF-LbRqLaNX@~z! zrtR|AK9|zVLQ(yO^<32xF}$?wZ|HF#6p~KG_q(>6TC&VKFAC4BKX%`EH)^%L(2V-` z{>$8|yjiLwv;T2r{!vzc74N0X{w?IiN?}k(-chI)h!U}}5J_x0z-^D@bJGCZiz9{G ziL2m#$ex>&1{(Nd0!~`U)JDIzD(zn8iYh;YjJKs;3H-3Q*;Qz54TOnB9jb0$O6{7{ zA8Zp_@ewc${GAo=Bo*d&t#4%xa4icL!hHr4(rq)6X}?yHa!PQfJQ}@C1@fIYi3>{0 zc7J_#MJSf6xQ}vM`}ez>f1q#2xMn58un4NHt%xlte)VV_o!B^LGsXGd6|02P@>^d5 zYT?J9x7i^yt)wVc=mY=wcPwtZbr~OieAjU$zIj10h91xb85bBThJpAAdr21o6uKMy zaAJZlFqIbvr)DKIsA%bWxRgf%_?ev4)~;(DH-T@Iy?PpG{T;zKoT4ZyUao zrMa|SE}Tt=9CdsCpa@i?f?Xi0kr|2PNy8YsiZRI-#v!r7fTq<7-%3rO)ynciHNK#E zRj_?Rh@JEkaLD|uh8i{H)udLIH0qj#{TJ7Kug^wblXV@X;uI>ser?c$^ksbFEyVX) z^N{i=EEpNkFdp!9Ovd{LAdm z-fqfgkpGx(TI%{?Xj|qbIi!YN?JNG+G!*{y0Mc2Oq!-v3elbltDac7`CI`(vLFzdx@Z|7GDfI0+0SP#nPQXANmGeWxAk+Gz z4KLe5Ye`0?h?L+Yri*ns;FrGmS9c)qC%z%!l8lR$x?>}3# zhWGoue0|R5D1t8i(&8WE{G?IuPTiOIcu@+y>v%>IvI$zbA|EHcu&QvzJ!JrDmG@Z# zK$!k(uV|cm$)u_yNkB{0ks0`k=kC*6ZCy)Wa}B$WQ>5Ffx4#SlP}*`ld_P}5L_O3- zxPbqWq5KHd_ccT}*kwP;B#_5g(A`m)owC;Eq&W=hS zWke3{<$y+1(!6cY4H6nY!}FyN+0)*KVkkTwI2jww0iLXU+vJMm1C*JnB04*!L6^_J z(yCw^D6FJ~_DRic4d0;q-7CV}NWMwMe{qgtPnVs--*_tqV}S;WA1O1g4wC|a&(d7M zoM@(A;gw}{zZz{U3W{XtwBw~7RAcTGy0VXX+r3OJ$hp4#KdR0;DysH-`y$;aJ#}?b0BC@1G$aCXuOuN64y@4a3nyhI&gu9c6O-p2-P^e&hY)oCMhQR9 zl>7G@q2w<(Ebrd&|k=|>T{>7he*;%|1;=n+v7#00LiB; zbY199ybBHEBbvN;jkSxlF6CKeUgOYmLjIijc)wOayBW9Ypwb4?s;vxCk6g|*Uw2PW zp@i`{fS}05>Lb#TOycUDAPi7%@(bEsSK>4z6~{mzfKSq}PTy6Zo5g+|$cGrr{f_Qo zq~OO_(^cyh!fz(>cAZ4`)yVyCN68V%nvS6`=U?UF02ygxVPN4}?+87ge>&smeV7fq zVBP8s8)yCY*|9#EJQH4={Q#-4w?!$UxLC;ZTEU~&cZx?8Y{W;yp|HtE_MLjet^ zjKiy&e_60}pHFZ%Ix)``kI|4&lx)2ch>1|Wye0!b_xS1cnq2X;0IdX+FS$9SRVPg& zfm(X?X2OiuK#V$YXr)Wc@QPY+7dxTB*0!z*MC0xy`_o~>13z=mcyq&^SO5D`c!LH8 zw;XFFfZ~HPJI;}AW+yG^<|mdF<1>xlI?(UL#<>9h z%O$!%64ADe_P0d_GcCNAGgqD_Mg;JqTqpG;3?i zC(v4I)RKUpCJGY?I}i)T4v+SSs>24uzo5y~O9$hdlG~Rg)!xerJL|dJgS7+Ec|+mT zbr;q0fTAi);-iBnvKz*A@8GTl*?ELTfIPKj{p7Ya4}FoD65}f@9xqYdO3wEV+V5Z= zEY(pSs#XhrAvIUWBfj4B6t&2?0}%1TFX4)*jaL|$+Pwyi^v z=FS_^9i>{CS#N_FE_pq|nxcPR_xe7}W& zCTSLGC@5WvKlW1_bGImQ+K?dFWAb2~qLCNA`f7rFSpF#$I6LOQ`BG;YwzvOxQ(^Eq zowT2vB?s%{5J-z~Lqmz8@w|%q3e(7OGU9yIXv^Q!76$r}qEp{0j9>L>ilsoZ__2S0V(4GAo( zN-I{rF8&=aZ>4)bjQoZkK#tH%cmo@f)@Ho^D`;Z3Mg_@je1u5N_U&t%n0n!eBNZ8x z9wOuMQ^dNCzlyHEy0tU*JHui5PDX0pG`#?1HW;tZ%_P>RImgNUn?uDsWh3%JgaLSc z!muXFQyQ-l6O8m};NeNnv7c(d}mS_;h?FjiT$)-mj(TIt@NE%qb!D=A-B zWd%Z~3-yVwEw@Rn#ztEhn8rc`7U5^|<1kH%?M4*I(UD-QPrtttI;00kD983(e%pc3 zr-!c?I8EOow~&n4fmx2aWnMpS5vY8qQXi@Z)Q_RDj265(bcd+;vw(<*KhNkdg!6Xz z&kx5$1ObHTC@~Q8*HvMH!B!^jC2LFbNv!1%f!4!ctw4g=0G5u$m?JGi>f3q<>L=lU zP=q^+X;FWvp{0q>GC8R)n_)41_*N3OmarL}YM9y@gLT}(M3WHNNf&T%2$!^YXj|%? z$7y5^fOwG+@-m-qx#o;{nqCDbE+3b{JfT&lG5&^#LuyIwo8`!5d4%-TsHVY)2kK=S zJQe!Y|4tc5AgrqcLb2rH=3$PZ&txK=V-F|01$)hB6~8mCL#A+m<*4E1OQLG76DY!; zH{3uNoquKpxuv7K;#TB?-+p7q-J)<{U(j0sF%Y5nO`->PH0`$cm`XAeIyS$FC@vp3 zGE)%exK| zj7F@p*cL>057SrF8BGDYGOkK_jJV*)d1kcK%Rw+a?GdA4zd9JTlLS$sya z@Kv?G_!{!(Y2mz3rFcM;h>EJ?$Z7n)xwGqGgcfg3_qwn(NkjwxLB zTy?<7^8G`t{e0>cRN7-#GPfxNnBNeI2Br!||9@Z-#`GKZR8xMr0eO1ZB1-udy* zrt=KFOngT$R8p!=ZltOE%4Jr;8XOWSErR=O-b0oiAeGU0>K}FJ^i~v0<;+vj=5Mw; z1Nos|Y{0a|?UFm;j;zb6uU!CL;Pm04B9arl^zHDY=I}_!&(=vx-7I-R|A#tRtT*#= zm^N{9GwRFV-NS&*+`X5t`ApR`b!ugmceRTLqv5I z0G$}24KHD?SV%QOEVkd>K7bK3Hww5~>0Vs^Ewg{!?UaWCd;K%N3@us$+u0o*oG-KO zy%M#Qj=9@{Ji)`GpLUXPE^0*zR#YfAhE3Ub%n~$sBRVrDHjKyszzNSV49y(vYyvoDpB0veLpk11kdM+ zAGZ)yY>^>smUhB80wuUc6MOkk&UP5codFQ=_lekH9cDf=^7DxTXodoFAj$TLv|(m! z*yA889t&p_dEE2@iyWVZKxOE9iBxUQO3(@ha6XE~g7F}f3_GM2M}%?zK}^hYPP3}+ zjB`#cL2vWIH+1E&alFwa-+7OwLa_1>fqIW#aSudj6U3Ps3!jY^;c64 z!@a@oGcqV2_yI{sduv;$&$EQ8L5Znw@J&=S7IM7l0so5|xW##h%_0$Z^1h&)R^fn9 zNN)6Um5K{{ja{HkmhA0Pg7^Lc&|L(;m!2|G^+mP33!xx8s{N}HMNCut|SmH73wPSyW%tfxJ-N4TpqH z8jsPn=IAp|q~cXk@X$c}=c};Q?x$|n!TCS(?S3>jL1U+{T+L8KBzZAz8}bpyBc5q#SPrXk>1#C z?%u||?-3rQOh^-Tc8Kv0V`C+%i33N@<=?kFQcf`3+Z3{5QeGI%kbjc^+W)FPLI7!_ zlrGoE@=R?;IW=@{UUoKX?9ZB0ODQFSApv zaIVD8Ut#0Zkvh&>rE5da;Gx3E7o=h>{v%j!wf5*O>A`LH9x_CZk*E~=OKQ_(#pkLc z7!VV@R{ZDBDxVy9P0M^io~?xqcN}P>@3$Fc<2E z1&n0GaT+AX(4L5K=~0^z?or=-^YGUqOGw@H+{|m5X);m~D1Y#S$3AApyZQ60W9i;W z;2E+^Dq78wB2WCs4r`5S32qTtzyXO2!b?$w%fB2V^vgRbpT^^LhQPlEZU{C%3;p1o=$j;KIAF3Q!Y;e?u8RKRJ+2)tBGL$xI# z>@WAfqm=Yl@!vyBiC$qfXfJcd%ZfV6AzCJYe3Zs3$5t@>-vFqe_dwo{m=K{;#;+!X zG97Y-l7BAhgLXYZt&c2Y+90#pHq>fD^WEPYk-@{?JkCW#f&dd%n~qWq-T`C8tio&e zFQ>uM!d;`cBQ+DWFZBxJI;U37L9|`VAI)bvx7qMwtfgZgDGBH7yRdDwlaHi%L_S* z>;xI;1#VJR#cos+fV>@%!UjraMg}SXRrlZerTr_-%3GdLw|x6SNT>Ejwzpq=60w1F zH#95^OpV{?_W(8rc=2q|-QdK?29U9NIc_&RYs1WhzWNQ=d!V3FAH7BAOkf1@BtrHQ zoYL0Z=7QRl-Kb1X;=vNPh+%2LGb7iuPe9aff zKOe3G;SmP?X6X*j8sFMuwOA77GgAinY-YYL<@dHY#P{A?d3p1zBnsQAkGupgHBw-; z`YcGO^;e%lvlnxM zsE^6?tt4RBf2{`yoRVrY`!TSIX)MttC0wJuGg^RenswI$oqlLZ@!=g~?5sgbASO*DuQBg%uQWl(G%pDp8vgO6S zW@Q3$0$*ofJ#o99&P<1T+Zbfqpgh5{;!kB5hO*Xwg8U!a$~g~L9tkw0QtY!#NuAyw zzE=~RdYR%_#M1lC^lyrJ#~pn?UiGRh2rEclICb&lQM~kSQi8t_Bs(p3A99Go*}8>5zd2&z zs7iX#ru^)V&e|gWgX)zLl#ssV$@w0zvonfg>8!x;&3?09Qt9}LpV>q_T+h#Hczd3o7qdM^5kd_bm5e`tegw|iCa-*vzn7yalYAdk zj9j7Iztojmh&cf0h&yX}`%U22VL0&R%NqdA@!9CA#t2_w|4r?&1LVE8+7cG{NGKtXR-0rK(Tw6%d5!)j}h_+b(3U*$$YP@e4?YtM~Ye zt8-em(`1;1XWkJ#xlDnTho@Brjz3O# zUDY!BfSZ3uBG1??SY5)_E_@X2PE5`RnEkJ;O?<9X)yQk8Z-C_vxh`1F!Tt7lroEcv zgVGZ`6baF8(8km)jysa>CW)xXSiJQg8y8oQ)Fo3l@%z#Sz0OU`<7j7~OVE zyaWPDfwMRD;$rdpe%m|u1Jd=zcJE)tws+UZhMMgs06}PePOk4%OKGF+T(h*H=wd6Q zuA5+kSP$DkG-8A3P2mReLG)LMq#gZy~&Q)K8`oD%rQ1fc?z^OogT4c7uXr<{JL((Ab+>J}4uDSC^< zs6CQVBx^xQ=GnJ=nfrj`zo4)QkP#;M;z=3G;8-d-OyW$_iqQW&Vh=BsQcC@7dl3TO zv3W{GJDXIU=4xDxpOcm!11uF>*^EvhBZ+@EpIz5C8P^XhKtw?}{0Sa>Z)8}cy&W_+J`@8 zM!88MA@FWGzOHfaVwsk4c|_RHin+Qe!Q!Jt435V06Y{uJd(2%nG%ET7sl~^BoOP7{ zAP088-TeEA;88E&UmKPEvAIE2#pyH;pp{2Wq@T0C+V>uaPqFY6d}6qfuZ-4qn~F!B z9^HTOSg((ewaykGB9S4Z6ur-W@tJ|Ft3}=i>R+_6^iFx&fygjEMa%>^^VRCHIzIMU z>AhqD9vu(Srs%rV3$q>J23jHur14B=pwmFVa=+4VmzT%{XFmsvjqw z>kC1KdKcHyd8v>J?D_Fka)x}OhqVbA+4L3j$MzGw|4)AOn-_k*lwKIbOO=dgeb`du zrC}kj4%gIaJU~<>Djp;a`~%!Sg7hi2`rxINHpJvvS_KT=0~w6pt31Ys!fr@2>2Y~6 zwu(lyEB#t;#i9l`$_dcD;!J3sax5+OSV#CGuRB)4DB1B}ykp@gC?>s{JfudWdbtZ} z;mWcJm!hM<@n})DlC{y9_jO3VvHf6tfk;+&<-4}HBOxe(1D;8`LMah($lGulm_R+P z`23)L=^rN_y|Z%SH?M~Py5;LlUd}omiiE1z90r}#Pc37X^Qic*W$}-hN@vBN`TDjlmVzDdpj zwk~Q7qUXDIMiQ3LtF-?QFzkeH=~I0){Io%ePA(&f#JW@kb%d;3ACjQ5`A2A&*M;K+ zPr8(Z)hOXQfL1yIIsVv{x-EyV;T&jX3Pn+7Ti@yuNJeauz^uCDw!^srP@cdwl^TrU zp8x>2Rmprg^$vMa|4FRk_%v$%Jbn>}L7oEJ(=PGq_cTKd&Bw11#h%qrC^7-sX)41B ztb0A5delejvX9@}dfQDZ2a`GP25gsqz9O|4G5d9ASy1HS!8_MY`qD#+jO@;T z>Sub1M1M>GetwfgDucb=@u+z<C zV7`eIW>Y#8jXoJ)wJjY7(g{&W7Z}&eaP_H~hOl&Cmx$`7+vjU30otOt?y3v&iToW9 z_4}JtOL+$VNk7xxf&N>+SlH=kFf6>OJ~C*a8Nw~e?*Aky6b(AM)Fx9AF^b;(lqU+1eTlDZy6Vt8WU3=|colV3?Eo`>a- zG}a0>73ue=Vkzj?bp}Jfna82T{?M#c)NJxGFi;`;vRky_NzMKAcYi)hRBQ#T{_RJM zCcN_Az4(BCwwKw&T9bOQHrSL(se^xFC3RhK_MtW(oP#Y4Vh%(`jzup2_!U(8pD(a& zqyLY*$Ie8Rjm7#7XI(dKY~5kAwRCDmdL(=DFMMD_24(`x?2itk#r!G8ju~MJv<6d(PMm`Uv3Jx8p#4`h>p* z;^?%{sc%3xIe+dfak$*MUc39%!uv6k?Zaiin#O*3Qjdu-OG!)ueW|Jp@34ACx6`ME z=ShC>y^uAg;BXLL5!x%{$4QW~-GHVowj>v_A!YSp5hrG1>^65CC{v5N?Dy1DmNK9W z1!!f=XUCh)5Oz29vk*)^cGNuC8#*gauz82gB{Zz>pOh5L7KjoCH2&R=Zn=!Q*(9;EuF0PVAUwKIk z6bTFJYhC_J9-VRbCbd*%XQBWzczy{!%OWMn<)Yb_?NFby1y{hTDMjqCTcW@&_JXA9 znt@s2_W_B&Xj*NQ7s=x{;YEpXMg_P9*Y+@1FWu+aa@_hp*fu(#&{W5N5~&B{u`x1; zDFC=A#qxi+C^OvCYins-s25n;^86P{*t*P z*rs;N?c={)N4?3L&9f<4rilp_4u<`M%9ri!M0zJgX9`s|CpDC+vEq7+lJj>;SZXME z5-U8oe2Q`rL{UY!L9lyHm)Z`>(hznf3Pt-N_3jp!V~W< z9gBOveowBy7QO>`SkKn^1bBQ8Sw@x`>rmI!per$1qTg?S)Z|V|Qf^9w349b6opu2sgF`ti;8zyAa zPJEKNOrGgdH>|gh)N6OlHb3of2QtxK^in5{n?&MRv>rH_@-mLPjMN2}Yj`jofG>fp zbX77qH#!KD&W;1hX5HLZRXyX$d3E{Z*~-IAV@Ov)q+?$!9qOOzJA3Vj?$J$3i(yQC z=v@i(r{M+t_t~el>G)^PFqVQeV7 zNTZvyCTE&EI}K0cj8y@5j%Fl*b6$(fuL7Z|_&; zk$TrLt)c4x8E_`YdkFee%G^e=ak&mwYuLYaMh*vYL`}h>3S5-LAI!E!x$a;YNExtj zvaAEa(s)Urgz|tSJAgoF=!vCXmM+{`=M3$@`S9s*_Jk|f`imTQvnrBNgh^j!!gP}G z%Tb!#K%lbNpb?=Wz`mK74X7=j`xU(=5c-$b(cWPSb|F7kRrB}z4sis?-)zIM*pM|> zpFF$M2fQCEr;*UWs1%WA0!8IJlr|6D-Zz%X-0sMK;I?#LW3JYi{3s+dV_L7d-LJOQ z$Rm{NIbGj44>67GfxyE2vzQ=X)b3!NS^<}skBSuO)s|?X1GeI-3V*(|^;fY<3eEx|ApVN%Lv2_J zQYv3toW6T;M6W4k+g6M!8Tu&^biIC0-7Ph!9s+hDLI_h2m>E$A>bd7mnIaZU`$y56 zDDaB3^XjWWsap5F`@5|S^6%cxL|1Bc&b$gC3Gpa;6Imib8p0uHvkk_-HlDy+Pg9p0 z!^CFbtIw=Fs#T75y?WG%N7iJX{-8?=!D#g)-w-}j*{!B4$U7^v(|@2Pv=T@3Jd|~J z9XtVaF%4+l+cUm8+NtZBi+wo0`+OcWxPTU%y~eg?a|6Io9kxXGw*|>-6lO)$ODoL( z_ZQxF_D%p?+gC~ z>}`&f?Sh45oglG$pa+3EF4m~<9Yj9MwVh4P5fjv+eiiA?2qf@cB}X{&XdVRT$MZ!^ zxD1z6?TJh+$d6L|JK#Lr>tWz3?q-596SR$3y<^U3Z{Q37fd8z*RA2*@4ye3;%KGt{=Yk07LwQ(UuL3!>G0VWrIY20GVp zRE8m+*jva#;z69j0;(A@vi~=84&Y~Gj-%d(m^nfdXmGVajnl{}Sn9-fM^eHw5H2%A z)6?Q_K*LXnzz7#uS2MRCBbXZ6r0TqGJO@ktPa6nu;!t~!eqntZn!-3is`ZZfVTZLfd(ete zlB+W}G!p{x0r=OfuGuLo7gE;Zb@5g=-?sjXuKYgYnM;{VXNLvCVv}KQ%^EYfCQZWe z<2d+ip{FlJmZ+qwyw zoL20y(n7gyE-%UBhWo@|#4fTQR@(1a4JsVGEtl?=kMnUWXgm(>_ag^O$T=rG<-Y?xO(H}dHb_J^t;(bO?wQzJgP=N*y<-R`u{ zQb-DZzbK-zy{YJj`|J8s z{oUK<%G+f-bK{(l_LEeCgCrtNsBR^?-!n!4Vb93OP&0J6nryw2_x7E-)u1oEvKOZ1hw zS%AF2_5iVGnIrZ$?Z?EShRo~~-87F2yec5H3r1T|qD~y|>!a6jYk%Bwm&N*AbPk9g z+|iF%Cf;j!h$HL7?kubk?S(HCSh@VOI~ar^u`YBZ(OeP@k!^udU*Pn6jJ0m!UEZ# zw~x{7yCVQbhj_FDoUw(c!Spe*+KTrsHSM~jpxN_&^G0|w>h8U3>=d5FJo>NhaF3QX z%-SGZTr-`Tv~$sRw88kK;^hSJqI^S0d-|4GII1MnOnn}rJki~icHxFJE$Yul(&6jL zmHLEi&oEJlVvB!^z!K93`BooxD1i3@bX;BZKg@;77(@aAlBLbhPQ4L-{|J}B5G(s4 zijyCHuBmoryuRu5CO8$(_<#w8;wlJ81ixCKZCt^5VaqcRE>luN>W{KZ8#rBTOKwW zKNZ{k)N>a3nlFfBX43m&l;r!m7Jp{MEBFOKtfr;}oU_w~=2>Rz zr1OrBtnrh5{{Bdhy*wuT3VRawv_dD0Bz25?K>KFcdj_iTayCa;A}jrro000wHkXlq zfq1juVMErx;>t#3=5S*gUYs3^5Dbfw_GPpcdj3lK08Czg=M>X!gz0{(y{UZ}zMN4D zGxQ9DZk$P!i}aYCW^Cv{r)!#AX$ zMZ?D2W}rNOvf~5234uS9ILbXk8%G8(VOs`KPNp{1?1!fooFZ~5I@Y1%Vs0$#YX;aj zw7sCa@60<(F`s!MPe&hO6DZrzCXal<2WQbq%Ng%gaSy49+7p?+x?BT}>R8iHzm?eR z5<=LQpa>UZC4C%#st(8(FXv;OD;h5a;vNZ^gEsy|z0Guq=?;hqii*ba^N8+?EC$5%G^FqY zqWg2VeHg!eT%V(=@dp1}kMN}p6Mc?ZEbKDzQYi?I$%HLZxA{yZBoda{>Y=4+Po7>u z2y>S(+T|-~ek!gzyr|W6MZaa7C5?TSy>JQNdW-a644Z8rA@Ct&r9rReZWvobO7slZ z@>sy@90(mNw6K=4A9i0rC4EA0wN~=EhMhdtnpF~++tq~1 z2bGFi9@5aJ*?Nz*_RmFo{lclie6~OA^19yH7uAU8%^MC}D5;AXy%*5@u4OH3%pU1zHf)Ey&SBzG72?{YeQg5v2`86pQSHhU@9dU>OApq1*x%7s8=?=I!* zs^Vi46jJrc%=nfVxEoBU;YOZkr#uHCzjhR<`7L;x_SyNaNx0{2)kgULv>%=z!!*_8 z8ft4ueUBoIXe>o7i`(g)V|;gJVe@ZinEF&XJ(A~Xk?dmYMh0@t4x>z`24;~*H_=t` z8F`+T$#wD!vFGfNH%C@Bm`-I+(E!dkq)SX^ptClKTDwud9($isT=bVzee|;^cV$Q# zv#}GwyP_bBYox_4@b_wM6(#e3pXCa-sPLs20-18e3L~!4^zpl1`C2YH;pKf&=SK@f zB;jexCt1Bwn)PWXNqhx7yaXOH7TwANUJr8DwDj)^0mQ4W%@IS$wk3JuNEptPD9CSCEki4_fxB@&n4o0NABBF06NQKRL<|iX|qYun*Btv8B z@UQ(I5r8Ho$A_tV#?R>o@N+-;tiTXYP=$fb{CZMV<*F-0@C{jeoa%De<8sNp=%3@x zv;>x*IAf|d8yf+MdMcdP{WJ3cR=g}9=5~z5L9L<#mc##+idt9rj2Sw$svM%n?suCa zOSct*{r4v!+U`lCiI7utWNF%qhhi3Qc4VtZ%bB^v-;ZCOc|p!NO0H@W{7h3r8^{^W zDz6Vyun0aD#;RIi3p5vcs_MbL1`-LiF7c&5sgx9^Nn#V9h+ebCuq@@e+6;vL*x$=kT%6GC_r&`ZokuY_GvogH^Go@! z9*FyFRtFyWk&Gwwr5!QVTOiUH8_L!y;7ea9x$ae{sa8PDU?z%pDzS`!x z(bquR;W8*$7(R^{?$n)KknHqh}Nk4xn1kGWHapU@l%}Sww^2;%b z!rjDiA&L)Bc4Fk8wLlvPqGngey%T!cE}lMZPyMSrO^2R^-HtxA_J`Ap)qwr@JkCkf zg>kROF6ydSwetrhXfH4Q6WC@mG`zIf9KCyymS_Fb&76{bO=^hrWP+Y<)oLj<(g>MF zqh%tbPMHj-I@#CLeUCCmvv~|_ORDj($A5u1Q9fMOP9~K8rW=7GjdS&O z2Otm>HT>q8P;-?$mEhS7gq9mGUvN%ZBk$P!5LBKD{(Hm*SYu3CqsxzjfXCINJgc;e z7=cxP6iyN!V|gNyD61--9GxCKcZJy+$!}mKIgz4S{%>34(J)f$fJ9Awu1ssE{=V(W znZMn0#rMAW4G+z<|MJH6WJ&{g?chz~hZVxR_1hg_-FSNX<9sUCu)=`FQ*cL4%z&7P z4rjPF%Uxq`vLhi4i0)!P-z;k0!r-flI7$d|6Q&V}boeoXr2SNmGZ-hjCk+XSl^I;* zAt`1Cwq7PvE>AM-+XO4b@L7+>L+avt_96zT>}@q#@aPEtp}XOGn9(Qf>{`E~;rCD0$3SE0y9kFv5ZO$dlBm(5 zGN#|Zlj@8UltGb6yeLRS%2M^XGW!SEXdsb#Eu4hlohf}~Q(n9xjztw+@hg&sL?g3! z(SOggSIv!`T;3#*aGvQ>EzNt2Y5PSpN?+&{r7abr%+wZ^fF*;FZSn0lWy39+pwTSX z@a)oag=du>4hpPJ2w)gyaK>K6h`%5&LnL0ILp&LN*#Mq{|AZWp4?ahX?k9MI90rXV zfr?142&_AN0Fk+I@{kuOW@T74;(}0H+FjUA7}tTw25l zCiQrQQ)~ljg;}iHDQKsM`q3}obwDf}c`@9q=#QNm@S&JpaNt1I^k$GaE-!hX%U~52 z+%4+7g%2XQ!DHw0A%|?hgc^++`#jwe%D^{!b(rggsKe&1H>@adOR&)tk9;BEuk&`HDR2FSxh1odbj3S&z4#s~|Cm2dva zC~6vRcaki2ssq4WZsw%RqM~bj#!JGnXk_BDJbRvi#%KU%Vr@@QgHReMkQ)9LNWk~O zX3>~!Xl^=T(=%Ql!v{Ux_1Ll;>VI(EayZR*7>EUBNL6ngB_#_b3R{KT$3p0Ca)z?| zFEC1d?vgda)e(kbxP-2wDMX%gA11`rQ?gs<^C<$@3#8?r;9u?CbOjmi9_Ofvt24%P z=dUwK)`qyXM7R9DEf>%CtLPfd_tKNa)PX{5Z)3I#nY7Jl%5@bHrGtqH(3GN*aw{(O z+M%-6k$BrP=VWq@zmwQ54jm5YFQiJe9yM}(_5g$eOE0ekpZE(y?9(taGT0jbZW}sr zhY4D#`3e;fA>>sU4gu)SLVfVRViINxR_hf{%;!TR@=p8Qk=+yc_DP${i){b9EVr%L zYfQ3tOmqG!5DrDloVQwxRVKgaLyUm*@xarkLhUci{0#vT({0FTo>d$8`t2CJ?jLB_ zUn{&OW^s{FfLm0Efx96xr7d9jF_>RBL|2gC7 zaUbYxZDCL$wXb(#wotdDLOtb}-jaGrQhYc9^@heDd)6PxoAZ@RbX}-D*_ynkmgZlV zmE^M-GG~ozICaNOGj@81nH6BrV!H-Szo`==vMx zBrI*7Lv$Prcw37Ey!BAEG;1=&4VqnVNZO2>fAjTK*D;}^0pa7l&O#u8dSq*5^B)5? z<1&ifui4sL)Z5vV63pA@E4_xSbld^00Fk3`RH#SP;@{R?FDMVlH*fJiGrjw~n48F%>|JFm% zKyeWXR5XJD`Kla$&us#iIdTC!o;si}c5wjwDfp>Cp%X|XFtABI~!{iKpK zB=88lWl=ZY_Oc##|83y`i}VxA6!vOP^0JpMJXQPaP*jD1{PaE5MyF1gDjwZXH~(2H zZuQkjNj3IM$KeUzEQ5!6NH{8@cSN&ER7PRj{^SYeE1Qw73R!+E>|QG8I7gD14L-`_ z;-hrJ*9|HfWj}~@Bo<=)v(E+;vaXP#&DQi6-~+QFmgfutqI&tz%u*D^B~%G>CR`9U zBRi}JCmE{@G#vvvzecBue?G_>2Kc&K#8%3FM(+$?aZJxepUwh{(O-A{o6z5yo$5-D z{HaHx`<(X;7;5fiQfEv$)-d32AgwIDTIq>gWm z+<)g=m@wZ}PqVvvU$)Oa*H&`G9(EWJy-*VGV4TnO7h)Vq0Shj^^OAB^s`sGgZXqsL^5pTi{{; z)CZdxqB(bL?Qqn6hhf09^CVcvgCRLF=H>@ui-QT$0z-SgNYgh`TF8DkErzxz+J;Gd z-T%1GGr^ARL!ytYEY8e9$;*_S_N-zn?@>7LLg!Rv6&>z>d@+5pt&bb@@`c1g<5GL{ zVbLHiP$j*@ws;5O?gc@(f!@fv;D1$8S03i}?A;R=%8O%-O<$)GBe{-3vbBVDqQm}C z3J?OB4Nth>$5wID)EQb!ED*#cdRP2y1<1Hj%(wfxPLT4^e?LcO4WGw5-}^!g8(m{t zM?jUR6sDg6UU?}o7wSwpQ1LsGLD1iUSj!8zwsC0lr>%{7!f)Dl_;zWyOw7Fw9Y)vF z-#LhqpYs*k8dTEUQmHA83MpFN?;}}@N+cT1N-&Nu)ydam;O&xhUJ&P2zMD=8jBt7v z`y*6ILp>qSeMoH~MvH+VKYUD*EqVj#a5-rRcu21q+q{3sbOufsP1;gX;T73fQl3Z| zky4+APw?o9cPpO6o=R_S=|Duh0oM-2ClOh`9Q`6L(asfnYY8Nyigd`6c-lEpI`*@P zNwcw_mOq)v#t5@#qq~uBz0|~d5iaEfzhblmL;kB>rU@5_vwm7;rTHPwE>kL?cLF*( zjU#$pN$z+4=R-mu!Z^9Qu(_2Vipwhy$B0Xu5UQg+B5Gib--j!-odVuclLHqEjgyy$ z#^ose8T0Ql97c=s?f({pC&+PIBGhjp_8TvJWmK4OtOLYxI9Cd==#LhicYxS;e51eu z5|!c?iz!y0tM5ke*meME03zT%hjsT7YxG6ZN!=tX2~chhDX_Dm5tO&cL{^!s*>scu zICvBM`DZ&<-H#7wwLnkrf0mRm$AW`>;#^ao9T>34qOko9@xJ&3`s$jluQ(4v6d)7c zm=Xecr$Qf)#pAV7i6ZU(b9r{&5n)H?i08m9lOKClRde(I;^48hLUqg2>N9g2OEjqK znsK4XptQ%M=`^RPvMRFtUJDW%qp-J`-=_tDOSS&#u9&Lj&_#ltJzqeT8y{LoB%9Df z?~A!+i2*fIs)V?(pAwVdpNu0d;I?<6HUi#hmg-dkSRxb?$F>099$RtB>S+x__5^PG1=sboNtMqc!$M311%f(qUziVqun27_yT*Ar{gbi zKrrDau%@ca$Duluw8s->3ygz~Qc{eqlS)0TCi>Jr;^)sVVC>;{3;sG`wQrJL6EU?| zf$THIc*OO5M!9@E6Gp*>y=8apg{W_O4FU0}q(ZgPjx7B5 z7Q{sb_8-;Shx9-L?ea&?RQvW^X!FXbmMkl>MVG1lJdB;%h9eHFF&cWNXb&y*QJ}IM ztAPTNRM=Q_n(thJ%i9ogtkLPG!jhvJpp1q0-hoG6_mNGwkmn`A5L<`YecIrTaNTi7 z7qkLUSoVWW#cepd|wICyVc%`Y-IA)uhz}sjGHfqyCOHBJ3Z` zv}5Z`=@PGreAZ)?!ff-w)icWaP5=A604Wq)vU7~*`gtr0Jh)|yLA%XMKRhWdwhyeN z7lK?afxLsv7ZykeEkIHN%rdYDR&4w;ELr{Wm76JCMO_8JTSXRv1DAgOtpPSaqw6TD zV<6z)KyX@AV*Ld8P$IZ|uI$qxh|%il5i%i&HFXCaSs(_ctwK9T)f@ z3xY3zNFrj?z&t^*jw4hKvF`wQ@RACyJtuRNh#@O=q~9-@*Ys{ zy?^*~9-oon?7h}{Yt>BWHQ|-3xG2#RZYrCklm)1EUc>Bdq9Cb_LQa4UEq|%>7wMPR zfDRh2P7aezpD)EtGEZV9P4AX5!zlN9km0!Vjxt_y-wdUf_-ohIEx|^vC^lRaF4tj| ziw!J2TL%IR7)1o|Avxs}13zf$a>2OW!FkrU zNssQ_`es%vYBwR^Wsc#sl5%)0Y(0ktHuyF&u3P>r?Oct?iM;p?x~S@E>91BzoZ3s6 z3}W#EWdpESnm6!!!;%vh)SOFx+%>9%hCnz#EqBIbr)4LN0J{K?XHUs4ukf1g7QW6d z0p7$$`fE7QT|6X&08D69c;|SpOlolO8T^Oz`JYcb)MC>t@jbL+^>jv5bz#{QJX~Lt z8-K0teGVsm)g9N2Hr(&l`agZY#vhhwxTuoq~S9LDoY;jC|zSxp!51EPx z@Bus&PR(H$nL%{vMitez>o2Z7jqKZl--&^W81q;Y~43q(=|t ztY*^R%PS*dV8t8zqO|#iSgZ-}hxy_c<|m>)xoAk!sq}H3Md79YNcuvYZ=f-J-;(vt zmGD66a; z8rc6Lo~P}1bW;e~*3|thY0t01P9XfpQd&_$4SLkc_sv(5S;cXH4;=L9m;Tk}^<7Ra z)xokM4p2>RMImsKTS!xqO+dU`_MnZFbp$k#O+s;X296ONYRtsB@RT?Lf+aONFI{|e5lov5ivn*o2EHBm!;+ZmKMopCR{`+iXvcxBy-$^i2{ zU|YHdgNHH1NTx^sI||WL5)dH?;XN*&Za|KtHTIgttf{F^frrMt;=Xf_*x26}4sB8Z zGXdb{B|#cu!=JT)XV=R55$BDghCIy$zZ^bqwYd|Sp)Yi-lbq{AgAT03r^CA@tupm) znx6JilXlnj2n^3vp-rqlM*DtinwG6IPAo8b&*gmFD*rTt-}1c%D#-Fo+atYIwpX)k z9412Z1X3sA)~Xh^B=(scx_Lsfn|RHmIS{kgy^j>Lnp zx_~*doG#8<*;#h?jRZqCi4L^)FGcNrjDnJQB`_GQUo9l7c~~=;t9HOgwQU2ln(?|O z(3a%@1<8y#SH0(@Jm3KSw;W>t?^FpySha98?*+;Wd~Ge(8C>xgnzXes=lgLW2u2aP2%UKLTGNmkEfsO#3&}RLf z=^fH%LDT0Gp^$_e9Ba!<1Dd4Q-PpB7p&oyWiQS$AE`_Dg!p~9pm{(Hi+ERK??$68I zXzL3aDx&J1Spe$eXxA!EUJT5-5}7A0*6y^A4HVF@op@S8&ds`h$EYp2p$rKrPzntW ze0?w1A5emM2UmybBKDpPm|NF;LxTBGr1r$6qM>?gzCeHQxL?TqUHEY=wp3!*8;&p+ zqaUSbgr${I$4?=mdgo!FzVndjsHC_Z`E7i6+e+gXfok9Im zPsdJyt%HX_Tl3izP4E3~+NNG{D6YIbkerSV-7G6Kb-<)mz&hCg$GR3nIat-4@Sqyp za=>sDx63x9n|C!zCRdw7-bUomtswK&dUzx9JUH0CL)J>BL`fmC@kNAS-0KT^BrS}; zI)(HdwmN@k|Byy0e$7tv#p&XKEp62+GKn(pLSomiK+>t6&->rivc`Q);cPBQRw@Gu z9uc@)>j2i`)rM^M%p-;qYho6z@(t0x8_QHeUQZEidYdo?5n0kG;(6Av@0h=Kf&NGcHr7KjFB!WJg7 zB5UwV3|8ib0}Y~pg)D1($XudmAFta}ODVdGv#RnfY)$(#KVIxY^1ZTjO(oX*CSk8{ zT)uVL`^wm;IrjoP4=G&QSz6?EEVeJyEPUOI-mNq+RsAO)jTlGKU^4aQYRhuz35C$K zNGl*9ij4%e(LswL@7%CW>WkdR=IG?(43>UeUZx*F{TfogtqN_VZr57kK<_sc;P)HN zKT|bzdwL;yM96ay(x27yn=RctPNN2vQ&14o&@Y%U?uq4n%D-K`Q0wy_gB*`n`DU9t zQ%hu*$cjxQj${qW$39cdCRl=dQkTUP4xnJMrx|}pod`O7o6F7%)s|?4 zd{F)Rb`xVsrN{oSnl!3%vpyLChPAMK^|iGv?}&e-@h|# zhJqqG+`8hT3Rm6sCPU5NUF%c#5ouzMJTNsYpJG~Veve%2ZI@jsWGqW7OJp5<`g2-QFMoxO!Yrm zc{tmUZ6Hkj0-s>VD*EEHHDnrNmbgv=t5H|lJ^I`0np}J(ZP^iDeokp~oI0zIzf7dy zex=HL)aDx~AWxp^-Q$U&mXQttCf?Jd&%BgHyu0br&85?CjdBL!c6lR#mB&5zd|Wgu z$_}`vM2+kB-=9Z_C_RkklLEg(U3|9FJ;j^smXuA^&VpQR>EjNQ&I}b{g_(260P6cf z4s>t)Y*NnJWEc1PALn`@=HAb5u^ymY-89+-i<`20A5H8c<34qng1Lvh=xm&<7$e@s zit^bg^u1v)P}#eoD&h9dSJ zohq|3l6Rmz);=>Vea6emOI~47g!$8VVI@TNJ@i^(fS{{Br?X@owevdo`CgghJ|2XQ zOAH~vpZ(&Oi8P7^q&CV6l-&5C6r11Ca!LHogtu!r*idNGIh75}az{RNqBpsx) zX^{?9p(cas-kMStgz?WsHk73}f0Z~P?s)5gTt?N$|JDlh%RY?x7alBvs`IUu(x0N@ zt@XmVrm@R4KZ_>n%g+nl^Ke;_6GR*;FD*@(>kbVnmlEOkuNOV?%BD!PiA*hRq#Xvd zW+G7e05wDT2_7esZW0@nRq)Ci*INjrkaB*nS12<(GJ4nY9iYHBO-&3Q7zi_Sa*EQY z2+sQk!08%XwcGWBOari|1(=jM30F2Wl z{wNuts`eqgR121GxvaG2 zTon-A-o9BtSP_>Um24F`M?Gc&66B<1;t;$lf+WyvBGZMcxc+MWWO95C@39o%xw38> zx1)o1R**@#p@_Y$9!%`adp7k z36#V;D%JL;GnYs|9IV7b8WX$A--nxZ?h%r58j}wc?!DlWgP(m)FPG8m2et5af4EN` z2oL5Hk%Hq3K8=#koEka_glCDt>1#!CHTIQ^dt1f;5{g-DJl=1~>;vV{?Tco3Bs(5m zS(})jTGEeWfc`XOMEPWmSbt>X)VoA$m{@?#T&|Jh5*~N-Wy9()8GSTtdzS#@fiMr< z0HO;p0aTK{@?EU$NSaJ)1=BVmzC@xl9NrUZVg!$M-n{~nb38_RZtH9ZVMyy0E<;z; zfNuX^nTl$b10P*)EAA&rIC^FH!h`2BSWYtSLPGX9;7sFaV%mHvzgUFMrS=^BwX8tWs-qA`BO(G^TRW7Nl;e?wS-Im^0vC2V_e-(-?tXT8}BR1h6d*{2RRXHlV1-sVp4n;46eOwtAgL;G{RT&CI z%g>vNyKhQuqEKWOli5cfx3DQTq(^bu=4+^ND0@WG)V{0gPFIaR&Bd9OZOj%2vPAF& zlC%)J4+vmUi0Iw>&^7>ne{A_Tlg!AN@-kXRc^N0?xoxQI-l@)dkE7XbPM#H@j6|6i zx63lfn9hmUEyx;{X6{-8j6v0IyvrqkA{^u)S+MG!87CFw_AgRSd*6)Q{ANsTN|MDmv~7a3fMArTzUhJt#j0%qN^ zp+G#byk)y;mHd1mf_ij2?#RbW81=RwFK|L4IAZ~9rd#=IrdjN0R?Sg!H=}5@q6pjz zU#5ufu3bgo*RtVs0(ndkF9)7Vpg`z6fL0o}7?{BdA2LW9LZvVZCU3IaG71$ti5W&0 zWa9%Dqeh;>2s54=Q?F|z6zo7GVuMpnUTeiVjR|A3IshcWJ~Ss+8aT{iE0hb#&-4G2 z77qw4B=~7nMVawHP>IKnFOgs;bx0D;vP;lqpx5I$SGoe7cXKz*=$d)N1r)B~*&fCyP8nwI-6 zHU(&}!@su7l3bnRKv%ZvcEll<)N=9IEvJf&+vx%>vO^kq2-v$FF2mJMyLZF&)vlb| zv)fwAErp98_4y}D82iNdp9T%&Fx^!CM%LS@81I!tf08@;ILJksv_UrUqODOq-33ljJVL3J zF`?!JU~3Rn%NtzexTQEhyZ)`2W7=Wv&FDZa8{y?FC4RWnPZHrN&<_~|es-1r!YJ4%0CxosNJ zIwqnn!5rODdhB+9is@K_vksp2@zQumCcekRHcOzzl^jq$VG_%#FwAtXqY7FuSGpE| z^%>9^V#EhO%jz&z%Y~Ni_k0En9}^t}>E1ijc3%&E=~n^$`APm5TVh;B;xO3=`sapwapOjZ|h$*RRdbU9pVRo%`U>etVuE|(+6_#huvb&2R34eaq`rhW2?bqNb zZa+Qa9OeEI7oM(9^z?a!drP!&mhPZhFL%{{;mHI0@|a(DW0}haJ6V8_6yn3d!SQIt z!QM3*kJCv0j5Qr{+T}oMaHe?70=9V8$b_@t*F8&}nD$H{21ShqzR4&lXyQVkLj_+2 zLo|qwi^*X?$Ar%+!V!HCiLvR){u!5;NUp(tNlI*1=^N{%zGgiZ_Z4xl{0si7Z;^^% z{ROl{UPNl7l($fVWv96=OyXS8%jLrJ1V{r4WjVZ1nE7nFDal&{O`Ayf$F9Be;Mi^h~$$}Xf+OgiN z!=I;k{c?<6&-R_Qt((HBW-46jvI%~X{-D8FSPu@$V3hr#iQcQ3pm_?ca1;t((Tr(6 zkJVOBwBAjnPy7N{x<>VZAkEiDE^B-A_bMP-gQm@!kn6X3M}rLXD|?K)0c) zbhj@sC`uQe=j~bA?Aa3zRVx~c_!U6oDHQ&yK_-o%z950#RIz|u2ps?KWwXAEJYy0W z{(#yP7tSHfB-I425c90qn_+tI*K97)n!&(m@Td&hczIPB%iNVe%`cGo>8meIH8H@Z z-^5VwBBUNNr^=Ut9#l}h{DE8}rdP0OTS=!hOZHg+eLN`aM-sR^Pv9euaINk~+P;r8 zQxpTbm8M`XUbNhYY&u>U6U)ycOuC-nU7II>{V00lmkHpoJMrQpX@ev#;;n7E9T2R2 z1EF@}ZO`a>#^W8EnssB*Gf{miKZvm8u`(2?%7&6}Usp-};kA{JUJN2>Z8$l181OIP zQR(Rj^oo;hH;jW^l0E~=IxPCjo60?c&M4aP8@p@)m5lIWQX6TDlg!)T<4@iOD0)0g z!fz^KrGB2LO?*hMFD)eAUIq3tf1ArMpcAdfH!@&ziEy$XVD?ZsF~_AVSnOSu6c%=8 z2X?2O+PtbsGk^Wux`(E8#>Gt_KI1&w#+Of3S45H)ui7Z;_6zZ&1kOXd#haEn z{xWMKCptB#7m581LtMiyowY79jn zd!TB#pnU}ZFDa;%8JkHlAo;e@5Ag?Sf7&-gjkuM)?@#6w+tH2bg(leLVrObGcQ)18 zTrz_G*YLFR)#15P=UmZ|H$D%G=I_(2>t!9EGfrhFk-NC9@-#m%=sXR*Ox z|CFd*gE;}4wo?E5vU+dHH4arcS8)<@F~JRBB7<=K8QOE&JLsjEcat+tpJ}Sb@kw(W z%E8U@SKTKg7S|~L)7ziv;fNzfvKk+}L?KY&aY9v8jdOKnmTQC-0py}XJ4Pzf zN?#7X%MKeiRi|@PQShGx#_uda7dG#b{TByciFOOM*z12bAsjc5b}gKb5fm+>LjJ`H z#y6s^5ZViCE`{|2nPw`AM{-k!I4CIqzb;i3OKHPuShyKk5(qNU9|0Gkx>((~OahmwFWO&1GRmE~mW>7xe zw8}C#JQW+r*M<4*Ar~?MaN6W6DNfYdphrQOSAPBcVcOZn2-)C-Jzd+cs$drGgqq5? zD&ICn1~49`Jc>dUeVSdO(CPiuMhhT0jjDV{8&L?am5Rf}PM8w<8o8-9)y7C=eTOwre#)+T`I>2`uQl1#S zXx6FG@|+I^nwVu`F64yT);ngK!6=~7Ly%-xuKpu;_bImGA%3q`I-`PC18OpW1budG zbM-Kjzd43Y)UcjnktM12bvcZy*9gO(A23ug|00PyoT6DMnIC=7>zy=Us|QznXX*Tq zu+E9|HAJv}nvarxyTPsWAg3$uqdcx^9FHu=h~S6UQuZJZnvax!o3`6P`TEQ(Vu`(? zHlE@bRgdg+jGiB45=^EA=^cw5G$?Lp2Q&-r?`i8O@KQ{sdW@N6Hh~Wm^X>)cX?l$e z<|tmZl8@(ZC5kW@?`1_{hErdFBgJ%~bQ-Z7Sn}g{&Mhf=Cf+xkb@Z4xPHCWoi9|qZ zaMKJ^#b3Rc5PxMYp}e+0=|Z)Ay`qOPqrlt~k&hjyo(&G2=BllOWB`ye!5YA8SJIR$ zo$4K|F*s_}F~xMfpfhUKFwKznUJZF?p^}T)=-(yk@`W3*uR4U7%5OC03j$2iF_mRS zv+01(75Nx+Oce{Gxt-+e*W9bw7EA$gUhGNLPL+AuO2nPZc@#9Qejorm#hTPWMhPpN zz-|2mjH8m`uYxG;K3Smr_jHz3dcH{0@k*i;r^Qi4kKvGLg!y!cZZ&U`>LkBhfV-KI zN?#eYdQ#_K(_gN|;EIj=@RK<7E6Of5ZH_~^Y`Eq8i)(S|SU~xK4g!5h0AN#UP8amR zuD>4S*NeSTXX7X3yYJZfkIGLQOIFh(c+m1LHS20vYxsc_gaOxMRmOxmH~|sN9_Z$v zEBoK+viy>*NKZ>Gx_S6R-dol~e0k?L&K1)Hnr)zC%iCN{iJ=Y236kOWadMq zn{T);LO&cl)o3VF9FQOiqSJ|giqaiwZMpPGCHI|z)1N?i93d=BYuyNTTCm{#0SnEg zOjBl2(3P{aZs?~}z>(7%m41~_+7E_rxka(W)NAtAdzh#Ija~$5IuQUF%~qyeY$+uA zkiy5WhTE?A4`}VgeMp12Qa57O5GW%~x1_w#gz+D~{NQ)wKyJC{ti~dOCLN+Zas9P4 z!3a}zj~8)PB-$CR8Z|(9%f=Buufze}1-~PQ_z8=V)TzRTu>@$yAMZQ^?vcL$IgLHi z3F&R$F~M(u>|-c{iM#Fv+Ss0H1JyD&_bE?-SLnP?WCD9}tY;)>`Hz8?~nkYoMVTG6K0~xd!v$wH`w=LV{hDK@7}H@EhbB{$+)-mQ!1FOVLcd+ z@68Hgk}zQ5X9(TFr#~{|U1tTi=`~pZKX6R`@?hkh{W#HS2uGp>v3g<+jSO;F(^#{J zJD{h<$y5TrVVB)qyk6Nj1g4w^FMim>L+{f6sCX4yUiK$n-!1x(DlqaUAB2)> znoSLbsx24JdLxows|cV?ejUt);+WVEh%kAkms8qiJZ``ij?xszy5kg5MS(dyux*! z$ZAtdqJ@;{$DAJ?%yE!a7AvIn0V4nTp6wQTvoT@tu$z+h?kE#1tR~_?)A5kEv_p-+ zo;5>Rtq;06S~Lzx868wqS8i&IYeKA%s3P> zpmS_8x#;|^0Rzr{_C3M7J ztyXFLEgBQ#2Oc@dqr*|ksqYatpSvt7|`X)f=nfFcEuRk3tr%Eb8(dPwgo)( zFq_AN#IZjQZ9m zjzwT1XSI1^sviTg@cO@Aj33m-a~9`pKi1jU5u_Z3qJG_jtl4&;rahFHp5*^ojPe!5I$JHfPTzOs3ox z|H+ax@_B9#KWcNU<|An2I++9)pVl`~E$jdIgbmaBkxZm5GvZ3dxwTHo#61XVG*uwo z1V{~yvphwBseE6KKv)^UIZ?g(lBnHs(tc{UTy}Kds)@s9FDKT1DXkw4&qL|ju6Ic0<_+DM7b+Q0>iJh z{Th?auDeBYp7s7i&*DzyF-b(Yh^P5u+|rgAbwJJ-lVy&{KIH-46FQZ zI6s9qV}6^y*zWpa@k8&sLA_~E`;gBJD zAf6+~eCGP2UIxZ_zy$*|PImlEc`RmC%0?`Tv^zKuDm8vu`=};p>TdYefb+6?seH!L zzhbhfsO$9PYy2n2T@N@9i)(#=B1H_Afjc)fYAY*)#(&iL+t+FS_tSn*$C#BSQY}Eg zgrv@}rEiq*zmmAav)P7dRDZj9OgZ}5W)-z2Y;o8x@OKcPU;zES9X9UQiE7y~2%9;* zWledCd<%c0IXQ6yRxBn|rgJmW5`Ragd_#XE1rY=!$dbhf?B}!GZ$NY?5rD9Z$ZjC) z_LO98(7fPC@32P=uS#&I`Yq&z{K)NGrFHTfO)#0;jiHtK0n{jN@kw5aXa^vNMD!EBB0+*sFScMWST0V!8L=3LkK9Ap)BSIEZ_7=_E@ zrwiWKKYYChrp%`M(UVD|StQ3x5z0JQAAEH&RG%#?&eZ$d1p!Ix2dN+`^30`=M=`|R zwkfUye=D0ctIM#bo!Q}M(0DN@bRRSm42rWP10QrN!X;{WQbH3n5u!tMRj)lJI#yM! zKcyqV{hKe-=~FcMG<22=5>c%QaTl!0Jho_%HiZTFNo^L-FH&H+QAk%H6*Zo!7+?6= z@GeDeTtI36c%=!jxS@VElS~W~SyaM~;jrZ3B`yGHk3lE7YYeCR3VNM$wp;|BMhHBC z8d0OExp>Y#iVqLRiJoR3xl|D zA`umQXmHLefSY;ZVBj?JCz9a|CPHlW9!ermMEVZMj=8`s#QY$+!vN4XY3R}(&(GkX zap$wweOwD_I@+h|ldzbT?^bz#A{lP)G#M2;nTm?DsI?_N=H=>c!))bB%qQD;FH^LJA42T?&16S`MFA7>Q_r;SM>aWm-5QMhXag4+K8D! z574qgE7(9g6hn?4lT9pu{gqLAHCvbMFIDuvrxTD~d9a@nAFv(tEh(Ke4F+3p)2WRliejwZKwf#A7yaYN<{DVlXXBd7Co)#p>crofaD@+x$y^=oEDTk zwZk12S@O>La7UJDC>h*X{hbvI!U_WNtJ&woR-c>rm6I4xz_`98@&Y$6a)=esxYE?5 z4JrfPTmQ5WjT*#&yYlm^guJh31GF*e#4|wFGCSj!RKItxT33iPOg6*H|Iwc|ooS5= zBp*7{HYGbNsdaq6BN>W4J?u|v&-xtaMW>M>b?#wlGapNs`20OBZr%k*z&QI~SX}r) zF0m7FkFj;QM{2zCHI4 zThPFC_LaD|F$yED`7z_M#>HvQ=`q`?{trK_J`8nx)k5Sl&UPuU~h(LSw zzeWho25e^=?EBCliCLGP3Y=W^q*SoLk7m^cz`GKfkwy>{>EKl1-nrIz_)8hmM}Epu z8*>OipS{u1i=78ye0Yd=`gMf(g$N)CC*yVQ3|_!EUfi)>cua^0d@Hb;AR(#e8jITH z0zOmFcKicp3pMV5Er8)HvTty6bvr-G@n$gBX+o`mjR>qN4W%NIXCMY|f|0R>=m9CP zg^4O4JH%E1`543LwQ_vLIf|g0Q6C@L6Pq@`1C;4u2X+RZG66#ga>yZ^1@+x-yhY*a zbhPX7JnL`cuyg8?U8riftD|LWHD#HfUYJR@0N+0)ga>q8eKfaI^X2vlPJWF~W=;TB z!+IejdQH@xK-q0`V_*P!Ah{~Ul!$lyrQ$wPDnm4nQoyjO)=oH0p8l->^=sfl;v1c@%F@_6(865NEJBzFVx6;aRu^g5+-}#O! zOB+AQn;`l;HqUnDgqzKDwJu0%-E%HWA>Kj1^tqFcI!i4kSsd^UA0Dp8C{Rhey5_1} z%_gT#q8G1PIP-1gZw-p3GbGd-RbSK0G*wBYhsysFwR*lM{orVQ$-n^qexPkAbVqEW zH{AXYi)MJWPo}cx{!Vn2uZ3snM@M|i<}xngB1C{H&@C!t9b74KqFWa7X!A3h4ErZ1ua3ZG$}F^yNIk3*>=u zUC8plx`OH(M`I}82Y+9Zb2$>_r+_FcBwIwK3BpS|2GfbD{M$9WJ}V#i@$%)jK!iwf z!k)>O3X+6dh|Fm*+y`0Ijmxh9J-tpSIm*-24(?~1d@gdT1`m4r2Zr(IGZ{GgI4ST= zhTYbwE7~{y&^7DCJg$CSBib+$Xk3-74k!koXW9sMyFa?A1)vLunrTSyC8Hz~fLE|CP55jift5KW`45!UXG*qyU zr1hy^CyxCZ^|c?N{QJ(QF5j5l??1vKEfj#iNWVZ4#IX4PJL~KB+1^@sNRt%vjTjDj zX1idB-Cwpjp?h>JB_0xMQK16daQ<5pzF~o>`w##tJ$Wh&~rW>HKL9)T2Q# zYLxp6#SgGl+&E3`cdZ*ByF=X|6#C-#*?iA&Oi_h;0@`|L1uhJYb>?Z8nptS^9MOc6 z03nYjb8p~($#P<)ry)C?e42VQJPkxZgZuTJ=veDh1six|&TiC-0^WaIIKtr8Y?2U=4ela=y=S^S?GKacBQF{%3l7zf%HD2usb8K zJloiqR%hSi%x2;jume4VKwvPo)PA5<1hE}Ne;7uIYVbNLl~ihQx+BrK=_l?omt?12 zDLG`9dCuD)lA~+R6^YPpA$?9rf;H}x#Q5{<-t3}myK1<%L-x_CxDjjN7ywBCF{wbL z4Y@r~>US_iR-;;?V|1;hs}nG}wer|NZdc^n7<{yQQe^}l`JD0peF330!A~ZznA6Az zWPkfJst>M!3+_(|I>+Rf$}E}N^NOQRy=Yuq;R~i!pPny_Yws9SGYcta6G#Wb*Int9 z066Pnn2c7_qswk^V(O_usN#>j6hwc>_}pS(hOOG2hwhi(wzk2yw$!?Y)R9zPgKj)T|<{x)bM4G{P3q+oT ztOoGLbmjmA9h6U>_ z808E5TD*u!x5`;d8c!?84p4KGY=Zs&y2v)zcbbbmu)S6MDq;p^!-((8=AF^`qZk^u z3ofG}{3`YK=3zJmSihLSAMG8v zY`l{Cl|fcVjbssy6EfLu{^B2{2rTUv=BKKFBq6;(2|{ON*L73x8X-RJ_V|3G)khmFPtrmXkrmXXv)FUd)W>H7^jI=Fl=oW^lW z=>}!~C^@W2X=ZE~Bsw8uj4D^Y`7N@fT|TVatFV!=_3K`+LJ$(WB%h&Pw7{;qZd@t=Ur_NESLPv30BnVA?)_@ycOJ7SXlPVI0@>N5#B5%zs7Oh z=?!g#NpI!MAHZ5ks6kSMMpj8rxe)NIHx_#nVRID0uWD>fI;r-EYhB(1Xye7+4T> zhmQoB+ZYgJ77}A!AZ-|o#o{YyTs~_3I55Ip0CAzZHAo7280n4#4D{g(GbxS>5d=*x z&Kz8umdF|_@ivF8RlW`ne|qNXWU@1%5u5FBG1cLpC~ue>m5?0>8XCPKd)JpLExt9=&?H%UYGSSesRa}l zWYFSVt8JXl7)SRW7;vws57*HS|^Zi0Zu zt%3r%_)m(7w~N}>s_+2W0NweR*_Hn&B}F;Vxe$XS72 zAciqBkeNb{d(}CUrW(@$uQ_eOqQT%$UA%dCD%=Kzy|*q-(d(YyU&T-c&ZgvMU{seU39k5?JFB)ZpJ*} zt*PC7DvYggqB(R7euq`+!?W~FDbP+PyhoHW+Ug{O=QRx#J42Lu@6KqcsJo0}Us>r$ z%8VE6`u56;3wb=yvc2`Uu+q6)j{F6db zE>8R5;%kWHO{?12$b?-P@5HZ+)DB#ns~GuH%Woj^ExvJdecn zjHiFco4ihctuROXcmL!ued#b$ypn#vr#U$H)?kehp;!)?*Kbizw*o|VbSveCI?oRcL0%tgWmeZT89y5) z_zl>D2v-1+t$)qtEdZi0Y>mctz309CvS6Bs*^De$lARvH4=gb{+Q=_>?-2FUW>GE@ zsz-!u^*1m1xBBjR^GC4&xJ4DpTD&}*#umGG78xvH(jh&8JhzkJ0^gS;+TV4!T$(=u zp1nW68$%B#$0{SB`6`43Q5FU$LNAF#+J)Xam^zOK)g=R&#R!7g1cshexGB6K0S;%N zz_f)qL4j9jui1n-7n2VxuRk^Y!j|&IR5TTF>3FQm2Lxa|SEGi+Jw3nJ@*-`b4>z(1_<^p?aOE$o7L4dr#!K0Vf8FGizb7ula?^aJ9%Phh<> ztJ#6C=VO7Z?@?r^d4BCm(-JzmRH}*FEPJ`4Zw{r{4)Flpm$bc$T>$ni+)${h9cobG z?p}kgmw#{0RsCQ!1^}&{!GL~Djj2&}b;Y!=luacdPhgYt*Qrxij6LK7dSm*;vW9oM zSnd;CkYvGZz)yCXXvO&WmLD+vV9G$xnUiEd;01k2Mk&>-^wq|$A$f~Cx%W-GLnJg+ zg5DE}k*I+LKwIb|zr<_0iOsEAOKu}1UCSRMDriXCt=54NspHh4+dUoPC0pke&*0E> zU1AxyiBmpM<9{N7RVB!asY*gcScYR+}^G4+(JP5>jb zX<1m{m$7a^Ug%z3&GWI=FZ7X?Hk6T>NYCrYp9GuK%f~D~bSL&1H%9_!)co98y|@Vo z2NZSV>>pn8is>olBWL6Tw{BiaGgf15`h*G-*8uoqpjm4&P`9%K?UpPbtz@tHHrz-B zsq!jxD9DA}qGJO;$je;rDVvcCfVcoew3#Xo?f|NSX-z@CE_50b1MDe%eC^`Sv`CD% zu2t2SrH%RSMlbqZ{AiwGHb2S2j3r)6YX^XJU5JKYMEBEK1a?h%!kr$=wz(=iuFp<@ zO-C~hWitDheIiIqW2e3CRGG=yyY$djNK12j{;G(^M*4r4I?J#q+qP@pfONME-Hjlf zN_RI%=K#`;fPf&~At~K4NOwphNHesg#E?oT0^c>p`#pdB$2Q2!oY!%#W37F))u)w~ z%X)3=!l{BMW1305|GUNZVoIz^;Owd_&%CN4XLa;jopr5*;x?dmJ%^4G0(i zy#`4m|5tCWu?S7){}1?zI6DBge!ax~$cy?4txVAO4%@h&QXd@`>ZJQ!-uk~<%KeWP zl3Gdfen#a5q9yZk{2##f?`QRPOCG5X&SmANs3~*7Mv``B&$D-wxZRTdEo3_pjVUOA zWlJ}cuz=MZyL_wAb&m@;8$V;hA74PyLUhqetlETs!HU65Py#^+W-`KLPChxm9n%+n zCq>Ha{MqSk>M@&C!yLnjd6Q?hJb)IOU;=RRx-mh(4gKr4r>*==zNRPwAf(iftG!M# zUxt&3zKV&%uD$dSl`EJ?WBD-Os`iG`$XP8~L;r!+kM>J$GFsJi6W`j#6qj$mOJtC3 zQn^5TwOxWIBO3fSOlujAb1_Ez6ETgor9DplWKt+!;qBDD4$O3b zwPM?Gu6#u8GisSfy!|#A_CmgE+?Xn^4%mtChnjhRg$Bi)zi8iUHUK%j^ousBKQ@`R zF<#lywW<@)M0N%=xfM$XjOOM65~l!R@6ne$@QpAq>>DpWCWv;{CN{B}d#%yzQNyjX zVJ@3onbFydS0SgZQj@=iUGBM%y(&uvv&=x& z!6dK^jQ&<)N_V9QKXw8k>+6O2ekF%#Q(cg?D@F`VEiQNI{a;V2%e)iioT{qs)!QL@ ziI&>KleSYx%NT|+x`I!)w-vzXMB>F$23LM~#)pI9gtSdGjDykwkJ!LHqQ^;HABVu2 z?JCIqu?{1#NXW9(|;22^{X%^f?*hE~|ERiL&E* zr7BYHVL)qKp{xwBhqUjTEw0>CCA)G5(9kk3&@us{x8PV@^?@I`)`5Yx<3~==O zBds1CdF*hDa~NI>^c^WWua`${Oec!qI?H!ue8SDMx#R_J(tI!HEkb0KAE4bH8Tj@1 zSt^wJ2nP<gTp^ok0IHKg=eT*o=Y3&i{})8tu%Fh(CL3Vr02;IDCGvS*>IsfaD1Pug zuCGd1A#K0H>zMl}Um-L@G!P!LhE@kmpUa#-x&ILBn--qy^}Ser2uCSP?eQt5y-cHw zgr?{pV>}TbQo4P900Q>F6lls}xRS7ebI@>}->;#6@Ni6=rSAqFP4*nYhP0!J9gC*$A46%%)eJs=_Ntt0fxhHZUG zGQb+}j-eYon_VZfLDJL0+#>|DWv$>DPvQ8)OypN_*+ieeuJN7#Qph#F=ocK*_$Q~+ zFO&$sdpk#NlWoybA-5P@q}CX*OPeTV!fl&wDhhEPHs~?&9)Q4a$x}UD!3>Xji>3%- zYHjB2s4jjXDznmF)gTPI#S~ObYSx$uIx_@H%+_~Q^Qe6hnd)Unvr80b*5>t=4>DN& zc<&~^RmEMW3-uSA1(`%xClR8mTz6gOJh|*RO!8X&_GpvlQ)_Ga*?&>4lk?S@#xD$W z2!DTo*{MISeoZG3w=Ln}C%8P0Bn)%?sys@aw(2z=PuT`Zy(qw*5JsyK`p%6!C@=A2 zU}&JRpLt7y>u6%1dArJn*_$O|d3aTf4fd<0$3Xvu>NTU62L#yABs0ZJjZ?ui-Wjkz zsg1bWHkDmK0`*7?N&cvfN&iE7;BEp39CB}p4StY1wq+(Rs zT-dQH2#JTTo_L@GpvBsB$)FlpbuDA%W`GL@UZNAo0Qh0(gnJSI4Dwbq|@ z?yhA@mGXXYEmQRZ1jT`gpvLfrDVe#`KHzPxKL5K0~lSA+4*r;p{52n~ztuDnh zM5n?qN8^-Y@qY2+#N5S4^{E{0*CmpJT#z31RTXJzjl;f7ixTZe-D-B25m9JOYN92= zLgDh|=+Exs3_md{(#9?HOC(MxR2SzS6waya5d3G1y8PJ!h=*gQWnC4Z^cDRA^5LeJ z3R?F8{3a#(*>;I6T_9Nkx*@S13brm#x`EPFx+%7txUxBWxrgxo+$`_T#^p;kHma6r z-Z;1v^^jZVBzrzfR`m;E_dWrhf3MP}%y$``2t8mqfR{e!546;W=`-c4)5^Nkq3p)h zd3EVA8&uqt%w%rr`1jzRjwqmX6Zaz*|HQ^fzetZvEafjkcqbYBhP3qY^{f8rS~L&^ zp&xr$IHAX@6jL8lddpV{FV&#f*hz5v|ARIS7Hi=!VnE$zGJqDIaEg#l8kY(80M^_h zJB=tjdkEl*cz!MJWscE)r>=@ed+^=1rBSfS%ZCnALH$DqAGr*P3X^OGF~3ia18FsI zB9s|lTmH;d$>R9I&i{^2)I04u_LXeKmTH%YX61;dqp@b?zIQqu0eMOESXUBC2~$5^ zZ9V{}TL%bZMLP9y!M{k{i1UbNVZ7ltKn&wM!ZB>OPwji4M7E#+}*bog;$ zZ48Xpp;OVpTr;DlzQNh}pE-Uh%jt`8igvilJ*Guzw3MQNlZp0B@C&-{>E1di=qrPb zFH*E^Xi;Oj0!8u|ns%T|zyAGbO)LG1<>wBJp8@>PZp!9wLklOKt8vWZBc)^Ln5|NB z$^cNdo*fLiBy28#Bv}bIVa5I3pB)KD1m$=|)6?-Oj2j}q3byC}@Ozyl!l7dUpW=<>7zY{<()vFIpI?EhS52Z+BSvA-t2- zqp^fp7;JWyZme-a`n7FmRO#M7b?0rK-tBb-gOnK4o4X6nx#z?kZLAJA78WLnz9P1C zdpC=iwdQhk3}_iG|BM*Q4n%YOQu-B|zIvHsd{z21;pxNqt)cN&R&KhZaTSBp@_$qhJPjQ!o{jLX_>emq#T^+z#6 z$Zgj%c8vb)jSfe}{yX$!a{JDZLwtc^O4TnVnTPtjJx}R&C^~E&<^J8?EgZ~$S5Po? zyJDR{Asux8G!YNYyIrVaaO%#KMGTORK(9~M%XzJ|E&9kp88v_hka*|G|Njt-?Kq#` z9hr91xAms#d&FYEQSw+2A=W~MW zH1*_(G_aOuUWZo|rI|aLkH|eGWH=@o$GJ7nJn&as9`oJJNt|rrsb0L8JEa=-Ji}L$7hAmvDy;) zKwNlNTA4+Cbg3U#{dVv8eOIpKyG&2C-KN3YVR>dot`@AEQruc>=g}X8wU+cctuZx( zAPd3W$-J%(P{ND%i@&yrQ0>=tD}yxW!%S3%;uaGd0^HNLt`^2wm0UOh{Z|Ui>ZvVs&{8N zps|mG#2~&W6O@d6_7rpk`e>D9u;B{`WzB+Bppq5gMV^yfg8Ip zNabMRy3CCC*gAzK{THtM!9s!IeiF7*rh?`WlyNlTAGm~4fXXaMAM+<4xKr>-{OR@Q zQ!KfRgWVxfM+n2(ws)y&d!S63l{#xA5Y7K(o(46J5&}qsH;xPZe<(w_my12aODBhV z41+Stb_oQ|u;-=M=TJ9$e>1a;Ue74*%NA339sPwBn=66r3t4LWSflNXJvb(&6a#jq z+oI6*-g5*j-4Gk+r-l zeEM}usB`bx$Ud*mrzk|U;d;q3^~sx}nZbgM!FXz2oHI-VgZ(C={69CW*QlL5k4gK3 zUyXbs&=Znb-FA+k4X!*`8Vs&5Ko)y^zuz{Vzw6e&!H+IE+|)CST+_-H74}+_IJgr- zos-G=CoPM7_-oR<&p=cg>Eu$EolTul4z;UC-t8CZQFmWwV+A2PmfYsE+AgjDDNXTT z;#TxH{n4{5Y&o~tLY{lu<#?&OZas{De&f$A)D`Q&brEJiw9xIo>U%K^KH=^+o&Gtx zg$jN@;0~^AI7Bo4u|_rT(^8$E$9c?)fd@F2p5@YC-T5-#dYBBlp&Z0$UIJv57b@Q+S&#nZ!6*WQe(9N<(}-7Lo=V!5ACWQV7`bx&^hFuF<}wA?Tp(gPd3 z*nofQkR_`^o2+GdxwmM{=Y+uDhheP!FPV?N0zcSxKk+A&u4{q(ov%}+=#xPz$_sH+ zJB~Fn`epI`>f{sa<7Pxd@bC{D2rVaPnAG-5?Qmr5+MyscA7MehO;V#;z}0Hy^^9x3 zZ6V+G=hc^MPAn3uP3zp^=4B%o{nkoUgV!~xfui^VXokkj2pUZx5^s_+nFSZfRety# zv=Ce>`g9hRzeH8_kfuhAz&@ehN-S*~Qa<^bTgEoMK4*UmXvR)>EEC`JMd}UAft|-a z{PFGwrvW6l2SYkQ5MuVU^K@+?lYK@6J*3c>beb;zl+04z-)lEK!tz-{nU zis?Rxfi<-;n{V?#s^A%kH9JJzGI_kvgb!-K~2;?+nCo_gr(UhaXE^3rG8KHRYnDygNnMtFdmxK@(_p zmWoJ)NXb6IW6(?wlA~HIuqZx=%m~>w{oNwL{NrO^t@5zT499~VJvM$-TXuSY#4V_7 z2@0mxB+}N(T4J>;7qY1y@b{9Br6gv6JN05R+v_%da@enUD!*w3C!<_LU-pTKe-SoZ zcSye9W^SSM-qFNl2M;VLf_CcB9MQPBcKKPSfCSK~%l#+dU3sD`*~@u>>M%9(S%WMF zkT#P8hyHf1zrvtckrUFu|&tQia= zMX$*&DLn7XRPLOgk#Hj>6urC>Z42D#f^yXF**Jh!=M9}o;27-cT<`Y3FYif(nS#qwTUIRGI4=WXX(>Pt{k1qzGm$NvzwEiu>N2YI) zi!uG;G*{OSc-$T25A-vaSy3*Bm7Yvl=+oUAgh1Td&_ zs9`9%8VkLI(uCw|qUn+YPba~pL1X9~T2k_|^3|nhHab{7RVRy;X&Po-1i%IB+Bp8e ztFbPY@dqbCe`U?aj~_=0HPb+~ZB2PUir2 zf#0aLa5B`vCWm7+Y_v_W^agR(eJz-$7U#SQrMyxhjKP@>C>|U#({4z_LxXW1#Lvho z;ma@o>6@K2IIul%jWRfhct+J%%|?5+U+Pz-iTNRw{FH+Jm>xQ2tH3{^CB=)cjNFWq z>Ipn7qSLa%|E!9Uzi2)WXpKlhkx33LfM$r%*~1>84=as4256J=MD@v~g}4O>qLGmN z+&L&`&`)^*Z6{M?0miOl5lmxoia6>t&wTd0EN z*+b=Xwiw2{m#A1ES<6n!ihy@90@oq$hI_CI)anf5c@HW{-bQQ@&iUob#pZTg@||;8 ze(-k~87+bhX>Pw-qPJL|Tyi6)EZ}B)B>td;TNOaRy3O8mc4(%d*cE!=*=(zk6=PO}hOTF#LmwaRPG4~?v&Fo;zPTyW$bFlrA$ohw zB7*28vemhHN-j)Jgy;Kho|j1QM1aJNV2dlYpPZfGZRLx231w)4Xi|I3W2A0;)F(SOo3<@6%!DV4Uj8AJI+$^Szw~;rRf}~N$y3IhaN<~mpo^q zv)h5^h;_+Pb{Lawio?-wdW{RJcoM*Rx?^CRC!}_CnsL{~7gdz_$WaH2Ay?$2C9q>t zG8RJ;b6w&i23#1L@GxK(jOC2BWNS8>iSv{GiaGdkfn^`->Y8`_ka?+J5>3jC^%tM9 zP<5BE!?->BUNP}H-t|r8V*0nqi3*fgS{yv!c|TlVP&r1k=9Kq`Q;5G;yenR5a!~QU zX}w}jgNef&$=kNSyNe@2gxm+|;LINR%{mY1@L@#qRKInUH<3YC5P!}`ZbW)HDw;fJ zOg^jPf+rwisR41--?D+@Q&~{+f2zd3Se}Hu=q)zCSGHqm{bhj3 z#MzN5wEp}XaJBvEe*$05SeW&s{D?1zu6$wQkmGUa+?A6@4&J{`(r2LkPcJP)yYEU! z1)AvZj-|Dob{|rcR|4GKtP=s?T3J8K_4|a4_KFUzArg<(Vo94Ha+pQ3SF_=ziMY21 zninfgyqIqd6#ZaNCS)eWAPq$z46D!OX$ye8w8_^}Jm@Fq5DT7fm^vWKyw;x7=nuL+ z?xua6lK3mzbRARrDm+WglGVcL7e9Yq1_vw$%1x2X@2WW0E|eVH>A$ELmO=SA z^R%+Q-ta7`7-^&=b1C0I8`6cE+^+i=HLDix6;RtM; z@4{mLQ6Qc{+-#{}{n%+q3Z`Lq3uV)6IGaOiRuQ}8_Rh@oiGbgW;mH~Ov9;H$Q;~zB zgRYd6)@`aV?VDdNy2*&tDp8&tJ!n9f>sxejgo}{nkBgWEJI;o+SAUhgOBE^y3TBdL zU=?EgdkRN1@XPPwlb{Q&sUjTNosz=SdMjx*zc&aIt6wZ1dDCqT)!UJD0q%xPQebm& zS!+G55C@_JXSK$5#Xb^i$oRR$a8TK{*a>5C0a^y);)wVO`3ncsg2RBp}NZsezKrgbkLVUwSFIC}D{qMntt zbwLlhtFI|#`?F?8+~yJKcJfTZ_hZ^tba z6Taw@UQNYQo@IEe?Qb5np@%t(LXg9Ali3}#7&Qf4Yi)w=j>8b0rR)W$Rk6+nNW+RY z8QD93oC7#-&xipd5q#BhODp$Uv6^|tcatMK&cESvh{H0iVpX!y$4S%j0VN~+_H^6O z17hd_awH%kE^wQM%KpKBE~tvIf2fdS=2KOnpNxgETDEL$#zR8;j}|0;W)dEoeATrU zJTQT`r=N2?wJ5WT2jI!AL-9iI{?XB#SRkOq_r{uYJW>N=~UoiiIHRlix;NDp7e=S>NCo)K3_ zD5F{pnO~}Ll@rACiZ^`tEPd_x zT(4}D5GPdDg@>&d19#PP#wT7Rj4;n*%mFJ&=;ZveV6m?v6U3tM(UuGItG#_9q{SYi zFhpvaHB?XoXazDy3a@MiO+PPSn>l^)wpWi&0jeoNelGrr^LA=<=`rAfdp0=KOt(BI zseNvKjP{^Ai}_Me@u%=lMbW}|_>SLuXvyn^>RC}fElt%#CDW^FLra*;FYa>eS}5UpQyPVRfG(nmB=E>`DJ2g8hrS5Q`ePTT`e?i)!zQ0tx@}GV z)qC*AV(wIzaz86I2yt|M@QaSR5(zQ-jPHuNB|gUX6kgt}oY5}PYw9xMqBxP|7!Y$oq9u?Bth`0Q$w@tEJUbNljjn{NhRI#m

MEDrdSi{asM}*48002d??#<0SoEu|u@O86D&Xa(O*VU5^XgPyFgv(9j zeIq{wLrM2PM5Ylry)1BB=C{BE&A7v!x(f?@2deIW8>TSdGJiny%BNG+Uy1*SWlD5C z$%Vd%882xqzy1b5fa2&BOXepVe9L12zTUNi4S&qaLw0TAg(Jb?qAxJiiMnfMd464i zIyD(?uJxwekU{EEI1ZJGww^c{C^}>PKLu2z1^ICn2Ov0J@|DL&5WQIWAM5R(OC)1r zvTyziMd+Eu)_KJK?NVeP!=5^b8cmtiT|mmJ^<`8|Ymu<`1bLo^J`bn^9?M)nssCbR z;?P10+Hu+_!mX|%F>=hIKX~TM{8iz024kXLnVohzLvg$AnMLsZY8BA67j2aRh=V{c zmXAab?uCP%M6kGglP~(1;j}%fx;g*Ss603C%Y{+)j(j$*g=5FS+FysK1QtinLvG9_=>@{Y+u|{D-Lh?zs$D-`)ySrae{HaX0J&KDyjNQYgy*G_pL~g`jOWyNBn0T&@ zcrdw$)kO2b$NDW2dxb*{N1X6l7Gw|09(bc3`2Q|=vwOzx-U;Pv;YooSy&8%f+n-Vf zD_$JsXI@AwL6+-W0Zg@V%M?+L6;goDEAgR-onRm`nPDb-Tm|&~6(F%6s^GL+IPe5m zVX$m5A(@ormnEk`PCDiY0qc=06LB6YGlkJ7cbynnrmufSz@MC32=hb61KKy-z@g~a zu49jcj`@;kYb3rw-I9^m21mog6@s*H_$Bds6784!-WW2y8=2MN-D;oPmvnnL%_J-& z-h_kW5~Kp4#WpEPpC2yhv{lc(g?m`on$fa7XT_x;+vPd@R4Vn35TosDYeLKTj18I4h+k9*8Tqt57Vj>m5(E63Vb_)>A>p1+EfoeY;*b+t2vw$g@xIGQf5_L_uP$_R!*e~Tq0t`p zK;E+8!wm4_#rn%^@bD;aeX;`zV@ITM zCn{ml(|!6+^~zUddvHDj;74L!IqiMLF^wH}UD5MdiR960*u2P`VfD^Ia$2LycUHjP zc#)*EeJg7bb4toDz#v}c=aZWT=XKmcFonRa_5$Sw`Qz`R8R`#y7Upxr&Rg?u$l}Rc zpiH0;2Th~Bl_RETvJuAJEB1=K4hRmM7!#{Is5I(%i}H!EhhG{&d@-=5sTAW$&4wn7 z`YLJ&XF#j6J}9F!{|Xx#&4&yBwg5eof7k=zJk-_3UAg6C3T4l?yG4@J++33;gp@u? zsb1MScpglMu`~%OrJ!I#!Z}R?i|UnizW#1*$+qhWI%hgl@s**z3ZwwkiZgFM7tEgX@ zur1`DhAGbcP+bF~21h_rqfMXByv|mE9yZMbUrnlI0Dlyfx&}yy!GtdzV;sQX=M^K? ziz4)br3y37IeZI*0VC6IuvxQ(lnFaA)0h?MhvS(h;Tx~tQneVN0R{iQz(4t1P|)kC6Cpd znelHV%sn=T8#D15Ip#gFPZ70e7!a%V!PTxK{rxTFB zwSaW7+mp#Z<=b{!G~m&uoK)K%$%&YHdk5!OkARo$DxqY}>c^Q*f3IR^JjzAG0Y&2T z{(x!k`~j0fGez)r*u}&Oil-WLs1AO&hISuHwiH*TIHM>f3PxoFD&$}`)*jfr>>-p% zUVg(=Kg8jse(+dv=TNjD|CuXwm3zr%-dxx#A81I|bV=#!okhu)(7@SsH=j(QZoj&? zvXG7Mx8NrhxlvsXPD(-*LJA}y@FGLNg!Artp{sj9n37+t?3@1J9mZYGBx?nWMN_M% z)dfYJp(X3Ca4w&iBfY@n<}29OocO=4<;nIbMuKSL|8JmmFz%F{smUn}-`JbsB*K^sR6td=F$ z_nvAO5OuMUDCB@2Q4<#SuAOMr)Qnhhs_4PkYVLn75}Eb^bxS;+J#TEm+v15&MIeQ| zDMUv-DOXWiwwA2eYflQm_WttK1#5Uf>(94;3n1QB2Nq!=@zAOWy3A}24FQZ^=H{iz z3VFr8`M{a=ox4G$G2JGm`%O zZX~g1Xvf#8rikpLp}Cr%yswBWxOpD{M_b;t&)>JEZSUEQ^H41RL*Ek@v_*keEn&*U zDaHH`t6&!g3tPaotAgVYG(OTnPkVL!{4wzOd!viE7x9}uEJ|j^Hlvu`j;9}8>b1fBV7UaG_|F?W(_n%MAE#)o1Z zkf}eT`zWyAovJ5YLV^Y~u_^Xv@#Cu$1RmLs)u&#qB#gLn9E*p)<}|sBbW)fpm=Xe* zPTF^oKsy8p?&t{>=T`Y+DiR~A!nJkIf%HX$=Tl!FvsaIcLI_a{34SRMpBt5u-IjXDjj_9h6#eSl_K8V(D0?F^&dbhkLz;eVGB~Z9Wc+iL+yo zdVBif`UZ=ne=+mjhCE5j=?Iyule%^BR2O%%adOs<#QW{MA@bS7iRY*mDw z8$D&3uT*9ZXT+;JVvPlV00J!mIZjo?2>dPlu=89&^&OW^+kvP~BYZ6N5KPepD)=P^ zu+FEq5YjB<3}{+OYYn_+zQ_wxfy<>epJ!ZN!>(hu+oFjKQhmy_Me-kDhp9h?8Y`=d zAlS!)nh-R5O@ux5FU|6L!fcOfY!A_YCzf;@v+~|~N~?5MmJ4n5l7F&1&i}BQ>{;F& zupH>Y3AApT7+08^p`lVWhoAj#?RMsC|MzIyT%`|G$OKlsagBnOS-TP(v@FH$Mg}W! z2?X*MGUMEASx<(dzU`>QIVc*${WWCoMOV^|E6nlD+_(=35{~R08l=qADzXdNe(=fp z#x}mDb*QPs8h2puzQQTbYM|cn72aRizVVL+OlBIA8uk)|({<|x$20euPyxQtl_uYQ zsQ~FCM{`EQy&%o)Vafh2F$F8>iyq*4KMvnT#2^gyR`?b2rDsL^d`8$d9~}P*5uo!y z_Yn=8nT+MIr2Q>41zBJkPf_GrWjN(cw%G`}rHTNAZ&t=r-{^{g_gRGUo5L=(Ar}Qa zj0e_VYOk%S?dyQs^Cbx~E(7-omBF{`oS|l?)#1M;smWYg%=zPiNmn{oHwdppWT{~4 z!zU(19`-#1em+(^$^kM~*(0EKFDwVTRbv9s_7|S~CAqeE!xYTydG(HG@|k=Kn*yaT z&mN7lGt|%yVceeLv{so~GENvYDbM!ZC^;eVq6|CNJ1hcoO&ynB+;`DuF+Nb1K2hd4 zS%{y%{g?dEDSdhTrmp)&!YiBT&lAa7QC<@K8BizWD+0th;CPT2&;9#&>Kr-|*uM(> z>{xA);2hhXSd6{+*zUbwTw2lQ6wG$1fosC^Te!iEg$i&N=tHp|75ys@!4bM z-xoafri_CCKxsl{uPQi;$pXg)%=PPXqZg3$`C4V zDhlsz2?&njY}^-a_T&l@&GF31y)$j_85MP{MM2NTnavE4)n3y^WCzQkC-DVg5gBaU z032C0UjDyLAtGMf=lRk8lAu%WfTCL@VO}3n=wm(f`0)U}=Tr-E102RtYh#=^IIa#; ziE0K&sJ?H4ycdY#0czU(Aa!2QvsG9tb$n}S1rJ42s2|2!v-5%J)p7sIsks;CEebtJ zeKOq;JGS9L6eGL%FjtarL7UB~W!Ubt$Im+r?5BF=pQW%_YDu3GwO^NenD%lhz8_q{ z=yl&=j?{PNepSGx$fP7|g|N?$~&)T9Z@({(|)1!#}E{kAh?ZB_@ds0Y`!Tb zQ53;8;yqT?Kc`~7w7x7IB8*2gPFfkNchqzC_$$pe)mc~fRMv{|t!F^BmCCrOe%YIy zKEII@MSmNWmb$Jvt6^?ZR24`GB#dH#IsUX=8qPyJs*jj2GtyJ$O_OX$+-QKfx3a%f zsGqb4%iq6-r25Oy7fbpeT2!@iuOt^=LM#82f!Pfb2GFHd`&x?Hq<{ZVrX|^&W#<6n zK(S>)J(hl%qYo5sh;#E}+XW>dOQo~ghREold}SgfymKh$dUZ!4cst{l6t7*(^JKnN zzH_avAiHg#c`p&~x!w-8cP&IZDOcCUFv?rrJTB`UoH?>|joyn4#8Vt$V<7Ur@tmTt>Lr9&O#{=<4q0 zMwMheX6xih@>PEHsV)D>$btLCK&ChI78+0yj-z087`F!vy~G7J#x^5={ZV!V_XxQ2 zT4pHPkGJv|7rDl|!^@VJ01J;{{zB26d7C5*-AG%!uRte(408>m04X@ifp}REXDqTL)lC_UvTo8FTB~ivoLlxU zGS-b{FVa!zzxxKIpgKP7#%82e!SY=)Wb!#y$dv`gkD4T{I1?6rLdvNqo5uj51^z7h zARn;m49Jvj_u*N_d9o2huF#^YR zCMDqWPDt@LLS55T@&u1<`Rko{ma)mSxQdWQT3|*9VcT*d#Au*F&byi;vP5UQmz8f_ z-2f`mOExTaCgd^muQ|rhT2@#7^T(0s_N36K_3@NJ!*15c$*#eL8N|otO9Xl|SPoj? z_PVX`OFY@wwa~?X4fP9l7HWD?cQJgWkNaf2lkJ9S-(f1Q`_W@VPlZp>tBZH=^Gk~e ziR&qI%Z0qvsSto~*e|-P?Uvg5uqKc1Jm?crVqGi^6*T+DM;G=SF!2(*P) z0>!We<$i%qPa*FZ@egp2omZ2AQcuIsRV}idX9G?g;qw49dFypm2Euq+^rN1Uc@NR{ z^&~MPt*gd#l!*%Eoh?5Hy5Y%g_pFuF>iwXCy4B%R4hEvTXnVa1;gQG4X*?_*E;7r@ z52o(xC#nBgpn{(Q9F3H>2ClxoOz<=xTrlemKiGM%O4?Ha1|M-=L9MKtM^Lz*-rnyf$6fz zu^nSx+$Zf^K<8yFGnHUHUiS2X8zAlHc`9nVg{pCk$nksoVa^9SFISPceFSdJ?A^|< z{!7a0(GS~=Xy?J5k6YzUrrKzHd#MD)Es`MQl(oo9kpR?=X{m+9UXl+_MM5u<_!&1<cVbumEXa3Uf#ZU*DWAoo4dY9VRbQBS(o~r25jN7|DSSo zG1Z!L39T-1y}fa5y`v5nATE^|xm8~Q+4fJqq|O;1yB_ftIf@XZM$n;H+b*6~&lYTN zFdh3G^dJEj(Iu6vP)}xa_JAvM7>JkyKHuunC3WsXl>)oU(Dv-gg6sCmMHdjC{ilxM zpH^(AY6y0Dx4BPLC>R&lQ)*i{%m_i*!jFH6%Y*)R|0XIN%`Wt8?!#jYDkB^SC2>=i zdub8DYAl;R2Mgqz2=jBs>I}P6HVw{4UnKqThQiON&D^Zs5aZxqx8BOI=jJ(l$I=Te z91D2ES4`l43B_hf$k2N_LFajR>)&YH&bYVrg5h@ zJRcI#I=pC||D!7}!iDvLYEa6Bx=xV7xF&G2G=F<=L#8pS3=2rNLrjq zZeoBPj*O) z`1xxA5$_+%{x{t`ZdaDkc3Cc_w2VS)*WBRB#0Ut z3)ejCd&ya=Hy_7a8K;IjI?v)$OGDO^b}x+5XQ2{^bT*Cu_pE2%y%ANqj7TDW+y#@X)5qiPJGU zC_AEkRw6YN>Z4?+%P^rspBcTQG8n1?^kcG2xMuu5#r)8w>xE}drBoTeZuGA?C|K^e z#SNZ5tpu48IlY#{1WNQQ?x%bW^r2E}&tkC^mG8x8By^c}hS}>j{M(4mMfWpRCc1*B zn?5bkv9;e6^bi$4+_2R!A8Rw1!P^F#vdGSy=X);(2kPIGl73C^+Ha@@h;GZ@3(v(X zEgz^Z8;#t=e7+Ym!)8!r=z?4uR*v4M`uc`?lNC6 z1(=EgII)r!eJKtqyprCyCtwdNh@#hrq|FtDMDn@q2tm*<#Yp2#wx`tKc79)qA3yIH zD7hXQ>pvHw6!_}M2zenkXL&P#k38j|*e=fisyftO(F)3gAEVJZRNJ<=wW@1E{}PDy z7{B#ad1~lp{scRc`>S5ym3VWWxoQ~Euq!`oJahIr zXJglLau=cDf90228ZvB4W4}C|j6ZIn(E7}6j_I}!24FBH5@r&?Cd;f?D1n*MPq^aM`_woBx0S&3r+*fj zK{zzy4+?JqlVCe9ZvkkDb$V(Sn($mMaf|Hdv(fl?^?og-3w|)$)pc*y#&^(4XsIUL zz+WlCQnvBaq*rdqTjM}ucDliXrld`O*C&+=eS;F?y|o>ck!GnvCdjzQQj&GRBprVR zg8u~yh-1WC2Xl>oN+?un4{7qHox!CU&(&ZK+3y2a=f9jJr^2|EmNmzKuG2j1yz=wP zVSs=xLpRpB3uYEF)EqYvf z2;h?&n3NC`uUVd-;vpbljs~XH&Im_m12y-eDdnJr;AMK{hC8>Q8WtXg7YTu&le(e9)g$`dyHxM7O1qU%rQ45s@aWion{ zShpuV-KZaZ1kolghY$XX#)-K8k$SGUeM!|{*s5k_M+Rj0bMp%IcD8}uZ@yF_HVLLU zLUI2f5lcdB<*Efnu&$N^R6S86HESmN<{jVTRD-<$4|wHRFw-9($n|Z|Nb>j089oY} zd7*qswk90c#ySeOUfz0br>Ip1fAi9wXQyXG@ z`Te>-I&$uN$`bkc^3QE=1&AuwPfui)*t$Eg{c)CYyTO(TS%Jugw0tTZH0fYc3Qw2twkL{Ib#h5-b1_U>x z19+sf-kvu3x~_OU8LB1tYnkbxXuLQsl#BHbMI8DCMoaszZ7?c z)S(+FFoTknc*HFccE~C-D&!=enZN%qBmc$pZ4-`%`{2fkl5!x6vnK9>?zPI2jMF{& zqtLu3Jt5YYg>;)JxCu=oWpv|HN8*Q+CPh+HM#owneM;A_0|MupG4;>y3{$Ta{Y5?lk0jF> z+g#@O0yRzKIue?;i{#V8s>~W{j0%fN5M5xp@3Si<^7WNroH{41Y<^@SWfAoORj8=l+t+%Dw`9QUIo7 z^*heykwb0{?5t7e*@bo9UNX7WB|~#MSW6o1NeHSXt4*CO7&PV@C5sq6G-(gq#=z+pWH}$q%cAp@kAuCGJPvGD^2yXE9%` z5Agz{8$CCGZxTZWF8DJ9or*Kq4}1#>3SmP%YsPGA_NpHZm&M()-DHl5$T^Q$Qb^O2 z2etLGLa+FG8>$uc(p*`We<)V21h}F74qu25PhI)z%`3bq_3LfU6ncMWh!_o7`eqnr zguGNQh?lO_sEQT$b~K!l3TYNf&wd3jI)MMK)tAc#7RdEH{Mes{6vU4x=Y|wikKCMg zz}}*;9!&FVfbyg0q7p}ahjtsFaY_k~R;m|>{24cM<%duUB<2aUt-kP95}NGwdFkB6 z<`MMk4wH^FZs_;naFk@dP?&*~a6*Vt%Ybk#DZ#&9hRuag{A&5uru?VbYX~9)c-ROl z9~iqfP3#AT5SqL??kL}0&o^8L;yn}5 zg@8g)|0C!=K-f!QTlgqWs0{AW6|K$86IX$`2lHKxsRIj-KQr~%(Q}d=6}4|6`a($*hH65j$aF{l7dh3 zKeJ7X>(31#Qbw{BBL$M5?c9gC;@{FAUVdr`3}zPfbq^PxK6FYVN7|XV22vD% z-Dj>fjmgh znZVJ0e7v5%M&#dleXI1Q&@REbY9>E}32BkAi_dZJgQLx7O$x%1lO?r&rD%qQDZZ}+ zr0J(z@wvcc{Ri{n$z z z(Pf4DA8@}C_b5RSt%9g=;aQ=+SO1q;Esa(!O_)$1&Q=MKF4eJECJ(CCW&Gi@IOVSB z4KYVo9<{t=!X_{NZ{?k2RDFttjz`NUh#0{ASXg%dN$HbAadJA3RlT2XG$k@m(OkuB z*?lc^@BA&l4Zmgqu!8u5B2Z%K`;#5wt?bmLC*b%Li}fQPswNcxzdmWiRLk?EOZc#D zcj9aGPdC=(z)!gQ)-DPfSq@4)(L)Os<5F7hnT7E%LqTyS^x^6r`blRKWPq5K$<~}m zSdoW1N8#?i&9JYASsQJ_2;Mz{)i&NbGC>maL?poJ?*?EImZ8ZVkw&F=32;IY12r^wjuIH5?ha z9i?}*Mde|m=xjtp0%S?OPO0DLtz8n#R}Ed6b&-30v+QqW{O#RR%@bc43i{?v)Pd7U`4}SUM#H>6Q?rLsCL&>F%zj zOF)rSa_MgAk}mn4Mc92<+*u4>!HC>UyVh&S4#(I&u>`A^uXEf!Y<9p} z%-%2;2Qp^6i|k+^^T+lG@~}y0TufNE5X9RoD$H}-{}@@I&y!vWiGTD$dv>%Mz7Nt@ zOZz_WgkdMOLJA}sQPE0Hjy;6xPPRoyq5qmF^s7Qq(^9w8)xf%%h1Ag+qv5lTc%bN5 zg6Xw&#>XobuoYtZ@|qg}uZ&<#40vz6)+qLK#KY|Ar#@U-Gl`Q$f9Xc-hW!@0?MR7+ ze%mU!BWi8f*iJ-hfa@38&6GBvV?6y#&bu!q5@#on?#uYP`_N5n(RYQD$nbTzh=vN< z^B5(_=WfEicDLLMzaXD#1UzVr@~LOc<8(stOgkrcrY-U1I%uctD&?m*4L@28Z6`D9 zk!P8x2F@L7!gAr?a1>hI>H$0f5BR-Mu4`BBBUw}Zu2{Ipx=dCYx;Y(A%l(r^ouvfr zd@<^bFU2QCB4=!$tk1xh|9L7N>$c!RVIeI$WST)NQjdPSa+SFZ2-kk<=X9M>{d(zV z`6V07?lN%FFYoJXx=g76H#y}bidYU~=89Xk@$8@c)fDAX-wdDfM4_{jv&!UD6n7d&rE?&mZ$o8k@h1VSPgYRx|5)1t_TJovWdSrc>*A8}nLJ z0cSp~f7aZ7>p}@l#C$f_Jw09W%mJR;#+Uia}AnPY?B}`1kpbmv#RDPX2 z9Zp|Z@E@+2)7J6~SF->#;cg~Mnb+fNxI+kDX#C*MSlf|m|5C5NR0onyi#~JMdp?Ef zFc42hXqZrgz=)VwqI6?r)vlQ<5bfW{g^NR+m-Z=I$$<;h=r#$Z2%(Eq84=h&$Os(#qku3{?e`cK zZr7>?uIeN{feN^;-918EB>Dh+CguFq{yOrB-FV}KIN$KS1W!GI)+8&q01KGu0P+Z+ zXHR`1=!vNj+#gxiWw@UL^|X z`QR!g?SaR5UG2~K)lviVOg5#CZ^eAsA=~p%-6qy^k7l{4@q=@bu7mHt?F9Z)q*!O|1+a6Oh z%}*-pY>J-aVN3E*Cv`gdAbv`Bh|PiIDT*1esL-pq1Zf?|Y6lVdURbG_CiStxi9K+q6ROg$;V&FF zlvNR*#qeq=dY8q4FzoWS=3~eiZ+d(ab>wH36i83E@IiO2Jg(;#z{dCC=$^PCVEiJn zp<+fpH#Zs((Z_R5BfRzE_RILOgQ^C^uIJJu<(9;bb*Gpdx{c2-I4bLG!~JGGMYElR zcO362v22_iVkWO(m?dq!tm`z)10LUN>X!QM;a*L zwVpdJk^uE7hmUsK?I4$!NJQ9GjbJk`(=h_#hGOU^oM8>Ai>RSEm-6KW$YH0Z@r5kM zJ-DW)EJmLf@_vTEm-$@#7r@>Ed8y|xAwNnC#uk$c`5t`Acxgyu-2wiU5H+oP7)G(G zyY2C3JC$MQbuVeLfnY<}I>Uc+K!P+wV(t*8yp1o;pK#oij&!vz)5q_`JN1Xk=DxQl zsBG)>Fa`!N^2p`Ux_tYZ0&FoKI>#)V`f%>k*a@4fof&GH4Fwz8Kj>&v60fH+ z>rL+2*yuH)=SP-jWZ1?&!##yQXn8x=KRoO5k{emWraOLB7TIYe9ckOqk>3vOcM!^k zlxt3WpCzhefTgY3K)*tphZ9VbvZcrW9U>wpq^h573<<|FN*BI8{PU9bIpM@cv8Pm~ zgztjyKnV>%h`K;*QX#cA^4<}M7`PR4@7t|%|9T9*W&hOS>3S^E^n!s&iLA0I;OWQS z-9Q~B3UzZ?&oF4bO?vQn-*(%bLfAfr117Nga7fY~dkE|sx==8r(Dr41GBE{T@+US7^oP1Y2=Z$qeuL8dM}g7l1a-VtK*n#E0s$Uqho*vwPHvVSFC%?UUEp z$s9=iUW*9e-L&5@xFqp19etJ z?v|cO!L6^X?e$-=9m#!bW;f>4SRC?D)34bs*JH7$Q)B;6PiQMsi5(W%){E^RLiUUk$9vlvx_;WcB68 z#w&b>k0}XE1lrm#OrZy(b-BnD38&^X93x5`D_9!}X|Kn~gac1g6GH&xF z_{G>rMW^t~4c^JYZVJYs{4qj6c)0LYy`4)Vq8BPWI(Ly1$Y6xa6CAoZRJ&BUZ8Jz4 z^tb8mq_sUatv^^)oRn*v_jN3a=BMiJ!l+Nub?Wt3(NNYo&-k)nAiPa*vrU@N@Ky2de;t|}L0Cw2x{B`0`I!{q z=^&8A1b3Tpz^fYQ7)GXWkTBjc_!_$^E$&nBo)REov835jb zg_u60ue@yU_I3WTv-kuM^*eOTBR|rS0(SXb{xNa$A01BH{Voc#r%oJ7Xv)SuK0&1+ zb&(%+Nq2VoCHykVW^^#G6o+k^5RDk@!*tD86KTj9-d;ton5UVa;Yw8}+e6{B+Y(I{$?iyRZ-5P6|+r zo3ByxzuCWNTfKCz!1X$Xs0H}*$mm;&?cD&e@YZXKuK(&Gg8-iWJa{FyXWO979iRC+ zQ{g$`cc0KiJr!ZZ+%EMRI=$RNPZN}CGn>t6oH(xtq@;z1j^*s}OLvBDK?5tydS@B) zX9Qf-hXI5+tkJodbvPeXZRiW07|5HF=?ZQy85GZ|!&IP1dmf{7g(8%G1k!19I zltf)aYMI=@#Ffm*KTn{qVXi+@3}Oz9Q3jg64dJpLSi`1o_z=z{iNe=X}XK1pIeKgfT+ zcQmE@3Ef*pzb?`OMjH-2n9S9iMb*3bz(smiQT>5w9B-Zn!%jAjCu)IvG!4!d>!Z27 z&WO11KgrF$p&xXTu}Tr?Rmw4MK!Q0*(sDbqO<7{VBPqIXx}u78jiv}Qsw@iz_xc0i zU3Yc7N=NPd{DqCgFfQqmiKpt_WrLlW)2Om%h(3?&S7Ulf7)q z(Emse{np*yMY8?Y!7t+s?n#GI)IfT0%TKph<%l+yK_EED<5vM!(L4OfnI+S`^^_?f zz8*fs*dhc*DK&cWYwQ$AWZ6QBhW3k4$Y{l32&eYOFOLAD2HGg*0*Rka##m?r2BB4!4^5$nA7?+OMo_uI8Btx$^m^?03ab8K3%ubepv!=()SQ*30vN` z><3C$LZ%R~xvi@N&glT{WCj`Um@p^4enzh}py6#BRlL#EDK7^&V_V^T^8D1G5)23))zFS)OrhWrrj7C6!&TZ zwG)dZ@)P!1vJK_LjGaD={NNbD8ja!$>a1ZlhW!9b+2|OdTAOm6yIYyhgv9)vh7X>) z=wz{8n2aN($jE-6yU_aphTXka=rZe#3)7K@zo0m3W7i|92UM?{FTVeb+v@x%%Br*i z&!g)=kwKlsI8M1@>za!GVfx43P>6<3=d&@*$jP-6VUKp$ZDtSETh2Nu!6c=F)32%?9gsnabWT}^Lq8S zSd#4SmRriDlKk@GIL-U*@`^L!)cs9tzG#RQn>du44a&RC39+!C&Z^y5n9|K3s_h%I8$;6PDV*DVe6ZRZH?Wz2h7oG?Fa5PV?$68%EevhTI^ zwT^1+$j_@NNezTehbJN_$gbeYZ_aD6W6jC|@EAyuC*JgwP1qrH)e|gDp6Eu->Txkt z)b~gje^v$A<8cHglc)^JIJEDh4hYY2kL|^SNDoBv#TV$4>1?!D4VtT;E_@EH7H^@+ zouKP>uFan{wW01E5{)H=ggD+O6O0MfpDyk1KKF}WQ%XEE zd?mjJ%U<2KC{FK04=0K9Xvud8%GBwgp*hg1=u zBNLL6#FJk<$&tViO-x_TY>$3ZXu#b55~>ZMKw9qthkJ?fY&9{k2~}F}HEo*OyE^AR zm26NUi3GK-5vxh4;;IZUFbg30mg`p6OJB2@S?$gM zurb9U8j2!wSL|(}{?`ufSrI>dd=xQK&b0Gy8a^BBh zkR|{p0s*C_AhLd0+6X7UQVG^@Cl*Md^u`PwvjrD;mR~3rU%|TDS3T8Vlm=R0+95Db z#d{tHbj9$sTjLOm<9nSGA5N^r8QaqD7g`*zL{5A3dUy~1V99@dk;=wuZBa}^A8?V?y5uD@21#2&KvQ9$yZRaR{tVAr9tU* z?CITw&%mHk3pX;|)+7Ml=2ZNJ8;3+ch|~pdKHG&I^{RF*i;|vcCS9oH)1AA?CnzKU z!pPem>EEt{WS)$uP8( z-7HLN=tS8aq6yj4B&}PcYY;##0g8!hDZG~vLG-!%)4()T< zF@N}dB9D#CBRe?|9=7#m!{dhQIY5>NvrM4{FiVWJ=p~`KG+#Pr#4wv+sX<3S%uVHv zyVJ9?kl7@c zLxS|lDzGJ*CNQ?Ve(z6}Jv+B|u*!QVdKc&)G0T;&=aG^*hp z3h7-YmsEY^VTbDa)2%s}6#u@}->cRp4pyrG^RMpL67T*g zJVgvF`byj3G0T!CAGs`Q*)_hEh6@m_626f>@eXpYZNx>&Sy+{)w^@K zR#ks{#od7fBrdHiAf7d1wNL~ni2VR<>ahU}U3vs0BIG=~gqgOWboiOlhgTqD&ah4R z8LaA;lM?Q?0RlLOE+QHcbtFs~ut=>)`$8OgUR}6-WS4I$jBphWA=eW2PpAv%QA|bP zU^CK36+9ZnHZ0-+WIPWBm!A)72X@T7mmCc|^C;70Szo-->?GP45*QvTcDC&dSvO^U zG5<`PTqmB!+D^e!dT5YA{1n5dU(DCCy2#QoI_cbD`F7Cyo*`7)b>t6`yik=z7}V;X z4GQV`bdF<;2>U}KiJp7M3W1hpnlRArFHOU*m0`2th!c9?PP$^ZMqPcLxn&l*5%6W% zY|^E7MtGkh(gV2exo!1QBNwot9UDjRl#tB+0eZUaLa!E?z7$`}l~S5~eVH>QEaja~ zCqhEDETnCMvgQ$YF!2binbFTuK=+rLs)|UdWz4U<^Vb~wZ{CEk^HR#YVi5%!`vQ7> zx;37epDCYS9JzGVm87=@UZ&`pH2xUK!xQFROxKte9EXOcd>##@fE%E}BQiFLBdTvc z13&9$vac%dL1a8sylgP^G9q4flatMw$E+or=n7wO!7y6F)sbK0!L8k(_^j*8kF(lp3Hk{B#X zjH(N;Gvn>xRvgTpinGY0dVP{~;PgZ6u+$7f$eO~qPmO^Ko}rV?SW1` z|Ks*%_UF6qOZ<+JuD&S6!(*!Z`HM9jT%=EXx~Iq^1m^cLJbqB07_>7BU;5@ z^53<=^J~#_4a$4XpNQ|feo|5OOZ|$N6Wv~CgFk_cp+5Jy)=0R3k8POtlm-t zSFSR8;8BfhucK|1wk5XyBHKDvN&PZxy~9WDIvTGSn5{mvLgU|K(JD!Y$+Z~K1CQzS zoX}rFxorlf(7t~EFuAP_2&@T8Rp)TA*Rj$;lfRi(8#@>v_6Hc+$5Z2qxZ8-rYKxu! zfkg0!R6crNrh)gpY(7FPI_oplfcIIKZbX`1Vz%O)&u*mIf_1>7AEi@&zHxu-HTE6e z<2uC(|Bd5y7*)G=zLo|@6Mm=Sn#elp_&{DZ>Wf43(`B z-xY#3X20RFaFJmIBHn}XQ+Nm`z$N;qYcNq}%Y}C11CP9rbP40$gz7R-#_({2tdpP1 zusy~l6(%W#Z;B!|K2|MV>0U}Tg0i|fLjp9(UEbdct{^;#F%XAYGSlx}%Ibh0ZP)U6 zPYNP>F|s|df`Lrd2bEG|-?v{52~9F@)=m%Ha#pnN3~{Rh#O1(&O(*?PO`*_uJzPKV z8i}w!`|1{p76c?H=7u--RS-C>zAY7OFIz@HZ%N-=q1GsHPG~NxI>n%Uqx(lLMzT zRSD1B@!=76hC31yQO+?O-M=wV2w)RLZ~a03?eg&CwB?{9g9q~USbO1XoRXILt7-49 zZEEn@2b!(CCR?2qT&L((mT6hwBH(%M$fo25YS1ShHnACSNnt>HElD?SF1ur(1Ll1b zhhiSwm3k3k^-k_`YWiMkS#yQfNvVzx`870mRuR*t4 zVo!4+bFmvP?w2Z*igzUAbKfXjVO0XfMN2KkMh8D;xdLNS_oWnhYR$Rbf39SmH+!De znNng_$4{Q5=2=`vewKvWsT)jl6^s`fjuRjOPRnQ1Eneq z8!_}qM$lG|Tyly09##MK&k%)O;DQna_S08BKf^ag&u;ASR+lApOf!fHt5YJRYw%TU z4o!7!?UU+f$5LK0>Y+e#Gw>2RT3C0oXGL4hlUT36u5))hY8Cw1oLGUsUp;0*+GEY! zP!aE#ET--nuzKNaz*fKryjFy%^&xtg#8#?vIH2vH>7hyNU;s8RmFo9jfd$)vY+K9g z-!91sRXWD(%PCAwBsB3WM9Az2+uctPpc#Y6`f+Hl@ktzoR&2JPI((~I0u!6M+=S1Z z=cMd7R6J2H?)V_r$s7KzvyRH!<{7wqIOfM%zLWB|ucYXtO%3MXzN=n!%%$le0vg+j z4h6NMg0MEcRIG-n$LQe(-6T4#bOrv?H1dHz>+1yriq}z~FpA!1L5HGrFh^NR|KFu0Ob;ua! zRD%eGvjagE6B*^5%k6aq(zN>cC%Yn;UDma`pJP_6eReEUZUM-_qbirpS-5fzu;<77 zgEI(gY7TIl+OFoKyPul>$73YY4%jt$O7uFoFyLE`(U#_SE3Kd`*8w%xp@J0G7p4Gd zm#K|yaCHqD)(yEuH)|eu%kl!~a-jgTYZ=dK2hR*}tY_+ZLtXin_*L`sDU)t*rTgCr zP=|poYHjrpp5m*veibyf$5?tdWU!;Jgn#);U;G#1zPpMg0Q$DmVM;r(Y#i~J&M~yu z?DocDFR28dYXfcIk-3sC`SvbudSkp!j|?*8N%_9$!Q3Ka@Eu)wv58P&VP0rhQR24o z={JI(gotNK%maz8JWwDuxFq8x&oUKr>s_8!inlIR zqJV_bm-I5|?IHFoQW@P{q2Ln}|D|zHz@?i>Ke6zck~A9`sQG+sq^}K#Io4v%Kh-}3 zzlZV@9gCFj*+py)JeR^N&bqhAuVc}1fD-^D*SB@~gaeR8VLzDLu{5fon9t;$oQ_v9Qdp5a zOz~J6Q0zx~GTHg2N$7S(T8xC96sJlw(k&$2$~2B+?r?r9u~6lc7ahz_?VlyE9mQ;+ zzw1@$D+jJF-c$+8%1AjFf{aXl&D-FBfNtWTo7+=H$MOL z8f|aTxn2kOW)k1Y(E^|Dbwxg2cmP{gKkTSE9RJxGcVnK>ng@gFtEN2+WU4N8&&>Yu z%ciog*L3AN!YJn5@OKGpq_ZB2olY{Lb3}48EMAn+=;=H1{2mqK+MHdQWZ%CmfFrJK zZ%997acKg#Oad%c_;0CWX-&Jwsx%)gZ2bMYtDlCUs=>|* zqjkszX{#F&hXOWY0*xHN_y}!ljvm4 zm&QpVtP4zCayKKYWi9GI(6V6eiA+%Cdt%#0qs+<0f35J<#$75S>ZYpy41e!Wd7O5N z-V{F-h(mi)tJuXY* z5z0fg5K`21yP@+hAHBcJ6p52+bsIziiSp>&yfjq7`jf@57ug?OP|wUP?xWKj*c9ja zLtA-WQ3jT>D>M^JNDUWCsI*d&4IX5I5SBKioUifA8#8a%#*&Hz2X|}e*j9P7zjv5P zo3()(6bRn<+h&>%WisyvbFpCxddQr1DgE9So_TWZ5=q*|YtyNYe(h}iOM;yc>bw>c zQBT8c>1Q*$k^}{oK>H?}zipiMZHk@0++k7V1pGo2xcmAJa!Se}ygyh~*9Er0bBRaE z0Cnb$N!lho*|2f=J5h0ayL{zxVe6DdrRYGUHDzh>$LW+Uk`H&>MH5cp24wJ>fEa3f z7{$czQ<@L(u%I_irT`glXK&;?PD(ous3wBsYZFkKqQ9@6ieBJ)Y0$@D&8KVMNDZP09Eq!$`#?PV4f$u%(A1@fi}CIwVWdfbV)$~uKHn!)G+_XL+pT@ad2a!be_bwsjw@Wg zMCqo@a<7QDgBtVnfeNVN2ugK|F?)QD-9lE)moK;W845fyz#_&7B}$gHG%vRYH;v7Z zhW~EXV~v7*I#;#Rhgg4BIHUnrp+q_fop-7gSe|~JelilOQTq2gJr?#${N}p_dWmsm zO1i3=Hcv$BNqNKFS#>p|ejYW6V8mQ+8AQcPwum^#@Qc%EAEbCR3tSW}XK@8fSCyv< z3j?G-3T-oExmE=%vJV%P^agKyeb#5}T=qed%0p?Ri1I&epT&Tggk7deU zFem|jH?^!)u{Drde>e^me`Z`ai z8>J*>8<|=q0lV;Yj_~!2n}M0DS2>S4gMVR8CNuvy4iJ9JIM{k?cGiQuLcQLKgpNr} zZ@;4Cul2fJ4*HUH)wCaiX;u}*8FIj6O;L>+l z0&6%4(NEs)l_J-uC5uy(P6ILk2Yop2q=a1MIiEUO4s``MMQ-$?FOje{4#gI7CL(ipIIS8AVR9IGf zg2dG#C@jGYJS)>fOoeMA|LQwX4G^}GP3s<3ac3mlE*SP1)KbnO^xS1F1c&cjTr<`_ z=x1m!`ZaRWtpfw~hXBmM)Ax@}%Enr)|F5y;_f2eY3~XgHxonqnR`K6wOu1C?r5bKX zZBo$zkAuQh%}^EcpfOOsKWBt#!-uvUcFqOxH~Vf?*2!yBz8io)FLfE7fJ#5z+*1Zy zB7ypdOHUNa!^zZMms*|`n_udphEskdQ$z5_c}nzaoSr%i=bc5XV}{QcHr1Ut<(r2$zxv7x2VSU?`mwRYOILo%TxwQ>y>| z-QkyHMNOD&H$RW|b42WZJZ@YmC5p8G0h_#@ELUll;NYP84_vw;#HU{q{lo3cvE+Nx z0Es4i{{J<#P%1X)EgI5;+Q5&frFn+3Xz^rp-0J9E<`lzd7$6l!p1d6| zsb|M7nAJZotx5shlRhNBy=+PF$^=@#<+JOydR8%_be{S~I+^JV>H=$6{EcZUk4ymN z;B9`PolCYB-bOsWEud$aLWdQ&tKmM#HQLqDCuzBqte*EDMHzj1DJD!X{xs%jn(A7! z*~f!e0&vOD<1IMG7d2MPEvi?*CR<+o3;V{!*awCbGSV#cydJciA-~N?`yq12zfgl8 z?jl#02LVz}=~;8K5dhSUBzrlQ%=JwTJwr2Y zF6p6bT+8LyQEh|9yhE$EbPVlCcP7wJbaUlR?bGydxmlz3>E+ge5A{`fd=U7C% zlgl@I&bC{44%5MCq>B9F$W}n=3@bQR^X&vtiImpUth_Y^#savTp%AG9a=i>8Q>32` zD`UELRp9Yeq%8iq6t46+wj_-ay?HklZ)1)v>N(_k3K-U+dVpaKfQ@?{ki(BplX=BV zVIPI|8+zS%wgPQ>dWXypwW;LXM#N&#X%f{34bf~c+wi|)*Nr;;-y_iI3wnd`{C?$d zlx;Z2tLW8**?_2^i#D?Uc&c-D<=)RFD!>J97TvTJ#gg2l$a20OV214$F0GY6&@qOe z<07fZLiR8<+cjhM=9kQRsY6Uw?K~i*iwcs$f!@U9)Fl?`38YcXj~k5L5vJ_9=Ec3F z2z&+4cN-TuWpZkJy25!3T|KjoL-H=!^^%p0o0HkG@pWe;kO9IfD4qe9ER;a5Ki=I% z7kYj6-|3$qzTru_IpockA-%;*8+LO_9sNuv`Fn}tS%7hG6R$BdvQisQ$J&c4TOoCN z%A1~9UaOt@zv#!|Cqi$3IcW(8o97*WKn(t;MKQ$LaxhEJ!8%jSSZMsKf$D@F)&|6g zt24b;6y2czD!wffiVzv^l?G{@4kfOR_K|c}RGsO7x7&;QSXWhZz|7yG9k5#+?bIIW zbo-EReO`24xZo1L;l2el_D`|DhPFqKxF7alh3cI8%sd9F5R=BFc)~YVe>6|)Omk+7=P(*ggAuFsVxLSalUHfV<95q-ftou`Qgy;#}>Vj z2ue|HR3gH9X|R*pAd2r9L4XwIqJU;`yk;wuG+u~eKtP;-=`LuPX8UD(q@L1^#QJ9) zFuOu@amn&Mbwl=-P}`((vDJT#IhCZ)=~k$87HN;eu-eSe&aAl>y4wTsC#=GygFr4= zfb>fq+D0`Kthx3qk;-@8|gu{3z#G=ws4wfQhrmk z?ktyQJTUGkPrwvUyC2Uzf0Sa|Xes{U{2#;V;x4>y&v~gR||4a@q!;+ zz-);)!!{Lc5H;D;5mNYj2-|MMhthUxvpu@a{Gq*IEU7d$WL-1OA(4CHF}*gK?lO7B zA>VSdpXhp2fyY`RGttUZ7!?rt>Fr#zYgldOIR|N#87(kE)IL4DSpAYvFcad1SR{jJ zVJ}DY)ab}A2Fk+7bLhs>fLJgoq;kkMTo3> zoxv-M(feYMH^yQ|(!9?F3b`uurdbJ;jFOv{zy!Se@tm>pt^Xv0CLMEDXGdqB!rLLh zr(&=}Atn4C`bB^T(FreTv`2aXsXjUe_ZRX7)_%xGifTwIhi#6rM_P%DNBWyqBo*M0 zXZXt0iQP?BBfq@)?GN&+DqM4iPH6ib4c5}2QCZy+V**sFV>g^YfI^T(%M?m5u{ZYfRHK1 zbOjB(AD@4mdO1$b3a-5I8WZEioY@vJ>^O7NEsbG(sbfW)*DbObXl4I_0}K48_50T; z=$g86c|J*8Xu-Bz9sXPl=lZPDgm(2m?Q&_Bq>>aB9(Iz2wVk(=>ns&nan#44M;E^d z!uJ--KssRB?r~s zr)7J$RbBm=o0zV_3c;k&QsHoaUHr2dIxL3RCv(JQ-GCVw-+5x&O9J(FUrT*6*%3SV z&*kzwb_haeWJ8}X-L{@F?Vejq0&=3dk8;BJk^2+7jeb1f5i<&F12%eH?Y_GPVJ%0N zlT|#)PWm47-)`qxCIYjsny`qZ>h68>;ThT|P6ZNAQgnuXZ_Eytzdd08E4pzGnekPA zg3oUSlAoXMP=WBB=2YN>kp;fNDoUJvtY9rhXRmZ3E1w}V`P~8lv@(nj7XK})3dT(E z3y=!pY`->oo5q~@t(w?dF?cnllG&h|Ihdf)e;eDm_i9cp*iKy;iQ#h!V5~Ht{aDym zCYLUt9aBpSb12YnoTkBM zJ-5nWtvR>tFYJGE_+EU)@b!RI49dP;V+g1uU~b42rIS`7*U7T%400ZMBwQU2k*E2Do5728nFy+xRZx-ut&ZvQ*4&V&^K=}=}tiSc*F>8Ax(jJI+a&aysgTH7g zSJfXSoep%!4U6TUCZMd)^}hAln4_v{K*k&oEYLA&V>NhT75eFAST48(gPUKzH8L=R zp8&qzI5gT2nU;jq&M^vTFyl+0*EG&=?tDNDGd8OuTL#ouMH*rcQmritRTk{wY@DSk)dD^Lk;3q zn#PPZu67;a?Mh*=+GErP2xXYGgD`2%9`yr~VA~6k?^Z47`%=#0<@akqFQm!vbd%x6 zi|1F+msAVWKTb#T{8|w8`0`p|GuMMKpg%qaB2#ceq20~Hb$oOMOh2DIDAU~vnMqSg zJk6L#1_m+K9q!hYyoX4gn3yu|=M=OZj!={(8_?DLNf5e-qEnnF@Pnh~YnOX49mp?^ zwW{KMOd0rt`uIhO7*ReiywyH7y}`n9m7hj`jXQJK17->)^2cI1xcfC+1yne9oNZ8T|TtPh@Wkoq>ZJ+6}vO3eX^&@uFj`8h1XUEUZ^b z;QBWLI810Rm-?tI+(H!AYP0M~yk&*edzqf{rH3)v`wwWldY=VR{7_~JQNjAz71maC zO#ytm9X;^7J|Vfo*AjCnM(J&TktG`iXA?Tj+RA5%UMhjJ{#)v!S6(vufW_yF6Iv`^ zZR2kSCG~N0>i;g5J0xaD;s^=0adM=xh8-n7L^J~!S$?(w@)=-5zSqQK#Gx7H)9a3_ z?a{lewg30gZnQCYu9+wBX&z9pph}$#*|18y0G#^o75P8QBvR<20fa@<44&+9!iM5g zOHBDoI8=RY&VmB&(DDoIG4US!V~7O-lPUEhZWl%3sl+%wlGWheN5vZM0;hU374^t6 zAx+}cSG$sDnf?R(sD@s>xjI)I>N#KxMi5i1vSYRR?1mlyp}Ec-WhD!1t_GObZEp?` z>uu_hTs@6Lfy<~7=RDD8%jV5bK(=K$ljG)Wo zWcQLhH9RX_XH3Pnf$lC7NPqL4$R;ChZg}5y`+Sm8aMiyE8kfY!OYdCHkd|1MI+mE4 zy3o#B_?cF?_fiwG&$LG>TurC7F-zY$0I%>w`DNRU94vB@^%a&iJQO$=!SP!BktXFb z5DtRHTcw-FYs|m`g6|J6ufiHgccsw=c)~vIkN#7w4y)hx!?efuSDcAgTU3S8VpNf7R!#Qrd`|*VnJAr$51-8Y+|Vw%h7c zQSL}{j@#^&Jwu|pHjzB{5f(y&D-lvW3)(#?e6s^z(t9p!tgGh2*7JXODR*DBX5($W zf_+U@MB8*&w>Ohbl+{U6e&452tyvzi#%ue*4?}7sW2LdG{K%<9m7m=AaoiS`7A!5* zKou`&puf_n{1uc!9f?7IR>D@CjlP_se`4+J)0%w<&BBap#PnFg(K5WqzqkUfBX)PG z2&?g6RVfqhTaSjM-pey9`A$xI_v8G%%M&2%tGA+0nkK016-J| z>{brmB~o#Sl!DxE1*hiRi9{gl22|E>S4-Zq7MvFnr|53q`3?7F*W6!xCQ#P^e)V_h z@Zl3VA8X|+Ym}xs6yhg^jP)3lK{2O-%h0)R!$yF0<<>{E$Zf1cokNAN`aDF2|Jr?F z;-LYz7ou6+ zh9Rf5PI6r3Z-Mnw3f>m_f7^EZ!$z=OxM`Wv*Hvn3LGvm!%bZXCT6afYIGh*2E|#*) zAz*9zhHcB^`m7?#3;S!``Krn+`aA7a+tP!^UnAWiS@%X;tDehP_OX-*e>kxrmEff;plT;uQHz406KQ$ z-K@X{6V`LvEl>s{@VGQ|zN!57DPlUTTH=k@P=3YN#Tx#*!T!S}-v+pjk)O5hy7AbOTpOU`vk;^r^{zPQG_;-?cuaW6fM#m(v zdebfhjB}#e73D+oR^1qd7l}L7cV>VWdfd?>{Mqzc%~TYo%z~X^@HI)?sbk&<*on*9 z0yDk4K`gt;>cHu9V|l6df?1LSa3?r_G1u6;%v=mQGr7>2d$wKC#;)wf2#hLcZV0Al z=T9d9lzG_=LH@Ak>%rs4OBsl57?-Q&s7WGF8r^j75?$gSN_(AO?JL_%vK!A0_Xyt} zTUP?eUG-GpN!lVO%t$ifUG)T+eQ1$Fr}LP2;$yE0qfS(9^{@*JUWzp%K&z#p5k=g6 z=DV^8(CFdxd#B)#`L2tclr0Yi*VTotddv3KrhoK_?hDr646;&d1>5TqhjJ#KY3Jseuaol74V=`I zeDV-ObmVmO@os{xCO3qs8$3d_Y^7i&E$M&l#<=s`o>iU!S*Yz|cYh08@eHsP)05LRkq?fqRxv)J;hKq3^Es zVQQhH4Y)szGt&CV<2yx4fm6Hd(2G&{CP`z);JRX%_|TH~x}ad&Dsp+jKKqk}wH$Pj zxG{An$OnW)a_(yl=DjH>Vb0D&btSLUG6HskWdG{5wz16EF#i>KoW*je=&4&u)6nn3 z7iZ*isW>lU^Nr+_O_}Sr8sboBBZAnM-7~IR6$iaZu3Ka9T%&+i-jY1U{PR0$@@5(h zJ={M|zs(e}43>lK1hq~n&s=9`(3IJ{T2-RRqU{eo9_#DA2mr9$DDMlvXN<#u6$nwd zC}R4Qc)&Ssv^BbDvaHjT72_jC+Y*iJ0Xw(3t_S+tSA626QYDBb(b1RteM8kRY9&Ij zf6rB0eP?!f+d)K?rouI{l-JzPvTmcP7_>TK0wD~{VBHsJ!&lg5W`|gq4ADZ7Woq8E zn&Giu6h36I3P(tTexzrz#PXh=EDVbW&!slPfS3sWf|+0wW|I9dH+#;V!j7FSg9T0B4RGjW$w{NgoD z*Roz{Er}Q7c^7ovx;&a^pAys~3i$1pWR{@qjyS(tMrqL3N!L239o18GLE}}+^#!Ln zgV@oFifTVdOOU2lLe7w%C6!Y0>8Bm*%G7-O`C6OHgPO0R?WJb3`tFnNs5b`Pk_lN; zXcg?GgG&y$kChiQ1!E?3T|@Jp*Epkwhb$5-v#ieP)W7n2auJlU_~_y~m1v1vV%AgB zn~JYKuR8GcP)}|*2U?nvqJFl|w$RVQeC~R9my$jr&35^y-W6lWbYH2}nxX5>{pDcR z1`PLwW_K!|b;Ima(#nsEvtMmTM`ixB_ixI3O{M3)P)|ko{8X6dkU1UV%|3-qnl}9} zQHU+y=+dHC%7nFREgp9-j(ltG)ItD!e?002aC3k=eRk5SOX|GwEjX^c`>`4^A%kL}0l7ao4;}A5Ri~K?Gk9hiwsW=> ze!O#*)2yHj3i*HZm*vTKe{)ZSbs#UaSkLrD&wb5>ueKu0&s%*U!IeB8P*`jv!W73d z9tjKo$O9^bcPkW-4BCe4vfK>?y*8d1iwb(mD#v2c<>Er9q_|!4Oddg=;ew%3OdC-F z&34!3Ahm$TUU4WAV9%(F*IYm!NSiOcmzivLaHs@0ps(~)^CN^yYedb-e9{d2zkFYm zNR%kgCv9Vb5suand82s&TiBJ~!ZP?1`VR;L=4v%mF4z;sqZt;cjfeQiAv-eP3jB5n zr9SoCf8~b~(J#~cLkeCwCE=}t9TvqM?n!&DT*U_z2AI^oX+@z<5rVAw!cF+RMVVx! z&^|<)j$*|`0m4oZcK-yPyd*`ne-IQW%1 zmLy)fFK&tjO-0vT{Dx;l?h$MMl=dZzSL+y6T{S+zHtllnp}z;P6c41ifxHTVKm#n4 z_a2%gy9-_?k1B}hD8Ac2e|>&%whRZlg~FOqZkxMIl9T>hYQd2v<;?Rmix$Bo0+Id7 zZDrefTs>jK4o8K?j0($FF?X->+4nV4=zG;|u3Ljpq|}4EA8A!&AZpjUsmcG3sk4rX zs%^WtNT)PNcS}fjcXvr6-7O{EIW*GUUD6#&cQ**q-S8dM=Uw05vsl2)nRBjtUwi-d zec7vdk{<6@2jPSy9pddQMVO-ZfUC=oI= z3VN$p8vJL~sQrt{f!ahckcBFYYKAmYEgphP2X$0N-zMJ6uPanTN>hOtF^oj2imw5~ zGKsF}zr6?Z#!Q!9F1@^YgIPICZ;79nh18_C+EkRU1K@qjH5E?D$4jN-FCkYI3l+IxY3+-WD_SN{K=xIptzSW!b0V!$# z%-M#%I|&cRW%fU=>h=dTJm_b(Cl40*E%Dv%h31^Q-CJdRV6uYz%u)67tZb=IZD7qy zO(WOO2F}gY44n2~QD+l>J%Z&I^D5>k?GKY#*dRiz;o0W=Pu~7t;iwn%28E=iLx81x zud7~akY5oA{qKjB*+rCqs8wnjbQQlp9;3o`;v^AO|3F;hCa1P7-k8n3CoAyr5Uj@h1x>%hTxS!;XI%_C?|*ks;R!b7tKN zd-psQQIy+pvHvVL$P!N6fOhc%Wau}%0X6V4I6p><4VHg}) z&F`ApQskpb72gR6qkTVIF97<8)U>3~dg^FG49j*FHO-6vNm~arp?7*lee*Wvo-}=* zBQ8%v##UQZz1b^}BoiRY=;>RJH4URB99SB(aZDLdT%2Ui`W8t`%Ip47?|9^Dv`-E> zF3!(iDa?r2R_ zH?r!lzp`bR;LpYmP{z(Sd1^2tl1yLHvba46J%dW%Y`2(ayCQ_Re>VZApbKU(*#Xmt z`JgfEIh(WhQ~wM?znH%xewFz}`u)zc)1UJEgxFgT$Bn2_R4^j}Q%xQl2HHSeDjx1D z85*<{as`|qe^*UaH|{2Z9-&wTa`&R>^I<)!H!_yXgRrM0aK zyu4&HNqpjUP{@iJdNzJ}d5KTZJ;_%bw53y)-Ng_0`}O}pLM1KSer6I7<_EDq_2!yy zEV>c~Lf^ni+&ji+TnDXlR)K;t`m?(rEDdN2oa~ND3hfX7#uQ!o;yj}kLTu| z1)Sd@K{9a+&zI{fvJXr8Q8coaa93IRcL4u&v-8YW zBB~{gb8_s`t>bi5qH8Wa3F|*?gr>+!>ziO~d()O3)z=0-+bX3D942l8!LK;Bvxi?F zOMue_N`IzEvWJTq*)lO3jx4fz<_0a>$;>lK7K1IXND*FkR+Cd05qz{GUtX=qz*KV| zJ$y;GP;}O>yQIP44H7G~XbM%&Z&7fY`nW zH32yl8-mdUt4+rNDl!?=9@Tp;NrcX>9W)GlJPX~yqcw7B!oh}hKNAGd`DiRiG(s0A zLYAb#mWQa?W$n(VceQ4q^AaF2aBFtJX}>sau2`V(h9tXu%B4A<`7EU*;#6OkOP2wV zC;AC+&^O=@`gW>ahSX7R{uzAq;&pFLx%h($i0urTK6!vn+lOsf-h*`GZ-^a9Dt)wnL-6?LxQ|`cPhm_kj|mO9|J7pTx*@X2;~i)(B!kMy8o}(H=^y z7d6brJcb}ly$Ky8@oyPA`Ik>EJCL#ewo-C_Zwh-$CI*RR=YILfcQbD?Pm0xa5IcW( zm{fL2izo5G##!zODQ^k^w)gjs*Z(lx=K>Luefl%w`ins%8b!O!8wV7UU$P!T;_-*{ z45<6`Rn3p>rcpJPa1iVE)DRP zyg((n;w~8i)xGTZ4^^4vQcjQ8s_Cs1Umt8%9*>f6gfKG|eB)v4G4RR#`88P5^v6or zuKyUeXqvz{$J!c;vf^+&rEHtu+?0oX8jiFSIv?RU6}*O`7X|oVwm*U}nBKEve|BNQN>^u3sAqi&HCRVgEs)q_);YlpZ&*GLBHUz8uW`0FK!#+CavGLn~ovW-Af#dU)8< zQ)ZqxP-W$80DLD(t??FrnKyA5W0XB3X6&&h{$3TOK9^a1Ue1#4!#5z8@d9{hbCW4p z)>!zX+qRQ9%f>zKiGPlPS{R3|%8FRtNqxFm4fhb4>9=Vlu#(SyYwr%xKEU=$NjYen zx89Lg1$ofTMU`p1${?@#JEX|ulLz*eccK-Zt8P(pU4qJeG-?mORWA+l+K6{(gB8noJ zno_`fA!aW{LtIJqDwpu^`u`jQSYOap8*)iJ%$v>WGH+^C>U6E%(FiDcPI#c`zoeHh zApqj@6Cr~gB7eH6uCFz=7GP7@aPxn?v1^0BnX=XK{#I1SMp`;)m0+q4p>cir^MFb6 zO|ddJ5Pdw+W4vY{!+1iGG&Yx^!w# ze{3L3tGeO+)fdUh&r9IYRq`+XFo0aME{#J-Mpb4Y!88ZhTGx;wu3G+NR<$P{{K3R{ zb8n`rI-1<_O+KI4&rs!stmYo8x-hx|+Wb;po_Uco5#|I;xpgWdo(C=k!c=7tY)|Fd z`%kRXF-55YspU|dgdG7Ez8=q|pws0~x3W{Cg7QE+fyG;M1r#Eysj0QOQH!^)f9$Jp zvX&HQzSkkH*mb&<>DSZexqJTQ+Tt)2A7(Ha65zirgenkW$S(IskN~sr&B3a1AbW3H z`)}2gvpnucA4(&d0x^eWmyPnUc?YU>)x%g?&9+%Z4j5s14r)6K;))Wr20Xai!hX!p zqeE28cF~m7{cb?*Klvv8Fku;q`VeQOIc$m8$u#=>AYQC{_8t?}%cNk2w4&^u2X-T#V4JJ&s=#9JeRTG_J8NsvzVAGPzl# zEUS@t8Ye1I^|^7J*9Bf-Vvny{tTcbi_X7He>2;L`%nJK$Vv#3avOXkdJVDy8>40|p zv0n;t(Ieo)=Hx|v_&t=N?czmI&CA)t_hkLH8$(0yyrVmddjqxh2BLj-9l6DC74Xf; z2<7-#aT{MnX?@#rJAh|_BvxGg-z{&sFe$^7_t>Kct2b5~v}}j_L(5Ebo-_!_g@7>E z%cBzrhNWmH6y#L;Xb6vi&5bVq^CsV?>j*%qpr*!>$vS~KL!8Y+sx**&HdUABmWIxO z9}JtFod|_sky9U;^n;?YOvJ2G2io$@h-hv(?zI z{+sI}=5mkDK*?<3d|(#$aZ%0c;VLH5TeTU;8ycP$!R1{tOFd_P{|Ya8%?$#8jOU4F z7&VjXKvf75|xQrjbaBFZW*V+#=uA9SzE?j)V z7W$;0SaylhG`I2iKIo-pxM-*RILE#h_&O*O`8T?kww0FvJw~XrY4uzyDvdLpmqr7z&0GQiPwUr5;Yti zFJE4_TSIdgxQjFbH7>~Yf&IJ#4R4Z)q1o!kRe^4~i%Rd$jxCBIJr^Knw;w4SaI8~Y z3g|O1Pj(MQOWTdVqgrSHf7B{EYi2;De9HTA($e8addG3>wnyS$-!&{2^l&Y`sh7|oD^l6-ez5i=mXY28MH(tI8(ZTfBKmKk|1&E3-h(YSqBE3 zlxP;xYPt7MEF>XWZ(Az3W&|$Fg>nm3nA^hk!m>YYPTS_?x;?xY=mCCd^%ZM*Wmjn= z0WY^H4^N?=uZTms1w&Hdsb%gawp1T7o_k9a?f!QGID?pA@)_Q;$^?Hz=yjqBxh3Y! z46E}0qM{*nHO%m8Ib zJ4-nd^47xPDvc2nOshcXggB>GX)HM`GQ94pvVZPuxvFW}kd+6M$W3RJZ{6?|A$<3% z)3=p8MY`BB)=LhRrpqtbh|TWOcw+!B74_X^2xR&2U`z2Qll$>$=+g@(4;%Jt6On^^&=`1F%wAu%$yZQA4v#HXW(|@DTZGK1?zKYzzx6*J`cj#jaPrO-La*LcM6VB-$&mUgedL=gi@g|n zG!XxE=jscN_da;=i^~7#57NO=`HIKFgrO3Y=IauGHu1~fIQCG23|88_|BC>QN)$}E z7E1ZbrbJeod8I`h_731c+}XK_Z)MLobmR0UY(9bSf#}|>!@kivRPL3I3b^EwT%i52 z{3gGOgj!pb$5gtLTc)dy9zuuvHv%ml$+10qblVa`Fs)kx!0HwjR8kKcA*!8p6%1<{uwV%DTH8+sQvZ7mtP(My&oNeyxUV8j*F}Q!R3-c71Ln|ArmTN6gLE33ZgfAH zGRp35F5J*A2t%9Q;{qsu3-N;;Y4@zpdo2e8F3$p}vi4p%ZR@vP|Gnx}R!AI2)i~pGu_)*S9=+rgUmb%VW&=v-8 zkUufc_?ut2@Z|3zoRvyDq2%nPFr0>{nf&vm}3f8=5vqG!D^Hktl_ohRoV#+E| z*yhe;GBj&oePAQaY{ON%vnlNB6t(4A^V^KfuI6`B|I#*nZKN2SziOeHrAsA2}>CeQP{D!PUuA^oJvKKDAx+1&a29v!$Q zo+4E)@29%f+kw$Mi??HR4RXiinLA0|W6XiBcfZRR5~r`9CHOgcN42V#R0I;QpKLr# zN)h^c;Hz;%%Jny5MxscVpQe4|P{rc;MIpBm1AtLZf8?h}*!N1|oZ%++XBzsJ57yWp z;gFmC^NHG~`$cO>7RYspZ$prI@n%^ibBJ*k3#!GZRj4I~*4=yx&7byD)xkmSN7bGt z-L*6o4ShAmr=*Teo_HF|wg%7C(#!Tp{Df-a~P>5TUh>Ie+@r;I9KLim8Agu`9qaWs|NOa0%4GMqJ_Dh?&$}*{5!EA zX!p_+W(kdPKfnyTMi1-~i`OrK!pqs4&-%PCj?Zm4k3$T(XkpIqxJ=)GGQ6Ynr=TCa zzX5sy4kG-dehpf+3(MCwHc2V$$ONE1k|mb+X;fsq`()HXe@%$#xc~d?c&61LWOdVw zgT5Z2xj1uhm3G^Fq9EFwzFk$7tUWkphu9a6|4bZ@;&KPvxtmHjtwuLs6AZdF1B`>~ zMSR1*e2(i}RnEWwVvm7>y0SKBs5KQcpkvbb*ZtEm7yKAepyy#RUHY2nWOH-b_cJLo=yg%>-9do7#stK%vV-~u&v z()*0R<_gHtgI#603w2aRkarK^ooN+%a+D15r#9VdU@@$z z9bH`8ON*A8IZm|CYQue`ypj!+rK%tRtOf4?pqvh7E+|i&fLq`wK(8Cve%l@hp6AT$ zS(C?Y3#Ncv**8eJu(&d{P`9#5Vy}0Y7!1f0UzS5_b3A9zz6JEh#k%oLPun|Q0dYoh8M1A<=F6(G2$4gGY)d(Xb} zV=S3v#^}0-l;1nV%v;++6(o0WTDVd=7nq>p*BzDmw%NrHo}=nJ8(G?QwJWUm@xiNT zR!ivQZjrVB%rPIzuxmOd!Qp`uM(&6_D?&|Ph9;WWsW`Y1rA(g82Ub`mzJ_M1!78qA zKSuGWXzK(uOX#m#${qt-09GcXs?@yMBxUmT+s6Nold`iMT8;SppO1Bowa9 zRj_Z7l~3(|Hty@yJz-=)NYd6s}d$VkU;omI<>bx&hLed(BbGX0eB=TTLwqa#+~Bg*{fP zv)TxNT0jhTljzkuW(ce_R5{sc?WNUgX$o_N{2i?@_a4|v9NZHw2??D(7kc>)`vMLZ zZn=!xUNv|t13qkEnOrw39xc}1lmwVRex)~UFttc6hvM4UBF0C;Q(6Ws0S)6*2Il6j zsZX6sT3s*3X13e3@vp(@ zB!ARbQXpC~hayt%Y6U@wD;XlHGger0E`t6UTxLxppnFk$8O>=Nymf-<$L?hDo6upF zGRWR>n`i>LPZ6?+)P_FtmWiI}R{`^-`9NXUg@C=WCTIUfxGdD)?n?;k#)?q7@0_L2 z%xJ4@BLU zpB==d2_M#`#x|Kn)E2vRNa^y^EJzV2wYxD9O4k?3Dc+mgE|#uBM*$0Dgd5&_{snaN zQ>`WJsGnA_mP(mcKTM{!k&Dq=K1Aoo124s(5GO96Ry-Li15Twsx7h7`67x>QH3atYC1c$jB zGCyym%_vYW#B=Rzwqu=hnfswUu4?k}Wyb-kTXk2qIl&k7*|Z%gOKp%oetHT3(|Yw^ zpCsY>y{uGl8hv0vJWLaw(o9cx+}|WXD>oEVASKs^1#UsbY}1cOTI`MThnKN2TDYjQ z{jX*)1HF#gixFFjQH{$RvjRPiHZ^$H1mE|nE@ad%?Lb`B5w47^tenb1RQi0?_sMHc zEE4#OS6EY7HufV7JZR_CT=O?@6{fG6FB{VayU zez=pj272@M0-FJVR7V!}FSOb}cK+}Zv`y1NuXOp4xzK6Gd;FCm=M?!^7i|t+tFfqt z!N!t`yn{;VHbi&RJGyW!J*-sd^lKQe`Ja6i1?%2*@tklyry1dSB7<$$B?Tm5<~k%K zGP(^ebD5kKbsD^es%CrXx-sN{b#$wpDopd;%XNHxmE&=IWo3!-RfXTt1qP5HefN{G z?mZ)BBs4n&@6Oj?D9tBwBD{d?b4}{hfv}LCPLv9*+-{IZx0EeVq&GrM*7xv!+EPh0 z!}d_?G~POsgwZ$4?MF>j*pD?S7-o0bqCLKxFbV=Xw%=GZaERSwajU2 zMPAt4VE+*E_$j8Hvys1$l*jSuvd#mgBnw#$b4-w_)fTK%8%_~8LZmx22L9{QxF zLyQ0R*qL3r>G)=q+4*a<;b#8U2cjDXADmJy>h&2*&(%CgIXVjn)wk?8T>kWfs*?9%njv6M!e4?CwFm!Hrt!7M(Mt#(o11>k(fQ}Gc* z<%segC>b+$JEZ#pd4(3pvtub}ezKi6oSH5l z19%ZEiKQBf-n;_17XhYf-5K>QAO-wPXBie|WhunS0&}H`aKID*Mq2=`c>dJjD}i_& zNhA8_>2N^PANKH#0@GKp91+$$?gJY_RX5nLy4C&N`B@;#32OWB9dU2=mDYXGqhL%mLUV{!+*}TtCST6p$~&(!c&4{oB5)A z>V99>>4$C(1{)^%=6!(~j3^Ev(tr-CYG#O}-Uaa^0EPUc+;Wr7Zo|X+=}i@ZLb+C= z+JWUppn)Fb?vFRqU))s5T+{fja2W_llvVzFw0 z{^T!rjF;?-5lg|@l-JkmYLf``l|P$nu^Y(JS6$^>G9vMXL)@Tl z`=h82T;hUoDRKJ{G*vrSz2BD)t*I;-}WcbIo}4%!a>GcX;S^t>x$7+apRgk>TJV z>+2Pj0t=*J5m14@eagHCaxH+msVLpa`|CLW#=>^r#BN=q$ONt1|L$kw%=0dtEbeVs_v?zMcSQS9HpW#A}qVQ%})rT-r8|Y>&@p!2gO; z{7LlU^!qQSAhI3KpnQDC4d4xKOdrqstver9pfoiin_jettLSBc__)rewbDv^cigywhTjhg;tG?mwqZ;rAC zi3jv&VkMwS9dt>eK@!B+J@@26E--Nd`W+Jw3Co@j>g@M*qa$nrlz*q3S=Wv%!vZoz zEY`iBw`ogc~S^mS|Eqx_p=mNh4@u?aob`qWU%MqGG;Z5vS6?4WX+k3&bM=vI2~#D|!nTrF-|ZaGHG z^jIKta9@7o4Gk@z%;avS!Nb){X!ligiW-G#|!+%FF<`w*upT;yo@V z4x{PoKy@{vpvDcT!1tP%MQ?Hz=~?jGG6vAllOnUS!;PixqZ{#m31_93Ap(&t z3vP2Bt`|nyLo~~iq6Pp&1vt*dE$_=8;8U}t)RTk;m4+)UaFkF@}mo~hXhJKmPVZ4&!L#l zKY-()pAtE^01LX`>P?bRV(0D>icD|bad<{FSxgYBdrbauxv91c5p(9#cdOv>7gy$( z>^?MpDpH`Dn9#y%_pf<}0yTzg7!r?8r3QJLrG{}J)XD!LFAJX=4;V|-zxo`L4T$rD zVI;rZmpRh)-Gn?F6$At8pc!B4ZqAMPEY(>;GpVmBiDi>3fK+;1mf4e0s1q94C8?z#mB*~u{Q!5w^rmuS^T=16a>Qp+6M z_Hjfo+D#bfCimcMl+r7`l z=YjKo1z@}ue0}kyk@MvfTh0ta%Tq^($>HgEbw{^3eHTQ`8(g212{3_R$@mLzG|X6(Vi=1ahl zwgEyTA&Ml|wFq~smSdEJ^E{@pK7R^eO?rjae6~&P=#`ti)Mnt2(Xe1@reL|PlgT^y z=BWPQG)63Wl4D_@R}f&=7;oq!Yu2hnSEbvBVmW~DZ60s{u5I-J9;{7tB%?28pB9=% zgsUnWMYeu~!U=A1`3s;!TT!;*=h%}&9t&?tg)Q5oTISf}D}yqu+Z#jsXP!!O>}5OR zHb(^N^O)Estr*=2_2HVmC2uryuIR1OBuqZD6U4$N|tx5qjbQ^rU@$6?14oxwu#gHX31Ee`ie|3w_no*{D7{dx`8}2wRqv{ z$)5{}t9bo;qhsPXmNZ}3#ivM3Ym8b<*HMQaWcCH^(2ArurBR1CsEhf4zBjDp=@&Eq zARi}IH5z+tziF29O!j@$k=gdLT)z)tNO1Ypp66B4~pPK02+k$|Yq7tX(R_6!?>+9FbxgSvEBw zSy!A1`gS9cK?4dA2EN@RP#^zVPQ%r+ex_*|P?5J!;Jw)c1Z3qj32d)3zKmItNBh3h3C(V39?`zC7bZcG4SP9)f#VMRbRwcX@{ao&h=&O>nCRD|?GKLin%pkHUl zPDkZm%D4xc_@JcBgUK0G@McJ!{96E=AW$Rm&|Zfn=U6K6`|5)#eQq<+g!xCt2)c6$ zNSZ~hB$&f|^T9|Hsu00?$l-pcGtbM({~iCo-9+x-(x%=Z@@ldZdLrlG;y-?bnGl?O z=*!Hj^FXGrikG>_&-$~b)3NQ!$*$9dHrZBg@j8Aj{w^QgKS4V~7~R-c zW#budfy~OTk~1aetz}4TZ{3%IbZ(OmA7J1nG%sfe2#%1JZbu??=0?jNheO|nmdbkvXXSmNL!ae9>kMAJkqP4WI7C;>ay zm*I@*owd>~300$u3lWd%+96)^i7>dpstYGEy8Mubpnd^G#6u2=WgzhNvTtl=-Y8Lg z4N#h^!5}|0(kLdFWLZ0g0wiuf<7oX5ej-@_)OT=H3FrZ%0elv<25ZNhL=|A}g z4)Cw&YRqx?5mCj0Zy;F&${F!nHT)v8Yh2zhY{|lkw(LBhrDMp6PWB?XqzXfxqC%(E zDZpdS%|Y`u_BW=a&{-$af%{)b;Xeuw#$R%eASygqrPD>k$TQyE1= z&K}5ePD1*B$0W)vIWGoG97-A4tCRUo<2K*qlg>c<-rC&^o9I9zTO zuMIVn0e2>pwzz(7OmJ<*g0Xr_hei8;0rQJte$CxD)90a&Sx0*G3>dg(>oz%scwcsH z$&b*;WqXx?^*xzv7wMaMhtu0m;6!uD+SGa$1Mc1HSnqzyK{TQg} z54gq=xbLHkat=aEkRYT#57fZ|+CY|6e8IX9-2m+m6BxmJ>J(R){er=gH)lOgSd=AP$v`hr!(^_DE7mbQy6y3zHIfMp?{ zoaJ$**Cm9`9z+|*ko>Z7L;>t=$%sJ#%*`>Hq-@#vdg_(8*?*sG>xU>o1e z`h)vP&Fx)u_X6qFhY=BXtaqc@sUZQL`yi4|oo*WpFe`m>a^YB(nYgHKE?b4NbOh1= z_H0jd;I+h-LD$9ma7V6}5v~XZhBxbIiya;2i-^IRz#D^bq^yj-xV9H`$P4TuJ1I<; zzI&O4?a%`OkYDqtJ$Yv>42UpQ4Dk5erz2a)h0>FbR*7}&G9TZlO?rc~Lbs(pPnV`z z>%XQ|erf0cT-jHPc+ID6jOH!}ilHV@QyPQeyN8(t2;Ir$)$%@dMbQ$9Qd`?|Nno21AL|Lzy>itsJKO^7T0zIZNfP`UBVBv zlpy9hd2atZWz%@Ax&}EOgr{2gnd%@u&I)TqztT2?MhVWe=jgTfC7<@FRInve!FT(D z=y}nZQ%xtRs8#mcKG!j@=8dE)$pyril-Na!Q04b7exMWro++}3mUuWR-ldLc=2s8D zOr$bXdps#Xr@@-)GRD5!nfuiOMiSf__^$*&;NR`S@|};2=9~LFA{Q1)TUYJ_-)o8W zLWO)5o!*-~++_*!7+Zy34pA}%>7;Rh`SugWBzAYCXrBK;FEFQ;P#mpu{h{bywCIg< z=E?oSKb&mju!X+3OyBV`1tCe^di#~9U#}770ryLbiG8}rJ9EYPO-aXcog8G1f1}2( z>G0`AJ3rP|m0P#xppsIK}kEA;>dv7TNhFpoz zf5C{q5A2rY7tdYch8NwD@c`><2zRlnQbM}}SMh7_#iV11v_qY5fb#^&<*RmRU!j;~ zl78Lfe}3rF3gYT=#~K!W6bt-l^?*EEVuRQ`G|Y!>3RL1YayCQD2}*I^WX& zOY3mQn*ZG5rrt+3_Pef;?B;Gyuw1CLIRbdwMM~N+dO`Txpl+qq=D?sJ8OB~VSsf!i zZ_gH)wugp4H04@jtL(a>u<}5hu|n=Rm=~#{O+6jZ>Nei{{p)h7T|Vl*tc>yX0CGC) z(0Uhy-=Y7-yV4MF7*s|d+i(KhQllx_lK4;tzmcWKo!F*cFVRf_B@j@MMJ#g9G>1IN z++lzmk!JN;y#kyj!zkY|N_(sU5L+q_~X(;IEtdBUi`S@SY)mdZk0h?Qi^r+__!gzzvIPgK{CoIt}&^)s|O z4<xlF2E3({N&PJe zp}ebu!};=;oQ|*27~je%N!!hvmi)!vA;|9C*&?&wdE4jdKnXXmL@JUXHgMXt}A!TO(dS3u|r=dhf0gr`Nw z(&p5|D5<_bc=S(58-T-Hd`Su*Q(G4OW_TK1{2fIfm%~;?uyel4@P;ADR)U6(M^K9b z1F4|A%O*`73cy+zAX(5n#QT)mS;J17mu3`;B)cMe{uS^&h!#Iy8SqF z9zbFCGsX4t^N9QsEf=}x-VZqs^^#@w9Q1V5Y(Zv>YP6{l;1KE6a*gnJ(d+k!Z{+Nd zmCGXA(H(Vq)>Y{%?4r`sVo#R+r0>LB4SIb^|1J4!C&Z8X58_+^F#3--alwCYEUah? zK5}mJi;~?#_CO{Cc06ZIR3(wX2X3K-&Y*Z_&*@A5F6_?L)EK~Cbsw$XU7H^ZJOiK9 zMkEyB1KeHn1YbtHps`bLa7!SP$Xff;Em;n|C*RTKAFjkgJ+XJ^u!~!oo!&IF`yDCYP!zo4IGet{DT7e z?h|<|HHHR^{!Oj=KvHF2DTC-~6o)pGoNMMQUTP$~SRcYPxL;;PtcLq6UBu_4l|ltz zPaJU>#6q-)hAHBq)gtOH?7@CEoeA_~+3M)B{UD-)a*^2D5K!#8jzYpbwGr;FE$};y zx<>jf4OC#~H5HpfU{;|$-X|bz*is78F!}9fF#*;m_T1=`Jki?8`O%N>D3x1 zwCg>w%xvERRFwaC?J5kM{0!_smz>5-4!G|>&2A(u!_fwVDJi(W_A`6bmetURDLbpF zeO6xDYUIvf`viwPa8y178^<#>Aity=PPk4Wrt(oS(O99}&`pZF4X0~2ohp8pmi6i%P_SL5j zk1x5!G6 zb5(?Tbr-Pm*SE{F6>)6@L*-I&nd0lCiw-c?Qhd<-#p~R=ry+fa?A&;NlutauROK>V z-|34pG2`=Z6+S!Wx4Qx|?wE|J!s59U`?yvPB1<5>&H<4Xy0Isam8U3yo}{*xGrDzG zV*oZ-7$`XX4{p#_lm=-Ja?HDkp1QHY32B(_4{=5?ONA}55;JT@$HEF9_` zA;K>B^)Gqz|BpCvbx}Yhlh5f+PYr}~%_~04>c;QF3-7|Xc{ZRt;&^~)!^w_bq^y6YRe}ES=_%XWCb*4p%XhCKY zMJ1jt2CKonuGkHHNe6j&k1k8i<_+)5mCriSYqIMU%^3Y`3<6++AXi#qqUAh-=BkII zrVeD*KbubKh+}>`DJ;t7Wz<4-PG{54tUk)X6}x+jd;3oR@Zy<+S`4C? z?sE0o!mUcpcbgEE`JzPv{XJf6D-~ky$KD!o{DDzSmsCJ&Otc|r`tmgD(P8wC$Pj4F z3ps;VtDu??Q==eXdGJOOdJxF74_C>wA4nCE!w9lfjePQQu0bR`X4eJ#Z zCZocNl4%4Y?1Skrpe>MG|Fq3-S7F^4#}UJcAv-Q05Qm1PWb@`N?_M&=M>;AS0jS0m z1}@XbZc_NP&Q)R?^J6$cjz4vCIR_tmY;}yRMr-4$QE@o$f+rMi++o| zcUXIm0aPntSh|d;C_0F`e;;sRVj~lcae;k>`Taa8#6kE)YscLgHj6Z(weZT-j>mycmf!WV1@hC z)@NtQuP=@j+Ts0tc*|@9jITtvHz;5~`TxQR%eFhe4^w0_>4}99OXC8-DT%rH1eqkxPB=u$ zIe4%*m z`G{wnqJNE(LDxf0b?&~x@SlwKPumq38M#jr^cpyoloth6_y+=)Wmm@Ms7HRm#2abX z6|B2`Qd)}Ml#zrjuuD}P+w&i8GSmKOyGd(W(N5&%a^>PhXEP~DU*%s4YzHg-&lic>C{$SuXSFexxYi+P!+VLnO)T#jF$E0BY-H7XjneD{u3YwpYdER^baj zAW+nw{5JU_;+3@tzf#`k*~l}Zs8%;bA;(*rOGFqJ#0zIPtkGG-T6)Ixr)FS4{Tcn| z1*IIDMd4e-IsWjWu%LyhrJ`f};To;;Tuy=S`)sE9v)1#a~(&#m< zuXJ-QHX)0yRdG9P*XgI)Hgt(dogFq>aV8ND!=&8hXQfR_B zvtvAHwcNEL?khh5bdCJ3w1SWnSAD{eUaT?>Rc(4s39=z`gF}s)? zAJ+}1gNd;I^_$B=)s8W{n)0L5#JqEROo1kFIZa{LOWfETVNZt8+BC zsX!!Vk!tXX4`5=*csX>>(HZI{n~5S`_~Gt;vCdpF%RMnY`v$OX$A8Pe)habrMiV#a zbryqMbVm)2%EV*E^>YA<(-46a7gs_0^D>R$S$xjjZ&&x+5~CmN$KU)2?DbtwI3#dI zIpD}|k}BrS2BDTIVnNYxf|SiILC)vD^nNX=^WM7j;3Dd{c&eJ^~t*ZRIc{9qQ# zapv0ljH7b6e_bsJ%K7|VM)JK02ANQQ6(}zl6zAyWDm{ikfxK!%y{EJsqX1zGp;6%@ z6)qZ1IzMYc4;rQm-lSLYIuXGT3=BCF`nfIXuoCaRuDWqEAyAv7f{g3v#C$t|tJ@h( z_b0Np;@OC3t`)x5(VP&+p8uojC?Imp<6%lK`6g$I?6o5FSJ%E7Ez!59v{L|6&(W=i z$FpT`Fh^C=A^P}w%d+18JrIG_#$$$cG^897Qmj!=g`b&a#0#UJE+ZnBj@vaV_l#hf z4QgB3SffdPjesY2z5Jp&c78CzbQRXieiYN3vD7&1l3&a9kOInEkm#YWJl|S@>hwUcDLp(fd7B_C$M_D)dx--oD3Sb?&ie z>e8sMAmoIZ|Dz$gt$^&Htt5w;uPnqd1^(u6ph?-3o>@{-oLvR6$sN(FmJ_IbA7g=x z(#336oJ@u?4~-T z1B9Fv1LMx!qj~xd6fRX`)y-<_oCGY|=9@Dw^`2HLCblq;QKn=f;Bqeqw{IztB6w#( zXS?nZV^HWC_Fp>vBsh%UcH6azJgYC^Xfk;#)c&sr)gG^h)KdH}Mf+k63a6}0pH~@( z*PD!m*M}+`?8~_ZF*_Ll=1||RPY|lKzFFdQY--iQiDJ582+%$mLBiPp!23<7*2K$!j#=Dk9le2 zE8gI1N_}*=A%XsFE5ZS`v^P=rRT0AH=PyQ!g~uh6+wjhtQ*bzT{O_3-2C6K!IEN

e=+ld%gcvJUtE_M*8*Xh1@FI*`p%*hR6mhA8a~Nbu?z7!-0C?m-F6jEo40j$ZTX~;*iurT_h#^Hz}v z)2fOHv6^lb;_}wwuW`f~%|}^i!_cb^q1}Kbo-Vb_CZ?Im+3`Gdk|AF**p?p%nKKI5 z1zEB+e;fo^7Rco1v1|S?!S=|gl!1T-Eup^fVeJl{Mn*jS+=N#7c z5IV11X zgn`Ue2tz<shN$=N99l^99XxwnQATuI0=!X1?u#YZol}P9uRQCrP{lhw zZY>I%AqG*9ghNDi#8S$J>NG~6D-cByXz_Ct$Tk1m(Bf3LyE{jmolLoYv4a_C?)I6= zD;$ntF+<*GHq;d@wt9}JLHQoVo`lEp#FodfA;`J5QQE`C=;JLQl_x4Kkxw+Wo!UIu zXtpm?;#a><&guCHhQw7$>B#j!NkCIuNXr5WCEzT+zXL1(+n}(Qn0u8V-1Bgjt=g1z zG`zfaA>I>(WOh|GI%Q7-iF(xDkaF6>+gXvDcsR%U<}wVUu_+cWL4OiJGV zQPEw`kK0!=9rM8NuVm8NOV^S|vhT7?#iU!c5FL(_!Is}bydL9&>p=JPZ&N;>_U-uC zCu;JYO&W-}i8g{e*x6<1w{lT5Qr?$qgcr&)&|5oO1@bs7y9xq+Z6~0W`HlCo`%>R( zj&9cH+_Jo-rS{iRi|)r5xoG~wVWk@5Ff{&FI~3Htk*rjNmfC(c)-*F=?}lsuV|ntj z*m-g9$^P{$$HU(a z0`ZR`bN&+{lyueQn=nK9r^aXcgNFcRW5c zbO&_m>jOt6r~jBf77#rw12c+xt7B0sX>=QUlRzZf!m&Hzb}zc{CKF)41%+lf-VP41IO<8KA>b z=i)wCwvT_V>sz$vxJFtd9)D(V6}=)YA^}^dA;-k2@)nCX-|@|HzF+E}z4K`2`97YuwTF?iPELOsENcJd&J+NqjA4gOz16W^=){@qE-iDz`h>!+t2axUw06l#McuM z>0@t@tkcXJeuW$lIjD}iQi|Tp=XD?^R_}_cEoC6e#u^3pdhCcAAAa$E1w89dN9%@r zS?xy3oOM}E`sHiF_|HG(rKn`SmAKq}Uy~f^1Uy1YvmkjQS~}t++(S)e7xO?dsjab} zyVUPO{dFN75142qYJa8asblu_g=Qi56I3_YO*t^_cm=KKk3>d$Ng5CO^Hsr0&OQ z+8K6TSAd$F*|~Dbzt_fiZrwaFP$7edILt1%>u!n}IJfbgw9NgJqn&O1w5@4659m61 z@slgEmQ#}RbR~D&_xss1?f>TEr8j?nr|TtzAZ%rn?jfGdyx}kl0fJjT4m2i{WdWzN zzDxO)^}5Ka><5SFe__YZLKb_`pI2EWf*-6OQcgR2_!x!GJSsJl)&lH`bEpox<)Sp* zt=la$jlnL{P)Xmd&qUWG8X}bsKbn80>0qyXCOq*6F0Ce>qsH`&RX-X2BsY?jM325q z6dhSgA71&s`FH&V_g@Alj{PzL^U#4b&RXCjit2J5t5@gajPMKCxlkjK5OQi#OfI^& zIBYEB0ph08av-HjIUUP)Dh)^{Ars(adX?w@`Rn%JgEgy($g|kW-4;alv9MS-qw0!?LkRkkfep|Te>>S)C;hdyazpN z7v+kTb`LaQ z0LLYLop86y2F-P-LwQ^*RabnuX`5uE<7hCUsAFBwCV|A8tXC{^`d)woM-lr|P8r)K zFsu@`|CcGw78w*#*%~8fwlCqJ!&tW$Tg#9XI?Sg<+9<7!GNdMlPho@7ssp<`-5Ozb zWAD)a)EP^X)XkiXh5yhKanFJzw7FWNn|X3aJ{tD#gX=uth3TOC zXhBXKLfDwD;bwG>V@220Q-+_No{gjB132~Csip8rs<(uX3fGq8zoX|zhc)K6;?BJZk2$;N95p2m&X(<@lrH z5OL>N{iiy&IFOuf;-fF>49b%RIzVo8_fh9NPZ10;AGgXcqjNYHm37>Q(fu!NGK_Q< zk%b9_f-3JVW0+T@7GFxOW=sV0{!b=8-b~Wai|e1aGv7is6SZhhlt`%TXb&!}E3|JC zl$0TVYCM}s4xIKenE2Xl?PYw#-)4>f+qgKryCNGh*Lm9`yLl;fL^f%|bEV2Z3>UI> zL1K>bJ&sAtgkHD5ugHZhwVN+PF2;ZYNB`+M1wQ0^n}{GkBF^G81n-W)nAD0m#Zjss z6m-TIpB}>yERCrpeG8|Y8(tn-MUK{8v&sHhc&Zmq_xEomy2)JX%vM=-ceE|$PdT~^ zGmcGEW4jgyCPq91Kw)cyO}4amW`*^o^k*Lo3+WnMd6w6SeJH@DAV4i6JYKcpRB>*d z1wU-x#h7Z@?V}AHp@K01Qpa0-nPBIHI{0^naRxzP5!V^RIqYfRk|4yZFzzbH!mXH? z702knC?O4DJI0}1W?S$P7p-41kiwBB_hnNLJE-tU;`7YppcX^&n?%F&c$Bmu0A<(;+9tgT%<5nNL7B z=(2KHHgNW|6J^|sw*Tjzvm^U!w~5Da`S%5#io!R5U75H4Y8z6zi{B$(V$*?|$v_9uQ+gU(?+=ek`GAA4@kXox9ynk4qc?*2=Zv+(W`vZ z@=Dr7(t#BZR@8LpC{E!08$1}PD_$VLSA4azPuu@Ks~uFZ8Q440M0k4K*=YIpA&o`^ z;?r2$xQUN5PmNaHvF`ER31O{`^ zU#JJ-V%ilQo_4h4I*Cv9+TYau9{J|{DkxSjio);)(~(5Ab3u_@>lgDsXBzF+j|uK< zLDTdc!$bnpc{e-gU-A#Li}4HP7x^6#PrlaagAM17WH+l60^J8o2>1zdOdX%x2W!`5 zwHtb9ifHU+IjZnSPNTGpW6|mo{Dj#0AxhUeru1`A(vZREx1o|5^@BBuN43DU5126D zRey(4$mFQY2nDLcrCe;smAD${#_B5>AN8>9zkOnnqVBqt7XH$J(r1ZKmxTsvtU z(LL$7hkMORRte`SQCbA~HXF4hJu{>2EzI;2`aV!1-gdy|$0~Q07<-TJ^46P5TFB*e zB+|k?H^kRqLfb&PrTVMaLJL9+n{PoVk{9Xm^v|?Q0Xz%g&So4fNZcD0&|BeGzWNJk zKuI+8dD=-l9Z-hz3?T<@61LE=eiu6OL!>t4kP7lUZbbY)bwD@@Ab>@z;P^9(ZZDci zH^h?oskG%ERqL+WlSgiA$`VM%YMZ78uDtL-1M-osCon(^PZrNg0`sN-jSB zWlA~!p@>ew(M#b~2xf08Yyo%~{lK?z#GrH(b?yB5^C2U_Irj|mPqBmM%oJ3 zgg&+?vLuXzFT#Ou`WoEetmDd^!!(%zRA2=d^D7k2i}5mj#Pa2Ksjom*RG9XfP(NnbTf2#WnAg=kZ^{6;I^eZU`^p%m zRF<$B$dg=Jjre<9-3{GDmyRr8mu6d%`xcqMqc3ML3^%-<`JeF(u)|$B~{;Zgf-G2Dt zN&4`ns7WGA$2Ni7ZK~6cEd5uW8%`38NJFVV!(N8N?E89q9R5_l6-(2^woE(wmLHR}Bt_&ewEj7rD$Yy4E%HuFjjCDBZ zRlERU<@_B)XqKfeR`_AUy?#d72mSkGMVsZ zrK02#dff#XH6rlvEtkasQyN23$)$d-1tUBCTIwuu$H})GcQIxOTC%-{?40Ww_d5Wq zI-5NL$lPO z8FYBH`od8vaEcbGvV1T%FZh>XC77JP-HiXq1Dmxg87UY}tP&n83@NP6`tmNpPaP#9 z>3#3&%Ix;SQ5Z|t@N!~`XFA89M406|(M>2b<$gBN8{L2(2e;??U{tOb*D80Dm7)a_ z)wY@ZSg}xbh!Z?SZz&vQZ(J?vo1ZlwibmwN)F-oM8N=DNH(&Uuh7$CyHPJQ8u^GYPL_;qkyJZ@EZKXBAQsh~N1FY$NersJemS zz3h{vS^!MlFp(MJdz&ijY4JhZU0vofrjHZEs(aLJ{@tv<@t3!+JUhR-Ik&pF& z$t7Pjg&BNdlQ{pKQ)TXHrY&X9Q2a8P5Hi}nymxtEoJmE(kWgK@QPFzm+N*{lR5|6P zz*{#QKMTzeF8^0ZIs+KZ20TZH?xH`E4s-`hEG&gf7a`6}VHrd{5HkfgxNS<3}&E&}O{_79JLMlsQ zRYi2%Xo`Khf?z!JF5-K7*4^jDE1ocdi-zuWu^32L^ejoU-T0*5DJTU6yVI=bbOb|; z(S)Aa;4=U0bzt3qvI?+re4Mo_`UgB!H!3>crIk-&1M6JUTK<;sZqFN!DO%*DxaDz3 z90cElej6QFy1a&67Wi2N);CADbA$qsB1Qp>VG??G`sM1$B9ald6?zM@WzDR_S;qf|cAvDbKBm@ff|7U0Ozw;$HC@mHA#h1GupShy zzOPLpjm)M!nQGqIPH99#+xnM)?cnOIUID-;wEdbGz&HTIS{yLTArDH+uBAlDZWGx$ zaA;J>G+shDO5FGn%cUr&n94zpZao@tl*bH=<)@55ceees`lnSLlXyA5CyL9i%EOhY zd`ZRPIrUN;0{NEH7@Vf1BgaYip~&T2#-!~+&&FP+t3^hb@rXI8;O0$$9k2IntNn$5 z5lGqU(tw+H%(;C>!zbhIk~8A4&}@@Gu$aWxoYhda#cg6CjsuU}eYbw`zf-c^td=yE zJ2S3rC0sig9C0(k9yhGFltGcfl940<@oavRpn>BnVN!!0$3e=1-Q-gcGZx&{>L zr_D*TT9eC8;PsktEdtuE0C~Bw@QJZc_|}b;mAuAMTNg@5F-PIoXbuu;)P9hcG*6SH zXzugAxVg!w^Ub%Trf+8XrWCckH;6-RTPqhk-gL&kTVLJle=jNXAPK6;mz~m+0FFn4G{%?>ftr=P<^1nix$>eyL<>>z*I;ZC2W^j;n>f3M|OR`EIe+Y9cU@KtjrVKV=mQ#I1l;_sXrN=d6V(1MV*Fktzp)O^ zzhc5kM5c0_t3-fK&hVgNfAEOgsNXE&I?dPrb5XE5ndlO3@wAFWyg5EfConikoc(jf z)`^j#|2=@iD3_jkvy#KufjTXwhWOsZ@4uDkMd*YW(Oi#e@CW*nU8t%mng`b|qBXea zNS%BtNZZRUGSplbi55Mmx<81`z)XL>*Tr!$i^9qhfKv=ep)*>@KC_o7N@&hamk3H| zm$pZk&5k`3_}5xyfp+AJebw^ldYCwNe-t24{CK8u=KHBR!-F>g!iU7STpIaCg>WOV za|Wo2n5OK#=Ws19Q&jwMMZjag<|COynwQv5AM!13^rc3Rsd31I^gL z6O<~`jPiMsMnz{aAq3u2@|%l|#h8jkF1`ENKnOw+S8vj6nAy<5+a0A|VpO29(6dG_ z7I521(Nn?X=*@sA*5YQb!iSz{+U zrr;OE_lz=cnUC1JXN_y&j!%FIsd_GjDndyYT(gy>4E}++az6+h;JEOYdOSt_3_>}alEil-3 zkXw+;D;TAD0}s0w4XI;ff{Ndi{_Y8e63}5dbWZ2wqJkIruJlhpc(1Gfb62Z6gyX(* z{+KWLNEUIP&Xb6(urS8c?TyJB9&@0NpEsAA=|PdLB6l7IGs8Cj2Yem-yLH@;kxC-S zdpD7I66+__4{xB!eiO#}l|Vv{1vsqOKX7uQn(!L$swBQ#w(YL~xz4aC2R@!>-2{lv zd|C|370JX1OUy4Ki}zzGGB%f8IYRd6HH^mQt17~kJ^^M2ZIkfaR$!?_K=cepO$0^4 z{vpgkmfy_!+Xl;B6uSD=mRec0#=;IydP_8?o*-3Ej(H-axZIXj0PJPL+xYsUxgf_b zfE7y`HC^hj!cEz@p}Ci%qI)&;k(gps$UOKY*@&qaU$+cCwIHQe&SgcDbxWR~}od6QP%HsqGiF zG%~W;W^K7Hh3<(C^D#cqbQqZd^=4148G5N7j)i!%>rp2xyUE;oj3pX;(~RxKxkWrr zhiixg`Yx1kDtD+N8V}7a%GfwKVW@KH42XH88vWo%Jqmfk)hGO3ogjAnRL}t();LT3 zWaR5~D4{y?v6H{=`5pwo3cyE2*cnUSWa2ph49uw;wEyWYbiTK};KbVs4U?3`TNQj9 zKK!EG%z%6l6UQRns2t)HnS-*U_u-JU>gO(+z2L^5KA=i2XbMJF75(F9{G_@8)8f#! zOy-O%!J4wayB2}y3f?=D)V1C+L@FGoNIgL;WQsa)5Dt%MtNN#kuT(zrRWza6QA=AA7R-C*f9N2yq<`@|@#zC+I~&g}*T;S&=j%|A4h{-dHjQZ<+@ z=%JN zZ=Vy%E3-$-l1F)Kg!P4 z36P1fcBKkiOnfruZ{=5YrB_I7Hgtgko-J)nR1#Xl!wUDR+~f0Ny-!DcYB&-q@3mxR zFLP@L5N!mhfffCF>O|x^C9){Us_ptglK7pgl~xHA$*bBl56l=Kj60qR&Zd3N(AYm1 z-)uof3_v#jDPh6Ovw36;%}NP2qZG>3r?z z2cU~)^M{51z0u?rA9j|?n#)-xjdxt;nL+MfGuL7gp)qiLi-{t%OvPCAsF2U>m#7C{ zxq)FoC+NRnKp*Y_Gg& zWu`5~AQ<3UDT0+l5L%jgGe6VZBwc2q(&a9vObtW`w9w9+*psp)1g*JC$i@a1AXL4H zX!G43ODsy4AhIz+5&~qBdo$%NZ^{uo>`&v}s?U8Kopt7?q;IK#=F{-14 z0vpC(z}2A4ud$aAeZ7$mG@4&K0f-70z@8Xs&*$+$l~EG-4K;lb5g;_Gth^R_oLC>I z(;@S>vhJQye*k>bG20#3n!YCd^yD?^TE7PjiFmBjO2|yYpg|#oaRxv0bX`aPak~OQ zjvEd|l>RnBbiJ^e(r77$AubfzUQ_o{*P&c1`m<^7)=za1R`GKrXTLD7$6MNgm6BU) zW?-b8KMA_8{kkPqfIu$-?|HyX-qX;ZS>!bjr2d%piZgO6Q*{{BT8)fsh63kmg)=kilTKrnc7Cyt4jmgV*DOl8x&i-zz)PRPT-z| zdm-#7`2BSArQH)DhpPC-dn)R?wixX3fGEVWFKpzVMh$}h_p)yN@GrKG>~&1Q# zV@Cdd6MLDZpX)6aPa>MToSV^p)ypvi&IgN=YA>`=ZMRF)9FgeL;p+J2#OqK~IaB)T zjq5baAOc)yRxzLH^ZoOfNr4AMVd!Q*Tqbp%VF&j{uKyAkRSH*Li=*Q8v|NfeI`3@_ z$^T0I)+(z_8$ZFSjQ+uD14q|ATU+Z^W@Xd4Q@di7D|Ckf^A0mJO7OwzsyCB0{@N49i_>8k(2kwNZ7y^^En2tJGdHwC&ji zqtoycdx%Uq-0G$d@1x@Xq|+fTS5ti?lzjhk5nYPe<;!>8=wH?~|ERm};ZB_Ta9Tw@ z=N~_9)S4D{E84{d|7w$IO!L@nzy&gZx}!KEM6mC@>uLam5R$pLp7K8~+q|-gm+N3L zF39}R&x0S{-B9R0CX-CC*x8HmUbLJIfKqeSX7k$0>tv`QQ0gqif7`~V#?u#9?zgDVw~SjbhPd8F@<&LZ0GXx0?fA z*DP2z!luwfyrHSlr7e2lY80v2Jaf_5n1!;H`l*Q%pr2&2{EmVtP*o1ygyJ8);B1D^ z33-wNv>OSyG_RB`O;(mKRbdnfa@z9%!El?T%Ak@*IxO4V6uFS!Wi~`(9^G7*`CHJ0 z%OV27|LtSpPg-Fv^rq#_WTFVmI?t7aZk$UoWRdC|KI%>jsh%kS%PmG9TgS{(j4Fqs zZlIF!d6~kVto?(Hle_ax!bNDJrigDQri2O$sB`m+IxI(p*sIKKqyyXQQtF!|Gb1g( zm9%Gl{a+1Kd=l4(nJWKLTN?r zl_{x^(}PCY4!GpC7wm)|=dDD?%6Zd!Co5g#-2NV)DmdnSCs4=U(Qg$8W%|YD=*a1l zL#Ogc6QDa(`ye8@QhcDYhFP zPJC^Q{6%MnIb~-vb|#1umAqU4{%3^fsyf~;vt7|AdB)igPbi(|-kt6_5wgMxF7gl;5-6;fmL|q;A$m5}XDv>zI#zF;G}4EgGGUwxwH|pF@GqB{MMbY@j^Nz=4UoW3 z7ye`8l9o6ghHC*ocQ$`6S3s4SiA#>@W!EpQAuF_#YrSEYZ<|!b=f4)Rp|aKAK{3si zHQ2uRSk za2SDt=q1Tvgr3pF|Bj1OHFHPwQn@O(D10t>P4mc$cwqz&6}~zV2pGAd>sKvPefM%e z$hvs<+fjZ%9Exb==5*iw8q&=zL%|E9i`)&T1en#bF;s78X~lih)}HCy<4xM!N5`LZ zaIUa;MCGL24onB{7~uY@kI6oni(YANW6A6=_m~lYm?Cvfbn4!>>X%cF&{kTLD)~xg zxtLO0ybI;fQ9_P}PZ^Bsgn#-*o|JKnpLwT6-g=8YqoB(bT6rx;Tc<=k z|C5N|PpVgBzihE3SE`*3L3ly)3wGh|bvMufAiU^yLA_WA)8RC+x^b=GBdT zjnd2Xq4wR>`WpTU=T}UbTdIM_f&Jvsp@oAG#b_K9Omnu*%yor| zIaQfi7n!g0p0@S}-$fA7M@97c_FmKRN^tHsu3byxtN=*~fk!2e@*pun&fFA)xt}

JUz0PFxWR;baxxki#~Ol$*JZPsM+zxAId4W{%L$ zkElw^JnI$R#K+GosNdVDR^k)8IucpNP{vi&_k9w=29L!k>*mblL2XipvQOYAK*Pvd z&{-YEh&)ct7p>&VK|Qz#C7 zkA;@JW?A1Bbpu~s8`1uoA&x2&eB8Jv{AlE72Dm0yV`%a7+Zkp8bK2G*YhTq()v&X8 zDpOlIsClkj;1itI<^L*Eb-6ybV+WoY`xZv-v8ppy@~2}3rs(6;@ijJ;1wB=HmrR^> zNlf2`i%i7rOrt3lc4Z(}c4@$OGk6MkuqsV`{#v-c{mZ<9Y-@Kn6=^%WQdS8+A7#h*xWCex3% zo^_Celxy193^n!xEZ{f>#f8YvW{Q``LQMm_6+2uxO}d!CUT&$4yRL1VtUuL~kv#Cd zb6<+Jv@H172S^+?x(WT$?-A&&dO_F>JWcTAHP6%8qd+pFp$2E}2%Q9IIIr68$fS5u zM+CRmAy?*l69-wIzEv_bY-^=k3)|D|@DRWFS*Z~niG^Et1?MWjX#D+eC}V&W|9-<-YU zOKZW4>?9h)A*n`}N-eUmFfeh-OQ6wG8x?g!G5IDcI|w(MeHxNvo%pR{5h)t|6kld6t%stza|YRQYMO31OFSV}| zTC#lD)1GJpXp1Bvr^_*)bL`M^a72=9*Q~UT`j~!Ct@YWm%z?Oktl)uWwa?6^U9hU| zDDMCUK*puV0VA)c`}3=y5D&%ijm!Ck?Zc}kaD!^!%VQBRMiJDou@RHRU|F`@>VVdE z3}-R4dJR>?Y=I7T`gx|*k|Tn#y>ag|{=%^ny%u6fk zpn;D5;UuzpxMTPKDTO!c$p|M>qnVA{>qq{EG4P$0+xq!n$?bP+s-Z7`+vRFjUAdRe zQobTb2mM6W7bLC)+l3tbw*|RUxPC~_Tyf3M@G2zc_-Lf_;47>z*VO_o=R6`AUk4~F zz-yvd(RFw>jKpo0QG~m|ZVCKi=Zata?b>dCd0v1aI#==B!i;C4zX;Cz5~>bHZB$>_ zQEYHheRUZJ-m=xumtgH=OmuRXx71Z`Pk<`B@Ge=To26#B9g{UR*Kc+*&9p}x?Lk~C z^!uZRdO*7>#TCy1KfW56b9mi0YvdxNNx~1zlw}TnzpE#Mu)`LEUa5dElh>r_f+M-D ziko#N=xh=7*cK6CQv20x6X&QET_|u(!^3rewX9(00mi>})#-@#HH3b%_zeK_wxY4h zfNFF~V`yYq8(L@Ly6M14KZ{w%1%6?S`yQ{j>n2l#nYwi* zYqHbPN*{gNJTMY4hB16#Oz1Tw!-`Ex*-Urw>H7iKBA`LJt}tJp{&T9|CC_9oD~1KS z*#EU`isrHv)ls|996Q|jSam_bLe0g;JuPz#{0J!SMGunIM42-gKRe9+_*0c#U2270?=yt{>9w{!=tG zPcT6J=k#qK+B2&o1zbswcxZgMM8w{|JTYE+ZOa^y+DLJs392%S$T8R@ZjguY4le@z z-xFMYPyKrPS{{7wyO7v~+^1&(YruS0X z0GJ{BPG}M<_>o|G~97bxW`u?)jV7o6Cd$-K2|8-YM52Up> zxU4LAqrnZU%j^02LIifI1CJBp_7OXHW+|&esaE-veTz_ZI+6)(>Ge5hM5;L!ZtCF3 zBFw>-{X36H{{Luj^Kzc$Q%cRD11^B!c_CSkSANpoT7JT%RO?88y;;YTmsfXoW@Kf1 z`RE1c-L)Ky>wja!wm2!3_D|Rq*F(iNQ4wfA2+2Rm_5&+r~N=__Qtp^Mv{oc!>mw_NKUCshD?coK0 zWC7-;0MLl`dNw82*XB<<=+f$r$x_Db_{usAg+2Y!+?MhP2P|P)`fDaNnGC(P9VMEj z7EtLb0c-1yvctx7fCJ_H_TT^rNhEaog+xwNppkChnEwkY2}68Wj-PG_DBKM%lQ~95 zq#`>s3<1({5nk-oQ!-lD!~7#ebH2LD$A%%(8dKu-A=YKR-CeeqGZyvJwdl2=F?H&2 zMX9CZSNf$}bNg<^`Niu)B)O%3)4Gp#eWGhUkxZX`GU>YFO}Gqw67EN{?C=)0V(K(C z;05)w7iM<5g_)^pR6lALmolzP@Y8`gVxoy*i^{aJatcktu;;C_^7pg1?v9BWB)dH- zWc*OnkYe*`Rwa;CAhNyaVTM_HnH%J}DR<>|ze&4sSvBK#uM=l1Yo{ejHu3jOqdF=( zwhXyO5rP5WzQgqurf&!x#*rPVr_4Z?!FUA3FFy$(GR{`P^IFoa=h-W=7QeK0&ai2`gTZBu2C=#|jyMgQGp#OJpi99nx(j14;ha)VSF}4G5KN=pk+#98~inIQ`(@9EKgPX(SSPplsH>&$j=z z;&i?{r*Y{mG9x)Vv^E#Yt}O9bCGFw6B$`bDSoW0i%@PnUe&WRZ1FTK-TD+vqm!iue z?;rY3#$vBKv5wZ<0b&Sm_VGvzH_4^LGZW7#P69o(0(YyENM@sZQR3afJDwW#XJ`MkXOY0G00>a?z=|zoH|2Cm%Ecl1ChR z*(p}Yh0q%i=h7$ZC*eNejR8o}TF@3$LZfg|1zIN5z#dauS}3hWLa*DalnhvjLyE9U zd;4MiT*luh5PzkABk|wtj9W0t;>df}4R{O$7z+E@)TvzZWuLtW>U;#a>2}yZ$f$Z= z;-SwSb?1LdF0}Ng-3>`ydvWtSlNFNtRhsZYb`cPp;tAVt8cO40aoLj(j@T;! zbuu(*YDIu)((B5=YMoY>Ly$c8GsbtXn@%R6%H}NB`oJ4p;pUq#qK&DTBowVpIThCr zFrligJDFo$e;8*aZJIj+k@bZ0C${6`ZGOjSil zDIo|syCLu`4TBRk?wM^;R%_TmC+?c{%bc5(;;%R7ml!Xj9&}bB@yM0OV;{$d->N-H z<9^%()5kuE6o}lGXFvSQr>5?t88cbV4#els32afaTFk9wuzExcr#b)ZI7BozV zlDKUkS?rmzu7uqlN}E%mTGnHGPqXt|uc>^g|DLU>N=kRy4RO_FLFO>-T2PL)#L}BC z8>+9|^;C5aYP1NS`H?*EfjvZ;TBu021h2&~rmXJzj#Z0gdlQE)Ia3ewR9<;hE+okz z7r%QS)n7m+V%AJYJ-ecq?m`d1Sz2L3BFHNda56SDYzg@Fcia;p4{$lyJB-87aQ}^T zTEKA@cuk>2W$e)@&8#`^&+Joi0SaM25O$f0s#+_@M9zk?s>b|E(Z%79<}Z)|kcT@Q z9M?VU1QVr4EPFgMYR$V?bowtF!1VgGk3C{c9GlnE68x-JW@wo+*-%nwYr`)2QMR|i zGXIM42vJkMpLFi+9+_-r#XJe>c9k8VeYlLdq?n;JU1bA&XvXah)1PZ;Kx9I{ISAic&*4mEesg+v445-;LUf8nD>%T^_4E&Qlxqe+)A_Gi@jmfI z4aW}cf!reWM0TtEtXWOe-BADccN8Y@B*tCqf!8)Gu1fp?!RQf z?dAx*x(|<4c@l1{u|LiY=)CuCQR4MT7_pi(iTm6-7#;`)HMYma3Ac&WW-vQvEBX=_ z0r2miDC<@dsQys~329Z*j6^mFOVgju2JnCRhkYc%-VEGnKHNcV$@R_MI zF@{)Fy~PlRw`vp#B1#IlFtPc^P2T;H!|L4JIxEkP>O-!DMW{?% z=Pl9NnZg4Mmp>870T;3PA31g)F^1_BR}y41PDB552#zTr0p$7;Am?U0(8Auh z0I`B{UUFZ$S#r^glDMAh$#L-ll4GvgG4(3+i?JR<#Mhkz^hE0*`Hb3&0ZAoaL9H<}Xi+;`P83H{ zf|IHLasvKp`b&@)@a8m}>3;0EDTnQ|l6s79la&<2 zOU;h?Cw{Yc{j19vz5e_Lhb)uj-=Qh2HeRo)K*t7g1v1uy>U98 z)?G`_(F$pjUPmGT{;_anmbS8sl{3O9vRnOkNI)o#dFOrIP&-@rvU?v_@3rx5z%N@^^j{<9ME`dfmFUf29DcYUWTBL(_#SfxVi+ z64wDx1jAy8%zOI?=$WtN?&VTyb%82_U;#$zZ?W};&LDqJP=D85ruSO=tg-ppYDn#S z+RT$oYJSYrIM0YwMwn!m9&KeftY4O zTi!(C@o;u7GBl*_A6h>J2)pzVTF9%?uQrnWd=$Rd#d(u&hd|o>8rp(Z1ETdbtZhIG zsK3h!T6fOt@bLQ_Tsm47Li!F`Y9Yo1WOef|4HY-$E%+{WO?Y2n!yPw-#JE3FBc!-aNb(*p6H2QQf=KvR?mcU1qH%&{1 zj#PP$8zHSOB+E0#KAmm)FXaC>bt$&nvS=N(jJFsdDiSbkVH%?7#@LIPW{uGCgEw>c z>_jl4xQ{APZ{Ax;S&7($ADt?>`irOheNMH(SUuVE^&qS+kfOrwMobF}tU34cRA>wr z;z~%@1SE}soKlH7DAM$)9cVkTbzWc)0yI<==N12w0D*d<=e@=jGpM`~VWc|s=M`?B zc=F4xrFeHS0`j_q93@4BhO#h*i`WrHV7(k@OdN@$RlA+;!4mh?e61HB#RC7#5HW%Z zp&g}%FmqP5igb)QG&yZS9<(!Q2hs0E|OEpuns z_+;bL;z2OD8pjdfZw>%id=Xm+W}Kd)M0Er(&i^uF`NxpLfl1Ezby+KJ8rvCNMsN_` zuqE(o@RJ1wPz9T$3;d(Az~)oNOm#U0Sf-u9y@)qBt^XkM-Ph>-ayf!4>4vRth;1*J7#nMJ36?J*4w810TK%SYbAZDS#?A|acx_5 z-PX{@=I^vPOKz>+ptL4}M0}?D8K!luJdfN>){?i8W16aW?fB2+{<+gLp?o`$B^m**D}qC>N9YHHoD$ z_p@bv!E+#~ZaB9Rw{ssY>z}J=4g8YVuiaI|KyFf+i4NWcIGA_**x$t#G7!_g_kxJWfhN5>vRvY}+ad@o`{ZpnqSUn6W3W zOWy1=M*8bnKsU#MMyFyVf}CG}I?s;hvTT*1uLGR$HFD-eFU5r_fn-T2{17NMHM=Co z2>n|#PxdP4N>0@YAcm+EQk*Vb2J+yt*n|OOYnQYA^&*?3eqQBi$r&e)K3XLnK<0Ed>AH_9io%Y2yp)r zQ%~}Kp!@pI6*%8s3Leg2fp@|P@+J3J=l$exx1@Vw(e14N9AbjH2}N_%Ryyy!v*jTN zJ`^7paA*LwcloD${85nG0=XD?OQlLlL!eodJ=VLg!fe^HR>I{7Lw4UAR z7;OIvLzvdT9+*T`tKVA;WYj+}D~aL+hDyw~zCaZB$GO7J>aJa1VWrH?JE!1Mp+Z+} zivy=#=a#Z^?fQR|RWZK*G0tO?0$NZJlkd%%K=9ZC640sc3&)B1_UcQdnyBx!)aB-d zvnA~$B>6{c>MNEunnvr*F9V*cZ{MT!PRcVLXXur^3m-0BCcViUPGGUx?LhY;&&pWA zIg8Rggf$JRV#QHy4J<3_8E6~WTLT%h{CR+;S=Gj{1#NOHD>KATzBub~aAj#1DZy#A zw?(0T5r0~J z3|9o`l$qmUbqTR6 zOz8oIs8`|lf%tI`)0;XPMik~%O1Ma^kV`P}re_tjt7-p*k8uf39GfIj6-S_d)Cr-% z`7=41jYusC5f;IfJ))t)Eu4qX!Eb3>`@%4kd4$gQm6(Vt*cODf_H|!uDP0MDyaasQ z1bn^#0$x);?}P$0YI;AWdq2+&KR$%sO9S5TUoQhX4{y(xUq5?4Kc@eF>-XM4ZNRIL ze;`5q&?hmO`@(zh?zX@GJ6GXbYwyST=f`@$CqQsqX!NG5(cAeABA}{E1!Ruj23G(S3b{~jH=1{C09OAYmHK+ct6Fq**fjOA9~+9S8kwMKzwFMFa1ri z)<3(XKgFDbFo}u+ zJaw6YKVsu%CuU{i)MrvKc6GM))cw07X5xRm>NBaDy8zsrP0d|^yZz@Lfm<^6EU+wW ztiZ3S3JNkQI|EF=n!D;UDT_<$1K&$p+qs%MGfCPRyPAuen*z+tndHqKEM2XL**FCS zVgLEZJ=f^=S=E?9M8zQV*&y`AzWmtNWAvNW6N5F6Ytvi;)yYrrJUyu+I3b-~jPpW?p)PBd1y-!j312Q#7pOSc zUhmyeySVGSw+Ldy7Um5$iS0ckab1sdi8o3;u@6@!-`d!tR^C#_{crTvn8Yd3{^YkZ=9% zb=Wkdu_XxA2dKQ7s=vv9IEnM*kUfyy)4uPL!zxE}1m)kSB$vLNOH1ODsnRN!A(qg* zpoz2+{k^&NZK|uww&Eg^IFRjOp=b@X_R%-aq%wEw{o8?h#=52$Ixa|ct^!=?oLw5k z8%?xLbVc)*#+EJ3%IO0$`-SW!?yC8DMQh{rrrqFnBfQ$k2$ zhs`e|&0Bl>Odr`dOM{9pw=;CU=`79s+Av2s=VuM(oL}|czu50a%n&f(S41ycW{%*5 zs{sRJA-T_*{)w36wnd!ONCrsA(lEYB|G}AE^FElt(}};Oqm$#MrIX|)trJ<&R^ujj z-)#9waS!#g0|a(J6-*fB?)ut#aHoP)5udjrxuU|-J8Q2pT20QiJ=q2uHYzh35$eTm zpHC;^Th=JbTvD=h0)P2Q*w>>-Ds{hOE(MNZ%kD`X6_9~E1q;bmxnu-CX(6*X_Jd%$ zt%eybvCW;Amz{b}9_9-{%wOq?mC_7}7VMFOFqTV=ep*-ZVdnP#sq zy7yJ!b};EggYoFE3Mh)2wOQ(-k$lQI-OZ1S${v4neyI`f!vYvmLXV0|*KaLiw2$Sr zuvAaqj)ZQpvM=t8KFzaI&@BNPn!e{`mYA>6f7H2&jZK8g#JRU5BVfd2R;`pZD)DT% z%bTq$Ahcr}uz;*G%tIBs<%}6C|5_l5*-IPem8Y{@TTvJY8TgaBVQS{zMV0dPHMAN0 zZvIbJ_4A-y3siJCiw3A1L*jh)5}B6{W-Da=o_o9_`kZ|aZP&0Y*MgQKIYo;h0>`r! zyaroA#;+UmbYJ^kg$J~=2#{9u1w4yIBZct_D3)DG3x{yGz5(b|VHpK2dH~Fy(5_^P zP)1#B^##n!=h0TDFKvAr@`w!&7AZ|E(}&yx2O(;x!LiA`OnCl^)2+0Iqby6L&v0(Y zoFs%_d@_7h$s}l3U2t9&WGDCuyQ?q_7}PuMi301`1L0sc4S1O zhg6%2uYb23S>I}%Rb^McwttL#dSD)T=n<&yalob!d)w zkkrD1x&OF$opyd%?=5W&erOhqB-Fq)E+`>1ELmV~CSNqIoByOFJq%DCbJq9oX7F%N zw|$n)av-=h(d2n&et$yqC#ZkKd-K)%T|sI@dq!0n4BxT)t{pyg;`_-_zLnA|F}PgO zh6#xkT1?9GhKQj_JJ^_Mo722OBLyNmBxKz6#IIm^>4$qc>2S`t@v7Oy|b+v%yowQ>; z6ZRo@LGY!@AqTL29XH%8hM^FZz?SBUJ`WOcDid}n$y8Ck*@5qaTOI5VKNnTm36%7n}Q5q!f*N%kL!mmG%1`?GDvWB#ko8-7rHF4OcT%b9V_YMH}P~Qpo^Xf`5rTY zH!*dN&$KDq_ca%KuQx7;e`Z5woZQvu?2)7d_l{+TcfKrJbk`94D$ngG<0BPtvDl7yTMf9L`2%jJHukCK|I1?@?pIbU zHtk?7Y-Qn%uWkn@(or(^awKASbUE=PfM8!})Yod-8oL;dOxuqNViwDK2lx^Z zuBrU9v_-e0k$jw>djh#*bb|qo-LNfo)@1CaPyIYCc3Om^@A(PZrgjLe1ttMn z5AJ%uJS!H&(tcA}j@2S#*#bi`4azk`4AQCqF`k%$TL#4PhcxcrP{b!m*y>y_jqbPJ zfYU&D1EGD;%@&M_kdXc^ek%HsLO4GmSGU5&`bSrkd;MY%2fgvdLAfeICF094Nd1Z- zFLO=t$t8`ogWE?T^XhZ(Ve=X`1Zxc5GwQCDDew7=NR8UPjTRgSM`jd?R(wU3_9%xI@M`L*EJJQDw=fPP%T*fI=~%<+I+_~nL><+kZ-OSZh({`N4z z%&zA-!M4qD1|fgMiqSfu$sM>Pct4mckfz3nwd0APVO3qzcijdE{SdTt2$Iusn}a@mre z%oFS6HV88HeB$YqeQ}bnk$w_u8hne^*1ZLV?hmptgkB?Lq%^)Iqwl`o`s+_qBcfS( z1Of{FFZDUv7ns4;FB`2Jp*61ly_0S(&&0XBcI^+49?|I|qoG)y1WeP?ei^qLzmhK> z4h6`t4PtsyHQa*lc->d)y?T@-Z?aQm)S7)sn@_m;*JmMO6y;b%TE}E)Tjr16<(0-g zy5>?CE}cIsICKq}O6snw){g{q%Z;Hxd{Q`Xod?xpud{{>VhiW`GbrUP|rXfG4z26pbMBSJ9$e-3L?J0N08E}?A3dm*{#{@kdK@>iiZOt zl1jEI1BAMbn^wysy5+^44cJFO4*&Qu}yw@Y|y5VIESTyExb z(Y{^xW?*#B8v>3d5UGl#vX3WQD40wtjysP-i6-`x;|x=`afx^{d5*ZfI9^Gi5G3$8273NF?4M^p|Ml+x@4f|62bb85uS1)_? zYW-52SrQIgLO)b;Gd9x6|88Knvsil>YbemO2=V?-^ci_?U7w+im)n?x`aL1XPui-W z&Qn#UlWiu@8M1=shuzm7D@JU>S=SU=9w*lXMa;I@P4;<6!eOzphma-%o?8^>WKz+} z{RwLRgBnJPQ$Jb=g$oo(*b8{g>Ode-m&XeGE_SVLU01BYYkc7^XZ$|mhCfM+kSX=m$Ri~1Ai7x!RJ{?{TKFkgdS0}pUy-pHnO;)It zbUF7&QV#7JNSp*midQs{-O}vm$O`;Qllp14o-ex^kqpFuMBX?`7O6)MVJ7l0aCKkmu|mGT`eD@+^3f+pCSwAeuB)1Gg7|y zMFYwAB+DYTfApJJ^snQp za6XFOjXd*k>f|$DRN0YMbqc;*E?OKa<7Cc90r&DBbx$?QOKl-Zf+()LN~lUTFY%ye zi|Mg)sox}wNQHxfAvm?iec}o|VZMPuMmd|&8gZ6-2juA7W4)NB3u?^EjPsh$?*`$_ zxj3coFx(oR4bVaO(m8%(lzxy(g`EaP-y0`i!)l^~TVd%do9Rw=gtQccuKukbXmwY} zE76?Yg}$EQsJ5!z-rF9qxa`{lnKD&lb`)!E?OGwIO?T*pGingSxcHGpO`?lwr8nm{39P{qxbAwh!}k#t&Px618`irHi#1Oq83)rsgRJfI*pjemzEwz1?w~ zY)M=34gvEdpGs6KZZ{^G=`#xEA1R4G1Bhmk6J#n`{|o7~{E$GV<}%+SiK7`rSbwG$ z4Y#FR3byGAW6sUdJ>P2HY8PjjsdtF4K6=#w&UuRRdxe@N?0jRMny?g|)WJ$AgE32M z&MOCj{^6&?OiaCNZG!{eo?jj!=T0)}tGONuTV`ELh7+Wia++y74GMo{#hF%fHCdRH z&)eN8ZGq(6v`%uvOP4x@ePH0$sK0BCXWEb#y~gfV5O4k4Ry`NbBwu8sLB zVG1D}w%pk*Tv)T$D{Cveb?>B|nHzvVTXw{wJq1*qH5$1QSm}6nGNcI{GWEoAH_;u; z>oSoYcI)>DMKa=lOfC&HtrsO%FwBy8cVs)IXu)%w0WyLmXefgi;`T;mjG>3~pmA!v*ZJ*r`(iO9N@#7s!zk4Nz!Jr-u#6l+ickc_wuy@l?n^dYBy6moUjLrgLf2Wj8){iAbFi&>?pkZgs)$laoXwb71b+1WtC zt{N$7YY||-=JKyj(>p_#-m>cuOb;D7uW!f_c6?5|i75PX zJRGYr%U1Zy-9`0N?#*PAcJy5qi?_oOi&LnfnI%`4Cp<&EWJL*4`&{G9x|0N88VwW3 zoKdFtd+F@QEs#8;?m$KNnZ_!>xzcr)*m|)#fgsjECdU6B-K{WkRq4P)BjmR1O)4Krp|G5ql+`-_d_?TEvXHBoaM+)le2fuZq}604%=dqxgCLt6h$Sp>2aw}Wt#?qbnr}AdfxCx$7O~KVo6D8*z3)> z&7~l)Ql!MxE#n4#Jzku%^>CAvrXF(w>;nw`#G1tVk?SHzV@^*|X1ba#>QEY-t>I)no{S2Eh`A-G zN6xNA^lufVBDjRq@@0JL8?s#rCLEcKGX@#=fG~cVSM=PKjM|K&#Vv`JlKJ+xn)k%# z>;e;laSd(LD#TX_an-lsNb2nhZGt6dz>k>Qm+Duj^T*wic*N3519@F>k!WNFf8bP% zR)VSx?b5y$>oLAYhS|9v5Ff%_q_a7L14+JJkX*MKu z;s(fuc@B;nTMT{I4I+$Ig2*_6VL=dHdo1YC84r#WJ!je;rAWJAN7nDY7b(j#Da?a} zTWty~p}XbUXws|a3}op}x>@sS)iK5)lpRjCDwz3|P0e^V`J>e*@CQX2C@x$QJMDoo zRELm*OSanIZ4od|-?70*cptd09o#8x zE!{0OO`)qDWOv($V8>hbo|$|7rm9W2Rv8*7`0R&ah{IzmI@~VXV>|Big2z26T`Bd( z#K)3g()ZIJC=*E=HOy5l7~AA4=&7@17WPLh=FCMs7bNJ+ueN}$f9YT>boM3a)CJ9~ zc@dHeNq9-$6QDgMznY7e@JK`I&E_uB&Wo?{FoVq9ov~6V%Y5f3_6?zwg-XZCp{W$N zAeZJ%4utsgeG)#yk+wBGCD8In)wZdX*qCPvDh`rBjy!9MJ|5Z=5{68{0wE(PY|)CA z9$6R-iCh^X$Q-d%JT-&1=}TqG8jqSA*mB%zpTdDk^7nwtnW5XL4C>#3BpISB-zrAN z;m3GG{lTRm0N*gBqLHC3GQB|WAdrZmK!W4aHB;iGpo&P#h;K0&f*sQz!8u*A+a%1b zSfmT!1t1~9Aj)UHg@E+-gQ0*jKtf%BFJOXE>C>7(fWVNBKsaJVq^THbP@5#JV9k(S zd<)6z&=W%h%^u(kGgVNFD&ey+CSg#yr6$u+QM5u%K>5B9y0fDwtSgFq2+py&vzp+F zT7jYB450vhqG@%c#f{4IApQ_(Q6>hK5BuR=a8@>iX09|HNDXx)fvn&vf_VZ>S@zX= zK&Hd0x@{i+LAFiWbc_t$7_y7PE9$OJlBUdHW&tl5@-3NPlr{`De`LHvMlNDdk(^3i zqR8%8QKdIHw{G7zxEs2S3?_*@mefTVwS^YUm`Nr?_#QpqKCGdjm&7Knh&(u%atoTG zSOzKNWu{KcxL`R!Z%yJ8!n^^>99sKCN}{r1p_W3fPJB86l76-^UZ?`9aw-h45fAho zbs7RRVZ|yFLmU5*Y0X*lR(c700Gme-If2;CVXuT10u2qBA1y07j-f{!`yKO<0G@G$ z7E_?uB-}=Q5r(9sA%z=9x`h&uaU!!Dy8#^tdKV5?O>UhFMhw9sVo;#o1idQ^HxRL9 zt#E@1wU#&)o|7*q4Q3x$5amvkCxF9{9v6qs09rFdK$Q(5ArpqJltHQ6yrC@6;8JeP zgsxN#shGem_EyYI1Fcyg-?9U~7Ru>p8d!seopGm&yg;U7r6_T=$ zas@VzlP`>$y5GK~DqlDe8M)zl zZhfA3!y%lx&U~ZE=$`s~JE3?N>~P4)e0lT|^wQMhN~|!`G zIQ%?6-lhE~v4gQTCDLSd!Rsr%!$D$+<5`FHFQpv*aYKyx19`8I-%y45#+a`g4>W@15YsYf%maCFTqxJ?%V93EDmFoGHEvJ_{ zlM9cM{#%f#eVSvA3ic zZS3%v9fx1!hlky$t|S>Qqz&e%hAlQE+7;-l`hk`JngrCDxzF zDAehJ7{v2tEDO4xU5>rM?^6-O6*G@CEI zkTuF%)dRy?l?GV`+iHfwWy|Ju(uJHC_OUFzPXELZtK{)B|3+5CsZOCx2 zsz|w@o{;fK(kbCHdv7TI_8YgI#-V@Zana_b!)og0GPidufZE^YCN*+g{hD6CM=>>Z z6w;bSpgMCrp}L~dwObEG3x&$1v@ggBbIJi2CngvS&R`AP}Z*sF;GI*0#6rndTdd+)g8%R6% z^D_DilinJbZXaDkKE#+zJ~ej0LHyLh`eTpnnyp-}N|&RTx5Z~O9=?G4 zj3Vu9P3+eUlMmwn&yl-~AIO$r@QLaxg+ZWghT+Jt2edRYl4l$paC|@cD2oJI(77r* z>{igzhfdy|dw^vVTHJ{fSB(Wg=AyzDo(vfj4y&?7+ZJ!qz*tQBemxJJ#i_Nc^^!9< zBi1v6xyuh@5ev{*b~EVx(vLvxco9+%Fznyh)h!O{At2cMv#L><1!XlA<5l0vH)Umb zI-=;5u5=|P#%E@)Z*~!o=V9YpdArLs0>lnkAbXh@oufPeEEfyUCaT@~zDJbm&wLx` z3T(Pynp=#&8uK4Cpz_bho2$>&I zz_JH80Q5^1nKGz-Rp)4!LyIubF=kbs)V5$Z616{Q++viNs3shmbry z34t>Umr{c3zpOxW*I44Z9fyL}SE7vfZt5Nl*lKuwTD8&OH_#XK=amrGPnsWPBDq$V zkU+k^Zhc}44U7FO)tfXut0nq$)K?omxk=$fIcP6dHz&_XUy9LY2!OkR5jo9lYKCGf zW?qnFS2!j3ZB?^6Jl}mUnr}?&G>bp4g1f-oj!-T3y>{<@`exit0~I{+`PrN&^!uIG zPveLAR*;u2Mh8j^QLe)0(T|tBx)eeFO|2QIWC9}8;Q>&3t(i zpw2N&m5?BF<&mK5?!&h>xCChNUNDKOa z6E{99Z==F4q5dII{eIz)YFFYHgG0iqBo%OkoMZMoacVZ~ZYCRcJXfe<7KQhNtHisL zJuBVQdyZAf7LjsStn@rB;fC7OhztC_V3yO=Gi-9qCx|4sO?SV;c>|+M8M`w|c*)ZRclK?bP+d z!#{t_Rc3ij{Yn&is8dgQ;W$5?6!1)k&BdsscZzq4YbM?*3Wgk6^|>Sj87hyxop_l1 ze`Y!(*6PcbEZT&RspcVO$d`Q8>CYv>#&pv@gg@Y-W4w*v&B1JR7RCj<_Y<+eWy|bCq*p87g*JUf=BK;%_lK2pn)Hc0t9e&fFCH`=53M=g{1mg?i z9Elh5$zT!EV$H^ldWhqrfZHSzpuet zV`6`10J>ZOC`IxTGf z^(=z8d5{OeIr_YaEor7r_DuWLMSSiI&Eq;jk!pQ@HSby`Dlg3TENJ1#Lr%Fam#ik> zXw9$VC3tGa!}S+TcJ5`)IZSpzuR?36pVYI^gtnjLwpgD38!oB7UxyCQ&)juoAVZ`b zjkk0AdQa&HJm3*u@d*DDT7NYm*(8>Jrm?4xG#_JK4D|kZ;T3xkLAzTC!%Sakbte4l zCRv`lcT}0Rb%#L4Oz7z`&WU4<4><4Cc6h~l#YjgHEY(`2b**t!7!~f~e#8isGp^Q? zV48CHr8YnNE*J3`R}qt(gGbXOpV3D*zS+85ZI)m^@!Y!Rw~h5p&2O8X*ACv@@UEz@ z(0)M+5<7f=88Kui?{A%pr;+xr{?aEEGtWcPO@?UQP=2o*^+t$gM;ZW`&7OPVZEvHv zbGI>5cdIgSm(b>(-ACGaF8Zh4+H+=b^c?&==0XNAfyMm8d)LL5sC=`m$EWNK;xC*G`eGds{=QbGDK^n<1R6oMl@4xhDFw10sh_W(QJC1i8-fzM zO?uOZ0Oeng5e$d$?NeIy18Qj2`z4;aZE{kUBN4?;chNsfRxVp5xAmehPj}J@7=B!{ z_An^2SS2;0Zo7Mjnf69Pm(vm^3vHkmEl0m1q$; zoFievF#+$69&9?YqkM04 ze6uMB6ZoLgGcxfkhm|hvv`TA+b`8M3De{amwB|F2{c26Mf2Ln_>R{+C;#Gpg8f3PZ z-S<$%n4t9cmfiS3ncsd&K4F$S`k6ii_TDkmu)B56z8;2+ zicld}HQEr}CZTJglhLpYfCFuIV#ppWKq|5oKqkKoB>uw;9U<5wb(v7N#IS`I!l>(b z#|>f_w&N^(by>Nq|7Oq;8iXs^Z^w<0eJ^pL4)hubLJ(~Tjc{OCYdHsKpIOFhMa$8@ zqMpVkK8@*}I5A48<#S28udJ!Qr>GwJvT1mQfHqqM*Qd@l>)1LPM^X$1-g37`!MQIad}W{Uq}$lTdw)l%TIuo z=uR~G!MvrSu*4A8HWMqM%jb@d*Jt4G81Jp?ES#4){q{E(iMg87m#sQL=mhF zMCNuvKZC!klnl4!vQZ0ydCoS@Yfo$t8tDc?3ge<11?U%ALLmK=0+<(lQN15@dz}HJ zk^FWRD#DTAYdve8J1c5YEnNLW{Im;>z8h*u%kWDRK>LUiI-L<8P+i|Fy$;FUaAlwH z)X2IoCOhLtQPzXHAdtjt!`(wwdIoXi_u&J{9-N!eWbQFm?Zy;wM>b0taCMx$ipPJH zEuP*m{>>aa{q2lf;Bt^$Dr@WB2(<@L`Qn*|uzH(zc1M&HCC`nwn5e%=(ute))a-nJ zOU1#-(tTFo9iZCrN4=>%=g60GEg&GlY`vqJe;uVDdMoBJD26azEcWNDrcC9&hIw^@ zg3@>frp~a1T&;eDJr-acV%1f~2c8CDS`{{9+dg@2 z-bP;`GUH>JkOj5%pf^_!LtojMA#@_7$A$Z=wJ8}vQ2Cxvm@H~e`GVzIXKBD3789pF zs)scfx7=&5c4uVzgL7k3Xl8NsI{mrb1xtF1>1Ds!+UPk;yG+#7TJ~HMNoKL%3cY== zh4mx5t>)l-j#WyFXrnunYie#&zZa7KT#3vh+#tSySeVd9~!&DQR2qM>SRlv4LsbIUKSr@Z!YTVG&^Le?wmA1qq^Rw|z8 z;eSNzT*z55sTFBmsl*i(KhYnFS*?jw+H!5_PMV!V+E45=xPlY?@R&{&!zRhQkP&v| z5$)f~97sbh+}eGlc`}9--AWBYer&ojK(_YqZ*UJi+#8U#YF$~6o^&7fA6)%LZ6Tjj z$0XZ2O*0fS*wX3_j(LtuKZo6Qh$BE{q&<`GVmi zPt*Uhq0k3y#s`^N#Gnq}{c~;&V<7XD@wevkV^CP{cS(+JcH?he&pP> z=2P8)htU3D&p1u8y|kJNVVI=_Tec1cV+A#gS|^NJ2K1bNl1ZR@CsowvEe~8ETO=b9 zmvtpLM+I4Ed{{UkGVVw~qyVazB>kLNB_Kq38Se8Zk#zNs^k()@E#sjq)^#-*lFYjf|ySz|=oOFABNc?3YqvB#Nj&elG5P zFpt%NQQG$srtqiyoG`F#=3h%;yed&;g+}7~(l(_!V$C5o(HmedCa~=!8wt-h6AXq+ zMys3Ci`9Us$%%cejoRY|6?;peUQjV1dV`NgqK1`szW)>y{{zJSzfgO5{yivWRRBTE z$RIl&{=)(`m|x6)vXhXbSq7y~g?)TmBdiK1$RNt!zLGrMGFUQ`9LSCUGC-oxob5Ak_BDfVYP6Y%YL-TS@GK?O zzxb@$&**!{cj__L0Q|z6;P@3C#u+Dl(>Te&G2%@mGC1XlfLA-&PR-raPL?eD&?{=4 zhF^4#veK6<))H%pO9m6x05Mr<-MNe;pK9srR83Sbzo8-oYncL}DpbQ4wLQ=9`qx^Z zFI{^+#z(ks;;27$bggF7NR0N!>lfjy7~lVNsk#2UUhsdu)EwO0|Ni{x+wKZu|G0d| za9K5{$%sv_Ck|3TH)~xlUh7s$oJCl`E-<*;1|%HL3_zmim|1MOC~kGl+hqbWUu;Tx zJ6+o0G+oLvE8tRZtLeUb!HssLi`SQ*0D+RviLbMYC97X&KWG*Ent1 zN(;g*9+`f7`Y?68F27Scm%u`4TneojnOt*j`{~vEZn8(TY}AsEN`F{CnP`4x_NY90 z!|XwL%;}_cb#q|{HZ*qVYV2%2_u>9=U}KT^$C;l|)WEA|pqSz348|mjJZ9sEPR4La zZ%X2f+NVJ7sGSdAQb44G7NNkygk>YUPE1ntex4_%YFChn#)$HO>}-T3%uu@GPI~JY-6G1mI#pyf}xZwz1(;JziRIUeEreM-9 zCqs|LxT4cT8_#lHs=4XZ?OG+F0Dghqd;LGRXAX-293DiM>l36(YU6Qv@+3haDJF11m|{VgKVq!! ztay>j!^~uGaY%#^786jEmBL|d_KEW)$e<>n$NCeL*`oQ3^X3!szV0bvA2pGS&m6^z zjMBqgqkE9%6eumoiC zYuD`7IaM6gXA(tTwifgRGa~?eRdyShl^jnu9}C&;27PHiKEPx+(K7#2*zo*s!iJUm z-_#)b@d~zs%8S-=J48)p7`RqG{Twkj6*!{b^_jYu!M51g&^GPLk`FCkb^I2-1bu$I-@5S% zUOf2F>`w*vJJT`wdI@6u#^r8de02Q^J^RbtU{mtD7>y2$%r5BDsEjxJ3uGihDuSTa zcIiQx&uss0mim5qjjX<-urcw~T++ViGJYbylsel&^U;i4(738}#JDOF#3xpOle)r$ zzpZ`apxsZzAh$G~2u|_q#KM7LlLF6EYL6s7Z!(?sU+UuQ;V3-G_jI!^^6$Tx)~C)y zFJH|xt4p7)PMdi6%$Tk|SY&B+B@U5l%YHcghfB=)R}S?5tGMCd{`YA)$U2K?gdJ-I~~Zb7XG7KwozpKH5HOKY!ald@5FOA+E3fW5dVw51+n+MrMsb z`tfCbZR@p}yZv(1^-At2Z$@hyQ1xbzR#L50aA!zVVa%#8s5v-&f;{PZ`*>{K`0}y$ z+#k;xW(=?x}O>gtk!mE+Y7~%dak&3ZvC=AGc8FqKfh-8Ps@~; z?;Qp#d-RS_#@M%Van(-Pdp8Oo4f^m8U6?hD`{uMvjMrRbdg52`{y&txQE+1x>Ti2n4N~hH#2I z(Rd5_ZVn7JAI&9w-0}i{VKoREomifMSiVX}&7{;LzM6&zm)GQoa5D3hFs2)t#2YI0 zXQt){tlY%Dx)-zn!{Dry{6}@+6ocR$N(CZTNL~q|n%|_1p8}P@9qo}jU_w4be*z}$ z#S=*^w=xAYHQO#S5o1DvlteT=5xNLD9GQe+aGaVY2A2Agv9ntyBoV{Vq#}4|+|dlN zh)`*SlPp|ci1*(Wi|YrG$@TBPgNCT6^6m;9e-ZB>IAdTdPZ^zJJY#~ONy2N!C?j0X zS4R#EIyChVMV{Z{+BI{lgCi<6E+d0gU2t))@WTlQ2dIK@Bk&IilfXP7xgu1cd()gRuw8OAb*d!bVEvGSA+!icHtl%f~r^WVj~lEkUnwcHtfTFcpy%gfO>l5hU5wubYFCt!Se_y66NLA8 zTjQIwB5grzk9OFT^h>ysH96~bWxmxuB4{b3f$ODpTvBewxr2JmaAKC$?v@NNGAE@C zjq@t(lksoPl;~oAjZL>_9}nFTMp&{_i_o!`BO53F3E~!&R*7IzVYQ5nQq*3AO)Y9I z2UX2?lbaf+g2^_DA@cwt=NqBsrjwRa*@q7PNp7L(e<(4g8b#;l8NVKdhj8_EtHG|K zM&tE|*g9pJ;``n|`c?biUcmp>{2eRX|LoJry3s|9sA2z*V@I|r)^zwSSX6!~aP9P} zF(dgI=-shUvC z^G0Em>+H=zhv>U3!3wTl=Qx->E|h#J@}l{!ytbcN{Pj6!Y5g?w@cJg6XRjaY`{_}q zDZ}jxoPGCQ3}NspLwr6jX5ewg9ydeziTu0ui+hd7ld5yCypQW?>UTvCS8{s%*^fg9 zoG}L9c{5_xapwr*RTG{z2fSZu8>88-^#%9I$+CO`p82xR4}8Kaw~K!4=#>W@SxWTI z3Rsn>s)5wPss+@FR4Qnd*h}cB(t?qgs!`NJp_#Mr@)CwG$3Z zigZX8`*)Vs#M)_5*<6LE!YV4_fJ^a~DwT?aO5}Q1$q^~yFcB}}0Ks^;ibRie5sdo@ zGRF|od+<0}@<(SUY)@noN#4Ld8MDO`2XWXvD^Bxh>OE8`30f409q??) z%+h?~zgo6SSt{)|qe=ggs>mf^<)uhdDYQu^lizM(+pEsVZSk6)%r1TQ3~>!pHfye9 z^(fqM#ZH2r3E0a%7yjGl!1BM-9GE%(heBO9amPBC@#ok-*ml)mjOxGC3Wmg9BBRl! zM7LorBZpBg8S%F3FOV!j;Fi#Ta@TWsg(JWat#pI*5uMgNh@?fIF)AdNMa;VDxEG4V zC^wdRA?IDlD;CO5O4`eZ z7L^qV*Tbew6!Ov{zE`OCKM_}7YJNz!C_=m!#RGq5WI-K?BbIhNq-MT_LE(4Bh!}`}-dU zCI9y%udt+un7y6L|I&Fe3jhBpx|o^%M-|3u!e}U~ulHJx%c_V-chh%x*z24zQ(sA2 zTQ5}x^H8gn(==XdORU2D1SX*Xp+kPM3!yGX5mKuzb~d|JZ>XHQ)L&ksR@t_EH@kh( z^L^Y;!{p<=xg6*50!X>IUVHE9uD!RNi3>M3DHA0Q8|*&Q`d5qBn#^e9qY>R=KNN3} zM~U6#b}0ifU?xvO9E}V^aB>gndrz*Go1pTZ3%j~EjmV6tq)@r0AHS1N3^U$6?yO`Q z-$hmg!{6ajR7jIL<1z1-h*&l^*B4EWT$VEo0ULn8$Vh~kFL#aQ3 zAE^_PM3It{^~3FlFU1wxQhhfOq$T9^Oj44$D8hxppvl0X)QN@xqDU!KkBGbYI{RDY z+Nfw%sufZ2&|&gWO7m$2>SQ1=Wsh3*Lz>0BGHIy$0C~tPEQw2!rRbfUY{tdcezYZ!aXpX3EX%J&sOLXV8uPqq{S>ol zzE*9EHV`7yhlRZ7YLucM8f=1PNV@ne*79ElgdusL;DkTIak1}W-=&_j3P{360X`im4;gB^~xk? zdQ1HpiUqydLxzJWlGjgAy9> zdPYP~v|uet8Np@0z}&!5hhH7ebb5rU=Fse!PaI#(sUiqMS{>bQBRWB<1le^jd=TJE}aC zR7O=kC*RT=sp-D&Io57HYG2!)=Gcf=!>dWugryT5fdvpLdt+Q}p|!L-)!*|ft2vBn z{ML+l$_6EwoY-StaJ%qL%n8WV`Cfc$yS8I39%H@N5+|ZIx(qE5HS4V({)$sotfY~m z**j|;TUBrLsC<_C!1k-KrjoIKN$xmB-_bB+-$28^!4Fd01r&)q8>V0y?U|P>x$>71z1-k=(R1QR)QIQ6b@CNkf^C-_VG zy>wqHpDqSm${_gDMCy&mG+G`>VMy@i`FwVXtf!);;$eW*(%?8E<_6OI-Wr54dcp%$ z=t-C8G?r!01g_!1;nzrmRmwmTcgdc>O?1hb11kD*$eG7Ss7md*>k@Fv_boe-sIRHH z2#bv)yufCgK;%KlWqDtkPNx0%Epa{`fS;_6sn0&i{_j+Z|Bg4516*#~9n zdv>8N$USF!&OqHfBVb)RUZd(Cx?qtVSA3_7@rIY}aRF(ArtYH1F^4W%eHh_Jgqr8} z?TynXThhF@-Q?p<%NS%}_%A>Gu4oX+ zkXpI8j$^&!4OAs#QVhzZ3iv|8(~5R!2zILzq7P3E$B92N7G7x3LtMhy$euejzLVCe zhNRnYsYRQ9b491j^Nw#L#E5UU=Lp^O;l@pi!o~a=RM;F94Ew8NPG@@Jnyk4m+-gmk z5n~`)Jt_Vu?N)Ux;fd6qwh@cYCbDI9^dLhrCXdMDNNVVIDxI#T&0ZV$(N5r190Mp- zR7pVIvJ(h;awaS~DwLNu4MVEs7n}4uM{2gx!GmwpP3d`6Z-09pV#C-8+bk0XE8nx! zU+K5i`LhD`DI5Zbxa`6!Pe=L^!Q3;wNvit^Z*ss#o0|9T_dJ0?eyxL+K9M;N`TXuJ zpLYp<`bk5FuD)DBt^Q#HedD`*~$q{2!91pw)}l+Ra{ z%5RYdyCQt-22XBC50SqO2c7BsA-aA59L93KrE zLq@e+pRr^Af?<-P-<@NINI6GjX(CeXBA}4QF-Mn(C{_t&Zjy7eK~$)Q2sZ#h^`Eg+ z0Wlq&v)6zHDRWWL5)`q0vZCZFXypcTOLM#dPkT~&e|5u{RkZ%PMecqD{~!2$Ay0A? z>&B~YnB>EQj2+($!Tz7?KyIe_c8=JwBFD0I0T(m97fh6#jqYchM^Ro-eoS9xI@prN zXbaEFANNi)NMzw&y3le>%{D8Rw6)I=Sp586@~(VVM!(J!wb|qooTl{rVY+Rg#xlIK zUF>hM-_n<5|0-j;OCO%as=s}S(Vp2|Ujo$Kt8b!p@J4-edi#;bOTi1rb$yzpP)eo} zGJiimN{jf9+x1xjtYqRixgvcvX;Jk!&`>0hvXlnoFX!MT`xiX%} zgU)f+Wu=C99awFt8v1=y53jyE)awDK7tOKVPh%*MvK87PXmWfgWrjFtxQby9{CPKW zBC-+4U<35Hw~4FAN0I_?i-?a~73mmNfF@ySG`GVs3`eI=58U4l)*dn9nC)B#h~hpu zF)|csO34(2=eZO@34nzj_wF|aaf2`Jy>COA=tqV&+{qD@W?CYOYT1?Cpy>u9UM{0z zHZ^rDJ|xUhiD_B|(X(G*QlA`!BN8;F;qH4+>L;3YJaMiN;+9Qm=~!HC1Cuo0nK-+= zEUREW963lxnHg=*5H4m6r>>J#cxBQDFT^srEXjmB@Of zVJ&#{k(`3mdBXKDbx&Jas7RwNChH`*1DE^#ur=wB*}XB@v?0$lrX(mKH_)_-C21*U z&XTI*S~Wj%7WLd*{BhoMumIb#-Si_BXZp;nh4krNCk}|lLZNF%o1MQ^8R5@R=llRB z>Gn>d%Y%c&q8;cZ&J`||NF`-=tG)}!AJmBIy9H1V(6pm}+Ednn3+_uUrdX0|b*)4R znBn3Eh6WbIAqm05thHjcq`uiwW!8#mAXs>sAMet32Zrr(fwQ!O%mM`T`r)tq#uKTTdKn8GtAi2ZPD^TM@sHZhs zy_B&db!7*y(fSp`_l83wX}&eGyxUSLa{fD0dFRRz#{CoH?xdxoV^=2nf`s;bfd-uI zs>|rbD)&xD10pF|HGi%Dd1^5@;SG@!7y5=LDz83VIfi3(gRhgWP~#JX@4-U%Gg)AS zyEcD}f$+Js_VuR{rVSGN0Fw@BgGRFRdD2#I4yYj{ikq}{tEf7|1bz}|G zk>FBzZjLPn^|M?q_>QMxxA8(L^Kkx&I(Q;e1cxh{EIoXu;rKpnAFH2l=wpt>J!n#LD zgiGhhLEOb%6I1CwK1aZU6=aafHn7(rOP$K`Niu5Hu#80ZrlAq7;!0JS!4$l+J8|+p7!G z_N1x!l(K|9J(+>79*@jPdfRD(Hc;K7dJx*Ms;{u^U!rQNeWBVm=<$1fmPC|gBQg(l zg`4Eap}51zfHmFgF=c13GLXMI9RHy8&c*xBLi`9p_~h>^ZbG8f8Qx7l*C)TLKW*4{ z-Bkge9>7;@-eq$uyqDS5RLmqnRve;Fp(8E)rma?x6*-DbiWX4o>}bZiY-Zz;WN^b(gIk-1_R zKJU{ROWoDqG%3H9QNjY4!BUutxgm+3X%7I9FF0cDw5FXPIu=0pI)qw5aM`vzfC2!gKJlu7wN(RQ#aJGnW49}ki`hP0U zt2Z5u>PQWeo~y*{ z-OSLm9`Z0aIUJvg`&PDyR(2!b3lHHvX!4{p?n+GxGd@u3&kGqwYeXQWvBXAF29N(1 zv=!5#7l6>u1x+Vw;nv-9V~_kTA>wF4Qg3$0SS(HqsN8DEZvvUY0enFAK9t;CyTS0=NG}sKjGtv*zpxPx6)1kY%>2?3Ztt_m6~y^srsL@ zZAs_bvPk7-p1Z=BQxmQ2(Bj!YwKL%W@ix=3LR9vk-!bA1(5KPk+~|+IiQs8$$c)>? z);RN6P~S!UYC4T<>$7o8f8u0EBA2Xt&#}1I*~|$x_OhHSV|-*ih^d^2X^0o|=F z%xS6p6J*dImajo-R{HL81z2Ki3z6^1#omRO#&9w|?Jpp_N@r z93Y#|f}#iv6jd)jF;t%I=4}zO9>+q-%xOJ$Wmh_Cw)BkNwqUP+;}v$(yQP)}$l<9w!pvpeq+ z?s(;Kr*tqqWZ57(%M?noo9yImqgef6yI3vHiEj|AYGdKRp^{V*Q_VrK_r?0;)J_u4z0` zBl4Cb!qwokMa;k4kF4Q^;$cBgA_Fv|$TTRpn0h2L1GBW$1yx=RO)qu9Zb1$A4!0Xh zIwpKF^4v&5Nm@43LQ_>_nfd3B+6Ohl-vjYDQ&>fgGUU5R|&9#M_)ky1_SByGWEyn z3w5irlM+%M+_2TvCN`p@M7^Yx78ctUJ-KtT1j{yHmmTB`V{=*?LS4K-b20_Z9py%> z$|#&@b7oODq}2XwT5*R@l;D95!MPyKa!rOv!nnva=;r6(_Jygb<^HoM2UV8fSp|lb zjTnXHc6lfw@`W3Vau4bC*Mka=js0ovXLMwnZ`81gN(&)9a%^y4 zuR{xHGR{^@l*JO8E{822s$@;Xmb)i4G8{IxZFDPmDzq!Eh5W?wC6Hj0Pjb%5a(J?U zk*@)HnTQ(EC>-#2ijr2cC09W{~xR_phdF46jCaqh+eA*XX{>^0k$< zy``mq9{92{K}(M1Wkc>)iexFQLvtay>ADOY)A=XCD@|VB8P@?t>1eeojTKJAEr3(Rhki0=xm61avtTa{LAR5|8!=4ka3%d9Z?x@cN-x87@*qK$Od18jJlxVC=Zn zvmSrb2E(>~R+>i%Bptg7cZx-kC5TuLnb%R;H@_~ zA+N~j%FuX(VZy@72ih;wgJsi2g&+Ew5DTihJhL>NQYU$;Mgw9FQ9+t7$<`R}Z&^-F z63w@!ar46MNutF`puv_w&V+Sd&I4q3BJ!1ETCkF}C;d$%YINJ;)mr!O{pxaXQZKyB2PX)*O&>0A zvI0BnwuSHl|22V;Iz68V318=tIO_D0g`--9Pi`-v^v4i@ha4{n!SZ)aUuhmEY){cQ z41zJIh2F(1c z&fn)^1m!g(Z8qBKx@LwOl~0#DeQnYso2V&t$kPs4epn9RhBgTvp!P#Z$I@}Qys<54 zzaaox5+2ZTsdE}7LlH*d1?;^RPD--H%85_fF8u+``jIDZfX6Mu)UkYGo5TPUD+F_7 z$vxFQM>81thrd&4pagX(CkN|hzbz{ubFDBU(GhKd(nsigOjA8Liy+Z1=q?GviY3KB zSc95Pon4faj9%aT{LCPnu&{?(ue`2_^~0_0#^9hJA9r){sR{dT{~R0n4~ZSk=LGHue!E^-{4$dzPel!bo!#Xq&+_^QD2b3tGJAq=D>+`kWCvnn1I02P8Knhb3Pq7+Ab zpx5sY4BIV5NHHbB!U(-aVn-mAkYP%~LlO%xkq%3DB=!eJH`T}gRpTpX=}KN(+j{NI zgrBu+!JWOo?WnC>PezD4udPBPYa88@=-RDxStn8VBn>1rnirA5Wx5xMBW?`4n9ow% zjB6w)9CdjUjnZ61pKk|O-Xf=z zplpgJO(bPi!&QDFTZTxsDB3HaR3Mpoz(Y6yO4&%gjnxLP@4!|r9@sw-t7bBC`*#v;~N#PnIRT;nONv467*_8E^0-!y?3oOp6;R z-nqT;a5Dwrb;@1zo%RH3SqR>Et*`T9;>~$FY#7%OU@cC;Gx(E0#Z(iL&{&9pLEyu9 zUu{{~3k#D0!+9K8TA9n@C#WAp9VJ_pZ-yJF5q{<$f131ZiJm#1a1w2eYJa%b2 z!C2fM15a;923An=!qRS-!+=>JSj}_N44#(As*HTm258J=BUwf5+FDyz%M`jlds-pq zb>)f6)Y{hSA1N1(RzWffjOPeAK&rr$R=MjaxwxX3?Gb(rIy)OW>u}(0c#u6-%tGkP zx(hRqQ2(0%d}h&SI3uB5Ro_vLMdB-~8hv!_wK9o-cY|M}BNrca6=1<;a%(a*4{8sq>I>wKB-t@K0 zozImhHQpq4i9H-4L^LsiNy#C2PtYNTf`Z`B)!uWJEj2|8R(QVJ;?~x)vEk3Yy*TyD z*ERNiLLQ*AJrpM&&)47YI}y+{G(b}1wOXAPe#(9_hy9R-bG~kqFZzPCs_55&kN0|v zU6281;_X@-0g-7y%OJr6^7Xmtl41NafLyhX@s(dFLg^j)dW-z|z_6}h(4VC5ifz-$ z(4`J3#FYam@<95A3>NtuNii%SimX^C0MOdSKRj!g-XdY#q~P^hXoo>5rGf#=@t%Mw= zwNTl&?>ZWySE{!e-HsYV^QzrmOmsX{+H=em%5%EJ+oR+CSKIqCo@PRqgbG0Dzd~+? zkb_}(j3}96Fhyg?M}HbeIu3gn5i><*$jA_tBL9gv9fmg|XNrEw$dH~UIYxnl_BJAF zh|rLsB}zk{ibNZhGD2&}(vYquSw=w|h8#>>m9QaZN70V79d^WaoxFfJ8TSIoCGM=9On^wW;-o87t)&Xf|p3#H1$K7wS}C%O7FL!Ka1pXS!JWq zDrN~Wed>@Mo`9IWTePbR;I7PXo=8eEtDLT2lsbo8z32$B;8_BkjN(>9DY;a&m4CE8k;98(3vaksMZFSf9Bfg3awR@rN!0M3@v`)Vb~&?No%D1oq*U#1gJkO;4HLZbouZh$7$*^jTUF z=ZV3W%@<5hATQ;xv*S*9F~1xHnoSHZyIyXtPWE&G(G+7_OpKJ2w4?zcd?nQQ)rkgg zdd!UcG{eHlQLqLp1_GuqHH*unO{;`{#_U=K2i&#=OTJk$-TwOg8pYG>KQbDzCSg18 z6%G9)kfKDL!GB_tz#jwf18?hthK!@diJ`VA=}u|lB#6=9uRa7(JQ$z<1uFc#(7uGG zRc_2EK%B6pSnroBW_~a7+i`N3B~FLbCcSR6<*`G+yJTxs;~AGq=(1AtQq!`dG#AcS z@uouoS`G{0tlCDp?bLc=YYzW(I-x&Rp@3HynR9lV_}CAZ*ukNrVgXk=9#fi?+u%g2 zZiz6AR=d|EQ9gg)sNzld*hS?Q@;R6nagP`7#^$nQbyHh1k1>6K*UG5xTJ) z*Ft0SFwK^;5Tss=ApQ!YBbEh?0dzr~PKabmBaG6yX^<#M18EQ@MJLC`MVj4^@*~L& zEN;SoZbX`~W&NW#P3S0l)a*na~@7-(o17?^6<+M1fu^|w`jImy1D<`M+r>PO8n2V-6?N-%`C zw0nv}g@>R*aiF7{9G?Zcxy_yBY}BB^ws6NvPDo6RclqKd_K#+R$eJZehV=Io%_@F4 zH+Z6W5sIEOMU(G)UL)q(A+zFuup-wS@#6-JC|Y;72JMbNp7R?B{Eb5LV_3oxn~!?G674EzR`lLYkz*-(L26oUZ8atArIAg6f@afZaCwE~&FwPIu)~m?IJ0BnzEP z@{`Y{kOB3MwttkZMXW2cfH^f1Y}-Yw5i_3R^f0NL z_BjV{-n@}uJ#n8k;j_qXdu($NvVx=vr*B0AVkyrYN+lR4Qg}4iZ!YsFx#V2m7q?QUvYSBhm_~%?`lr=iLu3v*40VMS`i9)W(!H8)B z&OSl!hUd3Kq3*|RiV;9|sKoXZ?J!75$3k%5l-C+Zz&kNU(-qKy+LY~>Urh15;m%mX zQ)c>Fu&E^WE*QUtu#%VDeT4sj69ue06!GsRt^1n$^Ai_3Ly z0aJIx$krC15gETTaC^505KH=b- zh>AAU6nEQ#Y%>}H?>k}GZHs32C65#$%{ym}5QsBvT=F48;BDzZ|%PDiC9xmf*PUyWc3z@#B6_7m&1wt=&Vn zG1JBuG9@v;EBX6qY~TkLzW7|8=ky&Ba2nZLG@z0~RUmK{6{v^II{7z1D3S1%%VJ*= zCF{<%RVbu-9e)Rdq^Tpmd7{bhfZ`83B1lHor9aM2arU7@#Sb5eLXu~^uu0!+svxcW z1rDdbG^9*>SL0c4U*m~joxltwXyk>$1L4e@!tt~9!A7aMQ?td()4y)bBLUmi--nh8 zvLQkkmfjbd!@-ub2@fD!eGJzTZW4;KnX^m{GhCw^aQU*Rwz{>HRq_?aih0)YcPyz` zRJdC?0a6*2;F5{jBp6JjN1;f8E_7Od-%11^*RAhI}GvJyt?JnMX%Q0RSnIKslPZUIgPLU^Y)oXjXw=-qxzRRYCMApiuuajFk%e5+l4|V5Cme7ZFIA?I z-TXu3McRdq!hmMO3z=Gb8}pLCWt?|2_@7v zrFet2{C@xAygZz{gQ6{HP%T3aRx7TJ-34?w?d`r#AS*(E7R)~w;OZAwCf4Y|mK#Q4 zh;b2Ax;tU<8Ox)3^5oF?;cMr`4rPYnG@ffEH`{Kch|;B&|7Z?SLscczNK`P4CijO3 zRrhbmE1R}u6xUByK zZ7Hi0NFuJEc4Df&cwu}!1Q_C4tSKs6bevC%=hyK0I4tOqg>u==KE!VfQtqf#yDfyd zJf*Is0Kew}For5R)5Y!6REX7lk(aYdrfkFIL!C1boON@3OI5O9IP&rb?ti;Y2;1(hc6Qokp4?y-^MUvpOn5xL?a#CrSk6~EXW?uAOEB?oZ_v3;XW^8 zFFM#bn#VrX)M<=s6#Djw?G7f0nC}58{b|*D*AnXTwvj(s_+=yH`@EKO zrmooLTDPP=X&(GD+O7>^E6d*fj66k3dhga=v@pGO=aauGmYtZ=qLr4eDDz+h)faL@ zQ>8tr=%>NbjaauGcVmH2$@b7Z7{`r(bk$H5s1LXoh7MArx4dSoBD7x5^pC_;lEx&g z7wBYLxJIqOYQJ7_`#rvCx3uacYRU8og_D6-4kdZRZjP0P9PGXkLz4V(>a_kQJzTyI zk?pI>(fmfjI6cz)$c>44hk-{nfM18>B@N%4iSQ+Un7(uiYQHp)!5Og&GphGwh?~vP z+vnri)b=5M+&MZWUD+c>H2fDAI>)M_oTRdPaoEtuPlXIUHH8@!(R2t1QSmSvZakOc zs_1kAkj_5O@+BS>W;e9cpVGM9Ht&@+9kF&NO%T?ele>}t#6K1=70ab&XBiLYC(ca+ zB?mR@PO&YKN|2*Ngv-{cYA9o`$|Ywyp1den=?U4y^*?Nc@Ago)ZmtxNP8HfX3hshB zKd3yNC8~s3QCeu|CY|!;5?flVRBI9hiW3A96F-VqRztC4AJD$s%&nP$_!P|`(W{xr zUO@G-mS5{&aDL#A z>w2}_8h#Ge@q6LbxUrSjLz4NC_>uXEs~vD9{Vb1@+jCGD^Th4XBSHY;0nBf+IUK5r zgZ7^G(tNwl72Km`!-j^IaCgcJ687`9#$RG$igncLrk2a#`mL{It+;EYw-25FoPhFk z_(P`329@+)JQQu-aA$_@ds`v?OUAL{(IvK>y20Z|l`#qN<$2 z&UrI_vq#!9>!NoS?=p;hJb;i3SQRSm4BwhpNR=Z%(WuFW`Be+3x*@9N>~e#@D3i;8 z`=Lj)1D+e+uiSwm6xVCoq4b$HIC}lwofzYL5T9LZQR)(TaUb}7fSaklq#pNR8{{nE z0=Ntp~v%@*$#sK3>rrS#y|R0^_LW&Ay&!Xf1zy^=F~P z_=eP+b=)S2g>W9B2K8o@E)Kc7cfgZU5flBxHf*TFqb4j|Ki+0m4SrmGPCP)^;hWM8 z5Z2;aO=6;o&40$P;Mef|-fm~aN)Cb#c5oT4T9ue@YBGADlS@3ycT;ET|4gVM&dn z*WK`93Mzy~qp4**-}?mhK_r5Xql!oY0gwH>%O>9Qm(j91$8TOiHHaIBVVK|dlMRbv zPv-}v4>EE^R}LR1BFt3yrGjF)zfyix$*!1#>6xn~WO4zcXPe!j*CcCt`u^@bf#Pig ztD+)h;W$L;r^K7)#?b@OOHE!A~ z46I{Y&-J4phU32B9Tl89GV2quq+gs$UYv-u+AVj0aWHEOzv{ppowo%)bG+kOB#1Tp zO6rrdXr4=A;9xU3UJPOig*fmxIPJL82iNk-#vz_t=YsJVPvF{Zp1xkya%<{qvUc!G z5gXx3Gpxd~zzDue+~SA_!4u;Z3NG8XLHuW_u|P@C$BNa(^{QZK>*;$>6+Fe=^Al`z z1%$uS8CS(cby|Htc0oY!F(&3NLvVSxOYbdXWLa2z52Sr38IbVUlJ?mGiOAqdGY668 zEPjT8M+yh#cC$RN?==g~qKc#Qy+ws-l z&cm0sOL3nkIor84OkilVlynq;&%0AbTsz1N!S|P#@jAJ*DYS+bd4TK+_mWm02L%rg zA&o92R)2;QW?C*W9pEe_2o`FSr(<6Z>ay^0)_6Cn2D#yi+C62w2b8w}QXu>lQKt)J zc-xpOIo`c4$y6X<2$!U?s+ZWq!<)2|<^K}K#qg(iyIX!kC<)G0+3s|Reua_l9U%by zSkrzCL-bL0#IDn3{PLpsC->MlA&#Q93gt)G)MNPDm!gTdrN#ThceCn9dBpBX?REVY}n{nxl^=vCQo<`p^J_E3KIT`ajw!Gb_ozFzFap3?LA>(52b2D*5Z+zwlibTB+sl8-ApbPWa;uK;PE(nO z6;RnEd|;{aejX2moa#V`N4|`-jFht0ibwmP2Kt5vt?LavY-O6GD-l~1!+!NCPFQmn z6I|xZww-gScg`z4>>a!m2SPpUP3C?(OUt}+9b{2ie*wflAO26nnMDNr9p z<41g&J@Zk^BUC9J1e3o-LoK67&=uuKPuY3m?Ip!F{OAxwT3BEJWXneA7yy={ztW60UxF5u1ac zQGAAsNb_>oM}w!P{CxDqiC1r>_JJo{M&N!`AH|MxJ7LY+@ih5|h&5?Ph}z*b8Qubm z1Vr}d6hntvI`wcYO+iqWR&kQyAOMas_C)!PPSbBPlk!mx#x# zfAGxoQ5>&yL#DMi4~vlXf4`*jWnu%AA!5cQ7ch!Xj?aF)jnQ~B3*WFd%WQ|LXyFC2 zXNkm$rF{M{#d!y?GwgCm7t!9ckwy+O52#sK2^sQX&!njcsnVi z79%i8K4E>s-=tB3k=D5rx$YNU{cG?Ay<7<%;<_N{rW?d>v~#iaJ6guKCRmxUmgA_63A#X z%dI1-TvjnF=WE3q4Js;a{Sa$CQeGPdU+PTA(dlO=FfCu#%E2v_GE82gIujAgg@_&i znb;~NBiI{=26N}0W#B)VVJpsp_s$&MZR}_4YtKRP(+Cq8Kb|kr=cX{?$lDZ&_J3b9 z@xEv)>l+Y%pxH)RgWF_aBQ!NPs&;jnWTrH}RhpQ>Ak7Nse^s8vBF*%G+Awe$c#%XL z%dc%Gsw<)HoaE7jSdwxm*;o0a`85Bf$-?zEIi_u9uK{rbc_BS{q<}VhlM>R3@i%gM zSf3T|3VUtZ=VtIBtnfi$Ki8fT)=zG)poky83GbP)@G;=}`MD@-8x=pOx}lz`5dSNH zbVN`c()o$$FQh5};KqzHg%U_Y-uzvYIDIGQw(!dPgD7hIpHXoWK0|4#jkb{h-{lRA z;4^SX(M5V?OIv{}a;T`B%K;SI`Au+UM2j)8@B}W(P=TzmTe|8i6BP)9v50hRNv>Go z`D+z-wW4rxM;33;C{lC^PQ{DieEgJ*B z9MQZ?gWW>ue5fdcR8=brH>Q7W6?Q2x%4f<_b*5f~6Cpaqr2dx}&c6*$UqJhM#l?<8 z!b-1@oiV@vAf%=J!Go1vAdL=R zIfJ_S%wqKc!I60P@LRf54#!=5Ck2<~h{MGTHH({oP$=0JzpfzFr}t;=gVvaZtu1Fb zRy(koS z{@%1Ru-(#k6!Hb6=?0$Bx8bCE@_%2B1-)gb_dw6l%!i)4G)pD~&$ zT2d>jkoYL-g%u*)eBY@X9*;;Fe2+Q9$@pzR&V57J9UbsxI%(CQIrMy8V;H^vXEvC~(JRAjytC;f;?wlK^N<125P`B5DJQc2j#e zc;<_qN!&KF!0QAf_AU-GS1vW-2190vY&p*VMcF$AixRZS+I!iyZQHhOuf1&Bwr$(C zZQHiZf6v`F=bv*TCZg{;qUxrjtK!YfCnJdwwO8jer4cX8DUni1#6veoP^}o!z%YfU zugN=grnm~R7P!h?yLy57uG2J*25RczFit1lX=Jk>8JPII4JWzjEq|lO3a`p*Cw;m5 zmUX7voHNto$+F>6$JG27>Mwz^)L)xNatk=#-QV7@9Wh!UvOz91K2&1jt8F83H71TZ z``oEOqU?er@f1!cRaCIZl1)YKxF)3G5W92t-2wQuv5NX!4wT~ z5P!$pY$12PKSNcLAYS=bmI8@F;d&koP-M%JN63i|1JQ#?n>ZoJ4-FIn11YWo#V^LU zSE$4+3-I6mri7l2K7-CrvK|?~U)%oWeKX;uDA`IDN|b1p1UUrm#aDc|+Ubex#6lXJ z^sAIaKpuQk9ZpqMM!x24&3EoUdbX*b&m-6>wu0h9b={2;`7JEb^>wsGbS9_TNghP8 zg%i0KV4`wXBMBB^Z0Jf$P{yz0(i5mWea)OzVJ!kx>BZ8SV3s!v9;)g>00eStxS| z`K6tog%cqHJNOejLgfAat{6!}?6iy5!}~;%x9wPApa_$igqnyxAZ$8{N<}^N%WHu^ zfMS90*r^cp^zuN}XiE1F;QNw%+-j@W?x01V%Lk`RI4VAm2FkpvfBt||q|#Z@O?Zfi z0*SvS1(RQapIturaj+l~x60BjAtRSOn-=O>RqnL0E3c>nGB*P7`wFKq^K(-SUVX*6 zp4>~ugXc2$4o9h=8kd<4!K_&gDrl{Zd6?Q@cT5=|5csKX1AeKJ>uPy% z>Ci$hP}FjrUaE3g=WKa$tzdG=VYU)Y1`xk1?u z`!DO!n!eue`)kiH*YCIQYcv2PIz||P!yi&_NX!3W6ZZe`H~nwT4Xh0R9jF!j4-tT@ zwo=`4PRkr7IZvyjzKn>%2HZ+L0-~@L&`D@fn1_$wa2qy99WB#avd$*rf(&4;AxxoA zXdlkN5S}4SmQE~+#9|?s#ol_yu=`cpe`dtU#J4NPvgE1aoa#8+U8*Ulp)QXYZuC#+ zZqD!LC0NYD(Gha}%#fo&xE`7xi$LO#JR&Ku@M9OH+|b;+S6!G?MeT-oOUm{N&lah( zViu7w3`vWnht{mR8rLh-sH{Ih>Q#>}JOfAyYA6C#f|QitDdHFGb{hlSoxAp#^!gSo z04zKxm2-B#W5gdvmF*jeL1#4m`P5FG+6iW~|&d z>U{E-{9#bhC5h*mlO;SuS|%U6ygUhsB|1a4TcBH_TclfNx@0H+MB$MF%>v+9lBOg@ zakAW%!qoz#IYCpVI)6p+vg~;YbRuv={GTdbPP4>1k@=9{q6DCf-y8{9;G)#8OpYQN ztc0M9j3P9w?vA;}wT8)kUH4ZAn zm18DxW^J0XRim+6g6`K%%o89HM>~zD;!U zlNY0Qn($!&ZhDn$Vie-qoVWS?IXCOm54F_N#llG=g9QgP^MvNESjXQk{=)Mz;dC7@ zOwh?ZMIVgVR2hZIXd1qJ*p_SB1(wG*)FLXoEbOB>{6^H>)reuPD6>QhC{Q8Ht__luowN%fxdHE@y`75Se zxFWQ3J6%fLQX}R>1GBGEJ&5bkO7;6MEn|5JsUh@D(0YF%Kz#0GUCNU@~lvop;!CDkM{$yXL_mqd9soFd08rOQvvK`Mf z#mF9qwD0R}GH#dPT9n6@s;rv!Z&fe;=0KxKNMR z?O%Uhd0m$~{&tc_1x=sT5Kn4puMeO*?iQRH(aS;a_G<#&4E&Yp*R3C9+=lZLq0)=l zM*ZkJeYTyB(-2YkT&RS~J@Si=A|7}6$}({_V&dWgV4l$AbGN&R`>QQBOWw7yN;+cS z`@jcpB6&QYDetfOR}oWZuUeLVc!IFL$yP$9pQ>R~VIO!lJb5)dl{XsTd?MSb)~{wP2Hh=p!)65ZVN zr2h6$+weythSETJ1Tb<=z>My0Ai%EfOdw9qj7%=}Et~sN$0NZmd{FKW z+AJ!NzkvsdeNdKNE?{oA>_@I8^#xOAM+=7HE2 zX|Y*PZHw5L@&U#66Wz-BL*Qjqlw0qyEk;3!Q>O{tOKh&rn%1)f^yg*^o?d9aA3h5j z0D0!qkQYV#5f!s2)bJDR4{kLANwEIUq%gw2jot8;^7&Q0Z`eA4ZM zvQwtfi@V?n*MbYC7nx}qtm0JTe)~f=<{GH_0vFB!yc-Aqv^JIwuwoe90<)E=-y*R9 z-onD?zbvQ7ki56Ak3AtiHnmoG+%i-Jqd9ZH;DPQO68iX1A?Q>l;OV$%zSFdLxMzqu zo5g_&H#nh3+E1Ofb6*ve3n&R9n`qjM8KcIk(X!l(vf4;b4;2ee4_^uxrnC&G{9HVa zn+1$cBks9_ysMH1bM^h~3IyTqT!>_aCLVVKOs9`pA-5O{smqxznzaS2l9w=8b>Z%| z=M&J;8}G@7fZrXPKQiGmquG^z{`Tiezv>(eeFNRn5g@52 zuM6yDilQF53z>h`-H$BD?JQskJF18Y7R?yf*x<`MZu!I*mE`itEH@-p_cH(4 zE$DGXxm#fLMkIrWn^$7Au&5%T>gtQTrtw+ZfXfqZ+HDktL%&k|H4BQD+i^ZgMQ^dj zYu3}(=wM_i*>=k(&~9aljL)xmo%x_e7@loda!)HxYFKrFi~m7Ajkre!Z(<4}dj1kA zk>ktqmN6Z3qaIkR%>3_U?8(ZVx1Qx)s5NBNk>8$B`m-Zf^dBr>dwD(;8AhfDoG>-; zCR%;c2jf*~kr9|K%#oPVL-{aU5ATl^jF?or*AP5b!BbtmEmlgPUkCx z&)477R@x3)>a8(D9+v@FH?SSR!#X5n7M|%2hYUE&Htd|yl!AnBZnya%wJYNQida;h z2rpzCz(}!8-1p3{O>6vLT0n{pOQ~Q6e83k(*DKmR%kp@h2&5305&7H3E3)S3X9$-{o-fVmOYZi{Cr~f1@3NWB! z7Ele6k4QL0iHHlWsD?LOco3;K=(^`7b=w5AfKc zPY4OuQKTYEf@Wa>Dz6x=UvK|8Y!49!eO#0-h{_#X%sB z$2Yyq!}FgEK&^S zX`1+VdIX$vQy^CsEw_qzIC>0N2G&UoM0_ZnzgtmNB22DZe7!P$(I%(4@esx^?OM%m z*LDQ{FDu4);s^KIccJ^+4FwAUU6xh+X4+_|{sS7K!RAEnh>Z;!Wm1!;_n6!Yq#pCq z{keoj#zFnw2!>}L7hhWu3pQ3v4fyZ;RkG=l?0!m%8e%@c6AD*9%i&ArYcAT1lgv{Ksx7CB^ zhS^oBg#z=`G4w#k4O#Z#E0;pf*oE^VCI#}Wf-6ig?Lv}TqkGP>)K82v8j=qlG_lhxms~~Ux!Vg1gPMv*=jwq9$VLpMa z36TF@>J5{K78!lFKgaQ5vYH zLgX|{+8``3%aiX<+R>*t~R+ zNFI=<2c-A-gFW=6G)aLg_$`!U^@i^{;D(Cr=ey$U;iNr!vqA6IS;rfa4j`M*2l{>d z5OXTIByp+wbTvfs_;|_jqv&CTt=KBOI2$NXX_LsXW9SkoA(wL|yCv2L2JdG`C*@33 zXS1OW*VSJ@zWYChJV<%jQk*~(X1j%StksyFP>gn*!jIefa5+80)z2Bi2Ir<#`2isH z3^um!X!J65eC=ZJ;BA@h^*?|@AJre;iJ0N$NGpRl0Z@fXnEePcb^nC}7)jfM#UKjY z&<(?*CKAUK1dbzl76jnn8~Urm?J_E6uM;#_ma2R>`ilAESCq_rSOIay9=|X%P^70P zPQX24efZFA;bcQqN+A&9Kmt5Bg)YX)?HyQ@E@fLe^ci0I`)I)pSFnq5%$ ziB5vM5(EZrYoGS>Hd=ga<&$53re|B@O&yHaU*>1fsqgoJ1$$;ZvwE=Bgq%$ZWSnxn z-w(QpJ8a{YfoS_Mw0QT2`WO-E`2)JRL_Sr|muy2QE1j9jN+Zl5Sfq0~R7Z9M2s#|8irf5DfMhG!rSE?l^ZOvo22 z>?Ew(lzSiJqmGYth(InpwNR@e&Hxe_-C;(-_pa82hX;twJSMXS1~;yQ1elTy)#jYs zXpLj+%+9)R0*@=#OSBR6SY`33#JFy4?eu>RY%!pd7*alwEC;)jv*{9xD zz>a5V>bKHcyTs*n-Tfwd%^);#2T3rYG3c(oDrTp=)5&L2sUYCSw);U3%fVyU6cAM7 z`&vPo%xtflnaz8}HLIQM1?T?`*t!rq7Gq$T-9l{=d$$}L=YJ<-7gkawf;i`hpjZJ( zi_qurmuEMnZU!8+{W%wgDMFaeqM%hBN)!2}c86Y>0OlBjgzOEezpCEZT#N5J#8wba zU6VR0;}ZLGK)&;n5V8uj+y5ZQ#D{qPD<`N`&nhQSgQ_3b$Bk;OUv|LLOx8_I&gcZw zp*bzU6NM)3T%)w;5ju@TdPe;X0sRvJH?FcPruX}B6rB0J(T0G1+B#6Qf<@m^ynI5n zhvUBsT8I#3!j8r$O0ALw*DjPW?XBtlIDm6p{jPS0{2`GxQs51G zWA_;T1^R+@*x8xzEmfq!YgE(UN9?7&|pzU+5?Ysl!kf{giUN#P>LDt$>a6+ zC7#AhNx<5=Gl4@a8`@&+1PT6xuGUvJ3iqnbaN|NL zoF&>?rF8ZKTYT!o;zBDz`YL;dgf{X!rH$sG9_=Nbgrsmv-I#m2C=zO_Rx<}~3H;#j zMhotdl)lezb2FpndRRGMO4y6JO38vUMkls%GZ+HlsZSmTD_ zx)yjB88enJKpv1w|Js#44w~VBzTtkDyxfCB(qcF8<}qOxOrqR9#_OIovf#e6_QDJ2 zyQMVrl3VAR0~Ytkz?iQ3gY)CG1MAF%j4ie0=A0t@+yF#EXBNbKmd!iIAYHa4@a;&7 zG&`U-@5s9Yx;ti6%d>TlpF#0OKJN016zS7@S9s))u6J(8hp)KN{rkFk=sFNdSxH!^ z!+m%aF4aB`h-@W_N9u1O#{)%5gC=Y-~_#?mvE-d|G$lIBMGr}SDl zsIjeyk7|BV-vj<@ilXwaG0BMTP1_bGa6_AtitZ{e~u{qa%?&z=h>MTza^FC95 zY`P!AJSqHW-00q$2D4n%zqDB&d#%edpI96B-g#1b!AiGF82WJ3BaxTCUq2e!Ge)DC zKYtpn?T3GD%4y!Ls+kb0I6`dH1>s2Ue%LM6e{8%oZq_7}yO85vMuIuO((U@gG7QA^ z2>eh`7h5_g{E6jz|JDg`1A>%BB-UkXy#x#{f9>G2w*G;2DjU;`#*eABF*QZOs0RJT zOU%Xx_@5Ms|A9tVRyVC+AqhT#4G(+2+$6aC*x z9t_OP{~ZpmY%Y&vioOHC_NSz&A;?92TgOxVoWHNI+RZO441aFMj(mjzw1IekEqWba z0zLzf(1<9{ur3&wo?M^8-_1_>_h~L>)J>MUS-44As}#rD@_VI*uft!#^y6mc_4;wT z@w4Z)akh(aY!?qPT)4K#)MySlyG9Qit2>2O%+<{O?)@T7`pgcrfSV*SNfbfJp8^Jt@|f%>gw!ispx2`%BX!Ok1WCrC!hEkQig))H@AWgpLmG-42K+a z1KgPZJq~ao3?w-S{2wsD<6TH)&RfA>uTHO!U4Z+z7m+yR>fzso%3khFEio*m5pGgD zX<1x_g=N{0pP)U(F;nmD9t#Env-Dnkw9h|LHR`*d{QIEoW{@;WZfkmWJUW7Z>T;%( z8|-I z`3fXZm%$X!(#R&Fn$=Rn8K}ig&5$F!r}ctB{ZCjXT=#C)PD=?)t(grYY{6)?EE%kP z_~1e*ol7iKR4I2Slrzw6D;plK)e{nl#`U}q{y zO&xquMkB;^iiS*D#3n@N#Rg=(bDe(!a`^`hPFo~gC|ojXb3FMi8piOXT~TlI7qd}UqXEN9RoRlgzzV_Q2uF9*x%!O_!uBU%sE_~f9VI-H$n0#Cl4 zp10j`|8kxC7{v?&F&2GO8NGg-6H5R-hfGE!Mb&K4cNcPT)4wV(_6H@`?0ySjDTBWn zg&k`ObmHeJWzf&V6@`MvN_F31%PjKi1q1z(5Dph7sYHV@D-+aFr6gR`As-3gDz(Kx zoxD;^(+f7RG0@I8xg;vwM9rV#->PUoT{C*!THTblO=$LxU?E0AP0N1e03g5FT!^VE zWo-254f&&rt0lr9#b=_)dCFWd+AjAt&3>jyNOnMB{_#XO1EHbhl>lmi>~A;4{q^>l zv}lJc#t9hF-r0WQZQmLn*t<9$mW(q{JK55&q;8pA21@V_qf^d51dfYV&Md<=3~b7) z24l?1{W<7-qc^qo2f3WlF%>QRM{;LZb>C532d8gZUCMQ&R&$UN9yBgphvfrLfd2ez zJ7mbDP9a3SLdp22h+FfM7aw+^@!JBT_`c~%>x^O$s)o00?Q@Z#ba;dB%X@4ZJ%)=8 z)Hp|3f$^Jj)ralxykK}Qe$;T_Phqlh+PQC51*U>i3i!G%0?rK|_^Ni&owm*1&EG5w zCA=PlhE`8U!D2X*WvEu3kNupbvtyxl_?ZlhN?Og`sFzezjTG{{_y)rbN%ct-pkO~6 zeuK|^=xQQf%4wNJn=4z@11--txGha!E}GOjl1+ZbPwaGw=v7IToz2y)D4RZ4n-xst z;5|Q+I=PqqWn#cPFMwW(Q`UgB6CLWMg60O4b=Xq6)38oJTr0tW4)7%Iw2*ktFgGnv z$f)Y*JSoU@>F?9L$E0pZU1yN)ha*R4Jk&-eJ&t8g`Sfx5C_VdA!5P+D4p{0omM#72 zb-t`LFowmB-2FQohoKqOJ!baIx5<*VSM{2&5M_)%*X`3Gg3@ z{{P1j^M67;_VneA^!4El^quVf{DEiz;QODJ{twaqe|xyFu`vC&8k}ek2yG;_)gR$8 zU=#(6!nAtVGF9vC*A6Pxa(vB7@(9R)20DLuaH)YFxwThsJ(VHv!Rodki_JDwE$hk! z3pVTB*6*37RG;2o8UB3R&DY=HIC|F`hZ~+#?o$p^c!iRZBynQQ^E#hyZh2nMl_wco z-TWULNTEYbgRDDD+ZbSBh%E6sT;eVp!YH=ojL17gN2Km{^H`*nU(#P4Dxc^A;qbxn z(>xKP{sAxUcgqEc4f#%VIee>YPEmLN>o==>3dT_trRLd-7Rb6ktyp5|6`0%dS_P$dQPCMc=9CK@cs}m{XClK z>DtCo0d9R!JQ$AG+ayw$0Gxw&|#QLyqCb>Zjp7n$$geVUrYwm zAd91^cvtFcYC3wTv|G_?oMgs}94G&$xTn;4D6w74?^=e)ktMC@W`{;eEG|#0a;x+! zM6Q%+Q@UuOLqgp`y-1&HsV82=g3>IY*G}i3%SBx}tX?m#;Ws|gwSZ`l+Rs*5Hysj- zpx2(zSLvW4RC9X=0cq9=X~^ScYFtv~aJXU1rXMSPT{SrU9htjl-RM#H`m$zE$a;6un_ z9_@D!S01lGpKKiHSpF$OQQDDhE55RDFa}*0`vzd>@@7#wDPF4pEtX+x3jjg zzvR^b=U&{EHf`x5EGBpERx0))6kD8a{GQccvQU-5XczV10 zi2JvJeYy)7%6oyT&vecWWTC3}2G(G26&^<}Pi|klsKR_+V9=&q9v7IOER$WiSpuyj zYP5Q9cQeN-k8vPnHfentbmz8I#3Ejqt!%eAfj{a5;rrd28*eRyM)mSwrZBb$L6>6Q zByJoMnJ61>L8HbGU|PoXdWyLoOZ6Z)m2}&+)oegi5|>WalToMIhU#ts&+|^5JQ4lj2v*L8XXgz9dRbmg)uxCNranPZ6}!1!HiF?{#|^ zx%C=Kmu}k-tzV=z(+LM#68LwZwFMnD6scY~h<*kzwXhaCOuUjGLqiL(jWTk32ti(P^M?UR+s}kQ%hj94yO}kz# zszhx8@!BMOwN@*c7j&xePZY(bKuW$D0OYXjti^6;r*}s+hAx7*v(LhCYvO_j4a%K- z!SS$akAN2Ew8A5Ww$?QseS<0PRu1(#Yklf0?IF<8(-D>jTJD!suJBw5@)wh3kNC`eKiV zob`#<`o$5hg5pW-^yrgYz?k3M$-lmNv;tmnDr~Jq-XhNRHlPoo|B|NnJ$jVe+#0O% zO#I=CH5vZN(zX_*Rjl2`KuI)2O~s6_N+_2intc8CLI907;1noC;#m>`;iv*{BM)|e zG=Rj7toxJ#qd2zkV9x(m+mjtkBh!a@4ENpZzdhU^iZ6xCxHX4&J*Z!cx)fQLgVr^J zfT15$wS{65)u5jjWj_IbNOl8$B%( zw!SxP8I!l^q|psvVA{8-SYq8cIdELL+qwSz9ev4G<80+3jG9{8kB<{pgOOA(xIy3> zL&i$DMzx;npsLg|O-)O{L8@6o4QE+ZLuJu>>IMZz!GA59{rMO{enik8Sg=}M7ax42 z51H~oRF%?p)V5kSn|^GBa2q;$P12k@%7A zapFqwUDl+fIKKMk_Gmz96j_OnJR-jJP97k`l6ijDUlG<`*E&&A@B>CA{b!*IQJP%42BQn{$NTDVNF8$orxNutKv)}M2$ z*cESk$3HgLPn&%V(OrmZF%HHgBR@cSuJcL7x_tIHl8BRP1c$aYDpdczDTQXs+5Fw8 zKeVNd(PDEbxt?U|7!IY*>-_+v2`*NYxzbr9IQ64)Dd&=N%l)|iEyb19h6woG;*yC* zXtF5SDcgPX5W36VeN^Y)_@@*L&NeJaykBwSL}Ch>uaqUHtM%2VCoFLHyx`jlE3`Dd z<^6#H{8x7LEy43TME^01)|~8>`VCF6ID&r#2&s+MNrJA;ba=G0)JmkCof8QT3Ct4f z&G1FvWG5b)7RqX9<52@oJMI}doi%u6>^MK)!Cl5oNl8W~vA@1=^$zvBD%4)M7uc^b znD|@@C;Do2;s-bS_Rnp`d~A&D9@ODkugWjG1C^uS4a}wUxju2fG}t#>tPC*Me!G>z#BMmu;udSAf zHO4x!f>kB#$)&K|Q=IIdK|EFoU(FvP+=J^3^otmMBx1>r(bXqIu9_s_y9sX;jdc)r zGrhz4h{>zL#LBDGDxX{H_l_>OBW)KKU7O@84Gq*1*s$HsyGa&(NTOU{7}60P1kTU4`0I^xP(Q5@$(8Z*wDk>;rn^749Szs+_eaNETzlyvbY|d z!Hu8jYOo6*+qC{l&0=+dKtLZ3FRa+${M4A{ zB~|4v)$gQsJtNTeo0NN zoeq)}j%`yk!w~skg`MQiwew0f+BKaUEzB7PLP}Q3e-@V$or1Ag0qFy9EVQ3(_4O}3 z);@CdXQ@@Su=;wNSoY3pgk#ap$$qDjtN`CY7 z&?KCz#m&|Z4wIRQl(&;HQe_?GRFx_gsEKkJYW+#e$PA7y)J$=<_6|;KdoFJPhSf&8 zY`OxC6NMKC72yLeq6d+I#wO-?a|U0BC4jV? zi3N|42#|%r)#MlXthsuesw3sx*aKjEg)~`efYu(gJBIc~jL1(REzi(gVY55s34P%V zmUnblZJD1kY_3G?8e;N__MtbsV8q=LV+gQUI;Z^-*v<=Bi4ZZv0SsbD2S^DM=i$f& zfRy=k_k@7#f-dIuE&84b{_@qJrQUSa0q3GsK1Io{&9kk$xvfq9xqAaB9BPAt!}=3q z>S1bNvVSia{ZvaX)uvk^>(q#46`lpT?~^;Y@htaVXA0V_ui)S|0NXDPt-<&%r#--=P*Y*a3c+xB$)inSZdO0=|2#uI~4qAz3`4m;Fe?f_2^@)Cl{ehA& zaF%oKM0|^I70n&+9?3WZ)4p0l1wkHyA(l)Ml%fp$(X9w&gIE`g#aBN$5=RhK|4ut-5+ z?nN;g0O0Us#{F3f{KzZH+n3Vykp&&=GyX>}r))k-42dcMw#{ellr-R#ZDHc9Oa0(h z44j9w_h3Lf5N$OCO=P&VWHeFz7ycGulnmo5+lg9S_zv7N>`;nv@o~LjqCm5df_6b5 zeda;&^k!z3%K-b`&?1@@{xyq~$+6WPLmywb(fFlT=|f=wf22}VC4E*P42WgPAYVP6zdrcAl1dlX z1jJEpV--w6>u+KIr~*0lbbL7fae#E7fq~^IH@rP)cmi!HCVzw{J6e+Z@nRIcGm`xQ z@?iY%_BzkuE5+3L1>sIV`GxaBEU7Dl+6WhYl6UoemN`M|hpUkyfXF;6HAs|zx~G@s zO9u*^$))4-K-@>LpWMls81Xcp9B8Y$y2^6U&=FRt6GXw-Q>)JqHl{k*B&e?cZe6Uw~2PKPU#x^6cM?sqvFIU=m$o zWwyh0f&hqkxrzg1xy(gGPn;=-aP&U3)k=K@`qv2yoI~t#W6Lfrw!iPiNEb;SUS%_F zMLWT7tWWT>y36LffyH`fSeJ-N>M=;JszDVI+*TrC2(-f4XwQ>;BN z>vIgMq4(e|0rw1Q#IWQpI^!n0;IxQgdk~-YZi5LOAh7EVmomnx#`*VK5-aoBHP_qm z`(s*b^~w~(Q4b179o`{bdc^ijs6<1M!y4aqUxI;QeC)5kl9gMAhO&oxhIUDrIBhj| zhT|FVg$B3O0^UXA2hOqpSow&4j%bN8BvtXORnG`wQ1Wk5qJI=cOre z^G?U63#A8+qHl38pG{|S5NR;13FcYA{GQxdzvis^x2b!i`%aeX!M$n0+*54JjqI;u zdt^Pf{9OYtCv@*wCDe z?G~Ks4m(#zoXt2L5ppc-rOZCMAcwv=9X-!nk=E9lD`*20i3(t6149=|FsS-6WT*1)&hDcfkWHdh(<`p z21nylPoLzS`>qD>&QnpW%$I1>*%rO_K)cpBGH007(V-x=Yaeuu1Yo{$y% zg$=g@VdK9F3dV7ll@F2mMvKp@5z+B>7!@IcM^pjCU;@BrG0sFvdyci zj%%|T3$q|8PsjX@LGueTGm)t4YrAhB=P=)=u5z@kLLt&=M9O0gm7R}|de2eKd$dCm zn<%mO9z)!HwOpIlFO^DaYO5)1C?sgar*<;WrH*ioe0VR9aIn!3v4?j{@Z-Yz2TDT7c3ufErFTyWY17+>|$#uN-p$&&rXWf66S?2?r*mL{3a%f^~FDhW0c zihsDeGkYS6&Zk@jkD1PU;CWeP$H9sUgP3Q)AV>PYL{@5 zc{K0g;RM{Ke`%oZy5-bb?jF3cA3bHz@h(UkPk|`E<@w!}mH=J`J7QrGjQe_vW@v9` z1#kUsX)?}zJPZ$Ge%QelpY;n)dksw>6b9tYRi^5LH&;a1*$aRWPju-rF_-Yf@b+qk zf!g%O|J;}vmKFBiUnk!hphM25R9>uSR5XnAY?L3rU%q@Sdh9*nu44Em9MPrdK60We zMQz0bAJbNoqG`HJQI2hEA zPZUF~eHsrxr@&G=kp@sjCH-JYRem?jcZwYJRk=pOPGY_^`@D)s z@Y|6_ESU(myhs+`qELz?riE1K=)BvZ(kakBWV}lqDZ#A9-?=}jrk9r9R%K^G-BQVm zI7k}U)nY3}86KsYZ$`$cjRrT7qMlrR9zdHaz>{jPgv*}MVc7S?UhmPJH57sK`akar z4RWwa*t(ZAKnQR|Th|4`!43o(VeYh6cXica7z=SphpKc?nW&&(V305Z)uS(gl;{MN zYU;MNe=v!^Pf5&XkzN@_BA>NyyTv6c6?H-dtV;EGzXkEgqh@AJlaP^-iHr$SD#JXh z9MjIe@91-6ud%3GwjEQ2R}Mw0-N0<~j)fjmv{%MlG|m)XjOsSFAOgjmX*lWG-^$L5mQBgC{Q>ZKw^P$@nYG*Mcw|SvgC8R& zF1a!W9lHXb2qR}ca<%-3AgFM2L6CxN`(Bx)!ReR3XKQZBMOIq7MnX@2Ry5HGBq+7K_TgR=rP!=$dFn*G^N+-QyiWzY?*&t-9?BI5iT^{CK4z3Zlw$ zY#1BB*pqHub+q{?5hzc!V1%vn{eWfIfXxGw^va2UfkKBXO`eZ*7L>J7TZA>r~8R}k5AL~wvj6OG3 zS6vKLfOs8&M`9)JB$=8RO`@|2F>}sg(tIz;n-i^cpKq^iaUk2phta~QeyMcGr~H#yY}KCdA*)#Q{iDT19Z!=!Y? zde?5HfU}!2y^UBg6dVm|uEZPc$fQ|H4>1$Y<&pbM^=@}_{ASTGqOwJ!YGPaw zTPMc&=!~NMjbtrh0uxWYS&joYBS{}gU4ie=YMQcaWUrR5wPmQB!Z4)C8o=ZNdYP5iQ~|1#%>JOzfigN&E|X^H1uQMHf7ktsptgUGf7&!q6Q4RJGx6+1@{+#4>o z_kO^`tn^!f1Nxd%n{ROk9^!hqZ|Hs|bwIz?Hj!&VhCw$t6_i@JVt;5~b+Tosj;_Yj za&x?a^l@F80UlKwcF!4n#Ag}non?drleizz)-ju9*JcBx-f}xw&&1}%p8{T;ErmQA4P+_LlI;gtP#wNX?Q`-hBuW7w+u56$D^E5 z$kNqN+2AlW{ZFKBaA;262#EZInhJ$rDf|)p`2FMYYwh+wD7hT}k&OO-h{XTR4)kB~ z>#d*P-{0MTkMHa6H^3i7VW@%sY4!hbIsI>SVn(L_p1ZDAg_74&!R#?_TN6V?V<_xy z-SMpM+&)MVtGwK}h+2tgZUQkshoXYV=NA_jL==?7hd2@#lMuuuCguhNK$HY;?%G&L zX-UZ+zK(Hnc2*O!cHY8qR&!M?^`!M&7xRmWiMesXd!5Phyh(Sw`SsrY-TuW!MMMj& zQ?DB0@qCq_bU&Crr|3lHj?Z(mr;pSXluaA8aJDz8LIl_jO+bJKz;9K*o7ORX1^--ncY4Mj|NtlgHKeohF^Wm;>hNR*9hkU zEXZKEUey=H)-${)thX|VP8A$^w56z|l&?dGkcSj0DVeH_=KMU?O4F)UakfY?y~{Aa zNR$>?p4%QGIbHHvrnrHarCtG`S%I)5;_aAQfr5mh*x^02+=4@ov~9nEoUqSHIMtpoTACXGFqI@wThRVSISJ^uS zXBxfRzOn6&`Ng)?v2EM#*h$B>la6iMwr%4}I`-~!uKw$+wfCugH!t3rRrBJVHEPW9 zjGx9W1gYmmE9BP&zYJ;RQAGS&GtzoU5lL18{TS<*%h>&xy(wd2lq#w6&)-xi6uba~ zE9swT*rCy)_+$8$PGb9!Hdo+I<4$^(G9M~;tv46C8Et=8D-kM*^fj~c;TNcdS1ep? zd0>bRydL`Un>8z9hQ7R(2|@KC2mG+l91-JP>WJ*_z_Y+F%iY*u5W$i{xr)(#!8rY% zt}^Ff#v{y{^0+)+WnF?M3|h`f=CDn5vX;!!wv+m^L~`Wk_pb0T<<9^$C_R07T`JHK7>muybG>f2R|Ki|J}!^w`O{N zcJnwTikBWeeM4n$`j!qwYvfNm9cA(NotrVhe)`0t7Z3v zMY@6e<^lEWB?s3oZ>yM)5|?KG^YT@$1GlQE_UwRC>BSK~;b-W%v%P{|oiY^$Y$b2< zXxML3(IJ-ec6Z-Nc|Py!2|14Hx8K;vHmbbvj#e%X?zJ|37sLeoeHVi#ECb%!5&HfL z3S13;Cx++8srmL+z!EK(QZAY0DrqqA&v0Q0@MZ)x$7r!o-hY)ZA2<7#aBllsaF}y2 z_=Ia`((?qIYhQu|*95BLIe}v3Q_8I-bEku{Wn4y-Xd7Dg{mM?s;UkEK>iX$8Bxo~= zhQ)CibiW0=LaDLNq6WH*j51dN1IzH|*?;jRB zZ-{;yskI*hT~qxqTTKYu@9Z4cL4{krrg^h7v~=j<5kKtwvaWUyn8BKbMOg0OU%e7` zbd9w(%OGij2aiYxN3X#}2Tx#b9s-4Qz{>;?vI$FRmllM35IFOjYrg(OahdkBJCex) zGCDI(+ga?4MvVAM_e(Yj8}qXG;9cg7o-2X6BeNb)u%621F&^$!%3Hm3tg=~ldFG3( z-_EPv;IV}qrOQU6U2jjB(!rX$vV4Qt%mm=mF`3P1DQyiPvkrU&IWb=~{;{slTpyse z6{O1P+B3FnetL?eH@Brxki)tZ4)H5#@oGQRHj$0uX2K2H+4#8DB=FC8%n*D`@U&>i zWSAB$J{KLAC2TtaPaG92$&5o~3+CDo?I}LI*^d|yYil#Xze~sYqcGcJ$>u|Bedys4Rn6uS72dvhY%^n zDKu%nca@IAzK~xac#UYMKA_rqSgc)&Nvbp ztpw6g103N+oJCk%N46r6b8hu;$YnN1i!^R4(GP2p6N6m}nI4s8Idd7-?l`jH8yL0& zR5;gMw^w1+v%>SF;*xJ~ajiCo1%TAgOxy@WLX2;NX|o4Ueu}%oSezgNniVa2sNZLy z*&I&xV!0K8ZQ41fsr!Q5eOslPU~p9gNPmNGhv%6;JcN|!R!`Vd6C+*ORH}VQ@i->~ zdsFdUTc27@NQza+lBj8=0T@ZAf5?J!hI(%9J5aucA;aB9uiCQqA@>*m^(fxIvW0uH zoX0(oncrBj1#0KCIB)~$XgDw|dT)C@?O7I1?@_1Jzn+4~UZNh!kPMsKt4xRHv2Oaj zmUc{jCW`79Z~0s5I=)Ws`rmm9X4H8seUrqva10?`j3q^dJ-q|VkrsHn6zwlzM$jt{ zohh=_0vZ8rUS4u@_I6rb61+Ou_%o6gRltVV>R6EN!B^1h9(O<1=e&vY7L5N%x&23c z{QsZ}|4WkZpDx@p+>uZ1mK{*H0|DX2$k6_~ettw<^W%)0tp>8ct4;8Z& zh0L7?NNFu&d~xQ8aCjO>U2!Y|q2wIU0xB69E35M!fLtbr-NM!Q_(qXb2j})eOiPoH z6{t+Y0%(FTq}dM?0!Z=RAET(g4()EaK)Ltm$tlj==iRidt*xVOZXkEB%M394K4cmW z(X4*`N(=9hoH`?`0S(QCm2+4s@zg<1c0wj@60xSb&|)!8s4W1i&XObxD|9Z-`An-o z)|IQ2lkb6Ox)B&UoBQ;y;Rr3)E0 zpEl$lL#xX*nl)oIarjvMR0o(2Q`X2xP9+yf9ytI`B2^k##G**ky4pIibt-DUdv1-Ml34lV%kMu*d-ld zk(U5z<4YqBSkQxZZKWb6@eQ!~#hxM*WMgG^87DRvBc-=UCeV|v#iZJ`Jl79A6aJJP zVbn{erepy~f$b6J5l#m~5K8)hb#-znd5r4y9(w5}9$FRBjr0aaW|eHJOhE&3d07k! z8S-@*Y`XX(3NiCz0R5VRJu0JQUYkT0@k`@tCFeJT_1B17rT+JJ%PJYgYob#p8XAQY z_4&cr_g;oSYnB+H?h5&esXCVpjSX(UCm?FnD`42-Gm<^(5#L%9 zAvT@wu_U@wxP-pMC;g8S0DheQv2bLj5?O*%`epXpR=gi!IGPm6>4zuZpcmk*OK~MH zd{g(zh9oFHP4rFVt3ToQ4BT|dnkrA)px)T@vAT0F{3g2kZ`UOKoQGl4*JQDMm%%u> z>ew~j>vJozMUB~X?!)09D;ZT8d3QJbb0Y?$Ku<>=7j7`xmRIIOXu+0O!TVXCQ@Wjv z@HD8|F5%^~j(OQ0iEDLOX`$L>EB6|$tWTOQq%7P*sQbzyOsjy@-X}EHh>W-Wg*b+s zFZ?jL0(_{V;M3>4Irsk2+h19Wv2-W(*Mf9^mWJ~oLDVuj5GMMp-91t4@RpV2TbH5a zU0trA@}48$!t7qJn*C8}aAZpI4$ysZR&*+N607g`i#^so4YtQyHD*xfvPN@{zMF_) zCSIJFgQUJTQJ{B?mwf6nYyp=h8XAX|eT?}E17okGv0qOW%hFG+fug{;nQdbE1s z^20SPc5tFTPTIqOHQ=pYLl%&P8ZFe~5`bBSRS6lk)rGxe%^leX*=?J7aU6X!+5&r& z;kPx5s9(Nxu}4`VNas=PT*)sYE8rBYLD;%U)^{{hx0k{c^orACa_HuV6x)2eJ9#Z7 znR0AywtC_U)3w)_)^4X>8TtZNWlj~8GM=TPqDEufg=$3r6?XcD$tT4`a<~ZO;<_O3 z72Ar>pvJN==Lpx)#>Lf!Kvg(;m9ThS=jW`y1cdEGG2ZQWe0lvnPOnW>9qBjsV5byd zv1|Uq)P$nFibA3nYss^X{!NFK1Ib=IwI0P{WXHDQnFLz>tr`UChtoXf7Pf! zZ3DO1)AN{RR}C)pIkJaX0tJrSewejNtRN!iIfb z+a690ay@YF?wPr#e&{;jF}*>_5ZGbLRS=W>BU&=;vO{I#^Xc zwq}Pzh2~$sc=s@HL6rVAM5U5*I2tm)l4m~2WH+yug2!!KL7hOMH zk(=4Z&dV5*nMR+{9DzF$RP0;7uNnwZJcw=rRJ)0O^)aA58FnVDi{b1C12L+?=m(3IC(0kA9vhp&ZW{h@9 zk+O;)vX^4W2S3o_kZnJR_hXn^L6DIu1V>UZ%;WiZ+Yu~w5Cvh$jWdty?2;VBwMg~) z?q5Tm2tp)|uii8fZ)7){rxIdrP>n7oZs!C<85m-CC0jU>K4(Qm#}J{2eDBS0LbvUJ zoPmPlBC_sHoG#nMajXmSz4@8HZWN9$BKB>i?wsNt>E<3t$|bd=wIazI)gb{HqjXh; zv^BX-u`sq@z762(VTD%16Z;&{mA*UdcvfxXrkF{o7z8REiE=-_rZ4%&qxH5A%^r>_ z4Xz=n?Zt}MZv;edU5FkM2)ZA`v@@*H@gj@4N5c~mDVYQ*t`xxUf#<$+GAHmsLgXlU z*PQ;m_|EyrKn7b2Qew4CLtJ0n2iMn31c&|hQirCF<&aFTo75U7^xkQ{9`lFQ5u9O= z;-&3Cb-UU95(#qLj;Z-AX5uzM_e)mT0)pg-|90`6}JOP(<7QXjq@D{)d+l^VgBFOTK(ryj@lDg(yJQXD#4u`ghD-=CR1yiEtGQhr z-$s-DZNRWqHHmOD^oIDl-PQZj8NAOQ!+K)O#F+AUu<;gEAs!0mHU!;)Mf131l!o~t zCOlMho+qdz(N)Dv>qaq=XpeAO6$Ro$E@*3#`?)pH3R45&4P~;0@~PLNs`ilUIjhS6 z@Hw+9kfU2+yNr!LXgx;DF9lfA^hjCI`&zDKW~+hYN`1 z%(|EDR_(_2o0nk7kWdW>YzI!mYfrY1qc6^}zEa%MG7MnTX}3OLHJ0Ff744ofY31a} z%K8jBaA5;uFP~Y{Jo^Dde4Cx-kxj-WJVM1k1> z$!J%PK?#tL>B~xPv|BU+QUh+OK0rCq&Z=9;0(uU1_%gaPo4{yQ{k(dJfPzzmIQPI z^z*5tDfD}V>Q0)fQ1qt+WL>A6^3igcy$5B^4(VAGG9c{6*d6#P@Sa(Hs7s9!3S$jfs?*Cz$*!f93GFV(d~@o? zu$Up?X58s=Ru9l2&H8QZu9^cz%tc@4ahMYi(WS#OGc2KjPx* z7r_;(jWF#-N|2wkWxwXAKo^RDU%~mk<0nx0RtK7w17R6bHNkUXgq~@#W9c>AAj4KIIuB7&XkjBo62TV?}9Aa$lG=juJxAsKH z7u#r@2~8x*%>H{SwQtY!d5jZiJdL`ucZQ35r(mXmaddKW1e?EB?qb7NF@nEQ7hc`D*v_T2}SA#uE(5*l@gEOt9TY^m!OCiUhoxnVl&~1!6>cSRf6=b!;vu-}K@IU6}R|9$)50_vQNM)Zs<`E0}T5veLRwYiTw5 zmZBAa-l~R1Mh9h5R(%A83QJ$|3q}zWK?wLRhsSWCy-#+=yUG@Xq-!^d+|R5mU|z}4 z_OW*9u4j1oBW6uzfjq)5#-N1spg9Ek@gjPAL4?^z-7NGEO>a+r>fCW;x@7rIi3|L8 z$Vl}}=9f_v{6)UFPVKpx2TZ1vw}EzwK{!_T&uXo#u9TmvZLPY7%{=^%In~qGiVCC^ z%#G68dTU^3wS(!avgTkhj@d`eiH~@HRfM6OOPkn+OY3CDG>Yo! z8SFd~f%8Vrr9fC3fs7*8`F~5i?FZw(4bG>%A_ePE$M+k{F^q?kvPvo`aeKrCs*9%o zRt2zcOdP2!#3q+)ldlpP5}Fd4oe22)J(doTaILItsx*4Gk<bd|hz(#{t;ytWAEYLXn^VA1+oE4{k)e`OF%m4zS^rJ)CmkPG zvcE4p4fsh~2O;m7!XuRfuY13KiGl2dWgh2~&a818!F}IM1s}_lSup78m3wUJftlTmj=2)X&6X?24*@rS zdD*q8rt@P;Aw1I+ikoI9qt}RWUU*aT=5Eb8$n390xVSE0jxJFP93mqjE;{YDoN%XE zDTL_oJrV#yY_BAK>OlA`%@5m8qoHAi{?}jWoBP=I;UOWTqh(GW6LD`F zjH>O`3{hEA1fSy)3sC64pYtf_fXyDZXXbXRyv^>YNk87c>*XLmoA&WPNB7$TGoC38 zPTh8Q*?H0&?lXL}TRUXW6@{RR%AJc2KK|IM*?$R$=}Pgv(cc?TNS~~-g(V_ML#xCQ z?}#}`Slh6X3mZ#W&+M3cS)G!}sc+gx0sulFA=@=g{^B+xPsdoz2 z5?WOf^pg`P5-?AwhlkS9It!-G*gWLaeaknr!6XrJgT+hflrYgLY4C?@(Bl4xYsh5A z=m}O>UiQ&_zn391{t+-Con`8bW!0JIt=^quRPO2Tu(=so(ALnCgFJBK zC4fLt_9Vcis<*t-4x6ziu4c`zk)F72O3~7z8j!v?q4|;3BZpj3PlG|EX`%j#L%*LZy4WSfm~xYn@iPxy8)#Lu}m zRXql5E>xu5veJS~eCYmuq&ILttWSndgkE8|SFjU>Ek0#Alfoo)XX9{t6grEd^!1#Y zLyg}N)Msp*F&P~>8Mv*Ag~TzbSbu5R1r~(b!FF!``qjP3=es*1l>|teGE zs~hyF&FTsDAW@YxL+0#F<_1ju4Am>Olg;wLEr=72n*O>Ch5MnbVyy3 zucg17L6c_9a*epA(99?9E%bZkv`-8U%ej;#2aYwphz3Z|1ug!h8{Cm-w~(7j45VIj z!`8t+x%G$5U3AZTp4<*6`~|;-ZCerMDHn~}R?ZZh8d;{t-*_a0BhdXpj)I|_)bJ}w z|1UOGHbAj3iz%*M_D3=g^<6+k(;PCv9?Tle9OMUu-;Xj_)}U{0*-|1T{{vL4sAiUb zlO&T<^O?|Ry|?$0bE^BYw-9ZzT@tT>lf8o%=s#t^fB0F;nkw9v?AzA*rNz2OgAHjhCTa%WV^}q7q^;CUj z|MiFT7KVafp?I%Q;O}(vge6IlP$5kv%B3Gb8!K|)lh(`?(l@!!5t1IfU{LD^7Qz^X z`@pGHO$bpRIGQl%WUFkgK*+TW2=YEI(7$Z}K9b4kKsU^rGQk|ZS!jqFpo?GTz2+6%`4E}cWElq7YF-9!GIOVB4s4qA7cy;p_$7+_2f8P z$M=fLHRnRtz^#ml(8?OZO4XKwB7-(IF%;;BS<%o`P~97cF)Q*T=MM1oTf}VQ;8g33tq!f>TsAgN#+Ca4hoRRYMO) z=eB^&NCqFZx)%q_(G3P-s4z^gS)yP<2E>#ECLF@8N=Ud2L($u?|2!RMZn3=giKpLq zX0Tq2U3w@>rkBD~akpD?hUSVN)eg)(aRoHWz55$~bC))#N6kc!Va0ZZ43S2RnUfQY z3)8`6(60x@6B9W|7on;ZLeB#~20nEo2_l8hkWls17;Z$ zrhC?V5@2;jiDV~{2WbxpvA6%m8sJ=0+#xnG33-RFbjm$bTis(K3gBcYCTG=dM_#Nhgw+Ni5_5Dt_VFwN+^$AW&l$N$@k@Cwbjn^;^bQK zXNpd4kd01jUk}MjzF@sF1GpZ%VX#%|kq}3F&BjO@5w(tAhjO=)$i!5|uz_cA!9O&y zcjugf@CDfCS>=8Bj9Xk)azcr4&<90+x-6qi5d_>ZJUr03%F_;AD;8Tdw5DpT5Y<#u zk|8=hDU*6T%u>LcwGSBx57byp%9#Bh3*HJHyR_zF}xT0}T7 zVClhy^1d@#qX&1W+#98KLK<}VS2_CRx#zhi|HnJBHBPYscY)Xbr6P(bC~liVv;m*h z(Gm+eJIzFCsCEJVt*Ih<`-mN(mkIefMzON+{KOCcFl74=r(QWx^_jX>?38hLib=I>8zdF!$X?nK(VlW z%7>o*i~`U4SMv(0xrO?y<=Xj9l%QyFd>=5u$RckqA2r~da>Kg)k>@IWzCG*qaChQbkdVYa{lN1e@ z3(6@@T_#jLj*7AqR=To!{^lUeF%F!zK1>PNxl^K5|2S4j3Tj=R)%BRbWD`41Kman* zZ>B-aAHx|5_^I6HP5nsptRteBOSl#!M(M}tPzss_Bzydg(#B$%W_A9yLp(@@U^KZ{ zXj8Do^(-!lK4^R7h&D~eGe-0dV^(zpsa_12gW9>|tt}m;!?wLDpPJmrM8-^jnyfI}2fwu5 zI>C~OUfI@NP=PY|z0$bj&gJ&>*51+gJ?XQaq`Y3JRv}-dD8?Uq1MDiX4 zQ(5wG$LSOAwAT)Rox6p3xPu960W0M_=t&6f#`gnbo3ZiW$WP!O&Z|}7Q%6WC663uB zkAT^bx((iP$fFlH`(8MXs6J6Ni7#KC0MOu3s~&5f!q;$(cM7rnz%L8=jW8Q6RKO}z zly7UVYaUR~wR*c{Y@cX0(Xq85i<`wOt3v9|((H;QWU$i_sz1BPW*NER(F9?!yO`#k z*B{9j9vu=K@$|3D;a}uK0>8nT+%;bgufJ30%E!5)r2T~e$r<1gt3iVTS)Y&klpH@QpDz-e{_iv~;X zE(#Iiti9%VtB!^2Dn4zf{=)_)K>Txe{ySCtGe68a%9Ru5f<&4feh`l`Jplm%<-XXK z_(;YJWDw~9d@1zbB+~Ca*97dJ#1=Y)N*Fpk;JOs>BaPCTfWh^hi%|Kn&fMRQuOo3o zR$h|EMJTaPZTjcGViUzBMuV0PqNS6d$t{r~R5#d5l=X%0(C6!mqL3u%&I9^zodI$K z6oi{cZ1^OGxcZTyQK78mlGX9rB+X|biW&H^+QuYzn#*y^p?%+%G8PA`6$l5lssL>r z>q`#vWJ;4q%^z%a?NHyu9T;rZfijLbO~*f7*#f#%DvcdPEl8o3gPvToF}T&+$Lh(W z@Yx$Vl&WHjXPa7^%BIiwepivh1yIwz(qIFkLMN?#>h>VZ8^qXATcc0YQw#{n=PU{m zDjR}+a;SvZlXveC{DG=N2-rIE~NGz5r#SbP>S zOdhptnz}(H{mTl=eMOq=tiRG=c?)_FtW+FSRJb_sjx8|MRF)@Est(AoR?k;o?|dhq z(49*qpgY^=vyohH#qMjJd|vLZJ}X4C5Wp*0ad0$#@AT=Y&EUI7@{>N!!F8Xvx_La= z9_*~`r1SiAq)|>hXmHa%gRg@C_4ZCY%+}=ezt`7of9;t&Gm(Jtcq3uZ6y%)-=Mi(C zxCT6DWyQsltR3C!nCE}DewC+P5Og_rSkzsBA)`iho!Ix{?0iUybPGE4AVJ>~8FCZ2 zT`RV1fO2U`EWi)%uZX5r-QR%zE!bCc@L{FF0p7&CagL=|Vf+?-2XC0AFH$-juUb1; z7MxA{vPh?7+k`fH;SoKUb9pUbzcK*8;#H{^(rF z+~7VK^@R|UF__(+CNUn86v21FPVu0tADTW-mJZH_)g8GyZxX?;g92_OKF@UwhXwm1 z4{Q4)*<%!yYLGCGhzY#<;3ky&Z0*@qZONpkaFf~IYGae@LNF+`iHrXgfHZ}iTGn6B zJHOd|Uv2vDD0M#@@Z~$eH*(TP&a9iV`M`TQH3T6TqmUFDK>e_=j!!80gWVqT?=E0M z&#o|nqJ&+%t#Qi70ovjX4UJm(l-7t(c@eD`9xk!i%EGTz=@rrc3h{XB{EaPi{BbxQ zwjBlO_=<-X)u<3L+#9JWLRNpKNQs3BBz}|2ckIp9#QoHe2-gvpv~d{*}tmrPwnV0dtp4f~P*1Mg zStf0BlsUj-QsfB_|9w(yf2n)Ev+Nyl8jo`TNg>V?5$ip{VwtWrzfQ|Pn2Z*iH~4Yh zx+V8$p{Q?(DED{U>1^V-bsp|^j4+X{bbdwuz`JVm3rnGG{} z8=P_V*~-iKPTnF{~ZNuA>*Rpzt{4i(G&eO5a)J9N7+*# zchKpVvVyWOOG3UWdUiQ;I{A4IH}`d2C+aV2Fo5)F5Ts!^%B~V;FySvZm6*V0e?f7x7}#nBrJQ=C#>8yG&0=KA%*A5L%EH1d@c;jX9;32@gDc$sV+JTQO4*w` z5VQQhOBE|GGh$XIc18^yW@1)i7QO$2RODp-FEKIpB?(zfC5(}OQXwWBG8gPmKGhnC z5`;ITHzN$zRb;mj(3o+}8`$k$&uQ!AAi`D;X|k2s=4g`f+Ix7C#<-i)&S~MyN=oYg z4HfZ`uyEG)c8u^eMEJ0;iArk%p*~Di^?SannCgNylT^e2ymArRi2A{3Z)*W(D(Ox$ zsRSW)7=>=snxINdg;2CUC^E#U#$ezU|BabR3~XiiEq%AOu~U`qS--ctqi9ii zW!`*q^{K8%STVho`^gSi&3sxz$S{xacI+ucU6={U6A z3c#z!wjVs^Li9EvoaxJ0gSObm&yMn~Cz=_2Z3AI-f@ByNUL#7|lhzH@YQtUK)1Ddu zZ9`f;w8RgWVJ1r3C*BIla)L)1spk4oYKVl?U(Q7^x~DibT+f9Rw(pT0fbPU4KM<-J zK;}puJ8eKW%E0rR}?#}@#72SYew;(?*CCv_vWr{DppaHz!>mv%>} zKb+-(4Sz>1VAR^T`-q9P5C2B&#=&rFZ{^f<+KDmy49zD?`A$dK{#ts>)^oDwAP@*kUQXs62=w?B2!z&x{t$S@>yb<( z@b8&}oQ@L+L>YYl_aJKZ&hfnO z0p(@AvdU7`-2m0uA$J>KKfW61aKPU7GroWwp^Ao8cAQ<8v&&mr zE?P$ld}D>`%mKs76RK@CorIG#H?_Jld|(duSC_qW8ODFNpilJDpPv4ApY#NG;lY2m z`41ks|9AJv3iN>Lzgr`+SO2d+YUBh1y^1VCup&R6@eCaEMO5i}yd{80eQ7o7a-roC zfQ?td>7~$-mEf>}L@`EWB?9r}vtM?h{`f-^{71B2e(y;lmp|%ZQbcC6gl0QXbaE+{ zS^HJU$L3m*(FSC*c*DE&Qu5_v1MIQ!gA1OSi|QoAb(@}5wk^K;G@w_c@pjzB8???2 zg}%9q2NPjP1RW>Ppl7qtxvW&}OjFYSG2)_WS!dTtP%rx0XWrKQZm!3aXHuCg=>5Sh zt-V>ZWRfD2w^I_0DdGQ*i~Ik4cmIzGOz0B>OB8^MM-kc3;JBWUj>?MB7NI9_r@-PT zEXe#}dAU?e09maQxnIaGall$XQQ$LPo?U17?9|qnLJpt$Kb@&OJtUsf)iykpoWIy< zm+N<``4#8o}asA)PIz86={oc3GLuCj7&}5 z74O5U?M|2UiT@p#+5iv^D4I965TI9GYspG+U)mpTp=Q=Km&Cpdr^D2sHnG?{?z3EOPMq$`ARJ#`*$n?(NW!G z4Zr)u(yeYl|L^k{_s=x*g?Z%e;+(t>CcWz9z09e;&U!GRU)CD4vCP>ZZnk=VTwgW4 z299M{M8rN{K5us0_7djJ3v%MGgx6@T#DX@N{=e^kjz*HU1r4;)an@*ydNsJ_tejgh zWV(bIlwY0UESt9Te|<)kMHYQABIsH5dPGCnwsh8pDbeHm-?+rMUpGMl2xCCF;Q4JE zixj>T0VMTD=)VEV{|zAP*ZCSfhPmN;1H;>ZXsL1&JnMT0_(?42e&NW&$h@(dmQ2AC zF&&jG@=_gI2BtMB%=KLNztE+EegFd1I&L8#V5CgY8x5$i@p8<9(dY7u@VKb|`#EH@ zIvr8TZ2ZvO{T(J5>H;%XqA1L$32^>^p+nEt`2V)~$^CRKnmjI<$4hmSzQ|mQ)VuiX zU}lE5drpaxBSL*oA_jzP5?+?!-VcBD^r0B&RX^~8p0DHRRNiStjH;K3Iv>H9gtn={ zK<=;)rQhCID~l%C zT(vK@ptLO*7Wt8F+A@@d{Z0DZE;oPPmK*C@XmeK=>p&hvd+b#+V2M!Z4IEih8q z#SUrv<1&h|C&4{-ZLifd$}k>)y4>zZ1aal;SlZl8?(b1!x8L~D*z+ASp+Q(62{*9T zK2hBaPY+~Gnb3J9hH{@va#ecSc53yWm)S@eWrS^(rPR1fIkL&UHH~*1ENs>;72pB- z#C>llpqAdltLb{U>j;|HwC66BTc6`GmhAF|5+Xa`N$`2~`TWQ6IG@(Rs3uf0#h5VC z#rY}RWn21Mx9--DCJP)4m)GMZP*fe)hDr};NPKrXK_ zL&6UoCD&r%@t@(Pc{%&Uf|9>#8q5D^t+F0aIJ31?2AVMnB<7Un-40m@0{aL1;p?Kj zm9|>F_u+EUes8Wx(&$GL(i&0Pe?G=E$j45q@aTy@s-+(0BQ1!!P+(?HPuwsw8ahzKL*hfRO}3T-I*aj;R9+KdWx%Fh?; zs#{cvvYDr5VPSj8BCgL<(7@PUSGI4tb#+R8=ds^6-|h`~D7AlsSINmn3*1=j@2zF{ zWjW9#I|`TlY#RQ_Mg*4h-FvN9B42sbxV=ABIWj-R`%c?n4Seu@-`=6HNLLKcYM=T* z^5mV@c#EO^O?7AdweJqr-Q+gTqp)Juu18B5_1{{W-R6VXy>J%_hJiRRtCaqvs_0v; z`%S{*y!H@F8$*TjHMjF}ohG9XJ%ERW|2Ls_e9orZb+624Z}3YS>7NG81X&37rK_KP zF6I<_zxY&o$-ZH^f?f1BUAjUTgIp*>^5A?BbN9q^heON$&ANj9?!5st9oNh+O;Es# zEcZ4T1GIPWMdDk?vA_dv&Nw}xvBy0YQCfogM^F9DoV-`M(zm`A{2H96ayJ`MzW3c~ z7k>cPmvl)0X+%}SCGI+^^IN|4nUxo&n^fwOgsKq;rz^Tf1l;)T?!wR{e_j3Fsk56t zuNJ@U5w*Qt6h7Y4$sj*=8^(mGi83$P&yM`PEMK3iJGoKMKjWqZ6UgIA2_;AxBfnUqY5#0}SIMpDTcjcQSzqK78}<;Cq`W~d2%P^8Y!>rmLxUhVgxy3qq0RR&$mPp5mieP71|7*P{M{x2uPVf_n@BH@7i~w|+)y9+Qj1 zUPKVJyr$=Ht%HnC11QuMLDe^*D4T(sZMF4i+8QC^NuU@JBNuK?Vs0!=RmmPK%?%sB zckZ7y9|8^vWEAA(q_7O^%j_62B13T8lGN)d5Hn$Ff(0+R4z?vxRXL)+eC)}QPT1!$ z_4!y#aie?aZ}98S+$gqxOQyt13DU~+nlcS*kMqe#mk^oE*@Xzw4-u5cMa6cwq~}|K zjh}+Jp8q#e{VmD@n6{P6>TC5$9AlRWaR@~8b{2jy-3*0RP1xWk6)K|B5(UpvqwiU7 zO30p4<;5$Ik$JaQ$eGeb;14C06%{MD2rR4jY*%k1^1FIu$cho!h!0ug+>_7;AVvBl zG#n6@tz}9AEUp&LMWK+ZkG-ANvjmvDrWVEf5pYspis+R{-Dlab_AQ~0xJL;@flq@4 zo2UP9@mX*w9&l8yKMrcEh=Oi(x=zV=&U&854eim|JHD{ziyV13{&Nv^ANOW>6O?p3 zUZLxF>hB(tyD=K8C60Uj=?IYv-?;L_U<1qxa6Bz1-(9qjrEoYRuWEoAJPF%tnAS5|vBYIg zLhRJl(1Em=hP&GSYUTNcTFf?z{49yVQF?P8WTfQb3jVr^RY=vGj&-8g+00s`A8o<3 z^w4s|{-BGGsZn98miJf+etwA<=+jLw5bn9KW=;njW; zd&`tf|Nd^-{ywmbo^yyUuPi&kUaq8P#gNbj2u6(4`_OzIYIyl!jcLv+MDT+_|RSC>!2IIcSjDbtv;4}aVALk-4`CypXB!t=TjRq%+{ZU{Lt4-)iTiS` z%i8PKPn62Nsn((pk=4KGNOs@vgsp!q7N9KM#j zY>lJ{YC3zhj#@kG$j=x%qr-3fR<}~OukU@wKHv5=PXFag=lP?sVr5-@Vp1}@>1hHg zGAbX(o>&S}D!ch{0xAmK+QK!QaRVLAoo?Hoz-m8{-T)%zROY^yEBp<-sJzFN%D##% zcsf0@V5$3LHmc!hmW?y1@`&b+y`=oZ0pWQE-rjG2dVw()aYBUyDkM(xS#o;BE|6pQ zxfYMwN$Pva<9_zbcw%^1(|l57qRS72Hv3)F__4k1R2?Utf_eF2-L7>aXT!w||Iema zN9?{u#fhIxUb~R^7xd@P=)Qq_HDg;KEw$Aii+h5K_xQSI? z&fcP4seCUE&bE}2tCns841IXmLlU(H$%B}rRXzeGt=?D8M_PAA?$>hybC%AYQ8QRj zRn3_OulZwpoBB1j^^xT=?8j9-!^m9FL9v1!CP@~8_yM|s>Yq9Z$w}4Z$X^&(q?M3eV9BKoDyjsu&8#hIO z1QQck7`nCp+-`2@Xa%V!;d6%AH@w|EOzh)5n3*EP7%$Uy$He$-lJ~2{Wt+2n4u~XM zYqLP8iIiEYQ+_^k#)x6vuV1xt;W1jvfeWHh`IpI;1Hmx>Hx=n9=S+r%bTqGL#8bGM z_5w^s+0&6r$pP%uZZYtM@f|FEwkc@JQMV_X@9&6YdEE*^VSp(h&1own#B^<~`PR$O zi-t#R2YirJs+nK{)gc_-v=oXBmm&9VCoVO-HPoU&?wz~y+(u;1&CLvrk5O|RLMLYT zhE7+YkdTOgRIex0@Ws;VS9h84TdX+8hV)(90rnKFMsyuY&_d3A$=GGsy7)yB7o5JF zYUK5KND+OL8k4@I&5uLae%IQ5_vmT$*$J7>YPHqp6Jz8?LV6s zPQAO5ae9;4Ty@=Y29zh+DM9w|P4!G6mrZUkbmZhd-%>BP7o4`?#~>$JlQz^KNpK-1 zo|-KytHzcRDX(8`y}RyCj9P32^4b;Q``CXI-~Xj9Kg^0&8A1}tOM(UNj2Owtw~{&u z=Nek=F-lkvK0BAZ{=mc7a59$B|8-vd-O9-?(zC{WP$k2gH?mT#S+#_Z3rclQ<_(4K zT1-^5wU1j$=jW>nY?sG6BKM5$^IAp1yvNL$LiVSXk2}5h&({s$Zrf!hRw4`}W zIDaCK^v!&fu2JSkV|#)%d>NH^pI07$jH>@F*_+Mqi-kCH)Zrg;|7g;kU9&2kuYz*ent;6TzV3Tj<36$pQRSGln)E<-6=vQlf;`*Kg#w69bl{53hzT<72_vY2I z<9A;Wx{;;U`(C8h2TNA~MR6{O+Uh9u zYR@O|^YjEKs6t;D1nR}(m25dbJrzIwt1d1s-q_ffk{=ITiHVtT)Fl)O4HlIdKaC(4 zY`WSi_IpJW*G)h~#9`QUb8|f4R;%B6fD4p8w$me5>4tN)1wY6490y=OXa*%?@fi9| zb6G-hv!9c4lhMXl7BE1^;f0AjFCx0Le|>M_soxh=lo6qqxasY%Fr1#66%_N#8)_*R z$y!7bm#4-kJfqMuAHw*KDp6b%6E!(rjXKP*_&pRLiOUc$2+k=Y^Qf`f zE=v%l_6ELJTEA3fK`|u^x7oGcWD3y6ZnmC%U4ku2Yig)Kd|$`_Pb=0UdDKN8C2>^< zM&^uP-1;`p-(78&mm4;tdf3W)eQ714Y0w2{9NP9~>)(`b?%rQMn|X<-bvVl6aH&0b z4yi`*5X6{!<#OcY%r(C5#m2$XDzEAnA^VaX%kPT0gB7xG&%2;L0{SSL{-_72Y8iG_K8ZUQ#ed{q_b3W ziwVs~O&Ds?0v>=d4 z-7;#uTEO*J7)I4*`u%Dxb^nM~REYg^CE z2IKrvU;L=;%{ooWfRei7?tCI6|CMXu!z`BU?SSZAuW8iP05PYK^{QKwx4~I2I5I@0i^!9m}Ws^Rc*x1!MyAF$b9{lf7)N+$5ZuB zP)7^L?BZ=rLAA0~FTL_gSccqLlkpgIhWH|~toj!}Y>{agOn#h_4^xJD%rFqDuebNjygxBs_K^S&S&fWz;U;We$s9HnKILOT@5t$;72v;-kRp8h?@_Pcgl z4ZC&47~=geive=MJc^WjK~GPwZIO$1rP%Ox%MY-UciP(Si-E**Zu35|3@)y&9NGu3 z?MLHOB;?U6w88UNV>Q@mn>Fr-OHTd5>$U3{)Aerl78VvRE~lNsk3i<^@|vjAn>Av= z9m@~fL#O9;q)3GZi!|>WGvc&5N9&w?E9{!>Z>KdLk)<4*TUbFn{w!Y}Le%(_@KZ*g z5mHgSZO1!Cgh_f#g-G6(hgqx)TgNR{*JsWR{as~e7v^h>S`sSzXs5I-ao0A`;DOR% z`+#_xU-|o`)B0!5oqZCPGM0gSHyCr<*B3n606Ky!7MK?LkZ@dHMd=;jKi1O= z>?E8YPH{UfWs9Wb$Hja%P;>oLKjkifVp+ zX)vUPd;y$Biqc-Te@3J-+~}#&?e2ba{gb;W5XhmoZ-U!zc6N3W1A{oSqQ2KMZEtIf ztns6zWnpb?GH#{o?i5=6YE{3)_0CS9QmTMYnl#90Y-;we$Kt5q&7!@E#9_}^HOfJS zVU)bj8N0(^wsN1j8Ghhjj5<%&n!ksjBi~cCSB952d@q?;cAN+o>*VI^RK*-f#hh7} zsNDi)vUar(e_-|AU&QN)VADt!>4pFB(xKi*F+CmxPW^LUkpy%{v z-jLeU@j2ol=+mTm$63p?O*L=7&}ZBw=Sc1#Tlb5`(I6bf*+~{U@L0qD?6P4!$cW(0;V+N@s!WOL!Llr#%xH_@Ytyz?P;-!ARI%<<`oOtFn zDZ83g`J0v5g$Sbjzj);5c>@`aH)7$3m*@bBmWaD_;>k1|0VI!@XJ__Pbt)syDH&hw z)+s*N?8Tb4Fa5B{3%O-b>%FBc8%H%vIfvZS zf7)X95~{BdzxNGKHxZS;yIGc1IqfF)a2_?jAp;)!y+{A*>D$W6_sF@IEMV#{u`|S& z0QPDULf_!?0MydSXX3ShLx=px8vm97FFie7Mf_C5+M11a1;g;dzjK+?HZGl41^uN^ z@7J!K(+X`xC^YDOl(V)-HqBi za3fBL7izFmBKO*<7&3MxCdN8D2@elw49p0z`IRo8&xf(?qIRw-p_z&nB2{tU-Y(6S00wfqW7 zu)Wl2E)wBlcLjzpaZ*Bqk9*xi+Dp`TbAvNe<`t8a1_j+V?}ap>Uln->DWB!V6?rr* zu}QkE)fRB3rw})17mA+$vikJ{IPyuMhxnKa60xIe7p4* zSHXeKvUq>Cj-=xJx@!s`vANz7mt9quLm_lXuwd41rv`M0FM;kullTDjo3mr2@d}?( zoD2k)Q7!gmXueetg+!Az!gxiyc$VqeQe?;39IACloFK9kDcR_%3~4pIyL@|R^y}xc zbk4*UYXcO6wfQixN=2;9wFgB<9}@s(EAbm~PTzPlw;IXoAj5q7IV(yhE1Si`OSd-1 z>i~XtqwRJlXFY(9tfH|0W~G~ux3-rhSbcSOdZVZ1Yd2dkU=Xv-!<-KAxI#ld_%vF4 zN~!Yp3%s#lq=)a>T~d{9Df+>37E9>+q@8C}QgSQ=o~!X%JxC-QE353Z={#H~L40Pg zb*MlHV0cF^?$gz(KE3IiQgM1nyxEEzej%1@PW$^X2>#;Y;ERV1WjN>O<52hU%%&5P z1Q7)S56S>sZgvtJ9dBpMIu7$k9kv_}qD+mIFUM8Y`zvf%skrMIrMh0c3AOTX!8NYb zVfQbznnG32#U%Nvkn-oUIlI2&@mgd+c!R4S-7erv;!^&VO7#s;{#JbCJ3o z4&+yFpaK|dhI*zu8MT0DdEG5e>YYQk+nsZqJ*!>8Y4-S2ex|VGhPxG(N(xf4$#K$# zTR-BfC(?H=mjvv94uMOdHvt4co3zOEIh*vS!NkI{o%*r4S&%tbZJRp3-wfoSvRb(V z{Rz}qm%(J>?0h2SC>HDopCqAb_|#Mxhis}ylw>2<(bc45{^TZfR_q|~x3tn#C5z5^Uf31H1D5c6`K_rMU4T0b zU)SRO6e&rlzS}mvm+p0A9wcK)>S*zp4BSchHGU$kKQgkP*>FzRV5f1RWVM!+5M;EL z%>Fw7YoND0qN zcRGv>2{YJ#?c*B?#yLA_{~cq7;azic^r3v*DQTW>R0FESFc;>;6u0SsA9mDQRGgrZ z&^R+yZzz|?es)NgP_|8v*80S7$U>slv!j8$V8lv3cE{DrH9gR}>0|3zM}J4;gIQBX z0{AZpbJ$3(_C!||#4Hc9ZJ4i(>(7Uuy-5YDUx>!8bv@^x4BbW|NAJ*+O)FcqoRN9s9UMV%@Nlp)t8u>9Rfo2%M`#GDX+jQ87D~ah~Pb5y!^k)ut-*8E#X?JX0 zU0p&#g1Fb&MqLIaX#do+swPM(Yj~JjB2Fp`mll|0WRp5|J1zAyh+0=%+-}QeAZFXb zvjL}(LmX2cG8QRkSON2QD^l8kWh~|3$=&Z)XyS{l@9U?nxJXHZpr*ovDh$~b03^cv zx3~Usip?5e;dI%SVLkX+{8oy!aUnM_Q_OZ! z4L-O=9-8g>M7GZD2Uf6&SSO+T4snLlyOqU6w9jf0W}P=}n+UqVAS}L$T7B%OINY~H zkkI9~&&4lqf+ecQN)2ZIj`8ABaHOj9`zk06(a~r9e!ib@*p$wX^;3@)SCi_B3io)l_(5mK^7eCI_PSu+uPwbQ3my zIzBh$(|J4K>im>6$ZC&_A%O29^rciUQ^p9Cn@_PsV9YqL_FP%SIy5_9{UeXv3Q5(h zrX~!6p118uN5ttwKq1*IQh;Om79dtnKdaasxc!`jDW_UDWW7S06-R)}C4F=}Lfm?K zQh9({TSa~S)q9W4i%oGPOdpqw!t-`loR;KPQgn35NiWy@>yrB4Q_xs)k=b%sI6@x} zb*suM%H&kCRAACSf5?~{pb@J|02!&vH`CG=Bz1RleEr_)B}6?Sdc#33eih2h*Ndo< zGml$jp0C>g%AU^oNgY|lu8EmDZ2U=`r%Bde5pvDvS|JmF_6t5WmnPyGS14I}N_HML zv`&a}#mbr4Buw%P5rK?idwW4D=tV_Eq*PRUJ3ADlq@v+P^&5u2?xvbCojvI!IT!i!u za4g*S^VpvMHZq*Q5zaHL-$|Ph|289JJDR-@^Jrykp z6^p2E4CuuwN!P*F1LuU9Y;U z@}^S~b;vAv+3gob2Y9_{yL$F|yU7BH(=7ZIVtt3!(waFk>|koojVw;z!?2w3dob{F zB`zR3C@2UxxKSSHpk7w0#NA`!G&-@Px8F)f##P-eS|_evX_bF{p{%dr1~3Ndx=Y|{ z*Y@B1NMeAZxEzSgN40)u>82`Z%&PW2t-R!=ud}!XkULkt>Zd`=qsQy!oh|SU^U#l; zGv>v49s?2?T~bWE76AHc$`BkLqs$x!@JdcdjIxH65|5vRrf0PPJKUqtAUJn8u^{(% z{;w1-Ceo=6(H$zqR|+UljOA}R@2-ynGd62x)*hMFm<;|5*^4eHn%YnUfesG)fc3DM ztTaO=G+yu3*SqdsO^r9XUTqd6e*LOSFgiY7^S&);r|S$_tXZm8v)7WN4B(-OhQ1zm zsM{#i#IJVp$1-AsJNdaV zy?&Ldczk}ZEDf{Hna?c-sI{_(QEl4-I^cVJFF`p!n;w7>W>lfhLsz3(FwZjr$QA`C!d6r^&6mya zY!=KmhbI!(m9zo4>2m%pm64>i&&5Hnlqo)v`96_niW8joK0e!>#%T=6E_B%*^EoXx z6nAz@&<48#C&}XJ1a+4spYOicyk70c)vV@S7Hq#8T68I%>|htz zx%-jX_>U;o48^;Hp!%A9+haEz;TeupE{R@obqstjyu zkFPi{31)RjpFk!Lr_F@x?*1Kjbac-*kHm;Jk?UyXP{Mt`+@XcMDyO<0Qrsm-Kijz`_kz(6`Va8@1~UUpIZv^30%*tJxWb1 zcbhugeB3#aUwVxW5q>UK^n*(Xj}W30y@Gb`6~#OPZgZb?O>Embaj(;x2E$Ux*dj_M+<3q{OU9U%r5WeV5YgJ_wVd`dw1zAxy8T9;>w8_b6cZ*-(+}b=j@bk~jwzc@KVbDminyf4l3$nnjwi zPRWsSH)ur(gRZ(ODl>jz&1~AbNTm8DA=+dT^cu$-C5?0Q;}g|I)CZ>X`)EvC+OVA>}5aDXUYa0sKl7mEF` z;3wyY4VcQje&_z#Pq-gZ7>GRbRqhmhkCMh(Tg|mlGyqNOn>;dU7}mIv9dUp||0vp+yj{ z8DB+l4)Ce;i|%E`Pe4huTmko5myUM?(66Ra=rIh&V!wYs!feCkZX5AbYX33w{6YRJ zp_Ga7;XYFLu-Ol^f2?X4MxnVoniC=xY^q>{g#^yIoswn3W^1UP^9f7ub#EV9cpYZOSRV$ zAXfU#I>&3%J!-UO7EMK`p^$W=Ya4~936Mu1A=&??2`-;jMvpP8&9+m9e-jlEizOvx z;*)k1d#{s?pIubPfTzTmf>6_7&7i4UbDTn_mCn*ObYRHn`bD8>2wBW(%jH*^uB`HC zgP&D9p9RuAi;LlW>0GY=4n8)8FIHw1Csz=jZw2_adv@~t1P5OV&^glPwrVMkoP@SJ zHG5oM0pYc_?68aVEe1MmvWBPsE^m?P=kj0Ke?*fZ4?w+i|3qiJn$k+bos~rs=(M?o z4SZA~vEi@y;y1_`)h7iAAS6|RRg?S>B6?bSrF$-Nd~R-bcu4Td%Q6Mf2d)7EN?5(| z`?C~4;3jz64Ci+{G5fqxSW~^*e2ZG=s9*S7%pvZzgjQNWEU%e;_;vOJ581^tDj@0e z{kZI-=XwPYWPmH3*ky#q*OlSq2g)$~XwJDyhq2G!EHRe@0#5>n(uYH8^{h_rnz~+U zbn|ysajW0e=c}AyVZk|%8OuhIM2botAP_Irf4geNO|At_uCFN-6u^sw{7w$A307g#JUF9f8PIfI{F&&XQvoo@Em|Ix4%R6ui56Til+sy}pnH zkob~7;E&KFufGne8vm7EJ&Ig2bQtS_93wh~RdMs|Z%)pb4X4eylD&_&`o?e~m^sV9 zQP{yLb)I+L^HoLR7p2H?l_e7)A`THZ7X=GLH#d8z^z20exm4?W9ReWN_qB@g>H#!^ zNt6G~OoB&VbI#psprbSbP~;7{_t^0#Cc0~JrZxita7WFR{tz}!;p!o^!6HckOe!Hz@bFqkzACoXMzjOe3 zEb(Z(;c@(N{x2!OIbz-`=@xQ4Zg*#EW={XMs9rPg(>o;RuXo}TGki8Z ztdA{dPJUk@27EsB?eBRT3o(&31O{Y(@pT|i$CbzBhcX5n5EUcjLcw|X@?p2PMLPs$ zP9ot}zv|oKz4q3UC%*5H|7Z2Q=eauk@)X*;sJBMZHrRYOsRd{e z?sn|r7>j-((gaDcZ2;_%MM!8yl50Tg=y)H{!Bz@s{zPoRh z;U(#ChrW{d(r#P{DC0Fsh4_qP;Ke01a#O9qRILs+;)D zJB0y<)fwI5HVIGhzCmCler(%29N>H?JfD3QNGB^n|27n? z&ZngIwQL*chRP=QP*&4OSEU$uA!QlK93U6VcSUZzC};SlfQGd$UmdKXvlEan420qr z2t;Tsg-X5|q?DDdD^h|hDMFxtmrSLxs>;K8v);<0T=D=oP%HzW#URw-ln zm@mSV2GC2&h`z=Xer*_EEMa*ICfKvvA0uECz;p3zYPbS&PeMLKo3-djR(um7#!O_eq8D2N0OP>l7)@tXi+NB*{+>r&z5~D;E0@tEfQ}v(BmS9u9Y73Jb&?CdZ^ae#%3tD2wV*=tmtvEbQi| z$L9EPBNBV%uAEHM2ky((>s&$4QbPHE6{94I5+XXPuAbsrm}*^6{jS&ISF*cXs>G@hsf9 z#W(?ji&O}|vowl95;X)BQvqKL$Z?IpiBm!%_7^v^YoEgE{V z<7GXh*3iZ%*W&;OT8;`?S!w^gmptaEK1ApBJ6qW@08L2It_uy4_nurlxfza z3A6!k^88S0xlK6yomdXGiEvktSXC7DD9dv!f61P5hT1Il1}kav+V=-i|pdi z-z16w(Y?RgmUHN{o)|i!%8dY1t@Xc8*&R$L9Tz4?XPM|kDPYiJvy%&;8|`>NS50ee z({^8j@bsG=yE(9vP$*+u%<_vkKhCm}uDM(m9@_o$M*QC-0J{v6QzOX2kv~Yu->l1L z*;>>dAk=+%!S#M z0Wi`N2hV_z;9z>Z%_^Lr)V>r6_cFvH~TX1hGo@rceaD+iGB zn4LE@^_OKe`5Czxx+!>l{FaIL_^mp|+qV={=NoEiL$A<>R?g1?v|Q48^sGWzhN4+R z0sIG7p1@50uZ9vc0fd*YO*NT8%`|>6-6w0?&SL}U*Aewe^4;<7sO+s94Re8!lcH03 zvUT#vW{~@c7bb@@A)i!rTMAeqh%kb$(Pn4acVT^{Z+T>qczN>1vZ^bey%t|=8J#PZ~Zb@hEqI0!6!z6NjvSY2~ti!dxB{lLyq?bXx?Y1@0g>c+^wW00w*V-c_ zPjNzTX{P#b)gN^7nvnv$e}1dE;%n)tISIrTxB*7g@OhIGlE1o9}qx)>F}HuG0Ae^ zBU35hP5u%6Hs2DOF#Iwhi)T}j4lhndjUd2T>;)+{ma_|UPQ_z>MnK#VXn1jAwQ^e{ zdf)W>q)jFf_UUClODGr#wEdb@usLPmLAXV4g7dB7y1#CJG_py_56SLwq<|+8N-xs5 zcLJu96kRNN7gAHr|MTQTucX>hvuZ@+r{v%)03n{POU7h+oc>w?C??YwEV0j?;Kwwctz9RhU`~ z7zw3trDCo!&UqU+Hx4e}OxAFs{--`1!Iu6sT*-*E!*qo=n}G@M16|KnO6v{@DM>Fw zoPP%8}ctpbS6RTR8=Xl__nN6(sz9LF}N>#d4c za8ftWWU^Xo0nWUlWA5MmK`Ekp4UhuhlJdIKeU)8H8)ljFnreJ04Jbd)*QB@Z$aKcM zKnf(TRGL9lw~gK8tQ=pmxm7kICI3YzkLXU5Frj&|%ZVEgrk;*qL9OH6=R4n=hKb|e zV!iVVQU2Y}$>?V785sS#9-Eg1Bv_Xdw;%h9m^<*3Q}53Hpdw$HTK<79a8H+{C}RcF z9m?q|F!ReZgo1e$#VFLE@x~-3?;TzHF2NDz&Pp}f?B>}W*+aU9-Q%31ZrmSQ3K9~}UmN`TUs`}?Au>RVZ6cB%6`obrlm*mR`xrslhq*w> zv%4{0iJTvz<|qTZdCp8yt^{2_^%U_EN=>g2HhulqdDL9svL{U2HGH08XA{4THZFuZ zBu^)@YQh%W2{h2>@=A#SHmj$RKJ@c>BmTbpAs8EJgYTpCkrzCqJV_AbPS*7bfY-M|OW;IiJb|1#w=k$h*y+ zq_@p#{cq$Lhco2qC4F3X?z@+%eL+^(9&AKm-Ia>y?@2mVKd#nMkfZ{QtJ=M$JUZY6 z{c#>~BW$r=*CaGaM}WAy=@{6X_~A0ISFda0pBDS`7fqCm`t`J@NZnN?fT0M-x5o(* z5IHRz&xB{9WkS^cZZfm;kYb^=E=InBn_3Eq@ljv}%3gg27kj0W~RO;GQ&Gx<8(%mh!BEX#x=2E1Fj{B~RW?W`$QDth1|HW`(I) zVtjpPo>hYPEr1jc58V%3Sr9jI^i|9h%X*-G|N3>SP_+pgEtTK#^&_oLt%09r>k{W_ z$6~d6rbLepa|UV}j=QhU%78|#WA+X<4xv*-*g9)h#Sz7$*U_m&1Cmzn+M5jwE7pxL zK$TUaeYw0mp)m}8S%pL2xVQLkMcXVqZWbAkXrDlz+-GcGC6Ml^5{rcXdEjq(B9b#& zSzfU$2>00Cwb<+9-IP68`WTpPnV0jetX7;|&J6#9=ZDj6P_$_>))C$-vrjZX$iDre zi26PhJ!}juv@F&sN4W|=@u%@P^R`gm4*fa3-k%}lsfG3$_fdMZ(L$CK)HczLU59D-;>xpCn(9ZtH7Lb2GHAm*MRo?;(#m&~L3s5-U4d zZJt{^46NR9^+a1_M%})5OMA)MrHLxMoF=+ck$J1>J4fG|J0qs?^5aeI_LOJ|Ws(lvWlB$E@g=>FfRA11X(P7(4yOm$6gc@w)ub+5P}XS$3+GA>@-FQNKPgpEGb6XR9!sLkbo8| z>;FO3S4Tzph20Ja(h`DnC_{Hh4yA-ccXvp4m&hO>ARsN>Al)DgDUw5XhjdFf+?U^X zzq{7`*QIND-g(Xwd+%o-Bypd6e`V%C#m%^5c?i8+EOvXLk;CoeITnu4d5n^vkbt3f zodZL-i8pG!Cl2JJ9ZLCkjJFJ1+`*oER16J@)3oW+(El$(yA}@PosfL)=vvGy4r0N?y`rMDR!PBc* zg%?}*JIF#K!T;ojgf})zhTiU)Tw83TZQmy>^TJzX%RaX6-|Kzta#$njo~HC(3#yyF z*fAR+W2@BjGSs7<7F`_FTY2mS!$uLrh)J+Xwp1Y;eD#qUPnyNK zE=1{1dRayy-%+oD^ib2C2?&%=wn9)He0eKhpNoPa8D%#6u;!g8rBdd+U&j64Aq0MP z6Tz}x3+M?U!G6{XZj3RPJ*W9#pmzJ6R_wuV&;9YJNK5RhY4+vrM{^)Fe^xiQtNc|s zLDOx)6@l;X3O|0z%0BQ7#g#A{n$IlttiL{uzzUt?i`I@fz_Aa!)U;doGWh}%CL`m3IeP73ArZsf_H~E@j6<&|4bF(mecf)3huyW^(S(9eMhVM- z(OdpP4|^tjKgcnIC z^A|ZPR-&-nc?Kop=rLA0Kkvi471YLQ2^~Tvf}Y#+NvvDAEk!+#QZgj1;~j7uF?r6w zP#PWB z%INth0_*_MF#L6m5Ndp--7Ln$QH2B=>r;PBvI8TXAb1A$sn9gu-PH_sFP zsWKWtoWVD6{NI09-0Yb818_SCZ8HoBq(mE7Q!E8_2<*LYB)aeR&Xq3tJ$13L)SFs^ z(|r&ul|?u=>;YE+nGTSqudl7JBmTrHHsJ2@v-pAq0)boO#LHExLYZoCn+kCK>P3?m zv8K8b{~$dDJQRo%ieXnskBhtzpcndXAz6fs^4fX-yI?aINgBl?)!UqX_2;(|#_At# zJLa*2*iJ-Kkd|0gbYQmz86-~N6=vZCQ!Z}x)s9mv5K7Utl`ZvT)5#lOzrjO;0himS z9fbw zne45>S|!x9yhK-00tNJK@S~ZL-OQTX?ZEY`I2AQbyP6+vyi#~1;kh6gq`=p*;k;Jr z;6Pf&5M>)EK)?EYe~AgBk%Os}{bXh%sVeEEgwagvduS?zP0mj-A^bJTL8#D~GHKuo zQ1nz$5aXzUO{#T3Fc1hO>eAC|E=?gJc+-|6wPAZ9PG$`gI7QY=Dqvw*Vg!#J;=2i4 zPsfuhoR2(0R-T^F@37YPt7;h5P>OdR*YbX8oQ00<$fc3sGBs2sUUhZ{r%Cu;m(H1W z^!*5lnibD85ce~-PAX;k1R!$5F}weMJIe?H+0q3rL3j}kUpPRe>+-KZ zE75QZTl{+*th$=@y$?hPHVsqf?y6x;HTle{RKnD1+n0kF7IUxt8w#9E(d~b3g+~6x z>Cg|u#~aybgoe7|izsE7Y~qGulHB_B>2R9Ls=(jDh8|*cQ`V zZN|pDuQw#VQYDYPs-3EmZaIM;x;vnTIyL6)TA=Sc3yDMW==lPiD2h^kOm?2HR|%$Vv)9Khqc;a%lV0fV#0@yAP`B)9yK*#4+wO;Zj5kv zy^R9P>CMO5lw4zSlu2qC;JR9IsL&z|MztJL9t%f8b81#zURXVfLeDYh+Og@6m|(VP zkLi?11oYd{XFfnP)lB0AV??GwaHsZV354X3z-U0dvEVQmBZ8oeX4EaGpmfDDDJ|@U zZs{jCBJD`WhqXgrs%s?!HF!;HU>>7x{%;KZm0)@9t}6M+PQJr+=YW6}`pEDLv|JcX zN~CTs)#kxdc6J86^g@S)6lkzy`d?iQ>M~Q9+;AW+Zv3aGsY$ zuqKSNWZv8l25sTa!nGxO>nfYuvBV{QoCPJogR)*C+>?fH&k**Cp0xSuDRzmpI1#~} zuLF#`y?X4Y^+z5jfy}b(Sn*(U+Um9mm)b#z8cxx5M@(YTs}teMZHFRwcEBoxUagm4 zzW|>yW-=u%d4gU7DHbQx*9h*@16`kRuoJSH3UfOErWKU_x&b=rDDi*Gp4X_5aGqo(LH$TzG^)0^=)QNk$rA?6UP{F^B^^IdN;B0A+mEIte$M2WV z=}QiO?fHqYtRK3C^dC@RZy-H|rXBZ#>8YNRk7s`yJ=q$~e{EG2Dlk6UbuIxuQ&$x{ zFq+`&kMuDg`ncafJ>uw-P9jfx6h zK{Si^dWNl1s$lEzbnC@Z%GQ$p?8vL$nyu8*sik~63!SLvospCo4PrXf=v`FsBOesf zZi-J2J8ELu=L#jm6+EP90kp{PF~WF?iNH|a17UPLn%9glnrhZ(-=Tj%k+hmM4-fMd zjLf~{t)D}Ky7KlOzo0%9kPwWg>ntQhAGBGG>dLOixi!`E3R8a135MMgFcgm;((M_d)p3Du!bPs zV?R;&fa5=Az>k37Hf;S!-h-v+DRbc!+4*r=cPLf({=$}{w}GSv4OL>HuFX3j$oDcZ zk;vB5O(rgwDF3m&J*;&T(Hy_uPh!YOZ*iVG+vM%PeJ70<>Lc;=Tj7{Mvy+8TG8si zw4Ar-at^C#nD|sv7^ePx^DeMZoDRBc=U%fjFu=r+?m9PtABA_*vEsFw9nf0iv&ddJ zFT-SAr)Z?S3luX_di)5W_J3@+gw-he{2MCi{gh8C^I4^$@sU`p@w7Xl;n2Ch{uU5+ zXqK^7=_w|wjE`TXuLT3mrl0?8(x_MQ(!rX5VZ1qtM05GYcMfAF){))Y@>zPK@W0_F zAwpXvM`b!*L-G;UB*gBI7sO)De4Y+sBba!`b@OP9)(i-wX#VZf)LLE`O*XHX!!9@t zENF-)iT_?D7K~2uO#B5J>{d?%SM0Rhutdmz>dXJ0U4JI?;jC~p3JE41M}rP+q|2_sB2JGVm#DSsMx|4S1A7bzJLXEC{P}9rVg%1XfOa9?y>Uw=Kas#d!v=v~~-qjl1vutIh!?jTWQ70*ZuEDFrHo zsLQE}xhdSOXW}g-jdeU!VL2qyj9>SYrBnd*HkFp%8v?ePR8H)@@I2WbjhJ{~`4!eq z1ePEW@LHj*xw_7iOl>h4;m!wII+4#urY}0(ByVCpj zwwB<;ex7r;<{%fkCwVMpFfz4`FbS`&c47h;1N1qEQDHon@&zv^G*&y24jrKItjaJg zI#8%?s)8`?epYUhDy9pz7UjRhzwV~@8Q4!=jBV-Qrzo8`!3y)WOj?HZzi&OWGe$B1fjb`UJ26AFI zO@l9g7BNozG>(m9`OzNj&lw098lpT{{qLu-;v%n2ViO21_>gEa<0eFaZ5i8#&Cm<# zK-YgaBAIe;gLpXCvjH}Zpm8i-8PDzsuEZJVwoiC#eN4l6^J$n+@5aS!x^zcayb}9`_=N90QskB5>d>f#^{txRB#bpm9I?=~^gBvywMu^#O|}<)d&* z#~>U~$`-Np^Cu-?-c}WE_76;jmFBTzF!vuOOdjAlZNPBPe$#rXYzBe;#jwh-)|JO2tZ#Y3j2r- z!x)i3;uX>SuvN^sWDGAj+|MTtU*rxS9P%=Uu`4b)V>#XAt*y=E=kd+QPrh~I2Q@^* z8!iMe8ta69>Te!iL0t^GQa4pAK&4S?KFby(aR=&*1Sdt3Bvf?d=6Eh0{Cq4eZ`2ym zJ+0i|8A}R{hZ!!n7DS;vJQyXuG^UgQIvXymr_Ls_0B8OMV3KyrmY$vC(qmGVho6;I z1QA*`?z46D5L^_dgZiBWl7m20M%x)OkK^mRKrfyL%b8>*d=I1yhFJG9gWFvLol?dLFeQR)D*%PcQTodMV{WLauL2;>)Q2ZX?`=N z-tjbCx^yS{5Q2m8XafQ%La9kvn=dd?I221$??m7fPBo)Xd=_L!$^<^Mbm2>%Dh1Q0sZr^mFZlsX0Cj0?JLj zcry2$D>B_lU#XU~Zw&gBR9g(>ErGoy0gr7IdgJfKKBO<&KvKfZi=C7j zhkQrHXpF^gNqne*Y6CzW1R<35H94)jivaokY=SIzWwwJ?+MRFO)S4$!vs;p_YW`x=9pH6|Tr{fC^nYU|vnC~tJH zH27k!Agb{3wC^XWiVG^CVfz1A-0h(0BiQe~5p(hbcqeOyK!*D_cH1lnzeT zj1Rc3%8jOiq9jpq;MqdvP+h1B_;t8Hk6yeoK&B_|`Eyc*gGkf(T+eQ+k|T9Npke3t zQ3L%^13Wt+6d31#w_Skm@iWWRwt$NlAapcjY=-YbB2YEPa0?PX3I%L0s@yJl)rpIi z$g+dh)o3!H7ZI`nT9K@(2$RNc&EdqwA^-DoaYmuJRf+&xzC-6G|BtEey)j>46J%!w z4^IASg>zZM9ArNic>#`}Pznn{8L!&7WsI;iI)V)0zh`*SqDlAl&G!xc=YU}{=H1M! zM~pld2vlpNpiq|5&8bd^0u|bCsz&6|sq72B!F<;+EY@1O66>l&_23oCSv9A!R+(>l ztp8jtHeNALUADN^YP$_vIeI$DzY*R#XkPcT)?bSXn)5?8509{ukPsP^O+%`PE=Axk zDy4%C+m?S0YA>L4r^V+7pjEf{6#^f0vWN@e#i#s_a9}_ji=ZLoPB?@tr~U>P#{I!v z<>#kR_$73QnL=Nb_DYb&ooreHw>+y`DHHp7nM!EZ&oW?lWclAFnh_g>Jkj(f#)VLq z|G;4&Z>-j5yA~2Bi$og#YF?VAQh&RSnNUh9Mf&wyL zPW+t+F3RoFu;yoj_Z?AlbX1rhQ0hiZN|^j)kZ-=M%^D}Z?VvhY0|c=Aui6GwUEEo*TSpnG>MtN~s9&XEum$VekglXzSqX5-kx#>mlYC?Fa#B^<3^PowkY)96h0 z-b>=DO{}HX%t*~u>t|N2q$T$m`|Y2P-04&m;|89mjv3yY!wrg=+M?mvp8`TP9XA(_ zBF(f(J29B2MayL)pMypgrchsAQ5OQUDnJZ!q}j9kXA~&~or!Yysq>N)*Cznl;Q@Rs z#}BTSO8RxqMqrZK8LXRTbz?45bh0o8QUE|E>~eaYOv5P|n^)gmpbpVdGZnEu`PTMu z@jQi$MZ~=Vezy2+xkZjGCN=%929FR`kHlbyLB`bW+)3b4kXI zhG@G3kAZ;W=G&x<{DDThho5^ddfH<$LrqZt?6SoMW`3!U4ii}Mk^rpZ%q(RvfJ-nz z4$N0p*w^z|)cZ5j>zIEK-IFWk%VC753dCCRs4cB6I8TFNiCkvmw9QnsY+8?0h6);J zMTf8Fm;!+e`j^&#izo2nGhq~cG#g}FvQUG?5x#kM6+z9*-$?P6NM^36gIiuEqNL!@ z1!9jwy+pckQP&Z`IUf#BaOwsPgmP6Rs9ymf315UnSq^eG3F0_eQs0yml&8(8zgC%y zI1P9hKV=uZj2BJVl_6G$Q39mtI|DUF_9ckC@kE$kq+v85A{=&EJv^+efH(bdS#3^k z&~GvRwT3UX)0ZTs3-mTXpqu_s&F#j}Pc%<7NwfbH&2jc%xeWRAh{JH>I>s6cMhcgu zKr0)&bg{?pef{b_6Scok7Ln4vs-g;ae>wdt4IehOso3}3UZ z_nt;PvG`O*^g#tbX@+Mvw;Hn>x{yI$iSO~mHy7~a;w3?N2`80;wdyH44epPd2IouS z0?DS|d=xZ_{15jrc<42-t4oQ6B-jkSnriZ0uT$(J-EpSgz?bZH@6{451m`GEd?6aa z-brjfTxVf|xg<6Lz_47vveou)d000^PnMabx@^=}t;DJ>JPM^VJ^M4AlJ5>oaGXI? zzL+VQyBu4p=Wl2ufSjCCdp=(8H1Io!ZQHriqRXmc5_Y0wtm(V}an?0mC6*8aIGWB6 z9@eS<)dF+Kzk|hI@Z%(x%tkn^Hd=ubc+7Ja+RaQkj~e za-b`emmezYKd**X6tQzqTyxXCilYLx^E{irmf@1m*W~K>+RIHM^$cXL^BjadW2Bt8 zq0MR6Kb^_vdgl~^{gk6<0WN4n`?&kocF$nRPo|G%);F=sAv!p>Wcuh~;~YzA8+zrc zm^wE)d2oq(5)nEx1_+SihDJz`T@JB(@_59vYxQvJx)Lp}7dOZay)PrQ-)y*1Pf-F&2Tga%P;HW zJG}tDeYMt}m4dF*)J4NeXC*cNp!`a4NAA}x+^#BwFvEb}txRo0r^{iEmfgRNjhTXY z;RiEEQGe7xy&r=-ZvKSZ6*jCEOcy^Khh`qlE#LJK>$T15P|H!wSr};A0WPG_2o8w7 zxo(fh>D)==JZ}9>uEko(t(XXyFt4RlvPgy6%KGs>?$Lj($cWlnBp^xbt{`}OtB)IbT z5}M<_baf{F zo;<_^$Nu375c-_6U5jDSVC35|act4)EfG2Z@Zx5ws34kj6F|4DQbE-RJ1u|lD2$lq zcSk|cPheMH^nAA@@cQKGKQCr@eU&V>JQvXZR5sTVlrH!^-!K-BS$zmc0j&zKFOIhK z%sv1EN5jMZ9eIGuP%kS$t*xhx7nCpWVEf$H|3wlV)@?B?n&j+2C&wUo9>*9?C{euK z>MI>P`m1f6r?L89IbG5>@tLQx#q}A00V6TemyCrv$80R3JbjrXyJsgB)_2Jc+d~oz zOPY=@SRVeZkA=KyXc@>J#r@tXm$UBN7+W<{^pZhW{^pT=negOh5cR!04l2Z8k}eUz z93ykSvLbNrPtz;-rt7cXSgiG^^dI%Fn2;1?F}}}WqCh`%JcpbOd%BZN?$ppzZ0%7< z>|n#s*4z=A4wy2)^B#rsNrNNu&j*2q$*5&}ph|7h4jfs+c(ax10QdxDzN^?p~^w7N~y)vB#T zHlv!dr2|@`Jl%?#SH#lbFJ?c?SyiV2Go*l1pv1XvMG{BPVEWOOkzBuXcJx0x2WWp= zmDTTToCAEetb|L=C9Qpv8ah7OOdUyy74 z3r|LmQi#F*#?OWNw8~G4K_e<-*Qx%_0jWAsHqPw9*3DSiFG3#03381!|CG5AOwP9MTmfDgPJz<>&?vRu|y zSzag}-TS5)AzStwV0q9fsG}u=MBCb(w}z6>dKbkkv>l9E;PtcbixO-O@U`xwVI5YU zmGo_Q-CbKCkY?F@ozG(VE5|%H{mIWFi6HTBi4cmOJ>A6sKbxJN3dm0lme3uaP>r~f zy=mOGzc^ojgpeSuP%@eL#`k;NSXf@oAaOW2v10aO;>eMmqmTOFgG{JqSsIVof|ZOj zD{%cX{r+vbh1k1!BX|4+42iPVO1)uZlh@o_xh#+xb zvVQyj!-<|h|KUoh%og<1awLB6ul12jTXpNsc4R>UQFKZNWjFHl45#vV|1u+YQ0qz3 zNFwrSLjDP^2+&%|dB6C(l1H0?loJJ+cFUg{IcQOl|uzPWT+lUe%i|WpL zcEG?;Bqgn^ap9`p4^Q8jt=ghQ<3M1W8AydAK?)7bR=O)*$Y0T611Y+12Z;Ue-Znw_ z9|8ZE+Y}uXj-padT{h-2=_1XNTC$eeJRUN56D`glrSJt`ny4#Gr9$u!=|k)v&QK5J zCs6aQ6h+7bC2;-(kZoQ^y_3s;da5T+B98nXR(A)>TCJ=V65c_dfs_gF53$kTF^ayx;0@4t_H&g_)3#8V|E`_pGa} zwd5wn?m>?oc!(EF#6fFnIlM?A(DR0VvZ&HnnaQdUrjqNGCrgkb=!yK8+tMs=JK-r4 zH&|Xi*R<(>eh9D@vMIl1c8t2Y6!B0pwumrMMPa_;S-HQfOTo~m*>XqX2q{Yi3?)ER z1DY(sc-|0D8ZfDHy;(Mu#QOr}d5?<gUsLUz8g*>?KVbc$p3g=Z_6kQ2SVT z`lkvme`Fd!%X0h&&IgM)_D^J_s9*ejx4v*x%~H!I0T-rY9mu<@XG>R^_MrxW$wB)&e0XZIiq`%O|SbO zm?mvnW=WI^k}76B2JSyL7!KDfn}>%kwEnE#QL8e ziXJ`3yACoAGnbC}72~m`%ZAKVmE&b|`y5b=d6Ly3fgq=>s+ztHgNLpu0=Rp3UN|7V z0l?M5H0=PA*XXcM|0&MQV1^}RS}N*CC%}rQ?%T7Q18p$Sy$=fRe9^~+(4a!kYENRp z-rwswB8Eh~^`%C6D*T(=qhEqn>>T>2Dx7CZgEy}WmF_3ciO(T(fI4z?=VDei+$AiK z=7VnjnY)ZobH`s;^N}x=kSVOD-$soj$jK!Jygc)%c#+XNvQ0#K~=-K-X*}3 z0Lr7APV$q1p{5WZ%~5C|b0AJ0Lh2nogcj2Sy|{D7i?L1z0kBlqe$&h5r~fVJ^SGtL z4?xTSAfeOtv&-8jD4ouA;q@D&iphqqz!cJT0g=E17AoBf=Pg;7hW0d+Boi$HLK!Hw zKWdA@nS+qHGhdmqWdKy7-lYITG>iX!>z>l~6a!G}#X$doE~cZ6HG3&@!a^c+lSKEH z%D!@vrpc1UcDfsR)K>E~uRSj`6J`PWw_efF3Fy$%Ta9@$xOd;?OHGYiDsHQdAgI3~ zgKjQILIti|8+@TQgr zrxcS&9|fH%wjP~jfc>qh@U&an*gpwXweJ2otuBPQIh65hWq_1+8Rok`|LdLx1hm8( z+}e)Zg6Wau^^{i<^#8o+DFfH+LXb{Y0xWP%xPic1yjTRT%OWmFx!85?%e#_z^zgUv zmPQ$`%BuUYfPi0H;;w2kc))Vfdy}cs*^hiSj<>U@Nok%Z-x*$G_^r;?L`|rfT_?@Y zL68y@FOC3ezFGHVMG|YWb+#HXuU>qVB zEHbZIozW!lcx_f9U!X)1MQmo?0TZa=W$Wi2+bU{jssyti>{@z}ogP3}@hCtZbj~=y z|L8VK8Wg?ijSu?#rtwp*G71vtAB=Oox5~`Xz!s9MY5i96#jPC%YLRM5?y-8=_*-s~ z&gbz%l}D^bZGMA%(Hs-5cs*65am?jycl#1Hcuvj#_V+T`^{xjWHWfiH4%QPToe!ph z_UaD zd4O4_96X!+H<9(!>_vvFL7HDoR?a zd;Jb9P8CxHKdJwPRQ-5DFCXpGe*-Vep{aXC`8RfdwJVphRTqrXvQY>19!9lW(fzAC zF9)19T7(H*>#v#eV{@3ECR!!BShN(8`3v4OVb2@thoj<$lHj$zGlPH!Px}^lRqlLR zW(ChqO)!Rqjv^gFhWNmB1sE0y>*Y>B&%5 z1b}$@ua*r9H8lai`tUJXs6vIt;xDfUp!YpjT9Z;Kwzau@{u>)Xex6cXjT~XUJ-PUl z?+^}!@EW=NQJNt3chIhvecG&TbE2;Oo=Wi(%(97eI*H#GsIX*Vl4|Dc*B2r7Xb*R1 z!tM^4WqBWLN1g#O2LQ?@V5o|25PO{bTmFV}ZFoBP-}1eUGy9QfyHtMi+znqKagc#% z$V=teKa45LrjQ;)&gZYNURM_|Be!gD2RZ+*R4Yg8aoyi-|qma@}ZGgV*)0Fqh9MwF%YQJxe!iEK%P$Z zW&VaOW3kg1o?EW3%U7A&X1mS6zUOwda9@O8k>!$fc%z{$w%m z*NzQ2UZdws*-Yx%bCWqbH5&TaCiG>soHeUSpEPx|V!xkcmL+sqJZD2xgP~1nnP~n2 z6daJdVNb2H`5m|0c$>QX-f}>d2XmsBCzTVJ_Z#)HIpFur^fHDjU4C)mJ>K=T6}`2w zgd`sd;=*WN7Kc0D_1*C(W(f4or~B{5L*KqA^ew4qpn%tiL(r@n2DJ#4iHsrtF?CG*Gm{Rud zeQW07&OIGGAC=PhE&B(U5@a;A%MrvjN0?u8XiR_nw(BAUoR@oC#HCeq0p-a+mFk-} zAID0;O!A5Q>X6L)JDLxloSi!#njZa|ocj{CF4%FNe#JRVkPcBp%tR`AK#1anbD#+vQsk4ge~!zFm?=RY+3T$da+L$)B=~U|}IkQwRt+4ie<)?y%9*=|W9RM_aTD z>9Zj6r%y(%);Aq4L(E;$L&u&4_?`lE8k@mt>~6nk>)4jV5%_`kwK@dj$DNbAUE zivo;hJ&Ev=LpJkUx5#0=EPMx$lMD%)`5Yx}4v;kXJDSlD4$=ii2mhYsAaz;aLrl@D zlD^N-vE@DUh9+)&E@au?OSA}EMIohe4taDzbVS0*p2m%^NxHVigOi2%hnC}2ts-7p z{5L_a#-NC&+^{0k!~7)1twb%s6(DiY`hWo%px!gqaj_nxvN zEyhJ)=%@Ye57bvnRVm&HW>FOH1jZN#{bk>NCIJct6*<0`DuoScY+Vp7E zb5*Mfx`jO~p(9)Bw6=_I9X~&(U!$=o(GEGTZR$zd5c4^5f4(>(veg}B9~OwQ?`v>2jc(vc>?Gt}#~JUH__C-Mx@Wz7L7I?;gWjUuts_Jo>E} z0wlIB8%R9SVx$n)k7LoWqB9466U)P(9x2Ikl}}ya>v9C>7axtfK2@6paDw)PxW=a8uxHEFB>#gGk@aej^q1S{qiBEw{$gy8o1X{ zVw^xX3$Tw#WeaBy#g45DwVsX!ES)Y=sNNIG_mo+q$hYm8c*fLMx$bWUxg|!T!&NGD z+zv-3L$Y5R1a!>;-Gpb;rCWW|em-5Vc*5fkw}RZpx?;wo?#uxWmilvQ&P0WDeJ4%_Wp5r7i+8xO4xnu^5bs&1v zQEq-d(0yEA7rtmr>zG_UdeIecgY(IYQdTDs!glyUAS4!Z&PJlup98x`JEPO8skEKo z1kE;8_|xOM9xz7(Q&GqAHXy?V7H;ySJD=qhVh3CVz7V*xegRwksfxo5eVvduK_+`_ zU_5K-+TrB)@A4)P<4ewPYpdz`&0;M0Jl^^{(oa@ivD?jEy>dgRF4V$@UPS*pJYLiP zMEJOAv6^>lxMIV1hqD#+lUzIUhJgxZBbN)-$E?JMhc9m7B@t}IY3^feTA5y5!yk~1 zcmq6`2d^Los8O$lux^A!0JKkzIPJv0SerT(7;k#3OL<6L8wV%J&X+vw<};p$Y%rn% zL~X?Q0m74lk6{4oos8D^4X?zPoD>X1>K@hVi5Bz;AM(coypMy@Z&RP}>`ZMboG9T4 zXuv&@<>T$aWSK%))Gp>aI?;q+$bpr|Wc-W+zywj;Ui&L?wB35!w+O?zDbz+7q2FcY z<0Zq^e#lFo-Q+Avq<4W&VC`7wu!#mQWyyN2c$^?OI%YfBiGkAi(-xcY9*N8 z+Nhry$h~4~++7$H-oxdq4>p6MLf7@M8I(#$jdXZ>3*CT9I5h?Dpt6)R2x^(gR=@Or z_Xpq?lTsBd>4%cNremevf1>tV1js??dAbkgZP1Q6Cg47hhUPOlfS6iZ18BoP=7XJ_ zXX38&N10xGodJ&y|D=xrS@$#0c4YUVm+X45Wd~jS3i;Jndx4k-fy^u1i-GqX+)&N>-0CHC zkEkhNGy+BKc*&YfZ3`|dQDV(kn_{09)gJeIc7Rs7%<&L3kIOgxRy!Q?#zQ%7LtEgl z?NKQ!F9*bTN(oSfZ4nuHns?0|02TY}`5VCB=%iOhIehBXY*PJEOY3ms%}fPOBD=E?p9H)U<^Grg&sr7y z5%QfY?Ky;J>^F3@ibVkr{w|k2c_z?=0a&oHcVPW`P%F_9uE@{+hv+3c+3vrA%5H$r zc-oN9@jL(S*>iltI&B4LqNO%f7Z;&KD_hqxe~^q5pe~Wi(aZ(=7@#76rw9Gy6v;h4 zf#x8A!VmxcMg;+^@T{i#3_OSi$~56aIqXta=1}SW7z8jkm&=Q_KKF-P%lbQeQD-}a z|JD)IYyxIC6%N`z{6)%EXS%8qNID+{*-0Z$ShfB~fGcv)A*tfyyi=S{?QbwYfdLW+ z#t*KJgZWyxv!(qw%aNb+Z5{EM;(4^JK+4sik>Np9zDmBX3GX@d4_$^?5E3*VNl`Wr znT{zo2Mk?L{x;woW-jeiS7;hWd+-$rWEJ_`QLkr8L@|muL_S+el<6bxPS$7gY7>Q(U^W?5@~{8vsni(dbC66h%gDI@K6$@ zfR=Cx_qRDI2&Ds5NwK8KLlre8U?&Dx>coQYFDe}O1-7|2^vZ%Skb0D5o80s@Yz=ao zEglov?ovxSx7= z&o}tVg843+@v~io{9-rG1dVs0;0S*MlB{>r z%zy&4zBW5tJ9*R(F0#eXYO)T?x2q%gg`- z$d*P%hSL*)CRXqD&_G$;CN)e7B`&PFXtc-EO~`cEbt43fPs|zm8`%%-%oks;1#wM1m56pxLsK-$10j zX^f!HpxAd%SqVHlUJ_gxa~<|#MoK3tDhWK<`~l9i3SsUKtHV1uA}I8I^8s z^&Hl7(vVdz6RDj*f3%bZ19S<&ZVjf%WsP?lBk{T=gNR{Z9f|MAzG*F*qxIsC0fT-O z5wH;!RpqjU2_RXq6U@v>-t{q677eEWD0(P5!U|nh;ME(v0eC(C0}IQIB|C3GYa=$E)A?R zlsL~U`TmjqUo8M+^vCOA6wp_OG14enbeHx4l|;HQ3$FZk5^5kMKoBv$2)qI&{AnG- zZwk;!(`yjbyWh+=uPTGXXxdH3lrpt5rfm~75;w#|>)e3xP>V*B%jC|);t~IgCZJsC z|DH6xuyAv{r8oF|(H?jzQJt%j;t4||?6k_|O6jNIJ7z)1GXk-mql}y{D~~rwoG*{3!b8@+)-Ehpm##<{CeLgA!s1W!d~c7!Y_# zV|iUk{nGsf!yZ-JW60|oz{Qs#+SPA3`c*#77BC4`RMC=Qlb^hJ8%gX%1^T@5g;jP1 z9()K)GAe{bD6?A}L9iTiox>Mh&!H=F5v9O#Qh^#%zHYiBS9t6I7BtGDrV#ZjD+aeX zAZvrsd}ZuKSH9Ry?BTLYDk(IK`bYJ7dhs6zL2H+M z7)6fwy_4{H-Z3!Y!-Y+&Hz=(yU7~@-qnd@Q{v12Gwm5pN-8yE=)aXHTLf-U#P7vq} z-Tmr|Bn1fAakE^OG#l}q7pgz9g|KVAM!5L9_ACh{wF$#=es<-hiWcQG*{#&onI*C* ziIo?heK6o@o2j%s;J?*vUL8ArdxbBQKgyh++musPzB+k1mFC@_mzxs3SXB{b0x0Jr zMlrwle~6uUiIFM)HJO)&DQk>|#DmfH#se*w6)K*HVi-@C%)7~j6o z00j0LW`b}0U>r}3q7n~m4gy1c2_WQ){jw?$wPwmJ9rr~#V7pI|`PGqIoyMz_3PZQ< zB8Eun49Cuy-^afXpRtidmGHiYxW-#F3KJ4Lzms;RPp2|B&sa=Uqz9yJN>g?%b{%PJ zWE=n$@akz51f7f$8?kr+w*>m$2CvRwA`9J?@=Gx8u=A2)#rWb`1e&4O$)y|sWhC7u z6M>!Q2981B%2M|M8coB(qtI82m4Y-cTmS^>t!^7v1M0NP64UH6aNx4r#+?;p!^WP4 zQY)dXZIM3^5cttlv1Wc9#~jmlvN|N}amMcP5B!kH)+!?xo2Rko(NgQCktDXDmQmbo z@(dI|!}cVem@QQ7JHD%C4b6q7yh%9w!Lq@IIFWO#0949!Z#884mufzQR};RPsPni3 zCIvvl#VCti>k0U|*6K)A4Q9h_%uPx$J#+H>XWhlHme_3Nfp`grCSP{QwpP7CktVQhfJ}8X6a*~P-4E+2 zEt~P#+-9y{0nF6dc*L;RZJc{qivz%ZDX_!>>5)yYg=sRX zyYZ5Q2h$d5H+P%pHUB$>OnAAbruuVM%X#W@#1Yqpx$3#>9Tne>AEw z;#g&Ld)MaDZQQ0#mZv@V%!D%)F0usZJc@YZZVjWgAqQ@^n6i{MbY(OcA#xEpUrk6d zzxL;R#RKPT-_CyD*thXP0ev?9#flXRHpL7ND~LVzdPET=jgEkb`I~w_%76zQj^LRN zcDvY#k<>K4kFQLth|!xXtv%PU9Q`kDg)91x$6BM|iL58je=j~}ww!*8%PXF{YHV=X zS`ZPm{}I{F9{VaLO#%E2J?G~SB77o$Z?2pluHY8NuVG+xc0tz4Nc_qlriq-)LD4*(-pci=u77Cggi^e)j$TU-|h(Y4NPJ%ia%d^6| zWkrr@vh3vKsr>l$pBt*Gs=O&@s%`(Z%JAXPpSTuZwp`J^em|W#|MsMY{IKbwAGalu z*6*#r{t8`E^X2;TvQL0fb47Mp7x~#yoSY+>w2NPL8iKmM`t;W5eq?}5CDEewG69#l zxW2^E?zSDgD)rm-7gb@t@lLT$iEcRSiQUiFd^PMTs-|QG%X@x(M1>*NpAPrh=9^ue ztcqt^?RG@{+vo~e;y&2zQ67+zv^~_H8JOnR10oQ~9~f?^+xzH{JbiQfRkh%qQnNhg_}KABfQI=*L+6 z_|OaYn9Na&(t$VJ_;^9wA9GVP7pIa22;~u&HzF)awds|IS)DHoPjXIP)bCTEfRc_r zn+~DV7EYV}*c@6KebzvC=|cg0dYJVal+o`>(+X1K-WmKQ8oEb@e71l|2huxqd|4zA z7xr5PfOh|g2HDBLj&fDZ>;yj+w2A!kWyH6&Pc~{%dTHxWP8jYf_V54D^wnWe_RrTh zB@K%pARQ_#-RS}%ARrym-AH$ebVxS{xC<;LARvuWN-an?O6SrY@9p<}eqQ|VUc2*| zIdjgLnL*e_0eMg%>2*0;@8)JB=ly_WB1Ru`B(_MEF-rApde-dw_b63%-Bkmtir_Eq zmm29gRk6RGYRYWk?hwtk2x*TAqi9}R#l|2$+$`=_txv)aI)9Fj<*YoDXByaS67UJA z7!W+B>jw06hYWDDBF5PAJx;zm4UP8Nnl2O$EY`O zlZhAl$f_9r(GvdU=gh%TpPhxp@lpiWvXi5uqcQfK&vn;flBK4Nc%5lF9}rG$(c`%P zr^M@t#^ojEVop?I`@L4&AO_A&m%A5%Ga;^T$zsczb*~3=S&D+T{ zix$R>$KFe~Cu-Fl9KKyf(T4Ksmf^fVG9TizMoDlq(Tt||1|A(dq_M*+dy+GZf87k^ z?9YG!^F(uBuf}rSG1e|K`p>9++2`$NrY~WyGUAn%R?qIDX%CZf?#`BZ6)Jp|4=dmP zwRpye$xHq&vx|U*L}h{ypWpg(O=w2=A2~j$qZ1#d>th!~v6jr%V3ET;llg`^@2~ld ziH{>RK6PJhFu!$fxjrmjs=XPb=vZ0rkoG`zA@}H%z{(d6s4MOJ*^Wu?&wW9(+;S9% zc>hAv-Lg4?UA(F-E58LYHhj@S;O;OCLpoqKrx^I8RSuAp$i{`YmN}}I>98_}knEBk ze3n6jpbwfpu;}^zAK;q{@X_bS3*srA5Sdf|s4w zf=Y-913$je>BR>?y^>(TuPUR(pzke-7$I`(_c_vw*UKq$0=HQGb#;O-ab_gJnZX%n zl4Ql#Ww0>g=e$Kx`U&VTxLq0E8+P0Z@%cAw={LsbvFr&K#9b?H0xvNRM^nqFcf;tI zQo$45&Cic2R_B9LhMPCSDoU%z-+*y*SN;X7H9kIm$RQq1jda}V;#|Sq?YNZqF-?J| zp+q0(*LS^m*)V15Q_YT3nAnO+tuH6PJ-HJ1K8^2Dc~NvG5cn=_}P3 z5V}$I?PND$eRFN8>3Lc?PLU}|${J1B6TcfN7akt*CBcG0kH)?Pako=t>VpHH?dG{V zNs%O6VL=_dr!UB!mS8}B3pzbnG^y;5vhof7Nb)r1BfK>Cr?5f*xchBG=4Okljr>Qx zsSG^M`Jp;wTOUY$Q)i%F4m;_#WT4tNY!DEXIvj5Z9cVv{%n3gF@ag`NbCWQ~ul;6$ zTKGIJhDbrvre$EGG9xypS)J_>cFAwaVBZ6zx1^2^VZsKpO8kCEA_Zpn$1>^(H(!yo z=tK!gp5%)&3hrEf_wC*9%Xe~)SXIAe-A>S6EnNW1}ToB>QyJSqEH;!vq;ZPW*`7?!%+vGc zbAF4Wq<9@y}5hM1s(!`k<4deObkptcg!{a#n6x?Ux|J5>bw2D%T^wu zMvg^c9ucAX1M^GswNRD@=jrj3S8EQnR44xA^};m%-3agjqpt|-AWH-}TAZ&&tz<2J zfxi{}_ob3HE|!F{cuu02N7kIEi_?wqu+(ko94dIbDpL4E4i);SZ%Y7%3|m2Uy3)|V zTUAM~p;%f=A(Ok?%5xL%xsFH{4bDE5IMr7Y_yA|$C3B%h!<)+fxK+r__vRpZfOFs> zR3OC%y*+@vaxkCdn8zregDeveby#|^*swDujQC-T3!%U5|j_Ei6!h*&z;n$2o>ox}z{R^WFT zp{&{8;&*GP#fxiHpmk5O4)Bu#oO+u|K|0e@Wxb+?M?+#h+$vOU1x>LjaGK0h;a)Y* zS%`X?F;{JjdJs0XOS%V?PjnPU&*ndkjVpJKSZ2wJddpQ!%-+| zL3zE9aPBYjub%RP0vj`ZIE+ysYf#%VjWv8tB*F>;{K#}~j@Ed*M?E4~*}`=-dR}mK zMoN4=*QOS9t{WVm2>+o%_}%v8!}^U%mYlu0>Bp#qL%D`ZHg=Kjbosn)CM6XiLRvsC zA;l1>=Jc(VPHD@1?iwla=gXAo`BJ9gyU9cFtBBacNTKTpMw=s2U#3*yt_x!g}8 z`gA-5jW2&4f4fa%-|dP}k<>NzALAE~@Ej`&8?)38f1GAun*H?|N0&u}S?%*F<5S~E zv&Y)n<=Wav8;=y6&`+wozf~fvY;>0`5=ha_1T$VIK9vYEsi=o(u;1?_srAm3P zWoqdrE9C&r-}7YlQNyA?Pr6f`A9CWrSCuIGhideNB5^)Ynd7YN-ICrPzt3^GUdy-( zIJf9%zsz?EObH2D6G`8QvO6UJPm~We#d_G8}! zCzohd*parrw&&0Y2^5EsflR-7%Tq6s?&~H#z3(}j%iFp(o7L-%TYr>ov!`Ol0Ds>q z)&OtolWl@>`(7=vB{F<;!1~J=f8*Oi2HeA>L#>7j`(0GdhgT!lHOFe#GlbrRCxi{p zx3bl`s3&6d%gxQXXiBS7kk+hE`)Jya;)Sa1!FaI#PJSQ+{;L*zUV;gb>z7&_zvdjn z1g0dOFU25&x3a+@=It$7m20NLGb?4eGGlG$N%o1F*UzMCJw5mWFBOnt=W(JEZHu2P z3}?Mg!JCiU3c>TDJO*s((0KJ>M+eh+J+?lHAEkJ9ue10HYdE$jcX%Ccun!S5-$dlLmYI?xnF2L55 zcUh8&;Tqu289kc%-bl6r>S=Ushq2rO;v36T26=aV!#iFhOkMx5nLY zu4Y^N(8>8P=8IMR_f|CtQ5vvTIelw`who?0bZF?9pR__Dkxz2n1{oD9wurD>7mS7+ zbiB9>i6HpbB+%?4+GPwfTtLJ%VXTkuwX%ht&R6p$9Zjve{fr1- zSVV@G(8A$$wdj*jjjNTN{b|8WTU(br%{JMEU-Th=M25cfYtK}FBbRbGz4>&tewWj9 zu)EUta7%nYxVf=}n=JOC_)pf}qlxTXWw^tdo5jyOuKr8MhC)vh>e#GJM0%c5)uugY z*IO~Ut(lvizOgaK_n`(Gt*Pu@Tfm}X!Ve>2lWzC(=H zyFKQXx_>!*lq{@}L9Fz9?_y1wJGWohS1Z5!S5h&M7EJ)hgiU6v`0diwE(k19ky z{9~0Jyvn<=Pp6UVZnk8}|Kx2t^3JJU@A5L@Qh*Np0LZg~Ya=|H#y#pa zI3vu}Gmx~Xt+^R-JYa`@iHcsafpb3_6}bi_!7(#(j(eQGqGiObYo(s~)-95n%4>J` zv9cwB>1@XH^`|5j5`tpJKP|O~0ATQ#fV&J{#`;o`4Uh7HS5F2_t38^+a~1Wm=(4pu zLVEH0@ym4mkcolWVE>_#_KUoox=T0InNjkb9TnW_;qJR6`>fR3X=)%n2eyO;L>U&k z5n{jygvGKh*VpJXo$iELf~pP|S8ewyB+l#6iqpy6qTR_);D z?Y}GdWhr>&ctWkMq@MQ(1j{XL!A$&uPsM2d9cK{K=k+LVk(_Nn>>VZMpLR%JjcLw3 z&`ZY^?p+V~vV#zsl>YWv6f~u>j91e9uY*GWuK}+-{6@o((Ezp+KPR%g>X)47zNT`3 zpL&v3EE3Xo9U4z8T_4D*zpK}7+3w}hZW>}WogW(Na<_|g(B(SvKVMq9uD7w}yzC?e z58l!BuMgl9z8YzQglC4M$+W%_{E+JQbE`Mm9Zp^p@nV%v`;pw>JI$1VomokNpj)S% z>b9f581tK1EHvcwxtW=-zCO?LcKfVasg*vEw*JTon;R8iC+@Qxj!qYsRAqOaH_orZ zk;n1K9joiBkTd=KtT++yqER5Jza`MvXw1iTUyC+!3>QZq@#7LbA^}k=wj`)uV!$5x zV}D|SmfL;m4nqdV$mi^krR{V%=l<}3S#9st##!p43)T5h9=;(x@%7zY2?hhCF)kJpP>4Qr8PQyeF&hnGE z1J5H~SCP>x;t_$CoKcF-X2uK-aG#y?vM#rS^u1Bv@XUo|9!KCd!bG|WwnR-J^i^;Q z=0cmWfu)$6or#XgAQok%o*;`eQJl~JSyi$&;p3P}jDE4s499Y`Jiy9?31NuaA$P>F zuKt6?FbEl73Lno=cjYXmwk~6;lV}WS=M$veHX7T>TLHK}?&Wf&;zA{mlXK+oUKWS7 zm={T8b~5}40QxfK3(Zn~$e%T(O0DgscK*r9UE)Z2Ma*#4LZwQbpO(s(Q17=Vt^7+@ zg~zJdF2(r#0_iu0^!q;c?h;bTn0Vn3bR7K%eGcYEdUsB3G7YYrdOUOePEG)8>~nfF z4w|{BL=`+iC|uoMqQ*=!5wZ36?y7l8bmwcabKB17#m}l;ExvIcm%NU`os_O(Fe$4U zd93GB{N{-5bT4la_aatd)7EzzS_ne}5Q3h3X(`(A{et8#zLkBa#>tGxdJSjm(q^v@ zrIq|15!JPZFd5{prcd8^k|8^k7FA>#hsy}Jb3GPu9cS0B*Kv?6bysg$C=JMtc(oj( zjJ*5XHw-3)8L0lUXrd-y-?Xsr_otVUqq(Z(tj^?aKfX9+>tbJo1zhA~9!DsvTaE{_ zl-FJPU{i1aMwfW!Gn{{D$Nm4RS?IqQKzd7))6b;R6hzev4No2Rb|#&hBv4Iy-D9j`<%STvqix zOKGAH+Do1hQrEq|P*Zc>I{zRWzgJn;m!h%;CO{8{2=MMe^LHMCEdH9ujLSZzqD4F7 z0z1&zae+wz*22^`V>~=v3;3!@%vsUH+q+mWt{vQQNe&o zFo2E)W6!Adjeo;NlUKI5V;W8wQNwDtWv@&SuUC(k>>%4x8v=R%I95-_&fDKnexOJ# z_+ZaP`ta#hiuBpwaP{r-`jBLCE9=YboLoBL0oU%@TFqbM7oWAC^E~G!CE!yUR$0Avp8CbTLI z^JwUd$H^pi#*2;X5Gk68MlGJ_BXUflCiXHaIxNZh^8A!>uZ<|4@Xr3$Drn+heHmZ- zslQf3^MQg-s14-<{Qp5aj`c6xAf{z>Z$8#f7ZjA3T%fz2zV!O! zV*-Kx`P68v|A`fRFFBWce-nD=f-Yg=cef`C#1eHa!2xPJnBV8<{O3qGxFxQA#N8Lc zoU~@~9|S^+8?85K5=mo|s-L zdd~32N^C$LvO{Hp0Llu9ftZUv7v@7yJwp)>>YzM%-fJ7_Y8ShMSz}KeD_`8K*Pty?HcK2Ht{$;t(vD8w=_}9dH^GH_5!z_*!#!R~9(NIclEwZ`i z7=MU8uWD|#=zH`hxb^nW#m`|w_C3M}XO|$D`ems)N|3NJ2*p^-~>9wM;%oX$()>R^3%BWY~ z%jOZb|N9a^6x_xs{d z!vuV;g9%54-1n-v1iC4ANYmJ7a!?Y1F4M1^+nJPNJ9Wq3PN@J7zzX63@zGgqRm&_ZOh#Utmxa++_- zM0agH2_Nr&6wbpjlv85VNH6?4c1=&M6XofO^52*1*oBS^9d?OK%K`8_XCmn06u4Eb|OaV}K{Dk;);C-~AGhx@0A zF0j;I|LdIsQark(HQqJ7^(@-=V3bt^FD}qI#9_{67rnR8L}tifh&=gI8CiL8;IA5F zM@VAxqh`0U!^doWKzeCX+HCVB4|$fTcgj$P1ESZ|k-V;Zg!Y9AD-~7YJ_k&8%G5 zux>DhoRH_D+NqE_4RWkuYJ%4UMBGlXh6npAt=qGlDV<`l!i z{{c~f8MqH>aV^(<{7uO$%LSTk7y!#b2+xk&VQZ=OfJCoUWA{-mgOYPWM&6_SNiD)$ zL(bg-cPIQ22yVbeOstgepR7cwx;pQ7OePhpcxmx({Yht%8I+or9p6$}i4NCtsw82j z%v83mpkqA4s$S}gWrF@3iJ$fHb4PB1VAL>RUope@-Ryu?D@QuGSZuAw>3RtMlUR^}7kSlM z)}f$&5kJHcd+X8gPd}A(6^H$+Dawof{hB!|w_VYWg{zRBUfboL^$SiaNgsl#@qB>J z5rKE~A8T3*9hNP-LWSi_O0Ve_K;SIo^>v7XU zW=eFQ@IF)cWQs0VtR=oxg4Ll!*$Q~}k_ad@V{kPno$A`)9Dpcs#s2ntA<-+tX`l7U zK?YZzW`)?jsFRNpfV>yY=qpXFFekbWBN!kVdlGIN!~W_ofr2MutqwhQ-q^*>QKM{v zNX+`QXCn^>2p<8N@#a~ozszsl$~<_)`qCJpiiDTdRA3W^RJqQLV}b>-IR@ofh<R7Qq`wB&OrT8PEt=`sIZ`KP6%(4!vv`&WP0gC$OO8-kPyT*jvs=&18v>)K!a zmDL$OcQ2XaI;yDpnLE%WvOw_uHlAcdV(TixjCI1m!|pi9CH>Mi25aelxDl;$azU29 z<4E_HITy%cI@@RZ#&2PA{vssTaCnqt@uZPsc3$f~=3z2&^{++rj`Q`ome~F2z;JLD zRS+m^y4?KP=s2x=D}Sp6DeMVWand`@ulY}t2Fb`&Hhe;@9>->q z!%{WEdH>3fXcv{mJuyol4I>ehOv`%hgCP}{OcaGbXt#W7(r2Qs zxjI*uv3){({b&_trutAozMfNAlPrCOrz^y2`$H?NEOi3`JNn)5bGxzXYP)2~9c+c^ z1FbhYUxh&s_G0)R=C-fL;(8~0XY?4DD;$`i6u;1)zcnv-VV1MD zrguRrfT=z?IPA&5kzGg)Fwn|mML1_RE`g?j{e>@;HsACRX%4k7NcxWHI;v}mAMsa! zwf%!zA%f9dg(&Xp^R3*vKUu3D2Sugn<>_!fg7R%Y6`c*zgREa=`wg30eI097{nq-U z?H)sf;t!rt%^KV$jSN?Q3%iLuJs=jhRScwZeg@L_sNl6Cqd*Ha=a_RsHEnwX zG2LD2>?f_$^Ake!bRY|FvMyzoEiGbfFiNPpWSDsA-ZV(DJvL#YBK zO{GPz?tbAP4q`BY6b@d_mUrhZZ3pPYloSJk)1;*Nq~^(v>{)77+k$^;5iFj2F(^aS zdGn&{??3cG$Y0M(Y_nf31UnB4iWnsnF}zV>al;awmqBB+q=d`EuRB#XkeV@&1|=*W z!Y5HtYdDO}W(N|H0B5Wo9F0gg64F4xoMVnja@;Bps8?|C2?`)~qB1G@W8X5VMjqUG z)9$z`(%<|@1ocdGVBq+lnB^I3&@3bEA+h0yq@ zk4Y)-`Wd)OGgPvUvdOa9093y04QFR=5>Kh?G}(e#F@bJ@_4&Y9un*%J`%DRQe+uw` zT(PjiGmU1m=N~n1yX#t{FY8U>U&G65@yKvsQEMN&td2B#epqX}#5G9<6|A04vKFVu ztSNblEG{(#Y%QYiZoFXqJ^z`Q!2Sa#ILIDim+kHha%p6BO|Y6_EP-P*w}HIGRlG-P zJYN$1utO~2rM6;y#{^vfPnh(l^}1itavA5of4HK|2a1Ll7uq^n*4oDsjNUe~7DSt6 z2X}aP#RvO;${%>6rU<@f#&9BOpDh+{F^id^Kzzk?ZfE`WZ=lt?aqhNnj=udQIEXs_ z%324aWgml}28~E7{FI|@)`THAus78p8wO0S2_e!}r!fa=S?KGxw~-yeC|yeC0vlsl zOprDP4LVf+@q=|tcsKGJxo@sJ{Ci*a&Zc{DLEh?EJxzICWjKD4+~U z2E~D(V*-{DoLSKb)|J5b5mn{QzoH(l`$nYTgvB|=!&%6*JMKq^{(MT*V|J@te>Y_0 zvFs{(WZaRfm}G!uK|nwZjBN)d#tNVV;jdsaDzuQ^WNdXPPCe%vLJUSs9J%}yLyd}Z z{W2~76is*`$D_1|=8WAu)6A}~AT6_0MBJI6&paVhr=5k5+#wrkHD+Y;wP{e4Q zsbkg6)TAZGD}m7F=sFC_UlGa2fN~9BhU}kBlSI-S*5IpNpAMaajTr?!6&faIA2TN0 zSwjg_Cqc!v>SooKmTR=IW_7aNHDhk*u+<>#yrDfuiW!J7GYE%t$pJWKDFAHz4H?fV zi|}c#`<8dmK|L||mTh+6NY(wo)j&s}Q5lnFL{E{NAfXw#e?X^O>YJ{wafqVCk{s$V z&Mt-sv$mj*4)q3}0jA&FXOd@9*yuW@=!qWj=?mtdNBSoS1(AV8(caw6S7G<9$xX-{ z+up|24E=q;!OVrN{U~DXI>0zZTYHSxdRnqCCW$6uwgQcfEsYmd9)0Ct3jQL>IRGTdtx;`|x2eXvNneZM>fRKMF$5JGUp;OLw7l>v<74 z7xN%xRB;v-O`swSF6i7;H>qCcQ7K>CLl%)~eRv39l0oF7h>g?TqRcBU2bXG!R1M5K7;=VzpBJR3DCbYkz_f}F3xOteePU&D&w^pq|p~YO)Y-TQJt=(*!2}P zVYSLWG;}UO_}JFV^~*m|8efCS*m#8&r@vr-iYPP9iuwaVY5-c*=?WphAq~Ze|BW#V z^d~*h6%?&Wqgbd<#hQQ zAkKZ z3;^ubYguc^R0=Zt1%)xuLNp)&Xy)7Yl{)lAu*_d}F|~fK$M-?||MdI>VpWNjO71)keRA9j!}9coYNPtiPJVDVT~>5i#pb)+ zJmDE-$^M~3?u*(WTPQA;r50lRG_%?9BHxGQ$sT{l+sa-$#V);0ZSL28s zGQdu;6VnlNYOd5Og{(KZd=qHO9eF7COp3>~@2bT6EMX1b>P2RIGV=@6;SNzVD48+8 zSQ?lQ{~xXnm_`SwquzCuxK4NJi`hs^`4&{P6Nb3ok9c0S&c5Afa{JnBq$S>rp|=CL z7j0^2SU`0nrlWN$KUlIh8d5uDN3g9@R}`vdbaJL!O>%;O?WsBLmxE_dQ0;=9b!Bg> zX@d?l(#@V7^#t1A;WDmZyss^Cbtc}((jiKhXN3`|cjBN82z_nDBeHYzFf{*SPNG(` zc{o(bOT`qV!r$Ngat*K4berlO`nr#SaMhTneW@vl66dE>^rvKuaexJ8lm?VlTQHC> zOBoJcI%Nu{Nd{Bwk9fj*w zI^9kK%JY(-%MG0vtg7`;)zulWjnC-IQ+(3c-S_-@l0L}mR6#zJ7)ydKLstDXG3b&4 z3`8U6Q3?k53lG{Fn#E#A5@?iF*@q}AM0WmA#^X3#UX=kkqQ+e0Yof%=h(AZZA1Eff znB%C#XSMX#)|9$`sS*$&ZyH)88$fs3fV9`7C7<_xU-e@;wLSOKD~aJ)r1;i6e}WW* zt0x`-N==H@3v{j2a8$)duamK0ZeFMBu6HzHd0qGX$Gh%FQqEI4-)6XDx!1n@}p zM*dIS2QNQ`Z#M}{Seoi}^JK1|F@8#=dQf9qW7r0Y?9J=S6m4H~eFvDlB@YI{|D#z_ ziZ87{Cmpu^0HhT3)syw|V-ugz&yD-{-KqueccCOUPCU8INdE`zuY3N#?(gEv^kOMq z`sT(v$afCxNzVupL6cPt4f0D|8Td*Wn=Zym->P~A|^Z| z&6etI_-%0Zl}l*AldM;31#^qRJusUNDy!qZ>bJKCnsa@cWw-b~N_D?HKq?Uo1?A62 zhe-?dN)w`8KGGRV)Y-#Pzl~3c0JvF{#6}*Y7JAYbcOM6DmV+ZRdXinSj`s-M z@CcPc;)mS}-<*c#VWcF%doRbY1#qau4E!3;=lwQ{De~NZpewFWTF@c$#18Mg=~_xF z53@}c8$kNkQ~>Zq0~YsQKo67RC0X+B z>myzPK(_gJCGF>_h)fDO6959TUTmpwHqpE!_)Ftt2)gVPOU&AZZLMCFBxnalnOqir3YJE*(H=9arVC<(E1E{Q|H+q) z13vB7y+Qoc+-fb_0;0@#c;d_+Yd%sb>u-sCs0PjhX{GzVaNOS2V;GZj6QiDc>;E7! z_$E@^<@QoTqMRE8x`|;!TQEolCb7A6&MIN&(nef{@ZF)*!fp+IHsz^M3ZKSA@20cf z4K^&8mVn^px;VY^XSXS%>zSE#U;LEewDyA`=@WuD6qQnD2+sN!hMI>(5oX)jc9b~9 z4Nqgs*Nz(6qfvL;)xTbw4QD<3A6U%5bw8cZ?O3$<0umCuDw<2AuSn#R^uM(HR+iQI zIwX$WcuH_is6wu!-7#f#J{5?|8iNiH^>OGlUlw2@>sTtpFF@Zh@$~}dOQzUBqC&<^ z{le`-2A0OwS@+Pr7t{RXa+}fhI!BRCi_-b9Eu@-Rmjaet? z>b(o`#r&K%aeTs43AFo@1*NUkk*JDobDpp>TOL_q&H)ec&w;b=#pj33pHaLMr-HT@ z{=qdG!&1*RBY2sHkPzfE?zh(EvKO=8tMzDLaCn9eD3QQYAu>3nSRoK@b9M9q^mGLp zWn46KG{7`YA7ow`!g;#fI0sxK?8;(_G6syel0f$6Xz@^w{BjcMtZWG~Dq}j#It3G`~XKHaiSo~+9z(`D^leX zaOIe5)~$zldY|$4xT!pq(UMo!rggoH`7JFrAuVBtZjDjcT=(gzE|+W{(bVAfl^vug z90G1P*ANzvA;6DFV11DcHbt;!y0KW{H5w_J7Np?cRx~EOyEdxG7IeQDdHrfZiXU%+ zdXN9bcV)1S-rrrQ-3Po|kztyepLpzK=l0Dg>d4wZy8opAERSvVP%om_$g# zil=)fiSh|)S7~9Yg&A6M?4#m?;%X72!!*)+VhtqZu-iap=K{a&ZD)j(IIwm?87@dtnoh$K9S2_$EqwGN)=;0uT*8HwDr~5(`=PfgefWMvSb|KgD6phP%@AA;A;cS@_q{ zARK1@EuDL@S8!Jk3bxJ?E>hh!yGaf$|EvVc;`b>_ASdh(_H;(=-yVUTGAm-=Z8+(n zVV^)HXv0}q&mVnfA^WY&>~%scQGN-wp1nCf?g~lQb9p z_vkzXce6H&pcmDfNR>h6*z?B#?DtmpIO9U4ZqSiL_y~wY7rt67pIsMhFD=ZC&#WK$ zkm(C~VjM$_1T^p>s@|q=rG~?&+jlG}C)bXfjczVcV*87c1zf3!!@L&J7t20GthU+K zk6$ia>``arb@=J``Ac24iBGzC_|1nyRMcO0J;7n-gaEzNfD)$>%zzLV9fBSbVg`YZ zdH$kQhjPX85Pi623b{(=O9%woijoKz!4^TZ$@GoC|c->ucn6bOhrb8z*yi z^-v+W$xc3?Pq>wN9~1T0V)91VxpK{F0E@IFtx-AYiXy4t-?FlZqF?z~Vb=aRK{?+_z3t^UJh zOfMeJwNNCU6BEWi?YNDdYj^LF$EW$2kj{#%af6A?C55i&fwq0VK?1buGA1Nb1lZ^x zoR7lZB!+52OYQhnYw|(Qk?)1f$SYE#DNRz+n#sVx_4Dr(1lZ& zLDxuwbBb<`Y)YGJc6QfGaf?&OGw%zTg{77f+z?IGv`xx5*?Rv0NV{mRigrvfzYJq; zyA}6WxOZKOI35nz`5}w2&|k%0y6LjW`MYQ;V0U@AXD>7tDJSX(3 zG?;8H;iRT($+-VY@oO>^07>)$&ggE%_T(=|mxPxvfo$D8s zwZO7vSWIpHtF`<&-h*y_ag{MKk5i_(x^tk0`2d@!H)?|-yP)m%uH^1=`Q?YA-h|1( z+B`1kGkEPk>5+pRYY;D+N!O~LlN$Why-x@vFAb6EkP!0WKN>@Gpe`JM`s9;hLjH)ShXVPp5%ry-tkxT!oa zmZNdWf*0wvX|O9jjLhpMo-9)jJJij29Nr*k)ctf<*Z z3V5Rgfo4M5Qa2#!f^CLX?YG@sJMSM;W?gN(NA{EZ++bT?$#ZH9uIq5xOKnw-En;pN z+S#BstJ-TU;Q&tS{_T{|PP4Oq`V+;V>T($435e3jNN);5SaF{>j?teeWK$J$sf0bD zf(r^|m6cI}S+mmuG?o}tZoi9qUae5}>(YZ9muOjD35^l6+4->;`R72U1LV{rpa%!H zNQUhVP&D4jr=LMx$I0uVoW#cP<7j$MK6z~K+?&feQAqIHZM#O3Ji{Je)hHxT-Aqhc+M3DYI3h z9vw7eNC`tt6nvN%G() zB6S@UPrrT~>g{_twQz)7z5DH#f8@s|F=E0w&f*Wh7t>YS7mt8R|H6nkZ4PtiMZHd(LaBWReyUh=W*3?lH&P%qiB!femnnrfo?#DeJwzJLWPlx z*Fg}<#w-c|kRNo_X~+@#$4wYfYiQeqNY;ArI4mnHl`5i8H%vS|c zVH~5iF8lKkK9<4#BgWNs1>q&PKIX&k(OLLk1tO4Qr$5hIZ!<9}#(q(hOY}8i+(k^T z&n&^~dJsjmoQ>XMaA%ZDHaVcT{uN&g8l_>MP2S~3$!Nd%%ID9Gs!=s^Bu1hy^I7fd z_ZkRla*YA&CV-5w5nGRre|pDDs0aOYj8W|K`fx&W^$5R!-%$0P7+(^I=@(^8rK`|@ z%$`5+i2Oe_bEs1Ciu3>T0tDNG^${!mX1R$)>Tq{IG&+1>C5x@@JlahYsQ)N0KgNUqAaj4vCWc+v4|6K6OOB{{K+>J#A>? zrOU=dROiwqsw6n@xa~HjDPh0Ixxl*sf(?eg*h0|K!B0!EJp7A!{+{TefN7Eo-559R zyFVxtYro%Dt0ks{!?M>kO#B30v47(vd=V4&MXVQHj3zuFk$=D3J!1QpmW6hB_?w9_ z6ti8`Lg3x-;~l0K)pLxHv6EN1OKd_PZcFG})^qtMX=~vA?*uM)&)TEQz_YwTsIM4? z3d+0xI&X6oVGJIjB&Y;^LimlbuB^zim#Fnz2wI5zt9Cs_7Jj9AArXno^I%Ee6%+dT z2LC9tOhFC`Uqd2moqg{SRMTETVxr1t71lHcmTe~vjxM4uEgbaI%*!$d zHc}pI>x3Ckne6-CBwQB+nJb&<3ksT&#gu2KJ=gMk&|5J5ZDmS$>3a9DU$1418ROdjP5U&cNoIcJ%sW+XVp<+Yd^u! zrN65dM1^EAYX&ujvSAp<=&(2R$#$6$&NwtHUauZmP)m^o0Fx8i<(juwBt5xS^k3j5EW`cgr8*s$-VvpPSTWO$)cnGM%k2hA%Ec&;+ zU`3r`05I@$lC@8PMt5yU$Yj4<6+=2U+}TvE)H%coodNV3W2%>@rYd3SPZq18Za@|; z27L*F3p$DZ7PHBYH8n|~a}D&XK0PiYcq%sm62Isk*H<HcEgto7-`Z1+OqanYC7x=}`4iu}NTB2MQJjCVWeXq&D{Bt=OZ4T!KJ3DGa#USonl zanK^_ADBg@h%pBCJ^RV_Jw5b_W&b#kYR?di)V)1M;mnR=>88P62?qw10c?7Zqq6(GP#qxU@0YQg``~Q7)BeGwT-*C-QJ6K!4)o zgArxNO|&~pis&@&NQXF`o&CWBj8oBy5F}T5b`}?V8BOMcA9^_QTzKPOA=VJ+IGm3`o<#itn}ElT0dd31#?9)5#Jl14J&CV`N$zzUy;Se;hB6 zy=ZgZrW-tWX_5G{n637erReIMv`GfHorB#_%jEOf^J@uYpo3pS`NtjhuebP;eOMud zcYm7ia;->l)_ zB(e4EnRPnAkRF8rP#kHM-ZVfKaHxzov7D*t?TYtp+>k5K0lPaodMPB>q9yB|EEobUQVXQ~k6;ss_-Q6<_Z4F@a|{@3pA z5s!dZzKBuk7s!OW(c1Y7V zwJ7n^tIhG>-Gjf0U4jp)@A}Fu($N5a@3TklWusd#Rsv6po%Kbf$|emvOcG{F#_wEn zi|$)!;k>Nx-d1LPfQ^<#lItSCk*uAmn=Z-?Vmdnd$2s3IVUFeFCzz&$rk*q}Ux`@V z5-OpMy7Do<6~qbXp@f7%boSnsY;~({;l5>)_mE9j4m-|q0Uhr%F8iqA_5=MXWB(p` z_t-U9PtRgu{Lr8oWH3QR?gfPBMMWmLGT(3w3Ww;GaCjc4pk$~byBU%z{cV0CKoXz* z!FkdCT}d>qzT=0Xtw*S1Ft0Bk24BQZIjP?7@AVTAd&H}9eF*x(h$D$pe73`gnEE!C ztYpR?A%Nk~&0|5y+|$%3!Xm0kf>F#hP`F3J(Dn=xHb>>}1eH;gc{L{R)Jl)*G3HY~ zJMpZ{oJ;~{=T$x@vnUdxqK~{pz)-rbOH)2Qd%Yj|ljymVsH#8i2|`a&0hxhA-EMUA7st1ELfK4K!UnT3e>NPS~UMJ0b?8?hTiATS{k9I$@1(6yyz7> zKUH?%;w20B}j%!Y3^p^g&^8?T+ns|SFy;Pwd1G%cCFzL{+8&p9O?$6-n ztSXHi>afT2{B1Uiu^t+K1^@VV$Whjmh184B*g!AnVEROS(R;;4`lJE+{1k?ozngKn z`MTw^_cxeK4q%`>m!#)G1A3U{IDt2%T%1o$2{af~WW63j9=yRJ{p^6p(;FopS5L+M z?gjfBB~w1hMm|ZC=IiC?yZl^L#kSwIDZjMNJZ{tF9sN88T?5SxbaW{o53fQaKA?lJ z0N)7O&lAU9uTwT_Y6yV}%DR|HC|b!VEi+D>7-j4iP!&+!-Ysa9CAQrs3L$$tPIRkt za*gtHa_Hyl+}i|Jpg_nw+Wm$n&?k8q&`|t1MSm!oI--Q%tiGa^{LL&~A~rPcwNyo# zW%&b%A2pb!1fNpL02v+~bxI-o75|OjCG+a?_aOi z0?8jZZO1>Sev$#JA(YZC`ZKv24(OFu@YL~xr&z`mO0HYUx(!%>nQ(AhaMsnV(9I%k;j9p|BtG-jEd^< zqK1cV7(!CIySqn37?2o{M!FHCkp=+)X$B+*kp=&e`XjefB;OptGEdJ3_+)rBJ`ZR3GM%o-W-RHH$%*i%`VfPH=|cU}0OR^5MTi z2a!9UzB5E^E!H|$y$;qBz^7AF9nLmEdUlp=d2glZ`^Y&$K*33go^PBe9T77+H zmTPe<=auF>{s+L*%a>`^E2-;LDhbZ|+}lJi!M+JACRI=sRo#_bbi-TVxbV#Wq@%ra zm;zZ0v|MX>z8>K2ljRqem8d3CXKu#8D9V{qNlxA*Vx!O3ApZ>O^s4kMnU4cw=1XDZ zLHMb9)(#mq_tZjQ3{jT3*f3D1DS7H>-3}`(f-lpM%do(DZ~mbhZYpIshynrGJDHEW z_}ee|aBw0q$nps>{0_phvla{j)1&HJuiiqHp~8=Y5`~Dtn}PEwfM{G{|6qliQ;a2CP$U*Xy49OD#exRIS2g)9>-+ zZgS&Z^teDPCJIKj)MGf&UPVH-EaN<9(15X%7AvB`At^BjmWBlk?1V}sROm&&G~J|i zBiOPcxQ7O(2a;8F-`Ck(7AvmpM(}rp6;Gt*h{Nchr|eW8^Ff3^8eqVovLHihY6?-p zf+O>I@zYXQA3==Yu4Mi5^jCy6qPW#P=Bex1XK8==Q`hId0(}w>ybD4Il3cDrQ*0u3 zUy@wJ+DrOTp~GkzywGSrem#A7aA9b?rx6%6)YMqC*+;KBM@ko+MhOeLoAO%NK7Z{N zainl}F@VMRdpXhsI~c5>s_{0rsQ{jct@G-3o_H1&WjkSC#DL$p@OE%F{oLAqQvmev z!+)2xko0*koHr(V2&iWK^r;|KVZbJ`Pte1D&NHX}&51sGM5>LdmsSZ{@QQ1T5sPNA zFa;SLMu`4h&aMgU+SMP4Ea&;MQ|{Zx!%ecR9^z$!9|QqwhAX$HEsVrpM*{+|Hi^H= zN_syWeeRRF&8Iz_AA3AGO&echD72mc{FZUZiEAW~89zt3@YuiYW1%B&ev15-x#asA zdU?{{9T_P;LXaM#SUdgekX$jsO;NaMQ&tbkadfZESgGK*H+u?XPTqhk;=mlqmH**I znq;5^kN%TNQtb`}f1ljaS>`6pWIfP()8f?tQeu~V3ZwPAqLP(%H&=8e6)_AU$FwN+ zZa#|SW1%#DHn1FON@PeLva|8&g7TQvzPkDCvM>GR@07JbQf$x2^x>lIr>~sC#Tkh0 zjjw4P#?5>^pj9Et2@B$!Z7%h@+RaS}y)(H_vG(OlGSqr^`<}93W681)gY4i=sQiG< zA61_|#M1uts<}%B;3wr{E%4T&GXC}WhZ3D7Hh03e#HZfmJ|VCBe+9+AV~>(k4$F%l zqGSsrva_7~{=H0_us2GD9c{`(5O@#q(((Fm%G<1;q50wx;>2k57@Z`4 zQ>IjERFS)w0K7wsLG;ndiLOavOyLxhEu+`OyYK?LGzd@htoo7P&FhgS*RI-QilfJV z-<6B2Ykxp)qt{?cQ6M9hnMe=YlpcgUq+vuCE%bIF(=t|gi0cY9-|C-aJH#m+cfyl6 z*c_K#nNLJ0hI2}AHk*B;xRoCfv?t*mO!ShlgyiFJa$=}Gkp{RN--iwqO4vdE*)i_U zZ8#)FOOcHt?!&h7pg6LnIiDo6gd7g@*8GZ=AiGwPPwd~K%i9Ny0S z;>wc?eLrcBUaLrsN^U`j%5V{B77RNy;bdpF7#gj}FsS{9PAH0NJoyqDZ@r*NP8W(r zk4cXPRb~#;_-?+-<*eOXK$-{7u+am3H*jv*T%wf(YLkdA&((E)Ra)I<4(zXkI8OfA z&c*4{<88UBpSAUS6)W)q2mW}68e%;E85e_?7Rji8U=Cn;;Zi>++e%V0N(#Df!+VDOnS?af8m^-BqULk|3lYPOPZe{&}IT+zP6 z1&4nqVN=`%n^7K8Gf&%pthZXwanV{eTD`pwZ@O<9vBSK5*?7Lqn5(6N;_I2UNj^hB zrdtxwU*jEuM)UPY9YE3a=BR!CJ1~GV@KvyS(5{iLga~XC;UbApB69;WPW6U@L<~9( zBVBjDrKtNTT{O1zlDV}=$-66Yq@bTR37#p%!l zK3L8<1crhQBn$ilq>~Aw8=a~*QJ)V*5s#0CfdTg|Z&1ltkSFNUj9Aj538VKnu`{9O z&Wy>SQ->h>uvxm*h0lL8Pp_Pl<_32v*RQ4h{HlX6f>f^Y{7;`-&(}>FZY5<~buq;y z_}TNcql4`jQB%QhXX++XKtaMWdFQjmE+cO>=@fJf<;TZ`zA_QtuK4}aLb&%VKOc9Q zr0bPzH`V{riz_6G@kzRGB~|~$27$86Vdr?>5dT~f%gNLJ>y->kgDl&L_|tW zIPK_N7M?@+Iq{c44u6I(j}rUT-UQ|Av4b1bbs~L{^K|HmpRUZ(#DqwfNi!WCrh|b1 z&47*8Icu(K?Wco{#Vv}Ph|~JEV=d7opHVdyPZJ+g|7T1{zZ%PdWv87G3rm3zb0mp; zt+{0ts`H}JD^Tj|k||IJ3EOP=ZT?@w=RIO#L6uxVPEQ6WRw9&UFCNvQyI@vI@-+UC zcsK_(@>|jAZDH&ci?RZ%JuXYcgwJ#>#_}U;+hdXF@Be>uUTEaM+QGP<@7nY7fRmT! z8`-yfuzWWX2^}(2qWoASJ^!``5~#kQbil4FJFFGLnS9qL6L{|B+-UN5s-H(JdHynw z^Xl=>aof$0e=&DuUA)w^t*4Up%Wk&jm96LPGD|{oNZT*%Jp!$iRSImmc#2rW$RLVl zO8n+S;kchut#A)$mce`FaQmr!>Bxs#-2>@3&P-!Aq#!Hjh3Qhbfl>L5S>CQhKAgC- zQ%SkDpq{_C=Luo%JkwoCOp#<%<-BvUquqn$W#W07E7CX#-HgX^WDSkacoxzc6n41$ z4#VMKX3Qx3BZO`A5?!<9uL0iVv^JDun6URl?H9s`c8pL>sYU}|=lVuQcW6`g`^1D{ z?^fUASGlqKwAtKYL?oT^rC2%jnol_(kxk|4~oz=w;&L?RF-edf7N z**}pCGxCQ8^&?TCra-UbbHr))kvSNdE?DDgg%pWxw;_d6>rDeCmpT%51Q(>`jehD2l83BbG6Hv(*~78w zxCir*Ba4d4R@KS*$)k2bP9KNmi|e{%I~`)qOGjE0VLsfrrZxfqZgR1nb{6^j9lKGX z`S5u%tkfsJN}zr;DTb=)YAECQ2|(0x(B!v$ybGcaoa&7a;_A&mxVOFyT&}OXO*Q52 z*VJ?R{&_9Ae64Qce=_TyQ&BitZ4du-_g7!^$9HBe5Qn4iTjMTG@Dzs}y8xHDo?H<`r_V)B`$_umHQO|mGF^-khR5<9O`E{19sRxbeK!)YtMwBN-dSs@7-6& zpB}@{fex<1cN@=3#=BF-Evmc5LMzt-aZH~dO3_759NO8=8cGBKBTw7A)GNzlbzq!d z4Rd<=pDYFb62JWZe?p*d_x~hxUcYJK?1wXg(uwL|vW7BiFqVDakT$M^1RW~2C5cPL ziyNNo^na>G9;Q1zBdu31Mkk-&^sd}KQ5{PQsjTa4|i@HoE=`%$cVS-mDQ`hIzApY@tSHaeDHest^#w1oqDXc1pfR=wtfN~W6qXX1YoY^l4JAwZcwwkkz!HFZ50-o&O zavS%^w0?!zizJ7s0mBMoAHz&A13^Q~It>0$*S==2c{Mg_w;7ItVDZO7Tk`Pg3NYNYin(U{R{|DnG>THll5Um4u0 zHhPV{R-&=x6c;nteUC0rAlh|eVQgipBH>R0v016dLr#|`gP9%+vZ>~V2z75`8Sx0t zmd;)fcuEKa)*A4V7V-q}rOahA?bF^wMbmm~E~AB@%_2X$E(czh(DbC_PyGtc#sFml zh8`4ITx2XzQ{*9&MhTxHCVd{5;k%uZAbbHC5LYu)%ZdR^n)txbH-%dzm(##&(zsdv zCGe^L6j~O>&tW;iXi@!Dc>Biy&$3!e{b@Qr7`xKDBz0YF!a-cVy7dX9Rj4B}B|HlF z6(oI$dpdZ^)p8qn^=Q1$`%Hb@d^(Jwo`=)8Of5O>%b{1-VsVU^OCm1cFXf9@K$#e2 zPbS29kgEjebte)W?)=Fou6U^3e_l;)n^*gE@QYdyC*SZ`#@*Jv%D{^cVjMOI48H<; zlX!*-h~uuu0Z??3o%Me~`v{B4`I$-D%?X)~j!rw@P`Q)p%sXB}(^oSwFDr@V?f!I^ zw27`HtINJGm3H;J<34`cer4g7R&K8Ad~6^p0Ai|6gE*_#YD);Tp0ox&U@Pu0kNA(T z*AC+w3P`uPcEyM;xvUU^Z0pt7K=hWq0CYW|JZN!z9u1a88Toxwr5Y(`xnj}ARkQv)I20RdcfBfC5dVh!G{U8Wkgf!vtSmT|aq$?}6+Uwb z);!|_Vf*Rk#=ZLnR*bzL3LUuA<%scPNf=>pFsu3Ckd|J>T>wcrkI8ggitgB!d|-9s*Ko4@%*G%6sXvsET4PEP&LU3l`y^<>DlBEKFs|1 z2uiueWN3j~8f*ZAsn~8*Pt}$59jAPLIs8XDO+)$GOU)>djwt%@BEH^hcAAC|ehrR| z#9l{fGyYx}mSlF-K#a}@r+|$OTxKS1HbgX)b+pDH<5pefSaJS3@p$S--X78KZ~vZ?X;}A9+DQ2F|{{ zIeqgdm zoZNiahoZJr?k#p4-)6VM`$O)e1)v##Q07XpaD+w;{iZ#>Nnb`{{09cK zBKz7-j(mcxoGLdjvV&pyE?sTQ7rBx&iLmn8-$?DPIY&T4zVKg2uAG!?f3VpHV;BQ6 z-gF>k1$piN&2B~sPpBoNNDmgKM$)vkyH0B$hMTTfe?n`{Uh8oF2Q(x^Jm#Kqa9UMQ z9!{u_+fGMkjb`MYQ>u$GbB%PzYJQGYo)Y+7?0-90s&sfWvehLa#j|+X-k<%vWJ3_E zY8Q?e-u60JnmEffXkpK_?eTcww*9TtOIEC8_wKc1Qwmf#R9T|Ar@zTe-(T_z9L5!u z{?;oWc1?xH#1MUYw&+*7Y-;Acr#Cr$j^TOPxiD581zfECI0OkzaT=HR@yb1 zp(l?>6$pfSkI+b>#Mi-?Qh`pD`lSR1%M@Q1LU2GD*oIBkeRUpNU8vWGFaLUYC6j&A z-6C6~q~R#Q?C3%KltIU~a!uw(9#JnTE;80u;DlT zw$38#VNh92V_r~b)7P|-hwOR|4bEgma)HoQ6xzqTKaH@Q`ohvS=N9m5%pM{aVP1ZE zgq#k`M1A#&fI3+eqr?iEZYNu+wD_3lZ^q;SWH|w+WR6R`>3t}BBo>Gc%1@6@4`XLX z{Yu`$1`ISLjEjX*H55g*dB2ny47o*Be!wL``mSH5e#pb*c|?L!O2My=Th^g_L)Q>z2y+f(Bjb7F0* z8dn`;Z*Lh{Wp0jUwgs|az-p7au7Gh>(p~J?Z%swkodL1Ci;ari39<;m>i8i4BaZ|I zHQNIkzv`;fbuB^K`_60GyBX)!ll_N>dMEC8lz)t@RW4h@vsB$LFJH=tU&m!X)e}4) ziyHmf^bo@#h*SOj2pqad$z&hzvR`~x-eDwzA7y()qG%rqHsQ(1liWNTv=w zD0^5t`7}ZB*Y-F{VJ7j|o*|>07AgjEQ4c&uA(_V2pIk~e?6R)`ST~-yIZPHTDpax(DnEo_%0R_G4H~efDY}VtFh=k%6ZRj)uJsfQ+@MK z-Jdn8q0h3lP;$XIZ{MKLf5bQ);YRrua+>`(#`*r~fwk?Q@iRHri@3f_A7X8lo1^&- za{B0?USb1=iRqM3dwG&NBiRcSc;w~fM&jvgurvtt{K)&f`NT*(cVs@pvi%yQmzs`c zqz>y+-DIHQ=F;`T_pFeXhj5s))_6-5C6lq(M5kIAkmfTbsr4HOV&@9;g6L7{P%(?O zk^`gTu+fVs4R%Hb_Pf-mSP#1|bl*+CcqsnDgcz#tv z>#vE{POqmd-ye*PA)uWtwYv)!tciQ$?eR6(&E<;7srfW-`r|ZB@wDL^^+DV4Wkjzm zPU@(!d8q+>)=YlySco!Bs_eP~=5Z=@lpg}>~ zyv@hJj{({smP4`dOi6D0Y;=|{wrTyJpZ$geE1C~vy}4_{&vixpc4sHY z+mEtNwZ}iyA@>o>%S~?rv{&2-Toe=KNWLfr9tthM1A|yHn6INj+5kVj0E@nptwd-4 zr-2SRD~|DG)gHH~yCGOn;OyN(EV|nSr1cM3tY~hk+y3m5n#Wv6&jFg z7VItO)n&o?TwMe(*#-fZ4COCq4pVQxIr~rjH%01WDF_3nL1YjS6?E~Mq3Z8clVQ-0 z8rZ}TA#6~H8}kc5M-Il-2|5LgXsUJmpu8+&UaU@Ml(B5s-^Dfm}xclL2&CC9_xa-zqBAmu!_P+0obRy!cTMozu z4}um8x;j5T9|hM+ohMYLHPeuf;kGzTsH1{LT+);6+2HzIbkSi%gzL%B7>*wDS0Jeq zIYOd(;e=DF+Rd~^YTs*+9DT;c1D~w~AZ8vO3r>WvVL6;$U4qx?)3Sg z@%VXn|GjIl?kuozF~R=7>*!Z+SV7;VWz!-IBO6|X4g%vEw4iaeTGcKgHFh@CQ+L?^ z7CM1OIFFFbOar50A+7}(3pO7raOWRYMRt#oj6a~E#Ij8Z&V7fKd>cqtWA1zp9_D@LiSOy`WeqA4HSRk{qMKPt zKG=&TCx)0ud&Km9sOElh$UpmcI(Pk$Jp!;z0_PEKPJ%Mk?tmP9@jPn#QqRHD63Wc` z%IkxBwEsF0j5h^U#$i{61rFciV${*6s`S~`JggK$BNOj3JF<%l;Iz57D5Le?kYNvTo9On9K_CU1vU+Z$LDNki}{f-vHi(} zrg74R=NBeLXaID$IAqz6{xZT#C8Bqp_-4`j`F{bxUMRaeemQdnFC}>B0rXd#WzK55 zSZ($;?F-^r$A_-)+J_HyU+U5SIVQBzB^7gGhwEYUi6uN}FO5AEvNCr3YcYLgzw; z{K|67CMEvS&>k8ZJwq7_=SYrt8-qA8CU8ed6A@5Vu)SviNDQhqlwhiNHyl19V$RX!i`DGK+moG1*!60=HGveUh$}fHVn5C3zK*VU3CeAh(4@FLtqBh~r87)UEV&&K z8GHxSatzR;bfJxXdMpNr$`w$kF$14O5JHN|cYAlAr~#>CAp;(%Wj}yIb~}H4B-N-v zvE1AzQQa2|OXnsXZ#-DMncSJ|at>T6lsT;rJoAqE25^KD-o(D8^!({->TtP?PCwb^ zw$q)EP!Vu#Q{l5K7!|i4``=jc$!+|Gvr^Md%B51i-c`iWDy-c7TdH5Y?H{Y87)Ar>6$A`zl1U%$ z>Pp`if6HF7@`?G67qD}2cBFz23IbQboY4rK4L>>urIJp242!Xa#Ve$S5;_PiO^TqD zLi&?krEwvl8dAyq1@%YRe@MS*2PJHfzftC6Zf?(S6B-WM+^Ow2Rs(q-&Fjx5`sl6yA4*ZgFin2fDB7kmZ! zuJ>JvEKd#?a824jYO&|QEup!gM7S{IIFN;T4`xwgr3+0Mutrj$TeAHsDhK5+ka~kA z4-QQsGQQn_#Huq9{TaQ^{Z z4u&WmT*SO4mt)HZ>hj}v?GIe)Bfzd;Nud}Q6U+WZ4Q05R3rFei6jwtK6f3^mVza8n zxNyp}?4J^QvD0@;4%wk7uJhyGY;K}V-pd*L!)Fc!+RB{zFY0fcaBioPnhg%MA)!+L*{7b+BMHJSN)964Ohgj$o%2E?KN|HaVeuhIP!U!iUNZ{s# zpWD~v>2j@p?#q+Z?p@Ytv!D`Oy#P2{`O9z^Kl=+DBzSiy!>AB*L zdM{RJzazJ`KGPJo&(&EFoqXIVRbx#pNOA$$1_B$JhC!ZCAArm*kubk9LG7M;?-R8Y`5I+;(-b6CTAE93EVzwW@)*3Kl+m{5t` zcapC^fCxBhIPNcOo4%eozFDgN)`w*3k}pxMA;48CJ-OuS&(54v%7T+Y51chk3P)Ly z>*1Qv$CL9dN=qGhje{#!qf=Gg#*orya+%)@zBy*UnRWa$U7S8ZU zKw}yVp9eLjISJR{YkCa$o(yXcR`<`vlG7fHCb%hNxydk(Px%#`&0b#5z#8JDy%(`P za7_^SFT8#Qi2j8mX}_J>jiGw#i!N}4I+60*iRo<5!?(OyETK78hGENqi63NiCCP+m z#sQBt0zyNt8i7pW{j^cJ-nxIdFqW)}`*i1)oo6?{gb}xNzRI6(S~(u^FzQg7mq=&< z<=2|wGPcNkqe`CgCmjK^_jjS9&l_b=z^4n5LzB^nf>DJ2f?&f9ghzBs9yRkp?NOh> z94FvjXz}zKBz(I*-zqVE}F?0Mx(v*7)%iDfwU!}`*uw{)fPZTRG&cg)z zxGa9v^VMrR>3r(%?i{SKT7bib8)sZI6&;RE>7yxHHPRk>z53=UFni@ml=Jx@-8Fi- zTjIl8jDlfCxiBk4#*ROHB;LC0s6NwJ_o&fvWpw^CO3SC{gySY?Wd820K_gKpE+0eF zTtL(d8~KUIknc^fqZQ!;@nHa53{^bi491u|o+c!n11Pv!>o2+;Mqq0Rs9ME*(2Q!H4Qjd`?*)}eyj`NSFw|1-F1U2o$M*SNW zvZT3-li(JIPij!*`dw9Co)|UiOp|iI9qEcTU{PZuJ_0L72Zh&4FdW^=gZY8v*iU&G7XzIt?L}a(ca^W%hA+;18zYoZC1Mfh^(Je<2ZRn1@6Ie zqjg{ye=oVs*(XxP>IuPIErQ15yS|ZtoexwDvATa_uI5EDB~~V=)$?^oNwa)Vyo?k6S2!#aXD}6pjY;UFa-vkf?jwN%l3;i8k;(9%@3vz(^TF8QPL+4toT5vo$r(otj?Vzgclj$& zq@vR-qfakq-n%~5egn04bXoA;cU_Mpr>lNUR?;-?BS!%k2<&-lMorwSgF-b~_t%a^ z9SosOIBD9Q<&){LWJ>gDF#cBy3F;T`f3Js)G;K|_Jq^|!E>f91J}3@6cGf#JZjkY4t8?pFk6bxtmYdZDl^ga6u<|04x;Jox zI%jVTwyB>}pOcx*dx~DXN)HF?WPWAaC}$M^y1#)};j;{&ZmOe)y;3*gLqOD5%zn~} zgdL*H!aK4k&P+}iolMcyL~m~u(a@&MK^!un>}%yj6B<#t*41U>@C7|6)#~EK_|rH< z!tRnKdaStdY8@c8l$CF&AkOo6m)-9-T>S^G8G%D%*SS2lnOwffx7Arj?K2cYKjqnz zVdg!J6G49VU)f|pAYkZgX7BU-5tt<%G4Go=|M3PqlRRUid1GnC3DE-B@({zYh4+Di zFKjfcDa4L0cCh4%`1JhtgyWoY&SpCr8y=UtF#kE8I?DX~;69;RpcPBCcs&{kfcQk5 zU%xMJ3%0kD>5Rri*3GQX);}CVEUKp%cXAx*+SM| z0tS%YfT+_<<_MA3B9Cu+Wh%+In}JwtvRY%jVL=uKf_KS!a5U<%#jxc2Ww(|x{pRDB zUh?>Vk7RaDtrBA`_(P)@*9Ym@nXQN0eNSt&GWGNyg6rc}_O?^`9X?*G(KpPvmQIB` zHX@s`=Q~a#!EL88K>{P>AbEi09J&CwW?6JV6e3b2j2F5w%|ccOdx^`bzEh=!4cUAA zs&{b7pSEq3_vWZlbJZzjqX(H;_VP^$#aK>6Vt=--m67lmNm!q7e#qK>27o|IK6>-s zxU{JMo^;#w6@j`cuf!BlA*DtXpAHP!B8q>NE9I9L^=w-mdo|L)nNm6LsV7JXh3u&{6EpkMTI4%+Z?_bY`4VmA$3r!--$>< zv}cg$DB=#O_7JHiP-{WVb$}RJoBa20=MPg&jmv3TXIr>MtxeH&Ohv#`xE27suGG4> zGUgC-DMoBt%I!kQT9}^`F|$sQfmLJ=6Bw>K;M3zJ&A#cAQwldqH^ww93zg@WX62t| z)8$!Ox-MAp??B`%&-J*L{j;1nrS|V};Az7IwVo|ycj!z0sw!?+zmxBZ4AEHW)%>Af z!KMBS(P%ayjvRo6!J z0xQxc!nvClgqlPBTMfCsmmEY7e^or4ok|)26aIGt z?R%=q;lfm)qpORVYt#F3RMnkbu9%*gz_k3+P$H?4nTLYU3jS|AZ{}GKTH5y?c;&!~ zf#(3;SLJciIo_8GTc%;(cznb1U+41sA8&ok{(w!=uX5Bvnh$pnC_1RgF7Ldt@l?4& zpH+{Y8A$~DMyGmL7pf4YTDh%h(gc!Yvof0Ov|V}eZ8yAf3Ak$a?~+6wX@34k>?O_j zU$>swnxaYs(rY;UrVX)W$TD#9HWI{}z@>aA7m=P~nP58|e{8X!=rHBY{%%L55G%86 zz7vUVV3}vq2QQyQz#`=Jkb(5d#L`0YTW0f3gNf@`9r}9QoW=2WNeYP?QG`*Qa^?m* z+$26t`^ob=7YA=-ucguUJlZZ7xkmzTpZ+bho{2u6_0akqWyk_(MYDS!kzMK0C4ei< z6N+2xO3AG7^9GoGP#HRljNDhm>r^&TE5s(i;cev*`jQgTrBhqz*a`UB*ilK7S^Bqo}6VlfNB2t$7^-l&e*vmW?Uw}h8{dd!-5);H_uGXUY{=K#Q%_QfQEqu}C#Jf!U4~gq9>GuQ0 z-v)e}y;{~@t1paK3M5CI+J0&-Ah&H!_t;K`1%S~Ig>Zuf4GmZmcVQFEbuR`*(s$)- zp3FG#u*cc=nAK)WrH_F2t>w5UL(Z-?HpPv6wa(WEQ=n{6y}$e|>%B=@G1XfB(!$8} z2lMzZ<(BOCaW6jefmXEW>Ls^2HOhsNOxI<4u4-&J|4w~a1JS4?o~D*-(kSk)NZSO5 z5rS$g{>KkBL-`+%{&pKk0UbLxi+^@0CYBj~dEt>N4!Gd}C2r+rkIbllv+T5)*LS+3 zi?y$Sj3mdpHR6(+sFN^9QG}P1nc^m>eN>W`vW;)$u0uK>%9u9fSh1|jeswLhe+kSi zDJU|;f7#%u*n?)rbZbUM<$O(?!#GOv&ZhOH7|)Qr6kgn#!f^KMFyLW@kiwTpt!>e|xnA(b615 zEfk1WSLO6KBG}BMU84DWmH5#^93n~RNTy1nzWks8j>nOqwLPrJ?FI6A8=9CP@8+sw z2{=4LgO2Is;VP@fqJUaZoNWD#B65C>0z}2?g#8d3MCfph|J_~2q4y_oE~^Yc=l+jf zTgtQ4vKgn;YvCN&HSlzQ{5;?FhP7~8H=Ua|tLn>L^VQKo;4RgP7r+)#1H?#o+g%&q zmr4eZ6tl(4D+$f775&zu%`%XX;eX!DIJ#Moy>G$$umL(5WHq^ZG^9<{=V7jdKBkX{Jk}lLdIw{Rvp!%-YOjAgd z|Ha)?u=Ka5F$a^HTkVmSrzjKvut(0p>hu;hl6%Pe5?y9og3K3}e`{dV*K~MM&sT;~ z;)(Tzv+D`@n)_KZbGY}ak+*(rs0_$72gKw2brFfMUOi7)rir()mCb5`9hJ zbvv-7UO6wD&Gqe*7-9iA*8MpESPK~cqfyh~Abf^`$z<;%pRbbcSrygskLDUTH*8k# zt1XCq?_Ar?$8C&mo^C}(0`@i`N=Om&$~DP8&Rt>{0|ih%o&fK@&m)1oQw!8{W-0+b z*Es-{s>@&frZpOpk4hI> zq^L?vK}tqs;PD5g9d+!@t&JLHF&qL)wf~M9H=B-TP-;LNO*kO{OA|hv*J*M!#%ZFc z_6bK<>@9R^I4v0QJ1JW@%&V!mP9L~70@&M^1pnO$8Qk8FP|J#o19PqLviQcHvuBIr z-(4FV15bgnBgGTzIdlmRpramlz_*KjAvlV4UU0*?YxL;v1Dq!)a<0F%}$S@%~()rS^ms#C7 zNRa~MV32#&;bPBZiHBCcJ^0f8I!4|4j+5JZ&6!4~D#>H?j6EYMO657_D>F z=S{izINDs4e>6#q?|aQYP+-q*q;^@NGTgZK!>eLxa&Ag8@h=I9e#zJHSXukim*yF; zIv;-w#fA@N19}Wv(|E=+Ko^XINspf?sK$=A%JZ%`CS0fxwcW(1`Ei^8A=6hyz;UJF z<(59Sx;X2r6Lv+cB(0PgFivRbc@@(`e4pOWhqf&xjc|01MR=|mN*L8a!myutv{C)S zurb1%{jPo(<=|F)I9{Z|(GGh|h~N7)!E3~s3`i=nq}e^D0)1 zIx3G%HBt2~nbjvn`w)JoG!~1=U5(No9Y@QpUuXjJ8CD4}hi_xck>p9J&oi!%u0Hi4 z)%DzM&u&-Y=*nFGod!fE>PPln#7UHeRKL36zl>k1=f)ikOIwExy5ysnE*J5MJmCO#fPc+%?xN!yXI}yVA ztqGaW+3NsmPW+mN@RF+4`9z>x;8~ZA%5tWWE-c|YP zPf+}hd*pE1KNKhhpYf$n8CDj`Aje3-DyX~aitPuYF3_5xI71;Ow7>@Of$WOHtqyRF zb>$ixlb)TE9A6fxxC>(+HgeH^{_KAAo2OI(loA=*L5X&*q{CB-Jyp-gK*=fmWG_C>ITxtzJ2I$Xr zA+d|jAblJyNuTAMR4*XeoPZK!tUbc^(Ru~uCqNK)rR3!bvPZH38EI%6ax+Gw^#pUj zT8&O6<=uRzfAQs7-_mJMQ6$X?OEfcJjSw_CPu_Cg%lmW{`z}tZB?U&he}I^GGqZT- z?=WOVhH&ZWu^HxPIaJYY4cs4Y-G0AMenegL!6}nw*45jX+yWa=dgU?=WwIk>#q0$L zc=-C|rC0=ctoRPjPxl{I5SK>BlIJ%;Bacfaiy547^94^f{4YN^FwG|TYG8z7FDr}w z;pk=tjx`n@IMjlEooz4z^rktz=Wt6ush3#;lm3n$BM8s_o$EZ^?0*}o%!n!JFQf^a zE$*YOTao_In>6QF`Lijric5G(*Xlf9o5k4x734mlZH0xJ2d$b}$Hi#*K}WY2+0)c? zuekl`;j_G!G1JS7Ui7u@ssr_*#f|DYAer!g;axmNV0^xA+YXha@e>jGH9&?tPdMeD z@G>T&sqUfQVx@dFAPoD(@;}TOW3Q!!mT=&+8YX>#_%3-x$=>oN{P|@_(2D=xghZy^ zz9ek(CF93Gm8XN<3g+Hif(eeX-Wd+BbWJ>$r@m#2zH!*;*m71cZ`rOC9=kJ8en(*u z4v5cESVZ$f*(*GmVEwx~ z+;TyP?m}xwfV%=m!_~2PeWnxW_ z;m+@m(tRP_vOVoeYtHIr-1>uLxS*hte)+b(ZBGg6sF}@^#w_`^LW#BOhL=hFgu~;J zk*|lw+|*>R-kJet-fsZcT+Y8jYj2n_s@>kHSrqXK8fy+@X&WxalO{u zV&hALBzDj5jiwwn-`%~@F4RJZ`&%SxOC^v~OZwQItG9g$ljbVuYzr|XzbeGCIQTfo z8T}scLgKe34`)(7lX-ftn<~$YVv^I@fo$Q|^ZHmOaMLADy7?&IW8q65Olzx)Ggk8A zck+Ng;?oojt(4*#JLqH65@AKN#w2Vmq&&kKl3MT0j`#fj zlc?61Gh-c|n9aF|Z&h{9{kxzUBbO&xgo*m!d`M1c7R^sFafCbhdbA6W-blb}t|fRl z^QiJ%FQU4ZS`Ob%nKYfDxGj3KQdeITy;?ATbm&F@VxK`(pi8IqSFu+szp6Zg6#082 z?iw!B6dfQ4p>q3sU_VA=2Iu~&l_3<=KCSm$E8F6xxW<$GM-p{sVeCb;B67kBJWMQK zVPN~xGK6sL+BbugcaTMkxGPuD9)kA<#JBwthr9rf+y?#^^Ncw1ZqHO8Nwh|Q$VxNC z+B=!Qmutd2+9wmgqE9?QX%8;(S*A=68p{f8lw$54^}tu6qUw&~kdXc{fd%SjDB+rW z91I=TE{NxaW93gyzWw^}RQ^uAwc+1}1;On`j}4D)dD{Kk%;EcCsVCr9jq4pY+4?Q) z34ddl$MfLdEa(1t-arZ+Y*)K1&!u6@jIClad>D_GfUp;QVDa* zg7zEL+M0x*+|WHrqEKbDSa3gfKL;IdG%}wW7aLi^0LBEypSNed&kf~nfGTZD@@_s@ z2`mO8mw@BQ*%oUYc>7n=VJ80Yevk=dGxd70YxSX_eq{1uJ%#(Z`^#|ZY15B{b|7KM z-VHhs@A@4p5#fa7$xXBA7tD=G*0s2;mVe2_%KFGFwMLn**Z}aA& zZ{!L1p;5Q)W37UZeQY-*!#f<9HghJepMC_YoBw&Zq{z|Bew(Ts+uE+f%uI5d1V4$S zmtPITKb>iQb$S?1_FTHjh@~bm^$pPaQ&q#e;tQn!HC*xke@uO4RGVEBZLmUdmqLqM zi%W4SF2$j^yGw9~;smF-6ev(AuEi-5+}*7Z++FX}_q%tk`#&prlAJTMXV0G5{2R<$ z0Frt>Dyb(mMR3Tq#KcfyB-taiax4WtaqXeuvU4fRc@ii0p{J>%X{$PWrR8zMi9x6E zv)jD00n0Z!sXn=;u7qgPfXjNNI<8@jSd~1n&=<4!@aB``cYC|$hCJdfpM}G^- zPiT5S54V2f@j`7lO=2X8DF1<@95J{P=heC>3fn6PJPZZ9zO4G$j4s{Iv9uk)z+)59 zw%{jCmbb*RWed|I4CU4~*b+D(lsp9LNMG4*6nXdt7m}WzQ?MxsjYI+oChFXoMC)$0 z48r=?wX_8clv1+tQBF^l$I(}P1mWG=7cw=&4BT!7S`Fw^>TEPpQd3*6KP5_Nn}lc; zA!Q+FsWymq)vL%RcFkxsMb;&ZrG&kTr=Vy#)lHTN7kBjm8LKj3x4GU1F9JU6o83yS zHRYD-hz?fnJglz}JNXJB;G)4qakpt{ag>7UcK`1^H|;kDZ%JHGr#Y#PAZ&lhl3e?%VeV$JzZ$Y1-x(D8W|;n$ZJ z;6Cb_K1ntG{E6BZL5-N0A5tnqX-aUu%<*U3UF0>Km{I!jc>Ml)a%WC2W)hCDoF_X% z2!#q_YASXx`zz5but`SNxQQ@K-3;S3;WmKkm>3QgKC`fM>;ukVDolURfiU(jeuW#h zxjHJ;TT73<_@1Q9d0YxCA44V4^xln4bHV9PL7}+SK{<|(e`6=kF3W`G;c_3s4WD|< z$#w3ghcZ9fEpZqALZdxO*Yr?-Ae-M%G`~pZ@GFIvPmy5yomEj9ucToH>ZemX8c|sy zaS&Dyf123{sOh->Ynr<1-c96xn)%S^f!X8zz>B;T62~3}IyCp)swH~Y`h2usWr$s+ zGJ9Rcyv)=5zI>)+R(6hc59$KR2}T@pmWL zy<%-^cmiU}5_gtf-67k0{2OvsGnW)erXjN|@VZQ5_5Rj0Q_7IOZUgzmYTapk3af$F zpC-%0mp)sK{+pJA%KO}tmGfoWx4n9+MzHuIGJF}bG3{`7e{+Lz$FR?~Sf3?x)GP{{a z5Otdm*qo5pc~kmwGuv?mfehAgEsEF?^CQ4X1fg~P^>vvt3UjcSBBKm(@|*X$GKcBA zZ^*?hdBMcTj-xDvRs-$BkU@d*5l9*;U;X3sA@OgNC`=-WzqxqDYw%&?W-CHF$GI_4 zqN#Wkz6|5&)9<8xz%RjksJ%1sr7FlwVUWwGp+rF0kTi zOO6*+e32G3O!NVsUYx+l*V1#jt5bcpQ+o!W4`OTtVL#VMRq zo2X>Im{~youI=yl3LD|9CKGKs&Br@tERV};OS;6M(yF1YdYJ954qxi11>Qifg2um> zii$vx?f*z;J6$Gr2wtDp{%Ul+Qt-D!`qOwA-vE5lrPqhlju>uu;3nKQe*fQ9D6D5+ zTqRQ=jCweFhX@+=Y|={pC3wY+OuNmIBICF?0nB6MK{UbmR;#K^CLqwYSncO$9S;^B|a(RJD>NH(QTeZ zCRBgdHUF%5klfNr!AOSP1#))<0gwkXL|b^s4WkYoHgRV5g(tG?r@RUY$ucFkYX7;#{oxV5u-;FJsGDJ1`G8$U(*4_OSw~U;9D>#^u zAY;xKUK;P%jME9&Hcn0|Kh}&h1^Z(t`jD z2S8l^^G%>3C`VIU!xZ|MLo%BNod2Iytp8!97rie`B7dQ}FDdetRBqf4Bl3T1wWam| zkojvc(~iByU;gIg#Gu~IQUugzET;YXL`#nX!p(5vf2+1fN5K|W06^d*1d_WijfY`$(8x&oih^)f1$V?d}+!r1i zD4J*{oA_4I(&`3}W$WPHJ%_^+rvn(w>0xyt6#sOYt)&Bdd+RVT|At4Si%pNio_ z2hI<^YIqI5sQpLSxVyzrj6cOc!TFg8zE%26bedv)b##c2Z4x|P=lO?BI6*P4rJ*UW zpz$TZ@o8zL<970L^J0kA`{oEsP#lhWhVc%*VWd4DH46+SE`Xp?CE=^HNQehboYgU} zYe+t?IR->Iug(Ze&MXi>BwGIj<_`wOn`iX;3ct-|<0>x~wj=(MZv+I)LKmbFHs+z4 zu~9zDvz5IeHlMDE$;r*5<3bl`2H*v^@__f}&i`@=xxp1n8;HnC?#=Om ze1$#Zkwv}Io1u0U#-F06g!T@%ukU>S81d_Ro}O|0NXrtNrt1x`l`D60u6SICp9tNZ z!3@aXDtXu~?_-AR8B`9HG-s7Qz3t~4g3$L#LkW4LgwOIg6$9jVJnffPFIogN?T>du zSJr~i_PasKY6QPG^S_b%o-kfG_S|an9_UN2Tr?7yJXQ9Ehvmmy)sA8yg4E`u?_U8a z0^q2Qbqn~oSA30T_KOWy@efFHTn6>#Ra*dNPQ-T=Rd;|@#AU*-<8D#@prPZpyROHY z6-N?K@Ym1eCBv~-LR5W?&76hzOll|t?mLA99llEkKBiIzZQs4i|7;e+o(w!u0Eeo z-;Nx`?YIq*qT|DoJ0@4N0RCPUt{j8O6XqikHp-dV^GehFC@0gczy_-;9TAl<}{~K;)kQ`U&jCsU2@Wy zvGXbMg97`0e=L z)_*0%Ef3Hv0d9+>G0ypVDL25#yKBD8PfMxb$MV^2(30~W{WgzYTb}ZJKEE(nTWn+h z$S`o;Zo$pj73O`vXcKIi<=V5{wtzh7#`6q>4a1XnvNQGE55YluI)$a}4QWF+=;%Uc zU14?=mqQ272MU5Gx=LWbtC+Q>^P#!526tN}$|STez*Jt`4~8sGHO}(|JGunDX>4uR z%Y4!fze4>fTb%Rl1IHGCyN;S_S|6u9cc?Xi@`=f~^Tz+sDk{lbT;G)d`?=-)pq=s( zD{;`7Qi@?XA&C$HuU^4%3rV?w z#2qU-Lsi!y^2IpL+!zsj2+-whb$FN_X#mfSe;{=qEUo$8roma}TBQ8`z>WhaJU&oe zQF@z{(=Kd0&R5ze?K43XEBs)8T06-tZyGc@PmA~Y!pVxQOQ~o0FOS}^ks7! z7njZbfeA`tuG65*bg&V~gN<1Xg&KOgEy2C^OjQ$VZ7VGBDAQw7FwcZhq>k3{NEbt^ z6ef7MfaR@E&xIK5+A0S+nL_>@`uv|5Wg*4Tu&tCl?R3b>?4Q>`CYWCE6ewA^qu3OX z!=6eeYV9vsm_pw~hgE;~GW2@Jtzki`|H=qv%b0w!va?=xTxi-<7J3$~Q1-T0gE0;lo^PV_%YG7557n7Go%I>a|9n0?t^x4Xb+|YhrlHNA zg^gg|H@P~!X~xj}U1tFz9tlNZ_dQEiq2hAuinN_w&--mRf#!Ru$%Wvhy`LqhS)Rj* z-AlTMzoF10p|P^n*1`gwZ_E@Sfad_ve&Gf8svOy0amHQ%44XfYdw|QPZ(GYsoMux^ z86v7s|Ah$)9m7N9()Xib^ESO^2a@wJ(D=g=d0Zyy2pHP+Y_`=6=h^k}YE7hKm%~sP zv#imno?az;+I?7c8=+_AosWhK)EFy&0Yb{kguo8Q{Su~r{%2AIi+yijJHe0R4>RP? zdqXc*&(Who+ss-@K(pt4E8b6(TcFYN=@Jv#@%VM=l{B4Qro+r$4>3-3vV7rDi`1+` zR5rk?tu^fwTpV6!VU1kPtUXNjbzB#S9PN@Y5Xoz})ov_?1i`Z~=|Ur9={-j8yV z`_+!3fdae^xBGGf{N}8h-3Cmo8)|$T$Chf$R1D`>=J8tqD@NbjEWcQj=f?H^!g7z* z+rr$n^V4YC#=iUTzVKDgpKW|POR5)nV8!PBMDXFcHR$(t4n2>lD*;zNzKXkOXLKKVANSr+kAl_VNP4}huC3w;}u?`Ox3sgnIq50fxm7u+|06_q&0 z`Yp56mzU6`55Uf8S2&nJL`BBAx|l7gXUiGPYVfN?4g9sfdv=2HyV@R+UY>qW8bs$v?!`JKnwn_*Cf8;I8!XXqV6Yj`AO~ zYTpv}i*$e4;6#E26J*tZ-tqU0V~8dt{f&}@O+hDR(r24q7sIBJpX zXq(%_hM(5D@I|QcIY{GIi?k}UJduLrZqb&L0MIlb+uJ+XefPMafMw`&)qBxY^+JV~ zVSD_%o$A+ocw5pAY`cje2>)7!SQ=9Hqgqiu7I za(nA@#76<2dw=(fZjAZ_yx0tq?o#D{lycI43WF1T{$^wm@X^Uf*UJ{))mibBpQF}D zNn}8_85?ISTj0P|T6x_1wI+cPuzwc*wBP*lyo2GfgIYL0d&CkauaX@c!94YT8!g3n z9uHFSa!%{GDGQK^SOCBLk!`iP&hN{W1GSv$R&YbbTY(eb-KN5FZsE$Q4cCsyA^f!3>C;p z?o%R2RMkv}D#Ms6gg_&`ol^`Y8vYZ?kldQgeP4&qILvwB+A~CXit3^%Q89cHpg~S5 z$#t=vH2R6oTl%EarkM3SM`ej}1NOUibc)6INZ;h@T>DnR-dJ1|mM{x6zk=&L^6Iw1 zq5jc7S@v4CH!mu2d4@+0C0psM!+SLlNM(78&MX<@=9-|EZ-pv&DwO7%X%GT3w5cTM ziv>i?1pPI!DO_|uF2u;|90f%bUy=zWtisYoGK9@kFzG|s*N4Watj%T4l$X28F~_y5 z`_UL(URYJjiKZKWYmjJFDQYw^h-r#!@4(S9_8(X-6k5Xb5188;t615OsYi0jbMzJi2jZo9~>Bu9l=)KBj;tnBwB(}15fNc8iYGc647OBU$3d}GKzG< z_pB7)wezQMZa0kNfZQYtuS*?{80H|!VjX5N+5YGE(za6zSt*Bnk1?vO3Wy?oROyGy zuQ`v1MEtVYPO~(#+!chHxyqP03tYUs(tc$}L&nrbV)}fh513szsU#*@IJG}WzP5Oy zEr{ydqDfi#S|ziwc(v*|o1xN5enV&}Ku=_n{S(MT95F5R;O^cAFiHr&W&t0K!@XsI zjrkX=%a>L^3?{PT+v(MbCeuKF8ce=QOpjfipf_B$VsmO*;bx9;s8mX%U0>!J7Gs$c z5^TT7DRy_ocs_4_F&Nh?Al-31(IOxvb~I>p0*>BSB)yKRdY^|;X<#v1K3GY6zD5Zz zh6kr|>8|$!>+Q7ksNRKl-{^6kYXzVIQP4OIDOgNpvP!!Wn!%{8^)RFQh9^mhd&%rj z{y?;}MY1Jwe}u5)jxkp^EKD{E-MX1+;BvdXe7g0(61)v}lzFh7Ecx$pA*i?Sy;t{? zjvpm#cYU%a<-hOdo+!P~NEgw^@kH=XofDd0L1Xg;u;}vX$k19(Eznp#Gjwda{`db> zTh5ugNP^ReVt9)wXVaz`t&ef2ZIgzcX(k3jmOP@qdU-% z1oIghxM%*gmdJ$zdV}87wux&k>oj_fO?>gW7~UUgHhxvwl_<#BoX1aA%A~4Bq)y;Y zn#LYWqrFJ2;+QV+fm57*J29}jdwY3S=r;6Z)peC*sPULg=0^?a`}^}mB#h#0&s!u* zp!8#RT-qZs_sgk_)lL~I%yFJfkY=*3ZoCy#1bq(~zCcM%EU{ep!QlnM{&x5LClNoL zJ!O>O*N*X9%MK^#JZUB``SAg(1^5*Lx9V5g*C2+iX$Ox!Vj8464xT~L$ldD!|BfRU zp0|+rGKOXc3Vllm`A@h%qx#|tCfd-STC+HWh}!U?S*k+1<3l<&f+|zf6cL*;jxWK@ zN@WzH3SYx8Wgu>l2(^8Z<;9Bv6Bt$tHTYwNQ>njcQ%s@RZ zvqeIgNpU908*KP6C?CaWAbYrc+h#teaKPOiGsXzQ$XCD0F=FzOFNcZ{LyF3~31TjJ zhC~c&cA!z!jvHbZH%86ZTARf^nD-iLQv&1)cdNM(vB!UG+kGxlD)N-wG=8+Z-}jB| zxwrV{=r6hByHT~QtY$2Vdfv2!$CtgQtbb4ZI_?^)?biDcZEnRC7Gt$;>b%Wt0@d@?&D;Bw%nRPNPQP)6F5 z4*{!m!sWssNpZi=sZY}1r3z9QXtk7E8V&C`BX?~y-CQCeG^u;j?q_ILep;BqZ&Z2w9CK*KxN+P)J-3`Eh?LQg5yHbuRXjM@#ZWh&9o`z;{^ z)0?NK!hhc+{X@!I$adS&e1++VyhXL(>8;;ZH}wy_L_uNEehy|RP%wBX@jA&3+lB2f z{ty#~N9rev$~ucZ-WXl|y{T@l4JFnsYH9*IO~vLck$dj^L#LdYWc4?Dv3$NkG*P{J ziR=xAAMB)nF=xk9&9_Z;<~9Xu2j{=ZphhOb(jZW|`m4aA`_dBT8X7oIG1*S)WbMqY zU~#~VIuc+kG^D0Gi8o+EXUnEcty1Un2VM%EkT38{5hzgqT|DiVVKs4tH2r)d2of+2 z4SEc;;3+d$I|ER%v+YgQ{#7%QBsD$=Ek6PYJz1x>^~?Jk*B(R&mi~N|*{5!xNc-1| zo*HWUg>W3Hu6T{iP6$ZfhKp*DR_d_DvZ%w@GRSIrgTV0`72iCo14DRN;3**ZB$0_x zTDtmG?R0j(JV@mhvay6jIC2I_%bbl#Rg*nAEUR!);GJR-6FB7<3NrHcEb@Ma!snDY z;zGUn)nv@kEUK+=n*DuP?GEaRQ~iF93;lIv$PXlt{Sji~b=`tARHHGhCif}1YHo}H z4^eP0fi)t@;=HEo$v8v7T$Q9;Z&o2c1R)SxN+!9d#-XS-w6rP!nxIkKO^Oa==$Qin z3*ScKB4E$sqqF>+vYWUcgAS4p`=W?dn)>;D`i~zqUa4y78-h`66}I+b#QzR_F^>>U zq)C~`YL%0L>3r*kk+0`1P!+Ap!F3oCn|5?OkT;5)4mTWA0+UG%;EOCysk;xE{4e)C zzt*0+q**-2M7G+`mOtnMXYL-U{9=JmogmWf$oqMwoB+=7ADlw`k9BU$^{sxKqc`l$ zS6->g?J1*(n89$XK3)YV^lPKb2V+PIi=AGxQ$-kzC-e_6R_^rsI$aE?kbvWxVT@YZ zjq^G^L^f)A9G^gPVmijt7bu5(j+9OyN@lC@#k-9;w-T>F$qO}`HKl-*!cWke&?SFq zh)R}Fuj*yzOZBnp z0BF8)^YWjSV0BnR_W;4`WfJCEgDo$?KX43Y6%fiXN-o!GclEx;HT9jWmY+M>9V)JU zJ{6WXF8;3TExJlB?GTPk}4YnW&6aQ8WJB593E2mrsdtlN;m`5h|5N8s{ z9MGj#tnz`J);n=1*3m&AICt;g)-FR7h55Uy;RCtm9MHE9?@le$W+7*0Dd2aQ-t?+X zj;l_6v-;FCF;{u}@5S~c-UEGAURbj+2=r5t2BlR?+5FFz`{6P-J}I$>*UCiEEA0fF zt`y@~4D^)GrK%s<60wo;lqb=XWNL!hKQaaLhObBpXR(7swbpyYFtJdm*j}adMg}qA zMIb$k&Ka4^)E;y=-QBf-w;pvxT7DJyII(Hl3DgN0PWIuFtkls+)=MPd-~m1S9+VA; zX^88ToW(g|Uj57`vE6YkRi4i)G ziV*ldUVJl%NeCMu@E5UD%pciD#8XfiMili8g;J&9f68IH20X5{XbdN>2~R=m826?t zZIuqoeBzyJH#e!!ByFWmkzd}dW?-GX2wK^*dj`{HWAr{XhhiJ;5Dq$&V5;bMsomSI z5~K&w3(K{(4byWWaH83{jjaq(HTiU^d{b183wrlW8(9H2L^r~ZahfK61;Gr;G)A99 z6A@A1%#Ge8Uocm?{nb#ytC~JwP z7=G@k1OMgU$wz3VenwaSc}hN-F(-hMw;E`eCjF8#2g9Sa-nz~K?!(Cg0+l8MHDp5g zyjrJ8aB``VB#aCtQjrG)njta0Ml{ma0F+m4Z~>M|Yn6@xb$K6s7hgN}mhCj+D)7J= z8Q$&h-!H1>DYN|LLuToh>1?pt2-z(`EWj67?myZHq3S_WsbcC%2+V%xs>yp8{ zf%8{VN15@QqkMf1tP1opOXNC!wl71| z(1Z(QK;hO1k{Q=!vTb(2kz=eahZ0PPY& zS}0$k>%K%11!6EtFbE`rU2S{*v>j5V8henDpwO~%>|5PhUK_ALX%9Mm{H1H?ZSQlU z)vz7k8|v%q=`_uS0f(lCT}{Cur_~g=BFq#8!N$}}rs>Xa5|d5r5v$Jnkit%ArozUA z@Zns`fEu!d8RWj7v-GmH%!MvTE16=^nlwGmOBg>jz=z!O7{U(a1=iiOkvM(|1jRE@ z&Ge#@#I9P&15K_Frs&~)rl0&|AhwkL;rZuX&I2IMHgsF?I1UwaHp?a(5o2!#@=BX4 zu-ZZ|4Sw3S|L9kBnNT1lP@D;RsTpS(~|#4DStrFZ2AOPV(oYx z#l%l-6(wI`LgV!KE6=+;DEupUt zBuHW;R6fojP4o}@=#LL>U{AWjow6|vw>rXsVcVKC1_Jt249}{}C{PJ*0gCR|l;SIXTAeja zO}@g8xU||0^h9ifpT%5j?J{U~-9VyEb|7F^vtw?w zHf4_(%AH@u(~0*f5YRhX4$el~Rbr7Awo+R;O;J&(2aa$w!auU-$iReej@BIYu7(h5 z>eT?D1>SfoBA=yR%8##kt9&pIp~uIO8^P)(FgA!rvN{`0VP&}ryq-Rj3GkH1$cA@4 z0yI^s{~tsmU*b_r-VxZEW1-0zE`Rbd@!+-Xom}OcQLXq+Ag`53Gxt{<;*9Bg(xno& z2E%wor`jZ)<85zPF>ylnIr{PbTAEy|-us~f2gv5wh(XuAb9Va%jZFu$4>^yI+b|_= zr-nvuP#N^b3mINR!2^p^qKL?6kPRzBfahYK zpuZE}>9JzT#+*}E7}0R|5(+Ansr~_M#Ao%ro=g`XTJu?CZ#G^%4G(WPc_T+p_xR^~ z_Yp2lf{ywJg4zK{iEVhpjNf(QO_qCCUMuZEI88>`~sPEgK) zzqjMNo6!DmP#ORJ zG{-?_wU2n3n+pKnNq!IkBnp->L~PLGrw94Ql^gYTt=OwR67yk>+B04wLQ zs=su-@M-+Y@LHn8V15$pbqJ?}HEk68rn~n_4XCfn@l9X&w&+2glawjgu zdh(leE@gNKJQPBG=mg53tuoOj1bvP{-`#!Jx`BmNzO>Ap@!n}vw%y24lXKyWl2VTp zLsJuuLhN%0TOLFe$|p^XU>fMoicI+lA5rCdvQ1d}Ab2qCNx4bu66t15(?q+-T*qx< z{Ew6N$ua3llPyESAip{-?&Uk5p8U?|S8&3QJs(ILZd{mT9L84n{ZMJ5VrAUCeCs@% z4p%!mJO_|5zps?=A0k6PPbGhQ!WyC=%u9Zp3iASY^1VD)9zQ%xRk~r)iE+>TkuiJ! zQ||T1kI6REvkK`s^w=VY`w7d;eGBW#pZ_Q)p6sZ=O685CKE*cGhFn>FwR!hX6#+}u zHlQk#yF5VW=*N`4s@n+z2uqq8k$xPLWK}uFye#J-s)9%^crzRuoG!kIU62Y> zrJY|m+O3#u%T9A9prSZeL6k*8#l0D-n~Yj!G*kN%u)Xh@#9A#L~n9%P5qedh%&DRxoXbA zUAFWd-%|#@Kdk+_V99W8@olsl-!e;MAN2r->G1fK7@af|*xGhvCN=m{AKkTj4&c=Oa*)x_0kRWNSFCi-QR0!;PI?iU)54?I?YR;70@YwsQ7)P6o$m| zLzWGcv)mUm0k%5+Cq;OYE$#RqSE@;GtKUOVcMQQdQye(t(N2!^Jg}N{p&$h)m533u zh(Mb?PS76&f*6-B<|4q77bQVK(#2z1XD!(>;74)s)JKLCs7o@<@Axu zYfM3$6p}uJakbj{?!Gp8sM`z?BgfOY`^MkvWcJwj(-*VcIJBA{{D++w6GK1rKBLDZ zqxCkYShPe1eJ;HjfDdj%V@3QFPaw(Ts+cxZ(!e7So@lMxi8lp!&QmfCCjL&919m`l z-bHQKO7}hU5u3(|yxiO0hzN1<|KU5?jpl^5Vn(um(S0lYFkP@3FdNzTw#jog>l%;M z?t3zoc0%jJ#IOv$WL#y|(6aZM8Zym#oPf)jxKjC0F~`P}wj&6@{BVI=DI?oa_hZfg z@AXeY;Movv41Mv?_SK3B~M*qJ%{AmVaV&ZBoxv4vHp_8l1FBzS)P ze@TJGePtgom&RTV&&Z(p~G1#s;PAs_%Z#PIGxOZi@*C|(-vFY0biW>lH1BR}&SwVSKX zcE}A^W&~=y{rWm(x>n1Z+V_F+DPY`$GQ_NQfv@80*w#HD%M`jkY}P&Tad8#I=rnyo z_@}TdcMgv;Y`6uq9gXdDzEim`XY;iOeYkri^r-N{_f<&bZR`3dc?tsF{Ecn^ilKyv z#?!oJ8sczOWpNr@W|8g={<4rah^gVm*J8Q??Cn0^IAT8Wnj?Mn0I7C-c|1-vSXw0= zYj`^;tnrmX8o#)2rdH_7tSbc~_D)iFKTcO55}+Ul9KC^24N!`igLW2s4<93ejJ1cu z7eWG!*K_LO`7;H62tcS&OCjfYIuvU+$7X!q1=>Z}-+#UWcpKjt|(3^goY) z^bDyMNjlI6A`pl#yHy=@53TDMAbo`0;6-AWFc~xTuM%SREVjRl}SR!YD6gAQEB(ILv6w1`QgBvknT5SQaiTMM29_wa75C z2^AYyoWUzCsi>%|p93^gG)ez{jX06RnV9N-Nc(M@=>+su@z@eiRuzLZF&s)T1xo4r zW+AEfuNRiBUcOUAeV${pL^1ZEWurFXIIZj=1*_rAwI2d(`vLT{lVmmS9wI=_iMMUX|CrShXV-mYU_@>_M#CCRD zuUKl#tZB;|WR^VK@0Yzty;enz4{c`5k*n}_9wuO>+F;mdo5%5RR`HWRo{yB6NJQ{g zg@=@_A1({NmdIP^pnM9Z;nD17{~5F#uRjR_f|OI>Uc;3(KhHI@5>+0IiMf^Mp4yN0 zdM*1aV=f1^OGfwQXeqU;GPzw}XF091Uiz(F0Nvp@NytlhqEp#i$Dwv_z(Zw1 z!UT6FkJj~{?N|sERU!u!Mkh9(xLKfRMm$PH1Q$HuS}$f*=xfv~_cQ}+_Fn6_%lMG% z4L`Km7jm-f3e&&A%8YHZ=ngZr=AczA;m(`|_Ch{v8QyP5!W`b}tUU2ldOha=M%_|$ ze6T)TM`@@zF%>NP?oh9=pV%^7u7}$;O@2oagw4vEKnlV~+AtP?w1~sdwhLaJvXjnL zEP7IrKbZa@HgH?;($sffJqF(D<}-ej#u7)1fD0_EI*&Qk-w6i55+B2AJ<^;saH8x` zHSw0}pj7?!Y5SfJ`7(Gf)UtImG}Zq(ljr0O-@3dQ)WpYo319E@v!?XTzHqnI$KN`D z2co-^=UBhA$jei)@ZRM%4g~mmbIgEm5Wnub#hNp=1(~4+pD&ef)>`7sLW(3M&{fi2 z!F-#r44vNnTBH;=Ls#z!-8B@zMxw-d-R-Ixss8b6gh87MV~XOQp~syhGIxdl(~`aq zv?$B9wETb}ckNa~29M)!7I>7pWN-#*%sg^7EW+_hB2a!uA2g#n<2!t@C(`dgguj!zO; z5Kas9sJ7>1ESVt!@y&wO{ zn-0CDcF8a;R5g;65L<D{Hl^81-5 z3I6oGH13>7B5{3a3oB=Ct}Xf*JpQ2LQ9AYmav#tyhJ`cEp}znU!8Q;T_GU zW~~P0?$_5^A9{w(iJ3=7h+u^GK8wjkI>wX^3cS9>$n?P_B(YF_RTL0Ix0SbD7g(P} z7CO#0(s@wk%|Y6DO)BU2O75FUnGK&BU?CSp(bziAww!mleZT#XmRGL7_%P5Jfcm>;z9kg-DTP${`DBS$3>?QN8wPo;HYrp6Z<8X4MpYPK%v6$ z-_5DvWnb%oK;oi^0~o^%E!&|8rVk%->WHTa(O`COy)QoGUd)`V>Xc4{kL;ZT1WeQ9 z<_)mlmxQcK{79a3?)K%_N+I$hhPOW5HxiIQ{IOLORG>#rwea&b%^X_$^VcP+O^f#> z=(<{jJQBW2RwR-$r6;pDCnUyM_9TZwCrTfmW^zRi(&iqmfGNT2xs#XWY^>w$u!I9E z-CF0i2>LIA0b{ozb52c3(~3oegA|EH=9OhJnI(`ayAHN+6oG4nrzKc>t}Ja1*y}>N zuK}HaN2v)Z`#>VPYhDeri`*L2Q zO|R*1r0&agrNL=L#n@{Vxi#-OcZu2A86=Pd7oXZsZb4BgNN>5Z!sh3cZKK_o(UhCx z+?ORR|1;B<(~KmpuK$vywA_b4$B9knKbg;)d;;z#YuwJAE_U=@!<&}I77brYFCDb5 z@_(^Bi@#eviF|oj`~^;*w(K~o)i-@0DzZ>p;Ic-A&kg)ax2bSc?pYX8#`rrF@>MiZ zg*c2*=SN|-jBEMv5;r)oXPv+(+25YKp1^J=RIiAwerIq~1 zkl=5yt8sPW=i=<1NHh-n6@4_$+Q!v3A$Onl$IaUFh07L^$8Vv%gQv0CMfRBup(rZY z_c>S+0X1Ih7?qyaSdPylF(Ms2QB*d7t5(GuXJDxzVnn}}ULf*zi%wWjO6?T*EJXrw zoPtD1uTtoy`9^3vvRMB#M2)5GbXW`PGb3_ZoXGMb=`q6mjhVo&^$QByyEFBIb8%D>iSjy*Lwsy4%y(`{Trs5&*2IUa_C68)Y#7XBT6}8?;V`Or z_C(YWPlm>Mj{MZy<$2jaO@tT<-hOO6S)Pf3=U}?xV9fF z#Lf1639$#j19JJ+R9io2apA+Gh{YgZQ23_1#_Pg)-|heErcGuh(B82-2VmHevj&pQT!(nD=l+*BiP z_W{4DFj(JPR#EvyVB`t~(M)U7R^kowP&+JWMWo~D&k(D_!ce`{#O4irz?jeKg%-JZ zG+`XA>L8n4MV$STaJ%f)NnFlot968*soH}S7IB!hz_sy=I`h?G&_Hi`6DJRb@8SL2 zqwrt%ms5&OJjFGq4ZdOqMxi-{H)U*wr(y#jQ50i=uyq}r-j%K@E*sJzHH1JqR3X&h zhS7%6c7w5tv?%^X4qYDM8mYnDwdc;I)t3dw$MtJchh|uNxOC$Q-)ZL2gG2MvpQU5( z-9Om{q~TwlJc8$Q0eT>{!^6i%6K33eAWeJR;*MzGdOTYZO9m?2w+?vbWRan@`=cza z0{zI*kRZQUY)|I7jmB~p@N%;a%WB^U1~(ioa#mZ~>EHwzb94*-t^fqAxNuupoEC4$ zKtGmHP|-l>3QNP=k`)-Z)-pdjt0LJaz4Mft9s72VClGj^|BkXHTISSTYe5}9Oz1rL zFHd3?S-+t_Dg}W~UTz%yPf~B(F0b4#-N|i9p<4W@Z%O!+ff0~x*K1%^6Do+Uc<=Cl?+eJ#*7Hg@)el+Q zqnQ=CYOdNB(Wa{3)(Ug=0rzzs{#O@Rzq+1angRTLn#Tq!9@D6;#(*QS*sd2yMX`;>lF`a9&GZH&kj_D9iFN3(46|30ZFxR+h!tVApJofU&2;}S zwcW3?&YXfs?Xp~u6S29kw}4t)w_Ll+lWFTx2)q)+PUN%R-`NWZTs_9h~b zJsCG2g*iH&+7#PXb3JeKB!YsLA+m%lgt9-LmXm_lizS0@s4g$tqy$~-Bb!6IR9AJd z=$CyKBw-2R40pW{X?V!W;cJtLPw|QS1fXDb2U+5L>mPH=fuM+ZFp6M24lYAy%gGV| z3f;$c)tRS1oJff~jR7(kW!2sU5tr3R1W}a;lt73eQRHva%oI0I<A ze*W}uQm7C*ng2q!P4Rs;gOcfm{qs=GXOd9T*-OC}5+(jSmx|TY09uF1k;sgv#7Bzgk7|1=gaUKlDuk$DkwV}Q--`t3A*_B#>Ri?>VHkg@M< zy{M6%C9e34_4sY%T*As3tr@5Vs}+xTmiGPh)+;^B4>aSk1|LT<1FWeq(he49dzf zJpGI*BtKxGKAmp*Vl?fN?B#@l^$vn)IV$ino%m@isiL2b0rOLfbqx285EK8!8yw{ER(DkJ;t<}ArKF_CL*%o={4vFS!*Mab`Pxo@GV=>J4| z@VrM^v+%q6xmIFfjR8QXH@ktRAFBmI0GHXx1A+^!uR*8aBzrN};mWM~!q??fZrW6x zNuz3tv+EZF+2Hy7|8_BOldpp@R_(p}2K`4a*%Isr42mDVz^SSwcrgHpr){1i$@@t0 zbnFcGN$fz3&Kvto7X2(?XV(LD{ZenbAPi(2<;pE1bXu*^!B{s4vfA2xrcLAI2G(y_j2m=Ei+ zjUoIXz&Q(69R6XFd0Al@Yb9^gi}i!XlSoaS0u(m-S$rktN^-I7$~*LFq^N>*DMMPS z7%3^^HMa`y+KP1jxpb|WuTTFvH!T&>d2!lU&x{UXWQ=hjYdc|e&5UR?mp%{aEUTeo z{(+gH3<)z!qh1%PM|detuI69OT{>db+iRO$DD4OI;ygky5ud~Id5k+JD$RZ=p;(`} zo2N;KKl8uP zUC9({{Lr;mdDt-D(hKAmR27n9!r|zk%pl_E3B^LZ?~QoNeC+dB+3O6HVj5s)oj?1# zI!f)^Q}fX4N+(8p1}zwIlRDjE9S1OD z(!uyZf0q#Am&CqeyRA69c`<9_3KgZ8k{jkx7>07+73o6GzxeVk|Lt(~A6Cp)h_}pf z4eHnB3SQL?^&U^e@Hx!+$c!)TYkNGRJtuMdTRSxL_~0M0%|oq6M;ES)jFoaCmHemg zo5EcB_9(YQHzUAv6xyJp8b`!I)!cx51H8%qen892Z}mRv47myv^-=%nwZ9~`FfBT9 z`%`%=_(-|t;jv1e%E$vkZ<{q<+K{HFM1&yvq!n%r&t~hPlae}`Q(zIzi6u`Z7^WxQ zC|Gx|+WRplFMl>U9{T*>PCJ>|$W|rSBU^%Gq$`vx1-20(cAAgGPko;sN_3`T8qwdf zD61YaJ;yVgxPz+fgFLD=e!lD$J%h{!Qw~mLz=~h5-Q2)y{Px;i0?m>X@w1ix>_?4~ z_=ONEDt`K0`b%df8=SJP_8L^AAV9}GRs2HuC5%U;?V(33`H!z}{J8#?P`5954@D>b zmlmyevnR^|u#dQ^^b<0h&?pk%j%h!-xMG08!q}fj(|ZaUujv8y4**Obt{+J zM47JQy?igAcML!ia2)U4Y>N1O1J1|6r(_@Bt#IZGlmilx*^iZX%ML4C`j3(R^;MrS zU!~DcDCr{*jR@|ky$9*Fmt(>_YUX|#r1@C+N(T<_=V5yKTy;)(a=&JvYO>UHr(~co z_sM*BgUL@b7y9y2-K6T}%vvTWIOs~GiErdm8=^j2Tt&cWp1VKp-VB+s{3u$0x!FG} z!v`CKWZ0w=Ufv|!5GKd$M9I3ZNW{~#ztq>=GTEOqIRRg3w}xhKFj2}~n_B%>K^u{7yBs8Nw+ zoA|cW|49#oqESzTl@lV2+r2S6%(zj_hCVob#z1Xi$!%J$Xml)<8)T5Cg)~&XYtz|K zyuUfo5;y{#t;&gS}HM`D)dp;Z7%RDVrUAAx-!B zomuG%kR~2Iul+dg+a>;xF;a5S-&TFG+Go?HYc--z0i#M~jZ?76`#+B z%>Sf-;^dfqRMkXJLNEJxCx$k`PZnyFUWm|#j*3WKrktO{Nb)yw9JP1pn5)k{3rQt z$Ib65=T^x+zB9|ALm7L&AfMT#ZZ9ajivPhwmxBnLhT<;ED`2n7q5YS;3NDhVrw|=w ztymtrZ76TFb6Q5xop*h7_s7>|QS<{q{OH=n7U1wGxi!(kJ(Q*jXQj^jow7 z-`Ui=-#@*r+0mk@y`EzwgE*Il7XRp*A+z2=!CSMf17_6eokYtl8|KWyYd?=H?&&&< zdTzG0kwID3g;XJ>f-x+vt z=^Cu4em^PSo-_`PfdGkc;R#G75<^17QTXqtJRke;(f8yxX30U|g|)-T#4@1rBU3!K z*8a^+{p04;UO$+VCqtSY1)7ioVUKvRPG>kC>=Tw26nj-(CeD7Y@gGiS5-xlI*!ai! zq>zssnIZ%o@{-a6=mI}Kr)YLgp4yakHH<`%M$#ZhnH$vTC}W|$d5_2!(eYfV9kz$n zYC(2Z@)a0<%X}|NhPZ2sr>tYbZI#fl>S^ybUy{*;{!TU~CO@@h zRJS*62@0+?J<3}g(bdFVv-OTeWH&bqR836GJ|S9<0U;o>;&+e&A)&lPmk{+Q@Q@=l zaaitG&I_#Bn&rYVG%?wMX{!pKr`RFpF~#5ry+4G% zkMCkJEots-VzDz{U6?6JFC;3I6e-nemHUSXar2+tnmcvMhdHs3)^1&>p@NhK7GFyN zb1w=qjNixTXequ?hheSL^X@qr85w)j=sSjGjoGN#@Gz*czdFegThHLWjOw(!jsUA7 z>`e7o$FNRqoJsL5yOFCdG*NDZW=jf(hHcX4B%#}@MkgV5=Cu}(o&Oe&H#D%y5P3j4 zT4>ut;i8(KMbYGQA#)1M>*5NShz%?b|`bhP#Zfyvz3*PXKIPpv>d& zA#D!ANK#LDWnF~h!tAj3g-Z*;Ix84TyTv z9s4s~(YDt6H;73!9ymH<7>%N0L5(=E0^KL;9KXJ{b9!5L$*ah>uad^EYD@!jqZ~j( zO^y5&jY?Jj`pHB70mSZoO8(4;vMRXPg6DSwiNw5n9>YDks<~hPTqRHYDep`1AZco3 zr7vX7@m{HqjB@F@JnZG2giOaZ|1^D!;dcwwYAj_aoB~3>TY2+CIFWDaMRW=AP!sqEiVp7(WP)Nu1YJ*k|VSPh7w3 zS>Nl=C6WCAS|k4E>+sN7=3-dy|H~F?sBE2NLNAE3zL4>DZgbspiWQ>dEEZh(RmqV< z#nO7B5zMPx{O##$y}F6nVQk#Ei1(wa=%5X}O(co+GcKryFG|2Q>svmADi6${i?BVw z@^n86(3Nju+cdt3s9(Fqp~Udnio>wJF7)$wuSstYGDy2??yoURu0x2StB2vUnW^A$su+gQ}IY zKCR17`%xmX$~@A@-07O+<~t!KQgp8SG+wPhka5LF_cpQ~5S|7}v9%{t6cQAdN9^ae ziDP!QQ3K3|XI)n7z0zX2l~uN8BX$BS&A_|kXl#fadZ{x~3O3!S0UkOC)BPwfg9mri zgm@S)vyA>{kdY3@F!h3<044LA=CVHRN7yi`@vF@k=9j{QiDON%HOS-g(=RF{_?DZ- z5_JU9h7o#q!)VpSw@A&0V`&OJ$YFTs)I_oAX^SMF9b%Xg%Yd7?gFr0pfJT-LYub90 zn`2|wd69y{Dj!c+iLdjAloK#B71fU1$~jhAB-ffB%&8XoV8>{FTax{gkUB-W7kOa! zyF)2@$#6~D2}9c0{^h%&2{obH#H)bb=cn|L1LC6BbFmDkQiEkBzKOd#+ny|3{W_V-3`)kpj<2VQs|0=TW0`p4YzaHJukV)g2{Ivsk<6Tf4FP$D3x37rq6 z?tQFha3O&hSG(Hb5X&eE>$~c}Ob8TmeNy)vXBDIJz|lBhhb?-2pr|L+C(p}D>2V>h--(5L!ONt4|a1615yg@o^! z8pe$3ioWxSuJEf8SL1ibafT^7gHaJNd@#BeGBQh~s_Sj(6@?{<($SX$S$cfUVIbnq zFiH!*`Dar;r$+3HF;ZY<BA{ZaJA0XNhDgQami_whE|RY6hTA#UgTwX8aA?2aS8iK zEv+^sI_d=GJC+jcLM6<{gQ$&%kAKk`wO$yY6lv%xkNg^H2=kPcGyMFLyP0B(82s4j`REN_9rSFI9$_83O2>WpIsj*?pP*^N;9fAn@Jx?|wb%1u8-LPI-cQ^QFvom} zb`3JhJd&jVF$C|pw=FIOm}E{yyv4dVrOC60F974N)&7W*l!2jL@3NYV%-9|;{lM-- zFTgy&#@)xnF?bu8}ZJepI})K?UAgCm$CVS*7tD2Jszz1?4U z5)gsSr>dqRk`W$n4PR=z3ru)7>$nmS91!%(;&{L6v2vcF{;OX6J{OjMbIRnJ3&}b( zZQuE!b^2m(-wrl1&Ji#h>wH#(xk*5X*s(1uRVUpKJ~1*mQ?NB!y@{=CI-($_>U6d6 zvzl#_-o%{z$gn+g^Au42&~V-ay($@h=wgC4dOD$}Fx1<7pL<39%N(%^G3RP3qP`V1+1chMF z8m)aNNXT-C#2&}6|Ibma94Q*KTHk;bB@9zRikbnB|IJ>^56vR56eHl7A(Tt$A6ckW zaT_2_Q+ltJ54@*iX=^J=A3#0dLItme5mJJkF|^?}7`Ntz^JOw{mu*DSFiW{y01I z5Im9C>@uIzjlQGvVn=Ig)uy8_N|@ckOrQt=5py1UWglh-lW|xO%J{bP;81 zZhiY7mhpLS<^BeOCg9!{@RYsQ4WsJki|Q0bE?TfNFGOz4ir)HfB^dQhIrw!`Z$z@W zf;p%ZP3e;j+XdDu`8FKXmwa@R4Fo`uaqLf3w53h|QV^QEU-daUSiOzG@HxQ{jZu4jvtAuTPxq09 zr>Zp#Zx#hGHf{2Q%KcP7Zz+0;fT++JkD-ikT90 zFu^W3%H2--dyIneI9>S!kFX=>C#>oE9E?CUEzXc?4Rp}7M0pz#$RH611O#czlL1c8 zdQM@)Tzhk`xadHXJo;P>f1;j$rG8~v;2?Gw=HlNd??Ik~Os(`4yi|L;85v0-9^G!C z1Cx$Fbw_*uVxBB6+rNdBIYZ(LoFRbgf@)cKiQ4sh%`|RdElPa~ZLgU0X4{E;{>un! zMPh3b3R~D1H2;sq-Z942AzU)>E<=7o;kme8(3R>C!u)k9pe?acwZkxvg4DAEgg2~M zJY~-rfw&7lc}H@`>)EK(8hWI`K3v_%IX23rG78Moxm?PW*aTm8&zl5p116a@kCQQ$ zKEP;XKN<<7TMo*uC_MuoH*Zk%AziI zv^CBLq_ZYLuV-a~Yyi%w{p}Luz)l%aA7xD=MHm4fUSnpv63);mdwt3Cp3dh}eV@e9 zCU0Nwt4oSGkCVB5%X?hxq&08gTnRalT!k7`jE)eePr-c>g7@H^3;Y72@^u|$qA4nV z`GVZP1!L(AUU|Om5~4*WE+$Ntt18!|BbBL&Uu-Is2&pG9!M8V~h?G|PG$+-Eim|m+ zrA=6;^D2Ux6d#}Z9V7Eaxh4`r_zOmonaV5`$C4fmGIYQ$Vlow+hOZmCdH!fvo_iqVUZYf{vj|)j zo?-|OW4D(aSO3+TuGaHHRG9(;Ry58c=z29gWtfJwNTX$RIS!aNGDfpzLOy?Zg@kX9 zD&#Pw-ByhqWM&L5RbGC{oB0?F#@(Z9%wI2$n9Z$!Dhj`5NRwDNcfillJ> z20uSW=N`Rf8x!~3#8`bglMKF;oa+#YL|S;!Kp7v2U8HeOg+@i|0k1t9y{E6x2{T*C z2F`TYEU?#zItdIVPC1?y{Bv)*nn9oe4NR!-+Sb;{Cy0XD7~yYfi`>C|y`f)=;^QR9 zyN0AzeWb`1JZYT7M8viTwKcxeF+u3A)m&ufZ%;VoH4Z{#DM=F4sZwO9Om_42T-`|2 zP3vltO}Z~`Y^BX|Ji^HJa7DDB@pTkUL^Q+C6~o{VkAM(|Qo7BBjP|Tm`bf!9zY~T0N*t2*3!z5p1ykf@LGrjvJi1BUlSF7kZU>Br*j$YCZRvGemnMJ^ zlb+VO;;(Z`j#IL-n#E$oIPW}r@nl*rWoc8KCDpW<9ZGOj#%hdK`~iALeH8;*FCKWX z0)M+&zvkg|U?4UVw?WJNL^ThjKAM zqv|jgcYdsB?mXWA4=D6r*+Aqv*4I3rs}}*Q&$4le0V^?4T>ZI8M>kG*bR=XEQu}Cx z-p<*6st#l~Qg1KZ=-3x%@~#_h25n6?;(Kx*`7dY3V9hyK?STqp$C6H9}xNq&Hm)SQkqmd{|^D zcs|f?T(;vFx?2&4aVIi=;hX2XQ#vhxOO=&tsgxM6LTH0Pyi&O>kQI#qQoY_;F~{#< zHqUjTi6~BxSz#*G%DyCxa|T#*1rrn=)R}~rcC=OgwD>tQjy3p|U&CM0VE-^F=t8TS zRQu(X0sOtzUnG3)YRt{ukFaPmT?ZX$7CvW{(qwL_Vl5=R548QS6|LeSM7Nv~686I? zFdm#H!q2<|x`dGlBK-Te#fvNX9PAl?BKtQUWPoMi(vJ#&vo-<_NK|kxDiTWx$bDN# zBzbQ3wJd%Xqp}TP-JxEI@*tUNj3&AN z>^Wf7!AhdsxQ!3EC(IW`u=Tuc{^Qsr&+QRbS~2Y*?VcW`6LX91KT~r3aB(iyS-DhnEFr}I4o>DKL|=Mw)K1O7tD+HG zh?!@Vn`)Lzc?B=~Ji*05jjwJqRJDkHLQWyH-)!BwA2p==mmB?aj^LK4D9>$fniAE) zpqIIW&G)h+uBXGg&D^og*hUoKwxxEs91OCO)s!`P*Y15Z$8xH{HqZhYg#d%3T$$H! zVAiGEMkbfbOcJb{sYIPdz_xv+v%Bq*)G}P`2GFQjV$0nhtdNj+qZ$$T(07IO}MzI1KZV+lSN$6fVbt8NMW&5^kZ z=wvL2Z%yvIc-{3^#^@j`lDw_(VKC~T1gZOd5n%UBdhB(4K6jM7-S>6D>9O-0tTtFw zW_bYu3h)@kQnBKi`*VIH%ICqQ7x=mkIH-iB;lmB4tTRg6eoX=)4LbJh8I@YBpwlBtK`np7V;K!Z_|?}4rYK$2kW;L*-ZusMEPFqnden3Sax3(ocIb7-x0Oej zX!GO6-2F~32xo9)`xAHyl|=sxx1!%sDshjU<%OmKG|s1xMQKpj4z()VU5FZts=9Oy z0!4N)&uEhP?hLB#*k!Rpp=x;cO z@ml|ut7v~nz*0e!>mjcdfpv!IA&fNoTKnJ$D28En^vYugabA048SlyMxX-{BJotQAUF`Z@ik)@V%^(T|E$4JJ6xp$*VnjJ!gajg{o@VQ6B27oXP-6@Vy%^rep-~itIY?;7*VS55Bx%5 z(MPu`CHrk5Qei65+Z0G1WA)AzI#LV}^9tsf5;PT?a9)OVfoP5rrosS@iVWd*){BHK zO=gQ%S5{ZMYayj9$-F!Cjo20aO3-sZXS9M7#}f3!8#9S9|88EcC4QdP`>vo}v=ps) z@)58G$#NYeU264fOB~tk4?{VQdE6_B>sa}dpNs#M-ogJfZVtxHT~r1(0fw`y_29G; zrIn`m{IQ3$u~m=$wDJ9;0H+yWm3I%YwGI#XSgms)6HPpICdL3x?|0^@Yz3vGz^z$Q zP_t8g6`jM(%9Mqh*;(%Nd?%nlACl(X9bAW28&q>()ekyR9r{l#8Uc4Q&&;E~CMSaq zfBRGZU5xmySxJ6Wj`Nv`pEp!T$hM~a3Zif7zn&E0eo_sE^h z7Zj7|bacAf>BBgus(qpcb0UVs)UgRda+*YtNqC+pkyt=8y>AT6Kl}R zNrCsY-pH9PE&C?y^GThHDY>C@JNi$H+uv^QR0E@~FRDM}IgfMUW)s=ikmrvRuyCj_ z6ct-uUQ-0YQeObbp+qMHZ%jQ#uGXu2(MaN=TAxyv#wp0-xb6A=#MhbJeQLNsTYyok z+;F9GhHTb?#c4+OF9E*2%#;ZpK>Fr%dTer>_w(TOH4`8aD$fFX(tnSU|G3a|Pkr;N zp8;RpG4X>>Y_Eg%9VPQVFdtLoX(|b(PXb+c4o_nkzH32)P5*{l6{a_qKfRR;8{#03 zl(I6E6S;Vdv?$UV1t9g$b8))OdPZu-u?SoPv#*KB&l7;W-23o8IteYyIqz_pBVqf1G6{ME{PIWf3(T(VZ8eK%c_>dC2#pZjHv@@Hw-WRWBNx zSRtN_9?pt#Df8bauJ`#3rou63r^uWggG%|XR^Uz8m;ZU@Pl92No6v1y=rKxIi_gIh z;PS9H@2<&EWHb9Dgh8uO2kA5eOhukZ(H8jLfa~7`1=*BA%Zwo_ow`}hCA|T;iaUd) zp0a@g58VzeOcqru^>3HdoMRIUPb)i!y6`UrXsKNktG>RoE$|EC3*eJDNZ=wP{nom@ zns=YR57g7CPk;$`ul6w<@hzmgye4FLIw@2%_`0+mQ1|ZVarz(8N@-pvZlfX5AdAwA zhDAkYsG6JYOzG6HtrhLlVivSu1|?ysDY34hR5>fl_OW0(Dbv^QK?^KxermmFU%xAu zg2L@|)bP48u^2!tr@8WrZD$7mM#}Qex5-0=#Uyf0_J8QJhEPir@M06@>d0yxfWIb) zunbG{PWw&PbD2C<+5fL)Lim4ts-)I2T;iHj_?#I0d^`IMdisI* zX%?1$nH7K9h?o}t*h(3AO)i64@;>Z6AGTFI?IL>+O>!PJ(@`K5cubYo^6%QyES5{F zjj63Lk*!#4j~o!F-7fTSWCUDG?~+2#>->&x`Xm>>y8T@03z~UL z<*adz_ou%w^(>cHfTA<*(rVXX918R>bZkU^X-)!~KyC}bBSn8I`uoT{{xz_Ayu#E{ z0%<6ztBmTCQ&}$8IX5*}F~N4|+cEB1|MKy|(;FBTW$&L6XxDwiF-L>XtI zBv!k9`QB@)k>{P+@K@}2x;6IHz3y7AMMgCo1iq|>Oxcx^tpELJ!nXf;uYD5|iEVax zoQ2uesV&TH5-}Uh7b()3rq|%+6z)bZyS01V=c*TtY9#r@LS~w_q7FK@@5YxKo$1$R z7e#-GKt~h@*+*4A8)>J=nnzn1;@>JAL0FH;av0ul4~X6cw4v+iALJk0TJ}eseG1m@ zY~9nxy|`}5Yx3XKL?<=(E2A5%$!uVbz| z6L|$Bgk7^rt>GPxdd=S6gb1RS^`1~fKL#kC7dB-MGDHEK-9`2&2+ZPMy!7I(FB9_# ztSC}UFJcJo-kT5Q5;F3_w0s(VZY9Mx#P;CPD>l0@E>28BiejOEZ@}qQtz0yN{z%tO{f7#79HA&EJx-kBp9YH+Q2=4IfwZ z_PX}ItPx4Pmt)K`0IUVHNRfj__OU&`gd{`nqMmF`16JJy0x5cg1Lw(2`S{y!CWfq_ z^}VhwCcT$z+uNK(sJ~RgftDmL@#h)A$9~_6amEreWYZH zK2MT$L=HPJ3F==gt9sr=bOI7EDhTIc(1_n>cw6w-KOkvTpdhDM4`@#N%gy9oB5xDvx+ zl!PIijJi>Jp!aI^#}Vl_$~@M?1@RD|dBfy+E_2lj{1=8VRlP|ez{-F8H``o#i5w}jiEP_(*yE5fEnaXKq<((EmdtVh1{m%jwm29 zYSJ_CLDcdC2GDxCJXpfX3I^B*FlRiK>Km6dns7QAB~FV9O^8l(Zm!-xNPRLtbIRf5 z`ZQ;@$exB`rF`rQ3Ntep@$lMxS0$4`hV%m+5j1L_h6g=b((yQ63cA2aK6hG}71z2p=+ z*&nL@xKi)9R$Tc#@cZ)(2DQ-1P#GfK!A@(E8^w=d`>CUdT;CVEyGV@Hov0!pJ|-Lt zo49|vTk?H`={Fq-|1D1aSQ(H$rAac(ypd~P^%zz5HE6%J?BQVTdE5QW7tmwu{;mBV zvX&oozCOGOefvCDUAqV^;AgW=#)ljUU9px`)mvJ4Io*``l79-_2(BU6z-2uY6g5Q# zv6(YzmABX$v6L4hOARcha9dUNDf9APpDfHLgMn^^lu^JWi7l#s>G4ji;ks)rMhP@KAep?17dvX0Mi{hMxvobY>ykjDIMG|{pSm^eUK0jC$U_iZ2cl{Tl{q} zHVqBYWIx1k!Uh6!RIZ+qSC1!C5_O<}?45IH1)SB2Q-eQO0+!ab^RDChkAd5vLEB8Y zC*)~E-3`+097TN7iRvX<5Y^~yDcdyP7qAi z954Q>haZQYuGh+xBZnQ`UO>uzJ^})<^Y@x_pp~HvL39F_@IbiwM(TOYX6wdNo|IS~ z$|6gtjuB=&_g{VjSS{m%vs>2{F){Au^$YDx<;65h0+$t>lv?8)bTI=FIaFk`Wv2t3 zO9zdru8qRkRSu`P=;E2=5%5-rH?A+QkM_E|g~VRv+ql@ZY8tF>+rLeVLAq=n-pxzZDjQw{P`e+f!DS4hOu~BO*nj zrr8{+i%hdBjWITG{`l0RVs68k4g*Q~58si4pl5kT64#^O#t9vwhg6lTqc@Ye3k|x} zknE{JoEz2NAP_0Q`Q}rXWY0&?h`a-vd z9rKTF6@dY%d|`N3x{ngO{(Rcr4&OX09QIcntFAAXk`=(hcIkRv!h;c*q|-<5V`cEr zcVN_g-6SIB$>51Gjor`lw4^kM$b65&iR++pLP2bo#X`%2sudr~2IPU)CD|NnwN+jy zwX1gW?mZ*~@!?v4NhnzbWY!uiM`CgGB1evj@@Y}^x?@+^78GW(xy!anqBYH=Do6Gk%dTLke@R_8uG#h2Mo^eG9%b{k=J5DyUzl zoXPny2)7Mu+90%N=dm~NcunFgq0;r~v%cw# zRrLfeoeoc_9<2&J-N)ih^zQ${ zc`b1|-n=YGaTl_--)&s`i(MmKDVxFClsaHVMjiohokGW2<4TY+3AxngRM3zRMwplAmqI)% z5^Wy?sm|evq`2RN^zGT@kgz(x$UC!7 z zC2(VhUq57jrFpe}GYbB885-zh38|=oy}~J z>#xi>1(xLhshtUY$s^F1@?Y-(uA4M8C#w-ZW(6&wXaYCiZ^%Men zo@8=G-$3*G0&VAa@72A;Q;F&7 z?dj<*Hlk~IhwqzhL(K6)yJcIk=QDSnxUOkAGV920XGku zb@=?UNAD5tN^>whriBfeVv(w$_G@mqV&<#lF&D0F2rs%}xL#g7UtSpAPaU*@_3vaD z)KXH^Vf5%zb|j!M6%cYi4S4LVBz-@)U%cP~7m_#YF6%cSTWL$4EIQlU4AVHwywDy}I=QBuNFdxifm%4W^Es`gtBkqN378Itsdrq& z{JrZ7eIXc``Y&=TUTf}mP*2-t5bs;2NaNBPLo%wI4~xIk z)ST_AGU}J{kdR8IL}Ecw3v=Dg9bbzZAoWw)K6MapBf*o^*2>gIKFwekbF-uUqTi_+GF%C}Xoc{=^ahp|AaWlE-Uy#`pn?zsQJuxr3JTBr2s zz3YIY(H!(tSRL-atQeOQIUp@RyOW- z(@{aK5z)MxY0mTY6yz$RYN@{_wML2D#`M%)Ij+?DSc(NB%$L+~qch%xmlY)oLq6AG zkm4gDvPO&27#I{;VunZxRdh&p>5)n-Xva>U)+dvKcZ|sAUtuSW{S-AnSLsEO8bbpq zti_RgQ%}hbp@GqhHI|5Kd?>g(*vTc44EVwt}HZor~kE_yn&b~E-cGledP)m_A zAe#B`Gb|a30b&zBWrrVAQsk17pRfqUd7k$>*!RDYP@s^D!@_c@-)>$Jie>Z;8hjMx z3OI(Si~4U4EnEb3l=B}gi2K0AMU546nw-3NAnEG1@oy@(WlFrvo)<J5STq zp=_Ct&IvN@UVBs9&;I`hHu26IcW%P{VYRrf%i`#_TJC;U&%sHD!8~X|oQ?oM&5*xR z6F9i+t+bV=-lRVjLuIDAUMSc$0D*ZsTk0&&{Smo$zdh9w2wF8<8#}&hjp)K6H=W=i z$hTe3en-c_7$H9Jcb4r}uUrglsWfNZRq|&X@zAnhSJ>DQ?#N$+R8SPlH-+p4bt(QC zU;T10gKxd02<|qRc87 z6<^kT#>CiZj<~t%KoSve`}?_y%Mu%Ia@z52HF)r`-RCF=yU5BTfJRY=*&1qaXez3c zlaE8tU+?d1?U2xPA`cu21uOLnyh2i#*C!PBb4f1c8Rxy0_3ng}{`{}#UcIY1nghIw zL7YY-t|I^Xtm$giBEL2Kjdy2r>X(h^LACmxegzl7mabHjB}H~4P{BHMVp>}S)3`|w zziAAZ(gexcW$juaO>gjOzW$Ox#LhBxQSchGp=~|!%eDFla#;E>Jr;+oR7CNt%95&T zUoN}p)DPAw4>r{TdG}&sM6JdLZg(8e&`WEOM!{P_B1K0K**9mr&9B4m(-sjC*!bRr z8kK5Fj-8`*Xvn)H^E9+(Wq9Lwd`R|3jmaS1R}_S6$`Z~gxUy0)mT-u%!0B%{m#9Sn zyplJEW92>E%_|CyW)!X8g${rC77lsq5^B(f6H=qFqDsi4!o&4=uQdG{W8j1seE#Hkt-O{ zCV5{}9UAywZ4!I+5oxUirX777KmelB$K*&`avbGke|k0V#kcy9O}y;BHr7F)y(sg< zJ-B2a5LB4!Nz@U2zWFGi+-U68zzVUC?tU6vKnaP)tzf~9V2^jC9|vainR<;keJuhmrE1rv|jRYCn~-MX4$S= zlmL@g?Xu9Nn0%^@M>1nSfHahwkPRK1XJ4*J{UIS0RH4&nrm)x;friJCHmynQ%oVp zC$NmUjy`VHjAoSeVreprXmR012UAVeZ#{W04-_HgcRh*&$+CEn2F#!F@+^Luq~J?| zG%@4Dx4rlzk>AtYI#YvaveN!*G>}SDqmBM#gLkwbT0QL_hz$A)&1}da3(E}1xb!ch zO2p>CVkiGCaKqV1R6B$6WrwmZNO4eeqrI5kqj!WDdFvB-d_8?4K0e7iQ5cRk$B4$? z*TiGju-~rI@t^T(2zyoC{OS`(NN;<^C==_`E`#`Oshl>qNAm? z$QY&k!a_QSC}VmxlLOt6yDQ)IJK_4U?K@Xqe3gy&K5QuN%?1T9%0AhAP=8!#OQ2tq z4;p9%+utwA%nckE9^5{;IjHmbbzPVFEp+?Zb-CHrYUM=^&a_o@$E+5uqbA|HRzop% z&`~4aB)gB;l|uP10axB}efK`cWUI6F4&RsHgQ(L=NhhlZ z?Jil&BUYMOY6GN)m4s)IAzXw5R-7flx2KKScDYi3gtR)bI+^%eJ9B>)hf{6T?s#9c zb~nl48ZwIYvUS8#yyZXUBmc|`Ehv*yoo4D+^(NENhJ*xL2~#Ss`r<_@*7(zK!gb;? z>4$dzG$F%kA^cGll}2K6$9ve30;A@GP$zz-!Uk&BAqz3pb3rHWT}27kL+`i8L0p&L zXZM14(qG3?N}Y@(sRKNsXu_DIH*D(H8$bS~XkDMR(0EOP!a3nVf-uHR2X2z++V!J` zmTtY-79|_)RG^=4_u001(zQbTf;eN+fcA%_WeOI`Y7+itRdZpr=ZXE9RWY|d7j`;@Ag;7k5Iph zg1vvk+YeXicB+?hjy6H89`H{($aeYxOr^v^mL)PxhAeIa9{tGF6%V^n6XK{c5(qMKpZAf3O1)mXCB zs5TyUhJ^B40@5fXjQHk;)ypJJ`z0ck!yGf1Z4-3nWBkum^XLvTtP3}JE*b}=u7(I%N$vT2C80cZ? z%oy=SJ0%LM*1))%wK`Um$^tnhK5^X}mHI2{^JkEbmt2~o+!KVa<;a-uZ&GP%yH!OM zpLa){VKp>2S6JT;OKv4!wO_mo`{|x5{J2Ha?(+1Tec^07hpP293_WTR&XfDB;5&$q z8ug(~x3et@;*)K#@>LA$Td?aOJ9mEs(Kx!ebogzW#M6GA>f(KK)x&v0TN2h=K2=V_ z?|wv~krd@`8f}#vBxVd1C4Xr4Q1@Y{lud$#&ChG1N{>s*q}ORfFM>PfV-Y3OX`{FM zf4G#|`NqyT2wXgsZ2!*`B~$onm_9b{?8K1>spII?-s47YyPa1h?)>Y^L()Skop&O? zo#K8p3JG~a9TuHc=UsLfwtWBTO6J-&oo)2S(M-e9Dz)^Mo4mfD*M(aK5-ZiRu6JVZd%3Qq|5H3pLWBbcFW?Avp@ZG*L-t9h%12^ z8)FK)Vxcr*)x^eU&ak|n`#GdT*!Yt&o4QDJ(Rj=3WtiqWs`)=JPXGDnd)W?}fbEhT zQGsR6N8;bKpxszNXoOkHy`U$j012(@spO!(m_WKxL*>+*H59rzU_r(6J1Rc5Hp+>? zpqxW_WD_0TWjjc75R@uX;8}jVL{v%8!c3e=(eT4WA{;GCv!#ST0KuWOytCY?skZ;d zozr?2o&lq^?`!f&Nc!w$DFZBn5@PWz6kt?nUj$$uOELST2)`ib$Cka8V+u>P-EfkD zzz{~HcR8o`%n*dyooa=?H2{lk?JVYt3*GWFlnp^E`>c+hF!L=1wA=! z5Fb6BK6y@iR{7C58KuG_lA)&NnW6k^zwomliE>u3l~1N;bJmVzJIc}}yZVgu#1^me zmTMXak+a#IYfC3+S!{z>*Se3<%o}jQ)r24;Vh>r}UGn2}l29 zdVG>>U&Ye$y<%!QSdbJHl}KS($DZI#WOkZYC*mE)ZWgp17qMe6V}`QWz9sT5+gQqR zD^LVL7rvg(4ObWtfWL~z<@<;=>^+zE^DZj$(8t8aYFG)j8agpyoNmUGTakPkrb01G zX8th6(Mr8oTF|FMZsnop)V+GVq(vAQ|;EA5_lstY=W}>UhfhsYe9P_Co(|W#_RR^Jng`X`YG0kB+Uu-6r_M~d@>kT z!Ee0$6itwwXAERV`;x(*z(s|1qbpaiuwMF6}&0Rq-i(nG_lHDnjFvkI>XO2V06ZJ=d zGQ=ZyeWI72Se0Q;w`h8$9v<51#9&5VY-(MU&#n9xyR-ib_o^ETfdU-<(abcQ-vXyl zxA1J=Mn6QsZe^k50@VJuVb!TQg5I(ggyXR#xC&yffmhOzTdnhKVb z#5=U-$fe=dMbZJvg|?X~fn`paO`znjOUvg#-~SX-jy*+5+*%96s5}|=sk=B+!In&h zkO5J&i;@?W5wU|?+C-B;`+Kf)>E`4F!Jx&u zPT4!I<2*c7ap-->r`CL)=#1eN_Z;gfm=4wdKTd~%BP>N=DRS!D(KmC2=i7r^v^B39VGqk4OT8pq4*$zA@y-D3m!)$i_ z<}FmA>zXxk@IRGo{Qq}~_$N18IersuqSh09pyY}Au2V6K-}>SrCGTulVyFN8lF{eT z>j6pMMK&(KDgXPGH1~z3x>+Y$+m=eR9JlcvExq&ds1ZrNN!F?#+wbR}ZoDVf2xTdz zB}1Kki9*5Mtr8o9ht269D~h5~Ou^r(TK8W6{O)}ec-uqRR7v^nV&0Aj^@GljH!!GF zaYUkAdJnB+dGkTI9*fnKH&(j4{^RL6-p|v;J(SWIW%Sxt!a5Prv$$*;`Q2!6n4J#H zP%m6jiR$+8cxFFv_V&u(tCvagoQcUs8wYqg38J8x5m4XRQ<)Sc@RauW>m!=Vv2CVu zYg^5i5w3s&5M1X`W@hYtOZ`){(D~?$JWK||t=PS}HD9_5%3VAeqFKBjjeWqXa70;u&kJKrOHx&uQJHAQuAz2MqD8cyKrvPqxY_P?v z0_^UT_$)<*$*H!N$ynt&5WT0RuuGq_*Fq>#?Rp?_JJ2oxb04 z*Kv}30fLEFV7gp4UcPt%hE)`YYF` zH(Tb>0`Y|!j--QwO)n@WA0?_b%rFLYg{TJO=Ns&uYIZg-Z=5zxn&>f8P6KNqgd>wh z7OfAE?L6PUo@($-YrDT+t|}S@vG2#Dr;9K|8CC1m~ z883?5Yo5Z;XTD9;&vPW!(g?f!z3*pcrHD@-d`9}7S$jQQH*o2RUK>JfJ<_4kPZ!qH zxN$?3%Z(e{1*LQQdZbF<5byd@{z^rXz6CO7YS9^ibb2_%j`T+FwZ?+e)g?%Rt)IR( zC`VO)j+SSX!Pfdb9EvIXD!3U|Pr@;;*JQeO8WPiGVddoH;nJJ?{rMR4iHF+W#h%O)A@ zW`zkS#NV!4qUjZSk%P^djNJIPiBx)gBYHgv+3UK6E@e8KM%3L;#tq~#qy&7PCd!Pw z;&>+5IOqXNQy0w2eCqHW#@{t=;KZPEbkh06X~>PL@bPpW$^b#(5WVoGs|o==b5Us= z0biblLnB=1WMESJGf2;+pQ9Md=``(?Yrk*gP-wDQWp)C67rtb)CwXIFgucE^J6hxs z6GKQ-F z)SbSx_3mj@^S$OMrgb~a25&Fx`X3)9>Of3lop4H)XgTHov;Yz}aEUeTlHBh`8@WVh zvqFZq_y1kKp{>-enH8Hd;?XGyT#>SE^_ba*OH(VDC%l~n`KVSTBQx^qidCF<}aaxf3Fm>2=2il7W?;f#Mod11%u&Zm{ z7*z2;pCge7tUA2;=h`IUFy9uZN~vwp*oFWppsz>GBVrq1p|X=StIfvuvG~%`@)J=( zZR*yh(PwayH?Vxt>EC>o*A}>USz(aEL6qvBJRtl&%TW7s_F_x%Q6ko`*8m0Qr@!ut zcxUgozFIv=5;rZKZOgR1VR!3W?g*$e=`n`I$Of z)2xo&qL8ii(5A{6MllU3wg2+6-%g$XL*q_!%f`%rGw4=Jxh?@gPJ|=O?Gce=J)MEJ zDp^MP%+XyS{TuW^Ooa|OOj+uVZ!sd;@9f);hjJI}L@vu*WijNLijuP;z6*{7cT!;h zu=Ed!7Ak$IRzFcoVR~PiP`6NgeT!|6{Ei7$l{P+BgoEy3+A{*WpBXn(t11@G zt0+8Qp?t>d@XSdeK(8aQO$^yZXDH2kN0BaIiYT}S9onO)1jMRK5qxz^!cV|j|HRD^ zEeefx$)^;VI+p?*v+xNlRdnW4-vp3%HsVNzk8}DK)lZS*BfSloRpgTV9l;6#w^%mAuAdwRQE-i zB8#ybba6MmP*PhEIw zmIZJ}xXd{vxR$?rNLffE{#dCY*CWqlmZs%&dGN8f(zq>vPP7c94Lrp|q&0774zH&)O90dN+7aE5OO z|5#3m=jrrWxcYeGNY5W+kj%Cy5T$SytwHlBGHbV00Md1MU<`)b$?!XQnq_n@*vNk{ zyug1cZfH;4OyR^Hyb@}Oo`b9ZTD|4MA=HQNvY! zC(S>Xf#%+oMsFG_>g@M*8^=HyeWaqL+2_(XjqFM+DZe8Sn8~Y_s3Nb;NI^=y1fl%v zi-4r0$V;Z8mb*ZG#<+_AuA%8SR~eLXg=_xl`{HR z`&R#}pZ;g&z=v|kOC?b=ys6v<)rC|{pKN+6({J>NYN3JYl+eAuSqWr}CGkF7Gm?TT zc6BybBY0P_s`dsycbyIIc2MGCxoML%_|`B!mIgQ$(Srv&{D9FCEr8y*htwg~!2wH} zO;Kl>f}=>op2d9D4Wbm84Ur0heF)#Nan|utTbxd<7k?FK#Ub-NDG@v2{RGLJ*i>yM+vVltPV8(zMLZPA>dgA&!}HRHK|~e)bC=Zka9z z6k5&(CJOTw2_(qG+?20jsLze(D$G91T%jaFB2Y*l?hQgnp<+w3MEXLI;V`0K>{?0m z>Tomm5*=24Yk_V4gCN@P2pv*J-ol_A@94VNDF!Lf12ZvsJP(i8s2N#XwO0-ZFp&u? zLBT5|%3@0_Hf9^vmzO<*tOj*77*GHH?Ad!W!xN>(PtoK64Fu>`ht#V8x_UAoL?@{yb?z_Y>^-{% zM!1M;cMPdYs1|t}jpNPvNl3iWF{tkn0=HU+G>?jVpC4C}{CCAVEXR)JbiVWbh7p^U zT1)A@n92bTGw$MIr#W%H|Mqfyb3G|>ZUFAq(d+4_@0W9iOWy>Fp2RHkmt=bI3O-7- zIv#Y~=Czk(|2RS0k~j!v+QW4Nal--QQQ~6|-5~bdGbO2_*}Yre^4He2!8=-riN<;x zKaPMyMI5`zNF=tRe|q#5scD@3m^vRD@jJ`dJ0hdbWYH|!YqWE$eczLgV0BnTIcxY= zGkY^P?RJ>%Grhs}6r;2n^pL{kyP7SubaD(X_Fc8%9jJykSjZoHa-`uN^V;yJ| z`8kb)0wiuT|3d>=N>Gc4(z1p)s{dB?fwphMamwu zCeuq{)=&9SIKKh_VCp44)AW7@$;Ssin>x~t2ihV>X5v&JC76&p^!(E9iJ)&=pT!0A-jM$*CboP9 zeoXjGBI!Z(3^^1X+_*9^@ijwv@5H0?loO$<@$;$pa=(QQOCz<$)165ug)wNEBNf;t zH3DK(=|n6?$rXdfQ%yx~Y@G9OfmBfAG(OubY;!2ZNQB0$JV>I&Tu&#@Q~PS1T!!Xe zQ20Hq2Tz*g19x;%v@u8KH=bdt`32tOm!me9<-3NS;c~3NiVURd4Z^A@g5UBJJ&&?c z+P557S1lQ=P~EwaszsaC1YM|{57qE7qikg8h@8s*%v)meINzuFyWR`Ne6tGbP+If- ze~VzY!i@ij?2$LvOg*kmw;#J7G+cJ&F5f)hrOq&P(E3`K&2&%PW8 zSYLd+_$*oo?=ST&n4h}%c~KihBkN>%6GUOQNrIJfsy^wB5ex=&tTN9@^4uL*+uhh# zwH!N=c!EmRr`4l&r;$rvy>OXkv1&Wp2^{g|Oc%PyM4i?~f2S$_A^ZF5OF|(%|IRv9 z-=ld0S8ZdN|A8L+{}&HYH#lG58xg%*x32uTRoqIwB)~iAOJy}0zVQ6->fgj${BJ?`&hE;D z{-?7}$(O_VLrL=USSuC{Ty_uzf$=;j?6r%s5qT(g^af1}xX{PES!d@Z<#vsvBKtWs z9x=qpA78VfrF=G$qUnID7w*%Hs!&PN!$u?lTjy=0k$0@iTS#U6s2Xct8%!1CGK!fJ zN?$mt6+`aOsDbLnyqAsL;gZ zz6f((k<7G;(8vM@JM<`1Oy8d7x6E##|DLUC2Ca_r2PgLjo}i@UO&Z`cIM&{?VjNK! zCv(yrOELZyX2uDyFb|}=p=L@S+63qCnN%b|$8y|+e1SihBDmOfu;*x_LQsxqRxe)w zyoiv;3pKadda|11!g9nhPOe(MZs0 zANALHxV~m{88!XsI=9sFzsrp;G^5CR;rYz-nMZpp2ifG8`d8Jo$-}$&=|%xa08~5; zAKoS|!55z_{M(d@U=;tp`Y7yUgGjr*jhCOJLstvLBHQOmUzjRVkrDRp8eyfWD-s=;f<3LI&)Ukyy@xWgypvJLD8 zkmRfc0)(AV>OAYqHD01XExO;qWJf+KcSj^Y#~CQa<(7>{R2L4X>5isnGuXW`4m828 zc-6-`xEYWNUj?Fh_&xqwSu-SH1$JQ57L5lC)wt9V{fk;-xloU~&C< ze{i78n?wti5L4+=)=Vss$S;DuFZrB2*R%LbN7d#y5*3GQK)yt{-92~jb|{3Lo6h#7 zunZXZu6iICFVBX;N^24>rQT8NDK|K~IoE(CD;97$-69AvN-axSnnY0*)XmL&-BXVsd+YGq#FEH=r9mDa-NrldQ>v4zO_-0(SrH=HIWi8eYvcWcum!P(t$`SApY$yR?U z72fSxVuS<$^~sLTV~x?u&8tFfU5$exxu59T=}9s<$zP=Lrj3+Dl@ARLsj7yk|Dx(G z)BJ8)WM9^Yr~UkpG&{s_;bHsm#Q#3C=^-^_0aQ7O9?riM*SZS&syCQj?dWP>bX_yz z=l%4X64F(9={PU3&mu>TG{&u6Q$`_>tiIG2WNBFxvQo@)I;%`O?TB8(hf4?&W?nZt znNt;W^>&lT+tKqjn~|?Pl&$KVb;{E8JT5``@&#S)V^5biBL&t4+)%ACo+LD{DDu;n z=I=9KIqY=j-Ir#WeAgH4eXwgDIxc-HNz9bc)=0CT*lKJVb>kRa26m&TNtLd6SWkmpOOmJqwhdcU{d7Pa;8u*XDmow0_naVb!x06 z&XZ1lAY;hV9~ZxYpgNQ+S%m=QbY9nQgSmkZi@OpVV7_%a6qXP)Gzq4t*~f0*ZImv5ah0S)S>AXlH&VELCzNdEu!hK)MD5 zg!b2Z9yBPh9nTTnT9`|H?!f0S6@CLMej$O%!}VJk>FnmptVN*hoCI-EG|zDQCh4`` zzJSu67nj)8xe}+?-kjm%E@-4$x6^$4-*;^R0Qlwl@APdN+n}oVf=)=$C`#5VrTU_> zJjrUV_Bdj@mwQf0CZ~)M5VRC%s z*0tESLeyv?CyY8KBWh)R)CpJX$IiRc3?eU7R8}Mwo`!-6xHm^op6zjm>l(9_kgi=p zjnNm8fj6{@MX_db9*``abU7)VM3@{@iizzzRE6G{gMmcs*tdcopM&!+y7xd`)ZyRj zWd7{GGr6nBAMOocfe@T;YtYYsTr0x)VL`+DQsy4i;T_e0_$WCyPH@=YlbrBXxgk~R z?S>ev9M`%3J_K+>1kBWkS!=xnb>Te3|B8(qhF#bv7J+Pfb=zS>9*8t)0xvm3Q`FQ1CTqNG+1-V5UYTu6A84#Vn z^1uCV_@fRhhQ`4CDEsOtOW(r7Pn(0d(Uw}LspTm4&TZ+c&j8rgjs!qi6SuflZbd`5 zGo7I@qOEH@3kybv&Ta_L5WsBX$egBnPpU@n>o|xRvS!Mc?0(;r79Fi}L`AjiFy7cZ zI-W-}s5X>U?>MQuwgdQm0PSJ15k*MWCW~2faKS(@PIo<(g;$=W5jGP{;`(dQ;%1Hez_*wLmR*?{_}I0 z``M`Oh;46Q+9yq8J1euHO&o~F9g4TaW8CuN{_CYnQmn)OxV>en|2dv%%d{9~d*GC5 zuj6(i>=ZO0E`Ek#cKF@ieBdItW531!sb>U)x29|to!BpOV9LgzcO1B_^mwo*d8fv( zl6yD!w(()TvF1jnbjtzb5pG{KZy`U#h=;u6odL;a7kS^sFKXN&$BMb8$@f)Ay}xrp zD7(d0942u^RSjuWDpJF_XRpeFgq(Iu8|R@>9sy)Qja^&u9m*;xfCQ2S9kG0rj<|@V@!!niTnt51QaT0MXa_pz zTc1$!6L@NG^zw8J8ZX>xXFD&fU%MYD(oJ*@e=&N_BZV$S^a}rbvd#l7O2ufcH0f7j z1|Iz1j$(W~>baR10ietX^ihK_e>RSo0P)hpka6-kY0{FiC!7gxY#Pj~xeb^S@hG7ap3L31ju@I>wa z;rL4P%pcknmpHiW{J1CS7yw5Rrtd&wZMST`P!M+_oYwqn0wg&ZL`sZ^bSEY3XxjgU zglF-oyrI%jA*?qZxz_sW-lfacdaa!%sJfok?%X9HbPwlv`K`zqRr33zfi!F4?o+M% zl97}C#)JQ|vt719BV5O_VK~;DZnP<=9gI_2>kFjWJ<7osm zjGuG2ks5OgepsmPd{^7>t#+=GV`9EyE9>g2H(S3#^V_EymJz<(-jRaElSNVU!!|zW z<;#bj=MgsU({p*!J*WN_>l^D9Lhl|KPz{BEz=671d(LB{J2o)>O7H zX>fMA`kMHZA*`wG!{DVf_n?<+#0`ge4lYnh!mrB-(@ppuF-oX7Rwh(NOi;NuUtKwA zvE+Gl?28w3I8(n_$aXZECmZ%UTNPLafA_|Jl}{clR-;6dgLcV@Fa-NJ9LMu2VDd`l-O0ImL07=Sz6jy-TC!y$;%uEsD)Z^7=j1$h?VAX3c>&W1;Od zf7xT7M^iQqpF>=6!J2INm7DZXM>w>0Q*`*!6b)|7)!Gg>TVMBVy`A01wD;8Cs$Tzu zjxV@J|I0&bDz?He=|CX+Ajp>j!|Q3|$l$TZ|NeaG#F7Qfcv36SJ3}#Y+hC9_g^mYC zMHcmW>aGk~(!!KX!fV`upP|aZ;ZuIkAOIXp?LuCb z7VUgahAD>W8~;2$z1WC>@FE0xYo^J_*Tdnj)syy*O@jb9ZZtPw`s}Nl5H0fRXS7SWV{u9VpRCjtj{GH$f2kX=mAhPPV2_k zfDC$Ja^l!^3lT5ts`ZJ<_RABKkK6SJ)lMsdQS<-rRt!pm`VcEvQ<33bVVfa zp|@ZYQ%^l{lAkY=q`LONjuFder{%KU=$veSHfh_;~KCLi3 z)i`R-EpP8ow?l4QECQ^MKlgf_wgP}O+*EsW+#ET>O+4Pf2#KHL9HpMaO<6yiN8@=o zB!K{*Jaz9c2qBgs`H+Sp!W(>Vh;2!aye6VDI7ki`#B1FR1#^|$H}*X!2~spv>)x{v zQB2NV;AH+ouz zM}617V}AZPiW3Z|n$iWe0G+Le^Fmr*g)4Ih=-q6nzi&S?&+@&63nk%FiQKb{KU)!X z**+$HeuI96N8J?Rh*oTh{51q|F{aazli&y_n5goQ_sWT=$a%~6c<1^|6*Pn{6ZC*l z+J|Uij9a0-OadxVC2>v~hg8~ca}497>rBw&U%zWFy0b-&mkE|89Wc4*@cQudx1{~F z;OcQmNeK76{oGUSX7|dTOq9FDZ_mv4Jx!J6c1xvaU`crLUhqYv?fW*AZ)}1DrCvpI zgaeX03lmN|*R9Jg-9LRdTk&Fs1zF#XxIPOcV?_CY2$hx^C~%j;^noHz#Ii3#zHnSI zpuve1`~R)lNOGe`Cn5SgOp>N@#+h7g>>vWF67}DPEP~7&z^5^$02L$w*4)Gz{RWCl zgN!RQ-+INGF?}|rTLa)BdFOgNBB^;SUD^{#?t06-YO5s{+jDozZX5R0V%2XdF&Z!l z@QphJV8{gWb-f=*+0);ppnbs3-#tlqMTZYXT2p5ED{LGdtSsabNQ(Y1lF=N-oNB#c zB}?!!hVcV^ggG$r1{Gfg0R$jANJ(EPZAgonWh~aaicWn6J>B#T=lZW*jP?%~3+6HI zSR2gd)_F!ks)@;2Kf6k{h_6D?Wf@1Kg{w){ED(0H9Cp)EV z5*FP`dBHE*qw*HLy(}fb@mO36m0@1~1Rn@UI%SKfpy5K5Qz|q{v{d!bG`0I6nGoiUV&VLolasaX6dl!N@f^Bd9tG0x?;J zfBTgJ!KXASKX4M6(vy*+Hz*i_Fu+IP2lVXA`S{&dlR!k>eMX$+xFCfZEk=PjJzxJ% z3s89WzW3tjdT7a9{3453H$>*g(a(0jMK0=U!jru0`JwK$qwjvDQ<%+mSLbXaC#)%5 zYlML`3M{hA?vx|W3tva8h(g-!shw9zx0o4NLck~>M;yp6(^ob{8WSg!y?8|~-x|1y zc1+3<*7Co|2wIAL!En!8@VUGBHEnOx_#@%p!`S<9W&9?*%M0v__KnFj$u%$p=1Tbf z68qd8C16iD#>#egg?0q5L3?5Nf>yHZ#K0@Z@S8_>?QpgAT1KFNe((Ih5j+25uw?ZP zYBr+>j7`GfA=1pjD_MKRHTN97E)&)QD9acDa)LN(4kL#sKPQ!h`CndryOYNqNz;kV z9bs&;)AR0Z7S&W)zUNdZZNERrth%`zp`11(uL_@$@ECYsg46bJq2)4oEaGzgwuG?5 zeS7pDk6gHd`K?@6%Q`5MgFp&`rNqY- z>};9hCHLIq^!(&>Z~Y~01<^pHvsn)knPTAY_#K(PuQc!BiiI{4+XsINpIhS|`hgp~ z%MUGVxs&rLHk{8WuyvtARAvMaVZfrn}Zcm6B7xIrI4q zAwesOTZh~IB_a4E5`MiIOIrS`148@a+!rhD&mFs*vn`a+zv2h-gj?xC=w$&ZaaK7x z0Qr@~T2>*zkic=%&jth+HD6iaXMDAtUurZcDcB1RM} z?tUHtJ|SR&vDF49YV345*F%k|h33Mc!Gu;;_JnJWVnx1zAA8WA*YvsBp55m`)5yBB zz$4f+EZgTVPBg>(J9lEw0j}wH_ElLgN|IG%-Nht#LjkFxSj@|m{GH~Hbz`SG9H;@@ zsIMTXksg92auA@;)oFLVv7=i1mK3AP;sv=BQbseiI*SG6G`3wh)0*l)x<2z?tJr>N zEg18#ENeyY>eq%kF;?tX-&k~1hNVbD6Z)+(HidEIH1wQxRr$$B{Zh9h*s)})G;Dv5 zTbk)O4!l4u>T>?&S_q5(^b0>=wEE426eba^Uo-6mmxRtYyY?rBtU zA$iy+r3)`mInj{tX;DJavBb>g^E3=rRH-@7uhxZ)MV=W#M6;2CN3YV0*PacIN3hGr z{Y4^7AMEQKyQ7hCu>qbYj}~jaO@2kr?g`rKRTee9DQl7bLcwSZekbE+*x}~73f(i6#amr7MV0e^Il&B-Ep<< z`f|1G_gDGO);)K$-m&?yI>P0*G%?b8l6JLtxff=>sWhp>maAe%x$XVuMwF}V*fFl< z>!0S<#?PS!Tq9uW@(5mxvZ|{6v;ECa2j zSpOso%iyloyg2Dw9QS==J>}5>P0Q`!-PJ*+cAv|Jkj=c++zVsnVCip5l$l)7(aSG+ zMIN~PuOgK=XD+^q8HeFgJwjcOufdut7V5G!0bc5nCHoYVw-OdQ?vM1hJteCAV{Hpy zESQ|G71MXLCzO-g0WNsS>eChBvWLTyhNT~E4qW~!J0$%*;y1g}bc2E~PQVW+01S+} z_N<-AsYy^Rs+qT(!pAs%&OKc7HN6zcsN&kIHV#%q z&U0iQRdrDzAdw!hAQ^=Or2d$drUfrv=NJ^gDHc1>g#Hq}19synCDkL{-xr$gac7WO zNDoC0f%Alhn)3F*(nL;upxiHBUAX8Qit^9275`MPXpW`(6wgyk;U$)>T9^cbY%vyx zz961cgR>IMH~6kC$=0R&;HC?Tz6_~B?Mal2OxD2+2;_mf*0arx-%HBz2E$ngMnhl- z)WY+EuDt%z+1>k3$KobmUnG%1iBWT`G~SDqCc_94_W-C;`Keug;|wjIu^{pXk+l@1 z?&et!D$$%+hDxnuz$Kx%Q=H z`aBAX3W(*6h9V-JQ5nEB_q~nUt(M%IWr{<8P*}McsKhCJ_Ula5IQnI!|4@^^n?o`G zcjG-LeW4LNeJ&}MWWsABs9stjP?=z7b@JU#ClPw=d#n!;gZPl4Dtw_57YT-BRE8Nz z$pBkW24FjsvnV5nO{DS&?US<|sr(xj9T7E`3r)04VSWmqr&Q4+s>d10HaGpJgbX(k zGXE22E+6nmtW(LazM5mLR*Cv4Q@r5$s6vre%+h>S0G2f%B;jp(@M4#I_Y0iw~gCFkfS4?mITuK>pjzBDGfK{-%w8|dzT%{DujFmEV3J+f5Od2!$Et&VH+J<4CX98z8VmHwguBu3 zW#l>w6TfDDRzTT8mI^^8lT|@^fgy_2F01#?cOj7m@qPXxz=hz*QZc=%X> z0m4FLYsI#K_|nZ%Mx+D9LN<%R(XLfHxzw4YWd5W6BPBmiYkm$CQfE7z*bkh6_N2=a zXBB2ruWhh2WrJl{O^YUqS;ZUM4>47e}}20yN(9w*rfC`+aggYhg_wh*WJkPtjznYc(c<8C=aRVB zH-m2i?;!I!%>M!0c08y``&Mehn5yg$(_|GRU$iL_n_MfJ>2qIMk%^%te?*|>vCv3i z=leyyZ1dJDI6i?Zt=KYBrbvMWP2Eg7_`_#)Ll+IxnBWnDV}-NoJVIy)5*#T*6@Jsc zd`KoQW1>8f91mr1QVqm|J5C4^o)pOK6#mvUmQ{ho`( zio(EUHc8FP;L{roE0vftB`&c&is@w$Uca=r_PjkN+eyj4N&6JovypiDIX1jk1jo2Z z*nUJUZAMAr2PQ`bBu`Xhb2JF&=x1=T4^lEpr7G8TbBD5&YC|-mOM{)r@vqA?WxCMi zMq}PZ2E&mFV4+}thz>)B@o~hrA9*A^y#QuvwA-tyxcR`KA|$yPp_=&JKSi}ZFF z3!MzN)x~SVp08rxcsqjM>!Qy-_sHW@?uZt2^PuySHS^-G*A&ZMQ^+otTkP z5i*KnLhixAt(>|OS&tXUY_$M{FNp`cA(IxEEwT~sFZuPvim)-mV`;{P~DaivC#?rzhdnY1^}Z+kHMrFieBr^o)0=XbF7bR1IkbnY#A^N#s<7Y1I4pOjRGE3lHKMfK!g z*?J+=dX)>7_T{$A5g}a4cfZ^BEw}W&7b`H#Hu)A`FC5`_j9zeK7v(qNd_OW`M;iO! zOw{?Y74o861~XzSS zh!%G!+9I3PV9i7WN@laNKWhYk{zEH!N(q`322&D55Lt;R6{bu8BMeQ%#LY&EIJiLm zs%28pM#u zo?{gk`nGi*1&0tPNe5?xKN%vRLfDsc8$5xhI(V2lW3H2Gmu}GZ3IR2|k!Jb?Ehmy@ z8H!Dx72|zz9ca4EGrz8>*#T@13 z7qxS*+8J@7;gE={Hd{k)nrzvq6vxAj%Wl@$-}UO8T>h~$x97Lx)#-FouYmJdMk4<3 zXMk&*-@v+_dQM24eVWWzzxi+FLC^roJ|Q=FN*dlA(2#x=mL51O!dG5X&&4HRDNRmB zO|GtJc<`L(-8X>|eY9%)?mIz%Gn{$k@xjE$Zi1`?NvgeS+I{hhW@C#tnQ?d&XXqH4 zJbh0u;u6aG3^K^v+VsNaNit} zw#|RuCgolDrs<8g^9-3L+WS8c`@3$`EuTJ)y!g}5>@)$VPfT|a$rQwv4Gx^Jpw8fm z(Q}`dy<=Ru6XJSlz7<-uXh)%QHyAZc{dgKz+zaky`Hsm60oE}VRUo3vekBsB z+741*C_PQnAJj!JloYu#&F#&$#|pVoa38i!1#<8VgZ~L^&`A69F09PVZIpA5aHi<( z$XD`u`5(&OdVTR-A9*>d9FX`X^7ywPDfp)Sx=esyx|}k`4v2~LUq3;b$({G{DYb5L zJff7)?5r{tY9MrlOR|UaX_i&Ij|fz1JZR9DK#`U02VrB5k+D_ga3{-)U?IwPM_2ZC z(jqQYycg$3l0}Ykpl}!fY)SrlpIvqV-Igc-MHDQ`dbLHDh7xNydU)5(w8Sw zorfB4yfq)PKsjDYDt%&`W$yjpezV>VwH^3>{RuU-ukP)NgN)+XH>{n$BO+;LAtX+N7ZurV$8@Q0+B-EUPUJ# z_u)MY<-eqzNPzd&K;}l)yjsplQ_jp*C!$iE>`ZrJgd00P102F79;lIkMW(~AIQI>S z%}nGbX)O4vqc&tsLgsw)nSE?h%M6p!htZ44kSrs**EpKJUvp*DN2AmRZ&;TN;WFB( zbXl|S*qbBs@YpUd;gt5RB{=?PGy~BaG~CwE@F6NPR1|5oh!~XkW6BgeS_cYrxsv5d z28QI+{#1^$^utuk6pSdm7+VIby?`R)UG>hr03BdP8zb#{p858QV85Zp*;kTAgT-LX zj~CW<|DXb6t?9a37(hJ(2v3uZm%Arxfd>|nX|pAtT#@}4ROAR+s+zYdEW3wehc)f{ zH7+dYo9lHuMbMZUvk&7y;^JSify145MS9L4SqA(O-yMt{nsB`M9>by^EklsN$4(Fj*rw`8wNs{3&W063b zE_@y*zl5ExrvZT5aG=yR^Cn>x5s?2VC!YU1{d9jHHg4jKx4eG9H=ko~b{_)y?;cZc z{Wl-xQ=SfmvHKH!B@F;_f}-)hXZC7WsCA+1ajDAq$UpQf-u$@pcmX#_hg;Ctjo;GU zXytNy;EONd@Be&KU6}OQW_7(T04QwpUaMQ^{hUR2R&$t9mN`WRKe4zE5Y6PcvW-Lp zMT0jd!$MDjbi{8Pb{M8#p5`cTj&dsktVYNstUlSg>BYDWY_+ZzOt1DJJ+N*(e0h0@ zXzskq6G#Lzc5Gq4qLSwI*`jVQ#p}~#S3{$=;EPhUFfg50pZsPmzT%5x4M~}yWB@f4 z`_T_NBd{kc>gjDiudSmXNkqh`g~pqrDFR;RDHVo}Q_+b?e9V3>D<692PDe_%5)Xk^ zHGW|K86D#l6qi+YOpW3 ziL+}TI+JN-$l!U9&|6>c*847PflI-!BitAp&vJGSOVQO?1Xg^{>q)IiD2j%d{!#u* zu#OnFq7AsLRHUl$QwW-8ht#!t=~`g|l_sHBEZbM?5DY{Nqz0ECTZ2L*Iz!!&yy4yD z*57^uuHf`r$K3@Wd?Iv)inj;WK`O#7YgSwa;n*XfaQRB%hR#zl(k~Br@e^jtDkJAI zUdK9=jX8&Ckd~`?#*cJZrRm7XP?b8tCSIeLN zsp%j0WNPT);qi$vuU}*t)H7Sz;iR06!NPNM8O?UPCUc&pMh8g)APYOIvj9Kup6)Vw{3B;Us#@Oi(w|YL zjXRVKNE(F{Z}BV{+;Cmi`veVg%s+oAkak|VzkNO)Nqnk#H=cislLVc(#`!Ka55F)v zQZyAA`xE(Q$B8jZZ0P&aH!h+okj3J_m~L%1fYlr( za1vJjF8`3dnfFcA``~@g1uKw0;N;~jxCX2pji;nMRhqJ-O{|<7(dic&InEzMY^iS4 zi>7}|$USY@Xo7MUTrw%Rhe?i;R(*L{*6DoOk~kcjcPWICuzDhFmaUw;^ks$pD>Ib7 z4bYJ}eJ!e)1c93dp8y|VMj&><{hgT};0J|HF9xqD@iyahqt$sUoubVukbP%$4KrWA zebkspqIujg!wor9X{PTL_rD1zmhbDrLdQgEx~}d0 zB>f#caX~bP>1y;T;Q$DrT*V>)MIYJjyx)@gMfQ_ZLo;+E2 zet3T(s%{*}vhv5ObTohk;H@@fI|@^bZ%0fOQm+)NEmxfVax%IG9`H+ltuJkkxTY^+ z3cHeC6u;i*qzj^w9CG%QoRIy)^t;`xHrpm z6-#6}=%xk7erO`=#zo;VfZtZ`2FTUamd`oNYV15?Bh^sq$J@$Ud?Mm4ivlszsozs! zS_OeoEcjwrE%Fd`-jc}9$a0h-6WIKncQ(I)hJ}t~@U7%=>Vvw)VSJ%)MHd9MzPvI> zFWM=*h?Tw`qdZ;AAGAY_5w6MMWY;(OJSs~kI^-?9(*CTfBa!lLlvIVqPUbp;_N~)c zGcepH-5wp@w}HC7@)X5UK+rmy9_=0v37FJ?<-4F(m*+Z%woZ?Mru`|t@~JCz%x*D{ z{Gu8>eC6fj7)O`YIw7py^Az^-sntf?HDERJRc7-}?eL#Feo)?L{Z)(q(*m>vgo+t( zDJ#}vW~h(={&qcoV+SkoTuG7ts5Kn|$Q~_oKByBw2fAIY@odcfe!&u3mE z9Qt8q?KEs<)aFV8iGz>}E>J!Tcz@C~b6{(#~LHr)y*(_jHcUx*v}*f6UWF$A**M{ zRFWGvwa4@A21UGaU%fp07bJ5bLmP7HY;fFPA(H>!D8fj1`TB|`sz|?5#H7GTACRZ5 z@Xu7Hr&I`W&IM0XNQNDrN#RCWf~DCvkd$Nzurc3|TNtm573k}0D#!0d*chcJnTIGN{cUAn3jS`ncElqNHSK&>m{4 zM_S8QqZXu<32*+f|2tpj6hn30#nNR|_w<$mo@Nmc8RPARyN&yg%h`@)e zwB6o~N0f~9wlVyiD5tKtheZCu%#)ffIx``r^pMlt2f_xp)2$>iJcYs3ki#K?>7fj= zvRaJvvg)!;4ABu~N+7-Af?)ALg;IjL=3n<0BApjMal`Ic7J}ismC+OnyfZUva~V>S z!hi1Q%iaK%RPxBV0JP1&7h0yb^}G>P41~0^pKx5@LqT zS9Wz^oxyOXMiWUgHWa8r2{t(fNLJ~qjkseM;Cr69!~$x0Kk2(KAw;&2&M<*%72m%O zT*)G9H{o_1tbOKy<4_mU7>w!y5vv1+-@O%8aU= zR+I&gbPNTZZ%uhjNU-EOg`nFMJ%A36p=rJgaqqZj;66+W=*a+NrJx^ge3^DAkN|{J ztpC^$kG(67E^4d6s+tZ<9#mD%c{x~6^B-Vn^gmRAIy4OH`~Lp~uP(j0+^_IuN`Fpx zrt6*lo1AN2ZG?AgR)%feYw~nGX1y@nh#+{BQF7zw>ki~pe(r=gHg6D+fbNr{@k{|%lIj^x89jU5n`et0Ne zDv@QSou{hZOzR2ZT(MOp6CDki1l5yx@CPRsr*&;6g8j5|Lx9(%U3@wl^E(Qii|0WI zFQv$LB?s*6ZEOEsmOtM)%lJP?1t~=5xO%PGlnuE`7;_7Z{V;eFQ68KG!IPyY;4<*= ziL||N;cJU$>7W-s%}KP=6yn$vBNBC3n*3J0GV7f$fTduY4NDted#-d273Ampa(uEJ z3>&{wS7Z}n%VRmME-17LIii(HnR`##&M3e4?mJA9O z6!>ygHSdIZS?DNULnPPtAT4e1@KeMsV+It6G7Eg1wq}&H{r(>G+qJQ+sYa~e_uNas zpBcA*cTzK#%#%eNB8^HHMdMyI2>i+PO7d57pd3_&5-0RjM?u$}0NHSZyeOU5ovlr1eCEeeC8#z72})i`Q?(M?6jcackz4d>*YHp%wN%?g)FBE;sj|kCnMR z-e3AV_|L|}bNV)Nupcko2I`noM$VawNLJ+dt`k0=o9LD!>*?vuB})xj9!lJ!`=P2U zTU4eZg{5MSJW@}CB^!~dIWx8%YLmyOY`MoXsy&vmab8%}^<3$9wLNpENdSpTUgmR5 zd`m}QiB~_i_|xF{Fzn_K0M9$Gkz9mOeCTcK^llL?jY+I4SoOA>o%%f&ayoZ%-|+>l z?G~nlph=(a(7u1{GpibBcBMJmXte%d^H`%^nSLxj1t-HF)1d~CdB6VpBntMVrQP`i zXW+1eEC?L$Y)F3|x1DMI4wm1zwIyql+l&78o{O(`X(OLv?=*CEKeyl+NS^VT600)P zt->Rojux%q{EeYVM^^(+Vyp_#)81&Z1Qf9H9lny5SW@M4X|$r(zXJXf)l}^L zZ%+8vdj>A@1N}RFc{=CzI~Ef(F>5R~nYn(xKKxtRclP@nH{`%X;qc+VH@idSTM7Q) z4~68(<}@A0B4QJ2j%=HzGSHVCreeqqs+A9FzR|HES|~D^xZ#0B9r`z_2ZYLD)cHDm z=)K{7xIJmVHxV%ht`LAFkWRHeZ?6NO_LqMHUBL^nwXJ@q{?&TpzJAPl>{<(|De$&x zz1OYUqk;t4SIY^MI;O4iisJ#5dP$)jhn*n+Q7MH~MO2ieB;qY#mjKm%*^!WbTP;@V zBn6IkeYbWuD^~8lF1Wbi5;!QhvMEOv?nVbcj?rP*7O&@;`_B=|RBb9>E7M6!io}bG z)>_TZNabjfL}f1vI8jgndWdcktAdWmR$XHxCDsVn7-`g*bm;YUX(lQ0=*XOM{f=_Y zCKwds=zASC7GqL1N=32JVx8+~;v6f?tMxD!iMDZ>@^S~HYK+B+-ogEj67|2^@2X#y zZK268VApsk>RYnqWnP#vD{{tx5X=^;GS#zBf*nKGF@ql#5uYFhE*BD$;lry!y=y=T=hN{lWuaLEneDW!X-`4){rtz`f|G*W$j=)@LN8J;? zB+QUy3DHDSW@2jPmh{xZV?&1)yD7VyC^axyl|xGO8FJd?(#KHQ>9_TM!&`5OF0# z6~V%aY`=wu-gC+XZkW`rHaSv19u*iA7mVlkl^}suGmA@1r=*^%f>c0!K2()WP8~b` zon`w|t(#59LQZ3WAxa=z(76pm#t4aeW3F3!n9_;Qr{>3<9e|@IqsbNKc5bB^c#Suv zrP)5Vo5*_P52#k=bH^u67enA3L2!(@%&iQL1eYFhNuhd=LkXq91uGQKT6xu z4c_$oG~@(GWxul)k><-4zH+BM;uOpo8XbzXVc2QNv2%B_82dy($hyf681PsgugvKc z25G&ZufAs(##Ewf`S(#kyW_IxzpGsT?6%`HBy3LzAoXJv!T4N5i^e1}J2A~TUG}C6 z`DPWtXK5QW*`I+Fr#aEY6*17~%u>hYy+!>}22nwk5)aGFfU^w-00q~?td zdzUgijlTAW2V19g?q78# zR-~pO4T!MPrr!A0%x?tN2yDA#HDSr0(|&n!8$<6-H2fx1yAIk&8EbRUk91=GZdiIs zh|e2iiiC)W$eyP>leomM-#L?R2^xIIfCN#D(s=i&^jb9n+~)RSJSx2q?g)Nh*{u%= zkx$X@6El2m)PArg0v}F5eqjQ=yK|FG?o{bSV}LS9Goi>Q!}aP>J29b_T>Y-jtrT4w zF8oD-je$3b*e^GURaOHK>op*1_2mkPk(3tgJwon#Q{g!Koe%^g_^gSvfbec*zQAMF zdz0b-6_{rfXAohs7?8Gkt@iwJFcP3~R~!TNsW!=o{~>D8uWhh>!Ao$dsSYg%`y{pj z3#{;N#uZ6fcG*gQ@lr=q@Q{#pigrY@9)=!9as<(A1p*>0&9W7YT;cdx6WC+0MsFY_ z)A(wO1p0&*oRp5dR#FimhrHcHHhtyd@o%#MwshaPHlhQzcNu{RWxfB`VlQ*O`YQMd zmPu>8-(W|^ijz%dt**M{gmq;n+G{X^#2oJIusmgf$cxj7B>$D#ybY8XbrPSjF(r|| z$^y}i9}s$gB}#rJxwS>|kOg@#I6P(WNL%)ijM zTEuj~xlN7>UnMGVrh49FF0g9fzXtFht8oPLhByRQh+M{znm%5!%AEM40mn9`&@pG3 zkI&1H=lc54O-j;m_{RH-pmt3b=e6F>Mfn%MCFUfV^UMK8yWAb8%glBfj9{7kk-Sa) zHg0=gmy6NrL+PvWD($K6Qyq$p+YCKWH(9;TyVS3}r{tySrw?s4lrUON;(t2v+9>~l z0%82Yx3Kmbs=Sl;&AZ4`L5fYR=IlhY>oNf^y|LrcPpYLmIj5_SXTRCeHS1jj7JOX9 za?w3da9?uKvZ86lI0Cw>Iuw_NQy@xXd&AY1#>h;iq?sPL=Mfxbh&;eHR)0vC#|) zZV~+`C_VoWnTS?zVq_V+QV;F{107FJBIYIL6Xk*izA(pi_pL2kOAUEu_GrmWtBW9i z&Jer|C$Uo1W*stq{j=aewL2j(?#~o2#Df?a!bUnUwPt_`Y9WsIexTsi;pi7rL8fP7 zCq70YcREl1V65HoM=-Ze5fQ(A;U&>(kf=-dTuyijLW(0gsCOSNNF5C_VQYk&G2(Oy`oOBE_dq|46 zZzrdT>zEq7rh=h5x>^ZQgVf(lYBVi0SqugFS*$crsiiYJ4+ryw6rR;m8Uc|1TW92? zRu|^MN`e1&WXH^8p$iZy{?vQ|&_k~QsUSc}l~9(Z#d;s)CDU?V6DfegnBhZ2mbsr5 zFWdK>tdF$zMfHsq2AxtLi2MUKp<{(1{Z&8>DagjBP)axn;+wbM<}_b9M^}yz^T`wq zITaC+R$nl^rZ}~%1})=f_UU{SR;~~;GFT?(*QDUMpk28@f>VMje>uW=I%_mIo5_Jy zx`>ekb@m$qqK1ury|VmQODjqA9Gt=BgGWH0%QEe-JX?{x!T_5}M8dzL0r6^e?G&V# zgbF-vnVc-O`aH>W?F<)Qb7GFP#}2rx%pP$6X^rvlO!>g1q<+0UEp_Kz8K|rNb+Vin zq{x5*Ep$wS%htyXji!tzFdv7PzF|jh!AYJbR0(0A-vV1O|5cwl?pk_SEtd*Cgf%j5 z-5Ox@yWAc`65x*ob{O!SQY{AG2^9Re`kKx`#IN4?ouceMLe@xlARG))AGU5r4mXlS z00CawtVXaAo-Wmye=5?qYd|Wg#wF&EDeR{;Q~*D!TDkaLwfo9s{d2=LZ6N$DAeh}~ z-74r{OvB6$_U&!rE^`$aSHw#vA=zaqJH*6%Ff)(uC$nDX=N1{66dIp$MAmj5S;~EX zIc;BH!N>ZwnbT`O+Wxp>H>T(6&rVUu07KO0FFAk~_LlTj%fA#U!@ffRtOJz5op*+~ z)HGj?Hh6znWpea5HkIMfEH@Rx0o8f!jLb%1?-!o`7vl@#Ukx|~)7f2?Pme*CPHIxl zhfG2ngV@7wA2)&Nytc$D({}fw3bmnV4w1o*wVPKC1C**qV`7E?n)P-Y=;`JhAHS_J z%N;Dq&;tZc|3>2tYN?+>7lj*qSEi<&zdR2E%{N@P+VteT7eTHqs3MC4^x?OdM3H&1 zjbh7Uk*DM?Ca}+Rtw7#SL(qM6FqPRl=3KVZ%2V%h)scBP3Qfdy+wlD55J5CoB}DwG zjgJHyMEgmPJ#`x~yrTXdk}2*W9wm+E7-&-5{=S+W7QjVVTaj5`ng$IIC{K-Ke zelWsh!k>l)?i)=%E4PhmIf65};h;*{^5PeX=}ZNJ$GPFEOvB9TIWFT&D6O?=27 z*wC3#Q?s5UU(qu~{fY`!Qw`8c6^R0&BBCeqAyD!5!7N;;T*wW-3p*8)CzMSb!wZ^5 z?w>{dlo=hFC|$aPv*G0%I@2BSymp-p=W2T?T==cbPj{e4v^GHoHpd$1Wnt6rG)p0L zm3#bjaflaETg|F!25de=yRHlVKE>&SHl+)u=@=?To(?*SM_BX>q?tR5iga6xKCb(9 z#`VnD65?-!6k(qyaa(NbN;cLfr&Gk{t-6y-Q0Yc@GlZMAzS@%4%8eopAaKhOen6Gy zl~6KGo>z@w9-9LxI}`US>JOK1TxMnk9d8o5Khy`-OYsZWdnejZarWrb*M7E;tsss@ zpo`SEYkj8jb{X~VanyN^uf)2ex#P}!Rk)LS6QMbMn^?)^H@)mEOC(Q)ADwRyVzVd8 zm9~(80ph&9ormxC4(APSuby<`uu3P2^;$_|io3l%oLFtDDL4IGC3urK;b}Rbj^CW@ zrC7pN(v3up#4xh0#+gju8oLu`gGGj&$BchocNO>Jhi=(2Vx!4t(?vPT1mkv(H+AhR z&VsNqdlguyq_6jh`}1B~d_jPz;bU-Pibgq^_3-6)muHW6yvw(;BiE5q8G$37dC)^) zN^X4u7c{&fGVeD;N<^sLqIUH^9KJ#Fohb-CBODFn)KW$S4n>Co`6)ot*;j*$qkAdj zu*KN*fa5=(mhy|!pr7OyhBg2Bjz|Qao!$I--gwA2*V!YR3p}jacs^}E-2h}_Ke@*S z3(Qc}FZDEnu3jLa)Epi5+R)Hq>e*>@912=jZ6$L&0 zx$c5jK7`q6or{>?Jpz>BMN;Tr7_C$b{LIDr^4-djEi%K3&%$?;0dD)hn+~hrN4iO~ z^YXP>;YuT-E{zSR^ixgOAz|0CoF8;(Naq5b7dp?QjlB+I8dqW-ZWG7A1N#RicOK;# zIijL%0Y46hIe8>czh~qt7SLTRU0u@#th7sCR0h#3llq5F$c8l;8L4+ETN>q?RE)iH zF}sA>%+% z;-|{!*621%$&6P$>T^KA#%l|RKL<86MUK}du{oCo#9V5SGl&tQuJNiIJBgLAf{Ji@(anlt@JfQRfBh>vLTOT z$QtSAqbX)`7U3~54+Sio+@+#}1^zY-BAR`hT`}(mm(ghAqg0Rf5k=;=U4ANVp*zLEp2p{$Qnz4G>&P2(G z@0o}Zm`MC)-K?lAI50Dn)OzJT36Z%kq~aL2SJ}V#!*fItkwx+m!<{-%KyWwO=d+;D zE$gtC(;%FrfCRe<*^LW`;cyGTfMLGLVp9#EA`erOck9~Em3b@=d%Ecj8bFZcaK(z2 zLpBYPTXblw&z_Za&%RV-BFeIt*Cayp4t=u0!%tzCM6kc8rUa-roiM)|y^Zs;&iz)W zDr)bn3lkBX_x>j&D+K0U$LsCBM^yQh?xJ3ta8_+^>&k<|p5W}p0~W0G)V8-OHa|X3 zd!dNHL^H2jb5H)w;6Cnd;n<<$O8agKh^*i274()dMj*J#Y%A+fQ8)`xARW&0$o!C< z{XS=(r0r__M*IPKO&dDl{N*2RJ_hB&b=dj+?aS$5*JHO14wOn93SCO<6-`Ug=U*3I z?Q(o*yM4Y9stw%tq75?vjxXeF|VlM-EhUbHPMNsyr!TGlFi4;{*O{knx(&hP8X}9I+0k?N^^j zsoKybW|57+iIm9Lh5WiZ{a}CV(Z0Pu)e2Gz@2`LTejYD*`FlD3fx11wrp8eHkm&bI za49})x+%Y6jt+?-L+-GTrb$r-lbp5sw{L5eK9!*zynW#+|3?Y*@4;wr3DyK@-JGr- zJ~^^BY*U?LVPJL^Kh;}f*vGRJ5#&&sFxB1aiVkvkuw21K2Z`Aam{ij9ZYn|vU)R6i zxa?+B+fXD@epp#QeYt~&-8R1uJP%j_92giMKJubk*2$AcgXs8|2f-hOx$8bAsL4Bk zN|dmjkYtS!wjdxyRmDXyj`&Df8!YI&act+Qv8m9vuS^~YA0wwhAX6sW+Y&3CVJgBn zjT$kAR6er5@_2->J%3A*IJ05r)G1_D<>DXWmM+t;v{>H7%hN(nK2SoE<6~7|e#f+L zVgPd&ajucq$1$IZw1xY$kl?bYB~hX!qD%v}O9Z^gG06@;ULAk`Aqy)Z zqKlYfVx+?!HFkNcv_b$5H%6l8dG8N%Mhwp#^Mu8%?YQunXJ@+_9P-C?t1@8NHu!#p zueo>LH@@oPO5qDz$gK$+%gFk5l|Y+aEl39VwIY{&!ozDpSw$pAz!P_5;R0F6ld;ne zee(Xbk+h>s(u(A|4K>MBwGXZp3h)o!$~Hl$v$w#;muv|-`tOi^dC9%ymO>63Mge^g zU`KQkT6tZ4kUq>g6ZYt9S_MX>jG6zw&t7KsFeMdR#qX=ncf)YvD=i=#Nm#IB^C zn*RCfg)y9-p8`C{28%Z1;uc%yFx-#mgkB#uueG}e*Q_oWo*dp#jAfsrS29Rs z&8VyB#WdOxja(y1Wiq>rT=e>@spvMD)Np&2W~_~T^reKvWQsLAyV9)t>`h4(UuK|! zuDprIC7ibc>|OunA;`KLp4+sx8-1Ht^Y*zHjzn6}zO(ZxFxZx`a@IWTzh z4Y%{BG9NY+f=oW;Qd{RP)CN2Qxj_lB{2%83PYY1>id#D3agf8HF0Ne60O{Y`?^eWJ z6oVzypvjS*{TT&LY|xTzDUA#S0_HwUzn4~%tS9@+@VBVh&_2?GDvjO(i@QK`5?djL zVNQlj=&)?94IZ%;cAg|6!`zr&j(6IAlC$hdoF3q& zo;U3qp4Zdx{q#$q#h_Ua9+;|Q1eTp8#SV1UA1tE=!y6o%lN-#8D-FKr_NUz#S|0^V z=jB$u($~S+bjHM#Bf4}M=PlqN`gJE3XRVIT3v$R*Tl)QzLDFYAY>NzQiM?Ex2LZ%i zmVw%%xjeV5Ij-M8Z$q_ouDl1D-1lcuWctbmRbq+HqohV2f>nFL7gM$_2=0|IU@@!C4@5m5767r zio!&!T=o0nD#l1!zWvM;9h)EeZ`?M5ZiywX z$G82hJB#{O2hvk@U@-G-{`3qeQ0G=& zC@EHL%n`>h8<6jFS(buBuba3#|25K%CQ#c#$yvHRraZE|M0C}hMAX!$G4%B!ST!3^ z$>533JBjX|ED%be1(Kc4g2~Hf>|5MwG1y_~_}z-z-4X4^RWjoO~yVSVBS9Z-~O%~-Ymmrbr_sN{iZpgouE^~HOf1a z)(8UWC9;*j61Bg~HGk?M4CE;wki7kPtj4Opg1aKO_;&O%gYfIi7Ept-YlR^dRiDk< z%MLw=-~V^wS^xhNZ>yKxK&bOJflp_So7hgh2!`^>zIi!8Q@-rIOgZ7N_|HgA%4>1Vt-E1U3gG{AHdI;s{Iz zBxURA6SsCY>kE?-B9PpQ0xJrXdm)jLA%=}hW4=lqHtI{4F9NcGK+6X0Ycz@&t+hdF zE5QRo*dRRe@Wfut;l`iu9GZ?z=`W-<5myB#c70rFdXkU6GCJabAb6;F(cNOZ!@fL` z5D&7}L~IaW#EOLMYrJ_5fi1$kOL;?bPy>GiEh2ocjL#4mG)-ZV!kQGWP2oBqctFQE z^WC!ZS3_+6NCX55TLhzO51&Vp^>mMF@rz(*0w~y@GE(+iWLcOqc^3*OyXK@u?<8u5 zm5ZJWzaa!<0UhI+y`>fp9FR(qK3jZNuNG?8{bF80X%j>nIP2*$@^iZNsQav~wfN2J z_Wsn9&s(l6;g^bI2&#lsubN?^{C1=oLq2Xh7nVMSud98(_uv7Hi?Z^-Neeus6x8{7 z!t@F%a06W@Zdjolm$VLiRIQo^AHJNgX;t9Zfvuwmc!XH z8T;G9W)W#|^0&MBHSbSEo2*snmFm9F=JW@b>A6RzC=w4e#vK|x9mX1H7RH3?npC)) zP=^lfz=Mv@a9G#Ve1z9Qd6)O({G8wOxbOH^cMQukCF2)|==KGfw;T|LOtv|5p!W z`{E1gc32-+O&S9URP$&O)NO%2Bb9~{^xb@AOWc>NYUig7Yxuj&Px5*M(T%EkN}%LA zCWXN}Pj!w;vT$8+bpn0bxb6MI?deMW%bS;*{4CSZP`w|4IbV}Uf-ff4JuaJ1?^d<^ z1dWeV>ds4Ro3L-Q=C6Mp`@9MOde1!5(xH;ILzxTVmn7-C-dN?HrVR&atVw!wz0on}1F`o0c&cH{1oEcnz8k`}Dq8bZ5>MMu3Vy zK-eRp($9B>ohpiQ$u-}Co62vyuO7#dRO)M7L5-&f2=odAC^q3By%ead8Xn06X#_gR zIQ@e_GWdd-cy<|a@N|{g&EjE>RvKwpbiu0<@I>W8qcEniCyAf6OlyP8RCf zPt2qQEC+t5pm697MGf=tlays@4|rve%m}A!TG?51XRzu`m9lcZJ}OAIpUA&kl+zah zuI@O!Oy+9h%SCLR=Y_hD~j#j5q@!PmvTzVB~Pu8D;FfK-yrtWNI0d)xs4>#SEA8X_WeKm4o z&$`;pLTZ)OE}2agq~k}W-bcnH9q3*o0tiy;BIhM58W7EzR9mp~ssC2StxTKyOUlqy z_EOl>s9JEHz3J0kY}iBF&;^W6W^T_aU;IKAGIbzP|g0RUBW?>f>NxYul(t zZ^H3?^XGGPZK(Ug?;#*xQ6%4~G17QV!+H1|27UosW;h!$-JAJ>WTn``CpJTGhOySgFS3|Xr3nAJZ zjpw7Ttb(IiK|zQcGLqsrxW^$c1JVyVVb3@kV9;6QUQDjr%W(6Fm?R$~wqWl2syS59 z0*NW)BtmFs{ltb((e(MN!U!t$kdZO#ogwjXe~N2DriQRZ^%PQzB>53~S@jG7hd4hKmN1aC$W4ejEw&NheJVg1WABt6Q z9^rm|!JEgm!Pg@^cec1*#8v;;f7~O#0{{SiC{6a=?~tTpu@5El4l9{^r|f3I>*QJQ zz2}{tA1Zq?Cb~8Y(3F+S?L15W?#G{XF1XE6u2BZQ>e%~Uio0-?*{&%EqUT99TWOTK>}C$@_Pd71lI!g zO)vm+g#B~xygI89$pLu z-UiEx+T^iOP0fAp0xuZ()+k#@u#7K3p`+_^H4}mIc*MElvGf(-7mKjVn;~E1G-C~o zw6)}j@6q1gSmh&rde_iD(i!xAC{UVYq z=BuJvhCpXmN z&aUv_5hcBxgI#zOH2SPjn)~!;b@~ECJ=(nM5^xp?%Ol6n6_CT(um)6cTxgEkcKatf zw|fLQGlmVjyiWI0-Zi{g)x!U}Kghzh;6`Tw#pBJ05k)31Hb@@IR%SBs*@k+^86S%B zd+ZrAq)pVU{Co{_^0m4+8jA#`SK{(E6T_(a-4p6|ymy7|hlAU}65w7Vz!`xGk1hj2 z-a*8+idiaYMVLNDn#y6WF+Bj2(FE_OU8A%FUqD_0RS}*%dn3^B#=nv}y@EPL_|@M^{$H9JCiu4o=OA-^rn6;t;@Klx$|XnT;YurlC$=; z_B;6|-9Zve;H7rIqu}$>@~ceq{x|XNt3U`)*N4OBPj`AcxAR^T?|D8}WqcbQmGZT? zcqMZ;w{#bnDr(Zt5z737qPy0LSOM$pUZZKpqj|2N+j8T4NmgqjoO8f(6x}E>%h@q@rk&yXDSBJWCBhwz9dM zU*b0MfhMR8H3gN5JQuhna6v%7Hx~cpscE5O8@aH! zpr*%O`niC1z3VXZ^rYpmGas`t=JZb8ITpd1j(^FUWv3BIJi5aRafCpb9dX*2b;i~s z_%{beu_zGMwWP`M=T*!8Y%+?!)w`TDAd_{1*yh0%1|LPZ_Gt5XNLacJ%N{7gX})OgiQS zJ`1rZL|p>>4~dmjgg5~{x^<3SLi2Vdtim?XTZJ?rx&pf zg$($&Cxo6`EQ%gU6@vP`m}*LFM;IJ$1Jxi!<=>in%{kHtsFxdT-}HPQ%-WgSk2a8) z?B<1k)!P;tbZDUdK{cCdL#5A2Sb{3zqWV#scm(*5=V;-!;@uUY@{Wlk^y*Ux1Wa>G z*|5U!5XkI(Nfm*(OHDFSvyNf+s%|(|gB}aG+cWjMZV|peG^AIQ37rCQ8Y7)){9M$0 zNXhJDDHN|}6Y_i_()G*u*6ryzN#zEb-qs$sW>%>w&ZmU?^tDsBdTi`VUFYpj`!7$0 ze(!U?djcDI?bOb%$Cqjdl?WWCq|W{6_^lB0h)`VPtW`^=v{M#%tJ@HFmp>w%d4H>F zE?-?R%dH)!&KI{1IYoO}sM0yh4K}69&T(&8c4G;#2`pT~A>&{1`1e!1>sXW{Ek5@x zVKfut@6XWUV8Hp(K0lisiSMQkJEM@E(0!V zhFwp^PlT7b6VhJ&dr}Bn!9d2|lf-T4j)_e0kS+Y>_dwU#6LouibWf(&_;7g5Rp4_})jQrAan^&k)>B?ZE7rxpP>*Jp;Ch^Owu5#ek>6h^BIS zcYZPldM1s0pk2BR>-u+$q(X`+;xDL=$YF49bG~VfCjF1p{NH)a>yajnjy1}rFZ5LL4WB+bv>8y6e{o&^FoGnr z^zz@dGqK6m9!GdKb^Edl5U8i8i&CMRo89+5YK*s@{@1(Pi~llz*8q@gQ5s5|`Agi$ z>Eo0&qYCHn&j{#`BSIFhL9q!Nt$ND?;>=ehad$U8k|@%2R^st)ZHx>`iXLD~&}$3C zFQPZE#$#L;8eM{p_VVGz?AcQ>P{o?haw{HQ0j&A^`@{Bc zY8D(ubtdqvzby%>#}|acCVxhy599fKE7O>2KmK7w3SyiF<$%Z-j7f}8JZIX(RbXFT zt(#N_#Vh0b8>q6GjJH2?QdrBvh#KfK5a=cY`5H_fN7P<#NB-bVi}a0ei1O7OAxD4! zzF>M(^!%Fk^p@N3xb2onw}?3Q^F<8?6+|LLa5oz{FwSYWs!~8Ee`bBZ5g(iB>9G>& z!$&QcqM&Xr=7T^$O|F<4eI8ua*~m5OY4q%(td;{FcykmM;3#a6#TB2H5KKJu)RYR| zX}3aWJ}N#FfbspAoHSTYBjk!U23WUj-3T0SjB^x68%}HWWLYCKZ5HRpC^o_&r*qA(ikT$D{|*r-fLZB(-mDv zxuKUbJ2X0QT4c^E!SJSZ|28CU2gxF5Qmdrwh*B?wRYxE4FcW6zDerfl5C*A{^(J+` zV6TYahTM<5%w0XEbUcLfjkmte8FZmMpmj5Yq>=6(5Rev-4hiWV zy1Toio1wczq)WP_8>G9W87XP_&U?Rm|IUx|GpDLg+>>Lhtv3h^jx4$jn0q$3q$(E+bah_S~k|}(9m{i4f6a3 z?=$4hi({j}5m#mReE1*@n}gxIalZ-dqH~vklZaj*PE4Xn4l&?|DVhKg6q27K{l*?Lnw>^dGA1n+95%S>U$<`f*IbqxrVMk-t9G>D|9`nCsSR|y zLrvx6K-`}+|cLFXa2)J#!xhjt$QOq?cfL)Edp4<(*~^LcyFFl z)NwV2QwTP#N)4#!WE+Q}Ep`q%f*8}43ZDy1fhj#r(BZFKPT_m5_)Ouk zKNUK(BvVR?9=EsitZ!>J?0nBeke|{!kBV3MYdW8HT&p{F`pS=;)}5zlffh*YfaM0@ zWW@Jk$smzfPeW(7f!lvz2EOxG8_&>6l}&>WK4yQ~HecJ3Jrnlj!`UtKz56=Uncus* z*_fS9x4+z}zurQ+eYacnpk0EzqR$(z&qwW)rHQJ_tudB(gazNd_c(_ z>W8gvJsm|wg8&vsO2h~0($rldt$tcHm(FHFtOAkf^1ZK=0%6F>f#6pMl)FK2pcRfK zz$^%iRGb9D$*AQ@on?@%awFPi&b(4pl$I9N~Z>^m;(> zgNG)9F`KnrBqkih3?-F8iU1y}xlIw_U7sDLXXs*u0!l;x5%&|9_Y@Z>Nh7p)F~CX^ z22_Er7fR_uZ8xM$qYhtKsIb7oCs(g-!scB;K3_R)#Wp?;p7g7UgJK?aB%`H)!SIvb zU9wWfC^$(mbfZfDM42m#PfSyb1T^fYIH2wX;8_mH?Ct4>D9J$Xvt`sGRnJagxj?}% z^5D#bRTXu#{m_C5inyExw5O6EwDr`$U*m<|@ozu9>ogkuzvkq>tG6G&0TAY2b&nxr>Or~r#uBx6&MW2<;5-jXsdabxdoAnE>sAfD{(UpT5Q z(%StnYml!0^I62v`@ZbPR+Ic4Xk3ewf9-mG^*rF)+1D|#%{G(2K(jM%%|k!b+K2lsv5ja=o?-t zZpQ|UiYnc{<8sIpR`T+HxCiEGCjO3+LR7vLN!i3i` zpppOy>TSpXT{tM$O4jU1vF-{A=y)u1eEDlluN>er{^c0^Ojy9kdQi>A9xGl6w#Khn z;chn%U=j-X?h8#?Vldv6?0n?NZ#C_A_uc-R>5i=@M%@ABi&!#PlsXR{0M0px-rRAb zq(z@4$(lFu-#vk^ezkeOt>U#bs6j{)rrLO2WsCY*jpz7;8MkL#B0Q`=#(;u{OP;P6 z6)w@$L?_49?bJBH;`~s<+=4@s6pz-)?DkCf=Wbo-Es!LeN#^Lg>AtA%JrJ(qvMKhw z|N5||b-pCTm%>T7kY7iiJHg=I&4dD^7@YUdU5de0ngUPp126yi@flP!op%KuOeS5} zbPf>zOGO7bmM5`S*ulFsk%jrqMSfnV`s^$mQ)92(Y-Qj@Tp$PDa~j?6QPO?< zRJ!1^DI?~38%i5qecAI@P#^mB*odE?@tMoUm9ey+>ifK!fe52|WR&daQd5-+HII6x zknLQLW7nli4aFqKZ}sZ+)h~Ykye$ES$)25a$<=s=5jmc)y*1vKgN-BqJwP`KYY3kq4p!4Qs@N+cAcn`vLf{Q}UDT@~r zgcyT{=|&=dy~l}#qxr11_$L@c(m@;!GVXprc>F9vFPl^Sgp)*nR1&Wb7$2K!G&t;d zO?)=#+L&GW=CIXq$7wNWX20ejjwPJQIOI}MZ?uIt3&aI z0W|VIR$l`gN!R9H+x~x^L*QC|#m;1_% zauI}O769wneFsQ{kG~|3l^6z20QuV%;Y7WcU%tP`200Dbv*k|jo`a>w%qU18M|Qe{ zE{_piwl#i+)afMVUwPO5PYZC!Dh3dTA_i}OeZL*#TakY=Dr96=nUiA~u0@R;u?PcAZBzvGP*6APoBBwks zwYrK3^_6CdMw#~R2)IO49-Yx$^zSq|X)E0mu>7Gho~5fWSa(J~mP12ClUv#|=UhM` zqun>G-JHcdbZ*$tcaj}>j6PrezI2RJ^ie~G?MyJX5PBRHO9*Pz6i=Nh(<=Aq2K_f= z0gBC@!EMHRr-~L!GgudZR`{KbaXx=YuzkyFd=!62>1CTEY~(}pUvXK8Ec!NY^IR`; zA%-#msGoIT7KA9tMZkcQaZIOyeD3+%E(zr(s-bl-xeS)d7K@~zdz?UxJRG+U8TV?B4&8e zcV*k&UFR44U}P`YJg+{PANX&Oz26qc*}CrS#Rc|@#Y$5^y{FylFX5Kc*j*Y3 zC?YjE4vARMa&8OO`TX|v+OcI~ezoW`7e?AbqSJR=;)A~Wr6O_>?ud#Xb_-_2%L5#F z$^&ZU6t;710p06)88xSZyw52jf&9~2?@n3M(U#**9ynT!R{^=oT}9qX%f|hd*z2k% zmeLnwek{w&51?u3P&m*Ql+Tc>(IY<8`Pz1TuYBeo?j607 zNs0&c2DUzFg67>mUHWJ%FY!ZI&oe_}-QNAclD?}au+X-37?M4<@8gro_fzrjh|8&( zql&u)hZfzTLo9`NB=F4!B($Y!nUL0rRlppE~Yn*P-IewnMpAy^lTs4e=)A!vU z*wBKJZw5M9jWL+y3e2>qbF>VM--W?sgwqI@L!>R*l^GZ64e~}Z1!8UHA0)moi~Mw^ zu*_hF9tTh1g71Z~Lu%JG<>8Err~&W=@Cau3ZXKn&RBz~@#tkz5YNlYu%W-C)7Ks#O zZu7_L1Az?P?k|94Cgfo_szeU@CCRb;P8{!S&PYjAWp5pm z=vVEAolIT5`q8&_8fJV4IlO?BnG$yyK~WQbGK7&F=BP%vs32~npeUjTHO+>8b|S(N zlr#yDEZf`&=m-m2OfG~j-%UP;n;26S6zj|%u74%G=oNK{ecfB zhs$%fg7*{Lh?Q4u3(%xC&qqrVHe)6^<)~@l!U^Z6s)m7@6+p(&^swULHfj{Mbf!DOB`mvKFsA) zzK|eE`1Z2i*9c_!@<2opjz(?_5|Yj*Vb7;Sq0!eN5fNDh5XelbAdN0ak)tvVyn=B} zSlvc*bo!;7Wd0WBe_Hc$5A~P%qtGb=nCpzShx;NuJVW_C_N;#JI`PWm9)Kb-a5V!W zscC-I#WmJ`_Vqe|6WaeHA3oPj4_CLgC=}qN$c5sUe+8k7oa?c|j0G%~_Q^Q^fY~`w zim4)obs1EK)sLoaU8+h_jWzW3oDgBUb7KNx-gZ~&JkG=-Cu>UKvF=&B3!CaIo@Ug* z-W{T0$eBe9iqGgWqqp~uohakQVG|l{nqiz7>uT}UI=JO?e@JEdpY%v7ln|;r^MoCu zXgj_W(K^3<)c>gz#<4n#6GmDWzx#-biK2=nBJ)|w+O9SXkmEUiY_{FgeObldE>pi( zt2=sweMZ{3^Wos>wEy`-Kk?Nvpx(T7+-L|i-Keip?CL?Zj1CXWm<)o1o@tYKeru5$ zt+69Vw3CKtmirT7ql9;|h^%>B)pgb)rGL`A;=l&67L^9OwYCkg{-sxOCk% zAy-6fl-&Xj=$qoor--D8#ARWvjG8Zm$Gg5*D(KXpt?W%-UzKGqOtR@v$GAaC|k_19Vz~!u79uo4!=3gD$xeTGm!$ z(k6Q1IA6E*i$Cz|(K5#vm_slQ#`0dJf?>#pdIM<0+R!tzdKZuLLB|crH5#xgaZ)Y3 zh03G`yTY~Ge#2PDTOZ_yIJF!3_rFPFxz98UO4QlFWA6v8N*gt+aR`|mEqvz0fsTj2 z`?YEjrS9_dNvWo7XZr3`1pAbP;=^>i2bU2CIVZOAE-iAWhjD9#n^p^vG?ZQ$#Uf)@ z5HOJJ`>|;C`w#2>MxF~Z5igHPr)F+Gqoghw4m>+D9tq#-o57$+yfJ=6;~~d6Ht=>5 zoVB9HDBN&{a__&epe)zZA5GdLmgJ4_#i+O%7~;8jKJbVjB;!~Z9KJCxqPslQrn5}QVRFDJhvpXtZ6ZH2b;WSe{|@avc$kh};`lHk{-y|%_Jb7*@rN&cIA!}F>PUFrI z2Gt>#n|;!xImMz#?d#V1EzEnr#=!3(Ur0dI{~2==NN(r<>HKroI#3vVZ&#*mH&05p z`_0f~c@iA!%z-F&WXR{N2yV9H=KJ8ebtnN_`RLd2uTCJEMvRW0e&()3WwF{i0c=d43}Dj0G>=pu5^ueb7o|rlyG*&vlm7EE(hpxMfi0y_`%v9sCb` zVkcF=7-`caFQu|gaj{}s?REBEi##u5-Pfr|*RfRJSIO}nm`myVZZ`TL1icW&$=YVxVUQs5y4TkZ^oOdOhtL#>s>uj#lCH^D=#pZ4!q(-3G}CgT>$Ab%&5*D$S>2I=12 z9L+KVzQLqr11nvqeIOrB*so@c~_!LTe>SyYcoIg`DeF8`z5*}cIquxME8#<%Qj2RK+ z94*O3%0?C@zFI0!QV>^xktxLy&nSd70w)!r55nUKO{?rGWTA@Mtv`nU1YKy`6vrh|-`gj0^R%t4LfVxZ zbSuZl2TbnPEbY2pXdQ(hR}U$H&*cLTy?Oe4Uu^H|=W!gOU7^#|gd`+GumVj644fo@ z8gBY0vf7NcpNu1cQg^U5W5+k7Qgw(0%5T3PYnLg1j94IS9~}~=GH!@xmkQ{eMoy)U;g9wow;1F42hn>Mkik-{-nG>_2U|PGeXaQRDJo&jgS!byElVsnW^^egBb#7x8zx1`2qO}B_(!6 z6`tO8H$fvN0^c^3TAi%C%7C{O<)a4&(d3$jp!YT{s1k7g&Kj<5Pc>QzsAy-+o_b%| zRQwgIoPssiC6uZD&6LHOABVxXIfwT`rlZe1db0!h^?!1lF5lh2jeX>qiKnIItJHStbB4SwI5<4GvqS)+V+5g?h3VoS!K{7V&%?OiV5)wMHC9L`7PIuTZLtXoaUK zs+DDh#3s+yv#mNeUPhsm00I$E)U8li1D)jVdtxvS&4`hk_H(Q!>1i+%7Ly$UF1Lj) zrZL6{9WP`yiyFQ_W0V-7Tr@_SS}k&)NTEQWDsJ6+rSx?qwOH0k!>qXxp30jPRsWJp>ihj%Ie{7#M}kTUJ`6;u{uu{1 z^Wz&S)n06zeaTd<&znTZsVE`QG%Q8qVcZOG5`R7zh-kVm3g>uFP1SBtK5DqTx6MW2 zq-<&3&M&65DSMn<<#gUIH^G|D-8ZXGSSomNE!m<|_NDdkzw@4vk*>74%HRzRVZVzC zp|a(zmqzeWf6IvZg0Va1iat@g|8(5B*XIwrPs^vEIPQMUevw^jwsx9|S7Q7_#-Pxk zJoo*&!tb9+6<;F~&74C}GSg2dG&#sflh^C8u`+}GqN@C&UT$G9^7Vxv_m%dFC0qM1 zn;5r-=R*85H9%DFmj1*=DwB(nHVZ}ZYPNoFrJ`X7+Z8aA9a3GfcR!Bfjcz$xckg~~ zB%27?wc@g5vH_t?w#3dC2~5BSb;-cGw00zwohK8VXNWW1{%4Q36xoJZc{lQ1=F5W_ zyipAT%R-{yHs4o(fo@7zz1nKZu+K&^dOD5izN;cjpv+xswmm=?d1>Iy6$NL0&3350 zl|iBn^%qZNsBqQQojCfO`CC2?%f9v&^U2IOw8zmHL5yZr5gz2rb@4>%69CEdn`Wnc z`%CU$Itf)dv)y$!f4?=HPF>mF>p2JnzZ9P`D0lwJQ7^<*w9WqHSFdFL-6{XM z%$8%@?zCs1(}Dlj@^mu$q2>rA79uf|skiB(CMRXRkKNA@Y>{`hD_i7;te@o2OmY~a z&X&A~2KP9uFmOq5NgzRPty}kb?HZ1yYC?JK|JaPv+dT09Kt75#vZ@OVi7q`!_ zz^6XOfLl(n=d>yR8((AsGj@mw)zWb?EN)A4xm zHfKl@0z?eFe7TxSsFz?kJ%6`9ImIVsa`k{+US4~ETZpqE#gF$;O^^70>wm*vbIom> zOP4WsgKezsyr^JsljAi{JMAw!hZpxp1Db{Ud$jZ^D z;Sd5UD?0jc`%yLHoIXCOC02SX`!=QPu^(GC0S21c{bo#POvfNNT|PQ)G-|X@s(d3P?qZ z6emO6k%gW()!?+~3h^&;EOqaq9-Mnk&gK6!Z{&O5;07zi59nPN2G^RO4t0)o0x7&7 zL>t`hekEhHi4U^e$j$x?`Eq$NztEqS6Gx~Po&|zt6 zL#?8E#G7@+XwjG|SC;6!wPy9HCm5F)(uc+RrMKqu())G70bC!^6+T?z3N>a`OF=9H z1%k@7j#Zr#R=A*rhhU#MS9Qid4@Uay2$@9ml#+s`8C~1{5BObEof0eB$}8)cv?;6q zavBC}`aH_#tTb7}EfN`2cL+Op&bzlhd@$jQ&}F^3_t;euyUpS6KE4P2tv@h&@XUYw zcf-HFim5f^z&iP1x0usw;gi^HQMs5K#Z683#lTP*5o7hsb{zup&|ph0-@eqDwCncW zc=bdRk&*L7+EnXZUg%Iw`$b+w=70ln`cq%?gk-v5<7((JoPZu69P24*8}q2Iy=2M8F{= zzx|{~qo%t}klJrmL`LjIMGFYZQ4e^I(-IwQ$B}G0-ndBGzbpCpT(%wDS}KU>oLrK_ zGZ@ajLM$;E$6Z2CLx2{}4r#)79g`~~Uu@0C$QFv9VTm%G;snA@yTwl3^m705i~fyT zg^Bo>HFx=Mo;MAB&a@c9rZ{qgH;zpkHTLa!BiU$=r8Y_>+voIeNdroE-|y3o&yd+@ zk4yjxO1|ZMyZ@9KnTWnkG*`fGK4>>YLM)hRTGdqeMWkWBRz4qVMQ{woiCu;qL@a5t z>I~(W*IVUV54^;$<5xAfUM~_`u|r|wkx%9omifb*{YIp&M|G(u1! zHM}ejbJ*4?hCRN;vUo`xZfU);I*6b&+T6KR>80Il6(p-OjuvpPrVJV;NrY=4CBT+i zDKJ-uekL%jOZ8lKt#Rzl1nZ(u>+4yl*_wx7Sxty+av}Y;eM6gwD#(CFTx38dF(wy^ z#f)GDP{-m`Os9K(G4%w`;7W{)f;V!C))=6}bf4|NB9$%rxhg^8s^YqMGi!SnIVGX= zwE(Q4lj~)~qrtcb&xYKlGzuPOzet0Zn$x!kAfZS|gd?tcZz=06t18QaU_$Nk+2sbW zzQ;pc9;KZjZiYF?oR)@IQU^mvafJ$WM;}Q`P{h^7ToXZMX`HGmKLDuICubG$5@#6V z@WrJff~+q4Ie8LEPzp1FV(mm|kj~mmV247DWa7l``hn@}# z`}}f?{hlPud;Kc^zQoqy=i`*B6vzsrJ*pPN6Ad z_lp9rULMY;mG>oUyB-~xvC@?Obhz0`xS0@oL8$>!(^YOjC*9< zP3yh66jBf2kF5_)Gf6MKE8FeoO%Ku>!j6lJHQhW|{XBT5wR840ztzpx3c2@ULBqtW zgpnC#%x%i&!&_Jw3}Z2>EvvfKx0v%FDy+WDVs+mZOrw`Z^scLCAtESraFDV@Z<4t2 zB+h@Ac1pXcaJkNX4*}+trsm@lP&#wG0wpGUC-7J&NNcCyca7l4L4>~9z26mufZUmE z#HM98#8AX5*EXRH{pC9(W9YqaKGm@ove>yxd;3nXu1t8e&eP8fX!^P@%F=(RoUipH zL>-9i_9eW|%}?OF&ad<=myJ_#&Q{UuxKNr-&0v3C0w zxN}#Od|bFRg>*IvRE+2LW?^{SM_i|8rCVi1cDwcY7|!@m9MDhKKY2(*`tqj{BcH2o z~^fZdDH{d|{@imXwmDOLMjx zI`VYWl|5!1Yq)~iYuO^0lh-+MtCEtosMlu`Xr4a~qkJu|e0@HqWGclb&z_pq zuvO}lSfpM3qED4P0>&Tk3FvB4+pM?sZLK*b?C3|vdcI1p_U&sG;tX7Q1DZxHy7jw* zId(j61&@R)l3D1q%1Qy{qbiLLF^7j0TUjr#hXgNaVTGB%94828y!it}IA4Qb3M$J! zwpVuyO$h`Yeu^jIA_a|DQ5grQmgANt)m5cZ(~#PeuYSKt*E(beUa(!sH1n63{3g~bJ+8erQG;aC;N zF~Gw+m^2}M6pHIRx=-8Iy>W-#&DjQe-JYuTXLQu}xv2Dduo0cy`ok6w01_eg0O!p1)(;!^-N* z1CLR@!8e4AD2O_!7N{{!C6_-%4qiuX4Fx`Q{{6H0a@Z+zkRxH@bz(8ai83~;HekZr zw3d<4cJuf5)2iWP-(ttLj@YC;Uu{HEZ&$wW%-rsj|H-eq3ig9j;dL8szAwTXnAkn%55hrYde zj#{P%{f!neWiB-)N&~<|Dv+GiM-4@=xv%9*Xu7A>ew!5GSTkc;S^CLYJ7d|#b742I z25~xFR=0BaSMH1>NZkn;z4*C5bWWz6q0Hfc^6uBB-`(Q72LHR6!k4RCdoeEe{_CjL z-&@bWS0b4N=FE6;0Wo?gpOsK%8C`4?#(`f`pfBk{r^PZKzGlPRyX7|XxOs%0*;D@K>BcmsxEu}lRBQeB-rhx>w;GOs{0~X zMc;MKU-7SL1x75%;EYS%XGH2q+5KvXPg>$S(jW1p)$zX$-JV`Xzx+7^I1-BctM2F7 zIZn|<;)nTLgPVKDjXi>nvqw)AC35AoBX8VgS!)Ti$czP~NIL~9$$M%V8Z{lmh~W}C znnt!R-7mfK6@=w#N@T2Mt2_RoL9&fD8d&1G5C`L)#LI0WdZiX6-OydQ#MF|emguo*TqwS58a4Z5i zD+H^7Z3{{b0$d6bNt!gpwVCWpWe3HfNvbG85=+maYj`7lIWu@4B&U$g7*mdw4ZS;a zoN6iDgl8$_O>y8O5oDwgtD++75lOD(>8Yj4=NSfLM>BAO$P;mbQsJspwY4b_(^R3! zYT`(6Oi`b;wSRYWBW8T zH|(Aa0-ME#U~yp?)(!oQla`u06UPfSr^PW#Zd1}c*2BDp43m%`NRw4ipQ+)2BYvzo zCd<0(jvw+CyS2i#j!(C_*g|y#lw}wBSnxodFe9cg;Lz6eYiyVN36&JK^c77t(+nKLJPdW-4lT9JF7JNgnLXrinc2KYuKq?{7msGy1dx z-0~f09)zh1Z)mi$ausIBNr-hJFk4y)P=>Eat;7g1WM?`Ijv#u?{l3jp5lR%?sA$es z3_u}Qp7sGJl}22A!nOWme}DbX&DE^b7by)ZEQt*Pk>KZHgAl2Bj#e~{N)L(jdzaNZ zDatdGqn!s6gU!Qp&x2RbrNaJu#3NbtIBk32u98;QEA6Y>-Edt)m|G)R-2GAJ)#UP1 zbxX%-w_L>}vF{5{{`HfksP)d_xB)VQ7AXbw-In-%5%7$6RsQ#@{LeFA^2NOTtnK{t z+-qO=^5KRqq61!?stg?8Wn{eohd%jWMeH$TsCw>9g>d8Y_+ZoJpjUFU>*m)sEo8Oj ztul}7*sPnwrPS}U^Pk3#?HiZ%GUiGDwML+qm)q{w8N+^HX0wuDPBRxF={RY7Ek%sU z-7S8-4;3nppCYQ<2hz1Ub28%FdMm3tPU)xo69w{R&;uW9HuJJ-upL)Y#kA;5au9=Y z{~h5ykn6He)^_WTqALH!Y`G@N^V#0$e)w9m?sSlpRHcWsP<7Xz}Lnt;;zI& zjz=EiMsD^YiJodF7S&|`v9KT%q*;e3tqu(y#|Z+Jjtj2$n3uFsybTxPpErEHWEH(^ zcl6m@4eaXH?eN_3%8@f3KcZ}mF1)4o?Fk zgEtADDIl;y1tZXpSnY+}?@QPxqN67y!-pI-Afm(kws0@_D28xlw`^nK1w3>fz^k@pIcr9bT+7laJbA? z!BCIZDHbTGN4B&t{?x5;!J52MF+`P)#~9<1V6dZ2TwDjkr<2Ozl zEz&lvwv3F#NQ5)bIJw~{eu_33Uhu<=lXl2tirhtH%f6>)`%=xK650~&>y28_MKHu_X z-MsA0cE~A0_dUxAoKM1s^E`o;hJYDB|dfD{b4?oBajfC_gv~0Lr9pCBK>FOA1$A;7zI0l`$)QE$?6R|V% zYIO@nNT4ZqmQr|#Yy>g9q&OsOvN>)(;682YdAi-GdqH-y6QZ6qa+EnxEK?pgQ+-h7 znLL*4X5!=F?O^iyFKP3BUQ76SXDE07^OII#YOf$ccrCVU`#mq$qEF)v`|Ma=(|(}Da-1{VO#mDtDX&t5mg zcV4;woA&Nrg#yUoVMO{Dw?n%+$#)eM zIpA{tcYBwWb%My?V(+V$;yV-gz^&nH-`Bf2^@cIoh(?#EqFQzUdegt1%}ERrmjlWc zs8X9S0Qb`Dyd&KzGE!M|3D>+T!d{P7k3V-@k48H~kBa&0Ab=Vn1t~Z9KTVsYF<(cI zbAo}9V>n94bjlPH1iG{UH`u*(OTt*LR?EU2Q66*7ovF%JfxY@xucH>xO~@+9n>wuC zXSotfiZrl7#K{JyJ;B=&wXCfuRqFfCSs$>_$UevnCe`I3_TZqv4RTdQ7HBgg%+!r6Cm-nh zpH+P=(;B=zAH9!C{yujMk_a#d1FU+dPDI`dg~|*13YEH>FhR&HV)!R01Y=*r?kv=G zkw-phT#-C+0pQAM!LfyMrt4?oq&yMIn?YaBWXAZwl2zhzi4_>3yeJ_ao`9IwQuuyN zEC5Dkcr!Nzgno)FE_d6W@K?9n2LP6FNl3vn$pO-!}71hqL7wiVt0>r%Y%#}{zVVb-xUy3esO4+c$m7m0T)ztz=MhfMU zl?{I+hL7ljc`aMdhMxcl!f=nrPxA_a$sKK!By$oR>Vwp|tpX)EL~BJkL>kXcRsRYAx^9b>2SJR9NsG z{AXwogT*R=2QyZ$)iv7T!~M{9$dPjPaIFg^3OX^k93)<%HVPhX^(V*>C}4Y2+QWoM zQ%a=(mvn<^S}3K+)tiKBqC-l&hYwRzgBF~@fyOvB4kywQlOqvT#pR36>TNK|u@~qS zX^7YsHyF7|`@^PJyu$k~mP{tu{KzNo6 zMUa&2tF!n6CA(RO^CS-#RG(z`sy=B0y0hn2qUYbPoW48id9?>}2e2$1Z9{7}^is9W zEs#rqk3#FZ)wt5T&2Il|?2Y^5+|@}ooNPTizo!PRz{48R+cVgD-K-TW{G|dS3QBC< zn%@R-$|~&kham3dh8R;tXf;MV7%et=_zm1Qwu!#agBNewTRLv-IRm%%JDqo`vXPqj z7|V#_-{t;+{_T(mV3+&+uO-J0#RrH8-ar8Fr(kP+FvQDU#j5g|cy9 z#=7~ukk9^B<-XtTV)yo1OF^CS4`cbC;~0gH?f4#{9-Xb=?pk4?7XNScwyVQmH?JNn zjUMiJ-bGWASknD1-%WUZ*zCSr*FzeTu51c!umffxh`@*U3c6wkM=E|^=?}xZzt%2^ zy1jQTyPPJ(0*~4%YdUYB?eV{?1;I-POW5y!+?v3VJjcdNvAD+b6$;q*<`mM)$ z=oPlou?9gT_l40L3W?KCYzK9QEE)|vp=R&f6_ zZRm5qB%|I1qDf0TFF&PcXbccm#0c}>)d}%?=We$uj0keZNqb-cZKcNqeM> zH!E3Kw{OTo4?gu0y)ojML3g2n6mgWIev3{2uGy+JHoQBMh)!c3t0|A(3nz|bK*jQ< z^2Fe|X{O{o4VoTE9B-&$sH|Qp1ZSM}2e;E6us5Ek7J&ki&(FZuUAIcB9@Hh6;r-`{|qLxGrFHFCG`1D;ijNa#t4^K1-`Q08+) zYFMKMat|Vn8k9PSI$13=oY5bKllzi|)@EJ)NzQCmApc4e5iv+=+}XRrF0863Bj~BO z@TDk5*Fvt$jL<_evkX`Yf)!JGT|E@ZmF{)_Gf)4j>SATF+``V@VCD^n6YL63t--{d z@ff~fK2B8Y!9o92>oW8+wkRkSX;8c}h17xLbBWc5P}SG*|W`}km> z^FsmgN!%nHI2~o?IPMHNUQ#w>dqzqOM#R5k<5$#CvK9qzaj15w5Ye*x_~hOw7N6C3 zQ4h1@#V%xyoLvQ>kPNwWA2m}&F&!5eou@@y4vRx@;7Wg6hd@J1^c7pLNbrBm*i;}a{q|JA9C|lV^AM;%^spor@Z1Gq z)civ@I&V{5ud2perh(Vqyx)5MCu!x#`zG>GkWZjsCvsmbAC=ShWiBt^qBZ~J$+P?M zxgC03HJ_eqpY0)XThI8?2ZR+{eVHm2c%Hn48RuZfu5H4u+^(^)tJv5K01OHWU2An(yMOt+lYyx9%GOQCgZQTz*Z}kxM0z)`BEuHc`PSeu&v$8o_Xis3{ z7nHBq?(IVVXWtF*c?ruOx-jjw*!~wUkMZo>H`g0NdOfD>@_GCf_0X4mCJ41BQPN4a zD*YFqa2hb1C+2r+tHOU0ptxPmA$Uu+xWT7abAXuVs`^7SdEo6^#3HXiEyGd*5P{Y+ zG)uvqeqTMm_BLXb@uzvNsD+1g>ce+@{I3q3kHe6}p4at*u1*a{Eu@F9dSdsCe;do9- zjDv;t4QfUK8*;W=7cfW3waO zI6Z@?X;?L5$C(snMii$m#9CTpOwgCD;i(8&gMN6LMp9wl_IGpy-Ou+u)uXQ5cXSzD zGL{kk2M2fWc0pu_vV{JfjeMdXi}NU6j+@1}Z|t>T95C*8}!2i~@PMnR;pPyHPf6ni5tA<{7UwD6UQ4RL%I zH50f;zZHzl{xbV%T?^yiyiR_syM4m?_W)$T?hV22W4a$N**z(Mb(WFcL1JbehYwu` zSl2)!Fwh|5WGUAMK-*^DV8MLEq~E%((gXfbbl=TgDNO83XY=rZm(tNMDL<__Z`LV( zH*LE7Yyrcq(_pu?|E~u3R}*=eIV}c{cn17c7yG$eTU*toYwx$|Fy;|Eqmw+zuZPbF zZ3}!&%RU#r-oEV!=rrG@1r0R=HEs9Z21ztfRc88-f;W4R-XT3brKO8J&JG3sQ&)>fMB83$Pe5A7G?vcU6sO9Z$;-ho zCJxT|UL0c7<`^iZV1&Bfw_yP%nyQbi#u&sri1M}yPBeh&)xm*27x(Aat?A|b&`{0n zB@lWP9gATq2w-E|{)@O@7=4`>(!&H$T3gkY-VW7n??qlE!aCw$TFiDXv-*)- zu`?dMoN!ciYZ@xIQsj|a_e^#+i_CVR=EdeU;a}C4N^2Ezf(@KT-<}ItCp!(sauZ6d z*fZW}W+~dO`YYR;F~uc&bmp;f{xuzN%8sOh;gcfhs*`^v44wJ$nF=D#n#}Aa>ZV8F zR_h1?VJ4~hJlk>MT7%zoA9CkL0HJ7S9T(@t*)8@>eq#J6jflvlgyoi`A2Z~ed;)wV zk*k!i{{uzJU(bY80-nx2yKl@@1Uwl5(e=w=ixDT{-z+_Zv3^)_PIxFym5?EjsAAtOsK zqwFN{yzkz!5c>VcF;E+uxdI~j(?ZdPnk5#!fp6I?PJM}-7x;ElwZZOnM*iGW=MN?K zy99P%!t%cp6CA6+k5`GLvI_K3S+Pp$MXDn|vBMQhdbDeR<1%S7|J;h4O>MS@AXs_? zj&hBGUiFREuJnqU6-J9lj9-b0VPX*;wqdeA&(FN;mw9>@)Wnhg>o z&R2!{KXsBTTFT1rPdtO-VVj$cakbZNG1K74%VBx`P z#453?8(5u4S2LOA;&^^Pk{@sx3q6Ot-tu?ehxkLt-RN6Z-34OizLijcDZ+st28-}LOMEP4p8VyB)5xXqvb22*OL^LTQEEtA4yz)TeBL)+IArl9)Yv%txAL(m|##Dwr~)nGJQ{18sdILaCd6$#rjFN_&y zvKkc_zvN`Mu3_;m@n>?b2Wc3M9SgpzBR7Di2;dVx_(`*og+aRFj~Mw9ihHl!f~N?7QTitHkACdAccNQ3OafcuZl zB8h7%eIX64nOQ|lzbvJ^;t`(;5FS7&-mql&I5oNPx=u!DRDY~veAQ2A{JI+gHFWE% zWe92`~1R)Hb77#2TB3qYj7=F@%*j?Jk`O_2#RG_6CFkU+Zh zI6E2^6kGxTR$+^;6T)%Bjo<-A>I$2-VBGqEA!MCnV=1Rh3&3|_)u|X2HPMif8h4UB zk*wCSOW$;1(!Sx9OTHn>_ALnOfRZLG7rG#e7RSig|(i6-oFMF#Gc-TR3y2&RegS6v< zu&EH<`CFT#tYM?M06c8k`9|H?g-~|5s^j z^SpJ!poBpk!<@HO)I#xx-HfBy*idtwZjc+T#ZB!r86$BP; zJ$a`JmX(X(OU!j9fw;GvuW<`HUz7@C`afQ6c>hNUgb}vE$e`(7HH?m>UZenxFPB|% zx(JG6T7$ebUI-oi#GjR-01EEh$eyJ8hG|bve5a&@ z{d}^EMXhr`RF&79ru%lVXe~T#EDwY8T3jF(pv`O2RS$um-`eoq2LujAD5n3&QX$Cv zNHe(LJ0+^axJHnGaRSzs+;pFw{x1u_mb_Al`D4gXNlP)HgQQgB4!^xti3=f0CCjA+ zP<8or#5XjGAl>Cz1_T4hB1s8n(}Yx5vc31}O<3nTcg_%F1n)?}N~+lOSCNvq5x}iBNLCsr86#O45aco#ykPzl-<>f& z8NC`4u;V@F^v+EpKtE-G%U1V)ynhU2&OHFyKqpnFXG22 z5VTqF%zx4R!C{QE%h;PyIyK;Pd(;3EFT?;%yC8t;ZieO_@hbHx}hVQCt)U2nyk zq4e1$_nGPPUY08&PV&3$**C7#t`@xQG%3k*dsS^&9}#i#uN+woIbG6p>70mdngD1L z^hW;8t6L9qM6!1_MWh;%xU@*QG zuZuBwIJ1$(w=0^u$!Lr4YsvvnGg`MKg=xJ54ICI#`!$~h4i*f*Ng9U0gir!VexQwM z4`|c+bRg{a?ba1$QdBIuf=P%o7Mh0)iWG0X=~XOBwO~?CDTF3q+!}ek3i^6Fz=C{Uu#C#x#h)*3qu;Kg z*-3>P>H~I30Ji}VyFkdl4ePo7R+iGw4h(3RRb?UOpi`)xvi|XkR|2DI-|n~`+lrz zQnmTXd98q-4G(@vTgz0U7-HAJN(hwl_ndUC00R#4`Lng`z{B)uh=@KyP)q0ILy`2$ z8`SZ2rx{_GL}^^LugQ)iYL+JXKUrDKQiI#Wg-Ec1$)2YCw?Lp! zHMf$NOGXkMCm8+1=T3%T&dgH8-nM$y23dF)GC>X!dqS{y-QE2n)1+ZKbCD6naw&_X zgF0ylB@6yc@VFx@mwz(8#0ZHj))A>q@V6J;aEgh9+ zu!^UiSVYpRV4a+OKFYXCP&jq7|W^+vM*yH_}V~c1z-Mz9fTa zTj4nLb9uBvAiY|ba`?F6&H?fVj^bNIid-%wfGA!9#i9xfWp2Uf>@H| ztN~+Z!2B|C!JKLAjjKJXI9;#B00020dsw#L7~MX``1eR&a4!=r4ks992v?sD6ofWJ zg^h#(B(^frQi{14(lRwEzT>|$T{h+6nn~?|ejsl;0%oY8?hbqVYx>2TlB_`hIJxi) z?@i?`u{~z4`f!tQM-e;WXO6b0;i)PZ`(e()0T zROZUSQpDf;VKH$fnJ#2F^o^@J6U)9SW0?;hDzs7<<)yih*5KR4K1y>1(_|hu_wT`m zz24zc++!)qD|vD`gEu8!W;o*rvqb5NGNy6PQ$&RqNNb4lnDcxe3#K?>Ipk+8 zuP4Z_Cr!v$JycN0cHD0w>~{)B!HW4o3A;)I%P#)@rJo($aTZQv!^YY|q5|!~=CnuT*k>f&;&vyQw?NM{WAis{;M^`r|Bz#WOq2XV2joBIfp@ z?A~XZ|Mk7!?#UPZo_swgSoyR~Zao|~e!I_Y^4Ime92lBEt*@Oj6sU%v6w`2GiY`9p z@e+PEn$sOyn4Mrp2tgIHt_p`Cmu`Z!{)!Opd{n|hXrC;7WXzTMZ`n~F9u-}Hgd!!t zf)QZacaB<#I`T8b7HhF`jlsb~ss_J_6(I4w|Bf=YW76a8;+KZdC`}S2Lefw%FNX|Q z7@Nd&6)DWVeGKzb#YB<;5Qij46!8?Pq7MXt(4|C3$MFaD_7h%qe{BavLpFjm!wE=R ze2GQ6!hWmmNp1>*)p@lLid6OfGn@-78zL0rr_LFnbA9V96zzG{kOUG7p=tU-En_XH&?C1Ikp;bq*M>zMn6-}!d{VG5 zMG+-eB`C%YQZ+k&2xtW?mI?e-2LxENeocsrSl^TUp@-6jG?2t6s*VEdKlFV>H31#b zeAvlx&a*w0v?%=$I+HeMZiWCi!s3_)Eg~rkoY9sW!f z!!|xkRYNm2*k6P}w&(7*>(Kdt^*itUG7w_3lMBLLa@rINqEL%^VmW)IbW)73{g27- zMx#5`Esm@P0~6j^I8E_SbkX)%`bBuT+yX})zG;ECZuJz!ihhlsZaPFs3qthC zr|zaTPxT;eE*npHwUSIaaSlbj0$uN%lK$Nqy&-}c-KV^3EaIOd;Vr_S8Q0LsHSJX9njO&xoYozd-n5wop9|Dug+(NI&e+j zcTx07%>C}gWZAQPE*6lc)VEW&e3N6~=(p9Be^9!#PiP?i3iJ#(y2A32{7Xb;&B|&8 z9L4I=c$YT}1Wj2zS=Rbn9^J1ZJSBEL4EI23r#tqf(8Z7gJr{M>A70f+ML_j?F}cU+ z*cwdY7!eVXPq}9W{wDk{UY3>)<3J_1`<(#sv(MReYyae_d*uYH_v%iBX-X>R*~*J` z6MdRE-7iK6dp!Q* zsz2I;$pcT%qLoJ1dZ6KIZ@qHj!o2>id?H$ohITu1bM(r2J)6z+b{iTPJX}|=()4$t zes<0!JB+-18iBJrwZ<=pgZ~!E-!hgT_H3G*18&76Dm2!A`yam+&GkI3_xMi>8wVCl z!i3~H`*s#TF*frnz>c4-$tj+&GS4VM~ zh^*%8_+-IRWnf~8%M-96v}Uik${wgmA=73v`_tVLGF}J{N*g2PnPXZQZisW4x}cS(H|Q%WL= z=K50X*;G=Vmrcet>u&-mA{BpT75NppD$;EG$A6_=x2yMv$2GJBqJo5UJE18_8Yfw`k}jY0{{_bf>6wZjF)qjoNR#8BPC~UyMVj-Duj0#rkws z``b3&$Jd&6l!rH4f^)^rhm7OL4=;&0vPnv+Z>=<`gt*eauF$M8H{~h-NgKr8r^C8I<_r#@G}>-d{3Q7KG2=}O`{uOdsN>pT16^YU62 znbmL`hCz$gS)K(N)8>f0^H|vti(pP&<-Frg#CtOVF3#KDzEtwp$mzFxW)rV<=97z< zj8%_?smY#~v&2uCVqI?|&gQu$a0ulYovhT-;@7i~^^27ZkxRlv<@{Ijo|j+*Ijhoy zX&hAci)e=F#-~qt-FMv;cm4-+Z#y^QPN!cX0go9QFBQ|`y0$z=1M!*Wa|%G;n+Tnn z8f~?-Jr!#fo4dEMy9IQ|!0pfA6Q`r=ZQ+f#L}XQ#lT}}fHlF}UvSL^B zO^gve<|jc{m(m$KLz>Bi8d3k}-E}fN@n?Te!_}y3^{72<{&5f?QbyY)1q<9y;Vb*Y z1(@;6Z~T82i(%rGwO5mXle3O9@6ChgZ$xT}&U5ZMB5!(X_fzLyv(&8NY+*j2=W2uQ zhTe1+Mz8U}hu3_6h%dPqSG{yu#Ra#)f%bPgIEUGe|!n146gxpp_oqtVcCoqOrFs+5M2Y+yxm9JSb^- z+pX$B@1;NQKA(i;lYX<|&v%@dy_*NJ;?ZNu3B@y_RC8+C{#umGTSX^x?tnIrVxy!qyVX{)I?ha&4?>Y?wPbP{XteNZ_L-!IH>uCb;Ls}3t-{$a0xqG5 zrhuRtl5)2Dl$|4*7#Uv5%*jfz9F$WBEi?qR(T1(Z=Wom^n&KETu*6x_ra5|5(Eh$D z#yeUsIPXu%0D~!wVpKWNDO^sT#(fW@-m4MxBnz4_?ppc^u6=e9uixZlfsX~#e&?|c zFUjOywcvf}z_&URNFcr}`Py4O;k|WEJ)uAef3QHj+53kPjo4gR!POuG}p`RoJV!$O6**RfQt{D0$%33OFP%SAJ<~T`t#P@ z>Pm!}`#GrmXpzJroW03n@?S^`dspazmk`<$s zwb@!^Qw1iRLjKMti9)RpdrSu07XS)Ay2SPzi(&(=3%I(dfO$b4X(n|?DQ|~$%bO6i zo{26#dK^#SXVAVO02vniFKbuh{*Y!CUi66`=Q2+5>!k<~4f`)6J*O3FHLWxCEBGyeC+mu$wbH*5)X`@e8Eqg1YXl#B-AM_kM=H zX)BX*PIl(tEwb3-w28RWHmmr<%W==|o@-F3_?7K>+xga^2B`hClDSgao%r72+P6!y z3|f{D=4@{7GWM3|JU{Eg5h1F%aKq=NZj@WXt=p~*{E zPrKQ4f)eq57c?|~JuSVDZ5Tp zsI~T-J&4c}+C&rZsG{>S#r}HWR0KYRIrm8dZwH^SlvSoPs?u$`x-IThEsd3%&J=Br z?lW%5h5lU%=RXWxflNqY&}OOC6ylx>wy~@#*34fgyiMQk$BS?jzYL* zxib3Z+$wWY^4hyc=bU|-urw;$7HKu!VcBVQ__`cDJ9ajsmYYhQz;o9a9evS~Vl`;y zv>TBPW@Mk8xI);BvS~`8U`Y9}Gr9AIY*&+f6IfBh+~s*U6MX)5I2^dAB7Th=c#6!WW8$~nHr;vnzRvrfsENN9tmrJw9sE%OI++;yNF#zZflweULF1=( z*TF$-2iU^sbO(Y62<&n7?Cm%6_f+Ln3Mw3NisRKIdrC$TdC04`rUA|Jm}tE@wIVn0;p;i)N%b^EtXQ@plW_G&lmlA zvOmoRHPMK8&RId~4Dnm-X}y)f&%K`SB~tcI9w=s=ap$w8P_P>;?Bhq{zIJ2JazS`- zC9M~PgBGhY;8dv-e4NsZxt8`y@WKG7X|^;UvPqpM6v(|5Z_F+cD*25*gifiZ8HDnB zAtqC#*uB?7uoXOX&4Z($HT!64%hLep?W$FIL`=HGPLpS%*OVi61!g&rXrz#9w4qVz zjY%b`VQkQE$lk`*68OcqoCzB{ueOgXgCy$(2c)ucNc=t+}XFj~8Dpi7c{lZIa zg3mh$@<4kz04~?H2Ua~=p)w{Oy)V7VeeU~YBw1+~&Y5$~s5W|~cV}Oxve3k<2oyYZ zou{X)Sf`ox|5-&NA^Y8 zuSI+AfmZ_(KI{Kd2N}j5&idi8$VC1{m^|+Ik_((5Z%uXi+QheCiU4GfjXPZJ90HE+ zMI+0s0earVn1&EDJ98Yl%CRoXTS;O$vyIn@(!H!0~; z?`L=PGPPmn(n^r)Qb#Cuu?V|rlWxW^pW}+>!Tj4}Fa7$hiHUnM@36vc8@rzo1E+{L zV+qmBhsCp($Bb?%Yrp%xNcv{`k2ZWi)}UQYt3uq|*=2`Uj{eV%ug_Q}V($a4O^fvq zl1%t0r<*W(TZ(ixU>%|#z5ly$guNDF$7wC_VYC9zD$Be`XWc269CIafLcJ%@<@Op@ zc5uJl+yxvH8oQ3>-M*3gZFq{AAD7Owy!0VM3A9T~F;npK2z70LgX=xcr$*^F?u%Qx z|9#k@mR87m`NRGU3y^pmmu&leoFxk7X&7!%_RtoJELD46*jQgnOv(3KxSIAA;NSNb zZ1%=9YZGxl7@1g|{oMS}pwqd@ogcVag{2m`m*Sde5`ONRJrrpL%}C+-pjWsPP@(ZD z*RblHuKD!D1lx3e+tyf3&+CS97qLQ;M23F$K2B4aI+$Of9YV#_V!*9;FJed zs<|D@41WoHyt@!Jxs0>LmZ&+5EB*?yQTrVa0r=SPb;tDa| zojw=K(+%YoGGNIDoAYN=SpOxHwG}|hloxGXzZru{m8zb0JnGTz`iQ3yyB`aIYE};% zo0{4bE8L=Dmj{b{H`G5I(u-helBG|!+^ZNWH)H!fnc$NQAkv8ON%gf)poZv&Xvv%R zdgtLih_&T$G)=kSQqeCog=yT(7ar?#=k#Qx7=Ph2mIn*W_S+S>mSNBzn)N1=I=6sp ztr#abhJp}_sceg}X%Lt8ou_5|Q=wCi@AX}+mVvhTK*>U)Fe@ZZoMoP^fQ+bLBD;bW ze@hx`jOfjKfoW2@TW4rij6STD;H`&w(w!1Pq`7v#M&7;Kp!AxagNX?>3&Bo07;!|!$_ZBzD#^Ii>^ppNeVtmjk#6xYAIR;oT5NN2J8gH4BKE_h~$*FVW7J$!YpGnbRh4fy31?(>6L+CD~hhF zIpr#U=z=%>AW+xnc~@I*D4pd*tp3F;sOVEa8fxO4n3cj-ts@u1w90sgLICB+RTqm& zUwATUx-DX}y10?vetkb!icy{1*r-?UD6S8_Tw_NB%2Lo5S#m-BeV@umO#%fhD4|t_ z$Nk$fHI*~R3ZUs8HMX}9*98w2x+38I9BPo%zG*=4PE*2 z=bJ;pSJudM7cbTLUz|d?H;-jyYKS*qn3j!=;gWSaHtjO5wep~A0e*W4qk9kBo@-YU zE#xLNnwA>_!?P@P^G6w}pXt-HmO5$ALChtlw+H{`G{Q<6FVjZdafiV_Vba90V=uzQ zZwD(NyL2fmxX1Tt7k1QGR9-e$gB#@vH_qT&Z!1qXo=afKJ&BV4r$-YKcz>d^{*sX| z;^yK!yr82!H430-(y0=z?Y41tc(p}VdtI%2Th4!(QgeLkNiOxJ6gfp*^xI9`xb)0_ zn6(mngLSvcd|$$%h9V;K{B{=DTTfBd+N={HCuHZ3BLk6YKwHqMjuGW9b$)R9Iw@27 z9cjRQ@38nw$r@zH*b6e5D5A|C12=N@{P?i-soCe{o(iHI#}{yFWpXpub9weMT$;-8 z2_nJ>{+Cmrzx>1hXvqzHuGGBeQ?hs{&*)xT6wuSu`R(#~bn!d@l5OICb)!@L3O;c1 zhuwJLu@R{8afu!}+S?D@%}p#35u;bp5>novcAY8&Q}ae}c15h}I4gFY#gNj=53x76@2H+Cf?I9r>S4Nsm8wdLqSZgzZ%y)3C(f{L1Cx7G*CBkCL$G z(3nsrJ?qq6UXhqsZ?D~vFBi6=A8TWdl!B_Mz<;24opu9^(Ajpc1 zV8S`kAnF1;)$&t*FR+p~pVBD#?&{~}@%V>Vm>;&i(ZT;s?(EXf zaev9p*L#^G`BH&NcXFj(g_7nSv%brO1l<9j$th~Ta@dHN-Ex?)xi~CQw1Kude8 z%(UYr=uC-#&X-*BPN;2U7T!)O;iWY_@kV}Vz$;?TB5e)hU@nHfH6 zpYi2^^J;8+c0D(>Mf}G3P0SVo!+XvDXC5$zTMKwLfSvRC>u2w!C!si1RbBJ$=f4db zK8tbz=NSPf+3hqNn*aG8jBlUI;N)kO6}+eJU;2u;$=|LsFeh1zykB^s=I8G^dpA7x z&MGQG&tEpJ9K<)2U*(H1C7_SV;zI0hc?d+-#!_vb$Eme1`EM_B8?4nt;;e@a`zsPCv>;e-h4U`Jo)zUl|748cpScW5dH>Y zWVpK=@#DKoC#bbp#X*OF5yh@esv9dPo>KuH_O74H!QmTumu zXifQN-$*#>&+4HdpFULZixlOxrB&-BI0YZ-ffH|Lo?J>HRiPMwLX7Cc`7<*WMV;N2 z)oQIdiK;qnhoL~E<&;*PJQ$m;)fl(0Q2}pi_S=yzNf0B(i^~U7yw7yeg3+Cq2anfc zd%i3%^So(heV}5Q$7URn&E#%PU&|#+(%Pmx1DA~Q|lt-P4j~B`*;UM-#Dx#!`Q+k1K zpmnJ-0{vpnfoyfo^^RS|&kPa6D`#1r(%NQ*q*TvaU#Qk_=9K09$r(EER6xN2g21ND z>KVNZi_5f*IyMQFHIAhn5G0yj0%a|-?OU#Gv3@k1268Gj!RYd%y2&~OY($UWK%K}! z`+3*>BMgLTJP=YRzcf zZ!K%i9}dCamgb9Scw=(d8rUHpWw`-0Z4d%*xyD~To3&Oem>AE4`t9P~o%nj`dvh%! z(QF}WRS6?V#5_ekUHHuqSy<|7qA0KG!BhBGGF=Ph40UoSnMK!Z@dRt(YnN*wCF6aQ zz)5HRvl)P_@V%(^M}kHL)$it93sv)sG7cwuk>fNcQp$KesI8P+RkAKN#Rn_Yw8CF9 zdrXYewJb?str|E)Tci4%*Z~?zjtOx8*N!L#7T2Bu1&qC9at;G3!Pd8&m2XCGYrLyn zK@t-bd&>)WTuXUTcC%KtBUo^fh|R>{R{S84H4d&Rf~6&bEhJR%jsXYwO^d(%vhTXmB4of+!vRV1--$;5=6ouymK zpkA$9_DzF(!ky5ZOqzk4k3T@ls5${~Hw9;}{DleOp&dW*ih?~&AcNV{6AVZ-pUn4K zi2conK7OiQCazT#7eC)anXxR#Y8(LNemmOn+z@wfT(<*OrN`QN@6X%il}@+sJu-V5 zvv9(w+@;>|3*GxM7+J@6QPA_YsLBp&0<~5j#+usAl}@=F=hcaIzWt33WFM8sp}rUNbBMwbUY zS~f^4&(_7fVV@&&$bmA!HiosCkKe<}q4LF!sGVfc2{K$0haTM}i(}m+endCyP4V(` za~r3-`<_pyFn=0S&c_$g(v6ggPR4K1d3RAZa|5PvH{?9&hB;blhGs!1h8k)(=uYe8t%RoPB~ z2hckMON+lVUT~{ri4^hlQNWP^;Kno+fbKr(jMp_F*yTl5kwGB*?|xUNOFt>5CbbB> zLNl4Fj4o-HNp_4tk#<$JQ#|dBxfiXGJ_hRVncR!F_*h&>QLM3`lAaobhZ03W5ja02 zde*FG3$fL#fwPo(EcgWQV1ol2qoDV^54 z`_xmpY;fWNUU%GDN-BkXDImMJus+Pye;O$XcO``NIY=ZQmTQ7Z$$)|5E*LFX{g-&b z@a01UY?-74H0RHh2qukboIPvuB_qs7o%6?33R}wd62S`=n{q_OLMDVP!FH@F-|B_{ zUmb2n5F&r6&l5z!sAuKmeVC`VXETE~WSRhw06Ncq#C*VIdT{$NMbuC=$Pf5K~>VoJiZS1=LAG$Z=6Q zxOt?L(kS4AZQcWMU)WkQKD&}Cs+UaZ9fkbuBcNH#$97;R917M*hQh&DCtKLD##s*R zzSF89^p5c!@|GQAkNKg|uWy-Ml1Y9K)@2MMBMpc1f&-L&4A$Zxm~wEfDeGB@CC6ye zMJO?iC;4PnM7b;Bs>*@X#U@dxvGY|L%~Hpo;_$;GF0nE;Kt^VknsT#~rfWPQ;#>oB*AdRF(54k zrp@`|^XcziA%p|*E5|0TP{_tZfplb|Lx;=VI{^{)ygZYv?7+*Lj=)DbqDQEiOEJyzx ztnNd1_LuD!U0`Go&j`#~ZnPlW?4pdpb~RBywqh`F_}GN7AIcDKwG@Eun~+Go{5XS2R&D>j&q|5@!vYk#4cT$~@6z((AoRuVXq zW~}5Z*V3DIY~2W-!3Tb>>5~o3tf8wg)zO@jPh$dZ{aN3AcY$yjDy49i0giiIHC{v< z#h_5aCA&eda@tdGLpod*VNO|Es%;Mo&Jqh>8J+pkn`>|nC;!XvbI-u31;%^nk#EQeBua4RhLJf>_CzYMjvyBT2eICm(2fYL zIE7^~=ddV2$aCMQr&zehFI9FAOop}<ZpIndJf$7xMO~;oUV^VyZE W;n%Ayi~% z3YTR7OU43a%-}d)m{D$ihXoGj9c71RF-X{uGwTd&X%?rjLxa)jQ?q&|ZRWX4epS>J>Y=FBqzJ)EM}73|5el3Z1rvv2e1$u;9jN|VA+uVU8sC9wLI18 zV;F@q7_T}lrJq7!HoQc;gft=;x%WyG-V_7nj3AFOYIXlWVLAc2srH;h=*c z9ee7+fELex{Z-U-e^j6iJ?A<%Sf|WtU z0O&7mMo}o3WZHX%=xG5NYr}VAzG5!+Mc||LJZ$3GdRoDMB4(mU8bmX>PpC}*6khY_ z*f`arRO*JONViFdPjJX`GQSt{2e+@AT8cdbRlU%jG% zGe_pHJ_@t4WwjZ58c3+vx8zofd+^U#;&@Eqbp;u>_~>>S!Zm8LPjLQmWYllgRP$E@ar4 zJFw{u#$|-Y1~DJ0YH zOx#`*@a9H%ce*R7ulwa2|9MwqluNo_k9<0_Jh4DD&fPK*Q-<{q{Li^T>To5DcLq6D zyU6%J`yS2Kip(Z@?XcpI4_G$n;Z3=|2DPfiV3`{SYEN;6&jBL}QZjZfmZ2g>YLW`x zyT~shZ@bX5$Rt>L7~5SV&0;rnZ-rv|uWb`3=~F+hHzg`670R}V^r}^^YuV=oA@A3A zSK}PPO9Z7b!&Gt#mWGc9Mme@?)IaMP7VUv9xaw`P8XV;UsSJiMqxuj%%ke_P62+Hl zQGsdsy@GX_o&j&m4%SMnP?`!!d!%sIPS;KI8oj7rJX)9tH7Y5VcC47>grVC(S$25#CrX&Y@DT^&X^>q{q;MKRRn14H({{Nl@G|gH ziqm&t*egVUv8y;vdMxrTAIQ>O_W_v9V942wrPeJf3~F@Z>}FO$X4M9Ll2S}@!G0Zv z8dAWL{Cu5(tSl`p_QdbLR4hoD40=OH?NZ5^S=z>ziEP|GuC0$a?Hw6GOOvXH zmqz~H_SozCaP||kQhI0!=_d+ z=qu27V_Z>s6$}-n$L++gjoC;R$(J`Q?j(Q zgIAPpO?9@IwqwV09rp{_f{oL3Z3iE=ou<(jJWPN8evmZ zw%#poGmlzOz1#7m&W7`G{Q1MN8kxAaWyL~;&bR@8{C}^o$ZM8ShB@5{?2W&Bd3_QK z_~x;dGtn&meAN>OqtE;YY)$-BW!L^`UO7JRi3~%@kVTtzyY*{e? zdp}QED5neXAK>JZk`kg7Btw$Q9x6o*aPs#fbN*DjLXMN5Rgd+DE%vwuRA^Flf{nyB zAMTB__Ap#ZL;LT(>&6J37GbHR+k9oTIPe`hs0MXD{&1-I8tk{aZuB3@V)Aq;yndM- z2x}s=-9@#$`e}hvJ4?BnTZe|0S|K?BiN0M3JIy9@K)rTLGk+gmAKH)^MC5)zFoGpbL@d zP5~2#(WcT4fPO8gEwuwHEG)mVdA&Zk&NV3R>AYdt{(A4J6U7>4T7=`CjN&CZ!^%(K zJqCtXF5yZ)hMtL_jF8LOCO6@K$nVF6>h+z)+}05>6= zAReslFo@SmLNklr7P}KZaOap0OG0RS>TSx63j6-uNg+mplRi+JVSuRtDb2+h5U$dt z@mDbJV~*N@LSjwHFXi+bHWD|W7Tm7_oZke=bR!z~aKhx0MS9THa~I(3rnGf%`f`A+ zL&6L0yHH<&X)j(G3YC}we~gq8LT4xUQWK!ywJiZTerkr*reLznJ~>@ZlQ|3w%|$ z7g4bQ?&|Tlze&xXs%!Y4BflLs8#s8aH#vx%;}Zqx1Wq@RF9lxTM`ya!RI(|T)qr3C z%YPhZa)$W%wzChRR15jr&G32mah^YN;#8|n*e{a0wUAxx~DhWT6Tg98yldJ#;Q zja`(GZCQghxqO;8MCPk3C`SyNuW}%lRQ6XUkB2%F-QK7_1selxz8wR7%zwN%xeyP- zo@L+DTiy=7_X|vK(+2Bpd0q%hFv&cYn+?Ob2u-+5r}dwF&!6sLyv1_Gj_aPj{ao#- znQltntX}v0X){4a*=tY7S>VA)T_?={L9Ba5CeHhomH)8D?*H-w#Obzhv&guSZ=h@K z`J@0uC}8-S8ZhkPt9d878QJHqW7p;a-A9m9%@q*T?DCi%%)gx#K;qD1HQB#PdKZSR z=xtb`XP(Qn9-c~=YzgKvsKjizs@2SMnveZB!M9i%rQ+JX7rsg~#>|j;?p$l%Q&Sl) zqC%NoJ}>$;Zsjr0W}bQc)Rn{7=={4!1Q;QNxt9VCKG6j1MAtjn?bljlRg--Hw;_C=A1G8*10KSdR&?u zj<2Y|XtAnyc>ArdIy0*6uaW@*v@S5YY8+5bF{Vksx`7e1Q_fWNAazTqx;Y{tvMkpbP{*LX$F)EP7H1iOW|>~ zgmSHSsAtWsiv>dr)xn%JgKeroQbJ^Xy|%eJ3n#V^oL-qRsEBz@E;HPnOM;IU2|R+G z-8?d?y8DU05$Z37Rs2U+Z1uLG+z$yp{aAo+(@>uM^mhOnns7?S{8$ISDQ_tS#8maR zDT*mPU8Uee5jo&5eR|2yx?OwQrTSfIH1a5Cpe-64S;Bx@jnVq=AS)2v79sVSMlIeJ z_dD9NJAvp5Lxjz^m#C4uuOQOfLK>L$u<=Vulv|HgO?=V8-)>|%5>T?`i%OkuX5b81 zD5znJ(lQ&`27OS-a`$!4+FOB1Z|JCvpxeK2DMk34f$;N(Og_2<8T*5ru4MEP#7Ae1 zI-q3v`-P4g?RAHEdq@hc0$3k&m~P5l$xIc(?A<~gjJX2N#Ltu^kSaaRq~=|P37>n74Nebv z|EuUYf4dQX{!&H=lf_r?8(038->uu<4i2BX19o3vt9*0<_tW`L)*c*}uK2NFid(Jw zu_NGeVPoO&GwcEHy&IB^VDsj-Gesb2RUT>SzNy(b;)VURq4=YwshXnzb>Lzf{zQ%* zMo$07MEhD=e0SM)seE$AZz0TZ2pqea_TN`|!yFf8k2=uw+z7l_vNLy+sZ`3pGVYku za}d1)53l`;yAt^fcLDQTL-GVfoBkSGlZ*Pec$+aE%Bj~a8td!*6z$@0^|>qE2mZ4J z?wKrk7ULZ!kN#_b?Iq(^nU{+gQ1lL{XnNa>W)D0C1ZCItY*UrNRwJLBzdloYk_mxY zPsfaQ4EQs~ET->DG>kWOY(QK8)TxAA>?}84srijNe6Rk0n`~Dcdb~ z{eLu_bv)hw8}~m)n`St=r+d1mhG9${ZJ0RPbT^yMX&Yv`W4gP|(cRr$_xb+r`~Jhj zUpNQv_vgBvuh;9k3|M4kYOM=(ITUEx*@90M&1tK2?b9urAK+?ff$wco>tp**R7&w= z2Dm%AVf=IQ&S*&ngr2$XWYJS70d3fOf3{}AbB5209j^RaxlS0B1=z4x6Uq!;2u1+E z)I;(RJ__2KK+KmK)6L$Lq;8`_2emC;%Eo%vf%7=8Rs?XO}!&!c~$JhhH= zK943@to7=Y_zzQ~bid!9^CVQI5MYwb=iW2FU4Mrj9|um*(_2JT6Z+%IDtV7*xxBp5 zJ_b4dlO~nMO=PsjV!Q$WA%H~*Hw25)JSz5d`y`m3daK|^i;&C5DhgUi$w%fpEhcr( z*S}(pQH~Z3V#R&U$Apfn7xV`QDw7WyWBo93I8XWN`_=RufN+lKq2ddm)VR*Q0y5mF zs}ei$J9$vVytn|7Kl7L>h3U-iKhKhzAgDW$v6~d5iQS#}$ zYZ||IUYP+2ij_%>;hKg^<6H_&n(Vghf`__oY?JeTFMKXtQsFTzW_ZcXZg$)6FNBsY z@@upi|2^uD_&erf)fT(_nNe5An$yiwE&h!a5rY+{;xECYYg$t_bmqJY1)KE-?n$%U z3wq6@dAc^rR0y!e#S{VpTYRxN$T$84(bGMCZ^WQx<5JdnzE3floY3PzaV3>kB6??7_JClYfOvutXJ& zOO>boU5LIQAf#et1pNp8UUuCvaovIcY*kyRI4LZIJ5OGYY$MroLRwyTnPZQzwAm5P zI&tT*pm&2x!aImRM1-nMORfh~mg{Z?G0NsH{!xrI?1i?7MA&Bi)-=)*Rl_i=#uvYH z)E2+mZh->{azSp1O5362B@x!EG~!!z=CK?2iF3B0XA0>nu!zYPq_|yyEaE8Nd6K2ZCfhS6ic%>$AiX zO(nV!&uT;4f2;%qrWLLwhNP55;&AiA;(gu$rTcDwKo_Iek(~~UhsBG+(1o|%{lCe@ z$8HDq5#_(Sj+7wczR6A}sEGnIgo2`2tF!$E7rt^}DNVH&snue0q1|D#i4-e0a22uT4<35+hkDo(e zOXBn~(k!BvA-&qL6F9!QwxRNSf*Oi)&)?n$>@~q%6+x)cRN}t(x5FgBs7iKfieAf< zMKW=UNT%JtqaKs~)SLhB1vs*kP~<7DJ*qX~%fro|r?&T!6a>+8m#`1-XshA6-`EQ@ zvtwAl?yE@aXRouv<~)hNT}+0R_|ZpWWP z_^8Oj3{O2=7!t$ovv6qZhz!x7bDPwAiNnyFh1IqIo(#b;!3bll0`Bnstrx=0zwUJO z^ym?6DAj-XU<(DrzYh=>_}x^A%lmwAJ4maNJ12D+|8o6dC7+QBW($D@ZM=G~$>m&c zMkCqnF{p+!yvZD|{*Mg#jvjXcg0u|wS5RcgALT2ED8@6^yrW9|eq2d+gluJ49uOA$ zEdgBdTIO~<`Q?B`n#+1M=3%qm8H}Y`&k||Fb$#Dpj{;W_u zU>LD`Md7cp`Sy|iTV{HOvvL-Wso?&*_i7aHKC+Z-qkKlDML>V0WL7%D6aCN`a{X5| zb)v-CNf^&`AitA&2M32A<;{*^`t0COynkuGG=4fob>d6%kJ%(w@elh?ybhJwc}Av( z7fvjZPf3iTn&1-*_iZ6!H18HH1Tc-|2&M zGS_0huzexo36FI#zTB}gej)lyl>Ae4>_TkpBJVsecK!$3%sdz&v7jm`Uvgrzu2kmV zf$Q96(N{aGcHMMyj}~2yl)$@Byh};2%$2k5KBK1MspDbxIwZBM-)|z`GsjPY6FAss z-_mT|(QSMjM5uMLdPsI;fJc$8*1i<#3i*0pcMtrPYjIkdwt$RVm6md^++`Hdr)Ei1 zyL)@OTKTrNG*3bdA!#DK61)p~R!4K(&z%d|x6#>t%BAO6)qPFJb2m`G(-~Bij5*gW zLb?P33&uM5WIt)TF7-mXJ_|~5!KX+@Bfn)J(K&YOULrBjC#c;|4;~lu%l!{h-o`}t zp#*3vF1@V&oV&~4-reol=sssl7ZYxA`E_^kvh|>7;!vsFHZa@jap-&_%H?C-x@@B_ zs!+CI%{e-{Usvz6*V)<<1;s<`q-O`3B4{$HdT3F5VC%@=N9kh~br(F2XV(b7Z zn+{`I#6YTVidb57V*?jG<6N3ye^v>RnBy31BGEcK85h-fZp!k5%@H2k8EL=dL3*FC z@krcWLw`ULSu^DNc}Wk=9QIKwWRHm(Z7s2?Dn1MrDCUA)b$p=6*=BioKMLoW0>@FB z=##Gw!Sk{WT$du9y1{5d%h@kL)Ekvp*{M+U|s2IGd2I^ zA|+e#Jf4?`KRuF{Jb=451dxHUL!gu0$sR3pKbBfrV1F!vq~gA4DNxF#w@pTIx2~3Y zF6tTXv$0ED%|EqW4B6k85sT*%g$)g5dLEX#-fJmj?y!*TzomfyHy+Roe+1RH2WQ6= zpO)Vk{-8pt)!Mi{gXfR3{5p8E7j105Dp43PefyPe*L*BA<~}J?jFRk)QaVdj9ER$q z+_s%B@Z=|Py;SZwP;a=Le-ht+e$ME-XW%xHx$I$VlYRHUz{p6 z+wIq0T)jPjWVYIr z#g{zy3xMWr|D~wKerEVOH9}6zb0^#TFv!nq;dc06_u;U)uabM#Y4<>a#YMCGfOEFz zL^V#f;7yp{_1Vvw1=o`X@&pn9_@(=J+QrzkC0`JIg*XbPP0X+9)w#)r)%E*xUj_{#XI^{{ zi_7H+I;UYmH$m$}EnQ-w3g;>bz?C$P$kPba{il=lHO$!3K^Jjy&)1Hi4+s&@rmM{>yV&3hvM_D*ok zyS1NG2oNU|-O;J<;btJrj+Jh`Ld-I}#Xr7cta=LlpDqz1t#_HWWP0bnJx538(WX}G zX7*qKj6ds>9)Ga)Pi78}giQ3`V=uPqR4J0_ZE6q=$Fy5YV%y|d-S~XOA4CWV)7P(f zUOd!RBE42fQW-Tse;(kGkX(xj2688VaQE}}fkEBM$LnM+C&+A`0FzS<(E&S)`uKc4 zj=%FE9fr+YO%$`m`Z-(;bj1MYJvhYw#9)R_NCHNdF=p36v?Ddj`$(j*`Egq^IND!Q z^B391Vlr|*qHzXaFIUm0)SukLM}96vce~CC(`)v2(}nnvy-X-(nm%Rp=IA^iG-IsL z%4%M6@|oI3xMu+-(RxPoduyu7yg?3PIGc;C6h*)G5-$7#86o?WT_*JD? zLx=67Of;N}G5Z7g;4gg$EG(A+#CqG!A113E$sG6^-FMcfypmf>$ zu6MXSuHzW}^+TlYBnu@FCMyy`OmQ6UB3elF2`NhT}vIC2v|a9O!KOc8rYU%8woem=bseMwbq zvh!S5gPsg+bot%55;Of2zq-$z*18ZFRr9U{Lo)O%IIui}M zo!ut0gW6g+dTc$e{}h|D_a4D$y&DLloGQPK=jwf4DroiZ|6OPAHB20%{Gp74&F8Gu zbSFiacnN*U_eR?J;yb}Yy^E(+GV$nmlrvF?Z!VD$z1^j^MA6JBr%PaaTjbKbY&e+< z;IqFt$eV=#w1ZnOJp}&y$P%x2Iv<|gIT1d8j(MDVOwI394hLln&sw)MRy4p=xx(QC zIy)~AEtIqs%}W`WnaMoK`OtcGwvrD$dS}%Y0g^DO*T_NipXl_Y)V_~Y;FyEdD1_+D zV&<#4(#{isR4U+A|0hX6B3P86DjX9@%Y_uEP6MlhgK#A^gw{2?4C!U4)fKJsfeM(N z#di$1MZc;!Yn7wr7XIN2b=sSTRkg*6DmLvDCRK%`ZrM>}9wg{{1#0TjO!4d*B!qMe z+A>7qJU*~=WUS*Q;=4TB^2arh@e+FcPbKr932<5!5GH*!KvxFL-!^y;o@>%zT9ciW$u_vMmqd?Se5GLaX$%DguWr}j1Nl|D* zxnIS^2B_r_5{6(<2625c`M{y8uMi)i#=yTY98ioRrba&cBA1lXAz>xJr7f_OUr^e;>Y()=JRN|ph-&=yaN(HMl2;{kT&*jmpo-TF-RTE zrHt$0TekF2!$hlMDw*`}r)bIw2g1?O=qiXk!m(pXC@z@rr}NCy^|Vjav8?=Bt2{mXoe* za{9U3OEaj``tZbt70+AQHNG^_NEUSe+PZ$*HdNiXiO%xUg8X}_ikE$9rGl|5m~c-{ zIm*+1PI!1FoJ)C3Ma?`9ryI7~dTv0QAu;gPXay~YcdE`3%hw@v_MQhPnI}6UHz((! z9h~X!c({4t|LnJgV=EUhDzB|AgOv@Y@Z54x)6vw6_sZhqdTTLNmo^~)n0SA&wtK!T z5ceCqnxR;H97cVUlO_6cVDIy^ zbd%k16%9wU9vmaDRtTy;nT|EA?Wc(D6lx#0=_fA})m4P}5!eu({&(M?x!R>aE*W`D zrLSBck1bs}Op-+^tHRQhS8muLki;On^0s+Lh55EKBfnGD_nCW_p%PEUe%>c>3C;yX z2P3fI<4j*%9aGq#)A+&I2&cIB`C_q==alNx_z-1VYc%&GmHkt|%56~0;}(1UNahbC zVJ~=F=pLX-G)Sw8Dh(a3MRjYw!{U56Cia6COx-!%%&m3g7N9B+2^^#_?rTdrM6}kg zh~1nMi~3yf?hwr+@)tiPZZ*bQZ$yX(KUWZiRVN&ccpOTBEj6=*s%vadHm*o<-wkI9 zE*voui;0VfU87PpY~e`Uo~cOC9G^9e=7RrHSM}-)tEXSmkmRs6dk$d~<0Zr9t*tIF z^SbqL z?GG8jhkxnip8#;A`YwsH7#dgF*S~Avlf|nHktgKO?oNzY01X9#)iQa#EQ-0^5IGo? zCLCiNMFZUo9q0m+v9l?$ICJ$v3h{Wx@qzY>kGJ5Nb_|LDs!U6XvHsKn44g!sCBl+= ze++;Jf&%lW3Z!ZXk=FN*H#=;+%!CyixFMGomTZ8fWq43JC~AL-{uD(m9mkR5>_0Pjo$qX^NJ$k`l3aI=8w$%FMaf9JKxZccz#u` z5|hP>WHSf?{2Cw%gQ+to@p1s6k-Xo?-V80~TSO6A8QeWO9;3E`vAS_PptUVpdOMKH zs<+E!F)`CUACH^v#~Iql!Yw^YSB@Axn5B^JxCX|`*W-H9 zDs8`v@8x&>WHEz}J>6epHF{*1c)ll=_&qQr%?MAwm5dxN-&ry{rgy-T5u^&b#69a(RrbJVrnSTnIpLNdf9a6dF|rn=}una0X{Ho%i?9q%|}`Hzv_jkRSVus z)mMbrlk5BR98380>G?ji2)uNay6Hi8qD5<-|G`_J2SzualcBbw2cx@;@*Gdq$#rG> zrxrbNFIA0ls)p_TE0XZ8f7iA_h9|oNQ&f$2u;$pd(`=)s+Z71f^MAJ{M%LA)#Qo}u z-`a96ESjx5kSoJZ98TuFrl5wWmdElj1m9T=05qzwmTYNUS!c%WCHvCcDYECDKJnrx zK1DBDw9avbkcfWLPb>zPp|Uh?!z%ye;tnI7?dFc>&eYSDY))&iP@xMFYR!KP7j%^kcZ`*a+itd*{@>0_BRfX zG>d>~FkAZf|KR(wM2VR>o)*qBW#5Yn3P6vcfp1|#L0mT+r_|Hgd#(Nu&{kGW4Vbb~ zcQteb+lNumcj^*|Nt8@0+D4$2Rt^Az88x)ZuCvIaQts2iQ@T6&I91dPKifiUVaRXR zrjyysh0LXaZcnmUp<|zXe0e0Lx_+C<^1vHd?e4L?DZoZ!47RoTGl8-e_4`RPE==a_ zZX8=XIMUj#Jvx$mEp9@?jGrWSLgUKl&{76d^QvFaUA$3!kz@l87x;dl<^Fbe-Xx}! zZ1r#M1!62Rp^#m)x3j{P9rnrg=ID&5Qh(}e1mMQsnOofSqWd>`k`R-Yfe+HDG|_a& zO^5C(IW&r;Uov^zh>rTyyQG%?*U-|lLx3aVBU%+rl8`mBTGTmGsLupteZNgA2xyeu ztvU#n2XYiIpRl^>T?A*o3dHdzmoVf8pm{>`2xF0RaVxE(0prD*E{=TZf8TnPaVc}0 z{ioW&OtuN)R>-ib%7`Mnm04Pv4JJX_Tv2Lf1wy9B?{4UF+n$jL+=-Xrm>36n)9+J8 zS-W0b1SIMPTqjcBaH;h7lU6BSg~4>SpzrkEdS4O6Nyez4AW8tE1D2(UClOzA>zrNJ zyHgpIh{AuamO+8YT;sd}Y~kr1r)IE(=$h1KFx0~I{smS6ZDReBu zXykiUqOLn7v05sF_+$sPTuVJm&oEV__UpCwvnAK?x~{=3C2(s}aWhW1XFPlIwaTO@ z4+&un)v;xQ-2TRS8lpQI7W4^+q8g^o-~!q#S+w(_g;)^*3{UhQal_HXK*tuH^E*iqL!{CA`KO@3^@z~gV? z@C98Ds~w&XlbymcuSe<(4$85d(U*K?$fMW$ZPk>fPh6>ltIb}{jJBh*J$4p+{~^N{ z6k_Pz-uRay_`*MjcK(w&IFfj3`LFqS-n)RqOo28S*{e~Df?hlKb;2?4`P!5LwKmb^ zYZ0pEt?HY9dZh;1hi#itYSl~8WzjJsVvhnZ4i5=s%P;RicUx!5Gvv2V^)Ht8vErwv zg|)}A&irB%t;eTXeY{|g51S!K7P(Ki?O>x9cGSX4z2)aD)R=5KS|c?3sUH-0skr)R zr5d{Z)fmNIt}0DSTKP6e2xy)V&(smk4YB%SD^K^6!($9Gq7(NqBfoW6lgQKSC#H<7 zzwgb9Y8iUrUCV>UZ+IUJruo4KvqoRMSlBQu#SX7ZgyGmicHiP%Md@+NY-aT<&5_Yh z5hM-$n_sV**j6t0UCv(eK3G?r!4&Qna+lg7_=2v1u8W9!4}zt&%k^rP{h`NJ!-Tx+ zqO4#56=%sd`GvW$01Ien$(b3lR zj^pIeK5EMfP|u47h#~@!pII~1K_Bo>%sXbmpgR}++6ixsi0b;6 zx_?9|2NG+v1!4lR7$tlY7{l}U=rXMHG6*Fogda!CIM`7Lua{mixHLu%jTWCvN-I~dtAG5alFu$oj7f=AThe{> zG&>RnK4*uq8U|EI3OXtL@g@&vW1=0cfYJZ`Fn~*Tv_C80W7^0Y6i$s1k01H7%6~AX zLwHM62qun8OS_P_SI)M#6c;$^TukpN4kI%|Ckbt}h)Ddbn{37h5)$w-%Lq^8_n?W% zHe~yz*twcWDJi3norge^;ZFsYryc(`SoN`Z@h0f3@ajahI8h~(ayF^fH){u@V2p#4 z4Fx_m5E`YdDpV?nm#L?7fQ{eljw?G|buK!t4%LM6TaU<1Qjz=Jf-MQ7lx++VkLTpe zqW;)578?Mh*rB@~ix+W@RlP(!L)wk3tTGNG0dRq&^5H+)K&g6#UC|Nao&oki^kq;i z<0Nk7#GNSn?n#MJ)<$4+U%w|Uurg2e`)FW5zIYjATq<&S8Tzr9mm!M#o%;dRhczz( z-l?O3Gv2{b{m2%cAm5h!PKAwG6K;Y)|zo|7@H>IlgudGj8tFI#q^q;1W4jH(FmXUzcP1Dv% zsT2m_L$vMUW%EOjpWn)&w?;8KvkOG>=yNS2f_qk&KZJRV-Szq;OV;1!$6@A=sNB_m zh>V)dEy|2CO49}gWY_oRaS4_E4OGaraz3+rs01SX1z1!PwWn)sPm6^YtjXUkz0ZH` zX96Y8uTc?@&}iv%X!+EgjewiZLMuuQO!&K%1@l7srDE>HF9fz#-obB=c%mr+0D#1o zW#~0ruSTD^KTnCf?F1>YicO}~1Xlg|H<3Hc1tUjX1FiQ)TcN*i#|=U=Lsy*l4dd%u zTt*T|+z^SS1pY*}!1sv{@Lvq#`dvlMK5%SwP`dPi+x>2^1%5qU9VXY&)M7bZ((F`V&9{9+WvG}(OoWLMm8XW%(g`z~@FD@xAxQiNrx&n~gP3JTLTZMo0HtoRn6z8*fU{+!>E7L)^<_y z&l|JpR4cT^Xncvq?kGHn@b{XYl%?$j*l=UHDSsJ#FJ&l1x8)hjdx z+G%eY=|CbQx*9bZ1ta+X!G?TBHHbU_&&aWOg8AO}zY*)_Me?UcC~eo}BCR2XyaT8k z-!???_sJ;&0cyc!gPr(ix?N&DFoIX5j*ckPMDixD%svqw9pXoM2PmhPC+ZB7+S2;8DUrHNanH`pkjY+x6levhscN>7nigUX8lrWL z)#gcG#D};c8!&I|;N$k#%c?NyJ~ubt1OlKbzU)V8#!T}K)|By5bSlOTD>}GifF9CO z*iuGR^@EJ7^B>`$BLDAQPmpTE_Jpr2OUvXQu{x?r2^8N<{P4Qhg2R%^nZwn{(b)HR zw?%$i;_F4}%8kLwwI=!0es?0%8`=@8I9)=;6AekMwijm2U2mF63av zv+rrecPgPxyy@l#98hBS>Ij3yM`sunoZt`EHAIo6m?huyj&zBO@x84lZ6lZU4!Ym{ z13#2TFG3h2`P2)axnwm-OYPx>!3^d66xHvY(TpV*2MGX}fJff<@A8|OKmeF_BTvIH zu|3>hO`(TEp^WDE)kn79Q z@4v~#X@YLkC_Ch!$jW)J-gI@c{`80-pk-s7TYQ(7A9eUvo^A}k!qdss+Qo5>DXLd; zU|=f%5y7-XDB9N;)gYb$O>OI&2W26CP2E6jZS%;KfegJV4F!NuTo3qH<*7dxNS`8r z|EB!aMg$zNQMe*IVshGE!TgD};#Rd15l|VvO3iO(1bfLYc;>RTZ|4`S=+Zk4 zhv*aG1{~a4SQQhDDCGf~$wQHI3PMXns*;gB-V~`8mf39fEayS3>c885>WgZj5<=Gc z?0{{8=6f|7S)2Y>=wQN0Be{&iG#`m( z9D^-RNxxdg+)xJ!BJreTj(|myieZl1u^IPfAO(erspCHZ2T@U!0TbO|p6J$?j@MWZ zzx%({n&Zt3b^wV;d1tAq4&L65wyUV1os1e7B#kjB$r(d7d5euL?^UOzb5lwUsPB^U zC(P!RDpMh>F=!|_6|ZBiXWBQO8{xB!^_OowSM(#bg*unCHq&*=gqfp{o%5VeV>rzh zwi4&>$?lZa)60Y$;HM^4<>gn=ReS~PcTirP&*3-t(xb6-zpI8bg)s4#{M;_zHooUs z1^Xbolhft70`WrY=id-V8(+9zZ3qns{)3wnvvznxMI*nP{m9=F)c0n=b$n=Da=xMR zSP7H3+fP}p;S2un*)6tu=BaG^U+vyTRPVDUC9_?!MEM^afFJXPR)@{vMayLE2~H!i zH+|{w!1^sRJZpqoF;v zL(+0_OT>_UC1L9G^_k{O>J=#GH7r-4fQz_KH*z3V*MvqgfJ8ArpTD<^Ai~kicQnHf z+#a4Gy568md%#wR$5n(!V9p#wZKe;HmcWby>G0ge?*q?=u^WxiR&;DI|E00??50xp8QHYLFnCSs1uVk~zlnSNT-m+HT2} z7D)r`Cu~qdMEleKXNCqMIOtDt`DZwm+a}tiB}59zH`v$Tw|}2qTqsBlOMkI}3KD2@ zmhrt-&q6-;lHR)-B#D3&(gNhPfF6ljuj(? z-B&hS|1|zgfqG*jQsdW0_)uq`ow?|BYm6)Jw(NWfXN6}xCv_yM&DJabWLPP%FWBHR zof}cgK$^v}`_W8kpwC)$xkR&@>(wLe-1n3Y*>Od;6m1_>?+4|TO-jfSHqegIEdM}A zOZr9#a8d>Q4@RMd9Cz!~m}EyV>Ve~iho4HV#u#vtH$$QqRrB9dJw-Z=utjP=Oseq1 zylVbra>=UbX^R{?e$1+voFgV+L8R3hXp0qpSpM>St-9iS(#1GRoWGed@}Vx<_eqn} zXE_RF{hG!)diM{$eE9%-`BpiMU+I}6h{}D-`NZS2dvRjJggnKg)mQHj z*|&Nr>qn*|hoVf4!~Nyj($vbsxkb6&(~`$n7hHgB!l6L&FPyV&skP((5M|Kg3H^F= z=-x*yxRXIMx7_*n;Ckdgxlw#?{|PwNYdZ}Ucs#WCTkE)UE*K@XeUApqs?pa$&>#iH zmekhq^Vj)UucY!?^oYs7EQmZGw!O5KpWsxh*!LsPsPp=s#j)gK%0JJyY*P+LcT0!kQ|xi_Pquocy_G|GH?8&ie;4u3Trzo_K?mcL0J zr-|Ye9v;cp$40${4&?02i4KirfjU4!$e`~Bf;^A8JOWP~aZ=ktj^Z-J?jH=@-|EcG zAo}y!oyAU!vLk>IIdpL2zB6*6#Bq<-79HX+E61WoZd?UMu@K)|voH7(N6M`wz;@F_ zG#CJQ>1K>P3c`H?NKhg1$xQs*Zny#3BwmS(X#Ta^_eErU401$~8hFzl`tZUrnaRC+ zZqa88)C&=d#+|Tams@=OrrF`Mu%2NK{aFykqt@4C1htmAS+>s48Pj?rY(~tJCd|{h zKB?uds3HGa`-ViZe&xW5-cma78Ra;OXnsvv3R`?E^oq`SgcXRh zF#7%P!obo)e*CW=7=lwm1+6?;AwO3uXII@_FD2HNFLYU1mbM%lOYFY!L`KJ<&-*7Y zcWx^W6H@UbBb+>=Av=0dN8Q>6Fzo3U)s%*;L}PRCB`<&l7x$4VIq&_GY|4}WhE2Hm7Y ztw?=|)c5DMWOFo$npX5^-BHBsfV4nF#v55EFvD6}*_1Q~^8^~USFhb#kL2N?GYKxf zEa7Ad5>Fo_ELZ?JYTtVoqH2#T*cgZrfEf~09s2;b_uJ$3^h!wG4QflH@80zvIww+0|U6t(Qdc_;)uN=^^T=32J}Zu~C_t zm21nU7@@@su}S&#P!F&!gKe^wq7%o*+tG3|K$7)ie9bQ@;-`$--uGmeh_na>IW+M- zf1t*39_`49LJbHD6s|2;ow;8D*)QKQjm<<+02vNypCDmFq3M|6Wx1!E5hsL?4Agds zCYsiyLib_@U&kmyW3e);NOQrFziC6*IvNa*BwJ*c2uUwX-ut78;-qgFqx(?B1+Yjd z4LbAuR=kqd=*`NOfXm}=`FVxlgS*ihhggf1l)_w<+ji$v@3sWmu8I8)5dGlWY&jVb zOX}MlX)QIxs1c8e5N*ZT<}WQw_w3GHP#s9T!o!2ZM~iZXsnPt=2h~~B0m-pGY6Kcd z=6K}7_!`ifN$FbIi5wT1^EU@__9fxH_`L3lfZkXw_&#mPxKvu{u`cR27JL?1)InTG zka&&>OK|0`qbYM^<{Pufl2US{2z^`t&v8`HR96H)0y+QBa70NGexzK=oBr`PVsF3o zM7j6{v&`xzC1OfKUn7X(M7^P}2>m<7FYJ<}3;;U84Jry$C}QArnb}K6hoNP#`rycZ z2dShC4e(=ux`EpB*P!Vqhf~qXs%dM=hWm=4jm?ZGKIo2iqoSgp*=fMLQ#qv@;WreL z`pjSZEroVN;Dfb&$n?VpY6WP2>p253ZzDNQYhr`WZKljY;W!(x|kGLIhB>0Qxfsehmk7t6_9v{CEI3s3^}y z(%dfDdGVhl4PX{dD>)_*#Njk5$g7Be`>mbb4t`0$zPL9Bp^ZAwkEx&HOu>k880eB~35xF_C46$G z)`-deAc(XFwqzL>-1FF9!cnVU#Pt1>1(9kdL6$LQwnNXT0DOs_#OczQYtJy>}R4O-Rm)#t)Ro_!Xnr$MC^Fn_aflVB;C zqF~Wl^>=DqH2%D&q8j+YIQquPA1C`@GCkad;gs&&)znn95J@;lS_8X-5YR@!LBD1S zzM`dv9`*}1Qau4?3J~k_*P>K^Q86dtlNi9VGP|g_Gd67)x->joX>gZA#)3EBOPC^e zj0sXva8=GSX@km~oE;V7Cj`jpuWy{~f~DnLUo*VqV1aySuidjS-<59O{-a+>d?zfl zO!~WrYbdGv$_ATg+IYOaiXIxrJ=v(EhmK5^ou&Ko*+^c$Jgin{XKsDq?)EfknXW|j zyE;Ow^1TMpm6qveR}|pB%O-zHThZv>Cpnpp;7Zry+qn_sW{vw9-xJQ~YpNG>J6|<- z!gdFP&&jGk5PeHWS}e0JjUB*5uuCH3ist3e@EY@tiO_AW=`$9q9DMrXfgT2J9N zBF5e{5er6=E~d-!*3UC>2^g|jVG|7To1FKf+_IGSw08P$n4*DIZm+HXxfjI$uX}-A zl;!#6!QSIV{#n5~2(6WoU!>k~6xm(3h@Nwlt>kcyn*fCp{-;0yP_OkxtsKYay*D?q z{ov^2Z!-+lAI?VLWs6A5+PSV#?yT3YvGb?ZDDLgU$^;J@i2jD7Gy$ff2)BWBcY`5R zH8RD+_q_XY(P*V8@$Sj!DNbp7;Xg6rqV2BWhEk;7cC4(ja3EyM&hH0NmB!>&G+hWc z0&7@H_%N?s!@cUujH*$h>%rkJYKvKZHX)qbwu3Kze{o6PXREF9SAM=$ami$EyxH|w z!+`FUg{iQbk6ZT&UNl!M)g@;LFW_}9eU$wIv3J>8TZWfvXvU>22hSS?W97YS#sf&L zA7!^~2Yq>a0R$db8ija&xMmS~HxfGVNslOp-T~XJb~4#!HEcPAR0Z-HIy9u(@Ofv* z==SSPzrhWae6MwBueDpnJjrH063{ESkrBy2n-gXBFen+#MwXuUEyOVDwq18svyqQP z8S)NB%`>SRshVmMGZ={C6DZE5(T@oM(0uR&)(dSHRH(!Zx0wliw^(9wx8!BarL0zL zDFVYCu}ePN1+hsczum>d_Qw?B3Ea{4Vqi#uFlbzR+b9e2BiX)=2QUYi)JaP~G?MPr z2&9tHfpZ@93e$6Zu-veTLHu?ZsA2u)4NwjXO!ASj4D|Ww~g5 zO|g?V*Q2T#hoL4|T8mii@=Xc7YUPLlXo6kTd9;X-Kq_DZKr+!G>@o+r5y!M;UiOKI zuQjNI=0ogvwZY6c&;S5T4T;5PaTSiHzfHgP{wG5NY1C9Pe+7Vh!98{LC~%A!&gLn_ zK(}&etZFudfJ+l8_sOkJ!I}HlV5Il!_Os!nZrudq{!*zG0ewl_ITI=kg?=4qMpZY9 zaby5-9GilIL+i~!D8_E!3IMd@V|i&LgL~N`naSpTQ3J!RT|VoSmCjcI^rzC7qB5cV z{%nLKghGTu_R$H+8k^Kgf%xIz9dQfNkSn@NX+_VRT8vai+H?l60Lx%k4<1cFscCW} zHO7KL4|V$=l-?DM@OR*-`l!%R{2M-Xl|oxK2j|b) zD9`4DRbMlA-$J-N5TX(N2bpkgC3!xc@7=*eOlG=>>oz=X_RWjH^f29TYYA>AbUR#} zA4Pmf+c+ATF6MJ}akO%A9N?V(z-lN6-^*hMBH78XGHsuSALH^lms3W+)BKd5TQ9}y zaP#Q%CWZa;(v8n0e5p`it?O}r7n$l&7W#qXfHxt=wxB+Q-Dd6J|5_wwJM+)R z+(!Phr+VKG5B`fj8p0S7R%-4=erYt#59%q2wIJ5UIn0vnKHi^)TdD+>+|g4P;f)@< zz28`nyy{q{?zaQD{?clDQl?o*oa{A-0G%E!#|po=s<;pNWPuVygVSZ~{SDV#jVNFL z0Na3#96(a5IXV4#7Z$zz)PCmH@{*i=`RccijvHHk*0A?r#{ZWOW8d(I_RhNNDu=4M5oh^i^QD- z+@Ja`MZhpwE1BbA1Pk{kez1sqZQKzg4glfMNgnep{4?Nv!iGlaNtSBvdTktG%oFGq zP4%ge&+|RqYm4^nF)9_JC~V(7|Lv(grq-O-F#RCY`|*4oVH1^06<8}tgl7vu*x^{iOgAlK z)N~950eI)ZlQhi88K$pIHH=i>NXzs>^J)h|KW^t?G4+s`W?4kOk*{$*+|5&!+`Yq{ zW^ojeBxK7jFvhY%?**JBC29P*C-G~YUWE;Q!5qip3gD(a_=iOH1yw5{E-9=H_h6b+ z=Q~n6q$kE9$k5a_**Gr9xZUUG|Il=mL2b5OGe~iVBE=zSaVYNY6fbVYt+=~WT!KrH zQrw}q6}JLKgIjQS%a`Y!`DSwc%uFWt+~?Y}XU{GM5_J+ClhGf+-!7FGdTtoP*u)Hg z(k2KhqMQt*eL+%LE16sXwgUOsJiY$d+j4kW;5#s0v)cOlN$ir;nn*_irH-(7wmpgx zo+Cs;o=rtWsqT}pNZ?k+=r1n`Q;al$FG?kU0p6n5B1+L_7&5Z@2s>Zw`HT97R@dL* z6Jyp?H@-d6NJ@t$b8ok!)4;=p;!r6q-f}3)b|bHRQL6gn^lT4QawUiJnj*2Nb^#ki za4{5fI)y?K!*PncHF$xna3r;@FZwVJzGSdA0ILzQZ*lf4rzunOX zt#%C?wS^fKy_FSAxz+O(v7A$IyrImf11dA!{WcA~Ys4mlwMTb`#4`Obmov-caSa(8 z8P=7cTeB@cn2;GsL5F$gF@$;+#LLD+^S%ix9AtUJRQ^{?8H+BZE;Vr*5nx&Dm9pQ8g2CW-RY@yoDEL<90?AdY#{EO z4za&xEOu_qPecDf&fD%sUi6(ua8M6wo)Z`Cx1`EIp^R4p!JIW?S3fkzTQ~e(EDGAM zk-MLLxKmHt9^1~wR+j$#kvS)M$lvTt%4SJloBz85Q<86MsCyVV?pjhoa8nn%r*1@bK!R^c}Y_jOjrFEI~af)!&wJvilk}wL4s*a|6XV5 zv@C8};P(>CdKlY(qed)toWpmzud0_j_W|(BMVeyVE>Jm%6Lj=_!t@m%`QUgF7HdE0 z(`;RA84}M)>~0hi1&}6$`%64KYg?g*6LujxWTo1o(y~FV*9)Cq&lxuG)ZQ!F$aHJ& z*eI**R-#J>0p;k9=|$)%rlm$e4#V*5OMjEZwGdxVHj#q=|A>f^T6n zi%K1?$jngQE#&dERuecSuuf@z8UPC`Cy)rc2+Th(5Ny5|w4ZLiTY0YH99pz_H%`-| zoc=V{W;rk+I36t?_^yAu&N>CCXFPW7Hig$Fv&pF_3 z0E?O8ZC|uX@2k_xX8j5Qy#wP13b5CYGzcjD;Qpe@306yeIc3-XEZKkiOUsfvi5}x~ zzH0#;S@Rc5oHqOH5Tv9!PE!Oh?j-6Im#X=%v|_+)k!!jkwpOm~fc(xM;(?J$Ke?x! z!`a-)pPZteMfhrz%U%ad4rN67`e&SaTGjg|xIiFed0zoBozosKG<^#7D1s{Jz4t@y z0-0x4RwrH=Cn=p0ox<0KIETgX0G#mSz6LWMZ_6u@61FOT9*)0JM7t=#NhS0^F(O{lVG6ieA7AlhP3Giv@t(^!e; z#NiD8wV={EDM7Snw~ou0c2Vh#Np@FAu#AM7j((Z1^+QW3%~pTArOJ$< zIh0QwiJjL6qmMmr{d{+nCaXT9dKLH7W6fhjrv}($g045aFJ+<+$BCQ~XRwCxr>x0a z5l!T)$=TDJ(8e>-bK>NpY!1Z8H@T6y_zz>FuvpLe#R)9?WRJnvcbyL6=)1Ye$!qo1 z)jh{r15q(@xzvk%JpM8)__lLN%d(jP0%1`I zd(Ug@RtH|V6+EvBtzRa*KHrmC@H(#CDD~VZIR`z1^W<75VP9FewCIyUPB<46-bo*C zwj%F6h#Vcv(!8AQwcVY#WgVy=EA@?_>TI+PH_bt~J)KI5?~~ z=S5nO$=1#zjnw>;Pr{*5O<9g;fe4-s?(vW2`p$7EgD$DWSX3Hy%6hW*oP_R1{&;7X zv%|)9ADy}bZ@;ex-mf3hHfkEQ=CWSKkb(OvgxX;~Q-@v8PCb6-+3e&OrjE)4-$2>IZU*wZaeIt3<{i8=NI;*m zbwuh@cm4wxJbg?1%YQ7%@~I^ohgJ#=*3bW@g`cxqVLYVd=T^$VJ0-8Txz;oA^F=a- z2JzJEsT)RBL+lNk6+Kf-mNpuPfT%*BZT~4<3s8^3)yx^xpqQL7I!_-Z(u=aVsBXf_ z`njCmXxP)p3cpP6tdbyNt3C=F=;H8b*};j|te-1=&?<0Le=2ER#eFp+=g`IhIcrqXQQnw;TW?TGQp^W zrZ)|wPPeOb{4JW2xr0Kp2Sm!0?{$%1LL5-6SHyjnE3H*c>!su6kA;xnmf=B^pwxn3 z8}g})WIIWF%*E6Bpx!GX9#;yxB}ZCX3YB0u?azb7Zr@@b>TUl2S_E4Hs)ZI7R+O5H}S3jEQl21Hidf{Gm3255D3&S%&ulm6m3acAWDSi?sMDDF$P!#Yb4@2+9O!{5v9801DUU?%oO@Kez8*<{bftTo(Hz2y}j^gg5e zTKDbPwWH_X(SrS6vMgQfob|>PxGZ7H-jOh)!=-`+JXHgCX5X89iRFvfTG zd{f<8kZI(5u{rT)Uj-qxEZ1dAkbgxSUwc@~E;P7bAR;M|PTgY^8PNLW;9(gPseAT!r$kctl9+fZp=HiB%1p!PH_*FC13`Qd?Cq{(wa@(O@4pOp)B)}Jw})I*dv~IH-nlE*I`&) zkz`-_a2242!sW9#z`?EclVzMYPJ zZ24}bpy#k+95!NlS2%}$N5P-P6#13-T|<v9|%P7`b5PxL$UlO@(m6xysV@>L><515uwoQ3wR#J?h?Kc^wL;mZEVCCU>TICGp3$003sJcjT13Vlh|nXhUIx za_Ltd{1DWzaGpaSS!=ReGl4d!m=E36c$|d1aUc_(i#4h#N>)oo!xUGex^xy*I#UWr z&lm=~J~qzCb7OT3t{Y;52Gk4UBOQ~EllS`BxWEFsZI95>4Hp2 zSfU-6;>SKTYw(RFi29q3`v|c-vlO2PmicXOZlSlRygae@*tk~JU!hWeaMX!n)$cGD zd9CXZ0~)=Re;H!1g=4@!PmON(?+wnnPAorWAw^ zmdCI__jDq|?Ej5#sm@*}H+8lDQ^6JH{g_AkVbREK6g}T#K8qAqRE{6&H!s;Y#a<89 zdXBVf#~K_acgj@re8J##&;2{EbstE_`Yo)Sg^78u>NX^JRPAiUXNPk^m51qDT&!gc&`t{n`(e4j=c`x7Cy)}CUGdY&~-M0%J90yWq z(D?vs*511_kMfmpI^8_{{)$@ma1mAf6vFUbesd;jpg{s5JjjgqbF6k^5uj#RT^f;D z`YTlVeFM3=eM6J$A`-_yLkYyKoTdSI)?8o5(d<}Rk#3L|NX+2y#hZd`7*PcO zPLIi~D)bwbBh31z^08F(?{EBJYSMQ!%({OSR0vY`l8!_AzRYjoNh(sK(5txju-oS}eJ&HG1Mq zNtf%xeLGk>u~>c>j)3)KXKQ}Fx3BZda z$tAG0KDW^EsU{c)3_gmz-hAu{oJN3N2L+gI^bPC{mhL}%Y12ubHQ(n)5vta)ce)I9 z#Mdk(rJ?(F?1%Ijc4Q7{DQmF8osn+kyu$ZRFRw_$xgEht$i#DBmR7_to2$ zn(vkd{-a|GaXtf!txy74c2NimldF=j6``d3BAC6taA= zPonLQB#VaoOV*E5&>Kk4Tm7{E-iRT%Jn<%t^HEwIMHL@EVi&VN7a7fff_cKbwSi;LLe+dq3-A2YZ(^fmI0EJF}j-91&lC*OI5Z#jf3o zk5lZAXROY?LAtn%P}(A0vccX%1Vj^bgMq?*b$3MnRAg~-)Qu1F!LmGNl7xhNvL?BM|@5~XN* zY)z7?Cq#I_q{_5r>T${Peu>2ev@D+_ZO3l{Ry+%S+ElgIAhEf^gM+X=7d)#nHY_QY|Bf2h^hT0bTs zV@C;mXNyK$@y~P_1?Hnhqa2SSnRJ{AaU;tLg(9!q_i|tID=o z>P9nOM1eT^O<4XgvMl88Dq^B!F|-D)2VO#kgCd!#fu+2k%8?yCRV9x1Cw(?@0vXt6 z<{cz+AnNsPd*Z~hgRkduo}HMqJm4a=0Q$_n_ShSeiq2pykHS={K|<`;qGr^+6UqnO zo?icUx|i5eN!{X{?|*FX9C#}9_O%`i&)qpoGB1?F&$HG-<(ggGh8|Xz$9U4J-!;EQ zE)chHTDoW4ks6+?qrWoixoX#?Ltc(xgc*d#lz=k*M>LVSx}6EG{YD0*1L-P*PnF}>R6ar8?0dQzVi zaflF=lz6ZVSZWNg1Ha3G5kJS!)(lZU5pgFNY>DaLG3kJ;8#s4;f^Jz*J};^8ts!n!RMs4Mb`(5LScg(QTttbz81&p4B%YhYYLmxH4(IGI zz-Q~vwuNizjxYKkouh*vlHJ}5N3Y$;Sg$MRf&S%`#rlh59NhMU zipj_II%MuB%7G;B9=$(g1^BEs!6F>RHJu2i!rtJJfHq;mW`UW4-75<$?C#o; z#!&-+{9yqLk_lVIgbeod#x%FJ-%RjZs`f0^-tO4Cd1@6|3LN4bS{2kP0`bv^ar>P@ zN#ASwMyk;`h!w1vNb``ZAstfr6T`|H{SBFIb+vB7C7j1e@*3sY9pxd&qF)EloqiRt z=_b*U$?dM}rmOSE(^`9lwG{$TveceOKe~{)5+s>Wf29)F4~vAyEXLFk{XLLs>gwx> zTaQJ<&z2IcjYNH&+Nh{G2^ew7j7546Yc~`plzlX5O%fMY9qXs$<p;B zZ1ace0I0u@-l>547?XgDxFFh+x)K7!W#SnH^L}v@I56wYg(To(X12b;wAMmO#`L;=K>)m1H+Kcgi0IZburZ zStVG~R9AkCY7D0!EvQWU&rVfq20=@OutaZ0_OCr3tW!li4NkKLi?Rg$ z?8%N&BZlq$>LY^qp}G1n?Gzjk5jFWMi7NEtg8r9mF&B-G@5?G4Sb!urGOuqhqnga) z6??N5hVvG~t=(PcQbCuAiDaUvrcWa*!6M)?fCHH4a$F3WYb|mb+o*q2@ctQl8o(&R zYm|A)pKwee)P^%y9>j~#Pp0Ox9TD{WqjdvDoYro<_R>bFv94$-}e&9A?Hg?Fuv2URo9+(%3nvZ($HWFwQ;L%(Tl+j%&U^y=F&=O{yDKa zWTy?Z^XE0GnZkFc+!z@kz(zWtr&x({(RRaGb|^6StHnN%J)3)a9;p@^<09@9ne4e_06$p-*c?t?xhh+hCFSaGT-c+)$HwGMCyv!c# zdN-?2E0oCE7srn^NIm~-)J8C?=IIq+FVwi}QWeu4YbdF6?9fpYVx6;ZwCUwQ^~p}u ztqIUwajQ!9Ej85VoMH+l>mmgGw-jn%BNsn*VfRC0&o?9tz^zyfaY zG|MG@LdkKPcx}TuOsfk&p^nmzKaG9OGO9HwMGFzHV=aFY;ehm@h!0Z-D+cU&)`8Kj zRdbKnC-i!W-X2YyJFWwj6o*@8S@8Fm0pJvY(QHhqUG8r`4L|1Vp6kOgGV=`8?IQv{ zPyMA=B5XGQ8)X)XggZ=4=GD8pfS5$*2I1u@Lw(f^L7GB9{P{wOB#tM&>z6we*2i7@ z>r!n4PM#q5u0JMkq~SX+BI$ziEDc@~yeXlwaZF=cJPF2~E~~@Aqz+2mJAgd8=@%!? z(P=fTB%(@y>!G*PXC&$oSAMKmU>ge^n4GPN%76em2qTqYffkoV#KIPO^296RE2fh} zNyJxPNDu}2g;*F(Th6aO!)}TI3;ocu-u2b0AtFEpNCFU*k}Q*V+QmNNst4?a*rE$KY3ze_w>8@)a;$zbcE_n-H_oSP(df z9`rP-p6h>U(#`$)mloFh1UUTpn9jna{j)!?r};O5dwWN#sxUONl0lZ#uPo7FgG-O~ z8RpU1bGFCV1v`0rI~N0+Wo+Pp>Gd$QPWLn!|S0Y9^g~sb)M$d8Ro=PJMJH zI8l$2ul7!&s@#=Ymq*3@p4WVH zxt0Ehup)3^V54e>0WQ%EF6iLzkC&)|=e7ca*9Rl7wRGsW0ZhIsCmv&;y>yTzQz;gu z=*vUR*Z=BB4>AlI(J;w)*}9ltBQXW_63JNmEZYR!z9-7PB`h&!h5M_RcdA=1x}s&9 zecP^D3=_y%&LYmHq{kk5s1S^p!I^|3Ro9iVf@6z+gVBqDFfesQqSoy`xn3JIhW~b; zCbl8!>+fzyqib3tkz&Q5%K9@aHg)2rolqjJ5`eS1Q$3d)6r_| zxpj9)>(xpK%EljbOiI#_*IR{RCM3Y6TjpEvk-i6{r$E{~b0gb0^Np&HfjV9JcI=Iu z->N$4;5bNm_3=p;J&xwD{w&!t<*4U!nS$?*iZ4XGuKz8Kwv}?IHqC-8QJJE{tNs-& zudiO>e=oDTcgX2{V^Vv_GkJElR`uS`5bU|jS0fYPR0HkB$Kjyn+2XtR2B&dkui}Ld zzVbGt3619x#Xf%KEZEcMeSD9T46_z*9=mzTbqA|jD1-btXwUGI>&eoYY)7lWcVv|U zqDbPT+}w@7-LJk9-l2X5sYt&{bAO~VOOKU*oU~l5k0}bJtyYoXQkx6a&DH&Et{u6$ z$?;vmDfD&x|Fr=AXEQBR3

0d`aE!>KBLOhplzk=6byYDxGzdjqv6m%`U#yv zxv!0?NI$Q`aY|#1otvqAMcOa9Im9ycc);_jY>DxY`nsdUQmLYa_Y+bVP9NT13@c{s zq`}-jC0tW-e-b*{jnYi65qGH*{^SY;q);9D%2x8nj_qkwYaHDT@W=K|=qFqH;N#Pe zrwq!dZohEoHj!#5g7^42Br@X6ss#=-+Eiy7KB$<*v2QI)eq?nVcga;O2FYGdBwLU& zv_dBuYwKAa^IKP4mm`EkuXIfuyuuEnu&dtqmE*O#Dkz5!iMl=&jR=j{L8-pE#<)|2(- zAyHHRxyVAWnD-6i*-Ie%!vplSqc(tr;@rn#(dIhrjfIF~1@LgWzf=q3X}wo3`H3#% z5-Hwsh>99B=M71GAiPk6rM)}RNk)&3j;1oGVSR-DZ%%|tY^!DRZD1Zd@W#z;Sj}m* z`;^R}LV2=4xEY2>DvkXI^!S!IIL!@o2oS@}Z+YTWR9XlLwg0BpFa&J;!3A6?f=m>` zM2B(x=v)oihR*9s3`y$nP^q^A*<+rBYL`6L=IzlRWUF7Uh>R#`$guX7qjY;hq@_=ASO@F{$=A)G%`L)^1j=g zoE@F!RsVBeIPw57*7I&U8kn16YSYJ(Q`YUTS>45WS>F3R-8Dj5ubsKS*`yHbPDA5~y3j0ZYuR;~~FSv=I$M#HeVzSp*K zfj0fl+Y(5nS+PyyP8T-@a51~u54&kH@>?H8oZBoJdwnid)VeN7)LtM$XFWSY&j|(k zC&_@A7IxbyuFwTk_V z-pAT$Vy$UYzGFUst0QmKtL3pzPvtH%oHof6cyGNzT7YML-88pCT*$@Axp5qLOS%!T zpUNJvFjw<%&qCa55_o6wzj9%1AjBpJtun6I)3<~~5RnBw0M0g`KYCt<`MRIpiG3>| zrOyUzGd55n$OUK30WU?$)Sq$bMQk0rThIT(_9#H$SN-`7egWTk{3#P>lK)1@8p2cW z{JV^?2RL9MZVGEI!{m?H_GsP~6WiM~s;wOc|EXG1gBRCb=lFVFH(R@(qb&vSbIPU! zBek*wTcDdhq;kd=Rh8@=-=6jEHLunR+D|&WkX2#ME8OI9rIwDX-LHT8q%N;Q=g2tq zIUAEebtRh4Kdb51^a$hC<-en7pxDQ!tAecZ?#`-roC8iLtv!}~Zk3!K&Jd7)ia{p_ z=CGaD+Xl!H+eimsm;}kiT*0=#8!OCpd85g#RC~+&Y++3ZqB`LZ>7#{#fkfynWzVT& zt>5K2^m0SA3EI09SzcdWZYEU7JF8s8c<8yQn;8%BB^}b$_^#M3B(RWaWHYEhBO!=o zv>|ey@*PX`;&Uw}o;?a`WLlBNRjYGWlJzqe#xq>-?6P}Vf`#)kKLvvxJ4z~0Qy*Ww zB(*&D^=;!NqLQs=v&wl4_8cvp&3{LDeI%b=c_Q#@HE1BvYRKLQHUYvm=XpKhKs;25to$Pvcp2mX4!^r14)dt!myr$X(P zlrC^0VSmIbvg3=V;6XVa;(!VFSy-Ey#*!o65WY(O~@=WWd&A13AiI z%jhH$K0bmSJ3v(8^y@bG4YHN`y;RY1I0BNvoIbB~;?W+JFs&SPcbC<+r`8QsxjpLX zitDtwUr@Sp5b_yD(CeYify72|>w#|ly6wYMN>4;?6^H^(YI{5nejM^^I(7Lh9IbI! z+inXi>^}S=vsV>+8Hs{kedjaudo0G>Qp?qU>0f-io${j;6m9%_8dW@bFGWGpFmljnneyoK^w!s8yZ7m!1)dk&WWB-+vqu}2E zuu3BB?)l5qxo|>9$L)eaBDoL zJx8vyp3YzFzH3h0QG{{0!ziU%**_nr^C1e4VFC_Nh0j-OFMrDpy0cE60{Y7!UCQl0pLOm{2r0xP@!ev1k|_PLnn z!^p(dizHdN0-2n|uaqXRT_ul)p>>JgMuUsPK2HSv%TW1 zW!9-pXsH~w5{gqAb-2W@+Jj1{dRql$|6;+W0S)2)Ck`YuiZu&$&ni--wfNrbd37A#qzXY01ib7H&*3 z-8YVErUB#5t2674c#gOx(Q!n+xXuJHHc=PxN3V9PVr*k*4Y{CLsn=9%Z04-Wh)t`J zW-g%z7jgq}Q6=8p2mbC8UzkFQd;jSBH)7`Na@G4~&-`}eVi?PFdcE;!!Z!Tn8(GHK zd#rXcq`%C%=Lm?@j4C)$R1yi?b=}h@>ctyjilZ(g>|uS(d%!VF6t^OwN4gZ(2;QK5 zYcpb+!UjoWHcPW}=@Rh^LH2+9D5+Teh^5F(chF76Y{<$zy4=YVM-|H5^Jpn4wl8 zOT=l?X%#;MA-DI~^QYN{laTmmH26_pce{Si+(4X3R*yK1)pK}Rt)pDNvdq$*$8Ki{ za8;@?-|;O!>YP*UhEtiD_h^ku?eE7Y?AP^UM~U(AQ`%wG=6xbU)jWOSPp$5DHH&ry zt+qFZYV8Nmr%99FM_1R=Pvr2hX{$-#FlEq=(A;FqC2NOgO&%(KTmB+3Y5c&!kJn*B zLWAk9Hw7q#@l(E$f!OVGkZMsli;`$8ez&?_1JAi$k>G6fz=42T&kNKaTzPjUbkjQ! zB{54vBIE|Af5@U>IBd7@v3N3jNAT4tqsezDm7P>*0Q70{AF|jZ_W9d@TEG$dMz$!A zn_W5hjA7U+qem>@COK@_`E|@FUVkstCp)cEl*1aw zQwhU~==~5WgPiF7UI!LMUODdvNW!oMF9SBka+l9ZJj`9AWzxF7?9po*7FucIJ50IZ z33=Vv2;#E(;m|6|h4*3RY#0Vi)?LnTTF;g{?7@+ggG$iP@+p6a5yVlppj2l=f`Nt{ zLqG*{aLe@pHPP{x_~Eu-=ssW1W7l~AcJIT(gJ!|gzn4DjpoamIx2p`eRqvg6cE9Cu z9cO4CcHqSw*ctiT?YwSn@+7SPgK~ah-<%GKsUPytHE}%{!LU9Id6g3!uP$6fZ(mz@ znLVlBS=(E9XTSiXTo+&73`~4b*lI{lXMHvVH&1xh>J$ja~foK z`{33(X)D=Zn~Ey&b`+$E?V=?n|L8pq?y z!Ig2w(c31Q&@V<=CXd0yOEF2(0MtdPbyR&f=`SQbM9@h;xR&Ql=?@lI=cM}(*e>sWS9bybf?xHzQ>C2bx{&-ftt;^v*<=)H(t=mf|qvsPzcj=zwO%=Y&yhPZ#l{>G+cSr%JFpsl`#naV@uG zIT`<2f!MW2%CuwsTg4})QXCpS&pJbEck@o;T1ANz@nCh^!Df@7aks$x$yVX}CkCGy zx3y0hqQ|znC#%BCzn+R=n*^6n_;(I|GioN+PZ=9GL%L!?{x^me>te4tLG7(N^PvIkz{!mOvNeFBHIgqS0% zFX$I9sS80~kI&0#ZO~|qBdILuJp20Hsq#u}2`3VU6)()LT`$|VT6mbkQHKF}idL~a zWs^LIfqktp;1>Q#;^iaEoxV2U*l$h_GR&(AYnmL*uZQ;kEd3cOS1j&cI-}(0y579m zGR6_viy;c!t?j;P?x4(EY1tzy_mf&mXcX?*6k3?%6S-YA5NxpoyF&Z$4 z^&y&aiO6|pjkN*&wVg+gV&CAzSQ4gLUixc;E=ccHhm*ilV$NS(JGH94VO2o`Rv>O? zW*8N)De_@4N@oup?19HELg!FeKbFn~W7wg?!!y-H7to$wUpVN%w#(1I|0#@L8pWQu z0q4Gp9Y25m%!j@}HUjR~&S6vdD{JTO$NhQI4L?{)iyzDZtf030i3MvEMrjKMo-DzJ z{LXK?js?$SMg`ELHJECVAQ9x~T=BO1@xF6=|9EkATlhoZd37znKcnK!4@XC zr6vnV>KN*@Xwz(I*F-slTYuc4fd)?5OVPb*Y27ChQW_W3EOE1ETbkDhC|TAwtkE5Z zoEsjC^&n})X7n69E2kf=F=4IO!=P7mxmRLgY^Z$h6b z1^xHvI(`o2ocqp=uiv#3ZTz=XBKZ+z=W+&indO|X`E3UIA3%LJduOJ$XGeCu+jP=F zgOREHXKbw?2+`CASKy^4`(v*&bX%iCNN8hrNZ5aKcNn_=@mY=KAo;@-O2KqJzfdde zWBm-|1_`dM$X{3GR7WbpCL?7-t*Y^2M?-DtF6H_yMhs^WRmg;Ug@#)y8X5uNLaYh! zsn?DT(nO8O4S6Sku=`uf);waC z!!#4}!*V1Vv%=1lS{Z>lD-eMI0Bpm$V~ppF4A8lxiqmGp+E) zmc|g;v_sNlizXz3hl7ZhJ5<8sPg@0cUu^uzWEEDB}O{b?NjQ z2(7nfK2N`xKLn83$QY+zy{tO!<}h6^kAsU|q+AZYFX#yX=WX;jOeYX+-2D5mjXKR? zF!39YukG5Cec_PjzRe1Hcp8A^g>{@1!F;~mP^ftw*0@AoM@;as9sxe*C6Z>raCJmo*T`7wY#Ugon#I&kj4Q2?FHIJ+9(yJl-+Or-yW;2~SC z!KOVHe>wAtj1{zhZ9+*|4%?nUoGEtsxzKxQNWB-cJUHBNIV}P`+*tF&@j4gzeZDm* z)cS1Q6sHZ!6Z9=wv@`PCdxXC78DD<6dz7NqJYt2us+}+U)d>jHn;rlBbXs2O>1^9p zIm#PYx^}+WdVbLz#tr8*8|O$1CR@B-}8XBpO?hg#p>pik@FQghfMC+UiN`hzXx7Vcy+ zud0iT0gvwtHXb80I`3(NpleYHjvM?f*-33?$NQIh0%IlJeKSnzZbh8C_q^T?G^5HA)f`qY5W2n-T0{E$vEUej%`y57Daj{O zc#b{4HiLBcbA`NdllMNm^&^r4ahvGD0+Z9ZD8Ld+CH3EM1YEY_4>fkAkqT6!o+rNZ zmjOxPGlDAHPRJ9vmh=aEdM-dZZf?^5HqOEXY*`N(c`%r@`yw0u!MTA-Y=?$8lwHOd z=>#aW`t=m0+J7ITwo2D{W!st?H(-Tz!-*$3)>}$hODeh^Uwmxu8nLz0N52@;B9*|S z#)!q`R9AOFrDpa}uOYm2K%C;5JJ&elU}se?PfhySh(f)Y9(&-bU+QRugl`{zhgWgC z6*gh@1%(r^K<2(|<0`V)(!ft>Hf)Ge3fzN zO}K7weC>*BvJ1-^HJ!OgH2ZmoDDcggL}A2?atH^N5F8c` zr|@99a^Bb}8o3ZoBteVPLhht+s$X$_8w#?5`=Qq;;7LI$BNVdCZ-*z8zznf9}~uhOB~z>Hu;dB5zC-M!Bm&fC6&)=b`QU`apm4C z2La>Nq$<315_9Rm@``M_*WB?D81?ONIOe{M1RRy!3Qezw-RRQ44gmliG~uXRF2Y#% z-UlPDKbginqI$UM2RcfOGL{WIoPyNp=D>8C;-wn34SA}g<~kj?Qi5a}H2VfcH2k7i zRSe|ekHB5f+H=9m%KeUs=uLT|;i9_#g8tryNLS<8Q??-Z{zi{R|Cu*4_d`D9narK%?mc_X*&*!9efnT%s4wqvGwjE!g|Eh_}1<@DlS12iG{%G=_{i9X(W!}0asoPA#l zo{yKzWV7}4KWSbg=DggAfwcA8+;KkJ&GP_WwepSdir|k9s~cv=oimT7g>HsEyGDlR zgX`^O9>eQ?FQc4*1OUNh=PC1K0|72BuKmj~pCc!W^?B!^q*wd1Rd&AnA(XcLn-(~c zTinqe52d;FF*dKLcvK%PSA5TlpSCKWeGf#$Z;yTMk;BT|jE~c@UiYV2ICTBqZaXoU zHJq7V;o%d0@8(zUW;{0eLW|~PvMfwFdIddl&c-&aVu- z6BeynRz!XjYdYX}%;UV%by!S(wtZaJqnSGyZZPmF9^@b5YZ1{M74jJ=B+cM17Mb|( z2?3)sV=EWuW$RaO+oT1RN5=Ez(6TrSt%nxaNnL(!w`ga2&4eMjK1>ly-zG)He z-t&r_T?G(cNq$V)f&&ph>i>HI#G%14N~mTz`w*xqHXq*9{2Ou_emvE0nZHYfdZM;7 zO#ldPQ`!PRP><&_S0|nXJZHD(O^QJ9OAr(s@FSq#pIeh{hK_!gEAel0H}Iv-TKO09 z1hf$0FQV};Ls%10dJz-_I}D!yz|agfxUXn9GoU1qJ6>^Vy)fl!LnH2sIW}rcz+#0l zSqpLQHk;5OPjk;%=Gc#*69dOG;yVPWpH8LX94im&hsIoiH$6%$w$I5vaY*NzE#3Hi z^vGLYQ_Bzi{O`+SK-`Pi1^sT-hPf26aVevSO6Egc%buIx4o79&ekz+KTF^$4Y#%89 zEUqdrOf|80;s?tG(BB-p(*;`$B=uu*M0(UFh4z{?4@}M+2Z~H1CrnAAVowrkbUwjKM=czxzjyqhoc4@rFp4hr_2z; zhl^hH@ahr%e)8K8TGR3eCqM}$&Eq!pfaH7y2mLW1T^#cG_0B5;Y9TL)Pin07pWH=N zjf*ul)f4$eCqp&4gmO`g2y;xhf2m%w0U&z=pU@Q8hyfXNgf{bHbuQN@Pt~P%K3jIt zme~S0tr%C=$TyezL-$CxX0w1=nL_CUmwIRSm%}6xnxB`WUuQ0y4eYN5Xx;Cv@M%@v zG8_JIoo^Js_V2hCU!|bQT$mC6P99>L(qaNoZ__GQQm)wDZ87;$k-GdaNP__c z6manJYZvS&1)2OPDrSFTB$r~n+afqVq^2@xxC)Ybf6UFXXnTCLQsZT*=H*|Yu0UPr zpFs?bZ;1NP#w^Pn>G$|`|GyJ6YiA%RpmTIcYwc@=JbQWG*ZW47lm7(;C+8<|VqfoT zsWw#lp?A6><$ncu49kQJ!SYiz|HScR1lX5#EA)2_Tiz_jxeZPqK0XSrHdMwacKi)L z&x)=eF{OD{w12?4;kTL*J?(ihYvlJRcD?i>{#*F(e@J)rMayj4(OP8f`~mWd^9cVe z)wTJsDb4wt*O0u(bT{#v9bS>Uuf>D)N()C{IDc+L)RSiUd|?t3nLY?L#;y9falpN~tk0*((2&Z8gsT|11bb1oA} zvmD5x3#I6i|J&6x;^%e<7)F$ z`&Yl`IgQ0)g_ot8WHJ$_>LV2`f4A-0*B8a_ssuZZ%&oLvA5pu1JRWTiX7}9Uv$7wY z_VIZvPj-EHY^`K#psJj9>}6%AeOjIgQz)db%_;vhaAYH5Rv(n6q8@A1r`hngG_yw* z)ij4iKuC6DAjY>6K=|?|&rnKvyIIS){|3nDD;lOEx0}fNzC6b^uZZsBFnLslu6kQz z9qPLLE&cDF@h3<`O5)^U!p97d94p&9^)+4*d17W1Gdv#go=wX$JV)ffh+joqkirw!aSlA-kbb%8HF@4O z-c`3giXu%12mWsHgac$u0QypuYI!^{LHIm)WC7|7(vuva27jcHyHG&EbJVj!)fD2I zrjM@HiEU$CJaDerhLRSd<+-q4;epDva^f4faTrSM=KU`%2vh(WrHg|=iJ5xfPk~vN`3eo+6`x3)lZJYd{y)LT@KhH1zn&K6GeSP69(^m!y2rF zngGf$gG1FNjoENofGI(!2}6k`x>*$IA8PB?&%TX5Y!m38&k#H=R{E?Dz0*Gwsx)$w zUUM44$TR+^kLLR@^)-!2@kLI_U(e8-U1Qx)CHo>d)>VzTHv_BI?pvtYO}F>YSAX*} zr2A6XW&sFFrw(aWWJvfvEhZlEW)^oU0lLAk&>|u<>w27h(Dv9NXmfP`M|Q;%x1&>= z)95Dt`DQ2j= zp~r;85$&vn1!NFV*{-?LSA*1!FU-Gf_v={qL|dEAaDM7XWm~;WNEjk{G6&#+mS z0BWK;b75p-wxl4nA(Z$fw<3jgBk8+tb(`BPX~%6gr;zC(cb(mTh@$7s6S^p%uD*WR zW!7MQef{zA@$m3aOiZknrYrfC-qn8$cLeWf(@8fDDaRXE*?13R*cfAPI9fWNuX=t+ zUGZP>k4>#wZS~c7eg4f&-)CUDs(o!vKUn+9x#}P_UGlSDFX{7c=BW6?{T;KH&)EKl zCP@02V0KEPdg8!9b#Cl?oNvXMO%JrIZX8?5-&z&`o#m~vD+wjKr4a*U zq*jqd-BD4OO?J*V>ny*YWdrq@T&B%Amw!|@*2hp+dCt!~1SI|ZoC*Wqb*VN_ioDS+ zdsF;f$MaNCWnM(I{XDh8W;wHYCg}|+B2>TFkb=5AiQUSp<>_uD+357F7T>Q&JHu;1 z+pgK`i*w!FG$G1fv-bzqc#yn;JvE>5c!Zg)65DGld8{D!?$m>zQz48KwF*hJm{D~q z_YgK*$zHPc4DJXkqVTWPyBtFNn=|fIb0HwOTK#w8YJEe(+=L*2dYG;>%kL>2rB7i9 zINZUdm=cUWSlTOp3=1djnHow}F)q`^VC?(>n<`b81aK+m6#SrLOx*8zeN?jB`G#fM z9t}`uvmxBfABq+RqN4M$3yIJHfbH?fQ8f|6FJQ#{`hyfeYw&851~EDyG%d;%dzjc> z#x_zv**keW{WVu%1lC`(l$->|G6pn@niO_bm+(9Q3YMCj@{T%5es0{MKM#V-Mcllv`@}*>#>l2gK zlrRlBi?m8`0h&QHFDQ1Oc<3@8Ocp(TS)E7?rwd~l$Sc=Y6NF90(RoiY$wk2c;JXcx zsYukRfL?HxrW67K1weXJGn49x9P!ie@o<8AzW^tNN|e;<177J$LSYyTz+y^qKu!i* zDA*;iaB{FBHlf5U&Ig9~?a7Q|b;p$zU7@TK6EW9?PjL;iwtRO5ICvxB1%anQvSfndM*1BRb+(`HDgJkPC8o97%o;B99XjhyUBtHC7i>$urkzH1 zs#BfvP!xf%jTN#$)Ip#K(*{Jyv}Oxr+qGTV{ql#t%uBJ0o`%I^{pX}|eA&g+VE14z6u6ILn26CqRO_OUifmRsnoA%yQBLx=8oHnv8Tg5`qUIE+^O+Z$LXOJ zPGS8IK`WShgf=siGgmA%qj#V0Vo;DI);*`|9=^=SYnDf5T*-R?!{ zD<33K$W+9a6|@ZCP8!|hh!LB2{_MDCiG6d{vw^%|&&Py!Ew991gj8la-K9CH7@b?M zx+BLLGr4|gpj^5!`%OUqtIk4im(4W=-6Y5 zK-&B^*TS;d4A~`;|`E-)IaZYH0L64Wzvvz80`uS#EU_oaLKph~;L@>%0v6 zvtYhl)x2@g;Whhy?2Fl-9-McES@L?9Vy4h={P>>r>E*v&V(l8&0iksG5efIQMRNEL zXI;wTE&Gkz9XA`%ZQFP@6@3y<>z-X+Pp4LH;y(sPi?lO;&ZNXzBoA6(AO7yVyuZKq z!lY^4`&awAbw}xHt+&GGUgrA1G=q24oFViNa^I$s+@6+OD}^b(<)CL)ApcLstLM|& z-1aWjTJ+h9tEeC9T7%kZISTP9Bk!2&fLy-{xN^8)Qz##+DI0x%L??rJPW(SxrktMW zvqBkTfN(^0bdov@u8yz;3U7ENyaGT&<=!i@;f|}k;E9nphuOX?fQwWdD0Poph}yCn zvq?>dq7VSM;uYtHGWc<^afnGPUNv=daU(={jnw2C@7e8Kd)sdtap0wghur>E2x>OD_`nLt_!{z zt`~SU&Xp-EB9(=s22f`>b+V!pv|q4aJv~+i0D#A9beho6CJe;JJ&bXHnC{spzp-yNya=@v7y?9M7j@02ONdpp0(NJiyWV>uGL8AO{ zBg$-1Br3%NHnz9pAS^Uh^iMe=GzkyX31$GWno+Pwo4`ON`^2qBRv0Yu5o2ZS<3Bo8 z;)paA$@aVgmkfD62MMTtQBiSWCZ4B&Bb0gjGcJBK2{I46aZ`*#g;Y}CFF&GV>K0kQ|jbJdQUw& z{qWoK)tlS;sy0g%wPB?jiJSiTwrHD$CnV6-z@VkghAj6N+4%HU{Zs!fU*@)$#>5^9 z2H^gJsPn{8~Xw!My&yyL-29#hLB#ODUlYU`+OPV?|bt7@bbObT`B#J>>HS?gka6tnBhtgXWd} zx&7*;g6Rt}D-t7*fq7ZcSaIPpep0}VzowsfXaLv82wH0%T4r<*U0PM0tEco*8=PNIqo0*uIMh@zO64k4FTt7{$&_22ySGGMrg}G6uQ%)&)U+s%8 z^8XOe9DAix|8bQ4bJ2HmD=h-s)n@bUEM64@kNxDg4@0Y>)h4FL#{j-pv@9N1B80B%kGt_0RBbs+S-XcmP*rBCB&A( zDXdCma3~$i1))%pBNihi2u#Rt42O0r(PZ$T)4+i#tPzXcN~nyQWC(3$##pD}mtAgM zE?~miR}QJl(?o#W)NX71lo^&X?s+M;U%2UI@x8O0vPj_%|{sQmgA>h^B%JHKUcN1w|ZM{1l32OQM&_0y(2nI2~nGWuf4Y1Wwq ztTg;v=nw2^c4Bu;3R&LZ20Z&249Mg{pmg43erQ6TwETUA>9<;->8<^WZH z6GJoNyBRRM+~h$3RYPi&4hI*o85$zRN@7R_g^&z&W_%1uBC*$LxP&jYnCr0{*`KXs z`V0x5+j*`39+`JszFfb5bs|a_CRsgQs=2T7GBj-^oPjq*{u>wArka{?eMs-QhZtLW*h|a9;2s``$dypVumcb zA&17r5+{~XVwgOZ;ykk-dxuST{({1i5C9(v-6=|6JN~FlYJD- zJ)70Bb%tZP9Fp03@1^p=rKD0~2h+>#(6Fs;owLeg)2TY;Hjpk`5fzc47K4h|zx93N zCYX_c0L$#k3F-9v@m zy)4P=;{jS|B7-8C}+piqWz+?__9j3UB}6BBEa}%>5hdEl}^d zS+h>WaDOFeP;=B3*@i0eYRL9*FXhr;wv^zI<|F{|=}bXTY4OVzomI=s z+U>}N(g`%&AHztkyDap3DzEOi9hORWl?4CL&(dSH)p4EeF44kbH$T%q)8C*VYk@#Y zLBxN`Q&{asj4`SC!V8cIHM|Ijf{Hd8&+09@VDrZ=(hY1$0bp&!2IPD$*k@s!x(vb~ zfaemRSr&gZYTNJ`Ku`n7Eh)CX?aZ)XcR3}9&~u4uWjW!c$l%?wZ|SNEVgb4llC*fJ zyh5;$42?hwJUniG`;cI00yE3W05*4gp`)B6A|i1by-s7~E|N^~X4)awN*C-->~386 z59B<~H%x+Gwt|&_1~aCBAc{=cq%J9%`G@OKAY5ojFacEG@Ct>Y004)$6j#nEsR_h4 z{Xz?=8`$=*O8*kRQ1G*!#7CrZB%*{uIqFQaDprY6Y!}3DJJ&pub|i4`!qtDz+=xYyzKj@yFP(y{HQHmY#eP4-d9#; zV=Dt;>T7=zZD$@4yh>DLVE_m=Dk1msxX`w*M>w2JA)+8KgMPgr!N^U1qG4G|(Dzn0 z*~oco7}B_ndi?WlazOp?Q-^0$qnlT5#Rp3(#X^l!bS(W2K7MX)K3%zV7tXn#K5H!m zz7A?`r${Q{Kg!c)$kHyeq06ei2_PaWIlC|TiS_TU&13fC-B{z{f{0?|&02nX$Hk#YmDl6Y>fN0- zRWfF}$HQ?~Hny9&xA#LoC6ebnzX@Es7r$37)Z(nGrz!J{&fUH1-V|$FbbaW%KK9r| z|3q~yE*@XFVEWF6mL?Ndaw6`XTjQn{#{hLz{zmQYnD@b*o8N=gyW=I&8{fV>bY&F? zE5#A5b0Amcip|uAx%U|^`f&XwYb@~6^UaLk{fysR(pRg?*JADUc1=zL(6{LsqLeMR zNGKE(do%sm(fWi(DyZ!^{MB%L{%&Qza*p5r99~HCo?WdTC1!XumKzTQZVriH0H_Wo zm=Md*y)T9fR9U5_ekG9%_l(qMws^~nR{1$xRX&xtB!j-@%`2N0lxXA&CkNug&4E8H zhpNRx(4YY(lC>?pyF?<*DEj%%QL%X}&|=)`*VL3wyYA|6G*A!~JTxR2R%Ynmv?LwG z;6w>Dojtix1%VJ$>Ov)n{S_wdq5AnOXmGyoO}JM2XlTnpos6qezans$vAs)>2p@6* z1i3ghcxJGqMlu&i01&QBMalUQFkZk%dOkc2op8x;NeFC8W-4nQCx;6F3H4Zu6v_WP zJ{nh*zB-A!K@rB1Ih<7|J@c8NqBgk4A#m|9RP$| zJ9_%Sav^7T3d;$Oz%^CuPCdVO)(U=mLo>H~!~5IX9}WsfnEe|Vd&4usRsK!00+(T; zPN$NeE?f{_!ZuQpmXKRpP8gm0UJBI9FNwyO9(dBr-)EMTWhcRCnu@xIkw#)EOd&rY zfecXiK)Usq27f`0{d|xaT0IZ?+YMbXVSy%c*uiVLu+x9alu9_M7|^^uVu;i)ltKje z1{L7*Rt42LRRJ2@qA;fCPk&0>*|3IoZ)2*)_4DcZs?qb@)<9Yn0`*Hj8JLwEJSzuR zrAT(rr(%sG;)4&_KCP`?j0jWTkp&h{u9*2uB`tH2Ca61Ht_Z3d`uA3XtGbT0Pho=3liW3{DM(@+!X!VZ#Oj`Co*>0j(GzmG|SM?Wd*J z)aH<#Y9OKbU6!~}t>c7tyO&#`*70%!HJD#HUJ{#7+Qf`FhZ=MjZ*gl;p=X1I<8HKbCl`uiqNhmd z(D&SCzv1eTnsz07U>k1;(8&VIPxRZI-)#M!*+8kL1h2f{WJ7aF`61X(tJ-V#W3jHm^;+-#s{Lur@65i22s}zJAouJ} z;-9w8QZETG7ORkHOQrdw7E>ab#HKEGn_h#>+}t9^S~fk2>&sRV-Nes&rAR91TXzhI z&!CZaS6`7Xa|A?Z#uAfjyQ5xaFlOz-_ELSaVwP`ls|6p8CmcEpWL=-cN&FbGAM*F! zMEy78w1^T;`g*J>)mr9gz_A)Q#{#C`=u}~{sSF@X7LM$4e@ICI+`xH9IipmF9gX%QdTqe|q9Fi8~SqDTNSB?(`~-;XHLwQ3T8 zPX3Jyc#yJfaAm%2OemOKnh*eBjbkIf@AD1smxB+MB8pI1W1y#Xm;lC!QOFdCCF%on zF9aKgWk$gz166pKd%;ISTfC%!PWDTGfA~If@4X|naYW&H4tXddO+^h}&?yrtc}8`% zU;PD90D~B3m}7%Ih|vbi1GO;$s%Q#1pMMj(L7;_T9qX*@B`F6gA8#9u#VVD=-oAGq zmK+9di&0_I4y&ivM(v*-HA2i^wzRVQkK<}gy#a=DXCn=&^kf%1=NR5LSA0_It1!AdQEps0??3j;Z)yXfwTwF2aK5#< zGc~i`)!^O6NdJOOc6iNv0v$Kc))l) z)vEvZ0swe=g-9RiJA54P^V2;$PJg)^``srd8@O-fMxC7;H#`k>EH}6q*Lm&6B}IL# z9mxHxG-NS3uT)*z=I17Ez1Q~FY4v%jZ`Cy+H}F4dlx^+5sAE-?X?k>lY@>(lns+-; zyD(k$zVC3t?|P60n*_?-B*ryo-pWm>=rzptMU3U zb*XQa+xiJ>-I^^TL&0aeJ?zfySoeA@KD*;D^_W1tyGn-dSvalVA^qyj->Tz>s=ffO zJ?c3eKrXEUoIRVpp}wwutF9Sk@gvu$uE=8J72fLgiN>+}RAFC3$lnRp(Wc7%EZT^O z6~kdt$Inv@0252Iv$-f2E-j8jnVwD@k}Ca)c4K_*j-t=H>+_1H z9Pwif=E`(`G@G{)ndysw0Q#4;7UbI{fI=<~4UjzE?xoT{ODBtO2x1Hbs3lmx_zM^A-{R$EAdD4)-h!W7#TGx(4y3R!mBu@5G(myL18v1D+)SAWpm{6+*7chEtLVF+%_J@*A3;L62=x?|3m}wp;``T*&lO$3bu9$L3P-M9 z->UMbQeBkQ-=B+LBbf&|HDbBqhikSc?HAGm_~9E#EL)=w`|P#J7}?}FQG}$$kIR| zz#NmjqH^6-6oLXcl79{N0GCi&Vueb^1;F9ZP`?Z=foTow1cn&A6hCsnJ>$bf>p=T5^nbHQCJ6A*0j+B_~zg#cUQT)e&aAkj6dDWP!5 z69a7T-NR3>q%Fp1Y}X^gN}(Sk!kXjw_bZ<(7XR}-=r~L+pq9JUySW*$BqWWLj%%x+ zw+W|^d=`da#t=)hU7@HFY3%;cWrS`})J~O9R!`7N=br5oV?c>IJl6)YtGsUTv@`rp zC@f4qJ)ey4n3et`#+hftS@a?iYu)#Gv{c~bDwD#`Wg@=(Wh5-a~c#DH_WM(9<1=4E^#ahTj((Zu{j z_+fCSo~K=h)nj6E#^WvJikjQws@;BeN|{38g5Eh&D-EI>j)2qs%%;7$Nb4;6yQ>KAwHK>R z#}luV){&O4fwIJwQuabgakAHmUYN3qiP<)DO^5l%Pv_CTTS>)@m&bF0EA93Y?e)KZ zC?P(uZ5+^MA5bsx-!{`8P|Q6G+CA0=M*sWs_5$ zEi%M4?bU40;(nxgHa#hp%=P=vzu#xrExN@`06Xoyf7R`=oYw2h zeOB(NLdDbZYO|GP8Pe>s89|#mmGWw%?;6i;NmTIiA~Z%F-K2-luyRJWSJ4pMTWi(p zaX?a$5FT{#3l^c=Y={Ji-DGZUYyGWng`FE-YH=DhRrvX}=_+nVnLoC4^$jz7_poZFt!4k+`@LOfw$&A_%#1QGq@aOCrnt(@Jsz;@Nhi>aFQ!h! zkJp5e7L|t2Ehcip75}a8Z$EzkfWqv|%#~W(HZr9;L?8d72jAk<8qzBLQL@^miMXMJvZ!qjcn}A-L#L9zoCFynA!RTi6JwUHs#0N{ zh0&@BgTXqq*G?NnRT3}}7wp7DH5(nk~r@&5m z(X5CI@Sk5IBgpE-r|piTL{5)}sr#q4e51Ro%*E@7%kM&6D#cq%Oo{T>-wo@X_VEE9 zY8?py2P-x77d~dg{ac^ve-~(~fj@-IsB!c>A?=?AdiPh$XSJ&jLzvId%o+>yKhMv^ z5r4OB-S2NSH*+IJ@*q2gH9aaiExnJbEQMsI4Cb1za2joOdh-&8E>OvxHV3d+d*+L) z$E+&;J0YG`C6F4lh8{?%@WHmj~SHIX@+ zuT~HUDz#=x93fr^7je7xIWE4gZ`@i>8dqAn`*uGx{UOr5$pdxUdm`MtO%FN7%4Rvc z?ceY7(TDRl6r#ng4B2DZ-e&{6M)N;Ccmc%Uejgp>*P9zQ+5er^Hu6EbJ;ag||0l{A zhC+b=r__nz$QxF!G%M$G>uQJdqbl#?qeHLW!X#~4!6~s`f`G?Rmyq6I!}kb?2f%9 z=RwcuAwyyj(vaAjapsQ8%jRv@c!x8sfA?bfp(;7V)8zn!7E?7I z?<>_f2jy_2>9SxF0BFJbz`QEO%daew?cf8TST};7QK=Fg@>!fsVWzu$wa0TpFHwpm zCcX(9^&lxGby#?M6-6tBHcFQ$z1-8uI9AA|x{0M_iP{^7)tCSXvcN9L=?osn6bWt# zYer#_kc=Uo%TTNpV#7m@-(=AuVG&a1V19XD&Hp5#El(3IlMf!&xgEx`GP$D60|V%q z=ZU1Hlq}!zp(ki=m5>`3m%e^qALL10mvT)rSjt_e9!8vPMaG=UE)8IzH?~k(w2eqk zSNvRO_wVKJ7H0vQza+ezF~E6p`?4~vkGoVo^6m(>ixOe!7HMnZ)8 zU}-M#Msugoo`5dv_{fbdTpE0<=?1|q;lmG6ZbwxE>C+bnxMJW1f>n$lLOs)^xxR`D6%`gp=cFsYd{p zM>1%%p}WKPusDj+c7^*5&-;Ddnf%ayjV=wOZ1ut@gix*|J|LJ&L$#3mjH+%DK~+I4 zC+*K(&S>1Pj--Mh@Qq0Hez_7BGu&<5Kkm*NcE_Fl|K77(w6g?}QBquqW-pc+e?e(3 z`gH!mc=B3m47D(&@^cIM^k6t54*=lSgIT%8Qk83^d?t5I7Hsjew>+3JT6*4^9U+um zZTz$mnEkNT{`jITFyB?!rdUINT~e-U3u$#eAgAb9pQX%t#k;@X`1EDy=KKQt?5coRjLV zYi{L{`L)pra(diZbo~wGTdyH0N;l$#Z#bSw!xKwrKh&>~XTimu9>5Yd_1c@cD(4bUm!o)(7iBA4N2rf-k3K}oL<+}FYk zOYSY0MhH$5I>~rnv7bB+gt4kScb^6KIRHts-4@1X#U{PB?XC}xjOsql(|vKLSQgaJ z%nE|?F@FVja2r`yBn>^m<=+=^W&Zx~LP)XmHRJnYm;xUMAfPjne$k(} zR_P@1VjqN-6xkw?Aw?E*%s6fF(PBkkTZ-)+yb={@Pw<}PN%^ZQF7+Kh2v>ugh_G2j zU1A4A_wz@*ubiweR_oz7cm)i=A8-5&1t)%Vx15!AlK=M{dz00rc*zZ797Svy-H0eV2E;#+CyjpmKkej%<%IsXI*I*Ys{ zm&o$ZI~eh&ef|=($W2yx9?6g}50j<+FenO4Qk4kE5}u$T!5-`y0xr?TfDLa>{Gbzf z$d)%5$FpXYtcSN_LZPyVA``Z+A+bx$adG)%BzsIk@6QbE2TL5r-^inz_e6VO=~Z&I4@(c9AO zi}RAxeh(iZ8UP63Dh`j>Z~mDy!d?pIzBOB)s@AZa!#oyULGbqSRc`D4JljwfznShr ze~4<&b@Sa=&0Z3YVcpQqa?Eqcv5GtP@WQyh!ne-g@HuVGe(qG8IjJQ5?q|)rt!uS? zKpYns%SqDv^?QZL)sn+GUf_N2Ra6rHFOavL?lX!px#u9C$O1MmJu2BJt=>xEqaFBd zQ-6CD{owRn+rHq_)#)oK`uM~&J?nuhjy=)m-^>QyD>%`;=0&afmtICUonuEH8<=iO zw5ts7q9aRL%pw+9TMLoyDT(caCimIJ)^fY)e+@_va~?lCiI@?y>xT#ABPj)s1vFf* zIu+)Trp2*?h3iAw=UMT`!|9P(B*sSSOv;NhBl(*2TVD5= z**A})wm|ZQx3Xz|F@rwiUm7k;NMY@{igt;N zz2y;duqwjVbi^JJ^oKw>1l}_mjN|EcaEDBM#QIQHE(2^@ucDNb$ZJNgx)&0^Ii)6i z-cchP9T0g-WF)lP`M@W975{bJ6=#$RcqnqC_mbz7I+JQOIX|(}E!<{S~>H zU78p$AZurl6Age6?QO5rP0`-lOnOE-?5=XDVeF_OM@EE$lKFU@d=MB50_+SWmZnnx zhVXl>iPxf`L&ngdYZSq6b$2&%)WLw8*P);$6*a_g2syea7k-g+J7!j3sf?fvQ+~U= zB2%6xIv~#c-QpUvkw*N*XnhmAe*`LI4`TsoFh>xDB+tFLrx$kbn*5R z67pwaM09eo-uU{czs$74y$L{_H3*gg_ju@v`n19+{sc0DY_tx#$;%s49r8Km$69>t zB#TM=3kRjVLJ$+Xcj79UtJyUH*b;{y(%pR7@D$Y1a&~jbcc%Rv{y2jJ3IOT|iZ2-U zG{+fEO!VZW3ks}gGPv;~$nFRcL6BnHkl=ZeHC$rVdL=b9w4ffo$ON=ie`mTZf97ml zsooFzoySYj+rdbLJA>F48E91f-6vB`%HR=`3S+v-6X_?8p!bAY)z$IZ8(l@fd zBrAbn5Ec}|SZXM>5pMFq4FzSK?^lEB4fSuvC6% z@@*Fb5F5&J@_t9d0~=REahoAFw6#-#(chbE9kbejnTSv-!birP4ZZ#>>+fm182wPP zGryqI-qTmxhnaXiOr-TP^BW1(gV%h`A+q%Akap?5UqeLvB+Tw%O_6r8o?d+E$yd*h zEX!tCv9Z zZkYM$@GFv{q^7F3Ui_gnR_Yay^7(+4^L^Q6RD-1ATc?u7PmVg3`{@lA&4%{Y1MG|U zA-3&@+LT!bcPd>R9Y%3*NTP6$ z7*`8DUoKN{;eFuHOyWKy_XqI9LR|HYA#%Xns)7hMa|<06<`sjy zHRfHT+A`fLIy8lF>yQ1{cj5LZ3Kk83&NpOCa{j3t_S7iZDA7w4K|l+~ff#+YgHQ|; z7*tX@zf*P@Q2Cq3Wtg}`RK->-_L2v~K|s%%Z$yY->hTac%`^a` z8nSQ?q6%k=KxpdceoiaeZGmFvhk^iPTzF0JA`LQ_2Nm8oZ_cPH%u$vTR$L(2EzJ%S zh3mm&bZAR&Jw~%It`uR2W>r9hsvyG@L+qI(5lW(@dXYJX#2RLNgE;`95Hv&=wFq_J zdXi0@8(dAUQ*{aea6vublg=$ui9KdTIP0Zr;1kV%GiTN(CiE06B4+yP_s6k? zY1cuS-UQ9cb==5zNckj6*|*B=dga>Sc`tuy8*7N9*KJg<(({(I-JuT&rfcf$EUj06 z6j?<$kz=u<0W#WM|5sSr;XV@V*E9T6R?tRvv?iFoe_X%sR4R89+m~$G;Q0hybe$t{ zwpW!Iy!g?|h-;G|?T^pr8oLNo@+27K*87T=3Mokr8HQjh*;wfMDegX|$UyDw-< zNj5-y_SLDDeop+yr^~n~D?_KQT2JBI+ZNfkm-X4UhpVfTTKX<~^3}_as;kB$4kON5 z+*=qE{qC$pdHEkwyhuY`*%*VUXfk=6Z64Rt-3X32-)HDE)#uc@AAM61b(sDqHG!F+ zF1UPGe*Co2j?6nUtac?;1f3zEz#r{y-WtbQ=r+w!Ny9xSa-Nrizp_K)zI<_h=-I?E zbU6Af>vzXnZDs6Ns5Q3X1jT(U#VSYE0!TE*`_m>B;YQxZE;ThDZ%m8zx%NoWWh?t# z#{2m^hZOtS_dTXJ9;+#M7=B1&laAvPF*rEb(VZjTKTk}kS8!Q-uD;%KNXmNOyrX-3 z?>m)cwO5wKo~cqC55Qsy0vDycfB>bVE;l8AM+B=y#)N;}gQU~EJ#M=%3ZJ{Uno z`d#qD(La2jKo>8x`y+>jVjC~#5U!KX%O9$Fw%;@{GD)<`#`jbBP->nDxn$tuR;cT$ zEVWlHny;wsjr!RSF&T5IJpwXzT)BVLm z4GYIy;YIp)3@rr%7M?1Y{)ReEK3x>ckq(X&Tm}T|-CLQ!LEw@HCg%REjsOKi>HO8# zNY6`tz5u~S2k^)id$c;y@6gSt?2Wxaw=WJmk#&g1syROt)ju|4vzJDTkbfM%KFZOcnS$ila;aiKN1&7G2jI4`*r1e4^8K2%B)X*8mn!)7t- zuAES>UYn<>&CylBb9e0KEICc6uO@qW0G6fllplvL>Rl3euR4I;L~LTrtjv6-&2TD^Uxk9nafiOz{Gw@e!#%7Oh>Qln;(EGDW!q*DlMEK$-*5{!huB?w zSYP(LO||oTUXjA7aN=ANONjsgdUZ;5S>Lmp6nh!(ovivD75&w{)%HF8L_6`VHR`5K zu>D`6`1Jv&_d4ck>!bf|VUgybQ>Ig+o%iSzr{`|HHvTNlW8HFevqdu-nY#}B`bq< zbJw-^My(eP0jwV4ufezULb3h+fy%}-706?-DR zt*$L6S&O=aSp%0{`Vnr5&b`gSX>7Ni!6nI>nzaP>JWZW+Oc~uFL)lB=_HC`NUl%Sz zsNab0!+OfAe%|b{bK2ImxGj0DbvzEN%6CTUA%|nPyV$ILb1 zy5iRTu9C7lwsr{~raL&O)6?hLUjn?xF7=sDMF-Wj*m$b|W}pd%>d%6)I9inT6$T$N zQ3XQ#AD~XC%eoUfD3UqqFobXH`!7sUEC-TFs!1EN7C#*O&|i-W{B;^?TofIodC7&JVQPc6;G&@Mr4j&z211M_0gf;k8Gj`@WtIb2nsGI5gg+Qe8Qzirhfv`v zghu@PKbp=eAj)oy!ZUQoFVfv5UD74pD%~B@-5{OPNH>TubaxIZ-3=o-bT?eLNa9#G*+UNhD z1wbBq@4Ix>d#DmJgMh=y_#Ik=GmQ9O;y5D~lOj_b5Fob?+5BSxu;a?hYLp^9WQEX} z^%xjqjPcsC1#2AmXcNh>Waf8}!U47(4q9;B#hGVqOlu`ghAh$QOfv*Q5|?YX@4*40 zOX+X}?^+;~qZ4TLsnQd@3PXuBRyPv_KW2K?( zOnnhbar10v2Mqa=xcLb91kU2P#`irg^Ta@73ltFwK#-6&qlWcy5d0vnd*)vsR>szn zq?gqsd1_y>Xfx`5gG~}5Bf9oJ32+n!M`_$db@VI62aEywxo+cF2|$f|@YmaoYHg1A zd0cDu5YB_gac9B=^`yiNSM!Vhz_(P*cF&Wq=^KyzBK7Duj4Dyae!m(7gjB^31RUH6 zD|4x_g9HK=Q2xoeT}fw$aI5d)#;ye&T?wi#L}qA&osfx2SvgH^aVQ^S;TUJi7SW;I z^XTqve=~6B3Rd#7Y9!LGja^jyg+(a7h^y7>ThqEVoO%+-g}HlLzh`+nsunYg52N5 z?YG@NK8aE5VZ6WZE#{9Om_On$W3^*B*DdY5J*X6uD{?)0eK#N4xVw2d!#A!HCqe{D<7Q*BQ2exD z{LbMnc;k?Q{AaFjf3^M{$=l-9qA2vUQOkqkW}CllRV}3NYCR$nJ)w3w4l<~4c%BQ7 z)xRti5oK)dcU{n?%w_5DXkE6^@(3$r_$Ol+o^J)R5E$W-807FvyHNx5Z3!?oCf`is zOGd8`2WKW{H$zN_kKPMDS#8-m@u5k+ysmyVGj7p*-Qjm!6{{C$a`rP_WvUFv8RAn0 z^ceWYKW{&Y-E4Svoh}I7`Rz}1n!wgx2$eIw{C!L)DP5Hq`g95)8g*?Ae>^602@$gM zayWA#G@Hj=*OoRDuu`BAV8gA+N0Bg|NvWG_BEtRX6yFD&U{pi}#OaxU_(sJM#19Bhk;e02I)>vikA3V5kPgj{lmJG`kpKXo^3`GQBwso4Wc$tLGq;8ywaUNiJOIIvVT$&n;3K-FDWns}8!FKZxJ`PKyJ3#Egxg7AK4Wb>XBoo0j6o><$ zgk~vnfB!F(?5J_t9Y_S=?9MMDXF^mD4G1<67gRXP@9zOghkjgVcCgN^_ z^a;}aJTCjTZRdJ3vGqx@E3ywo;7)c3nGPP@niw71D@rzMwL(UKP6wK)S+~Rx7dY_J z{+$nz6nmQ@PW`-8KuZPEvFFj^)E*2oT5@&U?UlNM2^PWYaS1?;F*S)XcR8?zKxVjw zG41&`StpRDM1kgg_|3y$%`AE}5I`ze=cEf4I9+uTTU#?LQj6q_b}e|4n0Wb_O~7jZ z7WVy&Kg}^jSoeUuq9CLILxs3VT`K zR*SvFd3L|d|9CvXxwz=x02=?&oy*)YbiAFyE#X3-*H>puA8SP0AHt>H76cflAka_H z=5mZ_FyiyYR@ovE^;cARU4p~}r?mBnSKTtr*_dFB@Qwb~vuz>kf)hADP=gnB1J6S! zI$j^4?dzxV{7cP_n|d3UY5bjs%Ku;>s~fjXL#CKeFY10mK|eQ>@(r0#Oq#}#50J9a zRD+@NpvW^HXvM^O7mT>{a6@sDRX)isn9D-CXq{8SL{#tVvNNj4?zO0AbQ6i^{O=+b zBD;sa>tcUBz~nG_=ci?zvGUPrf{;McZuTe?+dsyT(0zq0!DVd170hR^uXoFqqDTWN zI`OgFOw9PWbu|vM{wW#*gq&=d#%ZCXj=ps4l9ORRw!<7 zcpzM(q)z}IkUFAL@iosVMdx;H%%l4a+whH}{;}-)m!o>4)?LWkGidqYaYup0#38-q zOi+#Jwy!Eyk}Lustpxk53r0$(&_{J96Osgc`|2U)b3SG7dFJXL=r?BL@O_9c&QtFM z8GHQspf_Zd|3|ctQu8!m`h6Hz3l>_$8em3_UrXCN(i};qXusOtrZ02ajSE385+&9| zt*{3ASQY(wl|gpGVDV3o&5)EdH9WixPu9R+ayeu!334Z5zW zH{J`J1!^&>jj}Ekgc4zCI;dC0f|F6+96-bc9OQcRr^4W3{rc;Jt4>!OPsA%)Bb+oI z8^Tu<-v#NQN~%0a;l7?FdfNN4sK&%01DMoC`U+~72^P-TN>|9fi1!J|135qvm~Gmcn%kS0QW7#9=b!#6Q?(q$DPn-UU5 zhNHiYe4zKNDYe?8tNTq*hxT@V)8%G!BeN~5k%IRC!VtUcbDI+x>mr0lr-VOGOxIZ#JH<)j#z-1HPjP_LZ(-&b>Q$IA|+f2QVp@MWvb`aM&P;D+sJO ze+0jI+`T^Rg2yFY{h(g$qZStcCuYJJr(8~YLj?YZSeTz`Bz{J0R5Q6 zg3CdI?5nMUR+XZ!M51wBB1d7){A+&Ge;N)=Hn6^o?d&;_GaDB=#vH{CN(hBA_n<8xVKW6ywFfQ4BPNS zJ=(jU+Pi)4&$qGtw&1O(*>#2lRbn1Wz?;vr{Elrm8y@_m!UA7D7+h5<2E3#$X1nD3 zkTJkhcRgBY8F|i^yj|~}`R_m7DO2b*{78@KyA9* zVQSO=!7A77G}%)X?q8HJghRoWM26zD0uKOCNL8>mw;r%6>Q6QNd7LAN0MJK~0yoLP zZj#T(+_{&&j(&r~G?SAR{OyiU5R%hXq0YNu$$~F@LBCQUEzxq}iHBi;(D^FL?not{1>kiUG=N=4G6cqm~|ui&?YX$jJGfiA0~ zDZRG?BrPYW^+G9KXv3l;_;~3T6@2-e&)~{Kz7b($dM_ataS$P-30HL#hZ@MSIBUXx z8rBnrLrOF&Q?}6Tmp{ln=)$|73{Dsa0EIW15#{9P{%Z-5 zKt$^Ob*5%DE2o3wU%PupaMhWhCY`M=`I|50{STU z5sA2PEmy@kdZk#C5gH%+i}uV1EkQi3z?-%NRa?AZ#vdPekO)cU(#7Rbe1jqfFIUjS zPvLr&j3=k@@fzr*hNoukX~zH=C~)ZwkhV{XSJ5~rXg4K3wmsH4v{BI3@2=pVIFd~A z3b>O{xbNJ(L?5vdHD@ACN4yZFq`@2$oOfolP$tx2ZTEo&O-e=aQbvT~6jbsrzjaB% zlvo-AEi>RjtgJHX)X^5r9xkPE*-vI9NvXT6G5i>*s=QwAZ~<58MoxF|$Yqw6=p{)4 zyz;QlE7i&4+-$FximFEBbMMK3BZE7N=l$yE)!@!2h9<{yjGPu`&|Kemtw*QxL$b&7 z$XVx}(xrX?-2JxyXMh^HV9_Hxb=v4IPcrtgn9K6#3E$ZC+n;6*wHFh20k$5sM9i3B zbtq`@XYfF#k{Ru=&fV4r!?Jq!{nkEQ*c~iA6e7LO!KgJ_Ml*ji_=(!}hC7ezyuN0M zNA%e!;3h2ag5M~6MXb?%KR!8=p3rQs)T+k&^ye$ zhs(Q-zL5hskq_oJVNTtVE+8yO{Mo7^{pjvKeP{2j*^MdnX7y-RX8-LET?FN;P` ztxCUTD)dgX@H&rK07eEOb{;r4|oQ)m0&O{ow`=@Sk?UZToQKUgL9w1C*vLq^0H}gn^cz z?L!o@LqRB{$Ri1yIC!wpjpk6sxt?>Q(=@xrS`jOF8x!Y_GU^J5098~CT_`#&Sp0Fa zdHb?mt5(VipT#ZqQ@KXWDY#MHnk_l$pbc-Ih4Y048Mk#SmK*$&PsYZ~{s;gdgl8A0 z>lGxXuRY`e;C8~{D^T7un|Z+h#llCMgC;2z%=fq;R*IT_IJPm(PLT%ny7nUVNo>CM zSWiV0o}qU~%^*Yt#U8@^bjo*tzm1&q2(F~+Rlgi$`O`TWd&Ln%m!4P)4AWyJC;K&S zT8x~-Vfrbf9F zSOCy+%L9f#S`b~YNF%*aFOMP;abyz8QYOpbdEf@6+EQls@=EbpVjF*jI(UX~>cJ}Z zVn^t1tM(}?Xm55MDh$X*%qC+wVNe_*4jvgR=RyG~J%O4lrf98T#L0d$a4g5W){_OTgx)HfD4-4K{Cce-YaW%_0vF zMVnUJR&NLX_IG&AK|$l}qPra*7{;MG&oEF_u90oP-q_}9`&rM_(!u%CL65+c^}0<{ z+CIK{rs2yqIxH{mD5?_s-@?V`;CiJk*ek4kAP_i&fig>YtU?{KU6dnA$F14{ZQt3DpbeQWCIz#7kF3U z>8@Mx_&g)>x&GhKcu{ZthIqdy1R6=PDcihp1Xm~!w&&zGw)bl`Mo5_+0UHefhy?%S zNrq>(YtRwoGOKg@2Jxz`TX}I|PV55HM*pCKoA%&+G!dH)1QvGHgjN9YpgChpz3CW8(Cw=eIj z))nav8^@6VZ29w z9niMFYt^H;`8y1cY&j#KqpJ-kzUQsvM9CqOC4g#`e5(MvP48`AJXbZ4&>`UvseIdP zT03y>{~4))E6xi5iO3$%mhzYah(GialaD-gS&f`z(lf>=gMKD>F@ zUlrqcE;?~1L2>_ahJT*DT4&tOPNq^syz=;^5rm+T=>d=a={mZ{DSzqYZo_xZE@YaL zl)6tsXr(mW22mY5`u*ySfsn085Z(2`BR#5w{9mkMTn=FI^iA)DxLrPP(c+XR@f8|Q z1TFVLW34u#z{A#u63#&p1d^P%kITe3->9LySo(lsbBsMd+^dos??m3X{+|EtQ>aV} zFv5~-Sc7F)HRVfFN?QA$QKzr*TUCV8KjzbjD{v4mocHv))^bVTe2O+RCXGd!2)=k- z5@IT8SQy5^NH{rx|Bku2)0as=$(0=1Lx`_%@IDB`8dJa076SU=<4(AOnZz`}nf9o# z^$v|Rtz-z-2S{082LF*^0tjqCDmpPn{6uxL0+7~0OMpxC{|vL%TDRI9O2UWhRK~7X zh6TLHose;R2o>Iu5d1JSE_->B9gN?32PlA;!fqmI<%>W7PM@G@W0pPr0DIRK(c1%^ z)_V6@BuxwSBW^G(MwGZ7A5E>H6S$AkN?CHL^i-oLk6;KSBZw4N;EJwGNkO2i<%$hR zL|Uv|r>STd`dR=7#3iESio_6SRt8|;;$}dB;-ukmCA+Nh_DY$W#Dw=@lEe%s14Q+I zWFolRElV1e;`T6bm6vF!@v2xzC*M~=-P+WD^Kj)p5hqYdZ+-vB<|E3fV)G68T|-LE z0;HeN9)tQ$F?AOEH+Q&UkCKa9z^+@?-anJcv}8J%;&l0~XCpBRvvC?XD;f@W*C`zd zKStj5`sQnR`pFXCMS9>}3G4yW`6h8H5Kj|Zs$^+AemWAhFZ?2Z_MBtngIDhb8~#98 z-`#h=Lc34h1OYW>L-GG;)7TL8{kGE~(c9W0*&hKAl1*#AEQ-geh=8}dz_(*IOEOhb zzZW5~=d8fTz2G92RnN1A4!aKm1SC!0n7^_-VUs=&Gjz3?tq$n?HG_IdGv1TqWW3_- zqMoDombx}glIN-r!yGEfZtDh>*pEE*0074HCxw*{8MN_GhmW2^TTwTIC4)uv^7Nl- zk5gEBS{7EUF{L}yzSFkt_tc6#$EbP;;)>;v#4X4$TVSA0B-C2Ad*XY(P55H}d+m}< zuGT@adpq6KSg{U_7dS|=wG@)DZ z$)$$|zE+}de}w#k=UswbV+%2GWFy8@S9rZ2=-R8i7wD{Vzr59|u6ub|PIGL-pz#_y zBxZ`>Uo|A2E9l&^CF94T&k99m7_ITH<^gok+|uURLRB%5(#ElzhT`!o!vYE{_N2k7 z3L|%GroD?R*M-^&_OZCxzPX>-kl<&F=<*A6brf0!w9Xi3h*2Ur&4)=RQWheOD`9RV zo~OKmF5(=iAhs7#^nn7ly#yH z{1v1tGJ1CrAYky!zyw@AjL3o!Ttgu|aajfcz-dMlv?|FX=$h4H3_ZwE5h|Nxebegx za(I`9szSSnu#ka$Y0YvZ=Czj7x_h2YLqIz#jG?M9g;XgiQOco)j6six6m|U&VmVJ8 zkDioNY4diZ>vClgO|$AHJ5<67TsZT3w^XE>3E+|Y#EdAlfD}hqzhE^5)gVn;I6%~{ z1mIc^lL4Pd$qA7`J=UyR<*kzPkrGttQ`I7Z>wHA*^-R)KNFL_>IGob7;46hV4ZJ3K zOG<<`auoi&8GfWMwllPb0$}|gt!&g%(j1u$aG(TE_yu8hb}6+qNq4QD!J3+RD;k3TCRPfVCN7%YJI%tkf8jPRQ|IA8(hqXdWKp3%>#TmdCA(}E}I`yYte(NwRcC}kT7;#Z1Lbv2I=d;!gQxzj>C*kb8Hs)OjmDk1`@WS?z&0Jh zx10>ejhmkB)ZZt+Td993L-Mv_#L|v->RcS8ngZ+7o#v+y2%Yy)>Wsy>-FQ zx;D{s>9ZJlA0n~`Y|KtRuX>X~3AbRXMB>;n{d&G}*LBx`brtFLa4uZ#Qt{JZ1;qH0Jj7<^#@kb}@N z=KB4r6yzEpR5=q$@DQ9k%!lMVC8s1V&@1*@|45wFb~lBGVrRh;0RPmdv?Gyo4^crO z)e?T63l31d<@K7|uec_6n%D87BK^l>=`?)A_BYO;ykNU_US{s*M{i>EW$uCf?$?*j zS@f*Q9P=U7QOr0@_Hk0gzYm?PW6A{>!JOe3OiWQqt%Nu@-eD~S_%Xc;u9HzkzoxAf zx4;*{N-1>HF6fUQP!LC!VB2Nt+3Nwf(d))6jLX&ia?8@3qcZM23%YxqXXqv;F`fU- zsHLj5M`NbaI@(ED&OX0S@FKaDKB|)z%$XU*nAqpsLNoQ~wX3=VM@nZw|NaUtl19d7 z_I`K^`}|9DD|50Az0f+xNF8gki+5OhMN^`RIEMNi+3_WSPy8AV_Jf~Vxn4=3qx226 z>wp3PDC6es8E@(3Kk{UBGHX87M;vy{L_8GKwN|LuQHK5C8)Hx zBY3)F+B&llxLD#!I=1bZ0|E=+{8`Ej4Hl^(pwOlYQgJaWVk(fDA_o9=m49Peu_%5I znmK!o&pwdH0szwfDn?aB=;Gp_06C1kTljSBr({mwE?bhsUn}3O+(hy%V39304KOJh zb9kF562&IRmM>C);+q*LSyF(DROLaOzK=ni#uym8D(;b?Ki}Q~aHi22QJIvdu7FCX zP)iJVJ=)J4XbHhdcuf)&YkCuelG5NvPBrOudSJfMfFx>5>drf2yILGIa%_jC|7QWx zelqenhw7jWU#?4pO9Fr^LJu z%#yd%6fDY8$-|J9?o?TX?ORzdn%T8pYD2(h8~$4dqxVgJ>=5xFW>WDqY0wkKKPf4( z7tf!k(31@9Dv9+y4j;|}hN=x<2L8UtQ_?@rDDQO#RzKwQ%_0Dp$T`ulAl?A8rIN@X zZ+DKbJO5;+VeHq}=<25uf{xR4L*rN*_de6!JC*&o=700*39g8bUg!BQ+ZmI7dl}yX z2j6Rh;LTby%CDe`89Qx0|Dk4lx8Y`u3AisOur$GNTNnYBrdrvuySSsSj zht4C<*Xwkn=j_dg8-lzoRkK7(7n_o>NHd!Gh&NF_@S4kh$go$dM`4C(^{l%HL8xqG z6VWG4J**VwD3mT}N(`O7Qqj7Z630-K@Ah?9IV}lBvK|pH9D%hQ-q`6>O_G8IQPN6a zWv%CtSHvNr~!)_wVVcT(8M<%};@pou9amU>|w` zjs<;5N-MKK91~WeGi#cJKu|0|4W%+JUo(Y{u_VgJn5T^m7vNHf`Hldd`DeFLUb1O9 z8d!~3YHm=H2t#ADL3q+v3IVKchakQkkrMb{?JFE@m(jel>Wf-YGMHe;i{^bZ1H+Lg% zvifwG9gILN@{?2G^aGNWV?yi3q`J``j`}yA@IEX`Qwv54kSuKmC-o=`ymcFyoDYJr z>?x>OED_AgZG#dd9+~#3ojd`k+~XaH6Qrq#v~(BXNv4pP#F!Vv0pl?+*&`x^!B=7H zNOBdmAnU*d0K?$3SO1H(Sqw&bfx{mi_Rh7gvFx6{NfatwMF3z#OC#0C)}@#u>E}aC zYT+g>45M_=n!e5HPsC7l$>tyxGXa4%fSMPlWZEznlm5RS$KpJyXQ|%9!&$?Y(TugL zs3CLqi79qqJQP^g^HVh-7C?lq(0V}*dr=95@{|ftXA~$s1$#U&6|e1f8@*B%{z6`` zF%r;h$!ms2^)QM{S4R$_5t^k>MAMPuDJ{+0d_O70HOu%ik=eb&lg#Zp*2x$wfW#3w zenGnJTkPJUj|>`d)@cQYnhpQu<*XL(EAW6fz#jW5uv~@=C@=!hQyvxnd5`n1&t3JG zI&RP?SIL*HR+x*f#Gf`3AyAf$pT!`v@w@^<(>Jm&tTeQnwBiXcJY7GPgAs+A9f&D5 zggS9<`uavN<`)VZH5N5QU&`AR28YzK){1(_?o@y~sI`p%4tMeEx1CQStjSk{*y04(@0T1YTH}j60&QR>T3ARc%--}_j-40hik^M^s1K;_{ zdn?Np4uIJ)uEia!^qOH%=haKl=b8~ltNZttI|8dfzqq(qUWO%NuyWQ@Du#Z=StZc~^7)gexwib^D^W_t&;AE4j#meIr*$FBp_D zPFh^6yS%L=5PwcOB(u97{!draM1;ygJ%>1$Zg9fukA*T*`Ox zTU`WUWJPn^QrrZ>Hj7((tkJVYS7Yi)&J!YHgw{{6UP8ZSeGqJLbp7M)GN`*VgW!1W@p)hP#$r+As<=Q1q(UeYMR1SpPCJprGm@f3 zY}!>_JfpjM@r9Zul#uNA9P^;k?}w6b-bE^~eAbtD_+tyKIVpv#jfK|mGDB3U3h_`* za2=~F+Tic})ibf{x91<-ulISKH`yQvgNP9ShTr0jLWO=sT>Ou)A^gwfEjSD(Z!VJ% z3H7mtS?l6;K0+Eay4<@Lmjl`b=i=E=x7>?(eL}eRvg*xRA1JhXIm459X2Fy}IB+B5 z6ghNs5qv7&M9$WDRN{~G(E4*HG+6N>(J2wYy@ZiIty{u(jx=`aNU>A|gejB&&EG#u zK5C#H(=6m-Zb?(Gl*PbuxoH|{rfP72DIa%5aDuZqZ3Y}AiWTp2CTHcBf{2s>9QRuN zdXSYHyaLTZV}UT^nzpYu1yD}jl7|wxNNEW^X&7hZuafZOhY0_m=2mS--h9y$0QP_0^7J~Fn}1(Vd#=`SuoKkq^GlZYI59jANju7r>7O&kFE zI45WL$U>&Gt3NGCJhZR(5(gzh(487?8xDsFRXrWa*Ajy;&M+v9+C@~3^LUZ|5gCUF ze{2pa`5$D85MRA|97x$Fs%abf%~(3G|HjE0Lr{72zbQ1*q3bsB(AWYyIlw&v|yj8V}EPdTT^OVA!hF4Tiw?+WHqJxIzlb{ieSXVCxbhvr28w zVJ6giO({p67sBZk(j241PpH3@7z*}3qKwO-0%77&g!c$!S^On-I4$-f=ZsA>bcw?u zBa>|6#nta|EnEyo>%3qCm5f52K;ojak6l3cg7*C99SxQgCGqc6OUrchV19iT5e;Oo ziMRes7HL12@0FwXja1O@Z#Md5;Lm%83`@nKJy^U4;`p);4M<`UhEf*p`b3~lsA|SL zBjgd1WD=4jDX^5_WNdv4tiGALy)V5mSrvPe|KLXk6~LU}3a-|yP*haB@e#r3pH(>c zaC9RG$leCSGR0Dy?&es8zJwRgx_D!B;=&vvciPpqFm(w}T&Xa0`TCgQsG>@iDIB z!G<@=HIFysw_8QWfRh;DR+2 zdl5akBsJ}<)r=-}jD6##!%FO{4JJT8`>%t>J{|$?v@;npDIBHQ3~f1Hh%%%fz|p)U z$2CYes|%z=3m!ykA?K0-=bu-;Z#`^Mv(z1}T)!RSbLvI>sGj-$`{)5U&Qp}*rRwel zvibU;r+TF8Xz8) zM-XCL6Y)K8YTrl!;q@rYCf5B6`vyA&bBpsuqQN87k(d)DNDdY70Fe%E(2*HxJcIle z)(N*rUjRD^v69=n_ArmdY#SHA6b0zj*qqnm2r3~Sj;+J9u*~VvDgS1!Ade7PA+zhz z6M~M11tWp}S_h_5nbFIWc8f18=SIfLupLL1+81aLt7mG52m*qF*^EyPiE7qZ>pLx? zee%s;TQmVE@pj1fwbtHbmAAfHlNN7pv~bjJ=tJ_4C$Jvg#|onzLOi)rJkQ>nAUC$e zUvWL+_cePn$mZHag_dMrHl-ZSyX^K$PJ-@?&yJ&T;6nZj0y2$QLy^paoQ+Y`t4 zIJuOO)M1`T`o)tLfj0H~%vOu>`h6@t2$m2rkNp#}Rq|Wm9YF)+qjZY-LuK-rAY-;} ziGZL!RiPO-Yy#Qs5A9@Me;Wd9`JT?^wLu3L^)J>~auJ{aukA_0+v?^u_+~LD^UXP! z|Di&hn?7(c4IeSF%Jq1ZZs6ZL0TO%ol>3Phl)6xM7uuvI52K6eYER?BW2^Eks`f47_ZRqGh0dWUG zQeY;%q0?kY#BIPsTEFj|{W7P`2NOVkw62O2Nq=BGb8(3G(PLXuRXHxl|P5 zzQopGiN>1E!aja04FF)ERYHWjg?ijsP2RM*xyH@`ma_moJg9*5%Tv-cS4^_ewks{p zirsaMZVg1+ob?5;0N+*{AwBRKZ6Qf-WOt4zF_YD%+;yHnU^9;qe??}^|*LArdip%pR*bO2mLV?s42Cu0CrJ z24KoMn&zFmggm`huWKBqO*^Utt_Vd!GOtU0xiMI6u0#L81A zt(*J;_^Z#7;ra6gj<)u&NymNIP>KU*EriVTj3T)P9iZ(emy;6NAj#I#RCl7jORD(( zsIkCcvfQTCgY+d_0w4s$Z9FQrcb1R}G^VP~!kEAn3P1+^$%4HzFl4g4h+29sIVdw# z-l5cJgY%`;f9%vy6ow;YAG^lUGf4;_;SyR&5|*f_P47DitNnJIW~fmcL9G|L$DnA_ zWlfQ1;t0pYtbWA1W#XgkmyBu&a`-GOk^@`n(B0={$|!`?9&vEU*lC6ULNPkwT!yX% z@opHShMlLeVR`2MjzkqCbh-qh5j?4)dP0NEcv&2qgqdG>z+Pt^i-Fuo(Xi$f1m#XF zM%3IueUV7l{O2tWaJd?+w#WHV4*yd;lo3RH)0D<_u3z?Lsm`oUjm`b&Pw~e13Z~S+ ziEv<`N67HCg$ffOf1ieugLF6^37nBaVO1l8x8^L6F``^#lH}e$5I`#!&qxsBQa*JQ z$`YsI=!}|rRLpE2DwD-39{_92+M`%|n~Rxvfi%M?c0)4KzNPUh%9GVRf?++YJfeR8 zaxm1PUYy|9q1Aw!KWC3DUguM<$mFC%n`$IPL<8UH)z@^(`O`HgHoLaN#C(_k<^0~d zDqb$OQPkOx6xi}sRQ?KBmkbj^Z~qM~a-GvqpJByZp0KuKK#$Po!$g)t+hN1>z(3a8 zF*Xe3bhB(QBA81lK47}FuQF!^N3Fb9=3fdeBaX)je4SWqjlT+MzdQ9eR&CX+nEQQV zSz+L)U_r@fS};JG?tJP*n=$e${hHd{x{Z&o&SZ=pKuGjk+L?H;U`D|PF%qosok+-8 zcL|5uWtt%$W&DOI#y#!Nao$Rot85toRb8V2N)D|~#i=tZ=DZApOWZH0cTpC8G~GKUAHalU0(8~5w&NC;i)n2z_?{9<>FdNWEJ-Hu=<&i1LA=Qse)N6dJ} zM9me#Kdr{uOywxU@!=#HU=WgZoJ$eX+|N_Miez7CDD3N{YscGRf&svfCsm%sAYzc-3R&XGr~OU~$8KEm`#p1(Lxj04 zcS+AxqU%)j3TDlMPI2(K?IIZx%>qhxaP6T*Y!HX4vsLjEFC3hLBwBk9P7JTv1IQpU zPIVT|;0KPxsBlj#24(*WikluSx9#HejQYg4vBXGm`E3G)R8#y<>4ptvZ`;cyngmHd zkv|E|J63+sPfOsG0~iL^h3dLj&H+9Oe?e13(EYqd1)9335tQuY`-PD}#l;bxgc3r{ zk`|YgKsRS+Qk%)$_8OML-_uy?kQ@uncT3`uAm5+R3Pb{!6XNv}qP6GKJq~6MVP)SU zeLR<*v-v)K;MMcdCQkZg-K5D9_%M9!%)e!B=hrvF4p7u5OZTy#A%1~-{A3GCND7J! zz%^k1k@h8XCbBMc2IWimF7vx8_2^5~w+8wVN94f|?xJ-7te_ zNmi|1be9pCw7*EXy1|;XyT;dKm54=Gfv~b>ud%8+rF-v1U0>1u99xyR3}z}5dP?IS z{7B0D56t=B6@-F~%@l>Els${%@^?Zn!%9hzdt`8MtP#zVsCpt`&D~J{L$#EU z^2f%=>P%I#Zh9f^B9$S8lDfX+oevC{aD;1zuu&S*H1TcYfDxL-wvrhazRVFqkbiRQ)W^*cDBG2uJN!fr_$haU~gUVL=v=sqfp_)F#IRx59BzW}0f_q3$O zSrW@T{Z>yu<>O!c!hV;3Uup7$JZvw(Bmv$}X{~quf3E^xa#gbpkAO>o<^g9_e*k`} z{%^_T4~k+p)dS^e54VeA=|Lb1+Qf{hpKJb!4r=n6@3^SZYhG_yqYgzcdqL4moT zm=?g5WMV#Ar>~=HppCC#ztIJHA8|rEqmy#yTTtEeEzSfT#xV6Jb;Sq*w4Ulkf-oV) z%xD%z{ZH81RNE182HN&Y8Oy)X{O5CW*4uoC9*O3z*N*!{7&hLfC(9bwJ=m`eQ|2!| zE9&U5OkVA1KN&9TWpwY~=SG}hLKtIf}TH!ZL@5 z&wlU5Or4s`6jVx1PL=ip8nxXA9SBCH07U_7WtFrqxYYk3x+7@ibMaj04#t1+vCc?> zWbKu${OHJYl{WfA%YQJkczC%||7fJpq0Ajgq8R?zTyVaOLRd;l!0G!G77|%%nOG)# zT;GU;1di$i;YiYcXej-*RsLJh@7T?NNE_2GZWeVJm~rbKwNBVb}OFt{JY05{r0X zyidx%Rv&HEN(bB6m{CUnboK|)iamFnU0qh9TIWuP3mPeuhc2Q6))=x3bO=9RyAp zvg?Ja$^_-CQfE)G&$!}ds7Ty?d1w$7f{*V7*Q{)3B51tGKT$=0ucykKh{`WUETK2M z*jrmc1xmx^%N35cR{dK4WZ;^3RU>PRGPpd9yES-B&&HKiQp}4R3=k`AF{=k^y{~3V z(m0nCSgGOE*QyGmD&*4(;o8?twrl6fVdHd=Ug9|4IV>le-468Kg#jzGz1Oog{Ez2c zvJqZV=hXwZWF;zu=5vq6zpeZ%lhsDEl;YWA;3vhtJ24^piQ^{@$1y(MwgbN@8u zeREjH3RR~MnYw!BgpV5g-2`5$6VH_?=(fMBa$l5gC~F6m-&czrRn6J)CHa8682r5=TkGHV z)n0=XFVhsjmhEs7(T5RL!@!ptRll8glRitq@W=uCo&ozOj)Cn@`&YSl9d=c%TZ|qB zU4uR|kgDe`u}xuZLyajxgqgOXxF6>D2~AXL@DouEflXW*(P^zcJ_0<6;IGl=gVsa z%_`KxuQM~=ntKmUjr;jsUu=gg2uMB?glw0a4V77zE&g~BnS?5-ei&!h><`||fXi>J zU67VI(9XfUz{8>BKAP2b5!Qsp7xfKUXMB&Wr_v*|Z|PR>4j14AqfiN#X!_8A{v<-s zyYKY^UsL^M+v~a0_5DjOJE+I53Qg^$aRkbmE&sA3Zq=2bNa`AdWHcg)Q!*k_5ii== z$$7I4Wsxx%{6-?Iw=jzwPX6ABV}n*ja@j$%`Qz)FzIirQ@3>@}L*M8ObF2x|Cqnf7 z={Qcf^rVi^!k-cFY+S2)0ECX9HY>hEVzO64bA{c$k*Q*2&@={dQU_B{EOq^YxPo?g z6{zSnsrVMpFA&5V))OO-ml@WNF{hOED7IF6|g z(&5w|6Op~Fza2x5Wa4}T-9TB^~3)O?vDagYhGFXTE%suuify>{Bsu?-6^TV3-(#t)7}5rBmG7w)UqK7~ecb<;GT6VN(0k3%I^oRv9>6Z(keGJAo34mS|%N%bcC1Pw$3E_{dk+|}SG1ap ziyT-mScU$6eg5-wS$8_Fa^}6X!68VaF{j(^cXSOx{?WaMy{SI`*s2;ROn%(x4-HR$ zyEf%!fhDLY0rJukU+RrsXD5-=<{x`ALB8vaKOUiXewS5{2-(g6&s!2qM@<5PD-)k( z$Sv$l6FA^bR%rV4Z$5T*cRe(PJpC9~oQz4*RzIz+Gxq)qnclkewK5t{g-}e!8Il)N1@=U8I;LU?fyQ+^K$4iH^Wem5Ve^spi z_B)^ai3pAgK2N^B4t1V%=E1IZCbp2ZkDsgQzb?*?_U-hucOGP@`X9sBCjDM8>bj|d zk5FL+VI?uHbvQqw{%G?X10#<#ym1>nKUM_3**C9wtESKr7<9DHp9rE08Z7o3zMXz9 zyL($_I1_f;QLTOp8}rDkF8TC708l}%zTkWR^0fmiqhja9yHyk)JGG?kxpiv7^SthK z(OX$Kacbvfmk2={=ep_gVk`3cqs-(vqNEvHF#skaG}d)sX2Wc2rXppa)$OE%;Z!Gi z zBHD53C3k%JtIFyl2M+Gqd+GY^x^dgqQGbvP2SR!jMs-z1fxl@((??KB3PHwLGgyVz z@B{V(;zl&;jt*cFzRpBMf+dTo4R+W=QJ}7c(|@{|Rb9X8hPQrY-_f}(o1HKLfY#da zc!gu~PtKmPzOOt*mbt1mgk)p5Dwr99pd@R9GKaMg0zm{f&ve5~t>Gy!*l365jJ1|Q zaf^pNTja7Et>vUK?6AlAh@CRl3rP@!;6aa_L06PmZG@r*31D*HPt=|QVDl7gWM`V) zY;JOXNsv;kH5m;d*8mdHnuFKcZWGWo*g|>Gwfj38LsB75D2PD>W5)VtK0~eTP8k~* zZB|bcNeF_q4H&lC4dzrty<63joxb zTAT5<+8Fk^ze?Td^%$OnY#Jg$Hl%SOsNDq!MmzgD050zULUNfm-sY2**7zFpn#nv- zXBx{3T;+|n|K8{wXx@S!l2lyeoQ>kpouM?lmKy6@@T+% zokbQ27}LO7vOMgA1e7ArU&{z=tP|Hg$@3Y2(XbXuQQYEmNXB^WE=Ms5Y4Q|x<-k1m zm)V&GdLF!hJP#mf%~iqHz#8%c3S-VktSj_a2m;n{o^qLi1PMh!Fiv>@1D#e}^j4Nv z%QyechmV|GW~oH06C{aH9*n7m{X8A9&PIa)Gn4cip^dTBFb!A`l$6>FOp&85(c~c5 z<^`n7dT1yxO1eoqxuzQzSyfkBDWN=oO;xe61Qvdvx>FV7`25nvJGR`*w~TBU4;Gd@ zVEZL|lsenIO$f1J+m@&m?>l(-b#MB+%P+p@@;whBZ>9$;dIu2r-Yb6Q2bcfkT?dcc zBb91(&#iCoFRz@s=fu^QT=bhS{jq;-a=}Bh7M6QI_v>%`nZ!j1*F+2cfc20EwPM$nD z8jU6oe(F=7`oRx=aO1{}=Qz-Xx=`m=Q=Mdab#QuN`Phkt&dl_EskW@K#}3?m@s{bI z_~EBM{d*rd`MK7*n)um<;Wr3Y`3992)nEPH$AA5I|KbB5{o>m`@R?72@%E2>?rZxF z9DU~pKK<3(@7}Xx^M={8Gf2NvRn_{7x7_);FYmkQOLrVRa%wQjHf@+bXTtgVy5p{U z{^Rv;`PyB_H*VjyZTF5Kiq?$Hq>PeyX5$83*9Q(B+jrpTbx(QBdAb2DuMYp5UtN5Tn(8k)|*G$?FasnIEMYg1|Xx)3{vD5KUmb zHKxC+gxJ1&*UIAJrkVETd$!$t`{B(yE}Gsj*XnlSR-(Lb6y$#D=rPNDdN+PB`^uq z#<7&SvACm&w_GzK^gNUqtfeq^I_fhb)U82P!7}+l!#1aNn&kCW*PISXN-?{M{E)&( zc)qP`;m8HeU~rsdHo@&eHX~M3b5Xc0=l~L6$@4{&h|VmnBE|gHU$BX`e3FYpzd5_6z3+=06?TX=n~ct14@zf$oDC3i_Q#%5kO=# ztijl>T*PfDgn{5PCqd14zpl6{P*=@>Re*%o&=dU7N#!Yw9i${{Sy!A5Q5BqzP?a#+ zU3!XJ4b)`7)ZAY|U4e)^-$7sK+DQXo4Ri%vlL{zK)?l`yKj@0f0>+Y3%>{DDtV>S& zT;?Dly3V{x2*yy-CVyQEVEy%V0DE%v>k2~B#BFX&$sotuPWxbp zR+p6GB8RaQwJ;Wz5UmTko46qYC<``POhO8TBq2B(*PWwKPN!1!mA=X3?ENKH{n*#Go z1px?L*DwaAZekIQL0xfO0Zd>R4PB!yZIPj_NJtVQ3jJ;?T0D6wOVfT{U$keJ-|mh| zEj=H`lq-w2su+MDQV=+4jEhTfIu$7;m_4N~*|jxp#e?N#)|#ROf|^E{aAuRurBG6M zN>;GUr9-9s*)Mu+=gI!R(d{LCa@qn>vzyF%~$#(Q`f!{Q5;Vi zwN+6JR(qpfKOGFqyzs*y48lW4j^|na?C<~P%uua$UDrVneB=%8 z^w{Y`hmYw>hfyTe+MQmR7xTxCFP%Jf)8Gy|8ivC zfo*$sO+eA4iabAY=t!C6kGS^XFMIK`?%!8GeroAgU;DofA3J^L(S_DjXY-Ej%J;0b zi+Mg+>Fq!A*_&@W_==x-&WnEJJM7fh8>DZ2*GJ#~PhZH33hT^!;wbp{*L}}Rp8xc2 z``l@c*7Eg#{C~c7;Mk@e+h;dzIOk)CXzQ+>0Db1>JOA*1{r&5H4I1{+r=&AiA@p6vn?L z&P-_@du4@5Z#Xh_edVP)wr-jQQ07I{I-eLz*0m<(`S$|(SzZ$8>?Q~igwS<;)`L6K zQ!Dce7tc-2XtV#|A4FLdijYH0bqhRl#TxC31QW zE`xe4!U_N;KJe_!w4Dc)kYE;_8N0er3FCV=f;j^hAe4G&iUM%)F1i3ADe3IH2TBpNR?$OipRj?#Fo zfr|pVhVsSK9Gpu55vesfu>kC70BcxKHoq2W*&N7f0>RYmM&i~$Da4(|U>|E_V*otr zaaB2+IuZg}!)mSyUL7`0W*`uut{P56UDoWw^B^TzCaKsmg^|rh08`X<;sP$RW`Z3A zSo=T*6j;~<*^rBzs|rNq`_$@knX|5u4yoM*5v;buUgH3#Ynu)LkdO#t^8H4gk!PF^ z;HgGZ?mDN;6eaLHjD}pKT%;rvqy#LqW^2JrUO=5GNUu2+){;)!=1%ra0Zp; zj7#mz1+9f3@&itRszA~PH=AzU6$7V37)xOYrJ$KSA9cmLhVq(&fC<8}TGp%(*>Y79 z2ton`DTpLzLrw<(QPLJ+!fvT~%Gt;@O5g|Nd5}KXqOMTpT$kLhsMRIkcT5IO10!ZQ@3jHYbvn`vKPMx-+9<`@o8O$V=8@v<2Q&I|H8MdxD9SQ-jGv$aRs?Mi3 zZ0O8PAKibT5>h42e9!Z}A}@M_^eiLs)!wM6Y85ACZzWID?(9t3ADljMsz_4+MWq3R zz5?I{K9Ts+Eq5KdXMWF)Z?4O`P~R2x{AWLD%f^{Mf7^!#qip}JU-zTX4+1dCqNvMq z@2<@c-+9^fzxoqTc+}qS^h&=w>b)QO{Jw+7;#O2}9#uL8Hi+pg`1K2XW=9+8X`ObHiW%;EqeQE#x{VOXgMN!Pm%xv4X?TJr(;-*cT z9=MmjP!F{VeD96F{flAXedX(S@4x+y_S96X+w}t)M>)O2J`A@$eU;1BF zU)y*1Ki}{dE4|^J#}?Y1PSk2`-L-So=xmgZ?pe(8PkrRmH~+z_U-IyC8PWaIXKp@p z&wSi&-4}YF)aD%*je3KR-*n5*{@BwlI}iTh!g7EAk@-zKE^`0uwBj@`bzOVs3a14i zl!8WGRl{DtNYg!!x%9H#TbUp8+CTk2(3R~k%c)sX9Klrlkl`o#Pd zJ2pP`30GgfXWQOgn~$xmPHp(+w!_&d1G6AHtLLbVVP-mK%q+9G*MQeqEnc#7%gcY} z+5h{UAH8+|5jz2aL6~gWb?xIH76$&OzHr-We*_@Svc=UETh+d&YL*BhZl=#;OhUAd z9_+ZvrU{)^&2D5Oid$tinm=}I@2<@czhd`4f8o|Jj)HKl)m3IiUe&5IjS-`+?CLUk zo=Y!B5K|O4BT5F>CCUOIcCO|wY8&I#H2(#pWb2gSL?CO7F(&X-Z7e2IWM&x4V36P< z1%cY#i8mM%!Dud0Sj#9U2WEhajBd#D@D?4GS3=iF91eeHp5IdTvzaX z5(3N(^ajANWzOk@&Z*c{%VuGm`E+75a&Jx3&l&tRF1xi9hSZ&#Z1%<*F9?y3xXc@3xi(N<^WM){G|o<+a1$m8 zj_Vf4dCGYTA`y3-Y#t4hUlSTd`q(CY-C+rwr2r#{oW~wB>~Mvh(T0+o4ox~FsUQSb zC4{87?Xu+ocKt7xHgEHkM*|-9sXYbHMG`hvg{*4;B$elTjy1-92tZgH$3fa#wU&kF z+iVDc+EeRT8{oR){t}qshcfA~^UO24F%79JWFs~jMMj+&Qh*;&+_CwHM*}+=XeAeW zIqQ1vqHS@j1t5t-NvQkFuq;|_k#xrAgGAD{tIKvYP_q$v%4%(lRZ?`uJ=3i_FDgfA ze=x+Tk0>S~q>}DyR)}W1n7T6k6#}bPM|d6puhq^^57W`GGcyHpN%dHJQ6Xxr%c>5> zzelXKSy2*^QoaW2vYx-^_{!;pqSB;18AX2L0We0Jq9}%$Bpf@n__5D^^%sBgnfJMi zF4T8hec$(7^|Wgr^EZG0sgK`u%h3}H;~z(t?cVl`YajLe=Uf|w7iPcbRm}Xh_kME! z(bE@Sc?F%5#WpSyV$06$`}f`XSMT}61pt5l)&tJ@34-9sPk!?GWWryl3-xcQsZR3$ z{m#qY{f{@j^>07gAEx_{9G(2Hy}LHg?A-8kFL=g}KI_T%(#8FoikW}&^?!BKR}M_g z&2HVb^Bn4J!t{o@Fpdt~dGO7D^WleIvFou9zw~}wzuH#c1W-q<^ zVe5(Fvw*JaQ^!y4KXTVEz4}dWdHpM{x_swZPyg6wZ`prje#d2(eA5>aLdD9~bFIDVqr zj?&83)tUW;F^oR@8Cru`jT<_3Ri%SrUDZZwUF((J@R~qb{FY@i`Y^}9i*GU|-;&6Vc-&oMOM+!kgz-TrG$|pZ` zvqdnt$ebjY`~Xoxo(CZbmg}0!oU0Op6@&>z5v*Y$!GI7e5f$&|AbCn31VxX1uNNT;}Nj1q|`N`y0kcdu7hj(ZDc8G2(=5*n5a3?mJ3Ny!g%b9T3A#ot^)s%0R2W3pS<-0Z~v2D`!;8*_J`@KZg}ghcOBof z{i4~;=kS|Qp0{oH&L9kLz3cd^Zg}h8-S}JW*cA(PH|<;t|Dx(mlneD(H2 z=kwsXna-geeb#=Y0T}ny7n6A85y2t>uy6tQnomrVtxg{dJ$k*&mBZ#Kg%L;)5jWY+7T_cfcU`n;ILg5cVy;RC3qNp>hD(>_)r1z*PaGIZM}n za!E+E+7!kx25bqiqdw;ulp-%gFt&bRu&z*M$TM4&qB{#BWFsz8FpKsyTf^DNrb8hl zqzACo6&b@t&elL1C`Ik5wF@*U%V5CsMQ7UfR~tV$;q1J|0FnV_Xw7v^%0mzWKvi-! za9bUo575|S4*)xG1?3^_b3U@nU=0U+q87A9o&kiaV6Dmb&*GntrT(;rSBWTYaaEu! zkaU`yyv{VT5oaUU;^BP6b?Ju5jhA~9)YqJ92B2#IkgCyvH~3b=#Q_Kj)(yO@D_9HR zjkylooD&zB9!8uFcsN8Dqwce{G;zW|Qhw**@*f3id&4bmZ527{PX_t~ZGo*Z; zSRS$kz}W~y6oic%0ug~23^tsNIL}a5&ivnv&;d}?q9`FhSlizHWdRVbih{thZ4@NTU=~7j+es^lRz@SPD=R z&en=38KZX)Cgy)*jfRlap61>%7b6N2DA^F2luu#8*@&$cL7Z20zPOV12a6}?t0E^M zDCw{hCaj%#674D5U*@vXD+`o#gzvL4tG$s^Y#C!#7nhlBAh@cky1%4{LMR_Z?AjcF z5<&-&H$8L4M^!4Yc4zJkQ$RGA-L8vxG!1oySl8B?BFn8*!G_K9Tz3T`2*M4U^MzA~ z?m7KEKk}-%>CXNm^B@vJSYv?OKJ&$|-}sIXz49eLblp=Peeb7VsPBrJ?zSFGQF-6y zy7SO+0N-Tnv98?R2_r5VvYEpg>fM{X4cRmk(_}*OrM*YF2?ajEp(~8XodwQvtm!;8CDkY?# z<|fnDd4{UI>e3xQ`0pO~s$cjK0M^=*r&pAxl5TtBMO#kXeZ)GiB;SKjM1p*u{E&^Y zgT5_NB7*NP4~zfu2XFhIuY37*PkHpsw;g=nM?Qb>jyt#Q*>&$~riee<2CmwF%h)Xl&D>X%G)&Mm_K%oo4D|H%B7T{{4fpv^nBSLNM#IutEoF#)ve zi@?mIRX1U4fPpgrXGhae%6HU$woq~rp) zsCkLzofC=nv{^aLgOxG-U=%4lAH+;(%*Khpn4RkQo{FQOiQ3Ln0uYXw?rumf$J7S4 zJXi%2wYuba4FW%_ynv?Wu)2gigBLW!d$wSEcGF=pvt>tI5Mp`*_m>;4yAb4uP#(OX zu|0D+UJRS|xvt3bsnvm0q&&8^Q4XsZVa(}(tI{l;bP;Y$g4*4tn_vveoYNtMSPM6F z9Stcdh|YoDjcF{7hlg<;Q4i5=6Mnq^r4To(YN(KT@6b?4Cg#7=MBz5rV&P}1eW zDrb&n51S4tYLOpsIs_Zm7A~S}{qwLUcxZYD07yVdQXcD?9Oe`RArV9Q zirY=c#~PkMbO6dDDOuNKG=yp-<;;zRz7P$a6cTYPq85mF?Gwh(HJq#?9ic1`#N>MaHeBV@MHSFj80j!a&uJDwx%$AwBQI$A-Olyiq1L%tTE9`kt zYET#Rtm~>6^+#;YW3JfM?X*7rx!c;)-8@a%b*ThYD{fCuQ4pS59-RFJz$?O#{{R3W z07*naR1CoP13w6h;fQrj6Q6v`khH!*DTQE$HKra8ptV+>NZM6ZQC&-^l&8+>s=M7a z%!;%!l^5^6^71f_iHNPuhNF{9%lnTWSX_SFfx{<$?)gu{g}P7=v0CX3CwC_2Q=aGV zKXPnoW$=Km>Y-NOI)H!aOJC~#k|fC+-tdOAe)uiajW^!-EkE}{U8rw=rCD*y9fy?X zCGGR+<5G8aX8)06H+|`jZzq7SwSNCc|NlGhS-AA!-`rSr(?#3vy!H0K|Hv0!_M#u0 zOuyG#!5M4IvaYoef|QhD;Qt%R1lzZ6xNOh1{YU0U{lO&MWxCr60`K%(@U1s$c)5=K*-%M?SxA|6O4cwYu#%X?a0VS5-O~^_Q28)=z%)WpDT| z|KY03cRu}lAGz;sA3kyT==O_uPsTx=R+JZIUDtllsKl$@GFv01*IQaDwDG5BRFpWO zxX$x9igxeVY;}F)@ICwg;dA|A_LpyXV^$AW9l|-|BWYZri$W{6s$LBZ!;P z>)4PSg1E?$4%r&=Blu$r=!v)(Y^?eHH@|n7W{b=HK~`?vxt)X<4F=h81fig{?JwDp z;<|?P$PWRK5aUrMjkiM+)C|CuIgAA}lqBJ^a~dnMW?IPBG0lnC0ih`L1;M04)-`zn zdBIq|Zvny>b#gXhwiG7h`%SPm^BJIYLWFL2d9aFXNKkYN+vjsqJ-;8 zg01hP)?DQvMR5yN4iaZEjT>WjOmx%)2KgbB&ssO@Z20t|IsfjolLWwZ!MY+ZXrj^2 zBG0>`CVY;= z?umrcUqC8HYJlqzxE1;_vH_0js({N#%SWXAH6%RgI<4cX5D8o4Fq%5k#`HrD5**|VJ4nLfHj+znzmcbTgU344~`5_lMbj`Zr zJS9NHEqEaSYa720lV<>0oi+gSJgqew4doFSK?J2pC=@xH6n+S{Y#2hVt$mz{$djf` z7;`#ARlp?f>JSM?LJ*?NZCxSoWe~_-HYCyFynea>0hn zO4gKcm~^9f^VAPKLTkG0tt9&J;0x%rq;V`d_fm*wo ztTjBLe6PD9RaKk1;xcE~hEM^6*|IgY*7_{MSJhjF z(G*0~YJ08r-T)3orKT+zDMCgU8sjr#gY5+Ih%NRUuCV? zyK8e2pI121g*wmr)&cyR-~49xm$|vQ34ovc@LQ-00RBRKch#wdRby-z$M@lxes)E1 z1mO7m(gVD%GwQ2fKa^%gtK0s@0coz3?|(i(P_tX)15PJeaaHd8)v7^bA`X~6F+d^(22W`-m~Y*y%R!X90t3$Z%VUbl;%ZM z8)J!iIO=WNJpGo}|H}72=@FBs$5G&W%G5d?4XdIMVI0nG(Ah|5nXL+psg=U>RTQgM z8zkyHi>IddADMsOM?Qb;hgKY!N^|M|uDJ~_QX3P5^mr+044CgrJ@$ODXP-J5*fFs(YF&3gpkZ^irg4;^yJbT-ugiRWu>jI_T7BT#*4NM`~57< z0Ae9Pf?Qm?rvPT7K?EV$1D08@oEaov-9r?1ty8YpMzeg))P#DN0Bw z1{yOzU_E?-kkA#XlKg4=|W*6s1N~!J)D-YT<27zn=BB>hO!%Xcd z7z5Xj5NkgN5e0$GhD;%KXRx}+b;a2TY$=FHPK3V9lSMkx_}c$qgfXguji#!E7pygF z)|}xP%qR*#Ah-|ozWygtQ5bQNxh@3-A?lK=97Jq%6I3SFoY?PGW5dKXuR=5(7FX87 zDG|(=QZbn@E7c(9aTkEX0HxxpX!zmHAqmDZ%;Y7xF1gH`>9^Hj!CE(Y1X7Za@Iwk? z2nppen5vSk;i^KBQV^~63jo+=lI%JKtP9o^z$h!kEmFQq8b8PTwiej{T0<(Dnu8Ej zl`u7|Wot^|tg+UG=c6c?sIICY4A_`jo8}`x4J}^^ zBF{5^=t(l^U@rEa|D5lA&eI-$_1<01_2ZgHUbc7F=J{T)HP!JvAM1W!C2>eZ)~p4T z*t%kC;#Ql8W;bqJJ-t|@srCbvw2U##HVS<;?%gb{4i=aD)>`N9NXnCO;*#o^nXO@C z>#Ah-Jx>A9S!(hOQbij!RaHI8ihElwC!O}ry_ep(@4%bh_Ky$0eEY*LzmRc#p&mlD zdBfD+U7P3A{5&6DEp)S<7Si>{}Anv8pzOQn_guyU-0M~S{ zYDT#6`NX6FK$OG)A3d=!0r0ifRjrG%Di>FT9|$2G+t9MLl}?MYKTNl5oSE3b410Y5 zk9ydi^L)jpKH=(TT>I#ce&#EO?>xBU(u>#o!zFQ;#36vXs_wb#?!DXRp7x|itVi#z z_Uzbv>s`ltODjdC{izO!RMJ*S8_aABgGne@!^W~PmJEPar#&1E|K*kg|Mcmv{N9c4 z8H}?1N9Kb#j#^69x~?i+RvWr;RqNk+>5u>TbG~=-TAfz>=db;xSN`@}KK$9Q9lZ7S zskvG5f>N8hthg%k(EwGUz;PUrpggUD*^LgpGoY*5Xx)m#O><3mLkMxv#k&vQb_adt zt1o!YwO8-mb=F&JWTLfM-+q~zn@u|HJMTD942E2!T#89-GQ2<}Nz`f+tzodbER8X? zDh1n_O&jO7YywfgH&{Hqm=(pbyANqMZ&w~gF)0sPV`NHcI`=$)xh^S;p*0&r z%4-hm`0#v&zgJU@tUYMLtGQrn0kU~Y&W@`&(URCU6J04$YaXtGK&>uGMN_jdhKrPo zoa@rTQIZORyreC|sMf}f#2cprIuqo85Vv`-%4H5eXtdb?KrB5biO~Qc3PP?c7z1Jm z!A3V=$u$Ms!bqGo_a@~*2)35Ug8aD;QNOMuA>*Px)Aq~2ThLImZJknX*3 zS(2xKiu{1JMqL76W9Yta4JHFyhxJ_FVSRw21OL{Nu+8JwKU)abg=s?9h^RBg{T0rJ zFq)#+9n_gSG-MDW*1ovV>lm>oPs|&d(>T;1f^{`k}A7b29*h6x%M|ee}S=qPJp=u__3C&-GgY4AXpZxnE>C zrvqYUcOk~{97IG?FENrL6ir0A6=SDn+%fYvX7{XMGgHINGpv(;bITzT^F$ ze%){E#)GI9mis5>m-@qOy4%{hZR33@ye`y3wjTG0%aoGC)g`;be$y;)Ys{$E59hW$ z`l^e+JIxTDM z%KYLLySF^;$&Wn$MgI3!zHqfa#MkaRaQhvzn>S6(&P@E|>ZmP-=&H7ClPK7}Wo|uTK}xw{+tz)DkG|(apSw4J-?422 zfIQ8@_zX3#=lgTpww>~pZEuCG5m7>6M9Q;T6OqxzSi_b9X3NaXMx!jkB;I!MF2@>3 z+O2{`Z+TVsS0FtK6VdL1h^=w&q8Zsq38t~Kmk8vT%rM%iyQw=3>A~m;ih<{esX069 zp{g(%+D3UyN7Gd)#NJ(-mjgO>dX>F^>&mVyQWQ}T!}FO0%7S8z+F9AF2G*jne{bNc z1Fq|?GL#P@lsQ`qtsw=p=20I(Kv5gY1Bi`jz*{=9#R!%uZjtn1Y63tKQGy^MV|dsD zTQ>+b$~U!MyM4Fk0HpwtA6f#H1zNoJFd;}O2N;~~88F7W4a{DLD&;tq>|VzPNs!^X zLY`8TOl;dABu0IdB@%|#F5s)TR-L=C$XDO7TsEuO8RRw0$)!FLt zwd0K?2JW)z5=4;Rgb_eeF#uCH%z0lWzyx+ybIM`qCKrIf zs0vO~)|DOhC}~sFI(uJ{fD&g47MPUBbpCG8+t`tH@V~ z<7_m7wP(eCk`RDmt?R0?^#9m<^LWdyvP}4S*V^Nm?|f^XGE@M800{~b1Y5)rerThj z{(^|MwzOh5--ie-wlv}_+G?XTASfs{7!*`QiI4~;!Gw@hlB!Blb!)uynfJWbdcQx` zKIh)LRT;<^Ly-IYkzeJUd(K&VIQ#7PeV+kF73BJECA2GNurVyfozh{=yf1!_&WlYum6eR*YO$Na@fFW`Uu*MI%u2jBYExBmZF%r?Gi@ZhP%&)#xm z;p}p!H*7U(JLe`}aP3o{a`~P|Y{mV1!p^y=!1t2jDzkYs25<3jczFN(!Mz(7yLNZr zy3Q8M_s18lM)mOi`E{iq`A-1=TB*bP=O>zFm*Mw6@QKggeqTFM^;T;zh>GFBt!*?Q z2yi`DNSS8Y(rVZDyw1|1D)Mi6!PSo@Lv9S;bN|=>_=(?p|0n+Z<2N07;N0rj^N#09 z*U^Pic@E&~F5CU8m%s4)zvCM&nF9Dd-}d}J`O6z`z4Lyy^luC1V$dswePb9Pa-H&a zTot+~y2~p?Q4GP<_4i(Wu-@R&4XwtK zR?ZUZ4-dyHImw$z)l!P)G#5Ft7yZZOu|A`NN{GYkn&{<3) z?m7S%hEd$_!Vka(#1L}BM9or*jRu zU=Rs-5_x8lXoEg%P3(ez>P_xe8`)V{?@8-DFoW!8bS<1#>v!gf>1r@5)VGM>nMh2tFuTfaVu*<42{WkIx zBt*3VJHTgqfPs3;L_Hq#SoJweNJu!Y%}TJ|5YPr-2$x|-bnzVhPARe=f-!8AeNS?| zGL=niYQeC^1vUW$Ao%jnz2L%V3+N0oO%Rp53}j6wWoGWeEqYo{P4$b{`BYWy!+^>LMZ@Y z;63N*mw)SZ&w9yqS3m9@kbS#m0VIP6k1o6;9z;`d z*OymT&n?DDhLT?@piP<$F^F7AciemOdw$}V_wJk_B74s7o1Z*=ZY5*v*tchH=LLI~ znY;byT$ZL$WPQ;qp;xPh&3d)=5Q(WmN-y+#gQ!1@r4UQ2o!%gBHL5%3CZF^4%Mb3I zKe}*dzujp}PHcXa>pD{t^)=>1E2NR`tiul|2$>{EkShQJ8xuzy51|SW7EhgCJ-;ZW zOmk)L?AaPMRqLgcR~SIR^+`Ic3SvEyol{x$m9-6!XCRQ3W|*$!e1;^)k_2D-bgqR=IV{hT+Xs`lyE2r98M?)yU2Y3}eXi zM5R6^^l~!fEMZlYN_Zj3@!(1n1&RUy9H;cI*BYweB1algeS%3q=a3Ewf}L~PYR52O zz=qWY{%$3-;{H0>1=xy36%3H;kslz5m>Ehj6XnFlkaaABwIQTSydi)*18WA6=YtI= zku_H**Mk(~2b@N1o$7^zVfb6DE+mX89rDJF52Kkih(Sb^I%g@AA|aTWCT6j|#KvII zrAmFYherpsG-)4^5#m084KMwXLV-M=^9)%GKR{e?5{Y{A(u#UBZvAK&hIB-|$;>cZ zy4<@SP&yz`y@^4W^AwH)Dd7dkGfpCMJ<*(oGjboWUJXQ6A|Zl`X|HfmFcss|h8zb$ z2yJ-KV;BlTqzQ}>^%fU7=gCO2p#cyCq~IclD&V*vVcpJ4r*umY7?~GrjLVZDq#(~9 z<*1jn?8eCqBF`rw%%IDI4!Lt%?nxq6ko^O&NvZOp}W8=Wmwt%WUDub@+|XwpQMz2V3L@#l)~ybEYLFcr66Zh0i5@`q31LvCXOyF-SGFH-(0}E zj`Qnpeho9ec+Z2!?z*=&IT7VLjuR9G*sxYsuP(rlGVQce>BQ^n72h>QZd=bUe%>>_ z|GQrBFJC-%|H*Uh?(oig9z3?NIKOYt%+4M5w{>E&xxAP`6>LxV(Gg*0kYHnkF+{MI zG0e7uGZ@%rGKmN!+zU{yL@Z|?~K8`DV##ILzwMukqrO1oT^72cf$ntnFZ0(3~n( zcWi#|?wMUXH}8;{$!4A_011)lcVIN9vG7AUk{PTu7YS<+vG4;f3T;>wO6X0zTBN^1mF5!UP>BCWZ%UJ|)gfz3s&U54Y7VtC8qwiIS-gf1OuV+I{DF;jAt z!`g@y-(#JN`XsYPGz2k)6$(GL^cF5i8SR#% z*QVwKS>ApY1F+F_He1fle%WXw5&Uqh*)B)%h9Lyo76|}54>X2cmnNnOF#RqU8ImE7 z&4cWK-EqLoc}f=#a<%3(LY6UGmwQoa*GZJobdJNSfGQx|GG5MT&QeH8VSRK2M(2#( z8%Fb>%XvnwU((%6ayS^EN}Y?0hka3RFu+;NL4{oRqVc;a&m1r(F&j-@fS@YM&l?}~ zGByv)6xLZO#6x%_;%P<~$`5RH<+NB5blA zECcZ1dgKM1C5VSqtut*os{m#mc3BrhlEMl+8=XMROuCScbX@1T&piB>fAsTr-gENw z`IX;%_YJq)b;1n-epG2=iX#(8L0xQC*Sku|M32g{Nvq67oxNP7^B}-A|fdrNni+Kn4(CcJa_i( zntk!}p7F!4c+qpOz7oK*M$-E4{?T7LvDlv7wR2pkHzz0h?M|M>6a*t<1RIkXM zA3gHGnfA(RYjQHIRi)$TqKKoox8Bav^y!!H{`uFv^2^dxZsSp6yMW)uqs2|P9{Gje z`ry4M7w7iunw*>6d{omh10+Pfxq#6?^Q2*;a6~}PZ*x{v_mhs?&?q7 z^u^QnpV)KxAt^6yXxD4ESI;f(oogLCarVJ;>y1|Pz*Sd}HXIEHr_L=MUHIbp z<@Rs9`A4sP<`s|E3LQs&@3%j{Ka9_xIlKGN!yE1J(wVbY?wft(cfP2#8uE z@^-z|JaE+&=NC?;QJl8dfpzQGZKsH?fPs1GH$D4`1D7VxKd`X)Gr#zUpZ(XPj_c0u z+F6@udY%s;&$3~!ckImSy?^|PJMTU5&bR*9p?y1q5MLHmkBENbEw8=%hu^Z;O^Vpl z{Vqtz<`je+C!Gi)$B}jxR767(QdVn&c00~fCJJVEh%H9_LTE3bmdE`z=V?(C)AMsg z)N8i|krRYYqm^XE;!4LDOtvnF60|CJDTOf{Cs~wa)k~$sStzCZgJIOk|MDOH)$tso zO_rvmMbsb_Qra8pvnNiiEiUgqw7)sE(GJ)(KgDN@WG%7v0J$#b31EuS0;gbm+#lu>pUlyb$F2 zegJ?$f4%}_xnkxI-tZYI$n{*6#$KZZDU{L}5p>}=G%$^r_m4|)k0tEOKfS8DCO)?r6%$VnU43PO_W zgCuKBo1GChvl)zrkmQA&#jK48s+-On11X?1(u7*m0CSdN(8aJ1chsEHs+1Uv%-%Rn zsd|CY1^^f)S=!10;4A@vvFLr&{~25N!E(0QfSLS&^Atr29hUY4n=JiJzf+1Yf{+?5 z6a@opv~(QutEMQ5yx6s4(si6`o^km#&$#@CPyWlTcc0wsdf@sVa%iQj4Fpwc7<75i zMQeKeXJz?nSvgXI!NWfC6hguch#*L~4i%lY$+K{>)tsI*TJPC0z0&S=dc!2k0b(hU zXWZ`?qbaD65K;=)DYfHlOwsSCC<+6A&t(UtBZDx^3$?o5-#K>yf6aBA|MY_|{fkfB z9A`N>E-ZmXx)4IJVXah_qR0aw8dHSlC zY!G=`Q4sJbSc8a!pv)+n%V=~#9H>HtzGuyDwm>Pp*6H_$akAd+=E?g%`st7S-RA<| z`^IaY^4jnJ*30%kI>OtN10VRyPoG;_uTMyNdymcU-BoKgH$SV2V)fi&XKj7&Y|F4Yajt#w4kSUf zMx)lKuPrX$arE>X-|@cp|Mq{~yL0C8TH*EI`^|rI;}?!D99;>5*=N1Q@ z?#?ToVh!8kBwJeTcz&=se=ewm2cL4~pxf`aJ4qB5c}_&G=T#c@O0{zC#KQ7g_mXQ^ zUGM$$TmSH;+mAMZj6H-O zJ+8WJ_jkPbn)iR~Ce9+wM3q{ZdQC)tkiwO6B<5w4=OA)@FYUFJ5aG=H*6JN73S|sK zker;->nnMhwwG6?=H~|OZkj89azeU}kRna9mGy2IxZx(}WG@JTj>$6VhiRS-hVerc z@I|2(&Mf6=>Igb;_`v$&N*YCm9KThUVTDN)dEqzEKIY*JxN#w#ib~1SvoQ%&c3S!Gj+6 z+f-}8^UIpt7*++;NDFP5#v^@i`Qp)R+|J)T*D*x~pc?u_^!GR2as15cj=g(U&o5@{ zE8g^+9&uS&YiI>FRH<>ELo39CjqJ2dcj24)*gWi(baWvoteJkBqXES+vmT9w$yRY3 z4FE#DWzD_pxv}MNP*?#oM?EM7W@HI$pgjOH&XA`IB;}Sb4Up?G8`}pl{dLPbpScViD{2}c7v=7kXCx*P6sLI}UgR$iRO$P=>FJ{u%4 z_d7P^43^8F6-lRbBez*%Mx!V=jk(CV-$7VLe6uM9?No2V@hAwn*XBIqe3hhxlz;$h zE=Fnv*M}h1nv0w}>*RT(#5hw{yaeci!9>i;aA%FeDuq>$)m$(@Fp7sgE^;tvVggcb za6`sK{qcqqK?w2!OQ^OZ@sWr_GaCrG*-Bs|vW`epswPiRWQ_VK)J<_3m&YPc(eF^L zL4L?t%yDd6La?cdLQqhF>v5KGGT=0UUn!Xg7&mbk05O{)htby4fjn>XnQD(Sk4yyE zo<&;2aR`D7MGRncjxo5%kVLE%jG=0SDm5+?RAHI;PQBsPTk-0WuQ4~h@q@B&_bdQY ziUsTk8)+0&p_O6~Ig%~ipu0x(rZv3qd|x^;OEaxCltD5?nlO>9Hy}s~lB&o$9a9v( zEAuovdi$LKK=6aG(Wup{jU>(c9cUp5%uyd{Br8?n`bG=Z%H+9wxn}6bmzU`~R5-2a!pa1nu$4;$W_Kc@KRP}Bl zgxIlX_tB%rKk(5Tw+r}fjPaDq_x{nZ{Fet77XSGR_bi-U=?$W0y?Su({5M|nl+Bh; z+j!jZ*bDfd`?;Tc9M^&E0{+R3_k8$McieYsa(?z9s`nCMtva`7*S#ms{IBwDEk!}VOPOqM2be|Y7-*+aAYi$Zqwx4{wR#>eBzx4}0_G54S-8=3(l_lx?o?Y&RUZ6#m zFP%9v==7d-)xO_+%WEs451`W<0&v`mIR#X2HS4YBmPfTx<5yjbU;h2Sxaszzjp<3J z);w`~S!Y?AL{L_lOs?mviXM4JjVX5?8$Y(PRs5kR6^XR&oNwP9_n@>vidstwa?ubp3>oSTiK7z7yv0E8&@ z|I2H={kvz!FR!;6o#mB09{QDP0VHXTOM#isEUpc@U4UkH?&vJ9b~`=c`Qh9gjp}L< z$UM&sQ)_MxMb=qd&ZFVklab>%hxgA{YVK+-2N^q#ERxhRS6LNAL}7(0b<~Ian0sJlxhN<1x7- zrIdmImE{1c)!?r_b;|<_=lw98*)^YKS%1Bqtu9f$Wt8G1VpX8*697h&5UdpXZE8$z zkq2)uk_SD`GmzlXgqd8Q;{gj$P@ym+>2fmUsBc*e6jW$bz2hR$dC33|D@Y?Qau~2G z%82q(5zP<+Tf{O&!D$RBXkrFQjCjDtAj=>G`JssiFiegMFCfpik$9{%(umUpEXeVw z-hk_GoT94WID(06&==TnJcM-M`nD!ytxGj~mVyXD1wv9#g;HGP=&Vt_!O@^JIHhIS+fR3eGcd zwuzVk2mvOrVQs*GF&qy#8IqLc;8!Uw>u^xDX^rkiU5V5_OCU%I*CWp_?d2`&M{DQ; zAb7sze%p4^rsFyq;0q$@KoS#CQE+FK$GIUSZ0H?~<}8L%)Mx?{LXdP3R!O>$j&;NU zn7jb2OQQrEJ3l&GVT>7cO&Y@(2B4G;1uW_GBM(0!B4Gm!H%Stdfgt1sch}*%C3U4J z*lwoliB_u=umCWIh`f5kYqShATrbNr+EjNv_nBALJUPrWV-4#2U7f~uXBhk4WRMVW zJ*a|vZ8$DGUrS*W38PJ#nlyr8uoiy6Nlf6pP(+YyB#x863M66BP8}xdEFz}}4 z=OO}2x#!USbTAzDddQP>IIybrm<&lJNm#AbtF?>eVD0X3d99P?%5hy}i2=1{CU@-HW3PUl zm9?X%&%gIC{$Y8o`-?yOswY3y{0mq{%Q-g#_gy*oSgHQ`!O3H{%E z%WH4C^~n4F?>`(kFKLE_^obR_gw|?>1 zm+m|HjH@1=@&0At%7eT9&#(RTe|y_|7FXIwkK9|WSHnt8x{fZ2B#xr~@bJF5omcGo z&9}UEtiZ3=LIB#BhkfG>Xr%#M(x>gN`%d0`+da~CGxAmzS2!9%tIck7d7kIP!KrSi zF*W0O-e+#P`^d3VPrGv8m%Eu)9N6{KulepD{eONZhGVpGTzAXulUBO0LnO!1O6xR+ zAOsb2kvE>!W%h6R2GSwd*IGrrfhr234HtCBakNrNnx$DjPD!cN8-5t3y@5_*Kv=iJ zi_z{5(=_8Gu7sX&WV|*Mt{Y6xUSP3K@O(c{(lpC=%}>uvO)eZews*Su;3t>L<2V#pkf56mPTtEeZ}E00&LiD~R_s0hXjKT~lNvq^LEe z=ZhlC`(0KAYXuN1wb>7k9JfsPGltV4C(#C{LpaPDT0tvLVyaY8ZSp9WjE!|5BM{16 zF+QNB9)EODE!m!ki=1G{^$=9aGSx|Nks(XD$XVswSp$I_kD60umtiB?U6K$~Yntvl zClN@HA3zctMxL3tUw*U~kmGPXEcY`J*gzHKX=AS^0??x?ju|x?h(L@YV|yrx$PFm0 z!u74;o!vT<4@d|ZRGCqvnI8l?i#NATzww%nIjpqbb9XMjcO9s)&claB%+QDWkRY zJVDrd#i1h4hrNEDW?E~$f{I7g~+Z?A#%xvvl@c+V2&^ zzVrj(cv@>y*59BgPFL1CX|6oqC)Vkp7y8ch=)Q=ECg*0V&H97K z9{8IZzi`?99Y6ev7vsr|2No8OE-cOOeY8Qd)p`}c0}JQ33;1np<135DUckTl)vtc2 zr`FciKJkf9Y5{_}bcZ;53 z2toh(Eq`!yVQK$WkF0FBcK}Bh&V2fx?|d8!cmP)%*!AJxf8(Ft@J}E4+t0PT1Avb% zoH@LI9)5N5!2Bz}^BaHg`Kc9S%%h;zayKUkK07*xLRdPKW&BdzVB-VM>Sv((9EB7rdee$!nKZXJxz|*ffuzTms!rH(Q zNRvbeVHeNL#%N{^Jh#=TCV8#X?t+;tIsC!`-p&g#y5F`HsR;Zu8pcsX7<-(RkkU!> zd>Ex0w~vJRy}PsH_ov-9stvjnf1Vj@?QXob8n|*|X1cf5PV*v|-FcCR5D0KQFU`{R z&fvhFx!IjN&o3^1>gGF-99vlFCluDnbwNTgmdjR z>vEoPo|03ylVR{^2yZ`^8IGjpB=QVt!g)dv((_45z*o_b)0kYJtpOghQhMXXJlb(8 z=OQB#RB5bdS+0zcYI&{O=?&*+XM1bwkdmYW5>N#fqvLNV71SlbDksm?@}{AC|QIu#PNY%{GDyjz^9&E{wS-kfj{QAW)@7wdSZ= z9__M0slXRu9exO6OB+U!a~5-!(xA^_g@VdP@VH^1>=03<2G`?W8;(Pj8a7j@H*cmb zz+8{~kS$G}h=S^9EbQ1-aT43k2sJ0Sy000-BWVLwo6rhH4#y>CA|`-@@GF%{=xZG~ zu9K{-8fHkzhRNocc^>&8jNxGq%p4CmO+bPw6$(lvKiQp@#+=wN1y$M~*aJtbm&>C#)1fJl-@d?bmHs>j%OVxV$!g99>7{j)-22rKPai8M> zRF1IDCg-RR5Cv7L*2=??=Of*U1FZpuD%eiZ$I^FZE4Tm=j0Q+d&6kpU;gIW&SS=gY z4_xFZQhPdOY3jSO;sw#LJB&71=##Db_kPFof9pLTFM4f~4pr)8RTATqAgqy6X4vH- zxAt|yb%Yy$4G9S;*>T;#cZ8UmY9#&s>bY|g6cw7u4d!OWg@LK$IBuiG(kpuFHP30( z!tQE&YHrr`yos4h{1%MSU2DUb7hL<)Ek7=cEA7Ak%pD*iKi~`6$Hw|@j0W-~9BG0I zXK}CHsWs{VR@ZxbE|i{q`-`6QzW@7=_nusun3;AioG?$$&D2_rm2>9@ogV9gRbC`% z=)0Hgng9A{9UerAjTy_qA0*|HohT(${|fw;nmRaQgger#GBz)%Wh4dFmB=FD}uE=y}h%>b4^% z2AxL^$pg@9w-4{1|Hf;!ZaaW~z3cu$DU%i^83H8gEfH>-x=4`gA*`A-G5t;!#gg!a zFWvvxwlNI6S|w;yb){AB4PvE7ci|v%+)C(APc$l_zmlh&^$wV~4paeP%pxD5yv_AA zpo+rr9L{n!OrubGAq5KL#RX&bYNI~4d-u}mGs&Q%C0*PHSzB3+SC)m&omx{tW?3%$ z%EeOrawkbaB+@J|3N^K3X7S9~8$W-ik&bLk!F8>ZGHVThgk)w0$;N~>%vsDuc8Qh% z1AYk0Y7S~7h(Um%(y-2Q>8*rVP*~wCm9FPcPRpOlVe*WVn8FH(Oz9{->UsbG zLmBROQRGhG3rEh+?H+b|8APs4n#F^qC0*ns#i%+09EYR_#|4<FuTgrfq>DD8XIT4tt zQYY6pgDxi#7dg2uqyr`x%{m7IB&gabrQP;DC9z*Yk%J6XYE+-t>?lTTIEgqKz>+d- zEp5sfFAv&Wf3bba{WCWO5>tfjJ zswx1}?=v&}07PWiS|^h0GYHZU38WE|AjhHlB({77q$8>g4yx8mlEEYdxgJXgg@(?V zM0u88v@_vjw|d}31DNi*1AwkXwJ>6 zZaXhjnyK}rmFXRGcxV)PzIJZuDF=7_;LE?MP-=C(Z*{YdBmU!0ydzFiRO%3dY+{0C z46%V>Xw7V>%$X;09CAICCq)$e%Y^{qxVic`Gl_dfrx_uYH@T~4(ogTV6xB8roYjM4qBN}|AZ zCT6Cmcgz~ImB1BL!pXUrJMKI6k-z=tCwcsJwGsf(`pco(xuRNmNKe*nY-1Zw3?63+ zz1I2%e&7f0zyE#!*I$4Ad*A!sOU~}Dz4qEqfBMsJfBW0t@|L%pIC0|pzVG{PzWL@y zqrln5R|IjI0T37IgdYkd34l%2-bS2cagsTn`>+Nv8*n`jM62t)f1~vXK~KNxz|$Ya zc>fhIecmTObNhqm7VE8+kPkP6j|am+w?BJu{`t?jL;?T6sq==}!~+N+n^R?c(Zvf3 zLP%jcYf2RlE-XIE&Dnz4sg@9wXW9Pg=InGU%?hQIG3+?f_gy)<95tsWm(QKgl9V38 z%xnw>v(Y3-Kq^2h<@o{nkxpZ$GHyc<0KMrh-(qThHX01l^NZP_cl^$~YmK@eh7hE( zyx;A`QEZAr1VQ2i(ds%ES_EF27h~!87TAn~G%xb3P(@)#dd*3%R?7>;YSXlEoNR0i zRjM!wh2qlA{lYR#Nb)P3CT7s4<^+U*Heemuzcnm8zWtp8e7ou=Doqp zrYz@(g!Mmwlz=BDrp?-tRSjUIh9Dsk1Qb?r;f0Zbvb@xaDh>NAl_v?a9o0&QE$!TK zOaD1zIEgsR$Z@GPY16z)$-Rx2vmfFILQI+78V?6tI`k1>NV+APz%nU_$PGsRY8S4q zEQ&0*Tw94at75}tU_8DyhK(lI->|jcvYi-t#oJM{>vIyr7}t0F&>O^=iXw+0JugdR zW>Arr?F2=fC5Az+N3{lAkK>$NhZ>WY{wxrrq}CKVYn&wz4upW`qp>elLg+*=qC z^;u;Az$4|nJ+fMrr<1jpFBBXHUQj-$HTOGZM4aovaUmqwpeR^nAORQ~lTKlkY`US9 z+zUx0bTZ^5LdCAlVU!#J0s`M_H7eCgPzn9}Po9taU12mc%&<>NQCKZw?8l8T1{WFk zJ20C3KzKpD8qQ2L8@0;X;xd5E($l5Y&QHJfT?K@&l7|tmWW(OiwyTV$YQ4;80I57P zt4qQ3tZ-bDrpPlC`Eb}jG3cwjD1^B38J9ufHZuSKAOJ~3K~(qRtUrj;Jja+N0|cJy zdQP)Zot1wSPAfN+d9d72ABmy9p{u^;%>f4KRJcRz6M-Y?$W zn4Js4pi&8}p=P-x`l|0sr9-fB2SLZUOM(7r*%3?|%2gGjHGg<~QGd`|UT} zaKo*)-uj^redzk@uYY_OvyI0KQ>{7xm0#M3>td)v0eF%#$DS}ajx5cG9~~GBX7>{A zaZfa!^|V9RJ@;uxKm3p9PM+L-=m62Bzs`Aat*@0PAw{MB zP}RGIaD7x8X3#r%cImOLxf1%%xa#1&Cl=#jRH@Yh--W+*Nm?la)mzOxO%N6F%Pmd1m*m|v zF-ozJRH-?hUnH>xSV&{IV6C_5_New7u3g%;b6OcxjSsaNd~#12YPE zvjs!7&b>CLF$Lk+{cU6d2dXt#QQYb~fkNO0ZP6wSc4=gyYV+?2QH9Z_a2$B+h#l}Pt3~S9< z!fA|n$VDcaQ#|Z)8nag9`tUrPc?Mk|&uns=sJ9SQtTj4};VgkFAS8rjHr!h$;lOdq z;yfO}@yPYqSOc@sFxiYu#jNn&TF{G;dlmyiP!Lj?5DrKOLToZi;|ogVvZSXAz4ykK z0ETp^G0EL^6Ay$RmepVyTLF@N`Gw5|17pf}b6pB+)|QVdHO>;wQn>y`Ep1=A`2sQ? z&SR{mHs${cVN>p~nXYWx8MYO2p-uM%*wXxRJRou$IXB(xM8$!t_N^~2$HQUP@3G@p zmW{AZ^~P|XQkJmFxwl?A)rHkd(qU-yUj|WFWmT}s$!H2f!~;%a@&oeRjXk#YO3TpN zb{1F=vb4-*AG7Ys`t324f-%rJXAA&I!~l6dRU4ZYMj(*Z9QBwJC_~aAzhZUx8yyoV zg&&$UM!zeXld!xPt%ML@Zq&n_bLCgbqzP0}ZPaUxMtgO&$Pz9x_5$)kxDMN|QW|rf z5+K4VDmBlQ2lvhs5gTr=tj@No$4{RBxnKF?iDqqXy7i|Y`^@RZHS)rs)he<=8_mX) zr~24_vNQ`2RBLg+4c8OWG08AlI!{u7VMf=JBu!as;RS`kuDPk{iN;`<#A#-uA6-XQ zLcdTbomvu7 z24N^&XVC4XQOv^G`fb{DT9TBk%ifda3xJ4))Ji?`DF@vPC4Om^f8e7x{^G#DmE z6)MkG;+Q<&t5jXjYc;EZ;|#mqez$jc-`v&T^vqxT`5*B;H;U6Yy!}02_|pByPOnbR zPG7!rS2B#E-XKfUB#N{)6od$?le^|89@gT=^L@v4Pn=$Qlp3_J6u$oI!$OG8%1RnV zNfdAX`Z%uJnx2~4F*`OdD2hB93?~oHA3n7EE41EiY-1ZG9_Ir7Lm&E({l`1r@s39` zQGea*UU$O{HvstH2S2!7z&~km<)Pg~6b&A&>M80E4)32oeCW~IqWt@Y=Q^!MRV^$( z${+GP%K*$xKPmkGe(`5twQzR%Q=hy0)X@ia9N4?r%h#gc=`Ajtx_tNaD_;7%Z-3Eq zF8L-&mcwXBM^qkJL_n1);z5*To!;=00lbfh@A?nde(|0MPoF)%|H{iZ4-k?l>a45{ zx;<-{4+b0Nyx^js3;Pasj?BzPX*LD~qm52uXr=v{u#s9tUPMEk#7?y?Dz(6KJ#Xvf zbaCOdDvFoB@L9k5rXNYO{I2^Jme;yB-*(Sm|HCatIE|@VzdHa4P)QaQf*^ zvXt{2K_J`!4g(BbaF!uYp%syEYIT!kTomNG!f^p;t#bpaPaqkx%ApFzVB@Wgh7eS1 zl&oM|b|%9@8)#h&dXNr<6|!X;2{0G}jv&XSpvqRGJM2<(3Pc{vXvPwN^e5W5(b3lZ`63@T$COC0%wDG*~hh3T#1X2zT)%YqU=;T%vHKk&Y{|9%Tovx-tmE zWEjQ62(Bk;b-4ZpRY3@H>!{Wc4LKgL%B`2dW^%*@+X1i*qIW%VT+S57L#j35_(%pk z=%M9qdDSMXLc@a&jG?f~d5SzkP`RMUCvcV^9&(<64d*$KTN`-_DjOdD<9%YgIrRxB z&04|ttu~vtC<|&$Dss+K)9Z+aeG{9}KvA4BGXZOh%SFE@jNW&}Wnry4yL;!-*>nB% zPMSm}iN^D1B9e~d)|*bXmc)r8B@ty=aq7W^!65Pwyz9?CWj}MW9xShQSvX#;CZ!`n zS>%N(6kqH`YELB3XCXMx>)`%+tErUA zlXTGS!S!UNss?@5YScNSjW$`?VH2zsjAl(FC5(nD=66hwgU!}EgTKG&_8UKU*Qai} zquY<-LVH0lF*_?j!$DsaD(iMKAX+6U=xK*`9^Q4}M_&0KzW=+ga~;PRe)F$?;0s^6 z|Kv*lvah?!^*jKLRtviU;QqVr9t;wHX1>Uawa&ov+-7~N1K(yiuA`Lh4dTc4L-xcV z@Li=<5)G3y6OJSO08)aDDT*{s)Z$WSb#3>d1Jy_82wbx21wbu9Dci-c?l5ISWn44~0b=jW#PA(4neXG!Z z801+t><^lIrmueL!6#;UPkvnUj4S@-OAictgT}J9(%z4zXK`sk7SYOQ9iQFlGh7@enizuV2C`0)PuSH0|oum91PU-BKsN(%D* zi}`q$00WLMbn=BS-T#v7u6_(_{?2c{_Jbe$%+ZA}uAE<--L(?{8?$)oOn1GVW(7dx zIwT~s21$T9j#47Wb)=M*Wx#CMXx4hf2q&Wps6qx|I5P(#mpP9Uox~=Mi>Qw*txQeT zs~b)q#+b#0Grjfp3!iiNjX(Ll00Q5;_L)~4KY8wd{_cktmb-4Vl_?ECXPI#W27zIe z5}t3zpEk>YNNh|v4Qpe#C^(53EF4!j4hdlk0~<_5MAnmxwJPcK47e_`6k4-W-gRv@ zUWatVfa?lx3PzjmI;(;_AA%qq zI4-#!KqN;cS+&k-B&1|PY9)F5f zHklk?ay@H8W~cGoYg22wtjdG~fVCpqYbdLC4K4%5OV9ZYO@S`C!9}s5KQA5B*@{Ru zR)Udn`na$k6NcWo|tw{ zVGX4(ohWj(wzAq^YiDsh-3Yo7S$&5W_&-kx|)sjtK_&c3>`lJkE$KLUmYqKSK(3htG)ZlYvc2`N>wG5R6+M=eErdnICSoO@1H*Mg?h6&w_~xlvU>LT2{4S- zrDaiTRC$V~^vw?czVnvPT4fvItRZ$>77RYHZ|5_g@)&E~o8R`{KYQl~#%cbgBPXpl z9TXzZ@**z;Q5XfSPCHBzT@<5!-x|AT*Zg0;?w9LRf1kg7&&U4d(_cQe)IV_jwfALI z2^j#H5ERByo)=5!d-Wt17g0N{f3PeO)gQ2V(1VXOD}L%%UZ=GcQNl?*Y_#MitsGmU zhl4zwoV@$!-m4CnQV-VF9=7+;kN&_z-CBPe+xYi@%Ur-OFE0ZKg5Ux6=NgShk|g8t z`26|vmv<%GxV-rBAAHJ}?>=?xZEcs`jF)`guJnKVd{bFM7Pq}eIE=WUTv7%)+}DeNs&s&qcD znTWuXkq{!NCTS2vVG@^uTo}7?A9=>(Q5fuH$GR+r{Xutm#gyf@Kl-}=_0kv2b~dym zzxleieeTFf)okWY2q^&KA{Wgz2LZrbW*k>tfc3h4(;S|O$fgr^79>fk^)M$)MH=kM zx@~m&M9j=($z|!vKBSVZ z8RwT3ga|_di}oCps%ji(!LFM8`&ERI%TsScMsXdO)`6Sr!}XQ5XSsWx(-FlrYIV4` z#zju84n+yp5B6Sb-rRdK;vyrdC`q{AWp)%L)NK3lzCVlz2xF=@dDvrJa(A^dwf5?9 z6;c#)HfDC!OxqfONJv&8o05E6M9Pg3?nR|BMKKb>_L}oG(|DWf=#(z#BvaF1}Y0g(~eT5?H8VhzJ;l73>ys< zfSJ=FwKr4}BqRgS2Gge@5PO=#w7e&v@-t({rUWw^w{-H%>b*;o@z^q{&Kwv#8Mz{x z?mYsSEuc$IN0oNna{&ZT6Ynmxli1)#NCl~2j9XjwK64aAtP38jkqUef&H$|8GV`GZ z6vot=0TGmhF1W}lzkSC%8L-i$0;;!|9m*0~b5TGjYRyzGca_E9dJT_i!&G7l;jhES zK44U)bOh0wapNJ%f+s_s9+Cq~1NE?jyKlVi5r+@%`RjlD=*n6*u3h1O8YRiW>kps0 z`{=koEQ}6nbr~h78aT#Zi4%7n)#)Tu^2%!twdbm6(lRfUQpS;UjzOiiVc>H>iPo#k z^){1`>>RU$5bP`%h-;$Ws%R`E*U!bj#bFfYSzZ*n+aFQYNf3Po)#cX=aFMe$N{H9K zZI~}Br%#W^V*qn=+m;v)X*~Jy4}Zd=u0QfOA2@aQvAu^5 z$V+&4-+TPzWH>tXEr)*iS>N{HFY+OaCq3q2H(qz($cc|HpEbf3diz}`*Lou*#jYK*kG<*IgZp;g|6@C?M&b$T zUbuMa?hgRAmYpLa5|kGY)N|p!IIwr|b^qgMUi_PH{@2gny>jn408U2X{2~dm&N*$Y zb#bWL&3bJ|>+G?U*?5E+*V-*VEm2a|l4$9Ccbw(K&JBlxovhV2xz<4l5yf$df}1TK z^s+(!j!%6~cm+6c-GNS!QiTZcNPp{<}CAL#?7t@RVhA|!V?LWQ#&`X&%~q37;oAa@WOf_eDQ@W zXKSR8aU445%DhyPN+!g$sM&FV<7olXAU4{K`p~8AuTg8JDhQ1M5u{uXp_>X;9h`-b zU?QQMV-Tp;tVXxf(f38_U?C_;*oW06btuKAd?6jP_fU@pSqR3g7 zkP=e{K4%k7M_?urh$2!73|I?YuwXWZ*OmZOV`m}Phr__8Y5WDR!tBYz@IG+qn9H2| zs}%ZBG;onotqzDOpWoZI*{S|{TF|8<0F=~G}&YVgb07wrqQc!^i^-l<|_kGy@@!1DKVMA8IXW8Hyqygx|jXTV;_0#YIpee@B3u; z)R~!u`7n;A?>6l_bnxEer}}H%yx-M>zKkML(v(`TUF)v0Eo-&fmDgNdZ*LId((x!S zjR-1Rc0w2?{*A$(hygOH-6%qDwhn!opwpSIa?Z+JR&b?RM*Y?~RbN1ND z@nCT95eNSB^S}2Svd;TQpwwe;y7sX*UHfl(ln`{~o*l=}oQJDyu`X4^v$brEAad+> z&NS{vZ23U&@WcE6{IxIsrI-KFJ8%7XK@#<5Syp8JI1Fl0urSy53Pz{x(&;nlWSEE#$q;$U;{nag!)Q2%Fs#PBUIFf>xYn_A5&J zwiaM9vjalF8ZL6*2!OLF^NmS0Gle0fWL+SeP*R8E3mGMZDxiMchjY~GR5eC6=5$OX z&}dRp_p;`yPy}Jzmfl&?1IUV_YFVq^OA}(_jDTOs24`40Ah?<=(b+}X_36RuWe+`-0=nJgxg7tR_ z)A;)8gH#0pkQ4|aj7*0y}i!XiCSMEN2Y^fjD zYisA0If&%U9LWovO&|qoO$wrX*gJRf%zT#WuFFjjsilxwv}fGoSg%Pks`>D_-%6CqD6sPkY+a?&silzx&<4{oB9o z|NOn*`%tV{wy_zFdi+PP`o)*O?rrb=$mfn6J#kK+P8v0-lrt_%Q>*pi{X1{I;pV45 z`O&X?%PpU~{hqbn2td18f5i0%p7O*;e)qTDEbljp?3){VcQ5>}m%iYaUjF8fec|qL zuRpW6&}_GYC}QR^FGl@-cX{QSy$c5)ap1KtdBHYyb4Y&#d)^Qp)+6=FK-;{n1a~aq`Rx3#Fz>Yyd#*gHzWR$ZJRS*M zc6Kc6xMJ7xsk7rj-+_Wgvy`E)y=g-t&Kp%#qs>-xSt8F^Pc`cPd8b2lTDN~=1`&Jv zG$|QdN{e-7b@g}eCtspr(+)WgeMnNrgWgB!GkrXF1P&^)5PdPyt^+G+>J&hf+SQHbs7Ly^>TN~^2cK7VSf{T<#Ln5X|+Y_fnqs@~6XDRXm zQAAQw7;{;;Y(hd&7;cR2*Q-;%Bg%q{9M00r4&NF;;X6k;TSH+i+Ot!32zc|{+BvGX zs^9?JM`goYDM1{tUaXcy^|~r1W@g9Pm}*T(1w|Emg*H9Ix{lf!SW7B|b6ge>8Vq(8 z5ELg=Z&%5JsjKR3=Xf$=UHI)@ML`IOD5kgufWnyb6nTm;@;e0HPJheiP=FW^oM-GD z*g2H7T1^Q0(8s^@WB>6x0sPbtKkfEAPvUb&j(+*hD-K*4)ocCXWIW08ytK{<8Ovr+ z_Pcv`&K@wi8&zUIIc{o&-7U-7@c_?6>FPAr9S zTx-^)QqI`nU_4552qC&F)`&boi(mRIrLOF<}_t$Z|C zI(>HM-YbrL<<8gt$v;}_&i6+|6eQ7lXM~7^5He6!o3zm9R{O1mdAqb!bXVi~MK2yP z)?HA*GxM2a$FJT!``zDm^Vj}c>;jxRyYi>+eE)|(aeHqtUSH(ltM)wo$&dPhr$6C= z&r7nr{Pb;iNvWDM8+N&I6zto*P--)tWLg_D6%jOQaW|1l;=`Z#(l)tr8{2q@K)&>) zFTIRUcj(ZeH@)diWmz)wEw|iKtJQA0=_aKv{7%X9{PnMY{V)8&FXVX+pw()<`OR-` zG#WS627UH5TVuKk$D);T6B~W1C6W-yFE%+AH7q)>|i8 z5!7lB(if%dEIT(X-5n8x5K2i~7AVq3-*DA0KJS?q@D#Ev15m5gF7Y}S;?&udKlt;1 z8f&}ns{PGI(r(sU&03=thk?4_nZqcWTih|~kD9T%=E|LoBveG>aXPni;p!U>Cyl0a z3}!(nwGNe(g2F(~b((v2&L?q5MCl~02ja<(fB2E3XMXK>{_J&cx#fc&|Kgwg?T7C^ zcIN&6dfQ+8-G^^^->1$lcR?a-HffUrMT8NA;39KH?%mbdlqfP@FP5AWLMU=}G&EUC zN>x%-T>vbijb6_MCq+as2I)`{hoLfgTFs4x0EtQ#TVy;LL6=Mdj)(o;u-^{^85S;S z2wA0(3n{27+NNpJ{tjM-T%;&VvKCT`R%g>|uMdk+vBv>FkEI}_aO!ACV#~T2aHdl4 zlYk)3QwTwxj&3cip(sXC5*!KPr^M8nt)}G!q$3cCW(U*gF<_b*R-FMLgin$uNt|ay zpfIXP<|N3I^K}VhDT@610dPL?<4QP-qNpkvFq~ywBAamLInqR7OkoH?81?~()(kUq zSwI&sn!Mhgh{r?LB_(xgv_OO+V{0i&E;Ll%*eimB1QF*GlsUyU(U}7XTBFD)2q7h; zLJ%T~MXe4`)5ueR$>-hyaMlmiIZweLsklfvn{Z5hRZv?Ev~FFlVwa&yemP{B0fL7cE1wv^&*KU^pOw2F6Lk}V8y-i}z2MZopBZeaC4 zR52YR0%6;C`e2T(S(sle-!Kg~**>ia!R1UUbd4gg-I%)96ovh zv`%MMd~?>MPLEDMCrg4ucnZe2!ab(#XwV4Pp}Aod1$e+P4XSCFq_x}chjxaV73@dW zWX@9E?nC^jq_HdcGk4VwFc5;NK}1Lu={oTw@lpT_!_>bmsKMd5=qX+~<}(D@R5&SO zF8L?Np0L}3lF7G*z?1n9g2+;WFp@~7NDoIo&w-W5+w{2jd2USfJ@}7I9R+Un>ZZ_fr zOM&?E2C3RD>K!zkBbKSkEQ|JZ1L>~VMPs+~(D!N|N=Dax?_l0nHDd*28s4`Zv)&^Z z0jjojJyR&rvVMN#|9wrmeCcsd^g;rLF!8np|KUw)f9)TnXL=#t9zH(kd;OYZlPGfA zMEtC%oHDFYQqWA+qQIV5qK-O{m_#Xhcja&|e$0*2Wo-Mm=m!(}(R%>3T&g3+KdNHa zX+n8CL}_2im9n+v$O*BqtrmwRScmwp|D3-FT<@{X{=w?R|Ff>#Hx&lK24_uOZ%+1Q z$5BDoW$)8DOpBS#YYU-*1ts^`ySZK8fUU^QB-aCnbOg6tb*iR%CLA_i+vlq1S_P@ksW`?KJDV01bv zd+XtHrtkFM3iNHl$xO^Wutk(WhHcu1(rfQWh1hjU7cu9v&f`>=chf7c zU)I_3vD7q~!-glNk|tV6U)hAQRhq*+yTltT?9VJ?ppVe3_lY1>;TDch?)%q`0_KSZ z*eiKf(?^@^bQ!BN$TsnOx#?-UH@{54PlL=d3ReQ)cZ(hYG(XgP8Q5A6UaF#H%p9b1 zZZ#Bzo}UYI+U4+=xB$5l z>$tr6Z)su6rITB(-Ik#gNhqav&jltU%b&lj7<{Fnr>2exvOuPhuIArEoSTgSZ8kZy zN`C*?FO7?+p??^~4AkO%9Jn{;gv8 z6!LokGqmU|=u-8j9LPYY+KuAaPF9v%oEDIbKQh3L(N9(o4_9tT0jw6JrcXi^JDZ(^ zkJP`6kD2Z!_vR+O9(FI#$y#^#-m{&DXyofIq!>=|aeR7!yPwYLr)g`>M0gXyCJ86z zH^e4+gW|EC$S^V|0_Hh9ZAFV=&BqDlmW0|~tcstpj~cVwm7BY}VilI?G?BBJD(F&7 zROHB8fH^XAL^vcj`UoHF@<@*Lq9U&H!$}48{>OJ2NW{!xOyCYjOk38uUP002W+f%& z)@X6|zRgmh5r1WPscAQnU9mllBr>OJe&70$G(3JnnU=*bpw*qpZ8s{|MTs!{P|Ac! z{*)E+hG)}#qF1=(4B2IR2ARFiX0!~CQ%`V!HbeW2H7tlh*G@e=fQp{ZMz%{4PaYtFnA-R8CM!$YOV{-|aqwO|6J%VI!pL zzFvpP#!>aY(lB}QW25fO*OzP8%7n$lx}L+FaXUm#j&_pt)M*w=CtGh-Wp4e`@*e)g zVmCTR_7qJr(CEvK9hXqx!ES<@|G&%UlUq*Ow8U()o1C`ZJxEB;(OHh-Nu#a@-Se_^ zbjx9_*dhg$aKm4%zMIaa=SMXO-0WPc?Fp21v*a+u-{(oaCn;;oBLbA~je~=3W?s)` zz_qn7I|}D@h`7h$q=V^gjta#`InIEUiQvbIkjF+&OL8-p$gtHuTer6Yc>v=y+uM!H z%e8HvyZcV82}YNXbMIGb`~=;aS$nUUy1?rK-oERukY1rJzkfR~TlHR&h^|v%tYBf+ zFRWcI93SVNsU)wCGn`>QI5zgV4C|GXN??4N{i?!M1d&q$(TZZf_(i!x;oZUnkiz&h z33gc?_vh;C3CmVc|Ny)7Nw{ z+2Nd%q4F}mDXYgXYBT~okBTb!phon-))5u8p3R7^Q1=1Q)D$ip`Qaf{6&xeHvD~%}5uOqKMCE z^&XicezIOtDQ;0i^-dQz8ZlBszu0rSah46yNf`->u3rg|N2bv^z|%n zDI=A;;M#Pyqla%x?=n}j%QzcB3U^T01#@~2&llbX^_T&nl?+nU7Yi)qq7IQ{f%x5M zcjUa2{#E^XU2F?{Sc3i8{;D<6A0dJxHoQ2pDSaNVmgrnqQ7M54j!8v;Y+434vXo1K zWKdtoRp4+IAXks9jE5$Nrmdbmd73&AK1!>v;)W%o%dfNVK$sw%Wk}%|O9I$tT>MRs z^JM?`;V$ zdfhF&zH~$atNMu&^%XT-Gzpp-IMjY%6cz|&$2SFN!slsgyZOP_U4~iepFh?p<}_~Z z-(7t3FiqKsHWA1v#lI`pD-2+jz8T4M3#U1}PL7mHS0~`*y;;ATq5X)v#DvOn5_zAW zkFT1Bi`Y7?^n(a$GI{i~D;Y5*`B#I5x56n96;N4PzSy53OiU`EFOSG9zYfmhe=my* z`w6_$=sF%xSZk=m-s-#{WO&iQhL!DGnyWRMctAX|thYez;t7bMDNeTRR(p|?gBfQK zICHZj)N=yUbv1cCkL7dcUd-{7D`0(vUOJv<2W>VL-pI~8LncmNZ$H3FXCz-wLrf{H z*6kY5mq9*SCZ;(`(=ANS9CB?NL5F>?PL$Wb(AUB``|veKIzS%(=0ZkHdg|`nClA|= z#}XL4~;BFEn0t8-P%yT}4yq(kqzv*2tihGf7@%`(9{X4Kbs7x~Ny>P>@ z9KPf2f}v$vG&U`DS@NK;jdvJ72Zhr1@s|I5P4Jyx)=v&+`r#qFR)9tC{1>vS$1)7ql0Es<)8a8P-EQ*4xq?CR_p9+f{eIYKosP8YfEs&~ zvc0NePoq`i0!b4G+vlTL*aCw7&+acUyplx?LMD%H!(3+XoyTE38_{GwK|~O_V9?+G zm8Qv0nT4)QD!iw!tqEol={i=YQdMTJ$HI0%lTJH>m{md2FSn)pGWr5Ko!FNNE1rzNzky>a>-+CAk0_amv6UuUI%sUmh!y9OfPzz1Q-uxxzg8 z?54sfe3p)|87~CdSiDGMA|_3Ac$?7dveK!=eI>0QKhE@OTvf~Yaff`~dTeN?N$m8QPnD6N>9suR-) zP=w@0aj$R%tX%e;Q*An$~>Q3=b$1NaI@?Y4ngc1z<{J zCZ{{*%_<;C>!`Qc#T-Xa{$A%hv(L22se|KiOIhVA| z-Z*sL3)-P7NEl_)2CcxWyR?*Q`xOY6M0H+?zR#d5P6;fg%%fzTwcr5DZiN9Vag+Q7L?)DiaA5QX0)mAWmV7f+Jz-lK!{Yogxv$AyxQ50|g4xm0-vPJ86=HoycNWuOW*v@!ZJ@19UK?w!p~W|*9|{u*C;}=@eXMH~u@0(P zU^cn*dTyC2-%)2?(wy<{pnI8v6H_r%1bXmR*Ht62Bs2q7yz6E|1Z`n_F_lQSz+cRr z64G@G{4wVke6)MKSFzm5u51NFMIdBysO8o=M@Uigy&0cLMlbhtV1=F8u@!R8;frFV zZUqDOsL}~U@?IDDM?AC?L#I9Y5rsVnxoDkYq>W7(7dfPw(!^pX??Sm`v}=^@jsW$u zia|jRD@r__H-$!2x1UWK8ri1Z;s-aj&gcO zfi^JtAMh<3rR}2Yu{3p68f!xi3-4bqVznV&cIc+A6ptH^xkY0@C@7i}6*^_Vpr+>+ z*?&ScMWn6E0P44P)id*Rg(3<7jhQTUm24IleQM{{kZY!3O-hw=5>z~*Y8L?@MjL@@dVaPQ zS`9+zw^vkBO0$>Pbg{JQ9an~l;TyU067!i~=x>H>t9>eU5h`zhf2DV2K!q}kpT`&h z>MpwB@E?ewwC3gQiH?Kv$kNHFsYH(B*5BBW<`RY?r8FzrbsvaB6_LPWk;$-XsXZa_ zzG3;-Y)&dmhj5@+z*##zH90#8@7n%O}kASM<0Cz@6Nam*ZEcybQ!M{T0A z&$`mvwJjqJK;f>Tgs;x)#E>7ZdA6AUszggum1GylJ`Nh3PCZxuX|GOYM3-UQU${^O zd{m-fDS}-#~bHz>p@-h=h}$CYtPOp$u)hX z?+9hGP0%5L63J)wZ18r%)=I?$&+o3BXFH44#M~mVXz;SO2W%|;u zsx+q5lM|U%q>!6RX3P95FaPcc1s^x{1oUfW#^*hYW-|hsBAl(C7yvOBK2ZsI!4WQ= z#)F)lQU+JEM10D9tGhelN~T`}mQTrX`ksYATK^}`N0^+}0*<^D6^Ji=CdIWm&S?dD zDdcR<8Wj-^R=#5lZz?75B1%?MCz2?Pk0~NZ-)*3-sdYQ1j@Du$6j!?{geVnK&H|1sCG6-%7P$+DX%R=#XdFEQPX9i8TBTZSW~l!eNaCtEd3YB zkaW>{Pxy^zb*ql?jvr+jHR%DT%l7a?WaN>11Lj`V z?AU|=!bnJm99{!0v$3f%eF8&kW`(WiPVenyvB2aR8-{$smkD2QH;V=G{f*$>R{W{y z`5-9!K*rAw%Tb)mwd=wH=%jepVNc7+68zD6g>%>GP+|K^!Mmf*7mcQrGt;~Pm^kq1 zepI~MG;W3i6m(^2W~H!xyq?4vpH34$Sj)5vgufa{3c1!qdZv0k2-t+tI!SrPswXX_ zo}FXGHWML<`5uO+-IJ;XCLN!T*8LfK`XKCcXVDHW-G}{pq;oK#;+pU8t8Ht~x7=zU zKwZ$e1N3sM59U1k>$aAa1ZOA4b@|u7MxM_3>DP7LZE@>$!ti+0(bg5j=u*rp7`9i? zLAev^_)l6C@}Xu`6T8Ft(6iOq*D~V3t&o4ze>44}`zEv)do`TvYsL!NNtR}I%k`mjXKEpTW35~j~O_9jUe6#$&C~}{nuPO}4 z%*=a2W4}_FF-4oKedJ-aNGfTn@0%QF!eSDV2Eo-(EK!kAGIj`kEs-2p_sDbd_&4#r zIinJhH5_aJ0W6BFDpEXW3WVEXkSNL9im0Rz2YXb54qgFOmHu3KV!IkB7YN+4YIBgY&%elD^w$pG}x#5BB=beS7JldN8ig z2^sJx@P_p*o2PzbO3AueER<1ZhQ(frCgykD{>hG`yuH8)x=(QFxdYF$>X~{}ZaThy zx=AUPWJB4g7e}C>mLriL`Cj`Q%29W|)kG2{El`jr>Ua1U(PjGY-OS@^zI7W6<1pqB z^F?|V=rw3qC6|fW{ye$!6dt1u!w=qBo*`+1odV~#6I^P3AEE!B79a>p@!`^Bz3ZrV z@kvBcon$lsEaLi?)u;EN?)4#{@Mby0A?Y&gKUH=-PRPwYCzWUx-$~08qE6xy0sy9{ z9hb#N7PS$aJR)oHZJj^6{~%w0Vo{o^uxUby6@7{%##^@@;C#34UOXnRWZWfr_~zJ^ zePCTRQ9lcb=nY*gp*B*vW9WBeuS<&KOxB6$7Rh;X;82ryfSjbZjMQ@)@g|~eM`dTG z)1VL0VgIEQ_jn#Q=9TDb7MOIej9KL^E&gd1_WA+0>7l;c$;MxOfIaT#{)SW&397@Vo=ql_4n-yHIiFT=b)vQuD7#u49QhlGS!wE?C_oHfE|t{WY)GYAFj=jg&3C!X#`agh z=tzqfwhXNERs_abqx8N;_U-|EYXUXlj1X*@FjvxRG4Or@ca?iw0&k2LtFIm{@`t#0 znQseC${P9rbN~!$MI=Y%8&${UVa(C;)fqzpBs}Vv`eTWLCbWtYWxgNqmAF^%F50QS zIT8`t!;l6+JkP6UtEy!K9{Su=m?gu@p06$WWQfF|)6M%-Z#)Mp{91&fQ0K`dh;U{Gt>r+6kY9@yT-srd<9u$L_BgWC&e5}ARR=MS1h4i3*8Uh zNO#DCDxHh8kppjprb-8kxCYL~L6HTFk1OE!UbSwfIeM${lT_vNNpW&Z7&G3;y!AV$ zM)zeQ+N}@2O)=El5^E~QxMU2Zn34hH3}LaTxZJ!+AI#Mq%Kc?RswLccz@M_i4CzG-Xq0RfN@46nOgf;48?p7r4&c3gU)g zO;|@h)52SE76S6RU@&}<&4);C(VEg^O?#&mGfk6Dx24_G~$Brr1 z8kN6xfGZl7gd`;fL(Z)yCdQ=^1M2Lt2?y@;v z$bLOBl=yQhy(O8KZ)wBRsgq=Ozf1Mdd)bRgapcqcWLftd(buu}r$?!z;i*5P#YVQO z-yqlaxT9q=B~9f;u)Ac93c*w3(`yiQ2FtCcP}?f`CbS}r?`=c!d5xAa>)yn}t7j2V z4?T%^Wc5*Huxu4Ln|#!b(nOEvqWzKAAWcehH)NtKo}?z9&1cY2m~p5-OJV_CA%fd#6xwPAms74 zJNgcvWEfh=`uE%vED*h?dBc?ab%a4`3^h3@1kr3UapBq4wwqw~lCh67G^jVg-^X&w z%(eUm_OUeR2Xo3`if0PO=%C?mj-J&tu#O@!c1;#?oauFs=W24WmIa_5lGDQA?KrSU zjmBL5*IkmsTHrK_UTtJEF)p7wg0eJR)BLNZ?9o}qdHA;Y@{8=v!rHe6+=T*JmxL8K za|d-pR5WJhSUmb>=e%h^O56MgeS(a&Jb19^H3ry;YTYVGJ zL3I&QlU8J@jNU0mk@Zm-i&HGUz_qK*JssC28FXY`^|Jp|3dpOF@IB;b$?`q9_K9i20};uBisU< z!L!wa#NkZqA^(0KcO_-`6|m=LD1B1kMnm(?E8mdzq5BhEyZH^UhxrISwIs8X!}XGFNh_Vhpv_g=(j$xQ~wBVioVX z8`dRsboEI4F1a)X=npzVp?w5eAP7g`Trnr55k79 zda9x&^NPX_ul2c?IIzHna~S`n#{03|RVx{8;^*gYQ-HC{(&cnKM)_^;H5lF{z| zOLh)o15*)s@Vg3Ze`8*4m;RKaQSTY61f^&ucl}epIg*Lv7-O4u@~BkUjqu!m-(}9g zY#hx?EDXz7laiBG%>UBTxbNBIn7#WwXFik_?=ELlw|X6p;pTD?`2!L@Wg4g(Dqe^* zpkJAq-7z_SOHEJmo1Pq@bsuTrq?URHRy27bElJ+UF`njH@K6?o3q&guKGw1f)Dd01 zU;U{cM}wq3>l_u@0!u(z5fr1gV14lM>KwJ-*Rd36RmA6TPfdMJ-gr&}!C)IybcCDd zYA~|Yo?IuF3{R-0fQno|bW>#Z_|F0qYQ;nkc#^pi|F~iioX-Cg@~k-Cw%QD+)6bJr z0FxOx^F{yPcpC{8%pHoPxO>KKvvzBn_!YFcOwOU~B-;F1{e}_jwn(WG@4hM6e)6%I z(}XiHLi!1cEgQe?*Q>ZlI|*`k3N0c?dZa^?+J})rDe0|kkzx%T{J;O4n1uJAMV~t= zL&!A20(ic8678+#M1!BslyGC(+0K3yH%T$hSk9ExBRAG0076Lw)MBLEhQJ4Jmg^O_ zVv0%gc&GRZ9+wOI`pX)HyCOvFRc@9gr=A>?206V8;&R?lht*dsf4lU*G?d(9vw%g*W1ZGS z7xct@WB)yu=i>p|+o!}l`%hl27puo8VJ)p&JJ7flGyTYhj9C= z4mJgytLlP}+suN;@3%shK44R3Zw35uz0-~C#`jkSv12}h>p*LVD3y@mp`RV-Zy!SKMK9GzjPP{nrh}g?#a(iSDY%A+1c(HJ%J_iNBT*d2 z8h%FE>38#HndhX$p~h~?4p`G^QI?}CKQok)iaR~7K7)$TbM=2k6DTB0M55?(xEm1- z6Uos<{-wu=s~nNhZRxxM2DL^5@DOVW9wZdQJMbq1B$}+9^!4W^D z85EBzw`<)|sigQZD2)Dq(4_WSv|!RsB~d&c@~O$+dnt7-xRG3uVjFI*dH6FcG4ps* z+72th#3Skiw9d)ISFTYlBd$?oPQIphM2yKc3I?t`<|W)aUAmkr+$+JwJXCdE_*X{z z%%vz>b<2kwSaAbNNg3``KO;ESv(qG=`&*Fp9VqXaVk&11Gtfl?uKaVqihI}m(!x(Q zoVQFswp^?SlNoCTAotL7Xx)9- zRZHxTJC9t7hIRy1ZRX*Ks|YO1x4}-eV*=m72|dO+E z5j`(QO9zs_*3JKuHBRhI#-CsW)e_y(x1fv5(S=l@=@*)X7yA0jfPqAyoVswc`w4ve zWzLg-b?OAX9|M__(5)oE@w_sL##Xv>OCC4Yzo}ET`norg;|D=WE=QoT&=JQRQ~L_gjk8&eJBvzfl54r{RenjT}% z#FJJ=XT4%(0Rm~Eq0NlH!rnZM5VCx1&8t;d+}X^AcSy;`X3zm)aJ|S(!yGvi z$89mm{o}+0W|z~_^zCD`UjEA&1;pz1ol-<Rq3**IRg(eP- z{aR%^S-1QqJXC_kDsi3hpX5%Z2)eOPCg|{p(u54QSlZ*&k=47W`WYF;MySiMh0k$L zFKwY+8Dx3LV_P$x#F8pjVyNa-gxJKOR=kOCsVAwZBxh`;7!6wwNKPgJq1=QSQvTWw zH?BV!WKqKuYBUjRvsd69dUIsdOQv3|r=u70;NhwPO0hB=?(vTcfAYMO852;cE%>1U zOe(|tp##WtH9_h4*5ii4Z^EgRs9depFW+ly2CSH!2Qh(a!laFE$cX6jVU@_Jd8U5& z{g#%<0CjZ36e@Uglhh-S7Zwm7l7elIRn5Q6gO~7GXHb61D1uL#HFUOq&y24%SU-wo zln5uam@LYor4LcRTUnW1RBmPLA zYh3hm&QK7J)HSswqZ{FYZ@lX?vw0=6P$v1{*0X6p-1qPn_(lPxc>Z0{>$?5Bd(Ju~ zgDxhj{cP})W{g8!=f8@OKS+AUjR;azFk_BH{bm34gtyC@&-TBty|`npmG&Tql8wCd zYs0FHvV*dBx97`d#*{GPl0q=}6&sp*G|p)1bzNin{5P&O#Oe4CWHqGoz#Dg}V8YOg z9VURTBMhR_&3efYil=(Ose%Ez6OhTjT7|AQaFQPzHNS9PQC+xjqs{(lCd-dCnQW$`ZJ{J5pDFSS4PNQr`P#y~qrGjy%oTiD7P$pPe6Al;F&xV4u4F~{-HX>Ww^s=b_ zH~d)=4>>9@okxV^%UJH))k{xV8I}=c*%k6{qmzr3j^k)X$&0fr(`O1bze`y0U_k_< zD0z9rS2bAWu-D(^z!10W+Hb{U+?6X#PS5?&NP_7HKh0QtU4vamzWA`qEPTT&NntSNKytqSpk0pSO3#W=5!Qc~~%r>Wn}jbB@>iEWVECtWEM zwpBD-ZtR8)&}m{%fdf7CtolL-|y*pIa z8n0w&et$>AQ0+*hqfMDR4@N6nwnL}YCCluXWEJlq)#6(3z?GAhn)(vT`qcI-@I3(p zSI%|e@fF?6MsZH4Hy0O?E(pTxClQ6mQ2tUw9au4hGj?l`VTHvy1X0J;@Id$f7Wcke zCP5(b{q5rDQUv$9nS}{p(%^GrsYqWWONqqQ&Ie=|;!pje8mw#beGkba%DArg+S#%y8KPM@HS4@u&g_E1Q=t z^g^S#L1>KzNedMFJDhDYR=4Ub8o*Kv>uCT8rhLTF--8ukX`lwTHkry6=^Q5dUKxGvonB zPw*IyT#t1cTx1c1FG_=doH(_#*)Sq|SN~rx#eF}dPB6lT-Wq>|=*zG1{&b{FHF=L* z#^|e6oY+~{h0~gDb;G8X-mV>e*0O&Gg@NOoZ~H3E0%pCpVX~t{L|G`(+fExox22ZEp{YP5GEsn1M{C7 z`!i?)6Cdl5)Oq6-lOP@lr_XI?cCyb0XVW&Kq8P=Um+E?V4z|+e!FvsZeZkh3S$&UExF3u-*4?}X zCD9S6$1=$*aHk!|)TRnW+#1Ds+4nnENJ~sZW~M(a8DD>LZ4VmvkvNYi{5RNxlYcfj zDP|nmCF{~5dIoJX>3uOO^i15GKkPWxdr7i=eL!&z{4)?iZ0z4~RJhj*gE~q^iBo?f zjoUb{K@!&5?8z96;WS>$ZLd5>q9tOK(fdfCG3} z!ZDsVA4bcrMWEG$fcpzz=w^^in}RRxyO++{Z>u)Jo@W`Gxj?$XoS4tLIobn`>MSri&vG`qK?S2e zCp>uq{y3RzQHh%7gV^D?FDbxi`khddPp&3NTH3BF4q#^wDf|0lOh04aPun4Uw8RS@ z;vbWY3;MEV^jQa}hPSx=@diYF+`y;-Fy-of&!GG4uzt8i6JMmvfx*FptI>l*bMmod z>!5KvLmr(55l=~DWx|@drZH#OUqUh2DA&Wl2aKrE^r%1g**`Hdk83WQJ&L+Q7Lqe> z(W1!c?-Q}fGdc$!V?j_sdm|HRTk$K25UvESCRMC(kc^nQau=j+lp)+q!&&sJkD@;F ztGGapSRt9yKRAO4@g>mq$yt+i39v`mOVf(vzGiFgBy&?!3763l>&^hW(I;uesYH)Gk8~87VYmF7^bbJ- zIdG-2h-7lbEee zsXxbtjqru(uD95}5;k#}i<cCW9adcw ziGCEkSQhEB-uq(U9BGe&ZT+tcYsBA>w@0)-we81p(`@=4I|Jc@j>(RDRi1~G%T(G%Zq?Zaeg=NB` zudmxx`QWFQp2^<;m)DeYqh5jD6_MAb9ZSK@PU!FF);JEaiuU{%vOA$Em6GNoltx|N z>i754Fq5<5hZ0YrRrd$%(J#+9Bdt?SoNpK8|9c_%U-ctpo!zSz3UGOZe8*New&R-2 z%905~!KMs>g#upJp4J7=dKBX4nU?k4XUuGMy^%Qgg}n7ZU3$$wc%1NATNY$}#i1O3 zWDP6AT5EIK>_7-TdP?vXH8XBCz;6|i&m;#;6vHMBr90@hjy9Y{SWQaKErBg}AQpII z(6#lSYMBnq+_JVwA}tz})js!drsXtT|BL z$=gN;6@C>b(Mo>|3V9PQYiVUl!z0No%{XtFX`e&-R5e#^JdBlzZ@6MnSQ`143H97A zR7uS1k6zf7^*|?`WN{_-1R#ydT|_3+T!zLP84WjL#d?f42{hY8pwI*ddkDXiu`A+O zYkb3312bq)hj#?|t z(Wd9o(}^vde8*(^;+{7!DfYgeMOypI52bKA#pFvZ{R7TMmYoM}hXk!*RJ!_BjBNqh zVujp*3B?aF_8D6K@~o~BPVfMRG(P}Do9B|3gFF?u>$y*IH?2u2qY3)9gDzSoRiI0p zK>;Or4i!t8hP(kvXzl%=WPuIeLP+NccX<1i-s^deMp8UcDLdJ?H#a z!V;Jv<^Qw*YRV^*pMS%Ko_oq5YOflQLnT^1rAe0qlDMjsXlV|j2+;w^h$qH#mkI34 zs~+J{?-0B?=$$FqH~ZG_vSIE#xPE+B!yH>BOxle9Jv$~(9T=~q=tHBv@4fJDD)C5( z#tuZfUOAe^qnUNGJRnQ#vX*>sa1Nz#p8Dvt;uq#nH`?M`?s)(8OX{IvcHr;%aXZ7$;jNE zcVSZD)lc|RGL3Np>6AbDa~b?XfG3|CMlfVs%Rj0a>701d?fI{mEEvEayQyQGc`(dl4tE?@tsHOYnYcy! z+QZ((8D(WrL!(Ahe=<0O57WTC|BixT>269Ld#Q0V)VhqGHsuZpk2@&$6QcJ$=XDYn z#@CdD%EC`Wx9GdyN{URAVhQmJ91(Yzlp4iucXQ%Df0(K_%x0VQQ&pInYJS}^3-)^P zl+5b7ko*hr3I12;+-q4TxqvG&p@d6NW-xn+;~%Hu*3^3tjxjjjay^vsT9BVx5I9AD z)HL@0fvU^f#TWv8PdG5Ona}G>LSf(D>(|6W5&uB;1K0ny6SIH^&evgR!TftKinpl# zNwe;kVEh}rbsvF`ZC^{+SksdS<4*hpDL~)U3j0Zdc7M>qkQV>*nu53G5p>u@sVWOj zJ!sMbeIhU4AHsb5F9joTDFP?IU+?~+&*c&}j@!yt!Qio*-C>zFZI)B0Q;sqT`rh8e zP~Yo6V&}eqw}97+rnlQWP9Fj-6zV@97yl`j7Z^HqQ@(b8A&D!eQL=$O7&>5`S(sy{ zt&CK#+-$kFPS*KaPO&yO%S4JDZ?QlI#AwxZNKG9bH04mC^hA>?kq6G3F*sNe__Lf^jkP_KV z`z7kYm6#BR!s%ntZU=5uk;yg9?jvQuw7;A({mUMx1}~w3Nf|UCph;zWoDtQ;BCFx6 z)yrA=Umd-{b0b2jesh(Cs@S^eNtm~d6o5{H8g31Cyb=$kMqJF%HhZ_bEn$qmXoRW~ z|0s5b#w<@@PhIQ}rgrlzU27X2pBzEzLn1)w*iCD3>r z6Nf1;(Aw38n;N69h;E6Bqd7>zdvESTM`j}c@$Y3UtpI)$*`={{0_p__X2eSS6Ab5J zu__Cv=pZR25ikZzD+2-z_d_||nxSR3Hr^(#2HMpfE7}@I z-S^8Dx;K|U<0$%sQ${62%MkoB(D{%6f~Vi|;@;EUi=MEjjhqjQr&vJ;A}cFilMw_* z0Ve^}owu^EfYJE#O!ZdxlH901aG}XJUl}=jgKDSD9P+FCPvHDmM#`Jya6W*%@SFKo zaGHGF5qRbfI$T&euk`M?*776BZ(tZEu-1;EmWp2@_sk+OXkPp<6|mra3}ookH)vM1 zx3+rzOSct2JVmtq52Ez`f0`!K;^*|kq1jCcb>IlZ<)QCw%L+8eqSBTf_Pe>h>!9zy zztB6HyZvptDnx~fCkH^f3Z7Wt&Q6%EFx>~22XDhZ< zg%I7qP8gYQ;-|j7$PjzVGCKA<*(q^!;&TuXxpfsk5nX8p4Q1^PA(aq!UvE?2ngu-o z9Q*c|-!=6`f8nG9<%yCw%Q?zVGI_w4n#eOd$zOE3FuLei{5j5qbz6f31iM(__1+9Vxo%lJVObue1qA$kcuO>KNj3gj&8s#8}e-Xt zEd(%y#Nxv^S(a$uA;@hj>1VXaw2HNKlmLkrV+f55p{}-Db4TNV?8G1qwIqu+6yS{fw{C1bn^@Q<}W~LEzbJP zUgwInPGYKE6LU0j4}}NmoCZLEJY=Z5l=XUtj{7K{rALzB`tT@G&f?DRsbO^Js6<}4M4*~fNH8a^t;i_z#`F9F{g}k zfLXT4*mgoML6~8!PW?WenV4%wOOvJ*xSEQ^`gOXR&Q)8 zAWiPSL*u{4Ron?XD35z39})-7;cXRj-u&{`nhwH5Po7c^0)&!mDrU$@2DZ+Bro2b! zRi++kdbF_a{zz<)!>T$mN)cMY9X@w5kjO|B~#EaB3ZUQfq&E5V=>x?3Gh>J|* zhRePG1+UUHs;>X(F{Etvr62aV^X*^PsrT~JcLM+Q^Z-ot#ze_tk|yB@{y}Yw3P*Na z+CD;Xy3Ow7Bj$&WgDKAV%-h+Jungw{zd2l&8-kNEgCQaK>2d#mB+n2TsafmRI&O_-CxfW`zp+cp5#=Gy`z7$ca?Ct0?wejH=D$sT2 zPxYCKgh0$=oiqsXA^wfoqMzL|K^SK|dXlD)xc}bR^_z#kwl4pn;_Xjr|K2(7Up?1> zm-zKJ@j%v8-tqlV`xVvb+4{*3Eo+TC$<-)H$n<=Jlk(0*jErk>SHQJwXX#NVX8gk- zb!X7|;$J@C)47_?zY8Dx??;Wz>@;S3ZVP)mN=bC6hRYZ?C_=26sF*9s3vySi;fBuN}5-o32jOl3_@M zu0rO`bai^A!-55;A*Uya79O&_FMzZf%IT`15%a{$pEb(+F;2m8x+6&RdW$&vxVt*2 zuKmb2llTfm{@S)D;Qf-p zCvuQUWfJxuoX?K9$1jrF`4=}+h9cc%zEpbFRJXQi6zE6>N*vm2?|C(jB+hA)xhADt zFk*YDlp`3ikjEO*{i*ZStNz*p=rWHxXP8P}6TjshqDJ-|Y7hl;Ug)t=uWU1tmkO=O>qV)+zw|YlArp8}SG0|#T zU%eI5pm>p8+t2h`V8YA6wbe!*TnU_aBhv*xkRV-!MwmXsmV-9p3ZD18#StU*_r0VZ zhBNHd0tzC#Nqk#{>V%nSkYWdLLry2IqSOg9x{(4lk&aiS(K9P)g~O}5z}}(k%+cOS zZfs-}+=i{uIgLAb34^~adv7oY2{vLsBQ7)|_?ng%9~3!RHxAVg)E-cn{@b zYmLHJR0amd+4+8{Ujwp8`=88V>9}GyS7vv!aV@}A)8*hQa>56;)`%-$;=h(&@bsNj z`Q}$A!EYm$2jBNQD#%zO_2$;>!ltN6FhecvR}51g9uMF90l5nJ zpyxZAVqM46=)bPL+k~GV0Ln+G%izDsVRy^(a3#JGzdFpRf{y}mvAjR7#&fWA zpYU+CAa?WA^0+?N-eA3PVHJMKbbOn7(E)`ey<+pa@8>-aWuE;zHK)Mzm4$mkc~_Bc zYA`sn1d}!s?KVWO9uvBkG@mZ}qk~Mre%7|rSEz(3;x$~qr}15Kc}j~8cIb&HZY!7% zdv~xLiRwzj)A*9hXsv8{3Uk#D#XeMHg&ChNIUf>jN#tBIUKXxNC?)fQ-7SM2y@xzj zqgZgQqW-DBEgoBAvH@8yK#)KrJNs9|P!+=r6pe@o{(C$tx+=5IO2J|?at2KT3qvn; zk`HX|h{r^arMUThxrD|;+LAjPDwW?bsc#?!auB(;xi*@u1;@=$*HpeR$(Ld|6V(%R zcOlPDs8Dm9Gh{~JK*L4(FDGp`tjAg{RR6u2+=+CmAZc6l{>&dw?#&iUu?L2N2fWv@ z?%Ob}oEOzwI$TQw@FF(mI-P20eA;SKqKajd|9{D2t3^+vC=7xy1tkYni}hr4c2X8> zZ0Iv|6%vYj5Z|4w zaT-O!LisO_$XJekSO^gm94>uZ+2MIN36)I#;|Fy>;nN;G3;N2KJh73SSNz zCXu9)nFwb-zD+_TeT(dNu48GOx9k&lUxf%0@d%FaTzPeh3UjNZMT3%6& zX`S2|SMe?r%Krca)PK6ffD`!jmoU!^&c#>jLAi$1IIO{08T02N;#f7%^zgS=8M+u_ zkCSh&MK7Kbmd~zMo<=D1FFqpq5xf!h_YcW3$RNYdwML3lL{57|dx?!~`BAw_E}t(R zRmKsSt4ponZe@DZM;B(Julub(qw^#(!yhsI-($GsN5Ec- zC&D5CQx!km`}X1I>Ns&4@B8JaeD!7Tlkn6&DYU!^pBBO!)5<2O@jFHzD$o{1V^~^R zfOjlMx83=Sfbk_~S+;AK~s@)C0J+%A0M!^&kYWgYloYXz-; z9=Ogvi~YwI{|6x$G8PR^=LgIExJoR~lbT=Ve`l+$e>M=?b#14F+LabGWuL-TdDPpl zVvhacuLLH<_%AwufynIUu={58F-pL3sl#HdjHl`o?XU5{HkT3U*H{5F{70ZGF#E7lssTdi4MIWon3GS9=a z`{m=CQr-9E@+4ANv^A8~hW+CVTYIz3`-IZJ zGT?0M;sHC={3y=Xm;5Ca(f1r3Y9zU_`WgH%EE!2WI(;K+v8b1zFer}^;uF3$L>Ec3 z&N@w6VQ*YB%RN7dba4Z+%t?r+Vm(9<~Cp!MggY)U%|aytD^9BadgO<J!K2;nXxWT7;5H zA5$WVR=LBt{>)#sCnm28$wFuN2?tGR^~6&OZ7{<~s4iJzSMvhj(^s{!rX%AAXJ%!^ z(b8s`Pb0_D?tY(SWEw5pqb?zC3_nLxlEhK4V88Ya`#9FolR?)+NYld&^cSS}Wg0^m zl_fs2N$9^4wF6%YvkYYFb41(qYj4Df->s91+$#p1_EL(UN7UP-b98-%$&AFtkVtCO zmc{*!aSL>n#hJ7lkXL8BjQmOnY?;MSRvi*f#&?v`07KGw{O1AJ?3~iY=Mpz){l4H? zx%-^7-)Z)MSJ@3P zT7iG0XEyw#5JxJ!1e2T~88aHU2#6G*JSCeLnO&~icHH+1y!Bb_eM@>Q)-N&9OX2tM zJ!)$0s8ga`p&&|NQ>Dwpl@BiMc^WgQxQ@)ZR)2*Dr2zkJC={Nf*Y+wy!9*0THq#)Y2i&IEa!Rc#46c~#JT zlr0M6lN}qiNE-r(p!UDefK;e`_h&NVm$Nud7;wROYebzse;vDD_b}eQ3~_U?ciu1l zRnBvro!8b%3U0-Iv2@<|%;dTv-?dzBS6svJ91QW1~*@ z{O{vF+@Ibh;;r5@v(>YG#W#Y-M=T*%)}_ZVIZMiDsJQ0&DRZXxMH@~Z?Wjf*)x^;& zCE_Y@4x0Fn=aR&n6On0j%DVQ)r}wfIVXXV4S+6>irmS^enDerlNy~FJY%pe^PeSUt z?;>DhTtTM+_Y z@S9vO@ZBa}81xywYCW?ac0cRqIr`AyP-eH3)mViDiKeG(fTxL2X>UnV;1iuZoE`+Y zwa~7ClM^#WZ)G+k=z5Y>rbT|A8NNa0Obh;eY06eQKE@r8iLyMmLGIaw-Z6`SuyB4HcqYR$etK@Pz(7_smFb>-4wj_JH{qSFbN5?+P zFtgZ(4vN3JuO#78{0<-*izUyK2(-2S2CC~Fi_d$e!|9_})zxws+;;*1Q<}0=WL$;}dsp1?wlt#GS!Ow?eD^7|ljPiJDJ=qaC zTo@!hb#Q9r_NY?JS{Go)$RfmMC}u=57O~!J-1X11ZLrZ=Dk#|CN?MV#S~}PI61MUo zrI7Ogv>+I#nE}-XNNy*z!s9V#L(?E0lLI|`#OH8V!#Gg7RwUVcJ!u5=R*6^HZK@?Y zR$Fi<=nT=UbC*{HQpn~GNzYIB);ZwQad0zl<^Rc&1QFb@F6Dhiqx>za4hL>Uvceg&s})*fI#a6SZqhMrRT8yspIZiH0n?{ab{;_PFxZ)V z%8k^_PRzoDnu?D6H$Uv2K-9p>W;K1k#HCY=-D&`omfS__uI)zirK4@M6FF1u3$eCA(yPEyG z>OqP`TPb?@g2qVN*wek0?c>`Jc8QH(AzTov=~uq->=dyXBT$t$JQCThUb;WV;gw6UVcC{*%6o}m6-a>)8^wy3&*Wxpv|>fvqmO%J0*`05v7$vE6l{)H zj-4AR`Th*$3@Dmq!D<_}P?~U`w99lHkY#n4_-gK^^zY1h(CM4ifFXqcJ2gdh+>Z(o zdNMWi4aK$liP<`(WXuv`sl+J^=VXzqR?MWSy+4y$wKh)Yi%p1IBv#V|;Z+%*8}jyw zOd(r2{`^<)d2U$FW!&L8$7%#&_vN{G!+j{w@gAbSa@#Xm`ikk1^TdCJtoUpS`*+u2 zrC#T*tts3g_t;kL%jN*xBG^@^*gXU*pEwc8st%esh1>tc2~CIb{CRSGBiwcY>3*s+ zIu_&Xbln(qGJ-cN`-=l#mJ3-~1|Pj1%#IhI|N8~+=U!MXYz;UU1PS~n&8XSv{!jz` zZ%*$*9E;m5Bc96diCiJy^>m|SzQKGgzwW$NPb=Qbn;Q2VCXBM~yaMh|Q(+8@`r^vZ=L-73#A><-^_6T;CaE2jhG$f}fw> zWzJFH`8lJ4@ZKC7`KFn)@uX1VC*r?f{(uCdhqkY_cRT2jMfXxk8CfEN=iJHfent`oKqQ zi^KKnL)D&T(!?yXe1K*R8^i;quxTcwnhllF(bOFXcaTyGlyF_D%ay8Qj;<7yentDZ z8HA=mNaX4B*AkS3po`(+`^F}l{>9)+lCXgo6MeF2DXuv#57mfJ#>eJQz$+qE@xeI< zhmO3RTNb7XlL7e@Dug0#uF(O@nVfpo!@;9iGFs)-wcigL*CUnG_ zN06sZ#4Sf?6v+rzl14IgRuK2+pi-x7KI}i4Y+~p-#`;~hfmjs}_g8%*(Z62olKq$Y z6_XaFg~}B~`9t8otZ%&4TE_KqckzYaiOW&-lozZRiVWYSeo@80cKY%ck1kbEg3!E} zCLkPo%D?ffKPGFKH8X@?B``P_t}=z%yUh|8*)ZrJU5p&9TkYK zQqn1-^JL_(^y!N+Rs+AMh1Bn<@^Nx1>06c#4Mx*^dH*ucKo{ct&%0F9uTeD?37DORK_+j=O#qiw>L}gN#*)s2=#w|!CI8T%q$;2==feRW1Edi@jXcDhVsU`qaX z{fkZ2Wd-W(GEE4fhuFQK=_teO@x#9${=j`F>ekC6RGu7u=f$qe#cugOfWkoHX37LJ z@Q`5TI_T-&epkL(3t&X?9{i7^@O%)6fL^J(1RVeOIEKk*@E^{KK`m^YxN}*@ZeKB7 zQ;FUDr}YvDJi0G%@8<)p-2ZnASxvfCUvV2ky*^rM@I1eWoSR;$eyyH+z|Ialy=4O3 zPu3ZSV(eqKp&x=SL;kbG0uqUCu4=7#cFJa_q{}G+{i+Y~%H9Pq4qTRE-&%2%ZBo5vXCe8Ii3mmgT)!$G4o)MM0Zs1{;h?kc z0QA`EoXKB2L$1r#{xkjV+{ba*wA?M}96A8W2ufIl5-7|&FHzSu8oGzUpFX?8UVgap zL9UP5M;Cq5F*JsrgLosXP5d(9i%vrbp@a-=IFce(n)b@!{NWxVdx>nLU3}0ORNq<6 zimm8>!FB(r0jukT8@tyCBIZF|E7yU?V{reQ6tkP2l_$$;4bcv7=fkPdkbPwoGvd4P zh%}LZU;YNLQpQfd#9jmP#Ug>zZ;&ysKrGOE_sKmXGpIPck$$kc`e7R*kgcS zguJWlNk1Qd-F6bdXrC4eBHPXirP<;bl}|GiG&#^-aa1IIb1kS^ z_$_%KXGDSp%X@Us;q6G`^h^JO&}y%OkLqKoyA6HzDDr@J?Rc};YP3wq3Unc z{924Kea+Uq9Iw@hT`Z_hLn0W`0zV0m@rU>k7=&mM4;%%WUZ1+lfYD5ydA4N=U5GMh+T= z@!7P7CPhlK4owZRQ%;0PM3P91qCyp4VTWeqp{X{O4;3GR^MHrI948)dBE|F3Z)D-x z7Ny5$W)-o{P%N6*21_Bf&G}aSN!?P5cmMNhl zG!lev>0gLaj>8ySDuJFhmOQMI)sHsC?yBV(!bMz`v^1q;0)`{!t9*i0S<63vyEn@X z1-uML>NQ+&fxsEiItT+LG?CCYWSG&LxD3k`4IPfj@ro*JHuA}@W)4C*Vxb2jCrnU` z2_8L7S_O=nv9}kf{1}fMd^so56Iu%<<#M=g517cz?i;mR76h`AQ?F_bgm>mdRCP1n zfAgD7<7~v6i!MQW=}}hn`y+v+(|1*JSE+&Y+-54duv)x68k}!z)B_{G(!8|m8Ta3& zFmlHrwf+b?Zshera&!_R^Hm}-5Td|)fB9ZNQO!Kg#OSBT#h-QW&I1tjn!R3sUE6lT z%IO((_r_KP{P3tjqgv*>IM@SRdp`8M0+e*AUz-^^wXZP0D+m~au3V|MbRJOVvk#<= z!E5D6;G>*KVYT1o*%f(S6+-h1?8T0*?h#!c4?yAQk^EZSV?t5n0+3A5u<-ow$Rrl@ z{1qYc$Q9syY>p{B8~GNcJM689?5Xha{jmJg({f6NP?Ss8sT;j9?E0EYNZ;vixBuSw zhpvqTf}<7Bjile%LN6bu_Pc{t)*q-JV8YZQo)(wuQ>}h5a5iJ{4z7FC`3N6Rn@Gc)w*(4PnUhcnaE56~Bnhd4X)_jVb>8KF9|aFx2hl zYrslAQ>Cd?>`7D~aQfX{$86hx5*7hw`@TJ;w3|io||F^l<23+Lw{%B;iaa>Rb zpCQ;2plH3dG$mxC>L^=wXfxUQ&jwhor#sCvmPAxsv(uE#gL^*i|1{;BYbB)wI^aG1 z(a%w%kyd3^Y3GzI(%ssqAt`on$*o)@h=_PPaI`Gb5qG!n{HR1r;$Kiyb?9A)OM(V% zoBK?Rus7V~N=W#6Ty5fa#c^PgY83D_wfx1K&b5QEp#x@qFl`Y|M^76Z!j)T|8=w1< zRA;{kp536HAtE#QWzn`6{O3m;In^%_3JD*YNE#egZ5Nc;17%8l+VB2VurJ>YNK;EY zemOah?;zo@icq+9f2&$LI7yH+r~38g8acLo~|H8q{0 z8fWCB%KsKj&Finki9D;|i}L9y4lzor_$z58&!wn1Q+DXBpiq^7U!;_-%z*Z)*G`zC z&#;Pr6iam5H3xUgB5QopFNEHOU){Jjw3jfM)wAmFcOI$>LFJD}^yh>!o40kEJwGL~ z8zwAxXR?W9ay-NBKRQX}OM!qWVJSoH9I3=Z=mw-IV^ zM=*dk8L-N^;dKv^sv$kL@W93j;xv6*Wj4Ka#r=Ww_!UA!WN#gu)d* z(-j$_0({h&zt2;vhFPNr6+Y6Z+6Yy>ZcXCVWEgg^c9Ed1Fi4G+yIJOqfKmj*7SIS0 z7`0cc+S^9|1Ky`vWy`|EMG9sk96uT*cc#Hupb58|n47>j1CpB;Nug!Cwf$sgsBT@c zmTLrrn)*=tSReEA)O(XE0ZB{Q_z%oU{HlkAOst+D0Q?Xv2^c5-XQ*eWOk}i`t?j*F zlwFNdxpXk^swrlmf@zQJV4mk0>J4q%j=ZHg9|%7<^@E{1p%kx;WA|@xx@UW%CbSf zx}~IL4$9E=Na|kA`bRAcUb}fTtJAJ#JrNPF5TLx&)l&KG%(iPQ3JLq&x{H|x{d7tvQwa6&$RU-1ZL7LmYjHwl4zxI+_c$D;l_8rE1cyxq3fKc;P;k5aCW2yfmV zte#p#^#Hh|F3VQi6!Z)`^1peQCz-oP`#oonw|^gRcH{EAf!h6eMO_f6fOXpa*wfMl zAl+ko&|Ol{&0<*2`MIYHtS)TjEDm=2bnJV&b$*W2*x_^de42Aj4WyT9`aOHfQ`GJ< zd?7aI@;F`p!9(!81AD%EKHsJmbTfw$JTD512VRFs5+Al-eX5=OWO+#gIc)JmsO53V z6^Mh+=8c?v*`~Zf?7=&%4-ajyj;Ap1z`B*giNipKciqz6)0QBZseX6svJ?CGp`efX z-JmSk6ckv;C(z#9)ZuoTOw{VL{RZjABArx9VG9gSZ-g>1WF8jUPA8>~x=bK_QsS=m z;Z%@AjXXhkZ^=^K?pJJp~kQJR|DWG|$(=#AJZkc=NT_J3d2$BdRLI5!4Cx;o~M zJ^Cs%3+(w3HcSCIw-Iwky{Jpmwyndp914}H?BN_e!O7Y=Bx$3Ynf)Yh!;!EZ#%ZX4 z#4;CD!<4g^GQ)Bw{#7l5G5#nriqFQRNocY_zMBZ}%?l#xoqdcAO-z}6Nl?Pohoe|; zRa>^|p*} zcM;91)C_~>4w~a4Q~jbTn#ap|V=j}%PUYtu-E)hD6GCT681YgeReHB%RA8s#UfVA> zG#Y|tfD?3&u-gfDv*BqNIcJ8}gG|lvMPo$djCh8QY zp2v*7n71CvE}^`UXXfk(>?W_GfM&;(mu=19Zt1wT-;Y9?hMLwAgbAPFf`TuHnwWd| zDinc~a(u9)z11rE76XJsX^0zS|M_1FxT$wS)%-4+Q`(nioi6MXu{NPh27y`XRm{XJ zTNN$rBTT8fLy;;ZF?S#r?<;v7g|$8+JtQq6dV{UqHb}A*<&tY_T58aB9NrMLwuCr@ zbp&JQ;u#=n&fRtleTmUO#Y8<$O((I}Y-xlrEVIr4>Y38kCMv=rIPam((sA}$;#@LK zRg2B*?Zzv^`L{bCb!S+SYVp;7Q@>pG=XFeX<0jIqI{llBxHm{91kcFPo4D8>@&(yU z7;b={JlYq&Lz;j1x>mlteZRjn1Kja_AHVzA1?(mhHu8zLApQix2pV}!ggm`?V_kxJ zr|Y(>&u)6gfojtGr?X<9V`_2!VObQ?{+iLu-+Umfcdk@}bm~8f49w&3^#Q{E+ zbm^)o;dwd$!N2}TZ?2)fYDWG~DtRq(=0`DKyVG|ceBm?sR~0wF@PhQ$C{8|rG1#yg zdllDA?6%dr1sGm_{g7VuZU_s)Re(IKX(>}KbrF9KYc-HAy76(C3uTo$M1;zEo~*eh z6%WPbamr2f0#@${{Ih`B%V+EHCHuhwYTw!IH$F3CA$K^I4zqZTfFc$hF!s`I0EN4y z+Px2b3~eT0)BM<`=Cz01AN&`cHpMuF;$&Qqvs8-uKl;j0n`Kj&o}M-6g-SX*rE+CT z*f*60W2Sx!?t@D>2ge6sWa66kSb(P<_)-19exF7+76%kXc%64DX_TsI49Azwj@UhX zwEC7+#aG__ZcD=*Fti2BbdJP(t4u^e?zt)85=t?2R`hVeNas|_g3+i6T_97LB{fR{&8Q^oLw@`I0HJX=MAk3TR$0dgwk6# zKZx%FuYk_pu-v$#pQygHW)i|x2rz6%|Hh4H%(lf)Pypd$x0UiaU6xIQ1z{rmJDOCz zvUv#$BWe>aadG!ZUkC9*v1EJg@oJHAlTZ9L^AB501fYx8sUVu60JYD-%+buTt89yB zc=KP9T=RPzhz(dyU|O6h$uyyeSJ=%I#$QB&k6n|Un_H3L=uFZYl|Z%|&%#QfFD^q1 zUY`-FKGnP2cp5vuAA=h5biqqCA5*0;;Mt7do$>f7)*I(Xx4-ERTB}9XRl6W778zoG zWq0$yWa-sbYK@Q}>?NbR`sB$Ug&r%J-$w3P)l%pm{M{d^v>TOQ>qrnL$va8v2u1y} zpY5ZhkAtEX=~(k+1pVk!97b+=i3pdlB_vfIbwHHras*dF!HZN~qhX>nb?O?*Pb{aY zC~0K#F1Hp#I1I2Xqg(}ya+d==b|ns$=L|m)?S>dgw2D}~h}L%JNYSlGrNv*Y?@B&P z^24l&{GeqR20bsLL=Jvv6DE7cTge1s!Q}UfR=@V)+`cU5La?k`fUy;2HPfg~ZODGh zZsX`{gZj>AN0`?`7|0?kn)@6|=PE{hGfSDKoO8kxHLTb(mJ6)6F_7_!!L#%>-IGP9 z+U!+#+(sR}b}*8XfDNuE#1({p4oddH=r%b6TI#v*I?!?sqLVO7r`LS3}q< zTaL#opc%9L_*N-71pt0u}9#)mfhk^T3kXGKQcXHh{AkGt_F5J9`} zl4Nd;(?w&4!nvw6ebRsp@xrHD$%gCIw5SIr{n_@92UnzffyIVx&)<2xQcF&Q74)ev zRbN&z;~2X0I@LJUfY^+7$xXCFzcd>Ft%0TXrf8PUpX`d`tap3Q6-e_7i&p6Ae5i_I zq8(JEuwwjIHtk;$O#67OZB|AE_`SYjv$3ByF%oTb$*&dlvk!Zt73#^G9A3y7-nLkp zr5vb;VjkmA!-uOV6R!Zd;8?JVX*9&Zu7b9!VwqhK)kCu}hEulh{HZ!)*tfdLfS4CD193VV!=;*RE z93wgpTfC&CLCGSb1Whpq4?GJk7DIo@<(^)oFRlGfJoro^Rs=yOo817FNv41>%%lt6 zVlxUNfCx_ooe8bPF#=SyA6(j1BQ3@{3ts~&9c_^qNR$n{hR;2?6V>xE#b?K-P>0XS zSLucd_ZM*(>n^oHslRAw6$!(GCv&*s)Er%KuIU!)OQwq4{C_Ux5XF>OwWPh*A?qK( zl8WADD`8@#x~FB5wjw`kB3^ryq`j%*s6i|%8EBOiz#=JwGX6S!mO?+Dg8@1CLQ*gs zEhH3YwofJgX5f7yO$jAE6UVX1 zDES>m&ujVSn7?B7KjOxPl!R_Ahy5c?%#+OJQMe^C{~)2gMb{Em_j^i1B)d|!-e<(= z`SjkoV8IZ}C$zP-<882qM4sLCQ-IvQdcf276@OUN%0o(hc3=Y$ zdcEK87U;??6G4GlefX2zN2FB&o8~chGTH1=ku{HtT%#A=w@hZ2I$0-9s60U=&0r)h zCz8(xz)9tX_2fUW2zq{eo>HFeeet9dmi2s3{rLMo$ih@-$7ZR%{7HH@KAhs=;dOb0 zsTOck2kTseuAIkYh`2077Bd(b+TTm=pcqnRzOd_=aM$j9 zoM}+0D3Q{R)GGy$z9k-Z_wu~gkUbDbbmpOCGbf%~z zdBbaeZ0gC>z96lTF^_E4MgNW^l^2^laTfu+X}xw??g|BpI89gzhPhJ~T8SCAMDfd^ z3H60vV;T4kEThCf+`<>=S?1!bP){D5*gRf2A7qjDL9ao8DSlrR<7G#1xOp=(_a-@L zL*_5pWhK9KZ%OC4wYaWA!&+d@x7^S_d~PEI%+aIhsW5V_-jR_Le;dYKrwKAMuP*+7 z&iJXATfMk4+FNXE9s@!J<5}m;hdxt-LuDgbAOa;>8L8+WeOXxJ6JsVu!IF;C8gnn- zgWBgGAFd?K{i;?;Iwm zqv>o&4IzAAOs#pFlOV6hH>dvM;JZxawrqV<=@%>_0fSS+S9v8x%&S{OaD!=L_K0-{ z`ACtGMw#9TDk9;owY`tIf18YBk;bZnw27YCO46zf;>HuN`=>HzsE@=TlLa;vQ4rZx>Xm7zsi|_DevY?VlF9FZw9>t<5A6PCBEQ?DUJxpPQQIZBm-hlMr zNshPsRlOrnP5=5}way|*BA*Fix@+*(vF1`_`#OGvD*G_xu@y$X!GcQAPSZPy- z4sJ+*X;6>4B{`}ooy<7C%4V&_NlA>Mltda0uW7IInYzWKVbG!cM3sQ?<~j+XUCEWi zkKu@ZzHU5c;mkfxZaMK*-1<)Ry(Lky$;$x>IC|#D&fP&QM~sK1YGhIsJe)d_kfG=2 zPJQjwM7esq^GZl3ZW^=C&R*jO= z#TO5sEmgDWI4<&@PfCNH@nP9Hoo+$*r)vby4|PCyFR(8lsty8Te}S$DggOZV4vwC0 zs7;$&8?5mGP&w~HskVPVi{`Iafj6R|{Krf($j<@b2q?e2Wrj8}m5tuhlw*H&K8)Zvi$$Pap|}%g>pa(D45^OerUs;(alGW%EW_tKVS8!$=Cz0Ta{V7C2NTa~ z2_KKltvxNB>q_f9P=7Qxy}8DS$`9NmX>qByQz3EEc~^U%4ADKR)*FLKWv$ z0$a!`^~&XF6h#4M>$w`9;uUI!NSLXysK;+-Fp0Ezlp#cofl4H>%b@zTspr3^&R3_1 zU(>etl!qQp29YENU&GH7vG~i#E)7Vr=+#Fa{kDsL=!8&iFqH@X^;%y;tBkegMo0gi zn}u!;WgK(lO&QL@l^jQ6`D^&|-{c`5-Co#zB_m9}RC0MXO$gRDocJy`&fKjEI&1I^ z8@ZDIwhcE5RnnK!-u{%GAN{9ZFyMxN(Tr0_oU}@3Ya#&_35+V8TGleQ!zlbms55e2 zF3&K!>kLu^Yge}0@X^_#Ao96Ptyp@>++>WwglLkSHs4kNkMgUuLrJ3Xaj;qvNbl%*Qpm0-tOR8Jl|a)gmPbI&<_R%Q~(f zaa_Ascm>2C()S3-jk*$;S2Z{MCM(+P-1vG;L*sl>IA*9-8d-s3IcrD+koj!ktf*Ij zHLp1vk_t)f2nKS?U|%RQbZ@7m?UT%vNhQQLJ!D2V4hx1(XVzYCbQ~cQqqDhut$j^I zqmL@yQ?Y8Lu$)=i$~vM8Lm@-OXnYwPNyzLbzddsPGMs_f_)oyhK}h>S90X3sm4weWV$i;O`2$ySRyVy7 z-iC@J$&hC4WpKpsjz^gOd4!Qc6bO(^JvtiakX65xQW8GM;?2rWpe-#Ve)$7|x`}Se z6|VYu(_n7K_A@7o>HTsZ7dw33{>O*j{;)%- zKl5_OYty6xLScq{^AON>oqEvjQjiw{kL4^(&5!=Q2VrE&2VF^ql6!-ywp$OUU$54I zb7%LK$?@~_ici1Jlys}&r=~5xZZY#OOk$v1?tl(iBwch{sTeIk04x`dH)2E!}=6J4$76AK>#^sX-|Y_d-cMupMEht?@hG-&t9~#<$fUb z)#Uz4cmFa+4(^YIW`F@CV&rN&R>gc#fmIHV)GN~cKPULRFq zLk24eH*HH#Vg2xG0~(jlKR7Z^9(?8@Vr*b|^kTX#>+WHETcwcCYwO|H#QZ$OMd;>A zVCj2ZDkX0m>iuh=K{MzMD*j9vbUFzu3*%7Ex*pT$>`5Vl*Q1%P63m;>5se-Xjg+Qc zJ&7jpCP+vzo4qqI{pw$W=eigupE%zfB_yXuU{j4Ta8Mrp!HG=MPFoElj|Niaj2dnPFa*UK`(gteVZ zMP|x9|NPYvkj*?pA;Bq#luWfK;W?-0@eCxNorZg5Ihc-mYn(-mL5t%Fi`Wz;5Dgfn zNdMNTJp?ITnMf}MZ;V`)O-3YGX93!}h;>z}Y9x+X9m^M->tPWkiY4hxwqQ`!?r|+* z(Y#Zq(W%4lvoz^$Vr-+Y95?_>*~U2eCW)pRiQ1)*C0=7xuPLr(_*+fJPo2ng3fLyI z6TSw*(GEqLd2X?m6FdW`9NZW4KsX^(QX}GC6fTHPvXe_Ya6p&q)j8ZcoY%R2@#QJ~ z>VEcDoGLP>ExBs!B2(%VK@wwbX=*7}-&ffOn>@S4YJ`Y&E$zG6^g*}F?F(!=B#j6l z>@49M-s6jzoImJ2=F+B{3{2Az1f%X$mx8cA2J)pCpix+vHX)Ar1be22RZlAwSC
TX@b*j)H_uRyi~mx+3%@^S|VO*y)(~Yd`&}JMX~}*5qtTb zK$3ygli9i*g!ZY{AU!vhqq2SWtUMFBia)XRU>m81mfROAw>-DgykJW$*5>nj8J9_& zN%4r!uxeQW61wy;Oqe^l%nwPJw*%88Udxuy$Gjj1;a;!eO zYUTWAoVnnL(!J(%{4|=iwG>5A(B7I(YKWC&+mr_4zPrGGZ&P`)0@X zx!>ELJ|C|JdQX`rsa+{HXmRFH9C+~k6#0z|C{`KHN41? z%JcVw^TVWgw;O}1*AMfF9*V-=T(y#{G+SG4WN+^ zKXhDvJ@&>F_HkGTwv|AD*6p47bM)c~*g7tyZS@Gm4{;6xLLG{`u1|U~0T^)Uz6`m3 z9;9R%fX-Ct7SX`CmtU&{kd!E*tj4r~fG)r&q*Py(p8>VsjE!(g+G_qZbij8nBJJx+ zQzglMcI@z~v(p}5$MC|U`XyTciYFH?yGZTvZ=sAi-)}7G_+}dsbaMPux%4(Nq{aLC z05?Bi`u9H|_?Et~#29pKP$7zWO$;{OY~yPl=E(z90qW@9h;vziIuj8wfBhF~Bo)70nmMB12Xv<74^ZLU}%IfpGLD zIWpCfn~qXt!O65&(acp@K0TUWmEuGT!p(_P1`IRqoPZ(Na^i}=bvQA;0-m{TQabA2 zH-PNMZ7<4EX}m?_=)4^|8Xm5x4LWH^aFkhN3vC#0`9~p@j56EEAu;fZm5w-q7F|P7 z_F%T=M{~PrqZSenuaNuyXu7JPxE3fmxLbm|26uP&1Pks2cbCB-Kp?n>puyeUCAbB5 zcOBei@7vn_ps1P;pr*Jzefsq2#(NE6;slwRe36GXpjC;{7~Fw5K)qOHbd48O zbe~4m&nQ{;`cI<925}HoS6nS>2{qu`E6V{=7!0CIE(QxnegaS8020VI`vrU>m@#l@ zq4G2Lvf;qXAjPF?Tv{f}i07Ra$(7pc^x@DjwhpTsTa%nR7QS&IjJx3Z)hkuV4=$zh zL64I556Za%c@$l-7$!ZpX8u=e4E8h_cES-?4?nvK_T}UX1zR!OMq927jEwYYir_hq zMHn&F~vGHHE$B8D~F+ zpVJOS>_jA@U2j`$=ipjI-;!7#yBT|s&;~;FdP}Luc?uE6+dk{7cAMaT%Z~YFVbjwW zyPY&%lBKrispnlIoX$IbUg4cWNnnLyaW;L`yDoctP-WPj6rE5+=C^;H?Y@)P76zP3?AYOyL zy?KnGfUZgM`68(6b7!Y_GVjSwHvm24*jD{Lg?)CWR@d ztYbT4NDJ}w8BO)2i6zy|Sm9i;QE&Uc<@5GZX=<55n@%iT@3q^#t^BgdX!x+2-gNf* z)ia=FjfCsK60d4$!`5?|v8>NLKzs7^)Ta+*oG|)F%u|N_`F8j_U^$wZV;X@~#}#IjwAoO?>?eqot3}$acEF-6KTol#-H%*};S1L&x#6RHZckbqrfGhnp7WylEJN zzVsW%En2s(l5B>hF${D%w3=$gqg`ezc$Kt%BnGsL}! zC)8j}nN%tmz>pG`a2?faV{OaZ=`}Dz{1qX93pOxEA!~c;pY&=UA-*sLM6a@2O_d|d zu?dxuE*mPJ$_#1FQhVs~a@DQT5+pq#Ei>|6-42aiuPGh{QWM3k3vW zig`rWa@;xXo0LD1TtQb)X_Z&x=vS*>)%2`W`O1c^mw9Fv@1sE4{H6=-ow@!rU0~7w ze!uassux50a$%6&_Wbr$t#n{@?CqpdBddPiLf+e>!}WCRs>F4)>TSaDC4$Vi{|3eX zDGMPsQ^#A)W_`4g+9KIiH4uzJHj^*$w|@R@;R8?hDbVMZGNT23|2YI^Fd-LKQuonE}gCX#3@M*d5%Jby5)^v?mD1! z$rT=b3)&OM1C_cnxKOhnSo2#$3i&??py!QJ9pT1B88f>%v_^o`JGOZB1{Q@zC6q17 z(X~H~cna$@u)mIfGj`P-ZY*B*KLz_31Ik($DVcsiI4+x5`N} z#S07QzGb=+>SYEoBlSp7g#W4tjFS)>imGT(8M$uc(5})|T-f$+<81N?Vm1=;+aCaW zC0{c)y!v0_B~BLJry>5kGe!*c8r;%qI;L!-UxJgUL%9bC(=Bx{!z3^{iFn2uHymK< z*N*~j$U43DUq-UuZ$)u+9T`7PHXi@yNHy?r@+`vRwMp)1v&;rxn?M+l9}TXVDMzNu z{1t&LY--TmXSh64(T03B`JJ9Y!_qf3BNo4xN zJJ5ctQ6=F2!WX#EzR%rt@6$zFdD9PGv2XG_H6?rAGkV)IdI&Y*b3dMCGeBrGwj( ze3nmVS9AxbUSfgxp%#%lWhoC4z(`ttD3>?*06MQF@tTL>pOF^uB-?3vb=bd$mUnwRt@hiNF4l$_D`eN9g~>H*(W|>PaLR*AC7D6q zy29EMVUDg?ql!FIyQ|(C;AM)2H|2N%XPj>@jv{`iV|Xl?f?WsQZ)M}i9t$f(qh(F2 z)$g+{$>+y}b9xL>FXT>lPy>gQqf5W9WLEJx4|{Y!nBv*W&PDw>VyhdrYjr<5ti@)F zh5QP-ET^M9!UlV!14I8%jSYIqkv)FCCQI z>*B<5)?8E7hFvF#sb_DA4{{f8#g=qliT?!;*opsrMYjc#jT`n0r&rF#D+W>64xO@= z{AIZgRPsS8B~w;I(lK0xr9_ZHT!m9(t|tSKdPUzgMR?>YKUB)22I^0SA+`DCg1_HO zPE$UL(<4hD1_|u|UDV0)r_g4<>Ovx;l9Yi)ghj`}yfulG&b@)av|lCjY&t)Mq}^Tq z7S>;i$y3P(GRwy{X+VjkCmc-+b_6CB%rB?3|3omD-~%dr#%_pUP)Dv^af~EwlEIB9>YBz#_cD?*})*-ySrcdM~I6v10#xCyfXUw@z zzt-HPM>am_7*+b7dTuJoWCf?GtBk-V?Rs_hi8Snwe%x0|VPAEuV;RDb2j>eZ$;y3v zpirJi{icP-hHGa63akrpM{mq10M+4z>%vH>$*Ur=AR7%k`du!x-#vHH$Y1+Kx=!+W z53TLLjt@d!d%qXa6%RRGW8@sr?>s6EZoQlqvC#I;@3J?&T^5N^mVe_Tm%orSqhEn$ zqeO*5%lSas2e#nC7kNE#XxZ^`?AqqOIKSU` z>_M(?G4LGIL^jjqb|9zx>{%zxb>pp_%zsZ&FZwKi`eg19c!nQGjuhpI zW#<^5njFNt)`WpAD!3^{_vSx;n&aD?=u>Zvt3UR+NOhNP72}4f=?rzt>^Z5RPwmQk zcLzp>@5zagA9&_XzUMm2eFyS>tlS0cX|B2@En_o<&?qfa%TUnv^M2rF``@I!KhkzW z0JsZ?>G;nQOEP5i(r@JZ!RXu%;npWw%Z?BN$6UM1Na6TAVO*Bkf6^H(@sxe3bG`WzS6;# zhIrAJvvHOs8gR7g;$yP0-VgI!rTrN-x0-!L0DSe*Uoe-qa4y;$kox>u_4@V$C`0G? zT)Hly9;Eh-qg7dIeCkSY!=$>Ysl>4tD2R4*tbY5+8@{ zQ1%5AKG4tb_IxPVk{QQ4+D=;|&s3k|Gn64iZlK@oX3YtO$ z{>vYsG)`gylfSUrZVFt_yL?EzD(2_CYZ^2Ic_p?#QT!~oJH_MIqskSak4>b=m}`X0 zgs6X>Pp3I_U$naNQ=>?dO6ev1S!&M8MUW7uZksc-WvD;GUP5I19GM}8J*SY^Ncm$z z75g8YG08itk<&Ko=INgGnCma7xFkB{dFiDj4}{r0XucmU;s~vvaG`8n&Wyrc_=+_~ zqVYWZJgC@jO5e;Pu6L3bsXigNwp!W{NW<^NUt!&kB13DB zjYTS;NyM>eAJB0HML^~KLHPx(6HJM~NgryHN%$phlWU9V4>|TN!2^^==`P%bkQx*? zC>%I%h$l;t#?<0=Dh%Y=DJfASdtSM=fZ%+p{zw{lUVR!j4p8x&sRj`&c=2DDJq6HiVts6_cdhenE#~Mvt7xP5u5Iy~0 zX}+u(9nDX%_rCpJe||E|7~!IFTw;!4&y55tKE@Qj$3>w8OPw!cswTICmJp5E+r$h( zUqR%i^ilOSoe6antq`BAqG_hdt5rh5HxyaaU#fQQ>$aYi1{vTj*O<ud#}~+&SM>|&ZX{_ZSgSn9 z<|c$Ac9KyPWn)kMUIU(3X!ZaQdr510oA4WCJzs9}+=!P<*8Kv`!jxbj2r&W9VjLSL zvW(6>yzyA<+aGMRFDGYzWLwX7z7|Y&9ktqeOmaihFb4g0)O76h*zokbz79A==)4_- zcsnWsfMU`a^D^0+sD51`k!tpft+ChxPYst)OcX;(4eGV{ytG$ZPT9SmvwW8!Z*?NyVh** z2_!?L>*}AMk;B;7tgidyeMJK};Z`tn%Ge8_L5zl1?YwV`_aZtQ0KIz!L!QgJL_PM` z_pb5qFiy=2QASTL>Bf;ihHQnHt_UrBcTkTgXVK z?PQkr!;$Ip--u*ryAxKc*}w?y0CMyN{jUrlZ)JEQ_tp|BhKC<5Q?%&mlHg7 zbbiRq>QxW?g^3C?R;i$;1{`|Rb{`($F9xobM?z61+qZu6zVDW0I2mtjuR>loL~l7A zUo!z!F=p-ExWTY&)^_A;A={A^*Wvxr;)(-*E!)Dw1#K5!lh4%k>s%yWVzOelHmCAm z)KAdi6=5uLU?nHpgsFTC)+9=brp5vT*fQhFA}UhbKdT>Ckig3rP$5N%P{{0cnr7Xjl;zmW-JA-vai{RB z26j*t;tle~q-a~wj+$~}QPG36+;|Hm7NfWq!n;UB!sbt*(~7=}rnKrQKM6U>#nozA ziidK1N$-GjO$iVZ;_$o#9-T`*m6u2x{Yk{Ev|Ws(qy3Jf;p;CYvTFEGmW|ZHh)$}_ zH8!QQTR+ryPowVTyOECaegdU9Ipn$fA-QbR_~gq;_?Rz&iwIctSs8vH^%6>gnr9ls zozP)B`8?k!tikz>jAtEw^jGUx~Wk@45#4IlYHVMOaL~T}ENi7SJ zvY9@RysvuF8d|3rlP7S=iY@;Ds#-pZ+{_f;DVG#W!;Ua-$bPj*!CuH)_>J$gG4uTj zDDMuq;@!V=F_=rfSUy;-+2@s4u4B@vwX-utUHsHYU<$)7dH4y{1QF>g3_)Pr-#FOc z=+*;;Fl3L*alp%mtiC}Yd8ZE&s1)erxd^_a*09}fmHw0*W+9w5bO|njqMy8tX71_SV2O6 zGM8{5zfSeEwS z^D5Ols)7&Cz`7B2J|>%vf||gdu8?ToXNLmHvS{kjecW`ZVoima!TnZM$`I5M9EQ}y zN1bF#>i&5YPr3q&*vwzQMILM&TlNAvANR^$%(HHj27QmOjWU0CI+|E`_+FI@xK_;8 ze4p`YtO)3573sfUe9l_Rwj51@sfJafV``R*OIR1WzS0RU+Kx_t)34W z0oa&Rrd6FcHCjeL-y~aj&O5`nh3dV+kzR!FS7ExHGh~I2RS)W3G_(w83TAa7Yi;*` z))KkPw>B6y6(H>lMg1qNyDdOj|9TIO?DX%i#|s0@sqxfGuiJp2^L=wiV#@O zmPA?}r_ZXumtT1G-@|`6Y*4^>@;s}h@1VK&yhdOQ|{_h@xX-O8I)%d(bF_+d(;y-U>6 zM0kAe*AYlBt1|!j8pzr;$cR}PawTYQqP$!Fw&&zIf*Xl3=#lyjO z0Bu3vum7C)Wh>iToUO%uCPGrS`LH3lKrjDce?-j_QM^(%5J9QulcH3~7TC>MQIGPpi2ytuy^2Z*D)eCkBf#5m&~ zKQ%2*3nazm3J8_H`eMhgO$SZwhMxXaAqb(~FtYx)bQC}@ZU2`G?~e2ilB;{odQ5gt@>-R$)SG;4sCi3P#TlswB?8|vCpW!U z4WZ?){7Pd`f4@s_rjT`GV7e~})bI`rGxo4~>X{V#yR2Wcj$S3Pi7oGL=83ZiNC?b@LKWRJA`Xa68*gYcI-p*tS%gL5S8= z|9clP-Ho|4ju{6XNLWC{87qqA+>aD+d&wdEz^?U@e{zZL!-wfmqM_=L9%i#_6#UXz zETkBLLxR6No^f`SE8Wd8rS3NZDnG@DLx#Rt_3IA0)~U1@U)L=dIP-Aq^G##C=nqi? z6Q05#1;v$qL{9m2;ZbABG6-Y*svMeg(152kAde#o9x3n_cSw#+v>u>J?*15Cjhyyw zfF(z5M`JY%Fl%WLJ7>k8JW}O>khW;$1)Bcp+jz98Qj!ebmN$?-n(hp* z4u^i^r21$Yvtzf|$xWAfF6edh1@f|3Bzm!u_>ocav~s6?XFs+5v}q$?p_59t#66uS z%fB~~PQ>Hl-vkVL*m#m3YuOV_cBs*YDQ%6y=xkuh|zv zbrtl_y!M z72X02$qM*kYYv_c4(I;|L+t+h@pu7`M(4JyEU`+Jf(N}7{RP4+v{inyHhJ!mYKL9> z{k$E!OUkXU6CL+wg6)f^%`vOh4mYKY9!8x9!5Vq{7)Xr(YHh9r-12VRb;S~AcR{+v zJ$$S5d2|3<1P6|6`Bk?kEsv6tT?TA;bQ-@mlLO1aS|wBRrgvEP@-HS;)xQiFevW;2 z%zbZXpn4viN~q?y@3L(;#nI89zmUDALOu&`n+SHj+_vEg$g9}zN^d|;vn`}@^|>>7 z5YeM-SU9hT4Q-b^5vT(2gr9OZ-lGp7OD*6zJ-^A<(DX{h>C+jbhvS;W$P<||1?#N@ zc3)qM%lGH9fZxBf(pDSIy=?*r2Y;He@hEgwCD)u^No{gztnoyBqIij~sga?9-2T2s z0k=iC5KN!hR{U5lM#a?LGq$LJ(}pQk8PTf3Z;MvOtD$Fh*3wm9PTJ0+I)if& z+#vH%qXsvI%srUSbd@ye#ATY1Yg4Ar{S1+pSWBHSqi9GirZtp5`vjPrN{|-_GKdwv z#`t8=uIj>qDE?rt=qk6MoAhm;K7#V-1hk{M?sZqKr-wqusVxhP^@3mJkG>H#3QrVf zizuUp?T9g2g^f&|)SfSpUnSWuHXnRP)KRE(Y@rJ^U;NBXKa5f=5Uep-dlC=)HrJwI zUCwagSP3V>zQg37NSdw>B9D~NbrVo0pzOFLfF=%rR<_YY0(Yj_-f2N&192yH@{9Ox zg6fqLD$b-Cy}_5*qR=y*miS3Hh;i#bH=Z{O8w|a5kfDjBV=#DB^cU;UU_Z4>`2BI^ z2@BDuIbw-v!2J3vxdJtJEev|)X9t7XqjU^t3B^9jN%#u-2+mtaa_>%|W&{PTE7VQO zJ!EAxLuyD3mI4VOhMJAB-+Ig%nFl+mc$w~w*uvb=0Ix-|fH0Xc6bywnYK^ZZ!5&Ue z=Sm3mH!NPNABP(m6&boTHps-AgyZ)aUz8i)WOD~>vS7>(+rTJX{MNOXEt5dy2N!>y6wg&f(S#Hq2uh@~@V=vA|_ zKUk^J|A2XqzjNW#i<@k}{OwwpJ;BTcU%w=+28%Z(i}NAW`97Xrz{_RVTYA7t zBfCX1^G0jUQvi5tQux)fN|)-uR=ckYm-HL7QPsl1!NCr20D5zn!mKyZ@-met+qT9M zSW`pB{mmQA_Q5m4f%Wlf0rDTD$SRF3h4sZ$B;wf_1YE)qos075W#cE8ef3oqC!`&X zR1{pW7tT9$4s@Y!-g=T1svo~Y=&3~E@!$4y^qNb5d+6Ru1ZVAzQ{FOM5YuDE@XR|d zX_sOr?wTf^^tn7tV;s=$f*tl`9V?bmYR za&@_G^Z-3=Qw0{5#}{_mERW(=`Qf!Me{W8K0s=uca7q(is$NA5BG44ptAL?&6b3K8 zj{vrfuVXUI$c8k))~P8lMhnqUMDM6+=jNcI&UXIQ={+;2L}H`GvLjBV8J2c>DPfCZ zqAy?2-)K~pA4)!TgZ@Phn_LRVIc02uI0lH|`S}B|`LLSXd0|c6ph4mJpTu}-fr!)e zy8nuf-%+gk!SDshkyp8o)?q35yK~p{0ZHib#(8{S?C40m?f+sa;9N<@w8lZh#|4ix zaQ?agleVx-|7v3{*7y1|{Ov>V$lRMw-Dwvho%U9;2@<$h$7cFh`T7bSWp)~1`xi(S zn2rnftNz)G9j(nMMIvX}jX!){!t-rkS$DX5gqhMH5M{J}COxZhY^zzl#I1NRY1 zA5SXdK4#KUiqbZgFsiny=}GsFBz1 z+^?CDu7qra6+r}I_5RW75L^;PJ)o_tyMr}Nlpfi zZbFKj(*&^mTR(T#oimumljg+_E1sB=P3Vu@+bSAqE)c$lYvkWK z@W~$V643b;EAsNV(&-EVsuCWzzIOOsO;_M`zC0@X-%T3W(%-y%JNY-IBZ}H_&8V#< zOZau>2c-Grtq$wq`HsZDkIet!WTVBX)xp%x?c^NAV3HF^_HnUm;dl4)aHzShXuE%Z za}1=jgT1?V*|l+_vWL&5SsqXy^{1lEV_FB6m0>dWJivHz-ksI&Jo@&y<<%}Ap;$v9 z*#(h;*I{i4HQ8K3Vd0*!;rQtMsldkkpzrSUntN5BOpr|;Rpp6ykdZx?Qqei?0Dk5t zSX5*v40H8Qic#2-L*a!Ig5iMb-nn8Dr^cU2v`M_t#Y zmZDy^+u7$2>yGdDv8z6t+J1I!3+5QEKMptv#`_B-??sK13=OrZMG<9aC+uL*n}a6t z$5Zk6V$>?kF~b$s*axh}6>27?>|L={J9>J9M)+dl3dlc1W6hj75hm{RxJPC!+MKuq zng}QwtF-jWkAW4`)Jne5?ByiGb6h3)kW6rvDS(0!VZ$i82XYn)73@PhFc2BAKuV@D zy1;^7+eSU^9V(QF4{^Dom>7iddFZDG5-J)9!}&oZx~4*lRjQOvSE^DKYB;5f{QUL#X7^i~_msWK(DT55aXw(KWFbIV}cJ z$f!n$1=@RNNR9KmeAr3kBwfj{=e?F1~TFic`Q*|Lb4ws za{e;Xkh1I#oCOSs?P=bN`y+DB;<5}#hB4tAWKV}Al7gW^K$&YN>IyMx#l+JTtY$^u zg?5-s>5aMSYbIP#vC)IW;%PEI?Ru+M0)4gvPP1Ev2r)3ML>u+>Ql z1YZZeCS;~LW?jx5nbvjP?dx^kc1T7?Tn;m*|5d4AC{H5VF;#8yya+mCUAwb~fA4YZ zbgIDU0>+lzOJHm%5`8_|c-iNLYJWWgu&MPV>nf>8XsEYo-TOpv{Sy5dVkxvkfN_>p zZh|H{r=sw_Ao?_0(X<92OrZ!*<5{kOIDe8_slN2u;o^%#(Ht`MZNh0BPkN){wPKmP zW7V3lvz7P3z|^3D>k*3o+vPhUf-^dCwoVA<4iPZ(pKPE&FSs&Ro>GJT+|10rz4W9` z<__()FzzkkzcCaGA+YhNC8~jpbJaGLD~SN%#4^gn)ajTn$R3@O6De@>nI+J$tpmVn zX+d7m2P_g1k^45t+d~IJtm9(mEh>UUaWv1%WyIkwJDSTVcSZD>)sj(2u$&w{34I7% zxS_UrftXlB4>fF1ax@ty@jc%c@EdhL^#^jwL996eFjV~P8O?cvN-1`I2oRz#02{_$ zj^>#T7?Z<(Nvmvg?Ndvnbl(nLZZ-#QG0CRXj^yCT4-fn@T#1SKT7o(#{h@B;pS5ZU zG`+G(lZ@-^79YIW9-;5XUGJjOT4JDPhLm~<%-9+(Ef$oMzL!W%je12fB5GKlme;<@ z6+fsVhg;UZJIs!|ghxW0z6*@@7kx@?aMaZjc$ORPhxBu*3 zS#uSp>;c19Ad)Z8AU;rRlX|AB6Pe#w)@gNQ6D&JfA~BdIkat_b2l=R1sunm%ULjvC z@pkVp!4W-}m|(Jn8JUh-zT; zGyt~wSe&XVg=$DKu|fVT-nX8*t0&m$b#{YU%E@@dhPQmm#;DV+Voa^9Xxj9p=rS%1`Vu2l_KSPz3IwrWI3snTUMZn7#5JxnLw1g1Z5fdfC z;=@t~KfN!$_g25!vGD{(8)KgkS5AU0rV(|W2_@yOV2~Miy)-!`KxM?LsTyH-9NYt& z&DbgY5kt-;JZi+JIi1xC!09Ntg3kAdWI`3uTD0%b)L2&;8Zy&=It_+?q8MSiRP}>( zvLb>7b?f7E&BErLa8HgmMcKKi_>7z|B`9}S; zV2j}X5SUuT5Zg|$>iaECh(3(tWlr*r7U0>h)cLv8tPwEWPCx8E4ICb>4yQe)!6jRk zyUhO%kt+EdBU@Qik1pI~$jr=*cl|Z{&90Q4csVC+~p?tkk&oc|9;kY+Eh<{mrJ1aG}%^zo+OZXp(1*=>3qG#ePIGs zo%zu{7Ty2-S@w=h|93isXC>3Z7SM;iA+JB~*ScJH4!@GU7dO36C{D~IZqr6NV53k> zba}Cc&J-u#*=?}-+;|bvV$|kq+PpnPBrt|x`|_mil^nVY_%te?cN%}KP`eW5RsL#0 zTB1eRz@hV+&z>T|Syyl~_E{5eN!)F~x`NhhIpP9a$FwoWw62~w`3y6SQ^b&y+feQP z_y^Bmne4hspKvTrESrzh^gBa}nr3d`?+|RVt$Jl*+z=;r&>b8-4gE0T1J3)cWzqFm zX+w$HkAu3Ambwt3JcVevUi@14Ta!oZ;J-z+o{Y}4CO;lg(!_d@#y3eA@jE*TsM!)= zr6}pd5n*ZM5Ujs>+qb>-%!-M!O^VUS=w=*XCiDir#0infxPC~V=kU}cw?07!A=?W3 zRD)jpZxzCO>nEKlGUv|pDTXdj+hO!$OVQZU=4(l;SaWCLM>$=8|C->a&#nI4pc-Qe zU#y>}hBHkMab#k9#P@MD^Us03$Z+PA!veejOgC!g!`_|gx>og_eF7{}5hHWKWkhIs zEx@FsX1>P^{LxTh(fh@o1C}1uuB(RdL|2lHjp#skc8MQZ%%gd4O8a@2*`{Yq6 zhR}Wy$fHs+Xf3gI$B;$wlmeOhWQHerUA}|N*$>m5d9He%XYD`}@!){0-vY4Hu^OkQ zV*)73g`@=li~0FEQZbR=#6TC&rL+Bu-nKK{;DNJGgTlqcm9lCdkX%+fqv_%+IBVti z50+7`J3O?^TSl&%7t%$Yuev)n{(}_Hz4P~ju8ymW83?ZOL)vJB71-Ydr^-XfbElCx z)yTa+W|XBw>9gEIp2C+TAfm>1Qb%;Y+4y94w-qZ;yGns~^DE203ltfcvZ7YI)hm~} zHt!=c*quCX5ZEJZW5rS`%N+Dc=A@|WX2IxjKIka1z{Y*85DlXie$brk;Gh3tQEC4+CC&3ey25l_u7ZMgC zPMh6tug{{_X_Lf)9(EU%o*gF!Ckxr!45omT5gS$&aPpkpaeD_dh{xJ&7VD#%*ps_l z?6}ck>wWx&MM3I3HP1I(SQv|LxCQ{}=pJ7Caj0^~WsTNb{@oM8fLw>oY4I+24o|zp zcWrT(Rp_jS>~$;^<8-CV{XW$4wDQ2(W4F5}lSoF$aZUK1%$|iMv(CV=-kO=IVnyg} zv5ZVcDz^Q!w+$jn=p%a{a^8Ar#a#`J^Z5=myDm% zNr5^=BB0My)Y7yWi{kqr(Tx^WbLlFj>zWZ~4hOcmis~jGW~?;GA;;c>H|7IA{DCh> zQ1~hcq!;NwSu{WgrT_^J+qv%WM@*gMNMWZG^GL|s35;eO{fRKAq(oNSO%<2?*sg%{ zrjZg`JjOK6E*2ws%l;vuE@=i|XG9?gZ8DQwG>~Yq^V>#Zxg&oecez4#S}^dr3Z;?- z5E!N{hsb;wSqW8&YL9kK)b%O`PAqYBf#H5G?x-N4GbIssjjCm3KrgEXR>%|EEa$bwOJcm+&l z9deorp(v>3bi9ysg~7=!Guy@A)q7dv5A?VN_4YF?VI|x{6mT4vyJZI3SYRuP|1pO; z^2S>_38~s+w@-_lswJHKQJ1djcScRbYXNCKZs4=B5Tl*YYbt&66dVf+<{(a$8K_|! zW#C=oNiN%k#|*ZiVj_{UKg`Ih%>0C3?WPGf`Kei{R)P!!X+Wz_WNK1aK)Gfu2i^H2 zlHq*LN-MqPT&%Vp&orOlbTKI9@vfffza5a9!E&UO)`?R!x*=%S#$Gq|(466P%w z+Q66~b)ettN>{FrRB-bVy#}jRjk1vsXMT$MQ_WFt7VwebU>*oAZV`E;2wU7k{(+ZZ zf04yZb0c8K1xJx+oR^Q8mv{S&G0DPI#izrCFJ}0|cWy}^4|C4MMVL{I)WhA=Lo?WRt ztdSDGdyM~mXnbcL&=!m?ms3St*R*$Th~A?X8?D!Xmul{JjD8Ed*!A7b?Yv5Hsa1K0 z968XM!n@)F)#V$THyV5Xo3v*vjM9uA=WYs_=7^uH8Z5+v*Bv$;`*3A*V37CtMAlg%#!AQ8O={=Eo}<#2NxO}@XFFFtn2=ZAlkd;f%W!O)OJA!h=)XPm3S`x1cX!yu zUTf2b>UPAXES>($J8LbDB(yQ}v3(&qYb>#zzsqYaxy|UdH=XoFtn&#-dE*+8ne=kc zb#S!ys9dob>s?ktKx@heD0pZ zp~+92TFO)9fCbi!v!6uZtlI|)2_zJd87^M@MZi7le_V-n4f(ua;u1zQu7qM*r5ALE za#K5hhkOj98Vq~WUp!UaAYXHt;0&#VdQ}V7Bu5Y*MwXOQa530Y`ZfQ-lKue2Y-J}! z_kf=W&LV+D<0RB;9o_Mn6z=1p2j9`{%(CwY=fu~1b~HkWQ zO$|+ONIY$loHvti%Gl4n2u*S^H}MglO>O zR|h0Pce0jJIX(9i^2mLR5y<#-r|aqimew|*Js=205GSNk#7Y@DDay3&*Xfl8*|3cHSm9&5PjcC@48$o5j zoBVZRCAvCY;IG;`^q9p$j?B#Vm5zLCROCvvZTF-u`c3NmRlySWZf3`uH(kD#$3?%p z177ujtSZ^g3qXp|uy_Wr*E0L6nbGK4QCUyazw8TcY#ZQqT9_&wMw=h8#nT?>V|i{L#uv zWb)CpCwZ`P^ezQ+)dET4{&Le>6CAR_3D9#`UT??*Y^cW4XQy!L_P}r?lk+`1n8T%C z9z$Nr1Z+OA=hR>R-Aog;Bf}UuuIKf?(D)rFx<3W8n_(yIGwpNj z8KyU*s?sl(xUWInp$ZlJ%p)b7R;5>WD8WjS^r%8Ln!b>KU9e@|N2}SbmNWWH5<`ei zLRXSrq-dXv5w6$4nuli{-G!YD`r*O&>ve!fpt%BC&8miq3+ZG z?7e^o7)X3&h%TMj2|D&#wRNx4e`iT>uM}LR?YfprWCs56++B+`AN6sbUIZtP zLWwb+yYodygfrYGyXInZ!KkY%*IQIzc`mK%Vq%gH!V%3EvVHltT#qX+;L*EbB|TQn z;ldNg6B!eM<|>Mt1@t-b1RMTH#Lu*#NUruo#0rtzV@PJ`M>Az~WU#c5lV`N}@wyZL zfzVhmbSk#w9{Of^^+XIYfu(MrFW7`ZODn6qSM%SoKBX0n&BqI97ya`_{>dC&-_q&q z@I~AqVmw_*m3SA&`yrl=D7s!dSDhq{^j@1(33L7=@50$#<2e9Zm$RRi*+d;NF*`1D zIIrbRW?XxVH1AYCJNggGLYf_Qy|P?{n$)pkLQFC(8O~`U$BS3eS8Ks;9Tiv?!+nDu zj%g2oOTso|{w~|d#@hacjnDFVtrtTAM0=3pf0+4>RkM1`!r~c{<8B(Q@Q7U@UN$4h z-ZpzQQ2F;k&b;}8E0BF3hU~d4_Pt-Lun-WV%w0w;x`3sCdgZ?0+Wz*-z37!z(?-j^ zf#Xv$BkS5@q5#0&x7sgueg-sO4iMd+t=t!|`W;0Yy=({IurG&ca&@D0V>(`8nw{cq*8YmWE!%kzw4Ad$>- z@4vBjcFS+g(lH<Tw{ZuQ<4)h#4?LEBF3)LLI}I39mK8)+x{$s8hry<7dL`Oy zjFy=5)$V^3ygj=)+LE9&eZw3cWa~!AW{c?Ir?QU@U2sb?$)k<>VNHCTF_vb%Ko1gr zNEfoE@C)4tT%pB_T4h!{M;{^fIjyMvu$ljeW=2kcHY^33Y+$Pw#=xr>qg0L1JNbx1 zA^-7hOw9}?O0`B!YFZY>K!QgYlNC)8c44&8j`EvbbWs+*$se)bsa@@m@8LRwfGls8 zCwzo_Jzfc5p-~#riZK%Lt}2=2@;7~gMwuR?U0?H0^dRyUlXKHd`KFf?Yv}hWYM1g| zpx13@n=-4Due9S1VH#xA^ok z=ml5gfz>Uj|Ko@-XfpgMsC0NE?vP~#*QIc5oVc?~Y?UD0`d0uEyk6b79BQ+4Y%`~# zSeDoU2rla?B}SS!NrT@0Gc&R6Hrv=uRI>T=)k&mG7NN`8c8&rKvBqRY#X9jZ+rhntfQ_%bjSXt9b{V3er^OuLAg@;u@D^df?#<^xXUC=I1@6{ql;2$X zwHi5ZUy?JKu_5B+9PA<`uq}+p?&Z*_ju&?fIBy}#(x{V!rS@n1!i*hT6F}uWCdZsN zfF~9pdS@0;RIW8G{Rn}Urr{`3U5@ZzXH5QaIk=n5r$Vmw4PX8G{u%)~)pQ#SKKz79 zBf87QHqDRTzFCt{r75IMj)Jz@Ub(V#nd4g}Hn+BUk#D#*V^@7Exic5t?0+5Dc?R3O zvVuYb&23)Asf)<&Bvc{$OcOwxW6KVR#wFyeJ&j{t0-Hz|I5VQ(6kX7b!l2V}?&N}nKDu#?CFo@zPR}DR z+iKk*gGUfhp!olpO*#@tth>!C@os3M%Fp=DxdU1ePV9ZrBH%IvxK%T*-j8qkibtQ^ z`e5rzT_>5YfJyKLVP43k zgs)XKeoLP3INsz1=j{^5#)0ZnG>W0Gh0zjXHQixj99k#Xx@ zuH(}lZ`ZLIpeeUDH3~HcJbQJmmTD2EubwLN#``cG)qRLff)(0Qy*ycooMrMFyi>^w z6nQgV1PWS2k11U`Z4&g(Vr6Hsbk2vv|LDlAgqK+KUIG2N%5B-jt7z0+JHSoGaALDe z9pNq8;A*Y!TkvFBBSVb;ZzG6)Ma;mIiVSA z_k4p)FlHrc6aPE9%UMzLIUkcy2)ep9uq$sY&BptblXzQBP zm5)tSfxW41Dv zpdA1ld;E2Wew@sZ?vtEEs~jm=4P2=vY*7x3hQ-WD+N+QaP-J1F+Pb6JHWmxI+rw5AB!yC{`L%OB zG=sVHWJ(Yf)256d#&A9%^l@`c&#au1zbx~A5oLRw%RYoFM<-Jvejk^eZAn-DXJi2i z;yxhZ9K9)1XRa>T0V}k1VdC$mGcxvFVdw-D@XO(PCP+!|X;Lxoe@wxuBN{T0hKdDP zeEHTZ5#;V%fZul{-?;7Y#uO<|rb(^v1H*@s4}Uhty&_X~QFc*^=l`@~d|_G$`Vus> zDF5SahJ9>^0gkD)>VxhFy@pS%rO`qtc$&!gz)K4<{?W{h4io5yjI%O1>~L9mm)ohBQ89RX(b`PQ0vj-iO~E*#{sa1WBRbM+o6cp930zIw|v>2|97$@GEV zz<+@Okwe+~yh?s2T{Vy6r?96Roo@FLLl}d#C2zoNoRUiC?RJmTyt||KIYSTd!jC%< zZM9g!=GROk%_P>aZWroFn4F2Movc21=;o0=5QuvtZs#MM3~;I)SL^JTTZ)<*J2^OA z_lDMtuKu`U8s%cC<-9BgzFr7F#w$5&d?7m-&#>%Br~SSo5VwPys8Nl&1PI}AR06<% zRm`2VGkf;HV8+@NIcZIBG2G>#-s*vBB)+o9lhuE{yvkwoNh6AvRBu^fac5ZN6K5) zJlLH8UhlK#bINx3F;(5`ukWJIS3OYPra-^>-Q@@O0V;yYPA);wz(0ixj~myaG7##F z0|O_D1JA%y0I%{dD?VU<0(y7WZJyAlf8$}-^_PU#;5nznFmTv$@0ikmEU){q382D= z_V}LvER&oEMIsJxNOGL7w4eQpZ#&u75%s;=NTkd z#$8_RK?=T%x#CHwTRhgZt*rIz4cANDi5e!>=MUeg_z~KQP=M!-m!^%m`Af$a$7E{Z z52^{17BvMivULz{3h=mH9yny%6yOHWXY8;w7S|fcJ|siF`z~Hir7@u*zAsZ}m^pCh zzZU$cGu6QMKhh_sgdDcTr%5H*GNnrcC@#T>v~uIyHt?W0K>BSn!V~q7 zm-Z30s#ce58PXkAaLwnjSrSVv&()Jjd+U0r*GEWyLX3*0OoJ-EfG0a!gRxALsB+M7>+3g z$wU$oZ%`mdYZ2ur!@+AYv;d?TczEALp=iIfepjk&AB#&c|a^ z#4l$GdJpF%`7GA9R33`pqh8`gbg?#aMTeEj)c>Bk^Vd-#!Zf{_!25>j=0hrMsq6n< zm%s=@BZYkuu|3nbyHVrDW(}|rr z(~Z)Db_|6o#wpEeWGFo9gmsMu*0n3d<8&?Hc*yF?lFVLnSjHBpBTeda{Ji3Sn*{$` zJ+HLw`|Vu@l?$wSUd93MPFO!UNh z{qV0wLoq6!QE5IgG0~O19oVv=4B+ITBo|+Fy6=cq8I{!p{8KV}*ChIIaR5xucH4t? zZQB3fsT94_u2&5UZU%tEpgnexoAkV^hKY#@(Q9qCuCHsp0p~?>Srq&tJ+

VK2is zW(QmuT~3eT|217_faUPNvHX04x2yKIM`4b^lGpWKN8VE_^Nb8fpa9@phWM;x3wk7l z5kT05Onpembwc<0KJ)2@d89eHe%oPFKoOS(0^$S*72*hJQ^$d%3iI3n@+Ab5m_r=n zngnHMNn|Z)_2#c5B^sj2vG#pzo+NbUBwZ)K%*X&O?l=C!aUzv;UOzr2OJ1 z^N$jH;97p~Ph&ce6AgXP)ppW5{<2`7yrZfbj2qMK{P4rU#L80(nHn$U``;7<{ZEvY zU4YwzRC14&LeR9k9-v(wgQQZC2eOoI?APQiXg|0P>;2p)TxHbe8^I0H;RnUF1CJma zvZ0$`y)BoRrhQOkGHR{`ZrwOqP{L$56P8-J6Mm)w_ zO(q<=2!L-u?o2Aq{Kc{=!Q#_;%T&TVx*neT8`x-bmM_I3dKaOVGh^WY8-3*Mo}L;G6AxFR z0JV6Nnggo~DUrTsZhl^6Qx`875l83=xx`x4Xgl8uTO)=n2x|a|r1pJ1HL(f(2>akW z?UuO=jxL@OG@so5H*o&gcG29@lFWPoA6C?)=HVnh!$g8URl%`~4gIA3V}zm?4Wu>1 zMQ1B0G|0pmclr;Uzdl^qJE_|(5$C_#!;LPp`FV)j!V2KH`%-A6dy}sI_jOD# z@VTe!eE#miPy+>LN|vEArRcbnMJ1U_A^Df5j~YEKT5gBBgj3o9h>TwHi+9<|@uz}V z8%l;;%lWVVK!dV*8&356>(+7d>AvT2`1f|EVR~MDcwM4Rm!6)DyTHcs{s01QlTY#7 ztj}ImO<-S$-#;{JO3xb$8(}2yTsZKy z{y_M?_j;_>pgMP?_0Pi;S;^VjV_47YKIu2(fgXw{Vzj3}fBy7^pwzSwtnXGPvi$2bqv`?pzedbC}^ zqiVW`q?fqc_Z$KGyoqoX&1&ZLrSkS7+S9=MaQZ66?-lW4y~H^1w1Dj;S>^TA9@^SM zbc3)tz+qtA^HLts1^Alpsbj)sB70#T=gW;`qRX^vS~@2$vsmyA1{>bz-wq2J^6u7w z>x4x5OENPlV3v{a$=7CQX+ja^gMUhp9&T+jZ)cs$8eb4Uo^<kzhT*OmKrkeIEt} z=@G%*4Cph|YAw`{Hvz=cL@-Le0T0uJ%M?9IqISCxt78_qpwpc>^egm?AUVMf(^fLB zwx^5alZKNloFEsC$OR_~2{Da0XgTBd<3T1}<1Qb#uabX85h5;+K5_D(ZL4a&ftR>L ztY2R1y3wph9rmHJ>isH5yj8fHtgN(XR_iZJ&Jkg^wNH9vKfikAJN2;38v2q509U`h ziRDg?RnIWUeNk}AoRs2jO>_W~_ zC*QV)2-M0jXG5qRxl{tS)-i37HT&Bb8PFUZd(e5Z6MBzd72|hZi*;-DHhJrQ@8KyV zbopJrT2}vp#Nr$tU5m6o>Z&wbul2Ca?X+Brjf?XDh?b|Yz2&sIkK9KzG_7(jx?pit z)JQ)bDK*vKMDGbF8Ac~;KXpkBB@n$KK>V!|`IqdFTMS)}QLdOa`H<5}8EUamvJR!1 zS$)jmcm0^DgM#T2u#{@xd#h`8(>2q6{;2brd0HbWDeGOS_UHsVdt~Wi5H4FCCanqA zID7zT0{1OvFdXWa0Xwcy&$eSQe$@w^=jtsk5WwS$`O(vB(f3JSJd#Bm0{OX3br#js z$%jFWyQCenSD~e|lmZfizoCCH{4xO;s!D~i4-=`JbQ3IO)n+9#60Nkll%!0BOx}DY zdIdrw160E<(40LQK%fOZgEWq)Ec+-ja9=L}Vw8czw;iO`+rcPKFruu0hJft*)g8?J z&HRq~%C{_|Fx~gs=+D?qBgidO4Jp4#>8ex-D;3xj{^C#4ZpbJ)>pIm)itjogG$Rk! zb2F+hqAUI;7RS}1K%6OAWMtSVTqPr06}Gny`=+sal@xj4=ycGsT* z3J`{2l*0TCzYgOYkMwzzg?8k0gto^wB!2b1)0lV7ZQZ<>@d>>ZY76i)f4+-ss*J@8 z7J9EjRU$2G+-3{q7QJh9wYx5t$+d}#%kkwB_J1nW-gE7SeR!3_c)pU# zdVAjbGT@7&V&7%H6m>+=yDm|qsVC1~x)4gBYh`*gT1Sy?SpSqQE#Kx2n?^Zbi(fmx z5pFxb_#MugJ!3U*N*>|tcQIOa*fy3c@41Wa;d?sx{)S-_Fa-EL?NGfAGKi?vyq0|A06a>sJgrZESd)*XVHEtiH^~u6 zVK{YsyjCebb7pM1S~Hea&r2#B0naER9zGtMi`7(AZEj1&7dihNp?H7kR-i9|c`qfet_n%}(HpzJ%Dj1D ztov5$h#6V$cJuBr_0&A5`$=2IJofocS3VY$Vjq6^Q9l^mHY$!tEi3z>mV$H|N|LIg zWx<4;aBaec21mV78{JRbh)T_f+Qx#o#(^1%%M7V))6?V7=UM%ij21*-rFrfU%J&0Z z=T{bS0)BffhU;6~rT9_0ZxJ8xexx)U{xM3oaS#2lyh;ZLvNgJP0fk6E|;oM;)O`G^dGqm=c19 z@Z_jWP~k8O_ZQL5-^B~d?XxZ8yD z2HCoPM%G8o2k*}HV=zf58OYQOe3GA1WAHYK-h;DN$n!DdQ|Oa2#hh`~!((%mMYDa6 zxk4<9BT>&*#}VR_obOfUPbZA1IeQ{ZCBet;kDGW9f;gTtvEEKWxy&pegP<%h`f!1O zZkGN{=7!$Z(DJ@{>KOX8n*Mx&Bjmk@jWFXsyhFw3cl3KqOHseQs}Xp%4j;SC*&63Q z!P$;(cu97}bks`?Vrsc~!VP?hRG1`acXphDbJl^4IJ4_N&DK_1=PVD^SYlc z*u92V1aDb~U_uXn&b_aPthIA8va+)v@0O26ugh?N!R322kHdO1k{H;6qZavdi?hoY z7s*AHdahjI58RvRc}{ynfiH{3Ud!DB6vjQTGcWta2sn_>FD+!fkkdS9ll@Lj*OAP) zI>KkRa#1n~RdD&iQz_xOpx519*@~;9=hg6co$izJV^M$xgF?CNGjN`xJecDJ9}%y=(oFLto!$R&CJY7fAiy&UrAoNK-4=>K$q!Uz@kc$0|3zGLw(QC z;;`wt1qX}xSeaWPSx4?LmRxeMh*EvQnOHJ@Oo zqJAfX*Q0l>*#_0$bdigo{G2i~=uKVDd!t^3lNks9{|xDB-5 z-hHlG$uLyJrsQvWeJOx0d;TR+@%jC(L^e&`E`xZb&SGG?Dw%9C*2~H$nq>m?+oqzC ziL#E*>F*%>)3EWn%ZNWr$mwH5#!PHtH`S6@Qmn_!0m0y|cPjI8Z8^0|f#oFv-f+(C zkJL9^9Vd+X1n`8kjMaGjq8uRe*s9{Ykow3K?HlRDKH{DgQf!9IK3%5e#gSpvePojv zSmEfUgzXM1XFAU?whoG=@}o(y*q}mq`H-VjRso zYP?W_VOoD}BuzB4iXC^P+AA^!@g{*p+~D9J_1_u9fiUH}8opKsfpT<4Byn&8aCbD~ z#X#MgmUUWwjSnw@{Zzv&{UHob>=&tY!Duc=_El&!xi|WRW`%|=0pwuxiCHucVNOsk z?_!yzL{LdpGk=6xN%-YW| z_Qu;OjY)z}E`EZ1Q4Dp7MjV$9&41`PEh#!DrdTib(XdshEs8l{(KCx;od*Q$-$yaF zP#9fH>&G$3FU6yB8bmUvnPCw&SZ8zdP7x?9&iLRyUHH!*+9@r@loQ26>%mY4QMY~j z_2Yih+HZBcG6d2Kw0Qu?*Bfr(2pmjIaO&_T)#uAaKmSuI5}LTF6v$hIh(uFPohH)6 z``1_E9F&o2l-7=*j|`$eZoj$*rXejSQQ?Wj5+3-YzLy?0$#DN(F9zu+{u)*Q z;=gt-#*DXAw#lVuTNTR#mW8rEpy92WDYPrhz$m@8WIOO)f5AkZ_fD_vzn%N;6inUh zR3YF{zD5K-s`oVNvl)2@kVlT1Lv!Ie)4tXYV{87_xl?B zb}L;2`mBW|qn8CZP(8H6g&a`?xjq5w zddq=-XsudsNOlBa=?3-By-U7Ktd}f#x#tg%^!&!j{>)`H?ibp_x(_+93caC~LsO1l zWO1@pl#{)zR>B@tC^Hqo-J!J2l~}+_G1xa+Q|dQq5hMPWK@UQ{YAzBC*pPkoeBN4u|WI_YVyPsPqKy-1#itEIqNHDHN z9E*k4#g}b1F1a3jW&Hs?Y6U)(vd#R~X7}-a0Z038}4df%z@#Eg^1)}Oze#aqkKAM|7p@`=gyTv-irF~EgCbe{H33*-@!o* z1?fM)yB}q05Nw&PxIN3$t_0Jh`$G1ksl?JN(W8!0-?6!{OaoqkaW9ZAJV+h?>vsr8 zPM1zqPM_@h_b$V=QFp?ucb$BOx^LS#kz38B7U|kpvAJj#d~(?Q552>|yCjk)+qed( zsB$MCn5g|1^ljoU|FFOWO;j~QW;qCxg1*TIvw9M(cSZROXwB}T;5tnqc~Ra|149$o z--b&r>;(0~JE{+c4Dh~-8Q~)vZE=&{DRJnRkb*!n45EcT1I~d=U&5OJT>35lv3{*x zY*ee|Jmh-trJ&^X&v0OF?)l3wd$*fc&D$b$zw@e|+nt)njpK7czd=3Wc84!_NNERj zViM>)#Tj{Z<>X{}ky-zqek-QkB+{MS<0gR)GEr@3J#mBi|k(5IBCriQ{S+;>y%<~}8xzEA` zm5a^IcD(=njN{$kmjcdg4|~UW)=ca>xO_dKc87eyp4!)o*?^?C04eQ$I-yA$G%Q2a zy~>c^((|vR*{JbsIPl@OFiuW}2>;t9Tgbr&*TlVY#{XQ2K10pG(N|uZ`A7@9u06DG zN8QKSKNUN`sJv5iLcy8j6X=r5&|T|BJGs8wVo|=Py?5nTk;DcW)pPU1X${b5^dbe= zyjJu)RAgq7fKELgh0ncbFpMsOx8oh!59wil9*%1QU#{|Sw&YZN)LYh`w@^egXvd6S zZ;Xw7Pn(E5tQKp-&s9;ydtS3^{?Z)+0ScReGn?OIlTYhrf5O*JMu)Ae+|P5SI~cy^ zocm9{-mPe%+ARfMn0fj=zevt+P^25TGnIhLhXij8e0EfnO<|x9fopx+?i_ zCTW!7==JD(w(4u{_ADTZsZ1fTczn~4pVD0uEc@FA7x#t`g$^dr+`{-A#H?L)wetm; zwQMB>RSri2U8P>lu5tg{`VuKkUhg6?<*K~SfV#d`jJmd_2ef6FfRi(zz}n5aAtsfn zawQPP8;biaNdAEy`yC00Lq59KQ&38Z5VK0HFz4EYTdb2$r3w!qo1_(PP5vTHYSmbv zoo31jHj&#ohf`D3a}G?LAm2c;iSN65kGjklb*$-#J&mNMxwA>*21mxREWuP1VaNc# z{3*Q+s0f+c_Xs6y^z1);-hfeO4wpA-Jt&2ySa z1dg0eQ`6B;r?m2)R`-H94c_d9+S8y*AmSxqTcHVDan)mY$J2b9*KO4paQMNRW;v9q zB`7W%wB`LP$}jK8UHOf2yB#4gE)6OBU_oUdE?K>8lx*35*{!E@Lrp)=VTeoAA7jB0 z@Phsbee#5xlOdMynGOPho70wAGV54%xHN6a6!&ARZA7gSait7)HFwXX_lEejk(MP; z7fB&F1*VuL8`qTm+9=&ZPJK$F)D=ptlBIU99If?)xR?p&1>ECZNN1i2R*^JG0d(rW z=!lS_Vsc*$d{QxTHCBnSCQ#vRVqFpu45q5#_{2LNH3fXV-*0;_>^D_c=W^pxq8+a4 z8<^uJ*(j+wei_1|MO?_*m03635^9<&&_kG;*Zc1C2$9rqe7wTx1{9B#rc)a6&nNU< zv)=GN{mP2FxNaCA#jXMXfI&c5}og6C* zTS3wyL_q6tEo#|C$^TGK6B!z7YO5=+l{U{%;j#e>(QDY2bNrc{V}I}bG8%n(TSLL; zc5?lN*ZOxs6;YM%@E?>vj)o&3@Tk$y=F9pXh-mi&=_UUKUxkc9=Ut?n*#GSsL!x7UJT*dk+bUXu* zP@axZFAV{=qt{LB+v`&HL<&?6 zOX2PpoPa%*>eo@Fyt{FK0MzCG6nbz!m#$}BKoB%y)P7@Sd<%g5R6MdxS-}pu%@sJ$^6C-*xd_Of3l~y~|iR zGh*wC8B3wxuFGcen~-Cgt)cY7v*fzBZW5_|cL@oYy`QaPE;5gd8Jy_;RH6ibjj3f)>aiuV+`b1iLAEnH7f>) zQG2g`pi_oNVEvRon{IH2-_HmhmCMylWyBypy^RPn=V{!9deTpCsc5R3fvP`U_)9-P6$1VPJJv&M*=!C!w#{3tpilJw-0o2fR7d>E%nR;JYdw!%A3xHk)A8vgp34N^8UCU{T&ynI0$ta9_SG&13Z!H`uj+J zACN5fW0WgBQb*-X^mA)~5)P(tKqr5h#gRM?ArE?xb% z%?G><--}SDRQ6A0G2>T_&^!c0vB*S0au^SR8pxBkJ+*``_J8c0*Lj( z;lTcap5^&hEKsTg(@eVNNenY(D#0>Vgh+TCF|}Qbwn7TCeS`>QN+B1Uy6i^Mf5l_} zWX@OW%EuJ4-sZhrEVRx1lbKt&_d{2Z`@5y5-K+G+Q&EEU=WF+# z$DVjdPSY-lC}ws+|CQL_Y8K7Bwd2EY#ko_*jV@PN;06v=s>F(j$|g7PxjXyZdu#Av zDx0$0$1{@b2C$q^2w#9!DuL{9Rt#e}!}7B~e{TONsd%qLB801{n;rB#Pis1#rfT-) z8!!OL)`z?*@9V2EH{Z)ZZQ6M^Y-hijuFz$YOuJPMr zJ{!`~$yIX{difU*6H>AD|NHAFMh64n(DM}N?+v_S?>X5MeVUB-dtz=`cZPm1)3sfJ zb)M=kiXM;Y7`fhPEXCJQ2D)5XoiWODH=F)39WsQR$2zV%%^)zm+-S7)+?E9X)px>; zcUuqqyK4v|2j)y-v!&P;O5gkG2@l76oEg_}lYLm=t}9f?X;5B{_Sxs1%?P?VW(d}J ze=(ZoSgtq!N46uZ>5l{?q^A~i>$M5+SmO*l=!+l0HcC<-f_@NIbaFgbLv8eJt1R)q z@X@$wI3w!>+wgh-HV3qs#CAG3qpdfQT4l+Umy?7m{dHz$WW2;GDc*R}KaW`c8l}S} ziS&a$f~l8D2}siE7=+nA&XSwzEF9xo^jU~pXkwHtBGz){*L+=;+-Fnson)H?A10m; z;7|*F#X^<~=B|uQn3Lva;xzZK;r`OpwD@@le-V>-2zNL7!W2u0y@E<&yYNdT1 z==#L=5j79~8zVjY?h8%w4{5T1){$zt=!8fAN-u_ z%-9B@!QL^a@6X+Sfn@e6NJJzHWDcS$E9BS_V=^t{#y*UpK<@5=~P7?nNNuk748c)6LxeH8=^xQ z3Y_Ml1M%oNoHjp*j}wV#cRznei0a*r=6=p?+h}h)&BxE-n2gn0c_}~f3aS#>_!WN0 zb8>!yfT>p)zl4)3uBNZjFgr>Ueb*V{6~Kw6VW4JoXf3-b=k8RXD{P&%#?gh6yg_ct zpjOOU){JH(Y$8( z=jcaJ5sx-mY6&XMpnGkZ1MybOcY%gOHmAgIh+*H*cEE8UVtcnVQo<4Csi#G%m(%RP zdyChHvNchs`2z#fPGG|U+(Lr%VppRfu#~*}*@|%P1BsGX2#){Lx#PprPcw~YE~`Tg zTtw%PutbG(Xtr@ zTYgcHSy$b?Ieq+y?l-0V1=qj)ElAX01InPn=~(%4VkPn*{Ca&jKcZ~V=)cB)E0b>X zFgP~hVfU1oZgi6;)Cd^o;QzoAUC6|d!__)$w7-?s7=VAVRuO#HErD8RIuQPbK^c?z z6-b=Gny7O<-X#lo8FIY4C(@sI<`T@?hozsdcK|=-G&7rE-c5^)j8$CT(;NlNzvb;k z9uSCEg9$W6%AFF_IBjsZ8Nb3g9fOOj*M|Ea=y+Cja@9n@+ys z2|jd>;a>NkQG;8HkEisZoS18tgK~&RZ$l~JCKaJUCqP#7;78|sN4yCHu zB0@&m5z!F0gQj~E04AS2wSufyj=Sz*`E>l3D6(2YpY{Tbr7iO1$!Q}Cyn#y|4}BerRBV3sSDAbsZFWsu@76ixx8>1z2qIPI9iaO}Wp z!z~APtsqngVo2_@5iWJi=+zc2CiYxG`YWCUmCm%KK15SgCioTfJdC3vl0DPt|U2V0avAF%Z6tZ`s0=_iA}T5 z8v1sDU^s_9=T_B`_51C{H{9?I6i_8M5eecL7+&@MBQfXK(hr64rN~{){o4&&-SEt81mm0?AEv zmz^I#QMNfZIk7aLsz!_6_)%ta;;^b>^>SWLCF#V2kz<}H4pn*UB0KW4cJr2V-w{ea zFQ6MJzy59KX{etk5{CJZ#5I~e=_$B*hcGM58RueJf!=YwD0&*(DOK_ zbH3)e>(;f9v))XHDgm<4RiqF$RSGy7)J%GtO+T_%uc29^Wlu3v)5<8IP|$1JsKY@K>;C#A19{wSmOmrrnxRk^vjLzy0)Km$WM9ggb;`Q7wJ!xbzw+cswrj+(D3>;30? zJ<#F2J6V#~S=VsfEvRF@f7R}3b;w7-s5B zdgbOfOxE#UCUPb^vp94jtSiEUKbT-lfP>Wy2x|$O+H1L|A1dF5Yqd~#2@osAd5y?X|!jg|NQ?cG{(NTMe&BD1D6)HvSoT&lnyIS8v1~tc6s9(Khj|7Q- zG||F^3-~L+C`FK!^4S(Ns`1sLh$u!m5)9gU6d{(=R-9sUSmFE7Y%1ybGx@-J?xuYt zp2XI|AfBi44Fsq6BTM>aJHN7UIOH6d|i{&Adun+vo}ep z<|fVNvD@%G7fCL;v29R~V;tbpa(PTTu!+RQCeNeQong>F;6+!bqO~M)N{_FLpy< zXV6-AjfM@q0J2?ckB8-dg=@Zl3Ot_1nnYozrai9_KO0|~TAt54&iL=P4u=5q34R_4 zJB9SWpIwj9MpnvRiD81T$DHldDJ!k%09G&Kvm`P-HV5OY1-evuSrgQdkv($NgqE%&z^%~aN zi}VC!;3($`ES!2+Sz0buRWOQSU|;}t7P26~;LBXiSCH%dbmy#d>bT~?hCK0~3UehR zIyD3yIrak=DK_-$5#mtj!l1~DtI&r5SO6duQS$Nk+{|q-7lyncQYwDl?UR(LpMknx zS#|5xggwUR7Eh$X!-%mMwQ?frcIjT@lUVmu2DF@0c+AhK!;Z8OT#n`3 zxygh>?n%__)3|Z~zTT7-Mzo@bPifE);v>OFabwg-Cz4}$l zqDo9lg^i);jkqkj1c3-Ma%A#ZZ&|=!vF=I_`NteOjx1!f({*FSjQp%fTZQ8VbP(%I zhLgeZPwEvHx!P;$NZ?JbsOk7E@`}JZ-lmG_eHG`3UgC8oiOYK{Uok=xVtqACgPe>t zs}X%|I>G}nAm{IvX+tCp=Ao+gKvIh=hco%s(_|FH7g98{Py^DmbM@j~<)W^-;=%AjZo zlneR<(qJ`;$b)Zw=rmC_>xPvN@6~By4BVBfoX^;tAU`JgQB7H6>YlN=Wf%<>Dcuzb zKNAmhA(bX|iv2zs&=8kEy{uHP=0idwMyguLWO)$bUYnRBN8YwkC_zo={u)cnE6ebu z%HGqc5v5O9tHAsaFygd9LuOGW(EFKqA*}qoeKwK`EDuG=&Fdq5bekA*&bfV3!G$92?=eKCbMTro|VThBq*^YY+VeUn`G%sy|QAz;5}U? z9Qn6&F8Xo=eTY_cuF{=(_Q4Tx8yz6EU1r*%f!!`jU9qkl;U>w$N>M2MZI0x3E-6cT>5Y7>?m5bGF&_n5ORlcL5NjU`mcY$-Y;^WR6_J zpu6t#$L_ajdO*6L??!YJd;peht12;>wSeU1)z9s3y3E3J<$=7K=b)FfJkcv)Rs=Af zf2Jp3Ufm;;i>rH3g(hi#x97ock2rdfjBz}6-KC3PQQud6uomS9q&4WaK5&I_tyB{* zrjYmARpIa_xnfGN{^Hk#)Y7<^t%!UI7l>Q)`l=D#u*t^ z$sdd}D@RdQY;h+YMnP=;R{oDsiJ(V{#i-zfBYUF^qcC}8_#_iW?g$1oLsuDIRU`!{QjfFl z59m*y>BO4LI*;;Co03V2#OPsksE1=3XZXP4;rl$eu-^?C(E&)A;(W!zC<0|7

8;#Z<`$PDg|`;E-HInf0t&DhVD?@3uMAgh7}~s z@kTaskukLL>{8zFW9y(Y&FlxDSyGgg4x#$>7xBSx+V#34A*nwyc7Ky5Dkq;bCtnJn zKe0$c>bVI*=jg6x#oD%?)9y8nHp6>+zp;18byD+^1pf#GivZ=KP%m z#Zhfy^E*tE0R+|3ms&ZhNzIB5wnEoGh$b;%tbKMtMoDiniVnE5D(j~w*9Si(TW!FI zvkgRhei>$DS1f(eD(%$#7rvmN`@ZPF*II3Q(w)a42jJrUw^$C?si@)ib@G2)!aflc zYC28Y0JI*jpYt;c7BRXD+}h!Ih;$p9lVi!B(u7~4MgnIF*p1v#hGnvW3N*c2;aif2 zrBw>7h(#6G=^M~(03P6Yrdk*vW zdL||tN|a~vAl+YJ#Q^FfkHly`SD!)jI=v@gp26XNG<{=Kq>uae#Esje&D^}3ZQE_w zT$^2+ZEUu&*|xdam~2e8`JeA|p5Ke!^rAC&=gf6q*N1P1)OM>cJ+;F9>oJV@?#H_i z9Xo{@{KxT?n{D}e{rK*U_v9xnIw1CE@MgIl8{Ox8*=Q#f$W{}fCFgupS%%cYeY!6FZy*&=hb!DxKLx`HR zo=_u?86xZOO)hq^H}KB^O<&2cNwmj#*btK0L!Nf7^7?|DT650S0Tq$>^2Qb(Txe2C zf>@HDKT%=VE?^>=;0?y|bW$4!$s6>dP->x+(_Qp4xm7jaI07{9NJ=U8u3OR0K?6;95I^|7d4b$9)87s!&H_# zk|>gho3P2e9eoNM7_TCiH18fa3<#p($aHG?Zf%yF$0M5)Ma5{4(pV(>lgf(5+`yVY zo;Y(HwyiCRpTrQhQ0YL`PBkN6IK|LCcYmY0*#O57B{{>t^@pWtT52Bt0)Byvf~U>_ zgF~#;Wh`zrHliY%R>QckpAc}sW%%g7L^AAu>`3GwICrxrYlv)q>Chh;W(gk{hx4D! zAc)K$7wMcn7W@@~l+P5oQkO3mP_j`6B0X|gDbzyF1E(t`iHQu$m@@9g?*`6RAmc8& zK&gJlsN)xyPiR4L-+rP}tYkN4W1M9EDLoZJ_BxE=zs#a2&sd;|E<=t%0T;|(4$*WA z2j1^*8SQt;bO0LRsl6F6${Ksd={~s~-8(kD0#f1PF8Ks6BRXo5r4e>R+cwXfdCR|C z0=Ob^E0V~C$-@qFZ>IP*Ikg_1kM`PT4$QT!98Yv#a$d%VDu0eUtOs(rq*y_6<-9F9 zzKxQisF!a43A$BNR>;Zp=rdXMxk>T4&292|`lk(b>)DBl);N$R<+1*!#(nvm9+3S$ zFqQ-P@sxHsJe>C`-n0dA$SYKk_&!E9NFvxmvK?d#hd|XgfeTq+fSZ4}&D6i4bKjb| zBg$e$V%C2l5gf3>J&}3CH^I?*nbo~m)=|uk#l^c?@@{qG5e+#`V4MaO#TM(;)y>Br zieBS*s8~}8jNb1LUAIr0?bAm&eEd14{~pa9A#&ix(ieQW)OBq94X%R7Xr$K^ zh*0JAPyZ@5bGVsJ66q>YhZZ%D%ph+fs*_|v81$$rZJeN)t{1fT4gL3BBZk%5{ffuV z)$CT$u<=AgVWyDdGQ)YlR0}w!|Tw|dQr;bi4>GHKO38gw~uH?o5 zSNDs;3zL#VLP>KRRRx4|$3##Ok*YDt-@@m-qxy#mRPLP2f>VcM5kg3$Ow>{*&=`F> zmRroY^t$E!4;22?Z!gqx?pM&FxBSxjG79k{gug@Mz)|!28L~80JxEJD-y=;E?sdr=a9T4c-n{ zxDcVCTa*r`Zek=~*>?=s`pAB*Kz^pl(2=L3%>hZ(TBg5%7v7R$C^ ztPD_7DC-2OhYwlsMN;_+k0S!Cvk}Rg)G582z6`IcHPKinL;uxUw=j%sjOYxyR<#nn zOFq%Ss8}##5rxk|XoB|vFi|6p_(koIe?t6C2$doYm$Rf<9<1!vO?4g^~%$j0g!%?0R@_Zs$XouFTG#%83hwFaS2onGomvVzVz0F_?-+ zS9gb_RRuc;Uro<_BpI?|Xq>LKd89z~K(H29+pINLH@c&{6L4f4Ozi!OX1s0J?;%QF zPSj0n(5|F@)9zaLvWvQ| z>kAtC-jA2t*caWqL>CC3pmRMhIv@U9VJ;;h#o{(6e02Xsh_(|_D^6|x9_oZVr;DdW zyXI=E^X^=Z+tad7)0FqYZk6Z9e@Pe@u5IOQHJ{_|U$R=C#yHPBw$;kz;=B2|nAsn? z->*pszoG-Ag-P2VhP!>QPB^_^K|^|7H!J#YwPzVqxKjVm<#jhDz{Fl(b8(q?`$mcc z#c*@o^-0mk=wkc9`;pboeLY6-$svW|BMIVW*t{Dkge3Sbj0QQi7B9C1|z^@8Gj(g|NqjN^#eb(`2?gg-rg)A}V!UF{ALs?sLe54}k; z1Ow4DgcMh`4UwElL&jP|9u9pu5fK6)kxvyLqNp6=?JWzNK{>!QjhQGo7+roX`%)u1 zcSiPAuO*ck$%p|N{ju-Cc~%mO_u)5?`DWV0gQmTbgXmvo@hQr-c0L6xwJvU8Nr;xC zg|yK&A2j@_ep&PKenWlXJ=dsLZ2BY?X9-9s`*&RL4UO&J@7qPa3k>b=p_PQ)SxMgP zc!Im(^#tK<`k%ODxu%BEwqLMj@BbKec)j8p01++XTkqT+rujJ>-d2sc75(cI!t+OVN5gI`J z4%?ZRt=~)8q1EhN<0_#%Nl{JXiTlEKcrvH>0Av=%gc0>RU$7)-exFbLaI_x5@(%9T zFT83R(>WiRIF_CjO7jgt$w)U+nyZj;?O@1^v61dVBUevXRbHOgAoiw7ARsFIG%)&PkEx!{=|*SJxr$rkZ7$xj?A)l;$? zRtDw6ts1rJ**jC6<_IYaB6a!BcqI4SfqInhinLbb|n-%bPh<#1%-fdw?YP$ zO36x;5AB(h^XC2Lu9)e3!Le8iv{ebWOUt6k++aKiX&GQCj}DuC0nQSK7X!B0K`_0> z+4GD*_y-Esgjhh}pWr=~=1w?C0rJfoug%Yzbk=`p5JZop4Pr@XOY+#`Xk?Rc_LrsC zWh?;X2xGPf(hid??9EhhDTOLLu^2+d8JV5qkLJjJ3~E5Nn8y6GkPG)>(}PA1_v|=K z0f04qAl#~H{ynGft03{4y~2UugVB`t<>7pwWb}E*>Fk2;J`@17@~q=* z*4uVPg77+@l(7Um{BsgF4s>}vkh7vrB&(i!i{+=By%ei*aG$azFMOUcNfs)G0QW?E z@B6$ES0(eD>@3%9lWnHk@h;$Pg zjY~q(4QXS6q=}~2tfS7g!I4WeRY*EI=F7 za(oo?w6D=&-}=KA_p$op2}g0N)AgfQRGV>G*J@rv*DTuy*l<(fJFJ2i2w-1O4H} zYlQ!)Gfw~Z7Hg$>=9>BJ0R1ob%Hoq!Z!R|63NyKmu#ym#2&qs=nQGy|yi*Z>#S_8C z%TV*ZKygT{(?c*U-$eqLqIAV`!Yb>|b8~ZALk6k_RFFSX>j;K;J_h12&3yKwHu=FF z-dj1g?N5~#ZM(zX>%9ga`PGUmBd^Zg!*wr{*@AAbYbSO-FN&S-*p5Cg>yiqc?`9kC ze^${_OvGiBXOla7u|F!JEu^r#IcUQ+~Nk*z#3XG|1@0BG6<;I@6QF7ZHpY9OX1h zS$j;D0_PCHKY+@!xitQX8#qLR_HhonzdA-mgpe?x`oiMBjQIVTKL5o6jY~l$WQc&F zqhS!TpkvIo^gB48nvx*qssN2N_2MpM5@BKJu>oq7IxgaWu*HU-9XSmPcplBoW1WByP;pgy)Zk&trR0*Y38K%^6rh>_tXW zy=~;BC7fcw$qal7ioPH~O7zdg)Cv~d!5S5%Tyy8N5({}2QrJ?z_$FCuos`VzJ^S(n z{7DP|*)liA-h}~^rVuw)`C`jdb> zpzB;3t!2DAOy)+!+6_U_K$=op+Uthk{RVsDqgv2@fsfIYkND)}iN8xT<1R^CAH#nL z(m@G{Bu*|YEHoO5wpnj;-t6*ry5ev3{dgyN&L#2a!_2-sH52q)tkQjG&YW1On1H_Q zLWAJ-A8+e9f?hmfeH(q3WmafXv=z)av(|NOzZXfmKQNou-y#IBefi)1#AN&Kw?fV@ zE4{1N&6oO*hw0vaZ5JE;wJsYY#!c>KkMq9S<(rtb_PbU6>xxjzSD(#R?3fLlCcD)x zvxmXrpv1E7mT7%ly_So$;tQUuuXY|oB(KK=&u3eco(k`4cCX7sl2hj^zIO&=JCw+B zD`)(RdaQbyohOGQ`i~bE8=Xd14xEHPweUWsA?oFBpK~c-u(%2EUmfQ~FXkV-^G1n9 z_ENt#Q3c66H?=|Lu*_Xk1s{hfD$R++80y^ygaDzbgYp2w%HUX@G1c~OK`xWr`K5Ss z6Y8gNevT#In1-Z(uN&Eh#V>X5R%P;cd!2XGHxWVtH!wo!P8&wQH-l7g?VM<=0kyFM zjV`m1Tn)ksVx34EbMWB`sV0RCENX1o}hYok>6?vf>9k#GbiT&0|{LYs~D|5f=cur zIiQpzFo4K0?RVNUkR1ur($xS3j3fBh1$bWs;O zf3AY%z+>_w;cJL^oI_d!O|Alo@GvZw1Zl~F?cgq-VLllwL6nnRR)hu1gurC!^}7)5 z_`lEZU^ys-cj9XvUo+*Rn<^x2*&Pf;VcYY7s0e6G0J@M2S&*fxwPp=-O>~-JCB}dV z6U`I(|Fi(HjspDtH?%l-1$kV#3ckD7Bisxs3@np_HD{29C0w_H^`k3eSTmq_-2!TU zEMCP)+pxScIU|j&LmV@y7SYU6+(QZV(0eNHCu}9NFzY_&XnZUQwx4UHEUu_&`Z82` z8{|dhI!R3UVg=AM`UW{EGX)rzuYdkEP{kr_XK0{Pz*nu1)&4MI_$)$L1cF8*`H9TrH47@=^yCKkQqn>~X;2c|Zll=?_!=k-U`AqOvUoaN9OflI~axAE$aqb$iO z+tvD)GOK&%=Qo-^{WRh61#=gu%{C^NokNprK0|Rs0>|m=yddT?OcKZSzQ3NgkKRMk zIhx$fiHdXNQ}tJFcdysWn8o!YdxJ3TdJm&G-S@ouw@PO#F(0!eT^Bia`b%BjLmTB) zue=#0>nC;narwn5$%|d@kR5GA-*b^#!1W@!Q$zQ9rJ;65JuhJEaOMYivby6mSkZUR zt`poz^4Pr5S2K)kl!g0!r%r=d5W`jAnhv3N+}S3|K?Tn!Wsyqu+wK(`Cy0(VDSp?& zWwW&Y&Iz`Z20^SG)5W7~UCm((qgFH!l$VU63X@oALdolN1eq% z_%=XFhhkJ+ZlgejP@<{Z>v^v0slpjYIoY7HAoc<*?ZCEQbqSsIXM!eR*#=K^6W-j@q9x%lWOz-g%ubItMz& znTkqkN;0=!fd8UGHc2!&3F1GYi!*n~YuO=S$Inz)xglt%*+=tuhsPh_nqo@PJ|mY{ zaj-{HVe7HnQyaAmOUWpTT&Y8+oKHqhpaOiHNjcc1JPyZ9B;J#ILpDaArE+@YM8;Kxe|m1h*b_3#OI3LN1@Ye^`J~Q~?MIl73&Y`?wF0y5zV1;J)u5id20&#Fs(D z{>}4?1P1RP1(vov1(5PHMFEDgnDiLpNZSs1AduYlk8KXaP8kq!#(2_y1XJ`?InB$K;IE`6EuwjdbPe z?evK{1jRhEM$&XjZ6Fru!*|~q0-HRcd)|@bWykiW&l`_zcAaa)&JIiMFTPQ@X-S#L-iC-7#p2sOu~`|4hLQB3LC)GCMN2 zc;Z%Uz3K%5%gU~u49LXdz3vEWtLuJGs;Oba3ghaP1uR#51Em0a>_Dd8;`9A@JvkkA zM;}jV&Fk*BnL8;Z<@30m@9n47e-0?NRs{$=w{(ad$QE6z~Lh+Px$^C?eHEmbossq0aR)ISEYN zWHnviQ&77swadAu-_MkS_0icx=XIGp!I#yT=l9bX~bcl9*I?3+1#8s$K%_t# zERh;ti+eGpU(m2|HG})56jZtJ5y%9~@f5=k=FiCe?|n6M7vj=72T$e}nt<;G2~a{5 z|1xjRJ0R>!3j?hJC^u!Olg_Wykgod>zTK8hHp8gyj)vWB`ZH7JS2IKU86ie;y7L)%Rg2fets~vaOg5NafL;(f->at{k!Rg_0h( zzb$|r3zmS1&*rsPd}F$MRkuoZ*srffISIM9?VzlHDUXIqIEw7m09|BaXAMyt-ZXp_ z$6t<7r#ZxV0wOcsCaevtx26wIoI}i{#AahvNmuUThgYDs*J^0D52>^%`Q#YHh%L@s zVVJM1p<|j^oLQ`MP=fSRmX5Tvg8%|IW!f~{vTT+4)nkdhe@Ug?_y>Rgm>GB86J4=i z2H>3`Qon<;;!<3mA3!lP z_?}5wsFcz{cGcAyxtNBR*P6|r6G~)8TVQ~#WhAG3xS%$|VcT4Rpp#~0gK#P7Iaq98 z^Tp>yUY^d}phJ}cTLTWSf1JhFI;xRmw<_7;UTLN-a6{OmzJz8r$GfX5sbduKQLofwfcNqETB_R88=Si0{zW1;rZLDRb+)zb`SF_U+x4=vT-olLtf>x? zphx*W^A>k2g}@Q=rm86oN)MAN9gGOWo3z+f2MyXbAjKZu(uCVH2Tx61?qy z!_tR1V9^vpE+7O*o4k(Zd_tT-yOD$83#hjgv$)DFLO9HT}tgp2<9Rh8m`8-5?95M>jnVJ-5E!7cJR~**~%~AsEt?Xag0BQIw z3SyJBH;m6n&Y#DJ?{8T5(dQ^%-78zi|4=xGrV#TeKIVkBagVW+q0mJ3+6Erzu)*Is z|GA=DAqwYZ<%fk41GQL(mjTc#BN#cv^0g!K{J^#Vy$tzEb=Fs7Q!8mYs@_3T0{!$7 z>ab^I8kRlUl(gbH&QGCG!t<8jHyQagHAfAE>^X$jLO?qEi8|J~-?8t$jHv3UO|xhE z$68zZGGz=H<;=s`b8M5}Nnhu!y5_3^4JNDy6>!e(Ua1en%>A}!N33_3!J!GU&d%r=xl67cQ&PmGbF07V6J>h<#zpHcF>TfrEcK+^HaxRnT81EjtMSDLHq& z*QOLaVxC0)4A-FYSD~MZU)Su#CFwI1pvE*o#x!jlaNBF=zkSdzpBrJZT5-4zXUZ&W z9YZ)WqXOO9+s4zQvv!a0GsS^_Twg;70u`!>D~mK;uCu?=S)iv1_1kDm ze6!j&SBX*Y>)qL(($+npQ5^*(TpiZFkUXtdyKR`fEY4@^YWqG>>%E2KysS?V^Qjdq zH?8w(XWhRFRF+%rzs|1AUf+2(zopoDZhT}boDE9qdGCI$cA2b&h7?=m0A>Z*$X&dNA2q+S2AwT=tpYxcB z5s{ze=YoyCLp zcg|C(EkmIiIWJIB0p{@56K9qcU<@3WXw~Ss_PUQ6#5JJ* z1L)`VVyeW#CB*huy4*p7)0idDLWBtuK6tb>)SMxGj-{|taEu=3n2Uo)y_n58+z!9M z8{b^nG94e*Jv+v)GqRoM*gahdJy!J@8brUYBv|NK8F|GMZ`H!0S5hZDE&shdRS&k! z87il7{EUepOw3SarEexRPC{6TCuayLmTt%~K%R7H3mNf=)(K z$7GfDZwpCGY$%=kG$LyV&suC$g%ppZJfJ3S0CZ4RN;NP#_WzVAEGE1+gH8}7y)O5@ zo2t4bcUrk!W_&@ZmrQ}(K}noHGH)eyu}8hsfPRm@qy=PGaTmsFqOlc*qfx=a%M{Jj z>A+z{zX1NgM5-t!!^tQC$iVDrnge49`R z3sx!I=}h7q4a+c4MaRj#XIE`MW$PMC{RdEG)=)RjASCsxi^32M%K*L13hS!-C11d# zHlR*CuJ>?|UW5+ACvy@)ve(W4Xi!Rd{fcEDF~~}R4g@Bn?xP9p#~!lWlFIX`yyM?@ z@cimaWL!X|bJkd=oAs!F8yzewzm;W%0mZg7ss4#C_E|rye|O)`D-RYPxZh#oJ_zB5 zu-Uw_a#-@wfETgxD6}5|u@rE;P`_#d4Hbs4f(ST5GKl@{P|zKCLfErM6zTlX7L3Xh zfkK^aK^sEOJOsS@cWw)Kfusd4p8}+YWpj?jw(ZgXTJR*zSzC3p)88%c7C-2;L%yq- zMQN;5gx|vq-Vn?yZFC*f=G#^TPEXf(yjF8MK32SWbDs7H7^ldgE(?bA9##cEIt8D~ zKX$urtU^C;d<`UxB*!qe)J@sHdvPIjo8KVunBerCyLs>5-}Jtu3|gw2Zs)T-D6hz4 za_hI!tGi7W>;ey8@yE0jEwuj5)Q&SLjv?%PKRy$@)bA=y;$vF&`R_&E$N}{V!6f<{ z-p^P+RXVQ==M2ECHk6Q>KeQ#Vee~t-a`Hc?Gxi_6k$`4LQ-hQq@)4b)i#6j+#Vezn z6_5-G6^jZZ^FN_LU5krI6&6`Qk%o~60E8liMzmI2DLmiZ?+2}yn9$R?wJRAhVQb1| zfMiECjv}M72V^QTr~!@$BCRd!-*fiK%cH7-0fzAwnf zbUoiyzZWUh0TZLB4M1x00e`>oY8IXwOm5%Vt=9jk3e3?;p)3GOpVnDtEo7Pz4r2W~ zv0jbPdBAN0po`OU12Y7w~usVOjlCZT&Blz5RN*)^? z5AiJ(8-W@Hhfv>LldZ-i0@Kv|j&SJ=jMDF>0!Lq`Ge|#a>u{LpUbzJq1cj$dxfm^3 z0C%!;Z?hq8a1t-apeh%-75N^Z=izkV>Qq zz!pL{MrkQC_!fIP=!28>m8qJ(o}GfSgT3=Yh#T3em9B*@PGLk*y$}GI+x-WopZPcw z5-@xnaLb09z7)25jLdZ4iWT zOrqkm>F;P*TnO3%0tnNEW6W4WC}}2w2(P}UL{+KvUOrfd&W;-DBR`7buh~`X=zc5! zbX6&2-s#KvG$<#+y2P;x{FrDGZjPmE6eA(4=L8v$>Cft~eoMR1QFD=QH!zH~>d z*j5N>zt3mI4dvOG5pV5qyg?zEagsi^o4!nai-{=ej=k*MPTwv9`X6=(WQ&Lb^+r>g zqiy75V(mk7=-Si)01(evs&K%LP||Lr2TQWU&iYRq-3)7J>`?`hJ#jR65jV}ZK{EgZ zL^jKH61-nYfg}^u3DMY}T&1Jf}Xr zqxL|)&ac-Oum6y9-hwWC_c?9bQ3my!eHSk}pI!ufRv`@`DG=F4wCCCQj?YK-nf^n= zkk5;3Hv6G2H{8MY4+sNe##nJ6-e|J4+U|K0h;{5sd+e_N((-j^s%v-s!~Sq9?px}G zR}hY((7Rw5lgAaz1!H?%f5u=yZaGeFSWq0RoOb zci*6U^jQ#Bf96X!HL!4ilJ9s3K$i3kA?&*g3-5h>Z$3|XYFuQ9@b;&?aMled(3Hz= zR^}D?z@}toR-KR#b*cMIns%sAKrKBvO$IVKLawi;F-?4wed;WpVW$kfGi%1Lrum~BQ zDUgy=ra@T=ZCUq$lyIL6>!_at@XWa`=g&o~n$m;TSWdgP*%`g}*xM!ZXN*W1FQ)$# z?uJGuy6dT@lP%#EV9pS+Rk(qd9KOPt9khuhL(2)9YcSL}0!QsISRq85s!%1vuM7UJ z^I$Zy?UvjD7$Dp3#8g!c{MJOsrEn1WjqL()cuivV&ux=?EXsLHN44;Rx#4T?t&SPn z4wRt+Xfb9uGF1d}t_X6;w0d@?^vYnB4Uo@U$s~LSX+Zb@sgv3ta+6BK8&h5=6{vU) zae9OuYn1){lVs;$>4~1mZ_JotVu;QjJ^}J{TWyvhv6I&;ERF40&89>&(5aQwL13nI zEnQ33?M$GE)X1O+f}kRG>9l^2dD>XspR;c&GAqQpR~#bt0D%nXY9Su@4Eg}tU3gg}6&@>6&Fs{fEEynmEH*uR~ z36Z{l0{cl#u+kTug46GCWX_>jQ-w|A0O^so5Y_n;PW9j$>aDi?z@ba})bKHA6JZDF zYc{-l`tSF85AXR7B8CHVGo!7A7P)G(WtMYJB+F3Hk2n1Ul{;Q<#pNp#4xN4Z%IR!VKFeJmWB?A6k~r&paiu&~+Q)E019UAJ@JEhlm9FT`h{{l_WrAkFAG!`i?+R-RBdyV{IG{NBG^2D*4^k6FLY zRV3nfw|x(Fz!JE-TI{~wpX$7dL#v?wP?@*tJ`vac;_-3z0O>9WRbmV4aUhCCaGq7AGBVJ!ldrcFE^w^3NZ9mNy0sbY2&%bE#oSuhke{0mfmFWU3 zD&^G@fOJZ9E#}-spvk4}njHG5lQK)!c88XV2py_QA!%}!K_11TPXH!uNT_*yRLmF) zY27#3L<;hw3dPU-6t>0ZV9qFDfq{Gn!uq%IoqxE+7+har;MA?U?#6+|AoVtFAZ7DUZn?Brse00^W;g zAAJ}4xMtGjx_hk|Tr&i2ckKSDfYQGw2U%_h&mf>W#9J7KY4+m66-D^f_!|r z74(}q7(_woY*uEMUTE*G?F@)DcaBwDUd}5Ma9yk&+O#(qBXwUG%f5MlM1YRYvh>kF zwmznjlqumw+XlJH&%w+Ix2ldD?4yK(eqmC-)u8`!`6Ee7A=Ge8V_QwkvC}yo-vYq9 zMSf}i+~$KUKpZ2)kWHfTX<62krU~3+q6)+Gmu>C)wcRpf7uIdRV2~{jJY@3xW5$(# zOsh92qLEmW;NJfZaRX3U({U|&q3{`bzhr-cp~y?k|H(B3s;S=t&-$#&O)LkUU{KIR zqQm|tc7Xgg3n4HzFT(v=rB5?9Zv!Z>!%O7IQOFdOXz=SteO0GUPF_$OjPK8&c*p7e zr^{?_p)+EFerqWEv>!nBrl$_!@BD&gD4ayh^^lt70A!$*ykoa(E&%AjdYV;TJHGq_ z1TF$ha)1-3r-c$R&Z=aGnD7TVR_uUq%!}A3@qPAH@jo}2;Flb9^Y6iZeawg>(VgBf zh*P-+O(9JA>C{A!YbM?!qF^4r@Lmq@bDjd)GFIEp5!XhYd>|aJ21u`Ha*)F`T)rNW zl?v_WqJ4B9f-njguqZ_jLMsBWyMCe6Wk6Pii~myai)o^Q#FXMojop5UpNA-M_52)S zAFSBvg}f0dc1`q#_t#%AP~Gzgk-fFFeUbm_=?i}f!cebJx-RI?VkEfj?O`t)n)RP&dTa)mG$WlgiD)5wz&1pGeq~zXB+PCx85JmtzWA@(we(> zHGHNkVPewzqfPVrbxe+c)7~w`7;oj{ae0&XSVZ;}>Xi4aDA&aMj`QMng5dpu zAfKn<-PV<(a=cjOPXr6gtYX<_5}qf;kNaRdpWYw7d!8RZ>T3d7ncg8Yhohw|O1t@MLot-F+7T2&E3Z1#j=%pJf{f z;za@Yj%s5L3Aq~^I9A%MQj})Dw6aRj6czvjA{{2V;ajTQ>W(Gd_Y&FyfRnWgnfNKi zd2=|@1SlYEZBbU}+TCw^APnH3vYPtjvnFe1tuz+0v~}eOD{B^4egZ{@<;Q!$oC41o zDau9L!_tJE_oDvWxuQ@1BEN-AW;RbfU$$wW-V5Y^e#cX}e1+F}MepmiSnJsSaPjSC zXMP5=W+h5PlMX4L3VD>Oo}(hiyKd_7v7sg`cHM>0mHx0(uQK4xl&ppN=$2(MPI9a zD-=i44#NOH0VYR3Q`i9hrv;#a;Aat}SnE)pL|x!32_!=?&~E_~T{5B{?L#0o9a|S` z`c_R@ll=9p3~3mSXrARt7$w?XR+#!I7bnzTX^N6?IJ7{yH*~h-mJi#h z5s~tgE4rLS^`#v!d=-?GKczT4i1QRKqff{tw8R1KDQ?{=Kw#w6vbZ%Y1T-LSMAYD+WK^0nSbl&2FW}F)T0bA-CmRN9wn)LKFaaVQhz>{=_k_s5ZP$sT%GT0{%L1 z?44td0|t^6h^h7B0mLwb!WEuLZ^ zfh-x$iT9qB$lrGL-Bk*^w?;_3=SVuh&Awje&@Z7M zHzdCMXTI(}?mAlV_}jD87hEo5p#qKG4wrLwZvVdN-`}M$UglOp;v_H8-cK*qeGZLX zmjvy1^Ye|pQ_|Mm+|MqLSbd-T6*C2zUkNyUr$hs`U2XIqOBcI$sJkw-Ka&X7H?Y9t z->iok8*xAmne0Y)R%?(czuXCAgg^}!9qj}%)xyLoQcFEAp07SpZd65B+GM_;YH!|M zXB^}bp<|TzbAA*51;5g?WA-c9;HB}?>P>0p6};Il2chE)|!`$ z{_e_^74l^(LDJtD(u-@;6n2#8t=D&oObnfwiExsr$c%x{u3Tnv+zKaoI-NC;X6S`V zTeGLrC&{zTC;pEo!S|(%4}-J$<$qbcO{Ysf+qY>R&a@kCfly}jONce)-*~l5{Q6S0 zh-enJfI!}UlU_AL$uR~ZnE4)*11eu+FL6OW^6;IXCv6P$k)|&Dtv_zMqePRwe|9-v z$85&Wwz1>-xzt2CG3wd{4itR#^}VUt#JjIH*uMEsRBGc&1mRRFyIX3!&TVs5r%6`$ z9NQ$8<>+AhH3Q53x@getLk6Nh5$03PuWAc%EaV<}^<}NY6-6ftDwo1{a!UHHwftqP zCh%9`g&yVO`{nI{r>hK~6GmvtO4a`L_VATtlhQ;CnedHR`5|iYUVJVpau@aBILz4? zs8U|z9L2$U(_X$W?Yuq4Q70IHywtRry=3Mkk+KNVOxB4t?a}2YXaqg8Xw78osi!l( z2nnN*kMYc(xmFLg|(w_W2>zFi=js! z3+I1NSfrMBTb2xCgW_IYU%to-`8nf633VO@hBY2s(Uk&ZgyBRGs$`n*#jpnF@mr3N z5aGsImrDHu0GUQD2d~dxM6ud6-?3BTL^vMQ-UmxwBAtJNs6~N18y?K+6kv?P4fQvksp+jwsb)AXO);W-( zo?qFrIry#!`ngD&*CK8RO>01(X>)F3<^B9sdc?VRgFl-H5%B~_i3Q6Sy7{hfwF52T z=zu|H+lvpv##KQ8o^_u09M6uLJBw9Lo@!6%#R^V>0DP{-K|uTLApu2xYc8UwlnkW5 zCn1smC17=qEmLOTg3dt{ZJ^^MK0nbi`B!WN+N_xpIvK4S%&4bnJ%q_3`9M(_AUa|b zJm@cjZnkp!VkVAaSS*H?V_Yx3>7O!l3hb5wJC@a$G7+_SRV*s`)jmNc?RBbf#xN#N z)2dB~0_HtHTievAW49m})H=AVG_Z z5Vk$se!RZKbVHO#A2;1^hZ(*vos!Wx4v=L3k~s`vAsIv$g+=jf65i(LH^HYSNZHTi z=Ewe`ASvb9n7Y|y_4{GQ`_{cEb@SP>cdH;n9ImylHCo%yXOe%A+Srwg_k|eW&1OD| zRYW1$rxL3NzT=fo<>YG>6VI+{|GS4`y03(qvy7=34$D3>AkVZGgtI|j-^c5VXYI$r zxo;o($6b!!s^6-+@3s{;um@(U-ZUOU0$cax)Dpod$!OVpPqN)_8~M~zZ-)<=p!`#M0_MA8)_>U}(0k7-Ui7`0Dvl;zbv*NT;-gnrzqv6hoeKn> z0<6}Iql6(s!`b_^ao9W|e<;a$6~aM2qTDKJT0H8a@21LXx8e=2VzDy9R?yFH5ClvJ zu57`!`DMLjLFJg-Wj|S$7j4~V2+{<3#Od`QTaAmQnt1mj_&Y=C_t<%sfvUK$3VfFB z^idtNx`s7<94W1h=Hd6oU3PqH#Dt~!75x55mTJ-8z1HEXewm2{A_MeO&5}G+*lbA0 z-_Ef?;5k3EB^Yt~*e%le{CzEL>_)mXEoq7%dr*?vKcDrD&qP3x5~1bBq!4lj2qBvN zohgHL%=xqo`lswVRE$Q;ccn$ro)s#NHLc(9#Q5Btfdj1Odv}9A5&Yttp`E&QKlT>7 zKNnfF2x(jzIRYGJonS#v2u>s0WaQD>HDB5a3ZlsOkHVfs0S1!F<0jGMqM6pJNSq%( z#}d%PO4jq4cEWq%jxFI`M|d;Yp*^z|ZOtx+@L{2XrCFUBzZd)hlfp{>QIH&aMgD*N;oo1sLvuj_)YjM z1x#3#(~AGZ3G0>Yt6Bp)IsimT^?0|y^{msfer6JEKJQUt|MYt{UP=6n7*xpfxVE3>2DvAT zb&O$!q{4qm!I=#+6P!88pF)JQKjJZjVac=meV7y%TdGV^qf2sQ5fH6fAS!-lqFzhO zhoxqYNXK1lj&!Ly$N%E9ThDZ; zlRX8!Rn=d7&hNls(d-%6`-*l_#^ZP@CLlky@|f^hNm+f|YwC*izq`h3s9n(QaAOWK z3dqAsR=KEZx{IYpTZo)Jc&4r!lLS9jV?qosA?+L98f#6AzHbL4>(`~c(G1p`_u{iQ z0i+GQye77kikBcdgBH2ZfmgBM3V2JLsV=`0!?ImXInGsTYJpPnqp@rgcc5;8= z1Nvd>wOyZ+I*@^WbwX*^^>h&GLGa&-GRiVI&r0P&IE1F>_+H3BCRRD|=ZD!;rv4El zN;TK{<-c*rBe|TN|6A;S{-@ux*{G@4b>IDdF9>n>cK!?Yj%k5BE@#_*xsdZqr$V*o z>p)sPI9W^jHdXSh+ZZv%d;VS9PSEM`kQS`7WU2d;STocf;tJ7Jr1s#krJR8*fCalF zk9}}sVsB)9xUkr;H-RD|Wd-7NG{ti)6WJbf&fQNp)$%)+MFgK;$0}Xd9S+^%%=+n( zcMGw#)pSw}l>W9z8Ah2;O!Kk=a-pwxJjtYyRG>;@BB#OU_!=&WbKQIa+b+sB81^v3NTDKbp=msLDRt;)ibOZUm(prAxX& zx{>aZ?(XjH?k;HwNvT7F@2CJR556z zv4;n8Ck8YQi;1wFwD8qXD^qnj1Vl>^G#W>Wp7$%zi)CjG=TcrwB+6tJ86>J4g=Oz^2UNv;ZG3)r2G$u3vk) zGdr8mUE!F9HU=+nl54?GIAjC~=Rh4r%EvU`1j!#{)>!sAV{q+WEI;IweFWnU*;=_! z!2R*BimonE_X_g${X}@@?am_ed7C|~mNxpABPm>gqOcgpv*~=x`1e{FZdv+b^;O9y zxBwhcDY|UqPl5RvW?A8|1hrB|oYgQS;rYnWBGgdC^In-J; z;T&cf(#=4lq5=kFD#UASHnAqNct1`|Wr9BKcXS#iWaIfg#^c=b^_+VP3$xY{@E80i33WmPsO5;#XS;hG!bfZH#`mqcCEDvVDlVxUhF;# zB~bQJdIX@#c5AmKZF@p&qdKnpzPgC!p8YE)=UNww5XpM&4V z_U-$Cg0m;?a&&T4!7;8@vs&|zh&apgEr+M~DXRA|S6TnGh`MT z#x~u5J`+$kTQ<&pOvm?oeOKN%c~|KMO6~bQuXM{cd#&Dk#=kP=$bG7^UZ!4X>3OX+ z{!g0PybJmGekde(3eNSh+{ z8G84kspT9}w0^r4epA=^MpDuOm(X+p1wheWp&Bo>biKRLN@)(V(^%YJs<_^~4eGs1 zgb3_)8C?F79mOe|2Egn(Odu6HkoTpS^*80__JtbVf0dP~(^=f9j?l(|!p+oWMGJ@S zMD?}7`Re#PYD*b)+yOx#7q}u!Sl`80^139wSGLRTfJRt~?ct{QjD8AAEkwGC@)$@! zQnDyL#*(&ulx>UaFe27OtN=+)6*z(d);Nf>TZ@u5R=JcyBx<#x^|uQWrSODH2zya6 z8Wv|-_?!)u1gteTDU@&(47a9#I8uI;etyTq3nwvH1xI<-r3ybBRu~u}^gKUt@xSLX zWo1T152W+@q+(Hvpc#`G`8S&s83iq`i?C)k(WU>nCIun>F`aTj!c{6;M2&${o|njQ z2k*w~^cruoBRB-SN*=YX(JT=ERDQE_|mkeAnqw+Bs z7}yd+Ipclvn@&D|WID_5vs(CJ&)fl20EMacA4#VVNEO#c4*ReS$K@%xx!Zuk z9n7y^TD(qzJ(B+YUcjLn+SA}2AC7W0`!j>?KF+XGBrghoPhW}U4Gul%-_X0E8MHW) zl|ABL*L+ueu!COW3{LRD2lqWuY)8p~E|>|HU+~>1Y;Ddvk7_c_ruS2aCYj7EIf72} zbNEtlX)U3^bEHB`=(1;eaeNaYJ4*3(V>zxps2y4=OnG=QQ5|qRn{_c`h?1NsU$=bD z#PJQTu&Ylqs3NC#qY_$Vx0|VhQ5tUk?5hOKTkz9gSjaz;;KGf*m_=^AZ{Tub+Qaaz zLVMx_WUaJpMLo4X1_%;sXx69je7ih=>%`3NI^1R^1$P2`1g8Y-B-`$C62h7oE zCNuN?^K{j~@Rd__d*J4~^hj?1x-|#{L|!)EZg$^CHoQi(JabF~r@f{gw_|X55nN-2T~)_&JbB@KRo(4Bh06zCNsA%D43u}wx*y(RH0PzRzma)C}J2gVq+T; zlRpxFtSU;>A({(nF4t)a?)P!m>&T=g{r*hg+qVKMwRNvv_j7^iXF(&&X5;asmR27o z16}TB`{!{3_h+?tPa{XTKKhI*`Z10;^1R&;tCm4^w<61;cxf5bTshq@)Rf{Yr4|de zxy!t+sU3DI+~yG!vl3s(UhB@i&)a^z5T6PCO65rVG=q}se0}fz{8a$A_kN4}c`c31 z0X?3g+`}9oWBN)Wj^SnKHCq=e=JC795L(+G2}ywI7Spr24}|e+{WvAjt#hG z>r{SDI%IcW6e;uVP>55;&^m3N3Hi{?Ua^Z)R~#$)Stp< z>lad0>YWYMMOC$ljiYD4=}Lcu|1jz7Q|t8KwPw|>b~&T?OAz(Gz_q>apZj>5ss`7@ z%4XpVQ~W5R43;9IihePS2^Kq*b%SG18{5PFky_Kr#1R)ui~45{5U!W)Yi7j7m&2=6 zFzi>mj|VC^mMv7ZKk#vEO?dycsc5E~g%6`kGSpkHZ0-z1)z!Kg*%Lq~d%aml$K29t ztDTfS>p35__uFmCSZ0Aoo$?%ncdW; ze=Vn%*%Rw*2x(-KrkN{6hIU2O&O>nRm;$sUOkw2{BObT{i%GB{>MqOi9%MjOA77rn zuvwYo=r!Ph&C7O8@6tio5DR+3_h>2!6SIJR$>OTtZ1MxwYH};B0wu22c&VsXJn}1S zF7O^{z)4F>2PKAH{5WBy#;8P=7_`8`GJ-W{J?Pg$HkQ$;^1(uePNq4=GQ3Tcc4 z6&9++9Q?g>u~vdW8E24yKpw2pB(GeA*9} zXl(r9s+=A%{G5oFg&Z3}*eRA#G{(1&d1;t!LhNogh58#6O!#vXM@t@>JI( zZT&J>KRWHcq|=pCN^wXXh|gT-Y7?c3MgWPKAcUzq!N0@RS`RFopP#ot8C&L z&!3QPL9}1JtuO@>ONnHBdPcu58 zT0yTD2Oy;sjJNuhLRV)+V-J`n})%=rDq}D+xY?q6_(!<{hrh zYIbe3b2~deZXm?@o<)VRFxLM1$Me-7Wdq$1h%MZ=y`7Y8yc!5zE+f2M7~gwu1&jzi zw@C^<9X<;=Pp1hzK8Cs4W!-K%DmJ|B8oT*D)b#+)_gL1qFg@1W(dnCO(o4xN*=wt%j{L6mh@~0WKnNMO^$^_!48Fni+x%?h)6CEMyA3cT( zd<^DZeY63m{$_REy(ce>J80b%U@rgKxmkw$j;BZ>z@>S(mn8j#3_Vo?Zz@|yOY@iG z;#!r#&BT4raoE0Dk0(&m_VNKO{mklK9;_=TmXam%dKhom1vRPLG zYmBXP3hRd423u%$5}h7t8F{7>=W`Wa<{ z69IP$%i^*r#%yjE-;S@ImpN@uq};AY1ICKk85Vaa;6~cv!HD<(#JXDKCa{EKv-9*B zt9;W8K_|5tO?l6IW5V%j(R|X!MZpai$Pb7qkaq}Pg*PJB25s%@{VphD# zyQAogCbsZjd&JV>q7R0wl&13RxT5Z4?4w~xNyxLy9+V+>zwIl^YY#IFAOs_i>B7mJ zQc}$9RPM?G)|2W*6YgVpp)I;8>CxQ8-;O;$DXJd(3fSF*53!}eN%;H-MYX+Al^Jb8VD z1mBdSSwm|PaoSd_MQ!qDLp?~vH`$hca021GNNv4Hm1=$Hl_fPy0Jb>}E%6P$80XQk zipwE3&~Q*JQ`m@lyLg|DKwfm7&`dDzq)~f8SM&JOHx|Et-l*nua!0LEO~4Iblanu* z^XNi|k`gzBZ3wNep|*XDE?R>Sxfth)Eq%*&A^V$_uoSH{efGxKo84zQ^SI-`>>r5} z;y;B)_WS?W0}j2X2QQ_UOQIge&EBu-pdcpglUD2W{PmYT+Vc`W9i7!Yj|V6?c!Aa_ z@`p_39JY2Zp|!Cnd^lVL1!|7Vlm+*W_%oH1Rn@3jR&inGhN7x9+)-DvL@vEp?!re$ zta`jsQMFEQ=pss7Iylx4OfEhuTje5g%cA{VZ09dq%6Wa2>n^591GU{X093M_R@A-P|A*~%%g8MyTaXwEQl9}rY$-k4f9%dg=QpNbYZe?z! zCORwABW(V7NJs~57oT|&PEJr^P56$Y9pb#&Hf_7Ql6yLA+1bwTy?b!T zB5Ct z5_>w+SvOcot4QiGkc7UI!9;~vX8nyDVuEqftDv%PMSE#!KF znz-MSWw+Mo{Jhp$QKQ;8*$fDEoKb0>0zbI5Sa#YCFP(D_J#;rJz>38(CBulo_3 zEr~*VMB^S|vU8W}BUa(e>~LcXNS^27HrQ@#tInsHhd2o*nRAQL+?X5Xdq2^Yx0A6F zu5OC1iLMDP@IFa}{Q>@R_E@nn(aZmN|?D@qaHD_vS z*B8cqW?&i(ntx2kSTi}saUg**VR|VfpxZmS)kx-Gj4yTJ*N?ojo=}&HyU%mD#FOHo zR6(^$d$jCR5*L|w6j-OsLv$8T72>Fg#iGbmntt`DRFT*T#iAPZDab`cCSanw7BP0e z6c0{AJ&>G{=;>KYY?oQ!^HvA>z*lYkMKnr7&ggzs{f0Y!N(_l)&KJhC0Ynx3Qd7-d zTxf3MehX?eWSFVX^{pRJ0O^nl`6IF@d7t`bd6i<^4-6#$6fG_tlMxYbZYXOxZor<* zQ%xycJZbqrv=|AaEiiwG*fXl6mQ0N(`jrSImP1IT95-3_1N6sG(#XH^hu#8yj&Kit zN3Q-BBf5s+X|mN8xE&pKilbG6bEP=&u;~};hQf4B_0HMyAKJzwHh>h3)uhA!R7_2Y z>&XME`+Qz^R;N(`r0xw-OKh!NX>Hvrp&t(T8}&OGOhdEyC#$Xb&dB zxm%Jbr6#7Q&(>PdgmX2fdbvw$;(2|9ACZN17ZUwh^_9%P5aX;FPPU3TRijXT4cw&Ag;5{8A$>-eE&$ZH%rsn5SLRxj+ zb6j%Gaa#9sP-YEynaVtPMuZ-n&%4fN=DN^NqP8ETJC*4Xg}FVhys_X}yxur^GWi}k ztL3%EfpCRTK%$EGh_%55X`N61fXe$xNXeT6`>O5PddF=QkBfnUECUQEjR~4LTTtK+ z%7RVE>6vMq0V$vTatG0*aP~uwI{U{G=IACILh6#{DSa zY^~mH6^+l}xe)>s;dLL*-IKiKp!*yZeEiIhffX2x@s)h(T5t1Zz}{ylCk6bv^_z8Q zovYvz%rL=M@$)%7%)%Mh(vj~zUdh9NI49(^d*Ju>FRypM1bDZJraNy#T{-mRX{54Z z?&RDYjVg|q#GS9xjNlT#6a8zcS>afkJyG!A<@`5tNxV>CcgEzVRh`g(E(3vF?2kuozX%a#+5ij*X}rgwCXA zj1MS&c2RZ^Fw*C0fv*MWfI9dbnwu?j=$piM~Acy!RL`(U>{YYAv) zGDDF6sAk7#Y5c{t&&TEFM*krqs$w2G9{Bm=d^AYf(l{vgUu2;Kv0A?x6p#g)zl(js z>x1WeJ+zhN&}nEK?Sv)?MC{BaTCrV=R^@Dh6Ia)1Q4>d#KW@K`=WTL1GCKY61*QI*=nd=*^St5VGv!g0;6a8%`Au?T`v`%@&Sp;q%*u@>)7i|Y~yJDtwb z;meOABv`tC;f1i`{hh^?{|>Ae%&?L<-PyPQ#A|a9yI@>#5{2RGJl5b5bj$UzE&m2y%O_I=%cA<@KeoxS!gpzVpmhM`%WC zY6PUb2GW5rhEOgwRHTzet}*H5(~9GKC$M$bNX(yNe3I2Q`HNd3uU@(T?B5sL#O9?B zG~uZNREF`O-1H3N5krV03!F%|&Kt%nrF)XNSpiN^j z;zA*oA44Tbg({LZ8pH~XIV`1P$G+?Rd#B)FBEIG16|?)W@5oWYaVf_URVRg7jPCc?|QVo4tKrZD!z|w3Obr?jT%daB#IC~n~aTVJ6mkt<$OJTI&AAc1eh5Y)NYru zxo%YtYDCO+HtQ`Pi4{SkRpR|HhJZaG5!&Tlp*FX( z-R2~M26<7S;d#tg60hBcxcAA|I=|cN^It`8NzP}ay%%p@J>E91t6*TnBD8J1q@Et% za400jUjc!rGuKo4ufpE0&ITnFySH@oZ<2%_NcF89YOXkgsmAB_lMX+qS4}vvC7msK z;(lKMVwisAp8pbdqQ+k(y7riSbARo(+UfE7U4A!km&*F;ouk9ytw;V}l1r##<;$iX zsiZgBc+x9)+TqjSj0r1M$-o^~@5yVS<9O_8(Z;`voiZWk^DVW=XW;+qe6#6v^iNdM zR{Knkw=JcVf8QMSXP{9)cKb$Vs(|I(BUcXXv|C;|TepW1r4Z!LApvS-TqgX1hapGS z%x8W>Ur51PP2)N(*nI!o`@CT9F<2FTu*cH=3jFn9&CKTYvNUBqY9;P!o1UHq({4BH zK(r@KOpFMf);*`?EBdRvw%5xj-~yt-xtr;nL>$-7JJOdU)6r?d|u5oG5NC=lsnB4B|6mVMp*=FI$k!_2u4DjoC>`@@#EC4W=MuR%61*eB~ezaC#0A;YyT5I@)4Rc zvg|_wC+RN^&<_Z_0C$)~RLE{4G>7%%t0{;AO5}tDADjLYBQBSA^GfeUky$}LM{8(J zze&3p*_OT3c`$lC7!jMDhWOM|cK%2dky{d^n6h?4bD$qc3Cj`m>WE|>GqZ9{Bn4+U z(nC&ZZP2;E;N)R$Rdc+ns5|LXL2UgS_%%Tj7sgK(eugJQtebig-MbZn93(M7VQWKD z>7R`@*xl7i!sBblPoO>wB}bne-~i?=QpT;Nrwtc#OQl>hfn^;Cj)8BYprRWa(`}z8 zj%_sSvssVo*-B;A)M?*v+S%CjI`4fvDC@bo?Cp35wk}*#I11Ex4*TWzG5mGM#j4!4 z&ff;wguX8v_dZ)aBg~Aoa*a-{tNiY-wP`*(9QrqCZ5y|hkk{=xKZ~si9zC@dwULD} zKPb!u#BX1T26!=+z%TC%guGS!@tMUKG{IEFaZ&tni<1E*Dyw%VyjQ<3?_c{3YM~$E ze2?tOg&dhJOO;7Tg(cAe8%8sbQ2#wm>{H|tOLOtixWWFc!UYoby z_}cW6&fZ?k$$0^Z{&4T@1YB30Jw0r!m)b_Q_Pi?}0K78q{hjX@4Ie+V*sWeCVU4hJdK2=15?Z(fz5S zZUP0wS9+Yz$O0A4kZKy^>Q%qSkcMA6?ha28o}Lkcn8k!SJj{&&i`o1In#FgjruQ|s z&7f8EsF|p3bIl=EF-M0Vc_Rs9|6+3)8pf<5HRVN{U5khqR5^3t6ju{x#@lgUkTVvo578 zMj#ZkQ!H^jR%{2o$C7y~HO;naIiiYxMio%os|ICF8(qFIg!9tJlUo{|ggTSi@7@P? zP>xqg{-ldX%dRiag&;)_yG6g6F^hK`86#oDPhDb`_4%7WtqfFN0oq@QiaYv>6&@9+ zAmM!4;rW-7BmcGca4ZRO5G*C4QcAWWZBA=#E$sEK^S|ZkQ-Hi1lZhKhr*a$XIE5)C zLkAl{&1H0QvVTCPH6T8xZhwBw-_Qw?MEF)3H z5B#J>eiJyWsjS=#1fxmrZh|I1)G<1-8JW{sDkaz3i}IL#r^=g;*t5hI0g0aSLq4zi zMl&Lc;gl7Nk}*09iZDqmX^M!6Hdcg_N(p;;wPL7XVrEfdQijuUW-G4MLt+T%qA3?D z&-uqD*ulNE`;kX*bW6Yuh;q^&dxgXV9h%TQ}| zK(lK2j|5JN;A18zIiqlHkuRcZj($k=CNzjJ$wijQYZWe+ta+{K3Di%ZtFsbY%`ouaL9g7QTExso8JM6W> z@bOLFL?l6+PX`pfT5xI%LbCU)*x7fWG(z+`f>{mq09PffSiB0HGHo~kYf7$M<7K&< z!~M(s`*dB;$%+hJ&n>Q-?=iy}EGvP0wM$yUpO}W;%P#WgQ*@t7+A83?TKl?H*K2)q_a@YRp%o_N_O5JwvSN@SFWBI57HtNRLWJ~*&}P<9*jZ=?GF!XB*!)GP z5%fDXFop70r45g~beKOLA&yu(wUZ3#e+`R6lfbS!dA%6vy*P-trbnF4ipN+%hzFdw!Oz{2Hh4}lTT08LnTo4Y@!d+4B;O^QR6{6b}y1^Rb_tvmlv6Q z;#+jK7jgh5wx(ARw;oscF$rT(Zkm@CTaz;hJbn6yiL9It;biW+4^Ls;M?=$351VUo zEZ&d1#v^xR?fN0a(Q-tmUGfwXCPf1YBSH1%$45-e1NZheL)^?%(@AzdfCW zc?Mk`v9wLOY;(ibn~uw|a1=2@)+$)jr#6o{cEaq%Fho@d3OGC2t5~qgB9f1mDm-U0 zKFz$p+HXF++P|l;kO?Z|4BZKI6;W^a9SrY9MaiO|OsRU<59FSrV{jxFN@Q)%L)B05 ze99Bv|K2bMf0+3BBU!alw#saA`_`wA_DNGGhB*eI$b|JXj5sb3T0{?0qI=@)3hm`M zh!Gcd#~X4BFPR2M(_Ch<2?jn-9D<>wt8j;U511y{F-dzVQ_CC>85LOVU_CrMk458!#Q@}X0VkJogyeQNvi zBs-q8<*-J+r*)Qr_(rX?;*5TwX{TukwsyZYxXs}VL^fZ+8q44!|vg07&?!hTKx)7XU%|yy;0$#}#|9BURZ0GMRF!Or!RMm~kBJoz4 z5yLH{AA>^ji?=GFO(kmXc<DVC`S?5lKI76Cd9-hoe+mEZ#<+}j%uWDqe0j0q)=_AqNe|Ioors;L| z8RS5pa@CPkV8YQND?`+j`RC#C$zb^q!7;xvASp z*pVdn{b@JSdbV~#A8qfta6y|K|;3uoST+h6G5%)Ma;msKZP)QpSG*jr(rRw@G%nB%4aO3t z$5_`&m2qeCtl5Ti`usEcBJ$HLXZmLBv#yC8EFC2x7!yQCNfQl45^l(au3_QIknoRd z$0=XGhl69S{Cx0HD&#NjJ+nv%A~e=me?fgYryLwr0;gD$?HI~L>^9JZ8Dx5gQ8;r) zQ3enDy^g(B#;lZ91jDnFI~Wvv|2I>@_L0_I#BprONiZND2T*A-s`nZa*s|j~CfH6s z+N!LGVGLMcD6hdvlQ9qSj6Q*@F{?%{`aG-I7gW7|iR8X^1@KJ&W4}-E(v0&839NGG z7u8W(`{z9ngnKm*{A8)QipNKG-@#~Q%uiRErK#4-p<`SF6(IHWS6Px{eC=-En+ zM&BOS&}rqmY#CAVAe@7yKd4Y5Zsj~K_iKS^8ljRfY7~4FO7{<~KX@yPDgQQ&Xe>U6 zJj=b;bHg+3HdyaWJIl>y0UcRqW~qB$6;(Y`QeV+PXiit0phHN-f z@t25HX$o~o zc&Y-Lbz!OcQB^1bJ0!amXa5Jos~>o-;_BJ_SLswXy&lscLmQV--9c@ePL`(a&FqZV ziH?trSwy7mWcawzYKG^AD&!$tX6!RNMkG=htt^b_zNbNcmrX*K0vg?)>lh&qIp=RR z=)Mme%9&*Cr>TbP;ff(5=60nVU*`<8eRm%+HXr|%`JEu>x6P6Zd0zc+v<&EWr;nty zQ^FWn{i9P4ism5fefU9!O7}@8014;ak}ILy?=`xm(Y+wn|r; z?~bj#=en#PWH3+gY1EkSUT-n;Q1=dGJvlT7ftMZMbU1!9c&hknz_4it1X#%{TPIqe z08ctUmtt9Ec|5fu0^8wY>;JKH%wBUCQ0M>KaZ=t69vYIK?RjWReshIlfVHh{vV)y9 z+;{bP+N6>W7Jau2UduLLF34YpARmCJiu>6w6&bjIICJL{MA6jcGvYga>;0{4zUSYU zS$B3GbH@g)F11ZhjlgB?qM*n;j6uMDOYr0#FcC2}N442~O|5BAAXbSiPyH215#4%1 zn}&bwc=rHf;0o^f7fZZ(o0P^v;FL6Q>QjE~HiI&+o79wv2s?TEt!sp!sWzl6!qTX&0k&<;M{7f-pn~LZtVm+J zd1ti{3Pc@J0iyOwCx*20g%XNP&qeu!bQildNTGkrdI?tlLp%` znFz3W;)5_VbvF7>zg*X#3DL8lxca;J@39+v&obz0 zuU+Kb-UFSm;VbJa zikRO+MSUL2>PSmyWs~7*VK1fvK-PMKpe4SSjt#0~WEl_WckOS#qeKc})qt;f4z?wV z$Y>C5p2r8OPk;n`8adLE9Q2FHZ+*@Pw{Ur=906U6rpz2@nn98UV)YH zvRrbV$wdVOt5o%}d{5z>$4rb7K06F=)9X2qAtj@ZY)E$7F;+0p`OOF!4EJ*gJTc{# z#0>}%17|RcEcYWp%B9^p&qv}P?Vae-GcxsBQ)B3unGj285&v`{5x`JH3^MVxP1~(I z-HgY*+$+AH#`WH==KWxN1inJ%Lho&H64H(Dr9q;4q~Wd*NU=&BzvIhSUx@MfV}{@3 zF!@`FY&Tn=QnUFl1Xw81coh{TMBEi>mmu6N5>TxSs@LN03vlNaGC(t7+^+Z+qNP9S zF|LI$O8p_@G0gXV>S~zrX;A^S*9X`>3Sty z(f6$XYtLE9A}^Eu^V=c{<=b)I%WcBvSei*QuU6s_Hff{g9MrJEz1$Yytj%*X{tnT( zJKeZbow^1D+jl8}=T;bCD-vpAKbi2`YZis9nQ+>jWOg{dtD(mA)>?5$*fsTR93PT@ zyuYc=LO&67Iytdmp3fAA zUGr2+<}ry+u=|#?y~je-`I6uw8Z}%XuO;`Ue4g_$+UD&Fq#sC-qye%>v-Wl*gBsq@ z;Yb{=)?Fk-XlL_vDQmY=V7ax#>pqQ)$Jw=k5nmPk6E3k{;y0Z+cI_B%#)K9ua2?Xrk(pb; zP?Jh*1YBA_VvL^&v72PN4#Tylbq@27Aka zu=8ajw<{c1aE9wv2m{v*GvrcQwO2HEvIAJbT8P}o6%SOA;U=#piU}9c?$#djLC##p zA!VIzg$oLLJ}^4trBu+wdYjE^0hJVx%*o~j+qmH*Sy`XY$w-O)7K!+{b?o24qjV<~ zu&J zcbam@?NHt%b{#zVAhJc;CIY0M5r49pDZ^>%DX3f;V))(5gCZ_Dpb1&WrK z;ee|p8f4p)@_@^{7hs+qxSqPgC&d&B{8p3ea| z$V)>VzPjpr*%aUg1QzVUl#L#y)0(D9KL9rR7UJf8zM-enyDk0pSviZ%N%4Axck%VY zz;`Pm37;qjtWB`XW%al{V8ZG>*Vg^exHMEZxRU)JQ`{E3Sr&{T^nQ2lGs5zV{GQz7 zWJ}UCKYbae0~j@JYMO?*&68-?8eB?w7OHfNQ<<3=4RjeBPY(WE+j~6wLD$>%JOgt2 zB}>mSZq@#`XIJ~@%eJ1kkvisNofuU_Z7r?GsYTzNu8rr-|F*=X!LY8Trb&g* z(Nyqh;%rCgp$y&M7Hz%GPNzKpo78!ucY^u4=U`jU_LR_bm6sx!fMAzP6tfKGkbZ+= zFl%h}7YXYTu(L0dP8BBH7+0n%C%>=f7BItt{JD{PFSWkQ_wj#k$Y@>i~z+!EmelDV%KVLG#bIsZrU|sR7)o%h0Sw~ zxN!%cAF^+)7jk@W*Xw(JC$0YLdGT$ui!ja;<{v$lp#f|>jt!HJj!s%#R?)N46KmvH zp@}g7UUF4(Tsi|GW|Cr6>UQi#1A(oomdk8KU2IVt<0h1j)2>s{6>t~0p$p3Fs^& z6F)$|tIi3@6 z?eJQ)&?*?A1<{2cU&ql^ryy^n_j!@XvGEtec5Zu%ibizUGLt(d81ZLId{&5n6_Ij; zk?H4&gC|rqUq?Z*UeZPuRl&qJUNk6_2uu8V6l)+!Hem7fsDQCpR={#TlY0dP&GJ z24X0ub7mr-pPGkBo_G1NW`;|6asC+_b8o;1K8I7PF|46uie09N46c!)Z*Aq^>$06@ z#)VB|+DkI?-2GjVWR6$s`_->$kaF@NjVYCtz?OPE(R#2Q`)?C56?Z53*My;b>Xb=BZu2l%eN_7rBE>6dbx`;> z+>$@70$qjFQ^Q3}2yRn9Gkc#5-hMS>xq$)aU9}M3Fi%2($+(-i3m?0rnSoyOAttuR8d@v#k z3u2Rji_Y)*^xfd$O0KM9o*0;8XTeD|F0H34TxW4(m$XUjEH0DA2y9K@7446~sD<(4 zDsf@bIHi-r6(ey964-fi`uiRv@CNPgqj|3j-T(Q=yTSOYkoUV8nJlmzfb?idwqe4N zhpQ!4FQBH@L2x|@=f}_a1*eDR7mQ(qgU2wgix)4$m3ey*O}R~-zF9B=lML5= zhqJMiOep9CUP)ojnC6EbhCg@6bV-*hrm*E49-$5l;YB@yc?NDB;{ztGbyDNd+e;0`cwd33VAADIM6* z2Ea7PVF4q8QgJzisyOqyPo{&J^#!Fod{G#Ejs4ri#`Rgi0S69ZAts7_2pj z%7?a^zAy}_!U{6A0%9N&i==@w{ABgDhG>)a=0am|>EW5S4^`5?JAdc}WCWM95rd2= zXeNJB;vgm$^Aq+HY05Y0Sm63LIdq4h4F}9+*v6y^AeivV!Yh9N8?1}%t}{49Fr||1 zq}HbmV4HVsV5xvyNHVg0vtSM<2X;dIL_V!VLW46-nG#es4X8hJxZsTiQ+h~ZkPSQ+ zWM$w6LrJOGY(8VrWizmhF(n*2Z=sT|gux0b60n2=A@%dq%;FOQ*E%k3jNi+MMP!Ph zIN~R0h|4^-hFsNZDnNY@gC%F8x^;cC>RsBLE#G({Mf`!CV-l3Pac(p#VE`<4gNuI< zmze0p1f>iq2Z0fRYKqxDZ^#E&b9YXYDyT{U{MQO_W{!BSb3OrvjF@F6`jeU|DPia| z3I=D1f!sM~o~L2|l)+Mc#tI|x-II>1UD?G|Lx&2K|C_^A@%dqA&&^+KNd^72j`z;8 ztA7-T+nn9??NmVy=K;r4dYTzHB`xZ3xzv01=$ghgUtlU4>@9aGuzk2Ut-=j(rN;V*W z8$W*dpplA9tI$45NzFGhQDcYSr&@iZ`hiF^eATY=tTiilmJXP{H`PuT9c=QFs>@In`QIJhiHDZu!# z>V4nQw)p_u>pijJwpo>WpPYqm&J3Q5=ExsLXIU3RZIu%#>J8r8xls!_SGtV_m98d2 zXpXZRn8T@pm8E_?hrX)Fn33IvjZEhdlM0Lvuem?hDEj(FO78F>4?z%-W-Ja^-WUnT2|>IV}Vf6kbAq?R|Ub zNFdhK>lMW_FV-S}>>Aq+GaIYc6=x)MRFtYDv9p_2l*W2{sw^P=D8#s^75@gAHc;DWam1tkAaKHh!C(TKdbH zl2##Jv7K>!78*`J-rfk6W02rHYQJb4F<)X_jYl!GSTyeGOF3e&zsv1UPfiLDy`gnG zqxS((vFNPk&Z>c{l7HU43I=6#2cxD2|49PT$7tz_r{tr^DlGM&aP4(oYeP>3;XoqW zR(J}lW*+h)dZP$_bsRaPQPeY*qV*EiQZwStt5s3I5MB-?{o@abku{Xo*7-olQ3VTA z7VbOL27vVlZ-D}pNFmm)qoKt~I>^O*feV-}fx%n?D70eV1Nw;SZzdV-pAJeeCJ?`I z4-Us8AN4F`)~&9P^yG3p_g{tTqtnV5<`AQaxuF!})O=vr8vdq-KrI3xQPPHs{06f-tEsigcc-|!ySo;*V!>U4YjFshZ+G?&WF|9tZ?2s4oawusxJ`C#xLYS~!aSj0 zF53mfMSMgodLYzir4WQv?RwMI?VnY;#FQFMny9bADO*5;H07DtIY4e9U`x4R=xJR4 zY#BoAV=t54kV*3OZZ*(9SG+AOm%GrnCj~LB$TIA6W#nXCHH@bsA4d&FD27sK)Sv?> zL)GMD#%FMc5=mKtVTaM=uz&IyGyMi2m2^6@X>RGw(EYAnf5P9sk0O6}@AGTmEtUQz zHxA@KLIc^xDq{d5)DH;HA!gdF@O7^g*PuT4ntMfWp}U-LYF=uSBsN!-1mq}agXWsn zB|LM}l>2h~1$%}SjMjK9Q%YkU8(YETfYewRdlSx<>#=h7L;w^v2k6M6{jTE?)f+s* z-TglL@*o1r_5LK$ERPC$|4j0*xxKYr|FE@v}t{TujAgf_x-T#yD(?%-VNV=JIm{PO&m+{#!GA4AA!`t z8%Po3_~kH=Xg4zFW|o`gHJFr{(?pyFa_HcUfo52`|Mm!8^A>$O)$ZQ$2k$N$q3?qP zrkDLe^6oKbeHNjCFQIvF1GC%DJC-6JVjGBMLp(u}*mRJW-?m9Tc&f`f9W}8+9~n88 z0H|IXIa?CE+kDUmZ3$l0*tNQWeIOo?!ht6bwrk+sA>tr**uJD6gGCFR>13HmXkS@&2+=2Sq&V! zp!^>Q4hxcn$W(I0a&5IqSEXJQOMlB`1Ym-VMbJ+z9wZvGUrks1>AJeK=rm=viykKv zF&U=DeQRz@3CCDUUC5Zss@ z%(LUd39^oCN$);BrI!5(u~&6O{CbRC`$HH_^|QDtw5n4|u+6dnybQdIuFR;=Wr48r zefX>|g1$j2ZSm4zS`7Q+F6i)a4f-TlOC4POa{tdLE4XqG1;PB?S! z-2jkF9hYUC?L7)I6rBI5486=SJydx+)Q=n`%#p1NlA+u-%ObY0CVkD8QUU8Fjw^}~ zNFpu{oq9_jELL!2|Bp=Ft8e+{=qfplMpL_^ z0}fwoNja`p?En!tL$7c4f~E@#Mp^R>yn?V6vx}*4GTQpMIMRU6)@rGZOG1R0%=t6_ zGHY3WJdA_@Z#@78;`F>50M3v?ieffc80jIMbmVe(KH0tCWqsz9%4UYiq+%PcPqy|v zr`~10V*p1-bYKuHoJ6xg;auxJl;tPhQ&rm;x=(CBIi1W#i^!Uaq@(xX(=DA`P~igy zF$c0q#id_|eSWCyg;r1fS+eoeoq%kH25Rte=bf62@NMKIhicgY(zsuF! zSLJb?X@@>B<$`Qe03#|?NT7g^v1bx4zETcp{EMT*DHVdH0(i2) zawyRX)aFnc1?dK$1Hsk9CA8+9cy`GXP8*Y>Mz5Kj-8O#}Ft$w^K)YU!K_jdW1 z-hO$@f+SOp(~Lr@!H0R}Qq0E?gcuz!>a!j$`aJAS&fn$amm(uW6U%Pg3;8q5Kad<~`QDA#cP1RFLlp=I``(D)RKeK3=bTIE_mCC?Sf-UIqy>{-yd${Cr0*OLyqaXu4a6R1 zgD(x5>zy>d)!@mZrb(}uE2e;8`ysyChO{)9aiF8-KrA2WKvo%HtX&Wrpn};M?ByZ2 zbltRHxWn-olrOJs)}jbVv~w+AwXhXN$tnJkCy%kF2KEj)Sts`+KC!Hogn^%k2pgCQ* z?SDHIxF1>1ntNv;2auw@UH5e}F>UJb5}`h{q~-qkWaiDx>IQYJwqJqN8OsAO%YW16 z)U(UxS63WCE!WcH)}>OR7yzy|md`g#BY*E{{7YDJvK9O~KSvFb7T-rxAxhyORZM{4 z1?8vRF8-*}eLVN|OYqtDD^(ajUl*uXRegZ`UyiMkb=*q7%hqQoP8C22FGuxX}uKu#&0FR4Ht2GMH@x$ zxu*kn8Q{G;_dND`|HrbAt}4!z$Ee^Xr1-3Uww%os_I^006MY_U>%FgG^%%gl!^j(< zg_O40F|SM4Z(EONKmC@ke0J{KMgINWFVl9)3~825lL{=yYRjCa-seA_)W~0ADsJyxlb~hgZArt$ zNkZgNa-JP*9~vc_uf`~A?kk*a{cm^szzw|J7O&oQ)+&YlRy@n%ghTtUg-}>wUNV+LxZmh!{EDj&F;@jgWAY zn}4e9lmvGFNC0UQ1vW*YMb;<`*<-md1{Gf~b$=uPw2ipsW;j&ki~u(>?$*gsUxr19Et_aYIK<3Nj0zDCRp7$Iw+L5R-$B zv{(;>_%RuvKwr<_HLHhCg}|$1D&b!B3XsX;)-0ql2-9%^>s<*&SfwbILPFq(%2^7& zP?zH(J!3cVYZXd>qSVwBI#8lNddT)wICl>kw39*9!cX?Sa!szDapOprlzS8%_$13( z5wPam{wJ~qeFD1l9T6Jz39y(OjJRPuWX6Csu(mc)%LtgwqOhPUk!(Vv^xUw#!jvXk zvW*$#YO7brR)9XxV@qAYiU~{DDvAq1C928a#1c0q1qG9xMacw+nFLRwHcjNTR_>FvfJ6qh~RH#L}}3DJwE00@!-N|EgA$QR6{3-;S^Nz zWjUs*VFC@`<4kNoZZ@taj6hr|EN+`<$?e7ZJ1FbGVV~R>8%yC>#Enq)V!#W zkdS`hQR+HhUm}Sham<#6q4aX@*?hQNJzVu!M91WO#e{ZTg`Fwcm+ceH-cD8P?d`N_ z@tgi)^bd#O-)tZF7&0c*qK9t|*9m`X0OG8|0`0T=*uHPWLI4W3kTffuRr&SKHtJ9t zE{!79IBB;Nm zk?~E8+?c_?mY=?x22&tH!`a8wT)=c(b}h*#w_id}(lfSnc|2^?FSh}GW~+V*)Vt4J zU05Z(PqDra)-Jw;k%qGACQ6jCfv?S zgX#8b&-UwWT3`42MXrErCDY{k&%XE4EQeD!_b_bXSVgxp;xaeW1F&D!rrduu&ghnT znQX0V#X-_}x}AQaxjFjv;c~sNvHNevbSIs)pOdMI7Oldb&H*u!PTZ(m#N{3|R!b*o z(q6;ptjNn#$MWWz1cPKzgL5-DFn;slsOGhMF6-o1<3B1K?{k!pP`b)>Z})dr511IdE+6x9)Kw$;vSXAd;Okev zdiDtKspWA>Bc^|#f8>a#w#4aQ#V^0vu3Y+K6!ME2%kux{?SGC|_us#Z(<2O|VfC60 zyO|hx|AO$KJ}-l&huz6ES~PyN<~6)XY@YQ#M?W3w8n;Ujx2gyah_nbluv=7a`pAi+ zDf`R^?TzNsq$vLVvn4jbDRIEcrkNcDwTkY7Ood%TY)U_c9z{l0EdX{7M~ELm{nkUp zau6YEusv)dol$0Uao?VYpgD6gNJEBkhe}Go=>(uD+j5y>Tiae1%`32IrCuZziw8%E z1cjOXHRU&|0ExR^pEdsMs?ofpxg&}5Qf2QJG zH9yTo{<(#+am|;|pmBjSQ0>uZ_fxuvOm`Lt;)Z;Ks@-YY_y5-d$g3(isq^SI&LxNg zKoirhEWZMziWrVk=^YAX2I627+hA61p^Gc9O;D_$#CQT(q?*pGv8ZwJ2?@VCL9ey? zD%LqJl(4K=Msf?{NEb^yIXlEG)ArlsA<<=$vi;_^W7L2|ceY|9n$Bf>rsU5`&{)*T zp5B5&WGG2ugcu`C2rB5QD<))ZDu4NT-t2YUJzFVE=@=4Opqt8NGQpJh6Vo_q)&r>& z#Qtb?sbWApwph~6n)P$^&OqGCqy_e~sJ)OuD?zXD<^6VRj*^drFG%EHc9es;al+KQ zyldyWG&ujE+j?vud~F8NJ3N`s0?~O9>iV9^ zJMyO$`?8tpX=Y}j=h;q{s!xv_Miw2Ptx5H;M;cmOx2F#>I8&H^WtG%2t`a0gh1ADT zAV+g;x2<%%{FRgRIh}egPo%CX)o2{!0EwwmW!lq7;lQaOZa?7$h2Y3ViH%brRyJ|~ zTaxM_vQX?CqqEUzEfdtl1PKC=5TO|mtwvEias`qN2|d^Ww`2#}SLK&Adbgi_J^Z*Z z8c{{;*L_Si`j3O{|KV2nTuEGe!7_zlA`>K*pf(aa@^)K@8uU#$*MH|}f3^!eHsC9- zeE0`kRJBRa;g55e{biB^G3c7(abmOchwu>Hb=#)fdIqN@1jY)6jC=9!3T(9+d9NFw z-nT1f?Zx6T5V|{%~EA_Bz`~A|rd!N*QRME}0E%(NC-?_Hq zhJX2~ukUJf`=(-c)BAV~Osad+GHs%I!WK2mQ_MI-0CB%s#4}xN{#Km7!}lhCUc~p` zaoz6Rj|C5Pi9Y3h?6vNf0r4JcnV48ZozULWJ%va_{2cBJez)a`^nnF`eni^Vt<6sP zyS@thzwGvj_&S)TYlnW$qsIR>pkKzlY@J$SVZkn?WmiLnu}`0Fw8|j(ll!-7=5OR^ z+1xVgD(?zw%+Gnn)Wx9RdZznqD-I{TUktQL8Oh)`&r%zIPIyQO9Fq zTF>>%>i+*uspT9>{cxN7gu~P@0j{d)c6(79=AUo~;V7$3EqAl8RV8zzKckcLLsAVP z^piH9lY!z*p@%mRtcm@-kP?bo;BP1zMFr{3F`!aT>Lwf>2jW-U#d#NX%@O`ZHOs#| z-#ThC$NOc)K-XA5RG}%~Rho}x&yXpih?`g%b*3d z68<+uk~$*jIrQ`gl5p(TA&o+#qQ^;}PnFnH=`rb~p;&`sUruc=8rbzyaFE#U+_)ry zl4z4?Rh+T-NS!ROV1Dx)TQIRx~4sE4z*fj|!I>Jhk%taaHCeF-^Spij*bm zkiVnQm~bh>+r|83afIxhi>ZS!siDG}${8&XOeqjY9F6HCgbBq#9fa}iV>#S*HRn^& zZuowPsL&Cylm=>;LubP2Ws_!;yLCJ`Y?{-<*YU6g5yX(nx>h^`{UcV`ZMPE{E`|J03E&f}r%{!KPuDkUKnvL*D2D+GnKOOT7hi5qG~#*hhk z?)G&&OD&Ucdi&|qn51jtVtSePV*X(4$i%~nT8vhwSBh!C38@+LTW;%fOkKYP$8Y@_ z)h3V2j4fI=_)?oZ1^st$qEX`(JgW4*ZuGhk-~9-3XPEeJOZEMf5Pir0j@RFrN8gw6 zJ~7@0R;+2&XCZ5=nbfX(2aeU_!q({ZCf@&T%lpdr?Pj#D^R%*W^1m@~Tcc%_9EHI> z|FIi_9YvvZm+r-i2x()^K+Aj}S^4Y6Eso z5_QZFRZO}_x67IES)ZHUQ5+H!*Xz@&AU5NX(EBapWW1D$0@9}ADM4`-`3n!~BRqvv zT|THqwiV6;OB@~H*g+~;llBrW_#wgvuX7683LEK@80wkSkZR8(z-&lknsmG3;R1s; z|3sm5z*dcL%-ks^5*fydhR~(@s~U7oUPf?F85fAb7R>^Z#!*}>>jZ7<*^We05Me!AWDN!kYi;m0Re{>3fTNCZPKnm*2V;ILu^k|vLb6Df(ZYa=c*u(9B>DL#B@A*=rh_pTEfIm!^n@`Wh?$^p zwL}X6z}du(7^Ex5MmFbzhz-E&&-1pua?|V6k@qqAK zR;xscMmL8KInt_kT{p8X(pc9verrhUY-jFsthCSV)NproDV>gL*N~?8f{;v7Qj43^ z>AXfnVb5ZY-ir5L?(5I@Jzw(Ip|L}Xy&~S*NEQE8ouMqUOQX>9o~n4oFx6*K6le2 zi;uvptgQbUm%M{*sx!=9B1fnKi}QR zm=y6qDr}YWevW_Xzlrg2RmSqKQ2N(XrzwPW^!^rl?_4!pkM9C9E7H{LEN^U_pF*Y8 zJ6NhGN20zs+WL&Z>VL?GEN}tg<2E=q37a1c(38eB39(MdHK|GIG&BSjcPOb>e2Fm< zdfN7jemFSPJSOhhJty_w)&4k;e-!QgW$eG=P*-~&-H19U#>h?6u7)W!FtKI#9wbkP zNpdD~+k%q{wJ&p)`6aJQ|LGOj5Be&e=L=xBApQT4ng`*z%@&xHZ53#`o9E2z_bNn+~ zv0uSNCf4l&rVkD7)&--2Gaf8(RymS^TKoyGL%9qgz;5t4L?&NY*#tIkjP%c+RA=R_ zR*nS8K`l7J1eHaHWx*qLz+gzTg&QOR&a1GAO_2e_Oc~g>^BYQAohTFn{BPx=%z;ab zBfx6x!~x}-q0V+( zQdlyBgh2S2MobN2t{0b=A64delEZ){_yAZ0@q|A!QEbu#w`PCL;SCIlV&IdaG9jFP zw{@)wH5^)c4y?9*2lImaD$$QRqo)nq-1E)0rT_N6b#Ge;SKbHum{QZjB~jiws<-vp zJnJgr@t#8C=$CpyE%BlrLeo+Ca~sabJA*#N{ewQQdtQB&-W3P#@g;k60e6w#H-hQ$ zWPdj`OfGD7+|_7(R!UlG0Y69gynEw0@VOm_nTGq_Z;~g=AyWSPR|JY>u;CCgNIE|` zxzW@_+PMxa@xO<>|1ST3H=|n1c#ju42IPcS+q>2rus_%Yc{0O&8)?s{ctM@h(i`@? zzv(^7`)>LpIl<|W5)MrdnQa8BiMuIla{k`Fr9Ul-(zBzvX6{M7yR#@@{_(R$d zuGiNY!7HC%fU5$&0Fda%bK1w*T+z3#%}YnVY~hO&`$oO4`&j+5nHt}h)~;Tc$H@Dw z`btPT=!SEi>yw}%IOu1`?umQ;Lk&}ZM968^*rE?iTfPdf#9>8L-2|ty{Qi0vM^kbQUPp z9n$aXN(*dia&^me&WKj>Q{B5@R7A5=7A#@BmqVwW`Yc-MnJ;9mcZkuTl{s zUzQ5akOqaUb96#u+*cTi2ztq{PX#4v94d{O3YB2^XYPIFz$R3@*sw30^F)&6a?3_# z(&2mU4vrp;q1tE!idvI=P9ifk!o1wv6qu4t(d{R?DiN~a8R!J42YJTHqcF3 zhv*8QHsMq`FaVtg;{i1V^jP9!`;?W?GmaHH#C$N4jt+X9(K2#wt*t!nGXiBY3=D(P z8VZuw-;%i=NVfb>&vkV)B}Rf|JU*Of#f<|Z%pxGc2O=^_`0H6w;l3JhSy6ly>zan2 zcR1l#J8afF9W}bNu@jr510)mDeFi-lJMR`X-S(j&#E;W47#fBchM2Q2SEm^G-S#E~ z1yie;m$$$CS3V#YB#$Tn_-kJKdrsebAY@1IKmrlTbSnfskgWB2-ASnQ4J1B$l=EdeRg!boEt5& zfHt;wW{Vb7yi;QwKDW~$I*Vx$?Cpn5OqQ62--p%1nHA}Le6dCEeWRK6+u2=s8tjSB z7Om5;qm1ZZ_jc^uaVgxvgFy0pE;RMF=>m`kxxO@Z+fgTiGD+Ky7~UPjRdHxxMFDbZk@Fw}x z)vkYLICPkcBoPyFy+ZXqcZ}a5X`*x!!Q3GsE*fc-zu`tn)m2+w@DNlp~X~F`*Cm+HDa}_CK=@$ z(E7_fbuk%P$|0lF!$;2gEpWjf^%mcbgqx5PPVzP(>TBaLc7xU>e)NTl895X)4d)mk;$38r) z-@I6>qeHjgvt2@VnYHw&zJ|gvZh*?5D(D!mY+E#l0{GYDjkj&Ms=FD0FT6O^<&U}2 zw9>_)As#&^Bp9faEldrvq6uNbjR{o4q03hCSS-`RZ$aqdrOPUv5S-kH(u-xIrTV@< z0>kJWm32;1@fV@e-eARA4ydIAQzFA)LAQ2yPvcl?aht|pUCLIGmXY-W?ZCj@KehI~ zq?nwEQ;!{G|Hmv5W})Df*V#^|;LyHE87yu+c{(u~gz^}mw|TiV+p+u4l7BjLK&mDI{Ao4r5yE1Z)XM0SQbh$cq*;t`nlG+W~lg22cffuIyJ*1nj{|bbxiI z58{a-zK=A#^94*&#qfq}MOKC&wnpHw+!qE6^6z1DbU>|d9U{LR3$VUL-{nk$%bB9s zqCzm$5G`Z0zb^jCqjxi+R2{bA{IO zsGso5#$_BrUAb``I1j-TIWV_31yFQXDIJxm5VNS<|~w|YB1T??lB+4J#K(bjip)P3x!oHEK+rQQ24%+jdmszBX#a~KYH(NhSl z6~lU;Y6kk}f%8q=(qzlNNMLC6S$bEZEv1wp;C}1){1jf$>m0oAHA#nRg5!Dwf~+C-tp`}Kw_}?TIijVMaQ9ubG7Mm!Fa_6z#S2WXr@+BH7 z9!>j`VjNi-SVGf^)lg)9;=6KIJgwGMFBqp_jpMMaYI#J4!gSYRP4Q#wQm8e*dEAlg zlK+%-dRM(YRu(BUwNnuplzg-F*5ZgE?9=9r( z;!#%!#@|Fl6IktmEUU#$hUnoFf!F8Gr(l;5Ov>~cszGIG?+QN%)*F!}Vk zr8%$5<>To0xytdwpNfS^H*xu0_z%yJ>3>+N5`CZaloLNbL8X@m=;I1mR3gh|-VW>1Ms2GjSYO$XF4I% z6g3X_dNqnabNT9j$W&vlh`&bRu7;X3Ko91Zn_h z@1(^=$j~xFQdoI1zx6QNjMJQDoqZ8`ExosnFrFQuJCaT1+&@^2h6K2`xj);&4!*B> zi+Egp20f4nB{UNW_VyG>H-fGQgu&lNSDoW?+@1-dHR?be2PU!0e(c71w-gB;^VCRpUxdnVPsS+o^o{IRmbX$*)qkqwoS?|H)f(|5@ zt9OBZvXCheA8t9bfbJD{-H$!ndH=@D4QDpJk&`mmdA7UAdnDPYT=(o}t1XUHqM9;7 z%oX%g&BWct2bPrf!){EOT45o5=Je6RI;0laUYs+#o%MfAsM+yh3NH!8NZ zO;=+kqGu28@Ej_e5Z%z=#>nX~tEk6mP2ZdU`vWWZI1$DOqJng)eO}Yv`tJJ@*93|8 zaXDx77bJscL{4sS%VKBM?unI&nizn9iT2uy-g7(e}M4|He4?78muHlrIm!4i@vbi+ zkhMDNgfqSuYQHrvNr1R)Fq1O`wBDJILR$enc~G4*Q!3?airVOje!X!!m=Swp@4oSY z()U8QFIx-EO;GZ?nSNqI06|PPgW9AlgK4@ADqEtQ$4W{4R|fyhMAs$s1Zva^b2Q&@r*gPGNdRqXq>!A9~K9p18_5ETLF} zU|LGrX~^_RAYI6z(@w!t044t+&Hqebnrs1g0-J+EoQ-ItziPmog2+BCP6fxx&Bm}T zc`@^otZixQ(a8V|w@!|(!S|s~$wc*ehzSa_v6hWY#j=+6O*s~bwBW3DlpSZx6p1X! z78V%%4!jvEvr27Mlr*C=NjFekKI*!wukx?CZ-r7i&tr)A*kXInpRhMa2)+kBL9CaK&1h8TN;Mk zM&r~@rX6&9g;9?=-z13j!S99_e4e)b^3|`~XSlOoqK{sY_t4ubn?2 z?WjZnTRYWZ<4c%eybI;L5Q&O z{4k{I1pRq-f4@ZVf4mT-W#QfPnt!?B^;v$$$n!g16dt|uWjmh{q@tQ%6R@aAhDb3r zdK9ZBwaQw4?exb@hi3^}Zp!ESPi^(+XPF;Hn1K{aNYj&b$D&i>`2P3w=C|r@*{|((qZgnMmWc$whsq!O!GA?~_IJ z?XLsBO|VJZPmj@GnvlP~Uw>ZpKy(wgoZ&~XK%r;2u$l_6a>pF8V|E#rItohI{}b$3 zfFlU1UNR@7We?QXJl&;;4C)C-ub|+2zD9aIMDTu>)w1egr~eYHi#}P>YHb)t=ZPIU z8J#0XOeM}qS0jIzE~g}QBsl{m4lB1Sdk#JUI^_c4Pqs7-<$hS`H2{SOJ6&Yd#Nn85 z;V88UZ*iQ0hhvyg>){Y3mN-FLX$ZtZgo(%n$-Dqdcv)G-J*r_dG3RIs_Pf}uPQxMP zV$Vecu^J_`&#@2U3lxy6Fpou5V%%H*Z!?)2u4bRg_ALPvZdZcE^J`;LPdV970N0~U zNt2p!l zDY?Gz(4Ugv<5d^0=oiC2UQV&Ws%m~^e$pYLMyJYcs2agXpN<m&#wW%J8K+t7=bGU)4Ce zZ$#2{5&|&8>^8kJ{0L;=xY{79!A4{C=baaeF3vW-ZJl)T>YpwtXKtB~LOz#s;{+yZ zjgBVN`(fnET^x49JJz8j&F02g0ZaAK}w9Y~8Oia~UXm-{B{c z%~O=cf&@@joH)PbOE0uV(d$>75CavLYmCFpzn#Z86;1nP;D>7oSOTTBY;oyFyH|

wjRd;ZdCVb^f-brIbekthnUF3vWg!89iyT?UA$<~#EpEjahpx_3ZcbFk_f>Y*_gOJjCn zdQgNcKwpD~Ke#XgdNucqr2TX(Zi=|*9@76`j89Bvh(Dlfk74?XG%yh<4R4Z&<3!!S;L#ZjUhmD4(Bf4M zapPEqTe}V7;-YcLSL?mv=7qE|-KU#ZAB&Nk#E>Dg-<*zBZVyJAT=;RN!j6N-GmPQ~ zt{UbVm$@mu14TrH4t)t;TGdu(7OF8~ZN23k6*CpsccP4EHPinDJ@(om;5B~8ECK@2fYtLat9a#RX@ zdHp)bpSc97Y&@8TH6xn=0EU678FB66FYr6*CbHV?|6&0unDwM$>yQRl0 zV$UA-7Vv`*erKnIf3U6rtO;{U-OqwmT>i4JzZ7Jn3qx{D0#;u5JGW`DqdN8qDX!+o zM%IBmb3E6*B{B$@u++GEFqRb5Avl{fyqAzHsy=b?0E%i}?o8KdU_mHN6cNFFe+*k` z`v4^KYh?gz8BiQj+dh`SC5zM_Y_m03weCK$YF%bh7L!k=E{H%`zAB-~CQhx$OXh*$ z+D9s@`YEZWRNL;=W7cp11gd~&qHUVnz%38+2>pl>HnXN2#zo>mHMABoG@a4<+>iI6v^$f6RhR~}HLwzW(xii$s8r^Mvuzl8C ze3$39y~JixeHdv3PGSJ3V_Y&~a`VWd{GygVu45|cS46d_B>2Apt12dr=bpSz@d`T0 zyFRxwdC#D}hpoQ$LzG8z>&w~f9K{&l1!@H|_i@Nc^2X2Wgdo7Gl`e#bNUj>eN=;O=C7*zb47^oXz)kkPKdV7(Mh zU*3DEe%0wUz&9j?PL=p4C?Ym4>B&d*^(|*q^!jG~9b@3Ir4uOXWMTTDsm(*(*{wm4 z**JCQlYQ36A&#TE$zE*TW~E0T$QytYBo5RqzyW}=Vdzw^qtb*d9~yNG{UCRq_l+(h zJLx<5WJ_A*&Gz{5eA-q-SvksxkOYdTWD;Gchku#i1N@&K6E|&r&v{0^9vA^Vlg=Oa z)2tkMz55&cWf)|Fa{nZKoqIiw>@+o4J;4pcdCn>R$EC!1xbQYEe)djRhWCG(;f#8s z&y2wjX(FJCe=fioGxwB|dy6p={yZWYtJqr`RcM9({PAHRr8-5; zo1;XB=vEl_5#Pg$(e#h$Ead9dGuK_%`@*0{)7`RSM#&5*8VM5zaS~8S&$4rGA_@Rf1uh~<) z04s`HvF%F3&+oeBymg=b*n72oTSrX(@%A2bGgpE1h-5~Q#m+D6`}B9$n@s5TD{I%u zp6Fhk2)G0Td_sp#BCJ`fS!NS!SZ3O+w4b{Kg^h)cv`n}z!p|=33q%WN(2hb{^Ec|+`x!rU$E!=<|sNQ$jp`r zC0oJ|Quc}uLY(zJT59XL|K|TVK1hzwpXyld34OIz({PA=8`}TYs_Sf#~O^4fW!iurdFCE2{<6ZQb?r|tI*x*uDrLY z*u0>-NS#tMMTH8)j6jtUuccS)x58loN)N!xVX17CwPT1Kzw98;Z$RM!RZ=BV1Co;e ze6NB*bLWOiWS*gvr=&NjkPD-TRrE%C$L#J$2VfNVgg*h1LSSJ4N~V-jVEcLvqqd3?r9o{S2a;8KFsLcj7^vq|biiC3^Kf8nNxr;NQw zz{5l#V%sN3t=E7X5kE>O>4yu$J*`f3{ZIC=8y$BB&toVz!IHjk2nVo|m%K z$h3>M9;0R*JIE@(mn_Bx9&p}(o{MTZQ}-(1Atggvq` z)QAMus~}HZZiZHc!S?Qzp6MXj!ws2RRr_HLkym`xBeQ z9mq{b2#UB72L_2KDE5s}b$tKyXZKl^hL|Tq;znqB187evsH%X8C~CTg{50$o_4#&( z)WKRaDtqGJD}uEWK&3rVCgv)37=6=-d%3bN=tIj}x7`r`W@eqJ*JQysmUFqm(6gA|r`d^_M=w=l1^omiza`32$Q{q3*9VIEgQZaen zV;$%}2nfV6mKfWB(03zxURgywpN>!WunA=u^7qkD5yR)*TUC2LWf&5V)z_c%)sAzr zm1_Y;$rVb7%)8}Ip)Rx$COxowRejP^BAzm~{J)m4l4L>OWR zht=Tp@d4@PvF$SlGxq9TkQ2>!zPFv-b@1JV|ASy(v*|hk;O$h;(EaJ@c31F9Pw1D= zYj1}0m2$II83?~~8mOq8_df0aIx;sm=;7+(^6#6G=fVZ~$Nb>nUakCtVZI>wW6{Iu z%l)f+&oiBoh`{Z^{>znsOP7J5{C@WG*}ebe((2$dWy!f)mpEp2)_70o-H)n(?f#XO zbl>{kUJ+qo-%AwW@-kGuJ_|@yGT`ces<|{(VpIE4eTSZ(sA{#5?}o zo?1;%w(s5USNy&-k=Mgl|0`t?5qBT+(O%)DM0fy!{mZ7q#@VEhHpf+Kry8T;iv0AS zQn*<5iVhn%uH;3y)`NB4snX z1%M!#UQy<74DOfs2&Qqi*_X4N@dlLlkTO{gLCzLuueT_9_xGDu|J}sVc>m|EZ|Jjm z4z1oxzuJ9m{&~)}?`13-9HCxfE$aybFqM4*yLv@=gqQ4FWC@SF1ZDw&p1u4311CY) zzWH1f_usPDk^QcnJ(AIwB!q=j&nj#g=jCc`WTN=OA)?c(EiD8vCK$+m*Bco-_oE%h z0iryY%oqStQO|cpwQtZVS@{%VnEvht_pmWz=mK)3dOQK?qFPSu3S60Wd$H?m7{nU&3;A z%>fV{k5oi)2g-HZswhhLAuqS6Cjby3PrztkT(?)y z@k!=@X#WjdfRdmk^*h}6gyR@PCO2eh|3eUgR>V0aecN}y;fHKGUd5b$AWBDu1VDL4 z?KKo0c^=q^1jmJ9WLZ#x0iYPG0$4>l00MWwUWsvprLqmH2LLXF$>oOMo^=R|x<-vKTlD5K|FTQ?Y_ZQCo0j6sH3uZ2V;bBcRIC&G=bwn7GEKt>tp z^x{f6?5(cM?w%roFMZ?Dqo>>9*kmNNANcm2^E@}*9tw#;i5P;?C=dk)rAce#e4rmF zM(G$haNlj&RbuzZ}+x`4=-{9O!%(vp`{AaxwjOCq8 z_c}dLl6oC1Rlsqr8sE0<2GzSUy%yyea^X~J95L;7d{;EaM?K%KkB>%i`nj(>__|ko zKb(WnMil_GyjTIP!`jS z8>#NyH8tF?$4)NK%`a`+v#T*SCS2$A@r9(W7X`LROQg$ zv3K{9BfjzQkzf0*Kl{iBf0;2B2Hx+#=Vv+p;{%6IJpQdm>tmypM$Pp+M3!e+ztd^2 ztZS`a_^c~F`0sC>IP<6N*4MxEYxm8~%|EnoY<~O9?sG$10U+x37LFXdeD}oL-}I{S z(F>)n{OiE?+6~@!5r&6m>lj@mwhH(S?AWoxK3G^-IBzw+u&@AUCdNI5MYiyd0kO(Jc(j5 z=8C=3Km4-izWx7tl^u_K^}fgE=9gynUk(6`TDjTorFp6(Q&N%v6k;=@o`ogd$&Abh z5tI~;$a2+e_e!B(eu9-JqF$@Ltu%JS(=NBqTy^>Gt1jPtfo=4?!cyo0z5xABH&@1~ zHJoxKX*Lb@oFEX6AY+WoRTRm7ml$L9QE+_Fit^N^jt?WFD2e->_VVJX$sOAPpwo+_ zRNV1EaAZs+u})$ZghT_`@8B0uxUS5lF(zxZNvZPqXt3FggJ9w4JSd5di`5aZ-r&X* z!)ng4Tt%&@*P$c=#?kdC?gAp#Mo_rJdJh>RGC+oif#YJO2E8_=F*jUi1y+w?dNs6k2$E8qtVfTRSK0}(hbb3I_9kWvGH(UfP1h(c_P z*0lkp0U0_ThGoi9GK6G65y=eVKG`X*QNRUy0r~+5rolvV@Wt5HTzR03cYwaKTw%0|hl>zy$^&r71=|0Kl+9WWX3Z z-shxIroP9=>W!02YpT5tWB?F^gT9ZhUs$GTMR`hDW?B6v>Lv)MPUgDb9rMOlo1OXP z_RQ>MhfgdI`vOFul_r$~AoyXSywD1TgB(CB(pI*>hP)5p4gl&n5spyEkTkQ}5VSc3 z2AM!a&X98^mDW-M8B4<%oC$!H8l^5K5oIannaR__;!UwV8Zkjyv>y_F_0|08Hjk(7Te)XFN&Rf9m-8D5kGqv37 z*G5Oq{p&fPEKTaw@@gl}*VnzVg4x7u#vvIXj*Qv17e#%L8E{VAA*l$+aYPV!6^Atu zuH8RVDQ%c;w!0Ak2<`wteQdN`t*$ODch_4{zXy!5N(}`=KrXm&97MFkVXbTf3#WGM zNTTTRql=%q>%N!0@EHIwHd6iYZ@=wN{^ql{-|?k1%jX_HJp8QLnW?FniC4bpSwH`V zm)EOjyDXJU{_p+9oAP)6zjuD)K+=!Lr?*uawPC9wjg#ieN_%a6cK6g9fA~eOdC7Aw zVyA6k3tRY?f~^961N-+EL&!%SdE}YTeCAnyU0PadwORl$J3ITGEV6~~9QQwR7PpHRmrV1K z|8-|SN*fd77YJ1Me1Gqivumf87mm$yqo%7qV+i1uca1&o8CU+)554fRJsX~Ohv%1& z@vs!yHQ7EjdVFy;PBQ?2GxhKQV28;n&D>JS#1Tb3r&>?5Y-O!o-ZgdJm03T%tn&QE zXI^>nS-4XZ4FJfKR8-Ex>a@ty3;?*}5`ZB?1Y~r&wqmjj$QWzDR;pQhD&V{@QDcaJ zq%~>n`lYnBwtjlKQmciPa<`wPxpaikfMK~5_o8Hdm6fYF2rWls#SJ0=7ee+rGL0*x zaBA0%%`4VgU+cF!l9)F>VLb)ykh9P-Tgxjqz`CIJI>kN6Ga$fn6*g7xgWX-Ye*+od z0?Re(wJGUir2$|o9!)w2WGH}?GVOJ&je_GKW8jD2xWz0Ez%*A#D@bEjsRJSk2aQi! z0b@gx>S87z^??Y2fUII10DwT|Lo6abhTd}4JfDn42Ba0b-hhivASHF1WDE)i!ZNyk zv0KSNmQoT?mXORqILJA0fh+*6t&ctRJDBHK9n8}Pm!}mkATr<%v>$1{V{t$0JmL1xCzqWKft23R6Mo|>o+K*$C9A#x7LfixKn zQd$!`>b9{qLc{M6s{=(H8_bKjK7dq2iF1DXD zaQ$M>(}0kn4IpB}{=6naPFWZxF3kHY?%czmx1q&ja1i+q^MirR1Z0XT_;f~@OSLnV=nV?TB{wKJ1CL6+aN z&)#DTcmVKR=Pf_^vLAcpO?Tb%@O=*-US4e*W5!0R*Iu#b1<$@_+r$$#EOt(h|Bv5& z$A9=QfBofeJTiA|9*#4|5sY({Nv+lF%+&0*eed|0SKso2r(bw?ZD9*r_?L#Q0)7LN zlan(uGxPKFU;gr!-|&Vvob>~6=bd-j2hV=?v%ix?w(uR|?>>L;Z~npGJaTxkRITj1 zbYHnzvBWSb^Io%aXkq!WzxecHhfn^&``)~B`rAu8``*OZNEHC`Johffrh!Oix#v1V zo7@ZIb6aia{nCCLBHEwIlXkvr8|E9 z4KKf#t+RO6b(eqfs}C=)tp}wNvh(*rikmskjMfG1yVIs(I)|13431Moe+>ukg#{QP z19Tj>-bh>P%ZsP>%wCqH83H01B1)nNh(Jlx>wxDmzXaSNV~C8Fk`tMz2WbLE*T+ZC zh!i4NT{xZQ${(LX&Xv+b={4CL7qX*x0xmEpQPiU}LC4yCodH{!5$FMN8qp6h?t{`r zVmuKULs=h`;z7x1WwKN?SI`U4b?tZ-&_E_l8rhU=N@MZ^bp1iWX7j5#;Gj}ZV@e|g zL@(Urmj;wXpp|u}=Wd{}2Qnv>lh!C)tk$U01msw$7m3ygfEOQ5Z=ItCnzc0k;tJOgAHlug`4Ca_iqKrn+`cR;YSa3NT=Zh9Tc64PFT z#`w^|9{|7@N+Zfru!&*-MYQOHgWLhFfD5dSn06ET9TW~|Ai(RF001BWNklp&o1c5_+>wQDKLX*P z7qD6bp!lxXR2d@(htJd)>=#tdxUo z6OB^n-+srJKKGRejxVkh%hZE?ySM$|jZgcrSKbr`-ZQSb?A^cfk^2uEM+cRbD$hwl z(S8yR^L!=*$|UWq0a3Xe?z(iJJNRv4j3KgqoWl7~tCU{xqGvw(-|kpBd1~9t`H6T$ z(CJ0(Zojp#;F6j!&jrJ3 z$zMErY~QxV3!iiK^;hlP{1H30jm^$Xt;8|F=*{^=_w|76;sFi>B-EX@8kt3h{!oBz0|M<#! z8vtBK%wDqd`8QnsnwLDMTzV=FO*J%R zjvfEPJ&*pJ1?)bPc1k7 zAh<|hz;eBM=*Y2^_0IKI?K|%a1m}+6gE>tB*AcG6GYK2X#)F$|Te5hbyKBc}TrVA; zJDjvzEC^FCh~jK>0Z)dSt82>(i?h2XZu|Kk*|T#JE&^Zu=7GQa{Jmek_t8W1i*Y8~ ztLuI#sMPBtljCQ(C|TooGDax{SqjFG%rjCsDM{&IUs*RSBJ=|0lugv5&N_tEVsXw$YcdMB03wRIl*9mprCOn+wN*#d zC9R66t@b+AN6-%_>Jb8Z0aiySOTd_dIlp=3xhQzrM1^rxxk56fxMw>8$T%5oOU+FN zZ$wE7q=68*Ls~(vO-fpBIr;(mCD3xn9k3@G^*aQFK?%c(b(=@Q$rwNl1n9WnxX|xV znvgn$R#jm%0HAQNQZFL(s&x?VaGi@5z|gp!2ul^~=B=A6DBL2zOdC=XfIur?2nGNw z=Ui@xptS}%OpCks5OZ3;ymB5;vbaqh^#zfFazZT5ebJINdy3SPH_*7a;qEDU9GjuC6TF>!|BNp0B}6l zPNZ+zluPpFpLpq;f8wRBPJea1gNWm!watXMn{K%3Z$I>|KmO~_eEP2YdQo!V(8)B* z3)46yNh^csyTb9D#@Oii_HCQLOSM)+W~BavT&JIX{Y$@e&m&)d=&<9tW7{SHAWPG3 zvlVrFN-CvPt_c{ISxQQgD>@Rg+-Sx~X)-$Rw6NO-AOa*~fB;ByKlDb%nBzbp=Fn*5 z^0C&X+sCfDeD`f{d95zu8w)(=`}Q-&x~=Bq&K*O_hRkvRuy3NZky&P)@BnSTArpct zW3*ODv(t}LAsl09X|=U)_qHe6*l!EhU$xKvuu7$}Ol=kITiC*PJGKh=Gw}T9KmW6z z{p^7Q2R`<(kFBq-zwm`G^nL%a#~%CWM?adTsq4D8-g@hIzQ`7y8nRsehu{CJM~|M~ zzIV61SvePsu^oG7P7rz_=%jKPy?Oi-P-;X0o;wEZAQV3TYmGPvR~+FM@xiWi-&g*nfrt+(I( zfxo!#;lp$DOUN0yK0}d8owj>foHUnLCU#7ZOl%N9Y(#~OW1Xc840!=7*TD5i<^Z%2 za)yXpSRyWIjf`2bH!`#Wd+rC2CsDr-0Hl@b_kj#|L(*EOF>^d{G^Cl4*@hc9V~PMl zmx5q&tbXvsLc7@JGp%u>nY%ZW9n#rEZeQ^gF;gb9~_kKt^Y|P7@Ry!wPa21ScXW zAw*q@x|Brdhs<%vHaL_7ncM6!R;q*R4a~_6MSYSPGR8)xDD6`mnRb(xtBMS82g@}; zge(C77M2Gid)#RGSR-^Yqz8B8t`Av?jKD8J7Be=Gkq;##L=^XnH_;kwY0WqpgPdcj zTIgww0b{HwU7_-I11wbmtn|Q;op=x1ABb44gE5q+WK!S^9S^(!{SZ`6TA||>8xBLa zISoT6u%Y=`P$nrsYd}R>6(<>I=mqG7Ch1eZOHvLQ`bCM32%J+IlhNn}MfGl9uu=3H zKn9G10W4Li*M=kl&l{`*7G*IJ#W5riXi3I^tk)? z3}QbbaDk;N`XP0il&8>HCn+tf9|q=z=$9ysi2z-n`ToqlU18up{@^2be(hUnmJ{a~ zl)-w)Z?cF7A{Z3p0Dz9bunhe+5iPB(0f6JVQMVWO`xNy}oaA}xgr(vN5H4gH2w;dv zlh!7QKubXqIhGoY$(=ifYICI|0E{*&i_2?Ds)Zx-)^3dphdWy5N|Z{B3)$ zLC&zf8KpD;L7Gs%14@E$6%giS5r#&?}^Se~95;cTGo2P=Fz8;x4|yk7Bk^?vo| zUi-^G^Xf+q9)IU={^{NK&5duH0%S%jV@SA85C-M?d2&7CUIYLasA(zN_~KVF>_^99wL!HzAD$f^dc7xCF!)%hQyM z$d$~Rt4uh^m{v+>DKWg_(jB+F;OW2qw$~Z0qB9Hl(MIK_XI*vR=x5iKmdCdhTCE~% z7}?No6*xo2ZN{e%TyO@!1vpB|IL%p-^$Mf``gca{SB|Zd1}1zPql*ImDqpD&KsX~)!g5Fe);5r zoi#lXI_u4Tt37?$6|Z>Fvo7YHiAWohrPcnUPWb9zy~y+>tS5t*Y%38axu3Mw)vX<6bJRttwYQ^ePi(V#WfM?i2a z*8q^>p6+*n@nYVt4XGR%Bg=`{yfuTow9N)=C|u$KxB!`gFYc8-p3avFtA`lLis~`kuUA)+F(eXg$qEaP*(<`mLyQacY*lhP!*E
P2({MT7HBQ} z()jeY+DO9-&e*89+n=48T3&14bKm1q=Id)sET{p7j7HL0X$q=P70_!@)Tbmt-v`G- zhGYyWNm&X?0vY7OEtj04I7j3n@ZFI{WizkM2IWqS)sCH9zW)$fBS83d-osR zf8apB1UtW-U?gc$X;Gb# z5k@N|6&XUoZS@XCyR10X5x{XAhAi!29m_YNG? z7&fyvPO>y-+;P)xdu?e28825W{cg9tx=v)kXyU@H*179xosu?|7k%yyw}C^XwGC|= z(hV%BUgdeTbeg0D$HB0|JZq*+CQm8PDNDd;$|6*ZfB^s*ZKuq0$4>9xH~rdMo`b;V zjx5~!(7_`MYn5`)7_B41@>*LF8Djte3r0EvGKF#X;L|s9#q!K_TSNwtgYTo`7XDaD zVxCf#P#S>&NTNd8?FFn>C#Ap*Fpa<{&?ZkaL#E_=VKCWUTgy9bZ)D7I-8{wYTu?EnCY1Vr@wVL^_Z6Cr2~Sq8>n zP=bLeTEQ3@=EfO47<41J9&%ocNe6Y5RiPu_Bugm7&3;4_FaH+;0|bQt=eFt zaxQ2ptTv+8mm!HrxWE`P2DW;al9WVi&R>uYbg|WiN4K4_4@!FBL7r0_qqkArQ4&EC zAu<3Y1XiiTuzI(vJuJVqf;y{FdOiUF=b#K2gNzXu zAajO@TtsQM+Uz)<*Y79IP9G5onXv}!7vvgY(cGbhr8OyYX+Q+NTdSZDN*OJ4lcgYY zP+igN; zfOP@Tc@C6O5>ctl{Lr+Uj0}WjC|Ah!&#K;usI%V8Ieq2cN7wo(1Qn-Lal^1MSjf_3 zb;)EYxCy!*YfPA^Ls?2m1aW`kpb!BUs7(-vU6;%N7seRDx$6pXjx$`p-Pt}?|NPw# z-tn1x0KnSH&dy8$z|4-xpZ)Qdyy$t?U6|PQ>X$tGfBercw2z;tkBtNu%zy5+JN-^) z`~Dp-curBkYi;g(`0(BTaA09+t<#O_wbI^Q+rIx9SMJ_1UM>fTBrh!SN);KCQW>of zkh`uZg}gDE_u6rn2 z_wOD1kym{GyMN(FFR-2fuzUN&Z~Wqqz3T%XdF=3!@#$@2Q458qvvv^Y477}M_3r=tk(E~Gk;99C=!c=>3ZqSyrU#CmzW< z7Phd3e`WX{D&Vib{`yaR;u9D1O3wK$x7>2eEw^0!n?Hp`w(xBsm+H}jCxq(`xq=r) zrB<7pJNUq(N45(1C&l#S$nU)CO~3Ts58eC7(SD~lKE176s}!MV1aZH=wzS-Dcdpzw z{p)Xi-7~Md>`CA7#HrO^de4VWoLbEc7_a1&%S;HZv`o`HPbimJ(gV&I7to8MZf|Ar z^yuV-%<|cpsp~E%u)l22^bdUhb&vh|rxuRQ@7%iw8G5dZh(@ao6EgrHlQq|ThmTB- zJ7*@e_q*Nwd$#@PD{p-M4Hp{YJQ4oeUw--v_dHr1X-v=T-28!@v0c;S&313S)zii# zrApdqEgU)O2f_Y5+a`C7Uw`!tANl{jm>5t7R2&aXy`UgJZ>;%1%*@c5Y&)(q{1_v( z!(i#;qCtj!$SMt1Y#kY;K)C4m=$9z!kj%*th9Pi{#(1J6V51YuAq`OC{|kf)^7hLGME6LryXv0N*Tpcxtg42~)Q zAOi+O%KD{kd@>+ezPWWS7z*s|3OOF6F=z?QE1tA9b5SYU#|Q&`G>~x}S7r)`tl=3k zW;+CD^oa(qr^24F3;i}$8Ymp2H5d&>0zeT|4p2w{EH%J#3bYr$GaUjlbi^*&q&#=sCLMOvdH!10QWD!AwaN`Il#CICP$fHbzk1Z1q( zw`2yF6DX~MAka!R+kF%D+G#&YCD?!l8ZhP&@ChnQ8k``Z z63Lu;El4x)Jm8Fy7y!U4(Lf5rgfL2yRzN^9r>KhntlFSLTrd!Bgcas`rro4oml#9N zAt<46ZA-2=J+heM$aGt#*XF|ELEzTM(lqV#2Bf%fxa$%VdAChQI$^zBE+t7~@+{L@3&#sQ zcav30mZqzVOC7-$*4ln4tW>Mhdu9M=JK?wTkzGLN$Kz&|`t z8*NnU_4>q^%=7lzdUJX8@?8@zc=k27z2%3WXj?Yp#W!7#i0}R2?GGJ1*;-i(%VnjM z%KPa0h>Q%`L_*gQ?3~k3MSa`O`{F&{Lf4(xKHZoc;~Sz9iu=)tg;R6$4=k^>{_A_+ zeD&-Jt?e+E6>e}++VtaLM?^NU3+1>x?SKs);i%`F>u6N$_Z~x1k z_Z~=5)F-z^nwW3_nKA~LKtDt;AT1d(9)w;%V{AxbM8q)g>b0`xI*fBAwU*N7$QiHK%MU(s zbiLgpV@#TuIHEKmrIB-zgOMx%3~ueA7|;;{7^Ah)T5Bzp>a|st0vE#fp;WU)DI$_F zw%RYMDK7-0!DzI~Vb?=1K+hurGG=A9xxCu>k(WOY5x@2ikFK?P^|4VQc&8g>nFOLD zBantw?Lbc-^#BNgPzdUGfD9|wSXkLq{1!uOThRd`Xobkc$SC)G!I{yT2#^af8uBbC zhr4%8kB`9~RA}rNdse+ylUda3q`~Y2V zu=xzgfRw-(It~y}+yho5^8rK35(Fv&#s_N)8+v#EGN5wmwt)b{GM208IKa3ccyX>Y zF!W2{dZ;8>cRH=WXe`%<8GewbU<`(pv$++BHtwEzB@kl6N6i+i#jJai5*`4w1ewEz z9sxk+pd@+$a534k|Z<85lRY^g3k|-#9%ZFDu8H+v{ovLNNX;HAwWMow`xD@ z{|Sh+rnt{Q2c?jZ$t2cEWYUz3W{h(oNM@vRA^;^x<;HJ<+b+eYV*jE6AYPO3O64VqxI_P<(3XGW(c+2)HE&~e@R*a!g}KDzMu;S(>u@%qhX^%p?5A1^MgXSsA;XUN!VGCQh0CsI3|C9Is!dLEn^wVFu|C`@BWKE32 zz`JI4&&|)f_T@J}<074J-t~cxeEGh)+Sus!nO)jYCr;xe16!I3fsBE0m@}zcD>{j} z=exCrC{>cxWuLP!@B;ryzPl@>;17TEEpLDChYucGeEeGnYGaKcD7grE5&`2nOLZFg zjtEB^J1^OD#@#u=>G_kF@1FSaSH0j#KjmB`Y5p6(_ZM?V7INmET5j4W5g_or(MF{_ z(1oUHzOvSdlS~PhfO<*RUtBqIatXKq#*5o!BG3wCN-_l^GTNjC_ZSNRL#B-`mwe7x zmP-IIQfe(7A)GMejnOE{kTGNJqm9|f&9kZ0)dnZfegAnC`p|rATqy%L3!}GgCc*h zTgYg1eK15xKksySrD`3`5D^*LVf|>WviUA2ESGm)x_9B|vAEx*xDSqJ7}rF=xl9us zN2C=3VpxHoY(HePogOklpuuSLe998aVsP9I7kxxR1Y?jpq;gc!j+ck;P>iVoz?i}% zzFb4kFC5p&L~%y8LBKh34s}7DHOdko0M5|&fdDuMQ*;D2#^#&BH~5@w zVIY_{SUiR^@bXca001BWNklSPD(+)Lx@GQ!1@K+1VqGP&Kx10U11`T%!vr8AZs8383KVAludgT*cqgQ zVeNXx#feCqGaE)&_~8R^R_yytNL72#5>;=hkwzAp%7T95u)|q1WUpP0%Oo_Z>0`oNJ^s#jD%cf zX>wAl-Iwk~#!kx4{X9*Z%d2^oWohDsrTy1l>74I|yHu_0 zz2fp?j~{{u5B||#e(L9c>SgD?1^|}V+IN2Spy&nnD|;}1x_;nfC7qPV|!`~(xcJ~onO zd78`f#;ow5l&mc$ndF}5jf@IEAYf^dAdrh7M12_EEZEu(ut)F)jE`VLr zSt?>nZ@S6XtKX(EZB2kKXt2 zVJ`@#XLi~UrSXyK@x@g`WL_orQ*>laFYp7xfv{K{|s=|hhl>n2jvD$)=F5|J@F$z_~ol~OQ0 zInwI%Pp!0asQ?j$K*t4>0wM?(gAg4Tgo}2JX^8TaqAq9!T3P!pE`;C=88SqzjYg=1 z!PG>9h;pe;9y~lUQeExFliRnoQUw5xBcxQO@G!TBkQJ8D$RH?D)TJ!Nk~6678LKw5 z)-vt?>}`MWwZHwqt*?K{@>=`xgGZoRPjf}c5N$z&MG` zB5t-HBukY?WTlEpW5~0ODJl^t1;#jn1?S8t%C+j=D`r;~PIcB>Y0@_Yd4!BHV+<*Y zp3iC{z{Jp4Z!;qsfQmYb3t)_7jl6^@$|7E~uQMK2{r>-({#?rZgrZ^g|3v zpd?sJf{l6U;2h=x%MI!_!6@`f8!N*YI3DB~zi?SqS^R8*RBL4>xzRh@KOtQa7<6G{T*QMwUJl- z$JxX6L2&iRJ#MF$p_|SCE;3@qti#6ExZw`0u~I<-)^Sx(5Y2)H97xpO1ogpZW{@>z zv(UWB1*buk%21)|+$U2&d{hNFky`5vi6PB zomYI6Qe{y(XRUTl2yZ$l+C7RAGuY%ZM_Kr(`ydJc1np*bvA?^q1r;C&M59eXC<7&C z*%P)bi{WmzHxkZ@Ah_%Pdv43#J)}}6?z;2b2Os|J*SzUVKlfi8S-Hu5c9Q15^c#Qn zn%6yOjP){j=Nz1q&Zc{Vz%-Yax-v=H#};1t;s?Izt3Jp3(SGpJ%fIxSuRV8V>-3p> z=ks)FR&4E#JW*%I2xF2#IT@Tk_xMqJr#82@8ewbAWDKc9+(?#I<{}&^MIgoL<7;7{ z(((A(`HK&oyZF9`FMQUgz2K?#^y$&>wm$!*FWlXmy!tQR7BTdA$hr#JJ#kQL#%!`w zPlk~c6ofj6r8QMyeOCNaVeR<(WH|b>H@@SWzxMN1mu^#EVCLWWgEzk7xBvY8k6i^( z6vrwIoOM-EJoNb0x4-AyZ~ft$e)4<2{>1w7lV5v?Cu2O#zU_y9`SpMIP^;HnzvJYA zxdzB2iIZeuZDr%~mA`q{*>C@mSNz7${U3)W%7^&J!=Z%!5FZ_oQat$Xvk#rS)av)1 zNv`-{Yy0F<`^#ST;^*Fb^68&>D51YCq!b^4$ov;y`KN#Jx9>Z0>O?%djUG+1Nm`JQ zmP{TYm7r{QU>cm&O|B;%;Asp_Ec8 zse(WVQE6kX-5XAa<5U|*LJFmXkX#g8m81gMU!u8fxZizAqypgu#?HYRPf&v}5JU`E zYn*lcUaOHr&f05FTrASG*G{rhA31#@%XMB>N(E9$W_H%r+-H_M4S$4vQhKrsyaJe)--z*3VzwJb&?OmgZrr6-ALlJxuM*t4RnL&EuhGk}%ry9}44IG42He zAf8V|`{`)kvlW7^h1DWVCROmP!}h^RKb_mOO#xzS9? zZ!Kq2B0;UrT;9)Bi8Ax9b(Ay!z}lKldwKc%9i78uNDQ&C3?i;dRHcZMxw||0kHcA1 zW$ig1C14^cMSlrIWDQA4;nRptYt27rQ;-n-WlEZmimU}&3L}bRE;15C$?Q-t&k8;u zFzbqo3}pdRkqi+8wH`r;npe+Xb?`f($Y8WcnsZ$Mbm5Pc==2~2jB&$l02Ia4>WF3s zRl(L!6e9@h5PN3ue*2w>1Uoy}0zhHdSUalXhLB1s<(SzysDP3L4&*EtqTQn)L=aFM z*Ha8ah*qE4JxUrR6zhtDPq#`Lr z5V|~tvm!|#l!y~0gw>j?H4wdpK0Ak~ArFXziAX91cFc|)!#Ox+Z&b-lri$WdX=Qm~ zd9kzDUpcnExVm!v;^iza!)_l@Ln#$1Syq+N+Gu06aXw3e!PZ7mxPJ2F)0fkwlI+}t zOV>}YFMq=G_7i!o-q`t;ANZwT|ARN}j58NCR*$VOA3L(Vw$@u-6hV+@Wm=S{)|Y?u z-~Ou~{*JHujDPWQ^Ka%K`Ptuk!`nW1-W{u zNa%0Dl^fd+pSxsK?2mjg9@!$ZW$DVoq|<6Rutgq+s=vHsqDEz$U>maSF7}gV^QpE; zLRf7Y635mSpL5Txw>r%Hqd)(a$s*7eQ7 z2hLr3$9vDc@PWIRKX$tv&!U9>Cw}qwf9p@)((ZRp+;xW#x4A(gqIR!mjCt&dE5p&` z^I!VHf5_YYv%;Z-{=>x~fj`7Y4br@L?EKZOondF;LliZQG1o6#T3hV?z_-5qLrx+c z68L8e&bc4^h2P!Un;t!Va(=6HV{17l-GV2xl(FzW%1bBQWQt|G*fIp z{<(ME))W39f%k~Q;I30gKlO$8f9|J$!Z&{9=SV5Gwg(q4UEkfx)ahma+Ezk6q0jEv~J$7Z+GX6~y*%dSi3&ws(E-6~Fx#fB(Kmoptx#d2Bu( zxVba@<{$Vk?|$Uc>hWVjh%C)j^8jrCgb-4xO6y8%YxpU63(2lLv1TKnlxV^J=<;tCFy-)pwGuFDT;dJ%by0Nybv~^BN zNg(SfoEOj6)PQ{CI2e@NoW?99%7RVx*yW86p1b_PbC>c;hf3-+WjG?iHNhj8inB4N zQ?MfJ66pc2(T;!ZhIiGT#a+&+^d6IJG)det6W21#@o!EiD2rNUUF678&L$`e_@z2q*K0h>mGS_^B{;|90b4_HlaeNd zF*yrev2$Y9{3oDR$mbc1hLj?1vZ*|uBpGm-L2C-5gXH;^f&|!cHi0!1MPLU%P7lCY z3PK8FR3)>cq_ICH;DzE<$>Tj_Q`QwZ=Sw6M#qg|k9)f`VK7YLoW=zKbsMV_vRFUzt zHb?Lk93F0iL2*LOPOY~mLRCRm6og)*QEwA0giull!0he7S_)&?>4jm$fHlS#?X>n+ zETp11fiut*8v_*p1f@jWASqCl(3OZ26~!uPxFUs69L9Bw0}b% zAjtorezO1G5cOZ#XyI(wY&lREsFSDGjW&5+hJjjITix9m$VO9!(aj$bDW!yz))+9) z&N3o)Y|Z-V6Gu)RZ+6;Av#Ek$^Xj$1?w)G2!fwwP-AtmRtBZkBN(v=K9I93$UhH+8 zvqd^(WAijMS`(2J%2*>vJlPpgg~8s|b~6sY60RyZTrNhzX6BkcCI2-2)%Fz1;B zFCAHX8jXWLlb(3u@;#@HJlU4@|M~sD`mNWz>G5m3r_S8nUF?g4_cjC-ghA3M%Ifip z*IxU^zfZGLO0l}!|Ja+2f3^tx`O6zW^-HfFOp85>lV?vn2A4he}xy1QZN?suQ#c>f>aj%%)&bIzIHkavM?hT!`f zUygC_1UV+kOIV~B$}72`^~GN9eOb?I23KyEhg)mciZ|gGzWoz?CLWs}$hF{}lIZ(8 zb?6QUb2&@I{=K7FQFN0iGF?bqzs^CHGyg|jq~Fxm)O~t7OUJHYgU+k75B!&Moo5aK zN!xrqTan#|4MLASZ&OfH#wpna`wJky_B|hewWF@-{xHNQwRyPYtfOSg+U_(4(R-(J z8bqC;pWZn3mt}HP=xwY=$nSCJ{N=CV`_273^ZlADaWC`hP;S@j@6UJ|ns^HuH+$Ir z4U(HFx~9N*lLrt}&$BH_WdKmgc+L6x)UrlvsIo%}c#5E_zJ9o(AnC@I)7I^LW{b%I z8;`r^?mK|*cM|(j--C48NVpPISJkLep0jfo39#2lKKFKCK)XFB3Z`wKwc>ZO<6j@EV_+UeqDJ)To2cF$QX-enuo)EaMy!@#|#`x0O@{wK0 z8C+butoFm*Sr&m_hEN%2Dv`gsxM0fpjQeSAv|MEnnfsorLS$HY*h>QHwf}t ztoURehptVZrfXI`YuWduVi?Z){vL&eomxHzormOkyg41{voY26^SipEdf?{Dpe-k| zIJUB|2t2lZ<8UH*fA}_yT5WCyc$5Acuek|r)E(S`uD%*|IqZC#8sudcA&7Cs+Tdns zL%yhVYTIR767HBu7@>RIDG`Qwz;YI{Iay<-p-)=Ka3n{py_5 z`W`B_@N)`nWjkkT)|}g&_qOG;0kq1Ag8oi+T{Ss)oIIcLd+t8J-81)inWUz#bma*3 z(adz3pCdu`PHGGhQA9*U+kv)>C{<0od2|gDh{9CzKum*0Fps%H!eQRY`u6hiQW)u5 zMN8+sVb4oL&OS&;;H=~1Vf6bsqzFS_L-yN3N=&u7S=pED;z!GjPsMtfo&StZUuIR( zHOGr*Ed|!hgFx`L>;xNE56}dt<^_C0+Ewp+JTA~;de6Pzw{Ggr?F7bE;Qj=6_I-Hw4+4~&x7nzzlCS4E)hU()u^=Cwu0`(*NM)CTN;uDIbI ziyCM{)Ujiwp+SQz$}_nspYWsBY$aBI{jK=?H6-`-w?pU2Y`l=)HJ=%k{xIKxKyQPzTL+{-Cmdma4oN(cNMQFer4vj$jQl1P4Q| z6E$}BN;u(hY)IvNhi+}CuvxmH&+e2CIfH4#%o#H?Qze79au-v@rIE+M=q2+LL@}rE zG57t{yOb?U(MITz7OPvXH^z0)6H))t(qAKW8!^h<1*sfNf@JXrAYr3a^Pc zNeEJ{3EndTA@L&VeoW|Y582DT>4dmLx5p<)Wptvc)$dIFWG9WU8S1=rR}`4Zb%ZSg zoiPVl6{9l9#!WGzxWUiYmNQdnOMhEML?3F-f-W7}%bA4k#MAdA%(&&G=uAJ^B4EcL zizb1}$NxE{+jG~h73kimMA_@HaGDx(341BiZHvAhj8M7 zMPyV^2~|)JMzn3BvYkCjWQQ5lkVBQWd+m?8(c4cmySECsG4l`WA{WMFzHNo&Y<4h) zAKG;9&a}9NX;$m;c;2spf|WVIqia^mY8uF&g5%?0qw33Tc|)6G{>)wD<4wDq{&`|t zPUZ1&;Q8gywBj*Wv2pQlM>BOHcD;W+x=zy`f@7wxCMokt603jj#|bY=H^0=R!7?%W zXTRr|Fu!f@w*xV#bOOfPciZ4HFUCL&ZUpb3D2Y5xW39237x3s+&c@s$XD$PZRF<4Wd5g+ zy$q3cvW|@fv9?(#RB*V!*Ucd~*5JZB6yAvl1HwPy4{iizy`?cRD{UY)AIoTeiElzyHFLN0cTJ<2~e z+Xroe4YAKO!#MCP>IF+${PpcVHzRu2Jd3M8-*+^BOW0|B_O?2)&Rz07*Xk&_T3@OHo;rc}b=v?gli$wwSd8;i;yp{MwYTTE%~YRmxzyvvII z;9Y0tiKil8B#d$^n+a1%rn3u$(5vw^bK1 z;c0OK%G^9!ZO!%ifK7vkUV-E~=-*RKsx9E>I#x%Ctb!_Dxn}F=yS`%<%v!R;yI}X; z{}D$b%c8p67C6FPH-m!D(_hOpp>=|0{fu7*M30+dPkqZ2I9B${hA7%<4a5wv9J=dD z6UPkE0n$0-cv*-1NAM8rQ?gkHEbXGoN>Tt&GJswVZ-IQ#!3L?BGF~!DCJA8vkQ>Tv zv^ztOte;L+X!+VS&la&Wms~z=?tlaq4ar}^a_S$q#lV6WZXYj6oEXy_<>&J{h6k9) zmCRkpul0CbcaXL@n%w?jCBJ8`_@bCab`~v8K>ek{c}x;kjo=t{Z0r?y7Nn@Rw7A?5 zgMb3iHqcl`rgMn*k)@0N2VwZzt|y9)i`ZW7qAs02%Uh^ZxI>9~>^`f*XHme?9?}bk z-0z>>;{I(oX0_P)0{s#<_r1*TD%C;A`%++mSzqwS)q`V}{dr91n_o8~q8_h^`Y1OF z-|P2QzQxr9874A;A1ih#o|r~+~_L7R+{^ynD|n zDwUzAJJ;v(MpKE1M&$cykSdG*@cu)PI-d$vGloQ8PxtQ?{REl`G5Z(XMtnT?uUyMc z+>5I*856P#&GaVWR46|TD#rQGiP?L#NBxm^;0)Fvod5LHjiku4oM|T4T>6o|0NU%9 zf&-Nry_D+rl_6TlZW=N$f$X78bjopD)iu#Kt<9b$p$$2Y&f2|%a-on6pH;R0c>&}E z2$&H90n)PKbwF$*w-{Hmh;h@wTeMWJ8a?OvoX0|T!~4Bll+9nV3&V-%BI4PkX~gVv zSEsKr+|(FSe|KO$xG#|bY@|kOd#LiIWP}!gWmNNtza~^I8n0h4pir+C(-uXQI#;&? z#Hi3Xc=PiChlz1>KOr%Ux2_6oK$(AZpQ+U8TU7cSQW6wVnF;0aIy0fMsN&SIQsLgF zaA*Ed7uIZ8E9LxzLp^J`5N|tyNzJ(N$6V-w>~kRn{O=aHLYChOWJ9xfaP+00ce`?- zK9r0SF)djY@+fH;T9gDMbN&30r5O)d7DVIl`b`S4f-XN>*FgzXx1TV#V6+;A7AhQ9 zuND_%IxC9YAMupPWov_usgdXqC3O};dLwL{&_C!lON7nKWZLG@QU! zFzP?Y8besFtY2QEXU&9R@-WkYe+(uJ@kEs>RxVR^hT8I{MSy`LR*8*-gJ&bVM|u>y z#F}PDm2iDTrn6|(s9Gm!(2qIR;PX0*g56I5=O4_m%zcuTH<4|;#m?|qteRdNWf?8G z&W*#rA)GLOh8p`qAqA&)Dh9~0;#8o0X8WPVeSpRKju*0ev{Ug@+QDy<2avt~rZ@?X zj`m5207a#y+c;I^}x==7L}rlZU)a&U}Cc& zi>X?%q)K2(vU~Eg6DQ)R&>_kdMNdU@Lyx1+71G%x)9n^f2dOwg>3?;{D$#36kN3HW zXGSU;Es2B^2XhdwzIuTG6KWjtvn(6BNs|u5*4A*t(v?^G`N+-aR^9i)b8%MMxQD&-*54`=yN1>bqWGq%RAk1^~POj+JI=iU%azkApBm4!|S zS$z+g$-g209NVjlB#;QWuI?*NnA!<&QV?^pT+HWYE8tn-{fznNc_yjPJJI^ndKg(p zeHULuzmZ+hd;Y=3bN%E)u(v|ZyDIZVF1Dw#@5+bwE3%$Ted!L@gX=T2g4gHF!l}a> z@3E6_Ou0QCciViUGCfxo-4*ft1wXFX|HvBLta5dp1_hmFC*M*6@|C2?^~@epI=lhs zi3&SPB%O(wF_O?EOTcmC$ihk5@4osQ*kG00>0BRx=$+VE83^jc@J0fRaKl*gl5Si( zO@6|-0}DDuFO|Vf+=V3X9eL>4p5pNlP4(Abw0w(dGvolI%KHcsb9UA(O?WGci`F-R zXxzXoN{VQSoGN9i_iI(@q&Fc)tn8l6lDmtzo+9-AY7{bgu*fioa)V}Ib+h|s@s7_4#SSuPMOmn(6~4A+ zmsci=pxkEOilKQFx3;FH^ei>kjddQb>^N2+d~=}>*|hR>p?Rvss4;Z+IMxs_VSqaq zoo-U_($oFt(U`%D*!yM6+jh-{>)qv-WnL*Gwr$${QW#Dm5~PXctvr@(+N~pGBXZMe zyJWUd6{Pbv>5ag59xV5D-OJr&h0J_vWl<`6C2YHH@uxK{uGCIeusNc{>>xg2~1b7 zG;|)>Er$N^3=+UdarXu4IP7T`F<@LGlp=dFpuj$zjer(46`uuHN~uC@;_Gv|Cv!Fn z?u*vwPuBwwbd;V?7J*z@oi=idwyM#5f0%i#wDGdvyLye+n#mUp`41$I)7x1Fd$$I} zlGSuH%QGR_(3BQcx>i8~OgE0s9k(z%O^9eJE*B;UvNV)X+*~q3c)ob_L3P8SkxKjgew&EckWuYibYokZAIH5wI_%Yu7eS5kNNC9C^nYr|E2OPw# zxh``BM9+iSu;}eVHbLmdE>`GjAULWjn|rLYFehQtIpM= zAn^ct4jx@ppn3--#g^&`K+DFRt2ttnrs7LW?fnxW>?3ijLeI+4{Y+P%k$bI=i@Xio zW^>mB2tE5tmTUDW0;oR@P=-^dDw8BZUUXy5U{n$K$I>p^%&m&bz)-g{`fGF>Jw4r^ zO3(Ff%X4jQck@Ge?rZfq)ZgVj6Lh{o1o;KxP~SZzsI1mH;Z{?w=yMulkrjp)SvKYuxnedx+*b=g^cwDB&mqWm?V@=W%=%GYxoX>fJC(0%*+dZ7c&*CBbbDqv(cfZ9PD+iF;Q4yh7-X&vkqFM=UOKDo6ruUc|$qkXwPHT1#W(A}Oq!c@#Z)eIN7aE%Wvz2gC zvu3RDadLIdz_T*&z*LP)L7}3yP$ghYgqNGQMipcFB96hq$Jz3o+wD2unVdXbM?XHA zS#SO2!~0Q>;18z(?qN16XiKUh-U_U0?>6!wILO>KYDqf+n~CkPykVBl_dPvQvxUaW zAQ?IT-~FTj^A&n9Oait_+Z5BB^LVeVsuZ*y)x#@|(6Nyhr{a#HRRI10UAVxzB{hO@ zZ&O)_9o4VaHAupWMJ+?ilu{rJ$k51RIgg7XEsX?7rOpyd3SY+tD16H*$x`5vl}3z% zAFeeR13cux0M(RQ<^{rXb90}U0bG24dp(aW)EBJ*>>u0$;amnKy-nOAJ|-a$1ySHn zd@cD%`k{2@;O{tkO+&3ipcMRpu((suHlkvv-hLXY^;%^%3Z?a}C)?%`fr<#NqlB^C zDd~Uc)NtAetRdIRpawnMEPUH9$VvqHw0{Y)hAEJ-#EVBd4cEqtbD-&4e7p({*OoJC z_MlyuyL}GZr3D5SE3rRIT+kE;v&^Wh;rC2@sr_$v#j;B}UkS%uwMYO!)l=s_33J~H z1q8q%f!tl`RJHzzFKaX-pc<6`PSxpa5leuY^SeZ^=R0zo5kQhM6Fc6r=}N`Ij8ocK zs0h-C*nk=&*)eCRy}q){B*F7XAWxY2DTKXtr*y<~1hQb9)-&-J=0(!+oL7DrLbCjy;OTO8E%XncM|;t2w-?EfC)S zcC2EcR`Zx`y}L(D)jYY)m!mxifEmOB-UG&Y*|Y%Qz3or8l3esY`8%FmcAX= zOSTOp<7;)XJBfY2vWwMUYCG9E^CK+6kJswCo;CR(@M7WMbFkoZX|d{hd^g~#h;ZSr#=Y&Qk3oR zo0IQ!xJK{9J%M6ur7I&nsc3zf1dm?C)`PcB+qwbg*2QJ*gSr#(9o|^Be1+^4lO@;2 z@sCr$XSKXa6AE+HzBXFSXf?Bp)Me6HbuTG8^^(LQ6FUYYE4K2=-&Dp(SApy0!ByN7 zZ44rERiuHI=6RgY?@+}Po;Xc9B!5lfu&JYZzKcCE33L^(&cE!MNFG8iJ*bW#93*3x zvJeZ=>uPT4;v<#UTlH6hs1N_#XxwudX~z~VH`k2~!x7iR1(7f7-~GPq-e%d+F-RW~ z6-HnRcN>DS7IsXjz)s#P-#jI13d#nG_h-W9kGGA}MS-YOd8DN$ z@BmQosBBskH;J>lNLb!1nJ0ya2z;5+E`$L^q$&pb_oqV{qT9Cp#lfy|5m^CdZq(>= zVKh-dYR43)qVm|C&4-0Rei9K?ee`9&*dCsxajV{+%;3V;K{5FtWz7tH6dX-+077sX zoWc5!jwC-AWM^J{2!Q6Sp{~!)M=HP0@`>!7bCk0@CPR2=Bf_5`gYS}Jh_klNf@b>h zYETw5%(5gPKNx!e+Jl2TDP0l~ERy_e+Y*vTfj$AIX+S_oljjafZ`%JJ7N~TSl7?W5 zVB%QOc&O2>-EtUB*`K*__ix>Cblj9a0-HS8kz+Z(9yU$!>){Ti@M3kaAO03YO;x6dz*fB(yMzZJ$}+%x@5Chwq#v zn^82QYe?n4q2+ob$A&f7TDO<9Ij>Hx@fLe%O5-V*3CJ~{RFEMrpn|wXQhdgqg_sVk z$sUk?7+{I(KTc@F{qx*r*(@mg5uk?$P+j#;dfpF5iY*6%xox6mmU)Kf`?oyrvob#J z6#X3jbW(ZiR&r#jqef%B_A_m4VP@7An=h(>+p3?#$iey=4A>r}mPxED$Yk>7nYI*d$75Rm9ea!p1zVwaM_d?&| z1Ii0A^J@~4!RvC1!Q$#MBh%_#C0}@U^aOj!yulM)n0&F=i^xDN+^!Y=K-)qR^3nSvd-=617L%$75e6YcC6j8K!Nt4(1VzrxD zj^ekKa{>291Pg_%wi9muZ)7|zJ~vW+o>pdc9c}CkV{B0rKdK2o*yRjD-C<9`Tq8|G zdY;>&ImOHmHwS)$2R#pDKj3qsLJWxf%Ni*I;M|l*zfRto9%2%l^XTu1b1~^3)i9un z3@u(7IXsTghYuw}p5{T!Uns~kPh02q^J^u}DxEz09C1G9FGa2B1L~)CkAko1I6JQY zs`jdyA;sMzefM`g3Tl<2{}QOOLi@|X+Z|L$ArhC6j?2wr)+`VZhw~trYi?qMQHXOY zF>7t{A&{M)#7VuMz`_1oG|gaix{P-10Xk%{J~ps`MYLez=#Tuj{HgD%zl7t}h8C?8 z@XRErl#=z-8Q{y}1Om8lqY%TBqEa-*T_D6k@C37#{^D!O6?}P%hU95!>7SH?BKrfh z5Z860tAdi0V4A#;(V(sMT+vy&v$P^()&|r8Nnx`L40lB3jy;0uPXgJF+Oxh^WgzOs zzW?lh#ZnniK!DA4?uu4zvwdgJr!}t;QG#(zb#!K}GRRVa#vRkx ziqVfQ2exI=3H_|VL6(f|G(yG^0MIdXjM#GsyqJw~Wm+>nWxJr;gsCzPPw)%^%-7Dr zd)>S=S(%AZyT*HOpo)Bdr!4cu=u(y#n!y6m#vG7euXiUbfwEygJs*cIY$8jal8#~@ z1&PYKG_ z%JVgCYH8#qM4z5AWh4B!sRsNbZS#BK{C>#WdmuX?J*I7Kg)pkVli$ts@~_)jN2czP zrO!6c=blY=p`+%=7v$O|c39w$GB8BMC3E(K8#RVZySu$EalfbuPu#OClHm)Xbo|~< z*Om+SF=u~%B~6HdmcF)@c21(7n>`z`zRz|()95gn*KW-7dGt1c|5Rws_u!R%ZK$8h z!jO@Si!kkI0dwn8da~yLD)8iXJ#2!9_NU{UN<8-+E#hK^hI5^-%q9({4uD~;2x0JV zz_5qKzLj-nJYo0W@8r2Cc@6(II)9w@xeHy5qr6xq{M@;JdpX&7Qd+gm={{dC^h^}X zWViR;8S)0}(?uLhO!jCZdp$r6k`)U?rzx{3SM)0@Aq`HT9rGWM7}W^{T^oUQ63FUe z=kwyUK(6DYqTl-h5?T4p#n$%O%r_X*8LNVo!56oWM#FQC!~1O}G-b3A0#*OH+E#S= zcDe*CAjeaKkz9z-cWcX0?SOeDvwXZ7`FxxTunV-p9N|J6meSu>TA zK*kjYrrFdrHg)^-3i@?V3D&N)XCCJctY1V4Pv9NUrG~KU0LvtYVFx`p)>aBYyk5s@ z#NiVa3&lIEL>Slxh3DQ4wyleueH!c^KVbkwqTsH~^R=I2`oR5YgTFx32oX(qf`3+c z%#n7W9KSqTED+a{n4mIk#>{+tsRy_(48jG5gQ&2zhe5(s| zM!=#^Q>=4`BoWk`{3(?>P>MtM!ufeFV&z&00nierXNtE}{pLUVk#-gXKRDr$BcleBa- zc=fnArQc+^rHZ!H%Afp~2;z(i>RRBM`7@b8bX#Mr?A0TH5)%T(WDm&kS@!*g_ZFmJ zjzcWIkF2^aB%s3NuMvGAR8U+JA=oMoWgOs*APUb+gZv)R zjS6;*hbCJ>1P)H*`%xS!%NoC6kSTaaN*}wBS#tbyGuaX!zBPl}z^?RotlA z&ht9(K#SF`&V zSfA&ibLP&NDvzyfUlEPY{ST35ZGLqaRy*5w9yEO|gvA;h2e}nB4L17hk##>#d=R{W zE*qML<^)W3wqCG8ssC2-Bu}`}d69lvh953MH$AG{SDkyJWAfUM*gI?#ZPZPu3Vf1O zp@O2jk5ok?+-kgUFVSW$#Y4BA{_aG6(|En^KocmKaC8WEVOU!x0 zcenpfR`%G;*%7)sf17K_&%H18S=zShXpN@g^|f`iap%Y}ABr&twY!xFXLQ8 zuJ2sT!GrqxK3lDu+J6&u!Fw7GZom37$RS_D@Ah`{dJp^?gwP-4sBRU>Z$*QI(g}pm zucXb5UVB~ayMNDwI<7CDIwlQhup@20wD^K8-5qzf_YT&Z-hwust}HIIc>a*v_x6YBXCtNMBVkX@4Nb4{M4CD5GHm;oJ$ zAV;26^gUnbIqC~rzl!-FHv`)XZSf<4{{!7TJ)Bej~MQLjU2=Vw5_iFQ2#4B>XzESjIyCECPFNZDxn+|T01v2 zHzcpHq^2Si;J~onIaHmUdyy* z8C#JMEcFyAi8y_!`UwK#C!v! zIG2n52k>k5Y@3;=Fmg^Ecl8e`>cZa2Imp4?35kg=TByJb5L*;BBfB6E?0v7gL4^#8 z_)hnF;U z9}>^AClld_)Pf_1v$qeEoNyx%$(6U+mWQSHSJB&r6vOA6hY{M-Pq0@{_QKxBF(K3J_FsdW=6dy2(@a5-5Z@R`~|f z!#5h+{D!^iIt==5@{V+n$GH;G$&*`=M)FBk1RnQ0hmp{ruhOt`W+M-`ZX!&NHf(-) zWK`5|Q02;VGhP6kksb0Mg`jjo#)RXPpAYgEVI20L%zhr!eC_jGX=%hdXL!f2TRx~< zepq!M5*rYQo_-r#c?LihwMSK%R3b8Gk6FU6t@MRq7^|7Wq&vNAeV;BUvtqK9k~kK5 zSfr5e%0GSM|HRJDse?SABPQ6eXp-9xqADy@$h~*d`-*GeW>BbSdOPBuYy7pi`nMEy zh8+~IO6ZslB{vU7n02?oZOj6 z3=nZ?A?B}93YoLL!}}VE6GR%Q#kkdRtu8I<33|bw(!fCdF?y}-pSTD?yB#YypOZL_ zQ+dZcN7sXdk$;3T!u%1ZSE3r>H9uH&#Me*-s#M5|0DzSt4Wh`1&N=$6bU zk&iCCi^~RD+8V!Md*`>MyN!ml$d2a)JRB zQT~G4%VB}vL>#QPM*e<$`$nHF*HUfxxh!VGbGU!>?S>7-Y5R=ta&bo@12@PnoTv{q+GlpJO_$!nJ0XYty?X$YHx^)h?b(qt4!2A7Se*IuJPDwax z^Cd@3<-qiuv!-j|xw~iU_vD5*txQ7p^Bw=-iEcJHC3}U;vt>yU@krXQBJv_?-j90uJ=qn5qWmw|%1Sdp-llQ%=Kl%=hEVP79LOx8>}x zn2i}jgQ`Jgjih-VJ}qanKKi)qrLtSrh9FleDJTW_H>L4&MG2U(=WUKz(CunI8O?$& zN)AX!X9gTC+`o=kTK@5`;iz@p7HG*qu-LT6Q1Oe_7+0lhaEDwH4%{$WSy66*3U)q( zu7xODA0_@&P%ws^MP%F{M`x@C%7@n?x_y@J!p#3}HfM$L`=4b5O8}=mzj%BgiMIp? zz&{YaxRl|vFt|Y}kjCvIxeE_KZj6z2O=B&GEs9*0zw}r?TR+m+oIf9)kU^#{O)acL zCig!tz%O{BF&a33+TS`sfq)znJ9L+=P~RH$ySMe3fM%gHTf5satHbu#Kbc_iuAr7C zTuwlqS9Tg2-kShOa>$92&U?f9Mo2a3Q5_e)o-# z7}}GcE22%0s_g3P$oEQ2XeX-tq1}2ZJcQCuFwe>k|4S$FSL^uFiXp2egTF0$6+i+)S^(#d(|p^HN2`%Gd}h<;odFkq4?4>F{%z z$blGGIgJ6{edytCT!y*^g5JN`xlR)27QDm`^s1JO_I)}JRl+C=Xc0#;Pg${~{{kAW ztAR!qO&S3d6nuI?bI2yvZl&#_fOEI40_q)JQ^y~5!<(;s2eDbal)xx*IbfHsIrR$Mb|fiQZ_|bWlYHsOphfo0K z*>foPrj5ejs?(zLmFsPy=Izdqn9p_V-_~$Qk_a(YUgR{P^J`9(?uXTj3Zd7~1EJ@m zo9(qfG)%+hFg?HIeO`@`q5|hP!e=#+aeX6^|LR&u@Jscy|Wbsw)e0(TQ7zi)Eo8>G@ z!_GbouI_wges@dS2W>S@4FOn;Zlpq4rOhH4FiodRPX!(A2)+$}5NQ7KGrr38$W)k~ z>I7C&(`iGEI_)DLZt4E2kDwe{MYJor*0ADs0lb?=EMfq*bc0p8G@XsybZKM}wdyXi z$y82RJDlWzHIP+YLd^{i?8Hh#4uZRqI0~*3(1#<4`fIex!>oQkt2<}OZEk@v3Y%9r zmoQh`eK4?@iDyV8~GC&gK+@i#m zLwAGdHQ|f)C+*T5iuSTv(7}XT>zRY%&=<9}%!`ntSSZMq_aX581UV@}d(~(#2lSe4 zrflvRI68B&RON55P~D~MdJ&truuvx`U79v6!F5aW^~e>W)*0ObAS~59f0rV_mAS36 zhv7De*1~==pR#1RpqrxW-o|iE6rdwkns-HYy$oNYNczE8hBU<<8Q_RsR*v=b$9O7N zn@cN*NkosXI>huly{y!rHCqx^u)%;ybhdSrU*cw41n1!nW4 zmwzIQ6GxmLU0>TVr;d&sH(zUhc^vN*H;I}W7VU$N~ts0(xmEg?s+J0X74(3!LZ?CG?jnl z{Q+*{c3Yw167Btnnr??n=A_h??HFpIir0=pR>N6hkwJ0x%#9SlAke! z&gk@&6I>3=JJ6h6oKkX}eYSU(l>NlP3^5Um9d5zKE>DN7s!7Du0~|9$=)+5QAxmSY z+B>wXO(t8vrb>w`1>SlGn(VpYPuM>AEE}dQ*%F79FP++NxKB{~zBd)^o!r~{LidVz zdAYxzz;Qt~ZqHg?U#g&;`)0l~sIPWd)(${R?a=*m@{8dWv0c&(@Xz zAAa>ihHUp%BkTElZm#d}v%TRd#s?CibHAgBQ-{v8j9jlBn{K?X%MJF6&yi59RZI72 zS1d7K7)!lpUyMWp=ieLi=9p~iz$6(2L7}!NFIcHex&4u=B5}WV1lQ{%Y;CVvbgf{oKC_z^0Io!2zs@R1yuR z7`;AATwR2{c=RA(lq5l)wiIU(iH5TdHoB@^*pw|s;4go_dT}X~olW9rdL7jHoF^uj zUe*H>?k_>TM^T^V7Bxch*9!{`)Z4mnTLa74qP9$q1*|p*zlJ8YORez#p3t0oPLlYr zOqx(Bx4x9Ai^7~$lL8diRA z<<@1~b>s5vXz!}}v{y~5mgcf%4jM53M~?+k3;8^l5TLi)jefuP`Gx;(yL(Fwb>ifU zgv54Qy;Sh-ccr;5dSG^&s{^e6SX5+`n((RpT<%phYAM@FxyiC+9}g26vJ~CGna`B2 zd{}{T&4!^i<225^C|$&NEhJshj^nHZ09IM8weG_ye!b57?E0imTu>YpwQlsZ2y*;v zc{b&8Z4i3%$t$J58Yqi;2Ota#2H`3Zh$*64S^R>*jZ?!JrjU`MPr#mMD_F8;LN!(o zAF&CfCmah!vwr=+P8q>Ng1PXtp8lfE1?f6jAFjVlOO7~bi2yn3Sm1*bP=O1byg^cR zO0;NqM?s<<cfFut3sqUVIO6mu>?qgJHTu@mXh4;n9Wy|Yw=K6d5WR9+$ucIfz zeBoGRIp=`mIB}Q=Ly)BK((RZXAKcZ5qP=nS8VS`ZwQWT81RHkwbmwYgmfXPMQT zxr1BHNg#cr+tqw*m3q$G!IP5&v*xwkg>0*xe%Mh*TOe`vaYUex2S-PBF4`*}G%TBAP94GvZ~)aAC-evgtr=G0r`QkyO% zI(9YXsE6s*%pjmj2ndH4 z36wQS@h-@g?ld{ip%@DrV6EKKXfbmB#nS=k=*##LSvs@Y>|Mgsla)$2pCQ)N+1M{i zQO3?5pznvPBSvTKLRV_dZiu7Y72*}26XQ~wt9^U?YceM}0$qp^+n0**n5E~XfN-^5aa!j;D8YJ~c5*g57>))7qzWN5 zje^Hi%GB#H$q!4+!krNkv@U1T1CW_vx5&>eTT_@$k%NX;Ua(_o6(?xO{$Z;qL zpNCLWyEK)u;2A@_#sm+D&6L%H1kFDr+Kl$7(?7s;n9U<7<5GJ}sf=X}7f2hQ^@1!O zQ7hm6)(6mkkA@$B1^FeG`&YV2zzi!yTM*5q zLw6KD_Ijh}VB$`Xfw1?lpROE5rYFea%8+R+7XwCx@^TogV4UE$Iq_X@JKM&lA%ZQd z7nO*nK~6iUZ-L%FO`K6Lep+=cH&EKtYM+VWF|BdK?|=~xhjW<%8F0Ae52I|ORP}eh zo}CJJE|VW}SsMl>MiCK@n?Ax0q>Y%LV?CqL?t988%IB6I9?%tZyGMGvNEN){%6%Rg zKJVV!alfC&-uXFu7An(vSvx*W8kaiM^Chk@vVNtyXRC=BI!OIJO6YwFN$BRz@bUV? z&zF>ya~-|1G-j!7qvrqAg~P_<_eYWz+l?Rb8^@}k>dyd$TwTv)w1;)07ZagtL;H^F zK3Zuv!Y>ujDLHiDv}Iwy{Sp`@TD9~R!b!!3aYvZzG(-tFn*<)sFVleUny5R$pO z!_gK)SfHr5wB9~X{dcRT953OcE_?4`J)U@;;Q`{}(Grm_5N{uX`J$yl+N+ zuBT;Phe%!Pj#WLUy)k}wR|f_Y3Er=){>+&QTp=nj{!MR(W8FWv!EY^wJ}VnO`)`F) zt#|1Q-~LL-j4<*w-)VZq=5pVH@BM7en(iIeAC4cUd~&(_uMxU zby(QtE5||-elA3GI)aCcp?yK+W6_n;sgYqgRXi+Ye-QRe5YU0{+2+X7V3v3mi_(bXy@6_p(p zJbJ*Q6^4GAErY*KLG$zGPx8T(C9ns#LKPzhZWn1dtwJvtBeYT$l|oq>&ZCPLsaMVk z7T4&X3DcrA8=|qec=E)v8Z+OesD;f|%_h z;-hU3f!dQ7Ha5C~wbVC$LZyZVLCsuvSM_s%Gq0$!uuSa4nicl`B zC8VbzU(|Ms;hJtPsREiSQv4qPLqWX0000$`5X^wJ71>@07>y!_l%mzWym-c>*#Z)x z)wR847{jI{T_A`Ff;TY6*E4Rmxv?%`EhTl<9kr;Fx4pFca7fdT3ML6>G#T}8pzcq%T7{&PaI~;6 zd-D7WtAMR7OG{xSnjMftHfB?zzs6BUNu9zFAdp~yys?5*Rl|j*7p@<73rMOc1J06f zF8IT8(Y@#i1q285Z0c&lvc18z^f-oEnhVacA zrASCN6TQjCbIp@K6Ec617iFpYgZPohPZ?{46uxD{)|hk*5>#t|072v&8$(gVWsD-{ z-ZHgkpehas$q>_v!&$bLh^RVH>pRZQK?cnH@jLH-cZIztEJYn-PX0cw>9eVZ@>LR0K`>)b4e)y9t_i~eEn5|nScJ*-*MZW4>mgOo!9R5 zbb##(GsaqEMUmwy2%?!Sda#y`hNm7odd&?72CMzE$4~uT3_V1fsK2zJo>PH}q zq9V&zd!ufv5nM*zX6pdV&9r{}hhFvLKlG~q{Pqw11w`Scg=JA8hrSCo3oT=(GK9WQ_J&98p>bEEJw z&~2Ce)QN$A;go-;fKBcsUydB%(Y+q&DY<3|6?~^ zcg-a;jmzQXk=EKP{@-*s>aVP&qmeF41_wc?0%fi3T*+ML61?TVzWZ-JbAO}V-gRK# zl?Lq8p6w=$+T)Kt_CId>!i@)azy38Z{j$q^(!FTb|Hb#b^u4!y=845Y*l7*NIS~qN zoGERQff0p47$@^{?ZuT|Ug{`Ld`%^$ZfX}JY;|2(e;l;CW_gL7Lpnq{w(E~;L;%ML*W1H!KGO-56edjp zwnYIFh!c{E%bbfbk)&3KiKer6taFkl0_Ikmdn+)S#{&vx*|?2E<;lhY0G#E~fQ+ss z(e54dFMHulH(j^qPu_Fex#7Bba*^hPl^&QW49Pim7N&}kUq6LHFgpqpE=x8ghCOPu zAUAeus-l^*l=CqWQM1b%3ZBWp5S1akvoNJ+YkO-t5K+>AE zmN8M_vvV|6;?rbk>{s9m;Pv@-wP_n(16a$L=+A|8qdrK8dXuf?Y(zp(twuovIjQuB zxGZ@*fG%urg&J*yF#z^~YO9N!XB0O$xa5J7xtjBX0oj>#;{ghbvP2vcQ1vNp2|~Ad)&0!5BAKgEgcS98;W3 zDI-h-hSLQzQxILu7^li_Z+a>#Jv@oH7MlFRh2^reOvGR)C0bn(CCp4gSTzxfjEjtk zK!UY~AQ+1{yeLD#ud3Q00Dx5Ra+T@Gef`q$yFBp%oZN90y}X>LA(%PODXveiy^8m+ z@wOsjAzWFoF||&Ygs{f=*}i}PDvbkMvwlDFv~-_rKRb3-N;yqj%UjeT3{;j2?!OpQR?Anru5=cdi^#xi7W&)9vQ)6>>&i5(2&jthi;rNwr z_+=1vTJ=t|E`-=N+dO@4xpYMJI@KBuWSPM(PLiP6SeWbTboB7iGr#`(?+cXr-tTz9 zC6^%)?c2Te62rM}s{z2rom>q}X%NVn&eJ?oz3q;Bzxd#hs9u{^?|y@KZ=YXW?ydDl zSy^gbQkWntM*YE~_uNlHgy5jl-gn~-8~Oi17@|rf!E`w?P+3v-hpG3s--x0p0BoI~ z@jw2bKk@xrw{+k3XSY1?`01r{7i#rd5JmtOd6B2-_17%y-?Had|Lq%I{-T?o-Xrk$ zk8zs+<{y0E)=z%%;U~_5A*2veK6ZNLGhce_&M!Xt$M5>vpMBHoHbwrM_@|4_0)7*l zKvC+u?mu$R14nwpEGu-kUB7PM&X>LDroRgn+}|}`^i9|QyPx=h|M!nR_~?-*x^r`L z+ZX)zy+=CEP8~lv?)4%;TAL5tdgljjy;BH!?#&1O^$&m7v!Ai=$rihPVMa=kkH?oh z#OtCwd*Z~nKdiWpL?C2Y$;`3DM?Z7lk9_~jpTffT-iMEV{LcG>DBOANo~NM4hf%b1 z-`>X$J@)o@fAo95^IN_ahnP;g4uHVBcWfyOeeU!bJMLSp{j;$vgh>a>*-#55WgrAO zV?ZE5&RJZZbVLZ6oqT1nx4fbP1we$MHip?rsjM|l8vqrHb$!fOacH%%gHcwLW}N0$ zg{oG!c?K0pC8?rq3mL^St~pR%6pPEfK&i9m7R&KSFsmRaixLcG=e^}nt5@pZ$$H?Y zgq8A^06+$m)OgfqYcO1+dfVr#PhUGxGCNL(Y|8ChX8z{Se{Jv1g+@Idjq`VY;A5k~ z3Nz>9^unn#>1b3GIjhiG$6x~3+V#1guNV9SJ%Ji6H|leqvN0m5AxtWdJ)>Edn5ulc z^Av>ZHC=UO5LKlI0pM&5qo+D;QUS$@x1baCCKm;)rpnivL4pT;ww9tqgfS0$$Wu(R z1E*_&Qlu1HQ@M6wL!q^Ph&CLbGG%K>2+mR{$s{-*kdTwHq``(VkHV0`IUWz(c!<$} zIto(x2`$%~81^_HQ*aRjb_2^F5Q0HaA@YoiRKzh)A_*ro5|L7{mZ$P>5UBuKS6O$= zTx1}UQF2Kushau%RZ5&+T$FI0g2B4PV3pc4{+Req%Jl4Tk@09i09sw&Kw)-}(nqzU z5g{A0F>Fg}bYKnV8S4UhMsYG}%1pP#!Mdt)Hkz~47lCd(;xYv@#WgTc785?d-+y9f zy=&u@=;8!o_%Xh-0E84$DRNkGe}1tkQ3V*X_p!U^tWF*Er|(t)dDjd8LXuKk7F^~OMAfqS3Jnwz!lold z+?k(a=iq#uPizedS&7g6*xV;OG8kOBU04Ta*jgei?AX?5w@;rsGai?LAaeb($YCuj zMPURfsvg3$pGBZXlXAsb%6STAwuW2)YkY42LXebGKQ?C#tmCSIBH@^btO!>N2cvt# zRE51D46`(6V}me^YBhubGfOGrC~Ve~cB?Lk&`6>th<(>= zy?)Quv%^t$%iQ#r&e}Z9`YWq>nj2%BH7W?AIBIk|>1c?0=V?zx`STBc{Lu09*Ia+_ z5-C0rEzEa2?Z#SvG#Y2xSZ;UovPc5Cch|z<6X$nd<{GPlAWD+FKXgV5RedE%rHt02 zadvqDKV0oyzh~?7p0#cw^TV%w*~?#a^E=*q`zJp4z&cB=8E)Hh&8xocId6RZD_V`K zRUG`I#o|iur~a=$c;e*w$Iq;6*}1*h>G-S!Aw)VHpIKZwbmH*hTmST@-uRj~zWx>e z&>OpnO?)-jEZ{fs4Gm`g>)Y@8gTMI5YH#%TspXAa&g=JVeepNn@PGWT-?w+ymw!t5 zM};5yo^PF-X}$IL-ZL1bhaPx1N|G=N0U8ZQ**ImZi70N*aILkXp^I`f7(DXCxx4Or z><7R5B|r18e?VR)iUZKBC(nMyzK4&V9Sw(#R`rOGjm9UBJTV?;q*U0Mkx7jzKWdlv z`(=@R@sZ;{`ZNFKH-GU*U+|pkuDGcmy!CU3j-TJY_ZsnJ-s=<8Ta8A$d11Nt*?S)O zT80D7deUjt%M**E{^0Df6Gm%Y8WD!10wUq8$%-P)d(5or4TQ60)T;Umr`hZi|O6m5L)T6dtHtaMVFg$aw1ADP1SP;XKgSEZR} z*lNw`5Jr==*X)?T{@NXZQUDtD_=V58?x7=RPCs#MxYo}LO)Bu?TnZF1m>pSL5oM{O zr86LeP(dK1C`p*IfGOQbLyj-mQZMl4Jf(1AGKY=3P#roh3m8LjjaqFO%fmkF64{uY zr65F#B)UwV4@d=UaJ z3b5mJ1TY0Lj|W6Vtu6&2yNLzhMH>&Qwa7Zo#~2T(E_0WSDF~-N1(?21N>U*M&?RI5Kc!EHqyjKtEd?Pv3wAtlqytd#%zdM0ddxlR zm>3|ohS!!UiYcza*9^|F&XH%VHP|AGDU1=utV;@G(Vh?}7%T{D%g`la7Oh$5R=7xc zxJJwz$LpkzsgMDH(L5T!Xcp4;SHTY6bH3Sj!#)+C8Fv5xAOJ~3K~w+|G-)I-Tf^2) zog5}-^OEu!)kl-F0vsw?f(g*p#m%@J4lDy<$j)(|bD49QvnkPErKm2|atAxJ0{C-LR4Z_jj#EYpKQG*fM- zAOgtSp>IT2?%{qtXV^ADapySTJ6P)f|tw0CZs!`B7!qWpJn z`IC>_abKg|K5*kR+2^4E0EnpGYSdeeVXuGqiQ~WbXCI!QZNK{JgoK;e#6K#?fB*0Q z{Xg_JY+@7tFetV855M!Scf9wb_dkB7q+o8_)-5}>&u!n^&u zLswyz!^|g6oV#ZG?6qlt{q!;Zja)qx4ddCi(1`{ha@D` z8h#%q=Jo62P5=B2W(a~~PKVwpovlHUBTu0SixgtL^SqNMI; zhMwR}jW&5ky^tt#l!b`m%N@3mXI>}oGt4U8!NoEI0`p)M&XSPq3`jsp7)?nXan0Kb z01P1~)^w9vl0adIJZDpiD6Vo42q+46hLXm_!h8J=hVqnUjzc!$PX06IEXTRW<7vU?HR#kDM-pMpH$R zNr%qcAC87xUIi62Deq{!nwIY&t|h$0mRDrvZ~(0Rt-WNtx5 zVKEw&<8c_raqS{Y6py4)?=7v2hNIWN`X!@r_UMsQk34>AX{9fOXf`f=eV}B2Fg|;3 z>FkBI-qOm_x%2)0&@woT5JVJ){%R+X2$Y3lW7AzPwHReZVevSkkJ$B}ShmSt@=KWjepUM;NE5&G>|F;i* z?6>~#gTMVpAA0XCpLx%RKmBL#yZtkFKa%Ffb^CUxFE@_98bo36yk{N!7vKAB-~XL2 zYBlR$dg#a?*ZXgJ=9V4XFCBLi#kHh8(>;FTY`@o+Qhd{m`!8SM-dzh{eDKJ94?j^B zMYG*GbL>RFH&Bg6*q+&_R<_pZvP`0I=eD_aw*%nl6Q?gMu72NlzVMR1z+jZV{at@M z)OL2^s*>Ir+*?}NvwiM+Uitj5{CKRxSoi*0?#Q$ayR%`dLzfKI306pi36}+z1(&+s zXzbp%C(Vj9FW5P8Sq*QpRKm?{nOi!0-Z4{@07585LXZ$H9l=>&T5nv-I&YZ}MzKFO zdN@#0gn=Ss^5MW`sVxheXJ$0i{WY(5ZFFb$UcVn8A;hRZ$g?a+YBo(FrAX=oV%m5@ zrsH?2gwPDmMsSXjhUm;v5W+F6h1G1duU;sKP-{?9OB#)}<<-T-)i=EMrJkBG9A|&_ zzS{?x7OhTDZ;~Kqw9_T2pqkBk**<}pl@$B;Y%5EX=7lp>Na@m%D~d3X&T-h83A(f1 z`VK;hdV{1CQR2#+y_(&toU15%!`T?)A?pIR3h^QpQWR4dlM1Ty=p3{rIDo3?IA)9o zAd<~aWdNoEVh3Gvk$SrF^jMJ~sDSenItK{~LI`=0o*#f?*I)I1fz+Ahbm;BKz|IH4 zdBZjMv3WIQz37yH9s2?=jH_XBnZa60Y8MS=0T{#MKAZyqMw7E3kWjFOjRw1_(LhwK zff;$qc?xGB1bLrxPxyBRY>5QL^~(R;&%H5a8EojHF~eHU#_-1DjTVIoq~x-IwP0Iq zpOmCxN@7xqjALDTsyU)$oj~E+8D$PI!kC0WT!WG*b6CSg4pYKt7=t3^@esNMK&_7G z%!zuFf{@F?^S!I{?u*hOTCd)HMnFC$W=iT+kXg0rYU~W>n3;rN=ZMG*dteS)9ak2* zzsA;*KVnIZ8ZFW2P_0H`j35Lv8|}Lx03l3ZN-i_VfGVBE#BahHwwgzM)&)sPDulDL z(dIH^U686Q<%virB`Q^m6NDfPr64=#ktreIJugKV2_l%1i;T+x?7)D(Zqtz+_JuVh zB(r7fN^21(vf1IN4y8z!Fq%BU!DlN>ee#7MrHBL%`Y;+%EoimFT20j(?3^o0IHqQo zgCaBeA7>OV%#=~Mf?#|C$PI@AuGAm4;-*(5B{`9>cz2#$f-Ts;TKJtls z-u2g?y8ScvG4sKFJLHCUJ>%f+4}bKohYvlGX1M{0dXwrcQE$qmF5;S~H7E$3F|0MS zYt7G(hv}))=j*lj<|`Gwm*8p&`1>C{_Q}sbn6s?6nqPK-08FU|t7|i@dT*3nk%mA- zalJn7_lwaGBxD$YptX*}V76PWqR8`;j~(5&we!*!-uTl$`n^w~Q2RQ=aGd?Ze|pEm zN6+oK;ehw1y3;3@Tn+5zPzCm&8C-3>g|9#u$@>LVjw>q5Q|+d-ok*JY1WZ5m8hWB^W|Vm#1trB@Ijru1N?YIOnW&?N*)HF>{d> zX3z_jm|2+DMNy1KHqRgfm=e~2n1YCzp+Y!@(J&?Ql+zKXqiW=9HJBhJMX_klh*|?- zOkqSSq%fi=0Xvw|bE+wBK#*s-lL{!=V5t~J1fVRr%u(cU7S572D04qa_OfSa?aP%a zhs+wzQ?A_9LTYy*l{dhLb0mZHHccf)7NCnp_x{Wi5$7p^5GR#MVV1&KQET`rx_XOa z9;~9ssn!sUHpMlHYZTWhsX;1~g%^s$=hc-tXCofqDn$poEJc}voy#+m4xM#iM^Q|TF2%9mud3H0B*irfLXfbZ;e=)R~#`LRss;7FHvSAQkcy3=!8R7sr%NLSV_H6k&F|e6kAJ1lMt5|y+)h! zCr@2iS~;^c7#5~rm9rS;W~nzibma8mBd0$8+52DkP1jGISp%j1>h{kcK7Ii~K=n4% zr1LV3T@aF@gsp`&wMgyUzwhYLQ%8@Te#N&u`^zSTT}=Uhc5(H#JMJB7*KA)ZP`@Iw zG##$>4({D{c5$uVY=+SlhQnbLMoE$lN5yz-@{}DrcFlUyh@*5oUOspJ+=XUwma@MLD-qCo-3ZLfCmuO;>QjjV{6~=+L!))Z|Ej2#%2Nk zm147i-^4c}taU&0)<3!X;bXfG?hliA`uV=GfcHr1wIa`jGqogo_A{T<&(t}=4OLhqX3<~uzK>$(kDK9-`{@nOYi^4XYcsJLsE)^ zdv|;-?emX)_Wu8I+vjsq^H(C{ZG=>cojZ2o?2awn=RNBR1i~baUiq!hIdSUz*>j6) z!%Wl~J`l(`XN)mL>6}fXaQni{2LE}IN3rpQXfQ23=AVPZO%W z4w=NnaE_si-1d90TEq#55oF+{wMvR0jCLK^w{`cSh0y|J;5f5u&O6Y=RHAojkL7=qOl4xmh<)(wXpa1NG zYyHt%-}auhak2jy*GVa~HUuuM<+5O-;Vi<+b4w6Fg00JoGRq5Nopsg?dtNAOO3ln{ zOe9zr1*#1&T;wDKNr51sIGNIbVGNujpEgfKwYq3_NXT`wK3|>%0YwRc+1GMPAqYK% zo}@xl+b{?x3L`{OHOkf{>B4iuecuEmD2iZoMQqN-oDMlptNCykK`D$!JY0h{UfD}Q zNJ*`#{nkCtFS~R7EHoQe%ki%7;{lPRdUJi!=?o8gtP2P!JM$Iuzv8zG3PVcjFxo2) zQ083b@X77o)SZY_K&=in+7yJosRRaeK~f@!CT?UCX8*=Z#rwT^6NDi26)B30%N#18 zdP6kZ)aX!BrzoZ%f+TVbW=KW#2C0CYV{151A&6AulgT+9k+m?o(n13igcR3BQYR^4 zHGK1{J-bd2a1QK9N&-iLoSC01v&=ceAQ(+i3@IxTfe;i%C^D2Kg;7$A~pj4KNe z1+A8d6U&?=2}#K^44bW}J4-^8YpYOUyk)Blg6Ubb#*&YRG$o20x&&KTSDln}$mtNy zB8Wu0D})S`@-7OdELjCr5}}YHu2mOR5Rwemxg?c}9srUkNa83^qIdp0jJDc1=eQ^+ z2z*_NM}06;y+uJ31WHc0V9v24!Pywj28|W~p@MwS2fItY9Zac@J$iUJ zN?C>TyLRq9u&>qaG}^6Zw==V4zB$u5dtv2~$4=gT@8NHK{xkjOY+N@yL|l3KHV{KVNnidTHgMc-MM<7x`{vNRvK_0HA)xHErM zt?J(L>NWGtZ+rfYgTZLIH)?gSOuUbhxY=o2U2<9G;}MEnkA`cDOZ}DAJzLs)x6i%l zM_&DNZ+cxAeq(uEz5gSh{oqIMp4+}Hn%DjaxaWWQ!B>8b>;3dy5C6`e z{MDh87k2I6H_do6)}A@HlIBHTYO1$o5NE^QiE}G)KRa~%{Gp?#-+Rlaf9scjeEY)8 zSGUqT?t19Z@$Y8&QUn1db&=E|Rpp4U4Hsk1GmLsLni?$-EHglc9T+E0FCIC5?hE%Gw$?Q} z9U_|PG~3O3Z!j8;^E^=L(gl~L1gKWWF`T!pCUWewWw6uzH7<*KC|~r=*FE>9gUmeF zZ87-Bv2*Xg^)tOeDg?7F-KfWYWGV7jg^5`Iw@F>MfoQkSk10%ZTbNGM3Gd zM+1@6E4Mahz1i5rL>tTu8BlwcbiukL#~@-UgpjVk3P5zWu+EWBN+2O16=VRNb6Eg@ zb8xPzA-(Xp+6IOYm7zK+O8myHoVe)=FvFV4ODqc6m;Kgoks%xVsj#uU{+qGDxZQs_>>%wF*> z17-^nTx4*Tf{@y?>&}0k!LAgAZPZ#Atg$XoYHGHTSm+Yz5TgN@QE!ouBo)|kk)tf2 z6ojmr7skL^5JVJHqs5*m&J%k#kWe!0&gK`+mPK*%i=O+~{f`WKJqD1DsM)Sa1VVy{ zlP0GF*IS`hr^*qS=(m{wAy8!A9*=^MS~DPl!3v}l?Ji^h@};CBW1#>dOx5F3QWW#3 z;L(7Bh@@mGUuA5KXVZA^0xwopb z0%P;6TAx1Y)2(yw$@iY$TE75NtX+Fr0WvIaeS$@L4xK?%>AHYEU{qrqnMKw(Z%y zaC+|B4;=rE-@p5B|KzTq;C<+xFCLm*^oNE`BKtkHekU()co{@+To0;4$@0R={NkQ# z_OHw@eD&V@lQi?aM++zR?AT;~>138UR{|$QrqgVW2g9#>)pNi9z|8c?WA)LI;1ce4 zeo)xH@2bYq(&=L-Mr)-fUc0ASDNc?JJ^Atbp8n)({tcMPKZ06rv;n|*$Y;&F zX^oFu!J%NIHtHv;HURuaJr?WRKRPl!yD+(Z>Y*&``My^u96zAnN)xH z=l48#Vt&i6b?9B`*)vPsC}xbgp3gahg0DEs+D*rGw(j0>^32@y?Dv)%oxgbJ8>cos zq)GL8b>h?l02D5G*12f8zRw+J_ViL7vV5^}geV4H!Sl9nolH`xwC0RCLIi=wFVHIj z0OL$J?n<*`46$>~>TbF5>aTroy0x-8GI2$#e`>Eb_e_o4@}x)ZU`T@yzrC6=nzi4C0^0a6^A_6j;)KI5|7X^Zz%K8Gh`NE_@20dUXb zBjZ`S8HU|6$7gL)l*3uO(MWocQW_aJt~)-pW$E;pZo5li2OSTr;?zEv=DEv&f@9Rv zX$rz)r7~~_xagZ`BRCFoYUCBE+khkl&Z$@;Ljag%%4FI5|KanW_`|>0`%xy(mjlEClFzmdQ*;nJ6=Hh-8AmM`Vp=ui5Ut`}gh~ zXi{#w<+^wL>4y)WTq@VAS(3JzZJniH3~+&*gX^mI}hPGSIn ztW?o5A*oEK!Ky>ZIoOPJ#`~_{eT}qM$OZR&W3<)=0c;i>GPGoVR`LKS#}!IZuT5l7 zIN-VzMIZ#L3{kgf&Cjg2cTSRD7yZ>2!S~w@svj&To5p8k!XYWvc|Hmmxsqk4VjfjCu**kG(*pG zN@XHz4{x+m#%RwKN*ft=Ar1iPNIedc;9%aS-LmCI=+A2@vShHLj+ zWGxS;5boZkB7+Nmmf{ERvJkd?Y@5J z6RvqkRDw&DjlC6pjzG0std;^VSK$BvAOJ~3K~#%LDw8x*N+Y5pco2BT(Cq2OFv;vQ zrBcd;bA*VDG0^Gqsnh$nkH7xa&$G>YM~IQ3>Po8%#(dce|8C#5k5KeKu^LSlFKs+Yzg2tx(iuet{S#0HYNdYK3Vl zS|+84C=R0}jF%C7*Aapbjg1aZjt8aU=G{AIrjN-u&c(oxUnoK_*LCV6V`EdBNt+W# zXW&Oi-*xxL-g4(1cD;Ap{#2#RyYBwz!I?R)PzdVvFbqxDLoTpplZ^<{gtS4=>s#fm zA@}}Ba81+=T%hBTQjn$8UPafVID#aCplo+NSDtHa&9oiQRZ?n|0wSbI?sL9|X)({` z?zM;rgAx|Y)K~@}RvrS!#bSlBjEq5*CTeteg30g!rKk`g&5 zEy*ZA1ViXJY;+QYL$>c=hv?^Z$Fh`?5QV^UJ%^f{QqL=iE8!UZFNF{=!> zQf7N0BLE^JqbW^LW(L{-ec}Zf&BFw)8Um>l*v`ve zl`;f|sEr|@HPd@Du=2=jbzw2dlsh^smGND6Y3Fd9*tX^HeGmTqC%-y5UO&6ADv@!< z4CcxRJm+%}1v6S1ZL&0Fo(E}^M2TA{0MOEE`x2{oc=f6mKl7vi^PAJNM^=l)%b2!? zo$k_^`D=D>dBZP09{`^B%qJc>e)exZ_Lakjj*M=e7#VeC&;Ibi6YFIQD~(P;!0hyq9sBl*OL*<{I-U91)BCoM{o1Rad!Z@u z<@QCJGYc!L&2BO9$46?lO3|A0X?^Z?dXDd%yJ`-bCx*|=uk<=9Q>n}{fVHOqtyE)a zd1Ya7@6^}}ZoBbSFMfu7T`Hxtb?vU^{_`>;nGJ~30054QUSZ8p%_@gENASTfn_f$2 zNxHh^k51ycXI!^dkLJ%%CK<;}8OJNQr7Gi`43Sb<93|b*cX^>$R5Fv@CNEY<2*LU0 ziQ%DId1bYIdS%fV!g48xI%@-pb1ywEuu!J3qkC;E*8u=z3O1w~7zhtt2ZV>5fibDd zvN$#K3++Z@>+ao+c4!J^w^#w0nk*%)jg*{BeQb1m^QN4_!1>mzb{#!9ea~mU@uKHE zdC!hbcC{~i{>@ikwe^qx;^RMj@c08Wb08I1zHSM*}5q= zIv!*x69SYnN|DhJh3NXg1rU+Z7Vsc4##kCBMjN!r*jfQ1QU5dh(>jVmB0|52L79@6 zv_j7Z#|5K7IOzG5L=<*V3<2Z$5Z>ZIYbiIF@K|xUWm~r!l*NE7*tAuJUDfLlEYceMS00A+^2#A%d#F&Xf=yd=Pgs|*! zQi@b&?G@24pjUu2CYezjf^g7ZXDn|i_w0h6pm5OfNG7P2#rEhIFzHd2As}!LoC5-d z9kM6LsNCm&{k51!5U$~3&bg9GYi+ba;jm(blE`R-U_b~21Up7HhO{Q55s}qK2pMDv zXl>K}fH9C6A;V(XTKCi7mSpR`7_Ge9-Xn$pbJkFve{K!`wE`}nPy!(a+=~3uY*IQI zuwf9zl2MrhNZauJ?^^hfnA$uq;&Aad}*l43qcqqQfY0#eyfs9O%eiQtTF_SyS{m9FJ%-C z)<&t@Aem*YRc~k%tfLa5RDMis4%MGDB0xbxXB!FHG+F%-2_Y2@6Wxag5TJTAp!XND>(XkYq~9 z%pNzbub{Adh!qsPcmDP--T6Czdf(C0S(=V-+BDDw*djxX<>jT*b9=Xqz4di387Rfx z{L3#Ku2=r_FF$o~=IqMcLa|bIT^A6uGz~jlqxIFhHr@Hk+aJBY@83*afA!9N+b8B* z?aI)VlY?ZIrBS?Pa_6I&&1}?0{j1alfZwRcVvP({06=D0q40WW+)t|QsbV7j1!T`QVT4T zqsNWbaUy^9x8E~8yC7V*RIOO#pCxH8%HlY28BPD-zNtMsszdelkkTl#vaqnSu()sA z`0IcEIoIynwth3BIQ_!cfB3a;J#cDnx!La3D#fWyqc=b4>Sy14{oG>XFF*37uYc!Y zH;nDVh`4|E6z50)X&eWoE7%Jc1Ap7*(dp#{SMamPPAvIzUcpC1mB}~?f#BLbTYlvg zKl2MOxpgq){Op&%Cpc%G51wzGjZrJo5)BbDh`N9XK?#c$006DP7(iSL8)L{Sb?UZs z8fWeN!8$(ZZ|n)Ob8b!>$V8MEthrVEr-3Z)75DL zo{z#AD8R{>b9-2Q=o=I%>Qa{G$yid_M|D=NpdT2e``ZivMFvKO-J~1M96Ai83Nq&S z9{2?dYvQGO7ioO+q`Pib<~YvikvaDQ)sVZxn`B& zxm4H~#t|73V_6ha)CEAsgdw81hox$cRa8bYK_OVF0v6{3pzA}w6NKd|Nl7w;UKfic zKt_GTIk4Cdz*-pQCiaY(UK_MV#|0vt#BQZ((p04hX@!*M8w;z}&5X2mlykMjI(5 zX=P~$C>))oz&N-bD-?k-V0lUz)5=64q%rl{P^_?W&E8o=0Hn?8A|eCV8;oGd{ukG- zrnQ5{5VQfUKqC!y)KbUoS@2w|GN67yTHov)fN^9Tzz`xjej0T$15Typl*-7MM$EX! z5T#dSRnciQl-5>6kS0n00Ot;fYmsbRKu|Vew^VT6a_5UX-T2qv{((v<=wv393Xw6+ z3;`fgr-^`Au7T^FLnIztJa(r`L#Dk1ajesnd7gc5-VW0m0FZM)h73&91q2LA7?dGP z$>sK(uGil4dr??3mh_kDCV)}xz7T}Mcz z7nYmSXbu;lgHap-0=TYBQ^)ft%Sh`&buH#IiBkd~N08Ev=Ug$jJSdj|)OUV#6trZ5 zUy&n?Tv+cw&lQaGB#FUu#va{|{`$Ih|BgTTy9l#9Y~v^Gf? zwi`{Erq}G=a@UKrSLPP>Z5w~~E!Y3cY}-a{)Q_|Cpzx()CXBHNP zE6yH2k)+b8)}3Ny&Ep$@IgTinbdn^iOI+)NM^9yhn|JQ04%gO0bRyGOTs}K{nj1BH z=t!YhDpt#`>sm|Fu-zeJuG_oyci-^R8?W8D{yF;-pa0f-KJ=+Zt2;fr003aQ=m1~6 z_krJf#|I73{AvdoD-;7^KP`?AotWP`UU!iiORM$KD;o;vEOR)!>DoP;#)l6bJKbNq zKQgrW={H^T>N{>d&sp$`-}uq#rIuf*#+rZ#83WSQ}BzWymt&d7!oLu2m=l}003A+Z<$fA4SlUI`UM0))a%cJ0p?VPkhkMr zm(t7|86SL%$r6&%tCn5=e0Sg4$k5{Hv;Xw%gBRK&Ol=zZ-u=fUp;NAC6ej9Yw?VQ5 zoLkGcLHu6-9Tx8q5Rs)nAOqInuu?PK7NrpYVNitiH-kN5 zT2j~{C4tBW-2oX;l8DmA3K;E_Yep|?nL(C;QnVI|k%Pv3HxWUm1b}M@Eys}gwX}xP z&OPoqinn5K2dhJ1G{vDcX#-#|I2Vi|5h-N@?eo|3ZGdx+|2c)66M#j41O$e_di605 zLQuO&N+RQKrLLt!1jY$%Sb8E3K38^y3+tIuu#lH`*H_91RxR) zR%(!W)M-=LCN3~nG!V!Ph`p z*Uge7jFQiO`TIZn?3?y(8$YttNSMnx2gbF{d$$RQj$?T%d1q%}$3T5@0RS+9elgzw-;HDi*XhORH_2W#pW1uwtZ=y-wh}&QQIVNE0X2Yx}OK4(CHu zB3fBqNun46ha+TC9h;qZ98oD2hHB-DCcFwE4$Yh?`2vxFQZ_2@GTtuMw}O;1Mmw&% zGQTM5V+XFN zl3T;S{PgVc6WjM)bs5TDuia^`tn41!@yZuI{asn_4KTR_7KE?3_Gr0&rnnyMOyrp0NMWJzqL;=%_N})9A)=+TbNjbX{Kjiv^xS9M(CJ0XtL-RG$4BcU_3}ke-2KzDfC$_H zE$wt2`jTEsEUqiVfOC7UIJs}RO+dhclIeD`UXK^cT5FTWpd>mDE0**iRXjsa>XxUD{qAN00dQfPDO+Q*q}fJ-5M zX*WV?!5UUUl=`R7ImF?F5dGNh_ry`gyGO-r{!r+OWJXw38=NTd1u;s0_0NBT`1HkDsw5 zQL;x~{!3-xHuWGr&{3ZWQPu;28IH&ne6}7md)Y)MiP;N@?-Zh zGV|#7Yk-U}6_BNJq`_1Oobg#}v|A^8{-Y(MYs@s- zKbKl1TwE@T8Za=%e&q(j4T(Y6clmSsIFxtzDo5q>&yE8Hz&|dZ7_zMwQ93>93`%wE4tDW`@KxT=Ip@pO%iU zdV*~TksC;DF=9`f48LXeoCuItDVn&8$6Iu%Tcjpk^c>zKg$HdG5v;smXTQMQux|dD zRc%cbj_-)p+p)t3`&_6*@xtKOMG)>P>J#p7c@W_+}UX>f=sZT&-3=CpzXH6YHE zX*S`&cCuuV0PeWdRHQpw|TBFg66FeyGHaaWAvYWXb?3t{=%tTCBsFhpQ+FYeY+IF}04;yXq z=1ADXd8c`Jv;Be6cwxUgYAt?K3gt#gfRJve^|n&%VO`blX>We|_~E9^@*np|^D!R| zXC(l&4*m=sCpJjN)Pw}udbx3qB#&f?_c+MpvM#*(f~o>U|fv!@pf|bY@nP(glfFEh;4-X)CA10t}gh zX+;QbdGy*r6CfH9*Z#bh4CnP0e1;Kvo!pcn*^zu}_2kk@8A9Qn2z+v_`fhhP0&lnh zeQEtPp3i`Zxa*>zyiyXZg7L#o&*P|(2_+`3+}-8~&NV6+}BEvzKYW)KfsB7*<~y_0=&0rWaCxwKme0*8X-1iR+ige zQ2TH@U{#rKfT>L?h{8*|U{>i_KZPF8bCg<~T)F(kS%mcp;aAYMnLo^?j>L5qWi+2I zpg6qY_#Ze1f$MkH`ClZC0v?IQev+eZm`GhYJVAU83AB|_SF`eL2D<@AWDB)YJ`Qea zdZt>_EBiG^1p(paG-`Sl1>n(9*;|`k2m(S-)gQcaO!|`Dhkq{go!u6@PR0+uMWi-N zNW|rlxfx1Q3J5r1*F)klRT*2gE+|;!p zSj~ZM@vW*!i4o~Cj|3pfsFYuA&B3SPL_QuKr(K(?x!=r&DudA~%AOXIprK9!ALdfE zcDw!Iu}U5V|8Ty4E?GqXP=!1cb z-}!FVwHn9q_9482`mU#AJL{Lj`rwYRJ>IkG$q=D&c`$G&e=5TSFuoqOq!mkmHSLNV zKkv_vdf&ImQVI(<*&ax)i%+5NTBuq$I1X!4-tHLtu1nnyg^n-meY>8Ue|?5-l>zBp z&)BtA1M=%MCWtn_u_d~Oz0d5i!lzgFF5%DkT(42_fwbI?s0eNlOiyWtMImtg?05GV z%RMM`b9z0pZBe8?p{uV@z!ag3vul-6*3b;qpyro_{M2l5qf?)<;)^EFSn-{%K#vZN zvtHjSQK@yAtZ#WfYxLWvUf6+?6~s_{n&!5m#JE%*eMBM?6Ye3#>~97sKkiNIXZUbQ z922>yq{Od~(#c4fVJp=Sq=g4mRl_ez%uQ21e;sH~LdlG@Qa!_r zhVlcQ`FoXR=kx`K%Mhok=)n{k>uNwqoq{$2LhSeT2%)S+s|N1?>dpLgS=l#l60}0* z&^GN7QnhGssZ6(K&0DXZ@TW4LQb zIb37N{#1%;{JNybTLL~EZPmKS`QlbUO`WB)$Ql_dwVr~UDOZ{^+CK?~5T0TTID(bK z`vrAt2bj1C{R8U8Ensp-njqmf#t#3KGlN_;vmyQiiuOCJUe(xO<~)ZFL|zI3G>GvK zH0*xas|ucl`&tEFXYV$#kxzgTs&qj#@eKM3baMKo%Kig$aU3eJ81!XEA{w<33GXZSM`u+RN z0;RvNxP#m>!%Xn#zVg^wFqH|0mW%^fdI+2G$X^|(LpFc-X?v_f2b9C~QNg{k?J@TL zN=#wSc(nsK^tiDSJ+VS&rlhko)(&EO+FH5;9tnAlp4$xAUf~ z*bUQ%^3289m1ZY)8+3e@kHC>N$8dW89Pg#dnccObjb^vxnUiiagni z!KrYcV-#5x_GtTM4N7vo7pWNN{^R`p{(OG>x$(vn{^MprIIoma!kIl&7SidZfIP&k0Y&IeW+}Ol3ts#l@IsA|LG#x&polP zEK%5LHUdO6+5P^iiajJ9QYPVEs5<_S)r-)sH}sxeGdy z{pw9<(aN{AW4G1?7mA75f9IOv4sp{5yy~UF>TzZzN8xsF(XKxht)VE`5ce2DARxJa zRgtWseZ7VzyEciif=Dh+MkDVUtPv8HhK^;mg*1?#Ayjk3!()8QHKnA z&3_hF8a$5v(8Fz1-OgIX)?~6pJ^!d-FiY`Ps+mMEF?FgmPJaE!%M0sj)oDMpZGRlA zkILYV%81yBp!UZJRM+nIfe{<(N zQyqO#NDP1d5PyB+JkWN%3DU_`TwrPZYjOEAkO^o+*-3i#O?d#i^GA#U zfgTGoHAK#IUWkL7RYZiT4^ixP{5?M?pDB!^cn$Xb$i0tz0&fB=LWw`_j|f7<;??5> zL2;?_j7c6HBB#Gr_9 zO|T7hF^A6FYC?BpqgV}o+XbmB4V$a~;;782=aWHcduPZrG@7METG~f+i~fA3`}-RK zFm~M+Oy!86e`~p%kltBIjz$<0FyhatL0oU(FK#Ah;gg7h03e%JoqW$^NIJB6cGZ5g zF9GW*EE5!Cw1SeDaa`psa$W;)vPp1inLYfB7?B0pNj569otbqm&Y{KPvRVRHCkf{`v{JLCw^4&M74r=rTCy+)s}#&S%{@NkxK zba=65OF49pith)QMbS#o-{PFVygr?+KyknGxX{- zIQi4*IwW@9WKS+q&(mOjxwi!dreuQa3==Yw42&Ph>zbV9}b{#1;xTQk{v zOiZt~_{mtD7m{mQMrSLf4XQv#mIJA2q;4K2C_cXmDx5{O#c{aQy}l`0RXc0_ugq~@ z4rij=eB2A#@m$%-T!f=Hx%2a4-lwv+Ckvj}E5}vpV)ENwC-B$VTorpsiiYFqr%!*^ zyA!oD%;GmYb&lsABis zGu85_`0u4H8~E-+M?H@Rvz^`}F856atN1B>>4uvZkG_Ku&LP=TNvjwUOfut}A7VR2f_NMOmcoV7$n38u3m%MmIX zDY|vK)HprQ)KQFq_dtqBt$PWQe&(5hm@unhBcG#a1%p(pHVPmegNVn*uRzdUq5=Dp zZOw2um(<@;AXV>}Hn2b6^f&vzi$Xu!d%wNqo|nDl_#)#T-R5(h1=eujP{$?U&*?0j zTtFjbM*K$(_TXCod3aog+=hWzdBKlN<1F%xOyN~9MhIgl zbz}g#HYq~SQ5Y;H2*4r!T#W(5NK2j#=C}cS^+Nikq!r6fMvY%Q>M?`-2Muy8+KiQ{rNpL8ApBd#C~+3nnUI3e*G|G110j1thAs!L!2RoD{;E`6kVqNtc69j5_iPF-+aK zXoNrF(}e*48LFA;tA4dcBxxM2uUJSpYGiS7d%yXDu)?trO+7!3sDESFN+D|ZC1}7|g_Q)~sxlk!0 zK%Qv&;V(8L>zD}vxR9p>>qrt9sFHJaC1)EWvBWKoDHtO=h{6Lx9j<&7KF9ZBmXZJA zWfkoh(vKaALB~H?2#^ehGDCg}zMU8d^!5)BLAz!zdM42SEV5frmr#9*R=Fl5L5=FQ z?I{wPZ`SlFZBUK%`z|dZSdL4IdPZ-UQyOd< z!{B?1(cqD&lJnJvNFB#u^ucnJsEiDQuW}{9hlz+@g<0nbHkCqElN9i1}XE&jDZsz8e&8R4ZQD3H{Zi5F5%PRI$SQaziV_GMO&2YMmFa~{N{3@ zFJ`C)egK~Dp0eFnDcjC9!fmJ8Kie(~!@}7;c3AvwEP%C)*+ZR?q{ZTw?3w;r#h3Mp z7vEDKZi%M4&5jkxbFu)lx&4tWQ6Z6sVd(VD!^`M9kpZoe>>mrj8R>OOMSpef%Q;Hr z3!KTnoUinLk^N~=Uwy+DRJ~rV>UUB9AD$-6RXY!Fx;#4vqq0&SE*dF$7QQZ2*Xv{b zqx+yC=)O+aFOfKbAJZ1Z7fAp%GwcWjtm|#ua zM3O=z<}94*@PX5lKNkzC7`$hEm>JzA)@f7)dWiCT%h*i;6Sf|HBK%ztPWtf*l)!zh zkIA%HtK9H+J(ps=_R#f=jUjw(8>h$WI&diWbCdT$-^QTv*(6+_^!C=*&(pUAw|l=& z&3v_@1WuN|&C7AEs12MAU+nX~^w@7~lO+$0= zE%!I}1^4c?~`u0AJRKAVlsdL+w{^!oc($V%^d>i$x1L{cB^;`F3Ijcue(_`wSG#v5cp z9d{AuFLs6+{?ZCm;N*W64@Y0eS9DK>TIG_>ITtG(v z3k^P6)8pzV-ZLJUlrvW1tR*SfhWrIC zSLtqpCFXzLQx@>awBt*d*Pc60!njM$Bn^G;iL8j40*7 zN=bu1h!d2+pkz~wr7ozdhas7>Jns@5aBo2cqH#$FV%{~3G@$@b{xujIS<5O4rr+3Q z;Oi-v*7hFe8xS(>is^-A2v9czhh$HBCaoH6|FK;)`%CLfkOi9hY2pwgj+6_0R_RMl zy>4tI3Cmd%KK{R3Ck=KaPx-e#S7#;A-0|4N`)<0Zzb+m=N{!m$=1rL3HNiq;{YhmI zmqT9P$zoiNxJHG*^?E9|4#}n`Em4_lr z!k$JuVsEGuTcPVQzsH^Kk{wBThNH{cQ>VGS_lQ?~QQKsZdr?-dQ61pKX^)&lSqn)BIa<5$ z3(2fm4_+S81%17zXGCuJrQ8hrHF&=d*Gbt zUPK{!jb`!RZ`+Hx&r<$*VPCl~{7KsX7_UtV_~ug_28A>V?{~aa6{Jek2!^IoR3x+4 z)jd^Dsg*xwt+rndzw|zc-bTVx4QIG7=&gZE#>(+EWqC8!u(XQDsWMO;IF(zS%tro)+1NS&2H~|@0H)Ol%VMLTpPW57E zZA_S{aErAF(C{(catXqSXRY-UtSs|cQ^>D%+udmuVvk$8gdChlFLo1gD_CR}8k8df zI}$S_%OEIfx5(9F#;kQ{*$o1ZtS{g%XOhPz<^1adt@)C5OdMmzx&kMod(lo30zf2$ z(puR{E@uJwS71j38063i3%8v8r#0ERier$bFPXLIM!PO=ib1bgu?KSKf^6XuW<)b_ zJmMfd5MYAu?lb-X{J1gSgD(_}p{4X=$Enn|F8ty5f0L3fk|=Y&NqKu$1gH5t{K!g@ z5vUX=uXh3!6r}5T+bfE3zKkoKwxE ze4|B42G(-khuO!K2}no>`_6$mK&qDADHgu+;Ajp}7_(JR%B9@O@`#X93pQG;OCD!Y zOQP9SgO5()Kuph=trT7=kIXti*koZK&xLFjY=khVLnO0Zr1#q&7bj+*cu}&_--!CQ z=N*`fI#q+@JLevOt~mtg!09HhIXB%F49TdmYw_4aA-YyOR9DE#QSAc<%b-ZsQPr2WsX>z#4N>y@*GX)-xcW>;+5%qQ|xRKt^$n zCTfWRXeCj1<``-I+m<uYFTv;0mxWTJI~04L zdZdX|t<&eVH`v1?Hm2eb?O%Af&26DxI4;$?x%D%s*RAhR{V$xz6E05Ha}1=rh-l!O zd{LPxZ*qPJ6eTabJRwrP-0hxZ5|y{_m^VHh*}nUDB@Y`Lp9IucvnQV+1JH7vV?nq# z)ZF1OM*JZECJHVU8BL-F{nF~r$`e`#$|62;PIcL-BZ_YJFkcr4<-&n(m84M zgI_IheWlGbT=>lbKPHOx2U|053G>_xLVkPnYNr-rlZoDkvU?xCAN9CsKjM2%vH9N< z+uIOMjdH={_bJhB4Ym{yYm}|`qb~>Cluy~KS_+kHtg%{5xHPb=P4|(ruDiai-_V*@ zsc^6fT6^i5b+!pbG}P@$*-zzuGs@=D>;N^K|CrE-DSGiO8dvljG}Q z^=uT05+z`GbuGuV^U(DJS1toxqXXx|uSj`r)EE?Hc>Rzv>nOXQQ=dZ0A9qlL;7Q{8 z4_S<`(&n9sFpy;y7Pg`pA)q4ww4_#S^!?z81pg}CZb<-~03EXxPg|H5c6z!j+)UaI zkKhc}Cj~Auc$c!e1)maY;QPI3|;S3!s7ELZVjYWoJ#Jjv38(8r8OSQx%CWO`sD8B9r4}E*7 z9p19j!Y6()cgwdo>IknDjhF*HDcb?-LPZ??Qlq^G9A`^az(-2!z&y4>CUau( zG=nQAtUd|;wbyLd2~H>XNNZ$7qXJtBad8RKz;^=V0B!$}DC`O;_2e?u^vsXRzjTR~ zE+Bvzgltq?l_Ax~)_KybXkO6y=nB4Hi6CrxcRsrO@P_ivj9baW1=2(%-IL<#qahN< zB&afSBQ^@2A~FH`{Hgo-Wd}kMx`-0K{tTY}sqBrSLo|=1}5+C%w*g^5n515mY-eIc!p zrca3jdSplrqOD{~!>nwq?_O?JPM^p9+?Sh_FQ>H$fgz{7ktYR@-R*~Di`|9N(wH~$ zx*QE^@`G!QFI|x@&&p!l)zCePB%j-l?N19Ym+*kyy=qOpG%S0H#*e+OvpWYGeXjY{ z?vAdjH?gaai8{wwMA-k#?5aNrG&oo>9X2nzZ`~cm+cgDXeqEDAV48+Iy&r6HE4Eb3 z`BASLVoLKh*bYvu(^B3KiI5^aBJ))RP+}y;-5RvRCM#QxyI;;aXjjFYA7eWwSADMb ztcAe-2PVtsOZ*W9_zpO(B;~@&l}okTZeEu^!f6RVTS1pm^J-2HFtQX4H8RX7TMk!L z{m$DGWl(^^LPCZ&J%EXOmFME1{o{T1pZ@AmtZbJ15f`0fkE^|Xm3+Ncaegu&LAZ!q znnu~2Y`)@Hhi!*^Lf=+NB|_vBHVCV9?!3$NyXbF!>A5W`B!u`=TS#hTHGVH9myXnS zD>fn~D+c_n(*27syq`$%Vog(b?*CX%@FVzB+No}(>YS8l3wLfce3DkDitl6m@Ov{2 zdC)PSqH+NfO@A+G+#&YdHvmC!4mBW;EeL_i|8U!5N4HRuRBmy2{a0gi)mFk_&~4oF z*EBv1AP2FceoGgKwSJePGg0RR;$h_;{PCfJ*of)0VX_A;h+NJTBx&OFn&n%R5ivRT z4}i}3BM$ulp4=+{*v#mK%Yepy>X@aPrfzm3$|sq>WeE?=k0#qFBu2^YLwa3cLqz&Z zWMvS*MrbqsTIz1g39st;pqVdZ_)J=#A%ui7|<8^~DmYhUO z!zA7)Esf)x$Dwj*9&egd5QAzVFvLT=tAP*gPV*prjq*xhk`+}tI2gf1a{_6mv^0_C zt?w=w#B1T&WtjG(E*IhxGu4DgHlwq0pZh8#a^|Jk@Yb%l=x;>9L4UrN2xu~x70E77 z2bl)vu)>eVS#j-yntU9nAg>r5W6YK5;N~~%=yS9XEQT3LgKAeg2Z^e{_EMgjyBOj~ zJD{nS*KShx(bx zv~_IUkqV6pt>Zc@-Zl6K*h>KiH3SER3W5~=rHY#XOGV>oB61f><2%wk40cUcLWNLiT*JZY8LSPCK86Q}1Ow6e& z9fthn2yoEA(;ti@9=aZ9M>Kt3Qi=cmV;C*o#D!tw(W??Vh~Z+?B0>n;F^s4i{_Zm12UtPq1vC{-pE2r8lR0r1b}4f(qkJjrNmV?@s4L8(f?km-{!Q zLo%H5oBq@|O?FT|?~q?F5c`=|w0h5atvm-ewrzHB2J^Y3hk{xU7-sxkxy*sa^vwN9an_9lp=ck3HoDA6u~eU%BLilf5l74YH8 z%hC1zu0N=Vg8h0lBogEc|JLr`K9lPPgKW3O@=-*8O{c+^Q#cRLax0=F4Tq!-G2vAp zxEICl&q+sR>&cs}E4IsJ*=XMjCu6_0+)f7#VS>e^`!buGW!J;VcZS>^=c_&&T}uWl z=ebSYJyS!0I?OHf_GW`S+ge=`{JgbQe-@t8*~RX%R=ql#Y}}V^*_&Tl;4bc2mxJ5r zm@L-Q8u{cu1{I_FQDkM=KF1OM{M0heUuAw9ZudvOy$1g9^y>X2yU*sQ&YGS#4G)QN z8qSYv@L0!17buQ;8hd%eB_Y zzg&@vc0NYMqO}iW4SJLp`3IGT){@EadPhw%$NeSmD2SX zejkDY^-6xRj^?vbeHW%p_>y9hVzN-|H13RBe2CKy_K=}Djg9mYTs11e2+61w9>!-{ zy;eq+C*x$oS8trB=>c#ASXh52rr9`m=c_*M%eLJe=qw92&be=mg?7rSjt2jm>%~x$O!C_&8LuvFJ47c2zE+!Jg8T$m)`;wLZi} ztG-vEKe5Q$9amj}xpuF^Qe&6P!dMAvXdE*Z;-p~v%y&|m>|as^X@e~Eqe3=u+1neF z#*aOg?T;on3?D`hoHrBaCnXiu7{2sJm^=A1>iAs;Jz$AATtsF2=4K5tm5eNJdQd~b zfHK8=2QuH8YP2agII( z_w!oOhiw#9GLZ(`+X|A#u^qPz=?)$$d~r z^bu+=Z20R#iaoH(YKdEAaog!eVTP?e%ih{jezbDVvvc1#!!>VN=0K)KpnFe!sTg7? zFRzCIUh~o?DZ|#NY?u|86M0>s@#TSeR32g>u&4h6945CzMHebwSiRL*X89oq1J@s) znpWX605F-EIz)~w5t`V%78I{k>VC$95O-0JH4oe^(dcajVFy|a-(q%p)g9N@R+b|t zP%)uzcKY5*8&DAKq;dISrhWVyF7G9FDU6EF<((8zB)*=Ozplrq1;kx|0YIQ)d&Sfb zp_LvK^KZo@W5!1C$KJU#S}`kqo_4-frm#q}`76^1QZhh469*9W+-=RIA|WEdmqh-g zr15Q#>N`3$J&q?mj=(mPGijM2ZNti3yX8*`S0+XAEx{ukR&>3fe|+G#TuL<`c`(Jr zJ7p&6n5YT&lEd5N#dICW-vkC?$%ndDD*nT~8o+mD#1cS^h4vA_Ui0vyF$rP5HDfHi z&G?RgctH{%Epz;VN_3_uS|S`AAxdQG~rA45qZ8|))Th_ z;h3X#Q=6sYVU|tlmMB!nW@=}2nGg-t#O70^VMkyjTPNOcPrKrzM+mZ%O5$<_X9R%M zQVmnyw_`LQdISeCPy#t;bh2uBAv-5}h+?kMex=3Sg|s>s;%%n{Kkz%#Cg#!O>S7^*Myh;Q*zUlK2E&x>0JpSRBvo0(=XB1wOz^1Jz{olY~xgt379s zEgd~RA7OGH)m(#R5k4MZ{hAVJyTV@0Ow(I(+TPBz7_{PhAE%pS`mF~?lL;S4V!?q| zmk*}IWZ3l~s|8I{H5rICY?xKJzr)4fE02egIvZ2nm9XQL2lXlYDBp!$_R|9K60 zh||2TV+@UPx+;Y&hDG2CCcFtAXtbxWt!s{SrTU(vN6z8Rj-{_))>`RP$zE#_9X+K- zPjgkecOT>-dXuIWfk2al(h7uME$q-0W3dyL>z=Qq|`qw7v6Jj_Yx=AH5Lj-H=e@WE@K zuaWe(ZS{7~VD)|-yX|mxB(3go`{gzVE#=o?c7D0hL%FV+nNnP=;OyRM{@19_Xej0FJg>GYS7>nkc zWLM)hKc8zX0IC4x6Q0vIQr0FohC#S7JGnMl4Xhd(BQR~3TQ|GbX+Je)7Nu&IYY+PN zi_vB<9XVS@tDde1-whaKIWaYWULZ$VM1J>hOG(E&X`vB_zh2T#W!%t*xM1~v{xRoI zI>(K+=^?;g+30Tyt2AJIt`9K1v#ERtjb6Q<)(mHX$tGC7uOAfHU>5sESIP^PK3I~8Gee|h0Y`Mj6Nghj2`aUO=_4gybky9Be^@c!fA zGt5pb)ypE}HW~roxGi~fAXYa*eL4pRI5=opumcTBtk36U&3Hj~#Fv~@OSfF(B%4++ zocQ50+1sc>q`sJt0;*Weu^xWrF!PV~71>wTt~~6*b#f4KV5<)^1|;`-%c(~kkE-(m zsAB61`1($(K8kqK+72fbO^}M73*2coO}&O3lgD4cDzhlj%R+}iV;qjhh()1}r=A2z zO%)YB)y4sUhtv38o z$=)Kmf@1VSq$zaXF_b_2q9VJ&tWe?IhC__#g2?HDc>$NL-^OoMRU&LxxwsnVQVhQG zXW8gmnCCRRAJjoWwOSIv%vel&aoRxu71KoL0YBr{rx1UL0LmiVNYAYL$QdUjE~SPb zU25QpsWwF~S7C)g7|7QW1Yvh*;GuNwFZid7%?CH+wo_3$( za<|8;a5lg5bc-GB8dus=4tjc~AgezN*5bj)C{Q{1FvK`Ka!TIN!qwz)RCFId#9kzN zIJBf3!f9O@NVAslkB_mRSV*Ad@wxr(acbyuz0s;6$;l`` zW*RFAD(7=ieQYm6rvc@#!cA|eKWA|E1jY0b(U2gYz6-ffD&|3wZZZ7aDunGuMibK6 zcjj&B{zK0$iO%HWphG;v!V14gKB27PV(Xk79ysneJ6Q8C}IuF&x;11lRAajXu3MJ~}R zI0SW`ZuI21e6!Gj{LE{5Ik&deH77~*apOjw?EA6kvL5&U;N&ys?&LPuSYw-C*UeIS z%M91<2x#-`VFmf*&uC#scUVOW<=$u`f;i-UpMB-_ZfN3!CHtx$vA4l4%k${$jo9tA zLjOa&*vrywp$aJPn7_~#w}dBAj~RJTB`G|%ro8AXN$)>&RP1_UcgeYP8#pue+f6=s zUbubk?R~!4TH*qfGgA=CFDXln+D-@FwZgV%jawVr+wH}?3tmZYTW|kKqT5_-3^Noj z&14--hoaqjgE2a#cd^nN5SPV6sfIT)YAS*Xj~Ss8{3kqVpNfP8IB(#k=`y|j;uqzW zzcCG5sVpRRe_y%V@$((#?oi(dq?&eUqM({NbVrq4XKKq6`H@xHS;J;L9O}b{8dmNvj&MDX)-5(H9CkKEA~;E6($auK>Z1l?MigiQA|;PFA-uULN;)uvHIi`>d4lV zuy6EA^7KpL69(xQ{Q|RCo{Gq&t55yhXbU-XEZ6|oUV}VpoIpsKrPWA>L#htQ&R;8` z2nS^^X{2~%w)PZ(Dx6vwZt3_D4Kd90YLL!x+IIg{50SCX?Ia1Yzmu9SMgRg&5wSnj zC<20X#Xo`pJV7?9zc5tG0mk^RsTc>#Z~S^6!}1x?zOR#~`yS~f!(l$4!|^M?@z%!V%NJi) z(T{pG^zsT&d<3cT<2TYW1^57-RG*VcMxyl>ArqnyxkAJ-8Yb!^8ZHi{HRL$>!tIc} z^`$oz69PU}3{^~AUR7^l#|F8*JV~ScWTh7wqr1b$r)ojZ^fj z~05!9F2IeuY7hCFF`YYK{?uk8CGLiTudHT7j++5DuSMM zinqzv1o7v2W4|V1i&qafU*>m1^6ZFEK4n;Vyx~aLRG;FN^HfRTa<5o={9RVXh*My^-9O7^Saj8?nOjjWPT!Iwf@ZYEwGL z*Ul-2TqAE672@%M7|xNgy(bSE|38ypnp&-Wol|g(Ifw`)!PQ6iQb?&+Wdn@+u~(%g zBe4`8p6i|Iy>T~!_yCjUrk{H3*F2t{CaqYy9%*bXe1V~e!nz;YU%EQZ#?A^QH=Bi9 zV$A*#Q|uFNg_z8{rqLbS>6YHXs#1~!nq4mUHzy5bZLG*fM>7`cd=`TuDBdTHQe>~x znxA2c-Ns!n)fENGlrDZjlD_I6^?8EV5`K4Yw$Xx#2HXe)e=ts1RHorw^y&Q^ir6#s z_RmwKsvGw)yq#j&fR*0DYc8M86rT%jK0Rja?xz-mc`o8Ii<^$s}Tt*Y}_ zsp{il?fL2R%L@93Q<4yV(Q4a+v8fl>)N1=h((V*CGe^JcGw z-%Bf{SkoK@8EJVmX8Pe#*#?JUmO)5leG7~@@(5xp-nV= zv^BH#gpPm0kVUqc{aC-dB)VrBJ*uS49-*2crcD@YyVz>u;p=Pe%X!jpX_pSrbjcE0 z1Tm;PX%c>s$ggg$>Qe6HP?CmsY>STbH}6&*Y*yc#{)~bfJp5JlzOjLC@}A7KkDeO> zeU7o_lFa7c;3K}(*^I)|U2e(FgoaD8ubumZryP?uVKUYcnIHVUKmd&$1?l5Rt`*N) zP?U_lwdcs3_UKRCSS54`!HU7^Sk|{?_r6RZdMahcQ2FaWlaLtdIV{h_`ewz;N%Eh9 zob;TWhzjPx83kYfnQjsvvy-A2ojSa!j)H+uk!j|qFKP|=B4Pq;OGrjY8$SV#2~lJ2 zE=4@w5RQ@Tm8t|G&&Jv{nBJ_)|5jN!9#BCHVH}-t{DT|obl@T-$E56!(t{wEZ1kgy z@d6hh3MhQ{s@Xh|AqE^GuBX96RVQMECy`aM!&Qn!E9>kt!1cPWxPIV~t6B7$j9^wI zeoUTLbQwL&{F|_KImq%4SFzw*4N1~kMDBp=t9##263%X14#Z{dH&#!43Q1~3sE{&4 zq|P541*|<9P&t;d6MvdXy+dcacg4v%*Z>tB$ba)w6S4>Lr{tO+8$b=16@@oH06&!M zBB21xq+2q?eC@)E9r!7RLC^m`??kZOuNh_tf+Ws+@vy{S(trXE6CF|pB8S4Og9eFicm=6k!6eLFnCSu@1?h7!BuF8Q3=wr?C)n){W z=6hzvh7=Sen4};BUGivv+nu!6w)D8c}oJ@*idVs@TA zR5Cdblm6izE(w7-F^F^VQz28lnTc7kD3|lrdhc(m)0PAO!-v-Ri0K-gw_eS`gu$N@ z9?d+cqa~xG4O!_6H2x1wXBE{}+jZ^W?rud2#hv05FHVcQySo*KLV*T~giy3tpcHqv zQZ%@`Q{1)azn^#f-$4#I2xBDKd+oK>yzV&>J_75C`i`(h&daxzpQP`SxO1}JH3y%% ziuZ8fe-VmLV@vH_X#PpHZIFefB=?he52Up8-nCFEUu|93?r%#cq5=L-Mwz~{Axb1; z%sdEk-}mkZ3BhRl@9(p0uN`A+J@J`hw;~7fUH$g2mb(T%=KPf|UNJOHm3f@!ziHn+ zb~}3L6);>G3*9kV=6T=fJWKOn35Fp(-(HkJ}rf2zN^2Za`W%iGX8I^eI>u(XLh$-`bzA+ zcjjO3#>f`gnty$~{q_E`6C=Xm)Y+&?!+v{HVBf3Z^sQrbh#qn&O{SpK-4 zj*bNSxpv%DcxS9MYY)Dq!*-*r#KC!+rWc`GI^_&EX6adn9_z8!hySw4G{|VobXhpo zrYYSPYh3xX#qJhxQlECZNp|cfP9o=V&m8*PT$0`!J1Eie2@M1n7!@V1&+A?sH@B+y zxu5sGK6nCWzf__VjJ*1>P;0X{OJ>?>pvpam9eMbPPb!Ha`V-}d z=V&cU#t#vuD7qew-|g5c@+Nx?ih5N=81^9iL`HhLSXL$d=C}m3#Vr%P%*Cg72bwua zX78g1$gNpHJdF^nB)b6moH>kur!fQ&2pzi((}xn$YY!ML72!BwJ4A#;$#Eq^KwVYe z&FH19vmk^46`#j3-Q}#o3p0)xOnfS=ACdw@zu<|Wtzdw3rsZ3x!W9Eh3%hDc(q_;= zpmrxIRw=ojeBoSS-A${Lk`*6>y5v#(Y^xL~XN0seJBI2QaHcbm0^sj94Ai`6p@QJDxN)rsA5 zvrY{u6o(1R^&pQGvuJyKHri<$|TED517s2D|8&S8y!}b<_si={>)0gp2d}l>{ z)fFk}t?;s6$w$p?51C(8bbow=WL?P_#(IQTs(tDv4glME5!#qEGTRTT0Fej!Z_L?i z*!b_}%sg%KY43s0y%PUPtb=+OY+$gAgAlf4H&7z*y_>g(M;VfD>PiRwWz%=|a@T9b z2CK}@G75RDj-0sIpYh=cfnw z^G3J=ZOA5ME0C$%1Zc-bqmDU~hfpf4~;(Di$nVB%zl%#!v<0F?>zvm?7Y_SY~bY|q`mzQa2V)Kov92x9CtFk{!MEF?1O&1 z3^hXa#C8mim0H;V@*H<*4W55?H$6e~;OiCQi^F{pbaSUVzkk$ZxykAFSn_;$ZMeWA z%V+sK4uqwaItCyl&!54S$+Yto>C9R!y$P`NRgF1| z^&YaT>G@E>;Wk=15&OAjhWv(e<>8()j>mm zN$WGDscgxIeN}3|kZ~u)5Gf!{S72Pth7y1efnks-{I+J{MiSgDjM;u}V{6>Zlco6csZX1?iRdQlcDi zY~8T^$9yrB{yl>oxYvS5gtsAdY?ejc>>vEJ4d6Jm=qWr??Ve&31XR7B-pXK(C3&ql zBhnoYSJZ_?DQ3=Fd}v1mp0kKUJ-D7+zsEhxmCIZF9dYrS{hqaxu2UHsX>1J)lK)tE zuR79#APgYk#sx>CzpbICI2y^T!D|KmxUVQz1x!nDt`0Xilrq`bS-CEbF@#)G_Bl2fUEBxeyl)o)b7l>pw+%>v4ewqS^uXV;M!1DV`GwxL z12l@^Z^fJ)r8gWe;vd@3yM&qZImUc0#6kKEIJx9jq5t~b{?&e1d5Rqi;e_{2R}($0 zWdNOiUFc!v>7CG6t1BON&*iHnl|N|jE_(4oFHZXHpa%u7Bex2&E(^ZBV(d%GBmCR| zXG20pw=>#&ok0q5#IIXi*_#V}iRAVl)p@!Grk$6?Dx07^$>)3S$I;M#aKQWPoAWDL zYAO+Uy9{f+xKL+HmG?r08X)%gJ!0{En`c=UstPY=qC7SS1|;t#sLJvxPkG5cg~Y<_ zPe>cE{d&*E<>05nuE{pV-uyu~12_I#gC5n|{d1B+analqUnm_Qc>{z$VHorI;tcen z8PP6RuqNQL*%7fv06>{s#cpnCCI8L(1>IFjo}E5u57Lq*3$$LU;4K5K){ln=G{F9H z$s3d4s5!lr}Kvy=}Uq5C#jgHME!divcc)rw=lS$%eoZtZ0B5W53Y$PBl)E zRnZD_sf(Olr`yx}N$F`wkJVenev!?-q^d_)!N~3#Ad?Dko}}8eV({7hp;qbD1PPIE zfot2+LOaxzgWuqX^X~C~nVY$bQ7r}dkZ@vxJV;9+aITJ!d%sPB$u?*Z^Z!_YSbS9? zz~p7F0*^^!`I{*>VOzbtc$o6*WBOtuAdvf_rJjCwpovcvS#DLxlUord2A#T!FSjt) z*c@seb2IMlxWJ~?RX4%CPwl_`h8z_UpLLsBEi;02N90enver5(IVmNoqBO${skgqW z8HV@W4+x|eSdj1F#YAHiMKxf>M1iR8w>(gn8R&V&57UFQPA&#tpdU_*ctiOQAKg*x%fFW<9MZ5l+2}y)X`?6yZ0vxyf>cMx1+}>_wtN^O7Mj{4b0sz`u}dK#Rs;C>EFPkz3M| zQ~jH0L+nF90WF<&L0~AwB~FjYpbHZ{#R(%;jD=ycDmfrpkgaG=97#>5(Smpi)eGv& z1v>(q&!BT{Pp#ix#iNkB#u_Ai)Wpb>T~V^0Hn0h)x38zeCm_tTAiluaqoCbmY+jvN zcu4bI=_y;N;_$K$;(+tP7&D+A>hQ{@YVr)ekH)LZ9x3W#n7^?|&J3u5U3fgs4`%yd z@1Hljr_b?zZKo;!gH&SEMSO>9ocq!T_>y)(?jzd`LeGz!l_5JLF?;i~{FTd>!|b<@ zo9wP3r(aG#J>DJVZCygXLJYyY{d~gxlk4Wl;-lKL`bi#z-XS>-2z(zg3Bp-iDyqgC z4rQZaQS&tyH}EKWln1F^QBVu)lbN1Ber0Uf^JcMX4^w$DXp)lEr?su-x-+>Y7T#i7 z`&U2r^yknu@H}|!o%dO6O6f>~1G!ZX(pZb_+6ILY=r4q0MB|GFF72ql`|mE9)~i7z2P||zobXu zUh;n>+3L~G^m*B=`N^hb1)q5#@SXqe8sIYfjV4nIOoZTxs`*Pm#{qF502WbH4nZ_2 zV4#fdCb$q+n6gYo&@?nw=CcQ+(_ibvDO`q5Lb-QlYcjJN0l@i{lk0 zA}pp3ovk-i-*=w|nYFG0);g*rSJ#^(qqhTKr>y{!U3a27ds>jHN@*2BQk=W<(|}>q zKEmz*g;G>PWs4d`6f2#BYcm&dlJrI#&VP3F2m~tircheqg;5mVT!jVBqd(sFG{tY< z@FUQZztI;YL=e)3_Q6%yRJv=b`EpCfa$i_4EMGv@3&K2QhU|1ql&Bct%Jz}20vvx+ zf!f1^&tsN>Vsg{^$}5;Azx)I8z7N)e!#eKt`fnlbLyge5ZD z+lE7=;_~q~xolX;-?Y5S+WMs?s{M^Z|5yIjzAZ*RvfPr7+S*vbN1$ieHEgudak7OK z;XwwX2BNGoIpQsoCwb~E0=w%JP{F*TgLUKQEJr_omO}n;*wFAc1zZ-56ev2rlDZix zo_ikt`tBvwO~TWe>#LPaf?Oe_;e5A!{Wkxy2ge)7T>>2d80h#g#q>+Gau68iD>@t@ zKu{3~1lKu+B$%dyFGtu!(3EnuC#DC;=wqw3ITsm}lOUkaG5JgFK}%;?KLW2SUyAYG zot^R8eE<6~+lUlok&$mvU;$!{LyVKbTq-kGfHO=%K@cD*Rf;hwMesmjb}j10aGIKQ z$P(108M~>-y7S322ax}H;2mKevAg= za@KN6EBY+t7kb%oO6^+L0_q}Ps`j}mqT+fKzco9zB>FJu$4kA!`>yXvsYro)N&0wgtdB$tm-eUHL6V9>FzW-kG zzW3jxgurW;-K|Boqz$JlOUy1P<-W-nG!|j5B~1u7j(4>s_ZbgccN)}>*JK^lz~Xh? zOvKdplAqbn<==n8&s?VuKBy?+)m-I&h17*6WFlU#{a-@pln~s%#p-`_U=DPgKSe;D z%j1Dj380H-YjG;ugBo`iy9aHOcB2D$X~i@las+hzoDZ69zE6%Q>fO`TQ)x{NULNLS zv*nr5z)^zV>T{h{s#3}eu7U`O%^@)FSHWAKz^*HN*L&S#LHp1DspdJ;#aD#q>D((X z6_QVfvdpAxNcDgaH^L#1A|ON~HU=A-FJ}+SSGNaddbi4XAk*-cAa2>(R|4IJCgje_p`oNAY32zA@?wU4)^Io;Od)l0 zIhjs=*O%;dMy2uMN|nvdy8+B+!N$SnyTB72Q7YLso9>q$oJ=Ux5^TaN;?cYP2WL+G zc_`HXWn*6+aJBA7$Sqp|v3A!4xZs0Q^IsW612prST8@JT8%pMQn?QR=*r+1~dmeDp z1)W-Q{8B531SS6QC^4L4!9@5oRhA=?q3$0)|w8xi*qG5-xIEL{PpJ<|DRm!ofM z&wc-3eZgxY;{2`CC!g!%Isr=8>qmf8VA?)M0t;W*-)9wRob&Two)xbm;Bt>Z`_ z0w1H}k<^XDip8l=;0O5;G>C&o^SnKI^jP$jZ6j*3G=vaR3JgoY*CHvg8O6|sZDd~CiK zvcc79&G>}j7!(*F^Q=gGDLKHNe0TON(M}4v0Yi!{0f12w0A+JZFa=rODe}DjIxCW4 z7@Rv`HD*l=qT_o%K%n&Ps`?!msyFZ;O$1e%f@^#kycQn=g*C5I1~i|d7N?EYYtiIw zX;C5xag6O|(TDAbDiISUsgF%&79=8f8Jk6!q%$(?#jpS^52n(eCJP=`8!jD6r%v7h zO?(kb-R|hUQ?gmsIwcwEaAG-RWsp!eJK2`E9EV=FFY8g*088BLClX{jo4j2=WssCI zL;tfvVHHy0IA^#6iKr24Qn*6~IM2o?Alf5iW@vS9b_9$0LlWeT-2jCKtMw?cWcL^PE-u7XeY7lp%kxuH`1^DoXphl zW~CJG$k`9egqHweOTR?AGJfJk-wr+EiO(7%Hfs|-Zh{?=P6@#QF=qYlCoyZRtp^TS zz(ucj?H!l>q1>^nRFO1>bTUZjf=C+@Xts?Mu8ztFSM66OTl zZ{G|On39pPiQqnL^E?uH{f0fb6O~EHZ15U&ERNzJ+fs&D1{R}Cg)dw+YrEoBFTm3C zO4G~US&r5kUTw1WA;X12VOgT*ofIpBX2Z@^D`7m$hV@VUoXPAQ*Heu9DbhDUyF6-h zexW!dz!b1b@DMJT0Ph-K_reEoq+;>~MlP^4_yOcCREM0l!JBtcwuU}5o zbf2Q6ZYq3+X%d2R^7BSjLXH+6I=t?%Zi61?r<2M9eML_K-lzlenE;t@y}&y@cX|zA zl%(I=|2I=?+GW>#H+K3m4GdVBe(HM%+4rzk&G~}hd^1!!5?^}EqwWoX5xLSOXFr_L z)PWQZ$)KZY71x*cOxLEz>&A9}_+3DbvZU{BI{*y&2Dw>Z7B%l{Ntdb>7A7kHYFe_* z^6GyJe{1K?Xkcn69H4xsGvzDSnBtc~ElrQ9Bo~(T+7re|C%Y8>c8i0KqiAb8+V5w|*8~W3TUqHGb2*5IFc50uh9^sx64Az= zFMD4Yy@m*RS`>Kc4p3M?Jn;PAI(dm1Q*rK%L=6#ee$pfY0vivvBTYmKftE^Y<2EOF zqgw~F#viAh2z|sBArXtgDA(pyfWvXX4#2eT!lDCu3ANT(3)pvY<)PL5nHpKy>2MBt zi}QQBlI1#5jS_t}35hK+=o_DCA8j~c4^n-}!ut%{#6K0BabYsVg=_1+1ct>A?`0*=76W3|QvRm$19!p6vQ?T2_A0YrqL*QDC2Ug|z#u#HLO zO4b6k#)XE%9(KKa+5{S-*^~JiUvKA@8GGG>cJ|@*#U#eKN!y-UXX1Xh;M8H0CBtWk zfVype@#qTQMZ?R*WdFT+7KmXn&^^Lv*3(o8flJ-XC_$ons;BZxuM9qd!G}xzGMzF@ z61#6Rh#@4U{w

FFQ6u%burCXm8py@u44#4EtA3mhYzjEzLgn^@wuTE8p#Q-oiW2 zS33jNyQ(>qQ0K};_D`f)--^AP$TC8g(BrkXBZH>ESV3UyoLFdp;N8>OCljbj)6VJy z+O76Mutoim|Epb9B@&;OueF!Q?<47FOLsi|9Y6d{=@LQXfseE+L>{`eS$P%_%>IH? zz`f!dSSK4kSc}x;sybL+sM@jOE4!deIYbC-NHuqh`O-dbAfa{sTWJjiOxpkT&b68E z1Ws|hEO!RkUF|uScZT?Tn`J0TZC88|v|A*Hsph2rEKQzg(~&2)%@*{{;Ik}*?25_} zGgDB=&?jD+j#8L${R%X6M`k=?a*?hKMn@jMY)o+wmq362-ykhsfyWV8;#tNLjbgGgE*ZVHNwL!Yax$Q+1Az|a2J>4e;>K4> zEzMGVNL=H169)mc{G&=#3~COl4l)6=PF2Mi=Un#|8k~s+n2PMP>@lj)kIM+4S6A;R ziMq&E4OBjdBvOF#h7y~*Q21;I+^yy4riOjW44G8<(+dqUY^oqgc9=74n&kJHzByXt zV3MSxs6DC12@nsEjK>$-fr&_v5G6a&1omG zkj@s)3v@F`MAYZPN7yybHIF4?U_t52-QrrBt#B2uj1s-Y-fUrnCzxkO3X$AT`Pd1;X zlOg8fzju;DF3_+oBxdlS7c8e)Y<5|ZMN9D6#O6dxB$zlK@5q^>`>lClagOeiHaWk| zYRDCBb0EMPtHkb&)FVPl;U6XkGR*jiWPpinP>)A0yJS-zGWDH_RkpvyyuS~)m<+Sh zOY!h>P87A_;k>qvj)H@e*u#(8b!NCd$`lAGERLKUzDDKQnbB)kUXoA$-PUCZ#|2&N zrvAM)WX=!p4E68$HF zq;-wjl+r6~tb z8TGR1o?Br*cigt04!-IE{;-x|O}+Ij@A6ssg7!(mMgy}wDeoQ$k4Dtn-dKP6GT2|g zek#k1TGHRYzpvZx<=&~H#d)qrh>uUd^XjoY@PP`SuK3m<&*7ttz zuJ3tLB=bF2=UtWrTHi{S-?BnSy6N|f1p)n#t+A)83YSCL5nRtv)3dU#Y%p`%28-}_ z-u6KrzOEsTExi0o2F|WVT4qApKiqr|pM1E*OXU)8EZM8hNVwZJC)TopAHB>vHyT!) z1YN4AsX&F3Dg0Q?)4lD)S@vzn*lHP+vUErJZeY-~OLIc)al|F+EH?jWe}Wo~sQ84v zZ)L}0+s^HZ=bY@^n!iE;5py<+&LY=bR!7JN%JMbPPUqlNdX4N?Y1O_H;z0m!7ZAd7IP$BLMULwdW#4ZZzTRWneNSy5)e@W`_l&Y;kE0N8LtCwrXfC-u9v@=|_ioAUH4h({_)a8%O7CMCOTWea=?(*{oZM zUy8T&vbF8`_|y}6H>&^+GZb4^kW)xdrxEua_N1QkLf~OZvw5SFQJ9^ep~>n3K9}%2 zHkbIiwP2OvMU)~Yi2J79K!wKetf==Sw^oAHE-51gS^@~J4t zf6|uV!@3NGtTo*js|v-qP)FdLU8i?Xa3C&G*KGXj55t4O2e09Lwbojj*>OX+#9uT& zo#w?#Jba@`{~kY8ri)9|eVq;SPFeaa+sT z@$@dUd)MeSRV7w+BiX(^)Yx_+e|sv@7I>P}lLCDEJHw4A0U3h3RGANRlBYvhv`@GU zn}=rSSwDiich;J(JE+{6?L3R}u&3EKfX_1aRB{Q^KD|%*@S&mAZvCZFZuvMuZ?Wx} zAnSMxwe|Lu^eD7E(&(6F@FG7uzmO3o6|;k+!|0X*DPv6JXyk_l;oq< zWktl@R;HZc_ihQE5k@ApXT!u_oj+)d5QS3`E4l0QEi=kZvK7=&Q@1k&neniwQNt8kz`36@mz95g_+~r=7ba zSq3#J#ptlGyyN-bgvurV1|8_+=!t8wIov?6Tr)d8BiWBIN^UK;&4~x8<55S$u@XfF zscC4N>LI~Z+h&UJi(A+iIb?H)pc1ksrIoN<;l{GdA=h%f!`$q3=wmfE0Re?fUwRc- zBnR49*Z+CoQ{RR>+n@7V*_e-&dJ#U6fqthWhH9G0N#U?Elx@Tne2E`We;)bX=n$5I z1VL@qf1MZiWG}~(A(vepPlpXIH?+{h=BoLeY!fi4ZTip(56A6Ht+AZ}w7+`d*Q(Lk{eCeN>@#=i7#SRvTV$tQY(s8`ZDSqJ zIV`oI)gC-2wt6w-loNcu6)XVi@;P!8NmQ_n=Vd>vuG01l;#TM9iJnAv@q?{wD&td3 zQX;4lhU-QLez9BPgP*KPh8(U0RylhN)QkGt9VZ}yzv1z(1PL$PNC zb~x;CK701)HRV2%6eY6*btTopjh*GA#k$?s|>2hyqGOqy};z%L)g@?tV*G078q5o&`L)!E% z5do1W!xO_m=6xiz*NG)Q78{El-k~eMyZpz54slFjlwudPO3~QJ@s14R5*0LoCuJK( z2oFY=^7t|du}1Tpz>3iOHJ-rGXx@BaSg{&4Q_BNH^r{tOL}iEX(0MwJqzuRF#tf6E z6#kobE+F=YjVpX+9O*Cq+o}{7lZ7>n$%)m&MxHV>tcaov`-;`JxGUPARS6UQkTTDu zSIDc1u2u1xJTW<$Ye(ds{$4t%uF-iK4{!i;7{QOlV%h6&m#Tq13lOB|xcRsxd*Vie zu*-ytjM00@0S6Zv&@l83f-ExK$-Qp#FKmZ$^dyhb_y&_q6d0t*5}WU$t4i{zc-j|*+czu1Dw^d2?yuD1Uw`yq3y*X2CF;*cX{kyNkr2jKV0F)@U3q}40yLn?=_vmD!n z&N*7|GKj)>ZPP#fCU-1>9P5*I9zH+)S133+8af~2X~796r8l>F4~HS+wXm$Ltn44@ zV+9E#)#Acc77q<1q{Y*w&L3z+d|&qFPeaZYJD+>ZZ0ri{Bpc2o6dba52~C#p9lVUo zBS9a>1;D5UB_E@RHE!OQs%Kt6AehE>=Ep_0rB5?dCr5IFyYC)H`Pqx{&*xUJCRIk4 z?mH!eS5{?-3ap6WouYp53|9#D_1rdj zGbh&dR}Z{Ovmf5AO3BhtP0B5gxptBT^4>}2L?t54$;&5`G!yM6pFhW=6D8>r)wF6O zg72;#-2R=%v^`_|`ESqjE#&V#8ZP*?RS0Vx4I1b|;On>H)qm?7ZXvfPYtK7+ZOiYkQ35MKrubz)T7YIF_b-yO6EmzmZY>Pic{qY3$;+}8bKML@! zu#()3yZmswg!g#+LsIZ<=wbUqykHO2oP@CxkbQF3-D8kt9CFUT`k3MLy!GHU>+XE0 z!`;l+e)6Ez|7O;8!8=-yaN=shN=yj1{XBIn`059o!U`U42UHapV%KK$yf1b7jv;$; z964!-A#&LJ!`^^o3R%Xb`qJQ-pPm#xV#;hFVj0MTqefQ9{$V5WalzAAZRI zsYL2;tvLxTa`^Hdu+9&*B3sx|^2!-Mdm;!uvA%=SwHD>M^({Ptj4{9TpEumfk^ zS^|uprQ{8r#wovdIns`(CFzPLU{PFRnE3r+c>X241OgevfrhV>Jmd=@j>AIf_pY5ZNz3WH?haOvyjeJOYk5LoWpYmdXBuB@ z$KT3IdgQFYjySAb|XyQi3MFBJf(X2RtjYE>+uQP7DVT z5v*O_%$>})oLK#6@0f{we|scrZG0x4X22CY;C1wzlvh<*NyOZjh`;RPta9dAzKQm{ z5sbEeBJty{->vOwH}tRfT*`ULzs!^Q;Ijem+7+B&w-v>g+MH^qxrS@Ie{vwpe zb$+%T6utXWW;VOCJ~N(lFg|6%ut}8@eD-aUfdFp3Z`kB&d?-wVeU{u->lmWROQ_OnPU;bU`cBd+QhM)eMpFZCDvi z5b6TvZeXeS*latwni-iH&A<|{_2r6x?s-N`s7!)AdXX(h^ls0t)Au;dZ8^}}*L)?T zqq{p*N%nnaRC@Xf8nfipVC67(!`M6dO^0}nv~qQ0PP7l(giBh~rD&EUrFXpD%}YY! zZ}#nrdj`y(tU@0f{5oE=)>^$jG%ozYy@}eXu`!ZMggMw%&o~PBx>C1nCc^>$G@(lc z<%YmA0EFw@TXSvp^LDO0Zb5QVUom9PFL~X+seYSfcj7;zQt|1EmJPX5PgX>*J!_*l z(02zoXJIbZplM8Mu=YNDHY$=*ON8k6FKrT@RG3x4!=|hDa%WMqr;A05ZU1Fu&=#6J zf~43QF*mUQJcOg zBfBQ6Csnis1CcpQSZqxmE*pW*EgR3Q>8g#bx`X^u?+z=%@Bh>>jGq)I#Z6a$*>#((|MsLC?q_Fjigdab!P2o&zU{DBR@}&1-u1!u+K5u8p zljw%9G7v*~HjadM0Hn}-nqF(LF&{a5oE8|&YEjcDCt@H-nvkQ6Lec*-mktZ!qbo=> zYOnC5=9dJ4EX(G?xgF{IoR_#dA{|;yJ|pfidiJ>cSD98q>t?Y=)cvZ{-;#xS)zO$% zki?kQXuSW6Nj8*D8X7owM=zNeJb$!uKoB&K^8Ord`p!O1c#X}0|tGHC~_5S|9? zp06JoPf^1rs`qzx{ah(m>s_Ay+k)nJY@}1Khq}+n(mox{;eyq&uS}O}7PIB-DDF|K zc;qBjL%wVYlA;fE;}1|L(MOnZxh!||nqHVnTRSy6i(akojrfWC?*>1NIV*$)fsE#k zms?JpP5;Sl4ypLPyUaf>m|GF|u?`w3x?a(>dtA3D@X2sGXW-4a7F zm%Namv+v~?tU4dyrQx@vl{30ICj56d)m8T1kXvl*EP2RD4|5iwsbHB%mr-;6@eEPI&bN*IL9V-1}w}q|Pa!r#B)*Qe`L1f^l{p{N- z%4|}7a^1|Q8k>P5`g~H+lgNq%WDM-{*I_cCt;FKO`ZGiV=(q>{7}lVGJ&J?nCKnR{ z48tA;T&;=ogpZy6SKJ}0;mb_NZwoBzgodRKeX|Mhklm{&ajb%m7S(18g^MwD_I$F#-;l+5TXBr^Hm;`LNgpDjqj zSRBJA+62*|YI5(LK8pOzx*)!wMv*)@bj3EjDOov;>9Qa2QhrSr*$|)eLFx1F-<~wh zAWkJGfoKS0YUFYL*0n0WweH7h42)F7RN0&Z^(DmM?oqYS%kV~(lC^8*(3df@&YjiZ zem-I(r!NJn`{D|7vP)6FvsbSXKAl+BZCjZQcWwUrJr~xTL-IL`cfsY**K4k5V^{Jp z--@WV`TdA688a0cm#h;f%sY|gAPkDuSJdJ6fMnLXkr3K)@*uQ!zJ4>}w0d1y`RUTB za-qrhEN2CcsK*QLBp<6C4Z=tQ;e>084qgZk)~M{D#Ro?KLkRgU8p7jF)I{6_jW!X)3 z)lgWB@mbH8et7u9pS_u}Fa;}1G*FsZ(5M97(VE}7e(Qqa_Z&5TjEd7MyqH|Zh;g=5 zMW>WEiFOdX#6E}(geg%j@y*Y|Lt&$_HG^ZxdeTL_o*PU41Mf;ejWK_Dt&jRhzO`>- zNyfZz`gp$fWPe(Xv(zXd4)Uacx&(%Yo{d+R?Elm2yfTnP#fV@|pJ#G-4*wRkF(!G= zZPvaqS}+yw`)euI**h6Yp}6z52d&fZFnEQf`7z%sN0DY+>wl9~$Yix)*Gubq^Z(W= zJ9Ea>zD=P^(Rm|>s5t@M4P=tLn`Zvkm;d#iroP<`{imNk4I#b)p#pY-pZb~~aH*{f zPnP^x9Q|s9l?s~L=d-fEXJuxsifVQqOw!Q4bS=@Yy58gUc$A5qu84`Wf27(|_~V-O z#-UGyIbU2Qo>iucfCA0x=hAzSZUuprA^VJL1|#aWdihw%Z1b+y(ndp%$rz>zrPN?h zNXYs6{MG#3kuf`816)skGaFZ#jmB>dSDS0K-r=R&3SC@fQ#?hz9GJ0`wGs(|_;aW$ z-P@W1bXD250Jyb4GhvY8x6p z&$+DxI7ePS7Y~q4=mOS6S6MZ0KcGoV-ld>Ja$)%@&HhnjUY*`r%G!PjB4=M`QofMG z?VO2`XM@^D$FRs{1vV0#7xbscV*e-{uHZ7nUq@Xwoyc29ok$or?ZF^pi|NbGmq@`x zAn$@|j*_Q!N+yjV0?!xTZ;+6zGU-1zPPeleTjg1{v!1nY;N?JQ{H_bxf%wv&Bx<6! ziy(s$$YO#P)^qjnb}4LF(Xq(U*vgKoia#??8nBV=rt2(U0680ga1a6 zL&mQIab%gW_)(;Cb&WKZ zRXGhr4E;n=&ST;!(^x*P-+aR7q*}q}#DZ}Ad}Q$&Cv-srqcYKdP@9DPL~>9yIKZq! zp37)(p$_>^d`XbJ-`=eNyx;cK#2V(lpqh+1HHaEe7aU(yIbRSLG8S}mF<|2pRFOTe z!lert^BHBVJ_B&y_E(&bo?Gt6x1pClk}tn@Lyx1y{*o^F0_m-Ced;a#go(+TN`sqR zg&N6!Dal)09rc-~E=Nv)Nhb0Oa|eJUaErLX=Um&iT27bCUAXxfIpDrD^gy7KN1q58 z)EvC4=}^8UOtV+{)^?Y=+w6gV%=EcQ>~!g6^fvUM<7o?MA!c2c2%+$XLw%@?SORTy zefPU1ul@wpSCpCVG!OY+LO;Bp{*5ztUWC3}7d>rV9yYkXGVPq@j!HOOOxU^)Y1S>r zo!;FAyz8PEW;BVvwprJqmIqqm_l0}#WVCSdUWeYPuhaE%h$H!Uqb8ZWd?FUCZjG?yQ6sQp z7>_;s%4Ty+3xOT$&R6KU{x;~UA@Dt(Di?NzQL8V!?|CC{Q7SapK6iF)jMKwA$kx;G z^dJE;KfX0H9wF|3sKl9Ng{-nJiqhCNUCP<{tMW4OM+I5n z=bJIWey*^H{nQP{n{j6uLd;QkBk8Red5jg4$XsGeYflPCKlP@LJ zM-3|JdfVup9qSsXQ06dMGE+p$Wx#Zd=`GNyA1LDROSu#dmpvync)=A!Wbc#xqbm5(ce&iKjmVGjp zQ5Xy}JS8$wGh+?Ln{+wRDA# zl-ET<77@~nM%+euq15Bt+8)!>i_x1HB|N7mu>!XuISR)S-Ih8NT1W7q8t(pQ@91~$ zozthCL%+$WKW;@!T#8+XYGVF&;K0#g#fNlrTxU~WX0+VzY+Go60Tn1HS2&S>Jmv|V zyHG^Lckf|>ml*89nZA%DV(>=IEvo6kqK>IpDOOE^z?^rG_A*rFN_l0?*uDkR%-Tq$ zL+bjjfOL91Za9f|ZzcX+M9XxRdkItU_zJWC*w0GXLWh@ z+OF{o33#W>5H|$Z)cwFMg#ICqRG$0Hi_9KYV^50)izPW?ed#xPX=ddFcP0ooSFiZG z4VnOiYV`!5*q!b+@%aq?$Cq(=B?LA$?Zc~avILBW+pnY& zb3#2?yJ4hy`U6g-si-ZyD=_#*cm@U$mV7^^vhL?R;g=1So7MVS;0;-kUPP1*ja;I+sg*r|>*WGS^joIH& zybcG+xGa5Ry=}yvmOb4hl9H8}w{*lpVo<0hOI#Gq_qlm&>)7m=$I<(yoQ4JNQF}Vt+jOk{-P2!Q$3~qO3D5Th4y_kOoe_*PgYc}2Xe6j) z(m7m!bZ+X2$B0!49TP%u$u?kVyre8R_Q!0PIHYNO6;82j&boa3^A{W!PPaZ6eu1)? zT(fkgR_C?NA9GU8Wb|=J5`8XM_6h&KQ7eH7J{6(Aof&2WG)p=?OJs!fV)O1~QzBbo zFkvI#Rea9+z!#e&g<}i>K!=NzRREB6qtlOtv~vHJx_|ePGax)C5<3bzARg5mbB%7F zv;Nd78}^EPtEY7#nq9%Eb+|hYsWDI@XR6pY!=i7xU#XcKWvDE8M8-EJdGxi9TW)Q?M^u7O8OE;3lLz$WhQOwTw zmCDy3J!CU4V-Y-w{>uvty-j;BnLRwyw@4O^LoYSB+7*!M9ca`_a6gd2bOv%sL-DGV zB0^g}C&S@MVEa%Z-IYU-NY7S-R03b0MhO`VK4~di&O;L}^DCU(iHv5LE*MIhOnyzb z8iX)@7&7oqhgeIw97#y78F7_=Tvr1xw%148sahXv_&tP>bJ6(Coq=rwTaEo?R5AZH zvz4^>I*%9=VaRYI7m_|AEJ+LE2>`@$H1f>RD|^3SvHvh5r>Fr_ke_b=XcToWDKaqiI+Uxh^`c2#NE#p01a$jA9lY3R&*S{nl8lo{tjbE^`x5#o)ZL z?e;URr_e;XSAE}kvx(Gu7TySQWA{mukB1x2`;LTaEM?*z$5$n$v*4-s_<7JNQO%3N z`ngeFFUMhp4tE(F6(j7eUT|tE!@$yyn$UPT*?JdEhP9U2th`Key>5@~1$0gIb~5ob zjNASpixZzs7!^n~I-Cw#C+}!5hchAKhzMY=ZYRE>`361}5wbYT%6Tf_;*0bxpvR!( zN${kHh4MW)aSkFPrwD6R0aZB6$=L4SIpsWl)c3Wse&Lg~-P`r>WBn!TYKwGx$JMT@ z9%)Twa=N$M zeZO||yl^;SoY0LId296;{fDmI@}_qrD~v7U%4R=z+;%dtq}}4nbN9wg<$sc3JP!vr9*TL|34cS8|0*K^+~LiLLCa-`!Tv7C=W>1ljv3;O(&o9uj;l zIh}PrJ##Z6QSn(F15gsDrD1!#)KoS*uD>AikhKffv;4bDE#R!#q22OQlH}Vtvg$^Y z0JM7VWN!h*IDWE4tdl?|$6#1M)>6KD@-h~6PfhGcRM7+nM8Fsxk-B;6O1V5p!Hy)Q z?{@08mZc+_f89^D>GQVYRG$G4Y4>2ygYb6>`m--L0RpNK> zcJc?h_wuH0{s3Y)P}soLN|1{&fypI-SQSPeYHr>-r$_ZYr4e4HW|ba+uXy{zYZF@2 z%`_)npAaiT3kg5>fx ztPqIdVBk>&3jt6oM2!8uNuHe3@qa8p3Xul9Sw3i5Mce;WWJ%>? zb(+zA9+Dw?Nh$xVKIK&CWptL>=~AKi4tS@tFl=fmT&M7MjN6q$RD3N^woxb#tUlMqVq8Ljlw z&rgsAXMK@Hq%;gA%x@%i6MV~Y1FRgY_wmggF5a$_?f?3A4ZUerJzkQ|qpnt(;Xh@A zV2{jS%-GbS>+u~@ud+`oP|OaOeS%)=Ct7KR6%IAcjK@TKqaXbp!vGxH-;@|RN|!7&5-nr`_SmcmkaSh+8F(m@4?8u;*V zkWO!tR-^T1HfFSul>0*~)buQAf)7Y!0B*S;@-KglYhRteQed(~=KkAf!`q&4^CkZ^ zWO^g;e5FLrg8x)x*KOVx&P2DLY$1VC@OC8de!&K=JNkc*KJS0Gtmn(VC8%7meMuEK z78$|`+1BHTO9AcqrfE^uuNVsg7Qa82+g1ymo|6s!xa?yTdl@GK&kV;aAU0m*bd?tq zIF!8)+;3d$c+6&1tvD73dtj6Px8MZYocoK%MZ(FN?>AJ3leZ~65~h({uVwT!n$2e- zVN(+7$5!?->hhdHKx%5Wy`~}@_*?I>l~poCD!F*tuO1EKv>JZJC$nj55MDXpj&Cog zpDz2GJKk@0bT?fmzY1^oPoZBa2z+_<-D?-&Asz_&vXJT2FwLSF7QXZYml|bqx5>U; zHQ#&?0>Y3=Tx+5>qT%L0H4;gP%`+u_gG%VGclHEFL-_qq?x6R0qW3}z*Dd=rnbZUX)GLGSnhKA z>Wd8W6erx)oV9v;)HW%##%dWavW%O5gB=9E1t~J@OHOj+KM`Gn#H(mcG_W6evf=r6 z-tl3!%SM4^;0=E4IN$Q$FkrLwdI5_T1d5iTNY}kUpj-?ON<~?kC?iHMAkkVI=i z0*JK~6yA|4X=+uxC(XHrGDY=)?9C#l>c)&S#=D(4`;-ahI3_g!7gI8wd-3%AB2HZv zA;~_fk=CEly$WrZm}h0r&Zt|RtR$5~sMs~-{YA=b57LE{6Zv1Q)0N*|W~diGWbBji zAY4o#pj~Pbzd>Y_w5fW#?|yY$;B~v>$Ne8ck%5;J0({Sf2u@xvClSc9;jB+r!Q5X{ zNyYh-cJM;#>@g;57xUNq`k6HW%b-+M{NLhIr|}pZ?=`rMgy*yk7OoRiK>YpjH9?d6 z&JE#i(}zkBOS*~e+A*Jmhv}b^Qc&c4toPo^+F%q!0JBi0d}4%t0N0)<#$9a!=3GPG z!1g-4K}tdjkQr=!m71bj`DTOIKv=_0ku{BeL}DYHN3OSk-hxQ)zX6ovn^@IJcEz&8 zG^fSutI6(zVkNch`J2qGsp);NWfUho@l&t^@SKlqtLu2&V75Z*~{gn*;r<`tQ4nQlupf zHuT%gO)EYwxt`AiUsw6b(=$lyhPS-HJA+}jT(U0Rjt%Xuwij2bqk zv5?i;Dvdp)YSAXom-x64$ADu##>P_emA1=AdmM^f2>DFd8wo@QI7?$xWz{T1nwBl@ z2?)t<-(D{IX+!Z{YcXehwVE?Z9VS9f1F}F*i)mX`yluM`EYep@+QJN*1;M01K8j)6O3)sOkNV&n@SpMnFhDpU<_ zGo<@(B_}NMjz&0LwpWq+vlDybF`*FUw9AOf(97vS4lRtC zd&Q^NQ^zHSMN2r^kim30#yFBV*qoLKRp;{etLdcaCx=Z(;&1C-qn#-6V?gsXR;H)l zesuITALKIoH#!AQYA9VXFZ>|0QlcwnW#`+_k6InFgIr8SL|-fr%+_=BgV+o+^V73I zrDC!HO2by=o=)eT9rbQyd&k%)jO*xo#>3&Z0Sj~5%x5zCJSMJiR0(DkMO<97ijSF+ z-G~G4(h#W|j{4S&2cYB8JcgyguXYEWsg)!Y6luXBHt2|iEkIqB=-OcL2NSi2X}GR0 z4=x1VOAIKa(rACH5Sxyb9`aEF?7CP4py?(d!UkgJolCc{0k~!WqHBV!R$A&XR=h=c zsE8Q^2=<4``hs}IPm@tL9J_Uui;>p!xw!R)v6+rWE7Y}K+_E^0X!L2Bq|Qi*rkHdL z^^}>?OjFQ&=tJ|og`(I4D874de9x;lKaP?^^_#rQdATAByz(@9`q}K@yEk=vdE0W_ zCWXp;;ZgF|;I^z#4?7&i#?tEN_HyBI;ZO7Or${6bc!_+x-ho|v=KQQ|dvJD#5Xl5? z@j@0SPGy3P0Ef|HXL9G*19v89xU=Vn;U7X|`UX3h1=GYtnlb$9|DrlSKv@HQ)74ce-u@X7Dv3@Z|8t?`gdC1FP%lW=^yJZzIRH+g0|{=c~os zpwO#K~EH+xxsVVZR#^Q^r8|ZS)^9!GYR*4(x zI+2{(mWdB~#6>gMdF58yzPb4%&(Z1P3eHtesa_ zoZcXpVP@I;M;PJx$g#_BGM_f&a6zQQ$4ItSFO24B$#L*FT`JB;Z&`bNW$o%hvLa8p6+o-$0sbG|523N-a_65cE)ZW^bDWP)kbBR zrbP3AGI>O2e1VokxS6VgvZA_czUJ3x^2XI!zHmS>NSNEJW0E0MllcxzO9k(%s3_O# z9mjX#-WE0fD=G1~Im`Fgm$R7+*lBeP7{{O#Yhs%WqtDz-{A`B$Ebe z{h?u{JmG#g*-oKpdmXDON`(tqnh9+n2%wQjUJOl60MO__vjoWPo3PMzqhX~zuFW4v z_(UWIbV{Ug%dr-`PZL$;C;$8cbA9D#t?5Sl_O!$G6f< zhog4Cwoqg-9rm!JPl^pHSrP_-U)Z-;Gk8%wRy!@R4QNj_BKqpisZ7GV@GxwDsPRWa z9bt0eJZN!PB^)ZX;E(}LcK#;BRzVzBVA%#^w$3iU%@*l8p_-qhDYa|6sfZ$dFOP=h=mELVNeVL|H=%0+F zgk)a!JTC^s4yOiLA-DRua7&UrNIl(HgN%Fbo-#}Y|MN0p!V-rLA$KpX8+jI8kYFhj zV%6K)6n(;7w)j8cR1;bU7@C*$v)fZRd|PqU7T?@IeyEaNuKAP!ZLkv_KcIy-J90`F zksiy4)kqD^{E_S0UP7i!&QP~6H{TX`L{K*ST;1GpRJLezH%_(sG+UK0F)I|$ zA(zJqMY9v;ojyE?iaazh=a6Cc7#NJV(M(A~Vwl)PQnp+Om7>`WH%(()7Kkh4e$P5*J?xjTi1Xsp%1xZ|2OAZc>kGMX(f~nz{nMjk-S&OVp{v9YP$j;~A&=ovD?FS0gnx z+*^7!6SNrP$)NLQ|4klGyR{KPPIu3$<(i2m3R5?{p$L|=-lPhb?Tu4kr!$1pmJwGq zuB#`al^d}J(}FGUwWoyNJlcCq+e&5oF2{17qL&Zd7pw1A){1{|xt-A#+%KFY?az}f zY!ljUUe;wblBrRxd2SB9)E{$-U#F>coW{ijs8*feV5?n!*VSazW_dr0+#$%&m2KZ=bD!{3wm(FL(3fe9pzvm}vJez7|_g z{({k080m+AB;MONJ$AcWGL-uQ*ZI3Z?+aE!Lp9J&Ey@%h@;aPQ&Ma}Th)mi9pI9j> zW11lBD0%u~vAm=bh%~6V^XIrxtKacSIgC-Im8cer<@%7B=O(rMz zD8B`qFC+W}04Xi4K|^KBiSRHMBF54PqJOQu+4wnL`ZehV{bun%WSBHW9WP{h>f3wa zdAqIyl+LAFD&lOvN(4&9_P)tG@$Zy7K35JQ^oky6cMmJ9~>GGqB= zZbU^czvhVFFD0z{i3lfLA&jm+4RHnvbcmpCDOTN0U9X)!{aXACf81bx9R5Y?hAe=1 zNW(fVG9A(y`<~70jcE@F)J4|We0l%Ca!6f1X<_=3z-okj*SFbzO-#^bJ*)gx9VH;o zOyoaW`;Hq9c9-_!!&OOY!*3aflCWHX_dDQUs8Nv;oHIgf8q0M-Nuoif7{;a8DD<8f zVNl))@z2^52oPEY$Bs7cP<0$qZQS3JZMe){G1kX-ylnmz_uCP^5fjYhkj0mPrY(dc zm}7WzX5?fXEytVQ2vV#W)~CG3Ii~c#iRiwq=)T)x&p}poaiQeY;y8qdy+&1q-1`&D z$TE;jqHS5(98IYY2FTf2?M*%Zp4GnU_ zj)Q(Rkx1b~pFOeSc=36JxkzMdXXjZBh;T_L({EgQ8~J4ro3IeAnKQk083ebabb`6k z<>|{X`veQF%*e-8REz?iNjSTIlT5ZA1V87;yR`lsi6zhdGO2ms`l@?fr@Q0uk!P{% zke$=F|5R+(>y0;6$M#_a!|pqsJu|P0lwomVz=v1t8m0iiIp4xU|Hlk{LF7nQltv9`KGdCqe6hte!&vDA|`;ox8dss0TQ*T zeCO;iAWZ;IA#mj=J&^>9{VZ5ahd9WkFTuHT@S;|E8HtFfSFW6<%U>a*q#!dk8oWKW zg4Ga#1;8+S8wkY!)YxD;DF>6<5UGM-2B0v*JPdp6Z)S!hXH1re4nOf*y&$e(2#>BY zCa&F3ExB;#SOdccF5;@Nk~n9((b}r0iq=-26ju{rY$#q*vZ8=Z>JI=p^0j6M8I}eV zY8BRJ)5t=eMZH1E14ytA8-lFG8u^Zrl`cUzwcx1dfBU&hzo1>A55O@Y>4j(&^5F() zQR9zUFvm-fHLSV0BSbMp@wyPC^PB0e@_t1e7HWf`QNs`F%NohVmW3nz=wPG61(%}n ztf*!rL*$+E&vXA7*njduY+&p3SXdir*M13_G-`W>RycA`PA;oCF zM6}n~m_g2wQZtIARk71Os4&!>gWjrUNBjHff!%xuif*KlIvJXbth~y{vv?z3sNo(P z*C6S*liR1y>zJegnM_q!%vD=5{J~%LBL?5$F(!f$Dje=@9J0$qsQZs(bajKQ7z>78 zd8ukt$|X^kht8G2TKm1~2hXuo+bfHy`3+z0>z(b9{YL*X?RBrK?6gkcwFv)JNr9MI z`$QBo6BNA{L0s8}FC1}LhGP>WFA_4QvFdn`_Yu`|u0fB;ug$W^sks-;`;e<_ z=Xdgd*Me7d_GnY?Ev4IoXu|5_b71?`iQGZb!NK9NZfmUX5~84UQ0|Zk@tn=_o4Y&OlviV)A4|j8Fe~Z{KHZ#F3vgZGVZZy0s?J z{pN(~z2Y|dooRxh0$-bB;5$cyfOQfozunU(ibMXM}gtDOM;e$xF!KCHCU-*%#9xS4FzI@oaiASZVBqXjK8;;L^;pP$rqd zsU}I1NZRO<1*vc@8D#bx81SZzB%OV#Pma};`X7yz1~jN#IRwtM^i>jE)jL$heI^(+ zdkF-Sqzve}&eh{BJmA>NTu?w_3cS98NsPh|GQ|RLYj(EQA(5o!ihn-b z$2Y}T=NkyWO)&fPbJl)dT2IfihZwM8$FHDRjNAPwi*JF^!#?%35eq0~#kJmSoi63u zQT!~F!~1p93=^E7qV=|N0WSdCF=Y)r&#N1cn;Uv*U;J)n?l&`vcUT(e)bOUmd+AhN z=FJPJ^3voX$#Y+dcY|`^XyjSbnO`p|3FG!;e)*VZjkwWv73gtF^-zw}arXoJpwsZJ zOl%1R_?dR^)=Eep?RwG@;W`j0Vf#wy)c{@tUGc;^rL={GA4`6YO6X?w5IY8pgk;nw zt|8p*x56(9im+#buu2)L8t6xnB+ZPxGZzA8wfcP8d!*kcz*0RTCEK%_T2vG7P_3d?8Z*x7DF#H=S(m@KB1yY z`)T7Rt<7>?r|7tksh`csig??N=f|^H{K>HjlZ$Xovc)QL@@MZVgEzfG+yEqNe_9$m zOGXznmRC1!9Zw+zox8t9;}k&;XGU!ny(X1GI_K3db1Xdd<=+q9Z1v5){PquY`ia*{ z|M>L`q|Z%;rh0o{I(B=ii?++F&bj5Z1*JBq#GPJa_g_?t-HZzuzOa(~O$o)A05|u= z*;F}h|9eYsh#@)1Tgg{$d-o=Nem0fh{vQbLv4Kg~Tmq&7!%S24 zOI6HifN^=Yy&KLqMV2hV=xHmFf6sjodwn{MB!%(mWxEtiV?{US<9Jzt*@Hz(8?A5fWEKeV?k1m9tw~~(j&VB3^ zoQ9mw+d<;85i40bGwP7n+bh4cKhR zU2bxpi(uvzBAE&w7BC6X#pV{tErl5`5vH~!x02w8QJW)vsMb-3vJ0D^rXm(ylcmbU za+QM|9ICA=K?Hm9gdj0IbcQqqmHgC+XSk26bo>5tk{dqU_zeJX%SyO$CoV(gD(SX( zm8;i26bKPTHgE+Uyh=u6ifW3fcp!&bW68*jxlq{0M#D=;aHd>qAdG$AY-qScPU10% zg-U^p{U17XYQyI#MPzlnh*G*{!}1c=l*!gCq?a8S-fFZ92HVx`ECDcjY!1x<4Sjc@e(L9 zkUlO@)W3f(I;uK{L!UxtJ%@6y6u!B6t87q7@|Ss+5n94WA_d5=Z0;WO^Z~$BZR-I0 zsNy1L%b{+Th*F>7!=U)n6_ruocv#HxJAucuHLANm@%~$*i`c1c`j;(W`b5m(bvBg;WG~>?!FRE8z*}@n$rJaJdp{ z5zE=u#gE<`(11I9aMGl_+y6my#e;&lfKoUYvCFwIaKL)>NS6M0W_@jUMo%Gf_e!a|=B0?LEKYX;sD{Yu2CH&w@ zLThTE4{CD4-5&jdtRC*jruZ|C%LCY>&NGv|4D|4_tXL9esIXy2Sn}|jA3^7~bSZ== zw(6ce4J!+{dp@Z@KCq@J7k>P`HX6zGJ_~s;(se2{i(F{EZ<@mSprywE_u!Qx&u&;4 z5Q-_EqJ@cxksYP+!|VP{m4}Z^B3?1fOsaHxyd(v#M3NpN2N`0B*KLZ7msT{fox${Z z1MyhC0WRh`kAJM|g`IOJhNjXP^EM~kYf6qfs}$h}3;m?aW>s6X4aX>1`;izcrTB^N zQ~I`>M+n#X5uH^?Y|$ZJGmORx!9+qqUJ{{|I^W}?#He?n`S=%o%Nlhg)2UH-h!v6| z!Y(zU)!P7kjq8sG;Yg#h7}aF)tLFA1(r*)!qmxcv&>W8CS+(*co@Ywjrr z(Bt}D$ZbKz?omz}Ieg(VKVkTaRG3U;F zu`GFL-snzUR{vtiR@>p^a>LP88ayzXgp{n zy!?@*l;Eux_fDG7QWBPfRu@E-k0M9B<6*P=Wp{GjW%h!oiVzu*-N8aDOPC&%B5nA-8L^ zEI74MZ?Z&Ybhk?Oz1?lvZRO?owq#M{CCL!QBO%sjDc0YQ^|^3=GFC0WF<>C)<5j~9 zb*@M{>LXshgFHAG#J+L+`xplkTdgfixvQk*PXipl#HdiO1%4lLih{e-7w^B{*RQ`a zeocHBHLhO1J@7o~c*?gg+2YwZf;exrrGYxhV}|I9;;xy7cfmVi)004}NauiLF3PZp z_+HV6lc#}AX2@;V2_Epn`6ypTKYLnMVP5yAXwcz!V>k}*So(l4TUub#iRQ!`gaRWn z@I5aGyp1uFSG1-W`HhvNSel%yM}KnZ$Sw!fdv}5iP#`N*LFFyEv)n5w``1r@w7e9p zIYXzLTIqWdQ`wPxD{(1M$%#UNtatU%t5*AHF&!G2aPQXjc3>&Ly=7akkSeXmwdNp0gFMW;CCKnUxT62Pdb8SZ!|5D$u!C<1aO z{fH`KgvOH4JnOl}g|X2ZgCISg75*>vY;HnaQ5Cvjf`~)X0wJ4{)$)=lk3x5Rh2+Hj z#L3E$Tw`YM8zotY)LuROik5avm?U-*NsO}o5VyvfQo5#|h3w9C@~iK-&TK9-Z~Nyv zJhUkm%{AKkXbP>aFC|PBW2DfrovG2un|*xT7LqTZ-+AwMlP2KD?85c}21_C`I$Xu z)6ay@=txS){EdVugA>W18ix-rkfHQPP|+{EM-YW$YP>LqYhG7*XlY%^Ho4Wx*^9de zX-Bw%Us@r!519c#C6@bJnl_Cbl*&K4SWV*Rwz%8nyfW(OHHh|4u)uTPo9bok#*6^X zK7+$0nTW`P|{fYYhu+L~h6zI2L zFX*~8fzrIBc(T@1A9(dsN^S^VR0Iht(B|mfuS-s0%cr52KUf%d;y`Xw+spTj=L7MV zGa{-r;XeY|ovi7)*Cy3UGL8RM!2z!OSB4q6o`d7vFH$tO?14|8ZvrkyrA>L(MDxYChi?9$HuDtha4*<-TT z@o04;+c{`_>j`EM^(iS~8Y3fKv0Q1x7WMnuhhR=7db~O-_Dtlscg(`>w{;(6eu$C| zCqYba^s;Wa(SH2ge&Xx)tVwfwXIbTYtn|I}c6I3ZS9hopJ8}O;z{$42N6&p};cL+b z(--AdWT10x;9|nSb3N-YKYdPgz}vFg7yJfKj{=S>JS~>n)(A^|(8=N}Mfb;^VG>)P zjq|~cfPY_65oh^9$@ zU3g+rwOh322^x~PFH9Lk75`|^uziU_xx^!^?XI0GlW*TB8$Ka^5q0FovI8b!^CLSq zR%O7^rQuNVhv6!N1yQ#zxmwHYD>iRNY}vPD%GsA=5u_27g{`CHhnxk4X~`qFEK+CG z<@H*d&J^>;Ww(eDPJAckiE{tJornvPF!#k`0l74v(LEH$5A+_xUkNFjr%M%Jnlv3t zhM}6tv;GY>Q;tI?jsp!=;xj+D2$h$7p)K%U8~u(1n`iY|zgf_JT-xw+xamb3t)(#i z(^|K(COr8wmL`jC&}y+Mm46WOR%I$$xH`{1kj)f;9lwgZEReO0ek>GgcJzqmOw3Ti z`axntU-|0YPnOi3f?+QEP3>fODl^Psogy>u{I6pWz~X|*&T1v6QOx1@Rw9J${p*0Z zKf}C-%qR#|z0L_VS#tYw5XiJMlbsZ~Bm)X;pF}`~ssVl_B(<{{5&O9A&DOAB3yHCO zBRb#LUrUSVVWWQ&U9CQ-lnmmsjmD=4j;A~FVIly#PMLP>ItlW$Cw(w8XpVb>9XM!5 z8U&D_PZ)AaS?H%9x8=PlCmnvCXD!ExQ&P#w57-fu9Vyl0m+ANw6>n)J#(_Oci87qg zLkzxA^Nf41<>En(TCp9kK}u%K6Ci>`!b3Yts&J@aD=d>XiG@@dtaG>@2*z8M*M<50vV(3#8n>(B z4a6yq(|iP;L$8A@_^2 zPn{$pXTwuqcQt%V0(D*YXVJ8f6$7AkUQ?2`AQXkqEyMk}5L@EgRFDH|~3Hp)2 zpy%<7yu07xfyc$wJBtQQ+v(jtv%X^YWnfL2^Y|lJH--2PbzQFsN65O94Z*1bqjl$5rTnX(WZ#AI5jUsTXalbW z3JN&1QRF_aDi2;647MiEIPy}h`C5S)7)XQs*OooyU_N+R4084OosRWidR0j|{61Qs z``$YM;(vkSiGzJSo`F74?ZBDyJJ+@>*rJ|WANwFq#Wth!Zho=*@}4zdKIAFQB&vt= zw{;k&|KT+_tk@M;?6bTR_o?=uJ41nf``zX5UeOx+N%6qDh?m_PquV(g?t$)rs|B^d zr=bv(a^VNx_WS#9NF{N>PJVu$oV?E1PoH*iy0$)-&wS#I#RCNI+&l+K*iaDz47{#+ zCLb2RuL%k8&Cf6PtLbPnO7r03lWDoXEWFZJHIW;VZgV2LeIEIH15uyDJX-Io9jGK| z{kAfn)Xcbh6w8_x-xui|4r3Wt{uGnP2tphKwdd?cJPZJH#bcc zv1$Hpc))ukF;7E_H^amvrtlj-xPm1|2c?K06?FUx@X9bz&ISi|JP1WfR>t_JDe7eE zEiDKIfKIjy4ZFMH@S|x{g0fu0ho0QzQbq zza3{r;c;>b+$?f%)_naJ!q9OuB!_jtD^V(4zEaxxS2=c|~Ie%gd1At!ivqiSB8 zIBIPsXo$tEwh0qA$w^BnTNG__wApIi;pksoejG%z*kLo~6!kddumEmtWMDJ+4fgAF zyhZ%E6GcOc`Yn8Yer!9PcIf;m0Kf)>xGf86cjy<5&R0RXp?B?fu`9pd!^ZkWnd91X zf#>7n+1Kjb<+WC&3E?ew&hC?=I0TI5msx>T9Tqe3t9gCT6RJFtg5g&fl58r(xIs~- z)Z>u19F9an@y$b*+`rS!F*Ognz;QJ1Q!tOJj_C07c+$;D7Q80Isv(~sfpBx{?bqOP z52BKgzz6*JP`akZ{idx-VGvDXCu842NWo68`=CJlHoao$z#j)&RarY*^4F}ci0N81 zDANYQ?=OKe^ZLE^OOySiPEoxn_}TIADDdZ5=lxA10{+dS43+;ZxX%&S`*Wsrdxc_p zG`W76%ua^laMyQJZcz!gblCmewphE(v_rMZ ziBzgJfqz{If$rONC*@*Vdg z#P575S@_DiY>j=vB$*#AusLtmd5&^@Ml{ngmTTfPrtWPL4mrJo4K!OcF*IGI%6)_TXx=Giv;QX*nH=;DYuh=`UK_e7qkjT}h zH9c6$ZNZC*6e3J22;UZRnJqYEKyI9aQA5VvpPV6dpeDT8W8BO_a1eYX~!Z?Q-!A@bvI3g zbOd@ERcX+$OO7(BSF^v4BOfKw?Lv*DON%n)Mm8V=OhoAE0xtX~{^LhE>JUW@^5j$#gFNO7 z%a1 zGUtq_pI*F26olpp!ccoChUjXs{R9r(uiYl&)kv9VFGc`K1!GKh#`z$Co5166YuD10 za-Z@&*!zK@4)!D!&SfNh(Ytvcc6Vuq6`!!ANC9+wYxg_O&XP_^ThdKb-xHWULY6QF z-HN3daMJU#ZA%^9$QPUPTKe3kWJ;pA7<0^H=@p6_D;A!%NH)utE1A-%USb47)w#tq zIkZW`{4BhUb`_d5EO}0H9NV73_KCO%KOdK26#kO#SQV8{msLM0wClvP+INTE@@Z5% zz-w|6rA#9wX~Sv(hCz+@ad5)31|LsV1CO|rkss7M+(reilk?m_eau+5gQY_Cu)Fu8bjrW$O;Rw_QZcY%5@I ze67jys9n7E^v3A=Te*eT#aYOn>C5$TZ_)@~xuc-uar4}4Sz~~i)#ZQKo2B@_zYryorC zHh1sXznm?Ao9Auv2u2@-Q0|50z9uCnUzk!A;?}C@keJ>jD?lUNISQhJC9Lt5$eSrB zB7WYCI5w;YMXth+($2)`ta+baFLpiQQ~6IGYRDk~du-e5_ibeBcb_xtHbn2|Pgk9X zL{}QPA}kJBtdzAafWqd~Dkf&)t=32N@W54%cc`@Z(X<5V)#*WiE7E11wTW+l5)_`p zs{*0VqJ%^zzTT(*UeB8Y+Y|@Hb$NKmY(L$78qJ`Dl|rGY{uD^RIAjn^_q;MkG;CgX zNwmeq;=_|5T#OB8rpw*Kld4_3=-fu|J373w)`SO)+as)nBo6YBhnG79t2Xgbv15aj z zuw)gbxC8%zl6u!EQmj2eDAbJyqjHNKyFiE;D1{r9wdKqyn>s!FLDluoTax%~E%~bW zeLac?%b>_&RzbF4(jcTQODo>LQhCiIR-A3x$cdmL0mg+0Mh-W*_4b40`hYffxw4NY zgRmSpDK`;x1oZ68@n&Qj)CRbTgmmT6&}2l&mW)Qp!E&+VfQv(vvKY}=x+Vel3IjbT z>k60&a=m7_Dzjy;Air>3U0^7U;r=#H`#KO)HptG+h9;r2 zP#2`x$(q6Uwei5NRS3Lq^zZOI4Z{qW*C;38Ujk*COL$UiqX@Xu15zQ-=;ClHO7UK7 z63YO{|IqYRVNtc=+CxYSgM_4%bayw>A>G~G-AFrhOG`_4NhmEal;qIeNH^^D?f>5g zbHd47tXXe7cm8KSKbm9GZ?#%PmG*(hs5&OrX^++(uGbN*J2pQHl$=RudHdmRD!1o9 zbTOw&CMLK3Cx+k#r+}?vDsDSO(LzPr)yLrhkdC(9e)e5i%$`BTmLM>A(n z>n%(F;q}qYDZ$TcXnxOKdxr2pps#|?Z~DIaYWrHD+XHNm*KqUyriOzr`NDPPE>jJOow36TB1e}T@E zD|Utk(l++HStLeAiaN_CAw4o|7m7BMY9j5_tW`i*3IU7F|G^O7z8G%jLHe0<5oq&} z$-EH%HJT#^(Ry6!dB{;8`8Mul#NOCt##!_f{kq|jH!XH?ocpQ_>1z5qy5;8)( zMMro|Cx2T>x-{hC(Mx)O0bT-{Ta)Kv=jPHb20ZzA7 zFPo^oBIvP%`EjlO?C`D?h<)(}a5QaP4pEgJX(~FrIZZ%;tFTbl%a)T13w72_|$=V z-~5;Fv!+#+R>Ufv^bta5Bp_T&mgD1&&p`mwzmc!>)5Jv!!5AiiY84mZklGkA_4-y4 z#0!zSEFC0zt(J+x$BIQJsXoA3SN&gfkNy)y4H-y-Kr5uaHV3V6pf+&HX^mgARidDw zu#l3ZtQxvxP7gdLEQ4IHJpdP}+5=T;kN{r#eCpl#oA;Qu)hcSL&45}JSTFqi>J_|S zpk_{eOL*EwP3=W@3n#K)DKmf}!ej<`Yfsy}VLrb7BWNXfd$f8|>2V$Q=&*XtWCPcY z(z6w>HR$u!bEWoqOVyxFiWECLW;~$v z3rRkhIGEvs->(L$fMBi!dqp^nDmUfv1AvSJ;6#K@#!~iI#g7k92uVJ)Uv{6U5Qe@2 z9QP&hTF+xrVZE7knLp(ETw+XFncCH3#MjzkweBI+dw$;V;aJA$<*znC`2^oJO8xlt ztMER92lMK->d^O8b8qdbgSb=R!ri^hEX~_2r^|IcH~22O=W#EXY`L-4+V{UrOO-Uw z6s(AmAl)6jvSS_mFPAs>ZU%gg;2eDYOOo@}dF}lt_QHX?4H^Y#COc8;bR5G-IDikb z+DWR}eZg=<*7*IF{cF;cz?Cq}D0ptys;l1K=Qt(*G0$8d5WJqh!OlQiv}b``?035+ zyZ+$H-TNn_36`^8DQ7S8*RDqFujw`#@}!j+Bx?Rffe2GpALkBLU2;E;H>+u_jE-&( z2-;l#_3CRg0TcO`HSzj9J``V=Inn*EL&3;rWrOQ6*I&BlCbu(ny5K3AChNpyekb0( z38^U2J!zbwr{Wn2ty5D;$yQZBBkV5*7F^r9Tuw*^JBM6qeIvhMU$ksxcpIg;q9@WN z_2jp2o+cQM?;Cw>Qd|&0=5+t)?IeoOBFR%CT154UI-ucVgK<33AUPBxEAg1j-8XAd zhHG$ul?_&C8P<}*f&^~5zDF$PP7J;O$!p_W|F5_>&2}&ZRG;=1sJ;a7{|a6EepOIA zm$P#awMpoi{)3#JDhZtV*tsGuJl!N(_?wUrM5$sf_!vbkB4G}0@0Tol-fE+p$(m;* zu_06fB}iG2GqZxPWGd0WW&=2aVp4pun7`5oF?J`w(_US)u1b=RBl))ZyWvg7^^ciF z1}wKo6Ic4?5qvp%MF|Nfi}0V^_4NKj_c8Lca7ieWHk1rIoa5wv1Ni|Kx4+~DGnEO0 z)?35j1Pc91a=wv4gKc}qoC*)(C@zXF z8+3>sB#`XKPw}{qLjpVMJQ6tk0~C~^_w8rEN{aN7X9PKr>|0|P`>aqq`^{dLO=?i5 z5#@iYoO|9Ax(t)%T;|r}Y5$2mcP?<_iCa-%+UZ3i{U4$^)yVqzH6f5%6H-P@SAj`N zzz!+OFmHd7xWPQYDyXYlu>7V;D&y)qcyKtSY9i=W)0GUXnjN|!TWBjin^=8HHlAQ> z0i;#s?4=8{z8o#w5o$w-WL*G{Xqx(DwQI#{imF2UpY25`@Ut^e9WHd>@s`C0Ja|~F zG@K6r;_IubEaBPw6?L~wOh4_<_RXE{r3%X`?@F~r&v5dePge^AD^-lWg)l{Vg*iDz zTwhALonOBUl{w5WrB-^1Mg!~oKs{-1Dfl7seb?cD_L}R&O+LVu7}m&FJo?E4V2sdF ztovNmejt4O;hoRHwKiYNb?fWZxTF8zE=`$x$@e2)2z!=n&mv0p3m`Gk&-1-m>)E@e zy~JpB)4c_Frzq#gUhC5U6SgTmi%X=&;WwZ{tx1Q&VHwZ{pRzSCoIJhK(vB0X;9U_l z6=TI%dzkl?7b=X!(|fU|)8A#{KZ*t5bZ#>z=43V!jNJQx&HH|RJ({`dBSm#n9TSw0 zk_|DJri@rA6pO>HG3zC*a+-HHHUj#xI(dsq$mm5>P1qMO$GF=#5HM)RD@fkAV?Q@6 z1<)e*{|N1JEe`EFlwP+G^p8{xx(@HV(sr`yP*ug6+cg*_E=a3I4n4LHdI3DV!Z#-0Onc+%$8Od@<8&=N2a8Hb~p*#ItPk0ucqfq zOfn*D)h_r!lNOh@(zuEg-9LkG!E6c(@k*)lu6$fVQ>tUGP!v8ZcV;sP6ZiXYt*tJ( z?6IWFrXu29ZA=tw!mWUbg{mE2aS4)UNR#wPZsc%_54JUiBg8BwLixu8(6GIRIBMsK z({zDH@3@2vR9=8=Acb`!!wW4ww=&&z_C7!S?>P{2`1ly!nrA86e@G5bUf{B~S={#n z>T#GkkTfJ*6i$`2>8`cT@$M$NL|U8GaLO=Bk`(JL)TRgVzF!Vlx` z5}U^FAIO^1fJO+S;Xz`f6xDFxyPy7+_A6g3%)ZlQj8_>1FXah8c0ZA|){^Pm02K-z z$J)E!MxjL6OcRQVEMz(eCuqLp86OSR+`U7dP3ZpcQlH0S+!qIje9O<9=)HQ z{f&AoXT-pRF&ZVmH|t3+7h3G^7}vU=yQ93ytjZ&89Ne@<5s6bl?n1Wb$PV`17jA+Mw!LIafuvidlBox#XHe{TNiRoB-l?1hWkv*T^X?hH%b`bf;n0$y zbz@26xvV&jj*M=KXS5`ZSd^%-{#5zMl`?u$ZP0DLwjdgGj+`IxO57?Ubd}Oc7O-l+)clP|qddA1L(MH(BsY+5} z@f#dUA&Eqp|9#T^I5e(|)Af#Rue7v;qO~l$P1a0(%zBRHn?gdJ!}yP1GTwnFo!%=h zs10 zn%~8nP<#0UDm}mC-?Np)jg`*qn~G!o(LM7W`8`Srvz)DbPeLkgn^6V&m|>PxLiD z9=do|eye+=JAnYi!xfr)Zcj%9_}$)7Py!uHV2ed?lyrrZaAm6W;G|NhW%e`&$}bLI z4+Ht8ev5czxsOeb!}#TT9OFcdop2#xG#{rne{&DREM)C}WU#NjF{twDw4MFBOh+y$ z{-sG`$lf|{gunu0Fk}k1HL(m1%x~O`C<7YZTuPi`OjTf<{s!~<}Y()?n zBMF^sMBK|9DLEV`ci=_^&FJcB=GC@bH-Fb_C-rmgEWoQEXoACoYt_n#hw#@R$mN7@ zL7{*Fu;qzMH_sG9149fflX&Hy;^HY~!gOF=vy0tg&!iV-nPQnT1u2BB5NlS_V5(M@ ztI;@CIqo0;bKymP;~wQQQ0Sb*NC`to72Cv@9wksP*S>T5-2t82cn2oJ&^yQ_U#!u? z&&HRl@p`P2`pSXjjuVk64aMt35p zt7rFJ)(#}I*Ulp=jW2$>E4T0lZO~~Rx`fvpx>7j6fd=HC=?!Lx=ISEL-q<4sz3mYq zAUu5IQ#@-Ua_Ybj3a?IVA|w=`&d8<3t}&tJdj>|+8--3vl2T_2qlZuBa@9j8SzJ|BTaJo zvgbl(;smB|xPBcOd+!0zch7$HB|-33k)}b@NjJKH#>%#9M`X=EEF4|G!8=|Rs!^=_}MdC`sr%JNEbKU zm4IUuX*6AYe@RQl`hzk&%vCK5@F*{|->zpB5y#&jsMSBr>IYx_QVD#XR4Zw$t@XAE z;Y^R)S?KHB;*%O=PZJ-aG6#eBBv}+Kv%a&TDqITF=F1UMQe+-2*sfVZW)GPM!EfQs z5l@8bG#_moG2r0I>EA+3-$616S{UCfC7QH-=Xbs|8hSHSNLNfJ1vFmAHA#SC5%7>9 zV)k(u^zll*gblt;D_)Pngebg-#TB|`d=gOImMQ@`^Skb^jE7BffSIHHS+8y)TNnn)G*Lf9uCP(;2E>2xjH$akF_bH>i@s?{@$ zP$I@66qA^koqt00SFxH;$V8OEi7HO3b1bW*HOS#?CMtFl(q1=JpZhVk-)5vKu6{>< z>NCu5Bj>898ZA|f_vWqGpaB^nLb&-uiS(cbW9SqjuDrxVOrp#<2(+vb$*nICuUI1c zTVkk?PkJy0g%4rd1cO}W>z5t2A?lJ|Ivja;L>e)qUa%vwdRB`hnRy7l&B_fuTO^I7C@qM6KYbA%gy4d}79l{9Jp1)7+okJUA9Qazgcd=F>NO<7)LC^}|x&dQpC- zFR<^Dcb%euAV}9oX;HG0W%W5p-0tb6@^<*TMXMyN=Jx8^Qn9=CRwk z21kQJ>6sU1-IpDwZfl5eWfA9q!qUL4PG}9U7 zZ7JV{J=SblO+R8m6G$_!ISxYO`mzGj-QmO(8ZXhKtjgY3g4nd}?&$M5Nd((`0DbgY z+sWxDEC10-u*->pvCry$X<ofn^x3eCUpL-yOl zSD5u8IIbL^HDHftH}z(*Ui30B* zf`cdgF&`3A#yOmsHY!u{-G-Yk&Aq|5sJO&@)GH0rr>7}_x3uCf%K)GG=ksK-Ra{fJ z#?7#WINM;;Vd*TndGa@8w^L6q&cP+~13lB46wUM|jRL%p%qF;x>tU9HQw`YIU|Cz> ziTK|CYZKq3DaS)Wf5spPn^nia2CTXighkx82sxLE%JYAg=`;<(4e~N`9o{6$!M~BE zx6=}*7efLhh@tEw$_Nynb;42fiqfTz_#ih4Cx$(?MLP=-c{TMb{y{FcR6{sEpth@@ zC&3rH+Arfn-3|6;4GjiOOkc?-O^1c@F_Pw_<;lPM;YCkgvK#VMol+uzAns-)Y@e3H ztg3Yl;*tEc8ue0Bfl`6dOLRgR*^1T2jo`Ck>lP=H0O0Cm;B}rQGshzOl;tec5$t7R zaTk8vg(nrYo1SgjpM!gws>HB1oAk%(y|uMHfQe^)s=mGpT_o)_H(>W!1^)EUX$5G`n9`Dv!pR_WainEB<{)=Oa&*VCfJGQ>A}_C`>hTLGV0R@Pp3$+O>ae&|*p#c0z(#`^#L< z)AniLjDJ}M+KOQxtW}`qD`bSvN$cowFJrLV>k-qxmFm@X0{RSCOxI>NtY^~enpJ0a)EFUI&i*a?W7Z#vp7Q{% zaUpcktle-wrsSbAA!uU`7A(NS?;PEvHl~oWC8s1^Y1R1V8ja$i>lrCaZSbR;{@^ee z9tB2&$BtwZBMoLr`|&Is#fo381RjhAQmJ)-Ag6vg5TE@}B6XZPM*%J<%=`-l8xo(2 z)mbP8ogCxtHfp})C`ZVo9R($!#OP*4Q!e9rY(;bK_yHRV<0l-%;*WHmI)8qCF9mUs zQ~R_f3y6VGFxYdEff1nGXwaeXSs4^*14&nP;BRsIyQR12dGbq%s>H5Q&-s%YEU)qh z9!{he&C23D3k8K40O%rcgySR3BNvI=e+0#ww2xh)>iTbXs3Mf~y0K*=7ZqyJ5N7KU zsuPNFNlDwXeM^-n;*2o3z&m>A!2hbrR@%;|QjJ6{^7Yuow4}>68f0;(`S~4_0=hm3 zg%_`pLr%^D!sFEfW`Xj5fVFu(UOY(@8N_WxV=xrOxSsm;M_?jM#(sN?CJ81Xa6bFq zf-YPLF6V9q3yacUQV04aOSc{le%6=EyXtrgA~4vn#f|)19ztOf9gn;WA8ElA&ir3< zh1Lz;$9%Kouy>72KtQIPZIfC2D4z@)2A!S}62+t!UCdWbqD`REs5(&}h-qjMlLx~y zqdzN7W2r!%m|>e1n|9O;^EYR!oE#mqD)-S2Yun2sEH&B&zUPs@@_OzUv~S3A*0|Xb z7%=}><{byaBeHS8R|AhHS2U~(f$&R6uaCYh77ri-Z5kw7)!jdY58;cooBgIW*r-Dl zeM_qMEt5HEs&)B%z16A5xzA)maLq@_Z3Y(X^0KjlOfoU*omcRUsYHOQXBmUa6lek` zG(vg5hhMq}vhI_m+!9I?AC#=NvU6)!U2YDJCoF+$&G){kKMs5|?DD)D2dZN^>pE_@ zjEeG0mv5#^?=rk6h4JKg@1~ol!n6L|AB*xXc$BpVhN%;5{a(gzI=S93;FX`V>eBo^T`rkfD%Lqmk2Z3HHN-%N+zUy?~Pl&uUpRK~C z*@QZn^@sIa#(^YPitr3&ypB$g=~`%(%!gc`Q{OUAeC3MyUxfB=rmn_*Kbi5vl08ahx>Qm;Xi4wi}jynnbEhS0lt9N_Cp zKfUdBjUqY_A=Xb9zop}e%VG3~)x-0XX`TPsuP;&fMqc;#VV9|APHRFQ8~m`m;Ei~6 z=u(HJg~`@KcZSdz2}g%s^*sp<4Q6^qI>YEd!D17kj*;E-!^>}ap?}SXGH4exUr z&5!&_uJVJ{(Sd82y;%!aovY+$XK6KG!!8397QR*{!&)N3Mvr*@nsr4N8pQWGt`x%r z^YxKY4@5f+kdoYS`|9TDdj~(wTkCdf0THd~n{(h;$_8jFy~63$sc_#tI4JTx;%=Hq;vJn7tykcCq-9AvZC`ik#HI zm$LI6Q=fiqg{_0X0x^jlowE_Z6kIU}6M?AT1NcjI6Ty9-G1o#Rqqnn_;N}qa^t15( zqGc~J>5t}M{KniH+}63jc5VePZ;z_dNRCs_tT-#Q$~U#XS|APn2tcJ!abr86<%+ z8r7}gbxbgL(6#{&0|y#6o1nIffMEL``n+XJQDS=*#AQXgk(xkS z+$YuNg@F7a>*{WGgbhQ~rSGhJ{WmFVo6C?pbU}z~GVn=fX82*XHt=W&N4>GaL3-ea zR)y=3rA&ASm6_YCxKxpnz>Xs+;jr~gyyGmxY*Pel@JK{ireP0SNowk}YmPdZRPej0 z*`%(m)7;LR4^6@o*B{ggRJa<0?PkP=j)EWmoMcDk)w~g*0)JBFXc{KC{NT@8z40E| zToLzEy5-`Hp44x8)41N+4Y?5Z-RIY<9hJay7}jxC`tkuW(eWDF-$ti`#@6|X(hP>U zKx8ZLQ<2XV+^oLPo1xMwQQ8&=2G_TZM%$#!v*F|dD)rGR?-r!?*-r(CPtQIb(g_iqp88U43MGSal z5T`|ULAWe|H;0TWtsX|d+FsOcs4aotB z#gdIhK|P;A5|fYC(^H>x*cKGDAebQG1IwRy-EveuBPXz1HNla?S`3CHA{PS+XKjYr zJRBc$Qu<%5rdPk_``-ZnVsJsLxyM%T{&4RlbS>ytmOg$uW2C9~8vR?$)QpU%&PHuR zuhYn1rz!#GEoUp&!`p6wJ|5`iKlyr0+AK?85m<=HvmDrFG%AQO3@y1F@hG7B)PvLn zy;dS63y3bJ!bQ)wU%%BX>vfnl59>7|hi!_?D(o#a0N%c|G$$9^mW?b9ugl^ZOmZLdqz2=UC0Oc3hgH!txkNR(Xo&KFMi5rAA0T`8-}tPo_2EMp|zyX5W9w6D{|^BrjL z$VAttlAGi4=qFA0vgHnV03gs65QEc8K=gJvkux1?Dljyodo^Rj@0jtEPa?#CCFSU_ zT*L17ZI&g1xQ4;BsY&9wVxG0&q~|ZUwjS#DCCj8Y?AsScmHARTGl@C z9VwPO=`bJ1e??sjJx53Xrv<2UJgR#Zg!c|4l_58W`WERCA2R>ESz=6`2C{{gn!WAj z^D6u}hf4$JJxPY-(uFzx`rnsWKQH0E7ydWA+TOn7u=JH%svd|W%xTm(bs-M{m{Usl zJ+Tv0=h031iY8~Q+g;=9N>&uAcK_F$>=CEcdSO`7`}8ytzroC{_Is!@%o9@)db+~f zWh?o*`pjwk3>D4|jB38EL@DxdZU6rEV+uK_pf4S0uSM@{oWFRc;vgd+q@=V&A&DyH zaJ6Vs-gBevtapJHk-P98FLappbqsa9=Wj`q^Y6S>Ce8eIJzdc@`!{4+IK7V0(SpQ3 zzPYB>-V@Ei*Nf#$u=cTw?_U*AXvQ@@%GMgLmbvYpG@r9+D$0rR$d zH;pxDh`2`igH~P;JQfH@d%Av!8oE_hj1td;TE&w+#rN&6ug26Z`b`a3KMm*yKgN73 z7nXE^juC{=w*$M zHf0ZKMOEBMaANRcP?(aB#XjE&Pq!8wQ>vFkf0Ut_8tS-z`pF zpTs!$L?P%T_G^b=gNetI)y|IEf`dRy8no0O=}|rFczOHR{g8oh*2^$PlU21^oTGfw&Jkq6H`#xC65s6f&%F z?U+qKF%k|ZJoz@fp=iB+5uaI$d9okcUQDnE!507AT%+>5d{kV=2EKPro6%G?4Lb|k zij5%X#Ks@AokM6YrnBFM8&QCJ8JI32&o@)r&VfihbuNYik^oV(IqJ*gC8DOP#XIst z$m7))mrFTYQg~c(>2aM@dUD6vVY@l*qY{xFMpThZDF`fJRTnFL+B-!tlNQps9~@|L zT7oS#`I$M7qrp#`8Ly8}*lEBzviI534Jj7jzavXf8pFW4_VWHv+7@B(Fm^)KIY={f zOJ+A~7pd5Q$ApS5JN@#G3VCeo+E9BQ~N+l%0D%kxQs!$AZ#p{`P08 zX#MMY|4SBBVmB}97MM01_ZEhZ+?rK?a08Rs3Gtgx1C|_-mhS0$r0%z3k*c@|a9h8X z%YN$_Mw+%1{UbosvFGOJ_g^K<&T}8!P3fZj1pwHye(p|A2kT=$lhx?WOJ*vyg|X@A zOCW}@!;?RI94B%we6jdg<9Y3l&u50W;mB=y9`Ixeo_k%LPESiGyg|=5tihM@zzO`X z=n)eQ`slA*rA}~sgcvgN#T^G{=68$XnsAF+)nDMvx!An8FG~nGe(t%IV#Mu11a_wh zv?}a7+Sq2oJMO2SJ|^@1d)*IR=Lb7UGcAj!G0ghU9)3Qs^sdg^fCq&&-_a8E7e!lP;Uxa;y-tDn2KlJ%~52!Wg&p9aI`mqRD!-!vQ6@oY3HPpl(%dFj&wszgB zuRWhb&;5kg7So{COfaM{I*g+oyJmwAhHLJp@$MqP6*6xO=PoN@<*{^#W^dkc)rY~^ zD#tfVql-{+0+2r+fD(W`?Ii(lGI-myYq&d9mN9y7EW%iNwyS`zxjprxi?tNU=I3%H zFXx3LhrqDCYnVaoYqN`-lllEGo>*6LCxkuMH;+L(pWc()->Y+eeZ43FOal{8X-& zP0Nh@;I*O@g+}+lBeFd|dMK+6J!|LPnBt$uW2H5+Y=dK6-o$8IrFXTS#b9aT5U-#3 z*o2hk`zT&BdHP;~wZT3>y6Q+>6GlyKSL%rX#2xXod=?ueB^nVpB4pp=8f~6Bgiq_Q z-RDMWQ}k3sC@SbT$dHx20I6CVr)SuP{EJ*Z33gF0P*l^lwIPQ{<%rA$B1eEwy)VY4 z3{%^0TYmsY67#}}DfWTa#6=(TxIBx{2XYX}0hZ&zy zJu2Pk@&@bEx0amdFX-%z!3{<=h)Ew=CcU%j;2=rwQa@IIX0!-vlA;Ou>UCpeHc#tt z%9k2YG?#gdrsJCDPGZ-rNKjB$p(|Pa*~PrT!2SdO$K;P99D}ktz5EK+Q*L66MYtgL zQQMTk*)LHjpvd8VcD6c0Z@SziVNvAa-s@l2Vn-i8gD0NX!767$*gooqbCml~~q}PZlKlaIVtSve5@#u!x3pCkqCi{+*$Q(56o%?bsp|*wy0(}$p zvGI^R<7Vx;(hzy2AMif)S*OZ>-d#4cot5SOwf~P4pvYhM-)iUkQ{v4Y8GBNj-^CF3 zH2c3=xH?h5R9%DabdJzUOabfMy(xyp7cD<9O;WU0c4_Cy#yja903TK zkUPAFbfll?EmrW|gmK%oXpd)xnxDf&_bgc)=B?v_{;S~p&wYTsf8iSXE84EZq6yb4 zu;cf`auHOgQ6-{___97Wy%u~Sde-55%RV6~dN%^a3f?9Dk4w!LYN~S&_~!b7@rwis z>rSzw*hg~>+#dzpqMXLH8i2#+YNkSirmwy2H3`)`y86!i`AEC_F^1TAg`52=q=bWT zv;~C@v#7oz0w4olYtNpxBU=p~cM`gf6xQ0dO7(;IIzMwnTD{MZPm7#GY6Dpy)f?Gc z4@9Z1;|eTJ$;)zB5NS#^P3xN2ST>mYW>L8Cz8MlG+xipIMWGkyq_XE`o}w;ztDGwU z#N5n3&*8NOysqYp2<()oCz!S^lxt;J?Ln6Wt_EM9d;ZK0@;Y_O*v?F|b$)&qcG+*F zND5VQum*qTK#Y^JfNU_TyvA_*e#e#FxnxRm^o7f*21O7^6tUPm6HkbKkFENWV=IP3KUk+KisJ&pgL<^y9y!aepzOA z*o|VZ{N&F$u}Cgz^EZylX_E?sG%>e}2H#RExb=4wXzw+Qv4&PYwMAf-Q_lT-J zfv`q^>`WYwn7z1Ime3BaO_m>IUaUfJyHb}z^4Qe$`dgm5vp|CqgThSAl$~14XM@h3 zoWiCn^KSM-5GqRZ99I@)rWEDkw^DxGPEro*7g zOySqzwwK?2J$*7ER+DDC8MQ9t6;|k_kew@7Pe0eZFTWnu*%U!*eJa8Cn zU^b_V|2^PV65ztqaS)6-&a6O>otb+EewhkbxUDuY(i$DNa<@CX8@_R@+0(6|N@Ga3 zkNJM>EaEkz?fg8odQg(*`GvG=Mdqd3iFrJ1z4{t|w0g6uBHR(ofcd>9wA(!TEg=Il3-j2R6WM7n%s%+!zgH;R z>3J#-p)uK~Vin#7F2p{DPb=K7`OOk0s)7$DJUEjoayo7fXr`@s3qn`eLE%@i_UNKX zlp+a_>tLrDnUNlxy40mXmn!xk8L)uV;HJ2Gd#LyFkxSqv#}?@JDSj9R+WdTAsojnx z%Ecpp8F}7acCjTR$ufAF?V!WMg=nEf=ir$4^08s6sa1vseY3pim=){wV*TsIHecVc z1FBQguti>>pfI7)uErO2-Ky?!oh@0(<)5z)Uza`_kmRiPqoTA}{K+0-K+ciU??>CX z+!FN$rjd@VVfG92&*uh18A|L*;uNM>FkB*prkb29Z_mmt;#VATEc(}977BAmYCkmL zC-~hR6>!)_&04CzNB;&nWJH76vQ$NPtHh)H2DFQJW+9>sfU;&)Fz@=73i;!O!`r&DvEje{XYstwO(C;z6r*j)v;l5oE*r3oNwf^nY;iIGp$&-_q7Gjb3-@$b+iV z7=$Geazy8fid4~}KcjeE{RNRiF%fMP*g*U;6c)Hi?6ek-AaKMlK_R3f0mOz7P4{Q8yY>9iT^WA!{2qRX0OM%M3UaCFznEG8chtASVid& zXn^t5bZ-AVnaJrL_)pVAi~b*|BKrO`*di<%;ELpyG-cqhXYQ-muX<}@{?oPC>Z~@x zujIC`wH;0apZB$E{?k*iT;vcs3^Ku4XFOG~#N5G=Z%%)M`Y!-Wat>ZAJ6jW;U0j24 zF7yaYjPao`o|Mhx26o|?`&SO2p$wfI>z+4@pbcjl?n_aG>3RAEm|YT7*IwaZY=aG1|qP#>`SWski z2)YRd1{}Eyrk-k-q8bBv_96&nshn>YLuEZ$98nJr+a(@?0Je+!O;c2%i-35gHq0zm zQ1=NjQyyWfGDr9xBn3jWsAA4oCn0ryy?P1;9xAW#Eyv)3nDY?TRur&g3#YxT^EEg| zoH^y+*@6%$*#uPk8Xcl4nBdH1i6D09;N&ye?sSxB9k(Tdlw&8gZ|q~<+x}5VIOz4z z?$wBcMLwI^KRZ`{aC&mb#0lP#S2_G*V%_(PC~+TaAi&W(2p1x&_m9?l8;u~CLVx7} zFV?7qOxeV23IjR537L}Gb@?;TFnL{|nkLSOVm{Ff9j3MNcXaGfcjHyYP>Ulr z2BI`srRAW|-~a7e0OWGkZ$&bkL=nagad%Wqc91b3F+O061Qy|RfyQm5=TPIV=0bd9 z&}gY}=S{%wXzTNzuPpl~0s&D0r}t&gcZGolF0m!?-*HxlvW4WHnwat(7T`4AwM=v`~fHY|iRNOqbMkuUdS_h=6IydG+F=)2$WreE@>6Aluc zE!~!{EpRjN@hx#F%&aN&t9eBq+Fw5iw(&Lj&YT|y;vG16nfN>xJ?@G8i+K&`%Mb7{ zv%?JExxUeFS;5?duQPm4NVAPcg7veB!ft#5>5@~`bwpaeOkHSA&ZB=ubPFV$JylNa8J*=+ba@$@_DbziBr!|c+;y7kM<7EVg%tzv?T$6{SYkIVBc>r}dDb&*olG8oj;DBfbv861DA&?Q31azUAu1qDdW~lK|(WR>PDJ5ylDXzy$ z->EW8G3?{WA=I4mLlmu!yeUv`PrdZX-s6DK&OA%~pSfvP;G{!K$}bfdqh3vW-?iff zcRME=?ED0!%&bM6sJY(5-$k|d3d-Ypv*P#s~Gz*7AOPZ1s9SDU@ z3YZ5(K3!^5s3pA9E~(E$$x-B4xd=Z9UQC)1^SE*~e#3zoU97|yjXD1QYnlL|rZ$qD^fl*%_E%(Cxht4*YvbuNQqDqV{GX85# zl+=$VSyztru1#MguuQ$ypDB*2ROK};7XXh6Q6y;kt+OH5F*$NnYyneAU`OPTA2cma zonEqWOjUEml`$pf`>ty6FJN9yM&lh{4Qz4#d2;pOzaxaoICvoKy))SX?-E~n;w(o_ zc{vbQSJccS{uT1!@JvD|;``&FG#scG2-|Wy;MZqR7zJP?nV_Vz&KgJCYPb*xI|mXd z65=k6s9IGleb*E-#=ZJ8*n!K!EiOuo*AFX@N8@!yoUO}gnXf@A7h40FOAJ0~hcOQ5$ zgm0uI88S`|j{>W5|GS*$W$7FN%*T?p5 z8Z$i~tbzVVh4-!G!}>~O%wpzZ4qExsx)7Xpp_r$}xk++!#twa$${K8y`b^v^F?i)q zy5g*-Miu#F(Z4zWs8R7%v7}YRoYal4jK<`Zm2NY9=M&=Bj z{2LF#xM`ptv2Gh5+FAaZ&>RoT!;L^+&gEwvebPH|pO1wN`hA|Bg}fq2WmwJ--?p<4_2W1qkQcHKT*|y{f4HUS4 zl*q`-!j%Qw>P?b)TMaXhk|})=ZJwr-$UXNrcZ-6JtZr8~r&K`*8XvydL&!3BpppZ+Mv9+&PAamYgq# z>h6XrezbUPUc`||UhXeoJJ8aVYihCzhsLa7Im;5itt=?ON!`k*UBM#BsI+~wqv)YZ zAJYez(znXGsI$lWrxpIES^jr`@l+~rQj~w$iwa~mz6h@@HI0P#`N(m9dm{9m7RIS+ z#l{5*iW-Z`F&E|i63xT}o^NI-qJw&c4} zgHz`QMiO_&Ks5Q0vQOHK?Hz zkXytVR!kTdX~sNvWep#5o`0%0hY(G>AW_sJ>#8+P6M7~*@*Z&$nsInF* znqwnf9lbZJ$lWFkViFR=olhiU!%$FX5A=JS{?E7ppeO64@-R5??9pV+D1@-9N;^K} zv?&FRwqe!u=RpU_b)QYYp&Nr~+$cQQt*T9yW!k$FP%zfmPrh;{&h*^b2|SrvdRQ)M z@mQk2?S4(bXd7!{jjuy7Zq4vl@c93G0a`s5vNwbPqx>fyjMc<1v*%cFT+&(O+`^mz zMaPqnSEkZcKx~y&wBBA;WF)6HUSD8i zl1+$%}s=U?x*55T@w!D%a#un5jrqYU=^n8i#*tHk%IhvPgHM?U#{jEv~DNZiAnT{ zUc{MrC;Of3TkCA_?xamKyhOVckT}*FL-lR^Ts%4&GP8QZIMOaEydLT$Pb(zde_yUR zgZ{pBDH_8uPA~d3)0uG@5_9%n5q=2#B!J!;mW5{-69az>v7t zO#N`_Qo{pSs2h<7LLjwg2>JJH328MxkHWL?HT(yQ+uD?KxfzbBY4wq`j= zZ;VU|E2$omg{3nx5q-g9E>rlXrOwk-mfLvSaA+&9y&&+TxWANC9ZD$2z$z@vjlnlQ z&X?i(L!U`<*tL~fMOF0~Lsv~8$}hQW_w1d!%4GfcV{8ZxZ3y)-Mi~X4vPiA|!@=38V4;OZM=+T8{DNqaCJ0OwQKHIbkw+N1 z0vcQOo89dL=>}!I3-~XNKG8seBU0rRJBB>;2_sJaB zF_UaB&pO(;aX_;ICbB^zp=$AkuBCAFim)2o4_Y6|xx)-WF&o}7RMCvjPc|D624&H) zs*N?eANr>FbTa=IQ)%fc!m{BS z^mzsu%1H)pQ>EtROU;KE3(fSGVok}pGZqQxD9Kz*mSRsdg=3>6&RF>^^_;D zwH)2XXmBQ?v(OjTR&xjn@hnWvV8+SnosRW$iR{%jQZ?=jG3D=tQW4RfCYr)%JG`%( zodor8=(LZSO8lRlbViI zMSdTM;)bOdD{zVrXQi{GhB<7L7v$3>4dt)iFBG_O&deh4Y8IbY{!L9dc#G8W*?bqy zb(P6!@7T25L}YvMxw%7Q%)RESg>O_W<=+9T$V(o46D!!e_8KMDmY$~{`be5!p{z60 z9>pB<`ly6Zo3)Gc;q#%FeG%W3d$hT1-NgdU{AwE=iN)qpE{Y4)7oae8+!vU# zm?7VZ2#g-CV+{gkal&U}NTNv-R#L*=8;MS9I|SH}LxzMm{&GJvs;}PI+D?_*Gb34tGTj8m&FZ|jB^*i*n6y$RF(^T}%{f!S7I=M1{{twu0Qk(J4(!(o;QWO3P}`k8+9^ zcU7^0!lkMKG?|MNJwmZen@9dE2^+W*ZpY$UEMuArL#5BrQWbJ@K5v;Ue?C^n41$b$ z(^0)+96Xu1Q{!n>+h zI619)&>#-XOW2wruFsW0G`XL2<-Fg7Fd7d*VLD~sY1BrqCY0iMbh9$DUJ%^19aF9f z%i`t_l;|j-aA^7C5bz*~ES~~Mf4sy8eo;BHDGw!gQj{Gu`I9drI`~=E}B1gS&Ni=U+Fkr!GqxiXG zzl88So<@U>DZp|p(x%chn8BDW)ZN0w444wE0>I5|Q>AhKo>R+B*vbb1x}m6Owxz(q zGS#a;+7eBU7`2ps>juE)Z;1x~k8qKgV{znB%DF~_6pfXb+>bBJB->CqDhksyb|xL8s(paCAyW1LGPE4I-w;q^x8E>&L_fn zT)X70XUdlPH-&t_&lbgIZ~^7oNcu_@5YY-g6U<5X-NjVKJ(vhKIdd#GAgMJ4O` zjDB345ggt)Xj_g0@5Fz7fkeXS=u%RA?zU^saYjUFves`0DR6OJZ`*zTA&QK!PDoHd zq%^IY3a9XA0;M_}Jp>{j2?>UOw`SC?UtEk$ zX)sBdPB32t|3ENr6>GkU|NU4v>^RRmGA`+X!ceVPnx|G})D;nZ-D7d*XDIwEvTI8f z3?e0T%NXfZ0>8sqi3+Pk8v&MwURROm4$?!OfEp)OjTb4XUPKn5ffCx`ROV1HeI+wb z?q5BT;u&yRxE`La6yPGF}hl4^HGlBD>*Xa)39!6UO-8< zY&Ii21YYP&D?8}nF9~IN9sc&f=3v6~z5g}Qk(krjGtg+niBXpK(V6~9@6);TyC0b) zma|PQAUYUr0itk-{=}}K+}Olv8kxvq`tg@bCU0~w1W~tnjpF z$`tXEwV8|2sB`*YeBX$?vt1?$|8kYpQn3b$WQ#>=@r!(dc4ut+}Gi>9u&V7VDb7Oj#1Y z{%z)0@?E%Zlc)#}aIGViOUq4pEvkIm?s~EHG0X9OJI3h#;l!liO&M`1^o4~2zsecd zxJ?M<#v!IXc6w*B_!08%wTO1bzQ0G6ij?B9bTq@>tLG_hVlN|;Pm?s*Qz96NW(vcC z7ty?2PK#PS#HH$9(nRM2_dLeZ zx%};u_th3$LPwojwoiyGV#*TZRl0S_tG=eJwaSBONm@47Q5oL*d3$vd4+B$?JD(1` zX5389e@*eJN&x?4Qd*~bUPwM8W5lO@%h!_Wzg|kS%3@-c1VLKX9KOTXnJiB=#`h8hGJN~uqR&(Q2lH5^ z6_icKs~Cp~mpXU zGjaAoI#i@FXd}n@B`!50H^eHk+Ncb{T2qv@=R21+l+31i`1`R$fxY(br+`KkV-_z6 ziZVIrlwSQzT4;igPLdz1bc!KWBF~HkMOR?KsX=;n9(@O;)Ya-n+|&HfWRqr&?3PJl zMWBs7O&y@gAtmqPk%yBx*&S1!>ASI`He0@rMzrMDtWa|bAN2`lVic(!K4j*N3 zAa3NhLbmA4`N==)3TqZI`C#%t(WEct22joi4nkzS7kUr`CUfa>Msa4)o=h040jrHw zb$mr(nVu)@Mp?Rd+Tx7Zp9q*+@TN3KgC@6sl;@op)6Y_1x)rp4_coeOMNCZ0Th;MU zCN!_AAmzlF{&`LmE6c%`4d4H2#b`L?!Ytx;tj>`#nO%)fn#g)Rm7$aWJSr!?ZAn6; zoXW>S&hm7)#ra^u&f3ebP_vS^#LH4o2KBEN!%aW~)^bvEY3O#o^#c~EmdgYOK`?_6 z-$7kYhZ(d}HrpSd*4tHYpR;7+%Yq`H(nXct_xIPPDrS*KrVyz0v+rc>=af@HP+&I` zMp>zimPTI6jXqsG)hp6!TP@?sWNWxGc4#mgcI|u3Wls)kefPWFiibVX%NX^`cLuLd zfK^qycV!aiBRBS?@Nbpt?dR6JsX06DDY6D4D~(j+UU|I&L$AL347aKMR?@cAaBX^M z8jtaLeBtP2;cBG%IBnMAH1Z%oyFRj9j9`sZ`XRLX)8NPodE&;IhU_0wQj!?w!xvn- zz2|yd(@ILm2Ej|0<}cUl0{yn8T1G<=Pq+4`JG7hbkB07cnU;30|6~x@@6Rez&$!EV71}W;Nhm9 zQ*2M;@p?Qs&f12wJ*f}*$+AiTVbegI`5j&#gNv@Qb)wW@Z_Px@kf@-!X~AI3HicYV zD&bbDavdyvIL!2=^4XkNL$#3Bk82Z$m+x-x+L3d--%EYQ7#dvz4}I+to|`Ti&lPxw zx3tt`|J%~)i?uETc|p_{sL;g#pI-Rm@wDp}po+FOJ#svz&5{9d#4)_Eo(Bow+ zFg*FvZob9;bgH2+%*|k-{X@o4LqWZCfQ5y-ZwE_H`8}|C$0cG<6SnYwY0Ix8QJk;G z@v)JQq-gt*oagC%x<(AX+_E9VrDTJ%m*49|SpMEcwGkb#5~xa1u5ms5xk+)pR=J%) zD^H5@R%)7Qq!4hp>|M5|(3?m`C4;YWgZi&^YSLkowRVF1Fq#lqd~w29ZpQAdiP3Nl zBS^UD#_yU-$;tvayZNhU4i1`}h}|{-Y{B17DHlS1xv2;z{wk&MBMu-H%>#oA#K=(^)}^o7UF~}s9xJ0AeaFcFtggeN zG-+Ozs8=$B_MGD-o}J=*T=ts0r8Ee+VyO)wo80#Sw7dWsh3#-wbc3}PE@C=b%&mTrY&s)Axo7&v`ffH+e326)0->Z| zQ$bEsy>F}QCM2s$jz-TH2p+A!GNv3G7=bP1&osN^VK`_|uxXB{u^7D_sc5hYmj>%R&`vC@{~gXvE-2(ceg1adJO{smbr@rS9&I zn__enAOHJ0bkp8bfluNp{#ZCi-E?r+!&Ha|hsk!~tC;Le_Um#rZvQyAH_dvS;=t+; z_kufT(9j0U%FdnI8>~eMupdxlWFC^uLYfb;m#*8fGm~gmy^AQ%|CB9WMN{8RalR;6 zJC=ph(4dd<(-pYbZRi#=NHNG0ACOy-b8}D#f)XjI(unUob1M?-cg* zt{WAFa9qrQmB{a}(r{NijX zE^-Dosq#9PlH~KF^3%BO;5+u$mj66TI$3r;)c7r33!y(P z9}H>xFVGGo1OCNV_`8`jI2~-Yq6GP8`1lJ_K{#GsM_63`*P|w|4*x~i!sz;YNqEf?4Hx9@F%qN0Wk@41%z)>95F*c;3yzkG19 zBqt{9zm`6_TBp2}6yW9Yz292A^eeD@sbdz`D)bfYj*bg04C#M5e$@QX(|S8oK|Mbq z_(oKsmp|J1btnQDNPqjou5oqM71?rD6MpqoR6y^pXfNQW`K`k62r-JEZ-4@C3PT_jh9WA!#6yk6B;`ieb*tN zZ*h@gAiF*4BeGN*y-K@6H4lH|rs-mZec12W?REJ(lJ)rD}u&7?cgBQ!5ZtHV2~s>h&oUEtoru1nvF5AZV`h zj|8%U^O^OlHYY|Sp}mkAYTw~5*h=?d@ZemSC7$`vbb+Ht6;INISe;sFb={kC-KnW$ zMaf?+w;D!`CHuIEeY6u8DzE25J3 z{`EHAnO{#6k3hJd=^hMGc?L2p3JgzR-$&@4f&K;@l1N)K#MEM8(j4;~ZysRaNYR2B z88X@M+UiX>-Jdv|Sp^rKKecT~_Bg-1UVUeF%i{QZ=8HJzi}bJ?z$9 zicgAj6Kb*{3nzuLaM1}dK~599F@e9=o60zalOQgCyqP%fj3-?V{k=LmRP6y5KART% z+{tRgo9Sl%>lIsk)1?{lp7VceM4C_PrxF$Rp|JgP4&@pb^V_y7ao0t>`MG$Nc*X+ zbSmVCt$=?aqBB?CEUA+&SEC9X>?U)VT_jE(`!+r@a;M!@{PVCjpSk0kbA123x2?WD z8q{=vxQPbUwj=@p^{DmMzQX%}tmlpl^OTwK(W$rWv}^ZxL}4pc3;Q>@98IBocY{dU z;`tPc!YiY8&Hsu|Q0(8pg_}RJJ}+bcVO|dWZfke7WZh|r#*Xst4CT;pn1%GSer5s4 zrPr>N|H-9eZKU_hqKjT9dn(tH2C?FI6N#gdI+Bov?xbpgbdNh@lIBCLa87+eF$vdm z$-vXmr_C1ZwPxpiALv>vH@)os#oT6*Q)OLWY*pwCP(0fIs&OO+nUsi^K@y~$?LLkW zVDjWKq|!tUrV-pqn1|4NZAc4e5%>l6?rxlybGT}ZXWE|9*z6+}-m>IyQ#Z$6JY{$6 zOZOgIsSxofvepOiGC;K0ADr*49zXW<-A{Ca@`>}BF#yupbpC0)_2GW5XR9=zSi7y@H_gITu7vh4Na+IG4<1C31GpYjafs33h7WX@5lMveLLWluqEetQ2 z;yx5>Q$M?=X9bpZvIQy7@z^B)dOsz+w=~ajxBP=>3MdRMr!8;a1RRlE4!mGBc0w0j zjb|)BKl*(&piS8r#`7MjdvrIA>Q`x7eFxmMuZO@&9Jb-C!>60L2{&OknSXMq=lzzJ zT2IclY-R34V~xDKarPvxC$q#F-A9saB+zm|U^V3qZlf?(=u3;=5rx6TjeXF4jPBs) z&sEV-qg9cnIf!oxL_KstpKMyz^lJG8c?yCxrL*Bs=(zg=KTbjaY?|SKTcq`N*4>ES z(oOfcW8>|~Ta>5j5OD%Ly=tg73}9z>z;4Xa9EV}Ixj|2{yM?SpEu`*g7PufA!Il4{ z^j3A4-?LiKeSe1hK={zQG0kJ@wqStNFgr==lpr#OHP61{7U zx$XNSaXwY%K>;~&p>@&0(Dc*!#GIG5~ z{iClq%Y-LkX@@NzBlj9qt@2Nn|{@ zB{Ez|ovL)v3G^foYg$pRkT@C6dNcsk4@3O_K?O#R=ote2>oDN&38+}-5btWE%I>lw zt7QcU@|~N8&6pSr^BCVSiPQ6}z?C)aCNtmGzeWVtCZW8wZ$IwL4qYw(+{2Q8{dORN zdY~+cNE*=i+w%x5NDTv?06PL#c>2iDzQ^nu*6@yrj!aKAyfr9>bE?M1a5?t<(4DY^CRDYZ>lv=v^}>VC&~(<*l)))q}kL+sNr=@W}S)uh&(I zmLo4xHN3^TB4lX%roDGEspYV^<6-_yYXFVKCX7I=a;GNFG`|$0lPX4=$)*TW{83J?NY||USrlYuTaWBzIzAvQ*p%UtnWr&X)Z$Sd4cGD zr{*#n3kz+ECO)WLH_NmUNp01D27>3PLE*y134h#wzL#en&Jx6w21kHovk}K`(Z$e- z(kEM$AH>pBK*2VHl@y+fz@;(Jh%5JT5HAhpXAlCv!y=hP8BB@V;$odIH+{uCUR>yl zluW5$Mv7*RPcP1n2|IGX=RjnnVx+2=yemPFV1^YEqNjEfN)hrNk%r@f6s8ks{KZqG z`{W8h(06po1KUm2uh3*MrLB4KG7Er=)ZbZ3$cG+6henL<$8{#hWDzB6vi%`wyK#}Q zOms-}pty|7|G<5zVPi+xU%X?y(k!QChw8=q>1(3i00$*dX;$Iqu-!ji}xBO za7aGHChjaihP|7aG;Gg1^cSUS0jt1mN%WkmctH6U_OJ(m%5VY&%Jy#o@N3&UO!Mu| zC7{y1?cVBjU_BnEM1JXyiqK$1SAUL%1|HA<9sz>oXwkx@{I*Vesj|8xvJs?&_e=RtXuVPiXSoilV`SP@N!CCvA zi7Nj}#G}JYRRa$!Js+I?hmSRZ)(=pc6vX6NwBWjvvz^-^ddMh(XB(Cluk_N~JJceA zxAYQ9waVp$oY9hyI`3xwRC%3fO2Y*Bv{lTilqqlRv5L}bxr`PYtxty?0+$cNGs&_z zxSA#>XU-BHA0~B}s89ZQHdW@i2gnvTdae&iB9GFT*(HD2W_|Ib9rbE5@BLo+AQk`F z%*Rv@Z^j6t>zRJfd-zVON5qboxCyB3%x))Jkt*o%F3ad~{{p)%cBq!!;5)Kx?%`GxztxP%)YIGWtb?U7jis^lfqW7PTNYVsPDw$Y z=3nBT?doL@N7$Ug$FpLRS2G6$K-)*hxpNldZy`Ept*NrPyvT7GKtG;5K}G;g;CzX3 zC1=QK_+jxTylzpFm*>@RzFwjm1;4A`u*|T&(<07SNwL7s$zd_LmtH@!s9w418!1|} zlUH=pLY~Vg|EBCG>^^IF;%VVxvsd`jE)#YVj@Z`Z)K-xpl<>lUMOaL*T;vnV2z|H@j@ zV~PqR2qf0fa+}l|xW7_Viyy5#7qfMPMk_o1l-`7-M(4)ApW{hRk|_Ui&)G_JO}rndf91>52v4ti@$C0Bz*7 znZWV)u;k4r}e)alC) zlapt(?9NsgJl5MvyVj84n7T>Pn>s$M1v)gI#_ruR;r34`*JoiXd^}D!iom}28XSaK&2U=gC~g|)l@=9>d6^To3eMY1=Ovr zZ3RpTyOY74cIEFg+0N$OhT~t=`5(^qt4cakg6>x92plQX?GE=pViVyhOq&1W(^zgm znh!^*3RLsQW5f)-u&_|h*xSr`Gad?$`PWuXhP|E{o_P&~;zi6Lhe4H3UH-wd+>@&@ zfin5pOMpJy-FgOG_YyRpV>#|YdJBmpulm9zZ==%=1J7mveAP=^`WAnv9vreI667@f zFR?YSV~4t7H#!HlhvsFo<}r8jd}m$aMd&3>$~$M}rD<_Bb`)>Pm7*K}SN30j`-eMmbIpJ#JuL!GVY`+ArVYV~w@HCnSC{|OXVyUm^ zF9XhR-<}qfrd{F`gurQt3uGB1pZ6-Px1%!e7PtbIho`uWN$*YwY-hzD?h(%sy&0ZnLXRG51Wmh+7j zk%u=-HOfEY@g<~;MlIC3>o=QbgM|A|+K|xA&yCibdsFI%{ikbrMBHz>lr)~hScvFo z;32M8m|&+T?HC0km1rPR8Cnn0a*VbnGx2@3a)O@Hgila~0ySEf?sF@pL`CFUTa1|8 zm3OG&S%_LFj22b`EOvnmeSo|MZ}u_180y^;xYf%jBjrmE_yh%oWt(P>y-r(+HKRf)g4Vs{;^j7 zY`5VxBnkHrPTHeB0uG01;(89O@pVg^$|0Rm&dho6lD$AT%gRl7_iAqlVPwea*Y_o3 zeEgFOqAuO<_9Sjc`!9#Qv81iYvp5ix{qjSDHx>=PQGf8`S!L-dw zzS1PNIuwt&>2%s~wWA6dxSh`ev;(F9+%rzMo(*2DyF1$l7NT>#P|UCP5;Mrsi@+z^(Uh_6 z-@lsR6Q>89JlIQjXTGtbCSCM_yRSp2vWcibYR1-_M(O>izM8gEp*++3&(|d-ns4+_ z6TekMYgg?SOErb_ZfN;QLau@dK=lK71NB$ISDVqEXZXq-I?XOwqrPDCANCu+76AG^ojbNJ7gAFT46Dn7bQ0-}u3;`MaiUL%`;s9$pna_x+0su`fK1f$mOb8R00 zneFs@jLaN+B;y+FKNp3R=qU*x>1jXv52shqWX}Iw@Mw~KT}~<8qstq=+R$RG7+7Lb z5RW}}uCpFU%|uysqkSo%#ggbUsJy~937 zdU|$wduul-K-=W4`|VYnjmJL#A>s;fzsauJFzA$U{_kDfl zpPiZKrqv}9uJeR!vAT_R1e4uXoxdM|z+0Xt0?5$deMdZBC@wB$P;trIsK5V)3RMHw z4=N-MlJD(y3oPFl1)wDT*B+Q^xsmUr3y4E#n9)HYAl3~bWNOMOWl@!_7ONg=PViV# zvbC{*r?HHgq~Pq7y0NL5(Q}Oh*p84T3;mYOtObpH&Wyzv;^JWD>K2aP>Sj>EUFI5A z%)4{7Hze{56rwr`F$uHMz6l&?HcOB8Gkp}tQv6L*qX{V zmrkhp#p@X>@ydQ91oImtm+5;zO{pCoDO1BUTtY}kKrlD)l7Ixh;z~}Tc+fZ46Eqr^ zaS*7TnVB&kfAZF?12p9P=P(8$OAL3BM+@R1zrh%)dt}23L0=QmN|ZL~2Jge!o~9ji zWFz<>5imL|fT$ZVhTtNd`FN?D>6K!mNeV4gL`=N5Pb%#{-u(w7Uk!6f`VFFuLG{OH zwcQ*7k$P7x4%-S)mKRsS@aLXf_Apj(PHG{~5I86E2s=1Aovp`3SUeFFoi}7!sW8Ex zjbXFV*Y=lGtn%7F>uM@6@Z@tC@;dnU+C$O9)wHYly=j-rp!?^Ok|uN;i*dIKTw2Bu zIO~g_ni=dHw8tZ^k;dp_lzsl9J$xfI>hE%`LtNVHS+}-~E}PXVA^gz=yC2_De1*}n z(qf`$6s)}{rsOj;69^_WcXb2!2o#9#eFTqSoxZ+U9bY1Ji-jt zL~0)!R}KH0ok9PFW{%`;u?+r6xs;O3N%CbT?56u-Dzq668&p;qR#u^G`NaX2J-VV`bq56xW7!ng0J%TT z)+n235J(4^=`5XmJL0le7h$f3OY;-r+&+6pRN_`^H;P^Awn?E?_XS_H%4bqESFhjj zZGP1PEr-uvP;;hmX=QF@a{l^D7x?af;96?HGDeg@*fm`tBxP+aR{#3n;S5~`x1n!$ zrQo8=Qf*v{l1vQGGf?Il2*h`B^5Zj1Udi6tm)QhFQ?UM)(8c3y1Wm`-v0=fT9XyTKv?pNtOs z9|6&36=po=0a3^%cKgiz6dZ)uZlp=r^M-$^4E__7&_Acmxi_(r7Ko)aO|Qj9bqFUB#^-e6|(c56VPswpeQdw zG(CPf1zy2Z6_Q}*k@I^w8h}C{!Ij73t$j_Z;qjMZ)hoc*Ztt{2h8D5g476qqj{~>5v?3sts~b zw)DrJ5ZbrTd6GY=mBgsMd~zI-4Pl{Ok*tUKvdV$*Wn3uK<&-r8eo+WcwBgy2Sf zCN5^+j)`DBh6+N|akR=2o39JSdxVV_epLkgGgv9O-D{*iqDr>fwX)o&X+5&wFO@TG zcU8|h^WX6)hJb0K&>2N_A;heq@at{oE;OEFv4U^ph0z0x>J0qu946aO&v(37>)j4Y zR~7@NCH@sSF8$}t4cwWl14uC-LpPHuH&(jNZw6sa;La3;}z}l0v$VmY4qdGO?{=!h-&`XC(Hag_u@SGkf;C>B>PNR z%IQDHZ|KkeBy3zdM9$`Hj%AE6X#MMd4jth{cmC#;bfSr7)tCzc_a7frm0O_VmrK3I60&&GW!qJ#zm;<1Y*lt3ab#X*XRV{0c7o>PV{IW^j`Y zUee%ZVmyDDxFkNdAS%s#sxJunA{)=22`(En-V&0N9hNJjxH1f|d1IiRHBk8LT)5vO z(Bt;=QS0hm=s8J$%`1n7TkY1sf%B%4PoW_^20ef$l4a?%jB#fcgjoP(QO?ll27eRi zPvr#sMqiCQ``Uem#LtWC44k?F2a#OjDZduBZ;>fPt2{TIykO$*X1)O1rG>IkGl^E^Uxp8vp2k4iL%@!h0Qv- zzeAj$jSrYFcvj)8@?hAXfxptAinOpCXCqt$FNIOoBU>nf5VV|L0%Rh!?-1Z*Fq9S@ z_Y21NkAxt<@Qn@bPFa{##p{Kzx&o~M+t z;1Vdx9`%)KKW9Fo=K!X|%Hp3?ifNqA-O#uoLXXISGs`VwM?|zU1?kdt4JrstR3Og8 zP?hXu@ZOEF^KYe+TcXntscE_*Eri*M{Dw;XJLD7m`v^M-6cRg0rw+8tmi2XBRNK&Cal=4ciiaT( zzS^QpI=URqaW4oa(Rk>FVyat*Lg9C1`BQdP%Y3}6Fa~7=21lP9Frr9IO1STP`GOiTV+v#pZFK(7;|iOT(u2GZ|M3FnpZhKZ}ns zyf4(wasx&Qnt!?<2Cv<;ULDB%H;4f=>Ds>ndbF#m`0kis#&w6@(GoAW3iv!EcZXv1 zjMCi{GnpEbso~x4!ana6VGO-GDvvuJcjc$z!}j%$anX2acYwDjHsHb+Xzs|6eJ#=$ z%s7a01@VfeRShILP0CxBeryI(4DK{AZvp;u#k}^CW+3lo*g+w!&CV`Q(eB@{}FmN`7xTPV# z0~fd;f;bdJ_z}XbjG|Wu7Y&tv`N=_yPDt5VX<}^Q#gH&aS}4pf(ec!DXZJ;~(yZq~ zaHf5N%TpZ2N}zWKWr1PQfmYa-G?4U`MFR~Klgi2{G$~9pr>A1!@1zDJ5a@D2u;8QY zJrLa}zHCT4J`4wzT!;g3rHS~GY`DAwJL$`iB0>-t4Hi-846QbBM5aQgYQeijwD?vHWQ!HKM9_Cpbq*2_Qv$06W~+VM6M0 zCmGBxULosRHd_Ndw3ljIF0}gTM*YpG5o)FwpH*r+u2}XKeg5p+N-km3rgKPI1@@sU znS#`ix`7;Me$2CQ76iF&D!~s%Oi(+)eyUbou6Nh>P09X64gf21J^jB}OMS%)Bv02` zyzoT4XM8<_Ps4Y)TmL@3&Lvz+%kr+cNO|RR(^D&67wQ@l!Fwz*Zl3q6Ay1 z3v}6v4LlDY^k0LvantK>!B~f#1sz^_FGni(P}lzh24B>Zyn{=EzZJc4cwE;GOy_#< z8&>ExKB0^O#_?;l^tvHX^>_p_vf>Lo#wW}=tYz)BPV+f4sxQBUVv^>Si0CBah_xQg za8MesxsQ{kB$rR@n~8~V^Pab;`q|zm=4cw!RyMn@c*nt0`wH#nC|_k14-Q&m?u}K3 z>8C=ZS;P+`UZC^?9vUWZxobGz+w_a1)}BS<(zds3ht@IE5(mkd`mjdhHsAdysq_*N z7v;%u`vy#AZzsNH z(zD5-L)YGA6DR!ZXN(@-=0p=SXHOXviXZR1Y>UW7Ff-=J;zH%ra^TMi1?17%Di9^a z`d>foeIgEe{sOexbOEAe1$&5p;c)a@S8R&yLxRjs`ndjvu!<42) z2Qe{+GBnVBV`fa?%4bhvd#~r}kafRu@`1hjo<3;%Lvfl}mJD+-loce~D32J6x2DPV z8)h3YDHixE@G%|o3FgxxDJt+bAKF)KCX(__krv3o+GQ`l%JL-Qay^%&iK0RK7$tAA zJllt?cdfFJA=)4}$M>fOGa`C*b%X^lzvN8#P1|;m;!>j%$br&rE6w`9C+@`Y;39Uy zXhNLcEIGA6+CwY?fZ@HpR7fto=9R1UAUEja8>7YBHlye5TwnYXmn{D=&YcP?+oVIX4IRnMEPN#gC2Ln;6Z``Xli!2M@_B=CMT=n|n zl`}oE_-mLJ0T@7xws|NwkDm3`Tae${`{8wMz2~%Fn3ptUc{yI+urT!!bHfjfdGfnx zl_VUjfm&_MfBV$Hws_bDq0y0-UZuF`G)txDeK}{yC$8OapUG6~?l{c9$y+}!&0>hF z&PlxWx=6d)EQzxItpD+n+AwPMqX-!R>fH=2*1GZ1AEUS-6<@{sINQVvd~w4*lJWY_ zVv2)GN*)~6VvqZ4k9NOG{*zA?+y5t@M#Q%dIG0S1%({&XI76;H$`kcwe&xFIxZVlE zWDIr#AMRzAZo8TV7al&gd?-P{0%~A57$6N4zf6DOTD_9Z(Ld92{Wv&5%U39=ZiVY7hj3p#%h^8>CT68l)Sf`=0OK=gyCrKl9_9^PIi+`>wU# zwb1B`Z?C;pLQY~w7Y3}U3=Dtci;np;;AtywcAX9)7U*bcb8e1#f_bO@1fVQlbWT1U zONBHShcLX$G!DKtuq02ur9U}Kt24x8iG>h{W@}h{qMsgf=L=gpmPE~+v{iXGRC|!R zEZLI)>U3F+dCWcBAR#5pV@3hUQI>Y}a;dT{uRnRZM7syf#ocJPjKc*CE1ql-z zEz{&O^{CtRWg#P!>p&KNaGLe(QEz6s52bhSW<@cByK+6}+p8ONZ|8k?!ca1kB8c21 zCXPa2<)RUPCe@HBeUg-lOgalfiP`x>ah+b5mShmr7yYyzCgoI|AgA@_xmvjP^L6@S zPbXP&3E@vUQ)zb2@~BYb6-wHiT}PM2J9}ZTIFMpYRweEb^E*`*7>I)6@yPLg<#Xz5n&y}L{;pO?C-8Fpzq z`$e~WY3An5y`bK4^$4H*RZwrZid9loOoA2nmdzaG+nvhMc$s*fsK&xyW;{GQZGjE( z6Kvo;hZbw^J=OUvqj-Pxx_xTj{Jt=pE*A9r1@;@oP<3=!X@~}d9KD8~yZJJ_%FFm} ze%3@cgyHYr{5MYac(d2p5Q9CHk}I*sMh~@s;p1ch%Bc7J*f>l(5BDEO7DcZluF?bA z5B+|W*oVE&Ub9pkY#PjJ@i{o75G&nEhTL`eiA5Xw9(U4Z3**i(E^$Abz3Jpe590~&w zTh1GG?&1-Z@$-uklfYk;3QzJK_lH4rPeaL%Yw~sv zGNo=1dR!}@ryG~2ziL;9v~MzXt4zP{B?l18f#v?zxN^P{con=Ifi@d*{uEC!6C)06c{=mt2i8(cSXS@)Nw5;f2t1obdjHo zomAtH-W3OV6x0pze$1ruaV6zS0m`T#R_5j^1~!4o-R{N3H~Rt0PbD08(JWFIiTTes zyf)_bv*dak~uu$f7G3InJ1{Y3?htdDquR?8;4PvrU>Hvh?Fz8U@QIIBf^@mUbfhqG4{ ztBA*4i80;3>Z|&5>@u(68e^=*8zZ>3;8&A3Yz32J61ywQftyi6OHN#|G-6m+NhQAyr85LR;ER;CV{GdO`X>jFf+a*>?W(B5plHvu*c<)gi~i zcUYH=SC_JXvGNx*;}#E$yjj}ZbnZf0_dhDEH~#)C6R{pA4_aBh{>wFMQd=GpXl9{A zh@LS@O|CQ-Xu5#>I(7H8OCVC8>ADbCEnY4H(782YeRUs9dZsF+@=?BfWCyO**pT<_ zFn97L&F1BC$or>|z>9%9`R!M_=kjUE$IS|m1b9TMYcTiO&g#^il*c4~zTd)HGwc#y zmG&3GbLdn}VWxm2f9m6rTFBL{p7;|h`7UGe{kgF7vZ%<%z1>%W{-)A|6u}2f;J(oN zy^Yq#+Ye@V6cG^F*{pY5dV8a>J3P)UjUk+E7M3d?4!h!GS=O68t;ZivgI;S<&2V0k z(&Fqn=y{(f7e|tE%v6_=4i`HvS7;ZL(qovZcZa!hB2XE5-*5l7os_CU%2<{$IYrV_X zYOHEmJ*ezxeQ57Epe9Ddi&K63OUMcOcX9Dd{16ffvBoHpO;;MD31ic-V=~~JRT-86 zyNwlrI>8!v=?rpYo7BFD)ovk&-Wm<2y&onuMq;H`1?j`Pq}bDD;b*%62 zS7Bq&_ay+MV0C+8YbwQ(W1Kv;;INe!yPLY~ZH%gY{5UvtG!<7h^H}r!T^Vb~3q*=2tk%(5{m= zYw9y+^SHki7S^S$W+R?uw5aukGO9$g(F98tU-eLtIa4h>=OZ!}RrqluDeq4H>*S4Q zy$Ktsj%sqRWvq7m00oF1#ssn%@sKbs9*wo#;q`Kt3QFP7&cItmp{K<+_L+{HHTHsn zv{i>ErurVeL&R)yzqhx1X$s*q=K2U6J^a<@;yh9UjlgmuBhSBK;$Gcdo96MW+CFu8 z+G)Itl234D&5qd*0~NrVOxkogHgOQ^j)(h?Cl@?oUi;0KZGSNFpNpISjFvnvuxyLM z#HVGPrXHY3Od7{aev51lE~T$bXAsUoJP!vv?BODuVU({f60pRaLq24pp7X)CK>VejT~^O`=8oxwul!P-*1% z#FTsG(GLW=G@Kq@WM#otZ;LlRT&axh9=wsK&PYAO;O3mAkFzu((f`9zxg0YoQS>$V zh7bBn8@c=Ftf};_(t;eP-hTALYqpeK6m1OdpvO^f@zO;X$zi}STC-aIxVxy3)Vnk1kJ+ZnroAb2NLt5+f1~}RcYU@( zr`7S1PQfBZ{lth~*1)S1-b<{UZx*gREUPW!4}$hOkg>s^DTAPhb(}F2h*@~xS7DXF zS&5D^T650ISAC%DwYi4U9AZoAIMz61DUOZ~jII9@pGjk$|I$m;S17%X!*x!`vPHLV zB}A%efZZ_)+e2zFHhrWlSRoeig(YI! zE?b`P3#xC0G&rx-Z?vR+8CJk)Fz4Prk%!0J-Cw-z@-!7tz2x1Ev~2tR zm3qJ}P)9DIrbfG3H)0(H3SSqAD=dv}Vxpq%J@p!}n*f3=Z-#IwNY1j>)&JWCxK%fy5&>qJF{lHFG<00mvA zS@~>u-`_yj`Q1%E-4Ew3)x(&@+h{CcH&f^I@68x4(ROH35AQ=OXv0|X#MX?m6-`4U!dJSidk{Tt?Rc%u>7UOxS23&N*!IAKRGfx{jx;AO`CJey=v1_Si$tJ zHohvbE9=()A(g4mG)70uU25Ll3!*Ey4%)a(7(|^6EJG~KyZe<8E-l;j3tsV&sQ4#X zNxESeGBS>2L~@?@GfEQ|^`evN%sm|rHHe7}E z2?qqnW{}m~8)!STQEX!$ecmlgjPaRep9Qs3UV6-iV3mFlepBKr4GvZBE(U>Q**uKL zvYw7_K1yPuCO{ZI2z35@xvx(cXMiDXf7<&Of(wPS6{qtjPt*8VS4~XMXjf0~_3;a+ zek67_gy3)#fCU`7`Ge%pq|C$k42*`!j1=Mj>UP@^GeF6Aqqc-64$8f%;M$gOz+HUU z`O|4Oo9#E-cr)LUZiH%?AfT2G%o$Ax?uyVC4^zMtp%iF}P^N9^p9TB5SMNl6+W_`JLR+X3rm!OOEb-CWoM7e8EI53>Ml92FJy8e)IXe>R(}z_vG}+P!at zY)H3$YnmNlg~swpKyEU;OI?`(Nn=7t2y$G2{j_xu%_y<5aay^~&NR6mrMq8|elkbSyQ&fVl9?2E_yJXs>?ec?V{a8odWaCAi|KIt%2TLD`Z$7W`s%I)>IltG6 zT>!48l{@wrp-Pp(<4HjeJz9~PLT0v=sx^~p1}lxoGku;`nFvgU&qSTVB1h8TwxdmQ zr@3!`8m?vP2!zA#CgdhEOX({0ze;<^HGa zyjz>J$ia9LZK@g5l+>$so2P3MoK-CO5)l0lZNU}_Bzv~`)PB;r(VHEV9gp8JgVJ7Mc)G0@E#-pThDLzIWi!7L^63P5|)kaqVW>#r<#zN3=~ zKeqXfJyKLsB9mMbJdDW{%?6S=x`Epou+4z;)EW%W#>mlMEy(juzj z$g)9)#n6}Qn(N|2o>ei%hFiMDe%o#a%Sg|@GDzzReFmniG|uywoYdMK;c;oXirbdj z|6E_WXBTjx%zZtv-H~rjO@um<_OVcEnBKhWNriziCIJjdL7;)rbRIzOTv5Pla=%*6 zsiq#JbOl`<-&LcObViaAG;+;a;y|0SJcGIGs#-QptJ-(^^OyPBL$dqHl*$T`MgU)w zPA_vS>946lDIXjnHlXcK06~?-kg^c}?9({mfdU7in$f~yi2tH|0EK(>f690G^n{i| zzpZ+E-^U0KRR{G_L(nowN;H6}E!J zS4w^+Lj~%1R4C!8g%goy5gy!G1NQap%QGJ1fBto!HPRgk25U-#gLV#iIP~_vdAL3u zwGC=JaAv8Kp@I+tB4SP+RxO*{%|M>h`;HcY`BzY<8T6?ACmuFes50& z23j!t|GN#(S9)c@ZP@ClE!3%r6%aKG>m$;HtDAPuW|QBJEnTTUIhO4FFyW^?GMx6? zoAFZ4w&NN{JgkG)q<2aYB0(-Ez)W)VBfDNHD729J5S3KN@VflV3)2cz7*1XY`Iuk5 zewEG;VjqX4RLP4GlB9rEpzaZ{(7T%QovVzp{qj?_cd#oS51f=5Fq>o2LCdyRmj;(1 z0X)D`nY*WUX-=ifU0iPZ{)O2QHk(zw(Hb$4>g*SpFl-y6>F*i7t|dl$bos;NAwTLu z4jx>Z|BYz9Y`se4x!ITvuC?)PHDYBlFbGfmMhA5DhTPB2cJZ!S)KD*QYA&xvOYj@6_+r`i;mW(Qw5q`Xz zxoSU+ieSO3{D&a4b>-`?Yg=T9G2}sSi1LT>4^CZ{NEP z2+=8M^V5ltL!hGl&(agKGAR^vi%#6z(IZ6t!~k*G|ILg7aL*rX+7{8|uJuM^+eAqW zI_bkEC`t)*5*sgu7h0A7O(*VRvlJJ|S#GVm!`Mdrn>0M8%*n2c$Docy>Hi51*Ga1< z_I*hZ31Xy2FWNxtYY&+jw&ke;ZP?>$mkxhF^S&1tuk||qrOpOjl$bu9gd8sl34Y8& zps2tP-JwOKAW*KQ5|c+|6D5<3FL(M`uuC`-4m}=Bacs+)e>0G8c`<$O=tL{5Ua7uX zxZbKKuBYt+iD=M?{t@`Jja3zJ7|`xM&KS{PRqx$^)t$VwQk4GD!p+~4xTT@cexH`E zjpwsNToqf*=!=8qr{Hn#e{+Ej_PYh2BJpilY;OIv)V!KESey1f)Tu2sAMLN)T>u#k z`+S)6C=?VF34Z_#sk-gf&jwMureA$pX7Tj%{DSTwWY^K{>HW(OFIfbYWZ9z~A6iD(ViigvJWf8mkBMeC6kY`cY)YmBE>-E8zqB zO$LA+je;yP&h0X_%R2~iOo0h%^0Qfq)^H&%5?L+17D%^uE3Ay2i5^at z$UB|}G*0MarOp#(f4q#L%sRXv#j)H#-5!3@`2HN?Q1$I06Sktfu?biBPPQqb0{v*S zamBaD@bBqnEwuFP5~tHS!Cs@A+YOD9+{2*|dl%KqWGfK#4eLLyxo3rQ7*Mf#}oPmLJno%O%{DQDQU3DguS4f{?6;ckA*o)NfOWLy>Vh?4SLE4u?o2uP@7= zE-o^kCLN?62WTFi`!H5=#eI-X__(!Yw9tTi6A9?)@#2UFPg+buZpwks>oTe!Dc}0^ zRv_8h=<(j>0eDkfp3ZuF9<6+q>Y3()}1a^3!wd>E`L-v| zx_4+O@WW>ntK)u>@`Y0;1%Bc*Rt(0%S#Fz%C`R4E!-lWa?{A;;$ArG z`#pGN23_VzQBhFXJF78kaqXPyFqT{ETHADb#FB>dCDO}Gdp2zN8ck36Eh(`rYHG~C zM1AvGMkyAe?aS?ByudHlR>HvqA@Hg?h(!AvcwtWlEsC@RGh(m$W~7AU%8-4O)V0TC z3-j2rx34h@*v*j&8pfv+|M{Jb7{?6nF}=ZP5ruCht-Vx;=H3l6q|Uva#CYt94kG^v zls)T}`PeDS0=AT9k7N0)>G(EkT+(YYz%(RlT?BX762?lg(3F61l#jM|gBHQNIdf3Z z6$#B4S-G^_336}#hTzi0gmlw~x-zf~bqjLoRzv0F)JYm5>sS9$Mq?!QprLxxqZH|& zv85uFhdsrkm>RcA>SgPQP5hZ;=QB#DQE~j2hPk^bqET;EO??Nvj&Fa{9j!Q639OA> zs(UcZ<(6g)Pg~5r+;7miqUNFHyVdo2SRFn-P!!^7n){lbr2X$7Q2u6!Jz6wV@5)f) zp%uhy;}y9|nClcfy2E36AZjpd})6@z_7uCQk zsg>Y;I=WT>`u8DJxrUiSw5Kvo;;N=zw?v=46iDhet0->c5);B*q?!|(XhO~&!weEu zEu8I}KMgt?uABiDS>@C={w`gij}>W8&hdv>PHV=OC8Oo?f!c0&9ZZEc39-mBkvJ$hz(+)Y5IJF>}f1(ew zZH3_$QZYdwnmEwn++-a-Xv4may_d0;j;gYk&%qI0`$0Y3z9KU@i@=?~7R5TyV78rp zB(FA}bK5a7^%|UOE(zY-ms$cUi2Px=g~k#uM1JIK#C;k$d*^Q;oZlv=u@lh}b$fM? zrtQI`>q+ybiza#DnSd%J*G!$XkBiiZRT02==w$Yr=ch94ot3!+Eqs%PDSMDxPrV+- zP;~kt`&U7M>%uT;wn($yp?6mj;@8V+L07|c!ApOUE`himId%%){v4_VGenqp%CCyEOe4;P6MmIj6(ns}yta|*1vDs7mz4k`R~q7V~h z@RJ@_UGtk%6`>c;m_`kAELI-I8=n?zI((iO@9waou?q~OUjQgZQ&I%TX?MTrdQofn zuAk#E&Mx}}26RJA>hiFKmbNz=FlZ@&`ytK~Z+SC}Kp-616lA>88|}DHnw@bg(Q8-z z^sw*m>+)2$tta6rHZG=54SJ@xvs{>#fu~JhjRKF@Hj$!vW3wt^M7WKOEWrc?$1x5YlW}oj8`ga zF)!WKh=2*YD{;Zk80UT68qr_U2eYR4%Bw|=)eY_7>NQ3=*<cSkB+Dubpv(6ZJTLTdlS`NJstfm*lBQ{1N|T25)3K&Xu8rNl*a}x+!N3oZ9DI`cKsNb78v`W8V(L$li#?73PeI<$9DvQG zNHG(LSROf>(utu!;7(}o8f&+#Qf!ertCLewa-y2B-0QE1AN{;|38z($H9)j)QT-P! z{2hc-OUaSi=tmKZ!J;kzjFEY z$=L+1a_O~gVA#-TI3Jd+XNVnj+{^?FHAIIKN&nF+%7iH$nG#cjAQuk*=q1Q0dax26 zc>Dic<)(d59&~JBroDe8UzwY1x<9!|{UuZ{N(m5VBsJd(Ct7I#oJE)}(I~T=e`#5n z&zPqEZQ|Kwm-?9?Au&-c)BVPRMUR`*Kf8OhW`cu9Y&-3^X=_5`-U5~hvV1gpL zMxJAXjf-wiKSzw1XibBO5gv&AVW95!?wVW32<+l`+Fi_F@>hGhw&kUkoJz0KEhF9L zCrC5!DBt&MMpD~hvKpQ)tXp}YT!-yyzU)czWShHIg0fdGOdAA|d5q6=*gR}sme zIw@4!RDJc=L(OkmOe%lu8J{b6D!MxBsW>LMKw1%Bj<<^*o;GevN&-Zxi=X|s`jhe^ z=mHm}wdzDeW7i}exbkSaTon}|uxn`P$tOKFzTw{R2%__iR`kyGOeW?~tCla8ldYP_ zS*Hm!f2QXS4oPyfRJJaM2b}Ng0u-zz9};sY$$?Gm;Pq8$OWRG_v7gT9cb|jjxp^G= zNej6#RfcmlKWsxTinmopHoSxE_*21JI;ooKNQwe85!$l_1`E|Urg+I7FHe3tFPQ%X zPthEIzRF&~fTD!@At1!&;k@0^X|G9$QQ(%TkEcy8593Ze;vsk4(XL(Z7TWLg45Mt^ zrG;e4*m}+T79gnOA3-9J?95s*^?|5?3Vg`F;%kxD*-54RD~>!}6ZQK1lER{XD?Ml~ z?OO~_)4+ObU)Jug)m+Lu-6{!urNxzzwH^LG6ts^d!qJYi!ls~-85Czjr;vHa6|Y33 zkQ4gbZ`%*f+LcZ`OO$Zd>||I{R;uJ6Ug0qG$fu0MJ%S_h5+^F9&^!UVD_r?V-z@95 z2XD7M1C)%Wf*2MG#sCSC7G~R9Z9#mnuVShpqyiQiiUSVXG*cLOZPe&0g&`#VBft}*cu?*vhSAE1d(Is{CZt%kE7 zYoxxu_&V?3OmO!K8;H8its&2Cd~iK0O;umDe7cQm47$zH9u=;(<8|KXgw;4K zfT1ceh3xTt@ZxmDzS~%LY>5HiT}X)k$$)9VxRY?uMzc@QX=)hu>)8aeZ(F>)->i4E zHB!?@Dw?Ki-@378?-?qqT&q&J#7`zxLM!;JSC78! zUC$)0r&m^3UWIF|jvD0YIA0Njr}FYq~!ba}E^ zpFipuG>i(r75(b;>cAY8A}5y-?pd{`Ls*@J34%}9id&Cc7wPy2UeH%cuH+i=swwRX zk2AtD%Jy$HJ>*%z#MT0lL9f%OW;}T~uP=a5l?_K{$10}Re4rHHvhVS$g$9@~86^$w zRa?~2M!k{pS*})f124NQFqAamnvVh%8{7?zP)C;9H>jWfX{}n@UAX1#{|IZZFE^h4 z-hilTKyZ&yo>6qc*}of9rT=3tV>JSsM$&R*3x@yZmt(_PW1YcENJXkk`N{C6hN~tg z1eEvz#fS6#;=)z(ThqHFo)J>^Psl|NxneLFTPYH~i$XDsmqq&*F?PjX0`BfSIFvf& zbx#~pSV**~!kPl0?fGDFNKG9S&{&p^KwA02yg`O8jTYJb(y!JLjo|FT4P`XONn{mA zGl9C{k9)rU>?%N%(9GSvBTWm28e_F2F)L`38L`44;cU>ZP+DxPAz4T`)<8+x>5IA3 zVYU5{tV@md zP!qq>RHl$uQL&Lak32qJ6b7JS%mlUq@RzXD5s75H$KCcN0PVOWY`s86l^(8i9~jAi z3$PNH6;=rQTwdk8-A4TN5(26#Y@i!Yb`aUdU0T9NFi-@jd|q(N?R#=^HCjtny-Pe- z6F3fDipNs0Ia(6sM0Yvd6Q6n)E$~v{r3Qx{B4ECMw(X$X>RFT5>tifHrZv#=E*RwbIRS43tv{5VmGqKP z6S`5*QjLWQ@Gb%JERt8F`46)pt!vey8KAkqH>hT?`$K`T(dKo(1Y8+x4V~wLp72ls zp4^y^@qPYnV_u_YfBxQbvB=_5=#~u`D=49W8PVZpexHP`GRn#XAvn;4$W_84YNJmu ztWa`<&p*b1sE)I=6)Sc*-f$2ouJ#&g*xbNMUbOlX422at#c2{?b${l0d#Y%L;B{D? z2czIbF@xm6VWdXt3FY<8?;4#l$%gC8vI3c?X`ib-owgf$4Oi(P?`Q)BDF`sS*MMf! zb}ujrHq_*Za6@@64}JsXl}~3Er0^V;(=Gq0^hTY;vqwt@2^kcrfKA--`#nNumtDoOW)rsby=ivKkqe4Y`evC3s69FeiVaG_NO+^PQMgN3 zL8(6}F-w+9mC8%aN&t`^Md>z()?k^mV-Xu$&uot>EWGfVDt5=yKHhQ5WW~|`cq_0senQ8-lyjij@h4i| zdA)OZp@s?oPqK~JJ6UkIxE%Z{n>)B$Isb4rzW8tB=wKy$+YhvQOH45!5vlnO9L6g- zG|d2KmM$|AV=-+}dxk3(P=TO(PK}@I0WwQ?_(H=dr}5Z~k}D4iG3ucZP(9PH{!0g5 zkem;H9bwtW*Teve`d8!AdcGog7ZKo-G&S^5-$RR)xB!VtEIv?{!BOn!tP@ZeV7#JG z-GLLKADjw2?}x~ckc-)NpZ&4N)2>*`r|4Y1aW6YTX9{~QacXRgBGPEdB_2o&+-YFx zbfU)# zkmkG>c4)Xc6y?VRsS>ZjKQ;m4O=hCWXuF}@mNUTZ4c!T|yB zbP>IDg44o}J=~{YClTB07QYK-o5x2)-orW&;88yB-vSE7<>NN%b{u$}%Oh^pokI>Y3l{=5ObqgG z@HY#Eli)kwk6T|o!$y^U zWq3QAyz-eJ<`+Gx`_Ti5P{~1)=Tg zDlF;5Fn}TbF|EB{HEKRuf)Cg164fD-)5)YRB7}$kk}cHr0bJ;$w$D|AF@x5#tMrV# z$Np%0*QzU(WbbF}E8)=>?=z(Q%v6iM5kgfQ!~jE$u)tl}+{L8fj4-r*b24Vj!QR!W z5gw!!WO$yLxE~*EWBD^IMrWro16pO8fb00k(vK6hASGY54h6p z5z=7jZWC;p50K1r<>JW-1E#{W<_&$03I#tziM%*lB%E9S<&Qb3Nt9GHNKywcl=D2? zH-?Cch|kYVGM5=t&Cn!cOIHm56RDQH;$KrHS(Ai?-zk=T%GmZBLXlytU_$d(S(`aHUG0N^sBMd31W3=>vhC12uD?9P|ARNHWtINLg5+7IxJchkp9 z4IvB*HML^dfkx%x_`jrCKdA_*;V0uS-`I9eblj)TvZn{{#7oW9xG-ed+ex$v`q$QD zSho5&{=*f%zr8aJ9B|_&JZ`R97iq4d8`IzTVNq`m508@2>I4^jQOEkOT3+4g^^lFQ zIghYyGr8)>;qC8Q)xdue_Pt%po!$4+(Wyu4(R!l4pT5mZ1U>%1w7gIDW|w;4JTliN z-K0Dfx)-E}-*-q!_zoB+i+>L&wVnq-aP|y^tNf4N876=Hlwy~yIb`W8_xj0i19~lsfPIpg-K7S*(FWBs=#HMt?M2T6NmpoaI&!%E zpHGwZ!)j*8ywpeIdh<5AJyv8KDD*6nBGgQUw*+0Rp{FS(3N2m%Bt9T#Ue7qa5%SGz zcurWbxD+^WB(p^a6@h_F@!N@`)a^VEe#;7zYP8O*7graRd(^psBEn)eXcs>~NEDCa z_0N4=D`2K=Q0RR&gAND^fq`Y%uqmP?CggeHAZvkQMg(5ffb&C7lGKBh&(p;F8b?et z1EeS|0Y)}s*xXzKFAS%+o4?I~Oxis;j8t*D6AabCfHN21bp7_~X0K6_>y~IVLXzTu zAs}EV=9Q(yt|OnZpeW2<93{F)6u$o|GWV^zU{;I}GvL3Md(l>w1Xv}-hs>~19bb11 zu#^bU-Tg}rK8vQYUaFeMvy=r}0}Gbmxq-5W_%m!MdKg(3kaT>0esKPW0zxK75{lg! zF41}}hs9e=Y~GIn`q_-F=?+C9DZ=oje~+_RwC~?3{b^)VDP!G2)yH0^#i;&@Ae6Ru z(K0tIorzRK@M6Ltzx26=P*D?(jJ&u>c>;%E;MOGx!F*R{$Ms_KVeo%s)Dc}TlBJXd z8wDn6`N3~h|96d!5>S{QN-R}vtB$-c_cC-XD8*qxhlYdT5XAa3{y7Vl#;UKIz)X7J zG}*ZEBeh7C{`6!LU&9^?tdxz&OJeIsmG#b}U&KSg$CMbw6(x0lZdfPLOYLGdO5c>vE>x)&c=+|M|2NQu6~-33#Ks{nFDohcS2`Tb?gu)Wx2G!ij{b{KQEfe_FyQsH+GaYJw@- z{JR%ulw`a-a{beAh;;%kusKh<4_YT*#)c+ZdZzy$Oh7$?cp#y>y}wd;v3)!68%!d_ zf4+E-Bw-oS9y0C|9C(Md;(dV)_-p^WRWP&ivA4Q1oos3oAB|Nsbzu*g$|gtbhZdd_ zsvc73+S|KmUECatGg3_G3_0ddB%g(JQ;@(Ywm%vK$t>l0I8X1#>KiK9Kbmu=@c_|u zuf>!;GMZvJbL+j@X_Gw3;IQHEqX`(0C=4%LSJzL+{msd!bJh|r6HbZ;KUu2TN*s?& z3AaSAIdS(QhGB!W?JqWGF9+_tgSM!I$2XN8EbXL!y0E5L=!16+GU&A@@v7BRa&bYB zP(Wo8+T+%-imi#W)r3dcJU_EsQGJk0O+KSUT&J#{8YDR3GfCQ&`ka~NF@B#%L%xo0GZVqIi9o?jJXtTe zNQ%%CH0a^sM60cu^F)eWF8SMmh zdogcs?tRg*H#xdIWv`s)xaGmpYqa=){l@p}aWoV%iV%Iy$?Dj(LEqMYEF_ z0SGoi0@KFn^Do8$y>QwIniS&s@%OJlrW96^aCX|Si}Ds=`=4>Bw-wPY%l0nYn@>X8 zfl=hamfe(@Fc1qcwz)@NWKOY`;+9fmk!5_es zPK|TrpQ!IL0TF-n3WC#@2bgrR=<;IcKNJdR(a&qvXh(k zAnZT3n`7!W=h1%Cvrw~YQvCfoVnW9ro{({QsecxDQJc%t+|cIt5XY?ZgD@Nt_-{+- zg$si4BILeYYTO!UPDzM5ku#VQR$BRWcuC53b_j{IP$hx+C*0KD{MN&f1&feuqJ98g zMeV*dR>c&!Yd?RJJO49XQu`fyHHG+ff1yclSpUI9%=@>>3Wg%IH2ZYlkycgqvZnKj zlq8&#)gP4&XT95Yv&pG%!;c@&eOB(~j&0(%=0|hjkZB7xF@a$UMtKMa&M*85%Bp=` zd#?lyL*;Nc+IV!GNP~v`ABcSeOgXN>pZ|##g7!){Onqnmz3BYKo5}I8xfbTxU@PXV z#n9|*H87J{ep0KO8X~6Gep1mEL9$LV*|tCHS@aLD#xcDh> zxGer?*v4IX++6O8eXJ?#3z?qHnfLB)Xf(YlyeOxmGQU2|BfLs3)^l0*?G@JX0#XX5 zRqm2n=ukq{&r7qvqpk6FZ~SWeqUK0QMQzrTeMD~TIzR5x;^XN0BjC^;$w`Ajx>egW z*YsX7Wc61U-Q$)C2=w%lp_eDPaXtDeV7tt4w(SaE&$EH1AYlcV)%zL)%<2KZ13PpG z|0f$~e^1xi`WAt?`Pyqe@E3I^;y78H-I1|^vXHxxtH+hEE5H9!L~~snCjb*uG-dCf z^qWltl5Kw*a+7B5BY<&-qcAs>n1-JOiR#Z?>@qw&oXb8lXFn76y8F_A+tpy)=)QYi zGMxu_ODuOgWd9`+nHcdF^sT~GZgNHI1oWsCdrnl@xoL|eANlFoM6t#&k_*qF{-apbzgSYc(6+l`aA0Pe$5hFpgpyi9(VSqB37ZS;H zv?EU7+agjS)4}d%SW|p&J~LH+cz&%7jGHA^w_dYKE%)UH?P2FXY>g}31bPJENJ$Ej zB)|<@UTw3K9KfP5d(7bI+n|%DIk96<(~$r16JlG`$$w!f>#(IPM;(?r5g+4Z?>{!hwcBy5^iAo*KR3>wBiSQm%ks!jA zaK97QrNKd~a}tXVer$;rcHZ60eSxI~nwU-ng)06G+3mAwzoPm2<_w%8Jhm_?J>->&4U_ zJdI_MDm*N=kmkDmotr8g@_?04i2eRaZq^b%{b};eAc!&o=%s=oLlV|#tOWs z8j?%g``m?y|1}B==LUEG4^3Yg6=fT({ZKN9zz_<^(5*Dm2uP=Nw{*844I()-(jg!% zAT@+EGBikcmvl+j_q^wvkF{p87R--0-rM|nT(lqKqpEF~*EXRo)o4oG4*a5*{ldV;vPIF#kBee)$RJ}nD7+4Ox( zG_l(!QVGNlE&FV1JDd=SJUUcygoUO;!Gi|F^~!Q$OFp0PxmlftZ}iJY0$bEp>FAg0 z&cki@rGdW=+W^QQQu*l)9!ve|MQ*=l_tM# zE@Njzvnmfc5O-ig!=V`0)AKA#h&P;oKyqgOl9C!dL`7abt#j-`8aRG(S3NDnkw8Hr z=ZQcr4$Yom+E1sN6xc<^vl9Hi z(e2W1XMI|T(WjJ;hJ#5bXkfy+!RV_}$Mj?g(yQPGji0YAjMzR?QPBX@a5YE$c2a5C zXXxa0PsQTjJU@8{1Y)`Al>DehHl-a#K!X0B=zXo$tC-+p5U*k~bN}Eq$h39fiVqZi zKtIGcOX7|Rl-b)8bv@C&{Xy>kX`6Qb7P;-5c}ZqM97M>a1=hB;H^$ zZ`+svlP8v+?0Ib6LGFnxK{IGsJpS14Q21UHu!4o?`U3{^4Kg@C4Q`RHL|z_^Gb+oZ z!USdk4skg2!~VQ+{43_bHlU}uI4J~sb|sDyTR_%rKQ&SKbb3U1CmL77=Wx@(_~wB; z!!!Cyyd$RKxlvny=iakv9zS22EZCgKB%jmuTG5i*sJ^mmS;z|$E^Tx`PWMN}M>1!Y z3{;kC3rrx8_OOY9?E;JELYm-9j{jNY(fwL$ShlagtY|95%kw99!7Q9%;LddGo9ZpW zBJt8ta-}zK5cNYzmw9wjyL(+#O?{(PDfJhA4;l4K{#}|5L+9AdhS4v19`Gm7!Gpn5 zs8et1<9QU`vmHghrFq0wCF$3wB6|@n0{*x>?m^`Q!5!nb);OI2t_7YLpKr47%en-5XnUUIsVJk8_phuDOwr`!vB{VMR|#ehlZ>og+&&;m ze3+8MkII%%+N;UCsyqIW0Jxz7RL(F!EV$Xqn>byNC=lulAfJu1X}$q7?LWwsmfq|M z-4tO60|u@SCC@e6t}A4I`P}&BiZxUW?_FZ&i8;t<*Qv2-vn4mptrNGLe+L78$+0OX zF&a+C&Wybswwts)3EmxtbnY1RxfGkuf~t9EDrmS^-5?IReIj9SL?8$q;CH`%(xpSR zFHeeJoia-y4v3Me^O$L+)a|Qk0CtygF|vLw`zN^cK5sNP!+{RjBz*h@)TidU3spQ_ zcmF)v?jBM^Uj94UNuG9hTMRu2fsBT>Javp<>VF7K8?Z}zgVhZXA_W@0pa6MvjW$*? z<*pKE-sWMlcyG^aTQwT*L(6dWx*m5AWt^_>*M(#l$b{x;s+!W8IFqe8aLl}%`2`xP z3?>g7PR^W~3W)^jbOcl{i} za=-%eg8vgD?c->f{8oX0CJV+a80*FAb4lY~E*-l!k2uRxD6l?-#J9 z#FwPGF>VjKc4TB*96wwqiKUrVv}+@(Rm-V{`K=(-bh00)n3#-)NjqmIk!F6jOf9rg?H{zQi%aLXm72E_xfvEn`7Q7`e^!YWd>yO;cU^%C@R|hEe-Xgl zeg;qn?T;S#JOH>54qjFtFMBm;xan-L!{+M(ySB4=ZQi4%wa-qTHOhpE*MTE7ABRp| zHPw0CtgY}m%)NgaXv=&UO1S!(l70CktA01HgRJ$mN;%+s>%8*v_~cEZUvQpmbugAR zkg29$&S8sYMFru9#y`g}3#LagQ2*Tc@9VD|_=z8eZ~Jy1nhuh}tXsadT>vcCSD$4s zoQLsILpT^hR58`(InIS1n=3R%9q%8k3ZtJP4q(;xJ;b>0do1|3(|nnYf9w)*(m2n% zo+kE^q3gaQp$!qRf~)>+FC{7|{A6BYp<5(M1fzuc`;S-HwR+5x^Z7qe4bB^R)!k0{ zWY6#plg8fQyWmP9`ar&TIB6`Tx|Xb`y@YT%1!bwiH-tTzC;U zl(&in%A)2^Ohl`R6cyGy?fA|4JnUbLrGN*zYMihu|BI;Kdl6!_@|vvL_Ty@=pAT>l zsxD8awC&v!54+4#pfBHdw`4Shy-d$|QC$C2nl|%{{QmRu!z?AJ@EX7#*lMzd0{c?R zlAdJF$p}7N`1Y$WdHb_%_cEYsDU;j)MYZ%(Q;rVeQ;SV)&xq*DZggTvh)DJTD<>!P9QxARbJ!|V7n z$L3Atmbdri11a9VZltkpveEDtHI3sj2TiAA0|y0Cd5Rq6R4WQP>QwG0nY60tz;DugB9isw2n_s)vBCW}%UK#50Ir2tIFsB2 z7uIoA-+)Mp_sj>nbx z@8W9rD~y&d4$nXZk=Zwm$p#B`C6i#VbDuCp-~dLt)qp)Nl{}G|=~e~}I*E(4RqKlT zc;KE9FJTVNhY;92LP;U1z_m3_LHQ-F`Yxf@QP%*8Cu~|I{HzJE*M8Jt&_4CvK!*OUl3_W!y~ttn->KX9uf6wq^lC1rpHgYto*+P%OGaB& zG0b!MUe8W+OeC)vv|?@M)*!NrjSdx$SqB2yNshyUL!bbYrR(}k(cIWurrTzZ=#ww?&${ypd`*S30ycJ{iL-q=QT2I$cPgD&yD~YXwKtBj;hP|GLL=Kf+ZVNwqB%q6d{f zluuE`>NF_kCVe{N6)2m|%PNX)P<>Z|xuqFhFGZRitu8C9B@EvzQ5{YNWxCXwS|mSNdiQue(2 zx}cgRf{R+v8PuMSEmR4ZwKM(Iv?T=~eH8n6R5Z@OFv<2pv>-GnJP!gSamyv^C4bZ_ zyq>GbRrcFV!8Hk~S~)Q>hMMkE|Lzb=O2Gt4t>C~AviNA)0)j#-CvW>b2z^bh`NbjY>w>rTDhUMh3} zfY4HcU^4Ng)umR%^MSE^v(U}ns!-is5SmUaq`~qS{l@f^bwJRko}SY0V)C-(>`ndP zd=_YEGwvA|P~u|^>(4GR!r~TJj@V4fWhSne7rs_C9Tx}EnD!~^;|lJ-0ppLUWm zQk?YRwfVJ*;DXK^q_)5F_QgZQ)^Lo9{b8DIXIsUcTJiA?5|=Z>6k*pWoisD3v9RWHg=Jc-@Ro-=9`s z=73A}ypUKjnI8QwRa4iWobIc~c;9T2H%^%6d5As~A{7@TeqgN zi-m4Ku&cNDaGT?A+O_xVzY$NleA)i*6Kct1IynA`x46e>Q(*`dB(uuE+g0Ic#)EHR zlmB0qlYsvT=G3-26q%{!{Duk@isG}uyxC8x!@&2()|MZNqKg8EK@4z?c45OMxe9qJ zco@jANQ5aDi%IwA`*-cBsGcNzse<^VE@H`{ayyNps2cQR07&JjOdiAm>UEhe4~il)3?n zR`VvFtfBh4hAd^zHTfJ~`6TUVa>~bx#WA5+fydWb3=9P7`jG_Iw`ox`*X*9XuPsZt zReh@`gQz#3jI#qQWL!BWXR4S8Z^bx5I3Dhev-L0gFS5E4DcVN1@#yCCv6D!fR9P+S zFJeS)*QVGFud}b;xBYtjr&#qP)NJ&6;ukhP1_8vit5y;1isD?JJYAtkVOH4e845{q zzAWmtNjlQuQrM+CY>9W-vy)~P;RXSG&+weqGmB)9PZM>A(;Nk0>+Y(4``1IqcUx_5 zA8&>{MQ^?YwDqzor}l-h3!cTswjSGFs!$Q7kB5A?EbIE+e%y}$_bxhn|2b;8Av~H} zSbY39AS8{FJ~w|c)a5qJ*n@N{=`+*z^j$xrTnKP&Kz4AYy`~Q7#*q1~{22=$ojQ@7 z6KRVG=CQrwF8SZSepH3n(!IUP-V|SSDaL_247qoaIB=7LG_SboL~eKqYFF5fI-A(| ztVi^?vkH6M8Dk@@SB1`%eOJo+TJgOsWR7CY&1A^pzp6=T@^pPL(Gfn-(2BAzmj?VuJX7gP?o{;T#uf6Wr4sv zoby$kXM`;M)jiu;{z4%xhGya?-ia;u%lFrQh68$9?(d^(TruZnx#tj8l*&MbW*{dW zGZV?XJaibeD3enXLN!?TYWmd=1F;7xFW(AV886$l7Q+(2EJ)Vc7raK?GtIyxFWC#K zAjNu2ZY0Y*FUyeXM(9-X#-HAL$ENM$=Lb#;WuS+Oo8A5$M46A37EW)myU(g!XWwcM z0{Y`aN@x*W7^7UzR1*vpP&@W&UejB?T=)~WwwZ*A*)AK8KC-m63hqxBc=Mj$ax>bv z<&I4B;V1$GX>&;>Pv#NP&?mq!sT-J0&$*qy1d4`EHYXfX+^j-EP8`z1povcf3;*#xTf5>f$bmVWy+1Y#K?jX6JPGP@2967olUuSn%u1cisM8^j;+ktA9 z>Fvcb?WLBmS)TfWV^qnmpx5kgkNOoxxD{U~zGki_ibB7Hf6va*KlRs9+ER z6N!_}(wxv~;`-rwSjXeIWxV^#LMGm=m`DclfoN5lK8KM)m6W}^)} zYV8&(+&~nPA|i;mktl?KeLGdJGZ;ufO#<`(ptk8B3pV2E-zAK7 zbO}D5B_1WypUfLKxZAlNS8dn#N5Y{b$yh)&lk*A*_3*n%9FIW&ka{73VobL|Ea?J1 zYv|}UL0{CENy}q#rm7_@iU8>|1ehh;Y;w1g$Z}nT1wt08@Wo}5`153LXX-@9QLTWxCkVn-yfJsaT;P99L+ z%Lj>1fBRC}ZqIHJ7coy0h~Oa^DeflXu%2ut?bqG#^FMCNmCL7Hl?E3`Ms8M$VS$4E zxPMgOOi^{2eYSB{=_W7WDQUvH4iSq-kHeTHgrb`YYd1a=iav|66!Do|csRh$?^WB& ztH~<01j}OrM7%Z^mpaorypRiH@lA;Yx@vm}6*`0(Dc}K%XBk*5S0s{??FbhodfJ`WtvLK$ z@tG8Pzkmm@%A6I5#qo4vRR@qm4S>9os?ds~LdB$kmfC4?R?2>F6^JLz_~}4~9)A@K ztPH;@N?Ik&DWrOu>88ooA|DsN#?9`?tX+2<$;`lTmQUEICKVluRvztfex^v}$;w!` zxMIM+-L+1-$f1-WU%lpCgPm8bEgg3+--;EJS?S3S1sO*qSap`k3YcWbuZ@3 z|CbQGQ$QV5yh_SfYQ*YJKHRhWO(?n0hTMt7vS5)PL?<82@Um+2EdFF#hfs&P{Ra3s zkk1Bq6@|Vsr#5MFY7ALE$jT-VQIjxCV$~Rk2SEuW=MjbyD8t2R1Fpz;zCd3TU}fT6 zpuuE6O3;41uSi)Oh9(&~iLE{Y9bobh`<>e!B(<=R<{Y!WKW$j9_o}3TizW{i332oA z{&f``BG^p2-q2sV>teb! zrDyCT_NB=Kt4%Zhd=<$9?boVxv4zsn0fPTGF~k^5y7ar0C0@RL%lT%kb_J3ak!w2t zMp?k|JiX=Y{cYaP*7}HpH^^>unWc%BynK42N4EDK{H^{7{{_y4Gh4Q(=*ieQ-(n&x z8(z;VvwrS~@>Ah^#js0e#OmmV$!R3};~k&q)k1a5{WH;k&&^!P5HP_cx| zbUo1i5*!h}?sa?rc8d!6p|LpK1>{OTy%jK6UYPll`p07kVILAl^;9IFUFo~^q^+{@ zV-}w9;tVvcX6+JM-C{NK5f;Gom%`T5+U=D(2kShC63Ecy=fE5|xCm94w4y8m_>0S4F$GOs-xF{BW^I`&Ew!_51Fqe* z>R}t$Q1KTZpF~V_pC+cUE~0^p7k{!?hJxM(^D#>_B&u=fcg}HficSBe321}L} z9f;&2CuQVQFY$^FANOtq!rmRGtWU8#-WyM+M0MY^gw?wstJj&ks=tO7?woVWqg=7v zJ~L(_iJk^aLld|Fu%hX%Q@1i;OHL-+-F~`Dx#e^)O8?_|>~ncdIiiQ>ROxZQcT*tw?*zsXA>2yLc5H-7j>kKHyWq1<{`BSbMw{MxZk zkS10A3BcYw=XYip>wkB@-FlQ&bf13^?)?PW2Eu@eU5N(+$yb&-rb@IB@v{V6)nq;o zy#KjJ?z@SJvpszOz~7s&%jUM$z!0Wm3Ae*u6X7=)ckBW=2 z{(dzgD85#d$aZHRKpzuf<^hgx?i~hF4izu%Hu&(eT-M@o&NjU8u+n@<0n4T}pSPz8 z2+4v{Z4Hp+oX;hpRfYN*2@oBZbgxx(thyrrAisoV+u-CAW2g*QK4FXl=M%97779}SK_ zYxp4&;CD_fU%?0P(Sen4I!yJ7#OpV->uF_e9{P{YuLM#P-coe$(WBvHeS9a+0fR$6MfYjU%M^+#48br0}w zr&7t2x{++dxlz?oL5+dh4~+xg_!Ml#lbPyZK)@DU3Go0mdq(0R1cl;T;+6HtK9z?1 zGGxfhMSj<=yXv1pi>}K8F?U1qh#>b?HVWf!W+|M7$*%!OMD<9~{`M_at_n*!4CeFj zm7E*H*N_e!47+wi5+|QHPDW&;GmsG1d=it*3`l0oe}>L7pq5uh-}v@AENq%QGw{EQ zLwot`YIwEJTH<~X5p3HiP9Dazw4;j#YezUp5nSRlPSF!w|Jz9X!NB+M|Fr;nMz;$+ zY%`bUD&{+jPNLV~gA}mu5onMPdiiL+a?5X~U()-chkY&TI{6&9*<#b|u{d%N{yZ`)`QbS8~@`B4$M8de*~{PlgcJ~L(0 z^YQ*_kJ2f8XwRfa;PHX|sO>TSyf4?C>7|Wv56GkI>xN5~ifpXklce(s#@}}tXWt%6Sy7x?*el`sAClEKH`gg& zc%`SfKk0l|pONBLk^Gvr#NE~T%uDd{yiBCw3cn}w?40Zu<)@3U#>?kAeLww9kR7A7 z(`6xdM!MPgexvJ`-7nWcT7SWRd3lRWqMKwM;r6#+`eRIiYm+IGreiZpsffaJ##d_5 zZ4L4Es7w#lU%6eh=gt9#8gPa^0X8G0nO}pUjy7ujfso$q?rO~Nc9iz2#uD|eR9Fre zPNRUQFNKZ@?AY%_E&uYM&jT!vpsnd?fnHhtY}@KOX>!ih zc#dHjG`m$)@%G1Fb%-b+~Y?Ke}j50moTe5G2Gr_}CR@mhc zP4;qH6Ad7dG7>E!3IulyaJ~Qw_prd)LRIRJfU`+paKFO&9VG{cn6~@{vJY#^@zuWCz*`mf8@%vaL|T z#b`ch>TQjWw{8{@;yeM%aqICB@j+QYw$G>ekwdSUAuMIlnaTKelB|HKIc5L92T@5U zqdzGD#YGnL>QG0O0r3z>9#ikr7gA!fMBy^=MJZtarY)0~%Z3h!RB~};Pim55p{fbf z!7zlsQb+<+;orO(M+!HCOG)pA5+W{M0DpHVL10VPFALO(P`$wFO^E9!a_CXzw)sZH zY{c=VJ@rWBlui9?1k1&40N?XS8y^}BU4y93yR>wm1nS`eREqos13t@eohjLT5H)9nzR2;U|(dmQ(B z;SXJi2Ltaha$0Ro96)lb-+^nsF!b>9lVD2ya|K(eNuKvZAE>DkE{1<|hIts>U8s-D zyj7k*z%vdcj5*XBOP(3yMhYuFMc*bGN#Ytt;WyKJZWuHJn(3+getnmxcvDbqvbaVsi@p>Qnz zjO;%By~2S?*Pmyq>S-oLU}B!s%T=w2$&ZiTC%&ZAzR7f+IK?yeLe^;;`1V~Fu?c%R z$c!9&@GZ62(T$JREv#q!8a0H1gWbZkXo9>2NS7O!WL~{#0(Y@^x~P9Mpa^grZ^D@` zDZc8uZBr*g2e*QnN-ujOt1x$C>o}$ty{2<==D=o_aZYc$Z1MccH;?Y(JQg0KWORo} zB-Ub3Zu_}e>a=va|9Vj~V<1wd-ku&7-)sb`;Y{aUO4D=63YWLj3RXFhlWMw>cjQ)- zqTHmzB)5G|6gM4}6kaZFmGacd*2M~R3pY`DmN7~j*~>Hc{d+>wKlBJHbL#hlIW0+^ z03?O?8MoQ#nS&&yS}aMWrFzWT17BR3Q`k4LOKr5>UmO3h4yBI>W`gXDp8QmPm3} z6C}Uc%pNA6Dm;!UK_FoaR=iH7UWw-|a(YQKOp;lB_4WtSmU#0%9a)G$ug+ zwaL5~`RJY*EL29VuXU7LSeml8zRo0^m=S9U z1qV@br~09)gImM=4?nq;1y3>CyjQk=;pw?fWUsMTM)md@Ytg zYOO#5U8d`Tso!U_2`(RROy&X-!a4(0%`7j!B)58!cPMOXwA_MPvR094_9Aa}Wv!GJ zz^$3F0}ozD=XY1Eb{bf!sSyVrwci;L6DN*2z@ zet`>PJ`Jua;1$Nw1&9T2X-fwP$9_$JQZ)JD&e0 zX50Lj&`T$~=TW5M7DdhuVr%oxkhXK!9Q+u8GPG|p)wf17W7d-67|dibXa7T3uW zW|?*pm9PxKItQ&@vr4>AzTQ=Nw$frRo@qMh*O-5@QrF};^gq_k;G&b|C($)QaCD+$ zcK%3J9hg+>-aC8MY9a=;;=`p1ff-uBlAM!dt3x^6>^G8|&-@~j@Y5@D7(@7D(Auk* zP`337UPelxh!IJNL13Zb?XZmb7m&4y_#B0Om*GIQ`9Ik7=XQKcS^Y%($4fz2L#ELR zDg49YW)P@&1R~k|vSRuEqy&59ZHM1aW{UfL3*x&K?STE+$rR@-hRf)eDz;lS3kW}t zQQ5_8ZrwQa5HW5=ekKrRGFuJI9?nRElRS&?fBbR$l*e6*nR@sqi$X33&$E0z&NmKQ zyyv5F4nl=C2QJpj_X1FHI^AleD7B}VXr1BE>7f`-PqI)f#{>KGTfh6aXg^JF&qW)z zGqeMa18sMfT`u%;v>$F_AAHm=RYVfcG0>`II#Oqn3z7#AHs$uQMO?)n)N~e{?UXc8 zzU9+D%=T(V4y6it5Thg)zJGwZ=66Kk}ObcjmNllbQN>lCGvzXyB<=O9wxzfwgE3uE}@ zIhWi`s*@gSE=3(u@?1JAZ<9(fj)^9O-%OEDW07g|Y&2AGfP1eRwOUa$ z<#d?A2fck&IK?%9W(w4iM_wR^^xkDI8u;e1E z9k%~?3FZ{X@+VQ~p*6~DVgl8FRUHnKHzN_tti&Vgdwd{ZeS%2t?u9oYyFsU@GoLN+eVvVQ4#WSZ^$6JXp=z*XD>U%W?73%5D^x*ubS-0Vwj5PDkZYY|`cl0626gC{m9OE%rv%rj)h@7_cFaNAND|CWr?j?rd}+XFypP{Gh!?lUQI6ep?4 z+)~{_lvJu+jscqNl93oFYUJRXEZPuA=pqg-gc`k_=_~yx<*`EbLZj`c<(RBkkzXfp z!dQN=-@&Y<1zVo2-il$6(7OW(m(pTE0N{XPY{ZhcR^Nj%!BbF0xZrxE{#A{cB&~kQ z{3&jMeQOzQRqfl8f}`cC|LKE1%#DJgKQ6@qj@NKENpz~zkUeYa0mUw@vYGWd)(p27 zk=-;)$caBcwO_CfaPoY`rV*bxI5L5|3=_#|m>1CF6I%I7>}ui&2VHE1qRrjwdc8gU zujK-DD}@iHyF#o#gMsRG>5%UxB)S`|9U7{QR_z5yv}J-+Q< z>hcF_+4Brif0}-9!=eb@^%gLeI0!}JVdYuQBsS*R%yO4eTdv}uqkMC+{-D>6)()zT z>wmPI$kgBObZaL*S5kkCp$M^Bh?e&(_qS) zPo>@~eN(^o4WiPIFZte^TcRGt{iK3nIioQ2FO%6fQeLxgH~s0~CM2K*KswDL9R?7J zqobJZBN(Z`9gLx73h#301^_Yi+>(6O#+q&7w%fflM)FVJLO*(puKY)}*onA|USzMH zxDQunTJ!&@tL-lT`vSchygwgCT>?15i8WZR6_FF?`C63sgV_4@m(hH+yd$TyztMmF z>cU?Gx3X{GRezXbc@F7}WVvo`E%ef$`ppRk8SU+O@-BSNC+GkSN~LJ73+f|QzXfa= zr8ni;>AB^tue@BbiZ6}@WrpLT&K)~VrY#4w(=B6fHRPl1ny9bt)R>xtWP2S33X@Qs z*?O6%{@BLPBP$+Gutgur10GlA*@U;zyK4Uv|M%toOPDmo*8bX)kx^^wG2K367O?#9 zg0F2S`baz)q}}tSG`~-PVuBoTrS@s?yGlY|3eeutX9U7rJ(y1v8iO}~8cb@KlM>qN zr-Ar{u{Y~=hN$rMrn0f?SXJ3l?*|YUX%ZwTDQ!x11%N-LnnZAl1hO?7u4@7+I<|^( zY-+klS52Nbi{M(`l|GM3`u`y`6-C#u(TU`KdMF(qe$|x%B&iTu2S-a%tY%I23tUP> zc*<>8h^#I&S{vo|`fw;(WIZoqz31a~M9LP?F`n?vn$D|j>?gY~$(YPyBm^+wfkM0{ zAbbO?0Fq)I9PFFAjbf50*LMbS(q~_nMXu~6dIw0+f@C9msvY|It?c{R{GU{~2yesi zgCV0h3dxc^E*FLg^EdqW?kodT{R>>*)H*wQeebsy5QDaTv{9@ILOs%qsbbZH%o5|i zL4i~enJ&mQGrit*>bzc-u3_aolT;=jWyG@N=U)Kfr~BNLW)pKdqMV#1W-J684hpZgs`k@L z!&g8n1HIggzCgy8U>dCWnQZJ?;%8pItssbIh_;To{hc0SK2-YN^JD%2f4U=B+8HUv zJ^qh3oD==iR7*INND1 zEhn8!deMJ=BKYWNciFUs6zAPOmrw5!r#bD(OX3W!Vu|V(>4EYqN5enX^(^1UjN^Xj zA#Tr?O)+xUT8=$@Z=vveFQs#I$FE8;akL~Al>kbGl1TE}l4szPs|krVG(73 zWUCIAbY~4Jsav3mgu0vSc12juoXY=bW{O?J{?`(PORv6I>NX^n9+A7#^|ocQ6gSnR zO>}f@Vx=kHc7nVG?q?mbnqUxkiY>u&BO)CqsilurS=rk0un!8nfHYtyQ@V; zJEVOdf9T-`_CJs2VvwZ~@2w)2HuPu_T93wppyuJKHoMjiBgj!O>3U!TFG$QF0CgPQ zXf=7g>aqOw*P$a^Db0Vr@QWYH;fx9CkJPS?pYt6e zX4(RL?uBKkv#m{FcB_0We3EfD89~3$tKsVWy^MC%!I6YQc`uo?ywYr9^pz%U%DYq( zUGZ?|;SvjudFcscDhzQ!BDbVI$MJPEi%U~Hm}xiEG!^0FRj5j*n*7_#a3=cQpn(5K zzN~TE?q@%Vk}TS^f-sK*I~0yY`P}cxuN=ZWGrbhGl^=VZ4*gCyhg#;~eIG?CT|qIe z!9%OtRwm{XAUDwI{B-It2&<)3-YC{ohX|hqJ3&^sIs|&^^IVCKyr&}p0>o4>C#>Yy z`O=DurTSfs6%HeQpH|1eN%;B^>beD`obWV(O;O9X(s3~-RHi*a=R zE+?fv#NB_MmQLj1hDoW#PM*DtFN!FBHz*lqnHQ)XQU|s1#V2hU zb9|Pd6%d!+5eKxnV%x9JT*xXL*Og)$iJo3#z`yS_ZbF(-+W1!3LDv?Vgy`M*=ZKr| z`OltE^!p{xY`;5124yOY)XAN^Z7YZ~`6cPWuB`80Lno1j%k$Q_u5t-6N1xt_?z=!saWgsZfV2mK0&<Aq1*7S z$ViI*uN$-jzj&Q7I%labjzMN^w>6AQi&N4yKPGopToYL2BsC#Oo#}`QZU{tb#K3vN z8f-mbBiOKfo2MJBKc0WtFHtbzPaa|%H~aBAosC&nYP8s3ZqGC6ijj>vP1Vp9WYyQ} zGMeUpz1p>9wp^=QGvJ-4d^Y^!RntysO^&xs*XP*QpTD>zN0YiO*U@o7^8&sP4dnrD zE5dX@yORG5J4eW+^FGt>Gy%`E))V0|_Hnvb@hK9WP@Gy)RW?~u5kgI3^GeHn*pXYG z0aC1PF7P5IX)0OR{Ycv=z-Mpd;W#!qn_4+2YfCZV2mB*3U21Vj1B0a^snr{ZR~pt@cIVae@^l#a^o|ynGBEG{-OXsOlvwIA z)x zU7-2SlpOCS5NgV!)Rjt=F8(IbX#f+cJ>#IJ6cdo~1tUmaf0P@GImoSD+*RpeAP1k+xn`wj^#%;yZ7+a#vBHCo7_M)JlE z=p%j^1{N=pXIF_UZwvRVsLOWirf_Qal=8;fgU0%G|3=@$pkNQfEEP1*3R2a_5A*y&dEb0Sl z(j-bSsVWiGcboLmVul!IR<@t1U;cix(f?M{SgwuyMwldDpel$4pb~E>F&OJcOq!;+ zHfB%ZDyh;*h$1ucu^WhO^Vq!89ja_Zm*A&W4nj7 zbc;B}2e^M0MDo9QIX5YARU>*w`%=O0zO)7jlbv?4vw8$i?f`QVE_^5mI`$@d|2%y8 zYzVcuT2T!v-MRvG{1#*Xi|EN7_N(D(wwv`Drwd$36Q_HOpRnzVN0?FPHD=o~!C$5BwHLn@?d$$L%P-O6&BEtS3q9?uMxN&Q zZ>N8*t;~QY54T<{$+~EM2~p+xI@I@+fdq;XPUBM`B;L;DF0vZDg%PZ2I4y7Y|ET)v zs3^bh>!A@4P(n~bknZjdm6q=A?v4Q@WGDftp`^P@7&@i9ySuyJ$Io~D{&?q47Hifs z_qq4nz4zJYoFasUlplHWD>43A7NEaU%5t~wfhk@D5$)Kg$jHc{Z|f(xz-m{=!vQ7& z#|{bxL%CmpwmDyLhj<0=TE3;@@Yn_J>%#`t9AF_Ed*=Fc9(N7&!gC%?b`SsdYU0V` z(e?ClYSLAFfB<})0IO2W6)Zdn>A4kDVOMofGO4dq1D?Zx45`?fWbrL%JWhANsD3oA@uRn?O*u9sIwoUsbvR<2u8F7x>ym{s<8+lvERmr z71|ncl6@3YE_}?Z7vE5OP&%xOJ{QN17z;b@rLwCLKSkH3z_;Jr^EFBr(|_S+^nMIJ z%ls-Y`w2qz13*%!iVV4m_~c2V>Y@`Oz5f0*Z)t)!wFB@_i+8$e;`2Wo^aCw?m@j!+ z!56tRzH2pCDQ?K~4;^EF=DHrxb$SOg#uk^o7kt6j>awFrA`=lyNByruwoKq(;din8 z$U1-T;gSzfOpemRw_~+6Nw2Sit?8)bPd0e3x!qTG-R775!0Nwq$7;JZdq{L1G##Zz4cskUTgtF<@AXiIf86kG$O<@81)wBKp-d2PR2l zA;PR7i!$#xbiB_B@7^&Bns+aT^rMjao-Hv3q(5h-es+Ptg93~R5}dry(Za)%!~Do` zHIe=|t;|M(N?VY*QxV9~5`{?zqkUqP4J5=OW z+w-L3d(_SDXtKb}E`J&Mf%^aW2!&)KMosmgd&_-qzK+XQVTayzpZZbnvJ|D zM_jpICUzDLB=3gv4wzt4VpU}3%!gP_nG!*5+!wfBNW^-RR#gN_%0o5!*Yll)AewCT zH3kMI>x{nF{1^U(g~kV2`~eU4QWXKXAQpW3k2(ESZIwvrQb!X4e)a;@A_GXia$>+)u;f{IKOLPVPPQB zzwN*Erq>wgz8(=1W-iyXO7D=2$iz$Z;czeBB;MVVwNpui2LzAXU4=WqhF_dMAQfg& zkRJ_NCt{jrrCTEe`b{cE^id?y(<8=tntPwjv^|r)YBW z4t)9+V?FKKZw|*1B%(GIHiv*%_W@2Et#=;7j(m}2y zS_jfVuw}5;XB>7fwM`@;X#ey58Tk2w?ej~j4jr^m;Wd-GUgJx{WDXCi_d(5M9$_QCn8`Tj8KZ=m00 zRkL=S=CII;kT346r$p!=joykE!d)e`Rf2Ha!=p4g)8B0g%$E+lCHhb6&;ur3-cerc z$Z$*69Vd3hDoBO+3F4RZA3?&5!HsMCxwo zt0NUvR^_F>L#M;)#VY>?;J~aQ{@g4qJY9nss?P0%y}}pg3&f>ITeX~@Os71nvS?`E z+rPurT-Tg8WM5#2n@&JC!|8MyI`Z9@AlaD6uPl3b zTx*)>>$kPPu|s@bd-LXbrFO?=VX49H;<#n_cpY+nc5oW>^XrQNFkFJAdL4yZpHGtR z9Kd`FrjCJ!Z`!}j!hxp-|Adspea-$c8 zHA8|$iK)|qx-%T`T}Im%GZ6N(pf+!9g!UE( zv0u(}L`Jje0b~h=eI%99Z^S@29Lm_LS=d<`nAa-r<9xX7Gs_JM^4}E~y(RsO8d*8L z!j7S<&Sr_NJk`C--|D8QN9CzgCoFUtY5%+%{SUD-+A{Pe+o%DMN^Zck3R*-aM_I@d z%wlxtPm_@OMhseJEIHPVOTz~8?}oe*6`=`1hE!<`b<#=qtOu+vEV#KYxpg+|q*l4` zt?+by`{}NdajKh;Yx!B#nI{btQRsMqi-^OSHp*rxx=OcS^uQ0}_WQ%1j89xA<%%h` zyNQFJ>eCTewtRYAm!4@6xTBddQ)^*o`>Z_jWWC`aaO41Ea7!sWP{vp`s^6m5f3AJ* zbXL#?w2H5f3L`CZH$I9Gwnslo%5&^~MbW{Z3sRjWvyz zRPZB=M_nIx*~?KH#W^D*;|gyCQrq4o;B&iQJwEr%Cq2Q^ zQvI6kWqW*ZBFgfF*s4f~488FFotC8gl5;M6`tn%^T2wKyl$z?QP*dKhYQDoy-ME#R zG}un-SJw`0wOfo`pMB zza1_`Ls2?dS?L?n>Y$LUT=e&OD+wnx+9Z$5uKF*_;y|n&&YK|7&m7v@^dP}5D1u7m zgmfBGQZqtT?>6|$pe0ItBRle%_qWam@a@|YCbOEWWQay#mkt8C#tgJ{pk1Jz{wvFt zc26_YgN1tmaJJ;tG*Z&GkwCu-1Sz-P_dv6%yh%$~Kblm&WzD9*33OM;U?h`JRt+$2 zX5uHKm|P&m!jdXNE@3J8J>Cyl`^J+jJ76Tg?Glnj6XYV7;&F$IlRBU%az19=nD>gv zx)#W9DhBOnRL4hCvX46i4V&`9;+A1J5tVd(T2x5VWlf{5JL=3twhjOYB5Ay#w{NOG z>U+n{QR{MI8@b)qGsT?NaNL|WCh=J&zs4oj$g^wI|CJhE)&YlDQdZ1Vltx09B{Yu~ z^onem0rwZKXZX`uriJpC7r|B^sOc_%`+VE%7k6CSB{-)%yMU*BW6Oo3+G&KgBhiKa zV++-g6POCP+rZG?IMh;aQpqpc7oNSfbJqvK7w?uR8B6ypr9(#?@@ch z5#IwLU>YFTTS$*9&v(O7bwc$ciGMf8Gn0M|Np(6J@b+xMN#<6BRAAytj$tsO(vcr-;aOo+M9EeWl2fJMnkOrLTyaaRFx3=<+3K~?-^$b2mA|KovRMcmV zgP(G(g%TctQ1?bAr_>F_UdSP`eqw`gpLn*0l0~y*19e8vsh|Gk*}>bpwcGGRbIq~i z9EYyDNidEFq6kX@jv`d-eW&|X@E5LZnjA_a&hB*P^m?oN9j7FXDud7Bxxxfe9#1WT zey(vduipRz5<2D?Qa^(H+nhOqU35tgj}h9!EHF@GehE&L!}o&3xbi2|)goL4h~7iB z)%lW*v;HIYCIs-yz>ydgpO}np@$Ak>_q~Y8pRs#=+0`MAD>s3WeW1nk>FsaC^s~l8 zy?SHl$TEiwW({0bT zELHLV~U480c|)%iL40}xOfx|m;voj#oTIzlNi z&=`x|*<3AN;cX39M^-~E08ozCf@XvR5{At=Sg6pC*oq5-sJ6axiDSpU5%d1gN^GZK zXzAF3n!)`lz+k1NKSn{~%gx7+ERpO}DcIFh@Tl|O5$?ctvx_-w%R7F3;-nF0si;&{RKmhR`5G&r$ciEKjrd-Y7%m9Aq_~eq zar0Xch4NgqD_`h$0BmsLNd_3u5Gz1!fCgVLvT{FS%(?YT0N{}e&Z-}*w&qME&O;3(j7sG8N&$1j_;Eee2VF3 zBOMr>i}>myd(n{;s1fvg^5lp(!iIKEZ&0@Rfe`I_yo#KILf-RoASTGebh*Fek-Zm_!*VzZo`N*k}@WbaQc`c zh$fc7A)?pRoZvlZ{7gbT7d)5MgATap04NQw6)j!Fxt`N6a#~c=`M8d8}Rf6 z!0}6b0W}}mk7^py9`Hz*_1VmiVEnuR^o8lUw9ukL+$@bKVn}Xm3{Pjpr+s2jO$m)d z#85-|%ZgR~y9C@LivwWZxn9dj6n*}4l-YDbd?GGlAQ@{si7}u{AmT`kY2ajOB;4SB zlp1%+iZo}WN;e}|=BPX4Ur{3KL)n@nRxq;&N!vE!6#HQ|tHB1?=;MYKv^Zp4@Ypd1 zDk2!DSjB!Bh~dVMAk4fXLtEpaI&nY-oi9gl6n92p*Sf0rUWR%-y^{~`0Y;Lv@QyC- zpL?VRlf=#a%6L+wpd}2)3JuvGK-(TEYIsN($lK*k{%IkA1Ui&pjl_vvVPi`bSWN(s z9Y?~~mt*D^E4zb=##E;AUZZM74%KyMdS2Q%SsEpLI5@Rc9g>i(bNyf@8EHC9sMY#h z2?YFfJ22*PK7BC!q(SX!A&LqN;${aB#zNqdD*FLpNCK{H$G10fgS&GjeOBkU*MkC( zJ{Qv%`m|xVArLc*8qh~GyX6ylCI6O*K#F`aft8wXw|V9|0Cw6|g)#q!c0LO*EvUXL zY1t2)0{ymnKft2UdU^eXCHPJ%H}BJGwUL_o)LpgJF2Zd+saLv}W2XX%UrVm{Uwy@G zy3;5%p)&aByrS>TPXPw2jr@LhvkEP&hGXYJld5<#s(7TEv%?y$m)_d&wrL1^sX6(s zv~dzYs6;@@?EN-MRiy?1MMNYB%bO( z9~v2=q6k5VLCK~Q>d&@HCfJnvDg^=7RVald9@^s%Ll6iq7FTkH6?EG#t*RMNLnDcz znWBt@2G`E_85MOJ?tmwb0wSx3d&1NPDx$bxu&qvNV&Vr`6upneOjLQ7_QwSi!~oU4 zsb5)!1NGJLU`JJAY`886SFTLm<&)lA%6x$Gp%B}>qei{^tRwc7E)7W}8>u=0r;@?Z zEoG{5g>nB34>R=B0rydABQY@uTZ~($F)v?ue0fTDX}0ZJj&q`om+g0!R@caV{QOZ|fa)2CrO=?yFti{h!TyD?)j1ttskv+%N++kfpf#W2w|CUoAG`5x z%6CzjKZrql(xY!~Aj4y=v`!?Y?`RkV+?2#mS8uZNl&$zI*Bi#6MNQ=>Jv=0lU8<6l zDpIPRpAjUdD5S)GWYHk{Uz_}O4(uD++cPmASzY}mK-z6?0DM?{|CeG2`YUW(&f_)= zBy_M(h%a&P@=g=g$<>ZdD~oG)%%dN(bG-|)GN*0Q+R)Ps=VJGzLyUzN@tUsE zzhpd4m1c;@_!t3@Ib=wVF0=o@s+y3M8Uii)`1_(bScyx<1&NFu#6lG6nmW{%TvC%y z?eoiLfSxa03Is|wFCKV0%OQxQ>`s*cVShu!9{9#ozjRQw(_9#L7F1SL(SgG8Hdc=)%ifTfIAC-lr2RujCS82_;F+7&Fxj z>qShzQvVg9S^gQ<)S1tP*nWAQt;GwBQ5>D|GK>OyX*m8KB_iV~H?$jN9XAIL(iq-@ z$|>Ro7(XH%(^6z5NqeH(M7nNeTu#D)Aij2D^P8yxlE!zaPV!WUiMN7d8vA4B)6$R- z4>L&Z@ndjDQUP?B4Hq=}U@M?XbZ?^L&~uj0pnuviKlFi%+x0p~DY*my+V9>G!5p^d zsF?|m4o@pj@nlUESV$ye+f2^o_zUgsV&`PuaW$O{*VS_!9Ui`V-8-Qc{_W7YwYAyR z-MiI*)w&2-1E~Za#PavhrO{UiHh}3*5JFpAiixP@ch{S^&An`qTsP3OwwhNgoNxSi zDPzy=9*mu(0u{$cmmEVp(1_t+6?a*(S(hoI|Kdj$dVdcLNw#I5P=l4{6#V=tAuXHN zt;l-vBU3YFYSVFkeJ!&zAbsWWF2jArX)fP23eew?Uo!uPe19nII;Pie^K1oQHS4yY zH_p>qc^R+$NRo{oD&jfFF^<|qg40HtT%e9gwn5ABjeA@0v+6+&4$}B$SjmmSOf|7zY6PsGk90k!>{A77ZqJo}(XQPl%My9)2Y_z|4OxxrlF*xnW6BK#8X}UosfGV`M4E=b&+xT% zcH$A5r}AZs?W}zKlI~&nRF|Nqw~8nC!LnS00|ENk<#l9wjTkEG7;Byj$UmmrEwD1r zf+^G$I&hNhILnZj0b?U23uEP_II|4jp5{~m+H>U8&w|?`D?_?f=GFG?3TV@w$p9^& z+Gq@l7yen#b8Cgv?@#uUrp7lt?NVzfgOo-mhqyD9pDbGQoRyoP8zNeoN~QM6&QkSid&55y`RRom*?CTu6E>?Fpd8UUdaEuV=c>CFKe*e zYLEl9frOWg63-UlW}{ zOrTNRcx)TiBdMehqN}_Kxu&X=kS=nQy2JX*(!;{el}`ZDX)L>7;5VxsHDOJhQp1VR zuH%gNv;{wPmy&YTzFe-gx?^HgJ5AfM!vyTAH9sc(<)y`o?iGt^WV63gR27CD%?m>`MY`8D*A^BE@({@6Af+=ho-^r=I?O{Py{E5l#1waX-E}-)#7Bg0$|D1Y4gQp8 zY_F(I*iWoW2@ljc- zL^t0q#^Xt705D*N&snLkKm%8NAF|f`=j&{1XqYH8m9dbvTCPlwr3XQ<`88fkF|)v( zv2NU1YKzmE@krD1B=7FIXa4aAbyZF-++=NaulxRP?&Z4=B7ZekiQf~AS8MiIA%Gwo zA_+g}$jnwQ@!@Bc1zM?<4MybRrE*`jEAzL>g^J_(>FKNLr~(}n#gk2}WW&2WvevN4 zJf)7|HEH zR6>~sopqgN8cBZV(VTX_XcZwV8w(B91i(djr3i=jK8ZSdT0pWID(i_PmAMkdCoYGy zwbe+$Io2f@z~?!e6|o6WZ)19F*1>KwwFCft5S*>^tzXc$aOdR-`0_(ZRZ=!DG?ct5 zDQ)GO-wk8pNV=k9P-y*Gry0oMkFGH^7ywp3cqOM?h}kiQDkFxB-pW!fn^<9ChLE4J zI-Q-ya8v9AhXt3F=kTQTeLefdAF<;TXL6ekO!fk#Az^Y7Wus#a%i*xRpWoIt&KKeTXia^KfEauXVIK?ny(z!3p8 zHkSLhPjThCF4M2Lb?VGq+z~oQ-F@yJC)5~xZo|}pl}Pv+rbI5zQb9C;o;tL}z`z9U zSd&$q43Tc_wfqp3{|{6%x84c$m{6pHKtSS?DfDVST!GhqsLDrrh0;93;~(b(ZmAm~ zv`Y*OQ|GD$OMuKASzxv_I`%r~w>Fen1@bb0bY~vsVJ56Fi>Z!1lNmX=$`RkSWNMm` za`Zaagef(Jgu_VA#f522eKm(MO==BBu@!?~I3DFIiIDCs*;p=Z0G^qJCrBByiYGG| z^X5+}N7)LkE!EA;d^{9X z0OK(V+$zZ_lorozb&|gV0;b=^4j3}&!cT=*&5M0_g!P(q`V3G(2_A0@Q9Te4zAM0i z0}d)P7B4Tp=y|MN$pMZP@+Sn4|7eRwZ3FdS^F|Lk=JLrA&L}s*YeaEV*N15gN=-rt zRd*^PXk5?RHo#as=FgIq84?NTUcB>*Y@19K8VHy3tmvbp@|NpVb7`6qR|+~7kdPC_ z$P|siOBslfr`Xc?<@CoEU)fR-j(==CYr^oz{zRm)f8vk<@U4FYNlA#RI2|TwVn9tn z{szQjHF;KzdC9V3%Yk-cE~=&keD#%qrG6)U$u#O7Z!phj+6=Bu;e%=qSXm=hTRw92Y507cUHYbXJM>{B!w=!n zr0cDv#Mq=u8qb?fHcQq-_a}kB;-qxgVl#R^{g%{Bj~5p&daahd4nTk1v~vyf5gK9R zsWJ0%z4OQ76L^qd-^sYgc>`AAV17pGKYV|h(QUr0}dD0$PQA%(Ky z!6$#ZBX1VHcn4Sn>PI*-3$kSUw{s+<-=jI&VePmWtB&O|Apbs;2T8C{H6r`-M!C|=_TYfZ zn3MBc{d#QaXRhzHTgDdWv1iDr&CeGJlKD^AUII zhsgY_%3p2HLgmgmR#c>m1(x?5H+h9xKrV{??lR*)#X9JJxP2n0DQ6WLF5j@7r7Uz5 zaM-z30q>tj2m1Ln?7O%lAQnYs6PjI4Faa8N1+<86PeuPLMsT!_tnacCeVjBbSPFd@ z@L_zZa0t{4UOxjdx4&u`fu{D+{OC%~wRp+;Lq38OQORb(~$Vr55#H^(z zA&G(D;75VcZkPA_vEqJ606G0<5fpJRXex87k~d2*r8l2+MbhH3eJudsr?_NX9l$7M zpwBZqp+5C3I&U-?5gF$Fz8{^H?1bADU`*h`PB6G)l>_LmeK2VU7HnX5tpO#0fnGk>t$)Yo#ymoUjRkpOGkvJ2u zWs8#qvM?oIzp{J^`NDzZe~3@UOB5aw3S5;2W$->qbK#W<5zZSq`W1{I6(ur>z^B){<}o83uQ)o0B!%IZ3S6U(s~HsN(h z3M`^&EW^Vixpzvpk@qt^%KK;D;k)lDk(l@eAV;>=wFuSlo#7JbvmXtF?vkfhLJ}n6 z+CU1b+Pie=jgyBF^|3PT^_y;OyhTz(VC_!l)@u*W(Dt2PSQHqae3CPkQiW zN^A4uHp-B$V5UKa0qYo$H-V1t=916T9d_TZNjuhbX~RFokcyQ8tJm@ar!#=glO|5m$dmOxu(V1 zZc>r|MK+I-GCd-RU6bLts?dzm0tzs0v_mVu&B9tBZnLfLa-}oM5#K!D+r#)#G~*hY z76(#>0;PUqE1B}ff4y{lUBq1SVqv~8()y4KKO(x-7A>N<3oN`EF+Ys@*X;5lC$1d4 zNahSHSZxUKosIR!87BjZqMIv*347L@SuSB-Rtwh~;;73|4%HYoOAx5!Q^^}$>YvCG zil|0L0#b^1Oi94WQq-IDMHWTX1(XMCH3q$#@_5t;W;{2%L9?A|M{OwL!rCDjBjd@#eH|jR!>Jt8zpw zSRJMbGduvqO`(LZD1m^niZG#@0O;YYQSW(kQQiVG+5?Wa+nQ(yr&|17zYH4u(wYvJ zH5=(_;y2Y_vgEe3PK>F}KSn11OC*#0NBam4dw~a{MFZ-(-Vbe=1e-R{l5Dw3!AHp9 zJAeK~;=LVNuJ1bihF}d?6{Kow`1Z)L_R&d8jX4)865_H8)igj9`ow%r^Z;xV0G&E2 zH2*Q&2!(xtybR?oQ(l;-)^Gobc}9wB)Ae2JQ%?sgDa$BSFcT@50V2|8GW@Ui{}Zp0Se8hNY-RL)N^b z`6-r$DMephOXc*E{v=^$Mqbb!9@HcSkc~oFx6TK-Y@F`T6LUECJvZQ&vE$#pC-e-A z?{)QuDkA!<&Ti4X`Mw9NegR<#JH5;V_bpusG2sRSnz|lGz1{xMbcx0#K%LT`1NuYw z0E4mrzT5gj;>JQZ+Q{<_&_es@i z;KSejHAxTCzF;qVnUB~Qj)4Z1nuJlEjZ8Z^3CEcxT0VD?Hzy58=Z}&+u6G@w&-Yd( z`6Ea4sU75RKpd*XBpBRk@6wz)GHaf^0hR%N*|Z*N|Jiv|1m*2CVcj`#(49~^ljs$p zIo+JETWu=`JBWv^IJY&+wdd}X?CwRo++3bkN@BYKu z`6A#G@0Ev|UH}nUW?5kLr7mSMU9d16npce-3R|4nbpLxOlkINA4z`H1L;1|?8v{ZI0=^air?#To| z9g#uZJ0?8b-K8W5^?v9s>C!k#9r$j6><^%!ezXx*uHuHKlD}(?t~Wtdd$J7aLTgEL zDBxpY$PV~%Aw~1`Vhh6dBOJ(p80Gs@WNmKmU<&IRGF5=^QCDzhWlqwti_3M_r_Q;W zB)NQ?v9-+QXAO^nx-RE+)@r}2rw@Kl`H9(mHj1WmE-j`(-^|VJlUJJ8XB%)L&^F2! zuV7av-0yzj;w9iK{1J!b5!<e=<6RBrwGH79CKYVVI!{KY%VMM7Z=>?uRvlC zvM1O^yu&uN8pLkJOLne2C2n7wc(|(jU!GE!pVn;kb^HbotJW=jIbSk=XztD1KcDY` zn-deR0P!2_Sva&;F7!`!$EMr+?TqI&($eObsz$5wm0qXCzmK?*id5lq zs=KNbg$^u&DQgJ8|OgE9!Qe*-ges|=+qOAGU>#!GD)K@pJDY819&40ZB@)31O z_??321c$1sXS#WW<&P1%DhA^SGH`tgl|u=~ErUO6f@!j;W)#24#pKHpfR$Fk#Nur) z`3_x(0w9j*#MbkkhwtK@xN_AUT`yZWvYQ&e3Lq03=kf6-?1bro#_xs&JVy5SR^8^U z`op16ettghT$?CvbPU)?jJ)#XUlE$gC2f5@2f&WZEbKmI@*s+;IT$!&S`Q80#v9Yb1DYUj=G!i?@a{k!G#pUWVc_myHfy{-m0VWS-8^4u5iBZ|}XmRWF(LOGUM96a5~Q zthjS*8b9LmhIyHgSyfVVO_DbtLIM8)0b%~$W3==!8YGr*6dfpa-Tk9|G)VT#8 z`e82`56j!OrQ%~bGq$9yf?^hHsq_C19p8hCZvAY@24!+;oY(yPmd?Fd#fHT)y2Z2)6GVEI*FZpz-2j{@EbT7u2(4x zW^Rk(MZbow>RdOw4qt_TIB9+ghmh~+3x9Xe|b!lz3x@?|joaJD0zhRe+EqZ0uDQz zD4x4MtH3ZaBR_EgraV7^fy6<*785tE!K=$Jv6f?2_;k|fU*3Orj)ezVG#VQG%)ssg zTM7IlMjr|2%FENlns*E}dQ?|cRsN}#dQR72#>r(#Za!;uPfj7Q2c?- z{qZKQ5?3NtBzToy9UQp%72)59<)5|~&>n>Qhq&qE zH{92avFKReh!iRrK1#R{0|R$~Xhf;D>v)g0r`z8tAvfJe31ixTTu!ok{Q1wO2POwyNqEA4bOm8v8SjAu97KdtTa_fmax|@X-a+FKO=I)S!9NA z@%D&t>)lRtQ^oNTanMf@=Y#(!5uv22y6&I**lLAG{ck6r(;09H7NR&{KhDNMr0&w* zl#vKs0V)7SL~@$`v;kV}V=2A9-^F(TUX%mYa@6DM7VCmb7(IGF$aE9AXo~Iz zJR%5UBrgF=c78;F>82VUTJg@`i*tAEK;IHu6}tb&g5w_*wp{&PSJC4GnYpX=I@t5cOE)Q1-& zVNFK%2dp|9E7GP_yi$gqcGB79zNhe5pv=tM-FMo25B5zL+}a3&!|>(hHAy77KZxvT z7?`3Y$>oR<++WUVK^oOgW85t-59ZIcQWY9S=0gTNQF(hl4g9?qz!A~j#B#lPegKGU z!$E!Y%i%U_8m46MF`%7Q6>~Q|Hxt9Oyp8%W21bED8gI`4`tvm|*TakHCdJnGqf(Bc z*;Ev}6_FoKe*{4$o!fabBfuCJT*)*5JOae&U)fVa-gTyhQt#}JD+y<{)mo}n2yfSG z9r4bv_RJ)Mw**mwr_&&{{7<9Pm7hjkf5MZ1XdrwSIoZG{&RqwNu`$7 ztqVl$|5(CbgMa!e!uMA|w_?CGenUNBTFZ&l?Z-<^TNUA&W~jMrV$?&(Y&t>6!f!<% zE)+io?>|MZ!5Au7B{OjeP_mTzT8WUj^44m(DHqKtS7HV8xu2$*pdUR--<-c0|E8${ zILl34Jys}rFeS>LRR~4ydRWMM(f7SW;ha|N z)=YyZf7?-|5VJ@+DSz&DBNAt7;hde*9H zD)8cC5)7YUMAHaN4?Af=gL&VpCWoDex~X3PjKM#DZ;J`*S2o(Bg`Z0wJ!VY0HDufCAiwt)8R* z2Jm-u#Swyj=QpbivmE}-j}o{$PDk(-J{%!qM*Odwg{Ow7Uyc6XhIx6f5z=s5vc*n^ zhT?s1ApOD~ab{qz58O=W&gvwUYs7{ol26x9;OFP>3U;&O^Y2FRR1?&POPFaGKciX} zQT16d#2g=gP*SmlqXC8fSJ^MSiWgtXxTyi`;>w?TBet13Nu4 z-$BrKVHyyw2NAbki`i#MLwoJeUqfbOY$F9C)jg!i8<#DIkrC^Rtj zloF*%Cpg?ou^~h^UYr@D44(rkM-_Mt+hd4V-vnZxr)4~v9)&Oxf3NHhX*|DwuO2XC zQ`?9pK$VUpxh)r16!$CX0R6RfT*+~NEQPtVs%cA>*bN!s6p}d+cnhicpucIU)b=T@ z-R3heZDoFOgK2^Nw~6bN>c6Jd zf~CYjYsu_=X#liA&inZN)EQG|zU`4>24i_hh<){;ng6z@-(aJFp{H)|@sWrMw&$mB1Zbxg)w?+PvpmZO|B{5hnI3imEAlV3ezf}q_5=29vu6Ddi)_YW= zn)tA#BcGfeqCl+#9A)75W8Jj3j^^=-=BZcriZ%^r&)gcW-kVMNa3Q-5Srh?!go}CGtqqFdSJ3 zypbB_Yf9;Gs@+cn`@|LnmkLQgp8I~{T@A)XZS!oGgY`4sI0tOw2hoHWSLPK%^Ng36 zD*9?>m$+T7Y+DP88TcIc7N>eg_$iiW{-y86$wvU=Qh!uki-pBEmK4n>N`g%tdDUNl zLCVs24$B_aRA~oK|L|s**K}`Vq?vHnt{$etHKSskzP9YAnxLS=W}fpN{80eII}SY` zA&XFq6;VOPSqZoM+=ni1XnRw9{N!{cXvhdUqtOg={w8b65Z6_7^8M$gLkZx?UR>Aw zV&a11aQ^B7h)3TMGGq54h4m_cy)Sy^fj)uJN`TFn{ogUX{hu+q%|MAx#`oVf17L`p zS^&2%_Ms9P%1HSSVqmBC0x;!Hja@S>2e2NQ(OHb7S(mbk9f8C=}yIz^kC=Wqgs4hpF2O z@@E}$5h%_}G6u{`z3V{Pu(=Zty|t1o26gqH+M6qP_cCwy-cE%kFTjOB5<7i7Ak^vv zxQ#bn*RB-HB?my+jr{}*+ zc0jud?!zM3^E4rGdG_&;{sRKBulEtmvfmVVUr)g!r5Y_J*ZBfnoqd3NE9}><1B_bd zq?V6}q}84WH-X%6c*{^jK4D9Rikp0uwI`+}VC{5tv2h%@{m=d70o`=2hO;8K@Dq{L zt_A>x0ZCY=u7Fioc$}M{`DwXVi|+xU9ebz>K)V>Fv;fh9Cu67c#gGKdxPJ<8)#LdW zndGs7L?c5Uo3D6`NQLD`A{fA7dU6WEY>!A~3uVGL(+5JNk-6lRIc?5>ow*lHMZ41F zSWZ3T3CNnxE-hQS!vtF3Wb2BR{yO()~tj%_w@d@!#8qgejx9|y_ z&U`-<$X+26)@OH`)v@@!M4WjlEW2;~>1fIO#V&igve4@F)Vvgh>HeqRH%Tq~E!yo& zX`{n2QuhIg=haus$ggxmv~<7zQfz`f6<>1Ni;oP&i z9n|?&?e9()l8<@lL%IFoAG@i?;A*N6<@Uux4oH^HaDjCSI~-kCP}YZl8!v%&5s{P( zPNl@4$FCf6!nJF8+iC*=IPq}ckAl=GFP*;gv)I`t4QY>AJOoIT)K$TGRj9sOM_5ymfGSwhq>)vyUVju~~;8q-f z(%7XGxg{$@Ctdrh?N z%MOk^aGS?O#K+zl9#6A{bh^IbI>|qi69?X%zLJFZ>oKWc_@JfxvfOa?vRny6kSgL( zbu&veRKN_C2_p9stLhz>x9GRoZxDb9C`vi=;>Axzzg#sF#)XIUpY(mhpfq!;KlE@F0J78ce)rz!QD+xom#&n(Ig#Mow;7jTxMR&2nlh;yq`7~G3 zaDv*`x0`R1e+_I@kxd_5^OV;4uLv^<8!we6zT9$tLRgQbWS>l?RcOA<=-0|FtBb-G zQ{)&3K_vs$g`N3nUS_-et{VbZas}+Pctaq$Bk#P z7Jl&JA{3h=&?4WXCFUj!dg-sDCZ^IRy8V=V2N<81>U@Vvr)SciBbCUW?zYf}RX8UJ z-#ho>UkR!#8?n4iAXYD6Dz~+==b|((xVHdS*7nHE*6TTbUUa?|sSe%*M)Us!1cW|Zl{qj;yWrMw7>vLNryEj(izSa8$M$F2u zKhuj+Ib9E{?vzz%5h@x!fj}6qDNcbEE2hXz#qPL8SoAxnSC(LiKfP@NY`f0jCeF%{ z{{6J($Laihx_ybaQc-TQ(G4_`r~_{ySqMIvg;UVNeXXsQ&ZAc$Vnmpsof~IcXyr@u zc5J5GmR^qsu@e(6`TcH3!n{6jJ?eYwkH^%pGRhS5a`Vj1UA@IbrSP08W#=`DSFT+5 zniZO!&o`_Shf~hihQ%ABueqo9tIs)_H&1P}mBUMy1l+CGj9ayz7QQ_DotFe`JK;(R z3M)DC^1m-WsNpSgZEbo?#lMJ_CntMJuud#(aT*I7hgR42xP|M|y~)j|8ctPmS(c$g z#*>@4km(s=ChX(n2Z25#{BHqHX|fj9BFrY(sIX5T9yRx*$jOBJXY4KOo2z|SG{vpk zgVvWn$MV}?c2wyUM&vdC0WC{?dh2Ql7`I7^$}G7pP2m?hWLaNr^CQd4LzE<%8aE88 z#gNB!z(VNZbMYh?lE;;-6jOHWI+&2RcPJpI+dYS4%9#OnHR|rzQ&{vimVq6Gf6sNr zGgqC{)ZHF`Xx39URt}xwk}USSe@>yc;EaBzn>4ay zx1K7jf4U|k2PmeBfhhdmQ}R#%u@ge z2V;z*d&8l`)~q9zccNyj^?A5l{uV*j$ORtZyi)+7yXYO z6_pZ>fPkbR-6b7*5R~rj?(RnEP`W{+r3Iurqz)n7E#2L4_woJC-0#f2_ut>l-Q)Pa zgNNtYdp~P^)@OazI{TT}9bd~f!od|fUSwQ)_Ln)8=WexY-}4}e>zR~QTpisvUuGx@ zP3YORr*}jGl&x5`;w~XUr|y?w@ce!7;@QP}m^b=%-y=wisUH#v1mgbYU11WhpiZ99 zq_w%2v`kp4i-)IiVf*Ugt&NTV7An%s_*v?xe;8hR`^D~33~$u7?9zGbIjcnPsq%Foy_DsD7eu0v^h~*9*5;=)gK{-Gt=i{xLTBN3rPib{Rci zqT8yYjPUF{WHq2JQV+B=R$UTbV};pAhCCM zH3$0fZ#@vU&af17+4T3%+kSe|VjIcA=RGPxeIfHv{ zb!9kS=&-|>d;ot#AK&6JpVe7%F76y(eQzNFr;wwDYsispmFoaSz|PszZ{Ej_0rTcA z*cb`)P!?@Es3A;{lOlhU>O)eSW?LD3m{5HzHJ#zRK-TfG z>xbw%8GpsI|N1y|)3)VYJ}h~^ zlO{3_n{{6PN?K+0FKE0Lo68ZjR6|fr`*>r`rFUEMrCYMUw9{g{#)+K&0g`9nlB?(4 znlf5?*K-sPZ^(1>CnyQgCl$PqC-Vyncb?ZJug63ktnK6ylD`7ip=EqS#xo?VkT-Mu z<^9Q(1mQli4Eh5I1Ygz5iUbXC?hgx-<#$6W5%FVGIeDuQ6Lc{#uSKR^AA0Mni??>z zq0ow5H}iO$3zq`hF8jhsFhc#+?Vuzb6^S21FMuc%@8lStH2s3DBfcJ^S- zf1g>hw0I=SrDpTszRRS)X9;<2LfSBqw1mXWXcqBv*l%O;N+ ziqP!uFN5o7m$R}hGRRBzJp6)#E5|`9xF_A)M^ISZeh$~s#m%RY7fw1Pyp8)Gr;-W+ z_avwT<)yrih30QFhyTPYaO74KzvLz=se7eE6P3zPI#svQ0{s9OTo#h(;sdayuT$>5 ziW-=BgyWKvh72BsX0mbc_{&~54OzKg-sX|kxCOuF$K3ZSZ=Ty5U}VCPFnZ9OZluN( z0mnmb6P~in6SvP-OCnb8`cRLtQ08v5uw7{7j0azmhp~Pb-R5+{A@eNj?&|(bEL~D9 zOeMBIPbEgXZR^3$Xhl{n!4N}{lj~@+@@wi#rMs2%w3mzK-2SNVr^@S=p6Mqss#FS8 z)GoCYQE+6D&)QsiasHV#n%0phS2qtn1Zm7$h4NwR&JKJWGLbaB#^I#A5cixmd7w{eyO&e*K{4 zBK|Q1@(BGkplFXQ?}v^?Ubttd#wHI57fh+SOLImH-XHzhWLJ77j6LJ#P}|rgqvBAb z8Ne3RwH}g#6(UIoMfFGx9$2#d8-miRyU|j1B&f~a!V>5HT52R#cJlm!E~tGeI2%Xm z=^P0!{zloCS2*7rtXU&4p7^beSNY!8&qh2eV+tCP)w1|eKr5ezV3)$pgO>?G;!f@g z(FH+m_L?LzxgT}?GTsIq`d`?O3gZO+$>O)AF5xc5Y3)tzH`*?lpZYHq&0baJt} zYWDGRuA4Uf<)Pk~fh*Ik>qJUFA#_=7r7~M(H#5*KOcXarI_dK(e9aci!<}U`;4MWo z9S#U?fXR^sKLb>Tke?8|Vnnz8EPZrSO6{^%KpJ^JJo5*IQnIwoh5ka1o_4JE!X$w% zewiY{>Y9aqt)z;AiqgdBhm@nb1& zm}yB00GrGUPvZOv9DJ0Vi~SdiDahKq63LIOv`csdoV4_}o_OW6KeQ||J-#R#KOHW) z;5rr!_F2bAVQALeuC}o!B$PGzDSma zUWEy3I}VP@OMdP8DRQYu2X29zHK~u%`Y0B|T<$xZonx)`uJ6e0`S|duHk_Tg8E~nf ziGtD-INUK$)>hBv-R2<{K?hRtk!+q9I?tnpj zw}5YTZ7YB*?U)V$V;u=-I4v!ilN-&O*dP*=tw$1eh`Sd=Lzho$vMl$HU4IcME&Lvi ziDiQ!uV6x9*;sP#r0b^E9J%N2Aji#AI1%s|vEO1SY)lCToVCbgX0#{{%rxIT-W^^x zC%qeAI=b849lWbp(e>4HbjK#^SU35cA!{H-90Zq=&!NgItdr?frlJn(h>q{<#7Jr1 zF2D99X@tK+1_orN)+4bl)pQ&v!8Yt(QX=%wa>ngP`>NDODcq3jB%N0hvL9cB0x^ZT znMsS&rx)50pPc#@`S99Pt_rhSQc4`Z0~}zY`wIp{6P8HRWO2zz)+=02oJ{v5wmG#| zEk7-3DCGo^%5L#D^F!Rsnm>vC&!H!Bm+NM%;qOR&CAS6qG%l5<2TgrxI3}u_1L+T9}kKGnM!#t%!$v zaB<^Yn3Xd|gv=%wL2YQc_mi&z?WksM?HKKMW@;O2@sq6lGP}*45bR$(V&ZPr&eIKO zojDXDmE^Czy_~Wo^SD;OY;Oxm`m?ZY9s{?q$;N< zXC(`k=_2ccFKrAVWVsedie{?I;(Mc@c3O!Iq0OzIQz&FHU8~Q$HHF4=BqYoUCBJl1 zIlU7anr7ropJ6Ytg?-8`<-N%lLs>x`d*Rei%o)V7bo~KelPL(kn@n}tFpm)=oG+H7 z$?xf-%o${{OR7EX@Hd>}og7O>BK+EV%n?h9Z&pyp_c>jxw?+Mgz5#vV8w0fZ(ooFD z!kl4FZTP1nn6pLwg9Jw|PO>UAIg3 zUW}(zcPcE)ubqeL*Wvv#AXc^zHabl#`a4t7Y`S%Ew=jAWeTZfv)u%#BSYVEyyG|sC zgZk29dscdV^7D=b)3@`ig)UtlExGD*TUwb{-QE40O@80$L}+7zKfmkT$2`D}X_Wjk zY`oV{#M{mC?2QvfnA2gO-FZo^y{SP2t6&6t-L5?VGwV5OfGQ`&i}U(egO+S6+C43Y zIOR0+A0t z{G9Epn(8zYqN7Sa%8Ldvsd4`O#iLG`a;rU<8NF_9?9Mt3VgvBz2;5D}U&N zgbUf_(WR^~5~y*|hhbvf`&Cs{)Hyjc-SkNx1rGOl+r)wG7u84*H(G@-p8 zC3v;0(2;KVNtzeVw5x-l(Q)7SFEYILhjS=7gSMG%JneJqlrtmg6{3H$(I&v3Jr>rk zp0Tc)p6(an$p?bc{pQ|w)+{Sf9Tqj8E!e;ykV6a0cV{cjI$rm=T+ISAi$B$3l<4v` zaZAkbPyXzx7pYaE+#RB#OJh9u#}jT(KfIp8u*|hoU>kN!{Zj`>SlM=9I;* zonS;^kF*8*j1`7Tq`m<0S1PZ@sZkgL#5ZdT;PL&M9__!`#1yw%J|s?!{7NU~US-h$ zO4Kc9RSF|;jDeGk`4HXHxG+?X&B2>nzb6JMC3W#o7!6%RkiT+PuY}x!{cd@>P7@?% z9WxBfV}=XvAw%-VNI3;%UC?j)bd9W?$a;($&eB|I#FfVE+taA1k%s^qBmP7 zRIm|Ej38MY>;vq0(>DcT1`hWpGuvY?X<0*x%g1Ygx_C}f_??GH#6DV)Y30b(lIHKR zJCSkP1_hXJsgqJnG~7Ooss&oStz0 z&UC+Z#e`RL{@~??~A6dF=VO%|=cBE!r`LnU5;jJs}7G%lm>-&m9S*A6DwKfQew z)AQu-8@(1cev$+@WlRs!!*@jnpT14)p1pnb791(gEuO_T{NZlVIa@OEu7R`;@6gq6~99r~N;NF{Ki;Xa6dz_3D4bOhQ{M zM?qOIs+M+4SteN^DF%er0*jLw7h;qr!U)HVV2)0FRezJI7A3@nZcuUBz{xERLJr}+ zT0hIXihi>)9wRI{bNe>iZ|n;%vC-LDbvX#1V!?nk87)8GyYgbysOfOs$&Xk=vwKji z+0m>AFhIfri?M*mjnDMi(G7kS(D#ZpUMA9Bs1mj=8QQae0n$WGPfyl| zkYEK4Ddr?T9!*0*d~`XSkjs;4S(;x<`CQ=OZ;ITUf>D74-h}S#+7;BoLB+jE2TQO@ ziG+A`AdoUqGxCrz)=q?Mv|~rW@xqCPpfJlxeg+y*Fe5@=6*f%V@u{-7uYNK1BuX)}ch4e= zjU*yHF1>I>sp)3iL`aQ=QCqal;G;&Q)32iO-7ToZHR(%?eNoPWv(W7X*_Qil0}G1f ziDug3@w6eaRZ#Ov?OMl%-DsDNtl9FV0r#4^q4lY|zDg8Aegy7{;zim=DdxmgZ(*ATJ5CXn;0);$W9g$*)KKJpx%>9+zz9RPb z$aI=M7Nt)8HUs;`$Hi->p6HjQ&D9zzKI3K;aIC9jLK`cKb8f8wJkxb;mf5i5X97$K zpn2!GL{o4*Wq50(u8y<9uRTKnYZXCxRVI&dy#R&HdWz)=@s-Q&w=_xo{+1@#IE@pC zKUml>Afx*cjt9TOIoPkg4Xx_Z5z;6er0b45I|}ZwuHxXrr^Ydyt6nqD&T3q;-2l}o z6G^6Ur&r*T?PyKl1yteW))5g<*vQZxsi=b~EEv8^+>t062}*&8gjQs0G_ZGT&0V-< zf8TR#{glAsw6pF?Uuyc1ix#_G5tXRkLkQ$;LmM(6V>Hp(vCm%+68Cm>{B;UO52J#q7qR0nJm-BU^2UC27NU`8pI0O){3`p317@|1 z`EQ}`^CPLKd!0^mU$r~V-!*bEg?gdHT*pT`@7C z)^a}9f;ov9>&W0GDY#C@KfB997Lmh?m*lq19G;&3mYT6u&k8TEsyfR)=|Gc^ZQYxt zF^uL@E^RP46)$Yenp^&EMn@?Iu*HBF4{;5yqE8^UYk50QeLj4g1ei|q;DigjDtFBn zG*KFQdP`sZ>EJw~c`?jd`|^@!vm2bc185JTfXPz#gIz&cr|bs{Urt7O=l*UbZ(2@H zabvB~6*p*7E+yy%UIBr8=SqZu4{y!h9j~5tD%&3@t|nE`CcW&9%^tW;y5ye+Y-z+i zg_~;oaAD#5fMkf?55%uQKOyjHG{fvF#KY!hJ0<;Q+fTs6{8{lA(I~~XmBT67Kij8Q z0@}r*Idu5f9gSR)f6VoX84$nf`4mB%P2Z1PsG67@5rf15Vpb zD(I+SsyT~xdnm}b}471>-HzTd*zv2J|UHHvTs{9w2tuSC1M;UuJuY&f*KM zMvx|zat=jbq9R2c@_&!vEd%1>zIq+&m^as1rB#+Q7L_hgn4^1)au&J&LCx%M2kN=Q zu(+3IA!T2mFNbt(3pr*k17C{g)L_98SMCMnA;3YXyD7^s0ApKB{dc*gOn~M8m02B6 z8L^Ti$zzO7?Ta$L5ANDcPfHXMo|Dksj?7Ikrg2e@N5P1Yp9t@JHtbirxJ;!nrOo5; zl#czl;NKggU%xx5OV?F@3hV_BfpshliPJ^ZH{QpsF-lmq4Z5DJIy4)eZ*Wj6xhg$1 zrfdP>c_e8I>RM%?*vp?sR%`crd`NiQlvQk^>En{zYCXx)GdFw(7xY~w8LjTDJTOU0 zUH2lYjZLyUcvZokn*N*qBwE0v2WOM>fuRyi++Or+vaA;2AC9!-IHu@edUJD9k0oL& zZ{=_5FTy^OVX#Qr-e#3H-S)iuq#7$!qWbE}J5h@Uw_8lW=(Cy!aG2s>5vro&8-@I4*BFivtie@H_Nw{b0rU|kS1FhSH z4}<*WmkSroAWj@U1a=AOm>(y83LdPnw(e`b3@ZD zTsVgT?yRfe4)_!Ds}djlwbB2>4u_XlMTQBQ2p z99%ubl8**4gqvTR2Ir(s;M6!w+NQvYWzKeNxw24Y*l~Yq2f5thUaWMmR8nf~@Y1U~ z+mx45E2psV-t}DW-|g@aCjU14W%7(_{0s38xhgy{%DRGScZ2QkqA&2IRW>GsuC_MK zUyoCRz4-5300a9vI!a*?C-I@*@@D$xp(Ey{1%*Bg9F?Fq9QGp!rHas-w5LjX=PbvuvIf!tV-H0hj0=bND&JSOK-`2zPT=4R0 zvp_VCm;MdC-4U`H&5LkYIPl#H=}`zax|8#M5Mn;|uq4h0WQgYYgHOHrqi5YS# zqi<}yceBXC7z6pWNy+?kGj9Wh9k@ZA27Hqqg1`3P-sH2(nh|dD!OW;O| zvK;{X^!M`;`k2QyPoD@|msRa678K_Ppj_Y$Bu6G^F3jDCKlKCi2k)8f)c6hpA><8{ZGB-!rGwis^POka;{Z9ran$|Xd z4Zo>79WK9|&}NfqS^v$#34v@7f+z_IZUi*Ma?b8;-u<+yN_tXZuDe=`C6~suRBpb3 z1ESx8?5l0frFD)A>2>P8tScr@waMSo6Q(3hMSjuZ5z@+ERp(m7ExS8ED^t)$j!IMo zJ-XY%ie-bn?nr0mFJ14Grl~^Lf{pZpn!EHV^T)!1w^3!&rsJ2W_Eo@ZJS^AtHdquV%pDY)8&BDiD5gWu?HFb?%`H_{4e4WIc=t6Ik6piX8mDQW7e4cGTWi%YmLVi;mwfh`6e%9|l_NlXK?L#TU;5@Uh z7`fmtnVD)Wx8&H>lFn1kqU(hd?6d^>9g6T^-d*Lb*ei7sG?rD(-?yV4OTPLuY+5v- z6wxED?X{XI5#JZAlq$Rf(&C%3rE>Kc#!}Uk#N=V4g?GRmv?2@TP0~v^1%GZz2`gw6 zEh9mE1rhlNBrq(N;`jF8Y~ya2uuW4l5WuiOkn;mU4h1GA+SV(AH+wZ=1Q1#^h=(Cq zql-EX{V34v>PuL z5820_WW5Ke<`oTpXEFf+X!HVa(p8~)&XXn=XF~eGSbE6XW3|=C=H7f=g&K%;_k4^W zrFzvlOopGSFiF3Za)REUwkE8;kusY~^33?YA5WXK=^W;?zckD%ECEEsKmNeq<=PU+ z0Em1AS@q-OI~Q)!{@ieQv+H3vkO35Rl(Lw**Uwb>Qz>&rv)c931amLOx8t9=g|kxO zqFC2DPccp~RZOPla?-c^%g4Mh>p{t~8mR$!(!D89#-@MlUvEMMoVdu;kI2_!OY#UP zZ-0hxJzrO+`?Lv;%0w|WsneHQ;>Mz|=<<;^j6#P*t73EY-t**l zRA`-hOzW$7aiC7H;Dg8$z5qxEYMuqxoR5OC`@L`}i@cg8u|HILl(50U4V>s$|C=?K z61+@6G{_j!XZ8z9y{pV~~5j+Lb8t=-8~1J(RIGfQ6ff)J61Fl0h> z(J4V3eH60cp|W}s$Xn0~3M(85=gN5a&lq0D>$bVylF79cqxtQ0&D38{{?t?GG_=xjnEY){6%jzCuo( z-fmJc@XhG%oZBiFRZEbE+cH7{K4%8l)>}XsIRU{8v`1Le+cT8`TpsFB3?&Ssp+J7G#)G>sH&D zovv&opJa)rO=(p4E-a`PPM9lN*r@ibFKLiNT7LRP7(?*K?mP}gNxxlAfN+`*%NW89 z%^BYB%vD`>cH-cy+&Eb+#%wq_sM}8HPbXMW1=q%t8j-Q8=@~WVlUK(!#E;{R8L_gC zg72|xZKJV8D>J6ldbXY2UJLkc%?V1E=GD^VKP$q3&EYV8mE~f>IoZjU=I~yl7&@PPNF| zBuF`{Zkf8m$LBh(3PDxku5M3cdcB2e$UO;OsF?V1qxzQz4Qp{NG%rQ=HMQ47l{L*Fe zD;i{3MbCPz`J2xDd9~2J?K)W?%2t8->jY43IrE{hT>qKXtTZR~R>jP=$^B((udoDzfS%`M|)V0-2aKv)N%xJx;B_*Zo5{s3b zq;yE=wD?Vi5s1Ko52#3^MM>T6Rr-#QdP$*~rByYsaHUZDHO1Y(%lyfEJ~2EXdXiBb z2rWAD^6`Q~;7V7-V0SmD@@g{e+Z&JMN-ga)e*eDMhQ^E&_M11&dhi=a(=ApyzYGdq z7pWJM>~ud^)ZFE970=@`T3wHBq6b)wEG8*4rZjeUzE}Kr#4+>S}yH^|Zl&#Rkn zt-vk)@Yo@#>E*rduwccZ($<^wet=4~+#Zb#=H+k}qW&is1tE9yG`|HQPq=g{UyMRC?{h|5SCMY1=uG9QuYa~wC(l5=H{lH_XkXqeg8<3^%)Bef&kc1?Mnzc zDX5=W(%>T_Wt#ONB|@-GfBLWU+d!K9GV^E%R1GoA)67(lLLyVQXef#HpX#)<8XagFq zm=Ey>EIDW1HjWn2UIt9jR`xU68$BFbe@X){-|f$3RqLt9!$H@DyiV*|IdtVO`}*)| z*_K2apD26CAZmN zq&tr&fxoHJd6HBqoL1`E+CUgBE-hVX_GzBk6?EK)oU)w%Wv1{~PwX#Y!P{3Ghi_ir z(`lEgkVm24rGSVJw8()p!Kx!auiPgFbyS7t{eM*zgbiBo65mw*aFslZ3tbKzERvpyY5u34u z#e<&&V10Xksg0&x)wt`y3_-k+(pKNzi%sFy$euqNzb1{P`fhjo6FMk9B5vc$LUFJF z_IrhWU=dZvmox+N&(v`kV!p0p5-CK>`?CEq2r zL~nm@yn`IjcC5My5q{18q3qfjQz-B~`P9uHtLB-D>G>5C0b=6bQJj3(03I^3-mRcd z(44i^8+OUXwoMV41s?-v<7vp<*lW;!A1W!ne0<4I!d!Lu*2Ytiw4H@KYU3t;z7=X) zKetp_ugO$hP3sMH`1H1A{~QhJbGPX;bS~{ut{cX*T(hW;INP@0O6E3hw;v;e zAhx(-{L`&*zFQ~;h}+|=mO%85H+tIeA)Gj-Vl`j^k#iAyd`-^>4b$d(o|W9p2A7}B zTo%g3^CK~K7Wj@>(6Pl9!7mBc2Qmig;Rm)J_bxG%=Mv~V3gl^C0EToJX*79seY=DN z-U{fLqel-#c5T#VN(l4Gq9OYv^fXHT`1JG?n@SQv6b5G1gH+c-`VF-rCJ2rZxObD2wZm_%*{9DBb$;E z5*m%}P7%+@XKFv#pOzVP1!DI0_8Rvk4&^lV7?!IS`$LPB`DmX1Cp@+M`1Fu-p<>GN z`h5Q$L_7l){5qY=ncWXxiOBqMaB$vNeU_1s7%}DWkMz1eb7D5CHW~bO&|0Kc@r2p( z-@PID&mvoVY%Y&hm;9tsIC;_r1`<-G*Bu50)*X3iL+eh*HTZN;Rk8sN*fifduOEwM z+09g0A!ebWsK`;1@jny!7({!rkiua$Je(upvOBG$qvJDURn4f~zzud(58to#r_F+3 zP&+t;qD)`J&dzSV9+yG&;5VL5DvyKl_IR;zh1*c32rT1gX6AC^`TVhaqo?3~)r@u6 z5FtXk10ECg2%uGwR((8t)%)&p9fYy#v)wf2L)V7wlKQ<+`jQQMG^r6nPD|InQ6Ip& z70-62u#-4tkU=dJT%VqX20!!<;sJq2^j`Sk{UZ*kQUG&Pp~0%LPh>ES0`78)orO=zeS!yoq22|~d|TW$mfwZ63hFTunQ>{ zN4V_k16|)Vem8qyv8Vy$w6wJ2Wsr`t<2`XBBO{Z6RA8d=`HqqLkAh!c6eF?7{z-w< zlwm-07p>;%DvOGWe*7@)OJw!p*xuNfthAU|Y7dg4ih-|+OGtnaLPtxhR%1&hA}284 zR=(5Zb?v-AUp%obKq6yqz7_tGUAb62N0IL7dNHI!K2|F~Y?NApFP2O2|rbjG@L!Qf>Q2`ov*hLDM%1iVo3GleM zxE$p|m16a{n3$0n#tkVbb7V{V$E=BMI2?X$<$QIrX_D?WZeA%mfRFyfuhn+rPsX4S zcwuw>{s5q-_F)s-b2WA=`3iaDCIp0t;R5cw-*_(ljokw>eFzd@ap<6KqTo<#55~M7t*v8G# ze1#M)8*3Yzh}3+rgGEKN6()ndar8Egr{jAv9e+|@ebq%32&Z}Cw-iGC&6YRKKN6sU z8Amcn${P-jnBUM!I=@>q zR9;rr_Hs30FpWyDISxaPaIla?4n7QY1KiASqbaeF1 z&CQfn5NvsB)fX8xpob8;PoOE`IHZSO?sr9TMhlPdJ&j!pR*&)3?V8Pm1 zXkO4|i3JQMF0PDW#^$l074uyJ3FQ<=5qBK!NzV{h|ja(k<=RJ+;R%fezio>2oljL6hfqFVoXq{GKb8+sIz zAkX02Z%|NIC+Mg403V8a{Q;RwAy@Kptkiq#5-WXB2P6>SU&#z7O0>M2h3w7##jlX} z<<7g)2h<*ue|usQn02I)X&D)d3kwOqb0I+q*GJ>(e$MOy6Qc5$OyM@u)lc9^6m^g6H`q&x#xGpe+<-K38o8y4FM@y z-}Wgd7gtbN+OPjRd%4*wgfiD{WCErRg`Mp$q^G3tz1>H7^<*HQ-suozdXu|nnVFe| zC3OYIY;6O;#A3PgO8%Z-H{V@Zz`B9kl~+{MYbw#;LEVPm&HZPjJ* zgx(oa`%9*Bmw6!Kq%6&jvq$#Jx2e2&C8JXS2|!N4nju?bJy-V;ZyN*na)`s0cur1^ zc4-2%+;k|DgfN_ts|5bikrH2EAfHQ&BKqJ{kKvYgWlj#I=O4E)g%he^zK@G~qX0Tl zgc5cSHyOyXtExCXp|tOHbaY4sH+JKTiWutW=KuU*X(@Zy;n&&OIicH^0(Q$CJu%b(#rTA7 zP>~+)HymRCp?@=p-9&UCi|gGi5RwLF*p~-P`xZBN<(sv#Z zWTEp}he7`1KCn+9N5^H7#iNSp;k2A&@xHkj*d0oFwFfB7D}QM7!u{R#zRg@+oF0B? zruT8m0uC;&XvvkQAPhMHzN>x06b`>Fp$Ej>v!;DRPFeY^^(iS7HeRAts7QBh1(5uY zRtaf+PTl*^FfUs=g#@;q-&16 zE<2M^Nl8FrKeQc_Z;%^X~M4(I1;xqN#2 z-9f^4sAbh&0IZM!&ZJguI9{YSG>f>hmZ1ZKVEX+|#h|D$eElzCfY`b=^nvu*`T=kx z)ojXlDi1e$=t~=pK%m5i{Zik3Gocxil0uIg_C<6B5J)g1yMx765P!Q!efWVT&yoNn zz`%0FA2YYG(DA-pJupyD2CYEao-1FtdJW5&`r9hKd@^JwUI!FF*eqAOH*A9JKfM_cJ%14EtdU;x_?c{par5q@D+@pog#YfPDfW_gJBd z%l#ToJiuN-mX!Xe;ghrgxV1!%Jbzk%T$?G!-a>Oa)V}pG9+8lD!!e~_D^&1DQ4zY& zoLu1;4-XHL7Rq<(D6v|QWNnmvQZ5v5+EQe}w=^~FhQnWPh(j7LK*&HL!x5RY>mr^j zl}_Vz0&x%_EV-YU0%l%An(;r*HwuElyw|xF>?7C!Etk1BV6B1#AL5BQIXTZRmgXlX zKe{jYBI*7O>EoOQ`O{ZoK6lFs2cW+3xnRLc8qcO}AO16~Y#qn+`xm*gG;L2om_$DQbrdoXwt+f@FZT!dI7mB?N#CDk?UAz;QnD!q150{M67d1qu2!@0 zO|WJtdL9B)T9Ns~dA*x`;PH(9k!@{lPf0ylk{Ja?hKD%_zG#;&RNE{(~#X5X-%M}B$|dzE$xqqLBx$9l7i~mKDVb)gXfRYa6Q2_0D+#Wb1Iy& z)c$1}B})U?vMXSc4cg4@qt<%BkSlBCP5UDxNwXkbPDFg*o@kx!4F zw$V03cL6Z1!^a>-@#-NYnEBGDk0%%1B zZ0^$sQmSDr#9HoO=kQqp*xW_4`fRhpvF#&#fYOy)_6LOs9VV z-Zs7Z6eO1ik1g1s#R&yT{O)Y6!~Q&&+|c?lB{j7S_{p#Yvy_Ac;pD3aqAUQ$_u6jt zfg%oApOUb!AAB_$z6uP0UZo_J+fJXf8Zj?XxzQIYnq{_2ZNSVX#>N6X6r7y_CH)47 zU@WbIdjlHq3gqAAmPH2tC0h_*@9)9H|NZ~}PQ0Yijk+Na3=_mV0{(Z$%>Th8?Ek%G z=idZa>Si5Bq`)bkIH#iuGERa%g97LNgFqReQZ55|`pG9k;P+sN*2oB6c34+q!*H3k zi{$h5i9t=KgZ{ro_*t|EJ_FIxKN7_9*ND>M@xOX9#1{(d(6_UvbI^u|82=*%=&JslvgAww->Xu6%65PsSf*YKQta_h z;1eBO|86V1OL~9t!L_~|6dJH#z%B&5u1-2S-si~otQ-PcQZCV~1**?LwI$FjLF%Dc zI0nmL;p6k@iKYar)NH1;lalHO0bf&IK2tvbJ-M8o-qO)3Jl*HcEpKGXCeph4I!;9! z98Y9%bbR~*HQ*x!9Sx1@PuY)U#x0aSXk6A1ro~3%L68O>FEt184+OsYXM2b z4{!N(xFMUsVFz}FasSo**`8o-FCE6>#nN(|$K%+ylCS)r_}}|}$405POLpJU7{opU zeW?UCv`>olxg%TKI636qb0+D68uLdOTl50S4y(p+@E-R5#uGn&4E2MCNhKhm96R8$-t9~Y0N@V9kw@!2WsQrFO^udiPnUS8G*ug=K& z5CPI>dE}+VMJN`Q{q2>L(PdpujuFUr7J!=n!}{ryC;IyOy>NIO5g#9)ipm7YZ+b~R z+}!~`9~vL80yrOMe&XB!jOXIQwa1kG9zY%u5s~$5jUEgB-&9atvYGz1xiOS=c6PQR zs4gQTBPrPjsKKhu`T2P|K!(fX_3P{F)#t{Bh73AQp0`)0F^OE*05w65ZkC!gW*!6# zBPb{U3cyPPoGttIt#8hpw6%D9dpkQDn?Drf1or(2+U`9wGaAUxadA0&KqFC~@yIP2 z(0MApmP<0CVPIHWTE>Q(98@y-m_=VKcPRmW~c3V&4P*TgWWG-!i|^Pm7X3bdzPmkN zkb434+?vQlSy3^(-~jM-x}4S3)lLyGnci(`#jjOl3&+3-b=ZS3MnHyX zZf-u(6uLbbnT%?_+A54eUMxn;wMdh?y5)f#`-2uxHxBa17 zVf-Z`A|kcPcImTS)Qxp5l$@WRpNq?72klH+S{g8Du-mZU`T65rioo{#{$Mp8Tn&__$L2 zb~QnVNvm#j_#2oR1d@yT04RAQo&Eicc)ujBcf8GzWQBzYJ316#XU|^i@ zw94nnq{m|;bpDV#Y%Hv`zOqHA&UT(7mbtk(5W$LfkRU9_wuna45#znt+Vi3n;MU$j zAltETo0?K<3h^T6O_P?MZS<%vEgkIXF`G39JV*s#Fc79pOx6R?@RCzf?k`p_N6_}m z#ZphKbAXTpN5K{%LMHpAUJUA2CMJ1FbJCZw^9o{OJs_dN#mE2AFaTmsIIsfWq?Pev z4f{-hDBr)g^eGDn2xMjU1AoO7y!c*Fum$2m((Fen^_FHC;CwPNz$Vr;_5=k5*Pb3I zyvZ>(x3K}mhLrchkQU3g5KKr*ADPWr)##r;kB@O!^WmBy$aAfWuf9!!Mtf{Y3btP0x0y-nT!x!&R4*Hbk}6Z z8{6C3wzjvahlJhT>#!P`HL4f@YMyS5k&%&gs*I%bICNfRNb}&~B>;p&C7Yg^nJCq< z$;>UEnkO2U$-lI>w;<8$wIOAhhApejO3d^+m76oB`)V-=ntbon)DZZp+Vq#)rlb5EZr2PH+_nS9w zdPqNrih?|u%W_f{1nKpi+1inzAvv>p{okkvsE(vC13d;H*HH)sZ;kZ6IqU+s2q1~_ z*qe0A_&J!s?e#f)<_<(Vpexn_C;)U9ne6K73TVzRv9V*~;wb%X?d-~am{{aG;;bsW z{mzj{0GTiN3N=V#K?kiktYOn=G&?>tRQB_ytTfk~Hv#_s7uVNd6;F_mxOsVjLgnn}$e>ws00fr! zZ4NFj5T1cTcKS|WR-j0unu&``MVb&j5NsKxL_9ZGKurxl0Pi47Qe4=@)zu!L9GTX| zN%BedSlaIHSAdj#^E?vcS>(b;*Qm1G+}j)I=|Oq+ENxWy5ybfULr`lnCXkUC1o{IY zjC4G=x3?-KnsQ9kJ{uW9pfRNpaK$fHDXFP9YbiFsW6*$A0hb1XlC^~eI9df3ys@#7 zo0|)w(yDzWh($ir41%5q@TA_()1NM!-xVmj ze>)Bi4uEzJG_$`ePXJr>+8WId4n|((dJcg|E|MUo_X-q^+k-GCCMJMTeS32}sHLUl zvOf=8=Jfnrr`F!c+`J&f>Tf_mfJU|T91!$DWe!lFQ}@Q8pbv(IhMt}cEpD__*cVgdGZs{zsB+mfGBX|t~ES7JQEX>>&wfru`v`fklcqD z>^^{0pzec!1Ce}GslL0m#>uIJF|iKxV{2M~cm@Db5QEbfxCKPAA~F)nw+%`(26d!h z7S~@HPeA=K+0EVk?DSM^#Lu1?e4HIWX!2i;QTNd#4BY?!8nArl1(lpYaDWYzqk$lS z8B~M-!3IW9aRmf77(ht`2yz%ewJs1q>;y8TLB%-`41Qz&F)tT+lqEk!PZ{K1Pgg&e IbxsLQ0GT%V7ytkO literal 0 HcmV?d00001 diff --git a/assignments2023/assignment8.html b/assignments2023/assignment8.html new file mode 100644 index 00000000..59ceacff --- /dev/null +++ b/assignments2023/assignment8.html @@ -0,0 +1,2519 @@ + + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 8, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

+
+ +
+ +
+ + +
+ + + +
+ +
+
+

Assignment 8, 2023

+

LOO-CV model comparison

+
+ + + +
+ +
+
Author
+
+

Aki Vehtari et al.

+
+
+ + + +
+ + + +
+ + +
+

1 General information

+

This is for BDA 2023

+

The maximum amount of points from this assignment is 6.

+

We have prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.

+
+ +
+
+

We recommend Aalto students use jupyter.cs.aalto.fi, for all others we also provide a docker container.

+
+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Reading instructions:

+ +

Grading instructions:

+

The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

+

Installing and using CmdStanR:

+

See the Stan demos on how to use Stan in R (or Python). Aalto JupyterHub has working R and CmdStanR/RStan environment and is probably the easiest way to use Stan. * To use CmdStanR in Aalto JupyterHub:
library(cmdstanr)
set_cmdstan_path('/coursedata/cmdstan')

+

The Aalto Ubuntu desktops also have the necessary libraries installed.

+

To install Stan on your laptop, run ‘install.packages("cmdstanr", repos = c("https://mc-stan.org/r-packages/", getOption("repos")))’ in R. If you encounter problems, see additional answers in FAQ. For Aalto students, if you don’t succeed in short amount of time, it is probably easier to use Aalto JupyterHub.

+

If you use Aalto JupyterHub, all necessary packages have been pre-installed. In your laptop, install package cmdstanr. Installation instructions on Linux, Mac and Windows can be found at https://mc-stan.org/cmdstanr/. Additional useful packages are loo, bayesplot and posterior (but you don’t need these in this assignment). For Python users, PyStan, CmdStanPy, and ArviZ packages are useful.

+

Stan manual can be found at https://mc-stan.org/users/documentation/. From this website, you can also find a lot of other useful material about Stan.

+

If you edit files ending .stan in RStudio, you can click “Check” in the editor toolbar to make syntax check. This can significantly speed-up writing a working Stan model.

+
+
+
+
+
+
+ +
+
+Reporting accuracy +
+
+
+
+
+

For posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).

+

Example: If you estimate \(E(\mu) \approx 1.234\) with MCSE(\(E(\mu)\)) = 0.01, then the true expectation is likely to be between \(1.204\) and \(1.264\), it makes sense to report \(E(\mu) \approx 1.2\).

+

See Lecture video 4.1, the chapter notes, and a case study for more information.

+
+
+
+
+ +
+
+
    +
  • The recommended tool in this course is R (with the IDE RStudio).
  • +
  • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
  • +
  • If you want to install R and RStudio locally, download R and RStudio.
  • +
  • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
  • +
  • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
  • +
  • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
  • +
  • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
  • +
  • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
  • +
+
install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+
    +
  • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
  • +
  • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
  • +
  • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
  • +
  • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
  • +
  • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
  • +
  • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
  • +
  • Do not share your answers publicly.
  • +
  • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
  • +
  • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
  • +
  • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
  • +
  • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
  • +
  • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
  • +
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
  • +
  • Is the report anonymous?
  • +
+
+
+

This is the template for assignment 8. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.

+

Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

+
+
+
+ +
+
+Setup +
+
+
+
+
+

The following loads several needed packages:

+
+
library(bayesplot)
+
+
This is bayesplot version 1.11.1.9000
+
+
+
- Online documentation and vignettes at mc-stan.org/bayesplot
+
+
+
- bayesplot theme set to bayesplot::theme_default()
+
+
+
   * Does _not_ affect other ggplot2 plots
+
+
+
   * See ?bayesplot_theme_set for details on theme setting
+
+
library(cmdstanr)
+
+
This is cmdstanr version 0.8.1.9000
+
+
+
- CmdStanR documentation and vignettes: mc-stan.org/cmdstanr
+
+
+
- CmdStan path: /u/77/ave/unix/.cmdstan/cmdstan-2.35.0-rc3
+
+
+
- CmdStan version: 2.35.0
+
+
library(dplyr)
+
+

+Attaching package: 'dplyr'
+
+
+
The following objects are masked from 'package:stats':
+
+    filter, lag
+
+
+
The following objects are masked from 'package:base':
+
+    intersect, setdiff, setequal, union
+
+
library(ggplot2)
+library(ggdist) # for stat_dotsinterval
+library(posterior)
+
+
This is posterior version 1.6.0
+
+
+

+Attaching package: 'posterior'
+
+
+
The following object is masked from 'package:bayesplot':
+
+    rhat
+
+
+
The following objects are masked from 'package:stats':
+
+    mad, sd, var
+
+
+
The following objects are masked from 'package:base':
+
+    %in%, match
+
+
library(brms)
+
+
Loading required package: Rcpp
+
+
+
Loading 'brms' package (version 2.21.6). Useful instructions
+can be found by typing help('brms'). A more detailed introduction
+to the package is available through vignette('brms_overview').
+
+
+

+Attaching package: 'brms'
+
+
+
The following objects are masked from 'package:ggdist':
+
+    dstudent_t, pstudent_t, qstudent_t, rstudent_t
+
+
+
The following object is masked from 'package:bayesplot':
+
+    rhat
+
+
+
The following object is masked from 'package:stats':
+
+    ar
+
+
# Globally specfiy cmdstan backend for brms
+options(brms.backend="cmdstanr")
+# Tell brms to cache results if possible
+options(brms.file_refit="on_change")
+
+# Set more readable themes with bigger font for plotting packages
+ggplot2::theme_set(theme_minimal(base_size = 14))
+bayesplot::bayesplot_theme_set(theme_minimal(base_size = 14))
+
+
+
+
+
+
+

2 A hierarchical model for chicken weight time series

+
+

2.1 Exploratory data analysis

+

In the first part of this assignment, you will explore the dataset ChickWeight. In particular, you will see what information is recorded in the dataset, and how you can use visualisation to learn more about the dataset. More information can be found on the corresponding page of the R documentation.

+
+
head(ChickWeight, 10)
+
+
Grouped Data: weight ~ Time | Chick
+   weight Time Chick Diet
+1      42    0     1    1
+2      51    2     1    1
+3      59    4     1    1
+4      64    6     1    1
+5      76    8     1    1
+6      93   10     1    1
+7     106   12     1    1
+8     125   14     1    1
+9     149   16     1    1
+10    171   18     1    1
+
+
+
+
+
+ +
+
+Subtask 2.a) +
+
+
+

Create a histogram to explore the range of chicken weights. Describe what you see in the plot. What is the qualitative range of the data?

+
+
+
+
# Useful functions: ggplot, aes(x=...), geom_histogram
+
+### {.content-hidden when-profile="public"}
+ggplot(data = ChickWeight, aes(x=ChickWeight$weight)) +
+  geom_histogram()
+
+
Warning: Use of `ChickWeight$weight` is discouraged.
+ℹ Use `weight` instead.
+
+
+
`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
+
+
+
+
+

+
+
+
+
###
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the plot look correct and is it readable?
  • +
  • Has it been stated that the data takes on only values which are ?
  • +
+
+
+
+
+
+ +
+
+Subtask 2.b +
+
+
+

Plot the weight of each chicken over time in a line plot. Add colours based on the diet. Describe what you see in the plot.

+
+
+
+
# Useful functions: ggplot, aes(x=...,y=...,group=...,color=...), geom_line
+
+### {.content-hidden when-profile="public"}
+ggplot(data = ChickWeight, aes(x=Time, y=weight, group = Chick, color=Diet)) +
+  geom_line()
+
+
+
+

+
+
+
+
###
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the plot look correct and is it readable?
  • +
+
+
+
+
+

2.2 Linear regression

+

In this section, you will build a model that predicts the weight of a chicken over time and depending on the diet. After sampling from the posteriors, you will use posterior predictive checks to see how well the predictions match the observations. Then you will adjust the model by adding more complexity, and check again.

+
+
+
+ +
+
+Subtask 2.c +
+
+
+

Using brms, implement a pooled linear regression with a normal model and weight as the predicted variable using Diet and Time as predictors. Try to use weakly informative priors.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

For the prior on Time, consider how much the weight of a chicken (in grams) could possibly change each day. For the priors on the effects of different diets, consider how much average weight difference would be possible between diets.

+

Note that as Diet is a categorical variable, the priors need to be specified for each category (apart from Diet1 which is taken to be the baseline).

+
+
+
+

In brms, a regression can be specified as below, see also below (#m) or the last template. Fill in the appropriate variables, data, and likelihood family. Specify the priors, then run the model (by removing #| eval: false below).

+
+
priors <- c(
+  prior(normal(0, <value>), coef = "Time"),
+  prior(normal(0, <value>), coef = "Diet2"),
+  prior(normal(0, <value>), coef = "Diet3"),
+  prior(normal(0, <value>), coef = "Diet4")
+)
+
+f1 <- brms::brm(
+  # This specifies the formula
+  <OUTCOME> ~ 1 + <PREDICTOR> + <PREDICTOR>,
+  # This specifies the dataset
+  data = <data>,
+  # This specifies the observation model family
+  family = <observation_family>,
+  # This passes the priors specified above to brms
+  prior = priors,
+  # This causes brms to cache the results
+  file = "additional_files/assignment8/f1"
+)
+
+### {.content-hidden when-profile="public"}
+priors <- c(
+  prior(normal(0, 10), coef = "Time"),
+  prior(normal(0, 50), coef = "Diet2"),
+  prior(normal(0, 50), coef = "Diet3"),
+  prior(normal(0, 50), coef = "Diet4")
+)
+
+f1 <- brms::brm(
+  weight ~ 1 + Diet + Time,
+  data = ChickWeight,
+  family = "gaussian",
+  prior = priors
+)
+###
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is the brms-formula ?
  • +
  • Is the family ?
  • +
  • Are the prior standard deviations reasonable, e.g. around ?
  • +
+
+
+

Next, you can use the bayesplot package to check the posterior predictions in relation to the observed data using the pp_check function. The function plots the \(y\) values, which are the observed data, and the \(y_\text{rep}\) values, which are replicated data sets from the posterior predictive distribution.

+
+
+
+ +
+
+Subtask 2.d +
+
+
+

Perform the posterior predictive check with the default arguments. What do you observe? Based on the plot, do the posterior predictions encapsulate the main features of the observed data? Point out any major differences between the predictions and the observed data. Answer the following questions:

+
    +
  • Are there qualitative differences between the observed data and the predicted data?
  • +
  • Do the observed data seem quantitatively similar?
  • +
+
+
+
+
# Useful functions: brms::pp_check
+
+### {.content-hidden when-profile="public"}
+brms::pp_check(f1, plotfun="hist")
+
+
Error in eval(expr, envir, enclos): object 'f1' not found
+
+
###
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the plot look correct and is it readable?
  • +
  • Has it been recognized that the predicted data include ?
  • +
  • Has it been recognized that the observed and predicted data ?
  • +
+
+
+

The default density plot is not always informative, but bayesplot has different settings that can be used to create plots more appropriate for specific data.

+
+
+
+ +
+
+Subtask 2.e +
+
+
+

Create another plot with grouping to the PPC plot using the arguments type = "intervals_grouped" and group = "Diet". What do you observe? Point out any major differences between the predictions and the observed data. Based on your visualisations, how could the model be improved?

+
+
+
+
# Useful functions: brms::pp_check(..., type = ..., group=...)
+
+### {.content-hidden when-profile="public"}
+brms::pp_check(..., type = "intervals_grouped", group="Diet")
+
+
Error in eval(expr, envir, enclos): '...' used in an incorrect context
+
+
###
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the plot look correct and is it readable?
  • +
  • Is there at least one reasonable way to improve the model, e.g. ?
  • +
+
+
+
+
+

2.3 Log-normal linear regression

+

Based on the identified issues from the posterior predictive check, the model can be improved. It is advisable to change only one or a few things about a model at once. At this stage, focus on changing the observation model family to better account for the observed data.

+

One option is to use the lognormal observation model, which only allows positive values. In brms you can change the observation model family to this by setting the argument family = "lognormal". Note that when using the log-normal observation model, the regression coefficients represent the change in the log weight of a chicken. The priors have been adjusted accordingly in the template.

+
+
+
+ +
+
+Subtask 2.f +
+
+
+

Adjust the model, sample from the posterior and create the same two posterior predictive check plots. Comment on your observations. Does the new model better capture some aspects of the data?

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+ +
+
+
+
+
log_priors <- c(
+  prior(normal(0, log(3)), coef = "Time"),
+  prior(normal(0, log(5)), coef = "Diet2"),
+  prior(normal(0, log(5)), coef = "Diet3"),
+  prior(normal(0, log(5)), coef = "Diet4")
+)
+
+### {.content-hidden when-profile="public"}
+f2 <- brm(
+  weight ~ Diet + Time,
+  data = ChickWeight,
+  family = "lognormal",
+  prior = priors
+)
+
+
Error in eval(expr, envir, enclos): object 'priors' not found
+
+
# criticism with ppc density (not grouped)
+brms::pp_check(f2)
+
+
Error in eval(expr, envir, enclos): object 'f2' not found
+
+
# information for each chicken
+brms::pp_check(f2, type = "intervals_grouped", group = "Diet")
+
+
Error in eval(expr, envir, enclos): object 'f2' not found
+
+
###
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Do the plots look correct and are they readable?
  • +
  • Has it been recognized that the fit to data is ?
  • +
+
+
+
+
+

2.4 Hierarchical log-normal linear regression

+

The model can further be improved by directly considering potential differences in growth rate for individual chicken. Some chickens may innately grow faster than others, and this difference can be included by including both population and group level effects in to the model.

+

To include a group effect in brms, the code + (predictor|group) can be added to the model formula. In this case, the predictor is Time and the group is Chick.

+
+
+
+ +
+
+Subtask 2.g +
+
+
+

Create the same two plots as for the previous models. Comment on what you see. Do the predictions seem to better capture the observed data? Are there remaining discrepancies between the predictions and observed data that could be addressed?

+
+

2.4.1

+
+
priors <- c(
+  prior(normal(0, log(3)), coef = "Time"),
+  prior(normal(0, log(5)), coef = "Diet2"),
+  prior(normal(0, log(5)), coef = "Diet3"),
+  prior(normal(0, log(5)), coef = "Diet4")
+)
+
+f3 <-  brm(
+  weight ~ Diet + Time + (Time|Chick),
+  data = ChickWeight,
+  family = "lognormal",
+  prior = priors
+)
+
+
Start sampling
+
+
+
Running MCMC with 4 sequential chains...
+
+Chain 1 Iteration:    1 / 2000 [  0%]  (Warmup) 
+Chain 1 Iteration:  100 / 2000 [  5%]  (Warmup) 
+Chain 1 Iteration:  200 / 2000 [ 10%]  (Warmup) 
+Chain 1 Iteration:  300 / 2000 [ 15%]  (Warmup) 
+Chain 1 Iteration:  400 / 2000 [ 20%]  (Warmup) 
+Chain 1 Iteration:  500 / 2000 [ 25%]  (Warmup) 
+Chain 1 Iteration:  600 / 2000 [ 30%]  (Warmup) 
+Chain 1 Iteration:  700 / 2000 [ 35%]  (Warmup) 
+Chain 1 Iteration:  800 / 2000 [ 40%]  (Warmup) 
+Chain 1 Iteration:  900 / 2000 [ 45%]  (Warmup) 
+Chain 1 Iteration: 1000 / 2000 [ 50%]  (Warmup) 
+Chain 1 Iteration: 1001 / 2000 [ 50%]  (Sampling) 
+Chain 1 Iteration: 1100 / 2000 [ 55%]  (Sampling) 
+Chain 1 Iteration: 1200 / 2000 [ 60%]  (Sampling) 
+Chain 1 Iteration: 1300 / 2000 [ 65%]  (Sampling) 
+Chain 1 Iteration: 1400 / 2000 [ 70%]  (Sampling) 
+Chain 1 Iteration: 1500 / 2000 [ 75%]  (Sampling) 
+Chain 1 Iteration: 1600 / 2000 [ 80%]  (Sampling) 
+Chain 1 Iteration: 1700 / 2000 [ 85%]  (Sampling) 
+Chain 1 Iteration: 1800 / 2000 [ 90%]  (Sampling) 
+Chain 1 Iteration: 1900 / 2000 [ 95%]  (Sampling) 
+Chain 1 Iteration: 2000 / 2000 [100%]  (Sampling) 
+Chain 1 finished in 8.0 seconds.
+Chain 2 Iteration:    1 / 2000 [  0%]  (Warmup) 
+Chain 2 Iteration:  100 / 2000 [  5%]  (Warmup) 
+Chain 2 Iteration:  200 / 2000 [ 10%]  (Warmup) 
+Chain 2 Iteration:  300 / 2000 [ 15%]  (Warmup) 
+Chain 2 Iteration:  400 / 2000 [ 20%]  (Warmup) 
+Chain 2 Iteration:  500 / 2000 [ 25%]  (Warmup) 
+Chain 2 Iteration:  600 / 2000 [ 30%]  (Warmup) 
+Chain 2 Iteration:  700 / 2000 [ 35%]  (Warmup) 
+Chain 2 Iteration:  800 / 2000 [ 40%]  (Warmup) 
+Chain 2 Iteration:  900 / 2000 [ 45%]  (Warmup) 
+Chain 2 Iteration: 1000 / 2000 [ 50%]  (Warmup) 
+Chain 2 Iteration: 1001 / 2000 [ 50%]  (Sampling) 
+Chain 2 Iteration: 1100 / 2000 [ 55%]  (Sampling) 
+Chain 2 Iteration: 1200 / 2000 [ 60%]  (Sampling) 
+Chain 2 Iteration: 1300 / 2000 [ 65%]  (Sampling) 
+Chain 2 Iteration: 1400 / 2000 [ 70%]  (Sampling) 
+Chain 2 Iteration: 1500 / 2000 [ 75%]  (Sampling) 
+Chain 2 Iteration: 1600 / 2000 [ 80%]  (Sampling) 
+Chain 2 Iteration: 1700 / 2000 [ 85%]  (Sampling) 
+Chain 2 Iteration: 1800 / 2000 [ 90%]  (Sampling) 
+Chain 2 Iteration: 1900 / 2000 [ 95%]  (Sampling) 
+Chain 2 Iteration: 2000 / 2000 [100%]  (Sampling) 
+Chain 2 finished in 9.7 seconds.
+Chain 3 Iteration:    1 / 2000 [  0%]  (Warmup) 
+Chain 3 Iteration:  100 / 2000 [  5%]  (Warmup) 
+Chain 3 Iteration:  200 / 2000 [ 10%]  (Warmup) 
+Chain 3 Iteration:  300 / 2000 [ 15%]  (Warmup) 
+Chain 3 Iteration:  400 / 2000 [ 20%]  (Warmup) 
+Chain 3 Iteration:  500 / 2000 [ 25%]  (Warmup) 
+Chain 3 Iteration:  600 / 2000 [ 30%]  (Warmup) 
+Chain 3 Iteration:  700 / 2000 [ 35%]  (Warmup) 
+Chain 3 Iteration:  800 / 2000 [ 40%]  (Warmup) 
+Chain 3 Iteration:  900 / 2000 [ 45%]  (Warmup) 
+Chain 3 Iteration: 1000 / 2000 [ 50%]  (Warmup) 
+Chain 3 Iteration: 1001 / 2000 [ 50%]  (Sampling) 
+Chain 3 Iteration: 1100 / 2000 [ 55%]  (Sampling) 
+Chain 3 Iteration: 1200 / 2000 [ 60%]  (Sampling) 
+Chain 3 Iteration: 1300 / 2000 [ 65%]  (Sampling) 
+Chain 3 Iteration: 1400 / 2000 [ 70%]  (Sampling) 
+Chain 3 Iteration: 1500 / 2000 [ 75%]  (Sampling) 
+Chain 3 Iteration: 1600 / 2000 [ 80%]  (Sampling) 
+Chain 3 Iteration: 1700 / 2000 [ 85%]  (Sampling) 
+Chain 3 Iteration: 1800 / 2000 [ 90%]  (Sampling) 
+Chain 3 Iteration: 1900 / 2000 [ 95%]  (Sampling) 
+Chain 3 Iteration: 2000 / 2000 [100%]  (Sampling) 
+Chain 3 finished in 8.3 seconds.
+Chain 4 Iteration:    1 / 2000 [  0%]  (Warmup) 
+Chain 4 Iteration:  100 / 2000 [  5%]  (Warmup) 
+Chain 4 Iteration:  200 / 2000 [ 10%]  (Warmup) 
+Chain 4 Iteration:  300 / 2000 [ 15%]  (Warmup) 
+Chain 4 Iteration:  400 / 2000 [ 20%]  (Warmup) 
+Chain 4 Iteration:  500 / 2000 [ 25%]  (Warmup) 
+Chain 4 Iteration:  600 / 2000 [ 30%]  (Warmup) 
+Chain 4 Iteration:  700 / 2000 [ 35%]  (Warmup) 
+Chain 4 Iteration:  800 / 2000 [ 40%]  (Warmup) 
+Chain 4 Iteration:  900 / 2000 [ 45%]  (Warmup) 
+Chain 4 Iteration: 1000 / 2000 [ 50%]  (Warmup) 
+Chain 4 Iteration: 1001 / 2000 [ 50%]  (Sampling) 
+Chain 4 Iteration: 1100 / 2000 [ 55%]  (Sampling) 
+Chain 4 Iteration: 1200 / 2000 [ 60%]  (Sampling) 
+Chain 4 Iteration: 1300 / 2000 [ 65%]  (Sampling) 
+Chain 4 Iteration: 1400 / 2000 [ 70%]  (Sampling) 
+Chain 4 Iteration: 1500 / 2000 [ 75%]  (Sampling) 
+Chain 4 Iteration: 1600 / 2000 [ 80%]  (Sampling) 
+Chain 4 Iteration: 1700 / 2000 [ 85%]  (Sampling) 
+Chain 4 Iteration: 1800 / 2000 [ 90%]  (Sampling) 
+Chain 4 Iteration: 1900 / 2000 [ 95%]  (Sampling) 
+Chain 4 Iteration: 2000 / 2000 [100%]  (Sampling) 
+Chain 4 finished in 8.9 seconds.
+
+All 4 chains finished successfully.
+Mean chain execution time: 8.7 seconds.
+Total execution time: 35.2 seconds.
+
+
+
Loading required package: rstan
+
+
+
Loading required package: StanHeaders
+
+
+

+rstan version 2.35.0.9000 (Stan version 2.35.0)
+
+
+
For execution on a local, multicore CPU with excess RAM we recommend calling
+options(mc.cores = parallel::detectCores()).
+To avoid recompilation of unchanged Stan programs, we recommend calling
+rstan_options(auto_write = TRUE)
+For within-chain threading using `reduce_sum()` or `map_rect()` Stan functions,
+change `threads_per_chain` option:
+rstan_options(threads_per_chain = 1)
+
+
+

+Attaching package: 'rstan'
+
+
+
The following objects are masked from 'package:posterior':
+
+    ess_bulk, ess_tail
+
+
+
+
+

2.4.2

+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Do the plots look correct and are they readable?
  • +
  • Has it been recognized that the fit to data is ?
  • +
+
+
+
+
+
+ +
+
+Subtask 2.h +
+
+
+

Have you encountered any convergence issues in the above models? Report and comment.

+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Has there been a potentially brief discussion of the standard convergence criteria (Rhat, ESS, divergent transitions) for all models?
  • +
+
+
+
+
+

2.5 Model comparison using the ELPD

+

There are many ways of comparing models1. Commonly, we evaluate point predictions, such as the mean of the predictive distribution2, or accuracy of the whole posterior predictive. Whether we prioritise point or density predictive accuracy may serve different purposes and lead to different outcomes for model choice 3. It is common, however, to report predictive accuracy via log-scores and point-predictive accuracy via root-mean-squared-error based on the empirical average of the predictive distribution. To cross-validate both metrics on left out observations without need to sample from each leave-one-out posterior, we use Pareto-smoothed importance sampling as discussed in the course materials (see Lecture 8).

+

We start comparing models based on the log-score. Use loo::loo() and loo::loo_compare() to quantify the differences in predictive performance.

+
+
+
+ +
+
+Subtask 2.i +
+
+
+

Answer the following questions using loo/loo_compare:

+
    +
  • Which model has the best predictive performance?
  • +
  • Does the uncertainty influence the decision of which model is best?
  • +
+
+
+
+
# Useful functions: loo, loo_compare
+
+### {.content-hidden when-profile="public"}
+loo_f1 <- loo(f1)
+
+
Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f1' not found
+
+
loo_f1
+
+
Error in eval(expr, envir, enclos): object 'loo_f1' not found
+
+
loo_f2 <- loo(f2)
+
+
Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f2' not found
+
+
loo_f2
+
+
Error in eval(expr, envir, enclos): object 'loo_f2' not found
+
+
loo_f3 <- loo(f3)
+
+
Warning: Found 3 observations with a pareto_k > 0.7 in model 'f3'. We recommend
+to set 'moment_match = TRUE' in order to perform moment matching for
+problematic observations.
+
+
loo_f3
+
+

+Computed from 4000 by 578 log-likelihood matrix.
+
+         Estimate   SE
+elpd_loo  -2254.7 27.1
+p_loo        78.8  6.7
+looic      4509.5 54.2
+------
+MCSE of elpd_loo is NA.
+MCSE and ESS estimates assume MCMC draws (r_eff in [0.2, 1.6]).
+
+Pareto k diagnostic values:
+                         Count Pct.    Min. ESS
+(-Inf, 0.7]   (good)     575   99.5%   217     
+   (0.7, 1]   (bad)        3    0.5%   <NA>    
+   (1, Inf)   (very bad)   0    0.0%   <NA>    
+See help('pareto-k-diagnostic') for details.
+
+
loo_compare(loo_f1, loo_f2, loo_f3)
+
+
Error in eval(expr, envir, enclos): object 'loo_f1' not found
+
+
###
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Do the results look correct and have they been presented in a readable way? They should be roughly .
  • +
  • Has it been recognized that the best model is and that the uncertainty is ?
  • +
+
+
+
+
+
+ +
+
+Subtask 2.j +
+
+
+

Assess whether the approximation to the LOO-CV distributions are reliable. Consult the \(\hat{k}\) statistic which informs on the reliability of PSIS computation in PSIS-LOO. Plot the \(\hat{k}\) values for each model against the data point ID and discuss. Are they as expected?

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

For hierarchical models, it may be more important to think about how well the individual group is predicted and how many observations there are in a group compared to the number of parameters estimated. Also check out CV-FAQ on high Pareto-\(\hat{k}\) values.

+
+
+
+
+
# Useful functions: plot(loo(...), label_points = TRUE)
+### {.content-hidden when-profile="public"}
+plot(loo(f1), label_points = TRUE)
+
+
Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f1' not found
+
+
plot(loo(f2), label_points = TRUE)
+
+
Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f2' not found
+
+
plot(loo(f3), label_points = TRUE)
+
+
Warning: Found 3 observations with a pareto_k > 0.7 in model 'f3'. We recommend
+to set 'moment_match = TRUE' in order to perform moment matching for
+problematic observations.
+
+
+
+
+

+
+
+
+
###
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Do the plots look correct and are they readable?
  • +
  • Has it been explained why the \(\hat{k}\) values are highest for the ? .
  • +
+
+
+
+
+
+ +
+
+Subtask 2.k +
+
+
+

Perform a PPC for the hierarchical model for

+
    +
  • a few of the chickens with the highest \(\hat{k}\) values and
  • +
  • a few of the chickens with the lowest \(\hat{k}\) values
  • +
+

using the code in the template. What do you observe?

+
+
+
+
+
+ +
+
+Creating a dummy example plot +
+
+
+
+
+

Creating a dummy fit just to be able to generate an example plot below. Generate a similar plot for your hierarchical model.

+
+
# The brms-formula (weights ~ ...) below is not one that you should be using in your models!
+dummy_fit <- brms::brm(
+  weight ~ 1 + Time + Chick,
+  data = ChickWeight,
+  file="additional_files/assignment8/dummy_fit"
+)
+# Adjust the chicken_idxs variable to select appropriate chickens
+chicken_idxs = c(1,3,11,43)
+# Create this plot for your hierarchical model for selected chickens
+brms::pp_check(
+  dummy_fit, type = "intervals_grouped", group = "Chick",
+  newdata=ChickWeight |> filter(Chick %in% chicken_idxs)
+)
+
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the plot look correct and is it readable?
  • +
  • Has it been recognized that the chickens with high \(\hat{k}\) values ?
  • +
+
+
+
+
+

2.6 Model comparison using the RMSE

+
+
+
+ +
+
+Subtask 2.l +
+
+
+

Use the function in the template to compare the RMSE and the LOO-RMSE for the three models. Explain the difference between the RMSE and the LOO-RMSE in 1–3 sentences. Is one generally lower than the other? Why?

+
+
+
+
+
+ +
+
+rmse function implementation +
+
+
+
+
+

The below function takes a brms fit object and computes either the root-mean-square error (RMSE) or the PSIS-LOO-RMSE, i.e. the RMSE using LOO-CV estimated using PSIS-LOO.

+
+
# Compute RMSE or LOO-RMSE
+rmse <- function(fit, use_loo=FALSE){
+  mean_y_pred <- if(use_loo){
+    brms::loo_predict(fit)
+  }else{
+    colMeans(brms::posterior_predict(fit))
+  }
+  sqrt(mean(
+    (mean_y_pred - brms::get_y(fit))^2
+  ))
+}
+
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Do the results look correct and have they been presented in a readable way? They should be roughly: .
  • +
  • Has it been recognized that the RMSE is than the LOO-RMSE because ?
  • +
+
+
+
+
+
+

3 Overall quality of the report

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Does the report follow the formatting instructions? +
      +
    • Not at all
    • +
    • Little
    • +
    • Mostly
    • +
    • Yes
    • +
  • +
  • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
  • +
  • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
  • +
+
+
+ + + + +
+ + +

Footnotes

+ +
    +
  1. In principle, when comparing models based on accuracy in predictions or parameter estimation (if true parameter values are available to you, as e.g. in simulation studies), we want to use so called strictly proper scoring rules that will always indicate when a “better” model is better and the score reaches its uniquely defined best value at the “true” model, if it is also well defined. See Gneiting and Raftery, (2007) for an in depth treatment of this topic.↩︎

  2. +
  3. NOT predictions based on the mean of the posterior parameters, but first generating the predictive distribution and then computing an average.↩︎

  4. +
  5. For instance, a unimodal and bimodal predictive density may have the same expected value, but very different areas of high posterior density and therefore very different log-scores.↩︎

  6. +
+
+ + +
+ + + + + \ No newline at end of file diff --git a/assignments2023/assignment8.pdf b/assignments2023/assignment8.pdf new file mode 100644 index 0000000000000000000000000000000000000000..95d30350973248009ebf70eb84486cf11d89a45d GIT binary patch literal 142281 zcma&NW0Nji)TCLqZQC|a*|u%lt~zBKr)=A{b(d}1oTnpZBHoUk5B+WbfEBs(%C(YQ zQB<6snSmXK{OIob4ThDAh>6I-*cyh9k5Syp*450JQQX$Z)lAgP#KF{zQP#}f!qt+9 zm6eNGKmf+Y)!EF*4#soiT1P70v<<%ZRHNG^FsX%6s0bPCFXWwFFt9U|@7cvg7T&0M z4&KA7NK|2KnYMT7b2e!TGAmJAGPQF=^ve=Rh~WuKz@t2KN|{l$}qZf`tCn-8df)R&_t|DR<{Z0qG|U# z?K4AOX07<#fdm{e;ASy02x#V0iCpj`M@s?>n@(lYXr{KIR}K(vC#k3lDQ?Y#lp*XT zdC?JYr3gp>$ z5~`KWe1gb7mJV{hL{Wxbrhf1bN@M%<3$3`F1~- zT@Q!{`_+RG}iFHeXps58{i%k#fJc{pz%|i(6mkz@ooK~X^=)390nd@K+nP}TD zxA4*DeQ1q*=?1q`*`Uwbz0L}^RsFT`UM&?{y_>ziz`gSGAOB4!gSQ$qn=bggYe9`M zVOWNxo}PVQ;f3EjEuMc(Oi0-Q=)3a0$9TKSp!nlU3~DmuaqJ4oKp&UDSGyhNt{={> zTpfbO&UbDo9AAYY8bWZqKJ>ZVlV%a0#AQzqq(ij}E>|cAjiYXd5xwUQ$6C&S$YaeF zYMNH_4so+GYVN$DgzKe06$y-UfbL|G-vw-DDF;~6wCJA0S%}VoiFwq<9;x33tA^j~ z;`?Un_c9u*Rw^Xif;OAF;W5d^`*n7JFW>L^J9PPuz|Z9`OAmtzeSf4vMLH7Zdbb_< z+?N=3YL6n1;%u0*=s($M^3m*2a&=xdK&rR5ICcLYQMv)Ke+fvKWRgkI8B8}GrG7`{ zC>ssS3ceaAMrS-YvP8B!sd*1vv%G0&>XFR$s$Qr15lQxw8V6tpa{;E{5>q3UvQb}s zoNA}`?3B5XQnO=U@Cg&IQ`oAW34;zU-kJLo;(p*dG+BRV#P@^Nh^LpldW^2eF?pgC zs@7P^Gr;q%!l0&cJE#mQsDR-ldH*_-|Dk0A$pqp8XWAgZ!>uFaDc>AP{*cU=1*X;k z`GYrEaW?q+*8i_l5>NsDmnEevi?R~_&|u6Blu_CTSvDiHp|uj&$Y(cSDo#$+n3nV+ zxJ3e@oUb}W2ozddJkcHPsNYc0rFblx;X*8kdWwmbohhv#<)lp*71Pd|riNQH)r!v& zGEmfnX%fmpB`g&$cAp9o*nb9?v`7c;P`)7Kqn)j;KjzJF#|2J|(2DJnyHxp&GSsJ< zxRqGhGGcGrZbAb7Wp*a?$|Ta^DCbwzUpI=Gk>^qBn6Qsx@_N*lH>FA$h53UKh#z08 z4{gK8WET3m0xK-?!ehK65*R7e-)Hu>N(fUBJYfI_ZFE3T+!Uf&H%MY-9uX}xU-*7K z%$7X&aRmlaaU}}3wo>FtOm_6~Z@($Ak7&N(5OXbEusVWLCOB9nqwxGLP8&Z*1`Nc< z*a2BAeC}b)(4R;J&>7W5;z;#1qe%7fUSHe-#tJ^Rd13?LvdQ6Pf)LD6&%H7ec>|i8 z@QZpl|89i8ZOP*J9l<8;CY(qMGM*#fbOk*`l;1m^Q1MdH0D*Pxmo!rW5lqr=^XfAx-&GKgjJG4O7?anRl;Yzs?=h18gO|Db? zedG%K)w7IiIt!?mS2lUsz+*&YdDEm+R#bKs7|QVa#qa0O)d7?%DDhpvdCkR6n@Iw; ziAuBDo;3)XcNr~hm~Ms(Xy$xiyqwqOU+9V8lzd#kCK?x4Q|Harm-4yzn|QO+mdude zr9;;G?0Bzxq7gWBvOV84O3;j&C8KInIe}t49Wkr5mxbeis#qYCj`fasA`k2 z5jzRvD7x|vZ6;qUwD`$mho_Gcd9Yzm><}>SHG_iX#avB#fhhke<&;seUl`rFVJhm$ zmZ6lNhMON0i=xe-!5<}Un{IL6n^l&7yP;g?4KvKXRJxfCOx45gl zii(36;rK&l7tT2EW^SI>oAV@NlQKEhNj~PoYozDow{?$3VAg1EzNR2VEd0 zpfD}6TifVg)*cLXs5&>KQOw8- z-`ZMH%IvI=TbD!VNC~9nFIvlLYoMK+@~6nGTh1@lJ8Qw4*9WL%y^WG zRjgkIy62R`SzqY}WH@V^0c$*KOM2hh&aS7eY=ld*_-(mZ{*kKq)T@(2 zdTuFOyi#!F((@EE?o*11VT6jK|HsZq|B@@~rid{mJ$tHonl>0ik8Lw>(x-`m!3yL% z<9SrT;<0b!id{>0y(m{2s?n-;*l8ExRi!4N`ESjKLr)J!y8`*uq`1K8ZaA{C={8BM ziD<_-$yes1+fX0{bd0rlJ(xOl=^ELef zaJ>A?w+5xaYuBTd$%UWxLG3F?g{hRub1c-_ze~o|Fv{{_*NEBNi5%c{J8Wy*JDC55 z>tQ_iFWc%|FKwadG*4C&roO>zdlhm&gCaUSP#S_@LJcS>(nrzdh4dTr#i=%x6z*2D ze)&=7$xsvH?oy1><&G;eSamuo#UsXgH+WZZvG&y0GQtWjohdIWUxa(8oICP*MHQ zx)xELlEZZvc)yS1L^RbB`ZI&bmg4OyRfCc`ku3IDZK-l5GFf0vGw*NGwSa?kw+pGB zCFWBDY7PN-`t#Up#}hlrpAj0bs`9h`OnrZ#eC*Q$uTXY?PZ?62#(_>k|KTQt|a zGM&+oXL4Gx>9k{I27;E*eDC%Af{aE57yY6h-`U6dpyy86z81 zZ5xA(hgNq9rXF{UQX3TK(-FbNnku-ABfxC?=q$vE@($v;Rrk7*uSO~X1!WCttH87H zCX3N>Hc!{3Y^Nu!yh`b;u))iTbpa1$uQ!0f0v_3mjDh$4CFw9PT>`tYuP$S~6|UXV zYmYM7mF%uphor&I0lV3A$3kM|5PYS;->fRf9WR^M(HUMc^8=P7KYe{OKc2_p*-a#L zEKP)N3vIFsXV7&@N9d*C_!nK`PpxUy3vD*(CC}u@%LMIUS~Xt^geO(5*0d$-E{mDu zc)ep9yupWUOWg=X`HCLzs^`#Lh(~rm_`}_h8tLB#{Ee!3*VXI1wYVs$4Bvk4r(+t_ zd7GZZ_0V>fI@MqI9rEZ5df3^{SrgeN{euy4Np3=Aw}C*sk~xIv{i-OunZ0&tvGNd% z){iU7C4LtFruLGJK+9SsP|Z;{NQLv0ba0pkIA&X*qVZNZ}C^xZHKSYd!ru+W0n z=3QU*irb4mn7vh)HsqB6=62-Kq6cxC#D@SU-}iIJweOe1H@gql?uTo_zb53>FyaG5 z$LyZSaxlP^8E2s!qi5R(8=h1tgSeNv3=M-N8Jj|56gbGKjC1i3D=7K_e9atpQGGx1 zYJ^iczy4fb)8%5}F$&cGIh)Z2264Z)9L$sK0RPUf^ZSrVeBX~%JH-~ojgn@SwSi(1 z>OuvI6A#SdV2>)j9UQM9HPzA{K?1BJP1OXmuzQO29fovK>{L7cSCnud^|uzr<>UBf z*?L+_en)om;h*LvAh6mU`V&Vb;xQsaEmk^ETkI7hzfyAAD!$qacfi=Y#$V{Y$d_Ia z2#6_HMQKwu=l$o?*9eCnoIRH$Df}ISjkn3j43Fi{vRegZZSoRmL8Ax)}wT7iTC4&e~ zQbu0%%3ljuw8dFxC93l}m7+WWf#RTyqvVWJ+r2wOi}e%@Lp^@BISGEaLj<&VqBX76 zFj_fQv$-02=A%F#cxo(MkO`o}rA9Ao%H(TSWT&F)YhC5%xYq22>iO_)>c%#!-e~-x zSL}jW;jRd$`YXi992Om!ZuO|wXDniF_wW>ZeO}x6wSA;$f^NVdq1L+V=+GsI1yC4k(jF|eVVh21CPB$EY;}MU+ z2{t6uCPg~C)Ap|1=k{FM`xw~h$zR?tE zc!qpyXiP=TW)wv&tANbFB<+mq918+kTlI~uK;_=X=O3iXKpMor#s_FHv^3AkD;sF& za%C8hNgHcy&)cX@pmrH(TOvFKrLxAfj7PqhGW8mZqEmId&YDyTqA8>Tn9c?fpFCbV zR$YbOR84+`-nLE=q%2zvP2M^wQqJ^HS$h&LV^*Qgu*|?()0yCc^+IdNSTfCw;`5l; zHEvsF+^1ktovwxAY7+?2M8V3~p;Rgv7!ZFGl*+VrYmw)+AUm0lM#?UmzSG(<=LJ!n znz=T++R~T9lSGX+7adq`Xo4(1S=#PYg7bG z*-1ye+WHYB7Nm3`7UCQmN7at(L(QyUJ?*25Xa_U4%;=tCzorCNBeBRS#rh?HPCUQ*1JIj`xg3p9}PTv zSXrI|wr1OVFd7y*I-NG|sbaS2cf@V4D2z?Y{>J{2+-K1P;nB#0b~9OCZwA&UOn$CW z0AMIcsLVu;>Nv043vR|p#DQgwdP&w^bo4r9c2CWcDYbruxH9Y>Wami{ejw96=!;?; zXakrh%SBF1yr&Z@0>J4|7}WGD4*D{q#*>rPg(o<+3u9;>_gjbdEvpq-aiTOXWn5J8~ktp#~30$(^Fi_yDYJR-#NRJtB5= zN;Srxl4=<$4CLeD{1-{#v9I#lP^BR>@#oRH2&gWRBQI`t@i~%`+?0MR%`S524l*z} znY}ZvD#;ofhOkn{P7~Q7#{lBPU0R~pi7aUx>J8f$y{&bRsW&6__v(X4I8<@K0|v z4=gK4qm`BCQu(rK)PWK&m@wazt;LI;`@v}p4oCC|hp-4(aT+^n5jDp!pGM(EdFz(E z2~KAWS|n-f3Ab=a*Lfl*teOas97^nYoR zN0T(OOV;XJ_Ih(~%IW@d% zy5h7Rlwchwo%tf?R#=aT0Ce0w`V(t->tDR`P$Q2Xj!X8ObRS0?1S~I`vi;4*`2)#G z>pm#|Yqn55$anic8tMCrj@w3(Dq;}@U!L(pOmm{Maxy4MMtObQUS-;&8mdhbioUP` z`@QX7(&<`e{uM*ksjIL?4|fuvJCEJDPQ(O5_%`Lf=H>48(i4<)ze?_~QFxa8|Lq^- z$l)8juu8kL(f|csabpzgD~<|!q@*)ttSfGIijHP>dd%h=UG<2P#vf2|nLBg-ov1E< zx3|#Su@GkM`8=3qRb7_ei^D6lY{`EGAWrH=+HA^<+lP8v?RxGW(VpxO34Kkc#bBx) zFJ-c#-yETj=ZIN`XYEMmSY*SMQR4QdLEiDneXC2h+FK^vG$3))NHUTdj_KU-DbRx zY3j8)xoA_sMKR5iWnw6==SGMc3d*TCVdlwsRvg=Z{H_HbavC4oh5yJEh&{-ZT?>=I z*aHQ+;R+1771p40yhDfi0G(d~ZT}PHi+iCXkpf2fqfe$1UaD8>${8ECw4bT{M=R?Z zORE_)yNG9)EeoPx49!$mtn2CaK2KuBLSYHGMN}yn2ZWxIur}A*M5uYfU?rquQ-)5K z1(o+esdaRT{UlzTPvmed5mhqd+2yDF*?o5A1#*$E3hoju_rNF$JhuL9%d6{@VT_C(MqOjlg8Mg zD_dIE#?h`OO*c|VF|{lY!H--{pHedUHZjyiFht~K^22ZkSvyOP%NFTZV5ZX?x@Ugk zm_m}movj66f|mNvBoO~b+SO5UF{FDvP27^w)P|?m;-ZW26UTd(6~GZm6!b4*C;HE> zS75tEDjOQ^(lZy#O~YG>N>OG5h$|aQ_|wBT@erzW2mxPZ_k-3aujqc$!WT%1jjcC; z=I#n_#u}E3y4Ys|gX$Fg+S5fyGZ%QlUx28%=ik$rz|6XY;-xi+G443ND}>-*o!eIg z%QtR((96Ms5o0LttR-~wrMZf+>7!J_l2OkzH#-joY1g?NEW54KoR&J=kg?IyB;3!| znJ|Q+MdGnu$WhPF6H~G-$Nk>xy<$}1taRImhVz6{j%diDZ`Y2n1zlrwIKgLL4j2x% zy}T&vp60ZW45JQ)6pcM`6FKOzD+-aoQ=n8yo%|1{R9dKO2Fi?sB5lsg>e z03lfK1m+t_H5O70a+(!TzMJVj)TUc>?%h3TEuSajF^pY%;o>$iFuNN7q0r!-%OGzG zxi%J^MFlcclo&3zA$FBm35u=yBMgFi3uiLpY=9V_W&bQLkj_$pOf6ih$*F=XC@8eT zrtJQ;tdt^3ctk@+{#EHyH7^N?$yUZ?tpT9f*lBbSd)0pQRVPt;+xe%(y1f(EE=;=< z^-C7p>pADsD$#k>r5Q6KFH?vR45lqx!px|o3&6-(Coi1tEr$U9Lz6^bAZ{VOhdeS_ zdiPjnvHV4DGo$aBy&jq_C0Tm3Cd;l9nH))XD{&l zc%HpC{n3x?c+L~;_)b&-6}j;uEzO2~52qG&`gIhb^zLbM@Y&YOd6VUS6sBxQCg!+- zdb>m-@5A|koCd?#$w~dBJ~Zh|C*@^p4khs*h`r;oEX{E@sA^T~N-u2T`JZz=d8n~C#I-}77v|)p_UdsTvuw9T>96Ig{roL0d1>C04~}1`#wWUIu_E3 zwSNOlFaKCz`D+^3(`V%-_v)l5a&AwSOKy5m2ju7G)r(umCE}$nt8zU=8&5-M7r6~I zC0xz~yvV4XZr+-Gu}_~z7umlr7m`VFngSHd6n*Hr?U#&!4{dhzP}oO!WrINRqWY*@ z-459Sk3N^6ooms0u`l@AU*HOrI6p0SuVR+u)SaF&{YMkY=WA$-_1!nUU`=V!)y>;s zoU}8@I++gVYnh^5=<83rK@I*q4dVAm8Z1db)MMJ|51k*-25Rkn6OlQ5*^t9x9mIN?e%yD*oU5Q ze(4i;tb0wBZkKM?KV3jy`O@Rup%n!ia8YcKvS{NPG#*%G>38kHl)du#;GlJ&qt~Gy z`x#6-rbbY_BwfS&jrtKmm~QsEjriTQ57-~<3Lr^6wk}>}K};fyy|-DGKgHo$Q?sf8 z$Wyal!;D-sH*ln807etkv%3Job;3MvKi$h|@AnZUtrPKYt9ca{tkZ9VQxB+z82ceo z|MaD@$Cx?5TE3E6kE;Uwcz%!Hi)8A}36s@UF_zk0swkofr7v63YY#g6xVy!V|C!E4zIpvU`54o0CwV{Z zstxLEb+ND<@65p{C9XQUn&!=Hqb|dUPyFp0Pr=VdeeIimHwPiNV>#_&-4d6c{lU3D zf6d;HjZ=3pq`JZeJg?gLOf_*Zu5c2SNt+6nlX13;eYfR86R2 z*^?fOk^Ecw)U*su+3RUpNFzl{!klK-udMeWiT|HVOkW2OfP3W=`eNB>Nk=X%si%a4 zv!27<5_Aq`jPi$5<;oLRDQY+U^vzSTuYWlAB`ME@ zFKg%VvlB#7%Sl82Yx=11dzSz|ev&yKi5m;;K5CgE?SvbP8eD^WyRbl%A-<}z2D1Q> zmY>XX112?Ef+%C|`cz&5M3xf_X3_MS_$F!DsAkfpQ=AaaBGh=QU7t`6M3ixW>f(an z9%1vd<|I@@28vjp8CW@LdS zozMGoqWD#YF=#=799pldLYKfS$fNmV8u2Sy%s#5TWDoo zMx8qmN~EkA- zOV%hLfD-=7$_mBaW)mOnkCRHgi+MgqC#Y7t%XH4V0Q>X{kZhpB)?p71Xz94|*d7%{ z=i%kH>FlES6G>iAf|}4L_r_JB;AxYfDqO1!u`zc*Dy{cMB7I=qHt1kjQ9^tWu1wK; zAyBri;`cO)mzel70@XC^3VysLVZL55LF@(}AoEnfuo!CDAa=gzyd%t##!{ROoeuT- z=*lqrY6#-NUYHpy>r6e~WJcO^q1(}(+mVa}mIqZeD%$uackj^U*1PgM-yBeZIm#?z zlT=0%axY(yz)}h{%twOmx1>ZD;~p~0vN7iYvtgFTB9AYHNuqPA;9C^UB0if@5$Ydm z%!&5?cxO#UljiOpz&R1S8}BeDxA2F4gmQws@QE?&fb8VOJ|VF5k)##KV#Fohz=xBm z8M9d1YrC?Q-wM{)Z0yhA%L|8Il1_$Bx5$}CkzKuOsU05-60{F9{?3h^S@s(^s%!ym z1Dx8f_dKE|$~g-HJ>h-FN9p=`aIRQ-yOl&#o+@l|m0J*}igclk4>A+?;rT)Rr6_+d?H_2)X2#K?6^b(mpv5p<&=7Uy`?O#y4Iuyu_ z*+>zGE+9>40TcGOCZF*Iw+igCU8aPEH_rDS^REUAYlH6+`N{XBTM>m~Ejv#to~!K6 zQ*&^3XIC+Qs1(+uoffq>9sd0d$^&To5Q^)~n2;!h2~PxK(3z2P0^60@dcEYiaR(uL3k%lJ#Thug zxk#~_0(%Jm9J1gYa5Jke??9^Ki{QF;ol#6lIP*%7a6nKgAQ6Vr`dlY^z>b(X(rDXG z0;rKxGXZ#ZbA0ES3)nWI*?PuiV{k%F%hu?il#Xk0j_7D+UHJ6W0AM6sH`pPnpRI6* zm$LgOdoVk;VOj1+zaYy{q)uIR%jH?MCu zuaz^>TO7}NrU@_26>`E=Ou)=k-(0xeU?maQLD%0X=RS#7Wsad%NP&z}AAX`z>NvGl zQ?iRGHPt5HrS_KK&QPvqGvsccf=jE${1>dO?AXTZDqbE24rG*{7N6FPKU{K3jV^xx zK}z&aDz9D!Cf{pXi%qY>YTo>hT_Nj$&7%}t!4mOAeS;HRelKC1|DfYn2-S3En6eRL zcV){vFxEW*!)K+X6zM~U+eW_SD$*0FVh4s3ySCr~{IeXjxRN+LGfY~7r--YYbp}>% z%^EPCFH8RqGD`E{xBBA zp*YQP5I?h&SfhQUR;g1&JG$%gpC++X_iE0&l>Fu(&p&y3_n_dyrTMd=+z8>ei08Mi zf3aL3N3E85cw=It&vXp-D|%eQW4l>YZH1x`Rx*52{#_oxo?6@!bUGArnFJx|e@*9! zZ13dp1~l>iYmfUe^6`KFvSFkS?4MVGw3^X%W7B({filwbh`M1%-l1RARj9j2dALD0+x4RGRURla;})M^U@)`#)waTmoHd_K+t6B z31k!JmyvEh0hjBb+MZ2_K@@Ar@Qhbd8?B0lZE#f)gw}T18O25EUYsz)rU#}iaa*F* zUK@dmG!?w$4_h zy21&CZRaAcbSjm_Ell!2WFWuZ`(X4f#qx6A$NhQdvy|1%&g2OvJC*H474#5&Gg!M^ z?KXMn6vw>D07FcBZRMpn zW34v;WeY6eAnwc8O+=s^g2=w4)a(FmEs;+@4z$D^6@!|lu3Rmd5rPiWVFz)`?ks%q zLKc>}RZchqVymSZGX+nBJPG{sq1OzBIyUW^ckC&+#ll)`#Z7V6MK`Y!V7Xn8sMwU} z!j-3O5ofpMo!pNLlhLydJl}FFFGxx4ec}$3t6q8m2$r)AI6vEg8d-F?uQ1;DqbGHJ zxMz;As^c&|a1kf#L5j1575-EiQ>8db@{o9xff}RYRA-MLd+H;JXQN9plaj(8!)!`9 z@S5e>IMLtFLAgemH(55y18>iaH>L7j5<*>%a)%@#kOZ@$dI7TN!<=4B zsyp#bT{tA)4&@Q>LsxGhDBc6{GELX0l^iUYdoj!sYzu_%ko1R@1n+%`!l^cuNippo zS+lmt!APtZ#ZC=zmQ&vA(H9OdNR0zmKEMeu8Xt0eh!SB1Jye51rjSmIAVVJ^O^4rZ z=2wJK(8~Gm=~bgPM?XwCJ2EXh$WbyCc+?%i#qC;qjlHw|yips#)Q0HzRV$~Pn^h9j z#>&)_4M%UzUGvSX&0Zh8D~fmPv+_uccQp-Jgjb-Y?8z@4Dm8phm6R0a<*nX&{>`0l zJrR&eVc-YfAkt>Wu%MB!F#(B!4dh=ytK!<1tVe`FzNa^6ll5EW|V_S5fVPp z0&R55w)fg7i7<))?z>aN_RJW@g4aBAS~%L#PZMkrb3pX#=8c>8g43d9x#A3ouQ8Y_2uoy%R z{UAw^ag(uf)VbLxh{>m4I6_aoYCc7usnwZLzFiDJP_q=X9@aoet{(d_i?E-UDu?m+ z<%d}09^-IE>VWrW^>>cCF3>H=|Dp-6`hk~wPRL7@5Y@gv@{t4nZ>9PIJcRUo# z`8q_$=|$$c?`6Lr=Cm?||0k_;GX3A2t}wH5u>4P2Kh~PC$KyomIi>YPU}B5r1s;F` zAp`MMAtHhtf_%2r<`xyN#(VgzI9N1wD9VguLot?7Wvn&__>5?G&h#=Hf&>I|NA?9@ z6W(9ojENAe&baZcSh#CD*|2S{1KorD`xz}XOfe0v+Jpa$Sh#+oZ69BKzoMACTC99W z(&*$?I$e+e{~Q(w7#QLg@QXEph6bCU=PIop67wq{E-1IDVXQY@k^7lI+NE_KY4H;~ zf<8v5PD+COIvvA|kExmc=FZEOy^fpyPSh;D&yde$(G6mcD^2Cpr71buu=6INf8;eW zsDcfF$ZDRok=xY4x?M+Ae%`N(_$m9w-*Z6>&^S&CVIyX<&O<1caAD*-qbn;JnBh!2 z51`YId~NjC?y1h&mrGp>B|lHFX`>zPwag0igzQ4CP=C^};hmH_gAxgdE$qWsb6ADt z{5P8@TE5|2MgFL39foY=>Db)Vu9)V#nEYO5LtvYl*BTZ1Nf8-;lYceWb~RLoln8+w zxcvfJkl!BCZ+|Oj0A0Y3Kpm?3N0S)rYH49T-oRe4!N4BZTM1UHC@E~_I7(my-f6p% zm7;=#9pRZu)y@ekSC%<&6*%7I`E-emo1nlHG7eOpoRl7?@MAbSmC!>xtLhx^NEB6! zs`ZDAT04U5$uE(~b?nr{N4}SP52hfdLm@Aslzg?;QwNR*Tubp=;k2^wGC8(UBwMOd z21_z(3)MqPbMOx<8TluM;6z2OrPSP_BB}gRCFri+VjZi47-NkQ%oItD&9xN4dOraM zGvnz~?#&NW)7+CA{lt?jNl_}hV<$q&dKvR-@GHVZqHC>gDQ6d-HA}RUdnlTf6RlM1 z5Da3kXmoWkUXqbXT@v~C&5SF975?|EbQ?TSnoN~7^qaIwz{Fb)h z+^I+GF%vb%_hyRN9E1)uF~ky*NF=34b$ z%M?rK2i2s7=3iNNEBt7z6ou2~wu78;|K82vv;j^sMBFv)_&8*j=rjW=k13*d*q7}i z`$)$1w{X9PW&TA>Ru2Oke!y?r_{y8W>;PI-e${#?R(`H-qetyy@>xtnl8M4`xB6=~ zcXd9WZ6rcT5H2!BYKc2#$zx>i^!m(%*d?)-_GN2WPLJwecekiMPYsIU`;J}!eq!QJ z?MOgQg;Tf`hw08sBI!p4Si2VRT@bs}iS)_%d+NH(~EJJcd%UH_sbV7xb zLExf8dPNIx9GM=2T0FXPt$u))?(F(6ay?)x1NOk~xyA8#zOydCP^I=AwIJ?>&SoVJ zQV>x6i6Z})zNVGMw>+Aq@4sKkA+S{MRv5Y#%{%EOi@hJ5heI8+YwSuP94DM!eUG6R zhMX5su*!Xmf9HjE8i3VezOtVeB5bt6&g>5V|mko~8^W9xgFms}b(LC$on(y(_9!d3F77KFuqdD{bE zL5(aY5@a%*#+e4l=z8BbP*x&B{{PWsw*MPlW?^Mx z|DU?NtvwNk$BEK2r*Y&JSlq!VRA7X42X$8i2|qn>S75V*M>nvD_w^Y^gssb>1yI{w zZ)8f6PMshz@oF$-%2-O5lEwRpnvi-MD;uJ0{{;FM|NdCep|I;VQ;psvuF&)lEXC;b zoK7tt!%8`;dT0LOGPwT~&zg7p2r&6ElUIGzD1P!JovV_0f0}x_bhvX11rYABE{cLp zR68c4C0R*Ok&)9>OkGMS^Plu-4c)3ajWqiSjwB~F)k{lb?8V3Ey`7ATRVurnu0J{hGV;~Zer4Gc5+y1nejPq z>Mgz*eC!Q*3KP%bgJp4zXAnYz$Aq&c>^J-QHez~v&dbcNXq~p^20ytft~MGlIx*5+ zKfi=l^zM#uLRKqWNQo@SEA=2{dMztEj|d1N7T)X+$;g`pmk%OvC@VXxtQ6Z^&n za~7h$ycGgUd`deF4HIy#eL-wWG*1^*qoRoNk!7`%&9h2d$b^_)WGGT?3 z{+K1>SR)DFVlANqKiSsPpyMD13cnQit^ov6UJSj`u-scs+^n7C(8Pv62a-S`7@}L| zu9{fwv=~HOzPYFa>=6Y>$#O4;3fkc~Ig{lf-rJO+rwl!xMN$${BW}Pth~(cGws`Xf zMXtR^G#2PFLV!niI(MxG*>4i&gk5~5^8&&-5j{q&jIlDpNT_{t`4a_4B-x4~7i?0e?{rt{cbPP}ffS%W*(ly(~3HlbT*8SER^{sgFLR+G?FDg>Ll@Y>F9o9Kj<4wCD)T8s@v?%t?l)*0NttGGJ)6+kOlkbR%-Oh_v23u&3kFA7s>C{BZ2u#GIuYG>?CIExgt$k!)_+EFSh2B!@ z8&iEl8F(<)5&>s%t`^NeGzNoS$~xOz(T8=$xe>dh@HR)fi>(OF{vC<*wlUo3g>4lB#WuA)#Go?c*ZOd8a7T zvVCCj&?y*ND{B&`!$J>@MYvtDoMD}~{~?!R5;w%L+254@-;ZZa(IhtyUYJ5&4TVE65s=8*nzIe8eh@kKA*89|*ltW4k( zph1#@m!9$t2)X&nr)OZ*Q>j%SjSYkv16z*q3-6kJ1SwZv)5*#tTSejNwSLAh`v-;xd!s;xw>VZZQ&3i6jP*|l97Tl?&uYyL9ID$Dr zQbSkUp`&{o;p#?_Hlp@AWGL?XObx;YdngNkGu6y^?S?T&9bHGQ(4+#)@zuI&D|B#A z7yxV|>wx!v+AXgCVYh_;S9jk2zveunsF}N!iJ7v*A4Yj1*8i_T&%(~l@&8k>{~tCi zCpXPQRb?F`Vy=g?M==R0DrMfrQW-=NzDF{Vfrc3xNxDA)h=fB_)lpO_u@s7hYA>)z zB(Z@cDhybu;Svm6blJ%f4L427v<7>(+v|2FdzbLl-{xP>+_uH7-%2M?!dD3RpsXfz zAY6ea+WzUt-`HpiLr7q_J0MV7pgqT?rau^O;vktIzH2eInW%4=J)Hz%4Y4s#q24-JdMQjoT&2Q=MjehCuzlq@fT)tT7*1SN zOl|2+lBigM=?}et_9Q0^?iLv}r{_?o5JzUGwHZ*z%Kl4yf~V2cvI z4ZUdiXTk&3mzuS#e?-_>p#$k%0xNcXN6Z*90!20Ux*_;E5p??MD-R#gSyM23X&;qHx2+91p*$Vhau(cwHNfTDDdl4#9Ufx*87bAmzQd*)Ym8~kx#UNs1QRd zqWttl`iBM(6CQvtAMhC;<_R!TFGzDQLMs5=E-(;3Sty8|F8!`Qax9<_9vZT5Q!aX< zf0Zt2DVS3(0#g8sExMzh!7dXUIE~+gF32XJ0v&9&FZm7BBp-ZW&?r2LLWm=t;3!so zkXkI}Auy;Qf*e*N1hJri7!V5Id9Fe!R(bGQp7Dw137O;Xc7R`kExGchh;JzF;DmIL z#eEvJ2$rA?y0UB#(Sc}vV>b+JxHSGPy-Bvfp72+JvI8l*2x?HgekBOL@CY3F5p)Qs z{UQQ!u0)Us_!Y5;g+OL}>#;b6xNYHLaV4Xg$Y8?4^m0;((Brr$LHqg1c`A7<1?BSK za#^K3i^_{+=1`9a(jpf5Q*+ZN0FG1~7+DcCBC5F=v)CsMCkPL0Zzx~^c?Oa6(da%> zSR^P7Kn)lTm}&Nc>6@WE;5`sMKslqm0tojVZJXKt zXmQDeQVuHbYS@z6s@fv8Vss*I!(T_j4c*^N+#0=zc*1!@@J8q0lOaVyRtJg+Q0P(T z#m|bcNw!M5@)IFGhRO`u=KHn=tBG?7amiv4cN5Et856OP`w`(=;a`$w5o{53;U$cT z7{b|esY`7OSd--7?~wM$=TfLqfRNoFt57bIIZ|lJyB3G4GATVMX;r4ysO7l|*@@kj zA?l2Yg;fp8YZNIJI4Ye6&o?qCuZgfLu?xC2*hk!f9*H7T4TbIt?#YLfy_1=c87Kvo z%Ni-REjlfVoT;C&{Sss>2Ax$fD{8bc4QM1s2@lVbXq3p7h#I#;A;-?coC7{NePDRg zdvki@RHjyzRqj3`Sz=kDEU#JmTk2MNyCku=z9h1^UB&v%qJTY8Gg5 zXnrxrR&nbHYZX0#b(I;<9&)_79LPMyM98FSdbNNxo4Gu{e77(@Up~)K@TingeVLb4 z-X-`R_*4k1JR&Wc+aP#cIBgINHINWDU26D1U+l>2^yx(0{@5PS&geeuF7F=Xe(C=F z0QpAsN%V>R*7c?c#sP*81`1XM*7EB%m}&rdKs)#|xF#wxNSjF+{E^+?Nxfy+X+Ij(+BU-!yaKtMsjXx^0G{9G^nT;1|5Si~@t zft7KVivXt^dzCZC--qS3KJ^RF)mJpMV###Lh=~HX;ro~S-^WpHXKnUc=h{WqFfBqY zUDgUN+Ah%^0q?+YUU1o>2_u0eWhUjv{4*vx%Q^%#ur(`|CQlMi-b8i1R=e|^jNMtYO{y!Z=qLHU>X;ryrk zh5NYiZN+p)pJF@ie;q>~y9D{q`p#bFJ@-crBnNrnMnl3u*FgH9>mkX*&-M7W>yG&+ zgVqpq5lj$V3#AE(=erl66d>hi6#N-+9Z4J!GpN#69o7k72t^un8ZkI1ILO#9L3^Xx zY_sL+P1z8&MtW?SuX09ftKFLc_QZ~ z>EZ@XiA%Lp5<@74d}nB4yk`h$m~04dD4fVlxzu7IhC*aE5?qU@?-*iQn_2W76sp%@ zNIytcOt>du<#-m$w$G-s(QRA1lb#^G^SbZR@zdzjp3}_LtZmkHEIJ;4Q=Tm^s&H35 zuc6W4?jE+8@@oogGPCd@Yowu~^=zXt)|QP^nM=>Fd-Oinj6ew&9%5x_wJhBTT_;;* zYc;znE|W3vUDOqFJa z7Iy=uzRLmJKy)lRg)`-%Q%+A+z9phovR+aHLu*ajNUo{r%*#pQQ7lST+M~+&vUq)^ z!>yy{;&ydGr9@d(Bc?XG z(aYpT+X}p?pb+UyYny#3X`c8p`W%Pnw`*g|NKwgw$HetB?gF=pgVvGj8f1T1K2na% z-<(XIB&V~})58UWE=l+6%rI_;D%wt)8_U_X`(w|UtkdTUUbpSXk2>gSv}hee?Thw9 z+cJk<@7x3McU%rIY%tCctdMqEPVFms~$n{BaH z{I0Q%*Atbus^b<1>zPe;2Q;si!|eI4@b~m*OmC*oI_)z&Zk{u4jvL*+08WF=I#OPv z?+5SB6Z}`bp}=XOd%_LT5fU#_T3($O*AMaKgtU?&UdnH+_sPRGmmb#-209c@<}a;> zkA<3yKczjZ-}6^S*N&?XpQ;!&#yTmT@;(l`)aO>;9jPuzjBVF-*Oa`e-Y2i<54Tq( zk+M17z|VpA@Bh^UWo7^OfS;0^tr4x7tiHLCfg`P=lfL6W#v(TMR{wVR$5lLfS~(?Q zHJTsLlaY*`l@S>Yt)7E}nTfTPk+mb+ALF0X4z$K*CQkN7)V7Akv`*I6KX(~Y8<;v- zTTnCpV55G{lK-zcKKXhDX&rt%Y&)z##ukL1`LJ7Pip0beg5>ZJ_Q-sD+pB%gWl-1l)C|j|@sf%jv1ND%{ zFk`Qho{EL9IhoKX=U_IAb0DKReJtVJO23(|}kcXd{ zatHD7z(HECTPtFjwCbRLeVdFsgQfjn#EfN1^%8WoiPDhFS84cJCZUwO7~L4JU0_Uj z*5aZVxq_o`SQ1)AV(6_A;|Z-%un$Dk=vEx0UIQ}qi*(VN5RrfcL4VKjv!kxdm0 zVKM^e6gosxN7^elo)510`S+14Na*5CtkSRsVkQ1m#Eurj9w9?mW9>l@6o-I*Dg^PP zWpS(y?uQ{vx54m17vQyrGw`r)^x4Uk^!wM{a9@l{Ed>dm=)%!B!*QOhF2D+y%|vv; zKb)2e*69ZYP$R8WWsS;C6;S82n@f&e>%9y-3|7)|sGx&AR0rr4)Y{O1k#5{Khq=yZ zt|q`mObPQ9@X7%$m96V1-sfY291L?`D;ZXjRU*IL8*0Ml_1_>qH`cANJqG*tQ9lJU zuF^gSCkbd#G{5w7o2f>(?t;6j=c}s7c3m|MTEm%YnrvUeD`MrC3)WA)O*jz7WT+Y4* zDQIRU&^It7j-P1+%iE=;=(lvU?L`jAVX2@+yx2P=?lYl$PXT_U2(FdQZugTc5#roR636u-~>#*U)&Hh?Kjfi;zb#sIF{jb{t z8}pBO{FCnXKiVGt-DZC*i-D0{n^s!S(ca8e^B)FDhxc#C|7^$q+;DyjQrwCj>fiRG ze;Dq6G;i&n@&6rL?mv74uTvf}DA5532!d)mz)MUY%|A~vE7^`6LmdJEDC2`({WnWw z`S&IM?;pazz{>a^A9IO0@gsR$b^nn+2Gv-82ZRCRuf+szbEEIY@yFuYTA1#WVcGt{ zC=`;N$!l*dT+(oI*Kt>uAxh@IP=q5hFI*?26MdAD{{ZYtF2PN^g3o`_x?QZ=eZJ|s z-uTnR#p4VW76!c6)d)Kq66X3zS-CH~+Y{zD-lLw@`wA8mf z%FF^le?l>02J+NBvg*L3E^-@|z{X96Vpioe(h@Fq1sPr$ z-cOhoY#8rfD;=PP6n?^`bQr_}P?p+*f`U$-A3*XpL#z&ykQ>KF=?JHgp0KH~@BD*|{51YLi_FuW% z#fb+r83m@)<&^#hx51|N8KPk}6rZUyOvcn8()t7(UOx7gKGDQu2lxkP2Ko=28RPD5 z-0Gy%9J=NF()y-TM$!F_*;`YZQ9Xq$dVbSMabbkr8wA+Rna}mpj@1qY`uElMj-k6o zF<*!?`6Hr!EGUKr2Jk(akVa*6Nrutx+iqKzV!m=;S^j?!;P0syw7X?7|vNpu|O8=qgT7^ zxv7Our$r)W3qG8>D3}AgK=>@7Ucnb?`1An6xrov?M?4I>!73czS0T-87AGbNNS+pX z3bgk@VzO(`+3q;QG=PU$#B)8_<)Yk+8Q5id9nwEEM-K!7 zGs3i57TPi4K94e9y{l7BV^7V!{Z$8Uc{u2T#kN`%VN(nK+ja@-;b97@?QU_FMSopJ zI`5mwKDyX@j(0_RcFL%ePd?*UhJbIv;7@`m=DGI4A|T2r*(H!iAqh~%@D_c8sXc3C z(JaNh=1iLfgF%!QYHUG0oeL(w;i<#w8GE{gz3W+MLnX}wDGFiA%p&9;g0OcY(;p|0ivWJ7(?x9Sjo-I9e5#sG@> zY87-bULpqrloVO}5oT#|E!zIqxZGtE7-c#q+2If;k{C^gb|(h!fP#?#RMv#O@KwOJ z`C-2Pfy#95o#H2=DRCL*oG70ptd%#G^y$fM&JGDI-7vo))p3{|%auBp|tJ~i4xgP|rYPUatsN9p|-g%g)+mdtIWP?HL9c%1MsUUo4%2LBY)adh zv3t2^Ug@dzY{cp5)iOQKXY!fW>dF$|Oqx!DGI%i+Oxf+V(JxiQiQlosBwM+fIC@Vb zr3X6hJ4cWkI`#0^(5XV^;cpX+o5&vuiA=bLATsWGO4X*FZ+iimUyqtH(A{#I*ScX0 z@a?vnHB7xdVw*i!ZT|YgTe7D>D-~X|{)gODS~Tsn8ju%%wd#;V$I`p=*%sv=+rsrJ z8Mnjzc)WumIn!8&RZKpT&-`d0PXna2I{cj-6*^Qp1n^f^%f(S^*I!j*sqQ!heeC{^I zvD6+xl?2Q^im$B(Ysew-)mg$JR0TP%@u^;L=fdUMCLgDNIrGja93JM&5{p1YTDaGB zaoP8E(=T@v6lTtYd~T?ASpnM8z3ABPs0^)CCm7daYHrl>_oH5!ybPp|yY;K^dE${~ zoR3o6esX82*(&w;SNNZ#MDiuDO47v_=bQgN6m7Fbh8!)m`eycaF@ z>g$xDbIrZQm3>@gwm1Jj+Y;ezv+BA0+nm)ejlcYHpjA0rJtdE{yeBf0vOu*}$+&QG zc~!}^1W^5BZzo9FoyL{#wGL{=9Vq2|uzNU~u}Pk-otkZ^hL{;v)nZKg zX(52Ua$-QO`ruq%(E*3$qIB;)BXhUZr9^lS4TSo3{*Iorre!A`_=7k}+%F_V%xX^B zrOnbmm;Jo@IrfV8P4MA9g83sJ5cDM3TDL33;HNOyJY2r4yA%));plgUBppq?y7&%Kiha-?w6x#K3X z5%x9CILg~jX+}AttB!Nx%KZ{uw}VE~6~qVo2QJOok;`BKP3|ErtC{x7NGUsA=t zq>6t@75|bd{v}oXORD&nRPisV;$Kq5|F2R7+y9SJ1=Igjs$l>BELE`oPo)a>{~}fV zjg<`G+M}6 z@SgcxIp*+B8JA1LIV77kQamFIBo>w#)Alp?*Q6kK9te_sj<2BC0DU_51LkmEI{byT zLJ}mC5|S@BJ3xp&2agv|Du|dv3=+^z*4QNrJ|CxV^?~&Mz}#%5{H0Lq;^em4V6BJ6Ix+`2TCdEO?X5b8cYHHhGf z{(b;!-}u~6`&eP2b!~d7H67?dg9fW!<9mB6e3hp3>^W)zoKh`Ft#~x*%4i%M`%5oe zy&96n9Voaugc5AjHI##C2qlHM&2BuF?iQ@M5dW zWTt#%T1X)KK9bh(S{wefGVdRoO^#`dm&*N2uLaCLn3i3apfp{&zu~GRlgz2yE|bjL zM_{@On`EWAk?hTs4{U-b$fU2YPi%x@;f%bX{hbF%kc<##c1FXQvFwp;OlE5K0cQXX zgsJ&${6vP6V}s?beKDBysu9PC#-T~~*bY@B42b|oG7crnm+na=*zeXv5J^JH4aMBuFW}$IBn;f>Q&na-#!BQX!uVAN>niGw`Z}5rwnc>;n3(_@ z=TMJiZ-PY5zz(fB?vctq0Ik`(h!pO9_ZHLdlefB9WHB_c1W22 zQ0p1H$Y9$_kBedp=e%sO3mC(ABe!9O?dq5y?^Z|>{RK!7s(qeqh@4u1;6VwD*(Q*32#dWOAGL9p}q&@ zt=UgnTq}ljBlYOjmq@vbq}U4*Qs_4T+!D{Rft$Vx4eN?F7p9H~Y+( zx|j(%yF);%V7qWlEHI15HX$Rsm?}C2Ie{D097;rpu_TGsJr=#sxH`$5Y4A@Dm zpmG~;3KDDXv1#_zDq{H!)!)L{NUXQr#`D|~dVZIic@4GJI-|oI_z0ReIVvtxuULgp z_4Dq}xucDO5RFmkITc;QZ>3B;$M-DfA{aAD5&reyd>ml7QysO@6BXC3AR(D2qxeyB zgOX-H?PY1J6cA%VxiCpB8Q?cC@)9MUqRjE_LFy|p1cJ@VBV>y+Fb?MGG0K|=k`hlzY8%{3|6(_z$LlD zEKgLzm{|Pvi{VI4Qi4lR;ax53=r^_u?K?{7L;Zn{wMUILKj;7+`z({gSR0)YED-Z; z{PqLj>hO3);}p!$An6{3C$w?$N^B=imjaR~O+-S?tFt}i`?RA5gxo7teVK5Q(Xo06 z`%xRK-+SfCk1yLAo9=4Eo~Cytse)d0*zE7BEI|7mknWWR0f2U)>t2BSl|NxfXbEI) zPhk{CxE2|q5yW**QL7v}^`wPcd9AJ4S^6l%nGDh`oZL{CH_{~ymoUAuLVY3v*+Rvk zF*DY&QwQ_!oAwTzr+q%c#9x1-qPDdQ{z}@F3%X#7_Qesb6Z4qTo9}1!Kl_CZ~Li znp9p)Ry0zHwu@3m;(kyI<~hE+S(w-W-n^O&F@|kLTfbdvUmc6)X_$X|5eCVQJOKVX zhLV)=hmu3ZXn!S$&TfSWsXl*#y_fGSH!hYwGYThW5_eyWgty-kmNh-GN~o7t!O8A?c z|H_V;T=un&$4SmXW=wdtEx!6qN%n4A$zN@4@(jfh6ErjNvz z!UBgy5|g)+<#J9xUfd{1f>~*qp%c-(hCeI6{Tan6DK7+@(ypSit#N#PUHMs|;P(|# zuPI6^5Pbw+Nr?7h8)VwESushVu-RDry}hfppCj~^1tH5Qw0s`=KKs9|W$ zqG#bF3Apv9J(vSDv2#AE;C#9b< z5BfiEQY3q1e8#@L5V~8BRH&n52($LI4B(x>rxNQ|6kfYtlJ=lua(k5=~w7@wu=H}K&d zVch}n2mtPUJywsVyZg2dzfR9~ws-f(=V|LxT0#bMFkN%QCu!!d&%ZXuoI&NFuOE36BO3Cg*Sw2uEwq4CqeQ=7e;?@75S7efhveKFrYaoGKI$u)t;VU;TF~F?eCWb zo0^`T?Cs39qnYk4fN>Di+t_v6&Fh`*o_8x0yHAfvG#_EsZyd&pk!Xd4rqq^WYQ8E! zL9qk44QFb0^Da%B%;_q$ty@h#b+{4QDi;gMt4(*D9qUndHgB^o&8YFV#|wF*cXu|N zWsg7-)&_=M9IXw1e{=i82b06WPi6t@%lWuBpS9n3Q7F(-FB8kY!C(v(RS3K-kyPI_ zJ^er&qRMV_Wx9WeyJsCgVl!c)3xq_y|?kz8^9kPWbF591`r@S)swCn z*L2_ZV20qAcexm<`h{_fh{6VXja3`-){^JqPl|j>Tz+r+R?Zp@Nzqc3Gh3B)1;7MbM3$!hn%r z2Xf>2R%&$BK*i=A{WB9qNGAzS7<3(t3HCA7txUWg?X`ndA}aCH+0)8AYf(eq-sY8%K>|L;-;1^jeYNc3>v-0*M> z`7Q}oVj`K?zboN#fW#s*PQnP-N1X;Zh3VADQ|0LIv*nT(KqH~k2f^Idj;JOmXxi!> z$%DH=mV%E&5Tuq&RVL>T`Bsgf9GvUo&4Btk)S=D|phqifj;FKh!0 z4e*1PgbjX=Sr{YfZw>mhZ>_8i!m>*D!daHD zbQEJN^(b^c>7k0`@AJx*=~9GQ4(pbDON&i^4^fRfv~^J0z_u;j#c8y6)Xp?04?WyJ zOw`=i1+Lrd{T3%6M3;0=l{HDgE`^*+U$5rfKdb&ghOAMxjYakDS~ zjK&4+77LqF1Mw~JePfo+vg38JL#=~7{gVKvQlA<1Ku7O09@9D$&QC!Vm%T+50MY8q zW~JN2C=NNi7@l;)Ce7h%Ber6S8)s~c8Sorcu6L)bVX>5MLbQ+9B&u|FNl1z)TLo>H zmfGuK8eqO}fJm{@H{#i3Lh+W`ct2zIR>fX?2b9rBkWZ6ePqHt?+VwgUvhW9IhkujZ z>*X3QDO;7?k~T5u7uW)P9I|CGjHQtn4?G~yD}B>JW~e?a%~>qj`e~|j#CX5dR_n}6 zX^{Fjo)fXx4=e($mIpBmy}&u8^BGZDBu#AdCK6R|;N09rmj*k?KB-9JBr3;Dc%SM| zg+`KG#FT&9M2j_ruaj@k-{ReBNMYh}piHVoDRSvT z^u;+!sEfH_@>12n5=F?tDa3K_@+l{&!V-=2^|I6b_({Aj2Pt>|z!RZ9a&HbhKT4%! z7^#kMt-ixEa4UiaZ{`r`NiyrfFF6o6ltyOApb0@P1C_;m)n85{1<9NG=|It!()NK5 zV7CXJCOD}f%B{Rq>QlXp$^^ZCQVf6wR*iw|NM(_081A{}T{7Nes!Dk7=>2Ee5dRpVyt@y{-VG zy09*pNF2#vHnqW016N^2bxwrX%b-&3EJ|SH1!tK&aC>kVAO&hzImm&EZx_0TOnuLT z6okW3(BJhDU5$eiQwy&(gp~Kh0+SscAVr5fn_gV#su5CUinz!mXfwBDEYhAMVe2eE zt95WF6**sN6;5~AEB_gGZr-j;?!7D{qjhaR*^zHq>@$C<`zv-X#*77L0u1rq zXOLe1lK_kV=ziGsIC0u+bIZ}b8plS(5n^OmE2ROBQ2AC4pm%Q1>nZoHuDf}s-&jij zSR_~PH8hQf0fNO*dM#sFatz^jxUK&OiRomnM*Akv!0i_y1Bdo44jiYP)$dxN8LD1l z1#o?Yx;(iiGm-r58fer=kz!acItW73)b;+L)?GL+o*+mKMhonwQ~Cn>M=1KfaWbSZ z%&z%d6B9hw;w#@>A>{gcCCJSOq4U~&l_rWjmKm|EThVYY_8)ikca(v@e34AP6TVmf z^k^0^XpfWNHKg8Udn*aZgkG?TCkdI_D%rd1*iEmR0N_v@QNN_K03_=(-Ab8W*r^z{ zh^tHk$8>%^N8-u2KAh4ng&k;$m>MetDv|C}UU4IJ`@m&rXjOllKN=9Z>#jiAANT^J zidenn!wjdqfB)D~Zp8oag zZi>R*w@o<3S~|+$l|wB0>TV^+u7)2T+HgW(ZjWGJ!QP0=JEXUCuRk)p>Ut?Td@|5| zr}B8qm^`6EzDqS|X;i=Sc+~39K-47A);f3z3Qsk(zOOi|F3e$4BTo@uNG{DFx_9Z5 zeIvfEjFXmO6-=0FC^LMH6pr<~NJB$lm2deL{*Xo(xnWR=i25ooQU_V$lJ$C-m+kMC zZ@xC#5zKD!2D?W5B5BH;_)-+uM@F#$+`dVV;r{pPHgfdnRA5G_RPp=pJ8}%BSv1Vw ze)bn5)DdGU;bQB5b0fNDpi1?%pH6v8<+)@O)-hH4@J5`iq6i_`F}3$$&}$1 z3)FE4MLA*2ZhlRepbv%d^rCKYk;-84VF_$eb!U~Yv&xhIB50`Rh>5{q(mk~~qGHKP zg%ff@D=av4PmGRV3IGtP_A=v;FdI^c6sJar6gb5qx1Rj-$}Wa)5;10q?JKX?{nG(Y zG|i3xyiBHrPc_X*07Uq^ov8b8*c=sImV>U_8?=cRPqwd}i4cx)qB3E!kIl5&20FY^ znG<`t=UlPqZGB9Qq!tE~LUtE;WIWxF3vHx{Rx$h+rKNjm93h!!lwMfP6vQM4tjp4rrbmh)JoZ^giY1Y?l5mLS8Y7n!=?Q5c7c1iEbL%0Rte} z%Fb`qS8Ba>l(@=ufy}0x$zR$~RQFr+Eh=+m(M?rMM#7-gIaozB@Uw_y)`> zmiuprQ1o>FA;IK-pNGrHz(n^S;@j(&TH-aB|8&WH**4L3_wXTN(Ni;kf!SgH?minz z!#?53z`p)4p>(L5iMi{Tr}Z^eSeGiJhGLd3&NRAd^!IL5sbuQc_cloJsWhVG3jiYoD4Ovo;25w78r<;6dZeNe#c>9k89#^2JT7flA z18l|9-%SyZ^I&6yOsHreHTvndpdT1+ZK~Kq?U}K$LX5GP;}V zs5`%Qgon&nSTSjTT5Vuy6K}!$5epmt3m)!6@ibzcJcYcQNs{dy>y(94y>4%G6`LmJprmiHzi@9skLiKpP06I} z@K4s&ZTK>2OaR6G0*?3u#^njI^q7A5`1)X5tQKyT)|mDF@${*x&L#k$9t6LFZwaP6 zJ*Y_xlPsjOPi-7Z=+LS*G!cx_0K;e~^}V!o3!q+I zrQ{_^qO|25_pHU64Ek!MX=0A!f10PD9T8I-oRQG|;;pvy?pa)h8Lkh}^}q^(u~{Sl z;2EgQ-(0-4rWQbV3&Y;{a{&H{X)4tB9{fuQKDn)F^N!ffGm=O z)%81(GNYGLrRKJ;ukfgs?&_hLx;TVkq;fqLt_M8(OznX+R<{8C=JM`L(I_7?EaF-teuwCcDD z-AW&R94sfilSFeY=2UB-1+f7;trnXKXC(w^$qrK7u06moOjTt#jX6UywvGVzDz;S! zbpg955S3CL5EW(`G%kf9?gR7_%xgH)_*GJ;f%bi3V^oq?={h?Po+8rIvtJFuYM!xU z$DB^W(aw&^dP&Njy?(8+w*!z|$Pm92oC@|F=9gwc7kQuM!l<3G<6NlyrwZFU31>Uk zSKu+s49!G;OJZ7qz>sslxj)>>OYj-pPEeOImWZAY+VCm~nD3Fs_7%nL8P6s49z?qza`a@wEn=bS_4V#5Q;UOw_7b?%Gq+V&*4`SDsh0+)j!W!bnD5Dj@u3N( zMoHDOn6ip22O0zfn?mH@QPK?+pUjb`;A4%f+WBU0O5fp-xmGm|XPc)rZugh^_wl+J zrEF^@Tg5nD;rH$!i82M~HSEoX##wtb)&cEqDk_@{)sqHy+~f_~h&<#GVHi1-f>W}u zAR@!(;D??HA`J;VkdIvrJhbKZ9_ys|?2Ok5@W~^P8!D8KN62n_JXADPl>7HMWNtYG z4@vyf*<`0-vWXIdT?*zUj^dOdS8Wpuj-dFwfuC@`zs5~jEaA^Q28M-|twVkZ*ppbo z_dDnY#435ySjuf&0bnlT#rXXyUyNoCU5@!MBR%PDiRttNaFi2i$P19$!Q`MRx94<( zk7vvafX@cT4m`9x$!*>ObQ zw2>DOn+b^>c!PCR{Ulf7GWA;}&%kInY(q+h{`ff;W_6$wn$xIP z{>*`Km+VrTaaX1CY1DUP-gq5Je_Yo$r=^DeC`&LeEtwgZO}4iFI;x|k;32?60g!B@ zqrQ6li-?$=`ds4n0~VDS_wO%Cd?^I$98D>7;lVOR54F{oLWO$i8KGCkj$IApXRZwb1#+iONzt8== zwD*Hw|LHgiAs{xN|sKlLYW{+-gzyMgkLx0d%CMtAh=JGQ4tdZ;gZ zgtdG$f2`bDIx+F@vdb^RvhCx4g2Ws*JHbz1sK1#{z1h&gc4YWo5gm zCjQ#woZ3|6!2Uo_Y{o|Y&GrBSx(gM-r>V0dR0kd8v;q3{;7b6WP|>3B%zNy=+Nmg1 zO6r?V8ClGX{X>>om?&%jo)hDv99NWDMa_$vYTq_lQQdxnBe#V5j_?&c3@(()oduMf zE=*4p)yy&YXea;4P?Q*nE8GLTCh;HSF!r^dfb;o2dI(vG0c!ugoB7Ug*vPEy76Z0$ zGRc}Z#Jh3CQfaBoKGr#jQXz0N3!GgAJ2HrkMW+3eAZo2pK9HA=Z?K`!=7y#$fuxgrGS zW2h!~@bJEW1fe~Ym%#b`{A;~T`n0!5u$X_3%HIagp(A5qcVZCY`}9DI=@0+1OKmHG zITdO@udKzOPC2CJ(5T)mxiSwGxd|~IF0owEwK)BRi@E%yO)zKTxm0=Y2mAz1|`_}a9m z4NkN<(2?6jjCSW1M$TWBBB2^}t;tMX`Df-!^35)(3fgNbB`nKf(g&{Q%+l|_TMnH- z)>h1w>xqw_AiKP#HdOAJNtj+6)%DE#mI*`?Usjj8wrZaW@jh2PYqRB6bd_tR)-~St zm^GzWyov)*DUx!gh~4BFD=#fpl#2p<&Jw2UhUV(9RffU1YSD+BH#WrP*OFPap~yx5 z>M40IqyP0PlGlj<2#rc|a+>al)-)BWRde9T9^s22Iwbo!0cq6Zc!&=0HQh3P z4iVy{pPlx_kS`7y5ypuG4ZtV4)D<@;<>6<*g7kQE2xJnFR05YZYKy|CkU()L@)k!8 zI-0;wVbhkaPIzxPoIz}_?8h1g_=@zYdCB=b*m zWFowSM;lgp{}c_PwJAP&9f!Xt4cDaQY=xQ8!)Pp!FZxFlEyj+j6mCX*&rqT=%v-rY z#VXD(#9P2Ws*txy@6}kJ?(NOQjekdD;Qv|%Bd-+TsE@VC)vybMft{T*3lAdF zS41*Vb~1TW#`EO#3TSSsslmzwS(j*)P3eBPe1my*rU3m{0fL_Hf7Y*to{jxKeePgQ zSYx&QG;cm}0I>UC0)!aM#gv~P7OKaMDN_fyN1PMv>!(s26;Jz`LQFAn40R1R=fV=v zxp=*r^25V15ecl%;33h+(ZZ*Rt2=nk&fT&0eP*{s4rWy*ydf|KTU^TW&d7Ftf@$8vZ_xt;PY=c|Wi35QcXDuRTSI!Sh2@EhDu>{Vy2watjyA5^L z{<=W|VrJ~)T=7j}m7*vz3@8Xfz_*(OnkM6I;>)kp=N}J)|M+DfC+iv6S;X^_%JZ0( zzAZ}r>5=|b`h?LK3h{$xT%ok?%<1;U|9HsRk@4yHCd>V{`ToS;u&Pgz5?io+ZvzxR zAt{_4EI7u&S?;C21Ua1C$n^{)s{j&cWU94QeOq80_k-LEqR5pM3%A2Uh(zw1NbCOo(tA72 zf!zSb8GP7l%sm*mP0^gL@|}ruDBI<+@g$ zXoV+xIw@R@&QImeEyA#ma-RTtxs>yCSJRJZK?F3$UWU@OY;gC$HWs}@Co=xO0* zV(0HL1M66Tsd&KRUpLpV-xAb^_>cWN(MTApf}8srFziP%Ugxo>t>Egvb4i+e#hIy>wtw&#h;Qsp-$m>N60m@BB*8@zX(J zZAuUu;8IbiKq*uZb#62xT^Bdn6O(ryUrL3!BO*#~H zw_a{o&pj3*ix%RJ&s3x|q>09>NRAKGjQ>p_Kd(GXGNFE)*Ep$AM`ohb6Ys<)#8)U{ zUpZW&Wqi-E>XRo6`-clLF%QIo&u@dZm#j2kgRJkU-0Pjox~ z$L?qJV2p#R#h?S;WLQ`Ghx`t)jt1%+!GaLMZ7h`CW9}D84WW29VYXlQ`zsH#THW4m zIgwh+FWoJQiMMU56LPA6gy~9B`)o&``c&~&uL4Y*d=*b^Gx6ekWz7l)Dw@4jb315# z=s3(tez-}$w-%BVy!#>H`&WvuR6SKBr2`b*j&aUslZx>qw1(_E{HkjY*;0mlOC~3> zf}c)_miZPULT@614$V@6=~^Klm**;7iAOwuS-f{KZTD*3>a!#`v^T4Wm8oBk)&L*& zGLp7<%(K9vUbA`NWSLO@y73!h=zlYFy19H~zQ3>zgS3v)zlZ)}A4;+ib9KUK3H!y7 z$`sf1p+^d}^s!h&R7aV$6t{rdYiZseyrpQ0-XDlhol3v$3PmJb;@4mgAw}x!Zcgk> znxQ+GvmI=r$($;dHokh=nZ7_cIYn^Y2^CFC0=s3m1{TTN_Q;j2Lwn5n$7{uypUF3q z1sGT-%0P)P0 z8kW})SP)RT3n3NE9?W=os)a$pb@&FVkdOtA(RBstLC@pg*{d7Zfl4Q0_$%{qGPGlP z$mTeAUUHE90+BfhzQvbb->;{jVatF=rGnIE1dBGgWHy-G3T+jP@%uvA4mn6I4IzF& z0>+T&f&w?ntUG@u)wucUZ(BH~=3{m~2AXnl(FQSpGNbEMchZO5&6Q7US)rKbRpR@d+_>ozQ3qLgIICM*q0 zw;yYMp)tXWs&oYl+w(*P#Yis%tym+oQkPP&oyo9bxI9O3lTSdT<`moN+g0QrMe8L$ zJ4wd@hqswM1<(oCv6wb85c#(`hXhbOxs+!@-Kq7YJWP1Ko@&o>N30Mgu3S!3BAnQk zB1NCj`!eM6x!q7Zv$w@{boU_0MFGzq1DP5B_v0CKXF|B6KX(Xl+ z9CMNCzdhtM!X*n&Fs;dd=CBdS*)+xWnYBgo{)F=!H6A|cHVeF3d}CoeX)gg6@r@|C zV1Pn(J;KE0D#-v3p*QA?T!|AV?s`ed&WwRI9=3$MvnhMPm_W8?d>=!$pSyecZ)cXO zt-lsYw9~ECdJno$Y|v?(&W$zEk$v>$r)T;+Ms-T)`&6CryLoJglvtD(5$#b$HK>K^ z@6_8DmK=O=4|S3CK-EVs?^8W4MBP3MlUlG3BO@u|%NcSIkIFONpI~Fjq#oGPnE|b_ zk>!^ZUPRV0Ns(Geb??>%77v!CAqo#4SdtcXDo}^UC)=(3H1gtvOh?3q=}8#0AETlP0@kkSk{SW}A_@ zoPJ^+S`yHeK}V8M=ME{bxFK&!89!rpy^sk0om&>$JlG8IUjGJU4a5y98ic~poq-9> zOVq)=`WLX6tHq1X7^bUVR};TcuT0tJ^#5Y-ouVXb+I`=yF59+k+qP}nwr$(CZFRZ2 z%r17>uFAr$cdvE!SnG^$pS`cn)t48Ub4J9B5hF*&$OrNKf3RnXYM83ktDIbtaA=uI zeR>4BkO&R*2KBww9#C;m=duPQe~!bq`V^OSowWA=3eS0tMY`-e7-V;Gm0r3I#)q`Y zj#sXrr0$TTwQn4&l!k=+gl?OzptLXtN{fnD2QR;hWWAs0RT;{)HnX*+=b9n8`lS;J z&gNCT4ykI|HrQK>h*f>5M5`c+rSM;G9kFbj;q;A8#<$#z4L#WKQtb{p*G@tR(1T8t zxSVQ8T1UTZJ*8;?o*2+EL3EuY7GPKZM_<4HglKW%CQ~u z)aqb12-NKMEe$g>*cv5hYzcp{#_39RofOpQ0SW5rWZ2a^r$j2fZVDEBETGzX6wJVx z)u@)|2AN2oP|+>Qd&F;?50$2|@>kr$dc(M4&$TmGqkCdTgpu9{-=CUc?uq)v96n*^ zpi#r#F!d@pe8OEhINm4`+#G&joZ@Xc_UrN+tt>ucyM28Jq*w_=1BNOzG}icu(xBRb zjQ79CtC#7J(pL;frzQ5O|6GYK1Ur97^w;ae*yotZO`Ow@`Da{8lpgx!rDFeYW^H$?F#`XqwMN=% z9lJ`8>Y$DJpfdtL7wi!XlRcxe5y0#xJ0XUQF^+wkKUv%^^peEfL;(zZR_+Hn4>As2 zGZltvF=Ljx$E`rJ>rHv^ML1vX9Ieq!(CO~GV)^~!-ZCO=p>?jevKLSba)Dx-$M29I zLyLkcQ1=aT^(@p(7^-ZHrJ!y`5sSW0xJwIL&eb(J^K=ijyJDzAbuNu{`DfU{>v#FXGUSfASvbECp z+)2}Vcvn6*O>_dl3oct}PKMQ#^R9ejIa9Z!>nznC=nF@a0)(Y_FO|Iet}^*EMLeC{ zAT_oI2D9vPhElVFgx(BY4d14|fEo}W75|0r!uU_o!+)y6{C}is7+Kl=oA06{9sj>l zH61?uKa3GT{+IKD5o?wc?Ea7Q0;nX?^l^Q*Fi}jtt+Sm{YR-N<8mD6GPTxUmbaT7uCAJA;_BhL1zW-J#|*dBWUof9!l-71WI4&FfFOlqPwk)s;~<;O7Zu zJ!~GqKZ*Fgxjf&G2};lnARP8DtnyIW;mqFi%YcQNdZ^r9Cw3VXQj09xvjiO4Q&ax~j0~ zf}(XCiGS3H3om_QQU!G!?@MBAu&Q?&?uRbYNk{S-VKw~YLoGrpo{gz-+ACwu40Ns zGp&;;^TRBCjBx~hF_cv97)hrW;Z7(JrSU-t2!}5voT2haePga%s^RB#`11sJ8ot_v zpy0_gPsNUPY6rKN%l8)K21%O2OkjT5NJL4@q^@W)H)KVjvo!lBIJFpaX#ogjtkOK` z@7oJ!C=wsO%;`B2dm(Wwa7D^dH0YjM6~6Mv8mMb$Cb8F8QM8+OH{&ZLSd|He)fvLJ zgB@wv1u=0P45!NoRbU$ieo4x1!>N_lfu#*;rX-idGWqlX49P#zZe<<6&&p0e44bEXn#WCl)RE_*&>j1O(#h#R z^;fYLsuG7Qq5w1f=lSqXng;*qPpiOA{_nV{`+vku#XEPuUgz`b z_a9g-p7@< ze$EseQ|G1dKvb8Q0DZoE?xvfr^FDX-v*&Q}IA7^c{Q6l=Mw$SL$2F1D#DKtmY&;-= zNMm9&J)~oSR-Vbgk*zqsaMM6DNqrPrYn$H)dvvpFSdpUk7dAP7v?<9xOCm@jUMq6* zxGmA7iblZ%>8C$1>{(>EV&xJz{9-xYVk!J@t}mT5eQN_SS|Z`&Rv-#|mCqh^VThNNgiZj^+Ef?mT=^x~*$vIh_j%*e9+P*^zZ5EbA zwi0hHF=_!S>%w8uviXV#2OSWlks!of#TUI|qVr;I%1_Y`CFVRt-0K3 z+_?J2|41&0tGPrk4dPD9O)p0-%MG=;rmea*M4FUBZ`fI{m7Z`=;V5dOKJiRV^x9-p`S&>xU>IM)9x|#Lo8mJq z$`_S@HN+$pN_nObf@L!0r`$LT*OF2r3k#*S2u$mI$LJ6ZvffP{_u zBZ3mC5kjZs{orH%hBUp}(3v)XBzC=bH=cg2s{F_4>l*8y@kL7B{6>j}e28AfFPF?6 zn^t`Vx!o*poN}>IMQS6G8mxXDCsGVGZL`*qzp(>3#fio`1DeqnhWcjC?^ND?~nh$7a6Cv~}_L<3akFx_M-o+XD|ZTa#C=*^{kz+ye}V zWg8n)FyOe7-u|sMf0(Zxq|~zcwAtb{39&FBLTR_4fZ@hI=o#Y~;4> zXWq$7Gce7y8HSf5W@qJEoe7+m9J%o72+y=3s(7>YAUy|}{&`U!=*|0WvvppvgY`UH z<-~dAN@BjRC+@*__2||QbT!lLI@lXma(C}gpZ=)UvFiQc>QKLWk#aS4;+B5r2=^oy z)yG(1AM6W-#p>QZ-WT}WNJ4I;FYm$i1nZU`?~80JySAE~6X6?N z!#>nESX>|E8*HY%=FX1}SZV74dXfyqF4O}8c!@PP)))I(UvO7X{#{#5%!%~H-FsbI z-TVMsW1m|A1#l%XH~zDlwSQLA@U7ts3{c64@eQV}A1BoEQk`TRp5Zes)4A7YQC(F! zvEPYRP-C7tEmZpu!S~{m+h{>f3mf@rcTp> z8_j(;r^nR`aGj(BE>l!K3I6?j8R#lPr771iAX^kwTj)bTTN4w=lWKQaHlx^3HO(wV#4 zYaVnK0mp_c)c2Sks<8b{ezfmK9H98cRM=1!`-5rs-dX(u_@%3}JR}g2Va-L8x4v?} z5i7NAeDUD*Rx!vp8*V|h>fu}a(4Z*K)s}xJ$Pg4d;dt9mdb_HCyxJ+}p^m4-F zziE*4`kQcCuJ?!z%tpjQK zYF|9e?0WfvO6M&R?IWr<$4je!VYHVzI{KcZ3|Jvx1p zsjkt!7QcQ36Dkz{E7#?rvTy#@tC_yt=Y02h>dxXxYv0O%b8P`i&frUoUqr$XmVv zbLsD|^IPTCwa)WVn#JkC4b#?vss5Tqof-~%GNATpUvv_3UmORoeExupd>o`jpU51( zKDonY*4Mj_yWw~TPQkzMH<{~%K_+S)qK;&(sdtv+~nQn=#i1m=6~ZGtYgd5}?UImxDkJY9nK~>lp|7oYx}Y z*?lKfXwV25cD<|AA>yZsdW`heqySMYGcq@`s#SMklBFp%7u-rJ1Wm+5kbn&&$x4P%L-(uR0niPkr#;|`nw=~JLSE6CB>R{a|S^feX=ZOP{d7*_ltGg%r z-q7PSsh+wd*yZU1iUeY~N-{UpP+iGq{z1*r)T&kmgG?2H?~64<_-ly~C>TbEtuja? zLB!B-)B1{qubwZhluwU4w0c#Y;ELJ$lhYql`?X~m`ujX1#=0mXFiRct4Vt2G%7EIi zr(5VO1#z1};XbDM2!`VV=Jgr`@0!h}uI=C7z&xHn3e>HSEn#VuCRRx*SyBn^iR8ZR zufeRw?VPy|SG{eU1 z#MpmRXeD=PVOa=ODe10N?c-4yr(%vDC3S&vMNmRyffr)XktPAVTum|*c2>*LIYMkMTQ^XNf~ zPd$;hL|Wy|%$mMfzOr%lhqk4HZ$GifvKD%+0RCk+fDNyRxFo$6ki8N#O_B!TgyE-z zOC|59;PqH_B>1>lmr7|nE=jVjBFb`6$#z;LwP~1Fzv>n!Xfaw)u<#VO<|-eF{aOJj z(J2MI2=j3^Gy+4q)G3J5=4q#d5|%RU9zyZ>;df#)Hh%N|ZbH02x)R5QuhgE(v74?q zyd!=s)~CgDjzN=HP|&1Y{kTQvm1HXvYM`TRYk@w=P;P)Jg3P2Eo{i%fHu%F?sHZYO z;}n%kD-C0#kXdzTWLeeF(t#t^_jd-?QEE+X+?H4~kEPkb!1yc;!p{}04He`KN6C6| zT-jK}QFdH1E)B^+9QEX12(;~f0%VG8;*$>@VO#p5Riku+ zx>K?oJ(HH!%0Z)i`F)LBe>y@-M5o&^>k&RG2tj{q=8ZOU+srjwh}u^kR?d8vq<7Kx z$q&`s$;btgVCqImaCIZeUuclDp)?hi#(rW#Jl&-XhiQ<1Yi(_lwGYKq7Ab;aD6b7_ z;?=JV0zYNAvNE1uPrwc`KZwPwDZ<^9ZgRcNuSN%VboIKbd_zYb`V?8plw#*$%4*Gz z$|Mtcbdh9@xRyG#XB^T-7Wq!kE`iR)6w!hxiM0~)fz*elbA*Abl>68sr6&+jFFL{` zQKU9-08XT~3FxgaBQ~Zr!QIwMEs4U}ZtF?ga$}T`!i(FJ?#{4LRR>aoWh3XpGhHVK z8M#zv$B!aLv79Ajd)aC&3-Q&s=GW&{Un10GT6PsRVRD|VlP}htTFh1GXauaH377g4 zzsJ*@Qx{7IinWE3EthPeNU0F4^qQ*L^mdDw8q?V*ci2u5785K**Gqeiqp*KOLQf^- z$a?m%_82o!9!=NSA@z`Q(pbOcF)>$~NO~dVbdqUlt7(sudFqgT!PJ6^9u9;Hd3&o#{)b?PKLKmkvHMT&9pQ2L5Y( zLfRKwyw9^iI>kMy1JWV@?OZ81V$=UBvn^@>^=t-KFfHeWk0JvDOhxB=DQwMuaU3i+ zt7jH~xB@f1h_-3veW@gzVhYCMwT^IpP(qfK&_Bm%1@R4o#?kH2P`=c-AwIloK|Um7 zsNIV2TtDj3@HTgj-+(oT7^HS~L%H_vwTj1m#n_Olv>{y8&!u zw$#T1Cl|MLEm$X>+EV(2(ns4sViUz?th-_%_epf~OnWk0%4z@5!#FD#zD4*$xbhhE z1m}kPY%Si6F3ZWk&*;<4|d; zo`=hEQ{S!eG|*e*;_W-}^(6Wm;5{N2x8*Loq!e={y7Wv$?`}N{^8Aym_x1fZX}qx( zRhf_^$^xG3Hw?}j-wjtK(`m*Zu{N#=F)L#nUB^3e-?F{NZLZ_mf;&^7SeSlNhwoy( zW1cy$2gb7#7RA-QoiK!D8a`$w^#Wm`Jc0dX`(pllsiv}S=f}2dL6t7jk+k3O?W41)l@^2w3RSlNd?Rt2StOVNxahcRm|+BK8i z;#QTqfx8JU-el5dbn1teDrTb|Lg$>GO{O5nxD3Lkb29sd(A@0nOewZqMoXbDDfNBA?BHzem&dM!ytM>0rf}y^ zs_MOS4N)Qc1)YqQuF=|zmrQ6ow%FW`O-5&t?k7{XU3+vUG>mu0U%E1S<_ov(46km( zC0_dlhL2aKVY<6DRwHqKgx+8kzpC-(`0q)IzuMCF*n|ju&*~0!Eg{dsQAJfs*p%%OX!jI1#@M$QX1m!yA$*1p0Te_xr4r09h%Ft#8=NJoGRNAF z3Ff(S4mBkLxlCZ#vprA1TJAc}A|TGzByYh!&M$~EM!acs#U;>c#%*mbuak`WDx@br zb#;Z?KrWpn<_HVF1uj_kr3}ejoP-4uZE@Ldwp!>8*oA6PImd-$BX|lfD)wUxq4Arw zJB3dQF5J}H$j|f=K4A2oPU%os%{4R(Gtr%i84qyGybIQ?L74dwy5|<%?|qD-NE4s5^^LdPvyk%j%n-9CH8Fvx_XXSg|J)AYG9uT)#U@ zK{$fg<0W(vj4((@GtV_aB1tMuDhQ!~{t&2>I5|J>>o3s*zo2QtBisl}v88CGoN3nC zT$+@jazu7zZ3)UjlI+ohtYVQvk&yuEluQO=-6@-`Ge@@$ccKZ+MKK=Zge#VBHJ;`O zGgfJe<)BgzyOrIiAP@az3ncPe3}dm85zQERQxOe^vnTPAVv?Z^VH_oz5o1&q+fn8o zC%W;@_|X&ME3Ctv-)oh?DOdJYr?KDwvDxn+9M`sArSw*O4h%CI>z=m%p-?v~Fj@J& z@XB0)57(@(W*e;*!zRgoS~VkWM|U zdLsaJ8~GUZy1r;?ujhzX&4E~Eszc782u4G3gp7wmCM=uv{qf!PRosOXGo#>ob%MW~Dqs^<>5Lyx>0Ha?x?`42zG?rU z9|X`?`%<5ropR{?V8{tlltejWY0o%$VByJ81vGC>KP~Fl)@^S6tKIou)ZG5}IYdTQ z2A2PtLtNI9w8v&g`QDy4Is!1ypcFwx0@eiVz+hewPV;AY`vsQp9{}I@se~NSHZu}) z6K{gL_-k*#Jkbs$IgB4?XL?H!u{<_N^1SZbs*4%Sh+u7+4)Y9q7eKjW@ zkZv_As?OhN=@R9Y2})6wdp(_)CQA~ftT7Z-z0GV0X>v;AvKH5p?a1BwlI`H#x0D|} zF8Cgw$qDwOdOiDl0_Q10`bHa^ckm~Fhj-@6^`Euj0Qq0OxRnJu7T4q8)G3}3isn5o z^Q&o&7u1Enxhan0rt131QExa@ z-hzBFsRm3q33V7*w{|CkTR{{ji;|d(fNNs?yr`hH>{_{&yr%qxa)6#~>_HJ>mPK$L zhgMI|+sW_t;053o^E~D9Py@-Pm($5H~0Zybw5!!Vm?Xh#c= z4RNQj(N>M{SFPi`17`W^S30B^&3O56Sr=Q~JnQn%>Do&|#({95iy7uJ%_P)@)$%Yv zk+9+v=$K)(9j1NW?;a?BDJ#{!%Q6z>J2O@p=V)_}O&{yTSg#&%gsn1)ogQXBi&EGU zhUSZn@J49laB;G9CvM*Sz;4<_v0SZ7nxTxdR%foz|68x%TMY)%0&Jb0p@wuDvSgdY zg%_Q~9!~KQUFyr3H65C9z+ibF(*EwD5_&&1ERgn#E6_F_NV|5dBp;q;ZVs%>K4OY? zxK$5*5jwzj^}@&sv*EF8E$B`D4b|F4@^|BVQB9L6Q-*dE&D17TvH1yqAtjP$l*0ZQGuUB5T>z2<~H3bxpU!ICp2A zwn??SlWsf60ae|(9lF!iaa$chjpSN6iO z(Nqtq-38rb;hK0e&B1H=V0xOISNVA{NMN#LMoR2cBD@l9oq~e^Q8<^OQV~q*vOqc% zivq~3wKU-v8qApM7Jl%+F?-E-j32FUw<*SqrjAsCusqgq4Am8muRAWpLsB{#YWXZy zX5AJN+qP1E>&~uY6~bn5k?OoN(@8<@OPe+NmPw0^Q@OR5w@5Ha#0OU=zvk%*J=BRb z%d)rWH)PS9e$X|itxQqo(w-qSP#+S90e6L%@!0TT z!wOHt$nxa}gsl}F5E50kp$a5(sqBP0sm@}aHvOKBaBKbcksIiEm;z0KTl4l8=_NVpL>0f zVO{|6(&Y;hNO}zI#VwXLoT^d2Q-TXCo0wo-2 zZv(Tl-dU_NC@2$8+7!ixDzj#5^+|cOzQp>FIO2Kjj4i@hz<4XItLj|g=}DCouDJBA z;*rgR{Ll=^thTDh0jHip8#4wI`EbR01t(D+L9f<<>84Y2pkd{gn>sb=>OJBZJvoOdr^M?S|G!OWr zZtPc2$wDd*JyVjZ&txaqDGBoky~^DmZPkx7WEn9vdoHqZYu2VFWvO2bzNI3jG3P^q zgugsiM(O%dOPH+LOLwS!y&tu$9wy{{!ARP~hV~F&)TMgR~EnqYuNfV~vRp}|YR`fm>K^@x;j zI8TjH;^^7Zn;4b3{<99uV@4{9_`li3@?spMe4R}|Q%^5TL0%>xu)f7=}OZOl&Z zTyC@Tja}EGp`2X$EPmNW9b3+ljq}~2fBDa`ucev|XTZ6uw{v)KTRqpp`Ba%tQ+bwO zmft7ncP-E>s!!X={Q9)u_(auuhX{`V)|&$0gFV4(`_uNJSE1?hLMSIDOSokRXI*cG zE<8Iq_FECbdOBw>pM~$8O}6{`Py97n{Z*dFGrdV;UT&OPy5wZ>TyxY!D%d3>Xe}}i z$azn`kYOPBx-vf)k6f~>n;e(R8sMjM^Bm>!yM6 z{C>Fpwr@m@;P}XF=~<&wvQRnZ&-*3kD`{?Ol*tm@hvqs9xzeVwSTF&M+-FCLybT@v z__d=IJ(z(LV<9e&)c^Hn_O>^!p=Fx-_;A!Rv_Eru>|OePIwF>+ju+^~!cNIb~A5(j2!Z>|FSu!4Xg!@Z~e{0ZB zsU$JAiTnj4$OGI-vJ|!t_8qJc-kogwz#9D|m9qs7ihqTG#>A=+zt9))LsF>W5(~4G zC|>p;_33D-kG4p8_w)9r90D|WYEM+Suson{Zzt23q;-sq4HaZ+95?+CVd?@1QyDBG zwq%yXNHUk^TACIw{kl5__L+VMcu4n*n(WV*^=I!#Y61cGyy zxd>s%!ZB2@og@>O9+n$#YCmO??$2?u?TkZoR7)`jZ5D|~UVd`;L5Oe!JdT8<^Fb)! zkb{v1LMEdMh+vBspb(6n8VzP{U2>58x|edb*AzNfw*LEvAcw^=PP5Hi+lP$yLVAWR z6A@DaA`p55L32}2u7m=pQANTO3d(AkxHzA-jRUwN5Y}51 z+CZv+fS11u(RiUP3#*ZTyTs-?FOLuza;GEP9KLaRnDODriRm#sr9lP-?%10cv ztRi5A(PxWYIR9aZhnQVe97>A(lU|&S76+n{ zE_Y6mtk3y&VsZx!bg<4blr}*h@)Qshj-R9-F^Er*`;uFFj2!htnW|LO%?kMq2{|g{ zB*V&R5E-VVcu@P9Y4xy|3g^0$3?ybqe2r;!sf!8Oa|R>A=|DA<6w0C%(^)WHkLkFZR=52k3zgPtg!xDkv7{b`GCB1G^~z^{zygR@PT6U zSY>M}aj!b5bf|v}g0dbMca>)hOE=Wy4& z>5S?1j76zZ$e?75&jLtDpa_(qy>^rudE;|s?y;V)U)lk=9xh&H#_z2Qtt0v4lH?<(#MT9Mp|b8BfDT-oQu__1%gss>Y1|z zI5T79a=5&8n@bwQZ=RjFeHX82uJ;dBz=3h`)(K@0DQukroZu3U5nampI!Mu0_Pxv^ z5Djt18g$uf(a%b$k4uj*;p&piMin(R-Be0wHdiujo#H>ysmd(@E1ve88j9>1^9v+x zP4HYH)@>CFIZ6V_A}`6V19x$cZ*&;m2Uh?|Y@5*tPsT9Ht!P@J&{D}-1g_s!P{8wp z2=)(JNe!W!QoM) zDB}K?PFrMwDC^fa-j4dcexc3hZ6wRE?YXm zDwMN;@{=)&^;9AV`SkSwLF%_GN=)J+9&6p}0wqQ-$6aA9J%+PkKoo60l!9dg>~M^| z#qvS2i6i!VkZ&UftF0^UuA{;VzTc7>7l~SDC(a*a<;~q?JDz>Dk zOmMA>@hQtG!%>_Z-N}dPhrR7S465z!6HCy%^wW?y(+4MK-8=y_;!t+9X*18yzHn)2 zXV3HkeT|nIj9mE%NfP^rUO$DogMLpW? z9yo&0O?c(}*X*M78T-$X*@jfQq|eQHbdCPO2&klzT~HXV=poyLf;c@CJ7xnEzM-%l zzw1ev?*|hQKGBT%d;JcmQ8%2a9{Sw`cbc|#+q!LN*(1PScI#_)33%#i7u}D@SaAWL z)6k|)oiunuolYM}+M+LXn#CfBD~06LhlccJTkXcEP-qoJMfhm+aF7fu9KW2rU_u{1 z-UccpopMY5M7_IAH&BknMmRIuL^mYJ#BU58W%#-IafkVG8EnNE)54q7b^5|#Op|p| zpW8IWPSvGgTc^rVtRhdC&~FO<!bX*r6;fdis)afO{=PU!R$?*t+;d-Hj}vb2bdGy=T>4K-se?eOFaH; z+}>-eY00LutFT6_f7L>286A<&f2`*TZ92)i=I5C&{@4^$^5PWayb&e49lREpT88#) zhH?;hQJkAd;5K{Y0^dwqD@b5XKMJj8F&S$c8+^K&ml+hK+sTWyorZfko${k*?}$AV&V?}xEi6N7bOw+(AZsK9PX zVofAomCuxoxcu_zN!BUtsd7GmCwlCwNzGj#E`3w$zzsKvoZp2<&K+@Yr4}#f)RA5- zNQFxy4gMql6>td+tw!T9$~hKr&OgYPQ^t)jkCUpY%4LMkPpSc5I|iDjDbeWC*q~AY zvBip)nSe&BIWjXTSvV)EF55({EMu&bq&l2-F?$$WqlIllT)m=zi@>kmYG`$u#;iSZ z_1DToWa*g3Y88O&m{QOx43?!O1s@|b!lkKi3hty%P-2wV(-K*SI+}eU3d`PA42nf3 zTJc1W3T&ttDFw&UmLNI^Vj0KyP-??r+j21HBT1v!*SF0sUo=p-LPMF^Ek?yK9_m(J z!rRCmUDtNn)~4Ey&y6>=Y|jxbCuxer7FoKn8WoFwR)cX5R%l{mXKF{*9XQF5hJ=6) zW1sE?M#r*8rbt5p>({T5f5jf9C&7=b+mgneSi1ByGipEv&`SeSEIT~gs3_%!lW$n1UJw_R+6gk()rfW{xWoWQi#rzi|4w@ z#Ez6N0!A`)ItW&e6(lOt2MvO2lHT6MVo{k+^-|_m)ZU{ZG6|RpT+Mja_M%y}zzT2I zs4cnjh)XXIf9Tt0LkNYd7=~|AW&M^YWNG-Q+hgzLh@u0sd=2*9k9?iCmetBdDx!y* z&kD1Pw9DqL4QS5lblRtkQp>BLh&5^tRrrOiaW**0c{j(o(O#4@QG;8kH#y8t5ID+g zduv#lLGca+&-r^aSVlc!64GY+1=4ORR?i!J;}~=QjkND>A^yA{MpFI&-Vx)oFh&n^ z)xSu%%Cpq_JSd6zPQ>KJGrms*5Ks1GB<8$36j54T;+*CBLm!et`F!KEoQE|3=vRN) z{tw4`D^-{Tu2X_(X}ZenJlJg zp+@**wPTZqOXp9u5ERPJb<*yK$U4f4S}WJTABlo{meP8kHdNXUAr zi;boxH}ytkNl^Nww@Xs1T!IUDA4^7_o6_X2*<>W_hqJ!JLU16D_jY)X-x)Aj7D|zS6+HPbQqKST z7&{XKE60D0v0q|+YYebo{HdSs9H8>D1_2RMEMQH@h6d&Z;k;nx9TEJ_fB{HFc`Md6 z$Isn2Ht^=)L=}CK7iwOJS`==oMOkjjN1nj)==R<;>ZG4^u9!IEzj{Z%1fzH8&;#`6 z2H%O)=zi_SFvwL=LS?tGP(fUlEH*zQwO^b$v88fhdOu8V2&!~`eo9vUt@{gljg{2S9k=xYD4Foy0hmKwVNaEWFQ zn@MEP>&-~zTYJ@lq;tJEH4{>zu#6yi{-LQS7|g!{MI!dW$ytQPN{QEGqYPdT>bf#H(Eg7t}39|TAn)>p{MRKSF4!a(mZiJfz zGhg^;KjB=wdbD{ouLvVQ>G*fmZHEB$`1vvY_%8dx>7?XRFIge=GZd4`xWnO%E6I#- z?Fw0mMzC)UZiKS=sM1a)6|Oq140Np-TF;po9Sfb7Rs=_!>pE?D!It>pq&oG9BCFP- z`Hq-^cyExpoJ?T|iYF@lgn(gO%Ae)2aEyHP8%;VR5^rUNkZl*${RLgkwn(gbd%=c= z(j1>E-wIe|RiU|6;`BeR%1>ZGo|)Coow1xpo|U48wc|31-_LRNMlQAvhkwi(0zHfD+jhuoElo9}W>~ z$YOGc4(&7Q(Qpj6oT_b5CuW818!tNA$Bn*6vlvqSN!?gZwDp69zz~?FR>zcWE;O}{ z<}3``7WmE*M9L}=YN@jb1gYFh$YL%SU04OhJzn3ggmJJsn!hfS=}xVU1SJIMXrsXc z58AUhC{j1lfFkR1ryO`CI#>{S0%>l|WQ`)mRTOCzBIZVb6z+^QIg>qcW{06ImWjq+ zJR=PeTHWaN@!AQ@XjF}`Mn?-#dqx5I!QLxQhL%4p;GLUIo%VQB^<+5(;jtHz_4_m? z7Nd6BzsC&r0<%=S9mrk|fwbLXK6k+Bw1^QNb@Shbg*B2-;B+2__2Fb1e5 zYeO5JF{d-u?bFex%5hE_N`nfEW`w?ip==~c*mJP+I-L$8T@56{eZw{vRc#NA$<3td zZc36pf~Eq~2S=D^Wf)EOsE}J7e^LI*1Ui@#G12+!D;P<20xlUGI+-!zV_3usVJF?*FUnl`c9j~r#49Yl)zlL+@k!HpTeVo z3G?eEC^>-|w}z2vaE^s<3&PRqVv&OlTWg!?37itM9{UX=_JL}QCo7+}gi>Nuql&i8 zi;-F&SnMVRIm#T^CbS_rH5m@~3DQtb$Stx_`0}vuNz0nc6RZly#0xd52VuA$`nD4g z6$#~e-*Krffyc!o!M8t?j}OmpyNXrj`+n}7j1(zrwQz+oz-g{PT?itcEy%W(A_zBa z!_f{hfLgkO%mM-nwiMu?qJWD9(}j1Sd^Um|aI0sy%@>Ye?aF{uMfeK_2T;cEWw0Ua zdMuQQtk9lb7eWS}2+iFP)jQMsZ6z})>buwZFJ?g+dQ;|~KWoZEVw z_L~GUE9%?fY|fbwgIOj?Y>`#O+a6_qk4QEhgmQbVAk-Xtt}rZLopV~=qYTUX4_SEa zearQ`Pt=2vnY9dBo>sW6r#|`>aDV?@u!L_fKHhyTtiE)#2P+gS6Vq-rg4+Wi0C- zZTOe?JvhHQoL3GRnD8h(&d1jl$s%D?Pi(cMBS}XB!u@|_elQRJ3xk5?zZevPHZG=4 zc7`sd^dhEimd2(^;zIOt1kCg@rgr8o76jjHGPeH%n=CiYT}62vEqtz*y;mU#Au46w z+Cu541Z=NFA{`YYB!bjH!Ve-g5fuj!#l$iQCW_sFV&TL_qNq?H#l~|GOpzr=2Ndiy zNt0U4ogUBYnd}|>XFu!w-nnh_Yu}Zw9|`ZlphGemkO44-8Yp|mqY<&u<_6$EFgHJd zZGP-JG&c*Oy@>tH{OPk6W0Q&eg5KK&NAL=uTI7!z{PC5a(y2+r_(LHh=J@VqT?Z3= zf`eB*hqPV(-w@z`LxBGc0sc1x_}>uVe?x%(4FUc)1o+<&;QwDCz>LiQ<=m)>r-LcI zhP;uLsj&;ava6BHKlftxPPYH^?Vnx(MtTJmQ4PB9=$EOSp{*$e9lfEmv!%J6t*M<0 zhrZc&vopP!rMatOZHIv@^38u{3reU}X765=V(%NXXtp`=3i@&TkePE0Zq0lBu)3tCO**GY=2Ff|I?m zvZ;$Uy@H4sy^5)ai|+SA?OeWl#F(HMS^g&om|l$ed$#{X{nCqixQHved>h$3JbZlg z!uB@yPRb63#^1N}&ff<2_sD;!2}*q5um8vJW@KjK;QT*W-le|sbLHK(+kSkb-7V<8 zw2^P)wTmPc0cf&UpiK}>3^?Vj*^S#ez#ng@o^X^ip@=U;(DB!qzn%T!A0miE6OBGz zy5rw&yW_tAf3N4h{BDQ&-!JL;KhL`9|2C)G-G07q>wm=Gw_E$X_tSqp%;En%(EmmZ z_H%y$w$rU(`91;ZmHAryX+BS%w~xX{FE&Ci_W1ZaA16D3NAEW8$6AlgQlH#=n+8|% znC(Ejiv`P%oN85dS2K+_+U$B=k6YWZftL!sJLHQUj9DgjOc&en1kJh>;DhN z-Z?nZFZvsdZQD*K6Wg}Yv28n+|FC$^w_e0@b)ZHNu!_ES2C(@lDP|5G>>)3PO``yY8|9#Mh zHIvo&`n^4q@X@KuXp^vVTfv<><4MP>0F&_PsY~y0VE&cxkq!Og*R_yf;KJg8|B%vsO_{Sf|qS|JVkXcPW8J^A->`?>QOUf`85%l7+U0JHmj-`AOP z-`mRpY2f?2@MlMZZ~n(ORFlUfl~+K{_0xSqpy8SJzpotO&%J{m|2}^Te;ptEJJkEE z$iPB+!T+KRHxho~eEO=vTzD!8sw?21yPy42+J4f9*^BJk@MR9!-!^bT16%{Uaro{v z2{X(1Re>AUYCrz`rVoucc%qCB2x?z`>)r$WpxFNzhWx8pv8#K^e(D(h~s0n>T@=7V&1lmP}JHX;4!m^~?(1%~J zDDmS4tu-0xfF<>|YI_&%4+0+2yMP)>%lCo3Q;nGnz=oCAFXK#hGJGFj!3Z;qRNOp#HDmI1II}NL6sDi#?amWeW7ten*d_zihzc%eKAbKHe z;O$6fatsr#hwkI;-*whiKERG?e=R~pYJ!mny`>-Ruupy=!xsqIwqzrk_~q(e@Qi^; z#DdrQsTjJ4?HrJv{!Qm*{pa@q8Xhu&Y2~Wz7(-Sil#>cuw%E6#MVzktYoWg2{a4Dr zzU8B%2N6p`f!(`F0mL-XUk|GiFDH*{OITLl@W{obfu2HJe?u#&ehVw)QNm!!Qz%Mo9YpTrlIiuQ2bP^?IQp1*^HM)D9c>E^=O`g9{sQ;J z6#>qV!S^SuzvPjE*H5%ac}R=60`ez`i-j)1ja)qMJ+!a0%UfacjhsFN5SxUwYwit) zc2;mhXLJl)Sy#6)4S{rOTa3`vC?3>G|<&X{HEJ5f8oZHJZX>9OS&-D?@#@oL&rjUjX+oKGcSZ4Sf$ zLmwPEA4>3kp8W|jeGz#bra_9ZIFr7V&NJDgekQhQf%)S8ZJg32h&+rlw7yRZH@l$S zm{Z%IJrT_Q7X=Tg{Qmcf4v}r>SXg=%l2xn&SO8fCGAr6w$A)yn9w8pJxRq?;#s0ij zjPJq6P=n<6{nHM6)MyO6$#~yv)6}0b-_2YLmYVlA5p#d1eQEfD^P<*G$hYH zg05A(4z%tI`@1}#fjJ=qEva|7txVZr)+|LQG&uHyy4Q@JD{AGxaPc%CU_wtj&g3)M z@dPmarp;FqGvfwHFX&JDAp`+Hu zBGib?=_@rgg)AQMG+05ydw8x79#7=Z@tfq~&*S`P(7Q15AaH<@B2A zM6m1XVg%2p?U@nm^{#Fx3m%LDYtWDHE46}1F+pZV_ts)r-~%cKCz{Lz;Lo4gwgpEY z?vw-h61N|(r@!i@gBA34DijU&HUe9MZs7xkTh<=#vjAa?Ru8A@Lpv8JFgc)_43>Ug z9vPTf|C(f^^5$wiCZibvH26rE5M;)g!tb^zEPOV)Q|W5pLyq8~CU9C>Y&^LgCW1)v z{MIoPu+w>l!^V&D+^V1y zNXepW|E}z%%#4&aV7swj%7X3L+1sY>oXwAduoyxU|6vF->seUquefLuU@Y|lBLh(q z-bru~=N96;#oM4CwPqY#yw)@hO|QqQ>FunkfaKGz#<-55#xK_}VUj}Qs(K6;z^~OO!3K{;?fy7BACBEF8K&M4CAdsJEtUpN! z(D5hydrl4*s5}-Ek_9<%{)lIgipZUWEP3 z4VF^Y$$Xg-Dlag}-s$+*g@3lM5^#k{J2kj0N2`N#@q7N;)O^J8PX?-nHQ~j_qx{yZ zW#?EuH+aS)&vviQrrtN_v?t%TizMn(B1-q`nRcw`K884=5*SNN)^OYOWan{(zI18k z8Eb2nj~jkW*c^85FGntozfF=jWBiX54Rjv|iW6*d#$2a!RfL9#{jI@UZBxXK(+15^^XhB)C_!1>c7LoQ=3{8}x$kx`1<=7w=4b@Ez89E0GLkw3Oao%k;s zMeL}Z9fh~ziBQH|Sy$oQbx+0>#Hj4Djf+M>zI+&CuY(V3pS zcnGGwve_eyx#YAea&buw={WyBvGAd9YtI}$++^@RxLh2kgrGBR0h+*I*ru+A=Wqb11{Y9Qcley@ar;xs z4O9M_iBm&Pf_4AtvL(drEn{50ev;ZRYa0FZfWD!)&yHntLy{hTNy*iM3;{k(L)k+V z8i2w*ws<0SEnk0u!=nQu$TJ{zJ>?I?$xH2(;Dm!>$x#sQv=w8*@HS#{<+G`7Y$* zMCY3QGZ_Tz@%0nfa8S;TbYZA|Q~mF{CdaG$POvfXVFFxt_zddp7*ejrMo7scnifB_ zXDmf?f>R_-I9xBu3{Pcm|Bd3HLXe@s{detzEM>r)eO ztG=l(2W%naUBr`{=?Jo9=N7pxrsNL}vnQ~|S`1D>m=Oe`?wdDI*4+oO1F?isIVK#^ zu5ND!_N}yL&FeLF^XVlw&s#=Orb<`lS6G83z-VK{uG3z?5KeRNdu#2c6#qox%T3cT zeXw&z)E>Z*X_h?VpeO;lAfmvOaDFxDLBt&RWEk8+QtpsI#dJUhuMN+}*v*nsY~vT~ zZuj47t5+FYbQ(c{{uroixY&SOTkU~t%3m+%gB}!#peH-6b&FBEM%V6m*VLmnZZ{>z zlpF4j8S}9n`WV5$^4>X8`FQWhBL=v^Sf&J1HcBcJyEyn{8w1QnB9^o5iF|mKaA4eG z#nJ`MQgZ9`oLi-MLnH)FuDCSB-Wy#0;_a#yD52IuS^uxou5_fFGdIYdES~Pe?glQH zQ>nwP8T%Cec(-72jC_x5Vt6+9ys!+Q=tot^B_gbF4M;LqFFy{@R8LDw!WrF{HvU9U zBnBtJV&5mUHvv%oJNr51`%BoivB>%02ZS&p1B8fw8HxGcnzrt7u}XW~Q^0PTwE8HU zaa*zM^CzK8qdl;16#^VZ+!OeHz{3PgA>Qn@ zphv)yBkbMLdiavj%aB8D&N21?n~+AgK$6EE`PQh)U$Q}&sac4h3Y6;OwbcK?3zA?C+7$duHSxD1*dSy8%OEs4;58 zTsl&y(=-qk8!jZdz`C7l_r@+PhKQYTQK!`$!6tnKtJp6wB00tkv4%XN9HJ6v%ap6^ z2xBji zkFXvfX%z)I5pnWO7~-mWt@R4=N19p|AetsuiBM?BD*PNXnk&7%f0n?DZ>=hZQ0FiE zH1>wQ!i%2qD^wtWbmOM#oAGMCM?yX&NL5C+S}Vxyu3tZ0xU04DhOb%S!t@{V6o}a= zaQDB?)L+hsuh(7iU8E!;w^jj(7K+(P#l>d&bLO0aHLZE zBS|>LW#g)$>1K>w(^v; z>YM*I?>${yy-B&tp1iJprvjO6i5EDOafmtrGWPViod`6P=LWQtGO>v}G;Yw%#d-tp zV@hYiL5)f8pI}43iJXCU>AQ6ry^D}pM_2h4Jh8A_NdIIrcS<^v31X@jRopn#H<+=e0K|dcxtW9~)}Nik5fySTSsEr4 z#It@hZhULT>T>n%5~vXAcRnliGKc=?S#tx_q=S$QFH@S@tta z3LIS#n6g7Vt;~{%1}c`Emxast)q#1}?mm+&G~r?VY4Eo3``V^GI*NBh{f#&+o;vNl zwlK;dF{tlr5``ArOg{TG&pgIjP{t@{;qd4ntr~7W;DPOJaOrAT*Xr!?-6E~uet}X9 z->MLj|&=T(NSsA^n$8!CCxDJoVlHx#3Qd zaZR+3wNpc+n%Vt^BGRmNGpmsnD5Z4d{g2pY@kNDJ^M*4eCICtLRY~xKT9E~Rg_m(a zI@t(o;L)7Ui)ihFnM1y6X`@T82n7hA=uc&HIHDMoaQxn|p}8=Y z`-P6re`%rv*R*VG@_ou1h!qr`SuGjm?TIH}Xz~6D7XK(^$s~NRbVFHp8aOx>=bx{W zg1%S?Dlst6?>oK%Lhq2q?z$k&xI8hRsr$%8|# zZgl%JN`wKuwxq7mN8uaH+mKmwZt@axQ>S4+ZVY)decMKXlpkWHDu8bBl*(=n)fPNo0U0t03z)C;k zkoB*WT86Zk_YjWp_fA9vuRF4&7i$im2qhP}$fGf}2u~2KRB6w%1nyd)H(?397!=lW zm4fUGji-Tg8}#;UYBu^K{AH&BLFAgmUUk+|?Jy2ML)&5z1Feobj8eKvdklbNX`v6l zGmZ)p5Z)!}t!>-9D4RbmS^{l28`4QRi79RHBizQqXUQYqw8lCLl?9z7Pud{8HVlgd zxIl;ju8@v^>F$;y;}1M%ch|_{iCs&C+ckFyXUyFWe)gzflGK;4j6{wCqmdt)*aWeC zpv(SJu7IuxafY==9ivpj0ih{V<;|n$brV)iUa@#CDpLVhcRm}(By?A-m!uMdy~a}k zw$=ak%vuVK0W^(HC^gz2mhRWMh*NxDD`j_dmo8wu)4lIsaQ$# z=It7y3>6Fl_V58+RSl6YPdRyx(@(YLYX=88ER~>w8C};8*qS{Js*RLFPr&pB6QT&$ z&29oQ3Y}QbiKpK#8o5@%ubaf_lXrl(1XVBUZBqnsdN`zLY?K(@_ce3rPP8$o_D3rP z8Vp7O3p79%v{HH!A%8v6Y7!qaq8nrVNkeHXL8ju;qXVw*5=32>+aOuz&wwP0jQ$DJ zw^r_T+u)TJhYM3A%YwJkC7kW-R86L=0RnOD!rimZyr&ywOGbjJ1&~QWONZ$ra!EOn zcgo==&@=xJprDNGZPSE{0j3rYN@zHj5`7hZ2>)#^r0mx}Pw$2!P~i#r_UM+*Ayfx+hKuk8xjjG@tg|{(rT8O852IW?f?th- z&3ORnKDsq-kwub-tg8Lb|4l;eXOLT*v%Lsv0r9f|qXr&?kqd_6G>s6!lSb71wFu0&!(`ZxzBGcOxzjyi z<#|qs1EzYzzPhsLc56HG38FCjLJ}cjR`2hvB$_=~L(kEU8!h`3V3}AOUODv>V3&H= z6jH#bG+9$nNxwHhFBOl zEzHJgoJ_!<$7&8Zt^G&E4E!T{Z-dDGlmRPcR*ey8TIUojBEO!Hzv;c>Z1TojHgNgn zb^N!}^iF`1K=Wz6rX$V1hR};DgIdls??dwV9>W2666R4x$YA~FzxCvt%R||GKWg_z z!yl2hM9{JdrP*swl00;9lrUdA`y)S9=_e-n- zkL~OnJ;m@j1){@nwjvEckwhQLk(%9wu$JqN%FJI%Mxsk}204S!=kS^=#-ziM%j}j; znZ}uL${GYe$hA`GH-q12_8esz9%Kan6(K~S`QSug2cp#?4L`RcnW-AysZ6lhg7oCg z1Qw7nN?Mn3c_Q9j2Z^{=np`RU=(LftcVDd2J}*O}C!D`6wuF(Ku##~VAF)wfxqGW^ zD9@%dl&BMuc0wY4n`&a%0@-J#ES%OiCfJX~0Ow&;dKFJ|mdc*>2HW#*`i9Ox7pmH> zZNUxk20IJ;R)x%8gVT(VXAk-aNYfkh7vS~T+c;7|zj8!^N5Z=bz4<&kNL6!~z^BXR z+~U6=(~sn~YPQ1C$cM6*4&f<&$Vf5mW$sa(?qyEMs_F4qj#9)N_;p$XVvTNlq<&KF zYn#@Y&Z2Iu5?H9WKb#)BI!e%JE3<|1_D$GyJ zyXc6EhA}^sm*H5mjDA_R`jZW@^kB64ZDzy+!L?FpI_>Jr2tOOfgb~QLyAPG%kc-?e zl-n*K(o~*-i}T`+b&)%zQ>mHc>-(+bj*IPXnxYqL`Ef?Nbw$iN5blO z2|k7Ney_1Dw5O8+M(&PM6UwpnNU}P&-ATB`dF`&snuw(=C*&US_(!@_*TzHz1i90%M zFryBddHyt3aAACXXfW1K%-(lyW|_+3$cXi{p{%LED>3i3!hO`9M`QZsV{(T5LkERz zosD~_YoF^U4C`*xrX|zqNv{=MxHL$pCx7l^>~!tNTI{mHCyL-*(I*KuxnxPG*jutq zzt^T~4NPsunrex0q4hb1b7P{v#VH=CAxR7l;3P$1wfT7&4W*@J^<&^Ys~!GKf3qf& z*IRJnOr#!6lZJ#2w$(|?b!~Le8_;KYTR1@OhPuPIX*i}jyFlD^o%l!K`4p* zqAVZQVf@M?3)H^3&OM0;tmDzCyEL=oo}mUAV!wUkZrR#qI=Z-*MFl@m%bZAFBTFqz zBa0+ejW{HVrgsJ7Vt#RUxOi&& z@;OZkzL!cr#MOTxAyxf>1v66&Vb5j&os8k+(?Jx*(p?NA!m)ag`-#3N@A( zN4*A5-}!h`EL_L=G|9bCI>EQWcVHub&#qAV#1*K2Zyq1<8{H7ewrhr`apO|^F;YIs z{`wV(AxE;2iJB+;JFDWPVUb-HN~X5}pVR?^GF>8yi?^D1O$s&xI-ByQBSw-3n=4}& zfDe*(YPi+Kqfx=I_BHljx$1?OyQf|NlqIHUP35ox**5-yO&(TuY8-$Mf_AD@mfk#z zgZ|uNjU*@zySj_xuOfXLGYP!LaT%<>mk%GYz;$Uiz zChos7bZc^m5#kZW2~#1l4q4$REHiQWSb;io{Mr7ss)5RJDLY6E7Du^akA-fsyr{Tf z=^&^jL14bV?nI;Zt~tK9;6->8Q^x~-XZVs%4HP5>*fb5nnuI?5_e;xoU;azgyfnm> zN*<}7DKDS#v_=!~WQi!@>l`uvl z#9AZmdTN(?LB7KKE_prrb&tsMKu9w%w+Q;mi+c;Zfg#-RC%6qLEHV&Q0MeLE-ye}S z#QZtCeM%@lyNsN+tz{_c9*&{&S8})!78p|bJLiY^Q!q_9a)*CqD)s*|^lEcB)oXY8 zH4&MUx5&dHEfSDBH0(TRUO|}rBv=3P$tZ})bXgS~nSl*}ME`bIpJ}V#EkDb^(gKQX zD-1Aimu0+cms#aKylaO^J!RgYPjWU&j|DKMNqO%2#9i#+r<1(Ly+YU|>O~CY-*q|Z z{Ghz;aa}a58=RUr?J?%v)^{VUM)^itfpwE&=Lm2M7hlc3;87<;MZDIt87O`!;vkp$ zVGD@lU`hW2$_>RL&eo?;ONE!2XGNL^TaprVcvh{Ag<+bjHes$12Ab4K!y;Sg4!L%- z^$d!NXBj4K=dcOFVAGUexd+dUHSh~)Dh%-}y!;)yw=E|>Fy0bSO#?;5&Q~#h!tAq@(a}gw^BWc5>47l6xxhk&KA^U7cbElf*2#`a&I9K4f=ZiWTRZvxUv=_R@7w;FV`>RWJcWMidL z9WjG_ch@Jl?MbDAqW#NTUiWTVFM&J~4kgwtnE0h9!QVMdSNa1*WG;*=F2amlr7o*{ zu<=U|Z^`AmWFT_$s0}w$KOjtN^3BdP{K+(XONGdMxw{OX-FkpQwZcVXxjZCmjypFm zw+As9q9oPCZYz2n1PDeZ=Rtq(Z)|u~$QZ-QUCQv@I3f}2s4C=A3+V#4itQs)y1#6a zc4KH{Tz^2EjZ7Ia6T`)&*`H^NSvIVjE5&MT|7(WI&}XRwZr~>C7docC(KxRjd#-;sSw^j1&x5A;jO`qQhuf1+(w4X>ESn2zIIdN zsQ%ta@aTVOH5%9BdMdOPzt6%3x_}CA+(39`Mg_Ec z17KgRpm6HraUteP>`U5GlxmZs8Z8E8EH(cOreDp37L^?+{4?=04MB&-Nn$;N`Zsz# zRn5)s!{r&<6~%w{JWp`lbrT&b?$kX)h#26xfQQk3NBEDIOq~!VTNyAau`^0=c8W53 z@cx?xs|sjxa~@kD;i=d0iXPLTa5ghj9rK+1IojzNm+?p&CdvqZffG>uhW9bAai35FHEadV7e^XM(ZZoB~L8yF6fcy&nOv8tF6 z9dAml4W=`_vf?$mLtxk>!%dIYPs!KLxxJh;ylZ0PIL>Q?YcTl_AOyf<3=w<%>6{sC zVo&qBc|n7w+l!4ut3gkro4=af=Qlj+fTU03)-(0qlak~ zzSnHD8I)@DN@yQDD=^p9fhekO=dhN&JY6IVm)^~ESl;RSa(&XZE?ypWd*A;7O`^o-; zKy!<345jJ*PhI#81JE?~nwWlHs~Y}Jt>3^O?^*R-_t|Wfi^%Bh83e18(gTiVY|u-7 zWuoFq{6;i1^vfV005RjE#ansbBThi8bLz6bID!(Cmy4v9G8k*iIn%pDfepy^AW|Rq zN)I{Y1CPBaG;H zce;>fS&S?>g~f&z4xPjI%*{2Cu-YY@!4loIW0lpoC<^<_j{0F*P+nY}d#M;MbtkPw zuAwOz{MO`5c)WK6OA!|?gF6%$PzJ2Q?6hf~4YKy{WZAs=W{=SgA=9f)*WnW}B}U%+$?>WC_4)E_+17LOnX)=LVlMvUSu zg|?86evNX2>;_YAD%yvodjNx)!p+@k^GA#(L-kFXQ-mW~G4zSUBwNyDep|zxA-#YT zqQI4p9@c_7j1wajM5dxv*iVsAv=RirMkEb}JA%I>&|(FbHNL^Jae}OSm<(m?OC|g^ zv8ERw^jSjVdQ!!iVj`p3c5B<^9A9Xv!eeuXNSt-HvU#fDN_r|cVu*F z;$8!MawVSYcnHmhr;u>wks~k`{PYa>@BpRCXAL7p>6Nfmu+vVw$5!R#PFgDJ;P!eqtG#`TZOi6j|F8G@0lMBe?e6% zn0&PwjSA*q;htMDn;nX93U4W%J&GErAq@RX3hESaYAmeL^ zxm>xaVjTRl6asVUk6VH)?SHAVL6uX^aW*?DJ*uhEy-+9N(&An!mh3{I0%DVwC(2tH zKSLG6StnB5#?1dx*RVf1GE<_i4Vp$9_i)xhXTrq$nrbHjl;uzfc`* zdh}-q9>3^Q$xM&o7U3o(${y=o!lGXDo|PjRjkAL?{-|qckwF4K@uUSafT5AvVk3su z86o16&h8ppnKaPM35WSddvYR3&y~5>^Qr8vU1jU)bV{NNngar5caVRzRR{>U57Hn2 zIL#7cElk|B2S6uj>kX?{GqOmF?*CPRPX=fji!`KMi(}!1!9Yf!kAM~Yp~G0yIkuq- zMGNQq%?=&s43pV4?7138blO`V{2LrTtU|;*a2Ov6axJipuyQ5j)J%~K<`KuLp>}@S ze*RC0$XSo0kzQQCWc~1rKdSuZH7)=$c>z=aaW4{nQ@BJ0Qg)>n)v@0C>gqsaWf+QU zC>_UP`w+GO3b;DOZg&4!V6lJGGn`ip2JMtyKQD_K>757uZd8#S^-q|iu0jPP1J(+! zu&7>AW7EYSq_%XNAeFw z-boCKC?|L*lenHyrsReif=oc=(n=<0#tTd&yxm31#OW3tI{Vhspj<$l7b(rQwoD?) z3GM)*jzGxKc9f&|pS^(aM5txE9gyRRFCdl(6NSf(ssgO4W6xl@X@^Azz1%b}WcaHN zN=wWr5gSbuVn)G=Kam7}lU+WguPq9`b;sySr;E_aghd(3fxh}5I8=bpnKJN1{*XuNi7^7W`JDM&1yUIv%IrE6p2PQVN_J`9!k{;ti8Hn8-II<#5$! zlJmYchL&pA@YRKE1t?HXXuTHK)bba<3N!N(kw19kXye@vwN4pPN810GLu-wtbkneC zQur|KDxSAJGYHJ7sDa|NiYm!<)0y9EbaY%(0CeRU1ri90J=e543V0{9q5-{5LQxgo zXUFC0-HoN&KuS?gA&Y*DJwLxV37wu%O+%iO0*j_1J_{^vrOj)G9hF=Qwr*)>TzuA? zLcSyO7rp%)X3Dl2l4(v+1KAF0X{zYk79dIF$s%Ry{Lh%*&?b2kX}5xdrv98X1R&Hc z9?a%DNf(H&@HKWUMK6Rrly^e|0jI@j@l?gSTV9kZd&>xsX0;s_xbxB8bGb?&_6Lqp zPKXBU=S^DuU@^na%+KV?ine`471hR?6HQ%x!%;8t<#**fd8Bu1S#);ce76J+otcYc9bUeWVO>5VZ0d&R6C-k+NMNm+;1N#ud7G$-SxfpORX#z+oz#mJjWIQELAW8i_Zpz_Pqik+~FjOc5=qUG+)Bn zvY@XLV&Ny7nnkZeYuXX{dQd|;Q-96Bqj?)#hZYLRuaQSo(&=3N0&;0!*G}S)7E&xx zkFcDb-0F`3-9g!xDB?{7(2^?vAf!F{00YUAG-YeP$YuTsCT-$7JHb9PHj$igO{*_t zwpd#l9M-JGNk_*W6L)(^uCOfPGna<9`WxTBl4YHjs$c{W^OV4yCkqV!wvdIf<4zOh z>kDwCAjYP)3p$L{e6bx*8ZBeIL&{TWrqO8zeYq^Sfq53(Qzs_okxp3F?1COtRVi(0 z3A2USv77Pf3MK_VGsVy`t~A>4#2^{Aa5Ma70TYMaU)h>(pgoUtjDS(frUCFDwcjd> zw8aO!G*W94LaeBJ2@r%B?gbI@IUm%VJmn-Nx~9U?UR)Q&km?LQb@i);{;e61fu)$e zFa-gFz_t|dGE7;ukco5**#b@t_H~6{7NYDre)7ls#g1qqkYAc6$gud1Cnllq#Pd@^ zRggwZ&dO)PBS081q7AI&x}7PxO6id$c0TI^oodBB!=pH-wRP zy>jZ(hfs5!KSH%AJHqGBnX55;>7wR=Wh1KF!Wm2kDo}{lo37VG?Y?sCNmvc9H8#0= z_65QyElbxUEwTIj2r7cNPaZH$K1f1NFHKEk*&k~(f$tf$(}iA%N28UOhFgzDolDZl zcWk38YI`k`#>uQfMKmk%s;^f#`dnZX0Wh1j_fL>gw7&5yB(~m7D^753HuV29)S+*kHP%epCDgg@$eR% zBq=(v(lul1e@cn!&v^WC_x`Q#WsmghDTB1{YcIxN7{o6^QuSy;JNSO^f3>U}CkFce zt0TQ?W_tZ0F1eO-w7l?aBplefJ}cb&Z!4qkYdh;-iL_45A_ILcyy@&R=hwoI0~NP- zY>6l5mDdd6*pjkK{PCw7y4RbXpx1vQWk_lNyAJ;U2Pww?ulA|`yQ7Jlm5hxQ)X}79 z;_hnWt@mHI5)0Y?TK{L4)Bn|w1!_@}bznvKKO43{9ZLVB`^f{nNEcu<8`D!q^#yx41>$EtikDclVQT~t1)#RUrO0EOEgC%siLjt}jYMWajr*oz$<=-xbv| zv9=xx;3tj>uo_#>+Y%mUYNvIC?-WQ2n)gE?L1TIz&Yf;t!Wu|-byCErnYs~D7AOd$ z3Fs&us#?ds`Md%DX`R-Bh9TDUrOrwA=iN!!CG9E`5gJw4+;3&vZe9Gj3ikR(hoCiB zZH&bnqIenhJVA9~QjEEdSHfM%;Z7#E7w3UOr`3)nKE9Z3EukS4B&^^-#nq?afW$Sm zxUuw@$ouuq@wv?%je=3(4r1(}u(4WvAXd1$GAd9G;@hOh`+D6;h^`7>U@p@nz)X@+ zllY5WbQz+t+PXdv%pz7*sbEJ+L*qeiA*o~1E!&y^DVM6c#^qMQvd4crsp$Sji4Qjm zu~rN;tzE7=U#Hc1gz-p>j@0+7G@0RuP44KH?R2m_p2Q(x>TG@)4@k=x&b#dV*D))G zsVFPMg9T9fd|iCF3g~Z>rQrxr|CPRQzCmn{XWcP$=~NJy_4QVz z=!R4G?Dxr*khP(HDTZO#xq_5$KXEUqYzIyEZ_Op_*1hPjk7bqo3kQzA=Sv?ZzXW=> zP}k~8D%UVw%@WyR#=4T2q?Kt5rbr|M^$H9ZL`+JY7O@|^QrtQvFeg7LGIU6@jBet1 z?ohlLZ#T}JRftvEXVGTy6w)U&;f6Yb9KW7$DXn{e`3{DEitt0SF#`Hsfy&WaN?s|% z)tZ+D_lCgVtO{M~0Czpn=cz~$-r+5HIJU2R^@P?>xN2VMLZ3DdSN8YV2Yu+{hw+dl zN%Kt;;ajZEl~1U>l3OV5!YX>g+O(IIeQMYWqj$WTEo6bLoJT(t9)^jsZ2gWn1yQi+ z$;6FY^8Tg%F&}45s>-&onyiQ}qd}%8jF(PLw&r`Wtbc6zbsK-4KsU0C;2-X&fQ+RQ z^&||(Xop;;gp8XiN6v*%rtp|8?f0?;Ph&m5;rZI%u#{)|2N&)6$Tx=Rur#S}D86}> zeL|`(8l(GftH0lmd5luzvw4&C;}=2#8)64Ycu-rDu1vRWoCT2a=HQ08qm_~>dc}0` zrC*`CG&@z9a}T!sI5Q_h%LHEVP)~%E@e`gq4p1mM!-$6sc|EjG@XGuB!JlOWg|qW= zIL_$Kt(0?IrR6^m}qOBv@Wb@G!rQJ6SmAY zLJ2$+nb-9-(%xC=@zS5v@0hBFB1Lfft)LARMz5|5(BLB4`Cbq0De_Y=>9ZzP;((O3 zX<=8&e4V4&C%S0wr&QrD1hm6nZXUuXf?lO=aS9`Zj{Kk`CUJX@+fI$VKwJY!ttlTt zWT=AR?`F=))?$(&m~p-VopGwOxd*FriZ!tjxK8iyqln$}n*4I&GQpbx9EO&VCBsq0 z5YMpf!XFKOUG@TY6R^uoMkVm~9z`RW7#@{rJ36DCMUrZtfxh%yO$K^Gkh!YBQ-;Ut zzesxbu{TJA@wd>}{0C=hG9y{gPH=I)=o+_82q`xi zrD4IH1I;FJ{RnYVgu7ub6nOo*UhZxK+X1Vo{{LI^7by|YmI*UgFP zLOVn*<|Z)u2rCC_tH6imy9sH$=^}LA_w#N<&8Drxg6G}P6^fq|(pd-^pb!QTJ}TDT z#y)ZPlz;oHIL7ZgBh4xNC!UARe&u^h<)E%kMUGaxcnpGc<&`gfLDpP(np`&}Iect& zRlJo2xo1&GARVfQalfilk_-^TvXEs~0}NK^GKoDtl)$vihVMnIS%OY-An>pT?C4Kz zS`s*oMkEYGsgi|>n#ZZb6I51O8(m<**oh81vk8ATw^*+p<|F-N%g7qnX`}gMPeMrc{c?{Zu2@LNAw~XygeZ}1iF3K9^3;TPR z{_kEfxuX?^a_8TQ8c3mwPP^ur3_mg;in)ZKsr@)i=`F}jvpS*~h(7d7t-8blkj@6| zE^?K4Q&N7K?nB?cCp?7VS@+y%g<6ug<3ZC?Y6!w{KnxkzoxTem@{k6Z-;UP8U-WGT z6wdXA4LdlP*`AUe*?KcwFjm~V2)UDnqgjD(ojQ~dbyX1c;LM>e5ze|vyX`GLdIsuu z*xM$2ORA3@&4;pU1Ns6W^d3z*m-}2>tmgiSl4hTw7tIOKq}_ohUdj zPGoI#XzTd6+JhM|Tf4hdqBDh*P4aT28b6S1gn*rcc2V#v;*HnyCZAc4u5*u{IK6WY zxI~x{G_LB-szS1%EOqe7lD9u_H?@g*JSylgp3r(c%0SSl*QGy_Cy#Ix24%&Y(|7#` zR~}3=-An%KoHNAHFNj>3nJLL9^IOai{J9LTfd}_MXY_#Icck zw)-s!Xi^Jh2aoNOuLqAT|Dg9DWB+xITrp$T;STCcc9XPs0=r4DKPPY3#h8Ds|B+JJ zYO)Ngc^w!Sdk-fq;DeTb7(4s6)BE+tC5~}?(}+$k)Y>f(ig0C z3oay8#pX%xjl`2b<9FlFroHE7H;-D_1L|43;B@FY&JmaH^nWh_UzCA8LEB1)&onzU zAG{o~3|^Fv{Qh(=${AA+BRx^iqQI^pe^-dtnnM41z!shiL#VMzH< z(#u=N38-H;Mv{ya&Ho#;%K0CZ{{KX)?Ch-n0~lZG%R1?I{Ks0|?e_gRafFy9j7-GT z*bxQkkR>y;REr;WmMov>?pb{#&&lRdjGjrabz`e;o6_z;%}6jAgjN-Z{zXqfd>w#D zPP`w{g^d4#!N;E@h?X-}ac9cjR2(iTaT z7fs&WQO+r9nrDLcZsS8{zaH-&7I(r6pwf>G6$()4;>@Lf!V4S>Di%EV`S0oz-<@2o z%nB<9z57SWszuqpOxsq-n#q#9aD|@?hEkPz`MzCC9KIy5=hrUQDWCpk*2?Y`Q!G$2 z^J%6k2+R+B#qN6ozEB1(KcJBqP+w5-LLRw_NAoRJw@%f;J<@+FzHL>mC)1nJ?oI<= zhpK+@s&6A{^H;ZHNKLjv?Xt5Wm^30Vo<=*8uMw-2rwW{5-gHthVABpMV(5k0~r!VZ} zrztd1s9e&61I>s#s0?88Oz}Ho3w-lP1CUx@PdGje38{ffnzmOHSR~DN9Q}&IpYKz9 z-x8i7VuD_0yF?T4u`X1_XB^k&s67e8^f@5}U?b3vP~4$%_fb6r9U$%Cpr zy3MPF8aqkV=PT3EaztObdc1K49in5$AD9V#2OJmhdx$V-($QL*AG06I$=s(vm|MD#dI9HK1&xdGY6}j+5rQMbU|gm0O4B zyF4g#+fC-l^lSvbqd76AI1Pw1^dCrzmEso^pe4Kr@cx@q+i#LL;b|+o(kB%}{qew5 z!XvSgK$}TH*kG4xh2OwPUy%IqhiA?fku56%RW*idaB3Kd7FEvzvB&HX zwWPoBmflhVAubsaPPvGb37(ll1lv3!&W*D;+56FPHaf!cPqsH@J;a6+_ypOjyOQDN zEhcDGlQH9l7ECgFnKlF=j524wVCH0?6Ho5GKV)$fcFh|VfT7<3s;z~Vu%qB@Hs~Zm zT}SYob6dh*KtonZMx%A-JjWZV#m4{#I z?>>o`lI1d%(Bz2RDDkWZjr^r`emzlb#8s|5Q6;hlVz@A@baQc)4@7LPDl=dUkZw$t z9=VgI)-?g${U*CTi~%VJC{`aD7@V-T;prZLN4E)5a9iZyY5hUb%}@~Dk4Rp1Ok=Q+ zHeNJbpyZM7e1SGDa zo3LzD@psC{mDuRF(BSez8w|%K0eX0J*or7ci0}DJl!PL@tw@95`PLbRW$#+E@ENvz zvw=|*n}nK}d(OQhGZ-G={3>w`4y@UyQiqk){L}Ahhne;GCaqFt!(T#Tk=>_O?Nmi+ z`s+aERw7y@sM{V{g(9U$fx>WCcOk~<7o5B|3%;2TY_KCxt*5hA)Mdnx$wENC=Tm13 zRGfsoEhPBpKB60L1Lbi-R!Y+Y*d(IM1dFT5H!M z3~8)%8r39%h$!l(aF!m1e^bOHCm+6A$J5^=b8%4t{Xr$IaEw`D8D&XLEsJkfXQIlT zXGB0fUUJzKoKxR-jVmfoRHFzTgehSus#t@FNnURDR|3+>PIYUz?jUA*=xX&eT-Uv% z#GD7oWkoP%ViTBPG@YFf{+z6mjxaMB?6h@p+Omdc!(+As)ECg)>zj<|_xj<^#Q(;& zd{l!7e*{m2lb3~kP#Jqua{R>xoxG|JMN3%Hh*h#>dSH7B=A$nTPU{OAOX3b0B(*Is zk8`K&IekqK95F+#v}auO2bABrth*f|kKO`BrV<76E#6p&Urh0>SyECfkzOQS-cx@$ zF&Te4&d2RShC4A**|B&Cb*7}z7BHreitd;{~)orXS{P2-tu^NKN0`P>|zP<~vzKIHI7XrI}M6lFtzvdBqY z1IWvpw#GSJCahnjECQLVEew<<*4%vz<4J8r{zZt}$}U9_o~*l6AXE@$E@ z#&sYsrIfQHKBD}->?>Zva^@_pF}K1h)~`cb8W5AfzyruAsU~~WQ9(dk^G^8A_eugecf!iMczafJBkw`RhpK4e%zPc7yuaL_-#D5 z-6`n>rY#|yunmPnQxoQHtidtVqwn(Hg5T|-VU4ZkI8)8b3*UF|-1tCdf$Ca{k!C0* zf7jWIu*B0Cr&f}?A`rP%Q_c4~b}{Ys3S^tv?leLzW>LVAg)&aAfLXfM5aL8rLTi8Y zua6>X00sG-e(?Zus=YK~iZ+9G%i90}Xp8ehqNOE>;$!xM=6oGjk6L;$m=z3Py9AO? z&fSxzE(-L9&bVireK7rf^V9jmj5(A z`?_RHirGmdNV0)&wjhvQh$T|Bwokcu?bc-2XuGkxa9a+z^0l@CO;@Vlql2TmWc%ef zkRqHaG?h?3cY4#)OBR?q6a&!}?#GXHTAmiBTFIJbo~&vA(uZ@8GWXcaePxX~;*toD zQNrj+F5;Eagc^f^Wm3lH5TaYKFSsyJ)ALHTGm%C!u-y~NB=}fQA&*;HVyysT-iJ%0 zoazo91xbY`?T|>=jaaR7#_|gXk26X1($--eX%c|5lD>SBlnH4J09nsuOAX75oARDz zz3{?(a7U&huj+F2RWm|IV7E@>(OGwng$_z86L{pb!U}2Z>PE0twW2f0D_i2d+~?)p zORb4y{j;C-g>Jliu{MEhe6D-E!X;Q<+gT(~7%ofWoIWqxB!Y$iM7-4f4Ogbrv;!OG z&LepK1y}YWP`LfSU!*Ycne5HGKHBeU=bnRho|7O^-!cUY^m zSO5mEF2AX86`YTMg=f%xIh3|qpg7_~=sQ7wp^{)NXFaUALH5kKj3y<3UN1OH(e1oj zSuSYY*K6FllDvhmv!~Z5`iZAjS(WEiSE~Vsa|;5TUIMhKwsz~25&Vuqs0n+cnD9&8 zp}(#M=us+70qikYlK%VZq*Q)jRc?idpb4w;kxbk3+c>F-*+7vZEt&HWnjp0yeA{<% zAmiQ%q1RX*RFYB zh~Ga6yC9KL9{ z&GGm3n6SRTK{IT-wgZ1xGkDC0`UU(@sTVTb5tt8FWT5`st_fbk9I|IrdWLL zq!&c1CHv3O^yjiz1h6JbKPfKb*0QDph5(APVrH#cCHXmiI&7ZC7|Y+Ul+5_d788k& z4dzMv&_n^x?j{ZgIbtHOstCz1p;Zt0CzSiz5hAl5se#Ww1szImoP{TAbTH|FQ zRA0v+F^kK)ka!ph$-fUqqI%q^<3XtT6IyLp+=<=#nxm>qwW2B%OXV8TQk@O7#f>d3 zgOsSf&&iH5N|f*3`nKE-E{)qIA4&2;ox-(nk8f!2TWZz9StnL$7L| zu9}`ph~@Vrx~`u1_m* zDA^NG;wsRCBVD?Xwk?aX7B#1Iinb|in^OJxq=|;@kzN?v;g0E<@?Ot+yUG!o5LZQt z%aO>%1>OfZ1{VPSX^ zdH-e%6=>Q9f2az66!?$X>V{ySKspRnB^oe?Plhz^VP^V!{r#SiF%Ehe8Fqw!LFQBe zPn%18WdYdUI0(`ZsY4AcwJ-*#eoCuhxC^Pi%QkSpK*UlIXJ`V_&m|e$L~Ursr6}a+AD@i_*}F+AG8g`qO+`l=(?5To zsQV@d7YT80;4dneIO6H9G*c&`;73QIY9NjP9#v9KpH%HTET~0>9smo~Gy+!R00;SF zNa7G9lxX=@FPRmV&PW-i3}5iMkLk$^^#PxI8{rr8P$A6&7M}<<_e)2P7ftmQosQu* zJe7i}s#1@gb)SAFC5~tIL;l=NL7DeWc~6IH@VKv^@CjKpLO44^j8NY=tDY1oL~|G; z=YcpuH-Rwj!ex^N%QUD^hNbt_6jJ$9ibVS_a5EU(BWE|X;Ug|LrGj^;*P{igz#AR@PAY!l+MmM}(9x79ra=5$pn#b0V*tjp#*Gv- zRTnjP1MV9nb*p;Ltd{1ZcicQM-s-Wcjf3BK{>by0+8{UidAQEJ>@2gjT!xzg81oD_ z!jmZY?_G#gggU6gtYT1NqRIL-+VSvgXu=r4j%$Ogx><^g{k!NalT&`jzq@nHlqhfv zQVg+<`-oBOmk|Df|9V9S;o5zaiw1S0QI#@muxwT7WC*9GK0Qllwa}uQF0v>cvC@=+ zrTx1TF3$36fcsrgsG>+tnF~9^ms#+9Q*s4LfgN%JvQr8?yTU*`CT<#2XxDT4*Rii*SQbvy`Z2lc1!Nl(YkF5Kf!CATAYXn&P3ERG0-7}zBeows)KQ)YNVe;c zMy}ec2;MQ)kvi3l)F1NMrBPA!u#`F zS+b~G48SUwGbY(oDJEo`TBZbQ&)Qlupp^^2o{j|le4EJ-F?Em*OiAS4$71{*xjc*B zJmPM_W?jSeFq`JY^-dZ^G=L5yD5DZUpsXeO1w|;CMd|oWFZZ&6X>=s9(2BpfS=@uY z4U&HD7Pd3e8I?%4(j&7M$=B%sPrQ9$u?4M!`YLFW&y_2`wcQk0>(6=L> z0E$gAuGkKG&wzbpVY9*KH7PFpW!ng_YGxP!%>@R%t^tPb4uTJ}t?Up2^GA+dmkI}S zKl;_F3(KeUF+Ce*bg2^vdpP0S=@jGg)HISl?sbp_mGKluk@ZDeT_de+hqc1IJ;(feVWoCcQ`Q1GAT*XmJdP_}JB6wWB2Dhy;7b0~ z(qn-q2d*j^d*^pey!b3wobzpSa;x7*e>t?~WKkmc)XL|)qA214ST@Rvg-WD0x zO7iCTNnSR+}{j zheMjt?PX&Pno4r@;HV0jmJE%!jbe#7_|X@nh017BP|8{IxjyE)`O0YewFENTag=v5 z%k%PMJj1d|X$4xtqvi>=c+*OP%(iJyXMvxMT#R-1PFx+x)cTc4)yr>->kP#&FLHD- zT$YPV!EAdRH`|6k?Gtkfr{Q1rQR-ty5@Z#J>J6^7U+oZaI&InfReJ*pWmX?T5#Hd$ z6tq1KSTYmjWE#;JU#g^NbD){Bi?yYT3q~1`MSOp0JFgUszuoJZ!+D41lMI;@XAXGL zHU)Z~b9H1#HF5-7%c60Ft2xxyymq6Pp9!Qn)a(3u-#7NtxhUu6QOyDIJSgD=2< z^R{aweVUFso@u%UlXE*^__lN1wUGmlT}jaqPs^w3Re6x+Y(;ujdWn$`9X8Og`bC_8We*4j+iVY(_fOHDHnb zF*s(jV9(0IO1en8NRc4xSD$K}r#3aNm!p9RKD9rF>kED{eSg?tY+)N#t3McCTCz^s zRI+wD_deUK!gr{6aQF0!NmF^C8<@VbmO_&GIGKd6(fQ`OZb{3qzp*Pdz`PC8@tCO> zya&;WR!6>8Dar$?)KtjNhN8KbWU3vZC&xK#7D)3%Y$mN1aW9cpTL~ZN7r2%w&X|oE z!fQM!X;8I{$2t=wnYN;Ogx%VQxt#Kq!{daV*f>|yc;d)HCJ7#!gy{wSX#O0=Xw&D0 zfP5lkejqrpDP3X-1+cd_kwGNyJ{?VNp!utvA_jV44mVL5z7%~-0XkJaZ;PA0Q?y3a zJoh#ZZ|wE8Z(Url<08`NeWl`cDI6cOMeyUpj!Q7}g2re-^FDDQw3H(3F}uhd3!429 zA2(FdMRfm_GmgFD1%)F2poHL6=c1&caQByIVsq$sxA4#>v6@kI-S~|Oyx2TVw9uRK z6nRhctMO^*idF_MsW(EmZn|8T`PU3y{_k0}2oW`UB8}j2bLzG4#5u}{;UrF)EJZrx z7k>6TO&yWMi0)|7D!R&%!upK`ST~_e8iV!fqabx)C(LJ0!=*c}DX@|l3>qc^N)^%H zqFI9+H^ks;)U9laRcviQKP5i^dH1wP|CFh*{wGB))_+gbrc@*>FzDdAUsO&tRfW>$ z5d6u4m}511X9Y&{nlBz>1BCqkT&s+4Jy`q@;C(gy4gUuC-_0P_Y zsB@MW&*imtW*u>lAkjKG?olc6*swLutvcu7=BAdwi)lelk3y zw}E404>j?Sbelp5l8jyhp&CJGgsJE@Xc_EJi|2-ic}X8z{Xa!iAS`#d;pJqzT$2!oy#X zEljdYm+ri*Gf%uoW?Zslz1^VotH5n0#@fU5$k&+icJdines7IfHq$;28aI5%6Fra? z4+|gb@vt&HUcsSi3ZGZQ$NrugAY33n*RZQT*`xpG2Bc^B7gzlMSY>8p_%}63tpo{+ z3tG6Kmv1EXX3g*&d5FGQR%l@Bb@`SEYAla<3sXY^j)>0>iwn&5(!SsshI9s4Db?#1 zj}0kuPX{lBu|nxAtE|YcC8qpn`)f-$lJcwcu*06IB5eO!&cy))n&k`LvRf}0PU-97>+JP!(wB)I zm6h;|OSLVpL!wn@8fYQy@G2V(z!#?85KY@tGVq~RK5GmC z1|td&HO>(pooQPIq!ExZMI_MT*}4*Zw~K{UC56CT0}Mb{yWrvmtM;;h7-Ub0)x03g z(CU4{Ga_&X^bA1y#)QZHsgu7Gg+|>W^{HcUq1Sz5C4%4S5A($oO%TfyW>LN_$wIW7 zf$|X2fu9h&rsu-md`l)1@c6j&Bu~+@1-u+;gBTy7z}?x1i}OrG*%s$4qOQ>$RSLQj zvu7pH5T4K^g%q&lpq9iI2Nay zL9>!_rm)`i*p7C7h{LZh{>k_M5llwUM*rVYGOal|ivU` zaL3H%8!xGu(xqad@3THUQ(`#Cw6{bl5B7HrpQ#njzkWu{<@SF$RTK_s$0*|}t~QPv z;EgInMQl>CTXXVIw7%_Q`TKMurFh-Ft7STkAVIE}SPpZvTwELt>c^@oJRa%6^$)$( zc|HO;x0N#yhJh+%lezJ%f>u7utGv?Jcxi++D?wLQtDPy2&!uuWmx6$GGCG~1CXqA_ zZrl1LSAcX8rV2xhnW2}3h<|UGOw^Sl_iRq@UD5`D@(s$DOp+0I1r9Ra zCcqR@kvXi#_QRI2+PcGvamWki^H}PuyvrYWhP8dn97oKpmmyt;X(pU_H$vppm^P-# zwB5ierbdVUlcoP#hxPv*kYr?L`!`D`&RG}G!U^rXLGU;$Dd|RDRU_gRiN)btwX79? z{Q{H@SA?=375MhN%P=(jRM9>U&XPv^s;d( zD7|e3+cI(Zp2Y*L-y|L=x^q09Lbf@$)s7W?JyQRSu8zX)gY1HnA)v{oIdV7gG%bTK zF;1VHaJvju)e-4*z<)JEt!DI~5U#|;W3=!2p`%Grh$S;+f|a~-wD9Skj8q@l7-q=p z7Oe^+9~!qDN(NVs`lq~<$rQs(JMuBI6HpNkwvbRC9oR{LJ`^ohC{mCHS&)YCoXfuy zl$@S*!@u+!LC|TQ0L+85bcFLfu2$m#Q>>u4jQ2EmnpcQWV*VD;1ifP_uR1Tgfq0Q= zT2x>wzLqD7fqpfIs4rp|4efF!epe{Z1VkIL-6FTzPS`;}9~)d7v7$F3AKTh*_zmrG zDE<@yBAHvv5rigLi(iNGU4IS*k_G~+@v`&H#hiZom@|Pq8t~?m9&v)yN5#fL;Nh2U79?6)?NCfkl;-Ha3j%VY|ZGz%xsle9t>SI z@M!N$>^(mjVQiE>gG%>!K5~l>cIf}ub-ylDb2-kLGezXTxmL011jn2jE4bKvk2F3r zE_$1;8#q3s-wcd@ufN=UA8trArdF-sX-0OISA4b6Q1B#P&CMuB+-ZnZT)kGAbXWCU z(KuaQ$$n9UoVj}PVCzuUyJC^T8s-_oldkcClOT{D6`BrcL%=VDho+H>^G#y9?`nfs zwSgAVd4S+|AjNTM@uMm721B`uQpr&shT^N+%h2868l@0`j>UzaIY`y5oU2{mlQ9jPrx5J0JI?0)fV3=roLcd)(JUFI#4ikoB!zf3qS!94C<>^D|9G?HVfGrl56 z`$$=W8)%E%jL&mdMxxD4iCUhvD6(CtP^VNL=6Eh3 z{p_FmSuIqVbb*E3bmGes->T{X+UO42-~rq$W9^0a8L=&wFGq^cZ=msYIkbOTkN;6b zPS5&pGZI>HJO8>AMs~g^uImgCeg3vi2%0+i=W3)~ZClwp^GoqZ!hXLnq|Aq45#F}p z>}+a%c9N6Rq29)**CRte2JE7fuvrA#_Fdq1(gJeRI*_!lt&+{mWJr5C6Zro)P`-q` zw^^f;8Cv!0dc?AHbLEWF0z`LBa8W_vwL2&^P8ix&3ew<7asB%7NXm}X)@?Ys_m^3I zDPlY4)6{dA*0^tMkY~Y^Lj~)kBxsvu8X+7JbAoarsXi_0Ge;{tGEWQf|B2{nE0>t@ z=CEoQ@SKA2C!C}d^2mQ3k~`CDyWF^P+g8SPmPmQlW6q+f1Fa3zF!1Iz~W#XI{ z<5jPA;l#bpZZ!?V2IlD*89%N(_XcE48^rlf2L5kiMgRA^fa(8d;6xdV4PH2rn{Px9 zNwU89XC1)d*i|}KMyoIc)0pr^=ihaNh99vuIvO`3Fz~Clgjds@X-kqQ7f0<@(Z=r{ zr{z-Y=~fHN0_=_@dE&=ZSLx32D8<(01*V@h&qh3H)Y;?TCT%jt@2&2iAD<^5F(oC{ zSNE6iY**4ZN48(@_2U6$3&|-u-0y}EckXR(te6YlTh<&58B&pH*(ppR2e*3F*XP$% zULBhsOp9iw>sf8?T7U2F427MZ5-;-@;*80Y18251C9NzNFSVjPOBXZxiRqQiN#zp@ zZZWH`qqiuNwTsew0Mkn`G zWEmoIAmP0E0&|wKU)6+CbOH}aAwX-$J0;c)DqMbm+_Ud)kVC%7TM)3X4oPO zv4q$q)>wxbYp8*)=tFr*;Z8tTjzPIzxRzU$3Dzd)t2RaO3BG5(iC z)&Cg&{~xtf`))SX<6-iERZoS7%5+3+`J2QD`kBR{*HLQ71a{?4d0pPb;YJG)9Q)d%0T;0nm@ z*42_d)4s!mVL$q-57 zLR#pMp3Yxsq}kQXFQZ?FGp&;q6Qp?*ZVLs3c5wDe=om$U|BCI% zb!nxM&P!(6G`a1*p>vI}Uw=qc4ZAkAmqXe-^(b*cbxmxLpAiP4m#MX?C1+C{*nS`g z@SIXQ_yF`VmhSwMQ|SLAr!fBe9Tz`m{?{qNH(ueIfAbz;3w1cXr8c(Zs>x>nOHOD0 zD7+>VuMactvmrnTo%%$$byqyfoi znhtRe>-LIAl_huwp6%_2uak!p>y?V_m*gQ?E%i1|YvYtdw$bqqr`&2; zshRy%y~!`Ms+xedh9QZqoKv&)4`!w`<*c>+)MV$9PBX8(=*3=660ypxm_tLI1tpbu z$)f4Q!R^*R$R`KlnDS3O4%6_?=7%;$#B8v_Z6`vUb%<(zG-7`lg1GWmnn?`GBKyXQ5j@vq~`7Y-oCi-df+3t-R9UV}D?m6%I?e_oe=z<)vAlRff zUiZDt2NU;00XHNLq&nB^D(hTO1i-rg zf{Dc=w(2?yd>a!i5tdUc`YgcXxi_9%s62RgGnyCD@362=%9uaDY>*=pYE*c80L5W)mHnrM`5(b0jQ>85p_Q=pucLhEZ)AMmN*A1N zKFgFgV`QaQqin;WCoFa)@bi(DDFKRr=>69Ea_IW!xI*7(T`tgKV+8|!D32+s zNWrI>DU1tC17T49Z_Y;lX0xRv0C#M&bgS(|*ne_0@m|sC;q`IZG0wT^Gk^D~u=cUl z9GPT#>N~VC!OKry6FzmsDBnUKqD_hH2e;Q)#TE68Z=EdFQ=-B0tcOuw#TK5S)qO{h z@j&}2D`Jc&7i-k53FYLpGiz3AUZ2D!UmIFXf)HWvUhgaUVB^g^()^Y8U0tbxeX?** zDsOizI?em%5iH#gLWUkRDOG}Vijed-nM@d<*(9Bv6!bp1gN#@p%x_ZRBv3dP-SmK5 zqP_G^SQ7DUUfC*MGIl~DFf2rceKC<-MD<+Cp)kVsl2ht7;&uzx(pkO%z91MfOhwiJ zWBw#W7-`T42T9qgy^`Z}TUiGr)>1VlNAuIg*|L<&&m}Ld&!|@>yR+|BN4ncYUkDs* z>9B~nh##h}r?qvm$nWUa)DFSs;OZ6AQ_z-)o}MrIwV8kN@_z)?F#LN(LMvV>;&1*F zeDfWS*+DsUv+564wdG&?#kOUX){=SG=6Q&w zHjPIP12{Ap4Gj=wYTK$(jkj;LY?QItIqh+>!Jc<5P4lX#S3u0!wIR`}^48jZx{9j; zSCktssJU)-f|2TUNeMVr9!t|NjS3FdGM4Jdq7OSG7}7VI>l)Il<K2<2(9^pCTdYe8ehX3aNq;U!H4Yp(#dkqHM?{x3Lm>ym1% zKflf_bIJe78UHOA{r|LF1;hmZC6M|rq5@ih{|8|JBP$E-e?QHlR3TLnR+_UJ4gJOC z!VH)K81Ce7l;C%iE0ie0)scQ9T>!siI=LZ7@e0f=U z109(#ahK7_hQm0=R2y=$H;Ba;paUL(U|qA=RK;WI|1IN)u*uN9e(+wJ&4< z#t+A}_~vH8+S(CyP$R7ElCg{VI(Q|;PYD;gB^>$v-STsmn2`I@bX21R z76Ne)B%|fr;fc3S-7ZBwlrczEja?m~X%!$CkPIV^%IRwRrfVH~1Gf+xVlA<`zSZsS z^>UHZ7UR;x={PdGtrs^CG%ykTb6B@+&|_FxXgv4|@639+ouOC|SjM#}os{chL|`N= zv~CX~V#^c8PJa*=o-I|rKX)yOEYkTZRyZZ>Ud3p~V^3RkxJ~Rh*@yi*4-6)5Nj zxuQIRTZH|&Kp2?D>DDOo5LhGEiuj>~Oz> zv=n}Tl5?unYNWXzSVuUmWT~tOeL~oPTS1r6qN;IiuxB*^%fy@~Z$?S@qb_b=R5NcR z!IPTuqxmiR%9y0$&xk6+dK!UYMpb9fP=`r&Rzhi{icp2t(p+3Hsry!YxdPs0bwk@$OJR%U7Rd~K)(Cgm zdm#6sVk!41w&IOUjY9i*gd_-p6;sBPu=9?N5K+)jkdR~~*E+J5U6Y^?lF&i|F{w(m zu9tGLX3?!S$|tT?9~s+0wD>HO z()xadcl+VOmLueIIcw^Kv~Gi$jYrqVg(jLQ9j>13RQQ$g@++az)Mlh4WQ?`^KO4Ur z8Wj~Xwfh&XV;bIOUBgpgy;!C(XHfNS~+FjFgo#GLAK%eJqest zHg#!<=_E!81MtGM@TKX|VHkd+tw;Jpt@uxFvJy@;=ZOzXD`P|@F+U%C%{EBOZx8U`q#3+XUpc8{IvX79e)(9{%!OhRx%WfX3zAx6U3BDb_nz%|Kq4L zAP8o77Z|5nIDBA-7(ix?6N!u0jOd|Vqi>`l4m-4u}*Kl^afkJ+|gTU2RU~h7ISKeqK`i>z=IqACDnLuM>>-i14Tgsm{CU z#1Yvo=sH;765k-DUI;c|zQuwq6qF@88J@-+cCsL`g^pV|N>r5au9i!!58CK7xEl8p zFS6%vbE2G`vX|>#4Jd5bmeQ!;-nWORk{`!~`RBKjX`< zN49#U=Z}bNK2erPpJTfm67+2jG2#?ZF~mrSR{$BAWR&AEwA)}_yOO%N|>y@lvO_CGJ z(nRA1_771Ogx=CbQ;4OmPv}I^M8qAvQb0w+bacSHkt9505~P9aSsN4jZ{lb{*(EY2 zm8$>n5R5gny`x2X0Zw^gg0i@hpJllQ`$NUHGG2<;4QuKeT_4015;GUm z9`DR+IW#bLgniL=&=qN47jk&fS6%Xp(F%KnL*pwkNdf3ABiSM()1p27b03(yk0j<%Ksrxnn5kgoe+bu3E8$ z(>9xpEbnhQ(q>29Zr~Yhtmm%{+9H-G6|3i4{7IYiuQIbJszcJK8DcX&%Sw@h_QEtKaQ%=Mm(WJjSn^-Is_b4Z zXPF~1jz}7^Ln!;DRT>jhef83PINUQxdM>qREjZr_;*rfa1K!0o~T(Z|+#2Mv>?v58>wxyIjnd{7H`h+n*0&}k0{xJ*g(+yYToI$Jd;wC~ zWHx`acKI*d5HS6jvakzx`Lr{+R*daiEbbjWW z0Ix&>n5!U2EkS#b>~l1y4c{IbCRe0OmsA-@^DY&FZoRypk@avbx^h%WvyVV9|C!18 z=6%1ReenW+NSI!V+<3CqXMXTW|860@u@Zap@9>xri`%@I{^L}RyxNADya(Yq3j1-; zlCMGcz0i|dCHWQT?0?wTOxY}5s0M&7P zz-7e!(7vU~k0T5}hMM!BT3Oe(C#?lHsE7;>k@93+i@BT2JG?OxL7~}G25!Ow)B^cBpTzn z1aI|y*5q?U6#@(O{(DWyOI@gyj|t-ArFt}6GF1Za`?tA@p-F86c=O#1CZ0OqijTA$ zOV-0aTRfL=6uRB|-3l?M$whU!a5t?jp|ceo6eb!g;(D{a2D5CA!{n2SJ^5=r8thSeVYQq(C3#IDjO?0DF$9GMw$IqiF zk`}sWOfK?5$i{X_tPD1h!Wj|wEX6m8K(!fCo6H54+1up<4B7w}7d#y=SR2UbPcR1` zM0Ov6SX;{6y#^vEepba5`7Kp7{2FVia%>G!9!sXsr=O3F-Y;w$0D+{hwSZ2*7ax z`Sn?d>yJZ**TW5}o3%-a>|pS2rfsp`>^3x2n-C_25{;|+vF&8f(n)7N@D9Wjy?R>TW$#o+$y8`&12pUlO|uOW>KRcsE1rU^c15hb z@6yoz_R6H5-|?~+{$w%W$x>N=%1YKGl z3jmNtp^epM7Ubi1KnYZ${k=%j8XansvhQuy8P$Dl7_ZF+f5vfPcb>F8)x}UcY^cp2 z6hH2YnAoTP9^^{#OrN?)m3CEd$2qOD7#HW8_-IT|fktHhmOrh>cejrsXFJ5FDCHxv zjLAzvt`_SsBQ)e(Fjscrc9J$ynk;3gL(tk98_ zoRBs~$`|r@Oo<%a2^Z#%C1pzUg>sTMZwJaV7$#^OlEA*{!SG>Hb)!Xb32irBE+J6& z7>&8LOzDhwoeF9q)bu;OJl3qx`-NcR&T?&ORI2Vn!?Pi4>5=3voXd;hs4t+G9HSK zL=qyhg*X}~Y;$i$t-N6afwzD{#s1c&RPj;nB&BkN76XYE9ZIMi)0ugJKMa0@f^2v& zr~o&lLLE(ZP)j%jW6-*%nK+d_E!N>4{=%MmGpI1<2!bGaNY+kbCN36}*Sum#K+o}Y zDR9-Mxryjb0Xl*la{|9{A+8W{#RB!9n7WP%P#IU($;XzARt>Q!dGnmubRrQ_I-`&} zGIMuoLd{~CQ(HlS!@P@CaRCxcMLLt&lQ34*)XLGJhH^T@TIRgNyEuAqR&d`F5#{8` zzR8-7i|+0JqU;@;M2WU_ z&2p`>ZCk5s+qP}nwr$(CZQHi(UbjD;-LY>(pFfcEOU@XXFP?$z;F3FRz?2aYjhZ+= zeJ$FV-FtW|ZIZZo`3nWvx(okbB)0#5n4!P_;ZIuX>BZ^M(|vWhO~!`HN~p2}05FVz z|2Kb``F}WV|62i%f$2Xp5YEcxa>$~{ImWRB4T#(JFgF8JX8)8%t&E|Cq9Hza0zDLi z@Dy;Us5%4_J(HB=1!XQZbq`g(E?_1|qu*GxwXc5DSv8fXYYpaK(H>;8{d4ogcOKf(P7+?_v zQik+}F{dCd6{^_9e5S&eB6(IOV4R5M$6g|D>=5&<+6u>0u`~ua;dzoR2QZfhX>{;YZ36;ey3y#q7VjQ4BC?|wj z_K6^I2q&3(?YwO4-Vha)9149aAVo3GHGz=QVS|vIPB(d2?odNvjzOKiIv~N((Zzqg zQ>S|JlxZ<3WE^1#Y~7?bje7({$sBfwa0{)ktYCHadyL0L6H}UuZ2TIO^JQ#Vw7&(@ zI)ubuq8q0n)G>6;$$ArY2K8&m)S!~XCwh-{TGVijhFL1{(ikFBWsqfq6-@D%GLOUt z`a_1+4KDdF1vW)BVBZ+tcw+Rj369wrb}wcSvb7+i+QPQY#(e67$WIdTh7axTsEztSt>lTP3qQ20(Za@aGmxAtY^SKqLID= zgYo(oZcISKTs}w^`b!jHpk-3%h9a3T^zHXLmSZ29z?hb=3iC+*#G^N%F5%Y<{8j*{ z(D1CsD#B02TxT`KdSE{QK|_H@3@+}0+aEIg9^sJ{!Lcwy_yrYD)IY|DE5=K50J`d+ z3(DG@vs4`tr@6`o{UUY|0qSpwmS~?J84itNP4~tz^MY*&!bJ%{L*UY{V2U5%uxiz) zKAPVQ5-a;dB*>Kk+S}^gQ35!#vvQQQ>aMzAIfKXujbc7VH>h7gs{7 zQKZGGki_U@{QSpnmb?t)tK_Ds$$p2}!PIu+E7~8|-=|nus>PkRb?Q=9ysYw4xlnyUhJME`8JlV3!(YG>%7CYI$mL7-j2gDl&QrF z$2D@_93K3s&p~i*GF(J>E5FsfCAn;n-G#ppFotaQ*S>Zh%2|z+F_^q%?>=%+j2_e4 z27ad5gt{B`E!9-$e<;2(QGRrvns^R-u3!2$hsfWQNT;@q^SfNvhnkm-XqGVlK&a;c z=f9xwp&{qhTwXB8+Zj|Y@)ebOxZvgM{pDG6{Jj*xE2}1IwbE48Hqqa#c)8x~ZIv9} zLQbMVoU+UC!LS3-w~BKEvK>S?k&MCSif%@k0fo~LbNdsMJf~JX7-kTf&(dS&pdekO z82_T_)aTcv8-Dr$_q>gtJeo&n74K(c0b`0NzOTG*Zvr9vbT*j+gjbt%dbnXSV_puH zV}TZq3TrJOd5p@J&F5UtA;rsaL(FwTG0H*5jR*mmYu>67p2zk=r@G zakRbD5Eu~PmEff zDj@_$=)Jqgqqa4F=JL{<1v5}vx+mo0nnzb#Fx$SZOJC`Y`BAqXZ5r>tO`-pP{`7w& z(f{8mq$j7RWT9tfW(NWQM+ubu-yZ!x488yD2x4Yp`j6agusXy)4{0L@K7l_n4?5pk z#I!&eKKY;SU8SOBH;kf`l$V!>-*6j-8KgG`p}&h9r;HFcRuNU^T)Rw5YyIrfxzcje zy0r2MgZp#(D{E)&xq15Io+FjuIFt2AbNg@fu*S=!q$CLu)<0`>5&q?(Hz??wtQxE4 zKgoALu(JngI1!3LbPq3UfESez_LRIbqv_VOUe67Pg-M;ovcaIm;+IbV(R_T~p*L&B z74GTg>Gx=I-%EK$k7&swPC{W0Qjn9lzy(FTcqd>CBxD7l`vVyh1{E!tb98aTOxkZS1W~%~Um6R?Mu5lHo6@lrWEBKr0yd2pD+z0Z~AJ zp^`m8e}y|$x3`ib5z&E?PCiy3kwKs`EiI+8m0cYrF)gh{MW&|Km&xi_+O$pPScY0_ z^(^XeNBXT}dZ$x(Y~*UddX8ilxAtMefl?-+p%Q<;y??%@q4uxUVrnn>gF*TJ68Qy; z1vYa|24A~eO%fJ!e1=fBaJRH{@lN4Rsfir!l9UB1bFPLMO#!OnB!%rnsD^lTfmeBR z5?*r-WFAmCj1oMGRIptB5-MfXhD5Mpyb>~s;IKS|(%)w7zgiMevO2c%w&~k?;wAhI z$`9Sbal>Q^8XTe;=HqIlYCFl(@yg?+i!x6-ALYr_%L0`Km5zY};M^EpR(JlYMzzS@ z4{ILr&TDb5p-G!=8%t}nb={0hu4mc$x6qQUjxCmYJNodCb3QrWwh`pRIN)@lNU*DU z>m{{t5PRfdmxv_Zxg38E&9v6Y5|=Gq3XoYGTs<7XVqw026N)XI&l%T1nz6w!jIB-M zZs_Ue%n&J+Pm-`h3I3KP==Q}lKv=ZbKl5A|Y}yiOL&e(ig#eL_^TS5}#k!ALL8k3n z2;4Jh*n|tj|8o?j!KG7Kw(jp@Ckb8FBm$xT1m{R=c#5)S@|t<6nef8OqU?+-MY(G1 z=nkF%O>%`sztVl1hQ5sAV0j|i?UyJO(r>xUsC+Kea zpy~#>%Bu>a^b41!5XtY5_OX2}%9R7EOSSW=$rUqrBL@q0+>NsM_5S@vH7pZ!eQyTq z*)Oj~vP+idC+Ovf|FA-C{efOB-o)Dfu;?Po7t@Cu62Of_!V{zh+I8aq7n|NpO308B zXoKllGP(3L?1en^%8Pu~oqUYqNmZRTc@D}=<*V2KejnTSxVFO|?Nt!i27~aELBGOy zwv@w!>u{FxJ&GyQs26w#FS}E6n;`<93z;CfM|j~;ZeDlVs|Z&}vL_rO?yYPh*wbnq^pV z*Oi_&qVo3aiPVR(!|_Muy$eQ5a1XZDzw^k_E>$4IEdLDB9OBO(2#7ys5a$;b=H~}? zp~t!-W6^FVKvkG+_8rJk(GjwOv$U_fn22@uzIWjz-p3+DsWBu_swBjk=8Vo9)qktm zs`X}VTm4S0awg*Of9U;+_75ueh_5-pc`5NBWB;u&oqV44fXH2UPy;>;Q*OCi8_(-Y z$gUh%v48y9*=h+IjyZtaBmaHdB%a0X8E)0fxnvv)f+|ST6Oqeh!Gd=X@1sV>WB>DX z0KGI4**h<_iZ>Uax@c{wa%xSm8SQ}-J5;-!4q(X3rJ}hyR$Gh#7pM03Gtt%RF1_CX z3q-I6Td?$E^KAw!zbu}66Bkup8laG6I2nz4p9O0#C+FetyXT50S%8G zg3ja~#EhNBR}Psz5p6F{gU3;|k8K7#LN6fe+>he9@h+~r3x5|ep<}tw9{yUi&w|&)Z+tjM?c7?WT-jkE@XEJCQ4J!#XTvR^FK&x2#x;F8J)(lz&(T zuD3;&1LiB+00_7ft}t(SYoJN+OFSzU>zlg3fXzQeXD!?)!*bmR=JrJeq{YL$%GFTn zvkcGjB;)?djOtt)rX8mt-dGt2Z)5P+DImrcGaE1THla2u0jUeGP2gqyk0$25hIQBKVxy@wX>^DD&&z4FGnbLQO-(Mui;f3s3N&N?!sZ_GTW1QTbjw* zR&^5-Qyay~e*+5*CK4|%C#fviv03=*VW)i)4QGVA!+F>}ki8u~Su%QKz}0`@hfng7 z*8nwZuWx$p5GW7z;<^xw%ouDRpO_C0SO6t*22ULu@jP%qq~i06!x#gyCq(4 zc2!!~qhGagv1iZsYqH$mMicD6Fc$h`$cQWh&EvK%-p}Ne2cThBxxn+I$NH*56BO9U zf-C7I@8NT?M7cPAjVZB6P_n}U918NX&g%Oy-Wz{}Vqt{f*yjahhOXU$I@WCnZASTS zQ1Vj8KH%(HKf$)@VdSK6n%MtD3X^59N1CP|bMnR&(PjkKF-)Yb@*sJl_@>5y57A#* z3%jsGZwsCBq?qu0My9j~C6}_s)#^DDgfsQX>3N+hkM-sh>8#Z`#GBrhc47o;OjNCUggo>wNUyCQy%qmC(Ea-K zo*fok4!`Yvy7f&@fWg0nb4b%)z9Uns*7yf5OqcDx-I;uDAear+jSrn2^@scK{B!e~0n|kMnj* zWgr8I9)X%~;(FbX{)jSiG3uPcKT{zAf@Ijne$BE75zcZ1b$}DQg!jkXheT7(i2CR7 zy#>n~~9r_W$z-?1L21+NX_^R-KA7@4(n-H;Pt z)_}BBhN!M=+~(bQqR z8xpMF{u+WpWhM;hHFgTl8tXOfKq-{|4DBWJhA*(Na?(;L;^CBkG zdOBANcWod9Yx4Ek&wk}rU}EbFwz2HCl-DKttkgo&46BTK$q+VA$=pzosYpE!hBV11 z7G)+J_JZ3rk;&IHhRIO=b;4mhcsqG%$ZB-?thpar=&HU4)bcFl;s|9UUPR94DgQwZ2_RZQiCa|k!pvpip zTHmUxVbtAyW36AggruMEzj9Ksa%7wDW`0p|eC9#?PU{HB8)K}&c}40Ipk~*}a4PNy5eCvy;@R~whV`Q>^0(y-wR%!JIi1P~f{SzU} zIasT1!}j=v>6dO7x((yER%R^T#jsXBCvplBK@Nh727-c$%AEc%g6ML5sba3;wA?|n zVtiV`&yaC4-y7WtgNB&KSWw+?-ep%DcK4^X9)kCGn6xb5#>(~0Wt(fB6tSGo4bGAyhmSE(^YsedZl^)BMSRptPO-xVG?6$WXn(=m*6W)AY3CBFbVOA_M2c!r$jaEHSTy%^R zhFJNF&m^oM*!w`4gN~)?nm3Yq>(u0Qx*{oi&7$wdj}>4-rcNDvnDI|;sFRR~l0`y~ ztc?cisRn9ow$PgCf^Ff@EP>(Em0U7$j{M5QAHE>=B`Vw49?uSKBsnf?-n=7^{=4@Z|w1#jM`L$E4%k zMw@^d?s#(k~5Ke2ou90+a_QKxPFM zF9pB|>M2IL$R(LkCQkEAq<8?SBGCw}synkppWZp^4c8WP%OXU6;quJUaxN9~YYSuT zE!vMRc&+Oi%Mum`f9wTvBirBxYuE7W2YQri3e1myTk3i0s#_a7K2v}JhuI^KyE>{a zd6uypjagQ=Ce^=#*`ZVQ#`AriEHtfk1TL`vO2x3IuervIGP7>{gmgpOTOIrZLWDjO zm}b>;;50-73W>RH8y(ql zHFv1GJNJOq(D0P*QOV@3g1O%>$UH7w7GS7RPUNt#%l26@pT=6CdW!vYma6u`!MvIAlXW^r~}a#P%jW& zX*P27ibgw1&y58h(Uo_r zc|x27qC#oiK+l8I>isLh-^_9HB~gw)svvv#P3K0bK11h<6vS2xAab%nYjgI|UF{pv zvomj*9vw>#T|;>MM{1G4==`JW4swff8;^(djr5!Q?fS&7^sA;tz||a0e*m9yQo8Wv z6c~Lyb`lhsbe=qO9!qwgwV5xywYMo?Z@$eQ-rB52LJMLx?cW$=D@AJd>za;sJhC*Uj>aNdjRi_jw0y#fQ5ni zC5k6OJ1WA{drc|WFu``idPz5 zIz&u7x{LgRNaXA#@WKq3xe*$gq@0`}XR&VT=jo;@MWPiQu)+>tW6A>a9$0{@tDEcm zv{vzTo{MD4l2eUOkng)%%CFpP+je%HKsQxo|DhKOr5Srt&TwMac~ib3mXuhJ`ch-| z9(_xL=i^|fV1*-4AbShN2ZXx9hft|uUs_TnypFAjg^3Z5d_-l{W_P$X-1y1< z2kG0`_+6yYS1g7h{JbPqDxol_k~lrwom)$hYe|q}#h@DZ)&bYDZ<7xSV?FMHk>G@+ zXra@z>O`y6^IxQn)l*e>xBr$S+=simD})v;>&S<^T|sFQ_eM-ZcRbZrfM{2l$C3&c zDi>JMJOQ2*Ak!})15bGxWpvRkMx|FXBpY|U_p|9)Mo{@A29s78E4e`)V+r1xV@qz; z-r<{MfIjqKp5G1r^y$Gryc)p@TGQMeql1V3m6Fze%+JBj*2quSEa-4+hQuQGe;{WLbRbNNf%> zdn>ij=>fq3It#$@|H}a^|6`ZR|5gKLWBAX5vo*lgkX1W#oYQfv%AzctMyB*6tJVy| zQKGfw5vUeCZ6#6ECK`^fXuDT~i`($=1G-;D3Pg}3m&~XsQp^lyszQH#Z>|bPJPjRg zef>?J)7d>|R(oH+O+eCuK}q5NRH;^JVIdx&a@h~GHS6#s@U_}4E(>qz-5AbA?xRN; zf@Vpx+JwbnS@`pulWZ+d7A(SE<3>^G5`7s$BNe^w^L9#Kjr!{dzW+u`-7s%C=_}PD zq#3hH`8^MP7y#GD)|0LEf)Mi8^1@}@VjSEwFD+8BEztdSNw^MzP(%$18VUJ)e-qh| z%AnVOP+L5O#^Th>G`7J7B$!74^kK2-&taLgvR2vHsDcbXsr^`wf`(|Ze|>OW=H*d1FvLQll zTYMd%Y0z!9*@`HJ>QOts3$`|rDvEX$Yl|*bEy~o@3%b^o`n(yah`YmY<%{~wukTNT zVL`?Ui5?lzGpx5yqhZ0#43i!pHB_uCUo%}}vf^L?&J6dCneIO^c&vL*!)XD~45Jx9 zHI%F~UURSlZ9&uwUN@|)XI|5o0@Ms;H@K{iUNf>VkUDZC=wzWTdGx z10)!`5pktLdO-n$tPEm7F+;nI>p1FDSjJmb2Db=2Z;kNYn z=~T6=o$MC$a8=t^5%xxXVPA38*sc9ge*N6unD0osk~~R}{iM6Pr8OC@0Q?5`dY^xa z&4HyxUt=e?o@221n=AsC#~gUyzZ2N|?zTVrYjUA(`+}CqmRTD@jr(w$zZ&um>&f2r zdnZ3=DN;woC9*UqLS+a^-zN=bW7*Vq#?l8bxkhHhDxr>SHgrGWWbDF)QyWK8)Hqi7 zc)AviyNRtF2o#Q{Ax3ToTu-5;Tc~_m&V0r5h5+k-MvfU;d5oE!1?d2gFNL3P-2?5i zP{uojLKOZ-qYtYMr8Ms10J`pIA28c_(D}^%ydp>Hr~ofaHi#46a==)@_kBkSj0531 zZ@Dzs{CP{MAvmXg%-mc~SW8-4U09mm<4}cpQ^}LQ*Pq92!4dIN+DgeQUk$;CeU{EE z5K36Wlm~)$x88R3$04NYajeXFQ&u&H<|9Tp7Y{Y@q8{oii?x##hhxVFd}hqR&3!Lc zek;JNUl*%fsaN3NG|8l`4W;xuZy7U`)v13{opG{p@R8Sx;&s(^#_rCW1!}MZY96wQ> z#8TP#&TL-~;loE_$?Qtw@>z`Aeh9`O#**w&(UgsmK8%)h9O~?bb!wf;mVEh*6(?79 z;Li0*El0|Ze+K7~PYpC!1OfX62I91fb40Z1o-q(i>Vf~zaaPl`)oH9p!8WbZj3C z=ZrvqAjDZBBnv+jNEL^De@w!qrIt+4!B!~2bdKjIQBk9`QE-abgMVnT< zY3|wwbAxS^hCCt4D(a4!k^-ksRY%R!JfA~^kdK0&SrGwAG3GuU_b3!5KUMmpm# z0C;{zj##BwDEN*cu+b-PDWVst7)QhIbyFhHXl94}a;T&QTQJzxf{ zNHaEs>2JF`C!~J$IDevji%sXC{_xZJd2&1=QHN; zW%rZ#;mt&xx2!`>ZJIj3Z;(VCP}p#D;W|h62!A~uS|XredR2(lgjc}@f)X0ErNSn; zMZJBwJTs&;a!Rvn{O&y2PlU5{C{9M^#o^dvT{Y6a9X>8=0kJx&UIUSHL7#y6U@(3Q z|NB0JHzn{U(6!DJfmaP>+n1f0xD%(s>bEJ6M~_LmeuK4u|M$I zMe#8;a%u1aUVT8L1q*&1(9#J)7IhdTLieVng#e70Hlr&9!GO=vfsNd_C0lUdAlF~; zjQZ7WEp;keV6FWcp>~5NAAg?1js;?uZJ*V~&_qp5&9sthe!Uf7t5~TBb;f0FQl4Qg zjP#R1tTIB-75R#_$J4_H>$7*icM@pFja@>f*~Z&OW6+rU^1Uoes8DU)0jP1_BFZ;E zh4}^HaIGe{HYBjjeURGKia<}Z?hDO`ViNw3n8Gk82_kxl1FtwB>4k~TwgphSH9ZfJ zCp>!iDPYF*g3#*5TJw9*_$-JnGzHleUV}8FP#0wDC08`;dJP_-T}2R)Ry$>Dvd=1K z#J8PKazE$~?AbJoU!5kNFiIMt7*8_a{5*`Z9JM}Ox4FpRx<`uhbvA=0D|k`hv|)BB zI9q`0^#UD%7x(??5Mx(~{*rZ%t*@zd={;u` zNgc@!=B#uQU0tl5As12CV9SDwWo%B2;kf&wl14RUt_}6Fs_N+ZH>rS(IY_#lDo(SnJ)XQ5*P*e|$0*uc#0981P z{zm6H$d|Y4yXcajL9ENPj%Uk0N{%g*vc)yOC~`sIWWWjus&JW z$~Bzn>2zbJ_jqI@;OdC@iN#`ZB`tjgaUFLTlt5HMDeMZ!HPjj6Vv!KHImN!m3Jqt$ z`WzBEF(`+M3zzxV{?d5rtCe-dt2VpEGFem{o(@~nNn9F74JSAazj7-yB`#Ax&W?yn zgq^P%U}%IP?8L%0ivsmT-|TXhFyx*`f3$06I5Y3{K8t~@NOA-m|M1_oqgfu}1s3f? z`NJ7ozk+aYPXOu=QMr5Y)VuFc*%^LY54bBA2oG(-S_c@f$8~tvmP)lVzAfO8K9drr z{$2wZ?&;wjvK-}pUE!m|*L}(J&ZFVxxd9NnRIz>?)Ea!BPKSemcdyZAXbCr47#q-A z{!hgKFE!Gj=Q$lO$mD8*s=eMFr=5Pdpt~IaL39Sm`w@YSuS}_E@o)96kDSJ-i&c2m zX4@rIF;fP8(rufEj^-Vv%aK$G#eE2?&;Zqy-Cu^rz$L*x%NC`a^$7=o0IqN=DN3!W z@{Rrk;8pwH2umW%fG;--G!2v%Z&Bgw9Jn2?a9BPlQ8R*hdwH-+ z7PES6jW3Vbts!>|YbkXSl|7q8|CLA>E7F_*A>Ee6aP;1BeQrV6WE!wiFExj^_<(EX zX#x}i>UOz<)V+ZOy&sfMaJm|uAJSa;Q-EpM2u$11bRlgTg_UtUv7U)9p~P z=ncL0Wy9b~3$7^V^orPB7jGqn&4FEm$9F3aDSm}I)P(y6TE*hC3kn#jGe^htr*N&7 zl*=h#0ti`u1k7@iF`a?1#F8o>io%tg1QaYVXMy5SW`q%q7DEMv^Mbc`f+r*o2JF8+ z;#@-2C`n~-4Lf4Z?>{_}8**mxvSxG7%xo4icR(|rkA!bZFfyXzNbl(N2)G4>WX=RM zHp6l9&P+?@@d-sKy+{FEHymFwod{}wWcO4^|Bgc7IhTOIyTsAV6*a4q-t2<7pAR-b zy~F!(Ur0A?EcG97qjDWw z*_KY*Ffw0l8xQY#qr*o9Pgg6xZe$~ zfBRMfloYHbUpa3@ar6+n6wA1RUep}J`9fp~tk1NAcnl}+fl^R9Lr0&0tVBjoDODJ> zNaU*w%Vi(?8n!7AGHO>(#Mv8i=0ZzNC|5R|6UJ%JIDm(1)cukyD!=YDBB}qr3g2d{ z(|+SkEBv}rX7Wiq9(F39KJPJPmF;JoDfu$&Z$9;hELNYzlXhHv1M6`l#(t@6i^gk)#0dGHi2R&`AF0->BN&O z(=*OPU|0WqYR3B-XrB>1@U^gIe3A_XD+)ErbJi$OCLAR(v6A!(X{Oa0_XLvJwSC;$ z3cCOr76rH%Jf>7mA3XSJDi~(fu=eAmrjibQt3hkeqvy2I3P#SeF@d%}(hs9b`$g{k zWdoB5nVGsHWS|tplf~i%ljrRtR0H6BznJl6vm%&a=0`2h$<#Zc+`LWmOYcR0`F%pU zi2jHc0qOw@_r(J49Ng*UIkw+=!mfw2OKPK^K}_9~ZmN_#?vZ2hf@9m1Y7Q`5_Du6` z{-ko9_jHlevRuPdts9B_E67_jZ09fPlfN3Y)dUy`Xg&3xC@-*HaTR_YCbqm$r^PQ#Y|c0PtT zHwx|XtP1q0zZVB&id2U-)Z;k=i?;{jW-}9-%xj>hjJE8FACTA|H%*G}zk;==hQm4* zm)Gj!43V-$@Y$2@9_154ZPM8;R*(*RKx5ICK;x*->Ag!58jO12TQWyYm>M=~<@)uq zO>P8m@jcx1j;n)Woi8OoBBv@xAAtXfSHr93o7Usu@^`=;11x{7Y<05$bXEppUpt9( z1xQ+pBJhL%5}*w%rZ8_?#ti(k&*xvabIz>Xs$C_8%btNyl@Uw6m6$k7WO_!lJC-Pm z-+N|DGey+Y*sO7P6Mf{7vsJMAEd=>R2i!hqcU`tSO=|MUAsvW((r~?$NVZ^nEKNfyoiwh01TBQwc4R5so>=C#)v9@R^S8T+{i~NvnJ3 zW5{u*!*2G`4TmBb6F6bm9bY%2KtfuDA?9x@zUl^r*J$vcl&e0y*uvexA3NyhR5RBQ zLpQmeskx+N&Dkg#TFhS}>6!SRz3_8=mp`&rreyg9f+mb)#DJkHi&((g+k#MrOA;&f zK&)0L;78v;$4H(=mb{0blcTFgoop;0+#}C-g9gnW z`O1zG;wnY{dD)v6;t>1HfVGlNyua+x)S)pVz;eB0xqOq8)}5Em)EZwpYIj_xDQx&G zLWupu#9%=j^DdRRcV4}x$DFG+&9dsVcqo5#y2AoK@vPmSl4m}K4kuJIb*sIvJVUWV z?GxMShD*6>3g!Q3w!2{n!seW+Cd(OT1l~9ww!g{`mLIraLiQQRrZ^?n#KcBN8>i65 zMd=E&KW@pW$o+AcOd|!-;B8+}8jPcOw4kEQ+@vsCRDU9f6@Dn21BkuYi?5jiru%oH zk4NV4hSc$SFn*Pt@7R+Hg86ub|wU@p*zJ0f|E=TdKt z$uPcXc{6L%I=)aCp?ouQ)#LCbHvDywIv2q~X!BD5V_E1zxULpmv|6%z0)ov|L8;6+v z{kNs6W54AtKdF>kNyg%5H}JeNs{tut3gv{!g5?R4H=T?>0>BhEkIm1}z}QypRsc*_ zAY}eIyFgm@{A1($l=qLtt)R0Yp$jsWV=I2kut!(&T)DY9q*Qx2#$ z%!;#2$&?h)_u7%G;O(u_1@BkcTt*-Aomlx+JzsVU$88%;*XGVUDarcoKR-(Y(oiL! zv(sE{IqHs5_Wa9M>7^2&kQ@j_!wqBMVZi3^>lV^JEWk||(V`f|?~;(R^3u%KuX?Rh;r^H+ z*$Hp}#wl;AjeX}5aY_w}xo~!IVVr(M7=12__ZG$H!43z)Z%+DK?%j6_n;;SDz1-i&c^+!`q!Z zeX0L4_rY3K_Ic>z!ebKZYP6<tVQw9~5V>JyzC$s2 z3I2~g-g>sUj%jQ)+&PX><7Jc`t*6*U`~TQMUdvTQQ}`iR8qTNlv`Ak5k9Z+m#GLL= z2NSCw;=TC$2Dj0g1?d(6u`@l>p_QA)J{%^Q;C8T8J0(=>Ih!6M$9+yqc=KXW19G5E zT5m*>xS<2Nz5&4N;THF(brdt9^>7;*xZ<^cI25T34POH_jhCWBPT?e9{FA{-rm(EG ztP&2T)p`28iI1+L`wft`#Nx=vsL-Dld#~@FgyLYQ?DENp=wv7Ra&S@$#HGF>-jyZ!gRxEdg{1o(CE3MWh{R2kw-*QD!|WD% zAY42eDm*54P@#2@>Zs(c{8Ybc@9VGCr@2(D5lyfw36kb zKaOjCw*Pdbc?bsA{KO%_UBY5=KxUq|943T|PcZA#TFs&I3b#!tBxB}F6)Gy5R~SiT zz(}NX7i`i*istu6254)YCg;2uXD+~WWGgwE3EK(r1xyCvr3wHxc|4s3ySq4lk2|-W zz3RfOg!=e?aJmWgoM5|aq0&mgNjQq{n51X4Ad8tb2|Znqz>@KuOx2$vBTIJ$SHbi6 zei4TX@@Z};&8Z-19%fd6P=Y$vU#Lw|e9YgZGpaotoMxI-YmVnRkKv_C`2P(!_=8|R ziUbkv&uO~0%dC}tzgN7ElYW-Z$Gsa5@s!0UDC*0z0`WXI*bKdTn;S~m4Z#GWLFl6> z#`T2|A%S5HI<_s`UnxYiW_bc%vi=PSy!E|vXOx~Unnv~tk9cJBbe`+%h`?YxY0zo@ z@GXkofcBMxzu9rK0}vrjjVV0^hP1ba>{83R?kn9@iBBQV8PgaBM7a591qEbl@Vhfj0FoksNG;A52@-oRfw$75Sm8AP^|-Mg9s%z5mcVw7MPvR47pxnUVPd)cHWv z7FSM}4~XrNO7hLko~)<#7+Pg%h@D_#f5(+GNc(+rmE>?9pECURaVwoN$`3=5RJ?_P zy;CV?#sJAd1+=jWY4bO78AD~;T2Vo=IWzmW5y>5ep0h4~iz83Qgt&dON^XYoyn(>)y=)*`&*9^Mcp?-Ze2jG8TyO z$h$zHU}`aOKP7~<9}>7z5t;kCw2*$Fos3OSIQdG$P=n?MOmGHV%Wr0Z^N-8-m7 ze=)|1q()&F+MGu;M?6|=Q@PR!@rdI6c=-8WljE!P-UAAEzC>XZv{RKbjD|Qg zc*Q+=84GFh-meA?_gQeT!(bwW91MfP`m(YC+Vrt8Zk|NEXFr!@9Je1uTAXOj$_d`!Z? zP?Cls|HVtU&%=IuaA)gKgzv%BC4*3J$|9{T6%A-WUx|w^q{_E2kRU813Fn`=<_Vo? z&E`^{?hD@1`tq9AcZQ&wvB*39c%)9cq&*Vh^IRNk$EA>`9ZL}57MkmO9&mh=zE@0x zG{A6DCKgtF7kMG9>;iQu%ohv7T^edC{cknN>zX)NS@Bo#S$z}9FRl|i7*CtFqF7?jRv@$#Oy>R}aWoI$uv$ufT^_ZlsB*K2X{2=_{g@Y#U0t*-R^(}Z}wMY3jCcJZt&<<#Ty{QSubG;mXJ$#$(390LT{b3huu3Mf_2%GR6TKt4g8l z=ON47@R*y_D9r61oc1f74+r@zL)^}9fI40p==G4p_e<(!)TULuGPYg-;EG=yO6WgW z_dDm-#>*;e)eszZ^?BI(S;J6dYC|JdZm4*4Kd!H2HPfPy9v-_JY7JBtWG!IB8HKj1 zpSlB z@>&aGC%iiT56g0&9@brByX#*@J~26Au!I?n2_PMi1u3RkXF!r@gsYmS6EfEONOPsn z@y`33fTA0+WAXi~yxugLRD;H*^3_}1`nTI;Ew#|o`+*@uUs0M4_C#IMX)8bhJu9~u ziGiDXCHUzA*5jG!sclKIbR~^tYQ?O{)bn|v)x42OU89mc}_ z<_rJ;WEPH&ZRc)**hBw5)((*UFX>V5PUUuse&IIszhGAQbqIR2;Et4D8rEx%kT|^P z$@%Bb>GATrh)@yGaE&19Qt%)X$wYZiXN-;_BJ2buLKMEHGl-Y~4{HY>ojIbv^2_Qt zI0MX;bJs1MpVB245~3rl(nvGpV}^(shL!l)Tci_ zAF^1p6x3UEDZ7f}m%wxWm?(hARisPoe<=w@_(0vfl>Q*K(E%btG^NOq$Q&qiQ6(!t znCA?8n@L|Ro_z>&8^|wW#ck&r71sZNMWx8MNW?jMTWBY8;l=-y`25lxilKA{f1KDQV*#dehqlSzh@>dyY3J9Zh$O*s#(WW@Gd8gB&X9zvI_Jd?c|E!&HHbQ!InC9( z9LHe9!pb-jU~YeWN5e_hO&C~nzN4;AE;&7Lp4zYO0XsR&J{yI!aNs-v!3`HEqfxp> z3zuskfwG#Vh>bis3!6o*@Y=8|Vox7MZI~E`IDVQTe1g6(>G_Q`i2r@xtwud#<_mN@ zOC$8(-v0m5!~DNrGlu_9$fpk$TMwF)z8nAmT?OFqzdiPUWQYE@mx_Uj=|8vz+Dhhf zNT%pJ@M{1iO$|XVYTMeLYUg}?h1G6;VPW`lGj`-F6krX+`)kqb_~P&xK!ip_c?NaC zAoS#V6#i~@O21EYF{5rW)XhRoN}8oO)|THZHM|}E@}?g*Gq2Z=(~X}!w~e!1gk!sS zh~YxDMW#k`$k{cz*jU{uw8|ed3T^INUMdmx=tKL2F?WZkVeRz3l}basbSSbC-?=vX zy}kvXs~Gfn0YW9I-j_e^zhb&*xIiVvwjcCV-cSi|{DkCxApHjjkUQYG5yEqg#g!I7 zjVcm~o-n)Z!?{>o)Df$hFPJEsbJP&AI+-R~M-VKJg)$22f@<_6n1TWn5X~J31!asD zPzK6F)Pxj;0LxX9P!XIE;-zg!ComL7;VE&nYm5nxg<3QQ;Zd4ug5X_n)Fmj<6~vPi zB@{%@mWksN5|gE?N-4PGYbb~*LWm0rAp!`*1*%sqRfmSoCY2pDN+T!`*`%b-sl&tX zyV1IT0;jIdo|cM^rmBqEck;+0%y9CFpCP3wh<l;G4RfDdocCYOHmI7F;p& z6u}Ce13bk=nhPu$5EVM=WBKfK&b7z^I{o#l&{B~ei8jp5}81p4akS>GSFDql) z-_@*E8ZJOB?rMe{5k0Nv1nL0cnQ+}ZS=%ioFtz5kjIaeG)v{!;@(}~`rHqT-ij7cK z*7{ghG66h8Z_m}_c++6F2;P{z2;f}cV0~`a+XH5u*ms*R!M{3FQEKYoi!vG^u2M8) z(tdA1be^w6*1OaNG$5D1)8Mp4!iB*lqc+Er-=JX(P1qMj*@K}AN4KOd5ls_ zGZ16ZHD$t3arIbNG z4OJ8hnkdzMg)gzluNCz7NkTZDAEy!x#4L|fN0pLrQHQ=KfUDFN19kFBF-^_e!p1 zi?@Agykqa+cv>+|Lv3eEzmU3Tb{QzaJC01cd=oe=Si7(c*)p&xuNaInEBED~^Nn2B zI_&3iM#ogN@E^*Z{yhbW;@UrX)#_5NBekA|l<=f+?K&v$fBY4|zq(C^OzIp;)GL&X ze}cFBT2_v}v%2mTl?E2o|NYF%I^IH`cI>nh;V@Q$x)FWqU^?9=?kGGD^$NoZ*Oco-sv zGf{?W?e);dSvoTsW{;oAz^J6v+>LrcHQ7iZ&x>y`)R0u4L;(u+z3xBo#D}gX;;o#P zS+uddS>50AbdB561m>zqts~jwZ}P}amxx}KRN2{F-HNi|d%01;L=N8bJ)x6((N`u0 zy#4&kTXE9nSM7L*da0m=0c9PwltKJ5tvvq{qSV;VBQbv1yM}nR7mUTs}(A-egFI&88!kx~)}9pL(4iD-Dccu@iUS zHpf9&Ms<(51M^L?WbI|W<_knw@{qY) zVXc+DrNxU2^L<98Cg$N`)PwU;y_0!SU%5Qz@hHy(-|ff82ft$XEdo`G}%mIxaTZdln)sPV=oZt z2Rl0y#xcH|)R|M6*rqm3I*qmqEiR2mdyZ0a<&*PULf7X9c#I!@cvqDdGKw1hm3)1@ z=HKe@eefxR#)gm#$!Vg}WZR_M1luI0@JtaJgVu(y45{w1X=0OPsPIq`B7+};hK3OJ zN$R51WUBE0JE0oIK&Fax8Quy4Yahsv$3SWo0V_N@n5RBsRoa?>m$(IS102kdt3Jq{ z*cGued}|QbkZw=94gLdMtv}kHj2m38Kl7Hr8-nluq+8ltCbfe75RW;E#_kirYLct}e0<3~mli6VDx@?O_@u-GW<44o8}XYf6ih)R&-z zMWds#Twd(q!SZqSuUqG&x32ZYKZvqMciGCOgJtSrHXA3oKEBR%imFAeF_g>@j_y-5 zyIrQ$&)3@+{fKp`dHZ4WOq*=t9gxNBuzkM+S3*!At&?46xhw3`ddO;jT+=d z4aqBu?!;>p-Pv`E?@ECR)nna3V=pTaD-NwK36V0>(9vih%FHHaXN)~)HZ}|NyVElK zAPf*Rm_$yC^}m2D*Bp<{8me+^Om87qDTa|oWA~8qJqnfupjw+y&0OG%3;WyWQ5_ni zR62%DOo;Js(YDsVQGBg-lwDo;Rg`TcjC4Cek1Uy!&%~9q2ao4+vtRTkc3mjk7i%yO zDVL9lI&(KVoit^M#>ac#rPmEQ>N9Ni)ILS1%?37!;8l>%jwVTGpKZZnoqZQzm6$M` zrc<~mhj099ro+vaD3I>C-`!oB{UFuYe}5m$W{u(D@>S0h6{Mm|y&XZ+h82_CCU zBwf4Wy-7S~q~+tIvGd9wZR1JbKPcAEtwLE@f-;9Nej7MQ$O05dleS72r65K|Njzq~ zs{mYR2c;CWU=2iaS7m2KwUM!s^z2~CGym?cy6wyoZ7FW%bT(daj~Lnt2)+>5xV*20 zL+;Y)vM50dof6^FX-8enzfvieb(6BWwipzR086COXYKEYqczU_SROb^j!}Ey*^(B( zoRAQ7t9b)-%ySCg`L@;*x&6xwT}bhzx2EOAq~aE#KJg<31Y8LoG`vW<$5!`h@-`H} ztr>q2(sx#%WjakMuoqo)>f>%|YZ~F37yMF~CgP3P{ApK_?4v;f1Z&wfuDVL724~~| zZWjM_&npi-(}8Juty*jE>lM0#sKfK9U(BtxO4ol+B3pWkA%{AqpMrv2L16y zr2u`ovpU*_O87Xk*P77nFz#1rF@gsk)9tWyv%$ zY54hSAx8VD{oBDKD`zKTXA4Piw0aoG+yha1ldx;5@_o)|q>85qLGelrGe>rrI5b3= z%!Jwb0)JdW&lWNr3P|1b2~hm!D#;T@#!EKpF`eQc6bGkpQrHmlIt5S5R0?V&mIgAM zO!=?t==5!8Vn5tIl(EmbLgnQNwLrAr&#A9Csf9Ma zYP{42%xjlxqGL#N1TBa16qFp!qDoe)fxcfmrMHn2?j+={;cqk|1l$iV6!eMI>b}^eEkhx|sW-GdizWT~IgN@6|8s#obbo z>7!APWu_g`)fLA62+0jDfCv%}=fp`FlO>`P(pWw(s@FyJ=$ZNuEdyBoKcNo#?=m+? zLCsq$kk_a9MJs6!zyWOxaWYZArBuokoDE-btvu&4GIw$;fDvX@#8%yhwUqKJimfWg zGp?l#vg?;jxh;5EKWr)00i13}7`I*Yp;!CS0WSj>hHw3u5L&?&KRiZ1zj!i(;IM0~ zECgOF#`M-74<3z5Fa{zy>zBX6Cwx8pbHx&?Sh&OzbApndy$TEyWDXPw6Oa*2B#hSr za_IsQ_@pPwn*wohk{-fP0MUl(^#8gp$p|l>#|0$Q&UsZ%cTw8n>AxA&`vtf8ZtLLg z$hYIo>?=-)!8>n-t;ZjO?n*uBn*2S}Yzi9#){Lgg&1qxBj`USSvf8ch>1@MK;$?bl zi$Bb%(-@GHppyf{_&i=(Ym8uIqQln@hbm$UxQs2bal_39J`5{tG9UJnt=M+XeS9B= zr!KNLu;bp6FZ7E*`dqphRU^2H>24Q6fv*de4;w4yvr8NxBpBupJv7vXRBQ}Be8M)| z-FYq9PB(LtMF`*!SbuNVjcXz%L_?@w$JQwxW?iXPbDL#kr{`)BSwK@L4SJE>=y;ou zqzx0wDIil>S(si(&KV%2sbzf}mjH_mpx!Ni;)G30OlNVdXUFQB?6}{_p73B9A^`v9 zjp4oSQYr`=m8WSlr*TiitmP`-C@lQmo#!0vE`V%VAIXGK!pG8v$fwsm92UJ>Rn`f} zf!U076msWoi&F+Gy2c+^n+@_jI3gIgFY*}>FUD1R>ae_40)e)SF%lmy+mS$QzHFYU z=~J%;K^bg^TeT4ulx)Mig5JWVE3U4Z_C*@{!_iO?XanXr5bKVO%V5NbJ0yR#`dMm$ z9|}>LyO`fhuMtHx$~B}$w^cObHnBav;DujgWl+1kA3QAp#_|cql9)JPdB@XPxvX*; z8Jd`#O2QL~yNj@T`E?}KnzR1oL0@325n{7yNaFFb=DiIPFb*VeTWPjQ^TGwixyC~Tu+y-~cN`*ylfn#yKtIN5h+IwJ#!Hl`82!R^5` zKqsC|c5$^ej>>oorm;HS!r)#akx7RYbc<&kMdw$mgJ-Q9H+1#MaFq-bGYrmTsx zzN)UXRpv&0yVMK9ccG71tB31f*e-lWg%gdjC~1{D?iTJgg)1y3b{isbxKrVW=tpG~ ze*JXeVr2jwn~vqe$IW=$J}Pq8Y+}9GknDw)hqE9O3UdAm;@iKq015+aIfj@c)ePJy zX^QC_^agLu$|uA78f+sv=5cM4%u@VW;y%=3Zji5fs}5$tt^YcpdM8KaH#pF(vzTuS z-V&(E%-++1x8V>%9+-?rJ~KH!BLarWIbJ)@v`H11KKBl@}k28#_4pf`zoHL1b zs|whKOP^YT3!ZMiD3UfSn}9abb_35c#grLcK`0W4!ZwQ6nTAz0>J`-k4TKpvAOaQ& z9wz=BZOYLQz9i53dioc>YQyb{3_a@b_xcx0K^4sg(e$-7KgV3n(#_n(Xs|gePk;hx z!w>^B3kPcpdv!*#aS58)ap7Xrz`gAIS@uRZG|Nl{M-N2kxM;i3)L~XB5D3E9aRLMtcO zqeo&M11b&*f&$vG{X70(a=J>)ch1W0QQTQ}M`ITX-$ieF234G#1lokP;S^I7vxg`| zrvYF6U6%!$kYiQ}lOkHM`Cs0;HOmT` zwl9B-6Z1=R0e8oQL?Im5a5;dXXC7w+r-l;SE${RcQcgT6H2bP`>-LV49N<8)mtF10 zb9&Ye3rHmPAUfCH`IFL<(^V+TVQQ1cgpz%+__iM!UiOCU5L)vzjCWCv*|jHbxW(!2 z(sk2r9kXNZkEFE+v!(!mvc-Bt713ANBBP9X0=whI;`pdafsE!ClA}n2WM<--?}>$Q zF)_l+URC%SaOj`l({#iZ)nQ(=KU?Pl#cmKj1L#7wHac4RuIm%qssak{$?mx7fJ6ht zS6L4q&EPP#xFXQ@(gk0e^~5^`gf1?XIA9n$3HpZ42;PQt&;w2$PnJSqVEn3?gYH2% z#TU)wJyjLQRPXY|5QZBQgk_gVC~e(IMhXZVAIrJHYS|kBMR^BPxwP zqDJmiiE$mbn086CURw8mpKhve@5J6erv0Fx9-el$k#^Bj@{-Wx#6I!3_tNt!+}wDN zc(VlB)rHabuoKb5(pHmKF{JGy(j-~Z(7Ih+yca-`-svgBq>e=*55E)0l5oloZ2&aO z>#_51h_@Q6*mF1Ha*enTfsumBN)sK(&V=4XM9$!0+q>;+(Q|C zVNgo-dNAX2JW2d)_F*dYZC|VsFmbBs9>y25%8b$~qs@y9wGXvRi$1T!>A3ePFQ7@E zpU`LFqO355BW!W!x3tZI5Ix@1Czi?9jN&(=1rqDB@J~b8N4lmK1W8)7(_NwELBbf6 zg-w-1vIah1xP?+a!v}SW=o$d&-?r@}y>g(x@(a5>yJlUNQN%O}sgpqZg`mHDFP`x^ zdlVm<>A(+dn}}4vAS{MzA?j^e>~Eh{AvM!Rs#xom^DzgyNHtEydN<(}|qw zC}*h3v7wn_o3>qY&gIGt1LQ1@`SHt1y7|+r{hTNle(?E|Ej|7O$mLK_pM|>W5^yD-(?H4V8Flj6+){XIjR;FKlg=CmE!U^;cDld(WgOixbMAuW$C zgHE9!1o|9bxmWP`b+cjg2co)-&ULlN4;&*ztX`suxPZN(f~2sV9w#}l{Wi7N?z@W5dbe1gYFX|vMW8A`yGsfT zrt8LQ0EGb?%4+a=m6sYEZ)Bt*@DDDlD%&3h<3zF+vz1|6u?@qZf#bOc6BRR~v^1y7 zLa7AX=Y>F}Q%eOY12~^rn(h2xip>E{n*?a$om3b3QZZDYY_rKrH17;s#t$2AP^Fz2 zU?TeWZw__*Ozb;rFDfgm53iY?Zij>As|!~rnD*Ls)JYG=^ugF2W`Aj?c1A_H?S3R9 z!-TjI!jaWm<%P1QI^}X<)f{ETxp<#f;BzfbHD>g4CNLbALR3ZQKJMgP#c7R*Tn)ZH z!r-Hyq{IMs_<10Gq9}sC$LT~fZ_93@+$rcs(xOjMUOwB#AUGLDn#s8Zkf6TY*?{7h zjN9G`t;NWaMZ;J=q>y31CKtB*+zFkep}4?QmR_ult9?WlQ(*$T8NI8J2z^2i4|Mc6 z??_1~M@A{)c8TP^0C&6`|A*UfrJLp}!AiQ#4OOWXGnM-!7}&F@J+&OiKjGbST{8t- zTvZ){<{AZr0vdVKk_P$=s7bpat_f#3X?>5{MTbr<#l!?!3M;@L?r38|$B~@|j%-EF z14*_5Sh;YYB{L9zf;y>vcek52#twukQN&uZ&$zvha074A_8m>q359W{tq@jzyt3&z zXjvp^An2ki%BCpjMulf@KfwAYKOd{G$KHB&2HkjSuh);-ht@lMCe|9S)NTkjCysvW z^cOQQ>_wAtj%P;x9tV2GE^U_E!5nO5&0<%WlUG+qIK1!pETCI+{%JNe!qJ@ib(|IiBEjus?X!AhwFD0C$%u+p_U#nXID1ViFx9@g}h*ZM1ck zMf5l$_W2nkWYm9v&h3K1W!F2H9nHI*mFoka93h*k>+1^3lH9_Uow`fnllc=0+9$+L zvx|P+@#-8ZXUmL(i++*NhirhBub7CiEWToroN9sIh5r0C0{ivwM};?tFNJ_^Z%R5p zj^XUL;3a<4ym^1dDXEM~d8kKrk=8ARfAzGA+F0q?;*0hW(_H{OE351@Xia*J|9sT$mRZr*=MWPaILg1R0DXI668S>-6$m z&Fp>yvTmASQPT&YM>Aw^QbQ}DUSx`|3 zKTwgCpAEBMA^m?Q;UHth&*7T9e@q@)UDSJwbW$){MwM#cPKM2km@N6J7fT5<~=TTCCAb=53eJ6^C9UM(ex!hV^Rh0)} zBEU5nxU^nbl6-V_HiXDiPk#=YXq!{2somE6>?HoZsUVhpyf);@5cl9!A75xxl*tsx z7TJ5@A&o~JEi-PIkdS~#L`-n>`@Lhl;aIjd^2QM2hbci$_27^36O=FyU|+0W07mQ$ zluc_*z0=JirM$L{r%ip)$NJg~uCBUW^d!g3PAL{VlX7*G?4jGe9acUkWwcD3aFVd9 z>PZr^3DN7l899tDq)`}q*ECmT)&o$K0)niRgaI75D~(UrfLUAPZF=5m;iTm?xN+UwlHrU zHk}6jy7edY(l{pGrw*r=y*pi@FUl`Yb_*KWN84+f^N_ucFHXu?`HZgSlL{NAbIwKg zw}Qj#bGbV3%<2uB1Fh1EMI&toLtjZyON;iQzl>@s{Zh@8auf%_e07_0J6XIRQN znZkJA{7>cJkDT{rSP|!r7Un@~mJN@8-f`^_Y?j#cY{=%>>8PEx*di{U42qU495)R8 z$i(9lH1{6gBGY((+n%NX&Efk^isyaWiG{JMX2?6C;~{m3P=)NoljJR& zx$y%!j7Mj!qWIR!bcG4jS(juBWA4~!JNR6>m<)??$%6=Xz64A1(PATqvjNRU%FyO9 zWe5n2r$r)PkdvkW#pO4wE0&YSrm}+*I99;lOabt{*rL#Cea6%zxlm&x# z1!2hmHk^?UOKQ3U->3wXuBaG$+10h5F5T%+rrKe(J1gyhZb1*z(0g(pW+FMQ=|!Gp zWHaT51QU*y1A}yklK7CLuFWfq;-&OSmQxhg3#Qv|ce6PF*;T+S+FL!WzKD*Qaxh53 z4+(Bm)L#&GP_YR?A>n{3s*NyFPfaR(5EqpmmB}!h5V+#|F$wh8z0qO^A^l&(DlZ*4 zp-;KBydgiJqEGt@f)=Nh!^loR$y>M&p}BAtJ4w`q#!ynNA4Mj0uoLr{6~X@-)!O^_!kZ z!G<>Mf%Cm%)zQN5<@A6XWF^Q%CB7;*qKNC+;E^BQW*|79=LO~Jt`qbyvUh{kp!UI> zBCD!cGLD0m_$~8&ZTFpB5a$}_<7nQYh+KUrig^Ex@^a_3}R`7v5D zk73Px1{Hvpdio(xHb&6;Q%&KI0+J3wjA^@%&w@3a5j_jL63woiQ9ak&K*`iNHMw3f z&*a36lJOZ?{bowkeqR4W^6lrviSTdTBW(XL#QhJ-?SFW5{K+LaM0*L!w~_y{7QNG#c`yP$s}7P z30JWa)g>k6?<2g*Dwa#zBe?6PtqNpUxfUmqCpliu(>$ELUei3}gsDX2zioLuFWEP0 zSX5O~aE_ZmODJlqP~5_~0utaMgozd6DdF*wBRUTUyD`_+{3xJ`5R0uPD0a9>Xm0+j zf7b{6ZN){l9($NnRWI92PDDl;&pkvj8qXz!L&hgp47L`)6>!D(6C+lRLH&Zi(ZKOa z;jJo+#vaJtP}9|D|G~H7G&9xI97!G{4So9Ig}6fB~L%ff~rx;XXji-r2d80Ovk`7m`wsisLSRj5}rG041G9rN(# z067?z&Y@t$HK|VzY$1YNT-0pTC9Mw>5g&b7+BIa$6Yc;h+$58?e1s%jnfNMMGDp4q zd*P^+Y$auMIG?TBZr4uMw4w0uwf~kTFCKPn(eryX0Q6Jko2^l;vCjSz(u1qf@rma1 zYH~so-~GM2Nb;TR6|`Z88<-)y0e*mhey(09AmVOYSJ92pxA-KeQA2v)21%9lF&+Odom8NJH$n)jH45FF7^jFy4S@_m2SsoS4UjNbQHXi9kDOke3|~)OLANN)z{rdL$us= zn2Z1SHE;i5rsRb~C4I)|V5uS6=;Bjr-e<|Nt%T(5uY#cl4< zICvHs-cvo)F-eu@r8L@JI6j1E!FkMaIq|^V6jszNv9B0Fef4XPpp*_v23&`4hUJrRr+Tk1tuU3+m9X z1B#29L_7s-Tyx5KBUU>3qC*^KFosjtgJSJ=Zw6y8nn}x7-HBHUHPtxZ5VYkA zS8n<%-AoK${CZ$IV_(zHP_j{Pm|^rf>6@@K$xilUFEtI{hdbTLfjkq86R~Fb573)r zqRo&ZZoGf@ z(m6Nn03&D}Sy|ICmZUX^U>n!gOFH}i3OzKFF$g0{Ry7o#l`nauA{F;Sr(%RP)ML@` zhbM0i4X^TIn%wNbG=0XJ0?1=n>Lvv8sHKtHbh2T;fZm$fS>Y8Z(S{uznbW|7$p$5k zf($SBqA8zx0b$!9rvGg}{lmHXKWxAM*SEAQuCJf=rw_pR7XTa`VEn&~X8(sJ>c3rm zj7&@%|6G0Ds$R-UVz{#45+xa;Br+=t>l05JUYh(>8^4>t@Ms`GnnPN6<)PulCB^X} zLh&;I2o8@^$w2G;_1(ciK@JJl*MC?#z?T(>y(J;mi9^M`nkVTtWby74EB!GnyM*Z+~=t(r_Po@LG>>%(C?p{-mgEz`OppKIzP~%rL zCWxi_^}Z=I#*xHsU%NcI!aR`wrfnno67pU39#l^(9FZ&CCutV0oBPU?vz57Ma`Lk7 z%|Ku|51Dp%@S7B=)r9L|APKFjIQPiP?c{QNeJq~Qqjr-prB5>~To|1xi`eE*8`W2KZCNkU!-D@3=v2dOSP0xUoTUf$I_b`ElPCJB+4$CRcJ`LNlYL312#c+P@!z7s@(*VF+!zwPP65Vl^8sDzvR zobK>ix^ngU1H{`o0}D+rJ3J;*r8{T>m>QgelIZ$-q937hOIEQDjMovt9EF$PKg=PA zJ1VIO+{^(XF)C8IE+|`j*Pd&0a_fXHEM9d>Ofz}XgvK|=03D3oKlmX4Ym>GWN=#Zd z#4K6ZzV;8#_s$K3{c&2?$ZY-+CbXtaSbk|~VPRMTEftLH4BR~!*}QJ^Gcsm?*H$pu?+U|L*Lt<^~ONWA{ByYqby)$Y%!0kZrfdkO6>9zLMN0+2cWWKO}dzwL-?aaE3m#nJYdA9#;L~bxqQ(di4%0q^4g}B~A7+3H5rG#{{M;0t{ zx57?Arj6Fhcz|=;^vDA1mfoqX%rcfXu=aiT7U0kZSh~#ri`dqWmI=opeG^NtGT9jm zo(dJ=sH0XNP*P>HW_zSsTdM`sFE4U5m(*KrRn*aAH|+n~W9tW^VVsD&(<}y63?#-JC(d z9g*;E{S2@*foxnDu9+L+-|wu9azDiqYM<0}F|V&0pfVUF$_1xcjR^BOD+obxM1M6v z&}---E%f`;ZjdhcFbk+I$cG=@beh&Ow~IkoeP@t^O{q8WOBDSk-e_%nBg=ms{B1*; zOCb#X<8JfYtsEA;9HJuLx`YtT)rylcaBAdN5Yn1m?J@2??$Mz(#7gKKRBJ)~ZrIJ; zr}>)Q9WBRY@YNBBh?eVGbR4J%5{t}n>nQh8%uTr#e9wzR^0RP;^^hX=Ec;A9W!Cnx{$YI#$F zuQ}_+G92xi4pV0&t6@(v%>yx*okf8Mg~}UXz5){ zgS?p|9FSnN-*t~^tOS_Qe-=@Nq8Ctge{i(`F#jC6wGvtsu!NI+JCKJzh!xoX3{A=n z+nKnH`I`7#V!tsQ+-)Vnx~kZTD^oohT6yJ}|Ziv~L^Y}jg% z9ML;Snen16Z<_%Rvw8u*3Ml>AIfcp^KKq_Vin;i}523GcQ6^ktHZq{r52+SvKiNgc zwtZX< zmj8w_`qzMf>H}a7FWcnohUdQ3K=jg#*sRzI^*mrJ_omOJa5W`L+{vVhSH=fiO|E=d z&D>LOH}X998M%nl=2VCUHD|*rdFqpBJ?|pU`9So6;+vKGXFJ&}Yl}N!Jy)|%BfcJp zB_sGC8_jbYs=Ks34`&6*tCr{KddjVHbjq(cDEk^-nrcc2ikb zL{ST7!$55(XL|)q4_BPbqJf4?#JlFA2NE+U{@SJ6ZNCW1l4U$|ds14aElK)218k`cUavd+cc; zIUP40Hq5>m2p_Rgcf2O`^N9!rmuX6r{gg><1WsyWIe;?rx~4w}=G>Rh?m%JF*@N}n zL#0+5yGrQXTXWIBI>DR^XTh$nrn+gq!gzuC=Wi+OX+O%0F*ru=mP6oNtO`oB@C^Nu zQV}_6)S+Ou2x&)1N=!ve&xzp{B}@a1pJ%J||C~IrzJDT)&0Z4xWa{SbTs(bTbR~cZ z5PrdZ-0bK48~*x-Z~T9NcK?C1ti-EK&$JT|uf0F^FkP|ipym^sYZ7XIqRERal`Om)a8MJ97P{3~Gi_|$MvA|6SCcovyG zq=$3FHn_zeEa^oabHp+WtdH^V@BY6+Ab&xsQ1Oau%ntE%j-S74uN>e${jC7Il+~QQ z#_b+UpWOU7+5Y+Ix%s)##!bqAymRmBWVPNDUy|?D=`znQsFPI8y7Y=^k8RII-G_!{ z0FEV4O5^Z0wXF~u9k8o9LHiO*>*u9CBnvKQgR$NZbMtfl^CAR4<7#&AX-g`OG<|d( z+}!Um7L(XdEgtvlF3&=q(-|&UK#!l#-l}Lz*Ioodg;-aOutq@~IfG;^5{<9pcY>vH zLW3hnyYb!rUv#URnn=|+_7pOdoFu7BK>%eXIr_AAIBe~RRJ`v=au}oxqd`ndS4Bxu zuE;3Ym90EJ#K@sRT9~BxCbVX(+b%3yL9RhE_BB4JvM<=)7OcFS6mC*fpey5Unjut0|n|Sf56%MqU(qbV#0LvX)duU7FMwf1)gdIp&n`qt#^kP|_uW zwOp;)ZE1tO>~j z!UIzsoD;$-n3=Cl4z~__75XfQScaK!$AR7MO6P2cIHw%Gf9HWiK|#U$4ed+&gI6B9 zh@J(sAkKO(qUpLG(u5VL5{OnxljUmB0a7K-78_t?1b}-G@IebC5;&74p#A8vy&)$q z>2eS0jsCaNVN*61ELx!ncSiJ)#Tf*pFldmxA?gc&Rdt?{Cxa!$3j`bh`WWz+-T`v` zC?c!Ll^Qi7gCvm}7PjFj$Uv_AqCvRjy{Zu?WHE zv3EY+dcS6$77feVBF{7aiC&u!)Wk(iG3F~a2^$#HXb~F~s7XqtWI%%hf2LmUNXq5uFLG`(=)5uL{$Xp zDbg%4zIb+hp01*w>r~M2rBl8{IVi6d#rETKi0E!Gb%%bhLZcc*Y>GSRq3C+=bK{JF z&TweTA=q5sne%amd__%oA5*81Ij(h*C@1ExhgVjwS5r!x+}yurZH56@NcSnzaEF=~ zw>H^BA~Z(s5+$S1vJ4A4t%6Y3-)diT71HHcTM$5B*A%GLHR_NB@)i{KJ_W*=qz1GT zvf5Bkt#*w#bNt$c`xCVi+k%R`D-kx!5ZA{MOy*BD1>6<^47U&@Oz}}?E-%QodnqHVHv|Ja zZv*^_2?6U6bXMgVg@F#lG~!N_>+k2=Z$`^RCOks&HF0vba&0*%gK{k{RI{rg+-WB$ zBCxMw4CRGmy72dIvXee&Xpb3@Hnx!?c=(9Mg{Aq!5>i&dP6w;Uw+zINYmIRqs~y-k z>&cDSJ^WhEk)J!D&1f5`CNFR002XgRTcI<#PLsw{c}{m_X#)r2k6!^hkatoY8RHgT zJ$3W>66&W%b(3NQhILO~t}E!i@Ua<~r!3H%$fM==?y!vrqYjQ5(DyA>S1i8uuncC) zxp^jvO7qzOgPd9{7#JLEH!v$8FxDga(HqERb|@s_f=x~9>Eh}1_x*w%Y>*e{o%1Zu zG*DyukT>m>u9V<(z9$NUIH~**e(!H!(1bEsVf(8C=sY=Lq;x;iM?R1|CiT0M^WRjJ z4AsjUXEr?hk?=l#XTCVLT-T4ma}Qpz))VXfvX%55%6GVKQlrtm8$Ohq5zS!FD=eB= zS2BZ)E#NJunbMSxZ%RjWeoT-hFMH{SxW@OIegh zt=e%K(417dR;tz8k?C%%f7|H7Dw6@g8=WW(FSqzor{v)8k0Dnz<*=qs&#C4gcCbOr zH)vAaCkr9Ik$s&pp?Z|mv`PjiWpYyVr4~0NUOQw1qEhGBhDO+~D3+5__Dh?JeK}Nn zYFh+_7S+yLSPRC?;aI>7b-5QeSy6|7#c&q(**0TDELra;H*8+ff!xNtbl5%WAYw;C z=Ws>3fMQZXLav>y3-(vln_JC&wizEbN}v%n>z}cw@xl7m?)!|ky-gz2F^y#a&Ir-^ zzui)a>&M|r&x^~C*4r7#g}b`Xy4t9du$5z0zrwn*e*US2q3)jY`rG_+SpTrcJt*%h z1s)bBDq_(Bs1o{gwYB~155)&&I-vJsc(X&wGEfraQgFx&C*9`SnPN)npI+%C3y!dbNOXF1hsplgP~u#DKSb1kr=o$BDxz zl^AUl=yX$pO8cRKtWSXW+mV9iNU;Ne14!53CWiOU1Dby)0K}g-LF=3@MGABBFhDYH z3`|cO!NqESe;m=$PD2`rXW7pRq39# zVV-c_)E%GFKax|ZoNidY>Usz?e^AF)-6IFqO*~r9-m>dhXO~e$7TDi|5|U$x(dJbz5I4Bg}FL)x^O#Euq} zNXLx_UK*(ML)xRJJTVi|3-8))UM1+GcZ1KN3eY5thSo%?%2*>5CsC}O_G-gAjSwa; z7_p$2zm7Qtxl4UFY@OHM8s-85^groq?qA45>kfG4a#RT&neF=$H%HQ;RfbawAIZ`E zf~ewob|M3T%-G%LSl_)PM3rh8Ii_T(eEEe|G-p2@RrSk9R#qr~OV;C*n~Q3}R6jvV(S%LI$`Vpap?Im`w#4&d@m@x|Z$xZY*703KyyWBA z+GAE;qBtiCVc7KhJfnKSR5Y+&*7ji?i56?nj7Fg^fsW}iU+^5=#=CFa>3W+zk|?1) zFYgY`(GvRX5BBNzzio~Icv5>v)|oNCrn}hQ3g@i_>@Fxhknb^TvKv`@8V-w(##_^d z?VO-O(s63rlD({6f_sIy(SzN5>ptoso}LT*8({v28u&jz^8Zl%{%Vc-@TiN%+Oy|# z^ScEA0BHF@MgKPYA589l3&t53SpGBFL)l6iSq;5=fR>9}G#Dp!7$>`Zf1_W}!e$P= zK2IHQ_LtW0B1<*b6rXw_H?S2k=Xxp!2UK7@mOvUi)D($6w)OoWb;QbY38BcPCJPvg z=wW%Pt8CZTxi#h|v6$`~4AZ~T4i3`6tpqLwq>(&Q4cNlExT&S3f@TLA zX2%~?s1_F9&LM$LYQ$T~d2*ajdS!ARN4uN4TA`vWGT9DmsK|BAcHQn~``h!=k7QU& zM{fO$ez?%=uO$>=GTyJT<54*$Q*|hZ2g`2q=#(DvIuUd4|zS=@AV)e$WRJIu=&X%?tE z$4IPmu3dZkB>7?I-T1(?jD$U7WY7%eAhM`Qy6xvTrSK62IRzThrVUXirqxZhHn^^{ zJqv=jN<0mFC!C>Ry#?1>9y-Iw6zSu!{^q?!;pjpY5m^j~l8r^cTV^q{&(Rwbzuo4; zN|_JSvJe#s;mORe_^3}Sz zURzyRTb&i7e7HVS2+gMNNX1E>F8h91KRq;@^qJYrj0xjk39NPCu|?5Ym)?Yl-tf*Q zmb1X=wsYXsP*1ivUtPhrw!FY{%Bp~!#Y4Sd^5%lYi@a^oC?LQ}#@=l0hGJnj~ zCL%cW!`E z`BO{5ta zV?x)UA`?p#^I;Lp)}mv`2o|p(mPD=>9|Nu9PC)X#nr5YF#c&{tX|_0JZ;mH21R>Oo z!it3hAu_jyUdHQ`fX@#-&Iv6kgn5dNmKlul1GuBV3iy}jjpH9`(*OVI{J)c1002So zm-Wr*{~p(G1A6@1*nf~D|Lv>E#_=BvhK{0*xRL>~?+q&(pKVHpNaj{|NQ%OSw3Onh zSjNyNunqz8(bSgDX$#kN_X0HwT10bab3;?v;BV8ZlI7pO{M3yNnFGoFj1`a{0YMOw zyIO7eI*9&PW$zFrN*JXHrfug-+qP}nwr$(CZS$pV+qP}?>p8QinyRijy^BS}AFF%M z{qLs>vC~nf84q^6?64rf5FmYwR8e#3ZB zUO>boBZ=P?YsN({@}dk!2iIB}y}Y!)waKo38CZWYr|AL)n)!lR^yy3(6)s&Ccr@#)65Ak3&Be^;{@(?WW3O{iFKLws><>$NlCDbDE%dx5}1loG+V zNG5~HWp*f;{+=5ps$02tP9~}?J-N50oWN0^o|&1R^9s`*Jc8@+_B|;x0;5wPD*;S8 zcA2U(BAQL7hxIif=uchU#4|>Pa}`VJwo{%YB8;hWVYfxj4^&uC*iA zYeKuYY8a#Z&1qa-#9P4a95~31XhRu9eh;0a0m`zmX0jM(*T_rl(2dZrcbI6kLSe|R zXz0#J=%CcVeipLa61j|YI^we7$%dfLcg@X@lp5Fwt+Vd7jI_45{ddF3=h4W)G?&x_ zWpkmLGwHwl;XEN4Yn9RwJgX-9LNd{CK>#Y#%MW1^->m{fD*T|4_>RAI6nGASf6Z zFaUTD!2ExA=6{&1{%`A;nUUo`6>^F?q_&dUiXQOrGn+N<05D{3|7!63h>K^JeTi#&?6kI%L}H;j?VN5>w%%#jOjQwP8I zH?JuNIPI78sP=Y!?kSwd0aJaZhE0rr>oz6dEi;v5LctDR$;|v%m9o!I8l8{bfXE?d zlWJ;Fniste=k>)IH-Gn*Jog}CM%jeQ$S71Pq{1Pruc55(AuW`OE%R#k9zp?Zf|!J{ zqTxt$hkEBUb`27h$|1%QLJozNJ~?b`9pOOlZN~v7kl-YjD=+XptdCNYp@4{e}(h)QC!kmein= zeU0v~9=nem#qG1)*15<|YSn?K(^04E+CbWW-g&L2)09t6ET3=*XJ} z{Gi=J>kXi)@zx_7Sns13{zd6;1G`Ec?~})Y1-?g|!(0){GW9LbX{MM?7ad0l+QP(so^}GFLn*#s)`@_-jDI0nn(0XimRxB1aI zYOuAFE{qIKvuD;Lia$)Ff_kAp)Z4hfc?|rHWkWS1XGiVW3S~++gDvb1;YuVtZ##l` zhoh9<*r+jV%=9k^2>!eW(=V?q0_P07j8*U+Q6`fnhBHQ!{kLK-U`QLbt^uRq*o z8BHa~6ES3ljkuxnzllHhms6h0y<^wR020C<3BscG#;`!?&RfDkO-fBqUyENeVOR|S z#@|cf?`VTS0cl(#-EntGMo4SiUc`Cp z=z1^+?T$m{3i1tvjU1kg9FXl5CZM|qA{Jcic@9zHySlZiG-Ev&@`jnQmjT}hqF^?F zf={}YiYgu;((+15FXr9m!a34kx44AtC~6;d$h_c5AZ%e+&fw2`K`2dEeQOL^bp^Jh zlRHq>RZdN-q9I>dbTayO0k4>Y&??L1ps(gzl^QS_I8mH?+J31^fPYZu#^Q-E_2z^3 z6r9}$rPFykbs;UzpQ^K-X#|>WIA$PV)~!W!G;IvbYZoRJaovM<2poF_}_w zmi8o0C!OgE1nX0T_LRDjIAI{*AWUL_AHmtI%cRZ;PL}YC{A0T5@*MGG2l5%1Bq+x%wJk<(@ zA3%XydEESwSIZRZ&xAT{sUG9I>Ro&%~?{@g8KCX)`i2SR-AuZrZBE)-T8c z{C;R#XhRo9QyKxA30egLT4oluWm_XoSjO`-@mP`i^x_^nVbwL(Ma3%t{;O%O}~8+uYRayfR=al zx@=RRi#d=&TL)X5lZ*!78IPmjWRat_>@f|GVn$z}Yw*sC!D?2L#?QQz_Ho8xfgWUJ z4`+^+!?`)1iWuK)f&;N9yrdZ;yR9$^Kn-!b+-|MBmeX|@rwv!VNl(~SzQzpToeTYV zQrO5**ln~&`Mk*+NjCJhW=C&42$^Hiy@5r)CYPYg@0#(V1?b1F`|&LR^oL^i!U&wJ z?KkV1gY+!ME0;6&f2Kf%SVL?2*V9JuAROUR0u?Laur2l11h&9JZ|38)-%}3>eB-{^ z-_XC;=)7wPqvm%Jk!*e;)lq+E5=Lc-|HkncoyKe#Ex*1Qo!`|FV#KEQozAJ=XauGf zeVg-XM}F<2-Dp64@B4bzY6MpzG)=9dGvp0YmWMReZMOrP^@cagf-S7AhafBaCQr6n z(5r%&P4&ceA?#C~oOy11zt2GPt4ODop>JOQl3 zic<4DjlZx>i&Z4#wylYliWshu>^BaZG!Fviwf1Gbkcx$FfA*uUc?YHQWvq0gdq-^v zxsr*ApF^|X>n|jTO+pQ3+^6pfQUb^|y5hRuIt=8+24ALjBapVZR-9dl>K`Hb5X!do zZhN#gqmYYSic^GH=?=L_Ir zc2=-ivnv3p^xecr|BB&(}=I`5;CUWIS)5a zM$nCT1=d+2Xw1b+mDUH-;aQuX*JdTC(V7zasEkoK7c6A20>8IoOTV19%<96a zDK6V_^W&yv%K*yL_v0EEt`byRgQ}U|imC3Ac#3!2EM!h>DbG^Mw!kQEY(j0hgCwQ4 z7L$NW)6-6%`pcsvVTQqf;7{2C?3B$Hefb#0LO`~)X4&K<6}6*P>g1#$#nV#2a_50% zl4fFt?0Z9Ck_VX+yj2#{7Ud(2g`#5y-B@Op^S3mdPQ`NCG5fNNSv-6$;6vpkOlYWQ zM{#v!Y4Z|Ip&P$dLB859cp7`)_}&7>0r|^@%#S*Kr&RL9vgU7JNCmluKKg+F#t3U$ zyrnsChh%BbT6`68doTtx+)QCnTd+Gy2Rjqt>k6(3w!#~={*5!Ka#cZLLoloA20srd zIxA_uzoyxq{gM#-Ua9geUM>06X)OTPJdknEV2B$e@fM9GcG>uxk6i z-Rxkzd&+NNV1K{vva0wmXY)he!0<7{3zRlJp=9ODLbYaE7(!1&w98dW>!q-{TXS;; zhgG{==>UoaZRsi7ycbKkyy+vRmMR8f@*Dk7E= zMKl1(-!0UM$eDqSAT79f3vdoBK*8D1)nz@)MbWjU`4K+^;*~5XSd>l@D<_anaJe6F zI0?sSDCX^jN+oT>iFV?$W?z$;9WENR9e`%JHaNVgv5yk&`*Nr9G4DVH1VHJ5ki5N5 z=Lk0D*VjFF_C_eu;~|j9Ek2GMraCgelo^@il$6EoyzfhT9h{s;92+|-JBIg$WHXE5 zi}(@386CRrdlb-_`@F-1q32QhSGG5uDUz|-TGsiomgfsrUF_clEEaHUiDmLvwB`PC zR$r&SSoO%U5CiKFRE$rnp66UGZd#rd^>OXBxdw`mq#}Y>Ik>aw&i2YSH-wQ1#3cn; zUnInUJM*hbTShuXJzD4`hiMmR$d3(^;@9Nlk4F&dQO(%`my-YMw*qNn1!sJ*R6!tI ziO4H9`N^0pqBKHVJjV5S7sNFdE|w;qriSWvPZfMm-9D`;p_l8ZDk~qkQKE1&TzuyO zxY4>eK5m6bWH}m6{NHe9(eGem4@nir>7FnfL}G z6ku@q@gV)GY%&h`akV!coy_y|NC}xsE#=LBJXQmnZ3?+-DAi<7G8MHPEo|V%CJ7K@ z4+@}H@ATd5us?-d%6OZ68m%31O*ho8(RPju-jH!FjeQ;a=byL*N_ES?i*?I@HBcUc zX$L;_Tw*GLP>(axx1&5w~PrL3kyz8mC0tKdf)sdSp zucX8KuhK zclncMI_7EpGbq+1>DGZ|#R7hn{axoyg!o9Q*zn7_P#*r>zwT3ohH1Vtfbr6CW~fkm zI19}$EiEpL)EYDg=u=M@tBu=5`ZHovw2byIZc<5ya#rN{RTYUTn*ysPeO!?30@&6#DJp=?5G;jLTtzd95)e8D}5MluFO)$~_ z`U58V|FC%dzul}bGO@G$M;gD5s)aI&8d_~>nq{#~e4)(QLS>{ReuO{q2upgn!U2-J zu}!qUGc?3PFxa1D6|{5Txv>opV*m|i|8Q2QOvR;eVq($Rc?oCJXj5h*#-w=T*ppOV zvl*16sf?+mxL4inkDVH)Ten`X+Ti$chzQ}rohR3H2RFeF$6b7*Oy3P8>M6t%LR2F9 z;66!^83}h;O82olCdzY?l&cERxM_thF0p?%O(}##o!Z4JAGC6n$DyQ0mgPVTp_qv% zd=ezZFo9NjEM-ZQiADtea5r)E9Y*4q)ACu`+h{N!FHFCCu&fmJNq}^ZR2R^#sx2bh7=8f>JlJ`cF2gr#E4=;$ex5D;v|mY+!O>E zqKY8L#JR@8m<+U#$z8WcH_U`BlD)|^Y0Kk3l)Gep`QZxK1R9MZ=TN|w`=0GY$K`t$ z_PtO|2AJ$hMFT0eGON1E1J>1oF*=%SB0E}-m@m+SxM;uEVoo2iFD|fn>rV9xBg$;9 z%P{k+VM)41N)lZ_y=ZYIy!2GBALvHFW}X@sHEs%5voLjU+g{~a!x8y&Q-hMte4PI* zbn~y#gjwh<+hWvCVFUmI0bc9$QClGXd@!#j(uE9TJbw)7eyfXV`3NBk=~Ss#?EbNm zSG}q$r(RB7i~6I5>jO$%*au4bNQ0kOl?G((`OJ0_)_dZ^Sq@1=L7ug2@1x3g6;;+|t&gj3Z_#H>9~x zD+zlBNp5jP6OYurAfq}bEEjB~5U`b%=D zDEC|*5GSA{x4xi2!6thm_i=grwV`BG&ru58I6)?3XrmW>qghh|=lAQ<`<)cWoo5iY zBUx7K(`wcDJSE><`za=)D-!U+y}5n@uE0?{f^1OF&CqVbgZBJZrT!b#{W% zH*@0a5U@Q)dcK_5T=9$jigI4NR&}C@? z2FH*PKy301HsDp2mMt%an?2cM=?8`*n`{W5hx9bG;4Ck=iwq{uX@6Z8SZc~szGDt6 z@k;KH*O=vLPX@Rm%`PO_{L*F8P&J_@tX|ks>kqCm%kHVzm7~-y91vUwDM{_(mNg4# z>a{MoX7X$-4SnBU(B6d7RlkQsrtIo~Jv|`1AgH4S{YSUSj@&Y5zAg@^tpp-c=2eO_ zVw}y-htx!@?{6n*-(V&gqUm- zvlN*(tt*5!Hk0V(IiaXfbXU>T92OJDYc%jwfh|^ant!}DHQ}-KH96-3q%`N&3{J|} zFw|k}#<4OhEp0RtL>t(6_YJDnzY*ER@_^HvmV^vw+bn0qM&s>Bk4SM>nwtFz7fyC@bz_ z)^vt&&8LJ#J>4`_TsW(U<{>B-BDS-Z^vwbf}IcOpQ0EE=VOH{3a&S z$gqIa=8uoZR7Y^F>;Jk~#bI$NDaEXZhBtB1?tZv`E%Jgz3l?{k)Rx*Nq7l(LLb&1F zl=UNf4LH?f)(Q$dCNx9Irc~-Y+ zs_7}Ms8nHj)cYG!R`lP^YySb!{vQUy|HSwC-vgn(z6!IvzJbvdguWvH0D>S8@qay> zfd!u)-_Fnyikq8G*~8w1PR`I$$=QZZ7N3!xo=()l(a9N~ft{J*-=np&i6fn;wSlvV zu!)hKu?d~DiLIHlIX)}%e>TCt*8a4^8g2RM_8SHgk%tCzJN+gHI-F3&>HL@EwJDJ~ zi2x*1OT2Bo#ld-;@Qi>4b9HRX8E(onO zCXaywg$aFWQ=q(GNS90-h!(;q;#?`;8gJb%N?E8#UEI(xhtw<&&QkKXU=C`jkczny zq6QjPkg*V3rbW;LM8ph=NI-IYz`xmzy-+u~gFXQJeE=%{fTe?85k)mH7$Ss3;?4+F z98yC)9!V5^C7{?Tqy-`57-5`KVXybzJWh+$T|AT&$+<6Zc?1Pcre?4uD43v^|Q=o{BLcth_CJ;_Sq%dr+KUY~F(u7?B z^va*}O4uJqLW&Zw)528_I1w)@mZTb)08AE$J@5~)1tfum2_qTHZU2hkAP^E%m}5Ao zP!Bc3kZcG^Uh1=UUyF=3FmPfGe|(7qz?ljV@4w9Pltg~%L81VNf2`d~@n?HTTy7~I z3eUNufNt>A(D03F0-|QR0t0ivH~g!7un7c;p3tkv1og_e(nj_#@b#V5y%#M`YWY}vA@!5DH z#nsRa$Z9iG775SPE%1dV{(53>=CG<_m6jma6nr|kYZR9vo_FZ0K`hH4A9qI-4LS%( z3CaLm`~rIYXi9#}QgA;>NWEWhQ zWWx&Z4gP5`bIFQe4o@gfeu32>1t6s&{|C;CG%)*#MA+PZG?72vvQFYn9ib%@7zjZL z63wJ=5n`w8fgY0zDZxpP!ReAGvNI{7kjz2iCntK5aA}hU{6dgP`Z9M)Hk7cyf0BUQ zQ*IiR3!FsyJl5hvkMIlPNd3DdBIN)ID%64DG>epxDZ5Va10D+>)Mt$#7FPjz<+~(l zdE!rpq>ASuaTkc4v4emO1j#Aj?)nOf#Hm0q#2gTY|M^~0VmL;A#HcP_JJG9WCez0v zu121q2O5yk`-`tYGgFCT0R@w;nVbGoPZENF_M?GV0AbXmfI0fNVDF2pirNcISgQb^ zikNc;`^OVEQUx_>qK9+rLTU|Uxo!3_gd8}m1!Q*n5=dKo&)&)`E2*pN| zgy9qFQ0yrpWJ(5y^#_6bwMFgBW}Xeq1Z_m!2nYq+xs%F*xz4Y!f)eJ$}0Y=i#%L7_>DZZ zJE1$Bts2FN(TSFWt1Rj%$Cb}7 zD+WA@!W$&SnHP6?-k2MhHtwy;^U?77c6Y0mvc7>O0Lsm<8tlmN5J+AVp*LU=d-?eO zK$#?;XA07)A1ggjREE-T)V9Nu6cJOG{ATr{EJv&7VknL2GqE(!Kq_hvFTJ?OzkGTm zI6Ng<1%Kp?QT-!z1`MZVZ<){WvPVjfmeKG>jgzVu#IqI7At)* zdpq+=a<)8ugvrYhX#Y2+=(l-Wb=vf?d!X{ZdEn=qI;SlX%*{+=D0~pK#Tuu+b@m|M{w4^3^DAJ2WG|ezi3;>J zo96IrbLy=ffn470%D}UZ2OT+uy(C8g>M<+4l@}|CYB(yahNx@ung;Mmz%$X~bUik| zU2p!qEJ?1+RT;zIkru7LK0h|*&W^d*8TX#Inz_LBcCqtaI0ShyX3T^s>mG;6_2lHJ z(Xe5>WO=rC4y~~Lr+ZEd6{v zC3}SzyDL9Un*T0~e{=3940r#9{E;R&_{Jl9{Fhif`AIi>A;QDgZYo2o%|5uii4-*d zwt)GZho2V=+6{pKNne6x$&=}j-M6zoxAnGIBVuU*- zUW3>Pl6TWAU3R53L{rK~2gRzd ziC5Jk7R4Fi9_)LI^Nk6(5KjI!HmB|*&yyARn%tGmy!f&6c#t)G2ZTfybxWHSHF@H{ zO%zvyPR>+9aV&6S6pICpBlT^AN{r158l(O@oK-xrO z#NMf5eN;RjT_BI;q)jcBggawq5!l)>COsei?8h|GA?(` zSsXws-gU)1=Bl=gEV;BPYw%;9rc1fm@!0*(`N^+5rnFDOin%Zt;S4%fEzZg!FFDzh z$I#11lTqOQXLdXW92fD~gnJ9(z%AtgmaaHW)9!XNmt%%}W$)_X`)M6Rd)}=;qmYrI zwOxzeR%mU{tW>}JW$8OfVusI3R18~u74?=9Z2v1>=mW5o74N0+>%12ZhH zRid9;3kSR3+z38Nzpush`hBIi`!9D#$FHY17?jvq`d`i;-?nmvyGfp(k`d?%*dl z!S1lfb9eL>Ss)sxM8>zZ``&R!&Us%qsDDUc)%(C$EE~Cy)^| z3Y^k~s#;-Pt|iSMLNZ;8!CZ!mmIb#-WO;ZS|J=pLhYy}mDdDq9b*CzeGG~!<{T}U= z_WeYKG@!EMLPLbX-&MVYtZkENcPY1nz}xTtCOt|tUF~vZ#(5$b&0}wM@}G{$z=4fh zX;U0_LL%%-+KzG@Eqh(~+bL*wm%+dBg5H`ufP1SLI8ng8{TV*VJg#+;Nwmm^t8L7Y zdXBVcGVoLxP@`sbo&wZsUK1OwJ!`Y!eDSA)wmxeEzM0z<8?8GFw&DEor?a;{3kL2P zX^4}xK0mWzy!XHLt{&&->LDTthCAqNVKl=l z**Jjx1BW9dakXBvgDBjuS-BJq+ zW#!7IVyw%uQ9FJe$VKi(RYCKBBW1Ikac)Z_XQf>C*?q&{GGW z_Sq&_Yqe1`vGvq_ab}6-ksrLFR0{WYGv{UFk`n>5xHiCK>i)1@>&=Xl*+;Sc=}7l{Q6KfK62&AiE~ByR9~>AXN@R%Sjp}csXRf#ChY`FnsIp$ zeJ;yj+C##wi-_(}h5a~;wBw-0@wW#>V2sf=J!x~h6G774Q0=|;1!v#UYZ8_aYg^pQ z$*XCa4*@W)#{$oG_czwjr^&UsJ)`60@2Rg^yHDIpbuY~;mt;&^!`jYNR%iR#?vzKY zkXO{;v})8XL#6#+Fq*|Bc??_p?T`#@YaPf$FZ}&Cw4g06?DvsyM=qMoi5TUqdx$(o zWx6aAPc3Jr*#qjA%cPGZVTi*Jd$e9oyo5Hxj;LL6h-@hIO~xs|Z3!*j8J8}LNjde? z{^jLjnI)r{aAS{^Vm93I>)m*kQZ+)iCSg_}U&5w_8`otMuWO^p!t>mUrDVv#;sXWvdEY zQ|DOeT;nk14wFZzIIFEc#erwvf#tRMrg8WM*X6(q&cwh~jNL-{yCHX`y>}f{UE4%o zZP!E1(befI*WV6Y+NzQo{olmU$-(tFp_i%@g*dDPi^nWscnU@ywzfzUH|P`2A&z>w zS>(nmxQf8Eg#~X zO<3Kg!nY3lxKh&i-aaFYQyqVc)O-r zb$8=5YF%L1$2m7mKA*!;bJh%A#wy){t5&{p?3XEvP-|2|Z^?zq{s}hUb-0*p7C%_4 zW+i-P?o(#Mw($9c_D-c12v(Oo2J#<``A=OrSC`sNXW*2U{B-F~)1nl*kHnj+QeC=@w9I(ZO$8vD<9mI5ql1 zwRKb4K-;OHIWI3J(L_xbX&=)}!!^hkE4i`yYRtyJU2V*w2s*@^>8WKnZ3YioVmLCnA9F` zejLhxbxk<4d|EJx=JZT2;%2PtvYKImnPdt6Juk9RnpN4@%5f}yTCnBRD7$?Qnl}2? z8?_@vKTLYmi_*KH2+*F7c$@6+kKuwH@G^lKiJm)%sa=L05y8m3S>rBJ5p{0WEK*Gmo-;r{aqjiJYGC=;O8$TAQi zO$51(3|0{{sOa+aGCq!S5u-VheoUVr?+nWZT=tb_LmsX!5gSRm${F;=Jsd8gQJT8g z=whMysEuH0gMF?PFW;w(NCmqbW*mNI=n47@4ll|uFYl{y0-iekI1I7|du=W*d0MLy z{f%lND?s2;E5KSVbfJIlyNYmwe>l<5-`X7A`5$d)1G7!{E75kI6za|#ij4ait1V?R zOM6~WO|ahQ0&86XFNgrq{5HTL3!`ifCB?Yh3?lt0yH1F=awxUr9U!n)quI(PS-XaQT_ZOLVTk17PrWtYu1i?Ip zZkau!QfnNZ-!z#}lG9gyGAvlpHywdRtwx+$r%6RB8-_U2dmm?zw17~)t^y6>Paw!z zNrQflGDmBNO$0GER1yeD0n2IoAq-`1*=^%~9N8PBaqcM)Ia<1nO21r5z+&;$5J$w2 zcy8mtd_jMU#O-NSim3$*Cd+EwHNOA>?OQ;ofQuD5OvV+-LVsD%-}m@B!=A|Z$fAGB zX5(xUx}xC=X1z?Ah}%@}2))q$?ZjeWFS(T9P^#5ZKO>)t+7&td`t>TCWgA$s{UHMh z7?D`4Su-TUcg7B5sb6M%Mq}KL5fVJKPbz(>EPomw^cJfp%56?17_2%4SR$xs|5Q@y zeFfC}V4-G=P~9MOx_u00uX#)o&*{&;Guol*v9M^aEGw?=+Uv$UU6+J2BTkSEcv3vZ zKqFGTZPet_`h;Y2)p8T;{5rL0{RjwQ0VX1jK%H1C@_izbWjAHq8%ExH?-CED{9s*0 zY9k(_Dkxfsu&k>=(zM$*5|E`<2A0C$E+dTRz3RE(7pQezj1^or34-BSak*6Wr*mkL zFA_HtM+g=QRm_4&ZGxa^Jr%}6*bH4$eaz+1$(6}sqcJg1hNKd$h%*r&Jw8_|hkdGa z?tipx9Fm~-XjzURC5l{vfM#)212)yic1?bSQ*=8(sgc6HcUdP~Ood~N+p+T5)o3ba zv_q&`@J==uUQf>B#ydxmLIJ zhc9*mQO#ZjMLubj;~k%rKgwx$6GMS_VNw60le~Z>UoGo_Q(OaIvM5f0f7Tx~Ul@Y=_Ke<^8P!hIsT1{gS^aI) z3ejn9t1^eg^H0qg;zObISbm~Z-3l{0KD~|A#pS)edw}GT+6s))s%ib^(>8r%`mewX z6Ft-a33*{+{C|NLMpm}}0e4|wWcW`ar|$Gk#|?3W(A!sv6Gn55?0hS6>OFwg85VHrB(SzY44Km5I&jl779=g-}wK_1(Mlx}EWtYy1 z@Wx;@iDjXR8)0@TxM3p>9{L)P{T0uAQ+n8HJU=@(kv*)N*Wskj?TgY#=j56GeMfV+ z!%_fFus?VZUw&=VAwGO+NQfCh+i&BL6=fpszwx#vNVQEoX7Y+w;|rkbO-f1%dA~F^ zJPgZf5-9RnYQH#6A|_(LSf8JDVAPp1FEzTJrwv6OC4~I zB3J4>@HgLn7iIspZF+t`8N*@wX>Ia06mhb&S(+U^x4#d5#O%s(eKCVmC0KD*l|IG$ zGx!zujj<~o<_ZJhp2ul0)JU^Pd1e)Y!M|{>{NeBRqFc8gL6T`hSN=p&syTH9kop5BKilRFJ1@2=( zIekw|B&68!%l^l~qeul&&(S?XdAN-7(q*Pxw?5(mo%%obsBV;ha(yy&;gpo{yIqDc z{`gSC5Ln+N_xqB@shDcVA|XoY?ss|HH&!<6FsDa*K6Br9&n1aS=1w50#VbmRTsRGj zDKOs5t04GMUhm=~5^so;B^FZo9PA)Xv;3A_rJgS_T&b(G%9~|@4!5#2{oo^3!6R6m zi^AnA*Oibv{S>h#8Rwzjh2p73iSv-+b!$bJkg%>AgJrVDDOr`z3xsPeJDz0BmKtkz zShG@>o%S}Hn#g=!{qFfJPW3FGiF_@tBb#}v*&%}uExYHrud4fFzypS?CiMoNeTwhq8}r#9h;V2z;YYXdQFJ~e>e4FU zSqL~+40tfmHRqz-*r`$dCa*p1P@~vLsWJrCFGvF;RmQ@gXmC>I8X9|ASo-s~kpDh3 zQLj8$4G!0fd$(7&+=zD{9MP%!cZ=`FT!5%##0G)YqP&l~dy>j3hD zNaAuex{KY$;G=87)E)#1Y=?m!B(VHD3k>{VjOuAx2h~@ahwWv&q6gvD5{j-FxT}yyjD)q} zoy@jEbn2eiUK}nwAH{1&a*$>C%d3#J9OjvAcpJjXIG}}#BUR;z5C}E6J=$*H&>JvKA97|m?H)BdtZqN64e|64NIP6bJ;v_vvkmm`0oNOCPuS)i@Yf%{ zf$KJ8HzOL~=sW{h-+-_NxHtnM++k9SD~@08XujiV$!F8JN7p39unqa5F@ zthC$dx<|CF7c`xw(|s|Em7?8M$cm$`>9mrP2v$F;6xqghl5{JZAKA*xv(r5_gewh~ zv5!~9ZIR1)MW4*)Bt;>O@^9l+OYF9?Bw8qEJ%w@%Imj?V6mCZ+ z{S9fXxg7Kl<*?(D;Zx%Xc#*?`~Lcbko{8c4Km)|lvlNX{`{${tLy5@ zbyyv)blE-H8?j>5DEYR1eY(LvwD2ZAzMR{8Mh2ntll%fBIy$;VEl*F+MJ+zQ@_@x_ zJoKbO5<>@s2w6+wPzQ8`SKhsQ_offG=R2Z>sy$AR@(fzSxvkEk&rce9de~cZ{lxN3 z`_g!9=bnm-w>Z?pt^fQH6B8qU{O0xAXz9}7I9g0@@TXYT za#$J6)voqP9F!rhQND(#_Xg{wXYuy-W>zbBY(4d~C4||aT&vn+EL*$!p7_@pgP$84 z8*qO=5>C^$aL#w{FiIUVkhqxjLpeINex%$9_Y&GfrWi52rfSYv(GZ03Gcz-1r^nSU zyAoW2uWP*c|CmI5++*lG%- zlMG=xTuRTjyGP1p{@7_FCZn~tx8Ow}ZC{!q`=dvnK7A^4-Cu)gG2l#B$|QND|2$bb zYOBxmDn-`w$2>foCf!f>yPKQSW?a3l3tdCR^xlN6jnS2#rbU25}Tx%FCa<`wpq2bz4{(OX0)m0pvV5RnGA))GzWk_6Q zns>0&b_<;WLM%2l{+AH+_8KDaD34(BPmlK}imjqkQ&a8u`S~>*J&x-?6NR#Bhpdrt znGXismrSr$!_v{$-&rePCl~V2aQJy%_mSX;Xl6d<->kTStMQ_qo1N_|ceEOstbLDb zPfFq^R%X^2^JGYBc4}&C$SC@Scy~{aLGr$>((m_yrPkAb&QB-K`_h%Ob?ZOfxN!qk zD1y&1>#XqTXzMH^8`c5_flJ0);C{S^nm|s@!otE#&2oo{DtAvXiIkKS4gcWC$deY< z>H>?A{`U6v@$o7+c)34QKD|%m1FqnK@bI6L!|g}ZG{AdYL%YnXCDdZxJZ7If2l7d7=coIyKUJk|V6JZ76XSQ@ddh7BTh(^H z-D0@F1oqvb#fwa(j!2&E1`5w0vDtj14sbnt`xBn~+uO$j)n^8lmOp1*VKq6xe7}9e zTYUZU;$v*QP-efZp`l?2%WpYavhuacq$den!)TSeI`5sEs1FrVrPL-dG<0A<+f%@N zFz3W0%k5QqAMDI&SX}KYw+CdNutmX9`QPQ)0&75x7xq8L!-w=Uxl_~Am^bb^og7$? zHI9`#u8&uiyB|Bq$aLJ746$1sF02V8IwOM3&jaBzW??aUsi2^s*RrI%yv2c8B_~GQ zpPY+}OI2DiUd*r3b^mrrAiiLvlA4+tIJO%Uf|0Z1@TiAJM>p<1&iN)D22-;&+hUvb zDpdjdHj~rNLKhg$?!G11Y~weoqvaddsNk&8YEMr(x@5P)ojzslruOb-*tBOba2 z+b0{fxZ0klg=a#fsmU_YUnztHDJdsmD!JL&16NN^wmXPeG=A8+>gedeJ`;lZOjAs^ z$zsas?d_!!eYY}R$@e}Sbt1XI(Lz_e>KVOrvQj!G4hfCay4>Hte_;~NcL%iTq$5?l zny}A5BM_g^0U*fk6wLD{-X$X|BxPY?DJm+udi83V=0LW#qoX4QyJ2h06CV;TbCrXh z0J-~ak2Arm8HA1(YE`)%9whl95Vyy zWJpNor_bp|VY#R3Kl2PQsTCN{G=A68((3+oi&5$Mz~k1TcQ~X>%*@JJ8V|_$-%JW; zEovI=F7=I%k4L+0eZ-4X%{L6BmBJS>AFtq{r4>`|DY2dgpN2&>Txb^BU{ZK;a$+OB z&KtpHvDBN|^Mg%qi?h17KT|#NJZCqxZ%Ibzw0C5r+@K}oFue3(_4DtZi3r34)Uto@ zegA%aq*#VmS5NPr0KwVW@p{Xp!Oujjutm77#`(?6mT9HJIlw+&fffiz*hVrG6A_^fo4?SNg5OEDQ51^`{P8_^6CE8k{l;%_^5EcLU41>7fQ#Mv z*=hG%@G6q%6=Ly+lRmimjs%bS_#Bt}+Xe>@26OfNDTHo|%;2r>-lwB8<2D`08cTU~ z4;%Y)Oiaw=rug6vuabOd;NKk>PO1AEC4jO)vnFHEjI)fn85 zAD0~52u+9kwj`ZG;O#XnTw@G>Wbo-MmW+%nG4T1lEWF?S{YquZo+f1kbkdE(cQ{Rh z3SwXtyDMQ>!EK$ndJPE)G^<*{5}Yh!I}nwm6Xh07`?E9| z`H*sN_%iO92^{&&zi=@1j>(JgPpKMY(S8N@ZFL3n6J>Z zZ@A1p-NUN%%0ZlfM*HvDT7&H`WPD21<}hh_d2Sd75M78Rd()L=&hfxKeQTdwT4ESu zJZAI>3=HImHL2Wg=gXtD#o0JN?C{*-+uYpz?w(twnXOeBkk|&3zkD`GwfhT`qVcQ! zZ1b(vEO4jI4u{9b%N?DGlA%}d-`^k$SYvkc^4wYYp5aH#Znz*5S6QKvtW*2$h;yh5 zcLO!jLK&*Mm7)CYg9o2xh`Ok2(1ooh*=!JAZ$J3^S0BkZu8qEsl)dzTJ^=U#6j>i{^8b=6&R_qH^krS#>xU;byOxt6L8qbHTr5%{e5?$#bri zc&Mkn>Ugc3N%{T{9@`{ys#91(Q*MY)`c`4Q_DkjKRmbzuo)WBzk3CKfm_I_)pWpSF z^*b|Ix+nIfll2&UccQ2GLpHXqnG#uz_Pi6nKVOKaS5}zFn(QquMNuC@38(&Nx*C)%?}} zRRZe>(=))D4vwg}ct4m?d8^OUq1V*@`Sa(-sL#UcNU_ye*)0;1aM4pZG|^EPn`+#B zU-LAt2(VI?COGZ$c0E#Za`JcYR3q;+{$-`jv#P19O8_jSsstXO7&hFKCr^&n3kwR& zyAwX{WUaKewgUWum???%7oc9D86cE$ho#=8;bC6?=tKnki`HEgd=rz^=*He&$XJrr zYdFYqxFGecq_or-VlN8QkTxCP{5*q-xfCepTe7n@<~mkpzqhwnsstlL-9hyIjlQZc zU%v`^o}CQk8x@-mQJ1@DXDZ2rb3AzXFz2D)t%<+nf^PJDvJSz3j(o54llU1<|M3HZ z6!bW8a&vPVpGY~!{2b0{W~izPD7ymF=~O+tFz@BA8mm^tx5DpZ+e^N9Fu0IE^^m44 z7ZI^)je-rgw!S=d^u72ntLD{#*B%*h9fWk@J#NPu)mvXG%^WGLze`JMGw;7O{nZYQ zh=|xp%qYG~*vATpn)U)wOZ4~m!@TM>d=-G;3@~atV0>3GOT)Rw3k_mQmFIbtxwkb{ z9b_PK^75bKhT?=Y%*``)3;@69rDuS1@;DAEb6nS&Z;yJ9O97D9LDeN&C07^z4PiW} zftFDr<+YKK@?EJp1~#@=M~~iTOD;T{Dk*t9R^;#B5yoz$&#l>_udlCB@Jc^bZ2@m(~uwC~=( zhuex2*{S~e5fzNmI`Lxm^0>bhdMwoJsQF4dfWzp*$L%9>;sD{Oze7 z6BF7;ZuYLO$FTXbAR25;{sLPXUSYsimOBc4roV4|RG}@T{ScCX?oh~)Hc=k``>=ojd_25w4LrL| zA;;vLrV6k(3^Q+C&+xiRVkz@9Ph7paJGB zq5`uIscnUYCV|Wa_OhO?E`(H0!`3@`)1Dc}_cV91p7&;JYacygV2~)HeA^EjVfeWn zpr)Gi&WTD_?v}pA?(S|>v?6QTLfcYhsM5ZSkflLodH8*?qL@RC$g2cel`g@Wr?6HA z%Y(`pDzA#f1|n=9tIA1$`>sya!pb%7io2WT*{-Of@?$6Qj9?O=c%fO2Q7UY3fSBDk zJw4CAe7UYV1nzAI^K*#5zrXonIeGW@cU*-;9!RRWCRZr-q%6&Ni+a_4A?~j zJPd%lgy}r>euHaxX$JdWQu<7Rk2uW(OV=;nH}Y4@47mlNVlB#Xy!6fAx8_%d zG)Jx4|L#PyRM{kq2Wvp6IiodP54 z5VzjbRGpt4&&=qb>NP3pcIaGnq^fHPW!*kjt*EHb$F)~4GDmHZgnQt&v@2Z-?Ghkq zJrwxX3x5OvoSuAreK0|qA3JMBF#&k$~7bi#_0(n+(jv+x<&l;ylqx}FO%+kV%L_>V*)|L_| zS6tYpW@pcri5A2-?&t@wZjcZDURsIZ?p+PH_bq+k)vvvw6c-m?q=A?avIg8n@EUVX zsWkyXU~jL&A`Q%P^EwTRe!4N?29P}eL?nbolYu#1Hui1C>!Cb@L(}O%8Nu&W0)m2q z^T|<*w)Xb!hg*qu0RSoT?VFI>e z=-JBQBb%8#s6UdO#{TsXr*iM*{6jg$PJG6R$T#70g=Nn z^#;DuD0i@cG%|nG%*Y7Er2S?ZvUvSE$K%vxD9wZy;0&MVS;g7d0gCC&8Z|UGuK-(z z{Fa!+aMSY&q^Z_mU-;#{&hThpT)SIa&9O#|7!eilr1WL5Z7J&o!12mWFQY!L@F*}R0F#(GI5?=N{?4|90{8`z0thfj zQaAVZJod*Nx6dexxo6&>(p5pX10Z9->Dt4oDJk^w^76{c17LvCKOV*c5t|o0v)$6y zx7(X44|aCEoL&9a#|I35W@Tj*s9ON#g5u$8;Tx%gJw4kSe`|mJ`UR6x=5}bKqM~AMZZ0Pmkei!ZSZJTAR#;J4 z36yZODD@b)y(Fm!aPwru#KdG|7CJhwVC!5uiK>TW7gAgg4-bg%Fp>>`#M%{3v0cVM zazsF+0I>M|p7`y_45tuqe=?BBL&^zD516H{p+On$^6c|%fc5kXA&NxA%ghZ0hGwD zogB_bcN_TwTemPF74_rC9YR7HvQ&V3FF1f%&U*sbAZApx%+BQX>zK8~y#SA)GD{de zB$#EPFiFlDKXDL%(QfCW!*R~bnZ*gLFx@B?4tyb)01)_hg*+-GLs?)M1N#pS4}q%; zHjh9cCMi&?wQ%V+q(=~}rUCo+`(3_rWiIEFD^QG8K=a|7z{T}HvqQ-!h!3(%qxQ(A zwX6D%U@wb*z01bU&AOHaHKle`O({rRF--wDx>n#_Dl04VnI1lRv;>?p3aPG-TUc0V z{$7QelsmuJ4TRSg3lGoX**Q>9@P%1lT3>;QJdhdPmN@76zyU8T7>~7plXrxD_;0cR zgQ7myYQP(zKL1s|`v0e-=SI8(8yidqxUgV{d#L60q89aH^$B5C=K`M(8N>hdX9!Vv z)B*yP1*8`>PD0}UG!9u0bT>P@9Un|wNP11UQFU5`@LIEpS4U%G3X0AT=Y+lf>W4G+ zy?e=05m1>hFfmyKpEW(54-O?u^P)sb$TQt-8Dn=B&;b=y?6<%St;*q!j&;Bi!=XT> z|0A(ifY9Av8(W^6Q(EA<7{)>N)}2XUOsWs2K8r}_ffWObWXeH8h4lBA0Wur~%ivrf zw%#F;z%g?^eAwCFUqpX|ff{DaiKd7rKy7jX7v#Hlw+#ah4xEI9g#5(x^z{pzx91>( zg38+)2-5)ap%jNN@>EO=h_iBI-YfskzkC4P^$vJXaNbZ95Om!$r!rCp$MN#z7d+kO zpa-zOt1O|q;8yz%2avYN2jDz`krl0N_GkpAABhL(T0U7i zcr`CKmzd8X0}rN74^qx&Hjh!aMKrevY(QRaF;)iQ3r+xltDKVxS@<1%d}^dIAd=bU z;9YDtclUXqK9Pgfp65WyV>=LDoSo1t>2*F6D3id7BGx7m6nF1tj2S~+CjX7J%rpkm6&>4mJhF+d-nRQ&MXDn+MNv=N_ol#9rR|Jy zV$Ls}kI!uuAVg?FV)J6lf9PjE#ik?R^?c$FGil|iyHas z$l6QxWttE=Fa%|z1%ZoLl=tH10zO+%aC~&M0-igFn(M*t?qht0zOJiH#OnIaaP(!6DSHUwaX7mRhq@?^X_{{dlA;#i6V}Gz+{{eEnA6dY zi34YuCQvx{y9i`i+6HYl8!88EvsCRLaom#^h&A&GI}JAzXKH)tK{CAe(rG8SaURo$ zysVs~_1GLPCH#Q8WSArOQyxR zmjymZO7vu3b-&AsTo_LYHyb&*d`ygHQJ+)jR;vvP7OmbG+r$dp%{I8L||-MN!O zI$+GvlO*-|!v{Q(FXRGcYMh4_#R!R4ZZ>KfHl`9~5?J5AMc&@|mN*9{9Ydob5}oP_{(rqX?%=?MS{$;qp3|eR>(I|K~fQ!74 z5dy|gPLTyH7^|4B^!YaPwd>b+c6OLn*AO2{5(=1!*4M69Bv+@KxhqpW6_FUu4}EZd zoCvNXi#NM-{R9$f+f0+bv|zFLrqU$v)Wi3e5f$EA>5s0k3YZ$d-mqyC4>6?e)_h^Y zK!yDHJvPc$^?^MqILzQ0O`-*i6j^1*>qk{ zLc7_8Y02-_ah?M=4JPQ;4+*x2y=4<>+Im7OiSCLODUL$oz1r zFC9P>zxxpfa9qF;0Z#;Fa_8tbP~(Q3c1r|u{OZ%a5fCte?}Q>f77mV|pWi7|NHsMy zT!7Kgh`umD+4i8%2%wVI=jW5VjDfKLkcpFq|ku*TsNocog-0L zaCk=xl3@TIF3!#-4SlAC)z#;aumiUU)ELlpdU|^DccZaT;f_umx zP!46O#HMO(YvVQ_oSd4XMyddX2n^cR5@vSn{|WO=<$ zlgASlRj%>wF=a;&td_YS7m3Ax{QNmTC#TWAolWl# z($|++tKtBX1SlRrnP`7w!|8Bq7P9h!^q!HSq1B0MA?=RD3t&r$X&_WXcmKW#w_S14 za*wZrrgheBX0=|>R-i~bF0Ov4NtCs;v@C;g1Hv7%Z1uS95OBWYv zewRlvX|G%#5f)~k96u7gkMIQU67FeO%E-jD@|m@2V}IZA&6`GDI0YUXid8}M&Uiu3enE}fgysbnqi$|cZ0Y>)PEryrTf@1>%#g=1bV9fC2 z=wWicucr|3c81D`dNlnR=Q^qpfpay?0YEc zg{4vw1U$m!Q>S2(>l4+{=OHLmkNC!Tj5c0dD_Z_tGo;^`1MHGe1VwE@5p&=wBqy;Rk=oU2-Vj-CM;}h zNona2r8y=lswd@tS5_inOv<388dpaJ;O2LeDUa8!ibzR`tJJo0%?D12vgcN>R=BL! zuP$5`Prqixow27lVOSWM|M+{+{_v?m!&~(A%0>mVrSf5!rT)p&etU@o_emVZy^flJ z3{?=Y$zxfcoj7amg@CBF z*&`!lQ2O))77F}bwAmMy^W~im$mp+Q>W2Vh%&g1|&#pr#@@SLT1 zqZV;NZ9$s^eu$#=ASf#L$9n|xEP+5|!T^)@vYAzR(;FxH#9q^U*AeoY zMSGV&&nY?%ebm(>BCb(IX0)B(={a0|*B3VxP^5jPuAbDaaBfHW9LsuRTT6gMnVX#r zUu4H@jmy=m7;ma0zgTju7Gd=x&l4BmH8{742@p+m0oMm?K85?vD?qyV1Oy;Ha)U*t zLPkW4K$T2?{nLjJ3j^8F4txv@X^{O7Tfmk8(u5O|y8HKMC(h6IfrNv21u{;kwt)h` z{_k%Liy_c0@PT?Z;OGO)yzt^@NeR-@Eo7$e(AF!mva=lJqW!5cBashmQOiw#=&E}b z8Z*Tuzm8r&^xWC0F}lqri!n{LzAPGM(tV}VqBWMJKeJPJX}%>wT=2yMlKGRLUlg03 z7>F2AYSD6j0RbTNW)~KI><_{3P$YtqDT<9PDJcP(S8_i*EDVOd3S2Wwct6TSeeY}^ zr#5UhMbO#X7G~3r1V<))`Xq@j()%W8z58cYHOV3MJ$Var{gUM+0jfH$kV1U}rCTqD z`|KZN^`qUVXGPP(VuK79+!eES6-o^V>X@Q}f(-fOc3=$}z7Xr_=zO0T3g@yQ!Nbde zM1Wbn2pCZCSqhL{fD99;5Ba2*sq*h<*lI#S0 zlKBTS1;=dJX@jZ~j$^Kya#*p=3gY$m2ki2$dE&DoQ`TfR+k5JSI*{5Q-Od;k`wEh# zW0dT9ofRMC`lDBPH^1^C5`mhPO1ZwKR)J}sM10qb?CaOBAA;irrv274Gnfpox2LBo zvychCDadQNn?&5}Z7XAvr<-2o-a3C2m{$^AdMT^A9KI#kqTTLb@EuTp`P~ZQXsXWga zU7eWZ&I#Y-UV^=ml{g(ua%$GNYnN45tj`l%`)w>Lxo&nOUcQ4yDm>W+QRTFoDL=muG8`@UM+N$Vgd0~Fv>{=Fn-G?kmS<~K9Ggq{|Iu7hY>Uk>u$b2tG8eL# zJ~R;b2_?hn_w(#eZ<4{ZH0Jo--Kv76WBi&Dnex}zesAOq78QwCblVVIfvKS`hx2JE zu{x_qcPTmD-&caxS5P^O@UJnqJIC2$-n*Ks)fBx915+QzNHn6kH+t4^-1*ZB-q?~% z6rSZ0yVE+D#Z=n&#p+^EosmvAIHV>^t@G;f4zP1P1P0;w*jYE%4Ig+G;)`ww499s@ z-6S;v{98tXroraQa%s)453EE!P)t~zK8sEoev-}La7IxO8WL4W#*9qS*RwP-p+yb* zR@67SmLWB+h|<*D{KCVYx*$xp>?MV~2T8EtP5+uOuC=!gHr9)s$tGVfI?Q2!qMiSWn`N3-$YkGyYY2QkU!}DOP?LU2Fb{N5QS+3zf0&1^!OGf$Pxn_@PJ1{-o z82|jTFsUm2G{F*Q+)6X~ju4``Al72JeZtXw+qZnYFjC09JobC6PUCcmPK$qig~aN> zXr@-*`A=m>$K1t{jJdTMR{|)JsmMe4r8xqVv@DAyz<99tju`lP-JIw^KA|I~Niv1CL2Z0RTQat*)dxfrD z!_?tr`f2|3!6VO3j}r=`B#XyFwj;A};BZ4lamMP&{2)trv%x(+4Np8<+LMnBJ5o1p zF;=)mWi>01-ucks!bv=-nI1HZDM5j1uZdy8`uOSCq2ZRFSgU*X>_OHp8H3VuY5BHc z>)CnqCxHW)cB#sJWA$QK*4yu&m`dHY@|Tph;5G^k%k6qjfxFr`CHjO>205%6ZtA=ny!)a^s)EEdT9~g#?L*Q09wwwLaXCBKH{_8OLv_JE_#KU-zw6HvOnr0DB}Wd zqST?TyLBcx)}jL`4lc{%;X-V=q$m~AeDh&c2e;-28R=s)Q`}YC3Wczx=o^=>Qr++v zPgh)(7!LPn8#Bb+ICJaq73vtLt+{7J9&EvRP8>a(1vDxg#W+B0&fI$Yx=H@)=Miz1 zII<5>?7grm-qB+%tggyeoI@p!%=3)jJ47iOW;e#sxyjGK3oU&834~hjSMyS*{TFUF z>W)O3E(0Y08Fk*Nwt~*e5Y@lrl{fjna(6B=hutq;zMv@Iv%AID@~rl}m}@XAeIJR3 zuGTD*udeveM0p^wG5iW*2J_#lbw=?IG%1*cP+$uZ@74Y8b$W{FzcT*Vbv`(yBtenF zzJQCn59giGMJ`VVeCf4?9Y0 zxhVv`NJ&V`_c<17^OWf^8!a<2u2(x1o~Y!Me{Q3vkXdws)uVd4Fnz#Q9o?Trz=AA+ zoeq={EQ-pO4ko(K)EOQE!Lz0few*HGDzIlNKwiFEQRD-1rXc1$+mND1{;7@2JD2eq zr9bBy==}EuM6uY+8iJQ@+`{$j;`8WRIR5;;gJN{JchGpKYqF0{^z-pO$cQdnXiP?z zpd8=-hQn)WwiNg@_D1k`{-;$}X0sLt2n|?Nu=k@*i>ehd2&hn)VZJgVJnW8?mZ#;P z{?E~NSq(3o5cE2c-YBOL(fabsy8>(NM{$*Sy1%MONh%wvS@}pZx;}J~Rqn)>B!=bU z>6(YS4DV#IC)o;!qWb`eR~=1vTYDbi#dP7*2w7PkShUoayIxvfTwhX~P=xF*U~k3X zlN~>gRN>|c**#Go+~I*fPh}i&Mk?f4)b?D`pZ5Makq_W@KczV%gvtM1XT6X?Z=*YY zokcJ*GAUs7B3i!ua($JlHDNk}b<{mLZK?>ZJwrw#JU1VpW zcdYj>@TGaxSQ$LGlKPFIn4pxK&(sV~s}cR5^*>BiN2jWr*`0UL_}HpohQu>TYrWMV zS~cXMip7?%ZEIp}6V5hk7nmS zi+rf3C}5nEK}R%RO7Dd9BnSh-CJEk6_sKuC`zN>&cZhjaBZMShf`MPhxn8xmcWQA6PE3bAJlg;RNwA0Ip8QI+5Edz^bFAKfB4>FVk(Z&luoui{6 zW-fx5f%o^=UsWcR{XcK0d$LgPSi1qqT$#3qqp_O2Z#tTh6qs=Uz)|GG9=U3?$H4#O zi^k&z6G*-)Ntr(O7_QWLe|G`{K`(fPg@|fd9upcQ2DPKux)0L>o3Jww}2hYv8|KWacXHWFy z7IhaQkvmW}>0U#7mH|~nNSn8JcgHGS9ZmKxDq{2`OuDc`VQT+RJ4R=F^N|Un1M7zR zX_DnP;YyS;U>D7)?gP{g8rN_xge3- z*v@tvQs;jVeR+8FpY!#b&mwh>%EA|+NlM5R zBB05%bF?-}hXMiu1G)(M7gw%a5y1i%+ijU($6=q&=A747 zW}qU+n*#Yfib1sFXJ_x3n3!m3kqjM&lU;%90mkum-YeAci01rDS5Sg1Zi`_Bl#rBq zY-kr$kgl$-pwl@7LAwYR2zTKp=H<&AkUFIdV;~4I_3i<1`S=R$JRUCLg)dtpxv;vr z3Yp+I2n}m$gh3-3EO8$RQfgnd%>LV7?(*3D{q6hp>!`*x#I;Fd1GX|rb|Uqb|FBGk z0|8XO1(acz$19IPW(6IQS)|#@+2bJ8pPQbRCj^y?#B#vGs;>Z72$=nto#?=_W5W2pW8<@oC>JpL_IH4P!rn5O3)oh`JrWv>R7@T|Fq z_yD?Vr`Ev2K{#Y7=yZE$GS!ZTVJ#7FN`FIOu_QNEC;B$|Eyf=qcAkg(Ck8fZVurdl zX@#Y#;E`sVD;R8F!0xY+?1As<>Z{HRVHac#_R6hOdAsp ztRVVJ{9YnFw`|VWdP<5(%1U`gf>8k`CL=f7czis+%#LQ^S5HbwC{7v=ciOAeg0f2z z*q;Z{=m}TzRr>fp7uKy-;h*g$O}|K8OdLb8>k?Ryan?hH8Re>uk znCkIvO``gU@z-(iUl;EMz>Qw?_bfgw*hwr+-E2i8i?U#nOk<^2Jmf{EASULq80KJQ zWtEhagm!AEx`KTrClj5V1gm9^Lpxh`b~f}D`1(Eras?W9U4W3MULl47@bEdEwzo>r zX>Dq-R5&yIm|6Ui8ul^wd+ZZyZl6anccZ*f@)MA3f*kpr!qt(SNU>B9al&J?=dCkn zK=c%kNLcn)u!2Tz?~+=GJ)=5@I#c?{o@D-NQJKQ9?ksbUc?Sk(C5ViJ3}kY`g*mM27fs;0l*VNbI;+Ro<9_m!)P%3cW)x`M6jroW`YI=7!(wxnsrK8 z2M{&WZxA)AW%Ghuwyk>X4G-^GooqRlzRW$+F23w4In;cOC)-=DW*w>zAUWC59ZN_^ zKq4@M% zc6zi6l%9l?6f*;Z3usxP7Sp*q;I{D#b8*QX9t1iZulhSy+ClGA1PDN(#}CRqzkRVm zy1#O^N?8|oN|Y7M%~9+(uh?Jwsm}LM9K(f=<^gH~c@iImiC8@f?QJSotT`?zJ@`^n zIA!cbf`@SeeZ35UO^8Y8zAjW+M^NH_Lv~^2$x>^64;f%j+Y2mfq-^jl{cPx~V z{A&+0##fj2^GoNk8N+Utis2%nDfl}gMd_!ufBp!ZTx77Z^MLuo6G_>}`EcnBx`Zzy zSVGHz!c>xZk=PCTBCI4Nsw0C}8F=+^P1hjq~rjTb5>9jK1P*mUdN()&ReO zPKT8BEMEUzh+WT2n%Ag^$XRu|oqu{Qy2Y7>hdkRPu8Ou(zB{J3qSQg z>Fuqp3CFc)HPGPzBRt!VK8F_!@NYHVgKl*J={)hg{QN~9cvXV~Cj9TiQ|e45$$`VD z=GInl;)riSLHgM=H$_tPG;SSBt0*6G-$;4C2%~>ZOe1b~n5U9I`-IbDiR#D>8_NeTNt!8MSsGk};0G7WK z6M7d+91-tpp+mT-ql1;1xzCtG*P4#PcYAAV!6zn$@`w`N{{WhIsD45*6b^$n8HZ*v z)cRu;?)63@O-q|y_OTE}WE~8dp%c-B>_6BZG%3<=1iaoIf3F|fclu`O(Kco>+YiK~ zzGc(lTZuKlw;?4KD>+xcKQW(Kz^W5c{(CdedllmZT3r^Fq9{K=n>uI;Ek;Yaj?7h5 z?mWRGe1_^~qzzmICO=;^kITf^I0kn(O32EcK}aY%E(O$X(%1)6Q@TerAo&9y0m3~q z`(qzfYf*RHv|bFw1;MD9&%d$ZZJ8LkYTV&@Ei%PADCf4bl9M!f6YOq+=~f z2kx|z_=FLE=PYKwPIZ}!XrsQqe!XJ*1_B6XOTaeJjDe_OngpG2a8M8jw6sBYEDkAG z2H+47fjcynlq;ky2c~LhSeA_-3yq6!tTkgB8X9J)$WV>U<5P{bFAG!$*`P^WF>BuV z#pZ)a{PMQh%u~yuv(|Ji{8v75<@yq>jjy#4lQvkm8WdkUr3O`MJhz(Y4D*Q*&;!X= z=3-?A{r=Ed=ymOxyXs=Q%f2 zSYl;S1yFeV!fWVy=Z&(2>NPOyr9%~`S>S4Sp&`!VYzwBK9h0h85AA0FLgwm->h-6V z)M!ue@Xb|?tU@Ksy0=<<`PT#jtpx~0u!h1EnDhnhZfzmFL<10$wD_-;iIBVodT5?o zGcOQO;BE%F5Z|5Kq@+-a9z}`cE1bHD2zDc7olY&{eE7Pr_;?F0#55MiWovYjyYFl+0G<+XFxJuRAF?8@(Cb{Ryz?$;56F)+h zp0Fq?WgeaNe)4fjs{z`cJ31S#on~9 zN0--=pSpL+`b8-F!!Tw=DTy*7_dp3raYRg&YTGE8EYsxl7Z>DkUal7|78X4{eU4@B zxHtGu#K!h^{_0Z!2x||IVjv`sp%Fd{4h}{WhBk6&jZbF1bNjX!gMG(;G0&obRn>VNDndQ_?xO@vg-&-LNep0gxvs zh_F%%7Xhz=S$q{PfJZ_?a_d%bXlQ6i2yJM~*qHkI4VTFpv?I#<_Y)aee|-Bkxwgg< z+5)f6u+3*%TwL7w1sWIgX4tpi?nPEAInUU<8gWvL56GIyv=i$Q?crTNc?(fgPhR|; zG#PR87dMBE6W_QcPd|#ALUqxJ33xUnT(>s>id8@t8FagZeE)uvjO=u$M@F4HFg-I< z0Nf8KO#7kxPZ>5csGLCwQl#EIRt(*G(55Dz+yl-1v%W-HuLTV_NI>F@4IZMjc*4U~ zSQ%b>7^97ePO0u;3W(M7vmLih{p-O+4P=j7xh6Y_`@1hq_&Js&TE zo{t=ROE2i$`lzLs|@Ka2i7%oe>{;JPbR!Q-TEI_p!>@vn@_xbPKgJv*Z{rHSckyA z26RY|pq-taK}NWTj?3Ta5YLGTQE(Vq)!{V&iVTW!a@_!;_(4eIE0PPrw4i_k0a^jq z5u zUPmQ${3d|rf2c-aOw!8U|?86y_{ulZ>=9&5T3rRtu4E9FTBgRwGs8n5u9CGIs!=&t9I3> zVCn^iLfuk;brQ|11NB}fFrz~O&s42lcpnMMctN!R8#6T{!_L~87!(N*{V7~m*m4I$ zq-asCc0f&_8i-N2o39%a6SD*G4XD3CHRRC#&-uij87t&im1gkNVLBcOr`S5sPewh5 zwx4w0HL~X~U#=89se!G58Z7y|FP=zcic%KuPjy~ymfwnvMtnqcHM8FkH3qJmL?Y;I zT`Rg&(cDyzKCC{)!%n(R!EbQzx+q_`k!LX0YhZa7Tr;2T+)HQYQVkYIYwN36SU(=> z{DuNM4gQM`Z3-%+tjyhVIh)7njmk?lEgxiyY^^Wp)uIQh)jDNRl3tDBG7 z>c`yNEPb$f)7;3rvqm?T{@O$m>}hQCXlfO0Z6PSszo+mhvDmdF+W^J^qKHW1cEVOSi-8ahPv^cHesT&t9mI zS7=C+JFTE`2?8bpJWmzK-k{S>HF|4*AKGuLAzy>^Eg~SGdvMTcZ)FI&ZAU?9y!V0_ z{E?=+Cx7~@M0bY!-(T|)pbU_z7i|RF2|@W{3kLjJY5gTgh2TXawE!ELZ)2loXXcLm zwcU%HDnknmq0F#^BbLwk{99du&M!Odqn+Ojh2t?@q#Bn8lgO!NuuKkT`)m?-V~2Fn z5P?Hm%R`KuG-r6I~5JtW0;a@lf&-~krLdxy)cKLey3@cNNueODMyCByFT zzJe16wLlGq)KUex+AlwtLxLW!^uNQi;qVnJ-ZeHHDH+n``KDU)<=f@Wq4?qe8fjdc zOD=(j)4l9nKA3I90zs=9cuO7T4*&_r9e3ZSrFGza%*MtBJt(oUzurLs1aB$JdGkAY z7BzeP_H)Z;?k1JGPTx9SQ>1dzPue6u{hL&dMRogm{crJr=?Dd0vpW5v6^V{%n??-1 z_#gK$OUre4*O*La)6)BJc;l~PJ0V?ynK3FP65}Ge7wyWVG0h6q5b*AVqQ6gJ&B|Jo zm-60de3q#Zy2BdU&nWi(NQ&atA0;I$s=A;%UAondm0bml0{)@_wo^HKqFAwC2fKZ> zXz)u*OVMgl<&$~IB11y1ARrnPTwD*eWJtWYAsft}Ewkg`$pPtBLSrB%h1Ka$;gBJBeA@1WN|KA!HU1S>6HxGj4(0D*W* z**`9j`6AKa#({B%N#?JEQ44~nZa+EcZ(hxD5y#@W@&d0;$V$HPLCWsC^|Pv{GLvzO zUuY32@+kwW0&RDB9yJ)@L zx~$w>cq2~HaS(9G@YWs#3NOyn!I!Whar+C1INkWA!EKew06 zDgJL{y>~d)Z`eQnrj)EuNcM1e|Wb@zcGcJCbk0#0QZhi_qG)v4x{p9H zA67JtLdnCE(6<7a1-%BWyC+^(+s9Ry7<}j@lzrJ58E)=#8TYR)ZAw95(CyTchh0f! z^g5FLr?Y67L*q3+j+w1apbFEg{~#I#3L_&Fd9ET79)}Fh?+bg>)YJ~(*JyeaCyl(awi_vleF2xc!rO7 z5!2{M=7B?biy`*g<9Y>sR|)!+Kt_@{D__B#SJ$`AHEB3=Hc&2&01~`7S&Ep~X)F(?zWpqKY=k zDqoI{+bJu{)@xtf>?IiDsEoLD;>}iFteKz_pPP0_Ry23IE7md03$G!1>bEXfYoIg) z!~cIEWGAmH++tJ&9()_=cz-{F5Vks-Up=inG;lEy)7)cix=gd0uSLkY znv~~vH{pLAh{9WZRs2D8)w5^KP#r>wmO!nQuC+B20)8Vk6_x8~x{a^Cne~w)A>rX) zmB0VDZoR(`y-S4-f{lh^Q_#60Z?5PT4b8O@R~A@6XXT|5?deg1>vMA`2o%!rHi13+ zh978hB{P-M2R_EcI6!|2k%jyxi?RDId({!74)>A=_V>P()Bo-K@8$k)3)$>w<=a)t zb%J6Gx`#TwVs*wi%ZmF*pvatKpFkDlIRT*qrQ;y41{2{`(%@kSQEIOW2Zug${xI>2 z*mRMxUNl%JN3W#t5jP!c5kbm_6*rOxjJZ zgPay#X&bWTxw*Z@%YQ7aB`i;)#QxnAQ?$Sk%^Yh2lp!7Uu?| z3^GZLqiCEF#hcvS;ef~%eoUTi8p0JBRYb;3oH1VT6+U=$Uu(0udBNeU_#MJs90O03 z+Xz@FL6!N4{rk$_tL!ug?Slaue~Re_iqOO_c|$z9_08H=jQSN->9bc zL9cknX&362{#ZwL;F(uLz#PH4I&j!J!5?^lhQ@5*_B9 zc{iq6MY|A;eV^^h(0yH3fF&w6yi(v)4zO1op$w+|?!{NoU24(b$d>dNF}Uxh&Wu}| z&{!7cn$oGqD_|>P%zAZz;jRb6Q+(aQG&`qa>oRsc(@;|K3RoTS^nq{Vl*X@fgzc7p z1SGcVt~9H*Q;?81sYyeXN9aLsQ&XG#*cW$w;e1l}0riD~ul&_M;(WEc+?O>a4>sm| zhtk=KdI3*1E&m8K_Kkb3BoJGGixK4V0_(r?9GfzwD9!nH_e(xZ<1kUppc}F7dS0{> zp_CG@T$^j7UcfE_J`M!;?p??LVkp(H9(@nBSB{;U*xio{LaZa&kNY&85$<;MoiwR15h+yzxPz{|yp@W9%FP;v8w-r`w=;Qu= zT_}E$XO_nCqbBjA6%k#DoK6qy2sXDyZekw4uSSd>|&#WAdb$H8Er4aBR zT;iYN0S%cYS$kcg#5M~r7`G}H;y>c)=XOmT(eg2}1cLqO*RL~$ehv>BBEe*;45I`3IBq{Ll>>&Z_{M_rz^tD1Cnx~94D;X5;q>fOQi_DI-sq4phLfQmN~hcVm4#z8-M`T$x)@+b%*`vyBbB+spZOBdQiDOuV5y=LwB z|BgTO18wp0CD;TWZ*dmzz0+>>l0;~+umNDMJMOIOUE$38Iw%qJvJWSaw?7kA5K<?6kC<0W~IGr>N===tHc$R_Te z8iaDQ#MN8>sk8CDU|Nab)6(RS^Z|;ylC6OPS4F`=UXJjNT0@`@xAQpa(Bd4G4$icU zaE_~Ut`3CHI@qoFiNnbkI?7dQo%(>p4;+KQ53&A z2(j8xid2SVTD}X*-+E+r`|knnUQOyZ@`6wQ@jDHjn)FySf&Iu!z>jV6jw-`V!v?Hf zgavbqqziq1Ob=e9#8kMxFnZu$&DvO9a#u|bcr;ztZ(qs^OdfeAH(y6`6VwxA?oT}r zARZ7!*Lf7&FZ5qSC1|5&eOxg1%5)Ka(@hov=0w&qRnh~r8?gzf{Um#a7$WA#Tueq# zTJ3O*>BOFl*6UoGa}5`%d`a2%FVD7%1f*`KUi`d3s~@+%fX%%xnQvuo?uq-KMW8%i zag)}4hFat5pcx|Kk0G_=(Ej*%mG5Bj)6cZubf(7o%c_OV@9~Kk=4WygyfO?6rtu8d z6;T?YXaFvOpM|CP%NM`MdsuHEVFD5(wc5I&u}CZUZTx>)fU8(!$uUigkmz#BE|y~D z93tB1b9bLyeIrl&*ftmbTdZC9GZc?BCbGcJvPc)1(hWS6DO4xzV%T#cXu%@?=|XKz zS>~M`%r)(11cd^yg-}9{%tGi+U%@nr0mRAzQd6~ci<*OVllODH$DC!kc;EjvYO7g^ z6{lPDWj@^Q30u$m5t9Y7W5|bqW?Jbk8ltB+%95hV^Z|(1dk6$(UK}-EhCWY=*Yj9| z7X%0(d3kvXNQ7vJ5zo0SRk(}vH!7o3(JSeU4t*KYqR9K|f%GSJuLY@&P(Bk5sj7=g z`WSQ$S2j-2z!E+l@Od1U54LCkhD2*0{Q+)~+f|F9=T^Fs8|gBDgAZ0Q$j7KP7g zHJ;ufii914Ycl@sV8*Yjo`XI>;j^g`iXB@5B20^~NkbU61a|>pg(&-FNsp`sk<=0a ziNI5SfWoF`h-j|W(@O+7nVg>lbe6p#Y`nX#mUG5djN!)R^XP#{GsMU}cXd(y59)Ie zhc0PcF4a4`_`{mm>+-KIFk&%dBV-h!?6pDA7m~7bpPS~dyT6= zx$OLX$N*Sw2Pp-L@T*rPTRhZ5E5q%o*~MxqPZ{epn(X*e#2U}4960JSRB26jDTO94 z?q02%5bWU>opu+U)+D3%!y8i?zK4e#*GI+oI;-fJ&jMQ%6&??`LUZYp!ypj5mn$hKW!L&M2wZwNJy_a?+0D#Mf>bX z43kK#zs-8|?RfCyK*DtaayiDkZ(*f^I-(XbmGg_gq546ZN?6NiRR;qzvkz!F6O(|` z1m5+q^B%Ne-)A0up9v%8iP6nq|Ckkt;p~c67DpiRPfF1ycG}#~=qZi;zf0?ili8DV z>G8Uw9w*0Txtnz5K|iRHZU03DrRn{f3rUjPT~C%ujuJ=5My?Ax?BkkdNEHgeZ=CC^#j0szZ4Qa;R>ez>OcXX z%KZC$g(q`lckKrQKXco=m4jCVk(jr!{Bv0a@d%*m?d1Xs^@qV(BRgSf}Dc_aA zC#SJ=4~HKC2KyY$nV`L~u&_V?ZV&wUkwkkQuNf4ZT2x`JZAQ45g&<}_KksW1M zfB&20pXAyEC$@ACbPk1ZC(=Z{=${+jY@3eJ)G=aBz^4far~BJcUv^A|qEuQwUHWx= z<>nyDY`KJ;34FIlr*Y*cmV$5`;=ql|tGks{+TeGyRxlJ203&VBhOQJzEc(;2L=riD zdFJMViMo?div~yrG4nsZb4W-FL*tL9MJcgSIy&Fc$Qm)Ye~0|lw-U>?j;@2A#5%f2 zV?G86_5?ETVB%CghoUbI8w1_r>A@FP{LGKU&<}KJpP?daUb=z`LIdfjQ&I*lH0s9p6@)wWqADfw!-*NBG1$|zNu zmG;HUwaC+|8=0nCeQmbHcpmi32G4T(eq6EFpTq%+_b$(}IX{k5S{9|?dO~vcx%>@n z$VBV&4;^>A4NUDL#tlO;{~A?(xVN~?xMt*8{y3R@l=080yu>4tIF`qsNLLwNKFHi= z(`K@4cvq7bVw#$xc2=5uaO39kFb`GK*~|m>k9Yud42_7RCD_@}@?W&S5#i2nrxL}esm2q)TuE0zm7a3>~O&00d zydjOt%HJ=+)IcksKzMYW&XCWw|KF^ne>VJhc}3 zBY+}tFaDouS9wy+;SA#&Yo0q&G&i(quH*Wr#Gt4)(2Uqi#XPFMxN&@F*S4m* zMElH1!HuGa;ez3Dwhe!FJ#%(_Byj>M!Jnp~0hb=wq;Vb8j&I$j;@fp}^`_+!%;^$X zQFOJJ`g4&nrWJ&Ne7#|$SV-yz>oMyg`X2}74eS?;$@$ScbBuRi)u3F;@~3b!1r8T% zvG90E=A-L2fqJM*oENnf=S0<$DJx^I! zlKmB0dF_h08<#MAjyu7y?--k|rM@8V6=%tsp#RNVTFd9;@Qx;|m=Cg{FCTCPD!2}e z3al-#CCqoS_|~DjLGNr_veOWoKHh`P^D!u`+f=4;<{{vMo2c;cp;5t|;+!OgETdD8 z94GPH@q$B)zO%EAJSj!gT=p~TPGdXX?hhBF#ik~Xx>x0OWlqcT#G!aFa}tl`G%VFX zC>!%qhkNk=+nnUI&q)6(itdd5KOfv*@Nw6)aGKZ?h2MO`!>(d_cWNe{4jVHR`1EfK zBnLj?m#Odr(j!&=e?s?a+* zd2cQU;jZJ?d6&VlS5#1-^6)Nx=uePzQB!{>-tnY_cbRH0`H*foBGi}^6REx-<$m9)cclkBEGCHT+3KoWME@^f2mApRTBNmiXzYo(sK{moS+j z#rMMf6o69skE~RXWd&ij|HFJivA`IYmzw$#G^96P&p{3)fV=`qDk|`svp@<38l2FU zd5{x9?D_FK3G%tWTjk4)5L69sV-4J87!-h}9boE|p4Od;<$|L6!Hwz4QB|7E$ldc)6>0hH4&N6mO zzsZ)cd+aW}ti6nPf3001?a@;?PJr9eDqCKG!$UNHHi1A6M1?Q`g0==EphS9Z&7-67 zJi>Ib4WL>9`}?~VL-)BLB0?q&T+;48f<+K|47u`|YWbNIpwa?9^Ge(Rk^_hgyoHIm zF}Gn=@f$MnpaCN{19epU8nLYDx55cSV%g=-zZ`xBeA8<>Qt!DhfYx8oa;V!dAN$X& zT-s`)b@ak3`~*Zz4Tr_r^$&UnFa|^v8{0&<1PZ|~t=Z%e@>uszT>)o_H)-)etAWR=3m#;snIGyQT zX5$J_%5g>%lz;|RsO4;@>Ih8r_f9P&6Zy(qIZd0KR~%ZP`FADrJ0c$%OSlWnbPR31 zju=z|xa(IxK2Z)x0ZJ_3m8%u>+qzVR zlW{9XqwY_hG4KGtTL~<6Jzf&9rwy%_`bl`V-EqX%5*xYjDo9Ip?@7yjre~Y%<8CYV zuV~-P^rmx-7A7L$D9wCVT^sl)_myKjflJ-(v?3j+jV{1Fh3b7jgdtUXqV2b!X8|o0 zY7@i?^M2!(#{CKZaBy^7+p|6aw#$T#7~wzLEFS@=vE>Gbpz(nnB1!TKbrbOrlLK@EE_Kpvtu-0Qv0-sg#%cqk5Uj=g%OKPBbU9qmWI z;t-y-VG=%KP++M-{!NEttj)W3mCzge$G;LzSI}G9=9rtOJk86NSyw3TEPPKe0vu4+ zuvTqMRcCPwPl4Y~lB_9aIT6hi0o>|{X>)A+>s0fOD8khE+=8N&z&8I&Km)=9u5`Q? z4eGr;$58Qf6a;3f$Vr@@on7La0c5*VSN`{A_4xA)Xf|CRnj0_<)`W zFowxDqxz5o2}!F42D8vhLUuO^pK&;>h&e#Nk$%_1i+Yvl5BlV@RKx%=yXbAv+@f~b zJ!t$+SH4uUa{<5|(ljO3Zrgi79zz$WHkOP@p;W5Sv~*luv#+N{rfj|s=U-cBS6oDo z&o+J#=)7;l)_kiGt7DN@r@HAHYBmvI|D*NI&HgZI3kk=!@=I~@B*ae{*2U`{1W?vG z2sKhzsaWV=u6-OauqG(B8!4Eq{Y-r8=&zT>obk=9)^FYOi9#%d_g*Y}(n*vjV~R{c zf4sA`rK_qM2Y#BhcA%XQKTxXJ(685&m6gFPD+ESfd?}{;S_Y|3fM=izL#zij+Bras zl@Qn+Kv`)!3<7Lb@@nAiiE@E2pAY!fVGC`;V^{$kQ(Z4bk zCbyl7gsHrftyN3sAHj8l1!!}p4Ho;&73;0)THB^VyhFuX`*w>4q%l}~AJ}M=N^!3= z*{{7lhPrb;&pAkjhV*@6uu6TH-25CrFnVU*wa12X$}@XlXKVS}UP`Ef>-cdS8)(n- z@~+gX4<0-KZjy@xhERE2>0j@$n}%QAj?GQ$Q_3e#N~cgjuR{G!GJp7&vriSE9fO{0 z0tZ9Nkh1<0`jG8fB|UwOLARO$989-GN#L(wwZ7N-(SzY80fhO4ym3VY6baW7(5~p7 zTcX$MR7v>ArSNH;_(TbbW~9Xegylo0%`KIzUYK_NP&F_06G>lil&WR>im~@@dQ+_5 z&#+PhM~`uc)z&uuKpau9JSb$Y4Lb4o8C>Cb)Q&RwJfLdFqBPS!S>)gPZHfA+pI74a z6+>XdL4gRuI+$_Bw_Uvew7il9pYJc|#6e39vvF=AuG8*jQNK3*L4@8Ii$lx?B2!Wv zdYF_0>*VWKmGps-7Tu|mpXMCEf;K=LD2Uv^KUpDPi;m5DclN;UCu;5J`-Y1X-9pP_ zw@XcdbSnNW&?VLcNNt zr=C=mZ&~wajF4#SI{kfxSE>q@gwsbPm{%dLSJ_jVnwpT)43D%=@N5$tA3wf-2Y^{R zlaZMjj6kEH$N>>ALdnZ}3YS%3^?Rznzh9W*E1&Q5sfv$}pqL`4>~&dY^*y&LV0G-e z)dQlYNBcd33s!vxN3K)1{DeaU4wA@u3eOZ2y+}J_Zk*LVI95dXJ|$XZJuI*J+i^%2 z)?#egIAD>ly1|=nq3%H*FWMVQ@_YOE5S*S~kr7FKN4M_^Lyz^bxGtp6aW@yla6stX z2}TP;ixjLV_jD4k?-1GJmK)SJD2Y0w>DYs^oilBS7+!^F^pkQ!;>PmpSeUzpR6>iO z&CeuK!^Yev_p`#qtpiwwhqM>cA?d(7sHw>i-vt3jU~Rh(ngDx?;bLYm?tq<@^iWVf zM}_gUsbwi^%DzCX&iPgL)ub*Enj^>vL?X#xUWeIg=YTAIlr6MdbIPl(zK4KK76C}NiMPCcd;emyR6F6FBU+p` zju~(QUQXi0=l-mTk6Q_QG9wUS{Ka{xbn0vMg^#n)_^=sf9gNP5=EO{cJWU8#^9*TUeuk_bLQX#xQ?P6t273Ve zW79;$(ay?}WrXb6iqGQ*w>WAU^Q_Vyx#z!aT?Qpy-Eo;mIx+H_IYlI=>L6z!AM%v= zU|RtK9*krQP((wWES;%D{qFee4E&-Ou++%--AWqpD-ys&uoFGtHYl|6zcvChtx`iV zShQhbUBG8~*f}&qeHhQAY50Ta8ze$QZ41eOF7mfh$rya zrcjLWdw<+6>HEojOnC_#BVt-ZVUW8C(+vu1u7$jmC#kv5a?z0VaoJJNW<6U}@-`4U zbPn4ZHvfFt94~E|pY*;o_4T;`?MU&wBlp7habLLMQg)#lH@M!)V+iMS;UmO#?!N?FIOgwH)q6FHd13^<6pxlA9&b=~Dz zIsjRlDTOk5hg68cB^i0D-1y6`50ENLr0-R_QamW5qpQ1iZKLqGvOr#nHU8-s-nS}w{hI7fGG>Iy;>vT)iyG^zP>?;_IB<~Yz z?C}JoiTp%yuQ&CWHe$L@Lbrm+p7x74<=+en5tZ-1*Nz@;>;5!PhghBtMG@ENXl4Ie zGkYE!hE_jc+sdGr%CIN!Pmz}Z13CTvP3x|hDksA=e%k9#a9M;0gaW2lcNrJ$XBzBU zg|*eLAw?n=Hb%iuXnge117=RfbrBTb-82Kl2R-%?1w@Dna(>hFDFhLiq6 z+6wlJ#r*c>{TVq1R?(Cpsnz*9GUBl(OJu?S1ZV-#>ULr7rDyKmnOobt(VDjR_RVrS zPYYDugW_*AUq>+7tOw-_@C+226@eKH%1@6!)Zo5!Apb--YFTW$$V$$f<{IB^%opar z;byyb)K(6Vh<#eFsFP~<)?e@A>TAUw5>wiYO*O))9hD_cj2TLTFwOxd)0#E6grNq%Z*lG5= z-R-#cb}!1jO5@G3#3QELCoQm?$%1LyBr2=lrKoCoa%7JUs=nu#Z&fO0OGpbw<8R>q zX`Sjd`IGh;R!r^hb0s*ZTm{ilRGvOfy4MBMTktBT6|`8)aQ+@e?{4vWie<7J6RNWp ziHp?8!e};Uhvlz0F|@5%d#+wGUfClB1J{Jh)$D$Z5{`00|GvP2a#kH0FB^Jmch!rU z-a(1*ZD(Q5=zUwJ7FhA9e&TUYVb$DUj5ZEz%+8PQ6M1Xiw0e+#<|RmhfHIJmY+MFr z?5w?pNx)Tnlw4f#+YM%9p*Iqt_*Kx)4aVF?3pp(Zcz&cH^rt|CZR9s5tN4f!P^<`g z7*w+RykSpxER@_!Ot4A9K6ZxA+pH1$Rt-(lba=i5bCsjn zyrKO;%e>wf$;%i6E#{%)5Q6%$ip~>NK+y}boj(jDCQrN5zZDGIr)#QVjuL}FZJ75psT#WLyI>RWEXs4 z?`l7F@P3X8fc6@NnhZHTI_1FA+F-XCb9{09pMiqocbKb`T&Szw*L=yXF1m%l=bFV$ zYd8QJ0y40*wRH}n>I1si4(n2lhh;aUD=XW-54OVigw>rseCzKlz=U)D^Jk%V#60>6CrfkT@0tap zdR7n7_TBgJK+)r~t*dp6ySg@FnSV0Vw+v{z{mTmmfo;Q8#CPSr@!bk`zOw3~-0G!P ztyB<^#nEl@eo+3?wf1R+NEYM3!ds|SN;fy>>``5{jn2qqZA(^x<^t1>r1#9KLSx>? z-Hso11I0gOs4Xjg=y<$Tol9-qeU{Q?8d>2QfbRSg58EL_$>OG1@wEb&3kLHJq%;2j zQ1cOZ#e*VlF-0)xOoGb>#Qy%vH=;|oWq`p% zgcX}6|0PkPeVyhxj-2iFv0Lcciu8<@uXa{3FYNm~gtj)K%(9WxO;VZtLlDOh^8u!4F zgtO;TXYwGWA4pu)=P?v!L$}PH@7zZ zhxnloX8K!B$CVb;4&auAaYrhdO3;i7fZ+q?HmN?m3nZbejLbE^l9G}u#pkfPZiC10 z>0>ZA%~r0XAH2z!d)=TTMziZEB?DTJgD44AUeSEFa8az}y-86COs zD3I&?MW7?FjoO@}c5-d*ddJGtbT-{FP^iV|GCGo;PhVo^RH$AbG%Abd3434Ey(fl0Lq_->z?}8mLFRq$ zpQ5(~hWh(=0a3EzNQ41(fhSb3BHA9lHgtUYu!E z#Go3uV2KT^OSkU=)O-S*tSw|?L$)*&#vpPB)hd{3_l%+h=m^93ER>pY_D|Gl5?6U6@w@k@{?3p&-N6(*KPo7y7b#cMAMe*0 z9>YRHEDZGXxDE-|SC*%@KN3ECOZ8_CG|MO`GQ_=9KuEy#q)UqIR~Df{lK*w*Gp&QA_>g z$vby}>PLddFw9x-_{*6)Ra*yh@x(`uESq}Sk$T%53sc%(GaEr@u~$kwmr4-VzI|hQ z%3Y=OL7O2xs!{0Ou;pUDD{au}VeD{*Ty}MQMQv|K66 z{fMESbbX8J6H+WuQpNEhg76d&8WNSnV^-g`&$V$kGM9bZn0q6_R%h~K-AEnOHv6@L z-V%2|%*%Rc*^TSFY>Ns!)RWJn%V-K#fctzCaM`=a(D>9aLx6XY^5a^=9qLyRj~zJ9 zI3i;@jKP|iQ(O#23z!wW`{z&E!@Mw(Qp!b1!1|wvqH??;v1uCeFw$(86l=nK>GX5% zt7hz*XvYLx;!nDI*#jgp8%rtpdz85{_BOG-<`^W4&6~w^%YQe2)lPo9_@*R+|MUIa zzsoy|W;gqQ`;DTI!+XV3K+8(qzS5kV9`~ChmhHYuq7lyny&}WqtdZ*|G@nvEZXzt9 zZU>FFFPDbEIUbzd<|A${7s0+HJdN5>x;=-3Y=|J&E;$qci$mN~^B0{zfuSvnzMn`u3j@)g%^El-=i zBusC!Pfz zkjy?&ZJ&NHUQ)suK>6^k$4auREZrdBfo8$RcPl%bAua@n?&Zfr5gK#X_avlLO@vTrEP$%K8e7M}t`} zt|6u{s2C|OJS%PVWxgI$4BaYhZr8DRrr*Yu z__$Dd#NVrCahNa0DZDTYnLYR%`83xVdqc4j#o7J9BRK5) zU??9TL!pz!JLTh82*m4<={8hx0`Uf-=C+m=VyrhX#P3O$XW(h1@5R`H{+ZrhpOWl{ z!BvWCZ%@O+tZOS6R*4sN#y1=>oyvg;PpWm3sGZ5Twl1=*oqlpQoB93E8&hVfM5Yh0 z%dJw_+IuS}i;%7DkdZkUkzogm%HCi8qPsNvSrw7{jWDI>bi#|WywU7JjiZ{a0MMS9 z-gz7YClamBU{yit?JzW}MnZ8Y1X{zj7g>TAw&N0{H9BAas<=!X`-hF<=+w7{GbOUd z*ygbz?`Q|sPth8fHGZz(1a92FEf-ejIseeqxN9za^G~gWSvWC4_c@H!60f_2^ z-2c!bvI%S^FxiO=3({7Sp#lS%4ki$qPlV#G+rUN**+jQQOIP^USD^i%rGB!mavkh9On?ozwyAr-@AbIKgdW;eKs% zZneKxwsJsdJ+*5UIh;5WYYlbaI`hyda$lK zAs47%cL&q0kJtUuJ-wrQ<044Du=%4lm62_q=nP4LwY3~ey`mhHUTkATECq+xM!xMw zf`%1r!k1<{^$Qbueg7^$rQ2v$EOYmAK+hsXTcAEu_*et2p9cIck$yr0K9X*6cbw`gfD%Y)MJ{b-W$prSdaNy*H!KNnQz)uqMYll9T46&r(E< z5@xz_`;J@s06Id7vl6LZron_L!PqL8U|f;| zjr5v3<{P7gQoO&LwQsTs8vh;tPF)WOS~is+@#w3>u4&yk6?6Va?Xf7VniBP`3ois0 zXJdj-U23@8Sp>iRwpHDertN&@FZ#qJz52D|d@a*&NzeLx`Bk%rLN#S4P3g$Twd5>@ z8r*A~v#gv{)uY;|E$v zzURYsXu`v1lGevINw$PP{8ei<{=}@TtvJbfeYN*7ob9ICCWzEBT&w zu0qNfg>jV69S%f@6p~{LekHAnH&Z8gNawzIiy`yHS+hJLoUy9Pk1&6$@R1G1)MoB= zRcz(87cAt(r8n)d{=^y{zNd*_Gx`2e#ks-ND>ZA-<&y(e0Ig8LRx7Kp;3E3-lD*A$ zUDChl>ysNlHJmt$OR>)1JDen{lE4(H|At`wP&kZ4XHpEneLX&Jf32p&a4Y#eL3ZoB zr1z~k26DPx(5aB!yT|Rit>fzI3KqdFW~=`O_TELTAu8zy8a3|rvj=Ypi?zO-yblcN zzd1^ji%sYG)4Wn|lXR{uLEGX*6cSBHHW!AL(e~WSN`gS(kD|?yisNPCW`_4y-noEi z3vAAYg(8bjEv6eOA5$fsJ77!C#$&JWy(vBj4+@&Bp|@(GRP*C zQ_XbSF(>xLKl-Gz#?po|Ui$Gm%)hr4QOV!De21cB@l3((c>Zi%z47$7RdGVkGE8ED z5w;vp>?2X9ASerVMOnH#h}W8ozSa;MUWiHX#+O_jtLiZx{O_hy`nvaWR3FD2hxC6I zDiJf|n4n>Ny>{UEVvfIev`YO~@xG$#gYS0rZuPBe3gU%aC{3|DDd{(f@8KZgVR74{ zKTII3W@&Egk&OU#uGJ@A$8+@;*#b%l?=hEB}yjsnxi1;Egm&i?|n4Y z>RA~aESyZygo5*ut)2?`{ACa7-R&V$^^ehgPI-){eu;V!_IyI#|(X_i$Q0 zfh00=^V-|sTUY%Dj4e4|PO^iszo6ab2fWpVohS6UlD<9!h17s@-@?P=J_7QGD$lB5 zpA_`#h8FMclgVAi{Sr2PLX6hYrE_}k3H{R;#P3o-Q|5Nry<_>?HVz)S)oGlGC!~ax zOiKT*sRF!{>eSQTTS}auCLcOh*e8>f7f(exGW~~?c54Gi8KY-MeyF zCFz#o-sPa#D70G+6Xz;IqM(Y&I_NtDQm_tJA3a<*^%GEN${Ee#UG+f zCHKv-Cp9`3p!R@#q(PNQ26cVN$^$y5{Nn>^T=eVIV{YNgQ@gDv%ZcCiN^m2!?B+`o zR61=ce-}JOZDS3f<*}xF{UO*v;E4hT6ZF4A(g<@|>4{KD^uuv{vhV%oM2nfxMA)-L+~JPwLXEazGsSFl1O9 z5uWnPF?lZA=-{e(_^lHyvdjoUxS6u)vF7Z2d@czs1?MGgM%R}8+Z9q&(tVxmoQozd zRPVhZo7Q=n{wvvfJKOYo{FD5$JF(P1d=3xCGbEb_Z`)$-JAA;$B6YP~`2d*wzdK&c zXS>T~!i9{I2D8WbWW{2~k&mX*F$xEUm0Lw{>B0#3RjHDL&+;%~?_1^jK;penm>yG6 z!(hTOa~&s4G5YKCNEWGeAxUuxJOjcBy{jqNFmwxS0;j-UE-WlC#z|A+(mr@l2qGnj z7xNOl?EMum^S96IY>|o)98e2L!+&@>iPr7~V{Y`&xoS**z z)>6$lk8`1GfduW8-lsK=hk=OSQITu+NrhXHce@njY-+>LopujYu%FAby*7%Y(?r}5zB1lN7S3w;0&G;u`Pf+vOFRko--Qb;-x(lBMZJv+CQLVa z4ZBTKhnSwk`rpjnjq__eIr?YykLHM4bwkpRxMG^qUua}(f+preR_o)bc!}NJrr+PY zHG;ECeO@`p<{8gd$5FBw(mZt6OHgA`CV9AbBBM*QWrUA3p-kv}BwV`Yy87Uz^ZT#A zhK}*NqHc~bt4`egx%K7k^<}ivKlp;?-}P@m5!aJ*upgq4s<;}yC*mJn$!Tby5!p3@ z=3h;gLc8lFDD>cg2}Bt=-Bs1XMgK{Le#3$}PiWkEpYk57rj0e7(XCAT(z$a1g7N+K z3=wuZRjpg7$eV03{xpWhPqi20A3U+zCV6tS4kuMV5qB;v(mrQ!ZWS&zNf0J`^F`10 zx}nc|-gIf9vr?l=16zv^z1j_Z9Yt#~+f7A9VR#lLAK09kb4)^`P4aQZ;| zQjyLhwCkw;8d$LyJ;l?FUmIu_{GG-8^|}l-W0T)M#4?)Y8q7Ylmzv37V&r&k!@9-P zvskK$G#SoYIj;1N;CBpP9?TKM$~0&DN+0&9NB*M8FOU6Jk>1JW>n}u!Qgjq zU@z!zg70P|p*uT?Y|)^6K8VNm(Ipik+`eMVAS)k!_qqoa`t#j1uB6ZImt`$WKSr!+ zQUn|l$WPi@Mmoc<@AM{@YRV$BW&B)N}e{&SY3yDb_02_{hD&GI~N>bgTZa33qEv!{ua*fwlNaRoLSq`-o<*jLI8BfsFLWt^VnErVhG=_n>+Xat)-G6ZiKCExQ1X@?h zxCk3!0+qxUoX)&k>0Ld?o0KgIiXCwZ8}?WLLCyo5JfuCgN50UIH;+H4r& zL`8UG-3_GQ5mW5h@u~AMO#dA#;7KasZ?&$#qqQjg?e(rH*kL@5_}0GUVE@pU>ud{w ztIC*o8vL@e6dtQo>%nlwg5CJ)D%|ao!iNHMOtd^~O#PU9 zTs*fF8_)g}^%JBcUa3aM{}OwHpMGfPJeAkJsmtQF;jp0{uf5f1c&}2BE6BkncZ&%7 zt=Yu%7*p%=cMiH=nfe?<%M=2!+kQr4+ht51&kKh1*2wR?8b4Am=6+J*T3lHbA)R(T ziOoD0{MOE>^Vq^8A*wp5uwKxAOI6Y)m zrm<7hoq6{C=bOJ#ocpMLag=)h3jBTkbO*L}s-%DXQr8C*r_Y^C8 zM{Hs*y-9sZcpY`_s=@@oY~?;jf-LpBcFsuQWB>I}i|d~Vc>QQKo{aNN#tegxfFGwz z%5BEFLd%9WspBjDQ_nsUshClZww%wo^GNc?lIWPB%ymx+{!Qk-NUWu}tW-1nQq~-d z)Q&RNQma5BMRRO;QX)lrvz1yP&2bVhuObTCMXd={bWyHi2+DF+`EJT4OSqx?fLPA+ z2Iey?*$!fEHT(SElR^)mgMynsM^&!=#$o*ZkFF}$!ZeDYYfXEtdhc``T~+mzG7yBf zH5*!xxa>Bf)J<>Z&R_Gvv>05EPjN$d_E`P(D=gz&NBxBs&mYkAwTG9LLwrj|pw*QZ& ztBk5D%EFJ35TvC`Qo6eY1f-=~8VTv{mImnt0qO4UlJ0KlZfTg~%$l{{Z+PpzbNAW% ztKHsuxwHE04Y1t({2P^>VGSXi3)kW*LaaF^#|Vh&1x8MRf=z9w!y8i8xS&;Sd&M+- zt+dccPPDMD?$hb}d$-dv81U6w#8f?u5^^#ReyV4UNcSJmG_9#5TsOMPVt>z%hpW!*vYmDK zoc+V>%AzXPqo(fAa}(eHPC9j1j;#ry=fWQ&SOZRmhMlb63jILd0uSAuXct;Br`xj< zf)WM=Av9T+r;t_EIt*?g6UeCT3DiN)K)+2Sg$Ca=fdt*-PuH0s8}=O`Hk(4j zBSYu=S5O{2v^EFUZ(4@E7eev`!)E?^uPw_bwmkRuCP)TSalNDUJH;&4OnIb)uFT$G z#se*M)^g+FWhV^c*<+AeICk;j%YAcBE&O-=c2}36A42sk4+ag+vckf4GLmT1V@x%u zB!$QKUElv4QzrXvgLgXk0}E*a%m=5IM8|4NSeEw+^QJQ} zg_@`kHglbuo^XNRCajZ&f`4ZsCzPK0Fu``@JxEI6J7OhjT#@$Sk zHz(8mtV3f!;Q1V%h*kR-MH|OUel4soVaN>S(<_cfvB1ncptlYoU9Ysq%wgapxNe88 znvRz_EO3#^TG7ckcKBsfi%uq?#d=_BB3??6uCVC;jf!0VRa!HH7%nax#GbcXplR%q z>1UfHUT(t8eWQ30{x@bVsGoV(EuJzW&1ifTwAL$R6niW_ppn324Z_hM3Z6G7ADr6U zcVgRkw``LkkMi6l%H3vxq=_b8{1y_v!xPDdMhBHieFnV0Ywh0NAROJ=y1bkO$@c?n zXkz3XxUTxkPcKhah%NUV-*&z7Ic(jWb0-RCKxrD*BTwKBJ4L4Wbm5;;b~PVNx?neg z_+1}ftvp!mv^bN4oAL|`Rv6M@v734n4a(DDyKyOn5q>w4L^-}`s+ZKM5{25!dU<{U zg7Fy7`-GQv0gJtQ&rK2grw&4qUXocSZ}lbFsK=!;6_w;?=7lN@*hqch`Bsr1TQyQR zB>F$ro2GW^4@5tQ6o;REBzssCV)DffSHHtG^SLw(x^A!1 ze)M)cDfv<(Tknj)l0k^DC3Xk#APN6I?27l8N-^(l+Nx%dXv4eqRMGkAtle zvj2PG;C}DKDAG@gMYH|iFJW5IU=8$LGCERa^7@J0k7DHoZToo{so*39$k95b*W!+D zsLf}0sJuNlR6D}5Bq(GjtrIV(PXH%N^JIkB zRNBwe_!-WpJvYZEBZ5!a`BF3{NwO%x&m3APeoi(j`aM=BYQe%oo`vO?Ti@$AFG1)^ za8%A5Tdu{!R{pb-9 zA(5>=6oIgh#APeRhpBNRE0MU^XeMZMn=+@U=S{_8ixxwVCPR-D;(^d8?aWl@`U}E? zfNg6WO&gColTWVUb8muSYwCW2-x7F-@k+WcqRRvlEJV>0>HjpJyQB#9}-Bpjvk(uJwI$;S?H0i)-yxdV!#+0E?*j9+7jhyCX z@3Xr_lDIS0{}vd{-44@z#h=~H^>EY*l*id&QFHHu<#*E1^!SP6cgB@$D*}~R%95g# zZH=<|{<@E*k%}xJ70tCeKLxf*f`SNZ2;NLgq(~v#$|lmPE$Xl-olIV+fq}+OpJ)-c zLkabpt@+FIRI;1@!hO0G$KWUEp*AM6FY( z-1)s@-kP^@lvWWBUChU<^&8!#A*W{hqywDvDG6%a@l<;6_IZrX-2|d98B0CJQOY^} z9o-5uzkXL-sp~%^ZH=dR6jeFbemy$H(F#>EB+0rq)IB1^OI$fJu_lOr?V{@a=lgBnKA z?RN8;ag1~Ld*w5v!W44=q<{MCD6E=xHmbH3a&dKw*qCAtqFAncKxv$);d#Xws}O_j z62=!m0^X<7(^GgKon|M61wP2PwYKyTlew9h1UT@SS=G^{bh`1UeeFU75s-TcrLe4&PcCc z7p#NL41Z78yn)a3-;OGErMN_yQl_;?Y^1*_A zDyR@tZw#V7Lq41_9{Qb=suHtW(N}G@HW)Akc5$rcB(dW&G5mSnQajVnQn|r$c^rzh zU$Qu0^`V7WO9^9n5luB9KfUx~7WY1%HPXMhFfpk0t ze~1Cm7@6eb1Q$xK-&C7713W%3YkspijM!%=h@x?uphvj-(-+hJ#WWNJsj%TXvSFF0 zh)atTCpU0h@G(b3G$yAj%}Of`gRgM>SMO~%YlmLl^L-ATR0@6C)2BHrABkwfw|{fA z{5+mFbm#a+|8ZeLMaR#-C-laesXs!PDHOQ(xjzrOaH+&%xd-BEIh!F0cl2eYvz@GoTZ>W$*=oV(lJHqa1?oquX6tz7x|( zMz}lZ)=nAYc4Qquy9L1B&aNv!ZvT#|T-|yn*RKX`h_wBd*%8$&02QcuXQDkwX=)@yP zPA)*?zp}@!XZSZJ21g+{@^a7O4vUAWbQn%uet?TaYAvle1Gr4woIfUxHta4G_UFW{lYx%SDUpKxqgD{*PHY1!oEEzIrc$;{imA2{ee03SjM6bbprDsXIL4i=iA zK!Cv##3I$hS65X*!1894eSnIgqbX*04Nd+Tsaw$2G-Q|kGz01&&tg`eVl5hZ^4&hR zq%ObH3Wp$TsmI^n#%>e;!V1A)nQDKQF`%7(qV3no?l+erUj; zT=%p-#drJVsQd^B8E|Fi--={~&3BgW-^`-hA_V1fX@F-Rj!gj5&kcx0+!56fsUc&w zP17y~?(YokhNm+clEu}8i&PI(#%{6O88dh1mz;Q<$idHm9pP9N+FqtpNFaV`6$rbp zzYK4Jiq>Yc=n&=5PAcVWCdC$$a=2yvWTE1gO1?Z!`wZCOj?Pm<-t|{#5_Fep@n^zNn|TF9Y$>hx$F= z8rUn|;#C&1x+Zs=;7En^q)hqh9W3mEZT`n@k68h_(+r>1a7ba`*(w8CaT_mco5lJ*)9&CAxcse;^ zFM-u(*Ai_MR>L4nRuJ^wx`>=C;i;eaqA!&d@@ALK=0)Sy9NDDNiPM$Ty3htJbnOW^ z-yM!_^HSUPnSZAyG_x#3rE*;QJ4@crMm_w`l8dC`ay9RmQ6-Nn&MD0p_5eq8R?E_g zIZG0~YTzgWh1sc5)^~@V*Kbj=$=J%fx5I$XJu3cfi;;9jL=|>D;5>#uJem+dA;~LS zdp2LP=INSfQSSu!8y_V?e_EBsU!$uKE?qs@V|KDRShQS${wECare3v;j)BD$A`l} zlOjdgm|p|to6N~CUN?)mlh8p>NAyEo5MrCh(c36*&@iWsR;;^+7~ncynh3 zsqRWF$Mx#Q1L zhKym7s+r`?MNeA5?}s_;1DWc9Bq{5neIiuUjglezy-^04*9W#SfPl@zTKptzlm3%I z4M1`Vej1cG5x}T`On4bp=iPx$S3BlqQ%La-<4WJQ^9)Ko-FsD8%+JTeJ8Y0{nP-ZJ zKKEB1;F)Su_nYc6{6Z{?52)TqQY>H3S6hSE`|VQ$z@*~j;J^>^MoUXe>1RiFnlc}^ zsNcMK1CsM=b*Zpkzx=Ilr=)b9;)L-%Bf>5o$*&SO_a9J^z<~^_66j>D=v6kT_Ibe9 z?eWkGk=zikD%R!mFFEI0JO9-77Pt)VvL3x*oJ*0aKqDA^naopEdnoSB;nGNR)1HCD zgajLzH{D@}4g3y`LLT)tA?$v(oGY>H0TaLZMH6#>MLj+iD5Wa?&?67d zxo+hNQMerAdgqrQc1H*Tsb8+ky>lhzzy1Bk^@ClCz#4Yw&;$%sfbY#dB0>-NL19*l zF4uS;y;yd6+$}FqL232wIhPv$0U7%c#$shL+tW;GKZ^r}p~|~?ewm;Cd2lu~G~5MZ zil1`-keg66+|yj-9M{nnL0W*4Qg!9hy70Ol?mLv8NZu^248ZfC7bQX?Nb!THsxis-BNm2m2iKyH zTdDE@g$w{!Fp%=;hN>eNDyq!&4CgcWgPQu;5sI!sf&$s(ux3#IN0K>4f`tRFEGNC+ zSgw0MgCpQ-TVp39SqA(tZUNc&XIf8w0PutWa_(gItOLaCVNeU3d3vAT#h?D4Or!`H zRvZ{)31mpp>okWAAk{7-gP1r6 z4`ZFP3X)3&|A?$ld7A}seMaf|Gv0#a1)muoLLNBp4D^SRO1SmE7+f73>6r~25@tR> zg%I47GyF;kvL4WFbZ`3*^J}UAp*E8_rSwV?lQ=cx&UyK#7RA$32!5BbV78<3g@1cS zwgl(fU!Jbgc#symyewPOi<6?|qTvPa^qVrrGz*eJ`B2*xa#~06`(N38dT>A+#ha5s zB=wc$>G5CV9TaK$QRoN8s)7I2ZDytG+ z1G#Uss-$D|ls+Tspoy<9udrnWRrgES)*OjW@~CK|jQ3)m0hC&C=40&X+Ld#iCpck%Pdq!fwEX)lF3GRQ3gh5JO#ct(dOUoxqVFbo&VFFqJaHXI8VMBP)N`Z)Gg zl8q*cCqD$f2iYiQpYXHw{`|%0v1{CpP;e5Hdts>S3ga8|87$U#pj}eo*3KYOz-U76v?0i+y?DSV0@xqVH`*_kl=MOIE&TGU> ztyhzVQ35;oT&W{M4+~?s$bC^>SLEf4$iC`s;X~6@#g;Cb8(z>tG;^O{Wda#0z~3M~ zt444>qvv@4mhnbh++$Ho=Hu0tKNB z#rMVq3Co=hy8`OPucRLqX`K8E=g~rq&N*tt?3BEZ`|$OJrf?)|=1)MuXV@iz zV$GP^iqhS(q>9;RNTMCDwlj2+H8}jSP+VS!G$YOeuIHlXlW(ljN}m`VE2-a`dW>7J zvkv5_rrd+c?GCv5$3{nqf#B3`>vvBNEadSbvHfv*S1=JQx2|?1LzBj!6J}-}u7#Ne zfXT*I#NaUOyG#k!4#jP4KDSs`hd$xNT6cp!9D~K@Esy>)pl3i3oU2a0>!{-7T988H zBtV2{=G;xqLNSJ!)u=1wkgM{U4<~%3zeQ?xR=hu%`72SE0Pk=66Le?vRxa|{(}Fh} z+XCA>&Lt-NRkgr1esPCdjx0|{-0c2jkP!-1*<$?BW2}fjlNV?ShPkt1F>kL|&%v!% zHZ1daQ1@C0M1xrn0g2)#O~hH#I*>Xg6JeO-DMK3Gf4A}Ms6f}DP{K_)t1@h+m}Lh0 z3F|fgRCJ&1(dx|IsyY#LB_Zg~FJiLan1HQq92zCyC->1e2>jk{)WgTA?&=&a#G?4) z(-b<|?`cSfJ`0iu&D(JOq#!9SD@;u6Khv3xfTaIGKPDai{HG7YZP}b$j`N0KxZ2-L zDjgjH+V<8!G|1~%1CRR}(w0Ci#7D5sxIncSN)K2+z}Cu;&o1`5*F!)v338CZvI|yR zD zEy3BS)Zmk@F38MRX#y&WdHU}Y2C|`8M}@yLUh15GSr~{@%sGVpf|6f{@43JcY;-b} z?KF5UpveWtsi}_a0SxX>`j+(*-wsn_u&MfQrv`n=3a(!5g5fiZFJXy=R|*555dI6$ z6_1#=@f`q(v@Hz1*Pxi|C>`6H8{?X2hsO-?gHdUe{^Y9f%1oM&X+e@LLA7NLDLBr= zjUTN`H1q+p>6dIOdT_n>qn5z?=z4oNey0D&4|P=NdOJ|^&>rOnB@~g4hHJiD?DMk8 zA_p&0MGU{sblIhU8Vn7G6(TrU+)s`1R9-s9S33yLPlex$u2UFbL$$h`YeLJ|RE1uf zorQxS!)?Z^eX0BkmNsL({+HSUaFW!K*~P_!Vh*7D+<6f!wIjhILi@!`92Z&)9V98_K1c}(lAkOa&(sOaHw~Mcj;9AT3Elic#uKwX^O;zk zA$@R4n{B++>|i8*9EZj?Ij!NXJ!T`%8lbp$JS^CXy(iA+dX+n|PSNb6KM%h4Hic{L zZ5f%+I5)eb(Cd1(cWUz7a%Pm`uM<0?Joi6L=NG(biTqRFe3c`Ha}`oV>ZI zB42J--)t%dSx-5a)h>PO!QqNSmcpuq!35HmnS}wwuJO-h-8QEpW`rpv$C)+}@-*y9 zk-9MaoI|LHk43{DBRV^&+_Z}l3TkL3^ldk)m4b2gfG(o#3o;ogJBsY{UA4HHWSvE; zA<*JLS5Z(0cclB33`!m0X12|;^C65w&4&)9ub4>{_fFn9Ekr+O?I0D1Zc3dlo^%39f{6n=n*WHGe9m{fa z9x2zmlnnS;6qy?2Fd*sMH`D;yg#zBR{@fz@1NT!cE#|1-d-)77hV`04d-FsjHR4E) zE(#gZpMN-fMMVOt_#A5kStrGxf+c&udOx<@{W!{{|?Q$M@9Ka zjYJziw#e(e1G`CY7*KL`QIg!3R{CrPfy$Zo^`GtmZ*y7dx7GhfKzYOVQ+Cpi!VOgc z6+>p-6Z~tv19y2>Cp%@_R=r7neibg#qTip?V+D#Y!wr+X+eU$u!w!=u(&WXl^|G4t zxM>;7-TKb1SFcV{@fDU`Db&&Tuh@s-n&liRwc_^rcI<{_3%_y?o4#yReO{u^`e(+9Y2VC_yfhgcc zK2S{I+8~pEviqumZ44POVRec(hWD<-he#=I&dZ3$5#U9u7g8c9W>3Na3A#QjE#b9N z!RXyq0rMCI?xX1Dnet%)H`^C(dFU7GW>vnBVQ=jhEWMS1p*kL&8*J(+LRA@o&W1u44mqo!-cOIpF8$gGOUKuc;^GGGB}FFE={)Np~L zBTP0>Wa&Ng)|1cd5x`OJznZATdkb-p9saBdgM|!N2dqm;f#t^dPf9N>ADppr#_@+C z>n8onj^P0#eJbsK7fRSUM?& z_}F^dNDg$5M8$1D(Ub=rl*1dXy~0N`5*gL9iT*{(0pR%klDsZrzEI2CNd?7Mc}PUv z+Sr%R2Yl{zcYX|FX4;(9y!{q^F1};{|EJ-=Pge!f55j%~0@u?6kH6WmPQ?)&w#YYg zTP?+m0%XiTAoV6JRuVGm!Ai95b)KJ~e`I3GF8mI(TR>Wz`5YU9oqCyAmHH9UMX1er zvub*WUNWM1_|sXf3o#k4x zkYX2~0?ILVFEgf zfI)S1=W22-0m$7=XRYP$l;2G1~-=n%1IEK!ecuc@7r)nznwaVnaGd zI0z`AlOGANKphO4-P)y~_w}t=d_KPyj($=r`nV=YRT-B2Paao~olBw~&-J1s(9#&^ zg}sgBy5P&^}x_~`=aI8jr3XrcHqcaLXbJa|3LP(xKeL8f% z-%60!WJm}(D*YX~Zoe<6qJzn1$X3*~l{B5SP)9@+Sw1F@*aN*n88_s0@jP<%yGH6} zt9ch7Zes#9>7o3W&%KDr_p2OM8sgWXzx-o(b`;`y{bOc@kReY>c9~RXM4MAgnPv7f zY0a~2JM2TAHY%(9jr9Wt4Tr`44A{~%s7fn2y#9xHul9#&s%>h z&(`g`tXu!w?Nea&!D06hVuzVsT!k?>`J}UpC9S$gyD?(S?Y02SomDlF zp=!odRY}MYgiTu;WXy}xrT2Nts+s^_*{H1+F_10`W0_eGC$+sIw_N;zTd| z2}@kLg%|f;j`Lceq3k^)*%eSFkO`7Gh?j+UkU`$&ys1`eG1ZBC+ zy*AxED^uZ+()?Ig&;rYbXH3u`@yP%ghB%djLIDDa8qxgmOvsV<+W>AT#7s=Q>vwn+ z!W|C-8eC*Puh$%y!J$a~#?p1kM-H*_d!F}Gou|kF^Y`pjX)Nk>pjMaA>@9>$m@j?% znNKeNC)2!IGSIdO7a~fcim~nkK$r?DICfI|5bs&n}72qi?%AH?eskilF1Jh zp4HYxmYi7?qaGzD{@2*C=-))Mlnp`*JFkxzPz#O@GgMq{yT-Sb10M>?9*mUQEgoy_ zWy{kos$K>SSczA(j`NH(e*(4yj{%`@P^RHBw|-ZA?UrCSRj9qqMPh$hWcm_Fq&^z5 z6BVQ!w}N|GuwlXspjB?<*CDhq7XPlSk7hTD70KZ`#u^UZ+SK#Ngb?+UH|)vuvtV9t zdO+MB=xs^26pV4eQ)mw&COGDT`r_X$&1mZAD9 zR<=9&nt~h1-}_3?yW+!BFNsqI4zM6etpji2q&az7n-DYdWrtvY8{*F^_atQgfbRSL z+yvWXd>Ch)rzG**}XgKog=7{%*XGKBIWC^Gqwpx%;}+UDFmg@R26#;`&-B{>mgTXP@z zM5j2Di^ijwh0a_*@m49zj~(#Xh!ADC9QgXDhBAq-tf#afiGla2Wr9oC^T{!sCka1z3!gT&o*a35 zB(}rbR%!pNCR>XF3}()WE1kVN%0nF?eS&k`I>HGC5@tKQb2ww())^B*lwpXQeDNMf zp9vtbj&*aa2#)ILL*cI|&cN#6PLTbkvk3s*_@Ck7cZ&uzOuVpN5)E!jW2oQt>z5j8 zBBUIshMEGsZC~GMLw?@p0rb;gF?%PV+n{U=>A?0}ufu?xUUlg)h)NVAP}^cJJE&&Ag)V;urEy42r@OeE$TUe?TU76vg z0ue!L-49QziM;L!pCUdPGQVtVZ|?Z9TZhnJ$w^sX$pU`;x5V3CP@lW>sxWV`gNl$) zcp||P_`fbj9{R*l)Ui)~Q^L%=oIfzVRmu9KF4}?p5a05+XIn&(KUy|Hw7c z$x`y(xJ^yXTKPvxuOk-B zrO{sRS;=^yNV}xMJZuM)S35&)cdsLXbXSPC;T@MPqUi;bLfR-HgDL?;{aZjRMpk)0 zS;Bh&?VW_+amH?x!aj@if7%>3(s1)QtI=MVz?A_=eF$rF9{C)8+ufjo8wD4Od5DwQ zyPbf36UCW-K=p0#X9(z<^<8Lb6xTcHUYs0p!XjMmb#bcx1n4#wV?biaUg@?M$9Q!P zbl1?b2^)I-L|Ma^^;k=Bw7*g0CIs%YwHk(wdC!Gf^%kSd-rnk8C)O^ zA2s@`lV|Jg*!dJGMl2Qhti@NvADfP(U#*9iD=s341B2$4bGcwzIeQgpflQ_TJBfsH zF5p+=@~+g)o)BYgQ{PxEYWhD207V7oX9l#I)uN?K`F^MajTap1uca!jkK<8hq<(0% ztK6lNuU^8(L?-ZM`cv<<*Z5#1d0q3sEL5Lp)DW7F%b*&fc!&iB2~m{h68lq;bdH2a zBStT_EVbTiaGuU2Lb{xnXHBMnd+@cjEbwB;TW44{_@ZORNi&yRGA4!f%|=D`Zi=5A z+G{Td8_{nKT6G&k-+`JBiNJ$3vknXB(uC$HkhfQLbsAbJ*l1WwNO{f}{($Gh{k=Dc z>7ZGNf$Gm4({ZqasQ*o*_9348siuVAxT^q#q*J(jDt+~;BN?b{!yr{4TU1mrr)vhz zzI)wBykuM@^;liB+^1jT9roG^+5TQl3^7Ye=|4>?#nvnyIOpAlEG&!B@EoCC2J2U% zGMurM7%5U{mzaH7yzcp3g8|{~&v%YDe#jy?bW*p3h3Rj}tq~Fe8bWswDIx8g zm;>A7l#C!Yn-*@4gy%E_mo(r#5-v=&)Tvwy21pJIUV~DYu!H*Vw8?zXKOLe=>TFu; znAwN&d+B-puwW;{4$(sN(AG{XpYv7c`QP9x6&2xfAt*mA1m9zqA3ENk{073|xhcwS zZ3!27T0ATX(7iADz2>pamRY~X@p?j2`?Hk|vqr=r9Zxf_L_2ul^6N!k}mU2-VLlBz|%6{hEQXd6KJlJ(>)%*(U zGa6zBDImdu`T%6m@+T{w+WYkCfb#y$c9q&E=$FA{wq+FAtdF&;(_EBDNE=&J!^9CRHp`Ain z9fgGzkv%VUrubGlsWcK36;pVZXtT%hz-(N-Nxt8F#{-l;5`+)Z4D~&7wc?liJ5UF^ z4Z-7~;Y(iF)`Rkg=`jjI@`D_-t{;1rJ$#{@tg^Jr`2hV;y9Z z;?@K1_X@~-RLofBts&2pZy@0MUc+$dIR>uQKU!KWfne>gDwyU?rg@vKNg#k;uSpDp z`sr@4)4Rzb8Lj^h)(H#4OIH}Ifzw6ex{U+y((C@~x$CfSlS7aOvNgVgCzXEw$r48g zTdR-@x??YVQZl@Vl}+DqHeD9>A0?80mM{Zg4=($EaqhL^LF+E*evtIdB z{IG8ke-rv5Kj`Om1y!6~q!;r1*oEkaaj^3H1QVOmiFsD|ZGP2RNbBD}%~Y4NgMS9b z|96B5Dxb2A6ktsXyzafS90ne7`^?$nD)zD%3g< zhYDFt0U?*|U>Q2XnlE^E823Ac(YbpHtq6hD!lQS(QVpxMu*$oq18vyl=kb7eQS3Q#s`)s77yL%gM(K1At zM2h92XWP_eOYII1obVE>wDpYEZXYLS6<9Kdvb7L*D8+Xvd6jL28YYaPmhK<1n$}N% zspiT;gqz;kB)Wlq2la1xtl8BSsfzo{FBsl`o)Gf~K#ivw>8J6{DX~JCmW0Ww{Fm#THn^UR7m|6l6(($eKI`~)E zguFS?+bBsDvc|<)q=|2}(e-fNXb7R9!vXy#UnJ_qaN}v^xln(JNgNd>ag_Dj(o?T8 zl*Tey(K}A&HBIxdQYl%|NXbW}9Lt!noX>ozDoiEuBYipCqysdU+@fZ^|Cljw+S;1( ze%qKw$To8+de7tJg@aKv%$#453=eDMGvxRpN_hqdev%o-)Y8$+N?75^z#E9qapHLy z5F#`;6Uo7g=f#hCy6`Zj=_X*;^YYPz?}8Lq!hRbnmi|1d42seh0Lh~Y^f z1moOo8UUzT6*LOjAU>l;SvRs9+zEKpS4+Qn(}9l(Fr92KO?q~B&*OL_Uzbc?T?&>Q zJH71z$*;KIS0icop6j>|D7M{?$m52h*~JKEslVN)OI4&2T+~Rj@sCtia@8C5v8e)sLm9OeyyG{ z$!x{?Cp+X3^zTDB{v{q%ofJ-b^BNHg_k*wDc|>o|zw!Ti7+w&}3DZ;4Jc0sLN^hz9 zVU0XQEm)&u=(h2ljkN)cY>j$q@Y8L*tB@qg(q_WI8+6||W4yObQv7;*Og%?-+XC9FPJqB8pccIPK5OcAsu`sC^(woJ8n{{O zzmAB!3>e`H2>(#*cY^DYf&oC0?z@@2WbU$Yyf1=KrsQ7a1k(y?iZoVVNF zAmH<6*pQ7jECM&Ss3oa`$xN{Dv=V*GGZOnGY)hp7>@IQxHcQXY>wrJe40*>wz_6^# zjMJ|o73(vyWE{NOcIohJ!^}TQYE*=P0h_J{(~cu?ggM1h<2*Vp2rt&Rd`vp|l2|*F zBXIW2SNc={qHY;5b+io%&5g=#dBE2UUYVZVCuyWu!{<|ihuubq?@!DRNR<#)*3!p^ zTx|CTE(k8YD#R2w?I=CXvJhmT08JH-Q0;pX>wAIW5CE-%X#N4$)jA*>S!BMh;R{tFmg`ch<=)852kbMObK^$Ky3%aFI>^qrE{3tR7>_YlY{-xIZ zL!$(q|EYPd#{Q7;TVu6fOSV16`cn23?m+pGqLiMSl=E#jxc5UHAqd_Sj#;W4e!U?S z58Hkbv|O)JUt2jQZNetPuEMbU%_E8Sx@~8^%Du@|FT0M8Kfr?h&?(V)jGO`yC|;!; zW=O-4xBn@<ixYL`Zt36plHW$Bm|N?KecXR)~*(uV5DD;c8{aSC?pH#WZmB zvPlMw0`3mMP6Kje6FN!gFkik}f{?9)zRp7MxXyN1^R;RtgC!w>L!AeYN3=s-wk2k! zRr;o?0>P6~X1Hm;YCLFckpIT*&Nmxba)O>*6ESnx*SKE-0~QYte_G3^P`rE^FFjl` zYT8NXnD}9Pw~n#>Nk9_#k`O!I7}C*E>DPg{ zK~K$$Y?Uvho3Qia@1bmh_m@*W*0Yg7uG+jqcrk-qP9EBCido5Vd@kt8^qde=l30X> zYQzwqekVou*Ywt3%+Uup0BdPgG{`qlG;sFd20YIl}wJ>e)wO`rhBLfU=~J5d;@ZK{4?uD z4{G#ZGFvZ^zZJJEJ%e06fff+T=k$H^s1*}o{DVd=?BMrE_{DtB{a?A5uNku9>OS0m zHo>FJ`T(~O!j`5_ZQF8Fmrz?j>LRpU=ixvx6hmLWz6Kv`MKn-FpKkv$=LppYskRi( z80*_Ner5KGrV{H=lCk#slt;JyJ=b{{qs<&I^xyWJg5!oUs2P(3i z45sQ^<0|Tz_S&-H0~=fX7PiftE)EUM#ZTVhGA)O`mPc;`S0BSrBPqoOyzFnjPY`eS zi7B#o!xmU@_o%zBEcfi4u2f9#>S$J%8td6eemOuMK^bGUOn$TeHTnD#Sd8jBcYXik zjEG%>rzn45;)11LTlCQX&*y}AeoD>?;q%1}X&v)!lGByp$Qiykx9XKb_M{1e_E96f zT;*XWYRHc`iA}EW`U4YHp9aDaZxgq2`vxeJ5wng&zT6&_ESkFN?_z(^W5{9eW=3X1 zRC@QjecW@()E?p!_N(Pt@dA&wAhIoyLbly$4})(c2h!R&`uR?F8%JEKEeni4F9OPF%gmnYY{;Y;i=` z=dM%zalgtWj;Gi=-Th%R6zwt7{ajs?K464wY@@o<4Li+U-dMfn&z1{~*{1CMB<9!Y zqw;RqLs7#!t5%*0BT}M!UTlI@W0ov#7F9i)8!mQ#m7lM=6KU9_$0sU zALZ01zey<>^K$5Nw_Ez=Y=^8s-qR(t((Wko#rTI&k66?D!FD+iQqm}yRf7fX(`Ur8 zl+H=LZ^^S0izCEmQL*R^jz$NjXgNutL8=gp&xj;+M>R>N-YL(Ytr(K!7HwKAh|i$j z-Aq4qOD|RgC;TqcTXIYx@6#QK?g0C{cOtY~=d7FLP#yc(`1kCqt34x*)C~(YO2&r91=phA-N{+ z6~Bo{jkLrj?y;P=+e5{cFFb1Xj$S9nL(=nO(pBqF4F3kT|8WzJ99nr2$w8}BeNy*-Y-&LO=2jt33_S-p@VAOkA`Lk-g4=7Zd z$-!nyrn--hCC*-TWfIq0sqpi3#i6W^9_yl;Bb$i?5A5x&?%gH*Jr0JPKADth(@w>I zRk(yI+UO1Jq&;9G?J)uh>;+XB5wnC`kJCz^boQV;q-xSS&U*?F*Vgzx9V|r2fqWhGqfqSSfm9#0xUcCt@P93UUTsh@AFyxo>99ixn`eFLN8H%qAO(jC zON8X_C?gH&UQa26d7b|3+@T<1q&+KhpT;_9wYrRpQ=7yN3X6FS1yA9a{7ny%wLcmWpiDJa_t6@<`OkM*#Hr|#-=hVuEMhkC zJMko9>AaaOr@Mztf!ycbLvDUfrNdUQS}E6BDXyJPV)rBa>)~JG`{l=40{I>veK#-o z{4KPx9SJ|G(5uI$RJAuH=_fAbCSK0H!WC3H7_P*KW`aqQ2|ii3SL%}-^!wV^)ES)I zA)Q=-!x6l-TtYw6V*T0qBWviX>n~+0JHLkkTmy6UNlCjp_7qLmOdytI43u|Ue2(76;~^|eH3={-N1oOrS{`PC*|q(i~TejPj!_E4wYd~D{GO}Obm!2$=_hV z%YRdICi}6}^P&B12RkcYa~4eY6$$LHa&mrrSI+c$6n_WnjK#sSHE{jvLtH*uocsZ- zJJnToZ%ETV#%ow&>d?`L)QyZ@T_}6_eYDXcJ3ZsNyPKWOJn>607U0ifTl8}6<#uYO z$mm$kO7jupttw1?jQkpN)qCbA$@*o1F}(+Gkvp zxp(Mbg2!WDFfGn{q>>HGNJ#3V4>%lR_g@KB+%oakPehC3e+$PR_xJpW zqiv1O%cbtRvzn9(9wXzX0~rnYMX_U~<@7*^{2TNNksJhnUTqAzd9kxmc_ zidvtE1L>D*vmGW|)X7`k_gFv#r0^;@Q{~#-yF6Rx-Lv#h{E;9wk=V^}=n#^wf4gms zrr#7qz3eOuGIsJ9MqKNSXPxX}e(|`uwl#%99S1g#&_~i0qm$g(J&@1ra`yC@0lEaA zg?YWVY-oSH;A~~9QLeVq5$xYkLGhv}ar;a1FH)k0X8Eg6-Ll)zT=T?7fZoMAxp(joxn| z+{#Tq6EwwCnAB2JHjWGqj86Oma@dYWmny?M&Q#G-M?)j-!RZcls^Ca76AF|}$eW@c zm3skEp6_H@<=2T3ReD~_?4K!TYwT>~FWtZDOqiP%k8L-HPF8RbP^2J0kQ|I|y0xuq z5ju3ywLYp{9jGweLGhup3{ zuCKE}O(QonW;@0d_Z+LP(ArVc0N10+l;s??z_Pl>U9IIr{1(~Z^OYa|FQT*2bxhMz zqTcGQU!{-Gf+z@=#k9cKu|YCt zs!Yf8DR`7re$aU|lSzZ3?hVfnmlifeXdJbfp-)5+FCeg6QoD~*asmrUeU~~wzljYA zwUc>+m*xoclM*c1=#g+~g_;I$U%5P`&~QcFRp`=&XY;pq^JiZCMjV^j<#^`mx3c-N zeGk3^F>Ck(r9T$O%ks&?cebhVgKb|8Eb9l3$qIxZ3|kliE0tzrhCHhi?s-a;tOAx_ zRVEI_itqwl9hA6WH(^mhkHX!kK4G=iF(Ll&el|^i!t%KGCQPch-B|-(s7oA5Hk^zm z{<8h<6rZWafAoUl@pSelZVO)|+}dPFSZbWHm2L`AuO%t>x7FHR4+I3LIssUVt7CGT zT{Pb+zBc!Gh+~8JVEl@Q(u_x--0WP(`j}Was)ZnI-0dV;!JvgGZ2YUD4HADgr z?Nz^RcKw{@JB^XokQ$mAlZRZPJOoHuw=9da+GVt-T~XVGmc6y98@$-Ie*9t3Jj5%W zv4ixqppF6A$5~dJ4?H0QiL>a3sgpnCgyPWRfd)C{Q!`jXSVGo_TJgYL*G0GPNlVT>A zjh6eVD*j?7&Xu*`55?Wht8&EIBGC^nr!b3I_N7DRY7kF8Dhq|X#r|${u^l(l!#|9r zi7WT7Va#!8A({>qVb?}t9+aS;J^4?6pH9=);tp&N=1W3|p`QH;fRUR{W?2hi9}&v?<6$-Gc!t9vi#yK^UI z9Z|3}nH~olnTP}vq%gAADf^VmT6&GMV5OK@jSj6~Swzy`5BjUJ)~?_+vIMn*kQceO z+2g1HXF$yck^@EZl~`!(@1Chhp^Jz~VVu9lIO#@-x}FYxO7*}ya>IW;jF)sf-#ioH zeek49S!RQ1f&uDGl{NddY0(16(rXeWUVF>U5Xvr=u^WIq+~NGk0V)}wOxAZQ`DT>4 z|G$DEP1!QSj*5T^K^U47O-(PM8~PpnJJ{$$oq7qCwDmdNehn?i#T$_P?KD`qKv6Kj?O&qtbU4T@?Zi`(g=)*+UaHYpOt`g!Z@ zC7}W23AjeQMvvez@4WAqJE6H>Ym^^iG*$hj4ChjcuHk-`%Zfy2gKq2M<%8SnHCIl0 zoKy0DW2@4+TPM|pUYkp)D_;!~GzzNc@+Eq^&iz-Ao%%*jLjEX}{}fN9kN)my2w{%M;Mw>^}1cOwhmR zuhi8&=ydUDs?1_dnM}RiW-Wxu@A-Umo^SrZn1Ck`-}V{tB#2}_#SwM6Y`pK2k%5a1P*I+Uv7G^@3I zT{`l8R3wf~x*WXCAbUJWjZI6Y-ySzVf@ZpZv4-~{Wjn%MxCi@t6}_J}2+@13b=iB3KbxfDS%%lk>1ZpZ z?jNZPkTz5mPrj`kzdvhiBEa1-e!(s{Q_57)`yl`1K4!T6@(q}M?odbT80hAX8xiih zk$bV-E`$gMmd?4}z0n5m!)pkVTozArh+*?^R%&ynNMYE_%OJ)M^Q|pC`)DYV6dCRo z3AHoV_<>E(Z3{$u>G@{oU1}V0i{qG~{nIf4K~(rcbAg%cjPpv%pD%Q4ET{%`JYpD; zH)>m0!t(QHCWU<#_J}+X-B`?o7>7sQ@3w@n?j!SFgFBCtWLHhxEjQ;BgpQs@E|tK; zLJst(6Mr@ueRnP9p12&hZ3@pkqc{GoiRr$(5?#wlkFzE^Mvo)#e5gE@3D=X z5Cvj-|f!ry9(;3FS?XGliIRruKfDw9o751-_Q1(e?7U~*QaVhl54Eo@t1s=(sM;B-qi)!V% zk1m(99dWI$8G7bA;_yJUj+ChadrKxZbAIu*l!<9GQ|nwpD$0xQq?I__Uu;LM@_HqG z(0qN@0zP8{v6y`S74$XNJxyM($de5xLP#iY{!G`(Itha_)qq{}e3pTNq?VT*^dFQ- zc_SwKhZ7}N@*E!4DdOU6!icXvMl0w$Wv3hmx&_m^pZfC8Gc`<=kwUtU83+^?bM6P9 zE>_H5IP%fR_WR}p@K`2gB+ZpgeI7>7K56}yReGcV*C7z`?M=vQCeVGCMjYYyQT`sj zuzy^f0f|aR5UPOrt5VBPh61CkPVJ5x!8gX+F510k+~~`JA3{Rv5^y0MC;VK~g)`pv zS4)uk!fI)J-BL(fYwP2*s_rt_GU@DGFHAyBPu~VRZYK7+)%X3_)jv%t7T)sw1T!8@ z2Z0qIUuJ_4!HSC0^*~~sTC?dn^z^%>)+z@HFZ^bB`z;N3nFKopt61WkLext1Bwf8-Fr5X@z+1OROt0pgKSYl zqS4}HRB(P^7jz@P>*%!MqL-u@lK5?80uI@*SNSBsK2;Sq+vdS=(2O&F_#fs#Lzrdv zQQY67P=1YiOr()2d6e`P(aJFr5-Qx+%Op)mfpHG-D_(eA##D!1#!#gm;mUlqKJ+Ez z6#|S5fT=gEm`KmSr3G<>H`Np4`KWY*;iK2;+h(Il1vgYSy7d$Ld@54NGOQRN#S*Te z=4i9Symo(FRQg`2wqy9YG*&2T808fSncJ-5c<5_(&-BZ#%Qgjgj_sy*90clSkSqx5xbJ5j`pu^fUkh~BDJhb5b%C?fpsWW>g@#8V=I(qm*RInDze9y3j0VZM?_;eoSrdUCAQP7pjJe9 zNy)J?$J-`*9+%kI1Nre5>sZ;fXM~n&ABw%k1I{f4CjJq>SZQaoOyr%&3_U zXd_c8uFd}MXT#bXwg|FV)6+hr`qk)^d+%ihUPI?QbxQvC<8fG855m#zCZrg;djdE& zn3Vt))?H`|jgvZhgp6fPpeL6kohjJbNmQ0oJ4ENNa=FH}DtzIla*F=PSkkC_k>iY> z<;dE9tt0YAj2)Dvwy@@MCu+tHc)Gp|S78aa7P6_!;jSzujVKvx%FZL3C{K;DOnhIM z{rxL;H{+jM-r>_u53tMHEfaM!>8@IyjVB@(|>hk_<0s5#ay@~f0gTpBeL?g2GhDX*Ga>vb!64TPWdWxKb`BvlSKp$#gnc#sIzrav_)?x7>O zx@jc_^rUb4e;v&Q3l`VWJXcT*$Ipw~coB_ivHLXu?rI_-5v%FOXYf{~V4nUKSF!ev zRsQutkAVK&`4tW?T@@)R0NT?|+i(y%l&pyiS3zg(wehoogY5ip5A#I-u z0LX~8x__f5eRo5dQ?PSbo+!;&@_RhG*`$dt)3PIf)CM57P=Nlkiu43k+ zKL;0@ak*+e`orT`_r&Ed$~x&vvsMmWWj5!c%Lr@jE|g+~@rROJSM^tHX#;`mv7>`v zEmVl*<4Jl`6DP;^3fslJSa|Qp>p_r0%I&$e3FeD1PyFkF5w?qGhi8@Rf%W9Nh>@96 zhJLh)n6iASyMqK=qJ;{Z{*tyw<%@5x)>gfrAHhmiRJMx}^=hO3XmW~}{r2a_a>1-W z#l?#t)Aif8Z_3Ju?aim*xL6b=qoB^c_XZlOSkcZ7dDZFr7 z_P<_VHtr_F9=7HHnhDyMx}i}K<9@5!^&=%!mJQMqgS5*q_FmoV4C3dAO%KtWA0&jG z*}R(NAxfL=m1f5gt2|Jf`D1mqa-~vpB`q51uvH!Q@8+`wY@RN4>};Z5v#%ouM>xeB=O)6(C?;Q!F zczr}B`1d}v>wHNWTOI@Pn6CuZanC$rdR^Q3?W(n?mp!3(fUJF0GYXF!wqIH-;z4v= zEEdpV>%@x=0qlbY#dVTBdhiq;SGfMC)azG-yJR`z92|-ymod2`ze66D`3Q1)CBJ#! z1dyu)(jw+WP9?sq^y!r_M4Xd-hhtiU7FX8jZDS94oQAAXx;<}s@D(VBf9ZjGKb)94 zU?I4eZ2rr;)5;mXOA6w_!JU`DglJ(q*5v;bTO$+c6_XsWSDX_I=R$kSY1C|Q*P>06 z;tm#t&lsY(Kg0X3Lq6i5Qin=+b?+U=+3y;;D3{7|IDxSekSufD_Pp@K?Z=+wGvbrd z0KPUtxGmhF#pnQAZ74H5qV@6oK7!P=*5>0Tl+yOg2`T3#+g=dTw6M77eO0V`v`|ai zK?!!eawuHVzkPXqyzIUi#?f@b4fYCv{Y>v(cmKCj5;)ntZkku$z{>4Eyd{74cpmN; zu>QKGdwoh1N}OJbbsjV=LWHx?YsO;|@X3bmGlku7YF4x2_pP>3PgJ1^)*k6%Ml#_s z20T(M;~ufU^3U&n--5tayl6SOhD^2ijG3|t+X2a&a?J_@TP8|8y?}QnbA7)&uC36o z9D-gvoLR$Bz7NjNc)pYd4IgpJ4-Vi|rO6>T9JVj*MuKR>M97XuepPo03^8|u9w8gl zaD&}%K9l6*SyKQYX8oeyewZGh!`2*!yN#7b=2+Ag;;H5&7%R8j+;5y}hDNZv6T6#x zd-9rVc51ocYQ5)|8{52vW@G}_n|yN90EN9_YNZ4|4_EKJklZJ3H}*#7v0GT{JNk0d z-&SF5nmNW1x$!?JJ>3s6NAy!eK4NZyJ8ETlGiC^M??3KLW2oiuh?$(m-hF--p`Ldm zp<&UbOVkq8>IcW$`jdy^ZYl*C3`S+hb+-6^f;}5HZT3|?2M&&fZ&U&=CMvuF1+BfF z+Ks0~tKH!lBuO^TY#=5|CS3MdgXfb=$!2GEg<5om&23x~!MP@c2+43!K7q`+B>bZV zcEORO_Rgs4gd;g@A9x8Vskyl%`M)~7`arX6?=EM}z|inxF8>o;2AhRPg|4%64I!DuI?GU?@;c0 zVJGdQ;Vb{!pkUp4HB)D~h!=3T4Sv^!CHJ=Ls=SH-o_gHwX6B%=_1yU zSEBy92xZ)-DXA`p;OWK8*o^G2iJaP`erOf@?GG6%XL~$762jOp<*<5-gQ_AHD7ic7 z9QHFLJEO^zYnai%iKQthBoe>$`qeuQFB{K!U9?oWkg(gC3Rp*(XPi;}fc|Q2Iw@ftcdUS4T;@A%S#0u+P=Uto8-T5>OSAkwxZ8f{TR#^ z2?5EQf2Pffi;Hm?(w!#xv5=b}4Vu>$va_0$W#DtJRuzBLHMcD8x0*r;wq81Z1aLtC zE3JJ|n>jwxX~M$2+?1nR`3)MrJ96WsgRig>=BEs~H3ftIP;aNoeG^OfzSq**jnwVI zI`!p6N&0wZ0mVq+F@U%6bj`cMtuKFb@cnx8LorqI*?iwY4CoNJBxoXaARK?DC=A(5 zGT$g^SRfX}`vnj&p8V#{L@jEsaB?4y-O9*Lr=M%50|c-N-#f?nAWaW+ ze2{lKRb>Z4Of>?;K;uQ4h(3T6%faTVzDY@xB z3uhAFI3{lrMgB?6o{<6ngcwI{cLvr5>!#=BqOm#}UafavSmX6RF}jv47KA+%6xd^C zx1zMX%v5{g?kY< zRzwk2f4q@o>Hu`=@y!;=IMO#PCilQ?3L5O(K7t5&)WBN&_@#ps@GOWr)DeJU&hYdM z8(zOZwb0I(ahVOqgzsGu&`!Z7Z+HJ8QNOUpzVJIf2>CJ}fNG6FOes5I*uk#8`^X7D z$jfQ_&%HzEj}6h;HPYzuh|-;-N$YHwqkJCI0e-OWVBnl9ti~Rm?-rcTPxn4Ko}?bDl$av3 zlM@2gqRV)yLKD-k3of!gQWuJOg8Yjgiew6T6er_T@LElE=z&Y};y#K7wewh$!~3!z ziJ5(5FepA~{!Pr4=Rr~36IbEce9-u3gr6qXAqH!?R5jDhb2EYTcSs=!z`Qt^*?$n; z`Ge#y;PP#U_#|PG@G)F95F!Neu%Iuq0b5i_3TvT}FDpNdm%L54u964|`)HGTlz2b_ zM!dkt;^T3=RIia@)lCo;4{F@KMM=moO(U`)l>EJ0>DTi!6-9mE(dX zhCLRIIt9NZd|*eX(x={DhKdr0Qeyi0&z$v#=yv?EqT;Ou=N z)diD)`KpigVg@FA(}q1_m7g1!I^uB=mzUjI$}aY5ue-$G7sL)2?QIcmvE-D0`^cu2 zOFMGc=5o=Um(QMOr7wH#!p%(5C1}xrLZ?Q-+MC6$0R?C5Vr1u{h$4e!7t|>(H19=R z9006ud6F?73*OBS-BQKQ;G(zy+=@KC>^<({J>;V(g-$HNlNVOZ@Y$uiSc@?qA`f&d0s6f=BE`bZf-IwhWz*P(`JQ(0int@kj0-}i-88ie zcd;{!719m1Np#;Cd}qWHCINQRtx#^v&6y@S@kCzp?7|H|A+fe0xuMV2uBN49 z(=WKrM?dQB4XM<{B+gE5gZqao9N6fyr-Q!iK<@j|d+aC2Xl(biW!6ELhf!p+oNc*` zjA|}1qHw=Xw76sMCu@NP-g!bYh==0*+lBHV#V2T&w`Ax;cbew>Q5%BW1ucv=CdY8~ z0@@Q1eLH9Qyg4QkZS?fi*WmW>A5Tvy@gn6doKN)SuT@V21CL*bofT}|L{Xz{2k}Cx zn)M7rtIXcQ;TWAB1)l^rJGSE)ijrGr8JtnIj`8%$Ez%PPO?AYBqg!28arO~WSy(y| z#4MCWL*z!q!;zzhCGP8eu8o9DuLrVGgWnaOG%wlhNgiHTJ$yzHU2zRhiQ>QsjDf2_ z{MbRnjGr@I(9ztf#JjYfZPA7XG&oLl^njvJT{I17bd)&jZyE{EkT;@^p}ZFlp-i1l8#o~AVl@WzvvchqVTw1qtY0)<}W5RcLUvLhZfry1#Ax%oUd@2 z#ouQ8@BV{sea#75cAO|@yE>GnX0mfyK}N7h1~1KRi{F-7++V0p)_bEd!%oIfeY{T@ zHpXh_F$RyR>sUF4%|vrJP&u(uoh*r)h#v6vQj9Vo8U|nPoDD+v(Hq5WR!@~R8mPpB zJoR_u#dTHt8U5_|u)85Xlh$RWfF-n!SYlmh1@Fyj@gMyH2L;6)8=1wRd)XTjq`9NP zUFikrF5U0_+UfL{2Zw28 zY!l29YF~XL-ftd;Hmk(fQS)&l$Z=dI9)*AF-glyOEG!kE7p$V<5E_xh6nds z=?iBGkwl+)`H@*M+#d`Pg}AwWVgmb>cxbcbDRVgWdm5EH;AyS}p2fyof3A zGfL@&yP|?|C6~Bl76*)rKNMX2$Be~7bHlKL^48I+t-p-WpwA)jP!@*67zK1N3{QYnjrclbe4JD_jd^yy1^X4IFC4zVN+PpoRx`%Gd!j2cXXt~-#OPC6*+c}IY9b1PbR zsV%;v@~v!vAQ4>2@EKXlMb_C~zMZV&;YlDp;7ZfysuI&)?)>fqZ5WsFyIA=$Gvd7& zJV>Ud!ENul6wrtw5ojRyEz?R_(=&WQdeaBTO7)T#_4TwqC{Fo|ZuQ(+0?#+&p|^j& zcq}LxZ2dGUP82xTACdj-(c+%7VOJ9NLr>cpoJRtYXD+cs4$8Uva0mS0#l z7OU((bCScDBNP;nRTZvf9=Nu&-3YX~-N!lh10v&45ICvl9Kh1aEcH?A8SY_i4QMfp zpIcyM`S}z9`ZXFyiEs~zEw>vXt*xyPn?=id?HiR-NX185Q{MvN-dg&&`QtfO4pr+) zU9&^E(AY{^po&AeLvQ>_>8FW{+aopr2T+?H3@appCNHG!#$W0YOfp<>CpHMq>pJOE8z{ zVorMy(nmB^`pDTVwBY`tnPKjyy4qRwvK#Qk`qmAIG|oFO>=| zIQVvlco9u6mUbb??^{(2MdP%O(rBj$_hqd&Hmtg2*qAw;w(cP>>k=8q6hL2UjEdPw(4B#*Prm zqh7Yxmt-b=tdSMn9L7=w3ec0Qn9dh+rSkzA_@w076QQ<_(qO51hWYV_h`64k!A=V2 ziLv6RLEnoNU6TJ~+0Xo*!$*ScmS0z96T*sajav6zjrWCsg?uf*X_%Gz@LgkU3p7r2Gmj$298s?wI;7czFq9N zHgZ%d5_rI8*ewr~f1LG(ShJ&(cjrwg^uApF+6-HZbiJBZ^}epofb)^3^4Li-?zvC~ zT+jOPaf`Mw3vnR5UHEfAXT{H}>7LuuTljnwqq@TH+U*(BaRwCiHDsOvNj-2r z!~Kq02$1M(u8_aiuk20UDB&S0l0E>J&ncLnnx$_xu7%ghttbD>eed$!d zbZ{!Xh{EqH_3HtMVyZc{Ry@}@10G#^X}&Kt57Ec1tUIgRxxu$;VtqR0$#FH=6b$Rf z7k}aF^offmm1XuX2-S=n z>XsFkCZPZeIVJ&`fIEfHK`~N5xXK!JCdLQ}EU){)TX!D#;?J($5Yb0~Rjw)x>WkLIkcHo^C8RSnOS-qK0ulPX#Tjm7N!|RmN z3J|?Y9zNL-pLe-k;UJaecT^Ci#?Q`U5-tU%do-F$qnzod2%!YP{R8124Uh!p7=i~= z=kRO(xQa`g86zXD=N}U<>*rCXul6Sv>3g?+`AK5z@flWoUgg;ok~E5Y!&2vpj~*dF zhnzs%@Yhr6M}=~|`yVog;x`ca)nX$tVZ88CApOr&2+8Lk?%h3rWEzj<(3LQ$bLE&Z zSNf#A|N3Ldp!P%5L{zD2tZ+>k87-?)ek!7eCNr&eOwxG01Rx-kvcj z6gRH4rW!W7xna99Kac+Y@9FCXR+qDt8gu3q=PtBSew5K>F`A21R|{1!ds_+fZ}5u; zpk;x@IznfY?rVuGU+mG@mTLC%>ri0+Qou5cr{20>4g2($3u4nK8rN#e9e7~j<>w)w zMi>8I@VY;)jtwUvzUCPuKOD8XAg9lyeZM*Zl*faxMh*-xuLI$K+_{CAz~qvlQM|HCFBN_LQP`}Kxy`Zzt_Q-kQd&V zM^;!Rw<3!|G6(E8W!G-QP%iTRy_(PQ2Hu#{ zVD#E8^pPnqoBSD1tj-ECj=1V?;kJY!r{q18Q{@T=eB3@`rX|@~As<@1#3Vxs?gv8- z7{?X8eW{R6!@k*59=`Jr<1ek$F4X*%8U%-$Y+;eX%OM-Qk(x?yKLv+$x=E%(59j03 z4i95EDc+LKBU#~QnnIo`8q2Os02tjB%$>a|;%-g)2*{E+;&81}d5V^xTk`Q~teGr@ zVexu-9H5F`@29%uDcR;tk}8_L$Mev8gg?3HjFas)#w8$LZuzZEU`>SQ(VlIzn|$XR zN^eXlYD_8Y_~#N}3*xI?hW1*=@-Odr14E=k!uljak$gf*AB|EbH64~=U|tg*YLH@= z7&i)>)C@?=elL3vLt5SdGx-M8drPe;fr3`b{2u~8%$rz$2)BL5sw1G)O?oOZY4*bB zO&(Y3r|=&BumL@4$uI+$$*GNpRnH&#c2K+o`W3}~>bo|Aw*}A+bBE4lR7o%0tM8H| zF8J(G+!@#zQL7!l9t+c=0V#mzw_#uifYpC^Z+Ut!nvubBtJr$SA!Uht22DFu`c5&> zZ4fW9d5^yKqbln#z8U)@3`XC`yEl3XQsBUX-~ROUtm3Kg4?Is#U@H*0zdoiKeS-B; zgDrH^gU{wcfDaMJklgDeAWt^>Uhcu-?B_lHcTiIMo-C13q~3}j ze|gRj{pXJ#fGk!dOsi3$0`P2h2j~Fm@MFusJ%3sM?Hw{v_*XrvQ$nKonn;6BPd7pd z_^>HC3-zs;PK0>)n2=nPfLC0IX**PxJF6#!dMI_IK%Oo3be8noyHfA;bd>(n3D^a+ z4^{YDDn01U&*i&z{XMjIv2I7LbqD*CPxv)N#)p8QXx{NDmn!MzSj)UFOYkjov*>dj zmo_v@7xkxFW7qQ`7!Y#>eFMcfB%*YF-h06BD&M6y8fe!f2ml!G>EVuRL3QVBIT-(1 z2DQ`4(|mEtX`}RWKaFGN*T62pUPht_#<5H_+ zn_U*O$@u~TCYtoG2E~GdPro=Wi(obRJ^V5s;aVcafFKVXew6B%`peOkRDRpT0)A&9JD%-D??*&1I`lE@Tj=l$_Qua0>?Y=irF_PYZee`32b@;4P z%Sn>@tfmD-etb-Od~LkkW%HlM^LJCg=-Cv-0`y2@e9ZA?K=DLWjNR5QsGca@M{KFG z#qi5XRNNnvz3+Hx+Nu3d_GB*M6Vk8nzR3S<=EFyj7;n`eVwd20{P-YI!DKG?Gl?Bm#XyCi zl_DzT2l?soa+bw--2CdmYQfF!(GmQTYu(jauWUyuZe=%FDP9O_vSn)bWkVlNLIMQh zYhPZMGhR0Jcz019a-rz$G8k;ry3oH17=E$xT7kOvnm{Uk8U79Hj5K(1BP5XY;^K2F zC@o@A-I70DJx#Aoro$^f;+!&}66}iWIre@LD!(s#m-i`FM{mx4-1wO1?M$4ZZE}Iv z{S!v*AXrgt-}y(`FWpQOJyx3o%*P)3>+&?k)zy=`aHyRQ&dvy5Bqb$B!W+3VxqwF-ROT2B_#tG-xaI|$V8y&dJvv??63lX;glEi5)szwhLsV9+pwA* za2*sfVL%68g&TAit`8xLNrAUFz~@CPlz&gh@B2i4r#kTrV> zb7^^a6K2OjQG~Dv|Ji8In{#*ML$Y>@%USj)0zN)|q+TG?;lpYl!MdTxo#QvqI3d+Vety;Z zBF>BOQ*{^wBE+H*Gkjov*gqd}V8bK9GFd-t5U=+;F2rD))RkP>bnCa6GzHDi?j46l z5vV-xrj6|p8763&cTk@8C-I$+iXRp>vKfmePt>#wtGK8GoH*`vj+9aNhAyh3$0Fec zY2MnDF(}Cg3?CP0y;7Lx}0Fd*NEhbY6JBBJ(Loff>FxkA(lWVj6|z3}fQ<<_`o}Qj+Uq=lm#SB31u+IoEd(?i;D?H&&NYn#x=H7Uj0R#bB9pkSD@Yhn4f8 zC;iU}uS4E9y0yjBGQZe4s-TyUDN(6F$qYPdTImm_MmtztRcpxP6j+44Ua+t?sqM?p z?z@pdligsC((Iqk!Xhw8x1O#2pI6Y|T^EW|c{rKO$#T~iG!B%+Y#``RG{bTO8S~nq z@QqtY>kmD~P&f}aEwbibWJnFgqR&VR8G~c;p-;Ny!TO)ypSWY2!u4Hk@c5HBE(_;1 z7(M(z!T;N4BP|D|S2V74*9@Q3$#(dfRX@jdys`Ihwrna1iUwg^OncL6Rw({9R!PrP z^dINrNcyxGp8ANwkTplAEqEN1d zRTk`u`wwI4Wap8fc4p^(hm5IPjC#8*z_|6DqbxY6AwX7A&g+l^i>@uDv)*h;J>_1J zp@r|4=^7vh>j%TXr}=Ltx=%=VkwU)EW6q_P5e%GdIFsRl~wMq(bezxmp?ssBZ` zSjGN7;~=rOTTtW)AA-POZ01->3JiIkRy^v~tUxgfcp-36Ttn;>8BsT}5Rp2F54U(_ zeuqS2=k=(k<;r33Tt{6n2R5zed;b|)2do+so{%Fd5I~zDX!_p`oP3uiW#G9C05US#Igug7A+Jyti2Eb!_Qo{H-2yAR^Rzv>3#KDWx0yv6Ta%Rl$KONwFDt_5y@ z1P0tgA=SnaosFZ1iAzL4j&{v-D`e3WMUCxfLkwzzHZqbB;FyN`k^H&sMs* zGft#X)c>eZ>2D`wHHK{T#n=q*i4D%D9 zz~nmC?(XisTz7D+eqX=pVPcC1YNZr99;YIsK!>5Cokgz z1r)3{|2=lc#VdFtW!6ChYQ}ZWo~Tgv#Wd9?M=(?J)wz!6w&wEf5^!oK|M_%rMVjzZ zMM1D{)AOV!Z$0ffB0kvP<3DMv4I^sG-rfg5Bm6U{;v||G>DS<)qz#q31+PA~j2!ZZ z{7lAqLZjvgb=`oo@gtKO?lH6>8L8*B+!v>yJ=QwBez{)eMDs=k_D~{R#~kx}bdW#= zg<%j)5J|TSjI}Nx?+93Ax@Y(ULr@3me(EQ}wYr+CuhdoXLLe2P&vDW`JqKAb!O@=P zoqh(h+;c1k%Vt6a8W|YGNf-pCH9TW{cpWW6xwL7)=F0=%;5JH-8pkyeO~=V@0|2c! zL`)P3$SjC0jJw4uf9MjDsZY;j;1e(<<4Av%geHdDQnB?s(KA83@1Yi>nZ08y$ro<_ zx$Q2*O0@oKpPzVqOp<|V=Usk}jBrk**3cupg?41U<5waG*o2|8qPwr-d^5eMWms>t zrwZHC`T(-hdIf4d?>KdX)H+~C%LLMNG2+QaUhVbpy_Fem`SoCqh2%IxT%Ip$fiU9a z3N$-t+Li|8OU*_)F6Fou|DsAgE}?qTr~$F_4J#?wjW+Pxx&8| zz9=I}i5Mg(QvuIBP}JK`h*D78@_L-vP-55x|A0x}8w)zZjFarzFyVM1yr&%qKY#ud zxa*fIQ8}b7Z~50&{O6C!$x5rOt#A6rg~dSW?#SP1-a|&jkIK3-KzBFoR1DtH;DYT& zP8+ZlOp!=u z%ugeN0mMv8?!HMiFQLOQqZQSl zu4;65c+r!4<(ZmgZ&Nf>gbu4g>gfN`^p#OncG1=c5Jd8&8>G9trMtU9y1P>mkVd+Z zmXhukDe3Mm>F)Zr_kMQ_e>&iBp1s$zW~{kjs1Nv(u?p-zHlLf|CUb@NbRpKn^C)m2 ztl$OD{QEMx|L!Qn7b(rUkB&$a))tWCAO<);>ZT2Z31!Y~_-skf#6Q*Tz(SSqvWS`J zz3-24+SYxPvOFYSZDM)jI zVYhH=6KU}!fsgMtEn$kAWsW&0KV}Q{X^A!hu5;rrn3jCy*KBWZ>w3&GnaZ7XwwOah z`)E?GAD@8hCdo-DDa6b^Au(|*o7E$+OVQUvQz~Wp!KDpc(%zHduaSunZ$v03p8g}p z=&wSkkWN5_^j%UL#;4dc@Y2rWxPP#m)I0h&CASxoI!2!!bUc1#3Fh|$Dq>?tc2Itr zyNk${d!mRkVK*J?0`49w+5nw&ZPRI&s&{yNXon$TSc@{~Z4k-JSy%?Qll=KWW?`8)gm&sRK6XDtso#9Ry#3fw;|2D+y zSz5y&_FzI`hmwKX{&N>~p3ASn5MYbT`+I)Hif{kV8FXXW>iz){q8RZDa?qmQj!zD8 zv$lJ;! zgfxPVQ5RD*)W5iheO$Er!k>Eo22)XzUN)i;`vrJ7B~RMtOJ;AaqUr_dB21{R?1F33 zGJl@_2TCvxS|>K6a+y_ZLI?jnY`hY^5@7!Vh|xwpr5WI=koHaO&sPgCmj zoIjz+dEK=@J7ggGYF5O^a@ip4A23=RkP4DO_6mhb;91#NFT$U8r20V(ew-Vf)3pQS z?r=n`kIQ3?aG>+gTrK~{8s6TiRz^P{+$|%;5~npP>hrG5x0?qz;O-DxGR4|4?EN?- zYFY+0z>#LiGLjsaPj7Lp-5);y^ZgbRMyiiNG74jaoN!neom)n?fYr7?p*o` zBcBFLGUY1g0uPFv6m-Vh+H3E}?U~Y>7o*i`hs@DqsL9gt4*!b-!Lr@Z@$YxFOPW*i zG{Fxzy8jZ7R;!z=e7!}gVxJ>iEA+gZ#hig_kW|sjB$cl<5t9Fc?(%j{_&{J_l#;^*I*kS5@faB2|T+OCui5k*ipFrnCAASy(M z`1v4VI}XabCGStA$D5it=QquKL4sL#`i2Ynw8c8PV7;LOP07gh*|kt;1w;kt4AmsG z?X3d_Yr2fn@B~*n`rGTl=(S?}M_U@QMraO|%{(j5w-MR{B!R`|@O^Jm}76$i%$!LCh(x$96rvvMwfUxktzhe{RcwpNB2XicI0CG&; zhjhpQJ1%fX{9Ty^B{vKr5VD-%p00z(+veggMH1?TR0v1N5YnD`1HrO zZ{7a!nD9`31FRGe$MOl+{Dw*(`AB6cUpF%ae;PA>Vi%V~$Fv{k=IMGp1S)GE4B1c% zJW|o5d#G?AV?yTj3r1u-ez+xIbWuwT0&f7X8qB9E8g5Ev>&VE8npL5*oIfogyn~I* zm*a246O`0>z^e9EEKZwzcQf-l66wNa1<@~88MeF8mlP|x)B6=3(G&56$N6C&<++AO zlEYyM&G|8BFvS03R&cB)XW|@r-{+f=S}-A^wEXjmXdK zx@g~r>f;GUBJvF(AW!1Vp8x`^kpCG$8P7NW@MmPbrREdypJ z0-vss_LI0INTQf4>jHQg900HwY?%C@rPOFBC`z|kN%sfWzG!mSt-Y?2O_AyTS&*RT z0da)w`hVv4=>mn_z8%wVQP4uXD)V;11lEa!&?n&*>xt9{ZZ)}_*}MIaKD`v|;xBcS z2odyIFfcw-AU~@b6`8n1xynOP^Gf}ziV-)M18ihsw5aq8C@Im%WmJsrG*{VBZ!cvv zfgU&=X7m3LSlLw^H=cabuEvQ3!|ZQ+=%voim&gagjGUW9|8oX|XgNkU9@VBfK1Rf-R$$e{pC)1MA49ZfhSX`&>lLB(6wEUqbT7~6RexWduxuwL7%E8BQ3S+x zM6T=*b+PyKpkRFQgMK5Mf>m%@>AZ z)^ROdLv&ggj@0Xs!3Q^^6ju<11g^W#$97TE1igjCP)st^%3EUk)T+~*B?n~_e%wYs zD;*(Aihdni)p^V1vg-ZH&Hj;PV0gG`-F){9E}hEy`$*w_{aj<5FQS(GQi0P>BR*^JB>z;l=9&G;QJ$0pW*$!e2?=a<0{7 zMejKceX1>^@~qQMzGB69%& zg-IB6j<1(Ui+)bvi)_#3Nm#)l$9Pv3JSFuZ8i~L3VsF2=3)11?bjaqvm9Hh_Ny;ZV zBb)Co>KKz!UhwdtNc1H^>b6G9A<8!3{G>1*Ny1z6q9MXB(daL(hN}hL*cxs<--;fc z%R-AHg0I}APB1$)sqF(J+au4x};s+2<#ao&!wsGIe^ zlEsQr^|8pKu`@)oGHVt;`c`I-$|>AEbTiUlzyw||Otb!Rv1?v)TwVS!(AN`&_?6Ak{p)8u62xz}}3LfE^vdg#mY%i`6)wAo(#{;8)`<$_F5!VZ{^V@5}O+lV+)&nv8Mo+n>N<5%$7ury}atuZ|v(It0mRslw_7e zt!Xwk&hH%XUgFz@Lk3radX!5BB0u%zSmY?8m^aeoP?L2H*e56b3` zv2&A5@Q63N2g#e?e3d%Gfy<5VqLwcc8GE~d@$pdw2bt;($7$UM%J>yW%HU3}%Ge)% zEp`9h-<@%;MzW4}S1IKEUcdeePxV>Gts~-)S}rL*AKMI!QK_qHupP!%^h8PePg@3C z2Q|anRRyNId)*2e!E|CbQTqC~UuMg!wy;*5yrs>G4k=ynR2f-?5Pn17;SPxwiH}M(_UA3KoGylUt=)( z-N@Txr~q0na(wc=w=iivFwak3$${lt5WSI$PzlPL_u5HW_h4so^5OsZUN_uh~HZv|tK z`{%N;c56JLwFl58SkQedBBHXg?90u}e=g zBC+?wN7QjP^;iT!gAGY+LjEdJ!ab@aBdlnio`&V+yZ_n4_)&_%@4c1gA`a>EiuC2W zgXL+``dm6{tQ~$1i^phZ1=-9m21wf&zYl&vp69tz_IxX|-bvOF!^A~~z-4S@F#9{b zKK#)L!Lw*(H$?wD-q*5O?hdSKhbgTw^;c^RrDlQt=Tm_`Z*h0;!#tVItJV;GOr5`t z5bI_#X%qMUxy^WN@n>e>1H&0F9z_xZ87mhuAy55{bIiR$uC#F+&tay~R?@zc#@@S* z{T+V&a5pkvhbP;GZ5UA?;4zL8MIXy#XAr*j^83{&7W0J~@~w5y2|sTza$1Ezc^!Y; zYYLb(3WEAeJZB8q>9{^yF5nTF_JrViKI#zSm8nqJ&C@qH;p=zLuEN}bxnM3SJ)2hpU*SH&id7|CKx7G#{c-A&%Z z{X0dC=zh@spZ_z&IrB1ExPki6srq`HqU67mJrX(Yfe_mAbOpX%SeU!?wz^89wZ(eLnI4Owg5tQbz*{< zzf8m6iLMcw(a!=l>Y0<9Z(o$t$`!fOu$fJlh!F3^wQZt;ZN$2ULk3Sk+E|KEp^!e5 zpQ4MOhz%LPEx3GFnqgpkGFHwQBC(HlApCkcSd=ZZa*2A1(7Ng7XBRi1psj*+wtKe5NGqu~$@*&_t+VZ{uR|Hq}o^i9eff;5+T^6m+@vl&Y*D ziOH-ByxQeOg7iB>jB%;HkI;Qi+yC(vQV#+N)K2xHSH_m>X(^tczN#c8T(rlYwwX87 zrug)=sUg|H`Md7mb`h1yk#A}5$F6Q#5vcTrOF#hhKzE$pqIWgUJR_dOf#?c=c)dzwaA~2`ez5=rx8w?8X}4o!acXi2w2p zL-l;8Vs2;Rwre2bi+t{P%)aboS~4J3oc%zy{raHR7;@-tS`J?g5$dbxfgva(KFdOQ ze6H@>%`F)_cGS*mI!qn)Ypc)kM@^m9gM1H^-6Jaz&a#TYK!gM-{r7knnZn~c%fph( zK1QXia@NB#Jh2;aV^Z>Na)!MV6Ryje=0h!_>NjI&HIK{`!z*@i(y_Z8w2p^Z3~-Tz zNtQBjg)r95nzz5DrH|=@mP1I{XxQ-no*$=`x-QnC%-~C9Mhd$@k5tBEPO~kBlx(9=Qhwqi!-dXa6{tY~9sENt)6izWckLm_V9cqVPuBn0ZtXM`_&ovz>>rZy@ zo=8~1+JSn);6L!Cc0Wo&U3^Q0JiEdvkrrOt{#{f^C579*a5wj_W82*)#_=C#jYdMf zFXx4q$F>OUd!-$v^0Ps$N@1sYU&kJQ9Us14Rv_{yj&lI_;k9P}&x6l`^%AS5AOgvd z>}hEqJC#)?LXqsd1pa^A676%-t+g%Sn~sEis-j2+(XScf$Ad#_ij4>5H`E@}l!F$P z?>5rU4d0mZT~d^OGDRA`qOX>TN#Me?tX{&>8#JLFn#gW5rFoW*kL=PLEaP?YY z`XvRGFBAfi2|)URGzOk)L86hs+(`o29-7jLZoPQE0?JxTV8-l`YxCpQxvg|4yCK;_ ziow*iN1FCm{C+p=R_(4Ky@67q>#Gq{rnvW5$K^~cwUWaE6f1mr+vjIyX%s4S$q_}T zKHh_@E3FyX+7J>`N||^WmY@Rj+9hP16yJWP+nC47R%rx?54GhZ7DgdiOun}Cy#9%B zj@5-xF@ zt{7A>S0b(6*w6;KuBo&A9@3^B5EfeJj|If`9!&$%SG+uw~O6iNAaYdV>f%ml-MXvlJurjs0aUpMQCA;nxbbf#~E+4$9Hu z{C?kNj5GMx8rgXLi`VQn|L)>;PlNj(F}{|TV(WK39Z4_=D>DzCg+X0OlC~bI%a%7k zk#9V|qFw(h-e}O~$lhPZqF;Z8)*Neila5IKga@4$qr9A1N?s+hJO{F3Z+M7B*x@Lr zIZe|q)^eAacK0~xkk3lT`kdyOD`1q;wcH%iQ}ui;aYTL@kMVKhQR)P zE*;^H)o_Dj=TmOrKt=6*=lQ10&7Z&=yN3<(*1f=nqECa_GRKSziC<0TEpMG?241hn zPE|QBgTp-X>CbYMxHxZ=j>_oMso}_-^vSNmf2w>1(RI8w`7esQ-OA}{SAQE8FNTem z~(~Uz{6KpH!o{FQgJ2kh|6pGi2R0rN&h8(^XJPd5)0)v#(L1?Z~@DxhXdUu9#65= zgZ2<4#^km#*1*OQg~LKGPo0pSg^8#{SvfV?s&2&LkwLL>O5r1}(_3|%bT2}DbP*TG zzp}aFbtC`RhpLDgF{T0Ot_?YeGX!sf7jJ^Ce0u=lJxJ7rRB1dDMAY*1?!CY6vkrYH z3T06ebvVq?GmeB&ASUZ|9+$XiaY(537OyMCoNAAve{PqN#k4I*;!i|PJDm{#{Wdqu zOO?}&F*K1=SgQ+okS>;WFG0UItn-ADWtX7C+#!VuDzMmj81a|`cy3xx=qEd(cN^%x zn`;al;?b86X1(g2tmX{`2A2M{V$aEdk>DF;9=V`|vAIY?~%ksHkaX!5Vag(fso5{1fxHt|!xzEmY zD91QxW~X?BdF)2TLe%ko)wY;B*&>k6ucd}W2aGIeoh}R;df&`UVfe83uu$w^l+9u3zRHC3uxm+@<}r2eCjIET+H_oStsv-&Ma#Q_G8`1k@?}B#@XWg6SF1b!>??@oEu%Go6W@6Xumg| z0xx?}1p)w%bDLW|zvg%%MsL|FIqDIeXhz}e!1VQ9`wlpkH?!C)jbC&IytU87Z3$DG z<^^x2vu9K{Tvj?E(2)dLhxnZHgd|JaJB~^CRP zqhtLrSg`Yi>Ox)P8CtE83wf$st)=|q$taKsfdtTG5gq5-s3#I#*L%;U9z$yJA!F2M3g)~&L3^$4{(+Ou5b0Z0&cT6@tq zLx9xvqS32D;ORV|KF}H9gy>sn?Q{{_Ur9Omn=XOVkZf9qFlSMxQ=Zox8%t%Z z9yHAgqp4nvP&<9*+^H@P+*PuxFc>Y4MSJ&K)KI}8z3(IULe`W5J(6~oLl*>heWOWw zz_m#_q6ou$Gktmbf!Ak((}F-|f>0&2kbL{nso2+FM)O6qwMI^G3p4s}|U?x`~-VjQB zn*Kr(`0+H4gei4an7r+m@86}YZ#1Z0x{Lb6ik!H|%7h(o0Z1^IM901)BbAPSIO3-k;O!FJIy7_fxVO1~AjLUkjCq{ZsG8yPdczvHC{2ptOQS1*0o5W? z>M5(0mi5^*wQvEuKj4=r+4b; znd2Ey5FNPhwdXFUJQqYD4i1@eA#==$R-oN7x_j4*fLjv1e$b+hmt;kA&z;rl)+csK z3<^Zg@+fQh`CHj2+iM%ew>L9{9UqQTQ5x!Ir1bTi2f0A#hZ4Id1#?#n(>gKjg%eg5 zc5IzV$SJ&dUKXB(5Z%L$4NByA0 z?&@#qeYeFh)p=~h&6|+YJ}&rRvR5TaH@TFVGq0)FHF>`4rO%9p1lF=dM(rR`Z}FG2 z{z@WHB@MJ!+0{qYA>`;0cs#KF7PS7`<=^fWj3*X*ZIBc|{p;*Jo@0x&B(7D!pLc@m zEZ33bjSaW|&c}WL=vF15`*W7-OW$)=2g;7g(2*+Rp4NV>afSx#@tz*t9q|^WG>R9) zoCxVN(B#zcE2vr%x|}155LGcIl0*jfR@#d=sCk7R46@j;E{6YWWxo^1qhcNrQ-!sT z5UEGAz+6w*q9D~l6>y!S;+FB&U|(xpeSEp@041R|hSMW*B(?guf^n1M`Q_Mc=>B9P zjC)SJc0m7)S8>Un-5k6xtb0;E;Z#^wt&v~GkpEnIjZ?crygs_&x8rpaNOs`Xk$(0( zph~aPz5?>(&i{~p_u%se#@%bP{qw@lZ!}2js7A*fLL5oi?-6I}uED)uNlisrT%nLq z~F(By|A1W*mRx0(gQcXAcWTpo$ntlH={&ifjRUI$M}&nPQ)9;Vi)yFeZT#rRz?0k+n)Dj* zoMa6Y92O(ssVd-Q^EFISj8p8Lo7#i(AweT`pM{%!XY9)&7TB~ZjZO}-$AzkLHsibDn~zYj_V}@z)y;V|vG3ax z_^N|aYLyvnJ>7G~2RxeusWOJFJWp_Ohg%wG1)Eb84c6B`Dh2~);IFVc9L!OE&al{?nogRa6 zA&_Fn!2cB3kEo?`T)#{$lbU!oJIY&0zdF06?-pb*mcJK<7HFvOFfy3X|AWTve>*WB zF~eQRzrb~OmYi<9+ct}7zGy&vx;F;V-zUi#PwR!w=KjY0lN|jcsj!^LAn#Ba}U1T#Lle<+Wf+!4wC;2@VY(l7)o8HQCnd}18 zeHjkFZfFv!L#f5sQ8=uCy5#x>54GI~5(98Z(pOe+6!O#)0nEY_UwQ>cge&O*myghq z=r69CTnM-TmxDytKNLc{&Nr`M(bA+-*AR6qf`uN*N(>2beFsi&<)@sm zEBrj)%amI`>AlOoUs6eokxz`sZg$;5v|Ji>L$0JB-F#D+uR9g=2NIx7lg`mxJpz7 z(4)HQM?jNpquIe)rGyFi)e}Gn9bEVvayI(3gG!=7M|bXBOY-l>-4z|^m4~|7{>QkX z92LvpXmoi0-G4mr*=Ftcj8KlkWtOe%sWlDi_5GMzKwGW)cSGX$yP<}ia1ZG za7%^9#G)>1GE7~wNd|Q#CWV4$v^8B#{Cx)o-m~np(ppPbOrr{Ckx|JWZc-)Ca^(NQ zzJXc)LH)fzBU8I-8D)$c){nURTT*g(2v4ZYGhApdv`}$A7VL%HWoztN`r7p!+x% zp~9lHewR1(=hWzwK$Ub>zZo;n^7+9+>Qa0<78EMyq?1_DHc(bCUv zxivyw`f$EG8*e^*S0aKpzg=}aX&q<(qk}Z55+58l*6JvBf0)vOpo(!jgOz1RLa2(D z+N|bKK`wg}3rbGQ=KRh7_RgBAprr&i_qv{p%59f6pOc=JDY(7|IKMaT6g6D0Dfm~g zi2A?Za)X+^#F@)^SiL>~4`_^M1+Sl;tvvT&d=k<`_R z)~NxpDnW-^e<*Zv0ZVLGe!rlXx~fX%Vkyz>-GmV)p9n7yiZ1c!4 z_{1uHgz}5RqT=R#DOo97pm#KEW}R7X{K*rUWp2a)FzvFALD%X)$IQHcq2p6_s7nJ* z`d1|eQ3{Iyg~W_3P|gMo%3Kq~FpThK(gi3u^H^)R7d%q>`$|pX+0mG(8_}bCEFu56 zX~=q#J1hkJT}NfbGMyQGi%4;p_H{~1w;*`l$p7F2M=ZnY^nm#1xQ-x~Z{s_;(7M0D zVr`Aau!j{jPp3D>ES)THMDI7pv}p8ne5mS)@}Vdo$`#h?{QRPs$?r3SgQ#ioWr}=7 z63Tqaf(0icw!9idiK`})G6=`W&xZdFnXp2@p&wEGJ+ecK^`9H}gzixw&+Og6Z2G(w zzt^h6ku`oMCZadw>>lP&S=Uv|y*v40`G;(P0YPe;t%7wI10aO9#PxlEAr}bMcDKq< zu~syrnTN|&Jj;R!LP~kH^ClK?9scUk+mO3AhFKZ-XEJ?myUDpF{@1;7=YsFxYFBog z66i3rus9#OAstSS56v(1JuKiuO)U`;$Q9pyB98Bv=9m1BM`8k;uG`Yo6kyq4V;;aU zhh+O-i-GPj(94qr*gt)dsWk&Z5s=+CKt}4p#>DgjE%N@T$?G-wh`*G!W(eeLAUQp22KGhjq?`%9sbkY>-dNSq{RnZwfXyat)Qb%lf>}iAqvkk) z(GJt~ZMOrs5hV7*-MyhkBRX@ecYd$JH-tlg5#F_=vCXR^n(=%KmiM^bFL$N&V!ojz zXkx26`Gwwp3y4-_qF0g8pT_lw!gTtW43&kmMmNv!CE>ld^yn`?w^6bn<=66jK2-`& zf#;2g?g>HkR*2X4grbkRSq>*ME9r*7e?f6zBa%zeV+uW1oo~>^!bb zG1~Y1u@vrLM~GAzdYc2LM=8B#qKF(~GYY;rB%Io#h?(jbJ@z}-+1b+ zz06nAGywX5zJtdx_pk5Sk|jYT_2!o>pSQHFi(;kT*L0~5{LW1`(6A_uv64TMRLkmh zaBoR4L-)v*9-xlEj)&0)ut)zdamBFW&VbmLjWla~3%Y~u;20^Nw-|hpas4omh$6?k z2QTVD%93+LD>r+(5zs-H>L!e$-vwzgd*Iu}fa>3zdb@GZufHEB$<>0V`BE5SVSt zzryQhtl?~i#0F4qpzu^n2ZgV%`KoP7%Y4b3ZB9^u+frsiBcPT$TFk-a=vv^ z4o-Uq9XtXB>9giaO$Dq-VmN*M{0%XFJ zq^T>xD?9fmWh9z=1uhXc-N34FHsKrP9T)!Q@E1iuQCxVKvw+Z*NH=T6{@$s6`Iypc zqtkpXOqZTkYiz?+;CT%440pzV24`LtZL^Z~R31=&A{RE;9`R*Se;~=dTenWXf3Ypj z>V7vQCjp%?6>X}m68gCxKbdw!8sUPtp@PkbG{Nc3(maoh(&cz!=M+y53!$lf(%{W_ zvW;P?g$JBQ=uhY9xUoyPv$gwqlvI_j2!S#Lc3`v`(%*a{&8_7D!pBJ|?bp&rHj(v4 z!>bth)oU1tA+RrV=swQ@w~(tQz>=Ao#G!av#9+OXSvZ4lYfEv9Nfr~i=j0JeYG zO{skg+H3#wd@r65NfG!uO_b@~zDC@BkQ6Qceh|)$^?uVR_PYe}r@*b%3b2u_r%Ib5 zu=YR1byM-gQRnC(u@=E?0rV_eM0V=yWS>rTGGG@Fq1$FAYY=%LL{r-b7v%*2t&Be| zZ2`g-VRDY{UnIDFd#wpno}c9reJ#UZ{7X&Y2lc`32j{g1gg`_!5B5vor~sF!wpHMD zui@J2`P5Q(Yz22gPj7q8373K{pHqhE9j91eUH$6_JzxZ zVC1RLoqWQPxr!%tk#K$eIDiDOg3)r_t3%k_B+Zt`>cWAkV!ipWj@j*_g^)IHMDVZo zAzsxdYC9^Nv;yq87FNO13UR749Reba6X%ivBC$7ORasG$0DVY-1;5+RtLPjn0)4=R zrR?|)Q-8hsO}W$NM7X5;ZH~K;;08Gs=A&y1SP7A8mUahzGLFD%4k(zHOZ;+gKJO8) z+M7_)N=Lk$Z(IsMzXCvaM2=CA=Ol3oVVU|axODMfyjl7mtK)M<+ye#_$X`OW3~ft> zoG@-oOW4Z>)}T$6XzR>k%9cmHc!}Eia0-IcCKn7Be{OL0R--RT{Q_!mmhlKg#GY@s4prUBUSAF zt3pJhmbg#L*!Y7w8gVLr=+u!)ke_A!tt}=&9~Bf!MjKItmku?0%dW$8-cgrPARQr@ z6$>i3|7A1=q6GA6=ZT)JN0TrDxkV$~Ka%zj!2Zv>14(bW)N2aY(Rc^X5tECL!0JGh z93{Cp|JN;kG5`G~t)z0=VI*1-Bna5DdgS!BQfsewqtX2JF-?;&I7ird9s4gU%R*Ms zhwk98JpV%pVi>toMmF%#g#EUb0m-0bhg?xyC&1oJM?GWtckW0zqe8|ROn@&;!NL6a zc)hMrrebn7q%_)q#eknN#JGE@#nO=#dGgNw@yCI&*u830ISQb?=Gnp85$HeS5+Lm= z@M+gO5CaNwSBaWFFT9C+b4h*U`o~Rx5OuI_6P!r^_amFML(t3?LMQ|rRaqdTRgi;P z@EzbxlL2xhkS9Qc3Z1I9PEO^>-n|7F(=M1caW&JwU9A_tUjAxs2*TDOd9Wti#NF-0(AFGB;+2`$;$ts1&@r!r{%{$mYM+^< zvwnHTh~+)RcrS#L;DcBkQ_7(Y_1#>%#N3?J`%OnZ8Mib{ZICf8wmcQA(Jr4oa0f{p z-Y%|Fpa;WWe93uv4E>1~WIA7&)5bWkHY%pN=5wF8>gXuO9@W?sEgdhH?Q5mQQvU@2 z%?jE-@LCxgK-UB+dGO2g!_H4r#%CF}>e-L4n?wZAyT2TWPS;`~+~@5AeF`ISi^g@l zk40CJt@eNhvcL^Axis#A)){3QAc-|10D$)5@9MhTEedxDmkv-0z^?3Uv}iPM9zZIE znn+H=amdhYUOKE2?^j@X+eX&R=N|!U)T+(Vs)m7+k{Ivfz(BEkG#3se^=K3}b{hzs z10{@v_9wz_g=M)khk(g(6_o8FpT#y0Ergmh^9AOS|sU3H7iOv0pC{(Hl39{Ikk5I9z9;;r$6x0CE9LcE2&gZ~CX^5}sy{d@O-p=v z;x-zF%Fd^H%>M7OFF>$--^atW>7qUv?qTP(r@&LA37w-geaW;il5bMn3NFzTXixX0ai}s!iWsGP>(J&NW}F|h_=eV!afB>qvIO0 z*wR!5Pvd-2xP(wDS+uceTMDf#qW#!mOU8M*l;CnWpUwHH7vg;@N1t%Z)tjmsY+B@ zrgmLmy7qr=%%V|3;Jw=_u$s@~QyrH_r2Y}brcl7GH}m40F{QvBwQ~GUDCl+M8@*xJ zShh@smOXq(>sY7rsPFb1io-iCOXE1;W$0L%eysGJV-oc2D%sEd#gNlAfqVqy#-$%h z`;g;c325Tj_iZ&ws-&;g_U>|i)bykO+!8~VKmz2JDH)ltYLCRnu(J5{0YtT9hYcN< zNx?%n#Fh-E^bi`uTwr#x3_W}XvftTjIN0F&2JLOca294JjXm!er03-P=7?oBcE$OFHBJ$DG%dk3(^0k*;#Pct498G;VAc5?IkpHIV9O~;`@^yQ#X5!lGr z`{-D0>D;rqUG5H|6M0Gkzh9?dC@^(aB0+crDG<=9u9IcjVIjM0uLR2b$4s$P3X)r_C?|SG-%{ecM%g$}6@fAdT0?6F3@9++(86+NKvk#x$JUBseLV4PjLZ9}3)j_vctM#PT zWM}YCdbf_ImE%a4X~ONnpr#1B>ou(zTM^ps3r}$#b;h)aR9=miz8mLo^%Prp8k?=0 z#^BM6YYE!3ijqbL4G06jL%a>1=ImZEbM@XIE7v|biEnGK#E!?pE4-Pw55s=;4(S;M zz@pn{mjHiH>#Pcv3$Ens6#mX{umw5OZc-1*pbd#W9EPFmalv^76s6+bEH9cO_qz`@ zoEtYYSd>GQaLcsYkD1hR>H;ySq|tBt8^+n2&8qWN9d9j zX-FXkm1-0CENsuM=fs_}dN*e8+$KMEKcX;wUTmvdhiw!q1e9H;P}51LP&wDr{%_73 zS$9Pnb49CUuXFT?Pa3_eBpQ;3)eTT3abt#=Tc1RUWAY(}UDQVovDyRN{QBl;GWFip zm4*kHXJ_xt%YXyoaqbb5t@_pb1w0KJq1%hqYr`vQ?2C6PVSi*|jIKN-(;fJy2|^TiuzXN`b~)5Za}v~onp6ms`jJZ zi_uwy)yodD_g1^dqj` z)CtG6`v>uMK11DYRrj%G4Q||MXA!4;1+Ym);$%TfSUe*hs5=H*=~3bfmbaY4f#HDo zemVI&1HA5wdwO)?5UZ&M$ z)9k9ofhn{5OFhrv7@<$Q;q+o_>|In!1x!!FjL!aRc_GUVwg@e44IiB3dmNxEx@ zJS29jwhX5Oo4%Rn%h7S9osQkKJ->NX)!rsNVcCe>tJ&|?esZ`Rsj9tgP=O%pxS#=< z$k864o~Oobq2dAS%dw%Tu99z5l0cEeZF5($3Va!rxIy5<=yRir+0nL^oYXp5Xj>m@ zclvp3H~01R;V^~YsB?MH&>Jk>4b97N$*vZlH<$BfYNemCa=oFyey57oIv}%t*Rshl zje=hqceg*f0l3cBfVrYLVoohG6*_b~ni0i#*o-gcyC){+V^NuQB&jIt-d~2q%&GpU z{QOjeN1B6UC=o1Fc%sUzwL<`XEyN?ZJ%ZJBSP|3r^6o|ooKolyw_lPi6zbP`xH{9{ zzfD+iFLL#=H9x7@9r_4?92jh(H4UCT3~sm*47r@>vg>gWPvA;%P~Dt!rM!it!%@9W ztS!U|kLxU=VZZy_HIe*s^6t3w=_+r4OZvgJ|6mf#TpXN`(mw2+8WzAPn6?A%=b0St zEK-U1%#gT($@8>85d@UzXM-Jb-M3NWNL#tsM=gBRV$t+mn;u>*=`P?sk_5 z6FOcQooXFeHXb3tKmvIt?(P~E))nZsr8ERypK@!N;-4m{Z_l|) zItl(OmddB%W-M5cPFN|nB#?1!m5wmT+{W3N< zB5d&FAY(Fj;$6m+zr8Vf$qP~`(ovd{f_e zqSGRpR%I&s>`v3hS9&MI?t9K{`65?dRe)Q|Nwb4=4d0K12O++M=BqwN0a;}YTx^$c zM@jnByw^(~%?QiC86)2e@G|TSlFO6dzKV-HeDFINU$~~!@wFv4kcdQ!`zLKScR3&3 zOL^!Ko+KOx7cagoB>NO6g=>cr`bj)(U?&&6QNE6WHwq8j7zrOD1k|C#krvfNu}LdC!#tH&+B5=Z~aPpUs`WcX*zbbw&NyFIe3)fwe%-4RR$KRtT>gk-PLD zWkZ_cFF{OgIU=3|ZD&Gx@#gEE>7%CX_AE*LpyVXjgr18+L2pI|k&g1hFLafEKD=dm z3>-Hw#lP7@f`A?}XOYOO$G(miCiE6dXAs~kPF@jn4Arf|%#(B4;OqXdF>{JP9RW`C zkJ1zI1cb>MtF#8b@81Qxu8?z6S-4t?5<5BqIoR@4c(kDbg}#`?p}~8}S*Zaz`%8Ck zJL_DVW@04FCGs%#h-0kbhFjL~F9@VbVEfA`Qf{P?UD@zf;=}8M$z^YLHGp^_>bz~{ zT`UaiZ>>C<40)FNn6~nl7n(+&B0ZU-_lF^8nx>x8Y6hTxDZ<;$vK2&VE-)3}$^9Fo zIb$MX=}hR*CZbyBFA0awdh(*DkpBNF30QqNTu_MQtF$LXCWKXA*&t1YIbJ@jHTK0r+MZ!ZmdV&W z5T0;N_uK8{{muIv>;>)e?`%8avm*H`_d`l2MnboDUM0$OnEx7UAva#YD-FAD3N}@j zx-Ls?S6UlS?p~DB{z^) zB^XGL0Wr zMAxF0L?fi(j@Tt&u5cG_q47vb53W^vJ3nn#TxK#h_3pz#Mt9%!R9Ol)kSFZeB{HNu z{`qT_a~IrZQ@+Qf;j1Aau!MLdS;W{Ntbj%V3X ze}7R0>eE_Dt zx34dI`^2}x+U9jao`1`yDlgaprBd#Bcrhs)xCD(7xv?|8!!-T$YeV;y!je*sG)Jz( zR!T!Cr^}w{HrlyDo#MxUEU`NN6&FzC@;=Y_01ZI?@9tM$e>`Qpm&>#J*16<+#0kcb zXZK#Fc>RZ_t<}Z6QP%o}lM4hxdAxFm_%Hj=Pj%;Cg5FDVP^DY&h#Ijbj~1-{QoQyt zDMS6vLJax({cxTql+-o4Vy79Xj4%)(=3yLrAX!~{GLaFH5kIK6z*AL^E@nLzmq0Zhk*6>BixujSK0S|W_Sn6v?p)(

UumE9)%a)bgEBEQz?ivmr zxy?VTBH8ck#a{+9A!8jriwf~$LQS>aUI!IrD~FM_r#gG4T*(Zm%FR0%cMtJLr1j1k zB7I=|0jkT&HDHINA8dYM_jEuyeFV0>xiG3NanUe0pF>ku?`4W`Q(T~gLqIe%I$Ed+ z8=4Ul_9(M#tm*u5nOs0%c{LmVwd*56fXkg$U+Vq8GT-qv_-w$l23{fXy0b{eLulbyU>d_w^tONDC?{h?Gc4OG`V_ z-Jo=L_amv43?-m^ z#9OF*>PVT9vPQGIAFU6Rhs&9}%r6Fr(LTtAuT(3g-4Q!u3dp|M41cFqirV z_=U-senG(@p@08|>=&+FhqYC;;Isb84>y0w@ zy6RuHI5ynO9P66Q^%KO?e+`w9QJemQOmCO7Hqi3Y5zeE@yO2-LU^F+yk=S68EiZsX zlFm3k1%>H!^U!TA02!F_Yy^7)DQX}P%I404FLwdY*+@kDMB4Gm83HT>TS~Jo+sDJu zZ&ZWH&qcUPT_TD?N6@wkb;9+x1^IciIaq}QGN_*h_st7OB@-ns?^C>47Erw|?2>|Y zleB;`-gnN_wB*aqp?zz4bPg<5uM`zjC{+M{Fc#0@oFxCo#k@WyhaV=+aJOlEJ;5J# zp6oS$EV$z`eqd>MoB~k9ZgicC>3hIGGLr~S{C+lc3W~{6=Tg7z!~w;}1LaUoAg}$x z4w7s5_%V^P?VU?AEtfKt@b&VB$?w4sP`n4oUvv6Dzw#a`Y2BsJY64g!>f=E$Rr4|E z27Jc9%AA*iOwF8v^drL)INonusni&zfx+@peErL;Wcd{lxL+VbmLA=4zt>p_+G%{VABE_j;HF+JIt_$2c2ql0$~ zPX{a?SDRvz*m5^cVml2&ocz6z{n=LEBs4#TE9qHi&o$3=l}s zu?-h*NW7w1^G@I!beSnL38;cf=AC@dpG6UGV-IiBJ0asaxZxHho|<0$R$^DD{8s{~ z0pEj9q#?b#asPctkfoZ?s$Nh9wH?Adj|57L)vQ%gZ0b7?I}c&o=&BZXvTV;2dLvqL zJ7kRqud)B}FF{ESO(z^>NxA0dD&&>=);07fsOl0O5N4&gOv#|nL#>6r3%>(hHoDuz zzn#+2N!3G>TO2Xo|3&@xo6?RT1kJq3bMvCHRp*6W1|-2@sv+E#%fA7$ND8jajjf0A}lPxXWWt$?wgF$AHuZ%FHIvlr1<#BW})% zwvD-d_k5pPuw4+C8tUg)d9&i2yKjd*P}aWYqQCXRZ~&9SvBLJ?gLA-=H`oRQmAV*4xoBDBDqh68V6j$Wz1tANvX4YIp zue&w@;e^S@N}1P>9`c#MrWD9VqF%>BFQ1uL?YBZm4}RMCa+`Ut|H#jJ$NW)eMa1e~ zA=&5rx2%UawQzHIlW*BN0QD5ImHP&|W^Q#B$6xc zMAuFKCie8uwggn`7+#_dAASXk)bC*5cIeaPXk+5O-Ro&icMis#r@0I(1q`L>67$UD zEf5?Pd{DfNN%lTtp9&$uU7f{kt}do@r*$mB)dQBvTd_A+U9&jerkK&)5*3ev^r^5R zuanLCq607t6$J}$`x3DIQayY5QP{V)##TOW?);*tYpSObou(5gq z+#~?aj^px;U*4IXTSbRnT~Ch9#9g3jM-g5{mF_D4=+!er)i*?Rq3K$Zi|rrru3txL zgtyJYN7y~+&<~Dl*)cNig(j5d1hP%wpu0dXzNW93fS@H6_4KqGz8MAKA=m)pFNJ)w)!F=OkXVYH@@?^&9CK^Vf=zFk?1vfMny$Q0XG}H&V>YD z+6+bN`tF{z{amM>izjk-KB?9G*0nBsAdbl~Kkb*RD z+wC%0Ajq<_Vfy!fM^5d~eV*Jk)2HQ&^44g*qMaDLK;rC__`&a__z zbH?p)Bc1&H;-;WPbxaDzu63ZbFd#31kTZct0+cKWu60CcxeFQus%#Z2Z|@pqCI7o5 z7q~(|9_Hw^plc5Xuk-C29=cyNig3FMfA>2js-F~mBTN@O}3Z*OImdI%RN{)!aEFx4N_OXY8%gg%cDWWpvWSd8se;Ib2c$Ak#Y{>Jsx#|VrZOpqnYtyQSiOx40N3P=(ry)u5O z9SR&*J7$U|+wU?*yjN-NJ)7|$yzzfjQbn44ve4_roi3Ig4HM}h7@t6Yf~_wn)Cf;1 zRDjt_cKXF%w$(dr;=4NEp0NGHdhuBzqPLTn?)i)?oX`m438IuYB<(;G+dmyPpb;*y z_6h@{CI1@8XZJNT8dxv(_Sol|X(INIpJ)E^UlJaBTb$^a=BdXgXfCEQ0xVmg?u%k& zIKM;I|7xPS{;ovrZ*(lyG#>$Y>RKLKE0alTn8G2`wM{YiBT?&F-iduj76jRq=B@b4vO!Ay`E3P|EGBp^k(43960?BPrJ&R6EN+RnOOs z^l;lIoVwb`jfWRZ{64mVDp1IQ(g+~6fzJY&A#t6}^g(_l=sXgg7-UWDZ_&tiSrqtW z^5o1NSqvfUBsl(O7k3+nFo1p7VB(!mbN!lp;H&rY#URtVE!a1K1MAg&hUz#dU=*#l zK0QLj9*8eo=;N90h-)9nk+T3VWFts{f+XM@EAcolUKm^5pEBPrr^dHw7Oc+u_s7WV z50yaZRqX)J>#7myVsL`2&Igs+6j}q`Dtg)cp-#HmOH_SJT z5x0DeMT5MZN|SCRE?Xcy8(1TMfWnBo3P%`AZGMx_tE@G{4FpnLC7<*HL%W4D=xDlV zbZxh`1XN*4ngUTORO(p;_lD~T;{eXllc(-w-Lljg6wDRbOR2a-Pck47F$W@|@Uw0U^3M>>GgkVDYOI`gRgF@UqIf`f?2>_@aBF!yb<4zm$8#qlpYg8Ua{f4doc@D;AUv-2t z$^szgA``@$3W$O-lg(prK>oQ_VJ1Si{DrIH9WfP~BeR6J( zIcCaUxyCj1Ra$+}{*f5(?9Q{Y$#QP3@kEnre`toNi<_45O)dKNMEp83&5nOwxFL*k zV>(h8BgOvoD_RTqURZ3lfo7_3G||P9n%XGCG$36}6>mL0kV7!kyrS|nfQEo*sA}!Zs~^s&asfi(E@e3OL0^NAJN- z#PE4TAmx7uml;4t*PhwG>5h_r5Sq5+@<`X=zuXP~bo(}r)Q%rBD;J*9q*2`GFYI3& z7}~#3u8u04V15(3`(OR^6=2hpd5XFf^~v&Z!-sdXECNT#4v@(^eZZ4w<=%Uxn%(ys z8W`-%Q`jp@Q1M8Dfhf1VckDy^gLL=9VQ-CdIjd*w$E~5+L|Gm^prpJZ|Mw7z> z;81l60@K6RT-thEi)~%b#Pwq0m*)FHx^{QkX2u8IWWi7V+Ox~>6!LW~vfJLp)nESnI$$gj(G{nfa^Fg{W8^NW9 zF#$wxj{+&e4ea2B(S3^y2yX_-gjaja=Qhoq`6Na&IwR|$zs+f+={zl*PtUq;q;|TI zpiTiTK0WP&XUVVW9f#RrB`U@wbqm$M?cIyZrmhVI5gN&BYoM5}_tyydxUQe~$s3rV zRHh6lh6J2PMRbqKU(sr3^|$cm+Va<+;We>;Mlt? zoKFVZFRBlY_T6p8?+I}{c2a|f<-LwAz#R0?EfUI{F)zJ3((F9n27tB{&)Aa`2_3Da zsGx&3zKu^JEhUY6WWSnkYhZh{k9n$E-qp8m{N6eN75S+zI3eGko?E@$VJ1gfgA`((ye9+R zjfW-o*tWEgmd*TByLp_{sXAes%F$XZK(kSx%YFZKNIbpGuOW@n#S9q<0bJM4HFZYl z_zFvtcaBBJ>KSN%GT6Mlfm`snb;$v(?V+7pgyS*bJ(BtsK`8g^sWNWIA`us{cT}&I z3l$h7abE*92 zeKgLTT>Zl9LhB#O+W0FJr3o=UdFL_QoicJ!mJiETN5`olj{YRf6@BG1^zo8qO`{__ zX)r`oc9oHrX#TBW|AbT6B@o&_Ud*a|R57gM3ExtSmrr7NdF`|BS1DT%8$@U~$sAPp zi|>NsI}r)-%H#W3j1v#@S+-cQedO1l$e*R4zrowBe+1YA+ z?}Hbo(HX6F6=;GKU?a3GhP%S)>4ejc+RA+ zA}ccK^AcHl^@YkZG0I|DAYaMRyXm~CW@qbHJsR;iSF9049>t|DF1-ec%@O8x* zT2@BoLvf-X4+^qcYW1Hu`)*lO9!}w4BF|Q94sRO`h1t$KqsP*Vi;2Z0lOp`D4o3o# z*S!v(o6vP6<6TkFB(syenWuVpIGPSh?xK#OEmL2^J>4cTPUZCBJH+BU%q%!R&^XHd z$9R^fXoQFMz6`k|Cw-eruhz!s^JF8V2RC!8lo+4a@au_Rv|2f{Nb*|8L4}Wzt!5$BFm86sDX)2W=A-gyOK=xVnwA*@2T!%73yIo0Sti5F#`| zLqF^ZQV-Z`wo=k(LW(@sjV=05+{bpm@lxFCCJEJ>*y>A+HYxKXRM9bY8ryYd4B)73 z@9ph0d3O41pYGZh8i^lZ+{KD!-$R$!DF%@heTUt(8W_jWwuFj7%ff_Gcf#6nYxf4Q z0D1I1sjNAe0=2N|;h|!1>nl444KnC2!Km$qj*L|{lR^#ROznpUVJ2Pa0$odp6)jn4 zH5BWKDRL)0Non=t-Ya2Y~)nga5bz!5~q#>B@)RH zgCBdWUTnNJ6;fh^wt1%=BW6D}><>9o!6|Kd=Qw;#Eaee6)t+FQ%u5JVQcO+d;!k-_ z*L%7#Na%{X^`BgLl(b^ejfA3|7|7&SBS` z;`HkrvGIoUhOtH)$@?TvU%5z8m3Yz7Gx8RhM%n4TPKc5k{qoNvi zbIuhz(Ku{ldxf76!+A|zfer4}g0q*Vqjz6HoIAPcx2WWxXCoahYjppLH17E8tbbW# zDcr~);ylc9dNb`CY|8G}?D^iTt3N;bfMm->#rmvz>m^O}TreTeDPHq_<&WwDdxEE> zlip31o_^YqM4i{#av^RrTFQ-VR5Q$dMtzoc_h0VFI^7bd{ZVeii>-+ow)K8XkABa$ zH^zoVM_u_>qF$p6wC^TmGq&hxt|i4?)arXhz?Qr@>nk4@lfys|_2a6}T1>d)Dm`9s z6|h_z5czGdZklG?o4zbxsofwn7l3$%s8D(!qMfkYCw(q$z0((EV=M#qZlhV0)gs&1 z!Azuw1N;+j(Tn)8k^8eixSo6h;<)5p%x$F?6puoGjUXNfcD|2rUzSpUwrDt2)a;yiee&f}# z%=}aJ$zxyw>$edEEjbN0@xy&Dr*jZcLlR+h=WVdeS78g0QjJqP*8 zvGkhD%=gWrHz{5(#AXSg4(DkssvqODQCn!cZ^wB=)-;b9FNm+OXtv1p?BTPPk({?4 zt%T8<8qF`Du#E&tLt}TL>&cM0BIrF|$zZkxePi8oysf#@o%rM&x#i*DL(UJCgWoAB zcJKGzT>BVIuAh0()A)#!o(Rylj6qebescc#0FykS>Z`gkkH9+KcWoS_7ARsGgTq89prkH271~y8w-=uJovp`$d ziMzTJNr~f0&-e@jc*A%p&}+y_YWQ|~*!N;!12vAz*eN;Xzw-unGuvhq8Q0@S$7(-w zYBq*N^UA`WiqvL}?{%}6m63>3vX`-ym#bpOQz(D@Wa-|3J~j)^qTNhLbL*PN&MiFI zu32k*!E0-He}o?HUw^tup;O&$Q@c_JK7Wp^D?s!mkC$oM@@{pj$pGK1#Nhx_t%Y6q zwStA(e$SE4^a*C4fm1Hs`1wm z&K;?xg}ztA`yHpGME@mJ|If#xlnJ1=z4U7-r*v~>h4ckLs6H>64@(!iqn?O^)!DYV)YZsN zHp|G`X;|1pdj%eCEKXHdiyafP-pFXXR*}85s$O{R#%)TfQWY9iEk`<#ULv=j&XYej zchLGR(i}eJXM1avd?W7~1xCSzOTA>vJgQ zr4+cl(wt67SWi?(PF~pCI-HLLbY{@3oOoEL=nCp+SZnro%Y}XAtYG5)k{AD28_#Q& zR#Sd&fW?}_Y#0Rh*CqT2A+fW|1e=+H(*HEqdQbZ|IA51o>typFmSfq;@vZ_=c}7q1 zME#GQt>ZSE`HiRD*l0qnU+5n79jPz`$&lgg3SO7wI3HvON|K$PEp$kU&`^2bGY1-+ z7i{N0I`$MCS<8{SJI%0SOzwfFzs+nE4N$DmaS##RuWG> z%Hu-!YTa_jH|-VYga~HF$B;cP-*EPJ6Od9!m&P8N=?{tf6t#&>0F}(W61GngTpInRi&I&4~$DdP7 z<>AAo^r%NB!z?A$;S3U)`b$PrzO+WB3sv!(Z(GOuz6`0V*I=gzW97iVRbL;08_U`B z%8nO|E}ij|)OR|qo3WJe!Yoivi#{2+dE8y|Vk*XvXe*&A`qynkaKqz*BwQ~jEE&O+ zKuDZ7zA0ewN`0HjeIS{E7Ry{lw%F=LpK+eL82-W^g6Wz|r2A`K)@sjVW68GC^g(6Y zD!$gp_jJ=$hnsEN)h$)jJM|gP#l`a0cyXI4k zDFvQ6ADPMDG#xgaDG{xEEbwZ35tTS{>e$gFw<@Xbi?)!n8P`sW(C*o*qEiX){EWgv zVI37RjLz99F=?ZnbmBawLk`gtk=8Yb+ne70`132SLyy(Kf;RyEtw;3?4tN}azwy^? zn7dyF2v7q*>Z#@>U#u$bW{lT4{bGd*`FifyqL6`(E&aYixKU63*uMSFk%#pQ1^3w7 zAk#^b@2{&G>UVi*JHzJ4(2D9sr`;?%LwturPR3?t<;ubvb~^u-uz#1fGV)6$D@bP!p8PJHJR-ESXMl%dePQ2Yx$@X}6wexcm8&PQIu%F|?W z*@nAaUw+socM(erpG#ddZMhGL0W{!rFv%{fgi-b~$(jqpQ_4>1DopSws08VE}Xb(s)~ zZzR)U<9!uolr7n!sM{PP+o0PFVUoZT0Lcp!=5>CgRL$t)Rvo6+s2E4}`i*Adh~TVv z*y=Qawi=E)tZXpWsnQdr$*n(i=?`afu3Mofz!lchyWBCSkUsBCo%Zn7|9AF%gbzQu zG+6#=u-QN7@>Rg}@JfR59$`2Bqj}cPW$}}1ufqjZ#M!EgH7$2LUwa@+DuD5p3KPhG7Ve{o_6#1w{aW^dvjnxjGqVH82Qi&aU%L!vAn;JJH`YtC+ zw!ypMD!KEdKXcqwHmc-j5yrG{c8?he?1N=ft<|_kNzHTGsvVFScARws9>8ZT8NWaV z3v_Sl*E!aMiZ?iR4Y(m~WVU0|caAS#6);zo%s!$Ij;}GJKI#(jr}~&iH#(KJOVpC_ z8eZgD=TzD1W#fPQJND10tFz4NfUWqSHHYTI(I^~Dm;P=A>sxJ7UVy_hE+noqY~ zy~o7YBk9WDiT0vu`!4-G+Y~uhRL_V_dvK${j#1Xr*VIv+uWFjxEVobPqx&Ra;PB9P z8s7p3P3V;pNV(d6$I26r)eAYbFie10>k5Ip0y-$()va-ucq_yr+MuBEe#lWg3|(rK z+IGhOHWz1TsjL=xBAP~b`}y~XQf)c9c8(k?N{C8(>~WF)o;G)#Fgwe9VYBS3>o`H{ zzK&taT(sGSpxp!~Kcq!dJGvDzl`pF*UqSz9sjGLj+KomsuJfQJZyw&E81~f)o+@{* zRi9T?bGJ!hR^=d=sjHG|P=K>oH_w=Io;W(ixO(;>Vz4KD;>j9-a#1%%fd=jhXhJ$n zd?nU)8k(-1$q3YT+8(rCxS>5{Q`!PV8H#CkS%m(dZ@Z!6JHjHg@c!KYChuBb=cLnb zU{M3UgZrTk=e#p zP{XIL&guG>QNkuRjY-D-_`c5*>KCWrm|XYgX&m;gs~cLzo8cBa>qMiaXeN&N`C0Nu zSTqO4NyAHj@0uUDXk^_t*Av@xMYOOaeqpMN{`IrJOFi?yLQg*U?yYHe43zmRe+hbC zizkLsY2`K~tj+bb98I{eIObW#c(hA4oz}Z}vmfHCigCI_l{Ni?9>v>`l`q#2!9gKW zeSJmn`16mVK&~ZSkyolMc1d?LJ35NHW1LVJi*y@$VpRBF-@!(D6j;SLeb`l}n2J7C zj)sKkuY34s=K#FRNz3nL)Mf=|+nz&OI*rP*#lr~)rj@W#Owb3@?gl>-9SmA!)F>Fg<^-3UZ zB;>y+yif%@Q3IhuZ_QH{8Sd_TL4peXNA&8h^Y%`g^TBh=@yIzq*Qk4CSMz9-Lhz2h zQit4D%R&zrtZy^2UL;2DP;W83oO#lMZqEHvw<~+QAY(ZF_?;p^rGVSpN}wdE(n1hB zH3-}LR2yr-Po5yS`qb9_b@AC|oer+AsNka4%kG#8e(npo4Qr;fSB3)Ftn<9j{hN#G ziZ6xC%TStKKh?F@Jtkj@e5{5466o5i6u;0{!88+s3FQ-^p^|1Qr95vQ z*w3#dj@k&QfE?6@CZNA_!>Kg4i}@P=Y5cZ}%6$aeD$g0Gu5aSSM%)CcKTjInl{rRV zyhR?y8oy+fWXbB$Ao>kIjyolLx$8S$k1mj4(njd9A^+7!_;{ovlu&fJwG$HZ|W!RB^#AkY zKVr<21Co!h_BX4QLq;|C;TWfs1He2#P1xtLEmlBi&T((FcQHZ8`fwMkpM6?ONB4e0 zJ(ku|@n~Th(DCWSrt;mh25`b9kIl`&N|Tb+?BBu?&mKRN37kHjK1aT(ePrjl?cizW zdq})`5i5@=GU<}(op>>?$MH+Q0~gOr--cObOl;eT)eKQSOZ2ywa_Zc}GQPnCaJAF4 zh6A*{7VmCZ9G^QIZNPra@EflT!lWbhz)PLoY^H!-K7Ubn=ABZ+c$pq6uk7uw~ z%=~-Bzv^u-8C{#m8;`qZQBBRm!_VU;*-#%#?kYdS8`l2LB|S+>G=SyeX1fRRJ@9aO z?#rD%#o7`B>uSJAoL$9N_bUGDusSjG8Nqpnuv;%GZb+~$pK?73*O#GA7UgKP{%f}4 z#+?DLw){55kur#=MCDd5l?;KDezYdPBZI{Ilo>F_0d2{8z zBJ)5(Xx{8hbH;U$UPe=)Y44xEX_^{#m~E$7h~mo;qwL=*WA z$D&Jrm3UbdEDA_m|c(%QZ+#9Y`@YDng9ts5{R7Wl(H|%c8mV@lhWtQ9Z zD`)VW5vP#%FpDYnttstwtu3~%X1Qif-$2c?XLm}ZB({BWR%S)5Q@)oe z_$0in?62XpeqQW}*-8e<&LSBChlT-nBWrw9uhL3yF&#%>TdxLKADKal5ruCf{v~R~}I01r8ojL(wwJUN^_hgJH4F z#`&E)qwzrxSv9G&+k7SoZ#UcfMhr1C_lEn%&lz5<3S7*XFvUR z%t-pM7SMv^&Q~s&r3p&i)1p`bwyE|$Hty+ojP6}%eKzFx^2HmOk8c37nX76VTb%L9 zRVFW}(DBAWyJ;znvqdRZUs`XpqY2|Dsuj!PXB4}5BYcNqBfJpEw=`3!gtI+QEv)01 zK6P#Xm+eH;<(1p+-ma#_E!$aNHUqIj5AS^I?SXtJ`*3e3;BNw{@e^^nYD1Anjl;X~ zzPa}n?jXN-sxd~zR8ALQUs<8kxN{sol4`0?BOVT+djEIBMWyA%?b24mzbj^4W0uBr zHF9`J5jT3eCoA2k)=2$KV@hP!=_MDFo5FJE0W16der&=CIQge%BJ$6V{4dA4x&%;V zBn0*-_#Z6if7JCr{In1s-H$kKKMVv$GI^1lG=i|zW+0D+a;&pSnL}y=tP}x!bgd-ofi>;_glh*-X z7l(~f&#n^1$A^0OJ7$`76%a(%d5jr|;%{`&T~e^ji?=8hqQ`gR`%g6~R1NW3=CvMIN9V!$_67v?wF|Z%l?yFL72T*O2>G3Qq1v*Wp;rD}IeCy*& zJ;E0BMFpazL+gS<)mCg8DzEi$uYzp?9JVNq3oD~S1Abw#Uf*XXRN8mF zNaP3b90kpH>eH<`$fVEuSjx&tS`*3bcf-~!!xUh5KNpq`QkRQLQ}^k9Z;g8&&l@yW zT3!OhBkl6f77WL^;oil`z+2cJ#2#JO@s>4*$280nJY=p<@|KTStG#9{&3rr| zjOTEkz3lzu{%-aeZ)i7h9hv=hFV&p=*@55sa7ftTU=EvY)U_G@?l6ytnaR4=qX9l) zOQrL2gUgeyzG5#KM|FLp2zu7T6I%voSW~*??rE-WbUF}$Qj!zwMKzjkwQ?FUh%rts zI&*QRwmtv*FhskGTQ5aN69k09UQu#|?1+$qoA)zLRTh8FXe+Eby`|Fhu?{E4BnssaLlO6AB^i}wbtRSnr139!j&C`vST~KcVpv% zAjd%1Eq%xL8p_p@l{PA!_7-TdaPYLn>w6t5!dpC8jNMFz&U*0IsfAKNbaMR|9?eB| zLgTMHmHTqQZ@F#bM3R+ zwRuCe3Cdm(9WBeo^=i{D$I?G1?a^#CKVDgB=!fb!EG|GJ-BWLErnAaq6nn|1G!gX0 z1_j-?*OKU2L+rGdmnr5&vbM_k(>TBn^<_y;RE)v~%X!qB#LS|H|fo2me zGFR70PeC%b4;zU|LA{!#Q}H&rg8DR3sq*IIUw7g; z27H`hg4jl;JqGTVT~Cs~O3K8*}sqm#^|32gg_6-xzHJvJJysQP|to zg0Y<(Se@jo*FLUz3jS1?!)l%XJ$1!nn?En|=UD(?8Q`ATM|lqql$cA3MD_HNl0WUH zCAf(3`l1g6*mXLR;B9GdJG>FK6LkAHsrG8hg!ISgsG&S8_xEfgum5Ang%~6Df}!8# zs`p+!YVkrOI&9X?u+eSTJXpf^|9b(Zs;x=b4Q`P4w{Y|RbQwBtSURX&KSug8ZhXw#w+;%NCfhE+o?#CEHn7Qpb|bjonnMiWe%1M#Ci{+)IC1LL~xikUS?gZAykJrB+X3w%?W%iy3=vQ5ySUsS( z%%D4D!mla-s0*ap1g^}GOiw^-^ml$Bn<$elq{#j(42+G4O(Noyj^J8_n7xYP;;nS= zy~9f%FT~xf`@DXoS#P#fxPi~%pB$O!zI0(-EJrXQ97W~L5=8P40(oyfz{T^+S}192 zDq}LUzxQJdT^UO}j;iGTB3$+1LBHs|kEdrn;nJMEV}x*C^K+8%jZi@YsEEnn{Y-+QB8xCgC#c|UN{zcIuv>x_saiab7tnJ{&ZpSFy$QSyaGPrs-84KO@6Hg z7t0T9SPxalFMee7zsN|5C)x^e$$T9g9ODNjmzN|MUJM2lck_ws*e zsNpoT@9*-f&DBeyeJJ?~*fuuFshxq!1R%L1hnW3~0A9`w7e0M%?vXM`CNze+Wq-C& zlYe8hM6>eQiI?yB-Yfy-yYCqp_O;VFIsKeg<9j5M=0Cm8fBD0wU9YR2(0Z8%HL#|A z`IGzW<`_n2>iShP@io^vzojd$Qv2_i2NR?I zQvU}pDN)5YGU|JW7!dui2dC`8N$ZE7ZC81{$?3ANaU67q^gbH!}d~vd_f%e|L9xPtVgd=nCe6+x59|x>@C=oa+ri zHN%|UIk=j&-jrx6;i($uG7W1zJw18($XUB{cbAl2v&zXh?tB+9tu40y;(w;GlQ8VODEz1QGRn@VBgxF%_HkK@ktmMre3f`6B@aTLF>Uxj@j7Q zNqR~@(X=MLgw>x`iW3RfL4->#M={?)XDe`tLPFikOUw85R@T6J;OD6FuBzY^+>wk6 zCrmM(i|G}sUY*0?(jW1#XUrOM86t>D0q3aMcJ zUpn!g&s(nU*6+2wPV=cpCvt2rUASo;I0wW$=0fK#vrB6Xs#@*Ke-xHBX^e@^$;-Avpo+1S_|uzN6om?-CYr1PAb+P-p9h)VH2J4tc< zZJfJHecS5UWzg)U@18}i=5ui@C?lDi$f0jN9rSrDjm2)M+mw(&eZ$UyNHjFRwd}u)lWF=(u%N2aJip&iS9kGm8G-2f z=>AKX5D;On0Pic`Ejs73u-uDzBl=PN#>8n3AeX=iZi^5F7>21U-qf%>`43^sPc;oI zgXc&WwW)Hdl$4l}Gm4lEEQAWN#B9((^{$p9^mOx&b=O#gNQOON5(=21fP-P<3-dPw zyDAY}!S(q*oRU)1uW1rnBmafAX;NW}-=L&DylDvZx-+SoL3DxF>akHL|I<&xN?n{scYj68z8ES2&DeZapo zTMp-&G4D**!ke27^tt|$NUo4&4Ey>lJGz?U-I&rknXQ~YRxg3PtoZXoUNrq(u3q)$ zg8p^gU$R)x`R2?QmUhnq%^zI!>^o}OzEh%oIp`T|V8&*{#Y^!13?_l)2^O!t-T=b;xjVpA2 zq#ctzgRnhcj3O>Yfau%}0tsV@=eW2Qe)lNdj9TA0v zg~v@V3FVX-jJ=FX!6EQ)j`kYlrWk2)7PeKwV$wuOk~HnVLs;@;Hi%jvI@f}mpcf$yF5ld;Z~|Ij&P;LgiUerNLZB%J|}WP;n^9HAZ* zqzx()w|4mkF~D+Mj^xu&Q@h#HL{?1i_6whmTQ(B76h`JL;MJQ4h~!0`_8xHgR`T#|Yq5Kd>U1{)m`WMvw` zLj%x^6lm0U^E(`egUbKc-gibd*+px{4;2)Fpke_PL68n2y@sZ!2uP9Ml_FIzv`~^y zK~X+LL3)$kgn(d>4t7C$4IMPnM0zio{o>4;nOoMncda{Xe$3<#A$fDodC%G9d7ixq zfFy66BhbpyhkjjyR+``n78rp}j;1m*sN#SFOI9ll{Em9LXYU;H6Xk%~Bj3vB4}C^m z&FQJG``{%4=@tXLRz)2=^Qc3?-HItvnSF}1dolgxk-xQ+qXQJ7qyaWy#trSxz~oi7K0mNQI?M<`J=4+J{lEuW6SaKV<- z&u_J+ocUY(=^J!4a$_dSC?>U+916O?VQu-N_}o`JVpxgvUz8UOeD zM_$-nHTEDbN$aqR$kp9LLJ=f6lUQ2$%rJLC-cz6}5?&>cw$L>}T$ zKi_@AaF#%eJW-;#Vnd5klIG7VWw}Z2dp#Y4LO+VbT!BO5)gfR!{9bkksVg* zg-X{fb@NUCcbARU{QR<9eCO46%fO2Y-8PH{9WdG#;MowGu(EgTEK>Bs)JMwB2t?cZ z8nuWgIkJ_1IH7U<1>Xb%Kzoke@uVxDBbg9UX|eu|uMzOwH|HPU*}(WhxFFcT12L7| zC;#(+kqKThw69X1tMng2q0s!d>%oAbscy=+XXGN=l06aJk&_wuT;B!!5&<>|g$g>X zH?eyNt*C#0BS6ta=K8O?L^X$v@N@xy34CMQqOxDb!-o&Y#%!)eU}b+F9QCsx_KYu{ zJXF;(;-{F>GQB*7l^x<88DGW)qjA-WoeauvZw&D+L1Q5p2K~EzZb#|PHok5d*SLE1 zYjbnpZ1pN`X@Ys`*ghu9SLbecd6Cd*yARH_mcpv{e+9ah$#rTf`OM?0t8~s11RGOb z|9Tht`TGISBWN$5bR_~n&Gz>8NFHskJe0-4x__!GO`m08VBoV_cIr5Wy8cllP!!M> zExZ4P*p|?{lK7pihK2^});I00}1*>*8riryX8`}7d4mP(c(M}g-qr2s19ogDatYHF%g@-&%(ZUu!qrpsy zYa>0iJIn8a={q_)R0k7Z+U!-lxQ{BVf9={6G^db|OMAvuOWI&dtM8<}TqDxVmHCX>lkI!dEh*syT&E{_rG$A|6*JC4;fu)_}ZEehZ-R99Jc!x4g(AnXH8E}R~ihfqW3i=e4u?Ed(ZXx5$jL_{FCD!&E1 z59g97>*=VkuaBH*F>G*pTWmrC+tkCeX1y~jz`0ryWjd@b0HLbC{6E6(h2Vb~R{n47 z;Gfg{*CFmdxt0Qtsm|Q3Eq~)^*n1fBWh5uz^SUf}-1h1)#;T40TleC{i^oTJge|Ii zDIUQU<__9G#YXD>279x$wY4u8APFn0w?Da=Z!n1M(3FvpnV+A(diCn9&rhpIAF_29 znD#6fFFm~O&9Rr?a__Ydt_GBwmL7)Qql8ejDOJ&>&6cUfJX>Ey-R_4oHp_YmFI z1uKHkDrm1-(L2)a9b`I!ycObydvFsH}jkI z!z`F{g{zm^?S{EKyNQ;=OKKHrd*uLdWn7Jnuelz^0dLprgCHdoeoAkZ55_a=v=y3Z18zd(G7JG)Pl#yk|kx zg7+OAr{Ww*1sbi-#p}P%n*oo`Hz+u)0)Mgurv3b!x}> zgyqMu=Qk}Z;5%z-^YZvP)L@iEnR^wU(*{OHZ|$1mRUa`P;CM0G&8L^OH}Oi$g!3_B zv$sC;HWZ((yqm`@{oOlcm!8l`-W{n6*jzC#=mrQU*5wNr?62SZ+qpT7e0|qrMQ=Sl zCBqr?<;#~?1wSt{vw`1(l^E*QJ<6NS88`gqmviBJ6EDR`3+C=BoquwCPMkyyht}mRhkF>ZwoL-qHE*o|1qCZjzfqxe#|Zf`V=F+9N<1h1fMJ4S?#y_@ZtVtW9;K* zyUF&Nwj;i6`Oq-HdQ zpl<0ue~HotsmaJ(D+VyBIveHZPyVDDpcs?s;ffnM3$!IZ^J61r4C8JKKfb2P2vvQ4 zvui}7b$`<|(2L&w@=UC2p4OR7%5~{@y8vetrls{(xI(vcFfwQ^y6A8+SpK&-F?G7< zadEyKno@7jyIY8H85JN_wQqoRGk;6D&NH%7_|C3`LZL9QiciEl73#!vaCd%D2`BOL z^7fY4gG$nwqcb@b3AV7 z>t~#5h4YFys!HdcCG{vHgNyPqBjbZ5n5zEH&T1`wV=_B}t9qr+X=kVPXf@~S(~AB^ zG7~*SO9Aavh!l_B7yGY!aC{)_p?S!_)?IqP%W;t8(qCv^ITWyJj^{AvBye;x5YEs1 z8&cmw3{6w{a<^$0#&x)6ySMn3P^X(|%*%6kE@^6N>g&JQby)kn?{}qNJb(fDX%SCx z=@Yk|trN4&TyQ(sRq5>pQ=~0Qga6Pl$)62+3z}=TX2Qz)cuGp{d06f`&00;sW_M4I z+fdc|Nc{s(PfxI;BRpEplCRP<)QVjCNg(U&>eQzAW9FQwb8`;#)ZWIpnx^UH4RADi zj)ld=D2%=uiR5`eHp0LRzrD=(=>6#30RSmY26rn5L5i?=7Opc6P{1K^5GK;fdCci)p*%Vi; z4*6B%mgD7p7hK8)y&xu=`^~(Gi;L^A#0NkUsN=&vru&)F+EZXEMX>@2omjQdfT-QR zlqmB`F9|V!koe5kU1sRbw>{HngE}uLT z(>1~JT=T%lX~xeAs{?u_CV7Eh#uuyMBxz_F%}VUTDiVd6>$f^&I@;Tj@s%I!4?7_` z7H#T^pg{LVp|V4eP=56m@0=YD7iNa+>Y`(4n0@NQhYyLlPpKLSwHG;!5Od|bh-mJB z;)ua$NLbbG0@Z1Habot(uZ&AvVLsTG!SD0`oRaaF?k)ffXxNjgf!*)a{mQu1;W>J& zO`RRAbV!gqFRFQ}O@^|G$tk@XJP-dKhp9sqPZULjOC^(;Z%bZtD2*AM=$EcF>_hpSc6W%@9dt3VF2 z`7d(GY{j(ju1YwBn=ar`eYnP+X^6Fhw6osi7I@^D+yi0e`Mmsm{6b{Pm)G)k-(mp~ z7fED;6B_C0JYTrBJk{j{lY0+(8X6b?!S94H;s!@ESm_;pQtUFFj*-z?zU6iUVyySq zEwes`9G6^wCwA9AlSd@t*G3=FGM-u^+ov4h06-5I`T@isUGqm4ZMjE}AMfeu zVVC!ri_}((yJ-7Fuu&sg@FXU1D^>N;mM281*=D&}L0;aF$B%s%o20h=YRmqyV6F#N z&;YV=W8>;Ca%5B#%bbIX%DZ9ej(3t4Pms?#C1!ehI?4kA?;^;R-%Z`Bmmxs_Wbv}I zv-9wPm>L-)Y>oqggO1~u*JexLiWpwALJe3~X>gb0O-7R|>mztxNlD2QE-F|4L|(_Q z5!^KU53Oy_;%5<@zWB4L9|9!a-VlSklx-uK02p|4WyWtZGp5j@dgH0wZ?p;k)P`D) zs+SsS6=3Akus-OTn9NT34Q3_Kl4huOq1qw^l5=9>FQ&}Deo!c3>=+BWQIGO1Q^Qtn z&RBc{&cL9%LmN{tP@}U6Gp9sHpARxB_sEPeRd3~vN6aQ8BZHUr((pOKgO<#q zeMlyY*E2QsYm(^smV%)|xlAPlU|4}gH4g5g;j;@0cgcPQn9R-fhMmzz>^S)|na{wx z9G#qw3!Cu?RCGBeU9i6IQDxhBj6wis z3m9oTw!OJ($oP~UGvvGvN)I<~oJFujNN6a%$$K>at~I#i78WK;yQjTw)X>#!*V9&5 zj!fACVNtGaN2| zdV711wKo&tz`uVAQweb*R!hpsnbM68TR#Qw30zDV<`ww>x%F}wYgg%g!NvqBw__?N z!YL$1kWgzUumutF2LJVV z@vDG@CKAv1jO?MXn7whl*`W@YYYKp9!UAhkl3W@2AZUsP{DMYBN^oU}mDI3*$->2I z>dvMndjNHNHA)>Jkiyv-Indo22C*S3D9j+=6TEcC!#Em1t1E>_A@#e`Thq5aH91mO z_6JUN8Cu@72)z_~EU9A`bVJ(VIugw_8E2n7?;}5@K8&XZP*^&rmmzN^ZE#emjdyw= z_)Z^$S;&s?S*YpujNV;ikFZ_OjIq$wjpsgpe!qVu_!4Eh&Ml&5E)qlj&-AqaV9HjPZhBM!2&-a^Rz8> z$wbcdm(eC_!8U=Y{SVpMmBhxy#U*|^ZZ%y4D{0R#60r2-%kunZ_7uL!J3u{-oB=#bw3v^L^YaNvUhtAh~e%1jEt zxatUd0IsbT-}-E#7%DuvxXuO0XoG0G%kR%}#Sd2^3Ny%hEdL>4W%t^DL;3tq$^ytR z|9=!@7nErJ4{Y828Ng2MaZptR&W7~vqy((QwT#ny-jX;gAfOSE0j&NZB7kEBkyC%C zar0&u*sLYMX)@piU~J>fNi&`lV7Wu?(6lk&{uz9@e>$G|p(QiwY~o3kL0Gyh5%PMY zaOHLLF^}?V8X6!Sniw1N1sT-_ZbK8%TY&xtj+{@Vb|gu=k9|CDc~s>ekPp7aijL#! zzq}{Xq0mU@D~c`-$VM&jEX~Ghi`mz9_j3-YxaK{BozBSET}Y z2U5Fuc?(*;Kp$ViZG-M`UMo==>R-##J^jw4lmf6}V$)>ON#Vja%+AB$}1$n$JK3O%&IipWosd z!lef8K8ToC#9(R}4CV5n^v>HeTzpF%HX91-?U@?K^Sd0yS;fS}0JAQy^t+Xzzxh=U z0Sa^aJy33JY;0Eo_v+hQWL>*O5djf$$axzmon(^=#`@jfs}Ud(L8m%&9`I--o;ZHo zzSzjd#s&fblC=o=Zx#&qqLk=FK}{qSc_HC<{YRuq2xyM9@}>Uk3;XDg>EFD$uJH$= zmbne@)YGz?VcRYNy%LMNUf`d$QXN0mnX7kiym|R^9mq`pdvbCdph*Hx-5kbjOr#5& zSL{vn0M6&T_%k<~O&?&pfq`p3X$CUWIwVaW(AJan*rJ6@y#VdXC23LAD+g;pxH~Q9 zwKZ)?#jOr{LnU?LUIi;uF}RBB1>tM)yZ})pCZ6I@18oWTbh8PDgCiAmjff0T&4YsW zX3ouxz6S|ScdQ+dgJz1Nf{+k&SJy9S~j(3|5+?hIzlQ zgIfJIVmlB$u(8=Wp{D_w6jQ$it)x3v%vo|I;09!*aXFhk?xv%uA zrL^_CAYjFyT(BHH3M*keB|R6RA$)R<+F#k<`lhxhwfM$?=tKEE73pApX`x zmlaOF_BtH%Vdf>2f}XYR6C6Nx*SW$zmM<`nU1v=IX1fs~a1W zeT11&*K5R4b5u|QhbBzl=H)rce@0?J+q{d5i~D!*duEA3lQ&bdwbW+$9Uv!s{QL(w zUc|)MlcXdiFRKm#-m}h@4kLd;r|H^+}`*$1S#kvM%B5WBvdjD`7@mO4Qj#P zS3r7@-(KnfS(hUSC>EH3?bCQMdo4OR-SZ{x0Q%=y0bBiDUtj;$$;!$KbXT1oU_}zm z8hcTZ&1Za2u~Sb%L(@4IcUC6OFG8~lsC2^DNX1|m4zsJH?;oYFex+(3ku%MLO)oGm zIbUK6#tPo7V{U25K0Gkg(NO}HidNx|+5n;`QvM^t=L&EaM6)DXoK}&>Ejg5CTO}ew zC7|VR3Dm`fg=El_b6nlrFkRZPic17qLas0dgW-p!zVNs6%RQFECHC6)?k(nQw!_tF zW6(%^wd-#lx@%|-rlPq<)nQAEG>t-wgp1(SnY(E0=N;P^3hoX z_5E(C8W0cwD=PW~_mmTYS40tVwUH@*gRY{(T&*h%QntCNsT|ahtZAt*dstW)QhVo1 zvazubHNV#+k$!m|{jQ*Fh?S+OsY$08+8}eJ$qy(Hp3?{Sg0E>98um!{+|bh#do8*F z86e^#l=H0eLfy;|b>NXF10$oPgajZ6Z)gvhotl!xPP9VMfr^{ftQzbso%PBuGPNW> zJDZ1}kzMf=OPo{-(-ChtSnXS*iXGdFoS3YvtO^~(vbg7-K*|B= zLvq=I#=?tCiqo%3j)_>vOH225cT4W*UH|1=Jh5jsy<%-FG<^(2F&$2`?LGcDbra)albJ}gji5e z@ak2fgi|+&6A-R-%rbe?D%GZNtcX{Lmad30anBx~~?G*EfU8n+`M8 ze7LLYrjCy2N)UYiBNNJ=pQ)IJkegptwhFlW$rQA%^0-o==^)LfBTF;==ZyQ1^^V)O z=*dMe8z_jV&)~+Bywhx;RZFMXp)D;ZBvA9jB-9w%9{dK=hotO>)A)<<{ByKOg$f$^zGK>8mASRGR7l4s$V2Vz3y__H(ajj@ z)W zx)F;Cub`kmq&qRDoV>gzPXIgu|+un6rt>xuW8 zPqMO_lzZ4(TaQjQNhUKPpdvXr8L}pVP(VX1FE58~8&4;vX{cF2rzbT1{H!6M-@&|4 zH6r)-_xJUg=;*k2-82+3DtbvI5_5C;a7XcUqo6G*kSi(F@<{VE{3I52*RdT{N9_UJ z^?6+aoVtH#NO6h_Vr^ieq*$hIE+om)($d?KNTiv>R@Bzk=H&2}Y=d|%JwyJ~+S_~L zbU6gNP58uZ_5vc&?ME-Dkf5dDJ2_yLP~sZ5owp^0jbC#G-5v5B536_w zWdXH&h{hE+bIXhq6^nIEg&@Nnbbbv2L zMn+!Cgo+vnoRC1)TUD8ox-Xq3iXthj;uTg_f$W4rHS?zUFMI_6sX~Y7!_bT@M{e9h z5DUU1-3Vv*fK#JTS5SM9^6FtFq-TS$7yaigc|b|AR@>X#!-1PFbfZw=6A}oAiaYEg7n_I^cs;SB_K8Q zD!uKA-`}0RbMM@pyF2^O&g_{nL`d>EpHtrRywCHzLA+9wx`RiF2Z2ED$VkIpLm)TA zAQ0@9TUg*XUe{sa;0La~w3ZVD@*o)V?^?vtt|!DNI(FZp~1J=RXtm0bo;($M_K zHqOplpkJ7_N0q+*&oc<*cmJmr?0^140-@Xa*RO9taE1PPDt1i_i{PK9uOR>brT=$F z;MKPoukFU*hrY-ANKvE};oouYCN?U-J!pnIN;<2p_Qfn<6s`zMFnv(2`sI(MN<_NzVi;cSKa{Xs#e2MmzE z3+5Gvp4VpO`L zzOChwATGth5ARkA3eT z)1UTR=SQa)vvPBDKMJ@B;iCo1|3;gq|Bt<``t9tfk2%WM!Jd6DD=XWypSpcdSwceM zst~j>tWzX5Bnu1{X1+}NqUhz~o@zb&&7h{H?|0z>Et`0&e>OQT$;$@ufA`@!4dzvn zh`hWnub9a3w@~#*5q{?j=yX3t7>hhh%#0bH7{P^M~DpeD=rO1O(!*yw|wx zQ(RiQ`{RqacGcV3tIIQC8e|-+Ht1xT-E5OiFb?G3wsOli$9hz`*?=dQrmLM`QG04K zyg=Xm|5CWt?l|395~T-fVlPZxA!Bea=qO681Ow+Aug0TEa+U`66}{zCd5mfw8n zy#vOS`fYk$odEPT2|YP}xRC|uG;Zb(Onebjx2HY=<62c!wKY|}T{UG(WuJa{=xW`% ze({NrEu`L_08OdBDs zHcHB(4$B-`R2Z`OlOuXzNk{ZJv{;5uC$Ms|-nGRfW4Z>~3Bmhcn8^q2|Ft0er=3{I8!b3%X>Cn)kw-5R0)u8- zhWn1LBDxkLrRj(e?M9_KUC;2rbD9XWK!_@5CsZFSkMX%I+2IOlx{N%lB5ax1ygUT5 z*5CL2*o*gIeTltR`+W1G(4Upeh#BW$g|3K)$ZB@~1N{_@#~ntc=jUTfQ$0*}O1yPN zXl>~+{=tlO&!RSdg}5bYIwNw)B5eKv0VOTR2XgE~7TlB{mj&?r@x`!|1l_iDntgo~ z!=EK(FO8n8h86geN<8^2^pR5?eocFCEk=lYnEN)1K^q5Ay3;lKoiRI(;;64*a`WEU z-~4#~Cmuvfq~E0z2YG)ryBJMc_ujs0Y%pWy;;@1q{Z|k7m!&Vu7DowQjUSxj_e8C0 zdX^4K)rMm|!u~%yGdRaFDk^2Y7^Ivz{0)LjR& zejOpC!FL}}&fj?GcfMO!S0}RmTw z3oQS(i5iE6-dGm&U~01KIcDAdjdPt1+1c5rr=BuVaErkd{&*cn1QKm+W8<^kcr-aR zMMX(T!IJYZ8alUDUlZ3vM_X-m+jT`%xhKE5%Yny(fq=VMzBvn#Br-f-MMoI zgfK*h5xBbbSV5wYhhx>-ngarr&V0@{DlEK{i@7}?j zAYrCwN89FMghT%CM<+H9J@%IgBcJy55HxD{xz;xp6g-W611?QK%_jzn*L6*t+T1EX zs9P^8zh7lD6}LQv8T-Eo%~<=TUF}Y^ z$5;ZR^C17}@3;Ia%}@R01iQcb(^C&}HFa^>-5~asTaUqMGB`Y^#k%8lxG_;`EM;V>q=b}u2v(BRLsp#{`-w8s z9+i4GH#hCuq@<+S>L!H*fiHs$Z@uG~b~8*eb0lwLO|wB%r)%K1N&ji?CjJ{W?#o0K z1kmhD3DHD!E!2h^LFVlF#vlJ7#S3(N@V#YkXKF??3vNWYyjr05n?Id4m8O@v>+5kh z>A!WHL*6W5W5k7!mTUWs(aNt<<9zi(qp)3}X6MzP?WgV3j*-&s=>36o(W`>;K_ZFL z(o%=1Dw|z*Z!rG>Vg?6mqlnfuqMnGhIr5UCcGNYkIAI#4`?I9rVCa`m$$`V+eQi#p zVs?L*`Lwdy0hkD_X5Yr5b?PpZ+pG_l`Jnt;g)lQ-^TCv08qaP|Zv4$Ui5yXQxx5Q=$b=O=8u=p5v{Uoy6P-9u6ea3L zxK2?d&DU#Xcz<^dnN$Rg&vK$UB_$;sjy}mRZaNJY+}b(u_HlKpM*%!awIR{l*T>#; zJP$^zy1rhJ`YstM=}^4zB872C27ba9ErmZZBk{hPQS5h6wr-a?1?zRTN!e4IgXy6f z3d050)6gg9s~auklgn~AgYlYNaM9gj}M4W!V%JRMPPUS8eB;ndCP$DFBNPz}+ujq<`kVXs3S=OGE7 zLpwXW>Sf<#VK3J@J4~MIzqj;Q0Q`9SO3ejT=K|w)TJ8s#3}39&kN2&=L2$YRXpD!K z_h^<9FHi&%IrH-K<>YVZtEusTAOxMPbFseqvQhPR!ie>$P7TL}8y1AawS!dnX)eN# zP^QlX2Jyg5bqje8MRoxt!Y?WhEs&vH3GUgRPacMe@Q-fglGK8@S{OK*uOS7ETvUjZ zUPLga!C_G9u8S2ZQP~-jkJ7U!)W!GP>~zI;Ha4gdLu|r9+PV5>>f_pZBJF(U7Q{S zi2csXFLD$}1u@_6WGUWMt7>W!yxVPTh8~P**zJWC%DWIq=NAkzp8Lo$8Q-15`;G+JQ-~7Ey1XgAI>z9ai8ycrv(uE>0j^VKtg39(>nkqKtmXCJmmV zh{h%mdZnSk`;!-g!5647n4P?j2=}~XN9bzd;ni{RkbRYFt07qot*FsndY-{)O&1Li*kZ zfTwkWo$!pG-n#|QND#Gg&bD*~Fr<$yzHec75u9#nYHf2RQ=6{!sM_!)5^!1+PWv{` z{yq6VSa374oJ+O|Gk|>21ubTn2zp1{+80?d^@MFJ*>gqyi`%&cg2c zRqs5kuD+ha*wob2XRQ2F7NhA76d8NQrNu7RiGfp~`R{(?dTQOdx<&Impcvr7lfM`f z{2@$g^NYJ<1a`cxkooJTKhxL9?_s9CJLFqIhuW|S1K}?9Zj`$6V!z8P%;(&|$DFbz z9YcfmLb+OPgrkFbdrKS`D#QO}JbUJE%xgevx%a=3+;HIiO~oOLKffFrX#OPf+k+8@ zSUZsuh|RqG7spteMUkCBfe`fogcJwl1k(u+j^VwWT1t8snSd`W_pPlI>C>lf9PpPa>2FH@3sIbyPkgm-%oE+~iMA50KtLuUD zmUqV87z7Z5$}9{CC8@xX?d{soN2k8#;I3PxH^t}p>jPdg3)EVjxY2s~gHCEW1m`_w zt3O+P<+bt~@rZWbW6+Wq7J!C3x5aR0a?!a2Wv!}7lv~S6p3Hp*sK{s_iAPvi7{N2} zw*ijMeZ8=H3#3K>_#Zxj_Bs0aTmYt#$okFS_S|;5#&M~))(L%BO#cy(aU53ULu3l5 z>>k-u^KBV#MJnT`&)+;ywTR41 z#Zz9O*ElKLvA(v()_m?*J%#%5qXdvLU{v+>o6QE2dZHPRa+xsQ!w%_vLudJh2b#y^ zh`@5}AzZ!H*%q~S@5b!!iTbbIrtu`SBpQP6c5zpv2~MtqbrvS5tabYXsRaLMt2RS! z-Y;X~lW9pF9PXPLT}qPI!}I^t;~Wd|?+HlceB8$GV-5H=YnraUN|oA@=6C7A;-%l< zzFTJ6N3?ENyA%g7!)dD9jHQ*8=i!9;Hb~dnvyW!|t`;Ih88Re7?-y#8zC(LJ>kcQa z$ynd~>86cf3Mq5loIE`}U3~MC3Baq&Tvl?%45(Z2#>LK19JW*vf4G@Kx{%Ks1*1l! zjmmdPaFlm*)fn7>_~ZY$Q~rggn=qD)Ke&bpisxO6lxcrpar-c_fl=fN?QTsJiL^1uFFf+|Y#kDEhe=0{3?mm>pi=NGeA zYl-Q_p376B$0yi+S5t%0IW$#{6W5`53^JX zuuT{USYf(e<#*+4Ep&eEW`6n9=Kk^kEmSKGpp1f8z?j{t<=9z{s}c7vZhA=VJ97||9${ycNx}}fc$&30ph$RWE^lTrrED*n_0CpTtPa<#4#`I47HRvwjA^Y$fd z3_luI=xEpc3;}QOl?|)zbyz%zhWeaOG}-y>JGPlH7}E&;r0-@wmc#<1|E;d)PEP8} z-|lL>6q#?UZASh!{HlZQNLn!0bQyqh;7?VwHg$8Wu6(7e%xUn%+J}kc8NT?v4}U`N zLk~#&C6r^%EeW3iTx6m(Sp5kO=Va(}1gNOw@}|NtCa(u6wUR+yk&0fBiLx5ckTzpJ ziNv_4+f1Bk5t8YTI$d5KgB0J(JOQyr?_SZJMFPf-tJZ{!hgJkvUFowPbAjXHb4-L2 zHdS`M3wV)D9$Slhua(TQ4Xc}WI&8IJV{~dq0yd>J@-VtTgF)^A@C;4_d_F`GMsKSf zVn^pdbgi2i13`@w%@QuULPA;UrXuGSniYQE5oeT)nKVu7kyn2d z#g|^M z6A^_W8TTTYLf%(0hw2}0%IoxEL=S@$Yuwx}uMzQJs##AjL0qVYNF+;ocdWwid@KI? z{U2XC6_T$UpJhK>iJ=hO&;R-zeNR^Booy0|b7_5?ZILfrqAt;U?e4AUg{RYP4$}wY zI@1qgU51~!gz9yboXKA^`3vMYrMdbE?z%lsxwVF~FJMC|QM5*M)J~)nJFB)>vt z1h=)exZS}u)}prRMyRYRlS`E|%3j*L-K)BpYaG^iG~)$0Kd;>mG8bKTHnz(Xq@V9n ztOmojarIQLo74{xBAeK;v{fLRkt6FCJmsVp_-tplaG>)-zJrHLbCG1$v}M`W-SWbrx7H@82PTwmY!~Z@Xe*^a}q|-uSu>4D=;}uyyN6ywth&xRpabhDM(EF zXC%h+ZdIUB*|O8bTkONV^C;USLzyKH+t-P1iwAf6hBBqnJ(d%LfzF$PUv95`4+v5{e#`3Il%p=F?ISdjYX@WwbQlC5sb>GG^RiN~31BW!BaM2+ z38}lIrzKAW7!P{iT!@&boBv+et;x$1NoW5U$%8|@9;uo;-iU%W12mOj9B9HyMn*n*~AwJybWgsbGpC^0y9D{n5?7#0@QjhHH3*#xy2b|&yV?v|jL zW$eP{lxRMQYZgJLB(7gBT!}hoCBn@{74$sU56aDv@F#VB4E>_{)5-N|Mv(Wd@k9`V z0{#&iJeX;Hx5g>zTuh4;>F`zWW|uPTr-IJB;rb+xD(EhdwMZ zg0`9HK2GFJ(oyJvFZYLY=ul8GnyCtKGs6*1qrEbR$mVF}+(6 z$aS5uh@Ba3HA-?2N|b`PJ-~ZL_1au>i>nJAwq~R(&*P*hLV{1Irp>{&exJe(0{O=a zkQ>y;P`B|?D>of3Jq}l#l`smDge`sbRsQYGrp;7T^`{+K^n_wio5G*;b*V;!^Wg^{ zR$<0EV=nXYi@nHZg_$msf~pa&oT~P;y?PvSg%d}U>k#t&$@jZO(#4T)6HLU3XK6{nK?NSa%y4yLfP%sF z+ASH_qC*JGdE$Gm^_2~F=nejyXqX^jq~&WS42SLbr4rnl>xZmJ#vR@CtSH+3L^>P$8F8bq{ zcDiRCBQc2?xk}ylXM|smHS34jcBowfxt_BLARU}?Vth5z<-J z@BAe~GBf$P&19{UxtEvM)BE{=(NcA>RQ0W>;5kB3HzV~iN5|4GkU_cz;;y`;K=-L3JVgSJXu5zxKY84e1&sJJ% z7%9kMT3_c!DnNts1B=Dw-)zf(`k8z*{Pp%{Ta+1(JlBFx*=a?YQ%v%UL6M6;D%OT) zhnpZKDx!;A2gDo(*MTQ9Hr%AHOsJN!m;b<;s13=8?6h{T)!jz}EOai^4kJi6*hB7`$V zIp^(H_4b%bG#GEta3NNrm5ylm?4RC`x3Xf?0W#TJRplkO)D=Vr32SWPoKZ+8ocZG9 z+3;gA+mGA!R1(r(fOKXEnhvv9T$(4t0OsIK_=OEH+tL9{_ zU!D8Qugwx%2MLXo&L3{#_?_RQIvu#bPRCD>L-0o6M8|`JgTQ>_4`*xG`R=t<%jgk} zvej?$J^>CD0RaK9;r_gTc>ZYUmYp!(%C0-0cGHBSH>YczikmM_F{%GQIw9DZZ;Vv_ z4tOHNu$Mj_0xS5gBQ1C9w!kz^NOuy_G?VM#O@uThp~8;2!QI-11Hf}<>8juRfZ<*B z8u;>o;brfd@y4=ggl}1XK>0+E3amjakNRVf-=A{E^=wuB(@}nk0=eI{6U3ozJUEJy zi_Fba4EO?O>KdBQ6`p^cMmrhWyF)SvMRsdIuGUFTc!y6j6=j>wYez%aQ#L&|W>&bd zu_0vt8$zh-I$?@P3&9=NbxW-*v6-rB@8u4Gh`o5_JWQD(w5v44(Xt^;>P1Z|!G4}_!t$fw8i*q{XBOMxN>qHwsrd=rwLU4s1EjHz9j4hmW9M_DVH&)- z{erdA)=34lBoR+MuO5&LSP;mDn2~r@U%RkmHmw!;9vPlTU+q=-LGH2g1k!c z0ShT(1~69vUPC2E5fHIG^b`TQGse+Ll+v|LkUNbmjN}_;ww_7OM;C3E>j5@;g z0Tk-!5$$E?V9QQ;G*|R~;@fV6jOlQGh z&Mf7$r|d7po5A+yKWM6mfE6I>0Kqf_=nhgM)cTh!E0l8@yc-mc zneC}pi>GMm>Zq)>;zAxxfJK}1x3yN$@H?6SVIRhAHzSlYY+1OmwN-VWnVA{qsp&t; zswVMawz7#PhO9T>NLYEr(Hmv{n}sCEaB*!xHlk=fkhFvzBdhKLejdM6^XdK2uT9Mv zL=z<)j3v^m#m@Ji99;MgRWn%h02oFz55 z-b8EERE^ACk;FZX55>*XMh6W*XOjr_Zfc!dY7$S- z@um}F9djdXDjcwNoj8)*`x~pH#J!2o(%&-Kxh5;}Athg)9cqAdERVPTq405RQq6K9(45!aZ+gGxf`%9zQKYl7uhhc|WiI zxLxiTHEY(k{{iR_Fj!EJh{#WmZ?vc7H~m!Am(6#X1ShOqxy#eo()#V#YY(SyBT=rO z3t67wB=?@Pc_F$YkI``rw;CE`grsC->>zx#zPr(LrWxHs z-&wJ)G+ePLJk0X!=~#oaV$SfA<5y*GIuZ#^h2d4_`@IXP>MgK#2c3)s@ylpB1p1`a z(|(bvQ!|4dF<>S)o!;vdWcV#lVA`L5VC38Q1D_lf`@8%P-%4_{zEa?EP$iTYT5>eW zz1`Sqv5l~Qlt(0`mos2WW&<^MG1cIvWnO6wOL(8~Y2$kwBnzx@i!f|( zPLYHJWe}z)T=?jgx97qAUP2Sd6J}z9fr9{>I%ZZ5^p_H!f zHO$K{YJRBorG_Z3A|l*b@0s<>pWQ90 zbLoy3Vszzy6d)ihzr_8;J+OGa>1qUVBBM;Arnc#NR`QHnk4H6|uGpb|lg(>vTZ`jG zXucUVpn7W4wpx&iwv;O)BElIbBTwOXUueqnIcHK=y^_#(NK1kqE57V4VZvH>NwwS~ z{OZJ?f)=;DKX}eEQKY7~c|?CO;EUq3I1cruQEHt&#)gnHQYuMKiaRL(&Oc{ML%+>f zD4MccDOW1(YIV}#DDrizSP$VJttrO)B%WCN$`>e{>0Vp>>sIby9aPWyo@L2I<4l(~ zG)%v_bsY=wWi?t$oZ6#t2Ik}mjx5ODi-jKeXtuK22IcXpNccHhy_k-h{KZ^N7cm8*Rlcu-cGD;pb8Ni>%K$`L*}=@M!U-O16F-{Kcd zFse?4zo`%A#04h8FhfGE&5-V%tBTf}A7r&PG#Q}P!e58XsWTq!=x}7ONLF>~-SFq4 zRK_aKTdQ+fhg$$nhCuY(o;l*P2Jq^p3dF*JJ!8^Or;b&-O7r$@GB#=%LWuw43TLUK z)LRelc8@iqScMI9xA8Y=$4MiB2#+_3^?86f ztSqjB|J5}E3vgHhj~M0MV8qIx;5NzY6?bE;G80@v7dN+N;Be|$2LOo|Lkxp_JdMYC z>=y6><9Bi=wkGs+pPDCxak?%WwbA9`+}Y2A!|8bHi8rwz5IS;(%(?zn+f9pvL{UpD zu@K2Wj|Tpefc~@HU{XWJp<~Lfxe@qLfe-m6RzQAHUGJ*%)@<|DQoMeg>4a_dtj`h3 zCj`SsJ*w_k;l1&?v9}cGfT!G^Pq9o2G9;f!7lD^HJtzao+kT>EfY#%$8lmEgh;EL=gg0_2v2|0& zFBshwFAIXm)S5HjJa2+r=mVjUYt{FIjLzgi_Dl*c2N4)CkQ^2UV({6DaPvW-9X*kI z8v3E<$``eK^#=mZ7J!aIi0r@?odq7c{|>-d@j8Y$^wbTUzn4{i`fW^hReUtq_W z^0%ude>xCUM_5J?LnCkHVo&pzoVI0mNeU3kB+W_BZ5SuW4=V(BcV*7GGNeNZ-s2+*b8d2{?uw0#{YdxRpTv|Q;2~S{Y_sRV+D9thCcp~< zhjU0qOnf{Nc$b2xY`^8@^{Rq3N6mc5mxQG(Go1Pa|E@`b{OFxv1^Y=ZA)wFS>DinD z79qc+dL9KXh2c5-MS)Mls%n*!5MV4%KQW~+&dXailpZU4bSoo){pQ1AZXN|<2~MR+ zE(*Kepg46PInR^ZGXM+uRLi{Wy+HZ+jNz zK`WqngmEWaf1wF<8emH(e{&u3+Au+0-OGi%eCk-WQ!)6l>WMCOSBD8|yNpq($eJ=c zE00E_SXnf)Ofrmtq`utYlFVJi!_z~@m?UFSPP}-$Z~tU(A3yMAwxws|%z3T*9h~=d zMZ|>2eG&a8dDjk%!vF5kqLTE#L}4HT|C=bxqX6^{#9;D$6vslN6t2V9=L220a6{Nu zOJP{s_IwR`Zp@pbv?jN$V2zY>DBEh}Fw0e#WM+_I4Qi`myZIQ-5L7X?rOA;U;~7jD z{$_NbBx_HIx4vqc=eTiMnl5TZkfXrvEX+#pwW5BAJ$3xV!_aKYu+q!oC&^JWf&oV- zIur$Dj~4cpY*`?SpA5@H+DgbGAK;$f;(z;n(a~<9N7_yP$q_%o0(qIKB)q>z=0(7g zr>>>!ILyn|?6k^DeOG%v?;D$7bPMv^Axjc3RWUw@*7%Z~wHjFLJJgD5v~I2nG8(Y( zUIFA2-w5LtZHGMDG<>IY1V>63*oYF5`>!VK&muGqVDn>YLj`MZburZt_??!-O`ht33cuT; z#wcP;2Bc|}2064i0J$_D)RP@^mTiufc!KUt)tCRNqY#ALHe)Jw8A%(y?zsGO;;YmL)n^l|H7B!#% zEy|X5IRL^jon{?R&dOXG2(1h|)Lj%oxfBe9xI(=7*~bO4DLD{F0*t80{?N~1r8xf5 zhmMjFI)B_Im2~%^<*7T`e7o^Hc|N0G6l=|Cf-RM2&QJJE>nWRq?RG9OYF>|I$u)Q| zFm<(OdGWqlDZhW-xU@@KfadI?ul|q*(Gff0675^#yzAD~^vG-U8bqvhSHLE8ut;R+ z!PNLyar%=r;6y&-&D_=pI36H8cYU}n6z^y2U)jRr|99G!>@2T63c%h#`%@F#CVo_y!p0ro=gI`mGHxIzl5^`x(x zvP-+d>8o11!}{|EYX#xhJM_Nngpm{0-~5aiIMv^zbZj(o-8&ybroC2;-H+WP&fXbS zsr|`J)Sh#7A$rx|Aa%F~va<>b2Emd0;HXwr6ZFnnZHsWNu1qxv^BE$yAjp1pB>)_? z76CW?9TqKA0O{CxB+oB|L{x1VWC@b9vh>Ib_>7LT-Mc;m59Y59ZdWN6E4L@$Jk$tf z>zDi(r!jLbN5|lh1|39KkJ&5o5|(a-n_pF&Xpgh@>x}|EF33Rsmnet&}4Yak`vz9bEj45;<&MkIv3GU?*mK>|I}9HTeP&oai;0i!z#R^YhY< zW2Vn&>r%XT&}i5?p$l`~v9SI-7~I#Pd-``>x|4P%t*;L1{d^yjAV9y-hYruZ+FCP3 z{f-f1%T;DVUYw0LoGzasc$%+{#_j5NL;QR;MCw`h zgBjF#Mfs+c1-{6V+|Uhos*}tZm~5X{eijCt;t$r~%s8o{wNDo+iHFwGuiV5du68G` zSY$Y@2RzXI$MJsWQrd{)?l82T zcPd{vOY!nseVTk);n#G>581EKZ3L{L(v#+0^-The&vJIL#B70&z<>I9BJ=8WEqOcI zVxggfE+otPDUr8fn_zTa-zBH5@kX>Uqqsw5M%K#Vw%%3o`sMJ3)sl_~5$q=k zLx+37RdT&8p?gs-%UT73EB_+#jz9c*K=Z{|N4$>j?(PEXoc-IqthKeZkaF`8lZFfv z{j*+bXoh=&j@~?*n|3;Jo0Qie&lHC~ ze#^+8%oY3+R6y$0{}zAE^)qYMTK2f*RO5O{hDA!Bmw*@Jym!Y_%9)d)nb#4SZJz{R zzBZS3G`8UP-@OT<#iAHD!`1ecdoo`ddohFFBWRf*f6ml~#UOa~**=^3N|u^QVJ7uTV1%ZC&EYI15&u!^ zl5>i%m*;am4>A2_@5>Id!I={+Y(bBAP96xfbU2p;^Io0bX(qi^;b~~lg50*x+u1Lj z?Mbs2=~rjx(SApxx6Mo{^&tNJc(9mE#!ML&)%3nO7t>?vFDsJPZZYUuq6lFU1d(z^ z@~?P4qU#c)BoZvUe2PI|X;bI+^SDIMosl^ZxTFMp+%SYp* z^cP*~AB4ftwOii`sJ2pIw;}u(@2#W3&dFrW5_GJF<*enue`t{O`wdZlzV8;+!O-Q*{VUIg)*UElq3F(jiv{d6P!avdhc zi{7)R*Pmgq_j)oyx`HUsJz8!%nn@a+1jTHMu%Ga5!v)03_kHuY_|y72agy6kX;3J1 z*rYYO{TH}sAe;}HqX1{|)ZyCTze5F)dUA1=ClybGZh2B)e^ed7#7fW)BENMa5u?TRzDxYOvDo z;Pi*ol^j7kpr*p-crI8&*JU(}V&x|Rq&8;-2ONA#FxTW`0@1T=QJ>>#Nv0O)3&nd0 zMTEwc#K1G2X{UX*Pb~$@vz>HcCEytREkyv~|Gi%W*wmy-_6AGW)ZgCpbd%B=T3Nvf z9!EC%$PMhBGS|~QCen8;jIu90RTUUB+DklgG~<)=;zHr4Z<>8CfQ=Veet2M5%|;y| z!1j7)7Ye9icU@iG^w|Gew~&!BdwJ8pv^!}W#i4W{R=;8Gq<_3Xt8}?9m%b(N`J0tP z>2|W8OApFzdSyRtjmz$tBy2umbsMXN4`imWEc$^h5$n^%*N%UDOhh3zUIt(`;Q=zUSu1rmD@%h$cRd zvYfm;?^X%4-&L}H-`jmbLVg=8dLHYPNZV&n#|(}6Ti#dM`Ioy#ey^dA=lKRVX(i>u zOQjun3`A`A)Y9JLgg4&6Ra>m##a>Vixrh@N$AF1>;XvnI~5{PL0HJv+Nr+8_CE(J$e>}$?b~WpG7Y|j5#6nnwhrfu zX!g5$N3%4ZE}Lz$4a*riQt{V1Xo9EMI@NTCZG;ujIS~8TV2g~ zjHvpyKj-Qhudd7Bgp1PooRSv-H)TJc`SM8f#gGD7x|@2@yvJH@j;fl1&lNGFqUP=Q zJk3YdhHW@dz)JPSv!kOsbrSyZdR+klXk(`F3~-^Ka6(QP-(Scip`VhPyVZv5%(*Uz zyFd4d$CZJXl6(~|Ti0*%U;~|4)wcBt1-7G3$|eteTyi-c_^ zjBSoEfde7!X;nEsZRX8R+FiHi%lKDxogN{4ez`8oM!RsrjW?H~mma&Z`hJJENncPYydu%G{uoCCwKjxhfaFeoQ2?8#s_3vlYEisI9)Wo02L*I&aFb z9Jiq*vNfTAGRi6;taf8wV=!-re>a7!g)cBv)!(5opRr&a$K363lbc~uI&xB=-ibtG zc_8(*Z33g9_-k#Y>Gg`*)C}EweBtt)Bm-f+d0CV&%=9eoHMQMnlQA*+41x4t^ z4ST(y$`A~9qn;hu_@K(R+P7JZ?CsM}OeY^eCZ=Zuh!FA(Tq~^r%@IKH; zF-2m4HPfkjtFg+k?QxvHtE;vc^oJAK7uLLT%8zn<%zW!hFLH3Al-E#y^jllc3b zJ*I;6*ioIejpOB)SGMn0X^UUV(hMjo$Fy@Xn42U#rP;3JGQSlRRT}g2w5qSHz_PJZ zL*vf<_|uWTbw}6wLk>w{!dzsp7~edx%0RI#}ik9N5J&{ zQId<#R!;SK%uIyz2R@#Ity9UL6|QZkRb3|H3VHDhHTQVK0^|m}PxVZ`e&9z_NEWB^ z43Io&v-y4@{&PUD=P}`GU9NJTVa^w+XG!n!vJMI}YNb}gEmh>GMWpU)e?Re68cNLm zVu>yECjN9FUUj9;lDyGsh&yiP#6ffR@Y=dU=FczS&J#YC+Fio|u*;yqYh&B5W@Y(i zW+V-R1Yh!d=Z}`mNT=qDC1E4Qhi?Xnf|-s{&shSLn2z`(8^vE5-K_=sxzL{<;=Wg_ zb4RxIn^j#jUT?Q&8gCNNc!QcxP!excs6i44hbdEUP%4rrrP|ZWP#OZSXy#}BZ&g7& zP{&`_x8s#`IiXrSMj`iA27FR~#u%Mlf0!n5(_c9d)2I618C3Gq2(xq%_Jp7YD|Bg{A=*$H)Z0A;bry|O?kWTYSK-uM zriVUvj^iuR zFWdb(&lmn}+l}^s`RC=e!(2D#CRK_UAulE|b&Oj@zjE#@S z7%{e+&TK(tCLeVbjc0{tH&-W#1Vss1<0wo?#%DE{{^Vy#Ru-LK5sCO0;79|*a1tF4 zsw?uPN*~?oSs+=w|4(U!rcMgGaVV&gA+K)*O4AG{j8~p^I-fWiX}WJ_`^x!mnZ?;v zsT+FNVHDlEl0G{TKf(QmwXf=JpZhhc_wR`rIYSX&Tva~zBtNgP6Ccj9h0D$2~?yhxofzH8}X@7PHb_+Y(l5eKY+*U*Dq$+Rn^KlZdPd zI^kJ>Gs6Z`xX?ou%PIRQvwKXkFC-+}T%YioHD3$V==jO&-&JnrrXec+`3aNKbKMl? zy{B#X^p#G^#tw3guY)G(FD96>I{zHq#d+_tme3|AkUHifOpd>NdfZQ)%*o>!Id^UCH1o{^6cx_ZgGzFKWA~xg1X$;1-h*1stk=2cIj?g^c$;=VsxnL5I@vH6O}>iZrS;*a z^Z{^jFaGH85F>L!N}Quk(i={qE)Y_tOPEtp(Vs9?*VZzJ8_#CW9_+?Aqsq z4HRwYTUjS#OXC;12rp@gtc8e3XPpgNPs@-SMSUIwYh! zq`Ra$6;z~CN=ibyrIC{E?(UGz{qWn}KXzw!))_~g!S_Dzy-(bG?m6c&%Vbr&hA+gNex>$L}B=1XRCykImFN-p!|oL9O6}?ExPYQ2*T7-{(Zn z%FG11>t}9rj#AFf&LMtCFw$CMFFV}8uD&F+{2zZRLe~?k865gvdo_`SQHAZ%w6e0I z*J6DArn~pT^E5@#XMcInI@g%rP6>OBeGE*QOw{G&C*-Q+`j}#~j-PcGU5Q(K!+xR{ z0~S)Cru&LFd4}cC2AUsDje8&!bx0h{jDT&FWIey8*72}7=SBb`fh5ooS)m!;~BuhC7?c9 zs%M4>Lo;_ht6T+ja=#zLKY?T|*B6VoGh^ZXck5Nq65&m%*iakV*#zjk-Z;%VGWGtw z+o~@%BJ{kvu-@4J0K=J08{s#bb!F3`BW6Tnm>=GAP%gZXqu_qi<I0}@{nNO=%t%@y^b1zv)NgUsZ4K6iA7uSP8}5|UwJ^&pk8X|hbTqfuAyD%J zDtF0#>gE;2;wFCi+yXJ5C))^VFTC#Gh3BE;RiE3|({LBa)jJ)WPzAaif!_n}*(M89 zOftroq+o;ibvmk}ih~Rz!q9}4!5=|SM1SU@Q&(~iV$L#~zW5RTy`_SYoEd4y~zx;s*AC46pa{DievGk3W^tQTy z@vBBcazujh1h$W0CnO30Gv?o9SlU!wCMBGbghHJAaLV(vz~x%4c3JC*?Iw2tW8LOT zN7-M0P{_fFm{k3*^9oxwbAhH{L_BpE<fuIwY`oV@E5{Li)+xE|_pwYR{DY63ra0~H)B$=^omUFwAuP+&+V zmeBzR#Jw;i(+H}@;kOU9`9WY8$~?)$^Za26uhfU=;;Uu&f<3WY-B8~XoJ-6gUQx0Q z>lhtua`;*3MTU3c{4<~m6EWTIiI6cEo)4_XpRkK`o zyOYgJ8gjfoHLD}7!ICJ)G8%Rhk?!hC)0K8qoE&5cWeS7dA}FlJ=D02TVJMkeQXKmn zcgB2$Ea-(KOsyja9i@8EQr&yZn1#EoB1;2D`CzQ%aS;6cRBv!U>LGKU@77lQBz+ zZvL-9^u!mOdwu;@?a}Ji!mrB2_VV+ra`#d-jD?0_mPyI#=kI>j8>MU{Hs=<{1oAQI z3#zuWb|PyrEu;^s@EeFg8L`T;y+k0?WeEX&qL(F zhm|${`9gkzI4i08bqMMr@KXE3h7N5Ja9NY7a$eP`bLlucE1R$!9V6j|DZLawT`AKFE%6P5I0m9Iz zo>-sKMzgw5&W*`IEUz}vLe4mv&B7`cvRDpEQ55QW=1YzZ2!Bm%0m)L>F0}32_lDs+F1*<8QL@Ha<)Iz zSCZGo?u>OCP#hN-&{anyKaal9#6oL z=Ibwq%OKzSS4efhNWJyKpG}a&MCSY^XXLC)vW{;nwX^Q5jdC3*H`cIBKCs`uk-UcX}dx*XUN z_P%V}+76JJOBr>%4cltJd&;I5V3UiF!qWfTPzmMegsy+m;DejS;C!24o)lj{vM3iV zp+Yb>~k@3TlVCUhDf30dM9BXUk5eM;@kW59A(V~97KQ3&f41>8Mq%Wg5dQgh-tgNW_S8G{OD<>r1X4HuSOKhv0DQh zF>feKht65YfvYo&-OiR?Domj}2+KF-f86Wwa^^4)*_QPKB-=A*?2R=3O%CDQAQW5pdvyd&_Yeo^3Zm`7bDC+6)pv|XvUtAFXM3s z6GQhu5qq_tNXF;KITE9gs|qEyyjEr4iMTsA{;ghOFncw^0OTkxnJvkM8hf{=B)jTN zj8{$Yk_@YfQu4j{|t%-d#xz>q7F_2l zjq*50bCeDfCTh41vz~zcz5t77?gsktdHPHGLx|e3A;SsAAfmQDiF`b_wCHJ z5;1`jxs;BWJXi@|-nD?}F_O3`*2c22KTR-hj=4a}f?8Ooh(oZFr5<;^YtO8t*Lv6q z$^pjS(PYQyy;uo>ru;8Pdk80b7Bpc%{DWt`20ng4M4H9MR*nij%L$|0C%OFfp&}#G zXE&N|uw<@@nn{kFS6<^2BSVB37*a8Rs{L1`66%>bKcuZr{IX)%KLCp%epyg1xWI-d zzj2&%1^(I1pN+_s7@i1I6mmu}%7DU)u&1JEgX}@5`@f#P9>*X6@rXApaVX-$*IK+C zNkuh*K_K4diH}06USQ$;h!^SGY&*d)?*pHOya>(4P4Y3-{#9E+xiC_OWNvL?3)Mm3`G7bm6<==j+Xo$t*9v zB`y5*S&*@9WFO_DfQ4HGB-AryWU9NKSufzRRD&6c=}wCN zRA{wFn0_fOIn6%{$Cpzt(o{Z4_$7~+VYu=V4G&V(MCo?}cZ0#9VZG$|*z#UY~=#*^wEgSZB$y_>)Clu|)dk^7Ic$}_f_a9fL0Imk!Q#y4{>+87g zvfBU|0_MAZ%WX*VqoA$=j5*waW9r2Cc$@=nu$5M4DQuL0x4K(P)ihv~$(%AL;dMZ| zhH98b4#VQ26iPq$f8&tduFEvJkABizS)2K1bZsja0V3A1+3Bu8gg*4r*%E@E1630q zP_f3>7^U-rxXgtVMtqX~p-O zumjVHCimm_GF)$dc79DO2p7`uXpi|$(exe!-MMf&Ag&||Gly$o<|B6_ehyIvFd4r^ z>3;{%d>~R00;4T6?h5Z&zyxgE%OfLb3U~(s4->*rIRF3Uv9kP;lnZ^ehbDavlzP#* z-~2ppbSt2D^*PMmunhsTdhKzYTd78E@^)4d%hJ*Pa1pD}g;4T&3a~Qiyl#)XKW%d`-Jt%%_FM1>=U0?z#xL5->6i*g z7Ip;;B2?6-Xo?L+BAY2S|KOFPki)tR!Rb1V1<&**hd)}uQhiCb;)aj8pNOD0GS^@C zMEbV8wBDr;UB^gxfm+1*FH_Cj``N4@r`J*4pgQf66!$SSR3TmH83ahlSwHXy)*lVr z9$ESjkNc4!^UL&3>Yv1+xY`u9b;VC1bTM1?E-hj6PvqHjWEUOmmh&gQ8q$d*ll{qD zU6Gya-wRO4k#M(--l+u-2>`rG>`s!ER*a%Q= zYMih+tI=7+%<1rmT~H$K-emQ@G^KJusW9(F+>7hvT+3wFB>WwuPYiR?6Zaqe?n{E2 z1<<~Wh@J&MZ*{cbn3?hzgflfEmizeOP{yoYLk@L z;@nMgy`}kf`ksZH@}KLT7<|xcL<9D};}}NosctJ1WUoXig2yH&6Sh0B|2{rEZmI32 zl<@tuGx*)I^r^*JLvP%7F+$PXP{KLMwZ_h|(O^aKqC+J)Y2H;-NKLuh&)|=RvzWad$IDb@bgf2M9 zff$uD(AHpUXSdP)xEQmfbKoDCNa~OKe|P1c!QFiGp1=o0$bTI+%I9=?dbn6KD|5Ge zxai}R91Hw*A>nVx)St&C3=&y!)4q?&4CHOd?hRaXTyIzgpYlx#%#rHLWrV zV|iS2DE*P^c&<;X^|aS?k4HyoV=^;o9f%!_S;!<_yq#B&WCQU}rqd&sA*$$mL6iD1 z0!yC^|1}v%QvRnefQx*~F(gu9nM`=q_WEH^%D&O)jY{p?8+?!I#^FVLnN1e-8_K=~ z>;l#|SWt`O_a609Mh3tBZCiG#s|%#Z93?6~*RsAiW!FH-CD4{AKK13s-+v91YClF2 z4R!1mrnJ+jRxb*7`Px}WZy-EYl8d%a6X|15HbW%|R)!=9f@m;IeAXOI|5T)JDxW)3&5YuI3pV4Za&V8J?zj9Rn5xZjS6*8bw{`BS7I?WM$7v5fi@($GzC~Jk@$eQ$X4`6P`w_|~L z>YX94C@og6V|nN=oq?W!4>N&PpW72k%0cRUVBGW1JBmbXq1ksmvz_K=Jo$;&?r-M) zTvYNJZ-=`+KYoZ6n8C=u!9t^FC#trtH9pXyMJow6ZGO{E=sNMEE?X4~n7{o&o8zGs zc=vJuRUsf)ApqtatV{S#I#pKV;Ka2kxc-qOK7q$u ztx%^cj1foO+(Ha;8aWa%Rxt8arr?*SU!k4$ep?*TgKF$g^INV%wAis%_e26geIoHRB z?G(&;hj}ZjBv?%LbZiS-^TllQbpoa@bq0!WQjN`pxP8$K`Rm}nTYy&u?{5LS9#c_V zXF1&8e>CNV495%99-A91Q(FuW%2>Xp6TD!FXOnGu+LaSk*@~mQc4`^kjnJZ`%-}%@ zBD;d0vGSilF%&dA(4ZsH&@};M<#S?QCqxLS7*VL*TaRoDdTTn zNvU|g%45+l)MaL`j`#~`6Pis&PxyJ?wz>^oG&wiXENN&IYZ7B1HE@cB|9mkZB9Jn| z*sL42Bkr8YSX!Q;>me9Se*lbdeV0R?1K;j4x5EW#O5orIjG-0M1g-$ImG@Kc{i)^ zs~f(jVctG3I@1Ac0WH1Msdl>>3F%E>X4H(qQlesx;zVB2YSvxZiEyJkBmkCq}6DAWlbCAVLf-L-KFj>tHPU zI2_8OnmMP>w%=TbfE|1SX_OEQ_Tl=}5~@A!e2Je^y1Tbuvv?2I1YApN5VG_1B@C=_ zS@c;rsCtXnQZpV7ns@z6h%5Tj=CNk^XycN|sTDu}SgG8f{p@#a3DOfb@icsoiBgiT z93&b>J#M5l)e}+ z@ci|5uvrhq=FEWk!=yp8&x#%yB2Q~+YP)^v{rsTc6>xjp{`N2_}y+WHZx+(!fy1gb}*CoQ6cb$;MlCmjW!Am-YM766nwShzKA=s_N79 z7hQV8KR2l3mUsqAQ1CBJv@w_xdqioN#qy49PdbM+-2`nF+MN1gb7={uw6YfsyY-`&a(a%1eApD0(k5@& zC=KrCD~Y*{XNbk{I+?G`J00^a^^?m6t8L|-!}QLZOZEeezSNDG>3vr4Y0kA¨MI zyQ>s84%m2*Bvax7_oNsKfVRj7)t-u4&hLCP^(%kChsZLA_eh{mdkCXL>^*nLi}m}j zQ;H2{GFIeq0ix&}p6vWP7`+{WB37xbg;r{ZW8@E_J&98KZ0q;U`q&-{NQQNlNSm)%;>@x%ZetgW-^b|W>~$2wnO*5R z_I=#H{h=bOXPgsP0m`(r{|=@g2OlXp>D1a$3V_c|7mxT9HXIzpDz~#z@8KL))rjeL zT|Q2&h0-e#GGI@=o%w$I!%TS*Fq1HtyAPM180%-N;n)$4tL;5-l4MUkmLz6HUsZ{# zZ~3rrluyw})RN&RqyE{i-uWTDt}|dM?xOr-HFvDI zDm0bNHUpe$6D%0dwb*)%&C2Uh(=qvom|rx-+Pv2UpxXG=P~k+DTPe&2QOJ}eugXY~-GPJB~n-kE~M zPz2ApuAZr3fS0W_t;!bwe0q*vfhHFd6BEY_;uP2raHp@^IQ?%?4SL6$GWa2-&z{8= zcf1HSN@RQXCob%}QR3}8bo6%BEt1zE!t$2Q3zV+Gk?*SuE_zcmn0TgN?tV7I(c)k` z*9tIJuSA@EiLjm`^aY;ol2vuX$INosH}CrE5m(7v-uuoIzeO#)^Z$nJH-SLOYwFVV<3Hf`r!Kt@>eR%q;tV$`R<)OPHfR5lA9|=FGS&V6Oya{0eZ$)xT_hevkq07)U>$Xnfr@&zp+W~ zv3ZV+g1;jNmlK%~Emx zTgty*un0AhR>IZ}JZUSfXD#AFHf`=hXt~N-AhMCYFcENfW;bzorBxn2R|b?42o_Qo6Fcs%5;i4Dbmr4Lex>(3~*2ge$I~_j>Hl zXO>6Yih^UQL^U&g9JEEc1wKOGc^uyZcIJd9$1f~O>_XbG_J%bAX4G%22oQgpgR=d?|SB4I$Y_@c}+f`44@ zR$?&ajwn4v1Gi;4FEotXSlpP|_J#s%a4`juEgb0ohJca%N%w1DJFvgE*LMa8sWQ=z zzQh16OtKF&%U{kGiXQQZN4;UzQSlcEQr!E@|NM2nX}_=9pMpJ(Hg-xf#k@}lqCeT^ z8k`n;Ov=Nf@Qy;Osc?|g_{o0p=L+V2RQ(=XLvyv|%b|YI=%mLT({p6EO%wC-ZIb1D zG?Huio?xCr9E@Z1c`p|ob{NuZH87peZ!7IQds6{QsFN23mG0>6rHqB$&qxx?%8fsk zP8a=3C{oFLo>;t_t96+a)wQ5g4dW<|v#Qa+=!sFtlj-j>-}Qk5&L~v~b(DU!)~Le! z9GfIB{yxVcrzAv=f5b#IQj-({TbBTR9Yih{BXTTf=jTMB!@%DdP`>yNYO_FZ9@UhL zk?`EFv1VQ$g++Crp5_{Ef1Ev&9EGryg4<3US6R`I<-94Z&m}4t2$ryM$zcXluKn^4 zY(kV>j`Iyk({wr2dSTybqB%(}Mk09H&yI7N+xfq}kCH#c}&5jmiGFtqav+ue2;Oe7Mrs z_r~%T>T=fT5jMa_>$gRBrsGHZ*nTCfu0at6-f>e?)6zDnvPdhu>_aia z&G~;SUJ?<+db4b&eMTq8(b&tUPlHP>2T+JEEgroZVeY=jVItb^Kr$E%Z&m|5g9VI_ zD4VgcKzl8;dbPfX?T+Y{{V+z>HR}%ypw6IW$q&^P4i)rvR^|NI3m!uB6VqA-nBevY z?a4DG+CSrO&jM8G0Sa|dd#PxQB%bw7*3!qvrwZYXMXuHQYy=jhgciE*5Zu#@l^xsU zyVl3Q`I|Rh&qwVBka0HBR(J^@2WCLI5XCp+wnAe5X{ZbMfax^-!+3EF1Pc7=mE91GDB4WtX5T|J27l6 zEK%|YamDu++TiL`{-^>4phV;zU#9n*77B2uxI;F$)TWH53`C5E7qR5>Ia+_s|8QCc zeDFT<#yjhw;fcSRg@Lp{4W)~nxR335l z^Y`Q>+)3QZdh~V{gy8-kK>Z|Z21mJLIooV1qPybZs{JlXGrHSXnVT;({4(%^${6T0U46O|DxsnUiR73<3JKx)-cea+OJ?%0~IXV=BO=ss? z5M)4h=mBp9y}j#yomb;yq9R)XmqDd^En|m5E=SaP8gQCm=lKfMeG;?HtTqyR)`;$K z+6~Fvk?S|K%1X%#_N9616mwswvO9`3{^vOvQMvMFiJw-<5NIIkP5E)Vo z69-5W>y!Q_=k5plybm&<_aH>fSTd#B`}qwkIfORk*2xayA^43*Fp+i|V8GRbegCLjA2zxgh5csHREpfTRP&?GV zfXZ)hG0N|uEbXy{tpp^6rRi@E*As^iM-oIN*&_Z*87-`RhkhH}eDRg~llr7>+q;kR zQ^r~8e&}yJroHyVMwCkAmp6Jb+}%%YQgTT6+{neh&kL-J54xF7TnU30 z&)UQ7rjWm*kk$X^k^@zn9NvHs-6N63GTMWdz|%llszx! z9F(w&^^{2?Lkc=U@z&yAc6*}m5ZyAjpZyQbad@{QIsz2Gx|JI<_Nz&gI(dTI6&819 zL)EjQMk4q3;u?H1EKsOoW=ZDK=jS$=W*%gN(^5j5cL+|L?|GJ*iCLmewjArkA%)Vu1cQOS zj0Ef@GN49&R7c+Hioi~)EZ)tpg$p0vLIt*mB1&l+ICucg7=Odr4>%g5Y!;>mID>NeK9 zuzQCCDaji6tghu(=*5nxF~m3cwG)X-H!4!%jfA?KzBgGt$wd?AtZ_uQ?EHNWMo0BH zy2g1DHrq*-r{pdpeF7OM5Y}L_z1}Aq{YJ>X`*rZfm;3wse7hgJ*Pz2EXeb%2Gcx-4 zs{$N>$gkWDLGvG~XQjER+n>AGB@d)TrF9y$Pa6MlbczV{vb_b-P)o?cee>;KVG=-c zwhOUVXYpFg9AvgO(A<3PGW$x_Vz?6f+z3?}Z1WZP)JGQYhb!5>kMYLmtCX;M*o$Dp zMrEuvL^r;F6EkKSpIy1w!%oiY%Vb}wLi-x_%tgO}C6gy?Sb)X;w z0dCS;Gk`yR1Lz>I#pxxvY8ZLh3-52Rj2d7wQG4<9+c~DhC$fMd_?!&$Z>a(ob$Z|K zm-r2i^JPT{vMd`};vdu4;GsP*m6J6M7!e>iEvVM1qTXQRYwRd#JECu{X1pbu^!L;= zUsb#}Oy*~=0cPUVf0%x|Ml<wyHf1yqB%K~timcFdQd z$Dm#9!9wG2Z?-|Ps8|dryalesPtdQ_k5<$qZme-qX5o48)X&k<0}VCRB0;oB3CfJG0cFQRy`2qADx5*0_|LAOf@Egzuh!mhC;^+pawwc ze-GAL*!WGh_(WfFgh735OWw#dfOMxKX3Hv>@J`p`cXOZN{e_hr{zW41svE->Su2}G z5&gLbh6n)HM$kOBE~HFzuj)~SQZ@N#wOTjm!`xiy1tU6p1>@pUxC~r45vN$@!RS?} z!%o~dyXBIvxZGxYJ6g_2;}>Sc`gZ%Ex*njWp+G5Z!A2XM>WcNTp@XaY|gFk15g`+*1(;P zx*8gj0Aj6}-s@#)24Yy?Z5NYLq%bP!W%qgIPYpYj%*iXDHz-gM(%#tA*0+)Pn_O)4 zt!HcGi`vP6@~W8A(^1r9*&NwMok&PEpeNBzxdNWu@1m>5PP2I@z4<0f#k`(2L`{R~ z{?y(NY{DwZrc)7Z9PDMvbi3gt0&4I)u*1DS^#j4pCA;-h-lV#+E_pkd9W;*hL{~NlE4%^jpX*8 zcLsbE;p?p|&~;WA^t7uO6!HR=wjRBW>LicA+sn<`VcgI%u6QwjJ?z(f{dboJrHez} zmU2#fhbU=-i{cZ_;D@_SzdOb#PTqK}W<+~Fir|e;U@3t{rGRxp>IX3X6A%fad~E;i zx_^>9+F0-Ss$_G`)U#}(p3j)HcSIQ}H%p%qD*M6~JM^Kq4)#Eg)b11-qs?fHg~qT$ zmHvri>M_ljFGYGKFS|1RwKqlI$8Bp}W8n#eG6wf=AqUf_#Q-@fz@WkDbb=`buqTIU zj@8gX6euhGE*5xQE1cViiM1mO9R+~q$#g_tsbhLX$e_cs$crbM3R9njxR2N;6MSV) zUY;Wah#VU)g_)IYB+jA*_-nSY9VNZ(tlmE+FKZ_dx%ZW6{S}FW_Jo`mws;U`j;^C< zflkgS2er8VI(|$FgVrnER!vhLH(DA z!#Y-mE2V$FgmJOPmq>Z_3#~zKSZD~;Wtjkh1UTiba)UpirGHnslkn;3ubhdy@ZORBi6K@H zI$ygm;CG@&t9nwKRD z#$!xJO;C;}`6uK|tZ}=$IryiOH3Uv0>Oy~9Rr>01Ja%CXxaln9r+T4XN#)IWWI0)} zQU>Q1s5kBZG?Nhkb*bI^1c>ozuw2b%zAb!9vgxnHMiAAc%vCuZC|CXZ)$cVlI?7=L zzc@OI5c52VAx7+@;@ol41Bu+1>hd(f#hcX!U(-cUvOmxA>ti*Qv4}~&>b#1ov;&lH zEWlj!UsalQ0fdf0OsW!nJblfy7mBC>)t-yn_qFkpt0GH@5@%G_#{jSoF2Lw&$zr&f zs>Xze-KkpC>K4=eI@Ks+t0svHDL08NjbTE?*ak>G#Q^f z0%r7%MKPn#{?#1J;>u-zA~H;#O^kQNv3nAKGjQ>6^Kdu#{BK!TRP6odQ3T6*9FJ;V z+M4lvrZ;uq&(Js|fRC-oclrFg?dC@abJ`<$TtAqs0qH(-?-?56`#vtzY&bVJJ|j-S zxTq5o{7{<^aT;jr<30QFVD9=}Rtl&uObNbqfr8-WV@LMizrAiN!o*jAvpz60iHOjp zy9ACSpwT151B%L*`Fo&O(|eSu4Lw+ECcJe(rrc;rwl8FCkS=x9)}S@UGx z6nz)ycdO;Z!iR`sCDK9~xO~%0+kDGa1balIB!0tJ|1PDR}Lr3s%_bv^8tG@bAJ&HiSIdW+ys>F^9L z3L-v?n2GSpNf3Vwoydt1gsmI+69vYfXWejG9eso(3|~|W+<-i4=dr^UusMBfeFOU2?oXAif@-&3xk;Gq zEGRdFltG$01}X*BLf~+^X72)6o{#3IGz#CRe!JOI;sAQWXG$3w#We5h?K~H~=ZHpt zh#7awL^+(oWN%Z#B-@IlMStwQ_lTQ~@x%w?y@D2aC;#R7UHx*_^QptXKQ>6a`=@s? z=h`cow22osxTQWR?didxfczDl3-ZsXk1E=?n=YpV5XrI5!-T>R2uBZWH5FjC=v0*k zO&pb$5*#{d`C$U#x(udfVB&kb9?bPP&H+F3^d6HmpL6gn+|!zYXQ%La**AQfHr76X zoj$e`1NHOjiVBWN+gA{!O#Q?C4L=_rJ@&Piki$GZlrfF|4nainux7*t&EMCdeP`sr znk*B}-v9^tWTfeLy0m!y3>{bI2^AFVpC+HJ?04QBBlny|v&{RQ$OcFKIO*Vfcww>N z$lMG8SDC8!AP`k02Qv*G&~Nud0NO*CGb!& zIlnCQ<1)agbnw$QCW67ER7a|T~e`l zx#`tEn3tsTxCq6J$Fo?^-bcy9HOrz{qDUi@*|1cHyy$48@Z<=s#mBIuIx6=c(OZ-D8$s;fbYO{sJzLdaU_PI0!>uIPP1nxf&# zs4l?_=%O*&RauXxj-E;Gk{yqSdiL6M7PJ3LhK?>4}In0InqN<0b1NLD^rcpwLFG+Xvqfrs-a4>k`o z;w6aRe4L$hXF{kDY!r}yxfhiTp8r=Y{%NYzo4w5=4~EfvysHC=aFfVpwtiFj0V)xq zDxs*}zbb5=LxiHxQud^??_7&0#N)dYc#$>vZFu&-&D9^t1+6_Y){c)^4gac)WpNS< zW5gyL<6?MOKlw|Tz{L{j!$3VJi3oWVCzQcdqd2bgSseFZQGQSN@IY8h2_?Ca=`XHDW( zr%wl1-?A>Tbm@aBnrQ_p_pswqTd#tokxRN=o8I!=h5Y4{n>fvAh}9;+ILUPXDI9dl zNZT}rraB1U5^nmrA(C-&U2BD}diO17B*W3d&s(Ip9ww5m9=|+Pq~7EclYm%t+L;k2 zVw!}9KC}vE!*6a3wggFENjH+bkwuDu~h+pestEg%_U-DEv13d|`e_vgGk> zBlR85eJ=aY#=~(R&vT$2Lt+k*|HTp^1j)t9$H!f^ zS&l89UzEP^E0;BvG%BS|wlN5oeU>�QKRkXC9w2*>ck%wJEHZYBUUirWmmq5D7 zh&Icy3xD3%nK&H#N#M7o#J{9~KUbM1vMfcFXwWa0o#bjhRO@B{)?7bK|Gv1S{p)qS zx;U-F^}7xiB>^}UapPm-t(|6c=MZ?Sl~r}=%o;G^+YTo@_tYPoEb9o`7$e2EuTn4D zygZ@3jmU_%5=6?R3*@2?r_iVq!$Aqq1p)uT-of7OJ>fjF3`&ogeT?@4%RQl)xob0r z$9dA-z`wqKWcrjx$Fs_HK39kLc?I?A;x=5neT5~p7TYAeK{#_vO7CJFb3$}5C&sVzr`3Q9B6BO+mT1z4i~S_ zW9~lV%&GmR6ut?3b9JNWz9aApiCHRw->dbZPRKP#MB3WoUAuO6ORCE|%N71X1gNiI z);N?>Bz`{Gw4#&xD4f>h5NxI2dDDLM!SY@v`yEfo{h*Z{7Rh3g^|>47Fcs7wH5A)z!2{?6XqMt!y+1 zi?e9I!0xBDoo&Vas94^PzPhPFDvUAebX~olgGoHwJN3)HW0%+1!>^Gf zkZ!C6nXD{UKHbY)%l{D>fQAyb>x*~IZ3XPlk!wf`C-Lb99P9a#fAz1I^4dbWQ$u6(TEVQ=JOGX(OlhA{*QXLw%B<(Jx<}Dw(1vjS?Yb) z$56Qnoqm*^^%mu_1tpylLXl9EG-dtV)YMc@yw?tV)F=I|fgM&aZcRqn2Z7D7+=-p* zcz7Kin!>z)^_(zRr4}y6$HB|y;>pR$izAi#A9b9>Q6;`&QWV%Flh&wL%13nz>P%cr zrCQ>FB;IyB#0vc$TfjvA@WOne8|4LIbY@*0?>u?s`my^6iD(ylX(bH{rNlcxF-*wj zMt&dF;?|zfl>$%Rzh8O5Fi`jJ{AHSlQI)=*D6tk0&}RBuXg{n3rY{JUu(JHF?(sXy z&a3S1&-e}b|0$mx^fWz2;#3r=&|#|EtiJ|N&@?-|q^5XX*+y(W*Babzq&GSHF`L#Z zg)=ocRfH=Av0eN0e-QW9QB}TO*XRZnMFd4cQCbvGx*L>@f(S@=NOzaCB1#BINQbn9 zG$M@wNDD|ycX!uWH$R_eyw7{a_r2dZg-*H_l=9+8G8l~)ROPM;E_&9S( zb4;reI>$khl+M|5a=bT0Vg>zdQyG!?p#|mzDmgs~!wnLIw^*{fO$+p!ehP(%qr0l_ zDs#m$+TBot&IU9!TwXz3jFtN}p9fSDhT_p1v?6(t^vWSE*DjbS;xZ})$jv(X{tULN zaMY3LkgxIlw5*Wgn?={ONFqWNUYA2vb@i}mN&2*ay%^0^Kgal=O-;5HLvw+&cduXK;^sCo zFaUXZ`-XKQMMV&PELe1`V5eoaFfqYCi^XpPNd!LP}!xEG6SI>-Pod1fbT56X8AUc9lAHg6$7RiH*i*D=MV?j z8?9sORkV+^q!J$>`mAjJjLU8>0+D5&-*o3GCFJHYkZC7-JXfnE~9FCu7Z*CVym zBHFRoqa=~1cD&}__h;_h3iT*!gRATFY}_S8d6D4$Y_8UMTAjN<8>^=N`(1H`mJdf& zZvTq>cj*d;@zrtrA21DR94%_e9Zp;(!+nr_(~VZ}*rQB!iT~_;xwBfgq32Ii**gg% zBj4T{p}fLx3Vy83qSGd~GF{EmGGl>pm4i9NV&7uOFZdjN_4Q4NT>4_Jf5N~o2s~dF z0x-ZN!a0e)3f#NWTzf@iO3D#KmWqURSN+gnLNZ=|SNmaE@`SI(^F?#WvJM8yU7^4B z5H6sKQ)-Lx#XDh|tNzvcMQTlt*B@Q_DOum=01Gcue6*q=nU3J~wVh@M@D+^|zhP0f zVx7U!n0QTigJ2Ivy)*eN=VYcl7UFyAl+{mB;W5zn!tzn?v^)q8kh~UPC!g7BCXt&x zo*iv;$-7bEvHla|j59SE>K*F$m_Q8d^v<{LTg zhy<{rP}nI8`_rwl+|a@~`4hipL|CWR3na|7J&(40e0=8ca8alza^w|$_!rJLH8(@@ zNUkXl1CBK{tDyN3D8n*QEL4F7@JzM5m^R`4>w&@kcCjia$NczkZwH9eFvseXQg-{y zJ!WQMQ1dQ70}FEcAr8DJ_UhO36mIK{wA5@MPY!F z1Lnv6O@H&0{$R-m#V$0Ofmkvq40{8Gs=COyI(s+c`+Tu_p}GHB`;K8jRVQzI0c8xI<@{?Zx~5fPEk_)O-t zS&U(&QS8>IV`~;tKh22}6Tkgmxvywo6!MRSt@LTp3c8dB{)`Gh7{BUgUubieBm_oy z%_g!f>B>l(nVBt8UYj#;`wGLKE3{~7)aeNQnT(`OBJ*(E)*r|b-lnCcm9WD5K@EJj z4;hCZH3je9zwaKyf;>$H?-nOJ-EASpRHnM*j}J+UHg zybXVf_OrqMt)931(Lq?yzO7kBrnR>OOAbmC47+5p;j6x=Kc#j%I}ty8bN*yUXV6<~cCpPue-K-6*fn zF*C!oH&=Tp2jtj-zzyUi1)hC-#Zixis@U4!Nbl73fJ)qX`~%_-Zm?d2hLS=q6TJuqmI%-U@~MNnQG zg(?gnm^s>+Cb_dRqAe?nzr@8%EuFFP;ygJW40P6WMxj1jV|j#m^51M0$;Jq@zPJt) zn}BRqepVK98w>VxqsC>r*?Uhu>&H0Bf z{#*cDTY=gq7}Xxn?_^niMuNTKy{s(;N?d?ILmTjd>ce$O{4$tNt;wVutDILheM9dV zoJwZUCB*o9DX`whsSK$K__@0_F<1lahtAsdrv+^Y(yKiNm$Jlo#+fR^DhxqzB3nW;&TizhSxQR0)s5zHr5>tlB zbrustQL&3mEb{s-g}tL=(8XR>DW`E1|1>>qC^pxo%B0itIjneRt)+E1`c0dbj@)PW4`bjTnbu|=a33G{@merNWrMX?BCh>l(t^;ehU;!AD8 zXTer8c=8L8NlNWXk9|r{@D z=$&Pt_D@Ey#OhbW+~;zyz;oH%H~6h|??6Of&(1J?u}_6-$my3ohGhF)+#*s2*jk0r zlxeIkKNq0rZThBaHsvz*qk~STfVDn1OG`^I2&Ik+YTo`gf;7V-BQ2Jsu}1#5jRNiFkdzXRuJ0w4q+fnSSR6yWx|^0HDG_ z>GR}WZDe@(B?=)8G?&%z9}l_;fB%bm&*pz;(&PQJR>N8EV=_~N?I8#O(g!G=)#c`8 zW~x>=e)0vwVYoTlF^7G+SiL6M8)}=oGGsiVfDYYsRWRNYCR)PZ@Wi)4SdpVu#dqZb z4{6Xj9O6{|hbUBNT~uKEhb+_Hj2;}U?@7N%;(IYM>O#Ln?;)!b=1{jpFSUc1xV`4( zvzT+Zcbax_9#V%q!D+mL_lBL8C8fgPp^tt``m+mI-tjFKak>v_!1Z!{+w>RYjo!FM zh_Bfjrb+vQn}Yb4=Ct@IBXP6$WuY(jbDiMwl@%1w6|DijU2|@uFV2IsVCQwXml8y= zW@1Jni~c=2XxxPYGq;GR-{hApeZtv7#8cDKZV$=EQGvgD^?*t*rmqG65|;N@o${1f zuaOlQrwbM(pFgMbzX~$YF_F;{_fLLTdyBIrq&7g@!{Zo&vL5gnCSB<^`{U=u}mve)-k=QIbzSmZi5|Fs^#kXm=IE37Es9dw8p| zPS>VPV-9cTUU}|;TQ%SUDxU|JR8>_Wv3uOb0SUM@51Wz8Xx}obzrSB8o3m;Sotbsx zqK^hsWL+q|OdS^H3u7m*xVSj*U(GWcbL9!LR2XZlQt*J4vK^ok5Dc1>6D10js$lLC z2l2-i#eyl#^`7=w^#yxAf+)}{%`%DUnrn$W3o_T&vE3eW`ic?kwqVmkFizkc+Zw_9 z;+*&Wnvq0VD)?ZjQ8K(YLzXgD0m?HX!V!h~cYqD<6%H?KP;^AT(7{B!DIEXL{-m#yOk^MCb^HDdV6Ilt z(1;rkR#N07#jDU@5|foX>{x@;IVRoDw@$aQtxejAM-#TanOQa%wupb-1WiJ`H;Rg! zvb9N1>8@Y8(G1UsIDmKAFebMX=9~f2;G$&GXZ{%?@!K3s8@x8-uY4;vJ0)!bZyCW> zMMQCR2bySLc=}V7`}d(wP_H~iBvAyX@(@P448SavSJ(t{p7I)9 z#o{!&Mg43UW65?8YpIjz{96rUz7bsXfxKb*5A#Y~?m~xpFDy;FmK5@T?O7x_ zfP)1CRC18xi5H|2$U*S`<)6q+B4i@yH-`B=iOV8SyzIKg;^1 z0#Yvvi%*cT(bLm2GRCtRG=bLaC%VUr5i$a6KOmARUr*p3vhT7e9f}CImdZ{~pO*35 zmseC&gjkK{DhZpuxQWT!Ryj{`Ro_Z+#`?B}gFN~Kx9zDH~algluc0^e`)l%3D*wc3vY~t?S zy+_F?K1xMx3nK{D*KKP?n5ie~0}txCt3zUA)#c?khFw>>dwPHeyd!)(Aq->{>^I+^ znR~9)U3(PCub{4e05`x_eCE>=_tt}zni|`w$M|40AZBcS6ig13Tz5DlrxABJ-%1$g z<9+^eHP9Fa7fa0h*(TPtm6RO26_v|0m~K5<-*cOqnt~`An#_%F;N6k0vk9FzsMxew zi!b)~_lJIHCA6)b9XJ~fhyoJZOThy{BEHmLGy}a{9smGzS+mf~Dk^S4NBvy+@Sfq& zr$GL(Ef>gt(UZvmOnigwvz3*V%M_109o95%Z=+gOx*Vs_x3^s^avup1 zGD3T3G;E5`#vRlFb=1^|TrH43zh4&4$(qMuu7p*Ru%6QR)Fy6n_n65YX6i2i@3~!Y zC(akL`3hPem?{>IbIq_3 z){Zpyzrg-(dVkOR>xX1IL|~Z1^%{OaT_J!p+1+=kK@2vN$BWPfSS}|sp2tS;TFpjr z0`;2|!XAHASenl~9pY0C{dI;zS!!^IpxbX*D^E({+2 z(1$FrKG+NI5vdIi=|gW7$}6)?1doB@tyW|hm`n#l&zTt`3Xq`+3>x+wVoTa&th%oX ztRae=ZGs^h%r%E{=v>g0*{0oyG0SBo2K}heRb#2UL1Cl~OuiGTpqE>7an?{OU&N~LY@X_iq^ z%3Y2-=y)m8UNeIK*xA`aTB;axV%J>60V^nYs-`wDh9xE@R{t{HB)&$G=IV3kY~z%w zfX&EUHW_*rs~=}_dK%CzdGy7L7YAxw=6}=cQEflA(l{1N{Z4KGcvpLSJLF>>tydZ( zg7mKau;~PC8i4Z9`j9e{RnPcb(~8;^VXyt>gOkz>cIg1*ruh4LUX&EL4SnP^{zX}I z>1*F7yW4*JB3<3ZLxQqo{wppP$^T(hyBqG^qpSjZB%l6-^|dVTpw3;m-E72d{Uvii zBNwtB6|uBjz6?444>)0s=TpExdv5TC+2=tL$XaPbrE?I>5veAHMXkVKVmjmz6Km*L zQT)?0-mGL9)Uay|I6M8@J zMt-QQtT}^lGdb16oZPs{gq4@MamB{WP2awKgJChbY9;dkUew>n?&gCBk$AkBu~gBs z!|9h5i2E?52XcA6N5sbF=6`^S1T6>|((x|9{56=?|E(GR@ywz(r^TQDzGM(*5C}}* zXn5Gnn&k?;4gqzx3!h3ItJh*U%>X>w-&tvYrLMWwTXWofJ!J5yhK3tV#V9UoHGjKu zml|SsvTBLV^6MAQ{;_njrRFU7_gVM!DB;TzP6a~+AQ3u#`XV``2EhUW@Ztm~<-n%l zNYVRgKt(s*VBMvvKGhv0u&P@P`2ooR$U{wC{ocKM3kwU8jOxVvl@Wdr`yS{>-5l8} z?T?2z&6f-yoHWwmp4G(Y3y6^g!;qQ;K@#db83&KWw zga-8-E|>3)KFM?tzHQqSg2f7th^Xg!kd<|pnk#n6T*e3RLU$ifrMh#1DIWRvO0EGY z3Fj}&AKw-Wqg)D`nIN#?eZD>k;B!7Kl&5r?uOmGQw)07UoAaGXWMZsvWy6&IS0}ot=a4ss&jHI89c%}99JC?qpqY_p#Il>~S{kjV~V2@?kxfd2%y zy3(e4j+=v{5)3Ofo9nju!z)X~8C|>(#1F#rx>mCbkBgC!5d=maFJ@CGFO=Ib*Hq2! z=L+cc7&&-^5|rSS%SDMzf&iTPNc`A(Gc$Mn*WnT~WvJ<@wnQ^j5AZa>=-KP6x`29- zrJt{>s{`eBA72hQxVdTBmK7vMK|mVHq1Fy$Qi$tuj)sRksh z9(RIXKK*d@jqsvw=@{HC;~2vN6=RR!L2&3UU(a1blrA8*`sFaRtEs4=VP2`Gtvxcv zlUpyq1aK;eGmh{X2j@_NY8*ZRlMbO|qnquXfRqBEu9pLdoqDkTJ?6i)ire(oYhEMc z--l4O$~M#|mqI5o%OuRDs;%Wg_m-7BrsPWr97R&j%ixqh?%(Y$tsh2!kP zVzR){b%d>X>rqe~;|%L^Lx8xW z;@XG=SO<3EAacQhF{>Wfzj{;yw%y!Ysa!#b;-PERaA;^K#qsJJGRrIRUgh_SIE+4k z)YV9)iK}xJmuAxZ@@eE}50PKYo2HB6*DMY017{O%rI?_*yU z3!6jnwenbPC&lr3A!M=NUr-?rZio_eg+p3r8P%OeUWcjl|eZP<}wgfRHvsK!d9kc zGi-_KNO?rd?_A_NLDR6~G&eEMW8$Cewo@@egyb1VJDw*_fQAlD0fCxrAf>Gbv+L0h z<(ucdzosL{oy7KQn!HABq&7$vXJ~F($H-y1gxO=1(Z9v zO$RJB^IY#I`L7HTK9ZO{_pewSANTP)STZCyD>cB&H!z@89|jQ~rpSAatoX)pxLs9$+A?hRU~qR$K#NsS)fd2tCAP0WpV2T3?@8K0}&QF6HA~R|dj0hGa~u z$WRIxyRfX{q-OwrSIW~OyKt5iui@o6oKAa@XgUbjMn=+t16ER70U(DE8l-*PVYrge z!D11__y9R7C@Na?7a~1~)NCf5selru&b(t2bt|zE6RWdp7o?>|P7Jnzq~6r+NDZ)U zi(oTI1zqf+w!jXzhs#`rhcq`U%l~*C$u^+&5$Y_^NH~Jw=$xBs^}BeeTx;j$X^s*U z`U~6x>5MQ&I@kKnScvK3%vCHwkJnBh>7iz5wzGkF^H{kL=rGaT>nv-q$HmVKbtPcoGp7R;1q;3i17F z)y^wm%{cdxK%|1}i7Vc#l284H}t3Rqa7L}q4Y zD+mUWG#n}y@@^MMKGK%hxDp3UWe6Y5af6eFD9Z!#+zgq-9%LT22MnNt!CVU|Df+R> zx|j2NdyBElv|=G;II?)GBf%mGF`Jh{~y#y=MGowr{ZD-G$0uRHCb8n&`B$% zzrQ)h{l{7~%Ukl!KPZz|?N+WIX|AAGOuFC=w`9V{e% z=BH1%J`V~OWa9Z0wX~S1H)h&vCPO7Vud1*Ag)^Vj8^7pvID*Geun@_hI=tNL!&ucur&=0Doxm{Z)?LJZKAZFg>(cdi5w)RB5zt?R9MQSe9S8N=LVb3l zDzf*7fBWef9&NnZtk)~9ZH~r1Z1+62lj?dHMEZQCYA2mOcM_>j!(neYH6XPkbof9t zjJw=$yI4~DxoL-&$GN$S^aGd_WDPLl4vC=&LZEf+&zN=Uz5LW<96{ujqdA}5Di=-! z@+*@v#cXEiea?g*>eemy6`8;eX>_6S_oykXMj}7wS9@Hl&dO?Odh<2k&HNaK;;0=(#V;Y8CcHMje6vWg0*)jup z_R-hN9y%pz!eG}ScH7VKQDVS19K<8LgcOX z^l3iSECJ}Se-lPMM{0|#4wM&@oT8#EVPg9ZsIyfA&O^Np*wj}1qNedb4BPCF@@fSt5Q)IZrEo*jX-^`0ww`N2-q|f`yr&1Pque zf-{my-}rZNz&`2!1R8dUMQkC=T-=8+sf!FO7BvE%z%dG?@O4=C;q;HE04BGexw{etrlf@}e=6p7RUrGf@980(Jr>iZa^(OTAD&jCi( z5XGt|N6H8s*Q?GSlo7BDQi||pIuz;(J`@`OIJ)HXAl`ffCRGZ94T0KM`80fa1mA<$ z_C^ZD(JT@%5s687q@r~2XjVm53Lt%gSwgq2`la$;L7~v-2qsMz_-JV^=YyqE$QAEU zL#SP3*jf&_JB-5G0gTRestH=ZPY&BpNFfUVL?I!|8H2J5sB7sv&`bp#Eh`XiW##1j zb`TsIgF*%MI^?=rhyu92H@xz;WQ4Ey{rg`bIMho#j1l%cF0J1B1c44*%_ig>Ev>Cm zE?-bOSb&g44MTdn1F_EW(TXRn>v@#EF8~k1tF>oNIZ8zq8+$W}i2~2%(8ot3CsnOq z7-91LaJ$DgJ90-LFp;*+N9o*vm6q-V(Z)jx=A2KThAN-ixlCZ7bUKp7z%M26*o*_t zTm`HIywW|$cmjRy<$g&%$_5d_q=I}vnjuZ0p_fLnfEaP@=G%<(xG;wmF?*@Ko+mq= zR)4;9OxYem1Sn`T{-dAk9s|Q+r03o>{JD`DPatuan!Y`^-+o4f@U#$hbs8QlL<~eB za37$|S{ZiM1Cm!Lr!K6f>9Fj=Jb?h;Ayg`su3;HP4glW%Cv>WV=RD(BaqsS3s7*9**rKld^Vtdeb<7^J z^707Zg5*|TT`MG?^u7Y*XT=jd5D-SU}dDVBRk^K%E(Oy%#(zzga0roSph57!Z<>bH{3CSy#WM*ap z4?^PW885$IK1dZQGo7vp5NSvY4D`3ivY_Zr46v9S(KWBn#lBjDzsoDilUnz&v`0lg zHQcQDb1ro#AHg&J8_Z;}GEM>F zVD)9}wE|Xz`KcAB#0Aw(Lwsy3?*Ql%GcoaV&rD03IzCw0ajBwa16k?KALlnMhDBzp zh8modxv@%o?=>sM#X4vS?>s;H<9$(6)c=oYz|a|-A{-683Ps-TMNiKazah@R@`TO{ zkKSIVLby^(+Ac6k7$8Ue0+j@p`ONV8aJRpoj^K+Bl|!&;3Ghzh$zCFYK#qNXqs|b4 zluP!eV<9Q0W^-EBxYd6C-D8K=V~aO3Z%TZ-p4|gpbr0TvJDF1UcY{{De)Yp=!NSh7 z`gQ@r95(2JPbq<6&vsYGsO3&|%XJUt;`ki0Dl0Y6)9s0#jkhCH??iU7KI(qlncIy86HOQ^Z)#^L5KddB1#gTaj<)tMNK2aS!N z`N=-Zw;q=p!W=Fc8FF4q&Z39c8CT150dIHf%YW9f1#+ot&H}(>3KrTozB?|?cpCSl zK7!!=US4G(gjd4HYr*`EiyyPI?J9;K!-Hew}6LDwYcQe@yMlK#3WQ;-+4Q@q4(}St!pv zON~m-*p+}L3%J&Y`-?y4Vz9J>x|G5v7MH83q=fr_X9ajbJBOys@x(SfdYM=*DKwG_ zlijid3j@L5Ona8&3W^U{P`&w7e z%nI~$A4XWV&}95)z*s0OsQFKD^dYZHOq%OJj8IwW@Jt$g@|Son{LHQ5J50qvstgg3 zo;CF{u7U=4UzMv*)kLeh%eJll^M{)tm(7u34n`Sw`|wq99s4Dc<+3LEy(`X|hU zMRf?-FI4n{1=hvisDn*9@=xA%t44qdj2@^;Kbn6CsjiAQrLpwCLJNlOfQ$SdkO{-d3I`a6n5TYr5rn zEd(qnBcue1-CXgLKv^V@FIk4-=zh(~&Ivd;B-F#^^|ws=hmW;i&QKwR{uUyBdE`+S zHFdcSKV^Ti#8yi*dtSwIxt*maz%7p=MU#F(_4@T?ievCI^_F%ZSA!2W+{r$$+q7yr z#!R=ARmcpAX=`uDng6wxE)L-ZB=3sG%u)*)3tWE1fluGm_*g~XsMKcSAwJL%p%$vI z{Fwq~m)e)X>LkU3FGpcMyJ?NVBFh$Fw~iHp+lr-wnhFZ`;7xcYmNCkIA+fxOwo#GV z{*<8@b@`3uj$ONB9ToKBbxmylg`D|?1q4FESIyV?3U#7C?==}%MK^J8aKKOyE6;;L zmq$Ihnm32m!9|R%l6cP_932DS@V+R-+aa1Rz6#g zeS@96aB>8T1wca!C_g|-unRFRb;wW8;~CG0@NhIY1VS*73oyAuU=bu`nSwE=yt2F3 z?kNP=7&+M!jlao{ukWRQ^NUNK|+8` ztbx@A1xXSCXX|w#x~3@8;V5+`g1^~TTmH%`qY=M5_>G0C8=8(8-v>Nwc^Q)rFsXut zVc7V+X2-ps7-emC`UmM@CfEY)waxxS_kBn zxRrn=;YA+>#nz@KQ}#r=dbV8MdfSIbQH!MSALg-|KJ}25?pdC%H}uTURV||P@3JgW zg?_TD9S)3Fv0vZ%Y7N~N{%md{%OCHb8*(=!w;3gD);`(qCAy~sR9^kc=X8V@f&SIq z`t<_+l?%nu%v4Kk>@=br6HRAY^x7?%5+$a>q7}HoK4PDo9=QDRC`|%eUmrLBqqY7H?s{`!%ud| zo;VQ>UHQcEWRvVk^ti@Mae+4znXE==BBOsX*7w$9ofMg^Vk~vcF&&=qrown(N~`@Z zU#~?Fhg4-e)KyD^@+j2IR)OIGc_NJVfuciaXD6gz8X&bsHtebnWir4<_@95LO>j;I zu3GD3D9%7d59~4IAiGD$7-z7afLH@eon>ZVc=A&gS*56C!VoH-Whx)b#H=F=Wrsz{ zI^MQ>4{ulF*roS>wooq@#PR|dKhI4KBKwpUe7uk)vhpwuX+(kb3@ zP5dADHjg&bj5iMcQdV-^nxOW&3LFZRgS=5jK1QGcRcnOoF>HQEt_jPv!W;7qH%&IGTxHtdKg$ zxMKwf$X(~hoB?LwbW8LtY6w<;#)TZ6foOQ;z3&4jsbYnfMDy~?uR4n<2S~fm zTbMH!X7keqHfz@d|4t4@J52VAia?FL;Pb%bZEB!34+9jle(uH?z3j6~%QC&jPo3r^ z%dRh-6qe%YwovhTd0wPJOL|7X{XR)o0 z5J5nxy!i8H;IsGi_A;w~W{6q4k@6=%TuG@xMispRb_Syq=IlHT9O*h`Za6xPFac#v z!eu7mmxJK*H>8Q;G@&L`B+#6cevbH}58GYEAh2Ly-4Uj>+8g~FDQqot(MoN&1x^Td zykGc(cJ-^yY9RNp3RIwYNRSe{nksB|&l)@a&!mBRmlUy|hDGt8GMfw!=IKsb zn~>}paB$`jY`|5a9Eg;|WDe4)^7R z5l0#G>&J4R(oH|~imPCHLhT0$=z+gTty`dC*cP`3z#JVncWJ93Q=}ObK#g3(00IRF zN*4lnTwL7N)>g0s>kgNnPt48Yxpq9F7Qj#5X`Gz{}`f!a@ixQ$Ig0rUk4IdUA(>2Xy6-+WhX zG?3yKbWxM2z6mKEH2>VPhjAm8MPE9Z==}?-Q`U5GEgK7sceiP4TK7S7Bf4gZ$Jxrg$iMAVF9 z$UCV!P6l$KJMpnmC{dMwSDZspDH7KNN$vVE+2myic54o&m>+H<5gEW~iA4klP%vHD za*=%e*aOIlj$iKE^X(Yt3jHrD@WbAxD~+;i>!ToyeTURW4*f9j#ujAU4paD>0Er^h z6R4JfFIv*xauxu9G{iUj{d=*Dm(29^BtmXqd|^mx+0j!+037PSLH0NyeD(A_+0=ut z?n3<>j)0$l(GJ%cRnD|T>oI^g$!UG{9cYta?l)bk09Kl$74~y)ydF}Wl=KW_nhF*G zvV<7^9yMf-Bv41zX2W%W`7J=7C6KV zQ218h@I!8g&>)NZ!9@MHs_bCp->U2f2pMS4W1^~5R03vC zu3yq36f00A>4hHM`}UevcA2_ZS3ijQNsLz1=@uMrLJ4!4yQU0c3j{-fGmlA!h{y_r zoO-oA-R)cUxYjo|03-hlowq=3fL?%)S!x;@0D65>nN+9dp9qjj+W$#2M`;1>7_{iz+<9}_ zm!l)s(gY2F|L=7#{JYHYw=(#@>w)-efBv1vn6(P}#?6~x2jf$NffDzmlYa+Ib5&xP zs^L*rG4$YkfIK2=E@=D`SnDenQu+PyoU5RnDR!Bz?bn|_am!cul(e-IV=k{}g}h5| z$SpAYL}nS?$NZroug)W=`{||+*EUX6?MJwyEdghbvndL}#DaOp_O#3E&CW8_($boq zR0D(hRp%+1P)wqps^JsF5xNEX3gR6-;?P_X8yh>Ull&m*UBg5pYz4%~GHA0tV2gkT zKk$Dp6Mm+^wXv{ps2IX~b8D!;t!`#x@5n=sS6En>Gt(qh42Bsj#=OK-jIUf3wQ zHD1poDN~Oo>R+^)(*Lw`bl<73e>hS9bozH9oaWpq9*z=0L-)-$BO!;WCTeXI+XZcL zWK~d8f6AJ^oWQyccxK5e9l<+R0J$i|VvfGnM?g(M(P}%tL70+xP*+NT0ME zy0>QE$QNy2)wT43PLIb68Uw-N5PBA~E+#ijur?dN>|o{Ol#)D}oA(1iI>Ku!YTzC; z`RFa^3#G6?THg{^pH|hk0b+G=F)JUqKV*)v*9%%)Em3D&t#@MK^n!*EN5ZpULNOrf%4lfRsv<)VLX*Eb)sH^sicRx$!YUADm~e6f z##wKwOGi$hMhoZpq}&B)$-BZ|_L@Gbm?eY39GSdf^hXQQC>#5v70YMKvvw5+(KaS_ z%!0#tNvf7M$=8tbDUFzeyQEo*cepCoLf=;sj@DOY*9p=I!CYRumH}y6nIx1&pcTbm zm`|ua{3121HE0lqLSW=`spH+Fg-ssENsF) zX2LKT#+>ZA)!ROM_RKVWGJo%-MZybark~47m_R*+(%y;DO54O_R@19B;hEeL<|-=* zKK;vA9$;c$z`#V)1TnO++uJV>}c=Ua@*snYvD*ey!wRvIUp;^7zuGFHi zSw*O?6f(yT^H+6O|2aw+q2SI`P`2tGDlO0MYTuDhbjz|DlAlpXo9}U7=AGe%=p@D8 zB>EU9{mO$T%(laTV3MwGjQY&p=KRGU6o&XW-e<1qy@d%-F!2iJ4%%I>MP_54ekYH@ zTK(t8RIh#!dSM{S5~si8IH!XO{`X5T{^KP~$jIo7vh-mz!zcY?8p14ZdA(Lzcv%-( z(u$fXGg?^nwSv@7HroqQyvPfGnMliS72BGI40hx+2Oy{LDm?49KI6vBN2P>E#%cw$ zUNU#W5DXvSnO;z`ew=m}=&SSdN~idrDcg_UU^#?Pz&+wtR92=MnhK8*(q0XK9lz>W ze^je~3aSvl^gA3TJ~;^)Tbgo96?r%gy^qX|S_E};V-{ zI}kjKI1XAM0L;kI&>T`9WgyRnEhught_SZDc^FnAk+LYM*a2T)f`G`CuOHuJMCjFWh?#3b$E_XsU)(h ziwb6jyc-;#BN|gDkfaB91HNzr^Fn<@Ga^4pd@b&Z-M=b&15D&u34#M?!9S+-GY1MM2R+AwL6=el`zT@WxZTBGYqJE|7Gl# z`A`XIYI=-vhKg7r{}{Igw0c4BHq;Q5=qy!1h8s8vxF{sIH8pMW_{>TO^8h*4=zOXy z#)Oyp&Z9;*H(guiFua_Ec=9W5>&x+xd=dry1<{VTsmU3fUFEm+af9PNzf*9Z=^z(l z7r?7d|1ssTPAZwh0^AL`*?)tbWtg#RckFXHk(Fwtmg;D}p+pBi>*L0VND4uKQEI`o$twI7}8+Xcc1_ zq;Y9#Y$Bq1dia$|4C>7K5CJAC-Q=@Rs3&hvz)TWc#idr3E`KVs-{oogLqD|d^1F53 zP_qBNFe)i9{vq=-wuoQDn9aJsA^bRDcAJVL)aKkOB!A`d%F5icc)+>rA^Xn58u;U4 z9fnS0=rlWBOGiAY}!+VeKV!gT& zd7kbmuh@ia&{Xb8wq&z=&_u^($8z6WwqS3gB?~Mta2(-n);CaYOvn12!AvdggXToF&v_T1ATqFuu(B;;W3ipy(wWO6=J=T231evF;{_EgMcLWZAdFSf^`#{I{FqoHHbaPpelM>SECRu(}#X`TN0rot7^neFqQ zs}ytS@H@#pc*#FKXNJ|=q7=`dw9ZpR7N;-IF0$=Bm5JJ;jOH;1C6ae!4FX9SIswj=`UP zepJbLJ!j7s{UqqKc>;_r{K+rH^VnoeYrT)~Sr|ik?ltxA$OLzbLUmT(@v@wEtoah5 zhD~ZU*_R};Y|X!(*)2A`QJ?8zpel|3>BHK=@|o5empMiq)%4;UJme@}36tUjYx#y? z&$2mn?PHC$cEMI?ve|4cmW@iOC}9eKtf5 z7rPv#uzY>b_VTHlGp91cqI%W1k`ZZefeQU?Yw~GGfv}gd;ug}P2J|KeP1;vTK^ORT z?E+bJ7eP6kn`Lgu56gx&hDIWkC@?q)HU|}Iw<}Q?12vAV(gE{iL~GSA+8!i+_GDx6 zqPQ%{)UBuEcsziZwQ7#UU!Mdi({EewdORp49T%@pn6pT*d}{G~NyPN8_4R2?y{s4GEt z01;_tq$YiYvH#7+b)hr!y^+ue`>hC;aud0j*la|WV>5|l`o*@mI!`pg9r+J~mmS_8 zkQ%kp*#sP3Nqf}#wTNB}PNADQsx|d@>TgCu(^|F%dU}Jj>i}UwF=-O;Dh#h@Q2o4aLdp7F?%F{TM?Sm=INQ@4~m*+m~nqI1_3v#Oe=0H*%dFy;OvO znIUfb&cV_QQM~xk9m-un>UN?-$tLlb5OH<(4UF0;+dcQ7Z>=wS?YqWsF;T{Md87lS zlVdKTjzcMLmAkhQtURF(VY#Fy@aF#57X}lobC1^p#&Av7NeM3Dsp<)kmtwUCQ;jN( zzI!=eM***Sap$IMd%UL7l+)M7Ti>0JR|KT*chV@PPz$f$lf(6vTlGC;;WWfk+S?4H z1Q)Dk|GhZbDWf*Rg{&o0RB%jXmG608SU`G-v)YhD&Q9{4qE-g((Q5a7Cs!V#$YT66 z&KKXkQ$T&hBb4;Sen5OvS|!nSxeVG#2Uy-hScdR?Mvj)9-uMqwnbqxXZ*Sjs%KvPX zcb)q+HCWzwlh=Fq^<*A*Tx-d!*s3qli78&;Su)9Rk2jRLsW^2zV8&x?LpkQoQGObWRovMYPK(duADU6o{{#a(`MPvkCI@uda;o8w zny5r;z9(5pu6T^xD$ib=gXNKsjDvw{TbodZgOa{X=|lH2r-zvhEGAA2@u4Lz?z^dV zRHTF&{+jnPlQzIN$bkv-93c;Y-J-E~+u7;DC8}SM;Y(Rn-&QJ(@4s)Srz`Kc895-@ z*k)bM9%p&^w(CS_@=cFO>yDRM7b)-(9@QCZl%)#+l)umh*+B&~Hb2|01lA85NfC3! zVj%(;og5$iU!47QP*!gkE($M75s+>P=?)2LP^7z&?nb(i5~L&)kdp33T0lxly1Toi zyT9lC?b&H8{QBEzQ7 z3dgWoG}ActYqb==O>3GhVcvalUvLZu#QXU-Yf(5!A3Jr5nq|F^%|2_A7NdiliMwE& znz7XY#ZSRLrHo){n$BT)9B8+%$zl@eLm|kV{n~UB(<=5UI z;23e-rNMp-T7L_|O+fGQ1KjZ_5Kn}blum%ReR?gx7or&^_mFCc!=6qg6 z-r$0U!ks*pEwP~1tXV_#R@VZ~*@UmLPAwEqXviGjx@L@n#t3vuGpsRc4JIlV_+vSS zmqGcl3FW8HW2IYEE?zJv6HB`>~B?3%d?F%wGT_7H1Z(QC2Wfm+)9X!Cs?Cf{S zabVR0`MUv_3xVOC8yKc zFw-FgHEJGnNNXOhJdeC^bl(8(8y<#s%*-RyW=gfYF1*&QekpRicr%bk1yg>1!Ux}Z zr>m{X@tI5PX8oVvc8NjI&{sHV(QYP-dpD9Okg4_;+vQ7U5OXpAA+E%{*2MGJQ5B4+ zMN#C|cvld(gNzrQAsG}qhANq39c(q4q0>+GoE;PdrWiJfUZSI?M7Q6iY?8nRi3UC# zD={%3CDYT4N6B>SqDtz3<)2fM~G=JhBi*Lfq6E_RjAHIVr%GlDbG-i<$%kEzSqYz}7 zym%RK;APF@Ij#p#-)&ci(Di~S$ObLl7cMBeG9&HMpV7blU}dn$43a}m;VfnzngNX{ z*YhM=?wcjrM)CY-39YFj`6*k8zj9n9$6|`oiFqX6jzlc}8c+BNxBQPNcSAS@iXMJ8 zjR3%h{1@LWhSF6Z9!An~N_vtHoKaWcTec_dryKH*VkL0&-^bjVz#SncdlPhPU zDPHCSyFUo*9g7XL&>Sp9rdh}Maf>^^E^nPiqR>*^T=IIG(nACMo(hoFZc9H21Bvejf>!E=r zDZiQ_MlaqVPy?dKPDVukxGhm@2!guVgZ#hu{;KC$BvW85dfv}?s^G@CzlF{FcXyM3 z5B4B4DP41z+zL2RAQD+!_-Pu}KZU1TaRQ&mSlkjdH==1`@~q&Y zc6ML3s5!~b1D9KD${;0W>E2my$p*85Wv#A5>=gI}qJ}aebCpr-%I19Tl(-tsJsH}X z+>0MN8&eUgYpA^V-5&u=@rr+(NN5z#1o_!7q`JVNG@}jIPj-o!IoJu~BIF0n9!7Zj zk>Zw4Mle9?bJou0(@3F8^Izi49ZZtf&<70NW1{HOCt@K!$2p}31Y(l&pM>& zKdi?R`@AEEO7E4Zlz1z}&p^a2l0LN?QlDqsrIzH}=X&hrPOC4%Fne1e*kj%pKDN{z z(Sz6A#S590T%UGIuM&tCo+c_p;Zc5eOHY!Uyo@J zA22lYB7vW>@E?mpz;V^Pu4$8OO9>l;7)+H_qLn11sAIm*@3lYti%QqB@Dtf@<#8$C znOWo!*-B0CpfUpEN8m?6Ee-wjI9~n2+5o(Q-CSHibcX=&B?ScJk3hyx?)~r8Tg*z? z|Al6GgIc*kw+wIv?Eq=Hf2+#Av6AD!`z8!0eAT(d2ACpO7`y*dy(zet#F4<=2woj4QUdj?f6XY_ z9M*S&UK`ZWfJ9ASf89=(z}#2Ktmww{j8dQ(odXy@Wpm#BmZXjDvw7DRt63p3rxV_f6NqJay`WcVUDNxXqr!Mt_} zaKm6mK46kHF*^%u_T~W^m=sbAv>7&2tkC-!>j_}ENE8g`592rkA{MYbRKta-MXfC@ z|Caral}S&#-;(tr*X8S8#o7c;0@TWKa{ccgwid0l7fz)#L!iw!N-k;eglu-Hx*Y}6 zr`l}PK)A7d?AotYEvFf4YzR}7w=7f`O3uSGiY*ZkpI{&3dfskG7))wcFc*{+XD-Sd zZ&vz?hMYFDWQ6VYnrD0+n}6M6ae%>_;1Rf+i9W}YeM$f7GC2P=({u@X?3P1=wCVHX zwtjSx+YQ;vvc}_b5qAcN9S!Tf#Dsk8&#Z+6cI2L>NzS9r-3A4QnoId*E_kgz^a`|< zYvqs8CA4il*=LF8{|AH*IJUXFySE&7y#V4!**qLyFe-^;-Gi|- z(5vJZ7Fq#qd{W4Nm@uuT_6Xd|Lj!$EhlmoQO6y-8#(Zp|mJMx(Wbc)~PVJrF-q(tF zQhrmy?c6)ZS1iGc?p9Yvf<&b#^iL9j!*{Szc#$-SdY&YGi}`!exQ8{*N}CxU2eEC9 zA^y8U39Z(p9%};qrU1Sk=&W{ls@wMPZBr1_fNSecb>BuW5itubn!oRP1DIG2ZNdeZ zr^7>&n&~Px(T{hr81Ce>zmdtvF`uaMeGh+J^1Cgc-K|6&6u^OagO%IXNm*OwHrwuW z6A%qe?TN0$zer>^l+E2DjfbYheqKCuUN;cL4kHYPql+Fj0hTdvd!nrwJ-di+VFD1C zcA@VC2m&kyl93=GAtB%i0`D)&THmqZw1Hc{TU4y?xq$~w1L%>Km>h<*CA%bpDgTd4 zR}~w%Bvp1_MY&&)IU~pjNuu7b5dM zi4KAc#ZUGGdsg7}bH1fn_@1_CK=zT59dE;G`}$DXp_MD%ARa105^g zGgr+`!&;Rb9Ns4onzhr{sazEs^SFJgPG;{*QX!{mt+BHtP8*FBcMXc7zZK4x-`EyU z?In}>IdmTGcSHm)uO790FXo>WkY-l2{kI?gX{&-VUgZ6Kb&J7`0R0mDikFTP@&mi_ z&@lEq-%bf~KvFe~Uu`_}jb|w)I-7sVzk0-C)c*o&0j@=Jiay zJEo^kPHJlKR^2-mx_z-0HlA`bdpfB1H$6pMilHF5tt!HV>ooIZWOn8@dg*%P)^8?# zhNG&i=-=^qx_0y5#qi3{lwm`QH*7vDypF$Gcb-6BRYIa`%9}O}&}}^{sg;=Dv0?QF zND2jEZU-lQz1`q*ewOmrgqn}lOkdL3UR1@U?r-Y9+5M$P1<0SU0S-zwvJT#HMuE3@ zoNNC1y1=sQ?`>+HHQ23fY(l)MD=Ln`QHbCV3V1#eI*BV_Nwufo>3N-zTe4sAzMmb< zCg_ncJRW*7eUR{)=2^0KBI~woa$eVJ50#`&)`*zA>-C-I z`Ho96r@FVz@d*SmXr1zTy!@)bBy!i|{CK*naccS`_J(Kz<8G~Vi$xE7Ks+1w6Dw;H z$w8oX)6lg=^@PiPmBCGdPl(PlHvc};()GWM}wm-7>}&V0J1i{Uulp zl$a#3lP>Z+TjNvk&|j;glw?x{b)o`3`$04)G*=xeU~yDbG089d-{GSEnb`cMqCQ%{ zpZszfJW4z^`PFbjjgz>-&nnussG(>>Tmyv@hF^>bad28~Xt%vu!qp}W`<0)LHk3tM ze?V2wZ&ceipX@~D4bLcEt>^k-o6^zFc7``yV8flE?5 znoogo8mWZ&n-`*jDNoU}6V{slGZye@3$o);YVkIk&nQ@lIwDO0dG1H1PqPe@nfatIEh|_`&kbjT6aF zp0{f1_dxPq1qc&TAp5Hxh%&c^($hW1`R!kr!+qP=1d@f-1e=i>&k4CT}eaE{P@t|Ao=v>_DQAVb}~?a zGsfLG+1u;xhROO!?|*wbwcz|19qoP@5Lfwx7F)F0quqkF-c+2o5L0w8Rj-Rf)g<&J zPJ#iZPvIOAG-2TcPENoks17J3|M`@dp$6}$^+&V}FgvgZQ<}U%PP%gZSIfM~^Q}_S zU9sL=vHpn;ZQcw56VW~o<=Ce3YhL&Bb5TE>Tgqd)bZ=7R_P8m?-HBJ1v8-G4McU21 zz2C(L@8Z+Ye<>W2Ch5O@wuGUVtQe*&LDKVZ$q@%P+h4O@=zkN+9)GneOTHhXrOfRg z5Ws~B#gyP5l~EHm2gW=R-unrnHGdvO%#KX{cqDE>j>Lg2do_BHPda1fXSKT@ z*;n?a$4~gWNmJj)d+DLeQjpJEW58lkmn*xOHCg3-Fmovz(|Lq(7&q5zU<~FB9OD5W z5*b2k*LCc~Gq@Q|c*2Tp_1wMgi6I6*wJ>Kj2PeBPnz%&gZY#!{vJHpe4| z?7Zpw__c)3$E|STvspB!WZE}=Ol5yi9Bv7vA_Q_ z?Nd`%jSJs=Cc*U8{HBE~7{Zj+u>Mr$Y`)=|$%p^NDp>>AKU<*vHa*t$XUULR<~@I# z6^;m5u%+nz3S6ABdzfz#Y1H~68GyYCT%EtGaADzj9N6#}a2`L^2|5XawUKz3-5g*# zNwy!w?bgj5=zGJN-~;}ekxjT%bx@^oXLoFoc$YKxjsZd8*`C4U>@GEolLq790;1L1 zOJ*j4Z^MAGZKg72Q5ByDEQ6B{&i=!M-gd@X0W#DwFt$ag~<=)4wSw_!xd>L%gdfc)9G+0SJ^P4_&b+V+d zl_3L{(U7&C@ZzA}?B2vlP;`w>!VOdOz~Hh@Q~!6h!#R9w!oy~76~U1AorwOdUk)BL zm?Cm|Q10tHlcj}Jiks>92b}v{kwLM&0Z~%a-+yRdWN$Vf{Hp#*tMrTJGg6den63hJ z=>9ydf@Ee7jD>5mE&+D51Z1{UQE7VB+a0~_00Y*mFcu%o293<*^2+~2fuCD%mJq3b z&(&L?kP-{)#t8Dy9Ft;$n(jvN9Hm)?Gg!*!t_`An_sS1#m9VjrLm`Sc43KW)=BGLP zJ2?vL{$DHLwtw*KjnMfudOyCBRvFY)dYoYMy(niTI*=*WGoRGBJ8d%H0(c%6mUzF4 z6=ZaS(I)b~bRAr^MIj?C^L4Q}z;|QA)8J)cF?$MbTL>rQ(N5?i@kVAoP4e7d8K;j^zD z&*Fg+k;IMn;$bJMKV6kRlS&lF)|xs8AZCu%|DwpZL!kid==XRI*SeqH8H%U5qUa8@ zXe9h>cTT>v_@Hc|X=(nUbCyZd_x`Y)RZLuO#6{NNlbMuyYY&GUz_Z&C z+}Hn6K|j%+(X2-&-)f|5^$|3ikWi@E{=-;?g;c{#^MQsvoyR_HUlG7oCJq@?G7NDZ z9dENQ(b83wTscd(HA&W`j!tcNMX21z-5e6RkpLvY~%B3ZK#I3l?XIv&>Gsm0J#0o1LOt62`48u;FPOsf;&MvDNcR3xB@``n=HrzL zrGU*P)9UXg)LdWh3H0Su2X25EIwD;4f5dF8j0lq6Ame>9QWEF9`S7Z6za}UK1^Ok9 zenN;lR1vf_Q(Z)7Hn2v>w=CJoW+8D?@RJz^H3JR~el^Im=XG@pG4Q!%Yjw)0#`cFG zED|LZ>BhOVxwDHkjKvkq4}DLTetd;%rP*{fAFPOIt-yXzqu^qhA!@CwsS!H)OBEO8 z@Q@1l^*z*3itD6SAZt7-1RQ)U`at4)$+izL`v$gag?$_R9!JYyT%=M63x@#gsPHd) zltE9vYq&sv{jxGzvDE{sv(~g=2=@1Pk^AN1b)zmd^7lY|~Hkx{s)~%MlMZ8hUF7H&H-xY$kyMn@h3ACI5`+`~b9xMnL zpP_3l92#8xA%F>{74cyCs5LeO5WqdG?{Ci0+M!k;^#**S^W{Jc#_*GIRak6G#G3fa zAO)Q#xzL*vg|l`{c&Nb&zf2lHqY|B5JMLuH<>`X=m1XIKb?4i$Y>OWIxh?Y!b@aH5 zpIqPLls|bOQ9^)h|M@;X-!D;RnJY3rKm+>iGH0s^H1?_66z z&DFa0AJ))qN^|l4e+M>P^B_=g$s;o(K*4V*TAT%K2wVPcG%gYXJXO^DpNQ{c_T!Zh zJK8Z)0KwZSOUj$OygJ#tw8zUP0aUe}n9o&u3a?mX#islPj&Ve}KU-Vtxz0rFa=h5X z_QaRqjF#i+mtz3OvvK<>4oKK&Ud{QqnWZCi^yww=U)(&s`@eMe)Uo8eYemInl?S$f zx$Uwqfh>iGvA=iA#krOLdC8mq2x*V1M<7HV(mAmVizYZcKJ#jjd1pl2o)-05u zdx(nbetH<81#q$Y?_us!K!Zr;>sS1=8Ccd0A*ACqA+%%oo;J_#y&NAu$Jw&T zqF=>s24H{IMOky%BJzs(AB)anG+7b_b(wwPVV9opDipPIktH8h3xm}p0{t-@tYT+f z+|S;2k9z`km7WY&PUV4Sp*g$3(pu(0oa=EVsxp1|WmuOafl0Y(*ma3bpWD+JgTlk^ z`~F7$-3fjLa&+d7JJL{U@M6+ zMyS7-@vq|dzg2vydml)x{V|ElrID9Q$*zER#KCk0Rn;r(uz&x9i4L0`0}_5xQ?)lQ zN$o*gLITE3(EnsSMKz4|bAfziGeE=~i6{MLL^v61p}3H)s}T$Nt7wNN2$I1_PN2;l zV_#rzXJGOEBD*eV+@e@>E@EjP%N4k3TKP4sXZT}_d=ds8R8VBSnff3r{AyR!*N>ba|`zEoWY)^pV>e6nX_-lOGjg&8V$#uj4tilusYUz!1gX zXcTOzf9aykQ7l_`J*aq zq_eXZo)=q*ufPa~nZrv@7BZR~XSjC$p_DI~S>Ou=4XeExf%|Cwyk3kF7-<8wxNjGc zg#*dd=x8M{fe@`f8*0V7ZPTe3`i7j>B6nyd;yP|G@^9KjQd4$mgPPhZOM! zs{CI`R2IQP1aU?x;yVPzn5tAaFGW_9^PWfecFXa+Rley>m-hRgT!3@KpLr5bi`~Tl z`W+s#HMr~F;~Sopqw-qPrji+<^|y+VU-Uew^usNi0lcV`7WaxGnM#Z@4VmXZ3pT+s zwk4NiIUj$P;VmT<`F38sHpcK6^Rs8$feCo3oHycwh2zWV7TyNGm@Qg#hlyf7DVquo zfB{HmmMFu7%NXx<)3{63aQ(1n)a@>T@clNMuYGVsXn7Da<%F7)Slh5j%S9IG1>V}E zvy=3th~$6lUO9*>DQsAAf2I&XLx(f=gI2y*TW*v-_q*@b>TFEUhkdK;`NQ=>mKRe#2yQIM|*j`e;?L9`+>@d zTHwU|#DM%6MbORd!{c=bLgfBqqZ!?EcZ)Lolor#67M_nL96!u>>i!!1{&@ph4JFZo zFMUCn0cObW;ZI>_v~e5qSh3P1A3P#ZztI3Rba zZDD?1y1z?L^Yfguv2R)$pViY*uf54~wr^T-DnE4*xO6`H_xY5u(PXr_R!N&Xu7v18 z9d0UX)?cTi{}fr?28Xm2h^UP;Y}lBX8kawzE`pK?4ECeDeT2zVNGKHl<9R8cB^@^; zRh(rT%l`nx_ZghS{TP{CH5kRqBr(O{We?y`uD7wvT_A@_6GTcpqY$6Sfi?12h(^Xw z+_!@Z>24xL+yy+!vzIQ_rq0DEDZ*D<)$zLJCgcP6HOr^k8cDCo$YDtOf}Q(A!f2K@ zc7{QdLIM-v*}B$8u^8%}%74cmSFvGV2nLFuf`$^~B%gM|wR{es6r`$up|tPSmXxXW zo7+zH@V;AOx*Sr4e8t;H2=(s}*N%S~5q{=Hi%OcH=Jkw|K+YU05q{(>24U!0!&DdR zMP~xuYh{~@Vi#R}--ROAe}^p1j&Y` zy_QSAT{HLLuaZ<`COtJo}B)2`L9!tZEH6`Sc=f1y|jovX5m| zK0Su*QHD#qEoh1M!nSNh=81UFc(X?>WZ&B~75t;sb2#{;RfESuD)co1s}2JhZY*a+ zIAe3Eq$zX@)mzGxkm?rIlG_#@-XqwEFmDNMBH&RnDNsH01?Q6s)>^>rzy6XJw>IK3 z*ma@Qdx-Dw+zo)~^bN<6Nze9^96;ee*f6%ZC~S#kbF1{FpCTw+p1HKSspV8kv!APt z!ofEI(*@Nxe|cFeH8~_oa%pBM>8q{mNJ8Y=w87o-55evckLiDQxlN?z?o8iRIjtFq zn|)*{tYI`7yd7H5V;wHM)2pZ!^*32Fv8oYod54wX|u+g|PJmtQzp`pZa5ax<6^#x0`Hau^FG^7zN zwn0pId6lnr$xLh^V&tap$*m$G#pIf-jyJ#lbs?3C+j``tZv}2a5I)r_+*9Dwvz*#V> z>Z2_#1Vk6htdL=#{+^gj1;(hRmHJxPVI9%FXW3$uZ;`J-DogVH*YDqiNzg?e?@njt z1o-)ZbqgW{o~-Uq!?#91qA-c;vh`kRan4inSe~U}IecLakS)HcIGC3{c}*Dvn5}?T z5jTP_6O3Ki`f5X%j#CUBJ)Qzjn68^0aHSRHl9%x*gYv4v4gy5BQk*A&5-<(VZn)RX}BDV*`|XHiBeNVd?@_{olNe<7NqZ7eKKO%x3&RR|wp7K?Cc~OY#)> z+W`5fnHE0c3a~{>Uncm3Nz4*E8sAJ!f$4xznIabDuOnA1;cRbgS3}-SO9`G9yJUkg zq_paYmi{KzNUD|UtaF1(uL4CxA01S_U#0(wf|`^+Y7I7JS7ST}*Rc@kIK2b<;s3lf z@{!xwfd~HMI}9Ng5V--QeWt+!2>!sb7;u|l(Qa7slG|M0)v8m1jyPom?Lt2E)ocBc z7Uz-6|Ejs@8byPi_Klk=S>=-_;+-WST!O!6Jf^6s9&;(lc7&-tU-q9Z);d0Q8Lm>9 zBG!|V)<{9Q2^t3ySxN@+NwlX15yc*I6f|UarIPe)v6!u#Xs0#hKKsDQ>I~ z&xwMSwY3|7rz?=MzK(Sk4*7p*ZxxPY-)wVbTS-t)*jt@(l(%1K$5cLnC=(7DqW)G? znp2xSN4Rq2k4%sO&xgF>?O1qPlla*4Ih(LNT*zUQG*SSOmBDHxP6e-3mk~KL%+MKX z0ePD#3g?-?zs3UiI%Rt~{V!V7EAHnMTs>+FK_z&UlBS?dHD6T+ObXzxTj`0)89sbX6-ABgn(&SR3R>4DiNg-Q3cV4>Z~uD zZb=B^E+9g6mX9hhY0_{;N!w||x5FCqfeiL!ic9b^E5Oh(TB*XRwu*?79SO43qXr|! zA_@mI1whH6;4*^M*;2*C>sWtOQDTa!&=`)V(|LnU2m?$!;@|TGm=L!5`U1HSb;Y}a zD`lB?(loT`+f19!pYsmvb(AeT8X+es?^^AKb;nqTxd;6eOx9o+)-r2e(L9C`%)Y=& z-N!aKG6#-Db@ebfRgcw4xV@G6PQl)S9}YrZU1Cb(Qi*sj-uqyL20nvQ&4N#5e&h z@7tdH*(q;aQBqo0Mr?oMPd=$7-wn@E`)1+k_7{~h+`LPb_}$;T z-Bz*J7!+IsD`wh3!yQ<>=GR0UXn>DNEJKgbJ^F(7InDZe88afMhZGdMZO;5-?m*Wt z-HTGpR66jq^RhB@QVjO<<1RX=wI-e}(3Nfr9djXhO-5idwW9(C3Yy^R%OF~ymH2I_ zzhMw{4))MeYlSo%k9Z106(#O>qb@RSZB<(Xg-4A)Vb#+xb)o_3@N=&cx<#CXRKYDb z0AzBY5z?x2QRP~On`8Tn*R&;>rS;e`i&}cYMz>reGJ>nQUu>dWI<>vltke}P&h6RJ zz}qBH*DKOrAP(bH4dYKC1==0Ik)$r&jftPbICMR-7^G)7olS29OvvC60MJ`vBa=9r z>kao*-3n07%n?jI+3iE+I3xwCBjWG78O0pS^9$I!$oZ9ZLxo2yCC`nc)WL}f z{q-M956}S=MLaz9F~5tmz80U2)V%nE6O}`xzM;F8rDn5{f4ibn0)H#*u30CA-OwoX zL!ew+!R*{33{{SC;jc z!_Hl~Pjd!0*vp8cJve-3mKGn6A3!!jntqycPZuw(H8(RItK#zV7P z?=AUcl~yJ2>dI}PNlyr3Cpf1z6nYP?&ER47AW&AyP~LoF|D!pKJ357slK5yRqR=*ZfDyGAi6xn4_X};WTfoL}a_VQ0eUVjYSew=>H_7WYLTD(SOX9hR= z5`st+Wf(2p=kf*)KW96(ObJ~~xy77Ykxx^%vpX$Xw6hbc9QDM3EBe7Haz)^G%JotT zzBe;%u|m$2re@kbPGff zt!hh|>%NLbSprQ|5`n)snIp?u#%JW7k{R^A`Iw?$F)F6~>{>gPqUKl~G{K498k}W( zl4pf~KocElL?}K=jq+6{J>1kqFS>h8jpfQJz-TmXUgW15ksk4Sh$`^ACi1p_r^dlg z#nH{a;Y%kVW~zW3=Ox~r^GaG^dQxY9a8=2inz-mlkiqT+#=PCLC-`b!sB^4(##>oMsK z3c0vLj>Q@&R`#v~P0!##c}_(J4{t|NYW*Q|9q_6L6FC5dbife8VD5tlS*sUbP5&{O z*wNbe-E?Yj13d)oI<y(3YlDkESIiBEOE8 z-zF1?m)99ICFgY-ze?Kzlh#C=upXm$3Ra_aDrks9Au5(jkLFHEdWT!S5Ag^n+|yqk z-Q}Xn!Y?{-Jxdn7!nsvd&r8--)pEMX;)@`)Fx+v`o^s6}OL8^}{hQo#)~K|4%!?9N z%qGeBJ%)P6G&gPanSAz0LD`=82~xEfCDxv?*nq z7XYvqxbwa*vNDd#fB!BJ-_xWkd`DLxx zAvpYO>zsBzJ^G$Ba!+iieY2z#Reh$s+(A_!NW3)y3s0LNn6oUP6DN(Y}6|-q>@1z1zjQZfH)tGJ7Jr%>_Hp z#-g|>=KBRI>b}GO#;ig){B`a8Wk|>d4D8Dens<9gtA_L)j4dZ4_FDnru}Cq0@aQnVqC%)wAd z5o2x3L>|EVy~a!1%rY>hu=m=TrDK@;uIt2NoTffX%kEfKFPogx42)NHHA~0fQZ+0f zkfQv#LGLoI=&_S(w&k_9l_x6cj$m|pl+p1V!81%KX7nE%Y{kASaqjHDC0;)s5Vp3*g zW@Q&uPI{41DX&-+X>Me==rfhTYvxC4H|>f5`T`7c<1} z+aAoxF?~K%x^JU$)ns-`IPAr>91<5ywG?ty?CR!L2tO)+f18V!x|7~j(?J#PX)*Pp zDyM{~Le2aeK|-H8wu548c>WqebT_v=$YV-keDz^7qs@`zA}f0ptTslsWIN((#VLvF zB+Y$$47#;S+LL*9lQr&kG&(%!y_�!$=~Z2kZ1B%BRpV0xV);3e!r3P`ZlUyqEc{wG| zy#mBW&(adb7*aL&*^VQASA&*SUWY+zs9B3MdYHEYjn7X3shi`tdX^yJ9PZua^Vr~6 z85o@>euy>QU*8clkS;)HFwCWnIrHK6hA3JIs1yCpn;;eLHg}-BIwWierFTn0jjzx z0ifE*8*ugs>eIE93t`JMSab07mC3H-PdzDyFO#-<0d@jJNI2hNCuDf0af7ZaJqZ|02UO>9LqW@EJD<7vb zC+}e4Svq$%VzxV&6~UAaouWMb7Y>XTCS18sm{avTnBIaB%_ z!-suYvYqe^Td+2e1Fk20$=`Dc1ZtLe1q#*m0pE7d6@#QkU zXLKw8(E2cAKjr<1$*Vh~0UUO-b2GdLtVvr~=SOz&^a!Y~<^hQw zqz(jQEHnHcN&e{d^JjplqIQ?;g$-^lm|{a;Qeg>6Hgu}ZTda(Sg3j!Ng~?F*mS5sR+8qPZfOrFysh~IYS$JD(8oXe}dUde>{*$f-m6U1mmLs z>$RF(WYJDVm2-qtEYXZVdziu7K$)y|MI!WyFJ9wC<62dpt?;Xx#pv`~a8p=mPYoDW zkcw=+h5|R-$6k?#s|f=kQ+vJt`Z)k6$rK%6*Q=CE87}L(V7s8gcL(8|bPxC}ex68! zD^!O`vHlD))BuADV3&$KKo#2qn-MF01T$iT>t4+RK*j)6^qWO9MMgSL*&2Zm2d z#{#o>Jo3BFDDT7%>Aqo?OF>cR9j@)w6>xyKc=CBF08>RpUW|^N8H*&R8s)v+=_JOF zxyBDAsNi^tl#`ij@A;==FA6vh08HX7L?%()bwrC;1ZdQj^Rr-SKqx>R0mr(ip)AH7 zh`It^9l&t24wxZ+%)0#l&xWE)3o-MUo#FmhF59Um?VH}wu4`wef2E&Qw!`z_LZ|qg z6p^~w6}|yQ6MZ57Kbv>%23)w(nEHsXZ&BbW(COr9F37El%ZsbaYmEVy_uaO8XHc7N z7g&v5TvqOKy^Ep@(3Nd@K|K!~1Xstqx=Jma|5fFz%u-v$HQzrern{5DfyRykDf!%@ zm8$Ye^)qH=?o-%s`SI}a;Sl7Zuj7ERC@^G&TKC<`b?OFDI$6Lkz6tow!x;kOUl9Ke zRFA{FM6}$6-%-fWWFq02V`5df#CgQh*6R&_xN_iDxT^C#hz&jZYf3UeNBKLe4U|Jq z7K|^R4~4_@6h(FtF(};}*QUxe;4DRj_%!i{34fxkOsn#cX}XIe!}+to-R({km-AY6 z)NlWbI^;Wc5I&z!h@Mss>Sa$grJi@ zuA~9y(36C%L7HO6&=e!bENS&U^JR6Dfn5#mPjHYw%9-74vyZpY^$dXfAFj77rl(~) z!z=;CQ`HYR7m`Lws1~XjRn_mq597YCzZ~VGqFfnW!`Rw95b?O|ez>#0{)_pUa$WUr zh39MWGUx86i;LK(nis&IQ;9)Q$nOlt-DhXLkaN*bT>0bHoc+~>Mcvao8Kh|ASyrs? zi&uLecJ_hU8lGkkrCTnq>uy}#Pk^>r@oewzQf94Yxj0XQpW9;ri=}RS@Va&nb0nv2 z?$o{ecIhJD?}#j&`lz3mT&P=BdXxWf-s>L0?|P({3}lipZfMdyS$bG`^gJ0SqAg}7 zF=-2J-)W3K^SK&iQ@ePhKi8;p!pqUUp{DQ!_$tQbPM(WPNJ=(+uC1-L;yIekS7GRO z6jM%_V>NTsO9Jo7NdP0*POuEGkA+iBGle<^diQC$40%GltIx~_+j2Q z?|Bc>$nO?0(m!4d_f6^76sbH#p~t4;C{+;&&RfIA%KL@@6~t)M9VNSE7KCNVEw#w1 zv*Aupx(X4Z4SqMi%I5jt% zd?!H^E-ifadyjv@Bc%H3GiQA4WWR?)JXv)7nswej&igkmVSgPNi7=dZlGVSIY1I_` zlrVDs_;HLmyDQDec`U_2xd3O)?epA+UX;T4qRUiHi|2&c6agVliSZ_U^WJ^PVjALG z3%2yPzK+0>nAgkk`^%q(iTT|Z4|j%0I3D8I*>BAREePYY`!%|waEA6?W7SCBeMia2 zpvfsQNTb)sdA|A@4$^hAUTEuKN23JYmxg8U&cUOK4cy-YdOg zvEZ^9{QAcxk28%2F`#rmLi05QLG%T#1YYHh0$cO!5mt>I-uwG%Z1CU4 z71DdDaT@a>`td=NN4gKgW{$l1V>sIEAB7FL7b(QXW!6iQ!X;P4DCG=Yn4GmV1|f_LJTN@3iGId!ktp@FNb zU+#Og!viP~ity3ki*&CCdU64W($%{E$puiXK#av(P1zdN9qP!=tXn#}=_UJu)nsQj z_mD7X?%L-z?;&*@hNJDTt3Wg$XGQDSVD4!%9ql~;K@%!_#aUvjf0lDiIc8?~21r*; zIi$rhl?oi%ghKQ-{a={|C(*npW@fOLDig&p=VfJ`C!;vptFW#!WwR=QPT>AM>X5wb68|1RtTc5#-f z%}2)AFf6$C{(0zs7Zb-9@8aFc+qaHiYtY4==3WRJ^vGD1dWQTNJQZXkD*Jo@PLbrF{LLLqdxc8RcA3|_Y zMu1ezRr%vlg5SmW!~1Q?+ncAsqHq1|4~s+|><_)B;%$mtI{cYG=vQ5JT=(~FsWfbC zPj*&BMoh=VFDDPa&v4QME`)~KH4kY(SzcNPi**GtCJHzE!^6YV(}Y;(7Z-yT1pc1H zeZ;YomU-DaQT#e^i`Q3sE%yo8-M2|umG1?@C>>Yp<6_C~*IKS_>y~~}EVI=Z@Iw%@ zN6MIkwqKw8RMSQtkH>u%ud>pynG2I{4Z}QmMRr50gTB)l5Hsp8O%VS!_e6N!3J1M! zwbtt>153TJ@kb~qv3P1&^?-3>-A`Z!efPtd}O^h=pH1xkW+0Qh}=5~ z$i%{?w#Ux+@(~3ql_c@wJK!?Os(4Q|lTI#@Fu^iGM@zXoIypQ#xjZUXz)2Q?gh%^x ztmhxN0GIPkl04Yk3MY&TMgc35%==#j$R-7*XG}?Qi!NjGMMY#F)dc2P?y48R0kX7A z9vY!I8$tVrlMc`BjS+v6^S;ltPr4E*L&K>h?wY?v2&ZwTd0yXvIrjGt4w#7e&ycz} zJy%o0$!99U3TW`lmMg&Zq@U+k2j<6i6msVv(z$(45W_#d6)lSE-zHk{y4g6j*RGPn z9e#}t{md8#rwrl>NJgj!KINdQ0?x~t+X#vvdJtya28y`TC8P}Il+!JR6n9-R)LyK| zvoWGjc$?^}5Y^fDgS@Zfw5vQ$BHT~UHhD@P!FjkoLoI_eqBNxrc>6~P}vO+ z`RAE5-o5dQah3_1@aMRvNojqrGcA%bIhyQgOFuEEwW2y<26m3)Hy58W=-HfdQMlx*REl6u(>4(4iBe>N+O;og7P9mKe^Tw-%ha^yH!KaJgU5Ry!J-0}0iT)l`#fmJujBRwnC zMtpC@8`Lg*;j$-xdYLo38}l|*HvP#j>ibI1uH0pV3`J)Bd3FcX+_!(JqT?!a>BE88 z8$B83%2j-fP(^5qw;1sU`6UfLtE zv)N)VvR{ua>HI!!h7R=jktMn_H4RJ@%=1_g;fhjncQ(eqXd$j_lPwj65fYkj{<_CF zK^woU2F}9z>Eg%z<_=@QwUb9+_L|JpQp=emkz4Y8&C@@XBMTkT`c_hMVnV7tbuK)po(vvrq)vDoNl>xVO8uRNgUs`F(6Pdd3w`QozTsVf1%QMg&I|qB*pS~J48>BO z*bD@2_lazWoAiTf5QK^b5;#;oVq@{y6@IwYXM-j}V!-jMM71d0?I!a<`BFjMH>C)I z@bN*e-b-miqZYPot=csinh2J0`H)arc}7(%Im1|MRHnpYV8R~yF-vK(P==F~()yYD zFKb}#J`TdyAj+)H3PXt(iZ+`iQ~W8XC3df}#4Fx(wk!Fp&JKDUCui_`8-0YJUnDMF zpCoIJA@L8j6!*UBaNxI@hMUpYND?N<<{Ml2 zT}(rm;z_Izii~jW5i(&<;n*>j7R3}RMh}Iak^?902{MhM;m^YKx05U%dbUm%{d_9f zu*5UHA%Ehxhq}OqHJx6!rus8)>JVYFYuL$2N>`p4yBKx$&7Y`T0t#XuMTdCvZ%8)~yZCiJg*@pB*9=xO z;CiWfI}Fynq|`DT?cDh`j+j`*Yc_8>%1w-KW|lK&mwqSXAU&a8-)a_)w2P7sr zP7b)}Emi#gNPFw3s@}F;6cLpWrKC|=bSoh#AOeCk(v7rqH;4k#h;&Fd2olnz2#AXi zDe02#ZrJzwz3=<&Z;bDpefAh<{v|S5YtH#R^UmwOE~5@me8jfA{?7pe>yDr`1EM!g zhUHw=V_nn3yh7CS%#)d;X-ChKyZX()K1w^wk|VpxAgm4N4>J- z?T9(Ph!+jH#Xmx6m@J=l*i+`^Bk;}c__pyawncUZ2e$K!B`RK*u1?7)vqA_Vt=4z# zU)d!DCD^{C3Czap>%7Q#)u4cF)$wt!!L{suOUDQ54O zg?4A%S3lkh0VntnV@`6TZD6~5M*b4A@Xb`3xD)8z0!XSkrUMYfdGR5@)(I@4xPGG3 zpzjVULXbm(0)*SN-wp7qk1lo7-8Calk?K8>#!d)j@5~iK38njpG5g(I*v<-6_cm;B znsbYC4273~LVNFhi~f(tz$|!l zhNN)yw|;a$kWri9F2+9OvaJ*UtGYyu7@m)t6Lv(9seMmXlZYyGkR!TPC@voH^rcdP zdj~Z_g1G2Vn7TCZv+zt{fF)LhaCbk7vatI()vyawse+ffX5Df!5}Dk)h!cI4H%NzF zeG@M?{&~&{)i+~RZ_nP5?0Ol;3Xn4eL8E360fKRRW;#z_n3YU(Um!z_LMasH<>)Zc z@h7}?q0DF71P~+KRyWw-u4{iD_QK=fXTLlyb1Z0Jl6fg36_tZ!)RT2ZlWV;%%znqK z-DP}#BG{u1nCVfbcSoy*NJ44wC+~_@+&o`ICgU9|Gp-;ZK2KXSseN ziN3|6KdZL<-jpHMDhf$*SMRBH3z<4!IAUAXGL<#^)K$KZc(k)=qNEX6nK45 z^uRabptaRh9W1xGsj4cRR&A}Vs;X%dQz#Go)9+hA7ruR2Y;!_0zkPT*<<7<N)Od=Zf0gC>scg0-~O=vJxtk)H;urK4_eSlh*1zKr>012g{KCQn?T|n zGD{qVv_?MUYJR_mGZo9 zgL~vuB5d|aqGRgdr>A+(cuQWDTHOpCo%Oywb?K+zvwVD&!+wkwF|z1+Szqn5KRH#j z=12aH@$>69wpTTN0I!Ljh7T|do5@c%s-y(LL?Z8g^~A(PpE-Bz^E;1{$Kc{lo|UIC z5^P~{Wp9d$)1H2RjhMfAy5{C%VR?1p{#CTs^Z_z1jH;JX^kzD&c66cNR(j0aA{|Uw zjE5(9-N6F&xsPCQt|7Ka=wz13ug`+F1-dykYeopnm3Y)N2S;r7SF98K;kCa-DMD3A}4u zF;Xt+^_OR?k|D;jQ|b<*Bwta55r1R8Y*^+PGV@N;z)Xr|E*s_>KJDH5XK~_)pXLk2 zzJeY0KTl4z2+b_05o1-BTes|WY)DCvxqqrYBIj#VLsuB0o}Ifsux{u2)sKW#p#gO_?dN>J*n2; z(S|fO<<^!mz1+hV{?a2BQ~ngf;1`?)j;&c7X_PT0Q+HVEGowO>xAj=c=4&b>XX`3# zxgLJ##PX_*e83xlT+giMB6(i4lS?+EuOnL-tYWv4IGR5kKj_u9NC>p{udc&2;>A1m zyU;~FOtLfKwp%zWQBHmE4W|oOaHzxwL3I*`9rXg|D{e(u+*!hJ*X>_ zlM}d^3!Tl*Z*Coz^@85#$@XMk<0W?HR&sOG{9N(@+!4ea;J)7)s-Mf7=n(^VF zLW;J>h4$_9>G^20CWlLgV5w?K1on}CB28lJDl6t2gxnv!C{zCD60(oQs4kmKn4Er@ zhnPR^rf}@PwwCDlC!EWWjnxg306)wyrVr+$w-&#XS|n}vi5#z9_!)kn&BX|+DVo1G zIdS;2^Q-UC@5gUitll{y2Gx)4UD1tJ;~B79tHq_Qg44B$TIRp4Zfxu~rB=y!Wki}} z7@bkNFoh1kz8Bd6b9{@RPrb7HE&93Vw%s)2^H?p36m-PIKW%fG3Vr07DVB8Fu6c7` zW$w-@_xHJ{1t~VquI{*AtZ&0b(?hw6d6^_<^Qp?aSUQ_T7D;4@Nc~6r9>dGJ2)Q6;vjG& zgO(N*?sZXA*^EAs&{7EqR=G*MVY}@ABzVE{T?|pAF|V#B)ctnX5NGT`nlGBs#gWg zRL~TpprFZ|oSZyfQ>Lh!&*rH(GE@HOl90?o{EVaxy=ty~P6;tP^c{O9?uqz}d5mL| zseSR)?oEiCsbQ0N2z4`Hnv=c0og;)c4?^ zWWvSW2e^ok>hF$$^YJ;uPHjc_SJ8BO1Ox=?>g$8eVKDc_>hJyieRmwt>`sDUVSuzR z@Q(F_^^9Dyo{YFqEbXb-tzO)4Gvzn;8@B794^TND(q?kg5|!M7sw88l?&T^)+C`VT zzR!H6To-jl^X1xN)6x3vspEiGlq_q9P&-Yg#kT$9#D>4EQvSZx@#)-%J^kl!TaD6_ z@8LzGvCJx;fo|yhU@X|&$!QOy;+geC`1oo(4{Z=D>+8B8QZ3}_m)lON3t!zUa@g|xg9q<95l(cVwB)R2qi7}@;2(}g!dH@Xm-8~H0<4trN zQA>@9(_d!77bCtW)xMXVwKLiGF_G%5=S%OZ&qtn3s%=6BWN<|c{dUFaMwWtIk0$Mc z$)@;s<3t3TmzCRamVye6A4BH*m9fe?qv5Fu?@Qi`IephlH-oK|`=4W3>P3z&sxSL& z8~MpwYFyFs5l`@d;6D|}Vm5(>8fXjxgtx@A3s+zqaiqVW3o?gt?*1yOYPayYtpO@gEF@wKJkv9RITz%Y)OBh4aQH&hN_ytN_5MV^ROTb!24ZoJw_a9MC9cBk(`nqu_ISQX(*gX_>r8nWF=z^0gCnWbrjWB zmDcYb5=cBOK6&4GRTLL6QlK@v0YXS1?)CQV+dxBFf?ycMK+(BTQBlQ?USs~|Fdl!s z<1{)^`imy(@cDA+TN&-AjUVkb3r{{jX)aVb1>GaN#3BWBUq}EQT>G58;Zk7^g0Yy4 z6m|Ro9beG#Yy<+Gkn5NvP$X<%!^4+jMSjoU)tE0!vNsrnH!?J6e7i3<(@W zJ-f?fBBMm~Pqk}x==VLZTlFnM5KWPEymJhsdq8|3aO+z(%~q$p8dtr{XP8Zz&> z!h`oKMXsNrgR-mq4nr7N@+veDbwCp)ASjqOK~E4Yt5xB+D9_=!xx8FE6G(yX*MbsC zA0CcJ&Z9&$fRT8>$6*5bb=mkJ;Nq{UdZ~|7ukg=YseMAipdh}yE>iqY^|^<&(KL1Q z#VZMC3?Mt3|ES+3O~8lU_Rkf~S6EDM?Ck5DCGhS@haGumk&;AtPphq^DK?_MmZdYZg6aiTp*M%-J2!^^h zU$_%)VZ8kc=mgJ^dNY__2Qmv5e5!vXFR>AoPwabq8#d$9E?1h*1{W{4(_9Zt9JHJx z#BQ8E<6qqVOu2K4^7X#ERTS6S-Pv1r$rc2(r^=VVa!gWT9c#BT<5R8Na~?00#qrg| zzeYV9AL<*kavNrP%#{lo+)Y^-u#4%0ybtt#5h&9sk&^dDE{2g`1H-0x&Dqi~-lP@; z4Pw^cy?X~bZ6N=y@9Ta4L2dY9oVE>$mNM8J`s|Ql-{AJpsN$n-aL^CrWU%?@#linh7PMQe#zqeME}ge>qGi>X@aWrr{0fYo z+dOV*7AJh{&P$0joQ;8#r`N{#r{f|nLU=4<8O zZL*3{?GEiyTBQz(IBEAkYlxZ-1>Ab=)2#4mN8B5pnqoEaQBO|~2zU5ydQJ(t@BH1` zvSTD#SzdNWYEPC!e?)pLO~Co5c8yA6T}era3iII9l>Xpnim%YE3X5;77;5`FalUm! z`a{>=ACl&>)8w>E@oSN>Ka<6?Po6U$WIab1#r(|DN1&nM;Zu=OQn0KP_mFyeHtc+X z&YWqOct&=HLVi}JaDY7`$u!h8 zVPl|GV(O~0-ux=FX7iweAx&6ZoCs5??`@f=e_ltb$3+go+#!?|dX8__yQxcv1?L${ zA_!&2U^r;(hX@x&D);iofy7N@)b zI*p1YAT@H;Rxz3$yn|c`D7Id?fnb!w( zdzfMPi{A^r%h1I0(UdQo%jRKO%(le|8vTj=7HoC;vZsZgSFRtAoH5jnGVfsp;KNZh zAY9T9dGrMg3+89Rt@L^nNxP^>jM(3wT~d6Ma#%Z&Cc<-FU3Jo;&a; zf&chcI(gW1=)K{X<_VK;zWYV`DCQ0nyLI(seR>SE=EMI$YhKel>Crokrr=_|GXEf{ z;UD*yi~oA01`QoJsUB#QO9jfs&7C~Yf3s0D?pzzEGI zmlx$795IM&OhO;88fJ8~f6Dl1_$HMfJVqcg{4CRU&6p`&=M1J|7ojDKx)6Fi%&rF` z+K8wcz?z|GK?DSnm5_{Z!Yo=S(=7}yt`6v@%lB)E1DmIt}Xc7rc0E?exs;!(NZy*cc=FO zhs+z^T`yI8geR*$>1|d>AP7RY- zpCO{!YwN*BVz<5l+#HKCRTiSXqr-ZP{m}ArAqb^6Xjcc=sG&tWeMkSNM?%((ed^6+ zl{m=O>L6BVYi~t;H~^;cTImcq7f#LsPTL|5Nld4)!>DekkQT`D~px>#b+u^^MYPm!(AgOm3aivJ{WX?dqSa^P;s}%B51tE{d-jx=#yD zl$YD-4&6ILiwbnnWKX$Lf~FWq^3eg$UfsM0mZT^qRD^L%XjL=E?lw!>yL8HHh`MURyXDAd1*?EXA1OR;z1zNhGQMIr{nk96eL zFsopmcFK!Co1W)|2gdd=pt2mrbw7#&GA zbX@7MQ)ogeUZ2RUyqz?qKM1rb`f+RHXZ4xZlnqSgJLO!2D}x^C!YkFamk4 zU9W$zeEz3ABnxPt9}EciHSZ5;HwHk&OU&%=&Y9Rn(tOk=OW#U*y7Wv$>x{+rdF_Ae z-=_mj&A+<$gSd@9<`jfP;(l`azQ5K=q83aLT8-b=8Y!$)@!-`{ygw^#eZ2Y;IY;yZ zGlbU;;)>#mbqNm10nLE6B88{ns;v=4pHgTntYAq@bw`T`&6Gl8BFh;C!sJgrB{=gT_oqPQV|)Bi)~ zUr;lGqyi*3?}G3eN^7ZUE<*6tG3!Zh3IpN;{g4%*IKlUeue)EuvQ51*?_+f_YSD1g z%cv&uLb24q#=(7k%J=i--{335^DJttwbrY+`w`HcPXDm-Yu6o8j1RN`4-xq}?*N!u zsqIqGE{txa&7yT=RKuy!My)`#K2(S)9d}-h8&=&+hv)l6D=uC_vizUi|%0R`Gifsh9!5>57H9(B)Y{_Ik~Cz!Q96d@vjFw9fi=#5`0{J%}ZS zStC^Eewp=zUo3Q72t@a5+!yn^j~^8$lhY4D-|6kkzm_s242AZJU?|9owAag2L5)u9 zOJT9DxY9U`=R>u*h)8)k&bi8a*0uWa*1oS}?`=*V(M+kp9yTuWTNk||1!pm9;xT=n z@*+O=vpplw{LXP|(n-x*V!dfvJA^@TJ747E}- zD^a-6VoG@(e`&hY#-{q6<-KZ`b3VA%2j4PF?uzWeLAoKak!Wi{9BzP%#? z0iWo4hT9S4#HCp?VT8ZP<>0%DqbtLL%8oBF2-d-BjDeqUHtuY(1 z6PCa%Q^-1h(~~>vp3uiV8w|y&S7WGrCr=08&^#bkVQ3i0m%9q=kko!@G)hFm+n&|U zhaYWywwHp-w%4FEtH!23j$ici<`&@Fc5|uT=fu5tD6oDL@;yP|!_e)N=aWZCbon)c z3So@+YKiVM8)2D8h%4?3x&XJ)PFZU6Q|fV-k@}d_NOB}jjj!4hZrLm#xFI*G7ohRy z=B2h9!Y3sePUVoAUZkVk(|28ut+3_2&EI;LvKt%S5?7zo^AH0<1u6H|jeDKN=B0MX zc9S0rSRdSGek%}=Z3LrdpJ&4(cWTSb=2W79&*pb zT&R~nKt-QPVxduR8xS6MZbQDB6lKWo-pYPqAFO`HxTx%o!0wG}^b{+U6<=&;@hUu- zIBejd+}qU&$@?(QT~n~D^1)2`O7jj#TIQf2HE8)Hv|En6sl&ZFm9zKiv9Zp~)ff=X zI?9&8tXP>X?T*(MW1EHHdlJ;NDuSeMh$9+->i@&}8 zLRkmtxGY6`#Nm5rh7=fMcDoPzUqFoHL=pw#kQOVb)}np#K<8O?3YjD|e6`AZ3qf&} z6GfUQ231c3*VSA|&)A0bPuEMQs!v5Oc4O5~_{*RYQ#IjnJ~ma8`{o_&t9*{XZs8Gk z&b8b1==Q4NRn5ojOdg5ZCFm6%pBJYMj@`UYihbfc_mP+6Li?kDJN$|BTa2c@f^u>9 zeg_?igmY$pLd_B+DU)h~)WS;6r?$6eN(0cs7V?oG?@i8K&!=;`m`xeGrB16<_|2X6 zzRdW13Li94e69@xzVvhY^!K49t*1YKx#@AOD~DW9u9~ZB;K|Osg397@AJ2*i#`PxC z(QWa!E_@$Dyy8JDF9+pvY7RRGOX2yO)9Qq0!4(bQg#6*DlPE(oV$B+h5cDidbDE^h z>~T}g&4N2h7|PUWVZhRCEnm|NsdbQFZjca15@aO#18(GV`h7oJCm&6%R80GxXicMq z0$+!~oJ4uixVYIuFa)oDFklyvNCfvwNjjS5v-MigW{s89Gm@KQspedROEfTiN^(N~ zYmAJdb4hc8ymRT3p~)!06N_%j-ef4T*At=({DP#w`jdGiZAJSpHy?9Z8UI)(=G{;4 z?s{+kV5zg&D_--sw4E$B?cOnNf56I+E;Y<*`^gpLtI*`Iu)GN0iyK1SCNJXl;!Px} z^S3Mf_e1rz^*SKnH+Di+QYslh9bZfAdE?wQwAaYKFB8F6&pW^Njnjzutl;QhROOOQ zo92l{;7BUN43<`SKjze{a#%Ibh?mNO~s<`(JiL(vsD%043 zzx~lTo9&^pT~D5HuJu@3X{DS^TcjY%@Tb-%9BozBC{#hj9Jjo|bZd)~@b_O45qL>jrR^nG zpDP!BDq*wm!jvp>q0UBAfj^I5zE8EXg|RK1GeRA`=Xl`#&Zz&1_Xp9;EcJt$igMPX z@#<$^5_2t*=Fb`}>C$?K1^qjrk=OV%K~Lagi7RF_&*yMG9q>(_^0-35i_mT!I-sZhT{sHy@%o~B?(rkqp8OcdcmgoNrD zq1ms8a{cy{s;Vr5Jqw4?BGwdy$TOF!7^N>gIKe@rMul3ExYQG0LXy8-lk{oUIoYWA z%`JzAA(1GAaep(R4XZ)H*r&PlO~*%mTH7Z?5}GA{qd(s6u$S$(%73pj%oB#=>S(M< z+%}RYRE%3{CigVJSW_*dRjhW3U)6*(aJ3Hi&WDoKN$=;I+T=e?MmGS{y4XLOz2Ezh zRI`yU4pY4-aJ(=6Mo`cI)+Sx<5r1FQTwW0h0Qwq<0Z^6rK%Zt2(wlKLp>sQgt;>Dm zZNzRIf+E71rJ9s1cLO%+O6K@{nw#GozhyKHrsuwhzsrx$AMrwJ8ab-u=!C3wn-e9{ zc%ac~>8(4Qhs$J!(`yJ-_H^C+r@^J}k{`l|%+9PXKKz2`SzZM2Vk8j}9F>R9hv_#t=s{m@ zC-{v50fuA*5*I0Fx_9~WCYv>`Ze#JaoN2%dv-d>Ir#*I0b;K@EW=+SG&=g?!ebbZG z>{i4)H?nCXBqAj3)1wl7Iq{g@_aaiI!hF5C!RGy68e<KADT| z-S;`>iU+}M>taG?d;m{y;!NgU=iRHMc?W4UInsP+H&2pJ$x;KCIl6Zzj4@rRP=Qk3 zGD~yr*K(gTl36HgtSY%wdwA^pn+$`+-<#KHz6UvlThRpRmFe@e&$VL^wY_yzg3iCm%V)@bel&z7&45&Jos+npF%mJ86gy zDC0ZMb_UiOMe#JWzjI(0`_c-gmfG>lN)y~WUdS7U;c{*Id-rCHXmpTlD^gyU$!U7E zR!Sz3gM4oaRnF#`_d)@M_TV1h*O-|fi4T$XG(P%AzuU&d{a}2-tYa6@yC%VQSwuar zOrLy_q+5kvtXeQ(?q9h>FRf^CVyv#6ZYFG2az)9ClhW%SECtXj?h1UAkJl@wCXZ=$ zy3~bniLF1#JY2cW4ZWSf@KwFBF}1fAw;cG39%yE**466Bm+bj7<$MlOjxM^<(^IwH zo`UtVaJG}mS=Tn7jL~emk(XPJWx(3Pu8k|wlryoNDVdY2bU@~6Po)D>K&?Dw2M`6m zhfx!8W)h+nI%+=-)yc}Vq$oyVs~|I%qdxMy{Q*h?;_V9)@pTwE28N7g^qI&rW7_Q3#U%1 z_8nJF_Kz~o*TA-PmxgxWwp+s&=UnR5JT7U(i~ZPv^U#MM==wgVh|)f4UCNfFH%c-U zy31iHfM)TRGEst`z=-Ra9#ctnP6aGsY$d^Px7Y~i#j)nDl)yvf$_vaCIkz}a-!X|%i;s!gVy7B327 zTz$nqWSetqZQ7xk`e8JwSac&0s?5tf0S}dFm8vNx9FphiQT_M3Mpg?rFIx}jCt3D0 zHI2i9WXEusE7mwyGxF9RbkoF?o$AO5JRdO})~*oOrZgjL{Gpd3M`C9PyiEt(x-F@u zVPx#Qj4#!h`(1*hQgmuIJ~VVX%jG2s#9n~{-ELvgPN(DN=+&B}N8RcA@w?vu9E$eq z=oh*^voulA59i?Lmdb}EA>!lhP?XWaVkE#%j9_UV4ZWD2fg;+Mcen5Qj6C=RHSoyd{q=4&H zS~(@afN=!jc~ZT^=bi+y0p$Fy-N5?QofJQ;fn;+g^=_W^8V z^kh*5K$J?FA%7CT%=4b$_FdHmW&$$804$L~K1j~FsoKrgKk(s)n}&Id2)^%kBF5DH zF&Qisqfs0lboX?bqrE(LxrU9}#J-q+gA980nV;C7Ky2GGe&3Jd>9c|6LYmpS zv+QKy)e^bal_W17}$Vs7G2+WX@`2q^|w9h^+6$*=bQzhXg!^eRX_;=czk%{wkfRkF*7iEej-%c#&D{+yCx=-6{!zE>A( z{lw%T1B6Y`20we)uenw=E?Zu1QSqjk_+d(u$R7$lmQ1N?*iO=4)eXakDM2*3JPQIh z-C@80+E2ImeM|ED=YZ)@lnU|caA~O=X&5|EH$?GWGD-!@TnmK+HFX0kcWt-**#y=M zOL&3<{efR5#zgiaF3;CD>lbe%kl%ko`(iO}gaF6)!1wG?xhw1p(*bU*Ghj4pTx-nB zTMVSI!NfoZT>@o&eSP-$F#w}py)A^AJxsdRPrO|%an{V|W5f4}q||qAB|<~7KogZ{ za=A^vxaUkepM1IJt&4QGEb-~SGj%fF5zk>!YHI)|JmBq)`iJDNS7`SpzV&3oaY_9K z0ft|YP17+ja`R3>DimlabTs`Ikf8bYDosq?YafCF;rh&pKG6F7JqN|J`8q;|8xIS(NRrU3P1>Z~+0c|gIDhcQ8(*(bv<$M=CT0k{@^zBiOkG1($w5*?ZEl#cCRfl5o>;uW@BxFV zZEk6q>~huCn>p5j@)=Q^!@VhcO2kiN&H|OfVk$OdQYC$Iw?Ml;YxUN2m})Wp{UV?d z3LVb&?~LkdfxwS%ab9@7a5hCSqF<5vPD1VopPzkC0rgWDnsC=0Hv3Z(*We0aXFvC+ z$ub?qBQydfh)j)Wquu;?dXhtebcXkdL-e`fo?at032CvQE5mjPAmO8hrEn#`I~i6yM-~z0Kk!7 zOm7Yy%0$yOF->#MovIXyc8zNuwF>Tdr8D_&&KLE)xrI&S3PQ%pnJNAVsm^^#VrWpy zVQEmqB~^VIAnx|*c_3;Rp}m%dr9Sld;n)LgB~>Ji!{Q1O-pj~Yo@wwpLqkL5E^ECh zdE@>~+n_j=eG)Qk%t_Yz;APn#%Ik~zA@8}I9KWrH4ITX***66lYq@?}z#?dAX))g! zJfn-2eu6ix?Nz!Q1x!1GmA2@$nL46})5W{U&3 zK;n)cAePZyD+x)fImSA^uT-L)nI=K9!5$^twrmj=0ZO;k*3iJfU=+j0z~D9e<4&D@ zR!iKDtAwLxs``Wtsi@}+FGE<;^rJIinQshu`tFw8`F|Tb8{%e#fd)q5vZEUls3;eX z^ylzAL5g>2V}m{u2;1e@OooSt7ul>vD+}8F{&f!8fGlhuai`PuYQjD^7047-8hq^R z>`-Xlfw8fA)9$1b47hI8q3GTH(9{#iG9#f4Khyfob$v8emfp5*nO;>D6ajX&T5qq` zu_Je=T*s9*N&o!?h57shZvO)mVzc|dK_M?Xw*K|`P*sO>5h0RUfXo;N^u%PN=ZzaT za9gEl37~0MvtBg@SfLdvXmg+rQD+`GbOrHDM$~8!)C%`+LGp+?(ub0=g8qF{i^(l4 zlzV_fl+ZkveGmTei-;6TDfPIO~IsG6HWPT@>V=? zzdNP&y2GA!Pt0Tbu=S+GzoXuDb?vKxe_^=59^H}h9XTg$q=}|;m@xsz17vwaq&p3x z&!?NM24UTw?b+Npl;#==mImL4kdROPU-%u54pePb?k3h*!0NINdwi$y&(Vjrb#;$t z$~lp&hIK{TI_$iWXhi{zdK)iFs;=McG#Ycsx@M}W_B7|`wYrkkI=xLs`d?t|sAV~l zyN4hjCtvs8U}{?J`;qFk(`lCK9vJk60@$F};gqM)3cWemW{O zy9ntInT-3mxh?jTy2F5Qx7Ac4l71D#L5xaLRa8}p+B`ZO{4A0J1Ucq?7FA+%ElO4& z8A$D|R6EU$HG1;mU;76_LekLys2>oC+y_FH$N%zhYQ-8#&8W8`y_V;vvkR4byk=ox zT(W@Hcx5NM-rV6S1Kk#IWmHWl9=|ow48Um0D4&;J>4-;(x4fX1@ctMBeKR5|?1j<9| z%EE6yPp9KNM*TYcUnm9Zew*n}3OULVb6tjtgX628$Ri$=>BvY{1~|0a{Hc-?AF-;k zm-Ol?R^0#PJkef^bYp^|kxWaQ<5SYWKGs z?RI+bRM0pBX%oIEu1K4EUmq?}gYiA;A$P?OLl?Z_pDuWH*T1{qz)&45{_?J2kA%R- zM{*T8IXO%VyEK{G+xDezD;Yx|wVRxY@pnv>rS}$2z_gYH(rMOF)hkB-JuDYMQO#^OlWP2 z!q0%0{BItB*o~Z$k~XsxsNjJgd-k@?zbuVD9{IdpFbM(v!*+B((Z<$V#&^z2^UL)BgPZ+e8-RadEGq;-Y|xx2xfzgv@EcA*gm~WrBK*GJib_+q!!EE^@AM zagzVgZlUFL(y=$Axy^hu{USj{j*%!tJTq>{qVmCT{Qe`UVHL)KB@BL&|6_o*?(4O1e zoT5BjmOw-SZv+shbk-nnML4a62OLzP#fW5L3an>i$w_wtan|vDQp|feJTO2h=)ww?oq^%meY~3bdQUgE z{0%cSr|VaQ7QxPOJbF}BSs7#9`Og7jf~*5Y12o zg;7V4+p402YvkoU+*|IKiDO-!sIRUP{((uVU;neGr^)xy=j}-4A1S`k$$?@^&=xAIhdFXwau>rAkx^$$w^W1 zeMCr)31CZscMWLq)uWz;>i>B}?Zgw^#G;}0x4|O=*IluXuo%;1+ z6~HvwzkhG=I{tw78%*Pqx7SBTM;GSjKZ^J^rKeBB*F#7?R%sC(5Fqh3uMk-G3kwnc zdrN&!M{Gx6?aZss>ar(r#y=Zg4bN?8Y}EHXcLuH76OwGv`$56M!QtWiTU)=>I-QGw zkD!o3_Q{j4z)FBgU6@v&+&*05;NUP+s?QN6Mc!4=Ci$)HAlFnPgYfFUZk>|_U}637 zSXhc61Uo)C(bCj3F$0OYVSTZTEx@D$*fUEq{Dbgc2y6jaMCYH7kZ|*^Pz}&`LA?~P zJN*2bj6^o0m7QQq;JZ(1?{570VySLpQxbAh>+HYQ-28KD8fY$o7NM%TI-wYBPEZ>% zG%<;dj&?j))ASRyTl-T60bLV-^Xiy6UZZ19*IL7j!`|UMY&04K;?Du#nNY|Um@x*1 zlx5fgradVm(*=L5CjbP!37>48i@q8~%<+JZj*f>X7LS04sM5R-K}bj_CS`7JuBiB{ zP_^jQt5-fJ%Xx4Yx$&ADVoy;=?E0Nx@iea;ENWvImA-Q23T|q*`RE{!5IQ$PUN$|0moE|j zTv$|86n9dl$KeLm-MjLbFlFgmUS6Jb#1y#vE8{5{85wX}z$Awd6jy@;i;G|=tyWKhkVT0wgAJ}>C%07SI+TEq` zhnZGqy`)TcR#w(9=W=svT?0eI8Q;tEXP9I{ZVxx;*wiiJ^ymOWiz-M26C*3b}uKG+FET z4)5j5mjslQtiC_epS(Tt5~lw9J4a@ey?FcR;&c;-CJugQTyWa;`UB1aZ)E+ajTLpD1l|9+t%PP)l;2)mqro+)9dy_nQxocNe+++7?Bd@md@; zz@9AQika-Ho0yvZ_7}+dwDb|Gg~MTCVIWh;CMa0{`SUM8gN}`P{`qVOCE!t(8Xxmj z^pQC#lfjLR4Lv=*p1Z_k;UFDlVr&fWmk-R1uiP`)TYpZ?_K0B4#&+qus5fjvaH5~T z=|V8F$5fY?n79|_%ph1m*^N$z_;3t!;9J;-qO+% z6oh$I-(HKyTKB$o=#RcWCBy4=jSUStv;<_`-=$PlRlyM<{KJ44sr&10OkXui0Qjk} z`bMzN;e&&NSQu|W)e&w9m@eN6OThjw-&=ag!BKj8xCuqr#lL?Wc7C#On&s!`8@M(> z_<+|ULl`VxR#wKt!vjuvO_j=|5?cQJV3)4#2lX?=EZwyYMQ%7$IVr7dHKcTcqhjm zLq$SD0xpZeA409p@o}B=tKm($Oz;~1MjxXPc&K;-B558TlTDRow`~LyQ|H8l?uqp2 z>nm5!&d*=GcwswH_XQdhQ0Vt?cZXQMtE&qfKF{OFx(X(|PO!_KMNm@vgJpkpCazw= z;ehP>10hHrSvNU2tnzQ}3oI-wk@rM478U}dZl&vEPKUn}N7UNQd;_Nm(Fqo{i;D}G z2e={iMGaS1*SgBUNvk=9=}z+vD8wN-*(@wwr`-@=C+j>%P9eo}Qktj*#v{L|Uv<`=MhFdSz=6lw0+@xyp^E zFdhCCAiXd`Ad}X&zd3c;dRrtW?NeUxpMi3i_lruM8#d4P^#kwCy*=B86F|7~dqmFK z$|`I+n30;6iAkE4ATc3<`(V3XAnc2-MOjqk`-4FFn@RZ!X~F<~mRC?{cHM-h5!Ezi zZew%t^~OEfRH0gMun=7k6BEPRU-{(=-6gNIG0dNa&Fx3$!kW~>ex}aWZ}x%I;CDTQ zo#u$gk3UYb?`>^CX!X|VE|phQxF{iuCYh5xCwI{zSQR`mH=#+`ar3>)i;KK=(=9PE zG0+VpAt9;I|Ai(Hh?cqwn@%C`hO2`^NJNC1uiu8G;pPbW>R-kc{rlRBk9c|24Mk&< zlVxH`b6eR6g5lnR@n%sutgRQBW&Q7$G!|IvxF1QmgL?QGqNE_*ftc^kg1xJ&f`URR z&?FWXW^UJV-;G>cLmgdJLE;F3PrP}}!lP}IL;OBxd>>E5C*iK)!N_4IJ}`XaWL1#N zQI2o^oUZ6KyL_POzN~LfT}{o8L+Th1%X0k4TiAxP2Fz=6**Q7aFfe|su`x0-va!+mJHg(P zrh9Y~swvE@thD}cnA_EWmoPzji6+!Wbl!4<(F&V8ckV#s&Vn;NGTNi2rp66wO3!^a zpc+|TRu(niP_;x139}PH%e#Snx1oObqJz9kk5E~!gZ{Y(u2*1E~E-}ZikrC9Ws-WQM zw*Z_Mxw26O2Ou5R=WptGNt*Qcud!HAKmd?sPm_DsD@%rkf3Nw+0P4duQ%Fb%1e!z< zI&2&qc`{$&r7U|E1$V)sUP6m9oEG2wu{htQ2snq}y?phGoQP;(EoTw)_U%aE|6m@E zjf<=DI(86~a&oHddQ8Lyu?c!NGnuZAk%by$a;`m{olG1Ymyj*Mf}7kT3T=Z3iPk?M zIk||R6Fr^ZAOZKCZjGIvyecXz1-k$}vp86n*jVW){hPOM=b`3Xe=!iqnwZRk57E}t z?3~*+?MleVDPK)8CCUF>f=TTZG7Nz=m}XTEPd&Z6x*V0@S9i{Z7eR{{91fwFmzNj0 z&f^l3DwaFk=Co{|QOmUtpBsj!tge1|emI3>9lO|>M?zS=vhqso2Ml#~R=F+eQBi+9c3{D5)&`ft9pM6h{~wiOl?q3Rnj(Ewwv!oC-%{=QSx zBK&{~4&qa<*ytx$2 z_431-d&d)Labs*zw%gz`C#Sr12hT%s77GcFg{i5_$^es}=zXrGALHYwmAEJ9V)f#A zkt?_ehz22k_@r5}(3kZLl+%n_6R@Zul>@c8y@P`x)4qLwVIKy6?)ls3S+?pw&C8-l z?LD7D;0?49IK-?$;o*($yQZ3&BVfFZ5B^tiR~k;$`u3d?5g|h&YG*2i43QzWeUeI| zgGiAG?d)(OGQ}~}X^=UQsVJ4qBC|4;X&XBvL#85AQ1k-S}l zV78ezA}P*VO;B|?WamUClMfzbw)A6NrZCaZDcE?$zOAY{kHgFGA+%gZ8lVCo<3q|T zEnQB_EK|cBl=+q2sqVHWk5}8JG1jQk zH#;+aA-hIgjxRe z%s6=X7W7L)L&HQ(pIHks)0>FH;tbjUR{5Bem?BW=vU>f$D}Mh`MkH(Dn9)lKN73#c z(va`xcz1LiH9dLq$>g-q1MvC4_cL*-F0&Q_k2QaeD=uytD;UDjsL6>dSX^IM+8#@Y zi(_!mI}HNd@;&&qWP3s-gmU`=B4J9((CYwJK*3Kli-74j@7z(^x37c2x(o^rP8}GE z3%}>Eyd)ExKc*-nGlB4uos(mZ?W8}B+H3Us%v)$_l_T8Ju)fjCk|7Hh!%w!K5L;Ps z46-lyFpwNbh`H7xbP7qp3TzDq@o-okk_kOIX0%6u9;cd{k>S`|;sK?|d{074|I}3o z!-1h#BY23>;{ABsB0^Io(*bVlhxqvTK7w6A+5tVXG3dd%SI4BmfzrzYo%^AhsP8AP zJh%sawkNi0YObJdySJwAyKo7GVvdrbA|?EFQc@DK$J3`feWKBNlDwHvf4=|#ZaI55 zH+P1Z=hW5|tbo1}k6hglQKcDxQ3QmvzBR%(5bZW2%kcAG`uOTZpKX`~AG>L$B@+7q zFE{J~vi%`+`P~&Kq}{;Ks;Vj=5h%BKhejkvCclSYJJSBaF^WBS1x6oEwAJ!nFf7;c zw|faSW?;aY@)j*6o!YVV5HPWnHLoo#U^z}LdjE?g@#Cs4BN%^ENta{C zI4roJzy>>RQKsF`;eR7^#cp2^<;kX{z|Wo@_D%QG7yn4h|ZWW4L{&;zDHL z+PZ)Hrkm|0fgo0ymZe1)aFF!^F!!k`HZHDT=%FFKd-t#+h);q*F|^9MZ#@vfZj5B- z=L5_}cj@hZj+qMdb@3iI=6M=ygd{GQ&H@uRSUCifMo74^ed#=g*7k>_xcGiGwdY^H z-{9J2iPS%xb~T#FR{E;Bv0t)bkAdKodd~gfHjQ4!OH1CiQb!C7w(WOL%CP}=y|%Jw zAH)h_@Ycx9zyA*HEkk%K@3jZz$Wjxs?X0nJ zRsQ!yZz(A$wXp=8R$4B3?0!W;@k0sh_Arr&BVqVEz7bPX$ zka}Hx6acsf2iuC>oiKrlOn34TC#C|r51Zy{n(*GPo{iJg)ST^b6p4&GRqQr_Pq|xK zx>Epu481P4?DFtYGc!RS)w86BhWmlb&{;Z%=O><}gGHtj2cql{6T<;t-Kf%eYst2V zw;E=3J*cA-6&cA*@ec@qt;&CG7V-`o$#sIowwf3r7DibBsv;=V@647v!m^?t^?7_2 z$N*X>ms3^Le9>i9|j&<)y!fZI~2; z$bjMm0!)f;dT4lcpz0=gYgQ?uslts7%xku7+jj39{t>hl(bYP80k^_u0|a%&F-3Yu zkA|z3y#Cw?R1wH+WYh+=Iy`(+QNfcZc9=xt%D136EnRu`6enPmctnV*V|m$n#6BBB z!QbYzV*n@!0SG?8gkgtW=f*mqX1-l28A`06KTrvoAi8uw(fji14%j*YEXO;;CZc>d z{%TU6Y_>ooNzcr*??#Ezn^@hGC-3E`Eh3>%^D)5E^%y2A=GAC>!|t~wtjf_7+S=MQ zu??3Ywc@)=`5NPB6=duS34pn8$4z*gm8Tk>AJGjEQFA@4rx)?g(9%-#V*Ac}Qu6XA zJP9YeQ#Q!v4d{L2^{}4{3vW3x9QSfO`Ewk>VVHg_T2_pJ?0}RprTT3BDzr{=2&Pe5 zjz;5&%h_h2jrK)paKfaH$Azk9<>#LqiT93ST0yxa?PC>y_3(`xUG59`7wZ?U@-7(S~v# zDgzKLDd<$*1)g{_O$`liKuhV2e`;$}F)af_fmH>kB7fpt319S8RZY!x$rP#CyV!^e zUfR^8>D=#^v-T8OB22hAgEA9;${e3GB{5GgH#_?jK&gJ>0k8b$&u=|(>MeQqp5rHU z#Hjd1;ADHT0>n6ajR39s7C(DIadB}QIg)$FvYLBa%OZr7RwvdAN!b!wZsUUW+&nxF zznfut!_wUK(Zt9o;{N@^ZLmq~*3J!U#W(&H9T&GJ*Bva-b$hAd&Nz9SL*OXb(Y&5S ztS!+qN!%f|Gjnqif$N$5@7&?&hyfscwSlmAqhX!KTAdRlrC1b`o<9A+#Kci}aA_1rupw6soQ9T9pvI^rf#mH&*teOu4U3K1R0(;(hn zT8%l$M{R9vDi1}~J9IoZNp5i$UvnUiPxvn)p0FrlojFJP zpRL4l%j)F#NRu zN`>yO-CuAviYvdTZKr|uc5ak$W%Eezi5xcA+zLfpGVl(RAB3*4Gi%cF{QcKlnI@i< zhcMk`-__MUVpCSta6zU-%l2CTLMNhAfr+`!;YO))z)UD>6cnx!b8Ecb(XB$R2#D#Y2z#&d#bv}W+ism5gpP@BSCa8vA3uJqtV~8R5Dp@M z`BCUL5j&=v%#H>8_?^L3$pFqVf^@O{=q!J2)7aQZrJ%i4we{%mSI$PHzYG5K&tIoq z^p6qOm&#u(P@OHWiHT_SnX%hHNQ3as`y1LrA^lq+D~!c8HZ|Rqj2%_x1MnyNDPV)coeu2SVU0R?(7f~6yTf8d(oe)rHnbuZJf75jYr~t8oBCp$ zq$nJoG%%!e4$=H=i+Y%+48`+0r6(&lH@SdIK|uljrOD9wfQiT1+jPm~3LHBg`$zb? z4FVc4s+Q+->6*d^Jo9FSrt7lUHl7kkF@%*jFYGKNT-wRGjSF8tEof2x}w0Xx^zmJ;*REs+1>Q1S(Ju{MGJmkz+cRwLP zw!EdWF<3Ii#)%UOgMX8T6DoNJ2Z>pLNQig`**X8U4Q@xJd|It^9kgnu@4)C3f}cZb zxWEYD(zMEr1S(0-&%eiQO{H!T7Eaq!V<)GYmbuupM~p<$uI`1<67{$%aEA7L1`n;g zuT&%3tl?ycu+jxX-ukYOTSY{u5??j_?B@ek=F5L&&+`rSy!tbs`dw>h$RHv=yO{R~ zQUdZUF6d9;T_)z{bpl=?!NJRLW51;Fg3WiA`FI6HS4eXbVMI`V6|x(eo2wx-Fz)3P z7J8gNFWy}}07SESG;E?3&7Q%4+B&%|l_}Q00!)Tx&-ZQ9dS)!djECH$_TpL0k3bS-|RqD2Nbky|vL5n2_2GY$i-2(~_#FbW8j3FHE zeX9D-yjWxG#W1{E-gZ#shE zwK&xD{{0X1f{W_?+3i%`@=yS{i1r}}9iQ?*<^n@O{a~tfM3WsF-n^m2ZyrJ1-_K6a zvxJ)mcl;FxO%9fg9Eo%e0|f!3%;odOMu47vys_T4-ZWD=7<3eYfj2Pj_s3?9x!3B60ZF9Y-k&6fqXUtC~B2g(auUpqL{5po9 z@#!7{A|eN_jJ2aKq*?wKG>oaKDOj6@g@u9Kq9Fw^9(w3jQbvhmg32^OeWgF8U)7+# z9^KrYtX+U=4h~;vUCnOpg)s)&n1|6}`oc^*(ttC_K7wj1gz2dDlmF`0wPmK)mf`t>=m?>!-znUgs1 zuxcaMh7HNxjSUSfoINYIlA*)c@I_wwJZTbY}>VF%oSs z8#~W@YXB}A4zYN7k-tZnhlf-ezb>ZoI;YWzt7`A#xx??>lg!oA@loC>AraJZ69~_A z8e!^>Cu1}kEyb5G9L^Weh8*_E$4;e(tN-}G)g zUd2hY=WBnzp_$p!?~gV@sGNCmD)&(JOCni`BoHx>DUlv>`?k6dBkxV>ZNwpn!6eQ+ zOhEtxLfAUsDJ}r343HgfgOVzH2Oj_&Ul2mO8@W>5sE7l4kCwHt&g4~@YPiTiH!|Oa zPpoP(i3fM=l97oL^wEF}1to~s z#)9Ig3}8#R?LE2n28cE2-hMtoPwzHlN+c;1QxTvPpbHh9Fr?`By24i}02|Z3q;c(+S;QfBb$4NO7p|sP$=xK&Q z2aM4#?80mS0{p-GWQB&_K&*U|9Q)YP%ciHQkfg#l#( zq1Ph$<`onac2s2$IYuDD7u~#}-9>Aq1_yJVZu$7mj6QNX=qH$k#0K1 z7H;RP#a5&~JIM3IDjW({=}pRgHPKUS+GqQT#r%YZs6iK#7yc{xFQO8$!Vl~Z#Fd8v zehfL_@#KIr6K6kc`{9X+^naBlIpR|?T^~*k(Im{C!{XrmZSJQyEMP@h{Fb19lF0m3 zMCNA_6wpj8cm717ybaM>F|)8ppBxa(1GU>kvGkgF+1zZns;DJ(k%-dBz56lm=jY~p z(6aMi9ZN6+f*6c+b2BqqcfNifc6l*1uUq|jmQ*boAtAQqp$Jk7a?Hy&y9Vcwm%4A^ygf)muA5zUCDY!p@z4FoDg? z%)b1OipW$!?r3j^hzM3#TvRlMs>)PMsz;B2(Ym|3Mpv~uHGg8{h|6#7_l-#8tJnWc nx#xcre^-Cg?|)mE>i3J4JFWS{%lV5d#0`(=96y*rvGV^f1Ax2w literal 0 HcmV?d00001 diff --git a/assignments2023/assignment8_files/figure-html/unnamed-chunk-3-1.png b/assignments2023/assignment8_files/figure-html/unnamed-chunk-3-1.png new file mode 100644 index 0000000000000000000000000000000000000000..43b0febf1b51840632bd2924f345a49051fc8a3a GIT binary patch literal 19594 zcmeHvc|4Tw*D!;KA_G^G1LNc=Nt$*EsONWq96L2YBS><_3X4JUl$Syu5sTd~4RM z;pgWU5D-|qcCDbGppcNzx^?T;uU{`LEG!}-vSGspQBl#28#juHiEY}nNnBi9LPA1P zQgZX=&0Dr?*}8SBl$6xAZQG=!rDbGfz+mw9?b~cfJ95^5^FR!4Wps1**q@;B4;K4(O4jn#x_{fnX%F4<|j~-P~QBhS@ zJ$CHa@#DwU)YR0~)lZx_p`oFnsi_HpK%h|Q$&)8fojRqZrKPQ{t)ruJ`t)gCUEMQh z&YV4a_T0I1dU|^2&!5-V*S~P#f`Ng7p`qc$ix-WIj4oZeWNd6~Vq#)yYHDU?cKPyU zb8~YG3kyq2ODiiYYiny88ygr5cIC>It5>gHyLQdi*7o}K>vnc__V)G;4i1ivjyG=H zaB^~Tc6N4gadCBZb#rrbcXz*e^QMP~$E{npJUuF7Z>;Z`STYqUc|@8CnO{! zCMG5&B_$^(r=+B$rl!7p`7$jnEj>N`)vH$-85xSdGqG&+qduDy?g)u{f7@9K7RaIUtizQ(D3Qgr_Y~1H#RmlH8p+t@};@CxuvBA zi^bw_xYpLzuV25mwY9akw|8`Obar-jb#--jclY%4^!E1l_4W1l_YVvV;PH3@f$;6y zx52@|p`oGS;oMzJ1(y6TxYdU8v7+q4g?18wu2W=$Eok!zUJVeb6+kV+LnG?^r&w7*%J?^ zH_j@CH|>lQzjH=l=T^l7XH2i`0=?_GDf&44fxvgar|BC--sI9#{?ap@9lM)Vv zMF-Vu)!VXil#Za<2HH9ZG$z$jgBirSlH+WjW0QjqsK~0#YB1sA+87tW#dYwtz&@@A z|B>JQeW~N88!m~wOn(Tlo|?_y+SBbgChDbTc{!TfQN-)@fg$9i7Zrf? zpC7zI!4~HGePA@*sU(Q4l6)CNucOI!#FD32<2|94C`>-9nvcoak{le**)us?V}ngE z%mwzxA+3C05r(rThDY!a8+N+~;$(vR^P)@pQtva&B8c4j8V_1bBOYbRoYHkJ)l!WQ z*pQ@P`6PfhDgU$Z03Fz`jsu^LWQXG3?M~gr&!E9>H6X1$U#ED&5eyfK?s$sD5PTeS zbMaB75eFmxLFb5y5Au!U(3ImZ=S#3mgb~U=o)%%0LWGZtWb$r$!*y7Yq&i=~*Pdbu zuX89Sluo}8LVxuuK|l{LK!Xt|bX1aqr;2*{}l zY3}1=nkl2@(4=b=m0H@-^U^X2pgBTbPvcIDseLH92cVhs;)!^6=)r-2@L>Flf!RET zfujvbHO9?MT7-j6oF7D@?yk)yK}VRb@jC3gCO-+A`qHVvcRV%S*c(ex$)?PQ%v+R{ zyuxF6TD9q4GMU?ebhMow#}h6wLtd$m9T1*sSo4R_=5}2wq}IJ-q?pL*p)jv}82c$o z>+uK!f!Av}wkhZ8TG9(V0cN=s@)ZMN?^)Qjbi2Im*2woPddOc=(>&G%e#! zfuwAzo)Uw!boWBtjTyOwD!bM@{-M^r>}su*<8S>%XklNI8GNX^cd}KdypPc@Z99%y zJyGw=rmFg52v6Oaj6r;gk!5i=V^?7fE3q0;*s#+DExGCd;CSa$XO}{g8#N=5^^DpX z@k)Or-EV%Htg$pbm_S*(a;zRz=GJJ#`q$MIITb)u*?x}*S@We!e0az%m=hMzCV2%T|A+vHH_nEqN`E~koRIM-Z3z|Fn|rU8+xJ+ zwlITvRMVomB%@}9{&ZFY3TT+>!R-`gzd>h>e+4a_idC3KQ+Xruf4ZV^c9;Ck#}0W_ zxa{VbLLj0X0ZgHJwSn^sk%5^R=^7QbVJQEc7lin(w@H)9D8!m2j>3mojsEybe4&N< zwPpJ%a;0;t>qGN4IZ28U=U+VszRQ4czSQTG5&uWNiY{nBV!aRZ@Dt-)&9e;s9sH{%<&|-&K zup*W9w0APA4x{`hgcv`4*eR|no@eRyV#7}dGlNF^Gq@<5Sx><{!z_NCl?_B*LJ#ew zU=oo**U+%PIgaavQ0#>mRU7&aia}1nW=JRF2nGHvhq+Y8|6cX4P{a{rVeak4RDGgp zhSa5-=yteaF&ghW15d50yaDvUaF;aZ3YN#9+V|GS`_2+%RSGUVw!Yi%mv6j7(9wTY zBmevRjX?0Q_JH1Mn!*s&E6s`9{_%qU2?Cab@Bi``sP}ERp!zh(>DVWqlI*%XZ0*F` zk|&(xoWBnVa2&NA>@>Za&cR8sag;E}SrP9$!3Ea#vNq85{5>saY;ZGj)7_1T@8?cb z-2&Ha6m~1y#9h8gDU~U$3VGMGAZk+|H8m)(k9#tb<3{}VkL_;zaZkEmU%Q$#JO{1i zBnor>OQf_u2x_1{*(X(4wNR$iC%kvt>QOz#?M;3jVOH0S>i0P~xSBHP*^J9~;TMZs z4aC0%YkJ$ZR4=NkRFfx~2j-bFHifIO+`=UBg1f5ofqtmfQ^npEsx&!E3OK!Lif=*- z5!Nl$(y+=WzQ}As`uLXB`QLEoBc15cXL$adJ$7lt^1+LkW}W@*s#@wECnm}yc&s_gGv}x?yWHQe$}hHa-mQTuxa4GD~4u zSN2euQfD`Te;jgnP#5vr6aYE?()+mcm-Rg!&OI;^#jZl~ zw5={4V54m2($Lr?o3Z{TL_fyk;cr~8@7zZ2ub^29?^&~&b&TaJJ3Q@1#9ur1bl)mu zj|8q!tEF0Y;`BzoRb?6nS@iT&C*;?Q{&GbbAi57x=BU(}ZL4dX5F#nMjeC^-C9vk2 zVEkY|xOe?-;nf){_~r(?j;nUv+o(o#J+7>MvAM-K|zN z(`la1i`>YH(9>Skh#)AW=E*Ki-@rJ1=J(O8G-3T;$`S+(oNLlxQX@tlT1qH9_wCML zrl_yd`k2pa;vi%Tu2l!^lu~Q!irTkI;3p8>A0m$XJtgcs%eN}K(tW9X2sY^g0MSeL)!+C8Z^->}LKAyB}~-ex79f$yc# zm?=vHs}T8BfRv9Xn8Gl>JMeeGIHl2^ppI4|VzvgW)UNhWQO0_)2Va?->W%IG z;SSv;d?KOoz)m;Cl9656y11U430(d;AnP2fu$;2J9_r>jcG9b?CdlkVO)@B;!n02q z^>{YfHBr5CQWEi*f=Sz-n&nTZ!rV%x<n0!aXsLXy#+jLdRJQTuoY+LW7Jg=ag7IS5H;wr)|gxzt5Xu46RjXrJ$~O3QIGjZxKGIvKZ0 zX};|ce;^(hx-4|Yx=BSaB4H(jPuP))B=)nKD@AUSzjYQmttS~#l(OMuAom<`tP{jp z(W&9RD`hl$0a8ax^^q*MPXS^|CEc%O_-sU9wx2e!CK55jdU|xL6bwD5& zvx7}drA-2%UWiIa`X=i?=lJ68Kk(b@9EF)VaWr>>L9j)k85IGH*Hm2DQBu`K`|+NW{W;oZm{3xwE@WXa>i3V+JgtYq)+{YfPs^U-aUSF`^{OVE)g;JUm;g8&ycn7Q?t z;-CB(tt_=%Y;~1d>~|^Dr5{P#{wH$>@P__W_9CekKS#%0o?2|6A5Jv<6Qphzs{F70 zCh+>#LyL0hsnuQppq~BLhkt{vY=cuHrVVrOKt{6b=|z zpvAyRp|>hRWPod3w!+U&gxBSc!z!9yJO^J@taKK1rbYBE;MTu++`IE<1A@hW3KF%0 z=lu3DPW+mdC;eV%3HBGE|DSx;+kgZ7isH!2=kABUqPv|S?VcB9`qpzB0>^PUsSG^{kN+`jlutB1Iw zTn9MK|7U#`rEqEY8GXtQ3;DS()D8|w2Rm8{9yclG1W7=z4gcvno(-;gJF?^?e(n^~ zn+LvJX|DUf8-F~t%8zMbXqiGtV$S82y~DE$&;6hxfn)x_i8?d{F0Vt=M!c z=h}{+yGi(wAOH5=*i#owHLp?*FQ2izB182e=ckK zreA!x2%=APX?nb=i%PuJrfvIMi&9d1F_1jJbb%ult4G23z~Dmjh3l>#fi9)VpIu6? zBKa(~q}*B-?@r#iViXE8FQp3ect8t{GU<|^XMM^ofH)Ko#*3$#X}i7Uag7VlIPU#= z$sMUF)2!LWhGOJ2D=lbHg<=54YT{9$5Y3=jjkD51WrsCKmgOG8KlkG}>t65O6kG88 z>}+jn!vZ`xx1j0`BlK=1A^LX`{h;pCtWlsufrrG4cQ9t1E5XyOl5dlL&Md1~HcG|?+PGo0k7i4Upsm5jEo z^J$=i=$+TNJ`a708xh4{5(UJUemYEleBq77n(|#fMh&3+bq1<9gLH*M;gYyw9F{|!Io40?|st2>0PS2 z2*s#%F`}igbwupDE~G5_R$V1R*eCuclUhor4kw3*NbX8C^FvN)TvBzPXGPM7xLMr- zeUy`9ms4Y=_seqZr{XCnW`udRSwvW#Q!@H`2@l%}RR4Zgn|C~F6&OgsaOur^kfMsA za}L@{`jw+J@Xt0jD$0R12W5KGXg2{bbagD#K zL~GpZh;LK9(vqs?31^qh6Ea4u{3~ zr@#)om#H&?z1S=OPkgeBZhIHHUPxq z0EZ6`hYP;n)$28m-ola5lPxgg%`&Z-mbB�DB_7ETp}gdZ02;<9?shF?YRQQvAMd z*^f^65e`>&9YMc7cp^=|k__Z=0V2BPHZpusRnDYvT22&*#FdrUinmbzh!IFtN9F0WXN}YRh((fTHBwJOJkR< zL+j{{4QFZQdK|-2;yAnE!7E1I9*$u!FY_1B{tEBpnA`~Y-V?k#e`q?d<(MN0R~gU~ zuaxp-a}us1a{J8cI&>03p}PkhCgnvO>pUvAr#=Zeukq#-2m4ybv-kdU{^mkG^u6fR zr4ATAKQx!)MoL3rTkw%(UnunE6C2` z<_cLR-^hT6OK_R?jN~<3o0bXJ(^${7uZ%-=Y`|77Lq`s8Up@e{*h}ir<@hKk(8EUN5gFg}p@bbIS;yIj(2t z$ElhhxUDCcPt2^5EmoK=ThYp`lO*naFFMEJemnuc-9YdtZH<%(etH9i4^{o?z$;pP zW4@nOky?d!f z18)RvPpU&8!~$kD#JnGiEtGE6RuAAhmx)=sK}@-KoS5nx*i5r)DA@*pk zOu}1seT9;+;MjF5OB2OCd^~+p$5z4(?5hTd9^Z)u6UmvBkpfk3EOF#$Ow(tt$KUTkb z3rRf5EOoS}5Iz*_4?aGU`I&Z+h!dxN@NZD)b|37Cx=`>9_Yn%%$Lkj^L3Je;bKqoh z8R#fY#!&qrVlcW~d|OQ#dWO||yJt9!4$<6JvroWLFbX`D0IK<|byO`6+F=_Qh@4P$ zLl14Bh=6ko265tZ))boNu#~FR2?E2tv-2hi=zoCwj>j}$r}eo}&5X8Lh_5eAhP5z% zz;Jd81(Jf?#*m~aHA)`y;){?W(Q-9OtT_Y%@3{yHRTKvG`T`x5`v>}~;6R(HTE+oM zKlaT&@z((Xk&u`3v&8OD=F*blzR-eH_6#et_bYprg1`f!#JH&&}c_N66f|4>_m%_V2V#FZJEa@mAz0)>>wcId(WyaU&>R`w~==p&{k0G>3TAEa-B50!EwjL?eTeFEtS~Kj`hnL~^ zg7>y=!W}`uEIF3-a)S8tnWhjt#iQj&xzx5AJku`{W;KY@(Sk;IFPJaTm3+)1X^aZX z+h<|T2tkeNX_rHx7d*;RRNuY~zrTzs0fk9N`vpTP1_YI@2AOYZ=Lf#y#FahB!~%DD z2j8P9Kd}KEK@CjEZNsT;wUqdCsxlQd`~s6Eg!!+n4Rvft_zqR8R= ze#mp)>p7|wuk8svkQ$Pjrv?g3?x(t`{_s_F&s#6-I1St2E!e+@%h9>g@-Ww70CiI@1Xrm12*6Z&p>W^bch`07iSa3|zLPQ!Qr)T!t#XK+YA*LHJtey@BCUtL5M7r~MU&YY9Bp*5SSG{ul1Y8-)n-TC5VE;HAZy=G8Wk0))6!D9QnYIttMkDU zKB7f|U)Jz$3SkED6K(qDbfqW(w>^>O)`B9ABazbd#rGNCBLY!@;f8@E)h(e;EfKwIu;0}ofUoSGFCoZUfm5phh zXVe|UEAll-ATHkEox4WV+&i)J3hnuNfqh~0W)-(yy}ig79m@y8RdySjP+_cOniSB#({`Cd76HIRlyK8#H8CkkB zH*@h0pM$X+L!A~&@5DcWw<6mm+_4gc;i$kbg1nn_tV#WuQEqi(kD@QoEm()#KhmRI zjl$oXvW*zujjhN7DA7o`nX%dVHFK(k-elh#-)mjyH`OR7pl_i#$*daae(N-KXPsc6 zKXznzH@I9Rw1l_hohN)oGOsc{*+m7}SK3Z@SQSkW?gq+9VIH#ti7L4tJ*-u>`CfOO zyg_~WVL-#42NaezKelA$*BM5W{@%YAIdwnpoLif_nc0Qi4G3IHKPRU14I5s%l(L9WvzCiBV53?MI zCR{DK(x&S@e5m0%L6iO5wnPf~z5i`Y1dm!twr7`d96H6_k=ENwYez^#)h$b2XY!bT zT%Jy6Sbo2KR(_swvii~5CThi4<7q2XbbocT0kh}Bf&t`l$oJvJoB*g<-P`IUO0N5G z`$V+Jh)}MoFZs#25%)y(FNeZ2fd3V+ne%@Ea_A55mZ}HaF1~9hDO{MfOvzswbuM%{ z;d8J$x_F{s!qfp`Wsaa8$lWu3EGL_PN2$Aa$`-OU@pIxWJY`#m49Lx%nquig{UkGnGG4_+PdBidX>1$I7Y5^ZrcbFYV7*Z-VSU&!axk&xIojjvZB zf2!~>N8gO`Ec~pQINa}?oAL?0P&gX}`6A~PG#SIdqSb448RMf#@*Zw|z3CtW3f{P= z^P;}E%LwJW?_n%^d^9*2SJk(uN%YCa#6rN`yQY1kdV+(~QgusYf>7^?Go}+T7-G96 z;soq)mw}911qhHu-(@}-72vl<_xuTHnB-c%|F%E>zh|BhOY}THSW@IkDFB?{` zvX0DWgAhIra~R7BnNlupos+)Rqp*tp%lNRAt~k}}klSV{&N&Su2U<{9UQLIDqUjxr z;n6d}1^$6Ps^o&qhy{z+a^{cF7unA-%CiYQ70AbMt6J~j>ZyKFYHbEJY3WmSv&@Yk z@_Kzf=Pf3lZ^NY+sqYA5>MXIM33in| z5P^5w-8U?h;PaGO#}1870XE`W3*B;$x8&nv;?#TO8Pr%9+^LYCndm85&{Id3T3FN= zmWuF+I;ji2h|75a=3x$hmTCjh6^X(LENZO@_^Ma55;c#mWCkA@@sBWr+awKWS({}q z=`eE@TWY-eU&(usd$N;)K2+1ryOHX$@03U8WL!axcv4I%amk zlvt2&O#Y&F%)T;koieaB74`SVhRQzj<{ImP2>0hw22V#ySCO88pA7^5`3G#f==Z93;02O-v#~a*m=6Cna z`k#4f#-p)pgpaP*m^Ea!7LK%lw;D3d)Ce#5CqjGTSjRBsRT)>JfLRTQEW|B!_K$d^ zxMT0@-Zf?OjCoa}D&bo{JO2c!pK%~&JXa|Q4rApQ*ACdGiW+Vz|4^+j)9=>-J5C!~ z8a~g>3|CPCH-qS7vN@1fMA~sF#ZQPx8B|Agl9SRx_L4gh{}^(ZJ~TFoEuRl`k_9^< zQmH$4q>9z5`vxFp7lQ7>@=mj>75XKxu6`FM7d>--PD91n>r-0I%e|UagN4hx96dw#hgT} zJLTn!i z`1#UTN|JXcQf2bH8c~I9GVJNDU|eL-ML=fD;6kWoxdm9VhvuSFC7ksXD<2Xb+fLct zfY-3+1BJaq6o+`$Dl<2*-%kjWC=sK2NBHJiCnCqUPz~|}t3Az3EnOiS) zhaAI{hp`_n)yq@RhuS~YHsnE}7yCoZr4WHL{|t zr_ARyfb?}EibqiD^61~cw2Qol<>C=%nVlm&GeqZbF|dzY?a^lS#b=&GSE~Afti*>N7Sy*pvU0hF@bad2=t~V3NBGohi>JsAW84E%#OSC! z?X2x>t{o$gCP`usU@f`1bwu`F=)azBHY5LkkjN-q5YCG;PXb#?TDM5-jwfc%}f$h=xPo7sYzJJ7OgH@)yJrD*rIL^JwMl-Z47_h1%GS5>?Z}>8j#AGSq%HE ztKsU%Fy$(C4BUMnEf*f z^i0Mbr7ZD-k<3U-j8Bw7p-Y})@8@1mwpXYt3^~)-i0S0%Mqi0hBBKXll?p4^Fqr0I z)LXYpw7^+iaZMA;ZOvqLwn*uK?UbnD7quRZCarMzNN=t%yurtfNR#%Q)D9c4{RVtn zBgXiWq`sKWvP>EuJXDX$WM+SD%%1ZCi9#Ef?F9N+%z}3GA~EWhQxIXlN#Z^>kubDuu$LMqgm|DP{C851c5P zf7~pEeN8D3Ao)aT1MuN6#F7%yy@`Nmdskb7{2|}3@pOAC*Y=(NkAHNwe!Xf)`V`3) S_=iedXLT-U7o56s=YIkBE;XzG literal 0 HcmV?d00001 diff --git a/assignments2023/assignment8_files/figure-html/unnamed-chunk-4-1.png b/assignments2023/assignment8_files/figure-html/unnamed-chunk-4-1.png new file mode 100644 index 0000000000000000000000000000000000000000..a6ea04e01103726d718cee12004e90191f1a48f8 GIT binary patch literal 251637 zcmeEtXH=8j^DT&?NHbEECRGrn_xdWKDMdg)K&tc>>Aff_9Ym21p(9;tfDnpEkt)3> z^xh$amT({7{r$^_`}KahtmQIdlINT`Gka$C>=XJ@O_B8W{o8nWc%;foU`;%{8~@

h7IyegWi|Cz_o(moxL-55P{OHA93p~6Bc*@|XuRK#Wrmalqhiij(J*sVn zeX6|U?SoXepNI^bynXQM<}-dGtg{W#`-JOX|9McG@%e7jd%WDSe{RugkrI8JD?t_` zCvDd^rpQ^j+in;PJTLqXMdgXZwUCB3+1TwAam9WiRp9Y>cuhl=J0AF#FHQPx?OeXN zj(1J!@&$e%9{I(KfAAhO5nQ~ugZKaJEh;!3Jgumf*}pUq3R&a!hYTuX9sFg<)$OdKwG=l1Nyhm z!*ASNAW_Aa>;ONwrTKV^`{cNUcfXlvj2-vxtzuA6(8-5k+eHF|IteMMmlPw8{P^SK zCgU+xWJJUQ0rn`rKtfEcD`BhOqfGM1HFn?k!(@9h|kG`mS-%| z!;RYbaPZ~n{Nx=t?dFBpF?pFkweN268oxL4Kvw6**;P;k`h^<|GCJ7SW>uU1qm5SF zll#Eb-6O-r(b@P3UpC@0UQC$wG}KX5+QRIUC*8sKBSmv^fJX>-G~t;htX&1rA(5)u zD6jjP;JK2KyM*5o=)u+RbHx#TXQj4ugfMg>?=2#KKG9R~NjGcymA|N1F&!Ql8R%(A zn2#oVLywJf^Ylo<0*DC|!ml3eZR=X+U#kT@R@|=`{IDVz9eA}TzUi9!iMKsZV51^q z)#yYN@8g5n`i(4B)-wZIKE^8_9PFGloECjGJTk`ME!b(UAD8HkjxhiB4C-}V<^ASn$<{izogD*eT`-_0!kpD_i63#bz3T;!;PWR1Ngi z{iOS?1j{A(+>(+jz%&#CACncmSbhpCOA8iQzSEWEu5|;;AJrZi5>N3KoG?ET_FF0= zzk;n>wBOxN(ci1iH*iMKk5)Ea36H;(}iEZKgupzw)F!a zX8iZV9k~SoQxgZLpB3VD2bsh@Z}s%P{u=vFyqC%K%SQ&vdI@cgx{(I_fDGk%h;nrb3x18a z$W=^=@Gl`rF#GpAa@)3Qepb$P;qVdS564bSZ1*&{{@kXhCy->mT-;9ds6<^{oG#i^ ziX}7T4I^FEWB%q}|Liw8{_CpM_}Ym4x~rZw?=H-YTOD^Jz*6Xf%J zsw|%~T_U=ys3>h5OS9!Z36s8N5`VP zZMS&+3G>GEY+r1; zDuj^{gfnyUj~iY?6$IkRUpf#Ua~i~u?bGt)H@R7|O zV&NBvcl23taH|C6?ctYIV8e3Pp6^UXa{gq9GGO$E3dNOM$h_QsXY^WsSKhc0Da9wX zvE6#?)!d9LzMY_UWrsF9dBx@Li^I~4(IK2Hqq!XC{E}T}CiN0c|Ju9F@gHqSL5WXh ztu}>X8O^YmBz`{a`TLfccr7|CSe# zlRppfnAMfzZRo9j!Jd8HBMlNkc)fYGu$Or@^q{SffP)<0|8~Dn4~l)m`gR;;ji;cW z*(pq8PzX7^OXo%ICFmCg8wv(;_XpVw3M*qzLFmP)7Fa5w!$Oob{1av7qauW|GFATC zp=gi;h&;{+k`Pl0w@%Z_6t(51rohI+i=%4DQ`d&rIvR|No+%6WnE5{zKK}c~XdX-Nnx#y7Sffx%Obum%%8+6WSbIbz0W#lcFhy?s(wqf%XM zZNG7Aq5C9+=Ocoo)=5jdp1|tlWl{2A4a#q!0p&93P&CK4P~w;KdC=_>fq-Xzt()%Z z+xvc-=?*s2Bh;83Nbj#7A&uF6AxQ}V_X-NU5k`KAbSb{JSp8mdxF8B zS`p#n=y5%2g3%WI^DDf(1G@KeIJsaw&DwD|nTUG7;*(e2Z}2JX5gzN6do3itZzg{J z=n-uClfRkDkjp18W$Ik7o4I!`1O2D^AehnKz9A>KcX1f}+m`Q)S#rK^h*F}5K#TM; zkjFf#YNz63wHrpKvqZz6eK3B+lR!ZYKmp#y-K#e!B2d#l%6b-sT{)uhY#dT?PzDM9 z!FmE(*{etNIe8*rBSX?dW0|2LO4)yoJpH$7FWt9^{3?o0;|7>dkJ%UL2pzolYkqVr z${*)HjnKWR;&y2xptSI{JMH5x41QG_l0dn57%?O%Fc5K@bp-$4Vts?cTRM%KyTI6C zdnozdNIFgUUUWpn4n!O8knwVn2{@UpOSD<|pJ?+N|G}4cZ5N%%VB-Hm8%H4|^jobE z`yZ4WKCSTOHuxNdB~xhPbbR|qOGU|Vll$b0$?}Sg0f0tJcl8G8;+2&*`bN|1yCESg z&JMPFOcfQ634tiQc9r%L90^~cbJyw~CK;eDGh5G8Op#pt{Qwd)iGeOE<3O85;H>sv zbQW%qA-w+ktWXAIrK7fdNATMwG)IW*z-n`eR2O(7dlXA1f8==-Htz(~>TPd|emiK0 z2Y}r{7!CZ#!k#UzBEFQz6Q{TQ{ zmX%lQ3B>q&Y_nT@FD{w2LH>KPwn8Vcf`2k>C${PC2WY{Di)}9O-=yyE+vitjiQheo zM(S%}UcL=SE=vxW`%1}TrY>>|mDn16FEm!CXj){@C~ml}o^!jSNDY1D+jn?+B0!CDV{C{gs1RdBxxzSfmZZz=V`s?Y1o zy{{0w@8Ei~|R2R9pv>eq@L zW(8aBADC&#AQ~{p(`kh4lS2D(5%Z?Gqp|jVm$`1sizQwqwOedJ8U2K-*xH#axUXXV zEtIn(Qe?N;zjO?NoUEo3crayMFZ*R?~kWpUuF?$AmlxqDzo;OlhSsuaJL zSNw)$e`Z&fUu2YE`H#H3oqeR$CqPEozA`%Aze%mNx_RJ#y4j7}(Yew;t5%~XKF5U4 z(F)+b54l7L6*q1PiTF5OjQ3?tlALtbzVSHx{Z6fJ=jV+V&$)pFHk90&!Q4f>Pj-uZ zA20yzWzGo9xBExCwB&~#a->9*;>nT~@xEGA=pjV={WA)$@>+D;nnZFz7~shA&j+9` z<-bTdlPBe#%iz`h`7Z|xiw4J_@xDv1YRJBe9{w+& z$r^$n;0+qXpCJ;jfnLEy|B)Q}t;AJzh|`rYmu<}UZMmqKXsBxIIc0@IcGnI&sVDz_ z9SC!qL?ZMun0YA|xBFCYCb(b1b08G(Zrpz78uKtW3x|BIG%NZd7cBD~9Qs802}I~-a6fFD;@pK^<0et7dc6+{HAEMJON9xuudw?3`3U}_>1S>pCePw~q*^>u zil1X`^+Wx=2D;7C>iPMJUUhX&{iQ;NYcf|Y9LIMKXA5~W+)(279CE$Vxr* zrblE&guLa!Y-1)ze(r5<`CJY6*ZXF-PJbNq^4c*{t9FG*3p_M!h;}DABDwO}R~{oG zQquz*EDG{o@0r&RdpRcm%I8qg!Bie3-gv{r zCsC8WgD0OCy$7xNm|}e9iR3+w&6fiqSAnj)r>2V;{w{p7$8gVPv{&g6BCTbd+T!J; z*J_2pdJA^h`ZaKFbE43CV^fuLn`m9qS_!nJez$4(lFauz{DZouH+`=_G-*9RpwXy}D>1+4Akq?x#i>fo+bU zUqb!~byo-Xv9Mf{+Wt{lenCjeT?(v9&$A8YI1n10r z%Ux6}A?s?ozCfIklav`r)^Qn9uGo_1+rKS;6#6fJ z6i6hLUXbVTINwD~o=tM>q<6#2*zFqBpFZg@dE_v!&RZA+A`-p7-S_8B($|G=sXoGe zG~da6UsZQ!NgOEN{z{#~zg!Ax7W6F-Fu8jb@}YAhl@+kqV!FyurIhirzVX&jYJfdS z%6!Do>r${*P;KZbD^=O``(9b@ zvN_`T$l>heHN3WE1R~dX zI*v<{&>jS{wV3%!JXt&%x);Vf;Nv&CTsUIb&;K%4G)u0Wy4O$Yp(*YNLvnP5-a81z zWPQf52{x9nj`Hm$Cn|6GUyVroRF zG=wv3wke`ZJrNt&N-2U%CBQwq+_3M)@L?}N7aT0YD+K(LVrNj^xw&ev)1oI9Q1sz? z&kKsVt*B`J)45+h^6PL&@wpz=cOSb zk5!dVEEEc$#7SRA$S0^Bc#1v5gm8(%~PS!m{O}bVL3i|T;0r5t>EOU=0P8L{U{uRPU#J8+V`)U1Ydzu`QeO*sx zEI_9o=(;j<@ zGmwOgiT71aH$OLQu58mf(cljX<-2#z4;LHk{9=RJ_cA`$Gw7T!bOe>%CsC(dc&to6 z+Hq#ov#;I5%4C0>W56)L#HFPFt}UgV<-HPoRe34ciGU6Pl9vs0d%RIFDu4R^iq8@=&tPf_r~N zb90Vr)AO@^I~v}(*c^W`1V@B9tLvN;ufA=Roc`Y-nMt4E)%vGmn_S@2X@QAVX{-!u zlp_cPmsgb-ETp~n`HmLZm368jgQ{B%o}*9e`cy-FI7KH>RI1F|?&vo!^^waO@@!Mq zzGY(P2V)8R+r^oi(2Fody$nJ|kaigeVg7X2y!F#63<(*N%s$X_LWhUA8cdD$O$+>8 zoA@Fj+W+ix`_L5_DCCXIirKskWqcV;LhM(<2T2*sP^C-i@FR_EEXv1(g(x}xL>G^@ z$}=~=olKsduJGP>Kn+P}h(;3bgK9<7Ub@Erndy3pbLi1LN%8y)21|S})a@Iu7yjKK z#1ncD^=~?kc$PQm*V*<}C;kOEtmtW%pjJ?ulQG71ZpRy_hIt`$jFdCK6Mn>p6KATv zRiRH#)~TbW+dG&9L|REsA`hF**lXG(ycaYg4k156+z{ ze0?4?J-o_@$Z{V9E6ly`R(X9&;(ZJAbU{#zWu9IC(m?4=LiEx=Y_{TFxoYQYZ;r7y z4oqiOHp=_S-h=ieG7USUic8bxJLm*wY?UVN!w()%42~1SULoR6SevPuD{4s{W%X0q zWbP^vAu??zZm?6GuhHF!QTnz!J>DvqLKZ+H%9!8nU zCRrQk$CnoCEot67P!uqWHgawH=45)K;ju0l?A@8YN44t>21|vexezz33;R&UP3WWNMy@9*ioc2}1O$yIM>S8YLpWIO#*`ZB z|ID%I-~t9CiZ}^D2bQQ?N4GD1ek>?Ye`2d(^0H<-E%M|U=nO0{dZoXsV+BJ>J(SrR z|5blyp3#v3DAo!mM_*Nyme?9g&sdLpeM|W0H~(bgkja^Zh$y>%9GqG>Uo81z6E_L*@X7MfGZ&fmk#?ZVYf_ zP%XPO+C%RiJo!amp_l%tNNiQTA@W4+1xiA7yS9NLoa^zErJqF!6oV}Ol%QA{CkqG^ zIlt7=9$bwpE>Hz`hwV8#J*`jln&%t7sv)OOyiIndzB)(ehIZTt-Sx1txG<-|^t6wW zvR8CFD~qYZJiz#bdknK@wCiY1m*v*^sai~)s;Qro_1&j@tGSSp^3h9tcVA#WO89=a zNOF%OY`dNb^*0+QZF4;Oj(hjzs_ck6woV^$oHtd(TKn+Y`zum%L%(Xe%tR|xRa<`H z<4T9s?Y$KfEZAioVD%kUDPk(q)4x~TCci~a=jGlptUb7^;dYu-aES2WOzTW=x%||xpjx~wSl^>xqi5Q1OnH?lR5{-7J>)yCVaCMlU$Y7_j zk?fm1KpjcTSZ%8lW8vZV8$-%ddI)q-c?JM)5EBD}bU#-4nSe-|n1D3^yLD?%nut=b zPqGRoebV-~a;ybCm3G%{hAqB0U$gdE9V`SOYwkUKKA_>ewA6VYE(gB->;tr;FLmK- zApaG`CVBtm@Hf%8R}-5oUoEN{1mT?B)(0LMxS>^dC?e-<5GjKIsG?QTKhNd%1({%_ z`L@QJ?=YJ`8!~CXvMxKWGY3TUnBGm-4^5CY)9KuNU+>f`|m~ zqZ0IJO(*gK%5Ocs%m*_*Q%UZ+^YVq;+}!ZtIM8~Uo8ZIG)TT8l;)N@6{Y=H zDQ*J{ofiH5xxTyaHLmjec~0mX4I{L_M`_4)Iub|^&!byJhrkXGY<*7Ey9z$nCxu+M z!-n77Qo{I7!l!RrzE$$x0O8h{8zmXxu}|Wgi&zZnKP5oY1V z%-^1}xQd!MPSI$zn9hSv3U5LJHO{)=erHl?GD25&rAMVg)_9P?GX?cOIn_Ef$j-%?X2Lisd@om8BcRxFeS^4wkyF}_V zpxUy6!*HM`QvR7>oUB(9O|BgB?|1|ZMy_o%5OL!~Vn5OtnO3yK?*EnEEs#Y^0y80*bCF;}LlWe2cFc%WsX<<~i2d1I zY7l=&{mWQcR%JGv^{!ca-lkc*!JPnhIi$5NWWyQW)S{a+XcoJzyNJ2}_iW!kIC5VfuocBrTz-X>27{Qx%uvB9@k8QwHzP)s@}*Gc~Cw_q@#w%cx8 zIleYk%#AXBSWezam5Rxm%TpW61Loa%j*nJ%J;4iKLVm`F@2hskZn4WeN?LMQHORw! zDcydvzANGJy4jvYEgIJ@$F((J8=m}DPF*)JCTs!Y!pmYCi;7*#$7QoKC) z!+g%l-7+wVtec*fcBq3ASfJ=BF!ND`GCes|zKpvK_=)sdKEQR{>vah#hV(rm6TXi% zj3pRF6nAxhR^lsIsAMvFSOw(NNLQ0<~%F7109Axsf)XY7cS@M4DFxj5WA zp;>JTP_es~`?8p1V1#%I|4}yC5bXP6+at+ZvgpozN+^}b8vr@$e`~P>o%?(X0EV#< zJvobV?jQ~DR=0{lT%t^VPPE)8N4~eAkT#f2O71rA-7L4GeBRTWj)nPy@l1cZWcZ}` zwr=40Uv)^QETtSY-*t*sSE*v&W$j|IR!f8in3`eAA!K7tJvwz7{Y8{BH@gFSfh`=+ zGP!Nrva!$0tvUk3}7SJpzf#WFOu(dg4b;00M zRuC>1FJVxvl=$v|-&-|&6`w16hvQ&%?(&LxAqi9#t=+$BO*4F^%-4R3PufY!7GIjX zH!#aVVRCXDMYc?K*yn3FW^dV`m1ln> zbx9_FMdCJ9z74XooPPQwlMuhzD1dK#33nz?7h}1>b77J25SBgjr(4SW_zznL)VfToP3RgL8$cm=i!zv zr&Hx#y>dU)he^A2*%iQq02daS_$jL{5mo3_ZxsE9_RBOs-{y^Ot_w}n(eJL!)W$J) zy90!HBF#hgqpB3?m9pVi9z|SsUhulNk&12`J4Hx2nTMuEPX|66B(S<~F*m;GQ5#J( zcz!-8`$H6%BT1*kJCMbeVTALIpFDw*!|syD6%EQ)7h+ROwtyl^9t`rT;}f-t^-%ED z$HCF0eY`R|i4kL2ema6PSBiuUIba+D&o0v37Q*evW&?5%pxrPm6PL7=l+6dM-hb%W zh;Uk_Qt<9r=18#?R*bS;UMF-Q7X9w%CL#aZ>?LDQSMB4#E%MRqEkhfubIo_>%53Nn zVtJjR7Z_!tdx;u5l%xfD++V>Vo0CU2$I=C(=z|H05~wjXMbdnDCO-6%Gc_?T`y*26 z>5@3OP8IXXiJx3G#~=%lWMzkmUo76=W@>))F9ygC)N58~N{o<-dZ=v!3?YCkJTOIYRCL%`4`=%T#x_l~5&jBY z2VMw_c%i(V@Zkz(9tueSFf%m(%xpUNH9)*HG_-mD++=-{ zB1FF@W_(w+^THhO%v^u)o*wE>GFaL3JSig${cmakx9$5ACPl_&%tJuR!V;$8+!r^d zCs|Tq`q$miBC^3ZKy5@LCMz5T5C%&g@vEuJ_)j&sWMymSe-aOYhY$|n_i?LnSL z#YdT?#$XoJwt#LPHH=52Q@pLg@$_QyedCejRer@3q4kEL1Ub^MZP}E7k;#C=xN z0r**D+w$%G-Y}-=8b{n>*^BXgfiX@NGd^WxG<%(OyBjd=Z8hjTpgRpnx#MAIyJsD} zr#udUxux|S?k+~_zM~%x4aD)jD5Xtt|wl&(zNq4RP66{Cvv4#7l9!T7PCqv+^4&>TBFxh z7Y51;E^1CdPzCMoW7yQtKN&fP?VnAx2dT`?m(u@d0S1lvlPB-A!b51mfRN%`qmq2< zAyYI!mm3}TMFUh7i2vRP>W%ZA_lfc9zuyA`Cpqm+R@Eoo`yCx2qgK=$`rQ;xMMQHO z-!CedCoE>S<9@N!E@!;>JK~p(Ty7rCghbr1@Jbi?f@LZN({j6+P`^xR4Mg?NrjaUDOvuc= zWrjU{fUX9f3{Zh7PZpsEhpRnZ-zb0tRCfKZ;Wo=58JCaR8!QXU5+7IH>t|ox%O=_p zevQaOR(~N`A4}^FYw`o&KnzYr!jxVqEuAGc8f$1__LJ(K2J!dlR|WL`;9Vl1xEz!R z+N?~Mq(S4f*Ie>ZNon44wqZ=+PF{qlv#o(1Rqg{z?~Rycrak=xH{BT5DG{;>YDb=8 zfIRy>BfyI*^lIVwWl=xX9@+@n<9hZ4TuR4v3q4GmS=4i^*~z(hnu zyb;KIf|l92xjb)b_*hxrdL&yX9gbT;i}fmUOG$iJCjQKo~0!iOT8K>W=4#w4*WO<{u&SoF57bfI|48K4cU>kw2D0Zhp}`Y?U1_6 zI^d6}nbMqhTTxH_JBi-FKmCT}zo81nJMZK!tv^{SbcFdV#FStDM9ZA4R1T`a&-S{$ zr}q96+~U+Hjj8cKL%r1)PrN}5; zLS7@*7#LJxX?0Dsy)WGp!g7@Z&(HSzjD2_IK}2L^GDkB(#J6vM2nt$XThl2u+I%O5 z^grEeFWrEU((WKa2KLtJ{w>@ zq9yvhvUZ9^KvHM{pc$VM1{puL+Zk3QgRmznt-OSjWXW9+-%Bg*1@(64yDeU2+_Hn|gXyuZxk zchKJz_rygaHCh&TB#oJ>z`k$$Nd)Ydqvy+-^jj^PR)Cu?TZjNUY;-M5M1np2Gc!sN@cFsI*V^AmsvTVfWC|*8mr-g7D&CUj4z$y7^|*prBlAea2qH$C@up z#{cwrsaW8SWd>l6xVhnQxcowS7tf>&B3$X&vtM(q;qt#1orgz89M6Y3zjMp82?-sn z6_$$FV-OoD;x209i`tR{?p)3GP;nY$ zZW0wDQD@+{8!1YK_H^E7{F~X(;J?s(czC$C=L`~GN_bn{__$PZHT&Darz*SAC@YGK zJV~ay(79ItjF>KFqMmj-WsQ#KCDwkJQYifZvQZwaqOd+k0M!%2IAxhWt237!9&kVV zta^gI#`QE#eYv|%%w~wS>~#8Na;!9Offo38(t@%K!kFI%Zg5->mUMUWONja9G?}So zg;0IS&rg0d1D#vzz5gNi1kz~eb2h$AOD^VVk0$tLBjK6>=)TVTqy5=fG&JBVvV;Bo z8NBw;Iy5H_%jqTz)thW?X{n%~aEL}n7Kv0}#*esTX?{R%)dkbNXXb)>efhs%Md(6%gX0k6jmwG7tJux3@f^c)0v@q~uswMy^Ble#rz` zz*e!%ZE=7S`a)!21l6OpV>FCgMSGT%{P4}6W`AB20`?|^PSyBlc=qT{r~lrtO_MNL zOC-a`CA^KgFtGb^?Bpg6zzF%@<^nxw(mo5jF@?KuIu{;c;i}S7$if6}Oyu4Z)yYj` z?tsJ(>^FFjD$p^U!;nyE~ILr~t40c_t@f6PiX7_X54HtA3?PDn^-YiFlhtgo%7$HhWp=&E7A5zweR zxSdE7b98iMxCIWVFD+Hq*3Rk|t5#KLU3DcRA&GD=BwBnYMo$*pSePJFS66pt_{((= zh1%Y}n@bMtS4;bQ1@b~t=xBZM(}B`HYC9ze8Wj>+?-G6ZJI$&}Wp6yMz*c)c0H@*X zH2U|QdbggktT@jydDPRaw|_C;hicx?42x<@7y=sGsn|O{F3*Y(u=cHeR#m>f^b9BY z>^u}F%aW3?jRtgbhQZ5yp#oMin3bk&c%dqBc7OFdk$Mn$9?Ot)*nU_NELnGeNETX- z-iVg1>`hMb&__k9#bhui?kzv_^z?lBa>lK+37qg5AJ;-I>kGi2Vv>`SlkOX**4bdD z2CRhp=?=7JI+aMLP}>;Tbw)+AdTw23SkHPoIZ*t>56FF{0DGVRClCBl^=}zRtgWa}DZScuF5h-U zD>nD#_Lk0}t+Te)i;78Bme!GU*&Mb_?E8^P23_ImSB~(Vw9L52_s=%-dv-%zwp{7G z7mkds&)gj3YvK+w6S}XhJ)8`v51D*-p4!^l>g!K*NT}s$fmJvLx9YMIs(ZxDV3TMe zna`Ke=JY6~WS=f+0}!n)1qUOc0?aM-=Xk&@A0~59dg61CjBF{+Ck{(fy)_x|feZuI z?Mp3YIDt_mQt$5_-1~&@IS3E=p_b!i@v*RrlcmiB(wXR&dkcMYvh7C8}8Ne~d_|D|M1cH7fN8JM$$-ZJ!^I5@~#zw>KuZqA}Bj+Bgy z$GG9FS8|))OXpx#A*I*QJ(TGfBeJ(^N0J;7_QyPl5tF2hAOH3L^GZCJ^!h)22olzIeu}jH^l#vgC&epaS9kiTwuQL1Gaa6mirpV_`$h=&(>5e zQ0uUiJI%Mn%(BnVecq0qm|mednKv~xWsT3is$P5nwQDa@v)cbZTpPDq%G80;$li#t ztPEIv+w$#-jUZIUX^Dx06H!W6$#6KWAdN_-T+FE707QY;gb;QGug(ll*1=#BORjpQ zXI5u_PsmC!fZ)N)u5 zRA4}<;ntWoCOIiA|KQNF*NcPBu5WG$p}gYw9pebVYGd=yY{I7?tyf0P_n3#AB zh-@fs)IMxi=?HOx4^6;!%hbt$A>)&a5LrgmE$n!Fcxc%HREdW5wHqaM#V0*bfM6f# zO-!Y#nK!cqW}L2$lotaWpExkhhH3cS;C-v_!zX)w;)#mqGfi&BX!7o3OKeai(Cxpg zSVb8ZH5B=N3-L|Cx_P`T4f!2RllHR4KBbf(;dZWEAXF5R7E&|4b(6{WojIOJ>a^o| zmoZL2NQjLk59)t%sQyI1QVCoKhZ}pZ=4>)SfJ9R3oD)JxO-)Tn8R2qKX&(LN-b{tP z8eQ#b?CPyy<1!r}L*(x+K9rTtY}a9Bq1GC!4K5J_LWk1gnT!&^3kCbZoGh&3fg2dG z+`N(`ZA#PIGfz9#QSpZmfFp}35@d5%AB3Uv*IG$cy+?xp8c=k@e?}rYcY5-#=fR~? z5nzWG)q?7ln0S{D0ML1xgiStjV=;TF5>D>hYfdr-`6qDm`kC|&i}Ox1u(h3L;{YuB z1ifBbzt>5jCdMo-uBQ>3o13dHa}3@d_dl8qUKbDe?bOZy^G2_I{rZ)PTgTPSE%n_m zAkSA-RvrxN8oPN9>^IV@PP-s-FWOjY;m3n7We2P%RiG(8@k-PogJfQtF~%VaZe)S^fHM zhH+#R>}c&+=u#`sCd+no{OfFb`p8Jc+*nh8x2Gu``IwB`Th7J5c;2zogGaZ_zv&h?YzIqcyu@k@$i4H5$m^^_P%P?3(^>(>bZ;fajiK0eZneH~yzTJqo)elfAL zQV9WpuQoYtee=7(-3aG~(=h*r@Q{A%h^VysUc_KRk7dQ=X3F+Ox;SwLYCSwvR@k_R zD{y28;KEG`h-Sa7``LUpNsG+Fnm2lVzi?9aZ}JW0yi~ux#DKK#a2>GuJrY7_%C@=? z%t%XbenbeA2)g9V(s!D0T~kM8LS#2>m1UJRqb6ETM3OhjNh3XAZedD4`j3Y3PkTtF zcM0l4tXb573Eyi&D?nJM0WMLBXxuJTFUo0Q)xJkAK8Ky+Z7A}34W4TWFOk4W@-)7k zNZ`OX!Ysxc`=6}l4G#}XOH1n%3Sa)97rv>FK)#~bwY32b0}HrIc7Fb!RoAxGRtC?R z_f{!R3T9@RO7Io;q@_31_za#3?>S{_@)6o>E0_pQ`n)|S!y<5oPW+^dFC*x* z-k7sBJ-b-xB``lGT~r!+R#1L|Q7!fs(=$r&=r7s&YVA@BNSn_TbuTZw;Y3(Xk#@Y+ zn-0JjHfS~bhH6C+RNp5e*NZgFX0_}*3FP-P+K6H%U@(Ii8`451Xgc8f{-81o#9E2iVmFb5PW+?` zFq@9{IXzhV6uPTUwV+S>URqQ8)I$@~H@mpNdYFQADDZaDTU=*o(NZ*Iq(gN1+%(!= zsVmQX4!vgt?hTFh5gMc1J)@YI2@DBg@9=GIwe>$-XWA;YF#?H8oa+oo<|f)uUEGS` za{$EkfcjWu{4C42r;l;T(T!DUOBJ5gX{UGe9t^Jh+Sa7cURLwVFFH9vRbVjs`Sir*Xc&%-XbwU z?$sUHT>4TDKyELyy-pKz>)S31+_%KqW!8NWkP9?dk|L2ke zsId9xW5La(1u(j*v2Yz-yZW2YC+c`A{I|VRe)aeDlE2HuV%0P8f|=w=UucMquC8)u zbxETmPeL5SI<#)o?sMR9e@0mUqXnot0LC#T`W~MQs=}4NaLpA3rSU#D63bAm%wJnv z)IRy`2~3aGf)0?ntW>;VqpU1<4cWYwJIH-cftxCuRiwbx+_fHHw#aQo)mp#^pOz`_ z{f{WWZlv!vsaFPPfUK&UEH1se$|&Hk=R#TTAWe8?NXKci<5snHxRU0Ae>?S*45$>e zBYDMtf1#O_*!sZ`Wd-oxPn4%xUoOa0wy19J&VE{EI;#(qTJ}Xd@6XF%F<$1a)nD}{LCuzQjHzlA$1mRQ zJ5-UXmFj{?SVprsQ1PiYHV`-2(~l#A0D~`(NDZ};dgu88lN1%*P=YNCp`{#5yeZ`% zbp4PP*R*vhDC5)i9UAno@yd~j8B?_p#94h%bgdAVG&(++x)6I>n(p1RVycwtpybcE zNfkrx?R`E1=;MJQhp%Z`E8o4r33Ymd@K|1&VRn|gX*@S*LQFBtS!S1-#BqT4ql}Rh z9Q033Y{0HVTx&}mY_U_o^>V=N`>1fTJ{X3F@_sn{Gr@|@L+@<_jW_70S+l}6BE&>4 zi@)r=h@XR>zwJ8R2Up6cNr6cwL$B}1FVs|z`jq-idQ5Cb>)nYWDA_Q2zl>7vs@-kS`9v$B)2XOmLHl^DgPU@MS0whGFyTI-5CO z`t`Is&u%e)B)KI^7cp3|zi_Xg_yfWDU8ePc!Qsl(qnWWH5f^d1IE|^VxOTg5OjbNH zHk0=zJpFTeoxaU|8e1_ffg-mxm%JAou0ine`joPHTI3o114ahw_+aUg%lMvLlm>%e z^KPC%5iN=iCwaDX6F0mZ@waZ1;uOv5VVcbJr)ek*2n@obpv|sZH{#eC9f;^F_xGst z^gklyQkTTuC%Pxb`TpU@i*;g4f19PIe7B>#jz{6=Cz8Wadr)@pC#?9U8j@Sxd$a(% z9Ep9vf22c`w*8o#GWON@2434m&Zg=Yedq?V6WkLC5+w-q;na+O>NHz*4f&(s*w86) zDvIandUb%3{^#J+L=OWoe{GF%euC=mW(IwdLFgwScX-Y~jeb%q3QhB~Bj@ujUKYLFugLrn=O zvHKD{dg{I1t3;}q-@CE19ajzCBet`5_wo#nZ;xZPF}+V}FXGtFp%Ks8SW;vA!MRO} z(?8V+GCzq)sd>SZ22D6Ast8+F{Vt9>Gw%-7-Rm z=ZI4>Ci-r*>@za9QQ_>`K0&&-leY7>N_n?n(1WKa^XQr0qA_>DLZ+AKXD<;UYqvn- zbp0n)LN3Y3?`!LLffnCksv0WwIW5hyJtwKiH~0^_t$w5bsH1Up&MHfduU?)1b?iXc zW;^qtjF{uOpU)661EyAL1hLs@7~%Te2?FuH@1a_P!8SZ^K2A$gJwXL{+DA3(hc~1i z__twiw351$HL3c`kSlydk9(y?2{JYUN`d8cqv6ETKpV5l`<7b|9Q+yRqgmCf)MYe-7DhwvQ;@r`ugnMa0&}L zJkHnXqW)y6qT7fs4g!t(8i=e64W2!e4yuM_sEYf+odJT_CW?zd`+{S}$52vkLu~QW zEyn%i1_s_7zC7_9uM0{fC(2|9giDwp$H?z~cv!pgCUxS~=#JA{K|J+OW`@plGY(R` zuQMjEy&%B*A@!yD+Wp2}%+&bbN`c0|k3;aTz3QC4mk&e*{mq!{Mr|EgT^(l3<5vRR z+nFqBBxEziI(Ux^$<9~tcj)oj+7+wL7&$WMpZkb3`1OT;ciugV%{Z|Oi*A9eX?AGx)X)O)(_o`%g^co{+9Bv9Soz>bS zq)7JfmAyM-l*NeYrmR0Ja5z*9f4;aGz}CiYJ$ z*#++OW4>OZ-9Zq>cHNk#G!|y89+6B%ITKbrPMZWj$^}?@vStEs%TQujf zF3L>>XPG)_H{TUDZg>9t(jWz=2&H$OG~v97_leMkd!~O}3NP!y<3HSAh`I4ph;~qE zaT~?12OlRjM|Vt2LuU{6H*=VqA?)owoecBWn>S||hgaj=Hh#twc)dtp%jRpSneE_R zq{HXb>)BwW>a$Ah4&W@DnjUjq%7>@a$$}VWm&>V1J{~aoNnW|VvEK6~L9Vc{+x!b0tB_J?Yc z6=YIYx*Jo!D5>!9S~wk3vg_RhB1p#TKyF);_I|ONv?!9TGyXzhQN6&d)KKRA!f|*~eweDDJ?CyG0 zca)I1ZX$92JLf_!HA`&5Jei5q0HaudQD~TJ&)bpoGx9f&#n@{BcCO$9mQ7lD=j7=_ zefW7_sBzG1GbBpj?@Oho=`%*RJcU-K?_ET+dArt?eO&_@D)(;Ux_e$kqTP<_&1+@U zsw|Q{_>idK{g^EDeXhk=zim)Z^9;a88!T1#vTG=s*dyy$QIGn~91nDPNgKvq-If{k zFywA;oV=1->d%sbY5aM}r{it|rFFz}5GT`W{=56>d}_Y?5Kh*4A>Qkbkdw=ecS(nR zV935|>gBr?NTik1$!6q4gZCr;1P3O`TOnk+XqCIyDb;Yio<;yHPw7HeTm91b9V(qH z@RDn%Reb!XI|RPs%W5pm`^Vzq_z82?z*T$H%FEBe4>z)5$)1m7l{pxGc`7=ELz}Vc ztoZVxODjgNxI0w^+VjJDPKo4}GQ%SsmQn&gH^6%v{m<@GyhiN`-xGi^)Q%ZuP`uCk zmexAy+MK@=U|Ll+vRBbQK_;yOcaOqj8(T}zX>-U?l<2&$;`JMo!^yjVXRXF5C( zB)MvHm7b`78gsUgGhRDYdvat&Q7%Yq`NE38k76N0-USKCJnU}T-M+lkvOmP){3sS< ze=(>&Z~i%;Qo=m3g;q&)C;FE6{!{E_{{l~b>$6qC^_Z2+%qCApg3Dla@E9=OO#ja@ zXrqL4+agNmOaVTFgtnpv9$vOTax3l%!v(S3`@TI)YXXj(3YDeS(v=c zj0jOna~YJfvIT883|w6Bep-X9IxL8WHrwaog+5e7qrtb4O?<~=VbU3vocG6zlS@YV zUi2^bzV2Kb3C;v+^KG>9kk3kWinPg)^m87B$< zlmxFbYF4+2K>_2P(xDDL%dkN+GczPEaceF!{y9m*xxJh%Sgk3uPAy>{3AI(|u;45B zEOo{b==};@y*^dH1aq7y_@wVYwRQeiXmoE}aB)3m4^@6xoX@*Dh8ijfykXVBPHQpB zc#cWA=r)<-=;^&^Fiuh)X2?>0*KdsYG+VVjVYbkEgkSz#``bgNDZdARw)OFt*AbO9>eJO|4{?({(p8&Q=REPR%$SwlWaU!?77c zi>IuUqS=xZh|qox)RMh{w6}OW-%$9sa_}wf=Z&4oSrpycQ&D-vDY0Bq<{7ELEC0E3 zV)~3TW`<>q_;5g!q~zlMWZKb9ksw- z_u8eOB7Wi)K_6Z_#g`||OYNpNd`DavB6Ee2`xPZPuaDE*N^=@swSVyR&J}1`f*l5& znHl9fDVv_QBK0Ve(zOfm&>!uue+D#rKZ-Lkta7)ar(yzlq&d3hlxu6w$L=3pGR?H? z5VFj;IHYWilbvy$cwK~@XMnh-*um$2>$z^tH?k?Ixr}u>aCr^ZZUu$(X)~@5d$Nay zb}Q(;`;jM^%ijYoXRGrG-qLdTxtA_vrhC-q*mJ(mai^e!6X|=?z34d7JjHzr7DH>u zxdL~JX0tH7RRw={d(q>j6uxUoiu~27D`%ome#OZRhXp7~FP!nq91S<&4tIBb0dmHf zi~jA^YrXNuXM6EJo29w?LE0mVO9-09TsYZ(9`xD&KB$kn&dW=>ORZNIW_f%ifzMcV zE;C!S?JSWg=O1^F)?7Us19>-=TODhbjxLLz156dKY5KQqFAPd)hEJx~s#&VwEEj2$Mp&j5&QvUtRee5ujY7ns?7&|y_7tda zL@g$`>>A#`TjIN-c2;c8e=ZXD_!%`Ms*lx>-o=-by(?AC&FO9KUtHACojO%}I5`Pt z{E5txVVnFwiT68HzjAH%drDpA#!AwxX931zqQ8ri@+~%DpnQzfwoaKUg1- zL>2gRvz|D%*`M!65he~S_$q!$^)jTZ&R{5hyvtn+W4a&&yWXl|a_HGtG{KRc4$cpTM{1TTC#OfZzqTEC*Uw zLnepsYrdPG7VZu9^77;>a}dE6hcglo9?9SW+_qn=`VCYJ9dH^rhAuYm=?>%T>GIpv zsHK+DN3bfSXpqI^) zZ3wqrO1p-#>MlUb%8;_ml7=n8Rr2hQ!XW)Aw|?kgb|{1@lM=<@y*dwh=V;iOTm$iO zSPqKI+ds!_XJ+9-e+eMF)3fhQUFi%XvAn(7c>>nIkW{kQQe3{MO&33SldiMIbWu7E z+K&hZZG(MyT{cT8<9FOtSFj~NyXmAyMh}wzJF>~){%p*Q^HQWqKgH>Xo9-Zy@O<)F*)+SLudeXg-!lVxCs1MdR{vnrNwt>b7K=}u1 zR(MZ7N%|U{g7+KSLxcdvk-p6&SXo-mH9p!-4f1z4Sc1S-@vK#Z1R}eNeMt0hX#~l8 z=3DCYQ~zUW*gM1hhwsJMjPc@8R@(S7Yrhs>wJZJq)>aB$YbSJ_d+(jq`NIp#c|+ka zyVnH!SMSWdJ?jKW-^4;k-5b8;by*>>jZds?C-psG6_PM1_AOvQ;Q{h@GH=m(wljCP zm~GLWP8ZzC{R+h@xtK#@^S<^f*EzJb{8-HDa8t)+X&7jwKF;)F^12j;okUt1 zgbxhV-|bG47`eCUerviJ3iFO_l7G1qmEDTbk8a?GE9Mc2>;7MwUF95&*V?nPfnWYv z1y%);A3Rdci6(uUZVP(|%Lx2prWDAIr@tk|D?OQn2wC&klvx8=@8-bmf3;N_yJa;^ zxZZ|6@&q_|A)^Pkv0Zj#uQ7F3)}U~pl$hnRkdaVT*JQr1T?_M$AK-~yB??3|IQo^- zcL;rPcb6-$qjljkWCO`LbB|mYv@iq(4f2S+u)>4=_w@XT&SU_m1(op^`B5nu<$oC~ z%@hpO6oZU#Y#l*y-6buanzAg)9*@cg6EW2AN7GU)q?e9)FwK#WDcKar!`A^_$n8eM z?`)-=8W_qRNR1#`06;yESL!!T2H51d8;KqlG$BLkcfDFDLNHQeW3}H`50)#OoGvA$ ze5};t@bB24r8c*K2W#!ZAq{>0O2!v&B^_lU=Ud2BPpR5*i_J4bBMr#N$8Y%}!>UPC zj(Jm*coTjh{4$h76(Iid52-0RjDOHAV2qo{q|2pZy>PEXw`qBIIO?`B>BWR?icp^E zJ0+cw5^Wf~ZKgcQ&3Po?SK{5`L$dwZ(AztJV(>0C=SlQ>n zFe6xjG|rR)i>?0H>v)V)osZoso6|!R=sgkVCyOZwX{%+ev)Rmqc5D155C(uAzc_Gk zE}N?9*;M90iI9yQQit3f^nhW~Qb%&U@(KmdG& z=5JpTO>(D*JWsItKP+>%&`fC{_{o*(dhn#iO!s`d;N}w6(`B)TnP2z1AHYtfGMp?g z?0B+PVIKzWYR#dnNR{fOm+Vi7EB>92))V7*{WG>6fREh9r)*0hxgHwf@gl5PsCSJj zdapO>3eR+MCEw`I-OEObTTDap%RuZnqQ{J5sm(b-#O+q+)C@! zj?HULO?=Z*7dC71zyr?eW7hv`q|{fvxC9BPm8$jPN}Zj0eikb=G2SB9DCe8D|6{Dq zdxqv=YLu!Cg=m%_#_xt=v@{u8WG`KVLm3(6AKNq9s;XICR)FQ_|E{i(?(#~sCW2@0 z8UnE!HiSGQasT08B6RW#k)K(mP}fM$_gf=@U%mgmw%Jt{eL4~E@48MEEC3BtO}m2% zLrPR9MZ2NA=q=PDE>XI2j+XTf%h*!pNU#4mBUFCz>sMX9hRbQWVMQRzMZ2^mDk5^< zM8n1Pw&uG4Ziw&z)o%>RSY z;6Na55UtlCkL$OQ-Ps<3u{-B@vWs;f)Yd()4fp5#O1JR8^hoAFaCxQLC1>!CpA|?V z{N3I$TG&q2#3?H=W>>R;0OX3Cz`OUZl6c>yks1V~BV?IB!_Lp?F!@@2xp03ERaV4M zH*(Kz;E*mWTjy?JP7Vj283|AApd@#cl?nX^6Z^>yYh!#ej{7Nj+KY(w@Q3n87nsv0 zhfrR+vU}mBdy3z!LVqq)6UJTy2knaT z?jC`~+Vi9CDqOp@<_cYaO|-LE)A||AF3z|`N2@Zo4F_O6b`F0e>f#(Fy=c@Tn7wCg zNxHy|Bj+nIH;g#4{$`$mVRAN1^B;y-qLR}|)1yo@47Q$Z9#`jDGWx#ov)#gCw z42~q;LhX+HjLl`PN!a1FJ2gz!`0Edj&$jk!xtNQ>3^2M^#q1{dW^I9_XqBmAu5dS=P#hsU8=s=@YS6YH zCzm=8>qC_kpRdEKbeIf;`+DXURF5-Htu_nAIG$M1K53-b)O8=;1#*$J?7A+O_u+C2j`Pp8dH)el5RissSV>$3A*Lzo;^F8 z2YE>lDY^@DS$8=ljyo$=Y&;x*g28M6ST*{yh2?F*G0GCn@h~6n%N=OiB8f=$7UU#(H;{Ngy;1*J? zT{Zl`X%JQX(>yaHosRWQX2-ol?#5D01u;*75Uf6D$l6KXB`}%?vQ5aI7H{|!wg$P9A5{+M zuMIO}ewRQ0?JKG68?jSPwlEg!Adu}c#(M2^C>ZpK8V*4Cj)i^iDfYcLpD>hP{Axwd z2gY)JYGV~-)i3w0Y3wuXWhh70X|atf@X2J3Y3=ldVNrFjjd_xta_1YPLatLs_3VNa zh!ZjK@5l51*wJXXoDsXsj16~JKEYp)pvGh8tsnRKM555w8f%~$w*5GfNAO%V5wx#>I zJnAUZXSEL+9HlmF6v|@p08lTp7_2BGQvq(W!my);%z4}6&j`=+-Da@I8NP}yVSl?p zTis59T&i>{e$rN8#a8I^6aR~M8abQkhX?x;6Ze#yXY7;|&6_z5Zq9m@I zet=-7Ai~|VqwEaYiT<7d6uAJCB~D-YFS~~hEZN6Iab&JGC=rPnSj>xBu|8^b~?8_Op{1`y7?n0lC*V<-Zt^=Ud9a^dJSp>M+U|VB=hpo{Nw!m$F`} zqbSgbRkUYMPQ;m$6rE&T|0WMnUo9U?lLeHGwp44}lsuB4uGg>%Xal zx?f;H<$8?POb=19_kW7ggb3FtUv0{RRk%aC(+%mz(xoNh=I5z~4COJ{Jac!6GD4mw zU+O{DYHwPUuc9vNj!pMeIf@t&OM1vw#if}U;Y9%Q->ABd3({(aMta!bT?K;`Uag(M zqfJ=RhrvrXZW8oA9QDu`Nw6f#N6oAebG#mK^C7KgFo_`LGqPV3MS3SHS2)y-T0#NM z%zI`LV?GyH+PChuvLO37QjQJQ-`6Tv+bI9g!V>0QLuZ4SHhsNP!*tX8Z}+FFuNixP zF3l{h-95(-PO(=x#gu>^he|&)DeNfmtmb<{?Dg*!5uIjE*U`xjZ0z&kuGyXJO5y5_ zo!npKP7Ghr0=l)2tH-w{@MX@jab?FEvXIDr49XsZTe&;G3~=&<)EF51% z0K>a}|NlOThH>4{X#W-sYKK8~C$_|Am-}kosb;swmN=sCz@5NqqJj6DUmQJ}pPD+{ zZZ3SaX5dxWhc+jvZFvg4E@{M(PTby*OY=zRY)WLV=W!_RMz5^2aWO;kEO-*EP=JiB zI(vNQYQXPZoVo>LSz}xCCt{>`PFi*m!&sDYtVwov0hykYU5=j5s^!Q2c>(ahH#G;t z8{3M`y{I8bBOl~CtrwpfW^8VFo+>zF)7E4Ev__j+`+p<;7MMvHrDq0CfwJRcA3EO3 z-AqBRj9W7pquO?@jOPC6A71ZUF6CdE0 z8MsF|1h=y_Sjc@l#PKHg#m_Z|TQZ1fEjG+khj!I)57EdJU^-5L|3vDKVsRDp^&%{k zQH~RP{W6+vrH3u_sKM+MH*uoeC2 zMyw|0r#67fxbZY$}9tPCUJ|R-j>cHI`)9?s9iegZ+fni;LP<+4%q(_sPi6+`p=Oq&^} z!!9hwssv6XUyE64R!f4mJkKQ)PvjKWG8WAqBzpOP%~SRZS147MpQ%w z5$SBa@>IQry&&IP`!XO)tznd`nTpw_2|f2?G77rGsdo4UYobn3jm{;=>%nw>?)#N#VhUOA&=%~bb-my>e6gQ)^1)d~e zdBIv;AR@QRc2;klU1#4IDRC9 zV1iR~u^y{!>q?HU?|)6#VrY6h+?PfhVbICO+9N4UOfXlgghVEL?y`8plkX}B{2bK# z!*|a|5TJ~(J?X0XzKG0^La9NYWPX#|JnuW!AZR6-SPb1~4*kh0$gCN8{Tw4~`Sq73 zBsp7blkH+(&6$VVDqZMnJON3WKF0tC>+8=t77Lt}#4Op8Fv&Dx?89xR(wFlh( z5YHs*7{q+~@*fQibQrxVhL)G2WSJy^$NyNjKJ1WH?v9R*;*H@&hQQF5Bo5Cr!uYQE z+L5xF{IYj$plJX*&_vxzO?l!S5iW1q;!CF~CLlM)*G$5$ws7M|P29DCwc4-i*Dj5V zb(qU<00oJ-or7EAC~|K51)Z5A4^2z}d7Sf-3usolKIFk|e)Z$;jUOr8zv-ksOd}(@=TP9amxSEyuP5O((T->)*lKCeWyCIIKiA|8PO9?C^+lprG61XJ%t{+s+;h!#IR83!c zOqP#04lOd--AWw^0JN{9T2Fi$E*+*jcy2Ckl}3e*uXa)di6u}K_yidYiaz~IIyvPJ^5_w+Z=%N_E_Z&Z@cbdp z+UDDw?*Rt9+M8HFN9r}?s=X|1rt>#-e?j`l(g5^WoYQzhhO-tYLA0q^|X`j z@D&W*y}?`gv>#mau@4nT817E+9>-k&V1^g6wX5XcxCHq%il+GZ^(=^JfbB)!@=CjN zmnZ{HpD6#!rI>rX%{|j+Ux}5k6RW5bsVA7G1&r}!l2C1PmQ1$a;xGN` zc8q1OX8g_#gy_~Q2Nif47SABOKtTDM4z*cCV-nU0@O7E~RN@ravaRl{H90}Ppk=2l z!X9OLgRsu5i*BVY_m*C3hQ3xelb$8E9;Of)HGX!)P{XJraa^>@9z{j2ZY>Uc2|wGZ z$Z3Z?cZt`=E-V`STpoFpNgiE4hm)&$nvhjU{GC!Z?Bv8*!5k1WSgU*OJ#3`aH9Ry`uaUMgRB!uJV;A=;TUz0 zD`FrX=a5*|NBIOOK)GQ>+wPyYWI2iLY~ZXnzF}QawjkDiSd0m_{C>z|VyGW~EFi^tzSsrBx1v)qz4yM)BecY-uUhOd+Qwn%h`RFTU!HxrvBNn3B?)_P8daINj30 z6SVfJdYB$*b%Q|H@#>p_%!s~d4NsJz;b zXOfNO4|L?zB;05c+{6>!Bp!c1lIUXOrQdXZ%TI#&$IFz)w>tc~^78Cm9t&s$n2Oq$0&t$6?}prG7IMut zP9aI6r04=eMQEN4zi?s}YVWQVJQ}#05iGXqz7wH;1Ujk)-kuVe(w%L(Gm{E4^D7&= zu!ahA&7BqdYYw;XP*K=UB8jt!fn>H7$p7?(d}%3)T^iC14ZVLz`-G%2m-=*+1MUUh zku|C~iy9!p(iojJNu>mP{dOi?=wR~c6GyCnv49fy$U$>y6cp8;*6wut;*3K7NLg-m z?|3_ADWxX}M2uTMXj0GwEyHg8zaxUirYZmTplPg?mz+-a)X4?O933#Kbd5YFMrvUA zG1G%==+M-V57$&$Q40r@NOUnFVhGyPp>n~pPSAN|_Y^;l;2-c5w2M>b;r%;Zq7P%U zRnjmlksdbw33ZklD_z6=HUnYiO+*fWwf-nyn*!~Wc&zYKQ#j~s*dUmdMD6fi$#%QC zJvU_o-}haAd$IM#iXtZ5=sL}S%f_eN=r@f-%)3C+@Wmx8;ng6VNRbA!Zl^iMu0e}? zL&bWS7Pt~-$rfJY;#RGE$MvQr+D0FIK>%F;$CIlT7T0qWy4`?nA$HvRf$<~86rBHj z=FFLspm2%ics*BAI1F<01OuTX(;khWnx@ec`gSo6YB=w}T3>;MKEt@=;o>8v|M`F9 z#c0MJ--v>CPR{-Xds@21<%R2^o!lOKuY_}cRb1e+JGOzxd3KnFG&bL8qNaKB5U{$q z_z?4Sp}jLLz10Zz`_V)Rjqx=AFHPx)>@i^_!d~MH!mJ%DK%^9eS;MsXXYBL78dEI> z>L}6+*INOBtDl!;>oFncVz)dNxmTuN1SnaF>M`a|b!qAnvp*2+?MG&7r!Zg9Qsu_M z!%r$)(sjz)mYTR0IIPl@73|5-*IyMwXafmFa4+xm*VLz;t}khz*?#QcV#ro!@7i*= zrfTve6uZIsmqI^#g}J!AkD!zV$T2Vt$);tsPq7AjXb_ck-`LelZ7+eFHa_MGg18d6 zijJR?66NR$6u(K7q2*S`_u{UhYG%MyA=Nwc!>Y?^!h=?x{7os~mzAd5Qt!_* z*NjI{{*59?>|coeZXMfjc)z%|8L`yKo=%6q#Y99D7}ui$`S=AFr26ihW#9pNPOxFF zAd>5hlDppqx0<~NPxyI>bC~x4+P$3b^WO5)`@)bh_%F-O=ERw%FWjxfaK-HuQPWdM zoq~1e=)z`jR&D+r$_L#yJ|2-}22bG@m$#4QKGG?ZLB{H~wl>~s@^7qwf-oqhU~EisFkK_WVp`DTIh=U-^-aDNM3&7`Iw!TH8zgx4PQ0wyt2YmWi=3JdbC)t;ro6 zB05dGrVUB*jfB3a|Q#vqMNCMB36HFC8quM{ALj#YEe7El}7 z7>20&sc^| zS-CN|G9VK_-F<$a&v0{NhLxO$iY(oG$~D-+`9AM|W~VA0xT{bX=Wu1l4#j~h zdAZ+lr*3s5(d`5Ux}a*(y%_S#kxWctxc-{}eB(lkSiseGI#>Q-9DQg{V31KH{xs>U zGbW}J#(FwuGS}lH8EEdkdh1hoN|pQ@kM(c(Zniw-Nzrf-f8)yFTtQP1XqW_ameapg zaMni-w=(Ma%s%|!j4j3S)7q&2a0i|3Ah~&=q74?!pp5JEcnq2odp*tpn_drn?R;+OPWv~tx<8;xEjt_OiZ(6nhmOyLAud*jc}w!FGP}{G{@g~_YY3Y-5A<8l!IK1 z4=?u)xAG+x|N5lY-SKgLnlaq+7J2>I&JR(;BC;s zy%Nh*;s9i-1usMXWLoVJ@V?mc;8*4ZMC{y$E!6ZOQinSmV_E*C&Yh9hDW z1vMY6_Y0!DF7E`-d+4v8`V#;e88Qa&QO;XS^@%wSL=6+~PdiPY@*oXKdOn%AmPg~L z$Dbr;a+o2WqWzq4T9z{Q6KN^w`D;P0k12(E-w?l#u+C5DV2cd1H*=^-U&3ski|Ggd z+e7uhDQ*tBQQA;o6B+42h+Q8x?RtSF9R|DN+*Osug_F37FkoN7Q&yxa-9~8+7-lBf zeGYuk0Y7C@m9n47ZT@Iysh9LeEqxYle{t)qRV-x;=Pp5M%Ny6~uECUXmwfwy1Q8A( zNzBr9WL-?F_;OvyTnYx?!G-!1Bjxo-kETEt@^+*A-|i&eKm}sYjWgEmRC?#cIip1W zWpTUM`HV&U@Tf>fGnQF*Gn3^rlDB6+WmVvOOj@VT?!`F#ee|z;b&B`M) z+5eYiGJ5L7oAW>BwRLtgoF32~2Xa2fd4;_NlhjfppfZ<3O*-Utq|={z!p3ZKvslSL zqCCWcFihIc2U86=QnNWziF#=K`B=AOVa9J)pg*yGDVLDD)uN4|mMAvns4LF%q_=JB z^58QF5!J^vHTnD)&`iEfPk-wn`%eEQC=tjdFJ6du1|y zmJ94!3?-}7klb**KgE&Bz>a`Hw$}DcWF0*Zh=Q5R6D{R|6aBWU@4_*6|@R=AljG1Bm*zyF@$SK%+0pmO5k)1W5ThnznS*D zjFcQuqxX1yXmEAldq+pXUv+twUEJd)y8Rhuir1?+I5Kex@8^DSMSUs^r$F4sJ${&$ z@G-`3)%yeA_A_J*(XKt`l%v|jEQibODhP7+8jkbA+xMq2)Kk-60wE@!l$aR%&xFqp zlk9DDZ|BQBFmMtQsKak;;IT&=WIU?>*E^!$ z5B5ob9Up(a$q|!xDO4%@n77V^T+cWhuUUxPenJb(ueX-VjCt~D8AkL3%CXI!E4pP2 za6N(dTOjd&VC9#6@fz@ojc%z}+xflp(#z%Z5J-Y+-XV+tP>VO~WZ|K^ zsJ#OzX@HH9Ie7Ik_3%)pYY8dp#X#x=M?x=+QuDfZK2@nL<0<-vp892Aun^ILJto$Z zZIXY9Lkl!Cw`*+bn0nc&-GSzF4tuWDQ|xsnn|dvHm8z7txjdK=`oDx#n+yZe`6oIK zr>W@2;<5Ab;vk)ghSkiY%_NQbIQRk;_U6?L0bZH9QYHf3 zQU=K2oVlcu`|*dLhPS)LVuWXKSgSWx6_mTaAE`X{0CeLYS5a?G z;mh_5*>1bMk$Rla{Zj9|$iMs!uG)DSc3v>F=K)@3JKI^R#^aMy$I*|kZOJ{4k@twG zLhqpIT~X2-Urkn-2lxwksSE-4{1z)~Zv+78b8?WyU0|`uXxz2-z5u_zGucPIclKca z%5&M%<`yY?(`!9-&U03R|0(RJC|4A+dQsQ5X!a`FDEy3s$6`o} zhj!7V@*~aUtJM3E?~8b1~(DUl-7GY>kVI55OeJr67z z5Z4xW98VCAH+((S6dZ*@G8QUjhj@|x0CRSA$9)NlZghYyq97jN1ftYPwdS_B1Z$8F+G@x%M=BR{*(flj zrgRoy$KQFiF?#KXwOAm1Md)B3AW_RmPP$7(Amz=$=Fpy3HByJ5=9nA7oB85x4yO9ynVjAp08|Lyx9WUD01`Au z46~kbKpEf=zEv+2zTfEI_>Fp}%%cZ|cUXvSFZitFy61S{C>rh~QRktl4*2~$lUTLcZhUSb95f_9E$8h6`vPrFUpfl9K1LT%AOuT| zX7b{L=Rg>bQ*~j&KH=4ZBzx&PpyH(TRRtXg5 z2xq@0#H_4fb&Qa>J#e;Xja2F{HZ-90N(u~~-CZ9pSJZ)%78AGu(7Fe9jtU7iXAs#5 z$ETXIBe+*ExjH(2zVnbwafEt}W>_2&g4mv{vIYMSw(r{5`-P)~`poZtom-tI8wzV+ z_{ABMFPHVwfQqiGRuL%{lHQ{Htm}5Cz^{cf8f0j}r?f`bcs`I=i^ zPJBp-iC^eCE){r8ywcesPm6~B)gH_oZnab}x0|YI_rN}_MZtb2OH}5dG0kd>nw9U7iB|7N8(s<6 zGSMfltk@T>O5)?)0^3m0-XQXx9!C=ytjfdy3B|dH^>#)u8p|g0o=o0=1<$bm@3Mv= zd-t!R!EImvGj0UvG){5vp2_LTi~EBgbc4%k6TDq2r|X+*)?ESH9HEZK);GK=Gk7%L ze-S)Kg6r^K?tpZD@`kvE(JS>2+)KemWZYZWRunEC-aD-oBee9@tdEYUwC-J7tXnvG4DUY=cXa0f{ga8R)Acyhn#8SU22>!FB+~0@jg+wv zWqF&h$?T2}$H(-B_m|MI)%z))8&?1{q|fIGF=y0=jW3cef$)acGgFoLReKwMkV&!E z`1U7vIqrs_z#5VWoF3C-TYXZmJA{h6D5Ei-Pgv}LyZl6?%jSyK#mS4r{)%b$vUhO0 zUp!*`_9EMt49`;;TkKvOvLRe-1+aBAt^euu7HnKbFR7Xv{r)^UZ^}nVfJ#I%BnBNE zc?15eZ*CsURrmJxZsjK$>Qu?zHLpH$Ders;feKDQwRzl=tk>3_da(v z=xfuLAG_At-pVY%ArHm*hrED!QvtSn6;4y^I99-`-*`WSP8F0*Vhd&kUxvB9MwXt& zJ_LP*0rMrXYua^p6}MO8gz8@f!Y|rAE|QoZ$ORiKtI7%v8r6Ckj1<2Z5EG6E1n5fy zq=Olnx%~Ol{etV!qwtEhbT7xiiQRK-;k%!&iLooegr|J1ld93=R0Vq)MQ%=|=0a1y!rX5L-*I(a zqE-G5-aqY`Yw42Ey+-7st5Cnsp44eGP*z4RnD-i0B-g|w-lSkLab#&Up{YxJUzkFq z1gj^tbC9u?<4HTAYW?zE*_WJd-+a&O-Md6dSs=?;bB0csnH7H~K;@FB_B#X9*LsSm z$SZFRiBXnoF)+Oq4B4cEUG!qP4^CInNkT?$N9^3@LrGN9kssa1tZJucW-Q*n--osP zj%En@Qvz43VXSuT_ZQ&*e;aM~Ts=4-fA;K2$B!TV2H40{e`#gpOhNG2C-RfODOZ*y z-7k8$x~c-@z!OICmzyKxt&&9zX^CO{3-a&ddoiVeug}k6xF)xIEx1QIic4i$t!icu z(Xs56F95&p<=XWaS)NAN-qu3(kI?*{#R9i?weZINVj3kgY(jzp8q%)KI)+x@cZ*qy zifar3vCpBzn_I+RP;FoHXhc{Dv{<)n&2VAIyIsmkoWMtjA;?N>;7odj84Yf3b?{Wi za&SIB0p0Fu6Ru+9pnY+OxRqg@$bJez@IlEa8tM}~&>V+g187Z;CPfk z6L@AUE*Dc?b@m)d zOrzRTc@$<~vvGlh`z4c#%)fpI-d_cIEc=hMnRA9Z7hsI>$x`!J438TU2Dj zp1$7}jW%Yq{XN)GeHc<%naFSI-(a%@8rF8p+wEGT9#& zcHkk3K1CGOm$%~ek<%>@xQ5gOFL1Q2*85@?+YJCB>U&oQndkc#A{J4VYdVsSqUKm& z4>URE8Og><7Tr|ok(21yEuB2U%X=-W$>Aw-KtfKJG`2($ANr(mNWID zU2P5NV#}pZNRa^-;=aczA=```95zI_`V5QtmQJj;j+?y<=9o}LS6@>rs;H%IlSeBw`8hLA?Bs5m&pqX$UvS_)y}w=Fn_k+w3v-Qq>y zhN_J5`z4}C7~xQxc@5#}f%G z(R!mC7!wD^_{pAUw;YafOCP2w4)w3r+g5qsWY``v-lb4Jlqd9yp?jJazYVe_&%6+^_?6Exbek@!4UU<| zJiR*3f`ii=Vt%&<5&g_J)0njZR%?{>a7}8lhLuNTFTmyC|s>1aR4WT)bVKbVqVw1S#TV7Ls8N8cR`rf zsp7TGNsBi?B^4g+359Ht1-E^770vi}syN8|`yZRZSt$I2J_p*><}gl17@|nwMJoRh zk8izUx?l%ZZMo{BtSm3^T!)ZsWl@#un-C+jZ+?~x726?A&smupQitj|BkJ28(Vzg- zCDwBH1_uY$_IJ$Gr~nyWd6F|7eyO|>tE}4F5bq!_QF8Z(Ju)4nCFVG+C_ci){fzNf zvY_5z^ETOd0n1pSE7+&5(h?TH0nSMfUAJlY+%fN$HpLbzT|M|IlxIHXyy_mNK|LMk4t{KeYM?hWvdk8Tz6XJZ;wcz}+ze#2wc}9-l(UAL< z%ipzp($i1(=lAp@1FJQ34rfHryy@kz%v{Do=DhTtKr?DU;jCP_>*EFe2zc+OtoHX*^|7gC;YFYd!OO~?6&;Rg z^r7i*l6C{`glVqZ_(Si!6M6ddcAlO{$9civ?xw!^@|BA~+eR5$U!594np0;giUhTb zh-c(|*4KH|f1cjeKHzw>x6{wqz&%~dgFr_MO$|qG=5IWmPSSZV*6w_fS{ZdonTP_7T<;7lu;L#b7-q) zCS)`D?#>G^^0|I5A@TW+)aUAGGiH*jhu$ zenuD9zSZr$A&NpF^A1(nQ*fieZClqn6j{IZiCNoPCmiUhvCEzils|~QHT5#bjJk@h z{*{(*o5=$Xhg3v4@+AqE|0As8pZ|Y6U3FB{(bgRVL{LIN5J~9{=@#iu>6Y&95+o$0 zrMtVELAtxUh8`M*=KJ}+=lhejSPSOPx#ym9_TFa~WuTj~xpW8`XkE#=X3)D!` zz2-E7`;E7;aEvFug1>fk0ToxaewwU?=88$MO zC6A-r$^D&Q_VsGJmwGM+5zUR0kaT{-&YuuWoOF6wj$}|{Czt5+j~6&;#fP$AwT6_S z6jP~PR_))CFYBCoIMV7CiQ0G(?SY@y$hf~4aFxp~pSrPnaxRcxaNM#zWQN0BxFUwwjkCN1G zbe4A3pdhg8)dOq!)V>N@+D|)Yl-I9g;ctqIi)W8~fkRJla%F0}oCLfCigw1p4GpmE zfmrcK0&eTYTIf;(yxY}`n(1ij{_gIaz_$}FazC(UC4I?^u1SJo-=`1I=NnpVlsu({ zrhp~^U}2^rc16tEN!{_KxR^y<@_r#Ca*jn28`!%1|2GQh^Hi-^&i>JcHo6rDexE(( z4XjNPV`s;B2Kj}b0``jbJu?VpdSruX1@p<_aE#1%4Pu?ARAdIhJS>UQ#mMMq{FNa9 z#vV8Rm1v5j?WC6T)E zppY~7niMTn>asMtW%-unebA_;C!qgh{C6JRLN-PzHYhacgk%+FLNtx{94YxL65IP$ zZI-Up4DqwF%(IRB8?q^6}M(raMi<1bB5=gu91pP%j%bv*{Ez8$-9c8hN$cQ6lsJulFe z2KipS+1E6!(-c)Cx6Kz;r%y-#>E8ZPa+a^d>&}{-gF1`C8 zrOp{BToRTx*Dm&0n))Iw>G9G{n==Os6yWdMDz4caW{@j)uP2yM-=1VR$zro2U%3GK zT%|h zqu`?e_JrB|tG_Xzd-49+vH)y~9b;X*p^>JNquMxf41SWbaMGFLn3*msEq#%hz5j0F zEg?o5@g!%2teh)Hl^#I^I&%pe8_jL7NB#~EzUO{w;>&wh>kk3c=S#j=PpcGtyK#w} zyzW6Ns)G!-O7#7)mi=kp4fe`c_Cm~fJ|&~P`l3}1lwiJk_1->D7>9#gOK52n#|hbO z*%PRs5mGCZ)Q4Yp>@wH$IOPVfGG6v@Q_Lty&)M+!fRjoRQ~3RNBTk+IL;0!byq6wJ zIK$;7D|Wa*0w~u7>wd={uHrMUoiY*=1mi8oh|ku3W#T61z+&!v=N@=VR*jw&fiS`H z@XFIqCGd34zS2x5J8(*TG9wi5nm4Qh>A&B}PqAt4PX{`fM9%AzHQ%0ZM_%N9R6t?= z%D+*ntfbt#r4a#yXx_Td;49E2ip6ZZp1@eX!s}_4mJ_sfJTw~L@Ql02F1K`Cr5f{x zi;-ewq2I@ces!(%rM|)ix|95XD+gj>9RAifwjd7r*aR7|rviwfT>f${SvIwv;PJif zXvC5{{ld0d`>m{_!apE-mf_nTX8^#KMEHrIY_RaN#^}t zo2E3_p{B$V$qC%XE>9P?Qe8h#_S#MwzuDJLu{<=%GaYC;6J|fqBWu3p<ikmC9V}BPWoPmz@E7jR{<3Y9wkW(M5-h$*T;E_5^bp8~-1#H!k`^C{OKM zmDcWTirQRY5#Q%+D;2_?BJ+##kl%1C+<~tyil5YdkL22#RBVFoBhx1jdD9l3rFv%# zHAH9HG@2YNdIflP8IY?qM`x=CyFSi-om-8Kr(45p92$e=oZ5h7>XY>%8T-rUX-~Ft z!qOIOBch~J;VY!I)BRuETfHLAkT(5XSW;uk1}tTE0}NNR+<*4=iv91Rp{bg0QRW-< z%Ttmy@e2=2cX^AA9Dr4OTomdqO2*OSXAX-k;mq(%G@L}1D9amk$`?M-(|lDP^KqeH z9m+@0x5vRDr;N9te~rBkUYxKP2m9m1hZ~na8R;Vxeph7gE;Y`|WaGcI#FC4+hE|>9@Z#u!ene z+w7Q6SdlS7h&gz8Ffg1!l;Une0GR#+JF)eb9=UClo$EaX<6@w3cq(*Lylx;Ud69Rr z2B`j-$L4mI`t4AtOK(k~(F+U>@4ztXr)q@Pp30G=K?H`6MeVeA~n1+q7QbPFu%yV3Z5fOQu|gphW5(o zgtKl;ifLCO_>KIpTyckUFm276;P2hT8aAHgjixtGg|@%r(-{O;Gd7{OI!;`ol1QV; z9BUVc-5tCHo;sV=(ABmUiss`r@G}Jrc3SC+1oZl@d*fLy1PfnxdLM25{&x7UHV>Ti zOzzUf;6V|&8Rl;GGSgFChPsDGLe7-PjhwsFcS}}Wq-u*&=?P62Fj=|US$~Ay0Npvq2J*reN2p@U$LUDt-T!C)qM90l>YxmKwHhlY}^}O(84X?u{>4io5?+}M&6artE}h9as~Q4 zaY`J1_vSY()HB_6(W|X!J(27p%mTIun+TFSY$Kg_{FM`=Hg;domiXD*cga)UO55AEvnfh3VW zXxZfPx(@DyD|hsoy=>gjo1;Qu^@)#^ULwx|Y{`D!Ilt{BN^>uyR2tg>QgDqXI*3mG zlLWeSnl1ksW&v6B+_(WYnaQu;PVp9HmLHu?ILWlc;W1UJ=jWR&iXeAb%LYcJyNP^z z{o*s-#uPr}US2i@{R7-{%2+ywZ?;>{PHwPuD;x;1*tNgy8MNq6}i^i0o@Vm+G5?Lc}5 z_^NPQji&|w?_CKb3iJ zVo6rhV;FH*i79)`5MKJl3O+6I9{Ne50~+b&-xyoN%w_Lu`^z2``CM);1qK^l^BU5p zjpxV)E^En;y#~JbZHoh}gC5gZ8&gDFP^qdDa=upeNXaq=3;d{%DS>6Jsx_C7t;sEA z(|+lB+O(ylO5zzBfo}2y8^=QW?4Jl@ps+=^cXVFAHC~{+DBNaqFA_yJg)UNOTm|>; zs@f#_9-Pctnt<7f7MX+f5*sni&CMNmM`h*Y5>kL}M@dCRg)Ykb;jC|WBn3$yG8oUf z;xq;L-Pz5e#gOwqoOU@}0{v3HY>Lb3ML!I!{N2BzWY4R`K`=w>$Ryhv^doB>mU8Se z$Mvadf&CzMvU&wI0@R8fT0ypC-&3uD-B*x%;XW)*Ga(iIGV^sWC+9n>(sIQ0?s5Fh zZ<-gUdi4EUYCcqW^6!ERmY0(Za+2EN31SSMS`j3Z)1u=o*x-KaY&_X{{Lp5MbgrRQ z|C+{M#mQ%g!E<|Le!(3Ne)c#jr<8754!_9Y0kXNAl(+!?+R8W=H+#+ZUAP;XcrC1N zp0yO;ed&NwS2$J)LK}drS&;WVLhy;T9O8V1+;mcZoKfw>E4M~6Dvg1VGvTIMFk?|x zUM?pmw_0h?mCSB=v-6WS014e^KQB?!_Z+|!nRJ?+V8<&UBEW{BG5&7UJ{mKVicQh4i z3^H3U_+8lEEIl2WP)v6laX8wqR-jZx*2e;G3%Atn>mV4dRhd_x9&`HHVEn<$Q;zKYxv5oP{6)?iE zU96QXQmKF1W|Mus*@^b#c6-U*T+q}>9gpW%KuV$_SC#vS8|uD*TVbMoOWbC%+C7sfEN;% zXs0o?%&dL%03Y)9PUhm;s^B$p3>y>KQmPO*4QC(}87i3< zMv!N_{k+IXAOKRdIDRo@3gWfr!G=0dW%W#+4~|I>y~Dh6@aWz{xyOW;T%zWf-!1%m zHL*rbOG9a#Int=9_B5el?DTuh$#Ii5pm?;mxXz!cqXbzS(RYN*te z>L3K#1*AsTD3j7?U+nc&Q<*wKX$Ydm$LNH_3-Dj=c8`K-+x;+@}^5uowe+Ky> zqZ39n&l?@kC0Sjh+8W?d37wx8U?lfI@@oi_M%zyT-IT-u6^vy;iNxPAq%)0r9L|6Q zHmKp%ZyU~Gi4kmaC<_9$R4IG&@D_3G9lc#KX8zm77yc-x#boB-!(m%j|;}d z7HrKoC}(@lERnegEp)$!E)i9|N_(T~eSo33>1xXO#A{jg;Fp~BE`Ut0nf*?XZDwbF zpOjo*(cmn*GuFY;Ke2DDN-^0*T|}YFzAILVRn`QggFR{W7=XI71)^4f?<685d?pfZ z*yygO1eR@)fFwnPRDLo}7yyEzhldA4LqkfrR4#)~1WwL|A%XaUg53)6lLt`v01@_h zyPE;Lg{A^rj2=id?Vl%8|r!CagI064zj~-iw3q4aS;ZhjiMvGhd!sNQ_&4{FBIc zT0OAl>aJBXQ=hM(Y%2Nb{XL;{^-oMhE6H%e!wJSUN@O=`-iphR%P(S$1RBlaLc9wc z%-luYz_z>IE^o&#Z#-9P9VxNEC$EQ>&cQD+-S^RP9=QXcj)?jZi^e|bexyv*M!AC~a>n%syrEZ{ z$zuO-5U1LQ13@*yWKFVhODE!iiF+fav1b?SzP-l}hFE#GN!$+Hz~yMERlY=9zisUd z?Q;7#Mbzfm+vQr#%*Cw}x%#b64nVTfsE%qEemp*(wmg4!EHoFNI@&uM{O&i*e#JUjQ$IU9G_o52zlH`qn3wJc$}Hf8%c7t9KopY$1Hsx^@5@|VEh;qd5hj`> zK=Ob4284;MNL;2hw+DfeA9c-RSGDMVBBs#6->;gP~Geu7KhV>J+br z5_*mvI%XU=aMG+s`XygNd9o(V}XBM?3 zx?T_+oPM8ic!1LEBVEdZ-iO|il3w~eGopb}Kqb_2l0)-Tg-Dq{oP(Z<7{72NamX*f z`rk*gzcvD2h%bg==C0K-C48y^@x42`Yc#W7s^Qd0L_0`X<<~&*d)Xd^Hdi;cbgn3= zF(Ej~+H}2aBGC4h=WWyuj#YUXd}h`@>e+-Txil`qMz^BDE=N)M^>WQm0i9{rReASX zwd6KO{`AqWHQFL=pxPy&2JgyzxRBi zyK$>SInB$nL~7(AB}o6k zBOZV1vlMwguiR675R!_c9JMWcW@cfX{e;1XtGvkekG~P@4NM|a`Hz2+Jb$z)huX&j z2|ns%lV}t*I;Guv0_x(Wt$FQk4&ZY)EF9I~u+jDg@}D$RH&C!7`wW9==Cs9tVRS>& zZ?~s<$z-(fRY7izUg+0$1q>%mV${!DfgwqDJkakA@pI4V=cNzP@W2&`Jb7}5Wi~-s zipgYy&S>@>@LbRlTUZ2kOy*o9`>54WZ_4V?K=3xnXYu6^XP;p{tapzx`6F1IFa8zk zwY;%qE+ZQn?q7M~wrTF3A(wv3&*ma~^Xs><4*l7IzuyJ?lb26V5@wEqIIHgSV;@wwSvEt!%`Niu%k6D=RJs8-Mh zW|)k`zY0%@K~~~TO?$6ou!X56hs|00!Va%1ct2IF{$}D7ZVQ%&whfD7g}79fv>N~* zdO9xXN8#5c%&qLSMGDbuZFYTUKy#0>NxpUXcKHv`&qqZ1W@J?~@FgPH>;9`9&BU|2 zi5YJ!)Ot%yvgQToTrNz2N1m|LsXo12fT$OT5fc*767atg0(~~G zJ38XsKb4qHH&ycH9Vo29e(ne_6wIMakkEn`xBJtOT1?&=gyOMH|PW}^6%Jb9T z)uoW7=M}m%O`HlFU+E-qr;@{k%<))Dhrd>-8^Ux#c4Ou>H3xP&OJPzaukJ;}6~X(4 z9epb2XB5X!qx#=Bm$*C#T~bOfwvb9p!91*4v2>4(e`yz1G8AlJ)LW4zgn?tS69V$X z4S>II;%cvi^d2+^;9IkXK}A;{ZG=v#<20jszcx7 z8qitY8dbEZA6mv%w}=aW`=UdRZ;ZEb6*U-)yo22WjxXhMD0v+y-(llSOe*KeYq=WP zxNjjh?H|T4myHbqqr)Y0m5jJJ{&+2t=gpwzrl$|YjxIZbeeR@mkV6M~PHgjRbJFIGyC`t%>|L z&Ne_x_29D9+yCG+@VImk)f@zWXgwu$3O=dEg#IL`IFR+LFY6b;_twxv!`Qj^drHQkn?zEa0yU*M)T zs$PyGAsoJU5aGZtGhP8 zB^%KbAi)0e_p1G`C+3O?w7j7LkisV7A$x2P({3RPGO?F+$cl#2%Z?-i4vKCMI*B8L zhMe+^mUAf(ZL%&A;l}Cxhx>yoBvr@Q!Di4eYJ|uH|Cfr{KNj#bf>YjrTGg-T&bj1_Kl(Tp$NQ$xR^?GBeK1| ze)B64k}jrv_IGMOeUy-5Bd1evt^0P9y)iAw2rCaUX+cnJrhlaG#iIbqYwLo0#q4fD z2P=r0Y_x+TTf=#c?gg1wU+qxOtIcBZ|JH`D`hJnK>~Euk3j~19a)AFs;5|e1*c$fJ z_8g>+IDQ*G^LsqYTcA0TBi#R*`+fIhbTFFO9gKq+w^!-SVg-k2tXHWx95l z&>1k=SOiX8d z@qgoUJ3pWzX~^T#nD|Z4X&wrlxhj8K6;?-k(hw@8OH(P|;Zvq{N?s93$L(_E$;?~v zx5(-cg<1Uym}8~l`~Z9GK&`k0tYuy$lf1mjg7ebSy_J;214+fSOYuzWMXtt6?d1PC zDkICZe=&Au>5Caj5H}`_h(NQmvhpWvmEx_amZJTu0>OF4Gxa2#%ghGx?l^%V8U>tk zp!*Y#k$a+kRw+48AKyAue;$Bx7CWR^YdhQ_2fPJIE9!{{tw45{w;3#_L&M2%B}a2 zFYs76Hpui6-H_dA8`g7TJ~cfv3a(wNuX{rm6_n}ZyIc(SAQNxjK>8);7i4$9st%lA zJ%ETF@b!N`9Sm35R(zLLs_mX3%1u)<7}miolkqg%Zyz^`=r=vz0Zh!}=gGM9)%08j z>79;ZkS2ms>k7yCX1Z9s#MT3-_!GHGymsF#=Ni=l57`{CRw3t-S{C4C0L;W&T)cVG z3_eB4$^lefI4;)Vv`GAb8M)oi5YUf`txJD5WwQvdO^MHh6j>kr|G;K0c9?ksL`Zlu2t#!gI zB3lHPbPJ%+@m~_bs%T>~T2BwFv*2D-KM_fv*zRAtZ@9Du|G=|aV~$aShUsYB7zJbH zjs_yrKD)Ec`7rfEd~b9=vB9O)@1?Pld_$Ch6nN04rhE#p;joCo(`2bxvnZSN6kmMJ z5V#3Im`2ObFMsfhWf2PM1z*ZG6d0*E5`gsb45hzV*`{rUA%e`Ry1SXJMT9ULm`!kP(=SW!4`^p6W{+#nq=1MMChu8I?69lj~agUFsi;s4=aCmLW-S zSvD6hnWuMMo5an5q@R z^B?4|j*ttBVbDLB1RXcWdWG+f^`2M2##LgOp5P*HRS)illg$SJ;d3=INn{EZRkT-kGx(ap#)kd}! zh+v=z|7-7Oi&=M`qOT|ShgN`cEK2&Je~uz6uVAtlfJu1)38BK|^x$4Uo`7x|^K6NF z(ag1q&G*(vMfHYqi};*TZOirNyICBa0(gC6k*JSUEsss1bWB)63`g91l_^Ld`Q$~f zAz7jV{?7>?4w~Yniv*DwXiZv=@l;8B2D4)`t~>UMQ5Eq^+TmE{O!p9 zcgd51waFvyzVg>g3_~mYX=GyE?KDiTwu)v|k#cfF97%s+EpP2h>Zt4D9p{Kma&tK` z7ydE$#*wL&@7%+ODL-`9=9}5g;MCtw%zSeMTHWn=C}i&#zXbsV9AI;I<5Yof*e&-% z)X-7bszyQ@SH!++Y);U$N1&F1{i%v$qV34$d@9}%<=CPus8;IaycdgOmHN3>{Iqqc z#ka_4$r#z=wNT7oPGE8A7n{+O%^GrA?TvAffNKBb70ahI<4RQ%+8`?zpMjTDAkL-( zj-Ea<&9`kAIKNZKT)yEA&)|9vj}~U`zlbv1^Uu73FLPQyBngT9{4Wf`xLun7`348q zdEoaA`N~VYsK}{^{D}c`2Sqk?#CxqTN1t(ZsKRd!u0?GA0E@&yeAq_~iW`wUWx7nq zPeHG3oL=Y~xl?&)SQUB4-&D^N5j#h`_zWkVLu%t}nf{(hva=n0%YaW33IeWx%j$}g zT?p{;rDFUpPbQ3f`%%9qtcDJ*9O$tt#=p}(;{YWaM$}u}7HGzg_y|zlk4#&(5aL=%j_fEj-0X!=Sl*Zyd!|jzT+Ww51(Op;cO(Atj8YCoA z+;hNEfyS_Bkno`WyZelVnRgXsH1hTIt_9T1p5v)3XD1ExuC`|tt9Dva9;khAr^>Vq zu2ItCJkFPP6&`ExYCam8XnrpNF6s>p;RR?qH_^p+jh1Mq;yMh!9WkjJHYCTfe7lO@qcw_~?1tWKBQczRO3v!sVl z3%AdM4Wt=5w%4gY(_ne}Ky$5N@9_SPB`Chx<`97pTXAvDofQ1KDhwf4V4^m2+GV-<_^@|X>@k4*y4n8ZM_@S2NhZ=( zIp7ke#zCBe;wSV+IrJU;hZt&8LdT);qgD8P%De>;q7E723bp2!1Hlq?Gs~fQN}@^2 zN2Q`C#?P5~`2dqg zbZRJv%%olzGZ?r6g2c(Xro#*-o~3h)pT^UHstq6@C3^80Ll+ZIls1Mb1N^bS$M99~AtTBZ!HwpGQ&9ztS& z3E3WpsSOmp9(0SGbT@T{{f22V$>vxTpbIbWbo+5Eoo|X=tHdhDIH-Ov5&KG1!>hMH zeWPLy2$}|AMN)7A_5dk5Itk)Sjw@jRm%aEMa|!@uFGx-Sm;>Rb-?LcUxxVOK13Mgn zWGv26cgCPo{r#V)u<9??L!&}O@cCC7`&rKO4gp~j?8&_xOz`&K7Jvze@G?P0=(EV# zpez;9I>H6Gc)x`W{WbRM4&^_Ls0SaMyRWuwX;>FxhmSa6QmN9&gQz#5@haQ<->AEDw0)T$>K@RO-Y7l5gO1|sVK*K2_b|?k&2MwK zZ%O~t8AhD3Fj|QV_P5>PAsBqI5M%Fy+beT?;-Nhn9HYUD=p{r#r$Bdtu!Ah(Ickn~ zB^6hX#upSU>9e^uL@deyxra)QE|8tG%_U+^VT@0(5r=v4rsgWgll*`R`bEo@d_yC~ z;BjrbNY%}?w_l?)9YNI87D49Gu@oauWTAwZSLbCD&sjy0HwsW2v(&iciT>B1hq%GA zpH=*+b&+idOq#B_0Fj*#(N_vj&%0-~J56t4&&=fBg)IOT*R9@*Ioe zDtJ4;b=lkL!E?0ub-tuvTjwkQ(PezgnYN~PcP9Jg*HYsU3+PJ#lYrjYJRI=**q>{# z1_Rqgmb;G(CkUBJ#_WAZY1|&4Af=W~n{eJ(AYe|z@Nrfv%Wq_`>{d~R`(sAHF;4Gj zoAfG}?A`PCYW{-!5zEJD_M)AtQi3M#KX*S9?SX-55o*SSZ5>#vA`)-Dg1xS0s)hkz z(ez4Qc=FQ2o3p)pemJ=VXhDGEl=ET_yG+QkAi!ks-8r2+p_zCI!bZ)*J^281AemPI z`oi9n7O{Wu#<=ivf;`#yw$^dr#8=jSk=s8`AQt6Wg6P*ccLo%>QG$%BNy-`jn>jYc z=F9||SRWy|o5Z<0jm0UjaeHK9XM3nmmN5DH{<43R)KOR=uG5(Y=DX2);lQ%PzXME5 zKsr`v?jh_Y<9C39Ik#Zd`Q&@E;;T+y-Zvx9btVU*ot_Ok`}(>C-FD#+@{pYYP)C6% zu(oo_jTI{{+EJyCrX7M1@)%FF=!-47GJj=jpg}+rRWf{Bt|hqr<{IlP8*U!)&}9ae zWW9TuH<;Km&4b9Z$&=%)XD_8JgCmJ54T%Sarcs zQpAkSvKhcl+238?h1>na(7t2CbBvE)N^9z6ZCApEpR;qL=-~e#b59r# zkZE&r=KJ%zYweKntIfgx=9UorXat%fHwfO)3LZ2w#Pp?jd&j4PFak5oZgcabrGvj@ zgr%&HV~D)%z~Oux&`-@U_icRuIQKd}xZ2@%EHUKysp}2az&a_o--VfMGdWUFwlgLSZ;ftd<8)zDx zM2EjTtf~w0&k(f*pFhj7v`YygFq2$HqlK-yOL~y-+L|}<`?Uj%OqJ-S0^LMM!GQov>DH29Qw{Y!(w+`q~alj~&k7@!fp9 zqY*NVg@@DIe&;#YD{(w~&DmapB2Ow-*;m18qAsaI_x@y8|eu-K(e( zxByloFIgjgVz8XG-;1j;@Umlw+d&n~P8e&~KH0mH5aUxj00N{UOk`h9F2LO@CG|W? zHzT%^Q7EJhdi=XgSC5#Y@TZEjKGzXv%f%%Y=^PbjKkASH5gKKWMEOsgIRxoMJI-R^ z7%76``y*If0R);gQGpiel?Bfzg^?KX-=bt0gX>Q%)%{8v_lbkQ#yPxY@_@U?ZNlmYfJv0>BR*$YM&`Pg0>+e6 zEg1p28i%?sf>WIftw%d#Ekwn=3Q_12CM5UImmuBaCEs#- zJw3QiAAnW08#iq<6oM(#a}lG@L&}$l_ed>G^c&v}e2ruYKniTsFL!qQVLb5Yu-3NhwH;6(Hb1&;+l*LH=H+j(BC6_SIJM@wF&Yw`Bht)bXd4{Rv zm^(RWCe6I;P%D~Gct1BaaaC18l@XudtMeZ*4}j*7u_db#QK!*wx?1D1DrtF8yP})y z6;d{Q*C_dnjO|Cx`3NQ}X_tLv+q6##=V}V+hrI?=Yyo)_-d(+N+Lt!eLOW8Y`8$an zBvzQM9-xkd#k-SVSEDJrtZDYYa-jJI`>$XVv-ZzK$4*v+MLZ!xA-YnryQVYQRa_>n7Q z^1b`Otgz}QvGaT$@@Dmar{5um8j_FT|0D|23MJ9+2Sj`g>_aPB4^x>Lzmivh;-|Uz zD=+32X__W}^s3)A+d&54s@t%J{u*z0e>FKLcM!#AmxBfJgTM_wQ+wt2#<$W{7P{Mr87(X;Lmy#S5KDx>Vi&Z+FplK1S}9OxqcE!s6Kf1A@CYj3mjXt{6L9d$8f(n#49a7#L0_f; zO_%)y+9Pv8;^W<66)%JK7Vy777pV}bL5-EeC>49Z1eXtr<(BH)jlWyI_ZJsFL;{Iz zahqCk;z96d3EG7LwiUpImOZ$&wlvwq5Gf%0Zvvew0G?Q+W*Bkejr}iie5sH}RV_|3 zh9Q8FVOS@(gthgeA~*c@s(k!^6?@AK-`hRk0pZ*`o{b8^&W!*J=tsi5nNI=1teog@ zC55s=qfFO(kC~>AqaWXa$;HyrDZQP)wsDN5{^J73N+&g=hgApV6C!~^4TIj8ibn+t z4`t~Pn2O9wy_ZT^!sf%m5I{VSxxSjIW1V7kNB(<2uD^8y&EP(NPafYYx$)a4WbTZQ z|LSVG;}C;DqI+07l0|F+@E7vI)l~O{_<0N2-VCzlVB)u1xf+3PhZcEBg7+9Y%>H7X z6y1u#W&y3mg0m02(s6E}swZVi*j;2c&vDKd3^o7%rVnjfu0Kx9Cp9Y?Vb-le$MzEl zk>TDo@qa@`LBm_kB$D9ta)#ShHvCG7deOLh4l#g4MnbY;g9`+&;{>=;=y>@KjFTVT zO3%08dpTMaC;`+SgWyPiP1H@iTO1at-sFN|cfRkarOvQ2z*m2GCOLOFifsgfDis6BNIhN$Vtd_&g?60`)ch($dzQ-77M{s=$o^etp;}|aec4n#D zk;P>FYepGi?Q< z9I9l22it0hhFkH?Li0f~@8l=9aUg^O&?Tg=I6PloXH7h}ac?GlDzUcIX?xwp#TuTF zm4??FVGKbv75CaEUkCKmF!{yZmoit^4<9L&pp8w)i0mzM1nph=Mg2<4)spws@eVHm zxx<)tr>8Bfd@iG^rWfhE@CIJ+XmYu(lCN3MQx(UbS0vM(H>pqf>Y6j$!XHD1HrGK< zfw;P$(_z-JS^+=3daH$Y@B0_<@RI+}S?G?ZE)#5Jzx}z{{OAz-;vFutwamkPxt#T= z!L^+I!0TJUEhx5)PpwBxm!5#a?-?7%y0{1)z}uos;V_I1tJHEuHb|w(yplD0p0$ondG4b1n1c`|E&>sI@ zb9kKz|GPx7b~%2E6FuDDRUTONAx+VkK_|6qvh#Xm;(n@lVmv%Ke_3NT&6r)r(f2|?KnhV>QB_g< zchZI9*9for{|CbI2(kI3e_fk^TUZ~BbvtcF0`6xVx1UJjEo7Bn)JYp-$wNyWggY?Y zU|*<4zgC#ZXjb{A#@oKY*k-XC^+UC8s}NtV1cbj;?iV|^7rQV(`sFC@P$z?1R9=33 z^zlD@5c{&p6zRXv#4zOev6sS!V4J0~tN@dIe?jX=mtj zs1!({!*ycA+ZlHlp9<&Q=@2-2+sK%0tbLpIm&E32IghUAMJ_PGSXnO7gW$M^x0-_ML`gbr5+exVsbvB zay|c8xNs|gv z*S>oHV$Emo7YYnlbjGct`)~d&086d&(?C^t|a{=io zDn=(HxY+nADo&K^v@p6ilDtYvN(x3Je37XX-9+~vK}T&;4uE7>WwSA{ddgmG4gQy> z)4!n`6^S2y!CC_`gXWcgcfE1bGm~e5Aiyr90KNU-ig4Asz~IRdy{oaOLTguh8%w5x zcT^16gZze8K9A^^pJ%nhbEz#t=GLuVbGq9yV=1q1um{Um3g$t0}x;ypU7oyRnX`aMEb z`c_1?KDI~z3EOF_P^GP2FBe0$n+NNf)qrjLCPhxVIw zr#opML`x3HFcACz5jDT(H6Y+UDyQ~atFxS2ZgL!h>b1B)7wasSoQgw2Lg?_2|08+e zOa_pWG4|gm5F*4aC&%uZ1`&Y@ea3=M35po``NlQ?uLh7y20MGw?oCQg+uFr**ceI$ z0Xp*VD?2@Ghd(nYovSMkw&2B~ntMd*V=q4kXMW3!sT`OdJgtu${cVeQr$)^gE-p?* zVd0AoiOKU^_@A_So2$XpYmr))t4^2;g5OzzSwJJKQcO-MO@Q^G>xf}2VSjs%Uz6`n zIBxAaHyGk6^KrGS_(8DkP$W6EL{D@o?2CUoDoX1%J$enbrpN?+$Q7U7*aeOvTbLog z>mtY4oTGoMj!8}4`-oI(oy}a_{9QzTMvpnawi1dMyBZo3-1{*BypE6pU9swdrzM|2 zTGTvATWGEC$h$W;h7~>9)mA6{l+t)0`P~r2fO=jU{-v!i-Oe=p{N9VT=9@_kT|5&r zp8}tv#fkR+-S`n8omR6$egaRL!-W(OqzCR#_1l;5ca#7}#T)CLk0~y3Fe;3vM{+X! zayV9%Zrj43N^#hIS0{`V?A})SOxz?Y-b=l+8t7=Em%bc0xpEC9Zb>Nr$?#Yp{w3rt zd}TH+u6i41%l=xyU@NQC&1(LfGgjdgW>#BL^Cp=6 zqr)W;RbHw5-qT^UhDkY*->7%D{3!85k{;;^4cL4ot*)%8IVc|h?MF9BZxM|E^l?l1 z)An9lm{JqPM@pF-78HL)?90~i{@3SNKKx^ch(bP{6}SleV?$AQSN@p|CuD5riEig7 zoi&cH;Z5RhN`5GFGGC%R^>hz^vx%sLvrfG^5t&M-pBj^7odm#uV;tumQ%zzX}Q0Dhb1 zBgcd#tDM-$?KcN3&+Q2riixBJGjdlZc2B)*Q315p%&I#W5ZTMHXbK! zxE_h55+@|0G@R5(l%J+q@@JI)Qz=KDZzWvVkeB_fjxH}i=v zFY|l#Mo{3bP0;tPH#p_PhAX)?2pA;M%ZJAt-7C%^Em{xIF!zAGr{JxwgIaD7uz`Vy z(5+iXF2?W`)Nr-col@CTS?-vU5c71aFN#>u$7|@7s3M5SeLMR32?i$A#Qpx61mhJ# zXPvsn*1kVeB*cdVJNo7N0X7@y*_vy@@v2DVA1+#knrWk#>x`IC3CZ_+J03$dufm4t zz$L|SB-w>mK(8Wat#Ywb7cu*8?HrN^=$D7Rb41B{wK-q)v?zKnJ{{cmPe!oB2RD;b z(Uj9r>e-z=+ysdQsH5o12w(NJd4$Haa6RPP{P=`*oAQUf&bbezwO%nq;(uzE@-Bp5c{C^PTT0ri}>~U`P?HroBA#SCAiKk5wl95g`J8 zIv&d^z?jfk*}#ptb*3+9pt^SSh@7b^U8H=Ye??zVz3`z-m49e!f@t?2YN6Ihdwr_KgT`gb-MwrL(YGVVBy7-+xuqkq6HDXwg zbYY63O6&e%*w+!QaJm8q`*mMf4%zXA9oXm1nu4j$6Y81*5{NX~t(TzLGHUi47q+!9 zRP=txSdro|hZdGker2W6m%bHu?;=~x;>>6RYQ}duM7qS)Q+q6rT`#3x2u@}lc^mzP zg>?hRdxSYp;F-7prwp5)u@IK!aCLpWrAh>@kW0}S`(f+oQxO`8A$INPtP%Sj|D&T9 ztU93$J=n9+RxZ-jUIgDg(llzP)s+p#PbY$8T!Bp1n#@7^t=oMTSeoLh@y`?{X$`g&cnpSyH#VfOZTdpn<&yV`=oF0Rl| zOG^!AijdzGUx17Z8-iaR0iL+6W%yJNBe&N}wkeT7AqY!+cX|ST7Vz_VyyJG!{Qsl% z)v|C-Y%prqD&}Ks#hzRdr+9AIQk~DS7|9Jk62pH@@`Z9~jlF2Z+UN^is7$_whT0GQ zN%yDrv6pqxT<)?hTus^!<6BN5DkUs@!JQ0+(ukn+&fN*orLGd!JaROP4Zrm(k1Zy; z{1zl556>5`^sSeWu3cT)q;ZhF5z9*hG-e3wk%f0 z9p|#ZsUNh8+J8~vwW*zjA}WDMLp@mOZ!!!%TC1V#fyz9H1-4J_y|ruS->OZd9CD;) zd{ywQj7BSEet59B_QMdy*IHX$!Qh6wWB_c`!&38ux#;pe+!e8n^_yZNBKp`PsMr=0 z4BKZ7R~9mt7cvo~%5g7LXB*F_Z(@ShKoakJQlEI?SF{BAnm>w>>FEt|PEY7~u8x%d zK={IIU+L$2F~Uj6`|k8T7(@ve`- zKKIs%@wfSk9}WWcA7V|`90FQSSYwk9){a+W~apNn|Zt) z_Dbl2M#5a-ZIDNMerQG6PCTlYFn@&-N*gA*VpZJhf&3=Nn?Z-AV{2EagOe8~>*;EX zOViq0!z?Nw9l!W~8vK7my;W3QUDGtWfdC0ku;A_%f;&NiyL*t}?ryguYWJ9NgO2?RrKU<-3}k_wrxLR)L6*tefVIJ5TW z$7kyzb)+#)j}B{S$tNYH+R;~VBKph9Xp`NbeB_cH>=jz$tX_^x78xRt5Yc#_-|ZYv znIVjmSo6lIgF5A(gDxK2{SN1P`XkKcxue<~R_jeqyoCVWlyI0%Ikot-g`0{Z=Td?P z-0VT?h~VwuWQYcHLY4FNNJB;q1rPny%}hVH%;TL_K5EyafTpJ-+J>grWic?JrqtEN zBOAk#(Dr=?Q~oR)HR)4h0V+sHURPL@XC;An6Ny9j`DAQ(yqWD*wv6xNfK0loK&vWdG+#^IGS~x##P$A8Bgu>{J^3O4Q*#* z<0Zp&vyz7tGadDDTHN~-n)V7z_EW^Z`Pq*UYp5JBkEqOCTb zdCFc+?Lxs1mX~hw7h^EwAb?UFhrZSX^KX4r%!2)u75G2^*pTbSjR zym*rs;@(%iv-dbg&^_CAy*)9EBv{@gyp*vBL3yI%vdd{OE?iM(PVv~b_L-f)vqcmg zkqWN#boj1!gF8ODx{zh9aCYbJ{v3neadpWoiIe7K|BwcY*!in~KMcX0xKZ)Tt)$fM zBmhSPj<(d&Z+L{$&&SL^=uiJnl~#)?}omXW@Uzo@^n{>O}rmO{^3uc-qQ7O7`A# zu!-b&_8~;v6D_c-)7kmRt@{FyDL+Fwiq6>W)dLe>A8~QFH>}F+%m;ohxO*nP0@cz{ zo6yB(H|WGz>Q?CQOi|oxUY94E+*#S);Xo7!!~MyjgcHM!3py$c#9MC)JME6ntI9HOoK?Y))$FVK)*%}cn_UQT;scJRjGq6O|U z3|c&P>5r^faPaLuB9CgJBm3OL3xavT=M1ErPz{I~W%Eg}w9_h~ewdfE z>|W)I3Gr#`;6hx<#dujsGR$#66Isa7Uidg{0e0OkUFf%ly(@58Q!X}A-0&@~I0Aw0 zPcB_G-#7T!1j_Q+^MiWD#U?&T>!>0%8;uLI2oHw_>e}Ojn1xx?6*Ps~hFwBAidpLd zmzGmy$+8wfv(tu$p%8Q@a4Vy}ad)w!^v{-eYegI8C9Xf9D$DlFfkZ%~Q~uH7JV;Ph z>wPQLCaRgVX4Kwn+iqDnSK{ub*8=#gD)CKRmT+1*S2{My8{S4Qsl9^X5ASlId!w_n z6UF9A^aM-Vb_2n;Mrk~{_0Z7JHJ7dMghOqzkH22oB8C2@WdWjPhWWylmI25h@>bHk zmbHY`Gm0cmE1BE)a8-CudIZE*S+cN zuaf#{MX`>`+B9$tKO5LYmq}20+v+R{1XOl*!}sKHEa9lpTSoBW*gYy`wc&1f?)-HB&M`|a zaCk7=KiyK9`Ih<$!B%`+BjYWX&sQ{+Ho<~ZS%N`7OrTVZTrwjd9-GwBKU!B=3V*SS z@|whG zb)|h(Q>&?T+%WTq`3=7ZYe$)J2Mg}7HnVg%BJSN;g!ZtJz~p3KbFBh4w?ObGY$pSo z*`cZs=j&*w@xWziFwYMbi3mar46KO~n9xCoBeYL}m)BfqaZXxJGVc*0y_^T)oGS>a zAl;fd?i_4&KH*qwHr9qW1LudSZr35Vo}LNWIeNdPao?2BJF(fspC1(o^SrpYxVtNe z(5n$xsqB}L`P=M4ZZHbPKTe%qCx#qFvWjdz_eUN*1_ZTQJ~;Q!Xp|XD)dD#JM8Lq*k)B;{~ zBZ(1(mY`{uSB!3ivbbr z3aXJQCpKZK?T?)7N0P8E15>j*1B;`Cx^8UGJ342!)bh`xZ4G;+?@bXhw{*0&@A6^m*>V!C>(8k8zcyyH_ z16AY=)Z1}ZTD}9Nyz0+vTNA+uK$(9ucxrS~ndZn4>Xlc*6B))CBDe@nftz$B-wVUs zVKgqpn8g>54+E1ol-`N2W|-kVMf&OM6|RQTKkz?H2E4Qv;7{(JyIJsbtV?uVmSW)T z!rs$|hBt4GK#qkhT@`V_loI&it#=aMnBUWsZ^nMSdT?oOp|2}D7?NiSS?d@ z&iJHBx5`aD2MtVRy?cCWG=cj*p7z@k{C%x6k@i+L{ia!gR_yRiL{#ebl~Qg&dP;G{ObfGhtzHsXh|;qIw? z2{2p$ZxEja>KcDEA>;{dmZaiFD7`iF-;{O7^297>h{vTScvJWm*?LSlL;XE3IPG0! zJv32y3>)KX z$w)GdUl3t1eDIdSd#()2%>0Y#=a%$-{C9cX5C6p&WS1l*Jblk&vdKM3FqaeWGnBS{ zR#oTiWlC{V6UfENK)(!i=kw5^7quG^?GXEt)tl(Xp@2pb}H*TbspO zI3UJCLe15dMnD{A*($eR%4EX~)aL3fN!@SrJ_o`fNMy3@`F4NVu#1GgZ(HCDpN61f zmT$zU$7HiC#?3MQt(OWbH)Z27dO!^$=~-g<%&naP;O-I|7?DT;CDG+2V_}*4fODDTf4hXM`-_50ME0<(?(}9-qamNx{73D z-p`E;neJ31+y@~+$|-}`iy8^gC(Cw{Z1AUK!*5plN@ z^r_&+jgdKF4*c@g-iE@50S>`MS=wFPkc6-dB?>ymouM>kLwFv2RoPP z?z2+{`Uq7hb#MVS%b5)SuA2}A)|-LQ^Lny$hK&3FxBx);`fKk2kaB5zJS>e!Py4T1 z$b|oyzhN@gp^@JbDXxxpy5baT6I7MouBVdFHmD+twYTyY#%r0rJ!FLJH&Ai1N>~LE zNl~n%;W4r>@0HS&^LzanibD4OIjCRoe4)TqqgQ{MT&|ef_nqVi{wtTN z{t>n$AqtCXAeKho0*s$ww5{lA;HJmvrX`|O~4yJNvkQZ$r69VhGZ{fq2*7c*ZfvPn>Pd79gHwB&6WGX&)Pzydl z2M0zLC^oP3^h|~*>n9@a6#+4qd;KVC^c^6wLHRVv;MC8((IyXOn+!?E_Plq=6V z2)euESDC2(g!5tkV<9Vp!j)sIYFAe3?KAk!$Icdm|B?&?-R{bjVJ|rhmb}|}lwO-A z5eZTCbC~6@8^g&*(C4uG?Ed@49?oRWL`OH!D^N1U2|GvU_I?6-E&xm{MUDmu97ZHz z+gKeT(Uo~^HE}K~YwD? zMYi$fV3k4K_OjjslKq=zU=5TBoms>u4Cux7%0jn%OB+{RX;{#CRY=FMEK*4v*z)RY zaQX*RN}h=IVF`<%TiZo!Y1E-VvDjQO2P?=8ieepFj=Otkx%6cO0(s+A>M!*n`!dIh z0z~h_a9BgE)h{lcdoRXI0nMSZ=>wHAH6}n%AC}PLyu4vGBr?+ZUip6qKN`T_<}%WW zi=0vE@ljr;)*IRJz$-6qd^GglCuWm%zg9EMx#tXz&IX54mSl%%0D|Ua<37U}9O$@7 zv3~TZ(-uV40lIjGj(egPUd4znc7fXIp9GCTm#(Jm?{$B!hiX}z?uYQn5mqG3+KSB> zrd`&le77z}!CnxB~hm?_ZRzFh4mP219gm zf-d1}%cq*wH9Cj4%NmCsf`@q(3Apcax&1-v7h&I13)k0>^>WwG&0;((!%sS`7Ykds*+5ZEY)ivh$l|u21 z1zV*~n;Rg9H8wUjIXUU;>w7KDpU>@d+_=^I50MeL-|DHfu^?g0=vwz0`No*h(`8Vd5zK9F9)kq3K+ z>wDaP;TS*VdAw|q_xK;)yet=XA(YG+D!F*&4XB`P)Y%*(rzPoUThN4L^Y27v=pl*p z&}*Np?;OP)j{Ttj2O6QY2(7HtlTkL-fkpJogdX%*3?Wt7;mIpZ!d7kLQuT})+b&fV z$hROScy7#Gd-7UAdY?#zW(-|cNeDOVHDVb=N)@a$qUpxJYD zoOcRibHgyneLxLX_OQpNdCgEjs!ij@I_Gviwb&C&mq|?d`?&Sbll+GxQf@Z1MqZiS zLPmvX8C~mu7Y|qZu7C;2o0=t~@r#E|r}1R8aLXElGUo8_5j^I8h@``<8x^(p7Hmg> ztXd^)$GFqAk^8T(UCV+}DoON`Y&3;)(4f!ET9xV~-o{Lc$wuJ%Nxtz3)RC-g_qdWb z+A44he+Zm+=RDZ=u6t3gnQ*o+)sgNU_*serw!u?EWhX&;Zx3$uSgN-yJ*F^Kc4u;W z)|H{rP4+P6_f9P1@isaZ4IbY(hrv6l4Jc!i>@vZ42>t=my%?usybL_Hk94EpHzv9;*JmZ)CsqL2dhw0D%r zzSzKNURs`l?)e{UAxFTC*{fpk3WmVpFzsI)2^B8?)tT@7NU2rRIn!S1ZFs7|?5ktd z>293N{k%zzKO_O0Gr0TDUo7gVNxrwj4j z`m=`e(by80`{tKNv*bXTOk3KLQEF6%r`Gg)ppwh4mXCz}UHXe9o1Ev|#OihN8~)!u z6F{)Fa_gVZ5p`9eKrHkrUw$6gA0Zmojoz*&w3lW_PIb9|n`&v(ggE)svWOnnKfGE-?zw;~hQ~AMHE3GtF1^g@ zxtkBPb*o)O1Q8S;GS?&$AhQId4__@6)?bjcs(gSCnig#@Ro->N6I6pO?+K?&*_CpF z8saPK{BEsZx9CBC?LoB+&w1vcSg}T(hbpj8hYCJ3gOIB6qp+Q@Y=C>()@hf%k?gAx zw;iaU)N}n);K6JnHdBIK(-oJuoBc@$8mV$13CK!@I1+(podn)yz^yWMD~83IqG}ok#zWbQ9{od-=lwRyzjYj5NyXzw?|#}C!b97q5W-Ht{Xc5 zc}n_Srj$C?ijwH9-J7=k z(2$ll*%u)_>bC9R-=d7*^I@|&9Q6XxagH#t%K}CqNF>;J{7F}2w!8ad!X5+}?KW=A zW)BjLa_4^l$^5$?tH6+;7ZE*kvgC1R9ca3p^74S(QC zEjUc(K{vAM0ZH9bvV<<7TJm|G-A2jnptGj1Q#eN?%$`xBMD18L-<Kl0q>tabP$V6jx` zrM5_kL+2wJXHibiF~6kn0i%SdJ88ssslBl&)ko_VU+d;x>P2-a(Wk(MLqe; zhdwCGNn}`VhBA7C(f?fr_oYRj(NOe?WqFuBfh)IdAgySh3Pc{xDJiUsGz(&0!_$Sa=ky9^QX)eXls4(19 zY>Z-eLhdQ~j3Sd4;yLnL#Xg-#W0v)-6&y@C5}qIa&b0@!{;ZB6F(aJQkSE3t{`g@N z;5z#2Q8l~OW8a@_X)QV#|D9hh5oE@{65kK1NG^RX^C88CC;Mogk0E_Qm`&08Q+xt7 znT30ZNQ=Tpe4Wl`Yr%-FdjXY-D#BObUdj#NoJ-gAchXf7$hwb)jsuqyhN^LRX&6P2 ziGIoNCIp#~NfnZP%>A**-YW3{V1+7-yX(8@Ojeq;bbFCZc#BKr3Ei%`B4LQi+m)b0v^pWwQ@Y+Uq`a%X=FT!vpO>DK#;yPPwH+0UOxN_Mj}(YwD1og#yZ^JyCj8LDdfYNrl@ z(lYd@QU55)CI<4Vp$M}s?w$p;2$d+D^CV`Nfm>p&i_AkNnQU{I(2BF7B4n+%!b)Y= z7_YBlf2|PURP{r!zPV;p(izu&0luK^HF)JqZqqCnD8iIv%)bVanxG-GWB)Izf}%|7 ztVd&`hMe#|8G4aU@abUJd9LXq{KSme?{yIGW5t28BqTOgXTsTU$S5@_qrAEr1TY4k zs2Kk^U1yzR;-fKUFn91m|0(C;=cT1=n0fY$@N{Nzc(*KAKDV=W8IJ*?3b5ZTdr-84 zmy|LBCex3)N0# zExWS0F>C2mSl+2@+|dHr>T_=YbTkuE68?A2;juDT@)BK${~L6>uRb_PQ#_O*=ztd< zwSW0Xga8-EL0%j;L#-&$@?Yeim&b}R`5W2C!5uqF%0j@RuCcKZs9ION-(DKHKm3P8 zttH|Y%NAb;fIPHg`y5|#t{8roeq|-4?eDY$ecYCLYNiMf%TIT1>iA4IK0ek=vQ6YK zNlshKD4#g?!J4V<=~ux>>yH)=y_lfdD31Y-wBp#CAacz-;uKL2dNsLL2@nS62n zylJhC(giI2I_adjha zs<*fS>uye2=3k_&Twu?#ihlZwMlN!)f<&ROU;W=82S)W>-#El?>PkaIdR#qOf&!V{FAuqOqRo z13^BV54^PXVEcY@>IW@LEOvbZa%HEcLKY=_KRCBhcy_szJPSd z9xbMRS}V=NKXQl=uO-Bw*osS{u1Z)Fk8YAd!oM9<*62}J z?^efXINM9Qtzs&v%wHI!r?WSJ-tXD!c!CJ!b%Eo4jnvxO8pM`*5)t3ptFPYba`9KB z5fI|V!rC+-{x>o}mX7bFXe*Xy{#Bmf(O`s%VIv@{ErJ zp_=WK@B(NWI7w~^13NYBpSbm8-fn_}JouM}*2~ctyA79`hIz(c z)iqAEu!6K>*ivt*>ZEv#G-LRbMb4B>0IIV;u83YW_#=K0ClNY8PmoNX#4w;^ z$%_{uYgwGnbKhT51rv}^z`=Pw3;x`^Md9$5kW+(Pj-KhvE-VA`gaY&Yg#=2b(O3c% z&~{o?t3M0zpwk~F@}lm)Nn4;pn}q$Kl?j_jHV54|74WcpZxEj8>vMrsSCGH4E#`Ii zuyxpW$TY_($2OPudWV>7qLJN$*mb8vx&rZu?gn>kbgXh^P3+0a&b7l&{N3lG)hpe_ z>YCE}hfd%3*j}UR4e*r;HKMn*don+3Ro~~KkBzMBjdT*D)LDAzafbG((TF+JWed~4 zcNF?Hr?glgXN~q@>kE&QEs!EL=_&`wyvcDbjs|~;XPm1BY-(bBKmH7lNvBqCf$c-U z>qe*33LwK>mPp*Lm)nwzZ4Q8g9dJni(!&%KOYo8ed>$^{{vTj|LUi_qVzoFst9?Vv zPM?_v!{-ecela%gf9tqm7cN%;Td;Ly3hon8#EKWzI*-}f+oPe~Sp=c-C~jY!Qu&W_ zg97zlk;t{#GBVwpEHD7Av!uenjKmN;d7>i?2e+5u0P%`+YY1JM)a|{5w;o?*8t(f&yP!R`B>k7?R@b~P}v_g`@>aLEafhA?r%Is|4f&(Wn zV8$@R8|Nt^_b0SlXbs7_!pTY{ck|OB16$%W)*vbe%InKl-IgttY_5*mW0tyXGTmiw zfN1n>D1M{35blpr;=AlYHh#p@6HlCJ7@+4QSe;jB7Gf}lK|n<$fGI`?4XfjX?}Qgf zlow0nGb$azD+dbZx62t&nRdt-oBS$OtO}*;RL0!T4!%|r=9=`CaR9o)q=HY3jEskm zvRwVP`Mp|BFo}uo%&{H{5>Ia#AN={TkXC*9y`CGhR!K=o0WImHE&D&-m9Pk(ssR52 zV4DXM9bGDoh$y!6o`m>dr+9kpjHLyY<4^f_W8%<+K3zs*gS*2VbC{ZcCS1_ zxUt%}cZKdvjk|4a4an|#`-NbCul&mQiSsmj3hry0v$>L|_W?`qm6BMJ%PQJQWyg!F z>kjbJ5Md+_$%^{{dJd8)IWdIoK@)7*4Fmt%i(H+e&ChRX*XZr%*{&~msvlbFwmvOegpEh)P8vq1I{7#tXb(J$S35CaN_%TlWD{uEygd&gr7`v}l737ho%_Eum*2 zbO6^p`UQ$o91!8)|;R+o3zQgD|b=D{wy_6hA+ zOlGj1Ov8-VYEBmCqbYbjR5| zg{7*itE=La&J_6HkmoEsV78K*`_B*#hzwTx48OW_BT;VAVr#lq#_Ttsi>rZy@#Z^+hiPU@*HDvjubOEelizhz-9&$rA{3kSECP5BzcD{3> zfCQ>%fQ2wSKaYihQ5O~z6qLzfo0FZr@s09-)_%{%+$6sq&qnIqc3MPkS66fmwLcYA?498g<1lBxFk4iZCuPQtLv(#x zd|I^iGeJ1DR=|7YNspE~;;mAv0CmdEz@lcu3;pD7-)&YxKLHsxQ7jOETNQMx4rlJ+ zv=6@amST~k1!UC*Pc9y7HZnrPdg0(h_-rjoW9{zF9zzfrr5W9=VQx>Zl02UjE?Z#7 zX5{}~0$tnLt|r6~<(q;^w6@EkjG;l4x;^8**D$)7wKNSDP4~frB~4Vxjj|UX;j25u zfq&rMAG7`;=>VmnY81>-JEu0OQFH`98>rt-J@~2;Y*HMm7?m}yZ3s~z;nNZ)9ZEbB`T<+=n0RvZf@@Wm_9ED;f5F{jCrl;_~QY@P^FR`*ssTmR^6k2$rL5|kK z>GUd?Yig)raF@jiJn;jeu%7;R9SH`L>1tc0l4MfCTyiPkCKy-u|RW13=a%|Q1DlL50n3g z=1Ko#um^T*#N zxC2^N)qVLYo?*KyWFaT^WIv5u$`bpfW)u(hySRK#r38$?=1@>d`%};C%gF)*o(M#+ zQ;emoxKxz$Z-2GFOT${{7 zhj}I?JNK5qeZGCch9AfBhV_ADtp?X{yj|dHJ=}a!vr_oxR1fSI%h7O7urA7yzyJ_w zZ_9C@*SuKIDCD$C?ZY>N-sW0niFnF*hXI&9nl69$Kgyd;PNNVVI!2c`F~shFQBzg-7HnDWT2;qj*6LTUVi^S zXayeET*KKZaIpXyWskpIcg8*<{Vhp@nVMA7zyQL3IPa;2qL+j7;Kr?AXU94qe6KK_ zH_>_v~dJ^$o5+SCQ`o^;S$&WtBoDql2GWv}kLcLfWQ9eQ?*o8g})hMvG;8*Um(KFsG6H%}pXE zQ%yqgfpqfWX~=uNvk=Si+XTdgqNvZ4p1A;g67=@Y>YcI3j&;#}UDIJZZX)W4RouD6 z>hv&+O%W>_1iDBQYpG2&B*DdbFsv2bZn*}FVHPnIK(WfTN=gzSdKL%HPbScD0$!T6 zH8mqfR}0k!nI4yefTaZkU72HlVogmAxnu%RO3fI4fe;fDa{(M^AhvgQ%C(v<0l%Ji zL?3?vmZ`4)S5$T5*K)t~(n!;Q*bAcow^=zGL*`q2#G&Nmrf(5YQAJT_XEEqxCngZ~ z-B%s>{N0lvEsOf{cxb*z-ty|DC2zM98GZ(O$^IHp!9{!QG!*oYlTBwU4HBW3_$zW%pkD{s9kuKALk?Q23xH+}`J!|#<&{`qnCKJiDVYVG1z zU9kyD`Hk+2#qLVvA1{g=1ku-L5R;5fhC7zsP?0;kXUZji>4*_=Jyv6I8A2B_GikMv z7e_yXFV?B~+B`gsdSU+c^-OAqsT3QXc#dv|c@}Iw?nkYwLm>(aJs_8%gtND=I-MP4 zBmtQ`i`oRI*}*o>aQ3SHE!+XFRNXrt&yEs%;?WmX=r`c5Qb^)5J526BapmK3-L|yQ z1I(M%54CNqWIe4ENh{l9`3iQ>%!WC|?$&_&>lHRY(4Rxl=465Xd#=98@rd9~tJAQoU2JUw->=2lv?NJUq>rt>Ul<)NSAIa~#{XWs zIAg~8(8>+BafRfgm*g~O|56(zU#+*Yhz&B4xZYnk$j&%1W1p5$0c>c-2OBPUeE2HH zS`=eidv1AQ+H|a0a0d5Y>Ngs9+@1If&OriK&jo=YgRuomR1)R&w3GpY8`}=dE$+>$ zpIKPjy3C+#Do0*oW5rc4K<7FbiXZLF^1gr+fWi>#CHPI6y&vrR1uX!af|d=vWSTmk zQlgU9?w#K>&UwJ%0|}hEgx+shsZx~~3GWRwO74b#l(K8Phz%g05#BrlfU~pB1>h3G zBHi%V+7YLFt?o(=XhpG+^-5pdZmMrvo5>s_mt}q~Gc%Un=3=i9A`@y{dA? zl5Ff7Yb@*%&(nOP)|$!JtXVn33iw{_ zdcjwn820ekkAI(>K#k)3km;=FlbDF*$SsR$MYgLsMYgLgXuWX&U~p9&F0cdwi458i z_}pv;ePLx~bRfE6qkm65CkGRg?R0_k#l=PWrv2{71CU$s+u8o3{5bmn<<-g5R`*44 zo;SBjo41b6gMwG|`49KTpr?dw7vtSI`rHrffAsn4ZC9otoLcTX=$i-c#z7)obE_wJ z9=WD7J5oT`sYum6ATd)4>ZF;M6{oU_8Unc}&h%A?3oUai^+vJg8dkOusY{~&)n8Xt*eRdBz&Z9BE1Mbifwe754dL?ORdcjdM{rLzUQ3sm4wBYV0?C605| z+~Z#8h$m;QQm=y-il|q0(x6r61nDij6yM`Q?`6b;8R(nkE=EcUy6n^Hgl8;6 zH+8v|m}l0nz1+0IWQY-LLItl`u&S@3oGSb)%d7DhM)M0d4!u|+^ z6!@VbCpWSC32;3!&T!qWo7agQPBph0GOU@*6$QL$JYSz5(yKrJ7x#wHaAu&NnKqmS z1z+IW%Z?03q$K|%B{!SdW$f(LlJI@=z*=eb7Qg={-Bp4yof}IJ(8bwC8Sz*j>y4l+;d*PvLmdV199<4Gz06JG>eCgHjEv7Ss^Se+{12tpT1waF#d`{gy|Lp%x#hU)%Nj`swcP;I`RU%RF|#_;oIK%^w*Xx%me*!FRUeGlPbH~jQX~$BK z?0qYIKYPuDY7)JW!gK(eSN4~KuXhzgx;@<#7pa3yK`)08QU>(=E8N1X(YIbaC9=7O zYs#!5i+5t!)FhN$rTEHW$lLU;)oSVF1T?J((O){qC|0+2AFV<~1uOmEd3q?fshTQy z-&+<9mcXFwaC^wSrIR!Z$r7fRm}al(RJH;&g%}KKh1D#{6Xho}kPl{;X-^Z>QZkKD zv`s})G_Wab_5FJIsaB^$?zs&+1b@tWJ2>cf&8Xxu3NsW#_K5~^<$QGqfl(x(C7YI5 z-iXgvKhYK9hGiKw<{_l)T`7BILF7{flos`m`!qQ0zam1~UgILv_Q5|#-&=mb37t?w z5OO@S`vv)tz42QoYuHtAZZAVb8{fuw4`3f=Jf5Mgz49%6;PvI{?Rr|4iHXVCTX{bZ z|DJ*>z=CQwjv*p9#N~T`@&7rO4mzFUz{Nx1cqPy?K+ct(FkFYIny0{vy z3zZq04~dB3gyHzp(PtJaK+`WcJ(W8Ms1DQZ1d*3Y=NoeqsteuF>c?WtWWYuCifU)8izDo;+1r!BhU^x`8F2}o5Q(1D2k z2r{A8oY)B{OR4nlLNCh8GR=+Q$7GV>Psh_PZkMAES;=#e6@d-FN#hfX3~e_{y$cqd zQ3_rnZ9{|sSN}ZzrK?xBK&t;?x{#mQf^5g5A-;$PwwK$*KKJEJxSQR-3U^tnG)d1O ziSOmiXt6aRI86h+vsOTLu5YYWPuLGR-W1uK)u zw=z6TOG&wxsOv>dMaAKGI1@*$IF`xJ7(00Sx^$|43;$nX&5wa&u(%6<<#G-RB&Q3x z#@>xGb)<9mHX8H#2Ylh+U+CLp2^qa||H~kY57bEtPcYF$^2yRSlLN`;E?IGk(00|D<-iuRN2y;?V3*TC*(sF zJ8^UQG2WLOr&FDb0tk+-M^mX0zbqmU{p?d|_E$oYK=9eHTK#6v`}8K5zf6{8h!%2^ ze%y#Dheu$gN3f&qLMMa2um2NG^cAx|ArYk|4*{prA02cUSl4Tu*cy%z^Y1?y&Vm48 zfa?I$m`QhZMonT|#giv9nQcq(E+hK9|FOcm~=P&)ZRD2LX>uRb%6V3CrW-8T z`vvc67xjPJBnRs*;Ky3zPjrYN5|2Qn5YJKKX`1qS+XMAN+`7N(I*K00Q0-)YiVV(M zPu6vA*E1|%zY+?Qf2gk1&wXrO?JFqF_|acztUYrGY77;2Zy_6u;F^tt^pUXeBqi@3 z&s$ScpD;ds=C05jvoGQZ49P9`944U@mhm<2E;kla+?8(fsEMip?{4)rpYX!;b8teq zv=m*p#jwq^tZKCY#IW#ebO2g%TjhO9?}>QpRxzv(8y-^yTYw&$o6DrbSmWfHN{?B= zVN)^8lcd*EJRpGktM}pT8o@m*XWwpiQMs^>J!RG%y)s{-Pg4Cc-_Ho#I)gX~Tzs{3 z?ym^$-`Rm>MNz5{V1EOLH{5WieRL1`_Z?kL##GFQ$`Ti_ zk~3d$8ka5DxPP|9ApZOcK?TBuL&UEvaK|YI$y+j@o_otmNJ!LMuOWTk9*72-9n*&d zDGE(s{Cu(19~u&pz^MD0`S!ebYTdoo4|^A}>Gx z<;?p{u~k^1j8O zs?72a&h1na3)bC(_Tv>g^!n^X)&qpsN#>scTL4Z4mZl*ZLy}&!V+#pDX$~@<)S?A#*L-n2{)W-n@GLMohZ(cl=uOV%(H(d(O*B^y!|D}E1es6?xFQbV$ae3{bA>y#j zlOs^kM5h|iOJGIzspNZ%5MO)R?{;r^t(9YxfDe@{U9kckeEZWN1k(h+;Kv#T4XWC& zK|)H}*`{?-;b%C=rl$6uv!eh}nm3el*=WZK&n4?HY%qk@9%PP6N!Pet3f&A?>cr%Q zW#(C?nhI&+2p9>#InT0UQ86zsRx9V2gijmILC}FBxVm>n^$zHl(^|y7M-HvL@Jzte zrg;jEjmCt+5sQP!a%!2WF=O=g6pqQ3j?RfjnoB!e;ESGH0kIs>gdZSnic(;L0o-|B zN97G=D&}9mc102MiY-kRUIQ)S%Pn~5tBp;SYNtD{d)LGJ`>ClZ0JBmNcVjY{$ohpw znIcsX5)zWm?X04zy0^Q_2iQn5c0AV3YaVZw?L)Di%mFeL?_WUT}kT!=lAs zLr!4+h>i<(1=nH;0Y0(7!@zlI&UQxcf(;@bLCjT2aX?)`I!M54F_^0^`;rJR0P6Q- zCbP`RJbRFRD(%z5;`7pFpfOpm3;iZj1CSf(s^|>$2M4~U+gR;)jyc&ZXPS|8om>{Z|-PhR|#hnS>)|!n-gHe5u zQ&wf*S~&X*a9$*B516%!oxj$2*I4T)Ps@W~q|Z;#8Xj>s|Gwx65(#$9#0-Zfh#r%= z)F7mon#P<;s`w8+6kEPR;;K!Y_7eB4u76&)v<1E$^dCjO79ee8roNg|R)`?Rt*k5f0jmf*GjELeh6rs@V*?R3~~F5rg+}1>{)hP^x^(p9VYa;&;I?} zp*IA>dCjxot{hMV!{hV#)Ct_(Z}VdAc*zJ%(Fd#`Yem7e!UCRnbgrxCJsykdG2RSq%J(1=mK1s+Si~EqjJMw%MkWS7 z&$~2#*MIw-)JsZ%c@z#(KzN+}sjxuMUnCi~8Wa0g-h}ECNUWPz_^4pD2FD~Z0kMF) z{CT43K(=n@*_x2}we2E4>kExjmcFrZgR4qVo;ga=>I*^;U4l9Dt*Tgt?l94|C-3DD znd0xuOQ}Qcn3Yl_EnWRpM1kQ4hV(}Ao*5{@7yBOSVO3+JOq*uVyQ}9py@Ts07rRoJ zI8f0A*nve)Pwo5Ca<*d+yQmlXn`N;VJ_X4hWX zu6+}c?6VV8Io)0T=jw~&O;(l}yrU=2^<#9SeSEARy!ch% zoo*gZO2wf;|3Adt{ogh%kCS8)Zf{+V1|P`p2AG6*um)M@wPG_ekOUs?93lvKOYpSf zgsw3>CU{Hv?o@QrF4g?R7<;LLUcQwdig>v*7oy|OA-pRh7zflO6(gY%J6pW35 zd<5NYE4olX9Rx2X9wmYcGljg#+YPJW`B)%@!IoQ~P{BrSRwRufw3kf?>MGc&Er+RVrl#_BB7##V@#63XT<&1s^C*gBPOeMq z#UXO^E+r*nz5mJ4?WuqKV&72=9cfk=H$OLBL-SZ#U40-f_jNyFwa~X=hT_*a4yLa{ zrYt+)vg8lZO66E&2jq7|d=5|&yXCw%b@z%V*vEwL`^{~C=lfmdL3NT|Ol)kfO6>)U zX1YW!F0)bZ{#a_dys4_Hs*VnU-}3TuTN@t;sIQ-n_6|+QQtHiTzJLVZA9K~iAB;kP zxc&S0FvY-qT4zF%FQmb2&??t)?G3WGzP@b-HLw2AIRB#Aqm7xzZgZZ5IyWJ=pycB& zM3W8>OL4FDRQNy%QL5(D0e|@K916Q^;pKhQlnejpMsqN&{1EIAb*th5^XnSCntmz1 zcX+?|^gMuCQwsc9k5Wdc4f}V1)JE;W=7!y7E8%q1TF!+ci${a!&dKh`TQu|X_ZDlh zE8MelzjrdGC0G?gr`hQ89!{I;h44I~*9H0HWNDO$^jqwcO zI_27EtfwGuh#!cP`GGSDKeVE$iD}SjhIeDg7SBLzBN->Ip$`nyRuy=A@~`fbS75o@ zjE|cCKr-8PKFtKp1n=jgOk2+!{!U12kJ_c!md`vqEh9+&{u#e>Vs?u!i=^y9z*cMi zc3&^AHb4#Q=vdpReGydjpQEFNvG8_j{03ySU0W5x4^&A(Syoy) z!RXYfc{tRML0TSWzjyQ1#uPe3Q!N9m&$`1axUi)ad)#mLWHWR64Pk?wZ7m^InbvLf zJh-{Bot??v>lJ++$(Mn_y+XD9gI>Tz(`yB*XMS|Rhv$w6B$9L@>63=$GuK?vNy(?F za;>L|2!d|XedY5w*)x7i)}Tq*r5sX$m6BB#1}Fy zM9r)qHURURR|#9;7@=el;#ZG-gsGY_t`jDq53(zX8&t`aN|R?{Yu+@}RZLyH(Dbm_mwK1_O5-Ig;Ou{Db$ImMUa$d)N@| z@L*R*WZSo9F?%io#*WABf3kR&R#;LXC2l1#8#4^c_`rhu02Zz?$4#shQM5EPN=R*? zhhJr6;sRI^Ln9(=Y;1tJ&|Smr|9f76bE>uXmt!pPAX%bEH;c!)1MaQPky0Xt+gDgU z6oSX6EQ~dA=d$))b9(H;HX3}k@AlK*8mYjW*y(N`rqWB#(tep*9_yE~LXdRThF%e? zEMRdqsionJD}$4KTgU!pZeymRx`>qu~2c+Ips`?6TKE1&Qs!=Q*jIra1jGGA-h9gcRYv+r;#E;>D zdd{^y45i``%13O@S4 z{h!%;j4Em>GDpC|cOu_cdx~aV4UI+Ki?&*W?w{~ZEjCZdkZp4o);2a+kfZ_v9TSw1 z|AHM)Zs;aZ#Q-bNVVI11KiMXC1O-9wk&x$|z$MFg0*{Pbnr`IYW{{gyI)>!a0nhPI zGU=F^qqfD;M~W|59L8u8-wa$g1JUfL_8w2AAf^AqPO@>TR4-9q~` zp-84}X9EK%Cmi20=aY%K-DS8t*vSvadbyg`+LIKAu1eQ0P{hmhMdiO!RhE60(8m`n z8sCCsnjd(~Y%0p|(jR8`Djt8eNFVULIXBQ4%%qPXbvXd|cns!H6?gA{G{Lqq|kM{q|J8(;k2BIy?)~rB91V zKITVR**(F4m;e^hw)aV4jBCSzn-O{`Kd}4{^~=;29TL)CzWly!nGK0Kq}0(>lnd8>$$*3(HKvqEXQC&z8OOIc z03w%3cjEMuO8B+;0!m4Bs!5=8l~0;HBTiSVf!ZUbkBvj=e1qIZzMM67UjBs_7RIh+ z*@nWn1QO)GCk+H-py{=&U5b;S(C{8fpl4@i=UlZ5m~t~@oy5Y%7JR#%iBk$POrX=; zwpLe~hnTde*G0OO@h+SxrmMjg9fwuKD4(Bs7i}*3^mB6K9)rRBdF9~+zROd+Bu()6 zZT(=d#>;%|4o2ofQ>T;AFXARM{aQbG4XVk5f2EN=;boXlVm9CZ9l*j}8U$c(BlMr% zzWe&Zl*_k+1pHTQ(N_=^ov59vctHs2rO!tD}O&*kdCiJ z`b20t>Dta0tm|n;{4oPoH(!v$$M^?lhlthx_!gzl@mc8^a(Y_U#Y6?OKzop&?_55F z07rkzH{QR>^bx~5kc>E_$3IPZoUgD}-ZpmU^gGk0vx!*%YiK`Hn6S2q!;hm8)}+tY z;_xPyXw2X2SlG~R$q-m76TJe&jEl11WA4648^`JXS(P&5kB$^_VU39uB4hrF#~r)+ zB#R9jJLEJ3`=}547wwf5`1AQl=mBR~;*Up3t>wPRk|q*xpa%!A6hYwEQL90x>$3Yn zqWyndfWeUw&t1UF7ohtC<^b-sOAqumjW1!09U84JJTCY=k$9ri;4d`dofu#?ibzDi6E3HTnK$u^NCWYn@F`6eiK!h)fYa&8FFcBx|1aDyBT3reSn)kiFR#or2@GzGtjImNAFuvq8Jf;;=G|* z2Kq7&v#wMEX*h#(#rlQ2*S_!6Q7hZbq=YjyEk6CNx3BGN|P z=_wBni#R%dA^Vvs=pf~2fNWo%;-#sE!#B!qPtz{tJ{vOAO}x0_q@pjkKhk?6j^jNh zd=vUbYJM#7=pFSFnlha9UW|e-a zP|lEEkR92rZhucMl-bb_#F#L<0)b~fnnV)dHeX&gK9EQR1m4$NH`1An`}_2wgW<_G z0sVY;M(9O@Dy7*>I7I z5z8CKnz4YkN6)(uMhf`#0q2c4*kC=)vl8uDfbV!cFRS^0bp^HcrePWmJ0Dc=jI$9M zap*4R5I>VkXE*xkcZjtkCFRKB5k>xQQ_j+eJRRn?yZ zn`!&+TNVRfXN-smFmJxS*qAC_?8&uuj=hD;ii3u_Z+;+n#XC_ijza`bR%P#|e>loI zMuR{z_%sQoz}As>kVYn4#J7B4u&*C|aIX=prv zwBhLJ2*!lq*oUdU>hp5;MfqTjwQnt5>DZyU#VJ(%^vvu4XCsXC0CM8S#|QhU^C*Ii zlam$(FI=K>L4URHm8D9nJcj%(_ToWl;LOF7-#lF6^TLk90F9|g40-8X$@+!&FNaPD z1DyTaPJuTRxR$5QGY(gFKdFys$Kbax6OT^BbQ4!PYF_hr6VQ&VfPQ`<&V*;c`jJzM zPKEx_TShu{jKM}gS>1pyzqU(22(H&9Dx!=^Qy)5xR zKM5%;VR8pJgTr)5GJHbj?Ph3?6cjDmJo<(^Cs?D}nk3(#u^!R{m7~uBlXixjDRm?` zOq)qt8b<|{m3@zUzc4VgQi)&hU|^;}iDrSqJrcK6=6ct~lqJbkCiM!1~hm`dIX zA`cqX;PSv6xOIBt7e>lgNU>qW;+ zA}7##1A`UXc*;T`P^`PGSTi&0@`6Fbc)Hw;{;1_-_x6mNb`lT}&~x-)3`#>s=wW)J z<7Dh%dhMgxe;N^iZT(Npxegz+!*y4ZAvk=Y+`jPwXPbmcx*OA!*LwXCt=|gk7xAFY z_aj_>Fc^QMUnsKDk&Ba`iKn`Zi($A*yd!+VXLC&LVMnT z+80+=pwV#9IwRb0BWDckpB+=z-?d{H8WNn`4z2%#;aE}qMz8nPHlvAkx|2Si8_Gvt z<27@>%z1*m_l>*4dLpNR!g8+riD3$y1 zTFWAu<;kt_vuxfUvx|@g;8NEI#rsxp%4LZd#ycxo`h=mCs?esuv&2NZ!BL9AATj>P zI*~KsFb~zt!@!Ul{5Z(Lj(+Ri4U&Hrp-_PoXWpYV2xf$Ge99 zj(wwqhY?*vu&YeKS1_Mv|RX4DSojNoHS9z&wQw??f-MDDqDL&&G@V%j~ zSOp3UBVXlK)PFI6%4?%X%w)yL%85ZFPjbk$?5AQY; zS>`C)V`F{MOYTR+*90&Wp*&Dj*46@-avvWA2%K86R>F5eX?sRFGrC_V?G??au+0fF zIu@AO=ka>>CIt0UEIozieDeF|-ex(ca?o1+{@IqOaa|Jo{7k}M5-#jrS1-TKi-YGH zHa0^|RjCo)M&0r2)c~gJA_c1-)0g*xe$OPv1$Y}y0+(YfamrsS6ucBPgHhxZC|XlP zpzp)9!fPx}B!Nm2WCDJX2pK%ZofdBQI0|)i^ z+Yvr{u3+kpS!`K}jZkZR<>y7!t1G%mWC7n5)w1|8**&b_B}+~dBsLJ0WuT=-O(*~| zwS-A9363S|OW z3yb3?1jYZHqeia4{y7+I=^BuM)i#7^uI=%iid+uYgP2Qn4=jm9>6?#+N7DX+3H`-a z$i~YhIPRCg>)(W|8Lcj;IQ#x>f79j0K;Z7@siXm~O+-&K=eE^4vB^7^YMhWDSytSQ zX$el-t4B}CXgRRXWKnQ%PZrX6#cGH>UabSN42boRJp9ef)it|KVv0RqYKAN4o6puh z-9Nq4c1FGp5lFr>x0!2w6;_RH{Vfx78bmj|g4p4){$WpUZy>>`sZ=h$CVy>6WsCuS-34(-W{f*CGHK=u{|W}u#jys-a6LO>8lNM86+(diHXIq6%mmJO zE^8u!nA#)_Tx}No%rVzzZ3;CdzeUYSNw6`0{_f_ZE-)3+juvD$!6!@Xt=0|h_{9S0 zui9L8dM=XSlUbD4q*R#rBUh3X9N`q2KyPF?!j{qBrA0F|Ea7sjqXFXH%6TC(%C+F) zY2ExtZue>Bj(0$pBj`B+xLDlAU|+5)@Y-+pX512U+7Jxb=TPk*96UVd0i{3iTA`Q# z^tLd=qlA)_%+SzK2IU>tNt3{!yKFvqf3^}I0E}oeC;m4ld5491J1*o+Ii&#o^$H%v zd!5izFiG4kmH$p$y9^4v{5OZNZ|Oh~c~=!aJQAFk;h;1fz)Gd$VR55-`zISKShbNVduQ#;MEB8Vo+p#;THTRu*+!5 zWH&N7`>3N!FBeTg1p1x@T?7^ZJW8oQvfMmD-6nzPT-%%Aw^mN%#?$r#{H+LOL}}xW zqetDx{4g{$2V%eqpgz67ONYi_`f6&>BwSpJ_{=^o8VQK-@TI`|g3OUR%LRr$+m8s| z^F#Na!Il-x`v42V+RW_nw06R#{Z7r+Q(V07`R)WPub`kHFE8!je^=!*xc*n&p@ai8 zX(tfYU$(WRC$QCG;-RZHzWxIqBp3n2rEev|-Wul=vpSSsmmKAl5TJ-1+qPs}0kp1$ z{sKvb45jC`m^3CzrYy?Zy(Plh2vhdo)~M5XL2c1-cHu#lZ-ZM{qM$=F>+L(f*r?f9 zSbRsj>rzL@RBXbkgl;8hOI)pCVck)Hls|RxYJiixMfFJ|;wMEQSm|eyz%6OYwUJ|x zpCPZOpQFdDrbC3f*Zko)1W7dqlY?T{=Z&E)$lZJ8sn`>qR>~^8z&~QUMgFi z`(vd|ytQnsap58OqCeI15GNmMS0${aVw@iR>YQT@#JL-rqKWtDr?L1Dt{l5?TT-(J z7HJe+9d!$5 z_I7v6G;8~hoGjQ<0McFI%%$G{g-lx&Hlk;N6WBes_sd2R*>;5Y7^-$|%8S;ZFCgfI zryqk^s0BVMW(U(E4AfZauZhc6AOoh$#?jl}w;6f0$4Q`QvQK@BR@Z*5cwHl2T3&D{ zY!wCMBg`vl3~v>kv}kZa)gL>SJ&O*tsOSs)new-z>!~jD&nIXcHs3g`f~dOMCPdBV z{1xnmI2(t_@qJZ!u_{_*`m%qez$WCD*gj*f=eXQmTmF@~(j5IyM&6EeHtV&ho?HEN zcKm52F(F@5bATn7snDZFVC2K1bJ&T`<7RJqrrC$mP(Jm-e)Zzv0or!bdkVAM_z*_t z)9;iM{G_S96wCa1v6CP>^3mYplhcWVKP%uj!rEu3+h)w5Ui^iw?sG~L$RU{Ux;du- z`wIK7!zB`$*IF>>IOuC-2{qu+7Ad`0F!^|}c*%zpX4KLYAgoS7PcYfUue+vtp ziBwd41fDgz2KxHu=I51UB8m8U%%}5gUWobJCXbxJzs1ZwL>yZv*i6f%a-_E(0Ib#% z%u9qGK7bMqP?wwlngS3`+XXH`PCRSG@0Y>5yW{>k?Kpt*C2*!I?cn4}kr`sXbNWSJ zb>d<#!i|!h$5g5s|XST4|wFg_)KaDqKjes z5R-2w0VQpkdYBqS%I=vkEQ}f_tDeOKA>T0D;G|&{&Tv?bmX+e3PI(2vpWWcN=Q&o zefdpz>I75u63Wk)ynhXU1#6K`+59X!wN`unC&a`twt~infW9}QT@${~;Mr-6Jw#s)~)&d>dD1-tJX0C`>l;C}~A5Y;Ni%CNDA@CvZ8DsAUx{I6r@2mYUjQ z-il`hSre&)LVkfbnF&doRZmcc!(H^n%lwSA-8FXrg%n1<;V}FzMf8QuT{1ou+$`KV zlQ|d?Y6KjxeF-j1Nk8;EgtX>Q5FaEHlWawj4?+5NmB!Au@)DCmLxUY9fOQG5!nvIe zQT#ez_ZR_k2<6(Ir1xIDdR)NKOd*g_^}u{99-p4t0k!M~P#*(uEr6@&FsR$vT@FTn zKA6ZP#=@Fc{~v?o8F}OT>V_F3G|F+R&)npK2meGaWtgB@_^@6wM^&)T8cpF$hYkTc z{s4Wu{=o&p9f!_9iq@@`x_HEXT6C%F$l)XJc`SYEf8 zPqqUXFI?VCMGCf~V~`t61Wg?0sOdfAHtS|hjM0e~Rjik4%8$a7a|70_Lvgr2=M<7S zIR)$3yvTRlXRglaKeuiFL=_^L@QD{Vboh903Ku`I=qpd%-H|l8tUpb&xR1a#UVPE3)4$;h_n&=JOx;l_ny z5%GyR=nj^xhkkTL-8VFE7$WBC9dhmYRaJI?!s;gp=~2d`B+5%lbE8Fg$1yIqC=#41AzYVQ6?|g&ir#0IEg$_{DRomdCv@r0Bh5IO*Nh8 zhZq(Rq#Gs0(|HJd(=R|&LVz^Dc;l03V&B7K{$aC+$?8Vc`N(leRJ!qj8Q=Cz3rT2# zsg(hrr37XR_U0##O;_}PnAn5+zLk}#p%(o`Qs_3I)yhaU}te^XQ`OAZCY1c9Ln3q zUqN2}pLh;{L`*>cIAB2hPGr;(3jO|82@>=sI~*;8gO*Jm83@c zCO#!O@Yz0|w5wfIs;f`~UkkkS6}C$IM~r=Ipn_nGV{M%JX)pEa+(P!8v%PNmQ{S`$ z2=bA{Sx8~lvzAJZYq?+@k*<}+xyzYU7-XipR~%_+mGsHam>`>zdAAJNui^_vSx|jj zSR=;A?)~ML$Np{%cw=&}9DbX{)Y0(9-CfR5GEhXz!Quz|=v%qOc4hec!lu3NDVr(f z-MfXuw&)b0$XnyV>s;=-@IJC{>B4dQdP?VBFY!$Yr-ycoi0LTdwFM|v@8k9qZ8pV4RrhK84*GMx| z_^8>0He~i^RL+&yw|AX=ry+{M-85Nd%En^qnrPg$zpGN+ZnO`mWT^;qqyeYhGi0Gd z=vkz1PTy9muo$pGyrIRH+7|V}B1;ftY(m2!7#wCLJi7?F1e8e4qfDMexiYSp@iT`n za0wHFA71kE<3KYCb_xV#07a!6Ns%SuOavOyxcKU8*Zu3~E{KWTD*T?S!;KUmqRP*}DG-!%(j8FqNGf-Hsui&rFo?XE^~-QFF(Ar{MgQ z_;7Mhg@c{x<#hqtDSHvO-?MSlgidmJ6%)X4hXHPFhu2eId9!c&nlel#&d9LC;Vis? z@^i0F?4jpPm8v4dfs25->+ze=)QRA(Ksmt#!Ru?$<2pHl%cpR`{m!b!OH7Ivh&a24 zZpJ?I1GTgMV$tCWvEVL+a$+Uh;EtVo*Rc5qVF?4RutKTUnRar^_H4q{T}63kV9=|oXt?+=Opa^bGYNM7t6k8MIa z*0-&LLPixWe7qJo11Gjpy9%4wE878yJ*rt$*pL_(tvRM6*0E_l*3hRC_C$qHQ436A zVv&juD3y;Nx(Z~x(a>~iJnMAeb9cAT>j;l&c)v1uX^OV}Y~$ZaW+oSZ z*}YO%j0)n)(077oy=A#*owIp(MPG7}hOQ#vvUB%3P2Rtnrjs#;iFB)-N4#P7;bh~N z?SaTr3)^dF&;OhLn=3r!be__Ms^_esOKnS9*tGQ2O84O}uEB4A>FPR3=TA_!3Sm_A zWAqyO7xsY>=&TjB?|oAE#({yUKfG+=PSXM-!I5_}y-I8FKwx_KQH#`LJ`zX6as&K9 z=hV~+@xPA+L{iyplk#R&@CzO%)<49i_6B3)$iBtZQafJ zv61~q-55yEuNKYnvy=pd83xfgeZ)&?!MLPUs2d06x8oaeh^A&xn5!l8r!bJ+o0$|C z1_OE+P(Gl4#3gGU8u7LaTjq6jlUorO|2foAkQtvqRreJs$AW9fNZ08bjnBH7Wy~5w zz1}A=C&m#WGfo1dmh~cwjY3Et|4|zn;W&X^nR9KKa{VFurKBxo&cjwhL3Lv{Oo2evrt@G7dL9h=?E3H+n z2`g!h!4n9NI8@zybO*zZs%vj9LQqKeAbopksKRZ>N!*?#tK*2S4agk&ZJ-#UwOm5& z$N`z(YnIL}?x7736;02u4Ko$aJgvWoC-k9Bfn6$KkQG#ihoj(Wnqt~k%q@;=S)Bgx z@urHY45)_5z;bsPs88nRc8Pq(+j{qCIHQ1`{>0<`UXQQY;n?O4M8ylR(9V;hb;lA8 zFXvr(857XIG-W(ly9Vf&#GOB0?jJ8KwdAQ7HG?|o?jv9eu<`GoO!gb&o6vDn_AGH% zjf_mdyKsKZYInP0FqhruBVse%zhQWaiPO8+_ zS}q;c)%WWO!EILt&0mx$H?28HSCcJcKA_-wv9d0X%2hEztawr}5xmBr@Dcc%TNSR} z)pgSy{P^nWGWpB{8vAa??b@CS=?*RODcbc{@Q-T<^rXjD%&B$P1tIZ0^=>HCOE^I0 zs9A3jKe7jCAOO2e8&T1KnIi-Qgg?K3r!X1*OsNIZ-M_)EX;uTp$;wV7)qrDg8{XDJ zYMv^L7Tv=4{g&^zU30?z#Q8{vjV2W@tkViGeT-_B$dyAZKyS+Ja7uKda)%f*6k3QY(l%JvC0W5V^``G92Zxk4r?ez8Z9PKD z(5Ax~S>q|{2_9gEA#U)D3+;LvWjppJZ$&;e`p4WzQs(fGhWK~X)+gL4!+;*kio#z{ zvo^|jXXFJxTjyn#e-l2!%=XGP9?dYq_=@X$yI{ualX}x_HrlN5m<(f-H=L<0Sk%XU zkvo=_bNde+88g14kA6vwScgi=1r(5LLy&G~%lL)cuy%q!+B%*bg#IcE;NDxUwCJVN zxQZy8zMs#Qj;OH{qk1=7I1z&Gb@gaU-8xI4|HE3HCHLk`7^<(|r{H$~{Xu+s^M70b z1;|hDM8q#DI)ARQFilQ|!{be2@o^RMow~bK&Lt@6<#EgcgmAblcoZtGdi;JdIbU>c za3Au2D{1S#7b|j7Vm!k7(w^+KL|BL%P1R0YX(#SnUX#TM{pF2=rOi9|x<4TET%SZn z9yFA#uE)78I*s0F3-VJoTaN#D?f9!MzNGw>v6s@iWdhE_%1KpRn{(W+iurb^OTqXejQ)SU1xt&O@QV2GoG9zSvxepGa&qOjqRCUzHD z)qaz)EZI};OBZYXDfUP8^wi@=&BD9wpR6l&ROM9)gZ5k%2J6LC)#`>i!;5xh9O=kT*BLeEo|YQzVsJ-(9$SI z=;KFmjeS^kjAOWE*S!wqphY5cb$<=LLJk&V&%6z+X~d9;aiVW|&cUId`xV;qshcr@ z725pwe2?B*vw{#!Oa+wbp^+PTBf*KXq?xAjHCQ!buT@)Ta*j)u5=wapw?F zlZl6;{CW!yD+s)eo9UnL0+xKh6w`+K9X)`l#Wi6Rxx#KjhkUStfJCCbu*2wniV2`^V)E!1iMU! z*$Rpg!~LuK3_@bkbaKh^SH(NHiG>_olU~zS_an8f7fkjtoVdVHCa=aP3b@xvqhf#E ziaWj+vN{{uI1gUmB{!$ylx;_S zZ`PIMD13iigMHu-K8q+lXu>jZ#SK%k^xASxN=$Twrial#G|&7%4uk}iAu-ROa$p65 zQRT<)5g|Wq$NtXlAnfh`!k$#X-U2O+wxZX9{~1{L(JlIYUhQ)x4VL=e&@cBh>pSa9 zzN@=JIm9sstrt7jzhqXj3-=#B;^`C*VoxRLdzlN`H!F>-fu$A#C2(%>K7+sBSkq$v zotx>ej8Bh`qX4;e9AHfBkA{YZHfK?){&&K}tPRgWaEGy)!v2^U{r-8vImkn}>Do=L zdgedlr4IJ$W*Ow{aK!Btg}6K;kdzQf(hyv^_aD?xnSPtuL=Z14 z6m!BGN&U$XAU~3G88N3ncX7qH`%@+g?BQnnf59%rJUA)b&E3cuI2?pC9?v|qj$omq zvWsEc^9xM4tX1d1sHKvSGpZ*?MT(ge#>ev#5@rtUUy!YC(=8ehoR-+k3WwRhKo-nI zxz&!RFka-Wa)H((J3V1qJ{!S6|j71p?BQD33o z32YL+13@Db@wo!pbjJhvBqslZIZ3ep3UmY{;?e+k)F~7TM7?#>|K;sm$FxdnI&EiZ ziG$bg8{)@X)vbo^M?>x%D}WvSVpQ+hLKOsv@~idm*+*W8CclB~H|!iSW8NvHFqigY z%b7hVAF@G41yj0C?Z$Jt{_g^G*TDCA>Dbo?(TN}BBZ}d`NYkw$CP$&? zpWa~Mms3bhL+cpvS#!;l9zvG_vExhcg?HUrpsXvL>%#A?0KCkIvJMFFgYtOO-{QO9 zA@k}q7Z&1DlIw%)$2ve%0eMiL2&W9S6kX_fFB21WS#|!P`i0tivwrW5^9$37O`BH< z-SDA5_~EWimp$|Km;3pb3H9Q;!mH1;vJs!JCEd@59Vk{rJVU0a29RwyBFxSH*fQ*` zoVWyu3bnB^ZN?Svf%xMBbnh9CVXyJN(4_QIvJ6qnijZ;X2}EzbUZ>JL?A>{_+C2a! zNdC57nLdvlJzF+|rRzzG4K+nJy!nJOG(joQ`I2i~eE0K0xmre|`TC-V=8dkIB)_+T zwK@MT8?cT799J9boT{G=PEL3o_htL&h;iMoIN4P(j!#bFA=2d!c6J=?v2RAQii@Q& z`ZhN=!`h?t!Q~5QEb3_n044A7m(8cozm1fYV?8<_Fo)le{7e8p(6Apq%XYWxJ%#V^ z|GwIf+gxb5Z;hhMJ5hVh1GTPf>=2hbi^M_5%^|Rj)*PulTTOB2uEC-jof6}Z((dAa z1Xd9_nFE5HmL8^J3xUE3wAoYR2_R;(1D}K(di3^+$84wr7UQ8X{CX8Xq;h6|aQ6Ky z9z+-LYE3S{w0DJogoMEUZ1*jgbWTv3A{B?mN!|pT6(Ty;W0%7gt2edgro+}sNe>C- zp0SF4L9sN_K#S!zHfi=rH=@KIUY%%y$EF^PscKaH$Xp%TWwOU+sKMwVJ|EE&45yyd zRc;;ANQQre1!(RsScq#|EI>Fq(nI@#eY0y&#m>e*NeoEH3cF^fE^dOa6NV?6$iu+= zMyF?g<;_qyz{$CudK%XAsVnA9rQP^`{(``kW^LSK#lec;xOMKjJWFN$A=4yilvI0wvr1SnnphG9^fUvM|UgWh2T+HW6 z4`V=A_^WT#+T8qf zD*$M{1U+sKf9ZwFD13wR%FKm(6cEF_^p2p}d`WmG*<_`iFB53`1QKm(W!S*QUlb>+ zt|d`yq2j#&@-GNt#EX;7J0{b%F_(cLF~KkK#<9;ib9!Eq@P`4O>kiuXiu1ic0Q@xW zVSq@wmYeE|8-%`6TVYnI`N`-`=vO)uKiG1go8rb4c{=C>HbQdJ)7pPLI5!%M?tPF0 zW?{z;y`xr*Okjl_;%8gq=oW8LZAG=i{OAK^4L}PUU-bK4_+m?BcP!EN3i-k#HfQ!I z#h$LTYYVhFVUHi2CwKZ77W4gq@}+{IYzalz1z`V>k zr72rWQLW}^-TvA*OL~$ajm^z<9CTZRZyfMN4;=SiMP>QQF)znZ(`6O_3M9fkfPJJC z(!+y;i$I(QW+X0W%X^qN00CaGN9I4sfr`%(8&K2;Iy5@)vAz)>lmI+rSH0|`KT_mGLP+gFVW%h@rWl%d>v3+@3IETLlapIV{vaL4k6BSPDW7WUi# zJVCrE)sQ~89sx0bR@2%o9O>MF!x|)8eHkh&8gkO#a%v?BL;Sn~_!<)?tro1Orv8&| zx@dE|#-{gzHociP`#CuGTM#gOXO`?!s@NP_a9EQsLXQ+-J$$q4blh>tRP}7V=`;ky zsTda4z4}%oCsgwISAJx=^Oa8TL8D|(SrH}(EG}kq5JIil-DUvA45;eQkE=yzd*RsD zv|)NJK!$WO@OnToL^$u|>@bG@-f*?{^2Ixn-=dJCc z-z1Xdx^n$ROInQ94=xb&H9G3DsS<wcwqz|xFJ$S$#>Nv4WEUpKx55ead4 z!n}R2L{1K-F>fpzDA1fiWX*-`dvJ)m@iIuXs9ZJ8SgVP zLAqJ4b^;V(7^N?O%M6q-S9_#dX+i&gYiVxAhBUXjnxju3eeYYuTmb>~&PhS+#5N^8 zSU-?0vaA+P3H1A|pUbc9?{;XGF_Jo@h$-Z0Mymr`4MJ62*8VHt-OKA(GRvhDfB&LD zD--;Qz6=kZCk8dJu`!H~TVnBY&FEvJ-TKJXa83}`uLM47#hgsaiO~nQ*{G-~ zp4*~Px;NhlT?lB~dD*%Ln)1jw{n?89YTz>kG05PPXHQW)M9+SjKqTkt+I|VVb&G}2 zor9pK_B8i;NEP!ZVqXrypVxH7M)a0ZI3Ua~2TiSulUYbcceOdT7u4AtU!eW4Dv+TA z=|g2M_FHstc4LgpXFQton!Jr!r$@@*p|+XZEX}>k48!zk2FN$M5M+PJBX=pn+#uJT zSMAogJeu)Y!^I)P488DGT;n04Cr&#~RS1b|)t{?~s|7+TFvCYUN=|J4?Y}udKVJ`~ zqF9ZL_g*%jwb~d*;UN9Ke3_&TBd%AtHOs^tum1^Kri+u46G)Vv2jhUH!8xD9ZpdQu zDLKfDEd{8rE}Kl8wOY}Q{73uf?9D8l)XMp1)C;ch?ZtVs@>kFi#_B|q}(*^$sRhw0UpjZA@w z2Pi^ow=yWV;l|xNW{s4Ut}Fq3ZACsp3ut@y(;QkrD3h>2+sgyAy%2$2sgk~^2~2mg z5U%X?I_b%4WHKNn#Ao1MCCzzL`2nymvHe#ih=c^7kXqW!{+&6XuGpx40-#zvM>1f~ zdWpyIA>O9<*OSN)*iVE|`(>>t@wj!jUxNxEh5S3MPYJD541&QXOe^2M%2i3RfnKND z><6Plg|V|YnaeBCIDM$Gck6APVzXFW4B=x7+Q`L_A{iqyY>fhJ6}7}#t=8u?5{1jg z-a%k|f}f#(W~SkiU$757OTIS&2+E3DJ72U@(&^!s-}nB@VJ zaWL=)H#g)S7X8cN9e-G>(*K?+>)8D?qmP!1Fqo{u%S!TV)I{&^<7I%q8nleU&>OMSVxgUfLR%=9G0XL3`&e#rGetM)rNt>~kT=_2$7q^}AO z7i9vvHD0#wLzr_!dt+!)7@&$zm)e3{awByavN3`2#Df%lWK-BTt|OaZkOibhd|6Fn zzH3XNDO)J~qVsu9ia14I1D+p?=8(92S11CHP$q{KR(M<-hqjO?Pd=*jxJOoEWuYEPPn!ZC6*sh$0j30`HCK zZL8j$>qRq0lN)4gC<^T`wc3V<=LfuGiBG4lQZ9eaAL@`u2j0%WHD~ z%ln(}WRM;f6owT#?^-Vd3Msu8juA>{$P}ccC`MmN$vt{_cwZ2QV_8UsGlL3c0@UPA zhgAa^!yjo`((0R}qNEYbGosUQs*S}dy_GYY&C<%>x`ahYo#TXeqe#jwWBsQo;i_Z7 z)E>?DF!D;KBK!X>C%I?fBukD@OiG0-1|m+vTy&XT=;(8^dS&K6 z${1j>9C!`i3yNE3dGpWZGJiuggNl{P9LPX^JSeauJTv z8=1@##akk>S%zu>T&g$-98p`%y6?25I83iC+1ci*dZY@}e&z!G<(fwVI*fNx!mfLK zo>`aT6X&CG`ghEhcChoJzbXmFyg5tWgE=|Xs8-j&Rk4F6sXq}g2TGV=sCp{as>`S^ zqA#IsGQ7zgj zzP;LH3+af5{-qk$47E>RE;lDU=2V8?J`EXHHy4?P7*V8F7!Z0=h zarKr#acx`MXcOGs0t6BQ!CeyE2`<4Mg1a}+xI4k!g9mrl;O_43?((g@&pGd{y0f6V z|55asJ?9vYjWheXOg-xO>E`#S%u|amyPr`#H!C*Rmo6>Z2g?@Jl-_E;Lw0W6G#aA9 zn>Yo$culCt9jpj?-`@i&f`5|t02&*}qMSM?(|l6{YGXpeWB>^sam_E@K>)SV7(O&O z4O48z@XpUHI;&b|rz(OkJYceGhUqvThS^%|;hIW*L`knO zjIba1S#@E_IQ_m(ByO?`-$If)IsLn8$SX2i^x)G%W6ZkdZT!_#D4pwP7AEz6c&Va?jU zvFhI$F?-I56J7bX{C z(DvozmuQ=p(J716#0{R) zF46lGo*YYHI?@q<4E4Itj$aFSMt?b3j@lx47xki~IbA-S&QVK5hn{>Yh zdw=7b>W?Qig`xsadwuV>!0@=!IH<8<(Yd`ZswQ)m=f|?ZiBcDi-~6G}nz!y~zGTr? z^9viPv8l-*ua7RvCu?6m`$9$^B&t{9k%h@qapsxaJ=z2~FgSsGL52J7xX9QaTCbBI zU;fU0_Ar~TS(PdEA!-$uRdXz|WKOW~5=n;<=y$2X&3O=tLjD1ghyUbCQR6}W0)1)cu@!|J${U6N_Z2V2 z3-^o8Z1H@8JPAC-Y70 zjG)C6<)^4;KmNp+$w$KMNr-^j`(L7;@`a~L2-heuw5jfKPX2-f5MN`|I4&tg<-~hs zYGF%|iiyvmv+_vZ@OPRRFUp1*I+TTqAbTA8Zw!uvqL^Lb$@_yTnl+ZWn()+?bKBw&u>}GgoO-aejnLmYQ(6$$O@$y`FcOcY8ha*;_9)Rh>fvxf z^${P9+2Wz?UGbeft@~7WVt8;1H^ct!&>(9}bfW=agVTka)B@v7o}b<8m(pWmViFQ= z@3*2%jBnRqt``NUT5}}JeKuTQ0ip;VK&1hb1duK@H>+D3KVh22<#Y&agnU50?fLAI zr+C`u0zEN3y}ck0WJ|`FdrjjlkxY$g6#{0baL#>j z)F7MIRltp4&i6Hnr*)Dtow|3)7nm+63#Wde!)gB%qv`V(8o|gXtCJ1%p%A*Ie+&P#nw3 zw{p4!0nnmeu=Q7sN7)X3XvDCIKAPn#kHp>FDJNH;2y%q z$)6RP+c8D4Q?4}Q;!KK!{$imhl&OT)T(Xl(j?5GA0q8fPTp^Cv9w05>n||;Sx2!*0 z?aC^9QiagCDaR&dA;XmHsFnDuc!d&_x4=H>ROrvXN*fBNy|i`>x5ER;5(GQ}Z_`H} z_Urufp=!u+;_j|-pgzNcM*&4ZnH-;Y9(R(oZ}%`ZX)!lV%2Kn}$3ipS;C+E|rS~eR z?Mg5azH&S*ME1^03a$7zeFEHxIManu7oxtv?ceWkf?V+{`tlH?`xt3^?Lh=>#e{B zDb&7_Ao`m7Y!+JkHuVSdv@$c3QHYzL(SFU7xY14cg&Te%;jP#?N$X7`A%lZ%)OEH{ z*7%*`?#dgdP&Sco>%xuz(c!}w-*0y1$-lxvxZu){8-6Q_K?Om5h(K9enN0Xu4HYa;jUGN2dN%P@n~r{S z?S*@p$2+Cs&CFC5x`Rfr$ngte^q+A!iPSUI4$jNx&@^8UE5&DU%~kV~WxH~RAXPq9 z!boy^1`~AgSEOefy93?gJW?RMRlJ3ObZPHP>4N^_dUN9q2|kEQ?L-@!Uk)u?$wJShw7bnpseVc{+4SN0%s-rV_%y_5I$d)vZ5|V%gBT3p|d)|$A z5b!w!zb-N*?U?_vigAiG5$Al`*vacQTJ6`8Q%~u&&B(p}PxW6@v#kQc>-l;RB*(6f zFHnNH8;NkeOKS==ITvij&Q4!W9H#MTJV~}=bJgt7u@l#Kj!;8KX50(+A&j zG5becXR>j*$*62=(~N$-KVV_eG3gFOrByA1(PJV2W|uM9ZHnYhxBv;(^=qC>=C$u! zu0}XX0d3R~OZ^6bSyM4E@XbpA(@ZkO%Xg#=;RNx{b;N;Rk^j7|?xY~zSM|1@d4Ws5 z!@jd0+h+VBjE{EFLz$83%E3Kn4vkT&LP8vmTlxWS&njAcr@oNeZ6W{E-$!VUy8njE zJfk?Rmn@<;N|~UAaRT07apNBIZg#}B5#){G++}FJp-2TMMYKG#c&jAwKp0kg)NjeZ zHix~%;^aXd1i#32Iy_*r?F!;bc+phs(lwX6i7aRQS#2R*rFOSS{5Qu>*u2_( z+6rJh2>B(ScL@oAD%>%O?ZWo4ELBa$qd@85`NJ06kyc1%UJYE2t74xaPP>&ZK%_i) zx9lJH9oMy|t>MSIM}DNDIup6*(DmaENj1CgmVRzhaCP7o0~Fz+WyYy5wW3h3Ml^mz z@9Ehz46Z+lk+W&!ObFysxOK08BlDZm@eL)Jbc5&FIo-^b*Kam=q^viDjhh>d$i%k{ z3e)9RyH`}rZVqLQjBsaTb(AqQoxBOP9ehswS*rn%)iRW^?d@-Kx?a4V&-Z0PKrU%t zB+1g`WX^=?;o)I;?@>h)TR5dNer(b|%jNCm4)FUs9nH1^4oo0Lf6o5he+vvKwX_=| z*;R5ysE+Gxlfbf7?&YrKtHuvEAO0x0vjT#>>E=c(iqxk{;k)(deUHUbCzF;V2nC{M zDMRzh##XK(Rhc#iBRjZ(|4nIlESmE8sIOG*?`M?Vu5^o9UTuxa+D7g~4_}2hN%v)x zHBZmgmno&Y??90^r}10zLEUYTQHqx5a3$zx`-kXNsn&Y7tFwQk!w=^QxK_}`cO44B zn!!?!8+U2Fxxmo7M|aW&yyVOfJ5qQ(TcR_o<-cl`pzPn^#C7Qx$bJEW9nz+)gQg^0 zfw%J~(>wlCh>2lb$F^J>_KJzf&O}-ahxT1Nm%ou49!HTuCy!J=DoTg<#cnByLOvKu zg!zrAe#I4tve3q@fF8ksdoPJFVV*sMS&F7XGI5YKgBgLx)ml?JBUnPALDHZDo}KUy zEuYXB_vj(R6G2L4=R&Tx#Es2hpKraTi3|OfFT-7(X<03Cib$8+kEF}{@lql}DAKiG zOD>X>-P3VyiOwPMX{ebD5M>8-M%09t0jl-sj2s z$ss(On~VI;HWjS!sATpR5;2J-l_t->b{Sl* zhD^?XJVF>OG*H{+1 zE|E1seHU~NI~7_tTk!_y$?+y&WmdWGNLwny={4%S? zzcVs9v({>SL}RPNmMoe6$}&z6>y zGSC8Fiq35Q#_5*vaB<9uL;_LU_9=Ky8R3YfJ0ZGJXM6j5Nj(r^*>XRjko&tU6B(c3 z86N3=c6Rm!Nc;lmav;|I+qZ8olmk&f!vUxwu69R=W|RB>UC$;JoNr*Dl>wRJc+!4x z?`09D`Mg1`odFyz{5tF)}=@)qwO1Xxt$1y*+**d?gA$j=Em9tuYB|bgT zbYlyhvJE>k6ptb`Z4kxKDJ^zwtm<7gqxq1vo)I2;zt(T7>~%0Q((*K#_FQIuMH(2; z5>4QxYTdb7=L~uu_`t$yY9=UNb+Bv;4*^d13W|=oi-FpS2TdKF6grQX)3|zYy1qMJwCpJV(c7R316k z56(ojOB=frKbu#GwHI0BVBoWqY@QbOiSy>$jP|VkRtBMux<7fb0gd(qh$%Q?Ots}| z>iMg0nv~>Lb{BP)JVqq85=|j{ni#Y!RDAD*zz8Z0>n8o@CTQF*166^mK^4_jzo*-{zKGF_X&|o*v%cN2U9!1 zFk2inj9^et&bztAy$Mp}h2AMIg$sez7lKQLXZ@6zi7(JOO?UlxLDM3E#}C8(D#At7>a zBTX)nYbB*`POe6NQkR=kRl~WM8|~qd*Bg(CoL`0$cGBr*zX|C`g+H0O?61&jO@McLjLDv4zKDk4S% zQYp(9Whr6RiY>|)XH7^F@jfFE6>Fs5AWdeUQB|l*;(k)jYEOG71dGZ}7;Pb~@<{i- z?~(A4a2mFNOpKJkgCV+Dh`Lr?zgjUBm4mj{t**2}gF8xdBw^fqP76{{%ImYvNF0Xo zHZmFZyDGJSeneZ>2WrAJM0SqWr=3GffLx~Y|P07gbgg6biJ;`Oc4~UTc`Jpw!pp+nkuYc z_2%m)sKm`v#Ja+%;o;m%3Rw<=0^eCnzNx9dJYCYrO*FUrYG!8Ghh?5cA%)IyvSnX+ zH1cKz9c5EpW_pt0?Ld1A8A-b4pE|A)dy4tYKOlU75Hen;Hw9+KtGb4+dW1kEmZmT_ znL+RC-9$IvC?Y-e&ZmyF%9ciVv?>-s`)bZo#)rpYP0^$SFPg8NUCB4F=50$QYk%2Q zV4q9q?iqb#H_D!u-Vq~ViZlFN#a9>`<)}pFjVD-xt$U`a_BOg7G5UL;uP^KL4DBOG zH1nDfZT9@y?oem;L#Kz1U5O?~NvJfM1MY^L7={Lz$K^o5MWe^wxjKH+d-KCYkZiwa z62mT2Vb~Zewjn@DVqcy}OzXW+uq=9dn{N7_=&LEJV~i z4oJany?iPzzSHm_d~?L2Rif;QDpk{Vt9DTLqIO?D8fSblZcW`|Kf zI+N}8Va!KASYYtpbx9u6aB?V{essImBz}-qNDz=ey=~e~pL$%wYn9KImLmv3Igfv^ZGt%@^n>xh4C{P6pGj6YV`i#fg5zw;e`e!$if&?O_ zYU#ebsqKC0V(U97x-H-lJqvMv9CU4-350qag~AYBoXD7)|5{L2sR6iJ0n*Zg&f>|W zY&2YoD8yXPq^@d9iMOXw*&~PSIG$^5Bo3iXHuLWdZEiey|32s*7K5LE6JNmHJwz5g z4@-D-@b{;|Hlc2HGw@HP6C#Pcxb@b!->$Eo3o8Fq`$|Bc4%^=IFgMrB|6zyU(4;-A zY{%61FN_21aC`;l?HWcj1`^GhX&>23BmP=HwXN=j-6d~n&r#Ds`uE7K$tS2WUt-m}c*GN;+$A-wYh=JwA^7#=y z68AN7TezE>o3Fa=rN_m^U0+`xv67xS>*}_;-TcQEL0;eT`uge4=Z?#s)P?bXZ_Zex zJ=RM!qgoyGn#e9e2~lr`B8G3Zt{(SUWgD;0pT_vF#`?tGIA$#(%8P;*&&m|m0g>?H ziF3Kvnwe$^s9zmMOjBC_{CMJ{Im2%zu;X$1jx+LWR?o= zN2Mx`zw#$*%y;5Cy|ldZtCgP$vPO5_bzly2dd2*Go4Fbnv41*2u4l5`i>O^Pm14EB z&Y>Tv$qT7tn~HQ^oU~WT)nxKCj#Y#u8`NL&wA76msm2pnln~K(JS^@eQcIUPD}?1UhSZ750V&ZfMcb$T5e^1 zqW-aTP)2?cSmXfh^?^=AD}*RhXy7v?t68$N1{|{v=@L^iZB_s{^YnSd88ukGXfiOn zRuW&O1i;kY0V%gl%SGUV}vwKl}zVK4G3yWY2 zj(3lS01b*UgTLEG2fcZudMJ``j9v#yc@4?AgsesR$5T+Kxr0gJf^H`-F78EjzwJ%d zLV#|44c{+at)m#M#zZ*SXYy|!<+DNOZnXy?n=E4&!0;m;Y?6g5k&9#M*J^awVtUm- zhh!cB36ul_wAqMl;i`+(8!e>d3>K~&aUb4wgdA&KblQ1_nOTHg>q3Ygub8+tux)=Yn$KBvvuOcgoN%tx-J1JGH(mROUb#`Z3Gw0a@pfS)E|Mc8DHsVgfQIYAa zwGy23CCSFd%(=F<3f0L{0#j2rjE^e-1CWbL3>hf0es8e!qj&JQ-%YjI9Zi>_PUrV} zoh{WYe}OTCVw}SN|DoRa<;X5bj|USJK%e&x;fC;HD_I=(IFB4W z-*=f0pHh7fwF?kbS+>7yWHa`NJ)xxxT449+Cd9wxX%y2k*&owhRPv)GVok3V7kSha zPFKIA&KKev7z5 z<5x|%0rf$t@Up3A+umO1Rh3h~ykfElByM)C3Xb2|G%c@b`6iBw`7|Xc&*IAC&3`m1 znl*UgS-TSH-@kxMCz0Q7FYva#sBkUh@!E%|p1BG!J5t8i!9TDvsTd&DVoe)%r?LF1 zUQgW;nS~8dr4umtmbFZ(U0P5MxXX2~L6wrG!ur8JAKwR>dJ9ewPJdWWPdL5v7C6tt ze|{$!9m5jh_JmV*wyf$<&uIKbmhd#$ao*x~_YD|R-JBDb z46SQ5OmEgsMA(|5SLo%t|YrN0Q2T>G7S_-Yf#3fpc%crMzgSV z_xzTK1@yc5DkWANL`gx%L~B}Xi1LlPp++kJ7M<}=NB4UZyG=~-^^K-dy##I{=#r8v z3(B6&!iBwxC|i|Sp_8iNBJcogLKo;{uRcBedZ|LKIg{IfMssk?}+lo08&o zJkK1|Jux|nWjnHhX9UGa{?BsoQ=D?!Tv|5aT?!L>p_lhkAU_KGYEwDNpJ{;$1LAyo z_?IE)`zoLS#))6MMr#>^ed0xOyJ&&TMV^Y;A;EHjKXN-6XNuYNans2qB#@XM8L_-6 zx(^d{Q(XR7jw>rI)X-EoDN>imxU`hsF8`UMCRChWmPk{wR#XahOt|O6`S55iR2~Dp zIBn|nwq<|OhQ>hxG6g$x=>K{pLz#F%c3NB(S<-mIK_|ULZZa8;g9GODi62bP-VAKh zj|mgf4_sN`S9wCUl#}A){6RpYc!l~*_UryJ8?4Y#fEvNyPrFHNM0L8=o!K8zx;VL| zgSo#+ALL|F+{g%G((@l3T?GK0Gvd4Gb_V@(ZVr)S)cz+>85)Sp{Be4}1$t2h#OmRp z6B?E5w(FiTlS^=b(g%?XI@&X86-R&;aO~8ejjsa7IdM1L_$UbBBWc5+OfdBdPLOw| zA(;*ccMpuVyo}b1NR{~dzq}4=^@@{oa7ao)&9yDJqU#x%d2s#t zL)DZ+yTF5w!<JXmoAUTIe75s0Mz$q{af6>_BGhh)e}rl{)NP}tRE9WLqYobp`+XUzYZzhTt)vGYwxs0#;N zO1TmJ!XJ>>U;cC#c_mk)7M2%=MM>_ykT#s?QCry!R=~pQ4fL<%9LZOqrKiTZstQ=P z{QA3}zqB0t@W|hzIaqe=_itvPAe4OkdyAL&dCr`BdUZni`P0=}FJRE5p`{&5=T=o# z#>JhPd#kOioR~uL1O@~R`n=~t`BLSb82!&`#C+Ji_A9Mp0d@9|M58QlM9Z^lG2@sL}RUZZo?e*X3EO*Sg6#S z*CWPZx(g&$Wx8`b9{T$3%q&+PYK2NunRPB7W-7_jBX zZv`%Ff4O+)sqA0dR@GDrx*6;8-_|`O%==qRv8dZ--(pC^LlTn@rv(r&;p|yDBba4-El$V}d*@;!$^I{9v-XkT!>l{T6etvzWLo59yPNXJ1OuBoMN`xob7t2p{(P{LhSw z1bWRh**!mWz6P_Y{0x2P>IHXz`mC?7hjuxx>?<3(HpJ#mZtJIX))D8Zy!uoXl0FwL za}0zXNgqchv^1VP{{+STIn7q@^FvKE%qY&s1uZW5rat=6#+8Z*NC z?#!)+(RYmoZe!o7kVS-y<@nR@tQ^ zHM!j~PPog5X!&nThr*0KS7+aM7Kz2(U%s2bJKaBE^LqgZK)9G(hHd;*BOCXdp^2jh zGYyNz2eKZ-j>J1nc29@z%QE}VZIIr5N3Ic3%zMtUxphKm;3vmV@5FsJ zepx&kY=tzh7}VzyKoJr>_ zGaV=C+)KawXJH*@WMl-T+ojUVkY7vdv`p+C#oy35Sd$O)%7GU?q@1+g05|p*n>)5y z70&VKi<4aJgWk{HwD81OVVk?bt2?$zWCVl;EeMl_3D%WE&$4A@agI$d(#Owqz7j)* zQ>+pqN|`W_#P9qTrtYPSj-!*>))!ZW!K&B><;Ma2?&aBW3>r24TTG-_SXIU&DLp+R zf%-^DNPMsNTTM+|AYd@)N{!i+Q*s8~y3yl*+sXfHD>reWbmu%@GoQY=9%m&)dU!cr zqr;J|ZQxn+C7wuZps7-$M~pTV7h;NbQ!5>NkF%b)VWiDXFYMSEz0>*XwA^Y$t`)Ov z&=}BRot;-*QD@^992G(%Ki&3SkiD( zXR|YR38!iUzjQg3{wCl$!NN6HFoo;rhuf+qx?Orxn#o2z0-ODyreO{^eEV)ZepohaeC&8U>ox;;7rO@U_L3H25vAgds%wc7(i?-^O4%63a zo|s#F8^qDiLW_Ie3ul%`JsH}w6n#NtOFP^V9m7g2e=_{lpesxjOf&FCY?WJe1QTGGQ>df0E3CZ$6e`JSP0=F{$8=)*Sy{SU;Ed{J0_(GnwilPpQUr_lmE z%FABml=F)}h~4=h{RK|!C^3K0!ZKmsn&Aim3yY)HyVYg@W(*@WAlUr}jGW4R-QL>b z%?%n7l+FI{RpMjYNPiSneqMO@r@xt@X!Rtgfr)!Ach%#YHALlcrVwmGB*~F0eE0(` z;Da6VhF8e>TLf%v(n=~HwgaP!bI5APiYsSq!UDUVs>Kqc?A^v^hYJqm$4Z_rH=&vq11C7Go6jgx zqCOx!obR6FSt!j9lZ<%xQnd&86g$?EQ2x|O>^JQyzg9BD`^Gi#=vM}5;2_#c0#mR_ zXq`GyOy3vf49#ruLXuWX_MSVt659q`^YbF*A^tgg0i^6!O1*s|) zK0MN7n{Wxpsio_M8#<*&-)7&QNuDb*8nj?z2yQh)H4$hR2G+&$(GL*04c`#`Fz*o z!a!_MW28eYY|FnIhhfwnRTHmCLtx5KmR!@%Ykqjr;U7&rU)Hu#%8Zh&)DOsSnmXkO ze-Y80dm079x}HWH6{^P&O7DKRKF}8VvJ(5lcnBaEAWMtQy>cw?btHn*cUkqu&iRO~ zIm-ta=_;k5T8sDsaRQ&K8vf9B6#U*y&oAB!t>&H7_Qk-$85Ze_p8s0UoO3MiqUpLu zs&@$bs+p(vb6IG=i-DIgjEv`(ZcC-YU@B2L)?Si|A2oD`ym914G#r%%FGbwQ zQ`tHyR#uX2>@#haWeN-3>dC&={CD#cll4s|CFkl)m!;VRv}l+BLlk^jKB2ShF+LG& zd;R!~=&xdKW!2;dCD>;y2N?zgZhou2*dzGz5SZHxYD^fhwcU<Szz>GpncO4wVGE?L^PInWQawu!*8v!%T%+lfZ(*L*Et_Z&e&81J6ytQDBGA z+ARg#YC1M8OiW7d`5_mz7MF|7zhUKfbpM>j|78pVVt3wnRBO>deZ{J>^I4m4M{?wf ze+Fo;r}bzFtGEOUnAEfN;V^rY~pqCZw+P~b9FW^bHCEN*Xu4SmozTn zS7R5r+!m*e*5b~bB^@^9lu~PqoNeU<8L%+&^5%K%Pf*FihC6A<)rG8KQcLeepSCkJ zVVKmv^H%)pFa8T?UpX>F`dslaxd!EHFk2e$e*D8pS@;0+7?QoSK7Q@QT_TaHzG86X zC~1!^mE$bMBP0TqW~nD%N8Lx4z;n&5bk=1kq&m!K-}-}!*&}5XYJcRHkVc%;x{xW} zeG$jUpSC*U!Xo8?EF|59r<6E-#V4+qcC0fg_wT>sAMQegKWS`2-!Z;I9<4TPkpSi>ix}meT1c z4JHTf25W~m_-uayHTs8b{pe4VRTgRU>ficvk;rn>U`NVoZ$pt~SIyoq&!+oMxfcCw z!H-Mof2DeVoh>%2ma0kavCZ=Rh~dsICG@^O;Yd^w$BIp!M&TewK0J#yD;V}d{=dTf zW8qo7upped%qsib4}rPHIO|`_wi^_ara(VAEE4mZm?d`c@4m^F`Khg zg^!6yE33L%UxgQ^_ZN%|HXGtgz6)S@o&x4CEwCLOW=|^YtO^@u>rlW<2+4eJ{HG}9L`fl6msaaVmx0qiggA8?? z*@v1n+cynFHR4x1?@YWQCB@8refFL8-M{TZvp~;(51WVOMj~5WFOupBS+;d6a8B|H zxqWB5bU1bK1J_Z)YzEx4zRp?jbPM3*)xqM&H=}bVn8(=!5SEElyrVV$eiYUEm~AEtp<~@ zRUE%$3r1lxPfmO~tf?s_6i6*@9sZ?l{I;w#f1Y$D^*1iHZ0Wa=A)El-`F|xKq=|ak zUhc4r^FUVa9|HWRtewyQ^y#{2^H)fsXRglZA|Uq;MfB-=WpKH19!#%$4FW zvQrBRlm;h3%dn9s>yt=Zl1X2B&ZF)h^Q7<+W^I`b1B!Y0gL?%oy6(i!oYeqLK_!)_ z3Amm3|6LfrZTC;ydrvPJ=$?>J_2;gjuy|+xDag1PW`M4vFhq^l6;e1B+;J6?>ncwiuVzA!L1~V^4^LYQd4J0NSs)FA8Zh>@zjlp zeJB3iEeRBd5p}MFwQMr|M#)ZLpm)SAj%|JmBsyd4$l6m-Q>v{_ArsNy4_?FpUz(`Xg8_6M{H)ngFjoq1C zwW90JP*Zo!CGKWJ1=`#i8dbL)8C)p>)KDHnE4h2$ccW`+|F&-YtW>&$BlCP+9#odr z%9$(BcVH)_aohQRL8Q(5E+QpZy{P@7Y~ZYASFD zAMXMJpD8KLf4wS>s!S6LY#p>IfX7&E|B&nFO)^HA=rsBH_l+F>Pqi*Gcz;RT z@|~HDqs?Lu{`RfgJo!o<_--+w8M=-O$L8>qf2<892^|NZ|KY{Qc4|zt7!_M+Z*JCkqWtK|95+|kHODO#nb!NXzYwDE2aRQOWAjta+p80AE`6kGRFPNKG3S%s*;o zh4goe{ENr?X|U0@`ELk5oU+X18w@QpLA3aU8v+{WTtc8{xKroyc6SzXg~VG6G7ofB z${OL=J=~J>ewsdtZOh^lNvP-zwOjf^2&hgkX1Xm_>A|FxU+m-xfeLfuVmY@IjfEyMY?^^#LOhGA~9l56>`1X;RbKtmvyjMnT7N|0K4+y0l z-K-b1rF)fU7_V93X?Bx1PKG^;M^sL~b+Lp_Ox&%-ymGf5N?y8^G0G}vt&LwRD$7{! zap8kVgsrD)rT6L=X*tqpt$D!{>PRX?yWARhCoF5^0MYp$!ehl2IT8T6zpfaAsI!qN zd-!?!*KIVHPJx=YA*&n__0?f=$5rqOFYbkiK7B%5B_ioedz}P>G0n+FN6t!7pW~l~ zdSLKXl*@0mb_ok<@h}V-DmSi8>WjBN2>9c`)hYi- zW(EsqA8_>J`a_-~-|F)i-Yba@NZ>c^ZH8tWGYq9`U>#o8sp;80E8yPjGU>oT1uYo& zJx>mDt)h~NWZye08LJxj`q?bGonp#i!=Q61kE5Fqqf8f|T*tuoY50Yv?^7M|83YS$ z)7!G;>X97BY>+9neQ!p`BlkK=PNONPhA>%a=zDUh>+7%@t&s)XsbHH&U2B)hzsKM~ z%Z~j`8El|a_cS#2WTJ9>e%I?% zqa7N=`Y(GJJW0^bu#F!9X~@~k%v)nq-R#VY zdS}plFIRndUFj5C{hjL>B;>Z^fOu=?Hym)!ivC~i6k)YTT4KQuj3Wf#mScDr=-K5D z2TZ`>2M+z@{nrQTEdR5PimUZn2jtTxzVLyODAVx2QfvR8L3!GMfptsvsh`=a@ION9 z175tWbs#4Bo^>_9!FI5InKzC}j2*0`3fd>NhG;kd>m`v~Ve`FsV$AJeelOcTdAzghw#4*JsE&om6c5v{GakZhf(RebO=yw$ zPs)7Yvrq*O-+y)LTCQ${U=F%4BE|>KA)m5lxMZ3)Zl>}F>G!wZN`dj=iyrsJN$bpFI-#s4ENblC#wQ|;P-p5*!^)H$Nv zFPna_a=`Am?H+sOI5zA3AGI_wHq%O&Y9j~E!imkybemQ2*&{NDOoZyg(L9guTT1SV zn-1_bePix_rz7^y+I{?`UAct8VwQMZTZ8${jNkXX}60)AEEax<>Ny^R; z);R?4>}}%{Ki0jr5lw|wc&EOmL}L)uH3DJO_`tfGV+G&%Y$X$SeK$SmyCOAzRD`5_ z38(?KFXMR+9k*2o^7%#lK0=q(s9A+Dc&NuJ=z#1n(($R1+VNZ}pc)mI+l}7VR2YK` z(T9A)_@D~ewZP2qUbwZvofQiOCEE7eubGy5|l zG83JY7uJ_rT>9X%8OuZ&q_`CI?tM#O+mUENyZ?%64ZTUn}TBcrsPds+|at@|R* z9}X@($(pz6ByY1S)5M1;z*qO*ZpR1D;v!*+|I%_T<+YFMZ2&rgu4-v7ZR}ziPLA#0 zgo>nW=MC#ou?LlN#kOzmSQzav#b>JP+8A+bCk5i@k}s`aVZlc&C&{^){fyMk-#fJe zCn=m}-pbdt!dDjW9BWfTLO(KJNE_l{r-CB#$F@W{o{FElwv43`Ta=i#v(Lv(a>={l zD*n`SX5BKSjNY+)gBKtm$X)TQ6Xu)IBy0d-wEAdzqQ|C8u=iStPrym6!9@!6-@oc! z&+aAwT;_>2ly{1LhN{x#j>T{qvbUuCD&due<#PAV(u8f*9I>N5Lb`7U-L)O++QeiN z9rqe`&ah$$N3SSs1)X=wY;3A*DbO0+5fhU-Uh&4(X_Y|;apk>;XCUhd;cuN(df@@p zxTpngtK|0-q}Q6ntQo9SB)X8HmEqU&mJ`BmlqMU2~_5{FyR{~uBBz@FFlgbVN3wr#U98{27Y zHfCenO=C7rgT}V)q_J(QNzT*voZtVQZ?Lbu*38_PH6Ug^+2PW!3&adGmAb6>wvr)> z7x3_Jdi}mCqM-73N0{X=)PPo$dl^XXAF3{H>E@Cw6w^3ej#uElY&eqZzo7TU_GxvQ z!aN)j6-!TAkbv4Gk9JT0F#3O`_V#0$|CFa?^z0wJx~Cem48Hea|_-g#?b5X!a- z29thinu@7Zp9a26^fV#tlATs*rxK>$&H^-Tm{uVdC}9o=VPJ+31{m5Wy#+kv5dpPHFrl=@_<5p@y%VM>YU~{O9fPkXH#IeiHbkOkD7MFOR=5H<- zLubl_20~1zo>X~#t_Ba76T|}+BPY7RjE7(VOnhBMqw0|>G z!*sLYT7z5?^s)!U2Xz>M6cBQxHdN-zUlRa@-)BR0vst+37mJWLMIJ(yI+eS=1vfGUekppt z-_Mp4f5?DtG>@3=makK`+2-4qfMQTBWRhiI9!c&!j?Np!f?HtYiOYU%WoS$Ny8UD0 zdG&j);_7l~&v*7*9qt1XZU6f_6Jxu8MF_OWqe6fdrP(|3+z6+MZD#2e^p9~?@(TCJ zAAKirINnkZvH#i_Y*#}N2ue=tL#~HLD0)JY>4?n)h*!UT(+S+UAf zQ(!Z-{rk;=fsekZIyA>bo>KZm^BdXnc1lq~VQ6ZWNphNirP&<~xcW@ZzR`f3g{A2f z+7(;bDK>T&*)~nwFqu6n;!niMDB0a-&ABq{-AHDgJEo5fhIXm9_N&>Xq+`ADmY0CA z)DnXq`R@n}D_`C(yWu^t|3ylsti<8cA^ry#2sdwhIv#sxkFCV)Xs)ka*@q4=BYvDt z+j%Ek?|3#u^^~Hf&{rAF;t8wh$!kpAIG7Do5`er|+G>uxa!Uozw+AfV&dHfDE3sT7jg@UX%E#uT?kY-86Ave?Kz~mub(8 z+ig$RV(wBruNb1fHzy<^LDplGfR*_FdiBm;7cRGhWmIL_5|XZ-*oN2HH!)42L8Ua!d!aqqZ}}`_HerLc37vY z`@P1l4K~&LFPv|Gx9WK4`LSQ!o=a5UFRiagaEy)8vn&$J)3^P;;C zjtpOA@Xe|r-+wbCuDkje6xTs;ePW-8Ep33~?OU0ZLA@+G>`d1;qX?eSg%V?th7?X` z)gk@DS`plzd;x&=ro8^7Wy!a63V8@9!q>Rmn&)80i;xsz6H@ypMyPntx@Xl z;M!>>kDA(^m|&JGLa#^?I2jMBFjkVq{Zp=+&c~pVij=Mq3wG}Cms`@5 zWOUEthM;%yBj&IrHE`N!GCSjbZ2bItCcA2`CMZQ_sc!%EM+M8}IG?_7xD*XscojX{)_n+RFUH0~G3NBauIr6feET7s$oBUUchR$;Gma~=U1(NXq#~5w4i?{3JcqDey zEp^{%H*`KFNv%tSfe{Ir1XdUMa2f8uOnuv#dSPyxW z9LOl1$}T{;5RJ>(O9|lGYJ}>JS6pl6{(2E-x=?-3%+7*QJi($TOnu&?t8JDeT0ioo zx*^5dZl6#0TT|uy*;g|Y=6Eox$Sl6e7>4$JYyrIjMa3i~>H*>GtmIk$Pg2+^AN;?; zb3*^cKDATnP7(JU9)NngbD7x;7GLCS6+&E5zHZ455daK%Bx5QjN5JGP>YyO4_AIH5 z=w`t$Gnn$!JFp3n%q_>Q=%%Mo&nt&##eoeHYYcTMvzO_iBJ!I8ztl%RxvA zD{s4YpvkpDbgP%`)%CW2CEnZse_=3Uj6PB#hUy7@qBA~5hMn2W$#=Jd>Ouj4zKG+x z5q>Q|2KsEX6=7yz7EY*Cmed#?7K7Y^`?;(^g9}EX$1IS4@8*MURmojGch85LlX^=+ zDGO{TxrYT0Oh9+@PSKk+=ec07U)Y@LjOBGCJ**45(Giv{KAERo9}wAT_ongvl3ee6 zWoXM1J1Z@#-NK^*?A1ANH4vCsmc50Zbz*8!*1KyG)I6*=ftt9 zqSW5i8xZ-7=D^Ppt;kx)^3|Nilh$4!g%hG#{PeFB#a&0nOMGi^Y`>wr+;ig3*Y$$v z*f=BJr_akg;ZhEdjSxV5vLKJIR;$e->34EgO_5cyt2C3dnB@Vcs6LCaIk(urwReDU z@40h(^ZR`$Ua?}F7SXIb4_vuQ0xQ;MnYUa;Etm#hj=42lTM{5ud^}BjQWvs4vr^~H z-D(Z&AY)4|4wgMNu=Zb5@R4)gp@cg%L6f=`N<|$%>|{OY-*R6-@uSPtGx!GtToym? zZP~Zbu5Fh+h%S%MS5KAHmcGh0s|;#XTc(K+`N3_^{KpC|kN>xT&9Cf48Y2g1=n>tQoLY#J^6#*JCHIX~Lu5CGin zu3Hz)fimc{xfLLGwbxlC3%!kVr4pR?Y`%CZJ)<1=6&74hx|gH&_nx{udH%zNh<{Y)R9l@_YIqZK787&*O8sF5I;%r@ZW>&=calIiurVr|d-l8&>|juY zCk&wSSn915{Lo+3GY|w|d7W%&E@ib8@H`d03F^-vq;zwMaEEI}IM9+MAS$uBS_N6S z8ow?QfU}tUIS0uItwv06!b^0q6(w!lmJqgwm$*;Pi|H$z6YQE8ALr*;97Qa zGP5s`0pLN$zAw=cOjtt5tO|&eI{h$VQS;*EM3hscO0DRwyOlg?URZB?NEO7<$?IWl z=Q+LzrE;JR`Bbh%Jn`~9P$H{dnu2aoIvRZ+qyF=T=&wip z;Nzg>Kmh19@FFy7*KQV}Y!|1e+jG*O#~Lj6z)lhRU+Nv~CAFD*ZeY#@1K8(X4zSzt zUH)9^tZdpKJOugi)7;L4`0)jUvHDpFLubVm83O4z-S&!Z6m ztdW>w>axzd!7*?2vA1`tkik;cQ2M&1OHgZ-RMg%Tc=F~`(VrW>$k7LYN;v_^` zAMKHc`dFd+{vv+g+Gd&`T(4G2`oin#Fc1((OAJ6*dNiLJ$R8sUe*!@~->MRoERk+T zJ5UMnPl0oFo!!zAg&WYmX{H zNA^~r4JM`HX_J%w)j8t7c8j2rNC+Q`r~kYBjSTg&XI+fQjF)^8G~68Y7ubla@gaK6 zaH^6d5LA8s2UR^p4izKo*qW!sZpiG=`my+qDPDa$7V%kIg3_9-AobtQ4_scy{1#0F z&{mQv)4NLdDnBp(K}#17S)W@rZYgcjI61@O(=D3RRAhUz%mkfIEviu&RrzV@sNF(| zk()?#zn|g8iaK@#vBh=`#oP}1^SU9BLi+Uj<*I8KB`Ip}#!P?KdGv$|68NXl=@G^% zgZ|e*rBM8+Zp2jr4~W3=*ev{0c6sUM-ZhI^f%o1verKura*w*In{UkE8I;{Cng%TY z61iKqK9PSeTVFk{qX~Yi2@$)Q#PT#CqmFjGC9jKoIpL6!8*9UBaWKcx8OeJ`!{|r( zj$tUHgr_-bYk15&80ks8WRZV(JbznXuEI@+jYolLC6a?=z>#JH%{~regl|)(U%U0>=(zIh+QQ#QMHF|)zgbB;Tcj~BD-;hq-ru{ZeAj` zEv1B0l30Z$o8;lG14p_Cf$c-)_=8X={oHfAgzSLo50iYc${NP^?~TtN|73Ol z4;lXbyPMpfI%kT*5RKfvo4~W%hUF>6SLxq3RLXEf(Ou^}!i6F!;{oKc_?@oSm}jzI z>@P>_deJX9v7XKJKP|D(?zHqx^O`Fzy&N<$d5KGZm4!8ll$Q8}s>Zjk78_NXP%Q#c zZh}e`ybbS~eNM4%34y0U9e<-1{xAcYtrqi>wpQ8@79=RAj2(=glgM%-&j;1P7kY1)_;Dy@7ZYCV#+ z!+IN0Tk`JVqoqzc)?UPyoPNkZy2>WNtJ*Voy7|29vZX@7 z49G3V#PMZUk{d-{{?>E!Y=!ZYBlQ(5{Ig3bK}h~mSK-*|PN2{hb16?0rSlYa3XIQI5Gxn^8%vNOQfNN(ePK`XBBsaP(}* zWT`+9z@MD-rlavw*<@>rDV8cf1xJZTp|N^T!qDwnUd{V=!W5UlgAQoO)pQmxU ziW=?Uu`Pz2Og4UQ5Y0f4mIS|e?HX4;9AX^m{Rj(vQ~hyso)rTs!5P-~KQ3&x{$`EJ zS7B4T!Sg1zX461Op!LT>A%@58PQP#dmZX9L^*QLpkBJvRY1`PxLW#U(6BLOpW$|jH zj|h-+Met)FI1@A=gL;&ahGD5c>-CQE7cYOpPf@GmV9M^~@h!wnpw;)eb{*2v)BK^$ zw=-0WVKj>wG_Y?~d8%ddnAlyFwC9}~|91GJaq8iR5CQDM0S#k|_h0A|LCI8sRAilp zpawRv)?LWbA<-Mct$UK-&xp;fJuAS0mzf=O*0y3;!~z(~+E> z*BP5INu)r4T$JUWz$b>wfzFo}VXu!m z9+zlqaRgM$Q}&R|DG|md!vB}kAw$w84wsVoT2_2oH)f~ryi_C4Y?93i0^Rr7A7Yk1+H5wa$gI3{+TtaY*MyNBU<;vr8VFxy z72@&-FF+@9w|&;xz*<4c`uS_Gm=IeGAQ6J04ri7QT0pzeMCSARi{x%F-x6bo+$*n5r0ThRMWng8=?T&czHk z(q0Al%?`mN42e~b8UR>O~^(y?P5TQ(AzO9+6;@5+XE%A6{QfQsf-ErloPUZs_9&#yQc zA4IqURHxx`k{?)oj#2sGx>ld67^q?odvKN|;wi$CS3#h#Vs!_?n?ReOTMyzw+pbq$ z?*l9J{%7xtFW#=b{!`L zgudaSutnA3jMp|YJ<1hNh(Tk>L&kOH%HRJ&jtuW1-|>Qtp4cE!{Q~`aYD-gp?k8F? zs_P#=8AEC1DCkt>Zk%GUJ~N8%KV9#hpP#FhC{9dva*aj&4|fxYw(ZY@vJV&l{bv-8 zWF+)h1;R%EVxR~MI|@7ibcGv}f=XdE#=E^o1-iTV{af+E_?!cTyhv%AJO!LbWdF$p zD#a&@U`~Arc@0ZKiqMJJv0C-t|c&94_SnkW)WFpcPtTP}ODD(=#ypmveoi8!9{ z#v>`T2ql%p(4g5df9mjcD;VX!N`KP@)3o`!E1B-S4mE?2*fgjC}CUUdL>x8!u+68`oUng93xe1-Gi|_k&0^8 z&tu__$3Lft#a&vBcR#>CPQ(M;jtxng>>n!;~<89}#Z5GO^A_@(m#c{9} zeIs8S<_Cv3I6p>5x3)c%TbDw@kx19^;Kvv8UQ=qgcLRDQ_IQ2h?a}ds;XI=PClmfj zAOBeL;8Ikh@565Dre~vWLb^$gBr*=`!cAfAgs>-vYNnU^UJ*1=*(w6S;dvatEJKVR zJg_If#P`YpUrb@3<2=ZsdOt%~`*;UTI(ql?)2rB$A8bVfQlX%B-lX$Nu{ z7wuAK^7p{5pb`5edj?86(+0?eC@s)uM0Jck~)~45=pD8c)rQk5QUdeL+K!uRcwk?BEPrU$p;)Bzj01 z1lPyzog0Kmt;uZA&rK<$>F2*7Rl44*9Y~A?s>gtsfE;di zxpFHbQXebQG|0q$K$gcFQiWSc4L%_{0}@B{)e>rkOC`|REXoG4#fy%F=;AYbIR zJitRtFQn;@rWuvX2N7UkTR8k!mjbrowNDDf=X7!&n+NMZsYp??c8yABkGX(S)e#9% z+Z!bmfE$#)_KIEcCt$me+0=2(L|;=A>u9*BICF_N=LdUO*|M;K_6>F9?V8Y>rDaNe z`Xo3I=yI8JHBy?)<;Q84z@cHBvtJA|EY-`#2MXfXO-|rkYOzH;tNiiUK#nNZn)(E z;`2icYch-uO2CEK6_p}uWWP$Rz1FlL8ZCR5V`SfHpA`Ak#Y4K{e8;!qcb0s~QvucD zMC{oZ2N3ZOt`EFYBy; zm`MCrpE?KDd9H@Fxu3|=KfY*Jg&*enceb{^Xy!rz|2qLG2SA zTL)zjo>dE+2rsh6@$W}0$A!{->gd;F@QtZC)dQE)E+*fj%S8x8RxmaRa_97yAJ=vM zT>ZK;nSzqHf>;{F&|o6u`gM!%bCiL9FW`nitQOFHV)OPiFBV(?4K#;XO(ZkP-0i$n z_h@7Hy~LsA;Yye@Q~J6e2_Y;(|85dd3i83tf|TJKt`$u|N(=i|*YS40=+1)CZXW5X z5P7*J(}Q7;3IHTSn-gPxoW|2X{{pBt;|}7J+IEAygwF3o{b%2r=+}t=MvxVN;`a#{ zKuWzjw?=ZU?6?ok!bp}{*{|*d00z5m#AD|ipx*IXcJ)xbQ1(%EvD;Z5lSh(Pg7>;s z<$4x9ww_XyPls%@)enk*edLlot@R}Y4~vr5kSw=4p;Gx**utrk5vmFPy%Y;)m*GM~ zfy06am{dNhIi188rzG;&dTqKb!;~UAQ$MK4eVY zT@fC6lz#x#Y42ra+b(ujgnN|F@oN?48_kok;z<|w5JxP57beY^U$#amsaSgcuFU{P1ZGQr{W@onm+o|VZuW=cfd{5ne+lt644>FT0BDJh zsV4-FDQmTUI$j8Ke|s58Ot*h@!n|wSt$0S|S*0FAJ8XeyqVU7h)%Kob2e8@+Xa5+N zc^D{R_zL;Lt7cs}cp4-o;%GkpQagh5#T49E))-vDIK74g&7w94;5;y8BhVv8Ht%8Z zH4YNn`>Gz%WJKRLlTnWV+wwN2mSoBO()^{W_KqCYMe)MALul>pKG6Ec6FHsnEq$*J z@~_Bm-#9&Pb<=@q5OcuN;OCnE3{l5HzDLZ0r(603g9R`12dBz#n|T=qBO{qB-@0kM zAT)4$I3?`!bX6%tq}g5f`(MPMYUv2Ct6ghviTZrKd5lWZyx%xAofgDepsC~r5|aAg zXCy*)Ca=LNV!ggTU6-%s^zsZ83J4}qoZm(JRi!5vdE`yM`# zBK7NZ#T(v=NqP8#Zt|97M;(!R9R|K-ZnHdHO>bO&JV%Pz2lj>Xu+1&63;bnlD_(wJ zK-x;dv7_3GpV;!w6c(5#oa7iO$D7|kFn6$XX$qCRvA(bxdiqk}Pesz@IjxKK-D5S= zPkj@u6eaas_%-0MQseu(AfLINkwf@%uchUMtJl4lgL~Zmvg@uIw$hmqqZGKvY!!Fh zFD||yS$NSDEX;GgFP`3&V{fkdZ=x=&=&@wQ{T^1GAGZz~4mmf_nSB!}a-XoU5b5Yo z?^R(Qr$NQwizRWi(w4vzB=)Cz-1pcXRTPj)66k?uqj>8-Da8kL?{Mz*Qc-A_buM_? zcpT5^r;Pb}T=U)-S?P1@P|(Gt#=||EmP= zsg58C(7Q^AsFeRlksc?Fx9?>Krx=Rn(gjC4m`K1bzZ^V7OF>|__v;MtBRg~kT!J4A z>SkGYTc4ucOIBGKe0x9Vbyh>Xk<3iT8Hm1!SJ%w6f&_5IKIYbM9sV ze;mHO>ja(R!~{9I@d?MP;26p5va)aNKQzlk?iCHjHR-HE)G7t+`r{l-(yE<;sDn6I zbW4%m`3NsCd%+`?N4OSK()~vIY^l9*4Mbe|GIFgC9{S>w#lRXuM6DjvC>~2h7(YI~ zbQ_-^R-C({&t%jQG@QM>oeEg{A3QrvA<$zTwIeTZ81R0S?Y4LcOHb4Hrzansiwe;5 z-Z>w8Qz4rbIc_q&O7LfPvm~pI?nQqD=r*s+ewt&El2^pkT-iW{fr$lrdTXzm^1xz< zB%(xtqf$vy4F`WO-u!C!A#R)5H3Xk1t-*5r*UhK5w~O6Sqb+ERR$R%;a#XG?TQ^|= z-85H3WWz;Rh26rcX)jE~JKtRRh#A@eA6Xr|Lra`wAfV?nxyc5($;%m9&0T7v|F`BF z^SZj0M@cd*jig#WVPos|`p?w3>BKj_PP2C^(QY6JF=upgVVb1nJiNMpQ$#=D+@R`L zX}ARTFDo?pId?w4l_q#6`Scc!(@2%9O;HViHesI=)2`-%RQB5q@5}Rz4qZxg--l&O zA|j%u7gyjvFyZ``RqDG7vQ-7<-tK5JkH1P?&U-*!soV8YXM;>pxQ#8%Msa%3fIZQ? z1C-^|Eue%9!V-M!lWS#^u-U9|iN^yRL$mM!c9j-4_%e@sv&|?NQ*xy!rPn+)MVm^FsyE@C>v)2g{ zS4pu785#Y2tNQ{gW zif(TAw^PC>fJ4`tyP_iU|L*^%Y26MSs)`oD!zmu@>%;rdumhCVdLRJ8M>VbOb5R75 zry*hXZ{O(rzaZ<~HvF~^nB{_vkG$*Ljb^-ug82lVE^De+qs(J^C&hh_6q|93m|EcP z#&>wn;2r)_Y#$yM4f9>BnO`Mi=DokoQ$??;G(Tj$Ek)d7nnn#4ENJTC#K`liT`yVo zn8$*e(VOahAj+HZ*Z%dE6$1!zK!9^#8TwtSX}u$k709RrD>-wy+G^l%{`)A1K0DZ$ z!92%0u8Y97i7PZdct35<(p^z@VVr!avKJkOofJ{Nsq!o^dNt0d3C3VDOf9pdYEe4q z!lVgoG+zCg{t%l@u1_lxLTqMMP^6oTWyCCDr8kisAVrTf@!Pb~ySUW)LENMks6?}s z?jPb|v%hC(=WO1wHjS>`D!qT*n1U%!$a$P?d^ESI4D%SUwCX{Vk}>J~f#;IqP?b2dk z-97tuC`9roW}Mn`)1f6DpmWbrdOW_Zp1!IPw_>TS>jB7hD1cy0o3V9=44U$*s;z&SO@3$b4b zI<7HkrJc--s#_|SN~@|EF7aCS4Eq8csWeJd5Z{sNrCIlNY*e$7rP)3JVjN?oc-cTo zVKd|;{?_UO*LOR)%E{RYyT#}D-b|LFKg<5*POOq2;@ieF|pzx7L#f`ZZ|#T2fQOjIPp&F`fGv2=c-3~(tG`XnxBplYRB%)_f#Dr#P+Nok2}3POH3&de>Xh%Tm2RY z)mgfxWc}&cKo-P|N3o-HO%3q$vA}i}u-~>Joli^+b{J2-0KlU-uKRhTlXi6bOzLQ% zc=40&Dn!i&PwrvguTADjc^a)sxL7mV=^Ti@1xM3%05(`P{aiU{TQ+ImdpX0Ox&$uL z>h-QF1LaKY{q&A{`?>9Znfa7g`_zupoO zA~9?q%}=xWgH&98gl(&bM;k4oftciaMRBK+`q1EFMLe2zGrtE*#1DRi>-Bg5FP(_U9hemw6L-uP#8yW&m-so-Kq=9p#t+} zgUllf@*Bw4C6WWtKkc&#yHyakn9IePhHFnMV=$g}apnI~FdjMQ;?C)rW}PbgOYfqa z$dixiT4_0buiL;jK9jFGRmcS#7h2iXT`=WGpYK_jK{`egFo<$Kly_@(wP-A2dt@4U zM=U^6Pw62GZT&m9Tx%tsN2onHCXi5q_ZwZ&G;-1T2B19`JCYJ~+uTlN*GHEO68~M=U|?lzhj(PuEQw zUI@U3|HoTMNQka4AKHJX$NbN9jKgiH8y1l+06=_I8PVl%&W*;uZPEO2)&H$Ir=*&c z^P^DR54Q1O%ODQ7Rx{w|)maVvH+)*elf?mmBzzzMd$MY>85`w}aM^52|^V?U$~l%N7~dOG>j=`h!Dh6C|ly+w@6=*V^>fODg~VmLr6uGoveH-Ji*GY{Q2k(ei)a? ztUK%LN~0t66tT zWc{QH3$pafqTd%agUYXFzkd$|E4d&beZy!d*wGKX93K&lkAr{|!unYg*Xo!84iFAK z`6LXpx)J7N1(}=e9;Ywqp(pKIkjI3tEquCk{F`{HV^pI}>~%yIW=!mRH}iu*EACG_ z1?21b|COWgi2YXX_gmUd>tDfuzN>xH4_>xiZxz#rFX!=%kaESs_|?xXRJSLo-FND~ z@Al9e>HklJ(jG=2;Yx9N#7F%c-qlDD6R)uZv(^GBChSo9^v#s(vdTMhWKP^vfV%XV z@oU=Ufj7#)=_BawxVO znCJ+(jMUi7*i}KCGuIEcNA!ZBq(>oC4Y2EfeZ?E=`ZvB(3^pUqyP3}$Y?FUiBhp=} zrLbRUhxSwA13H$fa}@|T*cvR9^ll6kl0q@g@0Fi@ zqVM$O?uZcX)>TJIT*A=$d)!jWf3Xave);yWv5JwMaoxIOA}*BL>HbL;HB6Klr&&*W zbwK@&F&9d`Lq3p-avLsETZcL)@tf@_Y3*Go1^$EAjz*b%scG*BkQx3CLn zjTQL@0B3|JO9Krh8WzB`BX4y{;Rg>DU9qbN$GBYV#AY(Tq5XK~v|Q_Va!P_z*~|$l zxVUZlBbH#nSw8~U78?1;BZD~Cf3EKJ>|`iIvpx9-V|pNfm^b)4=@_&*TxnFERvW-$ z-O#c2$GI0jE}Hu1Bq&9}`wj)sKxB!TUc@{&*)*X8AbXc~b4VKNx8JY)u=gtvx-5dl zk1O1=A7@5`)kn&eN3)nKRNW$*VLC#+pJ&ktgIXgn#r`SP&`*vz$Ee+#x|1J`tLDLZ z<|5;`OOBo2?AF91Ye~QZVtTDp!z$+ow7d*R#I+>2jh z(Xc*rsoK3{#Ta4&qR5V>AJL)_*3P+IMw>eOJfnB;C$~;cYz`Y{^&;X7iEHr9NXwPO z$1z7i(_=sPK~=riClW;SN8}+ym2)hDSCZ~mox5HW zI5L$tGR8~J$jFE#_ypcPTO{{*vA*i9Wp3{1cC+fxg%v#jD66Y;+RP8*)ZyYHB5i+) z+W)|W7H2i-J-mf5R7g4PH>pv^EYd{T;Wfj9CypQ5hSi+=F=Cb_)B}^UEvAw@U}EgQ z86L6f@P2leZC70Pe=XT|w6Z!2-T?z9ybc}}Ha0G-h+$h)wg;oNl&v0HzIX|nH8F~2 z+$sdZ<{82E{{N|GI9wIWyZUNhT&jk+g_jE7_C}XI!4Cy)d<6tKIORRiGTfms#`vFd z4u>?kqt|2vE~3lmKz{h!SGYu9TbByq^_FJ#&L-ExQBrH@h^VYaSu5MdiDWGn5|~0Hk`q{j(>QtcTMZ@M(PzAEz(x``Ttykq(ia5PTkj zHA~fV7pa?N3zsVcCvZZhln>oo7FTc$&)IxbOKHt@t6#{^GY4S2kh6SBj9yAZS^}Ah zkPpkFPN17$0M-DUSyjK(bjdphM#~I>GCRZki>fs5NEx-^{YT(Yvr*fK)@rrlvPzXA zM3nSul2C#EXpdPxitgocT@|zTOX5s`yrda>z(mv;w;3mC9bKMugIM2k{}|Q@K6JEa zR*H8~-3m?oB92i2n2d=kUa_jFELO34@MnCVGG*kGg%VUg+qz5cj3$B@uBxK}LZP^+ zWSP`*%wId|W$l@+-gXypAh$-Yt=G~?l(w|oXS`h|3|Spjo*chllwoAB^3+2+7&T9j z@@0d`^o(R|%I94kB%VKHLyd6(R-*ILs*K|cF-gHR`Qd%Q0#*tPw$w|HJh0hQKry(e zaQj)}tE%8wx4OD|ax&rq@6{+nb%kNqdsvQ=;U8E5gnu!X0CHyKX6gK~V}b&h$y)tS z8oy2im9pVvUvM#ZWd@5QuX2-Zcob{>ll^uycNEoZ6C@DZD-SZx8uH=z3mbfx!$Ffb!V&TlB`CQi$ z)R(PxuIR5fc{G0H zopgh>!ip+)Sh8t!DeZ5hf|jS(!QcFtyz*4&_>N57;jf=NY277>(A8`KKGy{lPrHF%a4YvIzqPlaeuH%^3Ec7SZp6E!r)$r+v<kGK5x>F0|s|KCqt6(b)jjrLe zeRdo#;c~LTN9fQ}Pj1=H?Mgc{tR2KHD0t3>&m-;o03e|I(o|lO6|XOy2<){(J7{2F z*BYGPI)msiyXn1fgVYPIU8ocFaF0+!fshYNct5Z9D=wBV{s! z7au-ct&ejo$;eF8Pu`qsJvbtLfCTDX_H|alSM*r69xzWGzM3<80j7d327JsFm_|v~ z1=d!2{)6NJ!eBH~neh5&QpM25lfhAa=yayD*;I4!6>?N6vjPLZ49%@iL^%s*17|NW7_xG>!TbXq;Zoiy*flt)k~G zBoR6X+SgD$BtP8h& z4C5oZuc)IjLx4yGorb4K5ramWY^*i95s!bFspM98)bcRrr~C)a);frE#4T57U28e>b;479f|yNvHr6p{K3uA(AeQk{-$bC-6h}Y?VGg z?ScPlLjpbvO!RRe-<_NOZHlY1Jk8{^zmU`5{jMMy+m9wXID2V=MKZr}vUvr^4n0<| z{S9i*7v&C#ZmD(c7lWm z$>LPC;bu2TkBa8udsqV)^X2Vr!`fHagFJo-^-0bwmTrjb2d}=wIgoU~8hJ$IZ24Do z-M;K{4jy^DTp-@U=_e_(yL#pNsqW_NgK;W1<#)(o?vXb0a!U%F7T7F)`fux;bBGIx zURN-4vBAd|OX@$@EFq)_{^<5>z)wz!q@fOxhItK{(YnDGr$bVbtU=ShjqjC@CFdLA z0C6js9ceUEBpWk$pY2N5ucDF5v8GUlzY?lM^SXWDyIDptt{tu&l`Lv560*a{4Q-aG z`lzJQT!N;J@sQ>pCgkm=f)vzKc|wEQU;P9;(rEaCJlEtcOLnLC4;rnR8J~WQiif$r zAS6}?^3H#fCqxh;QKMyRL02nh4V|SLV17l(xp;4yb2t)&AG#vEzd254F{e>#Y5eXs zeYa|t{c*h5=+&;$26E~fk{On(GON%hd44K zcTmkjh6Q20x`Q6&i>5jRn@%7X3+N8#=wc`r&MqXNQk2a?7w9y0f!14b0CkHt=)%Z$Fp?k*&G%ReuZ@O~fccZni?A>w7QA8q!2 z;jp86)zy0EPT0;fRPvm6<@JaKpd!_g+jYQJcR&W+h9N-pArsw;4zX^pjvOjkrk~Kh z7*+*>Z4vBUe(J3O!JlvYL2%H6bSwOx(uALd?pk7uVxVR;K%V5mF#TzH(pI-S0!{Yt zHtjF^xa!zCdVK~4QB9(-OiweMWk+yJMFkqqg;L>#j-;l~Wax`B-t?@uH)$$oq7FCj zF5%TmjI}HR^iHu2q<7V$(&iG^Wp-2Av=!7Fqjkm_@-)>L`wJKSH=2k&-=<@^4 zOM-JP-l2%BKW;g!pr9Tzd=1p|<19%7BK+eKuA zQOW5cT`c8WdOdhx4T!bkOpF;X~uGYf3DwVOT1k9 z%8hRs^g03^TYga7YkjLYF^z1WoHtRmS=u}cQ$<&FZE3M8&MKZdLr|N?fA&3ga9IF1 z$!20hSohbOWGD#JGwW7wPh6&WoO5tG9?T(sdu@8;)CGy-88>c<6~4vgyQ0ki!lKAT zSO?W-RHr$XR)3m(LmM|)o{dmxJfCqpZy>Q1j9^`}IDQbhg4^+zrQZ8urQxphN(=#y zEfy6dU@4VDBA@wMvgGn>e=A5VtD|S?Op=74vE^puJUg=pfdFC{_c?Ut6@pKThmOi~ z=UlLR$;&)4W!hAW@#(s+zIm}BH7EM`N-jm)ueO?=jYN%IV(U-qOFA{z!n{5~VW2e~ z@4Dul@_<6OcW?WlQB<%0(E{{1v-)LqO#Y8kC8rB$T506YLVj?^%>YrfKZQPLJ^S!qr?E*gz1 zC(pxT{Pai|7iwB$2=U+3wye!>gkd3}26|-NsAP0O*8QI;dGiOQ>S=1F>C%Fh6Nk)w z!kN_bSX|S6z@*V_29RmhG^H#qVvQLj#h5(tYMsp%8h4=nxV`?!D&E#Fvj6S6VK~K) z$pG7PnAK?NV`k)vZKjhc!)=S$O+cu`$tmij@MEvL`BiUDAR_U29<~!g!BK~fsc6^{ z6&+$$^Xke@$6sPWdHPl|1Pp{K5!_z2wL6im7<=ZID608n!!IM$hdv25|ML@{!X~nr z4nly#pXjdeV-LZEZ=t6tzNy%|wfEypoX74tEAQ*cE-c<5&gMFVm4yUhViK+dVa9~4 zgRb-xZ~GB>selkn84J!5E<77dg8HwsH68= zBEG`Y--*Z1+0K69Ehg5-jEt|&IbH}`Z8?0m;6xhS)HMNG9W1j3LNF6x0`PupFJ67i zP$b^Kb@D@)MKL4*4TT%GH$LZADesL|oTtW-L#E8z?Zj{T#1%i(H#ZQpc=0=G)<55p zf3FJ98DGLfc%k|`4gH6=vj{)4{D+8LZ5to5z^{01Pa@kfSYv>RBO^((1<&DcM*4DX zI!|u$rmkZJ&p#7BZv?JJNP2z7^zH{@RtpfadMbO|nIkq8E@GO@qn|CEK?J(9^kA8h zInPkxJSiYifwp6k!Wx6Nc$psD(>Y<@#UGCN(~VkNtJ}B3BF~9M@g{qX5`*pxG@oUv zE^%LhF!+zJ*IbVmj`5Uc^s|4zYFeoeYnN4f^%Uu${8qv)Ic-`D)5+3|*mziRSg|)x zKVTN?&}@7I@E9&61EONnr^Y(kD37&Jc#36@VIKKD2oU{`YkT^ytes!@Hv0$(ORYe; zAPPHz*i_Mz$bTm5cKg{d3D^|(wMVSujNqQ+oBnGBKuh^3WF`Rw@1;0oqi5R_JbP`OV5_zMQYv`L>nTuZ$Z3Au4sin zRzscheihOme|>C_+nR47H5Up~Vf%TC)5|;IJYWM|Y#?*T0ghLH7xhOV<0!EOIm~n; zS{#<6)>TXOh*trZ=eGu)LuYVweu<^O#|d6yK24~^jmTi6 z3Mp!SCD(7{zy-Kh8VuYTzLR~M!{DRT#IHB^`DpI6 z{T^(R!5GMUKJn2aebv*@_w79KjTO8+EO$cSm|Da)zIsuzd*|ccQT(Fzs+YlVeRLIn zY;zGk^1P_sC$W|*<|9}+9I&IBLDQK@c~7MiP7iajlp^1I_Yzf5Vsf3A+R-gAk>yl6 zg9+DHMl&G+uG{KyUlo*wkEEl( zX@KkItGRh9vMCg|7`lYd$PQ%G_%nWF-R!BYT+&y{4J%ric8IICm~G?-Rc>X-78f=U zoH#m!D?|O9-3w>h*Ag)hc28<+y0rE?+j^W$9pz+vh^%hDultd9dzEmzJ*C~pb?hH0 zNZ>t)NG}{Y8T5;#B=XIC1o2KOfe0`Y-_c+_3xUg-9}EETcF4uxr%#KUZ0^0X>wT~L z9hNIc`r9U|ml+LKBUtFdtgvfo3J)aSR%{~8-(cLpC5f7`u(|`sGHE|t+Vb8L{c&$J zIQqQ<1TcU)JK2JI$P(};`PbX8=UpUAK*S@1YdeR zZCv<)($QPDwK=}WO-hDrUzO$)C7d>*cMarO13Ht1Z5v|hehxeM7k#EqMe1Ztlq`<~ zrwGKUhAq+SuOQxgt+A~uGSx?gk;Tw4&iMuy3CE~^Tp>E*-Gp2l-(h}BD~xlMTcxFM z3z1!iMRrG*L3>d3f93n%Fo7L8bT08~lYZ3%b*|U5jzp@G4jab5XV2|OCXPnNOw2N# z<783`7#FGh?%!UWdB3>bItDXbAHju289Ys&pzAE8wHA<$+4?54yiv-(f_0N{eP4|S z5vG`AEw^^L+hdog6VbgaqQ$is)Qi7nYjMwzRx%-_oY86XsguL)d!a}lPEHU{AlqZ4 zia%KSMyhKbP&+X4b$wcFxU-*HW|Am#5}N`Y+DH_;fU=K|*+xlSTnL+#s{Mn-9ghOu zDa;xakmm*tA`}Y^>bHgh{^6nU)b;Rmt6i9xCvl3k-FPCv!f~``BXo%1M?D5N0O}Zm zsZlBU8#UnN9`QIf;21Zq*1iW5O%_~4&k4fy6l0%{umwUaOM6Xmc>ZX4q}ad4U-8%x z1fX0dvHcD*774*=NyXkBz(WNJK-}#~ac^iKomNXb8)_GLegAVvl)Mn=Pa_45!Y%rT znTDcFj(~;&8YKbsPmyp$AhHM?*2)>Km3cq=C80okWRWC-$HeV!^J@{Sooxh6>2PV2lU?EK{3|6 zZkIu$#=M%{XHByU-ST>NWmd-NlYYfjHVUPv(+-mF9|uu9Ws8ue>R@ArP~BONw7&DjtWama876)t;X?uSCB*vLBouaRy_}O z#BHDw@;eAWOr#_s$z&82En7$Kb~(qrhrMzY5Zh$g%#XKOdu|YO3b+SaZMMuhYA7&u zpE;4<*FAlnY$KHX`<%U7Js0fa^YJ?wN|^s9PAhuV`4B9_yjd z&LVB0rdY8u+*%2G_ufAyE>*80!=ikK!a(NUM*iOw?1P%;{%QMu+EJLRmYQkJ#pJ=j z5|~-I`}qty^g}`w!y3eKlHI9iHb|f z9Nj>VwGXC)y}X`x+CFgr;1r=?{Yw1p*JVHrmO{@&GCK%BBVI1|^A{a7c>E-`WTXT25#bq!0nLuvH4) zgu_s=a&e;r{Tg`Ij>+pcaeyi9ggw?G|YE$YR zy6ZT5KmUxO*8(A%ZbicQR&`Z5ZVUOgYnZP!UNe$>qrTCQjnyY*(N6%N7M`&FP92W0 z-XIzWDYNdFzWH6M_(!HDH5;FmSsbu;mlD|zC*X$dB3_t2`@oZ|Dd<^HF5fyzQuWhQ zYk?gs;7%J)v>@4TFW>&m+wXl*ynmEUPZ#=`+2%%@^;@b}a$fj~>+xaWy+0E9O;3Hu z9`>GX;P$(dJC4sad%XoO3u?NXDv_FTHdZPxE(T{L!EfmS3V{9Oj(_cY<#FvCc=K12 zTvR;HPS0;m8KunSWj#Bv+E8CR1TNdv8l6OG)G5X>zd9Mq+~O=HDJBu3gmH~&-ZIT< zAyVO8+INTL574e7<{J#fUzmvk-iu*ber{@O@lrgMkCZ%w6;pl&?CR!++bJbd3KKXK zYjTFmPbj5;|N1;lQY0Tj)Hh54#5)j4z|*qvKfPTX*xTcXchFXsZ)d8H@+7}=6W#k4 zo%N;Ue!DjBCfhsT8Q8?hqvMz{GE$0g%NHc~}`=jm-YLD~+BLV#gIbHlepW zF4Yz!mKiW9=pK;#z*!PvYUu#;iWGwSUN{jf1>6JE15#8l4CgMvjBXkL=Y%-wnTRi| zW`n#-({!IJD3vCOl6wq;jOJ6nHUJ);LTJjEsaK9t0W4w)Fj4S`Ac4krs1h~-mtP^X zLxGh-0vJ--L-;F2tRZubsBd&v;IW7W=IqERoVN(?<9D zDe{S*Uq!BVwifmYzyllGf9VJa5Na)-O_kAl7bNgWNI{FD8>(dC#_+(3TOPbBrP`@# z;Hhy~Mj2IgBFCPabCa&QcWfe3N-PbL7YHPhgT(J0ukYLou^OyeH8jAuA1TMaAr=;q zKNv>8KKc#!kvqTJTyAK-axEX)#Bsu52VP&AZEx_-$$^wDEWF8!U&b`(ApmDa@c+lm zDA^a_&av6kb00rD`YIu$!*_2_##AN;kRvjBE?cP}m)%LDeSWTXt@D!EI3^e{Tc=|4D?%beAV=9d!N$a6Z1fwplWiF%Eb~i|> zhllX!oQu3)qNx`pg6~Z8jSG{g6LCNjvmkd-K!VD86zCRtnVL*jnX3X2MoF?h>QPSi z#oV`6{Ohl{e!WG+f0O@EYDQ}&M=bJE>goAiL#)9vHOe&RnCEZotj$DVt>~`N{^cJ9 ziym3`oT0h7&YgfBEI|eXBURl?50)s6MpZDzMh16yFgR8lo2kDAA9HPE?%o+Z84MT^ zVI(Bxx7YG*W3GfZMT06I91r`L=<^auf8q&W)wcr@|2!W3BuT9~Wm6v0k?j@GDgWym1)8*u{ut*-(|8;ufA>QN>#rVlg=?d%m`YtTw z#P^mmg=1{ibslVHA}*#TcEBbpZqI|*YLk>ja7#IsV)0ycZ(yH5NwRS(fU&9LDJ##Y z2X#X>9x^i)L9G~>>G`5)Pu9(k(jn`*v$4j6r7N~V`7gQIAXN=J&erT*V%1-Na<@2m zp7x9mdgTTN;CxisT|0I#WsDXq*tR1>C=*Dz5UYcgMYM`;D!ALvj79{v)jJRlo_0s@ zERhpSRfK(vlaQZ(4S!)w^#YUjRL1ZyyLF8^ZIT{EQI5N(gnTw0_Y`iQ@hIqigz;7{ zoD(uIFs8{{H(MykM4lbeib zaHEq$zszghoKh{&4Vj5)wa_n7lAXRSqQtsU>ZE_}bUji0Jo>sh$+V)rOOxCG^lU3| zFrVK!r+U|yaat=(XdTg4wH>W-NQ>}9nZx^AQ9~v(Hhp>n4n7414#JcW^WXcfBH4eh z7}LgAIr}X+C*CBynSZy)1W){kbZ$c&e(&hhb);jWVY|Zb%x7o zZTOwH@3&&;WlF6Mt4*BRsinvN+{N{>RC0oUS1|rJ)w+;Gr8H~(o8Q<)1_VIn(K6w* z>Gepzxbj;Y{xh$4XX{|!Qsw=SE+f=z(_!Dj{+>Dn+9lQCFPJBh2J)hx?*{r-X6i;Y9-#m^hxQRh=VfDL75y@@;E=0cSw6@dqV@`0mB1d zN2I-MI|w(!_z*B3RqTpT}A!KemL)~MVN7kiT>-hAgSYE&ympYIH-U3#^@u3>t-Y%Gmg$V zSnA>0bM^V)C;|o?``&hPBlk^dUK}7C@wbwMNmJwiOTmXW5FBnn?-D zM|4q3ZhHC0NY!yk(Y=nIwNwnDp<7&89V-ZQ2fY(r@OP6b4;QRZ9^m`x{(Xj8C}rjzw-8D^8$>r_TECoS^Vk(kwJ=42lgn|sm5QE@UreReSglh; zN8x%XoIPod0M=>Jv}t`tI7+Qot|X+Q^xK4HneAhhE_``51`5!4_fI?Rik(_T5|m}< zsE^ByL%@Ny;8n^mJ~pQ5C=CU8ZPZ5I@v#DF+68<=S(|S>pSn@ks)ff~24o2^hf;y} zqG&$QMtz5p3tRG!dUEk$-Q6Q_f_o}%yi$dMSQU8O`0DCq1t5!9cI{oiI8Fp96@?Tu zC8!ImLjDrmV6U~+KPIx-I=aoHrNFt5_G>MA$SrzG&<8;7_vD_w>95xce8rAS?^S1C z=pP)H)1Zc~IdOvWzDdy~ z5-;M{;OgNtSFu|YEi9*;jdZ4!lV}{5HfnbA689!m!MY*4c=jM7sO{vq*cnP27D~u# z_>ni%lzp}O2n;0^i|!_qi!J*~h;+fwv^G2RE#>}9x>frG1wCd63c!;3@!zXJDT+w1 zBHy+d$h1QrLpWD<-6bdhG*M&H&r6{X7|q6)f1abHbXL03llsVs+0ionw_57(B4=co zY3Ej$sNoReB0^#z@=nHTUYx$YEH#*>@MBx*B~PdH4W_3WPs@44n}f@6v&ZX=?qs9z!ObK9`MIJ*i28)TF~#>eCul_%PJTg{h{{AAnUG>(z$60 zyw-XClVEF0u}DZ}B2&Lm(Yvwouf^QIO-SHyr(&(o4GJLdwYT|v<|L5ZJpcy=!l-wm zNenKyw)kKm)PdnIqryMVxZp})NEN@LMtU6JI^w%uINKdVaU*}0Nh03fi8u)i5B`Xo z!u3E3xddX(d?sG(zc&*?6qGt!53XKAg}623`3T`}!hBzZ+P&oSSJWr~b`#8ks>%rz zn8tbOd_Dnutyn>QiE0Uqu{w=0I<4p?g+1i(SoK~C2%d^a?|fmtmx%u1bSsnc`A}pM zGM>5e7k*rG<6XSo{o=akR6+eOtwOcSm#h0v7xx}rHc^QLJks<^6-*1|OmkM4e^rf) zv}9!gJ8&>B)Kz^mdGApAxb^cehcK>kFIUYfSy0}C8Ri2cjpDNf)|a)uDXP->iHD1a zcGcruerF6P;NV}8(4cz6IRB|ZVC($>ME5RztReU(TlIMxDc3}z$Oo1uyxTaBwI+fO z0q_@ulO2Kv4uYzdw9@IF+S;b*d7pmoS`hq08-ZOHaqh++ICb?GJxK3C&kX|Uw#|di`!u3KTl&l)D`Lt>hl7s z-HB;PJ$_xQkN%weV@9s6sR0pMA(4up;wq&4 z?m2B|Cfi22Oiev?f>tjHD0z{JNDGZ)I{ve4pUlD}sd^O->6=`$S8`YPwwvl@miu5cWQfG6>j9O4L=s?-|p-R88$B@xyX4x{x@&W>8kTO?tG-$F;$Ilh4}Q&S_suoHXZEs=p9?U1Gd)=0oD#-r}1o7CSz0%GI6+s!*;BZ~k8uv31_jrOM_YD=aMl!cLtlVYE~P^2nXEGNTZ`g`8<01Q~J3i~Jf z41%Y(QK31Yf^7p0l&Li(l?GWYl`!r$KY{3jeliUR&~D6;Lw z;eSm{cYJwO9^-_;#eK7@uo+vPPMaNUI#iEwQa}lGzqhv|dHqOk0U{jVs>xe+Pq2s4alX1dP@74S9P1(oGNgx^a08}tl&_wHA?x9MJJl3tE;SdFqvtWoX3 z!M#wsg?Ub~KAij+#3w{(#v^+`>Wu41XW%k10|88WtkGX{B6Rx=HM3d%5vOCS9N*+G z-SO7%9seo3V=ab!13LQu!OrZYKp^FKon}W2z1p)I8i>&=oAte<7Ff8yDuZN^Nhj-s~J`Jnm7_C}`ts*tu zFw+2LBRPCQA$k-3P(5gulM$&)ZHbFs4SBhs7ySC9{`9C(%e1r`^EXG@wsQ)_C7ZkZ zShYsys;73SBHf{^2Q(2ig@>3c1VaqU)Rr%z74r_A)*FkuqcxdQTL25S*jvNQV+mWJ zLQ2r9-X3TsA_ho{i>SV;V_DZVqo2|WtMH1*e-*Jq1Z~?3u_;GX6#m`D!rDm8;qe>o zFBx`Y|6>0Qt()z4iV(e(_H%R}d~0T>)V7Cb>)nP+^EvTDj}K=YFFkp{*OTWvF%M7W zCx84VBfrTm)LY$TR5<+#CpdOE%wFyp&-CFS>!tb2Mh(HXJ~li6Fk&K=KGd;EopC@R z1wtAS2}4-WnbiLF#)Rf^UEDtzXkbh{gAL6I6~xeI5F&KkGO4D%-_wFMzPi$7P6OM{ z2zziU4uL8isG3Ah=1uVa?8=`~KSQu5zxf|DIvU5&n)yM0)3;_lT=HllN!mXrr;d>; zTxhCOYx9ug1&9ZRoYL(fJ%jxYur zT(46@yF3Pa@ztE{%S3qo>Rk{j7&ub!5Is$EFlDr{bARpV{nXy|E}*Ahjtfg6%{cp) zan6cy!Q!YQwcr$cIFnRgxfcxJ#`|G!@69v7uk~xI1bM-ty?<#rPT%yo1rQLSsv~f|$iFDj z3}!T}bSuU0={|HrL@P&#;%y$b``pH(qKJ+V-aq^O3q>@kW@01y#DZem8%>l&KF)mN zNWEsbth+TE@!!LS0vlcq~@E^q7iU27Xat>*Sy0> ztuM`K+f;)>BkV`#-)jUKTOzVkhI(cwZZ7oqR5EdcU&t)Qn%oqQ+1N<^-JHz$fYk~*VA;tZo_y?dC#P3n8WGk%u;qo0C@E$3)ACY*=xog8 z*D4~0E}LT#{|Kvx8cYSPsVU9}mWmtvkUv5FcZ(-A{`A`BpLs!@1Y_)T^j;^Ij?0{6 zuxX@LW5Msm%;oB8Pufx8=v~mfXMU%mXC?)`I&C*|pu9vT_D#`CK5#wqLM&tv-VLvQ z9Tluoi5_+Jh(|Ww!r1gIE4z94Qz3H;u*&l*J?uB$D42Ir^wuKo%}~@qo%lcf=HGb& z*V&-gjA_=0p<1FY&JlJnvkdtO=~Z3l{Tk3xsjL)j}L_Xkr!mF|24Hjs-D~_jDm1IL*l+sB)n5x5qvB;t)-jm(GgEuONHtF z2Ig>|kq;^M+VTDMGX&z>2Z-PxRuOT;ATS6a)hSbkN0PCy`^Ri9^mx4uKgv$Fel|0u z0zR3Wtt2p}j#-pwaq?YO^KonE1dbD=R;!|oj?FjHsWEq0_POcTwnbC7-8~0|-Sytx zx8_fWWh}w;QwiEsW&Os6KfPS=BE5M`A^nDV)9z1);Qx8L!Mh#4vr4(VP6z=B%4@D1 z+OA)N&0eMh7-&fScQ^KQQ~1)($AG~O5qN^>KJ9evym>izD;@+R2ZC|m@}tqUkq7fuF=+ZGrJCGyWbK=JPlTn0!(LiFnu5$^>MReW(z zzxtT|GD!i8C^XaB)3)q^5gBJ}Wz=;d(=%lMyZqS8i=_v5>$mp>vtHETXXQfo*jeY| z6zRBJ5|p%K)~LOR0&dZQZ$#TN+rp3Kf=tD2WB z%o^!lCN9<)>A&&@@=@Z z?JIv97X$ZbkdJUB{}z_CSBXsCqCB4ve&df%k5pV1_yXfu1xBtsy{5Qj1q%xzihujn zQblB_mWBPLqPtHHtxW&qzG%xRMx7!(O5~Jj5>=%rT$LlUi2;CD-=tt~iCC&afkhos zM|ZC<9_OaILS^(wf%rT;ot_F_Hu~I$4YUNKyg06NZrMO_eig1BInAHMsHsu|V@zCY zcn7cM_|-z|IbW?0i%JLakL^UXMPozBd;5|Zf1ITZTc|JH%I2$`v=7t~DP!vB25^2H z$`v}5C~>fRtx)d{@3X^})!s$EEusI_F z*yneTv#)F!6}d$ofg<#4sd>FBH7Z0k?x4$@CwIOJ`!-R^kO=MLJXINGU|#l{Qkkm$ z=AYW$9?YNsA^l!#XLHA(&)*Im#@~t&gGOyWb5Hc3D*eazj`*dER^O{ock;k!1n~VZ zVVPoO?AWh62mIsv*KUgG_u8J%;(ofWd=S7-8CJXOF1op&)_kG^PE;rh$E)9^E9j&= z5YpYMdi75mi{1~OP=Fxfg|h~BH9>P5v5n?*gCZs`N1FB{$Rg?6b*Fzst=(1g=*ww% z2$sOB9j&E;w!7f2w{Wz(+T&JS&?3YUzIub97=$dTXMczTdLv%;Vs(BTu4s6|F9i?u z0;NH@H1an9;zQ#(se=C33J>{J%`G}+Btxh>B%^Poify^sgv2?rILTHGLMxT`&C|ef z+2VAyGwRul52xmZQFKQC|#> zX74jld|6+c80?P`M;9rZ##GS-_lNx6_8RNHCF;`U9yH2jBxGoFY(IZsVzcEIlM9^^ zM3|N1i5FA#Y3fyJtJ20R4(DjwY;u(oX$X%urZjWWHVHd&sA&%Lrtpq#7}G9G`gPfDBbn2n=LsE}-zt4$$YZAVs52wt3ZjaVjLO(m zRnXM4s?lowkCqems9ZsEk9^q_Q9x)KsOUDKSJ@L;%qsdeXUY8tDLgLj`n6l z(k1BVCYB~A=O(7+CPwEbGCQqxGafmzT5>M@%eFn49lN#Cw9}nGKmPG?poMQ}#wbDs z<+Tbxb$)&7)lj9PtqM)W4LF4daydMw zHTzZH0EA0^edy^f`Yd9#5$o$B@Gm=r_`Ww~?2tg;CDHwrtqD+d9K@<>CUVOV^`W=@ zdLD!j8l8lUGuHDC6~aMtI@mj0P+K+#AtYeFUM1>mDHabw0feY+1YIYw?q?v>i=22M zbe6ENSq2d$UWGu{r;9v6pkXFB8$xT5tYvL3L)lP28nF+$P>Yr}Zq4IvTjp?S$P4~b zZPj9g3l*I`&e;v}jSHr{4>xb$uG?c24&mkI>u*>((JVxql$J@71Rr4&(Ew?e`Dvo) z=Q0?Yx|Dv zVZwfc^`ZIsJIwibpop3}X~yd4RV6G^A1pd~rs@c`ksoN|u0C)7Q;_sQBXv3r&5cRj z*E~tZ-SXx{&5gXry8T*{@c;Jc@iE$ESnevAV0~jLt<2UKb&>(`o{BPFYaJCoig3s+l?`! zLW2hO_TIqA-ZT&%mv;5P{}PnDyYoo;(4tAs-jRtAQ2}q40iqigTJ~04LhmK;415>hfaQ?vX^o0P;@_OkUsCos9hPs@DR-edst2K!K)`wtQKS2slWH79G5ES9+Tim>I zwKT>z7IpLVzj%1oC6U)nkMn<{6J9_8h@q|eDV_R~3I)FzN_l&{`M*KE>9aIcg6XP% z80#+fy1};#1&F^_4M3VG3!v-4tkt83$9mQhh6Qf+##+ZqfW}6+Wtr8`Tox)k8g$*Q zsozSFX-_6g`Kcv%TdPA7)IGxco7FD@VczF(1^{t1dWpA&TnahUY+yC23&tPD5T-nG zq1j))A{LYh=+l$(5P}& zVg)nZ*@eTbxSj*gKb?h?H`wIRe+Vf9KI9nRBnl34yaa`NSU z^In&t^V_hkV+%9YA4wstK-9PM-+J^MlXT;xB9L$O+zfsDj<| z)Gr@t(){WTVMd)Kr`6KQrH&~V3E4lA^G6`H^L_m99v2)M^q8A30;-z#CjqZOv95n! zW#t_$@S+M6rr?k9;gkYrloKx~{8%)6+|c{VtXP97$uJpr_8q8twfG zZw15JFU%Cy?^G@EUuZMrL5w+A0xI<{h#{W3tQke^co!kh*7Lf7G|R{$8X3&g4UV20 zsK~I(W0{OcO@UIa>{47^-Ah4lEU~8OH0{y3L~p0F6Pj`$@5)Pe($At=uKn4Kp$#rkL3FoK#FhKH~k zoVk>fRCzXau;0!NPoQJi59XIe`v!MszOdq+dmPB`Q}pp~P>00k&f{g5oRPi#Qo-A` zO!aZSM)^B)4lMwGxI?$xBWF8+gq6ZSN-ot>^6ZkB1@(Yx)W0>YBFE=XyTFqyuJwEo zHTDdNHqU=26Y@EWgkS4#3;@H+$$Z_4E@u#&Fx8(O=aglooh?l6j?JzXM3~?FD^6-7 zxJs1KyR!1dX;U>;!7}$-Dg4ya`rr>sbeF|R^duFmIErw`Hl9C8b+?S$K2 z=j*MR#s%yNygYh0uv)%9yd_Sb8CWpsRYr?m=!rJH=s^Xrv-_V3aKQ; zf~*q%8M`-bJyJTTFSp}5-fv@p@~eSCRTR@rhe3Yp9Nq%pSSf8YvtFNJ=jxBOIETkO zwW~zp^`p@w{lktb5ie)q=Rt7jtI*WwZ?EagKnD|Jm2)Ni3v-8jEe=@{`vxsMoFQp> z%s_E$EYiQTr!qA4GPKo6GUjKEXO@=&fjki&B;4R6d^7$0o0qV>gY>^EvonxIt_Bmj z;FD7k;M1G@etRf!eaqRcDs{{D@9z%wt1?@wm9JzwYki z%8g-=j2ww(EM(M7ybHe_?=|S0-Z3Db>#*2LpBP0&exdze`nJ~+*caa%|G)Mh zYKfOyPWQp!aT1oU7(W{k*CKjTV;R79p#jv=cZ+9Hbfq<`@97vfyUg!X)*H8lvouAj zN?CTKwBwbbEUdO+G6fWq{0duw^({LZ=_)X|k%<5fH%IP^NwDGlA7Qz0gp{ zbbb|AZ~|Ax4@PT;Yb+Sa!O84j23j)VBEw`Kn zy#PLfe{qIOMxIN8K6&DY@jV^W_f2~EuT>$~k0E5tv^Pgn&5P<1X31?3)MWEj#~p*0 zly4E19_~icY=97vS<>!{#=SSc5rWLNA9+t6o{n1!xO|cx8@TY@hVCDp2F%PH`4$G5 zS~U$r$7Q#k))WPq6-(vL_XX45E+CRkm+s?GtYJ3T`fUcFW;JOlcaS;^PNraJ?#i1dfuWUh93kYK?gkX+={^!|de{$t_d0AN+ z?1F0Q%gAh!f(g|K>c({A*<5aJl=#f6AJ{`WD?jqdcXQN-0Gdx$??BxKY%(M6XszaB zrBVwrJHrpVx3_qdQ*|lQZ7a$uRR#*mHogRaUK~j{@yH~nX@u>r;tu=c+V`!vy;!h1 zaWHwB6#KA&yWI#ZUOfnZ|0pm%0|!L<=PyIIz85*&iT;`68GR(3i46qR*MzP$_l4JW zv5xP5p#8+BFr#Z=_1EA(ZMeYX4%#pO$mL~J)>hUs=FlM6NEQhP0Hl(1{8*ay z#+cClnusC0iOfKf;DzW4^O2Z@!?11)3yVsT!i~YQC%MS{hOBo@?u?D3l{lX-0B=f|HJp7NrYVtMkhw{LBuOTEr3U!WN@*R}Zz84dkH&_H| zvK3nI$DR#nJ=}}DL}$u@F&=qs%pL|hNxpEPCyg0Rl2}VDpBa(PmY`FiVSrn}Q$y~_ zNU*px8s!v>(g)(~uz1IjXjS{wI>{Op2p_?P_WH|I^Gc(XoNjYc=Z*5qSp_8cBcsC> zDYOR&@Cmd>#J-WFBElB@`^!o|W@p8^wHq^P36vt-oIwnztB?r&StZ)tRsH7UDbWwq z4ySM4+OeAgjK;cjV4q-_a$pV{{dSVYSH&~By+WL;@Ey+g^0^%Om(jh-kCnphbD-?#E zNj4Rn80zouK{PF4T8`~2mtQ*p?_zXtnafZQ(!G8w0;*jij-N|G$#$cm2JI(dc z$Y$^7Q;-b`Mbs2)jP^-EW&WA?;>bv&-SqN;ub6-5QDRzKq=1g^Y+A0ro`=+so|pjj zxE*A5&E7Rwi_J_;U==|Bg$vaKT z_s3P(92I4>r~YUOyR%V)$&D-(k8_+Xd3PTsxCdw@Ah72B8(8mJnOCAjN513&giv!mW?UgOpyWjDTEDCbuQ|pFX>+^ z$%ZLMrLD$7cvh>es&fh_WcSJS2m^%De29pUIfF}6C8&mw z)Inyq2KB3$L=GfDGIfh+8^!Wg{eiZbKZ~g}u7jX@NgUG#B$N`y$6BjtPH4n8BZgHw zcW&kLPABc;3((udu zmpN^e@z9l|QycoIz3Xdh5L5T-p){TVO;+APJk!s1bC^wg@sp-NYSU*ZnikJHsYC0r zO34BDginAsI3i;8V?!Y0j(O(!y{6HHW?ev;tdv|4(2NC%FLH?u8N|7e!>ES^K@Xh+ zgoQBT7QHJH>GpY~9Q1}1!x8}4aqJ>~M<{7M#DaoU1_cVi2{b}q@YeGT03ZZX5gz20 z^(6u$N@`(Y*}%GuAt_KEY4N<1_19?4bm!WI0HR>7ML0EhoNb5K9Ge&7C1r8Jz+!+Y zMhQF1RRMVbfN7O&IPo0+LWrL*{9EOO;<%fb=+g2ZZ_U3i7$iyVP?nm&l;c`(Uh_B% z-a($9ieMP=*iBgV+cR#X;lp%P#|d`ao4Y~`W0i_ zpdqk0bDw^-Z}wTzEp{spb;l4VD3Q>uA1SSz@&y9ON7w>gI~pw0$)@c4HU^EOAljpl z8u>K$XqeqDE#!|9l^KQ|tZ!EB;wl{+fa>Q0DcGR@V2m_bCt|u&SGImZ&#KOnXYQtqgAD+t&Of6Q z{~rI@Sa7@ERwo)?$-o2^ghIGT`t;g09=n;S%dB7@Fj^5E2X zUB{71u&O9!^}Ir(WaStHs6{vp+Ml0T)dmEC5A~D>oxrDqKqq4yr$P7C?g>3&rBs=^ zU#!gbawCS(E^nYLvD^0FNUL!sesygUO8wOJ#gkuI?x-42V1UH+<^Z0RUe~EZIWyjc zH7&+3NB|XId7Z6D-K`6}oDtyp+IAKr;-$XgC3TWnsNANemS|9o>GbX4B_AXt<)j{P zS~j&-8;=gLtl5CJVem+5U*)qlFWl{kJn;LGz|~>olmdo`n_I;9{*6x!3MVXif0BN- zq8t_LKBfNXu&UiAhHF3|H%1{NjzC3;rU9jL2&INNsNDb5Tz+y0`VdG##C!r5p>DydV)#9x;SM z;To$#y1!*@LZT28Lk4k~nL^s7G2)Ky4I&X>?~@#tqv!mH`oK_bNI4}EWk}xcuSc>13rRPc@3O>#HO`WH*nu{FTa`ru@1dkLRz*YB>9iO8y zZRmGz>7LVlsFyPkktdqYDH{T*n)BoT{7sKz#>aoEaD}%*}k2#ueh2V87|5Cupq)QWB2INzM<@7aP5B6iD7}MZp>^CO)St+)75u=+v12LtU!~1ArnL5*vo2H#QRuf( z^I&x;o;WnaJB&c!y2}0Vi8I)v$m^F=Pa-PKfE=s2WhO}CX*LS@1p|2+!l6ngWU46X ztEpWQgEeH>Ph*&+DTa9K--Nwitm2sMc>NJ&4EaWQ@y1O|_6^ME3y-g62d=a8rv)$c zL&V3}`QQkCb+PZ+7xvNJz{7LMtub^qW zZ&An)ZdHaM~%5Fp<;X-wBaNBq3vP8%uxZ9w7cZ`vNg2_ z&DJ-AkE_|o)EQQ9^_V6eYs&9gu0@zy@;Xa_# z6`gp_VzL-v%JI=TMlA44bCuQT)Z_dzrnkPXtOpYY+$W4ofPPG?pqcCsA+tEr)QLc# zE@)IH(a@8cB3wm)$y!jWU$;i7S!0034O&82ePHv_+quaS1>DEaob4@2aA)Khq8 zwYvfQld|Z&CSIl5PB_ucPnhD38n#&vw#Ba(luOV9$(dn};9U^I0|%_KZ=)t$c-?KV zZEfH1sBjR`Js-$_9-VBx1PxaSEw^qT)y*-#?yI6N?EKD&wYoSTrQ(~aDJ{fdqK+ZFd)&LU@mu81Txh-8^W_3>I(SiT-6 zzUh2$LD$&pv<-0)76RAT-gX_3P-}u3PY$oASTjt04qSQ`HFKo_nsD}KD$Y5U)9!h` zIItD+JJ6|>ihRL!OlPEC$hQe2IzoEqKCmf=*@s#}=9acsZjMx-skZnM?KfChPrOhiI>Gl}2%j=m)Kq z1)%Cd1BIMmK#RZ>-~LLRj z6GI(^CQ|7u#RwrEZY%;DxsZTh3@4l-V>J5Oy_3+Bx!?;FuYzaU%et*0Ll`F7;ao=9 z3Oq_S-O+31sO5HMM^`u*1g+v9Uh*Nm8lGBpqnNwDzQE_ z)r*Rtv3cncV`mqB?q{1V2WP>i@>MP=VBK%8aDW3=UOeLP!bcZLUp@c8**iJcBG}GFe5$lhbVC?@wKAG zQLJ)As^W^&pYRAL#s^OqiDLoz4n6}xyCPaSC7x1b42$jW{T)IDb+kInV)qP~l{wYG zx@#J?S4^EdnWLO(ps?30HLdfI+$XB^07Y{1qWvRGqvMOOe<+DSHoxN9>l;$@5eM{fBjkJ4V$X3&Hf10CMFRgIsHGL5Cc}d|$sN>WjYs!{P{w+s*;!ZYp$YL}qQ5 z5*z<<(0*W$A!Dc^3=I6Y|8)xjG)#+8LOTnw^QwF!d~-$6YUAF->|PWc*FxcU-7QcI zx;(1CAI)UG)sRW4H^ISc=tx(3BCR}?uroXP9WLV${e*ESv3##zEyKHon6^pjg+65D z2TSUQ;p6aH)*oOCDyr2CJCNHy@jwNLsF>)X&zgpW=`?aZKQ<4RQ|8|nWLU$i#6-$z z$I`Lzs;``reGOS5g+ZeA*>9N-L;5EuCQ!fg{nzXEX}tcq3}NwQE-oJv8>J@$Ofsq8^A5al-Flaz?pxBtuv`T z-*TVxWH^4TN!?))e%z?t*EwKN+~Ec}!EvN|Mj&nUpx3Km2^xp$jGIIozdwdngfNt+uL4SVBJ_=@duH&0uX_ab%>r?tW-IOOU!IO#pL-kXeCtx>F zHUTuQpCsK?rh79792>`0C&LafI@3RG#-*>(xl2{F7h~XIE?RhK@LJdtaG)rU90tME7{Vq zZFOd^SuqU~kOD0|^QDRO4rqj<*@&8rJdhXO?%bX8Ha!G<=u#bSQv5WzI@32#e1jOf zwXxEqwku|%kxIQsP+uz~i@dh>!rYxNEH&f#&(>S~e)Hwx?!eUT5WUgl^e`)fkWfu5 zmt9V_h&X`VsGi#JYuO!1M(5$rtoCo2a#bZ`rJJ5*=iBeSw8d%sFg5(ZA!&pLI#TLy z>Q!se&Ga)*cbXe~jLwMA)D8L({!Oe*hi0C$Z@}n~v1*(_wN&-b;&j}6I>jM!V^?oN z8^1>HWJf&6QxA>~`0vJDRV49oReD8As3zO3WrL83v{>J{Qj0ysmZ8@X`RmS)h}JA| z2i()x^;1X7=}rpnm&l7Xr|pXC=w9a`d>{=d&J0sw)!;GCzF2iy>a5w5JAR1Q=8E5i zw}AW>6cuf4m!^>l`%gyB$xy*mb*`vF&XrIQR9E_m4?*81Dp>H zvH4);%&e^qwJLk78?+5I5maB?Q5HyvkTL#ypJ2M^9KHk;S;l_Pm2GckyE9G*>(JjH z4@hAKHuaZ407jtxs<88%iQ<)q@+Pk_ytke2cJQJm^0fj&N)BVqg?9QlPi}q9xbt_- z!1Bb`4>PNxvQ7~Lb+@D#QRnhdQZ}~U0D+4PvP7wHkVucN2yEz( zi3skQ&#OV>%NVI$N6uT!lTI-1yX8YeKvo1NgLaLUmp5>=g2sI)h5D`haXr&Fdy8n{ z_Utz8n+$R|yX^xx4(5R9Q3xhRg*_hSY7h>_Fho7`o7`ORi)gal(TT@zE?O50|DUb-xnOQmL7|+*@>=Gkoz{7sr-@$* zhP$yuDCMq@-L7Gt%;jjDizB9|%Z?RN0a$vsFu>UI%&10A4 zTrY?wji+9pl3J3Z#`3fWy}hHxiRIz`s}}#;nwk;Mdx_Sj!5JmS?KG}Mr9pokkDe3x zfFT_FlKxTOh;10`*{^g#Bs!zREnYd61mM1#!PcO9gctH2rg7n}jS&s$JB(c(EBx!> z=;?^LtBI6B-rV?k?1cCb=T#HGy2CwegqzF@yXo&%m0&N$WssZCuj*o!D`M%@POe&q z2)d`5HUU|g=C{kF%5xhkYg5h4%^kj*h(7%^Ms_(Y+iu5(hBWG@ta7?=vxtMzzc{F| zQxas@vFpGrQaj!iWJ}b~b>8_$tK`x!rBdt={+{oQX$?9p1K;3H_$FbO$4zK{ipJu` z)v(HJbUoic*)5ery=jU0i?N+@F99yC-3y;OtS+5=EAc$E{LK+Wf&(yrSAN?!RdiV? z%rfVZ)70mY^!2C0rTkeBRiL=Kj`?~EvAR4aD{hNxHit{Xn$81XTxk#H)QI7s<-zOC z3B!!p&yp|@t-tbRIv#U-#%*vwqNHsj%f~O4lKYl=ybsBXGuT z^1hIjX54dS7Jxj!S?0@n2gk_h!cA>;jiZ^s3ha0m786*RZZN8WgZ5(WJFmPSJIkf8 z2TRBb1S>uJ-S5a=oL0Vc@<)^NN)WN|Z2dV(?HrqB{1WN-@!;3WeI%P*JNK$ebdjo4 zvrWR`^5B|E3Z2Tw(=#j!bUk2YFdx7xIYL4*F#YcVYI68xT6OL_&xbsoS8w_?L#BgP z(D6vwwejyNCaE-(k6Y!%A0>=>kf%oiX1jc~>^*Xx;WHI-&O*n;7oIUf8kO1O^!x@% z2%mA?OUgv{joZtS;va>Y8ZqhAcq!PYSCAX7iIx^sp@ogn=?%i^0Pu(CZepY-L+%~% zhX5=~5~60nPm0eRCJn1++O~h*7x0bPdCad9%R{T}`+>tt&TYUJ@}Q40T#ZZ2fWI=_ z1@yA_iXkEiJTR<1K{@y!Tl0{^8F`o#tf0qIMOSOi({2fO!6p`x!Ge!jX7eDqN}h}T zax}ew0z2&zbMmbSqI%vMD>;o%=PQ>}<9#BNF91(HTpV*4XSfrWUU-BV*qtwq4Qg4B zYJbyW_A-%o<9xMgJIchzh;DwxhhR`Pd7%(xwfxncE!*;B><}p@-KFDodie3f@`Q~$ z<|g}9Pke(Fy;ZlH7u}s9ad-JSiqOnu&)^378%51pVFH9#yIpg&RDh99QGvv)-d28b+MGRc!HvM{7W-ckxy5@=>ITpGSxT*lXVDW z0Bqtz$kp@Ly<{K;o98MCM~9Y-8=$h~OiomFg7OED#T8D%ulEPCr0f4E1Xwgmaa0<+ zJx!~M$nn>^At?5XWVY2#bQI-LXs*AWi}XsXQ!q0Vjfc9s`&oBH@L2Nf+%-m~PZ7rg zf;DQ-Mo){_tuO#Gm}z(y6aFGm-8t0B0}7G{BxJThLr02PHw-%2(>JesJ4;^OLta=} z9r3U^S3`v2xQkOoPiTOQI4#EQrN^%r9o17K-tvrM!C*zjV2E|2yn?Dj&Qd~tKr8e1 z9Cd%w>k<+1AzpN+B;6|9jGL3gZEgQ~{HzdvgYcN9)-N}5i?!m_pi)y!#?64_@=WH+XFt+cGwYFPHF~;PP`;vuk z=#D57IA=pQcZ2--oqm=MP^V2X6~ z-h9x-e7Ae2*i}0=jPYBg1Y|S8kc)F^dqK6kwbDe#K+pwg?7bHi+4F7_wdvJAi8x2- z^3z6lV&#@-CPRf$RRp!>%wPV4>Few2cLlwpEBcdNkf8x7d9JR}806*LZ+F}fRWnmw zHXqqM+&Z#jIqa{9S~VLF(6F`-Jx>9zWgJ1+U%xLkT!rk_yRF>6?}S$O$FrUjWZR9F zC@;J)2A9+2b9e;32zkQn*_m~V-jCH{vVzJ)wI#j7mGsI>tkPmpiRiazzz6jtKl ze)V1Z@{{MNazQ}J*d7}_Y+}5F6?QMeZ8B?Z|rOMI8#bcq73PE2{ ze!y?s-K{CAw^q0EOjcUAelAJxhb@)Vijv>rLA2Zu^b{{x>V~n&Tq(fSF1f*92(EYT*pLHVT{g>N)(WuWDu z?}VODfklr$&Kk|EVWrjBzKyh20roZeaxNm?cx>3Sj`M7Mt7dQFvxTMO>DrTg>&a4t zhcW7glS1!gXJWWFpLxaYsS=ZB$3HI`0n^6}%AZ64Kqnq%)n+9CR zotbT8FhOhDR_Ah!h4dknb3J5!(?zzknseJV^)Y*Ixcgi4oIn_4P=e@ROZwCC7R^~U zW~qQp-x24cmUmrc`3ROpH#ZbK07V3r*MHp)Q?q-G9=cmHI)|~jvqO=3JC`x`4)u61 zxVh%Ea$<=eY2_^>$TFTUcP+`Pd2P#Y*rLN=8x%%x z{b^xq{e_9-8(blMHq)C2I*sXe!EI}i;kyt6L7OLq4Fe?j?K%F~xb>5#43O~ZdzSH^ z7a&85UPH8?DDt)GCU9fo3j+v3<9<(&qahD3jIf>t!FjQ1#=xG^%(*f003_iSbF488X#KX1*!@u{j%FWw957yY-cR= zr~zbb?K1`{?%|dGMCzFK&)m^SRA@{vrQ`16+NRl@Fu=m`_Qu3$ZhFWxBWW|N*PnKl zr&!g$?m&*x-rouDxEtOXe$G3DGXbe%CPp;cSxc=VXzQTRD?+Eq?hr3wDU8_o3Dso% zicbk5BtPwWVl`}nuqu;_M%S|P<H z3G?OAr3oyn+N>-GUm=@Vr!F;(T0oXiqD@~%#VfV(o#4+Frf_VeDIcoY=cx$}W>%PvKu<`^n4`5Bn{gF)0cQb)v!YzHxPr{LBG zjqThX**F+Yv^-O9uef7e)IY&8AZK7wRLMAvj?hNnwxU|J`x0Wz&zk0=(0kQ^{+o(r`uzgm!m54F2WTJj7zj<%NoX>EUO@l{m@rsL|u>pz= z7t5>ppLr~@;&(S{AW7Wb8??jNAiDpv{ul>rtp&?9QpZ7+(QuI1}Gj*{1@7TK5SZMwm+M0smXD)jNu3yul z=RYZlE_?sGUPLJl1A_ieDs>a0l1OyG!?RvBgo)qJzenO_WY|tj+cJ`h)O`Y%mZpv7 z*0Q0l3kPL#Ph2-Rfq0!=^(q*H>k`qGpKrc+w0}AqZ^%a}OF`6Mem^R6QRjQj)#iJ) zOmi7o)Wa=9tXURk7FHDr06;$LT|Nl?UEW#{>*9Hmt;9_O^AS2Mq?;L$6FxE)34!z>+XgD-B+OJv`_l$ZqLg9nX$SUCsq&uWH`*(q)2y!BMHf$>g~l;#AW=IVV~0ms zPEI3;6>UZcGa92|uOvR$y)j$~Uv{BlD1BzN7`f_I zP)*3Xk$}EMSdbw7#y%l9^NH!wF*H7cV1FQ6W5Sf z)6;eLocI3ECvFTcLBjb%X$fA&k4j`r+#)w);i_dFFrj;zc`qGnATVTrOiWT4({^e{ zLcb$aDK5ClOY}ciV>mR_ih{{2w<3*9B2>{H(cE@)A5Vy!$xk!%|Fjw_~Li60YPhW)Hpn|t$EmE{U_vAmin>}92B1Ct>ojS! z{xIO9H`|whvm3D_kqa4dWT^q-p__+AoU#u0vxCwjnXx-(m+zYjhvkquzXK?b4i5fV z;UIo9&Dl)a9}=kBAT}5D;%bsdo;M2E{|HZAs?RK^xybFCNd2rWHE|UT zULc8jrEf~@jEy$Fs<%^|Sx8SvSmOP=R{@hiB!uZ`Uw+hsXrXF1f+3*`$B$XV&2PPp zVC88Rz95X4u`?}$!60%6b3n4Hu#Txtyd*vCp4w<(Uw_>A!ZqS=?Na9Iv%y^j}SZ`+#*m_%~)7 zP0gTz=H9txO5DcQ3AU>YF9e}MkmMG#j0pEWvfY+H6{i(w160VP0uE7E*7+I4D3(gr z4AM`5YO5)~bzJ6B4$$<%09_N-W(M2Mxw00Y=c|*}do7JxWgKPXBMQ5H%{-GY7yN}s zo5h4xl+m^~!^1Nr7z@E5DAda5th#`2!wFp;35fN6J;ABXs#st);?s{ZTtU~9jhH>m zS>f$w0Emt_Rl3L?(oui?BB4WfSA3%!x+gLtJQ9Tfn8?nNU+~ZgYJ2n(Uo;B&)0dqM zrA{YM5q1&}O63weu}<%FD}y_hsmM>%1I!c7xf5jvl^Ns^wW|%7ze|D!IV0QWyYlLYhE67qj`8kl$rZxQ)kPXiQ;vJ`e9%+f&ZGN-0pwn zgfnEh&B)Qf2oV1b0gv~1dMUd%?+Ew+^tdEkt!& zxvo{&Ge|kP5R2;ufB-7He&n#_CWK|BHV)$~hj@5kbx*eCMIvote6ZUiui;ODxCZ+L zIjHZiIb3r%)3jQ({4{E06SRH9=G!S@wvp1{8T)_~j>`_WY=tbJAv2!h4<8y^=(c*> zT6x294igK9sgSJG|3=fb-N{zZyEgmfd@@OnP`-fnR;E3Q**sMY)ej&d**m(b-7y%| z;;UF!ZCy<-y-DBoil0`aLJ%Wqq4Qx}Rxw1jN`5T2BUG(r;j{3o*h#3B-G;;Jq*bN9 z_)1YGIY}*6`N}{jn9cWVc`u8?vPj!f%T1O7<{7b#G+O%=Ys2qY0gB$44z z*qDR!-eYfg+yq+hVBh`ele}qS^FdX_JCisf(}qVNz7yu8oBqg!-5~q$V;LBVP$M2% zmW(`KZxJeX?f&?M)Ui&9>Br}X6X8mwJ=yW5M$R`mX4lx~q&MiDyXln%cq;FdSV?-F zxsS@ePXI`_i{l%c>J=34;G|*>&2Yrw>cAfFbq39YRTTUm+lPfN&y&L8Q<^A%PEC9# zH5myFz_4URBWi0bTp<9+A#FxIrTwO$Js)uN^EwOcHXQpiddleoyC))8#adt7k6kXq z>$m&{{&}3QRV0`#RLalVJvr3oZA6zjS6(+*Sw$4^%$=RfbsmXvhzM?~{lzHZ}91$1NSQ);z z?kIZqG>33acno$AEkzA1eZ*>17OuDUUk%u;Z0Gf~4rv(scnHG4fy_}GZl9c&{s~b0 ztPjdy3VoTgO@0|aZqb+PU`UHQQ{R0O*S6tsrb3`7jBBI}uLyy~eC8Pv{4KIAJr8EP zT&JuUMsC|>vJ}~L;(k~=;)!4vEfHa7SQBr>v1UyvEE~IU;`l(0J3uY2Ui%A^_iR$* zQ~TVe)ycvYZ$Pra$n1D8?#uh*Ia{`&Z0X+Cw2_J;i|d=Lh?$!UuKjI{`%SQ_f|9VA zy?;xy)>J5%@Wp2Bo6Xet&eh~fBg@M}z=L~A9sGu0>7olgIYCwUZgFPt7~@5S*Rnj1 zkUk6$Ol}L3Z!rQVC%_FTCm*s5VpR7$1cID$xgf$N_Gm`j7IZgvkoG%YJAnhx~Tm22mAVu`A}#) zV}UV$h7-!tkVweT2r;Nxx(;VpWC6Wapa0Vw1gqG7Jiwc{VCq2PNc+Y?0FQq657L+% zju#L>9I_V2k$+yn9NR!=345p6-r5YU*qSK;Z#+5#TFBv9 zRh&3_8(+oM+#)7;@8{C3?iP5OAszDIR}s?@KHsM2r=`y9tUKDU7$AW6M#FZpcf;OU z3jAZ-Y&HIS`|R66YC8glfoG1E>)*+re=Xtzy$;wr9GYbqTK4365`bVCj6gvVD_!(lPPZ%OLV$Z=iW8% zlEqzck0*E4Z58GTJY;H*^OV3Zz36MyVaFu=FdAQ(rF8kdOJgj9Cm+# z`el+!Tk79e=0{{P8)m;Y;32JnJn`|y1?C4vhx>*m2LmHB-iOm%x%IA|i)sk`4uGOQ>F{Ru*BZ$N=fzv)U6a5trjQgwDlx?OzE1_w%e8% zdogDis&(22|4Km<2T4&j?ivO$c|+A`L$1l<^m{}^m)XJp0UF4E6@*)YqvoV!;^b|AUfaE*iVK;w6a zPSwh1gcJV?CzOS%$eXdwxFr(?F9*OEAVv=7BrR5CwGTienS)ghkwbK;xlj`(Q z^TMjb2wuZ9DR7EF?aHwGek0PmI0e@njDLO4eJTFi6i`jQ_^$a+byO8iQ0M9UcPHZi zotS5nxi}HS_Wu!qslCKOy>!fLO8+*wY+q1*@dJ1P@+^M#QOn>gH{&e39xXRlU)N2! z!8R3AH@z#Zg1n}TsIjaEig1`ykW-y95WP^*9PMvfdpmN3jKM-)h}tcbeG#e255;)} zD*07KAZJ}m=u&5~FrBN#Si(d6^wRgPuR09w0|{P{s`ktFOcqr&mc1yW=64NeZ-Z$1 z;grU!d<=V(B-h&p^REZ2v#i!5c}e9$L4-ehE@iI%Cs|hU#nt;I(C97G*$sRtK&~N! z1g-S>A2;_Dh#)j7S9KoA*?!j_(*QFRVD_qt~YX(`&M z)>S}|B{saUCZd!4li_2C? znP+OE62>xYMHjI3#94xoLXYh)1?-6*($Q}1?9jj9WC&-$HSpj*8&ZkPPh>^dewkiG zGJpP~3_{6FSqu6a`sP|wvqb&fR;Jde^Yd9jE8Cf86>8wEs|s0A0HAE(k@m|AWIHZ; zzvg_RdZ_P_gRV6swSSdZ{3)}GrLa&YlI8-yG)i=(lv{l0IiG#pHl0B8^4|K(B?<_9 zg!UAii1i0XrQ`W$w_RMEyV29X44;xf_j|wAkxUWJ#Cc~K6v!QPI6d)1adg;EzB0Bp za`8%_#PRO1&(wM){=qq-b^YDT)Rd3^a7QFe^6^zm5&mv$uw+kF;L zoeBuxH`RR-j)o%Jj5Mg7E~ZI)^8&ud><)h7lHQRg%*1m9xgw74vV-u4M6CGhuf^C3 z&egD?|Gu^qo~>07$bC8z$$Pl2#X`_ef2chbcJKJ0q^OpF2i$_ZI+;2biz?mBecaG# zzmo}sQaSTj7(ig>fIWcK?tM*t~X{ly9%k96%j~Rp=*Hj>_+Z(CflJ?Ps z7BXx>QMwX80W|`Qs_juGDt^@8OY|Lf#+$XG|5jao=ij19IYUDGN9F=5Fl+ML0f(w{=y~ouBGz zq}iIYT3H%tq;sjk0YobBQgWh_)FLgR5*%6%j$!5Ww?Pw&1K&fz;>e2sw&-TL&g&UH zT>Ki93+jCb1VJ8RSGdr&9=Nq4Il;}i|4f_*pO)cdH~h|EyhC7^#shYr1aDs^W{%3- zj5qcWt>HkMC14xJUk7ps8rvJK4P6ucjX-H@OlyL8oigtHxDgyS*nI{-KR)XTN30O60QTyPY$a$!m;8lr{JvLZDAgJH zRT@?;D~lMqFWX6_*-BmK`4cFk@V@i=iWQ^_)DYQz^7Z27sD}4nDYpPsjVY*VY+Kna z0S_{E(vxLYY$zLrk8; ze?wi9jQgS^GoBS4fmJuz?$bp+6n$Ww{eQ`X;B%HLi>MzR7-ArsZhzNHMMKBV#d+uS z*##s}&wJO9x>7fi(YRvypuF&j8OjGd&|@^kug(O2VVw5#_s(sQylsir*VuUZ@;0!3 zF{A8)dn*`xUDP*P-_FYFuuamf|BO^H!fV#5*z1o@XvXv$)GiH4cX@A+ZYdf=zNLuM5=#iOicUjoYr}qW zIblvx6N;Gh7KAzl?8YKLS3dT!< zSQpM1^Q~Skf4k}A^&L_ZlA#`?*kGf-!GdMh7c&n$K#{9%WZRjiXsG|xSP#y+%Zdd~ ztwP21so$)sKGo7Pbj$#|VHjK%)98W$5Ip{oko2v#gO3!bqO&qL#5)ds{#n?J7^q1G0E(c0C1$j43R(XGF*koe^Iil&N0$wj zJNFmsZNOM_08AVs#Ey(0gnvAdO74Mp{!w>3HCr|(e1WqqOR&K{TJG+rv6wpAo)2NlwW3%?xGoxIYXT`W*5z46SM{5%` zNDH&=i|fNG&I`~U7vaOz$F%Z%SSZH@*l}2b*5q~Pp}a9UK87w!l4h6o6gL=#uuq^F z0{CQSNxQ}~#{KKDZ(O2M)uY2-xFnKKPn`A};y9Qft$&^;xMlyXKb^S;1W~m*dfu9* zHX0SLT+ZjBMLm80@wnX6HZ?*6K6xUg)>b3*Z8v?P_@3vsp3I%rGHFxg-?lPLAmDHpoffq%OlzUQ-v$x%uCk{URR^iMF4RUR zM1P2VxxN#0&zFfgB4)s{5W5K8zJIVhTZ6|#e1z~xs*kv{#y{Bj)5YgcKxNp+osd+J zsdpG9S#oQZ`Ddswhe~e@+ioP{2G8%B+BjM$K3| z`s}QUSKPIukdH+?^Ha-}?vt6%a)CjtFa`M|#(Bp_Nhl0P>4~!SH`aSijaR%tkzkGV zBmb9_{NObUGgjB+lsCPIUyKhKdAF3LAqYCV$ z9jfJbe0_Y!>#~#?+M6wR?i7mcWaMJY@4ft{FIPkx=Pma=hZ=l`4it~R;Gy~GtNI2I z!A@mlfK>UH85q}DFih*ybFaV4)%lIq-<9eis}Jil=ql)%SI(j++JgfTd}>p%&aBK6 zU`fdP3jDdzc#qaO+-cWOY`!`oUH(6w-YP84XlWW9+#P~D!JXii;7&+zhv4q+?jGEN z1cJM}ySuwHxZ8R6-rs-L!zDK`J-t>}Rad3SR@ag>IYxb)Vm~Vz#U-1y6HMUPDo0Hh zO?GptJbq^Yfi59j3g#0Ni!c(4$ot(DpY_L`ZwDqR#_Plk9l!zKvY!-8=Usot{%-Uk ziK(LuVm&w|O$c%mIk84U%vP4clyEdKrr`!}Jgr7~)n<0W1ID@;W^VL?Od%2P2ABU` zYCxOooZF^FLZc8%b-DqbSvqlU=SN1nvCPPUtyY+Oo>?}EEM{Hdk(r(0B5DGKG_LO-Vy%mAo0HLA(aw|4T zp0(ACt2064^<~X5)~urXQnnHxMobPm^KLe*xmlCk$muW2U$-zrU-+5H(EpT1x|T^7 z{wTZ_Im~*OoB=H5XX{k?#rohg1%+}ZaZX;#R7=HiTe~KGL0{w_?(W_$FIqcs#|XPf zEYRd+$c=^Y{&r6xF3g{22=mrOluG`_)ABkUt9%nXt2b6@eSTcgL!%=6U>SA#Hj3rm ze!CDo*8TSSM@o)KTWmsyRpha*Z@aC$glmnbT#DS6o5eFvX4rcZ!jEdWsVVI7Bd_)) zrX*b`1O|k-E1br}EsN`_IvD(cK#9qo>^BH|4u$FStsu;Z!imuHNLO5>SUv0K%pUPa z_t~gTSYkm9P9ZP?TK$5GHq;z4Ztp9&EVPw!dgE$ep}&FfOFvf!`%nZ6aaMc2COnab z%RMRS5d-L{-8q~#JVw7Ip-s!Vf~@Ed(G&S-X%Am2Y>8nFZ#IKeRF`5+*ISzMb}!gY zU6m?_nV0Zttk6~uXWdOgYhv3**Coin{3JujH#(+$*MGy?JmstB_a5z(zMGSMmcBpG;1saQ+0BH!sF=1UPV*AWmng+y~gT>BY* z({^`paewoz1&L$8;8N{Pw5x|^Ew`9gnffd{zx7tRD9%=#2$NcRF%XS_ZBuCwlwxf9 zU)yMq)7z%C(}GY*;k5IG&zIu5HVA9Vc z{BNBr5J;yj2GVJjfZ;NKf)?Hl+4|*=J6zSD*5xLFp(fbAX)vK;z1M61v{o~jb&Jcy z_-vxF4B{K) zE*$79RRcX=6zcm3EA;B`Yn7{-Br0iGM>}DyYeAP*R&<@cOs*XZ*egSX!J0{vd0XYx zrry`CiT>=)0oIPs4LG}MZ;nliOPxAI8Oc|R2#HyR_>twX_*mfqK$ML%huE{UpV(vZ z{#|(y2{Nk<=&N7E>_v;m*^ScbP%OH`VJcy%k03XI0CzD72l%12bQ$<>SR9qcfa6m7 z4D4lcChgip0oj}TR`IO6dR?(x9jhNKV{Gk+;@z24(M|%EDGl|QTohA`t#MlPDFum1 z0%RJth_5eCoPwf4x`bS|kN?Vd4&YQwhFDIaU`paSQcm-fiGlCUstdUr&-dDDm^$PY(`oihuqil&HSzIoA-N3^Op zhRI~XaG-qL%5m3@_g)Gokexle4ml}Prl0_2Jadpq9_YnOeRgi!$7WVqGk?rm5b3(-r*iA1FL5LjTWyy&ZU5S)mT1r`$6EDuv9Otq<*| z(FvfXm8bCu0TgEd;=az~ypDiYTX$I(hlPzmP*7xXuv#>c zoA8$1hOUYh4q_WF{oci%u_8f-luz_vYfIj9L1e7u`V97?v8aI`7wn4$mf_5|pCC?4 zN`3&G`~k7MKhOX76(SkF^a0k{asp>x_7`HBtt;Hf#`bFkGev1|+eD<>qyTw9I>pPn z{cqhq5GeTVroB?`%J2IbkDF9?$u(|V}e!O3a02nVvy zvIj&~cWfKB_A8sE8_RpWbx<_Rs_lhhc@qrt;>lp9vH^ z8z*49m%k*4W+%<+n>h~ix$tU^VKXB zMK0$Hq*(MYdO$A*Jn@{)*QRw=m+iSC1ZOUocncN(h?Jzh$7CRZB9!v0u>kfMkpKBC ztc;vK{SC1rBW|j>-yUQcKK3q%!62!MT5p9jlVd5<-yGor z7+%$i{6Am|em5{Zma@V9+)b(zvDkpZ6z)WC#o;7HyN+qI$?7htp8vV6bfh#B8447R zd3C@BgO!9!6@>r-Svh}h2mi9V*hK}Z*5Zz!U>=QI*kbD~{1$uok}e%kR9_TV)XyS= z`rw9A6zDmKf+4<6DYjb{kLtNY?Xy9!etP{9L8#%R&_L(KRgcJ74C@%qh zm7h8L(I3&*QeY?R8loTWbecMv_Mlz`>!tpInFNa z7UxT|rWd3RYVif3#%Xa@>cBnmnTA7}-7AY8Ih$+G2HI1QhtQw6qy%1WkkiS$!yLVH zlR?N20~WbX>jy)+y<9`tH{~_q6w#pLfA=Ar3n4j6-`G1+wS9b-ykdx5OkPwEz9ZZ| z&=`WYY6Ie#{WHJZ^#rdqA2zP0RdTZpqJ~Psx*tGAz39IQKgv)6Sh8pi@nPJI08oDygigJ88m{)6C>EGvQ_0Nj4EDkbqeX55xZ>_?e-JzP~{?{>AxZXdY}NHhoyj|8>M|7dLhzwV^OM0 zh4A9hN{Yj=(CxxU>6Dj+k`+6$_OIl={M?>0V^#jH!UKvLt9s{W5Fp6j=<$=BMPmv9 zvZHADDfyrd3wRzlWSRP{`d~QL;p^Cy-&4O6>|Zx1`Ijh3-d(@CNHbfCsU9 zrPpzF46W}G{TegsLSE-Z#Cj=0PJPz|u7E}YH`d$S>qHSY6J6iYb&`}YU7?wx`zxfr zLsSU|-WN}I*T!#*K6I;2SvFsLYgsczJ6bgjD}S?rX)hGMnw)>PIal_X#lPW{=Mz=5yqTSPI;fpJn!iLz%gCQ~7+JqCBN36HUZ`_=eL&)<$LC3y2m&>ARD^C^%jP z<#O!wpD{x?kq~dD0Ti%Vv8?nY%&h16F&Kb zxNMyew&9(OWU5%i8iIhh{hoQ^K)NNiR|VfTTyTG@5(tv|A}DJ?UV9>jia zV}6;Ez7Czn&C5AC@|rjLlkbV|EcBo!gLL?%;4y&CliO$Z+D&nDVkzFq;A-#WWiWYN zA^u<1`2i1Xk)oymPb|patN7Gx%@&yT}V%{Iyj!_DQmT6WN{ACypG_wqH5V!rP&^a{>b8@5`22 zd_rf@My?+eEQfmaDs7HfGstiozm}(IFx-UC?$?%9?8)fG7=i*CElP_<;86N_%@6Pc zk5y{t2Y1HEKEN?Ek@CE3;Uu+~yV8C%u%qz>j^gfH7y0J4x32h5pegA0T=hndmm|p+ zZrqpl?NZkHU(S1wrR+k{QJQuWm)d#Or>x@FY78QtpWJ*|3|?fif+M44_ZQb=5fer_ ze>J)MyVJW}-qIzb!$ujZms#ITqPIIb`(m3p@J;`6g>GkWBeQAJ9wZ&X-CdcY+iL4TB#x6x8=xC!V(X)!FV{4gE* zCB`2d>M^^RKC{Rp4#(O@8T#X!kHj-o;Z|O`+_?f8ny8l|RkSfn9bV;pDa+~n4MWM$ z6H=lGc$?wW<493R-+ASo1s|zd4XuXLnM*p0!}n?CvI7d%ORmvj_iC^V9FtTuDsDV$ zL5i>9af5%+@u}yLDe$-&^*79}9d!T&w%ge0V`rpEA`}--Qad3x$w&D@1A_~djxu}m z$)c%ROK53#{kr;MZ+g^HvG4`9r;K{?lMln&U5k1I|HxP#b2c1>eIKl1c~nMkEh85` zej-NC=GO=jFCo-Ne}kXeX;|k(M2AEQU5<9Z$%Jfw`Ez72Yl|(97rLSCjC0**PtxOA zawFIkemL?e0;AT%^E{TrxcmNN#6qhPKrwi2*?6q`Tf~h=!PfFa%PyltT};x)h>m>f zJ})jDkWs*ZNArcuvdqI#;!`mX1l0FXq;GtgnS*miG^!es@a9n zH|nH`VAr7M(4><~WxCv==Xb&B4+#I|@Q`VaZJGD1#-gG3etk=*UNzLBX5?H(hZK;D z(H#@ZX|^Vk?cA48@4MbxzS#0L*Q{=mYKF1jC|c|$?z$e@8>ClmzLj7NgNDACB*YmK zCOXZ8th=PYFUIBMZTDzJtgp>Aav}-jXgsZ5f1o}2QTcva?YKSBM_T2Jw@fpxeoc&* zhxkX<`BkXps}P@}kc1?Pmiey@?zHs@s(7vu^HzzX4$aC5%!sh~Uqghp$G8q~AS zje7F%onvF^+rz(_`uI0an{+mcx{nbev|p>=a|J#hKYR3xbG$?g6wL@KRiAoPHFGZv zc#$2(8!GyppA@K7_JtJhQ^ravWQdQa!eFC;D72IrBgd&#R|Dr|RF`AQy{|fv(g)tk zAfzCT576uH#C~BZ{TK*$L5*=lrrF}<0geJH@``*ekZU+hpL<}D3#$=5Yqhnzu2zo+ zNMNDO6lP_cVHy?r?0AR*_py$mS5AzZ0~;*(6N3V72kyp_Z7CqrsfLkEzSkb2Rv!tR zTx~3^R8QhyEbl{hXE>|O!X1YML#U>e#}Zu2eNwJtVw1v+>=2{8m#HMkKtPkGEK#9r1e*OMo^NaxQ3! zGmH4tIX=RVvBC4tOStx5%IJehwQ&nt?Xgw|{L6%~ZFPb&$#0!FUM8ThHagN_t07L` z?|8M-X0?TyZghL!Q`M!idI_(O-qYfIujeQcG7@v zZqsE*TjoCX&1E~>t-sXht%2b*ABLOI`U>_%v zCdnw8WrRqJij)Ckuin%9;vs!=I<@t+rLQrW^pc4k=)d^{V0(<;^LsOva3O0DzZztR z%RVyaixXq8sMyMm2N9b?4ft1&=Nas5&rTDPI4Y}cR^49N>WwX}ybLW}F@!B;?x3*f zFSg@N%Q&>7xGFDvj2Cei+)D4$KF!LKtX__$7{USi z-nti?rE@mAmzCvkK6Ht3jcd|}3ohO$$@N!Q92S49gscqCxQWhKVJWZO-1K`3H*npy zCT~nw%san0_E4N8JcY+tlB1=%_}k-7Z9Ep1y>6KX|BaQs{pNENUNZw18HuUo%iFe| zbJodbLdcB!o0;ToQ@yg%#&-*CeT5tOueydOb*x8K)8#nV^tkIcfl`bYkIE5?0T$R^Ohfb=BiCCammBa~Go^uyz_|kRy}f^A zuhSl}ze2M#I!&rF-OH^X4i+{CSMI(kw}j5~=Ojc`Hd$((=bO)^xoVsuO)HwW=*{CF zA4zJT+6!&^7=eeB_I859H!Ess*L%6F*!njtWt4h|KTB7qB#~d`DkKU!Qt;l`|CC5d zlV?(wo8uIN4H7AvV`;aa03a2@GuT1;jYy3|!O8hoBTqGm z%9`J>aq`z*Yu`Tc@=R#)KumT6#~#v*w5}6P!FkW18|J$M2C_-iKHBo;)B8--`WNZT zlo;>MEaA76KuK@F;?y{xjwOTORNPcZYANS?*hUjGi5m^P!^zkmsEa{?4MHvcdkLru z;J3IfN=;1)Hq6W(o_$v5+h?r4;hEfL?@$2iOoCW*ydRJrP}4P^#!3;J*DRnTN~kRz#5AP)YT5)CFfq{2T{+ zgVD9NG2~s0P+g^HZlyUOML=D{n*@!y>-29Uj4ymivuQaRdYNn`FTBX#Sod~fsm{Fu+D<@K-~D&wk9{lTiP zLeuU6!zJ;6>h9&R5|wJlgw*Sj-Jpq24IMq(?i2Qv6ip$KKJJSXw%BZC)E%zxYo{I%WUQyXgflAg(yFS#G6R_9j%s!^9p&G%V`5BFt4 zQC}6}eM@Lt>&aM@?w&O*~;i%s1h|M=152=C1Q%`1h-Wf2qJ%zp`0xQOP{442wT zeqAGUa1=h`y0CmuTkey0F%Oib&-=O7j&58l)p=(OK1^A5xRyoS%LjhMU+1j%G}}AS zJjZPb<b|o~H_m;x@Qm>$D^8pqcygGjNPNK#1mJQh)(D+!Q zZtxTfv+9ua{))ARYt2lC{iF6EF7Yqqx25)UChJM?Vq5n>ry%V;T>`YN(J+h2f-pG_ zvLP8Se7N^kzhU+FR1XI0{Ba*W(?umkDwV*&n#MaPp$&Hd#~GOLR{ehkp34O#o{AbR zIUR;9k~@y;#QJ2arN7C-qN3h~kPb=CoLEnV6i3o3Ey)JtK&8g;(=mOR%0DEMR0`0~ zMX@H@(H=4{ei&*+2my0GwEs0yI8c1*a>~koqTY3QF|XVNI*PM&O-!iyQgjG;dEOe4#avLF`FC%aAxl`|vunbQ4Iib-8$8e@-LT58+Q+!keGT)>?ulWr zm-sIo8EG%-Kccsbr>W(e5{Bi#l&1Fl+G%$F$ZV0ROCjZ%-(aCCfoLhj()%u2ZNX`H(Z&~`cKaIlQsa^Qg46;leEaMKw+!o#ep%0}PFCcw~ma|y{ z=VKw=LmGWvJYk0XPa}s=!o(YF_Z!Q95aIHqyAt1Qb+$YSAu>qfm~C=?(h?1{p1LIc z4#ck_g6QQ6`@IPTl7&V!20zIfYZme3g&rEyzia$lwv`nJ9<%fBdOY43zwS#imysmf z>99U|;2jueZ8zIw37(ksiyo1fPebatoKAFM2W4f3@27Li~1 zCy#OZhJ7<9%`hU~kW5eB1gR{c^M)AQd#5)BD?ZSbrYkZC9wQnilEvaRUqsuTi+TZk zw_d4SSwHZ5NiOoZKN%`oAfe?r#!eR`R`5c}x4N-ZRebk0{B#KLtNGpO%&M!=&Vox8 z_{!CkLF~0kN^DB%QHYV@JrwAfZ?9P&;yw4F;k-A7Y(pGN6D|#Rk6qhEEGt;#@IaMF zJV;cRqgg6jHKwb$8U!+DU-r}hlim@9JgHI$j~*geXL;)Z?}CGeyC5EIbj_9 zv1EhtcI99dW2TyvG1b_T8SIT{7-a?7($|6wYfR;)zbGvUU!g+M(vS)?=^cz7o`Gt z5TLcxl$%NU2xnmZfea)q_Dy+&epT1W?3aM4ZYqkgBY8XK*%$9O`+do2RIfDsj6;vI zR3T*0d_xV)$nwrL^+r86o0QoG#IrTJ9PKUYkAsCX#Sc|xer85kc*w6L((m~d9?~v9 zjxtPMHyebS%XeX-G(cPNJ&^<-Jb$jU(UB@oqZNxiqq=ib$p?A&dWmN=I>u&%Fc8T= zW&!W%5!6{O)6A_#p?TVT?lbep$GxB*u74EUhBsHvFYv~5)EPJSLR9iI8!}q?D_Nan z%?XT+6H~@$1{Cm88Ho{^FIGrm&1pmu_JZi<&YH=1Ud{(Y$*}XdZH>5WqxwaZzL7gG z|Hv!rA*{3Ezt6}T=?qOZtE>zPa)&Oawgs1k2=5hgXGOa&n>{P8x1`jy*zrSwitl(n z<{U0DYyF8hlQrF7E@xS{xOP{@%N28CoMI&`HRN$urwME|x%>+7Jk5CtrgCHQNy};i z->qQ4oYW+JBxr5|;gZ1I93kslY(`3y^ye!+qG2B%$nSgHym@s)#=Mh(3XKck(ph_F zphfCw#{vSyDq?>Mw!Zu>KL2#UKGbdRVMljM^tS!uXp%=8@eMyn_K)x`ap0Tnm1*2SI<>H=2>5vsrq`S+yn zPp!jGt(32h&XN71)cxdqb;|hEd_ZwDr!oqO>`#X1~)_`>xYT8B##(ZaxR!&1K0Af zyV3rJv4mt_aTV*Yvjnz_zmb+gtZ5$$CP{>|>BKeEt#t#R@fmdwK0Ti8*k<)qzEG`Z z=0Uk1%ipByF%M@73|;at>26B4A2dd_ufKoYxf1Dou<(9h@lgJ)i~AjWn)UUI2-x69 zhHZ}HQhw-heJLO{7Qt}7(sp>=BRgF$^f0!3A$=p4bYhfwWmh>EOJ9G~_V>C)%ltZm z{oFmWelg{ADQ0LfJTKOJS>?1jcb&A+!QxVntn@UuvWfh89Y5rJT3>}`b$+-+1xV(i zLKo5Cy~6YSHXYm6>u~aFMt9pyHtUeIev3nBiNWnx%e111X~kBX&b(G`!l|=lgjZ${ z8W}M`ihyi>l5@w&U_ShD#LM%eNBn=YeuA_OZi+4fry3Nm+qcqF>wWI4jO0%@GEO6DRrE%Y2~q+3Kr6hxr>i6q~(az^sr`J&)TW=JG?f--dC^MmL$8*EXW%H3(zlo9{bn#FW zJ#)HX`1M8#;TQIa`K+mFO@$!SA)1S4;@QEd_j8o|YdiZxvv=CMB^8=h_zf^HC- zsu9dU6qa1}2;tJG_feeZqwc3qKW}g`_f+H=|~#xgHzjeOMP12zMHU0%`NFagmX@d%l=kF{YZR`F-V@R&Z8eLeOopR z0HnyB>36sVoUq=RTy2;I%J@*;{9Lc@-18k!ZjtRF|0b}feFlnSDlfHt-bwfr`57A$ z1QYvQSM5{sI@Z__(aSpKnsHRw5!R=JK`|&_aKLi1_#_a|-1%{^Fd;wP<;k4$Fqu9w zTKf!V(u*>)F^6AtZ_>WWS@K1?h0r0*mVK!`NO_0EH|N04oJ`e#AQ?Q&aDslk!*hdD z@JL783{l){wEVeOm#7CftJ^Jc{VHaAGxQF8)Zl9QsFRM`N$Y216l`&1(r+;t zd!sDK&u=|_K~LRL`|j9PJfDIj4cT~acB*LB^b>hcs~8>aNNe3Gx$q4KzZ+3yeZ8iw(UrY8By}9@}821(}3JR6k9c!d(hE9G&m3Rj8f-kveEj+Fs{b3uS+ypG% zDGaaYxMp!P?uGs}Uc^RAGp+xM?whA?DCJNM$$}P+re&fmu~5>0QPSoMVuF$MHO$k= zH&n^`H!JsOE+#LiqQ7ROJ5 z4gsp_v1)FYH_tZ*!ashdqWsL9j7Nv`Qwq7tuSYX0*7(L4n)<#2~wS=s8<82wd>pLaUzHq%ydC1-Qqb!wYNz!g@*L%>&XVr`yCb6t4 z(rcp>d7azUHTgvV=7%j*_E1lfV;S7aLHg51)6}}X*#khn+X|sIw&sgQ_ zs1}FTMa_B8bl%T1LTV(7)SD&D2A|;nN$D&kP}+%>btRun-_^oR2G`Y1sXLWw6ym9a zNpQg1#$S-Wf?`7PaeB8EQL=1LQMx`TjyQYe|b)90|yzXObz zodtD2Eg^!~eTSnaOv#(RD@GV%ks0YaAC#8Yn2Hqi2C{cxyn$JLT^{L3M&EP(?*990 zkT<;xB0GYNMb%!{zd&@q1D&lAr1D?7Xv_py|7c`hmBgtbjc;E^U^)wp6i36xjTvZN zAk}?sSHo%-#^*T6!DBStkeFroQ8+T1Iwg?rlh(nINsopt{w12IY=qdgA@u$NOzMCO zKfJ;mQa<&w!2PT1M^>ks?>gcXUfdM6DC@QqZ5wU5Suh;q99NCrj`xivY{9P1s zsnG=&p+;^~X6#BQE{jNZc;Ne8T=00r*8GmuAcHqNK{n>F;$x?&cN&CVI8BY=YN(A? zDJ4rPiRZyJ7q$+7P|Y{tU#-&Yzc+)$IKL7@0TQj5)UWehMFkS!gPTgIS=~k_Ibt^l z2~Yy-S^KCdM}+GYqJe7$^nd-rPf^jOG9V5RtYeCdbCNL-T6l$;zrnSB3U05t;TSj{ z_P!~vkb=3$I~&`-ZSQKN|}{DV>4`7@|WtE`R0H}Sk27^r2on7pvPEZ&`g4tY$h1+xFC(*gb@3B zfPDYy>5A!-B!Q@Q5nW4lE1)~=?SJ~tg;p>fHQmnqz&W_epGUGzNxSZJ%JSJNXNjgrT8OUsVa*52R4<$b8+1}+;colVVtZ5*c;Wo!l779Y^ zb*`_u2HsMvL-cr}7r#RESV78EQo4VYh?!qr^h={JFsyGU^n{x)u%K;T{xSEy^$vAB z_+V6!-FB*4-1kw<*RecD`dk){5M`<^KkAe|8l{OL3k4dP_&gXzGayfN#2u4`YIx`} zypgpOKlcL_=Tjo(pdnzj(k@7StYkyNX-ls3Q`nCB5cbTTW7BugYBNE7ArdiS4eKOI zyl&&l{bhk4`5p?vw68yvhso1n{tb)aBbH)Pb)l<~Yp^}5M7^0mcq+PKgXY0{5)oie zY8;hQu&vmIjhAq83>xZuEbe-Hhs~#!hpk@K%vh(hlO>Yu^4{ur5T;`a*oP+kb+KGp zDfICEk6`C=Emg!hyW3Ka(plsP@`go+Zn$-T%-*Ge{~ygT;VO`2{C$`*Seej-|JrQg`I<{XPwuJ%H`*e8=qZ9-{Pr2<{@C zgBV3e-dOk>#aTa*3wY+G=%r*RXSYwAe8?B^>3sH5osXkk7uS$O-AFP}$I@lv7yngn zt_C|62>oP#rWchEERY792h-jBo`3GLiCw$1c#iY*J`_Ypjy)a*1X22RTHc}ko7)!B z^@1EX5F)mDx2*71NPEg=Tr7JO#|UE(7->7ae|bj-vmJj*3L3B*pT8>n8jxvyavZTVK^)G5aNSn>9x zwvrQhM+0=n?8R4yYQvtcNYV#4QZ-j!iw5cvutlY3TEnSkdkbxuEgcD)6&0@yrjic- zmd`-xTDTAS!$JJsBb}8RO}o8L84j@GFpT6o=HO~|`m1BL?`#8Og37g^8F@$dr@>U* zF836v$F0ecDOL>nR+wHuTxIHa`v*YGFk4(ZFIw7r=*if;=FL~d0$yV;tHcGdLhieD zC*LX}6T|(2stH#4873ZmLb2qO`uCx*$xONKqv`(OBQZ16OmhFXmc&#UnwiNV-_D%{lh7{+29V2t`7EFOmSYYr* zM;EkW9M1^uHsh>#GFzOf3K|_rzo|Gv$s%dnAjas}x!ayY-{H2lg%Wt@V3oJafE2X2|@qF^^El?9ii$k;0|uN(be62!P`YrBhFX7iXJ>}wLrcOb}`TT z`2!rz$fpB}BlE%VZx<=lc(l$jYSmq<7yOv9J_;ZsG}oe`9A@|5YFcbv$2eY+18JxK zd(_dmQvX)~%m=oFzWbLF;7;IEQhI1j;=R%F`A9s;evmVvZjnjmxHa^Ca9*iExDWFa zdkWrrl-?U+BRjfC@FPaO?;;f&#oIl;W@#)vKOh!RAzxO9BR3vT!~c$>kJqYfY==>Jfa`IW{e_% z%%QIobnb9?O$S|QjkmnPJ>;5-_<`N4tG{!!DEwV{#ozwr-8KZYErG1b9-~?$-NQOm zG!_(FaHE`yNZ(mnYf(UEarn?F8drE{gtW>#3eI@J=m+FSEXMmPmv6Tlp1(^N=7Se4 z5#6o!R3njctw^M>Mg%%fYB#4=45FB4amhyW0wqVsEuWm);xZuBTxu&@!GS0`ok)0D z0@Q-N{3<)GQMY>T26}(}VaVv9rP)gVs9K%03c{n3%52hUH>h38ffBc)3CX`D zAwpa0UThcZ5aoPTGcgs`)KsRy)Lc9Ncze%Qm<<8sTo~j1ixc?oxEP%ugVw0Q?`!#r za}k&!&7!kcxiz1&P$5B=PewPihHFN71$7@{8p$dy1+2-qi1xj9db70B#+(KhNKC$o z*3oJ2P)fp4>7DS#@9;iqT(&6+cfTu~%O|{-Xu)@!h1WW8fK3rRbXY$|_os=}T&eD+ zYdwW>cPiuKZhZg#sxCoIVP6V;%VhH`?bTyQ{vWhY-th z{U+Cpz=#!2B*&-kxeZSW$=%XW?rW4M2u9)<7_;*SMCPyxYU>6}|sYB?s-?Uo? zVIR!fJl7^JcHYe3>iTrY_afA8owL!QXt})oryK;L>hfFS6@jOD);Hi%l0y%(pzrW7 zdHacRWdWe>fuuGV~NU7|J%qR{8wJ zy*7QOXyS_$pdbM3aei>MhrV=~xm8k2eKP|iWglL4Nr7(FW|A5;A9=cHR${hO?rET% zDjHrV_@fEk()i~njH8KoQRG9(M?3hkQV`jZ%=*}6`;H_D!v~UlXiLePyoG&MsK8ZWVyIkA=QaS{D-m{K)eC3 zMCEVYWae|T{LVC=S4u76tmDxUr!%&{x;+dDF=<`46NPj^l-ATeR8D&}hyv?gi=s<=`<{Hntu%9B!OO)6D#AZt~(Au@XCrhw4rdf~;Hwo(yv$+yql{ zLgXhg{sUrh`Y#uhagakK2s;u*@t1F|9G+UH&W00SPXcjNjS?P%OP;2o^is8sa=fEo zf^oo)Fl>3!MsmMsxl0@p=cl+?N09jZKkPzkdr7P^QDXnTo3oTbAAF@hWFL&2)|KE(K> z!)dx`|^OiiZDU37@Z3d|?{A3n(wYv(Mw>iIR4sVn%qClfqU^}5g;-725% zn%!;prSGXj&Wo)+A`&A=E>3z8xl++;z{Nxg-%ZbLziaLkuf2OJi+DtFEIzn0ibAjW zzZ`j)xXY3@sg1L?9pfpgUfU0X{VElXurY}s!HOw<(wf0oRw=98Pg-F}thZXsgZW@Q z^$@3@QOMQOo!L8HL&R_z@>?dU^MnCuk~lYzN(l5urOeb065sN?YG-eW&qr8p8{9+I zEWZTv`uFWqBYh>4t8OaRTNjk|fJ%FpubHA&+Qev{?am*iJNXT@YHBeLAR-tS&st&E zLkqq3ZzYqcuMWard>A|@C9nsWDahc3M+f*$RN!GAun#tM<7j{dC%{L}`kV#GPL9pm ze3da6Sn5j)Vtwy2^7*koyB~||Gg+6KZ7I04R|6#;ze^L(!2-TW7-v1J?){G-Wa7R6 zz3{sjS2P)oqU_k`fdgHS^CGL$>PJacm0qnXqb-*%G;*ct2Oup7mWf7)1_#j7`g=LW zl(9*!#8Fy~#iQhhadeh)LPL$N?=#-`T|cgus0xiDCxMrp-qpKtD5=-z%8C!fUWNk& zZ2-bzzJ!#(T(Rx%Y&VHe7ts=-;}LWa0C)}Y-o(2}iB9L>E**EZkf^ST9@X#YQW~&9 zeMQU{#w%Wm+>ZJ{wzqq&`yXpM_!MwQODhbK3=6dQ+psAB<@1}X7v+o1*9eGP`Tp9neq)oUm{rm*I{N8VWEu1#S&7$;a1ETi|sYn}W z5S~H$(JosWHWtgBB=k@zxh+M3nn-1!k8e56Lva%y_A<3T2DRkOF7vk1@bnIF^98_noiixR~;eLTS!|v%GH8t6Rvm>+j)Qh{V=+=X@N36 zg#7B~Qo(;c721-Y5yWzvVBctgNKWv}_Y2o56~?BXvYosQS8$If)?=#8ehX!%%X8f} z1iZ@`>#_=_!s^HAr6{yowmXPE7Nf1fRxO9FDf$b%P=~G*4S7! z@!5vX(z#4idsuM^IUu0Vkf1K_^w#ybkvM3TXUnk3Ogqo;x^QUqaGx^~&Hy|Vm9|4U9l*CW06Lyjhz35+*W+6a^Qu#&66c-W5T zi9<4ln4kLCKS12Vo<|({S ze~Cy%;FQdj{@xi=;VR$09ZHel*3fpFod*d$b&A&B*st57=n>9BGIwVh95TLVj6w+k z0oVg73Y)}|L?pH5D_eq(^3th^urnrp?R0-(M{yYZw&Au_6gYqh7*RJi$!qra-K_oA z02|Z>j7I}y`pxd-N{xSAr0{b8D;DxjQ&9XSoxl{$@-HmgS{ZK9bXTwa%CIxf3Y8O2 zr@xn}64gh}osPGrq@jy%#Z5`ByVeGQrP&?ClVD#PPDWO#ipa@N5P|+N5kYo8fmox6 zr9)FEB2CXDHGyC|#$}0&H}b+~KmH9o>&*4%7r^PGtX+!Yv&s0M zzjAN}GcGV(4>P4|w@A&D|Dx~&v)_i)v;LnJfQY-g(^FuS-P47gaKSK^-$9HjkGZXH zQy?7`daF)K^^Cvm+iCcuGZA#mYfMhCUrMi>G6zN3(3Ru zh4gM3>gUa*w2cnr_dd5>T^me>kTnwSO* zeJPd2$+Nl~dJxYp6+tar;Mr9#u#IlzDch;w06>KbIpQ%Hz(}gnjq1rW5aTSUzKHen zjE+p2njv(299LO2Ui>p{C;HI4pb#J~GyUHvdBp)&o2!fTS1>*_0=8JwA;85RbUA)C z$lWLi1^Py{melU0NQMhS@46U?$YEsQ?d7Pun`YQF`Uj`5$r`l1OzCE>c8N=UvrtuJAovo;!np&4?CMO$)wqj zAX8wq*SDtqWs$n_Fr~IB&kykhX1tFfRAlc{R-)t?0aC)hSgDXZy25?ufp7D4u$7`R zW~wq0kwmyAbmdCt5q^59ul3nu>k6Oic4b=aeNFb?ztHD)Lh9!j6XPM^@6665L5qD6 zy$7~pmI^&M*R(;Pk($2~mOi{{$wu5&X4NYXq(t^-LPn;`i0!3UT&sHAEkTcyOTu%l<~HlvYXX&p5R!YrYwZx9br! zC;rx5oIRKP)M`~8{OpS;+(^ANw=Y9b#4Rwb-UJPi7pl8lJ+1UP`bKdj)&dOR@JG1YZ zx#j|=Gj^OyUW~XjybXnDB&p=6kI4*g5=OKWZz%IUI+;;FbgjLo{ii}I5VEOBZuTPY z_7(@JEqIo{zyIzbJX%0hbQeMFKny#|$U)bXvj+C%Gim30$4wPzOCaoz`h|1A44AL* z(fmnRpY@5UNzjY)Y?)dg<{#l%@sn%X7}u$;*33deRdbz1F`mc($SYy>D`0hl_gAxY zzI28;X}b#iL(a{#BUoC@tY{R)YyCVMEhNSTKZgf*0nT$NDvWhT2aA#-R(oZBS+AncEU7De6fD7R;>=f#3(V9^?*ut{8 zw8Olr5q*<0kyLi~p_Ru@oaK;P$WV$4!Q6(u6W4MLG24NZH_mT`STN9UHv zE&uC^@1ejfAB+F}@6}cSEI!b3e*IS)rczU%tS+aj|XPK*7XMh}Mwhvop6Oi?R4(Gp$P705W z^0{LDNwCF$nY>B_RQ=XeWC2&nBK|W^>J9mqO2N4uVEf`ucA)*+5^%wK(!!&RMw~y2 z`fSo*-0|63-f%Ud=b=F8M#=rAt*axXr7y)GH*UbigI*+fR%vwdc+}@GeeVg{ zEK<1IdIca@38zWPI`TsEFwYIKghA^m=PTH-VhbCxplER%rao(|w|5_PW24!S;_{rz zW@0C}Q?UJWD(>L4#+YIYyjw&HD(6fqo5nkCe%>Z=Y~PsVSbB@0Shj)Ny z`t!owR62XD7$W#U>^OZKS-M#4H`8FNPZO-&pfZKJOsgLi1|BS-p$i^+VK1j*XGvoB z0x(^RlH`-DbGK<~9d@@L<(N*EMhr?E6;G-9^X#@W?Sw@XD;B3O9?V&LWhwB06#efz z?^3E(_4lig6Agn$m|F9`$u2rxiJAwqIBAAw<|YGxV!@&EUyr%zv+!$hA>IOd>7#r* z`qvX#TiEc_d1&kPDmOULt@2yZwVEY7Aqbu4yU@~y>I)!sGKB6VZA*&VP1oi$JOb73{>A5CGYNjNs^?Z7AVW;RR<^4a3=ZS7uc-n#R+M{9j_t6|Z6Wl-UzZt_Wi}Ot7Z(|oKcfWh zcjT6*5TM_#ZM4be7GJU~Ij^IJC%(Jqw`=<;$H(l+JaHmnU||%JhX$BUywY0M9|H($ zz1ukB;mFR@_D`R!=zla86cnXaU;VpZS~R>1&XE%n;@H=?guimG&P#MYIFnrmA#zF|&oukDvZAq7vW8 zSvhNi@XQSx%5&uTL}|psPU?QDnBBZw(UXC;Zh)6(xa6ChTtgfp7kRCkW;Jslr&C12TD%V`yGf6iNho4ZJ9AgDY9Q-r?GYQFX@4V2|{xl~v@_=8J?PglX& zLV!TE0eaI5!jliU(bSx^r0arj=(?PJu7=qmp(lx}b8Tydy*a0*lfR7f-s$DMIgRE! z`YfCus4UOadKC>&Zdblv1`?d{I|b<}Zy5#nxtOn99G}FfEy}xWa4Uc19Qa4akX+Wg zgBIF1H@}F+dItern+ZhRsw@>pZ&>)@asO&_)oC)v1j?dJ#b$GH{lUv+^Fh@VH`3p~ z!weiU=6GiY&s?ZHPqU$(?@vg7iWRS@PaW8U*$(t4aQhx~K)E3FNRg#4OSS?Ak}%!~ z0~q^d*+sGZG~7~<=5mRcQ7~TZ=7&8U!pG<1X*;RwEFW$pAHqIohhR(lecB@qM8NNH z;wy_;h%Zl+stn5!<<@6l^Z8*jb2*`o$Yl}!UXt>j(YeY&cIK>^1(St#=Bgh3EDL@A zL?V_u{P8N5EqZ)S=u(J>2l4dz!`$v){U_!D#BU9RZJ4s}U{375Tf&Ly@VL*elZ;Wv zs^DEH?-`7J(KFa!UA8r5+De9V25NPqu~ToHfDKoscKY5-He$zlVa`OftFB{fl@vxjZNqh+2Vrmpo;yT&AklcUOQs!Hk!1E%+9h5S!M<>!{1 zPgUd1ujHA_{neni_`I9PSC8;(AC(kF0(nJ?YQi55N0q?tvmH#&+tlEvaF`+NW>Rx>op}-6!%zXyh-kq2y`G8V2_1M}NYYx6E;B z(n3}=J%u|M1=N_2?Hz;Q^GqrqONZs1Nuwiw;$bxO%?qS}4wTXAlO^qDmMyFWB!?ye2K9;G(hiO_x5@X4}W5j#}R? zP4c8iNABO}Haw6Xn@#>=6<7o>+0*2~6(f4Wvd0UQY^x$wQ!CTQy&q4vuce&sPy--l z>dSb#{)=;y_8vQVOrST5c zAS(ShbQNDbnslEW3mAMnS(vPv{5Hp|G11Sioyw)ZOJADQYJF#9Yb4%^-;tJ(5g1s~ zQWpZyF&%e@FHSVX<9ad6Z@f3_6qeDgYs4ZHoNiw@^{>?>&W*8wx4-PugL=)duSew4 z&+dkfxl%d=}GtuUH zgV&X9QB+l5T=%niQKmPR2TE0zjHEdaq{Ey+moF)XVoRjZO7(uD^2p8ctYKb%;vTZlix%< zygfi5Pdy>Ff|4A4vwKKleX>5`vEql21&jqg3dK7?am6Y*Qgdhu?Ru*V3-%6=;-c2nUuYO_lmR=`wwMR_B5=VK%hVHIV97x{5@62y;?gLvScLG%aJ8}K zL=2!#48P9=KSc$$dQsm@KMjC}P2~3m=Z%|Qe%-Agy|i04=eZ`CNDAzFKG%}VoxuD2 zU4Y8l`9~vB#)_fNLr_ikwmdjidEp=8+Sv5^aF-WB#>q6=qE7Peq|p7Rd3n#5>joH8 zAhLWpJ%uUg+KRWAQOFkut*<-pf=pXk+NaehnRLwN`0}hPe&We)yfDROE#3J75m-8R z3Pu%Uy9&wlaqOHHr;iStm*$dGYW1u;oU|QE22f+z^~eVZ#(Zef4?}y@};)f>ix)XR7?<5F##eo9$qx&qA!Pzu-3LIMHv5w{aGk+q zkj-TEpf8Y5K~(^Nzvfu8I;O7O)a!6G-D{T7QO-QbZOd|b=P{@EGELFbJhlXvLyLMZ4nl>%mdt~?43OkZUvQa8jBz^ z5x1Y!bgLDBHMj}l8MIIBuUvWI1$I;!QY-alNRiNQ6BSq667l6rtp>Oy)LS>9e!y8N z*#3H=-C)oeci|5CXQKS7%&mItDn|bCY%{U|QO(}RGWW$L$B4y8wu?yvyF}|uWj#%q zj@4+AM-{gJaf+FS#J$dg#rSh{9c7WDRHlfoG{>7jn2VB zdRDq^<<3JP$gK`&c|V}0TL%0Ho76rA-@!0_2T|3&%$}c&qr4dCs@%bvIt4y?NGZF} z)DBFtLUQXkd$cR5mI~2bz9Az+;JVSMR7YCAPoccOw#lIfTJDt~l6JwM(V+$!AXVkE zh*Lx0`EAD==6j@%wX>RD*0FpOB_awr#R&6AkSO0>my>%7h^iYO6}rZNP)RJb@56eu zep&DrJl2(C4N&<4{-_glAos+DBLNO_=JI2F-=&x4ssE`I?3ycu$GC&UuhQVIuDH_! z)$#kTZXtM=_r|Tnf-(EXGOZjQ^aI`oClaaN#kn72Ro8-zmv4^S=bY#I`Bcwc!P>Gh zu%Q!~9$YM8d}rNN^T&N%3ZM4F*mhPCy`xr6fI)7 z@X5*L3h|h_(n$}po$f@@M9Ik9(mly0Zyl0rtXMc9zIvrfz0ihRHX}FGST-An4IpfS zs%L+Bw01&G6KuTv&f-+>U6_xWggCqknSr(6@cRMhGFopPdNUx6-s(FvMPh|HV}g>Z zPNm|-*H7QDdg%*XLk9gJT;&NnCWLo7aSVxJ$Pz{T55@V|Vi;oWQ8Rbb5&p+nWUy`% zHCxAIwvYFuY6FW4o8%cKw72AKk+9)Cph)1(m%|wb2W_Dp_3!j(&XpW)ReS0@=RKq{ zMu}p&d7jLS@71a(1@K05X>FRH0y_4dnKz%7x_EGAX7wstZy-R{P2hU8#BG-%Xl<%_ z{S+G=LRzCdn&OPeMInj~MpzO&q-KM*vPwed$C9QFPpL_7#S$_UOG^-{fFvgwhHo8G zQ0cEo+A7s5TkBCAp17Z%d|CJ|pmEX&f6jU>Ogx-aF*O@Htw07iiulZX3UT(wiB~>4 zj-I)wXTBZeT*|?T>(-r!n;T4R7jm9qI8<5WJHD8aG5yR7S(gS@}m3q2{5JE0)Tq1<6~)Cu!1;kF2}{9JUka_@m6uM6?V@F*2IhKFUx;%@R00mNvTT|EZG#}x#{Z(5bbF0Z+{cQ#@ za%x|JeJv~@z5@#edgCLXaF6+DpgUsqxxVzf^y?gLh7CGSWeTN_kmmPDFEc~`sn&3O z&Ojzt4i{U+s#%3l`H=e@vjSW;*yx7Uh4IbC_~A zP+LcWw$v3aL~aXg=KrC4|HJjQ2&xytDw7fghqwO;@w7@SiMH$jja+SFOCiPh*ejdq zg%459KnV7e)2Ivh%3h07C-=ewJ8jAULb8Ed;>iK)=(}Lt;n%LL$0_$#z-)7Qq3}l{ zM;vf4Ctb7_E-~K~duiLY<+AuHIx-rWGC>DsWP9C_TTzB1FFf^IxO0GfTH4gUmq;!? zsCs;4Vg4&+M;ED~&8``3Q#0IzRlvun?R^-pj00c6h5B4QQbFn4h_Y&Yl!Ro7GKp-l zgRQjhf8B_-mon$@Eud~dZu0wd_#OZXUGZgTv&kj> zz?%R#lJ7_DO;_SP|0vS9buq+J7l{d-4&*%gImZhkQ&HmpxdbAiGc4knQ3*5&8TPWb(aHMR_$)jt>{|r%(kY@r z3y;~f^=Ba)w#(E~$)DKweM~~p8OdPm_cc!9Mmupt8cfJmLj4Sovr94umhppnyV)`f zaAoVfcz3@*5?Nt#+JG^eZa9{5de8UK>Niy3w#B;$puvRPhD+2$mzfh@x~9~Xx^;J7 zWkdYeTm%Oi!j<*}rpIju2$n!wh$%W;wcUG`W``B7V%N4XS76@<58KtWm|mpHTpB7; zy-!*HVk5L2?kNJ0sYvk@5KC}(@=@h-bS-d~O(Fh(b$#bB63FfJ>C1b{7QIQABkHY3 zPltaKv=W}W0g9Dko8e+R|LU`Hv6sr+4Z&||XUWogEF;R&aP)?eGAv&*2raLvH^ikC z1OB_%F=(9LDifr%05HB^4OA-plM4(n66#}rZJx$s@A;=K%UcpdinQYI#P{_Hb1oo2 zdEXy*F_Jq*(E@G&`OejEhEr4Z72EYkljw(Tf;UZ*o2Cr|g9SeR$9ut#33c<)%G5?( z3h8XuvAnFOY*&AjH&QHPYbp=Azo|Ayr(XF5Z!$TM#Y3OQ?%lk%?L2L!1!*j1jR;4K zwtl@&-D6dc!-7Z+EDTdClH9u&Irz>gd*VdQH+5=`KJ#7B`Okdgq!?>poA%%zfOwmB z5~mX-#}F2!aOOUC+2|_F8Rlw?6eAO*mL$n2=Q|0`HWBen#b^C@{BXIuk1TA3`|K=o zSwZu{Plcx*U!m2&^H%BSMQSOR|CdKnL6Ln!_GsWRT1!i>Eb#2O$7|iv!{Slr3zER^ zx%w)NdLYWLP1=EU)i%w_f*_e3#eAF3<{iB-=cY@fWQnno!4VG+i+;@p@gEC75hy94 z2W~xrv!X06tn13KAhn{NGxiQwqxI^tCzg+EB=U!v@8DgYB}N{qEvlFMcoW`)Z`)(w z7p$@mA1uz8F4Q`w>FlyC{K=cy8Nu%=G2BvL@2~Lvn^B&fg{X40(ZRyOAx4rBnm@Eo zyg2i`rOa+?c!asu^NBc%RpnyNLjv-_3m(;k!g z@!c)aL7Bf&e&|C*OP&rB?0YuJ`$-IYB)>5@Q^skN)|?Vlw{(CHXl1S#+aQ2SsdMPslDiEB2$0z{7`TlX!|V+gS-P zXU$xk-4ffBwd@A843iNM_~3xm8y&B3b}|k%qh{7TbteOnd$W|OZ-j<*oDFegU=a82 zc2)?Qn&0Lf!vrN&go}%cV>E=!zJBM3#M0AEo6M{vbh-CLIX#a${2H9J`a#zli#Dvv zpsC>Kv;8}5qa_{z3b=}qU@_#d>B7BM@gQuMZGoenfskQq=p&`it{~~x;^RWEmyPBH z^YL|wZajUN3D`u9E`MjS!V5An9qYx03=IjcNRxcSHLr_Nbh4wmzu63o^54aU{qIqr z_{U2Lc0vcx>PGO`cq$5W0={Q&;5zjfF! z+Gn4<@i*%h4Z%3jl%=bO+WI$0E0mJ)ogbsy_hZ}& z|LubH;7>!LW1X3&2s^lcf>836FunYTEKIFg=R42z?6A z0U+c^JoXl2d8<+}lDX(6W!7nKdj{H|RC=(X;^vh(Gb*1fpunTXk@al>vE^y@ zQj#oDVR2JBK{X>gk5^4vs=mkq*mH75NnyhUZdCxF?zeeEUSb7*Kg&Wi+JHD6vB@~` z0sX6nMw4M95U*OBX=N#;RBt8@9v~Qh4R8($0Newvp-Tddr#_$E44Olu*QbPh> z%LG(7D?*)ZF5rR}HQK!hCC66 zO%ARvTDcwvoOG_Zx)&ZC^#;;#eU^us%2eP)D<&TTR4u?n03pN*xl53RK=OgBE_7jn z4MCnb5W9zLiZ*&5=n^Sbe~0QMFz8kK>dae|MdRS-^V^t$Vd= zl<6&(rE1}8I~BiDS7X4D*z@xTn;9PEy2IN5=UDiDcQkS}WNs41MrY-%3mNl9=eWUh z`1!}`=JjuWbj~$&iFf0=kH#Nf%_YrOhvVEIrOGb_C^-zqDTG7^YT;N^6KtG4b1qHy zb-LM@gb$dM;u12XPT}D|;@hP*0cT|4)oieF%{u1!0;ctbXsTGgGcK-|HZvk#vN$m+ z+E1DCwhRr2tZ>Us)B)H$l_zxaSjtUGXKQv z!Jwe!+;I^jA9HqYz^$=-uWI>4l1G$`;%l9}C}wObMrcj8*hC>*CKrAQYX)#%=HUO2 zda%>Q3$j`zJ-1T?1+oh&`W;zQI>?DvihcRIE&#F_R_NuRil*rfSC zJd4YE2X;GSwJ)pwzKW{n@3f~)dNeTENR^I^Ga)%X@bT)w)B?yzfrXL!R=?5p+oeHi z`Cdz@)ym#g;1SsGMNc!AH(pUOG8aFwuq3RF#;+fT4bO#}e|`2->*>^f=0kuH)@}BT z<-r}6O-i=3z6}I*FIuF(|1{##7gQGpA42U93f$)(R{o@eh&Zja{tAxI zbtCNeeVCex^xI6EOnj8GInkqgn#VLYyK9>m{sbxF>7lGk75|kD23UF8F*SmB3sdzs zpfHkKoMndnx#lHdJ{>=78k8c52EhVUceVKNq^w3I4sH{w6{+uzvYU6(c6x=xh4&mD zwI-f_1jEG8G2?GAk@xE+%jWv9k#LrxFdOnB&yHnngX76!GcJy1-+?D-4P9fRfhML!&q$!ok7wIS{8E>d_6bBL=tDi! zE|vb9YQ?cTrG!u1=W&B2-0+(~F+U~?Aq9{sJ)JnH^!H=z;zHtnEpObFs8x%(VW`ap z`hS-4{Qy37_ebgQFWiqWmg);GnpLRn2h#J z%iYjvc1+g54e`i$YoItge$}Fu;9Ds2Y4hnCjo=)aPujLY@L`I%myCf22Z1XWylfOM z%iRoLp{OPMn90q)IlZl39qm&sSa!7il{4y{BK*1WXee6AOUmAs6@29r``BGdQ(-i) zEt7`ehQ>T!%jb_KE>9iH!+yvOJP{;V=9KS_U$|ic?>HMYs^=qQL>J6JogZUp zVEyM10rIMd&Gz)17VZb}4qyZ2>}FR`^c|O-#AWPy%rE#wZ&Sz#PE*wQ9D~rI1tlOJ zoSY=OLcUDv(cIGjj_VdGMyK_a8EA(DT9EJAMV{_v*m&$K0tsbu%T+^Fqu&bpKeMD+ zZ@ado%i$;T72=hix7*O8{s;opSY7ck?eD5%oY^*R)q|0(TuT#d4SzV(jL_xkb9fb$ z!Fz68a{$3aw;glu|Dbs|{9WdwH!2eSzAseG_>Z%vKUwxT-t6zl{fSRlmpAE+5J507 z1{M4;06cgqU8c~{`K0|*KV9M;ug#OVHO-L_EkaSLOzvxs_ zs{Pc@wViT!?2F*;{HvX`#?e&4?E8~}*t5_z*?wYQ(d`w@B-x)-^Eiye?U}^N{Q`P0Z0?&nn) z_ln9*qVV~gZZpqHj;ktGEYTyVe8UF94>dhlB&A!AuAe6P(s&{ z)AOW{2EsNuKYdF+@0}=|eYOJBnfC#xPB-8~$cc>9Z%^grniMV1MNqgFLVaDEV=W8! z$;{J21OcI-Id8XF>#;8SWD=Fl0UC{0g0tdSwPt`zabr!Slk}M#Pch+*zZu-a2o2fW z$tp>JzIsDvvX!|J_e!-skpMJghwl(0nIvrpK%maB_eMN1C@}{dJDLAqUAgV2e)NJJ zkymLY0*1a0xpxaL4&`w+I-h*Y9JXlWV~=VMijh{hP)(?m=6cB*uzV|-TIJTOmtX{T zU8iw`E;-xp(#XJf{vCP1yDu0>Y;p~IBYg52w|{uv%U8RmJro}dNb@3{dLw9hM!om~ zVIl2Z#<~ke=2DsXrsR0?^Fw?GaOxe(Zcd_89}==78L|NHMX8<>Vu?-r#8FtwmtAHP z+j=NT&S;9cQ7*e5$ye&`f8a&m$vb_67jC$s*(bNma$3^7{9$Zm@w6(Y**K~gMX!b5 zX@MeOnJ{WC6-S>e{%-Kc`(+3#t7+sXq#$nUR5s#8_v?W6)5}_$_*@y!ZVT<?ZQkUAq zVt(~LDa@-lkyoRV@BX3}QalE*?G3D@oUt0ctylL|MUd_!2D$BJr24lUBr9;?zz7?g z?!yN$6ia&Rz7)jO&_E#o_h3ugR2q0V9v=0Vt*|}t%+hc*jhHFN*Yj2b10Bun(_we} zzmuyC(|?%fcYX6CcQ`tfCn$537!UH_$07$%R+Kt?Ej6D`oks|eh^RqEFpq>2G`K~n zMM(Ee$Bi!4k+G1L|BTe@!U^MP9AD|y5rTi+3$O^|B%Z5$J?>}=`!j5)ShntdwEQV6 zr%%Bp;xfe3MRTC)b*8eQBs!mU?Q}XGEpm}guWn4SIdz-?R|&K^j}#=NXAy116L6_B zJ|xxh3#`V*%6=w3wLp!^(5@PER(kGwBL9L0kLv+j1hZWlr%O-U_VN9r%Zl)?w)?^LjSv$I(+bsjn8mLLR`#&g zOA&66@8lp0JDK%%Rw0GSBgvW|sNNh58`oqg4AdUAUO^ zl97>&C{MAeM{D=sKU<9r-G8-#oCDYijhMYPq}BrmW4_UCD>23@A(abBZz)nfP=Z7s z;W*7GW|r|ad7iOWYGeogP+-8J{3cb%D*99EQXS*3;-_X8 zlYPD>!y&iX?n#*tkUCvFe>#cv#88t^yh-7)T>1T{KTcKzy04lrusOK12|lB9VLEO) z{EBbS<-BbAdtXh8=-RE{7tn`O{z3#H%-_D!Z+xplKd^SxUDS+ktD!ob`}>2osb8?$ zus?8DCr~=F+xyz_W1;2!Y(sv>*%QWpB9%2-hxc>^XkDrMdI043&jZtY{OD{=MV+cu zn~|av7#By0@fjOB&4L$t<1XsFoV*SNsK2H^CBz8zC$AHjv?xp4CTqHXGj-T>s7hOpL5YtLED%CH=3H6+}?T zGvOY*7rBUzg2rFNE9-D81*`T*0z&Uy;wF{MdmoV}l62O~wOQ!L*60L6Qxqsr+*SqM z^ZrTPCbC(C>R+5EOSL!N-ieUOH-=Quax>cjc@r;bg5B_ zh4aEmSyav(3G6uJT6kDx)yxcXzXB=jH&6QgI^^*TaigxfiuX+Lt3R;ZA0mshQ;Rbu zTir+9Ca|GFJ^GX$t01qZIygh|u4j5qhDGb+$`@39|-kwr+9YmL}|c?ss~5 zV#h~)cX1t`r`azv7RjwE4Gn~T7UFK$iQT>=iOm#Rf27aA$5LEbuDLbgC)_T`2^a~eDbP$zA>lC-fZq(myN1P87tA$LQw8yev%&SJO7A|k?=S_}g z@B!TWN!I01hibd%Vco+g)X__eTS|8VhLfN9_3 zAOE!f61~f^Ys2bo+u~ype7rjhw4C3!lxnFaDrqB+2?;K5;{dhNbj=AFYIzE35a@&(1%eZ-F>@T-21bP9ni1=dwuVBQCs`lKA@ zjS5-pQsBAql1Af8{;2kuExsc>0yLUSDO!A=R!O}ig?eR7l_J&5qbZKbKjW+ZC=3D4 zzyS)6K@TbEl1Zp~hls%jE4%c^PaiiD)cQP?mE|DO(H{{{dOJ7uPHwghnEnnz^?@GR zXOGvxJbVfovJ;x$(G$H3hWD0EyED%$O>tK@!mK_^(<%hFX{Uzup(@y4_c5DJa`f|Y zFip5HLCMwt;X9Pw|LsUH7HEzg7$va`;z4n%0xVXf4(WCew5;r%q_1wI{BcnpVlB^v zB2RPbJj0Q+Q8LJTE0Jj7hO6AaFY;1=G<3uQjjY9EZX*IvlVpi!%lBkTRB(`#e+5Rw zAcfTl!2rGGu^R7SUi=7x92~fYcmjG=GRNc5mT|*d07a(DLpzl=9LN$mNX~B?26DHB z4+-{-yDoTR`U@7Bl{hzRmy0?#k33qjp*4o%ilWD44Kt7j6&DNl z7WHM*E9%oQnK8lulVy;w*{9d+LK+*@A*ujzKfNzbB2HrFov0jjx_M7mVLrTHLv^O_peUG&*@T_`FD9 zP@0=8z0)hFvcj2u&#`Qrxe(per@_^>uS?$vG}JKgLEum;4F^hzN*a$ZAf=~eMLfe4 z22EZDM94=N8K@Tur_y2;_e|R}^ONJzCts>`g`^S{$Wys~OGpU%ewn}ePo)6wN7EV@ zTg@9^=44fzL^7?>DEjrMuO(Y_8_rLjOFUy~!B;~}|CEcqB|$35cS&?iB~5FQu>4`D z3|fQx$BBEhvTA1bDPVC1BU*v2Y=F`nEL@Q1$*oRFQIVJ^g?v|2rSmnun$ja%+L#AJ zyTIYg9vUWx4GZnrG3ytwtjU0A=K0poK*DnT58C!P8Svks7WV3FCqGr*6Zf)E+rHAy z_OOhy^Cjpghhc*R@Eh!$H|EVB_BkzNQB7(~L=`yz;G~HgkbMkemz0O$VjLzR44U<<8dgEPXWx*VxHx2eAcDiuNbd#HX>N-KMa?7j;!p zPw*Zi4lf9&XEoV-UK=|XX=Z70>Vs07AM){Zi()<1!p0Z?#SPUN4O@t)D}!$sk2fUJ zu74Fp@KfLbXPByjVf;4qLSE)BMS=LWL&B)YD>_P2*z>qwgFsC->I^tDJ$j(hg3>bNJ&Z2QkGl;wr1O7HS$KLfnL#uM$-&4LKiaW(zNM)1(AZ> zIK|%`-qVQNE(mu;z?v^c&yND*H?)9qgBj;=;N>Ly&JpZM`$)NF36m2sR+SsX#yb@nNsMg0jGT13LYI*0wedU&kodKH|HErfq3fnvaiv*f`x6wYmcVCi zn%9}CcMDcLbQ52zV(Gv^s5zZj`#y|smM4_Vlom%WE`m%TCJj7~n?F}q3@gwx4@TqB4ldF6JRq`=;BQBVvw47thaPj)dmUJpxw9{{c;HL_h z_MbO97ZyMuDqeq=UMm2_+=Eg=z>WgLO^((0mn>vC$I+3Pb+4tWQmE&dU%9E+UUZD* zl|%~a0#&6qR%iK`bK89KH_#1%`7SwY9d?bXT;v+@s1}1Rs24rz%7_u}9h>O};Ql5S zrpp`t(dWN>p3q}S%fvg+N8BbuA8Smli)=1u51@B=Z)gtND0U_W!$!dK1hqxuT+C;E zQZuQG3Q^(hRG*@E(l>~|@3x)dNZerVy-(6z@VFY9=3@~F$m6odmo3WGc!9c-Pzn#Q zZ~CVnXBK`?F^$DKo1~^&PX2%%IK4NL&tJ~F)kC_aBA(~D>7ZG?>w$zxmjaEOekB`d(#P7k^qvh^$eD=cgP@IoXp zBxjL-A^;qt(&w@;++fnicHV!Q%W_haKDGpj3>4rU?*NxEOr4Ss@{JSkaJ~aVGaI&9 zR&Cu41_koRNe=0WfTWurj5lk@@YP=JmQtjvYcWg2jPZGEp1JuMbQPc)*B#$FV!Z8( zGyNA2J6)HaH_>~BSb(KAGDcFbE}q{1?|eh`zqRQxP2c|?s?LuVlg~$NGVILQpp)Aw z9-ot6YGgh&aj768;^D>7Fh;cr4qP-~Mo+J*p^rs01x!yG)&vt01|xlAxsEYTT`X~q zAwfj{5g;IB?T>_*@Pi-6&UdNrefIA>SaJx>XZd9rGZx zLD5sPM<_F!38XI=lW%yK7r!FRc&ubtUynvn(fDb&H_PXIZr|Pw#kVIUO~^mnA}Hcj zT9+4LW4L(`Jy}oflD>wyi)bayy(n0EZ6Z@)k@*=!I$wiH2iI&}%jSd(z^WnNvLP$o3e zOwV0_z})VZ_R;+HCzSU97QVYH1;@O$*8VIB_ycB)jFDk$E5>in50?*u9t+R+GH8J3 zD1SlP?x)gs!?lAu748f%yvlfMmpaOtKmLNn;&d97F^ut}rA9OM!>N!dli?MZmZ30C z0C|nHH0=jmB)zq9 z0jLW+y}CNav6k&bsLPOx%Ych?NY^e}i$buc=m96Qq+T@c!yQmrO`XB>4{|0EVyM(3 zW1=h4g6WZ8>pJ3Q0X^cQ=zlcrs`wZKue?%6M5ySmOp?*{_I zpqQRKzG5oP(wOmErjUh$so)FYvRITlni2~e;hhwJQJSEr|K|d1P9t~`{#wLVH$r|V zTECrq_2%Y>1nr{^i`7Xgwfl9;=|A?RXxx78?gAW5kdglud*DP4yO<)MPu4SDcIdET z*CYe1&x@c{Pb1ZfR=rASYy`hr(4g{y&*3pS&gD0&XAVw$lfL=d&i(GfZgy>9$vQo$ z%&o6z>Kwzr`iFLJ7RnM%9TqJxgne^*spCPT`MZ;$qca$22B8SE5em*|jkF7nF=XN(Kv2r8T&Z||Pf zyt{ z!!`#q9{o!Au*Zc8KZ`Qro{YJ$gr2U|8)p>omam$cuII*K{@NU@X9@h0ZMv#4V1_{u ztyLYM)qGE95ZcS))n~$g2Go+)JYtbe9ClOCWHw`X!f(yO7&(pBSbZRETSlm6s>Keb zH6s*y5Urt`_8$V1qB6i>J8=Zy+^m`CT@ep4%^lHA9=@D$JjxYDI#0gB!n6`TmdZ&U z#RAksmA#D8s@yw`F=GBElz3dGPZK8G=0yhqeG z4mzUlJOm0ABLk-GJC*6CTqbhg>-ZWxSyXkU{UuS({b8PFZ>QFgvfkk^YGZ5Bwb zD=DW_B61zI^sX-I?8j9q`&{6Wy?>drFvu13And=vlcbS&+nacrC7O5TUSzX1d!P$U z$?%sEw^ps_jS-im*;rt<+NCGJRrM*iFSLVrV9{jFDfglIeB0}4!xa?`Tw`nhsi)w& z$B0aYe)wa$d@NnU57=_#u-;CjmW}}?M~K#+sFfxh)MHJ6fe?kSA4Leas0WAQ7%jM2 zdTu3mes9S5z5F`}NN^vCgFQ>SjyT;Xp}%)sI(U}fyrY9Nmbx z#3np}E&YRxVXE``pER9K*NpY4ca3}$F7luq&F@Ly{Ex-B-X90=-&)Chj8Hy->d1DY zO_D7r^F8GdRyRl68WK$-=aeb!?MrZN#3WT*WAFX9r}`WpHhv~zfW!mNXMPfp*+<&s zEl^vGQj!Tj{Xm8>^TR_ZG=N-i{K#b`y>YSX$4B|#RV?yI-pH{Lzrl+f{~xjK;s8-Q zHrE^`S&Sh#)lve{+yFUJD? z5O&(dy_f1>9g8+vB=sFlq>kPb6w zwr$&XGD)Mxw(X{|Z8x^n*v=$(-tXQ!KW66Fvu3S1>tLU~_W|`*DKGouYAfMWibAmN z9E!&#kwbsY;G}1GmToU(<;nZszSdxnfgbCoc|%5RlDLN;)qFiO<1}~|&Hq=vZ{h>P z_%w&PC-cUTquMpbuSq#=y@E|vS>GbH@;*i?-*(1@XO#6#ZUJsRQc{`mu}E$)Ywqi5 zKT96#(&4WP=1+vqTo-P8OP(%~deljwz74fXqe*)Yr{!OA+3{}vpzBV0t+1)nTv20% zCRhGaQdA~u3j1s3XFoO5BV5RjyuLg@_z`Vi8P_BFs}s^?2*0p#PcJNI<~;rweK*R3 zk??lK#@M(0I^SSnRRM)SG^z8e2#t(LT6m+jn8Qa~{UP}5={uFH@aNDcYc`L2WofC! z#adHnXoP>_e{o|-K~YxlrVp=4h*>H$c0sB(W%RoHNJVnN*Cu&e^{2$wzWzPuw!T6( zCno&=GKU2t_*9Z8+l~^oidt#rHzABFL_X^4aY^<)qa}`R?<@=MHyxL&#!6V!2_M z10{*{yfA;oT^So}#Zd%#&Z#@Q_Lv4ZdD1J{9fxj>vk^~nZYLJ;WpMKvN49cWdDlLy z9*4s!Tyt<2Ysz_0wh4dgBpKHXwFV3p_acLxQM~u%wdhx^IX;`qfHo(wEbA6){`n7{ z!Oi=##)a`#eNu-T8zlXa53@TSRX4$?wpYzC_kh5lf8@&~*c<%RN)nbeiV8mDOl3AA zIeq{queUQe1KzE-?5Q86-DzBu81o`oe|Psr?)~a19fK~XX*WHG-dBdn(BQjXXmx?K zogu8O-YwffD#9j`OT%_6-UYH2kicQ4MAXOZK1d z+FVb4k>hG~Xxbqgcn;e|Ad@bZid@;5{~yV=^3F0iFPf#W>#JWxy^@!oNLrN3Exi6# zC=-|!!)yWW!W=`%L(Xu1uQIFOgl1fh9Gb1`f&u2Safp1ZZ{Sjutl_uX_|qtm9XV{^ zytS4}=K%O_XaHVm{t8)DR&elR#Q2XxnRfj1^9SY5F$0FeN?=P5& z27dVq80zS(^@k$Wwx3oW97x-SXAfch=OE>U9A5A_FD0d#3M1Y!ov%*_IJXb@2hsHw z^1OAu_fRozUm`wVQ~3n|@LIuIt7EsJGgr4hXXk`RjO>q^cKDaWx5=L&31Vn-GVqUV zyOD&wp2rm_{(=}*WJ|&!b&aR%gH2G4fRjFb}TOv&D_L%f5*XA z)zpicpW9~30?sciag?}Ot{4sU#s=HRWo@#^lOsgnd{Ji|789w^Z%*E*?lO3HAXGTcwY!sM$G@-A8+| zm&G4eAAY#RG~=@RngyFGna)jtiKbPd{99-?TsirV>001{1ij%HL%c-we$|CVE@vI{ zahSxNr>0=g*aJ^`IyFpn)!Y?9#ExAy7(!(`MiF^-_wQ??{dI^ACLL3m8d=kk$QW{7 ztkv;dM0S)+V>kkAx++!1z}v`u2qygKOVrp`+i7{>2PI}5lpSQ0mqeFhF5hrI51ztd zFFV}y^WOs)G#Q3c2L~?3{~^e=nNbH>Mq&4lj~wjmInL?ZSHSbSk<-)DLR;AXy#!tk zlHRU*dg|+Mv*mXGJEQ{Mm%jkQ6vePr#|w7a@fxEB0zDVEpOBI|wVmX>rs7!VKeO{B zWpU>iyF4uWgc$LBY+B+Q?~!-z`yn-wm))(k`%oNcQs6w@ znXvlvkf7iHq|c!YZ@Z#>d#SZ${ugW@@zy)Vd&k>zUCS7_dT;-$@1J_y6Ub1m>ikF{ z{ZZ=gS*b}=G9bIS}r3wHv$-4dTBX9C-F4r@*vsfY;CE7Z0UW zVT>OD-$xC2hDG%1GWZJ4 z@Z?`#Q{=vxlvqLFVCw2pw>cg5w>N;9Ft()QY^WP}@NlIG_A5+Ni7c}h|3|t_Tw^Q& zu%NoQnU227r zP31Mq&EXau`}*9{mQi9F1>Tev%$&zQO*U_0N9CX(-Lg2?LwM0q@1wfk{a(VNLWg#J zceR+gOdryrFJ01)Os)2tu#u#Tky)qy;1`1R#R5@`V(8ZeSdQHHHr%7yV9^<5T)94_eu)42s2wKb6LEnj@+|FH6QdZ|>o>9` zGb4;bj_1Z!L|4O(F9O8TbrTWx8h^CwrXuaJ?HWQqVR&X2(cph=_>tEJj?#&(Rfjyl zFgacSC3QV#cD?m_M*u@aZFXO|JwMX8Db781FBQNSJnS9hR_FmG)DitAh56~!jJzG1 z9J9>4#0w3t-OyuqyF{V91IGu2lXm2ERId&&y7V}cIU`^Z%G7Zd#SSWoK=txjR%RwX z0YO>OR#jD%Vm229fKH?O`9u*Yg9Z(-Tlr%=6!{gE|6Yj{?fF>n^JT>pyh^6|uQN0L z$!N6>n@a`&hzU)b=WDYCpWt3Mt3GX7)-Wr>0EEaqY^}$ptSjcXA$5U~0mm^`bKk+_ z*Q+%GVM+_p#s+bt8tnNZVM9)F$Hgy~qpTrlNC2DE&*&nqTIp$M@*t0&(8vkU9}%rE zQx|xssK0(@CP=2b1M>*W(9z3}gr-Y=QJG|jzKQyJ%vTr30b^pc6zV&zggbmf??90I z@7(=3tgdQBza8=Sd0H%Mr#^Cr9@_>ou2H+-dGAE?9ML@jJRcQ*Bys=%>#M}?JN9;L zViIW3ZAL8ZW_RlXpS6m)4sl7ByS-kW?H+J)?3+NrwU=W6QPP);%lndG_0UJX5O|kG zoyLzuhxOgkB-EyV+a9I_U|?Eev~!^UitTP$%+eeQre}P*lR}^9%gLK)>{7uKhSniV zhT}{E%s2n~J_~b6H+~T@gVVL47eU%3JBg&u=ROYt(0G&`(D6V|md=ZF3xyngechh# z)h6p@|FQToXs^Jzf%4~q$V18D8bhdcTH>$%FbIq7?wu3N6+Tu6Gs-kCnN1V`W0<#x z(Z7=*u&h1Y4;>;3s#~1n&Sc&wLRfM5a7OX_TAk7$t-4xRs#-|_SW{^W#ydq4T8#@F zngTZ?Yc%W{_O3ryY7q7Y_R$a#^aa2?#DlN-(UVAr(H4lqc9y)V{_*zqk*gB}5tkDh z=%GWFZL414e&qW+iBd`d=*miRSZTT7t0rN65~8ipMCAWe|E?0$0~ztn92V{-GQ@*SR64pvtGPEN+A zra-K!|5=~_dToC$*`v9E#Tfrn=33rrO_&_jjsPEZpAg|HU;*eR+ZpV(rZR>9Y(?G$ zUI(7inItA!qr?`}bw}IoAbMA!_&cQYXcCjBA^j2s-tCNQV{jk==%OFPnJvHhV;)4c zYA7J#A(#=?J1OkYNh&5fR>f}vrlW# zQfXg{$YlCY-ILr#KHu25TlUgsmSsgK9GpPy-zOW*iF%yyc*pwkKTGzj5% zTTT_aW!$))#lJTu4Lix&W}($A`$>b`B`2CGwk>95^y0WH9|j)FZ+&6&2@bB#q)lPz z>}lEjI2G)wga81S_0eiyfnZ$9<%HhjA%!TC{n3y|gUh(14P`1Aa7xY$Q?mv$s_ z_C-wiS3iMJ5#iipY=;}8=o|&RhG^JDNs3dC^^8y-tdMxUSl0Sqoj;>=8^a5%OMj6Qb>Wl5dtl|jW`I4FV??~=TS%TBR7CU(7evyr0L-W3X>Bz40UVn zZy(G@4t~2nx+n?LVk&;H5C?+Zk8aTyLHsJ)C_J)EWECpilj-rfB*RA-bwK0 zT~`bE7S|3|C0s_ku}A}Ye^oUZ8;w+aq@8bdKR3j~lzcrZWXr4PF4?ylzVVt6@tNBQ zZQIUEawmw(X7$E3J=zg?-A5%4l8G=g6Sc1LwjJnb(Rty(eXFF>PFF4Ls?_WFrrU;G zmws_&Ub$_2W0Z*Q`gAGr8}M3@SV>D8$m zk&FG2rc}}wQmY9F>_y(1&V!QhofX#^;mrYCR#SXWmyRdh5EV#_&npyh;ZCGes`NRn zf5$;u*|&%Tf>#OAz~$g#R+AeSm(}qMZ2dUy1Kq4YrtcFJzdT2AQl_h0NGA5sG1u3F zeLGgR9PH%XNFV|K16tF-jv2o;-kt67|4U|!Y~9?DAD10hu^&Kt`-=rg0s0{bqsMcE zE++^#o*a<^CoaNSV@u9ZaK9eR&wEmFD2rF16x0BeZDy6BG?rs0068N zy_V{-NMiH8Atj>sWh5+cPvT-kLq!~RuGfEBi*DS(r8XX ze+2?i)8XAp_!kSjf8D${cTU8gDeN$ngv8fju*nAI1G1u*G*Q^v!GqVs!oMw1=ng~s zy2+;v<X|4x*>A(-TAI0|O^k@DP-_){(IM@nEK#PH-8 z{?WjbiHjQLaMf~;f!a;^)?edD?*Amr0uu=X7mCdUo|0cKDEn%qy8Tuw2s2pz7X4ku z%8tAjw**Mk02q_EWHuh#yn=%xBNSDHvPT*({`=S(J6)ux>wLR%cH464wR4U& zh~Z=yDGJx|I|rt*P9BO1#Q)LQ&NrvoIAd#z!q5_uWG5>rE!4?}8XcBSq&)v~v8bNl zQ7Hq0XwJX_#KoUED0WQ>RgQki&LaHc5eF{Gh1m+*Z&B!Wc*d2eEbJqDwHPupq-oWZ zRoHTLTJrNN#58b$;W2iSy7XP&P$(1ff0}^(MyP2sj{I@CMba=)?;D_eHkPLzJw&Z4 znSH@^v|u8*c6I}tvHDm11{>-Lvj z*C+Aw`1*v!<~D<e(`Pqkx4v$Uik)n+ zcX|RRfIGdkzbaHF!ep9lqE(GX7wOGn<-x| z#-wTd=IlUrSCkqr-UEj+we`Y_?R1WYzkcO3sg-ABfiA?oJ?X>{qLDHCf?sDEu4tEVJ=*=M^NRtW$3TbI^ z(7$yP)OXOEX~X~NTm=OEg$%*QQ28~VV?bEO<*~8Xs<@05<8w9Fb=(P*!cUovwk4$M z&KsFAJvrsjxBfl-So5e2b67Ccq+&}$yb+dShR2y zyoQ;swFL$S_GXM|)9wWKi8Nsp)p;P4zu!tx_TTXhFjF;;IVVgU&Yj%PF7w75xU^|i z^AxJ=K$C_50-abC5&X2Bcg$ELW)_fD#)I#?tq+uh8?Ag@W70}hxdYc6l)ku7K9qDl z@yRny3F?zc^Q|_hWGalr`V{3SueQakzMGKw5Sj)ow!OC_1*@9Om{K0n=+*hPztyf2 z2|J?zQsJ6DdCY91QcMiRX~(}QSy)U~kbnHXxFepe3floz^BpW&+D7r4BN+k%bZjWC ziBTM-!vln*A^F>;qF84Z@4g{*)m+Zq z@j5P#ty^L5Ilwg>n)_LO-dAb+zKI^&wNfMy<1sw^%4JFeb*y?dDMSJG>TpZUxUTn> zcGvmqRQ{&w=`Al`b2F3?@IPPk*LQgPnj5b>{-(Pl!lE8@%LS{wnVt~CKe)-XfIv0;ok8Hv?TfP{$XD_N z3o)D&S7;Xv5l)#4x{ew#+~Us2R-}ZraxrL2sEMa?QMCp|jka=e*~4lcFP*<`LzY018I8K0D$@2PWE8Z{^+6DK1y;0=%NsVMyq;oO@sj7x}m1g zm8+EL#aS4h`^L~)Mwtt~;P31*9};N@Gao8)sf#&eV6JrzsUTOeN`(~sS9CyNgGO&z zBtm?m_9fDsNuoMWjs`W>e_<>P_C1>hpWU9hd#BG)gH{Oqad8KNkLS&GemMzIqArojSWHC5S!I8;h2%?Sa99ri z|6G6)Q`v}WiWPEshRs49&$K3fwWE$oT)!9zkRohO5CPsj=mO$1sn5(h6#^iZd;!0P z?fVu@Gtk{W@HFE~{+%%b6E@-^OcqDCdnq66nXMP=#JqewnXusX97A@MG_Yk^PyNOG zq&>ZGxV4S9rLpVKby!E&`fMY=@A zn>_$B3mzUmJJdm>#s=49>W|j%x1nN_X{2*7wnPGG1c!UnNE1 zDVsxzF5bdBQP~te?sTrYFuE5Ka{xm_5Ll^7pxa^#<;df|yz6yVwK6&A@`~OH<8!Dh z*)!?fD^iLn8RW(ihijUP`WS7!@oV9#NGJTZBIOR##bu1qo;ovbdCS@BZAAT^34zu zV6F{*bZEWEE?qKA0`SNm4;oql!LlN7M$u%-m`QQwUQy9Ar}z8Fgq8JqeQykcahKF+xIacmQ9erx*2xTQph`9kvu`Cdx?T0 zd?4g5o#NLZ9|N8hQ1AMHXV%kZ>yqGjVm~N`oKy%el9?1Bgk0`BALgneEn)ynnk7=f zb1B(QgHYewJ*vO~Tg!Oy5ly7yF3mVYE`-~~Wn}g6_EZ@vV;2CN3S^vP+*ELU{mhjAlG zo)!!xh&*M~(KVovdmG)JxQ|=bT=U*kWPWpP`D0Tfx?>^kN#TYDQ&BA3MJCuhxFS9L zIQ#AFLjxMT^BXdc8&M*U1qrYf;q~eH(qW#eRZ)5GvUMm4o~Dc>Fz4c$@-gypPkU`P zm``BFq-tfoyu!{c^k+>Tj=Ty9Y(yG*=Z-)KVqTNi;=FZ5Z%2{;i2S8SmUJh9$%0#9 zREI5m!Zr@1+Gk0YoAlrmA`I^*gAcb+AXG^$LHt&}AeN!|;0|wq4v7$H z*C~CUD_HoSoGYSK+5C-(L$O2=chPNMe=zfdSAl-E7K}b8srW!0Hq?YGdAuZui9;+N5PK{W}Zf1#yOy(4uqozdsPJamSM za&K(2Z@Srzc)=be`su89sc? z2Ea73nlG~C9g}ZQOC&O^-`17-E01(*4HqAQr;Gl~R0#`%`NuC5zvY8-ao}slI*B=T6-II`C+10Ees8Bm=q8j|c^?b}uXHlToz3%7$^0K^Oy2@&4 zx2FG^oA|kPRrkkliq?#~RK^zo;8Ub9#*YzVQ=$Eib3O0$uQh~c&MH9%%0|8-J-YzK z+Wlvd03D%ZQG&{s9w{yy#6l%BNs0#Sq%4F9@+OP+Fp~0x&@!rR8PY5=RfSVrvRHH; z4wvJ3{Fnn@9uaz(B6R#H5jGL<2f_gTCH@{47J?|H-rHqw zz0`NOCfEvgsTx@IT?iFhp%Mw&hgHmMrt5-z`mfjS?(Q#eK|=X;brOSK@fV4LJl0c}MyPN+UtQWZ5@-=3L2#g-SvQG-A^ad$6j~%ui z=N)Ya6fvXWM2vV=Q$Ki%{XkA|oxCSzv;XTtLpc2ncxPo(qAD1NRd|EYOEBE)-#kWf`V852 zzWoI|O3aTm!EfbEQ7yJHwK6&H#|e&^;THdOj#fL52nJc_pA%P{r>%njb}D8K8)vn* zx&~u$aSiZ}=jR}0$t!q8GF_#%<8t+F#-z)>!RyCe!%IRCzodn{;^J-?N=w^_Wy>%D zLOxFPm(PXGm&`sjVuo$H!sY{-DQZryrttl$!l} z-pnk+UDt9C;`1jroiAQ}CL41;KcW8W#S#kataltQbAK#P9yEh zjKuL!2w^&dqiC4WtzQ@<;G^e~U>vUzckfd?Pf;UKq-17>Skfe2%n2`gs=e#NhM$9d ziWc)%D;f5k4Xe8SRx)p*4>#i!Jg&1Y<*^nRz&?17wFbw=B-SaPI!`?g2}xi&G#6m= zI@E!O?;i(6WjDC)9p%1}K6-=f;`|Py7Pkrx_UI8Tl|RT`DL6RuUnLg)2Hv|{j{3eZ zlO<7Pbb4F?WUTpM>u_VjtmzRG;2CJ%nPWyQlb(8=*|0;kl6k0XI>+m!N-P9@DIA(} z`k%;1on*LVVLBIWrUcWov#TqHsi>$5>P{ky~++nJ@n9&rue&JR=|A z*0Jn6!MFEp#&3}3m~MWVgnZAZOC3#_D?JJ$sAeo<%wj2~hlD>s99c|1aR;`ao(1i*$bjd;IbL1+9>D3BW^=#YE46;p`cVWy$snBc2sG&a_>*# zSW`rDV4+}0T*8#{pvM2GF^*Kjo1jxynTEUhSS+?pj?vvNxi6`5@ak4RdZ zaAfI6*D#DOMP}KTw|&h)I1KU1eeE)H`RTK{uwRb(bbR8_Fsr$iS=7jIZ3#rB0lHl=Dr6*!J$-Z)fJwqx2zK(h63_C zI^N7U(9zJIM@6}C0|+69j?9O@8TBCkb(WypzB>O57si2O1u!Q>SiYW5$S-ncj2B^i z#7u3-&R|Orr$% zV`ePzuLeI@Oi>L=#`eqc?^fMtLehBwjI*qTT4G4Qeesi~EU3&|3=X;PflU`PHLFfQ zuGiC!w~23|So?HeUI`|LC+^qCW*V3rKVx}Sa?Vfy*qgVquK^o6E#221lCW*^amT)E zmgwEvYd*d+h0>+>Z%sNyuNtn>?QyS$z{8yy%)S=eO1vZ+gWAJ(nADknk8&B=J+DJFulRsqVftm@4Xy$koIocb$4*&2MCtT~xxjf1p{{3;VQn{#P zoh+#i2pBkCo_-6{aLBsI^euuz<>DlE64;9(`t2hU@j~PXS6J6!f6>Ep+z+pd+iW7kq)8j_cfL(aTUNd#(QHz9 zn8?j8L@s(t=P=8>OxUWDN9*diL)s$$Vq6876PS>B{C*U7cs}wD9Y|KSgPqkJYCVv&?V}UQ&MSEzCjNBCO z$}Q5fuRz8-bM(pB zT3?2ht2jK9Ss|jK-RLl+a<`s5b0gg4I%b5O8HcV@lhw45+ftT;&H1V6uTPPrFO0S6 z7@}3@(>rZE4A54e?MGJ5mW~W_fkXRz(y_5=B<2+|FNOUNQp) zz58Ngp-iMxBcux9PGM0_;BsU%)xSYxXl+;alutRCM|lKmQO=LMDLQ4)n@$FoyD4EAUBvxDwi zZECh=;w2#M%w6zLi<-12K63o5@o6>~i{@eHwta8d3bgkyv+l34FQ27_f6&e#Td>YY z0{{tm!QT=J;wubv!c|z=gtk}c&ji(87ts1QyCyT;TZ_)jw&7<~pVW3cSa{?_`_`&h zkXbpgy9pjWig|sI!k$p^5mR9XI?9)SRFPy!Qi^>4!NE!DO2Num_zGJ*3lO45>%}$I zf7tHm4G(NP>#MwO7$6JaMcFcGy)!nU~Ga zLgcH{f_|<(hx#PxgN3CxJL?3fAIs&yiOIXfh=*f$zq{pt2HW&As1um1O9k) z;hJsR?*TV!dP0h%eJel6#SEdUDI`simx!I_;OQ8+GUBMx%E;{?>A5Y;D|?c7&cX3g zjN7>`Jz|OwT^(?Ll-q-b7yYAlw@!oxkKmiH$Mw}^nB8|$?9XQZty;UBuXCIEpT@R# zg`IAn*J*gX6#2=pPz(EoeSj}8*3?p>5cr5hhLS89)$wlmocSlwP&p`Ow{6XPTpwNh z?`O4h^%8o?#!A~FH{xkzrl5%KZ~3!Q#zWW&P)nbw zu>mXUG`5t=?DFjW@#CE1_~pRI832$bJ?G>&?Z2Rr zM90AOkXZH~U+r#Gt>?12h2lD0rDq!+7B)QLfs{^2q=>&+AT4x3Bv9ituPyb~lCbPQS&4EPNPd)A1fjd_N zxoOYiJQsk`;@pAtGjf@;YBRPkN2j z)L>|^dCyEGqbcCbefJyNQ<9}uf1u{fyGofmO^?o%DQ)2b7V$D%rw5SINEdG&*vq$U z1=K!rYS?fAfq`1@>#e%~`Y_5iQj*zjo>lIiNBQq9xoH5c$^Z;skAMf{2Pa7$v1 z!L(s|0Kd4BYubt^jZVb{6nYe@Z|<=3HFPP|j9 zU{L&<YK;GYWim5UJ03h8hX+H$e6do!%q$6&Xx{z+y!ZGkahV+NNWr-|Dzszv+`B$%Uc`Kh6%ti9gTdeigfJU9 z2^;qQ*uT2iBAn__zc=}~3D@w~ueHju_n!l%uRjA~#37X6nKBdg)26K7TDC|sN<-i8O#O`BB4>PXegh6|n@ za%$LV6L%4wo*@63+Ⓢ5+!R{$+E%W3++VzO5Qgf$ijGBUb(c%{nRF6bkR@rmdPLG z1pG>zXvrE#jyau89lPTO6Yf)y-`uQzArq59g-Uc<*}<5-4_1V9WG@j!;m z9WHcp$(B?2TZg`f8?>Rv;rr1MWbeT>MS@MXa8-0kvzJ>4e!Tpw(GK;=87toJ8Mpy( z(S+jQB))ndWeXAlm{wzo{8NN!S|9BKqKW7$u=2E%#>~Jx`cy`JpG9@e#pUJL4DSB{8v?A)kNqnRy(XwIiCn6^56fr;P)EG|UAZ4wQjB16NH0dLx2?)IRgKM??q%~$?_PgHX!QAIBOQS8xSj`1D8Q6Mij3ZgVpDt&(-f@3wk{{a*BpN)eHDpX}SNjnpw${ zZW2WS{IzJmPTV5lw8A;g!=BsR-b@kx=P3V3d(tiQ?WNi+kM{lVhrRArRTF1Tr@8)d zjjX+)Fqn76o^=7VTqhZ!`q0`&yVPUu(t?cGIN>jOi%H6-EU;#)kv=K$k=%*M0fr%ISCiOD4+%Tkb8vyn$= zOlcTJ;_n}UTRQI`4|5F&fY3b5rU5$-gRIZU-BFYP=mm4xr9|mPKc1ny^`~3QlNgIC zAE%Ez{re_}x4qC9kgi?-IZ6A&Bdqss;kdv7XDr;zS5LBrA^afnr$+S;Y{;D^pLk-+ zo=DR`E{W%w+9aqe2pZd8Mh!pCmy=$2{(3)=8U}jyPF2vG>a&`L5CV4 zyUve|$SWvG*l9qngb?%z z)6LVn*~832{o0h{XlwA>8))Hbf-EMfjdqYePa`yZ;l|KC)*ywghM+p>*y5|&;n%-f zc-MI84i&@3?L)Xy#vdlN&fpw{9qj$>Uq@dPCghup2_w@ci5;FHA(7{3vSf0JkVBHz zeUrr9)RF{)F8)7C*6tcnPX~hbDvKxgr1q!1tuz_>F7SG#-dBtV4N1`M7iAG-jEv}8CML}ZVl1)BxA){U>|YbEex!6+L@o8%WPp`^p`l2Z1**r|+7Ee+RlWSX0+=cugiH18UA^WQfh<79bj*krhiJ^`7m zUs$JG){2tPwU>Xb?UQutF8D$rw{*bY}JKaQD zcz@sarQeaK8Veamnnr1H&U!cb-6*1U<;?Av!@Rjg8CS#c1=&?pxO;H$+U%*2XNcOI z1YT9J9%HUEl@)X>9(rn(`4p_TV)#wukbNG8Z~q2C)>yaa#KqtGChcN1C=oV7Sk^LN zx+JY=Si6diTNfUumXJ!ck5t)n@Y{sw;oY-&WJf#Bmi~6SnECGx-&^0{H(t!pxQhBo ztvft+7Z3p2PyH1IDg5>Sa{<~XxNXBb`EV&}81uOFmClD>=QS_rbB;XikGK6|!bD3# zRq(*nq=w6Wu=$3y3}h~vISC z4^`~9-rZn%LmcRLngcaN@Og=gM-Q@osU6Wiyn7@DQZO`GnjqWz?>js(J)b!x7`skS zola@wBLKsL%jbgWU_@PK?^W}D#PK&MOHa>KC)|g>E&QrzdJN5gjjTH}yg#2gW-RJU zcWU-I0aT6EV*x!yh0_{DAa(hq5@m8%>so|vt@LYw4IR0^%nkI&K|Uq zTkE9zmFnnc(b(;(4}~sA@fLb)&20pmbb@V?Ln?qh`Pu8x}-zm%@Av5 zCQ@b*x|mHs@a_F@jN!ORzwYk`r>IzNfTimvQj4Po3GQt4Asc()4Md;{zC3r4l0IWM zA-1dsD9a>s^Tv;))WVBd?QdZvZ&|cSpf+T-j)tgScn_!s7zYXyuMaE zQ~dACCs;memLfU&Xo!p03@2Fb3QEUfLn0Z3V_$z^u$p4`GO2DXZUnT{@JApCK7BjM zl_4!cc$)eoorumM%l2#f5%qBIJ!}5gC=h5#*W*uDEISU3cbdLvn~_pwo2|klPeifz zF%Ug6#6_jVqyB~}L^~wU@Y3sL*O2FA@m!ZwYmwLUJjgBVzqN*GU~c&fSwhc|Q7%&} zOR>JYs8=$)(~9JrDi)oUNAIIdSp@9@k_4Ozn7~n>l+_F2#0S-8LPjf3uu=;VVKHrQ zu`AH>Gyw`GgaI($3~=thIT+milH;Rb%}@y#;ke8gN#ee1{da^#o9s~pk5XwW)9<&z zty%LW0=AxI$Cf)(S^1SEii!3JeDZL?JZiuPI?RBXenMB>7xZVT7KIKV;vp1%UDV(?zqKEJE5{p+aeotnJp|Q2VR$sKt||x ziot4w2?J+$YqpFjm7ciQu7%^00Hz!7ifzrJGc8(a)v-#`m!ZTCosOy!-`+crT<3&Y z|3vpSL^2+)C}~KT=)yiNt;cfp(H)x#9_vC1maiyUX~?{m-MQ-p*68XivcN(7^&{n8aO+4nfNs_H1eGZ*RGN zjW=;N;(ZQ*^piX{)-;$K?)kmHOk?9*5`8lQYeM;8a1`35$wdSzadbN~m<;_Xu1G#r zO`6trt+x?b1cbH%cQ^-9t~zt%uuMM0Mf6*J%em|@=)N=K_~ZYqc@_Q6lfi&LYOcWz zxnTQpAl}uIhIoElzmck0Kmfe5)~cumjzCc4={`0_b62`D4WU>l|~_}`r`7D)6!PPflccu zT~eqRfIVaAws2P*!IhJ}^K@An9By4Lk^57T9wctN?5M+|A}8MaZXY|4gZK@+iz-4O zkT0JOIgO?=ym)7GN+i24xp%JxHxq;0EV@JwkY$4Ypp}ATLheyV?@%rY86@=n3w^Ie z{0*y6IapSjy}Q{ud;YvMlE6KIDDC;he(X&|^)zTvLTO^_+!1`AKl zSas=gS|H|Q(sN843iec5Kyn{)GZEfj<-A?D|KnNiiksqY(9^bD+gEl)j|WNQwB-XstlTo z9Q6$shgr17^#7O`b!ryqwG7#Ah`-pB*{I7&xcNEnZx$%W1^@hebNUk?E1^kF5tl1R z{mTrsrpWw?e|uy{70yk&VvN7d?T^b1rt19s-~ZeTBJCn7G?J#~?clixury1Q2JE;MSL?wH?gRRD@4V8lWC=_lUZNG*hh) zVA`CMG&NF0g{b)Q{_;A$Cl z)(iBB=!#IX*U9o4(~+|5n>TP@jQLfp?JWD0<{J8x=W!!-fOPKb4Qte#ITB& z`6=5B59JOjw!f<@ZBH~_j`O)PBT6pLf#^FZIwP!Y9@;&Yf)AcrEv?KW<&eCo9pvad zEDdMD3XVbC;jZX3w4d6%jlo76MA#;IyV<&V_0ssEX$YN`pIwF1}Ft;D8GmtV|w-t0*Jf7MF)1NUapK~Z> zG_3@5dceE)=B^yTins)klZCB@F${mepR=zWy&Du~^A$@Y`pcHTu}9bVxCnEm#QBh` zEO#aNlr$Aaft0z$t1M+H3zGT&JrZt z0HIJA2boPQud^TX@KJ4xmncKRwaX@b4Xx{6j3Wsj-+?{sVnA6m*A_n~b{V;-> zFVp{(YPdD~oBjeBa6vgz@{OLJpoU1~FXKO>dM*@?Htun4wf?^TX_=stYFIGzte=_x zhn#$o>0nxIJsE@X5;yj=&1V~FC+p?Mr4U1S4|zZIe|1Mvu_a*wh_0o;#q*NMpUHg_ z&*C5$5qJOBS{Suus+zH)p4_yB+n=Dp~O*jThok&cvRqh$pfmLw1R6XMxtqQyx$)!N$2U`RLbfCeNr zQ;bRovUX2|bq4jH!rhQ~2&_6I92ZdSC#(sua|t-u|9SARbCg5H+l^&%(xE))N7kY~ zfRM{Dk|)j4*JPNP%C8rTgjWEL^f8lO@T~6*EPx}ai|M9R?c`gbNk{U~H=nHiloePyN(RC+OxvoH=QFFofOQ zPU|3>JlxL=eUG!5MaCNX4IR-oIClavGOXG&pFxUM-tMpbI%|DwK%6S0AKNWefoG>M zpedn2e24T+b+%2R(Se$|J61QIJhw@lOKxXQV8h^KhlHY9TAP8x&it=Vu_BJG5V%jT5pLShy>vCtLNboTaJaHu{`qIK zCrJI{iWEQ)QRTGrY1hOrV*6I{D|M~vzvn=471j}FBLD=Med)W7gcr>p584aWRNq}( z&a%p0?bH?j6iZeK_tl#%MoP(j8G26r!jRNJwv?ST7j+h+a9`OBHWKw0;pQAxQ;Ct1 zIP)MaUn7*Hz=NWO4#QL*cTJiioA4D#=Rk>~m8XMgAc&@=NDk797&OOF5~q^jA_Oo^ z`g0H*S_}=PbX!GPa)~2i(192mUrD)yz0%HnhN!7rEs9}{4H4$2)1yUf$svN0_-L>g z98Ug&5tx#|vnZz=j|OXl9xMkd|<51?*_FoIO=TxF3hYA4c5)8CV_psq3hAKiH)+f%|^R&S*@Ec4m>a0 zyWMqJzxs@XC=OOz=KAz?own`n$%iG9!VRH-?cV4}x{&pGiZ$kszdBQ<6Xm|P4l5Ch zBJppO0H>J`lRIn}5-f78{61r!o=nF3FsU>LL@%*)GW(@VkuVdl?3>Ukb3=RCO+uT? zPtAt=@rU^jNn1feold^^po=<&^^B>MDg{9S)nVDwYYLS`CKyD3IVazeW`TMke!G!E z&#|F>VcYHx-iGfqlOosnTzol!F+#pst}DsA61QiuBj#7s;aKbj<9S`8+ZXm!sn4g^ zCnA~!Zsl&^y4osZx_nnPZqN86)kHU+lM^P^18<^F3qgHJvScW;L4iOup&a?yLBup& z&57gGTw)~qvwL_g$2xh&nL}%)PgOKdBvXeJ>1AVvEiI!GP*QFh z-u@ZgJC+zF7_K+;kgf{>Yn7-doH8gsUqde;qP;Q7K_pAc%Guy!ZjJ|NFHd~gmn^vR z=hf&;xrf!EZu2@)T!jkg_tX>~KMB!--IpU~^Wb@%31 zN}3JU2~uAYoNVPrmvL-aSkot*Aus4;nAG?XI#-rDyx;2>Hk%-qRhFn~@ka|P|2lw@ z>#y1idisR!qV+eO{0SC)K5kF{3K%t6_znb6`HkMkdx!?=%?YPKjRqliJvzI7@Ve05 zpXF%fqe|>)P3q0WOsyDrzd>EhVAD~!tX#j}catE`EB>E|(L)sJA<{84SQxPqOw7U< zN=aJqSf3y%g9W|{g+_x0FH|qivhlmv8;=B{yTJ2@)W3e;L0(?lZou%50gbbN75sUB z=U@>&-o>4E5<`s=;u2GmDFub)>4t6id6ULEDu7#SC3$@q{Cco+Y!vF@9N(BBIujoj zVMH=L1-E^-VKIb65FT$FSqq<{`#sExix%k1<*kf-T<#rB)EWE}(#pe%B8>(GrtM6= ztttW2ozCYsiL$u^m-n~y z&}^2nv^9*~JKbreyIsYGJMPXG3Oshh{+>6V6jp0|r6&*Q0fV3S-^;0~lo_*iuHx5d zAw4gv_LGUoUThUyrX8zfzs!T2?D==30Ee|tsk>@*mU8pZU2eZz;OP>#( zI-8tqhe7U z%vjuvE+hya1LJcSg+P`cYQ+|lyu@J8 zH&(sn!n7MSK%k4a0};Uy16+{o$E?-fw$aLMHZ%SQUHw+7!{0|U=-)PeD6Qw1#@!C6 z&re(}R{R&8FzsB&Se!+sqhOhjC-R1yee82GLdQH1dLqHBI~47XZ(ErQH5KTKE$V46 z(*YQ`7`XIumz|-Luunk(AH;&cE%H#=1|Nu}l1}uCS{#Rg)g#7nmW{9aNI*)+^z$|O zGp%qG-CsDV5^Y~vawTeQXXeh}=zy+2jnhv{RoCZ@OKS6xBAQT3)81}!V z?E|Q&3+HBvuPN`bPY5~BtQ1VRYjQ!8pDg4?Ap;4uO887Ol%bdq?lA3OcLk`z0a)`$ zzMx}{AiBpTjoqxmX~ciFJj>fL^~u<7s+k?BX{R&k4AJkw``+9l##c}&A$IS*dc(=L zGvYwM|9B*SIYa!tg(6vkLB1*5r6V?uuG@*R$?lu?Xut9)+wjT4@B+i86~cEO`O@Il zgn6oh%3{F1ch$PgFzMoXgmsvU(LK$OGKVY?DTHkH5M~oQmEvX--%-8My!IDT&Ps=n z2*|@HsE=@xqPj2neFsfrGfOnanLX-aePbW>jyW*sp|?e4VyWfQNhPwRn3?2*KP;UiYzo z^F0^p4N%xt!zg;9A@R=HH)84kVt(|g|DjXe?%VCr(9xtQ@G+6OTnPHz?8u@7aM`Fh0F2*0GD4L4x=+TCAK=8Fq)wU>uDX2-JtBty>G$$ zLN53OTo|{XE z;7By23nb#Ioj7s4l}nu50hLSq#UF+%M>K`D>c_fF0trPVdW!SN20pB(TSKNFiuUkl zL`1)=9~hS{Qc5;49#Bxh`;r*f5WAlh9C!R<#L}!AR8eXwig39pF~LXZL~39s$Lj`e zw9vBq$7{GTm{=HKQ9o-3AiY=3mHLO<j& z2JbtiQX0k$$Z0La1eI7Mf&S&G@6d-L=u8*R1RUBv(`f)O)Vd&SY&9Wy`#|13#>E6^ z5jOObD?b)~4~DVKIf_3nCIh{Rnd-0bUA$3}!q(PGS6Q(G_~1|9#y$A0;UoJT(l_BN z>$@SHTk7IAKq}{U+(E#vEX*qOSAY#y?OW*VS=lZg9fJZy4|yGO2?uhvwk=qOs3zRK zZk1b5H${BIvwx5zajEHIx^V#xlvEqNG`JmErA}|Fd2?Acx*dC; zJ*JF(I?K!IDguZ%y!t?*Y;trhj+jM#wd|T2juPS*MkA*{c>Ge>_OcWMj~0Z3)O{ul zy!V!`63jnlpm4ImknRfV|1S5xzlhx5e4pbDwhZ~6P{IWLzhH8P1XD2VOyG+;xG7kY z=i=-i%yDHvTkC0{k8m5v2TPtPVJ(_%C`l#0K*eK)-vFZ7T)BYp1en5$yUFHjh8_Q1 z>7dPY`JZSgb<%9%;Kk_UFfv1l=AQTRV7)E$lHOf-JdpSCk>-*r#@P{n45^NYkeI4Z zq&JrA^t%ShRryP|nui(h0tHXwlwo)?4axr*|4cIJHA^o4(r0ndCKm9KV7ZLW-5)h~ z!bYMK_+4|2FL}4di~G;gfd?rqi(mAmSRl>MKwHS?FK{`8tcF4SFpertsf_r}bPkliDaIx_1aICh<=Z;amjS*(Ij7-XE~6XmS) zGV+rI$F`)6)&v>F^L>4^d}>Ui!MZ9MTVeID*LPu_T(_&35zuy*eX;D&)-|nN(=mQ0 z^_4wor|b4$Xqe7Vqq;4rcIPx>J|+WEDuV)vrA-Eo@>ug-$Y}3fX|cOU*F{RK)KBmb z40x^YSiiusMhDnXHsyxNWz?6=@)FIT5`z)++geQ_1i5jBeL}c`&IEvgxs2B^jqK(Y zae>7IH3%@(!~WhZU$ejU7p1;e{WV1KTYD8@%U?)AV_(Z1`$xCm`OVk&X~ndhOn1m7 zEJ!0qdA?ZR9N`wiE*!-p1TDGteYodOtF|Yuwj?6p#}~S*q@jZWVi~q)&A`nJg`-?yp-ey#TN2{i#pL55y*x@*`N zKZ=Z+6H%5>+A#kMq*ICi3ncwL?EeDEFT9cqyV(>OX<`hN0WG|9<8M2-J820eKIFVj zvfVNN4x?=&N+R`m`s?#!*3i3CQ&S=X`6HV~H?4w}4ON&#(`VoMiz$A;ia?^?B4(ZW znV+JJ+N1l}cAf1sOnZC=#^^1dv6Y9M#`6@wU%^87R+^JCnVihiW9VhW(2hL%qON4Z=-mL|_yqQhHPNc;YRANmI8 z>#EZUWjBD`?OivTp(*ZxH-jeGNHA$gp1jxZ6AQ$zF7;;PW1kg#+q>vz9TIt(;!yb8 zLb&9HWrNd2-yJAudt}rPM+EpQ;MX^79=aQ#2l;N%!`*$|)%$wPK5)0Bs`v#N^Q626YC}yz%(mHlg5k{21oVSy$x7Y9v~w5$vs@96sh4BOU2Nk* z)!w~Y!N54ZF6TeD%eh*e$YlS9K3rXXr{`w{qz7+wPabJ!N1i`R=<1eZTtD+!k&~ zpc8Y}bph}5|GWTGKQ<*r*tobjYOK=~oi&w2Imp&8C{kDSB9Fh*D2uS2IYXccV$;1W zX|TQ|)yWf-H6Z0$r0jvpo`fjWgl9>rrWV5EcLzJ70VC_$8NP%=&&d(8z*EI;uT{G} zKK4!U#jO*0n%j(J)Oi?=ZxbqGwG_9ghO*j=*T&*`1r(&(q%b5k(}0PPfW)VRw9lVO z1#+lhZc>S6WW>B1h>JvAe5X{_4=aMao?~mh4(?Dv$RsuUqD__r-Nz57h`QpbGWlo; zN<=WC)d|2+B@bTZyV2;WXD@k~+T9Xu^EnbU=WSn;bEMs3h8GL~v6subrbH>$$b0jQ znX`EqO}_VJxXGmjtnuC~{P9(`C%s^8qslMPn7`Wkx3;@p@!MCih7v~_^%?Q`%iQh1 zI7Dv%2iC|fcxKC2PQj(%xaaCo`%E~$vWxyWe|2>T-V75jo8nUt0ER^|4b}usv601i zEX6O>ZX(0qQt9FT9+$O{`k5)Ygy9pNy8;y}RMIH%FM+FR(81#7!h(R#Tkosfz1ySP zW0)~YQ2ypizKCllWXWT-E&ZbA)t#v0=^6epmzcmz7SB5y;`oK#d(q?g(gm1ha_QUy zcGQBnz3q|z3iMol2Y0xwV*LJbk8Csb*%SZMRl3OrbI&}JjgW>vOclGww{;Hl0h`IZ#|Wovb|dt-ZTP z$^ZVs%^uEdNgWv-Ltl1`t4zTA=9G1@w$Nx{S?ey!dFsIMAnWi_k(e+Rwn4VBkmz|K zZDM+tD+&+a#?>edv>F}c736NwA);**QdcXaTth{1fJ1?DG&6I073Ym234i7<-q?um z?<4Olgn!$mDp3r38(i};UUnl_)WbLU79$0LkMRm++x`qSk7)OM zP^Ur&F2@m?`G2D6*X}5#p*T^>iPSY5<5qUPfsdlXoy4B^A>Ya;O_=7de^Z~E7lnqwH=@Vf{Yx58*BawQMAEBQ3B(Otrtq33Xkw?%e#VZ zX5ilXwwEwp7|LF!m>UlxD=YHvcm+KQC(q?Vf)J|`yFupubf>^ECC zNA!Y$30)5}$D!*(2v0Y$OC|Q{gG~UTx2PapCr;deEnI-IX$G{r{1rY02~UKbRk2xd znjdZc`&J~`Y9oGup5~^y0~>C<6)JDQ2^rtceb14rA!fsjY+=XD=Vn8F%*hgkSJ~I! zo;eDhnN;BO=!w1p$O6NNdtMQ)hqp zLGPQUS=!tj_|D=F@xOkfWYbf?S zz1=tVkeP%#entw*aDf;2ls%b?u>U4r-9`QQR*l`Y+|3!69Z7CQ4rWoIKh@9@a&9)l zj1MDznanLvfp7UdU>9s2T%p-gjS{|={Yqx}u-PNgyJ=%BT#^4~_MRf-;(L9~u+@X_ zc@L1J$#=*ZLm|&~!%)#eCI)4|!LO^PZ->y9iHYy87TBhV*uWSO z4u^Lu?u`#D8}k*^{p10@;B!ViTT#eA4y5C6a`R?>UEysVFUM=#s=1Zq$FlYAFg+3dc z{KJ|0Hjd1yb8(-7Y*p^Ly`d%3%w=G7#nZYv_WP&DKmSg>%T9#2n^{EHYfNE|<{NnC z6WYgpxzU3s1Gx|b7_Su*;G@YR(O)ND@>;jP??YQlp)75&=DONBdUdR|sn)QA^TUpo z1dDsp9zuYMXA+e`sFP~!C=8^Q{oOA>%S8rBB0Dh$t>$_W&xQW}9lQaIYse1q_1rxy z6uqLeQE`ON%vMy1V=7rsb%#k=<0Gc4$w4(x7y zCd2um+d{B|#;lu4i6vycI%|ILG0!#C>2c-(b>4!>yO z(TD=zTXxNS`uo95*=1?`OAhV6*MCTavQb5&g|*vL?s`=&GQd&M^?mdA^R|GupOLd> z7?clFB@EQ6vEV)T+``NZS3wGLzjk1Nu;|8Cf)Uv`vN}_Wt?tRiKc;dmmZT17o*_F~ z2S?hkXb2&r=Lp4qR$*+@wj+twR;o*Qy2(=sSG}1XV9JA^Vkz!L6P%ZWUtIPWaC0kT zGu>ae-bc^3C*dm<_W}z{X*XF>KFZC`uRK~2o^#Vdp6%xJVHKJ@n3ZF&#xZHHjC|ii z>w8WY_R3-;sbddry}5)m`{+jYKO}^OW8`F$d&Z18U_uS?6{uVztob?G?Kxq)Az|VX zj)mA~YU*|6gOr8-W$tHl7chnYWbn9yR+0_`Yk|QF?`@ci#7B;dQOjn0`=02|{#iDVSWmQ`uqK%0 zi_Z0W1?91@i%_k|R-n1~t`V38}Vw8y?OT6&1UNR-qlc=j3vZ?|wG0 zs1}B#y8fiEDg1u}enxq41;j_-=X}I)NOuJfTtb!b6K$9~bzvut+#}GXjsd$=xFf|( z=1-fet4-=3Q$>^3p}yeUJqrUyKhb?;G!d|!%MX0|FRZR2*PbS#55&j|O&AmkW19o) ztN$?D%YK{7@DO;8d-KJ1^{wyd!*IZDw)xjN2Im4b8Y8P-JHMXr_d~j$H8Y$Rj>+|t zL{)&}58y37X>1^|0c2!O%fiBn@x3GbG?2{jZKr=$j4RtBg+9^-_6~^+3-m?p-WDIe zrKyNTJEKXD!2D{He~UJ{>b$P1ra&S3d&xT7vMAPzhS~^wq0U+_akh`xOd3(naV?L4 zLHECZx4+qyZ37y7N-!k*UBxlebL~1l(P2AWNs5ZywonzKd%x#?x~b@35%8B3dfBQ* z5zZK*?#en}=%yPsM)U7BcaaPBEtzglY>BeIiSs=$htQFsAzy}!G)x;zez zbM)aMyn6~B8)bh$(u^(;!So5h9L ze@pc<9Kj3xVThuwy>NP~7QbY}o11IpO0an{t_qf92{H*GgM-R&sI~l z+y!@~g%(uJr`g|zKUg3wlm(4(W(@Q%v@V-|uDO4gu-kpZEy95RQGg_^kfcm9YU0C2 z63A!ASwjMV`Nd?LuYojAMEN!36Hg1)b%Zb(Xkw{~Xn2*DlpfFwXf30D<*HP#uaYGbUE@!7r9dE#C4UjP8epB{G%* zEE9|}DnDYB&)AFZt6%#r?9hLjx^H)zj}Sb+wb#P5xI?@S4p)FXKCO$FgI4M8i{KUP zBR;E8IS&LR*c#1cLzvMOBm#bY?c}jRcb9vt4xelw_kI1XFo;|E7JeP|3(Z|qF773a z)YPTYe{e)7)lW=7U`Idrt@$ZMGcF_0^ONeyJ5}>W7QB&+bOv~H^360d6J+S&Z)@Xd z8o+H3)h?{$FLo@*GXg%jDx=R_XAa$FfY~AyM=TqzcE6*w&9M0`Kd$TDHwc7VqWp2_ z5^qEKzyIhL(HH-4XWOgL)IHeT#T(sA{_BfvBb953+_6cpH z$SblBgnNGVV_LW8Szw&s1W@k3tYW*YCpMWgjsq-h!3>`jEX76d^jyw5hJMRe=daiS zYzwFsiTeFRN4I0T0}k#=@vMg6A?th&g|;hp!*6rQ*k2C|2Snb_^N)zE=}PlID<<^F zA@e?ag!Esm&In&4BJntfX#|Cp(BSeGSAUXGV6YL+Rg%Tqo0yo$$=G>1fFu`s8gG+9 z)E5;xjA(nvm8tJv3E4-yKQBuR4DCQkJi*o1Z0q*ex>_-M0CJ*IZ#Z52v3QGIy;Kg8Ai)fI?CZ{7lPDnQ|d{jib6R-7sHSO+slnx69xrE)Y(C~ z866~EM|Y_OiK8~!h#-Crj=%8oj9G7FmR93xgv>W$1?ZQ&O&b+wb@APK@*m5C&Aj99 za|hSGi$L?SsC5B)zpaP8#?=RCA_Z;cT{x4wO*uiq_GfY_yYlTkvlMgfL>4Wi7cT0X z91810INF+rsf1^In=&EjUk%D8ON~=lp;J5ywRxvsR3ED74dj0c#?`&)7;sLmd-W-B z)3$_X&of%j`Xgev1X6;Y#uaMsv+6`h#qKuf4jHnu=M%b>*z)UHmnsZH8~hQtsJk>!ay1qg zCH2}GRhkhgMA!8~6{u%0Mpy7ZQZ8rc#U#mw~aM zPqOg={Y*&N+0{%BKQu4wFZp?Xe&9*6Bu6`QiOLQ`E;UNIa>%lIKAR+h=B{6C z9A7p7jmmWOsWq9S=}J7AwSi0K1MgB^BdS14H$y%mf{m}UehJev4isyfWE-2Yov$c! z4rWdx|HnKHiF>X;{@CE;*^A$b6j&+a>;Pk~tX!VA3-U~i)cg1r?w{s?DR5O2oLz4; z;LHhSu+m$wTT5O6&)AyCEw<-6-ZrrA-G7O@a381Zw>EHeEN;?PxIW$YpOVgf{n~LK zam+aHpWT0Dof|eae9&04!w^a-ayG_x$O4aATrpM(>DNg@?k6JTNO^#7WsZVv$GXk!JLU$#g~z(7@LY6d)LIMpx7Ykb2Wf7Qt2(qs#n5d_;IZ} zys~yh$4Pmx_Zfd=`G>Qt?tTlhp?AV+S@j|hkzt9_R}Y^YLlbjz%(RJG!t{iOtzJk8 zsBVaW);d7<=h8s}krLVU-wOdDIkhXdO56=e;=0hdq_OUW!&T(JI!G@n&Xii0J^5Uh zSk98NO^&^Fe=Fb*jiXbnMU)4Gei9G;kNLE*X&}+{p|76aYEHvns*Niff{t48bkoGL z@&oUEj_@l5$zr|d=wzM#P9kTLX@YHay#LA79orz?3#2MOC>8n)rU;IhzARK*nOO1! zb9j`q3~QA&r0uperm!0<^*It(g%XSt>Xh()bf*ixZw0^FY;;TYYMt+ydGBNU35#jM93wZJGuz;S-iY( zuKq?Ncm{nheWl|Kf5iGzCP3MG)j#i#poyc6bi^p5RAnQb@h4@2=M@#&nE2uws&d$8 z+|}|?i3Xe`=}e{$oYg7@HW`nWW-r;RTNIErcWxfJizGogPkPxLN4%^&k1}LUSmLQ- zV+V#60VFxv=l|$|2^Vx?aD$-+IVf1ODb*z=H%wUW5#hwfGizzPsa-Am=}DgKy$#bn zCmWA$cfxgXb3Ba}J(J|;P;hHn0>?2fA^C_uhH?i|d^spE466RQK$kFN?Dmx{KGs*~ z9OGZk>69TX#M@SPV|ZWn{(h7>q)!b0kcoF=*VBG{Kj???1E!F^ zx-!)M4f|Ar*k6`D;ZH<`GQ`3vHf6ZjXHy6^G1MA{UG8<>S;i}1^Y76Wk+3fPZF*;) zW>d2=_yuS-{dUm&9Idb<162e>%QRUcS5LTL&I=T-K%;+IzY|*S%nWA16ZXNs`)jqF zD2=3aTWoozQJkfWfA#ft@6Qn+(NJNmB_vukI^?Hmk~3<8%zTH|enzH=Ke3Y{%!0Tj{T# zJuWO|J%Twgr*`m;hNWL;uOnalzd0) zTXy;s@X`3&fNg=}^ybifyzfyo#_QJBzxC?37GzRzhiqpoU+ta5Vn?EiNknWQeEH#- zA%pl~MNkBT6lPOnX_@|q&dA>5T8U!$+13RpIG?Uy>|Ler0mh(#f?7}RjK3u4d&Iif zkeDE)a7qatASma_ev?Lwf;@o2_f&jCD39bCmt4=)kR|pNVYN~;5xTfVrx*aqe7aaw zx>#cn5vZEF#f}c`R~*cjHU{sZ62pwmn1e4gnI%4(Y^LC%ww{HF2C{@Zr=PXch$@KL zxs+CF$+5>daR>_o1n7|a*`QTFS$|yp5~VL#pBBoaOn{ZB^9^VRZpF(KNMVWzcuSXa z!lDt!Q{-Ty6V^x#A`^=J6^KB~C9+CzhQ<=<>oc*sQv8s6YT?+qZW&_KAwSHPTJ`DY zcdvUjsg~|O2lB|^0s0A`%xgc!+1Zdk%zsRs<1fnp;I=(|7Wt}PTjkVeH@~Oqt%^B( zudi1SU(o6`wZr(0uB?lptWN+(XhyM*Yxx=bwAyXuqU@3Kg6u06{?6|}gbvy9FR)P= zv;q=1np)ZLeU>R7#oXPBosd)VYOy5gNbP>b!|IoFZ^WLqrpMM2eeKNrosOzKmCjBv zJyt2cUNL=gb4@2UTPIYz0f(bSE|!770G`zrZqWlwv9{^uq?MTsFoo+*aEr^4Vi?Jo zrKu`SUt6A@p6!+p;3rSE?*6upRUaJpckuH<9XGvqhmR8c>ctbtcZE6qyz~9HzRSm? zU<{GB-(>LX%_ihtwf*BlJ%pn!HoZ(NRlu-O9ASqM#Ej(l&Pd~f=A8j;3$C+~gLP_`PYoZ(@L zp^jf@XfJy}hxbWaMe+oGGq&8=Q;YV<#`3_1Z_=u#nrmT4b<&OP!EgP`@$!546i$?_ zj$DE3euKgi=qX?|@Tr_3UPeNn+fj9!>-I(67ULPFy$7ZRK6#=?yZp!yQHGLR^IN1J z_ipe{okjkr*T~kt+lDMD(Y6O?w3lbJ3`<}zRgL!fS$d~W?JK&|!_;OnC&!bQM7VI* z=Xy4Fd&TBQ^b$O)eI!W6hR+@RKbVA#R^oWa`oXMwRY!U94(-Gr&{3!UB6d_tPQv>B z*231+8R1s%Txr!Y&+k*xbTq$GArw$5+j+-|A&7XSgCl~(EoQd|Tv;--ha+3g0Bw%1 zI@}*9>@suK34=GPXvy)wZf$RC+3>j}Cif zEWBy$5SgNO#VMg%^r)ak3G@Q+Fm4zr;pzTmQ|7mTx<>k=2fGD+JZ5vnhxoO*26%tU zs7~x)`JXu9<&{QAxG5Pa{F85tUm?X2HBIH#SR~y13u}76h&j``B{s^MWwC8C z0>l$EKU$fEzq1C|cUsUGF4cu#Lq9@Ug`OZJnd-TkGL^8%q(8OEG(Am$p2^`eTb81o zDDTfC+%BMB{|Rl>pC}PjgHrpzdZ#nq2G9U;0tWpN&cfft-ycBE9|MdavRcahZu68Y zZMKKXkkHeD;z2e2#rTD8CK*Ru${bbQ3|-}0@V1M2!vKxrx2%yo))|I9O{;{KghXvq z4A`Ts(2GjZ^{g*y_{S~#a?K0$wnLPSLf1VA*$8Bk%MlUJ8ebraPMk5FMW%$wO!;>A zLEU#AGDFTka;F+$blAjs$W7%o5ss)k>aTS4OOB@1XwMB3JPS0^MQ2ImBwLDyMx0}& zz4DovXQoT*r=AysrJjVn=Anj326J0w6EFas=!as~SQj1+4vruHr*aq4xQBZlQ~V2n z@*3&9`aZlQd7A4;M=o{@{`M{2S%`POXV4n_m#kwk1>BMSU^<~QlKx56S_FXjXX7;u zFGrUMIc{8Y5_7VS;0S+mkKgym6nRm}6Q2f*|EeKz`F_5K)=0(fyQo>n8n9V2)vvfj zN(6meJWL}tO&Z4`g-Tv-mqM;H{*D}3t3b4Fz>eE@wAvT)P^!sO+mLR zWvAB=Q!O8YPxVV2`}e)=jysSA?JjcN@&%dyV<)XWc^$Q-{kJp*OVb z{5s>fF5m3XL>~BwIrCtn9%Z%yTdvhE${C12H!1Q6DLkZr$SReif4>>mqz-v^lGt*^ zbmOId^7d0%UvYHha~nO62E9ueinhk!A-nAfcKB3%$A)cOyPoABBikJJ@PP?sHRmqL zZ~m;HR_J}~07)x9mlK~6A;lbs=YLJi>#?GPuP?OnCahxLlxN*F!ym&+KJIs)PF@Sx z8SPbcXNecx;TX(sHP+_^tR8Bb>`n9S>wi*z9_T_iDjlE9Wm#6Y(C|x1#nHLTWYMX8 zv2|TDc=K4JW+sdmbC^p_DpKN|+~Rd>B1W))O3^r2GyRWz5~?SlFh&~Ul=CleCJ~V+iVWG>uA*Yh=4ib}l<*fj(Q`To{XZ`NUtyrL zz{kAHo}|K0AtLx<5x#S7vXv&X$ADOUAx{I}Q@GA1jGopBZZ7G!Y>bQNLuNF${81p>iE6i+CfwSA

-{-3kW1{OTFx z!V#vZaDCQo?}fT`dD0{tC;*P4i_`%1`$>KjceUNw&z??sLZ2rKP;}yUSda$ZjcDnktl;B+yf%lDTivfPaqM!_`-&AB$%+ zV~-p>Zk1$LPmy(qOb*Cpy`n*Poy8?*GhU8%9n3!)FxFZ9=0+gKkO>?|B1$3jwg>wILQ2Dc9zr-W@!kqmFyI zzp{MRRTcB_Az@in)f~$&y0h31>8=4g_StM9e}t%h8nkjB>=^T5WgNg*ZA*Fg{lFU| zfdj^t;OO2?fE4;#)%NWd{rzG14*nnQDm7Lb>K_k0BV`?(h6v7@-?s!S%z-=|+%!5O z58gT=I7R`*uAJs6MFtgefFP(|qHD0K;WhhAVW4>dmX=Pd$aodKQsBiL@H`P>$r2Kr zChdkKAnr}~dh^+}MP^9tLiy~Ep5650sMl@9X|Jl+P50YxVKbDl<(vuKqnTP3edB)x znC1K_RS*~@FQ3=2Na^km9NrHY-hcTyF=PP?pom!$y0W?IRft`Z6hvy}L>C#p=;>|7-yH;VvtRvbV>3$zVe5vj2NF*X1swP#>KyphSO$IR7B+uX{+q(s~R;HBpBAME2&*5fNJlDOq-4aXM6t{ zP|%q}i*o|1wy1(;I`aenF1Wk6+|FUsYs3|uYvX?sGkIzH`h2-&oTfg3(sm{Iy7M_u zUHbmn9?}*_6(i6>e;lWWWoVXvDAu}i+ADbQ`_ajrAjKl5G$hNYoh_!z=!4yKs4NP; zo!nrKUOYAGb?}ETekFOB=`bJzW_RVWwx;9wnAuCmu1hODP7RofvIny|^k z;Nn)OGojOEoAa_;@|eOqDtOI$C6gv|^bS?Ry!nEQNpicQX3_SC^6_*n9$- zgg-ssF1YOa2U;{e=cuFB^~hq;!^v{<);466zm7vzmHp%NJR8dbdk*`aFYoHa2I3~i zeV1+hc-FoH%^k9%l|eF|28RE3;gf{*X_*izfW;bs0;rbH%h#C*JiBzkaS`)ofUvx=(<97s!}l zJRY*Tk;M<<;n7pcT8YJFXRFrwdN@{`lLL21Q`4xc(}ramY4mWIG=Fp*DFH7@I%mq7 zKEX!pqnL6I6{K8U^8P}gLYwLwjT6HE zshx>=|9G=}Fb|BLt9p=M3Sbs0Hk}m7fF_kUcZgrQW!L$|)dU1Ck)c%a`h8X$v z)z=%a&uuOFFVXP~?qm40(n8jchE!=pj=KwxGiZkwGyuEM;xp5)(IM5tQADy@+@SnF`Zue!obOh~WMxB`P;OVl8TTr@*1Ep?yV%?Yh$2;YO`ow)NRV zgYF*f%%n*{t;~0D^*66IYcr0vsYpe>kg>KW;x4Jss+w5%n&8Q8$^$4DLcF+yHW?s8 zc43j8Ttc3u32a4ald7r6R%1g=Jh|a5)_MGBL9p1(E&FD~Hs}4p6gH@f_kXwNFdz;A z%Qu7Pz~VW|L{2PN@u&>x97P)y?eUkN>~sGgTVDYbXV7Ikfe?a2u;9VnEqH>vyA#}< z!6iXL2=4Cg9%OJQxVyW%4D!DGyZc_%tDTw}zJj7^x^H)1Ip_8v5+82vbo)+)Y2q0( zDvy`rQ>w_xN-gG;@1T|+wgIGfbu{)IRn91~X|=ja+#$!piiWL(e?IqVD<`O>(G67V zTC!4$*KU6Msy!(g+fD?^`anx9?({A1pp*ee-RcHt&u@_{^0uu-cvHIG(nQY9a-a8K z35vu|x~}CTbUroTUpy9m$iirL4d?orfypGocBuYbm8TOkIw>{Sk$Lyj3Z*=0*;$Fj(t zz(qvH%QNBd5;T3=PnJ%P?j!HeKY_G~1SPy*WbOp7t%|PVU2d=4eF`CVF@CdKkF9g; zHkKJ`;^u`T_HCo`;nvu411x{_ph^9La$#a8U0Ro2jq03@iD(!=YtcW32AI5(ghGkW zC+6u~jF($tE;7h|9u={k9g4;RUh~>(sN~MEtcwcKO<-V(Dn`K9&$=)jpT1cYmb^;x z*Ve3H7$9OC&{x|9&cxc@sQq_K=>(Vn@M*{;3Z=s;uTy4^oED-9l99%2A2VZdW?FgF zr;V)iMp=|2jnKMjELNn6Q}>Pc;3rnS>d%B>l&r?b1R6dVR8p8FS;IMAk8(fI>ZQry z9=(blvLsbTU!QQPScf&O(A700Ev?K7MzFR?A=~kw+qQ<;JDC4BfuVR3)B4;95F05e z@r0}@08%J+lXFIgVo@3;Rk!l{UZ}FE`zqvgJ$~9`m zvTBYut^({w*%i*hd{?Q}_A&vq=?~`%8qtQ9M6j4_bXl`8`iJ|>a}QtE@#ZNjkB!Uh zSMbF)kDUQ=q7X9trr-s<+lS2U)6|{Y4@KOFsq8ya}q4 z{Cqc?KehI5U+4_f!SdTWy;_<61B7rpW8{n7&Q~tEs|PC1+mWgUQ3+J)ByOV5e)QP} zFu)8ZvWHjyDo!P0m1+`7hAl%lB|V~xMk zYq8}$HPXRWP~+$mFNn4v*NGz&(y{tQbC4ItR|Km(4+>)?6z6+Ks+STw^Y|$Ve$o9vwjToJ5ag;td9y1*1WkZF-5$~Dd zr_|c#?um6;m0R#BlAm#&cqTK_rA&5yBJXaeY@%9LT)YNXh0abp{<*-ZjR!f~)lz@E zBjFuRG-jZJ#_B0q7~T7RIfLRQa+!S8n{VY(#41=r@ZvGBBXrkXWUx^lq=HB~q{1DIA#zFRf-NLHjNLu4#X+9q*rs5;WUR+R2zDi!h# zXZov#n=FEGq!I zErHa^3wmZ`u8~Lf?9_8=2PT|SrCb1bCx>ov?q`4|<05!jNeK6s zdf9gOPLGBBbbG=~S&_|S+r1S->zp0p{D`d^X%^pDsfUxWzo{&N{bp{6@n0tE%HhSO z>zVI$x}hVb>Sw)_5V$Xt%3C@%1vkOd_#eHM{|oyLlTzrIzOzO=BN~SiCUIYqY@3lf zy;U|Q2*uZHRsn&cCn#iFKb*ziQyr-q78E@BIgT#+XR{XDRF`WA0;-(!`JgW8Z+Ah za@;TONtvp5Tzsf+9nH}WNkrwToj!-N+Pni(J$AtHvP%_EojOb~SqEwFH1RI_d{uTP zu+PC$?=+_myHfLY64*`eU25wcq`NQsUO7`;dQd9HlYyDrH2JN9;WD>LdEO4u=P$ga zVHF-S66C8uaFFkClQYA0%G=t?ug5N0LdH0YBq8fxHL0J}Vm~=zbV+>qz19)&J|}5b zBZ(HI&A5V85K9dsG+L}6Si`ZHqiU)UJ+pew+`iDlVH~?TRHE&d+VP5+x#!U?R5IYl z=X0}@Mv)UK<;{yH+D;m3z*GZO92NzfJxh+( zLzT+NPoUudx*yY`TjZ%kH@90ar2K4Fe+OZ^h1>IOn30~{Fiv#rvMV(^Wu!|c_S@7| zmx7ac5?8P|E-J)xTc##^Ya4qg*Fvht0d6!Yu(Y#?MLO(xz(4)RWIMLezUW7XG`InN z;IFlL%P)kV>A~|-iUejFb6+vCT>X@kblK-o{K-s5ZzhenEyo1!$DOj&565(*h3q1I z##5V%u&lT(yY96jp)!JvMbR4HCPa#V&yV-7zE_YD7?Ogl+U4)8%II%Fa$+?+lB11h z1Aon8x#E07+FtH#6;iwoxopE3eDhu|m7%hsf#@=56%57F_1iP99Z%a7sPi4Uk*C4}Ig1^&4e<7^b{Y5j|4IM5aV#13LiFj!&~}zzWt36U-v?%|z=RC}WRX*V*TCGDcq}v7R&7 zx&jHt1pA3gMFd-KTxH=2`K3zYp4AXQ^?slLgiv6~`>#3KdA(79?xvC3=dp&EUR_^riD9D#a+QzB>!<1m} z58AXVbY^a;XUOkMdaEin8@pTq_5QXyCXW>xEBM6x)CW}Wy1eackHHb%XZ+73qenTA zgKIt_6L8k8{Pe6+%>s5}s{1o?_h+qOT@rHRL;yD_;PD$c>HNol!MeM~XTO^5LO-`A zE!Gm|l;)Hggz*;^Ril67pJ#$FLxT?4(3%mA-ye1^p~97c(;9vQGJF394`jkAQ6wGk zOBx@fDyLjWrW(l0$UOJc+qrAfu=I<6S;4F{uBTd2sx}doUXDF96XPE@&F1F>EYP}f zo;@(qwSD(RH}s|cZPpo2)w|TP;?OE@9J2l|+CT@qt@jdd=>e~w7^F~c1MD3}iRH=l zbnRnx!>yB{wq~o)I!y!t=;S3wjYve*3W2aK2>ND!v(@PdvL8Q}TOiqk6Q=o%oy$~s z-Y4Cs>Y#&%eq=ewoTPSm%zY_@zntl4m-ph|3@-*bFCJhVns728#re*TzWnj*6>J=ZME?5Le*yp?wSfMo2`^`F zkMUE})bVj#nho1Wyagh62YBM;fX9%ik(UXd6osU3(YtJ({v<_oY{?)}h#MlP!%pLjvO<>gETTn+$hwTqCBchq_wJGo*ty0?0DkT$_m(rb0d3gcK!fFsbt%+YHRDc!D zXec>{WlE@E{EJLzqVTiz_3a#>0q6|~<@6%Mu-KJeroVZ_`|<&fZhC}L0C!P;5paq% zTEk_~RGo7Lq9uxvefx9|a`8q~{E=CW9*~cTF4V5nzzgNDKkOnJ$_a@aXvyru1wSt*cjjBRNUSRus+I0HDG>J}4=b48T3 zUy-T7K)ulR@>#>}8-R~9Mca%;igd++lOJ})5k3E|(&p3jY} zHuqG!$sHPLrr!#?=h1}`R?CdI3Ie`CK{X}taq%&nncIE}4iwQX z@cb`MJN*){M1dWOgY@ryyWriLsF88q1};}WqQJv0IXwAu=Q+2K!1oqtdLH%JhPgGeV# zot7c;(trzVyOr>mQ;N5qRlDO%yqBAR#h8Xrs1Pz`o^#-Q^hZt35aDOG;UeCEhX`D| zij@{SmH%GUT%@+hd*c*MyOM6&VPSJ_ZjSHp!BJxhKu6hMtn_s4+DW@wprGJWbjf8s z-)0GPg$6LhS_Jmxa3p7ieg=@@g)gn7jqqs5{{lo~6TapT7NlrRgd+u(Oz_DZBj%Q7 zVmW&?1Px}AWo4hlj8vneL0`I4z5`;+cw!=NK@{q5K`0n_^q{OV24>a|AoMcYot=^l zO48~NaG!ok{)Pb|s=uEEeKFZdCD4b21IuR`283*?xgPNS%V$}4~;A{E@qcM^BkTlbO*SQdM zKwyF0$v3JsFYdf<@AD6Asv-q&jiP?^bDdFJs`VqJvyb25flq1TgfZc3ch0HP;Havh znvQ{yQgljnfnzyLX%em5B&%(oUmE)MI=-Y>`fO?{(J=gL=3HVFmeMwCoAt#O3`q_OBv(DLe{xIheAw9Yi98Z@c{2?c=328w zUdAK618hWS2Nmkac=g5_;4__CY*2V)1FbIZA9^1eyDzpjHhXE36DCqfI`b~d;rxo$ z(YAd$zpqj9RCkBot%N^+{YNdV82=XQ^`^NsPvDs+QbDpXFn_?7X7LCMiZ2M0Uh@qt zFlyu-1N;MnR>Z-KD?0avrrF2sixT<9T^DP8l53RDOZGQdpp>z%f)ebODZ}Ne6H`&c z6S670&RHd7VnebX|d#G_}+Ri9O=qGPpw?Xfjy z>HQAaLqs#724tx0@s<f3tcRvmizO3T@g|5WZ z9^w|64BVlNtHuDQbg~q$KvRZ5TPghAwJpJfZ|*M$=X*DJw&brW7IadWjw#Yy@^jYT z7ryJj7IFG7>u=v?&4MoLVfr4&_&_Yk&h)zDQ{M8j%+kd_RW;RX0L5lqCJIwlMyZ3C z6!otOcw$|@dZZC^2Q&f0nouMwsg_Cq#gVOf{b`6XX2cFU|BVg%1C$(v;$PEI+W`ww zkVF0iLjMUzW9q-d`3~eB-i;3fs-*)_CK<|$gF1?lOBF%rqVH%rv5??UK%XJw5VC2Z zYP42CwR9VpKr0tEjoCh`+KjJXJoFPxhpIXp3Hu$@2@G{ds0u9h;3%o<-?L-2A#lx7C#22Piixdkj4puK^pLtN7HZI7 zh=g4(XOLcpZC=)^XBlEp@=ljFiSRc6rOo(4Sw`OA`x|fm#JM`*T1hSq zvw~V#$5BhnJE{);xis=;OBI%F6i@Vrr6NWN3@yaPkAo zc1`j>SqFXC#-^jw)ZY^ylL+kKb)Ow#RmYqob3o0gcKVG+o?w0g>R>fXV145sYW>w8 zL)RL{a{p? z9BBCcmJQ0mvv!L64SFZ-=V=#A= z@sYqQ(YFis;RyxoNd>U$g2Wk&Ql1P3q(dGDGP-y6KU@IZl*rE&9V}V6{Z2gNv$kA) z$mon?xLvcF)A(VU#z?mop?Xu7BbcKG=fQ|ChN~nr_Yg{4O`E!w#500<;+*GTtQJF< z*w7C!-z>WmTtT4VuZ;5B7i4~*`giorK35Wr5&jx=F-3W*a;kO8Qd048aV4Q8FPiej zCNsuj^r223L`oy$oNbLlWSV_FM(o2$f76D0T0Zyv{T7=HPUgYYxl3YA=1EL;J{Wq+ z{khK8H((3+!dHMd^n~*dWch*8l>37TU}dC;kaDAihDH5(EA2Z&kBk-o%{pQ2U;xTf zk8da{JHlzhQrKz+b~PzdqVaI$(4tmY_~W9wZR}(V``}n_mqKq>i`MTIeM5AChk(n`Nbb+9p0Euw(x!Nu ztRE0W8kmGZZ^UoD#lxVZfNW}96;JVEB%;00gFHXzvJvv(52m4(Vk*hVek zRCDq--<|A#eDf(wwXsu0>aFF-4aV^I1!R7-G=EttmgIn~YbY+jKWwsj4gf_fO1%T3 zTk)E=lz8zbQ6>~piZRhNKPV<+-ijfFAr8=${!&!^68BYgeXAiil_P*01`Q^Xk;-O| zhhU7)ebtB+s#&YT(gL??w3$X|yrWgxu_&jDG&cWvmaeMt%%LUKFde4lMSwZs`i#58 z&s=>rQS{T>_q2ZSbaZOi%d3O@m&FRlwIBbzZ2W#B0?EHPobT|0IQG3V@`uDvzHPj7 zdhkXL*ZyF%KOt{GA8-L9V?BNv z8op+)3A6hQU3}en)_({Dji@a1bh()?N_>EYE!K}!&mCj!^MQ3g6ZpHYSNgj+aNL4I zi2Y_Of4=mWTTw3&#^JEKo0<<9v42yJ5}Fx95C!~$IOcB(z1zqxH^ zf&gj%Y8DG&pnm0{$O7R=MF!?9!w378EK)#|y+@i&{o0)?Iy%njbWvKKfN8JppnRQ- zUgmcm%dd=}m+AnTB#wZo&lyf>eaWf;bDtv|fQOr%z%5#4^f3Ps!Vm5?oVD^1)$ggO zsp~#vz{kQx30lj6iVostk1DWXxyHy>gub!8>GF46s2Xu>>>{jmf?KuOWO;|E%J2qc zK{vn#Qj{tIHw?1@HxlT}%ZT|G$lree!O7*`$lohJv?bNu@OZoTzrRCjZ{A5=;TMN{ z$?X7gQBrZZ)eb`uz=S~elq8;{UcipC;`>V9Hvte>{@nEilr(Haqoh|1hD_L#cg)t- zDo3hiAL6z+as7+!>fvfN*Qa07T!OVneGadg4sMKY(s4fM zS#t(gL6UEydpZqeAiB% zh*V!U?vi3QIRf9%BJih@WFcKOVZSTQ?HaNxaN-7kdSHD*g6MXaHG7%Wp7v2+HceBP z7hgVIe;|`K=J3{(Qz-Q_f9hvlLCZMDL~R%`zp8b#U7u|4Qo-y)Oo`5t9%)K(`ue@6<)}|RlgZQY}t<>4CJa*I=NXfRwr129FXQWkz^6N0Qrs=uUwz!lCT4nRgZMlC}!Az5_ zM6JD}P6!*=Y`r>wyPJg5N+TJ4kalE{5BQ`;|ATQKUjKJ7D$#~$jExRkSZclIo?;Rj zu{u1OGlM)av)YjLkG)dZ19}m{F4bGr1egWcPc0t@OkoyocQNK1Zd~Z&-EQTqB&bGW zFV3YHIYu|$2Xzr5Vw|~Gm)bR^Hmzv2EsU(#VDGim>uR_zY0phI>zTU7uT1dKlW#m1 z>?hPT4;|W`mE*hwDdq83%wa_yq!bt@RUA~ibgLKGx)V;h$WC#}N^lcJ_Or_Nvk-P4 zB^4OsS4`-T+6CB~TP}TVH*Z$cjV0BHF>ax2nx|y9@eAO5jvFA68 zKRuKfh9?=z{H(jkUH6NPTIDdbu#R29`ST_dGgZQazCLIvU*KUSo=^Qbo|uWhq50HYV?_pcS%KLmO-oLn zq#v_~VS)1ScM|PL0O*WQvVgX!jDhht!>D;>BH7mQ9cHZyuWGp@q#<`_oQnnyKiQoT zlZojeAz`|FmWmzY=fL>W!9XHae?|trpXXn{4o6~0)qD@c;a;~8&-V?k=XA2`5g?*6O*t%{5%c}KeCAbnk$;5KiIa!Tl}F` zwN;x$$;aqc>YT7}BL9lkiO<{RtK=6Gh<*^2I3U(t_u3OhG`@@pd90_w4z z(g;)j%98xBG3_KnK&+;2Qg||!as2XtnVxA?r{+Gc`>c9#j@c9owPv^S5#An1;(ewR zboj|2gR{H5KmcJqUux?Z+bkxbEPSEMIJL3h^vhbfw+`A#tU+2EH2oXE%>Nl{x4ZwE z*)QnsWX(p5l@@2&T4Nb7w{@Zf)*$>3EM%o}s&F~8Jo;Yatsd!L4=rJvsT+nrzmrCY ze#Ub9k=8y*}^}UPOeoU{+t3#_x~jqeJ!6hW7zP++394mHD@P@YszPQRS&s zbEya8R8{=0)lxz(^q5b_)_OQ~e2`<|h&(bx4lSAZ@?riu$}+~XA(TiDH!_ht`g|KJ zr2o_<)OaPNd6 z{u+hQEm~B4f9Y#=eVp;1MMcj_d?G6Bn&18_uh6ZUR!sWmi@%f5i4A-o5#FiW2lHk> zx9P|HnDPW=BilRR6E(~mKXhJUrtD7F01AAih^KNqu*CirVHwgYK@3APhjgg zTFB1&iH?i5snWN{>A72aTohYbo@m8wib@OI2Htix4hXf*du1LCO$xV5`Wo4}S1J=m zMA0jkN^lqmCk&^41VC+qwIOvsoUVo;z1pJI>r)&I#a`8d`R0ERIQ`wH7`h zdMo4}7Gn7!xvts&0nvN*9SHQN5Pkg(v9fUelIkDHAZL^EO8?nb4&U$JB9-nzYUZ?e z2zt+c+}HU!cuH%VTla>#Yv?O_-D<%t73Y6!>Yf^?ZOX;^b1a`NzCFCAjxu=72|x_! zsGEg^EFo=ckM3cECjuAh$1Sx6LYjP4lX*Ur5NqDZ$l8LYhcvGnWqTc!gGy>@11b4u z8lL0}WblLzW6W##POk~rVZ*DP*G1Fo)cSCKP_8t+Mepu$SL`zQD=~9@%JyeveW5B%224-5gq4aKDHXy0@AlQzn=q$BS*39_|!+yf%xQI$xKXETeX z-6mS%E||Hm8%R?QJ{A~zdaCVzbGMyx@x1DTs`Sh-1v_+`Oi@IJw6?v#MkYe^*#t~d zAlU1J*HxAkOQ$!tI%RJ_AkZ=A`*RRl>Z-CslR}Y-cB9?_7LV-26c&$Ud}^GK%-l=d z@(pH1P^gKms1G}2*5yaBbNL{D7?aH(t98TTgO#csJOWLNXQ!f<9|t=clMAO`lD!5- z(yM%5H1BRKp-;2m4pG4+=;krEJg!37_HFzTOKd^3X{@n~;9ScPqrv*jNZ2-713t4U zuKp;KFC8u zK;=_b4r@f;sg$UFW1do?mE4&5LIYvH7SdsOGsmH7rA+NYY22!8lJ`bmHfE4WDp6H+ zt0B?UF>WUG$tK0bb71R0t?&-~;7#A}KEJ1fu$SR`zzIxCNABA<#OtIJLrNR`J7X$d zKIYu&SZM`4u~}fX}R%AV}w?FTEmzflr6r98j)JR?cyY!_W>n*Ty&rzbkInU z0N;y}^Fi8kO``LBT&XmD+hCL_qpT7osn+uH<;Nnsfl{G7+L%qFEiG<-6xecN9{ zJ5P7DAa#yNUU$#Xe=4^1EQ|N%PfAA9u+q2wXtN(FBdh)%ubJTieif&BT6Yz9BSY$} zJ`&)uJS;q7#Csn8zO607_b~@Xky83XUb4V4Njko}6ZvBqV;^hz9+(Rd3nC1E$Legk z@&y?-lj6zkc}2&+u<;%=gIna1Z1>XZFy@gcih(&Xu05rLoLmw;kscVjpvPBSs;j4o zn_n5&)w=N9IepolsZW>s+(Q61S8z4pn|c%rv>TWue-Rapv*~>qHD~T8h>rInEYG$S zQpodbecksXR50Nxv%;xwUK?TtjxKMWMiwp>iqYtwyguRr7kP_*QG`0ul;GQfxL?Xl z(%D}YC~4#KrrL((outXloYE&&wnRu>uiuhZbz!=LbjVz=%KL6Mw`IX21?@0;^hNV+Kdx$MgNbeRZnnmU8BvSNn4nn2) zUBd1YM?Cb7U1siw92I!6?Oqf*vR6t%XIo*!C1q<+C7>qb=lntsPtTqUrr+toJR=df zk@nuKjC(Qi%12qXLTia9dsx%d=U@G}Pgi&ZTz0l4U3xIOlGCKa_e^_TSz4|9ZHZjC zZE}F4Xo?i$&@EKFY+wE_VYnmz*Yt?11CPBQ22#0g+CyywTw160smc4W=9tk1j{Kd) z2=WCp*T{ub?)<+H_Wlj@jtE%7#N#?$5QpernW&BF?A=&CzrV*$(+zCGX?fQsX3o{j z?hT$$PE7`OCsYhK51xp4E;!sgUbWq#6(;zx#1|jT#`#>>Ypg!pT=L{InmjGcq9zb> z>24M8Oc`kLVjkLk+`4(NH1ng1_7&i{FrIp?H7hk)ns&9wQt_ES^rp}Bp>4SbqFxLy z)xZYZV*8rYN1EdsB^u#h`Koz#A%qgaDKoS)3hNajC$^ruu|Kgcl?Uvd=h3?jBPBR~ z#D8#HaO`O)5~#`Zi(L$0d>PXiLJ6Wx<|-(Fh6+Rr$GQQd^oK_WhWSHAw`5G|6q7EE z1QO_Fky2v{orSw>%|&CBaGPs_eA5(D=(i^*ZZL0cnem(}HExFZHH(sn5Bsq}uI2f` z9WVE1@vBg`i+9#LrN(oK-Fzj_@*KHi%z{284mP$;_Efj`?pE3Y7t_bnfBh&e-F*Z)Do9U&<)i6{uXiM#p>#w51&wF|M#!FvK12+5|@1}B~oqKTO>62Op zsB;4^wD&-u1+QdWow-zgBhovRH9*Qnz48#F)?VTzH1YGgQ~dy(xWt#@MXpMFwBmol zr-vX`R_?^7)Gq6FgK*e!TMW`t=Z%^(9&$@^NOYZ=hXqVzS=i-;gjXUPAX2%zge_rgMlYZyzXXkG09U8K8 zR2d^_JWBj|CMOH_p3g$~3Xqs2Z}yZbuD_jvT9s{Sdfv1x=kdy4%YB2gu;9Lz5hyc8 zZvo+R?rx(q&0kCvtcWV353yKRY~Z8O4=r=UTdeUZ>&ZTc^T0tB`g75C?*}+Nv%Q%q z*2`!6N~+Yf{Swx52c8eoX6Nwvud&jlrxa}sgB2%5W}=yhmD(cz)m{5<$$Xw<^#cTX zxu^&s;1+IRS5SM8!v3+JO>oF0V2XFk9rdnLv*7Jd_#WVK=6G3g`hf~VsYmu`)_&>x zFdKmdBxT5ea5!YC51d%&3*BWsb8GUMS$Af*U$m##!yLSOZ82}Zjcjh?9`n7nw|XsE zu{m>qY3OHF*ohQKeNfJsF*si~^R;KVm3BG|DK0Jz7$3jTpYv!-@}q6MZ%o)L)PXf! zm5%;HAzC3*f7pjL8UTtE>)oQ9%T|~91zZ?l8B&>;G`O`>O+&5Xy`JT^J+H08jX}F> z`qFT+Y*E0^`{c!_wvYOeWD=>>to~0I{2B>b&_#XP@Ry z`Oi!D;7(ZdrE}1JSn{?|D{HM7`@={b$DVMWn+HF)z{33s?$}d!%IgW(@3C_2v7fV? zK{W4VpKRiGKKZz~u%-~w5b_hT;NeR1P$Cp)f}^5;JdcCAH(q^Xx^lAH=v`JGAg*6s z4sLTizKB_qkj^y|(Pp&d$eWnoKr+dx|92ixA=*-EaJ$G^Eha+O?b$MWlm>gVutOeKx0Qcn!@>$kUyjB z(2#;k;Qj|t2RR%NydrICt2W91s{?Sf26|1|8{BZu@2bR)A2_)?Bu1fQ4$D)sA}P&O z3I0^~Wr@F-U##58eZ8-JzBrxWYtzXo&3+7-aAMVe;2WcSP1U4$?d)%FerSJYemw;Q zJ%#J0mPdQw>81=uy$>uNKGFMd@m%EokkCg6e-*|faDK3ge$p6*BgX%^I`1t%CB>@s z%yT|zsZt1;N-P92Z1*)^*Fyx?{hNfS z&K#o?AAyIk*g1*vf~A&$%N(y$a978407V0VG=o5B4)#r4 zGnEAK^nk+SpcctmO0W;@Jd2)d4G#a*?=n7XQzt%5`_-S`=`}_W0%kw_61hfih4`-5 z$E_(oen-X5;|!w8He6;nRIOK4`{%+$!AJLlF{YQDrdQgiBP*PTvvp@*FrY^ zbGg6`vcd>DJ5PiOyVFTcZ5_q1OpI2XvLo~eJ-WitQ<{jc*yo{?@MH`w%S{H+gS&Ry z_ddgfy{3-lMh<_ga&_YT`i8@n252(-ze9dMW2dq~hCLcR^B(!s(&F~y%aXY@G^MRj z=E#|^MfO+FbOi2A#r|xNB*aP^{^;e*?1P^VZS^zHQGL9ZZ`q@7ofD%vuPwuC>`~&& zOF3AuB-4kp?%e$4ktpak!-f6g`tra9+BB!&^UyAc0hO68>6zBOI}yuSdXcw#*jerZ z*UEe~SB-vp555lyL}$HlS0&=hjv&+BP;H|prqe64 ztOxbh`>%D%w@j};@{iV1g<2H-_7?AtNeYKfd(xQ$SC8IA`pUdl`MP^Dx7)vJ z@XO@Y$7T3nLFaN_Dfi(rd>s6G_pEZ&=Ya8Nt-d{Z4Dd8JroX?BWLEF2s@m;ioeN-a)Y z0zV?{f1suMz(!=s%SV)dc3^SZBzf~}vGZ*4;F;xFknmu3vNwk7JI#iRPYW&QYo7H) zA!g=T(;GMN=JqT~_~^?B)eb+~PBa)|^5)CDuvxM8VNdCs`1k;8vZP8UUHdhmclI#{ zoEiD-TSHW=PLUdIW42}bxCYwiO{Su!Opse)3Z*|G;)W1(bfUwF@N@NbqKoxGjgLbq zEcu>sc8$iZq^sA>5`cgFPv~VfP&2T%XHoXbesFUoQ()N*=KasA0|RC|4PMFHEUdea zuG!9aqw1BQqde*hSMKApPMvMd3DHW_*w_Y32st65%IB_Z z-~lVb;d57XwFG?;rcxpKL)mss%vf_%**2i3J!!V)Q01x z0&~u>Qj?f1sR-(Uqooy%e_rwY{3}o=&#<2AMXEo_tov5W+6|-%Gjz8JPT0}?YHz%J z4vk5T$PV-GT8!x@xVXOSRF*E+8b2dG(04Yoc;x%mL2oPP4ERhSg@BmO5d%Z3<$F6P z6Dgr+Erb)(czlofPW7$)V<0Q&t;BUIu+gA6yK!P*ot~CUL1}Utgt)9e3>rw*R*ztx z{w#=Q|F+5-8D6Xc6x||AMI?wVW6({f>22lNP;0Nt+n#h2z3k!$OVZED9_0rb3@9S-qH}e=|+iNLc_FaK|UW zlyaPWDxvVO>XaY6dY@l>MMb?kouyYfO3@k?_AqSx3FAT zQZO*K+jZF+iCvj9KfWS3`+_OgWMkQYzF@^T)xeW9g?b~>;@FyXJ4^*G3?;Ol&0t8( zD8b1r!D?4!gySl(GeeaCLfy_!srr*x3k}oOH5~Q^ZB=ptPdF|=VBZiEY-xUTW%8Um zvbJg_K#Wz!m>M^;|C7k{`3xdbzI!frgA>blk#sx16{+ZPJ5Z-fXV-qZGEm3QC4YD- zBl*Y?o(oh<_xCUA!^?NAV$S>uqlWEt_Y|yVHt=6o!H5vv2#d5_R(S=(P(ff?+(kci zz+Nxddfs*G%rWyqaqoK5V=n^qy2yloX_63Xtg$sV#+M=xbTRZ0)KsJIc%Sgt_wQLq z9KE>D{kE_9nJVJMIPK1-?@6!JieFZVIw-M{-#x2SD8A!HHLE*fI%hg()Iaf)i{iGG zw`yVRD<;ouk$~0#^(}jR&02j3n)2V~ufbm{BpYQS7~|R0hQK`RdX|KUSMG6}2%N0N zw}B1Ptjg4UQR zWhRkQr63~wclz+1m{a$<-HVii!S#6u@DDG*0niF5jFj18L`!QqY0)CLrYSq#?_5(I z;v%^mbRBY`zWtoBE&2-+A%fBq^H@p(04fTX;(-z?isiHvt?T{#a~mm;n1{TD;paar zd*^fhviam8wMT`#AjBdn$%KSi%`&VVrwiOV9HnlX5WM@AP!9JtBIR*)a%m2>TrATk zYePsIjbe_OnVZJmWi0}CElkZ9o0+q&{&$LlU3%Tiq3T}!AHJ5;w?-lyiM^&0k~XG| zJaJQ~rxevkWD<>X$0D9h5HGMyKf8x4wnB+9^+OLWCy(4N>Ml=9g_qYX#3g_^18JM< zI^Tdk#_v1kU`ul;{OV|MnZ&%^fVRyNW1>|1+AELYZnYyZfdRK-d+m1^AYXBewOi2z zcj_nh%xI)bJCof+`4wKlRWSgi)0sFcwGwPA&it92)dcl0pt{PLubh3mxQL#X!SXuz z>Of+T2P9@jPVGX~Z%?9}H17=4~tgxs7!>O}v<_G1p@WYpE@4u1r6D zVmKT{vD3);IbfQo`OAu-l4PLxM{Jl;_iLx6Nw4fnOs9&;@LOPp~%$ zw^*f12oK}^M}y+^tq1orm&w^d{_GB=)~F;abMJSP1h;9FmyJ{o!J4PlhP)^eoA^C5 z9Ercv7Mv>!1RP$*D>J7K(y!!sz!c<@bfv-uw5sP@iD}DOapfzmN%{0w^;O&!0_+R- zI#NL0B3~t2$DDv$&<+qHr@R;p&_fNQk`=Www6U*UKCSx05L}u>^Vw>)89kmqAFYqT zSp9rZ`F_qRb#$Wq;1+&sr#)$?4VRG*7P6zcY`M2Ncxp{uo*A;d+=2I3xJ!A#UsRJ_J93)=N5)ZN=b6KhXHNS&opxeD zd_M~9qoa2~agLMqj~re6s;8?pCZcrE2KSiN!*e~oHGz+ByyP|gxflHm^#?SCJE)si zejFg>G;X7qOIl9FNuXSL*SKuTIYLt~_yXMQ0ss(eV=o|HEa22R24GZo3K!`*mujz* zTu&AfQ-t42hOTo~c5@8`_PAu=bwgX#Ob@aWce+|Z>IKw1zAa|6K8ZDSmA)wtdi^IM zw7+`-D>q)tme7CGR9M!I*xcKx#~ERMJ(fPt8Ll<>CH0Z0{yQ#S6W!AL;A~VvWneyX z`#qcOW?NK)Jw`y=tcZwYL7|%{%qS)@B&1Dd1>eK!JC$h(kNRl!ynAW&O zrMsjXU%X^Fa*P(&Nh|ORr$4y)lVe1P?w?Q8%R!hW)TxNB{niPf5A`XhCps?B+2(LG z-v^({IEZ?@m8nBV>)n?U>=O07h53WZ6Z!pjQ19(K=YN6R!_)Rv?U)3BctRt2*n%4= z0e3C{q_=hvi!D8 zs;n$dj+g&g$+>=(DJvn1lg1tY=g!0BY_e@x?EYIpcl z6p^V)tx&pEIIu-ZR=QH)`D}Okie$E=TwX^1!$AB0wD+E2O+C@OC|CeNK}AI=K|w{N z3JB7bE>!_RYE+~*sR2S$q=`~QdXp|7gx&+vL7Ma)KuYK#lmrL~XTab8Ip5E@_kOzb zW$!21d&-(MYu;J!nmykU_3-&SI#>56SR=Z9ma`D{Js zY+rc$XdL$;Q6>*cjn0M;8G3iQxl^0(n8T zxp~pbl+(x9&TDd*ONwnu!}@HZ_1t;_Uy)R)K4EE2hqgFsO7n`dGh!}oQi8#}Hc2|= z_n`%wxDcv91^t~k3lyZS#@^${^SQkbq|vYDgyw=^$tfQ1vOjKFn%=pZp1GP^)wB;H z``cZfPLfzYg(Hm=t7lcLna>wZ^JV-Pi1sLh8n0H%x|B0h=b3QqEuC}Oc|<7-+qrEm zzcqre{mhoAj2G{~NLNyRSfy3;P~6%VWz@=f&pDPOG@d;zTU}Rl=&cxaDQ^KUtIJgI zIW{ALBGSFASZu=62vcEYYLXt*5X&9r#G!X{ukmpkigH!zJY=M z&(?*b3jTmoJaavQUS^jmtH&I071=-dSZB3I1$n?__|oRC-%Hr;pGEf9AiP62az7=@ z$%*8W(uvfRwm|v}dceoUpnvGNm)njc_Ieq1=`Wy!inxkQHX8eeCu#O^Fu_TUHROY$ zAu?{69%aMnF>^;8!QC-FlK!m$@abf(@tS97Mk~AToD0aIg=i{j{4n8gEBRS`W5UrM z^^VWz9ba;!qh(Xn1(%s{F>I{I;d#ZnU%Oojjz%k`nNwNniq+sIX9{ou)hsK{8B=NC z#wcgxc1qOWfU05keNSeMTsM1cIZD&KgT-Yg5N>O#R#SG%Y$Qt4Az$Q)y=jfI`<}{; ziRgvT+~yP&?tZsm5_hw5#MbSy2U6a8b9A$pr(GeOMpiA%)9tWQez-z)-rna*HJGZ& zBs?z8ytb#0S#bhU11e~4yX$fp?IqQ)e7>n@2c2^D8iB*`;Mmd8!_)i4+1nv+v2FBY zovAJ@D5;#a3Muu<61l{_P*T(pt9{aFx`4E$k?0@fzF`pwIvK?Whuy*YSZ1EVEKzzAJeO5ZRh4I({(8_?1u z?;UNxU=clVi@W^25|ohOzfpH~PmIvsl#XLtE2= zW|j=sruoOdp58dhd)Ey+W=T=sATz!x#3x&?14NJAi5JKrxZ5LH<2?6`QWr`>g&wlK z(a#fe)f)_`b2b=tCoT;u>YOL+%8@wetDGWMW(46G4;IaYR>0S|iub!a6B1D>YxKiW z=g?ajUhAqn+nI;6eCEl2rX13Y1#5Zcd^MS=o=N0<G zc<<5KdPblUqaiO{^9tysQq;4xeE9X9^6T#GH6&c;6c({(Dzi3QuYNM+LjE-9?VSpr zhLvifS=yd{+NOG~P$g}mI?LT6i-Fw^N_xUaC)57Ac_+6lVXV!fN?<2J#7oMo@4~q= zw*?mOYO1sGq=tW1oO<^$cFdvFI_8TLt7ZC|ZKXG{UzNpk&T%}v6`Vn@fpWp}Oq9ph z=R@mrp*3AYv%4GeBU5huY8sWn=lWuKLU=;NY&V=oi`&a92NvxDxkGA}oPY3EKBZDM->oM?e zl?AykI?9{T94V}VU9hvLv>MY*EmrT0noPV_ORrOfL_4b-CjHsHw{ON-E?zoy2o@yX zGQrxZK&0kskSfU$4MHE3NZLdUoBkARsrugqTCi)tMYv%&^hWJwTmZ&7U`KdS>!m`L^2|WfsZQtgMRIYrI3BxVx$<%ol#&5hvGws=YriUW;6zKAU;Pdm1Kx^5eCTTTQ2JO3_@> zv$G~5InGfac=Yf_$HA|q;zE9UEc#v))K(6rXqZ-F5>=nrUZ32q`&msqartfb&$SGf zhYDz|p3H`3)LaRYV66pB^0CT|*m(F`Q)3-HcqY3a(4w-l-36+7!Cv0#AY#x!MA)^L zv69Y64Z{>MYNX5P0-}7C7Ef~`jVHRlx-`84@k=qa#=?>yP-oRNEJig_H4-Vc<<<^j zn7)pHBT^FXx=Vn#fwmfXdEY5Jn6A}}!-$|pN^pWFfZcCz{%Z0|(@O2n)~=QrO1QnM zmC=+Iq_q{8*X03NZ=5({XBP^P7 z7n=bY+Si|oPN;{3vdqQZ*j0_!TFzH!gjXQ9k9{4j%TITk2dq2-)U;L}=ICU+d}lZH zlIeNVzm=s2E;Cf_$ccb=$Mqwtq@mh;m*S$VU9IX*qn*HH zS6o+3HA$P$L3f!A^0MA55Iy1oM~&3ourWUO(C$n;U~G#;B~lDyHnj1Jf@KQ~Tf;?* z>xZLEPN`MVeOVXS8>%fh%@5()q8daBI z4%RVXWh)N&HM}C13K$sGs$~;RHOzP7;W1TSR|jw^{07|HB*3<9XVtriYS-Ve;`JD3 zPZ{8dB2KOHElLx5?c)@!c1xDG8Rm4OwOXK|;N%{}HK~iF6%h?$SY!tp&eXY3Y%;;# zU$d%gS0(a`m&R%1uY`-@`7MNDyvXW(zM)+0yop+U{kRtp;N_Ho&=s*c=%wo={rO?f z{Ks5pj&z#iuJ@{cdOg!lmN3$fwScr$_xMDbohCo^QVTr6!^H|JCvS8MjLOM@ALx+Ie1|H)9L4$t%3U zYiXU;>KI-r!JoXE=kScZavf1bj z|j!maMU*^c=XCGWlkwwJ*rsTr?b*~s>{4)H(qE(JpMzSe2Qe| z!P#x#Gi#jR#utkLCo;9u&3jSB+~&$2blyxn-Bp+EYUA$J#dn!1 zmL(Z1!15HwOL|`{`bg@+9rVOJ7D|c|wr9IELZhwBkWEPu6|Hi&rsrqpVRf!Eu&)OV zD1GZ5gg569_0WCIeB}pxQPeKuc_xcUXh}ZBAIgL^PIWGM}7E~<$8`eXJPrD z7;P@#DSgwBguK;xL(llDri0??T`6frllxJNgJ%>?m_wWdkllx#C-SeH21rn(>J9q7 zu03@Br(@qvm$b=ChqTdG)Yr0%`wq}?({&L|jt>msT+cnE_3JMGw0E_Y?eUn0 zV*5lZo6jassRKm?T8-;#YUhpjwWDJw0+&Ri|0EN0Jr+fWg+P4t>d54RD&o9xap&9h zpXa5nVJLSk616O&l5ZnmZTJ&*iHwdKXn5_oj%n%+X>F3JC69+^`)%4*@oXYBEpwsW zxeAu^bePEx6-4jSL+{cpyPt!Difx#11BuBxuj*v?G;hLpLoR=(JIFuR5lDf$W&I7J z!5sl+!O07E6N>2l*|R?>>fk0XkB5(ns9@q--+!kM9qp?;T5>3}mk#?9IZ{y#y|$PL zMcVot&Q?P(@tRtMM-QKTn(8fhWM9X-J1#68f^w2?eMWJ@AZ-@P_y&qEeu_jG8Nc*c z9sZlQy|Aqx!_NU8A!KW zuQ@mT@a<_TY}9>*YK0Opb@K{Og{h&#a{F4Arw_kU=4vV4ryNm>n|}QU@A1OwLpB~e z_&Gj#Ie*8PH^z2?wq?#buxz4dEG!W={k3I(7lvqe>2R2uC~=0n=1uJGzqpSaHs-yC z){b}n)^JQ8kV%vR1yK}pb+IGu8aPQCaeF;7hZeGE6dy1x_e*;g<3@x=CZn=1Mu%P= zFda%^s*gsoL|Zqs68g3#u>Jc=E+#P^h(Y{>2%Uj0ehfX((?)yM|6{C}9Lo(!LSis6 z+WsfK`oq71WgY1Ye#V`K44n_ZIGf#aV7WXdR7CK+|FA(z&@b3)Cn7)V3QbRD$VN-a z*N$-U+_$gZhKQ$xrDKOuU80g_+`dXQt&<&x_L9xa27u7s-1#0TVcxuCOk{D5#+{w( zb{30I2sp|ZFH>95>OX)qjTu5Z1)jvXn%BB}fQ_4z6Hfa$6p3&%j z_tvI)do23O7LwLUvkQK05iG#e&E=543Wo&t<{t-ES=bQh|5fyLAQ>I|q~|uC)V~j% z(2ofU>fjLUn3Puec0{T>;3Q3UqxIvp9@yMchDjLfy4S2yY;pwZ_hOzqaeZ-;TYl(fcFkM)G)D zM0@pVX2tuaob#scPm6DGUIRY96$*rKO=Vl&-Mb^dXS6KUGn8yS9v#b)OyW1_{*Po| zD#{A_B$IoNNU4n>OOePf>mK3lg*La&o_BxOX3^6 zJulJO>m`Cc`;|^1mOE@K%HMi%tp;<%<<(50)%M_IHWP7Sz{?xA-;RcQ{V~u>0!#ce zPYs|Jf2?pLHe8D*bVr9NthAJH-{-NotESh!Xc^{aT#X>%q;6!8vs9b>jV-G_n9LPv zLL$qY|BtMRPL%pjYlWItZELsX;`h}1jz$>Wx`h73B1G>f+HB2f0Oy{fEn*xOj4bEq zzo0(cf2?{feyAb$z3K)j*383Nsc^n`$sr1_ zuqYP~n4Y7VZtPcEjnUzzT^CGI^rB(VASyHl^_hXeYaP|<0K;N?_Q8trvls8WArqq+ zMgxkWpidfozt}+krA0Vb2K;og@RvlhgPKJ4>4R7KA(kM49Kt1q0$&+QC=ic}TE{N+pR(+0~H z>S~xXJYge4nn^Af`bBiwnFiG-M(QT3YI~(BrVrZrq8jF0bZPV&P&>P_3(H<*%exw; zGz-G0Uj@AU(u|a{iAs)a9oRE%k%>xR!&>|>w3BEqZ7d>%SX~*ML*BxhWwPOfJ9|#d z3YiU9T`N#k^oxtC237xdj3tI{I0%K66d(v-91{8*y9@p7Ubjl&SJ$2Bd!n8azAETo z`0xBSCtz$24$6gqv@aD|hG)@V+CP+Qj%N#t32NtmIuaa&G=6h8b63aIq-lvSb7S{1 zmu44)?*TqwtYg&x&z&E=-GE4h*4>J0Y3NQ=vh0<}PA1+boKC@?#616VEnT`lm-1}E zAYuJ#bZD`fu5Ke_|cru<_rK>0GzQf{0SXRMn(ms<5B$R&C;mpB{sEKe`Jro9W1yYUtz#}+sM2@ zSaZVd*BjMkM65rMxz(#JKo)GsZIX0ZWmilc}FN{@c$=exM5jq2+_~7kMsFIoGJ3$Vu@qu3O#X1er1#56( z#Bn+Xl-F;$3CxkgbQ_z=$gWC1m3yL{do+6Id9z%`FoF!qUt`{uXWvGn+bSK}Uqg?J zLa&wZjf9YEypeEo^Eng=Yd+e2-z>7R7VMJFT9U1>3nxfm>qcIB4{%J~Mk%&-tll|a zby67k90w4=UZmp^#<89+k@22^y=9N$TvS+EX9YXv;B(4`6XGyl=b+|&la`4FtJ={3 zvCsaV3*Yo}gEn~QS1Wly(C7?926KrYrw!=sGVw$hu&pvDQc`j>CPNo^JlY>dr9NOA+t;2 z&yHWuy5MKx5Za=MDa(&~LLiYzz2MSBC}+x)lz}p_9?eUNv6$ z6CsjK0Pp1`(i67L=ieQ85)){An1@Jf6Jsqgc9;-n8M#QgNG`>0F(Gl!EW5&9#aSi9 znIst^C9!(vS*%-$urof^?wH3NT|$=MDbugNQm-H75p~}*XDCBIOCNmvFd3CCNvL&Q zTo#Yz|7U&*^NyQ0+J}ZFa+0zZ_SUpClhT4$s#kWvp|P-?xbiy>L#$rt#WEG)pM>J) zo)j;g6ocrn5u-J9BfkGPQmD`JG*A48)D zo0pIV%>?B*X7e4ra-OpLe~$@y;7U^hIGOI|f6`tP2B59c3yU=#7-fC@FBe})U=ASs zcs7)H&r}=XRnWKbGTndqzpDVX*BBE(sUQ`0lj6uKnSh6UbLM#aoVrFR%2rP^uYem@C*VBI)XEq0W8j8Y^jvuV#+2lL zY7N52B?Qj<9h1Zg8{ZWCtX||qXAUzV5z1xI#NOvW>Hf(P&w5IN?9wI5Q&*_oc|=zI z*PVE#YNwOw9E=Zgu&d}_f|G$~Ptq@lFWJBM$qFd}vHb7X|NqhddkK7>#xVI(s`Fo8 zll&vJPC|9aHev99@U6%Ez4iJ!1#ow%43xg&4`N-k(<6GBFA}`?=*|rYJydHlaMs=N zo`#3Hu&|zjDc-#J3q!D5Cf4C0bJ^7VmqXf#b^mk^3;+t{rT=;tM|Q^TU+4Ks0^9WO z_7xq7q4;+@dKv^x{k#4D{?SS%R-Z#GE3uE&sK#~Odz$K(gR#S*-%$##$!FZ>8hK5p~v5qxXjWI;`sPhL!IQ_ps@TVRjDJN!5+S;>e17;L4C=j5t~|mxkk~V1jX~>3vF>ngas^y^{FJ zin?7MGl)Ai>Eo&MAo_?c&9#O|#P}Sojg{mXETWH-&%ruhuFY+_#{VLe@Z~)IN^K5F^BUU()&r% z`$-)g9jRKI99LekpK-g%b`W#41;vpbK|~$rnWpywrZM%N`&-rs2n+9&biE!fi-r91Rqu$jlMH}d4}T#SO=h4~uV-Ihj9OZQX=*1bbKfg;h6 zjcx1*I(b`k1V6Qb+N(w<_P%G&%gBaOVg{Ls)4(6Bpq?jY(8a%)4bQNL_vbG>-=>QxykK0d_Gj&qKvGQ?vk zH6!Ept!B{myhha-FTLKm=@uA9Pz-{>_H zgJzG>H!Yt=jN!H`y!ko_$;l9AX6}#Rq{q?G(b$vnVTaoTas0A1_-a;ll97pa{6r!6)i!E}MnJ z{q6oREcK7an)uIv9thTOXHBdYId_j9V(*zu~uLVhR|n%;L$3>|8;0I(c3uJNn^y&Va_wKd- zJ!4tZXOWng=Sk>ySsaLcXzARdZYmCGeR1tgohV;5nPigY2dOje`0z~ zqp-|L`nhgvZ!hh2PQrhlfc(Ye11iBGKL5T}!u;{E8yXKM52BF|2mx z6cHJ*5f&E}&CJMXpRi2zeR#%AQAAAa{>OI?4n?j<2_c<6^|wb5&}`{O-2ARhT3Q;) zb6XAcf&0i}cY^fcW>blIZ+UsSj*bracny~}`z!LPtFECN)TUp)d|?5`U~{&Ko}QlZ zi&HL*V@*W-E+oGEZPb(JLyrXEPBw6qkw z^63*bDdb#@%t@_fIL%6`va+%=GBOYd4XRl*ItFMY1A~YQEzgz005Z%{22FUE+4j=X zkCu>c8PLZq-&CT=47PT53~Swr%8>8hzX#@5EXnTGt5+5l77ZWHmjAp^c@Fd_^VHQ( zm2TKK4h{|~Dj^peJ31_~^u(IN>j#Z=2NALV5Z5pE0&;?8PdKZ>+C((qj?N~ex#6FW9cNmU-{R( za_60;=bXs4=4LP}pji>{Z2wckn~}NcG_B9g+PvZ{2EW^(X(@ z(9keGK8~p)6y)VuFB+%!jsE#_^J7p@(9G+WLM~_BQBg2@&1`IbmX>N$UAl2&f7rmj zd$GXfq?aKw`bMs=Ud<%f*Tq#Mv$M0)(qyQLoR|CWs6^k>VrDkh)ch*c-q{J}GA&q~ zYL*uP7pHpni^BGAF2ud(EbjzC{(>NX(BEbj7D`mutxi61aq-@*dm#HuF@I!#>Xj^_ zQ+%Xg86(I-D|o9 z1qBHr_NYn+c5Cj2*7*4N;*t{oi{N4F;h#mqUpA;SyB4{WVg9ynO-+p|-@O(Vq+@<` z@#4js^%?%B1RW?KGE}pxs|hhN_yG;+W#{VT&tVC}aF!0af=sDDH-@U6m z*V@_|8++Y!6_gU{tMU(iJ|pK%r6l`Rr!=xoI5@BpV$8G#f4hD>me-`KsHo^QR(AYC z3{-hy8jg{?)r_5MGchp%c9wzHaA{=)G~-}rKtoqYM_n?bxOi(Hol=iZhEGmSfzh-9 zj5N^pW74$N7l*@v&I8s$98){c)Wi-3Jtyb#T$r?QoNC2k(ldalh~$0yJ_{i* z?E;zftEBf;0z?U>ipEA64vqrg-}qI4%?7=&kR;}^0$zCj{5d%8I zs;*Y1ciouOGcsCVT-15?4E&WbvMMenrk*0j0)g#^eFxe2IDzseVd$mruF?9xLgeHb1Q zkve3R83Sej0H?N4pt@>FKSx$+XlOFAC?woPY|11|a&di~=OYz0wZ}#k+MBpLatw6n zQSRs@Y0};t&QkzvAhJFlFNHKvPpp4nU|Z=IPEO9Py%q-Ox9#$^K1J3GG>|>+9=U zFt43H#r}u;z-m-gRSAxi;&C`sy-$5uSlGok78Xmt-k+|RF#&Ao1aPmD`EH#$bqeA> z9}zc!sliCO*IEwT4QW%5lT-2w4nF5Tx3pv-FYhnZ)6wAo@P?ZW$Y40%AhSq4JHdJk zcm$%4$Lc-IdrC-Q<W@TkvzO_AUSm&w7c%F{#2xxb|+7>8<_7Z4& zY#=zQH=|)@W(L4-{?7Ez3hc+Lx0;qaJ7i>Cvi-Z;P7kG|ygRwTfT{rT5M;jY?bFjx z#-I9Sza^}(I8Avhwfvht?Sm zR#sNZ%E~4t={t^&j>QE9yquhtMrqov zJlS}E8iu+f62af!pZY5JY{sJRu|?`K2l-6<9C^vg%IfKjbwqL?466hrB$y!(?;|3< zt+lm|bg=5}?X5fl-Z7Im5l)CI0OAMf@bs~v1L^+_a}Kiozn>HSAIoHq&iYi(*x{y< R&T)I6%B#y2$h`XSzW~{Su(1FD literal 0 HcmV?d00001 diff --git a/assignments2023/assignment9.html b/assignments2023/assignment9.html new file mode 100644 index 00000000..e6559345 --- /dev/null +++ b/assignments2023/assignment9.html @@ -0,0 +1,1674 @@ + + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 9, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

+
+ +
+ +
+ + +
+ + + +
+ +
+
+

Assignment 9, 2023

+

Decision analysis

+
+ + + +
+ +
+
Author
+
+

Aki Vehtari et al.

+
+
+ + + +
+ + + +
+ + +
+

1 General information

+

This is for BDA 2023

+

The maximum amount of points from this assignment is 3.

+

We have prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.

+
+ +
+
+

We recommend Aalto students use jupyter.cs.aalto.fi, for all others we also provide a docker container.

+
+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Reading instructions:

+ +

Grading instructions:

+

The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

+

Installing and using CmdStanR:

+

See the Stan demos on how to use Stan in R (or Python). Aalto JupyterHub has working R and CmdStanR/RStan environment and is probably the easiest way to use Stan. * To use CmdStanR in Aalto JupyterHub:
library(cmdstanr)
set_cmdstan_path('/coursedata/cmdstan')

+

The Aalto Ubuntu desktops also have the necessary libraries installed.

+

To install Stan on your laptop, run ‘install.packages("cmdstanr", repos = c("https://mc-stan.org/r-packages/", getOption("repos")))’ in R. If you encounter problems, see additional answers in FAQ. For Aalto students, if you don’t succeed in short amount of time, it is probably easier to use Aalto JupyterHub.

+

If you use Aalto JupyterHub, all necessary packages have been pre-installed. In your laptop, install package cmdstanr. Installation instructions on Linux, Mac and Windows can be found at https://mc-stan.org/cmdstanr/. Additional useful packages are loo, bayesplot and posterior (but you don’t need these in this assignment). For Python users, PyStan, CmdStanPy, and ArviZ packages are useful.

+

Stan manual can be found at https://mc-stan.org/users/documentation/. From this website, you can also find a lot of other useful material about Stan.

+

If you edit files ending .stan in RStudio, you can click “Check” in the editor toolbar to make syntax check. This can significantly speed-up writing a working Stan model.

+
+
+
+
+
+
+ +
+
+Reporting accuracy +
+
+
+
+
+

For posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).

+

Example: If you estimate \(E(\mu) \approx 1.234\) with MCSE(\(E(\mu)\)) = 0.01, then the true expectation is likely to be between \(1.204\) and \(1.264\), it makes sense to report \(E(\mu) \approx 1.2\).

+

See Lecture video 4.1, the chapter notes, and a case study for more information.

+
+
+
+
+ +
+
+
    +
  • The recommended tool in this course is R (with the IDE RStudio).
  • +
  • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
  • +
  • If you want to install R and RStudio locally, download R and RStudio.
  • +
  • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
  • +
  • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
  • +
  • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
  • +
  • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
  • +
  • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
  • +
+
install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+
    +
  • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
  • +
  • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
  • +
  • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
  • +
  • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
  • +
  • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
  • +
  • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
  • +
  • Do not share your answers publicly.
  • +
  • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
  • +
  • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
  • +
  • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
  • +
  • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
  • +
  • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
  • +
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
  • +
  • Is the report anonymous?
  • +
+
+
+

This is the template for assignment 9. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.

+

Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

+
+
+
+ +
+
+Setup +
+
+
+
+
+

The following loads several needed packages:

+
+
library(bayesplot)
+
+
This is bayesplot version 1.11.1.9000
+
+
+
- Online documentation and vignettes at mc-stan.org/bayesplot
+
+
+
- bayesplot theme set to bayesplot::theme_default()
+
+
+
   * Does _not_ affect other ggplot2 plots
+
+
+
   * See ?bayesplot_theme_set for details on theme setting
+
+
library(cmdstanr)
+
+
This is cmdstanr version 0.8.1.9000
+
+
+
- CmdStanR documentation and vignettes: mc-stan.org/cmdstanr
+
+
+
- CmdStan path: /u/77/ave/unix/.cmdstan/cmdstan-2.35.0-rc3
+
+
+
- CmdStan version: 2.35.0
+
+
library(dplyr)
+
+

+Attaching package: 'dplyr'
+
+
+
The following objects are masked from 'package:stats':
+
+    filter, lag
+
+
+
The following objects are masked from 'package:base':
+
+    intersect, setdiff, setequal, union
+
+
library(ggplot2)
+library(ggdist) # for stat_dotsinterval
+library(posterior)
+
+
This is posterior version 1.6.0
+
+
+

+Attaching package: 'posterior'
+
+
+
The following object is masked from 'package:bayesplot':
+
+    rhat
+
+
+
The following objects are masked from 'package:stats':
+
+    mad, sd, var
+
+
+
The following objects are masked from 'package:base':
+
+    %in%, match
+
+
library(brms)
+
+
Loading required package: Rcpp
+
+
+
Loading 'brms' package (version 2.21.6). Useful instructions
+can be found by typing help('brms'). A more detailed introduction
+to the package is available through vignette('brms_overview').
+
+
+

+Attaching package: 'brms'
+
+
+
The following objects are masked from 'package:ggdist':
+
+    dstudent_t, pstudent_t, qstudent_t, rstudent_t
+
+
+
The following object is masked from 'package:bayesplot':
+
+    rhat
+
+
+
The following object is masked from 'package:stats':
+
+    ar
+
+
# Globally specfiy cmdstan backend for brms
+options(brms.backend="cmdstanr")
+# Tell brms to cache results if possible
+options(brms.file_refit="on_change")
+
+# Set more readable themes with bigger font for plotting packages
+ggplot2::theme_set(theme_minimal(base_size = 14))
+bayesplot::bayesplot_theme_set(theme_minimal(base_size = 14))
+
+
+
+
+

This exercise is an example of a decision analysis (DA). In a broad context, this means optimizing over different decisions that lead to different outcomes that all have different utilities. In a Bayesian context, this means using posterior distributions to make decisions.

+
+
+

2 Escaping from the chicken coop

+

You are an adult chicken living in an organic chicken commune, where life is great, if a bit boring. You have settled in comfortably, but you want something more for your offspring. Your traveling corvid friends tell you of places where chickens eat corn all day, get ferried around in mobile chicken coops to see the world or get mental stimulation by being trained humanely to perform tricks. The chicken elders have gained access to the computers of your human caretakers and have found the results of a complicated statistical analysis of the growth curves of your relatives. Because you are a chicken, you don’t care about convergence diagnostics or priors.

+

Your task is to maximizes the chance of escape for your offspring.

+
+
+
+ +
+
+Subtask 2.c +
+
+
+

Compute and visualize the expected chicken weight for days 1–40 per diet, according to the model provided in the template. Do the predictions look reasonable? Why/why not?

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

To sample a “new chicken” from the posterior, use posterior_predict with options newdata=..., allow_new_levels=TRUE, sample_new_levels="gaussian", where you pass a dataframe as newdata which has a “new” chicken ID Chick and appropriate values for Time and Diet.

+
+
+
+
+
+
+ +
+
+A simple GP model +
+
+
+
+
+

The below fits a GP model to the chicken growth curves. It may take a few minutes to fit, but you can also download the fit .rds-file and work with that fit object.

+
+
fit <- brm(
+  weight ~ gp(Time) + (0+Time|Diet) + (0+Time|Chick),
+  data = ChickWeight,
+  family = "lognormal",
+  file="additional_files/assignment9/gp_chicken_fit",
+  cores = parallel::detectCores(),
+  # For the template only, remove the below from your code!
+  iter = 500
+)
+
+
Start sampling
+
+
+
Running MCMC with 4 chains, at most 12 in parallel...
+
+Chain 1 Iteration:   1 / 500 [  0%]  (Warmup) 
+Chain 2 Iteration:   1 / 500 [  0%]  (Warmup) 
+Chain 3 Iteration:   1 / 500 [  0%]  (Warmup) 
+Chain 4 Iteration:   1 / 500 [  0%]  (Warmup) 
+Chain 4 Iteration: 100 / 500 [ 20%]  (Warmup) 
+Chain 3 Iteration: 100 / 500 [ 20%]  (Warmup) 
+Chain 2 Iteration: 100 / 500 [ 20%]  (Warmup) 
+Chain 1 Iteration: 100 / 500 [ 20%]  (Warmup) 
+Chain 3 Iteration: 200 / 500 [ 40%]  (Warmup) 
+Chain 4 Iteration: 200 / 500 [ 40%]  (Warmup) 
+Chain 1 Iteration: 200 / 500 [ 40%]  (Warmup) 
+Chain 3 Iteration: 251 / 500 [ 50%]  (Sampling) 
+Chain 4 Iteration: 251 / 500 [ 50%]  (Sampling) 
+Chain 2 Iteration: 200 / 500 [ 40%]  (Warmup) 
+Chain 1 Iteration: 251 / 500 [ 50%]  (Sampling) 
+Chain 2 Iteration: 251 / 500 [ 50%]  (Sampling) 
+Chain 4 Iteration: 350 / 500 [ 70%]  (Sampling) 
+Chain 3 Iteration: 350 / 500 [ 70%]  (Sampling) 
+Chain 1 Iteration: 350 / 500 [ 70%]  (Sampling) 
+Chain 4 Iteration: 450 / 500 [ 90%]  (Sampling) 
+Chain 1 Iteration: 450 / 500 [ 90%]  (Sampling) 
+Chain 2 Iteration: 350 / 500 [ 70%]  (Sampling) 
+Chain 3 Iteration: 450 / 500 [ 90%]  (Sampling) 
+Chain 4 Iteration: 500 / 500 [100%]  (Sampling) 
+Chain 4 finished in 17.0 seconds.
+Chain 1 Iteration: 500 / 500 [100%]  (Sampling) 
+Chain 1 finished in 17.8 seconds.
+Chain 3 Iteration: 500 / 500 [100%]  (Sampling) 
+Chain 3 finished in 18.2 seconds.
+Chain 2 Iteration: 450 / 500 [ 90%]  (Sampling) 
+Chain 2 Iteration: 500 / 500 [100%]  (Sampling) 
+Chain 2 finished in 21.5 seconds.
+
+All 4 chains finished successfully.
+Mean chain execution time: 18.6 seconds.
+Total execution time: 21.6 seconds.
+
+
+
Warning: 84 of 1000 (8.0%) transitions ended with a divergence.
+See https://mc-stan.org/misc/warnings for details.
+
+
+
Warning: 746 of 1000 (75.0%) transitions hit the maximum treedepth limit of 10.
+See https://mc-stan.org/misc/warnings for details.
+
+
+
Loading required package: rstan
+
+
+
Loading required package: StanHeaders
+
+
+

+rstan version 2.35.0.9000 (Stan version 2.35.0)
+
+
+
For execution on a local, multicore CPU with excess RAM we recommend calling
+options(mc.cores = parallel::detectCores()).
+To avoid recompilation of unchanged Stan programs, we recommend calling
+rstan_options(auto_write = TRUE)
+For within-chain threading using `reduce_sum()` or `map_rect()` Stan functions,
+change `threads_per_chain` option:
+rstan_options(threads_per_chain = 1)
+
+
+

+Attaching package: 'rstan'
+
+
+
The following objects are masked from 'package:posterior':
+
+    ess_bulk, ess_tail
+
+
brms::pp_check(fit, type = "intervals_grouped", group = "Diet")
+
+
Using all posterior draws for ppc type 'intervals_grouped' by default.
+
+
+
+
+

+
+
+
+
+
+
+
+
+
# Useful r functions:
+#   rep(..., each=...), cbind, colMeans,
+#   posterior_predict(..., newdata=..., allow_new_levels=TRUE, sample_new_levels="gaussian")
+#   ggplot, geom_line, aes(..., group=..., color=...)
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the plot look right and is it readable? It should be quite close to the reference plot below:
  • +
  • Has it been recognized that the prediction time ?
  • +
+
+
+

Your chicken elders have been meticulously collecting data on what kind of characteristics have allowed previous chickens to escape. They have found out that both the age and the weight influence the (daily) probability of escape for a chicken:

+
    +
  • If the chicken is too young, it is not yet mature enough to venture out into the world.
  • +
  • If the chicken is too old, it will not try to escape anymore.
  • +
  • If the chicken is small and has just the right size, it can try to squeze through a tiny crack in the fence.
  • +
  • If the chicken is big enough, it is strong enough to try to fly over the fence.
  • +
  • No matter the size, there is always a small residual probability that the chicken can escape.
  • +
+

Every day, chickens will try to escape if they are of the right age. Their daily escape probability \(e(\text{day}, \text{weight})\) is implemented in the daily_probability_of_escape(day, weight) function. The probability that a chicken with daily weights \(w = (w_1,\dots,w_N)\) has not escaped after \(i+1\) days can be computed as follows: \[ + f_{i+1} = f_i \, (1 - e(i, w_i)) +\] The chickenwise_probability_of_escape(weights) computes the probability that a chicken has escaped after length(weights) days.

+
+ +
+
+
+
bump <- function(x, loc=0, scale=1){
+  xi = (x - loc) / scale
+  ifelse(abs(xi) < 1, exp(-1/(1-xi^2)), 0.)
+}
+daily_probability_of_escape <- function(day, weight){
+  # Expects a day and a weight and computes the daily probability of escape
+  bump(day, 30, 10) * (1e-2 + bump(weight, 200, 150)+bump(weight, 700, 150))
+}
+chickenwise_probability_of_escape <- function(weights){
+  # Expects a vector of daily weights from day 1 to N and computes the probability of
+  # escape at the end of the time series
+  prob_of_failure = 1
+  for(day in 1:length(weights)){
+    prob_of_failure = prob_of_failure * (1-daily_probability_of_escape(day, weights[day]))
+  }
+  return(1 - prob_of_failure)
+}
+
+
+
+
+
+
days = 1:40
+weights = 1:900
+heatmap_matrix = outer(days,weights,daily_probability_of_escape)
+image(days, weights, heatmap_matrix, xlab="day", ylab="weight", main="Daily probability of escape")
+
+
+
+
+ +
+
+Figure 1: Daily probability of escape for a given day and weight +
+
+
+
+
+
+
+
+ +
+
+Subtask 2.a +
+
+
+

Compute and visualize the distribution of the chickenwise probabilities of escape per diet, according to the model provided in the template.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

You can reuse the predictions you created in the previous subtask. Work with the draws to compute the chickenwise probability of escape first, and then take the expectation!

+
+
+
+
+
# Useful r functions: chickenwise_probability_of_escape (see above)
+# rep(..., each=...), apply,
+# ggplot, stat_dotsinterval
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the plot look right and is it readable? It should be quite close to the reference plot below:
  • +
+
+
+
+
+
+ +
+
+Subtask 2.b +
+
+
+

Compute the expected probability of escape for each diet. Why would it be wrong to compute the expected probability of escape by applying the chickenwise_probability_of_escape function in the template to the daily expected chicken weights per diet computed in subtask 2.a? How does the correctly calculated value compare to the incorrectly calculated value? Why is one higher than the other?

+
+
+
+
# Useful r functions: chickenwise_probability_of_escape (see above)
+# apply, aggregate,
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Do the results look correct and have they been presented in a readable way? They should be roughly the first column below for the correct calculation and the second column below for the wrong calculation: [
  • +
+

diet chickenwise_loss meanwise_loss 1 0.55 0.83 2 0.57 0.67 3 0.50 0.10 4 0.52 0.15 ]{.content-hidden when-profile=“public”} * Has it been explained that the expected probability of escape depends on ? * Has it been explained that

+

is lower because ?

+

[AND/OR

+

for some diets the “incorrect” computation (meanwise_loss) is lower because the mean growth curve (used in the incorrect meanwise_loss) “by chance” passes through the region of low probability of escape, even though due to high within-population variation most chickens’ growth curve won’t pass through that region of low probability of escape?

+

(Due to a slightly misleading public rubric, either of the above answers would be sufficient)]{.content-hidden when-profile=“public”}

+
+
+
+
+

3 Overall quality of the report

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Does the report follow the formatting instructions? +
      +
    • Not at all
    • +
    • Little
    • +
    • Mostly
    • +
    • Yes
    • +
  • +
  • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
  • +
  • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
  • +
+
+
+ + + + +
+ +
+ + +
+ + + + + \ No newline at end of file diff --git a/assignments2023/assignment9.pdf b/assignments2023/assignment9.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ab87898e087e5d1f031604cb08ec4db834d507b2 GIT binary patch literal 271399 zcma&NQ+qC4&~BNmWW}~^^NDTSwr$(CZQD*(Y}>Z2e)rYg2fKG4d}s3q)Kyhu)ICY% zg+*x@=~$sikM6GDpqK#!3^r9Bl&L)oZqSgk^Cc-90cE%?3(k8ZM&gKNn ztQ_pTyiiWgjwS{+Q0^Po+EQ^OZLqzkYD*maX`~mhFkk}yYyNg{Xk!C+2A-atPU_eW zj$^y|AncVs*T%#8@XEL+y9~GCc?=; z-XF6#5M-a5ol^S2cJSWS^i1~{Gs=Sf3s^aANZO16Yz_>;4Y*3y=W-4h_=nz~j+W!6 z6FT_@)7TyuG#FT%OGZ@_lwT2Q(a~wl^H76Zx!#)d_FwaU3`P&t<|r;bD`f?7M<)Us zgH?0G7MF<$*_ph=hAgw3*$*cUov$THdK!BEiXNr+2MRK+|pHncBDsK1wwS(;dSZ}Tdzy`Nn$N=@BnpOF>leeMgdE=}>#blsrLF11nQ?%LPZfIoEm{gi5d`Lr-agFO|o19OIKgE?rP zVKY5?6yQECba#wJM_m1k)b2f@`Cdr=b*_eTW~2TGK67$CT)TMlyd^X`a>E4vPrO6B zDN%<@yPgOc`n3DZ_TkX&`cQ=4w*}+iM!B+-;>94^17TKSs~*+zuA5?w4S{uYtHEin zL#MTXC6kptZl|K{yK`EI#Vazx^(L>4#sm#n#Z1w8laGz)(a%!txL4apEf=SK^@05L zNk?Vv(x~^Na-(;<_ZRp#`|jHA?$u$wO4fXzGr#0kzeSjUM)>mL-9|0X2P;n|4z7;-lbRaSWMRM@E7+EY z6V;Ak>_hps=y_)^hHa$-7DN!cMfQ1E(tQW8mHk@oQ{+RGxvdjP$Wj?$3;skr*NHDa zC2%8G&a_dMOTpbj7;a(^Sla;ak!0H>{{^@GP`53$cv_v)XT2#m&5*S0(T`9=Y8IkP zmzcNP`>{Fth@YDme|de#_fxmH>H@_Dc2D_?g_JnGsro>qr>w9^y%gX?SjqEYY*>n6 zhonHm?zo)d)k{u$r731Zb&kw<5GW`EC4rITYqld6K~xv^H0JdA)6r4mh-39C=fA5`wp(bqthkX zkb6YGLgcdQ2RweRL1VOga&3_OK3)$mYX(FxNKeNNRFd1y{tR<~y!saNbTXU-i(wck zmV)6sK(NS}iDj-}2dHdfX$dcA)CHWFKhWyPwj6G9ZdQn(JIBBJ2o;AIH!C1QcZmAj z3|5EAu`#J~`+2MS)IRqHc!Ooc57_##x0VI`=pV;g`yVzAfj`aR4y}?)%ZMZ&l2UKP z)hG30RcV{Riv#(q@{d*TPjiD^gr%3*JLsGOnVvA{;TArg#x!#qiTX{TS17%M9nc1G z-x+m0F6`o{G|t)ZS(gr9(e@1auiG3%+`DXxU@$+=h%s`8ho|-&LvGpG7JXUer!yZy zW?4ht15wmA_EBt>McvCn6s6JR$M4$Ox!mI!w!nN9195{xxYU2`Q^$j3h`3hyua+yL zfYd7Ks*#FQU1h=@_$_P5f@bbIg{~dw2=c8MmLO&Ad6a!DTi|XDLYK$rVwYt8oNUro z17%Z*1+S*>qZNcx5u{h>LwQ>3FqWezQ!FXE%io;+YYdbIo@IuA|H2a+%onXx3vIA_ zq$zs^%S1A>I!qRttc?5hV0JqJ^*lAP8^ za;i!#VCylKiLFvGpj^Mo@}muDCt8(=dHf9RUIIR( z3G$x@%VJ&kwELQbU`3@|mb3R#vZp9oboyPsJ@uXLm~1&FDp^|9s&}THr%Wb|Gko+u zoq3*c!4xS?ryE{>pR&d8PzuurN!gqhq^q{imI;T8pOnP+lZkx zF>0@0%*eQHz z)l11%c1^j_#!bSJ*(r+}LPt=$W}SfE?NJ4Jnj>m%<6p#*(F(^Xqoa4Aoay`6jcwJk z8D}MJqf-sx0#1D3m2Hsmr7R4tUCzX|UHMB?Gzjb%?Fg>IIUOZ$g8_9}ZkPw59(}`+ zF(afVCk<6q!YDk#cd>J~+&KrYCTfW_S#J~b=M73Y(UFrcho7A_p1LoNhtp}bUkctZ z9tG&Sh;z&F59=aTz)5ZodcPm+OS_%E*YyzLp_OX9qv{=$sjby%ipLwVd6p(wR}dZ= zZ#NiYsZAJ0baJ|#P@O7>6%{41F|#<+*;t_jmA>YLT3PcO9~0Sa!&+K{&*lb|<4Wig z-bYA!Og{2;u4J@y+4`jup<`}Fm-r8*q^9jb^U8`K*+!7Go1??((_YUBmzCR#*D>Ow&DfHrF+Lqs zpf8$Lzgb9XJ1LvHyhrG$QAPzCVca7umpJ1XP1LBT6}Abq8)}g1(aFP70FYQ()cB%` z0Vpl6h@=ivja-`EaC32%ws?9XNjZt$Itti3&n zs$3wJU}5(uk)|Q)0pDEIEu)uWdIU>!!r|HIc!ZGuddebcpBQV-Sy9UkT`iC!fb0^T z4)jWp!>K$Ze$-{n#pHy}uVYELhw_93gS1A*{4QO+tNgD4;>emlE;@mvSG!pe@?Y&J zxi^b6_bRD2Y(ei{6+0*f`^<&f9Q-yxtw0cndrA9#IbCQtf^8@{g5sWLqSWG!hp6HvmQunOo=|RV{=UUCQdsDby(&|{x-O$N(i%9ePnrfncE!$hovNhya)(lX0&GB0Ro4KDjO&v)g|emBtTqxg zqM$M@h|?KsSoU!ofbxQkYeJ{gd~4$`)HI!u9aCI~6yw}M54WaK_Lzh;2P3++Nl(sg z;-CVZ@9xEOHeAys>(c?UzHkGNWS7$Bhq?9ABgR?`kQ{`MC7*3d+_-diMtrhWfh|C5 z@t_Z+hmw;2%J40^le zT-Yf)71v8G0>Kl)3CQ)O0-hOMQ@GVBwaAc+_m|W@a)C=%D|)hHX6negG=ZH;3f*+r zk+NoDoIhZz?H8NB!26oVGq*o~yK^Yup-gOz{~s{?@Abb>l9lCu!jvqm0OtP>Q`Q-^ z!S1}Ox$EpvdGh&32`J=4#_L1^cT#k=_u`dBk(if8{d`9jQYdh8zO;-cNoN|K4Dxb& zCJ>Q6ARiCSg1f}O=W&AO{7w#C#=W0seZBg8e}?iLn$LOiQL4712vJODnhPuUdi(J-XWqRH z6)XpceO=BfKea@^*@X?sNh=tK1N^{haGs2GqCf5!iHOqh#MPN0LCi814Qxx#shGKE&Rj=E=hb{8 zwk0lopH-ks&+?Py2OeuKW^dv3d~o+%5+!hV^0aOzBGPHkzt3-H6|sKlF22r7l4T_< z;%;-RS@|X2uQ`;Qe`*6Rm{`x;IQe^|m%(fI?0bHM7FFPE~B>aSUKn(VqeD z0)N~&xU$y_oaUnXKPdVLnsZ{+Mn1H4Ga4YzQhDdPM14(5me_h04OXK2R}vlFdXhXc z;}kcXvXD)+c@cxoK%o#P@=In4(#+3|xzZ3j8L3qq9)a@ zdzDiIgO4-As+h@~jpG+5ik?O~%IN>LPDIr_Qb<8!Zs~6~vEC8tZp!`}+K_ZCC5A{I z&>td2ASeEat{ zi0i*5T?yAA<`U=HTkO~FFvf1FL6VxdX$^*fEzp4i<#}2s04BiKA=zo(Ogu|}6zpI}p zg+!s*@&q;f0f4Q8Na{zX&k1Pm0rdjo?8?-)S^4z- zoHt6K@*7XcvN+O0$^oH>Qj@aNH6yHXot@9#q34hp7bK?J8s_}NRHw8?L9SiIoF(~q zoJdbpD{0lhQo$9i_#)KR2ajMN^Br#J1ASA1!G8;&eeT19HbuFkx-eEC{y_MePu>>} zrq_C|q!&Y}5I*{BC^=~at$@uiVFg|$er1?ht*gEP16f>k$BCsiOan#?=pjwTIBJ6> z^~|T#dh|a_*;I4r`yjN|rJfWZRHHzVA3MFxOwyG$(eyct!6O^)PY`_PPV^Byn`Whd z9Z{2!86Y|n(hM(14;lm7 z+9e#>k@8Wx{1%)T3EepYbILNW!J1Zors2x_{mD{HOf+4`*z2(bw4N)7f^Zct$s$N0 z0*A^%H(wkW6dAu3;P&Kj_AM#S*b$-7bniMK`VT7eUz7z#zf_(jr`gkd&T#Cp`)-J? zT!FC#Zwsf4l4o&w00uGQiS`!o1SFV!a)LEZbRjcW(oQogw{XdmV9B%ESV_1kES1gc z7`j`G-6;^-FK^X`?EpA*L(VS#b67@-NeO<8=Y;G;U7{tMB%qN(BP4!xrI>Ooc_&?c zEAYB%@Ar1ca&DR~g7Li&$H)wL8}KzY@F0T^{pTxe+T_L|(-pFpN~yAH0D)O! z;>0H&Q@ahhtfP8WAEu@5xP)zBz-RG9njVt1sShul^$OrfWYG7|%UI}hhx{tIQ*3z^ zfbO>H#%-)42Ft!_)aj?{VERt&UOp>@3p6Ds96ucBGExGTp?Q5=o>6nxK2z4kMT?NbKbZw%jBqeZ^3IP{OK=CL5ROG7>oS?$iY+o$H+1-@q;%K2XYi_?xDn zh5($^U_obg+7s^d98Z5pfG92$7QZVRjba=OB6kQ006Mg&KiC-<3bM~+EG{H6ChzMG zZJfRe!=XkiAs%Yr=ky>O6HD)Ird0n1@z36G@=LJHBMZdUgD4uXp3}0Pqmm5!g0;gC zHeps&@1!!pL%Gw;NCS3+f%SENMKU@meU{7pi(wh09{lM zQVG0RF-*BWRU*BVpyL*Skh+q<42I<05Yk9`%phsanJ!bp_Q_VyRy}a4BBYiW^gDEo zx2^}V9VA)l9TCH$C~$iRY z7cZ>bq0)70lDx*Jb%G(PJ=Zeh5VqXv1(F9NMwSC~-fcZ=naID9zuD8;93#{qZ5}dxYepbnyo{Xdl+)8w zDZ!1;@r;|HY==NiRb=E%knI7ByCGk#3%XnLHx6o$Nlv980Xd`2`nBe!{<8EOj$`s3 zI<*SfXKPpTH*I-mxdIFj9o}KPrj-3?>q2eDEdZL+4X}F$;$pNuw>z6@XOzm^XOSn%MDbE5>5VlZj4mcIp zB&vR=fQcSLIPWu)j|kL&?X|$9M@LbccOtZKqxPvqyHpptwS|>-%1o1sR+;s`GGK>E zJlh8Y&zOs<<*r5zCBX`gq8Ty7lUT)+F?Mkt*+`O^GHPrU#gL=}C$aHn)tuII3c7z< zCvvJ&PgW?nap5SL^8>Gm2naJaC+OxF*<5{`=ExD%CDBmq6qI9X`576`tuq!=grQ9N z$e}#=UQ^1}6!y(P<(HVdW;&V{S{}VZWM2j`qh!onLP{Msb3efu9kESs5^K;U8)Vhr zA-1jtuqUnNOdAiME6S(YSdbZ6C+`S7FlViNjm~RmmEV-x3apJ(K$W0Q!)))86`I1C zeTpfN4%l7(=2hGiZ*Ips${?&U4MeD$J&|85>(!y7`L~>(kh+EG>rS$o1|yN4qqa2T zQeG#M92C&ED!rI{zThb&GG-zQfm&mo8uk3cgnrfbBEUDE)dI1|(X!N2*uZK*wK*4m zOHh1_ugpd7aN|+&a(K+JIU5QcBtD(jQ0K6Fo*tH{o5``$D6H>|G@kS*Vm^LCY)gT? zKYV3N{^F<`*LBZIgCsAaU<>P>tU}E`gSHsjKMWhfjJ4R=@sL_tJ-$FexdV=ZN7;ZL zU2et2;jjp{9p6cV!DV~PmFPn~e#x%Zwwf|3=;`386*CDE&u==+x7?tzQ{S6LVOL`r zVUxUnB+V=*yEqR~F}*0Fr_bA#JZ8IEd%t`APA5QmI#NHJMbSPtYS| zFzX#|=t8VNGmm~lp~=91`C{@ei`60x0pR6lw{Cej+9}L*CI923?v`}=wAlu-HJ0P* zalY{-Hk188HH*`fPex)qPeHShxg}&icGPZQf|B#o>b2dGs}&=YB`3uGf#q=Cc#{V~8nD5QSzSNVeEs zy-~4UcTc=Fn9&x*!>~u;Iw7Y2uEl`BPEbu$T$QQ-i9H!^MZ2fRre1NHyeQCqU>f}t zudYx*eb}}>yX?`8ubJt`dgfTh!r=$34+u01jsQ#2<&K=0ackqvAW|lFd-Tv=a-9k)dBHEtN|*Bf8*eJ&cvLT!_`-V!PBjbReovIE zMR`;ZNcnvGE-$jtJNfU(AXBp>n=JQd0wwb=d#c`UIZw=oNc9Yx%W6I3j^{QXAyq_J zD;I!mJ(Z0xtacx76RYYXZN3ysQms*1bj-qs%4E9xI5s(Oi!p_tQW3s+E1kISp1Z(d zL`Ohgbyfa#WO*rP9owYW8Qf`Aq?jblF&T*qfy1;dw$HhhU0KTmV(5?0WDO7IqiWs| zX`lq<+Yo8V8D^IU3X~m*>gsM!^+AOQ zla7DZ8naTHMnv0s=IulvPF3on(e`T!2mNFlORB*zyaQ*-Rq|xlce+7HOK6j8v3*Ns zC*L#&2W=KxvB}T$PA0Dz$g-`_TJ`zTi}SPd<0kBp|C?j3iRVz-ECi%s7V~a>&cGRW zAF7VMogCXb?JfpUN(qPMC31(f?lk$0ZxXlC#2h=l1;onrR~6f1-&T&Zn1|?{FTKsN z!0LUij*X59i&uMxi#rrq3Rg!;(BaK@9N!muDSl_%|0#w5%>NTH#LNz0_}|13&SWf3 z+kI}`nUlZ8{WlPrAOZo}Ue+IA4h&v%Q@7+GlYbM0efW)$B53PZ>lyPCx}yy&xfTHY zXFAn}^5ZlSI->7{D7EuCb=kbd#jdA!W!~F0X5ThO@FF#{X-E0_+MRRmkF>v>g0mvk zoM2sFX5-UuYSo3@X?nMlSs*i-z51oEYPB8?DpF#@vpPbVQc;T@M{5nX9M1ML?K#da)2@2GL5~FA z5qQ=02b%zB6>Aqdb^`Wa_4sJ)dLKKqP!#C!XC?*6XNwmwvgF|=!$$G(g4y5O_M#oymkLu5=Az@om5H2%3 zGMdyo;7Q z273R<4*9=Z#G>{8hEN-?0nznynVP#`qFab+7kO32pK|DzK>X8-nTr_nY#~Ft&=q3+ z`$S$@0i?`zFtw7*NY@8^LFJufCM=FfW$q<>R&Q3)O<{#Ab<6*#A&QRSSFHMvN(pV$ zl(Y3Y06D~$8O}g1T}WGZ6sE`}fX%3IQWBs|xFJFgCy}tQdd)cxi{mnAuIB#dD;SOM z6e)W0!8n_WyA{}k)9(;FeKTGerBkF(^k%y*zT%nxs8o$uprM7)1{7%-7;|g~3A!Tf zfZx%D;t}28ATVcc2hopTI=|h*uEXKZ7QvK0K3w0?Qg86@=c$TBG_y9uUq7!L!f|40 zgFo{Ohnf2XmhGJvBTM?1Q%mm3c#6&_Xx2H6jli)l5D=8{k*x@fAV)Gu7#FZ-w#~ny zJ`IkrKdR(~K{%q7WrM0UUR~;%{AV*kdI4-oOqRptiKC`j=lGdEKqvh4`uj#kd6cQO z5T^dTZSw!to15-l<%_W;P#8DhP%KuAoA1_MIl5y2O3!ZC&u(fO>X`{wtg%_Ma!?>l zl$lo@Vu3MU223c%u1NTBJEpPj5!n*qxuEIK%ocys!HBCK_%3unnQiT?}LPPpo!L?68hx+Cvd z8+Ot1e3QM*6$3VMO&w4-4G|I0V?7WDDoQU*d!4svFb`1=Kt5qBz|Th;dc5*kJ>@Ss zo7?)!3M0n*3uj5A15_DNz;#M|lE0uQm0%X>^-RD|b_x|~97+!imL0aJ5gE?k)d$rHrFx3=Q@Gsp9|Gd@IN%OcEk(K7i(~Gf4+6z?@dZg6wAcfsWW5~I?Jw^ z<+J&jn6-c>FZlIcng#i3znPjN0vR9Hp6VO1KhBY~u!e(a>Umht8;NgKzi{t_G+Ruw zL$5E1+t4}}>9#eXrwNxc-!-=yk+`~eewsvS&Q#db{Fx}l6(YwjZCi3>tEn2!bIZ%I zsp5=*A7@k&Ef;%}P-4KdRDSZgb_WMMn>ubIJvv z(dTf25WtLEC=&Cp0U4v+84Z9}(@rJ*>QW8m7|Zztlip4urEP(oSj?{Hr%x;kj#K9s zR}RGMXDk%6t#W{BLRN53>UL;BDPMnwS(cH>O#v_3vJy?|0HlP_odlkPWMqy< zy9SKTxy78BpdAtOS@Rl*VR$B-L`Y0b5Y#34jspXv#sb5;qp5-N8gz~2ZNH8PB9HK= z#&n|Sk+OLp)0>J?y?qjA+42g-Ax~C;FGUE&L^+}G0GgsLM9qH(z)(A@m41FJDJ9G~ z=a|P!q(B8-f%UOA#UV6N%r_SV+Po3Wc0+pe_)B5jgOQc3z6m-sN_I|EYh2PW=Ro6N%F=W6qjMSfu|u@*G7n`KN1JGfM|CUcc+rByTF&*4+$#dI>dha`1= zFh%7RO>Gt6lTU-IQMVijnkfWZz+HFA#8s30SSnjiX3QZ4Hc; zh-qG6UnQDvyZB%Flb&pDp$mnCa}0BpW)u`;62wVd@MGH=Q8hY)GW*z`Pa6dDrJ0-b ztZQM`$j^A2l(@i*=h(ixbcVaxr2+y)i%|c?l-#e@$L)!uVw!pNbQZGdYeZ%-J#FSX zM!uR1J<~94s)x8^{Nh``}!l@%SLkM8i2!F1X zf#R0bM9g>=~jpIZ4$FW2DiZzd4({0c%h7B8Dt@MAv6zcOc^>u}a=D_%Zx#=w5k-wv{;D zjB$0ameB?z6tjvC)@c@K^k(DVa)rjR8`sxD*Ym8Q>f}aVp2})uO<`Z(0Q~*{*}kD! zFGdR3^hN*WJ0TF_D6=>f>4}QQde$qrePOePXOg!~|2=&*6FU++vaF1e00OGK5%X;cUvEF`)`Y2qL#i`!2_Q)lLrO+;DB( zc^Lef?-1f;z(Uy#;6S~t+hM^Y;=O&;(VTUv0h}f(%8`7CQ6aM=*$dgKYI8m*m znsCFH%_4L@sJpU@oI7_DVgr$1G41Y-prN8Ii8;N|!&N`=WzDYqC#tMFcTh5BrjM!y z&>sa=mP3vO%+nI$@%a?4P&Hh?ybiW>l5h7`xjgl(dN)^uAFSTX>mWfFS|xjW7!J|{ z;B8d+KmOs9`D*lslSV&Tc)Uk)la|qR*$S$=)NnzG&oC_H^vs{(C)Zhht#=o=9Y`UJ=H7)gQA7hlz=K#$mv(cql2+Wnv$)*Ur_PGq^8o8|3|wh z$28TcQqPp!B|k}b2)o6iIHOYbNgm`;A|PI^7*-i7HW@oiahXkpqBQ44s<`^qXV1zc zJy%0F6eH_cc-$Z661#&%3k0?4Zt}ikWh$ZKsY*1LQi9;p3`NtsrUG zQxfX?Cv~`ruEJZocA&`PYNsV0?K#03l_YB_GXCEf7NM2u3XNrK{vu?;?RuFD#iRnh zo2s-y{NiEY`vekdl>lN&As5AWjc3>2Jy*qPM++`viTq-OwQJ)=hLzjA+|fW!&xW2% z0XEo%FxuY@An(WB3?4a)Q1Lt-B^N}tl&!Q9>|ILv5)~0Chn7uM)IKB?+a!ju0-GMj zn4|SGQQ+L0suQ->PaPZUBAnvk*mSg_BLSIpFjtk+aE}aXcSrc|Xq%1}(ca6y`F%a3 z5z;5Mx6p0gwc5m4OkdV&5;k(v{0sYFDJp}Ku9cSP;e}h4-i=l>A*@SPHkAs;71``A z*352 zQ2=&PM^mVccJlcjO+Nz(1_`DC7ns!Vp*zNJNV*4~-p)xoz>*bjN$ySTQb${bKK|OM zoc)I2r51ZCcY=ZgInUyZP+37gzizZoja$9(iq6k8U9ZY4E89(AZc-Zdd9xz-pq#l~ zE~b{xtJ$aRgJsj{HhwS@-mLR^%dsZs<$ViWDs@eZrdKp=dDbrGCpVk{3z8lue)PZ{ z8UXa=k9^PPWySCLy?|g>S)bT(q?CzK^-}kheB8bOs6}J80$N~Q%DEqnCgSS?-?Ogg z^o>jk`$LFxdCO=~l+Qei!vU-?Ie(4Dp2BcwralghuVzf1Y~!viI$m!!5o9jbXpRDn z=k9eI&S&NL{>QC? zg|rJR1bJDvCsDKZJMmQv&p41N9Wb@202v^OKx8kcn?3$);OwOS*Bj8i$Y54t1`NI; zC3A|w^cgbz*y1pZaVB&2!Q&&b$m`CF>lr7Kxn7)$8yNPkZ3jm;+3SP_AI}W`Y;@;^(B^r;eeyx-dNiAL7sRoX zXz6^bGTo6GD>Ee*l|=B$TzzV|JVHOZHh#awTVR9$##?yEqU!WQ`=#9I4ehZLiAn_r zJ|wySz{$dxDLKK-NkLvme9icaa7*-jFpQN*&oVWw*hKp$vz}OHF<4OHS?8Q-Q>4fK z3J^Wci4Uf9V?L_ULDvc`YqIwf!zjZ#5Vm;mRI2XS+e|%|cdCRd=lrR_&X_u3$yU7h zW8zmbG$2&Fq~_eNpw3ktx{!mT>!|v9LCmqqt)Xhe9cNIw@nj;3nuvM%i>Y)ovalhN zNiRz~t4%*a^SNSF5^@A)I=wtnsS<7!B9Or^U$Yp(u3J>=Pl^G*kyj7FeKmX!JkVw|0ml9uv7G z^6vMoAuaG=Bb9$Ikx_OureP00&;#*%O||qfPk5Py)Q3G9U4ACHT)>*>HMV7ELTJ}= zsQGqDx~FQOIc8?UPG<3=&9SbD0YwkRoWadFfs!K!LB8=Erf}HAI2I>u#3NCxY&w&1 z1^}w7EQ*n1Hide-sh&6Qk;|@?A~j9KR3OlLH3yPF{VsJm z_lrQ_`XYiDm`>buT$F10oPA`2PU@brds2W4=)uG!b1N-m3rPOUv{*VSbVNL%1Zu2; zbXt>DeO_s+eU)!Y1uR@d_RLvsTxo+^A(krxk8NxNv~XghS`#U=##`o@9@#h;mQ`Tf zHn$$nUCHG4!qG#L#w^6o z_r&6yHCWfx*23NRzM*G)c^CbkU7ziL=2O`i{`b#Y|M^tn|J$bmwY>WR4H7^g(C=-6 zK_BVA)nmnE2ig3aA?(W|iu%u|CW|&LcH!|^PZrglROMDvp|yN`~Ye)>7oBcL)oSJ zUp|%j|MjVeKak%;ag&bE+wk9A`^)hn;9YI6E!z8xxf77yX2u9NWY7jrAljdUOTQjg2X=;z0{3*bjc zbdUhS$LM>LYQOJ44{f7yNFRQ`yQhpQRmy-7j(7tJf(9^j7k{(M5b0S_jXAg;NlgEt zr>}N~e~8HzCaTxYEH(K2fe;Hz3E08=yZ&~$a%p`?X^DymeDT=C27cXxK!R#IAa3r6 z@k$H|8jMurTR^L^d?1rdX`qB{ajjv!d>V}I*E9HiLKF@x?KL+m?R_Vx@ zVu;5N`--c?hg3lJKQ9!)(1K^s-b+IRRL}_5A@zz7$ahJ-L#mY0AKClg5t^lJk|0aP zKX>1tha#R?8(o~00d5bB0()K5*Yw`9KnLA6U*vBXS7{@%-wSR&RNwdxKcJ5$Q!Kt0 zLey@EqY82GyFPEG5&&e3qAx0bdnicIL;`yH6Vu5X+(&o#&ZVxo=XG;;ZkSNe<` z_HN7BpR_Eucs*MuKH;@66~Yh;oVT@h8AVB?J=_)|4^mt5UQ*sRv<$hjf19~%C)!$P zxka60D)g`#*r2ybN5nBOOsr7fm5Cb50J~A~M7ReSiDIA_24kazDag_0hhVML@ki$! z7CFNN(bk4hYUV+1eb`aRYqWxHp0ed3AWVF?ba*(fpr*q$o_+mV`zYYMZR^!QY~@rs zZD{bR)dPVK17vJOp54SaL*SXZ(ne4a^ump)o7VCk*_2{wQxRKd%1vdF4=0h(3Y*5a zL@W4)(zc29t2Er990%)Wx2+vZJ)1I0PUVl{wsqChmg`ypEX@r1a{g`a&kJ~b&r)9F zN9p}WFUze0H^}E4Wk{lapr2X)hm3^hig9QQr0aMu^CXw1zgKnAD|NbIHB94zCu2I0 zTX?2WiOXg2fsouvY|1n^Vs5ff9UNi=XExTNyxIjy=mN0`oj4XZMVo~#-xnTMtq~$D zdg1!;$x}99#gM|{Z78=U;OT_bA*mF`zFpH|VF%i45B&wZQBDgZu z6ZV$^l0Usgh)l^IbTw{`z?3+JJD_T5sl5y|?1K2Uc{L>hi75rCwbKR$*=69zN^wg2 zrumFh42C)Zw&Qe9sueMu%PvQZO`+)0i*6}m(9*9mkI-s4GNA67so7^rP7zW-t_->| zf-Fp!5;^TkmfbTo4jj7N<@VNa_4kbkEU({d7?G5J1p`fcWITI$1?xySCOIh%hzbdl ziOv9{K2_sc|2hy-A!Y>w&n1xx{wl5ur^*$}?+QB7jqnC`g-|Xd9_P{G~9Uq?1~N2tw*e{Drc<0Knp1@!a-B}u1bR7$J_ zfrQkJ-;XCzw=QazhxFEuuk(s!Zj=&*?kl-WS8gy;TLYj89PY)Y^z58gv>d7P9Sv9c zZ>;y{3hS}{(*FBK$}9!L7pW$Ei&!YqXH1c6!< zIHvSh_K$U*Hdb()aB)m65q5^>p0*GsWE_S2Z1wuUZUSMy!zbzsyXVQ^GD21kZv{V$ zquE9*rc&(`BVsTnvE>{GMxk$HVF*XJa%G4>$7lzswX&>Uv{!edu} z*vHzZ&+@&^z=@ikmaV7(O}(>b23m{=*GGszgAJ5b1CsKiv({Pbb$^hNUF$nh&$*h7 z3kCN~FCJeWS>gFbhoNy{#!(9e#!fjgexp;d5Ms}T{L9$RzIYn0Wg=nAMvcM*y(Z`E z$yS}Su2($FcjSjdYvrs8M<4TnI!E2th2R?q5gc#5&vHxvb$DM1Hi&K=RJT~%@&28) zDxnB3{=kMk5WA7dwb*PmAeX-+7Q1R5a*b-`at=ngiSI}EhV)BfR(clO4YXRL2zBDV z(a-5GX9uA^fDLrYUZ~$E^%FSjm^qn!5p&Ax(j*6Nt;85qEGShOnCB94Wt-VThZ^zX z4mX_9PjpSLZ|xr2WFzFT3nF=hP?Fr)||cZz&aqc|>t=4mZILQSBeAPCu1dAbuUGg5nz>Mg%jY&=Mw%GgxTbh*A{5F@q@Hy9{RPSBqhIvLs73NS?D} znfuPNuyoSOy`{&+alz4^QWeAh#n@X%#Su2|f)IkcLxQ_&AUHt=4Kld92MZElaM$4O z3~s@Ly9aj*PSC*ME<5D=e)sO4z31%y!x^Ug?YFw*si$gsYC`1rP%XYV8GhDL)-4Yj z^=GaamA0AKs!CVj!%Eg~hlTH~sId8bbRU#xSeC%^#T{#8Ihqyr?=q z`wjV+u{A~Y`i>{qud>Krk&ozO<_02AQGvc}kEHl{Ct!njQmh%&(qYy=U!X3LPGhF> z$(KQmB>JW&HpDVHC>kJ3uQ(nyAxZ3Kn{hI>^d5UE(pmJlflUDQ?sH(_GUJB( z4-#vxRBoS!9nb~J z@GwDj5#kDrU9{*2$sGOW$T)a?UJVX`9ESCxz8yq@AD-l}>GjTm=RRveg zPP}hjEs0*}zZ&99KQtX~6dp@-@L!^bT)O6=6)M8;ap;(OWpUJ?eUn)55d@1NP<}EZ zJgHgxF5((ZHV|YawV{N0?3+Kjo#)NAt09u|t-Rp!W6%9MYTXT*@Xc!A*&fp)%4qtF z0sIH$VP4qslJid3l1v)KKs6ofZ;OTQE%}o;JuK`4Kbk415D_d=X1iRa4=T?Qf1^I= zS>*nfuHI0$20}*PG6B8$WM~2W_c{91ehalE8rzy4Qw1D8lRBzh-0DM zBK6Sxe#cU2*H*>cfH`6KiM(pp4;3c?Sp2EQsY#!v2rY{@H6cHytkb63mp#yjlh$y+ zB>&GI&KFM&-#8C*F*9N4NrS~1seXRIX_U07YmyU zmV)3+v2$CyM)|?-3XBgD2g}@Za>nqUKY#;FS8H zO8ilS7&X1JPW zw<9mGvAVS7|Az|p`xF!S;-$8PI*BnDJ#V?XD9+f?3^qmiZACWc(0#~$ z?G-hT4+>bA*E`OmF%wc|ZS1p4fH;KtW%5j`dpqIcE<_p4n%OKNBU$RZIvC+I4^@eG zJIefR??oQNLs_Fcx+gMev637&5RZkp(EozpJJ=%oK)ozVEvWnC!QCz{uJ`vDCR;{6w*U|*TtbfbCArBRbJg~R<){Y})lgn@^TfuH7hCg-pa z5sNI-#!eNn6l^kQnlwnr3(R7i#2~+I2fMCL|)I zj@k9h`r6W|_T2q=hWfxZ5{^1J60tjEVt}HsTtbYgF&ugIhbFH6y!HnmGNDV>V#`PM ze%A6rU}{2T&uBu9@?{^d=pXaVO0E+Y8*?-)x7@Fl$W{is`>D8R!3y&<&YOZu_;FSu z&eDU}3^hj@MAobo;r$PND`xMx7Pb~Ea1Y@o-I3|n2kuagc^PpNcjLCX0nGBrwrMds zgju+NPBzWF#dR7E*hnUE0gp^LTtD1p>Ce_!6y7zVRG-%{`yVVuuzuCfM)TO3t}Z9J zxL*-4ds3sxb0}Lgsn`x-(^xAeVP}1t^%&;E;NYrb|Fg3sP#A?zw;%p>$+Z%jXz|b@ ztxH+&Se}yklsY^W4(NA{i&RY==J`e+#rmsMGu5-H&bx%OxM~ty`z4CM6SnCQJWr5Z zwJYSav&}I2nigXEOv)Wl<_maWj!5Hc3@ICkKUX;Bh7Z3(RO()9orc$VR+?*hKz=|k zCa@+zCv&O#w>hRty15}_;n@_Pfw3(Og(Hrleo(LEQ=6?#SX~Y2A3r2C5rV%4;=hdE zOy1k#V(DSDre$|F?6pdn>V_yR{rWylzEmUEJ_)Wem0Gk?pT>* z5n15CFWSXv^u@Y}LkEQmIN|Z^B`P^e_f~zPF=khsKv|vVgS-oP_6`}12}zGeiFiF_ zhc#i&B&;uZI%Ra-!<~J&-K}METEkX2-q&4JIgkptnxD$S&=BgNz zu1#pUE?hs(YGHG!PPAHL9xoP-2CtYj@2f*v_==vax(T)6h=G8PCD^B{Ywk zQ8U^5+pMK+jsfATY5Fx|!_PJXWREQ8Nw0XnS{#GgzsaYUwkwf8$IkuGicUa(3m05H zOd2B<%-Y{XdJ?p<$K2cxd|($OxS(~5ZRa>QH!%5wStSznON3{|qS>vpii8z5ir1TRFz`WJS?CE|uwv)6RfiN z6i+3BKW(yUqQmkytT*BV90xCD0qXk9`%7|vS)Wj;jN?I~AWcggNTtj!@-b}j{Zzs?o`B=gmcVZ~|@#@CH*6CEO^Wi(^ zt-hV-QvBBgW5I?VL#OmCk}ARZry=bTJ+X9sf4e=SvmW`O;iMOoo^LiSKt{fP-sRZN zOP5xJ6~+D?p2crmbiH3^bXsTc2HJ;i4a)!0O-E<5WlY()8L=z<;h6Nv!Z==|?~EnV zuYKRia{rxc_W|_GFf#tF-3NOiN66Pe!ol$-kj{nYFP<9k$W;BVsJfX!O}`(n=@}TQ z-tbpV%Ua*4K?FnN;8=;o_pFCKs^fZY?yF7lg4W8Yd}Ri^d&xPko35c&;Z2k0I+fOb zN^;J~Z~}zkft-Lyx^pz2JqY0c>x@~>^E6ag^a(M_f5+xg8P4lopJH-^Zp-Zq5a=JIL*vTc2iSbA_$#m|Jbe^j}?(P`Nc}* zjSPCbOdJ~%Co+~?S1b$_ucVrzBrvWBiHl*wFJB_AhAJW$7FcuimRNH3t0Ug~WLdLH z;`KHU$XLcY`Hjz)oc4)TONjS;3ry@|AbihfEo48mJT1JmBsObPal$C4M(v&7F6j{y4)Y0X zX3{n)4X6J6pfJuMH%_G;z@?Gke9oflb)9C8$$!BWBt$&oJicXqy7QZU`#V2QM^u~< zG2tH4Z8KK~ooS$pY{;hphn*T?FGXG$hWOuXyUwa+wydV{3|s-M+a53*GQ)g0Yx*)W-9$ zBd(tLAm)ql*0zxkGI5afG8EJ=Rbd#&k{h7MC*WZtlJA8Kcf52Jqs ztK9k&I%dQU6H(jYisAj0ti{VfrEiPHlDYi%Z#{X~oG*;*`;hw_3||RDuL+foRmdM> z_X{Wmbm5dR_-JndDw6CQ8sBofL)*;>y(LF{b|oXgex&ILV^0J~jud^S_?+CJJA@ks zpC%si={6_*7PI%cV5vDdeEAl8GFj_QA?3SIK4dTqOxP62o@UIG5O350X}G(w$f>l{ ztcQt!XK&4>&(A{yG``WM(vn5n>ZK2X2_KEWM+dcO~c+x7Nm7j_d2<_6pw zF@~_WUyV370`OvCB`FB;{2FqJ5(6rY=t~e>bFn`J@;VZ^_?vEg;6r5dA2E9S8&-t_ zBioPh6lL@iR#5N|7QRZT3x&iGNo}xJ?E4)!cnNG}l0+n032~V>_@9n)RZ2+8LJspR z_I39eT;8?7pi4C70=@O4H?d`Qtjgx$lZTzuqg0gYWrj&NRB zCqYWRDI3^YD5Czw*nU{p0^mpvY=Rys@i=!HWNgavSe$}4)}NMR$qLAuBV^)=hjj4} z002(q&xxqN$nk@>z{zA-m{knbZOTK%2gup!0D9&gi-_Im;_;qjUi0j_ZMDqs|4@4Ok)o4`+%#$2Np!Yjf zo7i&xMDfJ(#PNg|jP?$s-g0sL$!Dl1q!`BBr@o=%NbjiWh}%TmhO>qRiNfr^I2}1N zzm@XB^g$Ah&Y@($jY9qrBqPpb%$gTJDa9w>B=0UpgL4(8*yjlLYYNel6_ONEBBAY| z1)ob5@FDFf0>Z*$31qRLgf!I|!Ms=Tcvi;#cFB@ThZ& zJcs`yjmOd-wk5F%j9_?Ruw*b*3o27GS8bkkos~M&KIB7};4XrnRIx6scd!bqXT*<) z$dap<%a;58>nlDZY2N!Oxc!4mu6yHq*Ly*AR&^!yjzhXR-Z|#7s=3_~kCL-Fx!L78 zsoAws?pg2Inc2otx6<{QPu8i{L0@)k{!a0gpSfVzMURl2WXAJ{?){z*;u-ru{Xx^} zWQJribAEdMeCF45*|b3Zm0HG+jDh*K?UjDI*Gl4anlf#-h{aE60=Lr zA{QRlCs*2*tCqkPZqNV-2nq%rgKjR7?^&K`o=ET8?^O{55GWDg5h@WH(a%CydhvSo zL!LsazDIpGiQ*-4B^Kt=;Ktw>|7g$C@kN~X>ql*iX(OjGJkwuX3f!x9pd~ckx{val z<(%)iLdQr);dfidLRlvX6bZy55hCAz#+gY->$NqH)|qAvWJP6dWy#Sd*6P=_t2=DG zx3Y7{vR}3G9t<(TwNka3F}*0SOk-X6IdHwKcdobIT)y{h!rR``ez0-H)NLl)hTNpH zyJO)wFfc!GC~wSoda8?as%HKSA#wo4)XpNyOF?&bVaxAtGJ#XCa6BKdUr z$dP=Hfs5OVcYEKP51XCzj`R!d(HbQi+wE1{^xdL810Ucpy)m<;69$8dOD)Ux#3n2a z<_)N-Fsc@8EwAOS86EmoCR+PECquVz|EL~2uWL?xTxy(i`!%uV5WLRlTkjkD!u#?b zRtNUC->zTjr@^iye{ZpZTzIiLG0cFm06@1erK60|&~2{CSxOO|~a&C%D;&4u}r%kYDV3N;J)MN%X>U-xSueh0?aN zRpQRox(L)zvy1PG=LoVAQ;Ht}sG>?tRf| z;IGrIKc$rEu@pz4~NXVL3?isESQTxMRR!%)cS1!TO6YLp>V{yH_)tg}zdp z##B1E=E~0H)`-}UUx0h4x5hu0G);RPeMBbm&b_{I zu&{XBa|CijJ|nE*toO%#3Ara6jGLplo0BP$-hKrVnliXa$D657HpsDDD7{n2YH z;vs29v%M<2mB8_Mdgw83^9Z=$uqM+)**@HQx36(ux!34yKk-}Jnb5m&Cwsa*;vxO! zz0ZfI8vR2GVUa^&fm5UIKta>rHT0t9FPA=T`;>Ra{XyfB7t|}#gLK~X?4ky@?vJwb z32DXsqRcOP52HIvZk_IrTpajyh0{YpNSAcQd30!YrEVvwuf)d3I79rIh0XcN28+@PA;S9RHhvs(Cn?vui1t*qEET zu&cV7xV-)^<=|xZ@6YQ|3Ql%qHGmcybSAI4qOqMh0~@=sv$M6Oy`8ze3%{WS^lfK$ z3+U%ZPUftRW){$wF3_pI&{vHAS*L7lX|CvMXJYPz^4}}T+FLkCTAR91@Nq%~QDGMs zcW~Ezm5H05mx7CjOP^iE+}Xj^$<*8#Ity6Y$-z|B+(nliIxd)9&D`BZA1a!?%j=Y2 zE)+hle^-$DK*9Gq>PbaJgdO1SBCYBI<e|1E1aPe9EFeXKZl?P|2ua0BmW2P5C0!j+@*cw2VHwKDc?(u ziKv*yKAS>00zBR%!m{Ot|5W~r6l_SH-wF5Wkzk)|92Ghy*GCxye0l6MSv*yks-oj%C;2Al<)!oKF(v2a)SUL|a6-xEN>f{uF~-pO`SOa{ zRsUA$<#yubenRx+ysqj{S(pv?tz4P*h z*qGG!-A-#9uA!w;3JB@V3W*E4^WdZ|H$uVxFCe zYd45EgtktdJSHXVnX9`G4@*Qc(bq@Escd0{FV}Wk0TkOeA*j2PlkpyzhZ`Sb^M#dd-&P2B9)j%tRewlVJ(~jMb zSBdW4+&VDLzD#3;^-te^J;Q7TDEw%F$_e@SbL*<1jUA?W*JJibbDjOm-<$V@ZDu|O zv2CAv$$bfFZdw^Sa+TU5!%=ygeF-1II*$}vZZ)EwaS#ajE&#ag#_28=>->`bRcvj- zy)$wjei%Eah%J@ThtO^#K%t`(Rk-B3Bj{aK)gbGq6NjdUfbg7Y7N{y9^y#aJI0AC?B-GrXkLgb%Mf7Rl^RIB!CC1l^LiQ0F5sDMUQuAtTc; z(_658tzpvWPMxUw92`_Xp7z>db{=*t&*8scnD)bq&Cm2aCY`EAC@GqWwx@Oq_{yOZ zzV+xBzS*@Ns1C6YAmKbX2=GtAhw7TzqP}SZkn*K%y}^N!t3zL(Lki7AsT(Rnj@KUM z-tpINcIIO@v2*Wp*Si31lf=jch4UwTwP+v&jzQSK&C7{qeZemF%)~Tm3qIpFBw#`e zmtv419^%^k5D?smOIe^sf@wgxYVD z(HgTw3GIu!w%9KHL*%mXnrLCYG^A;R_Cj?6{)_1Bt^Qx7=$!{Pm2-I0{?;(-xE-?m zuuX6Am5xJB(&uMv?Hj8SREtPXCVNV!zoJbP76(uAj1L4*hXTz$IFFw#?IA)1Aa$(O zanAwu;^7j;qK&o~ZJK`%K_xIqrc1n$oj3tSTy|}ZuVS%-LhcVK z+&+vC3DkETIND+lu=Vb<6FpF^YQa05G&3L+Ho*_wWj5YL9}#a$^uAii><=MSx6_yM z9#9XCI4%*ko*?2>>4jer@uAmvs$FZfL%mQB&mkLn{QO>LMP<>!G8p>>j;okJKBI}k z4wYNf+7}T5Pcd`O!DlK)05J)q@fcfOkz!6|C)2~awmdKRDf;#?(PRxz`{t@8chfxh ziQ+spGF6;^wUaPbk1T?d{3J)E4eCUmHa^nPcEjPa( zwK=%5{U(+O-bG9+wLU_&Ct?7ehvjoSYW#xA$sb$PIt3BL*oW?OPc3wWJ&9PF5s!F? z)n$;}=SZrR=lic>sjkK|2ng{rs?#HB!fH(Hi#yrwvpqeKmxH2+8LkF6R*DIZ}Dwox71DD_7`S!vQ5Astf=N_EF`6nReWKa#zmOuphA$F zsS&@TwaW$$U7o+AZkN#N0kP33O|58^LBAxHa(NnW8hRezMn3o4wjG|9?J0Ch3y0Z& zZ%}*i1p6T6xL_2ro)Sy;TFg8ul>7vJ#p{LST5Mq4aF+c_hyL?dn za-mntVWg;Ed-^UR#~#%|I#l;+&_z(RA*F%Cs_2(|0GTJtA6mz=VPsPfs6xp)D7;0K z(k0!62+(2nzEmeJy<;HdL+|Hfg$ek}hxaL%CUu}GtY~?G5dY2MR--cBib2VkL4qZV zD_0FF@Qol&@?%i*G9Odq8iAT{O3+ifv0%FW&k+^Hl~o)qN8|(7kloB3yzZe-AWu|p z*$~}=t^%xfg)t|#rEh;zA30<@JNV3y@LK`LIRTzOJ_3u73v2A;c@5~+$?gX48|J{lN-Sv=Y!g>6W>9p zH4kndJY-WFhG%Y~&1l*NA_!qXf+)+)1*TYb2`O*&Cop-H_~hfWQ4cIs&FT<##iLTe zgK4+tD1iiQA>PObU)!aEh(P|xwjdAI*k5qPha2Bz40-=rC=e+clSizLzL2;e-D83@h=jU7NOEZHtAkfr`erut{9xa~irKlbjEV%vAq zW(-IU$!nyxL)!23K6O$Dd%eqmepz_?gBU0~$)(H~FGo!MQh?jmyC8jCar}Onc+Hm;i*d=Vl=MIvcddP+%XIgbf z8W;pP%y-q2ih52%K5ylClRC9XR*PSLwnQr1j1lgXnqHV@og=1m%pfV0fdpSVv!!Lb zd>!tqn(91g+4!zNk`DM7>c;!USh>G~4wPy5$#W++>udP_pIdnwWID$^HAN6j)dg?) zCXW;h;4=FC!N*mu&nBRJ0A$@oFlCYk1G8wKbduvYPIt$#XLyYNWz#%tWfyVXwGwfP zO9e5{{L?GTe918_ivTM|u~4O?ywFFqOizS^=~kpsGNdq-@U9*^@OUe$wIv7Ar3ixv z<>U0?u`R+-@p!!*{fA7@P%;PxR%Nm&!oVe@?aFvpe3|$FeI#Rs2%SeFd;qI%KX8^` z$b&Ir*&S61NdCfv4(BT8JR*IbQ@XwI+lzF;CH(9tm{*+W(4;azcx+AG9 z)*ByF*9yYqF&qY=moXfgR;Bb5g&S+c)2rk&*aUu2-1*IpPskC`LIh`ycXgY9&pVb{ zEcq=%D+274RLOA2X@dvQkCNt&(6L+Rin#xAHysW>>Cfnp1pw)jF{r35%24lTO->|% z38Y_8GIq!KfwNl%47NJNzBC?>77<_!gD!?cXYow545}}Ez*%lw<_H~Q{zwu7D#i%8 z2W8;wwwCImT8&Y>-Nyn{st6t8VOkH1cL3l)nkF8P=a4#{>zNp5gpM#aV}wAs|BfrF zG!Prr0*~i2ivFZk1NZ21b&vrl11*CwgEhXqNn0(qN#+}wN!xFoK56DpK}8UTnNV}aL@x#!1l7@-~uF4<)C@)El( zWZJHd0+a0pgG)%t0S1sB;H*|2RCqKM=+>)Lk+?c|yy|Zg%sK-L;2r2$6yiptqI!yA z*pbfN1@UFs~8Ti*suWlquV%3b~j8B0@cgvcn!AYKtgEm zZ-XELEb@~cA8;J?1hrwiq&i*_M0_W$RSD1aG#~^JxvLPYkPujaDZZAjjK|B0QO6t9 z=8YPnAh>l-71{}Pu|3{QMZ7Ei8lw;e^1eTSY(Pj)QQDMQ{9t}LgH3+{ozt=;5U;^B z80x6ohK=A7+-D*HP$^LwINJ;#4K`4%1D8ZPBmigkf-*<}-@En9u89h(twRt2J82*B zc`I-2BL4Cw;PINXXzd_>WR4Jsg<*8MlZD>K84W%_K@lE^mqc9&F46oO162_A=XlGc zf@ZHTl`^q*Ch-QEgTn25g-x%Us1Whh&u{YwLr)a8EDNf(i78zj(x+9P8Yf42~!-D&n>YI$ue#sQK|tKp?%IE z8zjwRC=&ulfQz;$4|P!>@+01Vt`&8GWewQ93zo?v2{b zS`0X)rGN)coWjCdd=blc`*;9_y#y7!q$T=ja565gGG3Bu)WJwfDZ`;jsw{NjqY*xj zH&H%;cmG>F9))UGg%n&10iYV+5@3BI7&s%R*}ngc_j5%E;8U67HITh(T-{h!3OMsZ1}KE57HBwBw-ulf`eN!;c(!GMG_SQW~HR zr5r){fH@M1`=+ic2Bv8-$tq@@RNFl&$K>Y^E~Gr(scuvP$8H1iB!K=21D6gem#FmV zJxhU{a3$c(r8E?H80CR#Ef}A3uFCRDB2}BgB{4U2d^YKLQ?yx1wco)-!P`IfLDOV- zJa$n85oDS!X~5ZTHMl9w^B`~$rtf!f6$?5*0hh$K=mOW)}@hp5~x;K6edDf zkzex84Ic_WtS)%23}S9f=jp(@c`b@u%!%TAr@09#L#SH;sZsz zm=uEObh>^L**#{RA?SVYvEJJjJI~g0z8AY}dQ%w%#(+PQG2{*hm&ikHKKq4FZT2$n z4`s{Z%qGLnx-6w9F#Fzf$pqe=P9rxEL3Qwz2&|sUIKlFuTWC;EE{2 zLjwSFE~xo|YCB{R<2hK2H}x*TGR!{T$ElTP>$#d3?`_ANX4T^Cr+QIkrGbOlql$R0 zmOrnZk#Uhj*{t2a`@lwk*{)@PvtCi!0EMJS#``7?Ql7am#`|A_z}dvK<)U)mYQc#6 zbj_D%Oncww2aJ;OwvTEP;l~rld*r?^F{Bm>mI*fZca5DsK5}#H9x+UzHLAwhIc_o} zsqE`Y(kohlw+|hOBYsA+(igqu(r+qH3F6B?-cBP}zH(gMLajcR~-xDxG zy5xm}Ac=}tZ#O5588?I15ScekH+f93&mK&IdRsob7n^8T)dzvRvGcWbHgM2{v1JW| zh&GYIYh=VJI`G)1#Uy5?#0vY~)$e>v?-evlL0AgI$G@RJN*l zx&g*o@}vZ6m4QNaU5&MxK+uq(@>-ZLT^l`703mc~$a?df6S9vq#o<%Z0z(9I4;t$+4FkJ% z?K*}Ra`W2HR6jk#rWey=98BRzl92QHhUO9*5A+mjcf>Jai?_f8IKW!+>PvP=7l5K+Di(E!oZ z=aua-6JgG}5y0DSX`S*yQZa;m|4-#XqQ>-Xs9uM5Z3>jr=E3qRwZtx zJdfe#H#6|QPMVfNr;>0!0LYBm`Jw=5!j_C4JBmVg4|5OtVkwXAqlKm%L$EFGA=PfWjxKY|LIC~Vgl`D(Hq15Q_ZQCaxyo^XZ{A|4=LN( ziT`vGgekrIscgGHti+%);!U9wK2R2rI&I2GFTc;)zlkHA{fAG#&Y%E2OO7?hvWb(0 z_TB!f7P>Dde+SZYfTvrGt^#(Muzhpi$Q>1^#)XmtslBj0`JO7dC&V2{TD0Z^{Oo}i z04MJ8pM}WechFx1Dp)6^hV)z6$t}H`DNX2?Akn)ps@H-8D)mvz`$b{j+006q5e3Zg}cetvBOunQwir7Zv?d#72#;-8Q?;GdtqqKz?_(uHU0E!rJBE%j_TGOa8 zbvoz)+uFp*IOwkiU$2Ig(sVndK5C9;Ke#oRqy$VW25wM~X-5&H9nRuHP2j^p#i7_v zyhKgk$m7Xp5K}1mFP6x=!-UW1iAGHlg-JRcz6l~}{MA-dvBe4!O($Xvl0vXbv}&SWt2i~WWSQct32#S zx=;aaI%}54EI78&7w7{Pr|(T@AN|!uf2xp5#l$LSIbpSFg#6;7CFc5`@j}6hv>8f< z428CM>^wrKcNPgMG%u|U3U_0*O+Fa$JSxVF;yhybDhy=we|Y*)oOq&Fzifk)2h@qR z#{yB2@zV}jae4x)`u`UGQj_R(TEj&H`@aH|QexJSPFW;2c0*(7E^C_HfIVo8b%egU z5Zg09JFFr&jVKNv+fHCi`x6SJ#Nxy=|3Om3Z}nEc>8X7_v3{F%obyGoM;Dz=XX!VS z6~=j{>MQYlOg30ME}g6RYIuVdG8y!`6Zb7|ucjvv^|ZlqV40+~l3Ov!Vp%|ESz#ti z9^xx3nW6dUpaRdYO4PA}))R>41X<1)p|C_=>ZqNKz{ymc6U5&ts#(LOsEbaiC&#ZX z9wV7tEEaV-rRo3?ITY0d)c=5`RObw$yA;ua?G$EmJ2#rgr#^Sm6(5j}8e4u_ZKl_N zkONadYF?i!4IcSPK>ZC?hJ8!OreP?4TA1>`P7OwaC#5wTtv=I{x|S89v;*>W4$|dx zC4a-y^dm#6m%GJ9SQWekI?#(^KywS6xDN}h5HuQ)$+aguMR|N$Ow=&G4vOWXmvVx5KtIrQcvHOelju&OiyDIS5WwCR#{hekYJKkoOi9*rd9rys2LITuB_93Yc1 zXpCQMQX`_cS5Jj8>az2&c!XRV|a95J^4*`AD=rwelnB2vto*vYhjo+RxtmBd5 z#Z+Nt&^I1aiIJ=wlaTr=oxc`k%YWR742>PeWSlXH@>3()N1XED?LA7k=k!KK0i-qB zj$h=<6EkgTJ_uVHm55un9(`TZ!D~NlLK@+CURy(mT~@)_=n*`?+W_dubEOniz!1IVptt2I3ZJ?Ua|QzQ7KAP1U5i> z{iE)|<-uA!kL?g&(w@1CVsaim_*X1;zOAPe$U1|=hKG@(%v1cZ3})idgy#_hwGyq{ zva*8SVj`IT!8_+S2SPwhJq@R_VgQILL{HpAvgO@X?C}pfD|I%?wFDI~ayzC*k2Dy) z97Qjx@1U5|!G0AWhVHAu3DU?snZrHXkEAe_o{PWyNjg8vgcNN#8Z@e4mHV3PNG&FZ z0wxk~pT1-vg#^19WE?MF0TL;tCL(5z*Ez#0*u|q9`IM_ddpBnRg@Ktj1+z(H+1LGY zw-o`4R8vnTlEBc$(va_IJf6%(SV5g+@~B&OdGu5|-{ptHqUa9HqqWW@Ktc&eU*G+s z5YL~iRfy5eB%542wfhbX0_Fc0KtZpve>%WjcR!qn>s{Zz=XvoOMhUNjZw2o=Mdrv|x6kY-a*}XRlRKPOa4iW;!!lNK)aPlMyUuiAQIn|6zK^ra z1GTAM!$Xk&iw^9Gtm37mk-(eLwsjWUo!NHyhLOD4xH1{*guM2v^v^4Oh8_u<4?6bK zkygb}ct0Ja{f+@q<)lzd5-@75U+a zT8WTHY_Bc%VY0ObM`UF2QpT{2i2FVR8%_7&VRnAcoV&Jsb~hQryxg`uPlzBr&P3AQ z?~>}{r%D3ifEM}!Nx1g+<(up$E*Sxxu_FN=b({7s&j$WdAayFq7uTx)%(hfS*ys=2 zNjRaBD=$~aBAFoa(_KBKdvJo1viW&7I`}Yb_9nuQZA7G&O=~2i%~zU zQ7on}F-JOzA?I^Db}9Zc6XY-YTEaBg&XLEv=ADm(xHMyc(npvg6#*oV);4ZS}{8CVz=f0qnB@ICqe{1LT01;4uOG2cC9;jZ#T;7>lQUQ zzIAA%K-sRVA(IpfUxDTppk@v%iMd*LdR1)usu{Px^CG8$=Tf|nY&WnQb$Z>WgxEe| z;3@`^|!e)ZA!|0f`q82aN+Bpan`$M=%8f_R~K?X`!->)B7V^N!s2$#M8dx){Z z0aO{J>laWrRS9`Mwe5#UfHz;V+q1l=CF^%KEY2BEFT{*1>uA%F3TV zEmBL@KK7S*0_szSN}TW4!~sI-ZEMtwjBfIq#i7vTZrDsz14ssWCaplBst2NvmiLNo zy*Z=Zl>wr0Eh<}MbfZh{t$jm@#QaTjZ>PbtNzn2tftXQBZIXBmJe{CB7NL2V-Hr9{ zCcW%`rk;O@K{vm$rlOd9OR9-@Y!n)fjp}je`WUUPL5tL*33I|J z#0T@r$Bpw?dvk^W&|wqr)Wb{ICRFg#dwJqD`VMk6N$a^E;RzR3)*Su&UU>lt7M`DH z6rKBPp`*Z*zd2jo+vN0!p|F;|R)J2A8Jp}<_Bw6aEtv80D}13IYP5gst))9SE?aOsh}8-69k}B`g7O~! zc9bKKIE7Y^_@{_v=A$&y;Y4wD-?`3>orKuhX3QYlFqpD}TP~B-ab~)a*lP-h$F)}q zl>ro9QrjBbuQVB1)Oc$L6^E_cUqF~- zI%kv22==r{r&5BJ$aAOf-|)EL#Mf-OC&$I@W^5f)-Y03dFLb31iLd#t{LN z0zq|OV{IhfZgRgvR4w2+dfm?y9fv;iQ6wshO8q9Ik|XCDYcF1oWDDWvG*AG$I1ox= z-lZs}ZLUz6P|lS2m9{9X)*+wB{ws29ZiQEU$hffb#q)Tjs$6WNO?BZ`9vQNjSlX{X zk%-0+8UI$r%qB^StIY|$DM&p1SE>Y5OXGdJ_2#5Xa98U)pkf66DaovD@-AGOcC}j| zI2$6BLqHjWdNzVg7RiT4=BkJRJH|=n*MK4=BSw(w4=ec5z9G38;Py+ihJ`-xJ0p~B zu{n@V&}E|0A)pBy0use5MNpy+vttR4<9su6`pO@fNuCwNgUy0^tm zuQ@Qs1G-Z)StOK#{vAmL3409*;Qk`Bcun{J_}2R#GJRrN6C)1DVin%|Q#FLKl?&y! z$x&`x#>f@Wh)A(xm0J1Pc3CZT9j@NXO>!e+XRVrQ0W}7?ulwEzBof!0rzJtSP(sN_i6_4rUgWI@ ze{zrYc#8bi)M5uUG#d$mi%s2@I320ntm9qZ4*Xy3jnFpuT92VHVhnXf@RmXQ2t?f& zMf7b!jbS#lc32`bI&G5Qr%gN(;CU{y90t}6wm^c#&t<0ZYGO`ZW z-W!Y;S<(mM(gc>a3Mn6K_<%8Q|Ir#JwpmZ`^mJ)V2@lB$a>xd>rBc3GbqCG&e#f=G zXKQJN+XuE6p9!c#>ko`VDi_oof_P(y;!-4p&Hk3?6o#W{48*O2VEJ40PTwSiIN8i zJ0*5D5yj>3;RYB3`Q!kM8DQnQU(gy!|7%O-LefwMXKEz&9CgV;4|R`*n4^&C2YdN& zgjdq-5LPnBc>6mkajSR7r|`PTtmx)aX*3}5`luQm8`|Btu)^@NyyQKBRP6sITo!7v z+*()(fwJJB9A)w^8-MS5Q%OddKmRN)$)!i?As?CEoJ}$|v0}ofj<8a7c*rgq2_gvY zhEn_l3;@$r`eBmn_zru-rcd1nuf~GCvFqUr9b3LNI5WtsAs(UtaD27 z-eOX#7M+(=q)>wXe*>&HuIcMx(u8>9A9Ei7}gX9~s zno>ST$)uMQ?t$rkexZn8S5j)f~kb-T0n zsTBN!j(AS+F25j?8@ zfe!z8pSp$!o}N`*`9NUVZN#FK{MsH(Iwj1H9|P5311l{uY*k^K>Z4w(ZDd~~-02#R zp;XW09My*;1J#(|y3m_TcBOFL!{PHeT;mMss9R9!0=1{apQcDcv6-nR^Zx+d3~dbG zxgRGL;TJY&>L5HKiT-?KM!0E^3{C&y|4^Vj`mLv^%i-0cPr1pa0;LhObJ30ZN>d!X zIuuT|;jE4ByU}i=j`l6+4l2NCtE`o;91h9h3w^%ySA)a6!!>^L`{C@(WFn~ZKy`B? zTlE`6Ev2=11Z=TSU+A9xEzuUy7NWb1=dc2ziT}A4>(4z@8hU!?3Thav)9FiP%hOvR zEZ?l-1HKEWaxO5r*S?&pJX-wnJfs0oVJlETY_=1|(awnKLvmod+87hI{6arLccvRs zweTlf_ud5lF__AfdSsAM3SA!NYUtX-WcbfchF4~}4eoaGx4xBJX{s*)1k`erz$)o? zGyHcM@~%)qE$w=vatEzX$1w#^MaoaE+&5OlIKUMH{9KP`gut>w{rSK1M*`S@P85Y)lpGC@7pRWAOa%Y zBGTQB(%sS}E!{{hsC0Liba!`mEZyBKolE;Z%g68U{m0`uoH_H%+;!bE*EI_?jbYhv zHyxw+)MuFjW_eYzGUJ`G6e*&N_p(8X-g*)t02rrPGx6q&RAla=Bv|LB^;ZA||Eh&6 zE^%L@^GQo}RTALIG4w~%Q-bKRU}*y2|7}}HFYKI?%{}#K0QjN!s$J_TtDFaxbrPiI z#0E|z!8f1zE_2?yOeryU{Gw?#>69-FbJM{5i9h$>>F946akSk>0CMOZSOzM?|4`z6 zp|2AbUAY=dpIu_X2Tpd)G89J8cI7$Ga!i=Y~nk)LHrxPDTWysf|%97>jxa}ULR7CR#teRSwX!K%J{deph@iN z6lFx&+Ubi^3{#H}jo23m($L>Yo;1sLvE7-KHlYGl#8xF@I#nxmC`!HL%Oj|gkL+r{EL@XF7Z%ETNTmy4zI8{vuTtrlut`Y;zq(91P zUMqa5B@s)t^ja_LHPpX1W~clPo3N-MEyy*!;*QCj&LVeiBSjViLd{a1X5|u^EDLxo zaQ!U1{b`7D62zEUb}06XVu>5)1!f{~-$8fBSq9CTZg3tKE<<8rhl4DihTS(S%H&BQ zs~wNsNQk643w%4{9##`~jdrx*u^YArChuz^tl{T}9^X@#CQ*A-ucB}GKdE3Wmnw*{ zU|KE&utfJnaBMYrTPfiUu`Hrup@!8YOHIGK#b)=fWWrlovl+5UJ8W&#=Ib>b@8F8kOYT6MUm#qS{r?};l zMaY088w6=62x!jMA=Yi=hgX;HfX{ODlb{X>!fdl zx0xL!*nI4V1C*+Yf+jcicWXCo$&O_HEjL=NiIzYDWFPB6k}0M*t}<0`8)nzP{V!PnFWJMP zOQqn)-{}#*o z%6gZ937$fLmr$VD26ST~8R4X{zu2l!C(neQ#!?T3~Z4A)Jqez z_vX-9`Y7=J>ySqgJ@3ha@#vQo2UiFG$=KYYif+vSjQO6aId$&Ah7>H+O!ULxe%||T ztg(rryLQm+_%;}`l`;3*1r9YEK_)yY0*YQ&d1&WZR{~x`20=F?d=7&nTE6@OMR>ZK z)G}s-*&ga5Wbn&qu4z;vS03Z#>bn>;vG`lH!F+<=5Wjpp5(et;1f z0E0H@#5{SY;7tqg31cFw<7fV+8gY~Mqin?##x+N>bh}pg(LFI=X({L-9yXN>)+E1@`LQcYjzq}v4_#ICUgcMw_wk$+=OaPB{$_{YqRbC61M^ePWP3VV_Xjw9&*B6& z*BON{^XvNRs&D+#H<}ZVMT5gTJpn2g)ln9QMj8rLs83Ab`pm1P>C^pn#MY$}_GQg8 zF^XNjbHJujg0xgr;O=Au-0q~@E%}ktHsyLv{3WF@_dI>Y-AKs+C$wBW{5Ou81iJaK z-6bV<8CUSke)x5F;X`qE>W*mtodxp{k>)(v;D9dKcJ+k!EZye&Zsb5gqdv-jt2}n& z)g(J*2u(eq%Xoq}=;4E|W*tgeGMC6Cl0k1;1`e+E8S1a;LBBU&!Ojm5Q}Q^I$Y& z%_oHP2{6&^Z6l25AG(7@$q4_&7Y5;3Jf~_P3#-+5V?(Ywpz@MRs_){{W~`GD#)2m06@ zcr=CGKs+LFL3>3*hy6gjRP}BFI#$RP=lu*trm7paGvEb5PqT);MY!qh5*Xz=mB;DIbQ$8N zS}SO}1dF&d=cVUal%hw^zqz8cp)oGQs#aLCJ~ zGWu14NgS~Skq@s)mZy;FJk*q9YlY>WuBks&e3`xKuV?CWI1F`9V=5n9Is9u*2; z#`btmJKfh6;XKQ{EE2>Xm=eHTDPlUxJD*8-JIjC#|A-@(^3um6F?{1E=U(K1jzUnUu6Rru87&c!acxt^b~6<={iCbZ z;(?UMS0_JB@*#m9tsV(hnr_99q^qxh2`jm_v?-*0=<{7tS-JRLQ$l1vEtVhd36(kg zpTqbdpn!Q;;Ef!Z-^??O$Jpv4Q(k6&7F%}gQr?X`%Qx9J1bL+gb?}%iz^C0TM}I!M zK3RY{jQ8PcKYJ@@-n%3g_DHdT$46@Yw0f3Xj)qxZ*_$>LM@Xb(%}ski-5lu>A+fZw zWt5_BN0<d%9kGy#fjcw{PM}G<_QR3;17S`*!nhA2%8^zZxfi=Q=5<5JHXKbS$)$(iFPN81xb!?niOioQn zUZovrE*&TW&YCKfXWnXN02vxfP?zPl!4F!ys#{!&Ln*Yhz1rC34pwRo7>_bW9HwL7 z-?!Qi92j}|-fwzAF@30Pd6bJ#JwBHZJ*8QKQDo82~ zGMY|KV1uTUI2Ck<8gMID#wqppL!cvx>h?89@X$RZRn>~9Zrt6!laGzT5vI}#uH)4j zkNPQLjv|hKUv#yn3h(JFWz5s}x+Y0h4BxCi)nR4_=9+be%~i(XB^{I3Z(9QaM5UnI zO2@!m=C&W%u+FgltuKRqgT~@6u=Qj)8j0!&ZIJgwjxS*oB|og1mecFDbFvju@|ha9 zc{lCSmJ~}B+*mxf7v-eQUwHRTe_^;6X?Ho=B<^9Mfp`%TM6=JANR!JkhuY-Qv;!}v zxNuN8W}5a8t7=_E>~|*0Z+jJcW2Q|M+VxZo)n&CNA6EH63FkbjvPS8w?#lIm$Q5OY z3lpA$h-e)1EO62p64|glPym9uwPe!o2-bjxW14EW2lAVt$tI{)mqw;;Zc4hbS9KIa zOS}vYr6g};SL^SQ7`TaoFwb&c-i%t#+m+_Aa1HTh9P$64thbbhAQkHOF24S6V)fu( z$t^Zex87g{93cT+73}PmleQvwkox&IHGK3ia1b&>iz1B+VUK6Fz>mJ|xHjvDhxHN= zq#F8^Vv=pakCb?0>x5-o$A`0$;V0`!iSVXYn3MB{RQu0lf?GDaqSZrsN_- zafdk79n1l(U3N9836&6J89;s+8fvGvA_N55iq4~`p`28mZt?|b4j@|3@=z;nh3{NJ+Ui(o1-g(9i`lJU9IR*AykLyWA55HqdER($#1Bj-of}l3yNaqWUjpf!ZU(GS zpi;@<*pu$FEePH7@5R!U27|xUa%W`Bi4(kR%;$NxY`pM?wdADiEF2w{52oUNVUEtR z2%?<7MPh%&1YgdtVcy?SFsCy|mmBj;TX7~8&9>~=t6>qnqo$OPw25O&@XZn`fB;@K zx_*KhwR>ru+zpjsI#phdX-F|$L*_U)Q}b)-sj7-wii|%~JMI}6EySV5LUXkKYgnX< zf8OilNJe$Lt@R7LAMqw1yD}tuQte0&Ltj8V7?j<#6w6DNk>*=gkiZP-gI6a7m1*$e#pzJ zK9;%3)Rrat3)nxK1RCmtK7`AJs~pSNHC-}58W7t%43*e%-6V8V%abZ_BgckE+!*gJ zv8V<)S*p$`x=*)@z~VVlt6%!qhoFmq29-pRw?ZXGd~l}_ccbsLGnzghy%Yl;aB}AT za7(BYShSk3-kjbS*3A3d(4T1rdfgJoP`uZZ5-z4rRf$b=a0zwKQ?cDeDJI(7`{36& zm?uR8oGK~mPV?HWM#7MEf8US(8oKWG{>hkLbhZ#BQ-4KWW3DqqspJNwLimN)&9+*B zrBJV8Af!Sf1{!3ZGF&bLucz{A*)*uCjP@^_qO=k_>qUvwSc-jEs zoJ9ZQzW4TWRJ(xp!*L2{-U5mC51N1Wx%*vQ)xyw>hu7&z727Euu z-2K2h{YOaqh{6bK3N0$}q*)D_Z0oGEjFTc2Y4cZzv@IN4Q;o!f#6Skwp0SpYg&r%R z$puR<;*+)-UEbp#jrWdC>Oo+e4mp{$q(lYRX!1p zUKhym2TnzyikR&bnhu}EzLVLq{hAe7xzJ~dB<9A?eUr{!yX0=1d_?CmL7$uO*jC(9 z7yA*lh!MV*N=4;sSCxv3pd$46T%>pC0)fHMsMs3FcDNzy-$dxNOY-8TZEr4orU-?XN|b`}?|75r9{#Ns1C+)GK&UO&*L;7wyrX@v+8WSvNG_$lPqR2uL! zaBOMsRLoq!1Lb*l_dMU)VmJ8;r#BbHEX-(;G_0uTIyQ!h*v>*GtAvtR)fk1kMLh2L zoEVX6H)`QNZ;yottnUEqnZ7&F_yK+@6goj&MrXhk0Vn=+Hi}7ulf0ND{w{?o+hXQY~wFqBQ44?@`(C0gN zXv^#es1;#P1)>R;>HbC%KMnGt zxZs|YP_T$?^fq1A@wx5$7f@wP0#X~@rcj!Shz56sqWTi#gzJxg0|#H3g*U%b$3vOjm4SQu0B zz4EhBVVKBHSs=%GSav1tp{UO$RlD@F=+V3(l zN#xjchZpn_NGkf#^sg3bi2}rqHyM|&@@6s`$TVM}#jU4C<1NFuO#EI~>J&eN&_>pn zqrXABv}1NgeW*C3;@0=slKKifsYSa2v*ND0@>HT!egcHDk;kM5;FfrAB|T0(nA4|N zdTX-z^YnU113}SdHL|FY$kHgf!lo`3skNK1s|!B88QZ=M@e;Zs#l0o$ibu{e(pazv zr<|}_n(VH*@L)ZqK`UWU0Y7-)_9C64BZjp5yBm9q&cO-Q^2(r#8r0iiVB-P;lQWd! zoqG`X_!k@)>3voX#=lf(C&KHy2vbaS_}yKos$G<7u&XceoZN>7J=Yi@IfUNsLJ~jFapz;793Ls<}7THlu0v1oq!|Ue+(w# zlfp9TG8_fDCjP+AX6xb%wbuw8y8Viixquj<1g~AcYnpXWB*L+JzAAW(&+AEz@a7t` z#30}rVPB*|yk!L3wmn$^ z&*Lk>p2mJ4)77zoXT_eMUz|#G7w1lTW~al=?l9SjuBoa>6k?8v?Un0Gi^shlzcKf+CFJ*yNU38t-~+#7^BOspWNr!ad|K_vu5;>7&Tv|%T=fiIPkzo zPp#kCchar&y^-ovvge!6r5#0(j&k#5w!&+pWA@T#Fh{q6zY0tIgltw))GND|i>61X;Q- zKM{_pRXgmRyAcL6*)fACZAr22OkPTk$cy{Qm3=4o{T=I9{`q^F&`N=(<4E)oV*c8b zLvyGO?M!eOyj)+lKrE9MJ;i2nV4jSvz~H-(-VL%zztt+j7WrHdWIc+U#`s}_K!gSRKr;j7`u?{|dwL{gNz?qlf; zJzDWA|9DvW@k^_mlJuRZTg`I;=_2i>Y)TF}Ko}Df7a0+GvAro)3p1IWhM6G@Pmwn|hpTIqh;gxD_}fCsZ%J8*nm#4JQ}j>fB;+$qQOWAJ^MA00H@@ zqW=m};C?R>?I`de(fmLad@2sL02Zf~er?2x5eEcm4(<`-a!kmDS+JT#wJYxi9|>EN ziF-L7zlpt-F{zjDkYdJy`3c)JKpvBE;&~I4okxkv_uhmw7pMG17SUVWnm2-Jn`H?? z&T6X5YKUoE225oSEjZ&1zY77Ys$Dhi&w|k0o3cw7wKOfo+;h z{-ZP_r%{=8p6qphcODk;l|Db3u(+0fG59>qO>cp5O~?RsLt;8;nAMC8u$V|N+_8ji z(a)8Gs&7VoOdT#02P-(Xq?qS~9g~6C-AN8Xh^hncNfq0&;-FfiBRNwCauu48tomu# z)p^arw&|6A6N^Em=LSfduF#{j1p$_;3ObcaDf3fxyY!k^3NAVd6bfrx9OT52tzm4v z6?a)P*2h$jRHU#6d_Nu%97Ob6qrLZJA*G(|dVg4#!7l{A2 zEDOAbZBC}*hF;1O8M~cE=S_^Rl~sE`cZ+AD*8~8PMwxaVe4%eKQPTg|eQfvf!-edR zfoQnPJlEl!Y^NjG$c{u`-YH=q`C`N@=Zj^Sb0LzGlt;2KQZ`rcj8i&M5nhd}1re~Q&IMQui``E1L*AKdGf4)I zvTa9Wy3`|25dd?Q#Ac-OT#6fV(Rcg*W*86Zm^HgRHSBW}d}3DPd3ecmrP%l}ZIJd! zj3oKa4%u-_bgFAcf9wW$Ulc!b}L;I%`br$B}_@|K#`@Sa$!6;ht0m?cQ~}uspH8IB~7bxA^wD z2v5!fRn#P$;zF49RT0X@gJPB{6kPA}gOX1JC_}!`Dh8F#9ouP#u|TwvY0r{8ZkK4;mbuKMaNi7r?bhcz4m33!rtW_SkO}d1o6k0UyO?gd%Dbh_b!*i z+^7NL&Sr*_6TW+Z5dK!+W%{T_(|pocFtynq{{MADw&wY(?Rp2N_-@Zkf)7&4al`Hi zmDeam!r@*0zU9L)Wo%+x_RL!0KV^#dLjMVrC_b81BJpS1Iu}3)BA^-*x6^ZfbiQf-!Pqvfc*bz* z`zF%{VMTUa&EX%FsJ8+DI(!P=PHWky2Y`?xk=xn&>o;n1{x~1hvn=OTc99)Qb4e#= z{AU{+Dout+he6L)BCHEuH&omusvgrd>Q>6t<{ zNz}Lory?TBR%aq9Ct>^&cVGQs0;rB&Tiwcnz&aeguHzZ4@Xm;2Pjouz zZo+8WUYlacG!kh;+P7#=@@&odXzR#*fH3rf%z=?a^sQPur3ngD;Kv`)&i+X*F-^z^ zFyI^BI7}TU(Ky}4?rG*z|zEUc7em6XmR7+oJ=-2+PJsoPRw;Uaq%mhjOzMi}ka7NwvVjZE8 zoz8I|$B|U~Y!bX7#|OCj1kR-}itxl7Q{XDY&>Y?T(d=~8dWlis2Xf?9H^M()K;W90GLYLIX4*x%|3j& zvX!LzHjlFL|9~BCJBJ?yib2n@ZQHonsY}%-076#4zAa((Rx=oZMVx`CQp3?%5Ju{T zQS0tgt;PEFXo26XQ0@C-vCS!|(-Y8x{L&@QWgbbOWS?W^0xA{v z$v^e0Nzbnhv`-eU+pPU-5g#?M-QUAMYWNE9wTG!#UmN_V*}?Ou725{%Gp`QlMdKKx z_v#;b84Tu;SQ`lKCcGbb^`9v8_}k3(0<;jPq~_drVldZm=X``quc>vS39e z#DJy3rGeefGT)0=^B7!_?pJP^T2ic0s@$m(HVo9yf0*=b3tQ*TMT;k`%-wFS^2V1C zi`38%t?-7gyVE>q#GO0k!I|QyD#)6A?5M{QPoe@?N--py`Y5_-85UD+6aq-5kv5DSg$^5dkA1 z256bJIGxY9v)-P40o#5;Ry1xhNWI8NtkG~Zb%*6xsY_tCy($~-alNAJKg80pbS(%Y z?7?j)1pX*J7d5G>$M2-Y-jj|8=5c&n^DjopB|Qbi-B0>w;>sKOS2aLY`>rn=P|No& zDSi8dZapg$`LA>$2NL3wuAkqmrO8~6$el!VGd6VA zqBa0iw=4OhfBp|9^4d#pfZPxLg%k0Hw7HK?xv+#Y9aiCv{auiJKp0{^#_K>5zfTHFXLY8caZ?PK}8$0>hE7h`Hg4;{NF18p;Uv>{o}@*Id$VsX zQ~T|~B+Y{c#J>TZgI=RJLlIuJS&|sko3(J!c^J^QcvggX>IV0Tq@GxRkaC$eN5@_( zHO!~cw{Fha@Jr})$0^+d45p}3IHEVrM>4E>bPg!9v6TSQd@_T&JSTFSQgthK< zi+Q{1>>@X0zV|w`foMVed);>O#jfRf{}9uAe#t^qiswOS`^NzlYNX@t6#6Wk5^ZWvkXyXQ~7ps4bz77j(p$!^DLcK@M7~!Tym4Gr{+}Goz{g!*9h@ zb)@CWqo<0~#X4-4I-Nf|?1^lu6myppx(S*&Q+Wa%s-(ct)H@Sx<`cIArraUQO>VR# zpc{7hWl4pkAr#g%i6?=WrOV&3=t6(5Kt+4^%fEz6cJCo`-1<2f*WdBC=t7r+DYR4J~?JSvhIAR$f@_ z_mgX_ZZj&z5seFPH`&QtNYG0mGh6}=NSru~OYol5qNw(8(|Hsa(w-jR#oea1ym1bM zm(6#sm#mGK9qdU!%E`@e6XcGzX1)XP$b{)yGmU;1QM8NO=Nto;#l|!J_4MBi226eE zu7haA4MIR^{^DBxs8YDx2n=(*`wFNJTlHQWUT$`(ISqHGDqz40dwIpMn*JvhfZs_Spme8oyfb@T^2#WQ9g; zv_R@8Ad>ddDe>bgxcG)x20Ll`w15Z%BtYpm`4Fs0-~UDbOh3>ZhnZ)vZTcM()3aIt zA$$o_&TZaO3}!UU^XoFKnQz{TguWCy`Sxr{?YSo(_0+81an$pfIoGdhcZ7MWip^iR zm9SB-e4`zU(|ZLc#;6&zPb!AV`07Sxse$6%`R|COk*4E;|Ly0K$a@h(%vV|6^-;R_ zDRi+FzNzL?6YIRe7vf>19}8bPU-HoPD|UANZ~_)a9UI1Jw+2){%vF!!OTQ^36&1oS zR&YxJykXfz9{{(PFkRCZzI*{8Q5#ed*o`XscZ~LVfcQj=DL9yA?Ri<=C+IJ5rNJ{@ zk<6q3d=Gr=d*!!fyVn%$y?n@?(MXR#n}BPC&9@(j7Du1#$(_-y{59(CTfvgzbN~<` z;0C|bk<`h3rqYV3BlS2yD1M^&7tjinAFYPtNR`f={!xx0?^qozm}gIhV}f2=@V!St zA?#7g@;gD*O$Z>Qz0$-!>a!T+95(Mu=mq%aU!nBr-TGhi9I(bN{X(r7cGYf+~Ei0c7;w1SX) z>xQk|L4qjV<@%DS$lE&i6`-x_N_3oSJsn9H{DoKIsEbqdw>GX_HV!tYQ;|X)b8^}632kOR2j~+9meGy`sTh_ zg~E{?;QWxSDHk}A@=$`<{))1h3yR1%gpb-XH=ye>2D;2zbCddli)m7(Dq1YkWRCHm zDhuH7mlnu@mVwAtPcrM^im&VYh+(}eF+;OCx(UxR^UX-*>=5{RQjupK~7loL`Z$;qFaP0e{{%LP*j8C z+P1<%FH)A9m%UBSerM zv6H6UWnDT-+#B$9LK~WMUw;tE09?4AQc)P76hQeM{JfK#RP;hmVM!D^QLA~`O?&!h3%k* z5ne1s9^1`z>Z)u<@E?gqMRye;p+3`In;ul#J8nhA-EDAh@x2dt=K!Q^%oPGuX~MGE2&= zul+lU>~Mrt)pBWi5w$C*ab**0ckz992^CN7* zN72NKlksA4zlt1PmrFH%ji*p@bkqpk+@*-gW=%HR7Ba92PcX6Da}LzRw|b-KWo$7n z^q?=aQi^p+G-MH&viR-(;UP`Tsmb-SY^dGrdb-jde}{JQew4tQo``^^9?qEWNT-rA zeGnW$djCmVQ3oM$Vnd8U+c2u&Fy}4vO48Hq9l#)nSwJ_Et&3jgIf*@&q06O1TA~#5 z&{x=(-zh5VT+<}D;>thVh#YSw<52V<0qEG{m^2m;DOJ${B9$xbQ2B{RUShvk3tbuI zPbl?pO6gJq34`lxCZyVi6orRTO+{`}C|cvqwrMSlHhK176q8jHT-)5hMwXGUL1Q6~ zo56|-Gtnb_=ZzXkb}#3wGsp#(9kCFQOduh&~Oj`b#$=t7-Hw!h=9pEi6YWV2!jrY8vw~OLww}5H|8%uo**9y2@k0b(rqd6*>v#e(* z^2M<`vIC~#-FsWRNvB{ys4bj0dBs(z3H8;g3+(ChN&?NT&=#SnBx0D{$k5Kl-l35R z7sm$4SUJ#!;MgsyG%P;ba*f*V5*65!ZOv8?zPaOz%?k%8l%U)9)d9_wfLE=(4~-S# z>jXg;MG%+rqw4Z0HN>?QcRumk>Sz9OG(b&XxWW?p=T@4a_HyV>6_UM;qH*AhW8N`+ zrMp*Ya189JdD7x8%?0F%X9?KbU2B-rA$;Ce3%xqm%l}iz?BC29theRNuLx8(#~jrq zjb`ukHOo)~&mTtd#U61cI+$9Q9}W@$lv0lIQCOhNkp-Iq1PC}@rS`Y4Jyq?p_Fc!R z)0(!HSuh*2QqQvpzb-s7LeAV>YCtKU!T;xuv>K6}p!5{9OsV#_zNjBkaAuhslr(LX zg8%r?Q;7`^|MC%8@;%?4b>i6>J6(=6@zGuQkCe8SjMv*2KxchQh~akp-ryVkr>fJk zM7=&-*-WdrUL~yQwF7wir9AA-8g1D=XbxbuQ-HjX4RO~6IN`slsOZ;@szINAfO+ zNm}o(;HKbq^x+j6`GW80C%Y44BA-ktZ@QGHy;pO-$Mt`tdDd5Cjw3f~wC)p~3s}&l zB%wCJxS0sl6bJl<9EXv5P8jJ9b8)g};uiE@o&&PJ?8=pct}DMBp3a|8ae2YTBB%k~ z$MFw0ll8UfQU$kP_c{?5?01J2oyRR2DVfG#%R4`ZEsykY+m&IPmbduS<;c=~Wl-2K z+V15>miYj{G2+*RoYntjsA(~rnNH<0f7I@7@v5`VF?>g*7`{r(_$By-px|7@2d_o` zK{=%>Zbr_#BD-dzxRvRWZK}%$t++M5!V=9R)vKwy5u?#k3!Y%j_}Dw#^l?Pc5F{bB zYCq&Now@d7XhZFd;ta|Lmc|jCR2D0gkpBip(|wO@PSqN0#5_bHXtub%G-b&5rI-*1 z^y%0n6s5BuE&FIpwvT1x8t+I9)Q^W|q5iXYVU{hdF$aavltGKqD1MFaQe030Z;#Y5 zWij>^ll$-h-D{GlqI{dFMj!qkgX4t9Ev2=~21#TcKZH-$Ltp3yZ9a~T~~=KDPUD@Q+i2}n%}Vpl5`n8 z`lamVWEZ0OZxMEI@5PU}D{@L?`swZ?HDlRHp&(01q9phIY~?m!T|pLtB?|{wuT7#i zsSkEy6f4Y~r{B+K+ulShzEW3+5I(Qkv@?pJL=oBz%z1z8Ak*00 zpnsEP%-8%8tnsp*0QAl1eJit*NX68j&Klu{SI=okr2aYwAXxe|bj_~&U7BTozG$&W z`xDX1V711P(f6k7SWH3u@}VUfQjxJrb0}3Yh0yibQs-0SIyfE*Y-LKTx6GUSG97`d zsRjFf`rl+1UEkNZvk)GA&7x74=`O0 z+23@)Y&k!^L*s)6-mPj2(S#SFWs9Ev#+}~+-JCs_Was_e*gIy{&tizJuqJhl<<<5;1%JM{(hBeQcy^PR3aTAV(onP8d6|tNfAaURY&k|WPxN#PF1jcWbDF1Cn$lF= zRcQ(8ACuSnWC`Fy^ZO9w5GwwHG@sdo-2J?MX5yl=s*Y}SC`;aOb28yml(){go=bK} zGq}(V+G$)LgMDi_=(5HBrU^k(kSl1V)+gWP71xO$H*x(7a3ZBS$IMoz9Ck%ULuYHo ztC$YK*jRC>c4zErd3T&nBz*guX_HV9&9{&WWc?J&>JxDL^2D3z0z)^=2?9BEBgr^TF12&ha} z5(UM66;j!!yL>3>Wd*#`w7_%su-@TLrJ2Y+X!>hPy`YA*Pa55{!31OUD#M1n;Faqk zZ=BIkpSsZWe)(E-yTeY!*_IN+V2kTYy>z#CZv0>qR(Z!Wlp9hh=V=Ql6$>L3jl<#L zz-!Dx@5^W6zO)=Kj_z)0_-d|~bXFA~M;GjIuZm@Lv8!2E&Vyp(hU$aM#?*M!6WUgO zVbwEaQ$s)3X196k&2{|vb4w2;%rEaoMVc(}+y(7?Tq$_}Dbok5^u5Z*rj0H2eJFmJ zh0%+&UyQMsn5L0q9fVCrrl)o*5mdPUcH*$UujG74gpMh$SMn=H&BKt98=c#=GL>mG zo8!(p)*k6x{NRx1h|$d8--<7wJ@>Jv>}}{^-|o3<3-is0(DByB zPPwSAfB|{TNZ!6mn%e=83|=WzgP}$u$#iKe9vj-!eCA+iHZ$kg{efVD*!1K>%OcE1 zE2x(b9=e=0tqlK+WMNW>svAd0hU*M&EMf;|6!j)>Hww&EnLBxD$eRp@ZKK?ON~GwcPq*{eSe^R*j#I zY(*5c_(1M%RLm?qX=>L%#t%Z)!&~-E&q^^_iRdmIK%(*(1ND67?4RtKODbM5JY^j(%?cZSq0~L;Q%__22b| zuR{7>E5Q+n>Iz`TfLLC^>75i%>x_@V%09Ww`L&QWID59%3@8|acL^&jz!UzeYQ%^1 zI@{?^9wy|aDXMB#V+mGQ!)C^oNrAaEtv?JCkCmGM-|cHnkOW-ABtpaV)yFq|xO|vO z(^gx9$2F{i?0K6k#aPYtlv1?sprCX?-kO_nsfyC&RHQ@hV?LF`)5&w59k(2}zb(Dj z>a1yL(u0AnN9Eu9New}$<;PH>joEF#oQ6QvW1hJ7()?$=sj=NO3O9%R9Bn2SRWj<0 zj;cLu_YUF61L_~F)&^!O+`E>3dnKWph zS6B`SdJ(nnnkq7k)ws;B5ui;K4!4cRXezQ{bS)Q=2Zgme$L zRVVW>HVrGA|2G5iAHz;k9I!{#>P_~+XeFUeqw^IPtQ0Qe!z%SRWu~AA>a^JYT-@xJ zb!nw%MN1ElVvRcVy8K`IUvGV{#N+Q!ETxUpzH~jjYWD2il49tGrJJ@|yf1rlgWGe8 zD40%igX*E>q;s;~FVj4@2VZXy253^RtVS9Ye})qJ?*T6LpUDQZtTBDQd9Gj?7kh|` zUmz2Z0pXTaq^;X-eK8?1J?T$NUOUQTs6K6Fze1;P0i>yayP2e}_QE~{YrYl?YRjAL zW(kp0pJ9I-qu*KOxZV3?Zq|J?KPle8{^K`8Fi(N{TS$k=v|Nru4uGnZuDuie@d_$Jcag)c z@$2@?xiP-NiAC2#z&prDWcUQ7-e^^&@}RAFyTz~kM&IJB7~81zVp(gy4rUsE!0;`3T(~IkYa$k%jvXUgRudu}>vWA;x*#RDZ^+_K_5Y8kuL{Vc>$!zOf#MW* zihC(;#ogVlxVyVM6nA%uTXA=HcXxN~8T$77&rNTpA=%m4E19f3dsbXq3=+jl$88N% zO;W)0M_E6*4eKz0aJE0{tD}PTW{%! z(ygv5(SSPz15(N@R%mK}{jT4e&Yr8cXt8jUN195}cmy>KY5IMM$JKSsTW@|<^SjMr z8&CbEK5wReEn|4=*N3s6z^<3{-p+Wl=GN;DEe)oIf>S(#P?-JlpDidXT;U%utt)D? zQ?UR*dU_)Z+KQ>%Sm?>J)0Vp$Qr5_su6E$?^Dd6hA=e3v^a@3(}pq#ZPE1$G>` z?T5&_qCn+mD}XA?Hg(;0i&{pEky+%cJ(J7y2B$*}?vEh1I-y5Zu68gqR0#%X!OxaX zx4(0x+?!lw-*utKFB>!L5su_`xwTDLHW%Y^nxWg48a*lZCT2=i_x5U}W*FAf$&OT~ zUnDOctQ|IbnO*!t2(JE;yTH@IdV|Z1%z3SqYx(ezrCHm@-mDeCmv{R06QtCti(#|( zdeUjcPriL-o7rxGQAg` zc<+VhL^*?%RF3)q=9^5InYjM~#nkg2v1e_`@m0Vbv8pT!+2!xFuZ;$Wn2zg+85A#j?Hog zl%A5}Z~W&BiS5rp?eUp^9<97Q&^}}$j6dI7dHuov^MQDy{m-rTpJnN%$8)dzOs|(? za0KE5>+m!c=~{y)ZQxs!cl$`h!=E}%IXAdpU(T8XNFm)GaS8Is4ZUaE_+ zgc`J|I|eoI)|H}Kcc6tSiIP{<2xrK?i|*wj+aS(~&Jdo0pU}1|f9?}Qrp|N=`5wZz z4cvpQVcU3H#_xMq442sXh$Oku@~kc5NVM535@*^)tI~Dvf7mgwS}^yMysG4&H!Gtk z7M_eaPg=}db5Y0>?iUc{f^@gcA8B?kusbguKiZ_OMnB84jchCYkzo|mmppzd4o!4* z7nuA~v(71$gfF`g5ZgM=W)W=sr&6?2738jJq&_n+_4PhzX2121YFKRgcwr?G)JZpK zfU{#YXyU|=vX@HH(d#afW;}lF^B9QU1NiFYM}5bXpPnM=Ah{Hd+~N?Y`kn%vv*OG= z+7PiAo+6Sc%mmmf5oA-<_{>EiP!QGgjna{rr)g+%nTgu;Zre|tD=$A{`F;phazK})wA!|VB=EUcXyD(tJhRsFSdx^cDpGgKL zQlr{O)Gj7-43)?MI<@E;^kJeear$SGBMLEgKDo)y*HCC$VFeDdpc5N&7!A|cx8N>2u{+M= zhq1)FpX593F%hp9`x=RMnX&A_$arpLQd#zfe5fvyW0Ix8`xBz0yS|@;$jj5z4n8OefC~iao6K(G0KIfScL^1YL`$kb1jiF+MKOfchlL=u zeO^**T39s=FE5c>oSzqK`)wz|18=WL0qB?u-UR)Movr4!ef-q0hvPNg3{)}mypTHD zb}zNKklvhQDO+GNAT#G4u^f0p9a(7Z6qN8FY_cR0kQ=#l-e!-_L@|ve>^f;b&o2dJ zM5FBbMLz^;|3q&QErquS;R=ylM~H3MVFzhVpQR5XVB4nr0A;ah_ER-jKqmx#K*fia z>w$2*f1V%5m|lzOj;A`kUjlOGx+!i*S}nXv|JyA3Ics$0b9O)Cb4$6}Eu-k2GZv`n zgjY%eCaJJ_O4Q}>S2|b35abfDA(w6@ozV<19>*R2V~~^mS4F1Bk(>?85C)3RYzFLE znUl{GaQwDeDP{0HYD6Ay?PIn$PNF$!nLg$l+JzvJElu_yN^(SjAZ(cos)+ENOf%;{ zMLcDlc?2(Jt8z9#VqmzealKgsoM{ER7;?Zs%qCLC{08>b6m%xi$pRpwTF%MNg%j|! zV!p56^9z2=kJJSQ5J;B~WgxR$2fxK_7NELt;|9m~YL2ER?1XIH&z4@O-Sj#{iukS_ zfV8wof5Kg%Bb@he=BCN4Si5-k*`cl?usZ-DmQObW z#TDQh@BOsgF}n#Pu+vcZ& z1CiLL@E6$JHRdV_ERT_a4KOV_Z#u{nu;=jC>KJ`Pm|9$8(^; z7)eD`f1Zi1P9WT;ZSTF9HCbbce^&89YKTw#vHFSAyw!MKj-ldxUfy7rjT~2DcM`f^ zLnTDL+e{@?hj1Rc{Jnh%a+?OJdFyj3`KccjI(ts#lZR8UUxk;fHCS8o)~Jzcvo5RN znx@U%@5C7oWn<-)2Lr@9UD0yQ%bnK>O`A76<(5Z_>GFoYVLHd&k`>L%))L_AmC)No zR5zC*54uyPHPi~{k0#13E~2$mV^ypZTn*M$tEdR3w5GjB(#^UJVYZzeL)^Ca|gcdDE7QUZg2CC+|X4UW3CDgmQLe&adm35+7x281KVDBR&tgRZZ_SiBxA==Rt0csiQ0M7LOqEwmz-P-@drvz&F4&Tp9DB`rPqQ>H_rN4f zwMQG_48M;zQ%GIn^b}w?MlPT%gXdaU?~`$orxNPQbIz}#jH{IQ7GOwMGWSxZ!Dht9)UEgoNgEiwsZ|ucY`yCK`|jqAYy&&<(Ca@n6k5BB zC>74gZt~Q*(Ja05FdLfILY2zqp~H>GZOpy1>S{6HsSVdYPJhQt)jgSRXYS<}SBjo* z*pa-P+MO$4)g%gG?xibTleBrXljn>v;;mlepk(f);!fRq=5$7Qc zk^?3B_zb?5V(w`nb<5U?eB~o>DJyfYoqzOn>J}wT;D7^u>jKL4@1K%3VXvf4otlnG z1l#42l9y@Y1$9 zv<=6Rp^`Q$vP&P$POUy4&TFS`NhN$$@)>Af7|kNG|@iniSSmxN%64OoL4fihmbbxVwBE;FF?6`oVh1KH&-@ROCSik7w) z<+-Ci?fIg=a?~fy$FzR77v_Et)N2(__C|(tC83;9dkvDP0GT^psKzRDbAvC8JsoM$*yvj9^n3qneVOIbpE9SqXcEOH?i75|0(edBpQq z=m$5>f|0iCA?HnjLm=$W_&p~8{5k+^wUEJwpZ0s@g&#r@C5)K|XLgN7KY5aeg`?%6OElfo10nq+w`bt%4T`oapvk%B=A`UKuq3g5%-zhkw#}D5dzLRzl~H;%j^Z6|2%D zZtQP;t=GKEDXbB!*tH1^15l2uP7~$xXqq=Rr<&BDIO(B-d)SE7@{%Myi<2^Fs~x zNs-_A5<%$%zKHTG28?0@Cb87l2k2M~Am8B3S}uEcnJOx$3q6R?|E;5iv6GA7hU{orF&37EiT5 z6CFPHL3Tyn@0;DPTJp>BlxlqE9l|h{h&9Qce8bd!EYzU4Q47 z%zz+~wiG=kT3|6lE+@x302N)q`Fl<^3|ka(VoZ(noi40@&HL`(E?tDu|H3MWfMQq( z>s7;zBaB5WF+>;1yVg?_JXqC}D;4E(8{4=2!j&OhP9;Eu4A2?P7psQ|pw2P|bU%;b)RxQHLdDO^i>JSYZb)2C+kA}R8?)76( zrhma@J;^zKd=i7OExY9{a$307y)A^1gW z-hAoee6zLIxEw$AxKsZ8p3QIzSCl7Pvd+3K$SEnczPx096 z?<7_SZYlMifJa#DM=|(BVYt74oDtLZcwZZqEo*@16f2dx1{0?s`stjp0^TCt9hNl8 zXX_q*`)d7yuK8PmXs*B$O3VVaVK46Vklw1E|Ah(CY3zNKF|jM0|BZd=%pIr2%Owlkp6?X~6Z0C-XU7+ofFUDYko} z?9(>A-F&DoeO1$hn>wQ}7P*}}#UU9z@ylAD%9d6*>kwKg{B-M=ZtN@=rH`xZiLi!nu7-zS~-yVRM_37H0$;QELxqJB!PdhAk( zXS_$gw$afz@+G+~l+36uc|N}1MgO7MC7%}S(jcajR_)c`+=LO$_z)ynncLKzj=u3~ z6HkC~Ee*L%w=b3w!{qUmE&2n&+Jw2<)wyLY#-#JI7=)F|EjnxB|D_IC@MvaDD#@EU zkNScZxA3o9Rwi;WF37n+2GHC6ij~C~mn|=QsZ@2f5BL#si1SHQZ#mK5kOYf);?qh* zWKDKdSU;VPn;p%44SkQ0q~~@+4Wmh1OHpqm zr-f(~LFVl?^?ga|wLWw5?sXq|gCC9=Uyl<8D(4?Er2`9vglM3Wgv! z)c5@~0YSJbu07jWH?|&LwjMKie%LI`=wuT$ITqn#OLLY{zRI!woyIZwJx@7?%WC}L zx98B#3YjPb#n;i#8dR^0X_F!ofu{=t_FGrI?EqYu?(`cJLhuXo;uYKf>Jn%2ddX(5 z$pMHYsD;ddeMLEq>Ro+7-rp>-_wpllji1= zihXZ}2gOy3p)j%Ic?ue}$JQ6c5c((FS!aQ57~y14uf%GQdK+6dG?Tx3X3`P|dT{^E z1jRUAJ^R9LjX=}|mOCZS6t86!u<#H#hdr?}hJ@QZUy^9n`Z0h4=x-&{mtOO0zCR~g zu`)*Y`o7I3RSlPRt#0Qs1=zF_;K8O<9Bd{q8Yq2rmEM;64t4lUS{K4)hjppO{w1^z zh0J$WVwDnF%~cTD&KJ?5f$iPT1XxzuL)6YtgfdM1$U_+6D`o#3QKh4Tx&9o`;a0@7 zm8g`QgE>qhM00OW*Jg_D_0eO!$=w!35)*M;JNT*k4Ku$?LuxZeaEw|J0OVT}Jo~7391%i#Tx*3yfh^fD{@brU z?0kH@QC;(f*2sS7g5|l}rk7zf<_A<8Uw6=HKadiSz=88=60X^EaJLeSw;$1pksL}0 z8A_(T_H3#0)KgNe?V*3uylhB;rNub7FeIH>ssXs`q9jmY0NEzj_2ChEs*BJS|9Et8 zK4|wbjYD|#__+B;0Lsrb%b|;Vdj-FPY=Y-c{?S#l_+H1fX8g7G7(+@3uSJ*p1OD-y z1${Zu!EHzqEgMxbgdp#=*AKicX%dDwgNpm#2ccwf^b3>4?KtBf|Iagev+b9LPpyns zfh>-o*b5BNsRZj2eUbc}Cj!LX>%Dhula*yMhF`*t4Y};s4fe}P{?$T6v$oRx%^?s6 zFZ-N0X`|rV)1!$KSTDJ!plhGe;jKb0?{B&k7)NALmdF!I+{4N9hc|n2vEp15;-(ZI zz}3`(`VX}u*2H^fOP zW|Fs4YmuZdWmN3fUu;fNNcpi)K(;jY)6U3jF1nv0JRbHZN0Ty_TX<94-G(*Ugz-uy zf3Q&DUVDwitr`nNo2=uoAfi_Z zoK`*^?)xUqxINpbs>H_oER+-}tP6deWLuY789GRmjfJdK7S*ER2|_;c+0!NZ(O9mE zHJAqHq>Fp`r4Wa=qXdIIO|RN#NajRQVIZ91lS=PKrYVN|QRwID`(W@|OsL0V4sa_1 zC-aCX?3BVE+_T+ZgeACOt^lr%#BGw#1g3R7}KN1dLkMIb}L_N;*ci5_bP|ZoDR!UOzM1)5Lu?iWfG8Ui?8=;MnR|*Dk*^uh}F|efsZ0pk~3CT;G zgd|-fDQN4WS4v7|*L@ppTXmQe2sVxMpR64=?KhfT2PLD(HXJ44Z8e?MwX%wRU>JvN zkP5WUp(XV~sVr(M-R$F^*eKRnVU|?ka1kdn z3_xahYF!2m+Nu`JBJY#?Mm#fbaczH=D{<=$vgGKNV3G2)a~B#C`EIoI#EE$fYwT}I zq(@L2OTpX9s~D8uvw~^UlRA2xj$mcBBNfl`_C&s{GYuWhM!NTKV$s8duN_4c|n)6m?YnrlEX$RLx~sEcw5$j#)-c7mEvCz zljX=Na?g0T_OLO91q-vuJ#@D?*bjBDbaki=p$acHv8Q3FV8+_wVkV+nG2ber6yA^GM7}L> zuX+H4(3M+6NJZe_Bds7-hDY%Rf)d6jF7|Kg5G%h1H(!)CVX)w|;hZUHf*>bb6Ublk zzYWI!7qsGocw!iiVAi_h#mNs#X;0MPMg&0Y>3pEwLL(v56)Fa0vi>gC*vDt$>ux+| zHTtB>DZC)rS~}`9t(5Fd%5jvC%5vcCeyY z!ll2RJWK$R-+|?cy^eQEbYQyL&w}93u`$7laGHsMs^6&Cc-rfxKr{p+Rjy1(1fADp zOGL=y_}bbV6f1xB%t<-|dym`PlG*WKwv#);Mo_7AJ5vZQZf9()FnXy&#GM7*OAv^7 zK1Tk7d-E%CV5$)qhg?05KiC9D)r6gKqx^*R11Yvhu^!1arK0l{R4 zW++_%jy$s?wf+p9EJqgWB~fA~O#fj7W;k9vWWu47>WbUEq3Njgp!6PAs z&XO5j6(jOpnUiRiK19O{rA1-zvd;cMUE7D;>nvwo;!E=79@v`HF3fnk)4%`+72b)S zg#}Y+83WVud4Jb#(cpZ~^ditU?BOpCi>*RhHT@`wOCs-TyVKa^&CzDP zZ{C2lx;q=;k~Sn_^%lW|7jG%)B#TN3gpLwoL&!)Fv#8ihC($!7hv7`G(8kTiwF7Vj zwwYZY7ls9)ZG#MI7>iHpJ2~=TKAVSF)m;|M8kH8T-XjR7fh0Zx*ucOxH15sGR@!fqAOt^+BAVQ$PzIY4q3$PCJGw=) zo=(~kdp{*j%#KsPWbr<+P%Hf&hsOR6q2)^ueL-PB2;0CPyG#;{sSd`J^*LY%BTvsb zA59%B(!|m>W8@9M_gweOOIX!c>V^F4x3{#EKxy4f&`E`@R_*3$UG|b@27x+#SKi=)X&yua1poUgbA@p~YYT*adXZ9&9;?XQmSC4;r9JG%~k;Il&- zu^!H_EAYgd_2!Wno;1hlm@?_1SroG_kuMs4$DdCMOJ;aXl~d{gt?JL`Jb7dHabpX! z_&1pbY)H{RVR$XGu6v;9LZWsic15zHfoaZD>Fo-8`H(GG*_ zIqv>_^_4(x$iWa}_!I}QBO(>rXRchSYp&fo$a<<8wTkVD*&~GAZ~eI(3JAhKbp$hb z7C}oAwkItvE<@Z*(~O2g8a%a`vLr%xAS`mbESnSLBTdc_;j8c-0YT}_-=D&J;Xq=z zJ(S&RjNm8g_XbF2uFE?G%@cM6c2ri2zf|p+%gQ|`ojI&PSK!ENnD93$1K&nJAMuZV zzBkc%y$zI}!YREG6KVP(5|leF(kUq5znijgnsIcVI><-0gHf2RMHJkv7en=5#;y0> zI9-+lyT7BMic$*LASxVS7u1y{&H1$}qOqQUb&wl_!^L;T#6dstPvl59yXbH^qp467 z(IcRD9g`!}NnBB;c%8GhA&G;LE#AYh$GpWQFbnJ+imflTXdXM_|JNa^qV&@wsWl+r zTe zGft4Lr|4=9LzDMli8C8QBoC{EoX{_&nKUYfhSade>@L}VbURWwqZ!OMGnxA@{m4YM z2F6RmrL!0YeRD_?jPtUk*CO&KFHs>#zJ?38?vqX_1bI$p}{oGgS>pOzUu{##XLAKP%mh zku*#Q0SHhpz$PyK&|4hXiB52Wr*}C!&~x4l&!JM+Clk&hC= zP{ii5L}5uEO>#k_oYmtQoTk;KWx{SSIvF-ZmkB!^T{4UQ!<2{^ALtsUMvu5kImP}2 zaK8F4NIQ+DFYa9tEYaj>}12W zkfXmJQ;VwxYNP}@;9frr$0OCdU=AxHH5}A^^_anm9P6uQer*8#F+@} z*>9>Z3jJ%*w0GF9_Lw73&!;PNovshsfaWbb9-y0Z zz^W0!TS8OMuL+p>AS5dTq6U$(8GW{z11d)5ICgDjS-s3eC+QK#^c7e}70*tW;>5-& zEU~x==pMhH)hZW6&y@>X+HYW}mG@LI!KQC&$D5atMr3d?r4X=qSrEi+1|RC@cyoOG zC^7f0F+Jv-8*#!~O6yFEwVysFQ0al+?0l3I*n#+poT)3cud$=GR1#P+FV@%oy5o>t zHQ^;u@)>tH|G2(fFm(_02T1KrzP3&yEy3?nUF!Ld)5ulS4HDF+b4gQ5*+1sC;IhNQ zch*TJ5+n;vlc`Tk15&KC!{$b6q$tH>a=CvrN`Z@yci5)$WS%bA{myYc_2HsA-&^!= zN_gfiqE6U6SJ?>08!{$Plc71YT9C=AO3UgLJivQ5^q6=|j46RimR)WRJKC9=FEc_! zw9TVe{i-$pWF6`CD;6p=F>=x`@pcCYl|>_xV}RfSJekhJ5-lmg=vWOGc^uL!7&pRf zdma;FXl~#l(zgI#9T*}c3pYr>^*uDAtO3m-`M)=Pm2w8|qC4K}R>>Frt>7JOnh%o3 zB?s_4c@i(oTtp_hDOP&9MeQ9zlkb!hQD%^*&o27~4*9Ui4dR?)?=?Lbjia-FhJFOW z7K+)|V+-|J{K#Q?g&SSWo&KVBp1DaCfzDibfPa9Yp8t01{-Wht>?%4cBp;!+KblhX z^yTFBDwpI>#&6^h$4!1TnUUpJxFAI{>WRPYVV~WhC?%rY6s-|xZAv5LfW7ctHGMmR zu@c0f{#OeLo{6q0nqLR3A3W{^VGTXmx;2DrMsl?Ya^XFH#74_Pew#n2u1fqu*@cZ> zJ2VpIa#IQGr7XMF%Zg6z5p7Dn&k{^Avr5y{--hp7+Oax2%Iisp5$6dQ0f2a0;y zqf4x{;Bo50HvXiPgS7hJ4nfa4>-Qr3Zq4lElLLhO80Xl4;2zL!U*D)r8 z4^Cn1-j9oe9~o1`nCv)Vksc$i1EEZ0>4yphlKPyr*Qigyd#4e&dl>iKM)jqlKU!EO zjkpwrD!_s#tR*svXF4`yo~fcu=_1zOlX;Y;3B3PI7b z*c0@@m&rak+4}~E^^BPOHy|Il4Q`qjNQl|Njw9$hl4QMnxO1xp{tFI$g}Hi_)qx_o za?GtAk`pVii1J?OeP@wW7r|hvZinJU{78oM0t3YJ>^DLT0X-l1^r@G3XXG}Gp6B<& z6&c|aPUsR1#O_w~mRJ+Y7C>JMK)6i8iL405!v?oWiib-mVhty4myU4sB?2~54vR9; z|Eey~MX$V(A`~h)+eV&g9W}dB+&x)mIMbWrpCxPx11V`gdscbxhy`}7@&f@<*0Xvp zBvdBvpbas1@coln5=L1yf7;RTbPMghLiy9^n>EfM$;(`%;%K>0CR`8XI~Sw&ln?+Y z9BTT`CkvlaT!~#p`3s->Mm^=m5>HuA&_VcN**HzBcvcsaSgN>vr&2RQP|Lwn>G6GW zs;ffhdXqd#xYqmh608$OM#fXPI-CV`i_;h9B4y|isA>9@zVcp3o+VWSW@3Y;&+k!O zCY1Qc!=#}6>ibOKq;9=3Exu$D%;d>lRJa%Rb^MJ&us(vm`W?EW5MzR@m8y7A_}AAD zm~|VtF-_63qF*1-n2(=F!njJj>ti*WN0wFW{faaIX%c1*cctdhq90IKo`jc!*dgO6Gxs~HE!h+#L`2$h(hcog-N>c2ea%oGqW z`{@VI552WjYQ+9W^ZA6QEbCPuO6Ku4sG7tE%Prt#7k4fDCs3oMC3pq3@-dnt#1w~0 z7VP$lbl|)nHib@#_oXS-Pd4!}&Oya8o0sC|u-DI_)--ov&mH%84lcIqX@0>n10U2m z&3e<-%&uxWqgS(Y{R;=l?!*2GiZ z*lhK>>ESY3NX_6qnzMloD0p0;66n68+bqkKBs5LJ#&v;SCIQ<_6wFw@IG&FnVVBySTGm2(a?#)<;))hPI=X)#WM zsUV6wKDMl^SJG(fMYAY~8^^x~Sp4zvYD73zycMZAX{i=&{F)iTeS$8YskcaAdyQ<3 z@7Of`r)ItRXl0RFfYoB(eSD7+($W!d1=O3dU*{a&M`X1NKh`J2s;iu`%*#oWA1q)c zrX-7UN}*Z6Jbo{kl~(Bi&|ho1HR&|OQ@oXNBn(;0?4*!e9^D1_H&KLv=me~i=PLIIwBA&Kz_v0zj(-+@{ZGR zE`*mTHcuMqRdiK}$U_eO6%sn}t*jG75Mb2FuiO}JJE-x2NhxtbEo$Uvt+M;YjVmm$ z%0>+q7WV{Wme^<7^}Ia$4v)J{K9%!@RT?aG5SV;ZKHnQ6xSBt#8+@q}XmMP71BM!k zdcR<;i4KNCdN_hJ1Mkv5*Y-!h5@EccEm8)p}h9xu`)5ZKV z_cw52I+uVRe$)T;@Kwrd(*``LU7_M@u~{UItB|y-0;yUq&54I$e`FcABHBwO_`qqr z3c3gMnO2L)lBwnK0Y!wSqyvQ4S4qYh+DtTAx#0<`a5_aNOVHWGVBGxY`)9<{d@&PEU=E4DmQ!v3TE0`WRvpC?m_fE>{Dg3Qms@!HnwHR|C(90)zWX!V0Dd{Z9mKTnB=T6iC22#4n zctMHSuTbQ5l`KxL$`R|G76b}Fsd>}aR>m$@7P&?;N?9n6-@T2)YeZ#WC4*^wb1xi6 zt)W6vdHPUUNs6ZmlL-HYqTc1QMk!_DZun-#I!Sj;b+9~`uVNgdN4db1YFLI9W)-Hj z1Q|g^!cMO0fJX$6|C=9rudo8*&$Vw*d`&-6UM!${%su>Ghz<$DO$LUkobzd$V1lj( z7&oo=^48hGm{R{&$bl8ry5fgH4BZPw-jN2*hwwFV5ICuhYKSkkOaj&cgA4?Zw6f~`xQ9?1JKbsay`!Vz0wz#L!&2rVh%>`d9{Tx)kk`PcX7Curp0>JCE!iNB#98C|5|I3u zAz%WDjM9Z$^z}`PP~d|n`^#kM@?=$KMTmV4D|enHtZE`Ukcg_8H8_o=4ENLk$1(WE zNenUEyYU{1-hS<=k9Ga7k{Ujhv zMAhf#2HKCnky}J~EM+j;6B;s*CE{U;EKoa%52Ka=A_-Ud2Lap`<#UhEvz4FLMbEFv zA%aPMMD)R0qOwEoNMPVd!3|&Qm+oks#rsQ(j&Fbn1iJ}!jZ7)S3@#QsUVtXH!snGQ_K~yrU3AW-A{mDww%Hi&j@sbj;U<>xABFe- z+InMA6k32yFAEbb{T=2K_7j)-8C*m~R3p!1HBN}Vl`%`6KHHod2;fFi#HnqCxw!Zb^LbsJ} ztIxxDi7`mFT@;!x_zxS%3GP3p->UZGq+>`eeo7qXj9A6%Vzo8xn61Y_qdsF&V!)GM zDIVf-_^V4*c;AORABhafBMuYoAe63(0pjUkCZTar6x#&y8|@1PHv1+TMNm`XS=~pz z#6A?KVn+Fj^(L(cc`WO#HK*>JK8bo`P%iN<_BtdDLu(n@U`WN-4Z?lA1e~eZmE(qc zu6|L2l^3P0Tq@vjmnj0WZ_ zr-O1e(-K7=y#4-)6>6Ox?^tm<%Ak0SA9Rtl6&F@-`m7D0QPIGVxm-|-Erdkfae7H-2 z>m~0*_2dCz#&&1kNK4nEWi^7hfEr_akI&>t&XVy!DGe=ZUxW)BVbouiFzH9IwC4H= z*wEE*Is(iJTI55D+T=dt1q}sMkoCXT_Kg49+Bd|?s|;649+R2_3p%*;aS%&pg{O|* zsmQp(Tgyb#p1Bz7Lacs;z>?7o*C#*!AEEfJkrzhD$^gt87NK)x_j(rULe*=H0lFtS z%pGx9GX8oM9VHH~Q9Y8N8Y0uf+BAJ)^*UGU>|N#b$bbnEdQG-&XJT~gx0I?7Oh>eV z-e4#er(%D{W8OFz_OU<-5%r;6^eJX-5%vE_y7vf`gj!ox0;>Me;gLc^!?q41w~bSS zK+upd2_%5}jCR0=;|VI%_|jH(Y=c=ZrWa~#GCz}N5pZgCX~Ue@f?X|ydI5X&U(fK%ZVrdw;Mhmw$>C4qN{+w#HdT&HD@cQVcXGj z$HPrQE?`7^Ek!I$76P>G{r({(r`G+V6@16pb-DMyQt*Hv@H?<kL z$Z|_zxZF<5GXq!shF=nXh$xXZV~C5x4RlxGe70XP(?56qs|yd%bzFL$LWYI*Y-lJ( zlt9KS)UsFH!Ok>4NL#|`KhJ5pu_XBaPk>=^AHn?r5L~Jc1Lq#h8Vwr0k>*EnB~Zsb z>^>Xp*B}2icD?yYoKBdATVpOne^`vv^1Tl=0QSv6hy{AvcN1z@(hQX`KbVJDXbR2* zG)nkIr+u;-nepB+8~nEYn3VlKM*%oPKA?3^7Hpojj)V8XcYKXWTCkJD zE*Y7qv3SR#!X;<3RFk-0QPO)HqQgm<&k6shYn0nN?142qB{qfx3PvQ4egGFD4J?O& zi12mVW9NmiCDqsyg0q%WDM!wn-KarurP3=2SYuZk0IYnNj?TP6VWOMgxzS9E)4f<6 zkYR(9C`%HEv-rM~#EvXVX{o}QFHYdn+%TV72%NWk*I{(ZcYPk*41TV9S-GoU5(+GtXOKXJga$@kbbpV41z};!j&PA9V73S7V zxygWQa;YZK#iFOQiIV5Xh6QldNCBACP%OkdUACUqhIw+7(|;^BU}P)Q^`CnamA=$b zl^{^r1iC5?rB1PAq(nA`7$O^Sn4%vY=G2Wo`C2?nu3w7&KcIhab<8kc;LINhVv~;4 z(XB`?R21xW)ZL#$vn9n#QzP9rww<QvgMed5+Jn#MB-^TX0jW|d18}CaE(hKEKNHfm= zD`*Dh(peg4&boyX5cHAD4US}V_X0j~!XpOR29Cr$sx!CIR!i;d_FJ5_gk9k;)X}T= z!mrGlr(wY#i#;=q1TkLnVT?^crEqQJbYKUVn?VzDV^Zku`0Tl%z$#n8bd>oHD3VND zHU~g4MzzgC`(o0|{sq~?zB>=pTi$oP0LCj6I1uz@LAJ#2d`!3RxQ{K^qBBHhx~xMu zFv;>hIRl6$rxfi}E@yH0UQl{)Zq&S)I|y7Qg-si%M@`wcQ2HRI?;ioMTLnS2h z|2IJ3zGe(FY27Z(53-!$&V-?X)SkJd-?ZbWiKfhFE3XB|H4=su4!FSqUUS3WS zxQdZQE*q~l{uE~Z@pyaP8U4%$-syikBI5gJ-|OWCm}zi(cKUOd`Dc^+<>ht#js4Es z&)w}09xBqzgiLHKj(vSJdk`!Ulb4-{O)^W*R$_9 z*b;5Te&7E=>FUXSYD`mZtmb*d?cxUrd*41YGn@waN}-E%X)HTh+&0#C{ao4^g{us+V#F;|lOAH63XLKJ+yp4Sl80=r=21txo_$$GLD z89*N95ry3!)DQ-*%?|1?0)!BEYC}!mbDhoq1_G-9{*Zj73W>`N9@N9~mf0OD24Y-8 zI%)FfK@1W_A;0zBPw3>!zkJN_^AV%nN1WV-E#)^3#=CfVeFKkhHDS;DVrxP0 z|ET&3sHmIoeH9f1C8UuK0qK@TkQNbCy1NAF27~SpkXA|>mRN+PI~VCCmtKLTb6FPt zA9&yI`#b;RIqEsf?9AMG?sMzz;Lm?$`N9nVm_2N&Ar{oAD^Kqj zQb_!P0n-tqPu{PTFEa4Y5yC*WB?q2V*U0F)v5k^fZE+pCggD$)~KANo!0 z(88*&QCH@)Fbn72byYWEnksL~#O!Wduh=oZUBj{C)DanpZJGCLu3>)>@>;e%)P-km z_(ah*yfk+tnqF}%iN17;4OS7Q-zN^WFt8naJ}Z%Tdl-iYuMuDE^sx31!zUZ@(02w3 zW0*~si}&OCmE%CAf&pI^5HJ2PM0ttvYI*rau6vI%(C{3^yBWQjLfbiV z{^BLvaKR^%%=#SX=rz7IE`QXleoI4pSl@1$KjNvySNtVCOGe{kz-CZQ+R@ZNen@%E z-}gIQ6ZHWZO5$RnaYn7K;|xd2JTJ2{<&>QAPPYiPo*5hRydN2C8f9or>3dZ!6&knj zo7D~Hb#IeG!71i-3GIBn!gELtHg%oY-8hzCMJoY(hS`*+U<8%>-1mZPNcotp_+C(^ z+)Jjdw9pJ|hZXtm9;2hq6xC3R=EWuB=b>Rcr&N#bS3fS@pqBNyEvORu?s*5RCL@#~ zPZ}NVB}70^nK96-T@5^dw?&vIkTuYoQv5gi8J3uZiMVTWmKROL!f^U$9$y0{pu1Cy za8_e_=PnVn{O^kM14Ema5&`6MJOu-iLD>)eVm}(a>S)ZB(;?4NVh0d)xZqBF3|#&m zX2_$Y`6>4X3!|iFpfFNBS6!07-`eDZ&mgIhuM_$sxlW4;`0*`DoZ~71E;QhZtcEk{ zD|!B$lizc+{qLI<5QrYxopxu;d`3|X!Q#6(Y^oNG8@FB(FgG5?C7sEtpYNrX zpRR%8q+=}a5)jSrKC>a^-ULMf22jxYj9=vUQ(ZDT$GZNP<4>!tdWVdf4a8@|!pJn; z!ZT_{ANX*mtnF6e($yXv3*Vigi%jpR2~Ex6~1v?JYdRKw2 zV!^3Dm54t#R+|Da$LfW$cB_%;4a?vSgza46ipM16k;vD-_X_c8+A%^cX26fw&yil- zU$?Njop;ShB)8L)9@7^MpW-xpUtrQI7GkibrfUe6Q*xD{`SSk3<4E^(7{hJ>jTO#a(l{`&tID)2>a$F%LQu;K>C&-kn zfEUxa45}k?JtD(ep%%nnZGKq!>oed+E5De!n!+8aQ4)%_ysRTN`%9IY<$2GJqqB-j zPAlvPMquHt1f~lMc%=yzBcTF+aXeL--MnQ3@4@BU*#c$|a0$^0^UQYOcsZpxCHRS? zrHoK@(@1PG1}qC>b}u7j2OpaTe>c_&^Q)*S!`~y5&Ny2yWFp2gx4k z-~~;zCEJW`N!qv8^-!S-exp0&c$|cL|GmN_5gKhqBpO@=#wczNSOy1XHFgpcS z$xrE(w794~O=E|U;coYsR%n6m)Y0$Z_%h(JfN!>(_kgw6hp_510Cy)G+Y4!BC*O4Bv|bSZHfy2ae8!s}A6Q-i{@5$u!WT!|R{w zduZXa;5(&-6Zq>xu-BjrSgd!O^5{?!u;zw_fWN1(Y4F}ahZfGudx824e$m{LS2eN@ z^&kfTCnw+u2I1A50iiV5<|mhQ00BK@&r0#->b`Bb1IQ)RR|l{e+cF4XA*p!d62@;4 zOrckkx-dm)RU&r~^>PYgQw`X0j^VuciB_0Axq}Wvxg}pIe)vGd4}H$?j?EvZJ8~7U z$pKstDX|OS7f9?XF=ofkFZcO3fd$YZA364$Yc3;hYDJuvTqIla6QyFbuSc*y(gI^XA%6@Z~TkVuuPRKuRLEV zVN?!2$K5Sefp6>Cu`kS$h!NFfa<*c)Y8`h2zA^_~?gu^o(AYYB?*lGW6A#ZNqf0q_ zElZ6ek1(Q!vc~FCK_cB!8RSG;MrM(#2Np1at;f@P-=>=Nvwa3g%H6ZuRv1&_XZEfk ztTVBn?fT6=tLLaQ5h7sB#T)N1a6jpx`c885-?$tk`;)|6CrxDfe`?6Q{edK3cNA4~ z5f(1>w|HbIf*VYoVmue2R)^q6 z63u4~e0($L9qeeuOHg{J-G?-FR}li9bBU5E(G_Mp8p@6Aa8qfjdiBf=E`s=D9x2^u z|Lm9mkX<#o(;-oIL|OZaq790Zx*IXQU_!@|OS=tCpYdxPW3i9$Km5Dt8n4jnGDh;W ziO5EXDxK>myG0A2t4lWIEmAzi=w!FjmKV-oa8`NV*e!3QO=i&N?%ss(qVv9FcXBYMn{tWMmi#eS`$yfK)R21dGn#Xq zWD@lHh+UiTP!*>-k;3Rw@9Ws1m40&cXC8{vbU6;bx>!8|L|0ML&i_9 z8gZUihp6_N(!w1bm`z)PfJJ;0kw5uYH$V@R6`e+Ztp{q+llUOP3p4(>btcWU-SK!hlED$ zt7Gbr5^&Tak5qSpVTO03W$rzQNgre3&ntCIQwCKk%ci}-$j{B$KXGdT(E&` zA}PEm^FHnsq4E@>8Gnz3Hh4yfh5V2&>BN^PoPnpDtL<^{o%gH%%E0+@Z*%s=DmS?e z$#VrCDsHxcf>yT3jXv?qLDIft6C+e~-+qouGg0km-u#*xz=Z7b%KM5X?4oAGQN3rUgDm zMop3_8*HPio(DCG)*kS49DL~1?YsRmNj|6v*G!CN{PP{MnKMpR*7re;3J-+-5ll@1 zwEuF>dRa`4RCI~kkUuH``Yw=>fCD~5w8 z06}kgKpa#kC4*Xq6FF+5+mqu8O)i!74%v^_EYYqwt2bm5>iuEmtwr+ch!w1NnL7s`6kWv08YXhRHNI zsraEb-;z#%b$koRt@?6z*-tFjlRy-wTBk>WM~g%XX5rPb9-_vV2L=ofYUZ8y;d=KI zD!9Z6A$y&%2-4x@IY3hJMj`#3?*~9mTD2qX+1N@4PKC%>W3Y$bz?T+D?cRuD&vm=o zcU*fJ755*w#irUj?B}OkBQ8b3^T7XPp8w2rJL*@O^Az*jN$#P=lvQB;-kwf-s;(I_ z=`vd?z~id{b!RwrOojLXFgv#f`4GI?mjlbhGM}0suoZmFb4qzEI+IU!fn}2-J2}qV z=~MIZr=>1;nd4@w%|0j81vO9W%Sm|Mq3Koh6tCk8qJ3BJQ?>ICK|R^uYULalQTblw zij(iY@kEe0^l^%VSbSZm^HUTHron(7iw0cfSIBN8k+nNo2 z1t+RnH~vp){lt74KWYlc_wW7L1K6_u+x~!!?Rvt*=G?fk-7$Xt7V98uI=1G=d?a1; zJBrzoJT2bkiZ^YC`k1^L*k+I2EVsm5BqDRM;c1(F*IMAw zl}yvvfu=5C4j>3zU5#maEyoSu?mW1|1=*~O(j6CrMEy~%GWN0OW)ZEGzZaB~Z@TuT zD);F?vj+Q$-PG?GvOur$IMVm#bt}n(93$;p6Hah;4{=&R^D_w(b1h>#E&5!=EtZUg zK-yY0CdtV0Y|v%@$hE+;;X>J;nWI>IUJ|%_$zU;8y3uxT~TDA|IR-cs@>L<(n?Psw^D8BA!`xO zeRM4bJ@An&b?Up#t4`RShr`}M&u{vaIK_f4jrz;t)gi(F~AE?0q;H0+xq ziTZneH4Z(j0$-Fu+j=DdsqJ^y)>T~>6Tu~vS6woEOOyVwIUq)+jN8WC%x?p#4#G32>FC!sQY$z_3tD)!JkNWW=q8iJk&_N&%DLSU7`1Rkm z)8^dhnPQe%4ZyY4Vl3xXH$zz6;qg z5ECBB5p(%$DQh`3*&2>TptT{NYRdo7`EU4|0k9?B0caQ}7@fG_^zEp&OGI~|&#ALM zp|prsjl%zzPOLY;m)9E3Ck7$8pp|JlD6Z3Z^B)hd$$5MPEr{F6O(zom zw=x-MH{7g`TajZyy!&bUd4|`CkjDW{4${3zq#S^*8|-(n%ge~gS2)v}1+tx)*bXxz z<%ofbco{f1X{~6^J<}70$PDOT@vepm^F*g6w(B5UMGdEQ)s2BZ=dLS&>AXt`zlAd8 zoXs_yO@aHVG0ghym~jswzy%xwe<@Bg+v%1;eRcm3<_o>T0~J6Kdq;`Nj#X~Tg$bny zBh%NZY1@Tfekm=ag7=dVi6VThb$_(KgtIp%T|Z;-Pt;3}(l^o1);pqg`YpK~`>wxj zrGlBwV=wghGiOnc@dg>m?`lp^6jLU{kC^{MPPg8B6Mpr9PeiLxaY?&;j*fTP?5FzI z)Q3r{#^MN!_J3QpZE;S=NCfwGP%O!h{TJ_oMae}SRvcg4Kci&eBU(c$Wps|T^Gw=| z2nRZsCm41Y?2RGGOj>l4O&E95zwN>WdHyA?qF4B~rf*&F-WU(#u$z=I&RTS*7)*=} zT6acU)>%6O?{^R?kX7L@MKB((3J&qlY-D7skFqKTMe`bRABCC+V zQca%WyUoUUXca5UX8v2c2jV(m`3EgxV;>gRFZ}f*YSn8P%Z_ux&J4$FN61=;C)KM8 z{)ogv?>`gupz4d+C=m={hqtgBN*&+${(ya&XZEZrj!wGuy3%``1q z7g+AD$_Zf*%e}`_7}v$YeqO#LeFR(8=KOfJK)(^y@0MA=1dd$SnTrWaAkXrT&@FC`iB+YCgc-5{5aL zMeysiiOu0N3C;zY#cEXY)N+2F=NqO7KD3z$J#Y%E6`X5h5L5!=a;^kPd2|y=f{_Q2 zFrF5F?nKuKnnONYCC~x?pOC>^cYzRZscsn;7)SL?cv7eN;nYN)h4pI|Bt;{>y4TdQ z?s(~wDUGbh=(W0G%X;a{9n}p#~3578YO6@kH$U z)B4fxiUZJc=kC{ItD>q?R5ju_oX>TZVd{gi5@2N4k$3At0NTK4sth9BMz!Pm5Nv;z zc`wr@2oLT#{xrixQ|-FnB*7fuQ^JyaWb6-|kyPkyT73@`3v#<|INznbfstU6%0VZ) z#N7(~Bz;=rr!gaeR_Qs|DVw8mmgNfiwbp7cQw@11MYHnuQ5eMDVRkL0vJNhlVkITp z)03wWW$$LKxUwajJ5$vINK{&4W3|p=aco4y>UJD|tL&c=QF~F|B?#U=cn6zx%2xH9 zHQebJ!YACD}4Nk?jRe@sGC7HlO8I4{pMo z)ISuE@PRr#nwoe>#von#R8%ff^y&d^P37We}AQ+>{dluP_{d*in}g5>GtN zS&%8fDEqt}qxER*D|KDVlg;3)uI37Pb11u2K78NfdfL)_D$3T$A70{>Hu97`0gPBM z^D)PN5L-2vI*mc{9BMD(%u?=CHN8`99%U5!nmME!R6A~t=%eDbyGw==bw&=}J%H8B z@|d+;oYXrc`icRgq^iy+S&KS5wZeAK2&~Eu-yZzU2Tpe!cMh=sp2~$Zu>y-q>kS?Y zg8zq`M3#BRwnm{r{4|!TT*b#>o{<>X7b?)#p^s@d3=X`55^lCk>xZ0u^a^7tcP5YVV0{XPBq@{yu z_TN=sb8oJ;_bz?WySmniU;QKP8>fKTeqvWUnBz)8N14lmq0}_E5mXx2qGaPa*W#X! z5yIlSS#rBg@(PZ!+bq5Hdi^BQTM7a&tI4Ii0vfP7<&U4|rCfmzmljGZtM>=QkeO3S zRI?{`#Reu$Er$jtM;REzC};UARutFd)<||wLPgE`NKZ3uHSi>Ao_(;%qlm`nwMI!C zcbDKFpbsg(+OKgFHSK(0vE@Oy(`FC-FWR?1A9 z-V(sHg?ZqB@L4cWsb83afeEzPnuqCtPM;oTwiO(@+W(n4jWSv8Vh#VU_inXf3iYQ_ z+d7)MH2*PC1u06DRhE;}+s)rWr5SjQ!~-pV15-IZ!fky)U9=?W_(!N2{-r`;ra*{m_KEQ3wMTK;@0Ldzxa7qI&W%g zCSD!I2-u&O$p}VdT@L9^>++QIe80Jr!V8~rU#Fh+@P2l~8{gIBB!9?_d68=;eqP2W z*VS3~EN^R&n@)8$M;@j27&1M=QHi$PGN4OO*oBXdakm6rdvPPwle?j(^hHFcY8uD8 zPqpd#^Kgt@+`?FM1`z@BAl3Jt(<8R$Sdm8&&poW5-VW3MQjHzHr~89iE7Qc&s2|7; z;&4IC%#$SVNTLt3A_B|70Pu!imYE(`RVGdh6!<*hBc6bPrwU^Xu1VE4&)t`auAA!a z3n)%6$*zuNIxDcp?yd0Let@>>j;>7R$AVFHV+Cc>M>Txk_grY{cZIWH9-o}dB1VT4 z5fr6DQMu)P2Cm&YYBnhXrN+B|WWrB|qMn#?tvwu|;xxE3aN$iSez^62F^m30A*1i~ zyWkV?dw7^OqARMtMs2f@TFQ}R{}!pKueCMH8&x5E+@_>g`~$`<+2y|q3aZwybx`oCt=gGt;d zq*FE9ChGmk(T;M%_leP#g?e1jR}Kxz{Z^0DgfQzCw9{owYt}{O&cU!*cJ`ShES8bLf>gz6dX?(=%{S1yQ4t~dc4fKSP7q7`2)7h zt^KCV2QGih65YgrB?-^&^DZjE1OL9=uoE0E8&39VNL_v=rARmQxhp(=jPlU>5hGGY z?(9czRKX$bf4pTmv_uS7vHva(nI3b?!E8(%cfk84bv@b8%k{Vrzx7Kk6@k`i2c)UL z*9z?01!sAt$GPPVUK=1`D}9r3w`{)ZP`bZ9c2r;XIyLqu-(8V6GdU zS@won{RCDuz+-yNuhH&-%s-ojyymk@YJZ%>}%PVI0?;xea6wIiBUVtIZ= z>(+{r6km{J+RmihZ`bU{^#7r^?a?XNxI6K2_0ZR0?Qr((`e7hy$W^pO`;e&%RmOmB zuh$cx;Qmtg{ER!sv-o$AA*D#W<}wInZ~I50AJ$>L-w6bD-3*rh%ZN6mp2+Fl@#aJiIV!ScmZuH%msWhJwfU_99o#VV!s&97wqU;C;77_S-%NM=v zy0N~;eF=FZK=evnyF>v0y+XpL79*x?jwX0z%Cf7ZjxrPDo1dxHnf9Fa0u^9u7C4Fj zFT*U{>!y^<i7{%RsPK z#YczPjg(4bAchs_j&u2kI9(W;-+ZF&GgPCUz15~y4E;m!$c7sWFKwVC zeolPla$EAB6vm%>;DTx<@WG>kMTDJg@)hJ8&gJO_CdD;hTiy5YI?*C?lC;Zw37?YdRcMmqw4$YXz2TSxY#AnTuneU)7JM4YV)JI}^Yh*U=j-If5DQ zpA6`_gV&#k@4zpE<^yaM0?=iy?6K2=#mzjE^gmq7wN|8@GpDC`C^(@>M(Q)6!=yUO zV*;gr+?o+#l3PV0)917PSKuTM)C4BxRm*TabM4i%gP6hPuCLxhFg%bTH&B?~?~hMq zA==866E)Sc-0CRu)jjB&KTYyAw&% z`rHFa*!?eaB+55~`km|FwtXxR8@=7e_e{NDo*{$XAEbji# z@iiOc`M#Z&s<&-|u3=)7y<@*FmprR_MYfeWOV8_c--SCIcu>e`&WJ?+6~a*^hFCLr6I+F+jyGH$$O9Kagsw>HH>(VVZF z#~v$zr|~^f^m*x$tL%O%-svYRZ`)Nir>A771UYdW1WqrJ$rmEp1jx~`YjOrm z%uhTE$t;>~v=^Q_&7@%*w1Kxnh|Q~-1f*(*X1M#%e3P7-!^DuMMTlGx`y-)67TghtU9cLOkFy0Psi)P zt_qvowTKTynbZP*d&@;Y{I`B)XPcY`GD@$9&w9oOLnOj8qqMfe(E1%|9A^8QWx$8A zq~LCRhy>})JdK;BGGAn;4H1#~61&Ang|PTe>CL2um^diy-{lMp*%Z`@=5ljTzD%zG z@Cj_q00^`=xDp{AQ_TxS#yVS%eb(TbhMW}mS0_bOGIZ5D)aexofP$M}i;RW4j=;JQ z=gFN5*9$RiJZ(K$h<)#nQ>>(Kur+(a${N$sVMKdq)}*eI>TmTZwJe$?Ju)`af#-S` zC^YZLfB`_${@cW@L#LcZeu`vWH!7tE&m%BaJIh4Gw-r+6zaXaRvs}TZhTyKP%xuKg z4qZpS2C2;4Fa~R6?w^Nb-cvCyK}9fS{=L|_V{RVvS5+--IFoNx3NpsOWx`Srk0mSo zxoOeI_5EX2S9`$1;UR2%??w8JIK-d!jYGE&>tUECCf(xP*U?eS5EgJ69jDLjAcc#S z80DDZiHzCzYP9+%dq@74*KO%6y;92z(!!$#7}pcstI=PKp z29`24GHilje5!Iat3#qde0 zD@lL@n<#kfxhl;M$|mQ-Terd=mvU?=UvGC`lX;h^=WKluG+R=F7(d;guK^D+k4vPF1T-JogsE4Z>I-vINPyLVRhyn$i{=8qGwcG=b9^2W9V>e;AJcwblrev$y?zKAt`=2ZFN ztbtDzTAEMa53fbHiriCumnDA{Qlnr1?L1Mwf8NuWC3Lmk6gq#MCVTQPm&oN$B^6C0 z5B?-YPA1H^bT%BgJ%QN<)(>+yD78(i4Nb3=eBNH(=8AdfV^{>T1TwM!RA$uKvh71M zR8MU#4_g0dG4_$i)gX&M2hgGR?qP(qF||<}qw$c8Fub#>prhxt$E#Q_G%;uNE?odC zQ*(}IL~L-#Zlv}F=c9cdfxWu0*rsSW=XCn1_vfT{Oj1^lv>k!Bnz7~YuZT5S;cH}n zo_OqwzV4Ii$ZwDeT4c0e{ju5d{$)mNlhW)1UxZXeh%DbVq%#br~i~cL=Kr z{k3~|V;tH%XYPsG+{CH!c!5&GhZo{5%J3He)971i~`#4aN#5lCRxfRSys6$O@-X4QaBuIJav!ImRX_1hmk z$xZTVTmSTCls!ARH4k*R5Z><%ZI{c{ON+y5X#??dm&W2=Hqo^%n_bZ{NH6bG^g1xZSxEDUh+ ze`FM^ufz1OdefP+j$MmRx(xTbkSl&{Ra3>teoT8R^0I!`ThKnACQ-+ntIXmw#VWy5 zPlu$<5P3P`&Y+_`o@83udb9d+=)`~%x$53YZbu?sdU8)boDhqX05IlQYB#NJRZPd8 zEY&AG6SfI~VGOOczkXeVZIgqpW7~yEe&))>q)D--g4cWBo`pLzMJ}(3niqz?G$quk z!t6r$6h+HY!zS=%r&*_vm(x7zK-KCx`2%QGqj}xDX!_`Kn-9(p3550(`$!KgoVgPV z=PhD6ty7D;J~I{i=M$hp*5#}K)JhWN7iga8SN5v9X8rD$i2Qtif*jHUf0fjf{bAQ? z`;IVkOKRy7xtz|iI`ECF^WF}##-6JFJ-~8A`mt_l@w73*`;zvmTDk^aiMl_7%_cMv zSKmQ)WSH%~E?OTG8kBj8e^K-u0X1(yx!L}^!|r3Oz?roNAFSgi5meN`#P>XRVkWx$ zc?Ws#qb)*mD-#xU>UG}^ewMBmzSHC10z2@}>{s!1r5gp`u=2$G*uI7RGsx?Qo`o+J zBZyFDeMeI88lEbT2OJyGUR6R!6AMm`96w~~_u{q&O$DGdcOBq7Epc~%9OrbnErx8_ znh0LM`Lyw*1c`A#cTWxJDC_oQrfELb=k+}VsgC~|Uo^2jJgND16Fj=nJI>hQf2eml z8V0#W#~GGE7P|`XK-3E#EP2a)RM(rT*5z5ULA`Ae<|!s52e2yj!|KLEg6phdKfsf9 zc--M2Q`&E4pPR^7BhquI!ZSCtiS$$pOVLAV$J%x%QjOUhZ_-)Hqfd%{cFPI2_74yw z780iFgYI8SSe?;2@$VTUG!3eSdik%QogpNMg9eC^FR`kzKT?7`mIg6nmo;!bM-eF+ zE7O{Sc*)E`)~^D_0(;geX9Wv?sKCjxiSA^a!*DZl(wJVOvl?B z7&Mnx>_!R=Jw)jBL}2_Rjo~TAyYIAXr_*IJ;R~6X0mh|EBJHrLIrOr?!D-jO8xA0J zxEH!v%i0U4e(v*Yzo;}>94^m`z5!3$9dNqoVCI9e)OEVuKKdnd){da-z2gIbsW=ak z1o})B{Os=AFHt%A50XA_c)mk(YAY#boA|)USj0q;Hwq;wJh)kFWg-q~1=2J~=XEK# z2&fAJ==qxo>C)?o5bQF-yrr#S z3uL()&@puhFeKxZUCUG5RpXu0Fo?fE=+@d_tD0dcTr(}NJ_r{X=YD%6_7HVvk++Xo z-{y+BwOT_Dz>)sv*G_VwD)mbQXnLS7x$0;<=>7zV=Y0#cv?rI}$+x^UpMiL+qO*Q& zbI)yso4-AP`;`IeSOv!e*ZE&P#JrowzEe(pJ+ULCZ3G}YQsqEce$0u{AkJjgw}Sz@ zN8*uG`qRE9zS!K&r30Bla8^w5j(r@^Z6k-gXJv0oJ>7V(UrrOFz#hU#Gj`!mWs6mx zn2u_Fip8VTuTg788dYdTICV5o-lJ*`90NM#DRpt+&{@SR5ipLa)N!g;twK)~-rcQ8 zB^6Fx%oYJ9R9%$_-7BFn*X`OgwyZwo%%4{8PY0og=yGAI4>P=GH7Sp9r2VbmYy0m31b{mHq=l74tHP<CBrN@z|t zpiaBE;XNl6U7JGiR*$FLY4d?y7fSygCIBvSOn>YHPm_I(X>;d9r>D+e4Iy0XwS|yd z%OrRk;l}}XDi0jsev<_&pSZ3f%=7;Vuez(*VWyZls`3}-M^tB}K-A9ON@;E~n?_2~ zzveTk6K!k^0EO5Sn!|ZKt_)hdfT*<+wJEi4020X_nB*)3l6EWXCLo0Mw=n$j<4ERR z@S0=Tg$-L4f3E#DjXmjBHHfELaEDGj^&xPyGbU7KQrCh3QnR7@rM2-;z44bwPA1$*W9=IBw=C1I}*6_oxBly+c*u`z0KvAPn8?X z22yic!xi_IUFZUq*|y$F@)vK65Q5_DoAGHqtz@jB+1fhDw$8X>7k&h!5+VqjG0ub0 zkMgp2=qiJ@EfzyN_s7w?Cn}TNrYx4yTK2HEUY+CH${ts=f%47;h3dTl#5Wm_zCa&Q z)Y+&*%%4<83=NNEB%M6!>HN zU0$fyuS!_-`0G3z-VZ158yl0V6c*GP?f<1pb+-#E@^RhslPIVB|IuC4S>z$aa^2lF z!k1VOO3)_H<#8pljF;E-P`u<}bkb3$9jnkU7g<>FyEBthIA~@B1`hoN9JK*?i`ctl zi_R1)=erY^$7w)jM%k5nT20aQ-jYqhS$X7vb-jpNS$G#6M~q|@c3k(r^cr;*v5-U) zb+)6ctl;yN}!olMz)k!ku1NtN4)pZ;o zf{#Fe4%d;Q_!F1T(xX7eV=S8U#EnTEq63-qRgJ;d>5x=3t);W|xSFdNhk=LxW&j5n zz!D-nFTV>7-hMJWvR0q)S^BWY>Llc;d2`OdVsG*_Df40v>a2&NV5!nK3l9{NfrK?? z0hP)5sFwqZQyAQO-+*^7wvar%%X_D?W#`EwqlJ=$|TP0&%15DuhC`-SbnSsgDun^5tV3)nz> z22v{pzvJPfIewwYm8K~D2&N0lWMt;S+!ODa+1CzAS^9b%JGJfj$0#KLo>R($47tCq ztFizKH~3CkbZQT7FM07;M;@A;?h>(>$-aZ>TH2K6&AEdM5+n^^r;+p0o|(YDUxn3EJLFuYPL``1Vy9RuxJQE0Xz_)JdfIgEmXR*97u>d%|;?i3hus4ua*K^oD2|NQx zZRdCcAx~BHLY+UmG{w`l5-q+g@3LHZlNPZv8I2AO`NqK#r2|1|xdV4unh@mCz)hWD z*W%DsThspNZso~toER&XG>dO&gw6EL7$1v2o0QlQxm}udiw6B*UH1PfDM{9}G|aNq zy`JSNGW#o$D+`C9`pgM@{EMCpGkbUf!hG`MYfDaqzLW>F2jG`~YZ}_2D#JaRU%BOG zGiQeV29TGcbo#N?GqL`pt`Xsh`q$0&xHwAJ^{q~aQQy14{`IZ}I{-oGt|nRUpmglU z@8vZ9o7)C7J>l3c<|h$m9_}e6Vsdc4uy5?!$v)(Z=DIno0)m;-iao&PhBff-Jz zpQRDzc_;Y3?P&9Dx3la02Mtsg;i;vj#6*kB$o-q1AO^Fa*4`4amtZ`KfDm&KPK~) zo|PI(xaXiWBB_uD#V76%JviK?{!=9$+@0Jc`lO}&I;HhKD)BRG8Kr{yk=tL9q4j_q z>ZRjp+NITpgPN2~*qT%3DMvohR(WOO-FsF5BN-QgKJ4z~i)P<6J}z;?-W})ksF4X( zIeD()5h$R;3G8kDp%zKCJkwKFbK`(?H>605A(cL$*OGS4Wswq$4)pNzdZBsGM_y|8 z8BeVi>Eit>VF1eyJ(Dx#s_m6h8ajNMO!E#1XrzIzQCz-WxHkp@cHk{ZMY=~uhRga@ z=(km#CL+21)%|aPGZ#UC|0y|3#a=p`(uO(ZcPIOck`J30yNt|gAt zu*Biaw+E~R!Y3}lC{?2o0r}nFo7y+vcAIZD=0?UHVt%N|fU;xl`WDzr{NsXW--m1^ zXDpcw$t@U}iQ8~}nGfu_P6>>tt?%Ac=mtES^M&SI=ZY~a0eO^Xt}O>skTg`Xc=1Dc zrsj^e9ze3@^>iENKwm(P<(}a@d9xLH3}8%O;0w`J_*n`-4N~A~^z=y~|6MK3?w(T9 zr~#esmV|j}XujCn_Xs_H@W~p0FLJGyY3hAcabdK!&qD13zI+CLLGi=C>!qSMt@t9X z&*)Zr)mJT`D1s8n=Ggw%S$UTAg*xg4mDEK?R|72SDbDmu%TL^lKfr+CQ<{eqsLjRI z$i#hy$glP1_P9z5Je(d|$gN&KzjmWQ!9+ozEi$S3Jz7zdO<*q;+0c3oYGBn0wcV^r zgrYHAL1jp%pXO7rvT2QA9P~$PwVRE|rD>;0I+1aj8Th2gU-*0m%o6hpNYShN|L7>I zOBw!TXR5TWIK&trFZbP?9cDYm_;0dL^`H+!z1twGX>{AJSi`-$kU(B$>4hPmUbbd1 zh(Qf;5@eOZ?rehX;^~JZs+YX3MqVF(^)Uu6BtR5jJJ|_WaOt!WwmoSFA#z)ukdzav7FD z?JVK%ysBNrBB3!Cs8nv{(KI4jl= zC=0)P@O%N-s-a+}k9dS`STs+hejIW1|FxQORyei+>hwU>Erb;D7-%N8BE>{`R?WRp z8B&tv5H}HUa=jO2d}J4SNB^(A=kDj{DTT5b9M|XB*X5zu1Fp6(o*^s6NGPUPBk^s=K=2PL347k`?)jH_h924TE?2Be_6W#EVtRpk zIHtdYs@!OT2f`hdq%%R?9k7;9v~rew zx@G?n+a~6fuW8cH%4AyWLE|({EZ^s^JgCzXt|E#%Y|tk)b^fv#y%Rv5WxZ+sVrt-chQy8g3l*MA~@xTaD zWP4~jwN?1kaO|8#Q0MDi@PSjY`P4>=P8K8*ejQWxj1?FN5xB84d1A^s|m#6@MTlBl2pcv7Gm3r)oj1ZA=Gd|H|HAp zz4urzW&+VI{+GYhg~`tpuXeI82?9@1PM6ch(3cxW? ze!NR3=-0H2O|nZz4b5f^l-a**>;6hC{lg2hh>k5w+|1;_&m`{J%Ck1#wVq}-IvG=_ zF34n@W2a9c@MK%K)cPpYO~AGwO@TwwbN%mgar`Oyd@szcA?|}5mBxTQUo@!{&7tV& ztZZoHvAC1CC(Wi`IbO)l<3|i9bRy|Cu-;ME&u9ok@FBvSC{OJCw%s!-m}sEXWAS3< zBdpG!uT9N52K@%sevp9gt|y1_&tK41&_z{SrH6@J`7v|9 zVm#ayvpmRAH0yd$!4CS0qbV&T zI$Ke&%*hNs`bodi0@NRXv6rzNW1YcY{KWtrv^Esb(Q^gFz1cP=Qgb`T;>@`pkrN>G zm~}Jw7z_DFP1pggWMG5(K{r_KmRfjrhEkfd$;zjr7q^mZ7$;H3dS%>q=d!3e9?BqW z%<)&P*SOIpb&AmC3Z*lMjg|53j|7DrBhJDRR!yLzfsh}w#~|Y|7IU$Pu;ir@Qpl-D z?m#PMeUILsvz*v@l;F*WiD{p|OwK=a-b%M_cNuX>(?xE*oIS>RCmvg%AF*7Tl89sS z=XCPQxZPn;mP}24HeW@8S2%P8lut zc0|Lc;5qF}A)(uV1q|7azuq7EW5_{tD2e&B`@!J^1B|T(F-Gvol5!WYVQ+fXa{OPl z3W{*?-TDS-lXFDb9#TUhonndE?(=v7g2{RCLSN8=`H>4rAamAUt-p=ZI-Q~1n+!=F zcR8=MMzh7dm!+Y{Sc5Y9V~I@8SsWE~Cce2#3g;-DIfQr-otrJKfpP?m--Gkpns`1V zwkp)t+rQ`rUDbTX)Kr~+)O`=A+{5y4xm2R=EgmOmy(JE#MVULVix)CQ6u!!feF;t< zA&{XJ-aEyhlrossBiTsTPd_PsdR{R#SJdJ^EE4is(}2a;l}1ufZ-Ryegs7h0-;{Qu zxcszy9D-`H87FD%Vmo1VLc>+Zvk&VQKd6INBy;H&>vwQ6Fa0=;>I{1BfC-wuu;DW= z>|tlLx*05G$9D1^I=yIMUO)gKB~EHMzYXJ0MIQkea@IV*eWuK+`cnGw)UgA8De=<< zQQ&9n*X%#iPnhK_T`$DO+NO8}3mwAg^Vm1o;WV|^U8*OO{+v+1kM~u$Xa6MS!77|a zAKY8~VC+psD4sTah~4=9yu?>?d2nj+Wtx3Y&>nz!19i9t@z15^qh|%r%THH3hq^20 zf$#Qn3E=}>P#QYvMG*U0oZlv+=-9Q3AfC`Tzb&Sc{T(;XAQT~#0<6BAUrzUF9^|YH z(1s)zW-+OtRV^ZPw&S(KpVu{IPWW9h>HT&Gf) z)}MmKjIW4}UK!&j_xx^WI2q0P?TD_P@w=aw4eDiJVYi`XtPEN96=R)ROTI?3-|dv= zV8SB=l~*1ys6}i-5n3(GqGVlT_QOb2os5&74Q`+eA32WA*}07su*_arUzg~9v{(e5 zIp{io#@iKcli{2_*PnCN&VjR%;aESw#6Nct{`E8s*>P|P3TrJ7__Wr|{|5dfxY~M#LkrPnyJx|>xu>){*{V`Q#muct#@Jr=2^xY71$EI*A;i9 z+6x1Fk@On0g^ie9S}Odv71I?O*GX}cu;dTrMX`uz^PIE%v6IPo;<&eOXba<(I#C!4 z?=(~}X`@K}bS^E_7pplUf}FE;2h3SM_ZnX&Eu$7^QoFBoR=97mNDl15oE@vFtf$;o z7nL+jpiEcWZ&$c`93t9n3auJDjdOn)*o*S9rY+=U%&pUG=`&OwQm^dvq_bBpMyC~d z7;ROVlwvRLOhHwk%_N8z?iqja_QLSz6r2depeEHWveytz9SY?v3aaj2>sgRO3Q`g&$ zMyKsfaY5sfJc`S(TXn%wLt%A6$?eb>6L#T-ma<{^y@j&26B${_2mG&Cix=Loj7tpV z1*w-B%Hf`_|5;PKa~AqcJnfjEhUQY`>hI<#Jx+<5`Ntf8FQz@|FMyBw{dEXTWu64~ogS}Z&i(ozW!C9Tlt{$K>H?j+I;n+Q@EB9WSA4SaElt^hudM{6!xpe~nFK==WK$0& zX3E7d;I3cH5GUfrM9~!0uP(rMA23r68>{wEZq{k0AY0nEFDZy?SwwSbRk>0VInIE~ z?Myj-N1KskU5~VGlP*%F@)<*{<*+*Eibi~GxIP(UG~9#`WjR^Z0(lWlDwdH$4pk%tJ-7M%V7Q?3z?7L#VFORfaN)&UC8PL3BDbF2%p4 zaD9J%g>k3dT3E8!8)^-hp0Lr9pwFNt@cBtX&Z(nF-+kDW<4rQ0DZ*lgVIbqB(bAQX zWU<%f7BfA;3bmx8s5&g(oYUR>Se^4$)wU$xVu8U_=Fx*fc&oFOV_^R>bpc!*&pFEf ze5CuZ-}<|o>$;5p`G%e#i!9A*Yb%R{TD-j~lE*%$fGl=>Ji*k|Y0*P1vd9`YV9Sw& zdZtsR&W}a~4;{**$cDo0(Qb8G2!6p;vxhdou7B z{oel3f1}2PL)wKXbn~za9lQV7jnYK#lJ@9AHv+&k_HP zva0m<+Ea$_6tA(xki1~d$gpz$_^yPJvXC^`IDJrJS`ej2(Im2OHe#x*r{e6+Y2TZnG^9XOl;z zsF$nVS0mYfGM&MX_r$mx`C$u)ip%_JuV+H=^wuehR$$`{z8QqqEzKG)!I9f6MR}66 zvNpXw8c=NvpE0h9Di=%{L*C)hd?V-o*ZpLcSMQ=6J(_-<(g+m`)ca9*LH`k#j|yfv zDzv|#^|7Gc>vj)gX`9SL%XXRrq{jC2dq!4E3jTx)ef;}mbaC%%Ca_>Ql`IHbGBSYV zjV$SQJfWCjzodj;uR`Zupr7SMMjJ? z`<3n$#o6kYtNn^$c_gldn)rBWzUK2GQ~P;rP)L62FU-M~af zRDTaU77!hA08(IC&}fg`)e$ScWnGQ07{gh!);;9A$(rjI!we~5XSp)x8j$!EthzQz zOSn;vzNynLzXDm22t?4rZpo+tNyc__IHU0|kMVHN8^BHNs#{0XMdAG|hRfeWmF6aD z;$ZXAgWCIR4BV`61K8>E(MT1EOUk9*h0j$0S1`sXFCn=A?k%6{vX(#<6XVyk3v=)x zh4wYm&+SwVurNw8E>9MDHgUwgEP8>iwY@$9R z>2KWH$qi*KmFI_Vmk?0g8Xp?DBmm? z%Cz^23(yzPVC+6?+AW4<{{7DK8UE@5389$8bK*cg{a@VAJzgJ34^ePoO9)`!LJ4m6 zmDtUR7mg-Y5=xp;@9BnSoz4GT zKj*yqzM~78#xT41Df$>$L@$`#E}>Sg6bDu9*`9KcwwtMNLfa>GHF)ykF5!-=kDaDc z@Cs3AN=w$xmE&)%hfEg4^`b5hni1AXc}{0D{MzJJ5z^%zH|WZPg*kGHPefn*%=w$e zFiF4`-Hhf~k?8yY=e8SiV=cP>NxMWZXE<7NBW#a)7&y@ZKTM*qX;f<$z!iG8`@10_ z7`AuANjZ(RSnM_}E<$(I>ov+xYTs|QIz8wXWra?#RJL=bfj~yYq-0#JX z{668Ot1IL{7tiPF@s4=Mp-PHC`nd8_8%t9F&Js7kfDVefOp_XS(RTRRDF^VB|A4lb zGK_<(H(l2T-s=(`=bm1J*FJi(@2;>^E@+s*P~iSFg*Fa<+uq}A`AVFk?wINwgO?az zuJripa+0mUc%ik*N(Uw&({6H0iKsN8hJ79S{ZHmut`dzm`Zq)BxS}`)EF!>kM{p3+ zo%Wg52Bb;(o>e#;yi2=26P4@@r5mTenzvlE)#ZSv-9gLNlM`4~3gt)+j;h_jVwObj z`2fK%F^w+J(_hcDkd7s7yMuS!$ARNgaMWa!tva4q#>F>G@M6AVU2@rfybEk8ewE(m zp?OO2u@*VX)j@FDK281miUd3s$nYYyz6bUt1JgrKgyXHNIo? zbB2e>5yM8a zH7ag-ZX9ZCWd~`E&5w4qKmax)YQ7g_0KN5)i*umN(dP`aFu~mY;jW+_DWHcNfT5(P zpr>tt>tgIUu~0c0U)2u*!bMxGqFK|N&6ZOoX`NhqI`U|)WTP4qVa-TIn|%)0b;{5K zLs=NOV1JL>z%}`0SYGqNX`d(gHxNS(B&^n;AA5ny^7!LS3{@PK4y1iE_0r7YsBziB z?IG7KXlfhqJ$r%_QLCzn*oV^O_3(qRp0uW}_F%3zfS-|{$1IvSvUfaRXS~VaTak~!q?fhqpAT7j z-7TMYyS8vQunHywhoLx482y?CU_J@uT0J=PDMc49-k#?ATdvCKCY{H|9FUbJ8^UHhqSMM7bP}u_uQ*Oqt#_0~4=}jlr^F&c{C;b6- z#bGmA?465{Bun9K>GlDPIzrM`p#bW3z}HF-qx>&d*G0tWxs!E88PT(z)j z(x}pS*-djF@U`fO!|SY-eo>AROGhPG?+oYKe`paIpN-q8G}!JzK)bp%&^Rwq-EuwR z?&yymqw{kU;u6uB7m8F-o+PWOPOS9lGbK>XG#@+~gJ^ zXKXQzb2m#=RhOkesAZs~?_i8yEqo$nI7Vdy94&HcT<=-h+ln;sn`t2Gsfj$-fa{Y8 z_6pf|SBuO80OsI?24-rfI~{5fSj;+k!~VNo!xcJ!Zn;jXE%PY4wsfy}HUBi9*eu0- zw3_;hTJcps1p4h<52@K-@-U>Qlr2?{@dY{jX9pSMRgK)aniS!kAC{Ru2JwO=KdJ zfkj=Al9MKt2gVgw=T3}*qacd=qJ%paW2Tkn+0)Rzgu@6?W+V%Tg^TYdk9w2eg5s0@ zMku+CkvO9vhsMJ_++AR3&W3Apz$J_m!Z@J%8%_yMJbM@_8TNBIGVY%P?Znit#ktf$ zy}uVCzOo7A>#u#IxO1&|HKKy_8J>a&wKQv|srs8CLj8LRrqd9^{ulFA-+x6Wyo-@K zB^I1xNaER?W`<|buq1V~<(PwiOTS7Q(|GMFhHSFfor03E2M{M}bxtubJ3wZIW7i2$ z<_-~oxUSB)Zsz2wmr*x~m~Y0osgSKiDAd*|t7hItLrGY6qks7z_EEBrVlNcnL5N#_ zbVo)=te^S?wfPFT;Ps$81t~K`)!9>$^J6W#NJO`MZ*>WpRwaDTWD)poNp1pL|0M&N zdxYwSo!EcYf>)wVlj=yGxDquR3JsPPQ)n)x6aj!@5<3Ik^oG)toly>T4qs{~VlrNuC~&~6+Z&O1W|k-8cA2w>{W z!BqO?G^LYCPr4z4+XeWFa1?nqlfC(n7Q}8VGT`DLgMH5_Hn5EyCimq`A>d?Vyf4nV z*XcpDsYMkpJKl)GFBX=OkMVO4;VrNF$n*xQtYDva{+9>`(Yp2SD|ygOum)|>N%xDV zNcNmF)K{~iYtf$gq!hyZax6aRzf0CaQCF`eONPe%#h;x~LBM23zZKKgy@r+hKRz0D zD$QgclcO4*T+?nSGp<;s7{pr=f6y|mB~`9AW+nrhQ7;1F z&dNQ^Zh3NG$+7%-pLyoJc5oU=|El{S^xKk%;yS^030FgMLJ|FUrYjAJ+(~^V+lnnZ znlGF(Yt%yYoPE2LYjCazuaFBj_Fi#?2bu4acv2aQ0xn~r9`%Bi1&Nw8HeXIXI z1juA|fd5Q%ZyLJe3B`?ymP%qsG<2Jot%1t8MuhnpeL-+bq?%F21G1YrCT^tOG+Ps~3qrz+_gLNGa zIMuYTl(H~?4Yf2MprchSyLe&^=iq@%(`(54*h%-7kV+ZUSHe;0Y5@W9Etmu0Gzm>= z9&%YhI=$>KJ%(%Wntf+^WG2bj(JF323x^iKg>%V)X62M!-5EB7m0(_sD7qo$^Wc6q zP5D{!WPkLZA|M7%j3ephI||O(WR1c9dW-7yp5Snrl>BTy7A~+sFJIZWfGcerZmD@+ zAJQ%Fn&~V8U)BOYJ-SDVwT|1k9$)byT`D6zMA8Q`J#^t64LRaWRHThm(7KLi+LQIl ztI=88fussKG!|-~XMILUQEUh!>3^29E7jq*ePoYkmm6(M<5Y5$ej>aWUR7LcX< z5>m>83gVc28;nUvlKU@xwy3cvrF3*#EKh)s2~Lq>micKU=!=y$7QHjt5h5uLfZsug z42)oBH)B~zrpb)wg!(bX>dr=A6s6zaaY_fu0@{LDeD6A_HUzwB9et23nq zc0eq9g~B|x>;;Z05k0J2lEvV=Ew;X3Zw7A!Q4z261hN&+H84mZ%L;b8WvwiTaERJF zPK2I+l~&({h{jp>lqD`WwUEu4({p4{OfZe}V28JtyEN7%Q#n9BBqmS_D=iENwSM7= zhdHb{MMC)dUKlMVwU_-v?2U*bVkuqqEZ_CNvG-Ch1D882rbwv?V9?>h-~$lm7p=I) z!inzI)9XP11UKYh^3dCTbU0EWMK%yiq(FwcsZN6UXQq8iBD_B;j_??=f>-@9P<_ko zX2cy3?qOAt4&Qkhq+&C1_8(fC>_2B~TG-^?CGN;R?$yS-{j{%tf091nQ=rN)nMgae*Lp)7mn zNTQ|OaLZ&;*)J`RvHhhyGi0)RIhxZ8RFazSqVUZ!cG@?XdF|sd`3`E;%93Z2Cq!B(H&b&`|6SeTCT1V=t<=$FN2yrCk)moxBJ+sThOfQ;(Ds zP9;e0O@`TdmS{2y1Kh+jzGoo*|N17~POD9WcE*HG$liOt&v8L-53|tw8@86E8Ul-P z4iJH?_G<|mVx!cX+E|?2=tjydOh~$TUPt0_lNdI#?3M@4@u*W|EPv7wXW@Q;m5abH zZoIsr`Sy9|p$`6qH&JyKfPg+kF28)*PgW~WTB9~NSx z(2T66PWBINluXy@>MU0f5F6?zf~3)ae7H2X0SARK^e=mMXJw?QPw+5Sl)sJZ;!_Au9X^g(k!r9|3yfmk|B#*~ zCzOyY$6i8vrB5Ms6#_gttLk#J3;O8na!(T+in@HSAidO4Iz~B4wQw<)%24T5RQy%o zD{jDt6bbo7Ob_M}SMR8f`RkT$Pp`-L(=1bR&momf`gZ0?JnwWu(0)A&o;IALSi}Rj zCw9+A&9-mGxX?fpX>--9hwguWv>Ia2IgdTyE^@T#_EK5TJCc1;x&B;-w)ohTz&Y#k zH!p0aeIf6p6201|+sfGdu8Ih^XcF^Zc`P6ex8oe1W>Fq7H6tH$4dB}K9IHVCg`t;(Z`S!C3vEdJ zZM4C8cIe6enu!(C#wBu`qZR0n)pS55gO`|^FJ*)+Dyfjkszv07ZXktbUmV)%m_A^6 z;$BKHyx&UCNIx?+bao+^KhHSEVW!)i(=YB3SfgnwA*)=|S5;mSCy&PUm1SLt&q$19 zCrz*S8roVD3lMBflVZG?TeS5l7X$Ud#3^R|jdBmDPD%R4@qY1Cn0i7fnuBJ>Yl2n#`VETYU=SrKC6o%^CaP}^_E!(BO5<>d>%Ma9j2mYBz03S9TsW#`BfA^fo z!##^H!i{1t!fo&xs+kW!PPn|SM+;g{krG;Jyn<$2cRqkC_B2&vL}#?#(JE-fK}-qP zP%6zA2Zv+Z;fJd);BB9q*n>6^j0ej zD&DZ$7B_NU-;1BnN(}R``U8)dX>0)|ITuhw?VJW*MJeQA!PFT_SbZ={8BgQHdj}i$ zN8Ytr-xx;WPry1j3!HfW3;RFC9*e7Sx*HRI>si?@BLYp*M5oT`5;hEOIuK|QzxtZi zHxntHnHswh166ggDqcG6RPbxRg=ZSq3ho)ilEeruFSFVVyDzDEfpWntWuqfH=d)JG8pZ}G zxRAG3sc`$pc2tSEh1)O91{c_HYSC=H^h#U9v-e`%Q&>a3oc}4foDjQosYIVbr9iQ|uOgF{Zi?7dFGp&wnz6O$f+$Z9d zg_|cLkA-x3FX&P8Gv;h(^j&_2p^dN-@k_Hq%Q=5nv~%G3aREv$quw>?%_~5VxQ#Df za(NErOv9X#9PVrQG91;jd}J&%)h2Bj36W|@E%UqV;eZdncFMlttv~lAw@&BINbt+O zcKWAYRj+@L2cMJ{;7+Yv^A@|!9k&K@-yGq2UBK`r_{4qux*)VR_oMeG2V2n}lWihh z+7FLSZ8zLa6h3t_%25w~pct|yr+~jrhWapdi=iDIF|=-%Y!~qr&ZpC_U2YSlYX;{> zJqF;jq*8q2OQ7+!uFsU?H*Y%UP9?Ss-zrGL5m7A`e@1Dxqx{?Vqph)11SF>xc(ebl z(Nl(86S*@X$c3wLyX`aLzWw~9nOb4NdbDH|PP`x%8CM|{AX>NnD$tA*?pH;NaWJj2 zzaYl3A$Co200hGBAicET~qneiDcx9D}5zv`5#FWQRE@UH><;A2~itn07#+HpS{72PB*%*CLOI$o*1N7f69$??zQzq8eWEqpGLV#Mnan@ z{6~56{B4i1@(e6bdnr|%%QcYCW$-W;h1-YTy>yFH!EgSad>$i)sr3!-U@=^`F8r0* zL>U{jg1<#b0Z^Mz{E#0G?0OOJiq7bd79k*|E2d<&m8J`|Hj*V9kFS{H1?nllaD9im@{Q7GaCe9}%i^<>pzk~H zHUy?-T%d>j6#Me@6meH&yXQ|{#!2#$cLED*jG$1)!M=GYjnL_sofz86dJG$LG8ZB! zyiU0>r9dh95jO{;k7U7FD<(H^^61yyp#{?{n@N09S3-z2)9$cSTKjCIsI2T4|cx3SI35WXjcQ;K6>~ zRw5+p;F-M$qW0~!ux$*nX0=^T6J}jj-lctr^^KRnZe3YBJZ@-5b}EM5%kk&9X$=$t zfuM`xZiyhyaP;`bPpWQnN24ys}PU8c(FgN_Ygia9hgs1lIm24q9w9JYru{AEJ{WFe0se+-$VmB>by4L%4dhvyCN zhsOw$L>aR0@HP2eI7N8AM5_%M!rtd!?99_+?NZR0N9)II@PPtA6XVet5E#_tOqX!v znkJV#7p^2+Ol}f=BnKa|{eBwke<9pdCmPJ_j)c zfi_hHzdiKUVKU3-Q`pwNf)+4NjkQSd9*&?2srcy$h~kK-nLhlE6o#WG#wn;30m!S3 zDvDv@6TWGO0Jw7jQj^|CS+^ngLXSD=zssPL<$$ABHzWuM8|IPbfS&c5FoKx>rMw7O zUtM(Z_%WL&D;i2O_RM+sPLroyJ@O<2fQ(v7Nk?0hRHIJ;YZ0V2>#;%eeI%Zv4Tg{n zFWcJEJ|i6Dgfyx2`u7F?tcA$yHp6Z@7uDsLA}~yLDE7l7FxzzPb}FdNw(G%b@sooK z$OLyUc5vSJ3!Mn*GPLOg-Qk3`QkziFOS)PW@1c}WkwIgD(7)6CDlO>fxiiXLT2a`H zui%r6EI5XAHxM+q&}KB?DnoJ3celpNHj`n(X<)3`Sn3`K5;Y<4w$dN&v3K32s9MDUi6G84CKqd*P z>-QN+nbg>(g-Ea?m3$gJM+>(#@oj-LiDm^h5ggM(tg(%zlBX%aiB`!hCf9w<)Gv+h zOFZ)FVB!|&gS4wYQLG9Yn1!1 zXOx0cR@*atQViv$A^vLY#kExRdcek?Y-n)1hav*zTe#FecA^9aovFtb{~O={DgJbl zq%YhNa{O^+lvte@dzfw-7^h0ba}y|K6~k)FxhdCb~PU@PkafkSq!`Us&S65?|Q z(5F(jQ5ls;T&5=-yVMZEnqpXk_Y_3yJn0++Uspf%jmk3*XEK_7yiUD-fsz}9WaeLLq6uTX0{dC9~0^VEIwZ?#1+U*!iGPe|fipCukAN0Z|1i5(5q=)RTt--OKx1346#0)MvM$nYN2ON;~9)vbFER-4}Uq6{ozr0<9sK{`wQMraWU^ z+bwl+^BZfgs8bgnU~96$iaIv9TVSW2k*aIWtHyCI*F*>y<#M@Dz2H9Fb?ouT31GL~ zVxcMpJ!Crof+qAH@De~e<-0@{9)HRFIN;>YBsA>U+=57Ef4TX)6zu_O)46oe2GXUv zs3e(G*BV}V+51WH7M>7*k*`h&PlUJXZHemO72%gU+Jns!#Arvk1t6~Fc&rNnbb;A4 zEZHpBhMj=0X65gvwGuAn!I$Upgf_do({?&m(m0nZ6ILmI*AjsBSYd1W@Eu~&>&?Gj{wHG@gIqVU>X ze#PN+EnZS(atn0d(9coU6Kg)L?Xgc%gky7Pd*NR;@7AbBtPdpJ6b3+gI`N_*C#g0# z=PEBXlEYucLWe8Phr*gFfj3&Afo`Njr%Yr8!%T3Q{|rdzj=7wKB*efHN+4YWb0d=X z`u?XSN=Uj$%FoN-@P=^Y@EjT}$c7o~XNBR9^Hg|A*5)&Q>Hku>2ke|(7Opa6=r@h;r^`95@K+P)^V4g>GW{V3qX3=J!EE&|+NuplW3VUM zzoG3$%J+@_n;sR*l}}=;L-e@lUC@>21Uri2xtXy*30GP@_l@W#B(}3_mp=W1QamHE z-QG%Q!M~Kj*v>AAE~9g6>V7fyiSMa~YRK=O zslE2EMJTX*=zoktu^WjXf3rogFUASk{)nqu$z@*R#7Yj_Z1ntvvNxNrYx4f$qjOSJ zd640+F3j)ENS31~(R2&cUDXJlVystrp!2lzKIb_2PaZYD3@c{UEKvG%93+1~9Yq9Sdh9S_%bXNq{H{65|uO zi1=|oEuImtG2HRFf5e8cf)d|MXL-E1nAf^R22i_LE4BC!@JCFnm6o7c<_t z-WYJ_mFMgky%VEN{4JAVt&m!T{o~osdR^c%d|hooSfKhWT0(>cU~H{RvVizr?i#)s z717YvS;sAgs-rSlr(jnLSn3vA1?e&{9J|D8K1cb706=E{lLuGo2G`H^XyR1-P_=wH zUvn0J2fd+HC2U2y!l}!)H=l zK#k;(I05>uVbbI^2Ydn;4c;!JVhfjNh{v2<&|F&mP$vP>>hOEa$9Hh~pTdKUCcj7U zMT*V%m^jNsTo(QQX@};na3%g4ti9SBW{SU>wG8Z#(w$BhztD#9m}wJ7ZSWaB>_R=~ zaqJ56Rgx*%W-Nj|&T$V1-0fP7AN}Xm8}kYIQp{}?`hiP-c6U3S|Ex+fu)Wyt4Q7a# zsqkQU8m=RG3&0PIS%zJyJ00`@F**=cB_y~7nO8Hwk%9lMia=EGHjk3@K@))hH+w0T z56Jd+!GeMsb^BSnz>55%B30^ioo{Eu2J%&MAVi4#CnF?JbhnU&ziPqi#Yx)VLe}Xc z2}RM-!~q(y9=?ZOtU=F)DTzi*7CRg@QZVfQ*J}P97KL>akqD#9LA<#!5RM12Ug9ts zYLQPyxB-@jxFHpxNjUlZYsgD&%zqfIsy&RoAfk1n%Yi8#ZRR6q`zwMIw@QHDmhayH z7zsYlU<0=&O$;jOC79zn%SVaL^yvYlo%0j!h28j;dDXjIg z%VhS>&N_*f*w9b#-1?hhMq|7X#KV{TDvEFz$Uc-_v*fTTiJrlleoHQd)f{~@Sa)c@ z!S3Cl^_o-*RqE;tVI0gKbM@P~j^aNgOpL1P1JcPX?ClOE`{d)1VD=0P;^C1khui*K$)<$>SOVlV?f)a)qs%L7c&F$p77{`p0K%0ey@ApoL zUTHzl-*2NFTkv~%2@-k#%BbYX$D-X5C$O635}n+iELz?Czk5Ug(!V9h;=L)+Fj~kk zF~SmW_TdgKP)@C(Q<|0H0Ov>L6?n&<+C`E)KZYt`saZHjGl(TOP9BVcLarljKc8c3(se;1NdO)Cq;w@7n?#BL;XY@|D^4tHh< zaRbl=g1_)|)DitqIfJFp#OkS8= z=Mfpb>?rvgl8T89afJUnrUWeehd-9BZorfLelx*XD8HL6a`U&?P^bCpI&+sH)oB5* zR14)_l%RDR#*a47)_xcAl2Vec0m34VS}9`n88^v`tSw3ge^slb z$k(;8$aNj(o&JWs2>jM25_^0(3I6Kf_UgYg0YG;jECfX7I$2z5urThrXpvCk#cqNR zg98L#X|@#@0ag7;e%=sczga)T3wO^6xBBJD5B9vPsV^396vwf=&e!u959l#krFJ`o zo%cc#oPh^_0a7SZ&zy{N5Jky3Xj{H<)(bcQtKH-RQ8LKK8iBi0j~Q7zGd(&xa1HNt zw>FSvy{7|WacYhnDzU}VMOyQ|@UYsVk80snlPmJ|#7rJR%6r01tpq6@{Q4;7R5R{& z>0OUR6@)_<`VWi9k+X#U5tphQ2q+Z#BJUhQGXjbnN+S1pZS?DqlcJpf{Ug&y^EKC! z!H{%WG>YfItlNmjyU1Jb68=1=>6YkirUliBktGM6xlSz1kNrDq_Fq3M%z4Zc&#BUT z7@C~QpTXAmnk38MC)zNV0=6#yPmWfnn1UuA!QEpmF6$Nz#5T4OssEhDBpDP3JT;Vk zx@&`-Rn%)B5t)q+hmehMCk|v$8n6tC2*(G!s~yhYt{-K^HGIWZI|A_y> z!)+`6{aXGzQ8$EYQXe6}#k4z4qybWMX`C&IL9cHk!F3Vl505L(LuCdFPVGy!bxX7d z>&J*4y5#_=#`I_=kX{3gEXJaLe6e(2h**40r+g0ku8|Iw$P%wdV4bGZP_XNJIKQ3O zebq8in@`?&FHlzbCXWYjJu*ErD;@wNqf8Y7AG=3^0*QQ07-xMkVKQ*~TXZ%{Z?V`m zG;=o(%NP(NY@2PsflI(%?`QD@L?vP3@Ql7=YefKo8b^)ek5off%>$^IdaXz(3VmEm zQZ92kRY0a`kCH%2g+VUOE{m~fMXht=c!b|iuM6hqX6!4_{S~|A>t^nYDOqj9IU|>y zr>)E&IwT)5wqt{Bm{zwuq<~8Wr+$nf$6vN@xfXKdA~T|FLx8;#2McQKe7#^H9lbNy zxCfzXd=>Zcn*gBbOS~k6r0Rz!0ngS>gfju)kSonZ%#Al%hwP-pxH z+&FKbl=7Ia5#7EN6nJ|E;NxcT?Rv3VlkCTf*5B~Q}7#YljPHLwn_C$RX$na#A+Wn#*GZ@U($nV-6srsNOsR1WyD#E7nHith4k_3D#o^Vq%3(W@D_*d}E&w(htv@2LhXW#$2EFr5j zb=9?q4@u*%{z?lw1=v)pf6bQXSXM=Uz3{!qF7k>k@7`1G4nzBHe!ZA8*o z2X2?AwU&38mcn2BDxf{&NlbNbA$U^5dh3!$bJfBL5@7)6qFSICqm%tNWJz z2K;<~t;px|-0B059m;cxxLJAge3?PW@_5ak_FV8Zo!0ss=W~1f^i+DjQTmANedE>t z94seoj69uCeLwiL-tsWn+CT?IY4XJUI3(-kvzhSA=h^0p-~{;gs29xBd2;-d$#g>V zGrLdab8r5ma_e2v^Suw(K*;%k&vQtn<#)4oQ?p-sS1Z6sheJk!QO1t@Haw)zarL^}lqANh35nEHnJ4}RWu zd&azBRn&X5{~@kx8mKok;) zzq#7B;l#^|@zEZ1%ay#riGJ#!>-bD~M&OK2-k$1nZU}Sm7IBOJB;n4-A@W(P#Y=bNDzGE$ob-z+ zdJOwx!^6mP;q#TxE&o&8$g}c1IyDh&$KSmK2*^2Lzm|<%wjBj`rgijkWmxMQZ?YW#9dCq6;vZ>QQamL;dx>L>ePHz<=l36j; zxH~8ZYfo-45Pxv#<70fcf14r{)x@g*p2?PRvp9@YQI$wtNE4pVDOiDFihq3^v7<&Q zM*wTCU44V9V@q7)_sB3Uqu<$-ccfH#`ockl7>fiwe8GvP!ZJh z@w1ZZ!8%5!SeGt^QUxRxV@O*!^jnP%hOON6J=r*IQ+4YvsWQBJ!|}&?s4rJ7DEGA> zgT@Xb5WU9rG?~RKYv_R;+xM8N(_MZv8?CxgRB9iZJrPAJ5?(bth0Armu`Hoc6#qrI7{CL{131L4bGZF&V`2OB4QLt_Wv zXaD^o@Jhmp5uO9`Ed@S4`Y-l2hKk0Hn)F|UMYVzdMa?W7jqT}0E%hCZg^dkujEw1} zjjc@`zY;Pt^YOv|8@B5l^#+p?!z)1{7;Oh6$>Ghh>p@l}+rDl14X9VjL@-DHhbcnF z^lys)-<>dWu(13;yEz0Ndxpz;F|2wMIsv{G5kwY@h_uIHK?$S`+}%4`jer}pUAcA} zxjI*nGL1#pcqNfNFmg4|-l&Ht&Gg!b^c?;Po^7#X2R^m&Ov`EgVgBkMbZZ#9#zDiO znE1$B&rDyV4|7A5!N`}Dn>)Drdp`QU78q;Wiayx9NI#m7rsp)0$B zvE&Um2#(a%R{q^5O?pyrSj8tit$so$Jh>uNp6^j5z|(KU#;;zJ1`*11EfA(We7qT& z-@V{fhx_h#5LwKqdhj^*N?DGwWDW|^9=U9q&|KX~Lv;4@R2v_2G#PccinfN=Myt3q z)QIOXPOsiqatzl&ShF@c_Jbkr2;3Zj>ZrwJDle@1SASMJ5C!8kiK0PUMW~=bEr+N;M+sHLnGB z{M9cqBcXdP!BG-kbn|mMw6~^&Z~dK`Q6dbk{AfNX;4A+)(P<-fSLg{g@vK!<%`0kJ zM@WA6c1$*_@EWiCti{+NA=k-pQwjQWxwMH+I=r^`--;l#oH4D-SRoa$v)}E|#d1&) z$8|IlvFcpeuI*Fr3q2C+=$pDVX`tzi`c2(_4%gU}Um1muVqPVp7Vp^YDB8#>@f&oW zWdG?rVZGC!CS{vM`9_*MQ%*AqKR@94wb43#yja@3hfR03>GKDc25!`OIKQG?dM znz*C?Zx>JZUps1{&@t_Ai5`&{O{>H5A1AHxQRHmib;}oO&Ms8icv#LtHL02}FXG{Ha&=A* zOB9o!6INc0aRqY&ukmmVFNqer_{+&aI?d#%N|91>RSxOhw25kZvh@@Cdtc3bi=!Lk zXK{Gywzvc5L7H4_)x*Y%Xd{NA`gj9l8PovUMywk{Th{V2IvWD}udMmU(&;;Msdl1r zUVXjP77PSGuMoPjLwfe|UDD{hWQu7e=Xk+6GILrhYA$34nC>oGl`&jJ*j|es?|j+O zwnP3-IXbP@nfTSCOeMpa?~{3*T}qd3uwITS4 zJvb$6GGBFdOqVJ!q?T(2k)eBD7mh|rQpboGik4cl3dx=;NFqnBjSQihojFME-RnG^ zC-$F%o*LYRZiCG~u7RwBrb|!`wm6pte+es5JKJF`-n}7BIImV$=VUvaq~yVF3jB#t zT9FZbFkOhgvcAZy!uJgi&qdT1Pum|eCuMVVU7INoKYcN!>B z1F^k-*$z@ZwBLpl+_$@{p$D)JR3|VW3UgJ5<6oX2&B2|kzx%nXpxk7Cc>Y}fw=Q-H zQPnjkIZV)F;)JvCxUd>aRb#reTRC6qkk31`vU(nmukd4TffPIeZk)BqO>R}0W7RHV zzKQp5EoF^s#?-5p>ImZ_{^ujnY}NWJ-xRnlt^3YGf^@mml9yA2tO2ADEZr z{}1yrb8xW!znB*nVBXrx)Y3eMZ#jKEc%MG_y()jTj0W4=b|S#cdx&d9;*4F!(F@%XloLrP16YU0y$)DyeG z?RKEV`bgZxgBd4fN2njnH!Oyq7k;nVe=>wpH$FU6B*%uwNoz;^s=1|iJk}^XUgoFO z^`hM%wq?0CxOEh?BxTm1U5Wq0od#a!vn`Pgf0tg|opuKDu4*?4T=sKV=L}q57ZBQg zeF|=0-XgnFn#lp5>KxLh8vaa2#^x{ac8~v&I}5gR&aZLrP)y`q@0o6{c6&G)XCL6_ z(c=s+;>D; zp*3JPbI(S0erG_@PU_(=X}!@`XFK-VJ^omWP`YsMVpOgtsRsIr(onUbRs4~+omGME zZ`eveq~w0rTl^p(S`jX?A<_gjtrdDP#vdj?*f-s9Lo3n4K77}ys#@I|e z_dfVri~4$#gz`kuy%DhcpxrIkJglAe#`LM0hF|3u^Z;DeRxhWc_3vL4*Z&uLZyt_i z_x%lbCrYG28Iqw?l$j#QPzsSK^E?lgDN$yH5Hge@nUWzXDP)WiqRfQMNf|@tnRo5; zx(vCyzxVfe-sd@<_dSl^AD!1a_pqkD_THa!?Omlij7JU0INL9y6W^txz#orzY<&fyc~u3-ZVlD&`F zDD#dO6mqw0pNxF$Vk~-*Wvs@X2mW7c`A9MvpI>yFCF7!ZIhslB6rbs%D%bl#?5!7W7uz;n@TF>mlMi-t|gpy zuU46~%kf1r>$e*cZw6S0DwGQg)uQO~g$lzd^~>}R`MEz)n0S~sc~+^7N#M2!8<)|D z+`b{M+k(vdPc;`-8VQV;a_?Z_=q=>jp_veDbK<6b31MmH$<4#tO6hGM*SFMAif0{7 z-@h$dh>P&_y(+Rg^qouwrWF~YQm)()RABG$8<>(UoP49jWf@h|Q9P#idef*E zi9){i)(WoY-}Y4|Ia!TFUw++DqBr1jPt4T+_OIf14r!kfj~2HG^luAK$s4< zA=AJ&zam+YX11&kw+^!f>$km^JDTTW`LOBXiA0UBC5Ek^*jQ6f1ht(ZUw`k;Bi80G z#ix?Fhy~<20cIjdi5LQj!jA{13fYsG25-x)S5=8CHRLEee6Y8U`ThnSp4x{!U6NLE zTNUzuO2z8__(t&jsFf;PSz?mc9k-xdw+j^f0aDvvo<5bpa?exz`wiNl&jOmc`>K2- zwv#58eJrS~d*b~*z~7hua?T05aZ!bX3hxgKy(47jo?t(F$E|{$?wcPKyMN_h`p-Vb zQf_HR!192%y!fAj8x!@F&&ZmB;yASO3`BPiHP^jUCOs^^v0r_HXMB{MsHWKVbFz1tt| zY4oPn_%pCYvO4&`bf|qV8q)JKCC0N)ftTXz#VqB@G%KZ#aWoHqtpBvd@(!C3)3N9q z!BQ?nb)MX=oe}lJt|O-3IbwnmL!~welatP~7;I$@yJ|eD_P(x1Z2P`I)=Wt$mXW3% zW2_YO@0ZM)x^p;IYXs7B|;9b%Up8~vtc&qdd>{;lHK z??Nq{7k;(UZ7rOOMlHAXN7QAJ&RLWc%gxNwOtyYt9*4Zfih9>&Qshf z6N7O*_a7vd#D8|bT_}54d^CkpQFMFTapvZrzZxrU{%qcR%;QOq?axOSb{Vq^cQQA3 zjT9u*q`V$HD6KRe+a&GxI_z+|DZOD`iG=oH&xR(hXqt8G4HsM%>KY!WUhn6;RCVmq zgL5QqC60ZK)?+;~CWCy5A4s{gx0{pbSNQQHc=0!RmGpB-Uln>vY?LZ7(^xiQ%S$45 zNKZ2AUYW=QcOrl4zG(J0Y16hUoCz_$DrByXe#M3xHXbzYj?>fBdQfxn!DwOQ7$uiT z)zIsp{dFdrb#`wo{!SKXB;yl2&c=va`_4Wsrpx%1TIIfHue!Z zt313pTcvqZxh&mh^Yf5%HeS_bQ)v?HQQg-)55|A5vDzdj9EOGBUPKE1Dg&-1=ePnTz0tdGw1i?;-iQ#Sd&+Suhc7<~? z7JT;ckR+WyMOT$sqH^vpZD|qP%NpwH4=a0>u3rB5x}B%W|8A9^x)-pp+4n~oMAy+=Q(E0P*$ z?|P|o9a51=wBjLoaX(?S$L8yBdQ|nOklx>tbI+EGgEG_h$Jt4~f8=!jJbjZ%IX`VuGPu@X`&NbWj>049 z=|{xhUDmr%k;>bU`q0`posDrM&$pt6n=&FbmElNvOxiVzu8v0GQ2UQ3Ro{h|DU-wt zU&^YUBlD|KJg1hZN}F(Z{jgm8If*S2F5`sHnrfb&H2Ybh!W+ZVJhIbN?g^nBk(P7p z1RqP@gsiE}*hUkZZJSDdY4Kl}wckGZLj2^7ErlJd%*N!KUw+i7`f6;v_kQ&A_oC_= zqE3V5m4599X~MZV|_4c6^k%XmvSc-xcRPhxyP-*S>Uuf?K0{ z?4KJxS@g1=;_)54@!-sK3Y#T~l~rO-4bhj7#L3&&4wt^U-x(VnuV_G>XaD|)8~ctu z>o@C~&~)8*J4&d0l`UfHmeNyK8aX>%&U^6J4Ds7Mzr2T%(Wc+r(0B5jt6J}8p>x~E z?8|5Bn|~be3(I8OnPm4c$g{(6V$)rx$`>Z*YZvZjwbt)%B8aClZoH=ws+1?ew(FZ1gA;NRDZckZ;eVTjn!L|{g0JyABTaKt$Lqz_MMa~%<* z?AT+$uR#h)AJ^Hr1oDP*-SN@4Vl%&V$nK&=V&fY&4_)<-J`-NsTGdsDPJ2shX1hkF z@)FEmYPjjd+b3YG#Ie)am4?l(j?q~_Nz&ryx=NQag;Uo4Z=5#@?KyrS=lkgc5_wMp z8>WxHpr(*yQ5jJ?rAwS^PCP0ZemgXwovcE-%IRTRH|MN_Vbzt36*WJvxCVtEnj)+A z;&sy7^OM0`f0L4~mSuPwOCH>?d_Jr9zNx>sc3=+|=TWiyDJh+7$^wG5g8fF~f*i#y zVWGi2v?C=Ksdta1aYr56ki)3|?19w?r7)khKtpOw-=;55!;{?GPrki&QmT^j`Pqlz z98w&rO+r$b0-SE z*q?8oD9P~UEz}&ScBgwbF{kq8T3%bo_Dfqhhr3R+zU6XmQ0M$n7*T)sglpX%8Y8;o z(F*>I!6%$iH&iwT925(>C7$s$tRaFZ_#OMyWqQWCbq*X?DyV1Q`8Eq0R@8|LX5Ff+ zC?7jz^yJ->OU0%tL!3eFA1_Kp+9^q~O}8~EX6!36y!oXlP*K_Cje6@k^wP6p z#@)vqlb&4uF_EvDmD9u-ArfI+Yu2>6$JOw>u9hj`7!`SAo3vV-JkM5x&t^@Bs~0AG zkM4N(_^x*9eK_5J${Xs)LM828Kgq1^-+4}L(X66(u;+uor-?+99ubzLv*T4m>Ww#L zc^eb%Ab@07A-UN;9ubi*cG?wdwFa%^Icu~KTQig6s46dclG z*U;EGz$Tu=<(c(*Pxtl4U(pl+SNit*IP}G3(Q)NHIQ06|qE|#=U28hU>-_hmBUeK% z9Awclu%|U?i+ZJ2RI}HrHqZR&MZ4XT-{}nL>mPRX(iTiMhYuL_kaW@3Ke^b|D*afy z?>R>auZ`qKyOv2+fA-fl8=d9{BUnZit@^oA#?OTc*muszwZ^kj`iWq4ilndZCw^+fyS z#;=~!Y%h9XYVB9Uc-c|7K{`0F;vwm_$<&yhpLV|lRUWKBKU^9TqA`?WiDT??7eMXfmK(G zFRqu^k}DCwewd4Ro8&wHb^CZv%Uhhj5D>qKoB8X_7}0=N`@C-db>UV22I|wFuUhP+ z2|lZzMBVpxTtI?2SefB#4Iak8>=ah+Wl13}lUK|vsCtRt&@G=(>*fP zs7_7!@tB}e_<;b%RpBhM#5o0_tF(^M9B-a$QAtF!JRAI!hMqINjXyN>x@3wzf!Ieim0y?e~uE^M8) z>%K~S)cRG!p z_H9{S|fP5J%6@ zOca^3sFp+J#k|&`A38Rp_mADP;u6*5Gc&Y{KV4W-@y%kIv@6PEihkpQH66wFx&3*b z9D!#}m&TuCI2Zg{t%Tf@F!YqW$W+wBsjUSIv5i^5cbcZQR|PAtkK4Oj#EEVl^Wp6b z#P<3uRYQ&>AH)f!%e|{ZA4JSnx-2*An}mI%_A-Y-d^NZT1T6&KV{t(~ETIBgn zwBv#o^DMIwv!1+LqKtuD)@SR_Vtp!o$F_*_#1mFsycCyaZtR+NXqT5)gk+jzq~zUC zS9cwvji#w4=;pNJ-TgQ@^T-TLgn=o7_`MIf1>~q^wp3jb- zYd>c^z45fYR^-xyOK{=t^3UpH&xWnYOnpoD42Iw1_vmh^cRN~sgz<=y@nG$qs_^=n z`jOgCHHkIHW5(sfUJOJ>B<70Fx=qBADHKbKKS~wtj;+vh-&}A%pdvwkj4R&isP(+{ zf$Z^Y*K8iU4|W&qZrcsmO^y-Iu+HzFr=7{2ks~@zw3mpGD2XUz%dk6Z!Oj8=_j&i^ zyFPbyeR!#?sRg+edB`{`_{@&xT{*>jl~2X6M%%J{r`{)SX`WV7yGBypR6Z%LXIwPg z9_6%Ugk3r19&A+<=P6Ek6M55|+fjQzw7|r`SG9)Cm5qcghc!xtTDeHgG_@~d#@N(6 z!mQQUvDjUg+*r=IR&VrKQYc$P`iF@o^%3>>@%!)Ib^={NgUZ&T5o1fRP z;OZLVS`uBZQ&atptNK;_Fp>9%&3dMW5jRc=*zzY`Ki)M~-$1oX*HKyLdz6hOfQrEWuXCt&!sQi`||)HA?J0S!twM zuL=M6T5^Ml(S+p0A@joK%A7*`DvxjEKja3kwJTNfHD=V^_*B_ue!KmUbDFdNBJU#2 zU#fq#-0ZsfRHXP_&@IQ4v5yE()}7qyQtomlUvRI5gm%ebEzuwLiK96DIG=-B-GA=yd4mvybg!cEylC4vWz$ zwkZxQme5PmRr;XmRqIJ!XkDz=8Pgf|?Fr=!YfF~JiF~2xV;wX5I?vd8v$NJKhv!XA z?I=1Ben5Oj^&PG|Y^*F2-# z9;s!iUa7IA;UNR+yazV#IBFo;=$(>NbfmHJ^UcE3DVp35JA>u!j~?VZJ}D7t8Odp` zoz*xZUCK1#IQmxemTJC6wb~=Km+9J8aowM06si*Ap4ln&C$p;x=6x_PzxCSf^`$G$ z%xUbb91dCRh8i*fiq#JvzZ!SySM%QGb*6}qH`64c*|UlH%dyN$gYk*d^innlD5a95 zSR~ucyUg;Yg36VGv>co6r5U^|i#DlLEK}^L?{99&pk-EKujHU_rc24awoy;~qi={n z$j>*jI!YHZykAPCNU2h*H)k;ku`K9eP&b6%{OrDuP$q1oa@3G&5&N*yqV7%a@hrQoR-!w;~DGk$&uVZ4# z`_$X`>w;j#zBmSfr}GeB|(>0&e&Lq z%UJ=kK5+uxM9odiE#)k9^x&1_8lY@w$&G6XwfI{sT%5ezJpBKHw*zxaU$CiMr)~60 z&XhKcdGR8uxUJi2JYoGN36Wjo3GR=GqIM8pym)8*h6P79zkw@clsdc&M+?0rynmH> z_BwH!9JXv4?v!!fBfKzJyg1psn7h#acB*)>8~&3Q;f1=W`HBASWUaSOEsH}@^Us_! z7V5gY{T7Ft-!5(ycAB4h*6vI1oW0QAK7T#@ZGoTjZ1b?w+}zBI3q?HU|_q2Dj%(O4e6fe$p z3U?9eC-0l`3e8ER>tC7}^(Ds=!zo>p0 zg~l+U(avsr+b$#9u9y>}Dv{Gkm2-2`{jH7B=vOmx`anb&gcnyeI!nw}p`I#Fws=42TRLU`Veb$^|lZWk!atM{|F z@6t7&C@ZoO^L7kGl~EJdEVv@78)lMsI(7|@RvFO=#S}rga48S{M5;AZ>4JUZ?WHqi z8BylY_|@b{87L}l8(-No&<)DY&oys0@R;AD{xj*sDCm-kL@z`}pBPn(%37ePbRuK# z;!$<3ltuRU;wgp5X;Wdfkhp1|;NTvfhIW}iBd4ay{35y^p_L5KT`p_yqR)#Ia*Jvpfh(#yY_|Oh0prhBco~0- z)nq7_8I27tWB}7i4@~mbNvL6?7^Qa1Tx5%fn(U%UqtNOnvmh1e!-~p~3KZ>r+%X=1 zFZQ1Hi5vv|ptsqp2bDd&7!R0%Op>GB0BrS zaDTZ$r`u&WCiw#=qGvu3mzK1(Y?ev*bal?|M)$F3uMXlmQkjINtM9o}ZiEz&C(=gB z)^$#eSBp(_xY(R}?MEIQ;F!r6DSKep?J`4gawTty%w!>XqFcBu+jqA_FD7{0Wq)aQ^5|CB$`9Ai(C-cmQ-3tkl|*$Qvme@!icpUxu%kJTW-@rO(ga5u3RgOZyYi zi65bFo;rg}!gb42b@#~=Md{w=Y3!3paJK}N%qL686JtTv54Xg7O!6ToDx7D|(C0kz zGdWrJkvvf*Qr6&yn@|d&!Xdv-3oZU=D1ZHlJW&zkVdZtKV4G$5;&YdU&+4*2M%*rk zFv(l<>rgj_k#rH)Y5I1yj{k7$d%z_B@kI3QGUT0B9+`y4wx?b{=$w0^J@<-!@FA0Y z0P5k<4?Xx~dbqDSqz5==TSitH7@iCXC9FFxGiB^&9m>DBo!2N+ zsRY;P8d444hI@2EQQz<+#uFN;fd7-Gx?M0e-{evvo>+6R-W##BT_8xGksBR|x%)E) z*AA4}xvH6vw{zs;*Bs%A)RHon!6;B94@^URFU(<_Gz=@8U*rnbFY%=-5^j$yLK>n* zD!4|aB~aA9)_e+RgY=oK%vd&Gy~?0#AZJ0JAc zS-o~Naw$Ub(FCI|yn56}-$Yl@sbP}=yjF~& z80J1M{81ERES(%Eu^`D=b~2h>i*r-#+@sUaeEu}*QE1dXgeRDPpA0Y(U85+_mj_*O zDLP?}%sHTO2dM`7L&zi80OWJ0_o;pcB@ ziO}khp)V4qk2(X(&(hQcr&Q$F54;+T!jF3e&pq^ppIkWGJ5}@z!J!ZwI3L1dhhJ%m zm1yvb-ES=E+D-M_m!fmkB&rghm{V9Dj4>4c({l>2qR}^w;zS_}muG@4nuPPC)A-Sb zRc$%MP&fbxDvHL&{m16s>I#2Y$Kz@D2{s+5iHU$8wwf4PM!}||HL!B0*~f|tNZ6%$ z$1+)kUgA6JcRg^-SP6cD$Bb{l&x0`=82Yr@Sn(WbyR=UDId7LX3O_P-;Tt9ApBQGz z+NF`liRWCfOJjtei*{)|afp?Nq~GUOeZrU0N#qT(L_l zh(~%pk@maZJZ4-h?KhhJbm6l}H@vrx8E-uAcfDiGm??R#zoK#G=XvO(+0*x(hYpW8CM%aD+tEbA~)we5f^Z+Dw7 z20f}bv;|-7>4>66Ic<)zyNBJ;`Ng)?brRZB6nsshB5EJzbY`+RaFxp>j?~rMhUzDy zd;W1NLrv>z)4C$isWc! zQkhY@(@tFTzd=%<{hE`Mmjo3nQ4w9a?cJfM1A5)qT%aAtS!U!$a$D!63>8to8)gJ6 zxqCjl4wX$W=a>DYu4mqJeqmH6RXbFm?afIVys1Fj1C)awSCF&`u@nM}Tyy^n8!`ovw5EC!+`Ku}4t9FTo2s(R?wVUHR~V)=1@;JNuR z^eHWQ34QKCpDnL|h(w)VZ-dT4&3X!_V}nxmrUT;*PjGfT? zavbz<)NcW9rij}o^sbIh+%PYjw4x~{e$8NDBfHjTm>w%;{)_Hd9Ib@KDkG|X*L_tGt{PYr zN_dwok0*^2B^Ik#vlZ4@#Qh$X7|#=PuYMcKRW4o2c~v}PR%6rUPoung4xkakLUZk8 zSP8QgtFb}HxopLJtI%mQFK4@%uqh;j#me*@{3QC_B*{m9K1)MB7H}2j4&t*iZvPTL z*to3((yB372@Gt)@78Q+yVR(g)t=MC9e%YS$5wN`#SpLNOq7Csyu1(R&vPEj) zhd#aF3AQh=WXNFZ)K)|xkp}S^BFG4AW;yB)kS0QR_}zhi5f+qR?UU0u?fAWLi~$5X zw068_E8?^{>z;2UNU9m2^UGbGlyYam*ZY77i#crs-18?-kP3C{{JN}8%12)CRgI2l z2->r`=c{p%=5^{Uoc}8M4IvAn_FtS|#7SMP3puB5dgMBN=-?N)?^N&yUBK}bj%z~d28`!AJ>0Bu~^3W_W~ za+11PQ$440&vyrWNQLC&T5z?nlM4LoW*DMy&%X@#k^&Vc12o%AS&;M|0neT8`H~0> zQUVx^f(l~H2<3yMt{U$-f7R%`JWEC7?WXfmJQHE8d((h)4$ zSfFhSfNU(bE}!$u9@0_jjy7$o=Ud$K>$MTsBm!_{qX(doh_b*jABV|Y4G^KZi_}#* z-+TBm9vMDe9KMHP!%cwchF!EDRCqQJAiT$qT=49ccZVUW9wJ25ioiVK=Z4H6ON7kV zf;@!m0DvNtMuAWo2Iu}rBIx^I2BEyCYOuTG$lm~;%%m{*dX##(A+8n=TM=$tLvkF1 zcz#WS@D2e4uk02C<@#U2VS9VYi0kEpI)j%n;)cCiRUY{4sb}aaq$7=N>HH{`hsU;vQ@z zSc4O>PYWCZSOfL2dG;?5Z6)6RrWE!qh~J#ihZn%$m3UkG1-5pUuK8YAHN#e%g9Q-| zBZh7SFxo0i4*(DsJF8InfA-0WN~`7*4%+>b?zok0#jC43E`L5PfhKo6Xxf3m4VF|D zDm{wOT5v#+Yb-2|SXvQ}YY_ZfT2}^maXmiSLTh9tf{l-H+#s1ea1N?@Sv@4NuGr^p z<@F?}rU|x>!`PxPyz7IG_hfLmaZA<;LJ4 z?)$U(D1wDZUpy@2lZHiHC+jleI9Yl93*N+Zq!IRQV3cDHbx7fFNF(f{IW>YG4-l>J zn*3kFed9AxwEvU*`~Q9NudRj6hKmzYbq$dJTTazsh;Uu$q_;LbR7Dic`Li+40P@bK%J#f zGA|pY192!X3V|<#@~{bxfx$XS;DF(%geIg#kQCyWjWj0&Xoqp6MHufgC*oL%IH>v{ zvyX!2xUFbh8gI73dFYJ6mfsRn*vc9tgRlErVrm8B{qv@=^r;M4K}rOE{*H!Ve@nw62!j*5jJKD!Lp*}OeeUCS z8I)07K?AE0#0pgUKc9ugMFIx1*FYttQMjRkn>ZlfP^2$6TlZaLUq`EArm72 zeJMKp@)(Z7<=NA(Ky~BG7D)Z!zvWtmo2wDdoGEE)#bpQ6YH`5uQiBvMw)niJihvFt zjuqj6q1F$7gbXzd^Wa*6KpA3MTJk9l>sOYhhjMy=eJ4>m5YuH#X*sSAJFrQm6~eH=zXXu2)%$y1(s-hZV)yoSMw_GInd}M)L-7S ztI?;;pR$v%$Z+hexma?s;n;N(vG!5JF@AXa;5}@p%QF+q7c;5LW5>oDlL2qOe4{s9 zly-1H>Z81erp;$!dsy{xD8I=UGjxNe>C77{*eYWDZt$p{HW9P;EQiD2ISam+1BHe{ zjG8A+#ArOrjsJQTTIt!aHLQ974xY{S3l;eYxd%1)% zU(7COuJgr*f)w%0{iXXxMgqm32O-!%DsP&m_z6C$5y|#S@smi9_!S_JB661m zA_akj{fk?6OA+eGh%{xx$OAxDi9?d}R^NRP*ux0EKrL})i9t(cB6SpqQ5HxNQJ_R* zK9Cqs+FHa@8|fv8k-CV~Kx8ST7rA8}fdse)9nV8Yt5CqQ@5Jq&mjZsoOl9Y(0aHgV zff9(!V#v5i1V@%&4l69%pI{%k1l<+`|B1wzj`4+j2!smYb)uP)Sg>MV4zzI82mU?W zkg^19_#2t^RV`qd`6@P;2e7`F1sEI50>mD#)hcq0g6Nc;K*MlZ{+~(285_P8#c{sD zZ1|h$B(S4A@;e9SvdIoUGUEJ$Bmc;Il^DRyaA^aLRdyLn(nqs!sE-fgRU{f@qHJeLEOmw#f^nWQfvbTq zq?lb;hZQzhRIC}Q)dRSqAWlB8Hvq(jR9Qu?XoWbV)ZJd5;rP;julk;A7W)y1Yt7<3*WVzR}KA& z5ERs_;vN?>tJtlO*rZxx)1LzpCe<*SCM$h$MCCT^Aa zvr|_}aqe5Yh|q`P!xL}HilecXxa!{n2_NZyi>U$9r`ReUBozybrm~o#ZvfgG;HXyo zGOYf=-l!NmD~4ipq%4Js(WWqKlp_r^I-)%RJn%vF<1~(+pto~6Ph7oZmNvgUYK5Pd zjW2>!A*kWB7^LE-4kQgx3!#+j8J{7-;4HQGBDUfJazyJqel;9$!}WpVVx$sxEmE!UqPjyKiNaP{+E!V!OyV93yox9c>PULF!J%7St@4i5Inw}W2U59KQyd}@PhdVvxJ3%_Jy+E6mi&W^V&aZhgSB*k+ zLP;vrrt{L1ipbs*u9`79W)^4@bHS-4i>J=ZTX1O(N*UFKNnHmDI5``=I|kwGmCilC z3!U0dk`-tVz}YMO^a9?yMn%Npp>v#3^BAeCBb*TPq3ePvI#fS*ql4sHIDFkwKsS*Z zgl_YdT5zdzlM?9A60yLcvJS{`M{+pSNi#?a$Y%LVa^O~=Dx6K=Rz4w7-lyx2v>HTMeFUNQXJnX(Wgb`UMFn7pv35TzsEnnS_=oEt-G z@PE#YS0xv*TTK6RZv0!45A(^ITo7#G_zQ`vPgT*;BbEzVlMG#(p26J%UCG$~@d$4v z0cqk1VTxt3{yE8qB_P)*`M)D!g_K-LV-o*={oEM9#c#J?*X9%dJQ9G~@YlCirE&js zZo$@|rry0uAZxL3C#3S|?QuX3!6EUy2Wgyx^FT&!w{ zosg_a-L9N6tWIVc35XuXouA%8NiP6IRJfd6lOQ?_R%XWzis8;3+!KWCFknDvj?=Qy zZ0V996aLN}Bz?2g<}D)bMQIC zCs@u9{#r>0O0eOsm84vMkI%_@;nmx_I)kUdgVT=R7-JlIy%t*2002apzeN)d$QXiB zie_+05bve*S$sB;39^Dq*~CzMHc<+nF)YS1hTOG-aC;Cxql3e6b@(H12fXuU@!HMd zwIjsRfY_jk*H=73-NozKaT&vST2U;&i9hl_gPLO44@*;a_<)ErSyu+6|XH^kFaLX z53Sdc-j46^GXBdpfy1|c8Ekz2aNoB2oiN%mGbsen09GR4q%5}qDqt;W*m>(^{H6`v zt=n*v+tD-du?jjNURXnQe_YL2z%Y&#v|px$xHU0OzoLbGvR?0i9$T(L#|j!;-(?{* z-yZJ!RTcH{P5dU1zyP|ImRMjCQ2S+_f&)61WPI7i$cj`$&5xO*9ypD*yedLs@D?D` zaE(@L4R-{XlCTcToR_U-=fQL+a?gz41ZQ~?Qi!#Np$(=C$;iWf=s184W)L)k`lDyy zDroW{IGjZ9i{Ihh&!=H0vIiQ1XRwB>j90E~9?UTD{3`_3_VbzOD6kNP5f3|!ZZTSO zrP$#^qQw&ZO@W6}aJOSp9c7z)&=Mw%`n~QL0ewzP`Y*_l zlW>5v_AfSQ9sDE(dfm`O+u0bl4q{AlQQsld*P8>$bI5vhTFdOSwO9%VUmw}wju0B_ zxPYswxBMpekH)J5*W65?_m9Pq=tHtD5)Z&-X0}Qi*{&?oRc@x-?L0SD~eD z4}TOYwOY_0hYGEx4P4uyhwzR&Sr_;eKNhwmkoddly6Yb564OwN+jT9*)J54l>%t^M zZ&6D^>9d`BW}h`A9&+*Zt!JqN+4T3!%4A84TM}3TVxdY<@f%dB?w^LLkf57ocY}#7 zPk~^g1N*MU7`TK7P5LhfN`_Bl!EA`hSH&pUcNqOW+b#S}$m@`06aFNSAT>&mo*Q+rj1(g=RK&n18i zq>4nP;qd(Sc25*W!xQL77!6OLqmf6;s#=U+F_Bfb7!PZmuQvI__7EAfyZkQ2;t#rV zWNko~n7827`|w<}48rITj1Dzqj=yA1{km`BdjZ zM30KTk_WAwvlOrac!o4+fhX@t)_SCY89axzUSRZKJ!z2zXkh=%3e&>|qa85%CPuqq zv}gICjD{!BS=3%ZVKi(Dr4jI)D2xlEas13gY5(m@x$N^+r0*a+!x$*ckzhV^ zcipirF~1T0vNlxej+H)vr}VGXX^sXUzK~C1g_IUZFPdYbTrOxNkGW#HxFOFxcu(!c z7LKGHh37)4U^ohieHCat4ptz0cXgxjpoHh5CAATA{8hxO^BA&m6rOV-1pJ65hv!@f zBS!OJv?#ymt3YfFf{@hAV2lpI=m!`bij7S<@<2;DwO0qGK`*9(4W@wurhy2i!6{6G z(-lSO?@G6mKXXtU17Y^x3Neu-6|&ENB3{?8V}pF%Z0tgm`do;fK$xW|#?%}Wa22Dk z88M69FdJi*`S26t@eAWIhS5_PJ%^ca6YJxG^>M>!cZ~MLXfGq?bQ>hC0iIJFlNe2D zi;XfozmO|o^bL4QZ!0|^%2ke>c&q|Bk-rj~fITRH!r{rA51x53hFM^TIE27cdYhUc za=;aM&V|@xv^PeFVe~VM&Jhf=%*52n#?*R)(Rtk{e7|C{I!!wLQ%*kE%2c|(c zra><@isM+wOdxA3yWZ}ZLv#7u0yg#wq(yz0ut7}N2u4p-%K9v#>I!(mlC!QA==1Ol zWe~rK9AgB}bN-?t$T4yvqOS<8(0V~+1v9jTARA&*eM2@{HQ)&}Ax6U!XrkR-mmZ-x za}}NoYD0sP^gR%0&Al3DH?$guY3Jmz1fhEQt-mChjeCqzna&e}^me=3N|#SU@O>d0 zmgF>Mrf>x{%mqKNR6ha_noQcn(Hz-XfHg21krY5IqspE8H8guSZZQq9jbi`>BQy6R zHT!KfKW^G$y3y{yepGnu09F{J`IH#!(-!>9axxmpHy@Xj>w)Q8cP;ncE@Z$SitK9c ze7jVorc+?{)5w9KH&rlhi6QoJoEUd5jM22_M^em?uPkvGBflw06Juk6PL?cqT~Ong zmb{8t%%ydQY)ere@K{XR=y>3S6^zb6d~%wHyRHKWUaZf_tD(<^puFCswBs}qsW}<6 zxf+Sw=yc#T62^b#NE+>Q5EUx?wg;YzNg+;g5*Vj1$*1o?{LAG|vS>U;2FWZ)K16&i z!+Rhq`&+eo$uWcHS?*x<$%~S4$l$9_FzMv)?j6RY6DnUm1Jciu{Y9VbJmyZxM9`Z{ zEkVB^Vt0k8M(WzhwouYoKPQG4}wc)xczze6ZDePOK44rsQRh<+n*um9i@}V3AmNE8^puYEJ1hG>#G4(sKK!?kYm1Rw8itg+N%7~mzUx!mc}!m?Y!`|ho@1}cdw z@KZ-6Aq79RRB%8<14I>-#HJ!u?8Oya|6;?=?@~R`sjS^=m+>}Qqd)irTsu? zdz%Z+3XtZ`h)Aa-xMVx*l9EFO=R~=W0TiZWAX3d6k*QR0PI|Wppk$*G@vz_$WHU^9p(CkeV>kyI!;w8mY0wXtLfV^UHyqjh6NyF@j@3}dGKnP; zj)_-D_yM~c zHb^oh{|=I7UyOV4&Ob*qtm3`UY#cHFa(~Q=_s4SC-0HHP3z21@3h&9mUAHOh??Izs zE$H}X5_1m5?v(eUWOC2r8kWs$9 zj5$pj7K-Si$XKPFs&h(UGa}Ot!BBV$o&}Lp$z%USHgCxKPc2dPPFU*@PvBm2=D1{Z{bOxqaQ-Ge}0-OUe*3BD)!&bT@({W~^U|n(X zKbK+p?rb_(0;8uZg9c)OCHJv3n6tKQRrM+owOn!L-$`t$uubg8@x-;nl_5EQ3>cVH zHq5?g^MFBHdh>n*@LY~Ysxlbe#M!)LS`o{>$ys0Y-K>Pxl{EZGk&Zwo>x3=ZKjP>8v32a5f1`ubFk)tJAf;8muQ|piFub6}j-&OI6k*k%; zXlun*U~Pe1w2A^ua%{ksg1)~r`*)c(o&SZ_wJG!5_xNg0sK#a!!j1Sczojzim#yD1 zc3)Gc&2vkkTDsW)_$;k_?RJr{uxR!|-cCcR|Y}k)@VJl}a zaeWxBk9_3>w$jSwwjk;FFjcFZM5WR%HGZK!ub$WyVuE<`kRSvXan-b=XqSSG2g

JO3M_aH zT*e3SHumCc8?ajZ^zA3s2JY#^=`8PXe(|{3t|=v?8BQ8IX~^I>MbMi>Ex}PvXlumn zFEn#&>;vFHC?6*1b)}auFD0~9;r7p)xHXnY8p~(EkjqTaD@CuYN#1r32L)N^C0Op= zO4~~<5j7<;^L}HE-FJjXB%&ron(mUu)|H^Vo>LRSB@TrDGWHQ%I>haNeILSTi~t1p z5qym2DCzgVm9~XiqSPNDy3N!QVer0*TEgC+GVmzCLKg&y$n+VKM2KpL^x@9Z1U5q5p3$6(5j2wy;-$B1g&aZqp;Fkc&$gxLxIU>br;8C?E~G?d>p zt3^~zNMmyW^<5#2O@g1xq_GhQ47M4Q#@_xQ(qsf;?Z5HrF|hF?eI3Y0h0pUMN23UFk%gHtVmq^`S)gj|Abr zR*&a6AfRyvb*6)uaPuAktAr~_*ouR|W2DuB9woaZlXaHh z)8>J*twHCT4o)dhQ_j5Xtl&_3c^i)08=vwGVIGc zJT}AG-y#*3%J6&XzwDZ;Hj(9(5fHh@H`@`?f$6EeZp8_i_e?zyw;cA@6u|Zx1ZT?K6 zXj|KI8B71oEo%TT$^oOT?+n6A%byA>kptPsu7CLm`NuB`+^5NZ^NqB&4 z_hf%L9y%J?BaI-(H;ANTU+a*~>qey@pM46+{~{;&4HHC-!*od@4!CMx0Ezf7Wk@CB z%FF-|E|uNDmz|%*vB@0-HpmB@Q#_lw`{{(aUa_eun#Rr zhEC#b9K+Z4FYg!dH8Z~9CG0+s+uemgB87d5=(}Wkrj%oi+uFmn3>UO-Yk#<9IL`KD zW2lKI{k;3s2NO?@GWV$>b5Hs?_o?(Zk65L63zHp19Ta#A`3yuIF7Os|I2MdNED8Qj z2%ph=oqo`K^U@b>@i*~|nsT4IZSL70Knc60`;@J@XHLMDt4CAdUsJv>Jh0^|2T-9V zXLt+aO58Ka8(;dI+!nHzCOF{ZVPNQH;_2ZXDYu8OoyB0~NO=KssOrnLF?iN}kBco<0%tR_JR78oGl$b&@ zTC}N@DA7)qMj^@a{T%0YZ%NNH&-1+R`+L8?@AJ=no#%BO+j*SJbzH}Boafzrbw$dc znyC}C;d{H>HSgl$-;Mk{iZd1)J@Q`hFC7o~&81VAk*{ zA>CK!;)$L!oInGgZUL`VD}Ma$w?R4+C;U-zXg1F`N#iH{aT0e6 z9`sm0fC$Y3!m<@Ve%t{T2Y4jYdc1bp74k2rLKAMi;W^- zKdt=nV{mt;B`bVV2I=T-*?uPTLB2a|seu`O#gAP9@z7yKdF%2i!QFk`&ZIoZZ@Jr` zG_dK)iiPkyCK9Nv5`i9e{hdt3Q_i=$VpJKuHv{4FF|en)ml&M1tJ``CwvDXJi*_Q5p zb%(v5#ucR5fZRhk20?iaQFdmOS@Byc`l6_ex0$)!U_uOKlvy#7D339$#N9)}A`|qQ z%t;`o*@7Hb)SpX~zhjhHkuMbVGLf?zPLyvk%B)yO`|>)XW)+oiuhUi%u;+~z)ozQtz1b~<6MC6EsOdREymHI8EXluQj>(d9Votowtb>_CM)YiNoD+FY8`E5O zwd+dqQgy61G@NuQZVm(eOmD0?Tu-gU8=ljt1SltVN5g~bDK^X{hFs^^;9QNMpO8fo~n2Neh|F#>2_GJQJL zoha&PsL~SBej1j~q@mcZ!v;7E$H%o`>Ttsp#3hCzH+4E5N2DJPwBxzXRtxd8`wWyD zXaB^=?WkE;F4&Y}WZ3%1h6g^|I2Cmt)f;ab$!RR^R&LHSP{9%ftI`9AQE)k)V5?Pi zQ&Izs@Z+)@u!`RH-pba#w)QwzY>aA4dLT)&xW z@Y{90z=5gN0&M2P{w`Slnb%R!(3fZ^r>)XW`JAv1O##GBC5lmVEuH_75a7KmVJgtS zC!IxvX=PMyIo^AP-4@mcEB!js9Ndy887INgT$#gay%Q(;3BW!Iz+Moq(44fEFE3%dK!R{t?#iQrpgBVihHQRh1o z5VtmBemXael{4U{bJM6cbT+@QA-%jSZCjlJZ=_WJIRjaw+OONu`pfXdX&ZFDQ?t0t z$gdw>o*JX3>0I#%^&fgedU+*6&}!1lUyX*-Y@(X-^T5m5uqyL1-~*h}`A#bH0Z#6G zC+^wS-^$4i=?ORF3o1-O;c34)14CFVswZ~7vuUx$x!UOt-*r1$0w?22E^3`JI;>%U z^zxIV!_MH6fEf7za;6>`9o851LttC=)59J9r>`>~Ckj{l%?YNM^>3Fbpga$Eeoxm( z{+bH`YgFr!KeEA9W0bD5xwo>&XV}meMK{mU@FaTo#fI0^lzs>-e+;5%y{%(dq!K;0 zp~rodz`uCk3=AW3jka?wGJoPfau70y<2ve9crrml=>8NrE$J@&n@elSZ;5|k;B^$^ z=7Qs&Myme@!_yRTHp3@byk{tR^laES-W7QCBGt)hn1b)Rf=Z9qSUDZk0WBo!YDO!3UJ|S2OzU>bzsH_a;?6&k1yOB zWAZlUq;X!#|8;Ih3ZijgTR}jBLZjr+Y#(mx*d@^}Ov#YMkepMlqcA1+2`}lA&|+WQ z!oV!ncTth~?3(U1zbAL7AT(Hqj0-SZB?!c|3mB3S@UOKhwCOoGo>KEh`nw4hUzKL(mwnS``OTN(eX1fi&5U(5YkI6(A7q?+ zux`Fut#qRH5=Pe#;%{7oMqhzsS}&Ta-0L$R_PJ=Hdr)hKmJ zI<&s5c$QS*xL%qgKJGQB&Q1%K$-COX>ytChr@7dbr`L3MCp6O>o zvsX1=>$hp9zh~oyvd8*Tk>g~O?hWDZRP*0$F`MmDpIPbFb`~05ZICgfK!z8--tczoBl=aloeL%0Yi{ralWow>gkN-|4Y2^^U z=|IIt=MQI(Um=s^G=zU+fWPOxE{;cLl@*U8+}m9o15h4|vccLLT^twBir&A%tiQkK z)h>=kRKC^EUwiD=t};p8A<@MyZhQTqy<%M{`z7C=@8b9@SN5WJ&nsi3&mW%NVD?}X z-A?P`*7n1V!C_{dgJ)`d98skNJuJ{tOTQd6eRuyoJgFjsMe%52k;zx*4^v+NrY;DG z(RO{Vw90Y!!1%r7Jz$nAbxQS{k*pc!-Wh7EI+U-qi8`#^J$dL(ND@tY3b0RaWrB-9 zT%ve=Iw-dE21V_$`C3iWG1^jZnkUDHtA=CjCXOr6;<+ngV2)G|MZM}U>Mx`*V8dT* zLw&_jdY%)5=L<*H2Zf+DBZE;eE?OIJXPvjk`21l@Z&jih4V(fUbWp5zLV?!g3>2zR z;JH^5awZQr)mt-x^VSGB6Ko0RZx+erC`QdQk*PzIC2} zVh9SBw!?|yD{6MyPo#znNRif+TKiE)&}=Pkjz`;BH=R7B-5?`iLi5YwZf4lo1eiWa&S}tU(E$yn zxAw%8e71sbqb_imt{Gp_8z(>}h7%_M*HNx!5J0IdP_Qad=ZYn<=CPL5x{%OlS-f?# zGKBWdDd9S|9Ws_Q2<@SanJ8{(c?=jtbfx8xA+wH>ASR-5`*w+>B*t0wyQtCY){zFq zgh?3HlJke}=ze$(1WtDn&26YV#OSo#qK4|XEES?lw57PydajowMg;{p!Twv@iZ&TTR2@L%OZtv9q}*s2-ga+;zUD_4I5H{pcSP} zS7{h-(qu0s8g`;ymr%60nUZ6X8&2Y(@jos+n?N1Pwp}#jB!qJ8A)IvFkfd&$O_~r5 zY+i@N*mx#whzEAZV}MOMZp?~j>_3=v-0=QX>z3^&9XD?{vjPj8SRe+-Ef=DGlbo%h z0Vhzyz4hy{oO&pqJ|?&p(v{b6RPj&C${uJJbX`4Lx6MRw}X$a-U+ zoSbU!1ad01-IMj@T0Ie0!J1OE!OsHMcK5$B73wM19k<05;Um+x$CDHn6UzwoQnbGH^=$bNOLzl+)uMGdt z-!GH&#uD#Q@)cRM-qBctL(c-yfO=+@8$;M?( zaWYA|xWvll6}lx4WhPL)mZD?txn&M>qzcWZ@>?!S7fyYfU7{uLXz(UGZKq7q@}cJQ z8^-z-`+F+O!HlpO%HKKI-?KNBXAb3eAMAfEPCflqSa#YrnWWKxJ#!4@A7qjS4dqvB zsCO9)3(!#NgWD;8nIt)wmdyS$kSc8Md1XXE?GXM-b^p@F$kDKM3jeIlKJO!=vs}UP z1S~s!slu0J&;`S?E9==9=;wLyQP1@IA=%@-$=)pJnZ7$jwkBo>I4%vzPFq7aFZE0x zjxv8L-l9^47kZ|@+?oC2lE3GpE{+dpmF=6r*@6$cIA)?YUaIhT&-7V4v(uIn?%|&4 zol#zj@|KtTdZu66F?~|e!7);Wzw}Js#>%6~j{BpFH=q3DYfVrpBReeS^sm)FM6DPUVLxk@aXJlj?WT98LUnuhgcQ)E9vH z#QI|QCKZuA_o+oD4_gxU+_i2{Taf`Q0P3)I_xeD0LXv3G9{~IGmbawUD9=n-vC&!Q zk0I!OfXuKdnq*QfCj&^0Ot)!jWDw27h|iNfN(NGQs?VYNRx;DhSiWX2T+6;z%s?W$ z@deq9Rg;OPA)9Js=Ga>bW>%3EAr}*}w+)+NSYg9oYzNMYM8f&%Ft>cTuM{B{1&}~* znJqbp_+(>-h5P=%3e4v zznDE1b`Z0CJG5fkzff6^v~T5qg~7L_r~@;-y~Rp~7c(7dOI<{!q-0rSnQ^a8_Ok8B zzHD!JwX;V!Rj?7)?u&v+#C;7==iOP=;zpgX-v>jw-3SdqllTS?z3 z$4WDWZ_Uq5e9_yUJ|!>&I7?nM79_K_fEFAsVN!;-A+cBVS_&A?{aUs@5wA8BGOv5#49euz!HBQ7uLvr)VxFb%gi zIz_`yK<#yACKfzcYT6N;*7ksHZq5-bkB2gz!z_9r008fWKH!B%Q>_1A38+;!m|af1Dq zMD`yWhY?+0M{%a&ouvZ%PxrlO^?jPvw3)22>a7i1IjgL$Crm8Ww56MgHO#XQoSdP! z3i|hT0NHe8r;>$89tluM5>PoUpyDMk)TEiAMr)0Q&vVWwB|W#@izI^(Ci7)x7&aVz zBe4GtH8Z8r$M%b@O*KRg*E#{&dX6mnZniu0w>aq6Dc|`kx<2TwFVnnn(^uPe1-$cF z%WwTt@#d-NW24>u&{~ zD$}O*@D2^I+NXH)-m@|leTADho<;BP);Cn~hn#0+%B?5ouDzUd&Rb>w;>(7U`kScA zzPeNE|MfazdVMuNNk#UB+o{zm`+Eb3zZw1yg`2+5%JxrGm_Kov-sPPEYai9Tt75)v10M$gm6R1x2V3);JR2&Y}q(nN#^*c)?m_~m z5X`8H1fva@7h4NZKSVSf!(e&0^fIJp3r7+DFQ@$;$GfgdB5X?OokNqm-{QHKZX z!wz)=(M)t9hrnyaQfHnr;5F!DZ9MV%PHyjgjy~!Lfd7TpM`fxbsG!VpKOxw|5 zYFDCgLi~f?1mj0IB$atB)*VjU42Lvl-Hhcd#v4vjPJjY(lC~F!TG=tNAbkr-8e}-c zxSB!w_5yg2&s9vLE(S0WU8%)PfHj7s0WmQV4W>4U7H+8=5ezViMzXO*8Y4f|jI8Io zpl6O-BbM74)$s7L4zP%4^^R1g$y&|S!8%Ps{}SpENypT|*owrIXqtqs_3N(b%n|CH z>pRit_>^!*?P)&(#KTCUH#^c9H{aTI+Lu*ACb`6rq%lmRlKlSdRkodsKqKn3_Y29c--8T7q%MhF81c$vV2-S|d41>Pwv1YFu3*xYpA(NWVh*H>})n0Mdd;4nQn? zSTcNm6fA)8jmgt4(K9%&F5^lQ2}a?nw^%g`bQ%}8o_K>|c}&9?(LxEE?AAMWZ@T2Y z>e%iupRGELtueE;2KnS-i4EL7kdM+_1Mw8w1v)zSyG4HVGg!Zs+dkZs4&O(sA)Pm(Zt^Qn`897r8G89EFn zlR<|t4!Ql9-;w!h+j%SmAr?_=nmH<%xCZvQ%kOJ#)%68-_V-6Bd z!x95Z?4%Zqqc6Jl+G+T&kE6dN{9W=$Dz&wohZjfG1r}nraz`!da7O*N`Tp*{XW127 z#HkQNVr2jbo{#QBwrph$G`*61IKNjEr0~TNNFmWbc-c^dy zQYPLPS#3l4tfJ$@#+2^lEBC9$AD9 zjzn<+Qv(@-EFS1yDs1)(BF559K1oEQq@KLDB#|(_@<}3^AV1}k5T`HzBDTXs@6UfV zOxn&25#|}(z%12!;W6e?SgL|8fP8ZO%iW)39CY6QgCr9mhJeLGZ!V}>JkA= zvK&KN?@$h=_$_bEER+BGpd7P(+J&(@3|)$?2MJ9`Xipqy6-V?W?VHAHf5i^$FiW(3 zWR+vZblomEN}Vea*lf9P)|cX1%qssh6O}bbkgnR{@cjn{Hb&fsPqR%s8Z`eGg?qEE zi;Xr>^p@*%@fRHp6gFa9%@7*Lm&`}9O23>_z?O^leJY4Ye)^fkS#|9DfURYsgcCu8 zl+qf%m>nSbeRkqa4HphId(-;CsH)?Tv3j^|L;{QcO9f?(_ZoTk3FW$*_2( zU%e6+(ybmu@m$JvgcEQFTN(|0LUHBB6dZnxEa&h;d@BC@b>Vu52EKmBvH%t9XsH&+ z*~xuP7c2Pn|N0^)?(0 zMXq0Yx$dtcd@mE2VAUvIED`37CT?)m#o@|X&B+%kiFRhRezkx{3CE);n@L6sXn~q2 zrw8A2^|2JhMZ7yj5F_^CzW48pK)i+ffVDgqec>aKLrPBmkO}HC>cRa@kzgl!Mwe>GunIrEjVB zuRPH!{lZB9%3#zg{NIi*(z+_WK3S9Bk|$mG4fbFBl3m|h(J|}K?D3&o#@wwb{FOue zJqIAUujTq7@3P{Vv>QT6&hf~cvf^*3+*8gmU`|20vY~~o`@7awK0Y@US59Ka$ zj#IA4UhLK@-Ilg?tkCfHl#+AoItK}G4WZfN{bb%={k9pYc(cnUwz?zWl|6p*RQ?+^ z|9ShQ3tuA@FEl%CBcAtVm%Os^?1BfbY7=169q*!dXD5squdx!8( zs^I4N)iOyx4dIVcVY!THt7MWk4&k3$T{d8%RN2W*RzLo(KqzaRIrY}K$pNCA6 z1+oqY5biRWB*P*6>i#GnI=2MriRUp&jk$wiw>1Po4~a_1!JLVxtcenKXnbvr zCa#G4-uX85g?N_*%ip^#?e~*7)lX!%bqxABx&^mGgi->L>-VuIWeI+Ai!uT`+BCw_ z|8C1-3Wj?zlP{X=p;$`)^P%*=4;z@pMfQ<8A|bKb6RAFg>RrjwD>4??OZFxhvUvx| zB$>_nCxXD`ha+Dm4H?5Rk|Hf*?)2W_`H*;pwgM<-z_Uz!+Mkxag8T7(lw zmYx*No(81xl%$)k6Xi2n}sVIt%r5D>L+sdKgqx0VJ8V9&ufLeX7~i2u{FgJb z{$DiykiQX32900{e|ZE5-@$<$nBo7dvBdJJh|pi&p2FVj66Up7PBwqqPm6zVhewOM zgfT5j4s16C=&Psw{OQmVubXXPPx5sze>r?+`A8Vu9r(*707d4Yz>_b5NNIPHpG3av zX?;WRcGLTLrH@m)G2hS2^E+*^+z=E2nWg^*Xk; z=Rd|(ph$##+3N`*U)ErReA#+FSG|#7*(Yc55MfXUHTg#9dcun@=f;IfsV#S-uc{v|Uks7Fp)WDYL z&8FWD`!F5r{{F1D0c!^%C-0YlcO$m&TQ4f!-1uA?)-1pEH^rMPpO@{Qg_O4~4Q3z9 z9?hiWH>F8>vwsd)+k2Ach=7^T%T&Hmm>< z4Gq~>@@vA(W(`Dkpufugu2&4F^{-Z!ebu}gH=iL<&sU}SQr3>PZIqO^d9y~9n(VQ0 z>ibVz&Y83cNqLm#r>&;mCE#+7Zu7!jFGB*>RwK(UgtGD`E8L8ICcUU!55nwyR^~W~ z*gw~Ja2)0?;x zBo~ZRxM}#T?9o`(>V2#EA(ROCwY$pxc_8FQd4@Yyhq-T?wIg8d?~T*6B1$iG(VFolmg1sRuMr9BoIsaIGIUx!6XZ~QDlFnkwcV_bG0+Xcch0f}1G zAy9+CAnFJG=ONkbg%~SO&>Xd87aywYkS$G-&vZS-r5rp`k{J;O? z|NS@Q|4}+*`(!hT1Vm9Ds5rNa%fFOJ)D$OfQmWs7L$X=BY)0k~#7l9zC^u7-MJAcT z+AfWZYo#Cuk4uQ6B+yT@;<#3d(kMI3azoA)RyTMfk#vPmwDu{h5_yWE6jn}U9SS5C z;D1NnUsfHqt|L$QpOc;C?Xe*tk?qN4%(8Sqao(S3ym6_u9VI}r{6xu~uq!R0rP3+? z;A8IUTuN6Y-DL+Om#?@tlK+s-d(UnIml3xeSHXCFy_lY14}}jU2vYhjESce49-P6; ztR@|ndZ&v-KTTmGGxq&bI-Vj+^b^PjFCdn3<^{wRC#9SeB>1gm34X%VxhjEJ4sD@#Cy=@m`Sm=_Qd$+NNM zTPR2#EEXgWW-$DNb^a`w584LJE8IQSjoA2$#<7jR%$2%|~au=PY+xN%^I3XB5K<&P8{hhKS59rAaWolZqmH0Rv2@^BeeEyQL zo$7+v-efw!MPe&1yT^F}>4X`Wai5$CBX;GL`_l<7bWV);o+jJz@d3wLVEb_MuaLFs zP+QgiIoxS5_vyoqix#up!2biAfN>1Mr}3GNd<9|;28)zQ#E0o6%|)>PL9j>c zE0Z85*ytzP(nvJKAto+X`$Y#@`vBLMJ&lrnhR+X%fiGdJ;5+(Xjc$LEWcg{Vlzqhi zTbqDGC4!Zroy^QT{P!cM;xlsEXZbN?=E0Rnl#@`OD9euv&UFx66a~rzkwDH>A<|=q zQD`o@I~)5iKhH2@ec3K-+s?yDPFETWtdH6WPtKEn%PB|!QIT#XhPR|6@t@i-+fH~c zrL?1w&yr|A>#D!+RulD)Ae<+jMl62W&iN-E-jdxyV~33cG4hwwOFLFh2TsC{*8(x% z7td1S(j_Fl-`MoQ#W5=c*Lu3LO&?fXJEzyVwbAgQ?bMBGI<6Od3{g& zgzGL>%{}y-fFA6+kVg(N7I*m1?%#iE_wU^;T^f_yT0Ts?HEDmJkT<4J8lNbKtit6E zJY{pAG~Pzd90vdZ{L<6+b`#cVcxX}pHt5F~#& z`8U4F(7?rmMyeRpUaak^tMcwjj{1}$mD%!_Cs^vm{XAn*(XFQC${|ii&F4?B`}yMN zpgtj{R8~g$$36;C)AU}2T};{5CuB6;J%;iReL@Bu5L^YoBSV^hQ}v;ij|2lLr&! zFaKtt_b8peV_@LohngyPFXa?z@l<}F_2j{L`OAqGdbT?+j`l!Xj!;`rUe+f>ALWK$ z@9(%cdP$$Wt1rVX^me1{M&%tASH}E0d&k9;Mc7?DYtXgpHA+e$Er-M0mn16(F8&S2 z6za&^FTufFVJ&Ol^bOP=>yxJG*7hiBCK{^SH?ZoEPqOCoUDat%%T%-g*kEmOrS;tQ zpc#|)-spq$c@C%$Ok{X8J^bjn%BA$$WDA?>gH{g28g>BtdjC7JPIC3kMw2f(Hg>bFZ6f59h@3H z12n3){t6n}39xt%&?B=zdektT$lDNkZ*<%yi{0wPWS|yN>eK~}69d-p!V3%5*i$1gEE2+`bDz3wf=XXeZYgj+s&$l690N%K4<|+ER$d3D`k76Qh!o zCh#Un+J=x;aB(NnFDFfV3F;1$G<_x$?}pR#%gOPDvWN11IGITfrlK!OAl3@KK3T^J zrOBgH`aaQ$SVNlY&>7av>(RN^Rm<_qY(^9~tulRbEnxd6NsZXnK>fyzLQXlH62u~W z+DVf4S%<;aB8l2-hUtX0_p?6us|+OifX0ka1CnJy-(b8*w4KcqK~H=p0VmDh?E}fa zAz1_Q{UR|CM1zyD6fhHaIGYEYK1K6@6ie3HC&Pn<@@dRqWBk;=Gl0I(1Z9Z<{?9ds z4Q&a9{=EU-aW_hKsbm=+LEOyb=7q4l25Eu9sdo-GAvdBVx>wwd!igpx)ZAd_x|a=V z$pQX(S-eb&*NHEV@A6RC`&fG;__~f5W%PjA}V&T50JJ8d}BSaWujz%aLficX@*V zIaIg?!;7|yBh)+^#5dBB0J`sJWfv;7ej_Lb;`~9;Vr_v)aV#MrX1je8Q3Q8eaK}P2 z_fREUw%HuO0e&}_IB=0ZBykWVkM!XXxX#CEH0*7)Ot+EaiQ{O9+t>@ljUv*5R$kr= z$=J$CyO6n;C9)C)?=$!3#1%@PeRdvH1vHhXzej}8?9~ngwCPAA!18(l)hzjdSi1+{Ref2>L)|_zN@4P z6%F{lo>GO8Fa3SS$~hV|W!LYNb9BK;)WM351~`d&<;F6#c~XVR`g~s-sltgkiP}P{ zP*>ml!f>Bq+-cJ;8_V|LIKml7TYTzYsjQa%@@MXN>W#8VD~Iw;hfu=ahr0@nnRAfc zmW<;F`^Y&)QCSz|9&(NoTC(-G%Os7*S%rfDs~;$nGz@1IB1KX5!}L9dQibxpkfGNd zq>!Tcl^jl=ZpB%Fq43k~z;V)9!TF7DqB-BggXih<9_L6_dJGkg3h8J&p= zj?ZwsG?Efe*RrD)e@6|+5hnIbw*>@J6io?N8D*p>>Z9B+ws1%G_$8Da8IFSwQFf#9 z4myQ!2#~*4OCLeGia0(nsfA7=}{>)#=on`2Um@o59lDks! z)*1LHh2lycZ^)fZt#}k}yhC9<+J|zm;8VdkjQLt=Kp)AAwM8Sy;8Ptvk4s&;noQE@~=`(nw4;?;j??cE*gu|RY zsm*ND3ne6KPZ#pPUM!E09F&PONyte0D(1GI z{E9kdDl$NB7qY`VP+*ygMY~9fHB|Q=Mv|9NCNnk;raq%4L?EsfTXl{ouB80POgfy9 zr5EL001kQI^4Nzrb2WUjU6!)B!e2xJpWIK(X(G8@R_vP)CT4${dCui9i5xfoYChj* z-WkrZ2FECCWxGwiTu1#^ZSRn9JGJwFvEz+9%B^poOeOZxF=C%2fHFrJM_8EG^+^J# zMDmz;tAK2f*-)GA_Isd><#Zur|pMN=HPV8^~@9zq3*Qm9ScB1iJSH;g)(JmT@j600nI|r$|_5JCeM|9d+D&K{!`;Wo*UuN)ym_EDJ*6)d5+xxaZZ@n>Sdv&O7 zUvt|>gSPkex<4D$9Kc_csQ7!n=n`(!dVMGUy#!lduITe+l6>)CAeFz9Nqw4q8m1vO zyet|LrX zq3Pc@lpXw9%6|2?* zS8U~#j!d^ziSO4bHDX3CLern!gZXzxNK$3Q$9In9$!+zoR@WJ{y?O7~cHmY0pnlly}nY`0GrCx+(3hqt!wpli?Q)=V%hnitdO2xDMwWsAzXqxUZFe0_d z{9$~!Z$$B|*hGVZ2|V|uv1jOCN>Hyli8}tJ1kWR6i)Xzyx1P##Pl$bLkx=5L97=nL zH(2L+%*#Du={=aI7LoecvNk^a{EtDiW3_(;D9ppB*z7V&DKvx%Q&2Fr|Cw-{2`95m z2RND*z^UF%IPEkVD1HU%K5l0m6 z+%7TXxzCGJupC*bQ$cM^5(4Uw z3D-4Z>Dv*eZv>(Au(~)E!}Nw=`lMpU2ev5qv;{(#2fc}ppHRgp2%1jFk~kvS*vR9M zx&9#>LAMAs!6~4fkR3OSWaGwx2w5=r#2WilNO21VM_6m<_n~n^@M0bk8t%B|obaM< zytBxx)y&dJl}6!f8inSwCudZ01q|hFlW7hV{7l0!gyw)3jokPlGzU~G%9DoB5EdeP z=Qzz4;5hLMfs+so9NTVQM~`HNkgkBdng?VIN8s$22Se9fbKo4?3O)-)7yPUyFJvG= zca5P4N2iN`hH8lrkR<7t7zFTEo!eG;vcQCgIlsg*A$`oaT{P$STJw^+-8gDFdepMv z5kXo;V-pH$GNR_rUOzU$+NA5gxv@|4@=a*m3UQ!(;KX$T&T4nUS#AhW$Nm8QJ>k)v z=%d!W&fSN_9?29GKv{ESM3AA;+yv_y`C+k^AKs|P;8{{Pl_~uMx+)#JGkbeNGR#L+f=y4oFqL4j z3P4wM4}pphxE|;)?YKRFo>G{J~MNqARGZ2Nev_STjZ9o!GC*cy{#%CX|&S z-B?hnK@8w%97I>Whzs8kqt!g$9jqz2`F3PB1`|14j|j>B#K?96Xo{=vegcJR57G6h zb=^0$udZ6`u~NAC1}9kmZlISnUiMYwOX)>(v9qO4_SHn}Y`LhiKdUj|ova^!%fe|r zhKC2dE8N20Vxw?#6}Gd?1YCve3s0$sS7m3oRFpMGsPD(lm~&Ao`weQb2WAUDWVm`4 z-`Ie6uYCDB*dX&Qj;wC@)vs9gl>;4Kz3^(zqzG*6xQZPnRXF|HWDUQ#PWIv)Y?yf` zBm1f!!B}0%IroFgej{80n!7IVJW0=vonAd%;ila4GRNr(Z?7(E)6;tuitQW&3>0ow zKchX(&`rSF#>VLn^cChWpQdMrBd+VP!6cM6m`t74qjPA0OXJz$HxR)t#tsuz+F{}a zK`zVQj0tExQS~wM%AiHfdU|JpFlWIug_}>XBSn8&kK^-XU%dtbHpq-t-@gl6XEvzp z54bEl!>gif&y;d?eum%GMT{i4{NPk0f%Ja774@+9!8yK{1{Jr{pTjP=(`M3UGZ&h(qJ>2(h&bjZY z(1H`S4O#%QgiM+r42qlmt`+LS{>%~PTv~1&@+)kuyw&!x(69CKs!(}T^)7*N0aa<%%O+p>FLC$#|$gN3LuXXSkt%{v6 z!4(=lqtf&y0BqCIhe>6c_yIf_2VbSwizo%2d4H|6g)D#r0+tL810!4T;<)f za{F3osw<+t;#bsPNW0?s%q|Wlx_R@1@5P$$9+apPm|E!SRS{$EB!8gIbc^OfZQDrX z5~J$AEBEysqnM07d1DARQ^PuPhW)aXj5_mpAl-HK8X4~1<;1+0suD$cy`Flxj*64G6c zVA27D1aQ-$}1(u36XM7Bs}bc-2jsHx){IK)pJ{)w^^PmbIB+0)~-NZlam!KU|?SB z@mi8B6Jo=72$7o=4;W|Dk~s5PU4pT*Iy(}32T*TK9+>hFHXUvnif)cx1|Xb645ZeX z0Ah7|UJ*l_?;eI={l*dD(?qy)i}E@uw{E5Tb$)Fg!b~3kA7#R*=G0igO${U&`s4(q?=sQjSpB-xb8u3A{j*B4d0Z+<+GjWuP5mD z0VGn*SJJQoW^-hQY1^UHiFw_J7KON-9qMhf>+Jiilw%im@IyDQ8QaHiR(8K%x<7HV zbRV&65$hPEEo0Dzm0PKOZLw&FX%AvolqH2T2jF^U%sD z4XP8MM{nvu5h4TRI8bwNk}kDHjEHR;fQG5W!)hbm(ze8 zX@KcYgvbH@eXb)5hGRe&QKyq?#SQ$VT_kQ(EVl4M!!Z*KY24^z9M@U-A$8I#>cU8B z6E%Kv)zz%;qW57MjJ~&DA#k5n`SxbF_(_35Ru(r#S|{%Dm>=`h+Ip?Ll2#l6)h12) zpln^RfkxLQh|3CikUr+#ei~*k*J&1Tg+9C_lkvyQM~^xVVp>)=My}hl+i&i?ow&8k zV`^ZrV@&Nj&2a~5(AQ#Yn&Lr}7S*E@g!Nio0Af5pt1w>%44D`_Xq_pf5aeg^Y~;Fr zr(5T0?>;mmH!r@K=FW>_tBhY9!yMxo(A51vQ#a2nW{e%x?W|BAJ_pZJ#_$YO<%NJC z4P@I{!ny>at9xd1A9?Uh8AHO@Sv`YRb__6!d3ukupmpSuRs4qW;}6o9+%UNhJ#e81 z$#HmK+CvDKCN~3!&B3U<<_pwElM{%fHB!L%V@5H8f`rx}F0{DX9a_wjNx<{@GX;Q5 zy?ZrC?+HYK)mQUK-AYim_5L7_`P*ke?|Kmr4Tw)fy|wEK(tP!|g6j&p23b|q{_$YL zWpYrD_o68>8qmZ;~9!f^=VvHp^yC0hNV)KlP)dTBA<3{%U-QY zdlV-Z%pZH{tyTPi)np>Rj~5 z%j1{T7PIRJb-FgsQ#2qljmjXi-SA`S?bqk7JO}`z;@fmp(z<*1=M-5bo^71$(8Y>8 zbnzzhmFv;r(yNcGu*dw zjB)*%36NE{!mSGY{45}AHwVQzmq5!j|0cWc>01}Q#aBHt)lS#H@`9YB;+C=u#H>x% zmOajpN!mV*UxI(p+a~8|wz+ImnRH>vnlk6JGD*ku`6WF6%K37R6OGF@;g6Fi6#49y zUa!dG>%YK%1LIGQwf!r5Dmt2ND04WalI~;fUsRp?~)F>u&^Ee9ie~kGcQRTZj{N z>bf{i37y`*=zDJ}))g()=;1yfCZn zO;*;QhYT;q4Gp^|S8Ua3U}wK43Jx}4j?!0I^~ioLvt$kyDO zqj93Q_AIF)??t1a?O$WBBz@E3GxT;=*4ozA($c|g@3)my$4~eEcG>Jsspf`Lcwwsj ziY;Voyse|VtvP!{%050?Rq2XCH^B7e5sb7EU;^dAyDB?BWHKKxMgB2>nbAo|C+~{4 zfR6u|RNd7?`jcBFA@UH}+gfAF*QdeZfQW3a=h+rtDCJeYHy#% zt9n&@hr*xnsy2Bq=T*mBs%fMhF}4q-dK}elhZ0(~<&@WVNjuiTksOh!#Bm>@Hz{i z)ga`t7TU7(9!|{4EdkX1r(%m(?aTu3oOjr}AT|?(4ihtPl3c<5&dL5tvBn=}4#uy0 zl6g4K{eA3V>xAn{9Di1bP0R*<$=Vk!V*yokI$qNzZ|A8SKSw689Sj6Fsf=N-+YxY)~lk%BqH@&tEI=S z9apZ8Q)@~vuy^bpWEoj=*t&v0zR@GA@W&j(r4WDrWGi5n?B%tD9r|sGpsW-SaML*mT*gOT}%w4J+yaIG#ew?j+d zxB$3ozKHprzC<`WW~`Sc3hrB}iFVsS%cKXb~3zzc3$0Ud$-V9Dg? z=x{O<9gp6RsIx|p0?@|egzc72Uz0JX6&$?U`X@AHrHl#;g%w@J9+H8DY_ z#Pqmj$`}H+18~91j7ko8K@kDx5wKkVfFDd4#{oxGerFjGbi!~KjnsYCku?HJ#<};R z=i2bjbO*uJgCm84E#Nbh9S$f2$M>&M9qO#9Ac8nd>1B_4~-UZJ` z>n*c%%80V2nRJw963F*c8P_ol^dsa8Ao=w42&RlgP*4zwKy;!1C{E1u0f6zVH0!HH z7{3K<8-6b~b1ro}5K_i4nMsi5t`O|4!T|g}brGnGLGqlbb?}^8M&u1NpAgXQDnb$7q* zM`n+4TZI*KSI#Vwrx zO6$`1wfXAQoj{k@>n(k47g6lEK8w1#$%dMdwU@hIq^m1`Q_$FYfR;tOpx2VNPq4~D zZ!LR;D|!~hWw&oZ@9#f&*QA9;PPv_v$I|ftvhFrN)H4px^z`aZ=%oF=Hvt5aIx`^s z7{Ye`GKI!+{hV%97{3}CXOPZ8zdMaHgt)5=9 zTl&2R?&IV}TRF$|#$_4EjNGNBdG_k#t19UqZTu@oDmtEs#3_k#j-eaMHsQaTi(h1y zB+EO7t}iP-hm^y4(L1U-LDx5sb zeAbyr91rRFLw4FY9NoBURTnK7qod`X|D1CHr#m7^^UTn&*_|_SPNdunjnHnkueZezD88Ao@!(^oUo%j=2mZS8o6PO1Hk?(v`@G-Jgj^ECPJpR14C zXn5XFa%l1F>vy27ve9qVgOUt+H zP5E?^R8eG%mlC=eFb(d2$-8plkI!y-SMtKfcXhDyuez2G(l@r=x6$}G2H3D{z3RIs zc-iC`&pdg;^2}lnr-;<)7L_oH_Bz0=ivG7;Z#?mdhSnnUX@*tkx>`9 ztXEo+aZv!sU^OH%&K^!q84K-VwJ#K8&@z1AX5=;9v?QGaC$(B+rzxE>E{cl(-Ui|8 zPKlP@BY59BWprH-n`ma8&2xVhD0Sb+es{bVRzmPRb{ z!2OPaZdCn%2}=YbXx|`o*&|Z6BZJ2(oziJZn`+{+)Li*Qc*H(XpHS_D$0y^Y?#E_+ zZ!`J2gUbdB%Gf?L=KI)H-y{Uv?UVg}$U^K*Gh4+C^;6B;M4OEJ!E zhz_>lT~Gim*ifz!LDhx;-K?6iVEYUdhIb(*UgfUzJ^`S!tgs$bCMz#cEx@nc0sP_(C1lHM!*U}x*Be`wW!1QDUu#$9jAKOKxhKjOqi2G z)(`F`mw;khOByxbEX$k3QwCQAyy1Mo@846m>$f~6O_r9D<{RpK1gaIw1)DQt z0qbfpA=tNs1Vxa|DddTd2tiki1QLubar;C%U|r1(2kg_xef$2p`89ljpc`VSbtu?U zx<`ufcBPNXa^}}yTc#QtJonpWe{B=|QPiY}^~%?>octX?YB$-KX&A~4N$wFreh>+c zM883ua0`|sZrK@)I$@pI&BH#j#=#cv&%)Hkfz#;0N<6?^^W+|+4=6}A&OH;e+h+31 z*DjZ47**aW$;Zff*!|>o3`T&y%<#0wfQ7JW=ZI846~f3_Kk8am<@Rm1WWk=M`4B_% zq5Db9hh@t!AKq-cZ-l#$bBRJ)q7fLd0v?kPdqH`fiFw<>$N>&CQ}cNd=Vlnu%pKqm zSp%w#lgFJlUYV2$s%K=0suxkMHU!LORp7Y#H3o4XSCha|Ba zN&MRY)W;Z-baqAp?Gd4hJ<%V(3Qsf6&5BOMYSP^uZP3;9Bq)2LlIIZFIwpWP-ngf* zG!EB2yAR$n>3(uv^$$xtK+W)t(LUeIuYebI;=p4QhOeK!HxK%9*|cqJ1V~4(x37dZ zc2n5c@u#sy`!0a?j|QAMFrKa{ z`ugAP+q5vU*#B+;kX#Dy#uC!nG-)7X(yxpNN;X=BQDCMR9{1Qb;elG+8ROi-dh6w{ zS7JS=?n2j~!itd)1>aA11C9b6eSaQGd$5c>GX(l|$6FzUZkitwO4khs4k{7*(R%ti zU{5RbL-gM3y|+OI*A%)c1>D_rgvcp?92R4JO#+20R*SArJ@}4wrKN2TO0*7SdzH#0 z$r|uW#`{;sP2#UwD^+L&dvi~=*Y7e(Bc}27|Mai?ZW3R2g;e2Pwe;^Ivb~PUBn=$K z*RSwj6IEq;!$0$^Qu@KS*=ew27w*fh|4}w+#8m#M#R`wkpUke`Ae&@rQs(dn{FWD9 z9#Ks{^EDh_B@g8tukFrG^MvcO+H_u-!)Y0vchmUE_ELqrhw(?*lOJ?1T&5%aJtJV# zjV$fa7sb$CSB3E?U<8ul@|Xbe3B2tvWMO9_f&>) ziJd*YVe#(LztUEubYNb?fT4d%`$b;t1()JKsJoqA?t- z-$=Rt=A+(A@BW}u<8BV~oDF{_zf)3o_+Z0ibTSnjE8)LXmHWZu?uH7!PLWblcG}l) zmBMqW16vgrZFpsWncir$wbr=OG4(yHOy6GVXGXxvOg=XSa>JVbIGL|IU+VH>na8y+ ze@Qcu3$LxQG1lm+q-`lxsP-cJ{45xq#Y#yRQ;hsqOCgts-cdW2YZ&mhfZ7FRFb$QnMU}ci@`Y0`^<)Nd0qFd$-n=5_0 zD#d=~DK;MgyC1xUU`0_cc1sk4Uw&2s{yfU@y-xHqplV3D2ptyJLoy zBMeV^ILrzUW#=d*S$extU5V_JJg@Y&NhibeBE2vPY|(MP6X9!L05Pnf z@^&yhZPIlPC?#!AdehmsC@lW0O3A7Of{dci+R{6!kTvv5x_*yb0Zu zbV{-fqbg$(uR;>{EP6g~G@ir%`GlwHnpo-Nu{I*_bPRx7XM)M@B}6vBFmRsB-^`;< zgum!k?5OB|Bo2682LNxoP31fdprmG4;HhsElmK(|39rSWEhB8bFWz?R&Ym;2zZ7!= zi`e9Ne#Dm6KX>Y+oim1;^aj0)R)U8Ycqlv!c=OR`r>PIX=`CIIl9#sp%>=syJ&n`n zjB}sH09v67pi?$1TN@E1JtOLbwYFL@*yR9JN%jYTE|_}yoI)T9COz=LwKo4Hy;K0W zLQzNbelEgCu)vS56r2^qOUa(39bePV_P>ia) z`OyBC{R!I0l7VB7gT9=uS%1AK4*≫NQw+&tdj=17D$|2Ac;IpOac+|3>NKaS zP4N#JzFYet@(0ktG;xLa!0RkakNKM3_-=!MS%(8%F>F)`{W_tqEy45AYuWSlko`A> zAg9>hueSt$D5;gFXHk_p-eeWx*=AKdbM+xPUABYF12rO381ukO6NT-`ZJ{mqbiIBv z&iyLpnGLV6qH40`UM&K7N-bDRob@#NWa<#vlnumEhFGffAhNYYR`v(LESO3-Ux91| zv6d#4YO9G@2a8z~T@2D(%rc?qPb;bUay6jSI2m*>I>9@sv#^!$=mPYys}X(^yMZXo z?kao@gJTX!X-kkPDXd$0Ud!$(e9zrI_?0O*Mx9WV z#+9|Jn?vZ9{O|k z1vy3DJaV+fG~nRZrs$2;k^yz1@5yiM!IQ|}hm*Ll3&faR~!g6?Paygwu{LD=C@4K*8_JZ9Tk zT}G!lo1Kgcp|{j}(V$4aY>h|oevYuQx{ME@TAosH;o1b?d-Ohigswb=_*dqHzQQc@ zFrhD)N=}J2s_E^;_ z{Yc||@ej9b)Gu_3eHa<=`lfaM%;Y^PF&lcgE#}!CFXu@=n)a@^>sNb)Op%7&`7^M=0*;})X*N#>?CH5g04_mT5nk@RoAoc4P zmu&9Mx-`F(>v?$Z>lbnKFs_u_GAmf@hpjgh0Jl!1_qP3=^5z^5m31t0PY%3(!L?Dh zm?{0p=pNT;>x~=PQ4bpLEj#q?9#^h2H{#R`=|?j6z|P*dv3pfk?@;qmJ!5@h_ZWi{ zV$L_OPssMz^_@yY^P_`f+_!v|_gn|ECl2V=?YC85He349sNcD_csrx~RnHjwBKG0Y zpT*gWx`NAyx}i!;&q=YnIfv{LUl_a>hZs6QWeils{Qz5qhYcz(-kwwavq|3b(%#oL zi8cyvxn7Vg8V?CJ>X{DGk2aNZbrb96x8xmC3(Zh^_01_I>9lPdYwC-$t+J1+g|;h7 zKT0nRc>VH9S;zE_38z%A_}SjeH}pFtW|hC={@$5AiyAFe{?vXF{7$Fcxhlm*eIRyA zfULi&Luf+eeQxsB8y?xm=bx>ZFI_sr{ke`;%I+~RI8vGjN7**`*FYgbsf)5NAWB>1Laon^vuI^S(nO+@;MOB z*n2Jj)22JsC`I&%)Z4`+7h86~OR^X^>ldJo`%lJr?kdUQ$I;C|NsdLG@odTexcPIx zTwS}vU$gwZD9}_eXhaB&?c{p95FOl3Ku>W|beNyQAkhbd(n`hLIF-deJd&yN$_ zfT3>&0n9l!|9S_Td2ki7;-v91F)^vZvafuGYAq@B;l?}OwA?C1H=G>5I&Q= zq9ixla+(`a&>ICxOSP#b36K$PxFQ3{QfU7U7@O@0<8Vbdk)q`W;sq^-8w)svQp*KU ze+}0e#=!{w6}tq;3igkR4B#+^f1}FwX9#s9BVa)rQrrwmMX&!&oN$qD>*uyYeu?Um zU{niLB&nPF$DxZHO8Uk7KU<;jbj2$gG#33B!Gx*xZAd_knEdq+c%*^c*t2N1TLrxu z(u#p_iu*jF5?(D-L8cEx5`ddPDM3mva5>+Uxn89>&dQI<_&#w}Nr4&c&$zM0# z^B3_jc{(*#kx$G0g0x>JSSFrc9$BbUQcqCKuxnm{27i?DsBxMj2vyyPLqYy}RF77Q z0AM=-=3@X-W5JvnF#fM)^nS!ZFpydHzA_dPljIO$%aw$9L=xboHppM!tq&Zj`>8ia zHocGPKe6BxipM4idn-`=MuPKPEEXgBa9!<6=e(T%J%F$B1?rI4!4;Xhp=yMB=P+DW08wBEW%*0>G366c`={ z2FK00!tdKxAH1#`Cm{vbSa1x-R}cx<$Wn*DDyY5OUoY~9B~S!a=w3_}mg){Fw&smb zsd#%SPNE%u^Uuu)qnfIk-%T|D(lX!hC1}Brom~l`-C*;X@9ib6MY1q7nkJ;Ojq1*8 z`E}>3%b!M+S8~K8Qz{lGq9E~{4&g~nvlVK2n0tOh*g-U)n&w49%E&5{(fHY_wbi8| zh+BH2?LV%{;Iyc5adO|o)3WXa4JCEgxP#Y2#8X;)&iFQ{wHMK_fN1%=?e@AN4_?{S zpQ$8@oL^U=t!~N&5_I^^o>vp=pECuEsURy)mdg?6o0)L4iwL@z^OlAJ3-YAG7n#^B`0j_}zOyr>HC zk2WEL<00YxALNvyk{j;@`YoT(8CYO|5uD|X4f;_N)JKc-q}!x1uA49@eq|!PyWc_b ztU<*oY_G2q;)nlPSOetKP8O!l2u$}vmXS=Wv=8f2+WG^Xq*h}(Wk@esV%1rt7p4%pt8N+eW6!{ ze@@8QQF&AN%YKK?6JT+)j#@1{yTL~Mg;ErZo0eI^X=`rf$a{>PkZ=1~zM;Z+oQ8+R zEurVv;-*U7yEyvU_0`_4iNP{iR~_IN3puxL3|eJ5BUi1pNXV)@Rzm6?&6L$r={205 zj(a@=%L|tGcMSA&476-eObi~Cmana*d^~L06^Fp&-Nxg@w!RH^v5XzNmndX`fA8%`&s{`$&!SDYRBE1Gf6^AFJ+FGtam^Z71^Bh%D$4I1K-86or_#K+TDo4zEFt07fZN>g0${MuWAFl zJ+t)2ZT;t^vGVQ4Qf@%n-(@e^IyJg|7tp0`1Q(jo1YO-aYAj@WUI>{=bvW}=L&U}S ze1~%Irg8Zcnq&Em+dA9T3}4xRa~Mg$c|#LQB{?siEjT#J2$UA;?f}k8QcWu0PLt7(7XvP1DdxXr!2`jcU!+?Y#c!ENX$>w zrJIR|P%v2wLcp>Jz{T{OrHN-2a2Eg#e1PnQEFt@mU@{3A%(8%K1P&NwKzEPd4z`bA zcAcOEqYPkRj|Fc(5pPn!L#A8s#@9Azc(S3zOK_hIQxkPmQO$(heZ*jGEa10^10JSQ z7Uvrm;C#ogrWR2OBI@cxnEOW&X7?S3WkhjvhS=(opNGa~1xg7<^A^-3P$fxXIW|t- z`y-kT-fIx6K?JlJT{KqkS`x2ew8UtGRgYzfjHRg0wqL-I$S@`X%>Xqug9Zjn@aOjv zKw&IpC1*)#Y6GTMS|Fwpw(y70ohNDg#n@IB(A_|I7#J8!!7`DAZ4%l`;0eru9ErkD}iCH(CsyuUKb$=%2Kx3I4%)WjuPl`@{THyIJOA!8jZS z(N<{NhO(LoEgf~a3)*pp1@Exe0LBy2tsVQ{-BLNKX*PB$nrRXGGg5ruOUg!X2W4hd zT%~4zdVc=G0sk?gPOxeT`UaMDdGi%+)df;P#TdyiRE}~<7+B`fa78`_4+@kHp}@#b z`i{yuZYnHX)E5t?gNPHa-(6|a9hJT%)l|2$o5;IKpadprt80I@Y|bl<187)45v36>jv><@C2u^LCK1qOX;QVZRBacknJm0zJJ}B^BKUIV zQ3o^A$dIPGV=$4+xZS!tGzsAOV+h<|;V8{xhlVG%Kxt1XCu9_^nA5~D;tm{CN z9IfFPOl04N00u@^z;uEv<|Vk*df2H2j?G^5drG6Aebvx|N)5Hhg?Op{X+7yL-vLyRtZ-!!b6c zwszT0*L|H)pSQPqxO@Ws$d6s+!9rG&kje-evj+z(Bo_YH;#J#EYy{$IsPH#=1>_H>23Lko6y}pZYJh>%P z(^q9Ffj)@SFjsu~GQ_E8n!4uV=p3i0s-)*cySkdQy+^}Ta|7OCDER)$fRE@%s_GZF zk*H2+vP?Q1cRrcHd`r&ju5Z}n0@)mT#PMLl_mSRFg+cIhoa#a%0F;pB)?-kwsG^$ zh}eXlDNK)|9s6t8&@UBMk<;=}wTD70?{UqJG}dOE{80(4FZrRiD&>H#WeR*V_2C)n ztrS>)DWniCl<*xLjqQD7Y~7d1h}rm^EZorRJhmpaFn#uNkI&x=MJ?g*4qDc3hDvJm zeeDIGyL*4Hf@^2gESyZros{D==q&1V{JQpidDr>aPyd$F6#soJg2jI)ba$!WH3 zC3H(3xKZLfdMA3*Wpz}I2-nA}s)+3LbaiQ5NnP~IzIy+qkw z=!cuvec^FohmHH|J|bH~gRdFPz}X}f&Z9`N1OAZ)mgQTy#ViTaQxiqWfVjrjsiw23rPJl9Wy;;2M0t4w|HU6fI>eKk2EO&P-- zAFfzMV=b{6D`xOS9?KcUKt zgNje*OTbXYTPS96q2<@ouk;CqG@bld5Q5#`;nDvMF41 zpF&PP|5rSz&)9cYpG-+3`x7<1Q@SQyC79DQ@%DKGFm`{afi?=^NgKt|3vCoE=8pk| zh5odDsnX}+s2tdWHafV(!3h(~t28Y{cO+_{jpAk^v#@CaF_bp|vI`wO<3lO{H1L6p zulCbI_23&q*-nrgs+pw;Na&k@+y#^b3B8q?ya+um8A?kdOSU~0Fj9aachhj&?wv#T zw9_vb6j7MIv{`glzblVj3Uf8QKSECID-w13-eD7;s1IWDHzw- z$R~l407x76W2XX5?@3yov12Wx)K^Za!UfzXPafi4NzmopGqrx8MrOq97lR0JzXea4 z#1mXM1!$o6ffPJ0K`H=k2W>!r6YiL3wE~cWmJS%WfDWP~y5yC~jtaKb{C*mQfsP5; z7?SYr1jzv%b}s#s7Iaks9-22`i%2r9`4z4I$vXS_{uf#-o?+IR8Sr1Um?juz{Ufty z4{rN^@JZ(XEJ>P4j3~8I36_#py&7n!JbVMNy-Ok~eQr7(kayj6t3==N0n7sO1@%cL zU(k(dcnOVTumd|@ZM(m0b?#c|v1(M)oiO7>-`(D5p6x6cVAZKvnW->3GuNsApj`Pq zR-M2$zMv~^ih~hsz$=*~o*=(#H0OrjGzl9GLh`#tF~3h~N8$o!et~A_R}ajjVn>QV_aIC`)YNb_2eoH3@V1EysQq)|!6O@3YjZW) zv7JJSW~B-cb&^1Qj?WMs}FY zHolW<@oiwhOPTxfi(2#Kp-RK_I*U=d2X1PdGN{1u{pCKjo6idK&cU1X%=FG*nk-eU zT%m-n0WdDQzzd_Nc3{UMMxTWxGzr#HMaFk@BM!z#7HWMChb!wzNCyM(5g1H!rIqP) zk)6o&YRUaAemF!Q#p;{9g9bPfYX z;~WvcD0pyI=D>5bwRoto?bE2x9WM1`Oml4G%w;Y$WvD0JDhMA9K^ z@C9X5?UmmK_{uQkhi-J?-+>8`qP8R}dr6x(_b%gl^v%k~L$ zSXQT;@;qwtf4xHgif>ffDj(ETN&i&faVo$z3Z`D4hG`~HOxi-R7B$f5b$)&kdRO%l z4D%oMLhxL2?FjnP+pnpb4al?R}jqG z!AJaK@*U@gm&}LBd?zM-+8MM=obKf|_Ys50X)Q?0=u6h9aIGxFf>f%5kFZI`Ul-^< za?ME6YW>%Ate=&bOcH(Ji@ScZ5w(%GG$PSW!1uArIb`nlRc~H zt6fbWOy>UteSBF(hW=_Z%9n}1oIW5~ZLN{M70k!(jn^P#J$>c!@s*=2}4L%@K5?bf@$K9LO{7py&7D1(J@a+zN|0*7|)Cj%Fc!4u>wt+ z`4fTlyu$T%28~o26VwtotQ?S@PO2*Nr-c5#Fx)K6Vr)=2Z3o)SNZZDYw45557FBK1 z7vWh44(#c#OrzmI!Td%<|-KLC4#|}p8crl^niO2?}X;?AF|=0 z&rYE|epqwK9!NKlN2WA2o$l9O_zZd{{s6N7sYuymZHCQj1bxL!UYwGmKL5McIsC_x z?JF{xecavmJ6i*PYuJe*J~Vwv`Cvh-Nv-_HKSjZ$gh+$dFOQ+N$eK!R0W%=W<{5&a zUVz3482Fdt`DN75;(;TD0!68sDF!RLC0BhM9`yZZ@IR0=A-qbR);~(1()QNlqllMn zM`_VKqFul6sqth_C;r>Zq!`-a?dZRn1^Bao}Y8Y?oK+A4d#XJg>GLCp{G5 zoMK$+!nu!%Pw!U2raB>v{5XYCH8Jrk7P#RUQuVk;{&*|EE@q8j9BSrw3Jx358m_4W9 z$_}Z{w%e>O*~lutQ$C5XCed=;G$KQ$1cS!!S&fugvF#t1FeJ*vi|DEzdp?Lr>{+cT z%9upyUlKIU-vt`yYq~K25;qVb%ApK}=e{ol#z4~XE-;^$heR%5s`sOB;7$5j*u7#KB zN9j^`A?tIyF-XNenEJoA`DmlQY=!hAz24%kL-y+Y<*%SCOFz2XQ=FZi?V;kXf;df$ zdU#4Dzfh{=_`WzhiXN=tU25{a_~YAG-$;SaKt6`<>h38X~6E9Mv2EYu{^|li12W zVWS@3Rh%u6>%r4eiHSZg7Jx6--@HeOP1bw#_2k)&_u$JpA0DDdV1zwF{+yBbxLS4L zH3nPjuFFG^bt*9$CmE?(MCreCpJuDZeC0c;^$F1Lr@~!y4d6EdK0@q+C?2)5J&s1% zRUNPwvW|qrcw?H4&HD6Z@B!tP5|xAYLI&`d4M&k9ip0d=2Kw8MJg~z%a4Xv;PPzat zqA3HbeHx0hcV{1eSFd&59W<=_#dh-d&b-fW3YUEJwx#2PXa_dyH|N{jdmI1k{<1?4 z?{imvUzKZfPs+$TO6-T@H$1z7J>TibjjMr?bjLVPczDitP>Im45)ICAV)`x38kR;K zDK+R{@ZqdUWdwHKYCJjD4AcidprzdR5~pmT93|Be4uUNC@d(?HD22;e+P)s%|npzAw{o!lMdg}PvHk|1>6R9 z@3^B_uB6ir5E5_KhH!40zk`o*MBmh0r#NNnN*OWd=sQi83K9}{ZkZNjoS{T8tDJlq zjAX{U%_NIYLLg&Agyh zIgF$*>%d~({LTi(_$XDn`zEoo?Rzi_|0GZwNz`7PC+gHoa5H7Qm~NEeO$fl${Q!iE z8Y*T$EoYyP@G*2~EYOXz*@1J!Z#~hrCw?bS2QM&@qJQ9(%J$_O7lt(|MmSZ7Q#34& zG(F>^@Rc}~umT9gNx>?O0Ez^Yln6FPV~E3+DpjhQP2wQLWh%Mp!a0+rggB!#YS76D zPRaH*f)^~>$1)=Z|4raSP*8LSstBGD+Y|T$sJRFs#mr>I_Etbec$uOAK|xa~D5wCC z?Tev`7=_#Z1s^LDQx#!B(P9H8f~LcbGDY`9(-jaOeiy+PLT?W8iDzcCf5k8Z$cpy& ziY(wThOZbNqRMtCwcI~M{F`J$lIjjD^y{|5=>Ay}g8{K3slm{+JqcR%m@j*rNtm6~ z{We|OYf?SOpYpNGxfK1G) zQaReS%$6E}LxaNz)~q;34~E7{O11ot?ZuA+eNT4j_zF4Sa3LI*MHo?7maCGqYqDAmG+X6loen4^0in zU@|1`>9L*sRBPTHL7y=5@nHqTd@xeOO!R+j6q~`tm{QP=a!i5y&W5bCHX7*WJ0# zh-U2cDuO_3!B?aR$=3_x1g(ZR3q27l0tgQGNnSa```7=or7a{9cp zgqh(jr*~%V(mY5DDqj9ajb8G+N7J>Wpmnkf*3(B#zqylD6u0m^1xB)pVo6P8tfEb@ ziqapBrS2L1=;w?H1XhW|8$mOun`x=z=O%iFiG(o5VVfc-KU-BBq6Eqy0G*@=$g^}y4!Gq9eA zFisBx{aUcm-d*T*7iZ`3zB#Zy5dNh11O47j%sSs*=yg??rvblFg~0lC5)su~cYBeQ zt*|YE!;4&BTU95_(_87G`8u$E@!^p^K8(|-tLwz9Q%kWopVGC1!wWNF_iOo%b37WI zX**sC#ft*(-<60_I#ZnPha=}v*wVMVDa^}*k7TYePo{d=p*H>6DxUC{ds{N$qlu0B zuph8v4~I-- zhhC#=c8tL(PYy30A(+k}DAn(QziF7OOU?P~+Zj>GIQqZ&BG|?yPM9}NA6xHD8*0PW zt5_Mps%whl^ZpORP?$(Z_*ck#oWH*6RTnI?jwopwWiZ24igA&}!Fn4Un(uzBe6&dH zolV-m?$W2J-a1dF(%n|I(+-oVG#bvLstvX{?CwxM;a}oWLyOFu-R<~Shwc0UnBB%u=4v?Z=JFFk3fmWJIh-U;M7G7W><)GQ@id)bIIBeJ=ckgYTMj^J

@s(9ovRH{c7}F?pW{Ob1FsSOPCIPN zDGz}nThLl?w{$ItwbP$hardXv3!uR&Oj9QUbpT(XY-1myjdj!Q1GSCTW&D-@O(S8q zN*wJ$lKn9)m;R7X{|ky6vmejcEF(&w@WEV4|EXNP@ef?L-w!rc)|5l07IGv*wSP62 zvb)SfR#3)-bB5dj*bPAXN5DD)z!Mbzz8OF=@i1FO|J<2}4;>i-@DE*JZ-Kd#waI+7 zGtZcrXs;T7yNNf(CPN!OjHzwE4ACaT6b?HBhBcHHkr9;H6(l1lYbc;C!_t&YvI&@z zxfJ1`2JM&#_2d+9kMl>2;f!RMS1=n|B87Hxq8LyzO7Ak6EwjsHj++c`G{%I6WKm#< z_Sye`Vj+bF3SR%Q`%XFsyX8N;HO_ViSy}(pf-2|^NXB*t<2t}PN({LUd}a9@-p(Jg z){=WFbq8DrzBc|2cgOH{K5PGm>p(JVDQBD>NQTPzfzz6OiDc0{LLIyw#xaT)3Jm~y zPRe+TU>a;vBwZvHvwcwg?sJHqHVt2LnURp`e`kLQf9;2j+(v!?>zPSlaN1xCEU+Mj zh*!6#l#mIQ#t~ye9=pp2UWelO*e$jt-xk`tXKj9bc6`A-l5rUo42RUAjr#KUD`?}G zye8o@9?*v6_P>mzWW;2BGvAOKq&RI#N6Ax^ znTFp8oIP_PJ$Z|Q|G)d$uoC`#zvC-P^%;jPK5XS3(nY*lo|0`Rm z9nCp*UNUnI(cYZmzvSc3JNp~ee~Fp8j7LQ2wB6L~*r6cp7M_)Gtr!p+k3|;8@Mn=j zQy6Vs;CT_B940KMP}eeZlKf{V#4u`MQ(Z79t7;Zz8f)%9iwcO~*}kOwo=#&cV=lF* zA3^S*h|x5Kt{4S9Q#4})fUB6@^it|-yK5n4SRwa4c;<7+*H;Y)XrIWmXDFC(;i7*Ihp4(|EFx3fwLV&Y#971=IQRl!EhTam#vV*gw8U0^$_Z zFZ8Z4mNAdgW))694Vp*886)riGLQa18}Trc{@pyvcum1PDvbXVWFBRmOuc%_>g@+w z4%)TY3``2|N$^x@>pxp1YI6r{R4wa*wM{_rb~ccc$v++l%*H zofNJS@9{!``*xiww9s8%Dls*w#my1Y;gRcKSJq7m*SqPl@-^3KkLT-#aLMqyxgKur zqIaJpz!sJ++gO~MIxphH!-s~iEgwt@&ohiW>bA>S^sY&QM<)*BcbTYrt8$&%OcZ8C zhej2r`plc|ii`bnj}!~hyWa7~^)h^vxK8N+Q{b*l%hR4WT`WRJ_PO1KN#UC7USoG2 zn;*rgvtd#FUNmHhbojV+uPwQg!i~OvEr)HL-z&py)T3t6Y5ILBYenyh|LT#vTGaWt z=ZG}EYu;A3H7YR%Cv>KKwmCd0JnZ{8=#IMWb8bW(m0$OoEUdXsTqj)Ge)lgbGq@uj?~!aQdUtfZ@g0qhxm>4%Ch8e;xdFX% z#X!kS^sWvS@aJ)zqD|CK;c}Df6ltP<$fe*?gM6};UoPyuyh&->8k;O%S0>Xr-^=H1ALCrf~){d%nC(nG~+wbj;XS#Jbfk zds5oTMy|n3+-6Rq1N3QPumu-e;)Tjl=z)!bTU&K8CvJ;rRNHb}RfkM8q|TH-(SvE$ zSmC(PvG47|`i;Z%&`fYEz>(Xg_1gmTdl%cGDg$(2F>owOvzn~5HS;AG7@kLEwSh|M zy=@N3$7_70?}$2Yr3(7cWpU0PPV4u+qz~Sz|9KTLp+ub|od5W#xKj7|uW>knP@$-B zR5KzEJK7TOUTZrv#5FuJp6sU}fpu2GIg){k1YB91sRRs@RP9_Ws-1G8YJDOEB^gYw zPtggW3I`lbDxafn?I_{gg(DtyZaAsbhhrZSGDm(D`VUSYe7U+7HSxU=L(PK>{zJrv zw}Zk_?jt&+bRZ6h%yG;^GvXZ1rnvkCWu49~q!|%=%6EvpX*kHDvmIxZ8j8v$_$fp$ zxN&=*(kKG@R+l+1;FtKoEAzH&>3JNz2r0GkF)*|^kBW(gI0YfwZ5^-(F-AyqdBukv=_ty|!7uww*a&A?fbxP~gCb#>Z}+pU_C1izk+G2tXV z%9xY%^zI0b?Svd@Y=k6m7?r4gDt(vurH*W8Jh}I!x^f$bTZpVY! z0~}D2Roqp8_LE$ULq#D+sz0L=+}S|mO?xf@*8Uw3Cs*)=#1SJh+0;ychzt%oj3FVJ z`D%!8Nu!T}GLBdbqUSK^OBnR+-azlzJd9r1Ka*|Wf4-E3PZ*)(lYk|BhAppLd8rjd zEvTA`QW%uA49fQmTj|8s>8@RZp%F*&`uB(cn9dQKXHZ=ZI7LtRB^r4UkNr3fBOzJ+ zk~tOBK$aR5?Qa7LGdh_hA$hrqXlXOFk{DWLgKSu!R>%=eK^KJLh8c%u$@|f`0{$g& zZiNOXMR~=A9kP-GI0+Ym&_>i68;JGhS46k+Dbelqp}uLqLDYu;*%tlBOLSGia9cL) zqZudEICi2P;ItF89J;eB>~jfU$e!w6wzi7v%CtL57cPB z{tacjF~WpSV8v9p^O%zXs-yEc8QLQEh1NIjg|NhH;AN>9^F+27(8v}c@7m5>a5 z_3XNV4=`i?0Lh+0+i_2|CeRs7n#x~I!^mu=+rN5=>ToC^*2WS7OnM-|(J63|)km^E zz?oQ_lpHLAofbvvwN&(iVPW^$;fm3<$t>d`je{K8F^xhTmRX^uk%u|hW?RZ0FGG%8 zZ6xXs7$hzX^%mQ4V&|wRh-tG@YBRW-g0V9UT{k}xec}t8JU?VuV1;dsv`-O zS~CV>yRojEa{2nW;8j3c>Mi$R*=OHXOc^gh&rDYi%(>)B!0=w(e}2t|6r$~1<@+Pf z8B;?&zTUpf$@d2H^t9sXH3SSOd+pV)VtOo(LD=q12G27HOvW493Q`PFK`|ado>b zIN#R}K6a&iz&+&D)_4IqG0MwZh!u>rgSXpsp-!u#4!0_>0OMwJI;YRHix=9(xY zrU;_&&q$`x+5aPw>30aKk4UBzj^Lk>OnY0j)~QD|;E?|2(?}i<&(tVko;xn5gn72> zV9mX$vOKDx4=*m@VAs0XqaChI>xKBA5Joj${6*+5g{jK|Gu?55-;@sNM@~S}qfq#= z>OsBVNCD-ArJ&dUb$(gY^=(CVI5M^=f2P|eivB4qb#L3)X_2cdlq)X_r%k!F6rQNr zKJ)&{`%cBdKDbXGC!%n$s$c%gsN6^dv#(61ll>xevR{7-r)h#ELe@tV3R&e7g#%Oa z3rpqQFn7fww5d#K3d#_m6h!n#%U_47Rv~Z{%%iA3f2yFq^%AQ8J24_P4lq-ms{m$= zu81;i@&DJW41+B=)`b8eIIjf?u2Mr3&W=Ltlkeqm2wqV!FfwhisYr4}`Vsvt@%6cZ z20nNQL2MS2jIAjA@}DGO^V0Q(^o-yuk!k81QU36>{+1}PJB61^azP_|Tb z&BGLv42K>5A4i8n90V^#c>$FhAYKrirv(}cUJ5igPz*}_Xo`@uC8jM`BV@*&weJ@C z5%rX}Q@u+G?V;77Qlgwg%rsPk83a>&Z}HJ%*Fio<{(4zWucGr5gmyv@#U%y$ zS^=GFrS&oK2?joLcx6?Q)U|1an?!!`XSJn`0EY*vk#`FP1dq0-* z(2780hX6#BP6mKUgm^SP<50MN;Ckpwm;(ke8&IP+hyVt@po5q@RRP1I zYZnGO9JFVt!-NSuem_y$5e)oJ!9GKhI3!JUDIrdaZ_rmsFBD|gQ*GlyZpKR&ZEb9r96R>`c9l$&SN3~Q^ZONF%Aj z^y#1MqMC@JI&oD>kQwLzOecEIATB2!BJrgK95uTT3SlZpNUyiUU(?`li;ov9VtvCN zdJ(k(!tt4@nJ@~N7Vgk|)ivPSFm~^sr9aKezEC|WdTX27`~IjYaV=cG5qlRu&==E< zpK*KOkn$ppqr|_3MzbMPG4G3^Ov)37&G|KDEsxDQR=99tlYo5mwPkdr<5FdaAy|Vb zoggx5oQ&$LhL4ALT!C;FX!Y{yD#(Je(^43K>L>PHE0oI1n!kLW z>{CNIWGnUz^oea5=pJbS8@d&t0Mbq;RiBjMO)6-3V5S;o<$az@~mr%bR`8RM%6)(wpm#39g@UtxvQ)Pt~EH z8nW?BRgKu|G4?8s7^qJlXbmisSN0Wu^x=K&fo6$EmvPy#>KpHsoDT*89;+5|K8*DA z$ZzI+5W~}axiPLWK`riD>T;1mEl6@NhjjKvS_;Py)pXT2E9^KQto=Pyb|bg_?-GwJ zdTS5dl6WNfkfU?AzV<+##G}3kMcL<<v8+X`#h4p%8j z<~F*1B%+z4Tikg;$yT`!*A$fJXgSy?IP$emsVaKQY#qMs%{b=VbrA*a&Qvgbi^!zF z*s};2kx-!|DyfnXqUjp$n>DO}cPi>sC=Vg~>J~YXy!$w*m6E0U+!CH~hLf^4H*K{; zs#3(bDF}DHawR=WIN_P|Gs;iRp=U{YE)hX_L!o7Z@1!HPamhuN4WiDb#f}yV2C7oI zI?qpC2hKO4s1psDb*%hTE8FUny*~~F9g{&&)Hx0NxoJX9ca zVn_ZZW85^CI8wkx5NI%@fH?G#N}K8x!cXU`M`0 zj)B|F=eNL=-y$&O%rj%TMVe{UP;rV@+V^17vPT3yz_7lUSTBmLYzy+QpZi;|cCP<-L@-!F_8p|@WWw}cc-*nlH?AB=;iKSz@ zsr4KL`CQ7sRQ8^teJ-`AE8E-Mc%VPn9f7>H;AaOh?7#euQuwSzE19_+!wa~P0lFH{ z2nmY!h^_ZfQZc`O6ha|JBkn$4?8KMjt**<4GJz!Yq z2^U`Yk^%ue>(R}&^+Tv1V8=~?XyAr|WCHu?Bn1b_N5O$(H3Wep9ot^;IU@<9i8XtYFeL%VjF1$7l1{%D?W@=z#k^vqLHh0Y zqO3GAM*z}Wvm_&1r|ar^H;_;=jjsR09-f{6*{w0eXywForVkLWbco{tIFC^4_nq8; zF#9YycyO|OQ4CLFho0g3iSkZWlI=W+)NdeY6zW!l7^Q-MAzBO|+bBa789-JbVhui{ zf2#j;;*bq#oI=XlsRG_9f;uDR*eHpnb>aIHutPx_H zzAmcQeo?iJ7IHal%0g~&AMX7C%p9Ixz!_~C7rmj1khIL~HCm@iQe}WUiEx#A6Rs5G zufTrurYu=5-8|=cbnWh>p2#qg#K>Q2#uj8D!v%RN7gO}nf}=a)vwU==a;7jco&As`2_!f;NN%=JBu%a=zbZ({UE8hEslNn(j4#F zGU#2V!86@!)G^DT*aiGtC3z}k#N9MpAq-bPfSXPBYlGphK?f@tM8{t8Ca z)d^oI^V%D!MmAC-xKlaX=G9;U^9j#4&qC-$+C&cZSwKRx&#_Qw(s0ddx`xe+sP_7krEh_U5?-9nei=>$h;^z*WNxnCy@syfnYliQ@wG;Om$~k_fEwxSVqj;G(h`$qAnC5uoAxP;s z37h+;IX=j#l=l)@ln{}0A>0i=ce!wQ^U2=Xk%3d?uwZT`f77Q(Tt7eX{!O_Tt}t{u z<0$(n@;6O@`4CQ-@rdbE$|?R9&>P9#iKFgXR%4JU2{z9Lq;I-H*+d0FN<#-G>oR$q zAjN;>ajMR{#_1@Y^_SSdvqN5bwUyq5{)z!#C#&cDYqI)h+xwBMUY2rF{Y$d?FSRPJ zOtSiZ`L3$$4;v~RVb)xOWJ^c{wMNMKxZhm3$1)jC5vTJ!o00TTT1Dsiy1w7-PQV!z zX3^uqr87EwXCIdrIW;TLb=j9%yD+4#Z%i|PT@^|>?9FF;D6gp%d-nK3A(NuMbo2iy zMZLtoq^RGuqv-Rhmlql!vBrXkbh4}_QxbaTYaAadO4@XPGg6Y~CU3&Kan~p@{SHb@ zud9T_^iwxeV)`;)k7YL~F?}2*rUwiX-0z^IO@NV^446e}yOEgwAFpc4C^3C7QC)I_ z64RqLLjj5DcO0C7gl$&8B*r0KQk$ytyZB)9c^kr~Zq`FyIv72X?{29*a=^jp8He=k z-_f%zp3}bFh;n!2%wqt#lsvEDyYezc=RCsTH=eNWK^@rBP^ZGiWrxhUao6M`&Yg0x zidWV(yRYb+5|12y_z$0^Z*@5F)TUBzv2^7~Ga#?BA>xvR6A_<)bNfZ$3{_cj!{2!6 z>?_WZX$>axuSU#2>|&+ogPS$DiEp?GoP7f+ify|sgOlRg6p%I#{$HTeL3AESvcP6g zDw3bP>i!+4G48+VTl_4IQqzOFuOSi^X3Qt--_bL#agON7!kQ&=Dc@26JxW-1=Z%&LGMes@};TN^9m!vj zGxOhbd6LH_1Q{4i4XQ`EJt-F_**(8TENHu-l$>8lG@P3g_EgYea*r~c!k)^G3%a4q zNz_{ZlFyUjjTLh!aVZ&N2UEEYGs*Ba%wz$^-Vhkmr^7U0IA`04X-SHDHP{ee(HP1h zN|iB#!5}3H?bb#kOANFjJAG&y<#uHte4k5LRSwzvvw;ox^#gR}MlP!lf2P&TZQN!L)nsPy90Wy{a zs)Na9ZK3Cb$~NN$D`Oag?aHO7gP95j%tw>V?nEa*8=(0?!2sw)?r1V73pm0JOqinp z*)@71P+@Zf@Y=-JoH2NdluT^nE!=?uEF&(P(2<+a9?prI$-?~%JWRP_j(okw=_^)T zHE+s=An+4)*outNNYdnvt4wdupQ8Ds&vvevA+j@m+e>@|&#>4cczSkgyR$|s!SvN}G zo^|#mT|auL4Se<_p~ZP0Vvy$@tFR!cJcekaKP8FB(X7G5^d)S9`mz)Z5B?>}bPr=? z&9+Y#GDEeF6n#907u5F!pAu_ah!}F!59Or~uiC>DU)4r3`RO*QlvExY^Lk8@d0v7K zdqvWEy*5QQMSbf6!Ijd|hgW$~b)0Wn&AcsbT`Ra6ve#JqO*w8o7an)Lq^$Ihp-DE6 zx+2v(XtB1kd=NV zla+q{P*(aBWTn4FS?P-?D}BmWS?T@q|8KL>bN(wUJ%3D~>rQO2!-l8yzp~O#JOs@$ z`8x!an*En*ztdPscrX5g$8KFF%&0B0#v{z=?rS5VxxQ_#wc9W3|GMDp^(LsK;f3i9 zW3aQoNw2nQ-%539nd^!7FWj5a@nx1r<0?`HTgGQe$pyN8Zmw0?G>UgkuXeMqu!@to zjnc8g^yV=(V#hc>Ns1oH8e3}4X<2C?eZ3H(isJGgBnUmWddi&KMTFLPbRpiBNFoF=XftnRCYtU|U7jL)i& zlN(cgY<0!V9VVmFii+RQI_@>5T{h6|`t`Ok2(JT;pt^L2hvgw}f2EU+QH>{n=qNf0u3o#eff!bVqCw{Iqx z+1h}~lLCzLy0TwIx2ACCJPRTiJ2Aiv<3S4hXciAr*dGif)PH-`IA_xgg9%HLgr2*` zq4tVl3gX(od>WawZd0kwcScuCysceKBGV>q{N+kS->I`^lyV-=4^8mQ`5xs`GwJy$ zJv;x5@`m*CUsvQro5j~h_nKr_q7dIG6dIwj9^E(-7JRIKRdkMvpY!Ywtrg6@^u;-w z=DE&SOVWQHlDN)m-?AjqBf*6%sIppHkoT0DbBeRcxZR;%AKkz=K|MNtppziWN0E7UFkId#7sCgyOPS#>* zmI?X=fBxdL{R*^64O3FlP&*~~kr`=b0J<8tm_8Qgl1!Ri>I|t>w_id0l@+FRQ0I*A zB-||0Mgg{yP%vi<08#fkDWijg8Zz|Aq$$N!6IfDfdV<$JP5`#*gWmRr~@6)kg3eHDD<;IW}rZ_%$QMB zQX&?|c0b*a0x76WoA`ruSOFj~BLGQaMlsOX%B0i%jY+1F^af57!)${M@yXU_T5gD8 zX6!L7hwXeIVi_KimOKc)YCU!^Fr1T;KA^Ml(?$h-YMqT&_Er8ekTXKiLCpBUpQ7Iu z!<=cVy%D2z@(~l#Kq5%fzlbhtR?+WLP4wOlHQ?z_7cnnTf*Z4>tVNUJpV@P?4WcxGA? z`GL_YW&%LWx^S9i;1tq=b1`xi2mv(jEFBmfDlZIetPlAB&%>=*an&MPM9(@UPDsr;up-glA6 z*(GK9d9tYn*1&FeUUKHqBpI)A-V{^$D`tjbio}rblhcYD^%@fwZn{Y0V*;|ACP#(E zao)XJ^0CC}%6HV;fPQ~v`>`YxdOo{<*Z6R^Hq4@(3)^C;xj36vjIA2b*qj$?7>N;b z_1xNEeT*0L1pbL64!SIXbCRxh<20$%c3pxj@won5Qwa=U!xZ*9*4G$|sPEJ>xGvSs z4L8(Gyp&6|u4NuaZRAVxyjLECVg58!aJ|G_Q-Wp7H)@Na zq(uyWty2Zp8FYP@s}CrsiHh_DKg`KQ@r}LjH1=8s8bMIkK?^Eu7@@*KEb*zY?uQgR zA-?CtEW6&qwsK)!$orx^FA*EngSEbnLi~{vvtD)wZJ8Ew_mNVnGpY% z30blcg>4C(Qm3>IWr-$Pvs&N#Bl&{xmP)c&FaIh`-|~Y;N30OPUM8y@=hMUBSlM$v z#k;mD4ylmZ*|_rj{@KtrGLdWjhY4BJdy4W_h}c9!K~yJ4O+D6Owu7+`Zy5@PzUn<16o8@s$O^9y}y--c)?)s4# z@4F^KY4jB4sX=Mn%P5WEfKex1v}k-*`?NsUyzvS_FYbq}HlJ?kF3fv)C&({#{JkS1 z!!8%5KO3{PB=8*Q?L08UZHbW8p4jF|_sm7Bj{>;TSvW1Sc+M=?Uj2@)&M>KTq*e$4 z^A5skZwiHG9ltiILOO8KB5S+V4?h;!dWvpU;+{2~p(I`&BUI4n^jtsg{UoTXYL|g5 zarvmUNS%lCj!SY})(5)98w0u|5YX21%41|-04BqPVBV|-%(Y2?S(G-2v3By5-jnhH z#XQll%g~T_tsIqhRp;$I*fXbX2vlBGwqJCs1^15Wj8KUs=Y^hcih~GmAf3docTDG9 zl~6mc|J)*}*{rl%H|(;Bx4Fy8$S;2-;`yaMo@HmC-0Fwe=3m9vyt{02YO|simW+VI ze3Pz^bt+nsX;mg&NfGCMF5M8HoN4B-=&XA2i|M@k%8?gnJ?%9s)iHQ?`BK0>=05m4 zpr{}eY4RHd^%XXve&Z?BS2if$zanQE5M`C`rS8 zb-Qr0YU5iFkD7`)#;D``IsT3*4w~Y*As^3J7axAC<1MFu*YC|rMGe(1ljBj0{_~_n zJbz2i<_=euM~Y7gw(oD>ZF!C4K4l0(6-s!WHqZ27QiNov%lde?`(~b4Gn>wu&dXi+ zEGE4F4-wqs(?-~iCsmu_uYOI!rCh-c(ms7!O7lANV_nnINdMpGe%@tDpZ{oDkpYCT z-3jm^tOJmeZe|jN^){l#+nodlC<0sp^hjKFs{(GY{JYZ!7zH@z4M4M@=OMs-`v^H| zm_a`Sa-2Q}a#L*}NAOD{Qm9xQPyZ0y3^GJ@ppOhOBss{Cp3fj>(B4q_@=ss@O530i zhya;Ds>f298X`EC2r`vnsWT#tZ%`Vj9?|+;N{*kFYKj69hEkviAXXL7 z7=3_r>%R#gR^;FYDiTCuLD4S^;$cSE_F(Aan~r8+M1oG{&QxX_(~sJNVFs$0fEhtE z4Ct^u4;}04%A~F4f%qFFg3nAM%Puj3duEt0!0bz+Bp3?AOhM6vv;hy8mK$m*`d=Za zPc20jMYbXSO-#1gS?Smg8|3sWG0Aie8qCle>=rI{i^39_8g2qv7;Sezl%I4+{7Gj? zhcBbP08n(T@{+z-G_E5xu9WG=>vISGFV?;?Agg5yROyf|k&u$^?oR3Mlt#L{yFpM| zLb_90K)PE(kWd<=OW^Gdo^#K+@7#CqkN4+WGkaFgn%V1{*|YZxHV`Kw8^Do+4hH(` zcL7|pWCde18;nte`?vVl%Sm4G1y z)Q!4_DSracFwp@tz|0U? zH9 zK?V`@E?5VWN}$((WF6pC`~Ek}2f?K{{zagdYjZzM8G*@(u7M?}@RkJt3F_9stH4U* z_3zej@aorl1Nksy00=x$h>(vBOfUDubq2-sKtHt)C!HEGs=kex9|kV~<^zt^(L{k& zcHSz?Kn~eXxH~WRPNCI*LGQu|?@~Vo*+XpzN4g})N+UF^C(COZw=m_PG@Ku2< z243)8Jb&MtP6Lv?f7+V{-g^E|d(*B*-}Y(l_onH96DLb#f9y?5C&IewQ{C@PzXCR& z$^Y1!wgyh8ygsa8txakHx0<7<0oA7jJ2K1o4?l4x(Q~DzmvGWvxgjRHe{{it2%c8PiG`{bPT{lsW|?$EDA~p#&oFPN(w?ajpd@P|pk#ImC}B7ckYG*@N?_T7 zEJ{%s;1(IqQ*u$TBu}cIP+%!~!}lgt3S2w{>XAx79aa)(PsTGR2li$2R3xZPIG9u3cEmo+GGzT zZl(rkfIB%rb0h-Lu&aSIj}!@jv<)cK|4FCh#10s-ba4T)u-WVs7fw*%@zXdGe_(DM6DW+E^@_z!;ke|SX#q`B|M|Kb&} zFCT*7zj)=}l>eiTZa=<;$m zMM?mY|0I^R!-;*M0W1J$swhC3JK@94O?pDG-vQ!Xcz}4d9i;IL0OSBUDnOI@9*}d3 z*qti@3Iq%PA}$1Gh(8nn{w)4hD7X0!MBr1Cf79$Q3VoTRCk)=N2hFOD1~sz=t+58J zF~7Y7G4JFti-4*v6C2VDWs0D0eU8o(NW1~`@l(A)_FG`sKs4G@R`s%Jn1 zXoN~s%>M5JXpIqQ1XeEaZ%QQ!lnc}`f`Ilf7=J}H2~c4A3x~fFR#6l_CHM+(01JTB z?XSAUPr=mbgkCiYn3Y|;-%^9xdiViQVh@S|xZ3S|iU2~OH4MD!+6`Ez9($>akp`mKY~Sh=|_DG%I0b?&B*TU3~U^EMvYMkm07vqBXhmx>c5 z0FoDmdK9SxKFn+Q4L9!LEn;hqQp)?K-4A+zjft6i4^VIa9%7tCfVz1xoJN4Ub-eWu z12z8)K#9F5@G8)n@Vj*gyy|){6Xgn!324sYU8L^hbbgOk{u^!nHR$Gys8TJg*;ATKWw$e}VN220%3+={pChnT7anK;$Zl*4qcTi3NHd z-e4OG^gIG1sA=XV>Q9L%1A7NMeh%1;NZ_ms8|;S2v415C7pMMJ;Bh!`*5zH`akK!Z z{zc%i#igJ|GJd-4b;o5Pe!BcX$0cwO!}dzZUB*EA$RE&_bNMLHQ4Bb1B8mLRIhfNv zSmBDz`*Sc~fm0;U{x}EIhy#=Y%YaLmT%4{Xu)tf`(YQEqNMH+OeThm%kVmY6rY9hd zDo}t2nuuXH2-gK9t$-6Nhz@ZQ;ygeB8jvLjo_@Krw<{L_3zznG`}_~bVAP%L==u3k z&j?|`V=&sWfsR{1BQJOiX6?|w@+T*_COFZw_HEGxKYcI;JaXfVpPm+j5+v3ugo|6s zg*-wB7Irz2N3eQ38doj^H?auPucHGUTkY+d4m%nbIXPYNfFmz!klCOxcI1)Po{q*D zPR@pBup3GMV+;H@@g3r8-*n9J)32iffu}NChdDXl;)3Q5aB_0s!fuePy^ne_^AuLo z)I1zekC7i$4XhLb4EGt3tB1zUR=?@!{erb{wU09i@eqTZ6R@xai}l!G(aauj1zu#} zZdPptC-821>u%W2>Qx{CE2BoP_MOOCeIGS6gE>WW1?p~mm!~%_l#ILmy9jm-ARSq6zbMf1kM(Ch-K3jeWCHd1PZ%A z0l{Ps6xK`)FaypC0QF0-jzGj3A)F6BTUG1EtajfxRW{pPr41aM4(2kmGCIa+su>eBzI?sB)@crK{-cTm(941n4F!*GfZ^uQqm&<{8O zJ#hBm!EW$43k^aYyl@32aJmA}4LDsvg8-ba02o{V^AC8sLLC!0T>)s5Mg-XZuR01a zt323qPXpTX&pZf&|A86sj%_UP&E6H1Q{+JOfNu|f=rXVXK0yB;q$+@f_kH^>4*#q< z*o7V^`p5s`cP9E*LI0o3x!*DdJQoYP@E0(-0x#46x*s&{J`R92SCPLO`P;TXbpg+Y z{6PtJ3j%Nu1@IRbp7$*O)hiFZ^cN9-5`u^iZu~D!`JcMtPY?h9?Fw+1{hNUg(e`iA zcRwBi?}xtSXDc^XL4bETjJ^t&~LVL3-JttlPr(}jXXfUu?KiR zGi@hCAK?A;S&@10pc?%JAX{Zu zDi(m7iacwe6d+w&2O*HI9si!Tfpj#m4PXZ>zRBwUzJUQ~I}d0XXCSjLiF)S`knjS8 z;K(4nQKv9h_jzzm=x^BY03T*Nz6+2CkhK1Kpv}Db&FdBv?Q#v?5`dKO4#Wc7@hIvZ z@G`0jgjd7 zSC>J_#L?E-;gyLa!1gyspd@9@guulCU@7tQGblLNzEU=E(q>Q)71sso;uf!+OdJ@* zUmH4^h?=~zH8x?8F|jdoG6y8_^CSG$+ijj^omqwPk+2A~E(Wx&2utv~4!!rNjtKNy zuW~{9M_L*%c>iQ38zA+!ng0(#Osp(_6}6`$ZHwQC*0!O3!u4s)OW=_ZT)=0Tv;0qj z$dP=dtj{(KY^&2mZheX)X!$*wBuHfkpU&0uZf{vuYgCvXm(W{Yc`GFbJ!gYPy8C|e z6MBUI(}wb;*XGEeBH7N*29}G3lC9^@vBP|M3%(yrj(Dt;Wx7zqS$7#Hple+64WX!%6dks6l z>`3>{vL8$)Zk4k0XB-5=V3meK|uTXe?t93kxsv>}&g+hURU4aO`Tf@~bK%(bwe6 zy%HzVsBUZ|Hi7m+Q^GjFF`mH&mvXQr15F62Gy`JgToYbpW-t;fjQhIndH3)J8|QLX zlkSo8e&DP%t@ratMB`+=v_+WMMdaANg8EPw^7Vtf7e@z+;j9}R%*?$La{ln&;1vT@ z8^VZH8`9=`{gbV|n;qxN&(Ao=D8$MdMplnf%t= zjozyM8JlgSAu|I;tInNwqvoxsQ20Nb?)EuYvg|F1Q7KmmHyjC<<2Ob<>R^XGPh<4b zF6mvP0+UXJS!rd8M)g%TNZ-RgZt9}WU=+PXhDBcTsAuHUvuRl#YtqtG52L2lGsJm!-cHru#Q>Yh`RhmLa%lm(%MdF}+_vxAXEs<(C<#f2NcV%24O z`3xITt$DW_QANe55psA}vXJw%32Z_#U%ZQAitKP|o;(ae5|kCz)R)W${wwdb@iG|` zhLA_`p(L4oZG4o6I@~|>Vzb;e!^TDmIcsKUIT*7SQK0&;UIo<;Q+6s&%V@J;GyhIj za^&tq-1io*W*T*u6e}*&f@YRp-Z@n{0a<}Nh)}+h+ecY1WK||mVIEls8R6m@nZ0;c za(XMR^ff6fXQhtXCMcLKr6(!n5*f=CJ)gI|byc%JHNmw{O-j5 z=Q>{#(ylcU!cQ)O65gx6kPN3qiA zL=dwUha(fZFs`wlL54#SxyY<{@Slrf7e)J_*F3o(aI=%=eUahtoOd|OWkmLQANyT; z{<4+^d5QTaR62UcC?}>>7AKGMEcwuO-d_mvgIklnz8WWQ#Of60KTIuzN@3HMnmj4h zd!smqwN1o@@ga;qMG|vOHm9!8g;Q32>zGSRh!X12by&zoiQF zp33&(QhWgP&eZrPU+NCW)|V>qxjQUnlft3S<<9n)Jm-#c>p zdeZYaojXmiN;>dQpjB2J*jmDU??A9!7%shd-P07%OCyJycuJCb7~D;*@-8x7eZ7rr z-Yz4WC|Zf)k)4oh4cBXZzr5JtL60XfnW>%e}#m~f;} zykwt|a_o#iq#9RBkE?(u@l!^YncZYLIT<&_Qto{J+OXH3b9n@95SKf@nKKKDU2E`8 zt&JBFQ+q8qu;|JvVAW;_Nyr{kQ6D0Lr$`SG&!*JvaktQ;rYmHub2+HJdi7tag7!Zj z#Tkj~I}rv=4fG(m_%Du>Esvl5&}@K;wvZd= z#PN^3U^6298Tq+3>_9_FYn$fs;v}*%!#_oDr1_=(`{VE=rPRd*eY$mno2|Xa-mHZdPJBCOY@{rbk+y6HKdK*5O>l?NMv2^ z(+FZ7`kwZLL3x}>a)P7-Od@ClJZ^HW3L!+P?pG8sU$VM_il%08POavRo)Gy!#+*uu z2nW7uRFidPvR)K>=R**|8@#387%@+dI69^!hIB-2es{#Y{Wd9`oyYw}dX-MQXgd|w8*<=&#aU&R88N^T(z}J9ep-FkI;jZnM7(MCbN8&%>e zMiVdg%(diOy?C#uR{MH+bseQEv`wp%zM3Aalbw85RYsf)J(l{^wOL|%*u=y^XWgMy z^mfCEyGV~FrLJnVtoD0OYGy<6$H1qjHlE!T#kDUwZ}4^0!_cCpM2JHU+0UGxI`OyV zy_jf02n-YH7Bl@CKk#ifseSTs314s`75Z4O>QRa+oj}y3io0kS)n)Ec81%NYTCK6r zb*Y-8yZW|4VjvcEY{+*B@=LXC1^A3L8tcBz+H!AQ5!2;(k6DJ4)0~LphRtezD+=dN zLKvTELL4Kg_!Y;FLRwo)w9FSmsc~xE7?+NzwKQUszWVlsr=$|bv#C~!!8ZQ+sADh#ZO+;KZ~g!bv(>)WWDZ+`Qde?vR~qPRS;(OIZ$W@h!M0MM(p7{xm5V zA92_5B~rzJyNj6pr3l9RJP&R?tV05BD11aUuTKeB_#McrX!U%xWCZo2q^qjdS2wVl zgVl7oKPI=aAht^d%xG2Bi6&mWwY0RMU1iK54;#hpW;&Za_Z}n-#HdSb)DoCY+Wav5 z9FNXjU*Yj;Vh)2o29L`tn@|E>RJ9PqI8lmeE1|+@tWnef7_@*}WGwZGh;Kt@srndh zDvXLL>qbVObKhW5iylz(3nI{lJVP%EvQbsBfZQ&cLLO1M<%}Pj zIt>?9GhdH5r!>HY8foMpyg&8JH<+fO&y=!B#fqlHap91wn;sn3Q%vGoI8f3sK3w%) zxg*WS4WAoUf6_6H*N-kog_B86y|fwqoI=~@=qmTg!vk@>v2ChRjYhz1BWM=&HFIW_ zqp;`Y`aZ0!VUmeuRo72Bo#CbM*{dg1`U=nAE9*ahKdF5BcrkAwXo>rKL$uE7r=hH+ z!1qYJS*;aUO>i2jFQ|{r``&$aE?Ric-&Lye2;vn&#pDwcwbI>nv|{JF2@w}n=<~&o zHa2$K;l;5tZ4g=oru!wIPWrs}ardpXFB}<`=!DG*?n3-%D%+|mExw-~RE~EQeJCW* zKOU*N!D{K&pFa#x4z}dclT#=6+mqQw$U4$ISdXc0I)&1j<9`?P5z{fo^L;4>e~%%` z)b6PKo74hI)|pMDo`an7pl<8vZzL-Gy&jaL@=cNF(is;buRn<4(a9sbzn#Keh~w>B zGHp3sD21a{-N2wZ?a!&6&)J6_x@61}^WIe!9pahA9%A;roEWlxM9U__WkYrv&T|;X()|Gw>vH|&MX1djtsbK`8Mw=1;FmAE)ocP@@-Zhs2EZER2KPF7Ta~QuZ@IpYD&MAWxJ5I5G92N3CjNyc z#&4AV8v-Nqv!LVR6_K7*1G>+qrAk*(2aF>xo@J>=`S)1mY(lQQcQzpWRvkihsJB}o zj4SZ1-+Vy%xt@>L`OVL_t`*((d*aWN@y(vCKzj!Ar9^sJ%3mOerhLeF4ExQKu=V|k zqJ`yr=Q^QGm^%vg$&X_NnB@4%X{yVWWk|onif35f1@g9A{g10Av^!2*Hc~kXidU{z zLZ2TmycqRK)VJapPs9z339Q##YcYlNYc~H_k5(FgntVHk-9DYMFdp3EnA;m?J#t{X z(UUe#b9}|qt4ruq*%PIF%W$gi^DJc8EbGdwMj{k%^wwWzCUrKW>rN!H*fDzB9A^CDLOcxqD*Q|KqvCoWSCS@4+>OaDlSTxCSqX{ zB-+Dsr84Dcn`ZNP7Z<3Cy@8~A*H?{_AKi@~{HwvuZ#I8Bao|m-XREQ*)y$#<*yHZpo@?u$Xnjz{k<7U^sn;`hIj>ALWj_fj{(;GMe1f zjLUKSVmI022g!@qv;@tQFtM$uOA}m_Wty=IFbrfJG(`l9yzq&SONm53(W&98ee|yJ zC)XF~Zc#-^RnmJ@hmP>J*OL%W&Kf(MdH9J<41*iI7`{urUiy!k7T`k;b(9sB|aZjE;IMdzyyfK- zx(=rx#z~9pY3;EB^;cK(sAd`nyY_~#G;HRNhtnm0Xnm}dH4t^bGpe&}_j9W3G;`8{ zpp2p3Uw>vjacfFI8mRx&I|qY$Y>5^e-Ve&1St4FirpGC74(31~( zC^;IPe*GYQox(zJEgXo+i9gDY)IOYn`|S9Aof8v1<8o!P3h{VmnQGEwa+Ue(@AVWD zYY<SW<(7W(_<_4TGHf3*VNl*QEwoU;yaMZepWO5}9NM9La5vYf^ z8J96tn$nQDJ--;1H)h)8BQ`&hlO*(^F?`VpE%iBl`@$a1tmVbHfyn0(JlNb*5&@!b;u&;?LO*h9Y^q6#h3`3nyVH;kh&V&j6IRnnNeWAYkC5s=PnaV0eu$D8$c77D zc{Fpe+}q367npJ=nzWrn>xZ(C>Eqx05 zqKcm_Qdw+*`3xt%cU5TO<5;yB+4B}LH8D`3Ay&7kgOVwBK$DN%k}{OjDCw zZ+V>F&Fh&I*}-gX9&~g(ElxDtdm`Cy*dj$R42Krn4TJfi8)kh#Pg_WMn@|f$iBCcQ zLtxR<3_=P5VRZ&JZG)<*;}63j+7rYnEj@l*iODVLQZG$@ULBS`U;FjBdBU{!%`Clj zTR8!p3Fpr0I~lji+Ww$l)E|cT5V!HZ7lqJVj!)!Aqm>S`bPxMj(%IIZKzhDuMZq=Y zH%2A{I!?r1GeQSN`~szFjW|Y<9CQv$)yE0YmMc7ct^eN0Z-Pr z@NQbL)y~HkEjoSLqxu{5YU*^NGjZmA43-(`-XXE@9)E08eY$ItN~w}19dmH%Hbw18 zPcLn`iVR&gdTv5*>gt&)OWSBs@myo(V%+0+tXlkfP891#npw8zU{nCfmS&DMuCEGzGG}sATj#dck0%oLM#j07#x0n^OBQVHhn#BD#miKTC=R^=q+o9f_~Iy&iZGYD?BVWdf16w}=o zk%tc}g#a2a7NFM zjV^Uh71JsU%HQi8U;h|Klv0{@w=5PRq88u#vG&W$i(#XW#9(8oww~z4(T%CH<=Q<_a~7Y$6NQvIK>a=GMoa&O<(I1U1!~-=xg!wFS%~ zKHgoS;J$-CP1$MB+P2omU5{LT;}&}(Is=1og-of|t~S!yxHxWM^1fG0m0ISl&$3ot z2YYg*d1g3Is{O3C(S<~2pY|I;1vm`jM0}`pS_yLdLFrb6B8?G~&)n6l$e&TZ?$tZ^ zPN!}dV_Q$S%#eQ#Z)onrMn*qY!i`ix+j!BIED;C2juH(8~7u_d)wMk|%?7slIvjd|eqLt9oPmI|joRZjc7`ONje zl{sR5Fy?yz8@?Hg)FB2#loyhjvqrP0v&Oem&l}ji*ql49(C@{~<#$HJ#W(3UsE=%A z=0wBZHgccIB29;eM7AuZ<1^-XbZ~E}o%XMCy~EHV$7a@C@;e#LNC{Ac-$m zr<9BC-4Uh=RWlVZx6nj=1fBL$a2AK!3CCugHdFRWbcmhGg6f)g3hIS4l3?`Q^ z*5)lc>0CqGFmu}uB}K&{f)2-gEsHqZ0 z{G9H)XgG@}x19zhYA2z0kDkCA!C5u(LD$^`F$RnzSv3(37@f8ZYtr ztuL7cK_o#?NggGb;Ud$JvTq#BX%Jv<`OkRIlJe{xjqk>|{JOlHyN2V13`l|`PDsag zi6zk;XtLdLAfMe?XW?Y;;34XIH+_m5p~?hl#Yur8AhhD4^(t-AWmcADDsE4SME6dr z6X%9jr(?KG=WNvj_^2!FkTHZfk(IDyhOY@@F!zD4%7in|vj%mklxW1eFozEu1_mUF z-`^&8l77gv7AfHglF^{}h)kJOUZ1Mxp>ay@l8`pT*o&*KdNzWeIULYLu!6 zJsBe{D0|nH(WCg{QEqI6v#bNh*Q5vmNM6|nc(D@VRxI%u<0JYm*Ob2QhU>2DuQ-_J z*U#HONWt`Pc%i2$?#8iE8OxDen=6_~=w-sNhrzqQab|5k#%br0m_^i2?(}LM zJ|#ZulRAG+*8)G0H|7=XHrb4|H}BV*k))CLh-w7suJSxGHOMq9`Zfs`>?QU|@C+0l zyoV;I(Y6K6O*^;ec+wP5VK5@^d~^6;udFJoIM?GEdXBvfS|KCUb0hz zLpi`dVH&3%x+_dyC@DuKQN0gkpHs!+*_@rnBr5M&cNP&+d`dY3Z4xi}%bvpijBne% zHZ>giS(SQcRnJB~ak>3wxkuv|i+LNBN8W%e@Cv%|#Ja{QPIl|z>AJe@7?~>VX+y{6 z)_@KLqb)`}Z;t61%W78np4K`o4XKZ|P#PG}mSp={kO;-r)MT$oJ2Pl|$7{ONTc)%u z+!}E6NwA4){TR7XIYdq;++O7G?{N=u_5{#t&nKAwPgLslZO1G|zpUh-^$h3=8YRhm9q0m9pV2yIrb|0T3pIN1Ig+PVqjmVu0zAqU{^5@J})ieH*m@iiwPD2B~_SQ7iJf8fTZfl<| zIi^B^Dk&2BvBiXnNPwex`IKTC;p+))3?IAIQ0JO4;jW4LIgW?!S(}V({1xEIKfuHR>)p34=-3;_FL@_U+c{lL-iqI-nM$FYIW`?g z2pLh;kqHtT1q3on8zOMOr?37DIR=B7GZGI4KZcxwzRt}#AfzoFuj~#BKSo#!-66fM z!i?$_0SU*?rNYkNv_bR{J7z3)Z8xni;Y4VY2n|Cao*2#i)>P})qmP54{IE)2qf;b4$CMGYnaF9$j`kB?85UJ9KUYTY z()@?cV*@wC|LeTO%*Fb*&Kp;>3S>lm^v%_`o6jXG$G*%;C}_HzNV`F4Z*Xa1-N`>S zs1W7md@}vS@G+#m0}jJmMuxLsHNGGUGg06}W-p~fGjP)dKN{saeKLxBc~bL>R?8-k zQNZE4TRZ6I25GxW!N%y?T&+%xn|qJxNBf2r71(6I^j&0=9@IKamZPrqO{vB%{< z7Uaw?DtC3&XpwU4F0j~JkaBv-QTcKGgFY3kmF<_DePV>_q36AYyoO{h$%sxm98dGc zIhiF<*7_i(j+Xh;Cd=zCzS|&}H8b%>sL>t|w4zT)%V;Gc=S9z2E-fUWPsG#`f7i28 z`n8`Vs#n2eA*~g^iL&$gE&nX1uF>{w?xm5P&Ff%alI8WH=P%dRu*#~GlkaXH86U?a z{FAT$r+WY^7suax{YKwvff2KN`G)G`3sb~hUxF4~$Y&d(*I&gaD_gni6L2l(C`Uxv zZeC}IAh3}AOf28$<5pMF*)Pu6AxFDA5~*oO+B=|1B zqL-3hf9Fu*t2Wvlm9K9JvVMDe8Xdfj()wd{(V4ot;T@>Kn1Ua+dvAX_v4m1cWn%je2tIpb@@`NN-7$~t z2N|3uE4=3VGZpAmSjbibUF3Nq0?GV$%0w!&WWlrw?OX-mMv^O8+49da9Zqx>(9OTXhu@jBGpi;` zTIoDArBkSp4%E7D)^9ABQOO|1w0`xc)xB zzLAbx6~qiazr?EBH8ht|Vt__tWr`Xb$=%aCVJ828VVO9KT zxTIM>=xWUpHfOu63d<3uJUO$Z+niRB&e`NRDK165o&QX7rJ?DKH|yY;$z4qgC)4#| z_1(qs;f=}NyzT&dc$WUx%QMZZjq?T)rW_ZFU7zN2xx95N`S6h!K$0meyfLuRMwsJMM zlciIvP*ZY{6C2GKWU;mf(Kw`&mIo1&?z+W_5UKp2FEu!{i$^SH;vHUNA$;|opdq?~-c<<<4zMz587(S@-;#Wz+JTmAsXiZda<7c~Od>oT8 zXl)vd`t>92wmU25o1DbBd_q58oji$LGY#uT-nGP2Z;O~F92|{|qg3A0yeTYLOc)4; zK}mY2VWxh26*`fx5r`fZl^QTxK2<{^9nV*7%eNP++SL|z8TG3JiQrkJ$CD|2>}y@C z-cc@bQR8F9@Q1O}J7S>G8HvihaHsHyF3MUMtY>K+yXK$EJ7s=uoxyGvx(mG|ATDK6 zviS?Lt}EE#pFI4Rr{4ba<6vx@jDNpl$XhK4qDmaxVtUF@btIf+LH2z6!t^w?eo87^ zLQJbUKm)znyRV_5?3^?d;kBEVh1t@OWq!$?#{#<<%MF*)G=0W!o5c=sM$@3ei{oTu zS)P7GWsYf0)?4-7>MR-cQIoq?UUHVN^!gm_cV0JVzZUCsGr!)w3?203T5NB7ePpm* zyRq^%mOn+fMfZSTZo_G@{(59+1LIZx>}=|!`vs%xV3Vh`zRkJM6X$2CX9oLv>dl8E z`xEB}Tkqy;`pF}^KkCZ4sHztz>#JE%E{LQK)$G(U9uJ>t$tY>xHSjyOoYhy{CU@-} z{yMyJOK$XHny}0x@_5!SAe0tQqGC*nC0%In7NUBW0_@ z26llQ2A<>wEO|tgb4c7XJn49~UX;>H88O9FynaX%wsAb8`}FU?u| zW{<)t8sFwaB5ERgQdrtgOKlZTEnk+~=4we$RJV~XRvkl<@!>VTPO3r!nhRcQR$@cb zlP+h}m}7VRss@WMwOfus=eoY0R=;i_h0j#;|0xpxw+9nh{yx?xI${EVJaLRie>^uW zI$I1%7A`!1oUExCjnA#r#7-*D8iDZF^@og}E_VNQ=lQKMV%p;Bgs+mF&vQkQNG*8g zo<5zLgd^hk=*nz>X2H$m(b%xrh}^l_cZzf19~9d4!(+*tFot5Yz9+_ynyHKmDJ#mVa8$^o_ zd-UhO9v7JAC;n5Pu>UXfFAE3f-)4sd?O32sf|oC`ycdUi1P8@ro`eUGku`Cgm@HFA zNsI@C&_ePU>`7IkgFLBk7LEt1)hXzNUlJiV6lsLi6!7iqtcY7-3 z?hf*Y&5*flqN+|Eq3zQR6ti9($1;OwocD+3w^+s#@A-yWKoOsP!+YFwmhAJ#as@XlJF)8 z`YGcF1#yIcDx5$dj1E`v-Va5EnqfIWt#U zGs00|o$tU)pP9webY}iq|L$sbo}{xk6g6D*)@sHkO3lJFbVw&(F6K0*Wf=AdBkp+@ z3)Ex~GqEw3x9Tl&DkjbLSM9!7;a!EB&E6ggL5Nfsf5sNjf#f5{{QLCL()N~Ex#Nxn; z(#I4QF1cId~!e zw6vkz4-uY-FEm2VAf;(ha-zQcz0H}lH_9pM*STVC8F8N$2&o- zSL8AWYp$E3kcPu=2$FEEo|dlrzDe&_B_`l|J5@BcuY*mKbwkPYgS195(*tgrd2hW9 z+o?L4@39d)KB;zr^lC{)lg$;grY9U*jRvAUrW`RJs=jM|eoc;dOH!>>T%+*L&M3zg z-_JFQ9A!piY@zq>)SZ>bD1*7&LY#Nb%06t{k=OK@PYfc(Ak7%%f41b{wrG~+{NiXv z&+aX%??NG7c{t&wW7eZAETD0vx?@(ppj#@Jx<16!?G%?$p3065dn*GyDww}HbvAO~ z=S*0|eCw6jhO>Vj!QG8OKCfTSf zF^94&yGEG}j^|ceUNv^o^xzHbyu$PLcKH)H@~%-vP2Myz#Ght5h^q$2tW0;PV-X;p!{hjyP$@*Q7Z8J22ay_awyWga=lk>o&8DF==G*nTllbTp z@eUVuWX2m>h~9+i^_}{VQNppTS!<2guWqv2nG&CG_`_#H$qPP@%7R@p!M|Je3*%K@eEIFjO~pNS+)w9jYRjz( z)x4s>|zcyI3?ZUi8IPKM^Qka6<8}rrEpm{>d2c-k`bX z7DM&`SidZ`HpU6qou~(WaGK=amwA~>D@EaHkviq~hG$e_W7Tqn*PD3THO~TMtyTxNJZnsSwNO7j@4kw@4 z2It;(M{~q$WSnT*{I-R}U^)4a%eP{-g!&g^fF8=s<1bZDl2^ICXd!GrmmFTDabhA1 zsxk}(o5RT4D?6g9t-`fD_Fo-Whsz;?U?;-o(k=|v6{g!g57UC$O=vl-L}sScs4PSo z?Tt(x>Zn+|^d2-|AM*L;5B&tWG=E8y7@vHsYxE%dR^Lz15y!KP2ql&mZPsQ7LJ%6m z`26CHOEDkvR*J$co`V2)leD@eJ*7dlBc{FbaNC>(Oj0${bY*pJ@BA*7#GDyhP!lLD=pl#CVD!pRYaI>5-iJdTu8UK#$gda98nct*b~#DiX+a3gLu7Md z*`~(4Q%co)TXRLl1SchM#uRcSPa*mDdnQV~OQU$wW2zCM49~ERq>tPv3EVS3H02@n zrIhKZg@x}$egA=)n3!pHWarRHy|vb!e(^DV&WuhZ6j~cG_=3NMX8VFr?@n*Xkum;? z=mXut@aNiIo*WvlTpcDXiuHmR_4JR^nVI(QsGM#bv(}bWN*K(FjS@;NPUL7M+$Nf3 zsfM4`(`^NZyM84F)|!>hmH?E+8t#LoAdmR zSzNFj>gVu|T98+DS^N9rYz{XmiYtVk@XL7JH^aNM7RJw_OeN5)Yc*cJ{9@#7Db8Bf zUv?J+?cIKIKEShaiwe~*f=WB~^3)!}bzYHe!H>XL;d*}|$t?aFUD>w1$+q2#G8m6P zIL`+y%y7VUi66FuetV^Urv`;lKi#_RG8H#h|-RP%r!ZQ zXK%OQU|EdqBzoYp>+x81r62SJhp@4+O4$dFudzF&f6lb~Ag#f&Y~U;%iad&fp~v}%DWoprrO2U5 z=bU?!k|fheEM?xlTrc^P7hNv|=S4M>Gg}6ob6s2Y1p|nsm^lcFWcyx^ zzA`*v2`6i+hu+H-INj%vn?(?55jDaAHiuDlF=B2L?qnz|H~tT0@7N?tv~Am#ZM$lf zZQHhO+qP}nt8Cl0ZQI6M_kG$YV&8~+en94o%!r&b$LOt(uI4#S`!`cbfj3Fu#F)T_ z){2pK$YR7^589%u?lfy#&YMpa`=VvR!dRD6lByYVBAVLT{YBHERKkuDCr`c3?Uc*8 zuw|v(%to|vSr|J?26Q-XZg>i zDKb?Q+f%-s+<0vPb}Y2?ztqCz-g&>8+*;(o^TVycoh{{k9QwE9hxo3SJuwy+mK(N zJ|(OF=2m6>e^b@|N3+CAUq4f!Kq3hk0Dlx@^uLt-tpA}0{BO%f24?pE zQ8v1$SjeM@q2!vx{b@kjc7VMZm@}y_lzRp~3OiKDeRO;vK*6mr_ z`|5M+(h9bCP9Gy`G%+@HB57m&ko;y{I;LQFsB($Jp&AP;sz}O^u`uQw{0~owTP$EM zdMQ?5V+O{JTz>2&^1%tU*s85?Iu$QtidAwAeIL26C|G_2L&FTPs3W%qK?@o-2wKC( z3L1F>Itvn{&CAdmt1Hy0%1(?=esaZ9Qyt%oiWKpbR9skUUGm_}$>jgL3AJJ`YY>yu zQXk^%36zt;Z{{F7Z26bWkveA)Xb{>Nah78uSOU^nwq7Sc2d6hw zRW+Bwz#2$NoNG-m^zX1?Xl|#w0vu16kqGCYZeJac(CFx5Qy;x^J$dT1xHJl`2qcbP za+~HoB9c@t2V{h$_E&a@2FE?-34eI$ajvP8;;j}Ix@t4@fX()9pU2}^5 zM4e&%8VWV2)bNS^W1TiNe4|meYJv===u{b0*+w>&3U@F*N<*rn2sL@m1jy)jBQ!+bIe>WdCd@VBnnA!C01XC#?O0Xhsf7EirbHj? z2OxMT=!n79BWU|WR=_hNsv;x~c8H*`;)(jl1Mra=Afz! zgxC`|T4WZ}3*{+rWNAniFA-d&cP z2!G|by0TF21eEQe5UqrRn@3Il@T zD+~2U@2QFRu;==ve{+cZO__9R+oYh&ZGEVD*_dVt3j$Ij7r5XBogW<~zvl9SCBfdX za*@CIucs@1fj%Sen$z#4D1KQrQLD9I^8nrnoyqY|5N^$zZr)SOIH~xuc>?u~Nc|mUEwflU~H>2mJFk zLCR=8p>=}4u_de-lEl8szJn>G+|$`)DiD5c^6BA*>5N4=Sgs{{1R9*pzk%OqJPecF z*h_#>&S=i@LkcCuf>8R^TiScb$>}{l`S}@v*rB0MHJ*8$;~PiYI}JgBf!=OrVw2-` zT}Fk=w}!#iEVA-=K36=?!0HAS5Mvh8@teyS^znnv9NG7%`q7D@u)^=%J)X6#1v8hI z7OYr7Ix;<>AJ@EkIzl-PZCwV+Z!C{`_2|?1|LvUke-e)v|A%+y|38HE<@J><|3y36 zg8;x&0_FU-TmMJr`G0!^vC=dC56CS<1M*+zaw8XmGzd)q^B}Q5LtkYJp=o1yC9-X$ z<1i2l1qDQS-3@U7N!n2`9v5XDM1-F(ikxW0Qm3XlOUmoHrFCUPq_Sm6>z3`_KJS+g z(8|v4bC+*c2+4G2%6szDXZJIAjGT*0k~E2fMx%q$(M*3xnGQa03|F8<2%1FA0>yEU zBsUQxqZp5%eVhcHi+e`Ecf7xb4K&YDh1$7!QzEXATq7{)8aGt1a?t!?+9hBRV>2KR zXGC!dKvHyFDTsokr0_*^A((oz&~Yp59MNN89&Fj3%A)Zel+Sp~W%X=1U#r9&d3C9OaqU^i4#p5KOOs1fOIAzL7cLhvmaNAz(*@pTpi6|749~31$(o|o#i|NDOO}?f&8ZJX ztn%39)5-v-;x+|><@A;p6)U-XRIO_ViUI;pJ8yc4`$;2UGQ*~nKS;_A>SI-)rroi7Hi#P7egnEVUb`jq zi1e}j(TYey$@drCQ1Fy9Tc;R!Alfr<-~|Ex1A$T{%IPDokrle|WLA#7zFeJE;`OC_aGg0zq#QEM4qndyD`P3Nr#jsr3I+2LOfah8HpQGZ_x}PIe<&H zIJ6T$sGFpR)x^aevWvJ|4Rv}9nz@-oAc(WzaIV7zs*?IW+Bdyra7WnSOto?NRAA1H1T!e~0IL>o|e|UxIIB z&>|wvkO|eS*-6%-i~mwCEIg79`ok6FX9eoxd0q$%&5<3&a|ePG4jkYuNJ|ZlmFpMVB3fX&ooFlLw=;cTA+ON5DSd0-{R~)Mc#apN7L& z3^*|}m+J37H|Ou4IyW zykfxmq_NKWek0h}OD9&hR>>sU80F^k7!IQAPze;N#O@>hh!Pgut^FCuyE2%Z8!_1( zc=z%Vht~Gv1zb&#kh59aXK z@j_pxs4l>uTflS_Pf~WX!IL!%7ZIk%6Dp_L4mp-Bd^l$7{pBtk3kZX!JO&LhQpD_F z-aP$JU}rjIgIx6=d+~AweO_KiEZvFy@i|A?`+Ro&Sb_nC7(-dpK4D)LltE+AO+cm# zpS!*9z_K+!&JR6CEr=fCKXsf`Yk;u}0ynOb$!nUL7A8-L@C@drA3q-eLp8tYQwlssI*}H!{F}RbfelsJQ_BG9rp$-_! zQ#hm&woW^Db*%Sv_jES}1O>FayO%`}95M)mUI9uc2?Z=GtfMWUARr*&6$^!K!Tdl432_i6nH~-B57nwCm5ixAWv*fS#$85Gc2>1+-_$7Gtr4~#U5yc{UhGicw zX(g_Fa334jK&D3xxA4twJz@HC4+sS`W7_rvJ*Np|$HfCCI_T$tfqAo1*xu&yvt zpeieH!V(BJ5^aVuuxh4yto9GzD~A`Q#&&a;n7t7I(h<(AKc*dDEYlr0?fpK;*gG9ff5Lwa9 zwcyJlA775qAF70utyj51IpIdK|3#`sTgYzH;jHWBXc;!J9bquKP`b)1ON%)A_=p?} z;DyPl+6qSL9;`zv&=thV<_hC)cSoVwAo<_mR>44O289`f!RqLw?T8(7!zeQY#iT;T z%8A8SwM58&z{KQjJj^jk5209)ph$?`fuQt(O7oxSC&ECb9mo|t$;m#kkR{%T5pU>`Z$Fa7 zQAPkq9g3qtj^{g-`&twHl1Jb}8QO{!D~q}$JaK)J0YUT(ul56`JM9fZcLj;81_t^q zN#q*L9pz>Hqxh#;Hh=Srh5MFS6R$w5{G+It)NFuABw4DB^5(KOrLN*`IGl=>@_yf)a za}$Ly$-IPiqL%Wie~Kt_{)zltF=Z^6$Si%6P%GobF{x0rZ{8b5%-&+XhHMopfIc3a zVzegrV{b-=wD*@Sp-m(CCjNx?XPf9&GR7Fqjk}o}95&YUpqX5hYVT^tGn;04(M6Lc z^3*;WmOKrm%B^c2qx@8(ns>#YupI-I!`PN5Zi8Lb?<<<-%n)YqgXC|zV^Ro2R1Z!A6YE`o zP$2t1M1X|J`43n9wR>vaBL@lYV>)i`xI1qh;Mwk1iiO#+^dTBkg!w(Z5j*AV6Znlt4aY@_)gv&t2JpA-apV3!TvhK1~HVWQ?5b>2Hrrma*F>wOU~{E{m#}(#OZ%VxJjbST{wlsRm{PaXt=;1B*JuhD$>2N70KZUe8{L z_zvdxdO-cdydQSwySpm=A8z`TFaR9Ac6sAXYAT5aGm?;7sfp4k5HHb#Qd`RI=1h15 zJrhPJgSTiZjv>P*iGIE9Hw8F7z>P?uwqbyobRPOU4$md&RWETW!6P)FlbaP}a(U#db#NVq>CcT4AI=p$iMS6G zx4xac#k-+9`2HARyO7%0#`@>bUKl*ksBnGkud)2}XK;PWI-1#$^mt3^|FzIU&oHYZ zXbzR5XlCGYDr{R`mnjLuqRfKFU#2Z5H24zZGcEpe-C)M7P0KT2m2v=d{)1+EjqU7K zcAIb<>>8IL3gdE_0Vnu6{_sLOFqXI6iNB>lO5|e+)N5Fo=StS<{0@o%S;U7*_x-$t zeF;fzb67GD6ywvii5hS@D@+y5dHsOuHT!W0KY>-4f)tHuA*!2%jM$r`mFscs9;;72 z{xQ_%_PV?r1NeE}|1-vg?_GA$4{Upg>V1o_p!WOTB~KkU=Wz2@#JeC4Re}h{cuXd* zUNnaindq%-R{*Ov`1XdJ_Udf^Oa1BE>n~yf6meYn#)7w*bQ}bsGM&>LJw$l0nkp_z z05qzzHx`?gD&acew#rLy*Bm2Fr+)feoY2=q@xow)O!uB=U~{Yb8(MeCyXh|>Z3);4s1(otnF8L14ho~8+ zUT#v5D_^6`ikX%G?S|TP)zBPB28v zFJeF2{5u0VGa(GpdRQV8j6zT4y%AdIsA!F_nx%)izXM^ptRAe9^Dez_*A8!R-`?$8 zyx_OXS95PJw_nh0mZ!`fLnkb0i%ytAwarXk&>rA`DMpAs%A{8kWSh7L?E#zw>#xLf z%%ht!o0%S|;!B8zT`%4o#C!z&x-R9|ljIorD-cCj}jyut*-M92mPT91N^uwE z`G=~^zz{ay581jH2FCc=Ag#(XZ@f3}y=i(;SZ=L9DMBy`{U1Y9t!`$UmrXn7=waKa zhMO5PNz*S^O7dGhgg^N}C&O|P^FchRvN{fw&-zMU)8|Y9pGuE!L9o>%Xg9K}g14ak z(5JJ=b$oEeiwg;V6jG+@))#QH_({l?FZ2D+*Sw|*F%>xBI! z&k=P}^VFP!h-f+q1+b*>2)c>VY>}GD7(>$`j9^Yphz?RPZ|_j|&mfrp2i$|Iv5Tp7e)t~3cWexg>s(9woM0CT z!e+JYm5kvC;*@cPG{FMB+&m9ImdHE-XWiqm9`2qo{lG2mhw9wZ{f*}c%ubda zUOYs;otRfFd3H23ngNpe= z=^BXA?#=h4p0F&Iay-8s9P)ti1!hG;fGe7ue1PsD{uo!{8+i$SP!w`4uM-P{@p|bx zU@!!tcjjWyufv1?_xc!w*J%0&>$!50kpfvAu}-`mjRdFDkBYnBArjzdxj`^t{*7BB zhzTU8?yy_TDkD%dSOBmm8GgQQJZSKktqAf?@W387y#AA{K!@>yP<(dh={^P4sYxcYKS@nhXD_Q4y1vF&Gy4`%p(&H{5dSrHZrl zz`uL|4XCPK99iQLUH|v82**fgvacq_p`LaPhd?)&cuG=6)ag)ZyQL z;gl+$tfsY7Xc^0cfrgoYaztj^?)*4#{21mAk@j`|0MrQEr})P*?F!;O&HHEpZA}Yl~3j**1CVbprL=oi+m_?h%_NuDuqetvs!esd+5EJd#c* zrHfhE;PL{EV)CI!#5J+5h&U^^EbMY3Omu93vx@0p3i43K9sP`e3tiEd(6cbv9=i6* zmxgx?_fmXAn?l)I$hNi|r<#su_YW7C ztd+keuqe)ng4ptAz+$yOW?tN6hd;H#y_vq9(jI59KH-q(OBTrKR zq3eZ#e|wHwKK-ou)bA`0vv;#lIh$~atx^dJF^>4@_Fb&l)HS?TuT|CjHO2mC$br$l zl0Fp;MvG z!qQ~R?k_95l~ggRNL_hHn{YpTgBI>NJpxA;0UXdU^t5T?cygB6KP#K(c)!3DpKhw2 zA??&84FeaaR0k;2;$p5zz0y`4}$A2>IIhx?=C~BR#F6+3~WiVFGqOpn!;1-E2rKr1e8sT1ZmN3}$!nzwM3rBVLDjUcZwM)Z9#Fv+p0D zzPnZab#(+FKmpGSCY8Wn*3w`kb?1BF@Cr7CE(zlPp7}wE1i@4k0A^?V2G)>5PMr1Rv5YaF%4|g!lxO}cx!3ig?7A>wt zHt1aKZy>>8Z|>`y@0}a8cs8BZP1g_p_CFPA*K+`VT4ro=WO{C!0B)Pjw%FDse{B2z zwBYpvF7(A46xpnLdWNipf`fdnJ@^G}dv9k8ZfV<;{M6X?w-n^swm@I4RyF6~@8Mf^ zE=>+k^9@bAE|F_(BCxS(&CbpB&5lMxrg%ofLA+ob&eTF;9&YxK8%Mu86`jh}C8`Ze8vM^F8?D#tt07rfBZAM1#pApk>qhF}ay z7@|;QqVR+vazkc@PzVg}5#)rS;UqIqzQ|v+?nG}wV_b>9^<-Dmw9Nzqpv45; zz>5X)?6U5fZ$%+}gi8kv;?$W$8x;S3{RCWzo{w-RXQ`EFe$U*ClZur*PNQjyI+UF` z)|!pfPHWVvNi}>HZM4~HZT(zpFBrtIMbSwNt@<}Y+%uw*q@n25~&Oqtc~l#lBNvP zR`Q70+JrYNy*?9box}gx*^fr_joM|CO6D6r=gkN~hDYzn6GRJAsLXp==n>u$J36TB z(SvN{OF^WD$AGpGG#n%|3_2l?`8dt%YI$Ts6#>e+qjwUwHXO4gR4(MXV$*0HKb>XtIt>E*_JAz6}0Cn-6 zn4`0>Y1@V(g15YFGlXl$)^Y*udrgN}qaqoV78=iSG<1~{p+rFdsk2kVOd}r*8x4z$ z9qI|-XNR`&Bc2#2$;}Fl=j$7ihXRGsp0$G4MGC_~L=zQ(?Q(6@d3&@(>s2uTpu`FV0IIxwD@cY`gn%4l+RhHDaEKHCJsav&qAtD-K0&~SA%CT z;=Pidvra_Z;$Prg{HcU{kc45q0*0AzT7^XcokNCzO$hZKBt;iUTb|1ks<{4vj#e9Q zG(nudFE|owQ(r5xPy!hGH>YiVlwB-i1>_ z53$lwxGifH%5v>5OJdOw_XdPA5|L9=({v^pW>iQ>NEAIs(A$o^!8)k`(ESnXFUto& zKt{%BQ#Qy*E{=_p3(~N3jeF2tL%^~lR1>Hzy6LluVUY>R$n{IkuK zf#Z@SrMqB`?16Qotp{I$lV;I`n-ehR{Fx+gH3AI=BM zAh|gLJq4X}|HFYUDHJGRY-~Q31~qBiEcoZIi3a`U@gUKzIiRNC56I&rm4L0S$Z!bC z405q%)HQC7N8LMdUjB3cc9HMAZ9Ks%7vU5I(j8A(M{ z#gkinq=Q>MG({B^RaMYC*r;9|rYv(;j0Qg<{wNs1CK;l3jD@oUOiTdb$vr%XuM4%@|B(xY-Zq zKv#sKbBO!`a}us%GBnYuyEPD?LA6?}DHz*XAzSqI)C#)cQ#z?rT!YuDschyT+ez_^ z^J2)HJ*S1EP2=g!+OiDC!wJvKF*@W$`1&n7;*?(nPD8zhnce!W-2R*o_(3FT9{k85 z^w;Yu)`lo?OV&hnVZjt@u6!)kPY!WhOz^k|oj=y{MGwkEI<-7n&G6}xuFE)PmRW_k z(pA1($|4J@G)!+$E-TKv!KHVeuO8v7nDY=tGvwCwBAya;7;$iL&4Z1YTc0{A6u!c| zi=Wb_F=h1X+!7~TIMG59w~-0L(V{9TX}o>KN*7_d^ER$Jp;GXv3;9GxX8G~3aErGq442@iGgn~|kb7sj7knf$^M z$}5T6sk=+~oEy@7n0}U5@w2DVu}hrHHh>>(ANq%`lPW(+D=;OW-I{M)NZ;P4@bvKA ziB+!KT?5E_H?6{2Zse|LbEmW{I^C`g-`esElnGNA-M$;e?WecdH9hWeY$C0gg%jbx zzLOr%=mk5S^Jm+ENi;>lG`43Y#q2;M{wsPz42bmHT@WYrTXF|ogz8fVE@)rf=5rrO z>>b~_w3FY2Gc3DSlVE_Fn~ai*$m$pZCkSek56g)Esv)}&Htn)wFUcWb?55h_xA zJHz18=6vviK6oA6UGMa3;b0i$o;UEejm6V)pT9R`3?=i+JN~fJhel;pMlw6Z&7Q&`7f)<9B>RvF;h(-G&EEq?RNO=LIvc`hQx26~%V}=r0rze9Spd{4yJDdBui>T;2V46EIUEFyO;Wo|t^L9QSKl)G52hnbQ+(p%eCFv22 z3r&=AnZ>n8%AZ=$G1RX!Oe_NDKNFj15Yp91RG7-QQpGtfB$rE2FDLj*rdNSL?q?04 zGb)1*m{@s^qp>Rd^^Y%gg^dY|P@v`&79AMca;~PO0X@3BjQj1wVX=*w(tq4;uEDmD zYa<+jYzu7zw=ua=#pi0wDKVW@y>zzZQBu;UrrNZ9ioKWKm{26?Ce^{4Q6isI>m`_| z0>35Q7?SXy=5$pVd(XE(T12pA(tuekL`pt!jGk@rjPO>N7j8^C@u%0Tuem3;Hq49_ zFgXM-;vqQAAXcXkm8>Zmt0>X76l5T^mB*%*_9eH56c|TBj;Ky1OdFR!?f+0sigRXk zbA^ncp-(}m!?3Hc0S=F0G5dArhJ&X7`}K!k=6x9rV|3@pjUF{3y9y>ffHZ$@);czG zZCJ?Oru8I6Ha)5zi?tS)=r&eG=1MDE{`;D8l18YGrDhpJ>J9#$79%g3z(|{jO-T`6 z=?c3`>gEcBlDf>!ab7%i_Wo#Q%hZNBxVCmCZYQ_FHad+0r)vG`;9PLpqaIZy|93Zb zt1O12p#Vv_Mhi5JsXtaeY3QRkIHTemMO{-K1_%o)MPzDmGOc!1Y#BVQf$Q=@5gPM? z2~#?ZlO>)a(Zu2DCA;mbs_;qC|I|Pbsq7^J4$L8<0FZV{_^qKyP$|dExIC)iDtcjJ zdkUDHI9UW&lS}IA)CPyu{U^cb({1^7Ie_Wla|}qW^6_ z?r=(ii{`hByeSeD&nZ9Khz;wKM?;T^u@>!tx;M)3&tYP(y?9mScdFS*XHU?C=F2xA zIXv#LN1pb;A$(qT_pSl_g*|4wPHBz9GWS~*d??ovwWiQc80jvjJi?()S7b(mO^6su zrD$(txf#CFP$2v`)xsZWC**p0u-AHXiucXsBy_s7Yc*h;$9b#-)Q&jSY_v0l0tA%; z)WpR$d(>I0AMda(A3Uh}@7z)X$Bu`b5a*Aq{H>}VXI-DwbDN8_BsQ1ZCAEptAc96) zHjiyA+m`c@G)brZdmF((ww2ePx2_CE!ZE8B@q~>&N5MqS5SwXA?TO^aI?Fc#UGSW; z7S)oSamDTx$6iTF!O8EgH&xC$X7kaR14$zMF3)m6LTE4JKP>hJq?e+`^&lEwo_QN% z?agbMjgo~Z95Vi#Y%8s?-f%`d>nk)z=`mI-fEB&ofZW&piokKEx8$|ZpTx{?mIpgMROI0y)scuhaXedV_^dfqVPS*bs0dGh0H zy2U|L4tJ&RohPBD7jS9)T9Z0Zaqac#g3!X2HjbIGvhAL%RKVKo3&k|^>Y4xInyF#* zxl=7z7^>(rif0ms7xoz(A|$;3hExk{lS?f7aw>yxF6|4Ib&=BLBIw+%HjyUAuGNIo z?~*weR!}xqM9$(P=JDIxQui<7u0;q9jKDqMj`WFOhFP@mtG`jT(V}g`6VnJ%T3ZA3B6s{xy@T@ zMLbX{e8CU24#*j^S5_T8dL2&g?QfXTfFv`sN4*kYXPvJ=C-FmD;> zch3(zzF;O!{9PA7$;!-(A3k%z{6N8T*XoF5u2vhye`x=)!pp<%37qiUQQU2LS1@%? zoBFDi!M~87y!RV3Z@s<>O6TwdAF+)(Yyfz1OZ)(Q{fx3p{o33rh4bO;{Ix^v(?;1$ z>Q2m39akHASvoHp!gcxDuia1OZ*f73*tLHzyaH(^4eV#~sT}ecw)|(Zt5_-{I$J69 zGin23WYH*+O>iR8%6pESTq;}4&`#GKats@Ta^GVyul2%TkEr-~6}b)4p#8<4R(!ry zW=%@&Aaj$V!`Me=o@tvj-+n4PLcI71_w<-1GnKL@xaBsHj+p*~cwA`B{C3F& zKj-hkz6f*6NW|6>vwGWRM9Q#(WXyB~dlTseGYZ73N75U^kE^h%m-m=$W*IsJydl*J z2!77`8xwullK359eW&YQ6Km@~I{6a#jS4R5%H;Jbjyt*TDAqO+V_PJl-F;3tn+Vj4 z>Zs(I={@Ek>BBRbLpqtyibAcy3iv_aV|4AI7C zw#L!9-&p4pYiG4v)Jj*$uSwnBas07>@1O^u_uZ@U)goSopGkZP6p^pX82n`m=$$v! zEr1QItf`yElUx*8zgNa|Z1_^zyg1;}CXzw3w>|pdR(^YTT0gY64~;3iMPg8Z=^f9Y zwsf+!zB(5lXk0K%*e_($nK9{KVsOLn&!BlJ+0DmsG6${ga7+L}DTrmH1&W{|t5^k` z3a&v-PL{t&7fiQ<@!IB@eSg%Vpffs|gtL5SH^3g=*ampDV3E0TEA)DSZ5jC3c&H|B zPR-o-;V4btl4KpATlnAr#S;wAjVDkPz>Vw6&jB?ljY!(h{0MpEZad^TF`IGOr6%!# zR{?4g?J$#Lh+s`{MWOi1`<#+HkZaLBwOg*S%jgOLD_li#6Sqi0>hqbEa1NlDe3&(H zmsG18j}5TDQJ$quh2J(!RNiq zUNrkw?JkVH;)RntNn`)&JO@3QV3FZf(^gmqO3o zbS1s>-u=m_9(I)+FNH_r`Sb-@u3MP`2wT9Xq~pdhCthfT2{amT#jJJhLb~Fkwrd{p z?q58noEa;_cmP^^6AH2QiL$XV@jCMw=PAdHfZL#>bq@MQgr&r>kM-pZM}Cs28gkll ztHOF4tDC>vXcJ82$egD9Vw+6xJuUTxk(xk$$;ARbRWPK)<^A04X2$f56!&9`7_2X< zN5e8KR#BdORGkhtVBgSayTd{NKNm$;#b10!X4@)Egt|7D>bs|AScKzWq-QFVHxK?j z(C5Q*CG)WIV%%7AV{Y_pP_}9f>Ju{YQ}FLN@Sy794Z|h$oB6;SRg~&e+=6IO+~KVT zd9Qu}mPFhI!8Z?!64z^gcx2v2vy9NWFpQyem@scbu9xQe6imI0&!vu-OkNWUAT_6<-Y!$2j3yaEMHRnAVK^Dr%r zT5TgteEEVCs^BUUy%F`rHJB)^MJEf`+&ZSx_v|ioKu6@u6!*8p*UO|96{1SYAWfQO zG}H~w8=Z1G0|bu0YP;#Df*15RKhKsu%F|wiM}%7c>P*4tYGn=)C|32Wm>dz&dRo3m zLD?1)%@5f0K>~D!U933tn89c^Q}FrwIfGx{HacjWKXPZX#yH>tJu7j)pwQ@Tc566r6XLv_ovXMMR*7Di{7ul# zcQjF~N4I0v?48$p%GN=c)cpc&7#cHP6N+TEkTbyhu5BBid3`bYy5TDj2;NNf_HMulyGF2 zqLBvF^Z}(doD1i+5)bw~Z{B%B}Y!C*PQuwPkiw$c2 zggn-3Exv=^NZgvXgCP%OtCrp4nAF3we-z%|s5LhYwK4Kx^P&h=NwXaBr-GPNA*VR@ugQ5Gz`u>NMvormHRHB-+QGFSQ?7+|-FQu8 z6%_3=>}|*z`_mZ_iJ)>cPOo{|qlT|D_T=}ca{S}&cGfQ}uDmsyr{Rz*)3~?T=6*gk zLLw?ZxgUDiPB&^!9b^X2PlD*aO=}G*>LePo_k?~4b;*=1RV>wuv?5;T%P*@G=RVX!m7bPJsm(T%l4s~#9o4G@DrO(I4dz1T=*Idwx z7mJzN_HfHa$u?Nr5+3hCZ97{|cB`w;Hu9iPf!{^oRlK79`v$fQXZB$K2! z!5bArOtH~pn4TOxeV63ej}#=~3)Dq@(l{x<%%rhyxK~Cbr8bH)yx*`fRcx6=puo9M zu_h6?tC$6*cE5?xgH}4gd6~i-#M|hSAx{lO>0~)AGGB`}s!(e;l5jyOg+n@km4z)u z0ax$rT+Gx$AkXxd zg`Lye#q$=5bp?|KdJk*?YgbBZ<=JWFi_r$|drHR|S70g?@-!u!oy!PvyLtkrNJ^^Y zEj#Swrn0ua>ik4kW~OHah^KL5C>_HlC%D{!F=4Z8PR-}hhS6>bai>|Mxs+8DxxnA3 zSp&!BbB?a?#Wv+9533Eo&M~1rtecuM<^9|$u+Uo4t{jk3?xg%Wlh`^Fna+~pA4>|R zjV`yG4TN*Ke_tC1TJ&&+kcSXO!}5l5M9Gl#6+p@$v^cqlffn-yzwbM0 zjOQ@m3uvmf2B3Z@+EM+s&0t$x!nsSL+sW5$D0<3F2zHur|Siqj4D-8X_lC^ea+ zEE%ydcm-gIbzX)tbD0X)TJOeX=W7U!0saABe1Gveam+j7KBGsK;LL$V8wi~sxQIlT zeYtZ4gNa^N=XE|+kk^A1^mr|kvA{dE<0xO$o##UmGgWeS`IM!80#C%%yjr2tvzcNA zCR4i$Bg#$)m~Ga0#~E$&?QMpE;;9{c>EUw45j#CbrN@B@0!4!|1%~M z=Yt1(mkL6cVv{Nsy&t5IjvQP_2x1il$zZ%(n%GfTsFcw+P9`^;o;kNm1x&uj7WI6{ z15u{8Zg$Gt*!rCf#j3&>tRU5tTni^ju+3m9%nh+9X-yQll3i?GwlD_d9ZNlo+(E*% zilze3MIS*uhFYsDD#_h5b4IMhX^D{Akf}98(-R{E)=fT4&#H^?DsgL~orf>9?>Z;V zZiI#bI`c-xb4DKbA+)FKMB9kQ-XqWI06fEJFWtKbot6*B^N5V6Ws5PZHh~t9sA%nr zlfJeZmS2RiiP?S<)04>B6chAP`&p+nkiE3 zvjNMrGjVzB3+1i^%n&ZyzQA7G-5xUx5TdBLSYPA4mWu=}5U*(RP5pIX!wSp<=C6-#lyVyxv4xrvyO z9FLH`-_kjVUbCLKq@`M8^`-kb>RX0y?UdV+t1_i)sec;T)jNk;$QTV>NF&fn99Y+-|4U ziH_-Dw#k(JDSxl2ZZ!Y&eYBn*5bh=w!*$V3WJ{?i$glc*@i zpHg88KeHJmEP#i#gOAQ!v0sH{4P4v-mdd&7md;O^(hJF-!U!rQV+X(gkFs|N6D8Qz z1fGE|Z%N&f9e@6L1-My6| zklX11kszB>E|<{W{J>x7ljup#B7Af$r6d60(lbLlzxvUA0;6w;w94jDT;K4)B z0U0F0ynXxN7g3YpKgNI!G|6@n-ZkN8#Ni1Rix87l3s~`?eTamLd_4yQL%SCaFyFCh zSb&QP=23d$iN(h9LJWd`2yM-WS*^_uO5ANKS$ysOS~h3+1}@66EX1tjymc*)h3LGY z7P>Y-sYKiWKDhEzBYOO^2{y-9Y4Q%rc!h)U>)wZ8N5gv(C~zt z8sV6WMqWI0nS|tl50cd^Tc?H3Gn7PK%T~fcnVN&kCRcoI+!J-6kES+Cibt9_%M>}q zSe)|uMjj&ge&|uBo;CLaI+>#p{%>FZe<+au&qs{m|HV)0hr`i_A*HVX0KiZMIQnnP z{s-;p|MpNZFf;#e3vOi#d1Nz;U4(Uj(&olsSM?noFZB!l{-PRp|L|~v`B{7NRSK|1 z;)C^=4FU;-OdvvIqI|>p5D?HvvL& z2&jO;KPa8>Jcto_CKAevpvIMn#m`th4iVg}t{O-+ESJobExGDQ*j>z%ZKH@*C&HP9 z^})6JlFY$@ibxiYghH~$i>QMYq3Xg)!hjX3$!LhqhzT;bq?4G6V+fSEI<+Q*C&I0o zLkOtNwZRCkxEhj_7>W|fN|K6V=PSesiAgCk)nybs3AGf&6rse0MUa7iBm`^Ltki~w z&!miACROP{ask`eb|0GL>eu(Ju^2E z6Uje)HCx7w#obir1|zg;?j?#HHV=4)hdx`z6OXAb^dJjkQL#+EuF2e0ZfAcy=8Lc! z7?#eX9U{hj4H~4&UOT<59=@cqmou9?H9BbO$H!P-CIy75@rA z(BB*`q%@UsHhPT4f-%LlQen`NbJ3K1Wv*Cl*9Y4cf3sv{d*JYZg#QT$4AVur*(E)bY*>j{o9M4G-}gE-R;<_hwyaCOEA?pzA8&()dB3YA@Yo z*W%Oi&9Yd^>q%&6{d^oEhC5Y`X6^Mfz*#mo9%fIF#lWbf)zX7@MK#?-Ak^ zwz{oV>wtQ_A1e*4VTlv>z%Iv8SY}PHxdZcEie%k&gXSw_dDF@!rBB2aoEP;cysuQv z!GEa$?Ek?_{XZ9$|Bq|NzP`M%zCMD1zOy|50Awp5-+x>BKib0o+v38;$ojvEON=Kt zKZ;u0Z*_fBdH7^|B-bh23-Ri@6(Jg-@G`liFsQ(ViGhatz#lr_yJ6ujh%fQ z_{45Hr)6Y_YI#q_z+9V78bSA9Cc&RP02y*sC^&+2kXWgv1A>l?Z6Pb`h11|0|Bo!&7*m2bj2Z_P?KEjzPpLLtj)8faF;6lBwm^89-jbLlHk1FG-yk8v{5&ef`ekB= z=laD1gwiJ&@yT>9r%OMEn_TeV=%l7Om(A_=D37G`bpOEOjUs|Wdx z_m`0A?_H6P@4x*)*gutxN0E#LlE*fdk}4!sR4g-Fa{i_Ki}jb2B`8y3rqEQ$shq9c zW7*phuq9qon5HyUUaG=m+0hcTCDAjc0!;ZA|8JZG8KlI=vWL(z+zZ8B$5%tJmmne9aAUC}q050xKO zQ9zl#BtKahqoi=K0s^^E zYFOd0s2MYd08v7lI4@Hpqa$kvtJB?lsh(jdGPDe?Pv6!u*Ybyth&1LNx1b5bE`cQx z87%E@qeWBl9FH^(LCl$tBu-`i0?UkwY=$d3fDz3@nC+!*;QK&_Pc_q8cu) z4a-lpRa13bv$1M}5slQG^tre3GbK*%9hJkuuy)b2;qMu8nk;qh8-O*n`%a(ppm0h# zAnP|kmUM8jsfB{0uQl4FIMm4sHQpcP$T(tQtM83|@?D~UAtKMJ;RQ)vmWU`R$;h|_ z(B&tSbM(&cR6ARR2VL!%zTx`t+6?L!#fKlj7H^JMXdTr#wtx6jH`&O)WVic-bwY`= z@*pkFDJReHMWzEmi>PLefvTOuCPpO0Hz`}2Pbj$!rW8F~c~ljx#q_mOkq%886V636 z^aqdYGW4%CM|T}4ybhz#=!mB8{-3ng+U!)OaE%i^AJ!X)E%lkUcvQa>%J+I7#Bhqp zXU79%4e(bXF|J;Vpo)y_5PdS7q{ERsD@G)DnMwC<_YgPZnx%ro2l^wh>3TbrHQjq! zY`Z_}L%pd~APO!=orFVYr4_nNw3&>{Cc&R!$h9!{6qG*Fk$18`ry)X%v%teCXRT z%BxgEI7B#58>M?K=mv{c!d3{)5pFYg13 z31PttXVN#RV^@ZWD~vzi`;8z(eF$Y?Wt*UrN$z{W;UB@DG8cKJYs5J5=O(jkO%-4- zylJ&GlywIYvHj_B+s~={R)RG9l;*OL2K76X`<_M{p`3d@jzefSZen)UK@R9SIn&|q z>yD&4LU+#zI3)#~wdc^C;zgMx5%jJ)#(Ds66y5l`))r9g0~VN{Hr7_)dbLq`DP4Bk zJOBq_f&mLLm+G?Ay6lG$_G96OITzwQ$5*o;Ebr3>$36IDwl9zl?t=Pt7Za23f>hzD zT`JkKR38j#!rmr1k5_#O4*;MG@%z9-n{c^|a=trLcH!p=w-T$=XnpO^CNDw9ft1-~ z_OsKTTsK?LMH>_#;#cp|&+$$X4)`A8D& ztUwvkwhU|QpXwz&Obe{JJ`ZGf180k5%Z{%^#9kawYOv#|io=KAJ3vbE(xdj2YM>p? z&g#5zb;H&1y!D)Ie*SBBof0rF6lScc^i(DQ$tX^)fCv+hSSH9_`0}ud=&hc2bl&lz zO4d=P>Un&@$JwGmo9sOCFl%m@a?V@v1U;oe-GP1$Bq$Q|7;6LwqNd^ z&j(Q1mlY79TrQcGugKipAr)Lnv z6FAZ5#p;0Ac;?$im@CTi-jRB(S7$aNHDxCSj`Mu}xXT&C&cs4&T8N6{4Yge=aRDR9 zg^enazEVviv8&y2t~v|LVzbq~Tfa14hY!B&S22_5_RIcB_D#!uR}!~Mdl9F6v&6UK zl@76XAPF91kKn==(eCX8;<@NUKZ(6(w=cPajXSIHKVvY}7$q;ifr;$!Pg!*uOSb4Q;MDIjVdV~puz2IE0Y2vPM zTNZ+S*EfZdRHx~&@>?l|@>#I2JZh}=THxWv$)eM3u%5cW%>ySoU9GHlW35Z<`7!2g zpq?6o_Y;=dPj`+Ay0RR`(Y~>-d=fm{n7h;2y%I7lXN?mukbW!7ddwDp4 z#pZyv@7(ZFA{K^9T~w7T2j;gG8ka1bLO&51l9JInT|A-|zL~njB!jbPr}%*P26b2xD@LD{;!uCtB4V z_x>%cZkumrXx5~KhfSHP62iu=s=|)>_{-8Q(synEv_Ln|g7HVyzyFJOBTqu6W6Q->2nCf_{hXAGQ_cvvq{S8G;`#?R>$sM)7;xSbzY zW8Z9>#ipM>Kb7_mN(o82n$uD~G&Pt&?g-|`u9!E|W?oxeOJixWbtHMK2spG$VVI{l zk?%RYRxw}SJ2KwsO(mp@SUo6nV!*?SPkaOwF=F>4zlW)+FD>W%ysmG^4R6b)@B5}q z)XCj(FWp&VqoWh0iOl38y$kZfx@pyr92|(z|Q%%^z0A zM9;{@)%s;~hLehYQYbRL>mjkFX3Y!KunuGUf{qLO7mCETrtDbIT`AX8FQ}+x6dufe zh_$Zm`-|1>LbIP~vXo-~jmA^G2ClbJ=l2T56p7RbN@XGAKGn*8#+gsLv_5?BcU`!1WM#!7Ybzrvyd%No{dfX8E%t6R)_+j_veRqpnJEC_f^HW;tkMJ7oW1zrf-4N|M zw)T(jYe>Y(Ur{PB%UW38c(M9NQtkT9R|H6$d9uU4fNcUuR3vX=LE!wkOuW3#Y56s}(hD+)D&8D_^$m4{FVLUg>%j22!e*qy!tOUIC+k!(mN$Vw|ouR;(P;&>08~zQ$r|(h=383?pNi!xukhuPS+5bM5(?Ad@Py?&UvzN-WbEZ42Z>tYl39`Ui=$c7TghYDMI%?f}8Q_n`3v)&jd`_$lKZX%KF-Y zhaR$fombim4Cs; zMoJiT=OY%Df>TDs)Af2lBSf=B6QrO!b(3BXsy;^5rB308kPAFlJnxII*(N9{3L4ua@mv*=s3+#E9aQ4x2{D0VQ)!+^SrD8lCpfj$fW zSya^?_@6R@wZ-}ZHj!%`7`$AUPvYNO;8(QBG2-kwimRgtbK5{;`m^hXQqaUW)gRhQvBJVKj^f{EqQ|O%3qUe zX7!M|n~U_cOjJ}|(yG`BnAP$kU~egPBnlgmZ!hNdqEviIoVHty#v3njx7_V3?-LQC zC6y=)rr<9pA$2Jl${_=XS@bug)PxU=SlOTbTd}lZ7Kcru%dE`yc+L!fk*(G7-Yi#r zeDtg_O30_2CnYs@Z~(tz&LFv@u6X9`l41u5-i&ln2e*T`!*oS;VuS6T5f`vbaPr;-zU;a! zS%E}B5C>SNKJ#0WXZTj3jFt?2)&C45?g85fl>#gkXCnb^*M|rHVkgHLfjAr3P zG&%9h*NQC$d}*VZm_P7FTX{19S(9*TmNq6%_^Uouc34=RZ;=bQrq9Fes%9&1RiZpA zdo^3Y9>j_NK^MM9o={s`-6f0xszjx*O8_ZVNDzs-av=KVRH>ICT$57*Coh8rjnuU2 z3d;cAA)&{(p#-}0WneOG`ZkFr$$S4@Xf^yl%BOm$<=R!P*s8?cA)a-4DiI9!?4h9sm;#a4%SzLE=_J6G^DBAt9&&wRDwO zp_1Zje9(VH2TjOFArt7t*ND@l`^f*f7P==I`v=PmCS9P5aHhi~5&INZ?}6N6REe?( zlZDkA<*jf+r=9m+(=P(EfOf3e88lohXQU4l^?KokdV6=)ltvEu&L#rV)_3!PXOcyy z*gEKTE|3147LBp})!XLzTZ+qQJcv^un5x5*qxV&7Rt@U*M|ZQ--5(dh317~+b?Z{C zsuUBG$Hb50@(dpb3mb3lpknIX!^`CJE!}A5eIrah<5>FQgzQW~ z$wF%h6jOJz>w<(C;&uo#p&xRs#Ej9~(P;g?pM4Fc7NRS1Wiz^7w3W81TYBn%r2dT0 z^*jr_HWB8>J+v`6Jwvi&e^Di5T>+X0uX}=9N&QjhMneXIDl~V$u23tKcx= znI8flz3v!zQQol9tT>y`=K+|PtpIFOVB2K9D+%IouXNq+gTyY{wL(jGdFLC#~FWi zkcKDy!jm48QwX_1do$z9TjJ|(#QJ_XoJ9KE$NF-70J|r?8x8jGcOqrD!T3Z)!cc&lGnEWmqcQpwCB#1yEURCA6jx#qqjy!idKQx z73Ri!Y*U-Q`ULf_HA<#Jyz)lgrzWP;Ui|U6zwq*9Z_Rwj2x*lnwWiyXZcztL~VoSXFYYzleCasS`={8ULAL3Rlod`Pr4}JKqmQOR-VQZIZB^A z`OhMjit@>o6nL`-#}mamjy@6I*i%lVzVHp&r|0LKE-R}69#BfTT|Iuq7K$Kw;~)102iaN0b=*n|;rY>{ ztnNYZaDzg|3*B~B8X5w~lYy-1pj9qvGn7+HOHn3Zh785f(p?a8E#2-`H)r*~PGmez zq4iNViuq@+`+sC*6K-iCNYVV(zT@M8*XtRsOo9n9Shnrs<9`J~9Oo zS3T%=eoz?V1)P`F^=I#Y3U<+0UB9}VE0g!K_Oz<6y4-A+z0%dT37`d@;V;F6V^%7R z5hvt)nNY0?mpnu?h9{0sUS=m2T7&5Q7*NeptUPu!`gXo1{4l&@HVKR4DQ_8C>uxLguO-^I9M1@o{5MQR66sl(P9lVBQVkLzDPjc?cjOIdK}o!n%hp+(>^w(xUMzwFuhfRIhvYsqtleoMXqb64nkmUCz{4!v ztuO_QE*{tDsNG~LoE?l#r5U@a`UR7$d+*31Io<9$AG(4_&i zxXF{Bp;wFlm1Nm!)SCgHguxanvmpJwc>jB6yWMGUyUPYW3*w}q!LgA-$2jZ3*DKY& z+g^vy$FLZOa%jbqKM#JHfilpiqq(Pd0G&pZ&CgU+oBMlk8)0NRodnM*r}rxecDi(H z2+eIhvM7=p<6z>muaz7hB%79P;gNUqWBvN&GJChl;mD3*heAe7N+LD|BUg=(1R7^C zdOczUE~s#O`6m{~ZX+sNgEPEf|IXZsi>&PC1^owlz-G@CF z*47jD7DCgMoYqKM)3=B#boaLWT)*mXL9PNCDa=xYrGXgRH9ewYFvT|>mova0Yzyi^ zw+4vYNNn&F_fWWg4<=ZoFX3w?@kWEz!cabSegN2BWVTo2{^7b{{u~oPYH@#1ntFc^ z!ei|G0sCGmun>q%RKKKlg`;FrG7gi)zdHNbsWz%f`NzoX?x^@!b0y}k2RajQrWVes znjxo1j!4xbL6x#pFp~H1=EqO$G~W_-CF$?eTve%b#!r;*lisvMXGp`wcuY%+8MJBk z!K^FN2}*Nk^&u_ZR%ovg@)We@^x|E=O6+yWDTA|j`ehOEB+@CYVfTm-Qs?0aj>Ih9 zplbqm{bwT<&p#jOOAR-s_`<~~?oAKFYDeMGUJRRcgp8a69u8uAM)oB5vpo2EBCGA8 zUc-~qFn<|d)J1b^v#Y$yX=ckw6HPc;4hk|NOcO#*gl}7;7cZr6v7W=TU@_hGx|^&4 z%&sA3(I?ix>`i%*nZH33dYJKmp#wtIM#jzq1cm!3tKPw8O*ggpqOPhURwzI2Kwill z#>_E7^+t;B1s`-XE4&uqgg$52;s^bJiM;N`8@Qi6Q1C6aN7QjQAyR8O4a#O4@m%-+ z?&w2vVQlm@m9eaojWSUP9?3mtYbVH;RHVaVRduFet3k`S@8KU#yYq&mJw%Q$KnLx^MsGuvzV#$Gsh=O$CZf-qXqo|`AJJO4-zYl_Z+P`P+_P2%1yIvdx zoJm;O7lCw!Ksfk9=H<|Fp-hGmeeILz>ktg=^dKI(v*e-BJyo1i#TRVu>P`O1M07bX z$dRVAOVh=?{|lx3 zA5z=yPv6h)-S6*R-{V`tJPve(i2e2m%5i zf(F!G@8=C1z{Hw8l-7MY#Kz@vt)d_69_zpcg7f&lh==BM_xt$z`$*&4Q8DA6=k`ID zH~0N}_xm?MD*aG1e_k>F@gnH^7dwv58QY27VSP{=>E8xALYW5ogwbgDF~kuXQ99r? zLcSmiFao0U?LM|fP{|%%oID6Q^m3a>yq8MD+@eT06n!l-vwKXIN^7uBW4AWsLYjy; zCV(7TrTfjCgtc9b*+1pkxg@h?+8#Fw3=z2^(nb+W>qjWA)ps3SQ=`dJ8k9;7sUxg) z*tu9^=#0#wN`P2>QXhl4W247R%p%&kDYSA&jqZ3niBo&Ts1uvuACo)?G2?L2Mop*O zxm`20X+5luL_Jh3+to8W8A5zTTNT)UNLgwJhI8}T;$t%X^MwBm8clg5?C@r>~u0XTw(2_wXj2E~fQ zaTGx285gmk4Q3#*!qpSxFtIV)(6gb{@#)dXp`MG>(z(!WHQc=ttRCjjgYx_HrKB2z z)aGho7TmuLbVtXQ0DbAa{ZHlreF7HJRfKUAsNf$Tq~{e)fLU5q9kEyoOjP=X+w34pDY*EFM*oTzFE_07P$88bLaR z;zkbVE@)fh-uDkXn~s&2=GQU3^C@D1qdyi28G{f1Co1bBKMfGQ8;XMs_{$=%shYE_ zcG!IRGQ3_#OVaV7XmMb|iAIk(E?!MGE(dEkC#XbX#n>BB93*|R!qVL0`6Zgv6+i#B zKz$j@(&l{R+t2^C_cP6sF!%%f4Joou8%|*yL1;8GOa6m#s_HQu^aArD!=+PYOQlGcv+0QkpZ*_eR~Kvltb z0kc`OC;(!m08}(aA;JPD-*UKm4GYGSe^~y#oK9|Wu!D=_l|o%mXE_#MesNbHWi0_N zMW}cfW;Ah;kgyo&ZJ%V12H$&l%-!O2!arjNp*|b5Kc4~XBm_icxL8C{%YibO0t8K~ zW5j@xtZq>Cnbm2tH1RyfgA)-_(gm!#A8;}U%}EE-0Z+15vbqr<`4~8;Fx*|UV%ihN zFPZ~1#=LCD^m6!skyJR7F*h~&6x+DCVO?F^ZwPX-Qrg7Dv=C4zCK6N<&OR?T)HCsld&9Rq!bmlZ#=dXt@v2J@1 zSf~do+UpkqeM07%rx#98D_UdP#!uu3kD%@yfSUEXyyRT~%QCQ4MfeQS7H_5)G2*7i ztJ0PLXMz5p*e72T`+YAMq#vA2Kk9c!6R{GSfdm(=lqpv7(^!NR2Kr~%Z`%SuwQrk;dqJ~uEhS;ML;XTFtVM^RTY!UB|eUuExXW3GKCp@}l0~6SW6Gr@+H`3Cjr1jOjCMDAe_d z)#U{E&VA0S?9bcaFOr)+FFKe!y$3J%Bd$SctsO56mga{Cz8ZA+5aB+L#40E$C+H{^CVfA{&)v!)puf4hTI$nusDQwE^>RU3a zi&uc9X{|X6PxL_-5pp0$x3R%|@N zpjJrF#sRH=$!B$|9kmO=)3mi#ZR1_X{bq zLP@9Mi5lJfAgenR+IP!{_V0qcQPE8=7$BZ16r+)qM} zQcF}(vdo*>Ou%r+j#t!U(Ki3KF=2oa5GT&jDu!Ryo|H}*trfA2Gr}mKf?9qx!5kwX?>*Mz z(p#yk$&@zwd8kG2?HNt`_W*tW5gque>cDjMhU_wt62ifwvIpPlS-Nj!vF3ymQXoRM zaD@4!Bc^30b?LEgHhP+gI8u%5FTY6Uo@8$#vB@5bK2KU3o8?IpFSwv`7 znKrtu?7+?)=rqnFc#|yZo3LYrcCOu0+Ev7;bQFI83H0hQDWZc$VDZ_5`$|R=YN_ZM zfCn0HY^oQok4d_cS`N*klyk|jfn>zxh-e7b5(GXE8lbLQ&-_>C9q!<1t7=z6gR`EY zI~JUm#~%PY36TecM#h3E=Xyd$whMLv$t&F+H- z17<5`U$aUjy2dnJ)F@3wjc+4|@N!Xl=#Qe_-u-_?L;maC_x0nY5tK6r2kQF;paGCCfVTe2+8qBunEb!(+?nW^{})5QN6o`o zNd-$Tv-cRN1cC&HvR9bZ!J;6N2qHUBY9lgV8H6G^wN$2)*dmcO!X}ATD#=@8i+Crk z*;%T9#-_xdAWCpY-d@-k!=3}Ge9R%Jqpq9N%yysMDYocrTJP!Bi|uvC>uKli^Y-r5 z>&}5AApwUrjf;swhA7ES-dJ4u5!M3B;u<=!I&hm=#od~QDXIg$&^+{%o{*L(R{!>l zfr)4%nS57X`IwK(Y$rUE<)lm_sZQzDfqk1vNgQ_|kJHN1VcB{y`^$BC+y0lY=+prO z5r@`{(hMx@lzTd7N@rB&mXc?fIcZjw)F*g<7f- zk*|~dXJK7kkq*s_Qu%NzH|nmP7H$j4PFfbF%xXk#Bx0@PW>x{E!pS%;oNXk6%}SY5 z;?_2YRVwgOXN0>10HMQY1j}TR)p!gHkCf z3Z)W<;ax?-k;KAMBD9@fHWk&X80p~>osBFC8Pzd{U7}TsP)%yMp~0|4m@w6nd6EqM zA53LDLZPey%`}1XcW|4_X&HLRFG^P@QjU@+3k*VT6IgnAt+c43^5;4vi zoa6R%8+SKdTo%eKeaI2HovS@hIGoVZUCLv3d?NufAt-@QKJP(qKMoR0{vvpc%$xn- zbQn4*`}*Bn^gBTdYHl=y+{tUm^VtvxA)wcQ)eG2Zo~)>d;OY~ z3%kLXH4DfZ$WxI265ARoR{gL!2?*~#9vQK#JsJaV6mzh?BzS{8B&OZaDIN%|J|4MR zwrc6+DYD5xD#}hvGkd&rTEn1eqgo%dF&jL4-ngMzhGiIgYM9m_ zf6y#{L+A~GZ<|qBIrwf}DA0atzX~FpzT+rN3owt4--uBO!8W3B1KK_*Y7NYTedP~# z5!UoLts+G-&AZnHR=LZk4{g~J;IaK?0g9>wo2eN#46!>EqX#8VfK=W-eR{2M& z9+v09bdd_==8#q=<{ZN3cbkOPH=WhA~ z@ppHbZd7pI&+s1_tswbE=)p|EWf2BXildw~6=0@1wmmL!CYDadcHP~52S0!vA3Gkj<&z_W?TBoWhyB2C&Gy2WhHVSYsEAtcZ4#uLfY2mAV z<8xBT!{)A_pNyU*kdWf8)oF_e%!n zfu~&)W$&n*K>=$O;?@@&Fpm#S{YR8jXX+zqr%&L!Vh5^NQ!@BNh|EmebUHYN3wuMC>S{hIPthXW(-6kEKWL_k)Pzn~3vbGG{CnPNf7UKs z-B)mu3(_AFcj}qidWhHOkFarMd~6`Oa(dEG8{e&=Md!594R+b|{<)&2YdygIu@1B8 ztnQBCqQ(*r>{f82qS0)WHA|3bGHqz@ZRthYT}HArUHiPZPTWjxTs^i$S*j&pAI^6ccWvga9a`a#hFhX_{3!22pyva*;sH5sF^r27GXk#Bi1lW( zZ?DXfZ^fSG=&9XXugK32kE+kKHGQ=XnqjpLA{g`jr5I@0RJ3j2!q2iGUseX`}RG5E}91LYX6FO;u+)F?K3 zhlIPih$bghAd%HBpkrRM*0iiZ*!Q81g9n&uOeFc`&rV^Q_@#>cw)6PORhZ{;X${3} z8oIb^Yh?U~%;xf>BSkWSOj2)0(Z63jdD|R{>H_$ax7ltqwe z#k3mQ+QsHYYi=u^!Zcm)gJ40Pd=@Quy{2Td#KxQrC~o@KJeXIvi;Z2u0JgFW8~b<8 z3QaDjxhS|3SnG)7x(DhB3qUhIj;x%}*_sf~=Qtc2(88Xel7UGFgCALx?uJUPUMg$| zxk=tL%f}TU_neqH5dj`8#Up4$(Ae%%%+DJwD_%GUYip*!VA7;#j%11+zfi{7H4_+& z*CS+w$v-A@+o@fGq+TeB{7Zk( zt_X1x`E=)sYvFIW`2NDz5`19G;30bFTBC0bCwOldqC4m4LLYRm2cCPZgj6=jGzY#{ z)kpR2d8-QAvZg;xilXyh-CD5Yia?+yEv|Xz^*s&20E6aj>agJ_v2_Mj>7tYC;<;$S z2ColMQ~CMLV45N|2+eJ(gfF=dx|M>3Q(6Let0galLM|pL=5#RauL4}zmDb?LuU=S} z&u~HH6B7FhV*G~=Yy{jn4+lXiN);dWGa zhQd1P?mn9by|;0myqnK9BKQNdWFTCyANhh5b7@zW&|DX{v$e8;IdFkFn~Z@uiuGAk zu$d+m7nt%OshSXiS}IL+;huE30}RPica?yAoZVi2kAb+?)H)jfnB$!G?%Dydb7CLh z;bOc*zKEo)rkBR)kr zm{w;oB@9==Dh3Sr1Ql!YPHgNCbF0BLX+ipRaRAA!4+vvc*8SaesdD;KzW6rG&qgX$*b}t z(D^6&_abT*luleYep<%ej5+j72Bpy0!-2uKy8YRk1ss8R7SPfXvNQ6#;Q}D%{3>uo zcd}ddeykbMK>fMx|t+0CueA> zo=EqgeQ9R8e|-JNzh^h{#CFwHS;>#7_b5>K8HMN>(XWYxR1>ze~4 zk7y*RYjJ3_IWskU0_`6N3IadF@%QhLR3DTX43TY@Ax?sHi%4WW;9XE979<|60-2Cq z2l?$8lS0`aBzc<)VTd?}R3oQU(8LZ$L=c^WT11f}4)zM8BDObHMRLTw4A3VrE`*`H zr&hpXVb3Bzev&1b6lxac1y5Kd$rLEok3d7H5H6G`29Z}jxu`@Q;jSeoL}39?;g1b4 zmpb7VE>s*+SbiMl59aqRLaM=$0?@%eoi{`YQKd#Tpbo%;L8pWinfHZ8gbJyVh!*wW zXF^NKj~G1|kO=o*#c70~MdGgq>dTg`7B+z^BstEnP!+h54^c6fLx8o%duPVu-qlj1 zHL#CN&SU>)hd-)-$vlKv3~|YCYEN_l=0VKpSgBrAHSZFd9352}E98UL$KJWhamn~x z`Q#kr`xJdS6m)jZK8tGWpIrn+$8HJ6(+z+!n;@oMDMqHt*!j>dz-C{*DMcO!-7Eq~ zCHAe0NRuy87Y!5qbPhv^uqpK~l%|_B7|4;?d5Gi~BM?e@*B=xo`Vow0WI@rcJY^rH zJWx>pTUrT=LL4Ei0#aI?9!X8&#y^#V2;dJ_0>m`Q4dh{cAy;#RJU#Thz*?+Atvz@n zHsv|DBYEN_4N@R4hGh}BEJ2{5pcL`WydA12EW3nBffXh0^Eo*kk%?8}iFgT!7}yD+ zO8k!i=Ox0Of@o4A2kdITqy#1Fa!I1Ik;DPBCC7lk8b9GdLb26tdC|WLxmYcl)Lynp zJwJ~PuIVJRY1A)xgHpbfBiP2dAaC=JA-5O0h=Y52@Pw~dut)Z3ie zIi4T@e1^1Gh+G~j?|-*!?^!Z2@306|`TKEo{dY_x0e9|9C96lX*XH8FgTpV4r}k1p z0Ui^E1lvTe$!r6eJAa>?OSD04Bdf{m`6-{K7Okn9#@lm4cP18(XL2^ufeYkD5tzj4 zR;ke^y95SUTPlU~Of(Mf`<9oo&w5MbNhS5%GU{E0!7j@h_#;m(iN*9l5wg>=R7q-7vDjD#RF0wB5A{&_=ojjVZRP5c zn(Kzbnjr(vgiI(kC-uf0bdX6SS#~Oh6~hy5 zNXjBBF#|2PERr0D?O;v4ZH+z`0U?GZ_qP=C10LnIv%BNt`?r zVE^?qe3AFMym^`8rA_~?xV{&F@hXX6e9{y)xH2xdRGk4 z_`zbVTOrTrKZ^)*2aLYZKiPPGZ8LZU(w7menPbL>e-u819fB^8D z7*IUcQ21XY4*kuTkGqm(g8xrpXBiX)1Fd0HIt8UvKtQF1C6=WnmXeSZSaRudVd+{v za*s1xrGZo9+&LWOU38F&t4Q;0q9Q4P^=`QQvebC_7DDjE%FGv;b zwEbMjJ^P`Wai6m^$}4j@#|0Trw)CMX>FMnvU7P9n*oEFOWmO7C!PNHhI?&HE$?U1- z@~Uf-t)LXAhat9kBwioav&jPk*mG8vDE4t5_op_7$okjs{ky{vl{ndn0N~Sx0-o_W-r3$0O{Z~9yXMD3BpoaL3z0gUe$z{lpPFVq4+V5u!K zOKQ_Lad{zQ^Xd)t6j{qugE{)NzllEd9@1RzYM%R=6UW;}z6E^hfeb5b&vWRnJTuK= z=H1$2DU`TCQekJvaW_oS4hbf!r;R0Xs3N^HW>N6Wp7M09vHiF`rU6RO=84L2A^wS;BFk2}sI<>6;(E_# zrAaI%VsCr|j)5%|el)s1Si<O?+s z$)j-NwJKRLWL{A zQH4EGIF*f&-01xKm~OlMExvPz*JG=~fQp!KA>rHkTZRLD6i%bp2GA#yJ*=Kdv}pm7 z^sfrPJWvtgV%8r;c3Cp~E`i@1FdF%5>CmKI9B?7}hdPl9DPz2;cWX=Aec5k|H)94m z6+S{3_*k_w>|*}WMBRs;xt{#6rc~GFDvK-M`G&)vuJl8_gZ;Z%1C~b{Z`n@!sbqW!yBYbSdNmFj<2-deO7PW`Nv z$2@MUDV^3soU6Oi#7|=KP*rtYNS(Nhpy_KqR||RVXS%l6Z%F^0y;jIdEnw;OTFp*P z^dT2LNNmO%JG#7FX-FORUj($@TwIsmotMyE-R!4~LB;yEWr&mGW(ZT@(wTf5*gvh) zeN9-Qn0sh2s?O&aZMU#iW#}8QX~d>&`z%3BZL5QZkg#&?TpCrv;lX5+MqFB1cS?&@ zaZ59-2Ak-g`ur@6Qc)!tJyPs`n!M3H;$1=m(@|eg&Q(oHyjKO;i$%9Yt4w-_dY9BF z7$qNR%wh_+$^xAfugaO`zqgcrSxrz;`NaA?L$m$geA_F3&!3=u+=N(Bai(xH-jno@ z=Bj^l2h6V`RqB^cc2jU^;<`F0@4x1~K7~e^zrijZ9EBI{Js%@NXpb2VTzIuvtoe(3 zG7~4PC3u+AUoZT=e7O7RD=cLfI>oGYn)-}RWaQmcA`4cWy9u=Af&IR=;_wiLk{Uok zZx7_fWHLopuP$@bHI{;?T}9;cs!HH3P69vs?|$Xd21BPuCY02E2N48(vEaUF={`EF z`uUN@``^M z(e#VQSNkceg-me5g_ew@dt!bst=u6Nd=tPM?z}Y*SuV>D@cZZ)36UT4qh)wI=Xmp+ODOw59I>$KDA` zfjBWu#=RW%ZBq~a$u+RUa>;K=-=}0U{N=s1jMAVY+#}(fPjSq=AAEYJhB*)Hcw)}v zvPh`%SFx3EM_gNo$?|U^&NQ{;c>NS0dBC`x2v0rgyxQ&PqNWlpXKv%yL(HW$46X{- z=<&Ft2qo1r)lueBDUS^_saF|kK%*QuR_)XDR%L#g~X}Q9G0s1U4i&1sgQ$RT0YNbM~h7tj0Q?^J2NThm@r6ce}pR zq_J*vdb>9&uk}qioiwuUb{Z8xRK3V8_{|Eu*gee}n%>Mk3q|-UZJ{go#;u$`sROUh z{>+5U%)EyLI##weTg<=66~bf*)sT5B=W9ZYcXujM->OHZ0GNJ*xYBA#AdI51L9=@k zqfl{cHA7r9PLsM^e~}ae!$mJ82eAP97j38WG@;BT4JTZyKEG$i6EjXW)ZXwR@BcdG zDac)aWT>gIb`^aU%*v|mId)<(NtwL)Lyi4~Fa2WuWOTfe=U_`?V59w(c)+ws)NT;J zXImi2K1;3X+4S;Rb(j?jRcul;p?&SX-yFAF(SiZRIM0o>ywvo%+HAlTOYO#A&kS#e zk5+z~_884v?{Ba_Fn<3u$x0zxL^FF#LtnoO`<{VY#WpxQOfB15P2BJ4t_cl=0Zoh! z&7}$?4+Ac@jIPQqN*00Ey?Pj9(f@vOz{Bn7_TvGFQSx)eiyY9cbH~}l+i0zybhM6I z)ESW*x(Wqs;ig+9ea6@{_`Oz*E96;I2vxpX7Idyns|Kgq2oU3xG7Ny zY`9{!XlcXw>xLdp)o`^)WBjjx?tewB&YlT2zK=1T)k@#*!fQUdLa*wT-!O?hF|npG zfzp^PP~cZn1XAJGQ3MG!D+RY!;nzVP(t9PfT`u_^WSm-NTtn0!n4QNTA~Ku!=@T}`274A*h~KmU*6tDR?lVUrG*sWN*ewHh^eI|Qo*u6( zK5ndt0vaJ>eYGq+@BfO2No^H87C|QK3$mBJ)GrrpNf7tyj~H6eJOX~#qqlk;$}~bp z&Ud2RlLbfQo_v6QFeq2-rBVmgV3eN0@)+&us~mxXG_}aMXhu?J#bk<_KkPiq3C!Y_ zO5@te@iTzV{K!u$Iiz7yarE*M3`+A9NsrmdtFxe}CI)j>`tY8|X2rdAn)@K4<#xZh2YDFK>l|o|9~;sfl@d{JUDNY-U3_?As(FFd*_zo0f4p*@X z3pnp?H1+*(xcL^M6RsG#;*e{mi7bwH(~As!490w`;Y4jwJ+!Bn!hy|W*qM;V@dXhI z&vIqoxPR>4Q5kfa8)(zn$e3oV)kgp0bvhz48|5O*%lT>}!_=KbcArPxu7a>FWbcs+ zXOy32>JMQV{5Ksn+MK5(=WylqRK;MswH;-6*dg6DnTeddS!Walee}G`XH9A8%L|2^ zF!ayzO$G)jmD+}wIEMu2HCOA2{4L_$nZ)Pnoq6!rsjD#FAbiN6gSR8%ZS64;<%Zo3 zdUf}TLjRi@Fxd8UyGno(Ou%L6)LUXClP2W#pLPu$pk0XR*^aQ+utt=5qE7|RD!k{J z5KDi~D{XFk3^$(6Qlz^raWo4WNBnGcn5Y@J0Z5Xp%Dqj-m)hE!sswPU0fkS`;|}pIeFC%}x8D^Z1Y!GV0yi286{ zeFxQg@8~)|;%2XlIeE~|@J6J;;7%nOyI;fGdp^Y$@&sDFW4}LFxie-K$CK>rij90! zU#WT5?*2t|lMO*&Vv6uOJ1RiB2i|1a6_?0;9|r@x_4<1UEuhQ2uU!c<9)oiBaf~H? z>D0c~(9UEDxqK1(rX;BmJ9R9tO=#vFZ@5^fpoKFB@1xzUf6K&ojuoAcaW6VhGu&c{ zlFK;wB2(ef+VzA?y3`{#Gu`7YpXUNS;J(^d9$m?%2pB&EvMV0~7==xx*-_0my-3KzTxuPf) z_@yr8`{;;qoYyS}wlQ)ygX!B{Hkqwzyk)k`C)|r$urOv%$p4Z+>a2dHZpAcEdDhR5 zk4Q&(Hg||S?Mg-^J1OAr2yK3qPd2cZ|4ECr`E~4ltzQDfg!w;00564J z3Yz>MyjB?WUvMqoZ-`Ee7DL&6><$saLb(xWsW}#48#Vwr?ZBqKCqJ zoisaG=AABv`L4zbVwN9voP3Z_eKk2G>x;H75W)AQmv1adHL&&<55KRtt6_B2y2w|_ z-QSF_5K}HOv~)6po>aNe4d9&8L)=`M*B1Sgq6?cH9{?BGj3a*4Ghk8+Xkw>y-XAon zT8+GU|C2gp32ywEM>i7ZY%Oitp~r1459Dv_=dDQ%6bh_bVsuP>72V-HQHL-QPG^%1eg$hc*+%aeH8F@&oZ^6ZkbtrAOtS35Oc9s0hQ9-wTK$wZu@g~gi zrsQ9wZHnmMGRnRK8e!&Z>+5c#>PqHkZl`7-doj0_Gxa&>`*7Zfkh7@{}S& z5U{ztw_lv3p1J3E)P-v=Tn2(o6S@Nh{jH?_=b^f}Tfp7D;np^!f}#RIF%i<&ufdv% Gr2he32IZ^( literal 0 HcmV?d00001 diff --git a/assignments2023/assignment9_files/figure-html/fig-prob-1.png b/assignments2023/assignment9_files/figure-html/fig-prob-1.png new file mode 100644 index 0000000000000000000000000000000000000000..00d39271e09bd4a5cb7abc4470760eb148c474c0 GIT binary patch literal 31860 zcmeFa2{_e#+b+BeMI$McStXTlH%KL8ny3hoxk*9@na8BiKuAJ{2DL(wGRM*&Qz%1{ zc}nIX^R)K))BQZ}^S=8%zHfiu-pBs-cO0+dxSz^e>%ad0-*8>$d0yxBd;Hap9bC4U zXEB9BS$6o4vId2+K!HMG%4223Z(Ny`1MtV9ONVsrC=`BQ@*hKB$B+qyB1Ac?tf=Mm zptr%e6eQn3}izx2jX*zkw2P#zP7qQJ^Jh<~s%GVaA6K3@Oz z(*IebpT&ztw{o%U(Kx2+s<9 z6$b`NujXm;(=s*M6DF=dR;8&H7Z-PX&Gw(tw8_$UEP@YuD};{sXZ5@+9Eitz92=cG zMP5alyL3N)b|8RH*TBFaEsje46=|J&_{?F7PZ))bokzy8|Lu6AtFcR0ob&IWCZ?vM z*?fomL}T2BXUCfY>p2=JH2a=!i&kz>e(Fe}F4z3UpmaX}2IuV5=yZSfK(HZevS1Qz zZtCgL$Y8?-6nozlPF_D+W3MhRE-KpOdQwAUxWTc>eX=7A-*d}6)1mJNuk~A-A8*Wt z#AA;}?#yu+-RyclJbX>l+@kF67~#=AKK)el6IJ)*=Y|5ASe9?uyjev>mf{mdVN=&1 z>8l&R#%<*HBjapAK&D;i+;AAp;MJM^?PFb)&jNX*y4yq40?smo8Q2zygc)!YEPsAB z-t&4@x?OKi5-q^(`*Y1_E7l!YpRk(JO~G@Rr*1eJv2@M0_MGuX%#m@GCdR>9Lxu57 zWuorub72&Pj75VK;XBdMbG@(2cUm{@wQYM{E|+c7_Gxh)_o`L(cIC48uEQ~M?#pFI zzI?jPn||SI>);1AdXbukZH=L$`%peNXa9*PeYXaW>AvIRd69DNQ@Q487D(#S(nz;)pbz7xjp&x2P3zk{NUi=V#iy3&7b0~ zcQ-M=3>NU1u4}qybxZGEf3$1=rUs9;+tLfA?4Rzx(UL(ME*4uUdhEe2o7RM+T%Jt# z57(Eiqgvh_7#*e~*leEa%_z0B;Nt zRVynmZyM--6_sN%*?chmXC3REBO;Xb`zGnV%XxNChYc~et5QoI2g>nOpRajonBL^! znxOq+^JGa(M1)J_QE5(Y?t^`<<+9_-J1xFG%D*CgGTXsYMMb6kb>{=SW7lZ;O><-E zR2R9~kxC|)5*3wWd%B(!@)rc~XPcDVo12~1nXqu^s_5tlGnQy7`u^(dy2z-@6^BJc zL{#r>@pr4_64zUmT2r5Cmu=spU6lPJ&9V+pll(q~W$9}6THB9)D+E1fY{DcAH}^iX zZpxi@*%xnjsZC>_ec7Gaof&NbGMguJyoEAauJfvxcOMa3S!dHUFu=jAIC)kpGu5JI zu3c2VR>vAqB6nuEB>iHo#$h&0vKEF~Y*QEYaezy!zvx)%bbmuOecY2ijtv>#{^I`D zv!9}6T{qX~>@l@Akee8C;bjO`^0&{yi?OVDa@fPeW3uVd`x!T{M{|PmE+fCF20U?!R~L?Bn|myozz%$5yI;#o zl7CdzOIm8RoZCbIzsw_}t?`9+WxG4EIg*})e0!nqIWtty;W^vQSD#U(&dca_`1S*{ zxHEG7Hf)2Kb46|KZywXV-(J)qii!0;ygc{*N(Rk%IA@NH$DzyhWoE-}n@xa~GJR3IpyM_(HjA?xbU-d}yow8L~8y+hJ-6J6|b z@As`KrFS=JE*}vW8>dfTvUvUB-HKvvPVb$6wk0;)zRvY%YVx z@1Lc8KT>7#w(YU+*7Be@kM-7`m@<5-79&vo;n&y4Y;NON===MON?%J$2+nlVZc|dP zkf(XIV1jDWxqaKVwK2DOG)oH$GcYwzk3~&Qv;{UH@{mCwswvc|*KsN%%RvA)b1`$1hOb?Iq-M@HD)yY-hoEDKr|AUE}k zDe2*ns`sOtHf@rpPnLIt`*W1d&AUBkYdjmAJEPbTfU&xHq^bnSh`BH+|qB1zj~x!1gkO1;Nza7nS7% zjB_lu z|6Q&LQ}2@I>R8oP0mECq#lCB#weRy?E`Ebu>e?<=Z#KD!=G^Ii)eBoQGc%9tbjj0a zew&c_pkW|Q*eWY39(_7~R^7v7PKfnDpn!X!u&=U}zl!7WexQ%DfwE~cW73UI>$>l0 zrPtf4UQ39W?be~);Axufl&9+!iOrSMXVfNdW6k;Nowg`@uscqEeQUFJ>UBMlho*Y1 z0j^7pT>DZBeFG)t`^K#_*Y&KSC{{EV>e#hFkYqsfi$bxosA zWXTRkZIQBVFC3OK0R9V_l$Vl9?bW}k{2=GVY_ksCl9?*P(??rGNj)&>KR%tsJ&x=F z2%F|MIoweamUQw}D-x_;uAB3t5}=yw!S_qn)vR`%o9ry%8gc0e)xm~6F{Wi@WmOf` zm(We3|DZ-Y(l`=E>HV#bFP0n>bk{muI<4Zkgj?d4+x>_Ly}2_D8U&JjJt#Pf_0((8 zbO<;_w&Sj5v9)!@lcGDq`>?UDq=+x!+CokCo!=mL3>L{&a$K%Is}8)GtBJnDK;vu}Z3f9;Qk9+gAisT;7Xx6|>PtV&o}F;I znSmUxEcdy%IDXLRvgm_LN+K~ShpOet3J5Iudj*^x9<4DxDEGOr@B*@8`#ofyXVEU* z`0^gHq_-M77o}~uy?X1~ZQ30j9WV4!yZzP$uojn^3+%jjQpz|XnD-&S!}rrcYzVVj zheeNHrJCeoofP^;?Xmx%Q&Qov_NqZu&<*pQ|m-AyYjjgXSTZzQvRJyO>Bj<`*YH*#vZRw1~SUhp71eD{SfvF5qjBI%a{ zZmh|6=!^d=hgng*g?je6HEnk1@ac~6*c&eSDiW=j+CBz{6xZ?ol-=AzvKgR8@9_kt1DhlyjFL~iL&R$Un8$v7b#WTuWo_haGmE_6 z!}}A_WZ@R{VBs!fcJlf%fn@o3PL#)4C-c#xM=>+)qDW~jwfEkVt$+G?glPA;^UQD!0SaybB{c3ZnC5PivkzW}Fu`?;% zEE48%S(?XocaWtBAnq~SV+<%b#A#GvY>w@Eb>XrpY!p?&0}>6~%!*5|cG~<|d2N8W zm!E!N^7#aI@+eK&=+j=4;=6IGVfSSB0;h0qIeDo)=-`30r1fd}U;S3Bv!cz8rTALs zjDEw8ee_K!VQ%WTBD>pE*E5z0Es=c=p?(Izdsw}ZO!^yhT#b#H6ZKN#gWcD?(0zU0 zSj~O7NHmCzZFl>fip(Ax`HZbq>Ptj^{h64aZ!aFF&HRp`-_pDALIr%IIzcCiJ{d!w z#3&-o$e5NrAQ`$8aq-l6e?xksi$xblKk)CRcFh>iIp-6`JNiwnPsmT$cmjY@@6ClQ zRk-^?Km9<%J{jaOY3cOd(^cL@NF=&dod0`cxj1d2x|*DkFxhLD7D!LFWU_3`(bf$+?Z3PFJ;86Kr97 zYIpbW1l2!DksU-X^>RZO&tGRg`W5CUfN~dMs1kZx_H!Gq3gtSZsi9%p^CJCT%>6+U zI*n;^wyN~G*|WcBU<}WnKM!(THC<}$Vb`D8c`wFeCbDVfX-38_Th)%tp>O)u;xUWp zgTC^KhS_QFk8#*sO3>SvqTKLdugco8Hy`=OS3hw0VHPMq=T!RvR9bu2vr}_3lR-?X%#Az?lHCCSV@&e^<+lKrY;RyGmT(`aOSf)c(pUT1wD>LnV#C0r z#ZFj$YiS%e9>fWbzm~rK2Uz@g#O!r$Bkiy6v5HrVrR(rjOC;a2OR;KqBgqF`ti|#x zGzCXW1F%mqU9x0}?{a>gY9v_;XuX;Xz{*1U3DyKhtRezR8rPby- zU*V=zso#E>gc)iVF{peA=L%~x!sL8dCao+*H5Uo$DO#X-Cn91hoi-~TUkXseVNd_< z+MoHXw^oooQ4pjCb|5YiO^c;-UNAoDycFDrk37Y z+Z~frP5(Rl-pXUD;<83=K+sknOMddCy@@_Ij=*>P?c z?bk!!ok$fk`JWf(`TFL{Nb-0`|F)?8|4pn|2`-`b^P`DQZ7lOy+Bxn;jBb>z;%qq{!%ox4wajz zMw~LgdCtR?q8@mn^P9o$-Mf)947Gf>pZ`oXm&aa|ap>LHBOI`95DGxhO6_$Gmn)BM zrI{UPvSCTt zNpC?0m1nQ*2J&RP)O7dmU2M*S{ra=>#L_$$#L{PfFGcC8Ma@f+1t+sl+~$#rAGQxA z*tO?nwuG%JcEM!Np*EAkJHohnM|#0fM8(5>zCkhq>c6?L)$ZqKs`IkY!q1-{NLgrC8Q%wxAL*$XP;j7+CVBE_W}Ls{ z^;$ZO%|nWC6(uhg*4xl`3;=nN-?R}disd7NgNF;`=eC;XKi@`>*v#bb@;yC?)ILOp zn-8RT4id;R@b>qkodWh%$B`Ir)u>JapWI9FgI{8{nIJ4UjscxAfaM$hlkQskoP5krU(`xGNwyB zRy(GbFtyE#@(4zSm_#B0wGV*c>|C?XZ-R0RnAp@^0Z$+Sr9ha1p4wfPK7e4mIc9Mk zrmhCO;8lSD!Q>E|ra%J(Z3~5ST*n0<%{0HeiX8I;F&MkKG*UXOPXkd>UH!|W{Wq1X zTJfg6Rz3 zZdz7nP0ImT!e%^w{=5Lb7Fe3_4*PctxcQoy8=y}F2+GgR{4V!wzQSSz22w6Jy#-+s zp@_V-FlZgia=w!-Mt^|eSu#=x(NitHf`Ia)_&8`SkyQ@&lff=%GdhX~GkSC3Yj5pq z;Ec%%l{7?&@27odkqCQ#r1l`Kg@=S_7WEruU3NxlxQ8JjL;(7Rj*(F#0^0B2zj>w1 z$@1)IZ^u0>!tzOIue$+Bgg%x|i-IzNXCrDkrGm{F?s0ba73c5FX^#fbfN_wE_$2l9Jql$`vlsmC7!bZgtP{pGg= zUuz$|X@v4o6H%8JstfZwVPC!qybcs(33W3{#xX#(v&O)#lt?t8vX~K5gDjC-94=3f zCrmUm-L(;PLj8u70YW?qZp_So{>31GUn(hhu}~;p?0DAydg*`VXk0l^B;hrIRMP-9 z3=$mGtAyd^hy&!SG4^za#+I_=`EEux{>w;FlE!j0wV3E431&>fagU*!O%DC_laFpn zs5l5q9rQ}NdgI0ol&3QMSNe)%vtz!LC-Wuyn^G-wQWB`gUtamIDJ0AL&w`FUp0b46 zw|Mbl>`;W*J25da0Ds}(wTQbwo9Aj4puRi1HczJ+QnCxwr_RseuMyD^4-=m}Ss$-B zJ=O=*7#$fYbFT0X^8EU^Lzua4PR(ER4zE;u?mIw~p(!5}Co=-$0FfQ0w&-$O2Y z37!=jE5zyzJce~b&?Ulq7n0GiIi@%^U}f_-$sn1X(fSdMuTxT>Zpk_gHVeqQ?6~+n z*{u!A$lJGX0sN1lP}Wf#imwyccCHWtO=V@J#oJ5dITmRC8g~JG08`~+euwNeJUmQ5 z<=KGUPv7H76j7K#5eKkkDiBI?e8S7c-a?X+1IPp~zurKUpsF!X{XOLN)<|YO_IT(x4oMkQOi@ z9GW~7g+9$>?#Ck|So-r`0I6C|c8{a_8?qT$*D!b_VQ7R{&t$)Iy~!o+Ews__+j2_m z&fxUt*IGUFrVe;z9rJ1ulaX;nos{TWr<*Er>e&S-er%_C&xH7u2S_fU9>x9I+S%zO zo*V+T1UBix&e}7`54Cd#FsKmg)c8P5ayP~6hsyWsS*2l&RU5co)%Ad2OXN(sPYkw5 z17RWqj%Al%{`=qlE+h0aIr%RsDSJR>f60~DkuJroGe*Fws67Kv9kH<)f-XA%nG%FQ z#;MgGFQGP3QdoEhfDNMdmM!>b8)lPR!eE!@+zeLC-F^>9sYD&mq%l$yZf|NFb52ne z8sSOZwWC%=|a1IUOSx3e#I*`nro?EYU5Pb6qdX$nx(4JCA0 zg3E@dKdN{Iegnus9r0+y4zq?VdsRT1T(`+TX&c-za)(*PAHI&tLL5XTJirl$R}=;Q zb8q+fkGKcu8rmr>Lh_*L@uhPHH;ru&7tFSXfjf z+h=xrdCVR)FM4Bylm!&cWZ=ORaa4J0Yij{x0qV`n%pl19J=G9L@km&~&`O|kpj@#R zHw!66G|7SD#UpaDM%sT@>%$2R3K_N}6xO1^YU8?O#l$SICa$uu^#jlYa+F9*Y}!;* zQW6PaeWa^W2j~#rjOW{8^mdo5Y|f`8Bvu%)H~;%>9*sqa+0&`mB_a}skb^JC`59sH zGP^%(dVnVXXNL>Od$=8~UP4h{u<-Nz4&$kKR)(nK0x9dNP+@T~9`)N5wkOh7^-frA zsK4rBBLk%^aKhA>lwVH|HdM0RQP>^Q%i%SF4;Gh{Eb%@y*!=E9)WVqH;BAQg1%iF?P2fYRw<&TS*a;@adb{u;Sp`MvqOD zt>h-k%8Xu}$$x)s$=UDemyut97-VX{|(WF8V+Pydp zA(;>;#fgDJEcD5D{Nnsu z`hO5u%>C7u@~k}glHcn`tRgb4A&D#q9}Tu8;`o*Z>oy6)tRsjSh_e+kxV-;)W;s0| zS5Xp3DxMH^28;kjjYw&07z-q~Y`F+kACdq{N0pFR@gR<<8Q11BQV!qqJCU@{CdcLE zsu#x`790+a2vu$(8B#!R|HO*bv<(F-pi0%{OzUTG}0NApmgk2NJzH8{vn1daJTj`6hR15mSC@C zSX^+TxFJ^>!R3N@E9q{Itgd5dUkx$}Hm8wAd_2T}f$DOIjwD5aW3_k^31vN<*QV6@ z8D~82gZ)Cv8Ux?GYZ;CKc(B{fWxSu*j%;BAv){a2CZuaef=FW@$~6B!9L zs}jYrvzQG1w2PBqpl?xt5@OweN*&nsJ;U)_r=eEpikC3Iu!aagw#86JzcI$(dF?ss z)zsq%i4yS}jtUf<@j3OZArK=u6w%>Icu+Ai_gHZD7jDbHz6a)uX=1M-L{NF1I?&-&Y{+%>rns=mAFI{*-142mmH1qj3PVn0s)8|SBrvS%acCcbXDjV z67{udQm%rCFgf%4uX)3C0;CEP36GOD#7z#fs%eAs2?tC4-ux z80lcV3}YSg1v&drmc8*OT6wR-(7;M+2tZ4gLtoaVmiJg=?vUAWiA{C6$Zn$1PLD=9 zX>+4V9ZWL_=}2OwLaYJua}zuXTof;+AiuZ#j=8HS%kS*(9m_%qcRuOx?6~j+ey~@j z<!FaBfh{V;N(2&~Bpyua)O#Qs`Khmg61fwt zM3{suUWU?93>q7mBCXr(iNLjBqf}`kQEU&{QIz9YKVGa%JU)kubT3&q_?4J2VEIBSQBircu-bPSuLFF1$D;O(0v*uD z>a2<90r0}Ly)dXlQK{O_oE zp41>kK~`gURHjJciu>aH(eBeL#-%IwkJ_xF%PY(G3U)4k{sLIa>wDka-dawI|6RXw zr>lt*jV)7AZVbqFnU14ieeVT`52kIa>3{Uui1oy%)7snO;)r_C1GN3Zx#1gJ~Pu!wqj1bFCj zH_6@-+UY-WYu{(gOsv4+-R)0yjc2sH*yYGtWj{pUr<@~9zFVxS&b36;yDn{CR6EbV zUNaAZ9;G`mqkO&E#|Lhe4ga{;+P>DN&Me8cCe!-ry5uOob<4FvDKxRZQ8i8 zu)JJNRkh^v=Zn?xCm^Jz^k7JjKpZh}kXOe-J_TMWFD>QY zcJ2_w@n8*b1)aE`A8F<1hx-5WG=R5$0k!6tp6B)BKElZ*`0L}X=U zWn^T;#KhLETPH4V2|$1C+BJkRgLErHMMXt+=KcHk1Fg8CVh)9)5~4tR^>Rob{GxdS z&=6k2vXH(b$JE3GwN@7ZbXk{?3*VDZPksV%LXL#lC<+$Z;!rW2BqLcUA#evlQ>}4o z0Z3BLFSBn%r_GT?alJcIG5V zLEymgZ`uGA&wswZf>{wYzm*zm@La2}NZP^kCXXTq%C~T*PvAWpjy<>^8hT<<0tk~B zl#wzuPM(AnXAiPZ#3oKkY`lhDYyIi3-MbtQ$*vl&@?h7 z1QHLKI!A5q&_}$4#ba{r92|+9_~GKhm299iKn!^RX#oBd6-OG3S+I`=)f;03dFS_- zqo)8J3CMobMoV5&S8aZ6GR(Q^7&)6@(O|e~Kpm*~PJ%N)VxYO2oIj6zXpaOar7n!@ zz%kAj>1WN{ZTfxT8KFG7uc}1mIg}%aHx+a+Ow!oMnJ@tZRCZQwIC25|sq`)jMN9L; zH=6*Jd}G?mrsdB&d@SQ70dA@C%o7(-#e6^r!eQcBC3Z!)o~#?+?naFwIXM|Z1OTT6 z?hQIb7M>nv=5yRjD0le$GhAxzM^nRlsvjbkj&H)Ikdev0Y)=rvA&K-Lh)`bae=+{w z>~gAiMp9XnpGn`*lEBC6pPkY#>_uoWzLEqZ3U+%GL=zxoIYa>BdtC@Pf(amy6CSBO zmw(;4yOzQ0hfoIrh^A}LAL_3i)Mj*9c16AYWNVzFc1*^2xL^6MkDpgf(UYMTR;=@9@cDLQn%l-Acol}`8RaE68 z9>+euacj-L>0c$%NiK{;j2lO_i=(%<+7|I7I5@JCa=GaEqUBO|jBaZot4{FbN-nc?e| zfs6}ZA3;H6R{TQqr2Cv;p?o~}n9C-2eO5-UkyZ@r!_{rqx^GSkuI*++WPpS{_0U(~ z2Yg$DEgy)WY18@<6Itw73x)!9$U3v*9y9!+V}-V%X<)F|dAJ=lQwZRVpc!Y59Xo~zMCq@hq5@=c@scG3Cu2$xB+C#N;L(rE zZh`|8+2c@u5{6TOe*;Kru~^c@A8)!QhT5d98=* zLKRVZRUu#l$HJj>_H}&XECoMBEkD5k`Mkmt%SI4{&X)TR*ss! zq|M(?D`Y_@_4ohl(18>noHwB9F#m&ip0b32VxFX&xFO0fw69HW+nO7~?&g{5OYiG% zjn>;wFmG{p-(I?l*s9aKL`Ep_3JU4{LJ7v9cGI9K|eoA=*s5D z?h`G(s9S%A)QtyPlj#lv7wNn}QeG!5VE1_|h=n>LiACB0O02|^k~eNt%Oj3Na-*e# zsOh8Reox;D^}KS>e*VcS5XLc>!QMguGY=!Cw!50g!qFCj1s5J1tZ@~h$yT!;!17!d zZ`=7QL~)PHD_8L{&Wsa=1II{346oGGTolwpUf3xhK3)|fP8CQ}fxBA$h*bgWcmUfJ zRB!;cln-q3Zm5_RJ?EvI@@$pcW_Bp1d;6*7BwMCpPhuy-cZL!`gME$R2VXWxR}^KB z$92s@XV2+Ns{=*U8zZ(Ze0@5YE9plWXN(}4gN+|Pe3%r9 z;n%yH(g#<_J3?`VScz(YB`IT`bW68r7&$JE4^3BEr*jCNOTzvB+CFX}^Lx=14iyzoCzSn2)NaYeVh5H0 za-m+?1L6MkIS!$jTX_QzR;WU(-;#{wPrvsmTrt`fD4z@1rpR9JP-jW(RJ1k>ECg5% z=6A%r&lAsya6EMo;TYOg4?qVyGjW>`^KnFxDjLAVQLg|xg4QLraid>7f~+peAB()< zXSavKEM>4A_dMzgL`UrP5EFO7b}Enm!iec7%vi3Q`gjU11XvvqT#VqSA*35Y22j!U zXSgYPbWC7egIRcE)Lud6cb4f5B$c<%k*3h9(^!S1cMGA>6pIAIf}xh2|A{Z{goOY) z)&Z--YHITni_VD%u~p=O3Xn6uKs=}6_aqx5;UXSwwyp=B5__4^igCHu2r`8W#nfXwg>S`05zbFfQkh|T2xTbR}9*RjR zPb($}p6jkMgA_Y$xf`ni|0Z(Ss~l9ADeP5wtERARSrmyoYs1tv{4RF6%$H3gL>h&T z^=PLY+)s!V9wM%N-(R&s=s^k<7Z*>P!dtzX^O$Bxv?BcxmNRe`xqD@gLnd9kA9F>a zKi{DJ5a@1_KJ7_QT4=L@omIFKUc#|iccu*z-P*@=p1t!JM zB80=U@H7)_0V+ei4eN|K8XMXSNl!1k_^0VSV-PGT#AcNnUJ{l;;k>yu4|bo1p%=h| z6sq#kEoV?A0Uo`zZZK}ARsF;#UTZf5Yt&Tgt=o!1M0Gk-@p`P>P1!tR?b9)^$;YB! zo}4p3=UZ_(Pt-(6SHkAaH>{=bUWIFCmJX&jIOvV`pa7MlvBV|9}^ zUho>m4Z=SM4!aw^KZ3?q9^2J20R0n`ZDmt2dCxYM%emZ+q#<0_S zP33Q%PJ*ZMreyBK(?~0GR3|ScEy3%fnzxTVG=}8@${UKC!&5y;HSL7LD}2x2#YltZ zUM^2}LjnR#Ug{l-lIHC6_&h^Pvz&%PpQxYSkDAXk1`Vtdlr7vedJ^LNOEeXrqvkhi zz@#-56?f#aRO=?WXxe;eGsJ)c*95IQ2ypZYk(TrUhM^h}9L!Pu69q*+1ar)pZAIe12md=o#5d=_T zx@U<>uWAV0m_?$`i0Y0?VPTa_onZ?C)Vvp9YhIX9K`zu>jP1SK)Pq0? zq-_!k2tV^X^l7L_qj#$ZwT)%-(}@`IDrXNKqDuPjJwSRvyqncLr!=uF(CQL|Tnu*@ zi=w)L!3=5CX<_q3R4Q1hwioOji44@2PJiXtIdtO0c%zrjea0(=>s2UM59Ak0sjDmU zCHralv!1EetJTh!ZsmHeee9UKmB)~`;1apUPTEj5 z^hV+_ysp2zUVa6}?0iJBh0FOeFcLuX7>w)eJXlj0NYLiq`pnny9dI7XU}vKq;LGkY znqZs*r>L+Gx_?M-%!*NLL!1}W!?pp>Ju-sVbREYM+pbR*g{D)!&x z;zvi_30J+e`NnDN;+*4;BWOEtJ5M5b0`dw{ts17VSOozfLDm~R>9f#?xHvfpYXi2$ z`pU)>L2r2FI*sL;25$hUyUg1NEC-meMWN4CG$DlD;OB#2aiSW(N zFn{KPa-QPRhXi}H@e-Jer0>vVH^_y?3+gkxi(Zb1)839-P#%s?db%tE* z>7m=GeolNME^d8J5{+DUQz(tROV{41#*N;Yz;77W^Br6A^t7X18Ig5n5juNLL;Lt2 zt&>UT14SM%gZ(`?gdI3}-!om{1Qv)KAVUOEO1VDVqiJO10e5;qr7L=&;k?AieM1{E zR>MHUF0Px<)XMNU*rMp$g?oeNkCq2J!12y&*j9Hq%n`3a09l3c3_V`r0OxCzAPMX* zHKLXsLDxR)!oof! z;G^no6gnD6rF;gl81n4~a-qSTgF+zeLr!HlFR5h;SkgcV^?x^o|LLF_zm8AqV6YnOmjEu0Cm(+k1s2j z?9qT414`q8V-rqjYs<|HegKF*i3|?r6^Q~r#1n)!a24DvZVeJGf`#PCWK>Rta(O&i zTY$q8MZ5U%ybGWIWRSCh`h}LL7KpN>PK@PZ*^ni*efw(&{21!RrVhb9nKjA>HjFb3z4F6Nk^dbnz;ATzHm=0@^b*~VL7)9^& zoa@9wA|6ufCIKZxRX3c*(dg86o50)xKD#3rH4l$DXne%Y@1q^bj1Z1{ln@thNVC*; zadAQM2tLy7+qZ`plH-M*$Nen7!X|t-EQ~Z+5H%UsZ$wvz)BPl3qeC%9THq&ovmCz1 zeT%|PzJ+s~h^~+!5Y@)!M7!YvHA0~Bn1j%V0SdmmcKm}~GXthsazPA}=Sc<+M*wy| z-$`OGhT3+5?NFf1+(cV~ySAGSAlA?8fjPFX5*F~ib0E`S)u`GJa34eQ>m{QF`| zZj1u!xWl5O8zDgA^bK+X07@7gr zVpIPqNx_JQOamzrB@3`LjE}GnmMmdv&>iq-@?B3tf^`THSZ45^(XAfgA9bqj;9ukc zkY)UHoL+2}l$TW+FAfu$F2Bo=0lG(MPm{K5_AZx;^bV0It%y;X&C+e zo-B_=i&zJ7ixI!+FQ7yRK1RSI2pUDS<@9Uj)gS#=;&2}>rPVOWf=zsf%rLtH9W_1B z_96Wcj6(WY00_2h*+SYmu{kt#M!_iV=poP%(FYmz)4pkZaBNpZP>{_xUDIW&A<}y> zpetN2WWyqX&ZK4k60bX&St{Tu+ll=IE=a@q1u)SZyXcjam{>o}6m%7_DS-JNZe77$ z{lf+K_lrb(Up+%9hV;(kt_d}U)=Ro1lPwZ7QP&doL3;v!_l^l{By>X$!)T$GX=`#u zH48D5fQ*P}caOEIWCPSLcf9x(2$M`ar;fo_WDB50(I-!zY!nk)B3#wWFo2UN772e0 zOI3}0!c+r2y}dqG8a8h41gGp z5IIfy#ouKPz2=xxn9#R^1g&rN{GC6U`!izXPP%xid*2Yvrw%v@Lepw`N^N&cpcmsAdJw6n>7FP|`s$eX!Fsy~8V@#hBhc%g5Z@1D;}7~K6h2X^ z%E0}j!5%JK;=Ms_wCZT;v?CIZk^AUw$NHhtbKIDJb^VHpGK6?;awf?+ZVkuf(s=_` zaAc7-vCc`%t&X;KzsHU%l3J?7D;;T-waLg73jsdAN|;hnw}ae5>UL;%*3v>}2v`Y( zK^F*g_`%RP&(x!0I)WKLVm@ii@z2ef)&Kg)(0}#H0JbE7ciEz=HS!s zuCfUJTv8p5x8Mj064{C8Gz+Y}ql6rIf`E_og-@r$2Zd+BQ4W|PY|^7J5##P|@GP8& z4;lmX%zpIfOyFbq=zt&uQR*euqaBCag**+5feFjX0+Nmq99wka!(~})JlU~cx$ho% zqjgwlUi)k_KD6PZeE1w9_7j#mwrU(EAgGk_3m)+7-js7SL>^F~o^H>@*(69{ZkSVt z?y60%7VIbIqHrty`u^%M(R>sdsHeS%HW~AsFifx6L!pNUSV*%nfA=N`$Bk`?K>izE zuEmQJ@OzekU3yZVkz|Nb%pUO1KjWW3bgta0jkOD^xDnx09Twr=$!Z6h9m5e_Pv{up z#HiIu7f|;ifB>`XF699QM2Qt>wX2Ed*$|2gC@fyt?AQf`2?8iNfDA~6ocJ{pL!XQx zq8XB3_09m63A7~*(D7T%bQ2P=9vyi|*MRFZ8rCd!);cfkf4StDvCp-RTNC~0O>L$hm>H` z;50To?q-f=wpipVB4%Tq;s@LF;B6jzV0O_zcN9SJR42Kdl-*EzS}Ob&KKUXED12Ub z*X0Q&Vk^Ls+JytnP~}(`Y)HhSP0tReEb+Tfnm~YJi2lJUjC@_&f!FSAW}evR0I6-Y z5Ajk5ge#F1w&Ks(fXshvGJo^bKfbE}JufMQkh2OEm_w}&J1kH(E=enTNm+XUm8nAv z!#hXS-+PL?uT|J53TsT&c2ri5SdQ=uE>@2r_v@?p{rdG%U&bm?;_jh%vHr!#M#&RS z*rFTO%i;HSgJl4W?d)5Llk0=1wI-X$OihI-;|?eM;*Lsv%JTJ59ple8fh@;*Y}H#X zrOE4FK$RQ4fsFx6zg^pnc}u@sivHi0{^e20QRe1tqW$|Ac4?7|mhLyn%6@xP_U@o@ z$&U$T*!H_Q%jeBa^LL_fm2SK`_03Bxs~N?9dTMwc1mBoIw)|A~Tu` zrMoMe|DKC^XHm<|k4{^jZ)l<2v*L@L2QU|sb0?f&>pB#0Ko`gBF$)dBK_ql-{fxhQ zP=>MWW{sT}Yp(my&pz!HWeob&c2qCzsKcVF6~v#nZ^OlB5kDsUpY{4Os-Gn{J=^MG zPYwU^OQt{JnbC@72Cu33%c^k9$@U!?Ji1!g=gY+XkH#TY8oUGdo_5rz&JP~9|C)i+ zpxf(&Ihvd--HMwJxbM=6o_E5nAh+zbkIP^2EJtAule*yQe|vs)yVO_R_Urp~0&m=S zbWZ2a`lEKihKk#&ieLA0c;vIc4{9)Pi+{qnZeB2DAeJ_s+(Y##(J7BRQiWUS_fxk% zi5WCjm9DOA{$m;Ydw#d;MU!cWj*#yD&;qBS*Q%8H$)Y^T@}aGeGHd&JMT=OezMQgD ztya6Jr~8wSXYDwCfmKFsk7{gwHhUGjSD5+Up5@(4WU?1pR8O5Rk`Ue<&|?ry z*4t}8P$r7L<7p#9 zCM=Y0FB)V~*VD@aXarS7nnlO5>G|^jJaQzwkr;nRk9oozMS~VN&LhAq;cNjWUwJcs z?829SRfte}7nyIExucP&M3;m)mK<~f{|&?n7mzcO^<*GqkRm0}8T9P-_V#+POeFlo zX$^eSp-l&xX>X9>(acVxQmN)@$UvkcC?$oM3MwlBB}_(#D5kYwr$afUtEu0Om(gFErfQF$--bdRo%2VJP z*VzPfQ7?k$tID|rYfO2)_N~Ah*!+6m1iG0te>sxMIi6jKb>H=+&_jsr0G%`^EM3@$ z%!boJ-Jt`58?M2j6|4_|P@%xRtR(v3ArZzIiGP9h|CcgMB!x!$I#^FbQS^l+MO?gZ zK1mTZa$cFBFyyKLsj)sh&*o$eixaDGE*xqQ5*9LegrU&E{@#1R67x$|Gh5i^^U)aV zV0L?Fr!PC{{YD9V-yR#3?cp;x!g?CjjZ_WY+Yel=lCT-EkJn=0+{Uw;Za2+(z<$?& zA{Z%)GN?gIcgCR*x#+*Yhw%iZATWJ)8{4<~OwT{iWPNaF-av3j$Zv8G9!^;RcO({v zvw^bY{5VjApY83J0hUn70^fsF_lNJn}{4JHHhco|D~Fes=zpHF6#wXr)J#UtNbj2yJEonW4jO|`6ZAi~0@+xjRNf)c=- zM))tb2A)R>@*vt*P<}5gEiEl6=|M#?14y_+$@&;h1T&=Vk2R}SKb`@4$(l1F4&w#MGA?*oBm>Ig({Bt&7 z8dm^%YG`Y7DN$>g8qxN$Qpr!!B20lazl3a%nqD51VIPo#KiaBL zp3Wr7f4sEmSxBK-DAS;Gqm3yV{Y1m4mb;^NBaX+1eTvvar~d)on?yuKJJC5pBd1h| zi3vjg#90%GsLznoWQvNqP$x!LIkYDje-Ta4feJ~5+_1X(Ah<|@nkQhlE3tuEBZ7G? zJmN*Kz_AY~4(vwMgoq2hkqhT4uUf@7n22&FMx9jA?TOu!vZ-X%l;>8QQh|{qB_Eic z=wi4l>=`t3R)f9bvk-{D zaW-V1#208>qtMjm<+@ra*E^(ux&9swJ@~WT5{~QYPU66yK9q-XIMrjwE#DA*X4B~~ zUV&k9Dg6S0jao(6QSpjq`u;6kt~l?3sDh9V3&s)64N(grg&U7(4o8T2W#QXJJzN^9 z7EzwZ9*#VVG+XRryh5nfysaU4s%X`eq$NlgY-eww&?Hp2vI=wEBxk5#D-(-S@JVum zn~q@w(F8bzV=Y8{?%ccQ0ELL0jf~FWer#;k(@-9WaR4(DVz`ccqIlJmAviA)(XO+D z|3*WgL5VJZJS;3s9tJW}5hC?CRQSeFNr4!2_{Azrmex6Dk1+q0qMxLRt{guipmgC| zVlA7;;8iFddwr4-&Ia5%Ws07Ir+8JtSvU+vc8wj4&GOJlasr9eIK=W^EozTcuF-sI z5kYE!3@h*R1>DYEYBd@^v2<8ZBjagD&XXSG4OAAl`+Pxrx4TqfQBfuug_KxP#+ny~ zvJ!~!!aT7VvnuR^rq14HrR0Vt9*y9(8*oG$|A~co2cugke682m;d7UT-N-%F4DtjK z!P(y<_7j;0Qgc?q{Eh$IYMTx5p%u#&bvJUjv^A6ka?oG(&S^9idDNPO&7xw9_VS-_ zoJqs%IQuz^h0@#{bw77QON~M1V~h7mYZj#r1uj}2wPM0BcPuptqTpU1bx5c9@Mv%C z@9d`8esbhbjy_IQ9)jIxk?;&o^@bk$ zJXs%UD}uI>zMJlAciq$6EC;_kT)0#JhbaBcvjL%>22bn*gJ2~89|07FtD%G8?WtQu zn=U&x3lZ}OUrO&Wf7;I z-&g?R;=84Vjj}}Gs1B`qe#qvzu2k_JnHC&KZDsWSpF?o-JA&>XQgvY>;^+DaZ_fRT za)mY#^75sbJj|$S+gUtER1bL=J7agoxS!%Z^LGmB3EjfH<4feKdZ(e*bTS z_uS(*isPMZFS={kN-G1~TT*HoC*;0=6nW7f{&jO0n)v(JvNsaE@M?VV{< zlxLR5OHB(Jg^C%`Mgfty3mBu|f)o}Y7{^8pi#9Q3+=EMnw1Ukd7_c!Rh#G@Yqu>s> z;DSa`N}C4Ppt#T~3Mj-Stl~l;h1C3RX`e|x%$aYQ{xF^#&oL}j^}f&hJoo;$J8^Ay zNBwzMYd7h59$MSoc9hE->iyrB*R;YWmb}-L^7x{EZiddqYvwoIEHruLt9)%teffqb z83i3sJ$D>hX=CxmW7k&R@8{=xBSG$f1liOXrY#?Tdu4-{mj&YD`A?+D{Oy%XKT)!* zr~e|iO-@}tN_2StifWE`MNqoSvY&grK||IYb~WDo+xo&gMF(HsRsV4>9LBDmIAGkR z&z`(l;DQAB_Hn$^x9Q7W!Cj*MUb6Pd+6(J#uJv0nCH#z=+{I3&yEu1iOy>B~gPmWP z%vZU+dbc%=srbBm$gF`2y>>tF{BTI=mS!({>hyV0{T0I<7G5u!_NzG>F>EqwV}m;?Sdg=;9FAO$_V0 zbfBYEVxN=kyJ+cI0b>6%tm`BVbj=?nWKzPX9FpCJ-ahKFz6JQR1vK@25@Gpej{LuT z+PDqheMj-NpECBsfj?~jS;`!!=EXU`?3VK;Hi^)-wU~y?0*dX%-RrU2R587k?t`1Y zi+Tj55t2U&Uedh~DzzKc%WT>p5{@9%kR1 zVs`>)gQxiSS_ku+{>(WAVLeD&}81X!<@R81BS;D)!j5Cr{P(SAGiAuJ?CevL#FoHE;ajYiVnzG z2{<3@?3@)hYFq0v{AOCl7*JV@?i#*@BvA>ZrhsdVNvZSvdN1G#s-Z0M?Ww)F6!>T1V(P>WewFDV+7hq|2v^H>qau@YpT7X z%^C^62%}6tXUGGE&&isbbEOW6#w}gz@^)U{=z3^vQk*rm>i$kn;;zsaKb40AC#FqI zbv1MdUl&J~c+v|B3hd)q+OQNyDTXf(OvnkEHfOzP_B%@_ecw~kL!pDig?dX_W3^VFjnH=xv!cn z{3Vw~7F^{W5vHG6(N4d3hoNRbhMk?_y))zxE{E&z&)r`;?=2ZkK+^VX^KJA?Fun&$ zG<^1}-rWlP1j4A=8REN%xi9%KcZ3{<9xJtEJ?!OnH|)R-TK;NHT|2ogm8YxZh9bh> z+X!vgLV7}E%Ot$!a7{YHG4bJZmTIu7%Ig8kuEL`K%Ak->FnZmZ7GwcNniPqz_pXatGs7 z4@ifYZoUmWpKvv{3G52dNL^McX=y2+RecZsDLp7~-_%1$K$L1SN_2QY>Pzn}&=?2| z-(sb{#bPGUYHwq;`_AKNAraxJo6frGuClj`S?xj!A6?rwS_$QQ{icNNM$v_^Eeh_l zZqLTLBd%?1S7ib!Ma8%hxOBJmj->6FL|TBM=&EWmTj0+u#wk@jGRnuJvvh9rrX#QUxlYpxfvBMYUS4v}$Hvo~&1?U$v3yL_WQX`iljiODYmj-B@F|sQq(Hh7 zV5Kp-P-X%YxGu5lK5YJ^7W+iV(qfk;o+|6|5hC#js~UYUK}0pQQyuN^((FmJ^(9T~ z;jEM#zoV2n8QVji%+{RP#qy)cwvR_C2j^Toea@r=c~p_-5F{I2|I4aSOr+uiGPieh zWD{B3uqDS*#bjr`%2^nm|W4T zFOw#QMpsxlhVy8bKiiDxDbs~ZEKD*j=wjdz6dO}(ca(vI4_ZV80sL)(ublx5l>V6 z=RgMpn`W3T%;J}uyR8|R`7jV5y?*b+;%zrxexL|tGnS20!cL|R7S$j^i9;yD0(_R* zjYwk~dc|rkn>E}j+N=WLT=!zXR%R55j)PQ+S8*e~-&~)jyy+%oO!UzK&d$l&nn!+r z7&Zi45xi2~7YCoGIRY933nzvSwzg~>p8&DIhLjY^D3VSZVTgbRNW-==u!n7GU&xMn zkGtWzXIsEvI4hpQe5OY<8d_P6UGA;$zlv(9>Fn~9kr|`bZ`?So+wif6ClYo+7;0;l zu{q0TbXdGna(&nb1viNtc0GEA7I8HlCaQo6v<7a79N~8R#6JO&N+!B4GfCIZK3>!! zSa|K@<x}1kd}YgwN4^at30Frj3h@RIaTIy1G3M35Ucm&N_yAC`iEW{ z-><+`-0_RzSZeHDN;SKl6d9uib*lOVe;IlviAh#t?kp7yKpR~h%t2!a$ugWlgm05r zfOWMDEksBU)J)qsepzc}a3aL}0UldFw=utu0@45^;Asw0f9HzbCJq#pE))lx)RECw;_pk-TzJ+?q$GYeM(WUXp&)(IwbAUqglMi!rL2mBRV|C5{RfP;%Na! z_;4lZlV5y0m2<$VJUwSlQ27e$>(QBgc!VpcH^Hc*S(||6EGoA8BR+BHH_p1Ekf}a3 zDt)v-TynIjy93to&dPUQSYiAi&2VOXzb)C2Do{coc!8Ze)j3%uQdbR*F9I4zic%0> zHG0j)jVDs)Ji>Sg_Nh%!9)Ly%>vxHt^df#_>7I!9W82@C-SzZ-)}K5Id1?tpu}vW5 zi(}JD&3uLn;O7fYO!bvl0-5`pQgUgiWa3nl_4WmPw`YUX5MYjw9&RsgeALihhSJm- zC_9otf(Dh1MP*Z*n_T4{2_d&eP04+%srN3~+E6=WHlCY#2!#~uzIQycZd^rnG=9)K zA-4q_;nTz`MR5#h(zE5O9LoWsjv#T*+#V5bLpQ?6(I$kenlY-lZ}lV&rUmq{Zn>}N z3OA-$B^Iok-p->fRKp1OZ!?b{Z$ctb7IZ`eV+`0bx1T+Gb`&}n_uB01Y|*2Tbs&#a z=HY(TbGgLiur$!+#vuXXI0mxR<}3m>*7BH2kULvAmjF!_hn5IjsjPJ{>NT$N^A65gJlF8zk-5XaD(DmMeaok&m z9iL`8Rtl z3vpcH(c^EV${rtz%0kiWe`$<*#Vg&ZGNhGddzO)S42ff4iJp}1Wz<#%)dGM}2@Aam z-pXFWK^e||PjHB!-w-%q+G7a4X(;$3f*Z{SsU_GUcnD8{4(CTrP!t{9Supd^?3)1p zrpFlwd^sM7$Ql)H5eb1t_vt)6=Q)5aTJ#HbKBA$WnZJt1-aoRCa!-psouWB0=C8Q! zaU(S2{gEMQnPGv59t(L)yCoK2qGp+t~KI=R}zS@JM46@V%1lBc z+f)5^79X{~Kb8ht$m|Q}&(lv`{^_TEyR=q{-i2f2^<^^3x$6c&yJ1y>cIlOB2zjO# zNYGh`UlbonZ4S@VECaM6;m7HGDj_i}?4>uNxoOzKPWB6XzxjPX%vN*eJgBQBsl(bh z|K7R@PHW5B%+Sz_`+gP>cVA4ywjJU+;u!?i8!n=ZOfTip~j2>{m_3m{lHpe^jlw|L1Gv;SBj!nxquR?+XWQL$ET z&x+yAz>~`o%JuuotVx+y=QHcjE&2tuxhO0Njk9>Q8II*sEJ420L2brIxfmduk7v11 z#w^@1E~#R|-P%RG7RpSn;53pjD4>u`9KnYP=n&H5+`Ow4V){v>g@JBG{M`6xI2qQjG^jUo69;IFSUww>2Py5Kd3RF?gCz*2^>o^m&b#dO|1BocOE9bx3Bx-S2V47Tmmj$N*O&A^Yq))Q=|$b^B=@6(7*p}&%oQ~S z*vq`ErUFNenZit9^(iHIvy|#4{8BO>W07f;SngjCp*AFOL$XVrGw|bZR?s(=dD566 zZD@G$2qPqx)=bYV8^x4F?)`w;;PU3cs7eNHeLC3cPUU=W?*fjNM)$qh*~4^KVFz=Q zrB~oC86pZYr#;6kTEWriX|5pzBpCzjuYMIg?ANM}byz@UWzsfaSzS`S?bH%3ucG>!!OHCULw2reftg~;MHZb5 zZEA|Eplgc3ATQEOL@HX{%emB|Xay)o_e|Uz1~f95IFjWTx%szvOih&x4AUtv9!ZBz zPZ!%W;_eRzTa89GF9fVIPvRnBGMUzvMpqS(HG-l!^;ONhhFZ>DE$SZjzw~Nt55;zo z20-sw8Z|kE!?Z{ zm?@>`Gz~ARyOp=nalcOi^j3^YQKXb(JYJeKNsbT>5P48G6_SI)4%S{cr7@pH>{kJi z7tut}-iMOrkHCI3J`^f{9#%;~FfEtr;PO$x3U(2Xw;?8B6O`OqT91>d!NU{XzgJl* z%nFf9O}YtCBy2d^B6QGEct0j?T6Vxu(ery$RA~ot34KKP-_btm+2-=~Wo=A+k;im{ zjJPNt5@V~dkVt)xEeuq98Kisq9de-qiDKr@cJ zI(YKrchpV7KGtkk^!kwPEX_#{L$;^`%}>F-auFMRJJnL*wHg{MHm8U_hMdqNs7vVA zMK^;ptH5l?uV@x2m)MGkxjr_cn}KuSWHv^iU|D8<&o58*Q&> gXJX_2$G_XCZ>3F)O8mf`pHYnW{*%`M^^7n73vy^3tN;K2 literal 0 HcmV?d00001 diff --git a/assignments2023/assignment9_files/figure-html/fit-1.png b/assignments2023/assignment9_files/figure-html/fit-1.png new file mode 100644 index 0000000000000000000000000000000000000000..ed1a46d1edbeb136ef5b362d7e4b3b20a6b83eda GIT binary patch literal 328242 zcmeFZWl)?=v@SXj5-h>p88k?6hmeH95;S*)zmkdu6dMuG-`K%PlU!QMk4k6%F` zk6KX>!87hiut@L&)kaFg9s(f`diakJwSH&>flxuDVXu{4Qg;?yleCPIc@H*3%!`|> zHywCmzLb$5hCnNjv!P*;kFM%S2}H4I*h8s4N7t=L5n(A1C%sNa7{R{5QXYpGe-ZzM zghKlzB1b4kC~eVPyIY(nZ|c{2o(Y z_DbIUro8jzP~F*rK>QF8C_a9esj-|}x;v}YR|6~iYxo^o(@AxyXK`gEm-AqWc7xOI z>}ika-C<@BMg8?&!^U8WTIUgXFCuvF)pVWx#(JXeo~uqdI(Rp~VNWEv?q$CkXYx~Q zR^8^CRmyu8BcpYp{l?=?T=|`ahVuzEUG3^m6O{KCk}4`;+Rq`c^2L0RQ5qjcAmqGv z^Dva70XF-gFl`J7P#sJbYbG|_%-auBw?2Zr z+BCJcK4)W5FZ7CmxRMo|_5@eP1rKCEWIQFN4t;YgM^Z0+8;tXQ-5im(hz z1kxJ(uU~yt05kfY9Vz(fhi0wCOoi928&q(+s4{EhFW%&12$s~Fa`cDW_|S~ZS-0E< zuz9o{3oGKaTn<_jG>}1jAg_GD*dad8jflF_oEI<4qdbc$D`PpFHqxA5XjJ4(iz7gg zAc4Ogffu#n{Z17+O3&WEz#20ssDGsJbX}YyQX!MoRRJNb8RW zvx41`nUw1a-j6#X&5(Ao{2B8t&PxwONH}Fp^uwQh-T(`Djm^!ygYhkSaE%H1tYR?A$s%gqQ#&eKp^b4;r2Q^Bo8kK*GHtkz7M7b7YYQ)<=;pD!~XyKK6&*U z)7zzwF0rb%HYz{f48D18GlZ@@$A1w}SE9M|2BX|k=v+Piqh5j$e!~|rt*Jo~RXX(~ zJ)*7`IT`Z?Dt-ZGaMc~At3Kn(I|CJX0DeO#M7`E(fi6*NbYVf{@p*ioA!qVWym>{1 zzxCsZuRX;*7;|;dCNTUk6!m;hXdif>l60>gKYmFFtza4O zF0z<=;lz5Yo}lt6O2y1=^IIZ?`%Zbjz`dVtKjhN;FiiU$>fwE0!g$8%O825Xi)O)Q|$;bU&u zSR)OU3H>QVcG=}Y01Cd2Un1zJOeioa|GggNjtI_Oj`VA<+12vt>4;gaFR`2p&FZbt z+WGL-&q$*V64eM_<&VrY%VJ!qe#EZv5ZwYN;yG_FTVJXW4A8vA-bO${8_H*%uzd-4+DyH zcvuUuUJ?v!;+pMyC4$HQ#tOz4Pc#3k;Ug(kd}nrcHr?Z>&-41Mx~9f0ozMQy&)nSH zuov~FL#YBCJRp*T#5Mf#+Tz{2u##;@N5_FgwwAwHVNA@-4CSb;IS2gC+Ezm8+eano zuy^J?Mcwe^XFOdc|0EMgBvmZdviE7BuE^Ej>>A6Bl9^`kLA!H&7SlF&mm9iHGe+U% z2(nK*)B!{wwQh`V$gO_39B;2q`Q~jpV(8vISsLJnLu3f%4&Au^6lyvxRP414YAzj? zYBheGB)|8#lpNOjFhBcX638+N#|Y$pC5-LmQ7;V)4esuH*Bn8sI z!-l2XlJfFHFel1ipBCyJz3_C)KDH&Bq!Wk0Zdx-2ji*Yq-FwKLe*(0#A`77(DYV|Z z=^3!*VGW}VkmjsAJ99qMK3LzsyK3Ioy7`TX*B}TXiURr8$=R7rr}0N-X6AJD!(hTK z-XJWpha*$C_yn&UUch%O^~}io#!<*eVU~fbTJLMV9$O6ia6O{hdAk8}=lR2K zQft~+>4Az5nwpf}H;08K^`DOa48~3v!fmyz1k&%j1m6i4Y8^RpAiA~m=2d)96*wl6T9Y9DwiuBRW@tjUzLk16d zkxCjiK9k1yMi#=3AbLGB3_cUnTjp-OSfx-^+kTJ-AeMB-Q1JV_ZYwHpvhn-+iCEs7 z(keZpr|xUKz)0+$a7o@!M)eGfoNGY~zJDk3FjrGc^rjYdyjDyNmJ>egY?J*nl%}bp zlP*JV9~4oF+PYRynvaL{XNGqbcKLaoJSf z-fApY*88G^62tqcu{#J(uTbF%m^Z{GspW2`TN8z9%%Pmi^m8@39*5%47}`yLT)AHD zjO_?YtHHY5T>Ad)IZ9nzpFS0eD6fOK)n0qo`ozD>!3ycJwgdcbi$4trell6PD)5s( zAH1K<=-u0t+1(!`Xn-btH{^6ZUvS19xn4YP?jQ@C(E&46@S``Objh%so3Y?cljGy# z6TMuE1+ECq8ur|?pO^@`Vz?DJhAC@m3a#-Smdew|mTZS+@i)^Ov+ z9PJZX2S^%KbjmLRW@>f;jyD%z^iD8CCHTWX6x`xAaAV|$djNYGa@GOomiOFJy3~yQLu$Ju(Gkw9nbTZ~f{} z5X=1H-Nqhn$}I>cyTX8bKi;7}cLfm01qlJjK3y;LOaXi`gVX#Wo?Ew1`9yiuH(0xH zT_{`Hybc${oj&Ygy&2k)XA^N6`jH`k%VrTeQzK$n#9IFb&zNX$nOS>^e7$t;xDio= zgWmK+v|U-yLpr?t2Dc6O5EM$bphU<7KxeyTdvlX`kNxKv94~hj2fN7`jjsUX5Dxsr zha>qXWS9t7oMS3rdTb1oBg5Q0JcDpYQ=f85DOzcgl7SB~7zsJs^%>ngBS>Gdj0cNu zhiXe5$ZE4I8*=O4tHf*I+m(kQ`iy+Cw7i`e_L6`VsusgJ47&9YZ%lKo=wkcIht5cT zA%T7Ju?U!~RIAQzy+1xs&%w#5`Jf%W<#yNl0lhz@4)du$5>Kx>sE&J3F~4j}3_MFB zlf?CDkEXRXHt;Mjg!q)(YM)06?Xk-q$0^D6S?Y48;-v1b%fIB59b*qKuOVmlZtuF- z>#eYuI}GkUePTtm;kt;2r;Bo#@e1*Z2G39Q*PY}z17yV6*eKGyZ(caU}6dcu4$Y;D+u%udR~>Zi>f z4|^n7RqrpMJ*(^M>ogRp21F8jUaN;LcW&Zc>x2Xm684X9Lx*a1=X)<>n0{8UXite{ z{<5j$vXhx}6rZDw9lh-~3mR8&b@jk`XQ$1_M`OSpAWPiBF0R=A+XifZ+GLq4LNvvs z*WGRR8`$DzoqT9Ru1xVb;v58FvR2Z#(QlZnu zUW&$2?a49BTb6}(6Cn!AL?BA!$I1zs{caBc1+fRH`vo@cAQx~r$^B${dU|(vcU$od zM?|?g%T(IS2U`%*OUJN8>G3<<)f-i?B+B`mqmyn&DJfhQPR1+idFA;shSDUgMN@?? zE-zKEht?Rxh{_xOJLlI}Z}W0I0vKiRf-b&Ov-7TyUpBq4z>}2wHm_7Tj&_V+p99k4 z%e#wJn8WFWnwqL=q>J#sq0fxOduJ{6evLu&@-WK#2JGRd&fzU>DFEnkP2Taq#%E^* z4RPSO%Xw%^xSj#4zYgMFx+f0i2c^Ea)$EmASm@1pIP;(x|$<@((VJv^v&!> z zGw>70M`#SZ+S40qP9dWePQ)MwgRkEh&E4e|Oxw!F$EY){S}h;!HJvY(l$6xh*AK9@ zc*M!Rb*fR*(3nXwc8`c^dHzcHW%}i7oyiJ2`(^j*-E8VUn&DT^W#PH&LoG-rl8pX1 zsTFEkm$*-8qNPwH9hpK$Q~i*!OmW?Y(?q?!)YR1M?d_eNovpsQ%W)>3)cR%cS?lZ# zHZ?bU?akM*va${XME1aCAfR7bOqaE_d|8s_jHHJ^R-LFan-)iR-L#_pUDQzrvZ&Zs z4BgX>1hwtd5qJmLNzXVgqz!0kY90-|k%Pa7&r}hMcJKFu*+k z`Ef@WyUTW7>`BE4CpOeuT?JOv-Iqu_ifs;r&b~g?Z0-$TeC@Q@G zqTHUs9r>21vxR(dldmb3d)P62Mq(7ZSwQn`cYi{7C`5|jvEs+nUR&XTL*D(}nT6yJ zf~C9^?UJq_+8!n;_~_OE;>2ix*J}O;042;|f`Cs*<}i3-P*hyJ`#=Ur)?~PC zCVBJrgTVnK0VqJ~RQRfyJ7X7WZ@6rTVP1#&gZcLMemAQR25_4I;@! zoBl?d2MeFWzta$9jq`LuJ( z^+JkO{btpeoVlr~f=YE`OFuG9M?AH5GOI&|Ya<^6)HLa{32c2V~m@|4>(2K(@S~SiW-J%ZB2fyE7X0fH?I)gspRDebv-z+FO_PKN=0uhO3QhZ<(|$h zl#8|zO+0(Mf5`-WD@>ab*-*^N5x)*rMFun0{^gxs8r&KL8@5QdYO7CAjRwCRfAVi-9Yk{F&sz+qMv;k@ zmxee>aJAhi{t-!Mp7t3{(NfH2wR-^Wz#iN)~89kvvVUto&-r1nLto9 z5t7CxK#3iI3#)mDsa7T4$NlQxJ1r7 zzL`Vi!QV@A-w*@@9!a^snVX6=`yM==Xpl1Y(ZFNPz=Ld+HCM=cYZ5qZhWlP!O%3lD zxA~_}axX8}K>1V#Vqpbb1~XyREMc`&Koq{(Q4t4a&P=AEd}xfg0#YFGA%>HLu?XD# zom!f2Q)((IiV4QX9?tz?Ig~uXZY@WHjfz+p8c_fKD)JT;>03Wd&(2y+E#PlIU~Lg5pRv6=t<`XP7kvFhAhP5A7J;5V1<_Qf8yz@CBFM zjqKl8!?aD2o{bwmQ{_<%?uOF!ml@5Sizz1*sxWaJrTTb|ot1=VtKCF}!3F6(tR~9D zIEJJ9EO)iJwhF|kjSdcx z6S*tPb2NMg^F#JGrOa~ER64)A{iy9(4BvG1P<4E2Zu$r-nz5`v{X2uDdQD-ZzD|gh zAWRvz=Mt2fKIN}5gWQr(e*G{zGGmiY2Wwuc|B8H6Vc6?%HPyT7j#9%6Vr$4xJ zT34T4GFya%+jiIWXnEOayLJEVoSCRBFc2@s{tD~ruv3ob3{0D}9CXm97N8A_VRT6q zD#=Tho3sm7@^rn(ajpLA@!)F653a@vS6qxAy{<@L3K>1PCT*bDAB4lIzGHJ`eYP}l z*EeyGA?kW#r=dP{J1W4?VXFi;n%&bZ_5@XGD5z5Lzj8~jw0+!j6VBJ@yQ^i2DJ#p= zx6&rtBnR8xgB_XTqdK+td!vzK7n9M0218_ft;OU~^2Fhya9(8?SivM%u}E^-uC#CY zRfUa;%%G@I2T_1gd9$zO--o4LPPLvLGn%$ijxSjK^r03Pp2oXVrN<=!#hst` zGlo?#vZQI!=nJe07(+$C&Xa)Z(2ys zG0v}0AXf`f7cTl)6s`$LsKCYY{b?;UM{L z9L8CN__6mNHc^X12j7|+XQKZzmfj%ne&5l+;^asu>Jj5gDlM9xhMiU^gQd)CO9hm` z)%S~AGc++s60pE^f--uauZR5Bdom^tMf-q1RCooN3`C6Cb1=LZ$?GizBgM+pD!r+M z0CWvPywF}E?8EtjC%43b)eYZR37!pqD#C^N2H&ifZ6Umpv+nk2`leY+291He#v?NL z>Dcu9Y#&U>=kOt1^@2c2;wgCiS?dn*6pJO47A;)h1w(oY*K1guRF3yeYboXZt*&qs zuA-~P&V9*MCmmtBL0xKadq2v+0sHOilqW}$L+%|XJs5xN(#;>g?j%y_5z~IIUAv&gGQ8ED*iut-x!{C@M1Y37 z(WiWdEb8&2&gecqQTHv3$M)$D$k#Y40F?&?N<$0EUl;lZ`zhcnWfzRcb5`VzO{S!2 z;IqC>15+A%1VwIrg{=aGwj?@oTl5T6`}uq-2*pu+TWL2Xd^COa$9XQ91bfS*yueL$ zq4g7~G!~_&eut*e2U=eqWkCG@n)GZc=^3EuUp`6C?$?*q2qtQpnBD%UAOa#V5_rK= zWo$)!X?E7BQ;DGiiVgTWO87*#n34i1o|J(~6-!Z4WXey9p9gGBH}u%$M@;(2OAN_H zW$FSO9;=1cLYlSiA#F@goii z5J`5*?nprg@*gcgstZ);=%wECg)`wrbz;7Gqh4VoIwC zxO#FNK3=zRklQ_o|*Ozxift7>RSz~*;b7!nL{M`E&5kOJxcA~5D_ zz;Yt3hA}kokbJ*!n^%p+f*XIt0zFO4HO4|1W1#3+R4%Ci!zM>=+bVv1_h*t@ z85XL|A_EVG4wf>{EhU>;?o#Q`bGmH2qz~#n{$YtTQd@G>BQD8<-yq`?LxqNjZ96pc zw>#%zJ$1$n<#q!1xqK1XP%c>BH60Dhuweb)5j_UPVYVdy9~Ysw(ORWttvj2kW#BMybm zohs|C@sJBJ^c)*T6T7wMwh0Yo=5s3@Tp$Nn&cO_c0*y3iC_HFw7R1Ef$&CH#6b}9RT4QD5oFij-(&dm=qXgbAuuycslkj@CG6b;DSvB4U00&oK@0HE zpEcwuhg=V5h*rDrd*w=~tFUtT+O7n4$1Z3r@OzESE1q#9%DlK2E7K#YFOeSBTk9nqtqS*7f`v8;$x`7one7WaI2MHVOmJ6B{y<*^H4_K0(hxSC_q_ zjX5Di%J%lzw4F5`=|OzSz2~80|I({SY;?(9*46xG6CIb`&kU?AcAhpc9P#MjesB$- zH$QqKnD!?%F+M)R#gK7p_nlMDGiHi}E^OoW;~Zn$k<|K%qpz0r`DXB?IT_eL#?d3n zHIv9zlx`1_23D-$*8ff~+OhwLd-fThvCeGjk}Ef*|95kq!ls0?Vh*FTn7tgKH{?Huoe|M8d6W zg@yUFP^7MGG7ZLuuH^ydk9-d!{ z1$;;FwNKEf(X1S(i|;whFR}0zgNB6zf*EJHTpra$rFy>QV1C3Xf@r`nlph&@H*h$6 zU6mf5uUWF|7CG>2PS$Yn))Q_lSU{WpOPQRcOBqzb5dNnR&85E^w z+(`xx2qYvX6Q%a2XXX>7@Efp_aAef4*_JLk#hLLm)^dkf?Ik=vv_L+#p&w%P_pD3_FZ^5|cLs9yku(MOzR2maRI7GCbdTRi9Yx2L;zqEYFh*K>uU zEgqXI!G2Ri4g{z{%{N{09*4(-)s%lrSfa>9OJ5T_wxB|`ami|>^Lz-Q6F3NR zs|?8r2+Z5@Q?(hMeb2nTJ%yyv(8ZIBcII#QjHd3kb?@ryroX+`OU^wV+H)2XbTj52 zS5}E^OeO#m1L}uYY|z%Sl7>@+jw*Exx-b>8#<%a>L-xFHe~VEH9Is_1JP8 z)-CZqquaBEhW2FZ-nDlnYS+j73PE9)SXl5J7HK(b!Sy^;Ut7bCYCc&t!E1nm6x%B1 z!!UgO(Ae!@msskzO`SIy<9=siQLLL}q*0>DgkG~Ds%pUWvr2o;=}OxGr!JP)qO->G zzD4Zr%I#{@d#>>_?WKYngMKu>S@Psr324eww3ybI+4%~6o{LPmxA+;aCOFL8!an5~ zP!pyo2gtD@xn{{S#vV)5fcX3*9{XzQR6miuiUZ$RFkSBy{T)v2 zPM;2HA8625Jkf2btxmHa>U>>_tq9FJ8`^tpzXg-GDSl(L^BavBI5aYnV@6LO`&Eyl z+Q*^sG*2QhjrwEXr9BHPgG~0qA{u%uYysYVtNV59^xMv!mku}W^zw#TCXpwW!NJ1A zr01G%Ujqe$UjTVCEudCC6#Vf+h%9F+j+^fDE1E82)k-{1&z;{T z;e*aPyAH|$EeayGI5b+Fh4)G|*X$3X7&i%PTKfBzvWMpQw3W27+ z%6&>4;sYygr~z~o$m{a*L`HfEtH!cD4#}sB!FDP!w9)wmg8CjL=9U#Kn3sha*l20Z zJ3lt=o8$AY)EoVXXrQ38HJ2(>s5jy_Q^As7fCC>-iy-gmdwc=b7p;X|5f3@8GlZ;% zCJMd1O&1?m>Z6Rxy2AJ6;Z`jlO08*rL)nJn%BWzeE!{d=+>yH>n4^Xamc&byMD&Ai z$J^PBZESSvL>rAcZ~a2t&E3&C^rP=KjNT}6MoiW0N&G`y)V>c%gIsDwJsse&oU#+X zXXg9t%(PJbC)5e} zj4fQ+dDg}D+PC6}ANvp?`_M8hcunf0v_VjY;fpAFE8a0bgFg4N<(%lV58-@3yy;^G zG+-aq-$jaSIb+^#_q~fUm|xEw5 zJsou~M70}Oo{6JE%ky0BgiX#@H4KQ|K#2NQ9@_`oTYb7MnW%)FG#f-R$pQ5kWDF5# zww?}FEu`)C6%k$S4XP#QPK=BwX{zC4cW+f&EI zDOn?o=Xxs?Mlti_ghQ5Eu75`L)j-9H_3@z?d1KvuF;H{s-Y^Ekd)CKQFpxkYTAE+O zLJ))0%^BF#z(t3`!kLe|oXPmXoy)94)u>!J%l}Qkytl{L2HR~gQ`kKB52L~Fg*xuX z@wyE+O5uu*$^AsTn=*P-BCWsEJZGi(yl(G%vsz=D8Ve(wYwg8^J~?&VH{1(_hSvg9 z_#AdDDf;+cRs3OY5EL0Qpss^vt(9sLsH~&OJzschHkrGSmiM!?kc}<#ag!byAkIR* zL+xzZ?$x>NZYMG>yWO~2`3_FobGtok z>F1*73pYFHrPVtNx{3rMr)vf;u1|u*KIQKe0YHkS0C3{%bV;q5d}5EQk#a~-&_&U6 z_JUx>3dWP1h$+qbVPRtl^|o!s@BDe`RnO66c3U{A8AI%id7i#}S@hPdV^5A0+(H1p zer6;K<$Su`BkBqI1v=I<7}y-$FRl)d?~iLr`6kuy8zdg~8KT%A>U!}>`G#&?vW1QcSG@!uvgU3-5ZPiq|0auNoUgq9gQ_A8 zU}6>4(h|-n@6Y$cv;iN{%Iyomw2^wl#oF`ixgTSA>L!tap7;s>z8tBNg64C35w?7d zJ2m<49jUDl3wDawFSIz(+mXCqt|bG@5D;3aQuwSHpajeeznchA4Dd>6vrN*xi-Q9m zY6FI(1|jml35Cfu-ZShLV-5zkF9>UMKaR=-1sj@G9m+&^7Ht~J=6w-=jev^CjL!Ug zp+Z}pK=Nf~{u~CNL4BUIM$^Ym1P6C|WiTf(+GQ=m>iK~-5F#V=*Ea)$Y^pN#vu@1* zc~ou>if+%T!@y|^XKos=MPcil^Gt~(43TvA%cqv?#g{8VzmRAD;q@HdJ81;+!mV%> z#l&-#jS!Gv*4-AMAXDD8o>^AEthJkiX3cPIhbjU!VJo*kg$tv$*_fHU;c+P{v;GVy z@KdP7aX^DrLgef0YMm;U0>G;7f=a|=k&OC(%Sh2qjAW-)BjTf7P#$SPdTpEd&dx42 z(>MfgtG>0|Oi(t;_!$P|>p`JCfBJNwS3yx}s`Kv=zH*Bkw{MHyPK?bh&ZsGAoVCS9 z)!l{4tHz0kY2*E)&E==1cpuzL<|x`?)&TS8=er0GT77J+?8k!E!>0l&@r8I^^Hpxc zzztYmQ8I^x3PF@*d!YL3iOI>cwOIMRx!Tg|>WSmVWG)k49v*Fn5pf_>A}&GQxVhZO z@CF(h%?}?Ov`Y&MHJd#y#R;{QH8cc5Wc_-p780Eu4WDY_`5y&aq~w~IQeL&94&R?X zTeSBHToCIZFs7Z>$N#u#IPgjFV*L4RkFlDSA)w28xC<8f+!7E|WCgAU)G>|swt|GKX~ zZsp)&X8z2s?P08I;@{FuQ?UFSX6wz1;Bt9+Spebj))a=<2_zcYP&L~m4`^jJ$$5Vsd*=p;?Ly0~32Fra|SRP zAw?=`1TSyS^gW4V?ctiFl((suX7rZR-b)MlDHsNLDs(CY;;)xe=N{-u>+YNF$VXu$ z%mmzVgbkz7tQL$>-$xUi-75mqcq|k@#!$I*YA0T&bc65^`$tt$#UlqL2eeKOqa`V* zfpn`8G~GZiFrediLPA1bhSw~6_|om3b3{bMgIRo3AH?0+7k-b?hlG!RO3|($-&ybi z3Cpa|-VcMbof%wf9N4~-$yG%zG>pe6Gl=qbEKT&14%^^2ku>K_uBEA8>!j!Ymi@5S zWc2u)l7#c@cL6_n2gKHoqPH2Ru+D<5q#_(_R48*Pb&r|ZuFF~1;6_GeQST{296J(l zuf?y?Geh5NuSsfWc*>m{xSlU;^(9S!M%~klUO0T+AK&b?r$**GCRzA;W8<;Ux{IE8 zL1_LX-bLmxM!4Cz@z33B+|;plVuap zZN!29nwBicYv8}7CG!impLL|_3oghCHJUjGJEfDT(9H129X;-^MrrA>DCN~|(6EjU zwo1KH_s|(kwlVX&%A;3iGtCY0NjB_F8~#wkE#US+AO;hud!WCKHlA@8e81~CgD};y zFnR6vuGR|QW{%glTnP~I6-hk1k#SZ6k2dV)N~YpRmFihT+AA)rM;Xs3QoQ){)Xp6= zA_+13s*R{^e_g0c;Hj)%9R;^eN1nl)1tD|o&gZ$!$G6CG*MISse%$GnHhvl;Y(Cl* z6}g3;y9l$;G$GG|ex;kcdx+^ofy(7(TJYA^*2~L2d7Nk?jlsdeOTK^F%XkqIrOj8L zL_@C=STv4CqP*gQL2H-ukpA^}B9H8xijiV;r=?IzWqsTD!9N-|#h5tlhI6`@wk9cEO^ZwiwYo& z`AX*Ok%FTz9(o^8yDaYL)>J!Vz#T+FprI$3;?EAtEN1t7{hhwbZx6tw2e$^3KGL%TXeqox8=$E19Pz<5)u*y5W~*`irY0U+nwa-3CR%bV zczSOclZO`Fm)N|obni>2zqP@dz>$l)fYm5buY+Qsx;thAXDIlbjZ927z~P7Bzu{a% zz55C0#aeZvEkM@8CX*xmijF(>@3LJKu`B}=2l>U*Ho*Q?z~x{Cw02oJ#@J*t!ch!7 z%=hnVv6iE>_C?JA*H!&9vk>6+*vlHQ#V z(N2G0Lx1+0s>noqf3Kd9RiKQoM9Q3Pq&H*R6wx4rKATUfnzMeqZ8Ftqs92`ORy-#? z*iTer)KI}l##MRr(|{yut!raxcL+;S++q6p69Gk)_q5dc8X-jj`0)`_+M=FzJ?W|h zXy~Vv>MA0I$!(uVq_MougErurXM_!cNnc!qy&lA4psR?FkN??vcWdj2Z7t7AG!%Cv zgdv^(N8fy%{lLJ$F(#>Qtk2Q)=&dcEY=k2WW_<5#5M@92UZt)kHzt@i8avvT!UfWM zyjysui1#>s=TC@LiHQsSrsEz%kB)2isFIu(zn!}e4X7E*%yP$Kd2uwDEy-?<=)Wur zY@|=^o8!DAf3{%9%jb-%2*|%E#=BV?&ybTzOLv^Ur`V|BpgpT1v!1GBxySVPuTb}Q zUJ9!Mk{^_tH&;iOr$&-TS^YJubQQU@C@}O5_iN(nb@(m+wx{VsXnd2aI58rZ;iq73*86G;zSv{;MBU3bj zx~&#FPcGaZ*Va&`a@Mc;XIrb^))_>m0ny3-Ld`f)XK?dBS2M2shm8KQDB+)=kpQ7N=YBmxv|SKm2>X1k zBqR7An)~)(;V4bjmSj9=onXpKF|MNwh6JO_QjG&joo()rrXU8zNShO zZ*g&pnQH>izj0l9DrkF!EMypj4M_Y@s#dXl8?Dk}K4x}R3dP{R>k*nQP913_tDGA2 zihm+2T?dBPv`^X2mmGmko=_DQS7f%o-A4hOBzU2#Sp5cbFWYQ?5$=OU^MlMF*?{N zad)tTLqZqu@Q{0I^|2}or{%5m$DH%z0YnVY1-pUl&fv&&(d`gPFPr^GQ7w(O+rA}> zGnFQ(&XY%M-e)&9>U7YdIx8VSvRRo_o_$$jSI^x!#6;^L+I8R^Ud^4k$MhXQa(2Ub z%p(h^EVq?uyhI=53_Ul zeV=9wMl<;{dTHc)x2^iUyhB@VR7Mqj4)I=fAhc3cfo2tiR;1i-z7wNJ9km?FXM(N> zGXp4|gR-UZBFW2PEc0A{@#_B8eW2MXm(k1Zyj)#Cx?giHrNKQGmLmnlHbSraM)vf1 zmQ+@&%-lM60hTpC1$I{lUDKbXsTPN}kgyFqrE|fv!}Ldu4WNjP-OxS_Ko_-XSL`am zpdagxXZAi$SrP{NB5>L+>H!ESFjkq3<&s+cp!WXE=UwA*=QE99r!8IQdJ3?jRwXk& zbZa0fh*Be4)9QUKl7#F!-R%*m$x*OQ!1g;3Md9?-S^RO@t+`J_!cCnVEREw_l-_J8 zt5VkjjS(@;IO~g-F#>2yQ%y}phl29*FU@DhGPuikn*8ltQbkD@%-^XMfwHjEb-Jc_ zH*TD(B}was!+(EVC5EiP`hx9dx4!$jiyi&MCy%lJpB0>)0(`Rez0`+wZRK^o zhpVQX^mkR4M@L71`?uw$jDnS2EkutO8f2Dnc7naDcWxxR;&8K5 z5ZE8%bs5E&GWdtyTE1Ewrl_tt>alxpxJ6ptlWnmHou3`gqA#xWrynSNlWwd53P4MH_a?8 z$mR?3@`8f(%hmU|uK0mp>n1UVuBt<<=g%FJ3!t}4~ z6Q3;dE@a?99{WKszqM29-wrkGx}TGOtmqfms1Z-54U5OcwmsrRwcEvw(p1m}eZkyy z97SJV1Ml_I-3_ll^b2KDamg&P+l@`x>s)G!SGvwi2O-CcqITD2gJlb~n%BX-hm9pw zilms&5`S}nbzqUki%b?Mc*#7J&meMOc%z)oVJk9(q&HOb1bW1uaTI~4cVs)X-*m1s zbeSa{22NNsQb(D6`ZQZ-pJ$|zEJIHbHRi6_jIC&HzWv3lvAR0`YM+QNlHRvF*jS}2 ztDv!kuTZnZ>RGCg0)=9vc|lRAUIY%HQTqHLqMi;;4E63f=q6JEk|Prueg#?7;y8kW zxG-4E&n(+TPoF%ux&-~0pOz_Fk}7M~#dl=b8jl^kaksUf7s9JeSEJfa3 z`UdN}w&52#<&9Y9L{vcR#%TfQnVRk78h5IE71%fe`A+0E9S^g)V0igAd-JTBR zgYFH-r6B=p;(9EvDJ}k!0@mmUWdA%uX%XYqf0Dmqdh}89+k7o8jS41U(@AZxBa_Yb zE%^R{SP|YZ=9%n;ZpCKtoxi@EtV0bDh4kbEl-QBjM^cRdp^bvJjRGw69YJ19Gqr7uW_>Q&a1|9Cc(SDuJF`QiuNz~@j;CO^kY|#_NqoE zQ+B0ELqHRlM=0j%&Od>N92%PcUR%IP#aACL>irU%hmQ{kXEB?3fcjdqZ8(LGjW53T zU)?P11f2N6)Je1g<@8;^&EQ7&h@soZ@PH?~9N3tBQv1vAjEncGetUm&6e^YvT0la8 zgrXq4Jn%YQvscrqEiuvs+CPHOFO0YQ?^1>vPXe_Eufw!wr~f8Yw#b`X6s1gzw_3)U z#LB3u4?fM*!w~Ne{_EMps_wQj0&8S2hu3Hls2WdoqA5z7$ooCCE7H1SWMF9`o&i6` zzM5|K12C&>)QKbkD%AQ41t|jUp~~FY(cLPmlp1DERRUE*X(>{tx3!_#r{7&ZOZ;pg z5))-DQZM%lwwP-MSk|tg`r1Le1>k%hS(+@MWTd*!4P$Fg3I?SRIHjn&rn>}~6mWVP zYhjF9yMcN_i7m&+diLkj>IOJB8}JGAJrCmTK#j#~A^2d5+u*-P*-#HI#$oNov@ zx|z1s8Q;Ld`Q^{(WAgXs@0Ow#-3`jo$ylR~W!>u?22h``sOaAQ6fLdmkv==JfJ?`S zy1c}D-+XyG43A9dRnJ{5sQ6*wRjiQoxO>Z-3G_9}k-ePf=(7T63*O9|QSnpk50GTF zzHv224#az&BbDA`Ib|>Wf}I{!CIJbG!~K?DRq{O>dg4jHcS+B=L#~r^&J(Rt&7ryC zCj0Gvrfe}5CXCnR{|IywEa!jNfCNaZrGR4>(!R|Ro(51qD{Ei*ak)_S_8t>df6L?9i>=0f*|m6xzM zESl|ym0VBWVhW#4&h6Xu7>B1do=g|MXvryPZlu z7nGr_)-5lzo_MKd*Y64ihohdE(xJ2iv9`;0aqS*BYX)4Uj^hA^hZa!Muvh;W zoj|6s?*uER%SD}lcwko>=RJEfXmow0!dm`ZT*)BKZQA0{okY787(euB{m@hqjTBd| zs)0s4yg;7`I~FFm8YliP>iW!gas2Ml!ZSyn%(Azzn(gOVSns>yj9cc?1PZLGaF<1f zitpyS8cHNPkX?p011B<;9A-#p(w092_HjB}*pW%&wNzgnOCJ3d?O6qo&KL78x`xZ< zrOjp;+5WmVIegRKu$+k?rqfIGg9dDbwU*Da%Hf+xR0e-uy}DyN(yjN|kWgbq!TkOH zhlX?=`xu#+=Q7!~wx(|hvEvX*34i-RgYnp)p=#J|-IxkkEIy&3R4ZTo9@p6znT`^> znS3%%I!Rr0(snOCy*6M-mf7l)iRqI$+vwvOPWC*Tbx-pgda?gu|N8dH=eB*%efL7O zQm?DcJWWka^Z>tt0>D9l3w&`w&jR%FH&7#kLyxwAssJ)|WfK#Sf%**XfW{o?u)mj< zW)#skARvgpL3y6VPGwB2Ak1Kbi5aDs|LG4rVmCo{YfI_(F9mNG@Lc&J;)QmKGAA1Q zPqsAsyC8f6RllD_`Nh!RMPh{_-RYDPDOq+=x#cX3I)pJQ-X*ZEglMG zIIa@3VVOgO%xPLLh}>z~ACBT@bJWL>0gj(4&31NlbQmOjOgeM+cH6gf7BQXSg`gnb z{e0e|b30L)jlF-i^;?ly2hzgzoV3Q+Dpp&IP*q$HF*!(Op_7Q?-6JKjPaqB3>kJ{7 zFi_l5SB2%=Bsh{n@Lc`bH({C3MK^yJ;}isy!ox7}FY;7ecp@*c}VhNf?iOmSxCydR2cq%wRoE zC8Be4#^#U<9AAtnuPK}+LPu$k(g+O-3hI&RAipR7g-rf}e5-u!IQjnWcZYm4B1(gN z@i_1ONh|Jt(ZWfKvo7-h*NItMhe7V|#|I7UEgvp>>C_hfH2=BemcscMf{RWR;s2Q- z>ndba~euk<##{t#zgA82-LeZFwx4fN_=5km+;cxa7^i zXGftzQHrr)8u^y9gV<6Z#@{d+@I^FK-7d}N3)Lz2C&S*}cPCN1I~Z;*J0va$HzjZ7 zOO6J&y^(zsgdd}bJs&_tpo0AR5_*5cu=L(9v&1h~V=b8O8JBP%A^Q`^P`7qDCg0~d z*}M$cY{f){9&-#kR#TJ|_gDV7?V7P!O&vi7!8*^R%bjR6qkf6kmCDjYLS5NKxIyL0 zoqPs`dSgbo)CW_!fkXCdA{W17n6F2Z|GXF2vviW%pzzM4fS9A3yxm@;%g*ujyHH!O&tj}v>gXCQUdz(V zhua2K+-bA-U!3IB)_oi5%;)iQo+{D~XqMnTO+cU`_|hYb5%t9I^Z!NDSq8h=$+n5vFIO!UVE+Q z@T74h^+tbZsHsV-p8n={jb-RK@K?R8IgW3!aE`gqY#v6+=cB^i6{muatFD&5K#i9{ zcZ`Rpn_Vbh;($rHVK&VhAbW}9v&vex=@&0Yzoqc3me1TwG^N=^B0tU51FjzfG~YkO zRj3I2ul;a?Y!w*cJwP-efIR4+o(tfu| z4R+`MB`?5?k$5VI-dJ&;YrCG+g_Yy`-=$gp*&R&9ka(?s?Y^xcRj?4k5In!o5N@`W zlV$-Zf`y!)a)h5x@bO1Ug{^ef^kpr_Mdp%5rsaZ6R_1l?m)0w#w`r{nP zwI2jt_CyS7zsUBj(+WwdZ!?SqD2Av9cUF;(COPLZj5f)TK=LG<*vp%SLdut7n2=r2 zB5ZS^e(^<1iWMfa-z=^C@1~vCpZ=j7eqnsK&#+$&WuJdb2GDQOu2iJLK}cAIc_}jj z-5SoGvp~L$be5-d4AJ3R;k&Fczw@ium?bBEibPnEV?L}3A;05pc`~vVwz<^{x|J$r z`VcWcolo>Q#y=~PUcH_+$FkTv%-@8r3V5gx?B17rG&An4icG~tliyicHhsrYCK7e4)_)spDjuB3O<)KK3{<)1-GcG7$3UK0sHGYL&v3?I8AVe&m)dt`CPXL*2EoGlX6Nt8*rkSoC@GBe+cpbLQbvtQ-_`W z&qG6n9=FNu_xB{@1J#B5?{fOJ0`Amar)HA~TPSnNn02FjK~s|3(!I#&SF8@h^G9`{ zlRz?v9jLoWF4$9(2iGEED*wTI%*GomhJCKBaU6_k6K5s*_g0!RjUOX_2cVPk7G~RE z1Ikjj$;5$F$gt%W#PQHr?a4T#k{;vzc<>&gXq1*MNvb8k-z9PpoG*7Vq5TeH9frP$ zm|}na&PoP`J&E?+9n8%gwfcJxD@Qb6JNUG>DZ>N7B0bt7NZ>!@?Vvwqo5tS2&Be#h zbKKJnfoer8pOB9@Be85l)}cW+EAi#|LpzE`nW6m^T`>q}0U)Iats8)X_S5_SLPQLO z=`O=;{po%;3ymutOV#~kC;*tc^8|zK>+k*x@Re4!zX7Dly#IlbC$|Gob#v-MPBHkh zf7^a57*%bq1CogL%m3#J^6i+r6>vI=e6E(Xj;!vwk zhw~P2W;pQT289tYTbC8zE$0l^6-yQ!v)(##qHx~sixxFitda^c;aQ2GhjX<-z?MVPX~U`{?9jFlhGGFOUN-|n6T-L~ExB|!NEmU^d11*Uo@ zGuG#a&{uc=Vz4YNv|XOfo6qL}LK%wxeZ2vvaZ$wohQ>i_@#gpOavzE-D-ogp(P7SL zo?tORPS017b@1gsL7Tt8U(Z1G1O^J`#Vo-dBB-$eT!eU(+V4CxIKC5!$Ogm(VZNaQ zazZn`%#Rw(yAhzDl%IFBMx~%$lp`D&0&CrqqEgWv0Tp*i zb8~tRGl!$Rr@DrZS>zesH**0_$1J+Sd&@5vyjX!Hb!*E!z*u5biKtOAQA5ih*rH*%CbU1wB(y8`qwVZ(6rDrR87U0+X$hpMVjl~mT=a?1-IkkxCG-KHrkJzdYSvg2Cfrbs}y1$JAk8)d7Oevo{_HQSY{lb%+jqoTrAD za}v6R>c*Zu^>vvvC!01~cM!~JIzDh^?x$LO$LDr4e4X;)*`?1E11oOK-B#7sYs^>!=gtqcy$wGil(fXEbzqkq} z`EP}vZSu1hf(jqtquzZ!+pgY9L~E&)Wtz=$3XQYH()&0tW!wB2`%hciRxUT)=?2>y zewH?b?RjV%>lr8-+v%2!*@twNgk;OOyLGX{6G8Y{h;#frdiecEu5 z`02W7f*%0H=yA5cY?n9AHdqcdACpw)8xyhjtr<4%F9|ohc89dH_^tWj`JJN_o>pf! zG2mH+J`V3%QO=1j)bpsqS_3TDGGd9IKCC=iPXUhO)4PCufIr8PT=7msT##>y}_VnywCPLdNx{Arwa`K(=;C zrtA5~j1|I87}e)aDCG;G<4X>Z&05simLrfYXviR&Mgumo5{Wwy>`dJfgO4p$wkq60?J0t5u+<3|3Zre2+u| zp^UL3W>s!9joJE**h*W_uv?P4{g;YRyi~q6y+%|5!t&|v-Bnugw?7@FUt>n#mSa?8 z5u4SE(35z3kYr$zG3kQmf9QI_%tS?9Mvn4sZ_pV!oXTIWdeAU*642oRzPs-&`>DTH zWAv`aC?r0oQq@2gFTb>#;8vGMfcrZ7vd52Y<#mcTURecBjPx_VQEubA2-0{B$**qT zSeW(m?3#KaQ_>7&R*#Ps+Qg@DU11Nxl;B(r;io@`ql~`5nfi9V?WwYEx4B7n|Alxe z%w6s3b6D+KO$ru!G)CM_`xQwT?jDwLL?RP>P64b91Fmfy_s>D^75Qo?akb2=P2yWE zydh6lA|#sQ4NYfKur*4V7hRnvx$V6AqDb+Sy&d+eMfB@chUg`#4JOHGk4XwYyYc6g z#(o5XwOg-xMiFQLY~M+><=G|JsvYICHEMdVg8@XaUz|OO6gj3^P+-otzkAyiEzhY? zs?PY<{!q1Ck>dMr^@+;%eKHZG-ovl3EW13_5Iex?r`qk8A6+|dd5q<=3TLQdY_vCqNpTr6E*K&0 zL*9=xkUvp|AWu`Nu8Ba+bzuK=Zw6oZSE`INb!kttY}xml^MuA5r??YCn4*SyrU%qz zuQ5*MQNLn}A+aGXsa8eqjGt5V@#YLW7g?u@u*D(!s*!XShP`)exmYxOx(*MhEJ%g` z(P-|kelLX|o~E(3GSeLT-#s`ZSiPZ=*iPTD;+i@x-%=n@_WNWP@s}!2*4$*tGRppz z)?79xakMigdWAMvnQB8ah@WtDqh5hfOlO`BZB&ZzXm3B^+e27op;?`IX>pY!zM=Or0>-5uWyI%RtQP)jsNjs zAASUkKa#C9x7uNLdze8!hDiTtH6i)J7|i}qYWVui6E|Lhoj#)v9M(#rHpf)Cq7P;Q+bX5R`P6Smk{%LHhVq8Atn5& zMrFm=4~?L`f-NlxogMoQ39&CA$W@978})vx`qQ$oLcdOuQyz`uumcCpmeyJ8 z5AO5B4G1uvS*j_Y`$^1f_{vMAGdw$$f!LNW@*3+^qGn3K<2@z?unt{Z^f~>#`==qs zK!hM9Uq%)iFuT;PKYW)swpTsGCV^+{rYw-}wtKD6whdo=#^m{Qenv2AhG3e0X_@K0 zbJB7;YEcVdMoY0Y{figJSSiR|QV1eRrxOVNYF+m=cmUiS69(`G0U*fypbBdC)wEiB zGHeU!qA1~@KpY~1RZX=KX87U2qdC7n=-}+Zqt9FAQ0*f9?RV*6VMZeKttxX@p9*EE z5{xIxOr=Yc5G}b+IK0)+N#*g^`d6X1fVvJ2TgB(;0=>+?BwoyksJjQ`m2MjLdNb#L zC}jR6{(G|>^J%=$$a_-*`z=)&l24(pZiL4|zW6U?EE-r7Id#oP!tEOkF_j z4E>Rov&cXXyUGyDUaS_k)MO$izKxUjD?vNA?$gQGiO<;tKH(M+CoeJf{1iZP{oOou z zv2Oon$r)0=-9N+HH`=`D)Rea*_rOei4!T+KQ1Xw`)2+3Jdd6v5(?FPrJNH zmwY?kor3g>kBzhs5&buXQxr}X_C+QtEgF;<22?(CBECm(M%>I zNbwui)Dc|Ahk=Z?wuLESzfGSu3&ye&K{_flVs65}Ey*<2kBYAlHw$(EYHzVFsq$mo z{LeR6gK|x_J`P68Pg9&){$iNH8~*A1SdFHpQ1sn@qzEZu-qvyQ#r7_FRNJS9#ENLd_q0c1t zF%m3(y78@9{dLCW<4aQw0I>259zb4y1v#{9;2l1px&Kd&1bfB0y1J;}7VJOW4F9<_ zL98GC{GN6DW8_5Pwh#kuXnvfD=H7Kgk646E!|#UJD~?Uz0CN6=b>&X2390d{*ZB!@ zRUGrEz3IY1Wp@zjUt2@rtw z&QkbnvsXX7k*tJaO{NtpQc2tW^v@`{1THi%v_nT99N$LB)%=J;(9>a2!3p)JlBZ3J z#D<+ONTQPAzgV#S0Kl!kj_=xL_`b`+XWR(q`b{m*aoY?u5yCr2n zvc4pIF9+%r_b~LSZsbRu?A|%MV*&RaN&y%23;3T>MoP9x8jAcs)eMLLEJ*xUwQzt; zZnA>xLi$=E*DRd`duebU)HrNJoy@WR77_ji_pW3aq;;(dz5A4oCwM@$cp3y4ed&ZCMpa)xO?{=M z`@<%@q@@w<4hb4Tor3+l@_N5kM!9maJ3SsIiF zjieTf=sD@I_?Yn$M+uUUyo$gWAn@StS`EKy)!gL$fEP^~i+#C&KS2p?n8sE$D*)81(EM?2Yfaz!f*j6H2S=}hd!J@_&jd(3#~btN*38gGZ-ss% zOHfoS1TfEIh2;xm0~wKZs$oKJ~Me}6~xjzSp3;V|MI!Uxh2CY- zoW5(-QbYgI#`CDy3{45szgjS?x_}5k;nVH@ZNqSvEOP?c)k60(EPgvZTj=oXO%c72 zn<5OkyrBoL|E}Lhdt3XU9VKCF^*Oq${k+It=rzefMS@+u z31wU;-|zZ=FF+U&H};J>G&G!_49zcsUc$nj#@~$+nWze3L7U$s{x}Lh9sj;9yg&UOIN; zHw>cUaSE0a9ylz+@vzDV`NALz9HtZG!&bCE9DKG>K0G|!9m~Q1#=sDOlYTQeRGjp4 z2HAh7pAvqK^~dnt?FT#^?V_C6j|rCIyr9(ZCj({Bm? z9)Eum`&+ES#A5Iru!kr3@)zUzW>@Q^-i(X~4C4M}@= z?>NF{m|=j3u#V?zR|(O7+X5_RfGM|^n#TQ2mhV*bs{ZmHq>-|j@u7k`W-a?MH20#< zYZ|_Vf{y&Aqv({ukFRi1a8Wi{ev8jeuJblpf$npheH?H$$ISeRw3}G#sPhe$-0lFy zekMNBCM7)e9fewTy3A<7=s7~7mBhfi&b!82p;mvj{(mP!-KO}x zbdkAG`%rXp3{tGy2)3qMlvw@1ioj9cV0C2by4Utd2yivH?(Am34BMGAbVHk%LKInx+MN;`vwMKHk#v z#7xv0jkgfYP!&xzhZqMH;LME^oCDR0L!LOs1k^sHK-NJF-&>nm1mWYlDS#qtY|ZDi zEhxp)!$at-6BeifZ7d)3o81u8hMjmsDoox)IKH&LvyP*BZa&%Uq&N>_%6OY3p~rTV z1G68*JxZy|hGaev$CrwBnp!~xe1h>HDAhJwfXKbN^?y_nzKVQ2X}R11XM1u(oR0#`M4>lF9vx>EF zAOw}~diJ^Z0&^qRvh+B2f1N`;@vq_?I7Z>4Vzeh&1@DOrn;sg-m%S|cw8Y}0XlOIu z>-%+QSn6F+3q?C0DF(Y{ejq$CtT0J-^I3Mj8OY5uYOUryB-@_+fzkXSk!|H2$dC;4 zBm}GXLG)kZ9WP(jrjEh2?-t}M$5ij=SY~|8_VERW9RImZPdi>;o^RK(hPFYX9FK;^ zT$zq5IP3UXz%X?24c~w#|K5Z1=YUo6BTbt1S#% zCRP6udd*P|3|4=PYB47$Tm1ZH(qyjKwzig{>VW;Z>@$}+L{h*@bR~?mC^f%GCm#Bi zvc51M|D#-~dStJQoa=M^H|in`uz}G5kvJ%a(wSpx4th#F+=EM&WAGiXy&6d+t1D@? zscQIV(X2ZM6}+ESI*s0>)_*Z&F%>A1Rq1Fw{@spa-fA|l5mYv!T{3oa-@4SzL;rTf z*A%sH$hQ`0hFKc#8%t*G=Gs`>>O#gw8$!JLdg2l&lk7jeenKB~RHv;ri4&Vi7lkII8h?}z_$!K4VMMM;87e!Ox$(l6gHlS`Qf&o{8K0*HaZ zn+!Aq0F7Nx^%r3eUAXDzKbLmBnO2WFPl3EV5HPs`Iy6ZBenkW{H2ymy z1dL*#S+|3=29tTWzq2@t^A9RytPTO5F5`6D0yXxdk^LHr@7q4p(N>v>sKueo6&=r& zN-Hl*k9>R}?U>T--v*+=RqxbRI6)37U;^>J@A~46!}j9^;-Z3gUT~e}{}3r`Z++;p z#&-|~`??!nyVEe;^14kD(Y*Z*{%C+d-bnUx}Sn{aUTA33l+P z6HaHDh5@&;hOgIuG{#iq5TQG~?kW1deaQVx&NrE_3A?o^nfcIT>e-bsC=~`v0a(e?`ae&- zH}J7td9>wT>d~pOI>91elqPWNo?#A!u}nApaY64tlfVKCypjCRb|8|dOh1aUk4WY{ zfwEqRG`bNKIKoRK9-)M_)me-CUY8A<(!GaGsL#8>r0E+jN}>FJ+hU4^3(Q?OcDRH? z>v5aH?cT2Jhz8 z_<(g~3qJLv;5{#~Jz^g@yc~!I(b5@HzHCp9#?->N+G3&iKk?&@K+K4T;IbWc1$GDh z_ojNaBvH!GKYltoU`Oy5lAqnb911J(yt)?tD8NNVJdCFnc(@hBcQ}zCsNRqSt9Jk`H7@!)(n*@oWvIFgYqA)BHCpq8gus@BGGt4G|P=dDs)Cg&Y}g>wzI z^F@>EmlM|!+;)scbz0(aixxAP2bqd*gQ86fH||aue~0$6q7E(Em>mi+@ZccCMzHW3 z?bpCcmAL*}Uwu{(&zh__;QGkCIFkTYinBv_GVF*}hq9-4+(QUS9%%(KpUS@oP9f|r zA5{iA)6;Rmhrq3JGgUxxZvH7*9Iux-9h?4&`36p4=u7OrQ7FtECGP%Pu<8771Px|pGbi71L|?Da zc6-1?5THeYM?4YCNrJYBYFagG8Mx3fW1Hst>(^UdP{CBKNDzP-jck(rV* zgUZ{sb1i8565sCv-%8L(@S>=O8r>B}mufVEDKvvNbfzn zDtZp`oeyn_dmkL*gv$N=>yRP|AN_qA_hJi31l!;Izrg{VInwzR5QeTHKVz7$v`SzNS%iY~N=M zgUy&`w5aGb3~|FBGLE_|VwAsDsYjv?mhJ)*+y~IQnZF@wFu?gICznSNq@O<_0+fES zVd(I(gie?_j^W=(vJ-?g5x(YTX4$fN{^gCMArFh)*HT$@~td z#-0*7*u=BhdtF;kg&tQiFEEPH^JT)PhB;5O?3T{FU3QW_ znGSYlsZ4V0JKAOJ%lhqTw}m2<$BU*-rGV>Q>DT9)QpdT;#D~RzEbnFMWL!?UMv@Mu z57s2_zcw)I&e#{~6&t)n6HopW03{WFqp}umpWfSmg@ug!u7xa;Nr^@VAWCq&mJ|;5 z;BCOe1pM0bNQb82p*8|QgFSIM#(O)Wp@j;!i)*I!xPiDF(W0ztkFDuSf*VK+_6(TQw< zNqjbAbQ+rm7ZYG58=N~)jOIf#B#LmqH!<|`a8|4Q0a|uLn8J>*O$DU8bQ$x%j9`m# zmOJ*%pWY5#M7bKTr|T9urU&vwEyOTweigW>GQ3du>hLW|5f<8f3~g7!oBnOc5pJzE zl#>V%`-B(Ah=SX_0mXK%3?At=Rc{6SA3mkHje095^^M>nLZMW+AK&Y95o`sKhk)a~ zhjP$P8*Ja-fCVGUsbK5cT<6q^ITxMaQwvh9o&P!llqxQEC>+>V_Yf#7K`<4kMueU8;MHQ+(^;K^5LS?q3JGgEZui< z0%Rl_{vgT=g9Z35hyc*<5?jFG{SPJE3L6svs8Yy0YK4Xr^F{Dr}ugfc4p-0J$8*Yf`O@^SgOeNE?w7Jd|bKcU0r*$*;385|Xy-W>en zVv`8^w>im;cx8_6b0t7=RB0W`l%Y9;vx8cN!_yHH5_ z{-|njY#rx;GSobzlb4(|+JwY-n6(d9u3+!NL=6EN5_?Dq&1OW?`Z#HSpd3=AJTwJ* z8;;ES^z}SUWkb-m_FXWbn1AD~78Pd}Kf8d_)ESUCt&9mk9nw;Jd6lI#a3gve;y)HT zl)2rSeM*8OacbN`l{w#Bri`b*F;9gMBzF@ig-lm(Rg+R4q=2TUGg(`yM$)$RqFf3& z7^yHe3*KoL0;jW~Ny^BBzNE?^f8^!GEQDp^9w?o!O5;+ExZl=gDz19(-@R`bwQz7w z{_!k{aV%lEG9pMkh*_{S!Yr5P812IBwyA>%@?EZ zkFk6sN#r=VxvUgCjzue7cmE3Q|M1m3A#3IQHtYH3wAmO2O8=&?oabeDO6lSr=f_`- zIn!H4be@W0`4i&x=lipz2034-AZ0MU_M`gekVLb@T9(q=YZ$haJ@)?igouB2(LfYG9P-~yPjT&Bn2;tZ z8Vr=2PaWN)jFg_a=|(zMA?G^suC^*tE`u6K`p>0AUb;XC9?!54Kjk6;iRXb9kj~AJ zVqBQ$yKT@H#dU+@6B#12XY|V%lGmqgGa@jN{MUrUrvW z0~rZbF>|o`02QY$8^4Rj=soDnNT@di`^yv#mZpuY*m8v6xJ}q#lA))=HS(33;^WGW z=S=!H{=GiAph*^~WU`(4+;h=|c7%(W=v=OZ>Gzv_l1>jR9lDTX3b@DvYWEG9iU^|b zphDz^hh+W-dRh~y*l`q@(sBh65%sVLh%%@%ADSabmP{@-ECf7PL+O&EN~ zeNrtJz>@FX9JK4B(;Q@*q|JGi6scH=axW1zh0CEvCKqEKtIk7qrSJBK5Q*Ag_)H#g z?6zjr!+`ml_}5DReN-Sj%5o6FypjMI z@Ao}CMH?TEVd&zx}zF`*|Bo znsghfa0Hyn{_BxXng-sk$7?UA3mGf?u|Fl5vYG6o?#(7#teWjS{?(o2uBwgmUw(F+ zV6_9AR>|w{A$x8(g+GJar;=GTt`&&6Iv)F4^fLq@9W`UCC^sv%u};cpC90;&_!lyG zIV_D9ZayjT3QG_>zANLt>wpZmcuIJ{t+XKeFc}soW@EMkeZH;d7uLCrX6o|90EsNb zW-!+i*Uzs802;a%T{NPUnJ8d8>6D(FsK}c38+>%RJp;w7ps~Uh_uDDy3))$5P%Gup zaD0hLnFCj5k)6<@RIj? zLE*!FNqu_@k5@R8iAtw&7H31ooe|enA_OosTax;3=06_*_wb_L1Zd?W1R#APgq8oks{X^s{ZzxkJ<1Mx*q69h z{cf!L-%w$pnx9VIoTvgSgGsE(6JHu3FTco^!`f+k{k-jhS*?Rt9vu0qAkyb6(|pV1iBJ4!uEt z+L*TUu;Ni#KWYyhiqFU1H>nHB<*I!;0U1OTKZr5ji8H2FJnrf0*4zr8-5I`IIB9S! z)5_tGv|U`dqAzu^$P$d02?KV60@|=&E5s1()0a5GHkk)@Q)q);mlnqrpZ7vu{?# zEfylBejrZ2gfgP{B!{xB-8y<28q#aB|IZsHx$v3f1e_w|=*>_i%H-|(Jer+X^)iIk zJUhH-{>t4(`PHPr(4mwQ<@wJIeYq{BK=r}l+zrys5^P7Q7WjFk(M6qi9hQ7&Jadaq$JiB z*I};$woAmESk-qO<>1Tq0RAf9^ILL4d;St8#&{#%tL0koSfkoX&_(jwoI(a(Q6HtT z_VqBq{k({tLIeA$MEfHWAiqg1sax>|!0L$VQqTu$JdwL4gpkX91$Q2n3ONgdrZtZ z+�j*UrUz!`k*eMOaVS^$u$e|C_cXJz=WBt!38QPM3p0r>Cke&y;V^`S4*N!h-j{ zXq8prR@O=w}ot`&4<}&Qefq_^K2O-ipC<|MKN9+HkFzF)&VPP^-Kmu%QLv zEW_Jgt|1WU4V2aLx%G6=zduN`U1>}vt-1_C!YCeORWS>#(d(@tIne6yE2KS~0=1YvP`80?Bw49Mg6Ug`_*wbmTIH2sVFfpc zpdn9o6S~`^3#;dYP|2_27_Evp${XM+SHV#Uf$5+^z*WJ95B|ynda*@|6pBRCFRHFe ziYc_%442ZYNkg#ia8HV;Mi|iaHT=(${qR3aI z%4CBt$Iq0CZT>pLK}n@iw3Ky+xl5x<$KE1wsP7MF9h&!Sxj%D3RK#+7NFVDPXZ>C_ zZT+tk98YTJy4-qwedIpiDZ?b>%ZFn!DZ+DEM8`XLnhhFv9H_ymbRt2OEwD>;aiEB} z)>+ASOet?}&Whk!pjqgsOAtT>)3*kbO0}1!jaCp#HB@)d8J%{8kr)n0=8{67^0;;3 z5*YC1yvx??_AV4$`#A>}b=bA^qnjZ&J4`HpZS5Czq2%+yQ!}#C$CjF7*w=b{F+y_Z zD@yQ|F8;7cN7P_ANNHpiN}=D99GPU=?Y$P1X0j$|#9m#2-z5QPAlwpu3pK{`(-h5A zCXzU;eNk*n#s%VEgWj{B3dy0qeke%=b!hufz0@1_F;FFJW)pmOA5HkP^lndwXI(Bs zF`KxzL5CU+L`bHJqy~dI%28SkHWQ{%s8d8fLH?3@%a~w@Mm}X&T_TCrd4g<2-1Cj{ zmuFZNueN$+z`4V?W2_9`djJ!|L_ z8G$N|-+$mKJ98E6hHCWRO5jI*hknP3M&WJ&pW!OK0Ch}BY)YHeDI(CPR{o%EPSH& zh~5rWG3EU6Mk&X%I<)^J_`e17B(H;Ch7g6GM0AE?KYnBOc5pt!bq67*d7CGZ5Jrs({kiKO0#Jw*Z?eEbMFN6Fbyvq1{kNFk8+w~YKdwFB7~G9irnjxFq987I?Jc0S zyg&RRJ67ROj44(PXOfH%83UmX(iLhEG7wIS<7?4&bnXzC#YFV8Qe_>Om7BkZB+ZX&M6o! zSyq1IUh@yAP)2|%cfNib^S`KJDLW%c6V#jaOqun>5AeD?opW3cG{Y5Bp@~SJZ%q%_ zSi$RwPNOaV`cx zOy|f0GsU38)d{#`u$CO^F137NkG^)tO}N5w53P~;iDCHM_rUR?ZGhEY1WAG|gZb(D zG*;-fi~P}Kr%tce{dnDrvw6WYn7jQ>zpFxrPACPLvbqZW!7OICD}ELeJ35{- z0>1y8r0=-SI5XW5xg6)xH)Sb$l#!T`0WYWZ1+bSR%-i6fBJvxOvNLX-`#!X9r@jBX74VX`oReJ?2*_)sRZjn?|7! zgu^6DpprCS5Q+V*PuYE5Ks&8iaC_0JXe|5M%6>8WSib9j-@N4T`{``^5$5U__b{XA zMU8R5xGqCVDU_806((DobW=u=bX-=i6zFtfekk?#y|onnn2aX~90_w9^K+_k$u;Y< z+v#+|NJRyS|MY2x!?C{aYF_`*5f@JNWr zIoJ$ZX&IP;jUE>D-yJys+G9+vmI$3+@U>PH&tQy9m8rpX?Js{J*hykc?LuD*}#@zja9G}tNAzqGw>vE z)K+n&l626^ry>F?V%iBm7Tz4Fqg5kqq0WU8=lb{EogMh;^gtw0?`b-yntR7^6O>0y z8E@nW0Houkt5`=JYaO_6xjZvq?g{)sg?unh{&IzJ;#~E3^z6|{{6tW9lL*Pv=7fua zkXONoeM-zeeJ@Ji8jUA-0q@@ZW%Hi9f8Neh)Ms-AU5gS10w69KhbSE2_G=;DK z*R~V4wMmX_wSH!{Tf2gxbQxy2z+s|{fzldj^)0L=1r@fk)VB9W6-sS(~vf6Q&k-& zqRG>z6DDE?(lyp`CpAnLOUZS#vB5_5Ul);2B@`^eLE3k(Hr7_XS?1__rIzBi(^?v9 zc>asnp*e`?i~f8HYO!$^&6|0BW?Zt=wRSBvR0s~|5Ruw=ec4iof?s@9wnOmGF}vPi z71hJgAWT)s@5-8!wi>m0Q7x`3=-Vf2R+OF%CaQfJI%Vc>)H}74sE>cXqVow8%r4ysvc zUoca&Y*xiU_DRzBJCw<&hZlT%0|)J|Hz=x06SRn+pTlo3;pWTk$?lWb3y#Et>7~oXQPi5Nxaqg zEOtMqlo1o?Ug9f1$F?_P0V2yD4G6|GvLVLq77;>4*kH+wBMwMkP^ z_uriKyRF#^8VN>lh@+9Q+KE<+I8ykH#4+?#6h@ez^PoR;8||7_SHtHfb6h( z#r41OM%X1fqw~&*hTm1O43$*I5~H<62%S$g5^y*pVUHFtFJ$C9izp9Hhi%QfM{x(! zU1?DHS!j^Ml7>=Li}^yUo2x3NEL&E95f_p{b(!CHty7u$&lc}={}p^SgD>h1M+0)Q zD^))>+Dx?Yphs0mu6>`I^}uBl3ytS$lU2(b4 zP{UCcNlyNd8Ommo9D}fe!&BWPPIQ=1Z576D@G&FZqCx%_@!{fVZnxL`>+1slDQnYU z&Fk9O{;qsh#zJPpK1Cdym~sz{cEAH8p0c_G7OpY_-cdv#G%U9WiiSIZk9ov`Cm~w= zRaxvyjSN>BbM4ev`a|6sxus`~ADy|_pl^jO99WvRoP`_f#J`KlUjb~ zxj%A#S5#UjtW}#MJ_h%q{`%-4L3n2CVaB$dO4TGpNxjLE)ppcI-hT9@LvLLZegO3K zg|Wy@TC(^UvQiK{dY&$b|1OAhMU zY~Z49l?%UbWJTIAJ&;?dh1LC<7AoA>a~!u6Q%24a=fPy#Pca1@R0HSXs4;Kj82w11NG zH8&d53H?5TTe(i5{}zch(I+?+os53*J^~TwcYDVt-Fg(cv@m`o30803IfZvSSgXX2&-nQ&t$87$|e1~pQrI`m4cDBMO*$j-|`qUSvK=d zNdk1kGNkD)BM4~d=5La3duIP+rfbwa*90ldHTtPmwJJPI)+XB|B1nG_FMtI?7-0ho zB(4-H1#tAKnocid!*?G*&y;5y8R+w~t`VW1O8nv-peO$r*+7pvw?|72jtP}N z|Lpt1qLWFV{dQ+s@@ls?x6%loS?PQ5Z_4gZjrxGL$8xUW^2IhT9TQAMlP&Cd3TY#F z$n4W*I2{u@f|n3H^m7DBVHYVDqmX$ow!T)At!pb?c)YH8wp*`rBsNwCYrB1wuY?UE zmz6Rd5!PK$Fk>XFU|Yo&rC{LncazV-$^ru`gB|34eQr(z=Y(7PMILs$i5uYcFwZSL|2`ejZ}V zN?}*GUNR~+@|IjuGnbJFgQZKnH`Dg^zi*wMQ2Q{E{U_fEs^Hh#ne^_>CoKsX94x?i z_*|y9H|-G&GdJ8>UD$CED8#uIMoB0Od)|BF4*8!6+j_APw^GS&K8|{CwXAwroRu<# ze<+AidKay6BpgIb44`VDo50o3=TqCvy2&M<-f@-;G*iJlI-`FmFkiYw!iBFhF?c|7 zox9n24`8A&M9|1mU9erVX_#RF$sbZLYtuTExyo0b7h)RJIk8I|w%_i&EqOorQs%*R zjmu_?rLPz~9h?3-o956IiE$ld0i}W5H0^%My*kI}pe9sd+e!|-ELfWUVNc9i6deKy zh}#>`FxWeR1qcesLgD_8sk01{p5A>l+{cC^$au=vlCcF;iYR&0XXM&bSI#ce8ki{zG0pl%bK1jgPFeuh5H8aFx`u&31x@PrV`}5b{YLN(KSm$)M|Q zDEcJJX@Q{B^mJmi%VW0Eb^U#ED9sv1*i+}}CZ+R!$7v$fIrLS6@Jk}`FG*}gsU$ik z0*2*;2)1(?5w>9R2p9=IyVk01nj2B{seoil4X1y8&Qn%XTQ%mk3RN^Z80a!VNwMU8 zC5Utw%C<3kjLg<;qP|x90S6&f>q=6J26}p}f7_nUteNy)|AY)>dl}h7ge=rgj(%me zq0wQXpr({iBx26wNQ{h&GQ}30 z;ewo{q5Vp#_UQFDuC3 z3S_Vwa^Rvw=0lJ~HJqFWE3Uf&<`e26X8C^TWU#Rj#}Sm`Kg8V7{_#J74}=`tGJi+ZT~N~$_#a;u##bF% zXEL=atNBdkci`&FVUX37%^Yg>Oh+dc-e!86uArGvqTK@AlcVI%by~fSM)zfDh!xPp zy>B^SX;pW56Gq~vK5`M|Xp&s9pk$(wi|l)IYnZayw*{;5Je+FH zT1EU#_}ZH(wsjyCG`B22`@=sgTW)!q$XTtT%4!q1T-*7qmlASb5E0S+$(nC-+h(v5 zx06Z|*TN>s2~ry=5!+0IM~UYD2=BE{tG)4|(;e3SX)OA=DsSa0+#33fGYBN8%ky%a z!i;8Bx4&cIvZvow_=9dNgk?iO^PGf3@+jbX3;hhSAh{LcQ$z0OrYf$S@|FU-aOMp5CWa)&M{AUli+s`}zBDf{S%lw-%0Bwnwq78&XV~B=)I%X;nUcy9ojNBjjZg zhMS61%eWCu7jlYa3PE#JXW=DPe_oGiY=(&O|9t+1xn09rPV4n@T3pa%HnXcxg)%De zg)0Jv(Ps7F*n%_jDk32OPfa3Qpj|-45gC}0QQsFJz_~TH2bqfaVO$M7iGXPjuS2RD zIcOxHXyfrs!#FJM6U88&j=Sg8dY)q+PMXvWULN1yHa$14R_K|0G=5kyAwh`e;Un%A ze$P~>wvec407rFx2sEflfud2%K!iQziK-mI(K5m1H{#kqP>(+h2pSf|GaDQ?+C>p= zwEuW~0ajMBt+C`2BxYE-ip?LJ$qxF6%1KQ%Hk3$E=B%vY;k&>ug4y39`;qNmLNa5T za|d~NDqG4_n7w!s3&(#aYUEs7y^m|0lT^rD4U@s$w5#{-YWLP7R4fiU)wySnWf`r{ z6`Y+N5`F4a{Mqe(Wwfc~j!#7Lz3P2zBrQ@$Qal-1Zd7|JPpZvWqHMIUv4+RsOCW;uUb9Wy#Ee42@)MTsP|Y>)cNUNjF^X zS8i7W7B#Zm{`?Yj0e08=0D}+z9XN$DH|f9r9MEZ!fJ#1dGy|^)BA?I5;5OpTXJ{#W zq#`2nr_2LDjT8@Q82IJnLbR+nibRD4i!r5Hu9N)R-{yNvFHs)DUzL^y0oK=jB=xV2 zJs1d}lGTApym4mz`$&WJXAm_kC|%`>UeII0bJL|wU#ENkSh_Y(NO#R$&o_7rwi0#F z+uTx^4AO2eqb15U7dQz`#!)TNPR#q~GNwr`aWFx1eA7q#=Rm`G&$EWeM)75gBplp02*ic(q#`HjDGAq6Mt~s* za+WO0as4UG-&ZHSg2)h!2Q!Q&!^2D3)B@pA%=e_m@ObA~^fIek>L9SMectGx~AB0)h0g@C=`g=A6c&E#^CcGwWy7QbwzW{vTxe=44p$ z!O?}&MDwOf!|CS*8Sv)VC0OXZwe-Z(`!qTF_jfm4mu2sdOFX0xGo^M9!)7_%rN6ku z@ab3Hgr}(!o2jCTh<}`BQ_1#@R{e9Dw0l{?+0-R;HdsWCEu_iTf8U7FzwHhAE~-_0 zni|a<**p3;K1-<=)BnSIp#cvAS9*>7oRk0&e~=C6sLGU^DcUF z&1cbobysRWF5j$fU{c?Em8;9sLI8C!_qWl|ETId3s|RBkn@l5xK#(a;aDGWC4(Pn& z&~6tV;Uks5k7i&25>#H*0R&-K znh)q*gwPp{eyK)=gDNsfr)H5Bj&fL}NtV>jVd2aq;^HFSc>flVD^-6-@+FEDUpmWj zD))C3QK$LH?@ua@WcDY~smay+KbGkg^peL@u7j^LC)Cx}6YPpd^C^)e#%>S^U;hz( zANcJ?UiiiNF^(p?`|7#-XajH)1^9gxIxD1S;`!A`mGoI)cHrcB9BzcbaYzFScE;GG8_g1?ex$~ zOfq=w^114|p3(S=NhPUI*kzaHc!55?bsq@Z7U+#^TpqA1ye+T4Zw(Md{0d<3IA2~X z#cyjn4H`(6WI#jEIQa3lGumQ+Q3h9tYLvuvT)SBx(NAm@f6=GVW= z)!w%w1w(u!fbu{*%ggn7NM7i*FQl?PwyZ$>#=hHlbNBJL&c(y*^QQa3Xo~avZZ674 zqAwNeEij)uoTPcx&SrHk zK)EBBAVW^U{O{_g@~a+C2u>MIx2Z`24tc`j!UBIIJ_n(?;#I#n(add=2I&46@LWw# zSSzjht;a7k9Qx$;9o;X-bwdmH3(xEiZ=hbkZY{++;21CIUCIVS^-TDmJ_~xylb*k$ z?Sid%l@r%r#d01;(Z0XmzN<-Mj@rh^V%)G?r=PL%WzTJl| z%58g)WT-KL&GLoq$wcY2arVruM(>i93;vLsTpPW zj|^vFAHZ-_ZYn>wLGEL>;GYCC7Ipf(rOZrv<4Q`x#k(e>{GO`)ge=zy-Q<(D@erIvoB=D&$IW@6#q0|)-gdCPEv?vA| z-oF#1^S+A3QbkMNs$YT6#x-D}s6-=n-MD<-7eQdEj5u@Py~#{*9LRrsCEavd*I)v! zFnM*eb~~+=v&8$8XaXrCIC17=o!T~lAYz30S z_P4tv`smJoJFd*BvkOGHdn1@z2=x*`c>D_mVK^oYcV0eRjna^YsJ%j$)w$XXGwi0X9k>zb3nr6g@*UJ@R9h3yD}XOX)+|JaJg6L_@wIaeJ~RTr-7T#u#6yu`t)&4Ea-AVt2m#b$ zLD41I7jHre$zEUP=Y1jR!Iy$A^B%Rfr!*>=nTZy6E!K5#C_aq*OfDf7&Jl(Qy;U{-AuYq#d2&p@O_UQEz;E*i2Pc#pm~W_qDCOTC>g21qeq89^ABJEamR8|9qQzQ;7d*ZkblLcmYSU%dOe;LD39sa`JO3GEKu$M|QdK&D z5-ao{Nz&gRYOGFMTbq}UPoq-%_P>m%vOgFTkAP+8r3VJ>bg8z_A@kti;6LR*qn*1f zIqN=~D=8qRHp%twe5>h%oiJ=rKqjY-RI{u+wM)KJSf^7faDv1$|QPfM*A_|6iNc|M_MK&*; zDFlOd+NKK@L>BGcK@JdNdGg}(^cLNv3Edm42v!^eA`wR! z(GQ5U2kEJ7aP1y8h`D?ZKSUDhb={N1d@7b?uHYnhKMStpsHP~ zHf;yQo@}!ivfL)k5~|{ENUv2CnuVqMc8C6}`hp#4%jwOgr}6F0?`o-!?IDRcAPBBZ z`BvFxn`sS3Vyr2-1!hDqOGCJaSL-p6z#ile85rk&x$Ok%O(uqi7V zX6eC#M`MCaq?x`xPufHO+LUe^EgkYq)~rKU^Ne2N#>hIsyS3zX7_CCf;V}EnV8`rd z{mX?LYp#8GgcaTudJ=E1lc}+k2DNrrilDCd+sL;~gf1Bwp6^Kjv0?}2Q+k>1?a_@j zzq2rZ;e=iIcS45hi}TGEGnz0qMdbJZa@J^X$bO5EZbG+{#pc~los9iM_mFaJ7YvCX5ns7&t8ky&^LLul|p z&H!^VI>_NA69{x+WNzPLbbUSAzSZ$?E5;k4v&UVdB;|ScJ(wi08zUBI$$qaSUB4gK z@ztr-1%-wDoYZr?GsEkUP($54?$6H7wytU&bRYt8AEcUm1?*!|ly#o>=KxB=($LUw zckt)t!ys4J>zN(>XzJf9uI|V29&Cde!{77Pqaf!SzO;K^VXcbM1Y$ z*$Z~jJYr~>3lpG;qJnazM0xW=RarTeEilS;WLF$CN%T8yOLmNhuFfCNUf(?|e=r#! z6FeafF?wu1Z_G?@1OP45a~VmTM=5*xuYtP>7EKmHm$lV)%XL_k1o$vth7{Tpp?i8K zoCS_2S9d~=wur^{<99PiII*RZVWB>arYfZFVom&3G{>d;4qP0#f&Pg%t7<7#F0OJnF=S1pmgLdg^)?SE4t>YI$p=PwQXijWP+o@BUaa0&VVZDJ!;m3o!#I zP&|gbM*pP#-3EPiTQFWou5y`6VNB3ZS!P}xmHsg54Ac!aMURn&h#fT+GXx2BuO_pvdTZ)>9UTV^``ul)V+L(+ck((e_5n~^ zLA!XqM|Jnid@eqWp(Nw+cR>nE3$_9vKk+z~D9Z3>rb!gg;k>vPhX9;eCerqbc-YaH1_j$pjTp%XnC0>q>H^|wX^ zJ*Q`b_cwzbfPy7ADERQ!tpBfSasIX?lr8h7o~h%>4y_t0D7Fknc-c|V^>vce+vD}Z z_oavc2MJBf=eFDcZsC~_Sb;G<{|e?8HyvkC6 z3j@wako}6)FYoJw9Ar}w{hRc~OqUfa10Y>dV6y$JX|<~LAbnbLIaD6i!Bk0e4%gR6 z!)G9T2>7h>;&1cP1i-i`ZI|0?9JRU##PmI~pM;F*^fzkUynP)%{5msCliz_=IYKAX=uqE7Po+OvApVVeO#$3I3eMB$tk54336Cw4zS_vt zy8GK==MMqvF~$MsEAPk}(A$EYO|?9k017)`F3`jrA!-@n^6|e>8jIPulDF=gk!1@G z!Yt0zk6RT|p?mtpx1d7=qn6hUgv7z!xEQ^MXhW~q#Lu;MlFL`}2msWC@}~RlpW2n% zo(|W$$4!%-pLfs{{a3xa5!ns)_Id)4ahtM(l)-P_CU&i{2=5bNT5L|hBydnfWRE|O z8x5cW)g!nzUQS4TFY1G?^Up3u)y#kOg0_s?N~=p~X1R3Vt?G?YQ1*4Sl|P9|f?f9M zjpS$UsGokKXR`b{>W%?I+`mBiVFk$WY|knJQ)~^XT?~F=z_WDZO|zBlM^s z1A#cF<9^*vxAW=o?KjcAZefWq?GOn__wucoa(9|oOGTysBNg)f&-kf3Otzp+I9P%dwZmda-J~%lo;*-P3sbxn?A9 za?QEW(!JB&y2f-!?6_a+&z05hYw&+hUCFwDwOK1S6-u{ zWgT9kc1Z`RT~*D7o|IMeep`%o+>A+4DEIzDU1Yhl2Cdf-vJ+Nz@-U!cWEFErZ$A&M zbsH!*M%y#1V<)xUuDeZ<13)NM+$B$Y^al8GNZ5O6JH9-~S=j~EodudL-kM4Gc6|Ve zkiTB8g7Yi`Ru9q-xwMiKz}7Gl?R+ZPSx9I}S-+Ys5Y3=PL+EIFM_O&=qa0#b7KhT} zRT^HC^o~}_5BTLSo}Q2CyB_pFTd;u;=qn!KSSbVI5K-0|`V-E3o6XOuUxR=If~A`F z8t>t~zQ+#%WT4$lmhbIuedk`&oXO+Th@pWzu7-J0)ysnY+<^7#5_{cQP1+{>2u8wF zqbff7+u1DB+`{QFuOO?cy9=H7kgdVvMy2cfBWVmO{c6lV|9kLwVkR(T6qi~@U>(rL zhpbGV4l56u0qJmcRZ=(FCLlk=A70;h-EvKZ+N`$r;KoDWuB&XG3))>qW_)nGVJmOR z;+H5KX=NZE4Zk6k#%D1wa3gtIK?3=ZvIHyK(d zua6D#M{*(2IqS|##g-gPt{#pHgKwCJxg*A!DQeQ#aQ#p$Moppec)-azMo}Bfrk&d? zXkna8Y>+e%l=t##pa3lji6dE%mH&|I3u6LrQUfvFru&f)V7(L`TnT8`&wx1&WfwGcM zTm+O`rC>-6^HzF(x?8^Jv-?C^`;E}WN>qni%P2cxGNaytpbny{yO!`7n6o*dD(Qt2 zT>n-30qe(FWcZvMNxI4QFcZvp_0i@*cfh;N^RM;h6VD)QF!@?lj}(FlrF_dI6+w+q zDq}I$r@@DWRrt`+DnG?PilXVdw>2z-jA$uDYZ^7SzL$w`ywYSSV5n))R!7MZtOk;zGBJ352{w3`d*pLP=`Ywm_*e6#nJ#>! zCYgQxw*3RM!Hi4KBKBiMv$%mSx;fs8(GjU{G7{Gy^rVXJ3g<>~0BL%nc#}Zn{`QlUaORxRFUR zMaMPXt9vZ@6a*0j*XIFx4z)*7BY{5&Mt7RroW$DCODHd<#>H?&0VPI($~!th*^Vd# z{_TGv^|X_3TIhg zD~l#JIuXEyI&xKCyq3n%t6iWc0qk@Wad%6+bC+OmN9$tK=K#OnvVMGSK?kqn2b2CD z0Nb$ta!`8QpX}04y3DUw!>@%sk1?K9EZ#uNI_RX^;EksuhB2EbotZ8YRdt8C&|{wG z6@uyp><%TSn|HhI_$H8SXpsINcxBUqZP*XcGSn2H+)?sk8$COJC(DTc2#H|mZ%E~J z5NyVa((^nG;#tAY{mg1N1)CAmkn8nT&p3txO{6Gr;e zjPUsHs-oJS#Er#ILIP!~SqzybgN6 za0GQ6>8Z)GCKO|gzs?k32(q*m)UEC-Q!9r)YAJ=?Yin;0BrOyD$LD&E?34N}VPawe z0H4jys(70LU5yT~_2>>~5si)m3kJF)Jxv)M&N zFRC|qcbx|fs*v2HasI2_=G0x5_lUUj+Zw983Z;@|G(lQ?0(&R1*g?mE$L*7gm$HkO z7B;ptx=50E_!OdwP!R|{@*~(kZ?t$fh3Gw(;4wIyg2L@9sHMh34}gv z8npGfn)eY9pVywUfiaOJgoW3BxbdKYF8B^_Kj|fy9zRgpJt9o`F|WL-tgE7H^9S#U@4hj6?IdXQrhCdtC1++~|0mvE(2z_$ctH(jY|} zf9J84YKph0Z44lZVg8;|*DynKT6+Fzkmpv{Z`<-yyqZ+wr$Nmow6IBfDr}O8{6qCL zlZz#Z`or;W%UO&liMrD0zymK6E)P?5k|Tuhrp3>uH1ozI6eM3L_6*E9*D@e}u3|w} zyJi_rrs3M6-Q}6Zfh}BY3PLHZQ|OQz;i-Xtsj?Zk3$F@O(Ym0>brxUMt7$?@(;J@_ ztH%&+uHTw2iNO$sYR%hobmMK0A9!0X>&Fc*&Md|v+Ui$o2W7$D5g}Jb_pMZ zEe!%GVQN%qUN0Tv0bZQmzDR`g=e1f6c`ctca*!g`Z`c~5O(jK%!r9YSm%F`B&@EMw zSE+{Z#T_Z>8nakBM~U zV1taGobxnh2Z{q_sjxt0SG+(II9NpgPkMQA>!MkQWSZswW8zJVyRx@&~gCNiqj#k^FH6E0(9U_b{ zKZky*ArUywRFjZl8Bk|EoA)40>nP4xerVlv|dQ(u?%p8icSJVp#QEUWA!tFoV)M zFxhYJxH?XMRBK)}hb~_J){~kBao-DUy#N=4mtuBxlCXNgh9#i7U+lX3Jkd%91{i4H zZ+}?qv6hu3Jjaw3cb&BTj<6-=T&9O!?YZd)e`P)qzZK4&WFeRsBoAUmU9#|plEG*} z7=GZtCe>$U;aPDMltBiv}wZ*AaxJtN`ddp#!9 zRa3j_@DhB(w{bJE_+Pz#>?SQNXq0{EDOK{6dWSOc_yLB=jQ<-%g%$$LX>fnajU3T( z8>LA$ig|o$(BMFRfJXqdX9moW-BtK85Cmr$dh8}oGW+!o&9~lZ5x9otUp{G6x1HuY zrOzU&;Zn4zx?DE>o~g}JX|m18h%TvXX|1+wYdJOa6TpJORMg7tk;6p< z<-`gD62q`ol8X};(SRNLCEr+rh3UmZ^dE8%%Lh6*CFw~uj+w1?5F0RB*T22{O0}8ZTq<~za z!g6C#4WJ1nwu0;{1Cr8b z>;gxyy~Pd?B2J0h3s0IZym*H*NjG@R1dBi{N>z4rrqa${-`q`=VFV4Xz-A%j;m|8B zW-ahP6gr4aay63+Nxg1VKD6<=+*{1siz_F(-)Mt!_YCo+*~{VdaJ}U|B)cZ!Uy1~P zvUd^Wp(v9%r5()HM(|rGNJ&I+f^!vxFH&sZ?<9On=@VO92!xDVd!=EV{{Z zAM029DP-H@oZc?`(B60Ox`+P*X~zux2hvt6AH)X3j_;MFyI_?LE|l3G0&RUjd~D#= z3w6i;mDKwfP8ck42QdRQ{S;A^*9nt0Zo6sBC|{l$7HAFarcI$hUUi2bT25Oex*tat zo6eUyofd_8aSZr_d6vR?`UFDEv^f*{2O#R~S*qa)2sv!1>=I8%~XmeT(kr(IirA*useXP^&y$R_djM zs2kg~(W(yiH3lRo=zboAttLqpqwsjj0M4g=ug#p6Xq(94_RpoK@ixo0fQSybpzkl& z$@1hRaX7~*_{y_<0+Gq|7Nv9?(raw?Mu-{Wlv~||U&lwCFlvi9kPwC8tVnMoaZUl$U}hNjY+raGkq6{ z!ieiFF^}M3i6<76ds2<6Gnhqz>P| z3`lBB8ATbarT*$~r6h|{oXAVYa`1)*eUeE1*Cdh|3EdlXwUYm&U(*(^$Y>xZW5w7P zfJ2z8tr6>=6Is_OTZ4QYx~%`b5$&OCl1EV{q>&mfgw;NTTEIpPspSqUV>J#M6y@#Z zcY;sNQ%j&wn(o_`2Xp?$n_l-B!WHx#Dv{U3JGBnmzRI8dDK^eULviYP15nu!hbts4d)klS`icfrkh+#uHW5E)Y)@VfcI$&WsX96UJZ8V-p@R7uTK!J4f7tFbZ}bQi^275gl8tB4E=s^jYL zD5{_ndONaf{&7)OJns9nd+0JwOhIJE+qI7Y^=Z(3+<$31iaX*}#w_0E+t?kHu<+lu zjPpxYk?H;#V-%A$2FG$rFr;P!CZOMD^_C9j3k>rgNYQKMdgtcTTQ#ZgH@(Y~x)g?& ze?yy2r!(8dfLQe(qFIWiGEQ3PVX?AuiD}k!Sy{zcs zmwLvyU2mP6MD3P$%XYlB?+OJ17%OuI9K=M^djw+(GEHcpGend3cP7+gmUvr@4-sLY zp4+4CH$9-!v^C4J6-uRm+y@TrYqZ;U*Pk~82a96m2s*|=BTF9Dw_<|)I9#SfV9^Ie zM@$nD^U?9++NwguJVP8%C(r59NmM955fks$NP;;eX0S)pj$)6_=^l;5PNe?+4nJxW zOd7qSjk~;QmvJ8(OJfoRIS?EtJt8@ikn4y91IIrz zaAx&8=}A;Ke7$+BtOSGZ(|7c!@P6*JCabagSV)R0M5`3YpmgKyOH(swqf=o-G}G&h zraLmN(&O;}vRq9}FN@iQ>^HfpO82EkB1-enAB;o`jK(l-Z(#z>-}~-9FujJHJdw#r zsdEobcGc{^;u*ZY5>|2V7n(qUfMM};EJ=30{EDi*AF!iO1dzfKN>I?G=AWfXt`1%NdMf)hW0fOsdNx2u>OAjxkQxymK#;_NJI?j!I!xR!YLztdO} zrZ^Bm)@7hiO$|dnSteSjnn$?+e<&|JZ#06^El7D#0xIjVEXj54RYMO0qRL4Krx!Z#ZX=AFGb&Hv>_H0(SnjbX!XzVeftGt+(TH#QBJ#-P`M|^Ogvva;!e-k6=|iJz?a}z3(Ah@ z*%z?#*;j1Bj{&SUf9OyV!C(G4eB`jK`L6;ug3(u-?~J%qlqrYrC@bp?;;<2O%{|2& zRP$4fB^DnH8Q_Nbf>j$vh6ECZ*=4D)F5oQ(#IH^`3b?_^se(zN$}0T_CCRir8SvwG z#bK06QMLJyI{qSeFS%b!S+wTzlQhU!xL(K@dC4tZg#t>E`8uHZ62I7(($La88Cpe* z082{U>(ogBHC%}xunCE|KQs@hUu<+|qBzTa=t`R9M8Ov(|K>Bwl#?p#~hKMqRYl zxcRt$;roM_3>(tkMBVGTUw=rHy&=e<*nkmGk|)kln%*#p-|VH_^!gTW{dk%f%!ql) zx@D#%sA$#q991l$!M?$%Igxzk?2M!&h6=Y@FJKG-J9px*Px*_4 zu(7E0?U7YSJ1u#-4{z^}7rT?T7e|MI?Xi?jgMOGI!a3bL9kEpygElcz(BGmLt}>!Q zUr%L(I=UvW!AATT%0m)?1iKQeXe6if2gTIt3=4##kG?s}0Jtmk%j&$;JP+nV#VW9f z#u4(V&8#HJt=pO;L*%${lxQZJh;o6iG2SAY^{4h*8lSeOr?gLNU&A(N>Nk+hSKA6FIeVKkH7GraMLC;-q z+X)AIl-lKHSK&JGIJ++9ua(U%FxZkeYU?1TK{@C)Fu*fAo|xq|P|vR`pK7pzi-n$^ zfaHWKF_v+JuUO(nWVkW+aSNFIO68N7Doi1w{DHvx6~|rE^`;)GNMJ$>@JnOwv`GE~0#gH!BePa` z1H=B*Jhy|Lhk*a51xQ83CUzC=;~8|DzOFaJbKo{|Q4#2eKKxHsyF!vywyu|?J5Uhi zO5NA!ON;uEq_|4KyVt81yx*nJbpH3`{D`#EaYYAz*Fw+jHpT8G$*TQ7>39;|okex~ zYi49MpP$8B{?_wbmg@#0C=!?P3ApTNM%L#R6`7r{wSq2z`;WpLmiy&zgg{dLrHgs?DrTUd|{< z^oinmwD~`%`)m;lK7V(n6gxwt$fr-d`qBB=DDW8QBzSA+qKt>0+H`^O@n?|F?QV7U z`#IO3iBYsS!EfoYFWK%JV$EY}lr-rUOM8bVeQCMgD*_PKl5jFZkU z@n^tvaUHIF$5;zfozaqq%;j2t+vI7;SLlArHyd@rIX(eFvy*W)E6wPW#)mpcCJRl` zX#Q?OSBIVp3qf3LQIrk|0c2^Q$0H{pU7xkfMKqm(Y!3t1tHrDKpX*-0u$3uZ zZFDQ`kSoXcYTnoLG8`E2?>4=!E8LR~@|YC75eLZD!lMj24l~Nd;Ll*_;li!bq}Ewd zIv+_+cAfLNUao;40JRSIB#wFP?!SQ+P{PZDJ$a0*)Z3gISNw86w91NdA!TF5Kc6EP zI`$I7`@P{#059ffOIU1`bOa?BtTZSfM=S>);WB-vkeyRC{cRCpJ&^j@pV5ClEI{U}V~?~8lZYSVr6cd{XRs_55&8w<6*i-Cwq|4I3wvbWfYR9$AMQiaHnYM!AmMQFJJo-ve0}`jWaX*IZ|@7$uKs?w{R=0`DOW~^U^yBI>5o5Ez{{_R<@>C}9* ziV`WEJOb6ASylUIakhm8CiV4qWUPr6 zMbwRd$K$NQ>(RZh*VGRIP*{-IVfM{?Rm;}6UgcG1(s0}To8;TwB_OwlEMrpElZk46 z-$Db@p#drPwY)_X8ZGG;{+G+XeMbV2;H5vBoSF_tTyxiLC6FSlBAD|I=>A^2?mMfW zp3c|XeF1R+%zqgfxXk(;IT=Kw|Cw$D1c-$Bl+d6Czx*E+JW9i#XRqaJF6`vqe z2R8PaK(T%j49Nu+C(tzFnY9fkxZpkcbD(-%tm88~n*jw95v~?6ncv6jEa%C(WML;} zK(rJY!zZ559e@Mrm0GpZk`)dIgqEJoN*@-jyPu>HYYC&XCze!2=_`mkr?KhR@UK$D zd?)dG+*zpM3=~U*u^}EojfM43BF3Bb4W-#HvQQT?m+cWEWf;#orq}yti117lpsZ z711;EG2^Q@@UPN@(Ea$SErwrLlgra#RwF8o_^F?k#J4b4QFHE_(7XzY&QFow`Z14U4C%?!r=B(MHaOZDl2CoOxmOk;P00 zUgmMs{u(Z?V&_y#ha$-Qb1-hx;PJJOIO4^~F)uA?pa*8x>kzK4UUPZJ?s`TItC7zr4*WkaoWh(Omk*V68ozG>j67|ZN0 zTy2WFu>t@51X`XDYDrb;xB)kQXi%cV5RC*7h8X(U9T);XAzoxU!%)(p9Ow3 zRULPF7F$rK$=$($b)-yDz;xtb4>e(N2RK;l&M-(o00eJ9&t9yGFf1qHgQJ9l5$h>p zY*s~r8Jq0Ix|-gzR+mtjMe3jAuWSj(ypznn!jq-P$LD2E6VF|f&-{@w`r6HgX(~@x zl~_C(B0h-iO0g!bd_{l$js-f3<;>#Kryz90-lZ*A3*Ce)(K~i7pTPf{!utGHPrqp3 zF;MBcaaFopzrrKTLCKhvfp}r9bMvR{XHLu8*TowVbiY17|FwWt_V2H!lF_={k&5b^ zdaDKbektQ4VV)PCc$GgI8qxRk!qs!yZv6gv?U%sF_2ayKb|rmvCEen)B%a)Aw|0Vp z)^B^*D0tT|QSe&*5tQ75mF^5>a&7B1yB>V5F3qMhM{=2LUkN^pC^Jxgnd2?b$H0&7 zcJ!QZL=;6=?~i35pAZ=I7WM8$G|6<5z?=);9G;jE?~7>h&;TUzXBa@jeX7G(0@y!; z2dN&XfBqG&YyMNOs4_kSj0u|E4utX8iQk|^fY3gE^*@5G#{0__ImhvELz6OG`hz0} zV*t6S(^p;z)=xK&ZGv=bD!;m#`5{K={c+MH=B4`msoEbzV&b*?lWW6e)mEqZyZ34B z5IpxK2puW73b-S?-yERuyns;CGA|*UnXa_E;WcbKFeLFo$t~I}r@4$Lg^!G(Z{##I zL^&?zWwPhB@H> zZBEZdA{C(c?6Bv)_-oQ`Y?)-*lodw}{zAVW9W_*Z)NR_HDCherT@i&Xmi#VhKvjHe z<*(~^k{3dx}hC>Hb4 zFBaWi3a$ARi~+{9Je7K8b1YK(YKdZr){h^kjcJV`EeiR6lwCJGThoLt?EwIU2> zmR--ht-@-HjpzMOimx24#1#k95MX66Y>Y5T^tGR~>vB5$b=Wj$&M8S)8`*uAOxl(m zV_eGX-nA(l4b#x5Fs5!h`HM(6A=vCjJD(!%18x%)hgRFuXk_*KDHnf1uPqkfrxHXr zKo7F6_L+=d9-mct9=9mhCOPD%j6`|Nh6ysAzAD|Gk;dt{IAZiVh|YOCn52i8fml4v zS8o?P4x?0}6aEiPR~-~p_xCTobR*p;-AH$rlysL!ch@2v(hZUdNP~oQgMf5*EFmBu z-SFP$H}lT$Co}AF&pqdRK8e(BI?s_VpSPBL1(~zrBGEur;zDTjA7%KK-BwjIA}DUL z{pw1^$apo6bvE~tld#wYlQfVF)!Lf;o31zWJX?*;b(@PevDebAD8>aoRGhqU*f*>9k`j%TLzc#d4W@_WfKu+MorUP1uS>*I0? znR{J)9ZOa-M@u2sf_v*j(-8ML`o8=NPMn%d$-#67adQA@RT9)rcbOn zO{Yt(KTw7XsllQQ31~6u2eO>E-jqqGYE&2S$hB>6y7tm26p~R4Hc&8jnw(A#|Bk%n zXF!Tu!CP*hUnH)A8=IOGHVJ-gpjz{LXg=}xJ%0Tz01$AS%3X2td08>(+Ubr8zH&nEvk6$eK31uUAYw2@-BtrXQ)(zxy`SeFe zNH(n!?YPeIvA!rFDg}HIom81%Ir8cz)QkixnnqDU?z%=}Tm2JvXJH*l9$3!(t(Ozxinw2E=RZ!@F#Z7ZU+J~SJz0`?1p7Q3|9c{Ebo%}2 z^6+_pE%@7dpb&|%BwQFAPjsl*a zPRyt!x5KPr=MJhc37-!4aU+b&sY6b+EBxHGxEGa=e|*89X}J8;aufLSy7+^q=l2n)ysh zeUHU17UZ*R=6?|EzRNGA(bm&A%Nf-MYQo_gXTlL^H$0fQ!^M zp6ORHfcG1ohBmixmz^)>JzmGr>dbn>qjRw78TW)Iojx3JBG`SGGcK^DTH4iwaLe@f zm0RnWU>IRxQip>A5mFpW$-%X$#F?uwBAK*zidi47MUalVMm>+{V zVG2J8{670*&kntTtmu2iri(6)fNP3S!vH_qLm~5U4O9YIWVcV8lF<>MDr%1&vFD(# zV1?gW=+^1fiO3Rgj}7~d1^TfM_guET;!=Xvt(Fgdt zokyQi_SABzr9!Dwv47)Hnx|fH8QYg~h7X4;_Rl`?OMl-J`_VGt7R`)ah3aXbX|Me8 z_~2h$3Hal}Tx1qkp59!)5$z~2J(b9c)&xRe4l7TCYuI26nw?~pSE^G_mKQ;MI?JH( zjR*v2J$8pS{d^mM$zx0feEK&B#*l7w=DWuykCnAhd^2zz#UO}3h`2kZdK4nAQ6L6X zyjg1~wDG_~P-LKD!Lj9X#86HA^blR#=i<9_%Q=icz|uzdH1VuQK|kPXJ6qEgG)`la z3^PeWtfxQQ&ADkH1Jvu2;_6gDeCAv>21~cOp($Stznve!=a2I2xoJ@ee?>L~z<8CQ z4>EL+P6li4VM)=)gjWDfssgt9rn-W(!D9WFjTcz>NxdTJ1>1^o8Hlg5Vq+x-N;RGS zVNWd&l`pR^Q24ob`)wggagIi=)(}%jGCkjo9Dr*0c^1n(N?;ts&BTK}I5bPTjiiD+ zgMYx5>c=Zx8OV7#mL2-$V#gxlmVFam#)6ef(Q6cQf6kAM>0jl)iojubZ$IC=o&68g6o!#am3 zVqf`%O!4P?S|r9$#6Qu(a0lCz_`n1-)`@(6I=uOxFqfCPDqL^J6Mu^1EERX|LMEu0 z&3dMK=f?IO59R$*hMJKZJx=}#viEVx`$zxg;KvH^RCr$cnsJsy zCN$7Hg613s+pGX=;JF zGI1wmXz%W9O36xLdo>qJMo9f!B~fGsH-l z6p+E)^|U!YvEVNHdyxx^TKh%{EQ*=8o9H$>daJ2bGo-}G%Ks^A2J=Q!O5yS}!FCEs z9JtTaQd+FK56n7KE*ayFN(sZp^r>koD3-kH1uW@Tr_X=*Uv8Rh7z+VTOTWDoUE{}y znGEFMIjiBTHKRGohlZDse~^kycBz6Wcpx|Unh9j@Ycdv`ww6Rg?f0C0VT#HLhKNAV zD-*8BZ_RQcq{-rebFx$~lfhMM(?}4ZlICAU)T1?Z<(mXpc-3m=!DSMXI|s?;yPYre zI3sASp~p$u8cbi^LI zR~<*WO5Z`Vg?QiST?ki=q1%pXzTe9~%h2DqL3b2H9ywf;Ix=yItkJqb{~R}dKIpbj zBG@6ypavue^8vSu^6N-I5mc&Z^R~gx7dCF$Y&31yRNi!?g>1KT%@HV7LmZxWa^R>c z&zAWm?%mQ4RdX~LbQq8MF~?j>ZGeHdNU5**2F@&wn@hX<& z8HkTGSb@&btm%OpLdz`R)qeJw*f8uJhKXZTv5n zD>!fwLv&+U7sizJ(~q|0^fkU#uy-xGJeKm`=sy@(^WW$Y!xjP`H5Cbb8)t*_oT@YE z&$JN)weeu(DkK}L?tl6l&?9EFxN)U&L(To$TJOc4vz+tX#?xK}{o9+FXuF?gaWd|3 z8r?igR~8v5qESqFJ*qVfw|xfTL<=}|h*ty5O#Iyi=?C)apt5$pVyJ^)76c|z*PQlaXN*RqzVf*F3@lAufWF`Mj!=QJ+Nvp?@SaYTO zGV&VA^eACQX^0Y6>Z^w~b!%SxFJiZ)Z-~tZR117azi&BId#vquwfQ~ifX9n}YB=Em z&d-^ISM}QdTHYjdzxroo^l+~~{6RcK&H5RGyKG!`l{yyPhBqGK-bqD3g9w4XU0v|v zENel$XYvFS7e2W>z1avp^%nOY7T#!h{A#)G*^{-={mQ*4Z$n+%r_ewzk{b!IL%F zVmse-W!3~ec3ka7$Mtr-R+6m+&2&37t<2v(W30qAGy-DB?DL#*!-2beTykf%M%=58 z`hf?zds_%NQg41c1(_SZCC5U*po?+GiYud$P5#!xR=1RuM3x*%`FOZ0F8! zK6NAJsW-X#ho}?H>@>GOhc%UubzQHSIxRMY;$s8p6v6$aH60#3xg-oTRf5mu$9FSC zjq&r5ii}5WhQx)tqeL%%ANYfh+q#T8g6v)LVDTm{eT^BEEiUujo0-gHO&f+y@p(O1 zpTmF8cf*O%>SB1Wl^BEh>-;LC$gI?|Tm2igwnLHC9k3kJ*6XWM3Tz;?&TR|{isZ;u zkP8I;@kUa1b@F-})R_OCZcEUJEm`_#foygX&k1`rEh40->mh}Y!HC8@~4SpSm z`~Gs;ar5+@-%!Gicp&Gfru8j{b=M6HWkUEN)q|Vpar<*KB{>EoOw1e-GFfX1+mc%H zK;RCjz4IVHebe>W^$>Ki0F5X6{4t{)rkc@p8epqV#)dK;g8uo~iKRrIWX3T;)2R)S zhF&e(Xqo_v;SDo3au&PV^)!5_4<|XU8ln<)cBuy}MOlW%d$~_JEkp^DiAXEF6uma`nCDvgNbw?M_;Q@wZJ{nl_#iT>DP0d=J16QCEs z7QISkD57o^qe~s)^Nk~nclU9XU-wYZ<_98Br)VTT^^24my#->wWh0P(c)d%F-BE0| zOgTlsW#&lH?DNcV+R~`W)%t)&am+TQ5a_8GPMFWVcI~xmU(E12hA+dlnu%7*WwvNZ z{NZ^_yQ8V}&4yT&ASKyyXFN`rRgaru-5w>puY1O1@&SZcmJrqTCn&n)VIz~pV@!wa zO#ig5RoaSoe%ZcENnnV3WyikT&R57MFP%10h`vd(AJL)v_6jquQJbenwEEt`a@npN-|g#daZkz7jSP4NSs|t zs3Z^&Hk8>Pf-<2K@Coq|3l@xJdG6Y({4o);)f7AR)o7RIMA9RWz`^gm-7tEOaOh;i{>zT7=}X27|ajGPCEZ>>(JME^Y%*8lun0JQP>shbf-0@ z@zd5X_`HQYIDlHZCRd9JJ(Ifbqd=~-7JVv~GSDrsVa$vBiAK&MTIRA$_6JJQ&89!N zh7oJ&N)xK1jl=wfdj4hBbTsB& zoGcsgcZ4j#`Oo^iu4f=Ks=zOO2vjBG?{BgSZ^8(AzSpSdt(cJa`T$n2&*k@53l4J0 zpLmWL*CM7J1$ZbB&nANXKY(}vLZlu$60~FyP6-uf5ET{~<|q`dh^R`0U#>uGzaz|vJeP(i zO{_guojz^q3VU4x-RdN`VE}6U{woYJ8UZJrnZm8`&*)&VI3PoY{}*fL?Ze>TIw6II z*SrAdUm@|St4IG+f1kS+-F)w}D`(#YPaBheb*4`zrwv`7f4Mw{NWUg6XYHnTjLKvl zP2R-Iu32_SMJ61j^X-GflK1|4&EJ5v(31XHXErnmW?kCsIRiZFfHyKr_7^kkq zN}waNP(Ip_3p2@oMtLgoK!-Jf&0}e-|emos| zcvGW28>}>!j8Oj?7!xKS@Q+9wObxO2C(~P~5W5H95#Rp7qD!@{Uxehm!>eOOOPBXp ziTzA4iX`a_>u~m&)Q~m(*;t-=^Le=;}r_njda{5it<2Z58&=V$z;fQ89s zjY$x(abF5F7rq3yrmAS0-Ry9LL%0h_b^kfvlGE`Yp0u_X9wsWP& zXn@J=%*36WLDAju+;~7%Td+LF;)Txzm?$M2{ULIGncivbp7SOxj1r|bkd~SNb+|-1 zFW}G`fa;-zJ&Qy!7AkzwMStMM z+tgy}+*KXg-M5SJ9v2}ci&*IJpS(lULt+@IC0f_Y;`iVRL&$!S$on0o@w zomF~MiC>wL84)9pRzl48P)EUt7aM-Zd-k2yw4+P;^nkYpf|FIZ_4!7sD!ub!8g`&!Qg z+PQDk3yvN9u|Gil(i;o`vC1>~L?!3;nkXJDU|WIhC#5;Koxq24hHa)UP`Do|4((l} zNqy(;U@NwzdCkvT6-K`mwloGZU1_Qd3?56#bip?lFHEWBEdjoJap|=seqv)f$7WKd zLZ!ZOEnOC%SWYS#hcnmtamRXL?U6!fT)GPF)2~1<1yFm}Qr9Fmx}u)`GF4@UuG<>e z!NCID`i^a4!i=Rbhp1dXqrSx{wyuw)D|^9O@^Zm4bZ@LqrkEv>jpITdglg(kwt%y+ z!Iq^>$<4y%n_udjn?PcmY#o$@;Uk114G+lV>u6#7wnPce%Z0o;Te(_;OrdbE`g%5s zckkma66rCFYRj2p_a?}X9b)J|9Vckip=qtU z|Fr&<>@!_I(0Z&fXaHN5X_!43A^RdoVL3~Vjzl0PHGCr4QcG$#{FOlQV{}F9t~TrG z!1$wW>@wCjo1R5ZhXi*CVgl4itHSs5aDbwJuxv6S5N<&T2>knW;xZ0$v1I#ikD9u8 zOfeNQ;iY=s@9}(CT)(fLzOD>ft-Sm?Vy|NU2`4>#iOJf3YFPV=j9z>>?XobOB1uhV z^#PtnxAOjn*U}#%T~F>X0JPR0Ep5G^+Gyl(j?DS~Jb`)6fOGGx)Z~8G`NeA#lgcP) zdHR#N^QsmW%XCkqdx^4+(*%-zlDR*w>|>XFK603PE1`M69f(U##xf=Y^e!8_Y4AY% zS!Ifv@g%AEs`>BdUIvW92x}OQ8AhHO*`c~PwOLsFi9$!MsBWboN0q?^_#P-EYm_r6 zB++gEu(;-U@j1!;q4q^I7;Es)ACm9VER<&;10Q!QdLnaxfSEG6-blw`!m6Dqhv>knL^XCrM_sVYE}{khmFS{QY? z(r)&OaXCZ7?9cXxpb%HeNh_6wjau+ENU(J?NF^5X}@j(|pytromByzZ>h!UKcPnntTPD_>kC_^&TBD-irQl7A3P8Z(KbOZ2zhtgU=qmh`V{t#zN36onohez|)6EuH!v6yuw!5O?+ z-0|E13x51UcKSH}l+%2Synz5s$zXd1O%Xgc^Ot5&=GYQgj+in;%Gkz;j&JulDCU;@n+K0LsdH9N!+yx?n-k2hmADB0Zc*?)viNtu$Ua>e+QL11lw9AF2dNC4rh4AimPNe6g4+bt)j`s zAAAZeun*sED!z(`FEAPuX$s((bhW+bTFZukX7*?S$XlcQMM`t>Phrj;ZVrx2Fou~i z?Z2XFq`;-;jo4*xw&~*`ZoWD}dA(whE)wh)idv6;xC zu~hy_a$_J~GU9@b_9%}>UzxswCVVok(%UnO^aT%-894PsR^!&4G7b~}DSLL1Qo^O{ zT{Ig5quMRiIvRYB*avTW?haNBaLxL7y%1QoF&p|e2fcq!X z)4!-I>A>{lp_fMVsiA>WX}KpFmA!9_Snc zTwDTLGpZ9<$DLy*6lAZnBs`IAkC6qo7Q?%qhclE2J2(svKTcqr$)MI_QSKtVbWokh zfL8-vr8jy;DSV(0bsM*7!ig(^GecdK2*o+`?e!sH&PdTDfmVMo*MK;bTpL?83YQgyFy*Cis@^VSdBm(L81I1>} z>(AnL|Gw~#JC(g?TJ8xDO(p;X2--;Efmmy3>&Wype8Dzy_un6P>LzAl=1d<;bLxD`8~-A@VB%|Tl){#A zsmCu;8QLSI&Et5`@s zlQ;VG2($Z0D^$Il5El!MP2E+UP3`SVV~^ZkJ2cw)#>1XBBfI=82Fjtj;j~-?N4nf8 zn$TM3)Zm-ap_;b6WHY2CEpF_R$l&AZqGNnj+#K4%Y*<&V*U{FQWDrQ)5E`q8$ZB&Jh>=wDl{Q8G2>iMYGF#zD zle`iif6dC6R<@T`rpo`;eRM4zreXvPW$UKt$d_$%!qRy>ifC5;%_ZwHeH^AVHy1dkO zL)biosrp?S`D=$XrGCw5+-%fP*PduXTsWvaql9$Dd+IVG$}fOOGhdUF_jjvSwzE1b zV?l{wkI*v&jy;dIn!_k!{voMiHW7Ha9{${_Wl@G7uBG`gyBb)zp-#SYns;qCkMpj^ z0HEa4otr=9wZ@l`8#Gb}n6>qnvXbcZ#wbKE!M{T!hQ*x${!da*lUBHJx0s__e=jmX zSLWo=-Ul78J+ue}%|FGu#(r~zrza<4a&$>nLR$~B9?`U@AlmuvxFX@CTYbSqQx>@0 zb*4OCUHVKw$iQ=@6R@#6(3$_#CBN= zMA5op?Pj+*dE4IMI!5O6h=!wv?x$d{xh$CG2l#HLd6G4O5l|BW4=nixoTbJo;Y)0F z(y)O!fq8Eb%810d?-A_^dNgH`OvD*n^`>dK(ZWFs)mUF{K>=vXt$e@MSWvhCrsaZ5 zgBYu;SwlAT;85nfqx^MpSPZcHKX+kiUnO&pX1JS{YKi(8_if! zAZ3cP@}Xm{5IAV@zKSsKRNK~cy()@R^vlzo^v(KBX^6w^z3P|X$I&jQyT7}o`K|qQ zvu>!?*E%fvJU{V6@SauSS&b6MD8u-37*b@#g}mOSIWM5xpuP~!|T&yD#{ zd*5`|TkXd7G(qs1t|UR+HlSg2ROdMNFXB$0EBaXcBPrGxe$-e*6K5!= zy~zuJL&W88Mk>eYn;s(vKKanmqd^MnD1P=E=uRO*GnwfSIjWZ)!MJ)+gfP4@#&txX zJrf-An=z_0^gGD}{8#R58u{PsSrw&7@@;l=iV_Y&NSY>yga0IzqJ3l5q+?u*X@E@A zGR}Q!(9^CFy`6-`x%OS-e7ZJgh;a>(U*s|TA?${X5>?@5C?))G38pPxa@Rhm#U?|u zJ=V$6Rr~oc<|6!qo^cT3@Wy_6zIHm0myTTnZrq`(=V5uNJsPCuBD}XfSBrC)H%ek zMO2K-!(3Wmv3Lf7skfop1dTnR?ZdZ#{6?bVc@JAMGHWo8irEG z?1tK-D>hUH10I6^;!75ZAIQTbJmMxc&O`Z*nh~OAn8bHvPur!`(y-nx0cvI9FmbEOsVXlWFa5aYUwe_v$DmmO=2_^i9w zoWf3oT@bS%t1l9SvDyG&4w=z}hg#IZhqlwaKKw+AyuW(EG^p1Nwr3;tF%dgyVKCKS zHn~sutoV+KX8cN?6{{jaCk9v-II`IRRws#y;WJyCci63NWS7UW<;h1g>oJ}mD>F-6 z^!{~Azkn3G9p;}QYO_=atHd7&JXV z5w0x6vDfT7q!bwdr6x!?3YAD$84tQr-c5bCBTqWiNK4xu)Cj$_k7nhDo}7tk#Db2dwEskv4d1xZ63 zyel6M81Nuegdi@0WqLo z(*MamWXz{7cmD2`Ic0jUT^LG0z8Pp-c%(WFu<;}k4eyTLJa2Vt%>viq&OZ*MM@SZQ>aQP*O;gjF?-oycBrXC?}<9loHrm ziCn_7c1FBEreRH8$63R`jHcHd=w#`Yn znm#-c;m8oE!ckAgc9X>PyDAGSHE*g2EAes-2HnC;oB377spKy&3EA&{y?TD`M~|cX zTBeZt)_LP1K4JAbW#f?oSk_9)WNs5n4FlRJo=QX?FT7fks*8N%^=)4)MyFnLoeFp$9XTx^AF9VLuA=Ju?;{Y2RbT$b)Q* z1=_VH3An0_!iLGHRz2_rO;+! zvk%wgUr5MDL+Dn2mff3d=C+9ux{Bg0wzOdbiAHKf)NC<4 z$2igMP*{S=zsQF!H;^wzy!&)^I~j=|Tk^)D{4bsXx}I~N@d=#Dif16H)^73go3Hu> zJQW#s@vPe_DioPzbNpL0dYkRT%hcDg zi|4;U%pr<4xg}N_E{XM@Bb=(-+j*UUcbrdTKAlArn(=E zfvbtxf+z?_?r?((U5-mTBp z6;*VO9g;E+t9Io*rtLTBfZxy%+CdBj&!jXXh`k+6##7iU{WN zj`p}b#_YOb$*ZWv6S3c?RxN370;(FaWZ{JrnMYQhZSUQ^cH&wrKR9AxNKQj1TYb*Y zQxeu{ZBZ6t8MD3{F5R*7W3q1UzM(<~!dyP;>3BM%|zlonWSuT=yn3W3TW zrfdT^*+9r}s7&3SM6mzD-*{U9sKz7*EK}{ac14=)%@(}(53K$+O&G7ID=Vbep#b3WD{A;FAdeJ%Jj_!AlGmi3d8EkZlOAPzhb*2XEK=%eT;so<<2u z-j}x5Ktpr$H`)=@A31MmF_nln^5)>wwLHrDYf6~F+y0a`RgnDtI3*lRpU2QMXP&%^ zr}R|o$XkRxPBJ(Y8Tdu_*3|_Whykrog)R}RbDem` z>1c2*>CGH6ulGAWHcX$-Rwd+ZM2PNYhuB*-b7vyRi6O{*CZ}1w1X!3Q%>Q5@A}}(( z%CcrH)nd#8cli9f2Hw2;=X)+Wt>eKfJM%yT-#;8I)t%2rpgNvTQ7&dg!0)ndf8!#_ z(C{KI%%9Hc&o^0HEc3EfRTZaEas_XE>8&t|)^2te^+L`B41j(k1}po*(z zGFi@4w40n)ug{sA4O^jXG}7c+%Zni)*iW!ii?5?uOqvnxrH$b=xHJj2M^wc{0vwMj z-WCnic1b{{r*JG+X$XLI?=!(4!plD`e>lA2u=Xv?c;yG38f6!=k(Ay{vFzc zyEdKx%8(6c7T?Iz|KY@vOqgpcf1oov8^JRpiSu%Idy(_j5rkY-Qh)-q7p$D|)28Yh`Gog>7}s$rAK#cy5( zQ{EdI(@O$SIwB8N1A&|eN)DTrQyLAay7!y2F8!af@}FYLrk8l%!-(Quc?nU zKN!f<;L4wvzneFMr^_WL>^A7~B-r?j$=@1x7bh*A6huYG6#8rxQ_fr?{0u2bC9?)F zAg)pouQ8*rfoQ8@64${N`OJglykx@1qYAy2a>w{iJ1pe=084LQEj8cKc*>auNt}p! zDp_1$-r-1pE~_+7UV578!q5Pp6ux$~HA|_-#bf17D!;6BDVsyi7m}lG{}Cdf|5``o zAL>$Pahu*eN*5!VKqW-X`Yzfv3iF--zNfsl=Rd(7yc{?Q?DI0fngjNv^Kbvi z0-IVNgk%U@M(ICZuoK6dKTN&|yc`{5zyU>yIQQTHEtP}_IOshnsia^;O7tPh=5xm- zLX(bsL1oR>?!JlVGef@E>Gsit&k67_`^$f-B0`-s^8kj5^ zxZ?<+F&Vi~3R&SZsi=LVEZFI7&Rbuf5BOQ*#K^jU0w9tDy)iy(!NCPpjakA(6W%{M z*V=OtQl=ko`zaC)v^hQe5qv`> z=qeQ$VlPL>!VN?bE5kP#S*Qh&@xV{g%aCAu!DpCwc{bxvkS1l5My86B$b}0aXSNh;$k22ms$7aBK#J_qkI`JkM+E*_i$>P9W z$(oxk0a1#`S#b0|6~oP#Y%)ER&%{=-(C4O~nuYD#2N?kRPhX)J`b1L6 z=+~(Zd$}*CPuQoP#F1uCj>?qJVADzoC-KW`^x+*z-NJd@IvF^mDOf!$L0x;G$-W@s zC{R83LJ1ejVd!@`DjaJ=!RP3M*1|-(JdNHYUsQg%y{sxXCRNBu`mYyN;nwRox>Q%X zVE&zL0p{Bsksk8pC_EErcj+2MhqSZqdRb;QEt)Er^2wO2-e@$#&_}k6pkLYlN6MQ< zF?WsJ{&SMl*cnrCTtz)GRy4(Tg|Be?$1w+_hzJWNa(NZ49@B( zrYg)uAk>t9UWjZ*2Sr%S!v<6_XDtae0B8u}qvwLrd5C?d)g1HccbYJP;#J1tkF<<_ z?iGW^!f7#7!8@ygc`eUd#2_qbz3Os^c}Jt@psq4kdI_>o<-5D*-zHXXF+uP(h`iR<79P>Y-ysu&44Ch1Q~@g9zYP2 z7IT0*l5JTiN4jYrj}64R$`U>A$5VAQ+!IPbhC#iC{XBoyO~ssjbHK&5eI&Vc3nHlx zkx{-I7Nz->9risxlgM-ArfMn0LlsBBZMySQdHDk0B97Fl!0Dy1Q|qIP>9V@RQ3W!b zV)xxEB$1lptLoF$%Ri>N?e(tqoqAbwQ`hPId5`xq@l*i>D2(&uQu-hqWG2ccb@V|m z;<&U}sYKBCW}&(b+^InzHAL%_RQNd)$+YtTO_88bTrdy9|CLBEs|U_w1r)lbA90A< z4o?L0?)Qj41`droZ3dk6>Vx8(NBo35(ZW~i`$oJf;~9v5wZP=NqP8N31Y};izH2Sq zZ&lw8s)fZpk933E{neZ{)Ac~5CdZmbIAc@~ClHn3)X4Kzq}O8wABp^Tb+FH^A|NrG z-fc)w3&m5FQ1o_wzSAa4&kv{sd0J((!LZ8OtV|`wl{9{bgyp=?TzE)v0=IEU6N(D` zLlaK#sIW{7dtBhTKm6;iHfciz5{W`2S1i9q_!8EvObY7Zv|9LzSs#2XOFG^lC~;xr zBJ56hL%a{dj%-F?UM{TeSEH`c?cC|=L~I~66E$S@2AW*rv3)+eeuBH4HS?+g^LSKA zE*0AR_r5`W7A_*?A1)->cB$!jnE=`sMYP+KyDrcsl)3y>13qZn+%O*tYz$_|T%n}_ zVfhuhCV7Z;oO@gytC=)kvT-c-Tu&OW?V1SEkyH@8yj|Uznr`yg~v+9D#(RA0_nGJp!bBh4AcT zc3BdAC<@RxGKFE!RO{!BZInJM)%=vG&Sh}uY*dOYbQrHW$w^@C#uq&X3;-W<>;2q~)P88Ctt0mGjsM;~((e8l?auT-*&r%hy0o?Nl~Et@Ps9)RLg zp@x2N203ebqB%#??vJjPL^JjeNT2fpovxHCOeK@UG^;{pXlTRI{HP4iwqy3^*~Jes zL!^oKB?$xjQEfOqR_Ia}$TvzG+G>DYD!yil*BP$21ajfZi{DGX+`^Dz^MagI)x6*4 zMN#x`HhnKm!ap!D^T_zrX9g;EXQngczSC-ka&+QKK&@{L1r4HnFeqySi?BeD;}3dsibn{Ut2x`B|y_w8HOn zzQX%da9?->B|=pyhEch9JDex@3oz_sqARk0hgeZxDPe0vX*zdd(syF{?=OU;pqoeF(*VSvaz91_1fUF#&JZO$kQd zz%|2CjxPxSp-Qt=OMTQU$^$J63`=6sIHZ4c(V*s)a?VN;7hAS4!_+UxQhNJA{9e^i zo>ZipxZ|{amp^bT2JR!E>y|*5=Q`K4~Z|$+~_U2 zVmAUZSy27bx5`1IimrbcP4{~kD>U!Z2G-Mf-hELMNt?to#fYR$+tC` zsad0mEeWc|evO=c)M=K5+qfT?2zoAQ>(ETkVW3ya#i6dIj{&iP{PIxg7(HGMxn^>y zr}Li)`eSt`Mf$wPvUvW%rh%Ipd$AJ})nlci1yPdPybhXAKV3gx@z?wmA)a-+ONRN1 zKkeq5n6`y$!2>)c@mX_Fo zj>z!??rY+Y2dCm5JqMm=g{%njh&0*;Z>zS(I&9ajRWicfE2bggT8_8Kw;bU0y#_=` zG+wDG=0S>n7zZJIdd-6OE-Wqggw=@mCT-!Z6ce^*{l*e{|HbF{SM1s7z!cOdmQlCd zYIh_)3TNwaZh;>j2*X!bMT??E8}b!?etP^Q23R&-nAHR@u0Wou$G+e*B=@VT6N60a-{mmCnrJz5;0O1uw# zTcIjR%Ev8nL`InX%~#Kr87s+@0iz|wBQNes=49&V?T2xb`_3QO?iBpw$sBFOg?Eh% z3-45Jy#m|XVt|4uDG6L_T)Hq~%eUqc$Ge!NRxLARbeMgLTa*lsRzlw}>>lm|C=(6H zw2yy*pY1p=Ras9D)K;8Fq)Z5j9kMjkv@-z#myGya<$^8d4HAQ z=M$F92#;cV(y+j&bEkFnLYMuElj3}@vtc9WwHbZ%&#K~w6aV0r!2Qm{%z=v!t1q8f z&Ll9?iZQYN?X5S!G-UC-j%^>#t8Ow&Fh2pQv_qdqL)@`7Ex z%<{4`#rh1-Mp&k&koFPV4K1n)Cja^aI-{S04)?!!j`-SqnNAzoMZf=grW!)ono4ih zN0TlL_5GkMlF4r1C}{b(gW3cAkcs?J@+&d`2<#7#a|SJ+hwHD&04n%xe?*TSkmM>i>YzdS<#0Ta0{iDscdS&6?`=+n-*vlz zjjtCU6D7cwDteyyQiRvdmGg-bL5XO%K56pDa&1*5>!=0h@xh--sS=S=?8aI_%F%f1 zzFT;{#bL2wlmdj>z}33V`4}fttIo4#oGOjad@srNW-9u)O^P!OWxhF$Y`?KEIf_q! zw4CAc1M{n74kO(LA#jOO4VSKJJ7{Ia#VC-xpBEDY2~CoeDb0hs-=;^I83<9+$!RM)Ww!vm)xMd-x6tF+y2ObV;5;^p_Ci6$bi1CZ%!D-S*^|D8YncT3^=ck_Z3j(jd~Ua$Uul011F6rV=fi?lQ=Kn+xL=_B zt>m2i&Ik3k5W_A~yPWtXpvA$GYTImDwz%vv5AWM(FIt+`$c4)wRI{StD%p+`be#YF z$k|rQn8sNwP`t!Z#Nao1-$cQy1FsP}o#|Gb~+E4}w+|Ja!Lpd%sLtc*HRD3?CZ zlKKR;m9bWwm*_Z}nbagNxj%H|YZMjn{r-1(gQpXT|)$C=dEY;86Pg z69(a^&`{Qw{@MZZKH0ySo%7r4EO5rIEw_je}H>(NIm#o@p+c-TY>QR9iRdvcM zFVTaf_j0TxWyS^)DC9Z^LtXDHo-9(|qD!eVch%S|)@8*=XQ2+~!(#QBtgV;ocV_(V z$1|Td$6lK&y*t8b=7t-I!IzTg!ZO-RzfnagVTBc+rs2pD2o15ht+tmU74_81C>$2zX47__!RpFYK)804uuS%cp&Ah@Z2Rr$dr7|Z#8xQ=@BDBOp zd5)l8`1R+mW{wobGh>qZZ!E=dAS1_qX@cfMCOAv_%!vzve>QYtCk6l%c?1NYgv!R+ znAR}a)oV~8flUc7ptw*Lp|6vKpOV+}jU6LX&uc3>VV<$sBRTv&WVq{*z|Hi6uVE?? zDyzeSE3?QGs1+2*8$v&{=sGB!dQ$l9h`x1vr{Z zYAhOm(P5gzNM(uSey~N&{d7v_9Q(%=wyE$IB>UEbw!HR~tNR&t(cf)tU)B!ETw9S}ya)$5I5)0Qtmz znK}1GXIZZ?C^S5T^&(qR1(%zH%yzGNY3PXjL>yPTOroxc5RYvYg$S{vTDUh{0K8@Iot?BQrL zF|rChO{tvO@GFv|ZA5KVvC)8Imj|@{AAh2xBz&Pfs8Gy5&u?iMXQdEYCWCilo^ab) z(VRZ7_tf8isuI=XSjb>S3#;_J&rwdv4-!`;2)l20S)9_QIWIdFZT22)%~rBbq7F>_ zpgFobR+UL%|5YetfR4 zUds1lS%)Thc2f;ie576DVp* zWV!1GpTeu4X#m#kP^iX-jN6Si;PQNXJ8c4az=f%y1I^{c5k5A&(n!Gy*RJ~{S;3)i zwJgbK3Neb}7n--)e5iR@d=~?MC?+)pva0pcUv_0aX64XDP66Qz5R+fu(iqf6p8AD5 z+^^iOhagSXUS<*Yuw+KwkW;}Q5`JeswXS9?8*RI2OGS%4(N7MOiNeTjLJkj&7-OOv z7n7{19_`+#Y}v^pY$ntnC*9EMYj;699!o6jvii18km_@j=f}$moX3Zvai1%?%=?j$ zp43g~*LS81-=+d5T7^Fw4}DAjG4Ug~@a_@C@4kfT867oC3^fMGc$``ADsNiT>3Eu> z*hnQCN@Svz{mLaTN)A|X@{>~+%C!Yu)1~GTD=f{a(Q5CwFYbEiL7{oNxc2J#(oJtx zU(Q4YGS;@3PF~GCd!BLH9a}^O2blF-jD%m&1L;lPYkYS1WJpyUvt_b~N=yQUJ z^f}HParr}ji!rrsmz8h`?ojy9iZkOCO{-gAn(&kTuX98lfE)DJ_+G-vCNZEF9aRJ?ZLR?wpjE-J}_kX~U zP87m%2fp??L?qlG90v{+YRtrmgrPFs4p3T^^ZmSrD(6G48{Hi5k5w%Rf{93~TgKf| zPb-jVoF7FE?&jwk(0lRRMwXY3`3#;1f94~gbU09#%ANjP$Nl43*}{QamM;qxlT9#H zl_ebgK@lXWLMpE5`q^YtEMK=;NQr3KX})_!mc=hsXgt88_C1i7XuiS9I_%FJA)){Hm^ zZqDcIYvNDke&E@IfhL1)Fe^{Qz6O1WFWm9S;A6G*zOQ+U5{j~A6uO0q zN7M9LdH&4RL$v* zfr1t7ZvnpF#)7C`lP7*GJ*pHWV)dPE(@jq1qmi!3lGL#%9Z`%@h;u@E{%_{D61>Pk z@F=Bd+oh$aUw+RNTz!|LDqGNmGwG(2RXXJ*`yO+FlR-3Ohdr#^f!DOmpF?;_9LF*r z@At1oA57g?QGje}-_7pV&$r>xec3ec#c2C}cubxZZZ*n`8(E^Gb=*7-QHegZ$VUzO zogk!wnS=u793mcFBMcE=5CN2dB#JQ)6D{)ZMbzRXv5&A6fM^n{$eceH6npPRetRJF_uHOZd5>V*tdWQ{vqb5h5Lc3QwtD{ z4MjA6iaT4=fktJHkWRL z!^GoF*ZZ@IAKC*Hzs_ALh78aqN~Vv+lbFdS-i^gmBZw8LM zsI6|+J7m3{z^dddp+Tg4aP+fxH<$0K@CJ_xTf;pVn@F zJ7>;@0IS~ch-ZmiP2IK;z1ec&EWcu3$^T&6%l6BIaoo*AfoIjKtr`E!SMV>NP+rdISl@qw69`~DYu z2;|{wO*;@VpQRR^pnLcCP%ti2I_LD}`(y_SqDkxDnQypL*)V2f@))Te8cCIX8SQdw zF6dHl{NeeM^#VJ=F!j*yesQVTuD6p#>1@VwP|SXeVl`%haG7Q9pub$0vt|G4?b#5Z zqAo_MW3wH%m1Y9W&cRZDYChr>P! zI1d3_tOA>wAj%=9@ou!CV#nLl#8i6nACZ*yTV%14xl$_8v#FlwM^Hy7MdaQjd0M$07aJK6gI4aW;K>M!dR@6aZ5Al2^{JFnTD}(x)nVlPQg6HBw&6lmA$d&h zXtv-itAe|u^pylRTU%z?bP=;C*4};KouxPU!I*rTdgZl05B&Zc50^B_nbn%0B1#6X zo*obR7N7sl*bu4;>knjGM4v}#Z~LzI)Zqvk^@GfontXU)k1IF;#ckC|io?eTX~vxc z_HE2@AwIGR*3pP|;m9b8e?7n@^O!@{8$2CZ0;qH-*Ad>l9@lHBVTRf(74xqW^o))G zkTuR16+`WrA?T;;uH`faqh%DAFF&{$?))7Pkv}Z(rXSHaVLYeRLKTwp*_BIGiB$(2 zdnWVIaId~m%r;B>e=oobLhkHAhT%G)Y`LD+tSzjxtV_8qDBh-OWIW3df^_L$LWL@ zNG9HPZVt)~W8V+~gj{)lS`362eT@pqTNCx^6WUzL8M-UZ?$U;un%^CcI^^EPb=)Q% z6NSGs?Ba9W$cTV8?@@7{#1O+h^W5C#eSE7CwMICL8sSAw28{R2BugkpQM9wq2Vus1s{;HBI z$p9JcE@u!T)(p{pIA8fxwo;2fh#t;&C+Q}so49*-?o`6jbdnxNJo4KHhlV8k`d5h3 z-}d+;;;*F{);Za-vj$GPE}Fik23Ew#B(w1ZNbjLyxX5soxl@oM{np06+?f(+!~^=b z^AKXEhfG4$exCze9^18TMSq}6?@UObzBV!^9m(IN=N!;BQrV`o#MI0t>}3bfKI8R& zPCy5kH_CQ-E-F6|NU50)(jXO^CJgZ-03TELQ;ok>D`ED>NkL4!k?{YvRL=}vW?mR`RS7FXf_L|88I8OpyC zbdi~<)3muMP_KZIFTt$IV6g7Gs{YQLA4(q(JVW379Ut|7qHkoexoe`=+f^fT5cH?KDm%#!vXY z%Zl#YcPSxByxB9^!7C(qF}84<^N7boYX3}=0}gk-M3 zY+e%~O;_M&ho*s@_l8$Ttu;!J2{Xa9S7?*!S@_((-Sg=Jr_h@NwEGjKn};|#^Yia2 zKULVA+F;^U;b>*r+fmao@bMJxqIcCqgWO4#E?ys>f&dsRM%d5!kjO#)cs5PGB^R&B zhywaFuZt@IG4n1YG1?bNl}s7#%_>u>)ViZ$0X8SzcNr)d{Lcqw-(cdT*Y}%Lz6ZO` z`7i_;g0f>$%QM}*dr|N8#~pSoUsWax$-l=OU_0dCSbI-!pQ+D7QNwq&D*Kb zZqB*gYlc1`{f>EK^mO$hEDXOG`LS`M3{iW5frKWhx^=g;`YR$J#*aPC9>km@3n#AT ztoSVIFeKS`6WILQkONO6*Ez|7GG3~Ofnj)>pvsde%%9(6{-zzp{=MG)YD$w}t#;tqX_eGu=T?*&6iVmKQW}60% z99L0JD9unK;bafn6eth?`}*j8aUaC>aNlA$Rpgq3bb?5!_~rYMqzoqM6~1(Co9?7f zy1vH&9eKT&oL?S@t6-vjm;H>&UnzfUy2pbegqO@(%8vdZvAirsj=M1M(=eI1W|6ze z0 zthdy3I*L`yiYPY6cw3DHU@*;U%rc4k8MK&3(;M4&Io=l!X-p7cz3C62@W^SgV4&NB z9V?Oy6W9!CDG2c=tB3-oXL)>l$4IK;YZ7Zn=+d36b}N(hCUy&@MUUdC->AX82a4w@WHjVd=(8-ED=OwNQ7OWgAu(h~y}yV1?i%Vdo4jfA zFagu|?zeSVkJ2xwp>Iac=D`?7VJC-i4Z43cb~uosMwvoJjFGi?2PxHj#S|DIiObY8 zKh-CDK=Ng4g^-!#gUm7km%MbX`rse-idTneZ4@G^;2_^dPkWL9qW!Muh0S5<8bpkq z8NZK0TtT9m381!XrZjUga`}t?ka47@Q{L)4xVZCl#X5`8SPn4_O2T;hga&#ruVU?% zUD@$^od@R^^ui1O+%#{fbWlk6-P}s*ryQ`cDpq~3M|B5pzFo4o1Uq%uVBtr|krYg&qQP)->Bn4npltqr% zosXipLqbE{#m>L!xa@|8((fK`%Clj-SiUK~)n^_y_M!{5!XWdaaW&g!p( zq*aJN`H=cgCXPi)Nd&2pVj|zpTgIP=lK~>9ILD-?_#{vfrU^$&F(Rj1Jh81oZ&ZII z)Y~twu(RN&lClEwJOXCkCRTkHBmf}D#&u=67EXI#95(T2ruPj@3O|Kh`Mu@u&oCd&S+G+x)7#r zeCsMk=Pgn9G;YKs#=5p0i+1{+ov3 znD|4n6WZuMSM#oL3pEwo5+fm_5wP^Q0KsEME?qG~LC*OD0x~{n7yuGl=dL{QSIpG_ zaIVZ@b`6Gk2Ak!m5Y$5Bs~4+$qCMpZe4WSHhl$2d`|srqU$5JEo;VO+0VNKRP{`h4SB8T@kW{?Qd$+X}!c8*MeRArYU z6%Vk|`CQb>Vrp3Kj-=@TzbcOmtuKEkfvMfYm99HaVYPh%i}tOn^O1jGf@cf(hz3`c+A-T~;lr$t_UG z7V4~sljw4G9+m)a9&CxLUAAPKCLVxIz-&3CfL-_Yjxq78Om(K-)v$p*3oTRrMAO%ib!E<#L)2 zlsRg-)Dd-e-oNr$6#$?S!Jl-U=FF%>LYxK?ZC1HB$b>w@iu{$_%rOANzxwKN#G{!I z0JPT`=HAtAO5^gg>2qNK;fdq=9>gyP!1GTXK=qS#eZ&%#(ck;u4iv)jg<$!Qn z(iw1as<4a!bapWi(7mDc4q4`+sNOQfhR92+ixwCr&)g{qj*C2QiaxtAy!z6VfkF?^ zb>7w%;g{cCNYQyAAZD|h9~^+quTfkfBf~l_0Q`x@?ewVTcmXhgu+0_z+jzk6X^}MDX*f?}_$3AD!%Dlt94zcx$|R%r{!01&qrCZY zpnh>*PGkf2wlk>6f5Srn3Zvh>=mW$&Cm>&x(r)T>%2`N0uu&^p!K3QVBG-QPgY$?p zROa>c#J@8E9wEQswsgQG7e=1rN0YW^C@!*4i-3p#>5(6snYUeWATS-2kTtg*3p0TT z*zvbChchXcAB)1A+HLKcO`F2$>3dlF{&iz~i0<#c7CQO0{7A710n)3yyUazs!bm_J znGI8kXJrobIyP7ObB7}nO5r`-ouxhd&Pu?!q4f0O@WzU^D$9+0ifixd#M6zmA#iC^ zdnN40CB^{OBp6K(ifmu!jWFQKZ7)-g7z~~N+}s4uz->KzU)ICED??A{{NTT*`UVcR zZ=hapCr#cF1F$&X$35^P%{MLc*D=xn3(#_l(z!}3BuEfG4A|?V>EplrnS80sL{JKa z@b4rlK*h1X8=b8S3PzB3c9a)S??F#m_FK^N4?z~qe9eoSM;PkoSX?Cyw*LJE7I~2A z%wP<6>cEB3h4yv_8IzJ6Fa1N!KmlCBByw?vAi)p$;I-rCOaM^-lr_>&lRPj$Fj)k_ zT#g?Ztfr&Nw6cB1Z!p0TKZK}Nu{KN*xk>GnllQiZ1wOG8C32* z_UJ^#*&IwL@H4Boka@$dVGE4NzFTyvu)g{c$bW5hT+HgXjZf9OH%Y9~qNgqgN?vO* z_35}2Izb-*B*HU+KZs-NI;cf2iA&)%ZIM@qkc zFUwE_b#R;+_OoB-e^Aj#;m(+0PpYhBKpA!-Bgab0(KqhPy}8V6-3`_sC{3A zHo$)mk5foAZ+cT0iXR>2UE9)<%&Hv=<9z&0s{D9*+;Uz2J|A%kYKTDL5{q5IdO>fF@Ml>0VmUC>?H%nLPG=}O_pO~Vl z8a#$=kNz_Mw(6$902n`56t^3;~RNklS8DR8fuMtf_bfG(%qIlUVj-O zIpq^QU2}JquGPsHt_3f zn(Z;Hgo*_%7MHGp#o4@iV+l6ezp!x2?)oQ_MxT%SJARB2sO>)FhDBx>cIK3p7#{Ai zMnxd^%y-^``T-d>7^O;9z>Nu8PRo9P*ot>HyANp<9o~Dn+k0;i#MEEbat!gW%qNP*ObDPL zksJNG&H7D2gUa$}y=agIH4c7i^CK^+wfDP_RbMJU}DJf`pptL3~Hu}XU|Tr7zm!e=B@nj zPeQrQ1ek@4l9FqslSGe)exJ^biF)@QFmW4{Y)QLdGdvFBUNa|dCguIhHQsBJetLrn zZ5N*@A{L~nf3gXCxL$5pgVFhh=iXd8%M+?%sM9j>B8~whIhBk->fAXCW(ztkOg??3 z`Kr?ed2l<6(VOm=Y}gw)0v;87{ z$H4ortl|3PsAptZ#D2MG=STCZVZD&#u$)~eNgO3Hq6Qw```v=*=Z=-fr;2D(mTf|QPFc&(?AxaZjgp7F1LxtU->W{>q(#Y^Syf#HMJg*XX z_Z!S=f>`4Ed`=!Fm9_aXz}^B3RD|JP;~T-(Q+hhWrT9U|Sy@jJXbNE+`2F9-g|WmVM5DtoUqR*6DN(-y(iU z<-Lun(8rGsA>H}mQNym2@dp}(*`DY{F2zdCL?Zv*o_*^GShn`9dR|!4y;7 z8~uxKub)mgsA3p!J!6NJCQL3G`IFfLlwV2w>!EsgzPqEpmB&UMSPR&%CXNk*b0X23 zb}%gz@n619r7n=X5Sy%WYzIUMjq-t)!ArO|@C?#vZRe`ZW=gdsP)^d%HT6BVZg(>6 zY;5Y-O0u$yz<;8;9gqn=vF7)eh~mcV_wq4sI8>GEoPb^IbhO?b9*d#_vat}1DJKK> z-AE-J*N3Y$!7&{nn@+bA&2}=uekg(zo=wuf#My#~1gG|vmQVnXChwW&ducSo{wvGf zuMB?XnrrbagAmbyB;|b@+B%c#Z{_MlgT+*Bnje_bR}-r|9~aW0Q9=H@pY~tBCsjbG zM!Q6flYF?FXXo?2MG3@%O3@FDIDINxZuLEn$`rLb5h4 z-N#H6gIKI(*}IuwsMr8v%a-58=!vvBbSB4efw|9a%l1ftwC`_c(nKD|`Fv+twi>hO zrOmtGk`kzNA6k9y&N(io%7^OoUx#bL)Q$uI`;EHHlSq32b}D~;50kVA`CVq?0mQ=#1D5`vW|?X!B$UQ( zfd>s+kVXcx@8)Go^La2G8Z(i4T@S?sKgyCLMt*~bU!scZBJv-WopcE*7im=})m>MT z-_^fN-^a}r-F^g^3fD=~xbMv*l^_)jpdM!$|Gec0%;r?nbM@KX-aS^7d0;@rtI<1M zmb^EK{r*;&9C!FVo@1;Nc^Zwou7D07v#m7haAtB8 z)femEGIo9mTF%6Sip|X?at(QSb#o+iK_4O*JDcQlvlu?& zi^IIJ8!JUhWk6iKv|BH|sT9IfKA7Dx|NPI~Z#6wfl1|MlpO0iMB}&Hc{(vyaPgY|K z#zqvDHhnmOvFheZ#Io@nc0ioyBObRgfn(tP-lzKMdw+(!`58cs+8spYIbOig5kvc) z;DqJlUbI?R+iN?#zMkSurr=aEJkj>+#7G@in}w#8^MTS`{G<$_eghFMaj?&NIrdG_ zV>$4btgbUMs-dfbH8_jRx8{>Vw6k5j;xxEz-|z%bky_pS`X5C-&g?kLJvP5paMPz^ ze@A{p;|phFnq@VKQ^p&EgAb1Lo_b# z`{`v?2E_(RkS`|FJ86Cxc;c6uUG^(`tQXq%%Uj;s%&Yt4mHqc~2$E0tHQUb;q#}qS z2Wa|9D9x-~3;r|hapQh+S!z7aT0szJUS8$o3Vp3V@P+5ri_+6^y~EG9^P$$j<0!L? zlVCW-+GstH@%Dr#f2DBJ;O}em#wZzHxl$=Q_FOsSNhQLvu7Nn;gt}{Ovj_QV=bPqG zAdJ@Oz;O;$nzju&99K+1(sop^sX7kMy7JToS`G=y&Kb<1JFU947Z2BzH`8?2E2*4< zAhF`);jwQe9^d5Z=qqF@T=N09^S!la%*r4(!)|LRFLr1B^>2#RDnXfL#M zm7TiC!*N@Zxp?|WC49PGvhPFJkhmSZU;gwLY+uz0RV52+EW#0JX0qB%};9 zckDJzt!vELG4R4i8w{wwtk@@d8jb4ux}BUh07el>r@xS3rIi%t?{c%aU-KitqaXQo)u&HAh;t@8y-N1`sFE@UeH4_ zg^GL+m(}wRevt;gDSF25r(x5nX4$~s6Cdqq!h^p+HS+Q8@Va&rx=S;6I}{k;SN!pA z?Y|ebsEU#%MzT~+e2x*dYvLMk8hiah3N`!v9Np%%at9LXTJv@|Lm+)X_Nn^9*b)kv z&S&(u$N-Z4Q2gd|)ISQq6qhqYt-;exzCkzXH*53~%8p^9ewV$EM?Eqf*{i!sJ#^ti z_aI}B@pe~ep2S3p0gEa^qFHNOj>~Cx%2QM?8Sk9akh{#X7^;-lSsF=JU*YFB!b^_I zqUZ6G<3bDxV=4Jde-^1VTy6hdkYauBoLG)5%0>o!Sji){N44JA!K$^za4~}8IJ9MM zvmU`AsbV1p#YiHUo7myAZ`6OO!XMSG3Ls5w+>Tu7-BaDneayU@3gH%iy>~Cq6HUpM zWDGA(>+x&4GBHnYUQJRKYH_-Tu%S*CDBb)uqe>Pk>NQw;c%Mo?LPjk73C{~0ZlM~| zBi;m{;P`@DCTqOb{YUNhwxR@?B0hH@dXfSasorkoX+46IEZAXI&uz);xDB7_gU}uL z#)Ca3R{x|a4elr0&eTi0wEO^sEC~$EZsyPZ>?W6~qhL3?vEKDGuSdw}T_ND@bC~Gm zcagT_wE)VrK^SA&cNMcf*;QH9@9sA4LR>|R*4 zxAm(BAxf$TOuGC@LvM$-baRtDOQ&ByP19N6n#DAzIr=h+0tzD_3<$7k>}#aqUbV9DoiBq(aeNoxPvNQ+zP*q839{fy&0 z&6FK-#DKlTfWbdPPJGVrJ3;K^NKjKNYO=Ybh6C5;E5EgJzK;H&BLnWZEor0mata@= zm}%oWJGd%)uN|yD@lM_{69Tq#0V&lm)km=jFT!y8sh}yit)0zqCa?M8sov0Ib(li3 zvO$B*HLAmi{-qu(dL?Mx1Rei{yLuUt`YLzO<#9Ut|7AGG<0?M@BJ$)g(sxyQJvRV7pD>vt5l z)2JeiFpnwWo!wV^B^8uH?)LjLWjgiNMGT$>bzi5!mljwptr=^+-A?1~1MHu`n%iYY z+ilSyWP@Myc2N1KdA~eIXp^Lep_I4G1SF;JiN38CSdrg6`G?G}$~FA|UH}tlptx#5 z{NWMnRTAN;rEhM**;PSDt7pF(M{dQzWll`(sJwGIx0vwx?%Wo$sbt5*Gmd zYLRz8mv!P5(J*^_v{CZN8hpefmKOO%Zu(X+ntLSr4Owy2K zeaxpvA;_%JHExn5I)y@<>@30!`Sr^W;L^ZK>Wlz5y}jPHQW3`i)zkN7?MEsIv_C_` z8RFUaN*4O{f0poNzh|)HH(O8u?a2RjIxgC<(%cZlWhY?gy6>N_a45aJ?%M@BT(N+7 z8{!w1rvD=0@A*S4RHRYQ%$Pn_d+X3m?Qk>512IDcJk6t!?b=@LAO7r&;BX(m=-$pdD2s6`NYDEfflZjH}klD4$uE*ftqoD;zr<` z@lynM`b}@O-mf{MPb}qFK-_0CNT-`R3Dzq?ssv`wpV{nv%(>xNJ-o!u!*xG~RAtb_ zNvR9leu7p&ZfUPUyhsA5ze5!)Zy)H~>cO%_#zmq@V`oeIOgynEzD9z4LP7(dFucTu zi^cUWH`(^_qlhGPOoMLjZet{b8xSx)?qa1TdUe__`h*MkcddpKzOt`Cb(+YQqIy_G z$@JJxX;}8OT50$Bn6D_13O;RW3=!OvYQ0|rV@N8cM@dyuLqoXxmZaj&n?>GR_-HN7 zX}_VsQ)8HPKJr*a8-p;Afr4S?SN##w^E|4@3!IhK!%UV9?5tvX%;j|rr=t`n5+T8T zz8YJ zf3bu>(0788W38V0{_6*tTe`;BMaVe-egAr-b+Ebu7p0hwu*6~0_pA{y(jU27&VD0yd;*(cOX984x1kB zFT(+R3nSCVmVtBYd#<|tUA#C83IN7fJFZwc3jr3PUrij}GZBzS7iV+5Dk8K=b?Z7s z%~I^t!gY{f<0=yIZpBOlCm$x7LvE#Pf}lS|S@fPY2U7}PgNGPh>f7sV;-`njp?y)e z6k9LgHwneJF&$A`0_fdBM2X+yeFqKFq7(EI`&5Z!tDHe${i0|iD}+chf~~g&0i}BD z@X(`!3kJQhg6z+|l|&rcG%e)*6c@RLOGl;xMHprvCy*oHSmbNAkpG&*vdHT{vqga$xxZGp#Qh_0QO)nT1b#+|$ zTK5k=+^l9U@+BWOH-Ccs;omAmVEH`b8VSM2B>KAJ`Egw692020+bfy2ctFJ#xMIFp zcWN{4&SM%^)tIXv`WY0nt`lajKL9zY8P{S{_Em>c-DXY8 z{!iu@08nq~ACf-V0xL@KJ+OmMqV1Q=$2Cq9!(Ui`WOB7vDRZ{<2lHG;zS#UpOB!YF zrQY{%VZ{%w8f<(?Ew3_glO+iJ%FdEG>Zr>q0-G|Ws!rHFXpJWB0F|u7V9+eWgtF|R4w16HB$oB=xzU&i)hHQX>H zl(B0qCge1BK8wFw z((4`bx8%>5D~ZpQ@6NqD0re-9?9+DpN2n(M>ie9Z_FHAD!jWQ>Nw&A`rNtF~k8HrTg7! z&L3Xc%{08BLpo=q4_=aMCV+~Ia5Le4s)Qw`^Bm`C&iH4b$Q88;Ftn-zFb0JkEU%0x z8I1f00HOLH-u2WLMk0Gk2e<^yHobk%Ksr|qd4WgP;HPn14JO7HY11hcFUGitYDVQll1>a~prznT4bC~u@CtWcF ziSRUH*2j3bzRl~Z?p*yPHD)?US|w`Qu+l_?NhEK8GM#iZ?oV|RNZq!@!*{xF)KCkx zK}Q>LD+e%4>S(rDer(YeX3Hsu|Nb5z@E$7qkSJ$Pf}BizJHZ-K(S%-2B@!z82P&@v+L{U+}ok!GCYNxmT&A5DIgdvSdZenK6V8 zrSlX7NKw)xPm?eFO(z^H@tPo`Ujq*Ckci1#3Ci#ox{MIYqXGTwVI3^hr8GJOB- zQR8(;$8x=sC}0TbxGw$JeiNkphL54k&FU(Ye)Zp~z<~DX#N|DYz|vq|v*1VVT#JOi zEk;7d@%Y_NOL^5Pii{6fk0TBN^1o>UpEh1;>OJ4B~5c^WzQi%`ulce?RN8OI^9z6Qw)qDaTS4Xn%k3yJ~;)A*%S{Zt-)A z=W$8~@4YmmksKhW1xLUWBT|J({Srk-U}Z)R4SiY2Ov^zXTF9J@_f`r@ECxXvh!sQC z9>^FRG5yk9aJ^UlxP0$hm@#O2MIVRc?Ibc8kYZp4K~I;Yvb<=}vtu z&zHx~?WfzG%ab2WMK|j^Z@DpW1kZgi)TFF7@z#s4$ai$9=}BV3^G*IPM;f#o9C=Ya z_KPOXw_%?UXSmH5jDh#vy<-&ImV2yVMyeYkAo{c}k5ZZD?xeSm3?@%|`dF>J3K>c9 zy>}~57B(SXd~^Nctt;_xVhM|}%^NTqT6gYaE5PJ(y7Hx%y-~O#ZsWs6yHbg}0ZdS)=eTXk+Q8 zyMEs56BWAH?8xw{D-)jntL1f|8lvyGhLZgqx-+m#1k+ZkYIEa#+8#Q4F&2{!*6S5v zGA|ax9ZE0W{tBRIlJ9lw$LqWw{O7Qibz?7dw|;jNe#jCF#VLYlOVZwiMW;I+$9B|Y z97AcS zQgsSqZrIWB@zmQaY(I0SZ!i7|!;k1S*3ntWz?@^a@wv~~X(|`IQhg-s)tzNXM_d)0 z#S!&A8oYD~qguHY(_}@2L91^9kqw$3TJM?z?Fhz6C?4{$aPzqHU5J%d_B^0ynE?|j zDz60N5ko$}@jop2LW=#2XrxeCv)5Esd=HAu^>2qF-5kbf1|{Q@_k|u8tIb|5Hy`h; zqze^+p1JfK8lsaI6Z7{_9NA*}dCH~53B-faj|`!bxHNJjReUZN^l`ke_vun4??gUR zd4(e$&N<2~m;T`2ZQ;|uE%Bn9tFEIcM_koA|MGmHlSD4!Hb1a}u!GrVkb=`w*`k(` zA8cx0h*aZ8ZeDs^oBk2-9;sU^rqu0tjTtPd^R_SgE1K z@Fr6oFO(6(&wF!M=IJ80ToXXzy)2!KetyWK!hYd8#KuoKx>v8Dtr%xM6LSASWbbnL zOi+Z#GmXxGEz_}U_G1cyDzC+RSSNFZuhsBv=KcTCbe2(3{a+WKA*2xr=|-faW9V*a z_|Xgv(kb2D-6bGh($XN(0@A|JHFS4A_y6MI9cwWI>kjwa^F3$p&prvDc>V(Uxh9}s zFxqmn7y6Btj7khb1*53aIZ6GJa=wYKsStVFNW$R;(kN58D7lcGqa>&ORoQfPZvm2H z*=HN4Gm0?AFJbXG3X`39zIydrFYkxnq4=cgv!;D0v}|fxf{_ux3>S2%klZDSL5`-;qfo_S5Q=XwcE$-SZ|i5Ujt+^KN)QKKxRC(BHZy>r&%tgMLkJx8`O z@a-dhPAH7EavLkD=Eco4=pbaHuVfUFuS}?1$pe0GElPgCK34w^9wkG!t4=om8(ROY z-{<9A{;`3BnY$@8STNEF`-O4yE0B6hDQH)bPPa>YL*)g&9*pl-4OLRMiuBFv}V z1Qnfd>_Eg6dS3q*S2*Rgij7rWFlTpRm0aLbBoms1(06lpA2V42SRT`1+P=oeKl%J# zVnabYf9)1YXakNx*z3pPe&oGy7yj3T_V&V0L(dB_12iR?_ya4X4T@)y^oGFqo3-)R zg@*zg6rc<>0>J^Mm;_Oq^K)7E63(_<5qFyum0C&1A8#q zf6#-eiyjumCt`G+Zfa=(XZZ|X^ysna6oqfNLJ21|ll>n+c(o9^lN0cOGQlrD`|cBF zPeyktGrnT$%Jbjb?(4SX4Rj=Tu*fpG69Y7d(>?)D;@1Wa=xBZzvyfQ_qtJgbv)@Z|H3CM#@QWMlKc>#Bd6)C)2F6WP1SKUfjFhcvy zmfeKL3dtgoe`oQy=(1hs*>C$uqgK?AGu(TDwql^7XXZ>ARDJCGF%co}wr5uMmk|?0 zF831(T6$Pn47rK7Otem50Slp8YE)&pzRP9_uN^u}A?nuDAa>?u-jtEwQ6DK>RW*E( zX#Uj}6&t&My#<~5Nc!SP?-UZ{URCd>JQR6gZ!^C~DKH}RDU(Ge?TF63^i)-&+t9uh zKEHAuqmrl7Q^Zg6p%@KoiNCsDdl~TSxsy@SQ6l(*WjHW0a<-cI?X>@BHxqiMLJ%8C zAE8;1U?NV;M>fgF7iTk?G;?sX8U{c|n|Ge1MWOYirc0&c#|7=1K0DE1ajFK>r4xqaZ332icL%r6w3q*S3~oQ&rOrEV>DXu-T>pVrQ;6CA*uCH#f4DZjm~ zx|2WYM>AX{tb$RCoc6=4@_go_0RQ9oZnVZnK3@n;6Gg#EEqL@UQqGngXQg+x{d#xn#Ldm;b}j5W0WUwiK8^h3 z<>5eTTe`VBNZnDd9X2g02(VLvu)C^v?fjJ(n741Cx1d-qAL(z^eVA}A-RgQ7Y?(B8 zMjX1X6t9MNclwSaXRO?f!D@3noS-m%KJo+{sfWdVY0V%|sUklm(I4#l4W$fRs`o^U z9CR^s)#&ZxpNB}*le5_D@n#?T328u~uBTq(7#zK%9%iDa2h990xN&qk09eMtT# z93jWa2Ja(6la_B9{CMKp_~%l%=V>ma;PLNNVW73wpHhP)X=(iAcRU&mE%uYqMPgYo zU`p5}D6;YZ$W)V%)Is>G>jJ~TMgeT>SPYdcxCq#u6kKE~d;kjBs=c~|l`1aN{!8@e zezbN=XP}UJTA-`>C~t30@u-~Abw{v7h0EAV!s;y?Udic>HG;tkIjq)*M?=}p_M}Uj z=yUb3Q9d^S@$hhfx}Dq%V4~wyxvmKpBIhqd1->Q&Ii!(Afp{l6LOZwVt_6GkOY%c3 zLZ%KrEl07`)D}OhH#tETV`@7=j|B3mZ|Hj5#=xq0WH&L)y7*!YR0K>DK&3waGrd4H zDq&w-fJHrPwm4f=SMvhvG2(ZyLhkSs%Qh_Qo-xaL6&AW3B>|zH7*t@$82@LaTYoaG zlG_cfMHll=yg~zSihqFApZKiZ|9b0x1#4+x{Ws_LEA~rD?aOAEo*21o&cobs+dPHj z<>hH^&{Yl@1Q7@Q`XYrNodD)$EtgitCxudQK#nx%KDdERXSHf<>QQ*Ho?O~zerMc6ad{)iQ5A^ff0Z*^Kjr2CTqn_VyDRwqr5 zub$U;?|b&Sp3<8T*KRx4_A>J*1OQ9QI-Xjc6L9h9GVrgS)pg=pqQv0m{`}hW_Pniq z#$fO$YD04e;Atmb!9^|1EmO4Qrjq5c5X(t+X#3D_Nv4sU#JD9J^DmhREEgJ)--~xX zTvS}uRU3Obkvo-N^Cv6uA4-Z}sX6$sw+G4E>$zXR!(o6J5^k&*zA?;pb?ITB&G)qy zR_kb8>9JztZo0a?{eAl-iUfNdbc6G_bn~~x9+XUnwZQP zLcolnKOK`)%;heR12kiSy;WB5a8hUJp{rp=?qLrkYq(8uT)tk7)qTnrb>7}v8M-2A zmPrXeDM6twI)c<1@qQdiYybO$aHgiiBB!z;Gu9?JP>Swsj?G^J2bJyWEdN+2!&I2O z)8H@n^$cO2VTm44`8S zt(Xq~Nr=~2++c$IB?`+nn+eDyR0*+WWt#(O9vmeAu#u^F3FAA>5A{bs;&gq?7v$ur zW^mEL4HmW#!4IRJ?dAfkape+b=DrtE-UC8gn>qf^>pf(nkt9?NOKGD|XR^0XPkaFz zxjpcI{oph8i8U|8_1b>scB({aSzz~R)5cAOR?qR&ee(t)7a$o~sp8X=PDd&ac{9;w z?*v1Fp9*yDz@U%ZL8pKY;msGt`CYP5oc^1q@UVBr0{Q!@T6E3*lbGp4sNxW+7zD4E zo;pOTsXJ^RIW-y}bVxg+?gEN~3Zg+bw{+Qycm>@M5^XW-aqUYWgWh=B;(^8f<7>wl z95!F+il}rN`6jQE6uO07@LUE6QFcjLUuTi6jIN^IKAph|0`~aU@`YV-!#$)|w3=@A zYJ}Sv5|JY&!RuVm%JtX`MNoXMC~4qUz1zs_C+(!rV$0d%E|ANb7@uJR=NkV2_i?S; z`{ag{S7xv#R&P3>o%IE4io!Tg*zHaSu2*t2J`8%vrKKc^agv}`CW}Q5Wo~gKxPYx= zQ3#v4#|zXuv>jiTj>GbkOXN&7g#O{o&?ULuZbPBX;N+%a`8XT^8=I`%)!bIYRm?c8 z#&s|hmXpW~o2)&)atvdM3N1EoC+DX%{+HAzm zbnu284RMS>v6!4{8U((-+5Im|J1VXSWUTLVTTtLh5zH{FLUm3THJfOThc<*Y(|((v z0%0XU+RUIdEkw-IMLAO*=r&3qkQVPL-Rs*s482NN?xOBMDsZPn52Hyklv7`7S&?1D zis%nb%+fT1>HbNr8Pxf~Mxe)#?s~uZJqpX^v_ZRG82V&pIrDc@fWqRiU13Ff>{L_u zX3y(X#L`GxpkR{V<7d0b(58{=By013OThsqea3%Z4P>QgZRzQQY~t!EA!Ye2ibLaH zY+~Q$1a6b%!Dgt+(N4d8F1T9tSb0vVds=T1wOg9r@c6+dvqfHBCBRZa+b0BZk+^~dm^((TQK8B>HGj!v6Vg^pHh6ncP|S2X@8**rT-?0fIUGF zJ1|D%dZS%Rs+CL)ch1-vc7us(Lz~TuDK3UD=l5BWAg)LnqZZQk^*g6F9fBIiyn9+h zyH@@0AM_~ZYE(#M*d?V(is@tg3CL;vABQ|7`*arEU*GDc`_W^gINV=D`RtDADrIo5 z&tRwaF>v*_B2Nh#gp{s*vdZ`H9_Z@)>bSRuuiu!(Yu_)H6Cz=BVT$B8a9gnb*U? z)NzA`8h~wLL^XS&+qo$*BIozty}&#F049fA@wO97{|v2l8$94Csx zfI3ULT#;%uB({Tx!p;%nK?Rc}8O9?wd+iel;EEU|5%-rb zuL5TtKtLiDNM1@@^KKykV*u9xr4lG)6(Q3e!ZQ=%x5)N+^fad+^=6Bpy8%C%$#htDQK;{&Q~K%BXU`zBaav!M;xs1WYZ8 zSzGmL$p78qSd7^pGom5L%V@oh*u^62>kC5Qi0(3A8s=r!Jcav}#<#?TiovlCUG0qH zkhjR&02>TRf|!k1dElHSqloQ`w49lN?U(qsryQMv4En5r_4=h%$*OPM#_S_cKCuOg z+%@9`ysftz0FIGp(v=RSAP{c+rHk|R0oHibH#+pJkTXZ?<7sOGV{3a$R&8 zZE5Z9*k<=X`(4;r`4TqLz%mBpwbiZU*V#KnOG$XQAyiEt$_;sOyp>V$S)0-zkr|z^ zbRR4EoKgbrn^TLJ^x9s{;arr^W)ieeH{(`cNs1v*XD5$TU&Ei|U%I3h!=-lL=A;Jn zd~=$8%jrC&Jij9ZtCh8Alj{)ptm{+FPuheRCFtIdAH0WWa#1J6V$s!9RC*6fwNwgc zux2%H^d<^^DnK9R*UR2=KUcGMWL{FYfN2n*#X8y_KJ1>pbUroDz5HT7UC&zZeR-1H z{liXHXZ??22SBj0H<}DLFFSXYWpsnZ&j5-;#PqN7RI;Hry*?!o%1pF7yd%GOt7>G(|BwIeD$nQYBd~3V&bMIFp>%*|=OksPNs@Rt?T?&hLN))W# zbw;@2_K?3?+%1-)TqIkx`co6unmp3FbNP)12dAiLi-j}{IGoKQK%jam5RcFeGQyXB zy&dC!9crutQ`OUX4_ro)h%qRPg%LuHbOUzLdODvUI!^B|p)W6#mc$^N%_(M9{>SgP z*S?29-Fl1gi(_SPX2+CfgV1+A2ch2 zK-;5Ts)(|#!kEe=-7io0$67TCY5T<^pTmfoe8r_N3ALhs1tpF{{leUD zQ12zx=}*j)HW0}nfEnCo<~1{*+y1s2gcol@6q>lwp^fqb{_mgRSxJuQLmwW+BdoDH z6$N!l0<;l6aotI$K*@jDmCWEq7(2c)aDK2wF6cX?l;9HkiRfGi-FRExF4kJ<@PAiN z&Ah&w)fvz@UgYWfcRbX5@;3@W-S+!P;dd?#*JL3Cfgw)+zGuG%?UDOcVW5Dd)3LKT zzC4%mI^;+lk1KGEehR^H8O|jJLH0%Mgz8=N=bbvgF@5L{>Vtoz$_8@u(wVZ`8k!lk za+~=mr)s|BxdQ%!0!S4V&Onb+$l>Q%M0Q7+t)Eh->55R;Qa?l`bgsK0lp#?{N6Bf< zBvsAHY2|`tsF93~TT>REZyZ=MR*rL9SP~NuAv}n7-O}WM5(qwMLkObUBj~To^@`mH z7}z@py}bVJHnL0}v0?V)&9QfIpzsyr%|XV&j(8m12YT!Plb2aK*is5pHemhRW;^i* z`Il&>3N82_Q7XQ6*j?AO8st<*jpwKfez$zH<$Iq_vEs%fT^)z?1|J7sz8nojf(bZQ z)O-=9Qsk1ctA}N?)~w{i$qEA>!X|TXyYvJ4UB3(~6xi!Sz8l_#UCO>lA@_s7F-c~~ zq%@zKA1f!dl*(C*eIizd5*pOnwWZo#?6J6kD(RStR9luCcH$HH{TGhpd#U{VH3=1I zP`nlB1GD1lHyox?+arhW+K=yJ9V*gsu!p1R9##wEhnUh2BeJU#79e|>y&MYbJIe&N1@5GXw~ffBKX##tF* z-(r`t%DSne`VMV`^y`#Uba>ThFdh2(vf1(t0|Y5B&KmqLsR}}IxpT-8@kVRk@09-{ zDu8vzJHI^Wz+F9B9lN*iau+DDlth%;Y@3MxTy38Thz@+JmL#ObMi7+R!?aAsgMCEhioEYecn{RUJ5L|0J24J~TzN}@~Yl9yKZx=b?z zd=5(Da$pExcVG%qM%E*iDixGyE_FDe4eY-(l1(iBXl)uwS6T;BE$0*icA&MVna7vM z118XNvxhYzc)8MP2+*O2Z$&wK9bV@lFPObkI`N@`>bJejEzFntTmVz-&QoDoz-@&p zrtw=dh!C@kR-1y2@C~IuwbhZd?d$N$`us5yB;wc`l-}KW5f2smJD-G5sTD_lCd4jK zSn&>I23!-Wm@Q64vR?2J;nAU$$L8FH@q=m#g}9WbvELJT-9U7N)3?NM5o>m9&BO%ycG_LqQCs z^L3}J7yGQy_F5Wh;06Y01SeUiUuqLx&u$*|VI7sFfE~!+$P(?*e7e*Q`nwF%S5u@`$mWaJ6jsVr)7oHq#lI)Z#wKb>E zSU4lGTiZc-x8>MPh%TqQvN~T(Ig3x4yvoQJO&6UHe+RXhaMdlvh(-8E9oJ8^aM`K8 znMTu!Ni+5>wS$*>`{P=YA@)zzr_0>6(INui<`j54*@c2t*{ zJIJSD=l?9jW+gjg@DR3KYEotKsYRI(?|Ql77hT~Bm=EozUvM~Lec zXZON@gV*%!Y#0y!x5y7;*M?4ynD|IRp$O`l8UmLDW90LioLb!AP|Y^ue;;Om3w=H` z4t4v}S;AIh?r(Qq*s0n;z7_5Xz&=w-Rq)vAui_*{nIfpXj8H3U$q_h5ytf z{^X&`Z3n`$85GZq=BNeySg6l)0?0vsM9t@)BrUN-j8aMva*H_H+eZZvk^+n5f{)b) z+r)-PKC*tc!ti)`P_b-7)fA>x_FMZ^2Yr@*bqr9iSqa%KrUr&cphz37jaZXgmJ6#(X5?)RR5$@ioJx;5Yp+@X+C3d7_m|Ryx#x>9 zB1nmzI`Ra6YQFgSB6e`lY7!lnTo3G;uo9p{1`oP&{-E<+oZ#0?6; zYB;^FUfn3Y6{mtEfs>r1Jm-EOl(Vmc-Pr5!KNWg4)ka<3eZk0xFR+!Byh%8?sj2B` zB=I@eVA0!Naqwm@I_;2UhQ99yzy%BxlVcfC+Dfyi3XfT3+{$T>0ae7s7EM;mNpP3r zGfxbjY<4nA-npidw}@!bAziE0)M>gb|LTu_+%lHW(*l?y&@BB z^@1pCHs3o{-+t3GJXRTP_Q-Pma1}>_Ir`Hv?;=Z45O}0DG@IZnIk06=#9xsXZlWE-G+BQ5^X0*7apoPN`(=S zk^4S>+@5syTK;;bjQjcQu;AtIW*Ddi&V*EsRRzHL${}D~J-4f;j|E;~87_VwH`4o* zXvxqiymS=1OhidU_&Xq>86*8(cY-3AH0crinX_sLWvn7m1HJ84Q_yn2EEwc-!MQ zK;H8(Lz^IKrb`dfN}Cjgr@lV^+n9t-hAex_rwza$u*vwlWs~Q?<$NyN4EgLwEP6 zV(bFfy=CH;zIa8Yh&Sf-^xPBj?QSDTa&l=PJKNLlT~bkC+KEJqiqyxC={J)e&s_U_ z4t;TItQ-}WX3B9;8Cg~YcTy(Z96O!pU)+AKm1{zcS_sB*$mvYniN_jx!|rAJ%%g3< ze*KMj>ld|3#^;H5>Qycie9w0tTG~BMm_?WiU&jVIPM;MGIsGS4lvO{dy$?&?CyM7Y zBI5&5YXJcMfg6KSnVKrsvuGvo>?yf+ut>GTB=DSPLBCzOWiX5VeJIC{+4u`X7ziNu z#>RP)814+QdRdcQbM&b;7bp_D(WSWnVH-Od1KT4kEG&&OWqW&jKfo8j)_L{|+;R*E zEn{DYIEKg?KT6&RPfNQ3P4EAvcbWF!z@M()SW$7pH0e*(c)x!&lxZ~>4UXpC4nU#8 zO;ik@F=WTiG2nts*fB$Li|MPe=>>Ra7r1A&TOX&snfm;3>#W(Ic4{)|iThh(=C0(y zAX(QG`&OO`^l#XE=ed{vl$3|avB|Q*LNO^+W0fmlI&Wdk7k0YP*_`Hs9q5HJ*?EIO z_$OcZg9d=^ytdT8IRjkxD$|sq->SH-R|;M>b{6LE3=fCM_;2Uy0=(5PzSSGpr$MP= zKrUgp#jy+_*;nSo@pCDkTK@d+CI-AU9>XA`)?AgBwTM-{))IAqEsVB~gTyW)WnpYp z`2AN)-P6-YdL=LmD4AzR7I_8ni6)=nF81qXqX}xN8IW2KhD< zpJ=*2HnI1|xE*>Jlov5OWOerY=L|8(Y2YX91aEut{cIgNiUjW81Dbu-$5Sauy+5~q z1+;Ec>ciS2Nw#N!+g*cPO0AE`g9QYAIcno7<#mT+O|;P^|6o8=m7>N^92%qbc&o;l z7jL(ifmRJMVyas6f5l4>K9Bvf1TvlaJ2WA3KLaliM^64E=)d^%W28BWV;H}p!J409 zi|DSOCJ`xF*$PeE)okuLhjZfoho(*fC+s>>45W^S{XJTy#a!sFtfU8eahq%e#zD8C z6xiy@fL>55VS)ZC@j3njmD2U2r0%Ucl>cL;P8_;-lf2 zG(weP87q@Ja?_}3(Tg5mCH0p^gh zj?d%Px6->CgA(g@a0%1hk}A}7HA0!hi3l#F-va*Q5T8)DOlP+IwSo>eprCO(sf>Jq zHt8;&rR}{0>s;EX(ESlJCFFXg`*yUPm9zs()Mlq^Y;|mG0Yp`A!$zvcqb?eh;nJ!8 zaM$(`dcAlFq0aL%Gk|Pcz>wG3w6g3rPE}qBgBj>PY6^B~VO0+L2mqhTDcpA*2~^3_ zo~p&-L5AoF0(L;nu*6|MYcK6c+ws(mzR%T^y|%LLY^z`4xI)kzwB7(9r)!5+*w>t`Cs;1|FaN~OWX4E?b_Pw z^)amVb%!kg{C9eq)92<$n5=VC+Ldit2c`!s3J@3hY#Itlc^7CWz>h{^A;0{0)2uO$cATbmqO z^YT{noEjnHLD}#G}9~JB-~3Fy-mo)s*mu3tg?A&QD15{hs0<{mSpY0x?Q!`M=?G3YZg_+@1iQjla0LXkI^XGZrU=m<92MS zUStr!iIEY=L1#fWuUZ#h?P-=gz6)#4Wpl1(Pk&T#Xy5t>3^&0`ZuX=rH)cD6R!;?C^nspDrKz6e6f>Pjl0M>bsG- z70;wE;$x5^MXfp)NNn3MXhzmAR1e6+7F~d_8By;^0tLR8bw1ewx5Wt2^SLcirvVgE z{}l|ju8qr2YfJf*uHjbJ?0^VS;VD^6ILYk zOaBA`pf&_Fg7{2%wO`CbLIxa~6@d_6rped1qmkbZ&3 z7QYbg{9F|d@HCzJQXu$TypVg7WE(Gfc_AwF^j)@!-nHLLruul;RrJG9p_~L~(TdBV zu*b{AhWa8^w8E^|K-0_FU(vef-ASdPL&mK8Xe?|sDy4JPy<@tQW>Y|!ecJ7_H5m8! zC~@=AVDzhaO`aH?`O*EdaFDESsX5xO_%J}igeoUttG@uReV$4deU0H%{^g8Y^Fgni zIj!yB0cPawCrrH!)Y5k6gIQI&zEf$Et?ljq1};}+-riHtP{p9ARD*$K7#1OcPizT# zsiLkK3&hy~4Yp@!5xV;OV(Gf(%*+0{Fbv$;?7-}8G1l326Umg!5ETr2{G95B2$JiO zPQ+ng0wzXM@=e0w&YOvX6q1hW`!!fFqAfa{qq-RxbAsgMZsFsP>VDaQ0pP933iqUM zOj+3EZCbxwIwc0)p=Qkpi9Emd_o-Zdkf>DS1t-2VTsBD9kVL+Ja~8)IaM0=nlJvSeV(g#f%ckW$)^x?-A?coI_oO*md0Muj@f_g&_eFFr3cSG!Aq2BCX< zyg3JiT6DH*whMK?AEH+(M^WV@o0!V|7v+0$dzpiMY}-cxj&<(ovy-bl4zHyN%uZY? zfagTY;-2TFyCx-O|5(!Cl_4)K*aD@EPDc(R;p{lx2ZzOH(|h}jN1 zb6tfT5B_}d6EJ@{FAS_6Ejs2Lywl;{c#a>U?(e*@BMzKwze-};BQ$t8o;aaE1q6ZY zOG~TQ1BU_L+g zXQrcF`7vvDMKZyhIrcx+4@kK0et~t#9p_3`WZKPfsmez|6p!%fv?^X)=?_tF?wV*9 zHrh_gUY@7-PoZwxCMY9CiA>r1Mf@N5(RJPQWp1lV{d?M9Y2Z(a3u`x<%#Oi0J+@t{ z)yof!k81{9=P}SuR54f6NY>4Uofh~gQmCtgMybNDi-rGsu0|Ci8&qL?7$~?0^>(+@ z8UKmg%#ICF2t)CaMs+kbB+OK)U>Tlw8xh)dM#4ZH*KG{nvpPY9KLOs$*M**!xuqqW zY)e1C=U`-v34z0EDbs&(`@lj0s!BJth}`2gLG<=01=MT}iM{+rbN$JjS=;gMMa93z zUxO6z)Tk~j+v-w=Rr-Ye0V4IbR$+Cd7i}x{z%aGeP9K{*rnJjM1GJSU;+bRY!kNpO zy&_#)W^NNrgvJnkRM)$F?m6&v3|M<5C-pv6G;b-_Cw&OQnf_QVzoVpKRk4=SrHCvw~1k~hS531z^f3%!1I_r{aO_r7fMWr|$UvxQUv6x?e_no4hL zTF|u@0^%);=Gk}v!_Pxj>ldi`KN3Zs9Wh5Un>oNV=%&sy_dWZg2Ae-e_B2taF~b_@ zIM!Ih_zNb ztp#$;B*t-`;RLWxS@A4rW{V;=Kzx$K6j24Z+89z-yY@1;^eORswyUv$I+9tR3|g4J8m%GAvjTqFY#}*J`#+AoF-l`H_>tW z04*A@NWl%UI`p=fDV@Ki@XG{(Q)J(LW2CSEK~tW3{Q%reo?#Xq1yY^7(l2#fxN zE)mfB54v*eY31>DN`fx`>T%j6M=0ZAk&V*-w8%qTeddGfEyA6>SJ{!K2iLhLkfQ1_ zyzoxKJT2!pZZEow2B0A030&){Pw~g(qnKDjg+d>&be(WLq@>`BEsW zJ7T`o5JoQB)Y4L`+h{r4&ob7&Uz+n@t-<20g6#jkhEh~S?$hdgEnc4Pw>Zs3X{twc zGXy9|6$zt`U9e;88n2vwR6bP96>I~;bk^t1w`2<;3?c1O7}qkVAh9NPw%z&8<}VpY z`Z8}&<~`o~f}a4n+xGe}zjH=I!?AqPU!un~wZQ{cB7o7?uKR&C3!8@=4;Y0|vWZh= zuHt<8va0cEnp!-toc_@!uYuuDF0b==d(ASZd^vP}niKRVR|Kt#tf`);;)ud7<00!X z*aQXt%Q+eb6xs$Jz{GV=#J?N8OiQjD9-{R4xuZT-m`xL>i07##Hc22Gg?oH`tORsPb3Am$vaE8c zn4`sp3sY=|v?Uzb(Fr0D!SYBrn3XZ{{6~v~M({AqsJUR&_1r^bDC}o_y>dEI5Du*5 zRgo+U@$QxQu}qiweawo>*r$T~KUR8rdNfIqMGWKP<5u}zyOaJmjl~Hf-ksq`q}xhw z#Z=QC>Wm8RhAUc^&)P~K^iFh^IZ@33?ef8G&(r)in!JRZOzRtc?t7%&zNoomqs4}r z8S+{2Z4Pu}C+@?7EX>Mp2Nq_EhhMD{yW;~EX@Ahz_6KEQaSVECce~6aoLHnL>8M+0 z%Gr>Hh0D|7Gi%2JMy_PWto2O35?*$Od*Nb{&w;`Fn8s(=fhIof`=dqdRLJYJr(76= zxw^NfpSw9#jVM4CPjU8(g!At9)`uIpc+P)K*%(3X-r){k_Yyn-^-kZ{@&Fi|jC&^^ zRww%1f~0(G9Ni;Nmy7;?QjOf7d#E6?Wj6+5g_#n&w(w(%#`~OrvoS@HOC?ZlI~^{{ zyPt)U_>t>)>&(l|hsoy!D=u@tiWAn!W=M*jFW3CP{B|L}#oGRiQ3Of6ry2zr%mCV& z9>w_E3vx@|L8+kB*vgpvLoZfalnG_)1Sa(wmR%2o{$ch^N; zZ^f`NfqjKS>#;lLnyuU1ELzpRR$?L`xXdP@Ag&MC6-;4y*g2#ksX_MEby+QvjrfJ` z|6dD0^;^=$ObAlQJDZC-FN?Sl_#5IlnGRje{5q6l|5Nc>taH4GNF!V0aseP!0(?Xt z^+D?%Vez9@4wLDI31M1{#Av8Mx<#2aq?1h?r{cT-1%zXPs|?a3tMlAv78oo8v`a3bNN;SH7XyUkFAQz!9{yK&rQ|vnbSs<_*Q1;=XqHrZ)knvlh=#{nV$M@;+D;LidRUv*KT4^fMQxt zf*S=6A1^`v2+IJzNk@sLcQVsb;xi&$7~|4)bionMU9<@;Lu){*#g7>e@71V^ug1 z(bLK#7f(%=%=!0Lf~ZJ3t+blZanp>l;BixZfiGY95h4*QK;lPSI7(45_z4(_3@bjf z)~V!7tljSp2C{m}*fQ?w*!4E%X+)<18rGcxM#&+`;{?Ho|36gDe9vi!W@qO7S? z?A88yo>{jmyzb{Wh+jh1^{V?a_&~Yl)w3or!@U@ z85b1%MwTWf#YCrh(@os=19TF6eeSsHzH%P%a<4N+XR* zKOfrqT~WG!>hhj)rENP*d(}J@oXKN0otBaJcv1|%Ca=z^mDTn8O#1nZ%g)iq>R{>6 zVQ%b=R1|6`*XVe3qTOZ*S*w!hEDn-OzdK=p*FlGCyGA__CTz)lB=^;6J#HQorPphq zh+1iid#=d70;=TyD$_{{P1&fx_A<97Iixn_zPwfj&UP81zFSUTE9s5l3(V)@!m zPH`RH{=hC^hQ-z=OH04gY{Hi(qm59-MHZ)O;;XEVk_9^{j8Jh2K`r_n`^nN+fcz40 zsFrSe=#m^&vA*>G@Gp6c-}t6aJl=7Fy2{@U>DQAffV65!Os-O^rC88G`50cZG_l$N z;`J0O+hklM#UYp8j}(d-toDwM&_>JggSo09+^(Lx&6u$aHk2RMQ$Zl>}JJd&2L7D?|38eIVP%k18ZfVVLxn6?K>HH#)Ip`?{g<>QUblX&|Cy| zrN=leQfdV{{H+!=P)pd$R1iF9x^(y9ypr$hE;HaAq)H6WltEpZDftlaGCBXre%9Se zIp?mBYi*`A5Wz`!*Y@wcbo2fzUR-mo*3ad)s? z#NLWhi-PLfOJ6{b;rR2OVuC-(0u|RiuSfWKnz^p#xu4C^y1I@r zixrZM*Vl&!WSmWnbg#A9hLHR-uAjMQWLQb zG7wFSk+usDhD2{?zX4$~py5i;WeLpB{^XQkb1>A|rP6m*?lwJ4$5XeE#zh9FIuDf) zz>0yu)GSdR{^jYzNkBCJ_3=!RFNA9iklltw*NmDP(ovxn0=5nP%lZF|Sd*Q2aCgHe z41FYAyRh9^{2sBK?QPqeyq{YRYhRO0^l+q$Y;wIx`C6e~&-Sf;ucIDpxhTC~b?Y~A zBmiYqh{~q=4Qx%gG6M@YKFJy(f6S*HX!2{&lQaPpoIC2UN6$+Z-r8lYX5UrMT6^R? zw6=#!dqmsre;Kjp;pD1K(nEg&Y<>jgT7*jW(PHQ2u?gmyc}q6E$^-vpuof$k`<)!u zHX5X)a+1u}FN#A}buSxy-A@$*AIY^j$p<|(HCB1L9EN`dQ>strAzoyAHdTGZknxD# zsKDsWU?-vudbycJ{NJ$k!nHm8C= zhrb3nNc3{0c!mZ1G@^>u%OhiuW<**4+rRsh0&%!{kUIa~F9GJzG4A}euNbB+hZQD~ z0rhYDTemG3@bdIO)I`7|42b>FYj!`J|1wj03~VkjfC9`nu;8}M`Jsxnbfo{vs4ew+ z?>$5>8*hu|OoWLhn+5f^3*%O&0SEEc@6#(aL<3;hQj|)&;n^%%lL&VDb&latjAg}6 z1b4J&1IfuCG%!>HPPVxP$FiP;^oABFB-*8xFpsPvaH`{K~o!- zp069Rq`Ynf-U`5s`Px~D&Kz(v1^^+-ymmH(NYk9Qqa_7Ghkz53`**0@)aZY?KZ5^J zC}kCkC4~ZQLe-K>Rcenpzi6|DuZY^&$Zd)$Qh;ODPbjI8VL(bd_>+A8ppgO_o?T8)t9w&&p2 zVO{%Q_9J5_W5P_82GR-R9l-sV7lt@_o^PscKkaLg)Yn22ni!J3>DXe?*iN7psvq!G z6h*EmA26DQx&pXJmjS_m=i!CgwsLd+WHC!#%zC@|aC`(!J2nbUAqB^m{ZoE8of=%x z8F#{qL!aTGb?y0Y&05 zQ>zHe2+jU%g+p7&wIbRgczF*Tz7BK(w4j}Ysw51t|VdJa5J z7a0NcD_+}DGpoX;6`LSil|Fgf#V|Mfid%;L$wsemkKb?h8k;*T36R5HQ{w$J@a{9Rd9nYnm@&o6W0GU{x(-^4qdoS0dBf7KyIYgao*Y zG%jX}PQyc--kZsi0Jov!5I7|+`Wqm$8JGqWPjCvAM>a4(R+SsVPWc^PLK0qbfPFQ5 zyJaA*fkyFiw;4qA(1IC~pS-B?5OCz@kxOo|cys+(w99_vq}0KiN*G5>fPslgPEG84 z)H*XNgPa=pdSI|D5S5{ufr%=@ok_Q5N4SioKGN8VC_1^&~m=2B6 zw7u?jMD(g3POv6jBI|*^Hxm#^cKRNzh5tRv;ny}B|7%;1T7#~4NPl>BOGD()iOgEi z29=-JlQ4FbB@2YqFMr(l#P*dMb=9Q}yN;iWmDs$C2M6kfGF&6CrdE6aVGxc}90Vr! z&LJ_9(gX!tvg{X&iaWb^Z5Zn*MqP+c)S?N*nGWhpq`2GX3LCYA4o;whK65${~y zYgPS+)#yy0viQRUG0-eQn3w1%AVr0LC$;D0x(<}iqN^S=cx#q%i$KpKJ=)$}rFzVG z7?p^hd}A)hVV$l~y%bx2j*&+p!51dSN~cNAFT5uI+!RYCP)Ulx`H7TIcN?+=cOOALk6-pjuNAdxUw;jh z1#E1p@Jj8tjU2HE9-9fB2c~UYR<q}(L9+ILY7q}{J1HoNNT7eItXc7-$;i-a zo84KoIIMHKS|rIsVJbw87^juCOG_fw@V6d3W8+$1{HnO96Ol#Ush7q^{eI&Eo2MoC z57qde0}TYB(dAA5S2S_X&Y>Ldlv4<9x-A~8Q?l&kpgRZ159_a*x4ZD_;VM)5xp8o5 zHJ+KvN}AI?)^Ct>SYM*gHG7S;+12(H&of`@YZ*+Q9YOL?!3wI|?EG}c3!2f}lvD#4 ziqZ;(G;{Y|7&P*6;`~FE2Lw>aZR%TctX>OMDUoVGKxR{`4fSg#YyA#GP%%%+K+bPB zlGQ%Z?(tHX`3!PmbY%>5Hp{7Pf6A4F|Ebo)7t?2&t;-)I%6}NDdVy37tVyBK;7nuH zm|eDviTF*QX+b6AG+6%XmfNIjz%DKc^KX`8m^l||8Zl{3=v$%wBUvu&+g^5`eJSM< z4h0lnD$s?T4OG_A+_UVnTVL-IRG#j=pnE2Ewp&^m0XD0_iy%|lzudT9xXH-lF4Gpz z$K0oF`Pw|>b1q)-;!ZasCjJtVo{H^Hv(SucgRUew&M3YHn=mac%Y&CU@LVro$)ArQ z)>>iGL9I*F4NJj66TT;5;t%HT!g?oZc z1RTUR(ZrdGkmxqjb68(jDD%B8Dgt!V!D7k3xs(O(a~nm;-YQzGL?y_4=3)A|8O?0- z3Q&3m&HyP%G-4)~)kJTPaxR49eN5We&XVP0>zEIc>qqWknx2xfWbGOnD-@|dwgHU< zV&3ba$ytv2FCq02GUT(@Mk}+$B=HOvv(C)z#gRc<@kVC}R#3AYvZ#_sx|CAh|AyIz zHc_(#eGWK=SVi{l1{y!|o;>f-ij_{o+!5CAGyVfiSdqANQ6ek4^5MOWrYDY*oj*ML zKI?8{R93(yUgP%2#bk{x0VJFPf=YU=!RsF0E7DMkRIy`4|L4542GQ5+nIXz94k1_u_uvizg1fuBy962B9qxJFTi;)bf~hn6^zL50B!fG5 z8x&#gj_)>rffg?GUcwLLKQ=t4RII#`$9$L7_ZWwZ+MnF>0#gl@C!a;9XXV9Iq>Y4C zs+^h|OxumS2FH_M5l>=5SVwbYAE2ECe?b^C*w&w*O_lsYZG(C~@iMAc{@PId& zcaR&)qs#t97tGE(3qZUgVg;-sVnEllT#T#f<9PI-DVE}KOvm6N!iLka%(*!(SE`+* zR4tCRGD#2je}QjLD&(Pv!RD*0Gm^X*R$w@IT$()6)wo%nV9#sO9J-@fx#*Jg# z+Nlu?iG8gc4uZt0_8mQtE_;$F6&a*@+>1f85QG?B1*cO%w4Ubcq8cKpA4FR_DA#Kl zWgd6W@5#BkT;AVq!B;t$o)`3VA=7Bp|F>VL_nOE;A^V~HxkH)0l%LOMpn)q(K|}3@GPw3xe^ds~99OK(>kp z!%O1A?f(EC!hOtv!F})ae$n2%;lo^<6r++tF%uzC^A}r7168yPj2;4P9x?p^?8-kj zi<=L7p?vM+xpB9)XA%V z#(adkZd{+$Rzu^cXT!!*K_e6oYpA&FNa$mClmWs}5W|pRl+2U)YM08VDkmz5>DleP z7Ho~R73(zIu5uF+uf%E#sY&)DUVWgXJlVu~IxY=7YfResb~7?*H;2 z%1yxUZriL^iC?%HqrX8#4$HoZ1sLLnojHHwEOSeD56$_Em%4#PCWB|I_O~cMhX_o0 z^=mrN;Y(V@;k(}X1=HceZf9zqsvL{E%Er+ZI9#N71&cc_${e$~oi28>bu zxeor4X#>KF5HH;IX*+9Pdj+*vj5=<~VsHdW(>_>i zUM$-$T5i4Ep~+=8`2*z$q9h1fPSNtp@O?or=KZPxX?NgDj#j<8&tBVDyXh_XWuk50 zga0c|1cpZ0O3S~eJU`A0;>8W(v^5-(b=~Q>S;j%M5i!9+W#xh+)d7d4wghdyxMxJE z%2D~ugU7q!kWLsW6o-?cV=lB26Grm0F?CYU2eN?2YZssyz+n6CJBrUDxVyLep?ou| zWvogQZKc-}1L4xYuN(AsO38R#oujsJS|%ypOM6EktB%qYnyVcSJ;`M4;9W?Abc3uh ze>$<%+-a#=F_oRKXFnTlk8j4mp&NcVekvDYFZ8qZP}W3~IMq)-v4fj05Rftv z<)ywp=01Da7K{OIs0h{pC$sGr?G!!VBKz51T5h!dkvrCW&bOT~SLIssAhM+pr4aG< zczbN4rz{6ZyuI<4b$_x;PwI~1>^90vJhz`nTONBH(9~izG=aO}2QyG6o;Y25PQNN5 zj4VaZ8P(7U`K1w#iq6;uuTl2Lef=JZig0Ckj%cA%mCcK?qNNTWQp@#m;p9aItrz850%oSKXs97N{d2}I*8XBgZf=@@i*c3>=U$rCMvuYW z?FCk}vh74yU96_K$HaDnR2*W);Z-Ls1Ct)`mkL!$9kC#M9B3d!eQFPEKu z4|`NLHM(U*o9|nyodHkUqwb(O@b@;zRjnfLrQ>_Y`laivEvNZCub`Tp-;8 zRho*0N(+0j8(x{qKyjE%3)GNCG&lcMXpUZGj)B1hckeZU(#XE7KNND;SVN!mS_F{4 z8)>X*SG*wcS2w^QR$7g6nkOG8Y+^2$PBxzIgSXbaBOi)-7Di8Z-S^JL%psQuM{-sh zZg#!KlJBjeGFE<49Ft#3euz~eNt*6%x#_>(|8rh;)6Y7%cS!LIK5hY(&6kyxJ-3`+ ze6iK6)my#op?nBG@g{eKqRS&t4h{Q@xTrF}ZMGzZQYOQXq7J4)Q~rSwiral%P-A~B zdtoX3_#}@0{6nahU;D%)75-jgZ z1th3QqM=UJ_z8=#lYlV-!cI>nK;&0h^KLTmf6EzAM6h^4>Bccnsbk;ol1axGG5;vs zLl4sQI>!&sU6%|Ziuc!{tumFgUJz1!R7hFXq3$Zr)dVyO^F!47XMAw^X)1X2}UZUjo_C$(`+z>w5jJf?QmcLyl^0 z5=9@M5yYf7c*Ea&c?h~$>D}9kQXkE;XQZpA`RUu{v0sO_ zURa&*2^MGhOBrI=Guvi#(zVgX5t*I<){l8Dk>Atle^2hDc?vYjzqkSOK<{5!sH{e# z>D-Fpi3cdjLscQBI*5kKM$vS;y(gwS%$c~9paIzZZ^30@2M58q6alpFpi)UJnHz)F zO4d<=*+c=?Cu%WiB|MJVVU4lmKGN~(=-hHOnyz}yESG6~2lhEO_A-gsZN9N;B#K2t zzYe;SjzV+bHtfh=&YC>BD3%#mx@M^YHPWI9VFY8U%tI#Z_*Xvgt2MsT&z|`-`RY#K zAMw7yT)(}H$^B6wuU4zN$u$2`3vl-bNxVvqwtta4N{bM6d=M^Y(&qeLWKtmaRe<~l z&a`lxk_fNaKK0Y01PQHQU`!Um&sGa0rX=S>qnA$fEI#r_UXQGnf5Y*Xc5W;)AqO)#%rmp~eJn0cKu~_J8wkus9WFQGbX5^MFuy zKnv4o%^&5cLc*zhK0$g;$PiB`IrT*ZM%BewA=td#(ii!2+&~%7r(Wb&1Za!pi3~L@{9uk za8K?*O3cf@!~`$_cY|atac>@~6*7_?roSr!M1&Z13w?*Aw;SY-6N@}LtGn~DMNZIM zkT5xw8H>rFWsdLp2Oe;(-YvZPKe=(&=Wn)1o%Pj_{mHj zIV1=LCW${X|N7cn|9j_)qh5opu27Y>0E?dYaGJ;K9)-qX5OoN4s%fuVPi|LChx@Q` zLPi*GxPtx-Ts6$}T7FV;>+0CiwkSHV*CBU?Ox2clrWio#0-ae|XIcaTV z?Vd}G7q%t*Q*yN@a+G>L|16n1uDDd0SleZ(k-+06y-s^!HbTb%mD$ULhmCq%wm-ci zsiQLl&bE19bpMYFunkZYR!KUw9|v?h9QB_=7pe?y2@N&z0(Wav=C4@(G7&;(SI>^$ zA2-wObz1C2F`lE4ktqZ9I#9dZ^+4MlwsIaaljTL!7p37>{gatMc1?K{O%kDZJK-uY z!k2xX(LrI~ zo2G_OnxSDKj+sTQaJQBJP5In*e=-#8cC@F=02l;ASK!4^v#z$4Y> z*&p&^>1ZKJGRb^v>z!i@?8P7dz>xP{b>0;@Jqh)^@O-Z53_{`sA~ju(TqaQE5%Ud@ z*jJ&PTlZRo$B2>o#61X)yLjQ26vD>hs7FbS&&i<4Y8Lmr3HV-z#Jm*hO@kz;a-)P? zAcI2Q!IFaTbd=m!;4UBRH$Fv-(A;#K&<@maV*-DU4zkv^)+rJP@r9dq0${*~0|$DJ zv6Cpe=vC|u;B;_$8~JDhnU+e>uumIuo2}Q}F|U`KAQ41@tH=2&7N6^y$xOeeK}8JS zZx~IH_O1CtYVaUBXecAztRa^{Kcly%h9d9;DzYG=q$p1+UwJYw__xo(Pmm|6i-6+J z@WoB_Jqlt_7iJ@ifj&pTeyyB_2m=M+EH&9fP-YJL$&`BZ-nVpi_j_7w*;Qc#Ck}lM zDXdDn^Y#~KhI++{Q1$5&)xqb;y=+GTYI6pQn0?|VP=_W~&n-3B!`IrZ)AIK&i01=b zm$#()aLHQoL`^S26xy^$^GDdyzia9R>$t6)l+im@W}w^DFQGU`+SxpB1*Z7SUbnx% z`hvgEA|$UZ>lCd{hrT!Pk0_c8%EHt5*^UIfTM~l$;8IvyQ+pV83ky5=PFc)T}3l{u0(^{pvG3V)zD$S@m#-!tmS<7xItW0}tr;f_8~0YpAad{I2#`(T4fYUQa748HqtWPeYIRdY;}J6#pFv z5*5kWzw4ZWMUsMX2Rjr;!L{FP$yOhFTgjHI8PK#qcuYKdE-Al}%G0~Hg`uEMH~Z=~-ZEaMu|B6y>ffJTk?Libgf?YY zhJHwoF5NTM@Q?%R5b$}b>ez>1sq!Zj-yP?JwLv|S_kJBx=i?C*fS%==mvepTh5BN5 z)pT4X6foUJ_y+GUI!t(RRHQK7Cn@rOWZ4lzN+ zEuL(?ZzjVn^zG3~bMvxt2HI{L+GK2Y_#(cB-hS${%X9ksi0OGD66c(-)Izu#&SlN+ zn%hf+6)-G(`ZG`x&{%=&LjG&nS=u%3uMI#p9~tlCkSaJ024j2+S)DCJlzByo^0nw7QI?~|__7;V9bq<76A`=hWEL1eU zo+K@9fG9dp4J2pJ-kp%e(dtx>Yi;fKSPNP33*|E z_z`*3k;JMO7T7l!tm5bOD@a`dfKO_U*uu0#JS|OB2aH;ycf-jT+a6Xv{`b0X!C^U& zJA;hIN@`Tj@H>64=63Pxqirmr)m>NfdKJu`gUpoV%j>N9j3r}fE-TLsTu!N49y#6=M#E5Yx1<<02!L{hGLlrZpYKjPecgwzR^Uz3<2Qjey+g8`@-j5G zW|?0Yyz_kyBk3`Io2Y>y;-&Ah0%SyZJAydI0jg89g)!ogOJ|1a zaRakgF&W+;SQ@NN$9?-miLyVzbC5tgT7wvPAT5o@Ir~}LK-_U|;SP2Sk^K0xdE)<5-BzGA(6dkUtsCKMmM~Qa+)if0p z_YKfenNMO*U;NI}}6-Q9u&v)I2iwfgJ=OziQK40rO(zzMocEZ zJsptzsC+(TBOnEYx$8h~`b_bDdyWO4W$AS&rSbU7^Wgl^;iyVyXgv5PP~bKtt{l_8 ztX*A#AOFM5aLIQJ(*?|H@{Lawpv7YkHo^wWHrQG)45Wj1PA*?&vnc1Q+3Tql_+1FRrreas}t5#|K(NF$fD7L!u2~eEcm9nC-&i}Q8d_OxQ2tQ~Fr@RnI z(HswoNIKP?KgXo|?(U+;yC2^C?(2V)^Woy!Qn8$X%dLH1tLvbWe~v*zA&ZJLD6k=U zfWN~fNn^h8T)sGdI(dJ+0u7eB1QB=r?DKI#I=rz{2KaeqpzdE25aKOfWB9`e@|e`jg@Y!uB$!W9-h_S8BvgARBja;%lJFoO<=7ylt@*Ii7V^0#R5D()z3A%ZM) z<*OV88XdbSaMxwR%(MAE;PSX|yvN`#WHJYZT42{@YlDgZxyTgN_cRX1F{o zLH$>dHvMMzQhhus!fTaE9IRS}i5rVrm&v?r zifhoWit&%2e`=$3-xXyHU6+18x)fFEwdZEPz3lWJ=sgYZhIw)NJLNo@?ZoiOtNLn_IVxY@TLlH7SV`=mSQkyY+?RReF7)!fw7j~k~sT_2-e(Pz| zQVF;|WM2{&{S_-hFqdn6ly+dyeiA&3NI`By?(iNqm)*MnbTD{s*XDi)V10eT#|(!i z&+Fs~v^WTIV&iW*-abOJfG#BGbP~4JtU2nt8@t*Ztz=wWXV45u_r0xBgZi;xI|6cJLW&E{5qifYSFz0fSQXlyU0$_ z5WL&#Jb&G;PZ($fDM=WxlgRb~pX&7>sqVYhoVhJEIOl^oNDQjIBxM@5-2R7`RiAxxxN{&NsOICt4w2cv6UVhDI9$G^`otU zSh^|_sIZLF3bvjpzhho~2T{e?Yq9cXT=?;{M*UbY#)(+F?IQNLQoupp#zmBU6GATo zEnK2q-Q@z@$CW1PoF_px3;t8`kmIFMn5Pckhfz)&kvLXTltI%Fx~r$8$e<{J>`M7# zF%sxdGXOxY9JF1$)f;g7-GwP^oYYJe#$|5n!QXXeg9?Y9xh!;{^Wu}277_(v*-Wn|=Kd2t9IN*+wC}+6 zqCMqLxUXXW(v-Sv=w7Z0_3M^L3J7Exm!ns2wOofy!CS0Dx6=Z{X-pbmC!982G#Te9zmA%i)FXN+XH zQ70eSR~SzSE5w^}a^7B(2dC|B#HG{qaTx#=Mrt@Z>LaQ?{)9$ntK$<#dn1X0mlP8b zNvDjon69zcPF#20{TJZ5bFTP$q`f)=MHlINRxIQTDWxqKeNu`EW4vmSJWeo_Gq@u} zi&(!`#gL}%j!b)J)aLbDh|Yzj+QhfAI`li^k_WFrHE zl?FZ0+r)Uvy5q58xlU>F+!oJOGm6k#<5v5)|+wuBQg#{>DC0;yxc(gke$#6n)%QYoD4S?ytCF zLjXJHxJ43r+n}E(=M(ka%FMhCAM%0`%R-)oIuk^S^R`oy({FXc-g45Bn-mAibss^Q z5a?n#^RdVYlfyh@4|sP_+8%N4MJb|uT?7uj{+O(Q3_QK&B{h8ye${7CAWD4j+{)6g z*;$iwSZ>Kj5vjIjH4^J3h1PF(QPdxCzba^GNd9V(Azzh1J1?6vu_j(by=#ohdS4P& zTlt?Ef@x6W#)|u!`KGU5KVQtnTUuL<>$q165YRgcF0u*?{BuO7hESLOoVr1@i}?9? zBFC`rjJ?>P+8Q&M&`w+fmokzd5pLB9p=Jl6=Qh>8l~{@he#}}_`LG=VH7}b*1*MGm z*+gW==G7rg9IEeLPu}5-*(X{u#6(qo_#d)i6Qlv(Kp(CL6C5I!rfm*RlKp!Aw81$@ z79de+5^Oy2pk_CHgj(+L1;c+gPywO&r+&Y6wY3a1w*t z;63cp<0Q9LGPybP_^uzg)3;jvu2{wqzzcAQu-ST7fDI*~I-kUpG)JgPD^Il9bDkz?68*QMJxsL0B&RZy0M=O2N-i|rG>CP0 zD8TP*tW&`0K1BF+KfklhZg}(Td8fZvE-$qrRh(qJxORb55dwJPaKV(gk>2@-(?JjI zMWT8RMh|{~9RQOYzgsR=>WA2Gy?1P|+6%jTX&UjKRR#|@QCByzgdc=&D%TViUw!yZ zV2a^&wvqjMcF^g+l9zZPa5skz1Db@vK&3y-Fu8+R^Ij<$HgNt29V3kz8b0Rp2dL8} zM_^IM5hw?*r@gpwZ>pL)9peFL=jtsH<;YlWal}29SzPuCmZgXWr>`~!NOff}>nS&1 z$aiK(=jN=*puvRA$k*ijCExFdq0hY@d{-4AImU)62Q%u{FV6NnCqLLm6uai`-GyX= zkJ6pP{n@p7RMLXPz^=dZLZ~vf?buOpLEi~6Hgf3gxh92jW6~pYx7(@TB&}s*KWl^n zhBDN^t)#_zzI=3H!|Oc%V}mOQ00VkySvsDs6gj#2pe~4Mk$wwx4Gar^aBI(DM4gS& z71zQWZOJT8ox2T7_gl@N6f|%DvkE=rasE($;7z?CB8CZqjZQ)-(`dflkm|f1XCdT5 zlNNirt^Z4M1}FkF`#d=fj6k~7kwAbo0Y|iNdHE0l7KIGn z!};dz$JJcwcxp^TcyxINZR^WtVgJLp=T1VDNSgJHDZq>II|glWEF&o&bF;UlkSeQ+ zaX;;gZt`r}L<2`5G!$W=@$7GF*040Yi0#|?Pn=&D&gk*VHB>o3(4+2rt+nF{!%8^; zGR=QRaalSd); zFuaqd-f5*YKU;QJX@R*@IOHj`uFB(!b5CvOc20RA2``!mBi&*>T#i!N+VwRpun~y* zmd&%t`F?w38k0^-sHfd1r_RvPxRVv2CA!5kU<+BEQwTNt>D}_(!?j?rz(hqP;;Wct zrq_tq!EYV<@@+>Wc~z=y>C%;tOg^OikBPhQZ|95dZsuB(%#_1M(aZ1z6Fj>i)n+Pt z&Hrr=H2(sCsgI@{l?MF|5<-{rlcg_@m|0L`=_mo?sQ*P{fZs#4Wmyp zH63(vqZ+)_L$wRn3fXR|ci&kDY@iLWn$EI_2QRPDkJ$Z9K|!n{YCS&{+MVa&bBNqU zkiQI6cK+L7TIGWZ9Qk**R(_f#Q2+=#P8*Fn#h90t0G4`zN=8|YF+qU z5EM_OdM*63v{q~~=FHFatWBH=^3>hCq~JLLQ5s~#cJcwMaSvpj>Tv9P};sS7aZuSeU1?`JM% zJ-J&4EH8bQ6K~{`NX?N)tn&6?;&20a5ZCQXA~I;a;1US+80mZ%UOam`G7Weg937hi z(M7rrKa#Z`uBk$O5n;D$o21PT;RzQ7#{bQLMEON?#Cf=}j<#AB+=h>1A;&bTtUYmO zCT>O`Ll#r`Enuj4+`kX#CI}(N%*qE}r*wASKx*n^)&gu?RIvb{it84&H2`FI=Qq(G z=T{6{({;>MK`@b{qSd0HX*>EzF;ZU6UBnJYiSTl`zPX8??c;T{B40|RQ~(^&*JO`d z7e%!H+-?HSS}yNeNmu?B_AU}+2wSe8X=V$XLSTjCSTA1eAm;S&lW~qBC$g5@_DAHw zKm_93k67v7gexnzt2NCk;`Ej2-&)L2lTrybF^Vc1JIYg4$FqK=A^1P`%_P|f#$bx= zPiDS7Morp&Ttqg~k+ZGh(#IyE0vNPKyB*D?yFm!=fA{9+vyOpZ9MAGz$2}lntL5e> zBWSQtk=a5R32{rgvF*p<5fjvyv6b9=%uQfHr7OWB07#7UEQAbUyG>b?fHZDk38kuX ztycuRE6oG7TB%lMvuGz|eQ6s+WxmdAWufpvkS;0|)j*jH=aZXq@fS51xAx%u`mshREd2vH zW{mG!u%hqNO~QkqSH$auh15n7DMgZwhu)lDbISz^LpC=9 zHHsa=AH?eqInB*pJADzWjSd0ZKk%6WS0{hK)k*02&wDmijKJ0Z>W9hFp-m{1k@m#< z^Dvd-+pTcDtd6PpOA(8q;|?nd6b6R&ooZUteA3;`HMMd$Z^`BZ4;I zhAJwTU)fT zWHa@b0SBc0BAmb+#xWnM0;mmR9FF6PN)ypqV1Y1NT9o4wIrMl8z{f@6ulW4{k+GV! zdOwRN(h7{gT{xP4B!T0!)5Hog`iMBs`?&mxz$SYMTBMc^#wPN|SMHb|g4N_w48Sh- zQsB-zKnL>wy$;wxXD)Kk^>9k1eHF*`j1$Np*f6)cy59* zR1#Y}t0Y|yrXX@e;-|XrKeLJMV4^8-RlH?e?5FLeT95WyHQJj?7k}YSx$aH?e6;-* zrbWMhSQ*{`0kHix&{0KTAlYslr#zYNg4wMW?)H+_(Eqri0#`ko?fVJK*&C7DcRCEK z>?H`kDafkGRF#D^Ug|aLzgFWI;1rw-tCe@kKJLKPnrYX$q6IlR9FUs+Q3EYGNsTAL zZn&-mt*p0;S%re8+>U<=KQft;M|{FU?B>>CIBT-*XTejN+xFT~ zjG(73mnH-VB?f&GgyEQ2RE(? zKrXe%#X0utxutp|ANE`rI(>W5nMUCUv9(R+w5uT%<(1Ff@6QvQ2fm({(tJ$|9?9~9 z>mB*m16Av}A3u3!4MFYm0k>G&R^@Ek+>7|-Q%9fb_IB4|3~7NAC7KiY08T<4_3tU^P#48&l8|P$ zTKIw-e0z|m`ynu>aq+MIfVb|P^+WdNODRJpV0;n5eWRhwn2F2g@&0m8OB}#M{t)Kd zYh+Wj!_KR}h$593X>5rCLF0aPJgDU00bdBX2(JHqT3cT~bG<_l_T7597J4hK75a@h zJYH=ijRze+m5z8yADUj(e0ZJB-=-*WtKaTAt8A|47yZspWN_-Y^>$b9|RN$_z^tm@C|x@6{o zG}|9D_57T)cY_+@j;zi~wo#)reTjI{E?aEU3~rBsX(=WiS3St9L7Kqp&Fndl2rrg< zvAX$oSDXE6dwQRlnW-pvixWu5ZXus7^lEo@HPH*n{OsMCx$1wjm7VQ{M65{Z|E%l_XRYuE~SAD{obmhT1ES8(FU#= z{nu}tb`Wn=tVuZYY8uQvB*K!s6?D!*t+<2Wco6h@k*gxFy4VyBn!Lj=U?)<~C(XUN zDkVS%Fq1@U)n<90!oARjwJMe14asu}c);554F5pC@1}S4Vv^i4K&J|E?WFG6v5Sm@ zx6oKDj>M)X&mMw%DvjV!#G+)|`iCx-cgI2W4tk{DlKK#~EUJ8)j_G7XfLt@GPD>bP zIc{ZmyZ_Y!(we~`I3SPKb)ucX1WD&omk_Gw_K5cjw%{9WH21qCfxa5+G}OM`|3o=V zy?i1}70PEo@mh6|Lh7@INlPN=uw5_!vj_K=SO1ciZM?c`hMQ~sro!jy(Eu&jynN&7 zH9NcYrDvA8^`dU&u0=8`eH_#IFr0t)!w&g|)c-2V%Rf&+LqXCQJ*OjWkF{sIQ8#gw zuFJ9Nt(h>hldCA9VW&QL`N32Cu4kvr>=}a&?~t-1Y79!wpIBnjbwPyl2L^hVOrXGX z6^<`Nd(S%Gr4TpgO_enE7UU&?>FgO9_SE!akb&`J%WJpZh?5=cFD4}Jra(%)i@)Y_?BA%-V?;sM@DhE}7rF?_g^OF*$ zH~WhCz9U=MLYs>ciJABs?Q5!rGkyQN*VbjZklTyW^8)ZdHj+yniMURw zD}F}N>UKKQB-td~xfB9pCj_W;HHxoBwdDRLVmJ0bsi9dNW_E zVE$V~fA<2ahceE7)0i6wgGOYB)59a-pO63j(tDQg4rT(;Aj}29G4s)KqycB?XlmXN zd$A(w$WE%(U)D0}JE!Je0^NFc^gzeoJx=My4r?o!k#K0UAK?FmnT=g*S$c5gNWcC@ z^!*-|>nslI`LBK+U@I?NIZ9w)f@_`M9`QBDvN#D*dFO8gxH>4>7KbSC5&_vyL2Clr zyYJg=ieW%PIF=08WBW010EJ%fEe)TCeuAyDxoEfuaPu@#S;*n2g$U!L(&sZjLkE(_ zo3YQ1Ov#QxnE2{BxP4y-Mpc!~3Cc(BQT}t<3V7KiJ6@=GemxJ!o;*+#xRj7oUZ^sB zf7p%5DEcfjW1gaacjw`Cuw9J!dbSUq7z2Fu**vpsY>&~j#RLC%7OqVOyv|LYHIe$U z_m|xBE{X^?loq1~hlS7Z6+wZ13uPjTQlnLTDf^R3IQzTp0AaB~(YBnxy~rfcSVK3@ zDY33*q+_pa2ilJswi+Q2#v2KVdY zDLn`Tg&+n}-h_#n-{Z!mhZ>$^GbSeE8;5zp%$Xl|o9|}>DBZZ385=-s?e1f@h zhn1m7!qB`}zyoNOKIbMhA77qeaYl6k3aD%`Ci``2^#-fI0o4m$v!@astpEH7aKL2F zCLEC{k!ZC(x4QKfRTsrrYMRAgt7BJI7a? z_|0{hN_EhZr8$#Xc7zeki%oR5lJ5a*F8)6aI{5Ulre$lE%-&vp&1>^~CN20qy zS;CY^l)4N+n*(^HzAa{&g&zA0SB6wQ)#n0_$ zR+!WgadY!Mfw}eOkGQ4$9YH?x^}liIZimdn$y6nX>j@IYATjH?;k)+89CXB)F*!aG z!og$~e3z5b|^t_Kd016UWD^JlOALQDUbM05->+d)o7h>iFizmaw$FquLF*|=TkE63B8t_J||Ev@J@4A*JF z=)RK-Ks)7^mC$rCeX_^j+nTUIlo9JAF2T}yNE%~8t!C!Wb)QY)sVZ(FU5B6p|59EN zr-c82>T)BO)uRSWM=K+b8vT3uqpfPDP2}3udEVu;2DrA|{Ac|&TciNYFt)#7&_$FJ zt9<`4s21JaXDk7G4X=lDUto57A4pe-X2n8W6wal_F#gvw!p;38{PbrX2LG@5Xqb3= zEMvHU$ITA!wvy5;r!*GQU7<}m4T$Xh@N!zMtTyNQyw?l+qpw|svM38f&@KqbB|n%< zYjD2(sxcC0g-jfDP%TT!ENFeXro|E6!SV0Hq~sixAjD#Y|5~TT>H(`51e+BuV9DFg zVk-6|!A21&s}X94i9=own{1W)WIP-B&THZgZeF;$4v$tuvWiKO z$bl!#sW-o*Q7gQ+v@`|HGrbxAAVLoc-j7_J$!F1t&J=@1VKD_Jk<+B!E+$Lai=VJD zD0pn0XM<*Yg#itv$N$h0X|bwL?!vMsfV0Hg6w*(RLYE&Vg?=VBbW6`qIqgs`?@GC! ziMDw2biV@QaZ^{ECKuJOEJ%p#=J@r|q_8jWDk|`T*dla}t;;u+SD>m35UOYN9 z_*&q5o_ABz)pH_%YHH5~Rd>oHcm=_(B$Ecf6nBM zA3*-%9ucg4;?AW?H+nJBFq8(O!FEpIWdbBK`T<@2{-98oR_=nnJMbAw$HgXYJ+cA0 zbD(mI@oq!a#zTHa<@wZ zbYQH%&f%MPu=dyfzl$EYP_X6{SQs`p{)X-)e^%kfy)P@y`c>1Zs5DAX={2B~WE~!! zNHQ8vPFj_~Kr5}r&4dA#M&7zLLvHlF58$$2@fycH*yD(T0;sjGp{RttWv9H0rV+6- ziIH|Is9#A`-jf|a2Rc&E>CXucNM!N*%FY^$=AsU%$%De$TkU8y>GBonI?fCpk%Cn? z$kF7PL0^bvhwRI~iR=h_zVrmVJmZ!~hWp?111VG$G~ambDWrzFIA))5sMvL$9j?GP5^h-XKBtlc z@5G=M14cR$93G#J4a3qSTQ+I{M^uw~=0 z^o58xHoOu}kztjZp%RQirSOHuno(-3Iy(p=Q~fxPh^-)iR*X09zts}uj7oP~Ly}?^ z@;w7G8rPNqu2o(wdM2OWfZ4cnSKGdp(MD+4^rI)JW4T~A47a)?IP;1nnXjOuIGzvm z#5(a6-_HRFv&+IzSbf>Ffl@XWO1I&(rj+)gZ&IHVRqFr%L|(GH0lM`&X3}GwEZQo` z(wr>fcbo6FHp@(*XDP-Z@n8P#FkP(m4Gbk`0mB9UL^dfhoqBtuNRy)I&uVAVXcCV( zJqW-!{?wHS)APQ&ylDS&rzkjy-@B_n`1V{|)!t#UE-u{aW@}?A z)7bTei&q-ZEvEft34NH9EAM#uMFvD%Wc?gWom~a<_$=({R&|=mJ}(7Zd@s^uJ^AVs zi#uPJ?5WINTb5Ls3KfAqoJV~@jId~$ysN=9=qvy|W-Etky#W?tFVmU4+xb!J?=-0( z+;p7l_OYSY>4m)+5M$eb{}t^Te?ci{5=q}O|D}J$E_2Y4GC~qzJl^ zCa2D&7n*4;xycI!%W8_^NMaNq_blEi!7@ZfUTFn_fbKLMDYoW&hTZJJM%wB*Z>R9Y ziJ30+!1(pUb^ZCf#lcx7|9uwkfv-^Z{lTmM{$8M zmgk(auUiuruR0#Sf}OXE>WXXoSzfLzCH{PVbPFk`ezwXdWV5@_mWI8HXD(54v}q&7 z;V&oa!jV*X6OZ#KRbQB-c5Vf}88!4r1D+GJmh!!h?KiL8--Dt9kEu>hKI=JMw>O*y z>o#GFQ3o{(`J#*8VO!JP7+8vumqfuM&`cmwP^cr9nTUFfG_=+T`aJ}VllA`yhkC4G zLfoqg&}}I6qupH7e?hZ68NY3Skw3RDOGifIE zTPX=SPp<*4VxkP>^J?QBo}{x;AdB&|Z{3I#m5S}?HhiGJg~fBa9MnM%iT_6MD7tef zi{h0pj5mchx0^xn!w-L)N{v0b^>(V?4Z(uWZ+YUDOaaeijO|f$P#6QPoA{(`*Gu{6 zNAyJExO{Kx7u7L-C;!>iNb#!R^kaYH*#_(+9u8?Ye+E2mN>Kj!8d785QndT4iar#r z4*fpByN9;h1XCQ=~L1qYpvl!@>IMFB;b4(U9jCXTc?N6w90 zH-<=(q&i-{X!>XE%pb@gNi1t#*U5YT`<;(KTsC78J@x=+w(rX}AVb-GPeWvAr*W~= zAiD%@xWB5e)<)+t6Kyd_OUKP6YL)R6?P`O$jZ(43GL$-t`wtDJ<_iW2<3OLlHiX9G+V_xxg9iQv~- zw2f`KMl6-Aqe>xz;Vl<-sxo?gZ&Ni$_w_O$d^)cETpE@}#u0VU&96B?OMPbKN4!u` zy(k1A!EM4ac3WOry89NJe~bQ!{!JNtR%_Q%Ncg zJhh%OwQ9lD>t^Sx--N1JuiM-;k1CcP7Ph*k^{gG|*d&uN@Oz^A_vuHzQ|jcfzsU&X z`->GbE;a^E|L9T1K@^O_CiGe>>WAaRd@i{d)QCs4wBit@sfp9MZ6K{S+-&XAPfHJD zbnL6P_VNmu0v`bPPrcsZqlFw$Ruu#8tagWqAZ$>dDrY?_R%Fi~vzq>UF1rJRqWS|i zSI(!L+Ag;(*&^&%NlCoHUv}Pmt&29^<~~v$;(j%S)$~d7gwEzsP^!8+;-&V4<9eHM zRqrv?o!ZI8hYLNm+rqns#Efvj|*P0S4cWNPT+2Z=KX zTc{)K5`9>h*21%HhH2qnw8$t~YbTON1#N zW4f?lL1fq|K7+eQ_mWR<@xLcsZ`sfs3er7^9Pvp+Vqb?2fK7eZwrP5+iCO-P_>5G75j|Uq^|%7A=FSbhOw~0N z8%imfJ-h$lXSLH3A$=D2m3h#STbBM5p{5NA+I|=ox>NF__kUKvhjG+%nBsICRu?4~ z_mY49m{@bVe6@d;cdRNFE<#`)4!@WF^8aW$%dn`rw~NovDMNRP(%szx0s_*F(k7`h_Hs+FAZTVSdY_7Wd{kh zWjLa>zJd%v#qY~HcmI3yLVl*&9X6TBbZHtb{U>GnqcOgeB3IU9}U-k$6!Wfnri(( zrDzpXy%x`O;HE~Su19gCcKJ9PfPi2UO^068fbmJu_Jol$)YOAd?4rnKs^cW;j$b#M zSTG*ngVmW_7003FRv$#^f{!I+?9s_ooU_n*exn6-9^u(&`Ul4~DqWf_3mKj;67EXp zCq%?Z0bT-Qu}OWye0@(sXMLM?DQFR@S2J=VamG zzK~}f4nFpu9JZ6%Gnf%iIEgGn(4)&qnHSr6Dm%K$y8{AfWZ)C1YEFf`^J^`sAQwIx zZVd3w!tecw%o9S(K*!A!(pV`EII4j@ZwMFYRXv}>$1 zCX~LrKX>hnYuBapkSU9YuMb=0XRFiG@By@>I-SkB2NxpYIQ5Jb3p9~vAJa_0_s;PtYW#Ml#+hPxEQ&3ntAd3Q!2{Xbhud`yYk@`Rh!~ry?-OV{} z>x1EB-%$^T5HdUfqvSbeGV(W_OTPoNFMR1}4{sBasQLSQX^1&n=%kbg{)QN|a^ul) zS+qjw`*5QH+WbH|-q^GF<=Vo~apVw)JHG@)MYuHxC8&pEYuKUEsFyv`%@ z7?|MyD7S&vb{QW3sVrDz%AY_#4sGZ%Efm0$m$SG^@w<6dYywG&2WPu%^7(5&HW!}1 z-f!x8rniWBtlldhYMzk)IwZkJtgSozfNVY#Y7XI^$&GG&*Y^j;8X{`cq~$O*uWkTe zSE2Vw1zSUAmW8h*9IV4k9HXp5ONETbP^q(|e|cD(?Z12D{y-cgakJ&D{Odjw_X&L~ zJgA$+$-^)6v)lG*tnJ#m{45oXBTeLZZD}%WWXdp;JNL9enPm@p_P}oIfZ!gNSU2gD z2I&vAqoGqVt-Uo?*D28kl7dqO+&sD#{jmY(x3(-#KaKRw{=QM*yLrAdG3vP6gjTNA zggmfP@6i^;Ap2V(X!s+ys7&ChyIqCXLUBgAHT zrTpc(130eWAhqR}3_3JDPd#(qrf%;HbZe2%6mfqoa5- zXEmb7Z=9chuc1NQO;ps>k7X%;VipKQf^wx}<{VW~V`4<3QYVF`?3`|9oR>0>ivmA6;(12SvxKz%KEI#?JnXm4gafGY^~w z))V@3w|ci?=1{fy)nleu>HbP%e>}@oeBhRQ#w;2;u66qud97>GXSc%uQBs8xm1y_M zU<0-bg|+owi-6SVVqdN_pc$~*?{(>gORwH*yM1}n9Ve>7(6&Tyjeb|V<@-Ks73|~V zuUdv)kA!SuLPo#8*2?h{lrK`C?0qWP@P_ws&xNBRi{t5gnC9~TZ)<@I5Z4TTB>3-M zXbuDl(B=*MK-=4q)pv6p^hI5771x~d;qQWGi`&~c<1K5%Y^11y{iT(s7u6zvyv+xK zX--?tSd2V#3X;I;Hm|eD;?nUCtk=SSHuh?iVO_3rh4lG4qJ>q;?^H|Vk)(TbNvj0* z)89eY+d339b}#LezKVVAQddIqMUko3;(GAiX8Ru5@MSGj!)BeXPBH;=yrkx1#0C?H z&hO|VicO%r*)*n_axl!wSvg+IgL?**@sG{e!msB?Mj)GGVLSvWe1BSh>W^7@3ag&; zzs>8>BJ>>37Q;u?=cn$=lK%{g>&U808*jp5H!hEjUZ$3BGOk1Z^k1?JQ8+IG9k&%x zb)8JH(#`xasT24}e4$Dmz~i=>a|sUhgPbs;1VVmABAeA?*4^vB5z5thn8(Mo{h1t^ zAL`0}own7>$!5_5L6PPHGJWyya#iSM`g-I%Qoq=?z8cbM$s%MlxvoFmJ7_vs7AH=K zTJ~b5WC=Jg-)HC5TI(h6ccM~b)*3sE?C92~Z{|!v6TtXwkmZ5)hJKe$`efR!e0Sl;MhjCzB4vnTQ zn_g4;_FLhV0)@S{ECKce6sC853_3BiI7&0`V;nrMkejW%3hA;OZ0t%LiAR&Qn)GFG zinxc$MZ;lRh!~mOHp7HGAD4345L4WhZ1#qcE;KN^{Gxp2nZzDep_-K|6;`_u+j{4( zj~cjxyb*be^PiPbMvjudcsI2h(H|FW<1+&Ob2l0~c+#7J=YXZ}0_EDpD=)v5pCUI- z+pYrPw|b2!i|na9uqVvZBKj*HY@Z18?;Uy76t9`xP%&tPpb?o8hKNEv^1*&up2%## z)?M)KJM{TB@*Omd(tP>@X6Y0ZJ z_G}N>*rMr|y~P`2XVQtz1s--p$`i?hi#2P)EC4?cez}~hf!ic0GnYb0cNrPO6%zZ>|pqN4mHW_$K_UqvtiRH$Z&9C z#Q#_Tggm5FWxhsteaDv$qppWPYB6HJnoai@CnqaJJHL1g8N}A{@!ch3$Pyq*{`GKC zkbSh6df9Yf>)Q1c4Y=IaWfO)qJRna&5IOxn_pP(!kWE!DW;3H*=6r5iQ^)0Hz`NvI8-pMJiLtlM?!@O}N`*Z~!Okp+dn zr)Honiqj5iWwrfo6{1aBGVC-!@^u15yJ};-92-s*Vw;kzbT`MR2~TxNYmF}~Pg6_F zRAA(5GWYzz#j*et*U8hM*A1eTKaYcFG|--wY#nwYL0Hht)VVtbd^*k5Nrcjqa{C+c zk#Fm(t9rZ@?(1tH3EGjzqv}8uTGc5so6}Gh1Cg}(y)|pj^h0*z0wkhB+nZZvGiH3% zx8S9^3Oc{X_LSGhP#{FGNRh<()C>yrvh1Bc4!8*by5yG4cUmyl=X*l`)+3u(0bltx zo^w0j+mJ$|Ut3(V6!obfuuh%67)7G*sLyCn9c@G~At}B*qcxC~Lt3}=Tme6b)R#;5 z`V`{wUODJXf+Z-Qd1EZibvN>1Z}i3iunl~sH1gdF%s5taj7JGjWk#r1&ZU3R8Xi3{| z#FwvF%(jXZ?_Q;(Ftc&rBa$*u$1G1U(~f<;e}Fx#IE~eT6|;nI+s390e;M z0PvjTa1Smip8SD@T-`alEtYAsAmxq+m zfYYYH@rJ{H1?uzG4Eli6)BGDHzW2)3LYF_I5+aT!rR&K+6Mc5AKv@SPiblG4LK$4# z%dA}KWQ@R^?nXbaXjIGy&MSByEsuaxZIWF3b+_$&t<&`D_65gOvSFodD_EwY)C>uq zqa@t;f;c}q0uCGH(q~zXd&OJ9Zselo1~TC?@4ka7=gSOH@9*0qCyEMftOJjg7~+^H zj(z_VI{|Gilyy)zod$%+A4|j2*;YbNKS6nOMe(Qh6yPy-MrH2TbFVEBzFX(oa@91= zg7%0^EYIh}<04C>)ZP?XxfeSF?^PKMdT;@awZq8jpL|Tx?rQ{OKF)}cM4u%NTRyF( zYkWOynLr5T_>Iq}`xNOfJ&8rRoDLe3n-s~(>NN9R6zJj!p>!S2w7rbfKrPOGvO4$F zF_i85Qt3Kd931CakJa*8=8S}RQFIJ1hl%%NC4C-LkOzk7`%E96Z`92(r=*(A4nGIS zWmE|%7W2d*CKfhl}*Mi-k^^M$zJJHk}3+}P3m`zT_Lh82OW%j&v5DNAh(03iTP#ZRA;j)eCp)eBvw z$F(xoZNc4;34da7WkDl)Aq3O;mbMr97K(w+@8Dy%9YH5EI2_F3&76X88qiRF=&3F% zAlL>|%Vf{z0H!TnAI^R3?-=Tt%r@>KNXVqMXd*|2o6G66(Er*^EhuT>4Hp!3aF~e- zx|xm%dsCneo5Xf0Oy zXtzG^I=28Al|cK|Xosg zxq2HPdu$g75ph1#j*&$K;EPl4x85G!`NEd&_)e*;LDP8g_jldNrGQkoqsM|Iw>5A>u>>)D^In#G}2;4#;1x>p|3HsdRWV8I=({R;n zbhP{{wJ`kMfacGK9jo8IGh>nI;sW!p)rU4$e6l4<)AjVEJ*-QKm%ce-0iuJ0P(U39J2d1=`hpyr4xapJq{AXems#|TQ9Tg_| zVe=u-wi95fEKX1Nv25|oaD*xpIw;wMZX@C|U~3{u9_3rB3DXC;o*d0#j=6{o-Jk*q z(CYI4e3s*xutelFP7mJ7;(Mov#mnTf<~=4>z8J6UcV65Sj?Jq;@{rP~s&v~Adzm_K zfb*^KyWN7jzF5V_7ZZn>%a5UNBcy?82M$&i&u;rh>t?qV?q=(F1^Yr8d(|!=j%v85 z@iZ9tm}`4|Ohj_2>q}q*_-84kRBu}4FY~?YK~a@@SGl_0X@G-TZHIxT){c%3=?~%z z&`POBq89c#7m`Xv=-Z9FoGin_lSiS?JAG{3l=gCJn=@bsvRh*j@7K4}_Frc+CgY8@ zElH$~(&eQ{<$1ox(LrAgYD>B{bnfGdRVqOcP?J><$G1LfRde%@TeljYbhCDyCfpng z=w)f?%zNCx{-8*4xsAQzM+E4@oC2_tX{=Q&N%T4r+6W+*=6Vd$%PlEF0Uv950cDO7ardKa|a53`vr*r zO|Fz02|53suV=98t1Pf=3K*~zKd4i5z^l+wV{2yM_ROnmCrS4?Ht(Kd<42Gpomx#e zy~Hs#&klew^4CtEKs1}yP19~K(dHa~bDDPK8UbX;Ra8LiW)-^9?25xf&mHsbhDFkZ zwA2O(8@IB7@(4gK1mXd%Xd;8nFTP);fFQAN38-`p%{`oU@~c-E+LQ6k>S(|?|2{BLRa-xV*| z4Cz%t=a|{Yi87YkskeaX8_YdA=G-?>c`4=>IOtJ3z~OP`7dy{zeunBjcUrht;$`G9 zRRPaTF%XvZoj|g~))o*LBiUQhfYTuVtoKxI4EioP(-}}DVO!6oLzI^nYepn|Me(h? zTuc|gWWpxB9wSyPl*y5eW!+N6Q%uy{Yq^Z55fXEYEh+r&dt%qz`}!SO=C1G0sIT96 z9Zj$3>gv^*MS-s0&tmBcbN3Cz32y40+w%L5@NF2h$D`t?e#hHs+_jl}cwXRZI^U7C zmU4QC{-XDRj;d6S=W%Uz-Erc_U6#*0kCx%}ME%sum3!wkydG1Ge8_QrU|R`VP^FdK zL6aJ}q}PU!2ZQ+9_xrTn$F^Ot$KUCF#!z`0R0;w#B@_8ylh+;XXZ{H@BlKnub%@5g z#{ua+OHSaD1caP=q3a|E;oAYyvsdG7UeNYXqu=TLJ1nvL#t~#iz_fm!OM}4EJIMac z-Z1JMBn4bTRAjX*je{JP>&v=vfFAlpI5n1R)7r@xnI|s1!9?JS@|DHw+#jhbwA(;C z3||#!El_A$@B82Un4_Y)d|W#W5RVI{Nj|N38X9yNVaAeOsmd)j23`0Vv5^w$I~E)A zf@+*pOKjffqLfTkpe>ZQ0~tkA4=3`%t^=eJ@CkCD>T3RamnCZut*X{_-hNwj=YH4g zye=qP_VUXdd~Eq&G}@$SuyHoJ1Z{*@t|wfn!*0CrmuTb>z_Dd@iUM|RaVE4|5IaR; zgxp=zv9NxA#!3Rhp)O>=Mk`IAf@mazo{zAqs|}kY=*xcdC(ky?(aF>W6*@8P%GZYSI6%K^n(We`> z3HKJPz8Yf)ahU}GSeKOV*WN{fz1H!v6VdM4RFn6()9~+O9DQ}^S32HBedaCY;QfNd zA`D{|9*xA;!$I)lYxzSeKYQ*LukxK1&(*+TZTZebLIC?S>fe(o?9SScMwD^6+o5#^ z1|2|n;OnKbf`S(Ssg5O?6fL5D!=LLO zqWC$mvk#^r+2LZ8nEC_Th`eLE09W*-Cb_;*l;`C#bW#kVq{%sl4JsB7K}W7@j(d{8y(*e zB!NdKyX&|iRl{y%Era`g*A{mQ-;#&fg+KR&Sm7+0CczX(3GDH3;|}7_p6b4>dS8!q z!SFUXwaTLXwTXNU1R;tmpo&D3Sp3g8Vfq^=n%GJgZTkr=$W*#8TI6=y2%gGyf_7S* z1~tJF_zOhwGF{DJRwaAg1`NGM7iW|2!@bF3fS!{*QQ_}%bfB_+U@p*P8t=M4-SB^` zC+zWMmi)pxi7}|nfLsGGD~P`}O2`%kwXch`9ogA`8(f}w-}%Fqew>m6t5xvzCwi5h zlbf#r9Ee)QECPKQOSj?AJ6v%&d}LKftUmYMu#9uNcm1KQWAEagM}=SqW1dQrJ`gqS zcDXw?Uv!2;T_8YF!Jlo;uQQSE(!Epc?_trYJ#LC-vZ4zo(P-;E5Q%9#*rL7-p>$yN z|6`P!!r`{?qU_Zv`_+{e2VT58)v)BC(3|pc>BZeBb`xd%A#&G?n_eLky~FynXspX8 zcH0Z`E^l#>1_5N8W2te-g^>qb6dMvqx9QmN?|kP*CLQtiKkWl>#8+G>hq#co$QPv z)ss^Opl`Ss>V3z~1w;1dTWi~uAJmYkB0e{sevQM&NSRR>01eYf7%52le?ydzl#^TY zy|S%Bp^+qdPp&dQ2J%wa%NE{I99mh`1F{cJhQ$0GWo5BczejW7*#ZPk9)ia|zcY(Z zEjyXGl3;l*{qB9?4-!-(;iFOJk+kZKM98>Z_@E_Qu&>=4?|tz-S9H+L5;ppNg<&(Q zE=B1F2sjuLs4_+sEd20&1wk^rpdZKa14@9jiYo2&)w3C?_x(8yiF(7=k=n#Z_0{6& zp`Eb}eRxnU-eY8*v?e5mgQd%5=_n0Z2~MR%ThxqYtuG~HYg)Q8)t5)XA zZnfz6l@)?yoQB7ndPd`xgXbA9?y>W?Qc9NLN|g0{8zZdBA+OhJ%v_yuVl zBx7~Ph?=9v2Fq?@t4TNil1PkMeiIG$QIqBIeNlhX8+sIR6nWlm00W_oKnmylC#?Ei z8kM~R1j;1}4-iL*3Hh8Xt!6uH1qR^-NXdVw2O&uU*J-p~5qEvhKD!O0dOt3-!{rcz zhX<}$Lt(ajy=>)`&zsnE%Lw@L1PCkFBEs+3u#w9Fh$G1)34q-gXI zu&q(E7)=qyb!LEm*bV(-xa!+*Iq{D+zyBka(InxJxGA^2lOs( zgkWR6rn0e+(U`08ov3RUs^Wh;i0FS^YsA*N5K-B)uchO=#}JG@`g&VFJp8nwWXCL_!3;XVptsN^-}|WGGa`QPxBXNBjqz zNO;viWyWoPuC-N}gB3~6@q2~5?U~5aH<*7n&Y9s#qDty$X=&e4p@u}NF_WGOMNTN) zU{+QVd^h6c45+>LmKtsfE*+)$2|}|TINcsUoUT7f}t5A_r6S!^cA8rj#n~!5OPv3~^bO{7P5I(`j}k>QTg3=wlWaR?m6JyMln@44qF z;m^*SMy9JGCWYP_uOE@L+SyZFlF_xK4&MKg_%y)<%GVnRR4BcLgqc2vo^(-gm&EAN z+&`W1-omkZFhFoneeUzBKf=Kd@fmOZtiwwflW*Qt#|k`~+^u=ubYQ_M=(57hKyrX= zJkx)fV~A`|?R``bJ!I@giqahQK{*gzW&Sf>sYiqMti%f#oUsp79n?)fgEsyf>~d#H9gc!vtVfGO*Ml;L2BNkOZ+#PRWOi+)g$It4!$|HS zi`w<-A*VFR81}`QbxySlk?Lt1L;@fTZn=O4^W8B`ZOrG3O+8>-*yy!Z^i>tg-g$Fx zLO4H1=N=eJm)#RuFlS8RxdkU(6Fv^dp{G}?t2gGH45t(N?G;-b8c zI}`7DZ1_^@Ki7gVJ{5s{+*M0cBWY2BwX0ycSAzLO1O7-KkRLk(7FcBBK^{+QnD0}n z6=u13h8y6VZM%^mDoMrAmX2ELv^kcc{N!USw7(BNLwpFKUpDTB>!Sl{Nn7>Fz9c3& zrP*FiQ^NL0n|&x63q6OKM`pUEo~9W?(_dDL$TzIp?pxKWZdY&9Fd z%!Yhph1=cw2taxCtorOvS5r`)sz#2SNE~dz>!d14v%%Ea9Hy;O%w{7N)}KsZBK=iR zIIY^sm?`?r4@@aOfIOV0lbK)2T3THPvI1m*P<51u_i3uY6?@*cO4}#}A`OSZHsmU< z@YT#)(5MM;{J7(@>-x9c&O8=KkF8Od{d8M)H`#s?Gj!hNd3FNdGJKIuro*o)Oss0h zz=#t3xc;~OtQE8)9w)}UP%O2;{b`O>>tvT{UJ8hL(OE%>Q^7NTm&IVa*igB*HQ6=& z+jdOMZO@}cn={K)yTfgyc*F1}+i*VB3?dV<&#{062tlCe2zWD>t-Q*=jNHES5zc<- z)c{O5mR4Z&1g_>8(yE(Jzease6Y5*@|71(g@(bm_9u4S^HjM+WRpjzI(^YC%%o8`@I2ZZ1v&SOT>3A)JS$d!B#y<7-#UHT~nTp`YEgr^XeJWSyt5m!H!r8Fn zdf@hSv^lFG`x6^mb%3FGS%kD2ZGvgc2%3P(IXYpsZk-RiqK!O;UQ!YQc)Z!yD5-xT zx!QO4#~P9oLbMJ6lUeEcgs`O(RnB5IR;Y+7BS6tcC45mEm5h`Y)g8xHFL)v87MkOU z+Cf`J_xJKWzMTvx)A#COz#ZaozuD2vI4)MsB0{0ZfFOc^HJW@J%k0}RrPJm$IS@9n z-j)xvKil`2rp!VC-~}MAbLVy6oeia4_Hv0iPMLI_9ZXU!{1A^jBq_m?1i?uLhw>H? z5;4=m3*6@QgZ7q#Z&>PLLd1!v3aW_lebkX1#AzfnImV7Kk`Tm1Y zr0TPUaRaiSQMU=qdqCXNG60RZO!7fPdaX>3EY zqqeNadG2{&HRdG8P0bxsdRrx{7IVDj3j1j_apkj2MycqvPp`+S#iv0_O@ca+wt~~$41w7W-Njrze(VS0f?S5db-wXgFo4WZQ{>FNBurL{Q zop^+y!sqwRynMnh-&bNqeGG3fV&?v+`)_1v`QQFCdAQ89&L*oX-fs^h*{3m@o$NRv z)pK_N2d9~(pBaa6kGaeA+bS!g1)M$>ZI2{Sp%#degb(EzyYTtPqDX7@ z_<%}HSBseqI6a32Tde}xfrcUjTms+8%qJ1IlhhC9#N2B(YeFdhV*z@uI+z#w>aucP zJ)y7a?8!9-=_m}}gNcv>h5jJRI33$z2|tacFb`3G4EV?MF5B^ss#d1|R&eOzVw;=| zXJTYYld?f<5skIh^xrK+winkWWYT7Ao!x8rQipe#m5_e1XRAX!CO$IPdwtOF>-Mgq zeU1(kwlQ{PrE(rF z<4mV4)Lq=bK|$73%Ac=ewt}d_Ap)xItVNsCR1}2)%OgR%>{fG$%=7&|{Rgy{pOY`D z%t;IOi+{2vF(2C-!pzgK;Y~n>kH>XtqV6+&%FkD^u=b8n}|S=8%& z3L>=9AaUuy97cxGtUn)Yhk658I^Kb*lpk<>Mq253_=-|>iaN+E;=Z&}Bp)K&u<<{& z06+JEO=Tp~?b{(*JT#vt(gnpd&g>-uCVX*U9F%y|x7~772(`*N{dYa5OFgM(;&>4x z!TWWeLrWwey`zF$4c1(Vc~{-%2YpzY?;?_-fPe0#N)SBd``A)H^{g&jGRq4O*1Ps=J}uIUEFu2t73&%4FX6gsj3! zNiv$OwUVKSh&m9~$JGeB?0*q;yJdAA!#f|oNLTk?ABwr{fcCr+>1rTfqW6sH9~wZ!;1JxXhZk*6|nPP|j_vw_ON zD3HPgO*egIJj9`VY8evUh#yGhBJ0nUUB7;9B|E$Zd`41zpRm(9so-x^yR~+g?YVUf zOwB=LDL5EvOxv5pSmhtxIM|mp z%xbAA6jR3Q4zFx7gdG7VUZ8u9RP-rm&N475>f#si44o{^W|O)HJuK3neCQf1khJ*o zb1ixRY2Q_(y$8Ry;e^XoC_L3qwwLXWO2{s_<9M3C;wss$-RWhzuXG*uF&SwReEzL85%HTxYto2ny1;$&tnU2Md^JLZ0Mm^uiKljCNN%scls zHJ%ZKeb8sX46tt#HB-9$o5KxDHpCRCselAkn49r%5o^#z+j;(5KUUE7^p;gN@eOMJ z#7{9{ovf^*$0$53mImRblN72qTXXS5${Kq1T3T$XFJ~oou&b)ZJ`sVEG_gfVO1ZGl z2^Yu(ci+;(7{z?9?hHhTf#hP#ghNE2(WnC!M|n89A_>zOUOQ0CEZyZKErff#^^1bw6)%5C9(l&}t8-I0Jn9)}uEm2~Oq2je&>` zFt0D%6(S&dx}QdWljd!#orJ2bJTh)MUohBVCF{D!1o}#i2=^KLW`2dz%i_lSMeZC4 zq>4B7a)Mf%d4-yN5s4UDn#n#0pdKI;1hXMbZSD3iTqRT{^?wwav%e74W<_KV`e<0E>T1sr{jQ>p~_|9T?J17m3F z%Cyk!<07Go_*2n*08AT8W=1V7feUEn1aM)um!HZnJG}$f3zbhf&3rSn>S8u~v!R1t z3&odlUc-PxT7@^fF~+(5m?^gc1mRq=p6uPicRTwCiHbsOw)ZrJ)-O!1_lNXS$qN zOo|4g^v)*tud7YL@O(zS6p*M*e`B%ajUq>vcAaM|RIJySO|&VsX%dTd?v}_nQ-7=y zQ`hh`&B-{sHN<=|ee3XYg_u#*Sj4CRZI_cU}8?!V4pfr!^ zwmFRD0!E2^*Z_S`U4Q9XUsDCpnsl=;_=sD6hHD2I0=uk zg{rv8H}biOHN(7~A77%iH&z-t__FrDuFW;0QeWb6F^y>f*85r-W_|_AVYxh?Y@-Vm z%xkyk6G}$&sN(cGJ=O`k9w98Is`FGMO%NUJ(rqdGW70KhAvlqFLOOBafat_X;AVuK2wbNaG)K0L547N&qV!IB{`f#wfQt1zyKA**c3*c z8AO7Xw3Zo@pxLC@ek6CkD6J_`-v6o$b@X8;frn@UC)dqXJ88__-k#ymb!(q<=@u1< zVckw9Ivam|emxx?S`+sIdJqVp#R-(`*1eS?7NDl`+K+>bpzyiV`BF`|@cvRw57(u1 zdE8}TsM8HU2r#BsFt2>eV?+<8n!_MBX{FfH)({lQPqW3wP%DnM+gRV#Lkjpt@3ACP zoc(mD{4p=MbGbK6Q`)&r=CMS?-_vYBsC?sXo#f{q5VKyQdZvohJ752!*@$UlDw4Q5 zGa)^SLA;uBV|81$964&4@x%F)uG@q8Qv=Z7R(Nf8pb|}sHg`eCn9&U@-iqCVk@*It z%(YqqAdQUHniUZ*ZNxC6kAt@?KwYlEDyvxp03BBCO3Ig=@`<+Hs@3#MpT{Awj*krQ zE(LMU#^ezthwlL3%Fxqy&Jn7u@dtZ;H4=48;#^^)Nw zf~auh%|Z1_y+o+NIS8pHwd)47cp)Ugb{uwm=!(g-kXfGjh+v{3Go9P}%SyT|k8$iM zG0i4}yifw>Y&Nvu&w~u!W%{QhPsZ0VQPrL+`s)$6bGNXZnB~ z8iDMeOnPrgyPfwJq~%HrYh?nt2fl}%9u}>rK%ei22} zQ;?Km{;kIDI)*v?Sp{1Fxl)@E=t$znh785pY)J(H1nB?~;0}EE$NOeFH|^8(H$3?h zqg;UZ%VA8yJM6ty7I~`J78LXXMU$_PVU$Hv7s$OO>VT(Lw}sZlF=DQPlbAkmv|d94>4m-KBKAPa-0-TbINDWfWk(<&DIsr7dEzD z9`x<|z6PoF=2C%1Q+Mz4#Bc5E1%YC7$e24|gOGbLh$iq$dqiC3$Ns98f6>VP7g4!a zt_rMzUyUk#t0-J!% zRe!BB-7KaEY8kp`37{{>pd(gwc-`{U+VJTz8qe!h1F;IrCKqH>3sH*KZn1|ty2eXv zHp?!J-bU}wXv@h5<2B3!Q*I&K^ENz;`$Sal1E-3Jskv89yU`Y?@YS58>PBsOabsz= z4dy(1;_ux@?tHx<@w~DMxvh7EP|t0aJKbHH`cdgBw@O?|`?fP-RXm;<7EQ7MCEIAs z(eUGB1!D9OoQ-SXszhznc0RqI%wlxgP*Jrt?vun-g@Cc~@!1I3crU!LrQ7fr&`@Z?BO^ba(+1KO+^H2$ zohow;{iKPQbZ)mu!gd(Z2hKZ%}Si>u1@tB^xAJHCw$JM@Qm z*jcESRhh9=a}iJDO|L+YhZ{!Z+C8<`uU_JcX_m8vvD3 z>TX~Z)}7cq4eL)c;1iNzti-G~k`PIL!nTi(k-T7poPdVLcY$6h?Y50nZ48yEU@8ph zFW+X80YmqT=d-HY@Y1Qw`TRF4gp5>{++DxGzv39s;>7~#vUR|qk=wRsQEJ)*akRWl zy{F|iEOK8Eg7MS3wmg{OdrI_ys+8~ZA^ud?JtH1wW-p@z-?523(J;%pJN7n>xh0nn zto^x`?&8ff0T;K%rQ~~^IV}VK>g{{lc>AI^n@f4AFNZwtUFQeiU6g+IE<2ozUGP!` zB&}Q}UN)uH`g&7>aL6BKqG{1MvG?k{_LKgew zH`ZjBM;iW40!82ZX)+LqfW8YfdMUv!i}*YNWW1G`et7JX!3K4w8w@PC?={&US87%i zqFX3t2@1rAYn1Vzyis~S%tekv&P|iR4^Gc9@Jq@S^sR@ zcxVcy&1*Z^L6iK@`d5;jl^!>}Oj>;awPaoUr0Ul##lnp|XGccH-hUr$Wa?b>b{Jk= zDG7b)-c19AO3M{r@&kJ8fFg^zwIa&L*60oH#;W7^>b7kgoV_sHF_jRA%e(w^Nlw&y zV^7j%EP^^66jA@le}`)ADW}cGcQuG;$@_@R#M47e!O1xAEFZ;rR&=_ov}(1pIef2x z*-EinBeu9|cxmZ(vmpuvl83CE&5!loL!X(os-Je@V?{2VT0ch(<%Ln!O+8rnS}!NE zK4>v?GXpd@Ayd6<&GMFvbLZ2KDasa?>f~ni%m8$b z{I?uuEEKq@-7rN(gbN2`&#~-EglO_9%Qn>cWB@HaKVQzR}DYKbW1#gjbS=jCQWy?Bo%VF zu4Cx#m^*>09b3T=jhkP_`^Ks~6O*Q!9j&wLf*H( z`ScuvYzN{u6c!Stuymcq<~BOFj@sw#R)IJ&1%io(Tf|~!9q!`2kS5CXbU`nkH9>V( zcoMD#mvPYVrFg>zYLcs=hnts7*__<5^GZ#G@a5kOe2f1@RnYOW zlwB25sIV6+>c?H!wFS)TQ*#4z;@F!16hr`84zxK;>Xdp%ZX3fF(5`KsRhfAGpC*fe)DI55H5y!Z= z2WDr<;UAc){SHRxjFK4wI`$^+A6uaU#)mX3SS)m=lG3hqrXQUYy(A~lo8_8FcM+K^ z9hA+TcU2#+sRNqS>$I;?YVIglubOOmj3wU%bNY>m_^&PrNz-s7oCW1UdP3B2lW_9? z-R~m1@PtQw>IS(K9rX-~k1(us<}#!$o~^k_YsnJYeSJ^KC`5`hs#SapL!!{s1P?zNBTOWNQt1b!T}MLHyx|N;r_+ zsghuadd#H1J|b)EP6-PQdr;bZFGVEN z0aUr|Z9`8p7SNyhH$ym`D_^OaVSeaXLZ)4OL~{tQbOD@StRqja%Lt{_uX-aFa!cCt z-2&qS~!(9~pad7m@ zF)|TpG={P+wKT2mal!vrjhP-B2TehK@uW!9J5?6##-r+U*s<1>=m@6e0IK95rjpJg z{)0nV=lQta!s_cq_4z}-UHerM5Y{!3#pOFNx**di{h6G0jR6h5*ZHr&gaQ|EbYqdh z&K{gCCNqRg?w8a!R)pBUSo8lBVTUIY;r)(^{zN8o#U}=y~>kvfrMem{S zF7VlJSe&;OT&_DxixY46{{EoYxm$NLypg@uRw+gi3#{q=jxj9z_x3J7a=sLE#vHH- zL`O+Wr~JVRLTX-j+UWE5i{wlGYqH_{mv0KDuk0>_+k0s_hiO{)nA5tpJ?Cg}XJ$!j z7XopAxn<*9zg3y2$_PE-aTs)G6>e;uVds8lx=OqNGOR+J@CFV|q0_Mx{Er%tkb}_E zNB@`oC}q*+qoVT8cc@-<1EI0a9DU+T3`@WYI^~$b>~&`Ac)W4d1Hma_AsRJ$0ems+ zK#wr-hIGNPCtZpGVa24Sd+9M5uC97WdYOGvCeyd-#hrt}TC+;NDd6~*k z;J?jtm2L|WW-n)d@&r%lbp~h)`$nTV`;RQ?l$4^SCB|sjZrmQKj$vuIyfhiTh^DZO zNOxn0v5IW}iMC2-+vx8vUGmnm2U(KbpQWD$2)g`d)GY zk?vfiLy+$7lvn}jZurp+ONul|2oi$iA|c%=-BQv>cXz(~f6sY7FME~)_g*nG*9=6E z=T-Ku-_ms2=rQ?4nH)9|igPE+1|nj6f1m)fkkzoIqKt|5CqAjz=68mqsDCIau9Hbo zwSVWF#`V)E=_DoBx6$<`?lKXH$lD%!Z*JJ6O%=wF6or5JGx<&4F$M31 z4kIjb|9+_PHkz3}G4x@D{7tGn;$slA{!0Fi7im2r%XM-t_o33^BxwI`PH-bU(dyyt zZJ%$h0iv9pCU_w+ez_kdd6M_Oxi&&B&Jh~{<#1QM*G$n?7cx5zZPL1CH!snYVVilJ ze0|NmKp3am%_s0wuUC<*rv<0RXDQYlGxG0o5r51H+rk?4=F_Zx%8tm)PdwJ)HDM0k z$j{xxvSP-3_ak%?`L(TW6q)#ZyiDKc;fwjNCw|9g z5ouMx!{41%gk9^``4PY)nvq3myWda4!xJ~+Kk}E0y%or;My36Z1k0EFhlunFZZ|_H zSm{oGPpJEDN22B6Mo7IXo+24~aqTTX;CJk}?Vif)`49PZE#vUV_ZKn|xP9R|bcyGb zp_<&$mn%tj$eoS2NO*y<&`umO&3&qgJ82AnH@j9tx}4pf$c`4>bZE2U+pl1lKiHS|Z!V>;pv_dn?uD z8a`e%448l+dS|FF55P61QrC%50#8KV@k-G3makt&Qv50mo11k8!F=3qg=NiIG|Sp+ z?PXlLh~qNc=Py%qn8>_QQl1u5JK7KCf&uX7-+6HGlbV4)pIS_Be!LM;yTYq5+h*1C zBCRuqnC*6(yDl2xV=f?mycMQQrKJY(*Ko*PN%FBcLb{v#NB3w|)l?+bo|pou&jqo!@*uQGu7WJm-t^2B<@yp5zgS@Xn3EiUE@h>pd^x_h-)lq z!_(|C6XQDSXytV!7eI36kynDhrbkeG`75lC+mgQdcv4dq;-ak z%O7cUm+m_&gTf=(Mg^^L>G#=uMo_w*I$jC!Ufh9Crp^(4^kub3XGI9t)c- z7LrQGQ7Hg7B2!{|jv}ESvk=Z~rOA_LM|UY@$8H^Tl%?VRcBl^Md`$9kkVbGBsI*5I z+Q+ZejE?ML?o<3hb&lT5x|s`8WHF?g+8c(ipi84+Gw&Ey1%`*3O15{BYWw23F7<(ilXp8RE7gt~%LlQ*&L z0BdLbaaLDjC3qF}4!(m@YkFr?I$Iw5N_#8lIJM58<9hU^mP&W%1(Uq}d_Piqtoe}S z#rI#!YeV*g%4X1xxiX`8K%C1as^T(8JSREl2nDykm+g+ix%p6079vKk5p;x|m5r@jd|F3HD&?G83)L<16-qt^_p5}Avt z9OzD?%#u~VsGr1iPq@(B?rWvxf0 zosrXdwTA7>^LRK-^^O3xFC>O6Gmp(m1pNIVlUz&qPa+0b2C(Ny)++_?B}k+rm7E7?Csxw5_);emqmqO? zJQtsjJ_)!oD$=3WR5&ySO~qrqZQpNS?5HgLxIF06 z8peA!;{ioI-K?o>Z?zYj#QyV6UmOEPny@A;>`vkN@^`WLS$j#|yzxN4f8UoozIl4+ zTZ4w>r~b)=a1##Whhg-JrgdrF{gsWf0a~nA#*(P2<5#&s&U}Qa1tJtRD3H=u0p7#) z?d6LP+asB*Dp(fv-EB^X#$DK`ovY7x_<&_|Cek=Pxx(6m*H)!QyW69yf-q>ykQrsz z+S@bXOXeC1<7qG|BhqaH+9J*;)`}wL(ywQ8JGy>38s>w3S+DFKXIVraXf)c~&P!>& zgm??4arh2iQ|0p8wc$M7m7W*{#o!`ks_Vo>JP)(YIBNO;>~+Vz;>s@)LAW#DNry)-!y=VCwd)2QJH z%VhZo;IswHd#bhVK7P4b^#%bl+F3w7jaMEY?1W=hx!z@$)#7o1;-ro$o&FDfYMPR} zX4!=OnS$=h^Te_QBwSFuyfFlx7@;kX+r0VwW7}_Bv;!?#dSL;PJlg-|)V?X8w6Y;M zw{2&L#Hy2$O8?E4^v@#>5LiZD$eU{1Gccc`+!AdR$TDn?MH>td3=2EE=gx?-1*n7N zhsHd4Z>s6ZKiSMV`VSYCYrkIBSolMHNXx@|xxxaCT1Nx14>zBFdzqK`8kUcb)K!A; z!Cr_CZUk)9CIx}-uOt;1skCw$S`%H3AliSD z`p8I0x~Fw~jhyC0jxHl27~&V;LHk?&8s~L;&JwP%^)Z;SX1Yp z9l_6Z}_nQSl z`I8jaMJ&(&hWYj-HE?Pq>-B;eeuAXOWs~VxOU*74iz&P!Y6e&>1_w<|lsWLDnIY`X zxkuJR=oe(mTkSUDA5Nb1^K@9OFQypl#m&bYLr>9;LEMB#L%Mv}}h zH7vnwdT0p#=U7l-#v9+gHcR!SA^x!cPJw#u(@SR5<%h1O|Bx}YOe9PUe-Q)gPCfS> z;AA_WvB;}$#g^(QYpANtIPog4I8i=0kE^U8sP~cS4?kB(wUo^V@e*W38GfF}uo;s` zNwSoO_*XEE38d6r(?AeV^Kj*UqjZay2 z48LZwN_cbWcG@nJEdx~+bBQCV$cp_VVpa`ITp=&zU;nzzU|R>S-n71({%SCx`ycRI zEsi(4*}$4u4y37K#rB13qi9yw!!6B0#2L%qw@OE*hjG-aE!X(M0V2u0ocvQAg=9;* z{eAm^KtjODq6zF3d*H|FLt_24=lnP0Q=%=>12*b<;)QHaQzlDoWt?otCq1uMcJeEO zoM$fw5y%^cZJw5c>%y9}0rQvW%lU$PhcAN_AzWQGZgTCj&4;#D^CzddCxf|yQUuHz+?&J@K$Gu=XokAMI}}ld^<&>r;qauLk-K%om2vb`MBMzOIZ5#mUVH21DU@4UdC&7!4b8`BX&Ix3EbAe8y@+AvV zUR|;jqW(56UI?%_hvmzVGY}G?trh(}M;GTc841PxFmT?>YL&9P&5Z7Y+@9_r*!e?~ zOp)C3)^kPwKSzmaod|B@`mk%CXe5H%5K^W=$JVPVyvGh-y$y-TXR&xHUL@<*n(gfkw3OWs_XTqhX+um<3Q3t$r-pF zI*$BcfD$M$ESdR-1#`ZP>78Gq@qqEt$5*5Y`m~ z^V7lsH(g- z_>e6_u#7fN&f-%=3I zWRa!6m$cKMfvkX?d^RGg%6G3)vONPCB4~+thP>X_KlzAaN^;Hm^^>6{Dl?L^!B z75mpPX8L7_=);-K2fzgQUZyPRTl&#rJ4&d{{=rrU@6$#}Pdc^d?Vsl^!;1GAVis>G5Bm8zUwIe?^SqELIfEL4UrrL<@ zE4z6^4TU>h7OEX|O}y@>ot3sWcpZI7ml7An`E+_GW){A4G}0D{!^5T}*IfQ0tQ&3U z!!kbwmDfL!VYd z>$`q!Hu>o(Q3W4$ZajnP8`1emVX;E&7cC-}hPmbnyFuBJYNOh7CK-S#L+3(KVv|F+ z?{%ZCEf(mn6RiTd(ZOe4<}1pBEuw=J?-58O9H~U;dDr9{?qA+rr0=Sa_bUos*RPWl zbx=b7bHela9R-`g-V{IkwSixnA|17fN{ZRd^{NLqE~nGF>F~3Syw{}4MuSiE?2v}o z%YLy&K*Cb99j?Xmqrg@mU>Mb$?{9#JvSg;uK`CBhm3Y1!D%JMOg3Y#?`uxnpJ?~a2 z1K~nRmeRw0@4UK5_rAU=qo+hr7^v8Tr?n(MfIoW$hkL*T(HyQ{ou*o2rA-^`%u+Ic2sPF%n=dU3ps|ot00srbAz`At|mcN zp^Z(PL2KrrrW65+)fjy4=Q-W_9QS`)flo45e6*JelwD2VYdKPP zon5|s{>W6IMPVhlUgULa{AHEi$+#P1cQy|$t*FZiFQq5rV;30skZq^U^t7FxZsdDZ znd@^5-EIj_d`cU6L13pwwR4AtGgvGq%5udG3EvF<9<(t?SbmPmiQY%H>URrk%;Rgk z^LE!r>i+ksso{rSS*QxciOp2Qy4%Vj{8mcn{J?UI_E6_ z*)WXyhgo`pLd5h}SO-e@Cp%hS{ryEx^^wLN!d^Dj&pXWB&ZS`QWBVZz>C~59Cz#tW zYuzM(YS4E2J?4^HDa zX;iN+41DK8Vg#J#8Q=)K^{0!v9`hk4WOKLYM&)a>hEQKiswon|Z3hwoNVI^;gO@z6 z|E2ETXXZ#i2MYRc02HGpbCXS;|M}jl;2#h?ZKkqyrj;!>HR=<9GOWnL0~-<)FiDAY z;%Gj@)TuKpjY!$gWE{8nnlyW%BP4ml>#4T4m-&ZBx>DUs+o73^rU_-+kOI4MZRzU> z5^g>j?`g@-=%I62bKX&e>ZAew3m%E2V5@btr~k{?3dH;?w_jy0Ybsv+)j8Y~x`?W2 zF{vmjZtks4Ndew0w{lHX;3gz_NILKeJ5bQhv zhXv$`2HH2U=N1u6rX5%qh_5MIOEG?-4+ksv^X97*CTq$}>6kY`BKQMDn?jI4!pV#T z0jmsHAKIJMr-$g1R*rxZ5vq)71e^lAAG4~rmC~@kRr8kF4zI6ZDXQ>fRH|Pma#-2X z5IgH7I&koU-oBn3wf^qEqR#{sWend{B>f^H&wdTT09E?_h!2Die5!?eMpA@DL7QR-z zvF?8`+%J9D6NsrOfGs+S`j9M;slSPH$vQxbQdDsdDXY1ma+ylY25>*Wxzyxg+&~o(_83RYSBF4hH!HGUttDsaT5scb+8+vfwPA3Z19FJOIN*X=k=V{qgIo?_a5hoX64| zj^*NGGHZXrjgRN3?>)oP`FEUKkGv7p=67t8D*8A!cvY@k72gQ}+2m)1;r3Ixa{+2l zVQoCda1yQ|!JSaIe`q?;)UX}Tj>284&iJg}2n1}b_ZZRRZ*ix*__$d8A$V|-P!6aTkcAHX52K`cId}YJNMt5C0v066!G?(Y zJ+_dHWXH>|J~uvCshT3aT)e~UoI}1(nF$;4yy+t8aVc2Lc%G1j zUq?Rv&)as<^&(I-sn-ZeBq$W39>#7<%*eFgw`X(?dcI63Z@Debf#R#jk)n|j zAxsgBwd-gt?=r_5cU9#J6!i%BuO`+Qzcw#qL_7ZF|L=ebrzr>Lu>Qw4;lhU)n*ehJ z_Hj;LWd4KN1&Xc=DqAhB3^>~uZ@v6js6~_`6T8d;yBNRMp`%8|9dHiNb`ZjOL;l`b zJjBJ6R^U;+SIy#b-044EBFX6qCy9}*VeU_;Fw17eW|?qMfQeqOFOUCbUj(=FgAPPd zK}T&-tV(I`Z+sT?qPzaWO?N#U)zCWIx@sSAEP#l9RO*QzNFE!3NyGAS?|Rr%%K*jU z1a%(Z5}UX!aSx8~HijafTXUEO$g1&K!#O)z$pIy+eLND#?^wtTM0vhHH)yL$=9)t< z$FXQ6te?V~5RmbZXCS^xXDkS2;k2^ge+Tsz z_u1L9{R@q+oD@JTD@9$HVBs%G6=ScshO$%80AUgNfe5gsE*Dw)><37dZ;3Q4zOl(- zt}{OS={J{Bb=$K|5B>5Kf|-=R!{HPf=G}Kk-CA-(P{tYAO2m!+q7MdAqgc6%f`r`9 z(=}|8;6V>5O~qyvLUg%0`k$DDL|M{NrP_?yuKS-y1>oTb6vb836-nSbf-0^N-av?I zLa3AJ9+U2`*GM{AU(#Br?Y5T$Tn+*+f9-GzzHI)8SLJER;fYhY?Ag{JFE6~WpVUE1 z9d_h~zwG_mac)ASySAf9rd+JWe#Pqo71JRQex90}WH}Vey`N*#C75&|vtshLSt2p|?)`tQ$8`(IL z=HE8~TVuUB?BkXj4e#X_lDR8T3492NCIshu4UhYMDO3AH6tb4)(*&y6#%`lJ*($Fd znv~5qJOA4Kss|e1^;r>W@*!fxd%DS!dy=Bg?#6>oW4}nC0J!xez}H%Iwsj2EwcvOE zA88jdLQPSkn&uI|>C)j2dMfW=BRmKkRzvr>TTOJ6?o0GeK1ide`dUiW=wZfgEnI;u zp|t;#1Hy_5cHPW-kUH*>hL;Z6b|oir1JqltroCkpF9*#gl|~KNup;{tk^Aph?EzZu z^Z?4*rxaXzg=~dc;Z3@B%gMuQ54aw+6>a}~7drbpHL5tj!`;0_or7dkJ5m&GDq4o0 z22H`CTGEQV#Oc{S9KoqN&9s(L`#eRSA%MeEm{Gv5G;J& zFWVt#pb;0>N@RCml`~7i{i!JF^=UmrsOk1)4&q*j$i5x->tqt?C?xfBLXpL_K>PVT z&)7?z2?s{8JTG!=^n@uTLSUIG;nu1Fw6A(>P|K z4A!t(5yPH6X$NX|Jt0(RJ@E;y zu9&f_ET`at`ILyALIo=@_v<=OKkD$gS{TjOqQ^!Snvk4kMTid)#H)CS@Q|K*o8@Yx z2Yv(xd-W6@z4xrb{g709(^&y7Uf?x-vvz*)+hTG`!u>IRrAtEMn$n@wt&fF9e5+vN z6&b%uPq-%eN9m8pc(T~3SZ`?oR7u=F$}?!RdV<|3IgxUl&_iSJo;Gftk54KNzQ`i1{*dNuDSHo1>u-zu zb6##gB_M&oe|^g8u+x?k&l^kkGTjc7R1gxx!0w99*jYP=tQcjy&K4XK;YTBe#p2kT z0*ej&s#M2u9R1%D9%^Kytbixg&t=+h+h&^E2y^{Evw|c|@cxLeb5q1Td=8?*Ygl|I zy`w^XLRd1x)p>iK+3q~j&Bf8mO1H1|zN$0C2fyGk1zZM#Ql677?4#kVSuu&O9eE?c zr%M%LLayx~gn~5>jyvCe^Em7f?7Kr_i54Q8k1H)$*U4)16w^Y&kttBhMli`Y@4*#6 zDFQPe?cs8rEvx9b(Y<*j118nFgh+`}r7u_<5fj*~oJp+gh|IQ^XZ%*d!*ya=v$Ld{ zQEH4EquFa{)~Dz5!#>Y%=XXPs3e;6K-c=2pDnhwD-iTTfxF*w2Ma-R4>4&Sw%g6H; z&FzndxV>$`B%i6heSOCZPOz_+uFLgW*!8IO1#(zZ=FznWA_g~TqF>#|h2EU;%?72Y zZWcoB+4>q%XmYJ{+nnr@yO*fmvN%P*H!7svFXU>vVnhjP*rM_mfZU9P3uj?hKHGDA)83D3*1)WvV|+4P%$#ZWjFc_>2 zVQVeJaK!rp_EvI3#49#|N9R>qFzpC?*bLQLM_?CAHB0C8%-xUOAF(k`O|0b5-R!pc zZ^yT7s@br}&`1Cg59T#_mn-5kzY?d?HG#{LV)Iw@z0{A0ykM>yla9t61bD~Y2Ofw; zggibkDZCc?kB0Y^9aK8M=)*-f@ghIu_iP>}c{er?6twa8^{K#e!0M;fiweu>D&%PS zb<@ATr{`%|OG_^EsbVMHG&|=lRBKW)(gW$^g1^YxT0q#$3H$U!cG>R`aBre!=+Ts{ ztjNJ70Zp(qG*1t&U1mgaO7i%SM|?I%9U~-D1Ei|laNP6ZgdO10k%Q0^2;hjC4)!EG zYU_A;w||}>sV^*DFhf5Xj$qaal(2+L7uCnzmx?sk|5jo%i!->dEQKil@nTQc`DHZM zu^)9JM=9`r<3#Lwq@WV$q6Fz~p0yv`v5g~+343GoyMTod#!2d@6`Tp-t!-3_^DswvKS{OpI^3b3lv9?=&UPkW1_L4NNC zQN+<`a^s-_v-X%wf^Wj<30whnNfo|a*Q9v+FZs;r!;XK?Tr3o&P5mbi%5L3Aqx0-C zm4y~LMB)1g;$kc7Kl{~(>x|)qzpGe!z1X3N^BjA+p@GG}b+%K7UG#aX8#b{tPe3TA zpClwuVYQyqJXa|6lW1d)AGhjK9n?kko^VTi^GGJd0YsGDA>g=TczRjZ#1DtqytGJyQ&aA~FXtX#YQEkq&j2*~8=cq2|9+^V=r` z_s=Z<7>6Q46aV!q0`5dAKyHO6!p=p49_H98n<%P_GfN=Y&v(;o6apu$2Yo6$c7x^k zR*UFdH8pj79!9~Rxt(|IajTP$yy@TM-u?B*KilOKc>b`jjx4x;TDU5B&fw+(8%Glk)OZD=n8RfmbaO0uqrd|1c%U6Arzw7uE#i^L^{JXp_(1OE62M= z;6~6J6r({~clzX?V}h&g4r|jj9VT^$exq3tB3_p-x98v9J{`}0qO46Qf@{jek;6B5 zXnAY#%ogJV)X2MiA?RF!dOnAr)B8MNoVq`+DC#L|U+Cr`vsz~>`c>?lydJ6V&W0Ch zMz;F@gT0J990!eSqW79x5BTJ5BY#b`OFbHdE+b%~(r|7~*MM{hp(pC{FB9?W$<9q z+eTLlS*w!mh($N397Jr-cK&rW!@-LGOV%jK!N!>*fVhwtw#o7tIq$K2d3>%BRv<8N zg9^CZ0rYo*@FWB3Ta`93yN)CczZUVy-4-%93=SBgFHUjq zLKQ6bWV%Jz?En^4%0L=TlcPPOIvDOun#+~=@Pg__pvqEsX;QNk^L9A}2lx+yG^DDQ zdLLh|P7n@!Px&F0lW?GX@#wN0wgONSIiMRUQBP9fbtCqMy}c=>RgZ&{=t4}uXiD6* z`<+d$t2w(hCRk$4N&qZf#A+#3TpBv{D?o2mG#vN9y?u*Ea+~pI+&6EsW@4YW1-wO~ zBfli~y4$QHWREz7|D5pH!Tmim9CdDH7aQ5XVFj%e(ZVE!ofm={Pm)pDK9m!9MIf}F z-@(ZLgp2Yx7hOQGs66>tW&%2}6~4SqHm#+({SX(?8Gqk|3AQ)F3Mf3l>Y+jk_)VFi z&iAGS>UDhRLS331e3m+2;y94=9_w}i;_WkZf@t=xZxvb9F8l7yWhYkR41*c7Z}&;m zb%?n2ygIwcevqO!xe9DLMDAn9j;`HFR5T)P*hhbJB@Rf=NCs-Mh&}EUw=jBUU!H9| z%Cok;DH>Hha5-OhAG_0IXZoDIWjcVVS*!=@T)uhPdj9l+0c99`2qBqCyFh^5XCc0IS)i` z`gY=Tn|~p}1k)PDVbnRe={1uQvTf@qF1@&70rj}bJ~4CqK=3M@{Bppqxx@))sDkQL{mSJD4U|x|7dB5 z09Xk_D=aOm*4rE1dKgw8e3_}%_>3liSUI}BUXq;p8{--T{XcPSC#!2fsE=ADW)nh7 zkYLNo^6Hh*?I>G7$3K7uZB2FVs;1+%^w>_@F&F7Q5qHs#Qc;biX?yCn$NiR%RBK19 zWrRVuCJhoEH$-m7X|0We8G4BHF&>jQSHx&RTXi=&9N&IxYrV?>x=YX9{@qiY+?~Ed zXNhyF@Q~Gr_vl?rY5){hv&&l|#{_q{`))~JpEke7nGeth|3gc`^+>R!J|39^YWvjy z&emE#Rdk;+>yGpNdt@9vtrFj?7`vli^@;~WwH!7e#eOx;?}0LfE&&G;pQ=%r|F~v< z=0YTeve2YX`p;l<2u$c$O-_3Z`_@}?+~Kgw&Qxm%JyatgYFbQ)Y?U7!EqPqP-iQWu z&0}Kq5dp2et+QlY5+m541`0`xCxhpIC4c*ToVw_BDL}c_q=Wx_dZs|-_Z#xI{6w%{ zr*auu!j|v;Hb6r3A(W(fFv%)ZSmbbn#duTw8=2k*M}#Ho_|t{OI7re! zY_rz=wf;^hQsU{T$-%j?A;%0w)(o(w%#7s1Z7+lG?}$GnWl|s|66W}R;W3KaTC8SY ztxOMo*}8J+n$5FcsV9={Arn-5vCUqDP=_u<{-*Myw5bcqe=Y#h$jEtyhWyj>B7;j?k zyTIg;E-S6iV`Hupxs|^Ew%er;*9y!#)fnp0#CV>u^`!`zW~6{DcYVKtx$1l6;Vn0M zd?k8$!rJgo_ivF|uwfH)tHYHCnup~c4PJ>_jC^t=(h*{GW%a*n1(aMZWj2K0ToBxA zFbZNJ{}w@*8Lx0zlIQ%ls`nxQUt?&O%9gYPd;TThJhd|SAwzmJop15U#xrsDq7hgx zDq<~QBWio-3N{QJHIfF~3Tx^phZW}-)tODji&S>-CPx`KGYjxu$fu6h5RpiZ=s@N2 z+L5Q*e#ou;$Rr6l{QIWjpmMR6ZEBgNcR2O)s9h0%(Q0X$Zr9eJlCv0~@ z943#IUK}{tAtm zRSDZ2mQcL5AmaZC5#pOG;t$^x!;fIk((0H_qi6>4@j=0w7mqe3ddPB4(QU}IzX%O& zxC{&%T>IDMYCwuzW^$08hAMSQ4uNSX0}vRGv}Za0nv?_~ zAn#$h3>sin|6clgB89f#3SlNgxh8NjG?ryz1N5m zBF=n$3akm`r?l-yu2T9>gQWQis1{OGMTO6cuprgYbX;aysezLw6Y_yx#b&H%X@nw; zft5jiK4kcs-;*!D>@3RpVH$g4eN0ft)e4S^X#3*L2>q=s`t9n{!;VEl&|DUo7*f7D zdKi&+ZG>C>J|0p;V&a8=(9K`O{c02$BqLHeVD0nzME1?oU1AT;SAI{e4Iuyp<+Pzg ztj%o7tAw0Xt`0Ur&x{!*P1tRO)!8*n+`u%_RsFD8!-g>AnD=O8Xb!RbRzgS<>=*HB zjf3+Qvr7yaM^|i?ysFxn^!EMZi^WMh@|&{#-jLw&qbU`}wnJ-!dRVN?e=l4j6uFg}5S&E0=*#xDLYw40o`&3uhYk9gLDg!@8nc@D z0Eytyv85$3_wA8v|AiZe#W9-a^AXOVr{Vx(bZU-VFg+sHH0aYrt%=VfYDz*wo6RoN}cY^12`twxJQ<= z;Dd?`j%TT;5Ol%-7H7vnV?4W(!cSwjyB87n*~^d19;$PmP9%U&E9sQ0(GcCUYgASC zTRo9=eJNUyn(@uK$m-qmI5X-xRw(>k8{n5ySpuQcEKom6NVf&%sqUg)GbvHx;s0#4X)kEo{O$WgcC-WeH zW}$+-7;N^fS*z&i9^nTVUfy;#T=6(re{}RznJPQz>fI~GN0qMifsCC(g8EB#TT_;q zLv;yD{#N5-yX{39e;?_js7z$HT!x}DUD9ln0TsrjHTGiRM)LH8>mK@%6774UiFKi# z+ESGaJH4Z9*F-{YpALM8>=idtjqAZ!QJ?*?2VnZ@7f$3=kij2UyMZ#j*E1Xn4OEqM za?+qR0iy2j=BHe>leoYscdP;M*zQPY!<;M$_V8ffY*{~c5)r;Xv5u?=Fsr}@x)N8t zO4%_}kgRHj!<*zLrz5CtC)XR`ne>39_^|uGSJ~x6vb5%{oHI%6TxbE3zXH6OPyS=A z1_NnUPn*RF@6hPAdIj?EhV+^nm~tMU0}~AI3*EuE)F>h@LjUq!jJh`czsUh5v5^2k z`DxEL?GUuqA%>r8^ZaL~Va01$_rRWwDxJLEpxU(YMKu4ra=tz@@G4zWJ;iBJwU9e= zJogU=@KuvaXNdn#PiMgPcDd6Ll^89{nx4!Uqq1y@q}JEcZ_US7er}OQ+=HUGfxR1_ zk3<%RxjR2)DtojBIC%!rjs4;=G1S+8a!c2-D zQtje)6tMZr(4p!(g$6`?a;sO9C(|6Z-ebUE-`!Kwnbj%8WaKKr_K!IWiLpUs4gY8v zccsd=Ei83rAX9BC=4=8oLA0qnEEaKi3B0x;f|X=Y;x>2zVR*WUZ;M3jH+|C#dJI`* z?#}U?9^OfoJdd+xyp9c zC@A2>^p~q^#P8htW$lavbH1b8|Ke08{X(hgyfWOmC0+%ppCSjb`KuvuBMc?Ap`nC!3;Uwt;uE~_ zCry4h&#vm$@Y1wihAN#kxkOQVtSUF?nGb-iNuu38UxeH8-`zW$jAdw6DrwQV3?R9( zxEl?%Y|(4YcRaKe*Gbg3+5uG?@%my7h5GmrQ6@_C+<>IAwml0M*Ibf7w&fTSOfIgF zAWx`=7<>j#HfyOrc;4|o4!kJ8k_6+)${TI}m8FcL;A9Kflaiwc142DY#O$$||&=04r^)@k8Ea^EB=i zXSR4>=f>x(q!}kDejA)!rIu5>@kk-z`6M@YLuFO}Ep|OBH76HLI&FUTFe6TZrmnlz zXt@@uPnj+YytNYXcMq5RTM2~upFE5r>XqzFCxz*t;ILKH_EAT%`I9Slf}jTrP=HAc zOvg!9Zjy^mTALQg48XL7QwmDP@uS+Lb_ zqePt(pzoGU0m9jVoBt$?f=BPjmaB)oFwZVNOykpE>lc)#8{; zN8%}$5Mm6CmJ17|eeZosc`j-m+-$m~ra(U-%Ig=pY{G*A=&WZJ$CsfxG$9iE|!H9>Ii{kiz4a z-{?6pO!6Z@uDW%PI5ailI7R%NNgat=$Y!A}umykMi0)*67D*Cr+MF^I*_K&brWjCX z^G;m5l@mKWC0>3I^HnYSGZpV}2VM#ipfQ`cfpHW$2yi09lE(XyGF8YnLvZtlLY^or?J&IVhbwom-zi zNNs3;R(rhleB0pQGyRuna_jxXeJcKdWw;D+KacRZ0OYguozeHLW?5PkTJnixQIPSO z5rMR2DhQ-_eOUz1B4(jJKi7FlAX85?JXTj|5 zzT^48p5ec}*N+jMHjo*fSU6?AK{O)Ni@B7#OM@UtBi$k0-E|k|yyyFS$NlSf$Gv+v7%I=RSIqj%x#pU4RToW)=7z=)2iwJX z0|AC(6pDMp>tJph;sNcyCXg)(|+=!8;tX8xWEmh{WJ8;ZbwbtV*pk1g8Cx1RSCUSCKO{-;G39pS6S$}v!5OHZ^_r9& zSCY5GxC*94c`pEE-A9IO_(lC9!RIECOcY7UXozMBc5^dr;WT@lZz+HW%}@65ToUp@ z5d3P@u&=;Ol%RLIc2FkDa434vV4h_`<=f8AS#_hkjh36BXC-3oJc=+(gR8iP(MlPe zHxGHS>?wVcphNd>Bb9K!XQG$jf}t-{c#t`S93zw?k8eySxn4kae>Kq~k><-QkFV_d zn2P*gFHI_(>0BC95THM95ZnIn+%+d}`=C3t6*!`>kP&o1OQf`Jn45LXI#k648{4o%{ zxr+E$?k4OWcDCT2b5{X-i|8cqC?Zivz3QdW-<*ZMZ6%Okz z&&5C}5ceRD8Pw=->$~vggvi7{GUu1Uaf$k?&=&E~tD6Z4bR~=h=MP1#Wt}=E1BX4s zth6mL6N>vG$s8IG{^9-3(5ig8C}c^dc{QU?DkOCBIR#JhvOTXq!l7o+svOZ49_2SluAI*{pZ0*m3{E#J? zOVX|lI?%mV{51xi9HK;*Aq=m25Kg888Gg@@^oeq`JgAZ-IWnd+XBd#<1o>P=ZM+M< zhKo}`?Js3B(CI1wW_El1p?Mc$RvInb z&+u6d4udl8&rStMm{I# zV}Q#TK*|fsB_f54hs0c8=#dUjw`|IMiCw@6;7vB89;8B$_ed_s2bK0)St#lcj?B`o zAdrL-fkhCeQ*G}mqhmB}9a!#OufHQM_&SUpGg!+=x@H)3V=ysG{FheU{(s(RXiD^C2fDk!|?pHd9 zQDZ^UX_it zqt0$LX{1=7H&f4WTsUL1_;n}0MBSk)xg3j45VEF#I~zGh*Z%U{LG#*PH)rF`lha5dO!G$jvn-6gEPjGM?X;1Ij?d$lvVGE+j&$LeC1TulW+X z2|e+z9z*({IAZ#_y7gU?kE?t)3&j5Vm~*b(70+_DIAYPeR@azTwTQSBIjydABJ6$6 zVlG$V|BFSrD+HO>p{d_)gx6o5PUfbKOjMBKm_fd@dV;?If`f?(`GR*K}#v z1VP9Pis>{^;)jjj5)FsKifUWl`E5sC%>h>!n3Mx|fC7j>2SJ$3a}v*ewPq&3^9@OC z6VKfyza|I6{5a45m|exTJCc$`$rS_^7p#mH9`UzTzk1^^TM%!UMX8YahI;B|_(5|J) zvAmz7S93OJ{$w^UwSCpQo450{i8B_td5i2bKTO4#Z2lMtQuwJ^?@RA$szlyR2ZP;g z#P+Z7&$F`PdFmmOt8ziwCaK;)Vg)>YH^t}^Dynf3^=f@)uSH_XQ*I`3a7wGXn#&KdfP zX6mrbrN%#yUKofD_EL?J_Xhg?y%JdyWJSb^+D2@8Yoy@VcHEuUZwWw-!b2- zqn|xI40h1C`D9Vnw#b6yTOzCJ@QW5AwN3U$wZ&jhq3&N3t$A+sON~HMDq32FCZ?M= zy%nHO2vRtG*g+ITHV;Z?opRGzX=kEj7$fE8Y*H88 zKIK(wF;<{mumAQ}zVuaBNeWHzi&&lxcsv_}8loi_HKY{bzsir=ZqtMvpO@%%(y7<* zCpeGp#kKixF(mo^yKc2oN9HO>_&;bAm$I9x_IPau;3(%V#b3J z6HG{R^F?{4t=jYUgz?tpJhp#CYU#WaFJ47RH^c9$BkybT)o+P|)DI(VBy_)7(p|q= zl^Z15qQAuT@sa_8GEq{{73sd5%&;kE5yW4H%ro52X7bXik{xG2XyXpZOSsIF(` zu`E4CJ;+i^L>9AL{>!UOo>#xefk@^pKmC^4NST5zT$vD)S%V|xNPJ-&CQ*Cbwf?!X zr|fGoMu(8m`4z@)gTaK4u_n>0gh`J3u2BaGlU#)na z;Dw5rydC1)JvUb9=4<`HugP|6P_&m{#zb1xogG-*u%)d+pjjLHb4rt^?~fH*(ii&m z{Mh7sP^f}p2Mo^rhB$!j&ybNkmt{c8YJRNy+ZehS`JI5O|L^(V|6H8;#@H-3Yswpt1dtIs*N#;O;-W59a$D<2=(Pg0Kc`kS+Z z5XYiKgI>)VPE&ukE%PHAlTTDJYsPV?T;KmFnDCGJ`BK&B*Z4`E-xz5Uv0UXTkfnq| zURnNmB28{T?L2E&Nlp=qN_d{P{b7jP@r(=JW;JxQAqFTKE@eTd5_rM?GR{m0djES> zDK`*R^Ra^4B)ai|h<9mllk+<|3Vjq_E*O0I0h;QA0qrjPDKum~P#TrR@Ilt9sS>Ng zNl7CI@hK)yY~+_bz2t^ykLIdiN0SYX9aZYAaQ7&o_}4UZGv zj>E?ZHwQQ*Wx@TnONs%I_WQn1iud_@*pjn@PwXKFCGmYZJ-YawgrADRXsw}Wm65NX zn!i({MQdj(s%ZM>c=e=YKs$gAJsOmtG6LwGU9Mpv19 z-@hJP@0r9FuAT1ZEB3wK?VbcLEW69g*6P?lqYBWH4<6Z?^Sa1 zp3nXf3e&Rt)zZDfJ++b2sboLo%vxT!tgu=r_Lqx{khvzU_RjG%_3OeJikEqOt6j8&oI51Yh?VNgCAYivR0|Y?1pK7pkAq zzH%46jII3JmQJwLqo`_7N#* zGv4>ngrJW-UwpAOp|4^luC@9?e@kCwPr<~^R4I9RI1$08oQ9z_i^;|MnSumNq>Vq09UKa#O`hoOH88ojaZ`se!#RL&McG<_qpgk(k7S6q=*nXJT zo7oWLe3ABt;Uz&xga#$v(7?FzVeckq<9>qP$%SYc6Pr!w=k8?OP>fUfHGCWinkOq8 z_K7u+wNSU|>)H?i%91R4`Sgon`yB4APhXsnBFxD6A$oC?QRq+0x-6E-VdY-P)_*2? zkn-hbMx!QtJ>WsS`Fp%8QyGN0WMsL2p%%y70%EWOS8QQ?WIJhJnuXWSHEC|lQ>h0% z2Aw||?uFsyB^!D%BHh^Ai&b1qi&r`@#Qp1|mlThmAxb`^M zOS*{?@_nc)7$aRG=j3}5c(+NMJjKGh zwk)^v3PWM)+mDEpNC3f)G*XQMU0=ZV3Mt(?6E!JM2tf8Exu@gUaqb((?$AC{HtmPO z*nV=f;WBBQCaUdu*Qygi$2W)dr452{g88kpz>BB)zMD`zyPqGc>mH_5D=@0ABKA?&JuZgl_f?0UAmPjvqqA!q~Y9Mbtky>IRHyK49NVGXjYonCd(y?lwA?OYNj ziP_bLy~Aw8N>qlTxE#`#5vvpic^`b7v!aHp@>m_jO3e0leBLXIycqPd-A6I43QxD< zJF~ueS~xM}PkAW5vl}m4y*Wo$IQ2FplxKK2a&7R$GWgix`n;3mwS-G=5IsBeMUZmF zR;=vl7S*DEj*XfLOE!2hMrNUJS9d=WBgJ`dq3PWVB7+!Th1kex*mDFon`Pr}Uub#$6wK!@+HMwcE zxoPGmT6k+hJOlFjAKC1-R?Hlv_bccR>luF&-P`JYy-RRKIngJHakIp~>rt{C=Be93 zAof$z;J4{o7i-gaw8WIGHzP+A%U4Ogknc6@(e~%!!v-k@Vx(Q-sF`kyWOn-9N zc6wYFPZwteMz2DXwO#fAdGtZ=b1OnNyZth>@UEAQb>Em*sEcJ5uYW3kOEfrq<El^Vce=a)RR< z(8zrm%TIP|-r{F}3fV-t}+9&_#GL9474vdYopn z{YDGI_GzQIM=`Z}j5wKAdW%{SUiGxE=)OZ1w#!hAwCa}L$lDI*EWuFjweCkT&ogcY zdrs=Q)W|npKIExoS4dZiep~eQ_7bCUXkut=WMphuqjePviAJr&zI&f(Fk}H88Pb32 zP$Cx2`Sta?l4s)Z^9Uil+bxMYHv&qXhR?^a(jYE~%gcV22lRA&`NZmLB8<>nVd-90 zWcXI9tgfi%=<{25!+ODy(cfx%TAHwlCSPHbaiO8NbRQgh_ap{~SW!gW%3X%!S9<^I z+BAJS-c;!!`L^25KSS=vR$1wSe~zb#4M&{dWtp*z9*CLiT zbUxGDtj)1;6HVwzaM#SBP3`;o)@cr}NItV{%F*#H?8Sx!Yw#{pzE&Aii2anx!-F>g zqBCX=VW&ii8sgYFZ@ra3(=%1CJ`BDC1wJ5fl` zAvtX;aShATC$tKnK7Wxt^k9Gc;O1nEvwkP2-+E$}3g;|-BM(glf;!;tnkdl9NI-!5 zE|pBY8sWRS@F0_rt}nz`7@!kCeX)+?PS$o|`nTaR*vkkyEFT3kS{rO+&1oVFrIl(& zlRsqTJUPAAIrRsFc1?RVL+`Ze-oSG6izB4DlcyfOjprfmCxuDjHF*#5!CR(RTF^=; zCKGtiMJTKMbY;wour1g7+IUwOLnV$%Z_hj2s4bD^MHVi{SO_(}CH*qpQglu)fU@#m zrn5zV%*DGxCg5Dm5?pTnY*R$FfvkaN4b;?B;JoVjm?GgY6^aXeozU(VJpLYalBEa< zWD96h@gggJ&r3A{deLUmLs8grIsN^wl$WcLZv!PTCBIrpvEV|C9$U%~7uy(|jd-Bl zLX(Z;o~e%{b__W@1pi>97;#dz=^+>S0k{+~Emd(=LFs2dIT4fg+EO%8+$u!G0=S;; zq~tOLKXmC~C2Ro)e6({HljqbD#v|0XSJR{0lxfPKP@QJB#{sFL8X9sL9ch(?i2daI z)*ZJDmL)mc&f=*m)=${kjc&?}Pnz)uuk-eUq3EPlWvErAd z*Vxt*W2py-Ce#hO4BxG=&pY+#S`|~EZu1*G*4i(ta;m!5Zy?(I=pbHuN^Hqt(<_WqU#aJ{45l%;T zr=2l>W3>l)dB}~tGX%XjqCok|o8Orsm$l8)-fpq!rUD;`W3TiI-`a(f;6tk*z2`c@w1^dOl zVo~6v=c9Wb(-)Iu&+97c>)OI6eRvwB_OmXl?#6u~7p+?6{z)Or5iW0B`JAbP+0Y_soiJ*g8*Ht{l0SmogZdBQumL4+D zTqtj1q)s#UEAQ5-puG^sG1Fgd#W8IR_RI=^p$zW%6~ya2q~!1|HLL5lSsP@R4fhMw zW1k>g_|6sw4k#X=@f52b=hH%G2=TD&Ba=F3Di}el2Q2!fLPVdI&=7+k1y8xHU@#tK z?2Vlvi4q(2KJ(ba3%X>QQ!KA2#3G~y2qjm>y&y*yb@5!OQt23I$?bKk#Of{rto zRfmhCWW$Hq8N+#Xy0X;KiFX9dM#-n#rU+f0$^Bx*;Df){a%56m-L5wyL{`ZD3E*G* zyq;F=BH43rp0Bje6tO(uW0rvHz`R&PuKkkCSBQVXs3pY2UWG=b=^fAEgq|TcAA0iA zaF`tX^Y@#*%EJA=H&R4$ZGt`YfTcgx%QNQ(pT!7<_4CQ`#C?l;`$nJd67NG7bGGPy z8=;8fmZ`bkL}g5xKAXJy}L)|J~eH}%el@#sPJ z01lhb=x^&U=?EbF&!O((R{&ZUy4R%2t_Ts`9A8|{HMo!Y6abW6eA86}$|T1~M{tY_ zwcZTuE|P8qn#`FgnwFiVxry0#e>SmCVJVK&6SQQcPw0&|zLj=otHNN{t4=hT-PI2n zc~O65YoytilI#I*T}kqhTxTMu z{MB%IvG!@oHAN*2Q*n4J?f=pvRv|p=-wM7BX9@mI=D#STy5l$^? zHZhQRnmbiEHXLoZQ6}xT`){D$B&XPRIhL(^ zby2;GAw_qCpF{PY@>gaYoK1&sbycEPJi5Bff2JhhuptHx=egFRL-zK{!&M6)n|XIC zl`Sb}H9R#sdbr-NXCs8WkM6|Y#bo4*G)IUxLx6c99D(NjrSjfJhf{a8!o<*SrB;>J z!xL;tiR+r;UDIvacoKvZ4YG!CcNSL3rN{f;uI0nJ!H)*T1Q~*Z*RA)+>j;H>1r=_3 zs*;j8n@)61Ol%CF_vZPMw6o9>eU+ALvE{9;%%;Y8hQYPfysL?kjAXecXSMSZ#fuh8 z7ZxKUMKiB#JZU{^PijadBkXLv9PlD(f~vo9EJhzkT52yZo%R!Ib7qgd_KYnlN(u`l zUwNLWsMaUxK7^IlbcGI0s(d=zC%=-=zS+h`I?ps6e~TVEJz%fJkx3qnqdiVL+E=P*ot`6q}hx{eHu%j$Hb zaNlSa71AVnqq&s(+bZDTi!GJRI|25Wy*ETqtK&RUbIFW)_0gWyqaeDRGCFKO9%G^5 z3JUa8xgS9*T|s3!oAj2kjirUL9r}@|Qfla3izj0xEWxbtmvg`6B$^@Rl0^0DHr`q^ zNj{ljBNZY{!w?fyd*&y8Y?gshyYDz9`dPJH%W4(9oZqNK%c#&aH`_AfF)2bT!yhp? z-!tttcZ3x=EVbkC#|K23(XKjms&NQ6IL*UZQ9T(AZ45P{f~;$fJ8lu{imEElhjpy{AKJ1#lsG4};5_@2 zE#uu2$nsEEK4y8wexA&5w~E2($QVhI_*0f#{n&zXo)#{i`_l%VlGMk-x{=)D-qe{Y zU_Vn?Va^T~+C*}&U%-%@jP|*C99#;{PJHcLGI>=jvb|K9?fHjEiikjn*JS)bimQf# zVkg;2BTBJWpTz9$d**yhQv_Wg_vq}z)bEGI#f5AfBwgf=dVNtc2EA9cAEtG?x!Z5{ zrA+!to>S5D*{V8qz;)J#5S6>LNB*2lVTSA-Mg%Xg(6*$-dU?(2~LXsBtZW)D|4D&@(U zxs2@axJi(x^NmR810jr)UF{t#R8<$XaK9%jqdUKMB7WP?gImwt8G)s#tG74%UDej- zngZ%fjgNx;8{HOT-?Evlzut^_ZZhK6&gwR;FXCFhyY))WN15_uYkcCv&#~R<-;*!| z47OCPZQm}Ga!%Ux($9Tk0j~b(H~IRFcUU(5GxHzGGkyzPR@EX_n5d&{IplNi6EGEZ z$GzvuaYae`Np~wxmU{+sM3Em4v0Rs1yr?VV(C4L$zH9-a zqcC&rxL6Y{QH%S9Ch|n!V6)uf8TCaYsic;kwS^KxK3=EUstO%d!zUHN=#73yaaBNU zQs2?W>6jgR57Q@6^l7C(B6bwu_h!$<$^=EFnaA6Raat%yp6@f3UD zAwPlNce7Kk6)D6Mk5&%{`4MCzEeCF)&M)T1<6h$yg6cXOCE1w*qR#bZ<4>?2k4Pyg z=r~95qeD8mKm7ZKcW+mzon{X4Rrm-Bcftg>g)52)DOQ`TLF1?lyu5)NOdQB@&U@9h zyxl+ajr;^ev!SkK-byVjP$3IWL0)F;Hls9OT6GqRJ>ej>13<3FXE~?L*;zr+g#^AU zvIh-BbJSPS<3du!1V>EtPsBr{-c|FU1>-*j2QN?CS;*Ne#&4$wmcI`d%RfkY*XYt# zGCi9p#cWZ8&1Oovf4!rKk<5KI7L)A!A{O=W26fqVXJ(IWjEaw=_lHXpzz;ju*=#W{Gxt`Cz;&(+=jg|ynyL2Qxk;uWOpu<@qfV0%uR%q zP{`8+R1I&zx30s#M>W*fh=lXXc>B4V%UZ0a+}`{EsnDgSrW1c+7DIKTN49;I0YU|{ zPS)K7ne0wXZU)cQUsQuQC}z%t<;`!##m8HDw*x!B>o3~zr3{w!l2x*Bhd$<@qjGu-AInH+sf|Vh}=Mws|?K^CxqTq@# z&vY|cD(a-#!q;L5`$=n;$2q{6&6-Mk)st|fZ};BvL=N3&r8o+3pZxkH)W|`^W}@mj zOdiL1sr09yEjZBcAnIj*udh{{3xq(FwdcTJFZQz6*s=ka#_jfh&rl zF_%0&n1lojd41kDIa;I@W#jQWVi!u$a`SPSSBrPl>3g%#yWJqF8>=1-lgCH>qiQ@^ zWG%!2k6>a;pduF-`QgmW@q+;E4~!m0OfQuhGJ(skflEzkU4-3JJU5db(Xif(;-xS# zC2}zt=>jR!wPeVpOJX8T!E2ZIqGCW?{YU%SnKduR@0edr4dr2~FED{)@!>kvpazko z1N&8uaJ4)-ymg!O#%MHtZ!v9uQS2PVgy}QSW3D+|LfJ@Q#b-f!>aQ>%f|8#p?Y%dm zd!4_ajSW%BJkq+T1*X&BSCHr*n2aLvc{E5rw-)kWE)%rk0qR}=*-JL2KK|QFAIZS(uV!^FtqY29U3a7U12r0Z{pLz0 z!&NoZlypdv@6p4qs>x8Q6!)3S1AMO%_3*en1wJC>- zxL#w4qqFe6(}%O0Oa%xj=H?<1nN}ve0`Z^&{J@KmhF9B*ux}qUv4{tj@Mes-ALX&V z?Q(O&Q^W)jriPT{hnTrIt|uNZUK7bV{Nm+sNAdoWDof`6i74C|#!PXu_kJ{I%5V>oD&L{+2T@3U6Ea@`mw}E)nQWq<^q%z2)!lWw_cNj-=DJeM^HR29#kct z#gHc>PjAf8n;8fP(L-$Gb>TWN>f{63nb3?JJu!2SnU$iWzDDg9du(6b2zmooHm-}x z07C|BqxB;VwVtLL*4EQ061@WpTf>i@u5dG!xDVM~e>Q|hrd-QFFa>Rh`TXe{%|tcO zy9yH#wJ1b`X#@ZsTykn4Zj`-)wDu?>8`b=L%{RKwCQ$ln1H-D*XL-$Wy=yd8R&xNK zY!0r6NeS((;5_!jMU`qgy_|b`D^YxNdMdab1vlI2L5FJ-N~OtX^W?zLEqH5xlDG(Q zj1Vy|!B~8$)}QR85S_m{2jIzn`{dhkqS+JzDT+ZILu|2e-JLFvjU(4J> zRE0K`TRI4t9Oh+m=U};6{Fp5;V6^q0XeyD(!_2AsxK+LOt4clpGD8K}c8 zO5>EDvLFI*em}hC*r2g#(lM77+e0z*qSF0D69TRRC69ugc08|T>j${hUd|$KiTF$8 z$GrKzAV4Z=7i3U}DyjAjyQwx|i)*nc?S~%8@iF}KY(dM|&piee%1NiWfyt6;;idJ? zH8C?W8{v~?+wP4og2cmITcXdF_fBxZrch8RYL=RgO2;B^%lahG{KT0Od-v|qcvP;>6resGN^_X!)uINQz(rFTTX&V!&G_bVgnL|reYJB7pCaK; z_o(K>=R%=|@eH2z)Wok;h%}SuzlqC4sp^cKFJ71Em$9*Sp{`~;VoT{i#JGgDkQ#n` zCWVh0X5vH0e?MzeIFksHRvE6qdOgGUwP-VhyV%KT!k13Ib|WwUL^J$EDJdxldcWIn z>fgE$c5%x>gbkHk;=x~XD-M02xEWtPRJ1fWp}t(WZf~>I8RNpa(SX6^f4EtCT_4{p zWTfV8EXV4J|IUMdIVXj5}ROHXmBi)Qfdp+j{kd6UK1qAE9w z5;um6?Vr12In`mu88=NY4%1#S`+Dx5rhHT(w3eu!`>NsV*;4v0=%oJ=RI1XY7!dd6 z{Vyt(H1+KMORQ(6f+Z+n|DimlBJ#Mm?7!q@K-y}4@-Mmn@0sHN`7qRlg0s$xHj zr9v!6(ic_5)bf6Dk=X9-6|aNK1ZG&kRJBdhR#`Wxp}MZiay-Aq3t>wf2itkrBGaaM zmq1PRoX2I=l(hmwnH)k=Js|(fL%nZ-a6({n0-<<5Vg3?&Oo>W=IigIH9 zkY`M?zd2ux4LhEXCVpHIW`N<*KW#sxSloEQ0`|F}tBj6BS=ov>?ObiBH|1>#Lp>=Hwzrb-%ie)8BEMxd%lvu zSP^nL-2RyyEZZD9JE?AJaNhs(`>OLzPOHP_Xk}GZdP;Z5J!d zXP#PWJWSfHKN?hk-v9Z;sEgSD`E!-MyY_OYF2!Yq40?LL6v_F0-sg{kT8+-*H-F*G zr82u!#+Bi;en0yYO!!Hf2LC&l2*&Qx#`=2ApCHzcw|$W2d#WpWKg+2kdM)l%@Dd8W{p#Rv+<{4F-c{CpkWXG-4`GV-+nKG1D6S z0Kf$+m?$wofhb&-!hJFHYQU6}B{Zt7XBs&s+Sa$WP$3x=78aHlc2`8Xt(D+Ff_MJ8 zQ`w!6eKViVsP)O6ToON2}#YwHy}$E|S{1VM2HW*U~a%9?Dj9@w4nO#7j1CA^Q%*6nMZ$KNzFGMQUg z$Od`o{1r63Kp(5EinzMiEN%jnuM=_xdqV?Tq#AknYJ_2IY^;NtkB<+>4WP_rJngY% zye#LsXQn0G2w(j?U8}4zNt*XP+#QhQQwk1GeyXrT3}3ey=S&$)Ma-?{u(uz29KQXc zy?_5c82G7=$iqFXAi&bS34#(QW*4_*TR7n4yp}{c?klZke6Z)yD6wezM=nI|M?{t};tNVc6 zZ(y?x#OV^w`AXUNPvoEJp(!0zcju zA<;wZ&xd4b1T42JGpf}*$~KP7FTVRwuaB^6Rqd^516wo3_gUi8e@#U>+-m9^A)e4{ zJyo@RXX&#P6QKENyMD_0Oyqwkad*>n-2{?^jTqoD-RzP3FC3nqsFX6i7D!mevMrym zq`}uH{p)84884muWT|0Ctpm8q`2&}9S!6E* z9?t;DMeq$eK9%1nex);({e!=nbj#%C>U>PcNr#DurO|#=)5Lw(ZO#n<1_A5ovo=Dd zM4;-gTnbuk4Ra!ywLXt8p_j95mUd8G0u!G#D@5hxXyh9!2{ zjNkc1wHpe07ZC=eVG=ja`#0#DCDWuEMqO{82ndC8pMcH1K8S7F+TKR zd-k};foOD^Hr|cjLG5|9-$89d`a(&mAM9tc^Pf-ZdhQO_7srBg2s>_Cv41vY=+|dr zz2P>}#fY350DOSuMA37+VPG_8AkHjFLsGpE73t|=v1P<{P0u>G{!};V`;|t8rWm`NT*z@X0 zcdX%#3yAVC_~)7LU(ezRu3Vbt!hEx|xqp~*udw_r3RrI!<#5j!fCF%Qlb2uguE|3T zTym;8D5~431$q|6Tk<>{teQpe!e$^qc)nO5r>zX$ZQP%HAF^q>7BCEv_;jZ>{hH~I zGGIN_;6y{<>Ch_`V248zNsO>rb{1LM&sv1p1pS3u%qcp(XO^g3*U|#0JxCz{6F3@< z2I&=IwpR23WuwP4?#3u77Er@C+)8%aF$k%wsGx9~{?JM_G%!%|Vev(GnQaXP^=S($ z`!myL^Eg+gK-R+~oWZ7a>uqmrykv-kxSV#T-QN{_vI7$MH=oUWW4sVf{ra=wjPRp_ zhBb}@4?O<^i(pOD)iP)OE|7{K>gzRG>dDh)$BzU0|6+8A|;itseub{vJogm-qlU^KWm`tx zAvovM0#3xjy>zC~gW?jM$8Db%$ob%a8WTVk??F{ob1th%KP|Tti#7pGWYd%(uSg|v zmpz3$q1$%*4kiTFxB}n-;`aK~^R#a6`1qL8{pfdmmit}{22iJg2Bbmh+Rh6f33b}t zO*$j!0Ygu#DT!4Yc7)#Jtl#@;7z!X;{NmHX!or_*nS@HBAAsfnxa1${G=IAY08Mez zjj-q5)nR`Vu<3O|2V3R+C$0@w+(1Qr2g*BZYs8pE5mb3Xg=yr!b*3yGR#V^(- zC*M7jb91`{I;~s1s#v!n{`4^TZ}f61#~s7)=(D}B`;emGKKzZZS-d0A+6VPKY8aVE z0Q%l;>fOGZ4KmUc-z)$LyW16id8MQSln7>X@mX*d6Z+p#qUnaYxj+qTalP%~N^geH z!K%cqi;RrSehQE#pHdIstd$YtAW*oadd6|eqPXGh4Z-83al88mh@{;4&KeD_{BtJ)1;7S+tAEbO%?D=C45xh5^A1JFRRbUgQPX4y0?-~*3z^otahk0tpEFU!exMN7_Rq^=|%uJG1}K{g(gC;D7U(|Br`JWC&gSRrU%~==x|VKy3cEEHyoF*6w6!Yq8Az z+yD1{raa+vxoIF7@12%bw;sRZAt-2r=EZL@ir7#~nH>9g$zRILib zy$d3&-IhD8ez1*pxLIrJ*EFAV)hmnq;`gPbi$yAC@As+JKVh#SrpG0q-x(DBzL*Jd}IO zbrvRmVG8(2`lyxqrUW=EG~S9#xdTXlKLkmZZhm68-5b=a-WAs%!%A}Kx}slAd^7Hx zNbJ0k((DPqLOGko$<_q$LJhtD#B0dS|MTX&Tr%RM5|nVy5sc~CsWIK}44ZROu!4P4 zehk-|FFzb_xB{9NfbR!)c!eW2Ul|N*pN8@GuwIWF&PQeSnp_-g*nVC;eyh^`W8{@% z!@-c{4?pF|Rty!Q4Nj0#Tg=7EQ?9HSMu26PSxGMJ^M$D95;1%0{Gf^%OhJK|j9 z1(ua#Ue7NuK^}RJ#lk{QHz&8WbOKZZU?l8w&^*BMfdsL3XD-@4_WqwKG{8w77>eIA z){#E3`4TugSyrxZK=}xLZg`j|tOM+;yfnZ~Ggyp?%FSOG9ua`drn?Vmgh6~;VBqmo zcVHk+D~q(Wd!oUfqM~B{+ro{F4eWr{JN=Bb*oi{7_s3>EUbQnX#1UlO=s;e5sO>;R{1Y2}* z4}ms$2wNl+yF2p7XY~Rj^)u)p8V-ZRzf^Dj(pYv>|M1pXXi*@{ae`8@K0l5%*MG9B z67Qy&p2XJRU`usRy2AB%!&XO_gM@Xy{`Q|)Dia7aHf)dG9v)QbC`KiS9No9d;T2dfex@9z(3}+QNyk$T|c zzrTM4Aey4!jI{LJ%}F(*{K;$6e<=`g2wpq>#F!i?Oe0)0t7EUerCKKK*sy$ReF6;Ro*swk1SqCzt z{0Pt{%D2JoRQzb*d7ablY=c|1S$w%kzc_G=iUHI+KU^gd2G_{Fq%3D@kK-+hxN#N% z0+RwW<$47Mc{vLrY@Ps8t=A^c9D=Y-Bk;MEB(9Gn?t)}Xj1nNI#s#MBh4cp2u;5RQ z)5>H|13~oYSfY|`TL4K*{tdE)H)gt9X-o)CNz1>XUJDXJ&RYHC9! z5|5YvyJ0EJSUc6N3^uqZB&m{V7KO#^~n;t@D| z5u5LrBiD^ z@VvIDY4689X}a!%36qqhx$l6~=#zk+V5443v#J**3fVCLx%Ex+zL&3exjU9M$QDorco>x*aWSCOH$X2jQCo}^ zH5`v>l{X3S@l6Ad<1SW#^c<*sn)ExWgLqa!K|%d$vKuz#Jt)NAYAOkf-6>3#nAXE7 z?N40A-LxOdN4y%cuL6iP1-NDtfX$Lbs!LRmpk|{gv!N`#n}b+sdw|);Mn{Q-DIn7O zGwDtzjw?I4c$eb*ZePs4>OV6ecJ(^=uw6Mu_4K{|Sdk97faTeaQ`6?@rJ&__iT%1N z+Y=z6A0y=Gtn2q*OjX^5lI*cjAkrs5 z+x4cd_Qdh70`VE+VJE0E6 z(E)t=&~U2~xPTkE*@>6QQkB)!BIMqZGn3<6s4S-++@ReC;YXQmqH)KIYC%9c>6Kf5~0Z*tZ z58!6N>RFjClNa2kEGz|o;=ed~7}9OoE%OS7E-v1Cf#A?I(!qi+hE`dztMnZ{S^&OCU`|cV z`QCF7;A;jN4^8SjVBmvCLv7FRiArK=l>vIvD~uNF-L{k40RLGCT;>@8v_g{_2Q16m zFFG_aAuoLwgN|JN8_(d#nmlu{(W^F_po)F7;MDntX1kF?#s0kQi_&XmW9{Fkj&!O) zAG!+6%}OE}e}HfLl+(~K!xb_;n+47;fN`cxhj+&$fk44I7K6>5q;R#5qu_~_0964P z%ih7^F6huB#)A1{L|w1JcDd`>$G`0mJ!A6kxtS^Wgy>RqtHtJQ_ zrq$OKUmi_Vo@-wIGV@+dtgfo+`^x>K&U3jddf!=;2>bddTcTH%;`}2jRcgh@)`h#k z1vqiJS){%Nx`Eo!(edK?1|%cjaVY?-Iu)iWX(&JoLtYVSk4ClJgxM3+&t{}{-!rO2 zNWZ1tuj+^@@+-^Wcb$$xuz4(1G!v?T0~-PF+qH}^5Zr$*EpfGg2SV|O_%D*VlUKvB z???zi%2Bg(b2EbpxX$0YyiC5q?*}`z@g$zr9Fhm5T!l@7a4-p{?kj2FgS>I%=uzOP zSpt&;2LmU-?a(f&@5_&+{@RB7&v!AUtra$yg_j1-i3R;B`}ISdWVND!UwEgKl4A-v zC8=Wvyy^iQpigVShB0?=5O$kch_g&IpKi%Ls> zcMc{+FM(d>|AqF}r6t_b{x!H?x1OrVK70I^_~{zsOT)G+s!xHFi*ft+tls<3yh;&I z0)VPmv)mXM5O|HfHpjo{D^f=^!@_?#{G*CslSqA;oOIF$c;X*n0u$N`AR5l1J8TX1 zGY(@(?|)#)vVVQWAiHlLpY=I?`0Uw#fCAS9oXNH@{~-{O9r`~BWC#yR8g2SXe?)^EjJb6(dq=e*kifG7&j z2Z$Vq55?fA$KVonpRP2f0w}<8XIP}*UOhng(_9wZa76#w*%X51ed|1J4C2ct?_7U@ zd-WEK?48%i`0c6fEl;%1bX57{|2RYKMyAs|(D0HgPbxq5{z`tT3`s%M{QKz+rRFo> z@_SRPX}@|5VrL{U{8YgGMV2XwT&&L2Sl&&+?d4<}zzE>gz~%wOQXe?1Pu|*n+nKIP z8wG9%FMy1|u=o}0z;9XBmOppk*IKeA5zAXX1E0C2fBiMKX*Z+jV5_jmLwmkxbNd7) z1;g|T?jGz_VGTrtjD;l zU(#QUf7LM6DAB36`!xjeif3!V<)0DRug4Di*EvnxnX81u^Q^(wG4<0eD>${o`{~B- zCJHQ}{n)W0Kp}Q&4Tu5517=_i+#k^%$X2hbU^B1*r-ic^?)Z_0b-tk*udCDHAQA0< zokhAPtTtJFId-OHxS^Sl#-p&{=lAyP!>r7JV@(fJCIHCn!mm_4J-v*18w(2#d55#T zdGI{fzf9K@RP}UqnfpKNDT4$aEiJdDc0c7V;RhRH|M6(qrlqr#2pwm6CI{FDMe{f4 zpyL5vD+H5K?(Xh3jhl3^%R9CQ+&{kvpda!!04%GI&;=*elWj=k%Ib7rZ_j3Qhqtgb zi(%NTIy2KC^(GDqJevQUU9Q~kits~($d=?!Y}sMvGTEZ!bE0#=A~wy>&qqtGg5a4- z+`ep55O}?So%3kl+5-rx4nX(-wt2Qg*J0B4PIKKt&D1`OKbc^7Xb|KGj& zrnW!1tir&vo*q7l01jhAVPWs|0$7Q&)-&O*siWWhlD7#6qOO0xk6of$zQoni#neUR zYa~V`U*+1uLUmr!o2m6=6~e?X7*yWpzvgO|OPi1S_C41Hv%RbDDDDd&db{J862Oi| za3aktEj`xLT&!ljSED6C)K{6W{swe>i4eUxzYD{Y^Q>p8rPasx0S0<^9usd8m0$fE zvfx6;1Dm^f{Q1{)?Z?X{*r>gPvh&qCm_srI@=TT|B0T^lkorg~K7mzFM8BdgI>y)y zz}jGEr*oPj0a!ILHs*NP`2;{;+lznKcpVfU28gBbSYP&Ov{nKN7(@!U#Z^e)`{n;b zp))B8TOf`rSU^+qe}0TtuCM2rTgoL=CH>3G}M$rloAHPc=TSw)jE# z$zjhyHh-}6k$XhUZbIsN*(LS|>ELd<3tT|6h~0)2@`wR0d3AMN7Qi$o|C~BfoOIIN zPjMbuKmN^9twhO@gs`6VYllDTXZ)h}{I^w4<&N{Z;jcl@4=e(8v%>mNBuA9T@Wu5F zX7XXK@5m+>6#QEZU1f$6pmBi6nFEN<=g*&4j(iK%WC+B;o@9ySu}F1Trx5EroHo`1 z>_q3m^`7Sj|14#sWDJ&P$C{^#Tgy9Tf`?=wdFFuze6yVgNreod##)_rdcWp=;YL5j z5LxtRU35}Ak7B&%K=%DJ%31B2nb@!(etdhPBoVDL?tK#no9SB6Wy2glx_xS3W@#?4 zN2+_EgJDTe4*17gfWuxsJUF=23BaWQaxv}R$iAHVwJ5oS|9SDwRU0wO!SY3c{T>&&!kagmfd&Od z7Fvedr0#E5y-kP&h+r`J(a_b=*^6@K7}?p2D8?AU(yYrUM*i_vL(40q3hC;)Pfqc& z5jJ!L!pRfMB*MALjpkQ#BkVPq$3$F|qBVHa9^PN>|2KSp@GUq`?L1%Yd^GtaAu`zk zM;%?r6iH$8WNqXG@Wg}y{@(u{<@V^{@9oeRBdcZ~$_fe?95JrtLVX1Ov+G_KzW&#e zD53uQ21p#_e?oQYXtbipKRTJ^9KOaE|2GQ1Q@4S0k@r&>()jbg79$Sz-@6?``@h5W z|JN`0UoY+NL5cgcmqV(-Y^qc7h=uf3+1sfoFuX4q;;PA=Zl@a26O~dspMt_2#pZOm{wiY@GRY-nBI9(ET^<`Vjq`|A9FEKR^M#4y^{iF$!WUPS(1VX?nhCas&Dk=hhuo1&PpfaROktfOJ`9|}lT5_f-aK2fJ zUOmm+w6&TQIU>_kciN79c3{LIBfBEx6mk5_VNB}CN{rRID{*K&n9fV}Rn`yN9 zO?LpJ7Ow~t@j|8Ut-`#H0sw^Dr~iCpNR|{lQ;C86apd(d-+BmKEQY3SQS?-j%!3A5 zJG*=8Dijdj&4!SpTRC){+e0lYGEO$BE&REECadCSJEf*R&NaAx-21_AlEDdPU;8>! z>Dz3JYGE8WVfdKPkSt;hv@Wj?zx*9FP^+ zOJ}4mlprcT(i;kyvRk~u4W&t64*Bsc^!>LL`>I$2G+2dW1@H}EiIw= zFqbtd^$WDw+N#+@*XE_LDM!xU~=^t3D0>k6LTw1u<)5XlUqR=$*~};`q#O-*DF1W>0`T^*EY{(Yv7mZC&VW zvQpWbm3;l$;$5of&)WWyqkz6M;UsmF{eicJ7o&Y;bf91oMBg#0J(flqP7neIj9;J@ zeDVYi1N=15MZ*K%Kmb7=yJ^`F4u^rtpFHXIPr@avXDM$ib@BM*)Po zP_3QV)mO!sD*0!)LnVJ5KW5_A!@F01@w~%7)GOlhl6au@3Wtc&tvBtuHnESvr-2H6 zj;fqYrh>VoMC&362wD+{4D>(i<@>=Tv9{=p_Mp*RC-v%WDh7$r%gt}Z|3zy5A8YyL zq43=owHp~EuE~+X8%nur?T%;?QwzQ-P%^j+_b(B-i%QtEYRjKdc$*=DB);4`tlcz0zj6>YlB&Jy$oT(cFNb zENuX=>TZl*{tBP$d<8GP_*h&S;dXC;O#idfz>|%waM7bC(I*0p-#0>ESP#pc=D#Q< z5PY|EX00?Vqa+hKykA#Cse>w5NO7$m}jN^X$B!H(;=5CY-< zF3|7&DZ@NmsQI-=$X6^VbE;rAE)=Cb_`g6ogO8rJyC0LZ5Ok%GSc^`JPO;OKV=X4P zOs^*A=P*dd`fq&3;8SJFwQ#+%U$2X&2;YsMYswCx&$3DQb1-z1VQ9)tBp?7GCi(|C z0yR(=Jr9qD)VR3*{+d4VIOFEb(yGeSy$%R#_56kz5b+Qa`0zhlrrk(cPs3@x(x>NU z%jp>fgn<@#yGloD9i;W$)!6+kQfy$plv4Tf({n6lgk17XvW~e~dyv>Lr-Ja|%7#IH>h}dmf9YcS!ab`n2c&Q%@lk_N z%v2qz5PfHPOlZ1Fc-!t4pRtLP*AI;)O_ZfzIvT%4fEM3r>qfaWiZ$8QP>1+^R>FA! zXwv3$>n*Mfgg$pD@Q~M@10f;dYvCP+P)OWY|14YEaIIAImJdJHkqZf-@Ja@E-SWkar2Zg~Y>%)0>;Us`ZH=uToTTEQloUjh;zk=_25E^2{lJk*lkN@>4YcVcAJv z`{xHlbMx-oB>*QLsV6{T&`2HixN2lZQj2Jq1>0(A5o~oVoYs$gRyuX211oYwPV=(D z+}zv^FySDaO-@O%o=xX4?i(vq6+LSh8cbw2EPxeQKJZoP4iVw|X*esi?DA+}!2zv> zgFZC32Iui9Q~F}m5C)1qyi3&2=g+WYN=izkCvx6paW`lAj^iIN6)1fi{DSWUeVt)X7M*9Ulk@Jv8Gu-k z8bWJx&DoDg)9ZfdrDbhBUj{mo zdJu2`%q2V*<7Gpo^+Jk@xL?DnK}~_jyoxqwQ_OQb*Thsc_3M)|A9?sU{R5z<6a=Vi zRZwaDa%hT8BV&@>9S5?W;nO;F);lJDx4=iZ@|N)GlWg6y+bx$_7s_&GL2@k5Uq?es zS2Kj(Wv1=D?-CN3Q6Zh?LQP|L^x2`S=R&jF9ek*??&$374TM2(N3f077M}C7w4T2= zT>&Bla#=8ydC5fUG$9>n@km-Mc+Qq&ay;r61X$Ovb#)1Mh-Z9C3%;_o_3oWo05;;} zwb<&_5ESv&UJkC%c}N@v3#0u!7<_+`)}h_x0z~s_w@#RH2n>oTbXh5%zmN}l z2R;Q+rSUtM@R1{htsTLJOtf}@;Ysk7csh&I`u46Zefxy$0zyC>(d6AmClL7WDBLaR zv=rTFoA(aR58|%{gj;!)$r711qz)cuJC+yw`47m>`ucqa#Zw%BA6vm+7v1t&nk0ke z4*+}sCCmT?p;B>XW@diAX#r=Ii`47zd#M6W7DALm3%22;mx6P)icF-Dm%~ITeq14><>#~~35-9nArUj7teLNi4otxcKaBgny zPw7iLfOd&D=4ZahX5bh(4`GOw0`e{>p&9_*#-l}aF{Nqn0v;P=A^y~`@KA;n=2>f> z+R??k2z+lyRNwO9hBAg`G00?QC%&xTc+g4wwWx^H=@3{qKt2pn{E0FkCgZiCfl0>@ zF>A-o>-mFI56O;|&I=CCxl#T35QZrx>9XG*%N-kBgnF;L>)y*l;vlpez-}wco`KGZJk|7YM^~-R=>=d@Q+p-#JW|E_y3g|Q}hb{xfMET zjS@%O!8Wq#$dNQxXM1O9>ntZ(V2!6UmJZt(q2;C1n}wN0TlHfG{PQrYS(YMF_EE0x z7nJ>LjirLKfyOC$v{5BhtqUwgeGUAsyZNg5q7l)EWc-lVlP7a}55I51RfVGYLNh5k z8+ZuC8C~m+t$a#R5>CgGaiPP$Pmr}Cv(ZXyE>!DrO4zWXQ(41iw9vn=B}V0R_pgEy z0}Y^??u+dxI{MjY zboO>hDuYMnM*AI+6RqNyq2nkk*@u=zGFa>OS@B5f_XInczT+JTiB9Foc4Y~;Stmfk z1KHy5bX73v$PzcYSn2#xYGy%#{>rYy;VvW_b_ZM6?@TL&QO7L1v5y+~JVrDxt_2 zD2o@7f@h!LifWsjmuC)qZj!)gc|uPSy>GL2UAh&zjtEd;rfQK9sGiFJd4RJVU?9Pg@D9Kf@X^-aj#j@)VNCUS+Gk!& zEFKND|DYDx&H2}Y^G-kinWpfs#SGv2G}^+-AtEcoG+I^tv%|XwtaBCb_HXtOCfaH2 z+)JN7y_4>nsI^m(e~~`HJsJc5RXtq;_38B?u}lV`D^tJm!OWxf3wkdvVM@h|@nphT zaTkDp0Woi9Q4t_eT7k5ANc8qE0DG$d84LuS#-=%}-y2OBoB}&J1Jjzi=^s{V+7LP` zrFvKYrK0iKi0;l%%)NBSN_AKZxvgBDnMs!Es3x43D+si9sG}M9YQJKQskADQ(Ow6b z;{IQ$&NJrVx>nfB%*&%QH3XESf{L)$7OFi5)2tRQ?W$86$5(+R#yUDn--=^bA)wyAy~FPG zzkQswX=45?BYblXX#K;;D#^m0t>m<=F*`n?)L{$BPX5Tw_c1j0KYh#25ROijO5KHy z=TIdXJG|c5-bt$%{=pns0Q1JD!Yd2x9&P+cfPpxRXAatbpHRK17Rm zv*#}tmJ(DdlRyIisjP~TNNq=7YC)hoxMOV71YNv=rV$`|4@xn%lhfMa%H#qBB#}_6SoUgsET^8&A1L*i($x!qE=44*vKO@&pY}HLuUeH^&Ed2ic*Ah`8fh zra-9=$Dj_x!*m|gvO&;G;BiwNQ_B9njB~zP0@IL)$;_|&#>#viHeNpk)73e}Z=O+O zyg8+Y6>T&c)7QMdRy3}#3C0rfg+=eTCIccUwWbb-K-7e3dMKG(}n+FXIsF;JkpkZ!_Bcy=jC$6m-RntGBOrwRko4iC$% znXIj`u?rp8&*BNv?Fr{{pX$I5I zV4H^ddu2jXj5$j>1|<~Va0jpv+gn>Rz^C-x&t}TEPW|u((pSPK0_1q;sXk+kYX(Fp zkVGY2Oi(u@t#;7MhH=NCcbR_IIaO7g`+ca*>|0)DB;zdw2GcBEpVu3f_<1Ha2!1AH zvUem`Hl(1g?hHs}`sNo$M((tvc*B2z7zVINT`x& zeqYFm_qZBMfsgXGmlHho69q|!bMeH~x)v}5 zvxcmwQBLbD$YUEOl0bv2ER>xj zwTu!RYzD3kxDjy|;H0B;OXf2f`haXU*{yb!-#-Q3?MP19f)tv()o!t-s`uBU`!tp74mL7^3IjaBSMHPj#D| zt*6SL&9c0LQ%0@>vhR*jm0AR51|Ypg?=XC@LO$z)iw#R3ACi)i5*sozGnciTCXZHK1M1olYzt#}FmW^uR#rPxN(xbA?pV0s zOx~NzC-P-@_XmhjjTuTvtSb-<<>mVf+dVQLaZekw%&iqomvczeFEDW+U0DDGh5~LK zC}cc%5pmX!_5Ganxxzaw7&U#AQ**xmuBI>h`qa`ru?>0XdpXGPE(+vYBI%>SUEh^L~msF6A^)431JKlp4M39Z4W-NpXn1t{#vs zLj{Sj5yLwNd1Q~d+jQd@LP12Z3Bm$_zd;n@P~Xa7%6_xJ-wv{+*(JlzF_?B7#8qef z_Es@Rl~W$S^n0lflm)j}ZMRoIAiqCdMNb;;E|d-~dWAHBld6pCVos?Wy8=rVjC(`M4GLIced3DDk<9RaBVvVMeAp7;H9nX(=t_nG3UfVGR zfrTXT3~YabB;a#vT*W-DA5^A#kJnaHligJn1cMkb-X(1O-OV%p+BhDob{lUc zn#bcf7l(yl^o98YP>_o_ULL+vZi_d&CaQh%Gpx)C27^t!YVkO&Y5ud7M+GwV6htmu zJ1XbDAGEfhKxFh(*hi8#W6;hrhb02dZ-%HQ+8WGdEj=dV0+StvL@u_5^qz*`K^u&R zX+xyPr3xk5Ig4-Pso&2Ed7CwQ%vW;5-Hi7dGjIVdyojmy4-{DL z3C_Mx!xYEW3|QQCki90#rtdQ|VJg|(l{3q8;#j*ExC|isFI@FB>?KJ=b+i-vYx@CC zWO|;)_#qr&YU~L?eCwP3$%xX{{afARCB;CC3UmmAYz0CBp8k5?x5;B=v0>8`JQ`mc zPn|QM3ay8(H^YPWT54c;G_XjfjXc7k4M1_-BapG~X{w`+9v=ABT%q1kY4wieKrUt` zw03H@*{~}WNx6Xpf0WclSeIbRy?EsY8j2VFQ;A!rSIiWYW!%Ese7kw z2O|=&_t6$>r+9`m7)-YBV(RT+l8Ou{u3H8f(S4N+m1cLi zUi<*ZIFOyEja>{bEInQw8RrA`yovU+GD{ibr+UMLDh`T$)jPf#AEYHoSf7T8wNsPC z&(EdwDOy1~{@HkAfz2q9#iVc6e#S{Xj+_-w4L-YdU*myts|6g9JcGRa=BA5Bk<69T zklSBtwe~^PMvsP$Eup)5ATPdjCn^0`N$vgI7lp)!i1ce|iZ^8Myh&gDRV_k|9~8_A z&B7UZY&+ddUr0x&i#J`^Jth}J=|N#15d618XOw;^zET_#iVhT)BkjZ#qBS3(CwXej z`I2+JVQY9$MOqR5@in2er&$k?+Hq%WC=jf|=Sv0%j>gWArqt+zAl7ZGS@^1Re`;)2 z3Zi1mcfDNlW971%kEzetH@ul6&N2}dvLo$O7uvXp`WQ9r@p7(F6~`*xk{WSN^Fc@H z<-dVgZ61{ap`S;vVRSgQflm`?@W^tGsb3o0(F7#i&-QmN%LfZNOS?E52Sb8e?RSkS zBg5#ko9jO1FAI@WH6{0Qv51_-RVfOW{(N>1vieyT&*JsF*)_(_RPL&01b-ale+Q-u z`;n1O)`Uvgt&LsgSWNMhJ@laOozrETW|J5#LanlVO{q18{UUinU`0k!Zd0a!v9mnH z;`PD`DRnG8@E7K*#r*RPr-e*VHD4Z zFtY#9U$FFP`6Dm^Kh)5LUzIhVD*CkSmIkSdU#&v2RTUC_HUskSRQ{Zb=~RbJ51&v& zUK&jC>?;(Y8iIX+zoo9hqD*j7L9aKaV!w`7r*ku*QTEpT!cEsc0G~NkJLLZAmmPMP zH2KsP(_>+D50c|1+QFZWqm)R2Ccu3kwjVqgxVQQUY@A`KuMeQqV3xQ#@X+YiE6`0i zqP3mQsEe{H^!+bh!++FZN1nCT8FwF*>GAlSRyT_St+Wuqyr+kvhS+cja0v2@&uD6Z z7g2R<+B>~(y|6Gmt*WQtbrjNl@%meO95Q%~SHfgMKfu&iI)`OvTi)D!&`w&?cD<+I z0nk{q;8Q(m#{ldEad?i!2V_W3`3}OSFDq&Y?Iu8jhjtX}I7qYn`*cV1D_B>yZrknc z!ufy}{TeeK#21!HGO_6F%+RKG-}&>C;tV=Wt)Ns6VW>aiBcvV~UiW zYB07}@N$*3EEdch3-rojJ6F{KE6tF4UU33F8-9a8@8JX-P;NJ~pe6OA%F`x~BYCNN zke`(Oe{$3kXx`ixsvYz>s?rlZ8%deY-fwQZ?o3$pTr%aQ67_i_!|kp*a~i+ku*OTk zrtjO^yEa#QRaDBi?)C<{;^K<77t(Npj4<}g>*F$EFaR1ErnjAM zDJ$jEW&XhN7jJt%4GDRhwo~V;QO6G(k_az55DM7&3LQ4m#?DqUU?4X0216dYS)H*w z&ogf_Qs$PMUDL%>C%PXg>o^g^#jG>V+))`~CgEiFt2$H+{UI9$m7axBR7m}3bc!``%-u}wM^s<2XzBim{rq9Jh zJ??`+g|C*k;Xj^lCH9NMY3em|l9{RsbB}k=YBRhpVQo4S@+F+$y#J? zqIm}DIU$3#gx_`X<=(Fu;joXJ-P|yuqXB zBmPYYtL%u+q7T@R+xPaZr={H&Wj=sb#xB=ODXLpv=`W{IAfcgIDX9*1O#H$zr<7*2 zuQvJ@s^;E}#0g*NAVs{Qt31`TIUhoqAb&Qc7y^x*XbILeBALeJRz3IQ2Sv@K|KvHr zhz@!vqn#X2x|VwjRk!6+c4ua-@H2R7zO6f?ah7>6e}@nY-m#wM+J?KTI5!(7Z9esu zL$8>#k?EY*JF4saFVgDYe$?p7eFTXOFqnbIS<5^2R%UJe;QxJ!yEexUhksmRLbaee zmBR0=c9j`N-`P1lHgF>09)^ z`8hh@V!vMS6r%%i~8*N5MAMGz_~>~dGJO;mmrY?rXLCx$zt z`K*oSbE?MCP-Tv!gI-jq+gwa{0EsG!ex;rESQV!svw+QMSDWoGi%>TlP`}kWT^c$Z z@^IZ~$Z`FJ!(Q+U>xyb)2iSW!f*r|EZxNQ)gx?2*KE>L_;-b%XQb|Uvkk%q@l3uSR z`w%bUnXsG;_Fvy#&%KVkjt)+ol?_B%_pkjB5`m3yJMHf4Ewo&<=Pll1f3{Qt(*0Ot zEqI(ler)e5TNqyr5TWuL_lKB!kL0qYDNq?0M4HX?l)NA$#xKT8yq$B~4ZPLH5eEUk z(-O|Mf1%~f6qQfUIyaN}uE(T#vhjz~80*v9P9!I9Vf)|-XmD@RgEo!BXE+CD#O7JRtH6GW~fLoe+IY;Y_Hn&RAiL!$& zQ+66xb|Zr2`hB!o_(10VhW~rbT8h&KI`zk8DH988$U2^VGmA~Df--*lUvtx{mTzNO zS!?*YyPe*v5jwg!iBnw+KKz09MprSfH#<$vxuVD&4-R`D-|Hc`Fx%`kI0~eBCeoSr z(22?MTtAGk=}vOXlPSOIuk2&>8_M0jcXjof1G~R(bNfdy7qibiwA(DF?Bo}A_I_^N zuHQb&XeH3*zaEyK<+{4rk2ju8l^e~uS?o0ai{z58`ipn|RdNJC0L!JAED5y(}$rHg58+{5)>9^_Ce1Q!pQ= z$!aXO&AK9tXcFnpS2qwcxL;Q zfYM2JB|4WIblxOkdh%#=StN4DF;g*L73p0!yL&8u9&Vlv(v%ePTi%s*tD@RgL4opF z`7-YSGpOUEl87}mGT%Roq1O89+FP37`Nusm^!vZf-&hw=m;T^L?xw{;=vJ-{R4MA6 zCxq|s&MuNZMpxvw-;;hA>4XIMtobwu*?$UFFdqmrp1gEX!PT^$dJ*zTL##JT>B(Vr zcN~a58q0Zc9KL*CJ#04|T6DXO{Xu*jBo))k6({%M1k~k*ZCro<{e(cEv02892g<+Q zB55cMgGtlDmM7?EwPNJpy29-9)$|6o_Zcvymab-;;mSf{l>)w_&5Rh|55nR?=T?99 z+~U8&^#>V}eie9^wg_RhSGew~GOCJ~thUY9+ub)mJ8Ayu4h>SyE@xdj zvjUN6pw*WH=6(5jdb^Q}8>R)`02*kT)1_FQ&O{u6+uzkgWxC$jmVw_eWjYv#Q#t}~ zcr!mkUvahg9Ac;}A}BmVcFdr?iym|oAUI8 zy0}w2GfG}Y-_c1<^0)-XjL!;)qbHeH=Axwy$x~U|R?x z*SuMT$=+Tt&iP9v$Kze$w8Me(q5CU%Box|trGSPx6x5>u=2?)|Bk5_3`3wbf^ViQV zH8W`?Mx(T;#!FZttYt78Y%636rK65{A-f>%me0(|;h~&Ga z313g$PG$(r+p!MM+x{NVz;7O&H~XFhhKIKHSzMYRxToA|yj);e#`JB{C~o>B+eAa? zhx>D48p&!Me;VPi%Omw$)0wzN51)&smMfiLsW`YaLF#7E3+hbUcODn{LxLUDVI9T3 z_j*K|xltt6R%(gYK^l;F(f0oA0l>wW`ykg zLR-q)9d5^9hfJbxJ*+!(tBwsQl8Wi!a?J{|+Mesoz`B2JT_IP`$(}Egx_;nX(>-fQ z;s>%~2<`gE%EBOuj3!*!`xarAfllB56dk&cV3k#8keH8SyXhi*Z#zxX>d%Yu@p~Pa z($i;@n1jV6O40k>?fF(jVWBA(DI1;dC|9I8V+?oIO*17F6eXt%I)fn8)P<_iF@n9nNK_ zecd+ycU);|7CPiPNA&fP2fe#U@LTl87$nAznR1u%RyL-k&+{x5oTcPD3ISfFB;zZb zB;~S3H7JGD=I~K>C**sE%rBw@e*|ZpYCgkrlAOhc#r;485Z*8myG93;McSRMlGPD~U&>gHQ zkb^@r1d}I3Y{Jucns`JjNa9rFyXAG%&Ge6XqWoS!VM2edA^_lNcuv;-}j znZ$X_>&7+5Yw6VnGay18>m1ju+;HhNA2i#PkDLr`j(ORw=I(q_#5g`CC%Ek3X2dw_ zF;WivbJft^kja3SDvRO2kHsHh3bkYK6-w34)aD5s{W1JX>9%}vQr0#)H!%(tWs_5( z{)SBB4ZL!Z7ZKcL{0wiN?RHnx`!%AX&wWjV>jP_SrJ?Sv_hPKnQl?Zv;Ab`LJBeqW zby%t)vv{J~sq+t)>aMiLuVyk10r$-}-oQs|4FOfK7O`Ed%ZAyh9_w(_*!e0Y0bTz` zb7kBJB0VlS<8T4s?9dD04jExoO2!fraAmpD9>7!H;51X7?ofdCNwMpY~OnXXvi<=M5I)E{*=J4oyE2W1APtE8yoGye_ zc!Yn-3zm>5B+Lh5Egq`AIL2L|8H-iJInA*`hD6KarTxCdPT9_@spGUS7i_R|A0LzP z$?PDf@|wR6^rC9Nl=*F*7;7^FGwgU287(EZ-=_4}74zz?cU`e*^<0|Mr=hRtN(kWm zU~H_>rx}hWo7)T0GzQ+PD?b39^TMpo-Q!Agd@V4jObK?SGwyD>J$}+Ad{&H4wryES z|1~g|EPjzW+&*-Y8Qr}RPsY%T78*Uge-+5Lp2s4qBJV^~sx`>&rHv-rhZ6Vf>eh6B zU}c2?*?g;}o-yh$v?0Q@GV9B_*AZyv{{l@cX5Of`=9xcDGYySV$C|$p`!sEol@x|- z%zSG3!)KV1Pv;WYmwxzu)9>f0rPZpFa5$USJ-HcI6aG@zAxiW;2pR)PJXZ4O$sliB zR0OUu;?b3yc_i)5ZKiA?}Q4eHKUM=P#^x}+J%_zZM|?degq+izfgMl zH2d!(7UTQ#NV18%TD4c>DJ!vMr(5$WMMYV7e@OxjnzBc>-Xhdgc+l(Vn^qcgNn0N0 zLVOEUPuC&XqDBn4)V4^d5mo3b1(E~u=lfISrc$vzVM$cs=9-9Z$kJ1#hF&Z3r~arY zqJI}m1r8p$Qf0jEIBo%5x2hIUAoo8mO}$~i8aoDP1QqDhr_wd@Tgq|=X*N&txx;mQ zq#L$~>uY%K>q(|8yMx<9iRN zAN=(TLIFjZ6p?bf{bUd}_faAg|9c-{heZb4@s_GvDiXNMt^>rH5g_g7r|q}OVrlF= zyt~QdYnM!zNG&Z6!7X|$yRx#1DWNPLg%;CC*7QK_@m!)%F7cxdHW~iG$_GxvLw-;RQ6n^LBH!QjVwk_!YGp~-qQ4wPgsW`nb~vV@ z?DO%kp+V66N)=5sI(e78@*XYvo*gn0cIjJcm`HlyK%N>b7P!7b^DW);-e*my^lRR$ zujausOVqYnI8A4Q{CEv}wGp^oR(}+>s1e4Ww}#@dBmgPS6Y!qDy`oQFDuCsLnV2GF z{I4%M*2|a1d21Ihwnc5{CnWqRtIYNiL>#7#*VEZXKMANj^S`Sm7y*Z=`tWvXie#+w zDJb`m3+B{Ykx=8@D`OCm7$`q%#hN!YmK>oSuQ;P)Nc{3;TbnLUM(Tg#Cg%O+vc>0d4M+~VIc(M`AP|%1 z#Kk!9bSuhIu%}tr|7GVY)&^R;Y|nc^qOj%lTOywx(ohnp-p{7C0qM5H@8 zzbFNHS@+g~Z!&qB=d~PB@Z^&qWg4~G8NVD&?1MZL)edKz=dFgC5xYO5eoWFl&r08z zpYe~Sf#N$;fEOaC{=??a>%bMhSGZvJi~D*NJ4(l(r9&XE za51maaWgtd!LlUL2=kAZ>mmZ_m_91YR~zJ^tG^;{x3s<|Ov3yWuv;tv!`q^h_kF*> zn&OBa<$sxtt8i6%I~ z{EU!lmSpa>H)hXh-gx7$G#$<^NAm17rTBMyPRue%A3oC~1pZ)P&{{ z)IhSYhhQ+dz|;2{LqlufE{@x^^Tko(6{|lj5g+64`8FJ{JLhskUSbTEJZ3cyR#5&m^zeIvyreY8(6mqSbh+~y-L3FW*@;_B*Z=H1s@uyI4xpGl*j4gAz}UJ~7FzRjvq z5W4oyqEsDw^>1ZYKv^YO~$9|(a(vApRvL#1fIuUGey1adT{i>kgbh};{+y>-J4>g zBY{4ZqPCcd@h0GRvq=Nu0?S!M68ENaYsJCNvEMD9H3(NN;J2dZ>R%(F?|)FqHr`)g z_dgnGRWO--5zngSyz}0+QVninzC!cqP-5kGzI;7D$Amk&ufb5{=4Jn@43ag!wpJ;| z*T0Bk2o=}yq)`YW?zPYRcsmE8uXD=wZpT-Zc_zqiR)6mK_)8!gSwA;({R`7wx_MuQ zQPgez0UDm($a9TVezd4boU%VR(wwX;eL_4Gb@X2e9aAEXxK;a(8pqSdnP$TomqX)M zQ5NzMnh{r9rGE0(jI+6D&t`L5NaoAwq;7bb@>#QISxO>$jxGD6SXNg!UjTTFD&x~A zkJ6Voaa2@AJ0{Z0&Rsn{kL@xZo0$i-_aVgDIBz|>YBFxSm6T9?TZ`Xu?Wnyg!%}=V z?){#lSo4S+6F}`B;({QhQ3Zxi2U%gNNH4 zqARQr%~!Q?y4I)P?(xk~VUyMXG&lH;qT282nTJCA6ctiWAR!*gCWG=cXJDW! ze#nZpOvlF~f3aNmqp}o{k)NGwnQ#>EPO6DT-nkk_V)gQl) zZ;C6-`@~+9o>{Um{pgw5-?1dpfxW45OvuAEZrYVAR~HgPAx6{c(}9n;T=bvR4GO8% znUZUFN1!dW^)QNAa#r?+FHDYk<0>tPYj(}(11{Lg3}eiDDpnRe>uDO-61 z`M7Fq@J_y-TAg8|mdOr%E9{&8un~4d(PPZ3;f}K;EEKa-HYHe@(V-n%xX}4_2bf2U!cULZ>n~W2}1Mw zie}a0*Yn!fbvqkV6%IIJ<@)a&z#WQ!bS`bCxmIGf2U@mgtfv^q;7;a9CCh< z9f$-;C`xSi7GeA9(;SjZ;)?ZTjN#+@%BgzJELY~CfU6mj@YnS$k71Oh z1Dhb`BI?Hz>{-wxhOcK{n~hvXOO7tr-{$gM?Qz$Xc|H|yenV+XcF>6nH9yEfG#jY3 zu#5#Ivpv7AEu!gW+DkGjqZo2@@81Y52K_PX;xn&rt6=u4_K) zWSTlu%wF6o7#;5!J09+L4k`_>8c#`L*d!OO4B z^Lm;qzVUJMD5L+mvBF6>B3>n0c8o^B6)uz)jJC3n8m~Sm6KSEqp+=?3VC?1QRc_|a z-$EHzk!9{;$~EW+k6^NuMqZ+_j7FM|-lVb|qCM*&T1O|84=OoH2CYlm{$kQ;x5|`0R(X-Dw>0XE2Pld3=l^9U{ zefByhZO#`I(JL)T(hiEu%N7^DPOGg-Tg#P(-CusiUKD)zMU(8|n8ZDpB2$pFv6@3| z@YC~VGKNU>)~{c;fqHTd6~{r|QH5qPLf*4a%2a!oT#a3V+rUk1o9pQZnBt{_yPm@0aICK8leC*xZ%{u* z_u!A_#Z{=l9ts)!YX3&QMyo>hi0jAa((0Lv(XZb}{J#p1+N-*KVxJ)XMfgqc@#O$9 zi?OY9PFNtb-TBnTBbS?{Mr%RAS{uvkIF@%mD;<@?UT^Au8?cxNbh%W}(cIQytsFNMG^=QKJ?R_kZ|0%dV>0aBWYzQ#vFSknZm87Le}l zmJaC#=}uXsbV>@+0@B?A(%tXmdB^^^_xb_iSZmCrq3?*=wbgHL$cwnTb&ajom?ePHQ z1e#w;ax0tanb%Sf$1`VS-L+TQwf`v4(31KFYbg=~kP-YCPdigR_M8}-YqQ1#YFG&e zTFa!M{T9gnx3Dq5Cb$Enm1O8Nd6*-&y*n@FWAMRvmb}QsAG3YS8`RgrM~SvQ7VOZq zlA$9+!)j`JRW48}j&d&~Tju`Vg^w2j1wLkxaiyjFDvNt%W-jk7??zX^!|$=RyX9eX z6ex0X7s43@+!!|Wb$~k9goFHY7gQ-r5f+WBAb$OooND$hrQB?GU9GLgft;#juUIjv z!{LbNS3467Fzun90k)i1=bYY=0GAlMidj<7y-8u#E^vfRw!BQJw!^$7(l?68lADJK zlrGfd=qvB1YlAq6PF}=|TuMpiyw?-myY8P10U$WBa}Hh%GbXUy(cji*zmWiA^!V9# zverB|`a|Is-^+D~q44D#J|Xe_Xu#Q0I8&$772+-S;@HeP<7j0D$%eQFdliKK4CRDZ~mffboyC1`MDrd81 z&fC7uF#-}SDtsI$NF)Z!m?*W@pVIGd6(TJ7j>;*;XbF?hozlofh7#tJJ@^r#r8UFL z)Rl%TQ;oIJr4UVFf%2YzY0p=}nu^jv7B_Sb_?Ru8U$4-C{X))9n7K49g+hDJ9nVUJajb}PdNO!ZlI)2Q(7-(2Y0-6y zJqmywsVzWD8lW+ywet;A03LAC+m&2(`?vovH3xRci_>Wr=1_ZJ0k<*Q=y__G`4vL| z_IrLHaD4ldjLg@K6cZhesvE^fw=(_df@)&Ww7^#AVI!ULa$d=@t)+$Hzz|s|Tv&Y( zmJ@XgMAEziLd6Qe;PQTj;nTruHD;W5&lg1M-R&y}5Fvj7*0s9szm^`c`&1cr`GZas zpcdqRf@tb1@Q%w17TjuDcQe6NI+Uqh=I$$Dv$RN-13V9z9(?mVEX{j4jeB9V;lqAM zJ)A23vUe;k6tKb=cL<1p9huBgbdxA;d=wrgQd$Cpc}7n<;$Ot5M#g@{9p8Hp^O=Zv zO6lIFc3vU4hF9H`N}N^}5of;H0cnh98L&ClUs>@|??RZqu!?O2b_3VN(bMc)c{)g6 zI#=6;g&wmZ`?Lg7lOL#uWRUZtYE7+QK<}SJ&L|syVj`ZZyLzXVQ&A&2Glaxg7~H)!_Vs= zHB>}31tfA2#UmHJwgKVr!I;x)WB2o$yz|Yk6j;2_05Nx?(DfxeIZ3sRL?mCzx1XG` z5%_Cf4>{q__mqGWtZB@E1{3d;&T4i7+<5KsbEQy0N0dXWpw3uH!+Y%XWK>NPRDm8* z=YN$SaZ{fpO!E4mm@C*>jpSETG%m z2nCqOu)R<1V>#uuTbTOlOcxCcE4gjpXS(zt{P_vIYQLA&V*uUm3nJV{YvK<#wHn+l z<98>5Pr;n@PuY7>*jiq&`9xgiwP&%jr2IGJqGD&C5T$ySG+D#4eZhmSPzYw*zryK} z^Bk``{#^DhKjoUz44H)Mp<;3pY-&yJMgGq~cQgwlLA}k<0lRL-R9jb3QQyN3h$Sa{ zIaqFW?KE6mT9QV;zPWK+YC;1*qR<<}n5qRQkZS1N_1Y==0N!chc2q>x$6T2!14scC zTIA(ZIm9;+{ZK|L^5T?muoQ9`>Om&C>~PYjb)_wo=cQZVlOm|Y;J1CB3+MEZ?MFu? zvR{WOb!IZ3rdZ^$5q#f=%V!w376qW|i5ku3>!Op>I`cDNm8kD`XHERpltr6m zz|1o%ZYkrVrL$f{|HggGrdq1{*b)B?0LVZABEb=2SotX>4^|+W%-V8aDE~N|iT`Gb zT`RT3cElMf5d4|{Jj@R|qI%V^!Lu~dxT1@NiWtc*uSDF7o=;<}ob z!X_Z+?d8$!>ZPh*%Ls00%j*bkGR_VNrK1Bk%c1fkk+{{}%aPU^v@I;U|#;TI;;-x*BTd+v_L>igeu z72Eyt*S}8mBMJ}-hpWjgls5h0?`*|&#hzwh=C)_3j=$cE4K~ig14jp|RU!pEh-^4@ zqimRBgKz8C#mNLt#P@Ram=Ys4h`LdMOkx|!AZ|q%Rb;Bfjz8w56j6`a1D}A?bKBd6 zMyIQcDg|pwu&xC1o^0Ry4mBNtcX2F$C+@W`FC7=}wRKa*J2yX{KC&a_`|#iIfRhML zefCu%X@J`3mtq5)=S}tqM5Nx)Y*|N#(o^Rk4?-Mv|{-E|EG(9}#G7aOUH% z3&A#ggMJE&^7xyConF{7j|wZ13SzAe|E^q=)k**TX@B#oC1Kc6lZPeaATDCuhhSPK zsx=lE7CV}XPvya9CblQm(KcnYnwoFWLd|=UuRAUa+5J6FOf6VZP(?lpVDWz(l}&OQ zlC(Wr`&(tj7mL=JyVzg1a#tPX59G zp(5+G*6J%R^qoC?+AK{s+XSZA%Dqsco4-_w5n)z5F4{CX{-t?dR%K^Z#-8!| z+OKEB0WnY|43sEP&I6$?WpT7)*tD|dklXR7<}JN)c@+^owFtDVFiOMVtmI~@x4 zOCL2GRcQZ#p}p6W%Xd=*!1tdinLPD19`d=%E>u1QV$;ig7PsfZJLir>k!#e~oR z%j_T6fCe}=P5{F16O~|Ag?Uqk2u+|M)fyVUa>sT31#c2-9GUR9o#8iS6L)(7f9W{i_Q*W$5Oa7hKpsbqiY4n&Y>% zB;4fZk@*n=KkG*XXe3)SdVVulg4d@y{;X07KWwd?(q_p~r_NZ^U=g?9A%ytlscXgr zFG@UFiOiX8nnt<_Q1aI6%VF?aUmQcTpYOD9VxFvuYDBk#d0&5D`@O|Z6 zug{!WOg8T}0iR}J{Lnh&b>#SN^hG)~Cm`0gmJ2)GhF5!_+liLP=j8_Ji%)6tH%bOb zw6oPlFr2H$KdW#zW?HOn0)-GyYN0*tV*LuSh749)p5(&X|VAJmaFWxC(PJheL}e) zUASn1@Vl3!^QH`iEK!>)YM%;@xr^d^@D&Psv!Pyh!s9X^4KX2(L5-2dti2+Yx#RY6 z`mMj6;L(X#Fo4K90xcD<`{S?QUhaWP=A3-*(db)(hh@}EMqv{v2(p9 zeEIjHn!VvmV#Jr1ooF)tmw(9v*?JsyK*Z2(#B-Y8!0*HlyPWddvXs>S94X>3sr%Fn zl_tJf3>q0n;c^s089VE{*?My6bEMS>?EY9=eq8UHuwR)B!+gC(mYnb>N4Q8eB1%>4 zenitcJ1yr4+xc|-TU?}`WUd5T`2%VBcsz23f&V2mVDuRZt}ig`S~(*V!H7PM@%*{C zVUuDSbsZf4$mwWcp<^=PC&9tfR%AMQpjI2`X|lGlmEIYg~JKQa5A-M=hzpm6ON-%FJBoLj$$reIFLO?#LnW?EM$S?oJn`@e|b*-zA zMLa7x?Y>e!Kr`82_HQ0X0-YC+n3jMuu{+kV-DJP8)$?h$#}33o)iL-#l8wJy?wp7d zU~Ib&XzQorj~sl-bvE$!d!TvQxmNIKIhdJkvdn#1GEd9C7>YOKE803gO;^5tZ7z|eLF>@;c8Nh(!zHgZPfDU*28t5|D1QS5Ksp#~bI}YQUYSS(A8ZPr!zc z>G_jU?GpNMIk<`dyn64&Wbi)Rc3zq{b~r?m@c!LZ)!yZt9=HBzsFWvH7`|1v+N(|K zKGSf~Mw)7Q>m7~xiL2%;P5AD*Px(iK`Qf;Us=Xb=XCm{>1h2p7mk)Q0m9cJRGr`6e zB-d((6QBH+bt>YCT{CSK;Z}B$3{>#T`&oQ_hn0BAbU|1S_+FP|Ngx#v@B#{+UcE&i z7#sw&SA#89i9`cTSb%`_e9(01`Y$`p+;+n0H5{zyd|r5fz^g2UH!e$}|JgWhi-(G= zksNU~eA=+K>8d;>NPge&t^Uod?owTbue|!v>o42WAvNfnbx^_D6Si}?%Q0v^2?%%b z@t{FilDq2|crN87XGSOdx5gEkB2rk?!~zlP-BO7kxAOAzI&IF%%NX`pcf-m+(O&=5 zW{G?#+klQZKCk2-;}pzMXRj8119HT$<~AS@ldZ0T)0QXLfp1%7++A<*hYY0e+S*hI!f;1X~a(g1gLqVC-`3>JUL1)eD>xz`+2!TJ&|> zJ`$D~I%8~hTH8nyq>oUvPTJcM7QDGl%Q#3;k5ge@ZB`8!c!Z`@P<^mP=3|lf>1=|Y znr&7NHp<>%^imPvcUL_^YibVz7eqCbu)Wu<6?YKPQO{iSNl9fFYJJx+;J8#b;AwuE zSlgfWO?@ff^H`0q%YGpqa7tNG(TiPPJlIH60VP7KlC(pTdZ*FzZ|GYx*SgQeN8Lpy z+7Yu0=IVf|vUX+y4LnAngO;!Io|hJVb-&d#6N#D;ein?9sCr7*T3nskek2n{dx{d! zSxCBls19c}wNnpS?_TohEyfV3r@1D~WNX z)>OO$QH7XdZR`iLtCZxm8dtV!&u7(5OeZspOCG}ae@1MTbnjLi{e>L)+V;I{OWU-K zerB6Vg6xijAuy~^5-|5RUf|~Qi3t4Aa6~R+Qb-_+{Egu0-!|7(S4!nt0TR-(6kV5W zw$fJdNa|l6v@Y-Bl7ALhzb8nMK=1oT9JF_5vh>4V?1ezLm}96Z_i%>>{R_OzkOPpWA$;;%cRR>(UWh*kqAnU%bKgKTb@D` zrKEN@=kWRC(e*1a?3Ux_j=N<8xIPvwe+&Rj=vkT#nPxf|Z$h}1UnSIA^DC^TpAY5!h3P*8R) zdpndMQ1hX~Ha}tRsBj+^R%sg~wU_*H(HnE2Gbib(*nMBo>wn!ofh7*76$KKV^=gfv zfDVuXLZuT2@(CZz19~M_&x}}jHmPzX-hfYVj(^;X2vDMIv@7RDh9@?MVudkD?k%NA zKWzg~!IR=swV`mr9K%uxL65U*^59q%pIz0BY`wcQ0ub0zlUqd%(|xV)Q)*A(R~}>i zwMTbHop;sFo_~MSmdyJecgb8P!46)z>-N4p&ENZJfRSCWL5>xCdA%}Y6-#P<-@la_ zmadX^EW6V_Z6n&ugF3QDjdwfy@QnIGK_}8^8uQ}e5Q=z85l1rK&@m(SB!v+GsCc7^3}N8%%6A)P&-XY_*y%Wf#%q?J zMFyX7sRW$5Yi-m8mmXoq$T2WQWA-8vCPTzmxm4yC(gq0{?boh~@*WLl&~Re%z0jgQ zQW$u-PtPtnJdo*-r*8dN$n~)JG>s1M1WV+e!n%GnWDA24lUG2D3}ySs@vo`y*46&2k^ zGS64G+2noP@J0t;dKd9XuhiZR;WuXaU$(!q6>2MqHvUb1FLrj)ocQg!$Fwl-?se?xY!iNq8eWxl3%Ba=? z%&(~smFbk}Tt9U2j-UvofkgzAAD|li zTih>3P2*whfN>S+;enXm5;t;3aMbMTHM1OPOZ*jXq#y(?gmjn`L}OM;*amQf9XT8g zlf!Bn?+2U&WV42uXws5MtAPH?ejR{ zSw_4>CzDQH|HBSw+$9R|cXX`LlC(bC{7HrI`i{ep-n5hkZk3H?=ND#?#D(@$)loLE z2Fuua=UBExv4BMcWOmNQD3{GBNdWld+(0cbjRMqero-VL@nvZ#KXhxIJRbGk6$Zif zz}0ylR*wk3bb^dTH_3;q4A_v2-V5SY=-whH-@i(th+j-1@VT0sj^vQd(PQ)jB;zb;hXB{4=LY!f+w>k zT_7bHamKBZeM&pA#|@=RasA0f#3m(WJ_^ujbt^D%a)hR%jAId=bVaDe;_;4a3u&%& zC_}-&5}S2BVZ>xezVZfR{z3-qtnH%_-o@nG=NoD6_1Q9B5{aS#6nnITqlFVFQ4O+V@pBH6&j-VnUrbcD$a@OMBrpk51m zZI2~ixU8$QBAhjBfFAK28gRQJ?O4CVk`6EkH$JnBnOt-<#ElM1|CsMb+Rz+}=ElAx zV7!ww;dh`GNA7S-w-JsxA+)IeMPn5JRy^d(QGXFkGlr+MAGo+u{!zpIw3@BWO4Dkh zbpCh1i*U_1;L?HvpjF-EXE*~AW)#?vlq;02{|rJ$9~4IYT4Ea8{|GU<+`Dp{{KJ4? ztU-pt;1D5;8<*=-#yyuc(@~?{EcbcS8)LxiZ^B7LZVWu47#jvqy#*ap104i(JClH; zvQ0WuKVH9J?ho9gI<~r9rMhtp31-?h5%h|YM&f$1Vego8yTIg#H|_BMWC2Q|2YS|i z4GvlwmYQ|vf!YzkXz3dC_z0<0t$c`C{*?P1xV8iP&fnROgRRUPDZHrbG8(!SV} z&Mkvkp(TLt4YIE@c?&$>nTj)6F>6oqq4ukO5M{&ayn2}HJRQyg6~I#*MXjyRf7Cx# z3P75so;J%|QjL_F6%f>+wtLnVR6{B(1IxXOL&M_^ zB`q=-V>#vVImZ4W(g)FmaV&l%K&LZ&?v=jw6e5}#w)Du?RkHQOqxgnALQwElcWgiP zS0aoAv~8*SZ~NfMUKb60CL#|99!mXYJvkkT-LiU;qKy`Uw8agL(BU{0m&_eCo5f?5 z8H3>DuPG1XklE_zj++Osxf_mtK^FKbeH}ms_MHwnL>6^q3}@8quSjDQJ7iz&6ERYM zikdu;kJrwE6zU{~{(UZYb4MTB6J{KhtVK1tgv*l!wyiP-bQy+#vIUpj>v0@pD^xCImQe9{c27CSAs{N zTxZOp9+V{H4Rm}4_f&e$KXFYz8OL;iP}Eo3;1Xy^2H7&~*f1DC61CqByU#+&D zS(z^SS8%g2K89QfT#>M2KaLPJ(w3OFj)7-gCK8bAfkXdp{W; zMFjokt#=?R0RvIyzKj5G(_KQcP?%+E0sZObg_7;c>T_3sZ<0BJ6w`3qK|kYKXQmT) zR2Emci;bB*W`K#H+kCF{#0W}|5gGkv;VG4KlJ@@Wj4q?x!4m|_y{ax=b=l8%d!Uvj zW5|qJ*2eDjBk=Ng(Mf%GCPA5~>(IIb%3=aQ#470fR(OS(znWwpK+gvV?sefj%b<+v zh6*%S2if`(i7(HdLNAjTIqk+U)A zl;IPboNE45o-icT+|I+Yrc%Y6M+LWAj*Y&z1|3N05)+wGn4ww~Y)ntde40)UCX@N9Ef(WO zFvUi6vAYCh{z5QLnG35X^}!&CP;6VmVVXHw>}{rW|f zXrzIg2=5YRGat4SY9_iHS=N5sqR~upvY7~X-0wY;JimM?rcdH&#TtltzlhH)eDW{( zt*_ZibyKw!N6Y5?7qYu<-l@~lRD3{F6-pRPtH9+L;ox9Af5RBkGiW{!+i4k1OSw3s zOFUPg0KLEGukv3RMMR2MOAV-&)1G`Uq+alWfg+S+B$Cb8tlnc`>TV=e3G>8gvHEDL zmSMEi9m(8otNJ;{CW=HhtYq?yurdqtR>G(`Cx4AjmEeMeOcdNNbflZ4%&IfTelHbd#&}MzmCGR zXOzlplGC*-%Mvb!jaaR${#KDc!r3DeG+69bT;vwIu7lfXC^U9mRqkEyQ>#b4V18Kf zq0hV#mEA5A=liV=y(v950!`64DI(R#F+C2k@F@I9uZvwU<%T&(?m|s{0k_hm&qpa; z_xSg2BtDmi!=0$Q+pWh8)hv-1Kaib522W1!xx$sx&oDf z_j*CGVQ46YB$}j|sRfE}z$x97r24w7yTs~5lVB8l=r>BWVS}Zd4@JVhRTvx*j6~TJOo=(DB`TTnF<{!t!)-eazW`d=bWzxX%J{JbWJA#ii~nKSLHm&v??meiQlG}fmR75FWaKZXIWOW@njS-_3JWiJXb zL*F{$E+U>cHWFg)^cz;zwg_pY!_m27?sOES#WSVj;cA)_Y2G_T=0 zh*5obsC;5`5+^Ax-N=C`fB?*3wKA7s;KeirJucg<(PpwDOOgUo!?379NPyd=Ik@P; zE7JBZVn;_duVk)(2{c~_?uH3uNI)*XVyKM1G~=9cL*%-dgDbHkcjQUo>c?5T;mIPX zQ@b{8{hTOQ6t6w5J<}&!q&sfguD&{sB^A+!XuRDvTF@X|1OCw0K@ zV-BJMXFo_%-Ydrw`@8cdunO!stJw~GV2f#Fm-+(-Y93)veUF@{r_WvU`7_*sJavsO zbJMkjMluZ#VJZ=}oIQieo5aJdp!;;}B)DOt38U}!`7A%<`^{N~zA4S;Lt$JgAdC5I7#m`m8D?(nS5Dqukr^Iyq(*c<`9Z?J?2e8$O(!twt3C z|J{=xH`R+ zv$~OJlSIDT;2@e`9B|LAUM&(YK?SnblBCgiec*-*pBzr57Gu%oK)&x!Bu6jt(^>Jb z($sb+hy06sNocViiic}Ix4tVn`x)YE0R?s!TroFAtyT3yX|y?Ws$;;EBReExuF`Gt z-;fo!k*m{}+)m@@x5%h-gBSsUdY|;)1ku12HQ4-iQ9xa>#s%b@Cr@D!V8>m)kzsR% zJWiKbLIWcuVRl~d3iK@C5dE>7rY8OQjG**tb)@TRMK_?mqG$;&TPt?Yz<=vsz~kb{ z^W|s{v2s)`1GpLYc82)rRPh&;o=deEp>JP}i!y4mkfaTSY)*yEGtk~2u@fcIP((KC ze=0;fDM6qSS9b}@jC;7rfhpYzGyB0rgowEOw<3y)wiJ;QE7Iss+O!9T7ET2%rE;9T z93qLTVi`@*F2{%qt$7Tq1usX9jy|Cxdrn|?PDB3Z4?kw9zFcd37t}OD?S(3!DE%X` zEg>TpTAUfNOrYM&cB1B0gni35FT;Ej1*Ziu{d7^hvpFK zx8w7TYOpp3ISc$s#<^YN3C2WU4G}s_llRE@>&WU%pc*1A2Oig=-m6l}>fcxRJVOHz zV|Mr%Ebl0Dxg?7HZwD;UzrI-*ex%QA5~l--VlueKaK>_DEZRA+l0J?pe*A<$Uh1Vw zP(pONY9YN~+D{M?r*T$7+G!eR>2B*8(BsSf)#Wn7@0Q|H2tgX_u84TckGG1shPa8p z&G%b(Vw)8?R*J=1+cLrM5rcKf7jS5&xCAEcSU3rVr#(=@#@^@^{!U|X%G@tTmO5%L zFVYuECVVm|Mz_Fy#Jw*V&M>$qPU**(fBSW zy>sn0;)uKZ2o?|9PmU=26`d6qoJ4++pLRhsL$%9!)1TVw-C50vvVEWub@j-O6!6(4 z*~@fH8%!}p)G1qvDc*OWa7g>qeUgR*f*rdNO5y95p9GS)s(3BW9g~YWXmY+sI0snT z=tmQW1V#Cyo%Qwg-)v-3I`>vFN#Z5w3{{r+@8dF;66V031Dr%$O?rxj%4P+XOMudZ z?X|A1CkU|bnLOL3&9Bw7xtP^wGUpu=1EjxFAu$oAkSrb0YlkULfBC-f3|r*gxB=Ig zXiaMciRdV+u+)xotHn(;=4}%1t5Z>0;pN^nUGq{lq9k;EJ!OhkEm46QV@-ivrTTTZ4>3YX z4Wj@**wjd{TzWg42tDw3mH+w5@^RzS*pN&JZr{5T`m6gBvuGxp8p zb@1N2;-ULKnUJ^6a^h7Q+5wv1UpdX7Jy+MzP`EVm|49D63Dr_497-IQd9M1k^pI>k z=dPX<+S4%v;LR%1z0B6G2!=?;Or~$5$FPpL^sAazNTC0h6Xkz!k>*yC{==tyx(spB z|6_kN+!hljx2{Y)mhEz3rYwtdyi&pu;(m(R&?J!mv( zgo=|$F4B~CBeW_ai3r#YiULW$%EPL3m5P%zQPa5kr{Jh+bR_$r0TCZz1d9WeQE1av zy^Ue!mq7$({u4jT$`5HWQKK8X5h^SzxxGSak61c9&d+8xe-tynxKC<%qJinKFe-#w zFx@l-0V^+u!#c359{VFp4^d#ooaX~dfVb~T-pl!8_4Tn8Ps8~r*~kHmi%13vkcuG1)zWj zQWVRg=PVfz3pgv{9d+8$S>HQJV6_%3&b{WS6lrR7i9IeE9U>G%;C+0wgvmp1{i@)U zU}+oNuQl6l`jX?~;u>w|4%*NG(0nZjqJG5+UI#4~6T)ktPI__i^TinV%W1eUPN-k% zBq-aCwv3v{6Mg}Gh={PzRaI3W5jF+_d39JHH7$V(mq9m<$oJBG2G2)eWPTblM1V5f z`zx82GyQ3Z`8eRYL~+560vkQYZL^Nq;HrRkhz^&2f6OLERAo~dny<;uw*9I4Vb$w_ zw6FHSHkr)#C4=lC{6erQAz^gSy@IAlF&^rK;tbZ5<5Np4&8@ykCya>Jrz^_I?U1ps zIuU5fvJ53HDf`Sy=xSr{;5}F{fmOlV%bOZRuwu*3KFpxL-dZ|9M6gOSS2Y}_jPTCi zTHV)GnospBEWpB{(hGE-TYnsd0?0=LJFo9&=M2^$`WK0&H4oZ^K52thpP(s)$7JK& zCj-H(K;B$MueiG}$sD1Kc}0?HoD(>w;7XVyO`DN|R*&o@m^idAFEk#3Mv{NzG;BX| ztg#1m+}bB(|GYn3U7`>>cJ43bk?zJ>3Ypukj@h@`=u7=j+M zZ5sJ&2e}st`$l`ed(+ zizy;N`vF_n1+URds;jLNt$)) zN(K|ONNq#Xu4v-4LK%03;$k2fwiCG75Pj#gszW1izCB`Bi_z=ce>VD^JPrQ9z-iS+ zG8F(YkaD$r+bYqAP;4meekLtunmHOG*TIm(YqKH{6j|XWK?B{WvE~R4&-r0aoHc$?|ST$Cth{Y3#VGPrXlm0 z!6ic;G)<|??`LMNXxSGrIGNZd>4{8uJoI^cw`8k}$t==sdJlpI<4@;;5Q@ijeZcXj=>3AnISDz`@;f#%jZD7-%*8`N`^`|{%nwp=}OOnw?8a+ z9ox^dY4fc)cOGVw8P-6Fjm_BOQrVr&0rKJAP~fkpMWm$%XaV$p^}0Kb9YV( zC$U~XlZi->@G4CAnZ{5h5qqFHZ8cuno;yw(t(68?ADcBbbTHZ zjzz^Tl|L1rzM$XzxOTo$VLHh&9mOz>0nn0MRC)p;YQPthnD0Jsy&Q-J*vBwqh^WLA zcAFd>A1?R09(v`oNCpzf`C8NtR28g}0u8Dm+uBhdPA&sr|5CKsiAG2iI65u}tBK-&h#c2G)L$fZX%rLIR`(57=)pY!L>W%k%x|Hv_EVq5xN>cXU${wli+?!C= zDl8fTRSF+Z+OkzDl`um=vja*>XV>u++nQs@YO)(%9kekL`SANf z7Q|naRJLBhHI&G$rHZVzbuepvt z3|3XUdGh7Rd1}&FA3h9`eLe6w%!RaPUu0hhbgixD-&jy4&bK&I0VLp^PiXBnvK5qW zE%=;)LW|V3>|Un&$i~hE#Sq@H50Us5Y;DxP55!Pvcd*?`4~gz281_+jul{Aj+S)Qx7Q(U0)N&=XQCsPDFLEAe5a z*1*?qMKE6AVT$+=%@uC|6}6ipM*N%05kY9;j*{Q!pYs0K*!xiAIF~QGmM_|AvHILb82cazWLf(o>m$yN?N!k%$+TM~5H+4MPX*-+ohAv(v- z@Bg0DNDCt}cYP+eUk?NOn*=A|>2OUqH8vP)nGNCRqSFWoPDFaC`-$UQ{YLUt95slS z5B9JcBoga966`IZQ3G47g<$~sFW~o5o(SMC3j}WXt_+rq`wvu(1yrl!I&>WMaIdX| zN+3y^bVqj+FzzyPK3v(p+zcT&>{_(rkJnvWL5yrtLs%vJrb1z```%m6z{1n-av*9Z z;Tz18tmb}zy!L^p!^Ba^)j8-w;1orjoARRl@Wd93K8hoL`5;4xMl06igbml{BFk7= z993%C&Os6>;5FE|_G1J8q@$UTgczV!?f5q}9pE+dQ&X4{=&1j3m=gUm!@@uvK`tXA z%Vl`G8t^#9F&aJbQ1*$$Ss8Q#H{r8{ZVsBD`yYVHXL05q9YhiQ?{kY`f#7GILrV7S(I4$UP`sevMz}~2zZ8!CUiI~y?sh7z zYR$Z(3p-L9HVe8aO?Zs5Bj94;l3Gl_22LMvfKxt`u}b?-dO3WWWpBIZ7T(d#bR6DH zKm$=+P=hc4d1wgMu69V@e%Ful^m&`a{f}y{+j2GRHn_&%^0V4w|L@;l zdlyU1j?7)`U-T^yLhFvo3kB;U?#DB40%#ZBcVL>FM5Z0^Mn!=)m_q+I93_lG?%f7ix2G?cw6$cQtiVJ z39U;y9X%IZeldK)0!A|l{Phjrm+2rvnXY5L*H{Bi-*n=u=S3$D3mKvSnZf(+Y3c3Smoslvp~MJIFFn zj|gA@?CT6|T8JNdr)K{)6+?8CUVO@Fez2btTF7X`k+D_$y{NP^WnMVhiwO2>IKn$L zvyqjf)M;3X2Di!OqK{0F6$)C@lPk05lNnDaSK8XXZIVbfT7PwBp{J=#6y>MRWZyY}4V%XZ zGmVg_z6#D&_mfEhQv6}tvBT0EOp)~jhxR7#Ir;qx&3b^<>6wok>1W0>5SIg4hwn91Gj^uh)icL3l72U zQ6p3dwRYYUU2Wh1sC^=c<)!VV+?K64P)U*oo2*h1Y!>a?#TaByWx|3>!U;x^{@~pv zkWkVo=N-!8gy7ZReQvPX;(|sDv)ksNGaUkBlArOzAF%+yM1li=UrO@J{qlnIAwKnm zA$&|R^8ieD8q;0>MNNl2UY$_}`H%=Adz8pN;ftHyUiL@e^fH(?(1uf7)#9bLZ2X6a zVBp%zUor)K|0Cw-+e`Y@fDr$k;hOA+l>nje8UrZ@InVZbt^w^-i9Q#PVWC0*6Zu!$ zkpuC^_)mWX+^$8K{VD*lM9&j(DVC z;Yd}i9c7UbTK9G$wID<+2zXfZZs+^9#S>Tmpf`J+FrU*n1(}(gbX%nna(O8VC>ioE zzJ)TaRoI>1P+5;o%dXChGky~}sG4}RKi6RI(@?lkO^(V%GnOsOw$RHc3<}t8xW2xG zQp3?2$Hn%>%BX1UBqJ2!yn_GUJYgI9zh@udm>whMDp1%|wM?(sB;_Ci>Cai!#9Xv6 zdHvFll<|X)i)c{$(!#d`j4u~U+*&oJHgt4b{TS69cZSRq)kUq-W1C!Ks#DFVB!l0F zMfpY3M=vG1=F;P4=O1|)mp+G!XpMZrRZ!0`Wz_loHu|>0hmRH}wA+IYfDu92YhLr1 z*5qD(JOrUxwWz>4?{n~l(De*+-l6@;KJ#hB#}e?%{|p#fT6{w|eIU%p{``-oYh^kQ zh?7o2O@XwXop8UD1{mG$y`0TJNP0``bO+$U25{ZM?-J%8ZDIRx+hnr5ROr*1qZ@C8 zoLEkIN-_oM8fTldAE2?iQZy6?3D}Euf8$hEe?G8^Dt)8YuZgnRS#Dw|Rg|(oCFLCT zi;S)2J8R2La`H=$Gt!YFK2)HF!^0p!3@y#cTt~BDvf5aJAribV#G>13%N%fG1k#r# zw=vsz3&{R_QjA}NfVrqXu;=|-9HX^58nbOPiXM-7)p*NH2TXwrbXAlS<}zR9h8cTJ z-r{&H)TlB}eRU5k&{p|S7Fgx)NkzVmHl4VMU}bX0QSVj@0E@aNbNb#JEiJd(I~hO^<^RkoJe?7Xb(88$pXa(M{!*cKd^f) znV!FQMpTzD*k(2T*Y$ijelu$?8jSeNLWPcV(X`dk?r_+C*d+8kTH(2NbBi|Tdk0g2 zu2BBowDR4rkw>=)%=pRd+7wzoxM;Jek4;u6B)tTx@Npns4M3FDQx{2h^84`tbC~PB z;xPHYH#9gyTPz0OYmauxe4mc4^ug!B8PH{N)`1(n8~XL>2Y))|K>7|FaC^OjuXnwY zH>HPs34Kc0f?m&kZZ0^JB64I^SV=-wu+LD z7c|jP@tW@rS=(4WG@#^O4s`DgMSF z>ayi8QLENY@E)erD?OafR<8y_JjdvaYvD1zD z=V(!+P9?j-KlbD+b}Qxaz9vDGbTim;`V?6l$ZjLSfmVmDtKj$Gp!Ym+u(@+{rsF2Y z0M!omota0LTppb{l*kiQWYyapm|+`(;MIigZvz8nj*tl7FGvoO)i&S_+MvGU3o_x> z#&Wl-8E|?o6Hl(h*!jU zT(&lsVRaX~;9~^iU;@dk2OT#>jDGf4tAfA8^=`qAmYjzqoDeyZY2(8(Vfra%sJJH<+_)>{1Ih1VdaU;{4&nkoE3}jvA)cd3 zq(HtelCkqciqOL!?IVQHgl`(s9o>jfvb@<(Yic>z?wu6fs3xlv^A1R>_c7| z-rc$%8NfC`_An&P^6PrWz}_1zKIL=*QqN@FljLsqi$scMK+!Nou!k`NJ*;=y!nv8~ z3~xY#C1u;gcmGTeDTr^?o=bCMpwwg1(r&Gz5nqRBBwY>BW4BtG)YpIu3+<`j0q?J# zT*qP^)7Mo0_baDH(=ugy26~H32tc#T#1#(WRT~UYo7>R9jP=*4)?v^gqJPU)TZ~>? zkS!P>6rZWjXoCWF0O0-d0tE^Xj-P7m)din`1A>LE<{l7$~E) z^$QIaI@5G)`Jw*Iv+oOxVqbZDSn z!6JtQ9<_bXj|B2@1y%~6ribDJCHDq;D1|E%Inw80V46N2I$xD!9&9Jx%X%x9!NEX= z4z-m(nmnUvIduDh=$8aXCH~wG1ZSqyS>g-12#v(yMtYHv&oszpTHGD!F-Ytr3CvoE zc|rUAX5H#F3R#EB|Lt$e|HY&5+=`Al0C5vBDFRv0Z6|+%Wdyz|aDKe3+3o6jLIB^q zlQp3w3{;X1Z_x^NRBYw~@ zhaQ>chcEnCoy?lO>a2(9)p=f4?ZS{yii9A^yU-J6(ZQZN)5Ihzvj}x3i8N~55U8J# zcrY4sSXKRFu_rCUzpkdWeJ^T?G5~*eprg>rbGv# zr>9=reBW;M1#kN}t9LFXWw6vq>b4@PGn?HviGlMEvrIf+*jDnr9thoc;-x`l9jRUX zb4fwWBiLFGb~N_YsxYZ*;m8-ynp!?iyDvBgh~#!;3Wez2BC@WBZMQHWZk$BXxrSh* z|0zb@mj@8vZ+8t@()ocwil^qw)DlLZv*L?76Pt>i1tP0%C&akJ>1jEpZdK3%eULqd ziWyU1;O95Ov4dNP+7K1qKt``h$5O{=uk|5y294UP>vzQ+$rwhpDfg_R6goQs^6*^P z?%^cgXnPnrRCZlcPfT9YaOCcER(p>~=s^QS;- zjzSf$RaW_$FN!9f(`L~=oau7bZbd|Wg*T3jq1G_Z`S!od`R@kOmh>> zEJ(Id#?l0A|I&i*(MsR0U{HruWy>0ft9F&=ui$)r4i)Wn4ZHH>B9}9!`woGbuW<@R z1rS^%hyrgmt+QTY|Jw?u*JfIL$cKrEqFp;(z5)MAqzJQ5IDn0Twk|}0uERK*ax~4l zt6S)S8oGyG7c*?hSB`Twb<%yMVRSLLN zV4%bIy)3By)q474aXn}UxO(mbOf;Vd7Fisu6FbHXsV_Ci%6ah1UOcsAxuHbj-2siI zWq82AY6Crh711-GR8s`;0os6Y?1R)BAtDsj#NVcSOESL8r}d5!c77rpla3uKv6Al1 zkSj1J<1@^2yQ4Lu{QDsz`OsX-frz2aFKuZ?Cxv>bDLvt(?lhkSKAgOd%0e_fyZ#AZ z&kuw{7l&u^ymvyHCo$qT(aw*%8XaAsYJd89xPkR}SOm%nCD5c{W?Cw^MkMC#FGE*< zC`ktB&j|#ui>hI`cXSBWS<>rsWo?2vXqilo5DNH>mOf|1JQOPDsg6*-XzqiUqq$OU z5cUw>u22!WKRmpn$O*MbY(Af03Oaxb*jE%j7&`FlT&zAl;Eg=Fi}>SG)Z_JwAY~@2 z;BFe$B!GR$Y9amPU^}^KJUu^XvjYn8nF?k~LrHe0WH&Ca0`oRfD4x|%1%9kXMxkC; z>;-zb~+;2-_)ls$A!^hglSH;4^ z%b8!kh8P;aX5o^gy}Y{(CcQi5TGxNQ#Ao#sem?K5?tDC4rLASvZW{Bd1w)vqVu{}@ zNC*i>%<6#}=YyGpiMJ~Fae#YjpRsz-NH3e~cr7Kxk03tyg_W;toKdm&IH0wAxNDv2S@mjK}h zh-)ltqoLiqm>MX%#;!)fpGEuhuaHR24y$x1CNuV3h8t|(4Qz~8Nz@r!5?i4RZRhV| z_#ebYS($P>`S{%iMQWSnzWEe?tW1w#y1dBkxY}eB19$cdojL{5=4Akp&jG{+G#r^-}ztY%X`Zc1a9?hk(A1Y=(`>@Via3-$GLtrZ*{AKk@>11G$%A*+fVv+Em^>b^Fie^0;_KQ@86RaSQe;&nLSL8y2V@p#2q4Hhzny3y+zqin)|LhHC4XixDy+=-+7 z*ObAawSomV=#bp-*=Kdq<=YaNp*)l9td+9s+~M(Ur4uZ$hcW;iVv9OX@-!Y9U?F!_ zR@Un3>VHEyO^ObOZ3>tav*6`$JuR(h4$k0F(^VB1>{900U~phD>Bq)1e{9wv(2O=3C#(DD?H0b~@!Wfz-l7YgmkE*zMYXGyPXAzs|P< zKF!sv8YefMoR#&a(zAnrv{SJYh*lXRMkV zT9hO9Yv8N8m-lyT;ZId>v8oe&^%ZdhLZQqfyXHxg9u$|W?`YIK3Pi-xga^Xw6A>(;qCIo-MwrIf&N zL=pz}sT!4bV2w+zF&L%Wg&xpo;R=Zg4;o^L{mA)sPhW|;P+;Nx(Pibb#ZzO`ESoeQ@xOHPlV~!=nDF- zb85*y1J~SeZ)x#d9^El3S8)-3kkgX(^V)uieRUc4%J6y&dqTiURtGAt$=`)RfA!s- zL9Zy$V*Y+I!z>l)yAvsQ(f2 z*GHP$l=z#MOfgETyl$}4LrdrPiI%dmHDpnYB3h?k(*K6J0M!yoMr2~(J^weWghgP3 zH^wqOf%*g)Pv@QKRJCHu5+zb5wLJR_nik2vXtf0k)#Rm*ibk zq7MT18$m^u5&8FptUi{1PgRyog=z2-)Mlrdcr--)e`>P;4H8Mq)HlSp-@Be>4>N2# zBiTc#;oPBgigWQ6JF8c{d%r3Q+@4PpVGn#0GY!b7gc1OlY$B;IrKX)R0!tJVOfP1T z6+%E`&AYN&&>q+9;Dioiku!T+n<(Ub4^`Rues}Wj=iD8_<(fC;K=@!dyFF4P(y~Aj zGJ}|ThkD3D0g`O$e$7FgtXU(XX^}iE+N5Rb77Q8i$U#`h^b@h28M4WTlN1uTd0iM8 zspU%ZnN1hblwrOPk>Lk~hw@y`TcJ7ZN~)3!8CvS(OPBS^8Z|QOc{IhF?OmCQIoW^v zMrf!PPBc|8O7Dh;FD;DwZ>V=v4*>#j{!PgV3`ykY394Ci<34BUTQf0%Gt)NS^-+5^v(rcBWDRmbFam9ee^S}a>ui)%)GWxeLQnDfetu;W68 z&n!kj1wJr^m!%f8w^ws{)J|p^l^1G89sARYh;WqFw)N!I0SaUX{Y6KQ9k(E1)b@<~ z{cDE`C85TxTovIF-5w8`dAV;1$O>TWBloufa#H0oTq#%c6ACpL5m8M<`j1xh5HM#7 zxlNZX6ZJ(i2j{Dmik&_@6&EYs62H!nmHI>J(mW>^+I5D8R=A=CUimgQCip7Xp7_R% zfUB+F2T^2L9x(5leqN0JkBKgDh3YVD59ZL^P%`C^)$8vxn-_}3rTD&&A&M0Xh~TuW z5_T?>)}Mhu-cgkF&QwQ91G91AJ2NI;J-q%Pj$~!#Q3}kihFnY9qGof5*z%vX&vtEy zdTaw!XcRrE+Z^MLA5ct)f-e6OV6vVNeQskxlA>%ZC(j~G;t)a6C`=DS(Xdf1xkDQ_ z)K`?9XVeau`#iW(C>5QT#NF8F`LdAf!8fJ zUc0{H!`GHvhPlM|R>_P=wjyh$!dn>W3|asiYa36o?g-R#HWpf#-*o|*;LV&0nDC(E z=htPbS*vk;4x-0kAZU699m^`Hk$9rQ?3%;6K;6CmJbm4RtK0l~z7v_zd`;Ph$C~ao zz%WQ3(Fbsp$uL+)KAO*7dbzEi`@J2;em8;tk6a)D7<{LGuDwdEi_{fVa`oD_HyA7t zOCehqwf;K8NRXUwunD6k3F-~sXA=v@ICN*+L2Tr{-{(>_e{cTDB}_F;oE|TEkof~S ztnc?b8E+|W?opp+I+x?R4~Cv_`|YNNDkZE1mdT9g3L-nUtuFyjq`sk1)bnpUO$fq1 zr_$B;BM*|`4)qnU#nP(gC^-^^QZR7^AP2U4PzGk>6#R#s8)>2XoJlJw?266`H~RiPG-ggo6HJ>k~wgewMk|fH$}< zmy)=ayt5iEd3KQIdVajuV|4%`i8IZ5waXI5QIui3Rx?{>sb#D33D0UNKv7+Mo&-D)2({jy!@rwwrMT(!@LX}#1xYrC7|(Ye~4fV)D;7@~CB$PASc zvU>OL1HsTC8buPvJAXhTyWAys&tWtxR@Z6P4rLbJpCmorlnnuR5SvEc0H3>RBD=;6 zY3U8+xt?@=)^y0fU=A_2VDsACzj!xakBBu{PKGu0;O?t*wlGA*mCOtdliMxXy7H;` zH_hh7HslohGtFKuc@)>Kx)c3DYfu0_7@SmTfA`||JKudFjjR`u4_)h5hT67eD&HLr+uQC=pIm4pA2jJDhbnNof z{k46TOK2UKhv8;6YbVcxh3jf1=K0%6}$Ec5=I~qXo1wNRox8r6a zY~A+jm@_~MPJXF}P&RmF;eh1>h<4NVqy3zXxR<2x%%<-XQh14UW+GP7Bh zj&-PRM@y|nz`#Sg!F3*wr4TgN)7+eWt}@VcwZ39ebNv;{JL|*--n|UPSmrmR!5C@73aQ%cX+dr=SgOSI^IqgJR=c0o*YCP~ z)Q9e&spefFbz*}btHl(nWR7MjEZf9G&46+q2&(5$tBjJtvaRZ_>kffE4|DG}yvkvJd{d%k1+V(NW z3yK0K%Ks-ok-NLD-F2hA-hOkMqZc;fh5ULI&qyF( z3MHl7ewN3~R~Et9{X~GAJhHKd&*oh2OP4^>VyGj$@rGtPl!y{0+DVieR?|r=ib`F{OojlSYC>y8LboV6J+@Kved6L7)28Ky|uz5;#_YaR1?UrH%5>-Dt<1#9!^?Ddvi#6+tkRxUG8Aq|_&AFEDCUkygFC|3I zuvXhe283I$*a4Ag-UJ^5qOm3op=dEwe+;&fO9JxKk)V|HC`L19V1r%j59vvi;%cJ< zSr~h=awWH*<*Wl#0F!+}H$^bLak4lQYfl9f!73c=kAFsvh!3WE+?ksl>@XpAzA_jj z;yj&wOj+1n-fbpl}#36g#8UShkR_x=$1ouhu)ForVqRgrI_K`RLL7f2%7UL(Gcspkf} zR>p%ofN*%~;Hh*M?M~-b@aYsZGXlUktv4a4LhMd@ zlon9>(XN5l5;DFSWo9c^Qm}3pbFV%gJDDEwoxeSBTS@Ez-nJA7VW#Q>oXE%l5vXdK2;!Ax+&NG=ev~ z6&8XD|E&Mq(+cX=%vH|)_s;cH$7J!D%~hjohn#Ay@Gp0qpT;YZdQug4sGuA&Dcj^U z6q=n!B@s1QDi@$z4lpv?d*V>mJh#s~Rl>kPNp1gZid0g~XQR>N>@IQ!9s&2xL!PuV?ICPu^d*&Y|RL9u{du)#OcV=f0IA7kqo8m=8|I^ydqV%v8Nn&Zl-`;}EY7o&fy z3~gl@;M5;A{v%(1&!KQS@A1|#kv`@13j1sxpiV2l>+ac`TAOb_oy3tIWQ!PLwJbOD z43ztKXv5H>p@G?pT?lna909jWYz|thy_9tqFn7x?bp8`*{g5kjr=qGZDK1)KS!IiB zluX;_UHpJqpf`mEbko-}%iyRpou<~^Jz4M*zGQ?srk}v-_+F-Aj#9MkMhGl^*`{vU ztHDBN7!HhA9@qW*G-j>XWI+Ktx?-I#o4azl_q&5neW$H{r5P z%D!GVFEW_YV=%OeLjil_e*wU*^P-C0KB;zG{NYV|F^36~=rc7Z624#4Z8*81h1IhB z^-hnrctweWIV?}Ythb1i8WH^WX!-c&_bgTGOD6}x9;^1Y#XFk}y}%mT5ML?+kZXLb zmU;y3zjb%>Q+4E4fkUIt09s_ZE2Wp7G|3~%Wt3#d3a-}y2@W2myHJ%o^LIrRSQxfR zg~#mI=8F*ftY zhbFo82?N+DI_mQ6-^Cv!q9T@B>w5RnU;M%$GudLz#8{1(E&h5OLOU7sjvYMXZnzTwI-x3Q${S%NUc!mB| zPmGmzZ-R)hK^#+RB4Ro(i+m|9jK%_KTEOp>yexK^4V0CW<8LrhY23F_8Sp@#b~-`O z?g=U?cU=F0LfK>`(LYdP6Tox{rHMEcNa=_ux<&B!fHEt@R0vCGqfDAi$PCNCGtKC2IQJz=bj79hO>v2bxR#r>h zyk?5TapJ8}M)0$J66oJmq?(2>IWg^NFy$EbXDY@Ed96v8J1Pz2ek`RFiSIr&&&u~D z09@$iw8otDT!$@z?mDC*-0sFSo4PTK`pVtNeV^+f1h;`8Mt(xHH2kYqwJ&Yej$E_y zxMMdy%jRoGB#S(nEFP}9es*mdKgdGa7qV0_MQAjqrv1YK8ns{V=_Ik(y3usASGTa< zQK?*Ui!~ouYh&4clXri6+1j7f?XV!NXHF*lDK5ywJw$voB%b_yzuu|QA2bmOx6cL7 zVA{)9V8Op_#sy)Uw-3GI&#T}h&E%xog`tf7+93IoV1LLk2nCGNf(KDd@3%zL&@>y@ z3G0s*{rN%rA13U|I@$W3U|Ji05x_GYW3LcB%Tu&ckaNTSbpLcd&wl|*rvu!2z zKQPF=sq*`{tPv`xNp<_{Spfq?qZ)#8L$P2%KskPEblD`qLq^)Gx5jG*zk9xj0SyvN6e23K!nf*!%2w)+h`=b6F z9e;3o)5oM)D&J|=i-Os7q(Z*&1txq7-Ud$f@AoQM{2%L!=vH&4d83ReWVTwJo2Gc! z?uR*ro|m>+|Me5&$SF7m_@AW+KMrIr9O6uvL=AmUG z7PJ$Eq4t2G$u`%!&r{i*y z52DctAX80dzr`M=`?T$qrY=%f-GDYpj{~+|98ZTO@m$Gx2ZP-Y8%uhaRR{}GScPHbDHv2FBxhyHK{?(i^q@mH zdkvBc@zw(>Nn;7$hthurS^VurpnzBMtP(Rs$?=G!t7|`ij=7y{lpt1mzmX>_u+t-p z1Qh>-rKjgd$>;8H!$l;+0Ncl%^?Wy#+-K(>gey4V4Z9%8{g)LC1AiaPeea(+g^w}P->0JG5y3l3vsjgRrcB}8NWN@| zC`?)=+eT|SicDc$Fk42${z%KNl0@VVNh0$-$}fl&y0-K4Dr~l+hoCU&cmDgYZqn1z znmOhZz4m$voWF)rvOCL<;kSQXXFiY1iz6owOJT7cht@eU+`&Xaj&%kVXQSXG%zcsz z^5YEu@#Eygv02a4=wMB@9M^O#H35cM6I2pQ=DP3iWxD7!4r*jDav;)7J>zjC$ZC46 z1MKVWj>*n72;7`%D#3~~cY>TT)Dpyuib(iZb#CRqx$TbI3Zb^W%LMuiW5%7H=fCQ} z0w}2mEr`E&2#;|&;^vuC?tdl_Mt5K3fa%n%d~ZqFuZD{>SNo0cs6x2}!h-6Q*fLKT zTpX-T9>c0KYZM>Bfaa%B&T3$=KnVtmT78T|SFX^>?RgI!nEE?se}jvk<$k;g04SeR z41&ctg*;10f;4|Ie%WBNvW|f6jv+)q-+~rVF_ysdn0571?uX+Z!eZLq9gHCf%nkL& ziM#JG%s`u#F1@#ha2h1lS&jF78Gv_cGvj9|OoC!73ilS-vo?3rH$M|&SmBC;@z?m& z1JU)HwIlU;_7H(Q1o`vUjGJ(jTkoCudaQzPx5OHKx`JIBFOPaipY9}w=XK%hN?7*e za#pOBXKBv|$oWebYo^L6hM^O=PyhhP{&p!N}2Y zV69-`M5J1mijst{p~}BsCk$SyngLAb<#>JNz7>K{BsIA{7lBR>@ukfM<5;tg9N@O= z`#lA2!u4;p_mwmVWcY8#A0rryab&jsiv7J7<8*MIF-d_S^OOcChMWCDh3+kK|+H%DorZa5); z0o4oIFOa zZY%*cMhDM!`VP}0xRHPeH?f$e+|pOvi?_`VG`6*(AKR^PSASgBmROPDdI=_oIElLl z120t+yI_HmJUAq1Mw3)M*x-0pu)!rpFmuTJXx;YLNs*n8!F)viuF^<)&q#$#UU8Jo zze#8jaS@?Y7=-o5$S@6dVSd)o|Eh|{rV$1MXOv>hxK-+R$~0aTK3NKk3?TbQLgVA( z40O{5D}_Swq9GHL4p})L`+Hd_4YVa5Cg*kV1hN*SE2!6N6?AGCs6W6hTzo1k`g+H5 zq2qS8VXW8z5XWxY_)9MsAQM!kzU|t*+ON8GL2e_>CQ8(SGeP6gwuL+4$HlkDoF{-{ z2RVS;-@3ei%kOoE^b5uW-^=}FveAi?AC`yDw$j>1Vq@wfNX!g z#x|HJgD(XQ6o#f;k?ig_XLjrEqk?IF(RO=cv+eubx^6Thjl!mi;*=w62!OW4vIC5q zp|kg%tc_q=lM=ziK?eMl6CpHi+xiKE&9uLz)*AKu0bWSSkABaPbK;06SkN;Rs*Glg zD^D}Hc|he!RU#~WGm~5;L_J)R*DnVpMlmoW4r&sFUauKJ{eq4Np7SWl$k7eZIq@n7 zF1y9$Y?kyG#_v6n`##5k^};i=!r%Ta1Wq(vWltV&U}T$8UPRO)#+=Cf7~?x;K}1eW!lO>(_P-j!JxOC z#hlTpw7&k9kk(eIsKsGhK?B9eVl_X1@l!OIwJJF@wRRguDNX+^73vzm5QB%u?ne5A z;jgUD1oZH(HHjO3c|W6b>38OSAKshng|x=0>G{pwh7asxO1KNINHgun&(7(Tpb z9e|bHbLGFdI|!c1O}aWi#1vDW@DEH(2*wvqOcyX^ud&!ynzqYF+UUOp^{0Tmvv(^Z!Wgk zq?+VLyyg+d9oNZ*&`fWp+YDhf?6lP6iv6`WGVDfy_m{;zv?rlUCR=tuMIAt+#P(CH&PLjjtcq-v~@` z9s)t(JJKxpY3`&tE%dHdtNQ{kK|X_97Ugi#LMg4eYRFh}%ViYA#-pE?;LtuokTUVR z3pCX`KJdZyhQ_m;Mb8rf0CYSFoB*OI8}vcm;<}FCUg_X4G(2n>`z%!nzf0LCaQPH3 zbEU3xrNW7|ak3Bc^x0^rZ z!fsm^mcOi0ZDVkW3KO=I&G~^clyyf0NFwTCtUCgaqM| zOj~^qSY{EmKtGgZhfiS>TmFpa-~cg>LSzFBnvlBVwpgXlzy>bR6?kT|99WifKk#8@;PiXy21rWjXfK^|sfg@eC z_(emS@E_dyi3Wzdmlj3C+jEyRxNfltW#2`6$H7>MG{p-m4!qA=&W{n@di`2PXSS>= zo}HxqoY6gG)Z#YY%PYed3{_K>%#W7c%aRu=9yp7(K?K7Q8-LIeTzh&Fw4511Z7O|@ z<}X123+4#k+@gaj>klN9_ARb^_~LvoS*J;02|PXd1?8l}fBmc!Z6{{j^#&SQ7fMbh zQYv4t;IQ9kH=Rd%i#B6>7>_`Ci;HaWeOqG5t0;D3OJpSfvWEF9MIj<-WT*KKecaNH zoutPY=MqVcYY}-^XX>ndGi*{x_6v2WccH244*E=A_mN$vbVO?bnyzNSe%wjIf87;$ z@9T+_B=nm9CRxqV`;*C<_=1Y24|YeAz$pIYujhL6eru;(S%WCGwf|Iex>7=eGNNiV|Iz(VwQi0$#g=dkDp%u^ zLeb3nuUFSmS0y$SM*xJVth6@MiF{wrwQ z!#N5})|#2TMDNaizH(l5H?ROJq>gOvQ18BVy)BfR%i|QM)KSaw;P0ImPrfWYnCC35 za{eUP12sGTe$pe9QlB zM?qSP0XthQevlc{l-F*@**YD!$>o+Cu>dGUP;IAUJ<~95vL`WUD5z9*J<=urNyt43 z+AM0jn}X99zkw!?j^V%yA}|F&OLN=^We>b)cwT~sd2?F=fN}ZVP?FdO12li7Ch;5x z+PcwPMnlyy2sl}ewe6C_;wC#I2}t=%jhY;T8(?d6K$QeV@k(gQb#uKmum^OreLMR( zX8o>7qU<^7p4xYN&&D6)GTO6+0;LluSq?aPL9DDe#TniU^IhfV>3a(C98 z@#Zi!8y|vk3NCUd%2+b5XUS2=IN`uR)K3`kHbAtGaMV-F3-8bQzf-$lyn`It55`Visf5ARqf)Ez$G z>A;vDjCj#8Yl0ZJ$KF=lP*)Ksv#-vimB&vPd_LsR~3ddT?xD+v-473Pfi%$PJ*{2lc21H2DE3x1s-83Rg{ zpD$swdMGDx<>~%l^h4MO1E;GNqu5ur+*ydfTYwUUzxjV~&Qj4l+CTOKgn^EIbf?}_ zh%XY0s5Mw4`Q5n@V|YSCDJat$>Yj}~08DWf1uPdIJuq5N$HE_lE) zfIJGSyTOW{T_fU)^vhmUEts=CW6t{a8_8Vf^}C|}%NfraU((RAMM5)vMDS~;3Z==t{ujhse6Wa2DYj2< z$60QfI%*GZIZjVmLiHb4-0Ba0V2DLr)6Q@OM$kuSh^Tg|SNlLf-TL5<=|Na85P z6$PpufQS;*4A1awmXMRz$NlHmmiAsVx5RH?lqJ^P%LrNGve#Yqa_g?Zq(}B7UBS1* z(XaDG6y)|vfn>coo-^%$|9dzq?N`N88|6j-D9&sk1av-Ia1&h?r;#PgW>f*5RR^;t6?36Wi_uBtQ zmEyPAgB}SjEsqM67|$xBeFobbsr5cc-dza+_KPr+3NPg4!9$#EILT3A3`#TU>o}1k zfhU`)!%8k**YK%R6-J-T~VO`hq6xT6mbau2a#>(-O>8XeBt^VIAH$L z|ALU{N!%MulZ|o66RzN7zrpkP_`x90V56?uFTqq(Yb1V-CE<{^l=N^Zj5+JBwtgKf zrBfd4rJR(-p8rG?&|M3H{TO1YyI-q$VQZwX4n&C%k7vXP5rrJ*^H_`sg4M@l)g`o@ zxwM}mNoft!*1ZZnm9~1Z&W!48a#f=ZqrMNZrz%6-T1jb~6Ao|#jM1#CB@rNm3(71 zY6`D}d~X><*v4-X0~9!>WSn3`&OP=s+rAC!K+;9kyzzL(xm1RoUk^wk$VkIX(10E+ zJAOSGHzAt@LiEg&K+Jicx1*&ScIHI@;4_ zbe)EN)YtCPoWD*_|JOc1JFWQtT7X#Xhh@cV0we@>+GIJ^(ZZw%f%cy?Lc_zJTI^8d z^k}aM(mCE2m*uZ)OUS6_L)dSvpz@-s<2aw{D+#o?6q03s*-ZKhmx`hfQ%!AguC}cN z9t8G`&v1UMX+VF?dGV2_$vTwJSZWqwf%q*RJ+rTt7_cZp#yKo-gtJS&h~sLesH3XX zao^hN2Tp;rSM~Zz)Rt!ykj`#I`y@|HU*o{)XFkK0cH$bbV4LBudD6xLy_* zWcn5{SWYW*9?z+$^Ja#?Y(kzck`EiK)F@%&q^{ljU0S`|mlQAw!1h?UWur(koH}t6 zY`YCX4aX-}k95bR&(j)Kj$D74mcM)3HBX?{s6qg0-)ClOgIfX$OG8Hp1Zcb;NS=rw zvxTMU1s_}}1|jl0iukud@yX}c$+zQEc~Eg6w^}URX*OOeebn@I?nK@vB)tX_&v+*F zHv!RxObKTeRYqVmx7zRG?~hUZm($6&r9ac4*-5zlgmeGb*%DO>6hN!WsSBT%oNmw` z#ttsT0cYS1O|nr3@?J9uR((fvrQc&-Hn>nw9+oYSZyw(NLB96ICfZeCEMN2`7L-qr z`CLk}abbk2t)#yPn9_x3-^h#xw2uYHc{er8e2tH9PQ9hrj|!k{(QRB(r=qNs-#Hyp zVK=>{0W7qWHUvt{DduVJpT3o&GH0wn0}uI*+v9hF_y71MISuZ#91cBzxN!ApM4yP# zSa?@c)zxdUZ3{iNZ^Hhi>Ih7E&Q5k0zs(o)Z-b6(R-oXaM)w^@NbUq~&x-Xs4+r({ zNU$-)TrgW1@G_s5jsB1ZVT`f?Q}cQuYBp5znUjALKTzuOp2R002iD(ISjq+1j#4KEWLS}gkWi;k8 zKfxC2>)vIxpZOg3r|2mbI-%Y)maCIq{^nH7Udc>dgp?=jzydp}$k>D!4;QLs^(YDM z6V4r(W{T0ZIzFls^hIWTlwD`N545z2Oxu@;tMSTBxA;)GO|-Y8`riB5Pg33tXW8q@ zAB!op3Rw&FT~?JH9?EvlgbZ&$ltSdH^m0U8Ucm8*l@<5?y$}tih&b0&nwr{ZG<+}u zsU9*wpAD-303s;w27kNMw{EqitnuCs^>U4hBdQfR#~6cmLH>M-Kxp9Wi^3VIF5hPh zCVDB8*NKimECsnEXToNd zB~5{r3+8vxe=P;cByMvYU1(LAqEty{s*y_kWw-w z8&TcYDQX3;o!xc;AT0K#3f20BLHz zy9FcHjoJ`Jy>!(s@kwdl4u*DAuO9W+tya+9^(*nhBSQUdNF6mp=6Sm~wbQvI$Tr2} z8Vr$50+im7=KYQPG!G^iZ?=Gkh!U?*O9(j>w64nQ>qdRf!@U<2RA94eND&{e#uUzI z64ShM+UnOlX^FG61WEd=MM!06JkcaaB{xNY>Ez20!M^WK)a6s8Ha2JCygdG6g57qk zBwRK-2^hm~@E-a;S;Ai1Z@A`HT=1Qqt#Rwp*LM~&pF5(;n{(}s8Sdp@QJ|AWKZ_7P z6gKpkEvOa3)0KOz(hT0h!`y;Zk=W9tF89WP>i|C&4Au`quIK-x3V+D+Mv3f5+Y1Df)$uK`d zC#GVph=ZT9X7Zmdt7kX+S!1NZQVvgQOsrx!^YuYst$Mdo8%YMqT$V<9@jCAhY12Kf?-LDS zvJY#Z(K{MTMj3Q;V4_E9W}^KT7KY&>%Pi3^0o^$QAKLEu5!lJ)J;?e4F`dRJ{86d?95lbcTG z>18s!XNCNSz96{WWj_9E3Q#UHk%aMd+z-yb1$qY%;Y{zUk zT*yQ81<66e?w0Db2|=F|6LfbHKPmh>6tOEp;~(4ykZ2}HnK;Q9=A4y8yZtq~UYGm9 z-ngjUxl*|1g<#hrwSH%18Y)7JUM%5f*+LxES%x&ULbi6Hnaos!@Rc94O}8nKV5^=4 zrsL#669`VieeRIC+Ng8KO;)Qh9+$(9L?Ab*b18nJ?89JwdK?#JBq5Uj?pB8xF3QvR z+H?FBVG;S~3|%q;`VzQa?H2pnKQ8}A(^W^~`TqY~=XB51Fw;5RjOp%fCO4gr&M~Gt zrn|eQyBUw}&guHypYJ)p$3GnB;BdL__xqKVD*B>1Ilr=uN=gA%%TvZ!OU?0$()A%D zp4Isd69>^kJisZ*=P~zdMJr7L$!t6Vv|w$u;J44>Bd6$W5dZ&ikaIZk%dekU~PwS_-W) z?g2wN_37}2&z#-C!%)Vk>Om%E&v++}JXyEM*?#vLL0V3O~FY1VUZYSP+r zvG({E213R(sJGHmUEN%eo*ZAT&JY+0kl>!UMHB>>n(+3%4^+pIh1!(FZ>=pE!a^jZ zqe23KKn8)HoWJ78bG>5lP6#WfEF`r@434|AQgGUH({h^VwP?Ey%gLkeQ^emWC=4m-e1OQtl@-UEsxgU_hBI&C;yLNLL8t?VIZEfQ{d zl;>Y(Lg4ImB;xcE|1XtGQUar!*D~uSE6KnuL4b!Kj2$cHkOa$nnT-KcpLMJ1W(jq8 z{@?EPwLY&HofsWOjlc-0$K4A5)< zuyi}M00oF7VB$M0%KNk7=-_Y$nhUsCS*t+r5c%`I6zEv}L2-Now1PEZPfFh7>AYYo zksbxs-!_k{tr+2oqlf>Bjjrc38|&+T@JzzH@@89yAxdO&*(sWyRGhx}J6ANb@fNnH z>}UlkiEIz&VCUC$TETXiaSkCwXF#!5W_1VYEc7LIZ+>R>23g=mVl;Ou+&P|Up+miD zKL{^TD%R>7>Q>|om##6>&MS>4BjCl~g;C#y2R4>&%7S%WqU!?*?O}a?z^gu9z08Wy zTj}$e5Etb~>WgOt!OF#ut!~!B4R@vV1tNKkv8)0so{pKI!P-cIQS?yQ5{m%S_r{J> zfrs=)4nw(%-4JvU*#cGejEhR*)8P5k^#=cL3@B#%YY_C*vv)c|gmq99)Y|2R5TGC} zqiepG@fb-vzk8qb zd^pU~XR5kAfQ=SGHK9Z1%C@*il^Gd+f*o#Yy7jXxOQ0cg!EI+c5R;{s4eSAykw=0< z7gEI%V+!wD9x~T*wcw1ItQtM*!FVGoFMZ75&Ob9;)*>ybktsg_jnyE6A1bONH1pEQL-Tv43 z4hCN9-9Ljt*N+Qe{4Qu#o7(h9k- z{Jd_{=|e#fcp-!s z6F1xv8#dFFCNo2KXLzH{0tPZ#3s9gwz3ScNfWLG_&IKeBKnp`Jl#gJf+VEwW7XTpC znH;v7jqQ`aB^kguYZk}PPV*DEC57KjFu!iz`Z=q16hU$x-pYz!(j3mG#gIk6BWjhSWK|6o4@ww28EPv#1V zq$BArm&0Ikq~}3Bn6LF5Ze?{{gAlpb@EJD2_LT1M<|q&!YcqL>J=XFt&p+KJ6~kaH zh2LAFCP0e(M{jNFj){zRkOKdKzT4{K*|mdx;ekChA^=%J#Hu;|=~0+og$l6d#7`gY z+=aZaLLbS7{O3BzAI$J2lK-y6R$NM#q0kAMs{a=_sqZ``+2coz{0B5rw>fR~tI=PB z16`)y%l(ez-Q#I1CJ@lQ4t{PFy%h}%b~vt^QSe&#M>6nxzRuux124MTr#zJ7Z`pY| zr(ih+3T+6Z$)D6_;+ad{O@bWOikn$gL*s65m+}Xs6^e-XAq)&X-OJ+ ztDsTso){ZsobM)%YGYTQLsK3ec=ov{c|7u+by$VokdxMMkBATm$Ev<`L^wzo8YC^Rivmzw&krc0IWU%y_=q)W+5(zJc79 zFjCA2T#XvbTVd7=6wDR2=fI zS}lKJA>Q|cX@uLAn_r!;M=4CuR;@&BR=56C)fgw3d>H~jfAZg_FfKU`ggZg5Xem88 zB9ZW)@#vlEGWzYlXIU$b+?05Izog0Z9HhR5nR#aU`u2qU;0J4G)$_L!5B85ccMH4> zp>?WUE5sbB6M~O|k(Q0elp%$@W7YbkvB5X=Xj^cQ$f3x0#4{HGR7uERda~q^MWr{z za4eg7O0~#n^|kHT`#c+@7zxoxImW#*dcUXc>~NJ*!FYpcp;7t{989>X9CvxLDppr# zTmIgBr{HvTEg>bRm&Qo5W!A&}7G~vi^`{#Gy8Q6WfdCu033UEYLajU=^$hw9C+3W~6HOXcj+|0;O!Q8a)s>r$NdV=@vh#%w{4bZtm0hiBBlc)jv~3UgPV;=n6HywfSjQ z2Msj-<;_?X&@2;lQI`B8G{prwyQnZb2^|S0{oA3FWfd~rH6wP>#CqWv?S zi9vf|%TARqGvA--?c*GSLGsw!hX>p=0|p^`L_m?+M6IzG@=4;m)w=qtUFhjrTRAR3 zF#h%R-@qEb-?$Ms%|s3Iq*e3Uuu1D($=d5xMCt2(OCXY`>DCPrxq;V#=6LIR`mNei z1Rb%0L9ItL%BgG(HYFaI1vj^pqFhSC%H0>(%3fl!BpNOW`IFPt*x|XlC*(7KlOYJO zx@pLAvb&F|0DaC+`X$_%)&=)0#wx##^_cfMt*otyzXwWCZFF|IpWmE>ZvHP=W(wNa z*eI1ZrBbZ6YHQL;I{6R(pQf9++wmb29zL~4xcO`8+DM=$3wl?E@m|0U@Y5eV#!G4W3{?}y&LY`nf}ad$P3;qrYFmK|~= zjUj5O_OZkSQu#}ppVU_0fcai9A}ihX4?43aE>M-^$?Uxo7x> z?Xl8eeVqF(4xmkt#6%1|UTCZ;u_XjsaibA~{R3iWm`3_o%@Vp;<#gq(6vUlvQWXkQ z*jZ^8o;Jw2pRYG6PW`2M>YRs`CwwnQ=Mz1J{mpp|KC_{<2(~h-V9vFi>rcROmWYwV z0Pb_My|9oU(3TFzMF#;nC2Id|3P4HRZT62#XPe7-`pwNeVyq=Gd{Dp%Mq-I1+@A<- zuy-o)1O?icLHtA1ie;)bX0X;c1*BKsmowUA7Kw&r#Sqp zJ-j_*HpX-Q5vxCH`f+7gEeGv+-eJ zd3tHpb9?(uPj*S<_wYisL|2{QWn`a5pm2I(JZ>~+Nd9Ri^t z0|5R@G%-e5K}RMuiU6!x_#OJ8Z;r?)u!Qd-)C;mdxx@Zto-bR8nwKyzx$$e5{IvjM zbOv6t1MH&VGfdp-C332U#4A-DUe{RwrP>T6D95{5r)KUc#?Rx?(BaM=A*Q~wZZ0Hq zZT7KeZRNhJX97#Et1{B-HJs4!++WGDF_&oUo4yo&Mf8+(Gm9t{Y<)RKgx8Od!g`Rh&co-v+6{7JVG z52}bj{oVGj3BTiIuAaUM^UO3To}GM9!RJ>>b#|0|W5ZBWLkTkjjtu_*whh35)On7~ zLG9QWJ#g0;Uu2tTq(=k>%XW3%8JAV@9_|_GgaLGtsRlPJp#HnMf#p3Tt~_Yz>j}1EscP#_+OGoC(|01x7-;Uh&O+j#!n!qXzqC zstM+DiO#*`<;U|Y^5(k_6?-rgMw9(at<0~BV=)3Re++%E-ucS3oPq>5eabBF%JP4& zw!$n|XXpRQZ2|Bh`RxmdcP<$B{VK`M+fWhm>RYV#2h4@!uhzdo>*NzrpHnI39M?w% zfm`jwqn5{I_s+j@?5sIc5Z1h6&_G7Kk@%%}kCn03Q6o_9>BXL34n zD^{k^(M_D7sgEgqq4gWI^+CQzkF~X#mgI8fy8wvtG86=&B)Gfo9GB?*j{kGiI-T{< zUth78BMl4kfwt9R`( zvbU9aFpyzr>f({2V)!;EjYJZW=a?F;n(Nt*V4N5zA5L0&Z^9x!=B%6iVMq27A%+L= zMDu^)<9E5B^gG|W(Gd@9?wy}4-5}?8U2N%d>>$-^IhxOKH-pR^D?MDW7DlUU_3ydf zKU)GueG{Ynr-rT8M+(%^bjoKF@36W#lRQtZ%VR)8Z1IP3#O#s-e3vxXQMoW2S%ysL zWj9gMqf-GQDr+_ma<@A{^%iCK=vGJE3K7YK=U<|zy|a0ookj~s(c0kTwj}3-$S*@x z*a7{ly4{sMS7ArkNdV0(4TR1p=D`hxV!g#n4>@C$sNlqJ_4AAKEiM4r{Ic$TSin`6 z{r_43ElzGA9(IH(ap14lL-T@xx68~~xWiYnX06ZROtVcQKXZvB1a! z96*4l{(8akB8Qyqequxb=T(;s>XjFm+yw6K6*G97%(?PuMg-3HzpuUCXZ;tuN)Z$- z=-Kx{*vUeEOn2AgM|D@+yad;AsGykPVr=u-#vY!e__zIX73Anp_qYPEtm?Mqw)3pF zAPg&^@asV#uY1vx`U%fCm`|7_%iR21iH;(u<7tOwB8|K9Nfp`v1KDa4lpo}=KmVu| z4gCN@!x1LfYeqe<*=x`Jg|INOHZ<&$k{s=3*=Zy;0t6lZWXX|$L{XdxY*-5#oi^6s z%(zxIyA%4q?GZDTeA+#-U+pV5t;YFBFh~119gJSHOt8mjw-z+t;?`uzds?xo6|>4; zqk!hyTZ&Mehzt>tsE{>m*AxZ46^(=^`|>&p@& zXJ~$@Sp7hS>0rP0kfF@;ddJ)P-ocIFxFQbxS>alK%?l!FRzo~e8?nW#+zd&G5P8Tz zJ^)TenP+^qK6mMJK?g#xNrCn2HlZIP#9c%Lxuxd4`YCPH)&_UW6(pOM5kcYn^3pZ8Npe@V! z_ANy>Kp~rZVls0h5p7ptRhXuzD9Zg#k$^|rh>#^6f%R~iRUP0lyCC&@+jH@7=_!eE zQrfdb24WE}S0VPvbXfEY6u?N16%GK}V8F(Q>}V+>#4qa16rGz%e$UI?m9plj((ym> zve6%BIaqwRpu#MPYJd^3^YNel9!r{1>~>X%rklldM9R=M3~;wny3IpIM4K>o(R`5fZm+Nn@t3cvxlvOg_ZNhdX~0|gU^g4dqsT3 zLa4-u5EI4_v=dhzb>P7yHNL0X!7v!WVVNnOj1r*uCTIRi!GMu6Gp#hk@e{5*C_q^R z2%1zOKo&f?!`}d6fRkrkX2bXR!W^m|Zve>Rvuk$^7>CSIasVqLx4VRE;%F$jf?FU% zxFU2>DPycPv4O_o@O0qPc=~tl=+*5dy#X8<+jfzUJLm4tS`H zmB0C$S+VGzZ3IsvMEwnR0-%uT{#I>|IbNQYC-$|Cy|1)D_EX`T9!j8#J#0_=72QQ3 z_pg?VquwqF$Rcl%`%KAy&;B{XsGUeE2`A%kbjTOBr`*(56{19~An()Df3m1o-9Srw zQFgH2W}*4prsaLUdvcI@$1+om$zs6NrWR22iSY(M>fJ|k3;o}lm$`(#+p~tt&W5yx zumPf|us||N{g@fm!v@!Y=8e{4Bzamh8S!2rnM!^7-Exd+in!%$$879)@uwW;Q4$w9 zD~)Q>nBKt6vX%(q11HAX?2jEe3`y!`G?9A(58IL146J1b=*|d0B4g$+bw<>xDqaoj zz)bAl5r{yLIT;{y*Rl2DJrEe2iwYm;5Nl*J`|0Z@D320G{GX=HJ=?57O$@O~h~D8X z9dQF;Z19U3hLQ8&Fig+C!tda0pRA-qzNniszkMLPQ`z)V2_aHbJ>v$bWUSfJ#t2SZ zj&ddp92>gW=Wtz5MvIE$hHB+}?1+riKEmgVSkci91c3I2M)MQ%A4mypr<|{2YK)Mz zYSV!?+{+->VF9WJc7Oj;cmVSki7{f@oE~>h<5i#y1B~If3s7S%<0p96MV2RoCuwS& zn3%@H2`5rXu$`F1?khL3iUoET30W2=7q#C*APWG=J&aZUTIDNAFmbiv$U~66{>)aY zVPgK&?1!&(rC)>6LMRJz^3J*Tmy-PFlL)?KpGX+avLr%2HBjmwCU>cr<~ zu$Vs<`(`UfKI7OoL9za=Xj5JyAa2S?z~IY=<_zndtE|_*w=A#qh1wr^N9@Wu8-;BLCYm8 zvcayjgnp!kQSktd$20*byL{R!uCMgDt~o-c4I}j5>vn0dJ!?515q=(RiW2_MJe$H0YS|C-m(NAX1}C| zAjEw2TlIlETq-{U>$@Js@2pBGQsaWR%U65CuZxC&Uc2Y@2ce7b`T2Ra#4(&@&WT(2|&2{7kygdFB9ActwRMUQ` z>5^$nS7z+F07WL{$y^Q5>;4Mjj8#6_zfQeClc>-+{il*mt)eqWv9`gs*$N%97hFe1Cc83)$cRZ%T1$oZU#-i z7OMaXB5eRLTMxbm@E*f=1cM%Eqe5fbH?h zaMgEjOcMYK)X#X;nA{#Aar6hPRexOk5*Zz%2CK)oa#DsI^ELEs2|H(FUD?71y*cTk z>n_CT7_Vx&%<(uXbwRZS{;^-?uH8W2_Ir@IogS&wwZUGb1^rnij!WNRD6nGyfP*eo z9VQ2L<^p{Hm&YRAvWBs$WoMVGl|+4pA#q&)^}O=bbG`Y4!Se6q@zIp>GoAK$^Tl)v zI1z(d71RY%Ov#&_aeb#lDx3-SmLGXAH52Hqkh3a4g9A~aKPc=VaHt`3z_GBj@M$-G11!042K2h>dXvWD}TQ{ z2&Ut8QjNF@60K2peG>%2;Db;sn;QS&>&FC{`;P9fAW^EljYW*;7nuSX=6Z5O2Q-eO zKOi=1;R)ln94;O%ks-`w+K@*sL)=%cf*EpklGB#8$6)A)BPOMaAJ{%++!E{B=e zO%NSWzdX*t`*e-(T7WMD0~01NLM7qPM|Oeh$7r%-(<6T&g7B5L@gE@*A(Eso3%f6A zWE{3fw%M^X15>z?`*2V4E8>$78raw*pZ4T%70Jcg@AYbj*J@|?L%4Obbm8S;K02cv z5Yc~&j*ozNrl6)-v^SoyvZRy*$*E(fS?xtUXtDQ@n!5yy1k{y7qaH3#y#&3 zu&>o*@qo~-uHQw%{BLv-fq`jyySFA<26`qm8t9ilgrBDtKDAZb4MdX#8O@i?=SS{Q z_n3IeQ&7mAb3`MB_-7ehJ!%?4(HUdJutm^$3M{M?g>DZ&2zf49X~WBW9AHf#i2+zk zKTXE61sUDJeN|{V>KKqNAp8Pjq~*wX$QLWUUxt}!!jn15ab>e}`25b>#F*G9-W#)9 zM7o9+76|%D|074Z5)LAu=5?7->Bmljvg*5Fnkkgblg!_G&7YJm{Pi;~fJ{14E$tR& z%$tC7K=ek;3RY)nMveo9_HCCinAGe0&li;M{FlhOY>EB&Cm8LS(4p<3A5@TiesVT4 z%2uKSx&jc;XlqAcWaOo{wfnyfy4y6ri{T+diO_S;js1PHx!N{PRj2s+9WlpUX_QVw zN`{vX&OO$Y@Y8_7*|4P=192j!eCJCD|LetM?Tfw;8JeMYcj&n1nN!J*O##E@ac*Kn zIol24kIeLb_999WqmTgR5cA4JLwTIbY=z^16f2-2`GFIa33Z?dKDyu%($URMFUR~Bi zj?mK&u1m5bblc-h6up=fI>jN4%&k$HJUJfIe@OGN~+V9E+oI^m=3IuF&@O`2E z>$2@=LF0nY&GgaP<4I%5Z_Q1fAT0WtqK{Pj7{%K4 z``d0z7FdqxsONG5U9e6}r4bdpt$Zy8K6V_A0>5lwdjSAmtV{NHeEWUFW98$8W~jrl zvDn8jMz!;r^4P8)DEc(FTjYLztT=5~4wxys+0v`vBF)mWp6)I{K(OdhpS!nYknkKB zZBQ+O<1wNnib~Nr5`v>M3fmPf^={WewR=K{bmqorkO&N8%Y0nwBY*z8SlHH4ocEik z)`F8+pEK=UfniT|RA}`_+T90c+`ty|4z;cY$ z)ef-89u!VKJY7wYSC4=aqSH>E&9L|X9d%SOD+_(IuYT3pi}lzZEHOf;oRv_3wbgf1 z(xf=<3k)m{H<=r5%AQsb7$LUdvv45)COQ-x=N=<*WOzf~AeRMx`6}-S>&wJp(<8ZZ zFmC;>{l3!gs?g_|*hq^yLc}`fxBkUd8n@jM-|G|RIb*E}C_FGe++C#tW`k%fDrF05 zx;|5bVg|eCeDNim1ilA@{qcjKNof%yVnl!lF~gh zcM{R%F~gEQ%IJIb70XU&Bn(vdY4j=a(YMUlad)}Kg|f8y&P#XYn|Bi(;LZ`Lo;@3^ zqC=m+6Af)O_#FSI!Mk(E#3%?9jq3XDxBZINcbaqYTV0xZQvnB{?T+8=CJCQL@^~ie zFk|yJG&8fkRIZVSzv|%i)eHu2n@GP|7rbMP>hFOE{=itr`H?TUxacQQ7q?M}!el~I zUD@7z@ixI+wT6k^;-yt*S4~||c`N^!K6_&?rq}NsI--Z~v6*20q}aa`xQMOI`bzuu z&EZ$Dk!vR_*9d+aO9?g6Kqa2V?<@qD{Ke(F_}B|Z|Ha@}s7j)&nZJAxwQ#W0(K}2P z8Ra&NA#u@2(jeQl7R^T66S+!*Pkw$e>|_zo!KDs&P}#Q)33%o0+ng>Y|bs2U~}RlfC#?ge0h=&ewepK=^yFvGuL@4!>7 zql^dK%@zuA`37%rObA>peXShZyJ}qXee~GN(DdzWY`pDwJcWZGpb?B_3H!yhl4g&V z#QfXkTDgfxeTNxg>e-_NNk8Oajz;L4|6)~F^k0Zh#?E^zu$)L>?Aw58n7%q)emjC- zxmKWy5;7JA^vZUE!Fll=Tz+49_`|cIzil}R8}jr1jo;0+K4)3cMCbqFJ3SA zcPVH5FV9je#YPukmbWt$pVw7@*k4*iNxreOh{al7PSi18Lym}^f?R=)=kt}H(zg1H zJi{)OtP9HA;CA*2{mUQfk)b_K2`{u3i{@%8+wNuJv__Wz9g!R&3V4xX75EAM<4KPw zijt7`Xv<~v()e@*wH)PD=p-DTEVyXM@Tz03;CPla{`ZXc!Ad3sE|0TxZMp6$;f-zt zjmu}riKm;Q^~RwV;Q7y-N|aP7V&zHH83hM#?J4a6pDj+3(()Y-YO z3A~AACwhdN4-1?dAlq0J5^wN>P3YLwSZHM+KMNA6hw>wBlmw80Dug%tDgY?5TrEch#k;i))WA@g>0ftYPQH5_fx$* zjx8i{sjf3f)F<_|F8H z5A*ID@Vb79l_Fbga@tyZxoOm6cH0d9AQM+-JyXDc);3eaD2nx8nML$pAJ|sXA`q}a zJCIta6zKiXx=D>o_HS+G zKqVduc=*IUE%^1fR@RB2a3J#C0fId4R8{dCSqIy{=m1?Ro$d~m0mLY%q)$%MO`5MP zAd99@hqWy5>lrKZ7g!J|V9W4v6_g|Eam5aBIvltpg@gQSUxHP9(-7+Nwb2+JJ~~Bj zEUb$ybV9BInn-_m^Xk2^EZcGYU6)BkTpVP+F_AF_rzHt9RoO`sMHwt;N|ke`V^!!x zI4O=f;=)7WXRceWmf8ybZp%tO*-AGHNN|t7y3LKnpr@k40lg+0vYr2`XVwI@0510= z#|vk`Z<4i@c{*+8%>cupE3X%H_NT4QU-_B3Z2p44Koc5VE%}S}8~-?yCNG^^<}DMO zrDW5T78ypLm~4hpSP@RT;~D!EO=V@K#%$;#>DBh)lHoF_m6=KV4;6gRz3P3rsVv1DsYlO$ zTzW3Pm2hRZJR{_>8GMcqkC@p6P^t-%fooKdeGnh8Jn2n z7ciL!G4bAHn!{(BV;PCP!+dO+3IFMSH@ZzNYt}64akAox-stMw*<$>a*)Vl#-u>U9 zcy4T?#@(|^+#zp36q1awk0sb@^be6)Gu zM45ggQ+{$q#+ z*{RG*((nZftA)JMMRGuAr$pXVX+_K7Mku-O<*)kOdna7codPlQzHfjY6o;uvYK)L`(|`N4V+cmLT*8P zRmhHTzFfnC20-=z5mO%oo48Ppe@SF+=}}m1_;Tum{-$+cDb%=8NEn5&MzktR2d0Q*Qn3XbGij+_ll08_No>6AIgD}Ak znmG(sV~0vCsHlIO?t|tdD~)4C(j8LD>m`-gWWcQ_nE7B0HjLSk91QqA~|z4-lEyz2G8cbIw#pJ zHo^-_XUo4R#b*jbrQ)2#H9zq0m35Pu=K`%IRcvGf%4<;B-0nH?8)-=RCnVAuRCk-{|H@-%eYwJ796srH`yqe3w#YrcT51ak3I)2 zMQz341#iGZK>;CudD?v>H$Y>Id=d7tB>Nzxz4v-{HM`=bI3bww{uY5UNJ0T+kO?+7 ztc9W}Y=nwz-KU({z1;o$yYiH|q@)raHi9UIveGHmHxaS%6f<@y#jH7X{ae+EtH(UP zUqdTH&X%0eGvT;}Sv7feO-;dxt9GF^Ep#3XJ*l~2!-xJ1`Jw&d56s_CuDwZAdy9vK zE|K+le~uk|g0+f1UGT*G2~Vo-K6csgTXw*iJarq|Jd#wdzcwM`5pRnS1p{gR#Nq6} z$KpLw^Tj8m{ig>8y^FT`%3N21Dz4KKk>b<;YXNEkaS{*)YV|i|pSl$-z3_-RbW6-E;#Pyf&}*Txr*Zz|Bxr3k|))mn8Hg2|VMI2POcry^^06kIb;MPzFT@ zG8MxoHYux9EepDZ2_puX_GK(&G(Ojo#_+8&H`Xwo&*&}x<`6fvv0tuUo}0Q{RMbD3PW4DdGq-$pgrT%TOu1U(6VKH__{5J!R0_8X#6kr-r zw76Pi!+b0RFK7nbH8QX~ZT*^X_*)bB;{=RTh-aUGfv|XQx6ibGO+Si_k_N-_f2SHi z(34N@Nrl{@ovD)qVCNaMDhyAsiH#thzhPmp-nj@1^rwr5`RxqYkL}7zhv!<6@VNoq2u}dg(u&ZqSWCXL$g=0u!LC-199}ASUdhgV3*GI$VT>3aA}MG z4UAR9p#M+syG0+t0LR9^DS;rp0m~?ayxzKkVqzMS*|$+jUR1Mqv8d*uFpfkQq$=x)KTHyoqs1ecW`MiCYrtbBJ`1*KhV0unHzafPvA-cHMwgg#l zqM72wGRQW4$TGOdID2K!0B5`_y}@V^YK&N-eHx3yDh`?D`Shm821Vy%sk}!(X}DiL zuP{>^1)xh52|xxd{sBtxGLpMGGkiL$&*QZ$evjJCHL_nVyDG_<*%6D2od4wV0$p-& z!MIy+*c{G)>oQxdsxnPEi75?3skT)1nwl^Q`!ga*vh3-Ik~K;wiP0kSazodFt|VUT*P5Zz3jGQgVCXjQ>J=@y2UV;?b?v1U7hHe|})_Q>T&>nYwq`Bqw zS6w1gX%x6jB3-mvoZF?hx{;~oUcM3po`r)DL*AeDdVjtr-_;E(edw3otlqj0IeDjI z#zPwCcl%5C(Q|{6KL_AVE2dU zYj|k%XpNB$ecQ+KM12;yJ2)h@cQL6LvF;VL3GYJ3BDmf*+P)RdjfzX4-Ihibjk8?b zX!U*W-5@@1*sJ`T`Z0x>LP`YxGF2jqm5kf$Kyaxatjrp!9%$*X)<5l$92F#s$nT-VU-o5aFf4q?2y%#c$zz zs_%(!AkITfMRg$LH%?qg#qs@-wTLM`RaJlA&iR1t+-Y}D-vNuq6d zsA78Js*LQ{(iC<6-4ZTLFJqzhLAJW8leKqwUs4&?La?d-s3_DnnqRk&oJa3DC?thk zA}+3!8l-4G-oc5kq$9<#rfyrvGGQ&X{7SY0r>S=O~22#z6_(S1Af zMb=vKCw(e3J$9-SC!|f|p(?>SM=5o2oMzL4IpqTB&1QFL#uR(5XfgnK38s#;inhv= z@7IRh5D7hzzR!x_%o0-QboQ80Y(4s>0CmpUa7`Kc z8w0ILlL44#x|I_xanhH6iy~I^kPvE%a8SfYtC)u zrUq2hWA>G%aIV8zpKCuyhMe4!8IvMnm+lm!|6aDUE|AqGqCDnxdzXiUE+i8X)L_{gmsYxd^ z%d!0!CoErE^|tCdmY`7po< zNC#2RT&(}x1sb4!k3HXpQcv#F?Lk3Y7qS!bWBgLQKMom3ahdydspIL_@Mwau+zm6A zR$ls(nY#<*F`G~3wi;dn1*G9m_mI_HD}(Q!)!vuu3{?>&-iLqVLf2ZnlqrxU{#P%7 zDSqDBAf2n#Tp?&Ahlk0m+{#_rup^%oB+Kn<{# zkB!r&BT+aSAB?kWW$CD~hel6H2zWkK*Lt-=15Xl<_%q4l?h2&G9<0aCWd3Gm&77p! zd%unu-sk8{)5>r&3ELfLTV_yQx)1$p2|MRbrVokiPd)LFNg3P%07{ zo_E~zAxLMv=ya4bkLi;Nr%VAZPBUB#HO&Z(key=CO>v_p1O4IwGECP^&Oa;K7ztu| ztgL}4>hGg9))~ITn`-O?&f$f>ehS+uhI~S|uzwl8)vWN$tNFqbK&P&9Lx<3g45q9# zAp_1(IEapiD{SbXJAoD_&ci$tx$pCj7xhZJX)dsXb?=~%8G|9A8UqH$Fsf6O zV&zub)m5#E~UTvd(+*IG>J zBpAQa?}T6YElKfqr*RZB-)o(s-|?_f#AdTdW=SGyqh0l+WFgCovEf2jgE5_jGAFNr zFglQA_-*&#im&7&e&5-Jl7Y;3)8nr?nYM>s ziaMf9;P8+*Ri3u?7!FT5pAo6ebV7+DIC{rrr_ z7CNu4rsQaTLwKLY8<}3WLo3%2n2QwB*HX$h`Y3`t)AE$H@$SK@o!5LMzt?S$5G$c+ zFKpc^YfP`RJ*dtYnry2uE6SAdeG|>fyMkexV5SwJAdMxC{3ZDpJTrYH@7Ofc+4Z|% zT+8}*ec^=RKmX2<5|1Wuq|Vj&^~f~}jyZc^uoQiVRz=)P5Ci)yC_vXqhTs5PQ>r}x zTzvQ{M=lhj#4S0{Sj-z;037M707o?-yiqE~w++Quot^&scps zggYcs7rYmKN-|TSP{pwI$E$!b+W$w>RR>koe%(Wdv`8r3Dcy~fba!_*(v7s2?gr@w z=@gJoFCidZ(%to)_nZ06T>iVm42S1Dd+)W@UhAA`;gl4bDek9V;q)0F_)c+QTw~84 zz*UbfUM_8|jRT2&`3Rg5EOc5Jgd)CLbI$95=W275AqhHI9ZLFmyMU?Vw z>|o&y-C3L~9#9+9kBb(>U+noHT;}{mP^1u9!NkQh`5jE6q#@pY!|}VZlihk%HFaU< zyu^MfoL05H=APyvR()2~aJZ6wvoLImWP}7fj3U0As0@#P@$R74`Lf%NgN{(-DgYES z$%G(_5_k-Ja^rtHM|U=dIduK8hw7V(0hs0ur3$O+EH_(mSev|qTd|UKJ ze6hlTZ;4+oYt<0w5%(+RoC zbM`L^a)EQYjijaRPut+Fw%g9jznK2(#CQe28bY!8n`t!|BOt?WSX9L7R?i3l-+cZ! z9fn6IH<)V+29@Ga&f=sB9)i%Re9Z zUzy6^aehl|@J^t=?wr;-{^|5zJzABeQ6*ktn#x7*y-7>(> zaXH?xQgASFTldHGJ7@qMwdLc~)ljOkNZ{rZkco{6>jTP+eFL=dGH*o25Z`ZkuNXE8 z1@4AS`XtZYC-00YTCo#hezuvLW{SJR4I&5gw87U93XT)4zIl$mwe}P5A$vZnTXC=c z&kxnV66aUuz6=u5GV8Ox0ZhqVzW6>xru3Y=-Q*bjGtu&Vkx;4$u;go_p2ITkq?>(9 zlcw2Bh%X|XTDqB7@pnlmlBS#j7k6qb1{XJON`{=5=_fu20Jb=`4j93XbARp}t!m{~{4>Fd ztcWj{H1!UyG=wrtRfXQ5fxA>rXda1z`)OTYJy{(YDvi9((QOUslsW02n zjUWm%@s4CaizNL~7LVXKa+O-bFQ*GDs*VRbY&HuGU1q68QOE37={F{%T+pS$hXt#E zSw6R`?tLNV6t=$Ia!+Lx@+HV8J9Ak8kSrrPglU4SRA3zfIgSiZkq*2h{+!AM$~{>#+aMhY&Krx;KzRWZDLI8n zL-rK~N(QMiE}EFfnPd(4ZsuTU1)uswBDt{Ul#0&!S#0y4k{MM+Pu;Ci7(?G>YKsVD zqTCrD2}&&V_e9s6c!p}Ry<6!NwwjW;wsTA00OYT19$%tMY3*Zu`QO|j^^ z|J+~jKU>M%cO+zP`jtYj4rY)$i2uvE6@m$Jc0)480F*0;^|Riwi#~s-4ZJPJ&n1bI zq%+f*V8}QD`#fqWX72nyuWqFbDrb$7cKGXz61B0u)F^vmD0eI_AzWB|pWETuA5>&Y zi;#c7t}@;DRbs*z(}A~|P|Z*B?&F7CC3>@1G0M#VcMet7{Py(fVK?$%9)rZW>YE3; zmbS2pl26DM07-!dGfUpE+EjJh)mpbIH>@`2qed@sgGnuBp&84uUjsBG{orGPzod1)nm6?#YJeo0}2Lr0LwlqDAdT#$vp zKxz0E7;#rA8G}1jsyFn*f$-bWYAshB8O3_)naDsR_IAa$mURe2=MK)$CD;hytlVZ} zmpQNnfg>{FZ@_;68L=JZBLOn29%TH&^F6 zH0eD>hvn3W!i4PA{+q(dlcL^$uC?1)Q-yA0NhC(@rJHe7pPl8sG#e{U5jycTnYY!R z(lH%;Rv7U>wEr-%8$(Sc6MRhqTCZ!8vQUEK##Mp>Spy=QFYV3bS>; z=5srv7g}hMt)lX6Bo;U;pSAKskdTkP{UhOk4XpNGS_p6iqiK&roGUjpj--qm^Xb3& zi%GH(J^If5KnpPpEk4w*RIBcv4O{FSd-uj}2COYrIzKZjH81I(!!{rm`sl+S z=y|)~)N|P~CD@~@aa|&D6bnuLd-l_lW@{$a(pT6ahA|?iSDs$4QD{oq^uO)c4Fgx& z@uuL0++4-H2C!s0eY@e5wma#Q2^%oiW_Uj-CeX(|s1Ah*>gHE>gD*B$^$7M415M?Z zFC7;0{Di*BJ!Lz(5D@2+IA@oQr^&aNKjs=4EplTNZTVzr-B@wWV@2CnbQ6Y-1_gTA@&}uWE6^p2ExCP$NqTT0t@FON9G2W4iz{w z&x6YWxiMiVl`sp4LAf@^d@G2?jZ2$JEhp|{di7jp?eOHt4JLeO$>eEwsdA$qxddC% z+?GnXr865gLSTT81!8b~@MY8tR-9w!PuO#@BjPf<_xbQK!JnQQju8r*8ke?^xSM0b z(SZi_^4gB`%Qd~{C7N~k?_n^Mb=4kDX!@R8Jb{mmwOpk*6jLU#(K|xE^u+%5L@LBn zal?I(pTr-youos;GM7S($f?mfdmH*O1)r{V(sFY&Cw}U;(Z2gUtIt%%FNHb?2|)m2 zXS(KN(Eu-#1-m|zWaJny#GVw2VcV-!@v+kI6+ZPb*o-n_$oc0V{t_30rh(-1ipkuQ z<`;*4QNeXuCN-iD!0!0JrM)#iL87U^Vi7$~A^?k*35CFHoX!o!BT7V{)3x0{teEgU z5e%%&+<|W=(q+QV16L>Fpz(^biJm4BKw_q|2@l$PUzYDYwC_0lm~Ga!{<5-U`*PpL zRg?j%+DE5JFC&%+t5D4(@C2st1Pn=9p{7^bHQvI70zP^a6&tu*W-H+@Hq|36fe-Iv z>n-@ADO3j0vSKSrlyoSl6r~g#CXB(cEW6H2%v0+SvVm5ngFJ*iINqdF4gmN)*Y2QY zqsY6I!{nekW8I5;1+!lb{U)6~4K#yfl>!4+$5F~cv$omMsfJCDNHYi#v%Nu6hZtu0 z>iADcqT~rI%ej_GOW#jV^Ma2ljh>fsrn;ZnPalbfhy(w2V(MQ`p4c3_@BJlAy*nXT zAgWGt8Y{Ke(Fj3Co<_USG%2}&PS)pmy z^}BSH*KCVjygDo(1sSW{{T-{V4sdvjLpA$X1;t(pCx3S~F<{Dxr04v>lM*1IOjC}y zQzbt75r{=JwWdOc)O^AL*AMh=PYt=ExvKnhCy&x3+p z(*R)$Cp3H*vUe%8w(JJ(FE(qBGqpM{Xqy7kC|$!ujZMY-v&C=hJiZKF=B=bR>r-6t z5+>Yu9YrZ=^m7?BxJZ19_!asf@&4(p%07?g^KX2%bp5o3E}bT3@VW4Y;b7A`qOvsy`k8Md=v*ch)_W)v1vj!xQnX&@^)Kz4FtOetoLe2WQDbWo~D-0$u#s`GX} zs>ypkS=`e^{Ge7oz@=s6GnqkK0oljKli9lYPVuHA3uC#4WIQe64Pu0gZ_-7zp72w` zlpjx)+D|4VQd07(T+iIgT)9-cW-a!=T1c*Ad!DoX=Ca|%ZO7;6MYftPo6!VnH?w#i zkw&w`3#HgP+JE)ZzSoh#bv{H0vYJ-jh7bc|lmMCY-0Gj+g5CHB;qNRpOV0DYB2J4R zor!QP)@}{GJyz@vxdXQtd6=_#gs3jMm=h+=%arM6_hCnyTTJZ+osnVVy%ceIF@mRh zul>^Q`oFp=HexDEEav|d5kQ9vh-M>du=K4-q!?bm+M(_0y!f_fsQt^e2#wqr4KUYf zKQGcE&s7R9F6Pjs;S*CGG~A!^5&p&i(l{wUE{H|E&+2+aak%-U z^}6Y-=<=vrN6V;DaC8fmB5@r|fTnMJC7)zFKWIq+qR5#Ps_NKi%Z&zk%2IyOY_O&c4_a|2$g%|;Ac%mpGSIXE&Qg9zW)N1@vr($%pG zo5%st_#m(G>7d`9`hHUE_0p(_iSYJq-5Xx@aPvqM@D6MiWya~;QAC`>gA6&*cB@F> zCG+P$2uz3yt+w;&Z%QS%;N$Q2>8!G0;-j>VKCkH~65?Dkk;Z76S60kvVN~SrQf^+p zcw_JkZ71%h%6raEOTs|4uyEVqwfe$k5EWB-ix{UEQu^ zr0=C-b`Or*>=mE4OP!c;<$7IY;)7=V44>yc1Nk#24FVSLK_?$C>o2~3>`~9j4PZYH za1K#n6nQuLzB*4;-#*>c&)M;$U0sZ?*2t|jKix^X0c16iHG63ePOL^J4mENqi$Bx{ zXh5=)C8NgCJ9-#}XpjIqZ^=+ng7saBQu?ZD=|LkI<1+OR225eNsZxRh+x9Brr?}&* zH2J^QnUjYfnjzmWbB@c+_NLU64f+G>j2wtMOo`)L@a1{^{Xd>A(HHi(n9`}0u zw{x8UQN2!xzlO)MZ-Cj-WjV!JRAg&J(ZHq6jI%?UJpp|Qg=!V~;_r3q?;u-5E!nSA z&$Wf~US{!}AUgapL&@Or$c>RS@S=@a;P;HR*GnhiX}|&kGxNwk^GsV#)QDEL<5cQc zGi{6?1(Su_!Q;#Gu6qf9Om0|bZ~>AP-F2qVfq|EUYOC({;@BF{6;^$H?#3pXycQop zaUQhFpnN_WIl%>-q#;?$5oiBC91}JfMK=Q;l0+O6_+IyzvhaQYPf<=YV}|)nwk1q~ z{J?O7J&>*~jjp_3Wrx^fx~?*4qK?V9Gc{Gyz7gYzh6d66D31fKM8=4CuUI@`V_w^( zz5&D_n|*CyPqYYbt-u`HS2|{i?uUGB4B@Jza&DIU?|5e`6fszgbHp0G9I)uMpevmo z68&Y{J+wX33!B!P653HC?Q%VZW9tLDx9*);^?ZHo>|2eKnY0q_;5umCmoJeWqGh;P zs0q{*{RXph@`Srt=iyyURipY^OVG`HierC2d^VZCr8lvG` z;hxK~!?>AzF_7Ehmrtwulj(u--#tu)U*}hv_ z&V_>eXgFBCfv;0ezcXMH`{`!T2q+Q9XJzOE$ErPrT-REP$m@^d>k}>7zSBUq4+zK8 zgz}`!$+h_-1s%UJ@=bgcFf1us3w$jK^tO~#nG=uh+-~*O>N-ulfoKA=P@)q>jjXf0 z=uyH6b_0qFQ!Oni#F7aF#w7Y#gw%l7tMA(T zqbW*tzKR7RAua6(bmWpMuRJVDUb)1j-GH7$^oHw5K9|iC#&H|tjrc!@y_|>UOU0a47wPWKh}pj; z(7YLdj1UjA{phm<)fjaspFc?D{X3+%2~53__;=5x_qrt#(6oE4u=QaLOoK`j_MiAM zxuQDnKN|9~*OXcCWgC4H8p(t#81S!tZ=s6~ocD^CV0kDClix{c^>p8#_jLP#DV~y4 z-S$ZZAu5+-Plew8X}O*kp>aK;js0}EFyp~y9Lrb;FX46{k8M#q1{UNOT%Q$e(8=B5 zC64??H66y-1~Vys%P|@vfeAlcB03*)4 z#G@&v^CzUcq^U%U8lCoq9Vq_X)a`)LBDV#Wd zt{Xe>2Xt01Qy&6)hqXz7ptZ{kX~C(;tVz5>+uqwao03nUqn*-Wmn$_8Rrl|{dn5iO zmbGlHdyPgtg}L--AcTR=dJ(>Ui4!H1b>L5ro$6V7jI0XohL6WT3)A~6?NbY zMGKGtQ^+q_Z=m(8Qw=8Hyd9YKXcg~%G-EaD-met7L>4=r^*R-m*yQB#TkwxF`m*0< zMIsU^5Q66y@5h_#eLKhUw7lnZf8NMaZDRZJPa)lJ>DrE`SSSQD;Cry<--LJLTIima z^TaK$>xQEQ(KMnMaICEE&{-pcj&l(aHwDwF@p}WWFj&!)jRv#!EcJenO9AP>$aKQ7 z=a&Slhn6^rz5-CG+x6TBWschiYsb*dcN`Dx?vAj{t^qKOHKIU!ws$|d&V+5A>cki#*LP-$fc@QNjzw4; z>iE7O0`0-E+M1r1w=Ju$(Ap6JJrj-~@x>A}%O6s9)SJ96XMyKC3ot-o)HxMdF9F48 zy4bF>3p@O5e^qU~QEo!UjO*dTo?}KH>yOW4P?pA=MWLKyW}~O=IXA0oAZWminXTA9 zDa6D{HZ8NrwQENZi9K`c-Xtn+SX^ulC=hz?07ET*CFVwdHj}i2T9*sFK=ij_aCrQ$i~Z%m zr>qt*etqjcSLqXM>R0~BG5vhrPd69%k6>blGO^G@?9b*Z#2}mm1GkfQbhxSRR!eiv zg~get-6VXL^ksZ|rErTeE+qDcaVh)5~r&Vk4!l1r66+??;2-yLH4#H!0 zf0T@HTVmo&h1h>m;E{)lg|yl^;DQdj+WYb_02RsMwY_tf2i&WZCq& ziSeTlt8B4N9;t-C+05B(&-HnlW{pvs&!>X2>+3Jsjea`I@KZjWn_Xxq1V#6ejCxAIUQ4Q#G7wr-}FIQiu40*b0?OdEH6vHcfO*Yj4&EnkjDT1kuk&gQ-+5YdN1{YC*mtZlw`qQ{2 zAb57hK}*DQ+guySgoh3X9;)z9?#p(0+fg5$`p?FYUK2;~;)$db1mI#f;Bkk(pjnal z94(Hmz2E`HXs8y;uFsK7E>$})+U#Wb8_=={NG%Cb5GQy8<;q{?G4NIedx~mQ);9`a05LHqHwL!sN!V-8 z4!!}npw!*4VV8zsy^mm8nTeGYJYUdU)@!S)`nL`ncEnF#T?3_{)hpc=37_if2yWMyUyoEQ8EsP?&I!F8DST%tK<7JRYy~J zqs`SR?28mQ#Rl`f)1+d_zcc!JAwP(|fnjT2#2zsqCt>qJ;n4QOdlERc4@OJjUY)zsBp8_NoB^zh#8P% zc!)0XS#U3+Dvlnec0-tN#cu&q#J%okwaH}1QM@=KB5Rf7vM?$jv+D0p7STJ+gwVxU$ zVfsBc9O_an9?MAxjx(Lzl9vw{bygC1Xj#^&0wtN(a^f!j@3()!o9uBY>A6ll$8m6p z(#gsA$fp#pa#=UwG4$=scvjbKd7-wN@>FaluD5-KF7LY2R#&!eFT1GnO zOWMtUR+oO*FS3syVRJx>Ml<3W|3>Zy^EXfB&{s29^?;EN+0V3<+{9d`ZgY zZMZ?da9tM1Qao+b zBCfw^yYGaICPE9~SVHz#H_wS)N8+B|h_mW*;+VLwzax62Je&Wfb@zH!vnB*y2fZ$I zct~RKQ$fDJx;N=aYq16sfwE8CPxJSB0xVUP*);33wE~vXeFbM;`#qJ6}oC^#c*O%rQ zc-+>KP$rX!Eiqb%!Vit^%zhF|=-rU)D%W~!OqG+04$!lDE;gaP~}ArT)_cFn+1}7_}E2&JjNoC*N``p&dOM z;^Sm5xclRghQuWi zEJrO9Dk8W^Zc}E=OHxiFox{HCqmIMd_60?!dAq3sK`G{QBGvbp943P(vm{*g2M63?9lVjy|MurJGOfY&r8Hv{V zx&>Bu1bXsJ!iSw_CBL%+If>xfqt8!gxSVRX)A^A9D6pS5e(=iI6>u&DzQQ?vJvGLO zZeKpe3Hz+<)Yh#0vqq>x$D%qzX;c92&YIE?3_inZH2NrgdyC@kLsx9{xSR6~ClLP~ z)Cv=Xn!PnZ0CtmvoM6a-X#l6^jmO*?BWL`F)2Htf;v`W{i8=SyPqB?=yFfvge!;hP9~b(Y49HbZ3`fs$5ZK^ zKd+&1BOL?V%damsHME4CH}_RGu-TdySxf?39F~Wd7Y%fYzAbJef*sPm929*1Svut_+u-}5n^h)z>+r&{&eh*kMlEr=pdAEsY0bRXBM@gOh zdSQN_^tlBTV123MYq!B0fPYC30fX!7&b~vv57Tr%`)RU&nsUMrSmAd!FO_`%)m!O& z33GuJr4~EN!DlvV_acF>^hVs^A6KT1$*=I;qK8ESY=xlia6E*tKU^mUJ5KJm2AMH3I>6y0;MDoDQkvJ$>I#^$wi%i_pjbR(5nx1pm57Z$#CCZlk7(F|scUXk zt<;HDZ7vkq@(R$#>Au}E0%3a&9O_6KY!>#-5KS+S<3Xdp&mEX+&c!Caj7Y9dxeJC1 zf?Pw_z|GMPcQ-XfzKx5EiId($2YGD2nfvdf=5z{@7VDD(t`F&%pU!cO(Ppi5VfWM-lEpP_xAOILA2ROCn}BWX+>D^1A?>-oAXRyIqsxz3 z{L1q*)pHgOL|_?FS^+ASs9L`Y$4e5`V4|~(ByBZybOZP5S~O-8S_BD)5#b_(M++hj z5!GPzR>IR+$01kYG8np~4$cxOy$$TSZFBnj<@Vv*a!8qzo7xlQLf2v9n^n+&k!_3` zSQEpSDnig_chykx^mY&vDnSpvuM$1hz|F2e$L#3JgqFazc=fUxu2FP3Wk z9>;!Q3=L*CNX1w_^_QOTt61(93>lS62}il=;HN^a8jvpp<;wMmDbd5eLxyx_Vzh=B zMIbN^k#`gUw#OirkFXJHD*MFvIro3IrrLMFf}YIEifEa!D5b{UZNBe9-T%%j7W*z% zr^cx*j14*J>30V6M(D`GeRB1mOce#K%{Fy))N#vLHeh-0P-_8iIS{{w}T%J4}GlSYx($X7)aIRW!#{rqN}QoyRzvr$(4@Frw4X`0^2C z@LYjv@8!wU^qrTEMSMY}Q7-|#iE%Ge=)Pp^%p;3{or)3z)w#!S1E+8FUmMJLCAKAj z)_b>wj|S|ov^`#4&emw;|Bm-tZz^Ked?rVJPKL|nOGVN8uH!^k;3bP9n}pfdLNus? z88=FApElCK!O(20od6BS=hR~F>G5%mB<^^(^G$5)$SluSiSA1JPDe8Tp}13Dn_o-z ziVhB+KZ;nKqmz2=k%$-MDsh1kgA?|Z8Mu9-nhVUJ-ytDXMCh8r7^8TJF$b9!L6w-P zaVvo~_jNX+mI}61@8qURxGPuOqVa*>JD0L1lwc(#qmRzbL2Mm=;shDxItPv3;^+6L zQ&gE2-N67-`GqWM}w-)UII8kJaSKiF>LEG z;LPbd;wX5)3<{%a(Eo0*w^V++{xoT%L(^B)WX?S%9EyiY4nOoU-FqtT)y5Ps2}Yh4Zclx$rdVF?(~Q1J-+uUp*?n@(0>Kiw(BuDuFGbhq=`W_i<0K@%@2w~vFO-~b zqN=;%o2t*Bv}3GMf)9U%pT^gW2o?5pvyx~(8niym{z4{~%{aa>OV=x-v^b%aH`+5AC1FX+_8)O-Gj8avdSEG3`mPo@bRS zycOjoj41kc@`Oh3#&hO4Qt4U8L`Ns7*+bVC^*C!iFFb=3B_s1?|cFcCPm zTcgB2{iDTvdYQ2b+5QqXeQ%X>mk=1pgJV8bI#S2m$faLdTf_){`CrAxcbu8|RC5|F ziGh_l&PdhWbb_L`MqjS6YkIqwk#v=*<=fvbacL)KSYc9OuQI&=H>3=aw0pD5spD2F z(EOKuF$#hia#3YXCwzn%Wd&R1my#tC_fiVI-^C3(Qs##1tm6N`!q9Q|1O?}G=TsM!*{`JRvx-Yy` zT<#BQ5rPFqMo_jWhwjdXx^;h#0?1y%NgAiG{YH5{mODy;XJ1!OqAiQ}p!Opru@n0; zM6;iCshR$nN0AXGa61uRA&a?Mw}fECCeU>>x0$)yORfEwNo@0wudIZLL)c(;GJF^? zGBUkqi{v3UG|qja3qvP#8OwuGsPAGspLfsE@#6RD+2cP{o97*HEyKUCvgkT_QOvV; z$C3l4m5>UeTv%kWDNA&}=Rtstr(UfSnz-4~rE83R%RBE7r#$M@z9bp!Y4AZo-R*la zUo#b|kb#4+S*n~D29M--)1PG<7M#|sJ75PB%~f;gQ?Abc9gcX&CA(ifceq6)XwrDgn^&r93?rV3qP;AqGEhJ)z9C_P($YOXA8&mn67@#%|!i zu{RTu=kre~5Uz|02G)!-4{;NAh>{O?`<`O~10r5egBt}yc7~$nX2)ayc;Ok~a;b1C zbk;T~lJF^gUlquYon|1XUCoG<& z={{{Ni?pQiYOEr?!o?_9cEghbC2F(}S0MM;+0#=OUd~5G5{U{5Z3p!`YFpgquWXw9 z1vnM5?ut&7&*-Jru`kZ20zJ1%VAj2GQDInjwF4h6V-C3;UQb$tp?FDF)ZYHLX0)G@ z;Bn#<(jxJ?Hx2eyZu%dsKYlBW5*>i-Gbq1?xGAah6=XY_!4oHh#wjMXsUR1qGkE-o z;3>;(TD}yxu!x=R>3Kcg>-IiZI`ud2-xUj+?pzci^;%o@@$HBy5zyrfE_iD>t7_#- z^m*N~X^1Db3`7-UA_nCm#0ysJRm5#HTYx{=H(}ZlPudwn;fGo}%~Et0Xvqf>4j5VZ zxke)dV1uH{Kw|qnEcl@+Iq)iKZ%EGyCP*p6 zbY)9CjvbHEYtKKFbQaIup~YzJnSESG68Y~HP5mTtZ|4LTaWn;Xwvbi00BtFN|hl7wVOuo1@jy_8fszRdQ> z3S!LTTsxW|Z#f`T1}ud9o28N>aQ>d%QgwrZmE#WjZ)f>W0f-f#j*eRU1{M%jvgunYV|PS+Y}n?pWB2TR<}l!*iD~E1=|L-a%){ zp$|BD(^AZlQnO|J0Sm(M32BppJ}gr=bev9tegY#@DW2$k+8P{0dIXQVdFxiG`)Ok8 z`S4{D=T4vMGb}K6IVAgK)!CqrfHh3CmzU;J0h|0z)7GP(mO=%yS9rF_3nK9E(q=hD zWX$DnK{z8}D9`Vm*b||vVQAppmJulT&jrL_*Fs%w<}%SmI=8g)9tOBz2Zt16K(j;! zTV$}Io8s|`9Rf4hv@dLq9Po340g7k>_(O2t-C0H)R0u$n=#voqjoE_A zn2zer1EGlsd0prJEh{d0)s?`z>VZX$c9HuLOlx>g4I#%POmSrL6vc0eR0xzf1@@oX ziRf%#^6`!I8(p9PD0AuLh)ZVEB=|r?oU?)HH%KM@Yc@>a!uiH4gxmm0RssZ>hIr|9r4wfPLRiL$s} zD|V*$H5PnSs$YTVojYJ!e~%&2uNfI2J9?>!!U2v52tTa#0@2~02(wn-S2kGe3V*hW znd-daKNF1R(o)^Pk~+tAs{$d{HD2D5u>M|vlCzZ3@Y5kN5CU-#dkHjBlGaW@UzQ5% zy^D_V8uutnPCnTYj6B4~#knNsjN_Wt^pz`8lnzw7bZOj`#@Qg+H@(2np-6j&fu3p1$SL zXX8xtx7qQbi~W|jzilz(w;6tW(5&@EFk#QKWr5M4Oe~ZhubBp!|kpRgj?th*omCvo8U>t1S8lA zW4*(c29OY8BNWqDfBV5#uC-Kt?FhILC5;;Fvm(WEf{>ZChp1PzfE^zjGR(A1K#H7K;pp0d;7{9iebbeE^kc-?zE1n=j zO!d_pQ5bpl|W|TMD*PZJIXc|2!=d9 zRlWusTg-Ub>#YiVE7}>@_1w}ZcjkF1!pBFC!k*fc6zSDCwh>TbkdLPKaCicg>1%Vi zar7EDt-pWM07q&8uPbS}O;591q&`QdaLZDK3DYh^lYFn^Z>7~6t-T|BDsKllCtTo! zi7?D!9j1)xZN{AiF}A#9kma6A(Di_j7UMlDG2}uN=c=Y!2Z+=v*NEMpEE#xtQgGQ_ zK286;+cUfVX#iCBa0zDG*xB$0oIfE9jeF2Q zU!jRyBEF)&^6wdRGk3mPZ1ffpo8{|#1l);_B-5$R%V3qG1W!X$0c83V4R|=ZWMU|} zNmSl<6(QDSlUQ=YC50C_a;nI2?g%N@H$_r=693Zz>`DpXZ0H;}C9I~)2S~JoX63on*pLy6-!^`t{P@QufOAW==(*Gd3r57{t?DnUD6gOYg-8_Gm&$>y^JW6#}%Ztve$tJBUcrt;Cw*KD;mM+{;sA62EvU@{j1EJSKlR5~#%ckI;^$@$I) zSjO&1V{N!X87wR+6j;>Apil9v2_yAx-EFS?d(TDfzCJ!amOkx=+?2~}O0P5iPIJ{z zkII8=+GmpFGSEn>5XaTPS8WH0`7QRFY1&yRX7Rdr0~L`36Fwj)zP7lSqQ)GnEWc}> zVDV^+PaJ1mQk1UfYskUWLh}*Hu`FCtahm{oEhw8|;@57{0mL(eF1d+FuB@(Tn6l!q z+MJG)K|Y024M}F$%9b<=q(tv=HqsZR7WEtk58KUmbhN|tQu;P!`4!^e<7m&hqb+*~ zZepP#^CF%T6=l>6kmgp!+jKY^w=ErvZl~4oI;}IJg*xyAtzw0qeZArwOYow3m+&;D zsg4d9uTkiQ5u(PkRKSqES^q@XEEIYa&Vfp0(kUa9kprc6>M(*OMz+*t~MNl!3Kb=slj`!YmY0>anc z?aG-$EEnF@rH25JJ?i|*MFK{&&3!!lWF=dPj#VC#L08t!o6$=->f>{(S4COA*LUOV za>D+D_$(p|uTYjd25H(c;$wuk>GT28&e{r4%^t-_I0=Dl7LJfknC5BA0D-AQs~#tI z{NeWv+sIV?n^zToa&rq!`73rl3fOMA3^AKvUC=cV)iT$r$$I0lWa%cL#aRV>yPPrq z8}y2mpX_MI!s*T!;FP8gjjAqDPO`#gj z&4(nA5sJ%B8^7f)1`q|*Gm9*6wiSJ8UjTZC!ZLe}cdU3Mykkok4 zOC+yCv&{j+6w z9_7C^s^AZ2=qtsAj&F#PAkoixdTJ@KfV2Jj?MLaS$*H%tqpHzIp==e=(exQpgw1;@ zvDjl|!6r1{#fxT#-tWm2Rayh0US6IG+UuOqeTMfI*E^Eb!VKqNJ~2~-85Zn7qrBii zoI>G6NV~a83)fh&aYValrf5 zt`Z{r#l}wYn$-B6ip%--4_4IY`$ET8H)$(|oC+CQA9nA$s~4Kg+1YY44Xxs&{Q(HX zk6}Em=wYcP)nNf{9kimp%i=M7DR)cjxt>HiCKhVqN}=_)--vx^e>r~S*Fo&e_ds!& zIwU9KbT5$0A%I#x7OW295c>5_konOD1v>N}uw6KaN{Z7c>s-O9buodeT#^Kl- z$Mvz`^z>wsfkp}|$xF;wz2Ez)yl3UMS1nmt6d9{(vCe-Y{5VhF`?u%Iw=3Dpw^SHj2IFlt zJVY|ayO(Iw8^});o5K+or6(6UmO+E-4{}gl#zlBZtu^$CH?vTub@Cz#Wig!dFI}z>mMHdN3R+pnOjvBbL=o`|?(v$wnC};SkPg@RMR8RJ$v%AsK~deXGP$}z z#?jFv`NHDzZI-I-K5{_@$AMQkw%7cRl}}Q|A*ObEtFE1O!!Asdm8pdS;#WaxuBSSM z`RNz{)pq~mrr*!NsiLE^h8KNVHmRSe*4|+!2MnORL|Xz*kiN8*ceh~3s8E(f8v_Lg zP+tCCOau^J)>Fe^^bVcNd}{ffso~M#sS$=1Nu-9I@EaSOoHKK2$ps>>4iyV(-C*`c zz=MOGBZ{HHB?_gaz)$mjMP!lw{SuE%i+atfb-<*%(Z0GDk+Apyj`khPca7}R-Qi%M z;%p)#`ccg$n9h`U7unR@)JDj?TRw{W| z`2A+SDs-9kPlZlLwnxA?P`J)NJN=;XrQ9LJ%#G-f7h~dwN;n)@0P5OT{A_HLu{e?Y z!ubUm`Jb5eOm_YZWihaF-{Pu5*X-&Yw|*Ct|jT*pbI&xA-r`kQ`D$xp!k`Q84ufkx<{}1*TAj;rV36=(fT_;LVj91Q8gbZa+TRXPB%)X$>X}oe7gD zDRg{`nxyuV_VSUjcte2E8}Sf$R-6*Go~R(@+(Ryg9h0C^Tqi)Jl>O-< zH1S0Py3h2l`H)zsn!PuaBy!2TjH|S(F<@w=whOwrNE|1b%9QQ`K2=0KW}h(2chGYg z3-!!+WQ#@%&UJrQsfJz@CTLIcdk)ey-Yvh#*birBvUcDDdLP=?!_xIov*%5hDC%09 z6Aq73_&M`5;H+Frq;0b-AF`ULA!0qLipoAEWez!w19t@tYRi^Owz$lH(7SZ|=_oy3 zULxf#&;1FOAf#p}x0u$)pYRMNS5p+N`Gk%h6mZ=xM`3awEd2^P;s(P^WOH0M$W3Op z7*B4yZ$mz?7&h8yNqah;Tz!_?RWQTkU%>NNc8=_2e~!|4^|E`;>GAqrT)q72b`v|Y z)_H#M>(UAcVyZ(xx6puo`Mf@pf-(|+?4!4ILHG+-friPY8)CdRa8zERK>wX`Gm#!< zj1;X8|79PO&F^KCLr=Hk<*HA_Crbnl=mnF4dTy^PpVyuZhb#%VLvBhN^VNcsjY`9r zvzi0}M*>&m(uAxw}dFZGHgt1frbrnCPUmrHp;$9Don z?e!ZLN`f%kKY%hZruJ@Kz79Zk@kxJ>$KZ9bIL7k%=BJhCi6gb>;o)IT=T%h^#L%2y zf(@fJ_qF- zmg9GIL#`6NY_VJDx7{T`SdeyZM&GrJ=g4p}+E{TimT06I+tj);q3j3-{# zKk|7I1$vGnC*BMX@1QKZ!M)VSQk@1crb zpx)A1=;$3bXdW;!%Rc`FCTPPee20Ia2v< zazzsWB*2q}Nf0Kc{D?0u!6;FLF`YTPUeNy+)1BLO0l)0RhA6J0H6t2yP+7!2mFx1` zSuOJNQCFJf<$1+v#fPUD_ne}RsdchBN5SZ6^!WB^`-2?*gakk_Wm}T8P^Iz(N}O1p zGE+C~;5boPvbEe_rsYfu1pO@Q=GTRMogsUo&$}V4O8>d`_@J>Duo;$S$ zaMa)pmUGL~QQ&x`^6%Z|W%pgRWqQksciu5CUFLs&$r8jdyBtpcN7GeCRn>LtO@ksO zDcyDG?hXk-8tInqZbX_xNOwp#M?ku}OAsU^rMv6y_m1%~27mdnS!>NXpZP@FMK^hF zz?EyRK(9v|xc+X8#>x<)6bM0YG1pQ0+FxmduPj7I3hA+1%yDRjA5>C6(FcTwaycXL zz>SRahT4KFBNEgCj-uvMu~f);i5u=^mA!Y2svy;&(I3iMB^eDhrINf)dY@c}<4@VL zi*Nhhs@N_4u>Mu4i^8|gSX7}^<+Giv{f?OUO>b#srSMLg*#zk0E4>kPze~NiEl)vH z>pkwO??OR37|hQKmlv!^sP@XYML|d?dV+#^C?v$PpC$mTug~l~w(x^Al9C!r^xp!} zD?NeFW6NPuv^nqPiYRkmL%uMXsd)~oDqAVq26TT<(B9nD7(J8k-06&CI9J4<(64ve zS>H5;oW@wUdXK*nCV0P<*8ff2_WIHsZ}jZ5#s+v6k|d{V@m6F}Q$7%Bj=u!2`>$M? zyiR*~btDnncQtfB04a)xo}##zuoG&^6itNWd>j*5QSkTv#B_Zz#8tC)m01F3hO0;^ z@jW!?(`SdHjF)we(+ z+2iHC!2cpd$hSTS4Y4F@WOf9ViOPFp#L4Mi#o0}ymiRVt63&y@aIhGAPp)L|O4!_%Js2j9@JYvpD_PND?k zSa~ez@qO8X;5nXyh|4b9vpA#7FcZx+sU(X)(P3QR)xX}GM$gnVazbyI9h^&vB!o5r^XQ?c7!-X{5FrP+-&{~+pzuOAkop`gu$8@*^T00 z?#D`u>Bpcu_u;N+F_b%Xzh91j&YoNBf7{hLn9f^|#+6t9X%#P7AJsu*M^BwnW)VP) zhek*h1Gm!BP@GRwN3krwH?6edo_~_Rij9rU ztK6F4jh_AFWGPfLsd@80;mdJ+%&}>V8ul3lpMaz)Humy`kE>StCnBOc2dIsJ6F*&P zm+36>yc;~A0Rqkl+uj>8Q>XNJ;C zcO5K%rh;O2b@5M~M=!KU(NbIX`+fOm0k=2)cBz%WXTNDGPhNmt+D(Q5+egJIP#tb= z$K%UM0~g-1vN7B1Ew}G}2!vKy)Zxwu0f(oWBG+-YEC#|4({dNp{K<5I?S1Bnvu%?CPDh<;(}a+}vC2Og zl4B6KKMu-Du60JnlSk(WdHU$A+P3?KG8GpR@)oJ4zEY_XJxprufGNTm59XvOH3lI% z*IZ!)^?WQ(<#n`Wz@7Jk{5cR|wW=keEQJn_bqu0L|4Az=88FYWsNFuKCUC=gtnaGl zb=oh{{sx5yel&U_9Hy4`oZ*5Fv+4SLwoQjw_FbZuW_-qo9%_wgSB-~M7D8X z!PfS;!Sy8e6t)=bM&>Zgkh1v|@tWdSD+uNAERUCIX%SJg^csVq*UeAY%i(WHTQ;FW ze(HYrmwThBY^fIB%Z>Im9rxwM)=euO%Lbk+Jk~SDnpN0`E}`JZIN66V6~D#z?q!dn zt!iZY8ve>ti0tE=%>K`&PBy2w#@Yjyc(St}r)!wBHCD)FH8!Yl^k%XOOiunmim5ji zE2r^h_gLRS6@?WT;Gn(O3B<)i78K^(scI3!!m_0=cIbCS#xYc!+H;4ES-ced^W*Gy~{ z^1+!zo>#6Fseu!(oQ$)}xPA)s`n$JlbTW+V1vTIf9C))}$Q?Mr4XhJFE-D?GMQ95v zgHx54GXaw|pS5U)FZRC`OwPW$3DYD^HlKKH9g$|2@2O6xgE4~sr1LzwheW(T&UujhqmaE*nb2 z1GgtaC%$(LH$mH~46o2%H(J;fwFcaMmJxK`u^#kE%BZGyQsR%$xQ2o@1HJn?krY(t z0`uV8@*;`+NbJ})Ju_49eX*mQ$@^x|C-9)ENvp>24M3mmHlxh963T%b1jckefmwzv zcRQIZqb<8Rz7Alb*2iO)Eiez$U-L3ych&DS-zrm25D>@u`FcWhd(`MwgS-C5<_2{< zN$HiU5vh4C)YG1=&Pd0HsPr>pDx+~@lX}5Ane^zR#}t);TN3Ct5~9WH|ZSz>)#8%0&5Y@;G?vGQ8?A|lq|JlIWgbU zvT(-*`yW+>@ljFX`jg<1?&RK7izOFL>wdZDC7$HJ(mB;H#}^+~9~8AYJ0xFwo_Es0 zF#oDHWrs*{iVlF7*3)WuP9bWcG;MWyOhrkaR|b|3SkI>xXW;xl%-P*7Wkr3{Bd~klmoDDm+FbY`^+<{3oF?@ zvd<=!S)siwdAV3WA@}*kZcj5J{|Y;(v*U7yrRn+c=Y15X?g{A6g+>|NKr-pp2CW{8 z4h$q9L@u%Y$Pgt>B=eR*7YVo#dn5sp+=vu;ssp8 zaz(Be&4~FNNGvUOz}OT7AYb+0{Xxx*vU6^KG(q6T+gu)rOl{#wI$m^*y z@bq9O1*6Y7f`Db&7lafI0*$_STf=euh)d=P=KF7@4H}6qO-G0F-^)G5eOexzw z&gr=%s-tNVXE`Wj-X;&n_%!lA%P};S`sTl>QYkb1d7cf&(+uzE5qHHkdZGkN$!zg2 zINCWvufHGJHGtB}D#n9%#U|1M<(-BU+U|?7M1yUZqhd3)v21 z5jYNP6OZw4lAy)Ntq)>!E-tEglS*@vwQuemJRe=`+OJH17MiHMAHLX8I$}%@JBs@A zxszII4Wj258hNhF6XdvT-~hlYvZ7EmeCp768$p5j86^VQA8zPq`Z~rM zqg-~LOIu6U-)wKV8@_xxm6;Aw`!p7^OXhi45KqGtri@w@IlBG%z1mdePUR;~60y7Z zZhji}kghN!d?19iQWOzqa-v2tU@GZ|k!U!A|9gE9*jyLvVGA!*O5#b`c5|A3&E6LG9AumCNEDQR&u*;(f$ zQE?z5C`r&nB$;>~TC-TE*ziNXl%OOq|MTgicDr4vecX7dvzEoeW!9>6S}`nS&K$2c z>U^dk_Vo00Tyr6(*XTE&e9O6rqWl z?L5_?Q<5s`io1?vj~4_rEviihVsC6rIe$2*F?E$_bUTqsTI6gK(S2in-r!Tg5Qupo z_Xee=Y|!BllLLDJcN+^`rhq0-d?DQMZU$_8WD#^J_ycUw8r_y{hXaQ1W>R7-2sD{& zB9~LSH)6!&RR%XAkB@tnH{Krmxp2CtWgPVjTUT|%ug5YVh z<>h(YSsfHx{Lvf8L8C}ubUFNbQmBC!J1WXd!!!*06K|F2e9Co0ric3v&v^}+l(8BW z`kQJorDc|XAWi}wovK`cs<7HHIlTB_9e{@yRg%v(75g1EEv1~%v9rl}yKE4?01(g9 zA8iy_DXOZvbDa=yUqM;6&PUNl@q$BzYmg`PJ- z)sw?CM*q^%?m|WQ$<}w$8ouP+hYt-=Eu~m$;|x zmHEt8pYv}A^Y{_SrztPydQEM4}`~S6g}j zK#Cd|3cDQF&atTZc{|3;Dhkt4L&_oOhkN0KN6vr7aSqfdv=$W>ptL)lbB)r>?pk|V z(p(6*!l+0pu|cbYxRX-Q;J*nxV$OvbfZN7UW6P;&%U%z@hOL&Uft;{kB`=pQQf9=G zpZAj@2@IVEl7<`RIlQ00f9KaiIu$M7+roWIEzJNH_yn^@D!&+P$~linlh*QW;OkPT za3C(uV6VBS_OM%9eAj?Ev^!qCs?tZ;0WMQOJR10u1 zM^pF@@J%MZ4q-2H&^E-AHksbipeSfA6}kT6^&|4u}6A7vN#3 z!4}h@>!Fw*faw2pdhsk#O2>)rkLovlv7}z!j@YQFso`NE{#xK`tIr`@$IX*zno93x+((U*pb_5YjKwfZmB~n$?T8Pi-D2&y2Zj^xs=m-r(9MJOaA8EaStwmm zk8g{j%!=rDUBfAef{B_SiJf|4bwOP<$Lz1wi}9EHy7K*q&7f~VJ{i?(;O6U2@~oU$ z6c4YtERy3>NA=o|i(SavNH5dBhxwB6CHuX!M(hNfy?dh1KBB#BRJ)fEDdp2&g>a8x1gEvc=^lLz> zFc6mtNH9Ymq)jpnm6kvR6hydBm+8p>`2th`gHl`qwdLY2-U&=c`p#D9{!-8(ajSXy z$bfI}99ac*%8r`VWZxane*Smj@HEUu?r(L4KiDXpAa>Pf!Kd&05khvvN|e--g%)X& zjEI>T;?UXIy6n;>CU&#r-x-*3sd>fMsefiyH$s9Ir`oqn}2T}1oh{AGPz)1)~u50{X_fyi~V2!EM?8q^5) zrTv(`SN&|WZ%{)n@9MD87uj!G*WB#Q-AW>0u6a=v8w*UOCNH7%0zJ+8l#p8W3R4LS zRLmY1G~o7^mrA2kp2?-T&p0x)o0YQo$XPA^0=LM`R*wvr`75QdK_eNmolxM=wEF|C zoAK@_?h^za-JO^Hcz6fJ{!pw*j!~7fUGP`Rf*@Ca>PtsaMIrOMScopa+1X=v6~1Cv zp>A~-2b`7~07e!6I^3g75`DTU>XfF_ zPM#`o3~=1*^)zHapP323PD%hIQo>QJk6;W^6K6gh(^yK6ah6~ZK$<>Q3bp?{0&X4!S^aMs*F4;J<8dVuXxP!+?HMdVtjqbP zU1iN_g;r)o64mk-A{S3FwW*>Oj~yFLZ8X7z*Tu@4ykrW)=?C7Tykx+5xF8)czO7OX ztz%yoiR=3Nd2xvhj<9NRdF!V*$Aab@c*=y6@2Blwg0Y8plQfu)y)<~Tj}y^=E6r)+ z*7E(vhv#aC(JR4aa85jBgb&)V?u-xKf5&KX;=ev@mNHRYS?1&Dc@qgMAM6rbT1>Rv z|HvMqBOeiwwbnCME3$G;GU$qW_4babV5Yuo&m{@xP(`8%vhcRKJvKre8yi=>X{9=Z z^~{bbTi9Rb9p$O;6hxbcCr&j*LQbWEn{oh!WklW4x%vKstQ zdLOv#n_h(N{?tE!3+|zxA$kbC;srZll3ha!otrzhh|51_;)I<2+vrjd*IWViTR)%|g%V9&km zgJ#;SyGY(9Cg@yB?C2}Lpd3MSFBekaJhO7$)Y<8OwJX}}_Q62kR0jG<>!h7%eR`I% zy59q@7mQ@tgl4=P8m;9ikjbcnA_a_jkS=7FI(~&Z4?yK3YNAw-358~Lw8C`oEKzuMNT1}v+(iVM%Z}T-3&TL$?0noV&N2$h zjgJOM3Zm}UjNkUl@0++GzC)XW(6{T+G;t>-HI^eDv0to^X0`# zV&{b>xm0Midu}Hal!jeMxE?R=C3j;OW5tRnsK!7}Y!EC1tGbYVl+hI2<%qEK5lff_f4;x^Rcq@31^B!Z)1H;7s!M&%Po~Z_1`7&Ls;b=e@2KUla#OiZokKgR>TZ7^1G=a zcXh}6E`P$K!U!sL*OT7jyP|8ccAL|NtVCX_y>>mUj>N?wV zKPee3vxlJ9yW`mb@krNIo?<#626R0!7P=p`P0uQD{EyPXJJ^gcCMv9OU-s^DZbH!d zFN-JVLv}0#ou62=W&2$teJ#V7Phqpw0Kxc^y}zA8d6YV0UfoPr-UPmU@|3Z z*Rlx(QtxtlgI3KNa*&gkI0F)wJcfG1&;6%yykthve)T5L_-^QTHCcNkRdi5d$7bNY zYU^0d!bn@Iv@SzI#^auMSsy)FS*GO4Ojo4(*2G}>a4j1PXUI!18W~+hAg!OD#-)7E zZEMc$^9j7mCG{BzJVFMwQl|dH0Xb-oAVj`c*NSBK4c-ajd)J?Pdp=KaNs0{s>VjL& z1`BU^4NNJ(?up-Q0K`FM4-X;tzgov&thBM?Ab9%NL5E_AHOd^7!km;co<(SU%SVbm zi_KA(=DngIEqU{Jd%*W{>Pg&m7}hcP-q1?I5#0 zDWne;c7*SC5I@}(a*U;Lp!Rnp_+ zWbf{X`f(#&LuZU(XXn@BxqzC$GVj$!h56AM1rx-XGJ%U^;fFygP?Xd?MD8sClNGN1 zZ#0A!SmVSTLL{{w69Y1J7BgT{E<Ltm2%lo5IjwSUR z-SVuq+9|0_h!1r}M(7^!iG=LZo5v=t7HY!snPR0Ts^;*{74pueGUgN_0!K*H1RGtt-goXhnN zU-?6ObCo&=iKOvT5?W{HLu>KG>+Kv+xy*g^K<53NKj`b5 zL%)##8pl0OX2C*Ch;)r*zI{|Kft8|YI{Rbs|8kTT4vpuOq_{Yw_-)ni1jw@f&bxzq z$#+}txIW3vOU3Ak~S(?$kBuD=CAmGDhg+;ZrCBXK3%nqfU01>MC%O}jU={g8{9 z?O{yeMMWWBq^4oFq517wIFG;Ay21iiJJ%oP-N*v3c>wV`n#3M3)K`@sBge|7h~CKS zA`7P7XC9E`xq*!_c>%0@qf{O{lUS{%fD^KmoTq&EsZLBGCkn7&=pLZ#z7Hbv3FE1c zZzlM!7HbSW-!ow&1*MJcYF4ywDXAbm>MO`Asl#!P#*PTf{#)-=MMq(v8I7mj!S;DU zP^s~;C9Nfiq6^yYuKQeedZStKvYRv5d3}lvw~+6leV~qqJ{l4(3!#%fh7UbFnDVDjiy7X5ah?D#7)zuvehO#<8(w zy5?>SJ~*V7T2BMmeLt~`=7sFJS2$SwgxKzlu-i6&uiCoAjg^+U*A{!Ww33@VE^d^D z2-|-mwfs4exQ9(u`&sL&4%9t*EjEJm`f`6%XK{7tfdU;(7VB+#$Q}`N`GjWx-H_Yy zzQB7H#a`**{B~pJXE4`9BT>!A*`sf-pSh^fG|MwTJO41dy?=ogP0uJgm!`qH8= zyJK0R))U|J6&d8d^uZKMiWZKCKc|=pI!JHfvt%{fo!J3SBA=%0=iN~AIVUHSE`oi3 zp-d-gx{oG%(Lw5gcqrNmQsMXIYB`+z?rX097zR;)DG(J)isdR{3aC$c0?Qe*aDW+& zGo+V7vg<11$cNNhM4hulOM29t%S!VtU=BqJ0zJ-Oj;?Mb*zP{w82S-~AaMa*Y`mjP zJMrXrr~!uh^5$?|uI&dM*M$wl9zYN1EIQ*S(f&k_Y5#l4>7c0-wIeZW(;aW1C+KE= z8e;X68CY8o-7tOI#J4Wir-z#FIwAZwi%W$87q_?GrhEp(QSJ4bvQ2K@lVL#RxHD@B zF-zbu|I5=gla6yTxNIVB`iKhlJCF5uI*=53#P!vpB>Y!j6J8+PY8(~0QkSLZa4JQRKE^nUx6=PW^6;NvS>Vy=~_&6eu5X3N|rY|uc# zxs|7hiA;eeM4O9+2qS29ZRKf1aq@mp@4(~GA>V){Vv~V#y%{y%amA}Ski&@(F6c-? zm<&@ZH9udjPM_+vo%F_k&GXawYRTt(l>Vpc&7^W#o6l!nTeoHeP9$r(Q_Hwbf=pN& zNTN7^JPk$mLQ^9F&nP%C4FCOoVfj|!bur2uLQr`ccc5v=39L@BDDgzfoRIDvsXabD zFUddQ!$VK#=A%_ope+h#;$BR13#Iy$T>^0yDE$0`LV}a)`m|n|*&RhomrQeeKHD z+2GNO(f69+>CqL|{9-T}VP8hg7Ad4e|gyF}@ZA`TqUkTA665s!V#KE8T zV%VTT3dM6hr1DgO1?sx^Df*3u6KhIDfNA6WjH~=qZpjBF$W8F*C2`!+*4FlBjUp4= z*71`ZW0u4jr}p+Vy&()E3IMWch`79546e3X_9a@45rs!}pjL0+E$5e$vfOn>ZDTjnjU`#Xfa$>Og9XJx8A?U5jX2 zZh_xY(YB-2+yy;{x7p*O5qV!Hg4ijH1p(Mmswu>6^hjdb_`5!875}svmt*T3n; zSXu%1=Y0qY0x9ix2ioB@*Z@rqhh5EQA8ays@<D$2m=Y&s zPFv<}zQ050GaN;z>`UJ1S1oWpx7j`%EHWcM(Ai$4Z3c__#8383O*24s6}z2cTvj=bAs>C4E(o| z2FY4~mY8dxyxX@s{OI9^8;)aPqX?l-YQ^mrAL_?|IL%)**YWPAB#7L7;mBXCHgX zk?aQFPZnoNtfEdhitaPzMO@P_7O;OdLoDU{WgyxT9p>0RN>!2RVA#M^h(qDE6`307 zexjZ+?OTAD)4D$cdp;Vuz?SqLFUF-S>7{0UKvyIIbU=nwKyW}|u`wHF;B+tggVAa1 zZdWH18q!f!wcfOvE&v87u(XzGEiwBj!MPy;6Q4S^s2$r8y80sDJ{f(|(+mGGpr@y2 zvIcbq`G-=2acdZBMu$d4DVs=St~-R>6_S5`nK6Z#2^cEj(~#XXskotid?Uv}s$k+G zh+`KRAE1`-MF0son|j5CQC#x}WP~Dg3REg6gi*UFF)>|>k!(;>lHusbc_qDTtoR32 ze9uV}GvlL;UXowZXRLw!Rt$tdGMjj&^!fVKA_#(gG#J%JOEXoQAAcf6?Ufb7s@iMK z6$B#!-Pk$^hKY@t6%w6RcnI`8$B}4dUcaY;Ip%-Mea8BU5ptAR-~dyq>5A%dy?MUO z4D{PM3G^}1G*g#@U>ksR$19^YCk2Dp&h{~Iiraoe--BWlf&qBXpFfR$OsI)P7?9s0 zLLXA;XYy>-O)!&$uh6Yl9C8|2R|a$LIEy$~(-Q-1eZwuASvjsdcNmfSYhSk@03c)U z%j3Jvn2Tv@FNA=V7Wb3(o7J+C96_^z^@04C*V8P6F2cbU*GA`@5ZC{N8)M!jRfe5K z6(#IN)%QOOcbpTGG{>@RkSw}F{WMjwW6C4K_Y*?z{VR8e}lH50ItIG6$iY&BTbIukh`pb{@gZuW=>TA*0f(t24Z( z`Zk&M5T$qVuh((F;)=*#C0re9U{KU%c}KSUM2ZOcq6-9DAf|xYCJ;_2nW!L*Z9F)x zrYgcp_Qv0QJz?14JX&q_a*jOiekGQu7Wog;u_MRqw^sy@U6V-3c=?;3PU0K7!Df&J z>QIb~;-_o(FYF`)K#ycszJ{0=`{^qyogLR)(M|BTFz}u%qO)i_WqSG8=n;&)!@@s3 zHE0i3{f2r3lIp@-<-aY`N^_Co7mn!Y;>>yDlZ(N8u5xnPz;%>cj+r#nguOUvk(Gxe z6)Orm!zlGt+fTbJXQ+5c6IPDbMkGjt8qeT4SVtBva+@#LtZ6$}Ff%JOAxutA{_nGT z?`C_(?{{Dyp67249$=`ciCUX(e~za)WZi%k3#{q&!}L z1S5O8Qx?AIq;jk%FSi*&E|A z>eadzBBe(0F+z$W$wEa<%nnaQt2sCt-6($rS?}^;`^<&GulX>fQ$lT71ujxCMdj*A z8E{a-5Ek+kuo>F_wawmZ{u7bpqK(E9Y~ZX9bXfW4EK*<68VVE@Zgj`;L|REvm85@= zYT_)k3=L3H$glWJfk>Hv0H)@!thMco&5B-^5NI7)+bQ-@f!DchBay3@k_ccAiSJ55 zFR3s_Ja{hw%yTp|7BUpO4t3Sbm0Gr-=6B&8${YQ<{f21+N*aZb7aEH3^8d45t3mKi(tO)HHiyBE8r@cbR5s8n#Izl)MIHm;i*@6{-man8Q&J&{!-*Fz(3ikU#8|WfJ~pUVx)V|5 zYpyR`DxIe-)!>k)J4?UfbR^S384E~K>CGKg7hoT9gZH^%=SSk-p&m-n6nF+O`N%>u zrXofmRwT-y89P#F?%xz$ zIk+|My96p-`z{_z%j$%2XvW3E(*DN;OLmKg}xn%)h( zSce6%zmf^w?y8HXy-FcprGLLMEyq?*%0`AmM~85I{2G!XP$|^sfi}4j*wML{*|e&R zD&s=P4;OJ@vo96b`H%mY&#{dpXg>u3NG>d8Ad=VnU^`JtSh)YQ4_!V{AMB*wVg|g# z1_so+s=S_b{#G(KKbe+MH?nMS9(U##sy*# z*N3_=%UG9G%+&8=4S0}o7eA5dFJ?e2_mclm5U9}& zohe5hM6w?_&K(YPdQ^JGZjulf8azIP@VccUU-2^#eenEPqdfFBkJx-1DFn%cKX87&%W2z=G?@56{RRjSLv_z+RKO9HiWH$|# z%<{cj^y>FXqxs^DTRhPcpN%z%NAn_r;DD)sCWHZ?s|RZaCp>!FYgy=3$}XI^wwCwl zbSKdBv%te~mV!|lmfd-KG~4-!|KtUBvkm8>X>q;V@if0WZ_sYJhDIZflTz!5joLcI zKou3jA0im_Z>Y4>B+XgF4H1_}LjzF)-$D-U0Vf3u9?hK6*XN{q|C3SsQ@d|qVB7u& ztD?PXc-e=?c};)EcI}!~m(CNRHGy&(NJdJz4AwL*UgK_7n*(3}oYBi)69u9&MNP;b z04Hiz2{ghN_Wf-&nJ8s4X;qf?DLIE=WU*DG+d%T~O$0uoA^%w#5 z&wXrH}54vi{7v|H!GgG7P^Tv2H<5f%RT=~ zRgEeUSFz`_|J;m+F4K$5UT1l!F>8i2dItIk5mB$BCLq#kWd7Rlmq_Vrb-dp(%JF%c z-d)|_8|UULfeM;F=U-SQ+plryFBeIC^>C58?22@6P=)lyTSWHV6vLQTbrzOW?X4Yj z+WvJFOPo#o#q#>FB{1$nI=NOsy5mcwI=gsrzD5v|pt*&HK}mxK`?PU#jms&+jHiCH zx;PonXV-ge9-K*7Bl?uzv*pQXVMl{j7&J_tQbE+ESKaAi+wz$|l%fDNiY9^trR(ay zq_iWCZMSikiq(HjY(IW|RV;38sNn}G{^NtVA5%itr@TbDNNUUllj=*ESTk02W)E{5 zd}Vq){6>Ja5|j5zZ&<&{{?ibHIzO)Dy;AH-HS{Ti!Cb-K-*%yz^!?@Y`6yfG*#I#B z1u3?U0T-DhgK#?a=EHS^WWGlY3rmep6-H0{C}OwWge88`SSd&{TP%||M8xlRXN+q< zeHGpaved1vQD~z%|7vu>BO`xY+|K$QlgyHe6(i_FqMxmS@qBXPQ`ruSW1viwN3t;< zkX`IPB{^z?sfNuhZ`C2Sy4U8t#(RSjik_U|DK+c_j&Y}d9^YU2lB%-w zNvY{^{z;yNWz1t~I^O+ma(L+N^;~)RZk7p9{hiuQ&AQlA$&zFoO@bgRIYtc^ejr84|2sjn~*fTe!RUL5C z^<~#Nlw?Ya6!SVb(LykX>FngG9TkTXOotVOZ3o5!Ih#LitDASg_iee&`vNv8D%2N@ zlE*NjscpbxHgJsJSD1GGHv|j(6E_2mW5l*i_WG@iT=BLJHvA4CL!qSch?lbjbQ^hV z(p-hy*>OAt4N?E$(Rr{lqNRjKPh*?s-Qnn!MCv?rScsXa&HkkH+fAf=8SkSeG=AWx zV1+t? zH|U9s6f0Q^UH|)9Pot_OU<;2~*!(uJff~te_cFE}srNdpGyUsIO?s7kzPVT1wJ0=@ zU*m7S*Q_$1z{CTCHnLKW6TcrQYINy!u?#118QLq!eZJj{>%5o{T5fX86?EU%DfV-l zQX^Q(`K1uXHD}UspRF7xTIc60=jdd5~J7{$cT|fO|^>oJC z1)(M(wQ;m+K{kF4p7qQ&eMnNai3nYb_U>RqjBBENx5UL(4KKd&hEO;m0!Na;bbpDN zc_F9H+*#GQOoo@Q7{qCdwd^Nx-Ijl}>&UAid&9+ayF4ZSUCfzuHSeAa`zK2EXp>)K zyfwlL%%084a1kZHZ0Cx3_gm~bI-Vrcn5fyl9dvEnEl~{Hg$<+$7M6vjXN#!o5%V^H zk_tyYI~z>Hdi{5GG}yFWtjyc%t*jq;sS zLKM@@pQ|YmOi?N8?VZ32`@jw`ilw^cyoVz5J>zJK{p^`}un~X5$kHYN-YNGdd<&)Z zX5|wH-DVpD$2DDF zI@n+o_^T|Ya~AjfPh59Iy$F~hPvJu3$baQ&46#q<8jM!22{e<%T)WF!W9d<;PCq() zNJfO`r%o|(6+zDPC~snktlgY(8)is%7(t%jR;LA^4kK;^Ut$ ze|N*`S5!ng&vQ_6I_~Z(=o@(~d0wM)Wo~Hdl4$p7AYq96P+$TZ)t)*~ltHVIKsc&N z@L6j9A78fDTcfk8~hOb9=?MPC1NSYh;$~G3pEeDwvLKN>CX(Ypy ztV{P2!GK9Dw+!~6JhAMD8NLAh88<5Cc--RDG<&MqaryqVwklfp{!}rM6sHW1MjO3> z3u_1sEwa!%I+f3GU3RvfbU{|(QVM#rhPM@(5-QzGbB?OWSPW4bM!7>fuL!HZyg~H% z@^&c$BYlRQQnvx;vr{VJ2Tg;!Utz?K?Kdmqq#e5pv;_oNt}_Izg6bb>017Pc2@n6# ztBQ)=mu|D}5TrQa^C5ZJbKy?6y_q7#ROn-`9LKg)U*I3Fo0UNCS0pN??@_6Q7uX1% zyPxZ<)xU3d~7PP zQ}&vVCgjAP&S?Ks%V?*n0fimpQNpRHquwixB7rpA72;paAl20mAxHOm4~i=S{%LY_ z7k=;BHc;QoZk5H>?MTZnxWg3SE^<(Zd&W|32XZ7^%!@ZhR$I@ATw1D@bC}RzdYiJk z6(hwwvquwq!jy07+T~8*Q01jGj)xzzo6qOop-eLKd9bu^iE%5_D-hZcBC?OHh&;WV z88r!e4aQkE&4uIDc?fk8YB?xleoh(sHcs4RcvH9>_QL?~kLyeQ%S|@hM4E`bIP8~) z1!nH*WjE7hoEZr@UHK_@%lQa%_;bL;INuF<7fL>V(A~xE$=w>GdU4<8nQ0wAx1F21 zsNgBX@-L%;q!5!l^Y+so+Z&Nfh*z-mLBx0V{X+eJ|Mp+58$es#Z-MT9DKQN5Y96Gx z>PSH?;E?@jz-Sl~GEMpBB`9rIU8@if)ozRmqmJ~WaDM=)t4lmD-Uq~v_TrSp=%qE$ z{x|!I7->AeuhO@@WM=b|zMB87-HUyg3^^f(pQNQ$(1O`5XiJM?M`!H8sdg6p!tc5O zXbuVhw?P>eq-E1`w?jAcIRVl5hq8^3DG&XXfz>lOI-PI4hoOM{xD%1bf$#a%3K+|Hab0JGo&iv!E zlt?`(aABTV5P&Y747F>vYmOSC58K05%9tYDO4bpT+Ia6I>`ICY%RBtOiAivqQMtl* zh0k|ojYw1cibE5gQZbdpeODxq^wK0n!oPSs-ApBO#%C`*`i3pH$s~3z=U}15XoG&BVqhIDwu8c) zY6gusZ#GNn8>$L(or&xS9GYg;DG#?R<;*s9hhK$rSD$t82MQ*|@

2jtY+3cE3!z zfVW$!p4~<>!#|(7q~>VIC+X_)J9)t6|Iu_6Tv2xIdI;&3?v(ECZjdfXr8}h?q@}w< zx(5O2W@tpD9J;$Z&+~q3oj)+FS;OA@zOT%3gm!@V%nyIKPl>g)m4@v7ioTgqyh+mE z5Bn{XxkNghcA_$R%$}*C6T`GQ1x5)wc$6K$;E~77$xnt~t@z{F;bw^-BmKv3jM*i8 z5Vz4x062Re?Y|0Dd4`=lGPha=x-Y!XE=zGq9YkE>S0eltqN&)i#jX}~tEG&YtzZ3@ zFZg@cH<-y}`23|^uez=!VDyQXLWYC4@}bo0++A~i9nTZTp%c^s^WETEE$pht0VhV% z|F=%+?JWwur)jqP`wuD%__1VUWae3y*dYhr%&k^RKykfANR#N}USvLu#9?+6Ees`A zqC>yLbVts=HItr`5ov37V9`ux`**CWpOX-VM;INb>6ICb8TLlPB8Nk4x( z9)+;CA9GuK?S1d%w)zV_nK%SR6nhOcICoqnMUn?`X0T&pOt5e_p-I7hI*hY@&)#`n z)9IwMvRF^=>~P46B}HsL_WSW^j6JtCaA01?p6^RxB>Jf|5Ao}bTDQi^K3On}E)pf| zwDnafiBlV5c%n>9#b?mqoq^cP>F%xY=?gT2O^`r3dA#}OB{2jsdQ#YzcZC+*j=B;? z5dCAn{lKO)tLekEL;Ux;wnx#%##RZ&*hpISx9J2C#C})w+O)q_Kd=k{=-`PwaCbZ- zP=q*HDWa*e)!W4pX#lwQbDmqDS068*q@ZS1)zF>tbV7v#(0S4hVK> zfb*+^7r+R1>=;;^RUwcVUkpe7Fel$q-VENsN26~%%ZXF7)olVz*s5yl^*Y-J*-Cqn z!%vI89Zt3`Z($@0@jKZC9WLqhca9m3+B4FC!BT`@H9?eQ*%GGc@ zY}|W9jRx)ijW}$two<|m{yj2rA`RB($W-PK^P^6(P z&C;#^4Q1xLJPXB@V;-H32RKwVQKLOw=2@Q?rELR1iFhtD>>1<_&{)%7_cg1XjjYDm zxiRx~vyP-&_X-tmk7r&o}o%^71(CC*Cn{boIQa^ zAxjCTv1&_Ix1p!^F(V7|c=t&GcWoJ~q$7A)j(TG`@yHR%>|(+O1xR2tts|WQ!h=yD1+0wFg7KT*FrjyTlqOsKO5j3C zeRs>_UC(nMSMe>uWb%%~(IhX#j&5Nv*h>f{u1Jh2l5WPsfBc4bmJ^L+v4kM+9E3JY z%m9sRYzdb#Hl&!F+kB`ggu+4;sWBy(NeVhPdsU+Y_~E(paX;yL`g76jajqoNQYiGZ>1D zqcl1tXool^rs`e~w4gk*C!4GbYeQ+q8`; z$*c)`b8TxyrXS)}384?O9Al)0>)#aLd)g)B!~+}ni2E!tWP3#x$$*2m+27oG)Pt~;7`JRLOHt>!XA16^=U7V%q%;N97JtW2*H}RewwQe=V&U^-{U=C$3r8bfv*Sq2{ zYk8b#vI9+~s=t2=WLsBSh213cVS|s_(Gq25ZfpxX)R2%flbdb!IgAq$jcL8p>-Ddo z!W7V-ZE)ce`GOaK`daMp+^4SxJ|8P|#oK+ZzrC*0s=aDZk1cBDBO)wF1cIBiz+!Ez zSBDSoFc!?y#79+xg*YxRV}Oc`nNgGocm4qH#k+V^JCO0xW!&yRCeHunHEjRiFrBv9 zeH7r%y9x;nCSJC2aR0{nepx3wJWQvhfiwv*6%e<6TWbjBwLgj%H;R@?^Ny!kObHkR zQQ~2fLVXLKy2WMQ$su`+$5!J&lGu&ioV3g@33?vg>(o&Ya$P2h^n!MZd$Z)Yjf3YZ zJI~IZ<}RHU*Hl%gRZf!f_zu>lKsvvNDJD!%MYv+s`@Wo z<+^^hEU@R)F){W$?c6!v@2pI-2Bl=N1-HvwGn;m<|D=n3Lj7P_!}}q^=j|mQ?Fq(m zF}c}20x`6KB^+0B(?@Du%c>)A$xXTJ$x7b!Q&%pE-k$IBLY4uC=PM`ciPxu3 zn!-YUS>`Dla$)iBC^ZUxlCsmf)?z#T?MXUS2W=Mazns0^@3)Yx$ml8>1DgiO%C07n zE_~Vlg`avO@kDcy$77ar(oPQJ#d6`+Mgc!f)J}j@eoFl4{%Tq%a6eCFhRe8K*wCrs zk0K5w69=gMU`V@BJOz%)7fYB5iSmbd3Zi<8NHCrDD)C$r#W*i7d9NNBx#iK5Dq}j9 z_o{o1aU6NYG^rtuEFI3uUp=KEow|QcP!Pfxz9kC_au`cWKq#jik_OOI(dDpYSL1ni z(;@l};qSMd0NFDb+9b8`ADyQT$BZo5Eq88GI*BSW(*|zaaB7|XKm#OQGy~UyEFtcV(2Np4$x@{T-0R*`&&DYU#)0fS?>G9N>=DfD|UuvIT zMrLUATJ)ThJIL__fEABN!nwx=C1tcnWYc=C8Pwu9; zJiGHaPAxeP5= zH;`<<QmQr^FuV6p_AI3nRh&tXei@O-8Kr^ZfL1F!uan%cS|Qx%5uZhay* zo<{3(u9Nfl615tR68e&li%kvmB+siN7OHz3r zNPXV6_v$r_48qQDix6emIhaY2-NgZufEPzyLJ4YFi+6FH(&p`D440o{cdM!Sg-hcs zGeX}@t1~`T?&-l&M*mg6NvP0ROxI=WxgBoTiWg^Li1aSe^;t!9i@>C;irfD{sv$dj z;})T}0urNjMNVVS44iS}1J1mW}Kx1vdZiZ|-5(h-(6eO_~mg7DhG#xH>H(NThw=hw#m}X;xRt7kZQ0jp> zMgN4h^s2Fx4}5Tm-cz7BQQX~OB*+yvUCQ2wLfv2#QyLoZxe~YF!Y2SP8 zNmmjI_6Abo=|39!KDzc(R&&y#&K^o*_tmrcbPLz##Fs0DGF?E0ePJY4c_nG8B?A5Y z)HsG+I`ca<^x!^aI(0C&mKhfeYhPINuU?FRcR-X#przGS_mu=EVXp(%x68R$-dTgS zyy}FpX7%272#T~B{jI*iC@ zdQXsAm&W4^a2u(LIU;HeI`EgSsTRfHC@)2VU$0lkYCDnQkH#&+$Wq?LH;&bO>UCiZ z-e`x!4Dt_2(^K@EZ@-TZK5KMfKUtA{`e(q&e7>B){${~NRFIMkSp7?(Gus~IOe&>uH4}89T9OD{`>1h4`YXKe}tueCrV+AqB zZ)aXVrk|MCHSH%Z=>?t4R%SAt|KNAN#;Y#<)BL{A63i6^m%rTb0SEj z%77&Iq&P|sy*p?KWX?$DodYeF++0L#ZFY$1-M+t9sKOI@`)z8v-07;Uon}-}XFEOr zg<_K`8m46n#(Ohs0hFk}g7yCU2o+AXd7S9QwLJ*-qfF<&eg+U%NLK|dC{v{IVeRb( zHHMn2R$|teXJzzfXK~bmiMzq?$)d5%->HZFHwV9Q9+$Zjv~Z(sWp&3m7p&?gV+?fJ zs;c}~iSVk3<=1_;V5_(8<@*qgLooMG<2a!$cS_NihbM$`aR6w1_pLCvK!Nt~NdDiz zmOy-&ZIQZy&fU}wl;d|~A9T$n*Lxz=IpC()^m#Y1+DM}9a(7b}F<_^^;r=wyhsP7RE2vbd50qcdDLb7gB{^8)+}$5LY$PAnd!b?$E>SS zaYe^9pF3$19)!!&<8~@f)N=o%_g4iYww(>(5hu~_8s3wobq#u#Tm~$;4Gnx23gkqj zaV^cHL%y4LW@z@0zM#Jli@+Y8*hCf?(ng04S+(3bE+trfK0^adh8VCO6H0~}oJj-C zg+4rJ-)Tn|MQ&?G$&DV1K0(er+QsqTI^rWJh~Kl0!DTY~JSgZ*S&h8o{1vfab#;|Y zGfl9mJaA*PDcg|PF=Kc$np5+J!QB3-gKQd8NM);0ov;40z&Apq&_x**lwMDNP-VMK zK)~Fu60~z6k9ZnCIrQ$m_fnqjG1TzkSP4m0Yjhx&Uyl8>}gqDO;>FL$WRbly zD{cM}2(r}c@sK?Cl9h0sNM`5&GLSkcs`S*oFa9MPs~TF7aWpw}tOI0EGQCuc?)_XABd5_?M{->ciw+;rV5+w#1;DS=o z5GyX1G8qjFCUM@eVJ8>(e5M28sNqyzuG199=_l`StBKw{ZbVKsld>DOfPrN7m8D&o zih8qD7QLkK{8hAIb}XAfb6caEID!3q3_Eh}&O=C>gR=R{&4S6p%iF7Jqqa=jCT&KP{Oi>k8|I@# z-+CBha}tyk;A2AX3*qh~B4V&*`Enc`SCnbAu)<}ilZxCP8Oq{d!xNL<4@AhF+5^2o z78LfOv26E?08;en_BiG?zT3jsV}r^apTbk!T9oma!o>V-|2jca(6 z2*mZ=fA=93hE(3Fbuh9$BI0b|N$A59jJf`b7}oy4XZD@<2*D&RSfAtYz9ROfYFoq! z|IVA$YsKV5j{k>CO^!&H~><6_-}q^ouQKq9sz~eS)(O;lV+g8YI++6_gH5y1@O_9 zza0}mlhNvU32-pp`OwL!Pk9hrVe-xj*zXYC&Ns@ zlGVDH#*Fv^Q_ywaDPz3Sb@!sf&%|3dKrq>H{6~#;vk_n+;Qk#BgD;5lWVgI~7z~{X z{rPAYRFDLL-+Ef)W?vMsx|s6PXvPH%TFquH(4gI5#EyX+T&%$Va!xX?SL1WBGuIUW z=g9gULgBu@Iedo4#-lzkU(_gRoNpXoL515QOkVe2>xH`Jj*E!S(<6@&x>!5*&;y#2vn z4;NL5gY@`#)thfei4)xIfdQ|fGm&-zOkFpi?q;^1m3kZw(+yoN`tLyP_KI1LpyG{0 zCqE!V)3T_!?h)qMsrDZ9iTJ4g^|1VoHy>+rF1V6FN49z!aTg4V7d}jkJbS!&!4&VX zRYnY6;-)usnTk%+gg5iUMbo$`=^r422-tnc6bdfj_$+lUucx^-g*YwHJNhR=9s~j^Z66^k_-2??f=Su#`L^=$P#$Xg6=(Yx8kbTmRmclT_;}fHA zlCmZn{|O!;=&$7+O&z3s_*qfq@CpB-D=%HP8{%N7vs0PE)Wc#<$go6S${PKf(75BW zy{k-gJovE!XVv_G@tl?@Ng7AIa4E+Zl~bq2_k$mxZmrmyQq>yE_dmVSspj9l{FkaY z2{0490d|I#K>{Cf1O_guy4A_0RMOgu4C~lqpTp<>%I*anPd()qW;qpyOZ+Na&Q_3N ze>xTf5t@fg*HX`0SaZ>FJ1>Gron=;j#P!`&_I^)w?+yY~DL1<}#Tymi^XUTdvmrg* zjGs89sKsc9+~e?zbOl09oH`lIP%%r#QI|RP_d1)rvo{RrJdyPsuXmUtw<3Vvgkj!k z@s@pI+2w*>?P)iS02U|=Lz!u{Bm7;X1Ldky^NFwEVn^xR`g1icxO1(QaIk+oH#YnO zdGdQ@dzrV5m9hw5H^-x&q)96b8ox4BTwBpamA)Q2*TqgJl}vrvawMEDZlUEhfsIJv zKG^4n(IR^ID^LNaDv%tZF+}{!x7grz9n|Wo+84UvBT8HUrZOIL?iex+FWhYShS#n5ZGx~4IL(;kEWweC^~}ZkgGuw7Vg2~4b#`_ zL%_GPVA%4tuZ{!8TD9Q5V68(0r%oh~$h=vdVkDgv%>?&C9|>vSb|4UGZGh69l@?iW zu`l&7lxDjydNj>&b_vWI^mVG!YiYK%K> z&j&EqPI>|Y0v`OydvgWdhq-p7BUvunPc$Mn;9I*roUZ0SDlOGyy*DKGx-=t_FyPG+ zC-FncTjH8d(sn3k{HTC01qN{x^k3LEItYt>73rCu@vC!iRI?Y6|8!JL5a>U8cIq2v z<*QJG(TTM7`4e_r;N^0Pr2+i9H;-NmX@VTCYg}Ltnm#nEByLW2yJ%lDZ`AqU{6_n0 z&B1%dv`_r*#9K(inH4u+mRKuZh6u42Z; z$UAYpr!FcE{xStSf2<&BziK}j(vHUR-x@D)uu*t^yp6n(obIF{AiJ+O?GY#(woM=J z&EDMj^jDRe?&_xYz--cC@ihM+O%&ThhexJbdY7L}4OakCl9fF7XZgIt^ckAq)VcM2 zj$}jVKg+Xt&}%2^w5cXnE_g=?Ru8pgWjM1ctM2m?XPV#Foqvere&ix*hs4o8fS%N$ z%LDP%R)^8($jJg>X|GN*rRJ9Wxf(pfKXHu}OmtFTEb%Hp!D?yIl`>17Do}GY$I)}| z>({&R!h)zhIpTNkyoNp{4qNj;7Cd(^+h+;&Znfa7!xSSACe68&q0FJLl;am1;D3QG zq&OQ)rr2?fw{dbva)0VmqZF*BoTqJ?vfr07TE~oPs0vx=4Pdwb)B^Dnflmom0@5_Wbru_og*FM(!g;LSb+-2IWv7u~ z-wga_PEY2LAEQI>)^19MdQWGv% z-geXlx$h?@1MLZF%TZ5T0A)iE`=OKBTeqPsGeXn-ryXtt6d{9e@Nd z;`i=$zVFWOt}S0X8;c$|3i~F1ogvbqKQHD`Z()J#34&cdRpI;8A&-u?xN5GS+hve@KD^ta0*2QK!jPKbu}xme`?t~`D6iQl4Q zNG?`3(QVRgwN^tKZ)OmT-;(YtWc#ad#_f<{FgN%kLczMlh$pwkYC%4=%PE8t%_e>8 z5dil!Z)6xEuylY2G@W(9GvJ}?qucC-ae|x6pZrcE7-|RHtIlm^0iw9~_Q4e}uCMwVS<%eF0 zpZSk4P3AN&ez|$A=W?NS(cd)Vno+giU48ew%XvH78iWiX6DzIdSlnm{2d=kV7p0GSCw0xoXM^=0?zEo2r#<{iZ^4;PRCZZ`z&vcwU7K2%FynacBU{6sKw*BU^oPjAEwc3=lUmfEG?67-o|EcTL$Zrpx6B)sxoc z+dVHn2W~X`f2l2Mc|l`K8*vhvf&vk*Btn~t1;Zj{sGBID$DR< z>ac!u1(D%nOuRfzOoR2c80lvN7tuyQzUPNxZZR0QRRSlw3G<8Qbn{ju=1#heLQp^o zBWLyga#(EOR%A^jT*ly^?YDl=_yubF$s-RfYHZneISE%>B;n!F`-SJDoxHp* zsFz1rqOBJFMD9PnMlq3QPF-OFX%O%S%T|jIyh8@o0_BL~t%U*=suY>Uf)&w|k`InY zYyeFzc`|jCKyK9lXwpLoD3UGvQT+ah=INorHE!z+jY0|()Q?Or^01w9v{2vk_WIPc zbgW39_k&?90-fZv<4kNEOsm-bd^rvg+mV*3b8z0Df@?7DacE=j{N=XN0ge8VXyGnV zNgvnfuvS)^2gqfg|I$G+>jGdxhD_Q)3S0_Xs_MtzSn800ogk!BFLkmR_#73jYipo>HCsq4c2Y% z00|ZE@EqKyqpEItF-zk%E_ns4m`DrGLybv~C)C~XalP032q>c^B`K1Rm-|z*_~QvT zdrkW;)byILAI!ljIN#)9Z^{|9nzNba8Ev7DF zFParCNvi^4xPRqwVKZAI6GcKl=vlRsQ&mvpP>-5?ZhLLZ%_FZxUj$lvqTp>{r$u4 zzdO+vhfwWQvW8V0BhV=Jhf{sZPM4|f^yrB@BF;)<_(OT|XM?}hWWDq>F-{o(nfBPW z**J1n2Uud*MT2J3F{DP0iBb+D^3XyyA1k!zpF*wLoSnwu-#O;f6!&7o7J#EuK7IJ; z0HdHKm6sjEr)?2jYH zM&df^i@ubRtE_{^I8G^!a$e3KgCc-KB5Yk6X?Ko|p%;6V*I&P9C^#;Wh z12S$MpumanDHRhnE4j_hK7y-EA#~^d0sL|q;{~F`SzE$V1Il(So=kiKPCmyHV2AqX zw7=|p&EYIl!mIzaux1oA)Eao`Czgb(fFr`rt$u$Rw0bD;aXq&(rgQ7D4QyNjTCEbe zJ`UIza<^#RwT6~dXf~CeJb;krrR#edF+kMOc^IC3YGx#W3*{~g^&=f<8hfE!%u>f8 z%sH-7L>>*Q8cwTAHGFol5e`o}2j1a|DD%F#IS&K7OGGNmT1qJ>;3AB9CYloXe8d%y zic-ru@r?@sX_1rw6J@hEwKXp@ha&MM*?NW79vNo${h{H@i$QRr3>>m7wnE?DEPGeG z?<#nQAU9w$bo6UWWrF2w{GRgxJ9eVB3ehX`I4nH`cX<8bZ%N!%Z^$*?Wap`Vyy;g_ z*aR@Jb^$_NT7X~V82*#}^|xe`sqceoYFM2zQ2J4<$K$+u{8#~Yv5Tqxla)1lCpCW~ z8f56F=5;2a?EZ3HS=(PYK}#i*iXiX zkPX#+`Nz=mQj_JRusRA;Ss#mjCs`3pwT`Bn(Vn?*0&Fk&YL@>o(HkqIVwRTU za{%9JhD7=Rg7pSbDJsaNIxGRrZ`%0gRJIv=?=0yCW*i96-0A=F&PxbQUF<_omb!~! zwB1zVPf&`@7KN{lNvS5If7i^*uvUcrx2}=`H$5gLd4g%s%guN?tKaLxUPniVBh<;p zM*o+~#*%fx%HO}*wTu)ZXb?a5Cy-?g8;iUSfOEHj^H|ei%ogSY`mfMNc6m8S1vm|A z^Xn+D$xt$#+i%3yt|F|cp<*Q zc7Co{p+RwPX>l5xmg2S{4%MXF*YU3bLfgEA$MdP$$GynB2DC67q?iNqd1S^1?EX7F z2ySTz;yBUhdDSwhi8f|%UF==g!>w$hhByL#4mqb&MEPnZF~9UKsi?5tIoaT0X$=)` zcvy_1gzP~M0N9MTK)GlvmNg#OPu3##d-)IbthlgIsQO;!rK;8{4_hY!`6 z^T_xTn+>IJ)yxa8`@_Oe;iu4y+R4i5p2vffcw?;2RQRa|PX8sI__w3XmF$t!iBKTQ zF=Luwt1+sxwaf`p;icYcttOW_uC zc=2D|^JJ^|g+gq5|@>uoe9nrFP(pmLzfAw+< zmGDr;A&Kw@X@c=ZGb2vAT1urfkIoLdPVO*)W{{zuC-b`z+-kz76WnSRlxQ~bk@zb1 z6_4}(t*P%T+(12MeWCK?J{GhzKKZ8Y|C77Rzit4=C>V2duf7{w6}*xvBueU7k&SG) zJ|9S51A^YJ04O_$1plL&PGcRO$PyA|pg!(I&aYceR+4ONR$*rAe_eOlYW=$uV5QxTDK=wsiu5 z79xILMUNXH0{#*>kW$vPz5;GlAgvY8&?73)r*|{?9ThXb%WhH*?OI3X*nwHS?4dk? zeKeJ2Y_TR?<_ALbHtUNl2w2MYp&A7(UUyz!%X3IlQaocmSzMJmzxCwk)h_*V4?pAVf)CyrN!E&gJRaJ6q@3%L3afUg7;E+) z%B~OClRMO+X2hcNc2YCl%~^YTNO*f0rw~3sLVMMBLcgvaz9{M~VKL@WnQec{hZOie z;tl*1h$rRn8{_YOu9S^D=5gmVW;X;A4FHmWxl$X)Q)XR%&CQsf_9kgGM%p{YF_{aF zlWuGOl0-c}Dt{ljifdeGwc?_?TG} n)2E^iw?IQ5ZdK+U6b&8o{{DBMxW*fO$? z7*YonQPR8oCZht)-S*Y^x>XsTKYufqkIbga(~qKI^$5rV&;+T7R{t9EIItJ18!WG3 zw-|{xT-wD~$6Lnx#`^W&J_D!DgY#ac9~7c!TVw6yM? zd=L6{Rpba2X0%Ll*?(?|?|Dvk?=R|mM3L_EP%2}-T<%M`d!3ELIP=_dTu5Np47}Er z$yXjqdkt-Ct6xk#iIiUuFKZRI zeyI82;ir^l%C`l*n%7m#K)h?h(5((%?$*~+_HomIqum1k>SJ(zX#N<}R_)o=J!CLa zE99*seCJWrCvR`$d`eSib6W7EB9g){-qt7T%Mj&QV^%tx%VD&`-(1Q>@F z+q;Clm*$fnclA8e4e>M@NZIQRd71nbsS$gvaV7XnKQ-EkdM6E%gjV2rEWqO4fWilg zs%mgTWjBx%%VE_7q+l&8nW&9<0>&b?`vqdG|6dD`-R*wDT0QSTTO6l=Mv4jfvV%kT z(l2Xm;b;qYNRIQihOHa8l`JgRzgH~xA$C=kNU-brrc0lYQ9B2^&P5_##<=R(BM zMkSOEm6B@;y{!#N&WfpiYKI7sll^7^xkC?c*IN>h+fTY%1RaI)ds8x*zFANqt+PV- z$);~@)-em>m?G7jYw|#dmdAPVM%FFQ3zqCFkJWxa4;1or8u}6D-SbJQ-omo$(VaBa zoX2zW!7p+=AE%jXZ9GRL6$n7Gh)|s!s4`p{son@$^j(Su*#rn`T| zpkH(4BUZ~WmKXRQUoXuXCFnM`Hn6d{hG*7I_Z}W?7E}JpmxlGc$07wTYb`hgxZO_` z?`_MT9_QosW~~eSPJn|zsQ}2nqPTi9>wHR=F$3M6009CzK?JA6^p%0JeqD^Eo;_D* zW2-)RSwSIJ)cikF))f%{Yq=zb&vW-k9?YH2BDRq!O(d=81*4*%%bhSzXt&_GZ-tae}EY)3@-@Tk&B!_hzRYh$Q7pV@_9j%;OYrkdQ~P zRoJn4g=lqpf5HOBBrBcLfyo<&r8$SklN-apt4R6PmE}`EkJ|~wf}Z`j0fGs#M|Mcx zl|iAh$Zahml6H+w5@N$=t*5b8K8ZvHY2_W1G@U4v@tdwTtF47@4;YZaw!;EHX=}{U zQ1H&@4qOSLl(m+UoTxuj`(%_#NZ>yOQ;yIXQS*P{!Slka7WZDD@f*{nzt$bE(wL%4 zbF*r=X|%*}qC8fIECmk-?5FwMXTdhKXq2?bz)-8x_2#b}l*EOPsVI#prnI!{mG8PnOI`sQ+IHWCOwz`aXh4?p+Y`IrBLZ8S3;jid4RA37 zb~f{$324I&bgi*cP=Sj&nc0pzJ8Z{ z|Gr3U+`6UtZuvSVlI?Y3sc+pvM$FqS;HxV96Uqm;{uqvAL{%B!I6+N$mQ3Kk4#!Le z0Hf*%bw0)SisSn^;rkpHc$&t;C^(SwUW0o`C;iAR#71&97l+{f>NJBNke^o zrxc0WO!}R06pAKpC5k3Ij3gry5`1_fd~%`*-_qo5R-W70a^RWZ8ilo06JvPh^8MkS zSP(;spx5b=`>E*O^S`U*J8gsNbLRvRhk4$N0&Xjh6l#>0cA$e5$) z(&7803=<#2`b^sFice=CnP>}eP0!W041AO82Q4iPgQn${K*zU$fjEx1&(FfSHz8GX4)+=`%;%m1@5TZRrN^kd>7=D6UfwLxxj?19w?Gr{zFhh9GPeBhM-Fhf| zu#CC%i#;ulW#}*86{}%FDjj?|D7usgSDCqzc9O%woqyE<0tiXi0X`JIu!cmev_;uc zak0E~WZ-_mOwn-aBJ>y2RVqXB6o$~a0uKfRtn$)zH$PbrL`euh9o>u$eU8Jw^}rym zUk5dxIvx@KoutgGg17;eX+#uM~8prqepm#C?`I~xC+uz-x-pveCTEw ziQ=tV0?Xt8g2-<-4&jYBIl0V^uPs21dDqQxZ^v@nV)xRamZ0tw%~5%R4|OY0z%wY0zO0>MXtdnN0Zd&MJ03qNzcwFB0tjy|Z7 z!UZ$CMcOmAiQ!3rQdQ;CzE!io9fQ+IF5&2`h-8v8DS~Hgw7XubP0<*b3EBF&Gb4+u z)n^>l(uO=#4o)XwD92jLgXmzj&W^_})J!CU^`~lJlj$98m<}Gu0O#h{Tcy4Y)!9 zK-`C7xSb|O90G()Sq7S;aexcVxavYugmI?)?d$r{;)1ITqS{q|+DAQPj0- zzjki@^35oJuqji!26I3xN|)ghM7#z+H| zqiE2Mb5f`|W5h!%Z=|9@3iqA5^%3fZGuw`e_%ig_Y>Q;}spj5;@QvDo;Ct}~L-OxL z?MHW6B-lYmOb{5hm-oAa)a21^cAcjAVSr`VEn51XaA2Vl^L2%wj6e&0z9gLr zZ1@mI60g-Ki^ht8n=yA784JbMP9SPma^yfGz%mxgrE88o|LJ0Zpqn5SVO>a_x-gZ9 z820TK4Q94TBc6m*8qfF*-+G#1nz?8L_c!nBm!E7Q-Gb6x`-MdinLCnD2|l)w19$%}i~)g8?o^ zfe^Ka6+Q&@pL@FmQtPTC^yLAlWO~l(nI+CUyypZ$(;lDOn#!xdBj101fBCfke3jbR zyg~Fm(g?0wtqFDvr-~(7%FFq*wI>KBRDoFT{0|Q7@EF{;WY0V2H}93Xy>fHllmM;V z`-lpG9Pwi~pnMegcGee^5;GQ{${6b%b#&;#V++A?2g3+Q#Kl>3fZ_a&={u*0i?CJ` z&LE$)6v}W5LxlmPWLw;9xg?q4hFsItJ6vZqB575T54ig+caPcmr^%8?MQ8w8YifEo z2q!ME^&T=;`hMan`C=p*LUtLs_H1^T>iS|ij=8`8c;BtQf51Wrs*+k08EZFo`XnuN#Z}=%hKI^@~;em`PTP2|P=QOeKT!%|Yt>2(=mr^=Mw0x+)4JA`Vjj!vu=@ zHDJo508-jP0RfKtjeIl^E;^7?7X>@|fu=H(I(E=447_9PJ7a4GAY(O|=4o6upkYvM z;GwJ6O5h4+kJrvMqd9~>!rjK{qdbf@DMc?TdzUPnQZf;aYA_a7qC(t{BbeuhA$|~H z3nJxpD@}hnO(E!mDj_;3o>RLtq>ayp!)MdR>F1MV@ITs!Z{Gv{4X<*6AgKNtV%voW zg)q#R!5Sd5I9u6WpV>PK3PsvBj!UtsGs58>oRbHXU=^cx3LjG7&F6?HWY%FSlyFlPnW`}${+pFXPNYb^?enx0ed)DsZMEB*e~fMOPg~j=Pc;WKy_lP!Yb0 zo^Lf|*U=ka(&(c+UAnN`8Mu{hS6-#}&EJ<@+u^Tg#W!W$nc!r7HzZDYs!?C8&PJDa zJsm8_5nIBadvaPR3U4>3bDDZ6v8)cyTc=QGW6X|!hm~C=JV)U@;&1{3*^{{dECsRm zT>25BhOEE!k`Ult<85xA*Z>2lMJ`iNmQY|Mv=C%AZ!0iZxBprotk+SZn5}ISG<&;34Qn;4PYZN zJ|CLZty`(F^<`CqAeJ=RZ2yTBA3wm{J5ffc{QPXcj`&l(Q8wgUWP1QJ|6#kp9lfP3h15 zmAR5n#BI*XXnu~{x{(}%@It2}aF|)bC*S!q939Ro$7y#-IV=xW(yEYp^N7sh-MzjEsSKWMDbhifNqjo56#QDIPN5I1k;`ky?S<|VF+m` z(!$t|^1{k_HR9>>ZrlsK#io+!(jg&-Tx1uTZlwe+a&JV-6oJVnBn=#5`Qov*9J$hM zo1u=Nr-|*mi8tVbMW79ie!ZSs780%~V|-g431?-c()zQaZFn4!_E_++nOk5@D+Q zr=?;0{-#e1Vjl!F9xj>m5^BjL)mQEn1pILi3aI{Kb8b|D%`rTIV&ih&30HQ)FPRLl zgTp(XCgnz7f5hla50OIp!%0V!6o~^xfprx<)cRDQKG3|{6}Dlm1nJ3$^PmfJinZ^v1q7El90)*_=yTKm|8O;46eNR#% zf0!G{+oTbx&F93OFlawGec}3NPe>EN%nguE!a8m$iA;=9fY7takSYbnT%X@t;iGxH zzEw=DtA662>_$#7c945q+JdTJ?rjpd5g(QyPV!nvi(&%twSWX0;Sh|!s{}gxb!2kq zwmZxi6S8}6EMckMbbhbQ(Rpp1-T1Ey+NAmh<eJQ5P5xZuYU(#^OYBM%;V6TvZiwD1w}Q#ACfYC@4U&_B+o2LsS&CX*E(9N1nfura1-h{KvU;ui>U_nMHCAvVe&P-|cnX z%mhq&;z33{HG1BoB+0--oU$R<@p4T}LvaPBz#kXIML2Nh9rXqmHhV)WP#Ibwwi&Vr%P&t9x1qB8L`3X zUyUGuE-yzDfi7QJq6;OW!YEpXh8<;3HUq8i-T@KxTrynYzh_ifF%RvBlQxlfJrMGU zmd?kji-r8xt;PIKrGq}*IWeh6z`Hvj213OGw)Wru@Ra^#wBZ(F!8UV+w=?mU~6QE=`Hv32j(ad-0ez9&Loh+Z*8B1?eI`3B^j#BjFiG5 zxnLNmV`Oyk9RA{vtxfb&b&%ZQdbKYfU)Asb2>F&K_}^r%YX(l{$Yg#a_ASc5Bjhk{ zA>{`G;JmUMua0Q^E;T}KR%{F&TZc>gef=vB1H!NOGIMrD|4t5(sr=2P4N40KlNsYh zcV?(4rjiIy6Y09o;o+y36Bgygl#NL_o2namt%CwabUVRNBb^%iaC-!7#EWvxxVwwu z{8;%n0Q@j-V9Tn#58N?v8A|9;h8YtI9c5zpM=2=Lzw{qaF-Hp{n^(9XnT5o>g2hpw ztvIQpxxTTvwz}AtjAf^c?PIkG_u3?;&&>J8`sDsSZ}ni>J}j+ru&2S~-NR-2uhijp z^%%4xqc@Tv3Np0To zAqTf%JIqPggaIi#NcOGDp#@w7sj^!QL2OSaA5N&gFCua}zWkTs3r?nUM^7>`Vs0;K z0gP=TF+ub`bN!~YeGw)18>@H6`K#BH;3Ublfsimn$I-g^>qF3^%{pYFm1r{eWi?MK z@wb*%`LL^E&*0usNgO5OGymMJA!D&+<$EP_;@?ctINEgZx6da|@A5i7phdGSSjP-S z{njl2ugPIn^!0-SD$@Xdb*)KA^J~ZmyWkJ8WcUIF+|8`(Jb!H!r#duv$S$h@KwT>s z_GckMFDVs$M8{#13Oq4Hbkcl8l>&5t=|_IA?|0OQp?X%@&Z!Rt(jO4EHL^myJN|u{ z$;u`@X}iH{%fjg5k{@lpud4^)`ybo0r8J%ROImca(P?CYfoB~>G}tpxI8g7?^*4+Y z>n*uR0wp2_?dyDjH-wt1_3-pcg>BfPrhVj)o%qa=6@QQX2y6kmx$8Ek7O{;dS;fcv zOEK3y#(0zZj`k{Th8PMV+n&GO=jRBANW38bpDmcYpYvIh)1fOI5*Iw2b&@2Zz+IAp z*{J0TzNvDtWR?`(jCYara1afh@sQe`c(F2@cX32?MHd-iE^MLWa0n9b7%tzQ@2yY< z{yirOw)1g!m!Dv*Vefc`5#{{b>IFM<`Np=qBq8?i)7!@dE0hq3M*kw2GlxloRlTFI zb^dc=f0zm=V`d@A=J)&zem33Lfj%n|omO1^pDILn5B$dNuNyb?b4Q2B+O)R-w(XegmqHO%?<%f>s`vd?xSqK_{Jy_?#Aoe^T7Qsl#}y zn5tZAOVg(o(9(0?vz2}2?DlD+b62-B$g*2F%u=3q_|dn%y6Kh&Gxq8!s}BN_qNIs1 z>em2>p8KK5Lk|p4D5=#krA@GS6R^p>m3%65w{# z#ttot%Xyfc39>)^YxT4SBEZ0kMc&G+-b*6h>wI2X3U&c3gtT9~Dg*H>8vHmz+H5PB z_rqTNB#ANyqaOnQfYQkr1`U2Y6yA>~!6t#iw8}zj)r%mH%%2=a*566sBWRBzMB5+Z)NIBGyqc@;1}SoW-pt{B=9*xm1r!{*aVL$<(x@zeo_s*@mXsrzxml~%g2U+UUlauWjN~9SS2R^#}75^J^`*0%qV)y6aR2=WIAXX zc&#S{cP!Q}EEF?@zcE*B>b!46kTH(SyAr>{jICwY$o)&4FA{xIZDJ6pTkYu!$l#Ws=^qwOX*yBKf( z$f#X7HOp_;BkNc}*V)#2K>Ax>c&fndE z-Wq003E+0~>?v-%gCpR|dgG!0D`UQopk3`(tg^J1{V4-(F#T9TilP)3%%qR`M|kC} z(|-B+a>#W{y6qn>3d=swnSdBfXiSbD=eMZC6!u+iR^}qXG}EU<8`kS0rupp_uy#HEFe+~n1ZJnrW$SGaM&Rya z;L)EOEaXsW&#l*?nkp$w?2J=??72c|F4vq5Z^tSpV2jh)ii~9SD=L@*)HnT=Ju`jHL+`2^kN`t6 z1uTBkJOnuq>u(;T=#8(FTfS`Bz30+?=Wqgt=~*6J_^Mn6m$_OmOyhNzA|vJNt{wIH zGSKkQhoz*z)M39no!<8FH&11~`*QNF0O?B_F~xzUIdEyADul z@Ea;pBgajIfo!z`W(oqNPc6n_!-dp2Uc+4G2HDPcbLN!`4VvjCnvvi(VHPQ0JeBdi zo%V>(XEY0SY|`Y!yrj&9<2{cmt$7%?uy`_Yob$U5mT0r7)z{#Np${UpH-uzGHI(NO}*m| z8V=)T&Wq_%Chd(4bO#+pW@ik7t}@J)=n`p$S`NFH`1NZ~_g1LHwwk2z^|#+jGk)Ka z0?IRboGT9cb8kfMZh3;Rz5o*3IO4E+#(;mn-x#e?wpmDNvUnuY<<~U|{DVQ!;V1Sh zdLrcTA;Id#`}#=Mo$*X%V+u^g3x;`|)k-1kNl4CbJMW+y4bBI{I#D{$sl%albdhN6`RI~`5eK6Q7YGZ+&*!Nxg(D8 zMS|PaQ=(CI;HB$FcrXbxKFdW~&*jO~)u39<^|nx}O7I}V?d5pm^WPf|v8R1q;a2xr zJ&*CxA(NKB|7v&SuG3V-P2YOfPHMLT4&w**{z^CNFX7^158P^)j-9Qa*XVUOK0oVI zwQg_oARFAnkxfzn5AhY~Yc|`)1lGtkQ5A!R9Ztec#(*g(7}QWNM%PZh`svFf$2)g( zO;muH;6wUlkUTpT8OXV>Edn_E4aL>yXhY0kJ z(m+IHk8}A=Q!jQ|j`huoH4d#|I#!wx5g=GmmM0i+ZGE^XlH;v7tv}UrpfY_kJ%vq$ z(0_KaXXrgeM-7U^@i5stk5;KRZehoA<|n~3@h@jMQFP?I-?#{%24Kd6gQ{*McR%q( zOR`2^UdQ98ZE~RZ!c`pXpoMF8%(^wO@7z*7W0JV;UF7b4^okp(57>?FygSy6POJLG zCQKPi?shu+6Grg?e%!{$>ul-I&ym_qzsSd>ob_xRP>@anExSt$%pZC-;2 zUDg&_@@D|Rz;7shek4Uyw;|Ww4T=2yO>R-*v>i)q1k-1o+Yq-^OG}-8>e{A@81oCb znEOJVU}44DY)AKsPlrV}t!7ow`&#QnaVRV|Cv(A3szNp!dK|cQLFHrv3#Cp{z=$~@ zxU6ms+Gr@g8A;E78x8)wR3B>YPqePAY7h}sm!(52!2=mLy2V1sDofLI6D*{P^W%sy z+|tM{n^nw!6ffm)Ni+?HK+xyFZtp-3ETFIqTV~H!IlabyW%g>brb86!i3o|H%c`!? zr(_JlKuUwzr?E!EPhjddx{mm!2Tt%(C~zlQAO_0IPc%9=9aoy%ZP&_=rP6OBk6wRq z8HsPabo9-`I+Bq1J(4F%)sT`9puWTv6C_I9dsw{%UQhKn z^FlZ8l|Fxyru$?0Y{1$ij5?`BuEU6Xz@qQJolVe@I`UW!KPqJR6#_xF27d>0Gsiz2 z);LCNT(uTqV*&_C9CCp#hhNVJ^swXNqNs{t@%!r+h@WXp8W^+%`c{|@5|Kxjh$gf%xW9uli)f-ObJxWt_i1!db z9Qyt@&{gWNb>C6Ag#y1cJ@o{8$kV%C|9CA{WcKb^qVHAjXf38&nGjA1tP@<7o`0!+ zE4uJ`$C{uQ5htRG82a$IvHtOF@8ZGvr9bq%$dRK=FK-7Ko`z?Dmp3fHi}e4eol^o{ zkbg?5U9oj)oo50_DFnD{2TG?Xmf++q)D|-?%m|owo>x<)s5DwMEm_z^$FW6*CKU9; z42l+BLlXdW!hLN}WbH30|&QDe7AM8RZdOC-TSix~)TKslxWJ z1ihKt^}TyZ!&IFgOES!FY8Uw(s_jw~HCFc6d+TV03mVvwYh5XcOjN*Tp-VHjifF zHiCv1A>3VCpVeu4Jf5yUf5o0oi12~qqo}lK;*u44$w_{>7+!%IhgwU=aw(Y|qCCFA z$^|p&=w{9-#1-Ur)o^txTV_H57xL56Msav41tYx3-vBme2?4KB>y>Wj%Mw;csH76S zxJqy8eg;O#x97)kdDWRE2IgLFz1o)(FhFBjF9!JVY;eZ1xl0gc$17NfPAw)sCmEf85~*|3v;+y8q`D zi#Y%~#W5xPOtXyB&h4u^kh7@eBA`dCi`Y~7Wzz(OVX2eW5Y|V)F9mt5i7{WWkiz^& z;Ax`QLD!-0hp%$iWMXNwCzS5QUv__-?+j$T?^*~xR~@n~I`qCO@(&Fh`#7DpBXmgL z%jXfWQ^F1i=i&odyZ&(YDzY~Y^`=$#!~hBtYxaAF>hVmW-T2Pd^Nx+DgSA~4Z#%cy zY8i+%EP`rQq^{Cm4!)tLpUN0u7jeOXV@a}LY4G*j8WukB`{f84m)X5An|I#CqFYmO zTK;tHyG9F>M%jxQ39GbNny>i*V@3^iusyvU<`ef6#VVB1%Je(Qj@J2n-E+F?4qL#= z;7=5|M#!20HDcd!4zP_rBDAy%m7>GjD)oKO>XM|T9nfwT!?~O1Gx^7C36^g*MpIMs zy2t>tb_Bf^W)og=S;E#8;hMHRxrMbr-jj|id*mbWp>z1LYlj6!M4pc@11V2i^_YB$Ehfys^Li;%Gv)^+5)AQG=La;>dr63H`sq^sOX} z7T{E2HDSWjUpE%fjO}uFd%7DOReZd4_)5BPfdHbOFyv|~rX)e@y%bAU0Z!?aiq_Y! zG!a0fG%X-*A3-5p-CYd7&6o=(5q0xUq@(dTjurc?hS))zDZ6?HDT!$`canG*`o~97 zUi+``;P0jJ2LPLvv&&uNgL>1TSA>C^^U!B+_q_ZekCl<%1loxd8yk||Ye*_AAcy)SnpAAlG+Twp_XzF5oqHMn+IkT??4eJH+k}A0np!r2Hn1gao#Ne_o z#G2pZ@*a)6Um6_E<;|r_)Mhbfw&mW?{P~WD^|GA0FBqs+wg~#mSBRzj{E(Ui06#tY z{8R-Lc*j9@1VB^nXQj2S*Oc>03md7Qsb@adE8K=bDDLLEwUQ>n;Dlni|Lrm0e8i*|JARlw z=9_AE&g*m1N!lpMd;Ykn7p8h18FA(w?n07$FLr+s{r*EKZrPG2!OA{^W(2x<-}Sp! z9+K2K2w$WLzm{nI1|wH)ov;y8aHM1;L3hgOGm;$uG3Cc08~h+h{0Kk-5*qmc3jzrP zdFLq?IBcoc6{zfBx;t#>Vo&cbAMf6Ykvh^NOlN7B4~! zMf}6ffUqX#6Dmhb#enjbk&+Q&`=Q@Gmi)UdvRAI2lYRm!_IJav zMxuA>ZwG#; zUAVZ$(a+)Ie{8zh%c(XnmLV*6d>h~_DwFx$-k3*9p(1!`zG9Ay^&@?*;;WR{s(37e z)81Q-fwMb@8ns%{SvGq8G*p_Hy5ouG82AVoe1IB5dfU_=YvhW^>96+_AklXX!`oge z&A$crUSQm52Rh$tH7lJ>|Ct-IpwY*rvbmh_K&J9NmJwRWxw$+%#NJHdbG#5CM7>DP zgD_Uo!1Xz0PYtcbuzG6uUgS;fr@Nj0UuW4#->$y$n&vI2r7M-<`L4afrnNR0a#>%> zDUF%yBT&S@%+lt5lHR8{J0v^Bm@-1<@!Zo}3RCGFBve}Zy{FYwiU*V^t1CAEYD{+E zuKid@B?%56ZP|2WGBfHHWx#Gd(|g1Bw1w(%*%fNXiW^Msw)qb)E?dCA|Ihi3++o^+ z36!`u@C{F_+1Yzx<4Ij8&?FYiLd=u~=kNx!R|!=}+G!z}QKH{5{PvDCZ%c^;#ztCp zC$D5FdWKLa1N~r z+(d^H|BXR_FDLgl|Mfztz5g&^t0E8COtKHG^D`2biTqs%lsSr>kFv5ZKsT;u?3v#{ zsUVVxp+Y-#Tkiv`yG=0;{^|r^_b(<{+Ama}QX^`DxW3C?illLMo#JrGihh}jEo!E6 zUA@|thX;;+%)lE7J^@EooBv`7OU$E=k>ZF#-*=6l8_Rc>g2&@ih0EGi=c22|eAVgg z7{x+l60w>N|60^Bj_G_;n1#oO(F3Wz_1T(8cv}@&%f!c>SlPyxdso%UsNy+m4P9fm zJ!UE)c)+}D(Rj&?*;4hurfJ+Vug;iAS2lRn112qro#2u7+uq>kx4Ye7s;9^96{kCf z7i4wna8;+*x$^Fg-jQ6heRIK|Y{%}sXj$ph{ijhBxO=OHK>$O?=}56y69WTSphunh zVc!h8Em|aEyi?2%JZUfpyn4`3+@}hEucVSX9Hv$#xW%&PQU!YpSN5SSptt{ZEFOt6v0JVf*78E0KkJ(a^W zdC6zt^9HCyPeBB-`ruuJ!Zs>);?k=bG$8I}(kupKj|6tLL0D+Yz1f#i1dPN>6v{KE zb?c(SgzJiJ$48k@*-Zwb0u<(P)Ia4RI0B~m_qSYGyZTPpn#Discu9IeTuVvc$Z*%X z>XX>ZihTY?Td^*FU)OA=Bd)$#F!BZ?{9Qi!1bzf(HCOY-U_$SyEUR9=04Qj0gA5mf zm{*xkhk3+KU z*G9q`!OLHGJWFBKUxrjypXBFN$#Hu6kM6t4V1B+v;1cp6V|vim=g~28iP*e@Dv~ME zhpk}rJS2iGjKJd)2H4;Gj>)M$GAAo475;fxf2~MD3F!~xwZn)olkFtwO;Wwfu~Piv zaue`D+KAqU45G&QEaa|5#o)*+qL$0;JvAk(qCyq&jI^g#kZip}P$qTrcQfHR5t?r17 zk>r3A+)hB4=8|;{$+5ml8=e12-wKi|r(EzA75Y+2^9_E^DC*a?9Aiy%1|CfzuYlWV zL@BG-a7w zn_H4aW)^6vK^`p{j{fMrHy`PzO@8Y_QF_gKk=}EuZy6LaLoVbTYL@DRUoE&_1KqEY z0#=*T-VYWQC>0(f(f5)NDw6aE@q`VL-Cz@>S0BzZOF#zl?pH`m9_PU~W3}`e&^fX$ z7UA(MA+oK;OUZK`b~RL+z5WcCotuMQCoGLf`*(@OFZSv$H2;NZm7WSbPqjKXUG7za zX@8?N0e7q6C->tVfseZm(j}k#+nQYE>@x@gKto9P0ICU=%@+{63_SZ0y;I9nnPOwY zcYkxa8%i!3#NWlTg$k$Dx^;^_{||9aB@lj-gM))t72H+v4nlz*>wGqdfU*Ml`^%eB_43-^C~0mLl0i=`l9Z*Z5kV@ zPV?EneB&_cgd>G%!6e=o>@0&w(guo~pCQ)9fl~*oex)h9d}J8O2Gd&?!moEsu=0X? zKCGY<)c_C~tIB%>oCE~~y?VQ~2$d=>3b=%sACs+S@5E@dO+bvFDCn-Fm~|dcpT68L zsp3ski^bA%bWO`p9XU|Pgx$4_oRihE`-Pe|5)cEov*2c>k34#>B}2#bWAL>%*Fqk5 z?bUa@J%k7*+VZ#GwhBva3gkYwMl1TdPYp|g*LB%s#%iy5$bYxkn@GA6rIfmr(`N)= zn)AynUy?=GEMMY14sg=^qBwG{&@hjgoHes`qS|I0a~VmfO!^bgAn_%d*yjp0wbdUj ztUe&Sy;q{o3IhavsILt7);6{j(LVzZv1D8=?39}H@1aCa0zOyt3y9xR)?6p>76Uat z0;^s(c-r6e6ETblXqBWDj5oY_KVwM*NTW62k0fn5ZCIUl%}CwF$CIqhzN?7zeO({h z{c5y=bAg1X#rNN!+-x1v9q8KMAM_SX*Yk&e^$SxF&N8#9&TXv3|MUgHJoGym*x9p% z*dkdSa(V)Vbb05IJ2fpw^?*qJN8l~r4 z+*TjcESr-Vs^ z7u&lb^l|-o3)+pJZA$O^#FQrqI)BP=V-uyvli+4R@Nu5&2k~tGS5n;iiWv5qsuDC-Nd;GK;dw8x?81TFV6*3cSaK4a|#WJD56^j+uF*%(4g@ZUYY($b;N__A(;U|e4{Nz1^ zFO?LuFGeAYTR#-BbN7^GR3^9->ek&{`uOiUT%T*;A2*KdUUPw@5yM^ai_qFn(cWu( zMU3cQLvBy80a+508BwHhy8LV2x=w*7&AOm*ii|o6M(on7L@mPGGb2g-j=qgFtRZ9axJl+T;Wcwh@qXDSx)f8N{6Tr9w>2GxdJ?~M1jG{$;-1-PpO02 z$Wys^`|^qj^^{<_eMMmIV8P_VTK2;ZI=a~9&<-35{5dmbJ6Rl6M5sUhHe9bR5N_WH~NJ-3!L9acqhJiUi`P2g$!{gD^t7l*&^cW?WzanmwbgPnU}{bC%(_ zQr*fJrkQ^NL=57>@jD(2VWmXi(nzO$DwO+Hb{CxFtkoZ5&rJHh@1o^mx8%>Y@RxmG zfNf+sB=2un>_D_G1N}W^5Zf*+sz4VbvFQ=EoSs)XP5OfQL zi?OrK;dIgh(I{flNZoW{ov93PceVJ=PNvs1T)8DP!K=ZV%$}`>xW&`3kAOPHmE(H3U6jAaf`4ZXNtu-l`hNOY>Cy zsx$B`Sbe}oq&maZ#z2=Yv+i&^(APEcW_|llI#NPsvw5@uDcCSzNxu!wxtvVLGCpoP zZ~yDF2G$pB-1u+~U%?o&qXn{6-io*>Dn(%?Fj!+HNkvJcj8xWC`umWO2XQ{qc7~ zq|tt2yW3pwG$0ZAwK^4g*Zq3Z4$^r9dE(dD+&k8qmLHDpL@#!0{cnN2@%7V=l@5|< zM|aJcD-v|Z{=Z1SOc%dM%zorwmQZg!t{%vLfQcJUAalA(!S410?Dk?<8sBcH_X`yF zsCKYukxNzd;e2?x)9xo$6u>xiNS1k((vo^{;jKHCE!JI{atRAtgag8qm362irC2H; zkYs}Pb_eO3v}*JCEU;g7?ao%F7=WLg)$<-A5)T-bkDFuzg{F%5R=>j1hBoGF4xmKp zbh30=vW^0Su)gX%5w+crMYMkO@wp6^W@8CvdzA7zbIs0I)Og9Lk}`=RBW;%_jK%>0 zwWr9`bcHO?9d4>Zy1>7GLpnbXk745)SG?HUAZI})?+DApjDJhMW*yUX~YuM zR2|qvfhWuWtd7LD4oAd>;BK~`E+LU)6aCPwa-U&9AP;?Bjv8_f1Ci*7tH71Za>x9q& zM0gq}3GbI1Z@fAnof`sYad2@3V6V)J;(zGnPj7F0=E)by<3da+r$uciE0p*`qm>)G zH2R?vEP-)(o@DP(I6W^GC6yyX)D>u@PQzfD>YEjHtywAaX>uohZ$g{kR(N0(5HsJh zOye*!xWzncB5kZMJA#M_Nbp@hDGb(|hYo!y8~?m8`&5T7KMNO@2QJULg4bi1F>NGo zQ;A_Q;)bZ{^6!2&lc%QR{h-a;7frlBO)LK%?RE3qhjarE(~(UNMZ9x;^Vk%@OMuAVfb7cM9)4>35N^bQ?j9+%+`i|=?$UZFhvdjwL>!0!5PnRQ%jJ3&80 z90hXHUtgUuwr;U>DqZqfa{Ag$0--Mr63&ToG@VeA?bN9;b&5f^!C>^rS$IT+BDe^Wt=D%l0! zui-Bfd>M$s1RK;vkz}aG-W)d(n+Dm?W$ND#Bbaz5f^`hrJjOUq?w=MqKA&uA$9!{m z2S}B_>E{;S+>OM`O={@*sW_ZTufsWm@2a`a@bJLLX zA8(0rgARjvO8NQbT8$GH99Pg~g2{Qs$aECREFH}ACf&+F2e#KDLC)@dR6kxDbvut@4S+vAB z#u9fEr`c_MaxY;O!mQE5g!p}U)=qwYw-G31F9ZJeZ$ zR@^JjlWCSharMZet^w~R(-Afo{yB9%?@k!G^u?36530mQaHESLN`mUSBwzsx2idWDJn;j{*qL|<^rVLpnWv;E)_!S27kGV#9Z)ra1T0BJjg8;h zj;O^|iyP}xPtzvG4;z=_k|+lp2Ejy&#tA4j)t-*t%mr*EO0+b0Qg_FFBQ#3iJBCqZ zW|>H}<{Ni24>jc9{f`SkL}ci>WKHmXZ2*L=1G};`rqp7JKlSxvcOQcCA1#xhU>Q8R z+^-TSU2Gw#ZrXGIgiD0F!i&>=&zJEz~c)QHd_2Oi4U9M5~y5?FQ|Rbn5P8GhGI3I;zN!AqR~ zbHYfv0-NN23fL_qPf);y^>SBc{#tX+ZnLsjjIxk7#L2g1Hxho!v-5-K1B-c#MHrnW z9gk_S(bV(xeQUm0!@67L=LMdD+4yR#v7iY8D7_-!GHX`v^l)`*D;q*u>Gr5GJd6Zf zV&&$>u;A#kk;RdzEuc&7$C380htv=!(J4+NJFf;<+AFRASURp>r=(wJd4V<8XYcER zes%V_$yosKpAKKLz69O{9xcpAW<7UfLlvLpdWFm_WH_sWEzZ`l-vDCns0n|(2=q5V z3v`y>(c+=klKHL~|Kb{u{#*hpEN6~H4+iV*%|g1`T+vrwsDWE+|81my$I!sutCb;kTLtW1Oz7k?V?c?p3%Dqfz4|>^Q4Hd_lIV`dtw`0NKISG%|GM7pe;ir_+0~RC z4`GiI<@JmLeioWgG0}f4E0_Q;T~X_EGV;b4)=?zYq^u*D^NSim#5r>g;{jV;-i)BZ zDisD>!49gQ_n}!4fiBCNrpPEXt$*DmmI`A7+OpQ%5N3b-c?pq@dIU&Kro<_?>K^n< z@3#JpgdsaSk7n~#>kp@NeVS8CuT9x?GAKdsm<4CM z7lJUVZ96XQTD{TzORB}i^MkA$JT(TiIZwC#U+18#!z>TAc6uFy`X)2=QjT#A~7K!$6CE#yK8)# z(S6(O9cvn1t;3XnHZB0pL&YhHHWp+~j*`@MpR&B1PrEYa_aJp&PW19>l%(vVj>aLU zq)0O+`Q89VRuM;M2dG$A=`{tHNv~ICSyREh=F?`Ym5j<`_Nya}R?h_^x8XR@3_g-)2o3Mv!Cz9zI+w}Z8=E*cE8edox)T@{9eTpog zNXI33_Zg*u0Ao?h<+fV^fa7$1EUOm_=mBYxgBNSW7T-#{f1ekzi@=Je%HSpHA;6uK zBth>#cGsh^Gh8WBQc|&|HBJEJ^!S6zKyE@!x|ypDqowOE=X_(RTf1fRl_xVKg_oi$ z6t#%sag~{ImbN|Ym`3DU21tW(IE~z;6mLhF`JVn*|2J4P!ERDZ3Cu)M!$7NE5E0e<+Wq@*gK* zWLZ(_MNBz>GGcSL(EM^Dj(Zs|5h+$ll^MWVH(K(VK=^Rtp#f&Cr{Kj`zDL`yRWA46 zR`a*kTnF`WEFa&SHU~0PbM~{}2OX_>o089gR%7ngR@T=3Qxzk1yX#%;a3#d#%jnoj zWx?s#D5eTb98@%^*f~-VM0i9gN)hLXnDu2wn|uxOY)IG826;V4qH z2*Y_i>mTXxJswVzsWAVBKhV>-dW$(zry)cDU8wy~fij zN~+)YlZeQ}B9C;X_ zuM^pBbxxB0HNT&(#-?l(uveo}kVX)@ktHOD)m539<0u4omsF;;woNtLBLr7z`ymNqa08H5Hfo*AMG-GtzP`LcNn{ zk^o0?WZ+x|7r^gD1Zr9*ym?wI^*rRGt1?r}Bh55q1w=%=pBLUgKFriuxRY>Vp80gc zC%9{ARv~>FNzgtk&Zg=_IX2WtCbKgE3$S;xnRcL zgj2`kcgtw)5U2${Jg3+m^9i^0bT?IUR>=^j%78ydu7$R{u2en8-eUALb5z=xVpmIn zX2ZTAP!RQLuvfVP4qzY8th}f&JGMy#ufJ=G&VYyPI-#Lw4CEj>|7JnmS&lPuTa_X9 zl2U($fVxI)+i?;A5kfk<9gGAa(=`-ya_D;sdfu>LK?lf3axWY3YMLL99?O$Nr8at7 zb42;LRg*QM1VmqrLhrwueWc+yB{Jj?tKT~Drz#>u3WH0tSG9!n#FX#6`0NKEg_u~B zw%A5Sb=Ss(FvFntDOP%c-2~TXH8uV((2d9Dw-{kaBj3vfRR@mqHNt2F37!18R8c&;Z$WvGA#kBwV4d`->SH zGZsoizi!3jMX!3Iog?ddIKMODTIfOfQp>AYM7J`UH#+{sKsL~UB&)v+vA3&~;bJ}_ zZv=`hYPFW>pyjMi!(uYyS?$EH~qrdhh%uE+VtQi?j~wv93Sx;b8$vW9P4XA!8TUr zimPM!-k&y_N=k|qmL!;%uB~bmIft-oDqopjs4Q%PtEqTSxUFpZkPJyamiY#0M}&hKE};r4O>E-9*y&h#9C|6cv-T zp2n`I+OAHlAnZj3Z}A|64K-|zdOCw6M6#V0)!d3nbmhmIh#`_tn1jGI;;lan6+1tB zgt;Z)#(y}}PT*97FEb-dG?E=qGb#!rjSVC2W@Tv!;4`(e{Pp+~)a*gtu8^^znNe}r zmsDhXV!r*aTOHsIvy>{8g{mSf>nMJ!t3c>#sw;a_)X{k2oa#B!>n;{-Kg2Y~?7C)u z>ac#{E9-mI6`WReE1Q}jZ+nqjSVQ=F#RaF@PR6#A5iP{qg5~b11 zzmMU@WmW6_9-Ay4?0ET#yKPfVGx8T_XCnMG=8Ay)aW>z2mr3SNt+w;HVN+ zYdFa?oB-sM0HgVQeH<>=*z&<|x=nwEv*NeUW@#R3*oM)F<&Chk6lU3P1it*hq~hak z&`BEz^x3hTVTi}0Z?(`VVYZVNmy9dkFHf1e)ouS&{E21?&tp`A-?N~%w!&%+0Y$#obh2SI zIQhcK1g9wH%+6)29--=No7LKV>}(;RW=z_;byyQ* zxm5UgU18SG6D51_yDlN59qnpwi+z0wPJlKIyIT4jje`SFmYhxr* z1x(c6Wsk=NgCi3AtZ+$V;OE zw1JJ;=A?K_`RjhCU=wT=Z&LV)5Yc4iua1%}3ml+KM1=~FC?Wu*VYerC-6c1(`ayQOj>I%2+h@@eu=`kIMD+7gWKw9cOV`;dEj@ zgd-L8=oChSd8I1eeB7~jOH@RMLc>!!PhM{^|BsnZp5xtgHSSQ3-N#?F+n$HvF4pFx zK%rQpnSLQ!p`Be6?NYduX4gYs18xN~z**fw4p@v8ru2WIl$YB+wHs9f@0|(kf|Tcz zj!x01Rr~8Qo{IAC0iP)Vh^4wJ9-=oLu2-wxNMVbukOmK#Mv~|t|DRpUF`t7uZ;+b2 z(OHJOq=Or=EYxO1|C!S4d#nhJNB|5sPpDmZ9Y^Yqw4juxaPLARU@Q{d!<4>9WGJ9!M8&5-}tw*I| z%XK?c9G&$R-J`9}FHWUmlKQd;kh%nOJh%c$uqXmuj4p_SE2oY)vXMSdcSA&wU4^C$ z{)P6()eoW-N!wWGCUdB9{w5?q&e1m|*m|8r3L{fX>;KD&KOVJ1E`-Ou{|P~!a(=Gxw~ z79n8_^`utJo#KV{dORPrgi&UpK9}0>4Ac82XfuV8Rl}UW$K7?Fo~W*nvm!U?w}?3% z0_`$dscvD417nTh9k3FD38oU+O7p-{r|adJ8}87>`eTNqOag)D3dbn@Zp^f~$=Qn+ zr+|VEuJe4Nyb{uqvcE}oYLLT>jqYd^!s7Fo(F7>H6_xMfT?>M$%vq8P7pF>T5e^!t zPF7INvYbjt&lhIDF0R>F;bbG77!JjDet<+QKdE*$??-yCZ+vjJFLY= zam@Fxqx+L-u%m}Dxobn0lv(L~Yq=m*EzDFV&;5_#kX%SdQPBV{UU3PX0lNil7km1f0JNdhG*Usdaom9FS8Qqj*_nm&M zkDD?N3DQ~Rw^tM|{)V0M3yvBciPc6-EUY3z)j@C0?eIA)P7x$y4PsmQ3 z@Dk=4w18xMG`1AV=d&s6Aivw8$3s`sOx~Ha-xusB2I)EH$I2L6ju2AjF+Py zlISOEg?QJtMej0=a4u_3v_lVTCamjd0X1fHa{14a)S(qcNGp5L{$sUB{e6uY!%Dnqs+6B?VmC+0M2!F)L*JEaNXFSd^xEG>cz zN1mJSmCcnxuN!DS;zf$D-h`Tc{O_Sm>9cLw!H05j`l<3D)qhhhwy}>>SLc-ROYrY` z3xy5F@#@g27Y_W@0~WXmlJ9a=se&gaL=;!;FK7F*${!Zg|0~Pn`IbfCv~J*Qiyp2g zZE!kY5nrhr+j)x+{Mr7C@qZ^6WkQ--NswrcZ;(O2VfFq2IlpZ;O!?BkJS;OAGtRO< zRd7bBp!?Iy_F_mlSr#q;REKn$Graa!}{Uwa_HQF~%_tVI{t87E2 z9B#rW6UCl=^}jvH-C#~8L9V6>#!9>CeoI5s@QtgjByVP{YVdN$-WLg?REOX5O*xiY z>2M_@bw2eG@I0@r&7_Xw;~mr;M;pob5K1KqrT@rZE5ohMRn;*z2*eLaoJu|&Y*VVL zqI@_hE9Z@MEtOXsO3@uZ4P`|aCJLsF&Jhv5K5gi5KK`V->Mk(pNjjbLGm{kmoz~FA z_{=BOTZtb?!iPO&@xEt!5#f4uE%%m;o33X0M1hhJh@60YLoW^)A)o6lMOnI|OMW*M z>L#ea!mq|tDz_1JgdW4YP0{R^%%AZ0aFE21p`SS%W)MycOxuSU6lR|Ois>tQaB5L8 zv1{AdhO^xdszS^F9n(-=8b4&5xoFO|4)${ly#}`Xk+g?bBQDG50ea9#mMVIlhMK|o zS$Q0bfnZ@lMh%mP3c}NsH!xCu7<;!PP2Y}gLw8)~0z?Dhe?u+p^w!j`aK9uzfudtx z7dNkepbFh+FK36sSg?H>I8utg+p;-8C5|KK(|2g?d*qSWH#*B`Q18&|l|)NJfva|j zvbPqvbF54}UCi;yyQ8y$Bm>_GVRsA{4!eTy(M3OZDZz;T9g_cU@%>!e3IYdNX6G^) z4JVGcjD%dyhTr1#B>o_bo#|i?gx<#)`k_G5714)w4z<=9k@PP$+I>*fXudWsC7!^% zpn8XsPQUHEDygM9Dt+@qyZ)S{jZ=nI?A8P_4q>pOf2EN?1UeDdX;*jtAu3$&#g3%v zD1lfG->6pA9%qUrjPXhAKx@$xR1_!>Us?t?=5^wio5s`_k*1#g+{~m3s!ZhoHk0|t zgq7VhI>Cle$gFI+?u-n!?R!R5Eh=&^49noUFW3e4zVjV(h2_$?OF8&N`UpLR;#s=n zM~N{7tF(4Df4iodKY)OwXLB=y}R%H=Sybq^Xy5K~e<-W7NsNt32YI6CV-t<<4$hP<@ z_ra4nrU%=8F%<62X2n{|$UyV;uTUkruXtNIF={Sd%~mt+SPdkc36MpFl3z%Q2 z2zF6AZ!cl&Znrnt#iyC)*HR&)&Um`Yj3Yp`^4#0_ys@0Q=F_gRRDqHVkEGICfZ+`! z8e9L|7!@9gLdLe2PVK3TNEz~|eKgF7v?^{D4ZqC` z9x^slC&eLb9Rws|6%yBikw_Bp`+~#mhr76(EdadltJwM|F{=`HE_UDP^IGZ(dn?H$ z{v;$#buI|a$w&&DgMo}U_W3t?J9xSxt?2TeDsc8C37zp&F94M-W%Dl~{s}gdh}?q7 zwns*Tvl0o^(mE3MtU8!|^~B&tAT_F=RBv^WwycT(2?pw|Aie7?7Y)FP!7_XSVWN(> ze4uA<``&S4Vd!u!)5Vw?)1CkQZ4KXeez@n`U}rTbZ_XVe2s#A&y8rFK(NbYk$YzX} z)Q~tr*kEj4+a>fh=cS5B!ZwCc!|gzbk2#eU)|lhnqVoTf{d{Zs(mwtx7)oq(^E#qWR4V* z&s64Lc%Z!~q+uIuTE=7^AtHx*K4vQVG7J7xuBql2x0kcx1fd%PHYk(xy<4oi_y=@h z^4PQnWez#MkwTdSgXFzVA-mpXd<$z_E$^q`Bf^DnnLc41zcav@eS6K{^@-QapYV_T8P>XWRa=O%5ze_N# zXv%U~gyaozMx=5&TPl1nKP|QzVt^yAgoa95K~mXUUca3gzt&qXivyckaImfNX=q=9 z^ZPFQkc122%hR7DvD4XI7aKgV=sL8-&}NAKs{2gy0dwvIm348(-Y0BS&h}>pPdnfP zLcV`CTHNJuAT4I082!7HW719$4cihAwgZF|_%`{(;d+0Ps=bZpWY|HYqs!eC>|#vT zULM`ky!pV702|CdMDDi1i0S&-(##tnar-6BK=0lHQK4_ZcyLlR9OjL%rFS&r5dyUM zF``QRhPI|6%Mn$F^~Yqs-1Is2!THL0!Z~`Ar5FTxRO=0+_QJvjn#Rj+Xif&5ix0WY zPwkyq%f5&0Wf$y%7hKQEOMp_XrA@o)>dG{ko z^(AViMN^I~>R23QsphT|+7-s`ZBQ|`k*edNlD}s?x`tVNzLDnj$CIXs9KUP!DTg zYFo{68OQFPYa1o>VdPKJUF|99Z%mHX02UF~WV`slfR$d_>GG*}v185z6GonjI+M@O zYh6RJVG#yK*OvHV$qP)T8e1cDT;P>uIeuMnM{d){I02c{ZFaWoTd+AY#9O1SD~uY1 zIc6nb^jV@!l&J)L-^e}LO)9$C|5#58-WklQhNtMtNL9(LF`ucYClCj=Sv{@RZi1$ z9$coxJ561*Q|AD+K`rk+s2O(L5`~=QRa#aiF-&e8t?K*PO}BYVXk!F$5VO-iL#)=n zC!@2tDtfF{;JmqsHtVJpypH8ozs9BW}Lg6}fEvZUF_uKM}M}Wai+0rP+B0$gH($Cr9kD1*B z{`{J+rhs9QEY%o%00WBv0};9^+dHm_A@yWx zB9MipkFPCUMtomJQZ9)bcJYCg6F}|F_-+BUI7$t`JmpO3UUgUJ}$Q-=&?cc_&7{7XTH zN&@xBhCrg~H&m$M)+&|3Vv%Kb^OYX0@=*7g5`nxoZp=)8gVWRK}w7?*iU9kl{2^bT5L56oh1O2sgMMk%WJqL5g0#r#EQ#hENiYps^sppj( zaYw{$&S3Hy?3h>EclAA0nnjVM6R{9dO>5R#uc08*1LE9&7W^5WB5AvwOj<0TUq2NN@cF6IRqx zU4kT`o|y#?v#g9cU$SN8dU~r%=)4+#Bmq_VnV>KP>lEJehIX_0@TWOxYVRL@-fB$I zR0Ar?{?j@GaI|-_z`Ns|et{SBP}7SN)V!y-9D(0@nFVooV{YXcHkVTN$h2`Vk;uy| zl(&l*Su6l$Mck343M)hxhdE&79U)gh)t%WgzI%5n;PeD6+S#)=+2 z=xGC#gYYJ3`#O??ri;F37Xb@e{LH438!J(Qix8NcA(yy?UsK-fb-SW;&yds`VE&;C zL-ZAP{>vco_s)tU+(eizQ8`p&M}KTWKc@OHES-4S-LzIWKaAX{dlP*)Cxw+_5kCH1 z%(P-aOrAwm`1;N+ocxnZln}i49+d<~OD_tn|I$?N!-oAsg)Ta#5t6>(CQ*Mj%x1?% zn!W+C8KKh)y7db&3eiZT!&*KSE}VW$kMOlgV45c%%9Wiabw`stU^MNizTA8Ihk}Cn*tmk#GUh zyd}#s8>uH_E6|I=%{uE2*bg7ITu(Z25feF_bcaEat|QyBp~+88Tn$CTeA(%vxvBwN zz`J5z9wPL090Q)8Kmgm#|L}`{UCAsaIxqHo~a(I0uQq94QJ~d>z>)YDtRE1fTzrrlNX`?fw zl~vIccs`OgiG&9kNT_A3FHL=4?tTzFj1oA|JL{aW{e+EW^0v+z7Xcp89+sSQ z)&zDzuLCG3=9K-c@}Z^)5+^w#C++t4m)#=|_m}1By2K(?%Re7@&%@MWr%g9@uWU&4 zg-1J`xW(YikOqD8B+Dd4hUqcaP$hf(rNa52lp;CB^2m zM@2Bp_?Cw!j9lhbwq-u_)L-GEmpzoFU^O1fGHJ24n?Tn7rI0bWQ){14{e8Fb> zHOc{tl`)>WpR$EBLdfFpz1UdMMeilzZYYh z(#!c>MHLpvQbdcf(@od&J{MDMoF zV}k_uPO4p>Ny-kZ&z;uAzX{HHze&{Dd{Nb2F6%jI8o{^C9R`k^uOmD?Tr;ufPIBZ% z73&@iIRy2dFF#d@&K-i$DX6RqOhBE;d^GpnC!?uQgut?rYBs7$vuJH)0yQ0{gJOFt zYlVZk3CyRLZ#!e084;l}3reaOlkU@k?j@fVaXMtrkdLVzl8UR*84inIMDBLygEgBE zj|Fn*;Y3|E{+wwUmDp?vO7KKw$ReGp5u787%c|=+>$V?MMM%C(m{RjjUl|%y=uL%p z@iK2;5+;BkWxR7dguvIDGOMHZ22R&?)gsf4)v4TjG|Z`q)bUTqS8o>TwGTZKIoQcr z8~ua0G+sA&C(g;JD411d43eWra7>4HR^0OuUC|Q_(3YlK%A5ZYYTnLKHtUxU;TP{d z?eWWhj)bNb=te@y*OTmje^sbee7{>hK&_NIdlFlp$Ud_jCD;Y3XF@KXF`N{UD!j2e z+?m5`r=OcDvKlKJ-(%7udwawp1ni|v6fKn0?u$B`OB@Y%l;v&NZMwy3TJE zhkC{4ubzd#yhxDOjnzWJXl^q{?n|PN*lB*+dFe zu;gz3;?r;_rRmFaX>hhs99ozhhoWNx8@{|=PMWwc%df?S0!;Sa+pcAoN*z3?P-4H8 zWk7wuk`pH&+&x&fxsyivjf-M;W$)c;|Iw;kabtCE6*=+oKmwQf)-nZ5ONEuGEH~4; z^T~`R>Y{=Ii*lW`fsG^L<2Qph^@&L%WdnQkPitUAHO~B-j{k-aTwnzyu;*WoM#WAt zq=5>v3|9}uyeC&j@L6enc`?<+Q4@R@Yc>{!_ol^5CTnXM6r>{4T#fEye4{!mPOr<8 zJ8sHsjEi;yMmjXlJ-LuHo0*gI8?p(W_Ad2UQt#2-KhHWrA!R5i+DzAFsC{@jz3ono z-|1YA=PlSxGhsmJLf_Wb*46ba&hA#mU?+8*vG-fv!kp`5xb={kV&%j$9sXalJEzcP zL&SO2Xk`d-FV5AR0SlF0bk1w0+)YMti|D6@_$x;qKEfNt)IJR?rNvZT?3CO1b>Z1% zjEOiJDqQ-E&V8fo_&*ZlJ9o~!8qwY97Rrh%tEhUhvC&Qmo^&y$sP4NuC+3*5+s0vk zXniqov3H(nqHBL()z?!OYX0*6Fa8#z?8x`nDA%W~-ugca@bMjAt3;dE7DrkIosC`nNQ2*J?bM-kK59aL+zV$^h z7)%YJ7=}ZuRTbH1UtVKG`lv|o`Q!&o5V8*$ zwnyl&yNJDAKb;-E9x-NJN}i_r*YRXAx;`?aS*0C~eH(duk#BDZuutkg?JG9m%z@QY zu@W?K!8CCfwjl@el!wsZca8a(sn;-|2p6}J>U-3mo2pk`UnPwF^lvKP(RS|u9Rt(b zKlzDv0B$;-$$6dJOluX`6)nuCZ{`g2OWcZ0442SSI)~&DeF!z+ubdV3b>WUn$C+Ok z!x^9z>}vl2J3)1p0rBa`$r8bodA#|uGIwcP$uz}uql^4L&j?a`I5A4~c5Yk04)V~D z_~R(m-*o$(gE2@Zgg)D0buweyZ<84XqEqqRIHB&%c*R1tZO3ieU!uz%VxkkHvXJcP zn+i4aAU9+r+1uJHyNv9tXUu6J%UZuIlucY(s|65qHWFQxbl#3ZNfmDL2F87Y4~6L| zolO59{w{VYB|6|E;YR#Y*dEZOv3mm>)s(MWU899rJZEa8>j;tBY8qFSzuG(bMUtUh z_*B(Nw->ebba0Shm&Y8lcZyVRMu=TVfg)WEAA9*rWzwCl8(q9?vI**KT?y#$@MrLb zM=Uuin}Xbsf(o0w>>RV3D%QaU;byh-JK3%AyFZWRaU|yPm343%6eOWBhoj*==Hk{G z`2Aa4^~n0Y^dj9SrET4d&T?qct<*5p*%6i8SXX^WUWJP`n>1AqNE%J3Uh&9+&}L4h zwUV451zbR=IXr$ZdpqnPn%aBv^y3Rpl4jO1*qpe1L`EU2Dfulow$#P}W&QsLqTRcJbXn8U;5 znGPpLak?>iIaRc_3ZxbgqTAcFsn_M6c~})@9C=8>K=_tgDnY6Rgs}zB@epFk%ey*z zD1y(-+u=#S3dXlwkb?*ImjKgB#?}b>7SOe}q?2m?K0qSBAW26@%jLv@Xu)t=Gi`P( z8V14`xQ35QGSzv)h@#$xqtTZ7EhmSPH}jxz$Sa`*PSm%srk2}8rN>!b)B#zrixr;M zDu*s#QgMjxQ{IA*zt5MI!r!ar=681n{bd#+Sh> zXMH!7Hz!4auFhJ8r|a)?BjU6ArA3w$HRJ~Cp$m6z8mFh?(t|6*$u5M2_RCYctJpfx9#lX$8j@%j|-7!Z=PABweHczK&j7I0f?uow_tws%rF zAS&lCZ9U=Bc~=uOvFJR6Kg`n{LdM!I?rIk9&eS4^w)0EGUmE}rf@O9!*6SNVZNgd-?CQ{n0AuFe=3kwU8j29oH6oK_~rT4W%i9Em9 zvCnHoe#wC#@XjLFQb-W|WVU$gC8RFtE6h`E?*C4A7@H4Qbng-b&BWow)nn!6^(Qb9 zJMsDEY2#EF6(MeEtKkFFmcb*1FZb{D1x7pALuq1t=HutbqQNqtiIK9;147PWZO)gj zTuq!vLHbFfulwKj=clBid0r7}3|WcviI1o_4wk#Toyv9nlT%^iFTn3qKS{T?wB44J zuq8*LPW74z4N(gj)->c6P^UY06=X;|sPEU84%pw}LD5-+s=3cJ1A6l8bX*- zbvX0Q^nBmi3nqQ9h|VfSH6iS*VD#pK5Ber!-uh>4$xm^9$e144OZG!*Mb=bd2vICm z&E&T@7Gy8&pw$7Z8$FFtEvzHzGFfNINUpYuyd+aGLwB9Yl_fse{L8iCrGVp-YQ|Mt z+?X1YAQ^;IG_T9yZ(T*Q?H-5VFwa5u`V@!AI$D=mwN zP)E%r%Jg&a#!EkUf1}!+&zJ;y#NeN_jIQJ`&YVkWdz-TaOzRQugm+76n6K89;hZLy zd@Q+PDg*k{@Ce2o81e4QVPgduRyulX87;IZs&?QnI_ggtfl3qAEB;LGBNHDL6F41% zv`cGfN5{Nfi}2`6L1Zka1`l7X2MF2D_zu6weyG4cyA(DhV9ypLz_pU3keP~BpUW8S zFMY*ggm)bK$(xAuARY9Qa}_KFRj`&(N9$+xj6Fgw8vd5cx$5eZ?ppm@_+mJJ?I>(E z{`*K-j@6Scux0?X5f^KrMLu+GeUfkGO;nE<;&;_|iYhM8Ab9-eXDDk}_Qs-`XjFlK zh(vrvAW~Hoq?qxAonz+ST742D85Ht3w{IiAj`5YKq%a(P5i&_H| z>S#0bMmDC(2W$?~R3>yUS@fZ}8OJO7p>N-HokKDbKz&s|a>0P~2z^pV*R{_G_pGB_ zR*<5aiisI4r+NGX&z)wm#Jj@^x@+F}+sYO3F@+Y`5mA##qTJRuoGejd}*iUtSy*!|^!FQ64`gZ0yRx@z%f^5sFr{nncaIaG37 zEc=cnG&Fu6@uiABmKy4~VCcG$#R_AV*-hUu-6&Y`RI;TXCm6oD+27v9Uj~&_tA!)p z90u}h<;u7DRtV1lulUT@ZsN2Dq&-Lo08(DqyO9Ti^%vw_OMi&PkiPoBL*?#|KlrhP zKCtoli+{c`fu4E%a~t^2il7Ca^xqE!ViG-JeJ}OzP2_<=F!GC7|KCUAB0pYVdqEzT zOTnh4+AQvD3Ti4isT&4GFuH19Et_>k)`@qMD@Uw-()H~Wz3kbe0(m@Yew2toe0D`ag;hfB>w z+3MdZW6cpvzQz5h0^AnkQ`Ni8+oqYw$q0m3#yV~eD?^+L6K6l3eYx|Xtw<f2X*)Db0}hM>tZpONl9g+1S|F&BX!PE-e@n zS0zk%omfPHkXM?9hVzq?ypt*~0x`D@d5IONqdt-#5aAx83+j9CRq9pQB#8L?9Ta1M zEdmm$d&?*eo>blq?RF7&pHy+c_0( zggGG8Pevy{oDEH+U?K6PLNxK5$oJ?p(s$Qmq^Ibwtxj764*xr0gRHE>`{w_hOEC&; z>i^|e0my>?nM-m`RAbnP{~7}tTzm_~e~qCH`hWZphmRzXSRRdDwVkcCbppTZTOFM# ztD$?jmuptyO{&3^sF zFTIH*e7=X<6PBjS<=Zr#IhT=*H2?XwbN2<`i}o+iP(rGkaqv#8tj16T*lYFe_NFTj znr`e&O*3gjva_=_G&Dl-nD|G(^w8#Wz-jhBQArbC$$M)yxEY9ii*&jgrBr0ts5^0X z>tAKR(Byk_K4Iv+cRHf9n~D=R10o1>6q=(UxdcDHM3 zSX@1F9+L4>zt-twz5nWA6pX>x*yE`1Ecl%4PLNRO<+Za8_ve{3N?ShLJ?i%;Ba+1 zwHyz@)JE@%rrYD*kPJaEgt)l4xoLi0xs9NYm0)l&AlUaU4W1{UPt+mHb*?+-do$Ix zGgaREwHvW|c3Ty_B<`~&Ja^A%6b1KdRvHY8eZPw0bi^=d&AUz*fWE>Vf06nLPI1pF zDk|EreM*bKSOYVdRK{S8&nUpjc&eWe!MluPzM;f0t^3^5i3e-p?G26>meyJ5+wNTot*`bm9L$h zouGve$8pUKp!outzf@E$pZrWj%V_fJ92)6PS3!Api6x;DE%IcNOB zBysnr2=Fxb&e%8KwIY&1EyLMz_H|p-L0}ck)$y8K95Z;jo`#0+=8s^_B7MFWWL{?1 ziytxWuLk_j8~%Tj&GM_SH;%=q$>-`vDwo2^&BB8)#0Vg7>G!9rhmC_U1BX_G$DtH& zJuilRLrV3_3r1@F3r%WC`NfE$z+ORNQP0Ce!^z+Jhx;2N|GP6VOhV_Ards-r9ZL=W z(;^Cs(;QDZ*{w!@>ugFz4~RT8R950b%+0sQ;Zp)obaZsG@A(vzZatkU(l z{Z(U}V(vlh1}PNJ^-dEb30L_k*hc$ToVivDv$mVnCPVtY`!R5@{n=U$yifzrwHT5I z|HT%Vo7NxuVQ8-q+685G&zeXR*4NiB=DjhX^}d9YlmnmK6*a+uV(rq5iV7TPyvU%? zTDSFp9R~;Vq(!~FbhZg8`>!cV08X*dV2a+giFDDBgGvu z?hGR|?F`$hkfX(^yE~upzaB{=^}jv3^5^E^@jsukgdBEDyWB{g`ycZpP9dV?q`HQBB z{L~qqE{{|edU_}7@%xF1cqygA`3Z`0+Zk?II><#phh*Ty4da!B3V*l>DVl3efI*OH ziem|_ls3gjNhbM4sc6v`4$EMgJ(j;LIn?ZwA9>9B4VLy#mzjrV&_X3PQ)PBW&Y(9Z z8v|)4h1kEm{_Ur%p)t1iWXNjN&p6TIKSK|x zm%rLjR|#);9D3d-ey{m};Y9%Jvr8Lxz57)?4-18_g!3+czI`}xU)e*Jqs^|YtYl(h z0$^WPH@)WM>YJ}v?*gzmMlttf4o3L^V299gHwENywH61ijRD;{`o{opt#Q!%Zvep5 z61_WEz1m1ysCBk{fqB`<(=>FZbF;1u5b$q`K$_QfKEO6Gn>Tm&U!KvVx(v(6#WM2U zMl9Aebqad@V_OoTcvEDD%4E(L`*Y_X!&B0v#8c>u)0{dawtxf%yMk@-I#FTv45 z5aV{{+!qi6YMnQpeo#KFM@0bs1dZ7Y@~K8sltsSE#G^i>m?|u8daJ}@AKLK-fP_SD z=;!a0FcA6b!~Ma7p~upvaHWKtTGyR%z}@Zvx@_~NDWDA**l=FX z41201c+_5GQ2(KI5upA>_H+DyTs>FmKdw&u=;~z_{fYX_T3|R_W7IZF8q~OxDku0! zMEnH19DyzDOccjaTDJwE0ew7NV1JXBVq%g0#k$IHfq-73_xWz^Ueye3Hfo!`%aFv~ zDKlJVKs;hjA{ujUh|?+;yA@{}ydNb+Uy%4QoFS6=I80YqUzJ*(GZS}_yp6}~svKj` zi47Lp5n;5Mt2^7uO?wi6%bj&1)KtS6MNb^jBre}Z65bL4SL_Hc;^>H8dY%!SYN zT;L>u5XDqI`zB(j(g2KU^WC1k$kl2TiGZ8n#jLYsimN7h+7B`SU$oX^Df9{oBdNe} zx!#Qv1epxTaC;t`buE~`!2J)pNvni+0~fOZ=w?Qf<^xP5?I*3Qv-8RI*-jb=${50z z#sKvgw2Jx$r0oZGpF)BI3t&#JX8m?2OHI4NQ#h@MS^SPr1cI9Z=$+{OZdL1W$=LDg zVj7CWmN;^6z9Gr3xLEo5Po%zA7M((qcckEip62x#Ovxo^YHFrB{6?O$0~laltf&RJ zVSbQQ=1`Jd-B#keA{Csq1j|%H{*Cc}!Mlw`;a`>quwaVf{`b;h2rdI2lkVznJ!%7p zVDWFcYl!K3u%^1xhfr_chxvSXp{}K61cpxJvK0e~yjFkzsEh32^5@;+tn)+Ga z1wIjliK&emA0OwL_ke?9S&aPh^gaN3mh;aw6ZR4>l*zDR(l1}0T1}fE9Iz)~d1MyW z`}2)A>wu{46xHkM>JkL$farX8v9LhrEpqElhy(h`I%eZQ;-?Zm`ZzBhh<-Q;9F~8x zWTM=5Cyzku)nxZH85cwfRz^=r6jJzI0T0Zv-k+(qzr8$yFhe_bbFsg??jkfg*}V$B z^LxOo^$}`VfHd2g~*e5693 z86OEgy{(|&Jk4MY5jJ~d>o#-}V|#nM&h~C+dwX$^Av#_0SZM10D8hfzw4x3WVeqH6 zs372cCwozgu(B{He;pB`=K^qf#O{8T^vq&qy8yI;SpDyB+Y;vaMBcg+^s|g{S=fx( z2GjRz6lzYDe~yceeoO)kCXU=z4T8#G-?(KZqB#nY#SYDOr(>Z$yNvvZS!O)~=xmew z!Mr%t;Z>z4pl^4^%k5wO3Hx?4JGWn>Z#8DXO;Z?Ec5`(OOTQIoc(}Q#qhz3Xkmj_e zA^7G$w$ASIcbPcFFkrliNnkBk`!l6olX8FytV#W`v9XWLe$MWjQF+}=pqcW&UW>xe z4+8Aa-}#OHB=?hk9)IhD{YTmf;HjvMu?GvZaR{^#%lvmBGN@n;qzZw+cjY6%lA<^x z*E%sey2?VOn8eLQ^tGz0>i#6{L2y0Zl>aL_Hduph$VK#ZU7#Q)HZ~k!{=s}B$eGs7 z;|#{F69z#d((k8y7$}*k04i(F140vfY9MdBTf*>1dQ5cqW^b8$pnB70}Y%2 z_&Zqos+vD4aL@n;(Ih*FO)!saxm-71%)j{>S@%CuG zT8_Nq^~sNqIFCW44L_EI$b>fg;r^l-#`t*k&m8k^wEK2`?lcC-Kf-OeXO8l1xNqtg z?wFJMvBjDI+Flq{_-bhPW&Y4$S?q4OT2DIfGg-J@=kbne#6M^LSOfyeV}j5|*AqGS zI8z6JIilb(YL^(dfn-546U9bk5nV9G^9`Qh<2yCI01qCHds+Oiw{qW&|CFJ` z20wlVZ!%M53u@$=IG;AaE^7@=FGMak)&Jp@Mt~;=PF22(ONr@^XUp7Rvg}W+^tn0) zz7C+w5K!hvS_pt0t!=W|-(R>=V6S2%M=4Dh)A2&lge@XSvoV08+{jGOxAEcKUBDWkY*BK`i#GjCN~4VGQSxrsCV zldns%)MH*)KW2OSr#bf^%61x#oNj>hE1A#P%kNch8L8LikH_5AKuK4hdEyhkp$8z} z7?ppr|4sJ*=>(9y0tlV=Nl%3EwUvsBipjrxKR~1WmAZpU_~j$%+yx|)f0FG5&5
WX&!n*9L^IB)zlD1FmGmzz9nOY`y-Cg@a_HX~4w3JP+pgW8s+$}Npt z$25%Ywza$`sj$DSI`Mgr4Gs?vgPim}=(!yMzjGR@dw+j_anm(D#Hd?g1)SM{hxVU7 zcE-j2%iWeTc+ULC3N*ldfT@7z30;5%2x8qJYyr)w+c7zVwyuZ+RZUgZ>2wGjt95r4 ziq9fEdi?ieUP-)^_+wrGUQ~#%P8?6t65jb)ethv<68KrkTkg+KnR~Dn9{K3O|0))_ zA-wvp_VmArh5r}&;{T(MJn5QfI_DbB%*eumGbHM#KPRADZh=O=nwJ?~#`w;G;&Dixpz=(@ z{39a1d%Sjls&NfOn_#gYGj{d19U-`kz5Mr*EDeWZ{3%ZYo+$~I{`}c@G(l#Y%nyp# zb^tc~caA*#j-%3e@#nf7f!qNs&>hfIz_1p%CiFQbm%!7-;9wr7W03WmVs7(A<3S2Q zw(pdD_si9@PQ6rd`c8kS;vPv_c=ILgYWGnE<4y=e(V*)cfG0Z%iBBJwz7hm}17Znm z3t)(5SampR&pJhoUHLYS$}kNkPP%LxcZ-sftTdga1=(K@GM5Q?wobL zDb;3NKe>7$5Njt06pKf73naAw=>&wh+9}ASbCaEVfHc98&{sKOC@@+2Z_EGv8^qvk zHd-d8$6V`CKN~C5@(21dpfD9YhRuF=d({iVH82sVk9rAMej!NOeDYTSOvPUui7TLD zphF8+f8Ae3O6OVzJFUVUAc|bVK!PWI90$!0_dqrT8t0k7qlj&lmjpO1NF;28V2=l2><~k%u zv)FKMaFF%iF}_3j=aHoAAZE{dZcIgx`QJL~#MawU$PBju>;nm%FL3c6%H1nR^2xkM zKy+)q-hNn^_kAMaTImRhFzm|e%p$yo`I6rKlBf$0t36y=x$6UR=lAz{DwrkMnRzN$ zC1KRqSZKyPuT0fDi$vQ$prK$Vzkb~sMB9lAU-qK@#*df7a^EIXMrYyS;G;9I?LcGi zqTod;w#&u7K}-(-x>LcD<|zH8n*<3VbaZwO&nFq@?8JDESHW_zkH;81l zA;3*R_^GR}*VEH`PDsed%Ns@_z)eR7Qr3xMY*JyL8n3f$5d0p0{rtHcB{msZT7MEx zv-gE!V_8}n8A(-WXlRus56J0$xXR1RJ2^XR$Zmc0dbqy>;^I3#@M;C*n+*>Ith4&v zdR)6t_V@paRRBHubMKX#ot+;|%J0(M(<9qOb{k0{)#QBo-^Dindi7Yo!PJ zy1cv$QuVhxv%S5AB_+ywG_|$0a8FPN$AR`=RquWk_iC@3f?VHHj*E=7!#1|TDn&k4?U(g0E2`jdHYZ2pCgy1JQ($t#BT_I4{`(0vs0 z_UUQeAIetsoDdWc0nG!Iaq}xU1*)86tJtXdFO#gS?D5G712eM)-^<86FeNVILasn3 z1KMcmMV_6Voyk8J;G>)yK!48S1L`X1y<$OO;oa?RP4UquG4hBmQ<0pkEL1}FEHDO* zdvo>fLV|)t`nA8EP|?t8k2XNY4F?OGk(s%}R`UHjwvmyMmoQ;OSClkmqt_WbH+N1p zdjcc4sHi@T6|dcmD*R9$6sE#PHkh7+r?7lUL18(NYM`sz;}rJwD;gS__4W2x;r#r( zi(``{dxFhujUyneW*q09f~57&U5o*vLPAH^q{U$z>FEh!Le^>aYrGB&|Mu-0kNrHR zSP(i1*utvdC=(HbR37PvC6Co}QV444O0P|O0YSHE1zpcQvQ_`!Nhl@rMw-iJ54-J6 z5Bccn&44^QIyQDV1E}CefOxHTNA3>XgGz$>wVB>*Zca`C4p)igocg^8I|oN-M1((( zj#cxc|Cr?}rfg4FGBBK-pKDqh8X7W3N^5@tiny7XnYy| zo>Ea!WlBX@xPFg{s?Em2!ulz_l6)xOzF%U!3Q|*ZC)ckgtY1w*)>1gnAygNJ`FrEU zoIOF-S{(Kg>~J<%1#o;qGnY-WNSQV{IoV1jiQ85&g+F_^q@Y07T%k!8@?YshIITkwgH$l@u8YfXfF2}v1x+hnpatl} zye;d-T^${zkCtISQ}s1R1Z1Fqhvi*N0kRE}pdlCFNN?Z1HIU-6o#x!ffurW-jYnG< z%9L{5(?sN!=HaOhI#rv9OcVA^^z{V;BP=XTk9OsA510T62}z~zOWzvt?u}*89VkOhd!-6`vM1I00?u29ZUd?iL??T@yH+n`k(QV@?0D-Q z1jz&I`O`_a`Hxq+BFdk>fB&9nhKPUwG*H@9#oXN7$%$Q|*sw8CVN~nEr3%r|%d1Xy z3+Ne}ue}oFxt-VhK#2fQA#5?wf!Zh(usxQ?-@ktYza1YRH#7*&#lS$&DL$+R0C81A zL&ax|s1$+P+S-#dk5_qroyO|g8VRpMIw{$NhmiBt)zud5*~LXJa;<)9LW0bQ%?dw= z8t(4ywzg=fsMPZDq9a^e-Rzw_h>MR)Qcq<{ z2`@p>5!v$6ds?fFxcHlSB&IGrvg8IY8hKS$oB>-qXK0X~Coijh7d3d3n z_;>}R($Z2kF0O1PX3+gjySE4k2o=$!6vZDueuPsfp{^WlabG+G60p4c@y7nFA!zE= zNUoB#nAEBg5*s)7{@{-`Fbf*TQ`j!RcD$Z8a_{QVg3}ln7)&{2Y55~lNwc(6RKSa* zXJ;ww=CZcT@8>E&0G=KN7BeV?v=d!nQ!3Z;)?NJok1M(5K`lM zvJ@U3?qXM~PM^)ksA8(8`JOAE$~Fp}2qRSRIYG;W>*~`_8Ch9@Ij$n|u-N2`(n&7zT>F89D7m>-Ms1>H0{Y4B8jIFG?=PpHg9`WYz0fG^P0_O96{xqxa zIoq3wTkBmr=5tt1&BSEvz{W@*kcMe-W>qi z9B#ByZFw>>V7Z>2o?Cf;sArr@i`&M=&OqXiM)(J0cfjd>`{`HNOac6@wd{V^#?5OM zDfk$`5dRsY$$EDdh0h&t-1@XlOvnY4nLtsOnmVU5Zn$#PL#WW>^6*FaFpvw%IZk$g zw`KsPmQ&>hO0Bdlo$R$er*Hbh%g;ZI@#~1OWp-BotPh=pe-NJMyeL>L7wnL*(ebAA z^~+kv6-iL~s9x|(0Z9}zKzPeGx$-;M4OdNnj~ z$=kcTtwwSbrr+39b=RJQDZ&j#CmB|`26fF+&KZYPTUSGE?e3}^tz2c=$t_2~57CG% zP0P#5GI(mY;5^O+HvwTX-oY6)x3DPVO$hZR0S+}vu*9KNr2plg3s^;%Y@|B9d2pjW z(AR;E<+9bD=6|2??VIunRY_711fsq0n|};CK%M>(5elQPeEb|7SQ*|p0vJVew-C^B zb#;BjYmtg0FHJ`vbA!%XGt#rLM1+UuSo84kFfcGA?t^ZFUs(eZIyUX4C@cG>{z(`i zN6z~d8=Ih@pi{<*vNCoO6&F(i9y?+MLEmc^aQAcplR=%jsUP?ftZ3j6`>dKD78W)- z-cV5R7AR1Ul>!m}rfU;>z>8T78(stgi&jh%o|~HT1gT^NEhFRZ)yYO3%ln(1g8D}z zycYv-J~#|Gm;L48l1;v+heu6$IS0eu_^;;*I5;>~s7_|=Q$Kae0jU%BA9dVL>fyE^ zE7>6W6c|_{okYjL0Ad(X=&6{vxDHm@K$?&@w?Y~Kc5ZIX#sOdS_8Vq*bX2oTk$=@_Va>?lhyWVol=l& zHaiG*q!gAG7Uv!KMhV}n=V}DoXbLg|Zj|*$ zY{voE9$-No*V{V=76z;XrVorI5h$o2Xn++UR%@*v5rcz+os%whr$)NFKVxR7(|3XF z>R?_-lQQZLI+^h7FTHBOX-nlvyu(UI8bmw>xOxT#0Ol_=dh-Y!G}hJeQ&DC6KivQM z^QYo>`m2wdM~i)6F-O;5K@>nVk&wFk`m&twPfku&mX~Me=D_GkK63QOH7nO7yXyOv zwqXQpAE=3HaPx$eb3f9~F1oisHyfp2N1t3M~PoA(U< z5Vz*1rM2pbrUQ&LOQdJ*7?e>iFE1&nsfUw6$tONBv8)PYORrwN;v~Vv?Re=RoR$_J zFWp=NRzEo4tL1qduOj<;AMEejy?LX$Fa!KII`#KV9d_ zP}sI|ROhnAZq|)SLqmgC1~QZLn}cRc*W{FxT&1+XiQeAcBR=Bd;usha@8J-sDJgxv zrMjB_0!6frI~-?cXD~7QpGL~N#=L8MZ>oACw_x7~?5+L%saLJoxL2T2Xl4DF-J~HT zP)LRivU%`Nq+kMqm#Lby;x|r9LGf|!nXN04{VI?lRcc+uetf$zaM_#BXwi)nMB9`rz_iz=8uU`j- zzk7^J?jCS}%OC;>mzVDY2FTT9kPHNc-=9#d)3ep-PmYh7^=l3nTj4&5fyj1#-sE{= z;o-q6u(Jb<3Gh3CcYo(?w6wG=&CK+hd=i*w?2HF0D?E;tne?g#ZLgwb!9&&*g~`C+ zWy{4)R-HVuqQBkU#?MQz#6U8ZrAl`*)YJ18fd8x%s)A_O-Oor+H%Uk!BwwAbeD{@0 zcn=hSNb&Kd5Jf={Dn0l;HpT_gXj}30zvJWQJuwWkG-^OySSYs~n4Ag*@gE$FH&JzJC2BFOT+m4*+Rmeb|Rku#EB(@R7yLK!9iIpRhwan36(5555GHGTMjaO3kwUdEa&gv@Om_Daj&9AkVFCI-4TipiXR4) z|6@Xuzy{Q-E1AH-ao|*ux4-}OLZ&&JH-833RlmIbzq97|Ev&7(T^3zi8x3090PL~> z*O;618;!xT7%z8#oq-TUQq zBR94D&W-_AB}t!v{o+!fWB2+42Uz-yZ7Mz}M28+M{rM@?sl!8M)&2GIz(RE215N1- z&jo;O$#v31r~?5{(%4;D9qDw_qYnZPjs4-XE-C%~aGU_11z zt&FV$^ABM2zx?H;r8|!UtIG>J1b{trhAle4Hk&wCtJl&ZV3Im(J8haCFaynFIB&KZ znB0GKC^i78j7S%yi@+q#sR$a)U$G+N-NP*zz$TeW3y+M&1>isg#Kad66D=M-dzy%Dmt95j*1LyRC8I+aD5!mx7?q>zMP*VYHaADN;JXv{p;P4x;19w5^`N@~9 zA3hZPTHoF64ORC*!V>5JIbeT$X(zDnH*>}ellKWx%OW?Ysj8^x#O^Wyw!(HEzw~Iy zvSn43l{4beK4?X00k@vIPim=4q{$l236`{FsPJ%un!P= g_z37O7Ec$)kSl(2iVH2>nn3RKboFyt=akR{0AoGmApigX literal 0 HcmV?d00001 diff --git a/assignments2023/assignment_instructions.html b/assignments2023/assignment_instructions.html new file mode 100644 index 00000000..67b4ee70 --- /dev/null +++ b/assignments2023/assignment_instructions.html @@ -0,0 +1,1398 @@ + + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment instructions + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

+
+ +
+ +
+ + +
+ + + +
+ +
+
+

Assignment instructions

+
+ + + +
+ +
+
Author
+
+

Anynomous

+
+
+ + + +
+ + + +
+ + +
+

1 Introduction

+

In addition to R-markdown, Quarto can be used to write the assignment reports. This template contains essentially the same information as the old R-markdown template but we illustrate how you can use Quarto for the assignments.

+

Some useful resources to get started with Quarto (also an example of a list):

+ +

To create your assignment, you can use the assignment-specific templates (recommended, see e.g. the links at the top of assignment 1) or remove the formatting instructions and use this file as a template. Keep the header (the first lines of this file between two lines of —) as it sets the author name to be anonymous, and you can set the title to match the assignment number.

+

As with R-markdown, you can use the text editor of your choice, but RStudio’s editor is probably the easiest and you can choose the formatting (e.g. section headings, bolding, lists, figures, etc.) from the toolbar. Switching between the source and visual mode allows the quick preview of your formatting.

+

Note The report should be anonymous and submitted to peergrade.io as assignmentX.pdf. Aalto JupyterHub has everything installed and you should be able to render the templates to pdf without any further set-up, but if there are problems contact the TAs or get more information on this from the Quarto documentation. Alternatively, if you have problem with creating a PDF file, start by creating an HTML file and the just print the HTML to a PDF. You may also use other software to create the report PDF, but follow the general instructions in this file (see the pdf version of the template file).

+
+
+

2 Loaded packages

+

Below are examples of how to load packages that are used in the assignment. After installing the aaltobda package (this is pre-installed in Aalto JupyterHub), you need to also load it in the beginning of every notebook where you want to use it with library() function (also in Aalto JupyterHub):

+
+
# To install aaltobda, see the General information in the assignment.
+
+library(aaltobda)
+
+
+
+

3 Including source code

+

In general, all code needed to produce the essential parts needs to be included, so that it is possible to see, for peer reviewers (and TAs), where errors may have happened.

+

You can always look at the open rubrics to see how and what is asked for in each exercise.

+

Try to avoid printing an excessive amount of code and think about what is essential for showing how did you get the result.

+

Write clear code. The code is also part of your report and clarity of the report affects your score. If the code is not self-explanatory, add comments. In a notebook, you can interleave explaining text and code.

+

If in doubt additional source code can be included in an appendix.

+
+
+

4 Format instructions

+

All exercises in the assignment should start with a header fully specifying that it is exercise X, e.g.: (use # in quarto / rmd for a header):

+
+
+

5 Exercise 1)

+

Subtasks in each assignments should be numbered and use header (use ## for a sub-header).

+
+

5.1 a)

+

For each subtask include necessary textual explanation, equations, code and figures so that the answer to the question flows naturally. You can think what kind of report would you like to review, and what kind of information would make it easier where there is error (if there are errors).

+
+
+
+

6 Code

+

In Quarto, code is inserted in a same way as in R-markdown. In fact, Quarto can also render R-markdown documents.

+
+
5 + 5
+
+
[1] 10
+
+
+

This R code is evaluated when running the notebook or when rendering to PDF.

+

If you want to show and run the code, but the output is very long or messy and you prefer to hide the output from the rendered report you can use option #| results: false. This is useful especially later as Stan may output many lines. Note that in Quarto, cell options are specified with the #|-syntax.

+
+
5 + 5
+
+

If you want to use some code in the notebook, but think it’s not helpful for the reviewers you can exclude it from the generated PDF with option #| include: false. You will see the next block in the qmd-file, but not in the generated PDF.

+

See more on the cell options from Quarto documentation.

+
+
+

7 Plots

+

Include plots, with a specific width and height for the figure. We can also add label and caption for the plot:

+
+
data("drowning") # Access the data in aaltobda package
+plot(drowning$year, drowning$drownings)
+
+
+
+
+ +
+
+Figure 1: Number of drownings per year (source suh.fi). +
+
+
+
+
+

Or using (more modern) ggplot() from ggplot2 package with pipe |>

+
+
library(ggplot2)
+# see themes at https://ggplot2.tidyverse.org/reference/ggtheme.html
+theme_set(theme_classic())
+drowning |>
+  ggplot(aes(x=year, y=drownings)) + 
+    geom_point() +
+    labs(x='Year', y='Number of drownings')
+
+
+
+
+ +
+
+Figure 2: Number of drownings per year with ggplot2 (source suh.fi). +
+
+
+
+
+

Or using ggplot() from ggplot2 package without pipe. In the following code bloc eval=FALSE is used to show the code, but not display the same plot again.

+
+
ggplot(data=drowning, aes(x=year, y=drownings)) + 
+  geom_point() +
+  labs(x='Year', y='Number of drownings')
+
+

You can then refer the figure using @yourlabel-syntax: Figure 1, Figure 2. Figure labels should start with fig- prefix. If you label equations or tables, they should start witheq- and tbl- prefixes respectively.

+
+
+

8 Images

+

You can include an existing image (e.g. scanned copy of pen and paper equations). We will also add a label for cross-referencing.

+
+
+
+ +
+
+Figure 3: Parts of Bayesian workflow +
+
+
+

See Figure 3 for illustration of parts of Bayesian workflow.

+
+
+

9 Equations

+

You can write equations using LaTeX syntax, or you can include them as images if, for example, you use Microsoft Equations.

+

In Markdown, equations can easily be formulated using LaTeX in line as \(f(k) = {n \choose k} p^{k} (1-p)^{n-k}\). Or use the math environment as follows:

+

\[ +\begin{array}{ccc} +x_{11} & x_{12} & x_{13}\\ +x_{21} & x_{22} & x_{23}. +\end{array} +\]

+

The above example illustrated also multicolumn ‘array’. Alternative way to make multiline equations with alignment is to use ‘aligned’ as follows:

+

\[ +\begin{aligned} +y & \sim \mathrm{normal}(\mu,1) \\ +\mu & \sim \mathrm{normal}(0,1). +\end{aligned} +\]

+

Labeling equations allows to refer them later in the text. For example:

+

\[ +p(\theta | y) = \frac{p(y | \theta )p(\theta)}{p(y)} +\tag{1}\]

+

Posterior distribution of \(\theta\) is given by Equation 1 .

+

If you are new to LaTeX equations, you could use the latext4technics equation editor to create LaTeX equations to include in the report.

+

A short introduction to equations in LaTeX can be found at https://www.overleaf.com/learn/latex/Mathematical_expressions.

+
+
+

10 Tables

+

You can use knitr::kable to add formatted tables. Captioning and labeling works similarly as with plots.

+
+
library(knitr)
+kable(head(drowning), col.names=c("Year","Drownings"))
+
+
+
+Table 1: First six rows of the drowning data (source suh.fi). +
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
YearDrownings
1980149
1981127
1982139
1983141
1984122
1985120
+
+
+
+
+
+

Compare this to raw output:

+
+
# Raw output
+head(drowning)
+
+
  year drownings
+1 1980       149
+2 1981       127
+3 1982       139
+4 1983       141
+5 1984       122
+6 1985       120
+
+
+

It is also possible to control the number of digits, which is helpful to improve readability:

+
+
kable(head(mtcars), digits=1)
+
+
+
+Table 2: First five rows of the mtcars data. +
+
+
+ ++++++++++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
mpgcyldisphpdratwtqsecvsamgearcarb
Mazda RX421.061601103.92.616.50144
Mazda RX4 Wag21.061601103.92.917.00144
Datsun 71022.84108933.92.318.61141
Hornet 4 Drive21.462581103.13.219.41031
Hornet Sportabout18.783601753.13.417.00032
Valiant18.162251052.83.520.21031
+
+
+
+
+
+

Refer the table in the usual way: see Table 1.

+
+
+

11 Language

+

The language used in the course is English. Hence the report needs to be written in English.

+
+
+

12 Jupyter Notebook and other report formats

+

You are allowed to use any format to produce your report, such as Jupyter Notebook, as long as you follow the formatting instructions in this template. Using Quarto with Jupyter Lab is also possible. See getting started guide for Jupyter Lab.

+ + + + +
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/assignments2023/assignment_instructions.pdf b/assignments2023/assignment_instructions.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0b8d1c2dd24b464004d812d7c3d9046148dd1339 GIT binary patch literal 360232 zcmeFZWmH_v)-H+!O@QD*f(3VX3ogOkwQ*?NB?Na1Zoz}QySqzpcXyZD$xhz=e&60_ zobTK_#yx*_Gw4+^XRYe0S#wp@^VA}d6%wIgpk;w4**rbEg=b_ZpeF$8o56E)(}|c` z*aK|oL@e~|0YU%+pdos-OF&zG(9-(E2;t`@a z_Pf`&@c^(yaN7l4tB;6BXY6^njw>&3#feEIlmPKgWc+0tHIgK9Xx%F^^MgQ4yYVeP zyCB);y}_H8uX&|g7r=XW^wFJ`m;0mhK}cp-E={X+na?^|h z#}Fk=cXEZSf_B@JiB@CfeaJZFfyK63stWIUrgez`zNXf?Q%bfct_3MY^CMRcYubEF zsRv7NMtCW1<7Z|GIy6knx3D6G>Q5U~Pq!WsTbgK@^bOXBd~&edm^K%RU_IFARcig< zYv2hdR}#u5rGUg`FHX0AKTknF;)#HSVyMEjgT6y#87;EK^x zu?^5YVWnIn^A8GXOkuEIDYV$Sv%oDpk*K9K!|~Q%PTYYa@s*t-Rdl&8`gEp{?FSt{ zUX>BW2ZX7UQ+`<29BPn@sNJlOD@-Vi5|t%%ow1Rm)ST`YFnEP!HepF4)lkKzca{?) zJxi&^MN^=FF#BaWQiJTZc~$_2&7im3g@s42d5DHX&wTtRvzqwzHz|_wwJ4FnIcKy9 zYxBKm6R#EH_A4cyit(VwI=y?gG+4O~Iq1SycAoM4qsr+Uc1(GQVEOF$$b?P;z=p{|R#J0(_ z%oa=G2X`j|D)U8|`P86riSJ3DrBTIXsJ*ds+CIormxwqy(mpp z&PPuxiFuIi(q*zx8!fp~%wiTD=$d&dvGKn$U6U0X5nU5o_#zoF7hrCGN^h#;$ejJr zaZ^(9B)8^UWLx~&GuWC`A21zc;NhC?GYM;Psu(JL!gXs^5oey6Ch1-=u$oNSE3mN3 zl`N%DHoAt#p{tK!o0~*Y?M)^8!B7@iUdE0OW!^kd$nLzI*HFUXl2wn;VQjnG9-=^E zw=N!xMO^_RTTklqB`KU0O{w)Nv!!J*VgnVCF}g-KyOe!`u6)vj>x{3rFxisrct8W+ zfRSpnidt%CY9|>S`JPi0@3dMbskBGO)?ES4c+tAalj=bPB6tt_U`58frR-QpFO%EXWfHe%Aw;B}@3_O9iAbriZnT=|7+eEs5?-MwteaZ( zxYKfyu2U6;r#S_$A|8f0rbEgk^EG~i!fIr*@JH|Q#23!eEsKx_Kh?Dv3{2j_NNA%E zXPBQCMQUo4Zb40KKl&h}jL@H2GR2yPe(?0cJ4Shs5U%m?klvgoj#Yzpz`4{1#_-!F zl!vgAVVX3DRYfyt_LFHpqteKLY2(x|>;fZoV}88)L5Q=Sjj|_Qg@4%q zS2jz9f1P)H<|$(JfbiSIV!`#arGDuAt63*DAVIjZj@X`D#2uqyj*~#()VE= zd!)~d>GsEgK+JbD`CRMR1U=|VN1b;bPe%MBmS7yXKPt&)h@)OLlqJ2ES95x!u@%no z1v95h?8iKTE(T%(CuXbjo@cW8TfjSx5yXO)`CDwb9>q>S_Ob~igfi=6-iDH~eu6G< z-w;(erm(X^RgJW`F_Hiq+2roqq1?zvbS$C3?^!}5T(ETc#e(StXjyd zYIP4{WKm}`z_-YXQjiB^4RByUe6aiAv6KiM3K8SF^S%3c(e=)YS#lSWf~51RvxkFe znQ}?{vq8WyN#wYBp>{W1oiB$~E7IpiEwUQL-U#YK(JwkJoB6DRry@?Y|9voN%Q@1Xcpvqf*hCAZcn;=+YSjSHr@^W<^b zT&^lmaPBh@6GLgv{Fo*a3=t#nntIa@h)=_ z*qdZFraLq?{2-7YF<^k&<`%{Ejxwy35&VV@%HvhqnDhV{5BVl!7I$okX8~hv{kQggWT~#ZR+>{fiIcZhStgVA4(0YAD7YJkqMOisTQnbDcPn2My_Nh9|N8 z$-=(cODT5~4(`?&cLU155hb3wl4zPP9-Exu1lBV1CO_7nc30f`8uLpry&PO|V`lr|u8Ef7mJKKD zq|9i|yUml6>sd;9Rre{c;^L~b_6pdh+H6W~^WZ+ZVs@1M zg(}gpFSi?Aqvd0OBui$6LF-H1B3)|>Bgcxq9BVLN@xxRHoXBFBRXgSmy4x3ZLY5}g zu(PnV@KnSb=R=nKF9HKZqUXtyi?ban@JltoTE|I=R zQ1jxvC8b~0Xq&?tcmuL={9s<0O!0CU_wA8w z;lXQgviAJK_~DK;?P{g9)w1=;itWH@=Ys`s^r*X$2fCGGb_2PlwzpL$ENBHt*Pd|R zzi@s*4}H7^qy_Hp7~j3AIzFzlu>Q2vthetZlL=COtsN+a!%3Y@(3`Qm!?2p^bK zQ>Iplzg-s1+87XtZ7MW&)cwH)F^XCK^VGx;Rv#{m@?JN*5 zaz*WGm2V0HODX#-=w{IGDgpeHA1I@-1lJL@izD;MR`XVI2u&!ZARJz^6G2M#c&~oT zfN0irT4r5HX5SQUbMbofUqhnp_`6^o=O z&ihbhJL4v8^*1~YA#1V01x;k$j%KmZHu!~ds0#=#^bmdOYy@9cjT#U0VCYKj*cTV} z$O`RA(ZaRjTvhg;CXRzWc1N|ATiu@(Y5)Dr{qHeWtFQkyh#%IXO3<H`s9Q&?V}wcr;J?CC1V$$sSJ8-u2Ld01UgeUkEv&9>G#jzP>Kl2Ly17-cvrg z+bYHSj5F-;4<+i|Di8K&8S2*Rz=a!R!ZVckX;Vpu>1GTP-FU-f!4VZw%9gd0`@fsA zdqK9kV))4~Kf;qqs*~Sx%f9gYTKaY*8D@Y?5R++v?VnVpA&@{M~RdAUjq2a0{ z(w{wQ4~yoi3$QyAK`(BWLolyfx0nc%vqnocbgOsZljQU)aJgutuv~b}Udz>s;M*Lb zJ><~BS71$_v@t>}&Axpacv4Tg!I+iHQFRn!a1j(`AsQ`sbybTVGJqbK9K$$Hf9jN$ zmf7PLEb>a`2Y=6OSyDJk79%W%2#b|-D_pHd9DTZan7bphIk9rWl7~L+nHnwVTR6wC}+2D z1sAl>Hwy4I);Yr)0yxtV(oLudPi%aZ=dUWPqR}p_jUP~QnynA)7*=)j4a(2FX|zO* z8}SKEG;A48`mcznV>VvtCU>}>l9+R>ThUA&sh3Z>bafb-A~lz(Yp5)Nd{AFc?5Utofc7VU%xG;V4KLz>TOR}gZCOYLJ3g5lygS5GltQE zO?Og#)8+PRway?`w=O#OQAG2Ncad<<*Fg4a##A@fYkK zHmLgU_H81tPN-}Q9v&;}1=JhAjJmPfd|iscOk5&4dktO~%i^rEuwej=AI@|uqwvN^ z=2-#FOUBr|MjAw>Jt1&OUal1|uZyyyNZ5d_|a2`qnv}Qp8;mrG(0~gw~@e z=~(akRj;`@A>Jox%`fkqsE$O$k4~UI?=+In(dy%PZ%%e+CVYM~o7IWx`sS-fY zCk>xkBSE3QQ^D4g3xIM_h>X)SRDu$6$b z>(v&R!#m6!vI>f7zYc!eLA1=_KsP?GB1a##mTFN!2jirG*}YmB?vrJ(6P)j`=V-sP zn_+tA;C&k<&JrpZKUu%LANX9}U9jTGr`TX3Fr|Ke!ni!6y-@7BQk3g;Y3UO&Fh5l3 z-17X<`vypnVp-BplV0$0*kxF)<6HJ+Lhwy?g$9Dtg}tCeX1TIjZN60dKph#OdgB9% z^}R@^9z4lp>zzD@>I#_V4NA?F^{T`t$&yQyd?b_;6@us6g%_~7RTAufontXG{&SA? z@#j9L6=;`}P6*&=Y5zKKTJcJlRvse@@B?H`BiMB{EB32Zeev_e!wzkt97#3oz3j_Y< z6b#Y=Y}LB5QUK#t1R@c_eKyo05%m_cxdD;j?tyZWFSH%(CH-r?8W97SY(nVH`R$x0 z7G^&?k4g$jtxSJH4YSk;y~GHS+80LU7`t<74fpFr020Rqqc1nspxwwi;B<45Y$J>V zr6n{<7YlO-_O_m}h19^uUfiF*2e?^|T%tmKyGwEtt{h zqZ*ovB~}Fy*DN~+JG~{1WefR~m)2u)^o?Vjwy)PQmJt4J=e3GwA_7=hE}(kuKETox z9Zc&0T( z>10dK`67lr+MYpBo6X9|HCL#sZ)Dy2?#*_3z%4$^vjZLm@*{CeAl+ACp~2iw1fSxn zHTqBkp%MlB`ES#cZjm~lv*+sLg640L$Kq5WatN{cJ@LTEDUk`_+zhG4PCQ=sh(g{C zhm0pCq&|#(dG=7L`}Ew0LF^T7AS%RIhaxv}nDnR)!At-q%n!NGkFyJj+V-lZ4Y>{s zX%!OUBYEH}8(oIgFKChALIjv-pR2#U`}(C=m+U*V!#8ARA6Dyk_TC1o%5N}RR)y#D&O`qE7MU|MgdQ2ALqs6TnHUb4urLxO8^V--J`yh*zdl$j zDz8ri4O&>3LH5(v*8}+Ie(RZW8Oj-~Sp{-1vZ>#BrD z_aGRd+qO*Kf}sZ9?X4S%8x&W#htG#~d+Qo@9ZhcOK&mdKRds7JYZYtMI;oXtNrVm9pi{ihz!`_!-MeJG*SmMP=Tf3kl2K~eC!J=UrYb0%-u~|L z{cKudYJOT|YB`^2%42GBsy5##e`S*2G{Mx@eADc3oW1bO9?>#<5cfDGnj>ImamJTr znE3;-FfYC*H$gYR`VqEfGv=(kG2o$L_HKe@h~bgA<~bqS+TU33$WU-sTob^+76=`3@}PDEm^wG zyIDT@6dM zTf?$)zxLk55}0bWWa825ua9b?U@~cNQCOTv^P{HcdS3HfbEUp;$8prd%Gj#6cEP}D zGR+KMzqP&P$Fq-5mQP>Cu-?RY8^d_{%o%h@54?e;QL2*wmkUR+Bj@(z%v`(Lq5JF| zCT6Z=l4QtWmP^mY?FIHuSp9yzt>%GNj@6r5q1t9Ec_%HWa5tX^NF)!WG|`w|-@JU| zf}M|}#@aL5M5TzOKP-%|C9WxeT??a)U2bCm>!@1_M|LYJqil1v(@q1U%Rs*s3a=`! z$QRZZ9B_5;#n0QH^Z9$*V!b^+W`BeFIQq zx3?(WBq=1KDC0p4K{P=p92qIlBbO7ObE+lt>MV|Fk5SWLfH1)5lL5LN8RB}-3T6%!P-qpUr9Vx3#9NRok=hyizTTfR)E`9 zEw{15DzQ2q^U+m+vY`x%QRN}!wV8v3#oG7eDzu|?_zQRy&2}&bqW$6VT=9oZvU)0V zwIJ}LLQ)+|b508&TV1{H;UIA(7N#QQR%~>XJO886rLpwzY<5yPPf11n#;R2JWZ1R! zegrzpKiDI|gW~~@RRn}Z4c|A^i)ZCm?R9#tdG2`!LV65`4-eBM(Ey6A3$q>0bvxPz zSDd{jmwGG;fqAv@cn|@^0eD`?w?|i<9|PPX%EGHWjBm9pVXCvTQTH{MIi_PLNRGk} z@OZJEt7?05@;2NCPj2uhd6exmx18tTI)XA$)1|l5Q+Q(?_V@NSCk>hb3(s|<_f?KXrSZL zI>t(4b6*dBh@DhvE=_C1us)jTdyHB;koy5#7ONv{?r*%?RlYCYskO5jT~xEf^r+oT zn`jPxNV);-DnFHL?Gy0u?(=Y->bCoE87!8Q@c~{gJ)3q3@ASHTM}#guEQt1!dXUla zY2P|OiqFI(=5_N?y=XoRZO%EhIzKYfqjRx5YhFH1mL}_bZ=HRaI0l^9&t5*MV3ita z$2ZA&*{#wXSiUqSIH5AtpOl|a@g;cf-o3j#JI)K0N%w@j@x6HX*BK}i+dpTZiZ0dw zI#n5cGk}3Toq~hD{m-}v(AM(T*Uwx620B?qVO3fXC=Zav4bsu#@f*6XOPCw7U*PUYGup-0{cN}6#pnqR?iq9 z?O>@7u!a9!zPObUP{`E4o`C5m6F{C$Kmh2hK@SQtvCmWI}k-c z))r`>0I=7f1F;C`6amimTA&JB+5aRDFv2r&{49Z&mrmH(UR1#zG{5HN2E_z{7C>7C zYdr%{l+F$`*Ct?Q_=g}U^EbhOiJqR}e>3IIQI{;;u0dE@(ODD5WD22-Gwh#X{is2} z|N7Gogw`uHw3thVzEq+_;W00r^Atg~6$033BL<{s&dm%Oh3u!Tqd^+rN$pAcvc(F} zGW%(EBq`j0YA0=^LW`xk;_3A0y7s7Z(is2cK5w*^ZkhMUbmhkK>EQ^|i{WUl20y*! z-gTiCn09`h^W^gK)ua7-C(rVLXWDL%q;VY}_tjoggHNIH)Azl_TB}bZZlSygBUZ)RUJU&!o!+aT`^f#JD^U>9N?|H9WW^dW>>8q16`Uy%^)phid72dHY3s z`oX(TIY7*cxK(f3#t8#;8zkSKcU27DkLR@J(5h8|{Z^VF`wC|juP*x8A$#2^FXsU4 zNj4>IZ~EP?#4!66^T^w_JqgkDnW+1)7_d@R%I+w$^tz<;BXo#3O44F|!Nq~t%igpB zJ+|!Jk!F1O#=IY_ww%~j@i{ya*rKp_Cb)a#lk@VeHYls;k~!oQJ3$MRbKa$?W&pG8q9Qit>5!p zy!3(T0Z{S3;mtCFXFIN?p)G&T-^)ij&0kzM=>6cJMHr=g!^L$(iQ6IZ1y~Z7>xz&% z8$G{{gQ7xJbGS}&IKX9F?>^W*E=xO6W~P>S<}BT@blieKLa43m5ZQchfIJ(ynp~Ju zZlKp%E@FO$5L8djdej~=3$r}Xo%U|Qwtmi$JyFu6D3XQv_$&#%0~PaefH3O4r0}d< z6PYrKJE*R4T@D6z10g^$&EnaLkoYnx;Fi3j7r9;W^J7y{5+uu#G-`wj4xTVq%Lo;5 z7gZ6C9?-K%s)+b@+syQ^?tsm)cNl)f?Q0vBhT|EE(jMVP$3rA;U@ZQtkY&k z_OM)tX7-+McwoR+Yb;{I7AF7`^tN_OCzq-+X^po!0knf4d@@b%y+bPktcP(fS zPdT+%Yqvm8UiICLSEe9;Oya^83@lXFeq#el?RCmPm-uHD+MJHQt2VV0mRuG1Auxtc z3D&M+P2tw8csGQcU_DijGBz@5UilC;k8Rfo3=PJET2|PGjPuI`hEMvt z@YvBi*ociXXRBc7^zogk;uVUQ4?Xg78NOf(Ue?Zurg>O;RZ0nMG#pVgddD(zt>%BE z;ws;@%{!TUHTn<3Iq3tec3HR$l_|v7@A+2Jc(INMqqGbZXdCO* zezi@GDSH%z8$r-1LQo<4A1h5s_*ncp7zHCK)XkKoYeUURm!#m<*WQ2gEEpZd0jaEV z6`2d<6jV*%kM(tnI}2)o5<`CF`Ec68T)JDsnv0D{*>UOnvr}(Mg}aTt{U`g=KCegI zBBRWu?pAb+44|rt8&8$z?`elXB+F5Bu#uD)9hUtZU7$vCCOln?5UdxoySr0!e@EH3 za&2+;(G&^p%smsQwt3A#OqZmcO-0h6lRsVc0B&UAr?SPI4`w-1Q*4L}&;pW4qcp$X z-KKmHtfbR8Qy&S!|Fu|XuPagGQksncXmk}JBHSkjRqyD5974)U>2(OHo9oce2X_L1o%6jC~GAUGIOw6(2~`=nU6*9S}dnk8oJxRrG zs-tm~tG{$q6H6tWUTY>-{b(R#6745(M>9^u*0p8W>RVytNHY^5%c%OoP8c~rF z7vl)bm4Sl6`_yUPbbm_6d>tJ8ueSeao@%roVF>v`e5@>UORs9)oYaE)<^FfS0Jrpu zV_L(?tzM1SuW=^iSU@ScI(zCz?f=EFf>W?m%(hyCy6zJ$Tl68lp z($0QuZ{GcR0pBK-^h*q|Shm@ouKhQ4pL z8yh}5JkRoM!1^gCR^2`(XVZ+c7Cr-j1ZNGSR^h6km@#8ObY?~!tcsk|X7xx#_OE#cmCAT+FV99AzWZz3;MY%nJTDj~ zhlo_X&<=2$UD$*NTQ|(sXsfZ3`MaL$@H_GLt~qTvfmq5F$X09EmjRP&u*&{_tR#2 zJv-GQZhUAyEsZeenMOF}$7CzYhvhN{;Q+nSTTxlK&$`8Er{t^r)OR`jwW?^!C@5AL zg>P)P?dP6mKu^(0m?E>7P`j#`iDTOO+^G%3(IQQem|dQG{b8?yIsnQRsYpN zJwLzDW@qq!ELyf^i5=K~Qr3bur73z-<%-E}gJML800pnV3O||m!&c{g&)3+WvlGrI zwuPJ4qaB>bqgP%y=O~R|)}0ovuTi;3xB^0k?t@VsgAO2CAd_B`)4raf?tusz`~o8# zvtF@!VXXDV3EyiS#ohg8ZLg9~{X-egOXn>K)-5K${I+O^UHWCN<6`idGQ!-enWxq3 zzLP2Cg?nCyS#?coZR1BR&8Y8Z}A})BQoNip5Aj9}N+OfPRRel>SUAGb1RZUR9dKGH_=k;6ZRJpFW zP4kyQz{8U*3zEAdUkbtKF8cn9iLjzRCtha^+4m3{sByThM}+2^!e9y5cA*I4*#Qd&_9XC0_dW>ocLdCn6@Y8~+3q$`qynz{1wf`-#nt_dt>F;;y z#u^M?U_D(f9Yac3djNmsMn3;)m!^9;7>~$pNkNwQ#cOvcQZNdo`MP8Zqp>0fnd5|v z$0L1;cuhv?V`pp1$ja&-lcrbff!&2>i*N-ZUuwHdY3>Ri(r3Qqit`8i3T@{?vLm5r zQ$}$(ny2h4*yT@r+PMdpTQu2JmAuiuRb`8v59#T7Na-Ef#PSN07wGTkJGi*^h_izy zFSa5g!Z0Xv@aiQsHj(TKb6~H*tyT)?iMB+7Ik5CH zDYJ_pY}fV-n*#Dy)9v|#!1n229bl)i3P#GF&$B-)K6JUccU)cVLBvC+Gzi%D7#sT& z(emtQ`F_$_Ku|_agl?{{(KyPX4+QEKvqDLAi*9l^eWY$Df>KbG4D~xRGOKIJK>|)s zf4D$b&u8=>LT?H>?a9PuLcnoB5-^Ft74yM}n-s@dv!I*-3-(31M#iz%sfxI{O;d%p zH7x!XY!s3M?^`ze2%RWQS~%cSLUe%&M>J;^n!_Zd&4vl3iE$ih%Q6&u!ztV93I2Vj z`J;+3q_RJeup)^7&BL&tVs$W1R`nRCH*^R-r13mYYDx`0W|kF+{|VC?7lZ#Y1UZ)} zoig9ZRHN*KobwQB3Rv5^T#Wdl!c>@eQAk)>AX@VWK@SFc%BhAbc^m&SGoNAT0j}}n z{sS|x;W^Z?pbHelOaU{W*9R4FWl10!7E=CXFb z4y~z{PXopJNel@9*p}>uQ<=gBL%r0>;SCt-n)%!gBcI;#(2ajW)^xIbU-62tSQScg zctJIUL3DCBLXKCNT=a6XUqdg&D5}*cHYV6GMw==A$H+d(nj(TRT^mi&ni3id31Bc1 z8kM+s=1upSGz*0)p!rxLBwCt%YmOBILViHM@31_Pru3w;l7J=6DlV8M+)`FP^Ah-@ zD_Dk#ZGf9X&T@mRK&9q;0C?XLe1^Huf)B=?weuCaqiqB`s;2-t6o3+J-#(e|dp#~hPSGn2Nk}LMh zICq+x;C=k{9Yzr7mv`9?2tjWu)bo6F?v_qwE>jGAkYQS09&F<9r}z;?gw2 zLTu#O?2|MJKF_Mh2!Ke)-Zv4Sb6c(v6sywT^(`0Ib!WafG~-s2o09f@xP0W!hVpw` z`B4GZ_HNClit1x`O)|9m-p&1tTbE^YY!Wnj!l2g_I%lB}V>QJm**ow@FBU%x+s_r{ zdt;_(48!&`6iwGN`tM#fsZ9#5G#-)lR;z{7@d^yQP8KQT`KZRGGN{^ArCr~@PNqQ0 z22ZBZBc!=@aa9m#lW0j_R{j-c4sYVjeP+|IewFrsp4p|@6tM_)W(>dI*E!Kk(&w}t zAuUW6!Sem4sF{aa*W$_*6mpDq%zFf)lPLIYwbF?!fwOi9mk{lWmb4pqtc-?NjjK+a^H69w?B-T3Da}T1P(5z1HeeVqmnC!u0sVKDu8fQap!t#>&g44JuM&8un<9rS; zOdYt3$`|2NYN5h*5p$wH?w%4hxNyVIRS5m$N;`2JA&r;oHZLXWJ_SA++_u&L`LT#4 z*=|O#g1=w)eUL#k*iI?pRT%DRxSgQi^FCWq>uQ9#2dy=oTXmP?vDo_<{U#i>Rgqwq zfFv{ch3}?`JC#glLt5dmgYRDYJ}QVyHcp3%?n9G%J{|BP~4@CbTi2gqi{eK|(|3LKrf$0B#h3J|8 zuR!#S|5J#b`TsLS&-_1y=vn?1qGw=X`8PXef7`uEX;zmiC9Xwi8ZF)3xQ~>UG^@@& zz!nFCWLS0fCQ!XyRkpuBM06pC;@nPs|#>4W3L z&JokIWv?ghBRS^tmi=9;lMc{pxux;x`YHYS)YZ+^OEQoMPa z;kxta2y>y_!$ER^?E2=2hHwNQ$cKMl)13B7a%Hq7wkpCfeP(r0{@@{2TkI_UwDt(6 zj3DgReRnouc)8pFxVOVqV|g|EFe^{thP7~!$$nF5$#PVjD0?Gcn{=Zs=zN|Fz;{s} zZN^6>1J@o`3~q|&wlU=!-9v{+`VEm^?Oo4Oi_kdRTJxQD6qghH3y7vyH9)$+2 zBCvRUcz{L$o17<3NKA;P%zQMLQit_VKS0NhKXxx%bapRaBSfRfM(NR9zX2im&j9$+#Ws4Z1b>j^9xEYuPSoAPv<=e0W^r5@W(J zv;i~P676X|?mdmm|5Co$u(Q4*dNI?lTK)9>9+A{ThQp%sM+^NUqL+zi{h=sQD8erC z^XXHN4G)IpCjU@JM5yRF*4`+Au`D7K-dC4h_v8Hf*E-8++`$oI$uq&+gek9_g%v2m zc~ZSA6O&3$CBUVy6n;}6mhijYF|J4M3a9u62`j1g_*uO^x_PID3OMJU4s#3IITc~IxLdF?QY&>9O%f!D z`btviT8kuufl39}GN+zY6>r;%Cq}-8gQD@9UZCM2PWlc`vQFG1s^{G1{LrYr4SGiY zN^ihkzg|J0Ns*ySuQiebLNe&5dJ8^4pT;MT(?dbuya%x{0UiVswuCl2Bi0ljE9zvA ze@W0X`*c?C@9SIx@1D@1&7J-UL=!MFH$_~DhA>Ae4BJaa(E#CAzxWCJk}d8>#FE`U z=v`Baq4qV4QG|Ln4x?|Q-vMvW5#2brCttA=--;ZJ8Lp(0vKnM}vJu}aTg-J!&c@c> z>pS%9CVZ%QOj8L9vlQJM_vk@a1XDgxorxE6RIbixd=l7)E6PS&=$oRqfi=H)b@ldl zoqs`_EpO5hZ<>kF#2)v!-S@3U#f$~E6BdLy<-Yn=6THBR>K(t!;J-)0z4klhWD5%v zFPwc_Ym5GLAz({0JlT0sut%;YElExm*@7{83@3=0-farG2l zoR*Ob6ubPxsJQBe*EXM(K*P=$W8!^p!nDj5qRyisOTeUPqG!3B+$KjZXXQ&|5Q0MM zB8RN4poojC@C&%2yl3r)ckFdWkvBXv$E=Zbi;OGqD2W$@fYACr*5R7@4LMvOX_P-Yo1%VSd<-aNqTD$}{X8*iVeKwjVgo$ZC7_WNDD$_aIb=0T zGyGX!DL!V*fvL9nPxZ$wgykQCLFg|sh=}1)F6ykY!eCV6#0z1`ut zp8ZZ${B(F`!usJgb!{sM>MH(&#e0}~R%s*hDfocSx`;(UhL7UOyuP`RseoJ91}C2j zZ9blj+(tGrvyMwt#kI>lae@DZ{)0#gg>*CJ`&*S;&Q~PN@##k%fumoJrfxoa4@jZR zvGl|=XRX8i!vLi%UU}27Z~6hnEdF%KH55tq53@Pc_KO0FG`!~TLkL)7h$z}anYKQc zzB9^8TaC?`f7GMXNlC9y4>>&q_079~@)bacuMQ{ll!*Kf9EC}Ds$u2qJH*tpIy?O> z5x6rHO&K?ldt}yZDq4=*-1~3RhkLOrmmWPly`jI!Aouz#m*Zu8h`DR|drk6{L-K?U zI|Bn@D02>U-|~LfI(%kqRg=A({hjnmWLnp&-+YIC$sUqaW0O>~yxa%-zM8rw=WBPM zW@UkhSfH`bcDL0mm93mENj3X|^zhc!c$fZ&%!-}E@Nas?ZpeF_0|T9GCM2JM<2bc{T$zpv%kk^b=6Mu!|>tMYA}n&nwI=x zi&1g|peVlbPH33z2=k}z@WWhwyYNBRI-=u!no89lNc)~K^5zg+XB^WsI{j+}NmrL( z*pcTPsy-at86|w1DP5oNPa2SgRG3T}b2+cpz@=1B@h|ofh-Y&z??QRLpgCMVX0MY= z8|H17WUSWu%7l;sFNA;Y$wMFwM3}-U7PKQAgs!4ZltC<2!jM!5valbKUy&+LFxY|GV#L*$zZmVEigRvTE-bFHHTYlgt;kPz^8?0UBL5(^oiBqRy?`1Lb9>1nv;Vt& zLEWlgcE24T5>b!0sg@k?cZ^>5Au_mpbI)4!4le%AoJ|g+9f*S2 zfhp@ZrW)5g>0Bb=S+I+9~CXo z`tms_i<~{s+2KVO;U)B#ET-Dfv*lfKPKhBfn2K~!>--9LHNq^Y7UfmO;@2-3C_GJ* zw8|Fc@&i{emzT5Q!ZqrNrffL=!z93ufP|94Cu6Uma+*A`@=xk`8bd9 z*j?x+t5}K>JUzx5OQZD}Re}M2bBcS?ui6a*4j0N9pg;-F4j12S4_nGX84^fAH3wU3 zjqXus^oY@EMiaZHpzuVXUUYrNg;Y2hE!Eut5sLB!9m7;lw41v;dW5_)FV~rep?prp zebOnM&FHT|F%ea1gc18?u1qzvcCU|H%>ta^HF-!J6NODjQdD+emi1_620trWxQo2@ ziJBq<0G(%DxkUP<@b3-i}zuMCFapRifvDMS=Whrn= zVx!e_9h0E77Q)8uVwiP%RPmI-Iq*!Xl|ZW5Wm&uWe*AiSVc}%C?Tn7lj`X7SWk=BZwl^`;Deeu4Q^puhZXc`4m_3TyRY=QWV>F?yT&c`-mx~_$4+XS@{2DH^AyWRoPmB?>q{l6goh~jjW<-(4qkWL zGBzbC<2o(&C;__Q5%E4x^yOcUGMe6{$TUHyweNN7z9gnZ972rnsn@h#-mq`--90n} zrcZnTA9&vHxessdf^G7+ijQ~{-nrgCpj+{{?7rTPiS36G(hztw3OeLtE*ql%In{<4WeGCoV3)AIk;VQI(fYu15dor9#tM1pKx%tcJ2QSM)3chJir3tGt>Vc zlLvk+3I7kt11x`A6#b1npa7+1_use!ice67|K>-s{*ycKiy)ut)UU8ypYIm z5m1bW%*5W_nv;&s$;pY3-(WG0@WgtN;N4_s=M&jIAk%1F!c} zpH~rRO=AHtvgiIK`CqdBl2`r7V7GAiCC|qATk`LTe@UwSJITK%{w4WOK_x3wdtPxX z1C!qc|F@jKG!%eF_D*`X0A5*B13f#v-_n1j{w1d-s4r*>Iuf9uXK8H#BJlJ6N?_(> z*+ypM>Aae;4^n@9&NAf3JmvL7l4%u>Dp0 zpJ9UE5ducqKfU&Mk-usWdSRiRiL9yfAKgFkzw|-&^ZVET$@(MuR~i32q`>?0h{9iu z_2=lqKdldRBY=gfkSXXK#;=-!44(bB_vD*y`z6`wId;Hrj-ERt)kf7r4H&*^}l>{t5ov8fZPM`eku=l^Eo&9P%Iu%nx zdlUGdok}MLFf}%@Ctv_|7M*~py`3z;_UGsUT7kR|0s9~S%gDjT!1^~5*URk7D%e{I z5pfYPaBy%iG0-2_%NoA@Ptyeh6Bnlhg9QTvg9bwZhXex$g?|2HgG2qgDuco}zr)&~ zF!^s82vC>-90KeO=n5(X%rxNDFL_%~_zkE4&@Fz&|6E1IrDQ>)hMksy6$}OpED{Fn z6-a`fk&zzk+wU-_>%hPLvjz~~{!!uxNF4HaI1{7<^*ekF(kIA<03!rlhd}>7KmR+M z1OtNr)$0FY=dI(S>ehzgJ;BTXLx(g242=jwBi-F8pmc+PsDOw=3P^WJgP^FCgrW{1 z-J&8QA}t~+V4$e)9#C)ZbMEsz=Y4 zM3R!C$k6l@XmWBiGc6qzJv$302RjQJ8wM-NkKq>KVPg}J5fl*p z*3ijdHt`NC;T#l2O2&AIiJ66$k6%DgNK#5#MpjNsTv zho_hKso>LR&W41BMaRU(U5rmi%*f2j&dJToFDS35tg60JQ+u_ssrgn*Yg_y6uI`=( zz2N6T1}7g*J$n3P`svKeg~g@imDROZ>+iR=cRqal^m+FSv0M=FQU8L2g8fUmXuxto z;cyrnNh}uxdKUbL(ZET##1XWrrbwqiI&NGfie4?ftf7;XN5bqKgLBXX86#HmCGUG; z(e_LB-xVzC|EXlZ3-(vJW&kt{Y~M668bBHNxGRN?y^aYj`)V*q`J&M0Oh1MVou2e4 zUF?VYUta|js6D7NLZSE6e6(X_W2)xP|)nj0-Xu+P`_J)^+$~$ zovY)~pPwlB&RDf2t;&PrazZt$gtF z=SsA_?z~;-P3k@~*3V>`V$8E$bvtSI{cz24I`dgB0I!$%B=sdj?5RtI!k#p5bz4{vwDRJPfqU5Lnhj7}o0SSe?2EYmz^l}(0cd6F(Ru|@}yu!zMg z<1_)K#4-=4p?eekmPg^I4EnEws|||pGvs!zr7P`>g{MW7F5o#e8Au-VW!^GX7%17) zqLf%SE@dD40oa(pcPvlaRbx9E1QZ#liz2Yw&+02}Zam?9C4PTc_xT~yH8Cxvj&YI# zp(`b4X}^CQ*Nq&A?EJ>c`8fNCs>)XHd#<%%F=dX$_fY&{Q%!mR{D;``Wh^yZ^zM?S z<V{lNiu18DXj^>xMF=06D#0nop#GZxEIcWRCARKO zv9b8|1snwb01^11?%arrZBs_LC#{1jQ(9e`LAx(tLZXnNi&^~I{x&hmn`Qp)?KTIo zA%Dk~EiO7gY!jzg+Mt+?un^a(b1YN_p5@CHBA2c*)m7 z(wg4eB}Vv?bSl-79?+W{qCcxOX;-=>paT<%Q48#d!_Xo}QtskM%r06^)!AS0v{gv! zKhycqa&A_9`7;n+8K8VSuqe_2T4PC80Z!3Ef=k&ve6p9s+^pJmjcybk z6N_-}C~+F4B;~0BY$k4b-Wrj0sJiu_O~kV7wo2oXuY;t$sz~iwv;s=Lv)r>kt-YB)^?JW>L(p zua*0ToNZfUJY#_GDU(R(479viLgxxxI=;P7h{J!B>9c4Ahn(ChS326zz zc=_E(b^0+32c+)`a;p?AczQ%{W=-V_Z%-=s;QB;^XYUmHS{pxWDyNKE$gI5IGd=&q z-1+4pN%2g5m~K(60PX971yXG`N8jqbuv{&x91rI#EhWz~)daXkDdj(o zIL=J_+;nBx{30I4qDHobZ^VlsWRX}{@hyLFOp%^3e7?b$(f@doX*j6j!5uWj@l1ww z(Go08cEscd5Hn^N)ysP6&Ew%MNgSWVazDGtP3IR9kpxMI;#~gKb?HNlpJW=;9@>o| z9G^#aBwv4)R+`#(U7q5IrOc4jN*y+lHK%}SA=Z3JsGrAosR&9Lgwy@_;I*Ho=o^1g zt~ht<0qi*x*=WCBTD$Bz3ZAA+)_DqIPn-Z?`kmzDh zsO#j1%G+%`$Dq%56T) z)l;Y0DC6)l>%}*j3$^aWyBs;mo%AJ}yKLfgVBNDZ+>D`rgVA`TxP8NMQUX6rj&1(^ zxJB!3f!#SN-_X>122}I*bi0=;)(in-ADI&W8zC2NFEVvgQoXi3EpSV)`C0$QoWQ2> z-Z`ZOMWs)i$Ikco`SCcYV|Ck7rFi{nzBLt(r0lIS?Ql0|>`uqo>CZMNh%W7>F*t_s zGclX?B2GO3)D`>Uxh?$)oO3KlS#=1_MU3`eI18EJ$?ctEBo(i%h3P-hJgc~-&z7!v zWGMM{6qOuCm@;r+O{nzY$HDNg-~2jSP6`gYwa`6kGtc~lUj(E9HVe|KS0)C2i;q5_ zW;I-BByQKcr|F$2<$ZeRgWLnaM`aH4eX>QrvhgcNpM)+V$d0_(DHX=szFIo(UKkj9 z<3g3Olb6$3f3k1cR`b_%#AIj#o2j2Jwy|r49C1lCyWN_0+}moR`|fes#SC%Ld0?Q= zKj8c;YwgyHnoSS6@3*(6Op9U@9a84eY$fW&QxMAwtuOE8EN-N?7rZ>g;cq3N+8toy zIuHBc@+$g*VYErqmpA_G#~$*QA8pi^xWgF$%{qQJm0{Fd{&?G+v4;e-js@enUlw#pW}KF zr?+40#p83EcK6>L%`Ns~sPX{fES)>$)|8xO`@E~FLZZG1ySGl&o#a@dO?)UXv|Bj+ z#;>A0w$}(jsf80ZTeUgoQ!{ZLyLH@!IV(yG?zD9X-YUl~CKjY62P8h}{%&5my?*GF z!{Ix2`7ud%vWnt(u#C(KUw7u6S|V8O5GVLe?}=Z`PBPPPw{=h-z?=ziZ z0UU%zcD{+uj67#AQz=Y81OC!YDeH}Xviw;khbh z2`o0NQAanKSuX<@%G-$0VcNZWO?RZ(T695E_i2P1k{ADh-ALlgqjQ%m&KA7v7~guZ zU2j}O zTD1E^+~(?FDDv>mT(}Jn%;f8 zQ`ta%#mVQRsxY>Wh5Ia|$Z;zy<{hi>1DR{xH4C5#4S7}}5u=n!z+PECZw64@B zb}F3Z=XiA91{Y_B;=!csKyXvM37Nt1UQ7=X`HmBO5-_KY;V0xM?JCF>bAZHFV>NJ3oj(D~w^u(P#% zQ{j3rYy?MZE-s7YZB(s6{al2ZRzT$uti#)PbTYr0RC}UVXm!W#=+ZXUibU=L|8zQDOTfiMT^;*Tda>39#YMlKY|7? zd~lF~UL=E$@sk_=r%@trn-ey$1^nsg3}L86YVPt!Oy)y=hRaKzd%t&{h(-Af*;*=d1A# z*Az{6F~k<2LwgeA8s8bDEHaLePOY0e z{%j!dl*{3o6t_hE&^(FiWiu4UF*Pr6;1e?Oaa){bzW;TC7sHtj*Lj_L`5)L8*R{jr z+6vxhqy5lioq6r7C2(qh9eE@4<6F}c>j~bitN{0nGHyW&ZN=Mr4r*I3(R?b&gP9p9 z@}>sBAEj@c+8VwSn9{MM99ehX-0JZpDI&M>a8J@z?hDNnSBHCOdtl>^^ROqaQe`lu zGIvp)sVWWZ-b7c!A`(u+ogt?BTKi-0DR_>YbDEf$eXj(++~`u@{Z>T*X!FS%w}uZ( ziub}pPA5lK&^nFrBU9&+=Fd|BD|T}sIdd~}z3b26H=%W{c9*g*&n6uK#4LB4HjrUW zzMnqH$mD!HW!KovpM5mHdN#GQE3SW@qi?4982OMLGxOWWxahzf^|aE{1OC&c=w}a} zG!G=nD<;}MyI!9nq0mj%f8``IJjZ3=2jF^M7^MkC5zoxiu;#g(Td+=wq3I4qx%VP z7T~@ncfA|Bl7ZOSOb~DrZ|evaJi&MVw)^&>jY;{Qe%)u8_@^_fN;}W2-y5{F`~bWX zX9Pd#vvukKNA{Z1WJZcFOQ+r)cR_0LeILSUOOssF8DlFAC`@o>9fulG8BiZRRgS_? z2T_Fqgom6xlitX$>R;vjDx4cp72&OesA=6b(xvn57_J1MJk34XqHjxLK7F zj9P3YmVLICXEs%Dt{jg$a`^PXX_<3=YD~T@+KtL0jI*3a+R{RV2|P?YQfhNg9t4n| zIj=_gDE*kt90Li{ZMPsQ%#r+*rG?wx0x-z@d!2iH!j~mB+?}>=-_L7!i!IvW_eY2U zW5;n`YtkG7EmJ3}AMxMfHp|dvZ&y-LKAi>IhN@5$1=xIBUtcF5K%ZIl@jL65Y+UAy zxPV^4a~IgIB)WK0ZFbHCA@jQHv25sfM#6F(ug`U3Z(BSe#hNlst2g^yoW=F{!@PG^ z(<4Xxg@?=VKvfq56d~M99p)D#Gqvuq-L>VSeQV{Wa5YXfyMGAU!J&0-93JN0>Y=!t zT$PNsx#2vw;h*cPzwIahzvyVGPV)86MZVk2B8QhPY^i0B7f#9TO|uM4t-i;V?2sRI z8G__rc$I+JlKZxT^e=iBV&`Ce+|NkBe+Qc~@ihHP%4(n%JLU5Vp>rIHeFk_RZ4Wlq z7;+XtCKQiJ#TIP$;SXT)5Szv#dt=-8)2ZjLdb_Xnd0ZKFiF&DCZ@^5=!`M5IkRbt* zO0FE!+0%QYAjo$)(7&<2=6V1bntgWX_14Y@o>oc7b*Uk&5rdk6#jf*l`c_As#hbn> zHLVw4o@0Jfu(0U&;F{f_LieppuFZMhcSVABl2dO0$T%(F>W+g8SdE=e~VdzRfN#Doe{z!=RzQ!2;oilv5$qSGAbTYL^$;F(! z3%j9m^2FnI2d@rZ##@T_t_QVz!o>#O|K!b{)yvF8^&v*aeslf|J;b@MYsRWXxX5qN~vB=7iI%7mTg30@Vl?(zv_^9y9XW;f<7%Ac** zbM;VA)DIx9kBR>l;PuRt#*V4F&@$&#!{WBvwCyKU=Mc@GTeqOt`eA_~^CZd@;+oh~g;|`17k*r?u()ThB&6qTVa{G%z2*bWJD-QdNqgnwg?S z<2V8+%|EPUj<(rvHXj~E=3@9?j|x4Yhfo!L=3Lv_lH)wWd0q0kSkQg(Dz zGdpS#dM1cgMfs>uM@32g>Cvdd35 zkcfAiy`p3=XCD(h2>xFA^_>?pc&?7`k6X6+?7mW8^zLJOpJmSFaP>~pc)xXuv6BVK z#rTRTmQCf2H*Xs_Y31WglgE-P5BWke#|5Be_a+yo_$Qb3U&ot0h^a-dZ%1P=QJZXW z^Bk4iNi_Xpv)$;ZMURBj0z5vdzAjNmM6?b89T!9ywqF#%B9owi6z}AR;D?gW43*97 z_@WMH%49WO?7}O3YE!Z*yt)=DV1BE z&`lX#OV!>S7c;?+f{n7v@NzAqEVn{n?>jU0crz~ySY)O0RYP%Isazt7w5HyaE~ zJ>hHhkkD{HQU6j-hGdfsb>qm2WMTg0MCrhyBiM|Sx5iIo7ySSreb3qBLKHtUzfn2lefe?b zmAN*bYqIW+uP~yeX+xiMc6j)=Yc+ED-lP$tW(9`J4TQDSJ~wqA0-<4R*s!|X=jyqROS6lWxu|CP9O%JoWF5hM%`!W`cOhkyP5O!nc^Qnk2Xj56%ADF+H)hBUyvZ)TQ4>teD|!QG!#DL2o57Mi%^YuaLtTRQbnelegM0IZ}-KQJ(ss{9Nj4LCl2q zH3wbzb@q>l3Lh2_YmrWD6~dhJhfjbYq_i6ReU8RZ9hpVVmqnt2k*mmvzAzy7~ z2Uo^B{EshxtjUA1hPJ<2-g{9qA0Y`j{_%#rlm6tIBo4ih^Z7jo21H z=btgM9A9P+5juaryGqR|XYJ+;Jys=dD{{bDjx}|eu($pku%Me&eb95<`NEiuMaf85 zYPVF$1&X=aP&euPy2Bk}o7)SPvu^On*S%uTZ!gZZtTX%ht#Vbx$v92qYiW;vT=#?( zHcy6I)0=&(aEQ}2sAp>F+p2W*%Qn)oNwbaQe@oI2uzkQdsSL=n8;9KxsW4mSaDD!S zwgI+AO4t*`)+ajNS!&G$2H_j}1J)JgWZa%G4qSPV0(u zYd>l!_0+LeTBcGD6H<<5Qx&!)4xWx|(M#IM%}cRe#XTQZXKvN;mY6iAyj%@=x+~0N z9}pHqTAm0r`_8-bjt>-1iU%m+-w6c(Ofaz71Lc4HLxcpGB0C?@n~a?U>c4}1JyKFIqM#r{QJ_$ysQues7#t3TLP^0t6d3<^zW&tu(FNZ2!po7P zFbH_j`Rlfqop?JA1usT_-Sq+h_+>i;cn=CA1usqM{}ddk{P=n0NDZR~?|yG#{xbak zu|I2oB4C>EC;k65j*8D!L8e{po%ZeRIjy)l++WNCeiegf<2+UAe@rSFRXL5`ZQ|sa zbvIfuA-+%X{{&DutRtYHjsMDSY`d(;r?8VpHyWOr{z-hbbkoJyD@}2=h)~G9s2DeR zRtf*_DL@(d(g0-EJd;Fiic&BA7p87+C3k~&1@BjJ?m8biqNUFhz*kDVGXCB2f8=;p z@BEfSI#ZS6P)yzHp_CU-G5YZ_%?!79e*7&yKuFw0`hT)uE1_toYivv|nbV;oA=3sE zSDAyP4>SFX!T&-+d3j4A?<6x%D;_8+EJ+*U_fduFd%=>KwtVKpex(PppP_X|_upu; z>SKhzG5%Kq?yHMoFnFvRkVu|!eqS4kl-zn)gomsOC%EB34zmACw(PA{$9>_?00PkI z=78OIMO-W77a!5Au9^6Y_%CB^jYP#fIlB11UAnd(5YF9w5$BS0ZRaxoBK>S|=Hk4`m}#6wEcAs#A31!{;g zo*0AG!&VSk&#GIjNZ2R;x4?>f6d$6OWuqP<&mdNioc2t|HHlo_9S>0Fzv1Ebz?yi$ zUELFEs$4DX7wmwkWZ-jV8UR=Y4V0Mt=^9d3V0##_2pZ21po|R=Nk2}p2X=+Xu~11o zQBA1b`YLSDVF)t6rsO>R}0VKAE#s21;$ytKWOh_DVc2YA&3ExH2 zE>7Rm%InM*s z52qtpik-yzX#wWor1!hC5s}Q}A!J1cF)hIYTt3Mx(G|-XV)23_^m=ZS zDfsmYr0G)v00*v-vFN9LP4G)7aa!l!*T zY_t%c^;c)1T)gvtI0FDUw;_Q>70dCC5*^x^F101a+m)6P>8`VO>5?SXX!jXD=>1&y z3o!FRjf_b@E!CF@;LB>lGEKNYTut`(>~ch}xf!>=Mofl|nWl*IwYZGQrAhP5>LBa? zP~1mR@tFpA5EFL`SHj*t+2;sZQAA<@$a^XEzi4_s#FXKT{N#mFv z|M(+{W)4{U2G3RrU8ke53ecAw+@f-z4CUaX26M>D_mc*>5UPUw`x%03`wEb4$u1?S zhi9-bSKvKU^kA4_%$Ebp|1w+;AEk<1loQvk`OHCw^KuXADx~=&Mx45~{iNuGPK)tP zd%1fKmGGd#N8?PMCZ&_*fEgkJY*bU@HW+(W_qq{?3?fjH?VZ#}JHP>eiCam^W$hfP z&1jwkrRQqQ^8~h~UotR8v{|{}bgCbRQju;*Mb88)A}c%dx^dy?+L!W$q|@*7n{1_d zSVD}Q-b<@DOg*8pja6DDJVom^bJC6bAWH`de@c=*tVa}NT$pX-VFuKmdUlf@2Mqa6CQGLYlX-Sx_46Wu* zC;JMNlqvu$dgb&{_LM#(;cF2)0c6WxHZBF<++$Bs+1L4(;IynHPv&t&KG~0)Jnr&r z#Z6tl2;V0oS+Lq^7{O;L%sIJcfYs~m{(uS_^yYhq^2`SvLFh6FzdVKOP1(Av|DwPc zMytyAP7go-hypc4oBr<|46>|%*=DMzT#=kM7GF_7R&JF@OgoLPEO}RZ_7rC_o$vf0 zeQM@h%I_5ReFualVkJ3252cV%kRjjHVD^O;`@NhPi2a9ML23td-Q5qN5dALKOoZ5`mq=VI2>yWkSO-&VmIKBQRbhG1!lyf=7yX9Wr8%-=|BI6!XGGP zQMjF-Rtz-iv?pgd3w*vjI-i<2YaDmalLYKGX0)%0>j9EOhhL#tRi&uC#EakkHilfK zd7r`ibIk{GAu&8=Zt^9?eAsV%B!&{m%7z{?w*j51o{xrFMdr@-IP83o2iQBLskzv5 zMLsgAiD9Fig#)Duxuy>05}t|^d=fva4;hcwt(?aHPVDapq?0PI{0x{RZDB$)o=n<@ ze~o61JDOU3xl=IxbZXfN(&>*;xs0VVsw~Vdr)8BDsm9H!GTXUnBDpyw<{&p&mC18X$|I zy#PQ_!n?sEX$hnvA34=J=$M&kYHu>8UGFPOBj>YpJ}m9LUIIg6k%c)Z_L?yCfTKh;VnsFfrEnlRXTDG`z}DPX zS#pTUNGp6WyXcXAObA)Vv4xaF(|fO#HAh_cUML%&+xFc;UUK7({amvIQ^X|qze^Yru{2Xrj4KZr@{c%|-}Qkta#>*F+@PmzW{|S- z*f?xEuU#`l#tbUrb?6ZO_k#c&`;+pM(takf&G4=P4?swn&1@tWZqdEM=BZ`oPrjxZ zcrDW?B&^$-qwZIMiiS<-qu#LaGD<@(_2`shba?iJtOy@ZgG5V*0d{ih;4iM^@-J)E-&#^?LL$G2@xei-fzo=yFZyS^ znh60{iWY2{H3vv#U%I75e|4_ zRZ^m%);t0B8v2w*oSWI?fQB3=KM+AX=u}IPNX!BI zKvy8M*__nbt&>fBb1ix!*#_zW@mQ4!*j&Iqi`8otw8Z|X8r*Gzxdv}w~v^9LZsotL{bi&D6%UEi!R zWvUj=jdSCR-qvV}3$D|ujJRA90H$OCJx<(I0e}L3=~qDWO6g!$O#TqgF?H;rhqB6; zsu8K<9L4aB>L|UK7So3tcHQA}LN7gsO${!&YsHAU3@3yTjSm13e@2E_Pbjgxr1)RV ze~BrmpOF4E>7{-pk2hU7#ru%kDoP#8UB+1dDO;zFmxG!kPir*&J*%o4v|^r=bBjl#>hYdZL1FBeSl$wM+A~?|zTKGc80i zdiKyT^D0YYx&y_CzPlZl$%$aX43%I8PNXnhL-2rEpBpefN0q z%dsdraKD5qF^Z)Vb;=ejyPGj_hhzSCh9ToOtD=tL!SkzHDUi9F9Y3yX0M1zlfYwcs zCN_$nfT;G-C_li%$4ZegYpyCv$k~gOq#FI~{Y#%%3BY=|v5J!WJzxB8i3+F~PSwz_ zgfyQ7km~JAitZvwhC5G*d@)T^(Z9OF!EPVyrz?t>-2&SrITb^$bv1Ib#45s z*57GpYYz4+9sq7Gg8?8|7NE!NP@w>#WGuc9hQU~XD{L4KH_%0BfJ86sV3uI0D@Mc(xDo_YN3;5A_?oPDBUCm zIgxn7j`pCdp>`f65F0QEFl`ywc*r2;M7>i|KS0yDE;DYr@R+p*fNjryBRLw~V{Y~u z4_Q+Dv!RnY+rwrL%w6K+3-SA?8ocXVD)TF1TiOS>nU{7Q_}r+*Cch9H+-~-KgCn?L zhtRzPA`>kl^70>cS(HC5-p)wPfViV=tp~z$4Mi#{Gc=KFw)x^Kc{&J@GPgdg+LdfV ziEd8@Rm1MuakHqx1~0u$W5j0<$nK^?=E?n}AWOmxZU?DSaakD#WG8%{(0gn@Zy7WN z8xB*o)UAIJsj5G9uD`!-c|{V(j0yV4>NMS*{$3%1Mvp4z*-hW{X($EYSO?bPX8pMiR>-<5w7ElLqKCuQ@SM}xVJQ61S3%xF>sjwRRHiBuO#T_ zv`fM-YCHP@%7&{fa!L$ys7LLr>6Gq$KhpUMNHW|QA5fqkupOE|her~gP~?GIAGn@| z`=)O10)@@Au_|83HhA!=o4ybL#8Z5pRsokj)#e5Uioi8LBRNDZa5u z(pxa;hkUBbkA#?O3kNWnq$kM9!a6&zGHo@{HpmylW+TE&%8-=|^^^J;`x%9jU{9Ue z$Ed`2_l)9#i-x^oghE65gU5C4t2FN@YTSqj=PX@ySus<4P3>hho4aCy>!s6X(yB~Ka!+d&|9XE=oP6)5X>s1Bk)Cd3eU==EZ;spktR($>B%$7a{AsX zyz8<8PY>l<Acn3Ey273Y*l5QSME>eO3o`5P{;S>2-5&#*WNPf5G zb0u$Pbaj8(#nRpcWfT^7Aq7=IK$LsBPVHmROZgJv(p@JMs|)tKdL@_lMJsJktK3as|wi;u9Y!f;jlKvdcrwm1&8#b?>fk*gPW0D54;`F}g_iVYR=68PJDc1y; zBt$H`GscS3AXAA67VGEHq$q~*TQNPR&d)ix$wh262I{j0JU7TT&n1A*1Ws>M3ZPAC z>G1!YGRS2JZ(7CtN9lpU((KWHR0EGc!3#Ax1;+t4Jg5x;TO@cetX_HWJpaitNhm)Z z*oXc{kf)YYEP&jgqyD9ZcDl)0O5B$H8^F=V7;tK^BM0Y?{{V0;U#*@0Ap6CZf^v$4 z2q!2r?=xhjB*3#`i1|oQ2|>t9n09`j3qfS3eIq*<{S_|O0p41!gP?#~4xBIHTKf2X zrGE-M-SZ6R|4Hx{56UO4ei}i4-R-&@k;%pYw1JVJU@(;laZby- z*CN7m`m-tLK@=cEoiN{k=#iWG5x_I(v@&V%*vU<#>?2Y3kHAt(LtJJ2k6>vwUYv%i zc|z=G9?!o{H2#C0l8-Atgh2SnNqih~UKa^Fd_NDZ8?+IKn zi>@!(mSGRZZs8_J`I9W_yU10!FZ8|`0A-V70A|=(#}QluLTR`f?Z64~pTK(wXEXm# z0>DSBKj@c$+LpIa2lON6`sJJo*zQGITqEHDkeP504ZTcbo8LE*O(A9ckG8cwF5B zTnnnkyaN-oULb%iL5cp`_A^2(p3+M;i6;RBxpC(m}<{c6{r zHjt^hF#sDiL@M6|TnTgVx;zGe*pYzCgO&Ew;2N%sk+vRy zD$1D8fC;1a9uK7b%mBD^9JoQJL!>6jqI~+M8Y@2^h^Qh{aaUZTGwIz_fEsLseZ?uR zATI!V2-Ec@3WamMN)73#n&nV=5Fy77^$;b=w|!#p+`X3@)f z-!({H9HovF&c_GKahDq_fBjXTp5TXC`63YfCb>yJL6q# zG6Im@R*#$W(OedqC{%oqA-RPWu}u_mYGlL{sA)VYL@o{qSWk9jzLI2RzFw>*E{5$0 z8Qf7{nzB~`eL@@(`iF?lPb1NS#7*T6R~7&IpI31I+uBK=@M@TqU|#yeIyw#%vFClc_5gF&8} ziTo~Yz+*l9F=$drspe^E?*6o=x&!Z8V->iaKd?5CroVR|8(SErd&->EQ6JNGQqx~f zdXf`|@V&{OcUS8>m=t6l6V-i?f#dy>MD8H1a`kjpOpf?Hc;{Fz!`LQt*TfF50C|G zJoqXt2HD*^cIu4OWc(q|oWTei+R6;MibF+ph+_M908r{yh+E1s-*V*L-mWXsSFtRw zX9eehT1pl{0fzb8KtDaUL(7E0BAcReZ}CVZJI&Joig;pnRa_JI?-XEGVype#tdMLR zpTU}wf#B?WP8TL$kG!vW72t&{^VD{UL@-VZ{+VT!uDJ_#xlh8-WG@c}9tpF72w$G&ZxylLmXjWize%v> zdkf0yO4Kh%gW4cqqC6Gn{}L1L6S=`enHr*+1E>Tc zIZT{9nQMUT{_1F711{zZPXV)UEeQn=8_1fyd$!cE1%`ybng1prQ=KfYuCq?G5IG@< z_l|Y%XA2|{9p{GAfY{Uo89bSzZN+KOSMkZE1(akrqX;O5Em>sDlsJMI2o%9nq#860 zSUiys2n}2sug=6G5IjQkETjqEW3m8ek(7^@HQB z7W-`p`@(~uyLfx@4-z=d^Uy}doH+2n&-iHk7A5r8-NLU2Sv3jR&}qnIHfZTb`IZ6{ zK<)CT9El^=*%n}_rOFXVF{~efLa@=GJ*2ZAbRyZ6kyDd58f$%+c})R1{RAae-+SBJ zbyziK;VcQg=!6-?RHJ)}b%m0x%ec2zj3sV>Dab>>OE}NDC-YafpipUNYtSKUVPFBk z(427Ts#}t&`6WinjD>;(UO;`N_av`7U(=?a2R{pUp(k4PVciV&irULwy-}W5j>bT#79wt}c8F%QN% zf-&VqKKd`&pFie^L?xz#8#4>!>?I7WRcl_65eqQo#vX2P9o$gkD~*V!>7>lrgDsh6 zY?hS7)?yk}B)M0Mqv9DYa`Xtc(Zv0k_R4o+zdtPwM|&^d7RV1xtkZv>dn7+yu>Flx z#zJ0K?jihizvCE-+zpmauMwR|a%wVy0ZD{(MrXbXBu)YY8iN2ERjK?A4(E^xyS=0YAZoY|1us4oq3a{kCy00YogKWO=)SguKq8ifY}manT_m6Qw$ny zi16B~W`$)|(a_5Z{Hu`?Ia8IIwK68?P{T{K7SSO}Ri(w_g?OWvbSmROUu31n zn%2M=g}G>?UvIfEe%Yw6Xa^jm!Q<8tqt!Yfz_WMm{8;2`Q0Es=R+${;dIM5iP3NSE z1C1KI#SOgCm-9l?ux3oWR`M9X7Pn{M8m4n`I5MHWKRZ5)g6VRqV6Kq(y~5ht`Q}EF zU5uhmHiPpgCUc6_e59j9L>+-LjTPg{Ggd((S!-#@=tCh-6UQABJn_b%NfJE;S}|P~ zli!$CC=?zL-ysDQG@vd6Dj5XugK6T%!@ zC9DIAoY1V?I^Z<-q!HJ)(n+|E>Vra|_bDQQ(ZmrDK-5`pJp?BvfJ&~ikhu_i($)KK zUh!mT0c?M+ow(Jdb%+L$q)QvbmE8QEy-$D1o}&XU0l-aW44=*7&(WR?bDW4m zFXf`1MowLMa98OH1{S?=K1F5U3P7Z2kPv$t5IazMzyWJ=>A2n>OE|zfisncSaE14Q z95^N0;P9~8ZJrD@@wk9)228$gJwSZhm1v7Zv}pCRePNEy443{r+bAGAXeOfgFrXaL zi70`Ff=)ot*2*y^9*x1nLcpI!Ygd~*OB6XS(LURo22o@VI)rVKH}5*btv1C8y~C(d z{h(L@vEw+1^X8r4eYbB9PfO*I7F&AKooeRxs>uiJJ-~LqtSp)x0lAkI*Bi$EHa_7Z3cx%($HoZnvROZ1=%S zlD|^~5f_7m{y%AO=-ndxW-vubDIgR&i=+LOdZOH^_9qsiFu=P~%jMGk7Z^c`675vS zk?E#b3XrX9R8JqvoFlWcTNH5~OtN=Q%5^Oz$&z+1V{~N=$zWi5m(!6#a+md2 zjY1o9L_Xm`14yzYoxRw_`jKMweyYe#Ib7U~-|7_66&3TgSg+)EUK3g9{~_!hZ~!hglpzR+pr{qf6qO|cu0I9w z@qIqu_s`X*fAp9h6?I8W4XrnaH8R%k>S*2w7T99W;t`(ZFGm+S`!zhViDh2Fz z53N5Rt5bnY9KaDkN3tCgF^)Slt)WJ~y65=Q#VqL=!rqLG(w|gUH6HUKv;TIK;ahTJ_ zs0dC?n|ppfc>LEthlybo=lFRkf&Fgy1>B%9WToek#jF0(+e$48YKJNCHT+70%^vTx zMQB_Ech4IG%D%W9==I@dcQ^Eg?8&%9C_S$Id+%-v)b_ki8ab<*9 zqzzTz?|uxpBm5*pDwb47DSnR9$LBqd?HM8;A%uNiVlTED$7kDkC=zhQ_@ zb9?`x{XY&97L=r(*vD{+XNA9^@bsSCxgkgDvUk$%LDSTJzY~CJPO{+Ks7@S1ktQb# z0kOPQM@b(4TmFXg0;R{DUom>O2zWeCscO(dWb&r^iP zQ|j}O2dz;%m;Ai{+eTrO-TvZx00ib9<0FP^Qtm-tSpv}$fI|j*&fG3`F9F5p7}u2H ziq9-E+*eFkuIG)5IHr|7U@iM79cS|8*TWFvZ0$I|yyP0ffJ+LSD_?choVm}VI%ZY>#H(W6p1^X5(Zqz8$f&S`#fnmdt zNfTP(f?N=jLp@-!7)AyiL;k8ucHCL|R}k-o7*vdz?8o~bpK zXiq6(kN%>OjN3)Yo->%-IrbnaVx5Vh^-ppx6yd`)+r=)@=Tglzx7Fe_@QWdKgIPvX zwYq(XO{wH?mqOu5Qamo;Zf=;Px?uAWWP)DLvKY(}!*NiVwZooTmoFdz@V5)2411oe zxrTsw?KfB_M(gChj{?gpT7Yr|aZc4J5 zw_&M<#Ye%ct&LXGyW_Q(K5bUT{DsA3*3Uh8H{%#AIvpflRMCI9pKJfmFT^~trdXRe zl!~%&#(bYb!Hh(lE{_-x*Bp<+GL*K&*&O61xKpCt=(-=Kv0o7=g^1eUrMH04W>jQT zK=g3LCxNj5oVdlO8^1(w+pVaiiI*QRkZpo2bsv4^SfW27=OO0dhX3=K2LSeb2Rz>)g zix2DLPVziaWr&6T7g>>-mzNMmD?!?`3LE&(O4L9gwpMV27A|A?5zAz z5o=XuNB#qXCosTAXT7z_ZRZgs*d3Z;)~?iPU4F;P@qL=H03&jehkviJ<4f=&RH zbGon*+S@=AKZLS=oiiF61RotNj>d+kd2Xrp2QmNYa%L0FJB7HH>W>(F|$n(0Q zDwT`!8k)$$b|FpQ0f$po=|@y@2ZD5BGEZMWBc$}8VBOPTsgJIa36-wGA0ei+BbmNXt->!MF4j?;63GCY=~Z5{Jh2jx5<$_!JB;6i(`=7|0tN zE;_6qR=c6rP2y~fmrSe`&k>%}yqVWL2HJIewyU@lye*X_0oeUG0tgUDb1~B^`YyH) z;$zTRxy{C!5}1Q@yf(2*TG>5RW3tpjzt_3$?c%vrXY<5<=_(Tp5})Vs1o(^8Iwh)r z6BKo$rv|>$$2h?jS!h0AL+^xNE|hb z5)w$t4J()=Z&c(O0pXmgUb`pG#?HboNDhVuFYITz=_XB-F6=Z_fTLY}Ju0;t7qWAX!@Z97?3w(%*I&W4beyWSpTEuZA&iS*t)KnRgF(5Cw{R+EaQo&x^{# z=uUSk^Pyfa6NrmKbJb$g`J%(Qo1A#ZrnzJ`gTHI2RxgI^2|-U%#$=Ew2B~YA2g8S| z=KIx<f5I8vg{v-+&VIETzo1XdhOx(~Z#bZ5>?m8;uHrmO~5SeY700}mKO21`S z+0(+u%ObY?kaN_thfE>LPOMCWG@-d~aoXR==nTOvTBV4ACHeOPpNa9YNV z0^umNzKLySK5t+Xv7bP6QNao@oFo))FoYW!9XweU82a^QPOHQmEDo=?8Zx2*@)4)I zn78VuK|K=JZdS~=k~xDZgm&^s>NO^;iMV>C1w*5$g4B+Q^Cq&BC+I>#N%OSq;EO!9 zM-+>ZL{vwmj1nP}l#Xq^j@4BZEfr+$BtioPdF@k`}l#%@_y?-m? z*26fDC7aoiJPT+C1IzUYIQUdnyKqPlIFxRgGHeHL!0CdYd=TPHAE5s8%c;Z>u5-cK z-6-p~kpSdpJ^PXq3v3rkv;p0ssx%aD2T;6YbyVO>hmL-PNWmLE7YB|4&B6HzSU&svdT0|CCoI%ECZ_bXNdJbQd)5a}+|w6~dLYkP8eP?+>xNhEYr%H46F zT#TFA&7@T9vI;k3DYjx69s06!qmupIp~ly&+zf(qj68gCbw;t_VEIPSo2yi&5OX7q zMW7R@DY;WXlj&^QGy2O!k`k5TH_H z;au9pGlLZ*x%J(SC#|0Dzs>$1h0`rgZJf^n-sphnlsNR)YWttMtcTgjW{upp!4Vt; zyIvf9TKL_vfb@CE3W(Xls$T$ghT)*QkH%qEU?r;C4q3~G^07{r(@X9PSykeRn`}@$ zs3l+}i_~(>Ki5uNs1+M0-CpB%leE%0>g=iE6&NJ7v6o$#ux%T?k+=ai{_F4#v8;vdIRlKfrP zf&q=psIv;qVKRb_f0jcPhdN({_0{M81qAbnO|yj{B_|mNIj`$20a4C)$D8hSE8Ac- zKszq#Bn@;;4d@E)>r;@8x&bv6LM9&_6EnTpKTG{TVFFr#=6%NLcM3aA>lXzXZzWml zCAXp0mEZ9Fz(qL%0Rc2#pB^~S1GJhpgE&{}JbmLT*CC~xV>IjKD3+E2VFL8Kla!h3 z1s!}e(-lnKyBYQ(StMw~A;<}Wvm%Wb`=>Gz*r(GB?`G8`8J0HmwnO;FZ4g@bviFyk z{lfqD$18I|e)Mk%f5O;lmv7VU?r-g2Lsl->aExC=A0e@hZlr=%REcw#JSyi17Ht%I z-u0IL{4>#M=cFiey@f0N8aLgAnh|?e^fc%Dmh5vNjNIs?^JnQAbAoOmM9z%YQURS_ z;tg*kjMc_@KC{0yp8L;Q{~ZoXNXSM08~A_Xa-IDAXgsz+V1`Oy@3j{leO#1O1!Zq& zd@sVMz%%)1h%Wi+@o^DzB6@XAGQCq)tg11$Y-e2rtQ$M@2ic7rA$mQ+66=PEh4;yMqra7i=E z&xIev;QhDUf{q&AXY{yBbX+iy%(WjEo#u3rI)jvnrn<65PMT9($r=-b?wAu=4}IDW zPU5!ZuD^7rP#PUZ>gnVI0b=F@f$|d@FOY|&|HX&G(SIbfcA%yAqgo4Ze0w;>p-)N* z7ncsW45-mH0RxT0A_!H24S#X#*zx4nd?ldPgT=w3dqY#Purdq=ry7^@UFIJXYaZgx_HTEZR;UD35VDgAI`+aoBoMT4REAH@mTbcV*0^ zk1n^mUW()!vLz$I!gM4A>@d>FIM2YifysbdhU&SYy@O)LDQ$8z4uXIAXJ~1I3tHW# zBbE9~;vooF5g#1J0f34?>IMDM3SyI2gBmBgXw2u23tCyob~ZCRPv_U3#5gnvBx@4g z2D;~AdE^8(otnJSTiiEdj)xjjJY|}KkS&}T-{RiLA}Q%-XeCbd)N6MgvKPo`)H8oJ zF5styusdn33@U*#6_4p2)(#H)Tw1e1jIUEm>9^b%o0LlG0I?~5$sQf`xFAoE1Nl$> ze}^;>-+qDkItvPFCF$+S@+0{&Ext?f@|p3>>8XKFTbL#WO{EDpFwA_XQbjnQK&^0) zLC&I|Mx5s=j}2Dnyq_(0y9XuGaWxr9Xrsm7q*`HOEBzvK?K_8%(>apluPA?h21tu* zDOr?@!BQ(O8Po@zxXB+Wjm6gt?ZDs<)u_mF4PyXpfknmS7))yrsf&}AsOWebwSz1K zP*JD{=@!Ilc8MKHGLZu?~Zl-ItrAx?>Ma|pk!GpIm6wN~ zLi8#$NxIUQA7#UHUH$}G$Y-&B=4q^*7*r;2e+r5^sUKMM5Hfq?B;1pgIP*{+7%K8f zgKktt2v`j;v^*j@A>m{)JhPdt0X9lv%Ob$kS(nH}rm}*cPD+j6kzYDQ#NMA`H=FQ` z_1GwFEe%VTvT4jJS=6cVbii8Zco8=F{BHJP^ACL*OZnpeNc5a{k#OAKT_0uvK81ZX zi?y07m05MdfpQ77DnI04YKrdO%20Ala`o0t6l>JG#%Ziqc-$Gs=zVRZtg57pNL6n3 z1Iyf|Shl%+9qqGllJ+J0@(1~i6ghr1^N)q4ZZYZHb*y#o)~GDwrkgJsYWz&Zc+?OK z0kskli4^{j7=NZ>>K zY&Xu!&ngL#Iwran7|ENtu7a<6N<@;=So#ipyU?5NU9k-|M}e25DjWOf9)uv13HiGHFa^q#zk7h!5C)aUcqsPPe8N5iT(Oeyg@dI3nW5xc6P9J^ zcw&+fcJ}B6KcL_Oxdka2Xty5|5m=)P8{~2+`vSqHU=Rlu&bCowMMzK*T-%s8`lX3L z7~r`7;_3na#mhTRv}te15xf3Q+%9mfRTHTX{R^CQYzolVsMG1^tC~I zrdgHH>!)U9H7DD_=zs+l9i5K9MB&iEiG{ums2fn$gV(dY+?IwIdWK+m&V=s@5qr)?~Nsx2-bWDt9vxU#5*+S=+#i)+&16i+Fm``uQc}}36PHQ{I=y>j;LIGtJ8Sxn3cE^gX^1KN6lKr= zOS9U!G<(3F{o|DL*I9G5nN6!EFGCoU8>$=*l3)Wsges8jGk;YKTFoY`n`nVHaUy4% z&g0c~kkXl=q-oW2CE({n4ds(Iu(4QPlh%(J&_?uX>W%4i=lTe|IYDnO2`*pZzbb$# zWh%`Yp*6X-beUUA4za-^5qZk!o_!SG(N-IBgbzQ%F|_?D!>t=}j*s*-;s?oqkP_@X zaab&SVRZCA*5(jJA%986`tNWV9JA%dbGlkH%HRUSZ|H=j`q&P68YlxQZ|0x3x+qnh zJ~l#&Nd||HKtQ+z^z$-~fj!m7FmumUwR2Nk+Kv5yx^lWuiuG}7V?z^Frpz>eAWo;^ zj~Pka;+Ez)$GvezrVl6}bhwpH|7w)3B% z!P}u5F-3gWz2wkSPHC+VSnc0QFN}tyYz>rH3~~AWj{Pg(7iKD!Y)t0|#Q;9312pbm4)701 zC^O?!j^Pq6A<^{@1-XA^+>f%;LTj>Re~+@7;NmkcjNj6wU!)#rd*Igo^;|I78~ebI zR8)O%ZY&Jnm4E7s9pqJ1BIGpH$KSp5KO8Jdf)_QyS$dEKaD7ya>}?gvmIUj??Y|yV zsbn}>gI^{AH9IZc*YFFBzheWQQ0-Q%0BgbH&flFVt$S)8_utbFq3u}~1%~@wO=*#c zk^P$2B@iUkks`nGtiY0m&O>V6UTnI6nD91#nvzs}={3V{F8Y;#^RYhSWen+>7m>pL zK_;F?ym-#{Sp+7LRb=)^rn0i0g!@ zruvJmP1y_ul!cYCrNSNjOdf+-CKx8ye>#jcgdm$@8k|4HNIMAP!H zO^WQNvF++=BhNbT&|xgd<7_s!m=lwV4STWY5d#+%E53b{h=egsZE==AC?V)W9@etU zI!#kRDp{hvk980%7RO=KVn6pW0NSBX4k%FcF!l|Em)=DIk0|GRM|E5)!qP&bRox9> zn>F7F0ULZ#gx1HrY>MN*56rK+Ji8@BlUqgDXz_%Nh)R;EOBUF~R`eK&uYcwt@aMJ? zk}xbSSl1=5I!^E|-;y=MpO(JEhh(XuBF0p3q7XVSYOlgof~$9caeG!CJNgTAfhKA< z?fR|axvKzk4{B26*$@%W7%i)uh2PoYNUdJPfF(;&Wuf>2k+uA6gp#62Z6gx`K zUb(1->|>z;Imv|1z$U?+h@WAzUJGG+B{Hi(we(|vQ<8g_@z^DNQ2;}RJl)g1i6w{F z);}p7P-=MkGs>93qBPAdIDBC}$WV5ajK-(CQ!h4NpqV}5Did}S&62=l)t=Sx1#M_| z&F=)?Q+vLXGSx#EpzLl5PG&LotcZ!2B{#Z9CXT$^SCaJ0*pYtt0NcKMV5wLkV5)5I7 zXm;0~(*X7*Mgn2O6FC@*5m*$r2*xiFQc+pM+f=|}y=6CU#BRr@Ene2lA|rO(MZ`|# zq-ZS*r}Nv)dtkK+OQD$==ytvq>PbYbZW7s{Nxl>g-6BrakJ+ZC-3I2fg4~Bq z`R_h;Vib4aM{o$UQ_y(7cy0{O(LkeQH%xy&qNX2%ogDIfFBeU6p?ao+?cLN+Q9IZ% z1VAS?X;_@70G*?Pzy$$C-pt@3KOz)G6%S7z%t~+Txh&s#>qvJbDM<-gjSn$lgF8)Z zib`v&GLP0K9l!ywa;xzNi6syj3kHTmR&1@txg3M3EoayZk-sbd?*UjXPDQ`}MM}`; zVwoXdgx!VSVxPsBsWj3pDR|3MW;BJ9=}b50roA+<gi zE++M;3R?;r%BU-z8wwwG=x0WEd+{fzy4$UUj?^fD%g1UHWX@SHg_~)vA1ju@g_ui4 zN}tPZXH!a&B5n^&xzo>qJg85RyE$CJr2!v-MI$dkusDE%n)Ssp{&LNF2zn~t>f~|C ztvC}}Cyj##Ae_L`mw68sJrv%7nF87Ww{uEp*kZ9}_pb67;M_-iY#Wferl=ZUp2$Z&LmpA zrlK;Vj{K~2>_89dzc&hI%cni+8y9qVkm46+4tUCcxt;vhTgCKcn+h_%YDmC0zy+XI)!pq2<`0#IqH?-az5uN8fSbkE=_Kp) zWXco7XBTEAYn~<-I4@9aitJ<0qd9mQzfUYOSe?Lh12eG@YQqi;X6i8IZ+=Msw-=@p zGf&$=;!f_S7#JI@tUkQ!3IL+>#6^Y^-(|?e)Cp}L-54;H$$IgsuL)9Xp8^B;uQB_hM%iFLMv?}LpB2v-WJ2l?O z!a&ljTdm3sN;+`ZTRQm$+*p8spW(nV>AyQkLV1&3aDEBY1gn$ZCIr_BE;)g{j_@;8 zIy-RX6I-4H=%tRS3Zf|`wRY^vWw>^9nIU;+h`D{DkW^U0P7YGEgZYTfAqo&2-*~pK zjp66#L7eQ{9TNZ$4_0fRy!<4qyJg;srzuz@?=E`RX^3YR6_LmGPs0=?-OMDMrr6mF zAtC0iQ!Bq@@&9D_BSdL3nW(ag2N1_;^xWbO5S56W!S0q=kQBxb68lz_YFD_P9!KS8 z`@KREt5n2b&Ebp7qO2j8`yFFVBK-{3Dv6pAyyfT&E1&?yY_+kHnR~zYDY#5!(_aj8 z6nRjSpYB4goeU7Kfj;-sCC>Lo^j|&(<~syCLD}-c#J{!3gcc$>0{W zdQPjx<{@S?vlXMs(?bVT9HONm!WcgKXB=7V_bbncV>Cz=Unf4Sh<(5xcv}4!DdD{e zq*tY)c-ii@fljJvrJmfZw#2V#1czHyWcPnX`UT*{7_hSH45ddXf6PB*9%}2*TmojhGF!(p5j`KiU5M8Z^(2mN){SmK(E#lT!x;^O&xJ7Ai-l&NV%Z%5bQ1 zu{0xLwULM#==c*Hb)<7&~$2kLAkpdf$Io{u12t+Mpt*xPyQu(cJds>p$TXsf>vg{q~1=wNfRAd9@3w}T^$PeGC7x^~C<*iKQVF$DkOp{-vZ+{O( zMKTmMNO3{X1&O!+Tmpm+tmvSfe|0b;Nu3Ii0>z1}I}K+tF1-aeG1tE#tMYNJF<-2? zEtt@_xcJU3orQkiQUX~Xx_&kTAg45>$h8WQ9V5Z>ufvtfr4VX)MED*vo+Z{Q`wK_%%!4ai2H#Z{2dl+ZhZEAKHm?_ zzj&90OJHmG=bHSVEg`Pc*}seJKcR;)*n;O`=G%il1K0C#JG;u@O#%QN!E>Mo0|pLC zCf17SpN3K=zL!1+pW#T|#~#3y;E@cxg`%Qz318zB?ju#T3;xN!I;g`S&Hp0A2MPIGBE5RKd_f6u~N`2m$m3Kh9?R z)nakKgiFdCX4H8z*srjCR^qUjfBVo58a9^4$bWXp2fIMl)1_a_6+W+GG0>XwunAk{j<*i45 z%^faZWs2b+w2Dy68T2!6)^ zGH7;8U~#yW06@mf6K9sf%%~Pe_c%HLe+Tdbe9!0K<@^(0@*=(!M)~mNFQW5L0tmr# z`&bR@Iin>nR5`BxN6LO=A2Yxb11dGEc7(P=0Iv-uACQT0XyT==n~M8WqG7MF5Zo*c z78&IKE#o%?n#yO*>}r}YbRbLm4F>^bc4oAZ+??W-q1s~U|Jx_OvjS334bC~JAb2`1 zh+n}1!rImJf%fucHOH?U)Rxur|J0M%ZbE#&X=!M>|F z&_rc{W+Yd8$`@WSz&ZCnupJ;SkTc*`z@`=gmeQ3=fG%^GC*u1>=@@J>+ze1DIG%@5 zf`B~#!@(9@C_HbJXe&Ao+w`(U))v&J94n4?m4?S`v&b~ANeO85<#)u$Ti0^2phdz= zLK=&b8?)7_8$SR4g%kTN1f(2{pLOFXdy!eZcG(1WB}lnwBr@+9P=+=u#lHaLzvJ?+ zc4Kkt97D7lDtdM2b)>y|qUFH#7S}uN>C`2AQk3MaC&SV-@Jzt}*WqVaJ2>J{R8r}i z+U0m^Rt?u)xCmDKYQg^967Z=T85*!PAb`SPFz}rn@If3X1WEuSBqD~uX=&)_xg|9i zEF5`w`4EguN2H}>WcmHl!IyAI@Y#q6enP%|j4tNw_zC$^bbdVM5!D2?{xWZ5;>XM; z1yAmN;IbNtNsbu8Kx|yJ!+Jkr05~r@Jy#mhn^@e@SC9&F~5W$ zVJ@k2V!Msif?8o7lvPVJ$#T5A&JnU*tXl6lNuZSAKTvVy4Z4rpjX%4$sY>2(xJX*} z400znH#+5(M*-U_8u^eel2Yo|jzu_? z8xy-D;L6T3evKz2^pyNjw;3cvc^e$x1b5%#xl(u*CBfsbVn>Mvlzuq2pdMoD zxx9i^QCFFlH&g5wN>?6dH1@W7JL$#b1t^@&Qz5gOLDfAGwVrVyA*FEP{F=kPN>-7X zKosHmF3#t|Pl)yA%Agth9-|$M>Ct@(Un~U|v=eI)HQi%>0om-x9%ygU^#jHj@L9#@ zzPg>gwUFHdBO~hROXQ!}N}6P0-8O^%mjBgROk+mWgLu)tv^BLRzL7&SBROw-d$X*uJW( zU042SelwrD+T8fb_uCwi;4>rd1~tAv{;_ml|Qj^=H&O9(3@S~!(}sezuc$iW2U7ZU(KQZ5w3Ax zd=GPq-qc*D(9=eoAf3}u!k4jY`Lp0ph(gugeabs%^;e&a2QokX5O4daH_dT3$y*+y z&HBXe%B69G{vGvgbx0Vib$&6*g+bRiT$mb29j$9eDFxaz2pr74_(KJgPWd1iJU zrlU%aejYd-tKp##8CVdYQ!Vl2RQ7kV9Kr&e{G36T$<$ekDumEkQAW z_x|aYk-NPQ6BInP<%zrKDcmx`kS_+sQ&^!Ii*w|SCuc8Lb;T-}qOV91Kd2w7Qb;pw zbgebK7D~6g?OLBMpyNCle0_!2KyLi>W0QcPDokh_sS?%w8~WpwEW{6*J6F=^vhT#C zx}5%keja4r|8=$5tS`$*^4gvH@Ib=DYbXr_I%05Y87`Jir5bo+An-HH(CsDI^yMy zMYCK@RM~7)W*0^okMf|in&&Tho9=QxKM`H7UVWm>>EyC8eNIiOWiSN5k_|>S-)3wYeUo5;X)zsW8(|l2BBJVwt_%L9GGGDc0Y~l;I zR6w7(VXu!-lOg|&B=f4}JK_Z8cR#4loX#yr2vptsf}UI-WoYy16A3eo!s+Uu=U%9v zh2bcsxK>ju3@q5LhlzJQChB<1x%M{Z)6ICM>0xcs=KOc^G7e?~39}cH6k%Uf>+X}u zDJ)NZFqE!qRNThK*^(2&E)FvhH_4>4Z^eWJ_HI}eVtKkpe>MSwz7_~^=>U8vI+w&woSz~xJ z(aV-JIbqA6Zcl8jWMtc&gc1Jef*)^~V-C>@PmEh)-w}xPC6a3>K3m?rq3(w#m+BN$ z6+CmN@(UNb;y3P(p-S#oViM8*1kra5&rB?5img?-Khm1fC;Y5voIYOTSKaNx?xMOa z-pC81`w4mYMEMLZ%C2e#M*7y^MtrHF1$k9^_h(V>v$pc=#`ba)0*zjgw%XC-Z0}b3 zQ#q5T{1@(ddvoYzvz=+7IPneTJiCF*9dSCsx_YUXX@u;;eQ(z3Y?6(%3wH&XZOK(@ zqvJx`r%9~|+hJqxT9_fKu^CX3ldZH|$nWXwG(RDI)4p%aYgU}UCLv%Y>(RcJIuHtn zm>Y<+6JliEnt8@!^T28gU8|_E^;M=`*Ed{R;CsGG$?fhJW4u>AA4b(2-4y#uQ+thd z^Ld=iX$1kq3=CVO5^m%hrq)0}W@Safs_s$F$K_&ZuASrPAhs)Y%9&eeYK&H-q%g6; zgqb{!W7praqKhfd1maWU&ioVQM`>LcaAf z?cFjLl%DCRi+#LS*||Q-FV$oAG0KJls<)+}-w35JQU@w47nRZouca^ND+0 z?bxKjhVq91XPMh5;;)`+F5aZVMY$_bK9`s0_4-csOP*2jra4iO)y~y0b%s6hC#3(j zKHtZqyWo@b4pPGF7*P$h`pbzfdxm#Ud+74wI$-C%C9&U|LddH>rpY~xj(uszMvrQI zX;?!4cr&`;NkGoU#)_8%Yf~5G$;cCK<-hJpy`*^ORAFL@-SzD& z&nb1ErWSBgRz+vtmDX^4KD>VKwy&j80+Q6jXNQcJqrany$lt+W>Lnt!BT0}bO@fYA zg^9nN0otq`Wp;D4;3STkRfBmRRCC@&Lg+uo1al)B&44ac|aR z8aL5lP0*iq)v920e%&~}`N)wcqB9!{TQc8Qjcjh~tcuMBqi56Fmis)U=(|x^IZ5{L zk5l}FI2xGr%HQ9Z8~6!{5H&OKCw7y7Irh9{m~tU&6%5P!kxryRQv$JWRFK>BxED|BkXtUv7_l4mIj^>_$3uQS(@|18}YoGQJiYdi2 z<>|>qh-zXBqv}-m(>ZMRKOqL!EN!~^4HR{e;a+_GvZt0f`uZ8QaMz^3Rpm`(I|I-G zp7l?3yiMurx&|elc{ejGB;geHwj7W9=-&{J7g}gFHF1W$|LHIXH&q`xPL+lE+@XSp$!b- zCScQ~ICoKFDs#Xk#zxI9)!44TSU&OesGe6;I?M5K0ceCxmMW2CeiqdyN6g~R?A-U@ z#DJ<6SMpd1m_OvR@z2~s&j+bh)8;|K+-0s{&c0}S{S(5OWxNx9gNVl> zn2Rp-mTrUV32%>Ss~RqZKH^qFm4Ll9i4`3^A|3u_Qio9B?uI_ebXGntEW?J{_fl{| zcJ(P(!3+OL>F67k8vP6XNcBtiiZXL-YO$47o zsmdf}3hK^WSqAw%Yr2ZE*aQJcShEt`Y)=daqYt%w@4*dQ7Iqdmb-Hkb;YB7@SLl~h zY4a~Ei{;-so`$gJ*ViZBkiRMv=2F6W2BQ1i@-hp#sV-MLhb)Y+NA|-AG}O>(TgR{c z++ccPDA@gwMKlSa2hAhIPkS4#n=0R#NX9IO5? zk$mOU{G!WurKw||jt*V6H<|vyF~GvuV89F8sCu(4c(WWy8Yh3!?dkmay7?> z{5lqmno*>_Sb@K6Z$VQ6))kkO=To4h8*g1xT8277NI#tBYAErret?t0IO_( z9$F@B0Ufd7wH4TnVy2sl)H{YheNxVW}fQuW{p{qQlIdGNJxenE`AT=JSaf<9V z=A{UA5(g(~yo6%Fb=%LY_Bny$ZruUFRi)+j_v>f1Uet-)Iyx5-`*iNgfE>5}Al-MF zBjS4%ug4qobv_RthgjY~i{HP}AD!j#xs|(m+!sp5IL%v=J$5e%QS;sm z8xwq8Uw%-MJ4Iv*`%&JoM>l9QtdB>+a7It#;rR8T$XD4h(30~Y)cN?fU zB7SWz=*e-lG7e+@mq*;fMjT#_`sRz<2Hl!F@p-aV0L41J7?^`}H>*6cp%9Ua79AB4 z3l660=+pV$HgEPKq>V)Fd|<@nj?V6t9G)LNP92%X7w*36-Yc*7xfHgPpPra{7x~0& z2R?74O{=x@bdV2cR2rr)x*c~StE!UOA?aeGOC(p-(M=_D zG9hi>6@RJTD3XW4lG@ACPY{TxQ%$Z`>Y*uT^(i%GHCYJXKyuOAv=V*ID?-l}s!mPLezu_Q%+?{~x3!H<2(hX&i<9@NS(ko1HryUw z$%5RH3Xr~|Gs45H3q9@dHe0rdMnjc;w9+o)<`u)Jv)b8MM=-;ceR85MGg|(j&hxwx z5+yP>#}#`o!DWu=d*#JX z#iEgtSDv2uKxxxbbNlT*cBwuQCK|gEDrZRser0Cpv`b=v6+>+;-C|3L;DuvSmM;{X z98}*I{OA@+Cj6)-9>rc)eZ%eBdH1Ios~6}l%HkP}o|!LZET=g8zeel)8jwYH~j)Ftum0iL9qk8W62-;E;CwcC*!FP3I1}c{WA_z$5qD7JwTl(AVuN3gS*bdt7SbM0O14oN66eZYjU7q7FXqcVQN zUqzDPbplc7bmmBLc6ftL8o3x*b=nuWbI$utU-H_sRW>9o)W#p4EMsncsPfDIIB*7a zEz!{UW!y)zy^MyqzD?ok6nQ=uwwL!cqA*^VJ552Q*FVLIa_bD36@=vQr&&A<%5ADh z)$-o5wI&Q8KgaMsbT##g<;2?er^*jJ;6RUZr+>L(Vu>m`&wgtR^F0owdE(_`+X#ml zT3fP;+|ugSAh$QMdV<|)Z@Z;tonLo~Y;X>5BvTQ{Skwtd-pZicJHxfTvW*Pmql=?$ zaB3>J$Y9&#Fd_9WwUkh}*;ieXU(-W4&ihzRb&3e_$F|8br#jU?*C@{j z^f3I=`dm^Aby=Mv|Yr`&s80!=z$WBP72CqhKbtS3@+IPB(o zq+f}-`^Gve*~SG-Sx{c267b&?x2RM)--LC(a>eL!Lu1V)^cs0=7?b%K9sAy>1D4vj_%82sT|Kd++Yd3SxZ790Dtp_+oH}3G5;RYRZG4fObf=%M$heY( zh*HTBdl~F=)Eb4!UiWtE^Ks>Vm;cK3);we;-n58*YVLdDz|NPG8*#On>n${x4PXyw z@e{&P`ALFbz^vxI(UIj3tNyDenKbGieL44eDKB*Xa@W$G>H*eZ?RK6VJJdCwvwha>$p#mhXx>F(PIB447+VJ}d~7KG$s0Wx1aJIpG@WE!Ug421i@Q zlY~`t=n8GKFM0ewAx63h7Pi-)NPRK3T-WOfHqkl#vCG1J4bA(;VVie)OGFxN4c=Bz;N1S zsZ)rOB@@Y$Xo=>1MOX5f(6V$>zrG}s7Atc;JxnC4tfDC^M=Xdp7kXb}NiosfcQ7ngtpp^T`E0e2t zMZj&JSc5O?qM_y2VwiBMNem+aKQM*4t~0F!G2dz)1QJj52;OZLNUqxpd9v|UK5OW~ zJ<6}flgkZcQ!d3{(9;(Mv~Xd04AfU$bTb)aLuN|)vY(Wr9xu#hNeZ6`7Sw*;?5^{a znR<1FDd@_NL4kL&B@r;cDSmC?d!HG&Y+pG>JEeufkKUSnky&e{5%ee}kfY-}eY38v z;?4S*A4y^UHkbXv=KDv5ovmncXJ;~whXYi+kuDi}+zv+2pD?e~4$FV2>==>rI(}=8 zX4R}%sD>D_^{LUqgsjBO4ne;Ke0A@5C&TiuX+yI#Z?N?fsu; z1@fMa_(Vr0SYP?z+So@r%!tGP~at6!o(aiS$a)E#GGkSjg=+ zh_C&sE?R!%#zcs?QFit7P=^P?e(=Q)HJ?@+1&MZ~%^r{%O>?*YAbRBzuAF>2axnD_ zLyPvelt_Q3p6i_i(*#pwo6o&YJ^gUataEQdP|1K+_p04I;ldlfeZ&55zN$mylPHQl6FOE*!!T~{zB zZD8AFOz=}>Sf4X=lW3LCP4xm)3MQ%eIEt6()y=uIg39oYl4$g=S-k;snXL;DakwOkUH zAY@$hyi);Sr(X=%SiULC@GVhYu9H8(zgd2vO7$TwFL&h9Ca0>3VVfiW0GCRa_05Ya zDYw+t6%`{?B@OgdSdSWg9@!6ag+ zG~KDgyr9B(lg*b1VRJ{S19E1=pcoHCcA=2@dto8smed31Ne)-0Gm&!+^ihMZRkLK&+O+mpV=2h)!v>uc%l9 z(`Nqw(XJ*1Hya)t#Vr?Q_m);-Ln|9-d(N-`TDJIslerm0lT-ARSj(@lpm}Mp8uzV& zId<4eDtA#wDRonG18jVkCD(tWyxK9vJAFMn*srR6hmkE#^n8A&WBYYn8IuoXtRV`2 zS&Mm1qkyFd&O#ub7lIV%`dNeNpjIQ@xESxq#jayp#F z8r5gS8El{e$3-p!qS2)jVad)hi77fyQj=6!we1gBhCkNm7-OM|PO7&7>T+{{A2Ve= zKYhuUjIEq^2emZ@n#CrhLzw8WAaz_nO3X)c_S>3mi%o`AWq>nrK%Bv^sA6oiSHV;$ zw&7@YPeA3Bkx03)W{^<&qrd6M--V&7OmS&M%Y!mZMNV^WK#9X!82%gNUy;72u!3sk z%UPLK>(D@nEbyLWs`4r|Uh>RWYYN6?}q3Tr)| z`g-1kRf5wlnZ{&JR+Jeul3mUF&MC_*)o95gs9RCQ5Z8==&ZViUF62xF03M8WvZYzIc-TcR$x3N!7o{AQfesCuoNYsfk0!d2vKa<3K!jb=fySZg~&>Q z`@)U+22ys8C$H@TA;$}d@=@7`Be41+*xJ3BrHyh+7+K?jJ zJ`Gc4GK4|{mf&C=Zm=m`t(7plRDr=G!Dcxc{1;7jDz{k+lz@yZYO3G|TWwia3RHFB z3+%g#?S1N%{{W__OZdM9kZ35o0sL9xGb-~7AM~$4e)L2G)T?kDNggrGVGWIAN?ZW< ztnExMJx)LItzyK1_%6#p0MSeGPsI*=tM(|qUF+U-b)@l>Pvl6+5i-}U={WQl-*kEg zG>55TavI)fNdhXZSD-&%NNBtebF4R+7n;d+w**%SyPOc zqi)WhzgIso+k739dGLj1sW_#1T@}ZC^^T54t(5)bYIbHmZNyKs^(Pfu2M$>?Tc5CW&G8x+*D; z9f1o4XGw7Oj(lB1JaZ?lP&o=;e&0GLc8R}EyOI9@E7X{H(Dn>$*2{PM8$p5m$g9YH z32FZT)2LSDzlvK@`iE_i;5y$aVBnNXSo;sH=n(4OTLwqk(o+C>wjS9|mYYEvk}Gr@ zzAjXXmoN9J`&xU9LaY&5SmfLEn9RjpDq?MCZ4j8O*PrhrgD_tiTN)QRlUBLmJ-&A z`DNH>p_N;jZbJ-gV`W6<=``=LI9S15M#*p;Yz6Z@DRRxS5hKnO8JsCvq>)zIYHx!%a0LmOL0woQqJk!dGO1B5Le*5%=PWP9R~4jDZk5uQ zWm4CB3$!gC{On~6LDV(T9*#-KDBMbFR1l<>rg`z5I)H>KDc#W`FA_f?Yu0Oul}H~t zto0vg!&kgsjj;Gi+MQQ3gU>@9sgh`3Ogs+L`K(aNnRj#NvN zbrjVGv7iawsUm^s)6RfX>0xFicpi}qm?4|GC8gVekJM%nMLq#i{*?Ihr1R4=4poUz zrS%>=~Z3=utTil*+F8W{{Yu{*Mg8~wR@4+^aA$k z`xvU1-fgOIhNuop@08zQbm$5ejgFzzs?2$j^{S@UcE7-plCn zoFwa{IwaN3IjT`XB5m5CkClp%*EB}INixGoi$^z^aw@!BpJC%?oH$w*5Q$`(M@jN# z&Aj|fzL-EkA5Efo&J7zHRLkt_Cdq&_at1G}ZV&Zzp$Ek%PE*p&zn9rLvLj?7s=ld9 z>vW9G=}sQh?db$^ud@?fPnEC)exFw%!hYql)>g!p+73^RW1Ofm7552dvb+l44Q0SF zIdsPgZ$YI=-RaqOfl)_PbCW62;+i=hvkG?}ovC2)Bdsbzs+~6Uk;smyaAP)l_@o9; z%5cPA6h|c{(?}yFh^Tv)sh<)W$$Bb z6hf{Q?Lbh(wBkT$s8XgF?g=v+C16umB4NmpddbTXBEGTxURA2aZcl3K2nwUCei0P)r0|?~RZgrO4%TOvz(B6Ye+t%f#R z_OVmS{o&cxDD<7y=03kx-5&Hb9*^ogH5$P1_PgBKHAKrb;Rc!mMSS(Hj0NCQ=D^5EV097nWs< zj&J+}9e`uvbK}fK#EN6P$^2jQ}$-TzkNOHzg3WnQ z*{`+|o?O~AqpCIQ0_<`Y&XV6RY6m8YL$sc)t#dFMm#_|!jobl)sf&jFXOxo^ZQz>o(IAws+2{{A1eEYlog+K?EMG6JG6A3I{ zBsNQO3kx9*2u~(#R`%EhtyyLhL;kKh>9tJf9)mj!P5+R2ca4sG)Xax*- z{G`TmUBdlt39eG^d5WjVPwD(;Wpc>zl0{INZ%|fu7SphsO2jE6tm#5*y3D589WtT& zwj6JJXj<}$8nagM7FfO)BsWR8Vk$`Y;@NbM$b6Zh1>L4jJ$ojQr;;M7s-s?t@h9lN zG2!3(P#+jTl$o$0{H@q7pydvu;wEm95LSyZf9HYV@xI@4u zh-rCKxD&3t-Rn)VXy?MA%B8 zaL%3Eg{~-EcVBbMsP(a{R{@7=;~gaLi1giK=T5l^2R)&09BXStMm|xoj!ASdjL0|@ zM&-#0qj46H%~8Zl+7BAN<)mw(l&zka1sO7mOkR|%W}J>j+THSvxyiBRvF0ynSv1dh zTN-Q*aeMHFGQAwYz3=wDzLcaU%tw_r0(_0>EN!q7K0Vk-mmh4DNuTm+e4%?xaSe=! z;jDb*jfKc$Y=Ytroh!_RecGp1zM$heQ3@zlQv(Ac;z)peNoIZI)KcH4r(sf*S#*5q7xKwSoJHPm?nu38$)KdxzK}eyyU1_TrEGGjA)xH6i|fo3XI-rqBI-he1$P zZB4*vkIz@~Z2L9X~y&4)uc9wPkkxmdccsjiVq6@7I^ z<19LzGl{h-nXjozBCNDoRV8MeL^4HyC|ee~RWn!Vikxe7@K2=0IW21_G+j06n>j`eYc7saG4)5di}HVH|ed zGvkU{Ly2p0V~u7eKlo*nz@AW;*7}HD!rU^fg} zD1(M(7?To)6{ulj%ZG{}h%_z)X)$Ot#~f8t9EPESMl5QJShm1;a{{W8><%9xc=&}Gf_MC~#gA#|Mv#iwtB~HqMiASS7W>Twy z7==L+i4p+yh-Z)G?TN43M2hjF?_a8msI+221j*=NSvZYOp%v)um>3!{DLNFLL@^{l zJ!6%6iT<LJz;XR)Bj@@`L5<)J0{E^20cRnJ zTLTleBqn7znf?v#yXQw)OAlw;wk`Bqc( zd08i(mrgrNRoUiQeu^pqgj3Vc%h{8sAt-E&RDFvi@lZ~aT<6%`PtBV9UHNb|;$fR2 zh1eRV#ww-v@eE!Jf(tNQrY*5#@*dEVzT?JVa==TSn}8pWH$0jpkC7^c^lf=F5e-i^ zby4(gh5rDWmai@Sdt$;THnFIg67<{#{=SnB;r7*2fNsm`-6WR*@aAj@q806kis$I( zVYey$?T}CHpr;||*)O{rY53k(>9nAfRXtH$GGS%7q~9Cvu1@~ml44V2)rjPJw2?|w zHu@r<563z9$hY2S1uw88hzXv!_BPvK7Su^%sD^FpNC7mvAJgZ`OOYUKAO|^nqe>D$$Pp92~E>)ANw_=_(#=s zvVsXxpjBO94!f#T^wsS*bUM&M9CH}O_O09sn^Pie-77WD|FLp zv&CvU)Q!!DE;OK#1zWfS20MOI19u=`o3kd4N^JF#QYKuAmg8s!>Fev@xxpNn+C@on zAD+7@U+u9|_G~SRCmk;I!d#rXB7p4MvP&naQG3WJYiBNqi)&^OoZBN zr;$>HRGBKr$W2b*6I$bG2I<4a5z*n|N|8%_OV8H9vl2yDH-rkQ&&E02Kh0{ggLLZ_ z61Yzvx$PxWY6{BC&y_5KvMQpul=?ztZ3zOs0N$_mqgEaoCa;r{+JK_SuwMdNoJ19aN3sB zm0HvBQ4t*369TIA_y9#Nw`V?Qs3X8z?WJr;jjF$ruW2KK-mX7PKn0zvT+~G%$Q(e7 zn~JJbt03Jxwb(%fsCDBiKFlo7kUg!X0A*36-Bm*&_DTw18>Z-)?3%sUx63oi{wd^BoEx%UMk%in6;=xdC^JIy5UT#OAf< z^ToxLGTtG4sOndyBL4sudTgkcw_6jOrS?v+uKxhjv#9=1grF&vIB`iXj^l)qFRMM~ zXBI+q+3W=;E^p-Rgdy`_+diErIHNAM#$;4n?E4~~8pCwEtnA-O5^#!m?0!b+N zMAbcpQEzCSS>8lWD%9|^g;hAq<8_a4*#vGV?$G8Y#+sy_+z0YjEM;(>OwXo>Ko zKcd3yo7dA}S(^v>$Ws!2kRKCr!f%~hsgq8OM_+w+)#EFe1 zh)i6i6IYv7C?L4ea`AKovCP8+J0GD!~`xMarzd_4= zwa<~jk2!NV&j5vzc&oLV zP*X|1qj%cpb;l2Gx4sb!YUm6Dn;NDlDXeS)vIjpIF8CfU*|-!vn(F0MF!qEoIC2JC zbummDp2(mnl8pS%(o2Bcu;vr%xIYp$XjA<}T09Wt$ST3e_i0qm<*IA1E<{3=Ahp*4 zbo@?Psa}*7Q^%V44C4C$DPKkezZp*)CDTk^VT z@td(B@2lMvL=dbT=f6?BiBzfLsK!@QOs-ptM~N%Q9Q831+dox>Gb5kYS!I?ni%jFUkaxgO`Y>2)Wymxj~nfqef>3E zG)!&5T+TTMjtmZN_fobk8ga_5vt+z+2V=C|0i(W_B+C<@RlQxD_;A zxx-_NiPX6XRY@F?L|1;2Tm|O!^x}K&xaJ}9nJRukJML_;UgO-HfhYh9k^!LZ^M`sxl12C0v5vi&bF3rAbi+10;uAl z7z9hKhy67%KeMtxewvkX7Q;EVlu){I8@XE(v`R}DCFIi2&D^S>0kdv|Ty(o(1a?Kd za+6#HQ}&}}%*o1XbM4%2YPU4b+g#zR>%K)XN-CdQf*lOpI{5klI=o_2gI1tW^t-2~ zCTxcoqI~0a{C$AN$y;*HR%X-+9?sO56ws@*?MK?$6@gf>ZF@=4<8I>AHOh%O$#_C4 z5t`(r7VY@xRQhhV8LA|N?aW+;q9TyuiSvZhi1)CMDFZF~piX)`TEs}&VJvLO0I5Te z4sv3YWf60+HR;zjzpe@hmMoq5XsngNDYTykKi3MPux9OWZrBJ@ETam^3W}B0+bZp` z!FA%!=q2^Z3fE81_ABVJ#(#B&ryv<5fHPu%eJ-E>0O{CI`x{c^P)Np)GxKZdBBbH^ z!tLA@bu@ z((`5Pv_bij)pgUNJucMHa$2lNq?Y1>H+>=Sow>=4^+|!xOT`E348f;ib7Wo&V`}Pf z6sa*N45OaXP@(}>UV|4Q=p;#Hk^u$vQXS28`US>J3P9Qw@l`loN~!X@R3l<+r;43Q zp1e_GS?z>qO?_7PCu_;76stj-r~~aPfDS26Cviig1LkB#2|^@|*>UdLJRw;n$+#fsXv0E%4&98ltYD zRF{keNg1hC?~98m3x3xo@;Gd(bt}`aoMbe3khaReI3zSUBpJA%&U}}y8|WeJiy{u= z7jR15iOP8pyTjvDJ40;6lf|ZHgb&o^%G7s(*SPJGP7bx3amgC<#Bs*VT%!rKQ#hex zNZ6XdKCvzVIy-6xEmvH47xg@52L_EmrS(h{-aUI)6Rw(kblMUCdTEz%U2m+brckl&bQo zpWD4S?Nj5fk0Jj69HogTz5^ls~y@zpRJ~E6UJt7(53~{a-4j|Y7 zKfxu=OBj1*HQMJr4_|^Fn-U}SzWC&oZ6yKzqi$?zs*IS+42cXI2vg7bZMH_*(NF+> zGgbvJTit)mj;@6ik@p00$+HMifT0h6zi6cq##g5f+`vB7>cC_Xq1-;Co{Lr4HsM;c zk->2|WXh>B!?e*z&~oKjJijvqUrNsrnl$~Os*B?4a1`yF zWfsk!By`<0uouG-c0p5Q%*hcYuIQ_SJCIbx)w5nk{{Rkd!kQsmVlNc;Hi`JeNA&xl zgBI6`31VWwGWrWpC!6KXx#9l+#5zDYcr@~BT_mO_M0B1jXMT{k+NI_u-ip6tmYE_& zn6x-}H40HtFTi&DwU82a2TJf-C8x2)k_7I9Tv^VNtEs?G&K+aab@A57$kL`=oqZDJ6J7c85)g=!yDgGp zE^5_3s~B3!NQOKA0IfJbx0{du0HTdX`hc8@GezQ`c?r5+4|EEGY7?LOtb#eoNPI6p%4Uq zc~r1#1EQ9ytbwt!BA2brsI2-fKgL{>NJNxc65d2o<1cLdPXOKIOvY;Aj^jXaJ)GP| z)W7y)w(24Z>|>bFELG-vQGt(P)<;hwRgo@IW?dXi7{gi_HS)!;NV<{i0EOBWQB*an zWk`*Vn45u!r6Q1+xL4qd-+=x=qzS7dmj|fS0RZ=(HtsA0--&N(({4?|62X$YsWP{G>!9FMcMN*}%oE##xvPA|lgdlur7|w96j9hCVQ+niBf`x&ukplJD zI{eF@=p>7gRVQL*ZF@tdhK!Qtj$jFrVw{S?8tnkc>WW0knkp)ZHG(0Gt4WaEc=s&M zi}ffE>F&LJQUmRhC&;RMg+&&?9|vO9dxDc{2MPNRln^P9P}vV#Nix{=$8qX+;)%VR z73CBKqo6Q*vi6iw$2)bfV=b)M*xkSwI_&2hHPbAFR^6)q03MnF@N|}*O(24{B)>x& zBPSDA1o$I~Dg)@3xS*Cn+|XQpH2Ma1;fpXKeb;g%COX+|OOH0nVW097lVTE5CI?KP z;ou(#tyz8;3CNQ_+uo2vW{wwcBZS)Rv6aoa@ijnwVYG0w2=0_lLpnvj8rYKGyF6hsmf;>Z|6ar0%XMN<(;Lg3iQ0!IP% zHCF(`NfRcnNTd-`K1V*%?#f(oZ$LBsl)?^NNT?*B6yXyFM1$cNxnpj2ion>DT)u#s zPZC%Mt<{N6g-Mu^EZT9zBF$F=22b7*L@E0;93K~43Kt!yV`j6AbV13gqDu>Q;82;H zA|?L-mz(z2tck8&k!L$}={Aq3NlO|)e^G-Zq4{+er_nBL3gQUnoO~jU<7fg|Uf7Fy zifr4CSMRUeRzob7#aw2tmJmRLn*#6j#d{`Y2V6hwbCz%YFjER7YFjk{J+n9|p+vux zvULruf zHF{ss6E>$L1x?eSC|qp7<#_Y{+lI*zG=s!PDEj!R^xQKB^3=$|ERUT?{Vr1~qVbcS z;_ie5QSc8MO<&~QB>or~)rb~4QIShmSv;uvw%I#fSoV2SPA0yywJj4M&9rlLvcVJM zH3C=2-)J!JYp56`eA`um6E%=>*Eb0N0A>QJs`*UTWkhoF=e4%FIew=%bKl>ussP~g zto#ldEy;IGIfpeRxPuqw|TWM-spTx}9U{3Y9gvE?bb z#onq&a44&QO6x}oTwyNMfJl%Yy1d39y|M zV>Wjn%V;Jz(`2?b5nvyhA)nxrG}eifi=Eid0b%YQ&`vn`PIWnlELE1-pPSWyf9-##S|9Qa?-I z{*+#VWtNh3=P0l}xNJ?3ij|FUialnkh^!;4o8|fuG!&xBokTYBJUOk8@VIOS3HSn? z9aQuP=J8$?(W&b*BE9Y_%HL1O_O0sNpR0zNu@MNkLMNM=EaEk4A=Vv*N)M*fhETZW zxELa!$d+u{`IbtR1Sln&R;DVFy=HLVE7u1CV96FBax<)`o1DB*!OlR!6%uWFnu4uy z0V*#Ufy;BReLA!`zcYV=vycpswwHmRs^cPINRfS+IZ`B9D}#q-scVGM`C=IEs)4b_ zscJayOOq;SyiET93`ve-%3yU$K*bG6LgKJ81rV^mCN|q(0~2ROU!I~sIO3p?im|F^ z`4x+jcY-D?EXf}YWJi?VlyI*LfIi`r#pTm34V^9m{GT!wCC4KlJTZ>!3KBK;%8FHH z-LDgB7~SGT2J_WsVMxq@p^#u=={bDB; z41k55s3f_WwE`6D0CZ$e?DSDSa#EVJWn*3UlhZ76to()OqChxA_`{PEZUO6eT1dji z9EA36i7F|`&=vus*Zc_k$4~<#FNhNy&90!ATqt8#s%fAe)ZK|RK^Wzqs}l@Fi`T#7 z&Rda37{4jQ=Bm^OB(-`5&+#wY_ahvj-J^_!5O(qzm`2!u?6D~8bfq-rwt2=0$ z2J!l@dMR+*MYv-N@(0iJWY6~mF|^8N!Z-oL5C;s{xE0hh{cS8YEeuYkKn9RtQI>{K z*v`JNWQC^El?$9!j9$p9cW5Q9$%djMg|8>c z>#1R36VLHP!p9dl_PE6vlyS{zBV)Z-h~#}?WQy)p*#)iGxYELr@TT~$V~TK*)dlWo z4~Qh#1BAb!+TQluaXUH#iOeQAQ~Q>vVNk9kA0{-tcCeqRiG?qv!kh-RVdZi5Fh5ob76eluA!?V%z?mI&BEci&mge>3Fai1YX`8sf-~UC=~0;s3@8F z_?rsN;6;pDtB#X%`#vhG0ALTbH&;nub*)rHYI`rZ-qDYbE$J5vu?&1-@yOw8ha6{6 z0K{skh83A`=mr#+Qgq`CTyYASu{dPI4;WF!>d2T6NkfnI6u>{%F-AY3V+(*^MWbM( z+*#WnEr>+DHh;$)i+VC4jjKr)6ssaQoM`|E*aPMZaKWdclC)KG{PV=I9h8qLECcaG zF<2zW3tmeeYv$&{YSe=q>p#^dZip_YTmg@8a$IY5Qwx4a2V*win;o_(a&7?1OozZX zUOlr0Ghk8&%n`wMT>k(fUK`z#F{Le{1068zMSAm*zXT@mUhHGHs8NMmQ=6xA)NTLn}T^x5%M8!&+nRER_Fv?`I@kcMY^SZ|t1O za8I57u^drg3d*7FHQ zVbO}&)86RR7UIiF^W<)*DF!~Wnqb~ErOrMZ_rOA=futNp#uYO9Cyo4CMIr9CS&H2~ zeO?vT_3TZ8vT73A;~_T6DbDS=HDS34sL*c8)jz~ZxrZ=Y|0{dE^b01%%U@pG>39Wb->hg)= z&`bBZuBvQzT3E(Lq;M>qE6NUNNtm(K6qCsc!fFG0dIc+LswD^TDW4I9OfXp&4-`xU z!vL58fM1j&mwEHLRn6&vxJ1ih?Ws{)dJoiAG;sOGl43gOpd zkM`rDTY`6qvaGdHq0G&b!=`O}QSp^UcnhA?G4d6P%Ntc##WixlFbJk~7I>}l1gIsb z>wqQ8wX_>2udW|ZOp@3sroTt8ia=X*C*Iv~FlB2$mN3!wDNLSjrT+kyp)iwn zvHK;l&6ZfdDmtpDq9S8tgL64`4-{01f*A)(A}ZyAbf_nPzZJ=7`y8#)fW0QLBDXnY znee5p@9M6nNtkk~NcEMET@`>st41BZtDX3*v;IhUsHSN#3ckoWPDA{T>>}VjH!8ou zr(wVg>j%Z>0(CzpNxKSYf(}5z?8ic%#LPQ507 z$?4=hotWZrfs0niAkv(fK{&twZ%`;1N}ucg2;raO)Wp$O7jokpO0UYco-#JzLzS(O zBLitN8|>RU)H$!JUIg=CANtj2BAGQ!(C0TzlBW%6I_Rqs!=`|8gKjfr0CMqT@FNut zqUWSgirdk!73I{`fmMl1*8*cEPBA3^0J2ccxh!HKt?LOYE^Q4^0xjflm}csHAf0;Z zR_Lb;vcaq_)03LDs4k3 zsGe+}NZ`_c$8Xqzm%b+MrTE~cr`+*j$3SP1edx@vcC12M!Wl0ca zxe*g0s0e$jwgY30VAxDj`+R4JF=)~bBL8q{& zQf_vlDC_IlTVU>FF&&0was?$g#_hcB)ru&BX>roU5M*4pKOwMdV!A3;6$3CGo%RoU(|ac&yc>I)Nd!;gJVRkKuY_ur_^EK%`pGXDT# zrT+lWZ(=7vLnDXwC^=IvF1qf;%h{)S`g?7393%|fwKaK{)Hq_qq%Tzy=NC`t9ww(f zY&O)83ii)MV|o`$kf?tH%-s*ba*lwNInA7cLf3S1bkEKR==1L@{tjHX`H~I?=h5zznf23Oky$ zB-oZ~A>5vnfR(<(xB{y9%&F;7VwyW05i6$Fgv6m@F^7n*sGw4g7;Svy7kLEvGEig~%_!!;Bk0G^$(4c>;boAS5mZ=DsD?Bg|Ew91#z z^`NHt!;mN}cKt>_TTZ7Eb0?{eg8I`@o0E&@TPc`4*G zcYcX@&`^_b;*sf=#8AjxiVEbbFCuf=z{w@3EWyN+j?z_PMRn|S;}~jG5{53{lFh~V z)TZm;L;y2%#)mXNogt;S)o)q5T z=HWl~7^lH~YNP{&FS26gQl502{8@T>D`ags1n>jWB=pKf5mL2k1q?fIA8LDEc~*{( zDrNM$Y6dMC{{Ygu>37xsQ#I92JFB%s&<>|IY#3FPUeOSu>CmY~OxvC~z@u}jrc&sJ zORCn?iaRm$Lk5*h`LnCSvO1;=$&&T0yvM9+;VGELl!3D%3P&#^e8^QbkBwe2J#d&S z={Yetf(M~Uq6qqB>L{y&tkB5H+G+GvE^)OnBAR>u09K-8K5n~ismRuL>55qQeZ}0t z{8~}yc67DYlug^J+GaG2cqmG32f(bXSyd#itW>8gv{J&CC$*QE#?q|9~hgr4ar8na|8f?Fm96m{+U>M~B}`_X;a zoX*ujS+e@7Vk@il=ql8EUEN}%~ zI|T(q4A$WLD>6=$#sF?6tEE#9rLwJB1Ph#XQBE^y*h;dsVhAJhU8TusG3%z|tJXz1 zP}k^`QAdok!2-$9sDDm9IQE@30|Qpwp+92;f?X#Ljjk(VihX=x=&?Q*2ZnZ07YfBt4?Fbx)xPz}zwf-#b&Ox60zj*lG35+%-H1-vw=k~|7d z94NuyqPPxhTbI+36ckxXF0k3hE7$w%bnV`m(TOQ~BploN-=Ea3RcG zaXz61m9-NOs=-|<*h2mY;lLCSat04YotT{+FzbNIO^?o(v|?bj3@SnF4qIr7tZLS+ zH;{z+X|X5|#&FCHi9sd;0qeY3{9#qDf&})rYUNdf#49$tq0>?xg+FD zW{RIrs@Lsxo1z?hp(juRGTCiX2s^P=3$OnGHGPH@MbwDXGb?E6CD2q`!W+scpB>pJ06N2beaW4G56#YMx$WK^-$bW{5)%F0F=2o*qF z+f0^4SW{Q*4{zuC-%Hm$rK{S=;J%p|5~f(`GN@j*+XsOvb*vnx@pkgx*3xeO0B5E8 zg3<8}&Qjg|E3b{m-sUArktxyQe{xDNsuctPq1Dqum>RSxKtl~2UXB}qg2Ag2S0Od( zNfoOQE-Z)$HKim&^qZ+7wk1j-al0T6gg^tOikh0;HuZew%8trAaQ^_8JAwS;OrB`Jj;vKW~5pqSzwbOp7wAs>@$*vYpVtjU&3rD(m<9-C^s zH_~7GIv8=C{R63+fyWK>lEc_@;15l#Kh@G-`1CBW1{B`D?`L*C{hDepN{^>+Mgfr5 z@&b0-f**{jPWh7jK;5p_AvpUmhDhr)gv=@4JVq2p2uv|?{XnL`sgnx8c|kw3h-HGb zRZ75KHpr>sEAjRvuj$gOQ&ekJ+dhaNlpTP|54~vA?aQ8UEZ+PBD(pY-1GJxa>TePOKu| z(YCCrBsD2BD2>j-pgHLqo{if$Re6MxcuF20_4!ji$t_}(~+L;g+u_5&;YXZ&F)4m(rU?7+@*Z5x+Wlz2yVq5N8INXABLvXa@g ztLY`0-V6Z%4!b4ynZ~?<@g?cLRX(94s%r_9sF3JQ#;Vx*hPC^%b*21TSbvAAN_V~W z?S>tWGjfnaD)Qb`e+|CM2o?@76Ho2a+grrptB^5r8sdt>@ODM;&GNk|ZV{@CG_ZumAb)EEvkZ(jH*?^xowq@ODAnk z$0)SHP*^kV33h$y>$(V{Y}pmnRdov7N}j-l6_C>iC{fMb{{WqCzb(2vKLwyS@;dT!Vtp{vY+~UfhHbd8BKrAmTPPo;IlzODgSr&{#Q~>lZARc$-6W^%^(Q=#pB=m@0kfbmD5n`0E>%HQKmx%~N%ld- z_>(cSb1VYAKGcC5vAZIsQ%n7Y72_kW&D0#)cEwROe$rJCjlQ6v{fC$&O_6-2^Rb=*&;r04~(PYhB(+w zgBiO6f{JmMOUjN91E-ZfRqv%hz&W}@_;io`W@bo<8*XJhked+|l*?V1t<$D#HN|`V zbw=w{r~K({CIWWU8_2i9qUqK}NA?$Hsvy@(Js&K}CKTjFeC!@#^+M*#-4LzGOq(hy z%-R=t5)rC5J!WIfmg`&jp`+JSEfw=NQPs`Upw}A!{r;Vkf9%T5IaQQJE&@T=5VS~C z93JOl5+|)MC-UX8*ha*QyP0y-?<8L>HsUu0>WD6Ey4=dxu4NTe@rEAE5z7|QB4%s4 zl;#p(s}tL~)j?3H&-Vw+m6sw#iN$D6l>#oXh{U=B z6L7WVzLX!*@oN_fEX(%^PKuC{V5)m!Tu$Ry(LpfU>u}prwGyGR<^eYJhF$I(p}=O! zOP0D^f1eCYxg*2I-}sXM0Hj=SobeUZ(+%4j`swF%tst>krUGAEFL8Oc9ya_?hkV2JOVcNLz#>q=DgAAf>6s-IHOf)R`A?rE zyEOgAiqoy_4U{=D<80Lq(Iw|w+zwbHFu$nu?lv$RUpYJHZ=IhPskC2Gs}o?1^SbgA z>dB{*lyC5OWtcT1v(PM5%-)EG>5ximW~ib@na%zWs>ZmkX;!sqBR&^!p9GxlM5R#g z&Iw$T@}_J$-5ij#1<+W%do@Dm584mLFXHbE3z07wbnnbpv}XaWlVG8xSoUt1XWs0f z)ooAXsjF;zpjvH0a*Ca^S66B6mDM69hWD#FryVyLUch^l!&eX1mL0_AZInpyIV=ma z9OS^fcN&OdmQokybjuT4tHb6B(i|g&I9dB^W*aNh^aGMtTi{RIi^B2Js8KMS&u&_h`aJDkPHV>XdNs)KhYtpm;Dfv@mUv2GMQk!L z8h13tez(f_Z*l$`wG(8C)f)+%T>U5~UVEPA#Ei_3$4%=%f=*53<3=H?Qo;&1WezD~ zIm~|K17$pI7gdrsPGlN3Bpnu2BS47wp)MZ)cgB8ySG8x3X>@qW8%e(nelRqnLE zZ**s;j0Mb@bX5AN6ZJ(ny;b5B+r(P(5El5cJRorZ^;84H;OGdUa`SThQ-vp9$)1qy z&Vnr17?q8xxcD86?*?J^68PgAW!kc)56OO;H)FdlU$D4jlqhMW2b?M%otdF0VMk-M zo1ibd1Yz6+?_Kn;Rl@?g)0{{{5v^U|

jdq{|}RPwi{TVo3E|kSJ3;AX>eAaMc$} zmBUp{>(vgkpe=mQM9J-SX&7^%iC2_^DezCtoTBS7g}p|bbs9aH!y7K_ne5Rw49m*b zt*DDfX1^gYnn1?=dzGX>6_j12nGVvF6EY#xf>MFxXXv_C8F1nFh3vTZX0HCXg7E~R z7Nd<@Kx_rS-Q<4qybXaHkBAjxPW+Z?tS!+T55zSC&eydx4TH^P5^G9iARz>gAh70* zGN&5xwO3@U;E|yv#mz4J(%xcxpS%MPH)Yj2 zTgeNUon;;56{3=qZhMJX@cmiI_9)?1OGG{rQO7aCb}=}gt*Tr13+uMVkci*awUcx* zwHiA9!Aa4fN{{D>hmj-ZVRJ^jP6WIF0~cj%MROU07rtcshGL#6GrkeU9$mwHdD*#y zMdI*O_UBgL6J*~6T}rX zwG=7#-rrl#qF`5I%|B4Ti{>;2wpGki33YXNb-A=4OxNp$WX)*fDxZ&M$|lwN$+4_J za;;{?BOEK%ZakM(b*V$q^ToXQ`V}}eL?w|~ZcKmpP)){uY<(K%NG?NzD``$D3w@Xr z|Ho`_l>tyM+5)>BzBM8?296a2MELLr1QRNcX0mq^re47pG#~9#8*7v@XogN)BTwu* zu}SZ39{&K_f7_w^XO=&DS%_}nB1D+dC6{rOAU#x$_(D9D8L(VJxG^uP$||CqTEXt{ z`|20WRe&i8``-+Gag583r3t&af>1(rt+04k%&^%VKPzxim6<5dF~>l~DXze~QJf#& zlx=%FtWIQjCHne}StLKahJ?JL&;uXZZuBK3^aE|qA723x>g^TN&awsWn z+T0b>XQ97d-Twg8V~D?1>rHWkU)_pfh&!j~6;vhX8HlY8I%Zx#4FV6-bx+;5;&Vtjf@@9nhm}P%$*iESVpiSyr!%F07`YEFO~zUU<<&@ zR>Q~NUW>96Puza<4rljMFdsAJWkw@SI_~c3n6Ro^aI<8hqGqtvo6>Pa-nBwXyOq`u z3%O6Xlbaet*Y%K7FCUbgfe>fTTf&_9Z_R5-FNVKh;btxo2ufPnRGS+-3SM$FUQZ!g zJn4zgW$@9K5DoXehl0qn6NvC|NX)w^5>4S+? z%!-LpsRt%Mom8DpzuAq!xx!kxEjyR&&HoL;!ndHHt>~ZHO_6mu2XpmeTw(2*+-NPG z+ASVj|Ge~V!$t!4;?cB1DZgP{upppAj!Xc3h>nU^Z;wc{ww7`CkfDG4dM@Yjjn@#c zueF4l31M+JN4^mD<2lYE_YmdjE~DBNFPjV8>~6}SZ>zEzu__Rpifp6OgIb(2ifqon zuD|1Bd2LAqtpuOADEx&Z*_rECu{5}&{{CKX*MPw0a+;+=es!Z@uK&Z@^Rb0CVj^Pwlvc^Tc$c2dqNHM&@yspNZWDT>H zuEbQ6te0V5`(0_BOP`0cE)|+rR)3(AA!WKj2GXm3?VnGJ6D(pB*tyh%O0Y`rZ{%jh zH~6ZqkhnIJZ-OZ?>dz9z0eq&EDY#YO1vf}t{cmiGxvHPaMFFagT~)QiP&IpYw!zqtm>)Xv_6N$*o!kAtB{hpnX>3nH>;>r|V*YCiK|JCAg5; z9Xn#in|~Tqvcjuz`uq62Z`)NYOf_(Y+_?qWYvqijdH{$+Ui0d+*&gGmGe$@Z-10ap zj&)Bn^!l)IjdeTs60TP?bu{~Wqjt=&fdCJRqKD9@YI(yTu6p3L4lY=HC4|A-K#Zhz zly|G24lWFcmLq7SF$!o&8#c(RjJ^Vc;PI?t^78Y-E4Qk#sE^eSIvn7K(gZFns<8Z( zKM7!Oi8%C7PBk#0a@^O{gBtt=zt~8usS^G?x9fl7D>7Yn%I0q+wVJDeDO(c!�Nh zr%dxYLj3CH0VDa&CHHd}$*?2;U0f^ACwrS`9T$`+y#SbYW=Qlv@5!dHILQw!W)5Hn zGpWE_%!bqe?~}8d83WZJy13$CQX3CeKgheRjswI6fnJclJXovCv6KtLjwM>s37a{+ zlZ@EDBuI2od1$j#7?BaH1(Ty81LmaksVuQQ4$cU-m!Db#muI8`I>%s%kzTwUOG3J6 z>?)N5hB_y^uLtK#YUu1Tf3U}`UcqrpBD)y@-(pZ}bEZ!|hJ71s9X>{-q1|ZGQWNKF zdhAA_gJUDNA9W(uDx2TO-T{J|E5Utob+blSa?^=kR@)hD^l7qp4wZ!T0_)-!f2yDw zPCNbyaRWN8$IdsE4uP#(X|odv>38BUY?{x#9X)lS{~1x38yW}iFUEhNM!gPB z1wtjdL{Zc?M{B|zkcl0`Z%iGB{7%Phehcxunog`yAi!y)5#Y8z)WMCy0aKi0K-Cu2bWb=T~qV4 zBZMNanS)&}LHtBcl{!T|T%J2#L)86;2Q(_P0{xOINh~Z2B^JAJ-Cp{`zz4f{R96*+ z;73O~C6W4gP4G!l86-QFeop=hf{xW<6%(!&|4B@(SwW1_mtU%o&kKx|-SFD0pq^4Z zhVPR^m7??oTk6v!0&M0>kUMLDm`*n_ssNJ=B2J@(u3QvITZ;#b@~Uz1XR!w15~lJu zL(}6Tj0c}jW8f7XX~oO;SIOgdvNmjDBgfr?4Q&czfs4@`qQ)kYini?#u9&rl*w_fk zDOT-zgH$&dHP_&kQXd{^&OBbKtgHN?z8}`0e*hz^Sc8j!cirNR<&FYt?4t^=*`!PP z0N|NNdV4 zwSz4MrH*%m%Mu3=#fu)#a7R!J2_QFL z@S3`7v7~p{44S8$%~iRKS>n-c^FH~D_&ULzxOEOEcq55E)4Dze$ic+5wP*ICf2_g; zp4NJUwjET?X2_Wgym><41_qyqDuPd9jWAVnlt0uyF>7ML%O@ zlJ2lj(@Vh|)z`mP5RRGZp?up=B6uAaxt%yaq-&3du5Q@LLZHOC%aLdY0+AX_-OR~H zI;OpG>$s5TN~GF8#n+g5l|1u1DiGjZw1*;q&-mJbrJKi>eblQQZk-mV`?7Zwpjnty zY%!E7Fngd%j)}10agB`A6f0uTY{UfjhCgbfH2(z2rNo5`Y%B)l?6dze_*8)MouoHFDbjAk8LtQFyj5nZ5jCgGLd}6I?zg?tS6+c{mEg5={!}`vPg2Fo0T%n) zHtC{=co8j4Y!>q)6`TI|l_f-xn(V4ST!U-VmdsvP8SBiQpQBw?KFG|v3jN!=R!Q|k zCnc5EwAaSCp10FL#UAUUnG2|;b4@fyc|T*?cpSn&b0{{XZb(f8{*hS7gTYT`lvp z55Xczb21}X6tlY(r}_0b%_lSZ%W7~0?6{HjDHIsdbaMelFXN~Bd?`zA*|{&bs&PMM z>O&a=*(vcgBXUd#%R+zJGK^29i2vP;iURI&w5Q~$^**EnF@7#L-4CJVY z4isBV;1GAhz`LaTmz0tPkxvK}5}uA_TK-kdwRSaqG{=6TzSwLV221zfU6?qFCqFnT z{miiz8h$|X-pIh=W91t?liLI}m8En}dp{8~EG`h%9V4rzaa&0@-qWi0x<-A>xChxn zDFJz~OBR;{4;Rnn zWJc53r(#!S1|0BY=2`u6&-|RbFNeLNMMJg!}{i zc{NOtc!>g9Q+-4F2dFgQEjQ;kOqt>-Na zY;oyx%tA@qZ$~a!A)%TEg>K)*=GSS`dfq!V4V?k@zafEj6A z<&M&B?h&idM(Mo_+6?@~45}Uy%UMn2Y%(E{0N#{(vn1h^Pc_!Z+_n*LS1bSW*}*-29~31T zN@r&gAKXCv8`OM{X1$%ORWBsU1IcJ@WyKsJ1oaJ^&Z|hK6RG2=ZKRtYtDJVYX{Z@> zj)9^mQy#3-SiEdqix29SP4OH~QZD!!+_IY8WJ7c-MQ){>HifN*zR~@7TVTnb1YbLa zLQ_Lk#JlybLN#SyI!^7nOr?JLLZyxJ2_num7dtp3TE}L*&e6A8ZF1rzp_gl7h$+cO z2|wEY()Ai^B`hRiezsC2PO%gnqIy$ELfbNbTX&iEJ=Um)b=cwQvt`ea5sD!E-Lo0F zz|gC};zwEUhHB~D56`FPMN|{S%p;9lcLv=G)ZR&}PrwL+&tZ26OITlV1-`j3f<*3X zYI3+P^X5B^%Drki;dd%?$Ydg$9S9{*UQtOPv;Ue+nJdV|@*VmpGKAwu#VHyvjDrH7 zkDLFC@Y7Arq#Dt*{f37Rn2q6yrYs}LnGtNK=w4i5#t5@oMBjH5%7x6P$^VCstUm<9 zjGhB2$!@o*sXL>9jgMIqp@JETycN5*FG*THy%n`@3W6W#XNmotDqiKI=%C8=P`{|q zm(B6L+jq876`S-eWtB8Q`#0?^QwAk@#Vf&8n}aRRBFSIAOX{SP75zi|yOj>|H1}98 zhJ&KC13lakXi%m__D1Fh?lA+e-lsQ@Z3K(`%N!*(>QKS1()H655Q}VAZz+BEt zZd(>*{+ccy2V24@v-O*-b-5{ZQw-U*cF?|GITg zRFj=e+}6Ym2Q!oQ;$ zQ9^00iSWH&`S^^S1!0azeN_Cpio%@o`-%l#tJEmXD`; z*3$yQaq4^%rfVo11!BUye*m%F@oJ&tx}C#$5`b{WR~T&XUE$_B30Hr9u60f|oK62D zkzh*;g4IN}U$K~%H@toeJzXTuj)Cs(W+`kz6La$3SH)$tTBy#ZjBd;d2ZhTc7KmRy zC^B;uU`U4PoP?Pyqhjf}s;DGB1AfZF<{X3ss0$seQm8B3=P2`w83a+v(hCavYpLU{ zR`UrD_cB9TD2Y`i1FPErChI8#koPdNWuol8IDQ5QEk-`svmnl@nnA`9KU9Ey;0R_X zr#{83Mn`cwO9UVjqgeVbcw#PJ>4<01j{4~}#l*d*a+@te^wwNv^;J3&Fbz(s$D5o` z6#=-870l4(E8K)DvaqOvCqSh4KM-^GF60lGFW^7_L|=ypi$kIUp`zUURbobTYm+xX z`Y_nyFjdijw-4?MlsN6rhoydk>b9)GT<3?8w;wjLAsp%_C1iLX-LP7b271noR)&Xr3?05SEp;STz=cR}RUq!~|Ec3zIut*nB zSMw%f=-*f*57(%3u;aB(%w?nt!z4kX8pas~=G{#>+YPhOj8|8MofzU6quxYP7B3Gh z-uhlfYUXT-Qky{CofZwW9ksq^xqX*PmQ{9in^(T`AYKD4ZJFr?Mwj-qx&UVyYvSYh zN*pA#`N5xEF!)#IxY+CMjc&q!JgI<(uHu1uCry4WOkPlwz0%|(I&M%g#>hn}@jh*G zD?kcR-{v#`)~XVZy`gIWim@|lV#h>k=^${SWR}qM$2RqZqXL%9dV4o5w~8zh@T%oH zG}a(neq8FPCK&ze`h_I|l`>WSo{JtcoT1o;j&s6xNZ1a^=9R~V+=;`ImYA_cKdbAF z^lViO4O6oVF#T7kV%8VSO=F9{yT7bD~1K zTDZNZitg098?UegC5W~K!7P-m`y=^h)C!K$C2q`^f(~vbW$`5Ikxx>p|E_4yc@}t_ zH{f00WL$zaS`VlU++7SaI|J8@Ln@t5ZyVXn4Wtj|8jHRmdUY==?&lqTkz1GaDBOlQ zb&80vT&fO)eK%iD8m2o{Ou=+GIF%a4qk2uh_yw(%!@okC!>5H9cPdIiOK$0);C5NL z5oB@|F!Wpla@iGP!ca$o#fbF zj!%MrOdfsdL9?M9^>;Lf1N*5_R?VMOy1(?5h_y+3UtPglRm^9i3yDrDUe*}3)sm9N zlyFwO{)L4NiKZ@Bxb};&DQg33yBYz2B6xJ~MXn4FqtnSoa?E2SvAB~N1>ec~{h0$7 zk+qSSJU?v2{5;LZi?MBX-gvf*+=pIO{+48Fwq4v%JV1YwcF@zM z`aM&-Q*E*JbX3N^YXbti^tpI*AhlO;;x!>RWGT6&;D|O%J}o41D*K82!N|_;qHs*e zB!-0Xl2ob{rl2RT!GKF1uz2aJm{IXKdAjtHhJ@nxes+m|7Q#Fo3xCoC$ z*B?{)zmDR11PJ^CM3G}k(Q4wFP?b~u@;QD`pdHlv#>z!*R#?7GE{_{R=}UmDb+rro zZsdhAY(*3RtSAPMt!?83h}vIhei6;F4{2cj=}0e@D7J2zwC2hxJCEHm`_Y!Z5#;%e+SDGwKYZUL zk5~`oOk|L-9(P({VBVQus~2P>M03EEqpW_U8+&E@^&q8Mx|w4BAtYn8o6Q5Hx?s3w zGX|UW$}j4r>hZ~W!mX=XGREJSyi+=s=R&T!y)M9IGs>f`eBQ8J&szUQ@bOF*op&xH z?^Ey|OmQ>@lwQHr$#RHwC3!GMEkjoeC5cZ`2HH7|aJGg$-u3q{j_jvHv-R4$ z8bOp?Te36qC?|tO@Wk@H>7bQWH`jWzHiypsOx3Jmh}1!+2OL6G*5&MGFhckI0QQ*; zv$4FaNpNg1Q4A)IW9t-~MzZv5y-OJ0CO|o&zpNstn>upC?taUX$_d;@ms!#TaBo|_ zC4U4zd3yR%eY+PpAt=@=+(U<>{W+80qDgH>f>+k4TxMC9lR>PD!xogp=JNs&1$Z67 z{LYawIc_Bhe*8f8x;t@0pkUhN_UGM(l6dP%lx1ST!Dw<1Rn~}cqllUEhJ-;wv8Z+= zBOPd-T?`9Dg*}p8-_E(o6@Fki`Te<#4jL+E+a_?w!kDjY zjxC9Bu>C+*^4ZEt9u{r&CYGQ$TM-v^2rY1FR+RQ@yF#x@-iJGp5$4qWZ{qb)y;!8) zk#h1{&93?zpUFb19zPu3KxJK-thS=s$czA~z#MmC&j+b>*fDd)0V-AQ2d3p={dAJc zB~&J#zPN}!u20AL;1hvBPbCZupQ6mT55XAh zKAu)%13(V8Mt9C)S#+d z!lVELPnZey6dhHPA9l{MpNP2s=XL;<1U)y9f@Zw6iI8Z0MV{DLnu}{LH5BHrHc7C> zG7W(E0)cpAn=#2OHBFjuvC=`HyGhTmb3M zG54?qsY3I~;5u9psF0`mB(hQ5r^lA8!CJ&{W<^^<8@Z9_W7IcObcvZh7(JG9<=Qr; zT%uFLrN1wfO;{w}jhJj)Ej0d~d|6WOMPy=g|)*h}1Lm@t`zkG35?duut(wZ|cl+EI;6@X5g6YdwmM}1X!-` zxZ$Z-?PWb~s<)sR5y6|a!J`{^M;QE#CfL>mDu@L=BrIg%2ZqME2twi6zYzc)78DfV z|2YQs|7`*gpo>`Z3Y z9Ahoa6hPN?qG|TqC5P(}Zv=EwIyeX09o$mYAf&J}_}WCiDc&-u74tL^*l~HEaRrfL zA*uF9!gn$U_)C4g<6`;H`=OkVebSjC=sIZ(IR24g<>NHXCq?c15CgixTqvpj`yS|0 z2BFGxwsG^-q#D~zaMIH-IQY&wy8UBj;TG7c_0$jcg4{uqOGj*zcNC&eaV`W3f4n;P|m@-%UuW z+a}90UEpjH^_1xH%lkH_mFy*jV?si6qp_-K$E?zCld7oWX$|mLlt0^6GS-w3=r*K zn7dfzM0JrJ45pbW#PBnIwFLUtbq3{n zodi)n4}1rn?)`K}uT&&9dyW}E{VDb=Y$Fse5b5?7I4#5YGJ@dRgHqkSy0I<8D3A0L zBq(X>=zp_=_eJ8bo)3JOii>efX0trsYTpEnN7j^%YAYaR0Q=po_`B1o02kP?Z?~eK zHB0uO_H7=n(`&J5e#@8AsFK<`bgwm=eTuey7kn>9s7)uidVTphqnfwE;G~rMWYhcu zNRauZ71I7(DxZ`VGjn({&`D(f^fmxzRUnF47DdjDOh0B~eTW=-?4XabB z2ySGeNc(vgLCL(XU`=UI6^KAq{z{xYMTq4rAtVM{bDHE^wt_$J5fB~!EuMd*XLTl%6nK_o}vw8u2g&;^9 z*sD4i<8T3N7mL59L7C%v{@q%RLe0vqEO?q;R@{P9X#MAfaoEj#PMVquIL5W3=r`*l zmyI8A4e&K1$rp>&P(5uEp@>Nb2{s=ZcG7yu$YgX(Zp}vJucnIt`csy0_l!3GYf{kV z?R!5{>nSq^l_NwnL3eI&^eF^~ws*HIv=kp2x48m5Q(a-ch2$JIyh5uaz-joa<4ID? zCui^IEY zc-7aLFCOUw83WkpXM=~O_Yp8Q7;P^b)_c%4S=RL0yAM7Gd)TMUrC!ysN@6CWz_oyI zun%H()>suIBg?o!`EXQu%BQw@tE?c*amN9o0D|_#T%YA=brp?98Qkb6bPq(ac$r}! zDvk6zU%m~)YA_jJ_*Fg9@o2R&!P}H(8X+7aR7^TCP-C(&>G&0^V=NGUn3ys+d2x%i z3{B^ejS*<~1?DSxIWX=4v$|?wf?o+hfv2{QnXWz#Q66gJ6B(3N>)a(xCt9kxpPI6m%E%#g)cb9kRXsY`aPw?qfiieHPh z%<%~$mGgM}tjCen$ViBb&zx=3*aAZV7QQV8P z=)coEnp6*___sC@oqVkVPP(-}+(oNoM z2Zs4GwF`Bs5MXw!di&2`?mOp#T$uXPzbdyHsb7l?@^%eSZdS>p#u<>#t3lx3ur*r=ouwsvh7UA>7BrpT;7n(V<-UQi#a1%0 zeF55suqfQMw$ZKcVvL!Mdnpy)_~vdVA{v4GR8O)xa6VV(pwQoYs!DG^QfQs>E+c9bLvmNKr?`jvvDDh zr`6P~RT3Pb$6BA|Qtk^@$8#lRds>`?n(qqHXtRNS)*1z*S>>lZOCfp&M=qB)nm!F9 zo&S3Fd?!+q4*~v%{zKS#4}$|Y*frvDP#I!$_(`%WPOxbFY7tzaBLKS!#}y4B2Dlx~ zRK^Zcei+|zS-AS`PHw=eX<%^6dV^D(x({mkqN~<40O1YJT7AB1IYJw{Fr~kQYQwmt)sD@&2VnJHt?dwbtLo$m#f$S#nq$bF%;s{heU+P3 z6*}B;6TqM(aMmKY3K`D3p5O`VybI5$9Q$hi-J$B06;bjbwY0Gl{dtsY0hBO2o+qy> zV+MH`S7DO+%?hQ3UDWblsyGvHYQhJmkZWh+PoCzw6{z zA~i)W7tC4{*6jN`7{b6v&v~MdCfh;j{mWwhk@JA0SjXJ^@$w&FJPSvoWP+{XQRT*R z2)|c4qB;D)F|us~G*-elu`S^mPr24qxJuL|o8I?}%2~|&Nr#LGh{oLEC1%A^sR?cH zM7P1GPFJ(ioGyvGF(X9TRcP8FC(e?N=uh%_ANLd?xU^ z3VV&PQH%jR*(pK=8&ifvK(UX+zF9Hp!!6q4J`f9K10KV+W7KhWW z0Mk>ggy`)5B4=lVT-F#b@y1C=J&$BS-iliK7y3Z~j_#5l8V^S`3_)WsDl)%&^zB6~Z&Vcn|Ii2DV+qn1W3xc<(cBQ5 z30U@RzbH7D(3R5L9CTr0XNwb>&qC7C6J%SGh2VC&3h6w;JG-yJuKr&wrVwhRv`=(t zr*KUQyypOCJ5ZVum6tt+nW`Y+dndz9wG*-c>5K-d3u3{R_P}$yTTtntQ-N1RVmI@E=N#N1w^mEeezE*5Cl|QNOp{`j(+c9Ez)I#fht0?RZAcL> zKUITp>4_Y%Lf^71ektfqkenqf1Xhj-u!18gvE}_zGdW(E^Jy_;RHKmiDoB} z@gRS$1KA=i^J_rRoQl#lfk-H0%H-+H?QM?`W(?9-gSyvYwUcUU9@wqXBr9W0HN9s! z8Qa*BLOD3O)xVi9^_RMHfQ6z+{Ggh6r z0iuQv%LAy&e4+YrM7(>h*U!%(=b3e##@yW3AO>d!@@On{FdW+G#~jEy$^c(19UCv2 z;E#>bz=aMKAQj-W-Ff7z+EmKX%S1cF2?UQkD;FN_tdoU@l8{IC)QSGGNs_?sN@0d1}FcC>bosR$a*J-Wka~J$+{ub2q`7;^XOi`7o)Ta_A)~ zHdELx#q)ikika)gQOn74mh_G|_ zlOR;=@vT#Ce+%ei9dy$zEl z7dZ02a6k<9N?GrNpF;@Cl%x!LDOWV|#xH!Wk~bQEGZ;P~fS*yGjbGpi5%)fL;1EK0 zWF0kyVyBg4ixt%Ch`#Zkg?4b0cZlZUCDJe{!fEyDivDE6cFL<0 zt^{M4unFzAObRLSa!t&LGN}*V2kUY~aJZ#ZJr9MhL%xkbIj1KACtZbhBsRPSA0)pK zW*bkf1KXgD8g`*D&hxX+dAZw&`MV`?N7+&=qaXT9JXkog#At3TF_yD`Xrc?l|I%Aa zPg})P`tHyN+xk~(;>5~@{XY(`RGtB{WD0@H;H=bBrCqnE3{Ixgwe(b<)}!KWYM|4| zKLA#&-HReTa)8a=3&*_Ve+pZV*sHWeGVwU;frGxQY2BA|98AX#VPKwbdqV(I8p=o3 z4@}{ul1uzL@D z!Z&K&l=@oB6PSFzG6M)f3qP_%42UCzpgoP=3?QEF-vryZG#^}TJ< zJI`&J`Chn*@{;~_+Tq5i!m+0sanKmk3+3QPqezD1SUrt8p;jr>ePBhCwPt~Q{yAHg zLT}#hU*Uf+dY{F4OR1`3jg~*(g~$e~U$9x{3KOunMuS9UbR6`UgS|pfoO-Vyb10qmE8w^^q@TQZI zAq@P+OVuCqmdH|5k=<%uo+WE#25Lv!a}fG4+$2jY_u)?reQr8@`Cr?7nYC)nDPdO7 zQ>KQdff~{+OCsLs;nmSm>7|omUgJ5sOV+4~Vxmv~-JdF&jJf|#;^koW35d$w1Uq8^ zb<02q;&G$&8qSNl^Vc=7dgv1a-|+$7Km5ha6n@NirIH8IF%y$YzVs+bNYXOutWt08 z|9Oh0^RIFNSdg96`)2c~V!55B?nI)ez#&g!Xz02{;FWrWDhY)>A!>6A38W%oD$u3e za1WQ+I%tVv+GnE)9Novlj;p^`Jw>l*?sOdyVz*S(>?fNpI5J?6O#t8+6$gNF--nQ~ zCJCzJ3gADfI}o%%+oRvXl}mIq?Old_u$u%D+H5<|20|8h)-dZAS|y2R2ns2eWEPyMH|IENZ(t53XQy03>;f8cO#HbOZY(?cYT)2RI0!9#L4K zB$1!FKoN1_eZuJKkb6*ar*#z{)4TIM2a@P-tkZ0_8Im8xF@=*^5ljQW#q4*)-Kp3) zVV=TGEaY&=_3}4fj^C)SByQ|hD-v4LedRFwmDzL>Q3t9 zWdu!$LUO+Lp8yh7o6zUuLXfK@mr`yl_wN+H3$Hp&kA0$zIa#w4y7K{Cr>4+rH!Y3~ zi4`6V)MYvE2ai%K#EwHb#tM&`Nn>QD^w`VVpxQj=15|w4BEis+N9cDOGLK7jojO>} zet+cjhVc!3z#SSX?5F)GaKj8hOrd9pxF#pXEnyLS zwG;8c<*PaYL30TaMY_mm9C)84+k!fox02EP-4KGC^K9Q4aF>R?fK` zu>W>YwOF}9XI&72{`DbQe zpvg`1VW?FrHCL97r9LWNFYE-Ai%9XCqp*CDVCchHPV2;N0Y40=ijZye%M#>(ldLUD zm;VnS{YqsKdRb=?$IXwSCr1fVnVw^u6#X@a!%B+#QE**r6*X~&u8_yvBUNN1(MWE? zsUDCF4DO7@r(_i7WTE~CP%eaWOujokrBitnglU4$0D%oD7L950E@^zkvs8Bel2Jj& zk|fT}P@cYjh&gehNH7Dv zplLrjX%L*x|M@&};-s^&EJNMqYyul>9foaDbrY zXbDxN0JqJsm#|-*TFDl0A1I4tP)Zu+YRrzogD@}aK)$MQ8zmX?lcW-h`yagu%Cb zG5SoB*1Hl`(hkl9#Q9!e5SmYxv;G#U@tbi_%%J`oS)VKXp?=bkVZKj|oVXmXPZ5wT znVkBx$*3qPdtS?=r=cPcD$r~R=g|qgq~6?Gg;h=~bG2ine6rnvQJY++y+(l~g>&ho z>i-;m>5%k49=?uift$@MQB;BeM!YfN0j2hMzp#Ru9T+fRl{C^c;IsxyZ7j0q0|_%1 zXOBT3~Ou+m%vA zRnM4=kgc`*Gb-8`sPsw;+BqRPNiGL-JD#wmE ztw)PFf_G)eEYWYCd@?;D+V{!AWg%zhA2~!wXMM zHuoq`)>@@#Ad%_CNd;^=QI3u+UO5$6x-R#8Zp^rV7Q z&B_4+S;oYI=ZOpb{CGxR=%w#c5Z66N4o? z!)V7V?1!xJZdeAR!deC!u#~(Dd8#|Kkd^^L!O0%`sX0z5;I4tt_T#XIMPALx{?zl; z)g}FDH+*(UQxPsJIAC_g5XWJ%NCizRW|}F`lQy#1JuYF)_hBXl+CGN*8_+3zQ*OP) zX_VNiczU_v#>UT!LJT1NnyM#t@AXsmZ$-)PifvIs@eD4j8;WmB_yOI8L`DFj$JT>$ zvQ8PK@-$}1U)JWQ&Ib_ANXQW?eyR@~^!H5*Xi$7VhkW|^_qWxFYeoWW{nB#)WX)EV!B?j-38^Fi1CcZWLmk& z;sW_7%mt2}S|__GXGMOK=_3>fiui#0S!iYTN{Nu~`vESRe%MdZ_&EBsd+WO;a*QcL zGvT;ofvpLOl~NTD2zRH_TkxYotF%ahnHJy#XHd1v3WfdAT^rDbw*~Fl%Y%T$uzs^Tj zo&>j$vCQdWt07b0@jPeXLv;H80o*_%zknT*HxAg8L#1h$klEbQM_43t$ZvBFxJ=pe zsFn}_Nf;K{zBGyy%k~BeUiEB_5k#cvNX1Ub;l4C#PL5_l+$(|G3YfCVNWbf8f|*3h zm4gnFxSU5+9Vt;2ogG-v!>B@ASq79`Ruf57NC?`=YA1SB|%yDi0~Q5pVmjTnnFn4 zAT1@*pyRKY%$QgX)3|SirhrE4saiGs>9c`i+i&&2@<7=FTOq)YS3AnMqg{G&xZIu+pR zz@LHiD3FKJPf$w&#+>hzQ7krUySeg8E)ysOx8B5__zMapF4HC4x_>NspeSIV2;gtc zE!QzC(VHdcYvM-#00gsoZMh4@Wgv+f7ETz?+blU9+T5gpG9enAU=Uw`WVoHk>LS44EIR$krdnmc>==Z@g z-&Yi>${mE;e>%ZEIpr<`+NKQwBLD#Gi9=+!>#1KTk^y@ae=#cf^Cwz`rv)?W=97da zBLsjuAcUg^^_$lAeH5tLN?Nu;=`GuZj6*DDQUoTUwkENbp)$Q zwQV@3`kS6i+QKOW2iorvOx9TdDgO4}WXM4v%({=<*!#>f6KvFaBlWT+-$_j?d?H0X z1*)z(uAdkmNqrk-?^&O84GNN^iwaLMT#{E>$tkw0?{VQ8Ihe3E*kLMJLW+P_LEAiP zfMyA52*XjCy5V6anP8BRn^;-_4~>rf(Jro)39E|-=hAyKKri>OF)BiulqCcC13PB# z3{nqMctKi2Do}SG=*Yy`C-;f)Bg2@a9Z6<{jGP{qTqwU#c`(I`xSLreIpw9r2{WDi#h)ZH6A8$^gYP9a5iE`=T6NA5+nxV9Jtp z(~^~&?P#R|hR@hyn+0U1xI1I$e4y(iRWlE?*gv3|Hex|XCnXY&7puPBR+d?1gt1S& z&v)CDXw@vD-6Im^6H!80`I04+vLz{VLHBaV@q{aCLGF$m(q<}HQmbeCpc2L#>#PmgzMdfx15 zrUuhB8wJ=TX9$xqAhHq|Adbe3V5DnULNt1uA6P?NzaLmZj!ETe!c$yu^L3$Vn$xn z4os^}lp6S{ysN!)0)hbQ9nTWkx(O!Pk&mL~30O;sQbG=Q6AFX|uwia;k<&@39B?4< z1ouSFNVJs9mZGcdEodlFpd^W6t5|2&UIKK9B`IK(nveK}ObJS>U$tbj*heOpf4mCVnzs4W!3_PM+D<{FjS>feSws)-4ydEZ3n^<24zXU&j+?o%`D}jAKa*r zKieJm=4}3&um1pVH!1z{{7gxxmnapV*SsMu?MZ&RrayE_Pz2MXskTdW6BSDdD^Orm znyJ1cs?lA@4ymj5RW(guH+4mLfiO+#UuF;MWeW}r3U#?N+%~xDd>|4DtCL)+aPcf({lsQc}yhup|5S$J;o?u>?iT1XQh8aNaP`HG? zl|}AC59=7Jr7Ll>b#p3Pvbsq-$Il3u7LuA}mvOX)=QGk7N(~LR3Z$XYlVb5g)iJXL zYG&Z@m5@^^Sq86pi-z0XZe<|*L7`IA8I8A$nk3bZjSt!CY-37-Or>mE$0D-~#Esd(C>NdWpjQYWC+wE-^L zv;}IAt_R680!3!US(wtwASjJ+b0Y)U2@{@Tjm+f&+wKJEo{}HDs7HEY^2~}Gh`Cr>n8M<-30_G3rTKv1z#PEk1_=qd#xtIHy9DDzI?2$q!gn4(Z&j?#FaQF;>mJb|Q^ zmD7Xe>aDgba%8C9&yM~vQV3Ap>9ouL0Mp7-%SX?Cc>cw)xG}0pl&gSl6qmz@gv>?? z55sp?k;-{ey}61?cvO3^^kMQKjw8`I7w4HV0gT3Rm9|AQ5*D3?9)r}PJE7C6*aYC; zdvB6us{;r?4N5?69#Kiaz)ry2^aTA{0ORc#kl~Jr7XA_Ip_EWleOp3ga)Ymw!-3fQ z{ZEt0N-C~n_FLnOB|hpv>>q9vC^#^*l${AU><|=^;NX2KP>|W4Cm-0xT3(x_x?Nmj z=-$t;>0%DUetF9nrdp45NmZ_l2iZ%QtP%-q&f&bqloF7+w;e525?iG)hG~lbu~|-)|@kShRf-Xkwm$+v=>Kr>46LaDA~vlcNeO zkN~T#P??%iR;--V@TpVFsUuXIDDFRHld|!lGU-Z{N)=P^aM}8@W~CyDq&r%ffYb}| z0QSOW4hsB39%;!1oD2T|5Q#|lP&_`$8cB-P{{Tq?9uQ{DNJ^hkI|diu_5(~vErb*W zs3CXJwxD6T#51#P+l*tbjaBj6>Wh|rq?EqL zgD<2JQ$4yQL((68;!NpUiTzzU;LW+Fw!+|5bK}653mII%7ZR5Ao z&R5-U=Cnux)F@0m5?uPSkg)c*9GVp+M$0Wt^=1of%noC&#Uu15|dqWH>{pgrp4r z08bLw6v>oqPInG^*a$Xk2WOIIOjRiv@r5Z4z_s)BNngJI0D_`q;&qg*A5vKJ=#0ea zJ=edaN*|=L-5*G)=4&Cc0^Y7UM70TFL=B13d&=Dim#F=FwT3N^!$%wo+ zsY=lmB?VgQPhbahA72P0YCe0P&DV_reLpr9K{@pg+}}PgB#}F9?<}LK2_l z4bLrdzNg#O2Jf5UY#}Paz&*cV6rA@vK$clj8ur#n+p(Z1TpNSwXa4P2@Psj`@7HU7 zz+rLW2a~N%seK*k`Hx14Z(%JZvU-&PLTS@gd34wgF9jdL$?@2%GfRGs>a5gIK!lZH**~t!kDpb-ck~zDOHCI&1g!~bf`GzOoDZdiOD-3 zo>iaEf5lL000pYFhsd`&C#TwP=S|@P;$dol+xKzA!FLDTIH!zPF+n58geykwj6$qi zZwRKK;}G}f(aT1Xo{@GPP>HF*Vfb$5S`3RJRP?p2xuGE`P$M&!&KS%ViQiT!32&a{(P(fwWf!|2L@Q*a}7`Cmy zxw*XJ(w-(L6EB7Zk6)u&4lGJP6IwJf+!hLA&g{fn@VrTsQB@M_CuPa_clw!J(gJOc z(rw=s!<&<=;EAkwEx+-A6M|TG4u3kZo!RzAj_LOltQ2-`Jmx~sWvZft=XYvVu=e^1 z%GoJru9DCeaFmk1wQ7$bp+VB1#B({oLD9@g>BWv5)aK6~bzv`t)6^j(Jle8BO}O6B zB`#GJmO%ybCt2GT%hwp#``N9AF)x{SYZ( zH8u*}vIv-HNcOR-gi?XT=6Lx^KXmv+(y@%fruJciM`Sy5Op`pRjMZI7qkZ{j8XiUh zuz9$I$DUAHjwPGp@Pa8&zV?JmLA>dKJI;PB22nRkC6b+lyYmiDBJ-Dz-5>cvRrT|6 zT(J1>S+k5!2&f?`T&G(MldMP<#_+vjD)vqU?Hl1}_mWfE8ZUrSr7iv1nfs$f$x}!d zRKjmaRxNyfFm9s$@`>^!{_S2dCH5BJePd;dX4~SK=_YEIWvNEi&wK5Ff~xoK zk1(Q@B-B8~Kx8A%DrPt=s@+hV&2PI=u)U#G1(|QCCMA^JPTO&Zg&gIOzk!4YH5?l# zQNO=2WVtX&K5QL9_kM6`Bo#_h1AE7!PYXq5N=o`q?Ks;K<~VYZQ+wIQuTEu#;hBJ$ zX(XuJ?A~EAs;RC{^NVig(o0a5v(mGLZ{rj!gJ%S12`ZMbf*rz68^6RUNL1EP7FJx# z8A}untYFMtw5F!mmbY2?M8Erf!3PtWf|VCsqfhXjkH#BpO-R8r7Td04NiYf)kU%)b zhF8|MKI_7!%y3)l3+tD_50oShkx&ES0r6n|j43r*YD;BI#Zk8nZIDvNwMjtTYLCma z(^Fb%*x~yjp8iDE_Gw@8oA*3RDlV`HJ8VcE5V?}kT7z|OJRoUHpd69_cudcwC>5~@ zN{eHi_5&AcLO|Y3E^c@vZBfJL24eNptDfGdu38463j*OT3$Qz2IAX!Z!=EyFOubs} z=_?&xURRC7I6y4IT>@YiawX=$rX#1e&znYFt1i~>{==E)lWJ^$MWq#N)rqY?1 zp}no6h{hI~N}^#Jir8`Q!X`s&(#CE={n< z#uqwh^J=R}JxnRLu>0+8@uB3YNR|U>G+-@$F({=rlWjFJa;>HkTul-;BW0X!RDk_;y76My<(6ygoC0&9Q%NC#trc##{ za>Kd65lFcvr5&Wg%DOZu_%uq_rKVcg-26F;h7%GM*MaZ6DR`A;HhZV8{yZ8>=F_;Hp$bXCK#tJRsYmz@MJElBN^Dv5jNu({N^dzD%3rlI*B>6J zUnfr*_VDoTd#R>w84BdkADSu)y)(PlPX7Re)50a%;C<5lJ?hntzG)emv8^c&`%@ z{{VK6?GZhAw8Q-;@{M!AV3EK=IYifYbSHL1`bjeZrAic=IAj{TU`=NK0HzJJyW%#s z$MnOL$xsBHbf`GuAh1iRM5$M}%QNJ1f&R?j>@kM0Q3Ut=d8g{8($t}0?25h-Et;U= zTY5+5%xMow(xbT`C_j8EwKXh4U8>u@DV7*x&bqdWe;4?8Qws!ZE8V_aaOOx!BDs{Q ztl^1gfE3^ph{$K!Ediv?4BuGk3*YgFO_CL)mH0up_&{0?BI)*$b`cYj*Pyo?VQ88! zL#J^D5>!g5495eJfm?eOJyiz#YLi@zP8|0NPY1+Dd`z%0uU!*EowR9aB;`JF;OP%O0evYqsu`= zr8USnZ$Ah`xHN%+nB+kGvi! zLPAn97984SOBYZ$^h@5*3VyO)8^*|_f|G+60xpwBVqfD8%;`(ruy%MMK#EpETs4jU zJoKGa4vN{^@`qf|uey}7ZJ!=tp-E|q3qi;&+`xQV@ot3T>HK8fF)U3Cq@*XPSa(60 zf+sqG%Dlt{%#bGpi)7871Rk*gNi6=(W6~mOdQzqi#cH1z!&M1B$Z!r9^)e1%j@X$k zNlt}Eph4{J=28v{1t)#Yi?Sfn!k>*2;9 z(My;JsRHBpRL$sI*bL&1PLQF6XEXO=tE0m`K z$09h7UsXZUE<`F@Q=(u8-8g!)Eg?;C;{y-5yoLd}iuICJiyKCgwH8Gzdm*pSE&l-1 zQ@6aF!@(42^}0Pkcej+op5iM^w1sWweD?Y~f!X8`bB6R9$qHik4{@J06A~1ih6>Q7 zhXhlIyjTxOF(=(U*B#=b&PLkq$bLlQ6R36i2p zjx^qrkUo}DQl%x4U5;)x`DjHIsaH2~ zPs7miiH%J~sLX30B~w>|c4A)v0m`MQmSqo!e zA>S4~W*0FM$}UDWIotF(#HnejVPanZJ|x7osWhoc1gBv+b6mF{Ak>W`&QlHUZ`F^I zgiS(~FfnwVhxe2tsGnH8lg`wVsSnl;oCQSibE?bLX0ZAZ( zfgH+Lx{|KI@P(@2%_~*B9UAYbYm)Z?F=hWUUFl#Akl(I$6 z7RR;>>5@jZ-SgcOPy+#U-SJ6&8To1hIigVD4L>+a1_?+{U~fR%W0Xk$07|`HDl9z@ zC`tBG0XaLLBvKtAV6WlS@oaL5MRs0|6+YTS^DOL2k6?+5y#y`oVo8d-vh3%5ve0;A z25iDsrPJ2yf>E>A&dO`H!a0nIC5SAwd;}>; zRLTcPl1K+G_}BWx8dbkx>*kU-6B_60)=&xAVmw+XOuE3tyLMvOiCZ^qr;j~ol%;#AD(nvum71o%i9ENPD#YB|%W9WHBNg>$W?>})j@&$AkZM+HX6F7XC8S=@ z;$b?8N~smAJ?>(e4KVQy0%Cw=j6lz11T9HQZ5#)DHM%c$b#GjYIJoZ^7TI zoTxBR8!_&KC3@28>rU2yv=F46$Ec=hHmEFLd_SnClFB-PS60*V5v?d%--~&LNtVi4 zO$?k62yDC~PN#W^u-G}LaEaT19LrKm63Bg(M8P#x&_yKT&7U!s$#Sx$Gr!^8zAP5C z67Iyp0*y)u0Gu4RF+|exl{BK38oJu8&ZUyN74>8rcNk*jMDZ^Gs%*feF)Z!CycH9G zVE*(OlU3KdV1T5!%_oKsiJ7x6a>hSCxH8rqD#SvVlHr*_+pYww-gb`G&9+0fO;t?* z0$5>wWnUE}c*2x0M6=$)CQQzqUO7NPJttDtyA$$-%Sts8oHyj7w7ueYyGZSRWT)Mh zJIp3RRIrk#Er$~xZ281r@$GogEVQ|nE^HT(_8acQd z744_0@vO9`@hA@%bf_q8NpaoJKpI(@fNY*8;Re)9PAPu$=6gApHC71^*O2QhAsXa~ zlLb=!noYaDUPUWjx4N5=#wbFFU%H^(ob!PpK6Rgfgzz37LK3v8Ro_*$LJ1dW7@Jd&ee1CzKyv`VUy z$0Nsv_-yui1j{KaChB4}2gL4VqwI(*OZE5pmmxGG?J9))?_0lnG=eVpCyN zl-nF^ie$(YoZPFr(dX8sDElK;p2%SUgF*^1$6tqJB_z8f2in8PD?(XC@5TUA>X#Jb z3>+tZFcha>ACxeFR)C@~cw~SE=$L)k)qhjMPS6i%=QH{fFk$Vy85p5pk@r+H>-8CP zsHmmK`GhLM%s}1h3gCPp30kSvx8fN`nVO|b$Z093suH=n^BUmYE_s+5j=>Ya#L8D| zJOrF3q@#6KSHqa@S{2z7hqmDV01x?zicUQqrC7pri_xLAmyf{Xgfb?82i;x&0H*Ow zgcXnbhRON&a}s@?QCC%O;m>gjRJ8j^n8WqAWF(t72f7eLvR3MCjL?*&3TL@&1SU!V zu3gi=Z)k-gmwuGBd)Nc|#ysSaEM#AsN*s+PZSy`sK@XVY3Vxc6&g_ItN-k_$gecG# zSYwe4a)v~*C0fbPiH1^HUHro#F_M*K4egV2%w|bLrFS5ECK0AdO4F-$0;NbFpi1RH477sG ze(>22O_|>&ig`69BmF~n>b0Uo^g32oLXqq#fhVb*vw(23!u_R8np?GpbR`MKS(RlF|VN!`q`wJIH=Bz`3e z{uK`1Ws_qsT^w-u!laxg;kikF5KosjU%Z75wzqs4M1!NZe}|T@!h9lPi3Cif_~Yo8 zF(X=G3Re&ttI#_R&T(2nY&MR#U>nJ3(gbS);raRk`-Ezv)0HUzzAw(REmQ%OIQW>n zsj4q>U%Cp_ETwolz6?*OuXXzjEg`I@w$D*i!~>&Jt4SWo#PDMjsVSShhF5e^E?QA* zyW7XYDpchzSq)1t2k!oD7984%O*N`!@T0SLGNrGgpwMW+o5Bhf9V*5=(vng4ixJ%y zPL|j`0r_Bpf*LfCfMg&Tz6duzlRjVA3(>t*M#sZQ}rJ4d_a! z2_(Iu!MVeLTH*3M_x0H_(QQ?&_FM~ZymDSsbs0ul6}>0(F9AaWAJNe@H76Z}a5+Qk z5$?ao7^OWC(HlI2z``Y~-(%I6ZJ>t+Z90h0?v-pz1&WxerOfMd-_0&^L#9|ETSY`M z?YCrUXC#e}zw(92`?{ZrBUTqKa!m?4{_<2aZ1zG{lIc)!9&~}7!}kY)pqEWARK{xh zz9uFI%;>)DzHlY-nutO6Bcn+o`o-xD9}6Uo&4XvPw`-4F{KmR3g5qU4t)!CJzC zQ?Xqi(S)Xau{46|U$j!i*!SKOF$L10`UiN4wNmS;T0`GDHxR&5VKKIO30Qn33d${MQcoK$3ts+4pNp0 zbrO(0)8(zPq_<=)r*K9;57<&Rf;(YIWQ-Ygr3F_^&Xm5W?G@#Ex$k*u5uhRX(uq_&MtY4=pcgCAk{yac9+Y4(%S zPWn-k@r(INoSS>8$UilMaOP5VYW51nKr159ni34zYN?PJ>R_vO9;i|iSOVoY@WJ3M zNEHw|TFiFf8WfX)fl1(P1qBMB%P3ygZJ!8E+Cagu>oCtu#N7(`9mW$)Qz~$|1Td(3 zNg@0rURse_Sx8p+VQG@pVn0^|N7bVT=zeimC_1>&h4;2zLsV!>@Eitk4B1H~Jrx&s z1;K1R2wFeYK(DLj-dxYXqu3#5OQfklpSW8O*kd#s6{g>a)A9Y6S3=X1eCa>|ySc0X z07`S0djhMG_S=9QNh4Ly^?7H3iTf8Z(ixi{*lBYevO6IJ zW|86hD)6O=Y*1ER^LDuF=2BZ+YfJn?=LHi3DoY{GCARv>T*U;WW_QB0M(M;5$Bz%T z6HXH3habeOdwjAsf+BY%m{eM#im}x{FW73cO0E1>ggJ68`ztnPVJtrpu!-~4?UwlS z%jFJqGc2^^`S)G|&|NCS)2l{$1(Xes9tY5lPwb@{L%l`Y^kYo5UTnUDU>qCy0!2ea zQWRL;r&c|J(3;65Dk%@JGja7T6u+%lclQ&wiG-}JN=a9oNiR}*^V#YE6#!L$CmtS1 zRMj)!F(wl+1=6e!ccPz-rG&mtFX#|SN>?(jB%g<0>@>=SKrwCx7qG3z2K|*xxwt7| zT}j8R;R&M!YhSyZqGCdZ{EpaPC7${^*$3U({3p}Slut^r#HCeuKcNqrW&A_~xHk_X zYEQMwih8Re5P^b2b5}J~j`P4kmrBu5WGPI?jqTserK-tDbHG6|ms4UeBdgKA$g}y? zupaENf8v|MQB5TnC}MvW*YyITtyyzvOJoqNx90;p4W%I*l?5bssigh0CP;z%dQ?LQq(yGxZxjPFQ~tSYO5!>Bgp>%8*_vswh*MpVSiXTCQiKqCSia4@x; z5S1(WL&x4=@#dN|iA>EIr6k?Wg`&Bt3Di>)gP+PP zLc)^l<8PBPZ@7Y}{{X4fSU$>03LRKM(9EceLlAqwhCXp_)FGU4d?3)_N$DY2jr$v% zp%YN041xVWJjMH{QSN|;VzNuZQ?LQpJcTFTpQHY&d9-9HO7@#C&J!^O(xBk^bCt4M zyc!eti=OX5hg}q?^|*;?dZ|cD?Qhsw&xHz!ib!Cuy!$_86*X?bu*X<{JYj4U5DB`o zQ8{^ENtCK)r8^#`!>=gNa-B)Sz?)UOa=g7N6a_(+`#@mbQ0kiF@ciMip28G~&8(Igm-ntQg-c)6sM9mNWeuQ?=qUD*qML06p*50b5bAR5`3@dad&?4&_(H!%6Db%c zyykl0DwAuXVPk@-zxaT5hl!H`(j=0nCt0?2ZiLEuUC&^69(6%J&`E3LL@=7QCt|PP zPcs-2ovV3q8ehp_U_O)!O*f1?1GS`aXfZH zmc3Q3T)Kw!6uc^7=*l0|w{HUla}`QQ>4Ydqmq_=`%W%Rpb62EFg{(DCQ*h=V{{VJ> z{e~th-9nYv34kBYPF^PmKL|vSUV)EWp7Z6(g|b= z$RdIWe4Xvo-hj(M(o7iSl<_|(bfFbxxfbNcuF1j`FdGelZE#!zB}P4<#N=ORY6`{Px*?Fprq{u{TpDk zT_?nFF)b$)p(C(CPS8heB2>YtjY9&%4(O!-0lF(luwIor(yoyH;SQ4Mnu49;pu}+x z0$ELpjU?t0S?#(4SO)iSCz~Xz-T*uMSDG-)`BX&tn`d^)CB=G|}xzz1X=5iKfBBrS{V!^%{p^i|u$LXwpg zR9uo9fP_tyDlI~jo;D-n5~Z9{fc$fTJvdFWzaHMW(q}O#LbqLyYj?uta+RbRY)}=4 z;@(EcM5!Q|X;v-MUKZWPIX@!9S4%LA6ib2FLH?LeD&;d!_@xfuY;=p0;S*6QUTRQE z&4{m94(xJ?=zEZb0l6*@_XsjcWXmZ^Mq0ock8C4RGp4C1PE6x7n?C3>rlAN)Nnil> zjaflTNGvYL4bYF@sQ&WmA1^^Slve4k!##Codf{my=$YK1{$S6NDN-(=GZ~S*V-%@QxkjDk zITPX4_SEBsp^1tssFojS6)3P6n0YIq2!7c(MhK+T2`C>%tz z1ICf-1#<`~(vzbj1c#-&y$uU-cM2H6n3X(&Kriia9?6D6^_j{|zt2~v*RqF2V-dT7 zjTkQGuDEs%F!W5I@qlrgU$>l1A=Z$(^3ESYUrBPbfenq*Af>Zb2Pp7!6#{>o}N}eIjWu z@Qmp~l`VF;msR{6Lgvb57p#hSdy%Hy@>kwH7VaD*4 zCgDI4*X676qsAuM#$~ta-X;TqLf`pJO;$k--{|xyBzvkh3OhLYdNs^tU~EfqijbhB zoWXxbuD4gZonsm*N)NG7>3ol^%x7}gL3EI(xybPJwW-NAN=9ep7G8{ON6#1^U#*_A zMRd&x9@YK^G&4T20m8lE^B$(^APwH*8zD_Vk5Gci&W6rH0EVvt;?5wn@*EF^D=r7SFM9+hNtm8zECk6?Hcm(o?ggnA-{ zq$wv5aEiG)iaz7`9IpW-3RrvDxRv{JscSEczV>?1C&yc*UTm=w&h|dz*g` zklSV_x)R9=q?Fq>&#oq`Vin(E6A!RbFxvdu^DnU?qul~zvgtpjJNfFEppm`~iD6BS z(bRl{JEeM%53o;E#jf~mK>w$*Qj*XI*e^<-;+Sky4f18m}%NC+Fe zl*&>RY5v*tL(=^by~ zXflHEAe5V=_`)U(7LcykmZYsoWCE5sxqEMkVo%nn3b!4Qj!`*y3>#VbiI~2jbJ+<& zl|mM#3VpaZF-v-pVsDnQN8;W)?{Y0>t&dF_a{Q1m;vnz`|9dqLAGu_z0GQXjil; zIPG}za{{@K(kapBQ~}AGMhU}ic*1{rAF)x&681`^k=IlB2x@>*tR4*cipk3Mz|a~I z!sm;{Q&&+p$KjWBOi1XIIoJ!^<>^FfHNb*kyagD&*r9eXu|2-)k%3A5k#y{{Rpv1mRZ`TOW3`F$7s=+Tw5e-MvcNG*k%mMD;@r#8e-mR)Z3|5Q0CZ3ZXD@y+ z=Fk(*DH2yn>8ZG|2eKv2B9ftTzXuzSF_+2pm7L6n4X|eE7eIGeQzx)v*%Kr!))3_@ z-0a2?JYtQKUkFM&F*u zZ6Z$#^CnuB5T|q!*zoy5MO7(EsYfgt95#`5K>q-jR8Xarrfa+8tY3D<5SbxDon-$2 z6Q2M)IfU`iU5@2KB-B-ETQzybIHwWSI(6q{GDl`A z<_b|MQ1*w$7bQB>DwpeMNv-ocBG%g6(xrRKsPG@0Pd?6&FzWo^{naI34~%lTlMWgy zW`455CQO)`om!y#A|**hk}gJNtS#RkRF$c$SL}6X29a8hKdb~;Ymh5GkxMuwB=$g@ zX|s~v^V^NRM&u4AKD7{CZbmGUeh}cFZmtphBK4id<1IFM~90?O*i|)>?^1axUFi{`?}r`l}eW~XjXKn0mZ}$5R!s3 zcL%gZJfT8duus){R1C>;vqolCt*-uv-p%W5n z3IM!OF(FAg7p4T2B` z37C=9N}3ix^MsK7R)U2CQdO*__}>x20tXXjbHkY0x0t{;vXk%^fCn?Effg3q3s%Ia z_6U}7y4HV{SMBB?;6om`2a}e?>OUAtCc5RHWnb|p=FpjlE|mxW06Y1Xl-!w`G>!%k zfof6*bTUgWX{2!Wqf0hgG-sk!bsigx6r=!F2tr2u+9qm^8xmE%)*E7I_eFopctA>2 z%FV39I3TE~s~3gkMCTkTan7Vn0hr%r{-~)Yts2_cC_lyl+8@@Lw1Ebe2M@j5Xm2f3 zkdmY-<*^0!W1KKa12S@iOLD41U&)v~<%9guEo(g#Bn0A|BfcgK3Vh(=kDd{sK~pUK zST<3BW+Z71_S3ofq?bQe-W3wmdO%XG4mMksu6w;XT3@s$2wPkW-J(&=ZP&kQ{#yc&ft=&zwC0O4_Tp4rzNRw`?VYQfcf0 z{d~(RF3TxM>#%_{l<^XW{Jv1a!ak2FZIssVcxW1O$RLNxT}?W_)5)!0pj3229$KI2w|D2N}f$F>Rr}8 z=FYfHA*ukLK9|m{4cMN+70Ht^dmWSUj*29MzNH9xysBaRHi}dV?)t>TCR#v;2uLRq z(SVExWK}=}<}DotKJYh+bdx(^fj(_J9yK{a_tkiGa;iZ(!k4z_)Sd;iK*j}g0*+(^ zg!nvtY_a?~Mxvz?yfi0Bsb6>j;9;f9LEfSO`M}b0WX!$^Q255bC76x&Bf1nsna)1x zzYSr=j_1i7Ncf$n*ji#LK-HaBTg{u}?MYuE&QksOa zL2XqlwhCtQZ)BQ*4F;Y~P^QEYW4@vxksvjklALpE!Cd5|8#6l)PUpW=IONJ)vXDU; z_QtfCiQHM^{{T%pyT0)M07aY9rqul5)5+%*1yZCC&Ar7?7o(U-ElXT+hEQ5|8fWfLt7@5h{(n5&?c76Liq^T(- zG$a$Tj3XCFXE%7II6~zgXmMkaf*RSld28MyURuyv?W{fq3Q<+Ir2e~kjMP{a6-!tS z82cx{h}V#p+)8_k#R-ta;c|WumCaevu+$d31S0{oyeU5NNbM0>O(~XCl|7sks0Q11 z=PH=7Y=za-At5s9N*dzxg>XI*ESyZ*k8dziag<7%XgI)>mRfR2 z7aRzOnEwFFsxtx-mPk3%gfYO{DL`SC?ZbC9X*8$}nDL2eoArrE3f|ns2}w+$g}|$g z;F;+Zj4zBgtgd2<1f-voOyy5?k}3Uf^!9tETqE#|d4{nLtOvDh;z#cj&mmbdlimy{ zY?`m_Olf5%q_3s9M4U#;W)ys*R#n7?c;ph6ahPQqX1=oeb4 z8dFPqN(!*;@&c3fh`?YJHbHPwR$Qc<4(5JkPL}EmQ?T|Tm#-~!{9=DXH?#dK}V4%@qS~5_)YNFdu z_==50+dFo11*|y`l#CJp?DDjLvR&wghJd63vyz36=tVQrRW`c?cIOn55_gdpk3>$( z#YNH;bld$gWcPYQEe|?q_7U@ko)acn_7ZjbVzQF80^q2V>kOoY@eye#PVo;?g0~a% zhg{_?87APTt;}i-F#iB?V#BUH?<8P7!B=n)5NbgHAMg)B@_QLrV+1FWA2`tH<^lzR$8 z=VcBJ^MVYOmd%5IaXr!J61hiWlktP+Q*2_Ss1e82$11u;kY`~~Ao00?MZpd@dKOwj zhVc#()*$Z$KnOq$%)~f~)SLHqMUp!_hv%(A0)lQi#L%mWnnByq=KxAUwZ5q`z%K6= z4fYy2I1Z(kBkteh2@Kh{r$pHeWVZ3$2n*>1in#MCTC>A(gf6hiQ@+;S&dLuAkk50+ z%3v6J2bdTpV&;w^R`eRl>@5tOu#IGc$I#o;Tu0^T%M{hH=l*bntzcF|@CPqNT*AX< zXMl>IMI~4U^Np7X)JS~Q?H(uW23i5mE0-~H+a&zr(`C&Y6d3;iHK6G^5g=zRPW`Ed zT~ZJG!jb&gcC;YrQfoA#lT)6j^{aqmT3UFsMyM!lgv0$JVIJuLqs^2nh-eNHc82gF z;E9P;vjsKW3XP5tsWB(7=jtURq&1Vg{{VcXK94Q#hBN>Srzm?*UX;wj5@IJWH5S3l-Gm5k+e0{H<*ceAd zKs^N~0-u&}waT8UiZ=;YM}!f|B+|j$Vex=cyBi0$kEc&7K)O~mo6=z`Npz?<`w&*N zrSNm;RWVp36Cb=^VlnOz5->;rb#rMFnu$P%fG!~FiW@B&9%2JLA1fHnT8EFVrOkB8OZr*#A;}*Zz0$iYLnTZ)BeBlLsB0UPG zD=vzChI+^ntin5a37B zB?P4)BrOSh7wHHoS*cQsImVoy!}bIUYzv0l4vB?n_f<&ve523FEO1hOEaEj4tT9Qk z9+06y(riJ4$)<+n>sh4U&h(V-C7;$SnyN##4}Jmy<*KBd$CIe4N|pt&g=rL2P`W`l zvw0{^$$linhyMV!pASHuNiO&mHfqT|P**XlURk7Z=O4XC#wPyv{t5JioB(sx8cM2` z2;pp@h6B|eYQlDHJOmj?s4Lm1beiS33-gJ3M^Pf)0C?Ev{R8`{DAOv~CtZ+!gz#0uwKzgrz%?&YB>eM&k-+pDREkc>weV4dy z5n6~!S??55pqFhXTz0ptIl?A;NDZBmK4;NC{{YhRb!ywDp>NNJp;2cjQV2U8Kpx`~ zifu|l2-s2^o9M~ut%|TYeTG*onNtt6pNNk* zqcs3~fF9S4MeAmRWe-M>RY5^;K!tKC%XOpb)NN9BarJfWm*)rY;DZ9$8fjRxUl%wC|N|V1xcwiwK zwAHMB_5!Z9@?L7d*q>geTQHDR++a+Us*-<9M>;t)qRN8xe$6(o(FHjE2ZW$;PFIGxYEdkd?K{pvqe(ED=1e6?f66F8VIM`fQ_}fW zv&a%iD)-bIQ+D&&0zqE6ErDQ3UgGVvrMfIp^<8WU2_`HEL$tmx)_)0bkqpP4Epl#tzBh7wYc zb+whA?x-tVw5SEMzP1}MZn(Ct?rCyH4O!lDiPOd_SWo`|8eXo|ctVvr&W1v=2R`U@ zuS#|&;!Y4|DI`i(s#A#Sgd+-41QJ5jm8sbyb<4rj!Yqn-T9P<|EEYQ6y^aIX)O0!eyws zu{`V)qy69W{Er&^W=%)|y8dM;slgT|7bsxS@!!7YLPrNjPse$qC=a>N@NLgYx-{Ts7P*hOP zi`_;1A%q@JApZ4Z5Pi+qUIg`>9GPmVQw^Puv%VEN;<6Njn*b7%-3d~QtvZX^<1@x4 z(`8Vm;?RW|gds|4k8sBlcw-)6N=%d*YDplg?-61!v{5l8YR5%n<*`v#l7W&^65aQT z7xl;*+Y~UUcHSmUKEg>G)$ES4!VJgPDypHh-Q!8h7Lc?WPrRmPEwsT?6v;cz8$T+M1pB;Xp>0@;WZ%uPTVo!IcSB3(qGW{OO(XcN;P9!x_R`&I{JEB82T^433M@={#|3IC zW3%(;u4;l4z5-H}6g}o)*4Ww}7_PMpk$=iGVx%neLdQ#i58m9(F)!oW6x8w`qO7+@H^x36xoDa!$mLj8&yuo#r*xvYq%t%PLB~>}x4YAAChcB_}`1G+HpJU<%(8 zRxQ;DDd><2b}<%#x>9^q5MwO;m3QrcArJIE$q3hXF{x6fcOt!d68pJt463eITjuAvpsD2aEp2wi}z5Y*4FQY zuiBfgv%LB~PDPC$^Mn(LN?)^{v5b>bZB7TX9;iTIr^x=Y$C^jGK?CtU`Z!5Y@%pT*`r=x z%3FwlMg%yA*#$=#voP)*f)IgVl!4s~U%Hhmut8d`qG~Uh{X9!bhnPVf6w-n7fF+G? zPQ?Kt%?1j!it45%jMl8;4*#Q)iuXgYh zM!g^q?w&2SB~Ifk@AikrIbt)GnTq~tXa4{gKJstjShzxhXz;>ZwiahSodGT)D)b7&2x3QcchO!aw5pLZ{DIm#9@O z7IU%q?8Xoh>|U|8EuRcyY}E}!{7&x}3aqLAv)rY&U^j2(QYSu+vSp8Ba~8d}!huC; zTRU`vc*UlKpLKeqd^-#TOqzgKfXB74>xcGRsi9J(8f5~`F__uD&4MORLQNF_zM*`TE)CXnh;{anIknT2#+IbWQiSQw#t((=et z^MtHmp#F%>lD!V3X%pmgK^z0Ba`! zluU36gv`LgksSo~a|L9%Y3{U0KkcWw(R?Tk5{LU~@a9Ch1*M6JNw9TmG3w@a1n`1( zr6wgEveEscnM+Y*q&bDIS{kEdjBT0TVreP0EdKy_95(YGC57Ego@_zW6F69)y;9uhoO96>6iE^%qWRkCVotvR#`%`VykR#}lA4;x~84q`f z&IYS3Ko#+CMr2G=$X)*c3*bkDIJh`^FcOh49k25E#VJUYw2PknBTQDtT7dv`iG25S zDq>A3s7Wuz!?hE0c+TQa^p%yWxj_70De)FmN6D2(rk`9K5FGI5%! zI z0g^K2RLLZ37bs=}frBrUny$&avKg8zwc;#$;V59h0ofWrHR+}ILv4vGmV#5J>KE{) z6E;y51kzHh*x9>IF+$q1qNO)?bQ!dY$ZE50VJ&uLRQ*JJW0Xr((KUcMkje-9qFIs@ zw26U0k7QIC_wDAAmeg`d``Hf1gvvna8}1pN$oeyC6jH6^jb(8#6x7nPCCoh&i*}9K z!}64sX$z@^P7k{pDH48*$^EsdAQ^;Vsy=Zs2uM`WDhj}omObDR*9wrXjL~o2514+o z@@62KUT7ou*4!}F&qQuSx&)hbq51dU8s&l7)_?aX!iqdt8Zuxc?s*=gon49!|d5BEJ z7fOTvM|koHq$-A2P%c}l3T3De3x>!aM@rHZlaY$~8r3ac?N&W-2P>7N87vXvAS5l6 zeU$<)vGeqXe3YmKYgC++afS++*ayNi+@zH+-8eSy(1Ad-r6ll65%Gn{_UkhS@IW1+ zm|Ul&@H^stV2gzAEtuySEj<(PFo{Z4MI-bfGlP`U$8$uLD;j)1C}^k_k`yKbini0+ z&WV9cQ>sSM^Ms&#DFd^aQY9Tk*+gb=Jy0jA>QJ-g1wkMai5bF_OE5QwDzXWg_?Y=d zdQLB^#t1hD7^pgT3?riZiL_FLgpGm|NF=3MY&)RW=Eg+l)dWfvDD;UvFO*)Y8G?Ll zBUl-7#oUZ|K$9#y#$+UAy-=z1lJgW@)sLh#peVJDeXw~iC~yjzSw7Ce_0dub z$&>!zKh^T}l*mQXD(XLfVBkBv^6W9^04N(3(%Aq6 zfZHI=k_v>UDZ`KSRQle&4s%>xwQ#4T_X6K+l zA^!k~7zvv4?|F%(h~bx10PnsGz-gISd$n7d7a*Ng3erCC$FzARD0)o8EwZO4?ew&* zAwyw@2+@~!K_lXOnkwY;jMTl*rm47?KlDnrIQ8HNie@EJOFOTl)PE?n)ON*)JP)EM zRnnlwG@(@^SPh}@^2$^k7zs`Z3_P`jbg37JDK2xQ)Bx+(a_(s@#fly!jl`eJBFTUp0sE=>B8nwnaa8vg0^Q%6fqKfBSAJ)jrY z5)`89RHPLXnWQ=G@*J%|X$h*W`=CATj^8fi4ky*06{^zFnLi;0e=DuhbppRwdQMDV z+X1~`q~~ZXF(ALSXaHqzU0j(ed8*Y>9?15uwBcx$N_7xI)cdgVRL(V$ja@GkE#Oisz~_50KzKKqOGmXXB);M3aV7cII9+oBCjxx!Q`N(%w?$W zsZH=cqSGa%Ky`RVtw`W)1yZ?6k+WC-0JH%trfORdkUL%ic~qrJQ5J1rdm`mu%3;wk zUv0d7T+)!5i<>g|Nh&mBp)*s0hi2ovb0S)m zNGV8u-xxwvr&3Z9gyy0LaNh!4z$lnmAtRu8<~F}EI{`hBp_&6Ikt~aK9wV76LWn6s zNW3C+#RLT*DlT@2(aV_X*@N)g%w|k12YJ{d+DyM@Sn(~1gr#a(LV7hjcEAT2M@QHJ z9mmxkVu08)G4!df5`{Fh=_FAYZIO6QwR+Q}+H*=H>!+VdM54 zb5s&Mct(qpOIjrx75l?^W*iGRlk>-X9cP;S{6r2yBS`5^M zBcu(XX++SaS%7!OCMs&kQkVpUlVKI34gB`J)pQg803*0Ymy{C9MM7q-w!k()p~+WB zm{HgX>=7|*e>(VWDuT-BIYvP4kD|g-M(Qk`olugrl*{ih z5P-=TLFDpFEB!@m+#s%PNk+^n-x@h#lJBv>s~DFv-$GT|9wkfmTCTX!O8_ZG>dm2H zT_go580GVY$v8|7KN5d0Q}aMAX25*fH2kr8O^Ct2D5U{_%hI7q_80xZqDubY2a0Td z&r(vfl_tsn+;RIP%+b}XMSkv#xA^s@T0*1EgDF`Qli=~G%HN7`?=h)8CygWF9(GVS zYN-Tw81vE{KXD6(qGN5PP2m?)bt~loVq$4l1>(ed&b-8p*q-SB0Huu9@iK%Y6>9h0g&4U zVv>b}VY`j3)fNrUqAF|>A0dnc3=?i?fjE>X4kSV*Efk;=kIEQDUh>m3cSXpLm9UsYZZ5``&5kUA!w|orhO6u!k{jnv90<(t*Nm+FylsxxlY1G`j6ez;DHl*~(IloRx`xuMZJNwg^bQLMQ@cAp4Z z6qK;&tcxG>0-jBQ*7kz9U_?_lk|+lDT>L&UbS!lrls1iR?_xY23zC{|(LX5q!+*M{ z0W%z&uN10k0oY71oiF)>bkqF8F%gLEj*#sU(jBnMoPpQ!g;O%RMhSRfCT{np-S9q* zB~tnn<#*wnom{1iffqMN5=8zrz)N|?SFxWesH;uWYYMGeC(<>mO$YBf2hIcR^uNBe~T z08i%%wX}t|*mJzqgz?9+4vB74h-N(JMKLR;#j@vcTyF9jWY7-FsQ&;+Fw&Ol_ed!{ z{;xnjYC&Q?_GjS%DX;_6I@XkdiX1v2JL2Lb~R2qsq}wg9Q$;U89n{w9YL zC4;h`%*Xz%AQ5m9E!rbjmI6NrAMuQ3&En7Sk2%QQBQ*RjV_T9>>=CanazBKBA1pHvFVMR*&#sgN8Gk5Wa z6Q(1BKtD=dw|;Q?Q>1&U>_lIbFS6b+DxEQH)I4CgDt+eMAe18=swN8|H^$Jy-nt8^ z1Q&Fcelc^T<73^7GOJ16g*R(7Vmp4rxoGL9v_UGEl0dRSa(6;kMMZN#Y=$2XN35Wp zBnbM{o)_?gqmrU>se~{>B&Th@B*K1>rOY5^toovvX<^&ypGuS}mZ40^U^iX1V-?F& z?HQ+t@=u+YYaMj_;nG1HL4J9OSqM(9vB5gR@RVsZp*ElihznsReg4sI6Pn!Q;+6!`7dSOA>6d^(Eg|Z)_hXQh4Cm4tsnqdGODbxq zf4VNOfa{5gP+HWbIsj@#vn1Q77|~5YMO^|7pJ9EuZ{`V>+DVq+oX^5M+Ep=G{$>Q( z$emTWOZci;!RC<8p4p*X1>PPv7 zDty&Vs9}d}T2McV@X1O;VQ)jxPhgFCNK@@heNY?4yd(abl+2aK4;c12LPkFS0PCp3 zPvp~O9=86`A6y3II($S~Xgm}-wbYcqyg>1bC>{hKFA>`qj@ZOTBepKIjSrGN{-AA zVfFjNrx)93>3+LnrF4Rvb`jN&m2w9X(9ab_pL7z>pyWZ+FMEq=Slo026TzkkXL z@}{dM7VLwjn7M~}hDrw$>jWGOeIt>U0_7Wbb;CU~hfZE#=G#Y+H7XjxYVk3mJqfnp ztdGNCZd^Cf_4%~zV?cY{UY|M3jlRf4K891;C>v+P?)PI zCx`rfde4#FvSiMIVZ%0JGJ2cvqLPuArGJqp|I;5rhJRp>*XeS2B89cFJu(QH++^8;`HE@qLQir^iQ}KAYS_VwIA%cfgmWSlV{Q%9Y*W1gUi(`xIfpRY%pI<}vksw~wlWuQKJu@PSV# zn3mc8VwCcd6cqI~Tj0MfRb8p?`9-;BbQk3S7r}!xYI212gpYxNd28w&_7Q}V*)u;| zK@&M4C+@%JXgW?$H3~>`XHQmr(XA?S13gLtp4WyGS@xwv;T9nJ^XSt1gLp#&Od4kp zap>Sy*Q9bY)6! zyYqsXe3oMOyAO;dq$MQcuevAoRwpl{|0PbXZvg&}OkU_wXYQdsr6=ZmbOx3QnCk>CcpQTTnm3^AxE^8+G ztme?P=n5s_+D0$BG)v_Az}{|KM)!Vd4T+gaCo8r1L;Y&8sb3Cosi>%cz}^cahx^CE z5F|{yTt7hNt-cVcgIH>l?>DvA9A%{Uk?@Hhx<~eir9sBS6J@0-1xQsk_L|-B6aN5m zSw{s8Zxq3nma3$X`;Gga0?LAr5!Y78oPmo}KY)dJ28AG&(jwc)_~YfvPI@HwsZfO~ zr=>Q1(WpD(O45>25>ie;lKt^_K-%4~ofy{S?s%m1{&6u14J|^k_^dm}gefNl0+Ybn zJla5ZbD3)hNSAd9fb|y!1hQR;J-?qaW=l;|5oQ>a9~LmAOSScowAdUUCW>bXZM7r+ z0Jp=La@B&;Q`-ra%G8=Q*x(J14rH3BT5Rm#jgXWjtQeNZd}*bisVYbcY?L1!rim$5 zB3eQ0f`tc3#6dz-6go*`ak%dhEoSNhg?=RG*JJ8eAaO9Q0TUK7jVCFXQctp+8)O8b zATVdl`XafCr6cudGPyEJWnf6ejpr^AQuXHT%d^)tq{}W}qnvaUKMI;2ROO)k;QkF7 zDeW>=Q(QQ=ZtME3Do82V)`|?Ifx68A%AGb^h6cyw6(^Mml;8*e9xxR%lciwVl-Q2{ z0Gu@W6D3`V=??&7&CE)-V0#a*u?{!DP)!OMqS2{1@K6RdJ%!1)Cd#Y(9Kw*@(Xr649_GY23Jzadi- zWwEfZDuztON<;K(J`l^BF-ELT&Cp#%TzQETCSvrZR_u>GS}**=j!={*1crnvV0u9v zzbHx*fA>l=tr z_(rV6p183Gt}ezf9fBW6E%vl@2YhrJfiXx_z@3#CaHaK^jZRRcZebVYDpzzgzEG5Z z3-`2Z^0C<82o-Y0Z`J}T{{Z=lLUKi*C+T#Y&q@#dU146;pQ;<_vv1cIpE_>LQqV%o z!^K7dbZK#%6sYR8tSuK>&EFVyKg@3rP7vl=Nr%y<`=g>GqCF=>c1K0HS~Y4x+mFU6 zMECqyLGwwPk?z_0;g*#m&UOwa(Wy3CxF~wHD@ah-VyP1qCH7sqt!}tesS{F+95Gj8 zQCfsA|M_Y*c`CrZIs z5D_@6%O#YRVx8gt08I`sHy)@+>90{6j%TtJKvcp7N-via6OplR+}^C@fyUmArl1}8 zD0RV^$fqdttm_30QkScHRsI3 z2aRQ|d`xs>3?krpTGG;bqR0b;Vcubku)-Tg!*MVYhe#VEreU7Y2G1siI;JzwpNYyI zPbWeX?=SOcHP4op_fmVcz7X>#DSL4pn$gibT*Z(&;_}njAOMiVbXX5uz(Mm#*2f>5 zC0v?%r4-l zq{Hbtn7n;xhco537}Q!-_)GeOAt57ouXK~zA?gHfyih8C!)R%8jLzSb5~(_b>V^S8 zcJ;v%CxDuqFk;&+9VPwi^r6#N0-{sd76a4Nvvbiv#Zgj$2*8no6ZybM!5{&^c@vYi zTD&50DFme{W3k+GB?)X0gT?dhgobKBPi4JQNc-o)CeBr=snz#V8NXX%dcsI`YMiOv z>C-_et!!HsV+^w9TB&^LU_<#*M%AAP*7j6VllOlwDM~?Q5)uw!^NFaMs_3MJ9B%eI zaPo3Y%tFAs?}09QYn1kOHv5YB7!xIzN$%Ws5#^VdmmbJ2djuyzAylgMuV)CVbmfcm zVS+?h4_VSGSS#9n0;R}NOtEK8l%vFD!X@%~hO{ZbC!~_ZhF48Nr((Vx^pD z9TUbHaG;FxEu2(^1r4CTuJlJ_T?yIFlbcG62*o?$n%BApVPLD(PiGP$?5=i3%Qd@gk*XqU;RmsJT zsZx!f@WZ2$q@|t8kAq_YO61CH*xVQt@>#^3qMZcY<*fuLtSA;KqW=Ic_3AMHbB~A=?l6-%81Uay9;^)CSRKX4Q6#I^BV+xe9gTm^QTCH&Io4S7(ttgDAIK` zP_%@UDI%-pmuS%i0=9PN@!bv!jiUVTF=m}TfPLh ze@`TR;(MZD+cCQmK78t0izOk+g=m!YV&S&myP8@(*>BcK`9!`mKfLoPc+!%t!0|N; z=$Bl-x(Bn_&n#`5;FUz#zWRcHmCyXVqb^`@dydf>s(DKy?BPIULBUP36E7=N(@6IJmlC2Oy1dLsaI#mA`XP#9~QKpJU`4z2KlQ_3eL@nZ19lqo~+2rJXJ!R&}n{Yt|ZAYfbbg0H15A*_*r zF;CK_RqsTq=B}h-QhHDlvb6wTq!LNT1QlL zQ`jS*n{JFfcyeA&Q;5tFm|6UqMowyy?-B`8XQ zi{0T0o@ti-5pa>V5@l0K7Ae5*kLX%3WH8#e`!Ir6ITGcosJ+BTDr0y;AhY>Pwx-Gn$0ow|dHIAuR zP_r=_z5MEyv18nJhzMDE6Akteg+pSKoCN~lhX-i#EPq$|`AJDhT9h4zLw{U(q=B0y zFWzFOP~EEMx-=ZJ$KGHYj_vT{)@(uMNZT-XLg!|y4a5BU3TjPT9{k!G)1_ylK5(h3 zq!PpRx&o3x3JwU&dLu0oN|{u-EJ=2-A2>-Ni2#wa(M*_qgehHu(9L;IER* zGZId;r3{$&@PLK+sjp2c!T9|BHQET?qbP&N>1Dnvym@&L8PBfys@BR0?@wn|v$&piH)_fCpS8DrgE1 z(Myilsin*w?jQJ`_$yZ=4Vx)m8bx?RPUO>N@chbPAv24p*e<+yn?`Wj!S*Wf+Q*8F zQpWHDkizAu~tp6508;Q@zdF8mC2HYAt*u+e(?zd`Fi51fPj6uj!vIIYqkM5JW3 z5`TyM!4i=Cp=8xDStlSrLMBgQx^A_2_Clr2w6&Uoz13lT#BqZ`GgXjCv+pIX37DkN z8Gv$A-vyL3$Lj$tY?y4{6%q;dQZt22Rw`4(zrddeRK;MB@vvZ&57sdAPK7fRF@&hBEGblrHcxmnS8`N9+|cSF2n-B7l_f)VTtp|6B=mLH z$0YS*3*`zII*8$lyZnli(v)lBmM$YkdQwY&4qq=sr8k_G9SYBQ;S_{4-)Ns}hcv0) z)0t<36$nMTI=`Qi(sTJbPUYC>EvW-sJ8ylDzbuFN8| zSo=uLK7h+Zrdkw3r1aY}x)&8BX;R z@DWapD;!8a7*%p;U<-x5?U8RF%aSyT9VK3nc5m4VRK(Jok(OQ%mCM#7^n$b934B;Z zS^Xutl&X9TAq`TO-2lQRy^x3NB>bTY3n2tLMMl8xv;eoiNh*3&ov@Xs1*9l&A>yg3 z2_7)Xl=AkIt=S2hhh=TVL6M^*B!HzpX83M@Av4g_m4z)k#qGrNI*0>lhe-q+$2n4q z0f~Vu62_CrW!#t8FPz9)aep zCw3}40K77gv?nE&BeN(37Y5+^W>5+n2zaYUNq5yz1GCcLBIpOIHBbi#%y5EJF?!oh z93T`;arfh-nz%)fmG8m39s&9>R@z8!pL7KoOX0Etn1{+S!W&ALj*yH;Z>-Fl?xx&w zg>tEd*lcVQytOA*Ka`wKZZO9iSK~Pfa8#9CQAcjTx3}XK(Qgs)pDTE=q16Z!t%< zHKm`u@-gR#LU$Kb2}v5P*UyX<@@u630H>OGZh@o$3EpoS2D4b^4%nomk?gG?kYH4k zONXiO&n=KrItN)FE~rY7Z~!QKs%waEdSD(W;R~Lt(r8HEWj}m6h)CZG64d25!fASI z*KL_T=YumwnTu^wqIEXgJ3tC7GD2|diE65#zU5-jB`o>rVXy6^dqZj45~pOLqu@pS zAOk%m^^PX{0B8t6X=yKfNr}5F4c_oScAt!Lf85Ld!4r@%DDc+rZe)H0_(6$3zWDhP zQ|;79;Lv|~riDr+jww47FzU(*nR3c(PDkKGBupgf6iUy01Ryd}7!M(i1`|m-CG@`v zjsF0b5de%0$3LA_@<_UjQF&@T8ojQ(kCH~vM{ERRN{q69r1MFTI(1jobdLDe0SwMQ zFwdkvb^=V6Ni6Sv$bG!ZCs}G)9rh5V%pfI6YB41I8=KE41gh803Zx56yMp2?nyN-y zPXP}tlPnt~fLwj!@`-AC7d#-cPg=U7Y6{!{;V*{xp8nxIV&Vw)OtV*2#4=?qVft1` zEsZ~$K$$GtJ)rD9O8)=~ydenpreC)G(O{GTxCj&-L<#}-i{22G`>oW_waOGMI1ycf+F<@EMzjSC&ku4wg(Tc7!{{RuBnj2u* z%(Y5TBE{2^^S>RCsf(#j!lf5>$G@3%JvwT7s)W{WNTmYmKbH8dKw(M}G8n{=ypS=< z*mXciAyTEA5t+^nAd-9`2ssY?;$hlChXx-gNvK^RMm0vJMm3((ji6o(q!O8BR8zD* zCJ`=@q@|x6U;>~mp6GKhtSWAdjEYK_Fo~4R(addI+}`a1WWzAaI295_@Uy`tsdDKg zDUJUCD5Dbej@F7)rz$lz!q`DXz~j7df@Qq!O_(?j{7(p~S-9yW^pp8-^coOealt=0 z(sId!fOTb}$piJ*6w63R-Q_JF^5&o{7S&}V+Cbd-D>abhm^Y2?vT&G z#I#N6C%9xj$LNm8=qIu+nCUEC>|uh4gwZ{l7Y`OFJyESKJM!#{%ROJ4LoE{#yr$jJ zWe&SVi1ido&1-YPKb$4;S<-(n4dLhz!N8a*>kK>0OG?8Q<|$Bgs1Qcu3Lv>8vCfZl z!jPcpP-6y}gGZOY*Oz=J&I5b?ngUWelz!>(gm6(lKvI&DQ-M77Fsld8(o(EPMOlbd zDps>NEY33!qz;hRN8%ZE;R;F?sdv^+{s%bolN7!`Aq$+a!C{gPEw!O?)zMfW{V6yb-(+f}6YmjtRJG^PIi*<`mn>uacyLeR)aWITC8fr_BLjVC8XGLTY=vp;z6gae2JnRBG;B}TeNDJK@|fQinzV{c4# zz?m$%Oi4fP5&bZv`?CvmfeKCum8u7c>wzQl+rf;|i-h1jQg9))ADz^ijq@`A*L;AZMGf4 z29Z0)!SjGNLecLer?fNxaHz^BasL1wO68ms2!+c&$;KUAoT+~Oe+&c-9HVo3m4{%3 zA=$}Xxu5Qj>E8@()nkDE=n%v2z3NbvLwLyt#Q^%hfwl$BsX+4*|2 z%$5n;f$oh-N$a`q^mI%PK3gCpV35O^$OMc%5|pa$Me=StK!nRcWTY_il!aU7iK4Kk|w4~x+xagGl@ZKrjdsB&7i8X zqS!MCmpj=hqk@4a!UVLHsr{Ee5DJ&7Q>=#e`0nRYR=P@Yc=JRV&hD3H&GLzd{XK`? z+8|SmwN%@EpNqok_LYXn(#tHPWevOFnVnyz@PXpX<@PKy2 zjT(wmtZkZuSoK7?zVdI!IP;6Yx-PEBu2P&}avB%M`QRPWoi>FyHghM@!`q+!SzdKem|JEWy^013&V8)oS4 z6eOh^36Vxp0i`5<-~8Wij~#Yc9BV!Ib6?ka-p0))f=#to@ zGuGI!9b4hlBiP!tH-dn^i21D@2U8`hpwvYK@Nd+nzW)HF9gR_IzSQmnQ$o5XvybpY z4HxbiBtQX+2LOPKg4X?kM%hb7ROfrirJV_QBHs#eH>H(jnoBXMYK?E-Cqlz0a3^q5 z;2oP74d3v-MMYJ@$IQPDmS!pTAtjbH>nwoWJLaPI%y*=EC+i4_Rv3NyO41N}Xj@HfH6O)ey=cqCzKs zbvyK6Kp`p5NtFVR1{4^`ZX|79Aibgk4rCX!Iy<8Pb}5E-n!5}f|DnD1Rr(5nRfj}F zoKIHPaJ7&;7-f*9l3nXKj%ZVKvyp-yy4JFfKA7!m)v z`icR`C@&JTneg#<9Nv2++#F$4_~lzJNwu1a^lhQtw6#eTX)iFSP>cfFRzn&WCFO{d z^2>e9+CNWW*_QicPPoUWHIuAN2+|e3A(V;I7F)iP5*TEpBn&FQz(6jECtBwY7><}t zD(#{!9vYEg7W6oAvSU_-!&mz=3SH1P37WVo13PSNiN8f8whilaH7G)NGGZW*^(RPG z$yR12KKR|-k9H{bY|VEWD5d8SCD+@Z+RHkdILpDs-0KpieFtuTz3dOP7~Ksn<1n8P z{;Hn@baf%ljV-^VEx*+_qX(zAb>FvE`Q_9<&J1&owpiuhN>)55k{hGGhFoUWp=~UhooeLOC=(lHNj*V3%s9-H|;dsE@ zWdQ>N-!2tP6+X?O4VY5Je53pNXp!wnR6J~bkt1R|NibMG7Gx@aLRF5v7S6m#C)E~# z&CTa_@`=LKKIugFD1pYyOnifW{h~OKFB@7kh?Ez`#VVn?j+MQLUafZ|3{tyzLgZHnF&5lRhed1Nm1Y`yuWMt{jo4Jz!;3n^nxQbtKLJ=g)TOist*U2gN zi~3~riH4LQoDA-;8kEY4`AvSTxGuY8M}|dXo4qIa%=~GwZi(HqQ^=P8q;|p2;4JmK zylsZC{WxO<>u~lz^A)~4pO_zbe_%1X zP1H0cJJPFW(z22k*0I}7(p_E}XuVvHN)_LKYRzWSu{@v&YvY~A8!_&is5!zi^Fe7za{iQ`$& z{02PooDI zi|^JBWjVvLj_%_gMf2Hs{6QhRkROvBYM_51auZqCEA_7nQQa3~1Z@_74}(L$$e|e6pIbue_2w zifglBe_Rs@w=P{9?n*cYNNjz^CuCPeAS8Mm+Fy82#rb4ZnGh8#7my>zInLkPQwlqS zjpiZdKA%--L4Vv;)9U7`5R}?LF$8A^PcJ8Qj*J#J_{T*YAE6dIasg|g#7bv>N}b=e zn%^RO0gKc)DU1& zv{pR_e$mPt<5_k9Dw*UAohbR@*|W%#Xxu>)vqXH${xWQw=;aLYtDoo$NRAiHRStVI z(Z!N*jfiZ0e^D&W%&RLOcuhN6eRMv2+i!=GsHnC=|9TKl%AnGk*zhD0-dKUSORDT% zq0Hc&!9t{U4Vz4M{E$7zcIHUW=fJFo!Rol_(RjB5kmI<;xyjU4n|pNeA_s^2sQ!}; zTnCa_>QqUY$}GbI`^zJS3YT35DN19GCOHE!x(R}>aFfjLk=)k!zvIMSEVu9Pv%ghj z$?Tf?gYT#Ub`U(na{Q*Q6gl9!g-v0w&;y}{2h1G>RRPncu^7$?%$pGK-|lJt$>}4E z9AYW`w&yRemEIl#mi%PLQ6m#R@%{C^h{3J;Z-01mu_?q@_N1-5OtWJ}mcNK5WG=b~ z&cfxetKRP}lo14YSIKmA{|EGR{Jcm~Q9^shZ7ZUnzDWR#LMlW`(8?{~d!%Pw+Tf@+ z`z(=Ai=r!uqQMgaUX%Z31)XClAM3a2Z<(rNw#qw*1@KzFx-~3+N=EHy3M(xDrmuV^ zq{-yuTi|sp&+S8qYTK-CZS$As)Ec_dsy4~x)wYNXx1m9vx$1PHRx&#t+%<&68(@qEn;;$>5jIFSHj9Fcx=ET`Di@a*zL>3?Hs0A zLI+Y=2vS_N(sBN&KftlL&BDzwHjl`yK2H5!C{&fusC$mO&=6Kbi}qJ8F5Z^vUSMD< zn_?!WlhFjzld(bCHD9gB^O!=-HO#m@SU1{sq@V`c%q0}c2;JW>w&Jwv_=5WH!Jimf zV^!;#xZjWpMi*w<-b0geeN)GT{6EgmDF$CeusUKweZ0(kVs4`+d^s3ltzRyqWEJ9F z3!A2S&T>Lqhi89;4F}+3_g@pQHYk*muAr55?pz$E3%R*Bc~Ts@sfS8Fk8uI9H42^H zcbylG!Ac}aTb8+13CI*6MP|4H86|vL3&m7#n5=VLe2E&*t~uC@sVkwN!7TR;)S>mC zqKxvV~9-t;))zPnBrGOL%)bm zh!Jna>bZL=VS!pQI}DOE|D;R2J|MB|>Q+_%29ECadN1U;}80T7Bt{MCDlw^J>Qo^GPPi(s0wy)0`qR>HO5j2fV z^JdBsS%_azQJKU_M0uilio1w2S{P=EuE|Xv4S0gtwD-~1a5(gmGT19KWoJ*+={YJM zzEP+yEkAy{u4ALp6P6$@qNR{j=gAc?X|(uxVx{HzdA<@>5i7}JlbnT$3jgI#p%8BW zVM`q=GMSvZNrhx(w;alkifF~}sN-n6+ByZXKTm{p1@FPZ5}En0n}Spbpgsh8wjpL*53d+1UaOIYlSRpBlql z@=s+)-%HY(Y?*_D|3kA{4H8Lznz+AbR^Ol5-6txIKGCL)a@cuzF@AtA7F(H~zW$@Z zmqYxL$bq|R3I#M{P|C-idI$v6GxL~{U4&Yu#(eMQJ6#Uq)AYFmex4EK_ov}!R;i1%XuPIWU#@` z#3Gbox$gfM@!PEWw#dq6Wc4pk4~2V0HK4Pn&IFk~h6_KvpPWz7~E1)e5BBY={HQg@Jd{!=J%iaV;cW>*oq z-#4)c`W<+VvQ=1WW;%m{E;>pn$|k-(_ z==}(tbR@hq!-ft3!~fX9yju0gP)w=(-6YL5q+XlRUBnB=uB0_RVPD`o9kGLIhE0x8 z0XuKOHyP_WvOFgcNZ!Y0gBfgrZ!@9`q@sSaO8Vh96B%ekwQP8E*EHoVCu=fPzDJn5 zZCLyB%-QzVG)FUzMM7LWM&w2J+lD0~Tx>o??8c#OYxDVY1QT|>)TiRf8#@9u3SPZC zUxfoowS0s5TZpRs$FY`0ZHbMTyYEP9;ttm!Hk&PVqNWjrt!j=6TsgENn9yPV2KosB zDdE%j^S*a|zEAPRE7WpK=G6t?z@RP;F9ro!renH9V$0Le9@RrSm9+0?Vd-Bf5leC& zr!-s$j}1x-USJqu@DGfZyoP1CR_W3-0prA_P&5M+UO4xxTCu|4{NcT$<~2VB^mLtc z1~3*TIuz|%bb@M-u>>4s`eCQPf1WSTe`h@pj?s;Gl}n+Ie!nvXkrH`a_dg7>%1E5{ zUJ;556j@$;+qZX_q$%$oxj1i0M!xjeA92)|Ck=`{8#H!9Bxz zp;28Z9$OS(eSccmm%{Z`yITPpb6saj1+(-P-q+K@sM}U2`Uhh zWElqO{fV5HmXBuHQz$!n-sfjKu(&wDaD;SGc_Kqs-;#ez`2! zNhzx4)sz9#)h|U8NBfPc zMJp>}^)XoMv+$XLcZ0v`+?#<7_Q+G*dyV{rrL4Zj*VXRaL zfQIB5ITC;`MwKEFRu~ZVT8Mi9NcjuN-WVW~(QXl$2zsb0yLX!w*X1{iMBjpQ*&eEA zR-g}7Z@J>q|AAC}1h-S8qfHsGWQP2NQQJ})>5>x6S09gX(`*b)%pFrAZr?pF*t?qO zIEKMMCABFTp{#ZR`T)Tds}!C4t94Z8|8CI>^7RE^HrR2=B2{2EBS2RvS*RY#V3kzZxBtAPL4&nX`#IoVx+_ zNsXK;VyP(kb_rt0P@f)vna{ zKp(FG&)VNMYjme*%)aNF)K*ftz#`@m8cNDOoUsM1sVvNSTgIrXuq4&0E)Ij!4#?5KQSpO;T05{zoVnSq7<2*FKI76 zi4L|F<5tPL<FI{&0JGFlsc$;(- z;~)#SC(%Gy5r5t4wNF)vN?L7PoGQ2qT(E>D!{U@_q)oDg#>$h~2QJLSWw2VJnn9yV zju7gqSkt)Nq@+M#E%0J7p3?z7hTdggS#rt#ALu+gYou7`xI=eH3j)8dMK1;{u$ zD%}1sxx6G3t?v55_A?oeFta+%`={rk8B(5d=^~nQk{_V4y8cai*EAA{s3Gr94(3vK zBN}(iCA4S1L|ldDdOq7^BEWYhT*DK)P(^Yg}$Q6XRzwi_w7M211*$% zo_T_WZ~bN4&cGEDydV8|+0ZE7*(;i9s!s}Mt*na|Hc{IrP`$m=R!7ZSN582?9ojyc zWLT+3@vlj?Si#h_B)Vu61B#rIn+R1fC71K;>{K1fxNq|W0}Y0i+gL&zs~mn?txe0I z0!NkE-W2B>p-v)w8B)pQj@flD&6kZ`@&A_sgby)y7v<|}z?&mBnmHTjQqufWSl+{n zsFm`-Iv}$T+`$AC=*|`*ECmres6DAT{nX0|)3K38Si&wkPhjb_9TQby3_$YdSFnazRvg5xgz` z=D@sS4UEU2%O{VAVLRayzoK{k2y;9IV|abgyX*R-;HZwo+*`3WCE@5kjSZ`U z>RF8|r&XVaAyDdCU&=u3p{6MTeF{Y8`)-|m$u=sg4Z?d7iVT!-w{$Htq&yYW(f-yMEEXsOK2ea1l+@9;bNQ9cn%f z?XS%|D+=H&s-ORf1~0hfj*>x3VRkVelmsfu4c?%q-YL9jUQTA{Q104WTY9(sucEb; zG1AKI=Fnot2&VCxkdx2X*WxM?md2568)P=6b3i9f1<5G->}ViASZ_6<(5BijluBP> zp1l(gCoSZ88P`0@tLXmbqn@c#6+44DlarbN^JDT14=N_pTC_`*PM|{2)Z{{*ibIzn zk6{CnakUM;FR(GjA$W=FpT}#;5T}yhLXDmX3F&fXzPj_C>k(Th`6!?Nx;tch<$lmW zodZoMDA^^EynPOq>4XH~{^Ge?4N#<{kgMe3b6e|U1rJ40tE1Ar_PP@|J}u{AAK8xB z>FQ|Y-81;GB6ZLy3*On{f@w|93O{$Ib;T?-o4p{!Z8_5j4=DFCQ4BZ0Rzj4ob#t-0 z%dCoSHe6mok{`UroEx_1QG=pSkr^jvW(zP>c9uYSvRdCIXyAP7JtX)!h2jmX*0wAs zS`ZlP7q{T7&UpP4b4+Ky5BEjFwf7QAv2o7Q;W+q8*r8bu5gh4}^{$0EU0@{)?_MJ4wr z@s49%daQJZt$ku%V3nYR0;-r1e%Q#QUYL0k7wnGLbb7VW%&2};PzcQlcT>FlyH5_1 zn~Tkupi=lEkQ^*}@7&J&eg-40Hgtm_)5J@CLBi`z-xLS=PwLv1eg||4LuV_9TV_xR z0rnT5@p(rrVmid@OVs~o16m!$t>VX}XTEedgdYSkjrr#ZpU|OThrcS=_owZ9hl_nV zxOechhY^0HEOpNK>Qh4;)So)#3H@93Mf89qgxC*C{G|A4i|XzSmpe0&py zt@gjCLxpI5T6XAFG#`Pa=5ruAEtK~I(r8){HKin>Y3BK9x&M~-22@kCr;PrV57jUO zbvY|xl}Obgj1^ej8y;+uPIMPA=*!GkpDbMA1Jo+1ABA%NAZ2%S$^mtsl6W5>M$3@I zlBiZ(DeXi`$gBf!8MW}=+9SRpKwgCy>c7l0v(?D1&m{PvZynrvY)EOyTvzysMJ%fb z^F%^jMmeAi*euPiXKnqVHEfwc8&&b293|!(6n-$CNNsqt{tYjT+C5?-Kx=YYak$30 zHz0Fo!**UTN!J-Tt!Y*aA}Po-#Yp!k-iwGobhE_ahEabtQs?0~r2Z_*P-Fat#8cyE zueWYj6`|aWN8@W?&oIE36CYwEu=HNvZUZ0af5}bjZAHhVE}E`Y{nBHDV#x?nE|@XN z`}vkW`n)A4uDJ{JeDyCf8*q#)Vh+B9IGBdct9uxSy64@mdAZ7 zCnnYoL3VHB%gTM0Y5g-a%hVLIDt*FwW2*e6qUU~c%Cw|Z#fn5h=(Y1(5I3iNVLvU? z`>7u0phRrM%V@EE@mXH3@I=r(9w3m+OJ@c}o7{=Z z>Z(_EjHfCcNE2sFMdlu(_*Gqaw7!FstO~_AFM3gF#o!P-2kTe(sHlj+#=!5xJT`YR zJ{9}sw~MPx_!9ia9;CRC=<@TA?2d=8Ia7g|RESHdX>_)6b*p7+SOyCidlbFN9~$Y3 z=*Afo{&mP_f@G(pql(6DhK7_4@w7S~YT_GVx}zY&jQVmmjHBgu-X#XQh_y?f&kR-~ zi=2ZRMk*$CMDW@Plxtd+=Sntx) z*Y$OivP1m@$6a1wlmKl38o9wpidi?(U>R#$aL`r{Gke#@yF zu%pBes|B@7T79PJDtH-#;4}{RI}>INi+i<2Au$R11@p3fmk@Tvx6iJo|GiEv0P}!i zo-;n2q(2{^e2TSDaLO7xLk;-|c5mA?f3yOOrcj1_DGA+mFwoiL4I>0XV*o5Y$ftw!k{NV>ISWv+WYE325KaUYSf)=v3%ipCe`sE*H6?|xUdENE zy#+77Ok0T(b`pfT5Wb}UJxP2{QIHl6)Ad8Exp9R}q-Ee+1ug<}&Oi0CQra#-lWW&Q zQ40=F;B28n{|}~H#>RG1J+Sun-L3NP!B^j=^v=L~K+4u0c}g79eXh3=>o;S2SV8zE ziopkba-*`kRD_WXjB{JJTsP1Ln3p9iT(g<#$Gnz=^lxe>`+(-92mV#}WJDPijxi?H z!=|pJ$V|6d-orT4EIF2eEep=7r)<;sT#lxwlQoW*eHj5{0@~(E>pMK&Vz;E5KxSgr zFpAYtLE+sPJ+qiXUS}0D#PE)Srn#6u^;uZ>^^C5bJ@T22i_1C!B$y(8ewdA*ky2Su z+eINh)U8E$hd*6br-(F85RH0AsxE{Y4-U_yQ73Q8jHQFb|3foSdcYl}mQ`Ye_6Jkf zHtTz1SI;L!%5ew8Pkc3N*3E~gVw>UO<#4Ke`9}K5bQc>&MmQ4@xFufd_$KzliCUZsZ$ z@;y9E>{_M)R9Qb4X(DB=O`{$T>yFk$KCt_5{2N85CA%nVq+DhFF{wOWQ1c+;6<}Ab zr6Jj}Ci^XJ#9z}ZwL3GkGmWwL=aKK9uErNa3wgi{VNc)0$pdOuMJ3NL5--w@iRAy# zTIP{)|EBs0`s}xrj()dI8P~~BSsZF6i>g{9 zry$2Hsi32@HFM!l6alhgmcG4yHgIZwRC?YhMIwM8v$VOoKp+U`gZS?# zL5OClo9^c@9=adFVU;0u#X}l_pmBKN5R5nYF9l~aIEMx8p`#$x6cJak)HC6xQW5YzptGyvLFTN&3bd#2= zIP<7rqgZp{nC1)D6m;#z4K``sh$u6{(Rcj>&03?(Lj+Y6pOA?M$KVLye; zNagXI#5CdaL9DfOJ9t!`;I;4PXQ6TXRW@kToLS{>z+~S}$}d09@T#v=*5;dUfnxoO zCb)sbMUB1K#oZ`2UWO=1cEw!`IWGdOj?N;1#4Z#|!d4yO{1UIiK1|{?&dRm~q>hbF zAVDt@KVW5xpiS|dUwCqIoae{|1)|(Q@S1f63wJ$MHA;Sx$>9G%?w!KctqkeH(Q2>j zw;U>|MWAhAY+k>T%e-7_PR40DEQdmMqXC?}*sm!KT`jn0D8;bI)U2ju6c0J_$t+Fj~xFR2>G>qMRqRGTl!#J6Hnb#XEx+wxnuNDGJRuj6c=dTy>XffPK1>LwM z`hAEA2FH(O!?#(Wh}3RWbrl^FU$l9*4lr-yzJ_BUArCgE={Px6?RTw9^zEpcTGIk~ zoiKYn8YKm2i`Y0p6SQqTspD!bZG$MBryXVQn0EoN*UL3Y4BidB^p?h*A*+HA4b*<{ zQzS@LLN0hQGadbD`PSJOT-61`=TqJadOGZ9y{E+Tsr?n52=Ou($71<@E8x?iOuU#PW-m zzpuH3f>(P@*a&DCd50D91Vk&j^61GwH>fswi6SxW#bZ{p5^NPIQk zF4WK}4|BhzeSrd0q3f)$6K@}2Rlg%6Z~+aIT`KSM=*^o*mn{FJ?nj@l$XHaj<91{w z$0q=RunmPK)pbW70_IAccz)9p;oCqY$Wn$m3W(t~Mr)c$&4YC!!71*?U$UZ zwS6?Rn?d;Oc}?*j8eD}yCy${xKJ?u0S1iS`G{pE*-56da#>3=b)-R5ld!;XsPb;-h zSLSV&YS-b}+!efcVLq696tsDjN!2=O=%Lx-+YL?EDQO#JZ%LV<(wZW=vk5Bjk`FEl z4yr3}E@KFVpyrk5y>G@~F0wbOC?i+hQu?hXT{*x>+y)~}cMUZeLJFr131S$KTD`%R zpE%#0K3b`P$GF5VBHt2xzd31@LahBly9lRbRb#iN9Ys{=laQGp&)#3s{V}`9yHltR zj0!oj0~m`EQmA63lR!vmEoH?sjSW*@U~|{+Vs(}0>`~=GMdTfLA$_$ZL#Z%uU={6C zG|WfMp#qp5NFDk$g}6-y1XBm`=SlpS?Z!~WJbMz(hRLIsue~P6-txWU#!Ldt-dxS z!?#2|7;KJC3EcN*?DQi|UsyM2{{c^eDql=nxH(n*Nt`{9T(bC#BV*~frfL4_%7$2I z+k)^jWBw5(732?t_dT8;gM##;Q?h|XURyhs}Q?MNnQODeH@?@o+GWAlPtba`5Bli%!(J`x;5 zUVNZ3fA;Fn8c74Swh$vSlVymIVIsi- zYorxf8yB#Jj)pQS%(|A`3*9J91n=~DyTcB{CtmEi4D$yiC}t@6IL8jc4xac=+5cl& z`p3*7lJ^KQXOB|!Cf(Wm|C?AxOL3x~>Qm|6Vpi)-BV*1wm;w(0u>sOpA*$u;Z9Ol0 zb|@+5jXepnKgVMhP4K~8&)yBwR$E5~>!4#8@Twc6AjPF` z*5kIvHk+NmHWFFVTcS;7vJu*wS6FX=Q%{NU+`40MVJ~3^CJ&yUMysJy>`zuvjNGMu z5Ez^rYDhj4S@8gZdoTwN>rTC>e|_()sBsCMG?y`AWqqCQfmr>0PKvJv$TY+48Lf_J zY1vxfH6J)OWRuy@)S+Q{9|j|Xz=TIse>UyDbueL()GFvuY1)|LK%7n=yQ_vxZ(o+@ z7Kuv9hgh&uyhx|=nBlDR)x`hf^d$`~q#w`S4x}i?EdyWeAPJ!(&CLuecz25uskS3k zqJO(>um#E%82Ik&%qYmYag@IsW%_3RI%){df?IC1`wfE{ROfrvSzJ|aHKZIceCiN$ zWPV&Fy2BDOpQkW*E+&xKbXU$fbvu{g_Yq0t!1qtB*NO|tYn@5^ee;}7OtS{W&+$;| z?0MQDta1!TQ$O)#`f)^5en3Fv96DT>$g3-wHtgz|`rWd`5~)P~ZXCyNHG6~3+A{^p%aD?51b-F^|F>|Bw-f85=`|~aTn_JfZ^?F=i83vH z57Rzc0BN-@x1-)?a?U^E!o^G&ld1VJVx1S<{``s<&wPu06bx+lkY+R7eD$a);EkEP zYT<*8^*uQEB^y;;9Css7KldBtPP%4~QlYV!#b0@ZCjrOWDl*+IhQVrDz->Nz_?NCc zO`B=*n_>yPqI!gU~ZV9asV$W^x*u5CNxQ?dK1Yx1^zgU83sni z@?;|c9JU7=)s%Lxo4Ef(R>zMM2bXx;#^ijGWULh*fLCZ#5;s`MeMhJd&O<l82HkvZEx?s$N6) z(S0iSmaM zXs`#crTGWevk8`L;HpNpe}ZBu&E(e{Gz(#!vpv@UeJjYVQue4cO-v0lXvX=OHpIQB z9=*o?mI}6#G%-hmClyltVm-s`wps91*TCXZ*9^qRf1@p%yv%q@xhVB#0*MC{ zmL|jzsKQzOO|yN+{pkNbng^%@itO&yf>pRxPwtoA3e=}bXE~AAROWk&wQQ+GekY!m z*Rnmt598H|1RFN^!vG$eW`;ofBa4(~$9FjoXw?a6Gw%xTn=~5(mOx(tL$D%uc!D(S#GY;E3^&J3rEB2VIQKl&qJMpm{-0WY@^FTKI|y@_RLsPtF$ zkqJW#S(&M2`~qe3nd$;J8e7lV8(s~t%3T#X9;V(cKQ#&2a+$deYnrNn!5|Dkj!@NW zjJlLJF>BL+AezmxtGF*ujb=5p94HN%zMwUFpkRy6V4+SwR)Cht&nvLhOKUr)&7(CyOq82 zdfd$mk2j{&<>|&CYtu++Oj`V^Or^yzngsHbc+DC>J_XK32UJ6kt4*`A;MdQ+liMhf zQv6r0tl{H*^iC9qQkqUF(dX;r8bOq&A2B0e|ymcHD#9dx=H}x69O%x;TM~mcw8rHc}9jF zqSfUUZm7m*3q+%7+bmaY*9gYnH#PYwf7ICyp(*ZpHAn@U1Olm48wKkxH!+~Y8fZL# zMg6r=XK5=_)Od@n(<80C#1A=UZ&eT+g^qH2@Yk0zak9`)>E=A5%Toj;>gY6o6}W9U zXzG0Pae>Pi%c@Zk7!EM_D0G!o>GdY5FZE}{Jlie1MU-r3hv*;As{q~G?dGazjy++*F;!phw@```aVtJ`Y*fI;O^!LADao(Z} zqgt7hs5FQvu4&SX#*+xd{wY>$$9U<&A>-N5XM(8md}n4_=fw?1)^*ue`5GfuOAWR) zYdfb#tv-t(mkTtp^&3_i8kO8MxFQ>DRbCT?FGXnG!pV5lE^bFz=q*MCd&vEJDtmec zI@GTHL+C7GD*y(AQRD>s`f_#7yeTdHYuq&*$yMeNs6e)9njs>Wa^Y3#_tn9Le@Lv< z6-n5Zv)(yDi(e}M%g4~{t^qFxPz`ouS)b9kmciB%binr8f`k~V03ZP<>kZBhl; zsPAfqA;ZG?mSO_S`a*Npu;K6JGX3c4A9Y^C2lP#9o(zCRIT<`i4OLJ(K!J-L9!ktA zc!<|4<+yXzCw|t`sB+mou&|k7A+UuRUro%#RoyH+`I9fbli6OOKz>njrVl6l~}&yAaBqR_5fsfO!5O6#X|zKcK)!vK zk@+M=aa3mEsj=0}!QhK_){zE>$+WJzR&4!_VR-5%U5{mD3d=+%s;yVED5=mpM9{aMp zVA$e<@}}}JWTQeP=$uViof$Re^pnMY2FRKXNzMASPW&ce`EKKU)P_T;7SXj_HGQf~fthi@k=akV&l>2AFgS{jBy z?cS>rr0m8R8v*h0zBf@gRmHBY28-_&!*`}Ro<>OSj8Ph&!lklg+} zX;rho)P+x?)gqnyzC=u&AlT8LH8|JWPeBU1N;1XcS1d!W)00P(4%gd;f2~**seswu za^?*>v8&)FTzWe?;c;hqRCWq_r2zP0y+HP+_|bs0L=A%dA6nIJRT|`Q6C1<-1*`$w z+DU-lmap19al1p~x5miSdBjD_g5E5}#=wEMqF_WnKt-sgC@mDJ$Ip>J?1RFTu}QHB zk%uQ@$+F%lHOBIQq)nwT7+6TiCcIb|c808NsO3+C$#P&oU;s!zXyrb8fR|ah5Cv%7 zKz}VMdlO|JNrmUSJLxW-z!TW9a1XF~uI&#d^3SfK(QTgd)G=y^5N277x`>3mUDlIX z7u(4^%C|7kQXfY#7>Ad#Li^^5lijpK8Afl4Rt1M`M?PDbQSLa z<&ls%V>Ok3JFQOcD1yfuQXT(h4b)Fbi#Tm&Ec}}(82POxZ1a}0vmT_(jZ*B*qN6s3sb^xCByBaNeY586XzLa2JHnTR2y^u~i7AYF^;wJy!_V?Z z{_K8Im9v;;dge`h>c?Z2zv;^-+HF{g3>#-#rC#3ku1J5xdxseIx8L)(CZ61%;48+Y zFwr9Q`Iit)#@d}KM`6;6V}6+nI|LM%imV^KkN^(`V8wnk88PrEBCpN@(GkB5*wQtSn$?~JGLYXCTk zD&p7At=ZaQ*$>Lmu<0DjedqqR(DQRT(8L12WpMw>@3j}4FkbTr(*?$_tinIb9U)It z)@rmK`0PJk9piJN;_Y5bR9UQ}^GDz$G|7{QQiXZUz;2EI&_>bM(a*2q|0lAp8PI=n zUZEa{48@$II>+)G+~>)BtN#9Ty3H!_?LQF2e@YI6rscUb%0uJvF`UfAn^5j-&$y2d z;N8M(Y|X@o4q0yF;xWsd5jbW#&X(fS`WP+=ae<##Xx%}De}yBmP%oXVig)|PB(wQ! zTgTxzzC4n@>tvz(QpMYeNicTh%<2ShBoZ*z|R{rx9rZ!=(XrbfP z@+9?6Jcgnq6_eF3cpj7*6Ot}pmRghkA&obnQ(jHrXGoqP>cY9BcHO}@2viYoQ_PF4 z=e2HB5ABULY2^+6Qdw}HNJ%8~zrPkSGrMX|K+UQqes8^}$@?0uG`0a!ElI(dsL(qR zc%4b7YlC1*Y)J_pQe*ev6&wVPRs^;LNzD472{Az*T8fK34N7fy1rxaK+hyI3ES`=X z?ju7()9fSy;N0P&&z^!7ohdR=;|J5)IoONCKAkbJ$r0nq-*W9!MgnRK!%`ZLvaHGj z$3h0PAwavPc*AXx zfS#-7L4T@hfuVw$ee;Ke+I;3)ejlAwrdhmPqlE>)zXT;#74?=kt__%QZJoSP~(HnB^DK)j%tl|?*DaZU2TiqJ8u%coX)iH_@{pD{xD#7x1_1Qx#G?m8}P-dXn zv;fR!su-(T;0-SQg|gPW!Ya$NxVmGSn&@5GtSJ{pWYl21nsfSy<gx_8oP0(;j8&s1L4rLqhm^!OxL(S~bi%GQU6eKF!o-a1P(NQxR&`~E?lom@y zl3|VH7vU`kT553As4|!_;EobiRAF;!-jTQD{#ztfq4z%{uSGJ(X=7HZ_P0A@+G;6EnUi^<7XpXmH_YVZyYstzudKIJ*}fyfdk*8nelS(9G9QU$@_R2 zx8C6A2w`}Qbe@GH$PoE>aV7@1@iCpj!=v=o&J@t z+iHq8O+aHmPS5T`mT@40L+C5R#q;o(0^eSI)0zF6e@E5f$_>{bSbo!9bsKRK!3Gxf z4Y3;CkSC)5n_b91huJcn6_Rxb9mxcTY2iZ%VjAa*rAcP)C?UqCbt^8wl%8rmx-rqJ zjapQ!1&Lj**|<)ba|bM^)NFmLPjcG+2QQlfsLS(x#;hJ~#uT2uEB!GpU3M6S_v6bh z;OP?cQJkQ&zFrQ*M(vQtYQGd>vbDSQqPka@d68uEJmhvGEJ-2 zdTWl;Zt>=zs8p%36e#{?0}X|5EF*%S7)N-R+gr_zW=sMD{~rL+KrX+42fgBC!-`S; zSa`rx<+a^P#PtZ#a%57Lq|9cRyIflV`m`Cx019px-LQi*6<~q1{zC9nZna+d@Z2K4 zlE}Wn%{2o0svXd(6i}<7P1s4EU;}8IZVT?iiUSM_r%Eu2GS>ufr;(z_$U}!<|L`m$!uNzF*0j8QGNqp+y{gd zf80U-oo`ku29%apQ{DmEAJjbJZ|@5j8WX3Go0OiIfa=k&G%Ca&v?^MHM)*{e4>NEU z$1#cB0Tw400kQO7t>3YX{$@&;whC7L(7-Sl4@au~F;@;{OHeF>s;`GvIo`C77^nTk zd@b1(B_MMpcmDuRVg75kWF+kX_J~g>PFl+2fDxoq6|4jJcSeaJDqP1+??~F)U=l90 zx{qZevH6fP5{G#)Cz0}G;(#VCL)!MNG2;_u*}^LX3)G!++k{M#O9iH(_>w?w!`&0Y zaihVBf|+v)0L?s}ylD8fZr6^ybn_WXPdhq5SzEZo%iL(9V5IE)E1uC&kh=Zjx%?fm! zn`ew_VG=(YzqSJA%t~gY6bh}Yi~x^1NO49GNkNp8h40w_Lb*h+=vCAQvT*D%RHf1v zdUo|~fC|(bVnFynM=91xEmJa+$8<~s+Lo|7(qc>7UW3Wli7N|&wgB$W6;66S?V9U7YqhS+XdEFgO-9h*#1T58z$`!M@T9>_O})>kf2z&D4^ zDMjyceIM(0>{`?=qA5uG%CLmgDJr=czW)G7P^+aujCr|?f_G{Aj)Jvya2RKIoDWzE+9%yuF{0D?fF2NG3PI8vW6VU znJG0XI;#9Xlm!;n#OxcPvceP+6jN15P#bM2M&IQ{7hIhX(Zp?A1FYb(hlE;CxbMEoW-sc&0)-$`J}zAaCzpe;1GN5 z68`C{v(>pen+1I0U*R69fPpnCQWafAjyHm-X1Qff!7fGf&M2OPC42BatkGis0Asq; z5;w&%4QnnRA=e5~N|Z~Nc5|`fnTQgS7$iHB=|5Y)V)-<*j8|V8a_@xx5#j1Ae2d-- z03Q~CF=FjcRBEToxOR&GA7m6S1KK!12vs8jTUd@Tfl<_QIGxbnViW<>A^MB>feV=J zN=R-#tu92pqU`vVfHn_T^N0pK)Wypq02IPLu`@u+KL}o*leIV4?G8yn%qkrUO1K|i zxe(e=PQd>FC?Zl8vOei<_(+o_lC8Ub5$EPDDmGw57kQNiHFnvA1R)>+m!@cez$N8Yf4X6uY^@5 zYNeO9W9J^qk`C*`OytUa-==_)Sw}C>i>L;@%sOTy_4=M78nnL1K5-?nYqSEImsRXG z!A!nPRNL9bH(L@zc>t*Z`J<*XC$a}Wu0-l z5x{=KVEMt6glOvay{6s95iO0*w+vt;V2}Xn^+Kf<12`5?l7cC_XLE!AKU?_yfaM7% zd@%$z!w!`!Zg@H_R6=rhv}&C?5;tFtaj(gp%Qg)jc1qKB>G9@k*Q^}-U$37MU()&3yY zH8@#~-?9l;C@36n*e%}|jz)PPR7297;gX2&l_RR?;H@7!R<&Tfbu@&jVFji{XdG`lFBR)2QDh=3va4 z@{kUyHjVLM-?BZw57@L!hgyP0^Az$lrGD~@j>|@qlq$8H zvK&8T{{UORV}6hvOqYc@#hgqXG@Bps`zut%Fpv6VRrk-zD&;!LI|*n32?O>}eztzc z4pM}d16rSJh=)%|bd$68OBdl3$W0IJZiI=-GZl%d_s%IoLPo*+E&AR29%sl!OFqc3 z?1ox&b2CZ(j`NEHb|wgsEnAdx;RMW{u=tES8U`vm{{Z%;xq7n`ff@0NIar}!wM}CV zEVEMrNACZUu5&;GZ5$*EF-N|mtL_(M#PRFP|A7Icx)O03^+ zYb_!0zA<9wW?~GqOH=L2A4^I*#@j(9%8ki@C>H&qAFZFVq!Er{#t4@%t6)|gu|)Jz zy{YK;v=D`YMn7v@!_*oRKk1UROO>p zAb!<;w|>p}#05i3I;7x!5b{?0h!N){)xZy&BB^Qxc}3L6WExfrW4bIyuj?oXYJ=j? z5~{l}hfcTWXk;L$^|S?)usLVn9WWDC8Pfr3T_rd%J@$=to~UA%;|vllhwXpsckK2M zDgxL=Do#1)+X_swpjDYW;`0>wUKkSjmy8icTH4+a=%p-hP3j-S1bOLIA@>Hn6(t$x zmsB~EYdOBwhDr%>-`NT?W$5YO;j0#VmJzH^PV*}kmo~|uOub-I^&BC}0XyN6gn`03BeVYicW@n%fb4?c95UY> z1mo_A=%*}(*joTR-pHK!RM9A9QH0oFGJ$i9Se!(5_(I^mUXc7N;#|HJ?-5CH%J0s#X90|WyB0RaI3009vp05L&PVQ~ngTgbb{{TgpN}~RnTDq66aQHn~E992} z@=2-4pMU$vM#D$pOytQ@EaU7jktRSk4z?rT4F@O}m$o+zf4sGZ+7qbHQtMGanyU-LZa5L!#6Np>a@PSzgp17Gq6mWb_6-rWmLwKi=Hdk?y8?0*w z(7hxX0`cLd{{Xtpw)Q;YUz`wExWC@nFoTgk5Lc#6SqExZsE!t`GGNj^VqGJ)6z9-Q zwiOK>@_$Sznt8>qCI|gi8urE|IvGC=NcV$56k|rk7z0CE){I= z7&P_J#Z)5@n8`qFIlE=nB;kFnCJ@48MJ7CZ7b~JTfpq0BeSPtsJAWgm4-gxvzhe2} zElU*3Tn7IDee#)6J?SJxmoIqEy=o|Sjn8Vp8*pBsWW&oKkr_JBlN>U-sB$9#oue&8HsW<{HM+_T`UEhlIL1r_9IdpfJ(!BU*V$AcO)b1G5!@u(oG59 zu|^OEfSw!u zhq{o9B6dW(dBkMRk%Z|iy7I&7EpeX$T#`_uL4XuUY?gZdt)Bos?fM<&g`)30* z1mvHe@Ub0^Tv0EF-_C#cE>GyG(8tgv`(vg>1QHN={{YWP{l1=-Wz?T=WG*9jB$4HW zysv-v<$l^Im}2|=5?^pYw|i4CJ*inJHxb8N8^={x{;vipRt{pDbqC)94G6qKKVjSC zg~=P~%M5VpNekKs*5CapiN@d{W>p&Ethv2!_0%F#f5)6%QQ|+su<)Kj=7@Aagzf)Uzp zwo3sODp6V4L$!XpTrSSywZ+Uc*~r7E;Qs&%I_7GP@&B?wX(zCDZ;!zf8kreS6{)$}<**QE{h1D?HZ3>1 zDmC;@$RfH4YrbA>fTmzc*wR6G1Ie8afnGoJ0e~Nuy7KwN5|H{0OWBO=m7iqlOHy>m zDy-TWcIaJ+)(kNLvMJseD?z-v0l_m;_<6u`G(eh#Esnjiajr^YN&5N~y?ZE?_9F~2 zy2=O5iShWy7GZS?L2U1}WRgfF(oBE%)Jc4PUgL?^;NrBoRt*3|_dDZ8(kjS8tqNUw zA?zzThW9Nyonw+51T=e1e6h(85ciW8eHb7Ff=|ID+sj`WalsZ27exbvJTq7$yPQu& zf{;ns`T+_UM?p9GFAHYjK4Sj>!uEmj-(emRDD3?b`6U9>@aga4Ch1t}D85(d08;=e z^b1_OgzGV)!cTDL-!!D{Zqpw4C_zgEQ0*2Vd;Lr#7~2O^R=m_c#PD&TpZbJFh878%WXg0nDW8Q^^;I;DeBU7JI$i?|+!-9~$kEtliFhjxKQ+ z!QSL=LtTBaR{$Rx!wNtux&qbkW8JGP_1%Zx5R+O7z|cz)N2vNrP>vg1hT#_I7{{PS zO1I@RuG8lU!*_?1EXVPd=_9hWn9+aS+Sjn5?gnJyPX3L&PI=JxL4o$wSQ)XvRb;tK ziBJK+XZXp1VR|;tnVFtF4TfSbaO{%LXB9O&HsXRPW+y_PDgOWsZw0ff%Z@Re%DInm zO-G?AvXByq85PqD$C0E#YTrx=VJ?iIIg(Q$ylfsJd@5VADk_#z^l6j9&*zPL) zzFNbqvE?KKV!B%?0Yjn(&Jyo6fu>6 z9akg)r$bbPK=t-87~%2zaM^FYqmOt-H_5Ou&H84yRP*!oB103uFq zE6)x@U;*>%JOF^Ct3ip>i4{VEYEp!`_OJuk>BwO!n zcjz4*KS7d)Cu1U_2%ls7Qd|}jF*XqvjB!;mu@=t$!lu`r}$c$fD z{{RNKh)04OkIol;T`|Nv@9g8H7B>R|q>aR%js3DRIzbDCq}Q?^HO4V6h!f)Y&L8Vu z08sWspPaJrP5l1=lnJn6aQXiLu1eaL`96eBRygWiC*P(rNC04HbQjZuI)QAxmdTfI z{mAxUMv+>-L923Q8%h-`J7EtrvVdu+c@gh|2u_iQ+;UwL@A=kGe?;`y(~l7-giavK z31FU$-~dE}qk-8z`Sw?Xq3EG12}Bbf{arfYkWK{zBF4^`Xo(}Sz|~BVx^~tHhOs1g zE9QN%($2%KNPx7uP%h}W^Z}YZI+9h*b&L@n=EdjR)mH@-Lt=g$LDUc@l4s)r89f3) zG6{Aqd?x_$tf=!G9dbyMBqa`#!oD#8l(|^`K82p8nnG-K>8p?M}P98gp*CZQ&Xi9+* z)22GSBvis2to>q+0q@#bjR=twTi-W!_y8b;iKKMo4@38$cVRoGx05UIKg51tSR6y_ z{xCBL$0NL`nRE{IAF+&>kxzB8c>cy}p(J4`?OP@idf+Hb6Zr=({R{fXen*6i7_}3j zTlW2{M9yR)kk;wVPQAZEA`Ujt?^$@_d}B%@`5(Wj2lsMEz9d7#%h)fJ&X(wOb(wvJ z3`+hY@i>>C#Y-nfhgKgoi%*8Z@Q!s)b)U`+oAyw};==^77Jcy&wxweF)A+!V9>W+` zM}O2X1n9(a4+Q&QWl||x`yaj}E{2qF83*OY8b$Z}gD`0awL$I>_sE*;+J6DWGRcZR zl#iS@x`p_Ejxy`F%4c;MiC^Fxs$L&0`FD+8r-Nrb4LKJ zvby~M(n-<4{W1|HAd$v=pE=DYeppDsi=aSz7zl|XLN+6@$AIUU$ULL;#!+<+3bUZ>LmLJeTNm(6+mz1f5JZ##BZ+0W$8iF60vy?ZP(fE=?RyA+s@%JT!Ptg!=)6_G1&!#b>Jr?#-P2YUAC6%28DY z89_Fn@gQvTi_99U9HC-){{RF*RTsq2UF?T3iD@?}Y3K2iL#PQSt)cd0mX1+RHN>GQ z+9Drm$Sz!Ol}JAoz2*n=h}<*FC2{PaPsv$8Am|YBf|N@lMDicDIW<8mv^SV?K>;-c z)Kq)tK%~b&p1#=qM3}ed{{S<_Ab&D`44hQxJ;WoXumT|+p*}lfFk5s#79Q>$z1And ze>}9KDP0hfsJ67;0iv)2axNi~VCTbqB5pQfMSKurB4L1u$cysD!ooUsieu*Du+fZP z8nruPPI7syAaqczmrnWjpfu?+X0}GwX`*a*&~VWr5`&c0@iU_!T{I|tss1vhcLc*6 z##a-|e;444(uFh@#DB$+hVErp_hO>vvT)@RK)44vhp0gKWG1l)glMYlS)XXihmS>g z#oNh|%-dLmBf1;!gbn#UfZfkCli=?O#pi-!BnBiPB;`3LAgqxED%8&Fco1KdaFbtu z@euosK&71ojnv}y4N50+8S)qa^#Hf7jq7>SFenJBLxh&p=GnrW;w6*B%qGEys2eT$oNmL?`!JzMfV6NGqXGgL z2r@Gy>hjV$Pk7D~#&myX%V?magy`#kw3tUokG=zkc!7uADe?M1GDfdy{NW@9wj9an z4SwVm{M6_-h}|&4{h(9c6H^`*jo9;&edIg==fM- z25fubXZCO@qMirL4Ej$^m@)%sta{Xa^F-!$x~3F@=e8bZ_LITY+Xwss=!}n{F~=1K zh#AaCSppyVl zs<`fe?_h|hz7=K|3)6wl9CdT@M*Qs60*0%2BQkxvbzMdO%+%QT3{xrGSzW zR4hLqreTOgq7je|Y?%+-I$}uB30J|F{Di_Q5%}Cg01OBO0niWdFP%3f{FnE`n`ekc z#>Lb4-V(r(f|Do^$0Kv*Jrf~M0tuu~xrfwdoI|*uI2ncN5ACr30478YGy;n6g_fL8;wy>b36C9`83L<7!yHGgD zw=9xWH7CJ}KqU}aEzkldoJwraY0?tGnVc2L3Lw3Qi>cM0PTRo{yav9U7m0N&46d4Mh&7nu7>!G;3nxp1{=~_N< zVq6)tUzPLM43-FhL~1ikU4p!4WHyG-p9na%Qx!4BKXUa5PYI_XrQ4Z$v$qf=L?}eV zH^%cs2M8j_vz%x^76AMVQwHYG;f%5ZFN0Ate)!j3f`bO1XvA##qwlFf5k^2G=v_ro#=tF?apkAsz*!z02tI?a$3C-@sli|94ct?b;hA?COelI z2XT_LiVIx8-j|?a5U@?v8R99{0(5)Btg9W0DGN2Hv9q~@pF~yn?)b(bAc_JcLKUp) zD~dlE6dsU_5C9EAzA!o!uHUk7O(2~h&Oo;*{9xz;72IpYc8s35izguxC1T8hpyU91 zZZKqXMbS6D-SPw)9(S-YS8O*z4T4*^pOz3h&W^Ewpsh$2qV0A605K~T^L!{^E{w&8 z@gIDqRBwati2DLRkKQrm7yyofj;kB^$_(%ftrK$w`Q-JohR(O8vi2DqIBwqLF@{in z>RogszpXA1%n+4G$-O6za6drZhBYAL!yyc%_b)oBfcOU3Q9%d`{{W687IN3I0r$n0 z$wVNZ!;E(jLA4VDhv}JM3DtTzeik`1%!+6!5xo~&;BiQuW|2Xssqc{>LJfD4rr|lk z`zWD5XD6JSt`<{eXy{erE2?Q-p7GLnkF3Xp8Lq3ovr&RGYrYTL%o-kTDoM&;=PQ-z zKv^yk)$acQj3;FI$P>|0hrzw2{qm%$N2)qLaG-UPNBk+4gUcDP_StSYo^Xb+D9Ns9 z@)@j=i3In6{4zl(*iSWKmL21-{xj^bU(Wvk!;7$eu;30ue*495LRJz;l4kK_{@;+| z;Bev<;tgoPn^~lYIz?$b-{_kr1Fo3WspoEq;R!a%M*Hs;erIAc5{B* z%%=dwEK=lm#r|W5h7X~d80kZq4Ub${42so)bJYdS)Zl^;S^+LsRlz0=?d9_G^)4Gq zksF=F9e(4q3WXUrWv1eu*dODLL{Bh(TxRY-xb|-^F*j56Pw-n4g$)u@!FGmNUxv_; zXQtrda>__Y+D-oe8AAU6B}L)>Mld|c03NrUCHoRNpyGOCMIq3MAWHE(;TZj`J;&gm zePpZ4f<*QM`zL{5F(!)KOK(h>5~LOq?)wG}Ca~UfmGkt*Vo8aPVdw1s0F8C1^+CbK z(*Z2jiDl`aZnPMXp zMCl;+CSR-=L;J??v*A>?D9cN1;ouhl9`(!na#@L^?0v%-2QL|vCuaJ-qH-H41}tDd z+sUMjq@8RJf1DB<7f+o#hEyxrIVh*7B_-GBG}vjQ?JwIefJK`)L=o(V>4>4IwR%L% z_Whjn>E17Fng&~_May|QrB)v2{9yk0a!09K;K>_vtjovAVqMw=xbScMz`)_` zX2oLAD8v!huNenz=ndjcX6eP)z@aIrT;E~s`usLQxiu2y;KN!dBNj&94#v)tkpO5Q z@O@14kbrMCqiuEGH~2!*hYx>Ah&gLeutjx8OppfzS#^F$)hYD}|@aWH`*0MjJ`_lm$J z2HV5nL;4X9k?^7SatK`)h82FEh(aF(6!^~l^XK+}Ze7UtG~xCMq5@)0fX_O}yZgtJ z_fgwNS0$GrW4(kU&TK4ois+T_zt8&&qhLj?f=?fz|1w*p7V;WQh&2#2^UG@042 zPbRmATzNwso{#D?im>u%2%PB~9_{X&{ z&mW;b2kg!yEsuEknEwC*DiS0<9p%}jGNbY4{I2>(?Z6ZOC0YZjQE)~gxHDHXV#9HVHu+kd$@Yq)JRQLdVpRpJc3=IKJ8;C|w3^%Bb1kvVk zMXD*5jbs)pucKHEkuua-Y#9LW7((by(L?Y1*`-1+_V6175zX8?{;M3B7*TuY3{Pc_ zzjO{%823~@8*0Iq^xY)TL;q#%hlS;_DMh@!FT4_nbuA-;M#zIe^( zx|NgC@ZS7nN5DWvx~)9K%YX*}J%IiUPr$?nkixzy4(@3pnvB^1!*G{@&Ut=WfGKXdQrKaFzt?SLCnL#c9;_E!~pP?cit4B7~~Rb z&=ie(ybmiUw_yo*h(hXcIWs~lq9OkPJqBI|Wl0js*A%!p^C?Sq;v zh~f-_t#rH}&}oBVR%97%y3qB&2$UlvAgcW$)Pkt!W2OMNS!j_6YEy{}HDet4Yw8ew zA4vg*SxyNUOM5cnDR>oOW~ym1JJv_ZO)Baj05rzC#w3)OaUd9T|@B2LK~Ehh<;COu#6<-1R(c9u#o#d47%$PwMvOtVVdd7duavd*l93%9tBC!=+>>bib6kPOq$ z=KwA@h??{^I-)N`PDU6%VO3_7{&qun;gw=OPKUk#8U%^S`!EP-721bjF~pc|C!wSL z87O=#B3r1is03i)G2tGPJ-Ql)fm(JtDD1J;;nx zUKu|M3n30=rad*?lyJv;Q0@b-z6nA>G&WAaX*$QEWkD#{sPZeOH>`&BEJA}&WrnzT zgRYOCM=6ELkO?BGGB$gd1ua2c{KFV@0<2jsdwO&AXU0!6A}F5idZ)ALKe#O+=l=kX zZggau9P#n!DR8_pS13tRT~c%rcBE=aixgCdRZ*Xhw`WB<2MdxfxW98fK`phNVK1bZm=)vF+9+H=rreX85 z7TF*&lv4z>lE((H9nhIjMA<0ZM^^#X_((Y*#=Ww9*Fv5GTj`p~pj3hiDT+)$X32oo z5jZSUqtBq>e@s41W}sQ4RQ~{s<3F$?2E>G(Q%9335CoknD>JkYvzm8wCjGEcBJy$O zW74L3`VZ!Jkx6e_0vAM%HRuARQPxqDh(i<#Sd-;h5$$AM&k@Cafvj~RBijHaKodL% zoHnLM+Uo}u6q>r@lyO_4z3qU!C~}Dxs?7e$s7fQb<2r0A&^&k9ObV2iRQ55?>~0ug z7Nl3m6X!USaRS{^y&L}kNL_wueKPeojI%**#P5^O)cl*5#t~jAaHs>QDHSK4Ptu)w zLkR9f{yne*5E0Nt9^R>;>DUlE3inJTOb@U-Y;Rg}1D%Kw%A0~=*)^=$~)7F zT2u?hM%cDEzVaamcrtGq2uSeo_peDh2l9+<0WuSATV2QU^pQ6LxhKDTj9G=Azx_Qa z(lqgO`<|Ca4e|Wg-FC==A}KAFSmzD2g;#X*517ggG&+;J5pNiV&0Kv?Ka;jRTh5Ba zE3brPn~2mj(veB|Sjp_MvHj4Yl_ss`p{5<|#k;6aksG`v9cNHX;1mGyB=9(YY6@vz z0bj;Wf(igjHzB}ke?U>4Iwb9o3uAWE@qUpqnI;kGCk{reEODM2)%<5Uvq;f8CDlLg zrwm0PfJlU2H6n4+Mwk{0C3FW<~*7b^wOSU_i5n2fN zYa8Q&*#*O8;HouI@)hll&1({I6E;G4cUPvS6Xl9=Cu+7_m^uW!gZnTDNaXeP1Uf6p z6C`xw3V{>c?Ebolrz46o1^MxjgJ|0U`h@b3mX8AA+;PI2J$?oAYthwx!wv%LL^zK z>xGz>8yuw607@NNlwqCg^+Is13tU60qoYCQ^I6SXD#uo)yu+6wH6)<7`9yavrIlkRe$azbDPp_R%G4(1`>V)KU zQR_8fOBT1XA8mfrBw7)dNciYzY(ydd0Jv?Zl|IjZ)|;tdLbOC{Q9{{!$mrw!DG`8# zd*aFEdPdOW*yA1PH*)27RQkj#!9N)%(Iwk5PY6@T>DH6?(0-Fp8efKRGD=Auj(kC|?T1{@Mf+0V-f9knN6BYUxR? z_I6K3ktgt-p2;V^L9oG-nqH6bJfnPMqL+5_$wS>tL7`nNC`>^Ih5rBmTat-q8|m94 zsM2#uZlJb9SOJSlll9N+qKdx8Of%RKC>{a+d~_2?XhQH0oVbQKdJQHRdcpfme)Z%L zBiXzQNm55tCi*zT+!)7{ADA0*wc>e$jG6mc)NhDM6n|NU~Ku-WB@8<{+w5dN^K)+#!N;jf# zytldk06vK1+4ubCXAs1bPOQf85E?-|Kc_lKi9tIY1p@DkFR&H2f<{HwqX+7kPNIC_ znaD?E6sAs0O!ymG1h6(^h|8BD67w#KgU7R!lJ1NkPox<`6fLL#1yy)3K@Tlyav!v= z;S=qM8pIs|K3~VF65gGQ$4Tuo`h`GW9Z9do{jthmY}ulTzZLs_i#J5154nZx;utjw zg)+79(y_Z)^XG#SeI(A+ z7Wv=oCW2z6!L;ly33Q2Fuu1O3`tiu?JS4d=o$9sr2v^wE%%!phzB z!M!L!Ic zBpAPBKu=5;i8X_ss3I8)_5T3frr(FPxd(O2Dx1`l*9$l?^?!BVGPnzVK3}NfJs}zYHy!oq{{V{+F~2x?%b+r*=ojBuZ7GpN zWIK{=f(E96m7yH|@yH2K3UYg$az^kSGU|GJzpH#9fj2+%uW88vATo0a{{TT20^lX! zaGKYA0CWS~oyGC ztQ+GJI8Ifv%9pYywn-Hb(bFgvXo>3MvYfD3(GIXM5@jrxyGB9zENCbX8O%Q6Nwy}M z^wJKHwZmNRfFgmnvkWQfXUNk>-{_%wzc4=K zkHh#zIkYM^ZDH+++3hf6?@fm}HaRT-ytMmaq1=i34RKQkjGA*FGL69l%NZboNigiq z@BmH0!CM}tLZPw=T9>45rzJXBM39xf4gxVR$?S$C;zi@42`tK<0u+MQvhOM%FT0no z9~n8JoM8y|zA>QMd}oukc8)TYuD}5<@a7K3Q510^y*l=%;tZdbPITGeXk%ox7-{Ip znMI+u`Zt8s08vfaADn~EO?CTlMb537vJDYpO#Di08mB! z{{T)dNh1MHLMMjtvQ9k`x!gPOyHD!92n;o^x_;Qj0UHEU&rhMbkBV=*R$49`QPUl^ z&KQNTtRz}?b;y~L36rc^`{zOG7)G`~6Q%_Oq!$-!csoE&?8oQ8anX>^E!rD_9TzoJ z2w=9F6Aw+|o@KhgL)ouM{13-3VNWTHt2$OF8iJ8bN@OHRN}FP*siZ`AoB-V%zm>+- zX-rwsFPyR-aV2P=On5RWJ4Pr~bU_Idq&>v+&Ql^pC@vTwD$|6BbYT;5usw{Z#6chz zMeC%?>l|qdtmr&FMRAVoXOPK7#c0>3{{V6T!BY`>NGt@f+ham#>oEH{;E3$+ni{x| zW@$ZAkhcY*y&|&IA!xa|qr(H^CAl)tLtqvVORU%LS)oz^rOCR6N`PI4r6v7H@kPva zgMI1ZaA*f!(Chw#R2PoNM_spwGhxK9mABFRD0z>?*dnHl$r4ZZkD$G?X z*SA9-@D_Ds{Ob>Cc=hDIl=nR%WI}(Y#x#lpQc-+E5K*Jl0*Ea#coL6k!h=NB3sKhh zlEhK&L@Z9@)B;Sz2!U{sOMdSdG~Fy?V0;IldN}}^HGQ$u33EnvbM5L7kpzy0WgWip zfkK4zSiB9Oz8QXVN@B}a7GW{GCoHf#66m~C=Sn+tDGd_EHG^bHXF3mfsP4oa+QiumqUf7L*mekTDQ1%|Gw=m&gv~EcE z$fF|@B6-;MbYUe;MmQ*S1MbL26|qSU(Fsns=|l#I^0~lQI4LwzCrlV;4mdrm1fVBK zpxEzckJOsEC$NwkB!A35NTlhYcmXY`&rj7cJ!XoA;@Yaa>yS54rq>CA9zKdvRwKQC zd`nL!#KbS~Jps^{!6Nb?-Za1$CWzh6zk0 z$#SlqK8>b?5mSlf4o4E$ZbB!$dc_{KC%ch8bBCblWqqg{?}hw`bz>u{Lt(%IA<&Oz zw}*@p0GF!a^NCjSnr1T$9vi`e2arp%-F~0Ry6Pw9zwR`Q335c)pcfZENsy_g3XONk z!gv@W;+|RidN~Aw!qc#oki4~pat}+LeVED#0-YGMAZ8QZiU;2p%?(CLVY!N`pHT%M zhfyKPbe{R4bRx(QY!Aoh(t3qsgeQoJdt|!< z-52-8DR2BrvxaQ!;EiwwX_wp>a7d(BZuL{J?}5p%Sa2OC{{RLWgf{pSU#QSb=^uuA zGGq~^K)R#Me{1$dt1;k1lL}dEJr&FZdGxgt-s|i*ct+uXEKG8J{RHVoauDGQc>#if zB4NAy1K>_)Z~oz^Bqt^aEK&k>VT9b+^MtKM1fH*$ zSF-RfxyZqzNJ>6JNitD)JEH z<}k=)1)3!txc!P_a~-3n&=3hxJ;HSO!C}bKHS_}rO2O6J=pPnS8(w3MzHmtt6`n1& zqh0XGE4$`+!8Pa?G`%GDTtCT605ljw zyGVJ#%f~VLni*QU{xD&=AQ5CD_D4?t0CqhO*_1_8c_U9Kd-|9_M`Myp%3)}^+m6@( zov?w!$u5|E*a#EmFiIT`Uw!BO2>s*&ti%%n?)$qoInd;1H0%`}%XR3j-JE6#J$F#FB{$ zY1Av_`a!oC4`6(<`(Q~ARaPJO_uxuUj>#Fgq3+1uqK$u!5+w=Lu|7Y=NF7n~W#HCX z(Uj>i{-(=;=M*+WZ}8w;f=|&C9e(IC-f#4RmXAZ1hr$!%1F>g7FzRgu1Z#d|0JK0$ zzv31vh*t*>(@Oy>mL^pn_y#gz+p>UDe14IXG&Q*vu1-#n$3hA^eGr7)O(mFTXfTKX zC;*s$N=BO4PsGpLEIP!pPfyrGpfu@bU(<~dEH`I<`~AZN7*GvXOI|pi)s<^nEDbxX z-#MLBU%vja%wS3pY(u`TH~# zl&F~je$Uo4fZ{57Suj!GIa~*DNk5@C2?L;MN_8{sg(j#32b%`JM8q2>U6tg1nbNAZ z6a@0Q54=jl#KMQKtAI@~4R%vOBpvY}slwFxh$JRIh=4I&?x_{mcwh|(F<>1^$gc!Z z%xuTe=~M1T55NJWexXwpsR8eR3Gm*!*e%B6I&BIDqj631h;3Gz4uNaWsbtnPogPa;8TdQX<8|-*LWs;T@?v3u0p$`S$ogo0OIKU9V4{7dzS=xKy2?sp&cBbT zsVEv6HujpV5I0RprS<35nf&7~=MuWicMr4c)ASiC<1cTQwn72GA0DXi6mX~?XB0)Y z4c$E`9~0_6qKQiaQhF1-p355(pWni>Aw5;buTkG7N>kbg%YU*^+7weh2dfd5BPa+6 z${~?)Ke4_bPJ}ciAlggLN+5Jc2C>^h4K*_LwbGliYiph zrky(L2Qv4Nz()va^}M<}M$7WR(-q*qhv)!Sf<79^E`mwgSUQ*X{SM4NW(h2RH1y-? znCNrC5YxF6!kF1DW4d^b_+qHXZezUqS+RN2R&ZCbG>Q`RnZuS?i8bzNI3AECXV?%U z;&LY#r(udp<|6?=-Xn1lITwJXJ1s21g9z|ra~CY-+*^W88;&A zn(Btu7fKPP2#!2XiBV>m+U_x}Klh^JI!Lbw;=@nHgO!lWb(w#Ak@I5Jf^pWMf2j8ueP(GKXoVZj6tfQ4o7`M z*7LKfQ^*;P{<1-;bEF@RnH2$LOt!Y>XZ9u>tUQ^!cWsildi|E};2<+w-a4za_s%pj zDWN2hCmST|CeX11TBqmI64;*N`z|OZp(+v&QCl3zK}AwKBzm2RT1363eLe;E)=8#k`~EdUoFC@SxB^+Way8=_^kV_*pqwC-ZLkE%nmE3DtcAQiX$T0JC8MF4OFuX7w>uz+s-t**Fe z#x_Kg9^X@{MLh-GDfz1<1kz8}qvIqo=P;ODoaa~Dg((cJjP;X0|(LU{9z72G;d^{45Oft0Zs#<@#vp+fMNH> z3oMqVA!DYukpjrmmrr`gp2Pr3*_e9aVV`XxLxP%)nPGzh%21~e&`otlShw&WiBQns z2y$eV2hfvz7|MMoEtmNrI>1sWLZZwm@yaopQHn|ZKVrrLQ6lekT6eebH{46_1WN^juE^y9qJE zqQbVq+r%$_K#4%u1hv*43Gsr_qMH@k@f+=vB`YKXST*SevtN=F38ptb-l4+L77C!< z!zA8mA#GKC@G2mVBApIA(pVE6Cmu*{b9qUpjUee$5}q zI}@%j0N~R%CfP2E!gQJ2&LoCGi6)_#+k&B4D^Gd!hg03BOs~X{?%^AbX7UbTBg!~< z9>W$r-8-fSs1eNxBY+8Qk8JMJziaHikkdDViD&JDZR0dO1GP?Gq|q>T7g&_5{}vDs@$&`-`#P?2r?AD>b&8#(~D zAyXx9QV{(MG75AoODL@H8XLme@JaIgU{{AC!fdo5QWvMIt*H`Ez=yd5rJQboN(jI9 z-!5`DEv&#SpqOh%(t^t~KuY@8j2&5>St!kS3F@jTk}MN zgiphfX;!Q)Xc*-VC#goPK_3SJ}o_b(I8CVXYQ|QU;1I|=a>K?ZY`VYRpkMo6K z?-B?&nKKgmePN0s>Xju8bBLZGUIFj=6B_`9l~hc7$LPu@Q9f{>zC@fVpi&Zgc=`bG z4I@h&2!<`w6|k&LDd-JwX-VPARrdGE5H3NBs}>5=_6bYGRNOWgC`w+JgzB+cNl>%a zt00Llx;#G^zhxpr;R}G704E^m@!zg!F)^_?B=Nm*k3%(Vj<82M-UD>VTzE(PRtL<2 zK`asWp0Iju;8M%qZdf|T2>{nC$XLo>(EvrZ28V7z*>nVMx%q6sKpZFmrrT?J+6FY%8d>?-CXLH!Rb6znPeh_DB&s6sIKZ0;FZAt;!CU^=&7%O4%x z@-U~DBH)z8NkgKAJ+N?8#KJ;-*gLsIMGA#u4kRMb zqF}vK~RMj;_dM^f}h1{|>o3CQ+u(8@`Z5KBA^o1^GC-A17#{495jC`(;P_ZsFf z2u7CCU;XyPhk|n=OG90}biA{B9xaAa;>yW1oQa)IlU zr(nBOzZld=LT)4{Vm}zu2tXVpDE|QAiMC0469;+MXVhuVHjp}3aY0xbfgqUD!|#^Z z?w3`A2UIY-eZ3IfndJi|AnhG~B7GE@Wzi>I@;d7o#0-6fw}4`FePV+V4@(!YF=B>@ zMHyFK$@=v_)nsGC0TJJ$T_4hcO3uV3C!m_;{RA>Z(uMiM(Q;kS*btvRdf>2u)9Dmd zi4TVYNU$Ul#yd8814uq{LU*T6ki$+X0Y8Afu~C+{KV< zTrIsU4V;Hsbfh}Tny~i2oZxVTDG4`WtpQD*hBV4`?48FNB#8~g(i_%Bz*z1THxmy&g#-Tph)?>FF*&;!l9ng-=9+CO<=g!NDToOt5P7_RW6|n*RXruI-uw+&Vs{AW753)3$D1dAmc}-+y9wI!xujlDRtG{5z(XuA`CC4BYbVx3|y__@z@~{k= z`Q8ys5ftcm8x!9m%u5j?*|Q^g;3YJ$D)IQum=GZ8j*;j%9Zw^wuC>27GZF)omO{~< zo+Ar7&83pzfkxrugu^K^p2B|_8cfaFs(t5K02&f-`{9V_fWTcU8sARXDKQ~+#20-T ze+*(&6h|{>zD{UBO%sHjzI}=GM$kn_rr3!GT5u~Q03ldTM7g>V{{W-1U|`Mxc9=$86?YDs(SwWiKNhshBzmCWQ64!Vb|06Cep9MoYct z8pRh>AwF_&<;zd$9F79i}dG1i74d$p3W7G{MS zCYs#jHIPOLB|i!J=cia`F>x}ARMdF-#D;6T$}pp8cS9w#dw-(;0Q3AN9{d2Bq<}c< z`x9vd=#pi^B0(GbWK+fpeT*4jX!~OwU9KSK#B)YDqdc9+T!MA$hgbl%9@C&VqO`nuAC>yB+q{W>t0s@d3Diouz-_XPW zbV)kv1b`g?A8$i5nG&_fKwOSKo};NFWP8$=oCwBB#7IVWCLzbV#^QifO@y_qV9J2H zSx8)N2evS%J-@Z$U#58*8cwDgaI{%K%uSHBhSCYqB*UN%fDgB%YE+=ZvMJQygsKnh zmSbCFXM%`z(+kI_k?GSo`b*(1Bx>)s|nM&%m#!UC8SPF42Z#ebtI#YJ!u zP9xd=u0iBlHVh$FyY`<=8Hk(^cp`~I)PKhj`l3*_02j~I69XD~IHvTi{an|p}0SL2q#E^fZPMb(Jp{)-wfciy`v;9^f zS_OO;i}}F34s37GY{Mb5_yr~{S!|Gq+T@7+%xRi+N`R?latg0RiGY&Zuh1o^9a=Dd z$;`#*aX--U_3Z+{-H~1LKq(HJ2)UR$sDII>F(4Av8_jc%90pB9k*MPPf2!YriFN+~ zRmA8bJ>jvf_w^M_L8wGkO`$h9Y6&R*d;Yg34&7n6dO}%=hIr%jWGDe5j7T7K1w!1b z5a|XXF0mS~pke^RnAzD39hks~!uroZ@Agb<1e29Wb%_pyy)atCn3ud3R3(`xCXi1L z>!Rp_1#}MIrpgQ$^>72DmJay>Z!t!dQ)D83l!PGyqB)*mb0i8kW-Wdy2ZQz6a5-J@ z4??@-={8C0CjI`4aA*gt9pm8`W6vqM*!O=%0bK;X*<}cXa6$Z!(1g(5Y5>~-Wg|T3 zZGv9>bC_)1GCN0RJsI{^r*vA^5s-40R;Lz?-Wm;zg!463(MU0AT z&Bi?4G?J88P$Q8epG0LV5)S3Jrc@Hu;4`jWG8pu$F|;P<+YJP<*U-PwCBDVHNoCowV{$bC8CB zdy|8_f{8O${iuW6DZ~i&nH}(B*mJS6fWC}Ah|g|ENe*~+Ce*T2~PPNRsuMwCeGYB z!#H)pBYJ;&=0X@sO%JtR0}_x1CljbCsk2(hQzaBMI~eC#Wu|gUdOz++dfxJ{z8Bkx z1b)slnjQf{d8vcWLk&eX>UL;t! z8#fg8!yc0o4HhSR`>`FlcwY;;G~&BZUNL(5%ly*7;5`-tUGWhR#8C%*{<`40N5enh z1F_{aW7WR@0C!=WNEWfG6zxBtDCrk~mlJ2uWfUjvIKN}~C+>dUIeK0}=-UI4Ttn4y z`Z~l2m?eAHTnI<2N2pgtlPFY8fSv`YJ>RYt50?phxreSw6x6*ySHX-#n+Qoehv|Ni z&TltGqqm%4O69X~ZUqHnTHbME1(r>(hC;mOm zF__|nM7OZXvOUZr<`YvFg$!6w7Gt{(yx@?__W=bL2tH3>i-&5t1|PEvyJjp25WL*u zwV}^c1FH)yIK;t^F(HJ#ON@BAB=-T&*)@_OEjh_m7ncO|!ME!f_gneOG0YT}{qd9- zi3T1d)-hTs&B@X@_Re`9u)mMexW%yRUfB1VjxrX~0r`5a{{ToBfbi^>VH3}cM5R|y zN%i~Z^RKmFnSo{44`9Lbg`gLL58D@&V<~AyIiuQtN)cTGz7H3V5JeV35+I!uPuAuV zz+UwP1_{=~54Y*m_6OvOJ=}C26$4vJG+awDzum+&4!!;=`(~CTjMKmV57mk)v6Bqk zqz+tnsn85PP_MQ^0^WCXGQs!3l$)IsmPqr4D>@>&^UT)2W^ZtmA33xi*RBg5|SJX{X$S1i>N0OZVO`L{P!aquJ7z>b2410A55f^Kr<_ zcSw`f2rnM0CPSkF1T3>0V^u{Mg7_K7@RC{rSU&h2*+J$;&p~$%F0Q_Y9grn!<9Q90 zg>>|J{aD1MA5c`-z^a})<8&lT>`3$aT8TTA&Mj3|N+v6NqMwr_xyF=sNeSX{9bd@{ z9LrNwvNJK7zYrzbayr{k8S#JRQzeNjVwb_`3WGq@CeOPqlY*@7VC6hw!u=_inwsl@ z^f_(xHw+MItq)VsI5DVM;UUO$odUf^QvD4EtGMV5uZ)T(xJ8@!7&IZ@Q;j{T3ia*! zYNu8hUL(mkmUZzeCO6UOjR2i8?J;nD(STlJGN|d6=#=BX&?iz4$#AumR?wH;St-Fv zbtCd7Od(oOoz7>*M{Nf#M+CA)LDz@hI34#$n+^vjs}TNI@Jjm_3gd82gn+}>Ua63e zY?LZ!n1r#z(g9imSDSeTKmRR$TXaGV9BWy&yy5ImQXeN{BSp=zxST6@IxuEn_>XtNg(&N4*QeAS5 ze(fm}H!wR9JEPw=K&2^UZ0zs#U-t>q)7gU?S!B>dZHZbs&M1J<*v_?6s-ey*Nps@^ z#>r~L3f}&MJ4B*emFVX;!+l7Q?_NHgTq+VysfS{i0U!m-tVwHSrv1KrVxo*=yYl;e zG7^yv-6TW$0AE6pkJ$R0!}uY-dBq??~<@ZRG*mii%7$$A*f54>5^rcb&ch;-#C@5 zd!w7*Clr8mNspY5OSd)NrT+KHO%Q|#mrdU`*DMF7GF2Iup6ee2&uAG4Al*} z#RksR(-{n0#!notzDqO0QvPt=td;WFrDlG zERb=5#KzNayXxIU(q`R(l$hu?XG1RFN!iHl(TKy)guK{!9l|}blEpj$Xl`&6n6r4u zRv7>ZCT>I_=L9X%cUbZHV@lKjEgMUtT{0-5A_%!nb=Us@FZ2=`4<)3u=;Y(@iBnTj z_r->KM5gSSaja$NX_1vQbPkhlA`e3f?%B~ z>1FryP8$o(y?7H|Fhd9-DC4lJ?T~4-3=%VMF=6kJfz#rP&tNAAq0FIf*=8rNq*n%a@dK{>WxJ$4Y_Tze zZyX)gj`+m~Cqqrg-Y_9~XPV-8LF7Fh1K@_v0PZko(|k^5acNGZiE@z|axNw0P}dm@ z9Wo%X?sEnj3t;XOpMZO0=J?NiAV5xX(g7r^-yH7nU^+!kM6TRmr_>Coa%p)ygw%$Y zoB(yqPQ3936a#t8rydW~*m`}F9{R#Y1{xcJ)|LK0Vl<7^1LbqLLln*VGCgCGvf%FD z7_<@6752nwv>1{%9S>|%TO;of<7$F3A^>IR&G^bKi3O9?8_U6i-9Fg!;)mo<#tesx zlpq(;2YD9INl`I*4++BHvF6sBJ$bzNz@s)PNsMxa0LX_xk3w>Is*#eDW6+8!aa_C+ zPvTWN-x&wraq*fFb7=Avk3~UjC+uI_2055X_-nx~KB)#}r=b%3XU=!rAgf}TSSKb3(if@aOYGf-xQa}WjUfIG1quRC00_D zJ7tu>g$A5p(~T^A%Oj$WhwJSFT0=5BboO9VhaF<;gk(-JZo^(yvZZWMUwl4^A4&(*y-_MV3DDbCkB-0Q;cCjyj9N++kVvFck%6iqi5h8&m~iSZi4f zy)PE7d*DTNQO?5U9uzuI+MgE29waVQ0gTQ`+_nN{UA@@Bw9c=7*z39@0Lk#m?3m> zg8XZ%M1EoiNYma5DG1c(9%h^^wl8C+~X10@H9AD>4+ zP%d#&`FmtxPEvuvB;aRk50O8*3?R*c3FyKAGyr>jbbQZbsUxK{JoLjdL>dof-;C4q zl^tu_>Ckl^`r{S|s-}p|k~cMw&`L1qJ&xIU!Qs%ceG~4;^}@*VNeyIJ)19WNfNM88vE84`=zFB7+H?V@>TsGOpPs_kdS(lC8kep+og#+&7$w#e( zH`G4Q&~xvAl?ahvoSg~SR52P|>~Q(Wa0@2mv9EaajPUs-KYSttw-IfZeZ3CYh=4#f zi7?$MCZwMb@m}s200ID@GeJ;>-G3CA^8#y&?>K|WrYMS7Fq01O5Lm;y?GmtpqB`@ATj1@M-qG`j`V~)P{{R?tIz;-opRLP}j^nDZE! zTThY-#n%g-Gg!a}4=eRR4R}p|Bu|45XUg{@p8o)HehXP+NXnlh=Zq}O11A3V=<1W0BZmrvZARBF_Qis1nzYK&`{th1 zMZ@{cv>u`#3y~?-HmlD3U<9;Bcqtgu$-FvfN?1}9_scCEN_Iwo>6orDVgrb&;zT|@ z@c9XR7X15G<2wwLFm|mXnsE)51bdntz8LU^DBX!)+xW;|kl+zuneoyyga{cRlBb*1WiI`5{lval$v9%++nm|fRXSn@>E^m56we8gsO@i~9$ zE$(scIKIh(Ei(TA444TvWIsP_Jd-gz-96dZDc4aq3u@8GkV7KfYF%+=@!c+{3GVYo zXpv|Rsnh2Ha%spO@qcWM9o8-8Sv=MZgq5NE>+&*bfUvRDQIZi5l`+{?LTvgUW&s2p zIQ^ji0M%%&+sk_Y0B+zqR|NC*C*mCfMD=veuu{{umjq2jRtGpbGB;u|PNELTWmZmz z4icg6Bj=iX!981uAok11@&Nc^KFkNXflD*OtkFz8hL?CiJFZLE{IYcShK0O19EP2A zuBCYDM9guLglmy}x&Hv!%s-r&!hYr*3q8F_f)g;85hb&Vl|bf;fO{V7XWX(ugSN63 zHZkN_t5{ER`WCYgY(eme!X)c9_Mk9s8IIV>BMdDNVAN_I;YNT}3HUI=5(*whlibQW zRSP!wJ3RzK$t0)0{--ZdC}dQTrpVYi7GiEOjx7Wg>H8-TG!R-Twy$5?$N*>{@N4%W zB0ze@4(kDvrHu-SnV!F*6F_)As<5@LT`3&{0f|@{+CUkfO>L;j*gFRAd2U)SN}j&3 zxWUQQ`~l6vPk%ylwqkYV8Vx5JDonM1I$2S?F60wQbw0Ju64dP{sn(HEr0IC#Mj%yAkJ+^%-Pf5dSb`HY`mqDW{f zz)O;~KYGc~COG=6Z(0P*``FIZ_V(a00H z&YJoS_2cn|q~)R?ftF0SLRlSGY-uYxS47ru=UTqEsE=vLmXcGx;6ixMups_Ef#_r^ zj*8b6(y=`cj0ZyjAq41>d|=QJ(ZS;Z1PC;A#&2|tHqda|Z8bvo!@Aoqbj$R;<;zZc z9@w&gh+r&;hX({S1!2em;C}`eR(tQx6eK|t2fiC$7D|$T74fgOPtN6A^Vi=AAR;5U z8xH&7g~dcnkcx0L6S=azn*E$50m4H9ZWMj+qcobai3*VD?lK{oM1*_~<}--lA(1}V zX?sXNZgRAm&yeyVNcM~dU`T01iRAqijFkZI&PB2h!i0N1KG=9TiZ|!4z6KKtL5A#P z_;3XuMldu98eu;_KxUSaJ-uUAd5OPmXG5XW;{y{DAhZ}!l*owmo|_s>g5IL)%K=<0}w}{N|lK%i*CgoHDv`06(1B#o!mogek2nd`?E(LOMs=BRhgi zCmsxO@*QIchB}HqBL+R34=CPS*vAX$5ORND)^`SA3P;?>c+2Hj+0yUF$N2k4y0x7; z!7m_hph*V5U|_8PtI#)xXM$)J*@*C*5Ad!GYB_(5HgwCtoLl4f6SLW^Zt%cp1HeK0 zDZ^B7@au!c`_4~s=7#nMN7f=Cr4R>q1;6a^hCSeIm=;0|0p@aFyJxSVJ)ght1cIIc z%$JJfihe(J*v9_4jLdLq>*6q$Rgi81)@uu$zch zuUIi9lWWPP;Qq1CQi|G(tBIV4u{US_Yy2c(8iFUravz|w!`lghf_Yjnyv)dt5~H48 z*k5K8Ap0JMfGm()uDclE%O^-!E>JcMkLtw=0mA@Eu!pmOc9k;s>mT9y0RZHe6D0C1 z`j720gyE(nI3{FR$~hwU>tF+_1Mh(Bcq91wPu<2a_TCmKVj7ne3GI~0#S{&in4NKn zUKgqMe5g6)p|zL$8$pDune)g|8ZRQo6B z2{mP}plhqjV6q{Io<~#D)(@8Cf&Q$)MF>uSmH5etqKq&WxJ6Jw`$NWE8BpLQe;A}d zT9FL}gcv+{^=R@8GN4g^uL1#fxo4c9qJyN9=svEM3_qSb;=J^Sa6&kXdG#DE$q9zp zO>ZSkV`&MQm{sk9Z3(^q03*AT95~|?PKxO{JQ4_t1W-ljtTYnDk?J@D7?4RAa2b_h zR)aJYf_vUhDDl(4jz*>{C$h%GE`N?OP$(fSeFLA;q{YIJ?3 z#_4_*$LKly#G>$_?qm$<{W7DhN!QbMq~?K;-q5JT44lw#*MBnq0D$4L%G=O3`(Zo) zT2`O%Q`4UE0-u4$`8Jgt(!_b3tt!vhhki-@HoF2vx=)Et_{xYUD3LBn^TPh#TRJ58 zJ?9jKZ5QyxsMmFW{C=T7dop zh&)@DP(;EaZ4imkJxT6q` zn6%{r*zlS$<;DE)qJrXiN6(~GWXyY#Rz8Qqpkd5q-znVU1T~i%a_r9G{CaODCld5F zF!sDS4K4{bOJpPR+|VbGqFE9V<<-37hV4vCW>Qgf0-a!op4!y779y;tBecEpS| zSwu8~3LDzwMPt*VY44oHxRJ7an(_N}X;sygVk@5`1y;u1qRm12B~a#iW?hD@qC z`-y&-GJQ}ik%f}=tY~ybZWIJEcR5gEbvlW{Y4j0-TlGtP54JJVxFcnS*p$iD5jqY{ zkV(^Ub2(6eEvsPY<9Gxoa5Ic*Dwl9izx&hZP&pG}BB5@XG@PhTh=CxmRl^Mcqd;3e z*X@kkwG#s(gUGc#F=cR-ItF!8>x>gwppxi}O*%ajR(dliX2pQ-2+QcQR*=I)Rm@Yy z*%m-ZCf*UuI3h|J9?2lf!{gDIqau^(6TCb`7M+3}ND!O#CrJ4EyN`7-o2J%HZ-09M?7q(14Edlk5|dXS_TZ0P=%x?x2V zip^`1mU<(B5_t4n1`w2$B&bU0k@bs6Cr0vF5D=>fP=XK}M)qV4POmS2KJISu zP*fq3L-chj1c5GXD03I*SY|+4L~)<7ND@>HFh^g;M+FzD7w9(fPXLH5oo=ufXfZ^; zL^hQQ0t>vSBJFgVgI?OsdGJzt&qK?b*QfzOFp(p2oL?yPp-;H*_He-Lz#w}GGy94j z!~LAq$cSt%lv|Bw+ZGdk>}CZNgSHmbd*W8fZ*d9^s6a-&AW0rwqh)gECxJ6pBR)9s z`aqI+>Xv?-=~XeJEc9LzIEW)rg0}I9$+c^~k=x8<@RmG~pWhyVz^_JT8`%@AMjx`2 z9@t|QV;f0&(at`lgGdypzZ~S(8Q#KC&#{O!?A10yNUa&M$pYfu7Fh5Bv0CU3rhKC{ zXol*;=7v{FDbf=HSEwj+a_Md<4IwuMIsp9u+2P~15ll>*6u#9#{{Wt~wDtXz*7!Td z5Wp#@-9ma(q~KKzK;ES@9AY8dTnjINo~&{fIP)Huz`MRdXAQC|`43kv*xgnX+&waB!P5q*azL5>L-QI68g9W zh=6uMh{q3-GRigiKJ}1}=TwW1`@A~Tdf|MhSm_P%Q~NZ&e{DIf1QM@a#@^X1ex;>7 z+HBRB1q23zU!w%m%4rE%>R%73$RG{)&%?7XNHl7OQigy@Cak8%jM@HiiMaG$W5YNan~TljY=a4+i2ol^PP(U zqZB)W(%w9P-VDq~jSm9>_W|LXsnHw%0FVZ`If#J7r5)hUi7_cq34fJ_yM!N^vGtZCUaa*siDkBh)eX+!{WxEY0%z&(P? z7NtuVdL_jAT}+439I@{uanXdkB_6!zQX&c40&OkGsXNg1j3A@|SD;$tFsQ_A z1S*U`p~e|7;2a;MVuZq0nmZWx-m!j^@-{S`up}eBXU<#zxt&N|xx_a^XJA`rTYbGH zG>H69u#ow~CIAM2APh|?P*{+00S{b)bfloy4jJG92aZZ3q(|Q`4DOpA zpi!)s=s2h=2-60>*vf>H3L^UR-vYoW>mBhmY1$ooI02-2;l_eAHgOmu!AhqjEytfn zE-H~ruQAd&$n=}27M=QLgsjq}+h3fAoRv~kjk9$*XL$-;EW~oA8Uts2VA13b{fCU$ zPf{syP2u{Wh$vUbtRqUHL}}%$AwWWBL6fNubKej|dy=TqgYlCAc1(K6A9fr9HHxHH z(jkU&LA9AGziULy7CQFLv78u0!~r`VToD2ehv@dcJQwg}O!wn&Jty?olsEa)*1xle z?hDB)_w{beVq}kw{Mi+%9UX&r{{RyVL6d8rME+JR`Xx+kEfNPtcakky2>@kKKLlV- zh7jq^=93;@IXlH1#RvzLPqrvD5H^OQRfIStCyQAbw@(<902DnPx(L8spi zX_9H#62AHUJ++Ae6@`yLTp)x)&Q-8MDY7XCOL{xxfJy0JKQR8x zmK)I?fIDH9lffN(uJEGdU0(bQpg5rHeirJ< z4P;K$gwJT?PCT$kXcnGu=;u(^&mFP&Mn<>GMrwgaLBrB&)?-M85rXcS$qAg25OFj- zrXEa72e4G1OLKgH7$cU5k?^f+-qfh|l<0?;Q|7AP$*AH;%)T)KK>fI7%11DUL+Ph8HlpEAlt`LT6?Tp{jpK-#-;U<22wC&P(6ELfStMBNfm~;Kt(QxrbKAk3_Pl zv@grk7gZ4iYE16>_p{PWz@3lhEBMGP4Fz~IDGZ0bo9zm<#x7c7RiqrASl3)HWQ?eG zGxQJYbHPaw5>QiBBLOK-d`QmL)U>UXspxgm4?v{di4%i}#PVfhQfLxMizJ=ZAbVBU z$&e7LEj}BZJtZVzo*p_mHl-w$u9Jco=)jaf9o+bUQC`_MQ#eN;%=sj~X9n7arI!xJ zE*w9HG}@;B08T<&K*3%3|RKmv;q(te!Gjj2y^7 z3tdG~r`+_PWcl=KD=`v=y<;;8>je4{pgp}{5HbT#TpUnw^rlCop(2PgHIU*7<~jMm z2uLA2I5R0oJRjgA70^rI$R;!vXsyAxmJ3=hyVvxd=$g%i9`IwjnHlPaJ*GcQsb;Cf zg1qQ!9qm2s0Y0PlqR76^3cYF*qWi4s9+CbVH`X|C#mIo`0GqP;;+UX*`?{c~T!(~?q*8Y-e00L3v8P;u@m=i<2Q8$_v0y!J1#@w7?1%g+riqK+4SNuDOspO6#jU$>e_stE=rl(*qe545JW6=4S6Bz!sz?kVWWE?Hvz9m5S9MZcpTaG$%(-I8#w1i#_ybko5}X`~LtTFy%g~Vj$plG3BDZoZrRZ1q_c% zAf93GJKjtyNRNiFIc3C8HjjZ7Yt$C%nRLkOen4ww!AMRn>#!$mC?PeT-GDRCj2PoddjN0$!_WcF+HzT1Jz674LGciOUMNlF1-SM+Zh1_Pl4lh5hi z#OQBMQY{)vU(&z78qM2=*#*M;X2P>D{gwJ@8lew~fXUL?7#$DXTFFmi6ryCJdYvVh zV$f0oB7=Va0Jjz+2uc3{iPs$)xISY2wdsB=gCw9n$T-C$Frz`!0}%}B8J$NsT1L5# zBgfK3RR>mI5zZPs9+3(4M9Nik`^+?-o>Hb}p#aN3G`~IL4w;(#uV8(!k#lTKv_V2Q zA(19pv~jrUjHr~f&xoEIw4f(1Ab}W3DGj13kxXeo5Ty@|@$Z8$oEIK35$VrN{F5Zx23PG<*B^|5`1F(#6_k4(j1b!ql6@>Fl!QdMQ1Po-Nr@~Q6nmd9cuwQ z6ca|8K4Hm~Giz^G3>c|QQ6(u}a`KHFLr&Wc$I&Q`ksl5_#JEBN6Da&^zv?;I0FqVX z^Qjk4Tfjn|wyupS6QqBV787OT$q?K^;N+z!oN=*n6*6^P;S-?#KC*TXo51LNdJd8W z)NxvfRsfkUwO?4)IwRi!Xd!e8KD9zDrovJ-3|DNDR8T-V`4^l300;v?>7h(t6tKIV z$RYg6@%q+nb-VGDIMLIZlyum07+^{y(y|hbbPVWzsh;~1bwbG5Tf_&z!J}s`qJ6M` zXw#LlJSmS4wm;I8EcfxQzA=()V6q-$`kG>xr=yZbLe&Pqqf~JipeX=)fp5O^r=O*8 zc{S1j^5-G1+Q=L@+o|R@Ol4LATD`}E1%9Im8AnjB-w)fI!U~~A9*Ky?6854~9pxdE zrNN;99t!>Lin3{_N-CX^JY*nRbcHnLSo&myD5QqbCjHD0&`LlA3J%H1UaW@xnd!Wt zi9#yGb|bmQ#%ajx&6M`Yc7h{}D9fNn?SX@~L>*@-->31B#G`j(?b8^UfI2Y=<@!XK z3=3gWNA^EpFt(^wJTP$y9h80x{N(1&FhqbH-?;!KPZ!yuha{l+NNq=`F0VL87=K{Ue$sbzXKgqS=M+LHbri|gd4EowV#aMs1%y}x%tERk2|?fd@MfDK47^Nm!?YaG}url434&uPL%)J2ecOpFQw z+EAFJ!+?OYj|D$0uN`ug@eCjEOM?2^x&qe#AlMIna0E;x-y!41hI!(7{f^6fuVcGa zIVKdS(UB72(ZP8lcSB}0gmf`jkdu$l6qZC$H*5@cac9;lM{R)-H$8Wqc?JY*5>?0$ zoOEAgKc8I~J3b%iEn~1q30fjZ0%fc&QBrpuiZlNJr10U+LN43Fl2GOO$^qLZckP4H z!Yq3P0EVwQ-|dCREZCS6L8okcY-V6OM1RbI^?{B!1Zrdq{bH84Si%utf~hc6V~RQ6 z0#K+bxfyaZ5>HNkFpU&0h#~C8;c``GzvVs+nN|&UG1pu`zt%0-@3;?nw#KcF;^juZ&H~t-$mA_P~YJW}!X; zPLc0}Az%W*9{&Kc>fRe`riD*_S<{%7qu|#SE#t5xcHg{s%_zH#KU&3#=;$gqi`32~ zDxi@2r|prP+ZBB!XOn^fgGWzNF^a-OEJ;Ee4(=A50-}S_n)%p=-wPHk$&hbqbUjnf z34jjSD4+qV2%o~Z5{R6oaP4^!2`Q<#Q>QVImz#(WFh0|Vn8X?@N%theCgX-q(`U{?Vb+tN79*1- zk<(64VV72ju1Eg*4;DBhCvM{K^#(8roi4Ri;&<(gHau)9o&a4q%cw{=2Z!GCsz^nj ze2_;;557PlR+hF!U)=qVBUWE%I;w}hObv)j9Q1ogobi&htR~}vqwo6kh^g3zE!6hM z(xFOj_6VC7aC>=<1g-M-P0J2|L#S6|?6*>oU3;K^pvtjr|xr{CUq zCejjfk2UX-9Ji3M-6H=0!!>Zkau_|9QJ`{qJ8ER4hjxDX^gNSx5%Gy7TSR?^GHGda zd?gm1o3;ZSeP0R4yThTNzDcvctKbWr@l6Y zieYc(8Km%-++1vgo^Te4)i37_5;LlQ+-OwjivC#+0+9sxBnf=xsB9qt%Eq{{QdR@n zf_K9*g$RB5N4((_vXxQqp~qotfS&`i=QN|BKWvz!W||k&eW$Jp1T@HpfK9bWKKTw5 zp){V));7z_vy;Uns;a$N`U)roVrGG>xb`rjheSUyPK+&C4X=Qwf3cgvJNlF9s4ykG zT`b|t0X@-&MuZkegiK}7r*OKGIyn7;fz;?t zQ-xP#FO>aZ?2@b)+XPv@Bp-2>frzOQp-8CX3xc3mL-srT1vpgEf$rPPV^~ z(Uyvpf(jR;;bU}L!f1xX66SG52Nke`w&UL(5``|N*29UD#~BhA&=E+?M^!`D^e56b z+_edbECX)lwS(w^X&=_yC!fXrj1gP*3-cc?Urbr;Ka*fkD71;B`W`b6j^F@}FW(T6eV^u- zw^T@Wxlgte;_`xB#tmk{)Y1W68F2v)*%9oa_QQ%2S=_}hoM1Zjas6~~I3vb^TyS}B z1tQ!>!62KCFnV2K50x-fmv{VO`|aj^rz9&PW|`KwGDzxy@_wvm-4VZxDG26b8^+VQ zhUecAH)cccZ@v-XKz_+JSP~Kz2zr6eMzkjM+`>~4IC>#Hc*cO2BrIN~?Ry7YS@A-T z6P{rTbRtD3p18B_(tLx7m}+NWz*)I&&TR zW%Wra<~h-=`Tzr{KnE^6AV?2vr15eStP-PzWejWwRh~|LH27*#zTr2A0P&z5G57%m zDKrAFg9%hmP`HvDda{N?2*OMcZb=-X%ws@QXwol65inRf2r_mEm@oyTX84^?X`ioQ zuK1}E%&p8@Qtu8Y&160dZRb*S(j9OwEa(QzMuB=tvBohYSUBi>nm*VT5eNf9zyi}) zNF|9Q)OCk+;{iiZN~V{=gg_cBmyrf57W zWqQ|N<0xy%5kO9#XQ0)H6zfo)5a6?}jvB*hDBbslP;7<{Z{S(lz6lzJOk{`9 z>pdTgM%SbG5esZ|nwg~Pdt=cM&#Z9M+~%O_r01OEV+3QOpS`!F(cY?8bnPvIb$@%|JVK{_{_6a4~XXKRjk%9C?hDIw89H$Z&jvkd}+ zdSmaDoYHXo55)fb0N}{yMhALkCc?QoP>FSJli$p!~2CnE<%!kgd)J zG5a3bQd8be(;Zukp@V?7xMjyrwkVRdBpqsR4j~A^a%%z8_ToxG6S710#egS5IfpRf zJ@8BbwV~AVcJ-<8kz$e=pC zpbbNsGIbz;4!~l15QwaglZjHe%53$B!K5Bhlg^|u2AHk?0OzL!r}DB31S_u^b6-%{ z-jr>LoQ6XJ5Mk6&`+7z5XV)G;P>chJ3OWQ2zBxn-Gy-36d*!YW#jcl|!tW}e!>ux9 z;J3J8i6cbN1860qq0);Br>+I!&ail?xZbta3>I5V(3 zKp$!_6EMNYL$7#+b5gpsmIw#20KDU%o~CGZkWOcT!@iPirAM5ErZ%E9L?+v4zYM*jfP5qGtolHyp-1SlNXgR^?in1w)ph|m5sXY#@cBKv{6FUm4#k@46Gc`dwNF1wqtn|T-YyK(A0U9EBlwXWVE@WtT4{{!;ikZb!lS_Xie{8oF`~f0zhB3#s zhuJB_kiir?i6X=atc{xut=_jjCk}P3tT@>nag&K>SNNATTq57daV)^>FdhRYIJgJ1 zM8}+-HiZ6%6@ngsr7)m%{@zFl#0fnA071^$U5I|me%S$QpqFsKjCC@k&bi5fe`#Oz zYXdPAH+vL!-X7I4Nj=aWTg!YQG&-31d$XSy&48Cr;_)&`LAdizzCLO;Epn;tQ( z9-#gV+T96p^Nc9g%omi#+%yR81o`&INIqZXXLJfk^yD{;Spn(nKGI9e{HmY+1>gL=jO&XRZ?guT!R!5gbI$Pac6=;9~|k3k(JV6R;FN zy-c20a76VrF2AD>BB=G^PzQ3Nnl*z3r4lEfMnsuGA?RWUci9-{rc;N&#UBr`8JfT9z%P7g;#!xPdRyNJTDo?c>ic*G>7EVFCPkR1WX6}HHN zr|0(JmnA(#UuO?wezPe#G5 zKIct5w?tGO2be-Vx*E}8qX{+Btui33m_ zThWI>G{nb~e?+@Wh>>7T+C%|CLLRaA!RfE=wd$Z}Nu;@YE#$t96A{cjahqo8Xw$3j zj@h*>dP$^LQE1YS4haQ`=7s)-P=N=4jF>p1QgwMMV1WcKfvo$$A(M^;iP;iGKF0^p z1%N2*kmRgJT%bb(#AB-@1~a({M%{fu{EkdYxTd6!8ZrW-2rkb>;3krF^FU06wwwC!_QXt=?eoomBP1Q;?dO8<+XY zKs*s+^51j*O7O$k$FV1ASSjh);_ zv2j>nl&stsNVPF5{{XmnL(^;3cKs35ljrv8gQ!L>sU$OhBvL=#pS~>)b_0q5w=jpP zb&>#p(cQsZM%^)9tR<7ke3&S|rJvY=v^=qk!5*LZ&C>8telz~EkCz2Yd3g55K-&Zd zwn59c`%{{T)f4)JtLJ@b4L?jOQq?T(#}(Jz#66rny;?|a5lj^!T?eg47of~5Zd zgm_`+2O&9Uf2T~0HJyT;m-uAiFwDjH)=F6Ek{sTO=ODrw0&jkv*dbuz5FF^w+Y0X{ zDxa4nDepji*%n9A2#frkalqsgZ+Y#z#+g(g3U{s5VWt~XNSTPlrMVU0aL;@&CPW(l z0F(E{uwyck&K*FzJhM+8u(WmcI=+8S<6y5?PtNi}Zkbxy@a5C9MQWVL*6?E3)OG0= z>nh>TMa)_rb@7WutcLvY3`rC=OZb_yW@JkKYd^7r*zo||T#}oem zc*!^Nv>sIUaOVghUOk=M2dFy-&Ot>7)Bga$kX!|9>JaBq6{3H_cz)^s0CK(obY?aT z#OHA+2ep`%sdGiRHXykK)khe!p@0PBZ%I^SXrZ-`?WLY@iU2wUAE=uK%hI@W8av^@ zG^=DFeI#JZ8!HXr(PLdQ~ZlAUW6RAL#yZQwB_Hj?Z7lash?{QrYRe zp(O^d#P?{5YxKz49$3kuq|&5xam`U{5Q5eG!X$3k@m^E{=H?{Zmp-j z3MH8QE@8q2HK6_Y|JX4s5D-=n`~L3nh1@;!IG;ix6J73|NPodBdxj{gArWHgw6f}@c}=A%9(`{BXY z01ohv&$bT?DM!$i@*dderlFnMM!300ZUlP;_R6Jo1K8s%5&nnu#FB0XM2TYOj3F>$ zZ}_|hNv4`Qn8D#6)=MK}PmBmdCg0aljIJK$Mkj z-Om^Y!B=1p$I+&=B%35Y(T_qWC21qc{k-k0pM)-TxjX=8NW|=6A0Jx&uLrm9QT}o` zB%JpLy!HFCpbkZ8)TU(V9{&KYS7`LIf!Xbjr1?y*Aw;C~kE>yAr0hAI-{S|9N2XK* z9_c=%SVpkCUF#kat*aWIR zat;8L1a@9$zg&DtlvpFBJZGA6mizBDD{{WJ}p=b8v zA+#NuFv&g}#0;Y39myNPieXU!6d-FL3lU!Kl0!Lsa+%Xva5t;Nvk6R)Re2Go1WGMV zgTY&7E3O-Cge?%lu`%LuyeZhHf%akJ)pI|LCw;kxj6w359?@7>4I4u=#&4<#?Zq&@ zAAF{WZ^(+PG73!!1YOH|FBfS6ff?Xrm)OUWl$2B6m?%>?6W~rBNKs_Q_8bf23rOR0 z{E>hNZl!-X`3a4hzW5uGI?ZHym#f|n*4z=*0r$sPr%*@d0-0<^4mUk>cUWoHL zpPGI0N`RY%c9Q+F0Azzo`HbmXqIZhaqX}+QU1d+Sb|(@mf~gwd>x8e_L>Y_b#j-%5 zyF{lRil_=5co_y*Jwh0n?*=`GpMmj?B%UX@N$I>(BJAp?Yl^*mVgeuf!Ba1YdhPq+ z`#bp}{g36*-xI2eROIM6cfQzP%K&~?m%c~Q6U=h^^RB;Om*LHjEtmfQJ>n!Rl1fl9 z7A@%Z{Rpqs4TOxI0&vZ3D%r5XtJ`-1_pH9-*rkb@O5j+J-fZ}a*C_5NnOHSdwf zt6hHw)jVS9gClIA84#cyN0*OCk&DU89-Co5JcQc!oCjWZwW}cX1~C$IzlH7K%6YH`dLDX z==R8(kTMxaOpeTMO<+r8D4yr+hUAynB!1Y2Na{iJ59btPi-}S1{Be~q5pt%c#Z2pr zDbjNf;3o$F;WEoS z=%s~^Fg1#Ssv?a##yE?zGt**{KN&J~C^&gGS#B0KxyB$8tB zVrY&WM{&ZBw@d*+#UBTZ04SzTkrCge;if;?I1n9hO#9v>7Z4}ei<7nyG!Ou`E+!yN zWP&J!bXMY`d*JZ9Dn7?fH=6`?pTaUNv&_lWk_2ax4-=j#l74iY&_V`P_cQm+G}^m{ zNxOs`3@OpXM~K4UuGo7kJ#P7oTuVwyQ`ad{wMAhX0(S?X9S_|_Zi{k+N#zng{?V)- zO@@L(=xxJg3QmAZ<%XJo#6!d?X?}sF2jBijCZmMHFdIB%1OQvh1D@|rxCx0kZ&eoN zeQH*vr}@|}gFpe{p#9%N-j1G;KkpaucSG|yZtuQ60TBWltuAY}Kv!o~pM>CW*M0oVB8FZ79+=6p>&!9yGXg=QFg)V@ko$TnI zgM;V=N?+-CXR6={^2(o+5ZP+#5c@urchTF>Vn6)>5QD*jv=_Ds0T#@U=O-uQPw)H# z8#uaT0Jc1TZz62gUD5%4{S}0Wb;@0&C$>4n!Bb)g+R?}bXbE1%A?$F~C-m!_ZY1sH zUoHAiO^qX@#G)by3uay0={O8w2MHn)kDr$m`M-GMX+_A*nhf02MDhx^78u-+a~ z?vaE&ZVZBjCmv4zrHL3AzAoV2M7$>x`06m(SAd9MScHi5PoV0N)B5uE`kzGQ00{*> zL`F#k8YCarrUEiG6YNXw;&Ekx$Z=Q|z`#KSNfSx?b--?Gu1p9U1XCv={{ZBL$-yxf zg?@g_KAH4F!uG1%1F&->)CDm0oDzTiXsx6p;y&ujzD)D;_{X>V6oOq>RZW zC%5Sih3*KCb__!ub%at|(J$i{NQe;xE?M9pal=|eP8c<|q93e5C=RU|9xjJ&hf+59 z#Bk^Z-%OzRyVml<0MaJGL1Lq(GRn{b0#$kjTU<`y!bZH% zA(-Q%IwSL)Fa*i&SM7-Pc&G0qYOf;!EXfp&P!nN~ZJ?(eh3n2P8L5?~4LPl1l$6Ay zrY@``+EFe29sdB%5sI2!Nu?xyT!LsMhEAb}OK=km9*wCWP;2JG)Y;p*-6i$krq(L1GmAqwC0$tsLEpI zH@L<3a^}Egwn-b)>*Ze%ekUdDA?V$cQjfL(1axg(1ga-!nAY-OK#O!pb_dHPvrXg{ zO;5Kz&$Ay-5!9CKA_Z`c-^yG18<`M$3~rzM7t^Z}aya8C+1-&cxfqWNf&oAS+YJK9 z6Ts8$kk?AZPA+-94>a+CFBGM@R#VO0Ml+=#6gc4dTu>-ID+~d-iOS`;=W^Tk!Y|;d z2h7h8zPO-~(kijIq^os-^ICkOcMF3-iEDu-5ara^DUKB>Br^ixpz1-$(Xo;S(FNmq zk%B;X8;=fWScxpSGOn6A_QtuLzNMmjVnEtX^B`Aom>};$ zW4PaJKd_V`_{WwUcY|K}dt{cZpfX*FstYuYrH+iK0~$nyMGJkhR&EpKFA`1|eTBvm zqExWPhs5JcM9IR6H5J3{hD$@RrcBE?dp+3X&x$FO9E7)m)>yiPqsW*kNNB{{IYVz; z1S(03os|JuKbgZ0Elk43Qr4}cKA||jNs@b}o$=g`2>|LF@s*Id(5K5TTK@pVrIHR= zTF3%BH(wz6!Jr`vTMc{Q?qpn{9|Syr_WBfoD@zCmuQ8Ucl;vk0Lj8wt(raoVOC;rF zsd2NT83!^2JDW{-^uyG;LtySB?DoyvH%l`ggY>DUF3r0o#)cGfc@5vBTy!`POOyk^ z++jw>k)jbi$?D*QfOM8-otcQX?PwtUWYB|RE#5eIeznFdbdgFZ?4t3|wS>LZ_C~qO z1D1$sC`4%M8r}-tW;PuOarezo>SU5cFmJvmE_@Vh2ip|{4Sk~00*kz zHj}^{V7Dz7y1~hAVVBkY*(~H6E&ki>lGxgv%x5-o7szEN5}-I7zFx8XD1izLV`vl{ zUVG5Pc^I6kvFQQ(b@1OiVuVnVH;A1(~lWD)m0W8kGYJ+BDLrT+kndbKQX=#KdJ zYh&$@GzMWh&*KClN-9R%DC>hFS-MHEpvdeJWVsv09ZU1;;xGUNBta9Xl%J&dlG$!L*c^H0EC2Rv*RED&_V6`pZ-CdO?4QI^)Nu>MZw{Y=37YN zwv8ksPeIP@_hLTZ#zGUE-Q&_&I!U>3a!|TP3DDMN7ROl&+X&hZzCU*cFbxs_l!Kie>Ro6509HV7ACfhJ z3=ehgjE|pjLU*}4&o?G%T) za0E@80xq7OcV;07MFK?Lr;M4*V;^Q-&QCJYUyzaNIEXV)HtL5ggbX5a4*krTwKR+g zXQvS)Mn{fsyci!SMI00CL|#HX<$?Fl!?Lv}Qz3#uE)adh3^6JM1kwR!nQ{ z^XKe;fz7Oh?=l}_-#*5FWaE&FP&d-ElvvjJfA`<$m@Qvu!F}5H$75f_U%Qfkqt6oV z+p~abIn>v6O;f%x86H<@UO&CCmJlw7^YjoxK@+I&Bq{>Z6-*Sh@EAc-0vblgvWR$0Cvv`r^DwN!7WV-w9hi^; zpz!7I6ZFR2KQ|r@%pI@4K;=K{N+HTd7#wxXPf^D(c)^;$j{$;aQtS=}iXNE7!6c9g zI;&wyqD2R6&=7;wv{^mH1MR$Y;Oc@$uWSNP0>%Wl;(E1nk)u)HaFRsYH;`LF%fXHv z4Ei`gB!emQg_su&w7qGsN=HbKEEpY$pA&--@wf=0qlBQt^awszxm(^Z2(2p~PTz(~ z8DRDkzLSLWS_51rHGuper*Zi>tpe|+1pKU=`m$)46U@5EBd0`L9RC31=E*C5Fk6^n zHv(AI)^Xmm0BGNPZ?02qQX81%NnWgUJ7P{E$U->0+e!(}OJ2-05r*Lt{{VRo@PRRH z7D{mCJp|+fY1>nRtZCH^{j-5EC$~T;67k{iS_+^WvTQNAA!cPEa*f7IQ9OZ{0YtjV z?~Gz<`<8&o@Coo?Aa(rY;m6EP+> zMQ+Q@G077){er*4IBn(KFp_SWoFgSQs?#R22SizlXFCRpdTII1@?jevZ~21OMJO5Z zJmh4A>t*-N^$NiX_~DpP5xD|rxoxZ*ZGTI|Y#K>cgT1 zutd0F2C>0xbI6k)onbMeU-|EcqF_;EAfW8O{ln4P29lj8f25v}CN3?%@#M#*LOZ63 zciu67Ex}{uaEnZciq^@95k0(O^AWBegCHSOgbe7R;|n?LRPuLLcQVwE2s-G|(Olsq zM~Rb)gz$|%9h{Sgks#zwygLJ&TsA3IFHSr!=LZ-`$o~L`&OyM=rEbGFhB?h}g9S|M ze7^&mplc&Vz6b_zV=Sot_=SAG{iiS%qGXre7jaPV90?0Xaoh-;r1k+FE?7qVVU8oA3bpVwlV@N4T`C>6c)~b^MDJHO+@!3e+Ewop`q(+Yc7!LFj8DF zh+3RXxZVh%KDV~{>Xo`4V$Asr*eOARHcZFqw8 zhZkuHn38%614;DqIDS)&Bx^~O?-6}7mdxC4U|k-s3EsQn;J6H)Kji%l)~R2Db$x0R z?$mz?V~s@Ka#EeYnf)@#FHT3we_P(A4|pN&;P)9+iTilRq&&6pr`*NWGDJu|3<-sM zis3PsmMA0?^}^)^KluLuVa-X$2z)qbrKL~m44aDbB7NX8Bp?iQfnT6%B-oNuC&Erf z0iuu5m`?N9FY9F&uoWhi3hrDU_n4f+bS@KHwt<#f33_I_UCKl9J)}W z@}WK&MfwKhQU&H{=>0)y2hJ=i4A)-&07TMKCN`EnN9sj+5g8x0LV*mt&)+ITs<-F? z01%Fm!+k7tIWjlv`w@`{Fi7HlWgX+_aU1dYYtpy80ma4sVH8vFVnnc6Oiy~qAWGT6 zX8!o840u5i1v5K3N32vniUN=L!Q>D^CQ(#3BYDLz9TGm+?W-lk(RA}D;GeE7&H(S#CKiDMu0t_XF&U0-tk);!#(jf_tphX!Q=&5ZMn zR7_K7unuvSt5?8~eBY>wQrs~~(K?wRY^`XJN{6%G&;V6{wP*us95>m@Fc=(jeo3I;q}3c_@~uXF-yz9+?%a9bA|LPY}Zs6CJ13 znMhtMyZmbX@YYD+6b6+hcW17IVWKkPGxnT)aixr!7lc7p;Re)jr80AN5f3!^{p*9z zQ9n4*%*e~(_{Wn=b|cHC@D}PAMNZJbv%+v=Tq0z2rV{tVsVL?+ zRA(FDyhrnZ)Xj#Se4J&FKIlIkJ@QIR-;W-B4^f2xB~}0}#j-JKNe7xlob}B#zAE?o zuWIXd84??MRH$8~>@o z>UY8x_8UX4PP%Mz{K4OPFdTtPt;z|PtN#GZMj~Rt)4B|O7g0!|G17PRCNib#svOqP zZwhi_lq~o9TmmM)D6+bf7=$8jL?-PBN|fg~YQwv?)TGYp68<9*@q)DpSz*cdC;S<- zVv*JmfT7ur87tDFDa42#c!Z3*2|PR{m=p~q2A)YTS(hO{SBTgk00B*EDgC3v|uxh39zkII%)l#jSxc>m$ht4$% z%I203D!AwnBhd23c&abr4o{y!BNQiONe^(BGt&ujS+#bnz+f{bkv%DXN<9Himki2J z8$GfJ;b&}3qeL6J#Zr?V%3Ba>fYjEGrbGuoK0nb03rYa@aHgp&A9LvvVIylSK=V4q z0cD6v`v~+I?ZE7Y;^;)X{+Tp_bZdPs&Jw?9db5ykMB7U4FG(8 z?1+U5f6ad08aQB$f-h1h^ZEkVT^qP&&9aT1uxou}rqlX#rsnhj`IZ0-g`U?XscKAs zB%2P56e6N^ZIxcAD8Y^g99$L3DudmE>SQyx0$t{E8w5ZKdv3_SJ&S;}I3u4!sZW3E$r5aSla6)F^g1lis~z~HdJ4@FpskgB~-3>$2& zAHfV@#>hocc zqA>L|;R6N^fk&izI$79BhV(*!&Ieficpwm((dcju0Ff~umLWl^lke85 zjC7q1r)O9{xN=BNp9-exbjXC<8=Ho%CjR7}jc25bUK zAw0X?{{X1Xu@Y?{=1qI7@qhpTAPoojY3b($43@c_lOsJ+00IJo z0i+S(vl@}iqmQhvSu|mqQ{F+y#sDHohmAXL6d{JxkM92f!}ahu45R`!P`ZQOF@V@4 z=*(0~gy1IKg%3!7WWP#Sx%LOfYYkK`Ldm<1Lppo_Ae>wU-!_0Xe+== zlOPNT*@`~{1%zaDmOlA6q$zs?@CG`@4Kz(SpAN*H{{TyXnNiVzdruLD>;a?{)3cBk z&DJ25q38#;XILyx{{SZ@6hwm^CyzN|sECklJaepJ(@ufRESn1FH)DVhLPjQS16<&_ zOwlvO(z@p0&x;RvCl#d=NeqhX<2SHmN;1SM9>J1GI_jOv9#I#v&WIyY>9pJ4w>P=Q;X7^ z&*o$J!2u?fC&~KETm~INPrd<3(jsJsOuxo|;=lJ79B{FDs5w(u=oX;`bv;pJWh)54 z9HruNF5Si)afI?Oe3xzyB0B#7IL@aQ5VPBfv}E%&+75aTjAoTl5Oc7%SfYu7K>X_N zr#I32LSjVeM%3x1CieMp!4H}D#X0%(&;lR!NN`HcMFtw8N4hY0wcg}b)$W|M({n5l z!3n2@FO2Si@FxOG$Vu{k$Z`)!`*8CQ;{^=T@b)W1{{Xl!h65C&1@%+sHKm+JvCAB@ z2-gqdrf{eCf!QJItL>+&VnQy+vtMqa1`Re zscv~dzw-<|54ryUF230&DkcY&YPrtV;6a=njie#GlV_1~fvuxt;QER_^TseEscP3O z`{0Em2h!#+l=Mt~`G3$>blXf?x5LtRB0AI#%j<*woJgTb&=UQ!sY0cQsJeG4^ZvMi zi`Jpx1(4lg4>T7(s8JH)mU(P5^GtFvirvBODtG}FIWkZmm*aj5h z;?D@F;Bos3E96CwgmVX631%HR0mFiy#6W-Rga`}40f9o%xxk}X-NDb&Z|VQOffhtZP^EVv{I_pBHplJZrd4?jm+B|0i!SwBE!NcUoAia!2{ z>e=PH;KM6$y$J*7{W(a{TQ?5z1`fyu_b_k#e9&8rk`Q+y9*#N^XQ)Z`ad7L*W+@G_ z+2i&}R|UwB0Xr&W*V{u#qeLm~FWd`Hf4LurCYh*Yb57eC0a-~2e=pg9XbtB+VIez$ zTz7MZ_5c8t08kGZELgZxE?1m|0#PB>4SV7<8IL`V(tF}{))(XpDpNFtKMt5)@XWkD zvxLY9*tB%jOi7N!C>=-!9mED)a=WFq_G3o!NDhmS6)E@4d&@sFF_z*NJ5DUvJ?MzX zh5|yumFP(Hn4XAkB#9F({LqEq21Gy|NyZH@GQh2%nx83<8VhuXyLU+M=`IhIEB^qQ zKB^jfFTbp1N=L$S$VFD=xso=@R!2sP`q64VV4BtBVPka%*#yIeHA(U}>05PhxAD}x0PEkkkk(=SJLZtcA*~PNaY=mkG;7RZPnz;nU3Z(^I zb=2?o#2Wa-1WW~DPwAS|H&c-t6Oq5xi94}jO$AgvGGIePDwb{;$wU}qeLLathM5#8TiKJijO8Acl#v$0{2((8GS4^jUE5i4ueeLCC=0yOs< z@?agO)jN+;(1mzNb8q~|45}Q{`>hmNKeumK{{Y-OuoQndM+zZI2i$tbPx@I)Qwb7c zqtLyPgd`OkGPBs4{nsOnNHjhLWcFCt`gWQg;QXE6rC3k-VrKRcth8@ z&P6n$s3(T+v!Bs)iZ?PhQ8e$@y-0wNHO!_7bcC-kkFQb-2%%B42Mf%&>TiExKYv6_ zNj)T=kJ$HF8UteYu)th|>wuOt?f#CGdviZzeNzzF)(+k`kiIPvwVVei!aJ1jm}4jX zDd9co6?QK3faCVkTSU!KxxO)VBsfXfLMIUEGInqRkP12gm3$c~0#%fGL5U4U2msO_ z5JEh@FsUclQG9Vl7LGj&ZqL3;#gGJ=r+i&)86PgVUEpAi+8uYsDWFtI39vZkJs)0? zHxi$baC>9Ai6ZDwBotReIi5AuJU1WoFvZ-9p&H8s+2ct^@sgF8i#wiDw@02aT z0Gnicd*#Nr4%kG!@{{;Vgzu}YE0CZndO%=-W%GpO3Sv~HlQg>j0N~|ps(Ea`kjNI2PBj1G1rf~bFXQ6U;OI-H>n za#!Y~)R*0obpHTYhW8IshY-m#9f2?0$dwT^oj{e^@*a(b(^5W9wn7y!B`1Z*_Qexk zr(~bf@)BWiWivEEC8l<0OIO&Om+~QSk2&Bl_nViV~qc1oEi!iHkFm(aOD1rk93vp5p3m%o z{T0a$?C%rymNF;A1N5j5k_+H}0gm*ry1_5fAcWKtvFoikqrlkIn)|+w44d=>xwjPP ze6&B_KULCg#d5bZcx}e1g2Z;3Fbjd~LEkRYL*Mk=r1wO}W2e=83ArbQj9^+-WEw}G ze)!cSxTfg;0Hdr}baJr(@}@yBnUtZqHnZ3E!(d%deGLvl z^TOEKI|dcr^M@>gCX@T7Ft8|$A93=$h*dm60kOxu-z==GO7IIS(&ivSWqS!#KIo$-dJuK4a0`K#&@Elm7rRTm+qqCs>c1gQOth zQwk4Ou%AS!yueE?dBXyAL6LTe-cPD31cd+-#xclgDKKQ4uzG}|m>x6#0ON`u$I#>* zr|p%y z1AyDF>3L3j5N+?NHs?nF0MTGERABp^q#D5#Mx)2>*vS)26Z7g=c0M{&OWrZ?HHSeD z+Yt!RE-1sbCUx`a)T8@JxZ~15z6lS%&I}htO|}wvCY+E#iWrZDPFqhhSyAadHajuZ zPiAxA{giXxl@_kSchTn=ZGrYahWP|Mu=gLf4D(!oo@~EtuTB!r5rHT~?|((o%X_yS zJr{-6jL1@Klc-(x$%jCjf7quh0A|laDdh?q1KM&-Ra{XC9jxa5k;2W3{{ULZGAYFc ztd9&}1+hY_jg!b@ajHj=%;OJ50$VRNBgP1tOpr%VhE$Sa-aj`x{RxL6I^kwOL?I4h z-Ea(%-%r2%{b~j`aX+UBf)<-3<`?q*xIyNRb2V`(5kZ;RzL;QW1f<#nqK-M^5->*h z37#)22FVSEh)WM9BS?r~cnDH;3@*lkp7||HOl0JkEs&B3I*)VCLZ>Q$&?E~k6tln# z2(I{~ZTu*q0DQv@ma-6RRRCjT3L^S0sE4LCm5^5jJ={uHFN+Ta4|K)&LOmKr0nS}x zL*UcD(A*ODe*iEXnQ2Qz?V#rsbC|UNmu>6c8^Z}=Kjs3kia+XTapXr(i_V6=947w& zJFskW6J<*T^zQh>AZJIQj=j#`6`Hbe$%Bq{`m!0))g5eA-R)J^Uuc_}`)Xu+>J z?V1T_EJ!3B-kBJGK*-RKJqv`*u9~?aFp*_DCbv=%?|>BFzigONX&^d@{)mhgz&WwwSqZd(_Wu9|jha=7 zQ}+Rqr4#ow`H1rUYyJ{4&LkNmNj;dt#}CL@{N%6?LLsR5ta5_?0Ck-oPR28onrcn=9^Dr4U2QGcbw{{pPGB>}w1K$=|GLZ+s zOqJSU(d>j6R5;(1^&824F)YRb)X&Rz?Tun&jiJ=O6@QpBwqJOU=N!j~?3@@781iKW z_MCk}-axktyClKE(*;9h5l>*-zB4jI5ECl=WFC_6&60VQ$XovagfV@T*|hOpCBmVP zn=Q`i9|CeAOMr7welYFU$(S?=9x+$WAjnK|Al)1h(bEy)=hHq?d0kjYp!E|mf+M3Wx6!-IoHzrFDx z2oWNzv*El0@jUzbge4$!n7?xm(Qsu1ai+j1sqo^`V+*{L!Dc&f{{W#KVA}rxMOGi+ zyLZMGU@)%83>T4t#f=cl+zZI_@Qx-^&qz}|I@gcc6JaOao38|qU;oe++=P>g#;%7Rs0?^{y)yU(8bUt#zdC_gR#D*+~b55B<%@Ehck;_Kf%B%7DzGU(Gbof zE3z6%?qr^9@KlE62!CIvp@8>igg}w}r2g&&+Px=pxKZt#dapS_;Q4;a7BoSc9+7`V zGq8$y1RrDHC-s<)WgTQ5&*0;1w%(>1{+_CtyvaRwp7A(Y?9?OUc?AiYLHCXNMhieR zuBfxy52l&-UjCdpCJF|U{UFi_$dY~VL;&aj_%PJTu#xgOP_IG**!4xwM=Kgs%nLa@ zFY26+o398^}3g%=!W}GZ%i@2#+dOAAV=9L?Ms}fMn#t83 zTnz!n8?bzXfU!M*{2xipNCHda@2ooHNx6MYsI7qVXYZ5!`2A672hJZcKro%)f%nNd zDyKptZnKwbq64(muslJMU$>k;%_b$8H-0B*2S~v%gyl##!5vr#%abof_A*0M=n;Rp zA&0|=mDB*{-r%J}3_e8tE_0ypP9%u{&Fgs*aAdf!TVp{%96IFaB>j&0K0&#i7~8Fpf{H+$M3WaAbO{et2!DN&O%!z@ zxLQV@am|Jig#S54nWavo75SM9aVEuRIEp$`a1GOttSE3CDs}1StvloFq+T5%={UUnsNX`hZXs zZd5d8k8G3s$GFMV?Y~j_e9kqaJj`8J(td-9l0hp|Q_L;XPWc!O1Rf9E59l}`h(8)=aMwbA^O0o|Ci# zLR%8B%!3f=0{2;dKXW*AKP5kGc&ZKw#Ib>Kjj9!uB(PV6tRYb*s_;k}jRfo@@fmK| zf|+Oo2!~-i#5xhWgqb(kb_e7gi{5s1q9a1#82P|6yp(~_L*&V<(}tpCCzhrrJ>xo1 zgXIiPLKLE)yOHI)^}XQ;jp(#Xiu~cWsDov}F9n%q^xrr%Vu6a|ok-SnA%5;Ph1sLQPep z-P;5p0THnskDO|h0)^!ynS?mlWDq%FkkfwXbWRL4MGEnqjFZ`*{JjazM%Iqkg}$x> zWQ*G0R+9AgB&t3NG^;P;CIp1FLqz;WK3Q1;1YLQomC$k^yU7LXh{J!7XzF0Udhh~CPvziXDFpXo?E;SVFg5zWLOdm zT%0SdAvD@}e`nS`4F%qO9ViFb{&}1wq1;FU- z%UTW#a#1Lei94n~EZEl*kReS5*C_cU{{Z$f z^`D|IWMt@7_rBPGy8-e^`cdf9f5SQd0KdoVqa=YEKr@|au=CH(vW37uu^lH3h+EId zf7X1Er^EAzDO?2etQ6&P%u4C}8Mc^zjhQ}Gzm2}wx-`T9Z>g`bj8y<61a@q5gaGPL zIIq8-Q@F_g0GRPTLlP>!jaMJFmy8nRs#6p8%VGqXaVG(SF=^aua)L->T{~fKdo%~+ zauYXXB|;;;URY4@_?f2$FDNRICs!APVK`cC_C-&+X75xFA%I%gm`|;bn3)30`lMXK$%3Q$P#<8g-+j0r2A=#x^tu^yqa@Z zXPF2G-K^u8`K2UKWZFxdwn+gI7)bM@39wG3jB{yY6LKTEh41I-fr$h_`qACNo& zg5ch-9#^}WE`$F7fq1UM0Fmt?<>3*Lg^NnpEZoPnAk~~HSUbE8o@m^IWwRhflfSj!-q~!iBa$^<0FBrIkcY)o-y`!!LssF zJjwlWm5K#=IUaR`Ac{S|myF(4$HA(%f&&-SDNI?bIG%Vi=%n!kuYG4A#yka9K^hRZ zI_IJFvxys@JnoX6v1vGrYa|;{n5o1kDG`C%D)%VOb-W}Ab%}HxB8SdsLQIg5o219z zEzgt?J-_2Fp_3p$Z{Gy^=Rw_Mj7vmM2*DNr9uc$T&;HAUlg&~M2vhddGQKXaeV)bWu{NuDA34{IyJ6JpAcW{iY8Vm7; zM?^Lq<@ms)=%BkNhaAoyRac;fg1$gxB?OyYM8u{8q4D&gxS(Zros)oC2p5Sg+s}X6 z1#AovBxK)n1fT<;L5HC<8)E9Wal;}G00F=nJ+ggnxQW-58#?4+pb6a(c#zAc8~GE5 zsSWKP#!I3!i3>^z)C?w`9h!40G_)$f2y~@Ktc5*{V0ojm{1cCBdIJDKNOWz5Y_Uj@ zE{>xPhQz9|;P}(mA%k34Pdtut6r(@@gMEwDh@(p~J!&sn_s)vIlSjCFxI;$`9q6aw zoYPO6Sj3LfAZjtI5z;CaLc%o@^blS56a2R+rDy{kDwfaVCLkwyAzi|>gsz(79mtv3 zJ#E88NfHyN?8S*NMmoK1hq`!tx(|ks^6;(E#HQz200#hkWEDXs z6|i_&+6Do7Uf z!x|2`z>%B&7F){^|+$5ja#nd#wUnLmtg^{NzUd|OW*~UNg_QwGkB+04yeel2l13*xED?})H zBt572#?%7&hwdMoP!|#Rq0xJ znGVjhO$yKiSSa^R>*B5Cr@Y>7v-li?!*pP{Uw6V;8hz8b^qOxh^FKfVHfBHr*H ze1z2MxPo3251{pM`X|zUiT&E;(P~(!(`b~3p19ozdJeE}uw^R$0M!86h>p2^r9;F_ zaX}dW0JuyCh9d`*7iGf}gXhYA5Mw}aLQ&b{M!EON@Sn%=jLd`CJ62>{x$lwfH6Q?f z4|5y1PAI%0Tf+WwP4CAV5DD*Aj6b5I|57vKP_;r87!xudN6Wm?@f$FwjKbvQ;w_hUr!l`r`*q(W?j;d@cK zSDgO3{NvJBd_VG-JCZ!%`T+_lxfO+Q?t)K-HX^#Bd-h<4iA={yv%H(Z69*t3S@SLaihPrYwdF{3uo?HGkH7DyYXot1I%8%8X>#Aoeu4zF zyCi?^1PHZelsqupVADWITOIvE5E=udcb}07x!yzsoe$>&1pt#9G)G-WBs#LIZEugE zN`Y%gV11D1G0-TlM_<_l!zWC+TefNBbTBj$6O(^t@nSJ@K@{t&>|uaNB6S=`S(CV! z;~?O0NS}7_bPohzCM=C8g!eM0+MT16k3-Z_hX%Wm?iiK|o+DA^UuIz{vI?oszkF@sbwo$@T-EE=O7o2N@M-#Th-!+px6eXSP~2A!rsS zj=2;E743tdXqIJK@o;01 zsV6+65$}Qd9>D(qIaq-QQpr2Ie;G6&HSBpKqWwpzGJcu$k68W6BBTS+NHd7ldZ_%9 zi&x@G9)di}w~UqZ9fh~FOYM{EP=Jjl1fP}wl7(tvh9+su2+m z;TytRP~DavYy$nbT}!~^oTs1}1T#xB@T@pMK$>oe&_0lk1K=;`KfjOgvuqzGK(6Sv zFqi;)SGIp0!T0>($ZG0RJHD9_6=sLFhZ{_Sjejg>d&_wznkqqarzF?I_PmmwsgyL1 z{js7zo3;G1JR7K9S%_IkJ-73Tvd$%KBE=aoexaV#nvZ-fma>vQEu4P&i|+pbgN0!$ zC0er=?AAB@D}CIE6U+=4hGj`49&(!ehOC-zM7A2sBQZf%a^O<<@R0ao@T5dFddU&@ z&LN2lFPq6B9I+n^Vp$F5QKTjh#m)u?}1gldpU~35wB)A9nj-6qzY6!;tYX z@fc2-@#@EO_ZRV#{rLX?GMKHWv4`zxlbT_2-0VNMg(S;Hob*3;zc7O@fU({y3<1Ds zI#2VD)|gB%=;cO8okRZs68nZZbjBxVJ_+=F1JZHyKgY+Tr9IzW%};--2Bxheppty& zd=M%upZc;DYIM|zc7)Ccp@%@mRVCS({(p>|f7AFdAnFiXi4dR9jDa430Ubku)G|vn z{@{_)FJf~;TP|3au`Xje+>coQ0GFW_fa`*A#vAzFTbd#C(VF=~_+uw&yA7=qUx z3hTxgPyjq*jz^*C7?>ZgAL66cVN@qh@Nu8l-2VVla0JMgA_rxE^CXv?y6v}vI6C_Y zC+$x|migFWeqkdNlmSI-XW2c;-T@sXvgMM#A44$UasyFmxmw8TV(WAl-}cvxS#*Ts zFxk4cv*mt>kk0yg&@Q*n))8l7%Ld>juDZb@GN}{xy|nu08;D}pmV?UCi#>Htx7|Dc z0L&lVAe(pF>W}mZOodMl@7iR4elS1OIkhC`}4c zFzQJiFTnZ+Nh4^P{`+NWU?(XZYbMutl(f+fPw4C7}Y&t9O&=&~pc1U>z#n3}MOvPj)12TfzV-L;!ik z%ydASVa1m){p9!8!|LYMFc%K`f;!XaaURp`bzX)S@j%mNU6xRPIVPJ}41cCjK65J<~y?Lh37OXT}u@G8PXwK2?O3K8n(5~LPz<&e@IUXsj7A}P_i6o$01 zS#sM;sW~^z<}wrrF~SHijx|x+In&Zkz|9KzWB@b}dwM^hEP$Aj%Cwzp(~+RdEikPO zG;C||yhhxdFS9?pCiH$5zj*t4Kr28>_A;ytOeAkCPSevmW9`lrkCAHq<@@LV0AOTd zYiOW^f&&W+$^fTSk%caKdQRgtSsXgke0IM#ergv~Xjl z@`5~yX`3Aju*Adz`4|>XO##GWUpmI1liVin1Cm%$Ear&>u2k7IVfp_6tg?|kN2;=~ zq|TlWArHffJu+m#6TY*7`>|MNfo5DxS@+9~&p_C`x?Tw~giHBg`d>i$BlLFm!|eY6 z@6>$$wfi~A{Q^j@K+_q4HXOk*E<_Cg?j-$sa5SZ`7$=xgLCDbxso@B{z)imS$>IJz zXA}KSP1iDp{mfX)Fgi~YH?1Y-D|#J_C2n9QTjK^Za!>34s1Z5^XZKy}1(zU1(?I_K z%oWsT3xsPi2X`fXVj2|#p3d24G8mv}hmn^Zg;4QjIeE~BB_2z9G*!D~9=uim; zjU-#{Hyv>li)&+K%slzkZ!Lw%@E9k|j`*qE81kJx@?aoJ9f;rj%0Zr})Bx<%#n!x; zpUIHKOS`c@#!%%2*J<7|6Nsr;8-;%6br$=*ho#OH;!aWg3a1#w87L%k9|eYG7Hwmb zeFrWgAu-6A@3_9`#jIo;P>}`)bn;wb9AG9+sewK4C=F?K&|TTt_QKXlL&y`8-b%(U zDda&3s_Nu5i8iAtNU5d3(1TpZj+y@e(X4R=Ye|l8msk+!Gl7BjBOnP17lvb!YbGfo zz+gOUCLF219+4ED*xh?@Z#|w+MfFo%KXEyzJdph5X@bBmIH`Ww76}2GfSyX2=K;vS zCtRVzAPss?>#QGD%hqE06gdUYUwr0UW2*<$i3AaqxyZFQ#{RXQYbrs|lKbS0Cjx|g zhX|YcBOEc*NY^t1=eAFAnk_@@0sjDp>Bka-%M!SiPB@-;y5a~qm{^=dC9AO}Y>lxJ z=y$=yq>>I*&~o746o=!oa(xnW$H2q_@E-pFRUNb&dSvXX^+$#7DcIK z?Z-0SZCXOmycnoLI0s;0QdP$N@B~drW%O7jO2p#Nn-`c*;}8a-q(IbYN6&2k0N^%$ zSVbgDs6u==?Jvwbmodfw0s?@@fE1vJ(zt}}6gVe#1{k)#>m?!}Bf*0Wx8A+yoCBx_ z0h1&cSBA_Q6k*_+-wXE0$g|5rY_f_=vbizX9Oa17V4;+207Vqd-MZgn6!Q@_lns_* zfoi||UIl|dS|TE@1)L1#>mprU9mm@)oJeFT(^CqmBm#7aLVRWN3mb{VbeO`UOHw3* z)b=9y2>x-!6emb8Tz%O{%3H+=Qw&t&5rlY&*N!{n_Y?$Em?Hp2w;d;pb5mI-tzUf4 ztpJFOkd&tHdi|hawjSn96S_nG;QRa>>m*j2cN4)KI^%C`AH!dKzB1w+2kfI95{V6x z^ZAEtpCJgbib9p>J)DZZO+g37+)O;_e?83Nw}SpNNIoyoI5~WDUgy;~Cl*GF7bQz6 z5fTh2p99fsRTFWw7|YEo*5AZ^7Jq;0Fno{G_861e$iFd>C?vG7NbaS1$k7fbG3(t+ zp3A3e_+TK{vPv{X>rNi?oUIaMd_cL?dn!9h3CJ-7kO_wm&~KcbjPxL65TFIaS*31mx-tJ-sD{{XLC>k67? zy|YZ-<_n~KOt7T_x53^kh?7lL7ng|1{N;Ed5TPtsTxRpJi3EdBY&b?E(5m-yCTmML z09!WkQ;rFx5@|gS%$ayd3~M35+VTGW`8odp$!-C0GGuR_>oOLz21Ovt2QoyEVv;0V zv@A!%0~{4r*q%&{-WLQTh=`hR9{l3MN)ht_nfS)u9`c9rzigA}r(r*U&tuQq4W%!! zr(?b2OHX#x_B!^*2m#;$ZbBL*E}YZ+P6!p10MzptYNa3nIH!MF9a2an7Dw2w7sr7U zRG5jyUQZP=$#nV9vm@qmvYi5AVGsquDVe~Xv75`#`?EpJj__Z0Fk7(rQy|ioNttSS z%H5+Rw+n0=$+?8o%l_%@IJOBXtS5xe5QZ*j+9`9=I`+x^0Wu=h&G6(ZtxHFTd?l01 zKH&BH7>!FxDr8ZMIQPTT(7D&8Bh(N2++z|*iLy7m=Zr;(@;?|$U$R6QIdogkI(Ca9 zERt0vVrdLA1G=WC=@A@*F5A;nes1Vtx za!6ESkd(bsG*J;cL%=uo$!+<3Gobm%0;iWxR|o;MBwomVVsmP(D94f$upF)AQmFX{ z!sn(h29d%+l>kHkU-c9xhjNkwK&Aog+z*dS&gm%g7FCIL~_ z7~k}q1k^wn@%<*qoB51Y#D;`J{IH3e0@}tD?MVCJkBnhi34roB_kOfLxbN0c1fI%) z1bHpTht3yeRZ=#_iRJ?ocmc3GQW5!mvM2##A;h`ymGFQV1yZrN$%>+33kjZKjxu9o zcQJVE(b3KuliWo3I9k>1NfYiLV+ZO)U?D6=hXW9xeZa%E+%kV}HXpfntsds{RG5^8 zXp>}520#HoKy(a-RyNZiR#o!lozv(|W;i|R;~@YSN3Rn-&$cI_@qlO#1bVoD5((tf zt01ko&4&mPw#!?c*R1Qq{>BQK6S)h;lDALihZD2zcZV3hXv}Hc!JV*O7g%k^k2Yq$ zTHDZ`m}p0Mc@_q|V>ocU7J(Wz#yJBiCui~Rn>6*K^M~pV3OZ#I;lgj`;N-hnVtWtvW8Fj3Fzhz;b=Z4&|B)hF}S6oVsdmeZ_@wI+_D}XgXy4 zQuxw+n#AaZ_h9}HjAZPFdL~Dd^m*wb_Y*7BfKDtv)B}dR z;e|bh&5uG=>ll2oMO2RRFO1eFWsHV_;Ty!Zb3&z9{DIL9=nq%`1&K2pxeY{Bq(h*AooLt zAcLXmtS}ik;D52WLI@yUjVHz{+0hs=M&duS?>JG2tH|FrUq>oH9kbNmOcg_|SE*#E z-c^9WuuP4@hy2461U96d0%hy05+spxLr{)-#%YCO&n?N(+ZKu3W}A%?<~}j-10s#Z zL_av;;DmCMp`#(EGen(0#UogeM=4GWR7Wt#eqr~<$-?(KZMlM{d1^({PHrZp2z7x3 z%rb4D7T1vz*c=*%R;#WtP#pyO@yH>7fiS%?tnrADe231)i^2q>HcAjoEEnybS!j4C zU)PLCgfTPjp!>ORE?^I9PFg@pLPQ_VNCS2a8r()oNJ$xq>?hgC0?@%Qe#RpOo!^8x z!69H7owcIout6Y@wueXIIN5NN#6B114(>z?q6TGm@SF=Y=FgQlyeZ21Ao6eHB8r5O ze#|%|5qiiW$By||vF`A^M~v>B5Qp7<@q_zkO4NsV#Q-rcAlH${>9pX#X3va{ssaB1 z(;tCjW7##3h_xoW>w!ABi60|`Py?Vr`*VDm3rl{)d51i}3evAg`!as1^;~5wPBY%m zoDmha%%JiA0JsjIRwJ?J92A5R*phr;rU^vCCOXDB4@MnTR?+ss000dE5#uLFWixy@ zzhWP>-|>kLUW+=9{K{VW+V8}l^MTh2_DART^mHXH?tjJvO$zv6{9y=D=zdrc;lQB@ z`-DFs?dcbAJX3#+(k27l8~BfN*~T^@6)=8CD*;`?a0c@Ino&VXrV;)y(SZO!9lnbo zAx^od;nOwqSj=_cdbz^5e~gTO*9R+JaEJiq{{XfGDjix`Dz%sa)v|B40#i3AJ`his z!*v`Azm&%rQd5x4JrRKRa~P0$e%bueA1<>* zME(IRjD$Jh^O`#fyP&bA+QJP@u*J^3CpcJ5@d?-nBeRtm>;#j2y6=!AgSbTON81|) zp5*V6(wmiD=<-x#WjL$a1ZO=k8cF~hketND^N^t@dmoIF6x^BonP#%bLrmg#cI$p{ zbyI;@^eF6qZ&YEyrk~ET>A$QoQzClhGP0~6&NzlH zk(zq7So&MZ{O>)tOf}Okr1c2=WGjjlk9i+=bH-&RIwfKyk(qWDxWyvM+hwXaO z>Y~DpA;Z#S<)wp2#FEQT2{?YbV}sZA9FhW7CKVmIW;+=1GL_W=4!}l6G8vSig?96- zjNGDmg5_SS*15)Wfek=pQD^+gESW#R@Ol@1&^StkAk{(B!=@aSmXEh%SC0`BzO-ZJ ze{OE*D?>%v_R0IOvrA66?Kofv1P4IZtmcmxE)GYb{;Fgbh$Z5U=TlP%9_jlIT^0MYb#_rcKb(Qp z=pR4)#>cEcli7bbBnPRt-ytEw1};4BBp{Ml<@MkbP#BBn_s^l4ZSem9nSQq_5a1W$ z3FG7gi4Ta4b;Z={pfz4MkskbQ&r=a6mk7!1Tk(P&OcKTW#t)W;@cF761Khn0BiuJ0ISd~#4ms_nUOjR>O&0!krF*$ zKww$n#9{ubIU-^U{7Wrup%U*;08Pd#{!`o;>46;r&O^%%kZg5`oTOeN7dEG3B|L^G)L4?vqk&K`p&4@v(30J#)k zE3O{q8EU!K83Lr^N8{*yE&22qdKdjY59Wzq5syHB?!cA%W%bg9DZmpk+Y#PhVdDrB zXaIbE?acuNkkqFa`Z5Vg1p%>+e^XCFj;a@x{Ni^we&KMK`+I)ijIHzGlF&}tN6M!F ziVTt-?j%BL9rx~e%11`e{>RoIMB?CG2QUr9Ql!Ws!y%(BLn_Zq3-B&aqx!BbH2Xl8 zYr!#|LnJ>V?85;vZY`L4lp|OM16NR5c}b4=l1QVV#p;|$cuaER(PplhFInfeqJfRe z`rZJXkpWJ@+f%$mCC8{u^xq4C=mt7KOgM@6j<{-fH>+)@*!m|RtQgt&-Z2HvqfhQn zRB$hD^>KeVoN;x5k^Y!UASGUy!nYv$On-apGy&-U04RCE z8i^&*7W&QsKpsC#6ADs*@13BKISyHOSsSB2I)osqJH zJ*W2oz#Yl_<@W|b$=`}Sted@R{(!KpmPRxdv?jimI-!{jf+hQNxP9>R{@k+i}OAo}L?eQ4b zM2;EWF9_Br*!f^7bS+Nfvn8XQ7~HW$dQ*Kkh4u_DI#)?|&>w88PWtPFV45}$J6`j7bo5fhnqTO-T|EKl0X3?nu33-`fu^`lb7Q@X?1b%h>n*5cG^4 zr-amZJM?luopjHMv%UG8jqD57Zi(+by$%N_^dkcfhz#04G9w7%E6Pd=+<(?|Zd5=j zgFq$5c9TBqk_gz+JdI^i3l31S!fDS;*m0DW<1VsLbsggsR;2by4`7U{(Ag#$d7NMd z64`o@t%SSd)R{qG)61oo?;K}Vhyt4H8^wwc1;HZTQzf`4AQ4AT+|EuoHEeDM>DnPA zeY2^ox|l`x`e)E{k74>q{{TtUu7hi#{rKKYH=pHm)2W5v2a)UD`m0P12Lt~A3Ao61 zL1tk|$`Egv^oV*wVnrf2o%YG0?-Vx4+D_bYl0)0``Ux>E;{;gB279rwAPSQr+JbvO zU;bzjen;O4l1<%&KOa+rY((l=>0zfSyO;(TK`1_0FAaqCK>0ma3A86slhjL4^2QZ_ zbrC+T-qYAL3DHJ0_qUJOq(cjmpz=k5+h;%0K;!=tbIg{iB!qL zIX;AAoTQpHY97$)>oi5x6TzXMoIhyBmVYydB4?FhG-}K+C83|wOiZLDX2iRX%M*y+ zf(SqMjh1tP{#nx3PeJmywh_5`9?7!!7y1dQbGEu9ZTQ zOi|OTlRX0(J5*7*oPYp;py~S2JWP!0fAYo??k!G#O2K9cQ$TZp8-K{6q8pE9S}C>? zk-(F#LI*%SKd1NS0Z1^p}x5oEQavGZ&Rc+N4IqGx%WR z))nFsUbAOUMy*9{uDveTeKJAJN<4p&#L8xIG>Frw$yd6g&n18Quz%cGVd=}-+Z|5$ z*(NHd0G9{9zAyd{6VsgeyWucplL6#!h13P{gTT{%ANUxUcp+(W4Ls(?AS7|OIe_9iB>ipR}Cb{T7p%$O+6H2PLvt>#h$)^q*7ead~ye zJbYopiqFdu`Eij;i$ML6LfL)UnKHbC_Q{{TPk zAAa~a$tv>jI;%mD{YkK9B{q|GYH;z>LfBI7R1IRfos!9A%7n4an~b#6Cj!gK_hJ?r z^iaVqob;TL1D?6HEF)*#$tjtOq{r+_>7A+#Z4-64!%mX}9LZ~#_uO9aUK4r? z1K>;KRO1JPaxLy!tHcl@H=q9iPi9Usc^Ev)^K{F?j!rwkX1fL}Hkfj#j1hn`j4~Il zZ)a>=uGxm(%9v%_A_HyPQB4)veIINW@_n#L`7_IdZ>afCym8b4Qe|o*k;2f7@nm*% z5ihnp)u40;Ph@e!v|nUC!HOn1NW=&b&HC7=He7(J5f7)MdytcQe!ulJmCpMcNUJA;*$;4SFvYzpG9TZ2S#7a8EParv$)9(%k9$zUZxbVOf4ZX zzA_xFnwWxlTCvnXj$wU)@rwASviSXuHsz@-Bz=?@4dB3?p{a}YsjRsc0i(p{vx?kH z>)G^_;$oJlOlv@qISViXb|FW0Ye}pMSh?iwjS-FFg8OeAJC6SOp?3X z_*`T=ziMakVA!c=30T`@qj>4vrS-`qAjJ@Q@16_V(+^70rt~?MZ>OA*X`x%R^^Vw< zi>vtqlCTC@x2od|XeFv9xf8A6By*t_tqeoPvPl(FkC$wv;@%AogDv#U->h>O`J8Ra ztFp`QlvBRb13m}e9nY|-;-`0B`8o7q-P_@grg)YXMe@X9og`g^WO!8_RN=8h#v}3| z0TKP$&cI8een9<$hthT5S9wyt*#lX4g{arJ*BL*enFvGV6T-+F#=MT&_?8IgEf#=n zT4=53IU>hd;}3b)2hx8{^$%J7WArBi5*koK;{O1@8^`;l_D;-SV~YYzkuRwFn4d_; zIr+i#&-yHGpxb`|y2-N~?nh(9exdsy9Y+&aKqsP;eKpc@;KOG57uH1G3U&$Xta-`u z5EOywBnTglEq=H!VRk~QyuiYzGX(~_BlhSEZIGXDUI=q#tf8-h@A)j0CQ^CdTnd9{V?;Q1Lq`9pZSr#oP#UH)_M~8`Sei4+HCwV%<5L*4A!s&0O(=OfRNt5Z;-%s)(;G~ zgsHKCv{pjimDeXT=???Y8c7|FaT4_Z0H@<3ZJJI#av?+)()XwHlT@gaFHg9$<0r(O zUIfftciu)DLEsO^rkRH2G6{kcjh?4Euk3(#R5SZ)Gxl@n<$)tg6Hv25$Kw4L^i$KE zo)RPMNCLDewyJQvOHhW3{{W(}u^^H|IQC8-MEyzonaROBfS~h!PhLvpC7eMhuW6J&5iKJc04`*0B&q( z?Jk)vu)yz^l-FDyNY&Xy_5T38veC4dHVQ@ic*s#&0UT^^+XMnOK>fFai}g?JlZF|1 zvfNXvE;kuB0YL`tI9S*mv=Qb8F_Hw17OTRrC6z!J<78J%Hsl47vye5KNI3rhxgSJi z`Z+lmaKmSZ6NjMx0Hf-I*TRRiI0k5&?tee%{omNhF+HP4e>k@DNu5f2?*sLx>O_RL za%eDmRDuJkO`ESme?fkU^pDbvsPY8ovd+iy#zwL#!O^ik_}U#x1bnZ)b8HEmH+QF8 z?$vW8Of)jxI#3n9xO_jh1+f#i()u2$!O8R|A4GK|^pbFN&CTI-(rv?2js>5HUq1td zEC3CuMAvTkn=T9ok;t;?29t>kGm?=9fuisO6BdE^J&cVCRLLYWBfa9tl}1~nLhPY>~tgZ`3=hHq6Ox7dqg0YpSZHAEWi{*3{255m(PO~tJ~<{cZy z4%d1%UyK9e#6$LTku-9xWEn9t6A3I#OnZ00LV`L?M7peUezC;#9G{>csvO=w{6%7? zu0i}^uAxM|oB$3kRGzcEm#3plyF_4zvZiq!!)4w8GN@^iTRLjD(C~N~gJkKurNWC;HQ|RZb=egI}CegigAW z!r;6JK8N%}_S5x7PptmQ{V4iV>JF=nC(w*?eP8rP5D6e@(s|_W7}V=7iRZZs@ss|p z_z;!@6Q-z$KEsIGT(17p@sU7KXfiTAX9xA?^qh~PGBQ15>VHCiMfE>SvayEVg4c)C zhB!TE(SOkE*9fbUEnPSjfTQ zC~_E)>67U#UH?i(H)`yqr?Qgpf)_C~cpE>ZE;)UDB8&O0p$N(sD|r zvSle1tyHIo_Dxz&X*s{^nXz?Fo$v4a$M2utdEKw)bv@U8UGHnXuY1NhhwPq_$DVdy zJyznTv84UI^MUZtDaXDsH941h3{yT@Xb^S(JKObWNrl(97jL$=T>V@%zSfix;_xXj zKcV$Y+}BJiOFNC#F0uQ=66w*rgsH+qou7Rg$If3{8=pt;j?Fl>`C;|*y_%N3JVMf!{oU%)SUpF^SR#THPP;?ub z^F95>5hdd_k*QWg9!URXUM7`(DAdS|+&F#z3AXa}1+_=)o{oKYeWLb5`0HJtoSL%A zY}jcUmpSvlEL;1rR#U!ZXyn_p#>D!h`K!y;!!HW?OIoTl@a>KpN+s!=^Ydbp^kTb{m(!%`9PDJ{P*qz-=riR{7b~>#`xdg0U0T9rk5JpyBG#5u0u5 zY(8FnLNflEFlEKL76k!KbNz#FRp~Z6HQKjsntfuv_Wdh{C96HQxE`&rO}S;!tQmu~lc5T-W)2%#!onGI+9)cCA+G{0jI(Y)6uCo4sY8cka8kzKnco!FsA*+os8* zbKmXJv^lmP&sg?AcjQe@sWARY$qZ&Lkt7}a=fo#j$B(;}5#uX#XUvVy{dUB6xViuL zNkQ308pP0ZPA`tv)m*cW>o~mjWAsX2HMLz6-bX(S)j6Aim7wVwG8M13WN7R-Qu^{< zV9*3#{uhgd?Zs9%o}CSgd(Zi ztYN3G)>w?1*QxF^J2GU|vy@>IIEr_^EDl?-d_(I|rB9V18~4JW>z;bEL+{!qL61Ua zxcU29>zC3MqB=&{WK}zy2`<~aY^|G(%+7K$12`Wv8X-0`N+BCDf^pO zZn)j_O)7R<_T-^?f8Rk0QZz(IQt&;RDdMqywTK_Lgg?IiO6&hGeC+?@Ku7_D#r$hQLGtmR)t7-pT;L-CjU^_2Ci5%noI%3yuUT>QD`%J-B;=95 z+WiF|6R`*3^Dy+oD@!!k`ma3vHJ{*N61xPiH@)*pd%)kgq_V8Z-f>%%)ko?Djl!DJ3788fl#1b&be+qzg4g%9c z8mRva0RY(~;vpgX-+@zTLI%~IZ4!zyh(D;xlr8as{NN-Zq5GZ$B1H&eGFWs(Woa-1&;l9~urVko#m5Kj z_S4)!Q80e=mcycRNhVH0Vwto-{s2_};vf+l6NpnmAHc*01o|Z*$@q`>k}Wn1(O8H} z5^RJ92?GKjO2)xNTvCK10iqoEM~Zsml4wEp{vAFS6ZMrt$RVjo+h+m|WShzlp9el; zP-v>w;?+;|sSHXKC4iX!m>x8!POt6{j)~DA5CQD=2?z&yBEc7m#rkbAe|QzcqCN-y zoklJx0B2CIbrFO{l@$ZDURW+k3;_1^!vKd;lvotP2?cfWR=2L%WX+$RQG91^yA-Ijn1SV6sZ{{b!;iCj!54w*7U z8{`JUC{FL9XgZs+BFPWL(&xz_l>vFNA{9He=rlw?fLw4M2$lqMkgJ#oA*R^eK&=_Q zVto$$`xQK40W876;9?@!BmslE54^v7!6?*)j}UCp88Gf7IGDtZfA#8sm0lZy$VgtfSTBFjxsY)B!x!Scx`bHeAA?aWOiH%I z^k73`K2>52^4YtK!z)YFhuP1Ulx%=6wk63-zbF5|7wX*4X^{lHLTCu4J%-@= z>*e>Ni49>tL8i2NJ5xycLw)F_^Dr>MN0@+vz<&^s#18lZh=@%&fFz|9tBYaDUxACn z2;xghECap)Ae?2&7D)g?FBB<+a&X}ZClS&6k+}$vDHU-NC@cRo4IW|?AC5Vf1zDnK zIA2^u(OmJCm^sibG_j1BDb5VMB0~I1>Hcbg1N}bq$^4(SC`oF3Nt`6O7~o5c_GPu# zA_ethX#WrZ#oi@3Ae1wZ9Oy49IRp-!OckhCt1m|Cb0ZfDDlRLer5~i1CJ6~=z%)3@dq3PQoHM@M#C` z4qyU4VsepK23!RMmJnjWVdi6e4&rmMe}3=)83+Loz!~_E!=rQw9tpRJxY;NKXbCtV zbZA;0MsNpUsVxWxkf9q9)hYxVqnP3)#DO3Q9wMkpkpj5*r~r|WhTtlcnSEkX{+Q=d`@N@hSn2rl6WFsYKkXAh_$oNF2hVz4Cb(JL>}qDj;- z36qaYUVr`MkkArLr~(2NxB*#w@h3?UmC|2pNo@V!JgG`?AEF6)t?S0xRO00-qzn!TP;*6DDH8B{nDe(x>=lMrwK;Ug}@%ZICTkPICx4tnjQ$zC5A zV2Bcc;Rfjv;C(pmssw*HNkXuLvlgpyhC>eIqTM!94~>0KtJNii9}g!@QM% zb1}$?5RpRg91wUUs7Mz01~OogdKHJj6z7eOFv>Bp8@(Vr784hj7^XDfAVlv2p$PB_ za2S{fO3=rrvH|!E04E8`C`remMii3@M?#37y(*MsFJH(NJJ1(kKYxILZ1f2OA%Pvl zL4=q&m=D4B3y58XaIk(36+R9elAy!}@!^$AC0__nYKvL`C4><00f+my1`#CDCl9ex zlVRXhOhXrmIS?$Li~4t|go`sjNS!KEzX0XWpv(wyC^|+Z8GeW%RuoH$FL7#&un2~@ ze>_x*J&7m*z@fTJ)b9^e7Ds?U@Q`?JK&>h30yy{_jKE1I2SZ{l z$|&Uql|vy71TYZ;@nJCXNJyO!`V%MNm5|6#wqO_1Lc*~ncodG1Vp2635vafxm2fsj0Fw<# zrji3p@j^r&0d5P}RDg7xgrC^Jc@ZB6#D_3(5GJ7(;4_3H1fvX=2uBcdA5K5fk4zC1 zI9QaJ;Pw&V4;)N5O$_iE6N&jk1i~brGQ<+mFzN|OgC_{UlVZXXV}f0Zpq5zpr*^?% z2_NJ0NP-e3MO-8%`uyQy5)i8T9H<@0Kw3yhnuIR|CT#s=^*Y=uCK2Ew3TI&Tc}0Q1 zjYBeNB!aww8@=+Bun-@tBIXPrh`0I$;M29ZrN!!`q&I}(#L~H#04EWb1S(Caw{ z!t}v_KaGeBDT17Uhb-tlCNzmeg~LKP)QAPPpl9e*0>v(IDOgw_Mx}^Lisdl@7r_Tz zf`=r#eT@Nyzyvf(o=#&ip=~7KJPbHMQ}}~8y(WMIM;rP9zDY4C0U?|VE(QpKUSSe+ zMTm-5z`&q$=!op^3JD+_0SQ4pxl~YeoPwejhsDRKdjyyQV1fx8YKrwcLnW=hu@Ota zMpSwck|6Yo4aSEO0}g0Wi)3=a77||;)GHMW^m*Sd9|$&OS|TsxU_TJzngT}>xQGF} zBpgOb4k=0SQ=CbmIEPdTAiZoP2Ehm%qJtZ-7hKHjHzXz?c9XAu_!Ttv*7a;pUq-2Fg}eG zvXPLB2pSw}Qi!vdTnrW%5}{r`K|=x#n7}AZT%2kNPX7}mducJjMj`-VU~nseONfTS zSO#wi4hGE(ndjrAh=b8_60%1yAPJa=!2%DV8AN^l0|89x35$aWiXb6yA(Rh5Bz$<{ zh@yeRCJAtx3-bp94jsCP4Ms6)(GY9_lYoptCfOL+6|o0_u*JyuAP!*uYcU~>gP0I9 zj0h@lu|E(LT=YyT5DbnpxY~~(pxhgHg*&}}3kZmspoAgzfrAO{+A9N!T#TYQ2r*!h zRHsq${R{E&J{q)e0Hl)KD*!}4RKM7OE{KVpfzZHz9wx$}`aifgpbiN{5G)D(0N~=l zp^klqe!%Q!Qgt8XDk)<82+m_s6A~7V=nU$+gOJTaIKWazL!6Vr>i?vF1pntQ1xVV?7-_k=-z%1HyC762t5xbz-{<=z$JxT zu`UCn@cTjlhx$^;0A zU&V!nA=wKB0{>hC2_%`gc!cs0nBc=OgxbNx6K94gR)qG3gA6A4I0S+ya7t2qc>j$| zaVUY_1s4s@0#^y(K+EAkAQ-c-3pCX;aE`bn;z7@l1eY39&^FLl#DIq&_QN6uzy4DU zCY#t6k0f~T&7CF05fkPr7X!O=E+)cz=fDpjg8;$wfH^J#t$|luyd};mlLuSW3FT84 z7RJO80mq6eJ>|Rrh`~7hv;?8=l?t6q1l~s~YqnaE7hfW|kFjXKG@HvDe;E3^{8)2~kUjz|x#ag|UqEv`}SP21>ypKb0 zSkMdzr<{lOU@|Z|xXngzGx8DT1Jsv~lXNg4RuKRiIMDYh;*xY|ROntPj%>k8S3KolSnzfyo~jL9Go8-rT_j6#nAljz^2 zu0;gklq3(_fINdmgaDJrVj`9h!s!BtEU^#r^NF7rq1&vI<3kKEXr`L}!rwjR(ysqzXz68E6Ay5EPgea-kFc3tti%g5$$OA{vPh zoK5O@_PWHSK2$R~6bLi}69VBJ%I2=H5j|OGM_*^(X)XaesCq!_HsbHx<{&T^} z>g^V8pC?qhFbGFL!}x3{HH|l+3>+0UXTH zkdOxXVTs@@un{HP*Q+8Pq9*5m;Nw(uy#hF7o}&9X1P@Bd62RTW0}~{I%8CUjc^o38 zCI$iYuNH@jx_417VPcvjdYOoTqyY#_0~(YVLmY_!3&iM9DXPj8{fk8j3#ps{fe48h zRa3H;=0f1qk%3E)35MV-L)tkMlh43FMu@XSzXGRpAx26Vv_P1kfiQwOBPM{R2BUz3 z33wQEDbQ5TDL}A@5gdfr18MxH6)vJUT#N~G2@HW27mhjjhD6kPp%x%OTIg&Nk|4sV zhLn_s047fPL+4=<$$vd5a3NqqO5w;eSRw{>K&TnQzz6{6u$TzC4ueqxP*l5u320rM z0u)dOfyx!oKU*YSi~#;1HU?)$1bzZ6=prPfRKQz|;8ID0v(FcUK=V*0aH{_WFpVK^ zz{h`rFP6t(iyDInfdhbyxQNNam>>^}0aqTP<_{On8aN3Kz(+N>Vh~gTLLj(M5o-6} z&I@}jVo)qX3@+e-+v38}Fak2bL(n`T1_rQDS%QHf7>rzqloUY5a7@SrD?dS|Yz=DN zf19Q_T#~>^Cg4K{a*&8Y3IH5Y=711FC*TPE3LNqP2tQv4vI<+!br3ioDh?nxbSWvM zVGsyl(%Dp)O!lu3KxHj;B@rK|45)8U;p6)fuM*Ov<(vn=P@AV zppp+35tn2_IXG}mNrL;Uw6nxV^%v$Cq_D5(LdkgtKrqB%!SIA`2NMJgVJ@WW7YJhC zei94LLeL}( z)R7LEhoJ}H;@c1oRIeM9{Ev(Cv*bX+srHaaQd#8#0+bKOs3ycQL}MWu#>WxCMs%3W z|G*sdD&UBV0u9!W1{WLybo)3!a4{-I1`wo>OO0Hp2mv2}85lGq6ZpJAYXFL3(qVej zB)fX{M4pSpilm4O0we*+f%*a_g9QZSN64XC=m+q@hIr7f(0Je*OjHaag;N8< zLcC8!?1=#C2wHG<*en94CIe)f4;kYisK^hQ=~o=Eg2B;-#L{tztB?W8#IF`~I6+kw zMg3iaRF!Bn@NdvR6>ac;tubg)G}=_=`M;5Z_J2vy2TP4+0v4T4lai8>rcwVOnv#w= z;&?Cv!br17c1n)B|B=eB=JvOtLa_}HmUYawVYNZore@pL_8dESchhY@6KJkY|Owxo};qpLibzwjMFdhAap&N{61XLU7~GGxD>byX;%%4h(=c{i3pg$@FG=62AN4x4+95+Dql+ zjpSqQ`*sBwO`oZbVIz~3NshjUR@%ahnMDkv#w~@qjk5zcZr^aY$uDC&y;w7d-sCK$ z(3;NI`72H%I)GiJa`wXW(42FPNBB~Ig!`>OrS*)No$sJ1O;1XTnyIE=z(pmK&9nUP z$}M%))tC0qE|S0G6uBapr83*RZkWwX&P;c$ao^XPYhAk7A~WlAsK}3$S~VqB=0j~p z#H2f>ckZ_zCzhrmTw-QNd@V?$wL;U~4NbHKnmH z+v>_yX6PC^FZ9g4_w3Z@xR8tO8arC|Z&`66Xjs54=f9ES$T?4K>g=Otwpg1O7`Fxe zrkbR6@}k}h7q4ZyojcXbx$Fa#C!N?fC+hzC672tS`II>$Hkt_NWnR+0YUo4N%d@l$ z@5ncCL;gl?qp}0Eo62W~E9P}++54&Ny4IQ)M1Lan*EXlO#V023NOjS>_W7~qQWwqW zsox$wJg+ytewQlW#9`zjt>dakOZ?-_2=^Gv`0TU(jyoJI_k^p2T6xt9s+YaWvXzSJ zDwUI_d7GVY=7|<N2@0^0^LoLES8h7NqWsY+g=koa0VN&+vX3n@a(KZ=Dw;tye3*YhSS_~g{hO8pD~dhY`L`#%TB9}$EG}aD$PWRx>@R9vYY%?PGZUV z**JVQA9wrqnTcD||99Eu>ym4!0Tn~;g{&BwqP;H4npR%eyx6PF+(7BM*|+n#AH&B6 zT#Pyee*3XRpWr=)jp?9OK0dwbK_KF^7t zL_9xZ@;LwCob%cb9*4R_&yfoM6wug1u)R2rHHN{h)z@#lO)WOf$NWAtL|lHy9mcG0 zncI3W9mzev5smqsZjXh_m5C~3pAzayERlK3@K~cGxr|HI%O@=yTf8nMv9t32kdK|a zr|EOX)E@B)IKR=!(|np?mWq4eDO=64Eqj~iy9ON|ldw1AX4^16Q%Qz@H}C1q_TYRo zcPsnx?wg|hY5Kd!s5sPh$Rgob)v4%>dX}wH?B*d6W}%<(S#8zVTU)+{rg{0uAE-!7 z*PS{uDR-;>U-!?fpN~77?h1b8Zm?~~rmmq#C1#k0-G_rc3r*fd^Q(*mfePM3X}kBv zk9=xAL6DdxeL;jypJ42x=c&4S#vhu=Umf9$wpSda;wv=TdIvT+xy-%jTRPoW zb-9CvO7}*t#cao@jr*Uxz*hM#7p`)ubDXAdHjR@Lmt4}CVzp~TSz^<@!(nGbrGHoF zv2FIHYMeVWE<%5g0DjX;tv&zUmSZNS$7pMmwm2s_tBBHfBxUSujtH8(+dO94xXgeX z0YcR^LH>8>o!0Zu*u0O4__*-N#P;W!(-v3dS_qKp5$7%1GHj98lBK?O!`&_zTFx|^ zqwT+Pc$B))#DcMzFRPxZb;^A`*<)Pv`Ow3rGrO#JE8TMWq*EHwG3&-+Ze_$|X7LXD zA%}M17kr-tEEv*5^SqpG^pQ57NE@d1In~_ByJDT}W^1fzjYbAGXV-6LNa|>Ap=+$M z+A~`G{Tu9vrSNBNj1F`<6n*i3RQc|&YJCyP&S7$s&QCXYT8ULCs*lJp%auH|L zcpd)Z{oE`Ix@Wa_oiQ$$bInX;Wr~|rkaTD4d#7^YM6)ul_)#leA4M3;c+m?Ym%JWZ z{=GAIKhr;6`QBtLIhqpY8lUQXq-QkCGq1SNsUvvn ztQujTt-3+WA2U^(W0n-GG&73Hrg`%jZ<5l@tmF)jPH2vpXVbNf8)7tipLX0By4SF2 zZc^JP$l2@P^FK4i8vY>3L_Ej;R36eB#yaYM%AU1;%hM@)9OZ=LESx8IH%@cWeBjTh zO13uCNST-w; zKl!YyA5&@AQIa38&RVc-@9_BKyF~biITp(gh#Fi{x6T@MZ_+W>?bGjdzDklyIYj;u zKC!2Bbqwb|KYsWS*Qw3NyLQ!CwEdclf}Fk~ndxpI)jX+juIkH_As%C8g5#T{ zxlLvVpXtZndOHy8Nx-BQ~R?5V-0Hui!+ZJXw*~%!~ zbRMaL0~ppX0T}vM)A#N zdjo1zSlt}^?hbzL@n=&psjf{s-sqKjro|-5x2>+)X~ zhfI;RNo=)jN0U3-gBlHCG`mak<3vG6K3X@N^5N@x+E49ydtH<3;A9%)gSXbhg?ulv zrLuHi$NG)fbv5qA_YrOD%>B6sI^*Nh;$K?N4l9s}nty+r;Ausit7z%{Ka*EBE5OiJ zN2DzO(RsHI{4+27mb5&apuv`pJl_5?z#;zN^efZ4tb?2y(r?fMw(Pic$v>?sdXdXi z`Oh6)bWX5^#R?JU8beo?u~n%)A=>qNe41%-8ozLLq>11WO*`FRwva4-aZc{^@rZmp zps~I@?9OOUO+~H?+s9fib~zt?a+u+KIcW%OosNff*aL+<3dE6}o**5EUx!?pl^&y+Mt>#_Y0gXG$h0Y30>6Uwf(B1LN6pJr@ zlzR2S>=9k4lWlpZT587A`f0>oIjK)`>tp92au`?BfF~EYMX2KlcdXmJ({l(~7kBm& z|9AUkRKGq^T{Jx))-~Sk+7}r|Bm4T~Q)WZ3DMRNR58{^QO^a7`H(ogV>E3L=ARSGu zeSyoK3T)(TMcKl|*K~!VGjq+c6*5U|>9a>lhF&f#JuFpD|0Cg&N2f~bw~K3HPtA?6 zw>G&ZZxK)t_P!(0?>K#*(52?^IA@(xa)km@3EK@k2twVL@gpRK|+_turlkcT4{f6R==Q)ibXQOKuwO5q; z*yXX39F~55q{DMp&fM0SnWh+~w;@~m{IF3GGorMw%EWiC=_*rjaLBcC=1tsOl&mit zgQ>{wn~?Hwq8ukc#X@oK$YWc=f}l$CPQU1LHIs;G{+=SJ6M#3wj}#=qPUHg2+inibRHecPf8otEk9e*2~M&Hix0 zLm~}A-ZK5VJOrm#P3l4x`cvRXUmT+Zr4b3yk9?wvjo30t3A6WgZJ$2H;mLO`MI0@I zFY?OGU#f0+=FJLoo-P$zrx$zU^edByF^*ewx+MlsGjI%HbQoO zoy?-qnHK+Rvzo_z5(zn)oU57vE-jiE5cJ?$Chmvrm`K^|B zVB8qRXE`K%3IF{nxs#|?w%*fqBhInn+Fdn6he=vyaMl?#z7!gvRh|+zx32lXE=8%? z@@o&!`F9Q`-zZOIG&$Ykei*7XFJLFDAn9V0)KxQ^N3#QrWYmOzq{=^C7s+|)^fpuK zfVY$Su_XyAMzahi>N}R6JdV#lveCG(K=aZ8MUkN?vCMX91OA5~<00GH;`nT7?a>}p zT@ku`GtKMr(rY7%b1kZs!Ufg7{Jnm9OUNDiTK@lwSoC3LsnNu)cdvTf*A>J>Hyq%9 zx&AV7(nwW?ua`GlYro33JjMz6m%3yAMw@R>h);WYRrhFZ#@Bbo`l05#RXCfQGo_@> z=7@x`VVh&a9i}%}T{KNZ0y}Jj>f6*1kvgx?L)ONwwaX0IDf5@vb)am&c|t8QoGt(zso%MGa|Apdze+l_>T|s zCa|M!8qGTT_Jr=}Ir>UY;f_Y_?XOLh!qs0F&*bXZ@k#@jwsP&^E0tdx=E8^>fhye&}5 zQ);b32$MpZQ}{j1@d=}kXia_gsYA&`YDLr`US!x*yX6+~hBEf(%UCm4p`E+I7NEtwl7;c-4p+rLpH@gsAF6WQ zT2bySb6Gkq3kAau`>Y&12*Z&}=ad+!M$^oOdhYA8U@|-q-PYP`^VJR6v;LgbR2y%_ zOuXgoWOv2knsj*8Z3|ga=Kj!JCHgE~qeV(j(u-P+?Tm+5T57^C!&^A!dGYz}!uhop z%_V{-$JS`)&6ihdlbdsScf`Hb%m>c*)VCT zj-z4Cs+Mb(9{pVZc4=uyjQS@>hYPo5axWhs zMsY`FEShhkpwXfinXA;gXwmW`iZf?@a<*0I`94WhUe$22PEKRd(kVXn?`kzlz0^;U zx09`HgmtE`%7Sm$>>k>%x9V@SVHXOKlZ&x?tx@NvsWY2iz&;dI`gUE%E6cFOjbT?C z4p$V&3+IJyD2!cMwNu8xyq@^<{YdFKMGffy&9%!6FSM!Lk3SrD_QQpa(>E${O?pdF z=R?mEM{XW7nlyrDUesb#R%|J&9`Rwdf}>BVz5Ey(zDmn8&+K6;Z)-+p$d>C&y0Jgm zNu8z^pno8r{{_Ez-H#Q!G}iUCMu+LEwHFvK_m%A96u3{@%wNdhG`@&G9yh+0erBS4 zZc*i7Csx_yg^?xqUm#>~G1@^x&%J!I&3xNJ_NoP&0@lu(5$=(>V7r_2aGheSnI?Zk zX*`}`C|wj;!$~?=#cWMA_ezxWQV4&pP@Ll7zR%#}@**eW60gzY674F3Q$z)JR?E~6 zrDwM0FLXH0_f2fhX!IEsYE)5e^~Od^F~T7v!B1xS%EoS+nDO+MPIB(d29&m|OFk-T zQd)>Y`yw;*mJ!+dw4#Sjv zxOIH+3YjtSR?=Q8-}-yl7wjBuiu14fO;^?zK5p!^N%gSxuR3PBdUkf(OPy&9xvW+Fr*_wd?&H@EO$jAbz=VGFxPA8kVD5UcfLKR@7`` zPaCdblOmU^=n^mealZEmc3Q4bRaUhAtyRHvwn!N@rq*A*8h z>08`usP24@owbd&8tz`?Ioe6JLT6>s6}On_M{mZ~ajw5Tr!sM8KI!$8yZL!!QZ&Dw zX?)^^*2IN#(n97AOY5!+o2|4+#Yj*1=xoE0p^B!d*L0SA(`w&qbI06b>r%TU+s06x zKfieq9VG!Q9eZI5{TyvgNuZg}lu~zvXydhOjpS)W_C?W=jM*;2S(BrQhuK%E`Q*u- zWM-<-@QE$-M(GPU+qlff-nz38onU#U#`at>M3^ZW6?)3jYS+W?eFZFm-o9_2Z~CDb zBgg*FX6*smycEXA(BE{)F;zTfS^IwDn(T@DP2KdTJx;AR5bCPyx5L#h1t0XyXi;?x z5;ZZu5uuLPJ!+rM&3V=KO-GbFlAZ8nl0xN*dT%c&^YcTGKNxeNc%f?(Zu@B7q5A6; zHZ=Q7x1Y<7lJ>l@QRV6SVrer&fB5q;SFN+twxNR$E&iCb(-wXnZ#khWG|<6bDf)rt zsZq`+FIljqKW-5bW2^P>)D_$3wy%jkJ3UYNLYee#yR+}jlIyS9Gw>ru-$xSkz}+&{ znO5yV5nSs=WE&19--tx+)jSfFR)Jff>*t5!nFWfRQCtjwBc`Izk_Xv$OmO_v=_ef-m%Vh#W1i;tvQ%t8~< z2>!6wm)|`Ya-^GGj*#X^>tne{TcrB6d*hOt4>*5b_JRi+mIcR5;mUvhV8}2$wefFs zHRq1uDyezLZ987wI(z#2Q6)Kcp*LIpPWFhxHI*Lp{hUYZI=6RkC|nDFPO4h)Av%}T z`*T>(1KCqMA8X#qG!Bm_wY8AiH+|c38KdA3i}*^bT^4>F@fT79YGb9FsxPiwm!%jy zXGBJ(zlw|>iVGhy#LZ*a1wXp9U6jnh>sq?YY0|?PY9%~=X~S`HLxe|TM%=Q1ofb>{ zLhE7!ati%;kEV=sbKl}lS3OXna69p%d~T>)O1Rm&!xm_```;+0M`pZ&ZC{2;L(WI7v55zKtBx8k{Hoe^RP{!CS=5v2^3aS3JC%^;@ExzR z76r$zn%t1;zb7xgwB%V!o1KGjmj zBZh<-e;IXwqhF&KGM6!_RQr1AwQv)UCb@U4)lGsuRVHcPv^6}t1c ztW3rq=Ph?B^4vXaSli8Q+(}YG-Acy~LzJ-JZAM!2g->+-t3Qu;H%l}wl*U}LNbz$b z$90GQfpoVwG|a(8&tcWJ#UBhjD(QQW+}ROtZ*HSoCgfl8wRE10#m6e|6hTfp4 zxny-UV`enXN;SsP)MWlHlZyw(F?^1?X08w6xT~JbR&$c=NaCKIHHu!Uns+yL=EW); z70t;h9^*fM#BNS>>1+J)Vv+eUpUG!7{FYUr>AddxgZBZ_?g|GgCLN5*8YWs_8a+I| zoGt6quzc+w$)_L4{mCyK<@NpDeKr1EdTV`i6@S^fhjL*}D=f{G)hAyG*n<8%DcxlH zzt1a50}WR)iwiGkj#WulFit_9qlZ`BTp>7b7RYCh@!yx|p`@i#nULz#u9vi3sr+0F zK6+k79B;dTag$wp#jC}`{?(_CNDKS4poH-6S_U(VGl#5=*R`;2_8*fG zjiS768pm!Oqh5;Dwb~pFKa;s^D!Ey{hQ4dWC*`SA=asEpGGRm1y9>K~O>UJs%F0Zr zG#nLXt0c>zY1=WacL?u#)n_Owzf!qpGKXi&KNdfF+1*l2=}+GrzG-wG@ruU-Q-<4I zpHkryaQD%gH{Y03@~eofa<<+v!9vHXmu8FTtW%b9e3u5bAdbnDVSgjnF#;nim$&qw zvQC$04f>OYn3yf>NGKR9vn5Vp%zQjhz{sFEr7%qr4lJ>7RLXHvFS|M{DBRy6#(vK9 zNtc~l6EM0}0Qs9Ao~``U_23q72ZHQA5M`~$bTru7b*z5(;SI0eob!vm!D>F78TB$w z`Zz+kyuGJX->$T9R^{(sv>J48i5Tx?H2#R&5r(hio{qnATPaRsTFvS^>Pmu%9iIN~ z`;=sNTUTLuBrELK3tl9@#cF^n>E6p)H+$GM*d0-XAL}biZbnXQev%lYMx@m(hinGYf)w zW0<;)N(+}aZoB4UqM|m@(C$M`&@)G^D<)3+>0wWTE|v~ojudW>m@)D26ayq|QYwG- zrX)c-)Hyv(>Io-6ID5DpkG|_l?!lC4zCG7lW+#O@MMd3R7tt9RX;4@{H&c7RIrdDe z(}cnE^}n82IIQQHm+Ai9N4}>A(c17#+mDZUzGobG(it?F8}virCSSM7hFZVSlAXY5VsgO@2u}La9WR#`On&K{_ z{M;?Y$FKTLd~rWzPsGCYnG=;*u60Z)PiAC%NA@J?7&2|lwErp6kL)N*u~#+G@_ehg zU3K=?g3ue2TjhIi1jPym`9luY7`JzilbNiOo<5-`xTAE- znTm($m7{)t+Z6IWGrcr1_{{O|emuXz%6mso%D$0%OUBwiI{Ne66prWtv)koJF7QdB5xX@A#V@mdu{&>>W(fa=(e1 zl7UrFgu=0sg`9a?k9Sr*+^DZEER43Bpd#zFVe@ncB1K2jQ6+h8viZ)t(uRqF=M=l+ zlV-=@QHqP;XDBbG<(T9tWlaBL7FxX2{y1qdQu|;&+a(3>GA$)Xh-H6 zEt86{fU|=2Aw6e5NiFM=-XxpxDq!62^om{bHEp}g8S|THEoZ-H#?NBVXWx+1D)?-? zb@yp>ktz51@>FiXNej6z-h!xBOIOEb6Jk!`>)c*N_aY|nP^`4G>A(pIe!}9bEq58gaee@kTB`RU^llGYI@e`;gWt#D2 z`Ef5d&)RnB4=vr`5o8wg$zn~TqDYyU4dq%+k7U(m>U*7K%nALT*X}3J%f8~#^5w-6 z6q#(b0a=VP+par_47f8Ql@M|`vi!)*HiJ$3xJSkr6$QJ5Mbkrd7;X7FX-tmUI_d2m zUj7VeTCSj+^k-%pDZ`IW&lh>`4u0xBO^&G~?c8=}t1db7)VbkP7mXfjz)%$ws+z=Y zP!DH*bWqWB)V^sbGt)#RDBp|+pQBYX=gi1{vE*XFOupr<-=^sveey;1a%V=6y^Nr` z#^h1=J(jKT(qG{vtP*DTjk@!rKC(mIF%$NMi=k$|A-R=Cb(Ceqei!-X?F7RkBgNY6m|35t#xyE zzj3}hPQ~SV9rJ6d#_cic{sG07V}fr#qgT8>wl6fGV8gxY$egU)($*6@Vl86k_}1*_ z&+f^SL*7VgY1z;zC zx0)PW+*fVf64t2tyu-}kcv()WKoR@B({ng4G9o2EJY~!r4NPDnHLi@vm-cSWiS`_O zjgjEs&~5FuSm~kNiWMij!&5YElzE*!FE?t&pJcm+N5_=PbbRRn^ z6l`8n5qThZ<{#Dib$(Lt=a`(HEe-JAUOh5dy((E@oU*{PusUPJo0zN28`E{Sg)C+q zs8Ki3&1+DZRk4Q=WMXpbb6cp3nYViDBJ<>(0{Gsg{9(zwXBTjRkq6CEv@R{|+AVvu zeE6NUHZgHwthviM%bR+N3TazsZ&&WtS=l(-^l`rQ9R3jJEV<+$zkL}>$B0>4Gyn89 zS3c-_e|^HHsyfGcRnL=>&yCx2`MKYfiXbKSs^od+oA4eVSxlqb_;Z`J{&DB#fLY7m zw}dWMQKDxzd1q}K`>a`NCo+jg!9H4vXQYQKIjpP6)ivC3TE)bIt9kmYR(f`n(a32t zBD7ni8HD4}`rwS+4==`9sWPoubDd5Mf2lCdYl$$_QscKf$eV9+TFT_>O4>#XEe-UN zNp|U}$00Nc$u_x{Mg|~h`T^RTie+<{-!4q{?_3zW%uDddlx!a{e~uAPYx=@dyqYKJ zh<0w3w8nZHx3arPCM-5Zc~sT-nxcJj`r9+dcRbg=qjUfM^m^p;s{JB5&h%ecT)C}S zmXjrA{!DT6=f(vEBj^?~XxEFgZ`muthMf6K_f)i`-)EQX9ik{zZe z^yG|`R+w$N$m{}Vnv>bZr3p(scA3A&Jn%Nv&9tf_L*<7XqE>hpXPV59_T8NyV7j0# z=h33ewq0_8vC9nI!-sDTJEJo;R?cdkLcSN>k2RmOWRKL^P}+U;P!wc3!H%0RUwFkb zXGXdy%SqF!#QKo1)sKH8Zvm?PL@Y5k&UO{DvO+_RxZ|ac+&ao^T&Wmhdv#eufvK7V@*o*Y8 zRKJ{L7qlyqNweG6Gjzck|Zle6T{3ZB~i+WZ+IqOXZKGg5K~N zMJ2mBd#P5t4R0eFGS^k|)s%A-c22xkP^0qHcaQGs7Yv!$?RhC0=jpr5Z=k6BW(Uo$ zQ?^{`YH#>TFH>bvvFTKQ{z}{NsXTM*ZAdfxaYA;=WOXitCe1sRa|W{5bkL` zu~TKs{gIJyh=i_!3J`l#wotVDMo3DD| z_9)UbG<`DreN$`a>`(>&`0PME_Q#mABRY1MoI$KLI+BKluR^+zaTW#%{j>yn^!5Vh6qpQ7B zH0t*S_+`#iGRauk(q?f#sClnjXl}zI)Ko4NFlM~`he%>{eqj!I>Cnt&46D7|MwgYj z4kPd8B>NwAkvcAA8HBBGxO&i_mMiq~4xC8Sdwt;J!3R$<3p-T@n8Ekeu-uNQThKZ!v8&5J);SnN~ULo;raPY>!;{a@GXtp;+F zca(CJm=4sm*|xWk=7SEljej?GbjaK4u;VF}$9tx|#J6iTwYp1NhO_nC=e(#Iml%xU zapSx=c4ehz>zJQ|7@aw3a-CZb6#ED&-erDyyNsdN#l7KhNx$*mW{Zdlii#U? zftmyN37weGPsf)H(q7{(?e}BAvVkuhg^kUe*~ls zxr8v$7B#d%Ie~CiH*_qH_tTf@nAdNJ%+7+aNSUK^;#C*%p9OUlvOh*P(WJ;SX(BGR zhIuX8>jDzVH`9XH(OSA?Q4?eK>7Xik3>Dpz!wfHUd3WhnydH{RI~c%i_?xL=f+>A5 z5w7^{lxWsBH6e<}As-7ti$~=v-PGut^V zXvpwhCu9^H9_9ud(Y>e2IZCNf0bg1#Ro}Dugt;%R@&(ASu%t|eHrh9c5`2Zvrn`uz z%HC#>Dd;%`tLFwW65eMJS0f?g_Br>9B?VRdGz(v!0oH;spUzzxE6Mv3;nB?hZ!&k!j0w6*F%L{f=jp%67?z({ z#s%d_nyC4Lp72Zd0#0|X98n`liI`tlIY)ex3T1!DJ(xYL`SxyF<@mwqPH-1tV3j;a zK22Kv26d>vcQ8~|=$qz6!Jmu4>gIQ&3MPJW*p^}Cb zv3B#~UO;CosAa0$2?cb>M1*G;KNSk;CD**jd%$v(2nv~FB`NskuIxqj?y6tBVWJl+ z7@2MQ?uyjGP`&H2NuNm((g6_5K>x}IS1e+qZxWM^n(&}it>TAyTS`CD zW$Tu~0w2>XK-5*7{Vh3OuRkn;rSEf9Pu zx$Sv%ADrFUMIB$m4}T?WftC-sOYmX54Ep9fd1rhtranB?-lvtUTw(eI>c$qb2&@L# z2j}2`S$M{E<2NF|^|a@O$rcbJ8SoW_T?|8?V9Xoy)X=v1=4nQUYNx907=us(R$Y2m zF~Vg-L&$qW(msFAHWl!2-FOV#1eK-ty4`dWL4P;Josc134bkk*-YaK8a#bCYN2AMM zbJ7EB{9wk7MH2US3i^OrsLvP11j??h()XZGu-^!aCj_!JEXkuRR*W~+>R+~eDC?e@ zR6R3RF7+->yGq3VM}H-`{Ca~8&|25mRqv^0UJcNOG11)100hx0O;hrIP?wfFvA3)> zHK%?94f`x7;4_s>dN2)eyMa$o@Ljyc_(PrG{-@H{2`Ebub8F%Af5nRVU%}&es}7ar zG?HfxroP!wXSRoY;w}BcOaH~j^7`s|-_Hq&j&ql)wZi6^|%v> zyt?;kPl8TnDJKe9*Ly{y$Wf*v++`D`zr!w@DEaw7|g~#P7<%C-kFb$It3- zTURbQWQ6vNNTR&A1iUMP)WqsXmWyFH2N>y)@lG8tFw!_TwW}t?O7Brk6olrbuiZVR ztfmV!R8R@^rv6bAYaM=}Dw3XkZzMd^548#r64gfTNtX66eZ15yJ}Hy2 z_WUbcPkTUHY?_F~>nfNhYYi~Suo;t?(|lQPuG|y=rThoDIFdx*ECD=q@55A3R|)vr z{w>-Mr+a3!&hjs(AwFT%gj05RT@V9Hl?A4-ZJ)#cMi!#p!M?FCnh`r{4K1 zpSlSN!%+?A6aNSL0FVzZf50CFg(bz3l67a6l3@TIhTNVkg=?c!-+Vs!*GfbwQipIP ztSL1(G?3ZWXF0-K*B3oP24^b?P^$Mk=Z6%>N9{!!L78Htpb?mKnf>O)q0&mMeAg>5 z0v4BUT1dt=4NsyjYDq?;fBP`1<==irVuk`E=ek z?&KE^5OoQH*+~D&5E-v|rcA@f1k+EE9@U9_1jw=ntwvHy8m%4g8w@AW%+CSVr1RZI^=DQ(+qsM7appZV-*ni@>BXf-duC8mJSyC{U^Nw zwsmW)^)GzkQf}%Yrgg>%KCk8V$W-J57u~?E0E7k8t-5gHsq{ugPS}SNR}OyN)rOar zXOY>UkDCDla!d(%c3Ox?;-12c?qd7X_oc^aE)}#Yz#)MnZ*sn+|D zk4}cGDBn50OrN;i{IQcwIpM2kIO7-~-}2@E0CU9#e^+e&3PL+vVd=}+pEO+l6$wnq znH@RGBxf3Qx#pM5vyVwVhpUq5a<_1k^zF|nX4WT{ znr~m%Twgg)hWB=6K)qJQe*8?&x2vof$9Rz5m#Ao!iW6xaLaz<$c<~PTb1_lBo)+(~ z?Q&OpiEm@c!Otx1uN*g-tpa*7@dJ`q9m#%m3NzL(#;#bONyZRXEeQT=xd?`mf!{q` z$ZN`k0S@P2U-gh2_Rz5=0Y_9r!YzM>9ObwhZACtQ?@Nhd&IgXoG@r2?;#i`&=y&xf2y zd$i?g40snoaN#)Uvlr*o9(zv;VGYP~qFbE!8*86|y8dr9O<&1;zs4RWWh~GU$Dcm7 z4|p~xVFkGO6ee_PM(z;b6z{dC;y&vaK!EashsFI_rk`?}> z*-gttUN%VU-IU=y=ysG@_#j-*mZo2v2NN3O)h1&bJ(lz>4YaL@=LCAL#a`k|?>YQy zE6#qVKZHyx@j{>5{>l6)H98Se_bkO_ZRF%_MZ+&9mpg#Z`!t&z zoSYbk6L)OlfJ7~7r%q-#z%inuS2p&alUF|yN4i6aC%HGF7pgHf zwh{Icr4#wr33XPfNeTnP&G*b!o~dUX`_A{R{0_K(Y7HeLd6HakOw9a*NIbbriJW+@ z;c)1&5IRc!u#l8OU(Lg=k)Y9rWy|)=4uz?Wywu{mSWxvA(37G3E0{^XEhi#A`6o3+ zC-ZrOHTl=Z&LE z(Le#zy~CMv8Fs?u0TElP;TM^Bcjzr}tO5udyPJ$1xnG;T0(6*>6aV9b5exk`I@t=l{0Xx~$}?`ijXQ*Qh4H*iD8PYOi~@5t zrL>Vou!=3voy1&ZMTPjBkhyC0j&H#OAWOeyKEL!aLvtpUD}75d4YF`myHFwKKR|N| zLm&-C|D3(-Y=NCPhTPBCEYS@QC?-|K%oH!ffp;SRL1 z05n^?a!!Ag>D(b`fzp{9JjX1erBLHmg0=}&q4qo`DcQMI=T~s;sRQEqN(-sJ;pJR{ z6jATjn=ek)>7#%16)l|$H9KSCLX0$tRULBKUnc?H{IUmA-c9<;3HCBC{u$K5a(McS zuL#5lD#-hA&Xt-G(@Jt?qDS^;AMsY6OS*$7&v4C6b1JF$ zGy9bZ={l65oFV-UtAwo0NXPgcImOnEX4GgyML5Khw>c47ClYSiuwhs{HpE{XCTyIh zB63o7!|00v{a!eWOLb;CtEgz^g6({g5OrLEn2$R7wWR@HP9+l9oa~nAu_20$iOjDH z6u<)@M65;sGypF5add8Xc@V*Edk}1xduxI2VIky*XfCJ`E%t>&UfdFR*|y?Tvmt(8 z>>zSFz!{`B+1#Oo&dY?wyvS=Ws#6LeK1>qMa-}ayzhDP=g#Y!=s}zcXcI?lL-We4s zmwdX~_Qvm@N(`AdP^0%YNe4S>&Ti}O z0C6qLU0m|4$HRF>gK%5gsNAmDwYi`zsMxT?$dNTKwO@GDL9iTfRh!LDDT(dkQHa7{ zyk^ej0f1Y$ecs6nxhoUU{^!R}B>o3@JiY(s%)?5Eiju-etK@pgCt-D5BL|t;^W~|Q zaXL74$XHfp z$s&$ADr7cq_rc*AZy@Lx48T;HFV@etc!6U z7KS;$Eb8u@zanUv-Qh&T5I;BmK^_&JR4ysUw>kCu23Y#0nWV+oBUQId_=F)6^nmxzh^ahK zWRBW%$2SwsJ**{tZZBc7kS0+)E4yTxZ=Zr_OkH2>`lq|kk{ydx7qwRa^gl4X)?Vf6 z&Tgg~Z|w^@eDJ!M<@Gt){f@8F+1Y~V{}z`N^Zl718`7e0CX)V2Q1m0K)Zy3dw>&AWXtE_FFn4a^-`o3-x3IqVooLcyM zGhO^PfMA4Gfyv=k;3Q+c&)Oxf)x~78iozrT3qjw^*%^}S4n1ZH4^rvu=f1z+01~Zw#Bd%sT|FK~o%*M%}bZd#6joFpKj=syv@jaYMtJ zD0d;|JS=?byax%r6zgIjb29I$3myR_0e#lImI9Ni54U0l|##QxEYZ2 zacTw_p3F55{*^}cc-(3&5)LRkkh?gzXmXX}&p+5s{oLo*v&&b8Y03&moBJEb>U(LF z1C}=vErmZn!S~4@fQBoV`zNKtvxq~Kw$of~yFTQlGRUuMTkvdZ=qj?g;Ld~HO%tO=JCYX`wU$zrJe$6ts8HEU z|JW_3hOqA%4^CBRYfy^B6+HLvyFm}XR~(j`&3Q;x7DSQL*|@_)d}1Sc{`@-w%15mk zm>dsKGxD@#zhy6oXKg;=UJXl)ynY8CFAcXR zO2X;@&4EjEyUx9dp_>g0YN(UMx3FJQlzS(HTjSN~01!lN{OXx2M=mK!$>+$F3mD7} z$UV97=WY4n$&)EkFS}HKe!F*!`JUCL#)pwo0y1!Mvd?h;7tu79m6|SAs7ry#n}6^H zSNfwh$I^;_TkWVj0B?ZeN*rZ%My~=f25|?8Iaki;rTS5~$6p9XNck}M-ICp{o$Oa? zrx;7ekGB>MobiVaU~`i!&d66^V^yo)atD@|i+oM$E*-lHkcD7e1 z`18jdsS7qPc2Bq@1Ds)O1{W^z!FLouqpOplv%m@7FMB^oJa9Z(0D`q|mG(xv9oTnUoW2YK*Q*%QbA1DHO9%(@fD zm-!%?2Tw)bw9?;RM*im~*c49YAT8ftlq98Z>~SD^t4N|xrS$55^>)r15svgW_|xqy zrxs#-Dl@Cyl}ZLte9g3sGh|rBAx!;`GC?jhm)yhQ2CY4=@u9Qa0ly{jH&;)4uffQ) zJVaoV?3ud!KZih+@sNu}_6|0T>mU!luAJkuck?|r9u0O|AwDEw^DSLB9+5?j{Ox(F z9gTL**O`kP6>lm}s(RrJ_&IPjP*_=2BeXt61fXs$h53AFtWIxp=H4j5f2P10kkJ+Q z5W?z1uP)QIy!v9TxUSLIt(l?5V~XKzlU;KfS6|-bP#u0-^dnRjij@^y0&|v)PBuRaub+iagFy zH>i3AyO_iHGVAK+M&HjCUGTRthj*pt0OOmS+TPMVzUjFtbwrFZ$=(7Im3k8L$?-0g zew1X}76}jguNQR(mz?(^2#YYk`{S)&$AiZH^b={_tiuDn-p3$U{YWLd-Bw{m*}`t~ zKa-NYBdlSJrzZRP|ESc1o9YW+uRWytCzn0coqZ#8^;*bsA9(Hhln`YZd;&mbS-#y_ zHGD?Q9+?JiHe>t&^}a}!Wr@}F`}r0=&Z3C07`rufoSr-!0>5E)@sEV-lmRHzRjIU1 z`)d{#QiWp)V0gm6Ley}}O^^RdCty;laMinFs$0)fs!c}ta_OI=;Gl|guQ5Vh10;|J6?*of*LkkCrn zPlq=mbit3*KCv%Vlu*Ufn6VB+FB-*nVOiLrl$LOn18#by)UuPvBCg~Qf>dr z&Q%(#ZV3LGe3E1E0Y{!#3RM1Cw%*PZHMVH1dn0vh(P8NMk3Zkgr++%%D%+OgRNy#5 zwx>Mrv}gzGI!?eQs(9wAzyk=RS&Zmrs8` zKOEjN`8)cXL=2>DgEcY3hjG+^91Rrg~%`;DjR%nS5zy6A*s(B;} z0LJ9sc+cE!ir)VfcV`j8LHeV{OU`PZA8c%#Td+HIPi>!V`voUI zK{MOn>IbP?b4L3zB-Gf_>$JZ1kRQduJXN6A#(KKxjOJT~Wo{mpPf%>ZQb?+Vqcw4( z`QPFe2+}H?&{bOU$Grpxv!kL&r2qz`UT&LvvX1F^WjOEQ9dGz4xL}ljScrg}2K(wac zOu+c+rVo|Pcq7AM{6#>U4{Cf`kFo+=v(&*SR)%I+(*voma<5 zE7$k>GS*o~P#!MF63Z|3k~`fpsg6d=A7}t;1qT0-M6v9?PeDNMFnp>%ypn~-rQ`^4 zimj#tDAo~@HNv(O5d9vTIW0R zCE?HG)Bbz{%ZW!93Ody*KB#cd~Eff!J!v1KY;86XtzvNdh^(`k}~W6 z0DNbvH!3BHTL$Ki*KF4CF94lgoBtFHa(onLJL~LMM#PG0dX_umAD(_S5*V2rpT)m+ z$<1}Y zKkW60K6cP6!e9~(1oM=uKep0PstKcH+l^p@RX%*kPw$0s!+oK=(-xwWSc{LJQ*ZeJ z;37$<6Q6Dg#l1TYtxXB{J23ru*u0}~z%Vgx2fmu<+)6-J(5Hc_%u!fRl=B{NOsu7!fgIQ2h3 z*F zq?>EJXYMK<(QM$F@*sZO0z$z&GHLk}c_DYwfo{;{Cx__dN<5^J^%gvE^Fo?pGJ619 z^4(zDv4yo&W&H!p)8H-5ipKjR?yRNj`w0aiHEt<)$p8H`yZ8#VCoHJer5warfKN_e zp%ngT^&_~fNzLwxkLIFpd0n{(bOW(5_^CUYvfGbNQsM})u|jujNJ9hC7X-SpwVvvo zDGMT9(o~Vx0uCaeFOq-LGW%0|;RPJ&uMx3fAG|$v^}&ff7?wwEA$IU$mDJa>kTsV* zIRl@yN5JEK{mg7Z>`9DsuZF0ciK4%X)E(td`C)ov&L@#~w8Fb$q`m{Z1e`mZ995p9C`+DKT4uuoi@8$ljHH{#uP10et$Y{QnNncbNzZj}8 z?|%rt8wPd3GLf-6arV3mo@=gMjj56qQC*Q8F;w2Xl-{x77y52 zU*>Mjh}t^D8+ivC1{Z=~)r3(RMK9eF`452d#P=o*@MX&X2RI!~3QD7-^xEQMB`&{( zHNrQ%z!l_b+F3g~S<9@pyzvI*K?VMEfCwszw?K|oIO1C%S+WqWr)P}>6pMb}jC5LG zt`&%z?S=3|-2H|5BeLu?TbR~v2%>*f774ibB%Q!P~uzgw7Wr0!> z^kDTrK#zE04Gbm{x1&1|0<%e}gQ!GqKaW&+;c1}0vU=}4>wNbrn?#E*N*U8hgCZz% zLui@*06z1)<~+fK&&v@BO-H}MTgtjdigw8VcVBNn8;oV=xXE?u@r&!2I?a^3=v=72 zG!Z%Hn{DF7cIY;W%A5T|4;l;%0r{U|5PXK{QuS#;C$<5`XBlJnTaoLRef}Cz#7`qn z2Ho$ZpR_`?p1+MTUE9{S)qF-L1um;S@ZBsVy`SgrKRk1vd46nH`b4d*icHCPx(+7AMyTKVx)a!-777S$c_r{$I_9xL zi7PGiMEg7O_OKa1GJgEMz;h5EmbnNn=sjaE<6Yqq- zcek}xc?1`q#+6+M#hU@yW$+4GbN)iYLQgiO$4enteEbF=!SDNiW(`I_nc+I5tDvAXSPU$*haU#&uHJ$E)$-~=#>2M{V;YcVPOBf}_! zHMBhmCTN`f?QZZ@fe@?o@6ut~t}i{qwqLIr{5pmmrT%DE17L)Eo~R%&;pFiR;Gn(g zt>(CvNo6E&)Vc@}bS9*lx-vvGpuKVfkDUQWG(+8L?9?N+A8H?|VL9MbZOFA0IS8py zcYxrTwhiRZFOJ=d{?#eCT=S4IY`rFHiD*2{yClS}9fv~$!nDGGLh=~eisex``i`0! z$KuD-)jNQy022YX7-$l2y?u;&630$}FX@AVHu*8(v8;{Q^I3tP&=r5{>mZn^G46T< z!2lvBeTckk^AqwQDXF+E;n?34wzz_#+>`n)`Y}bJvsM6NQ>5SRs#7xM9k6QY@>)b{ zpKQQC2LhsEbR;K4%{fxpFldMNJcOg|Zrc{TGFH#1z(BJM(}AJbJ9 zZnyYV1R5YGQ*o2b}1zCnO!0ANM~vVtN#(1Qq-J&gF&U|A>sqJG?9a+BsD#&?Vn zTF>;H|MjY-ac+1>Fv0g{yEj_Rt38wx*SU~ivxE9zXK*+L&7l|W@yACBOKlZWl#6Ag z{H99E^6OqRpI_PpqRi=&bBLq#Wp%WrTS|pJy>B%c8$`hTk4n)xXC|m5XI-U@9l^Fh zA>QxRr@oV-9;UsHNf^IuaPAF9iMK2_ln;5p@z50>sz;QYQ@uU`q*$T~+}WQ>-Y zi@2vctNn6jEyf8S;ms0FdLQ!dqn1uK<0Ub267=i>|J--FnSwU!rbPFMTO7fJpM4s2&GqoC_}-EVl~!W2!Xvp}Ur_)#foyIecJIANtU&b$u3zNWeEIo{Iw+kp zv6a2G3Ektzs1Q&J8Fg&w+1ojk??)HEixK5VbFP9%aS_&!tZafD}Mir{S~cLSvRXF8)ZR-$`qYyYLkrQkHHh z94{CT^IA%adw`IZ_@Za!K878u{0~qBd%23fZIxOz^Zdwj`=QY>W~6FyGh#5THp&1s zUNP#GLrtM|9C;M;#e0se`%>hPg~sY zN^81`EW5ozqvFBN@M6!og6FHwvg5z@B1DoCFWV>s#XToRxV*Jmi5^H~jJc|6{VvIa z@UVi$GNd~!;^~6EZKk|IENhnrDs-|ItCHLUEDsb-Lh%F4K(f|2F$HXoep67$9U%$o zO85UjIHQUu}8`AR&|I+j+uh>~ zFDoEhaAa}7B@-s0W%`-VyXGia5s%D$e>m(rwj=_~k`pQO{s}{J*Wy*qP+MV{uAT^UrLP$4tmu@Ut$YcK}<@mZSHADIGiiHY6w1O78L*^J-szrM__Q}fYYmxA;$xd2m!0NJ(T%2~gxNIpJ( zboqdVokfy3XfoZCIJv)Nmkr^!I3@j${W;M%BeTAJEN$4~r3OFWnJ-RPW+p2d-DXtl zUU_JZSwR5LljbqLUt^RSXySQK07oX@7~S}?%3UeX4qsmGdLoAWRd%4cSAza`%fP{c zm<+h{A#c&d8G{xA^fF%N3nRb*Y6LIFg%%m#DObJw`xeMd#lCR5V|Dao0c#D94QuYpLF@BifB76~{yyYPhK6wrhkEMy6!7J2S zypz3uXNlIc+4CYp7cg2{!a$?N`*u?rPz>Aj3*M!~zA#jxUwVh-)?4?UPy22ZXK+}v z;Ke4LT}!)%%1qMZwQHv?g8g!VQZUKb#Q0`0K{cF7i9;mWo#A;}G2vCW8Pq3E+$|)D z0{)g%>W*%w%M7@D3w_ZFQzYlur-irMlS)rQA>`Yj$<6Azty*{x?fHQ9tg!`x?DGUV zY?Z{$X8N3Enl5IVi6H4t&A!+{gKyISeDt=eQ!EYAZ`g_TFqdN;L$yKTvCja}%pnTg zpZowy1GjA~*hBzzv~Ns{%7momhBXWy+jA_MArk?I;)KM+HHGvrICX3BmrcRC|1whK zpd2rAL$)-5o&s$-ojdXv#SlOCt6W6y$5XTl1TK@tzFD_E@$@51nSVGka=UyY8kjwk zsvF}&xQj1CVqU#_OL=Vn>$-G71t1e`@*qD98Sxcj3(W5aPTWINR5U>aBPz~7$qCpQ ziwxNC?Q>n>Nv$KkE<=p$C^hYLq#_awq-$&UH^jWnWJMw))-Wfste@nwH3Kayz0zGY zy4Bnu1ET5uWx>1oxd3Dx`8+A&J- zbP3e`O_M2fZx8rA(-&F~>Yl=gb({%4>E4>@Ew`XdL3rI(?Uwa|Ko6|6aL$Tw6W^y~ zfZ~Qme#*+z1+b!dC{(R za{f6QbRyuwN^@)2)vtr_g2wRA?=FW^y*MFYhCxC~=`+8VKrUXMcFeTd?dAwF1E>ZacTLj^6c$$X z95s6Lt~Ptz_}s3n4Ff=Th97*V@XskZ&!|o@{RCk%s9QDYfH2X5e7Oo5Ps_dD42`?^ zE)>opYgr%=J_sJg$k{dh&Uu<;+tG>e#tt6;;LZW8Yo3N}^nY%qNZ_(^ zM*jnxGB;nZ-Fm_fyZe4t`a~ozE#Ww5(oqP`VJXof<)7V{Xa15~(OjzoUODV>QY1}< z_)N=DQfTltsQY~pig7y-q zJaa{~>vMUT#R^$D03tBlN9{_>@eY7#DL#L3U|>3GwU6&_*3a7W!*}~!zeL0;`Pvgs zbNnADS8ON@P5?JEhI6?Qt>#E58Itn(>z^Y0<|vTC0q|Tg@i$#^khiFE9>vZ4P!uWv zG^kV*N!8eA-q;RQk2SiRg;i*r5ix7{oC7~(R}s4N1^iCtoMHuuu%KUTQ)>HcWgFMykX~3{aj{ZB*b!(w;_4yki;c1 zVE>i8!!dpKK+oRbD?CzeqrDZ(KHac1*YGl@gd9@>Mnt356c0A#6;D6&Z=t?YOs>}oSKE$WzwHATVbJ^gH#dIt^8>TByd4iV zfkaKM;og=|Nz0ZME(;`oQ1J4s{9B5L|1qwUvk>Buy8zUZ29pA|f z1kQ1RFZsH~6Ce{)&AYT9>an+cgBjV;3jKUOZyYFKQ44~Kk=zSVF_gp>B9`^JBaf32 z$(t;yDpI=jYKm3C%uOcH{@e$RI%A1$&<#dR9!dBZ8p>sg>=8@_f^w5LZ7o7qgjmM_ z;4i|Tr!1QvYe5MDbl-5noIC}WOUYArX4Z4J%t5o6Qw7f_{bYvKe5}j^9D7Fb94A2i zZvoX}Y;R{@am=vn^waQ=^}C}MI!6WX34G1vkOB`L{ebjdE6YK@-mbjH4{LsOy%rG` zDfiuze+whALiL|>p-GpTS0+I<+_gJ0X2}qxLmMp-DUs`<`a-vi3Juku`lS6cZx4wj z0Q)dKi=FFJ&wdL1mGK%-kYZPbz>drt_))ykH@D3JcFBOuB(2T3#CI=Vwb#&6r~!s} zl`2VY6%(t+sE!!?x#a*Z%G8kVT}C|N8_2t2t4pJjz!k#=xClWUVz%SHVSM73ATW}oxf0WiTT%MR>ry9X z^6;NOoFULl3)cRjX!h<2U^JgegXjE9iM{zK_&4h7a)H(=ulJuSf$rm)KKkJn_6I+wZUQb;yg|9K19~4uXd-;eLPt&a zS+S0q2I+boklXlCEX)1vLBvL~^+lm^(*P_20Q#T6>Hf;M4bElYvhIsZEPOf83ny?5 zdw>IpIQyi(EO>hTSAqEVSi4sf-*+(nZ%?*xCvC@=y<{$63&7JGUJ=n^MqD8G+nt7M z^4dDz%!Wr_J?`D1b&2P)+sOThAMImW-#*Ju{sorRo9~s17jZu4Dw0NVHtuBTgzkRo zF324nWE8xX(@pnZa6VG-=tU;lhRczGHfy4I{{x5}eSqQVxZ}Frq5(s8N6+ISW5c)2 zZVu61of7k9>v?_0J?7v-3VoeQwl+VI;KZe-(qkGkoX}qKe*m>FrpNj>eXm2JW136{ z64SgZ`9HAYzmFcBmkVALAod@0++L-M4Ex*r#HabbNX5_vREIuLEtgR8SNTRx3Y%8~ zTq;Rr!t9@3T1}kCVrP~wgwq)Y68$rc;pSrM7o!k>GwB9!Ren(47=?^Jl6K--II|9k z$D1g9w9Q?k2NX2cZHTkkN4j@f&RVQFWMrr*e3L%=yi`&1a*F1LIr^DShAjb4&q@r7 zy(MyT7fuh7bFz@xmD>Ux`pe(CB<^Idddn_CSoAq@NLR+XOV{qC)6R0~u4Nb=?) z{f@mS<#=Mw>fDFW}F5_M+DQ$Og9CJARFi0kHHG#FZA29z8ajhmJ3G2R|oT@ zs-{@1mRx#PQlhz|Auh2ZCS*l8$fHQ_E)iAyJWN*A_o0}HrJy%yMQiC^kM$9jUTW`? zKIIwmLIRlwb8FIXzLB1xB=N$O7t8nurH-Q7i8EYH#X;`!x3t~AfR|wsq41NM<17~U zb~Z7F@c1TU?0EAXgpovOQ-Y(o-Qzt=-~>{u19gXAl6mq(ZUqPH^rJ(=22bm(CAf`h zs6<#Wgyx)Y^6sBi)lq8?B;I3mt#BC-+QBZyUl@Px2mhnX@zJb@3`9QfkyAPV8=i2p zj#72j=nGyT@OTl=MJ_v90nP_>MV(8crJlZ>*e;BnemPp{8Ba>Q>5>ZY2Pi~HA2FL(r}RMJzgfW3ZSj`D`7WEJu^TeKxtSWk#yP6Z!A=W%6zV( zc>HBA1{(CVwYa3w`bjH7>e*z}Q!I&o7pC9cTX`N`?_)QQ1l)}HTwkB%Xi-=2aFUddB z669rlH1R~mPtCh|xY~@wj@=4f-mg0>yffM)bLz08u*w+!@s*sF&@ho10b3w~dXK+K zjAQB0w56RGOKZY_9?4D34hgks`M-%-`!&w>j^*>~N zyS6}0O)^S;(A-*^%OtnfVP`{XHCffJCZyBv0#=7n?)SAr%^EXs@sGXNR)(3!D<&B` z6nMH^^;w3bk~|=_-&Li={z6 zMF!xK3*%L!EVJHbgWJvwk>EaJZxSP+--ED8Zr7AxPh#|H8EFUH@>=S%MT)SQ(SLxm z0y=?XZ#D#s`b^!lB0rR;&oh6Enau{>1v|l|+@XjHp*Vn|GeW z`?o-h59UFgoqyhCnN-%PB>EX1r7pc?{R4ka7XUB&k9l~<3@SNAKt@Rxiybe9ZGAJJ zDqh_8-~88)4zuU$swg*Lqpgpw!fM3pe+|BnHMz|hfX8cH;Tq*?16IG(qvUy;MQITU znW)Mjc4@$1ZGb1Nr(a$=o_N@Q)8A-Lw_~icj=r{h`;)u-!`lf~JGn}%cJ9N9zZJc) z46iurwBnbCI0>o20jS4#YN&+Pw(8egpeo=?*rX`Vq-gGMI*;|!SNL>dAnEAHo7wy2 zCqu2glM56sZ0S4D_t0(ek*V2krcAq~KgzuMEw@^QZX_K(YYf}Y}qo1ko+vwFiQiz_ChJAZ2iQ6{iO*6e1SbY=i#|&tZXi~ z_A&Gdzjgiv5R2FMZTaGepSTDrRAE}my2gcjIX7q~kWg~&j&$|y)GHvIT=na4a$nW0 za>9w!)*B31Aa{KP^*3T+0m?VX&-1c$A3b#;U<{2YLKcXU2?A>3+D#gWR=Fx3#03>) zl~bn`Po6*BfcuJAXCZ?69}A18vi zD!sJ=z++ca;Kb=~3O+)JwJljMVXbc;MvX1X_=!Gd3tHc_OcL6ZDGru?CUrpu#zt4A zvD0cG$l8ynz(l_5i$Ozv;~PfcKv0R%{Dpv`PXz;pe15#k+dej~_!D$UXWXR{S6;L5fc!luKROX&~ zmRV9yL1CPAP|T4Zy1{6HQvM*X7?bngw3At*c@oXtNn(SG6Tc#r z{J8JvjJ%hdD{^{ntB->~-B(B!csC@0!_h4Vd`|G*%bT0on8-guY9U^1(mnl?uOyo# zvKR4+-o`09L$>FK(@`Vk{%5;GmuW`q1}? zBz-?F{!6ik*GjY2u*cI-sBN3&STdq^t@O88Jx5r&Vh@QUog6l}BU7Z6P_!3<^UYZ&wh=@Av-g&{l=H);v^l>Im z9O*rZDdu^8MY89}P%Nwjr-(~$aoy(JMuHA*iZI`IDul;R>K^YMueWyB z3sHAl@``Ts*ASZNy{glVgOLhOCkhHwbTI#mrL*vB`hCCuYsnY`HW)B^jP4O4DFa4N z7%A=O6b2}QxzXLJh@(TKLI9YpaQ9RMm2(uyfq7B{@G+c#G+ZSG~N2@a-$;-1~@ z<#N)TDDiQ6{lJ9E-PQw;u-yDF*K$X`XTfJd5GCZvD>Y#TeDbqHoSRU`BTXN4d$xiO zDIv(r)*jtU7@{d=N+@sT`=yDqigZVp@@vsyQN3V6YO?vz@5a11D5t1^8PArgn5wV8 z7F1U|oqh<11yBGSY$akCo|oXj#nB<#fA1>vNGYc`DN9b#cknr5pnBLHA!~9W_Mu0? z#eAs>p`9Cbsg(POV5yv^8Hvx>klWF^zd`{php?K?NS?Br#f31BAGJFxUddunh=A!o z%3*-DO|}z29OchU;>_$4aL7iGztn7jEBa$^d~B58CB+H(e-Wp@OyOtq^otfphe}vj zku@AZh1qa^a?*(qgXFB0oya?aPq6~N`YmiH4<+J)85u{SCS)DRXIdJO1KV*xA-G&u1p*g4ub1u?NxBku$Z>rXIO|NuXTFBza zqiFbfs7DZQO*QJlkyviCI^e?IOqSw2H9QR$&^(=e_T!rm(SuI|6;ygk+NJu}xTlWL zy5Z1!zdtkFikn=cxE8DasI234>m=BmAEUDnA0#V?$3Lk@@kc!~x2==NG&e~Bom$ZX ziC(DB3C^wDAO6O7T$q2QVjDCfx#C7RX?Vx6)a=9nbMeB(r`rJEkspApf}#4@fDDCm zllXh3#}60;iphi7hrqD4-)cw~Xr}pCCBZ~nC*8xAY*$pg$`eBk=5OvsA-`Iv-|DMQ zE(Whpb32C0JnMYRuN0o~&c9Ml;{k-C{A|_FX;=D))t!>N)zbshDnb9VxZR zTUzDr>cMH8DD<%)vLr3=8Z{(3*}i!0&*x`qIVLhBcFa^vkP$@jEtj#FR$pQy(Ipsn zxn)odqV#Fd2KFm-+Y|l(>9R@FJb_8A3CB7t&6L^?hnRW-@`JfbjOIweL^}We`zCg+3sv6T}GAhNi zyM0%n%tacRU20hR?+^P5tl!}q`L0gs=9bc5sE-F*`>^NY#~D+{9qmBQTF9#CTMWw3Y88bZ003H$71zS)M~UeCaaB1uGM2 z#p<tdzHiKZ7hZps7&o#GF5J3S`XGS+{{7psB1*Z-s8imZP z?cIsnPxN=s)$M^q*sz&LRlb#iIhhGRRgRX6-HT>EOWN#uFT{Y5co~(gJt3>owq9j2 zBR|jbR57DvpR4bxye?u!dfUU#CLL!IfY*qfz6J%CYq|p!Xi|OQn>WrxCmFm28c56a zn!j#Aa#{@2cwh1u58!XY3Xhu&m|5m<2eMm|jlchnSoL0z-u%Ki-$=Ms^_dc|o8D0J z7d5IfxzU6?cJKy^zKaXVw|#MlwuYw-5E&><@m`t1`uq8AF8h5{l>Ld9JQDq%s!qsH zg89WXH=R~;+9t1LrwnQgulMEHAkzV(X$4R>_)nYXk2Or_bN;&tpUNI7M!yms)X0Z_ z*(fr4sK(e94~cR^SZP!uIB~;+^2Afm>uOKXh@aZX%>!0ACR+jRIlyN5stqBI?%QdB z$BI%$cpR83VY%rTtulp9--OQHN*(dI|5N965h6Z#-2LvUq@2vG=4rab_ zKA+yY%g9!+qss?+^@wj!Dce{_f*Px>4uEoy-3D{jO&;48dZD%?sAtyiKGRxB0{2=4?uO zml8K&aw2w6$4gCatUZlhdcP$y*`$$%5`<+#Ky?2BTtAzW)y`;FP9-d&btbRra_*6V zEW>zxBXFyiRBq<=&CS5{Nk}y)&DrR+s8yg&sL|&^v%3+Vg9=gpv){%7TJ-~(6-VwI zg5FJY56m9=0~T}7q8a6&mv82|8erDYT@8c5ZLpOnXn*hsF>p;b>2$_V)4tlKOUHqw zgddg{nl-I=R8$gcOVmNXw$hssohIWSMiZyD@5l4J&7SwNB*Eot@0SFj{xW8@sI~hEM))kQ~qTD6>SY9@Z7fMUST&9FkxvpZ@;jMI6I= zg0r~P)_#?&Ua}SG>QF;G-SX1N4_g3`za@R_p24>gReXlQJx0BeK3^1PMQt?;9Z@uZ zts;=}%T1V;jF5s=mhx^D%mxrz@g2Fj;%RusMH0K~0&Wz3sj5J28+59yIv630pBqr9 zJ=(uYYT{?o1*CfEdwM;@X1@%guGa6^Bd5+ItKQ|#6s3@%z5{CkyII*{KC;+ig>{+C z{Ax^xUx0jpm_eyTx_dT*-faABEcd*H>(e+_kNU2Ubi$JKmJG81zf8o;wH`;M2Fwg6-*NrIQ^PuA>FP@n4qeBAPc2WS7FNu0} z#G`f!UG3s^@aPOwQWufJEtXssX%br}GNkCiBb>GMvDA)~HJel&ZYtL69NyvVKM5n@ z9jwL+hI)v7DtFr~-BJN00aX8$4R#jyA+_tjj_zmT9{((T_CEg?J+#KL)no+?Vmu~ckxm&BVP+d`8n+$yqEBY49o~=e<)8dRsxAS zb{98t@->Gn+u=^SOeklf*LOA(l#^CS_!%AHJHR-X$(Nd*MoG&>F+75X1^~EKGXFy* z-YTc#HibKPE_?K6Ysaw|LM z%x+wv)YN-i2O1GRzNEjpCllx&HSse$Zd2z)N}Y`#+ibc}8-yh}qiYuSCLlWEqVf$MQ#iZuRE%dlwLO#$j%vcKl| zJT&Q!;&Y7zEwu1$na)LJgy)DhSsCuESkpSMpkDs5AK-V-6OAV;n(p1GWrY8v2SyU} zo7}=x4jMYmh&Mz)ap&o?&rpd!>m=qsjGy9^p>ptN<{VcLaz8hnR;B;5J!3WJ1^15? z$+|9DC?*ADLiBNY8eHaA%<}G8q`!)+xr#WC&Hoa!3c+KYt(9B$b+APR28vdnN4kii zk2rUdCF0-Ryd>-!Q0&%2?`yv}Qgh?fXR(7c=@pinxdE|4xNlFdI$&5D#PvZ}A&9hK zlw!xRJ*b4}99GjKMTr@j>jKrV4mZ9w)*h%6Zk5ZYVE&0Tdr6q#t!_;vwYDD~b&+`Sqk@L~Y1N0`6#7_w>kApum=N{X` zdEPoG&1yw2ewsgabL5Ay2GB8a!HM6hX(?Jw& zlZEs@d(sYbkxiQdl=`KN0nPztI_hvfzwWD-;pI@_;|%i(4Z7oNZTls~OIY)>wFw`? zz@#s&s>iP1tDtnRmqXXr#4l0(e|p(>9a0a{$I)#xe8T5wM#P1VG`80xznF&?TVWTP zOMd>ker{k9nWKxGkj^nQSM@jlz~kCQ_BHEO-*E1z`fH z)CU+_nX*b4itY9)Yw)I6(TJIa;da6*+;qpJP&gyUb6$i_Z80^eF-|Idb{?%b9BRSw z(1S-I3LrWb@0;|3%_ymv08GO|Oa1RYajR!!G3YDuSEIIY_G%be1!P*UEnG5oWDhBjzp z|F07LISCe&BQmp5YISv+<-)Mr-Hy-jcCFSPxL2m~)gHrV3D%U*_?IC60X~5f1WlKD zs!z}H5jmBQ8H;7RZJiM;4CPmLLvm6mr{6nk^v6fvC{nJhxWwfwnH|Zt6y}rvD?Yx zS{rGOP=bpfBXLU3A^pO0B-q*f9Q_rOz|~^BmN5Hv;Vq>$^2np7BLBY^@z94uOk<98t`*Bb12jH~Cp}?*MPFJrb%BPlmw9-1u2AEiJ8ne^Gt!bc zgzlRp%KZdMMrzDkH78G6Ufvj$?wUl*+p@ny0K#sH$$RA1r3U*%blcA4#mzrrdq)S# zvtQ1wj2eo3ew_Y)Yd-r+QXf)g3k&?zEpD?Bhb|UA!l7x7zWR$Rh-eDfU(Q9R$RJB! zz%F&t6XR_z8@64y6>^Fl(G!Dm!yh?Yst4hebVGo_)kx3gqn*xQRxUr3?;tx zy{2LfJ&z`+wao6?_;fs`98b&{ymd?hOan;Vpzn>UZ{`&)bSQuP`veU^U8vAQVjm6} zh(zjs9zxaGsJw6dxmx{RYD7M*%?i@qC3U(@0sW>L$IIu?I@zXe%X|5DE1fV?3RmL@ ziEi@5^fkLNiRQKw_4J^KXIvh$X2!GJ6^h_jXpdY!g**xG#tJ1OJV#@II4IzGRLl1e zZCEVcc!$8lkDJf_s^;ywnTmwm>wuZao%nqAIer|!V)?EC5aB*1RoOD#l72eF{_5n2 zKoC+kK-c|~p3(8t7D&BP)!G;aC9AJtCVFNB^yO9hTG10frora<>>cmHn5&fuW79TQ zw;fZe;$sZ!ns){FD~(A)1r}>I1{RzW&bo^2Ns(f&620|#clLT1&0=Ey8g2qG-9Ub& znO=zU>R*VQ$`x?q0&Lw&#_?Z<8EE|RiW~?SLfHGaZ{H;HCJCfDQ2zR&(M&QwxXEjCFnlPS&rSv2 z!x0m-N5TV-0j5XKm-hGn4&$ZYIGAXfgNRhuTSMzUL`Q5u0DCvi>PlvSw8Gn{5k+f2c1 zz9+ssKmUjuih)|BZ;}V($iJaq%2^Znz7C7A$13P4l^`AQ`!n#<;Il>#*0zf@$)||- zDM5{6QX$HV~&IKyZy_%eaA1@A*D#cXQg>P_eJo7 z{bZvpG)s6*P9+QcCGi)iq`~I2v(OUrNngRWKw~RsjJ1v9yQ}K&c7_3h%js9g)|kiQ zo*to|=RR5X^6Eh{^?WAso6xA>9KT@GLNbsnzaYN7L(nkM$}0R8%YoPMEj+I2evv&> zSQrRx;;MX^|Hcz90^e5792!*T+EGytT#C^|djAK|kcS%5>b-oy8PKIGD5pN)2W0MY-87kq*xGTWT)h8t z^knG4sWoS3=M!r3;~(~U0a~VD511n!x~Uv^=&$Hj6MuW|8tLUvR2ALwPh7Bm(9g2J z?O%U@!0z>!UD)Qi(9C5^87-D=6)GRXzEpVobpAwQdwhbtU`;=torz3{U&rV84=Iga zw=Ayx{q@a?A1}v)eYdf{ZeVGYX)JioNzPuri7LM2m&Bda`}#l=_|DA_W_n=qV~ubX zsyWa^;&}O2T~lyirU`*>8!)I2V}a)Z>HUkPZO)n>pm0z|?#eM@f zp9aM%8^DrtGa-2a`FS&?IG7@*_^xSRllebmlG00La-nhr!6XkYeaNQ?6+Y~aj< zI1wo}gA1xCoUuuLlVad_H-ht2npl3gI{`kh3v3wAO6IdF$ROmiC#4-Tnx>{H)w_A$ zq!Ea3TYvWA2)(KN`mUdXBziXQKFtVYNTD61oZ-HbGWQVcw?FJ}Z{(BZYT%H;irxZ( zc)bV)SPlO6l&w@OtCL0D)DH=7)Bx$Q?niwBsiLv>;GC!tdoF9~iv_m0rg667T5B~%5x=ww_TfMxp zv`BAJpm~sXoBYRJo+NFj;yBJPuOP(JPs55^Q;#w4ORq}*F*I)1%&gKEQ-jIIt5gbq zkg}ZZq&9+JV~&Zbui@@k!~ywFR0<=BKuCWFFq#~{Dr!1jwS2fndPy>f2g9jTv@7d) zM2G`Sh|`gWRN&}%qGrYg5S@PaPilZq1danFHEw7X8HSxQ+SmW+7zanW=nnWHB3{N%X#J~DORCeax zX35}v^%{Tk$t9l(>AmnY`FyK-)r?Pygp6D3t3yZ+{(aKNLWVRl$-w#wlAmF!ftLp{ zOj)Xek!pwn8)DM)=ZT(gObRGXN)|3_`MiF`_09qg%U?d!^zJQ7ggzO6>Dp?gZ#YSP zxMmMx9NG;NU;UUD%THv__&U3Y{@{J80V9EEsE1t4Psdp-)IA`#UH$x}{^eQfcXRhaejG*)*@~~;W^fC20Z*2QMPh7kw#}Hayo=K z<95>KwW5V9QU%YMd4IJF?P8qIHoL=Wf)F9wrA!yRQhA%HvB9n05cYOEblG8KH#<2h z($^+9z|`?A4rjAT-Gm2JP-aVuiq5?ci5r%25Ee**%oVtxtAL?I3a z7-IO$9+D_P;*CqT&+Fzd4BDfLM9BN~&|j?@y{|I|W&XMQ4S^2<&P=47#;J~+d@20QF6k4S-!?Wk;B{xM=-iN*6 z917B3w*CsrU9+Rwr<-P}$7JtS9`}6%9^(XHDITvawU;8OM(;c2^7PS;9wJH!!GQ2kP`k?P15W&Ej+=|W8tSN9!30*S|&&64VY4Q|^ z4yxJA~<4%}xY4^vk3V`6Usv7sjuj{RU69hH-~joaB3o z*KpV1YfD0QmfuM#Q7flhdC;SR@O~%Ko?l>OCECXC!l|st`OtgMGn!Ja5~!lKY_i$y zd-~%n_{Q0{(@661x??X*_<0~E03toT_(`}`}vDi%Ti@3ls z)!7!;senE2{5sZvHO7w`A2ec90auJl%khp(TyQ|$h+zyAq;b(R!8dFl52sI-{zMBS zQynhx7u*3SmRaxKn!8kiOl~TrB}C2A_nZo}5y;*NoE|j*J&@a-FP`G&P79fC985wLW)3dkelMU4wF@l_DwlOt}GF z>DN6(qs-RiZpHA%yK}krNp)zgX6Dy~xUI2Ax; zkfMUY3P6g$iuvV8%$kOV63fEs3QU0SE{{n~O296foB>2v{T$HsY`4szzh(y zZ;wj7!~uGs<`G!=`AlkOl#;kof4-STvC8CnH$R>WRByf=l6j09Z6;V!E;=xAg?T>L zu9)v?B@eLo%HJa?CG#mZvRUWpb1Tj|pn^1}Mp_dzE7(r;P<+Xf4XzO^_>_~YEmT*h zgsr78#$_-Kt1yhD5?xH|uEvg67^We%=mL+-%Snk4wiwjB4;ZJ01#Ds#<(=1NDppz+-e^b;JrVi2{Qw z`?WNw7=8l3=r4)OihduNZr9IpK5so|yG1kqxB=Nw3QR#)-;mq!Y;&6Zrc^h7>Z*%R zFRF*T4_YH#7yA1%p`h3SI8!`e>lU17+9L^e9RZs`*g$?RU%ioZl;AeOK|`1qya6U+ zGVq%YTG+H|_L(|!P6Bm-QGmRAy_>>Y|+l|1ICX_AKDi)%rZ zvu}E8Nf?*M(B8m#>*^5?)R`U1pc4Lv-UT$$ta>C8XGeV1-&nAG73D*#^wlLa`uC=Z zk)TO(~>0Y6SQih9U<{BI;g<@<{*C`W-z8YV3Yi zu0z;3`=VAh``&|-kw&kzm88aMCjNX5TT;q=_aDF^Q}|BgXibYHQKtFv(2=eJ!M14X z)g5f>@)oxP!_=}f%i{Ipf_|8~cbUGtiuKZ_%KH+FK{yG*5)wXG^TJNU1uHH9kZ)W# z{)+{dbI+(hy8#ZoshG5&oTBL9A+P`y&>9K<1GIMiQ98?1?fI#DI=7~2yiPMI90qA} zb>wKGN;G|2#GZ4X<6dotHgS-DJ8~X`hCx&8kiDuRIK~AZ;xOHGg@~M%8GM3+XPDccKJE{`rAf8J z=^jd4x=?hPNP)EfUGJ7WvZ1dO%q--wp`CWXwBwNAQ~vIGd_4xqmGfx^qQke3IE1C( zWzL(`Z>}h6Z{>1oWl;*T^~ao%Kausdauld!t{5$&+Y}dBbqJbu5f<^)JIS2K-JuD) z$~gLdV&RJ-f|AiTbBZmGw|NA+MP3bLnia&&NDNX-ya~*t7P_arDdNuQNsvK!v0ly- z$Ltz>>c_8os3&yrH)^U$uA+%^s|dzrS<*i@2#uvw)Z%cWw-WcXz!aWPRYcMA%OvR{ z)p`q#3#d5uM+9{HG^1`+Bar@B;GU+yR^2AXE9JOAPI-)z$)Fw!qg@Njz9oK9s+mP( zvBI6cHFPB-6a)7#DO3Q9*VrBu}be8nzV!@?_ng`%AwNXNsUD!R_Vu;Ay z^S?u?C`F`wDJ4J7(%hrBZ#X)7U48@hWY7{jB@b z)#A$tUG}5dQlaAGYl3VlYfGZP6uMy@; zbfXkLEjN!o0mt$@J<6N?n0f!%sJqW5*O+c&P+PFs6N^o{aIkES_?VFl-fH?pX0o$r zAm(<;Q3pTQc#HynD6As*A|_#_Lp^%MF`sKNn#nc0ioKdG)Qee_Vl_{{^G#V$UZ{)^ z8zZ@Rt#b;Hgd!e}P_v~mF1bR11tqSh%0J$YK97YC3{J0N&DU&B|8RIVbtC5iz2uc{ zbbT<&U030IBDJFI8&VwlZNoR&+=OcxwW^Xmi3QKW*L5%<%XN|t?c!_DzMgX*>`1Ht z^1#{Odw2OlDt(kt1_Bcf?__o$b%aA)-*93_1+fbfnq02lK4IIh56Vx0K+(=?<0hv81#O5Zeol?uS`#1Rg#R`<9pi9K$1mpQNHE~h%31*r;$`IbU!nMvGsCb%H2fR>~1S5@`q z_e>j|iRrqf^u68!5%isnAd8ClzjG-#Wtd``ao`)uX4qhnVN0yhPl0FKETS-sR$6LQ z!mV>0?@%zhc+|&HqB0RA)*6t2%jOS>c`T?RBo=22Eq7go$cW0oKNr)+-7ypQg&uNQ zFjXB)#)H7Q$M>qmA^--xCQy_)vHsc2cHnBz+O70KmF2S!y-m3H7!8-k`#7g!{4LCq|lyoI$h#R-cS?L~ZkX0syDvU)jTCd4fl z5;0cou9+Oa*4KVRhESkY)eGOt5qlNpa&E|uHb|TEl2w4*eY8?|>p4C#MzIK~Gx(x^ z8+r9}$8n%r>px&R@Lu=tM`I6@tQ)tr#T!72S5`o2M}}}XbMjj;NdIX>5t~f>GA~sE zOguE62h%hrP*+}z6=yrF>0fCPhy#9c!%PHpxSf{YymU7eGbj0#uRSIMCVnyCz>q{9 zu7-TPG7qBqMf792s@dtq2srE%B*i6y513=@@^Cl!7QkKD;F~hU88LoZ{)-$r`5DY_*aWHe(?zDB-NF}em($@u%h(5bOY#ig{!gn070HN*L z&ZAn2CH`GTAMn;aL6g%rE&bxRqBgaTY6@Ch&ZZA>E%zq$8jm8@bLTL6P_%4EarEz~ z=f)nWnj*H+Kk#1MtrK_Iq38!6>4N~(LinWmqU*r5)@_+;*xZkiXmiX>OS`nYmrwC! zB1Je8uZVg3Ga1?G&@)ZvIc~&crH|3dYi%bv1#%2>JI(LGWg+k}yQoc2)2aG!I@Kl>7!$kSb zc(+KoFOD~P4CUk3PP(fKek$o$-xE|-pY||+#dckkUqmy+0^MG@02-2v)4j-iQbV$M9wL{5C zKKzYcMItcN>%-xsnBg)s(X5r0#?*V4FBCM46kdw=0@Z(5yY|UaNM?NK#Vgv|dZ=oW z`h1j-4krCYUym;{wRLj8Pw>)f=Sg<8aF9=tIVaRuM3BtV`Ks(Y7@qE2A7Ia+cKR7!2r(6jTE5T0*U>7gKgBGme zJE{wytgJI<>7B{`LbugX+Z=~Ty!8Muvs-7@K|U~R!c3HifopbwbGQA6cA7ML#Zy+N z#FAAKikqz491|VsU8kIGU%(}W5Ah}fnestXw|w=eO$ARH*qxG*P-zqLUPKA6D&+|%(}j3v zB3p~i12g9&UCW<%_>bgIk{{EPM{sdmV9*f+rm1RT!$Hj%>P|mH2aosjfu~q2+w2gu z&BWrj^3cibs3UL_L-1w*3orQL4v&}mjXAgHX2(|*t|-{^4f3%-h&dBE)8G%d)-=eU zyq>&A61X{4Cf3Roi&vtn{QQ=RGm7;03bO#&WL_cMpzHkx-bgW=DC9=38j;(8dbz#R zwX)`%qXF#%U$M)IgMIY%a{)1*g=cJUn#(jXD?fMa2X}(<8!d_6iR?>vnu>t@r&@zM zSxW97QScIZ1ngq(VTbz$MGP|A0q75~_@!4pJ3iwlxCSC+M#SYMGxr z%d+~1O!JOps(BxiC#09((1n({sokA2^ElaqJ`wHRE-`j~p6{CIpJ;KQNiU~xy)!!J z@1ff-ss4W&FNP@^e2Pm-T*#2x_+0x$S9DDHiOrA7W*dek7W$CaWqWiDa4)2R0{>u|rjYv|qAw)2wSLydmu+T(N-(Z!wP`QP`eC zZ-(B0S@^_aE-O9ESlzpnhm&{B`=#=K)4m+PN1Y(3Zi&v`LFA6F4q>aGH>!)jLmcW_m_IHYedz_EK)+sqAdWEq zMJ_=O>>n8Y2l#yU;#6YN2|1k=!^#Sj7S*t}nvD-tNwhZ0vXoQPy@wQPZBsM1W5!h0 z_jr6>r(-II^rB265yP{2KK$FB4qQI@gD}+6o;&qsiGVWI4GQ=RJ#Cy}IL_&s&0h#F z^3`WZafiEY?xFYSTvCl>z4NvgdxSDdAvdkgR80Q(6>a!+Ja+-`u$ploWs=+1T+aN(s}$AxqGJQS49u;RbUDNF7^SU{7|0m z-*l~?D?2)$u6P4=Su1l37<*q6#)MKe$n%kR7jK$#^+EtYov8rcbSERL$EQJoL%C$u4 zz8%wuS-TByq^B+vHb7zVEWWstw4cG^kMw3}$x>;@hbkmJtbf)X30KiFSYhpbq_z z#v%L$`b-Ht*72!AmMqzjea573L0$>ZZec2&vQx|6ZJ*Se2HjT-&;RYlrz;(yfI{RaV8+QHi;N z01C-U!w-!zd?XKHb}S=4$E|y*e;V_6@s78xtJTxAJ{D!W2~bSaYx8Tam(2)AhHLeO1ubqd8w^NO;nZwKQi>MH0!q(oh>sC1@Yk#9}n% z{sU~Lj?;{B$V@6rm~K7l*X6*1H6|TGjwf_`2A`SqhX(aLvOkJzActTM5`-78qJ7E6 z6}(-hdQwo4k-Qgu9&SF3EUU>09$EIZBFWYCIOP$gyxpS`rP)dItIQYnRld8m^6Xe4 znDvoG80qP7k*-RJtQ7dz^2jO~*fqgD ztx5gUQ)?rzYl7*f3Dad=g3N+Tveu3*m+WgwLf{*oYxwlTj%#~@-=(tZd5j%F()aDj zrDs|7D(1w3=P#Kv)*?#?mmKt@lfmcxc?K3}Vt`z{fIx40&@f<{Ub&5$dh;&MOb+3C zNTL{(O|rN*x>6DEY9mIZIQ!pGwOpgfB!ZGWd8WCcWD|aZ9%k=)s6~U~MEW-2TcZo| zM$@E%KpG;MU-R!#TbUzr@mL3ufad=fKE#)cSAc?Aw<8vBMWU4--um5!WF@2K~@!tgys>b#3r!0 zgziDv>^_ft2QFX{%!uOs3{68d(U z@Eh$p^Ilceo(&$=@X5>#c3a88+tG<`dP$ft<-x?i+$T-$b&I7aGlQZc7bG!E)x+#B z{n#4TXN90oa(NLu*-AT34c*=SccWNDp;*>iZnQC-n0wq#HN5Ni8^S3xM5*_h5bXU9 z|7p+7)A{Z(b?xst4Dm|E!@`Qf?cnz9mEZpkHnS5y+^o~E7mKiDw5)~r6$gzb-Em7u z!l#fx#fnynR~u?&>atyGkMc-lg0H4zZYW$fJZm9X1hYHroTq?6EB?|Q{}L`-pUsle zsOD0P19&D<<97s2vfR}Bo(0Ya?1UOk+^+Vv7l$4gAx!x(jjN}_Om$mS($kUsOA_Sj|3O$pK_%?6Dy@htl4u? z7}uG3>#@&k%a4j6fhQ`mn>8x5nCh1%OEtk9@R-}_9$D1Iy=`j`{MVAIuQ@7U0qc$u zK}8>9k0;OLoDxqa>&XiUDH+Wj)vYS@@(--qoIH5@luTk{uZ_9mC685PX|0{nk~s4r ze(l>6@hrfMF*xEqMe9fs1^m=0o3{88p^%S;y#{X;H1CF_pz$Z}=78K6{P2EKHJNUG z5A4hfpQ&0Cw^xL3;5J|`mPFsO@n8C1%=O+>f3zQOJL&)EJO%N+`tjK*(;oJde|h&W ztJ(&kd7w&lKi&X>P*c(KuJ>!Rcz0&fU|2H`)u|4@)ipE7CwKbwW$U<;bRu6%@kV^|FNMMAd?$DFgV+VvTMZC%xsyC6r+d`cHEmJyD-V;? z4@akD!6;zf5p@;xuX5Kjj9R=JZ|7QM2tFcJifqEVWE+d^c5-5$mzNwW!>uBZs>C}> zv`3ZFNpc}~tHQ>@$INpJ14-d;UlE<>t^j|_^+((E)ZXjnJ0KnQ^$en|&?18F+r02= zk3*|QPcYmaBCaQd_mWXO3@=3B-K`nE-Und9#k50FtIq-=9s*T+&Mfkdtq~l*nI&*s zYd?ERN9_aoLdvz69h4YB26l1oY`kLXIjb`c3g9jA;4H2yg#yVL0*FPiWn_+&7n8Pr zEPiB=PL9ne6@2$|O;u+2Wnf7}(Y07U&aw}aR|gJ;>rVt_7=}4k*ByDnt;=CaPSc zERXQZ@it49Avwstr+W7gSlEtu7uAT;J*G29KKV}`$mOc+G+3M{5o=t{^T7ex1S13D zIZ-Lw%*27NN%aIbXOGn0XWHP$URR@5;Lk8l6?jr+Mpl|v30#RO=U>iN_5EA@vko~j z!eKoKZe2$e>8jMG6s|!85^hDRhQ1(SnrN!^t zAI}}%$}p>hk9BNDi4mNyupv$0@$SQ~YJbVs!fYk+9Nmvz9PU!tX4m~QmzLu6K`p#~ zb_cakP)#8wOJ(kBAfUz}uvminSnymmfHz3)mE~MK*3|QYr>6Zc(Kb4CNwavZA&Z#ie{^4eduOHO|HJA^BNKReG{HLQIOM0I*SR)JVUVN7Jg}X>>;5kV6}dkNCcM*5VTqfcyp`EyLJ1-C zt0~a)T7N@L6sbNhMGT+M`${aSURZhR#A$y?Fbj@nW!R)#rO!PZtKv{%HkhaIL`**a z2>E?6VeAMYuSkBQxYhYJIOEX2TK&!SDZKhNY1?&s!689-I}5@U^FB8((0QjtkAyF~ zO{CU2-U&RRw|Y)0OQ@@`iHp3e`=of-;$E-M`$3u6tJ;voz_Gs2WKCyL=V6_I^!T;$ zZuvCl)r;2OW^V?4 zaMm%4e=w~fPzVRF_6z!dqM!=RQLZg4md)Km8FSeow-E&Djm;em2Vy%4vti+x1%|QE$M#@pP(98J25EqfAI#&%? zyn{2Z$tT(4_UCy-4bKvbs=((~M^(9HI!hqJUsH`^uv3H*nR;~=1VjQ_bO8Y`4jB2v z(H{ILOSv)8whMFGwHlRB3Ag|Pu0Ws*o8!W3Ps|^}MNrwtqbYH7IN{?0P}OX@fCpZ= z@c5;Q_>8Z7eETR#c`ll59YiD6_~(xrnhp%=;ViP4@RkqU{IZkqpk1o6B>$U;9skep zq}mW4?pn5f;HNfkPK>wp;B4dVO_6W4^Z@P`*{F%=Let_or2Lf(xy0wmC(%#N z3~BGS3?ekbvU$FJn}RxolJ04ic|x!=FHvz4c1IBJwN`g~)=U?ZJJgnGr>6D{1u&fx zu(QRwobAUY5!YvgJ{ljahWbjZhL#x2NXsuOwoqEjbs5fp@n*m|o!SQdDjtjN&we~y&RS8w4O#IGCb8|R0IthY+7NRq$1fhE$egPD zC4Qw`ziC@{>J3Kz^eQ$J(?Tldi`&%}&tQBLBlVixfWY(hz4t_Cw@*R(M;rP}uxVL% za1+;*7;ES$$!fut^PwE=y{VK=HCn`LPfp$fhHvo1I%#G8$nnbxc@yo#U(i;-J$rfD z|9um(Ksr#?XsXiqarV7rSE3;0G$(TGevYrr!TaQl0qds?uQOtj6fSGzk@+Z8mQi@d zqDAw%2_MGjI~iXzjjiK2eA`tz_cQYaB*ro(x&mb;*~)E*x<1*jr4vB6j8nTOQlA5Dv&vVAKN4HU7 zTEge%`Ih1{k|e9{Q3yS9YDd|bPjuI|u;-R0Q)e)4xPM#RCfN5>waW6xw~rDLySkL;ZlvMNe-?3tA!l)XwNB$ayq zd_TWG;`O?p_kBID$75F%8EXTip&L0niXhbq53v&llqZ&;zI{d-6;gTC$$N+x^W6Oo2dwv;fDKO_Exa*y}l~1MNRk044 z<#byK2K#Rp$k)e$#ggTWL#o|>uA^u8{~i3htPHe+Im||o5tTHW+hH7HdK^xCPSpeY zlp>)qpT3wX1j)`qayalWHUqR>6s^1rj&u#ry@e~^_!~hTc&op5N8sf3X@2t+KIvx^ zr}NAVPusaL8;;Gl>?V#nAl;Irm(@d|DB5*`Ob6vdH+%aa^oxlajb9ryg(KwaJQqpW zyugrzd~{|i!3jbR0LaLsc9#cphAVz=sJ%l*TUrD#qG+oeYX2TXl4F(4&R^vLoq9|5 z=LSc82Ad|Ng=#$kZrUkTU7Z}5mV%qT*$+IGIQ2mGJqGUXqA`V5X|S9~?~o!klE0`& zNUL=)=2?}5KJDRHr1k)W6-Gtdp~JX(;=iR2s!vOPRuQ2zZ28&%Np}k{jTp?!roFZ@ z;*vW|g2g@o(gn80%tW|L#7^9Q$;)1)ka5G9sJ-*|>FMotkk0)=Ki{gM3!>YuWNF05HtWeFI%Z;J~CGPbrTwOi3; zP`sw+)z_Ai;%w$j@F^XR!5ZYMXIx869DyF^JJye+3I?yi3tlU$$Y3j$hpH9d%EuzJ zIQDNium8MWa6g(2{R^r;EqPNT?r5}|A0-9U($NWIkb0dG#JmsPZ~LX%Z<&;m3)7$Y z5Tu_?=gndlA#w6$bUH^2E#g``5CJ)UcLajN{l7!L&4uM_{DtzpEo26=jaNNoTfw(t z?lMMjMwwkF-F!8}Ob<`3DHAZMt9MdEHg!HZ^ijX|O(PBb9UcRZ>KpPcw;nQZwVo~R z1M_T(zwUUf)1UZPa9t=b%;b6|ohxRxt_J$rB8KOU9;+6&sNBY%8?3;`-}kbtK<;Qi z-LuP|M*Mc)29{7X-R|s!VIJ@m9h-9>;zo}ZQ=HHtUlN{C7s4@{M(eMD7NbJty<1ViPwFR2w(5>o|nob?)mhB z-!#3!{Tn4d&Op@Vriipe;8OEk(l=-QkNi~nIb0l+l!R_3ee)-^0*u6I&{jO4XBlSn zfZ+Hu6R~GakVoXw+<)1l(g{Qv5s_@knT{31*q>GBaF?%7N}5^C^tsCWPezc{ERL&~ zm{tGMc0dJFu|V*HKkLvl?=PclUcyYiG~)F3?{pAJ{gnGdk2fku8MCE30Jl`9q{irJ zg$6gh(;~ey2QlCIgpAegKojkY{-=-svTlp3fKfkZBz36R>384k2AVUbUXRf`yvOy( zl39FdU|?G^k(eFA2&{4sF>`GLp&pB*d|gj)TGiw430qBqG24pAg+b*OYl>bHE`^c( zM)B`?ZoXr~K?wY+sDbEXSv#4i*U~#Pyf(lbkh;H?-MpQx~-4SscMP7F%9?+UM@aNl7-FYeYG!Nbjv((ir5|_C?rd1Ni zdd)ZK&p}d;Taa_x{j5ocMrR|JqQ4jao)iT|9ZC0iN)+RevZpD(q1^B|^7*oRoi}eTG%alGT$d`>_u^ z_}`*mtXt;8Xy1>cQYea8s%zCl_K@{-NwF~Ls8L4Og!k`9Ld3s>^Atio>)s#*Z!qt9 zhynttH{-rg=~1=OxHsPk0$SE4bhVNpsMbWjs4GKldS8yOVju01s%ic--4kI?ewex( zC9t~L+ze*V0n`}~`#f@F03)5MK4&ttE7c0dgF*meX9GyQ0P2b}2!ltFOjOYF?4?wd z70k}dW^DBa1{Fm&n>?fx9(5ie!KcnV>}1+U$GufY{3xEzAlW zd*hl_NQ)oh`d&uWK$UT@&1{lk#=-E=AwpCCYo5f6^J84;e0}6rh;|$mvPDDM{^T{f z9(m#~ra7(rGuW1KDb5l);Hw9FPd2tnQ85=;z!6xNX~kO|G_lHet=LV6*`iJal_Xgu z#l1%v0Ps`MU;0tWJo4OW8d~lR<$kBtSyzCGVn}716aCFtJ}MvSb18`W-9EMrHTbq4)2Q3#IL9!6Aj{zoRY#ddSSc$R&dkbi3%0^DG7q zGwvk0d*WV+uvu_=N^WU2BQ|)g;Zs$c4Mf&a#8QMV`uV-ddGnlpZDdx z6m=};k5D6gjbC65!Q>?VLLgUh8cNDo={e*50@|;v760CQ z{@VLKP{1d$y`Dxo(9+1`_2(Q_ef3W3w)gnNgD99ndG%BQaJJ96tUA4``Tm^CH`mxy zP^@;i>NuPnJKn8A_^3=gf(?**0`BBXP&_#N1>hTa<4#Ih#G{0KA0x?8){2*I;o1gLEY~ALnoUyT51B4W$5_0oiPcVyeodzfUO}~KCWs28%OUc+-V1$Yq zHT-tc-OSTs?psWDB1^JYAJbrYrzpD02+8SlnxFwdl$#TG?o?mNy|Jh5`PDZfzo~Ud ztR$Gt%5B6r1b)8~#0o*bWtiz2isvKol;nSf=_zk%iUWGDm|Fb@AQ4D!PA1&E4ix^C z?MYKM4;7-rA{IsM-&yX*iiBv^C-dH>0Nm0(rQC{7H?em#0+O#K&svBEDnh@qu1CcS zZbvdoT42i^dlm?%@*1u;bAH_U)uJ4TWRLJ1rE9;^X-7c-YI=d;9VUhxW_eD>;71{Y z?kqoJAMMTm2VhKU&kG6{*^9FQBcXKg>g8XD@amtEn$`~))B<#Bsc~*ZmY^S;g{;e? z(4b>%4N18ff_|)>Os4=r6i7p+YUGuIise+8Oup~yMD;3PZu}&@gE3+`xTr%Ws$z@S zVTgRWP2Zaq&z!YG9Xwz1cb75F8c_f-ph(qNv1g)ilA$wo8`rxURtoS>Kt9_9V|)kt zIs;pRVi2_^0K)epuMDo6#F54%+O5m4e}kn}Hv=w^8#%oj8ugoQ0CpIpMz5-!DfQSY zZilbRRQ57zHog-jI|{@PB}%(wGu?|GhM|jqR%RsT5b#z}j6M)rue46pCDeDF@10b( zGQv*Zc-pwnuPhM2L5ssRX50)r&2ePRK0c|U5E(j;-MmnC0G~uHB*(gi?F>s1CJ((| zyeA){>9{g}@;UtG(cC@XaE8CeenRh4|9CQ5KU%~L-OY)?kbZHwfCpb$%?ce zItES$`9FPh=f#!YNK&QZaH1Zn*Q~|a%v_?{ppb?wk!|(gzr#w`{{sl_y=;J99@vrs zjcu%AcAw~W>)z}8o`L(xm&u)DJ&|M|J1EQ=4KRGe#BQE^2jJ8h$LIBnPH}laKAPHx z%#bam;pN#h87mZ7p=m+*4=@tG)4ZY?bUeo{oR(|E|6)pr0rg_uoMc_>8%yI&bzPX} zQhq9-<=8J9)Fit{GFMgosh!8qE?8mCBdW8lWVV)!&EK(pn0Lb=Nb(s98{W8)Z)o(| zUt9f6f+OrPPL9YIKQb{om*;YC6wN5C#r_dp$sLeuZ^k5Oi*#_ac*$IZ|EOqm_x#aQ zajW+w-a#r+Mc?lK;4iqU)If(&zi`Q*yvE>tqSRs~A@gauo@K?E9O8VD!7pT^WnQu7 zzUN-ybBekLji71m+%mHIOa4B3GsAKM6~F#GaNtA7<92te{dlG%D%aJYxY?lXcTS!Y z$rhH{TZ0_OfY(eapj-gaIO@nh6d|j0OLTgbWtKJW@x-ricnXZ@Q}Q>yG6#bcV?!*0 zC>H#QKo0%*W2WRS0h=!Mz%Q$zX~(R!Zng1^0x-|xmCOu~ZW{ZADv zmy~aW6WB)tQNvMMrUh=xaX(rT0|CzwGAJouXEn8F>qCJsJM z!OsG1c6qRYZDHT~5wYuk64NySsr@rtd%qHR*a3iM~v1J z%x=)`qha2N-uxI_%}xs+yf2cYL>SaM(CeKnAGG(Gp6W)h!5oN|a#_HJnFC1^5(<#t zuV5K|24JORHg&d+J7tPf{B@_vv07s{DrXs<{@wdD!!EZTOL+KynA*!2(kn9uo8=VK zm2iq1oN-;jfr@<(P2 zW8$9bC6QV3TuU3~R{k*e3&Gf)sgTO)A)wcMHyN%#>+^{2KY)XG&HmdczR>HFQ^KW8 zwk3<-DeEzif2P;(q-YRD=#tKXe}MaR1HXzl3g}6f<$k;gLU6_+iBwP0Xb;>OBZH!Y zMj1OtKUQC4@sY+1SEo9I6?K>#-}LMnWt^ZIGLlowu;p?hwMVXkgKvw zkiNVhTkuBd{nY#yz9kZL@Zzaw1=EcLzJ&d&;kj*^Z~^{pi@X0iZ~;D$j1*MxOEHX+ zRIv)i--~?e(%p9ndF?$Il zVe`1&qTw`*1?${L==EZ=ZEDP4$-TZd7remOzaFw(@sFxLk6_{lmQT z?Y}6G;&|oZ2k~9u&mKdESLjpP=FE@e?{~~{4^Ra%y zvv8bM3ebZXJej(+aM!tN?eP)8Ty+(2;X2V6VBPVaqxBs-yr z^tLZ2cMW%00O&0z3dHGhV=a1^lGv(TBm#AtBRvubofGnqsj0 zD3hZ}K@bs$*Sj6D*|o{$HCS(p61xqvHc+2BBKUC-Bd1+IKK z`9UMjoT&AZ_UTq~sxf0FC_aIve@QKIAwgE~O7rF&t3`W5uXkVBGA)PAuCQzr2y7nRZ#ysGF@DAXW znugAYVMTh%us*s`b@RgaMj_BZ9BVp(;~-6{Tc}tE&;0vG(xM({xMW9)m*dTKcw7Fup1MG0V>}qAyt-l$D5>tTJz>q5!3$lf>sYVo)T(v+;5B`1rQoLq` z8m{r--`q@EX&GjzcF99L)kCpz8v#lCrpITr@>!0lhv0r6L(12Br9|eC+%wqr@XPBF z*00nFU2@|CxIohr$-> z)Bm_DH9xf}*q$DLQL7zs;+OEj<_ajSWUk@14?{j@E^00(N1M>kL56)S5b91v%wT1P zvOi>R4Jrfp2)|qLOa$T)^X|zVCx$?QB)c*M|65%}^i1REA3Cc40Fd*IIlh2cx8--+ zEA*@fQ%7U^=_(jBznb{mIK&Ux_Y5^4gqBIQQmC=c!S3y!2vY82my(3V)vU+sS|hEi zZ47@ZW2@hgv|779-Fz2E6MOhNHa@%2;p(Q#BcL;?#%KC$LElcdyn? zAw4S(+n>vH2GYn4JZQJ^_b&kRy%E!;UCagZKz3uR;`oKj{r;lud>NhH|Iu=Q+R-?$ z*U@S^(gpGQbAbvdT>(QA;Ed@=psBOJwTD6Wk0pRci4nq(dI4?asqNC5qk2g%&D3oLeAPF8UN~Rky zLs@%mMjm0>+SqaGjU59g$Q$5NA&#fQU-^-|qH(OXUDFqzv)wpC;F7vjj5jbx@hgGy z-Lq8mp+od_h0kgRK_AfY>=V2}?MLc=M`j&OcfQ}A*X=(}{_7~we%Vi8?1c0e@v+TbK?ZtOW@G1G8I~--uB!3tu$ueT~49x@gzf}&Vei)Om$@#?ThQ?jdOZC`KZbA@1>*bu7$X1N$V zUiWLt?F5*Cx4QVN3iajsPv(3{V!zg_m~c*PBN|+0mP??E>dF}i1`vY$n+c+{5}A*u z&v~1$RiI1&{NXHnU({>H)W>Gh)nnDyFZ754mS`W^^+kAa38|BnqLy#Gupn$%7-ze+ zkE>?=K#Hp3Ihg!p6-#PW6S>XE5~bOt(_-K2sw+Oy%ui#?23PK3Fd9V0GRAJMc_6=$ zMVSX%^|QDD#Vx-P1x42B=Xeo@sPz)zMgwp?^z40 z$BwHGLe$*l%Rr^Z*{g||J?6uwo8Uc$^f7>6Nug1hPni0lN_yLYd0$*?P;uFnLp641 z6du?f#Z@iHr3p7Nj4RSTit%z{>}gbS`rG;2SoS3v93Y#nT}UVA7V=vpSPT}z=|t&c z$pG=-nATm$(@|hxM%0q(sXk~+juO}Qo98!LC6<)Lg|YU&_%V1ZMyEKS4Myl#KU4h= zV0{sK^5^@d>w|vIgG^mvs)kxAGEPTuF373+wO7dvL9F=S%`#&|%;Y&3soyOA^uEnZbpikb|DUgFL%A_2!ATd$HiVw3 z*6S$|iKMGeE^G)0!buthij8aGq1*-vM(SMz^jf{W<+sK0XogX))HP#Du<1(r^_wkbl^fX8b2WN zi5kgW%@|S7x0e;o#^%Ps%3^x2`^|rVn9xxv(!2`hgFXEn<%`0vqY_AMRLHyDlUGLn z0o23$hD6){19aG|#E?tPnHx3b41g93+06O9ID475w;gDy0x%l-Sx{%@JpOgPndXCgnVc-zAh~xbO8^5K5CNX(Y_4=d&D8ikZscJZ z1E6KCQ4Gdd2t~d5c?s(m#N|C$3%v-u7nE zd7Ovmnx<~T1-XQ%{{wBvjgZk!2+(V$O-&9H(4IW@MkLuA2mutML@$)_8#FAtp**_s8PPl%aL-05jQ!3-@|!evr1h+#hhgFw zAd-QHb~#XuE9U2afHLMoK=bO|m8!=RbBg4Y983Blwl%!tj@_mesFQ>98Z z039G2z%}|OWUVCorGp2Ej>~y;fZY|kfxOdZ%U-V$>iB$bJY^xjk!=n0Ht8i*gAtlN zaBg(+;hplUSStSrdd`a=Mk=peb4s7IaF?Mp-h|t0Qz1WTh$L9&JeqJz4mF;;6UK%O zPtm%IGG*4JZ9S>o|7Z%eU26GKC|}+qUPLEv^mnf)`u#=&e>beOcUflX2u#O9lemy&m$5ZJA$T&nEW0MLRR%yA7h&jay?D`&Yg zM?s?akSRr?;e%i6)`9>rBn^O%fy#9EV&Ik3M)AtuSGj>gUV>J_2^?dCYYa4B%#S4W zA9_IXP84^}O?CqlOK7&86kfF3m~#f)E0TRipM9-DyfHl`t{CPQ6FTJ&2AQxhi|Jru zCw6T(4U z_i?n30HP$;HL!G(Tbz<$?SOiOjef3$V2C^}eU~ew|AvmJ7mbeNJuZCGkw|f zgqbaBFQ{(T`rpM{vJHN8%@lsB`<|>RAb&k#SV8-ly+7e21yt=VV2axAc6bq*zK{F= zZr4Y+fO-ST>j||(%$I(kGE9Y4Y5^TB&2vfk7z^t66f=?80dUKy=ifqB`u0Qy4X61{ z6$Tu$nNQ!+9ST>Ivi(Eob5(MDJ|C$#Hh05KkDkgx-9=KMpDySk@bl~<8nU1G<&SnJ zUM>F#?CzdWK07umvF1*etrg`~C}rQ0)2C&%o)t36{-dg25CiP9oIO76BQSU9?fH%#^iL-;M!hxIH^|DLh1KIsY(BNVozkb{8x&`7p9B2)V zf$rYe*$x3qrh@ez^V%J5>nX)=>)d^W6d3HGq#JKj@@Cjl`5~xA!FGFS;9wGGvN!KS z)jhFLz4VX*wB7jF)V1#FWdl9^+Oxuo*eZ#FnSLkus)KlA(^X4({)|9dEgIulb7gu@ z=#}@NKPHO{@8iszMZbC~>jEXuc|mnk;A?jylnG-k)Hx+oRuC~4h=e4%eIafkhcGS~ z9@~NXGj3`|udbt!3Gt;T&R1CovWMfUz!Xdj_{(U#YJWwj%Pm>YyLZMq;~=O50I!dH z(>Ue{93>v*1Y)$T=HUm0|szvSqRe)>cPGI?Iw1*Q)cWGcuiP1 zLhOCwfX&nuOy zfCY-m(4r-qYTIJdmLF% zF+I#5&oaxFR(fW-7156u`~VH);AXbN$ns zK$au<)cVIdPvn#ZsYdMWZ~MEUrcA3 zyLcFmFUeOLj*_E>1%us?Ax0>hiF|4a3Jsn7<_Ii{-%lWaGoh{^h}eRgk;4 z5VX%yAAMEx-roR0eczyWL?maR(xhZ=OA>QgHF<9>?!9t}565<3c!===X(_;u-cp2( zt*xpqq2w}|R%U`!=MyKsA}VEQ5Gz_4*szAsV0Hzh3^p4HWY2C2!8#jn@C!Y*mYp;g znqd+sVW;Z;z2}Rvioe z$o*Z1OAIw2!1SJ1U3s#{zI595{AIWywt*sak8^h{;U?`~cBCR=YMjb78v1f*clde}p*lwx}I=*t#vqgqpfim%KIdiMoBf-Io_O$m1|!1&h< zr?sUYtmFbLo6``+wiz2b}VxUi? ztbMq@0dD?$jq7*HA>^KCHY?>-M|jfbRKpD%3kin3{=JM(233?guqgDwmj4hDiy%tpS@kMXwzcfRgY>7W zdA0<5(!6kS{O8Mit<@f=Mye^)-N{c zAT<0%thMQi$>bd36>KA0SP5KCa6)8HkidtY_Z6h`RZf(F`_4(7Sw!7;0}tK6a`NDpXVKImFdLUGd_3 znLvSxWxqLmlw69uwFg0$4Y&x22Y_j6P>wWne0lrUNGoWOY{gX@3%(X|dW)h;DBtp3uo8h19D^8BCAWOZ8m-bi%a2ox6eFZg7XOLCm!` z$%QBhe1nD41zIzt=tAr-tdC!M+`Hn;gn>JKevJ95&fUegza7}Z%*$z=|AnW+j75ht zM|?!8KAMZpbsudkjkf6+V#<#NGRfJ~Jsc6gw6Y;}xuhI=uHzphZ5Fe+49mDEwJu6gyh%27H9gx+pp;Xb|Xjh*%9=G8=4RqMf(H_@2L^%Gr+cL zJYqJ?9~ln0R1^{Ew7-uJUYzEIY+S11r?1K zaK)~u@$)4al*Dky!cZC=%%5?>l;9Nr^FV9_q^A`?7eIv}Kk`zh%jtF#-HZrx6f+G{sbCD0=ubIX3+GM$4l zXO&a6p`iVE-CD^*d;K4pZUE2%oAZ)`xUa|A!a{5wN7)nzz@_jAL359dQJRiS+-(1? z3Yy|@uPQt~BolQk0(y6-DB;^s^Rab@$}w(oO>cE0u9;dNe?i_TCdFkhvvU^61z$7a z@P>%%OEwC)DSMxoS9n<DZGlFXtE?Iv zu}SX00MfHd>-R@aK=y6F?oi2SLshaE2*@os(YKz)m7BO!=Wwu&fZJ4x@A-Yp zy#F5{bmWnEV?tIyP|}2gleFX$enAX+aC&Kd^eR$6E=_;0<=X)u5u&G`qah+r`A$ay z8&PwA$1#=94~4$E$4A9}#kf7OS)~lb0U#1al1W9(P3)Mj%~3%^jPI56A2^4X*u<&NW5`65=P>YZe(Ho=0zwYZ;|rXp=1*k@3ut6~MCT;hB> zN={?HX@DkWx+H#)dPI*YAUD8|%cwt3t>jzJAvWc+}#pBSJ@1>~~i| zGNMgoJET*>SZuE3^zMy!z{mB9wC@8cKSJrELXA1UeH%fS($i%QSkeTyNdt8~k{bRD zwyN0{ytP6_@+s>>W)m<(?zB`?uc=vr-*)@TFS{f!*h0E}H zWRfkVP%_|QK%_D?4K9s~KQM(N$AK^&kQ8~vL}7ML1PI5vXc)wiK+P0H^C{JBYFm1G zJm$j+SPoi77VwP~Qy0!MM*$lN#1^GN$+@9POVF|ui*6OuJ^Y|UahZs0+>6`yZk(eZ z7I=Mn^2b!wOEB^5v7_M>HYa9wzzSkMXIb3;=y`Y`i5()zycXiU?t6)xO8v)GKC?ir zc5UL9zf^vTpyrM@zi>*CmeKWqtvk+40EMRZda>veE<5opVb>PgF9R^a2v4t^tP8H7 zWg|mUYQE2cJ@}n$`y}#cp7$kd4YRkKaNWf}`Qwh@y zXx1fdv6E73y7@@j=v0{|k!p2+yJm(y8d(h(69Ln*9|;o>@JCNkLS|1^pQmtVEscv7 zH`&LbZyizDeL89`_VKxj1dq^N1>_?~N)yBcy+uQi7m;o~Teq;8K~8TH*vA8JP=|wg zOcaH&?}54_J&iXQ(0fN zeo)3p<44Yrc?C|rpeFE(jBamq{fo+ZD5t~lrZEOY>sF=}NUdgzA z`+3lTHx-Y*$2x?nOKX;Al*?73z6<{MRSc3&8)SJX1dFe*)#=fp*HdJat-N6&94ALL z&`T36>GwX-OG*x8+2+Jf2D>UpHCA$^y#1twSXd{HMvKmxiK~co@^U#q6&oi7s*^`E zu|Wj%Zos2xop=SBk(92Z=%Y*22Yo#E`DTo%Dj%y3Q$l^lQBcdc8CQ`7w|!KD#p%?S z6~K7eQ@I-~`OF-A8#liXX17%B)#W~m>!aF|8>ERYK}2>qQ z{97K)0u!nLjW~dnE!T9SIl4m;c78Jzz2!?h;9)6l zSMJa4ViG$!$qg(nwa5|~8xqr~pU3w|;J)OPs4W2?YgDO5Ko~I(c#!*w0w)6K=BdeL=kk2Rp$ZC2NahF zff!9kt|R)sc%cbTv5O{t?53ix7~-&mlLY*(;#UPO0HgdU_}SX z^B;6U)Z7Z%jf37ng4@P1K~ynH3uS19GdbrBwEw8UAFK zPQmEKTwSIBTrqLU?d^ZLZqN!9m);-#_b6}lT$zImY@YQ@@SnQ@AynLmIt`36`L=g= zRI{~l0@n!E4qq-1_iRMaRet8FW3xa$7D}!IbnJtAbt_)6D9Yg-Y-KaDu7nDxv@(9<8=A2QvqBw z)7ywKER>l9c+@ch$~fnd7xgfk5X%>QtLqN>u)x~?`(a~^Ac5pyJ#~yRge7U|f!O5| zuUl|5j}gKW@F?zN7K=5E zZ++onfoN8UV*SG7-FHL`kcI8`5<{U3+9^4DntNhJL39L^+ z0tI{?Sw`nbiVsU!j6hKC3k!S z-m&+T?g;eY#4RpQM327Tha2~Z!*?~JO^(ON4K=`cMF!EeGo>ixkKjobrKw}um|@dP z!Fp8V$>_ctf>)b=JRvLkE!IAEHt{>xB3PAP_P_jgs-Y^f# zbtD2RNVU4z7xVCs8L(cM%%`tFmw~0pD0gYx`VF}4n*GmIJrOS988HK!DxKIVYIk_9 zII=8;1Q(WPva+Upi1Yhegb3`~s=VM;-&;@s8&+N8!{r_z(Fw19N@_#ue4gNiX&t4%c|>6GnpV z`kN)-KMk84xopOjd>Jp^hOhbgQ~3Oum~d0PiGFtcVGj@h#^Ek_Z%E>^+d%Dd2=YqY z`(B4?amZG@ zn-$mjkZ(yScTew4CwNHq?m^4*oeUa&B1m)sn8CcOiAfOw87fvw+rt94;177%_&`B( zMYTIoS6a(4`7Hfgg(-aQIh}{#GE=>ZrY6}X%GD{)EW3Mu8Ai_kQfCzDmowc>8yP$o zSu+0f{O(6~F>b0H=-FuYp>m(NL&}2kXUC%t^WsdT-saL@I{@3P#{hH<|Mqv2yK{*s zNlAZIfk>4OHzP7etH%78*%Abh~K@T zoa`2oE+|bMS>}yAhkp5blxS05OmV8iqr{+}L)nEo0KTByB)RCDb-skD*Lebiz$XO0 zlvMR90`36fl;KP_n7HVuFUQRACS{g2fZ?-Cm(l}cX0J=gocoS9U{@9Ne#7P4Dw$2a zB7Qz%okJo7s{uUNS*znN6U?|aRmxQIE@|Q@bPx}PrQ!opHke@F-JNvXhWMgGGuL!( zZ>EQ2eO2YDE(UMe-YqdOYwuh#w4Tdj}5Vzqbdc*NtL4 zGJ2-CR+VN=m2dA_Tflw1G~E=Knf8SLMlo{EO&FpG;CVJkRHSvj<)&7&yTU zs)7qQR3>>5d+9ua#Kklpv{@q8Amh24ty2+?YlUmCUyTJ(d)G@a{7S|GH0cmQkgJ@Z zPVS1o`-F}cQ(aTL*c?yf2ellmDF4dMOYKI;%IJL`I&`njwR2Dn;bGyJ%w2}f9&;7B z+|-z3XRiVAZ0RMwb2+Y(c}8uwOV+hv#dC_YFFFvP#}m@vUwDcdK^54<-x^jQi~?jEFi(|sL{TOJFRjb>bODJVfx3V)tr}K( z3XZyaVMCIKBhEU|@HSg8IBu*?WMqu5y*}I^35@gl5AgF6&W4Am3E+QiWTesTCo{8g zzM}_9OTfM+T6Fdao^8M3PZ$WB+idNouT;?RJPiz>-sWkDnTQErsq#+KV$5t;cJk%Y ze|j^RTo%F=t_*&W3-ru8y;3Q2`11bzce;ep#^>JGMyf`Jtnq){+u7t|jR({1jdQN^ zrGvBo1FXN=DncG=#V-HYTS+x4>av9u5e~|d9GDS3I+ykF>-OJfwjO=h=6s=T%Q(Mj zO3NhBP?xXQadLAv@Dnu}>7cDsI;V^zTWP5a*Y<(r+oga-fNJ;tbbMN1cwnS4-cVo= z21v=*a|uX#VXH~Hb2dxB-|F zzj|pAX-lGR?DpL|lPP5q-iU0q)_2N%E?eIcg`KMpcRkwL@gI4?@)XdeKfw%&I%xy8 zx|iaN6~u=JP+mUfswHlOMg6;goDUGsKh9PRK*|$oxD>|n z-$|Ljr_wYj?v{zRrGLnmmgBBz`8m3+A+(2%I54z+^du5TixyW>l^y+*uW$=lBy7n9 z=Lz$!TiUlRlg&IZaH*yhU;o=5!7LIv{NpH4?9EUk$r{F|^qp4JQVcBDqDfMYVJJkW zrJ#Vdl@FFNuCmEmjnz&)17hs>4i9ZbWRDZiW5EfO_Nw*K^PTz7Y)BfZuKP3M=Hd5* z0ZBHcB#Jl}wOi4UVCuLdz4l1f7m^NIzhbrV-75%|sj-INk{w^BG@wkv6AuD)F{AE(L#}+VDZcd2$KIu9S_Z`V~|RIZ`fhL}OmS0&+m0?AkhGk<@TxG8k@N66XC2FzIuG3SP#qSpTOrtcVuaa@#_kp<9WB5-AK~}+Lw>H9HY1^8` zNnzTte93mG^K*+HnHc7$!4fheoOB>Q3Un~-= z06=7Vm4u%;)Xh?gmafqJ37My&hK|G9BvMCTvfT3!ep%LI>BYSLW=|c+ zoH&S;VUS{P!XbpwS?}ObzWL{DeJaKnXT_g~@T85fEoQ9becxY=Ak|7Bpp&oprne-U znSrS1_xx>4gbfgKN3F4{dr_dz8Mp;D4mTQN5=s8$66&koH<+tHMup4YH4!jMH7$eH zCH~f^yohWyd4QbevGQ$7{Cl^mvuwg~WXUDvI)YJTFO6HZBE@e)^N9ctQj=+@*;h^> zmbl&x!uMw)@SQ?ON9pSLSRU@YI^yAHPIsUz-rTU^2tFg50pUT71kFAFG2EHh?O zV*KV1wTD%f5J$QROfy6*HH&)zL{yYt)=;Vp;MNVEocx|voj^VtJwKIj<|Q75kCt-3 zjAK?EBcTh8?Nh-fAHF>1{vojJ3-Fu)bjJ?vbrP?|rl7wG7foHqyrEUOYtm`#_G}^a z*XAa@meLWJ{hcah9k>qoo2A_pzmh#EI6<=gDrtPQ%rdl3=hN@xoPN5Zcrh^F01Lg* zhJNz2^N~l%jf{^v3mN+Cf$)y1H~syf<_^Kh)OdBHWYM^U3ASGMtEb^KRW*-8urjx? zaw~Dy(rH6^D{Ee8Y9?64lCvwmfj_(aGtDF(Qtyo3yY%*zBo!xdo4{|^X0fHwT(`6x zUc2{x0j3pOR&z@SEHx@!{oR4-n4-RSdPXS=5XXka2m4fDg)!d}<m;WaHzFISA4-GmER@84v%I;6268kb~TQT%XN%H8UGBB+Qz)zcG@E;&v ziCI-Y{sZ#Y`sf(C9BF=A%$4{`P2DfshBg*BJS`Yd;q|0=jh%splCrSAvhvv`63 zN78xtQ~CdI{A|Z@aO`z(>|>;3mF?Iwjy*!h9t|r+);add-XVm@2vHI`$KIn$;v7r%XY`?5ykInA0*X#Ng8kS07V$VXg1&tT?Kvhh1V} zl~@WxxQ*Yj$U_TJ~i+af7x=0&D>@v3ps-$>7c{=4gC4QHw6nMW|PX6UniET!3 zcbB;q0~-r!M^q6^hP2G(0`=ziC@8>1c~3aM!-x*+kQS>I%48)0ym&Wb+LuMvzSE-( zccaCW=-qMDPJ^Gy!-O*Dcvq0Wv058yQN;a`UVP8U3oMUdzJ_0pWfLb*PmxoTWgia* z&m+xFm#WZsErAE|2DM|R@659`)5;ws6aL9^`E%K7_K^N@!pYgb?LfNVB#;OP|1#{9=FNd0%p)dyHsgl}x688A?!uSuC^nG*HI_n+2IAO>h>i<-U^_u?~bf#wZU@Ue?0>h_me} z3qu{5{!=IEX!0iMuio!_Z7$Auo73c0>EEU9VL&8>-^2uLpyeZ-J#mt3H8@u13h8Xtf4Z0+%%yh6E8I~M#Kh;`uD2rd;EwT+ zLTk|WpFzOl5En3SulPLNClSl#L6?a#u(sl}xgsxLsR zjx01zd&d_MyuJ|h1ID?#tISh6fLO?N(Fh$!rTFz>PT0}~jv{fW3>2^Ycicn$at|m` zEBZvdLs(W{p7q7W%&j@IKg5=O^HFLfS@9$u>oX@f*XgKA9llguPG^vj_IzV^^Z8ct z7e-B{Q;sxIvxL*q_*kI!#Y}5lL{o_1$VI$r$i4-a8_lVKLO3EyG+GjAxH6GiYk65F zp-2D;AP)qbXk1%S#gFs~%DzWGC%b;gxw)F~R?>l#%=*-1D=xHIcjPYUc}$5*Ei?Gi zi_`@Vm=>L|U3A5rh+dsjlL*H+s)U;m|Z?0?i24bUY%?Z3+wcM z5QnhmEXT{zDT|!}N)g*$l*vPDgh6GBDzE;mQZnn)kcE3#& zkoLxSPnFcmw0Bu?NC1K024iqGQ1@t%#_|1CG8SzjCDU2>em}i*Ca=RPa)mZ}w!^9Nq{^+*M%x*ee?=G+V>VoF>Lmo}}bx z(m)F6P3?~+kQH{iiU-Xa@R-!0fp7no{C-&VAYo}nWe1(BV=*)s>zr;cF(;1~7Fh-S zY3|;MOcT=nihrN=LnWrj*E>gln}?p7VW3`jP>AfKK_E&M(le0Qvkm^G?r)!Ppp_ZHQ* zfL8i_>EFgJ_<;do^49?r%8x$t@jL{B(_r{MS>@6?v=*|)BkKAk zC|B}Qo~IIbyOF(4J@*6><|Bk9pGe{vJ`ez-+X3a+`T~F+0mJ*#vUy%=nrH^_y1sH< z6?K;~-K%+c{60_R)KgS2C(U2Nil$Z|+0KUaN_1B>D(~&&$uIub>Ob;gE?LL0WdL>? z<(sKkqgy(???V3>24i(`TCwzSD+xLwAHz(U%uinLIBT42qxhnX!A1KhTu zebgG{iB5&Pe(%Du(dL5}UmkM5GwP)Ki+5)Dnhp!JWZUq!;6i?!>J|AYvX$d$cp2eo zv^Flz2bmnne5DlwxD_%9F@q~AgUi;&Y2_U{+!wHVK`2oK%jF{CUg7T?Hi5tJ0&^xR zYJof0CGG+J2eb8}n)x{hoHLJ@TO9Dgt(9r{%b@V`2X{eUW}3PE@tk<@T^IKcoGf1r zO0!4|xaLpmG2mJwM*p%~lp8_G;1r?0Z6Z2(v01Rba41va2-K|eEIhbJ!gGmOH)yw1 zN-tpW4le(k6RUa$!605ESh!@?+Q=rX8LvR8JK*8S+2 zc?kfmiG@XtN#$10aR`3VH1Po@Gk&(1>KCqR^ZgbR>lF8pr8>W^55{?D(NJ)$-CkfW zj{W}k%C3)gG)mJ8T)?0DCXAO2fMvt@CL!-NM^POV$d)FGfeF%@Vvq&XE4#k^K-D{; zhxThD3ov)Zs-3f^Q1`vq>u#2=iTIo>S;-fTD%JAdLc>pkFHYvyf~`y^27C5w-2Fz7 zn+nmdS2hN(+aGTK;%|y!_x7aI=20AnV?fs+NVrtqo zLoM8|?b$>YIUBgw3z`&Z7|FNv7~VE;xoN3^hh=F>)|5xLS^7E#Dgmd%Kj?oc7)y62 zaYJs&H2P+CBIFGuX7V!@Rp(?Xq|;m}dU~A^UM?gf@<@YLHK72PJ_>FM`Els|gJX7X z#^q%Baa~4>HETJFE#I-MJu3FpY|Kz=ePH_~e6BcI1UYYIs|o5)v*iXtN)b-?0?Y3Hcm@lC*_iSUl+pti6$g`-(1S%h(#Sns zjO<6x$BMt4?JAvO03Xavm(hy{*IhvG0vp9;#yUQNwQsT1HvUwqA27q@9e{~D%NWR_ zovtfMPVBNky$7dPCe1#NngC1-i@JOhoUrq9qR{?Rp_Nx0tNAxh)dMg$sMa{q--8B0 z!>nW@BO9G6RfASz$je-jM1#X}{WX2R4JQUOrcJm8YF|rYnHU}{5yyo2A{Di5zvL$y zNf=?Q%g_Z1N2-#}z_y$!A+sO!{owX?JI`QML2)4mJGNE4>lsDjn7{<5Wr&yzqJT$!u^FlJSG z60-y$XO}Vg=%o9vnrP;*a{OLgWvHPGwAeTt`d<+5Y+r#3C@4-#=K(@=8RaK?Y%L;M z@P(RCJA?p;T9hqOFg?~qMRAB!P?4?bQKF|jc!1;BQ@?rnqY9(J~$9j4|C4 zy>HJMzg`qkzukG@tnR0ya*42^x*h}PD|VlWk2nkH^>@hWX{@6Ud?bO2i$o<*PX6+* zpL}o4UG1g|^jzhtj`yXx2M81GlFp=ewAlu-(qF$&49kDy(`C;Q=$baY|DZU99NYAwe}0AP>HgjKjC%T-(959CZpXS$ zJ(p7uA(val(-gR?Td)IK>q_6OHYuW@x@!5qj{qbH{{NTdE9tG0zV|)eHb%T6(W#JD zlr3uTRNV$=bB>e0OxUJ}Lk3;Y*I^)ak{5jF)Aqxq=t?#b3qz;Iz{3{ku&u462FnHu zSY5o0%$R1X<%#({m6V$T9L*8 zA-Mp{oHP@Hg(gOzzAb4)?T8W$B7eR_?MwXNBQK&>l=O)e)d)k>Ljhkc9s9ii7?Y0P zgP^fE^XRV(F$5({x&s|O%@E5oUhNoLz&Fn1)%SG)gs-<}&sQ~=f}gi{hL|r&M2ow0 z98i0){>2Cq*e5N0aE`yq0uG(aSI4jP#%9^}x3EQYpOXIrw2D>Gr%JC~@NpSanFU=; zKN!*aS>>|H<1dH;`k}&7BM_3$0wesQ?>o@fqD1bI!LMSyui*i~`JoSg{jvyUjX4Gw zJY*HMyu*N@w3i*1qv&Ow6rBNM!z#5sOac2NOL&q(3cPJWtL*cY9BDnh*v8+;{bI)8 zaF0B0hK{-cx4WChx(CTjzuAsK2)o)#_-N{`qbm;Xd?FcD9QZFX{2SrK zJ#c{@R7>hdb*Z`JT_q^@hUxx@mHXXX8iTh%NfRs*03sV1tP0ai$ka;u;z+=K-@Zz^4b-vN;2Y< z=JL2+am%*ArQ+#4FgNZP+p9%)ZMQ);hCWSOL^3lx!KK8Npr;Z`eG ztNTBq29(%h*jQ{$?E*jDGr(1{)(<^ZlrGC+lt&}+kDNdj;jJa6Hnm6C2aJ?!ehR? zJYYuIZGsYRFw)8lyE4VKFy=d6o{Mt0f=HW9lcaffMjF4lk zrmCrw0N$MIgVyYP(GqZ#Njy4>4zrpkfo#itO#B=c_#eP!NRwg8`~~bydq^2JAyzQ* zKfu(`cs?FCRwMW5!*W|m6Q!$8S_oWaRx@6H_;BkldYLNmir_C}9?GAH$1w)br{a}5 z){JF2Xl)Cw?nkLQqhV5JT!tr0oPZF(e*ivGKe8nTo7z#4I{TD8pH z##=zxhACGt#j&3{N|%>%k+4s(e%UXH2F;Ozx}n(WsuX)wtp3Ca!FHaT`Rkbb?}67o zbOsQ?A_GI0>}jCq<`rSkGD@m0djHzyPnr4fO1{JEOY;>21j2Ss`?8DHZ=Qd|w}T>O zXa)8c62o(Q6GerTJC^>kg-8@LbFNhU#f)S-H<;Os#;YW(#9YcDofiT01p_*49$!e) zH(>R2gdA^VY;7pyV>MZb&FUq3=GCS8Kc>xv69pf159yzgc2)<3{bAZad!PMTwuJsCtg0U^y%n;N<$m|X68#YFyG3v4t?*P@->}gmE=@WA*8C}^^vtQT43z8 z!_0vrotB37tS!{a!>hiY@FURza(LRt9(P_1LC0PTbv*<6+7TWzmCHBJ+94lwJD1tM zI|T>4EAb+c9Xee_QceohFaFM|dUwfDU)i-rUH;u!-A2o~$X$66*@Ev{*SP?$Q}unf zyCVddYrVJBuGcgQ&h=synCb1>*IJ5vwu05JgEreJI8yNQh9>Yqf2N_;A+r1V(} zk(+576{P1CN3$|}mLR=Tj6tLfECL9tp;J2}G-dq&7B(AxQi=MeK4gZq)6c_i{}|+W zl3!o&Jx@$t>y3ur?|w=*WBptl<@Z_a%T)YiXt?Gd)tNVif6n8~ducA&rzCL9Eozjs zY8r;|mn>Flwi@lTbx6px90T!)L;#yL1!hehxPEctu{skR|HI1*A0Inj+G+3&6t{}} z*LLP{#_E~qp+kQgX%NpAbDT7*38G~7-cVIrAwe=G#!g;OEmVd^zJ1_+&ZD8cvNe&1 z-Ja0?#5nrX12n^(VEZLH7z0)%d99uv3XV-pD=Uk&EBdDiKda?jhqDa#I91P1zn-3I zlu|s-yKRA}cSnbCCG)O!hsrPC`x%=l5;Y}>^_8&vDw=%yK%D&vA(mk)bNN8_#S1^v zx@cRw-CUHXlJBp3qtYC6O9S2lH~WynwAcx_REu7UrdR4DaCGe#>qOX}kak@<94EqN z#9~b;KpZJKW{vdp&S2G{B39mKMVI_T4|-@Iq5!wa`y020d<2onG~;%9(U zK+99X8dgUTL-g-n03325IjSp(zDyjGWuxZV7ji%g2MfgGKyk;Noq9oJyP#L!FSAUq znaAW6j0nKouC1V-7&%z zX%RauM;F&K+z5+``gQz;uNiqC$wI5b0D=u&y;p$ciz`}S_nuPA1WO|$^)9wVsRer4 zSgSy{c<)<I$VR>0tQHx{hFYpC)S?r%cv2<&`X>oVZ@*%$^Y|<+ z$yD!3b9DAw{W&{&&zF+)U37hnjCgQ#>Zy$3(V%1EUivpPxwD24WRloFn}6r^D&qLs znidPDcEc@#KXr z91@En+w^LcEwrsGe8+(V$xeUNn9@s2@}If!m-yQZ2lP8M(nsHWU4wriT6f1H)m@RH zI5}7&Ac%6-QH*KHg!X8U$y=iPlqCyu6l`zWphMsnF7ZI2SbbO50E%9}c|pkQ`~=4R zjXj6r)NB!u3uK_T(6cV1qzSoqEgaJ$4DVy!WJI5%K34*N97N~LBuZ$x)qTFlIA2&s z`_Sx;>R>MmO4vPO;zZC?kXZs_#WYtE-Qrut4EtPXc3+>@Lk=t{qrJ%BUtAh35^QiU zx=51qx&-hc8F+dT-5pTk=daiQsj5FT(v5z9qr17~L6J}rjm3k-b zh1mL}!zk?e%<$A$Q#?cK>E2lH)3~D>tw>!?X;U);lYJI!_EPt2tEupDhY1uAdy|-q z2INDFyey@k3Rh4d&Re+cB_$@+him68M$NH3?A}(wJv&PA6{rMZ4-~ykZ75$Sh_jIR z1lEgWxQR+JpXt9hc4MX_v(+=b%(X3|J>-Lt1jZ#XMCYH~iypHNwF7iDU?1#?Ue;?1EZa8%M4&Ih|ey`ax_!7erE77icd+d zJL@?A#53ZyjCnTF>A+W`{wfZK`<@=Z)GZsgiON2z$|UFtz@+);_mMaLkGAAPFG zP?PKR?>~0t`E{2z0MCGJ#PH`AT{T9cI$?Y#do=(X4}r(fKaM_C4~L#-0Kz&W9zCB4 zWD&3`S4Ic8HHMKGU%P$azjJ-;?G*I^?1$sh;zqJt7>#<$q}yrKZq>40+^trR(b6uC zhp(&Qp|^^}S;Sc8t&{<^&inA+_RM3hTb& z=9CRYnWoEAWrbgt*;MXZ=}`KN78juaU>P>u)jjg#eSrxZ$fV_yd@;Iv{t>$@jCgn< zU;aws)TS7olQu`0+nru!U%QxJqyJP9&C-i;=Q7<{UUG#v9HY`h8<{=uF{;&irStqh zY*R)S`zwH4Itk{~wyXw80KDx5@=Un8@Z#Yb+Sl?Kui*I%-koL&mj(hfE#b)?XU;BcFKi3 zJot6Z%^$MHMxwzAW$=Oy5cx(h<0KF7vd(IYwu@$mzrv-FCI4wJ(gqC! zmw#0OZ^}+unh98wad7G-nAL#U{mYc|w9eF>p*YSCP`o46a4T1q!%a_iFn(Ce?E*MAFYEG?_(DGmBWXe`WB`?{)7Z&|a;&eAV?Ib9cYC`bNO9eB)37&L;0EQcm`}@)Ea$vJoR)x}- zSupWQe7i*X!YFw_8K%Pk76M?qc@cT0_;sk9AM;jxPp&W$o{~BDNv21SY$rVTIqabN zPF~=cPjAIhKt#zz^{XyN--TNTk4r&Up6Dd{3mVxi?MIMA$`Q5oT(<}5a_y5)R{nRI z*Ta^XDsE+f1!bs}7Cm91g6;mQoM6c%*<_4v`bx~#LpP03jZ){E56A9C-al8wKfSXG z{J`=hMM*vP$p07L4f`#PsxwVcJ@Od|_JIh@&y;^je3<|WT>y^1v%Rc;+Zpccg|b|| z5%%K@(J-^k!hsEGPP+r+@RvM1KOY@Ym0spg%D*r{noV^g_{#9xI)0^c*K#T@J!!8K z<;Za9bbn3K$J7z1=J$5{8*#j;z33uCn3jLwtAr+>wf4tE8XZx@zX=8(i)`9i_iP5s zTpX|6xzyVf%H8yysA~nn?TIa9&48HvoFOoXrreiHpm={YTR+(rZY}ePrpBHZ5F?bG zk6ejIO+VLmudev+p^_Rh?mh%B12M>7+A`au`8shkPGlbZNl9@!dW<1fzl-y8_D+8)XKuxCNqP*HfJO3M>gXYc40JH&O3^WEo+6qB{3!MTP! z6Fq|3H}fZ#O;A7HX{cIjGoxVKNaS!pSD-fZHzpU#Ou1gifSule*9`ggz8N~$HSFvo zpf270p7T2q-wbQT-lSSZL*0UMSlbe8$r#uec2n!I#9l5Pp&|>YvhBqUjabL@nW%$Z zuVw(KP>WyzqwPlp81&#(f4h5Jg;&!|xNcvEC1L~Qi`{wfz^er3cj0>{Q}49tD?x(Y zNk>J?&OlmO9M03x{{aU+k*T6=+HuUTYoMj(84dB74o<4dl2B|cWet@C8Oe%@%EquU zVfK;A4}NEd3){}#K+N#y`|4?5R}e_^fEN0D&}O5SLIb8AAgtv~j*r+fET5?9?3aj2 z1l;s^fB6TN$oSO0y+FI7__Kr`4LXibG;2qo)A=+xXKL7zlO~*xDBS+DMp9NFQOQK^ zgE%YH7=Q&n8g_#T<|)hyrWwgiQN&H2XwCJPS?on}3(@6bMvzd5^4-taG6rgl!W90F zJgR0zmn3t4w7z|q3`FAJiH4NqCVplmp@3yxYzcC;eXK&RgVQ^&QdLZ^x$yRlJnFMj zSG0eM!NP4{@!k7D@*oIZH~ylSd*4x3@~b+dNT0Uhz@IUM!(|~SI6)RlC;coeNOb%K zTrw{nG{GBgF@9Zbd_Z$0iAPYnPj;;!-aciA46p}_q}HRH<Ji$j_-a$7l{bgIwiZ@jg-Xn~A(EM`W#(_;HXWEap$7*yx&(O4~XiZ$R$bIi?_ zwUAJJuDg53B~dws`Qy3U{{h%*M@x7~3Gc|(woEV&_XZ^>+FF4(9woub3>80e%~ukC z=oIth zU4k&QG(m<1Rd1L`Yqox*;$_?b&4oBox<&Z8`lF-H{vkFT52kNnzbEmZ#`@8pbME6s zY$msF_~_}rn?ubLTUu;&+b9&~s&miHeIZ;^a>n!^(Q+>Qz?)~bgyzv3nfo#6f&(HI zD4yWOtBt_>o+#Xj$^Zkloy(Z~QugD+dsIW+-Vh%y5GA)Z&A@G%curhN%*?UiBLqzJ zsz2Rg)P{q70qr9zA*(%j3t3Qygm@K7rl&?=q(IfTj_|dl;rxg2NNZ*i8A?+pm;nIue0Av zT?T;r0L8KwGl=k!K>`yO^P8-HwQ?ql5N-gH6M%3GV7yUYb(?r4n)AY`Tbo=K-E1X$ zy!TeP9|htXJe|OPcr>hkn7^Jpb3n={QyqLD#^8fkgtufV3F$1(1rjuXB`FOL8(+=4b)rklft@BxTXFlYM~gor`KNW5=8DkEw>YbF_mOHTz{A zm#~y~l(}31sb7DjaEUM(7%+yq%ZddQ$lh08*6Ac@O1($YApU#jHEbOLS*F0Pn+ z7`gx?pP7~S;58GQPJC1@^Af34%(8W6aLsoQDS}6=}Hac1lDx`7K6r2CJBz4leCamKV&;HiLT5 zIyPx_?VBdcLwOiItVb)6190YQXe~AvsrX*T2As_It7ZW*!12NLPM0GSZAJshk9e_3 zS^*Ni1IiK~vE(7D=rZg_bzm~F!42HJt_IJVcdQg$f;38oM3V)!w{xybf9=aL++Ll%? zFncy>=OXx?NVG|ONBmx{ab9{%8l{a+u%(Ty(;aluUrnYnb3 zK?YOCUbip9tN6wTMzgW9-lC(54h)J~G)g7RLvcBmlBkr^uY0+Qml(+#dw+T6Cn;O^ zA-!-3_lycA%4df0Dt3rZcqH8m~%?IcU<7Z09l4AMVl z{IjZI^B-X0f6Syn2{CWWrTj02-|uU?US(+tK~Zn9bK4C4JE-}Kdhfl$BjWa|Kq&Rp z9F9aSOgi?+rt}IxMXcy0z$ss1jZ>T6gTf9~$;vqTEt4BxlJ8N*ZGX13d&>E`%i!ln zwaHL@GWL1%gGt*s)H}ic-DhV0r+Y_>Ccz-gYi+0EWDKe1FVK+$y0fXWP*K(3~Z+70yi_F1h3g!f>owOW@T8_-&BIygSV6g~H9M~@= zzt5`Sp2{y6h9;aMS9I?aWmCJ&&Y5dSe{Z9}ZU;;kx3bU6L8BY=QU)5W#@ z-5xRdhvK!7*bc8dJ)=CAM?yHPt7b-1(4OXZZcOvw}p$^w^z^ z?Ze)ljtsFF=7g^AA@v(@`Og5;-iI~ivrDdmzeC_og+#od&_h*=epl4HaSr(BZ z`wZ{$oJ@JaWH8u45v(~7C4VJB(Q>O;;!aL)--ZkLv-AA0*DgU77}c0ii`6< z$_zGmoqwY0ER{+|Du&a)kV5y;+|9vRPg>JBiXIo}g99PVf%ldKm6DL3mI}DqKfx~^ zD+vy3;s&FODzCkE;ATP#s0h?^L2i{}?-&g1#(+iw_gR_jK^nZA000dMe~65n?>>7x z^#0g*lxzy+b*GqMsM`~;0WE__U7{a@q8P`_3^n{~ITW|WwfHtV!=P{4N)&R(pLgCs zRqRo1sZ=@SfSVO0F1)7A|6NFxaCOZ0%$MM+)$cWs`;jE6Uehm_As+UYf&jFvJ zZ{V<1!aUyN=X#MG*#ah_06l3j#Oxc+!T4At7Ab)bdJ%LLetNsz8M)*R$(4vs{%D_5 z6SG`ykjySF&#h))H|)cG52-eDJ$-xe6a&hoWNK`dedT`ulYb53oC3ie_ipBfBnrDbN;c)!Jy^PVbmok%~6b{)s!-$U)r9vYmXMCzF1u z<+nU}(G)t>03*9+&4PwiXb&OZgO1xm>A4s`n0tSyd`2S7<&7#Z7G}=HByK*+K}4&Bkym0G%DtWCJb(U`h*uQt6drh zah`a%zE8b?uSfQ&d4V^I_uTfQ4jaX&FBs20PW~Eu0`oD+5BM$fsp>z#*32i|JbP{p z&5MgHxQQ@M@O`q@LLgEENpaih{QBbKoQ7j+$rd9>^;YT0Ve?fgJde3@#wM$o6g2+`7mkVChn^E9*R zFj0k_No-!t^poeROl6D(H~yDyQ+65J-YQ-AJ_ybr#hl00%Qwxs?9!pFqKeC zx*CFgk>vlh%IcojkA%O*XE%C7$|N}iOdgjiAWqxCa4f4ZzKvRl892MxkS`yeD(dGaO%7gQTxP_7Ux=RXV%lvZ&!4e)U9nCa99Zb> ztCryn*VtM5borPph)L^va^S!Aj6t{zVL9gXYxL2QkAyoxwdSn-DhkqLDU_aY#Id=p z^XKv3{SdomViQdUMe@~SNztVcKc#?wju01zA@FEZ(aBL^_wgD&E6yE138!$2Kv>s$ zB^NfEEwQ)}j=B8xx8AJx_lG_@3(? zi>bdXsVy#^F}<^U7D!1U$+tB&$T?CTwEPE{1N+%swdP`&k52cxTK@8VmSiF(MjG*j;UrA!Pka9`NNN2TZ1lOhj9ixjXofY(&MOn;e zmYMg$YIWL^K{(Kh=%9F%kZWKQRqdpt<`_FO=LmuXr5WxQJ5%BWp_XD7+1U?2wqwmF zd0$^g_PO6CQFqh${S8H=2qu{O5n2*JBLXdRleVhHL}=>kqQS>v*(rmmM{yv^F}oaY z^2&Z?ihTl2lW55KT|6`}Mz8CHucZpypwka|;N;Jd>w$x?yM!9KQ`BRk3tn@P#ckeX z%pM$^=*vgMS< z8wyx+!@AJ-mdM+>ixv3qvp=60vzT9+aIzV^IS=92zg-V0n{A#zeV4GgVJic=x z^4s^~NA!y3=gB{zW4})tRcSwvMuJ#J1e>g1H0J4sZ{m1G6N83g6iw!l^Yh~e)utEK zprYE&N-5`Dt2+`x-`2(TujW1scc=A3)HY!*Of~e%>GNZmL=Q$`S#2|fRG!+4JP^L0 zE?t~~FuMp&{lYZv3`}!LWoKvc-W-X6^4af6xYvl zy6>U|J_$^bE*Y$lB16B@ZgXiU$z{&teayra-3b(k#c+M%TTj=FCON&yc95LW@r!pp zmJOo!X{U^)0>dm7M>&y=_k8n>>OSg>Wi?bo>EnShafmX3gU)5vDUXCK|7MJ?VD7c9 zEb=t>(KJDGC4+15YN2n+V&F^OF||PO8n&9nOYiZdFixR{!1BlJjyecj+%whk^XC3Q zA5hm?5Eh-J`IG+bjtcrDsCSkFKcUqUC#&fn<4FOqrP2B~8hzLPi}7a_^Y(nWI^L}R zrsFd!66x4Ulg$)JY9evjzE^7dX>>tMR%bwEf`&+_u&tCD|1kh8hGtWLvr|F@mX9Gg z68DJDAu%H)9X&iVmkBh)PLm5CUi@a#Z%~w*4c+6{&V$L zd78%e%L=)v7bKtUZ%g7InZBHQZ92<0)5fu@RAcT@IXeO|F}eZ(4%3U69%Jdvk7s{W zZhZM@wj=CfR{@hY-d#_)&+KY40Bll)T?WK0qvYeByIE*YvfKen2xO|T95G+pNxc$- zQ5uyDSwB6qv)s7q!snP-u(gYO9o`S1fl|tHvTRro%{H zSDoOh>L;z=(XNREwvGzAf2e(sY{5L+ z)gd>o*CSXk4U&UwXX8HH&p?B81?aSkU+c^PRn_w`VAF&ORZKfK1?HY5#qddkME3sn`*-f#2?j)&1nGE=U(2(r^; zF~kd+uRRPg$l5fF4w9ilec?o~ckL7D-uTN%At}_yyzQBlX`1r-x$2LXHb`t%D&ehd zJ7e)I`C2Of5@dhlqvHUKr0tJGrAZGm7#f_ef1*8SP|{Jd68)pH;v>S7FNB9RH^LeL zK2{NY3;+ei4%9`C>y@lQy}LIW7f5c>Tpnsq^Ph(eBHf!M$)y?D4lZ%7M z>?^{JQ%ZZ$-PV3_W#TaeQM=_R!>6{0NnRqKZpXlPpzt47$)XCmPeE}8g7~0O_mNMSy z_qT{ll9jz1@OYuKpWN0=)tEppEnje?$GRQp6;Ol!#3rCl%{;RQ&#V zD4WLPFEO2BZ!|tERh@sxi1St8Wxry1NcpbgObZjTV`V9)a*)U`GO8+MjKM?VviW0` zME@r|OBWcxjT3QpV}v+0P=5HI%X#GNO4&QPOhwb^!rzOjUmfNf8dHQPZBzB6cb!;G z^j5N#B(>y^A>tEuiUKecLeJ7hb!fAL;4nYKGl|^&%2bXm)K|kAD90=@9vsfEu0|Cn z&^O~!?X_WB#T*^13_t*m1|ec|J-%$bS_;;i_}cBGgZ8ey$ZDFd;HSrk@kr*y$L6sFU!^NGES`TdqXz*P+|Ov z!3(OrKE5n}o@Ca%hU(3ZAQeOZBy>w_a2)urc(p#i9%}e+eYU96TBcL3VSR;P{o7;4 z{eIF%|~b#WhRV1-;&yY@tyF!ZtIl5juy!-6{Zk(7Q6q|Ds@YU^(;S{-hxW;qH#vEs^~i@c#VH#Dr} zem~LEop42(hZ^PmgD&ksPjO!nx3G?Krthl(3QO?6pOe2AR~jcv$5)>~d2u!D;K7W=Sv)863pwckYOKfr+cBgqpi#)$1NgHwN|o0APE?Zq z$@>0KdhNx@+%3;;OTa#M?{!!vjY%?nG!o_)30Wiz(T`l&ED+ySED4fvoWi|8=LU`0 ztUIDZR|r^5?Uv8vwG%G_S+xIBMm^?tpKb=Gyu!s5`)|)q@e#Ll0G9;{Z8|G~6;B@~iU5BR=#zL9sbBJac1yOtq<|iP zPIWm48F_;;2~Apea?2=}fkf$VC%FR`G18pseSW1#T!4q2{VRO~#jAsFuK;MT@VPYF zV5L~UFaE6=16XZM`tZ#m1UFs$Ydin>zli%Rk;s8)*1AvqkyM;=HwW=@vrlgiuPjLd zKU~nG&=I7PXV99okF}EHG=WA3h}OvuH%;0!Zdv{?OVcxYkD;4>+Y)ZTo|qCZ`SukJ zF-bGn9B(a+O6k#0Duc&CA*M{PgnXPb2{da;v<9@?7KFl*Wv?;@ks1*ezELxH09W~d zPOa`G#64mtYgtvba31mlogC!4JL9%Ythcql!?>jZ!HP|sk8EbiW*q)0aDaV}#MI#4 zQ=CIIxSpg3TV&T6x}EIGHql=5gc~VK`^i&XjUyh>#O4IdjiRA(7t)lV1!^R5_e{phs((djHXmk zxPhJm*`&I{N2OR4wJy~w$$xIk`Am}C?KW4$XV{x-b|_*O)%EmUxb)kUQ;oU>yJ3tk#rSpLecPWzgY^r zk!$!6?oZ>sC}od%?d4tQ4a2uzQQ(rvP@G^Yoxg;S%&+EQI=AEeJ6qN`T7vxaQ_rx? z!G_?B8&&A!4P7N}+X{{OPX_M4IfwP>S%wue_W6U{(ql&0)4{u9xF`p42;)=tHRWsiYHPU>rO z6Nv1kT7-y$kXb1~t*ly~Sf@J)*;h!GziRZdGtdOH%Ep9Gv%0}Ev)V%WpwYV{w|H*LVvv?_(->+k<;y5D`V zxr(L+mM>lSy{`y7HyjPiDiRG{_N`HwqliNJfnAEgvnT(9C1(cCsJt*PAM3524&0?;tWK=};VpaMq#7%M1lg z#Y{cM&!LNPs90VXgc4ntsptLl`_a*M0G7pK27dF$Zn=zk~&;?oGc(QsgK6V z0iQ~%hUseh8G-q*>`6XC0yF$YeO|%*zo0+zw3YUF*_{>@kL!|)cL zWiYCaE;S@YEHCP$gjo2=7VP`D80Q<4S_$5fkJ_q5&SxD>;A5Q8?b=j$&`^95D|dzN zebuyLt{q6WF;QXr8e<#<^|nd9n`Ats&&1Asj+&qb*5YB~F*@J%euyq@idQI2QYLe4 zzrB?HqP())Z00Tx+=eq6o3(n&O<#e}CbhPrr=z{*JRjkh9}@<611`m(d7#08VOb!t#d!48&Lh_f#7rMO zaC{?IHn{x-+fA{M3`uE_?vJNN7x;3jwX8Ef^`c+S#@}y9&g1QJ&j@<6Po_dIYc$vg z3@uuQLIH9ebC@f&cSPWCVk&fJW8S&2|DQ&?uQ8 zXDrs*=ZXRl&rK4;p+DTnB1E^Nt}yl&|M{?c1Y2SkZMRUElENB+5pETZm84W6CPfvE zfpNwe-RxEQwB|gS98y!t=?atvXBk_z zf-iX_3AE4JXJnLOW6Ed`WxKu8O+%7(-HI~%Bn-rPmDHYf)TJOf`9aTU6I({f_oFh~ zxWR^w(hZ>L?cVjoRPQLPAFvD7K{szHJ{)oDQQG}pfd-R!bt$!9G% zs?JsGhQ9vG9uhz24RDQV7AP@=CP(n~vhnax zVJq}Bfhj`$Zp>g~8UGv@WnF|hZ#iiZA__S?GgJXp&qezDXvK8nVIv9CqKFhNHWgp^1W6mBw2q;heyZ4)Yf&>SyOdsbZgq#n4)i5?E z?AT{SYvCu;3mZOO6_4zs%y7PAd@#&@+v?<0F$5)oh4vJ1U zfr=unLf&3xj@C|3PJSZl8X@_DP3q3vloP~aYMC6%_-UwJ7`5i>z-tF3v&DC?s&370 zhUk5#%U6&2PT0%DboC%ZYK)0(%9np+Z%fNgj^Jn%wti)SUP~MQpixSq<_xWI+6He& zv;zQl1h3aq=EgLrdWQ4TsZ=pKtlQ7;QiXqiDU&b3`v*9a3M4L3d|F|ofucP>w*h0! zdkPVqP7gk0M|xTIfPU@~g<+g>vP3CFV(GK=R_)#<{BJlhlt5tvGB=K8{!B23PBqK9 zujX{(rG*5@`xrI;>WYkr4vY~~1H`>K*^{Q560vf?{Pejpm@0EJMro8kQ{R5=&CQ-* z`M#PH4@b-f5y!8wBCS%%VOnk&-h`ne|JZ+zd60rXQ`q$TA{@bvnePcBIrXMb19TI; z!OT@HWh8F|@ESEJrAQL&)t`Sl@1f9Ii!k?;MsTQ8GQ;&UR=@M$uwB+B#&i>NlC1NX z)po`&q7iozbK8_|*M)^x9=KgSpRj$*SU;4i88h`3pa$AlwnfbRi+n*CbR$3gT*6#x?*0i#cp(F~kE%1drf#EK$;mCdf(29HUR!$VwTlz^4b7v?urfv+p7 z(_gH!qa4lwn(Z0u7-CANrQZ$S@zfsO-jezUsG`OTWFhsuScKn`R?JKv;L}a+u-xx#2QJz)??--6tWbotOfQ1}ob) zSe4;i)MtHp^D;gu&1wzNRte0l+QY?&A!uFx>rc;U9?u*X4??pqZMdWuV8;n0F7fWD zkr*?l>pP~GBbS9lgcmJ3sE%g}xLWJugcwP93L-$z^2vC%Sp*!q#F-N;Ksx*u^CmKS zJ96EM?gv?em4Vx7#;~MoyhAm&nd9_HUtAKJ86 z=7Dzz9--B@%C_y>z1mzOI&QTnVM!-hj9-9H-7;}gG5SDSIjWioBy0(Ll8}coUeZ?O z-Y@nKSGWA`7GFhlY^tzx+BmjKWdys7+*<@Nj@3r@FL|&D!OKB3H1vbl2!+%hH}3;^ z|7^*u$Rmaw!`m<$SO{KlTIFu<3K~?aOp3!OZzX?rzh10k(`<(tHyr)`HhyEtdV@l% zG*NO022)-(NqEX)Di)v`=dP9#?V&9g9DXxkkUKe4@jWj42N1MH&Qg5iPWYdZ^m9(Z zYLvu{+0eWX-OYF^ekBYQY`gwg^P{*4+?OZge&a=#sh8>|e^#vMN`k}6%)<(lH9(IIkYC;iy=5F~hYBR~H1i19aJ_)xB87w}Qq^64MI4vqmp9>4Yu*V4-N#86)W z{pMq#0rLEZF`?8ekRa!v#`8@+TzT;+9FdRJq%IftHxtP%$kPN{l17b)R*tc)iLz_D z3huqV08@i}2WrHsb528uEGVtOhW0W@TU5@dE-;_`*XTDQ`x_&QINr^UlIAH2ov=O0^_g@VFD;`F13f)tb-iIw|#2jvp+sN!Nr?h4BlNM95F)0jg9E68@v1)!Iw$i;$d^kl02wN zljE{4a|GNgf{UE>>HkNrpQ0MUYwj#>57Wj}cxMOA6Vhf!2a=> zdHzsp)ac$FQ`y$}#Z!3Geq0KC-S;LCFnyKE0UG}Fx->dV2quxl5&gZk8C?E}kq2ic z8#}JH*2YId%Z3>WCDg~F;WfHF`qKO@(bwSjLH|wNRa`= z8}VOC3?O#`*?`>^72#F=>R;v$f1=Kkke2s>%NS(1Ce)b9ycCnU;1X_o*I2a65;csv zxwNS|j$dt)kIRbiK|R5Sun3#BccJfw;ZIXIzS}}8 zdV-+{V=nh4pu$tc=GGBd8dvcmW{Tb(XN@8Fy8ZXnJ;kS1DmVv({*&;`0_; zqQr}Umn0*@@f}O*DbdSzJ+@VQ({lczcSjqL&n2s+RTmuB_vGoq{6P* z+q*(pQ!6SsOKukD(3G2dHDh)hn6p6~wt6#*NGnmfw6fA8X5`}f^5EMi@guq=&&)W_ zv3Vp~pZ8mf=$w~5>X#6!CzjxGvMAxg37ogZ9W|hBwgzSNp}up;-Fs%!E%X^Pnavqb zN{4D#WkO*~5j3ERUx{Jqp_o%WeId%n-DTX%CnC_rDAjz31QCdDbH`b|0vQ16y8-9D z=p2Xvd68X+6k?y|fvbVSZfAR$G-fA0Ta_*Am#fap_JsGZ`CMJvjQy= zlLm=bpX?qoRT^mR<6wEPHv$u*IPHvBh+$kHmj!)Lz4hdA4>FtF_i9F(?F43al-OF9<5g)v+s0 zwlBa=38iHgr~N_d9P}jrA>*&9W0I+_R51rMB6Pb2R))4AgoN93mwPb$7UAZ`3Rh4z zCEt%9wZYOr#=$Gg4ot%robY>V2dvtqzUujWlUc^TxD(R@b#9~ z_lVuj|1Q2=^DI;jD@p^idB}Lom>VdDyMC((Vmon zL2Ry_M9ce?Q1_urUrcs;pbmXoX(b*QhmD+$nzHAvJQ(eEbynxBJ<~=qE0Y;v@wY!9zh#Z)g zs;Y7z#g#bM1hKTiTz@KI4mmeHj}~k{ZjwbsRl&V|OI3Yfz;2Xju<*F#YM&u^wP%vd z{v#ekEogMH=U~5HL5LI>sk$1g6r=%4M1vRIy;*?pu#=dvuY+23(-p9!_qsCjHxPCLme= zx$P{|z460lnJmr^i#+2!`PXWD5memeBB_KM&Q7pVoAoD^`4nwk6 zFM&6x4)$1loT{LipSa6e6+gO*64JtM<#K&`(39A4qvNFgt2>-9x%SDr>D`wJgH+G} z3~43x_%v}}gK<qfF!x}e z7?0+@?|tZ3+^v_x36JS*1cp#7ajHT1sn3zj>9}bmThwkZ2>?C^#(@h4hwho+HG&Jr zEahb)#8qm2DNPl%lfbmhd}5ztLc$yr zx~ZY>kHu6}o%kgR$I4&ae@R>^A^XhGUp6lNDFc zl7drSa4C-DMs-FSOpuI|k>-5lBNQ~LWuL(*wGX1H9;y3-Zy?n7?9+wuq@8S^)#o2> zA;K0ZYI?{f5>~?>8q4qON$?6y6wJ{QHX`|~pFMnW5ssN-@e8ritxEsneA4j8E5*l& z-@=P#@!yBql?8jj_ACQVEQNpaR>ycKrdv$14L?Qw@tt20D7h@mw~((Wi8 z8<===mq38{gg+E|1Ow$EGZUW*Sz8MHf2(|!AJ>~D3gl@0{JsryJ=y7fyCI>QYjGIH z^bS$dy48zro=hy?bG%+ExG<%stJ5R>!S{p(!HZL7XfW*#n=W4~xBys@QX*GzNj+O0 z^qss}ANTvpGOmm0VD1~6x&i(22x%*<&*7=>%uK4gbQ#V-k#3v1=G`jc#27Aj;orN@ zLyeyDq<+~EcI{qM`No`&&BkD!Pogq{A@w2b%bkLM{I*JctCCk*!+%!xz2M5nh}|&l z)9$LK{e|LGihcLt%D{)ay>4H+$*@55h!^(>b~a}tuz)t<{K1JkvByZz0T90UbU`*Y zp&^v99&6SBN84Nh3IqTetP`pjbvREgkXnF@+7Q&G!2Q@VgbBt2GO!BCKB{8UYTY_h*P1^GZ-oA(qvQkBPGV$#?|gGBtY7dLrc}x_ZK-XvJpVR9yf>onnzP6N4)F&cINRexuO4!$^H6jFe@ENusKs1w_^(XR#4>6oYLn-?=~PzI)QiWQu!}KkyCK#OiPz2nm%rl= zBQ?&*JFHe$D!>-BoMyU|Ip^xfO1sSn}xykWsiF_bSAQWa@ z4+KeSGWuVYeM#pNs^Qr2laO%BDoHhzRXMNoA|V-7fT`|`lXzHZ+iklDyrQOO{d{0< zi4awf_HTe(8n27FkC`MeXt~}5;bBZTSm(Nly5_1bA#fD_0_5RD4mwud7JDZ0k2`>y z?bi-91b9XfOpgYNwY6mEZcTB(RJJklKAU$vgh~GTv5_R(XO~g-y!fHcn7Ck&EmwUipOlRLfInI z7r784gkk)?nfp~6eAI9vg)0Mv3JgC9Ee*|@lQ#&L*Ydt1Ui}A9zun8{lvTqXfZ+Uj zo;7Wm41GoBIa=gHD8*!-4RgjCpWl*%U5(2YqWnX`cXz$|dB$$=XVH*GNNA6wgrr0v zk*)GQMxd_oqQY<1IZi`n1GaVzPryKEi(YfA3Ywmn2yJ_B#=1r${x_D8;$t~xXE+y!J%RiOoc8z zQy|ymU}>(Zm!67>nihsQgTajhFSe)q4Z&j;%D&6(4GPMZmv5)Gi zx{UT~!WcucKlA#HFvFUu`rZO%f4B%@DS_nxOn!%$JCy2^F@?m1s6enHpq31f7Q!xD z%QCO4n`=LdIcKggjNRu7vQmu|r6s{86I`J%98Y>p)vQ_BMS>X|3q#T_b6SQ;I(tcN zfw<|`}#Qn_UnYOy*E&n4e0an=b! z^N_s>ugONzO07uEQLOJp*|M}X)HSY$w|02!E3-8v3Qc>YVKZ=NCQ4bJxHYQUX!93V z?6_6to?_-MH#;|nFS~sd;ZwnTh2JztE;OIk zPsY@BN@Ewv#9gf32)WR8ZrwMuznZxigY!u@s)!^7F z;0#Z1j|~DlsU>^M&Jf4(vaPEfA4%Q=uP(W;gt(T6B8jghDz`g9AxxF`+K(0sO9c!W zs^3-+`b;ZnJx-8uU#(k|IZ3`>0o%QJW_tZZ?6_d8A+amWVg(^8e)U05;eEZZ3hfr7lpTAlOrm!R z4S;PIm*PG7EO7AViVPCLPW6Hx4LSCJ=CfOei(qWu>aZy=v2N&?Rtc$~xA$}*;7W=t z&ojBQy6C9+c=r%pjbr*TS^BdwwQA+*rH)#}T?^ZoD(BHyy@D3SjO-5cbR0Z(b6T^s zTm+;!wTNebuV7wpdxyjZS$MXw=0sLC1Rcb`&LSd+EV&6VPY7*8Y+Tm{apBWv*E3IgBuO&Bz-IAW~6Wbo}|&0!Fv^NWnfasmPIm#K`*d;~xqStvnw zR4R_b(3lXh`OV%$2d7Ux#F91G$3|-_`eP`Y_p5!lD`?;?8_3XoI4!q2{9*5B@kNQC z4HuPbtYS2~wu#qd94Hc3hvQ*?ycl};3bVmpi-y}|mVYOEW@Nw4CH34J-JsmRdBh*M zy@b#)Gy@9ut!J;NEyvZ&Kacx0_QmX+p9c{!Io$YNoD_3Wo)Q_$9gbP=mlJdH=(}^m z-qPhsI2$DHeD%SCbK>Q6jIvu&D(B%dM{2hOAz~>7B9(rRwvzb1=Xph>D>-D7H7gS& z^U%NipNJg|8h6T7t&&<`0sxoQC^X-O-* zhP)@$dBGmC{l*J_NLuM1K&}ZZYtBf@=Ie*29{Db=Tg3TRgm~8d$!M_mUWm8Mx%d5( z{!tTY#1^H2zK_0N-7qD=0+e#DTHkAK5?_Uf)esqV?v0ilGyrC7xL{DH>q@3OIR9oG z;%kTP8V`2F2=1MY93sVwimiEvKQQD;Wc6;|HWemoj20?1fCyxeTemJcEydNAD!OV) z7id4`j2k1$kVOaU#On6u3&U0u@`4`S#q%&5a>c^7B$}x}(er=xtI!$pDNdcF7Y2c3UwmKaWjejuYAu@BWE{#{NZO1o1~I;^gul?Yv~RLHFc@4d0BiBabQ&} ze|umhAvv2NAIv5A#$7&(;mo#JiI;g>x$%aC^F0B6n;_*4LO_Xu1uNfjaB;fNiNTKB z-k7^2jOJ71dEk8H*_d*|D1Kp;s(MFdw*Yp6sIYkqkUdu&e?(YG|AKn+*X@o)irbhR z(>-I3~ z#NB1jpKTaiXDO>vA1p_AO?D3deoqDJ$!W{llOiZt^!1d~w=<0hS zJnKK#b;UP!RaM|8HE$a<9EK77ur9}y+@poT>fr89(B6LY)8Yd%l+m|RbAt`_;XY1I z{&raF)$;hvR!HGL0O4nO2DFCAR#6@nX~=-lN8{BBxY@`IQ)2->CC#CRnFVVH%pk0|CsQ~-7xIc2ZCgxLGo%B6op`*JB>G;Zi&G8J zY|^@XCwx*>m>%XxJlA@*ioubL^K&?6n~R-BTVaSjR%jI_44}~gh7ms^G#%-yT3`C4 z5}RCa1#yWYY--x~+u(?JM%YON&21ChZ5o;X07rST%|cQb@}SVOO=8n!CU^8k zChV8r2bicm*f-C{G@DCVqh)b|G2t4xoaizb`(moN8=@)Qf1G&aBTIiWjSLEGN;6~?y(EM{ zO&vCJ%iqBR+=7$l$)rDjTYKlNV$lN00Wq+P8cGZV^xB#jdSqOF${N!{d^SeXLOVLa z>!WiIQG!Z0l+As8cyl%MMZM=Og`%R~gUPf4?z=*KlAF0i13q|wA!y_7S~8jj5YID6 zCzH1so4^f{bf%0A{%+jn4&BzsfzT9&Tz0!Dm2wxzruMMA%4xHSm^`FWlMb7eZ%^^Q z^^s-7fsWEJc=o;h2jF0TUMk3;Enx{Ag|yHMwM{%kPMI*1Q^xUqsge#fNE&`a=|)Ba z-QIpc31NJ9?0ZQaIlq`E%5ygO{>^nJrb+2!z}dtgiK~)v&+g{`^iWDrUbnluOkZSn4I82@YFm`T*R7H`#Cg_TkK#fOczn=uBs8+n2hFU~b7L2u=3Jay`xH6Je*pI=G_}lS zOm3+SHG}?x-X1_?H4jj*;y_uPyn=*c(L>pPfQR2Y{f}sWs+8Z3SXyz1`%BLl{q^VD&?EfXbjm61Q1;(YT20lA34pB}i%^)qp zT?WRJkO6$QuVjK5yZ*$5)vOUo`E1?Md*5-T?_Zz}!{6xPG$|j+8ZXJJKip+Ba;?CS zx{1L)NglsK-VG=m25sD669%J95JgdPo5za;=T9)7!M$+C^viMdE5EItijP@^!~~#e z)hlE<%59B>yQQL6?6D}U0)5VjCnUBOSQ-yNQCl0K@_wG7H~iTVZl>i z&GVUK_qP3r%a>_J-i!}LypoH{IB}&r$b0QspNXqb{LvkmaQmQbNyPc~rOX5Rpgjni zt@zeojc(=l-us~yEb<-^81xVDUF$icG-8_xwO@iJyEM8De}mn6Z=i4VIEzd0RbJB{ zwwkU|X@OSaTZB!hO*AxL`dCMzofgFj9`1J;M~5#H;hqM>Q}V^y6M`yD%4)x~2W*!j z>&lu>$2tlI1UU^U5*VT(8{N93N&@lH`*BR@#HysET;Y8v+u&A^Oj;L_t>5^sE4_CY zPhY{d;bmb-m$nM1ZL|NkTE2lEzp|C@?yNz#8 zYPpzRmMQ8ojy&$z_8_K)>zx&gSPn@h`H;Tknnow4E}_{wlBelj7_GJLi;jX*ByU|6 ztp(4Tk7vG8bMpws{Mjaz)mU%2NmB^~x7@M8Cs6)uW#=5}Ew}I(gXk}{t&&y#^?(Xx zIa|1c*w!)0Wu*zo=iOY|8XlzlMQw`9_@3YO!u}gxc%)9FP8uCBTcMXM^?Yn8_Lsg~ zK;*{RK5Rh}F62`Q~ij7%rw=jCvY{|WO*k*jed?D$P-Nz(hER;6q&fdWTfRNVS-rqmEN`~wUpKbndkS| z$iOEZ5dO1bZ-IRGgkqd42>h%2gN=?>Dl18~3ZCo}j87Q^Fc8GfJhNJ{Q3gxCgeDN| zr;4)#pZ24?I2Ey!#*%t{P7pS~!qXOHm{c#r;M-G|vfg1GmyE;)_xMMJg>l6CKM@m; zxCit$#N;d6>k0k+H+%CJLvB0a5UaM5H2Nanum@Nmc)zb-25Ar|g}Oh^Ho|*IySECF zD3KwW9>2c!l^VH5->YExH((bTxo}Mx{Wk(cTpGx52da3L2?>pY{{+u*G96YZIX6K6 z0Qim@t&y}b^~HvDHdYrOr>Fi}EeAPUw3h_J!N6Nky3qRUWtu%OF6I1`FUH zCMkDyulP4E4eO9e7mlxg0A#U4PE^1ufqd1fz^eqt<-*cL;Z)NQOX2HX zvhI$g`G^}EW2^q9rqaeA48pW|Vz^V}U`UNpBC6T!=pvmUN~ADw*C+`b9f>vECP6hvJ0g#nlJJl?Ihb z1|p`0|J%nY-%iEB;o_Y|jqex9_`sfQeqKCDAp6GU^z^NgHgQ6(pJZtyaG3VjWj<>r zJxPrDJY1-*H!)rQPXF&_al*5=0od{N%>!D-4(H3i3Fmr#e`nGCf_wB*p!6T$Rd1-F zAb5Y;s<)0jYe@)zMWH5{VRN1cb#|&u6?UXTdfr4xxAO)MUl5=Y!MhFoiNC0Ph)>8| zDxgJ_GZL;)byilcR{N)nQ13*T;*$*pyPKkY@ZX(Y(NO|N=CfG=5fXkHICQQvaF{~W zG=0q?s%?f9zMHsfUZnTrMXHkywpR^tl;IOm^+Mf*%fT$7EJ3y0!DSObm=zCqu) z$nVHP5C29j+=ciCd4>4EibHX~4SV|bm4+Ad6SoYGX04+mL%V*r=-Q##Z<^B8NA#a9 zVs5Bv9B-q)m}0d5x?jLWbf)*V-!WU2{JYe{IXXXiJtiOaO2{ki=68dH{A`f~qoncE zahhL~OlSBk^#`wz&Dp%D1IDO(p@ZB3wgzd*me-h3+ZW$fl#L819CT9k!;)6D3UqKM z-Q&slFyYQ*^A}l=XR}?TIHfY`k!mdVmJSW9TW9MT_#;){Fe`atuV;2YV}yI6LUE$* zR4;99k(;b~$2x$*eVy7Si~;AZGH%Du{VM`8WF)pqC|g%w`uS8X?IdoMs)~ z$6S3|N^;L#B17tdX}HMpUfxPZUQhn@qvLqez$Fo5IZC3?+V{MvtNczX*at?p{RG3v z`#^uQ1uH9j2stPDg*ue+ga1Se`rh-GGpLa+#r?D_^^%9*MBQ!022jRtJ|*XVy(w6K zXE_z`{{imD$tLB(AbssYEED?)-@)iym&6^WRZ!IU4;kvgv&RAn)EA5TlHK1Qs*2Q9 zjN*57WljV^6~Q1(&AN5d74e4Hi~(-K?=%|c`SgCC5WS3{hpe^2&7kZ>d+@K>P&V`iFBwBwK^7_}TjG9lFycDLy!j%%u8VQrP1&E1KN%O{!RVVNU56Gx`^j@? z5&VEyAFo>a2l)JZ#wB7(&0XNhSLa*J?d7?;?d`}8>i2nh5Md$u)2AD9d1+|BV(&$b z_&p)wv6fsR#AkaexQ2BU-y9a3^ip zS55*tPH$ZNU73Z%#YE-g@c!>tVQU?}He>R%ti1S$#Bhw0!iHpPw{^ow)kdhra z{#7VkwEK@3q@l#lv35N2M!c0>4v7s`nCcqkd;c^|27fxqUbM= z?!S--gOWq+OGg@`s4zg2C_fIOqm?G`{8wC)^XcYe2zhuAlkHM~b7`w`VYog08sc; z0Xy7^w7{hR17qBse5P+Q2z!!R>U~NKyN%)kIcvuJj{+Vi2|_ed+%W-zohG7q{^Ejz z(8{o*ZL)%mp0$WRuU^5B+N{vtOqg~~o0Bc*n&q;z@P%CKS2OpX0q%>qK1>={MPXal z`>0y3Og%sPOY62h6HPh7Dl{9&MT>W*@Fc`CL^MfgqALttWcQbXTIW%rEgqgN+Ku zxjp93RB6^nv|JPF`3N^WtrLK;>C!()rE>}r@`p&ru%Y;=Ddy|nt7&9<8!PJ4T{=F- z+KliSZPBi1G&U4XM4q}7>*c(gH(4Dh=i_9Z2zu2_G zt9NQ-q+#+PKqpMcO>i1dd`kLS$lngTE$Zan%C0fC#11$!jV;`IPm2;X9(;+NTTy8{ zdmf=o|G8v(M^N~=pSB{dj|=Xh(A$vaQk@+G64$C>xg+>1+L8aX6BKU0`UZznSX#pd zemN<<)1FoAxFj7Oj-lrEt7)$*K4{_8{Y#pmpmYV_87vEehq4d}QbgueS#Moq8Q(;d z4yF1FSHT@62J(Wd+IfNouJQ$=I#t>YwVn)(&TEs$3-T==&5|`=^8uH0Ji#z`tIsc| zIm>-_JzhF+o!(VgEH;4sOa{n>-C1v$<9AUsRUTK_-y*fe=4VzBQVYThQi*q8P4=rQ zNdn(2Ppx@xytoQD(XA>$y^{2qxg4ZuJJep0Gkc|kXa^GDDSgB!;$NYq@yQkO(QH@= z-Y(E$@#MeeG;{JPsXPdEqhkst1M^6IF~uBO*Tq%f=~~bWw+e+{ru5yV&?YkgnldW$viv~wYe$Cr$EKc?-2E3O)*?4xB{-$=@(S9B1*Vzv#pET0K z;F27(sB91Fv~kLPpR}v>qL@A6u!r?4=kWrrw;JfH>6Xb;RmoNLgSEkr@iJL> zo@$e+=%*>8ogZ4i#I?(TbD|SEk?}j_4n4Fm-4?U=L{)y(A57wi2ysjejpsg9jdyF# zaS)8xH5H6X@MqZ7dU{^+SV)TV(c(E_E&!yizE)Wr`R~Ph?~dG^ladbojh|p6>kH(R zJ__`t`HvED$EUQs#==T}C?8;;?^w|=&8)Tmk?P9OS?2Q6G`<4|$kJF;*ihPWg*o^x zL1A>Bw>e{Db>(w&@~LHa%JT84RQn6!$+{ z;;j04$|)!JF`rn9p7m6#_q`Tis`%os0DSSOT)XUV?o&z#VYc=|AWMl+{GSznW?HGd ziD6^#kakE|FKFn_E^3~5GU&=|+Fk~;k z`9kR_G)tu%Hw!}4VADt?%z!`U#9t(w_{XL4e?34Nt(CS+{|hPE{8C$(dnEPTtBm^S zu?|m`ZW7j&FSp6;Ru8cLdHQo5=GTy0>Wn%rz?toT(lDSgb@})1KkIuPkqmH^tsVDI z;0NfRCRWWng^;^Fc~4cmi2t{CiA((d)GlEWQHlRmyDYV{=*39-E_i+C5BmOolHgY>pbWdp{jKsCL_U(`e11EIV;;c z!>9;#7OyYXxczxlY;IiMHrzTajKQK?Rg=`oBq4@!;Z_wlE}WBSgCQzV(|^lXhKBG) zyM&DTNvnD_|U^y;E|JG^(i=CtJ+h~&8v^p zzRH4VvUFyuYDXE-b`YDa-(P>@rpk3?Zq9z-L6-Joy(cA8?VYnTC9EV=+e%aOv&u$E zQ#?$$Aw=F^cUr zu1Qt|o#cZu^!Sb`?0q|StAb- z|4BTHWKFlnm)=W_)39S^dxA+bQV3<-sE%t?ZWK(H6*@Mx2^FP!zt-smVCBLjwmJCB zfbJrBBw3quOu5P=%#MKoWA38#Zo6ol7ZOE=y~oKPjE0ymX-K!($|vns=G1Z?wT+f4 zR@>E-`)N!1No!um<7$sA)*==Rl?V?*#)B0!K|`3yz4LpdGPGPyOx5cK?yiPWXG=Z* zbr2&XUHZ1_Js7?8J@sMSEcL;=w53r+yvagpnTHokeTv(k%Hn9aBl(^;Jx;@!+eZz& zEWQ;+$Qgg;!P{F}I0=hC`cJox^*i9^pU%~zR8^3-qC}Kls{5eq>*$a7^2rJ&?~;-1 z|1q#J&yxg|8`-!RMhrT~4C~?$D!COsS3dY@{rOKZrT@q0la5&S8=WOvlc|w=9K6bn zGEgmX!DlROzkd}9T76uzGtO;-|)L>M93ZUh9Grv1QUOZ?AVy? zjaFT|mh&s1Jk8*-BR^+mpoAxBu-xLu^qeRy7DfN1j|&d!%eqHGcN+~K@CbjIhEWbD ze(foh^z@k`?sf{$Z{d*`pMU*N?9m?)f>T7Hk0=|;#N>fBobp|fizW%zjKZtz6x zm;cNCu<&bbX$Kz}55+uJGQ61p?LsUzkONsS%I17~4FE-p>O&${b96Z&<* zrlg&Z9j)t{cY8oZ$kYG`sM;A}!rd8U8*Xw|qV1mdd2HT?!~VI&dinEQhhE;qi4Frk z)!ttml47=i<&=%C&!qHob`VZ7ay#v6=|g@7-OFf(H>=@>r%fv$TEQv#6=Wv4<8~S0 zxnfVhoy~9~1#kQ3%j@&|^T2vuja$^#+~hD@M`5+pIzJZ zDVL@gta>>yOVMoW>f??}yu+(Ixw>C1K{}R&{yNxS25XX*E5kg94Ddir_TS8kYpIbh zsV}j1gd>UEYMX!5=}+E%`n)@1)~rkK3OHY{dDvU`I4zAtBw&61K(+Q?`CV!TND{}q zOY(gwzBMQKPbg;*^a{tUUNg%hu-M2~I>uw|MQhT24x`NZMUk1n{5?&(QNO$C&zw3F zc8*|Ur!3g@ZOgY@mi>qib8EO!sWF6Xcimm1cD#kWwN4H%oc9(Y^L@(&E~2I1kQUj% z{oFgdJaePwE$y2@43mXcz@^Mrg+mY zS}t!145xcW*x2;?)ZtyvUz``c$IxdTMcD+x-ilPAL`D_$*B@L>0ymM)vU{4m!w{Fk z_tvc)aYGb4$`KK?95mYbX(#>977c}&cbQAG3wbmi=oiM1|N5{bAe{1Olu`^XLt`|# zl8dLYluL+~V|TOT^B!!+UGqBo63hh@QXJ4X#ojd;l8PNuAdM~m9ooZkI-mOIKgx^Gx@+1mUPe{u zgmTGl_Xa=X5Wh$qcKr~dsq*?n#Xt5b8p!-X6_|DZE==_w7N1MATbE7Q-D@E*-iqKe zDZIF8W6jh!`GD%r$_VCzBc8(X9}l?}~*-ctQ{_&g&MQ4=J(@Y`SFh zWaAX@PxAW&y7dj}VJ7g|@-fd_**Z?!Qo}$h*o6nBrYD z{_Jb`JecPV-aEz~{)6c>t;ll8PYcK$pAQ6XjEQ%N@``(m3<{!a8_wOdmBG5=u9Xvn(w2QXO5 zUA$550{*X5vyx|EMs)tH>sPwrgWE}an=ytRkrr{q)u(Vu!E8)3Sk&Q=W^%&T@tkbV zGhXDR#e%M#N1lugHlc~yo#&Q6f<1mqJd@Vdt99YPvFOX!lb40JbNp$FZ$DIEt0L}q zeX`BR1gjuM`|oe9gCA$Aigb_*9kx=k+t`UbN!oo6%`WRrNno2`Iv-6EM&tWI?$(SQ zQtG=lPu^eA?hU2Kh7CB8r&A`s`VYsdFs5Ii0IH9c@I zH$CF{8hmY}(Y$NPkcNLPfeq&WAf8&zAZplrD;5wYbEzzw^JjvbN5OLS8KpEiXa99^ zM&Jj05w453+BJN~y{2}gtw_^nZD55e&KMP$$9q$)!O zkww*z_)n_e6L7{%w?}7y_zwSG} zKO{D>tXqezYfuq^q@aBQ467$M&tHFwT7DiJ!Qsy-w5whIu9BW3o7r$LmCZM;ou%>V z`tAI@b3y=R$eCCeA(<9%Baea{O&}9OCxU|$f@<5s8jf1SAVbOUy~h2qO6=n#1U8lN zR9}eeH{iKA*<#BL$F+0$YL2SybsH9`%5qigj4N!3H6@4aCtHo9f- z-a@Nq8g87ryGa<8`Qd_o#1*23Q{m-NjzedS`~H$r*DwBpkd067b7N7am|RrI z7lbd+dnccN$e@5GF9H2^^siQcdpL;kZ^Y&b%7pt6WuL(H^9@+urBwAfRcTNl>2}f6 zn^WiQS#AQ504H?>r~k^b9)?unyCV!_xT`W12@YYZ3I8D{2(&@TK1T1p))I1pts0kr zRYIb;`cT=ybS+DTugV<{U~s`*k?pvEKDOs zi+R5AvRryi4hoW52v*2BG_Kf=`Q#A^s0?tq_{fLE&}nW9&jkiKZCP6l7GsA=rSX-atyd?`U^t*vBhLm8>7Kf%k$T2Vh+P@`OEeX zJD|HGo3|hTgr4MYVpC5Yp+C@3&JuKj9wWBhoiBf|Q5|X2;p@7YqdxT7S6Q^9pBc0D zqYKgK=_)8$Emin<#3i+d9HT3m%WNdg+9cM@QKJ_vgy4Odf}koq6_`v;cVM4TuUV>H z)&#`jOJ9Q4AMqaKRz9|;SaFB=pRVty#+@1gdJMgFLUn1_e2a<`zhc>O4)PjE$KBJ$ z1M3JS^=0_t%S(EJDbVLL^%2fU)$U2Rp?kTHsZ_3(_{2!jvQzn}SoE^{%9Na4Q+qLp zv5pjH;Ho1_^~$yxZ{ym2n_+8ON(5G#Rm4diqnI3mENOnrRZlClsOldjzsD3J2_li) z`hT*X?t-;2a{-*jTOTB01?F7Hn_3H9w*I0IjR!LB@_Fv|_~o1s6%UwL8E8ozV@?Z? zr;}mK7Bfua11gh0?P|w-#TGV@66kIIY2xO_RN4c>#? zV2b?;bOJOv4I(kXdSc*f&W^P``J^Cx#vp%>6tXT(iLW`0G@NBidSFtCg0w7q)!O5C zkl4FvK32P;3x)UlC3%R(lPqjZMA>iAgz;y#G zJInmbJ6VBP5cgh7W2`rPGyfPe%44b;4Ap{a0wmyNSuo0q^>y`@tt&uY?hw!!MOjsa zyw8^Tz5pq(N58aUiA2w4lI3E;Opz6u@0oiBY{wM3V_XRSg?oOdUW-@p=qhqY@kFBu zOc(jV)Jgg`oUTj3%Q{)&0=RHCPpERy8E$kK#+XJz!c!x)D;hLW#h|G*%f{Pdw|gZG zI(|9|{mkp`TmQ(tn9W}0CWpTuqf*#et@8=HyXI4~DVP0%HN5+K*RI65Z}Zd}MKFFj zy5(&I?!Jq`Y5PsIYdzDYwR74nfM>wcCr7HETdyvrl!|bYbl4`-JgW)$YU|_0`{Haz zLjRV0;fm^|#PdGnK%!s8!yc|WaNM$Kr}Lrv+)_=k*6o6<=%#g&f8}zE-!~6~@$n~r zhDI=t$KH0B^*m_Fd)1RunkX~}dIN=>s$BC3qKT3FI9`t@E%p&Hx>H%oO<|(a33}D* zU=fBU;a+$zu815TbJ_$W)&;o$Jx|)dH6$5QbBN1P_u=mh>kW)m)NMJadFo@rTG^4m z6o_ES(@t83Tc=~-Lv^9Em@)$U*|go4g>57+_$$8%fv_Fm(}jck#JUtd4k+gxQb)St zX=TD$RVHkGW+^>fpYa}eR7RWZgQ9X}xm!(Uua1Xo5c7aG$Z7OzD$Yqff?m#!&-Rpj z{RHf!D>N|Kr}LIH`sGqPh){}W41pa9boa#Z^T@tJvQ5O|9<+Y;iyR?%=h+qk?OK-Jg(TO#(3Q0;1L|65Df3QxowHoRg zmj7JxTl6RpS*YL+g85iglfTZG>cw(FQ;R2MIaRafhbnjd6&L=K0M}|SYJ0)VZKoyl z7VlgjJalJ0P9e-FkGUl76ALdUf8<8+$oc|Xuot!O=f&>~p)<<=J6tm`G5jy_nwjxG z3M4v7T2X`a@F9DjR1fEk;XTC>fym92;a9tr^>r;cJAtJnHE=(lHcp^;t?~y}rl;6u zj7iR2o0*kJNpf0f7%qp}8H?&Pwp^d^MIst` z=O%A222zbF9pMWMGuvs`yUc2x2^YbCNg}Aw`ZX2OmRUUnSlQ4XPJMrg4SO&0hKZDZ zxY7_U%AD@Awg|Y@Uk-Zdf`%0?#RCSxkpoe~qxr{`q_N_ikwLhu)B{#n!dDcO8b6?iFQw(vpx~ER5P@AX0`qIr)$Kq8(~dEl2Qii~c?-~n zqBi~aNd(=D+#`JAor^Q}sgEh|5CsWB(PAhk!3;zpAu*K{$}tM0zW)Gg-WF&8HsWp` zJ*3lLgjey?8G?Li#Z;KP#>`r^uiDpm81{CBdmn{Taa=Dr#YA?se2=(JovNC)@1zu* z@v^!w8F#$G(XXGz{x^>^{x2S9WaIch6EvL!1*;%>__4ijV>XLN)FNR1Kb^$VCHulO5`e0Nq0w6>n zH0#cUtqpz`cvP>-z6*c&pIcbHys)#KpK?%2iEds)KD}~{JUJ8zf1|UNvMSMVJMFX? zmu&lTlQR4%K!1A*q$A_nde5WE5wa{U^jOhxT-CEehYZuzk3gVFh(i3i9hc#@G2}4? zrO?nx+#qUA!mw&hLOA({u*YS!7M#zb(aMR>!q`HX2^t%2l9IB;rLZEJdu0wuL$Qk} zvO4Lu*u~+cs;m8%)SHn^_t*HDQEDWPvK%#6YJ&S83{4BIlU2SL)1bWnW?ZKK#keeN ztp8!$WG$#X>&x3KfUnAT!nnIWE$R!LJ+_@bK=Vauq^i@Y^+ zfHm#Z;rab(`uzD<^5#L4$=v1(Te|5v|Es6xTEV2k?)Y(11VxJUmn|%AiY5DXrhz4D zWH|i-URAI5JFG)X4Z@?jj+zT%Kjpf z@kzu9GD(DyTdHXtX3h~Y^Rmx}kL>zJ{fFisGyexWwp^k{XLNJyaXz&XU6A98Fx87= zxK?(!)&oj&1T(ehCL&vq>#%^wWNyg#t+4UjS^QCP5I32KlPu*efFfwcOT2Pau{1_8 zbS8=WI{)JPABi&X9HwqK)}!3<##iuzfrvZ$B1tB0_5@|BF6F55XKN@0E3!caS`+q3 zcQI74Awyzp4un|8&i+Gl@bF+Fx5Oj=ysSBxO+9&HLj8Ba0xhxp#!gC!I(p9gRvlQgj@ZS0c)5ltJ9_J5xd8xbqh$ z0>zh#0(F;>_Qn-uV+m*n<4YR4I`==ox;_WJs;zod&KsWB{nlUSV3J5* z)<$ln4wA+am{h5^)XZVnPw-%|{}h-!M>F0z7^k%M;DD%MSJ^SgC{)=FoL*dQ*hEM6 z_}qxa$^Y9f{GSeCEDZk%>d6C^|8^n&-ycXEtyDy<#$r@Kd>KsE`VF1cnOz($378lg z?6dg3J$1Wt0~iQytxS*11ZFLpwXIf+mFw4e6%q8628$~K?anKC5Et;WQW?gY%Tmmc zLq8YVPvh3jl<&C*?B(mvJsE}TzVG#$&eo~LGQI=nZ|bnJ?@v;vN?0+_zP*q9<~vuN zZCWFCyDg)#(?{Wo4IfP>jIbORRs%-mi*aB@rBTEdzlj`6c^ zse++)n2iZvke;!|dIf0aFbM+~;n1cKHAEH>52C%;oAhvu6htAz(}I}^g6^4S-SD}nR$*mmiMEI%2NvgfNOG%Z#$tg?CI4nG}A z@Y0#KySwI;nCf0q1ecWr;>ytxe^SScsmz`@+m}I|UG-Mf4%zel+^a^SO*w-x+q`wQ zf7Irg{@Y89Tm;_#Z7;F>FNns({2%9eokX2~;Q~4I?>9=vHoAyR%>{q3DjE2ds^wIz zjpKDNCP@q0_v=!30U8uJH%H#ziTfr-Iu|ZRKRZv2h4D;PDxtO?TjB;L9nG7N>H zMK&HO#5jgudXwIm(*a%9O1`Bl?^he-3{}1LDT=CV85g`zDwkq0RCf!@rI2%(m&kwh zzKP`zL0v>?G7|}goMob#pN)4!gEP^eRZ~~ErU@SKL;9QuI{_(q+X%CKz}E4_#2{6C zGcB!1z~K}8vv*j{pm-+1=X0Q7PX=?8KuCFG31EEVgIOmd3lJEFN+?)C7XT3@q||%@ zQ62!8K@Z6IDlid3P=O$OpHX?1n2i}H+_!GhIhq7Fqf)b`E@L!9-!9c9r=3vW^rGum zFh7IZ$N%Oa*8jypj4bs35pv{Ztb*y`d(PCR9i%j(U#E25Oi$GyTA8CM?7R^ zxUu33uWVVpKf36xw5WDEGVI_zt6bBa5&D7#>`d~^ff8)kdsv<>9LQJ73S}btpL;dn z=HwW-!FP^u@qN|<)+qB_(|RD0&KOUlfGNY0Pc-VI)g82>vSW@eFs=|uTqt4`k0@dY zkoOD*sjS=P_6PUB5y4_Fhxt=ApNTu2r)R({!qwL0-H{Vyz z`>{Ve&;K|3vHdUhV`BSHuuR;u3#5nl-+QO}Xg6V)cm0xtjtDfibz&0Idr>`5Mx-e| z4Ep^(&p|Rm67P-MeLm00nr-T+u&JQ}Dm%57)W=$1**pkTaoNy;*gH{Z ziOr%_{w#^@-;O)^)cW~+sOZ$B%Y=;9Ew|A*uz|A&-eH)NK$IS<7;mII zSgu5jUgWYL)$K!Mo&8K<&#wymdzdoFy5(30Z5#Lb@5Wmpu!SHpl8G>df-JMpA-064 za9}vnOgJNPUSn{&Na?_iEJsncBH;;dLjAFmlm_uP^)pGvggznTyZ#-sUN9Tdn{nX) zuzBG=gB&uPsih3I^xs<&*u^fd3~{eecjUp-!TvJAEuLBVkB77;Zkk8z1A_= zHJkRyCI+7*2Ve(p>oO~tHVT`pRndb-FchlZ{r~2_|6@K$$;Hsw!`_5WNJ3cD&emD^ z-!r|?|Hsr4Gc((N;8u(}ggVmNW-c-#Qc9sowki`lQc9$P@(vgUMt1 zkh(g-1Z>pOaODcb-3)qx6vP9xJY)s}?QSv;!Ro8hV~E)^@3ihN&Uv?!#*iqrI=$;M zNhONGqa@@4gUbE#b>lu>@m_9%VK^ywB%+A6aED=FLqdj#bZKdlQiP=ljA3a*T82Dz zern=Wc&Ug#h9C`z>LS&otB6pil)TxP38d2?57i~6)0oa{`%4T9wqRy7o4oe z^>4jovCADqqIWC-P*_f|+=aT#?z_YfIOD5_txc~tv#`YlQD4TldXk~ZiXNK}zTe`N zhc{-c-U4el!Q-&qXKnHduTTpUfOC_L(lb6TxL@ODH@7Jc381LxI@rr$ePYX`k9oP) ztZ^ez=0y~UcDYQ{(Z9nLuL4R1?CLXLb_6SzaB31Q35#JCt^Z@%+Z24WIdj5kJ88R# zWjgD4LCRb99>le#UB=#rGk>|=Orm5$&WJHxHEmFr{<_sGCJ7k{5z&_RXy)0ZY!Veg z5os#&QB0#gM5B|yU=ihQHCVnO**={6E%hC3#bw&idPDs@$QKC?nuOefM#lWssX5&g6v%Gw2m1$K+wG(5%`>p}+1N-~jcIF@Cqc;Q2|5vR!4-d|B0mj({!BB{%7zAwlwilzQ7z- zj(%SOlmb|YWkuVFYa!DHjYw^%vWfWkyhQ9ZAGUXxrTW&OhuZzxFo1p+Wk-n|;q2H8 zw;M-yrXPLaM$Eow417X<;LqbN5O-=3jr(MEggbZc&yaMw`*q{VU75E~#*8*?+XWoD zRQsu55k;I!V9fzrt%n-c&>~d>bJ=5PZdlK8Zcix_w`&u_6DGFgV#C_Bi(9WrU!^A3 z7B#4yoClx_Z1_!bGXR`afEyCLwHfYBJGT?u>y!NZ4U;4K%~k-I{zSO^HJ)#?@#vEHvm)P``XQ9r{|j8)kT>vrc? z($1B4cp4qjQ`m69`voNM%aKRTHU3i)$+{Pj3n4UddFYHjAa*3y98v-mI-Wz|btKL! zrI0lo`e}rdJI_BtWs%A9;B_t%>8zCt=8=sKPoh*eg1Qb6@)F0npu8GNc4!i zKexQnCp&DAoqq{0`27_4J9>3&~+lP~*+g#ghjPifwhw zd`K5dCla&?LCFZjHGes_PURdPapK4en*Z zo`4`6i8=Rm!qzO%p^NnGAD}+!=c%JjB3)uYxz^OfBNsQ;WjHG7dp)K?4{@yNbEEH~ z;~Qnh3g3h6kt>tRG>Wc}+NT3yE~t(hRIqBPI)Tw6a@5Y7@Oy6gWg;6Qz z4xyslRBn>Cq(w-n#QbvBeNk4L%JdlnG1L@ePgCw$#1c-4?Z{g(rmZ7JERP(v$w}q$ zI^7$7)<>dFkJ{|Ah5$SAx+qBhB$1N}2iUf;74cw?i)%XmDys&!7pn=2|K*U6oAjox zoTk1jMT78cXv8i)Z}QvneVAF$N*gwF5H%AZ+?HS>tI;7p0)FC>zO@)3AbzOsbLfAa$>-(;gYpLpQBY62tLS@$bL${`GC#cUD*{vAQM0Z5v7aT z&oz~10c)}tAos+=t5O^@XEGUeqMa0ee!2R|OZITTS>K3lT*fCe`N>P;?uzXM{RIbw zL_|MdZMkiOAZ}0X=^79}_#PCvh*)M{h)xR-6AtmP+XVG6bel ztIXC6R zNi=n+Wsnt90-=DG&U^nOH^g)%J!p4i0f*Wzoc>k=RO+*Vh@v=?4HP zlY6slatt4DG_#^rNKa*e?xPlNWuQ5j5UNG(Eq5yl)>;Jx!@;5LDXRX49z@NfP!-J{ zN$LL4KTwpK2;}WHVokZFQJfuPA5Co~LL-YuPAl@ACjZ_q;aH9^<$^{;%s_8@Ept6) z@Q8N_M%?cXNy__yS$@~{4tN^6I}_NzoizH$wG30Zv@{6=Gr2}A^uhWkiKFeF ze;a?yW~qUi-k)l|P>^_zR%oS=eHpdjQWKXucQ2#^p5isQ3Vb)-8_KRdpfRFD>V_#3 zv4g|7a3Otst^iSH)Ms1AF>j*zuUk^vw$N+#=mUtm9je7ouY9-|!(a?=FJsJy^(SU? z)W~0x{Wi1N+EKfq%f}j*vA8>S@n*!H=~6uhjj00piFvKWMWke{4K{@NF*$s6;Mn)S5cMJHh`Dx?$Pk02=@-~hAD3Ql9GIKB9&2%7BsQmQ7y4^!1T)B(rKFuFKB zx>HLT5%awDH7-IwJYQOiZ;0KW2^sl*`%}g3g(pkeVvUjyjGqad zv)O_!wA4vgM;savxhN}Ax`vM*XG3DIazc142`MMS!{`lj%E=%Fk&$7XFa|8U1B!qm z`s3GIAi7TqDhe)xqi@B$9rl+Ni>z;WeO!s^t{gm`@C&h1)b4APi5Nvx?VBZxGqP0LLv&VA{xl`FR5pS!1UOB?>WSfGVA6E5kSsh zHQIlhfH$*0+x=uxo`%t#I0b&fPi@Sk`j=l%gk24Cxgk5Jy#XvJhep0H`L}Y zsU(wXD`%oA&#oCzaa5X&)hxovKZ|L{oJii>>PlbzKr`eZ+6OK0aZXh^CEeLSwnTWf zf8sIkbW?{>xEqf+a#QPD`v%a!IeZEglW?#GAGa17W`+DdhUFDOzKB{peQKCHS)=D+ z=NX4HnMYfQ_6U@&6a_+ibW&09;p3&$WFh72oZ>OLH`jUB|jWiS%vbzk>*f|`8UzwII@YZAe@R>;!X)6w9i7p zQ(k$f?xa!@9oy}GaQH6E;Vugb7#FKu2DLMNV$mjA43@3MK)h#3+uTqh((1@0SJ$E9 zcDxLey1K{JZ2lZs@9(B|=gzZBFf$_(s`K!rOLhOW=2+1|8m%Vf8C9YsS9ASrLD1v1 zq;08j+$nMeMLFj*|MHMHHQ1sUN#(%D<`es~IZN{50dqic?q!`{tN`walnfKyZnu`| z=uQbdkX0{iNhdaf>Jfx#;>b1rgq@r*a^*Z#cCFY0GaUb+gP9b$BWqfgk6gpv=8Zdg z@P`}1E*{k!%H{nb8B}>9hZGJi1CH$uPX7+-nn*=0H45VmKtp5CsP2jVt!@yfrC3D$ zlyn#ZDx(xQd8Q;DgF-xI;>zXkzOat}wD{%h?U(PE(#Es9%?c@N!nCAdM2M+PLTp&e zj?#nDGp5h&{CT#{)~->JN(w8C-71E(r)pZ=+(a8K1KI;e2^#bYH8dyGH_LhC+v5L6r|$o6*@%IW@jt4mHOe;DN-F5RZaQB7dQR3Aox2WyF#v##chE=wkdjNc zUMKw_$?%5e^!yy?^lIDMasfH*t=DqXT(yOM5peL1cEO^KhQkm~7LX?pmSLX06FP#6 zQAh@sn9V^eYMX5rKBD8{@R*x$+I{7g%VqO$pyt3Ba?sXO?vAKycARQrVr_t}+oB|% z*QSuk1e4G#WQZ6bi6<_pDt@1Egste5Cgszh$&*lm>KniGKo14Wl^tGZA`i)~+g`?X z6aYLYL^IqZh8|O_=U9JS=e`Dbp{gC2z$k2C?aiKPYsfxF{N6aNu1<4&qwL#vWEY9g zNog_EAgl$vn$GX<>bm3R_GfCE3)`%v;x(C3z`og87 z*Yt1w3tfIN8fA^Gv<9+jIEoQggJU&fl>&t;g%p>KHsh*)-2ho)dhu2znljt*p7Y)y z`zA`7q|e)Oso9Zm0G@8Ok+H305$_^m^s0i(z^V^`sA-j6H?8wPZ)zHzu`%!4n? zVqx71XR|5+A5tIE8SOcOE830hbqD8Anvxj`g&nwkd5nO_u$#R+cEOy}RuQdbiA#_T z-lND)>XFE@qH9TAhJ{x#!xwQGOF743(kze`#yhdX>K`b?VIU+(2X8}7O9LKkGkJ*n zx23E$yVvB@dB<-*$z__KF884`#p^xiIdh-8UyBtM+%!j@w|QdBOl1kK1zaLVS`T6? z6Gx5C>a;UnZv>0^YA`-Rp6^S7A|zBbyRx=>E=!F`-Bq_3qsq}O-gaZmAUv43rN7X+ zw^${!dJkK&Oha7y2|L9}U9fBU*XWlq2WF!Qe%c|pL_rRQbK*+`n+)10Gkk?L(Y06a z^UT|RCs@H^Gq?0R*q8ob6+`rhM!uwm^o#4-S2mpdd5&F0D9PMg33e9#vkYWRga77^ zN-ji&+^#6{SX=wHrm|ciwp5Spu)NMovWhAl4I@*8MdEDV# zwwcaL{F}$o$pW=;s`FLDQtDO5*n(2IB{nl)gJ@ylfn-{{i0)%jv_2ESNDKNK%G|v-<}= zb#|@_N3SEtzdu)fzWbW(v)HrTbKlLM9;U+SEi9yn5!b18>PU#ksNBBW=`6au5BzQR zkC%eJ@V^A-6L-*~O@zC9T6wTx<-QeI{r*(P&2Mdb;zio7Zcx}?T)axDS_c0Pnsy{d3 zAs|}+y*;@?J-5L-wCS6*D(c}Lq~adjCF2&x#k`LQ`sUQ@1OF_Kzx(5L;MT5|pQaU@ zR@TG4zC^XHdwONkH|}x6`58hm!1#IMi>o_;p!;Gpy1pgm?y>PXXcW_0z`ym7`jV)#N?V4MMd>YacH%b=@O0c*E0UZ0j3<0P7d!aZq3aKkQFX7P-?hTf3XgIt#r*~&B_Xv6~$rr zSpU8bXid-xt`$u)l4>y3fU+(*4WSiMGrFp8)!>rO)QYDsocRGZ;^QU_Hf8ssuiWnp zj0MOOdK}l@B>$-2`jV(J_*QJ{g83s(AQz7jFW1a)!{Qp@^Wcg%q|MirTzKL5WMWI8Wbc7kjuUsUnU7fY^);X-h%q!{ENc0 zXbjfurl0>%4TyM|UCbJiO$E!jgOkVWkFUQFK1b~6K4*$ul-eG{=@p^=HkQUS97QhXKTZ$y)KW>Tk{$4YSwzWZoV$AG1C~G_mFF( z^0YgmZ^L(gZjcG|#d(76k!yS{yWSg36fX}YiA&Mhdxy2F9k*lS4Q+Pr#Ja0BGQK(6 zAnGh^quW6SS?t`zHx9KnsSo|P74fWDZn93t6UwvxHO_M0MKfe|;`Th1_xdd5pjgpc zbOiV@n1nb6_S^YEpZYS`ZW8SlH%bJ?6T-42=92~(#=4l`uKOap36ECDt>l?qI&ZXq z4~Z6w1`Ks|XchS4hep!oSyqZrbHGe8WUq(5z4I>(A5V^`$v9`dQmh-w$sYP(V^&aPvv5i}X+b0FLf#VtC} zQAr0rl>k7pgeEAAOhaC*@RMY-0~$AE+yG41tkA-cgZaOFst)W@uoE4fQaxQb*`GQ@ z5(H5xUB>C2^lyxq=)yRJj3`n9)q}s%yn8#MtPiAyIT3k}q(LA|T$W6sj@v=#n4vG> zHNlJw;H7blWQ75CU>d3C(iPclNYcSFm(7?Ht)&m9hFc3Gc>p9;Ol1u%-NyUKb?Th_ zUIVz0k9?mQQ9exZrNNx`D5~Q=3A6`A=dU94+I{O{XL#lQet7u)er0%PXJsWP=uY#` zROX$Yxh%1>FGZkKv|+mrSr78U|eZ8|k83AzlGRVO|^nlC+nD)vG?7saC4_)Y|e6C|%jI^Rc#E+wHA&spp5mX_=(LbDg$*U}aIB zaG&69SqBtIgCw>M;2w()5Rc($orImtneST0()b8-k3pmjWa^o<88r~t6EWbF^uQvO z0mqiBg{&E@5`+0Uc0F!s^ik{pJ|!1Vm<3Sg7sxAnppv%qyksJIX*7zY7wCt)$AXAG zlg4IEF|eG$o7oiVbq$&QBh6;z?TF^g(1Pd1honO3x~65Mh;jZB3(#HN|2q1 zBDS)OlA^|dnq085q~LZyO7yjV8(2ork{~LSypv#-09VExv>5iUpWV&0O&Y>e$|tst zy2h@D2WpEio&{;*A!Nw|JY1uHdd62u+M8(=f37YZ` zx#Md%aXjK!;gB%2IK}iL7UNRJVfQK0-r|__mSN+DpEqR0Jo6Pndc>i-M>05WAL%L3 zzB9!uLth9vScb!dr4y_08Rz#MzdGxLb#aHZasKeUCv@|I%~(L^GmSZ1_gFpOLYLfr zOJqZ6xIDi4ZjZb`PO6T0nn4rRXgr<$13Ee#H|c-+to&#L-=?j}dn3&k&vx`H*&{aH zXzvPpPX7eaVX2F#8zPY88_^%&wSE25pa~tV11@d;w92ZL|Y$05%Ef=CnL9WdyF(@c|eEwFwu2gaBOpT z2x@La>Jo*b&j*!;)ThJca$%VJhzUB<*96uU@>;Njp@2(`GQ@dK%o8N3hSYkuR|mD1 zA7<#@$A>05t=uO%9`6=a!CJ+qB){iWD)Mc4n0nCiVL2jAI$ga*BhZ$rg}M{mX(P)W zU?cyuc-zHi+MGlR4m^`u&Zw!bD;-~!(4!GD#UWWxiLn=HX3~#^#j>eG&7qI;8`UhT zigQfXOka>*mI-_|lY|A(>>9f2NQ5`B(IR+dGXIhGc}%)nHMEPZqR4W~ih$m| z-cNc+A%17V)rM%qR--c)FO(eBkAatp?Mm%u=AtC-0WLM0_Bmo_CPDw2xiq9#r}xbn zw_pPFO&h5v(u^7y1(?DfwH-aO_lSTh!;OpgZ6v|`f^{icM0kk%t`$xc#+r2e;^Kq_~l=tYeHFDQBjgIXmf!9Tldq?aoHod zzq5KDQ8~bj^o*ETQ6Lw8a{3o*=4&sN%|#`VzNx9#`nR*EB&U1I3~JGHYQTXGHNhUC zcBRY&v;4{G%&{pWN^I*1g%eBQdLI~G@UwdU>JX%1s<|T)n39rrf%-+?IO>rx(Av9? zFA948vWBk@pEhUM4%$`=OGsp_vT$aN0Z3P^Y-JfjAQnmh7iC1wT}R&_DWZFNuW>#t z4*4EXC0$M~E&ix;eO=ZNjr=RZVxRaJyk(AkU)F2Z69&cO+b^+8F=8YG1Sq3Od0UoM zsA&~7Rsa=7b zl@W8sa|&Wvn0%dc+S`^5=-PDD7@b{x=s|`Pkn-0igv{8O_-xT5^t#(Q0LS@h&?RS$ z*luR$D}Nku%iLhvVxfe0tH6=|Tv8RrCoQ63hNR zR4EllUl5YU>ubh44Yk@&TK)2O&ZH^n%F~`(t_+KZK@jZOROFNZM+1sn zktAX^1FYI5tcRtF?qh6`Y)*j!Q`3AUcFpJ4G~>iKb9fXLP~g@>qI-T=_Dq_Mg%;)U zL5W0-a+o#C`n^FVcJ2S?8$khTREvV5WyfR6sCL246g4+#rVNga z7qmlIx;J%5odxoO4xLEU0tRzLN3`~2AWSf{!4iAqY;c`)gAhgKNZxEtSLDLpun>AY z*x$ojAa-ZoNrp$tkO(}p3p3YUmL@SjitE>Vsb#2VoCsk-*u)=JNY|hqUk}Ro8H)`? zynX7u+4k`^FuOvXHZ^Q;lcCpuM;T=(c7>KW4tb|~L%1Hhy6u+C8ds329&#wYldKLY zKpvQH$!WQpIS}}x6^|KeztD0(PmCt(5n*_KFvJrxfoFzRrG1>s;d^O+jw8N5Ugtb; z)GZr}e{X6-(KxzB(e`@}K(s#tzlw%3)g<#`{}H{7=coDEIPU2&Cmv7(z67tg&21Qb zw*eOTp>0p%G1NC!;dqk=APwx#nAQfZI@vcT;Ej)DUF+%wjJQqk)}0X&hbX*90WoGDM%kz;V2ZEnGN6JN~U1?^R@;H_!Q{;(S{k5pLbw$4(>6~ zE5*k-3s-x|nehTI~iK>M%HAGmqa> z;oq|=pnVRIL#iiRm_nJN2*Yf`aJ__3wjg{gQn0ZL*mV)9E{1R6azGkU@_GJ8nGrB|{p!xTOK}b|zZa;s5 zJWFIqzKeO2j-RBAtrVNQvdY|?!@yZ9hYa7;^9GiPMyTkJ%CHx*CassEs_Z0qjlG+7 z;QO$QxeNDGwgLGsRW=9UifMY^6(Y z$2O~3_s%tgADzQ}8$8bCoy&b;E|vNU{988@;sFsEpF?G8TJ2*rcqvOM_6L2AbUU`A zxx+wbqn}KLZEmmFS2WS<+z8a?M^-w1z^q)VB|qC2xJKoi2%uQN zPI7+gCGAzh3-{<#@(Som8^;H=Ym{kzQrmw06(zgR^&S?O<4|L3$gc5;zshWRvwWDI zve+=JVL4gPj@DH$tkXZJspAnlTY-wx<>FDw{+)!OE|98ZE^RwQb2k4US7+h)<1ohM zWyB-fL76D?3`vs0r9WdF?H>#i>TS~tNu`#}VdYUb7+tjEUCsbhL({{3i!mI#&_<8S zq6jr3D@C``RnINu;FFI}rAM}zEKF{$qdQO2XNYGKn=w;CRfT!Wv;}@tLW` zi^oQEeQ`VX**AwYZ`{TDt(&rWN&hef^k`VqeT7K?(tyDFf3#1@9Tx2wKY^2UHQfF7K*WbwfEZT zlhj*=HMpC}PIcUbl@|Dhiz*_AP8Q63;b}Y&BmX|pvHRoHCD{UG8Tz1?<=a>=dV0)v z5Rzay!Ee)+*sk*VDSQ8^-cMJwt9NM9h+UhwL;ej&ce@1t$MxpjO-Ug!lkfLEh9D>P z$D&`c7;4GM2?qLWjY^DLs2-eNt_~zk4+CP&sgM+D+84Y@<{Q*y`h-ogXhw*UJVMkF zfQr4Nz8oO7P^v0`G_6J+AS4=ba1ribFNk}ZC_`@m;G-XEN_;d39T3tjBDDr?_lr4Z$g>yBjSCPZE86 zpa2`wveYhVkYw{h;3coz`WSe^C+w2A{538@X3err=Mpni2T8NSAf^734o#Zy{0<#_ z?;CsowW-7{bq`x}V7r3D=^53i>s>j|%)W`RY^TpqLm;=I!Oe+B;xs%&GL`vcU z5x->KaC`!V9UC;=fiy=!j^T&3LFj$E4q+AdM@YiR*UCk@#V!)md}aD%5^2Wl9Pec| zeKzs`qU@d8GmF-3(b%?)ik*sW+qNpk7u&XN+qP{xso2)3eK*%RbDihe;|KJ9Gx`|4 zwYMRaf1A~58wR3U_`6LAm=zgKUP40Lzh{#38^o>7`kMJ`ANHCq_@+jTcSi~Em?a=A z=ELPdb8Z`8jn#9*-&)@d#fr5-w67q+^NuVfg(b{6wl3U%Ap*K)XLx;5{!WZ=?QLGu zur#nk$KnD7?a1){I@{GAm)2w&f2gwDZw$AN>LVUkt*dSa@&twvO=jlrVE zOJh@0{vq^Rp)998{!?S$$Ez!Cb}uyjh7xvV;;-ZhXhySpg9Wu_p%PVEtO9#O$WvQG zpI7TSh642#eE1TeEL4t=tmzPQG1(uS7B7T|Ah%qeCJ%PO$uXGV9u&Y*+F)YWY2T_2 zF7)g%5$q(JrF&Kh<#rixG@cm(m-WOTV4DDFnMN(kD5D?ohB0(|!=stSd1d*zCB`@8z1f zf`uwW>jv#;Z2FUk=+xoEzK z8jDP@F%FIE5JyzQbB& z-fKa~AnZ@aT80w!Xk1S6Xdm$$uABf>o1UpcdAW#tRpkmZV#l``fr+~f7)PgI~C67k1vp90%1J3f}ArTL{x1(iFsGV0~hzs7tiq+JV(^VGR1haom468)w?_ zY<$GWI+I+(8W(bywa(|IOCuoAj@V&;2Sd zrz3YmzM>oS(Q6JsE@%A^R!IOZutplqqCp|jcbe8ZM2$5`Lc!adfk(3p$Wp~Cg$Tck zhDlx6coe9x?3jKE!^21&pzFbX)pDagHM?1Y**Py4V~B8V(>KthnXBZqFxom}W_H<4 z;F897Cp#?vvGz`b{o77)@xIupk7StH>@kK-kiO}ZdU2Mi>HrVmmC^yW0ZtF*ndF^q zT!6b_ES6N?Zry)*yp+j=Nk;e^OO#rj;ZZ&=3l0=O))Z~_@iEaE>zsS z*IA4wh{v~3Yt%4MP3UXd3NJUkuxGb9C3#s#5j67ISQ=U5pq5d>gP{jVI`c}LMIoyl zxniQXy74XazSs>xZuf=zuGeU_F?#ISMXM%14{^4JhukD50ba1+w4X$w8}#>T32Hf8 z~HPBxq@Zg-I53dR;E3ljGu6TiqV7NcYox7PK!D zb&S4X|yzC4~3ABFP!(w3?wrWOV=Z9H8+`d5Dc7+?T8 zr4Kq}WAVt(&^UDd&uMz<9H-P{@%-ogpq8bJO|-mNE zL%pcDl&WM}Y&*L`=b1faMJ01LXphpR8@gVHV<@|qffuuW_i4Hk={UGOJv~aUb`>}; zR$URe{2`^*0EG?}`hgqS-L2Pu8(aG!(!m?hae9l$1ea;!v-~GMduwc##=qY^T?~40 z+e24k);7-^vF0P0KrDO5%OFM1j$^m6w0t?Pe3lgp4mlnU2eSdnRZ@zyzM}WYiphAE^<@z9ifLWoN{>wgW|DoIZza8+i z{r;a(Bf*-G0?O)}J;08Ee!p}MB`({`J5}SYn!`{le*Mxw7F86C>n% z)0A>x&>2QvYMHO7{&V$Ow7l}~x$&*#ef;^x4awIZ&Fzz&X+Pb1$Z_Mj`N+D3LPZT2 zJ=Cmrb4eDH+O5mJAV4aDdPzRxUTsKRSI2@KA_*vVuNn&TUQWw4DyZMvC&w7!f=%?1 zuks}Rk{$F7CIVO*w^hz#(bP4i4S0JF4;W?i2pceEGqRBYg0PuF(gb8Ea*)!@r*NMf z$sv8q_5B)s1&aO+;<Tq|QB5$xfj?=dKfyhDzW-R}X7XG~}EkjX7bw3~R3UHgrd0gZ39qe!X<_>pPQ z?;7*l<>(-rkS2pq!yb)@Ov4i5p|Q#H+tn;W{EltE$llevYO!pN<`JWZPMRS526o(y zyZx2mijS}WQ?U|k>yN5Wre8X9QStI}3Zl(VspOlRxR5Tc)R+YP4bgwA3$sa^KvZJh zM~;?Z`--ZvGTX4|f@^`f6S?<(^|MQ_d72yeQ~kt=KXg%s)zYB5Mq#YdGY;-v4mAMY z`r9|W^eSV9Lu_gIw^|dLo8=r|bO}4A<-`li@Ifp?P;J58IW3RbrVVoPk@NPkrn;Tt z2ewExTrGd5lg5_PY?BksH%Su9{C9oW1|jCrbWw!v7Xtp-cL!|A>0%btY4hBOE`ZXr z=gNPXccki*#V|5SGG@{!AyHAoUO*}ApM4Y*Sb48GH}`A7k$Sz_e`Y#CEi@vvjdsY( z#%J=|_9gLf&py!~&;=tuVtfbIg;5JE%>zxg>*d~_yaNW4-`)CAgWt1y?d$&DeOM}I z+a$hqZm$mOMRx;)NIQ2=WzkQ95OAyc}I+vq|5`Z@jz%CszE6L(p)|a48 z|2rcr^9S{w*OjDL7_N)32QtDHhu^b#^4zo^akhXvpi-S)uh(<7=?-evoeBLU4qY~jt(`qO zdwi}biShl#CE#}8NEj*$@_K&IX_?CyFsuG*w4K+sWuN>{ieP6#ZJGA)p~7P>vYF1K zp|X{)&f`^Zyge_dlFNh(#bYQ9jZNeptNT*EFP^U~?2+3h$+9Q@gGOxvWQ;j#ZVip1aXKODRs6f~^pbJSdTgoq z3X+!vW#AKA{;6 zz>*jb1a9Ga)jKrwCjk$1=0YIyUH%SvRX(;&mb07z%S?ilL1g>f+GJV$Z*7V1amrh- z2DYVI$5gBbv)O($+2j5C-LCJOoI^-0ZKPw2p|aQlZWGf)J{+4pI^yN_@lD&e3i#HK zoUIP`3$YgpL=*R82rNr~H(|Rd^a0y5Wu7k}5a0g(DW~&^>XPwt>~LrjchyJ#j**5M zc^hEVAeIII8d0AZ^o1HnSOE+Zu=F6Z8gv)z*SYGcEbN2yGh3KeK}8ak zU^@3z4K3s%8QQNfbCat-GRoxtW-yZ(5Bj?(`(Oa^zj_VF+Ybee=CRKyL>fE%f^Ey5 zqa9>m@c}QWasWGYhX}}E46mjYohg~Q?1ig2#ol_((ID>toDx2=v~V>NN*!33G@@JM zgLZ-PTEW=R>){V#9$+ttb1V}(Vq>h~e7TaEl*m-z(W;54ot;Xb+KAc^Wwixqp)pAbv}=`kS37g z!Phl>F=1SP|9VuM3eB#|-{|jLOQs%@3Q?ZQx`sKnI$h6O*6RE`&mTY8Hjx8%JnSP! zN9tDwW&~!YZ!*1sGU5Afh^1@klfAZLPq6j6O5wFzhRG4}c( zkvT*YrNq0boMI+j3gbh@sOls0a~%I|Fj)?1ExLH_rYweqc}8E3&^k_@uLwi)?PO37 zgx28wf{2226}4DbPvU9YT%0T}P+8*(8=KtYbZ7jd50#Lhh|M_xhBLai`$`2Z)1ri? zm9-L+2ZUN<;a1gHXw;}-2aod?m?&&U0!A^vWp5k3 z$H;~WKC+%g?}sK8WSW7{&bq7^J<4&ep-yFPtrO;`$ zUu%1ZCcPtCy{sNgdrS_EeW=M!?tTJ#J^U9-0V`jdSt;PUB017kHCSzE4lPz9LS9iM zEMU@fI6O=W_hN6lN)m<6>l)(FVC!M07U`JiEP}W735Z(iw%S*?D?>)sz){&!l}kBC zLRmQ>VZ!MgThYhX-3NMNhMV>VgTLcJkx+J8e?4UZXEoq_0_WkyTIL0fy(l@X5@$lo zlD-uecH7(QUwd6ndstZ}c&dC(m;Kpm3>_3yR4^Zn+jLg@{m}UNK}?L6%DT$b7V-;l zuBL=`L%+Rh8-FuvJJfzHv7dg`%tBGvp)txala3t@yf|mJ!_Q|?Q_vDtd>2K11Bbk_ zPRt(g)UU=7pdL?-1i;u?F z{tp_bjNw0~?xB_~b&|K@({MwuF6VY2Aqy^y=$$_r8c*NCT?*Ad@z)Y+;D;aW75`4zXPUtQ3SZkcF_A6*1XD0Gs;;&BkFW!HfwDuHL-7I;kZr z?N0TQs7R9k;ZD_v=;^Y z)!K}Q7_>_F8f*agkxCX#c$QalND$RsLCCmcohoN^k>s+W{q*>7&L)`H6ZwzHo#POV zAHS$!mRG%y7*Z1+f?i9l&nIoqn=F*}K=TQ+E#=)WT1wNkI{>0WN zh`}f+mWDY5rjS`DMF?bERtLU~Ea#TiuI_z=cg@FkU&FDVo-JaUv3u4CTNqitVQCib zjVC#BUmYoBKv3u9L;WGeBK2{%2PP*Jti62yRaO;h*B>XP#oSH5tSRUXs9oO_38(3Izvk1d}7xW0J*)UIGPy zIue(2W92UXbX>#a3FQfgGaK10f{^0t09@u0tKZm(l__&N22b#@ePQspe^wL1g%j!y z4cFFfQZ|-88-v;5NvC(Y=XjAR-s+sY&E33}p7`p-F=%Z09C9n8H`W8@AY+msPtZ;H zajTlq^%uiIS4{hSL1PVhn2dZfJq#}?10RdhR8GHZ=2F^HAiVmX%cY#^>GP`w z=Za~5m4?88B}hG1L=52@ZpMla_%K--vzqtnQxpw8fY+;{fcy*gIFn>n_l7pvLDaa1=4}$WQRMKA$MG96Z{8FTYzNeOuMS z6L6hyCq=tgXS_e(hMN(_65zd6-$gCBEsYYkR9S%o>};rOabB%<8w<(3LA>I3D9~$l3!M{$c%f80Sb<9b_WtG zX*HwH{~`lUojSJRRtBs}=s8#^xe(e<+9)T7C(~hNS&RI(q4dmO{Jh*7>Rx3*8@<9B z$JPlUw%b46!h3*g(mX-CIL>!k^X+^I)6QHk%Eo~2eLP21PuZ6qY$uPU3p!&64S-uT zy0@vCBz3h{6_%B9^b(RoH#Y75fo#NCaCh;tfR|r?>$)2*^K6t~WYAHm7VO}%DasQ{ zPgiZ7H=A}`U+x!JJUK};RWxX zM}ww?ZMeiD>|rFMyFI?gyHUku%STr|<#u0Xz%W>@4W(^bobL+yQi`a%4NS2=lq2TO zB3Q0&!U??^ocgV5qh|8|smi@y=Ho8mM#-mbN9Z1cjGRmVWk)bh-w09`HH2tVQ z{>dt$jb>VUq&A*Fn^Ehut{Vyh(ab;^u;K2n1SkExK9gan{)!Mye@F%W2p@ze+HmxB z7W?pMk8dG*4qM?>;nE2Q-RWvkT6`flqt`)PJL>2n!bLR%M#LNx!%ni`C<-L3^F!lgzKsuw{sq!_{R)$_q|eKD!yH>$qJs;t^;T z;$0Dgilu*i=+c0^_ZXVh9TSvppRE5|$9cqJyKf`3a9ZoaY%OG!4~TM2Ec|=Mba#Xp z+W)NHazD{=EGi?ZqX`FBB6IC=^?Os!QFIN~$A>v_I1FoD8=6_9Skwc|w9-)~J>cMr z#L86JhHcf|NM7esZ&$dp)0YbzRr==|Y%S{eaoFiLg0G+r^HWYddDs$>+ zApq9ZGlbHT4ko3;y3pa_0XJNerwXb$MlMnUa3nBGkk!ZxoEmr}PsMY)EBJXO?E*ELq7iI@ zK%6)$w1fiElED~e0ngFA=ne@C3bD{dnd*hLuIGxHuKLG@aVxLts%`ml_n=Q!BX_^n z>f)C%<*8Sq*Y33U=XH1Qha{Apoe)X<>nMY^;h6NSFCR6}N?hfW4IOd`%q$VVm;sc3 zGE`P75-mDN_ni#?*}snUdLu9A3a@dM8=iF*Fk-65mnuj~{{_2@*Q;`&-m{$OZXXt? zg~&K0z9A7I(X#MOFp03-=phSuYZp5Um$ws}MpHQvm8Gs#_zSv`OWN-AOjL9>w-$5n z;K=B`g9R2xI9yrIbsdkMl*q`v6j6KVkmv(jc1)|W)0Okbv-b2X;za3%Vta6k?D-*6 zYriqXRR6{{Yn-`v+fw}dsicr*0nghlY>SU=Qj#` zOoAB)itL!h%;^jL=qOf96H%-v&G__!C@SWc{5YzGhu+&^I|{Pk(cZiFf}kN$ zR7*xjt!z$S?p3rqvXb6Uk|A?yWU(OB_#r$aU}V`L6zOn)5q5o+1c_4EvItIn${58x z6saKvOgKt8RNku$1%+qcBL&_NKe-b*ubve{Wa{DtOL=Y5i<4h7>-9LF&`44)|T z>b?kkr`;=tbH2Gv_NLylb+uuYn+q4#xz+bY%)0d>A>5kv2=lV?21ckluX|2kKv{Nv zfzy0OZd&2}3dGX*0h>TYSx?=VlChN7&xb%?R>`5981a(Uc0jK-Cy+lB1zUg7sUeDs zG-E(*MLAfq_GNN0y3A+DQUMxHBa~1~mKYLP#kW~zb$oFGZ6-BrYXxDuE9!>|gLxTy z7a2t28l-$XFD}X6@YkO5AoU(h3{{XxSb`UDtz^HufD6^f)ID4KdsCF{c4&9?v>at4 zy!1f=EFIqpOy+b2eJw++_szGg0rv2(V}I$m4g=2Gx3NRIOBCQp)E>lxansFtBAPAA za>Fi*Oc`OlGC?hjS~5uW>MA|)!}P_I0|TD7&UK{s(86q8$hBoMba)iIicO^sc1z%B zbSMfR547wJ?lFX?+fKwe^DWM|t16+tO&!ENhjGI2(R1mFxsLf&uIA(2NMyp zY81`(qH=iAfme*j!WeuBtv6!ZkX7pH_~yFl2Q95xLt}7h zFD|&U=Nzy=fokePCSgnPaoFE701kHz0FWs|p$+XMvkqud>4a!3>v}zN zDow#27>cmIVvA7q2K}l63OEnwC-O;05>hg^uNoa|caUKKuu^3)TisI*gjs3q=BAXa zmKHxmeCK-veuNvl;rI!UDs<5y{hND1V69WJX&KFWGGa^nYfG* z!qH|Gh{{gIT)Tq66;584Ngflx{f8(wIPD?e7nYv$QO8`J;@S5GksMAr3*BYlml<^8_kpF2 z1P!#mEl74C$8kQ#FR4Q2)LP1;EZ=Lu2rVoR=e*=o+?M+}a|TiK&;W{N5lBLtu=|XK z!Rd}oB=+jXZIA5)>(q8f7V6sthpu@*N;oZ;C=`#iQC=?KO_@$E-n@#M>6p@!$$XgO zq?7j6fndGTKrQW8;X!3@ec`m)hD*7!&i0Kg!4UabLqw&o z=fD$F35S}6@eDkp8RKeClG9AgwsJ{QRjph5$$~fARp^}07EVp?&24+zfqX2-#ntDT zP;#1pNa4~4NJnFPsi>MwRcgpn{<-<{_uBGo)2)uSN7W?mQ~c>32nsAhHZM;o7_490 z<^C!sIg(jzI1@WAeo6K7ytYD=-5z;ehn62vkCOiiWEc^SntDdP_G)`=adGnmqujH( z`S&RKT=#_kWZf~dD%ljc99vhtesApj^N~vL%HKpyRQ1_PhAknwRfzjUSEfw-mILR#+{a~XXMz}k*R!aVr|RJJI9^}Wq5*+zTMsFdVnFQWbY&w7HtV;F1W zBj#zQg9qUB*1sXn5fUuf9B&`y7UVS!QD!1W{K4Sk zl=k0+?Pc6uN%4=FA^=UIy7i)2udXtJp_fS(Ono882kW9JJ9x0{r4vf9jw!T7($x4f ze{8mAVoH2ma?4pZZU5PB*cwW3%%_KQ!=DL$%=5H#Q0m=?P@&4r z*BCGcB)aCTc8LdxcPD>5EcZHdS|Sz@O4d4hIE1UO*7vxU7F}M4Ix*`p5&9OJ*HWRw zS9Atn2xjnZ2`TG6>yj?3#5^$cJy;`oRxg13pEId;;=?g{Urak2s`LPr2s@UWx(wzN z07~pnulQZ%Pp~-t4KC%NA6A7G~emD2xq<@}Gh zh5w%m?f-~X_^0~VGeA-`(3v}|H}H?dfCa+61wH<6i~onD<6k+v->Rf=~(&eIm z5DB6nJO70k6Y!)1?u_i+VhLU>Jn=&j^cRucMr4jwK}Q&>oZ0jF zzfsP(_m5c^X$MSnGAP0S=!LW;1W6*7h@??~r%u=>{fg^L2e5;afirm#+~cURNmP>M zF2;l-O^)H9g>fNXmmko^SaU$TlZUI$v0#nNPLCKw{o)cag{Hv?QGgN{#A5Eq!G#Nb z^3o!+;>vQgZnA%Ni^q6=7cyp9tXFV0GI92BRas&2$f{_GxD#KfJgH2sd5em$?c zL)6>tzuCSsleLIhHxJwqE^XyM-gQl19L9I};}5|bNef=1n<CtDsp~=f#ams-qo# z@w)cie)x3Awix;JVU3ITl5dmoTldLeaqGyHGnT6t+!r|S;bHc_yvFSRp;-Fg&j{21 zXl?m-MhpyqjUdE;z)68Z{@bGefh7NL&j!o?E3e;0-BUx^JVPGJUw*i3?$Ofx>8R|9 zSy}MUzu#|lON$1zT18kH5f~IwA6NnrnWH4p(esHM)QfZ*xg%x~AhV+RplmRzV@imeI?|O;H5dm7e&R)=R2*r_VPpk{0>qmKrSq=adI;q*`o-XX5ciJxJ{vb=DrrJpE|pED_^a3vyPN&wO24;TR>=HjnSdw|b1 z=huJ>SD5IHR8%p`(xWHSqxiv;mwPy~en*5{SpG{H8jhr3iCDILq^V{{#0a-e|TEhMrUT{~N!rLSk7n6ELk@Qi7SH>qb88}M4Qi3SvJiL%t+zZP0l@pJ9es{13$m8!#>Opc;6=Qc(KI=Z(5V(nb7 zTF#d>v8aWIhb`W>cR7egD#aD24yKYSMwb4}C+2ByzJ^X??2#;)EU7H9Qx0V5hblW{ zH%vEF`eQ%f`a}Bt`s2TEryK9h(WmtIOTGM!1fgT+1Y6WOYazm+kBjW(?6IyVbueFI ziF={kDT|_7<4)mpXMfOhp}7h5A}7p-r@7d1r+vI#H?!QG=<8d-ZLWQF_xA19sfpL7 zT^s+LWou-C0Px>m>>YbzlzrNa8`m!lAWQo#fmqV$%wTaF452eYE-{+;va(9o(eN7j z&4{@<`Xv!W>>a>?`TQG$1dHgT?O|{oS8d3-vHAoM7}sUk9}qKZA>&tg#kDXeOK7)k z*fV7fK$x>oZ44SWsyL3Wo#!g)z+Pwo6T=RC1agfqrD%nk?&L7;hMx04s)+D0T(R3` zjUekb7{5Z@oZOC&Et`j|Q5U$QD@Vq-yCdo@=)OKq73{Fv2(O5<@4&)gzMbvE{IC|)EG2d1JlO0mbZCxKCDh? z^rP=n$4B+O=)LX&)h~p95?X`VZ04R&yW;bLY9Pwj{!;M7z8)mg2`t}${R5au&9M~# zWh}PU)@+4r5#T|g4dpW{ij9P|dq{g?csUNOWpfu7nJT`euPZOh=H3bN5&+-70z1}0 z^jJa5F|N>&KE@1!U;lwKHu+(JOOFHU%%o#VDz+Sg_(%)ti^m zNLxL;i&!g~%k>sBgPO%Y-2bf^eR~tWFW8v}|D_nL6{AUKu;p0gd6304fss>#!U;wd^y+= zI0B#Ad;}u|G#!tY{g`#V>Jo3QJA}fYi74{R5%PbNe`0udnTk?GKdxDe6H(@~Elj!l2a!my09z=C9JYG3$%rE_DxEL?v6 zSb(!WS>qWvPWdAZ4^L=BDFtU}`>jm)@23#L(UP@nnK3%9$`dXD; zz%;?No`*gwdjI~}7L46`UG&zBeEr&o*bd;#xX_2HJpGZo|Crpd>0_`dozLzQ_jr+$J7YdSjwzc&<^~^8Q7czmQ>J|iHLU>ccVeOtB}2tXD)@Rzol6a zwletrd^7NrfFMHmZt^wg@UBrj`iZ<@707CNrL!?A(9t;t{VvafvA_d z{OK32iQrj442)3TmO=s0F|3-`SG92g<`eUGssmwT{*bWI-38&1-hp&b4zm=bxOK(ERLD6VN0T?_&to_~X5UJwW8Y&quu;lVZ~prw{bo*pKR7?908CMVM++frY3i~60hxzX z(FrXCyQae%gjbopl!|#>j~s2}ndf4XSA5pU(#z?MJXT>-v0QvnStKGHp*_J>zGK|u z5O1J$YA)h)eKwz?-FA@jG&vgzV41vA+UJL;V6sxpTwr0|hr+_m2j$9!uco~CkmCuC zy#1SH9FE1t=X>8`Db zT3bIXV)dkv;Vv4T4MwSGxVpp4BKQQNbo8wJ%FUH%*Y{SJ3^F@=2eoCR5Bg{A%t?QM zyp94@a6NhEJ|?2s(HPxAVL@caJeHDiSp=H>kZlzZ^{SbHgl85yKC-Y_d&t*^6V#e; zBL0B%V(5{f5*ug{*Ev#5Nt#J(#?l#3bW74gs6lEJPHsJPL`dQG$Ek?*)^eb^$q^Z7y;#VAd;day+IpR8>0UN_DYi*-9ZTFA~J1+E% zhkA6TO!Tx>tKmI6#V@d^N7#(h>42}(OmN_x2+W+phgk;(S0)zSE^MZ6#lP$vPi$-u zyrvN|Qjw~b(Oi)j3448jjlVmM+;YQ$*h%RV(Y+~z-*aOm3x3#J^r?%o>%F+yZS$I^ zw^|o_JXz@SCb}HaWcD%x-gW`W!Hl2X2Gk z69%y`&E?`d2{x14^qg@B?)GFrhz46O<)@xxb(Y>!EhzL(*+qs5*=3lM;U}anLJ;Ew z%7{&YwcpNHNcYAFyE`gwTk}VkRorrq>}4!u4-vG>N=XCP)LJ90SO_)iP#=PvK$t{( z&z)Zuct0$=>w=frb4r?}#GFK}D#s+x&F1=dvdIkR3)<^K3Ee%*W^MqS8T?VEuVBjP zD|=8edDpl2)44D&kdVB_#`a#*wtZ?K6fpkV6P6#e`Yf+PhaGsIT4+-94LzeCOpHW( ztva}_Z$|b(9Jy%(*(C8PNAanUFizt}Z-UZ6#T#c)k*H~GCpNAu`q05+M{bf6p`blq zU`)+}{{IGt{$up@zhf-c|B10AWDSh`fG{AqK%TCxZ7M8HFhYAI9P7d4^+^XX4s4$mR(d+2U5w<}1mB8f;51wkca#7O=^ z!c0UCzricvPc=zuIyXBZp=nAAyAtMGDTveCS8=i-mJ{y?I0|nfF80F&J>y6V1`z=} z*q}3kf+5j;| zEc6=$#{r`_;Fz%$IfX+2G5j|iJ4zA{4jI^sN~}HsDLNc@fml54-%ztMI^s+0S^Y+!UdkQ_rjpcy60@SZ?6NqmD@*g1+yBgZuTL~Ed~ z9U&GxzZX4a**OZ<0T%@vnLbI zf4b9Z+m|wyBKoF{?~N^GWr(GnP_6H7Woqsas==_=?lRx;-uQ7F4~p z=^qXtO7y;&Y4|Zp)h(0dE4yKo>k3-YC~Yq541S#&lfMbGxMzP;YPx=2nNQVeK*MNI zkAQ%Sxm;!e1V%Mw77KKaAIQGaRF6rx|D^SdrZLxpHU+sdwGNeq?UU+9)<<*S=l%1k zn~1i^oR+#f=n9#-=wW1HkpeEsixp_aOauu;SAt?;z!YtJG34DeTe>t$8fj-H^>hsK z=&0NxEra6-EK0o+sM_*8EWna0-)&WM*}2LSI@g~p)wYgATmBh!U|`FQ$ow@L>dW?2 z-Ph*61OZ7aqhqN3$7Q+u1UV-@nMqg@f`Ny z#F92F5=R5uN0|0mJE8}JF-^18b!M6pP3GYY^?$YUzEt-f?a}x)Hb#;kpmavTO-N_j zm+^Oo!!h0G1ILS|7$BpZaITKu>it1RImDCVAXVbym5%Il_w===>*Je$?Is_uF{~vX zxdc2!tTL)g)=~c4R;9(_;E+>`@osym%S>Wdi^?xhYxjP}VVa93*Y3_fT&QhXRXI0| zMXCl@!!{|ctn+l%P~is~^}zzA5utgHB{+9feAJmu9p_goN5GNo;hn`j4v|_ z6T(TBD)+Ia9}_7YtD+2QG+uH+(;Ts89zVEu)O6{h|2}hUPBTW9oycq$^N}o}npWQ~ zUaYcn5n9{$t1_7ATLillNn~x|lQYe4;=(7p>XA2X*SG%r@aW)7`J7X@siZ@auoX9{ z#(z@?JLKo?X}QO zj0I6zuV$PZxy5*dcr!Y#H1l>I7TYWp?J*l}vt`f3p4i`8{=zQ1_F7Ymz31Iva-7eS zh7peG2c=T>J5U$b)pkrvwdyPp$PwnfP3(+KS)W(>Ets1#FAI(`Or7(NlI1&0_iR8MzY{cKn@->J%U))X? z54Ks4eMtl1iZo%P5O1P1RH-1@CbSHcte<($dtSJjDo6Pb38a51@mIsVBNnFV)JFAI$qaL>;E`9vOt%p zWd3Fg=wG$-IGQ?{j?y6&VPNE5ttF26B#2p=wi!&`v0t`+_VVQ8yEp0-i|X2{5Dea^ zh$F3SrCu7#tcKyee+J4lTY9f;n=Qn4?`2EHpFb1s9f|&nRiJ+;?o5DerKWC8kw?ds zoOe#IGp9Iqq8s&B#ANU^(o4;-ycCCP1X}c8W$BRRN3?8S_U9`sK_uPB#{r0}+ zydR%)-gAEEInU$6UwlPxm{G%*uRJd*OwKl}&VO^@U1d_upqoQSPAhcwlWRYkT`8n; z<8GbSEa`isMUcyKWUkEd(s-(s1o_;&UJ$XV-@F{BGz(}5ym2(3^>SnUpxq;tQ;P0d z_o+6%C~~-`G6m;3(Ksi$QSfLitiF-|erUn15a5VjUM0IsWW7aH z@JlBb#S%@V7;*@5a#piwWUS6WGB0A8NZX*2@r}kDWc)18^cTw~sx%f5?yf*HcBB5~ zQ|L;HzscP$X&(xV?AS2cxQ6_Cip>qc7C@+E7caVYzYn3zlsjR2V!m5}6GCTlEKGtY zMK5%e4u43crGOW$&+QBxM-4J)nccv8jtYF9wGFsfZR zQ|vzuMZc-^uG>TloF%}!gJxW}@neXMI2)LZY1eWC5@K-SF^VldM- zo!MIrjl@T`*i=RpPOV+y&uHi1qVz-WNpw)nHdf>Oo@wYm18@Q9!eW?M_&l>1t4+t0 zF9o(D4l(W&UXFy@xvcnFV~#rQ5yD1B<%&-QuwSEce* z72x=})(_BGn+j3RTGX3Tsxv}LzyRtn3~|h|XKTnYe}h}w-4C{^+WBKQ|53clYmT2h z=R&ufNv*p5HOYyp%e=56l;QY#ANhIJ0!o|k2Ry<=2XF#Duu=Dv zzy2vv%pV`CKcS!ZyzP~V1eGb zCR2J&jdoMKMD=#OuP#ZPm3iT+_Qmcq*X zYImc>g!;=YD3c+gA0)5Cb}b{Kf&(idUy>Ivc$8RcmKvWtCS%+((k6FH+ zjU4xAZy!0O7|6XnCMHHOg0hc7KH##GR6?{;bmtW?k1bnDcw$KIpG>M5ZwThY9E%e! ztjOtKSDzS)otMic`tyu;IdZw<&>YQ10dSbjTM0kNb?;`0sg zgU$F9g-LgG_DqF%9v`>2G$s8K-{ys_!-#yMh;HaAI9jh4pg@{MQt04*4tVRGtMAR4 z?P}k1SUxrAj^Bql2yRuay^6_SFamrn$`buTWnR9)RWM)a$*Q>jJmgp zzpZfuA}_!7$fhe!(+%NcNwtIEnk_8S;WxO63!`_`E`XoDbEH{Bc`__utUkP2%dl|y za2oNu8vecBnzptx3`}r#Dyp()WgdL;Or?3E^=EWOQJ4X=1yDl}64!2zqAzV%cMlK) zGeC~{jNIknEq_wKl(OJ7_{~lhDFcA+^?5BDLP374h`s4!%I-1FjrnFF;FY`OgKKz+ z=2V_&CM(Q0ZIH~q*6lv3=h4>2X5KcovKawL1l1*j4qC^SSjG#Zgk%($Kr}Ws8l|K< zaqOhO@ZEx8vL;w&wDUn|_z{@Y21))2>;6P~vL16iS(cH_mc#*% z<2>%tjaG3*Q~*H3Mb^d-+Vvms^%4NH$-u}{QujHf^yVqB>pL=~p5aV3%q7|&$>I1K zztTS)uRnY9Uh@Vl96UVMIWpO~RSMwQY5fVT!t^9%6sGgsk*M&b1iFby?eCrK3WKQ@VAa@~C!YT751VLTYq{`N_Un z^pkrdp%27-4mf19+CX4%Jpdh)YCXFrA^rL0%Cul6X$wn-6O`5lRNzBY*Kq2$?NKa! zck^TY2pjFBL3;HK>Gaj>9?*};4y9qw+6J_J8vlxE0Dn)>z*`Q%)Y? zq2%tahH^t86_F@+RSyL@H>4^G<%U2i{n@ns|AmvRRX{*6>pzi@m8`M9M}V-x-=nox z1WH(51uARjATO*atl;#&XwbjgzLh74inneGc2O5BB8%0p2wu8Ud<^5o2THCbJ*!I7 zH&&I*O5*Yw+Wn+w(H`zsqTOA@^4q{UVyjzE&-B|YMWfSMYv)g{hR=TPTx4Rxl}t&I z^Wm6ww2;de&a@@Dj&6CLki<@rU{;8K_o<8i?`%jI?n96`^`d|O*{v=m-~gcszkE9X zJphssupcZQ>WVR;;)lZ!AP=`j6D7@N6W?hE6<4XEL!)Bc2Qjtm>ice}y8Nm>;nA$nsU-Bkj1!4XEwT+uQG-LXUng zpv%l(R2)yDh8@yNKc?N*w#%|Z(bYGqr|Ik7R+as|;6||J45;qD&^|8(7IN{zwDtPZ zJxW|l6&EFk&|m2i7q(N^iL=($S7Bg0HX;3|(t?5!fx+lNln1M#vYN7*JgcbabqfR5 Fe*h8*K-mBQ literal 0 HcmV?d00001 diff --git a/assignments2023/assignment_instructions_files/figure-html/fig-drowning1-1.png b/assignments2023/assignment_instructions_files/figure-html/fig-drowning1-1.png new file mode 100644 index 0000000000000000000000000000000000000000..5216482d51f1b66161e4b2628b827e374a12b2bd GIT binary patch literal 20311 zcmeFZRaBizurA7+xVyW1u;A_lhu|*3-QC?G!QFyug6qT`f&_P$;O=*3t+mJ9=k4D2 z^S~JJcXf4Db+uJ}MU=9lG%^AK0t5sE@+TPyRR{=35CjBJ1P&7X#ck?+0Q><$Szb*N z{3iea00M!KkdRPNP|(oOFfcH%u&{7&aPaW(2nYy>h=@o?NXW>@C@3hXsHkXYXz1wZ z7#J9sn3z~tSlHOuI5;@CxVU(Dc=-7E1Ox^KfPkQ&ppcM|u&}U*h={1DsF;|TxVX54goLD| zq?DADw6wI0jLfG`pJZia<>ch#<>eI=6ciN|m6Vi}m6cUgR8&<}KY#wLrlzK@uCAe> zp{c2Cc{uWw*rU}$J)WMpJ)Y;0m;Vrpvo<;xc{Gc$8@a|;U# zOG`^DD=TYjYa1IITU%Q@J3D)Odj|&xM@L5|CnslTXBQV2S65dzH#c{8cMlH_Pft%T zFE4LzZyz5YUteE8KRLwBO@a-GczkI zD?2+oCnqO2H#aXYFF!xOprD|zu&}78sJOWJ`}gl9B_*Y$rDbJh<>loS6&010l~q+$ z)z#HCH8r)hwRLrM_4V~Xe*F0P^JhatLt|rOQ&UrOb8|~eOKWRuTU%RudwWMmM`vee zS65eecQ*(G>gnm}?d|RB>+A3D9~c-I92^`P8X6uR9vK-K9UUDT8yg=VpO~1KoSdAR zn)>zY*Yx!C%*@Q}?Cjj!-0$DN=jZ1a78Vv47nhcnmY0`TR#sM5SJ&3o*4NiJHa0dl zH@CL7wzs!;c6N4mclY-8_V@P>4h{|v508$Hj*pK|PEP*(`Ez=DdUkepetv#&adCNh zd3AMleSLj%b8~xpdv|wte}Dh*@bLKf`1JJj{QUg#^78un`u6tr{{FsQr|$<|1MrSA z+Aa_f#1Vgg0111SW)Ki$5T7JO)jYFLb70dke=iJfeDMj8LD7kRG^qWzJDeRDP2(VS2$(|<-`08U0& zJic>W$?@d|T81cq`!a(2#u>c4uLP-!9Rt)pE>Z=PH55{8MkKzo4MJX+TeN8z#20Mm`2HgLCrP(~Wziw;n29Zuc zAoy7{e1a0SlyqZu-Ou&9_Qyq8x8i&=G(9DU>xH%CC;xAa(HsK1{9kHweByuQN(95f zFaQk>2O}7pvM-yjI9&LXe|*Zqh-u1kp+Mt@4^|eH1YP9!AG-Lf`B`a|=`tHbzLtlP zMgEzlG9q*OHpNN$fwF_G!esXD-osLZS4t-NQ5QA_KG+eg-E})6WD3lbmVk?;TmH~j zUh&U?FSLGDJdF&ASF5!sX*wCt2GtO1UHE04P@;5Tqgx|m>E+N9*UB|b?X~b<2Z{=5 z2;d%iE_JT=fNbBZsNlq~u>sxjk$Krsr|9Iu7c70si$l?bl+-7uTt5K>57wljXuSEy zNkw54zX@_4-kSl^ew94vO5VE@QePcX(4dkiD+r&4=u|P4Bj4XK>iU|ai>Lx1?3qN9 z|7~Re#)~US9>Y&l4oPmJZZOnDmXLUfE3Y@p!UYebV*?gMqgEy*tnufz4VyswI}lfJ zMqa5^InxYl*1=>i(vl#Kpom>j%MaIVn`Q=s)yhjl(eF`WhljJ#v2rX!WPdz_C%{S| zV*@srP}ThJwFuJOUtX<626R_n2tcZaHU>tJVubOY*Vk@@3$>mWw%0NcKW|tw$lzeD zv+z-{a8nhQzKMmVsY>(I;QV6fJE#zrAODffXzv8t$ABu3aO0lY8*xIJcIyO{+6*8m zT^F6j%vR9t>RMerg5;^;C>WP)X$80~98a9pGnJBawLMCobYJT^IfjsrI4sA<)rAx( zF`)_oat?>WT*geIyEG+hzqBb+aW3#0<5a+#wf2Dq1 zk89^o{u;zB(kP4w5A%X_T^a&9pOKIqeCQR>WWfYmj)&w%!~)J*Dj-bd!7YYoS9-R1 zN>R%JG{8OJOvh!r1F@T7zK=2j8roNAd4D;zaRSF>T0$3YpH%|%TSYIT-d+&gTNxBH zEtO;)hARIv)Cf%+is-xC&@YPwq66V)D#p_)Tzn_Ab>(7%KBHMCa=d;xzy<`)v2y(s z32$4)M5gv6w33H!g^XYHS&6n7Ya}|b%YKNCnBi`Ta!3=^GtsDXb6aUsP|_OxDcu~t zhb-K+fUxK|2gC@LYe>I^#Zmmmj1PuE^_8{nqnt0<&Q0#Ow?9(kH-l(^bGV^R`6*k{ z>3=lnz=f{~I=H@Ev?ydI;N{{83&8tyxL2e^MFEHRGtpE5FlTse7>IqcmDCpu++Qw? z*kQdkc4eK#vKx@mTj_Ph#`?^U8aH0X`gx?O>BtRtMJ^wQm>Cb#H1BT0YQ%y$$XwPv=gPwc3 zKEv#f7wvdV?7wk(^F^zw9&|lGB)m-YMrX}!SF{xtez<-aoR@_hm*@zF+|xL{Wfn%n z@Z*#boY3QDHD^8^8ST$CW}8XQw9yQAx~tXC_G-P{>6ng2T52GqON`_!QA6!VjHBZXo+PygW-=+ZgGq`+#)L}jkjI|0+Y9l?>F z&EqM09`6qs(38svApba>+wd4Cs(*sS!lM=0ep%-^&*< zcf>_Cs%R+#YP*KNI!{66@XpU28lU&LOQgQqYG(7?U~Pv}$HTbT0l^$uqBwTDN&x3` z7@{XuxMOx06M!s`32@>Ouo0oEj+(RJ+mgqQ!H}`frq5*{R2BELGTmBAW|Tp$o)=o6N7M!}M%_A7Utjc`z1nAb7n3qpdHwu*Ln(a8FEOIP z`M!D|qCwsS+UTMcDx+5~$Udxc4jB#Rl*jYj&qoy&aHht?^*+!IjwFUG;r$#$@LB;l z?QWUx5|ZG_Y5*mg-VYh;p2+*cG$>F4PNt^lDrJ}*V{tHW!pMitPJ$c{5KwCPf9>GF zYk9Coo5V4yV9Ghu$)%%;$FH?MKl*sY_547MANw8X%u)F*@YbA5mN$n~LDWia(0ciG z@bJ?$J*XYxFRdJN=$S`xcH81&!Wj?zB4c@+@+X~u6uxzwr|OaUvP(DQBbJRIzQP6PdLV##KQ#d&<>6#qv*aK+^e$gF6yH?#{_b?GwHS*S1oCzi+aR5l2~wE z{H}I93jqu0oyZU6`x^G8AcAnlJmUUGYb>G4U4VW$i&KJEi54VSq7#uCw2PimkuVZJ zUFqJpuS-pM6CdW(itQJBtEYc*pq3D|!z$XNT^yN|)l2fU2z-F@Qs~jncBI}kai_k9 zv*mS1OKqivT>#>>FcHwnw2X$& zMvPMJ4}J)`)7do#bSG|#mW|OvR3d>~YWh7L zt3-12nifYsKYB{N-rD@bzee!U*C^=Yrf(6o?LG6W)mZiuh@&LK5+8hOTr(FIzu8;{ zG1eZfW;^Tx0o(()(Q4{iPMyw1<0*Y2L-LrNcVFZazRkcpL@JqBO-aceQIKZZlv1-= zqA|LSHSB+l?9=VEH$i*SBiqb4Jd}M2?O)|e___pZ*>o{vC&$0^>y2w@?Fi`luvtoq z+XzMSO~c~-*}NG>!P`%wAc|L9y1>C9clo0#mebOoXs8@88<)qe8#(8nP0liW9v4I= z!fEkb*kXoT^unLkU2fFPdN-|#SF*e#W@M{Co`};|+%G0_YOME35&?G+t#@#5 zBry{!w$qa;_squRBn1XneBlTW!_S>^GpeJ3_&`?!uj5e%78-Kug;sNt$WpziBg+l- zqX{z}Z$gKpMmBj+#Kwub7=cfu&3*Kwf;FusT)GcOoKVx>!3){8RsEIkq890zUG6>Qi zb%jpn2{Zl_i{be2jnLs}HBoq13Se;)cpB75J9UOf8sS{U!rWmNqkQ*E7Lq>tixiQ( z)-MaI*mg)wl7}s)oUAKi4XErk|GT;7CM%!ytl$TS;-YW2${T-#6!X<0dR5l^soDfF z9VESWn167E!+Cz%xKhQfz1cxTJp_A39r-5V?DqFCn{(^Li=@cJbD|;KQP%E{-kB6Y zoO_-pWECkn+X(nU-7j{r1Yts*zK(8L57kUBo4WheQRZTxA)8AjfAKtGWt>CT-!?~V zqva_q8Qqfliv2P1JJd~)l(a>4pd^3nOMl6|M;Dy~pJm}rHcjshHfNHD-cglXaVwHV z!ZgN$A1xa+*Rxa&*985ucATzK?AJvCm47@{SDPG7zY<@EIYu?rZ(FB~i5ovt9Nbqp z-=QB(20gWR;F_Zpao>>Ur)aGo#^|K&^@)ciuPpqI>Q#`eAf7kZ{feF{NwLv4Yv3yY zPhN{~#9Ki3>mLrn* zo&dU20$1*51OsVu`_AlUx*3_zvh2oJ7-89?Q)jHI)b`i1KhBaLlT+JQi9&~Sp0usd zV=*oo-HJ{Y2ZY7n&SDfRaoB(`P%l4pLr<3t&db8`_2Si8G;LV~+KjG3TLao>VApeb ztlo^fD+uD+v!@Be^A&4!hs`1byYp6M;+sCZyx@Fp?q(y~JbREy$_%7881?Akuj!}v z!Ls}D*_nCtEsMjc5~_=9IyK*DQQ+;+4UOoY zHJK_oh)qy^se=R0WA=dHi_twax{Cr8P zD@8UQeNtz>_{(v`urweyGgK^`WhizJ8`~K8dukHVp)9R(L;W<&&A;fLU{r(@DJ5M z#i`>c^SdiNG}e0;sN5tHYnF`&EV~{5@(mXMXU6VSe3+~($;*c4&Xz1Q(4mPEqbj zy;XwXlN5?sNDmQ~5CdsR)0eHg&jjKD@>l z+>UV)bd1>YyXJHGs~3lFxuvlCz@)*87o0JMn1J@?MNXX@6zwphRre!crisO&^f0mY z*UH96%c@4RCoMEr>(V;2;;)xEwI-;o>K8}TFeci75F336^nvR8m{ z1=wF4o2Q?nBLC}V-r!7er^tS1#>@&Qxu-9crjuWh)~V?gJXc$aL~va*IOGNv5Xug# z-2E&b7C8*c_G9;=i9Uz%PZi3ON5MOpgAYA6>X#Lw=Gtko+=x+v{ywM*rk&w%EtDn+ zJebluu^7`zO31^q7|ZyxTwD2s1UxT5yEs?f17>!(KK-a#l|iyfrmXe%VyB}WO2hFr%OtMOig&B4+r)B_-cItQ3Pu#9^ zN=N~n$vz0lV@+ff38W*jH02B-)(8Rm%}Ug<0(jd5?O$elm%U|e26)3y?Tmjkh$vdQQtVg%iLhgx%@JWZI#U=mTm&U}+2PaR37`zI7}DBqm`ylO+pg@pG;mnrmf zmF~IW7@&Ow!&U!UPjt(Mo~~Le=g$VmkeGm(=+^_U$kYH0d%@t|cj)%k47!t54o;ku z4j*SubF3$ChmTr5IkO1eniHY5Ilb6(H zSP`U&>t6Z!`v4XrpE^pihAghs&tKC5a>0X!Q=GM`rO!SK!OFK;vcjp);uIm%;e@3& zWH(9QvosZ$f+7<-aJkvpLxAtrLV8l34r&7>r|0Lts($b^C`=H`C1A!p;;i&eDWTWIw#=S1*A42~WfxapQr;B4Y%P=VBB`vM>O>P# zY_@4%R&LK#h>W^)^WmskocS~Yl^@OH&qt!$0;M4paNd46xOF?u-Q4EdyP*_jvuk7Q z*A!3Zy;o40fHM8saXv!P92)pwHzSWLF>2;O#TES|>1f_@jJq6;i$^7ba0!Y(8)N+p z+c(5m!LZpHsYgNls*kULyliER<+Daa>5}5S;-1$aRpzeDr-!w5aqr~47i=bc!fvMv zBikK(=0w5-5C_`FCRa7DjKf%NekQgCzOhVlDqcFUJzz>K_hw5A4JfHvBQfzLVZoi} z7rR(`;%|qMuU0Dz2)S+Hcim2^S?%tlm$j?#8#jUj@tBvz((ATVk7^N_fu)5pjP*n* zeq7_rYCX+0{l|K^L}g4GEf}Yl7-_sq;pum;KFN?3r0^|IPNSSM3)i~mfKYOPbh$hY zi)gZvTN!*yjk7g%XMPs$fF3BuaD|(E83fY7D&uo01k+ zu0%i-1()v#vi={^z5R>zRT|A$4^f!HX&P{GOLh5UuURBkg;n5)t5?%JkM{6FU(djE z;j#IJPScgM$HQOS!kCL1px*9QiA41dz9IuN-WNph%w$RK95&sm#StZsNwK6l3KQ4{ zu@9#mCO-lZ+c$JbK$}`Ufspiztm?@?82bLJcSTEn=_i{CCFicMMk2Cqh>raYS6# zeB^*mjB|1ipru5afx0KXIdSfRrRp+VM?}5l7lhv5i03c5n{G!5FM7YNtzdj2(6GAcml+trMlc?UNnbVtr+*c23i{%=zo^LWA;i(ly(l`k1zKkG-` z>N4>Wp`+LgL8? zX!bX~TZOa;cR9IGHX@xu)_^b86q{ORzC`vP3*GEh`HyW1xT(pjZWrkV5qr5l%_7Xj zzT1om2Ojtsh1?f<1qBSjD@CQyMqe{0Y?BPdCsKw9YPJc*snqn3{DOPGb7LGPLc}`e zG?O1=#d->AC${*^6YUV)8l(YM2BYq(=LhBX-(i;iNbxP{E(26GSKw}@y?vL0A0OY_ zEIX0koA+O_eHwK}@XiMz&_}jjSP0(rpJqw+qK|&UeA4C?R*!K0reG>~M_XIVZ1>@m zR$e7m3eqC5VSp}u3@6^(L>ZT_=T@>?Pb6>8x6>!!_&Mvx+OGho$Jm2?8@+=7I(+Jl zPLR`(p{$6T0>WECYYSiVIKNaJCH@Ga$UP}X%gsbi&_auqeOIiFkA#j)sPkqaD$bE{ zZU#r%1i$R~J;*ybR}H0$ zk<+cs+yvKN!x=1nh8tmd^}p=5sD6D4uL}peGWJ-28+S~EZWe@7n`ac4Du|I$W@mj5 z`d-FGdFd!^OAFW`3@aQ`SKiCdu8}O!7?}6SB&8!caCKZ>wge$eKRJ1MA+57uS1_*s zVBirGzs@+NiZyITIHtyCPCg_phWf*DmSiFt9`VQ9RChFY3#0&3*OOXA05I25{P9vQ zHI{|N9=|p`rRFooMPRc>tz@XF@UJE7!xQOejeXr@4?*134?#Ywd=s;*^m30;hdZ(_ z#$&j#k?V%{HQCAyk5#M96w=Tk?v&M)f3iEP_Z?n%1?SbDsW%tUxpe;slup6-+0Z8C zdwvxR@?Bpy_!hwK>c~n#m1b8)8a5I=$I-IFyf(jc;zlPh*DA!@8HOT9e9a?eM=PJF zDU1b2zjh4Sy-*jCMYY+t<$hqgc5rtw<(P0~3+#CL^&a$PK;{pGz`;*I>OQ$|l}u*> z7u~*2?2CtG`q1&jG#!%yrb~HeQuc}f9)5h#bC5$G4_2ahqv2z_r%av-O5oGB&7DI_ z=U9lWKitD7v(j1?zM}doThZ)^Cm4_YEhkCq#+A%eJrV9^(aP_hRU|O{s^xKP!#l`U zcIdp`!bAFo2FPslE4f1iNOp$@_9)w=#obO#J8ozvDvg9qQp7eON;}k&*6f3)vHfWDC__uBbmh(wog9lO{lypWDI2F=sTauN zP)r-14$NL+e5S zX3q7?b}9k$=3!TmW@wp3bS+~vXR8MN4;J9wQ&+%`o@u;skLH@>Rr5poczdLq z1jG^=bri4Z+UNUuYtGa=H++#g=v7QQUJ)Xe_yqaX z%*LbPK8WIgGob;G8I1zAGc30@ph*#e7LNJ&bm+nA{^MGtHUVX=sQOMgKW zrS7Soa%sE$0-W~uRbQG`*Ke+a?#3Np6WmuxuoG;bg zhc8L(ehOyTRQWEJs3uE6K*vBjNcr_$xUTzt#uvuk91mJ8=V^rYb0u)<;nLmUG0&BS zBzN@?yF1t9x!^~i-_9|sZq0SZCnyPJ=vDr#y)g;^%vFc;RWWH+gkI{({UPwxU#+h5xA0{_&d8Temi-(e=n0AXfXJsz78_1P}qxD@zFdQ13Jkv@f zL-fQfK3!kwMLYLA%z;Sf8kouttYkiB5(Vm&Y{6um$ANe@M{g#MEbrRoF(|NvQ0ahVw;pY?Dk~_HYT!!L^D4 zh2W#LM&>)1xA1)oUa(zF&vJGV`DUoLZic1<-SIQPi623*g=To)(m2Wa{c@|0H75Ll zY`iD%H1r6z>rLB0c6j3WIlFtygJZI6=QH&(l<&`GWH@wzz>f>$fd+wk%)8F+tE+_uZDXlDOG z+Lm=5Ws7GWsF!q#ZKivAYnZuwz6`_rTHUrm%CW}vwf8I?mig3Gr*hu01!vsS6VSZt z^2?E(n6iKO{kFys8o=kyM=thmEbq`m3XTUpLNAK{^4EL$buG-5Sy|nu`?jd;RwrDB zGqi-e-;(%wkn*}H-=L7Fo^IEeiF^Tu(y{DIXl?C6ujC|>2CM#__t~Rxx+NZa5|gpw zl0$vxaX!CR)O2q^Xn?#8eY~=do`c&N;+2qsspI&Wz}>0!9qqdY)UH4l3egPP@Hia? zq1TZ=kA@pp2Jr`4q5@QQ1G0n(k#?Eurd-cyop*2ZtG|M}vCLemcLXueuar>CGC+9E zKRA^g8#{cR^?&$%*x<;4?S7%1uqRm5@ka(u#{QrmqKy&n3z>;eHF@}zZmdIsL?S6& zdXSM+))$DInZh}s__+X|yECnkXKd9s^sZlimT4MZ9O{LSLXZ5UNjmfe)Qu!=oI^Mt zoNBSjHJaYYuiXFKd#X(yd319V_{4>^wAFY)?=uH)v8@5GQyrfUmC zt7Mu6VMNk-G{Aw&=N>4wxgKiJ^O~$j0~}8g7vHGgz<83(72n3YblIu+BkQT?97bC| z{@6K-ZA=ZD!Nft;vwxxb;pT6$jU~Y{JqgRpAx^YFzBlEx10pL`Iqu%+?og(uq3-u>`Ppu*<)DDu;*)IsHVZ zkUs0mxw~(GO1^d(iH#wqE64Nmmu(#mlYB#l_n5fK8$(UlREV3Ny`*i|QHVUScLJxL zu^5W({}K77CS=95!4u~c_E%@6f5Tc3fn$p@FCUCQ*xFm z+_hAO$E%n zyux;h6m)CSs6oYma~s=wZEmU(8q@C_^(-I9eQa?y9!79Zh-CP6R~xa}V1?*u-COMR z)y&6fwxK1hQ7d5W3(B*Zqe^C$+Ys+5r%eewTUHdB;f1(IKLoIubMyhGSt11KC2l6X zLwBqJ)#K?9$iZ?sjrIU32Qt1qh5Efs|7I)1q~^rkMJA^%gz!T>@h9f0_ zS+2k7QwUq+^=g&iTJ_L7Cc&XmVfi2C@WVIKfcK?Yc)GgZJGM5y)iMhGA9s+hQNdSS z{oFr`${{tqb@tWiTP3!$h{1uV`H9<#uY%y$+4djVDbb49Nf|AMH*desFr2REMc9E9 z2D8;#D*@~4tQgaX{Yn=bMUgjJcz01NSeu07sN&ZNJ*Z2?4kr95W?Hwa`%(tYZ&Z24 zEAUej_^WMtDf^h;RYKOJc(OBVwM`(E#mH6c?ITv*DKb>?*Vizg#x;Mby}s3ROIF?i!QiW-&TGsDZPyOaO~T`51s|avOcRz{wQ;HC?y+Iz#9z$*VNb4ORtfj+`=#&>;C=v~)ckPwGcBDl;i zWigq2Llo3N1Wr}V%~*uf{SBN$4b?w?m)!m;XicX?Z%x>$h)I(}bA?%O!KDwhb~92@DHuCr zD=o<_CfVxkSbOVXK{?Cx>Q+p@`ICvbOl2_a?z#Rx9+kK5=&2B*dygMSL&)uG1+C_B zL*naND8ZsSRMMJZ!27^E0C|#NW;=68RuZR-<1zI9D+74z>DwCK1G<}X*($-0akFcr zit_IGk)Dl3`1CL3ck_|Yov8lmqsveKr5hFA!x4+FDExt$Iw8k;81lkN`khABY^%cq z9FZX1tl^}cZ2zl09wwocJ)YQ^f4(@o@&;)$WzdgyDCHWLg=3KyzVq)kbhtK+{fs?7 zWAGIx3Fm!ot}53Nk3oiENiU-t%^!T9Bi9-cR$#$A-LSg1GHhUApt+x~gJib28&_AW zepU=Rx;YycJU)o(Y|HwFicQ8XAtny@k}T@=H(psX8(ukF?NDzpg2S^asY`t(TCTk| zx~aA7Y*-$HwTAvp3M+8(Qa;Jc^u!Yg0}%$Ym{07`jX9KvCw9|a9*f}kIdTj1A_pc+ zUkpsnSe(&$*UiwmK{-kmX)^=`#0=sVtmd(?{ADW)C6w=4yb2%pHVc&zwtYfWa=6Oq zZjcp)O+7I-cKNM;73Rlc#5Fwi2`{`GFzRJ=WND3n>-@g;);8V`CdnBy4HDYxEWm<19 zwn3JG<4RNovWp4j(Q2_f7_`K1#hlonwTP4YMagO}6la|!LCVIY0Q)C7HnufOd{EiW1W4|Mo-MiC+fW_W{ zDTv!7x_$U7yn=2&A^-=&kz{xIdJmd5*$sCu+%qJoesMy{o)}LU^Gy*?jPU+g2chhE z;69jvYO`Z#N;0Uw-DUvjmVv5)L-%@FLcysnPQ|pgw4lCPrFmo4efCDRDKOMT_i-`3 z$Eo?PHr6nwNl%it+2;&)pJ%P(>h$ZB|E0?d(=f0`xA~0WGQh(X99g0=I+I0s8s-mV z;q2+0*D^9CKy7PX%09pe4~7qBGU~FaOD{=c8u;?j{cKY>FBsc=*+giERU_&69EbNS zm}1jpAlk3jY41OiSfnbS1$bfROmGY!*orzW6dimAnoEo$A$h}0ni7eqNY*|gnfz`1 zGOw~4{9O1ws^kF{o+sh5bLCj~1Burv^bo3X)4_Mch8qjC&V?^Fz7bH_LyN&QqhE+> z(#@hIJz1dK(uljgTva$jb%k&WXu(PkqGPFrh6$9MNpUIF*R%*U=uC2G72JY>IbLzm z$}JVyXH5kH3C=DCClpBod|eLcrI=l!@oU!vwT0ocam)3dz7{3S5`WQ89fQ>fhjbAf z{07MPSvE-Mbi0d!QJO*AZyPkk9bQ(>*Hae3XRe26NbLva-L zeZ+FEABet^zsxHl{l>Tg1sTodW)Zi)3-*N+9$JP|<50f7nv;v%yq-*OQL)s~5wYn@ z#o6LUrLzPp``NqyS)VpV=2EibV5%pvqJ5v(S;2FqW?rcde7ERBV>7tv7UT@gyv|wu zv*@>=h5B`R9Z4>7b({qtXA1b2w&5o{yhV1@n`eIdOoX%)J4zdFHwn6TPYPe8 z1ZhMtd!w8u^MZWzB~hkmy)5E78q&E^qTvQ@QkQB2W@ zq%SB7K0nIatJtC>fHXiVl+l9C^~fH2$u^+7g+~ogPcyQIPx4>fQtLf!sus5rxHH9w9p16=+-E8G2goQZ?G4AD_+s8wFE$&c_bb2D zdH89urgOrPtu3W{n6(joSmCD_RkJRH6EFtj#3I)DO%o;+9#P=a;Ue4Y(M1@IVWRmw zzL>kK^&_}BTgZogyv5+q_teXUUE$d7{3Alx@3~t0^Qy*#9CxU*;0nnuGBD2po!T#a z8&cC?wv~5-41ft>)5iBT<3}jr6p?#m%;5!GR>Y*lD>|r@J7;N|Bs_|=aAaFbIjCJV z^*)3$52~B(>)RVsQ6UlZ%dW9kw^D6iXw;rBv`Uix<>mCTw`;`7x1EH>WeBloly7Uk ztr=2m-rFw#^~QswRO7Bot`^aoCt*YCGK&Nni72eA)605RMy22EZ&;klh=Mg&vhd~5 zyBbs0aIYmqJ!m(Tcogz-{nm$ZzGU(8BFIDf>UoD%4+Yr%arLg;0uWM~WbbfHEX!CA z=RR^6|I2^H-eqW=Azoq{_2pFCEUaC1dzJv_`CI~7@;ErW1Z84^fz;O z0Z{15|NLu1@>iqG*r?zbsV&3T03t8gF6~C$&viGy5A)>*d!G}3p?=@nzpA`zM#j9@ zy7x{=l=`u~+*xQKLHS>f_Pt5!TVPZm?}PjR99D;+pO4{WixSlLuu#jy*HbU%ZFIK< zwOg|}Fv8+jVeXIn=R=LzW-s}aM^Hv9vFuWDMRZfnw>6rBKj1T{E&m6L3?eOBt>=Mz zGHMGiqz9!WS56xz>kv^|cvzdAH3H$`$vz4Ot1&}k-FV7j2s%L1GC8m>Z#BJogQc42 z1LX(N%EgA)SK>_dcytW2x4UYDzr>{ZhgL(E;fWUk&J30CJ7=I2SpTwZj$v5UN+A8z z>#?Wx@anxabeG0dMtwGTDoegjW2x^lN7!7MT5n<#P;65Bjmi0~&m^$iY_#9%*_C3uM?XF$PEio`^(>Wi)+CQhqDI<%J>?v)t z*#Zo6>UQWv!GROCB=}!N0xrf5+e{l3V6%!+R}=7!xlmgr6n(kqGa;nj%-nhDzU6yl zWs3=UXc-Wi2VZ`IN5#}y&Um^$qq0DEih=>-e$(_*@&PS8)zM;IDKvTajX!fd@4S)fv3@GI^q=<~4lB)t38`sMcQtqsYDzV3gqbC@P5< zp~ew_K~`x)*jVS8QIv5mEYDPG7j}C%q7S`n$;vb*CKh$NA7wxe*p3WzPF<78=3|Ue z@Y?WwMN*B5yP}Gek{MM;I78%g;7hw^Smz7#lOT7U8B@Sbi7Y%Av3(Vy&~;uxvV{)u zmF$L6aK?W=r48S%J<(6w4}1rV=rbmzW_}gmUXGXPZpJpyxqrE64kP|_K!W8iwR`_) zt_ap%R=VR13>SkBE93^}7O^gZIW8$!*QY8pW2UB~gk26Q#$GRLy6j+S0GK^yoCtj4 zfd+J8_aW=~CWSOrd1>< z0V@~;1h-75da68L8?9SZF^7H*#}llz8geZ3n++Ic_Je#GhrrxeY`6mgt}zU6K`Zjm zdoT@0+>UL@kGT`wCNz+r;x3ZI>Eqk$B|cAhN6*l+1kb$V^y;Rj5VFOArr#`_ zW(k@9poNIn{-TBa)rn}Kd2kCGc>9VIE*ts%Z}R?>MM`Ed$$u8GXoBaR#`K%uBBvcJ zYFwh(?H5p+y7M_gUc$=T4ZJ++`hvw z7wDiHgS-#$H32i)B9UEp_RU8+u@Q97&t0NvQPz!eD=zbF#`UW&8a94s@Fy}3fUoVf zy!k?Z;tOnhuquJ2+7uxJzy|L@kL%-;(t9jX4(e$z<_9s0EP)^M>rcMSDkerlH@P5b zf5J>?3`erWK**ja;C{;vN84PbTJ5!KZ5G7O1M)4J53y4$OhIL7?nL@ac$UQx4*KZ- zk#7TqnvFv~C@tgi$#P$!uj(vua}|1=sMN#3^PtIqZ*xun!{#k@zhnP)cTcU~&@VmG zTZR5M&v+|LwBTkDAPQ6rVmf0`L7O@_5RwpQtzCNp6fSD05CgY>$I#LTVXA!CTr3og zfFgneD^%AO=A{S^qW1^XWnMjZ;+G(mp_Fe3h+VHr2AkJHU`6+hM! zv#o??AI998XC-3R8pZ#eXjvpK@VCW;RP(IOUIoz7!zJ5TQ#Mc2fGwi)ZZDr)ZAfe5 zaTAzQVvu0R*XeKeEW@x z_U?*hivqZ|O+pf6@m2Y@(AT$={;MLsH5#~D4_w3tCDAT$^n#nf29qg{7Rpiv*FvB} zr%J3m&1wo4d;zYv8Zrr`;3Sw1#|Jk%lp(Z)Q2d@Aa-@S2#fz{8C$;yGo}2-5?7xVD z$$Y^DZ>B*g@n&!tIe}5(1QKYW?rKoJ3^D`)OY4f$A0XXZhMX}Z^jkP4e&uV8}1M7b3+ule$j zm!657zEB(~`LLD_s51ZII>%3WeM{?1llNeo(phnvLb?E2MOE>4-+tCV4AR>8nnLab z^6X}HoW~oKK&KeG$5&QwaH4~wz%B#H%Y$}RjL38Ltpcq4MBgAjK*6c>-JaaiybLet za-feiG80lVyuT|k%YHeYZL*gY^P}91@1HuFm*#Q>b1ns&5w=+&K(m}}`B>>AB@`hd z;)BoDHqX1S5|A0{Kxp9^;AUd`kXXDV^t>8$HYc(XU@eXT{#muxfAwqE_S2gvJ{IkG^`o<4=B?(4Q z8rY7X9|3(%)PtklE&|<WF=WtHHPOmTkQ*+bmHo_8lRB0CQ&?-B_!9uX zTGsqm(-J?Dv_;i4r4?ybU?qZQ4^Qq)jj*AQQI>Byeh7Q7T>9+Z%Mi%%Z4d94^5i47 z{rZst>lDWj>$OHNHkl8^#dn>5%s+MgkM*D7q>R)7F%537j|32~#7o%5nC9jc5I)~y zMQ4=O33x(!i=_*aTlc;8@yyp@lahWC4G9M2&1L>02z&HjYajGU!?9PvwRFCukGaqi zJ%j}0pw8j;<<}sJ7P6jk&;GV?i(C}|8#tCr$+iv8_Tcyb(c3hGtT#F^4>~s$wR@K| zwh0loFR0(xVd@ZyD)Pu_G6?z-{y4P!uK;$rAlH1t()or|B97BWGHL0R&59aec6VjZlUUDYOE{2wg#*}LPN5x0p&~3>ZeDw=i?6=m$KoI9 z{vePCkr^YTraULu6=be!;0Wo@obQeV{>!v!Y+~t-b_fco1^H)R9ODD@DEhmcFE0 zsJgE^UBJOn{0ufalNzsFUYJaea=wj5-RvWIpMO32KSM?&pnbu^!lE<^fq+2V`}=oRdY&NkUG4Jxv-=gs|h&BO0G6#um$SOP6{M|0!;7+sjw zkZC%nEKF`!&LnP*7mVT=8W%)vz-&5r{jB}xgNvRubAH;PyoHOEQLdw-5K4Xf!@_t02;$qs=MlEij{Cq2 z?H~W?fiWs)`~BYqF%I`&4Nca19(sl@B20f!Ynd;SRu4%4amZkHxxndt_>~tqXy#y? z3p^im*SWw7ZZ{{H&VTk*+HJ0Jqk{k8lD?uTse@xodhU7m&{)u+N?{UgdipS~OkesH zU2dr(9qbZ`UUr-RPdVrP)a25|ah}IW2r`reL8_F{s|b>q+@L{$z%>x12?S7@(t?75 z5ET?clOPwQ7g3sufFey0W2A`EY=8)aB4ELg1Vz9QZ@l+?|B3hg?aa=cJv%$QJF}m2 z&bNp1&itQ)4VmbL-HlwQu8HlZsQ{7D-XSi?DxOofVqSkhNm}CK9kY+u4ZgGh0h);A z3zJs|)Ta7{TiVmX3uYN#t7`g?e{$#Iu3<{SzwvYBOoi>y|HtAAiK1q)nP%@H`0a4h z@`R|I|CktOYl}y>^=S`rIa64!YNEM9%hCD~*rpoLc$okSmM=WRULe)4!XEt|K!cqg zV2y~86BJ(VjejmCq4&}e{#TAq7Pnc#g-WB}Y|gABaXzK+bWz_32IA{garywT7nt_82# zr6{IHefnWce*3Ol6=7R07I!{~yvG5XdX;5}QP56#*1a7JtJ#+;40C$O75c=Wwt7n4 zyX6$;AoM4Nu@y+~WTA_Rk6?pRQ3{pg_0=b2s(^wsQytFX(BY?~X7weVq|q|boJ>Nk z)vKe>==Ha*dNYJ3)ioQUL74WpL`div96g&BpS`F3ci}iy)P$yKG0&Yz8C^r9$M?;8 zZt&3QT{qH&5BDiJ}K+QKoI(gO08OD2s;tdhp-y(oanFpeS|`Gd zdrLsY)MdS)>Ns)eEt1`!Y?Q|xk=xkD2s0m?;6VgaZ@N~;SRR^YwWsPF>M#;urCE3F zu@rWVjM&+l0O{*_gZtczNY+X#cUR?CqU^$Y!bQ`vQ9DwcJDhg|1erZam zWWuWB8%y&gu)1$H{r1~|3q2g3@{blgga1ccW|XtaOE)yz;QAm=y{){)Fib$lVy#hY ze^{lRX7534;KAlSD+#n4a;@nwB5*SyUs%t}&8s-hC!bR8&Db)+O`T_C$6sGM$Ow_%^N=3kUE2%oxa zl-O|Z5KULMzm=$0L}S6Q0=%K=mQ?6pQaTSI9j^WPz@J$|C8>CIE)7%YC}A_7!HDCN zA``{MDN9S=N=0a5^~OMZS~|FZ6>!Ucjp;Yc@T!Ip5^?b;;FavKDM~uLg1*_w5MZAy5xl9XWAg)KS7x z*}c927e@Zef$?okN!E^$OMAR)&lzRbJq$!y{rl-JfSZcWPrynHL0Cz>okH}U8^;Ncc=}1ym+y6i)%W9;3IZ^d~U*dI)%eho$>cW z_H|<+#q$TyK{V5XTGx-lUmYsRJP6FFM`9yPon^fZawZ_PvO~f0 zoC7mGMkF#k!slL!;WYDvPU+mwVNBc;?cnomhW-ght!=ojS45N@bmOw)FH6A2#;GFa zS+tAnoB{o5O&PmZ4HbHpXinEPB?drrj;16!kVC(Mf)a{#aCiw;s^7}1EJ|$cf#0$1 ztYlR=ooIG_weZLBcrxJW)8dB3{Z!Nf+ARm7>~F^y(Y~oT{K@QMM6<$uargWuw>0}V z{5$<^Z?slu8d>2=wd9yDL+ zfXX7;d5`6@v{P8QUuG}V&5sG`kEERN71OLuA}*O%9l_4-_215!msRsgCTu3UU&ZF27T%g;vXW^$jz*=duv-41K9DNPor-DB}%7drjV{cN8Q4nR^~>(P<<2D1MW8x)fY^l^3P2sOl54v@7TsDmQ501EunGl?k{I zK2Rg$(l94Aq3oNUf2yOvkKQt~-*$I_R@b>8Xh>X6n*N)ZXEL@MUD?sy^N&NGpQFcV zY1Q)4@Cc5OSALeb)>{_S#HOy04&XLsiKBh}uXOXP1UROXFs*uNvMIPv>h;NkiQV~< z_xGOtB^fimuQ4T5$g#x_`#BvMhoOAN-yySI7?~gj%>;$WR_kf}h^Gm89LJ<}HP$T| zf>ZLe+cusyHF!`vr=lt9iu?Re?}Ce)w3P_Y>Shv87IAE^kQZls)4CSgLCuDiJge&( zz0}bjxZ|X3mXQ#)8Cb3gsL15W_Bh2J*TQqXsK}Jx{Q7@Pnd+C6^v|?A*8>Cegz8`- NgoDHbb$H)Pe*?5U-$eib literal 0 HcmV?d00001 diff --git a/assignments2023/assignment_instructions_files/figure-html/fig-drowning2-1.png b/assignments2023/assignment_instructions_files/figure-html/fig-drowning2-1.png new file mode 100644 index 0000000000000000000000000000000000000000..92ef806c4332ec3184730e621dc8e42d58c50fcf GIT binary patch literal 14931 zcma*Oby$?o_cy+~bb}}$DJ|VyN=i$23rKg@s)R^MH;9yggtX)$(xrqnEYi74H#|4` zet&=8>+`!l&-MHPd*3s2&dhyg&dlq?L_Swjz{4iT27y3$iqB*D7eiHV7ei%UpINJ>gdNl86<^5p5$ zr_$2WGBPr3JMC(o;_1kR8&$@QdU-0QBhGlq=?d{{^DQBl#+(J?VGv9YmnadGe8zmJcPPe@2eOiWBlN=i;nPDx2g zO-)TpOG{5r&&bHg%*@Qn%F52p&dJHi&CUJr;X__t-p7w0^Yily3JMAf3yX@1ii?Xs zefm^VQc_x4T2@x}`Sa)U^74v`ipt8$s;a6lU%pgVSJ%|k)YjJ4)z#J4*EcjYG&VMV z{ra`3sj0cSxuvD0wY9aat*yPi9R`DSbaZ_C_N}wC^ZWPjU0q$>-Q7JsJ-xlXeSLlX z{rv+21A~KuLqkKu!^0yZBR_up`1$ka=;-L!*x2~^_{7A-uV23=Cnu+-rlzN-XJ%$* zXJ_Z;=H}<;7Zw&47Z>4h_|nqS@87?dmzP&oR#sP6*Vfk7*Vi{THa0gmx3;#nx3_n8 zc6N7n_xAP>2m}&|+~40nI5;>wJUlu&IzB!=IXO8!Jv}=+J3l|axVX5yyu7-)y1u@? zxw*N$z5QKf5(MY~mg_SE4-kkd;_eR|x4Lf)0zCpL%0AWh&Dx#!GbgrQz(5vbBvGs& zrFHetp6;_(!*|~`wOu5ojOx4;VROg)hK-5&jr9YR?oltcrZ`AWj`OL8w()bKrz_!T zBC>nR6`I&i>q9Cwyz1XnMqe=bt)&M_h4A|^C5pFGE;6NyAL7P?p6G}AfI);JsANyf zF}a~ILUYh7S{Mi-0|ldogHSMW!RUl!5Zp)H|Jfi)722Shaipvw3VF-*1q+EQZ5pkp z0NO|UZv_99BONYsn1{;9lf0>K_OY*+P}%Ju-J5W9F#6kfy^t36?9n-u3_%%Z%HZ%( zN+pb}mJdsBKq#_uvS7&^MFpzlcWVWO<;S%-#n%MN0nI;oG|f8|20^4j$f*aU#ggrD zK2)G0I&38Kk;p2aJ2e%jVx}G2`R>UR|Cu~!xLPlW=4-^`(&1$jENJ>$$QAarvBn1qR$hQ#j+D_5cBcU1Hn;$K*c7b#ujwcQqvbae8 z-(#UZ93Uq4>uCNr{+81@6?){#FLR;c>>-Ie$Jkik(9Vb?U@ycFmY`?@EMx}B_@P>s zoDWNRa;?!5nR?L)HiJfxSs$uz@Wuq#_pLb0cF{r2)?aOG^J!sg{2Ds{i{I#HmP|03 zeNJ?k{&(s;lKDvV2lCh8kEm2@@5(}t$^asy^)1i9i z`43r~@$H0{0-kiv-?xg_Pd|G6X<`5+s4rG`(H$YkQ%)Y6_LP1i!)ysX)jmKwvtFnJ zrM-O&J2%-7Ud+^_4w4a}k|ssx_oPGD&(M+|a+&d4DE!mnaEhRJ+itcdCy|(gR~>`j zQyN|0Fb{Y2lSuXBqf$_y?0tCg=8R=>@kB%{Yr-)8hvfoTcw8DdrGUyq>WXMFq@#ll z%T>dp)USVRE>(sGk*O%gCiduDAW#;M8`>#%4}Lw)1snajzsu)-c+g6EA;6Ex{Y2Yb z9{;~BRblG;~IX`F<4@WXGRt z>r#Mb%>-u(5A5AsqjQvwg=A>NhwOMOrUb`b`XBuO%L8Iaf{p-h2;^ z0wyuqA5`G1c-}C3>pKa~di4LYSNwEt1KTmJ3~P@xkHxnH__L(=k3gA7!Al zzf3J5SA+;l*$9x#=hj}-v#0+w3dqHBwf*N=Ok0-#DgE~)Enqlxv02%7l1>y=7+a9@ z%u)zJp0#5fp0T)1faH|(#jM&bGGl8O%w%6RiFlK&()#m|aDqBvq?vG^7UsQO*w)O@ z+SzQTRn--Cw` zjhZH?8CSI2&ota)%z>~|QTkeivHC=JaX)Kd1fnQM&y0Q86j1Z!trR929KXBMdw4 z!yH+xVR`XxeZ|TBFw9|PT|)qdR%*7PoItrplC6xv)p&r}lajoDif%=fCkhP1E+y$!6+JP|M?1;;X9wi#9}gdkyk zjE5njJtgF+eE7(yg5SRr6hjC1v&?d(-J^f)6Ce-m4s^LTZAAlhPd``W*ESonK&C#}s6R)Nk=&_?w0$a#wt+BqYefB*1;?A(7m+y52xniR# z%o;uo6c~P~V0R&Y{Cc9qv=7rY@T?$OlyFyZSJii{Yb#;a?TN-^I_`=-lhnoo(f~>F z0JTesir=L05P?&*_q^%#hQX$y5@CXiYpoz~ELZc~bgs|w@#;+r zb?53AXtVv;Nc5yRN=sHOGG}^!z+&}CN7UHlhx)IrEm>4y&Z8fvtBs?VB%eokWbcKn z8)xIlwF%v$fRk=0-QrCCG_H?~(ck~bStC{JqgHh?n9!G1=0R%&3FIz!`f?kFVTayK zbq^d%Iv6k0M`zuKGMGRrthX-R4VHw7djE2z0uG|*UYS-mS7-}!&IJ0tYo(KqkDjx@grYg_p^ z_O}C<^N*B@FMl0Q@Qg?%Ji8HeeqKBiI*xP3P>yj%F=J$;&!0T{>#JSuF>Cvu0m3hT zK9&o>S~-JUk=%(>7*_1eKu}7ozISy}20cnV!s=m-^KOD$W> zlsNdArQpCgX?Ka!kT5qW44X{QJL-ORAT+XwXl-VayF)nG%b?=->c`#Untg|-j}#+Y zNdH;dSeJ>HQ3XZo2pe~umDcZm(27q@Jzw;Fqj>g>V00ngy01C@^xh2++zNe>sas$#vaX$f#2Lw{*uD~2!pYVbS7Uidh!ubXiu{!l#(2i;m4^gGyl?Jk6BbgfDht0Md7u3u|89}a0 zA0QAze=ya;*dhPs;l7v9@Z zl2DH>xqcV-I#Y$j^;EA#vWAXtI`rJ1?5LME8$Icy7xbj1g*i`16Cj@~)M36*GC){)r{gJn z<;O=>oO*1tnlRir^{NZvhRZ?c?L6c-+P!X8OrnHS80_O_3V+cE9LDHh+IY7GSPm7-}zr8IB1))sYKCIbo%UZ?jTALQHSy>F>syxzU8?)yE%+4)9!L0M| z!->ss8^@XpcM?L{>^dhY0BC$HMhy2)aTyYZDfX9}Eo_w!rHDNTKxang5$Lo&(5k2% zWsLI=3|Fr~M$f?Vx;`4E`2H0>E?m2##_yy#WHADSBAntUIKmmUdE?%Xj~By^uzL+yr(teToOYTEsL%ah zg-%jc7L{`UV4x1M;q9Avhn-C{FlWqR&(3rOxbS_*VB0yXFYh(g+00(V9b;3RQSYR;ID8r8hsljKiTfU}o_hD!Eb~!8D8I!YT!2ms zTcX^W6)&uUl96ViLlE(vQ?t?q0z|E7N%Np2b|rz6&BPx1b(De$!<^~ z=ESZ1WWU(q=<=ubI|7EqQaUK&DR{^w+s8wBp3vLc2~1baH))gOQof|i-XYf1JDV+0 zU;2e%^Un+xiOfRSmHmwy<%6jwAal9S9M5|fng7S)4|V|hQ~~;&zau^6BRByJ;5*XE zcuxO(iV~W?P?HO`YxfHAdZ;$}Y9Zi}#4cg8Bp`%^7uN#EA_&Vl=h_>6Gsn)h>cEE> zjdXtME-K8Vl%_|2z^4E#%+Bcu=V0UIswXIWq#_O!G1_^W(WHEam#^m26pQG%AwU?i z^HC@P20VGm%UZR1a`=30WgF73Nmk_g`z@d6CM578qRS!dHjXT>=JvUn=5hH*HQgtt zs9T4gj@L>SsvO51d(@dX9|2I}B@-B$Vh6rS$IqRRDBFH)y`vk@WNOeDda_@k)2JZG z!{`Y;t&d;t_$+W`Og7Q{Y(LatHO>=d`S@}6*ve0hNP-*k#NiVOo%HviX0l53-bzERL+Urh=ukRUF2M2w;xu>u`{8Ftoc&++pFgI zezX%9N&gaF_7c3XA9ZRrUFO-yP`BTTQnnoFeUw<&B+4TTU7T#dWun2ob%st={K~zt z1#CBxn!F^B$}#F6+tC=7=aA0^%e1r$l$_qIrcz;w?+A3M?`Q^7+dok?f^!z zJbOGs?Gw6i$PEOMk{VN6d?kjYP_n`_>8+p;g@xGWe4C`J!1{h_80GQHr6!}<~z#W+dDCak6Cgy=#hqeeafyQsMCW^8OrM&W^?EyfSG;O%gHM zpA85DbzE};xUR11jH#S7ZmcSjMY8u5HZptPzMmY282ki~wxFRGMgc7~+16&Gl z7x~ik-c@&)=q4RI@##c>DL++kur$AOaT>Ovgc}ri_qxzr$bZhoXc*p-*lcWY^9;O< zo@)ub^-?B+Yi&9IQtXuW!sR@&V?>NCnnyIj%`O6XPbzW0y`cYfR)FCsT+yIz*DakI zhbX_4uA6q4?17cN*7snWWuPr+mbDsv`1Wi6D@QJldXlJEBI>? zAhTN>+;~yRDD5I#igrR>0JQP~lRGrexAQlRT31oox&3S6o-k9PSOAs0r!50Ew~FUS zTh=+U$#!*OOs!6i@zT#m7u`O*`v5_qY`lJGl=oEY)6lF=ke8$ApjkVK6gYw~Z772k z@k4M`xC1Z8_Zx6*RZ)nqUq%F50h2s61<xpimNz;fjC4|w*dfXDeeUkC)#b&{YKO}ksvXXeK@ZYFNKqUi8cOVHY-PX z;Ztq^2PDkt>^Sh#@7|riV%aX1=L0It$pLS$kQ`q=uf{P!^ zDm7jUmXNtAN5;22fN60?V_5ik0yyO&94c-3HsAM&4rbvLIH{DOcyxm+y3~f}-Wb~h zLY`V8=Uy^?Sv`C{aOB0k9j^r#;WR5Boo3D#OO2#f_#r#4gB2)iH5bFk@`LB>4sXn( zQN(lKUr70lR3NWB>H~4pUji!9v0XXTwG(C`D&TUoaendrjSx5Z=G&1{C6nJ|BSt41 zW#@{Ixu0~R&6}b&zE9~K?GI(SV2m!~@69xmBf7UO@aQ$gt4psw=>(`=mM^hLv|Gof zn;|9z>lC{J7Q3u=DVe~MxtSZYpW+>YQhGPg8k=?3q@rXhaZMR_YZX)_UMJVioO)Va zCh4n0h`977wUaU$FZf5{waRk9aE^UqSu{3b$&%wV0#3ufI%ZxwxV~V`L!DJ$TG@&b zRQ*X=2ND`HdnXj?)g{xp*IHze*`>kKzfZm$XQ<^g-Po^mxg;Tu^QJ1YRm#=P;JWbH zH^1$(9Xf=U;Yx(*q?Z~GaW~@yHPi}mvcpSRqaG>01ER4xpctMDTfBU|C{AuIGUt7w zF-znhzLO1YX3qQ)8Nk5VlwM;C_`RG^)+C#(1) z+dd)O2tyco9z^`-X;axp>eLcAiBsQ%f^vwMRyxScTE^s~h+DQdqB8C$t`{K(9a>{! zeNOYuRyE40-)w^u!E$(;IV3RRxaoV%rOQ@!Pn`TmVis6C@7HEUBmL?RL1XRKA(X#1 z+O!5&xcAQ=R{MHqGO5lCc5MhOp`o93nPP~C1cdE}RrBv)Ap@CU6YTQ|!8`r^mok-j zaQ#={iYLMEQ)jNa9o3ems4l zKl*Ellwl<{G#^%ALrkw5@WqbpXxCqExqRVQhn|(r#;x=8>%$Z*_W9p6Z$VjWf(2?FGWvTo*454dw8w+n8!JpR46^O6DLtP z0X-*U_L|}j2@w?6?4DdF#KB1p?$+--t?{bzVce$AiuT%7o>KU+)< zsF*FC72ur!T-YaSO41DoaV~r5hjZb z0&Is*;=K;4el09e+NIi|}k}SIfQ>Q|%hYT{E?Y z1mYkpA5mNQNV84Ji1Pz(g75UGQ|~xbpb>WzL=eZm#h`PJ_9!0?!Z<>6<@#Ua5b<~) z7Q$3Qa|gkI_0ozPNrdzxNm>|5GP_@%*2t!?5;OAE|Bgv@f@lJ_%Y*K0B>-|;K%)}+ z*p2?m{fz!d^+jm;zmha4IKdM8Tl4pj5}cU=PLeyRo7TQ`b^krTi;kydu*-M=qG79^ z5rRggQ_)Q2PM8A0Dchm`_yQ)sF5PAfSGK>0kg_b8Ggvco8-nrx94+GesK7%MFE#tJ&Hq0$>l!=qG1G8REHLQbXdsdK_6tB-~<@XTLfMZK(=K>%Cb_QW%gk& zzSz|p*`*x&B3GQ3nRLikVo%WQ%mAkTj@szgsE7WRzy=)rwZ-SqgGiA(9oY!L=Kn7y z7G1{yyG{p5k?bXdf4@me0B>6OipZ+;>gc2*J>blp z01@m~sfk?2)F&6rkGsBc1LA!ixfd(rH9qSvv@TPELbwGbUU9_g9ijOg`6MyDzA`Rwinqp@vI5_6$Gt=(%J?}rPoQP)*-0|VPDw8*N zBUZP?I%SViv^9^|9JERJ*%Gz%T^L3h-`5}3Ur4N|lkWwAv=pHow-Ar~k9XH=e@nY^ zrPteLs?E|PT3)(62OdPrpc<`G`GQF$}EzoIkc%|u|f#r&`(B*1L36Br$b;(nLwzJ7x zP?UF~pIzefD^F{-ET?w%zt&4u9i^Ua>gU~J5)p?D9i>X6BMd(zh4X;-I-1GU00;F2 zcEX%(93?#A>qOs!p6FjcQ35Sd3+b4^XyvYeDOH$LWYeVTh&+RI4xi2p9NHJcZxXW%l;`n{mz4`-aeU4T(%fk@04%mylyILo*c= zW8}q9WPwsq-z}BZI_vg%IpbMX{B(#qt@Ymd6J&sf=%pd+@-g)^wZBg4yTA~04w(8_ zT^Fn3#rw6-`?4?n4ISErUg@LzE)FeFGT{@f8;bZto8`-@(}WidTPcP{4mcT^P6GM& z-(u-$s#}x0+Hlp`ML2A5A{R z*v{>;B!jEiIB4s4(w&}`r>0Gr!j%6!hCiK4GHk(v{RH z#4!^_ZHiY!dEUa^=w~2={SIKWm=;7LgvNi1DaKBiT8bvQFD5>a7}2@*sXMv9_Arpo zMhCTX@9mAw#zd!w_l9*&X1Tyd^t=%JC${6B3wKiIa6x?JjbTA%2K+ZQgI^)QqlHgq zscAK2qdZ5&ShS}K+vB!J`>6C<$gJAyoMb?hlGDS#IMT1d=0jtn0J!SL9^xMlJ4uWY_F!X%zN#*j8Tk7r&3dlvi2ErDt5~r^F^0E zklMObSs9H#Clp+#rkRp7s-sDpk1&4h5jKp8j z{63ha=q+2qP8bciru5uLrXARhR~d6uy;wicEpfs3lmU2GTTGbgej-Z zSQANI0151V7)g+>a9#TFT#w?xEjgHiV%iPnBwg^-1iYx;kNbWc z%+@|Snjs_wf|!$Q*)Isqjk0!20`b&d?sh+IB_vt~oziDJ0?4kuZ?Zh+8HDG@g= zG7`1=$1lLzd#hI#G?sA7OfKYdMbyO7SAPc~e``ku!_KioLQN$c0n}p@iQC|D@fau{ zS6b`IN|mXk7EHW;6~P$4EsA#lEEx!{+dGNhqA}lgDKLcLw&sA_lQ5k$oot>cY*y&} zAq(`*u6(PtBj##&-&u;&rVtgrO3DPI2NXvT0IcuQItSHIGTl8t(FUqUxnO^=LcsmIjh*1L&-@WDe{j|v<6_V$GDdU1b+ z@$S7#h3zHbLEBxw&`+4xn~f_Ln#WmPe_kJVP0kWv8aRCU1D2JD-~ypLU+y3t&*3~Y zOU;EEZX)+Ni4NwWD0c_1f#YXSJ6MS2)IE#xhQkv&vZ(4@clXU-zN};K7LQ1_C`aNg zgGLU{Uko}4ij!b+fA3yy`+|eT26*y`3m^7sY=8Rm{gL#8Pk(p-!5iW{6ywdG^LMbH zmZ{C$v=Pr2D7=f8KCZtr7%X3lpo@M@^WounHILOHH{}E0zN5nAZp6H#I#XQe`i=_0 zbsp_cUHqQw2lN40NH&0W-F4j7{t`?LYfhTN#C3(|z@})@aZ*TWpwP@8DLYcKq$5FsPCmx(@%mIi{KoKhR`_bcdhrC-#X#ju8I2Mz(8 zUC-)YCg#Oo?wm0a%(3`F_4*WS>~ES^O$p&hjcbbNRjdcFy4PrDFGd)ow+8Egj}UfL zNH_us0Z?98_dO`YF!OzZt@`Xw90+CoZS|XygTFn8Wa&DQ8YXO#A_#|X-QZ3AqXR(fC$$U^HM9i&Y_N&3QEy+XvKdDEu)bJbae_hwGJ{)q% zJ2jRihhK@8qMiB8+*Z{#P*8b1?F52kf0Ec5U6f1FeEFOh+vlmDsf*qJ@dL=Q(;zZ{ zE&?fvYFa2+3JPq+C>vMMaQr_M?I^Zo;NToi4K=BFDM27@>yE!Zfh*tz7BP{&MCE@G z7Vv^t3($kdRn&0yCS?&5#bz}A7iC(l34r!o8W6Yw{?{z$g0En_hk%(Q_X}mN`?P45 z?E~%XFP#((AuKR@Rqiq96!4agF&=dR{Zf1Zef;JRjrdX6zv(DS`ymfV+PNz@+@R>+ zBy8foE9fX!8g}1Z@P|&0)gPD$|D-$gd?FJ8dc&6Of8LGiZm?$){6L?eYW&|kFV2@| zk6>_lqwP{+pZ1<|R0_zyZb(VLKf)mu^@tH%mK*hHv9F^2pA;`Va&lBM;|+nJ;fz_o z33I>tEX}9Tj<5{w8nxZu+9<&HR3QpxR16p0Mn36RCKF@BGc1| z=tWGp3e=D41_-iqSAS>{N>?Yzs2EiTV#&&u`s6r3X;tm#l%bQNZOTtuI90nCd@LM5 zxJkEVzlURRc0=`|d7F1^o4w*w#preVJFl5b zE^qtHTJ(z%Y@uMsueWt^e$J2c`aV`wz6GH?i>Tezh=~m#Z5cpqbgOd6xw6}I-o75; zT;FB2&~KcSg@Owr0_~hOO}KNgT;F{1X>ZM{tU#3i;vtEweDlL=|j;#v?neY zG%7%Vgd22Tw;(wK_s5E6yy9EeW)(guRZ>S=?7)5-0c1KMKH|5b=@7^_Uw%U^y3PI8 z%n8B$k%RTz2l3HLsC0Mbs|KR&tzR>9*`FHjEUX_CTh+_zDe;*?>9^R9xlR73eIemK zI;dpk9v``$SO=eSNN{@`t?2MPq?$D?4##3u@HYzra0VndnOjoJmFu^R;D~O0t$zXy6fH_2(NPS0AYYh<>WRd_nuJ?<; zLN@&+WolRZeu*ZJ2@sA{AJ_-q9w<190+ZrcTVKK(oxl2u>==meP1#>3X^aIEv}UOO zKPSijN5b3xKYRASGwPu0=tkTEXw*p7h0;>zxEo>HmSE$e(iM`us zEkuf}kORh+q@;J6m6nYKBw%=cr1^I*Rumq9b69#|0#HFv;g<|7Zjt_G zavD^!5Bw)Q=Nx+9{=R5$Z3D>NheH&o&}P~On+`UUP(g5?vvwI62InrDV58g(;$xo9 z%9$x|x(_X|)IQXz4F&}5q~eo@GXm2m{qMI7`a^3{)ZCfY zn?UHvr=z~2I=V>_h)Z7szDpd>!rRwg{HadEk5)Q}K<3jkk5SLe4QHX9s+0u}cb>(n zb1FS5e4mu0oiRZvKUhkfkf3y&B^;ebP@k=%9w`l#`rx;~cYa9f>(Ly4a%5KMZ?|V- zZ-4#6K}4-}e4Mw%0dujdq@>PwlCX`pq~sX*eRWY%QqL$%4&IX&@*PQ9`JvOFj^+9B zmeoTFfA@NPyjJt`8vnzR5-mS~Cb*>J`tG-7d|YKgKo(k5q*k+C?>$8Wr{_1x-1uJ+ zB)+Rzk@$?6j&OI&au540iv@vD7aRL6g}V`SjE`5eIJ|w*JU*_a(PRfCrQq$BXLDpI z*=^79&-m-0HoO7#5JD(r@ClIHGkWIJBX5jsk8?c56K0=6tuVo{v=JCnoS3e-v@o7f zkk~^Ar5L8`BWAR-t9K88q)5V7s%*N#>*ijC-sWBJ-T*zCExmh?c~=p`rh8v*vncz% zIS7;ZKQqk%w~3I!<%CDGyw5wodua&v=FbbL(sMEDw>rHy3Tb^SHwpK~I`zPl^mUULv`W7T&3V4y3f;6o7}%VKlt=QB*CV04U7{xZ%8)-4iuLX?JyYaB7F>J zejEE?blnB5X|{lzby`jxQ&_EIdw6I6O{ipXpyoiLt;j*yP)kRy-$d}p>&{YqP4D+& zFR*e!?ZAzU>>^1Fku8fP$s`%>?6y4q@E>vqK~#TI+l@E_P>;MveCn|$_hM^B!=)hoHV{yuKUyi(%DHCK9+hB}eqJgiM@D8XyRbZvj z-5e)eg%?x~AYK}HrdD?=&BW*dv&Rn1UT<}w0LMlXbY_qu*5Y}cbO1?~L7m-n2WKSV zEyzX5L2~!W&5UW1O@N`*avsQEq+;S7-G#xf=WBPQcKn3d;w< z!*Cfg-SQtfXw14)1&)Wxblp<0(K+062_dWMK-;$b^3{h$?L#W3SGo4fmr@f^M#-ey zcf){Hw#TKc#k*)K}o9zrNslmnU8FH73 zn(AKF1B~NOBfS3bXsrI5!*AAhw+xxN%M9}*aAN;m(piM&mFk-gqi#xv$=%Kw20$QN zIk_7^Z)+3jysWeBOSRQ^`TY(79hVb;G(lsf4`yoMwWV*8sIKtkqC=pkj)%j72U+WC z4+M)BI;_Q3%AfkR(S(s6u>5=r%qgH#*^6PZV#NagDiq!9saRG1-5PrsG_}hW`xJuW%ljI*o zA_Nra3ZVD$6)ywD>3 zZ22By+T$4W{GE${Igm5tGHjyWE4EN$g=yDUM{>tU?3QsQf%qVue&Sh|rb`E_C|T>f zNA8%eS9a=e-Brqqu^#5J3rmzL9xDlXO@Ay$s;&ocm5jr`eC<+VOJ`58na{c+iPNOL zk1BjaS)tbN`>ly5-MHAXN4%m`%$rQ(RgetX_}?)9(~tgP?c0=>LZ|B*I^9>(z5ft`c`Hxwn#o_TPwOC zMqMx;K325dHeQn0i&$@VmpNxhXK;pVF@=VMdI}{E^o$WCpM|i_WlRiH=XxrRK9Rti zt&Au`!Qfcs;%!1NoRsmX@n0!|%mNc0i~%XC!wiPd*{&AJ#~i4_k}-@7BLRCn-<~C< zI&K7e__=7|As+>MNn-+;-5JuoDu}PM)1bt|1b*Jg_tgy&l4k?4hR}%p&-Y(TLzfe& z;UNh{!Ks1Ee#_S?l4phEXkc$ifa@kW_?7X;z1c^=T}EY13e6j6!#M+FClFvdiXxu+ z{_BEA1lxcV{k*y}Qc&6XDKwh^9INgRRd!~cXipruubF_%WbmR}O}Zw*&S5He6^IV@ z=KaGrC0ON=^~{ZJN7_ZdFuol=tx#a2cVAYpJTpPt4teY$L$UIFO>8nrwx%`Ro4!r^G*q literal 0 HcmV?d00001 diff --git a/assignments2023/index.html b/assignments2023/index.html new file mode 100644 index 00000000..7d16e901 --- /dev/null +++ b/assignments2023/index.html @@ -0,0 +1,8 @@ + + + Redirect to assignment3.html + + + + + diff --git a/assignments2023/search.json b/assignments2023/search.json new file mode 100644 index 00000000..437d5773 --- /dev/null +++ b/assignments2023/search.json @@ -0,0 +1,464 @@ +[ + { + "objectID": "template5.html", + "href": "template5.html", + "title": "Assignment 5, 2023", + "section": "", + "text": "1 General information\nThis is for BDA 2023\nThis assignment is related to Lecture 5 and Chapters 10 and 11.\nThe maximum amount of points from this assignment is 6.\nWe have prepared a *quarto template specific to this assignment (html, qmd, pdf)** to help you get started.\nIf you are not using JupyterHub (which has all the needed packages pre-installed), and want to make the assignment on your own computer, you may use a docker container that includes all the necessary software packages, too.\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 10.\nThe reading instructions for BDA3 Chapter 11.\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\n\n\n\n\n\n\n\n\n\nReporting accuracy\n\n\n\n\n\nFor posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).\nExample: If you estimate \\(E(\\mu) \\approx 1.234\\) with MCSE(\\(E(\\mu)\\)) = 0.01, then the true expectation is likely to be between \\(1.204\\) and \\(1.264\\), it makes sense to report \\(E(\\mu) \\approx 1.2\\).\nSee Lecture video 4.1, the chapter notes, and a case study for more information.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\n\n\n\n\n\n\nSetup\n\n\n\n\n\nThis is the template for assignment 5. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\nThe following will set-up markmyassignment to check your functions at the end of the notebook:\n\nif(!require(markmyassignment)){\n install.packages(\"markmyassignment\")\n library(markmyassignment)\n}\n\nLoading required package: markmyassignment\n\nassignment_path = paste(\"https://github.com/avehtari/BDA_course_Aalto/\",\n\"blob/master/assignments/tests/assignment5.yml\", sep=\"\")\nset_assignment(assignment_path)\n\nError in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).\n\n\nThe following installs and loads the aaltobda package:\n\nif(!require(aaltobda)){\n install.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n library(aaltobda)\n}\n\nLoading required package: aaltobda\n\n\nThe following installs and loads the latex2exp package, which allows us to use LaTeX in plots:\n\nif(!require(latex2exp)){\n install.packages(\"latex2exp\")\n library(latex2exp)\n}\n\nLoading required package: latex2exp\n\n\nThe following installs and loads the posterior package which imports the rhat_basic() function:\n\nif(!require(posterior)){\n install.packages(\"posterior\")\n library(posterior)\n}\n\nLoading required package: posterior\n\n\nThis is posterior version 1.6.0\n\n\n\nAttaching package: 'posterior'\n\n\nThe following object is masked from 'package:aaltobda':\n\n mcse_quantile\n\n\nThe following objects are masked from 'package:stats':\n\n mad, sd, var\n\n\nThe following objects are masked from 'package:base':\n\n %in%, match\n\n\nThe following installs and loads the ggplot2 package and the bayesplot package\n\nif(!require(ggplot2)){\n install.packages(\"ggplot2\")\n library(ggplot2)\n}\n\nLoading required package: ggplot2\n\nif(!require(bayesplot)){\n install.packages(\"bayesplot\")\n library(bayesplot)\n}\n\nLoading required package: bayesplot\n\n\nThis is bayesplot version 1.11.1.9000\n\n\n- Online documentation and vignettes at mc-stan.org/bayesplot\n\n\n- bayesplot theme set to bayesplot::theme_default()\n\n\n * Does _not_ affect other ggplot2 plots\n\n\n * See ?bayesplot_theme_set for details on theme setting\n\n\n\nAttaching package: 'bayesplot'\n\n\nThe following object is masked from 'package:posterior':\n\n rhat\n\n\n\n\n\n\n\n2 Generalized linear model: Bioassay model with Metropolis algorithm\nMetropolis algorithm: Replicate the computations for the bioassay example of BDA3 Section 3.7 using the Metropolis algorithm. The Metropolis algorithm is described in BDA3 Chapter 11.2. More information on the bioassay data can be found in Section 3.7 in BDA3, and in Chapter 3 notes.\n\n\n\n\n\n\nSubtask 2.a)\n\n\n\nImplement the Metropolis algorithm as an R function for the bioassay data. Use the Gaussian prior as in Assignment 4, that is \\[\n\\begin{aligned}\n \\begin{bmatrix}\n \\alpha \\\\ \\beta\n \\end{bmatrix}\n \\sim\n \\text{N} \\left( \\mu_0, \\Sigma_0 \\right), \\qquad\n \\text{where} \\quad\n \\mu_0 = \\begin{bmatrix} 0 \\\\ 10 \\end{bmatrix} \\quad \\text{and} \\quad\n \\Sigma_0 = \\begin{bmatrix} 2^2 & 12 \\\\ 12 & 10^2 \\end{bmatrix}.\n\\end{aligned}\n\\]\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nCompute with log-densities. Reasons are explained on BDA3 page 261 and Lecture video 4.1. Remember that \\(p_1/p_0=\\exp(\\log(p_1)-\\log(p_0))\\). For your convenience we have provided functions that will evaluate the log-likelihood for given \\(\\alpha\\) and \\(\\beta\\) (see bioassaylp() in the aaltobda package). Notice that you still need to add the prior yourself and remember the unnormalized log posterior is simply the sum of log-likelihood and log-prior. For evaluating the log of the Gaussian prior you can use the function dmvnorm from package aaltobda.\nUse a simple (normal) proposal distribution. Example proposals are \\(\\alpha^* \\sim N(\\alpha_{t-1}, \\sigma = 1)\\) and \\(\\beta^* \\sim N(\\beta_{t-1}, \\sigma = 5)\\). There is no need to try to find optimal proposal but test some different values for the jump scale (\\(\\sigma\\)). Remember to report the one you used. Efficient proposals are discussed in BDA3 p. 295–297 (not part of the course). In real-life a pre-run could be made with an automatic adaptive control to adapt the proposal distribution.\n\n\n\nWrite your answers/code here!\n\n# Useful functions: runif, rnorm\n# bioassaylp, dmvnorm (from aaltobda)\n\ndata(\"bioassay\")\n# Start by implementing a function called `density_ratio` to\n# compute the density ratio function, $r$ in Eq. (11.1) in BDA3:\ndensity_ratio <- function(alpha_propose, alpha_previous, beta_propose, beta_previous, x, y, n){\n # Do computation here, and return as below.\n # Below are the correct return values for two different calls of this function:\n\n # alpha_propose = 1.89, alpha_previous = 0.374,\n # beta_propose = 24.76, beta_previous = 20.04,\n # x = bioassay$x, y = bioassay$y, n = bioassay$n\n 1.305179\n\n # alpha_propose = 0.374, alpha_previous = 1.89,\n # beta_propose = 20.04, beta_previous = 24.76,\n # x = bioassay$x, y = bioassay$y, n = bioassay$n\n 0.7661784\n ### {.content-hidden when-profile=\"public\"}\n prior_mean = c(0, 10)\n prior_sigma = cbind(c(4, 12), c(12, 100))\n exp(\n bioassaylp(alpha_propose, beta_propose, x, y, n)\n - bioassaylp(alpha_previous, beta_previous, x, y, n)\n + dmvnorm(c(alpha_propose, beta_propose), prior_mean, prior_sigma, TRUE)\n - dmvnorm(c(alpha_previous, beta_previous), prior_mean, prior_sigma, TRUE)\n )\n ###\n}\n# Then implement a function called `metropolis_bioassay()` which\n# implements the Metropolis algorithm using the `density_ratio()`:\nmetropolis_bioassay <- function(alpha_initial, beta_initial, alpha_sigma, beta_sigma, no_draws, x, y, n){\n # Do computation here, and return as below.\n # Below are \"wrong\" values (unlikely to actually occur)\n # in the \"correct\" format (such that they work with the plotting functions further down).\n data.frame(\n alpha=c(alpha_initial, alpha_initial+alpha_sigma, alpha_initial-alpha_sigma),\n beta=c(beta_initial, beta_initial+beta_sigma, beta_initial-beta_sigma)\n )\n ### {.content-hidden when-profile=\"public\"}\n alpha_previous = alpha_initial\n beta_previous = beta_initial\n alpha_rv = c()\n beta_rv = c()\n for(draw in 1:no_draws){\n alpha_propose = rnorm(1, alpha_previous, alpha_sigma)\n beta_propose = rnorm(1, beta_previous, beta_sigma)\n if(runif(1) < density_ratio(alpha_propose, alpha_previous, beta_propose, beta_previous, x, y, n)){\n alpha_previous = alpha_propose\n beta_previous = beta_propose\n }\n alpha_rv = c(alpha_rv, alpha_previous)\n beta_rv = c(beta_rv, beta_previous)\n }\n data.frame(alpha=alpha_rv, beta=beta_rv)\n ###\n}\ndf = metropolis_bioassay(0, 0, 1, 1, 1000, bioassay$x, bioassay$y, bioassay$n)\n\n\n\n\n\n\n\nSubtask 2.b)\n\n\n\nInclude in the report the following:\n\nDescribe in your own words in one paragraph the basic idea of the Metropolis algorithm (see BDA3 Section 11.2, and Lecture video 5.1).\nThe proposal distribution (related to jumping rule) you used. Describe briefly in words how you chose the final proposal distribution you used for the reported results.\nThe initial points of your Metropolis chains (or the explicit mechanism for generating them).\nReport the chain length or the number of iterations for each chain. Run the simulations long enough for approximate convergence (see BDA Section 11.4, and Lecture 5.2).\nReport the warm-up length (see BDA Section 11.4, and Lecture 5.2).\nThe number of Metropolis chains used. It is important that multiple Metropolis chains are run for evaluating convergence (see BDA Section 11.4, and Lecture 5.2).\nPlot all chains for \\(\\alpha\\) in a single line-plot. Overlapping the chains in this way helps in visually assessing whether chains have converged or not.\nDo the same for \\(\\beta\\).\n\n\n\nWrite your answers/code here!\nHave a look at bayesplot trace plot examples and tune your plot if wanted/needed. Don’t forget to include a title/caption/description.\nThe below example plot only includes a single chain, but your report should include a plot with multiple chains overlayed!\n\n# Useful functions: mcmc_trace (from bayesplot)\nmcmc_trace(df, pars=c(\"alpha\", \"beta\"))\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nSubtask 2.c)\n\n\n\nIn complex scenarios, visual assessment is not sufficient and \\(\\widehat{R}\\) is a more robust indicator of convergence of the Markov chains. Use \\(\\widehat{R}\\) for convergence analysis. You can either use Eq. (11.4) in BDA3 or the more recent version described in the article Rank-normalization, folding, and localization: An improved \\(\\widehat{R}\\) for assessing convergence of MCMC. You should specify which \\(\\widehat{R}\\) you used. In R the best choice is to use function rhat_basic() from the package posterior (this function implements the version described in the above mentioned article). Remember to remove the warm-up sample before computing \\(\\widehat{R}\\). Report the \\(\\widehat{R}\\) values for \\(\\alpha\\) and \\(\\beta\\) separately. Report the values for the proposal distribution you finally used.\n\nDescribe briefly in your own words the basic idea of \\(\\widehat{R}\\) and how to to interpret the obtained \\(\\widehat{R}\\) values.\nTell whether you obtained good \\(\\widehat{R}\\) with first try, or whether you needed to run more iterations or how did you modify the proposal distribution.\n\n\n\nWrite your answers/code here!\n\n# Useful functions: rhat_basic (from posterior)\n\n\n\n\n\n\n\nSubtask 2.d)\n\n\n\nPlot the draws for \\(\\alpha\\) and \\(\\beta\\) (scatter plot) and include this plot in your report. You can compare the results to BDA3 Figure 3.3b to verify that your code gives sensible results. Notice though that the results in Figure 3.3b are generated from the posterior with a uniform prior, so even when if your algorithm works perfectly, the results will look slightly different (although fairly similar).\n\n\nWrite your answers/code here!\nHave a look at bayesplot scatter plot examples and tune your plot if wanted/needed. Don’t forget to include a title/caption/description.\n\n# Useful functions: mcmc_scatter (from bayesplot)\nmcmc_scatter(df, pars=c(\"alpha\", \"beta\"))\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the implementation of density_ratio function included ?\n\nNo\nYes\n\nIs the implementation of metropolis_bioassay function included ?\n\nNo\nYes\n\n2 a) Is the brief description of Metropolis-Hastings algorithm included (and it’s not complete nonsense)? Provide also a brief comment on how clear you think that description is (and potentially mention errors if you see them).\n\nNo\nYes\n\n2 b) Is the proposal/jumping distribution reported?\n\nNo\nYes\n\n2 c) Are the starting points or the mechanism how they are generated reported?\n\nNo\nYes\n\n2 d) Is the number of draws per chain reported?\n\nNo\nYes\n\n2 e) Is the warm-up length reported?\n\nNo\nYes\n\n2 f) Is the number of chains reported?\n\nNo\nYes\n\n2 g) and 2 h) Are line plots of the chains included? (Separate plots for alpha and beta)\n\nNo plots are included\nYes, but both plots are in a single figure, or the plots are scatter plots (scatter plots aren’t useful for visual convergence evaluation).\nYes, but only a plot for alpha or beta is included.\nYes, separate line plots for both alpha and beta are included.\n\nIs there a discussion on the convergence of the chains?\n\nNo discussion on convergence.\nYes, but the discussion is not convincing.\nYes, discussed in the report.\n\nIs it mentioned which implementation of Rhat is used? Two possible ways to compute R-hat would be:\n\n\n\n\nIt is OK as long as it is mentioned (or evident from the code) which of the above is used.\n\nNo\nYes\n\nIs the brief description of Rhat included (and it’s not complete nonsense)? Provide also a brief comment on how clear you think that description is (and potentially mention errors if you see them).\n\nNo\nYes\n\nAre the Rhat-values for alpha and beta reported?\n\nNo\nYes, but incorrectly computed\nYes, but computed separately for each chain\nYes, but only for alpha or beta\nYes, single values both for alpha and beta\n\nIs the interpretation of R-hat values correct ()?\n\nNo interpretation or discussion about the R-hat values, or conclusions clearly wrong\nInterpretation somewhat correct\nInterpretation correct\n\nDoes the report contain a scatter plot about the draws? Do the results look reasonable, that is, roughly like in the Figure below ?\n\nNo plot included\nPlot included, but the results do not look like in the figure above\nPlot included, and the results look roughly like in the figure above\n\n\n\n\n\n\n\n\n\n\nmarkmyassignment\n\n\n\n\n\nThe following will check the functions for which markmyassignment has been set up:\n\nmark_my_assignment()\n\nError: No assignment has been set. Please use set_assignment().\n\n\n\n\n\n\n\n3 Overall quality of the report\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the report include comment on whether AI was used, and if AI was used, explanation on how it was used?\n\nNo\nYes\n\nDoes the report follow the formatting instructions?\n\nNot at all\nLittle\nMostly\nYes\n\nIn case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.\nPlease also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.", + "crumbs": [ + "Templates", + "Assignment 5, 2023" + ] + }, + { + "objectID": "assignment8.html", + "href": "assignment8.html", + "title": "Assignment 8, 2023", + "section": "", + "text": "This is for BDA 2023\nThe maximum amount of points from this assignment is 6.\nWe have prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.\n\n\n\n\n\n\nSetup\n\n\n\n\n\nWe recommend Aalto students use jupyter.cs.aalto.fi, for all others we also provide a docker container.\n\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 6 (posterior predictive checking).\nThe reading instructions for BDA3 Chapter 7 (predictive performance).\nThe ’loo‘ package vignette on the basics of LOO shows an example of how to modify Stan code and use the package with Stan models.\nAlso read about PSIS-LOO in the PSIS-LOO paper.\nCV-FAQ includes a lot of informative answers to frequent questions and misconceptions.\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\nInstalling and using CmdStanR:\nSee the Stan demos on how to use Stan in R (or Python). Aalto JupyterHub has working R and CmdStanR/RStan environment and is probably the easiest way to use Stan. * To use CmdStanR in Aalto JupyterHub: library(cmdstanr) set_cmdstan_path('/coursedata/cmdstan')\nThe Aalto Ubuntu desktops also have the necessary libraries installed.\nTo install Stan on your laptop, run ‘install.packages(\"cmdstanr\", repos = c(\"https://mc-stan.org/r-packages/\", getOption(\"repos\")))’ in R. If you encounter problems, see additional answers in FAQ. For Aalto students, if you don’t succeed in short amount of time, it is probably easier to use Aalto JupyterHub.\nIf you use Aalto JupyterHub, all necessary packages have been pre-installed. In your laptop, install package cmdstanr. Installation instructions on Linux, Mac and Windows can be found at https://mc-stan.org/cmdstanr/. Additional useful packages are loo, bayesplot and posterior (but you don’t need these in this assignment). For Python users, PyStan, CmdStanPy, and ArviZ packages are useful.\nStan manual can be found at https://mc-stan.org/users/documentation/. From this website, you can also find a lot of other useful material about Stan.\nIf you edit files ending .stan in RStudio, you can click “Check” in the editor toolbar to make syntax check. This can significantly speed-up writing a working Stan model.\n\n\n\n\n\n\n\n\n\nReporting accuracy\n\n\n\n\n\nFor posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).\nExample: If you estimate \\(E(\\mu) \\approx 1.234\\) with MCSE(\\(E(\\mu)\\)) = 0.01, then the true expectation is likely to be between \\(1.204\\) and \\(1.264\\), it makes sense to report \\(E(\\mu) \\approx 1.2\\).\nSee Lecture video 4.1, the chapter notes, and a case study for more information.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\nThis is the template for assignment 8. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\n\n\n\n\n\n\nSetup\n\n\n\n\n\nThe following loads several needed packages:\n\nlibrary(bayesplot)\n\nThis is bayesplot version 1.11.1.9000\n\n\n- Online documentation and vignettes at mc-stan.org/bayesplot\n\n\n- bayesplot theme set to bayesplot::theme_default()\n\n\n * Does _not_ affect other ggplot2 plots\n\n\n * See ?bayesplot_theme_set for details on theme setting\n\nlibrary(cmdstanr)\n\nThis is cmdstanr version 0.8.1.9000\n\n\n- CmdStanR documentation and vignettes: mc-stan.org/cmdstanr\n\n\n- CmdStan path: /u/77/ave/unix/.cmdstan/cmdstan-2.35.0-rc3\n\n\n- CmdStan version: 2.35.0\n\nlibrary(dplyr)\n\n\nAttaching package: 'dplyr'\n\n\nThe following objects are masked from 'package:stats':\n\n filter, lag\n\n\nThe following objects are masked from 'package:base':\n\n intersect, setdiff, setequal, union\n\nlibrary(ggplot2)\nlibrary(ggdist) # for stat_dotsinterval\nlibrary(posterior)\n\nThis is posterior version 1.6.0\n\n\n\nAttaching package: 'posterior'\n\n\nThe following object is masked from 'package:bayesplot':\n\n rhat\n\n\nThe following objects are masked from 'package:stats':\n\n mad, sd, var\n\n\nThe following objects are masked from 'package:base':\n\n %in%, match\n\nlibrary(brms)\n\nLoading required package: Rcpp\n\n\nLoading 'brms' package (version 2.21.6). Useful instructions\ncan be found by typing help('brms'). A more detailed introduction\nto the package is available through vignette('brms_overview').\n\n\n\nAttaching package: 'brms'\n\n\nThe following objects are masked from 'package:ggdist':\n\n dstudent_t, pstudent_t, qstudent_t, rstudent_t\n\n\nThe following object is masked from 'package:bayesplot':\n\n rhat\n\n\nThe following object is masked from 'package:stats':\n\n ar\n\n# Globally specfiy cmdstan backend for brms\noptions(brms.backend=\"cmdstanr\")\n# Tell brms to cache results if possible\noptions(brms.file_refit=\"on_change\")\n\n# Set more readable themes with bigger font for plotting packages\nggplot2::theme_set(theme_minimal(base_size = 14))\nbayesplot::bayesplot_theme_set(theme_minimal(base_size = 14))", + "crumbs": [ + "Assignments", + "Assignment 8, 2023" + ] + }, + { + "objectID": "assignment8.html#exploratory-data-analysis", + "href": "assignment8.html#exploratory-data-analysis", + "title": "Assignment 8, 2023", + "section": "2.1 Exploratory data analysis", + "text": "2.1 Exploratory data analysis\nIn the first part of this assignment, you will explore the dataset ChickWeight. In particular, you will see what information is recorded in the dataset, and how you can use visualisation to learn more about the dataset. More information can be found on the corresponding page of the R documentation.\n\nhead(ChickWeight, 10)\n\nGrouped Data: weight ~ Time | Chick\n weight Time Chick Diet\n1 42 0 1 1\n2 51 2 1 1\n3 59 4 1 1\n4 64 6 1 1\n5 76 8 1 1\n6 93 10 1 1\n7 106 12 1 1\n8 125 14 1 1\n9 149 16 1 1\n10 171 18 1 1\n\n\n\n\n\n\n\n\nSubtask 2.a)\n\n\n\nCreate a histogram to explore the range of chicken weights. Describe what you see in the plot. What is the qualitative range of the data?\n\n\n\n# Useful functions: ggplot, aes(x=...), geom_histogram\n\n### {.content-hidden when-profile=\"public\"}\nggplot(data = ChickWeight, aes(x=ChickWeight$weight)) +\n geom_histogram()\n\nWarning: Use of `ChickWeight$weight` is discouraged.\nℹ Use `weight` instead.\n\n\n`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n\n\n\n\n\n\n\n\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the plot look correct and is it readable?\nHas it been stated that the data takes on only values which are ?\n\n\n\n\n\n\n\n\n\nSubtask 2.b\n\n\n\nPlot the weight of each chicken over time in a line plot. Add colours based on the diet. Describe what you see in the plot.\n\n\n\n# Useful functions: ggplot, aes(x=...,y=...,group=...,color=...), geom_line\n\n### {.content-hidden when-profile=\"public\"}\nggplot(data = ChickWeight, aes(x=Time, y=weight, group = Chick, color=Diet)) +\n geom_line()\n\n\n\n\n\n\n\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the plot look correct and is it readable?", + "crumbs": [ + "Assignments", + "Assignment 8, 2023" + ] + }, + { + "objectID": "assignment8.html#linear-regression", + "href": "assignment8.html#linear-regression", + "title": "Assignment 8, 2023", + "section": "2.2 Linear regression", + "text": "2.2 Linear regression\nIn this section, you will build a model that predicts the weight of a chicken over time and depending on the diet. After sampling from the posteriors, you will use posterior predictive checks to see how well the predictions match the observations. Then you will adjust the model by adding more complexity, and check again.\n\n\n\n\n\n\nSubtask 2.c\n\n\n\nUsing brms, implement a pooled linear regression with a normal model and weight as the predicted variable using Diet and Time as predictors. Try to use weakly informative priors.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nFor the prior on Time, consider how much the weight of a chicken (in grams) could possibly change each day. For the priors on the effects of different diets, consider how much average weight difference would be possible between diets.\nNote that as Diet is a categorical variable, the priors need to be specified for each category (apart from Diet1 which is taken to be the baseline).\n\n\n\nIn brms, a regression can be specified as below, see also below (#m) or the last template. Fill in the appropriate variables, data, and likelihood family. Specify the priors, then run the model (by removing #| eval: false below).\n\npriors <- c(\n prior(normal(0, <value>), coef = \"Time\"),\n prior(normal(0, <value>), coef = \"Diet2\"),\n prior(normal(0, <value>), coef = \"Diet3\"),\n prior(normal(0, <value>), coef = \"Diet4\")\n)\n\nf1 <- brms::brm(\n # This specifies the formula\n <OUTCOME> ~ 1 + <PREDICTOR> + <PREDICTOR>,\n # This specifies the dataset\n data = <data>,\n # This specifies the observation model family\n family = <observation_family>,\n # This passes the priors specified above to brms\n prior = priors,\n # This causes brms to cache the results\n file = \"additional_files/assignment8/f1\"\n)\n\n### {.content-hidden when-profile=\"public\"}\npriors <- c(\n prior(normal(0, 10), coef = \"Time\"),\n prior(normal(0, 50), coef = \"Diet2\"),\n prior(normal(0, 50), coef = \"Diet3\"),\n prior(normal(0, 50), coef = \"Diet4\")\n)\n\nf1 <- brms::brm(\n weight ~ 1 + Diet + Time,\n data = ChickWeight,\n family = \"gaussian\",\n prior = priors\n)\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the brms-formula ?\nIs the family ?\nAre the prior standard deviations reasonable, e.g. around ?\n\n\n\nNext, you can use the bayesplot package to check the posterior predictions in relation to the observed data using the pp_check function. The function plots the \\(y\\) values, which are the observed data, and the \\(y_\\text{rep}\\) values, which are replicated data sets from the posterior predictive distribution.\n\n\n\n\n\n\nSubtask 2.d\n\n\n\nPerform the posterior predictive check with the default arguments. What do you observe? Based on the plot, do the posterior predictions encapsulate the main features of the observed data? Point out any major differences between the predictions and the observed data. Answer the following questions:\n\nAre there qualitative differences between the observed data and the predicted data?\nDo the observed data seem quantitatively similar?\n\n\n\n\n# Useful functions: brms::pp_check\n\n### {.content-hidden when-profile=\"public\"}\nbrms::pp_check(f1, plotfun=\"hist\")\n\nError in eval(expr, envir, enclos): object 'f1' not found\n\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the plot look correct and is it readable?\nHas it been recognized that the predicted data include ?\nHas it been recognized that the observed and predicted data ?\n\n\n\nThe default density plot is not always informative, but bayesplot has different settings that can be used to create plots more appropriate for specific data.\n\n\n\n\n\n\nSubtask 2.e\n\n\n\nCreate another plot with grouping to the PPC plot using the arguments type = \"intervals_grouped\" and group = \"Diet\". What do you observe? Point out any major differences between the predictions and the observed data. Based on your visualisations, how could the model be improved?\n\n\n\n# Useful functions: brms::pp_check(..., type = ..., group=...)\n\n### {.content-hidden when-profile=\"public\"}\nbrms::pp_check(..., type = \"intervals_grouped\", group=\"Diet\")\n\nError in eval(expr, envir, enclos): '...' used in an incorrect context\n\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the plot look correct and is it readable?\nIs there at least one reasonable way to improve the model, e.g. ?", + "crumbs": [ + "Assignments", + "Assignment 8, 2023" + ] + }, + { + "objectID": "assignment8.html#log-normal-linear-regression", + "href": "assignment8.html#log-normal-linear-regression", + "title": "Assignment 8, 2023", + "section": "2.3 Log-normal linear regression", + "text": "2.3 Log-normal linear regression\nBased on the identified issues from the posterior predictive check, the model can be improved. It is advisable to change only one or a few things about a model at once. At this stage, focus on changing the observation model family to better account for the observed data.\nOne option is to use the lognormal observation model, which only allows positive values. In brms you can change the observation model family to this by setting the argument family = \"lognormal\". Note that when using the log-normal observation model, the regression coefficients represent the change in the log weight of a chicken. The priors have been adjusted accordingly in the template.\n\n\n\n\n\n\nSubtask 2.f\n\n\n\nAdjust the model, sample from the posterior and create the same two posterior predictive check plots. Comment on your observations. Does the new model better capture some aspects of the data?\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\n\n\n\n\n\nlog_priors <- c(\n prior(normal(0, log(3)), coef = \"Time\"),\n prior(normal(0, log(5)), coef = \"Diet2\"),\n prior(normal(0, log(5)), coef = \"Diet3\"),\n prior(normal(0, log(5)), coef = \"Diet4\")\n)\n\n### {.content-hidden when-profile=\"public\"}\nf2 <- brm(\n weight ~ Diet + Time,\n data = ChickWeight,\n family = \"lognormal\",\n prior = priors\n)\n\nError in eval(expr, envir, enclos): object 'priors' not found\n\n# criticism with ppc density (not grouped)\nbrms::pp_check(f2)\n\nError in eval(expr, envir, enclos): object 'f2' not found\n\n# information for each chicken\nbrms::pp_check(f2, type = \"intervals_grouped\", group = \"Diet\")\n\nError in eval(expr, envir, enclos): object 'f2' not found\n\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDo the plots look correct and are they readable?\nHas it been recognized that the fit to data is ?", + "crumbs": [ + "Assignments", + "Assignment 8, 2023" + ] + }, + { + "objectID": "assignment8.html#hierarchical-log-normal-linear-regression", + "href": "assignment8.html#hierarchical-log-normal-linear-regression", + "title": "Assignment 8, 2023", + "section": "2.4 Hierarchical log-normal linear regression", + "text": "2.4 Hierarchical log-normal linear regression\nThe model can further be improved by directly considering potential differences in growth rate for individual chicken. Some chickens may innately grow faster than others, and this difference can be included by including both population and group level effects in to the model.\nTo include a group effect in brms, the code + (predictor|group) can be added to the model formula. In this case, the predictor is Time and the group is Chick.\n\n\n\n\n\n\nSubtask 2.g\n\n\n\nCreate the same two plots as for the previous models. Comment on what you see. Do the predictions seem to better capture the observed data? Are there remaining discrepancies between the predictions and observed data that could be addressed?\n\n2.4.1 \n\npriors <- c(\n prior(normal(0, log(3)), coef = \"Time\"),\n prior(normal(0, log(5)), coef = \"Diet2\"),\n prior(normal(0, log(5)), coef = \"Diet3\"),\n prior(normal(0, log(5)), coef = \"Diet4\")\n)\n\nf3 <- brm(\n weight ~ Diet + Time + (Time|Chick),\n data = ChickWeight,\n family = \"lognormal\",\n prior = priors\n)\n\nStart sampling\n\n\nRunning MCMC with 4 sequential chains...\n\nChain 1 Iteration: 1 / 2000 [ 0%] (Warmup) \nChain 1 Iteration: 100 / 2000 [ 5%] (Warmup) \nChain 1 Iteration: 200 / 2000 [ 10%] (Warmup) \nChain 1 Iteration: 300 / 2000 [ 15%] (Warmup) \nChain 1 Iteration: 400 / 2000 [ 20%] (Warmup) \nChain 1 Iteration: 500 / 2000 [ 25%] (Warmup) \nChain 1 Iteration: 600 / 2000 [ 30%] (Warmup) \nChain 1 Iteration: 700 / 2000 [ 35%] (Warmup) \nChain 1 Iteration: 800 / 2000 [ 40%] (Warmup) \nChain 1 Iteration: 900 / 2000 [ 45%] (Warmup) \nChain 1 Iteration: 1000 / 2000 [ 50%] (Warmup) \nChain 1 Iteration: 1001 / 2000 [ 50%] (Sampling) \nChain 1 Iteration: 1100 / 2000 [ 55%] (Sampling) \nChain 1 Iteration: 1200 / 2000 [ 60%] (Sampling) \nChain 1 Iteration: 1300 / 2000 [ 65%] (Sampling) \nChain 1 Iteration: 1400 / 2000 [ 70%] (Sampling) \nChain 1 Iteration: 1500 / 2000 [ 75%] (Sampling) \nChain 1 Iteration: 1600 / 2000 [ 80%] (Sampling) \nChain 1 Iteration: 1700 / 2000 [ 85%] (Sampling) \nChain 1 Iteration: 1800 / 2000 [ 90%] (Sampling) \nChain 1 Iteration: 1900 / 2000 [ 95%] (Sampling) \nChain 1 Iteration: 2000 / 2000 [100%] (Sampling) \nChain 1 finished in 8.0 seconds.\nChain 2 Iteration: 1 / 2000 [ 0%] (Warmup) \nChain 2 Iteration: 100 / 2000 [ 5%] (Warmup) \nChain 2 Iteration: 200 / 2000 [ 10%] (Warmup) \nChain 2 Iteration: 300 / 2000 [ 15%] (Warmup) \nChain 2 Iteration: 400 / 2000 [ 20%] (Warmup) \nChain 2 Iteration: 500 / 2000 [ 25%] (Warmup) \nChain 2 Iteration: 600 / 2000 [ 30%] (Warmup) \nChain 2 Iteration: 700 / 2000 [ 35%] (Warmup) \nChain 2 Iteration: 800 / 2000 [ 40%] (Warmup) \nChain 2 Iteration: 900 / 2000 [ 45%] (Warmup) \nChain 2 Iteration: 1000 / 2000 [ 50%] (Warmup) \nChain 2 Iteration: 1001 / 2000 [ 50%] (Sampling) \nChain 2 Iteration: 1100 / 2000 [ 55%] (Sampling) \nChain 2 Iteration: 1200 / 2000 [ 60%] (Sampling) \nChain 2 Iteration: 1300 / 2000 [ 65%] (Sampling) \nChain 2 Iteration: 1400 / 2000 [ 70%] (Sampling) \nChain 2 Iteration: 1500 / 2000 [ 75%] (Sampling) \nChain 2 Iteration: 1600 / 2000 [ 80%] (Sampling) \nChain 2 Iteration: 1700 / 2000 [ 85%] (Sampling) \nChain 2 Iteration: 1800 / 2000 [ 90%] (Sampling) \nChain 2 Iteration: 1900 / 2000 [ 95%] (Sampling) \nChain 2 Iteration: 2000 / 2000 [100%] (Sampling) \nChain 2 finished in 9.7 seconds.\nChain 3 Iteration: 1 / 2000 [ 0%] (Warmup) \nChain 3 Iteration: 100 / 2000 [ 5%] (Warmup) \nChain 3 Iteration: 200 / 2000 [ 10%] (Warmup) \nChain 3 Iteration: 300 / 2000 [ 15%] (Warmup) \nChain 3 Iteration: 400 / 2000 [ 20%] (Warmup) \nChain 3 Iteration: 500 / 2000 [ 25%] (Warmup) \nChain 3 Iteration: 600 / 2000 [ 30%] (Warmup) \nChain 3 Iteration: 700 / 2000 [ 35%] (Warmup) \nChain 3 Iteration: 800 / 2000 [ 40%] (Warmup) \nChain 3 Iteration: 900 / 2000 [ 45%] (Warmup) \nChain 3 Iteration: 1000 / 2000 [ 50%] (Warmup) \nChain 3 Iteration: 1001 / 2000 [ 50%] (Sampling) \nChain 3 Iteration: 1100 / 2000 [ 55%] (Sampling) \nChain 3 Iteration: 1200 / 2000 [ 60%] (Sampling) \nChain 3 Iteration: 1300 / 2000 [ 65%] (Sampling) \nChain 3 Iteration: 1400 / 2000 [ 70%] (Sampling) \nChain 3 Iteration: 1500 / 2000 [ 75%] (Sampling) \nChain 3 Iteration: 1600 / 2000 [ 80%] (Sampling) \nChain 3 Iteration: 1700 / 2000 [ 85%] (Sampling) \nChain 3 Iteration: 1800 / 2000 [ 90%] (Sampling) \nChain 3 Iteration: 1900 / 2000 [ 95%] (Sampling) \nChain 3 Iteration: 2000 / 2000 [100%] (Sampling) \nChain 3 finished in 8.3 seconds.\nChain 4 Iteration: 1 / 2000 [ 0%] (Warmup) \nChain 4 Iteration: 100 / 2000 [ 5%] (Warmup) \nChain 4 Iteration: 200 / 2000 [ 10%] (Warmup) \nChain 4 Iteration: 300 / 2000 [ 15%] (Warmup) \nChain 4 Iteration: 400 / 2000 [ 20%] (Warmup) \nChain 4 Iteration: 500 / 2000 [ 25%] (Warmup) \nChain 4 Iteration: 600 / 2000 [ 30%] (Warmup) \nChain 4 Iteration: 700 / 2000 [ 35%] (Warmup) \nChain 4 Iteration: 800 / 2000 [ 40%] (Warmup) \nChain 4 Iteration: 900 / 2000 [ 45%] (Warmup) \nChain 4 Iteration: 1000 / 2000 [ 50%] (Warmup) \nChain 4 Iteration: 1001 / 2000 [ 50%] (Sampling) \nChain 4 Iteration: 1100 / 2000 [ 55%] (Sampling) \nChain 4 Iteration: 1200 / 2000 [ 60%] (Sampling) \nChain 4 Iteration: 1300 / 2000 [ 65%] (Sampling) \nChain 4 Iteration: 1400 / 2000 [ 70%] (Sampling) \nChain 4 Iteration: 1500 / 2000 [ 75%] (Sampling) \nChain 4 Iteration: 1600 / 2000 [ 80%] (Sampling) \nChain 4 Iteration: 1700 / 2000 [ 85%] (Sampling) \nChain 4 Iteration: 1800 / 2000 [ 90%] (Sampling) \nChain 4 Iteration: 1900 / 2000 [ 95%] (Sampling) \nChain 4 Iteration: 2000 / 2000 [100%] (Sampling) \nChain 4 finished in 8.9 seconds.\n\nAll 4 chains finished successfully.\nMean chain execution time: 8.7 seconds.\nTotal execution time: 35.2 seconds.\n\n\nLoading required package: rstan\n\n\nLoading required package: StanHeaders\n\n\n\nrstan version 2.35.0.9000 (Stan version 2.35.0)\n\n\nFor execution on a local, multicore CPU with excess RAM we recommend calling\noptions(mc.cores = parallel::detectCores()).\nTo avoid recompilation of unchanged Stan programs, we recommend calling\nrstan_options(auto_write = TRUE)\nFor within-chain threading using `reduce_sum()` or `map_rect()` Stan functions,\nchange `threads_per_chain` option:\nrstan_options(threads_per_chain = 1)\n\n\n\nAttaching package: 'rstan'\n\n\nThe following objects are masked from 'package:posterior':\n\n ess_bulk, ess_tail\n\n\n\n\n2.4.2 \n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDo the plots look correct and are they readable?\nHas it been recognized that the fit to data is ?\n\n\n\n\n\n\n\n\n\nSubtask 2.h\n\n\n\nHave you encountered any convergence issues in the above models? Report and comment.\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nHas there been a potentially brief discussion of the standard convergence criteria (Rhat, ESS, divergent transitions) for all models?", + "crumbs": [ + "Assignments", + "Assignment 8, 2023" + ] + }, + { + "objectID": "assignment8.html#model-comparison-using-the-elpd", + "href": "assignment8.html#model-comparison-using-the-elpd", + "title": "Assignment 8, 2023", + "section": "2.5 Model comparison using the ELPD", + "text": "2.5 Model comparison using the ELPD\nThere are many ways of comparing models1. Commonly, we evaluate point predictions, such as the mean of the predictive distribution2, or accuracy of the whole posterior predictive. Whether we prioritise point or density predictive accuracy may serve different purposes and lead to different outcomes for model choice 3. It is common, however, to report predictive accuracy via log-scores and point-predictive accuracy via root-mean-squared-error based on the empirical average of the predictive distribution. To cross-validate both metrics on left out observations without need to sample from each leave-one-out posterior, we use Pareto-smoothed importance sampling as discussed in the course materials (see Lecture 8).\nWe start comparing models based on the log-score. Use loo::loo() and loo::loo_compare() to quantify the differences in predictive performance.\n\n\n\n\n\n\nSubtask 2.i\n\n\n\nAnswer the following questions using loo/loo_compare:\n\nWhich model has the best predictive performance?\nDoes the uncertainty influence the decision of which model is best?\n\n\n\n\n# Useful functions: loo, loo_compare\n\n### {.content-hidden when-profile=\"public\"}\nloo_f1 <- loo(f1)\n\nError in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f1' not found\n\nloo_f1\n\nError in eval(expr, envir, enclos): object 'loo_f1' not found\n\nloo_f2 <- loo(f2)\n\nError in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f2' not found\n\nloo_f2\n\nError in eval(expr, envir, enclos): object 'loo_f2' not found\n\nloo_f3 <- loo(f3)\n\nWarning: Found 3 observations with a pareto_k > 0.7 in model 'f3'. We recommend\nto set 'moment_match = TRUE' in order to perform moment matching for\nproblematic observations.\n\nloo_f3\n\n\nComputed from 4000 by 578 log-likelihood matrix.\n\n Estimate SE\nelpd_loo -2254.7 27.1\np_loo 78.8 6.7\nlooic 4509.5 54.2\n------\nMCSE of elpd_loo is NA.\nMCSE and ESS estimates assume MCMC draws (r_eff in [0.2, 1.6]).\n\nPareto k diagnostic values:\n Count Pct. Min. ESS\n(-Inf, 0.7] (good) 575 99.5% 217 \n (0.7, 1] (bad) 3 0.5% <NA> \n (1, Inf) (very bad) 0 0.0% <NA> \nSee help('pareto-k-diagnostic') for details.\n\nloo_compare(loo_f1, loo_f2, loo_f3)\n\nError in eval(expr, envir, enclos): object 'loo_f1' not found\n\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDo the results look correct and have they been presented in a readable way? They should be roughly .\nHas it been recognized that the best model is and that the uncertainty is ?\n\n\n\n\n\n\n\n\n\nSubtask 2.j\n\n\n\nAssess whether the approximation to the LOO-CV distributions are reliable. Consult the \\(\\hat{k}\\) statistic which informs on the reliability of PSIS computation in PSIS-LOO. Plot the \\(\\hat{k}\\) values for each model against the data point ID and discuss. Are they as expected?\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nFor hierarchical models, it may be more important to think about how well the individual group is predicted and how many observations there are in a group compared to the number of parameters estimated. Also check out CV-FAQ on high Pareto-\\(\\hat{k}\\) values.\n\n\n\n\n# Useful functions: plot(loo(...), label_points = TRUE)\n### {.content-hidden when-profile=\"public\"}\nplot(loo(f1), label_points = TRUE)\n\nError in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f1' not found\n\nplot(loo(f2), label_points = TRUE)\n\nError in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f2' not found\n\nplot(loo(f3), label_points = TRUE)\n\nWarning: Found 3 observations with a pareto_k > 0.7 in model 'f3'. We recommend\nto set 'moment_match = TRUE' in order to perform moment matching for\nproblematic observations.\n\n\n\n\n\n\n\n\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDo the plots look correct and are they readable?\nHas it been explained why the \\(\\hat{k}\\) values are highest for the ? .\n\n\n\n\n\n\n\n\n\nSubtask 2.k\n\n\n\nPerform a PPC for the hierarchical model for\n\na few of the chickens with the highest \\(\\hat{k}\\) values and\na few of the chickens with the lowest \\(\\hat{k}\\) values\n\nusing the code in the template. What do you observe?\n\n\n\n\n\n\n\n\nCreating a dummy example plot\n\n\n\n\n\nCreating a dummy fit just to be able to generate an example plot below. Generate a similar plot for your hierarchical model.\n\n# The brms-formula (weights ~ ...) below is not one that you should be using in your models!\ndummy_fit <- brms::brm(\n weight ~ 1 + Time + Chick,\n data = ChickWeight,\n file=\"additional_files/assignment8/dummy_fit\"\n)\n# Adjust the chicken_idxs variable to select appropriate chickens\nchicken_idxs = c(1,3,11,43)\n# Create this plot for your hierarchical model for selected chickens\nbrms::pp_check(\n dummy_fit, type = \"intervals_grouped\", group = \"Chick\",\n newdata=ChickWeight |> filter(Chick %in% chicken_idxs)\n)\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the plot look correct and is it readable?\nHas it been recognized that the chickens with high \\(\\hat{k}\\) values ?", + "crumbs": [ + "Assignments", + "Assignment 8, 2023" + ] + }, + { + "objectID": "assignment8.html#model-comparison-using-the-rmse", + "href": "assignment8.html#model-comparison-using-the-rmse", + "title": "Assignment 8, 2023", + "section": "2.6 Model comparison using the RMSE", + "text": "2.6 Model comparison using the RMSE\n\n\n\n\n\n\nSubtask 2.l\n\n\n\nUse the function in the template to compare the RMSE and the LOO-RMSE for the three models. Explain the difference between the RMSE and the LOO-RMSE in 1–3 sentences. Is one generally lower than the other? Why?\n\n\n\n\n\n\n\n\nrmse function implementation\n\n\n\n\n\nThe below function takes a brms fit object and computes either the root-mean-square error (RMSE) or the PSIS-LOO-RMSE, i.e. the RMSE using LOO-CV estimated using PSIS-LOO.\n\n# Compute RMSE or LOO-RMSE\nrmse <- function(fit, use_loo=FALSE){\n mean_y_pred <- if(use_loo){\n brms::loo_predict(fit)\n }else{\n colMeans(brms::posterior_predict(fit))\n }\n sqrt(mean(\n (mean_y_pred - brms::get_y(fit))^2\n ))\n}\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDo the results look correct and have they been presented in a readable way? They should be roughly: .\nHas it been recognized that the RMSE is than the LOO-RMSE because ?", + "crumbs": [ + "Assignments", + "Assignment 8, 2023" + ] + }, + { + "objectID": "assignment8.html#footnotes", + "href": "assignment8.html#footnotes", + "title": "Assignment 8, 2023", + "section": "Footnotes", + "text": "Footnotes\n\n\nIn principle, when comparing models based on accuracy in predictions or parameter estimation (if true parameter values are available to you, as e.g. in simulation studies), we want to use so called strictly proper scoring rules that will always indicate when a “better” model is better and the score reaches its uniquely defined best value at the “true” model, if it is also well defined. See Gneiting and Raftery, (2007) for an in depth treatment of this topic.↩︎\nNOT predictions based on the mean of the posterior parameters, but first generating the predictive distribution and then computing an average.↩︎\nFor instance, a unimodal and bimodal predictive density may have the same expected value, but very different areas of high posterior density and therefore very different log-scores.↩︎", + "crumbs": [ + "Assignments", + "Assignment 8, 2023" + ] + }, + { + "objectID": "assignment1.html", + "href": "assignment1.html", + "title": "Assignment 1, 2023", + "section": "", + "text": "1 General information\nThis is for BDA 2023\nThe exercises of this assignment are meant to test whether or not you have sufficient knowledge to participate in the course. The first question checks that you remember basic terms of probability calculus. The second exercise checks your basic computer skills and guides you to learn some R functions. In the last three ones you will first write the math for solving the problems (you can, for example, write the equations in markdown or include a photo of hand written answers), and then implement the final equations in R (and then you can use markmyassignment to check your results). The last question checks that you have found the course book.\nThe maximum amount of points from this assignment is 3.\nWe prepared a quarto template specific to this assignment to help you get started. You can inspect this and future templates\n\nas a qmd file,\nas a rendered html file\nor as a rendered pdf file\n\nor you can download all template qmd files and some additional files at templates.zip (also available on Aalto JupyterHub under /coursedata).\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 1.\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\n\n\n\n\n\n\nSetup\n\n\n\n\n\nThis is the template for assignment 1. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\nThe following will set-up markmyassignment to check your functions at the end of the notebook:\n\nlibrary(markmyassignment)\nassignment_path = paste(\"https://github.com/avehtari/BDA_course_Aalto/\",\n\"blob/master/assignments/tests/assignment1.yml\", sep=\"\")\nset_assignment(assignment_path)\n\nError in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).\n\n\n\n\n\n\n\n2 Basic probability theory notation and terms\nThis can be trivial or you may need to refresh your memory on these concepts (see, e.g. Aalto course First Course in Probability and Statistics). Explain each of the following terms with one sentence:\n\nprobability\nprobability mass (function)\nprobability density (function)\nprobability distribution\ndiscrete probability distribution\ncontinuous probability distribution\ncumulative distribution function (cdf)\nlikelihood\n\n\n\n\n\n\n\nRubric\n\n\n\n\nHow is the answer?\n\nTotally wrong/has not tried\nSomething sensible written\nAll/almost all are correct (>=70% correct)\n\n\n\n\n\n\n3 Basic computer skills\nThis task deals with elementary plotting and computing skills needed during the rest of the course. You can use either R or Python, although R is the recommended language in this course and we will only guarantee support in R. For documentation in R, just type ?{function name here}.\n\n\n\n\n\n\nSubtask 3.a)\n\n\n\nPlot the density function of the Beta-distribution, with mean \\(\\mu = 0.2\\) and variance \\(\\sigma^2=0.01\\). The parameters \\(\\alpha\\) and \\(\\beta\\) of the Beta-distribution are related to the mean and variance according to the following equations \\[\\begin{aligned}\n \\alpha = \\mu \\left( \\frac{\\mu(1-\\mu)}{\\sigma^2} - 1 \\right), \\quad\n \\beta = \\frac{\\alpha (1-\\mu) }{\\mu} \\,.\\end{aligned}\\]\n\n\nPlot the PDF here. Explain in text what you do.\n\n# Useful functions: seq(), plot() and dbeta()\n\n\n\n\n\n\n\nSubtask 3.b)\n\n\n\nTake a sample of 1000 random numbers from the above distribution and plot a histogram of the results. Compare visually to the density function.\n\n\nSample and plot the histogram here. Explain in text what you do.\n\n# Useful functions: rbeta() and hist()\n\n\n\n\n\n\n\nSubtask 3.c)\n\n\n\nCompute the sample mean and variance from the drawn sample. Verify that they match (roughly) to the true mean and variance of the distribution.\n\n\nCompute the sample mean and variance here. Explain in text what you do.\n\n# Useful functions: mean() and var()\n\n\n\n\n\n\n\nSubtask 3.d)\n\n\n\nEstimate the central 95% probability interval of the distribution from the drawn sample.\n\n\nCompute the central interval here. Explain in text what you do.\n\n# Useful functions: quantile()\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the source code for the solutions included?\nDoes the plot in a) look something like this: \nDoes the plot in b) look something like this: \nIs the computed mean in c) close to ?\nIs the variance in c) close to ?\nIs the probability interval in d) roughly ? Remember that since the interval is computed from random sample, there can be small variation, but the answers should be roughly the same!\n\n\n\n\n\n\n\n\n\nFurther formatting recommendations\n\n\n\n\nPlease try to include as much code and output as needed, but as little as possible.\nPlease make sure that the plots are properly labeled and are easily legible and understandable. This means\n\nthey should have x- and y-labels,\nthe text within should be of a size comparable to the size of the surrounding text and\neach plot should have a concise but descriptive caption or title.\n\nPlease make sure to report a sensible number of digits when reporting numbers. You will get more precise instructions later on, but for now think independently about how many digits of your results are important for the assignment.\n\n\n\n\n\n4 Bayes’ theorem 1\nA group of researchers has designed a new inexpensive and painless test for detecting lung cancer. The test is intended to be an initial screening test for the population in general. A positive result (presence of lung cancer) from the test would be followed up immediately with medication, surgery or more extensive and expensive test. The researchers know from their studies the following facts:\n\nTest gives a positive result in \\(98\\%\\) of the time when the test subject has lung cancer.\nTest gives a negative result in \\(96\\%\\) of the time when the test subject does not have lung cancer.\nIn general population approximately one person in 1000 has lung cancer.\n\n\n\n\n\n\n\nSubtask 4.a)\n\n\n\nThe researchers are happy with these preliminary results (about \\(97\\%\\) success rate), and wish to get the test to market as soon as possible. How would you advise them? Base your answer on Bayes’ rule computations.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nRelatively high false negative (cancer doesn’t get detected) or high false positive (unnecessarily administer medication) rates are typically bad and undesirable in tests.\n\n\n\nCompute the quantities needed to justify your recommendation here. Explain in text what you do. You can do the computation with pen and paper or in R. Either way, you have to explain why you compute what you compute.\nIf you use pen and paper, you can include scans or pictures as follows (see also assignment_instructions#fig-workflow):\n\n\n\n\n\n\nFigure 1: Parts of Bayesian workflow\n\n\n\nSee Figure 1 for illustration of parts of Bayesian workflow.\nHere are some probability values that can help you figure out if you copied the right conditional probabilities from the question.\n\nP(Test gives positive | Subject does not have lung cancer) = \\(4\\%\\)\nP(Test gives positive and Subject has lung cancer) = \\(0.098\\%\\) this is also referred to as the joint probability of test being positive and the subject having lung cancer.\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs p(has cancer|test result is positive) computed using Bayes’ formula (or its complement p(does not have cancer|test result is positive))?\nIs the result p(has cancer|test result is positive)= (or p(does not have cancer|test result is positive)=)\nIs the result motivated with something like \n\n\n\n\n\n5 Bayes’ theorem 2\nWe have three boxes, A, B, and C. There are\n\n2 red balls and 5 white balls in the box A,\n4 red balls and 1 white ball in the box B, and\n1 red ball and 3 white balls in the box C.\n\nConsider a random experiment in which one of the boxes is randomly selected and from that box, one ball is randomly picked up. After observing the color of the ball it is replaced in the box it came from. Suppose also that on average box A is selected 40% of the time and box B \\(10\\%\\) of the time (i.e. \\(P(A) = 0.4\\)).\nYou will need to change the numbers to the numbers in the exercise.\n\nboxes_test <- matrix(c(2,2,1,5,5,1), ncol = 2,\n dimnames = list(c(\"A\", \"B\", \"C\"), c(\"red\", \"white\")))\n\n\n\n\n\n\n\nSubtask 5.a)\n\n\n\nWhat is the probability of picking a red ball? Implement an R function to compute that probability.\n\n\nKeep the below name and format for the function to work with markmyassignment:\n\np_red <- function(boxes) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n 0.3928571\n}\n\n\n\n\n\n\n\nSubtask 5.b)\n\n\n\nIf a red ball was picked, from which box did it most probably come from? Implement an R function to compute the probabilities for each box.\n\n\nKeep the below name and format for the function to work with markmyassignment:\n\np_box <- function(boxes) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n c(0.29090909,0.07272727,0.63636364)\n}\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the source code available?\nHow is the answer for probability of picking a red ball?\n\nNo answer\nProbability rules and used, but the result is not \nProbability rules and used, and the result is \n\nHow is the answer for what box is most probable?\n\nNo answer\nBayes rule used to compute probabilities for all boxes given that the picked ball is red, but the answers are not \nBayes rule used to compute probabilities for all boxes given that the picked ball is red, the answers are p and it is not explicity said that the most probable box is box \nBayes rule used to compute probabilities for all boxes given that the picked ball is red, the answers are and it is explicity said that the most probable box is box \n\n\n\n\n\n\n6 Bayes’ theorem 3\nAssume that on average fraternal twins (two fertilized eggs and then could be of different sex) occur once in 150 births and identical twins (single egg divides into two separate embryos, so both have the same sex) once in 400 births (Note! This is not the true value, see Exercise 1.6, page 28, in BDA3). American male singer-actor Elvis Presley (1935 – 1977) had a twin brother who died in birth. Assume that an equal number of boys and girls are born on average.\n\n\n\n\n\n\nSubtask 6.a)\n\n\n\nWhat is the probability that Elvis was an identical twin? Show the steps how you derived the equations to compute that probability and implement a function in R that computes the probability.\n\n\nYou will need to change the numbers to the numbers in the exercise.\n\nfraternal_prob = 1/125\nidentical_prob = 1/300\n\nKeep the below name and format for the function to work with markmyassignment:\n\np_identical_twin <- function(fraternal_prob, identical_prob) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n 0.4545455\n}\n\n\n\n\n\n\n\nRubric\n\n\n\n\nHow is the answer for probability of Elvis having had an identical twin brother?\n\nNo answer\nProbability that Elvis had an identical twin brother is computed using Bayes rule, but the result is not roughly \nProbability that Elvis had an identical twin brother is computed using Bayes rule, and the result is roughly \n\n\n\n\n\n\n7 The three steps of Bayesian data analysis\n\n\n\n\n\n\nSubtask 7.a)\n\n\n\nFill in the three steps of Bayesian data analysis (see BDA3 section 1.1):\n\n\n\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nAre the three steps listed as follows:\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nmarkmyassignment\n\n\n\n\n\nThe following will check the functions for which markmyassignment has been set up:\n\nmark_my_assignment()\n\nError: No assignment has been set. Please use set_assignment().\n\n\n\n\n\n\n\n8 Overall quality of the report\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the report include comment on whether AI was used, and if AI was used, explanation on how it was used?\n\nNo\nYes\n\nDoes the report follow the formatting instructions?\n\nNot at all\nLittle\nMostly\nYes\n\nIn case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.\nPlease also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.", + "crumbs": [ + "Assignments", + "Assignment 1, 2023" + ] + }, + { + "objectID": "template2.html", + "href": "template2.html", + "title": "Assignment 2, 2023", + "section": "", + "text": "1 General information\nThis is for BDA 2023\nThis assignment is related to Lecture 2 and BDA3 Chapters 1 and 2. You may find an additional discussion about choosing priors in a blog post by Andrew Gelman.\nThe maximum amount of points from this assignment is 3.\nWe prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 1.\nThe reading instructions for BDA3 Chapter 2.\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\n\n\n\n\n\n\nSetup\n\n\n\n\n\nThis is the template for assignment 2. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\nThe following will set-up markmyassignment to check your functions at the end of the notebook:\nlibrary(markmyassignment)\nassignment_path = paste(\"https://github.com/avehtari/BDA_course_Aalto/\",\n\"blob/master/assignments/tests/assignment2.yml\", sep=\"\")\nset_assignment(assignment_path)\nThe following installs the aaltobda package:\n#| cache: true\n# Caching should be fine here\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\n\n\n\n\n2 Inference for binomial proportion\nAlgae status is monitored in 274 sites at Finnish lakes and rivers. The observations for the 2008 algae status at each site are presented in the dataset algae in the aaltobda package (‘0’: no algae, ‘1’: algae present).\nLoading the library and the data.\n\nlibrary(aaltobda)\ndata(\"algae\")\n# The data are now stored in the variable `algae`.\n# These are the values for the prior required in the assignment\nprior_alpha = 2\nprior_beta = 10\n\nThe below data is only for the tests, you need to change to the full data algae when reporting your results.\nalgae_test <- c(0, 1, 1, 0, 0, 0)\nLet \\(\\pi\\) be the probability of a monitoring site having detectable blue-green algae levels and \\(y\\) the observations in algae. Use a binomial model for the observations \\(y\\) and a \\(Beta(2,10)\\) prior for binomial model parameter \\(\\pi\\) to formulate a Bayesian model. Here it is not necessary to derive the posterior distribution for \\(\\pi\\) as it has already been done in the book and it suffices to refer to that derivation. Also, it is not necessary to write out the distributions; it is sufficient to use label-parameter format, e.g. \\(Beta(\\alpha,\\beta)\\).\nYour task is to perform Bayesian inference for a binomial model and answer questions based on it:\n\n\n\n\n\n\nSubtask 2.a)\n\n\n\nFormulate\n\nthe likelihood \\(p(y|\\pi)\\) as a function of \\(\\pi\\),\nthe prior \\(p(\\pi)\\), and\nthe resulting posterior \\(p(\\pi|y)\\).\n\nReport the posterior in the format \\(Beta(\\alpha,\\beta)\\), where you replace \\(\\alpha\\) and \\(\\beta\\) with the correct numerical values.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nWith a conjugate prior, a closed-form posterior has Beta form (see equations in BDA3 and in the slides).\n\n\n\nWrite the likelihood, the prior and the posterior here!\n\n# These are not the actual values for the posterior!\n# You will have to compute those from the data!\nposterior_alpha = 2\nposterior_beta = 10\n\nYou can do string interpolation using R inline code execution in quarto as such:\n\\(\\alpha_\\text{prior}\\) is 2 and \\(\\beta_\\text{prior}\\) is 10. Or string interpolation within math: \\(Beta(2,10)\\)\n\n\n\n\n\n\nSubtask 2.b)\n\n\n\nWhat can you say about the value of the unknown \\(\\pi\\) according to the observations and your prior knowledge? Summarize your results with a point estimate (i.e. \\(E(\\pi|y)\\)) and a 90% posterior interval.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nPosterior intervals are also called credible intervals and are different from confidence intervals.\n\n\n\nKeep the below name and format for the functions to work with markmyassignment:\n# Useful function: qbeta()\n\nbeta_point_est <- function(prior_alpha, prior_beta, data) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above,\n # combined with the prior provided above.\n 0.2222222\n}\nbeta_interval <- function(prior_alpha, prior_beta, data, prob=0.9) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above,\n # combined with the prior provided above.\n c(0.0846451, 0.3956414)\n}\n\n\n\n\n\n\nSubtask 2.c)\n\n\n\nWhat is the probability that the proportion of monitoring sites with detectable algae levels \\(\\pi\\) is smaller than \\(\\pi_0=0.2\\) that is known from historical records?\n\n\nKeep the below name and format for the function to work with markmyassignment:\n# Useful function: pbeta()\n\nbeta_low <- function(prior_alpha, prior_beta, data, pi_0=0.2) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above,\n # combined with the correct prior.\n 0.4511238\n}\n\n\n\n\n\n\nSubtask 2.d)\n\n\n\nWhat assumptions are required in order to use this kind of a model with this type of data?\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nNo need to discuss exchangeability yet, as it is discussed in more detail in BDA3 Chapter 5 and Lecture 7.\n\n\n\nWrite your answer here!\n\n\n\n\n\n\nSubtask 2.e)\n\n\n\nMake prior sensitivity analysis by testing a couple of different reasonable priors and plot the different posteriors. Summarize the results by one or two sentences.\n\n\nPlot the PDFs here. Explain shortly what you do.\n# Useful function: dbeta()\n\n\n\n\n\n\nRubric\n\n\n\n\nIs source code included?\nAre the prior, likelihood and posterior forms in a) reported (derivation of posterior not necessary)?\n\nNo\nSome missing\nYes\n\nIs the reported resulting posterior correct ?\n\nIt is not reported, that the posterior distribution is a distribution.\nIt is reported, that the posterior distribution is , but the numerical values for the parameters are incorrect\nIt is reported, that the posterior distribution is , and the numerical values for the parameters are correct.\n\nIn part b), is there at least one point estimate reported. Sample based estimates are also OK. Points should be given if the method is right, even if the result is wrong due to a wrong posterior distribution being used. With the right posterior, mean, median, and mode are all approximately .\nFor the b) part, is the 90% posterior interval reported? Sample based estimate is also OK. Points should be given if the method is right, even if the result is wrong because the posterior was wrong in the first place. If the posterior was right, the 90% posterior interval is roughly .\nFor the c) part, is the posterior probability Pr(π<0.2|y) reported? Points should be given if the method is right, even if the result is wrong because the posterior was wrong. If the posterior was right, the result should be approximately .\nFor the d) part, does the report discuss\n\nNo\nNo, but other reasonable assumptions are discussed\nYes, but not quite right or some missing\nYes\n\nFor the e) part, is there some comparison and discussion of results obtained with alternative prior parameters?\n\nNo\nYes, but the results and conclusions are clearly wrong\nYes\n\n\n\n\n\n\n\n\n\n\nmarkmyassignment\n\n\n\n\n\nThe following will check the functions for which markmyassignment has been set up:\nmark_my_assignment()\n\n\n\n\n\n3 Overall quality of the report\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the report include comment on whether AI was used, and if AI was used, explanation on how it was used?\n\nNo\nYes\n\nDoes the report follow the formatting instructions?\n\nNot at all\nLittle\nMostly\nYes\n\nIn case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.\nPlease also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.", + "crumbs": [ + "Templates", + "Assignment 2, 2023" + ] + }, + { + "objectID": "assignment_instructions.html", + "href": "assignment_instructions.html", + "title": "Assignment instructions", + "section": "", + "text": "In addition to R-markdown, Quarto can be used to write the assignment reports. This template contains essentially the same information as the old R-markdown template but we illustrate how you can use Quarto for the assignments.\nSome useful resources to get started with Quarto (also an example of a list):\n\nGetting started with Quarto and Rstudio from the official webpage\nA comprehensive user guide from the official webpage\nMarkdown basics\nQuarto FAQ for R-markdown users\nAwesome Quarto - list by Mickaël Canouil\n\nTo create your assignment, you can use the assignment-specific templates (recommended, see e.g. the links at the top of assignment 1) or remove the formatting instructions and use this file as a template. Keep the header (the first lines of this file between two lines of —) as it sets the author name to be anonymous, and you can set the title to match the assignment number.\nAs with R-markdown, you can use the text editor of your choice, but RStudio’s editor is probably the easiest and you can choose the formatting (e.g. section headings, bolding, lists, figures, etc.) from the toolbar. Switching between the source and visual mode allows the quick preview of your formatting.\nNote The report should be anonymous and submitted to peergrade.io as assignmentX.pdf. Aalto JupyterHub has everything installed and you should be able to render the templates to pdf without any further set-up, but if there are problems contact the TAs or get more information on this from the Quarto documentation. Alternatively, if you have problem with creating a PDF file, start by creating an HTML file and the just print the HTML to a PDF. You may also use other software to create the report PDF, but follow the general instructions in this file (see the pdf version of the template file).", + "crumbs": [ + "General instructions", + "Assignment instructions" + ] + }, + { + "objectID": "assignment_instructions.html#a", + "href": "assignment_instructions.html#a", + "title": "Assignment instructions", + "section": "5.1 a)", + "text": "5.1 a)\nFor each subtask include necessary textual explanation, equations, code and figures so that the answer to the question flows naturally. You can think what kind of report would you like to review, and what kind of information would make it easier where there is error (if there are errors).", + "crumbs": [ + "General instructions", + "Assignment instructions" + ] + }, + { + "objectID": "assignment7.html", + "href": "assignment7.html", + "title": "Assignment 7, 2023", + "section": "", + "text": "Warning\n\n\n\nCurrently, rendering on github is broken, such that the rendered template at https://avehtari.github.io/BDA_course_Aalto/assignments/template7.html looks weird. Rendering should however work on Aalto’s JupyterLab, but we will also try to fix rendering on github ASAP.", + "crumbs": [ + "Assignments", + "Assignment 7, 2023" + ] + }, + { + "objectID": "assignment7.html#choosing-a-weakly-informative-prior-by-intuition", + "href": "assignment7.html#choosing-a-weakly-informative-prior-by-intuition", + "title": "Assignment 7, 2023", + "section": "2.1 Choosing a weakly informative prior by intuition", + "text": "2.1 Choosing a weakly informative prior by intuition\nWe will first guide you through two processes for choosing weakly informative priors which you can use in your projects as well (though, if expert knowledge is present, we encourage to use that though instead). Many definitions of weak exist, but for our purposes, we intend to set priors in this assignment which don’t overwhelm the likelihood contributions to the posterior while still exerting some amount of regularisation.\nIn the absence of additional information, we will assume that chick weights at 12 days of age (\\(w\\)) follow a normal distribution: \\[\nw\\sim\\mathcal N (\\mu,\\sigma).\n\\] Our task will be to define weakly informative priors for the mean \\(\\mu\\) given observation model standard deviation, \\(\\sigma\\) (a prior distribution for \\(\\sigma\\) will be set in after section 2).\nHere, \\(\\mu\\) represents the population mean chick weight at 12 days and \\(\\sigma\\) represents the standard-deviation of the chick weights \\(w\\) around that population mean. For this exercise, we will be specifying a normal prior for \\(\\mu\\):\n\\[\n\\mu\\sim\\mathcal N (\\mu_0,\\sigma_0).\n\\]\n\\(\\mu_0\\) represents our prior knowledge of what we believe the population weight to be and \\(\\sigma_0\\) represents our level of certainty in this belief. To specify a weakly-informative prior for \\(\\mu\\) we need to select values of \\(\\mu_0\\) and \\(\\sigma_0\\) that imply the range of plausible values that \\(\\mu\\) could take.\nWe can do this by our own intuitive prior knowledge (if such intuition exists), or by searching for external references.\nDespite the name, weakly informed priors can be quite subjective (see for more theoretical discussion here), such that some justification is always needed. For the subtasks below, you will not be graded on the accuracy or precision of your numbers, but on your justification of them. The numerical choices you make should make sense and be understandable to an external reviewer of your work (even if they may not agree with your choices).\n\n\n\n\n\n\nA word of caution on eliciting the priors below\n\n\n\n\n\nPlease note that in the below, we intend to set a prior on \\(\\mu\\) (the mean chick weight), but the intuition we ilicit is based on the weight of individual chicks. We do so to help create intuition about what the mean could be, however, it would be theoretically more accurate to ilicit priors about mean chick weights.\n\n\n\n\n\n\n\n\n\nImportant\n\n\n\nWe have made changes to the assignment text and some of the rubrics to make it clearer.\n\n\n\n\n\n\n\n\nSubtask 2.a)\n\n\n\nBased on your own past experience and estimation skills, what would you guess is a typical weight range of a fully grown chicken in grams? Justify your choice with 1-3 sentences.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nWould it make sense if a chicken weighed 1 million grams? 0.005 grams? What about a chicken that weighed more than you? More than a car? Note that is not important to have a very precise or accurate guess here, the key goal is simply to identify the range of plausible (or at least possible) values.\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.1.1 Fully grown chicken weight range by intuition\n\nDoes the chosen range meet the following common sense criteria?\n\nThe range is always above and below .\n\nIs the justification based on some sort of logic, even if you may disagree?\n\n\n\n\n\n\n\n\n\nSubtask 2.b\n\n\n\nAdjust this range for a 12-day old chick and choose a mean \\(\\mu_0\\) for the weakly informed prior of the parameter \\(\\mu.\\) Justify your adjustment and choice with 1-3 sentences.\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.1.2 12-day old chick weight range by intuition\n\nThe range is always above and below .\nIs the justification based on some sort of logic, even if you may disagree?\n\n\n\nChoosing the prior standard deviation for \\(\\mu\\) requires a little more caution; overconfident (i.e. narrow) priors can have a strong effect on your results, whereas less confident priors are more easily overcome with observed data. Given that overconfidence is a common human bias, a good intuition-based standard deviation should focus on eliminating the impossible values, rather than including the most likely values.\n\n\n\n\n\n\nSubtask 2.c\n\n\n\nChoose a conservative lower and upper bound for the weight of any 12-day old chick, with the goal to exclude impossible values. Justify your choice with 1-3 sentences.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nDepending on your choice of range above for a “typical” chick, this range excluding the impossible values should be wider.\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.1.3 Prior standard deviation by intuition\n\nDoes the chosen range meet the following common sense criteria?\n\nThe range is always above and below .\n\nIs the justification based on some sort of logic, even if you may disagree?\n\n\n\nA common technique to find a weakly informative prior is to have a standard deviation which is an order of magnitude (a factor of 10) larger than a plausible standard deviation of the data.\n\n\n\n\n\n\nSubtask 2.d\n\n\n\nWhat do you think is a plausible standard deviation \\(\\sigma_\\text{plausible}\\) of the weight of 12 days-old chicks, based on your ranges stated above? Under the above recommendation, what standard deviation \\(\\sigma_0\\) should you use for your prior for the mean weight \\(\\mu\\)?\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.1.3.1 Prior standard deviation by intuition\n\nDo the two standard deviations meet the following common sense criteria?\n\nBoth values are \n\nGiven the choice of mean from above, the interval \\((\\mu_0 - 3\\sigma_0, \\mu_0 + 3\\sigma_0)\\) includes .\n\n\n\n\n\n\n\n\n\nSubtask 2.e\n\n\n\nWrite down in mathematical form the final prior for the mean weight \\(\\mu\\) you found using this prior definition technique.\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.1.4 Prior by intuition\n\nDoes the final prior exist in mathematical notation?\nDoes the prior reflect the choices made above (i.e. \\(\\mu_0, \\sigma_0\\))?", + "crumbs": [ + "Assignments", + "Assignment 7, 2023" + ] + }, + { + "objectID": "assignment7.html#choosing-a-weakly-informative-prior-using-external-references", + "href": "assignment7.html#choosing-a-weakly-informative-prior-using-external-references", + "title": "Assignment 7, 2023", + "section": "2.2 Choosing a weakly informative prior using external references", + "text": "2.2 Choosing a weakly informative prior using external references\nNext, we’ll use external references to pick the weakly informed prior. This technique is more general and doesn’t assume you would have prior knowledge.\n\n\n\n\n\n\nSubtask 2.f\n\n\n\nConsult a trustworthy source on the weight range of farm chickens, e.g. books, articles, a farmer friend. If the recommended values are for a fully grown chicken, make a reasonable adjustment for a 12-day old chick. What is the weight range of a 12-day old chicken? Cite your source and justify any adjustments you make to the reference range.\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.2.1 Weight range by reference\n\nDoes the reference range meet the following common sense criteria?\n\nThe range is always above and below .\n\nIs there a citation? If an adjustment was made, was it justified by logic, even if you disagree?\n\n\n\n\n\n\n\n\n\nSubtask 2.g\n\n\n\nBased on this reference range, what will you choose for the mean of our weakly informed prior? Justify your choice with 1-3 sentences.\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.2.2 Weight range by reference\n\nDoes the mean value meet the following common sense criteria?\n\nThe range is always above and below .\n\n\n\n\nNext we choose the standard deviation of the prior. We could use the same technique as before, but we’ll walk you through another common approach. Assume that \\(99.7\\%\\) of all 12-day old chicks fall into the reference range you found. Under our assumption of a normal distribution, this range will encompass values between \\(\\mu_0 \\pm 3\\sigma_0\\).\n\n\n\n\n\n\nSubtask 2.h\n\n\n\nAssuming symmetry, use the mean you chose and either the upper or lower bound \\(b\\) of your reference range to solve the correct version of the following equations to find your associated choice of \\(\\sigma_0\\): (show your work)\n\nFor upper bound \\(b_u\\): \\(Pr(\\mu_0 + 3\\sigma_0 < b_u) \\approx 0.997\\), solving for \\(\\sigma_0\\).\nFor lower bound \\(b_l\\): \\(Pr(\\mu_0 - 3\\sigma_0 > b_l) \\approx 0.997\\), solving for \\(\\sigma_0\\).\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.2.3 Prior standard deviation by reference\n\nDoes the calculated \\(\\sigma_0\\) value meet the following common sense criteria?\n\nThe value is above and below .\n\nDid they show their work?\n\n\n\n\n\n\n\n\n\nSubtask 2.i\n\n\n\nWrite down in mathematical form the final prior for the mean weight \\(\\mu\\) you found using this prior definition technique.\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.2.4 Prior by reference\n\nDoes the final prior exist in mathematical notation?\nDoes the prior reflect the choices made above (i.e. \\(\\mu_0, \\sigma_0\\))?", + "crumbs": [ + "Assignments", + "Assignment 7, 2023" + ] + }, + { + "objectID": "assignment7.html#non-normal-priors", + "href": "assignment7.html#non-normal-priors", + "title": "Assignment 7, 2023", + "section": "2.3 Non-normal priors", + "text": "2.3 Non-normal priors\nThe previous steps all assumed we could use a prior which is normally distributed, but this may not always be the correct assumption to make.\n\n\n\n\n\n\nSubtask 2.j\n\n\n\nUnder what mathematical/statistical circumstances would a normal distributed prior not make sense? List at least one circumstance. Are there values that the normal distribution can take on which would not make sense for some types of variables?\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nConsider the nature of any variable you are trying to define a prior over.\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.3.1 Non-normal priors\n\nExample cases include variables that or variables that", + "crumbs": [ + "Assignments", + "Assignment 7, 2023" + ] + }, + { + "objectID": "assignment7.html#modeling-diet-effects-on-chicken-weight", + "href": "assignment7.html#modeling-diet-effects-on-chicken-weight", + "title": "Assignment 7, 2023", + "section": "2.4 Modeling diet effects on chicken weight", + "text": "2.4 Modeling diet effects on chicken weight\nIn addition to chick weights, the data also contains a categorical variable indicating which diet the chick received. In the data file, each column contains the measurements for a single chick at a given point of time.\nIn addition to the existing diets, we are interested in the quality of another box of feed (the fifth diet), which a farmer happened to find yesterday at a dark corner of his warehouse. To read in the data and select chicks with age of 12 days, and to have a peek at the first 6 rows, just use:\n\n\n\n\n\n\nData inside, don’t peek before you have set your priors!\n\n\n\n\n\n\n\n\n\n\n\nHave you set your priors?\n\n\n\n\n\n\ndata(\"ChickWeight\")\n\nChick12 <- ChickWeight |> filter(Time == 12)\n\nhead(Chick12)\n\nGrouped Data: weight ~ Time | Chick\n weight Time Chick Diet\n1 106 12 1 1\n2 122 12 2 1\n3 115 12 3 1\n4 102 12 4 1\n5 141 12 5 1\n6 141 12 6 1\n\n\n\n\n\n\n\n\nIn the following analysis, we will model the weight of a chick at the age of 12 days. We will use the following three Gaussian models:\n\na separate model, in which each diet is modeled individually\na pooled model, in which all measurements are combined and there is no distinction between diets\na hierarchical model, which has a hierarchical structure as described in BDA3 Section 11.6\n\nAs in the model described in the book, use the same weight standard deviation \\(\\sigma\\) for all the groups in the hierarchical model. In the separate model, however, use separate weight standard deviation \\(\\sigma_d\\) for each diet \\(d\\). You should use weakly informative priors for all your models.\nThe provided Stan code below is given as an example of a separate model. Note that the author has left a comment expressing uncertainty about their prior choices. This separate model can be summarized mathematically as \\[\n\\begin{aligned}\n \\mu_{d} &\\sim \\pi(\\mu_d)&&\\text{(diet-wise mean weight),}\\\\\n \\sigma_d &\\sim \\pi(\\sigma_d)&&\\text{(diet-wise standard deviation of diet-wise chicken weights)},\\\\\n w_{i,d} &\\sim N(\\mu_d,\\sigma_d)&&\\text{(diet-wise chicken weights)}\\\\\n\\end{aligned}\n\\tag{1}\\]\nwith priors\n\\[\n\\begin{aligned}\n \\mu_{d} &\\sim N(0,10)&&\\text{(adjust this) and}\\\\\n \\sigma_d &\\sim\\mathrm{exponential}(.02)&&\\text{(you can keep this).}\n\\end{aligned}\n\\tag{2}\\]\nFor the separate and the pooled models, use one of the weakly informative priors you have derived in 2.1) or 2.2) for the diet-wise mean weights \\[\\mu_d\\sim \\pi(\\mu_d)=N(\\mu_0,\\sigma_0).\\] For the hierarchical model, remember that the parameters in the priors for the diet-wise mean weights itself have to be parameters with their own prior distributions, in our case \\[\n\\begin{aligned}\n\\mu_d &\\sim N(\\mu,\\tau)&&\\text{(diet-wise mean weights)},\\\\\n\\mu &\\sim \\pi(\\mu)&&\\text{(mean of prior for diet-wise mean weights) and}\\\\\n\\tau &\\sim \\pi(\\tau)&&\\text{(standard deviation of prior for diet-wise mean weights).}\n\\end{aligned}\n\\]\nUse the prior you have used for the diet-wise mean weights \\(\\mu_d\\) in the separate and pooled models for the prior on the mean of the prior for the diet-wise mean weights \\[\\mu \\sim \\pi(\\mu) = N(\\mu_0,\\sigma_0)\\] in the hierarchical model and use \\[\\tau \\sim \\pi(\\tau) = \\mathrm{exponential}(.02)\\] for the prior on the standard deviation of the prior for the diet-wise mean weights.\n\n\n\n\n\n\n\nSample from the posterior\n\n\n\n\n\nTo sample from the posterior using Stan, use:\n\nstan_data <- list(\n N_observations = nrow(Chick12),\n N_diets = length(unique(Chick12$Diet)),\n diet_idx = Chick12$Diet,\n weight = Chick12$weight\n)\n\nmodel_separate <- cmdstan_model(stan_file = \"additional_files/assignment7/chickens_separate.stan\")\n\n# Sampling from the posterior distribution happens here:\nfit_separate <- model_separate$sample(data = stan_data, refresh=0,\n show_messages=FALSE,\n show_exceptions=FALSE)\n\nWarning: No chains finished successfully. Unable to retrieve the fit.\n\n\nFit objects returned by the sample() method, by default print a summary of the posterior draws. These are NOT the results you would expect to turn in your report. You will need to change the priors in the code for the separate model.\n\nfit_separate\n\nError: Fitting failed. Unable to print.\n\n\nQuick model convergence check (as in assignment 6):\n\nfit_separate$cmdstan_diagnose()\n\nError: No CmdStan runs finished successfully. Unable to run bin/diagnose.\n\n\n\n\n\n\n\n\n\n\n\nSubtask 2.k\n\n\n\nDescribe the models with mathematical notation (as is done for the separate model above). Also describe in words the difference between the model and the other models.\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nAre the models described using mathematical notation and the difference to other models described in words?\n\nNo equations and no description\nDescription but no equations\nEquations but no description\nEquations and description\n\n\n\n\n\n\n\n\n\n\nSubtask 2.l\n\n\n\nImplement the models in Stan and include the code in the report. Use weakly informative priors for all of your models.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nWhen sampling from the posterior of the hierarchical model, you will very likely get a warning about divergent transitions. This tells you that the sampler is having difficulties in sampling the joint posterior and this may lead to biased inference. We will return to this in the next task.\n\n\n\nFor the figures below, we use the earlier draws for the separate model with bad priors. When you have implemented the pooled and hierarchical models, edit the code below to include draws from your model posterior into the figures.\n\n\n\n\n\n\nData preparation and sampling from the posterior\n\n\n\n\n\n\nfit_pooled <- fit_separate\nfit_hierarchical <- fit_separate\n\nBelow, we collect the corresponding posterior draws from the three models into a shared data frame using the extract_variable function. This makes plotting the posterior in a single plot easier.\n\n# Expect the same number of posterior draws from each model.\nndraws <- nrow(fit_hierarchical$sampler_diagnostics(format = \"matrix\"))\n\nError: No chains finished successfully. Unable to retrieve the sampler diagnostics.\n\n# Collect posterior draws and the model used to a data frame.\nmean_diet_4_separate = extract_variable(fit_separate, \"mean_diet[4]\")\n\nError: No chains finished successfully. Unable to retrieve the draws.\n\nmean_diet_4_pooled = extract_variable(fit_pooled, \"mean_diet[4]\")\n\nError: No chains finished successfully. Unable to retrieve the draws.\n\nmean_diet_4_hierarchical = extract_variable(fit_hierarchical, \"mean_diet[4]\")\n\nError: No chains finished successfully. Unable to retrieve the draws.\n\nposterior_mean_diet_4 <- data.frame(\n model_name = rep(c(\"Separate\", \"Pooled\", \"Hierarchical\"),\n each = ndraws),\n mean_diet_4 = c(\n mean_diet_4_separate, mean_diet_4_pooled, mean_diet_4_hierarchical\n ))\n\nError in eval(expr, envir, enclos): object 'mean_diet_4_separate' not found\n\npredicted_weight_diet_4 <- data.frame(\n model_name = rep(c(\"Separate\", \"Pooled\", \"Hierarchical\"),\n each = ndraws),\n predicted_weight = c(\n extract_variable(fit_separate, \"weight_pred\"),\n extract_variable(fit_pooled, \"weight_pred\"),\n extract_variable(fit_hierarchical, \"weight_pred\")\n ))\n\nError: No chains finished successfully. Unable to retrieve the draws.\n\n# Collect posterior draws and the model used to a long data frame.\nposterior_mean_diet_5 <- data.frame(\n model_name = rep(c(\"Separate\", \"Pooled\", \"Hierarchical\"),\n each = ndraws\n ),\n mean_diet_5 = c(\n extract_variable(fit_separate, \"mean_five\"),\n extract_variable(fit_pooled, \"mean_five\"),\n extract_variable(fit_hierarchical, \"mean_five\")\n )\n)\n\nError: No chains finished successfully. Unable to retrieve the draws.\n\n# Mean observed weight per diet, these help to compare the posteriors to data.\ndiet_means <- sapply(\n 1:4, function(diet) mean(Chick12[Chick12$Diet == diet, \"weight\"])\n)\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.4.1 All models\n\nIs there a related Stan implementation?\n\nNo Stan model implemented\nStan model implemented, but it seems clearly wrong or broken\nSeemingly valid Stan model implemented\n\n\n\n\n\n\n\n\n\n\nSubtask 2.m\n\n\n\nUse the provided code in the template to plot the posterior distribution of the mean of the weight measurements of the fourth diet and comment on the possible differences you observe between the models.\n\n\n\nggplot(posterior_mean_diet_4, aes(x = mean_diet_4, y = model_name)) +\n stat_dotsinterval(quantiles = 100, scale = .9) +\n vline_at(diet_means[4], size = 1, linetype = \"dashed\") +\n # Annotate the vline from above.\n annotate(\"text\", label = \"Observation mean\", x = diet_means[4] - 5, y = .7,\n hjust = \"right\", size = 6) +\n # Add title and axis labels. One line to make everything so much more clear!\n labs(\n title = \"Mean of diet 4\",\n x = \"Weight (g)\",\n y = \"Model\"\n )\n\nError in eval(expr, envir, enclos): object 'posterior_mean_diet_4' not found\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs there a comparison plotted for the posteriors of the mean of diet 4? Does it look something like the model solution plot?\n\nNo comparison plotted\nComparison plotted but it clearly differs from the example\nComparison plotted and it approximately matches the example\n\nSeparate model: Is the result for the separate model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the separate model is recognised as .\n\nPooled model: Is the result for the pooled model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the pooled model is recognised as .\n\nHierarchical model: Is the result for the hierarchical model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the hierarchical model is recognised as .\n\n\n\n\n\n\n\n\n\n\nSubtask 2.n\n\n\n\nUse the provided code in the template to plot the predictive distribution for another weight measurement from a chick having the fourth diet and comment on the possible differences you observe between the models.\n\n\n\nggplot(predicted_weight_diet_4, aes(x = predicted_weight, y = model_name)) +\n stat_dotsinterval(quantiles = 100, scale = .9) +\n vline_at(diet_means[4], size = 1, linetype = \"dashed\") +\n # Annotate the vline from above.\n annotate(\"text\", label = \"Observation mean\", x = diet_means[4] - 5, y = .7,\n hjust = \"right\", size = 6) +\n # Add title and axis labels. One line to make everything so much more clear!\n labs(\n title = \"Weigth of a chick with diet 4\",\n x = \"Weight (g)\",\n y = \"Model\"\n )\n\nError in eval(expr, envir, enclos): object 'predicted_weight_diet_4' not found\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs there a comparison plotted for the predictive distributions of the weight of a chick with diet 4? Does it look something like the model solution plot?\n\nNo comparison plotted\nComparison plotted but it clearly differs from the example\nComparison plotted and it approximately matches the example\n\nSeparate model: Is the result for the separate model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the separate model is recognised as .\n\nPooled model: Is the result for the pooled model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the pooled model is recognised as .\n\nHierarchical model: Is the result for the hierarchical model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the hierarchical model is recognised as .\n\n\n\n\n\n\n\n\n\n\nSubtask 2.o\n\n\n\nUse the provided code in the template to plot the posterior distribution of the mean of the weight measurements of a new fifth diet and comment on the possible differences you observe between the models.\n\n\n\nggplot(posterior_mean_diet_5, aes(x = mean_diet_5, y = model_name)) +\n # Draw the mean of each diet from the data as a dashed vertical line.\n vline_at(diet_means, size = .5, linetype = \"dashed\") +\n # dotsinterval gives mean, 50%, and 90% intervals + dotsplot with each dot\n # representing 1% of data (quantiles = 100).\n stat_dotsinterval(quantiles = 100, scale = .9) +\n # Annotate the vline from above.\n annotate(geom = \"text\", label = \"Means of observed diets\", y = .7, x = 100,\n hjust = \"right\", size = 5, family = \"sans\") +\n # Add title and axis labels. One line to make everything so much more clear!\n labs(title = \"Mean of a new diet\",\n x = \"Weight (g)\",\n y = \"Model\")\n\nError in eval(expr, envir, enclos): object 'posterior_mean_diet_5' not found\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs there a comparison plotted for the posterior distributions of the mean weight with a new diet? Does it look something like the model solution plot?\n\nNo comparison plotted\nComparison plotted but it clearly differs from the example\nComparison plotted and it approximately matches the example\n\nSeparate model: Is the result for the separate model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the separate model is recognised as .\nIn addition to the previous option, it is recognised that .\n\nPooled model: Is the result for the pooled model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the pooled model is recognised as .\nIn addition to the previous option, it is mentioned that .\n\nHierarchical model: Is the result for the hierarchical model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the hierarchical model is recognised as .\n\n\n\n\n\n\n\n\n\n\nSubtask 2.p\n\n\n\nFor each model, report the posterior expectation for the mean weight of diet 4 with a 90% credible interval.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nSee the example Stan codes in the demo Bayesian data analysis - CmdStanR demos: Comparison of \\(k\\) groups with hierarchical models for the comparison of \\(k\\) groups with and without the hierarchical structure.\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nFor the separate model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine).\n\nNo or incorrect answer\nAnswer is only partially correct\nAnswers look correct\n\nFor the pooled model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine).\n\nNo answer\nAnswer is only partially correct\nAnswer looks correct\n\nFor the hierarchical model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine).\n\nNo answer\nAnswer is only partially correct.\nAnswers look correct.", + "crumbs": [ + "Assignments", + "Assignment 7, 2023" + ] + }, + { + "objectID": "assignment2.html", + "href": "assignment2.html", + "title": "Assignment 2, 2023", + "section": "", + "text": "1 General information\nThis is for BDA 2023\nThis assignment is related to Lecture 2 and BDA3 Chapters 1 and 2. You may find an additional discussion about choosing priors in a blog post by Andrew Gelman.\nThe maximum amount of points from this assignment is 3.\nWe prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 1.\nThe reading instructions for BDA3 Chapter 2.\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\n\n\n\n\n\n\nSetup\n\n\n\n\n\nThis is the template for assignment 2. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\nThe following will set-up markmyassignment to check your functions at the end of the notebook:\nlibrary(markmyassignment)\nassignment_path = paste(\"https://github.com/avehtari/BDA_course_Aalto/\",\n\"blob/master/assignments/tests/assignment2.yml\", sep=\"\")\nset_assignment(assignment_path)\nThe following installs the aaltobda package:\n#| cache: true\n# Caching should be fine here\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\n\n\n\n\n2 Inference for binomial proportion\nAlgae status is monitored in 274 sites at Finnish lakes and rivers. The observations for the 2008 algae status at each site are presented in the dataset algae in the aaltobda package (‘0’: no algae, ‘1’: algae present).\nLoading the library and the data.\n\nlibrary(aaltobda)\ndata(\"algae\")\n# The data are now stored in the variable `algae`.\n# These are the values for the prior required in the assignment\nprior_alpha = 2\nprior_beta = 10\n\nThe below data is only for the tests, you need to change to the full data algae when reporting your results.\nalgae_test <- c(0, 1, 1, 0, 0, 0)\nLet \\(\\pi\\) be the probability of a monitoring site having detectable blue-green algae levels and \\(y\\) the observations in algae. Use a binomial model for the observations \\(y\\) and a \\(Beta(2,10)\\) prior for binomial model parameter \\(\\pi\\) to formulate a Bayesian model. Here it is not necessary to derive the posterior distribution for \\(\\pi\\) as it has already been done in the book and it suffices to refer to that derivation. Also, it is not necessary to write out the distributions; it is sufficient to use label-parameter format, e.g. \\(Beta(\\alpha,\\beta)\\).\nYour task is to perform Bayesian inference for a binomial model and answer questions based on it:\n\n\n\n\n\n\nSubtask 2.a)\n\n\n\nFormulate\n\nthe likelihood \\(p(y|\\pi)\\) as a function of \\(\\pi\\),\nthe prior \\(p(\\pi)\\), and\nthe resulting posterior \\(p(\\pi|y)\\).\n\nReport the posterior in the format \\(Beta(\\alpha,\\beta)\\), where you replace \\(\\alpha\\) and \\(\\beta\\) with the correct numerical values.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nWith a conjugate prior, a closed-form posterior has Beta form (see equations in BDA3 and in the slides).\n\n\n\nWrite the likelihood, the prior and the posterior here!\n\n# These are not the actual values for the posterior!\n# You will have to compute those from the data!\nposterior_alpha = 2\nposterior_beta = 10\n\nYou can do string interpolation using R inline code execution in quarto as such:\n\\(\\alpha_\\text{prior}\\) is 2 and \\(\\beta_\\text{prior}\\) is 10. Or string interpolation within math: \\(Beta(2,10)\\)\n\n\n\n\n\n\nSubtask 2.b)\n\n\n\nWhat can you say about the value of the unknown \\(\\pi\\) according to the observations and your prior knowledge? Summarize your results with a point estimate (i.e. \\(E(\\pi|y)\\)) and a 90% posterior interval.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nPosterior intervals are also called credible intervals and are different from confidence intervals.\n\n\n\nKeep the below name and format for the functions to work with markmyassignment:\n# Useful function: qbeta()\n\nbeta_point_est <- function(prior_alpha, prior_beta, data) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above,\n # combined with the prior provided above.\n 0.2222222\n}\nbeta_interval <- function(prior_alpha, prior_beta, data, prob=0.9) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above,\n # combined with the prior provided above.\n c(0.0846451, 0.3956414)\n}\n\n\n\n\n\n\nSubtask 2.c)\n\n\n\nWhat is the probability that the proportion of monitoring sites with detectable algae levels \\(\\pi\\) is smaller than \\(\\pi_0=0.2\\) that is known from historical records?\n\n\nKeep the below name and format for the function to work with markmyassignment:\n# Useful function: pbeta()\n\nbeta_low <- function(prior_alpha, prior_beta, data, pi_0=0.2) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above,\n # combined with the correct prior.\n 0.4511238\n}\n\n\n\n\n\n\nSubtask 2.d)\n\n\n\nWhat assumptions are required in order to use this kind of a model with this type of data?\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nNo need to discuss exchangeability yet, as it is discussed in more detail in BDA3 Chapter 5 and Lecture 7.\n\n\n\nWrite your answer here!\n\n\n\n\n\n\nSubtask 2.e)\n\n\n\nMake prior sensitivity analysis by testing a couple of different reasonable priors and plot the different posteriors. Summarize the results by one or two sentences.\n\n\nPlot the PDFs here. Explain shortly what you do.\n# Useful function: dbeta()\n\n\n\n\n\n\nRubric\n\n\n\n\nIs source code included?\nAre the prior, likelihood and posterior forms in a) reported (derivation of posterior not necessary)?\n\nNo\nSome missing\nYes\n\nIs the reported resulting posterior correct ?\n\nIt is not reported, that the posterior distribution is a distribution.\nIt is reported, that the posterior distribution is , but the numerical values for the parameters are incorrect\nIt is reported, that the posterior distribution is , and the numerical values for the parameters are correct.\n\nIn part b), is there at least one point estimate reported. Sample based estimates are also OK. Points should be given if the method is right, even if the result is wrong due to a wrong posterior distribution being used. With the right posterior, mean, median, and mode are all approximately .\nFor the b) part, is the 90% posterior interval reported? Sample based estimate is also OK. Points should be given if the method is right, even if the result is wrong because the posterior was wrong in the first place. If the posterior was right, the 90% posterior interval is roughly .\nFor the c) part, is the posterior probability Pr(π<0.2|y) reported? Points should be given if the method is right, even if the result is wrong because the posterior was wrong. If the posterior was right, the result should be approximately .\nFor the d) part, does the report discuss\n\nNo\nNo, but other reasonable assumptions are discussed\nYes, but not quite right or some missing\nYes\n\nFor the e) part, is there some comparison and discussion of results obtained with alternative prior parameters?\n\nNo\nYes, but the results and conclusions are clearly wrong\nYes\n\n\n\n\n\n\n\n\n\n\nmarkmyassignment\n\n\n\n\n\nThe following will check the functions for which markmyassignment has been set up:\nmark_my_assignment()\n\n\n\n\n\n3 Overall quality of the report\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the report include comment on whether AI was used, and if AI was used, explanation on how it was used?\n\nNo\nYes\n\nDoes the report follow the formatting instructions?\n\nNot at all\nLittle\nMostly\nYes\n\nIn case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.\nPlease also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.", + "crumbs": [ + "Assignments", + "Assignment 2, 2023" + ] + }, + { + "objectID": "template1.html", + "href": "template1.html", + "title": "Assignment 1, 2023", + "section": "", + "text": "1 General information\nThis is for BDA 2023\nThe exercises of this assignment are meant to test whether or not you have sufficient knowledge to participate in the course. The first question checks that you remember basic terms of probability calculus. The second exercise checks your basic computer skills and guides you to learn some R functions. In the last three ones you will first write the math for solving the problems (you can, for example, write the equations in markdown or include a photo of hand written answers), and then implement the final equations in R (and then you can use markmyassignment to check your results). The last question checks that you have found the course book.\nThe maximum amount of points from this assignment is 3.\nWe prepared a quarto template specific to this assignment to help you get started. You can inspect this and future templates\n\nas a qmd file,\nas a rendered html file\nor as a rendered pdf file\n\nor you can download all template qmd files and some additional files at templates.zip (also available on Aalto JupyterHub under /coursedata).\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 1.\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\n\n\n\n\n\n\nSetup\n\n\n\n\n\nThis is the template for assignment 1. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\nThe following will set-up markmyassignment to check your functions at the end of the notebook:\n\nlibrary(markmyassignment)\nassignment_path = paste(\"https://github.com/avehtari/BDA_course_Aalto/\",\n\"blob/master/assignments/tests/assignment1.yml\", sep=\"\")\nset_assignment(assignment_path)\n\nError in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).\n\n\n\n\n\n\n\n2 Basic probability theory notation and terms\nThis can be trivial or you may need to refresh your memory on these concepts (see, e.g. Aalto course First Course in Probability and Statistics). Explain each of the following terms with one sentence:\n\nprobability\nprobability mass (function)\nprobability density (function)\nprobability distribution\ndiscrete probability distribution\ncontinuous probability distribution\ncumulative distribution function (cdf)\nlikelihood\n\n\n\n\n\n\n\nRubric\n\n\n\n\nHow is the answer?\n\nTotally wrong/has not tried\nSomething sensible written\nAll/almost all are correct (>=70% correct)\n\n\n\n\n\n\n3 Basic computer skills\nThis task deals with elementary plotting and computing skills needed during the rest of the course. You can use either R or Python, although R is the recommended language in this course and we will only guarantee support in R. For documentation in R, just type ?{function name here}.\n\n\n\n\n\n\nSubtask 3.a)\n\n\n\nPlot the density function of the Beta-distribution, with mean \\(\\mu = 0.2\\) and variance \\(\\sigma^2=0.01\\). The parameters \\(\\alpha\\) and \\(\\beta\\) of the Beta-distribution are related to the mean and variance according to the following equations \\[\\begin{aligned}\n \\alpha = \\mu \\left( \\frac{\\mu(1-\\mu)}{\\sigma^2} - 1 \\right), \\quad\n \\beta = \\frac{\\alpha (1-\\mu) }{\\mu} \\,.\\end{aligned}\\]\n\n\nPlot the PDF here. Explain in text what you do.\n\n# Useful functions: seq(), plot() and dbeta()\n\n\n\n\n\n\n\nSubtask 3.b)\n\n\n\nTake a sample of 1000 random numbers from the above distribution and plot a histogram of the results. Compare visually to the density function.\n\n\nSample and plot the histogram here. Explain in text what you do.\n\n# Useful functions: rbeta() and hist()\n\n\n\n\n\n\n\nSubtask 3.c)\n\n\n\nCompute the sample mean and variance from the drawn sample. Verify that they match (roughly) to the true mean and variance of the distribution.\n\n\nCompute the sample mean and variance here. Explain in text what you do.\n\n# Useful functions: mean() and var()\n\n\n\n\n\n\n\nSubtask 3.d)\n\n\n\nEstimate the central 95% probability interval of the distribution from the drawn sample.\n\n\nCompute the central interval here. Explain in text what you do.\n\n# Useful functions: quantile()\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the source code for the solutions included?\nDoes the plot in a) look something like this:\nDoes the plot in b) look something like this:\nIs the computed mean in c) close to ?\nIs the variance in c) close to ?\nIs the probability interval in d) roughly ? Remember that since the interval is computed from random sample, there can be small variation, but the answers should be roughly the same!\n\n\n\n\n\n\n\n\n\nFurther formatting recommendations\n\n\n\n\nPlease try to include as much code and output as needed, but as little as possible.\nPlease make sure that the plots are properly labeled and are easily legible and understandable. This means\n\nthey should have x- and y-labels,\nthe text within should be of a size comparable to the size of the surrounding text and\neach plot should have a concise but descriptive caption or title.\n\nPlease make sure to report a sensible number of digits when reporting numbers. You will get more precise instructions later on, but for now think independently about how many digits of your results are important for the assignment.\n\n\n\n\n\n4 Bayes’ theorem 1\nA group of researchers has designed a new inexpensive and painless test for detecting lung cancer. The test is intended to be an initial screening test for the population in general. A positive result (presence of lung cancer) from the test would be followed up immediately with medication, surgery or more extensive and expensive test. The researchers know from their studies the following facts:\n\nTest gives a positive result in \\(98\\%\\) of the time when the test subject has lung cancer.\nTest gives a negative result in \\(96\\%\\) of the time when the test subject does not have lung cancer.\nIn general population approximately one person in 1000 has lung cancer.\n\n\n\n\n\n\n\nSubtask 4.a)\n\n\n\nThe researchers are happy with these preliminary results (about \\(97\\%\\) success rate), and wish to get the test to market as soon as possible. How would you advise them? Base your answer on Bayes’ rule computations.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nRelatively high false negative (cancer doesn’t get detected) or high false positive (unnecessarily administer medication) rates are typically bad and undesirable in tests.\n\n\n\nCompute the quantities needed to justify your recommendation here. Explain in text what you do. You can do the computation with pen and paper or in R. Either way, you have to explain why you compute what you compute.\nIf you use pen and paper, you can include scans or pictures as follows (see also assignment_instructions#fig-workflow):\n\n\n\n\n\n\nFigure 1: Parts of Bayesian workflow\n\n\n\nSee Figure 1 for illustration of parts of Bayesian workflow.\nHere are some probability values that can help you figure out if you copied the right conditional probabilities from the question.\n\nP(Test gives positive | Subject does not have lung cancer) = \\(4\\%\\)\nP(Test gives positive and Subject has lung cancer) = \\(0.098\\%\\) this is also referred to as the joint probability of test being positive and the subject having lung cancer.\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs p(has cancer|test result is positive) computed using Bayes’ formula (or its complement p(does not have cancer|test result is positive))?\nIs the result p(has cancer|test result is positive)= (or p(does not have cancer|test result is positive)=)\nIs the result motivated with something like \n\n\n\n\n\n5 Bayes’ theorem 2\nWe have three boxes, A, B, and C. There are\n\n2 red balls and 5 white balls in the box A,\n4 red balls and 1 white ball in the box B, and\n1 red ball and 3 white balls in the box C.\n\nConsider a random experiment in which one of the boxes is randomly selected and from that box, one ball is randomly picked up. After observing the color of the ball it is replaced in the box it came from. Suppose also that on average box A is selected 40% of the time and box B \\(10\\%\\) of the time (i.e. \\(P(A) = 0.4\\)).\nYou will need to change the numbers to the numbers in the exercise.\n\nboxes_test <- matrix(c(2,2,1,5,5,1), ncol = 2,\n dimnames = list(c(\"A\", \"B\", \"C\"), c(\"red\", \"white\")))\n\n\n\n\n\n\n\nSubtask 5.a)\n\n\n\nWhat is the probability of picking a red ball? Implement an R function to compute that probability.\n\n\nKeep the below name and format for the function to work with markmyassignment:\n\np_red <- function(boxes) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n 0.3928571\n}\n\n\n\n\n\n\n\nSubtask 5.b)\n\n\n\nIf a red ball was picked, from which box did it most probably come from? Implement an R function to compute the probabilities for each box.\n\n\nKeep the below name and format for the function to work with markmyassignment:\n\np_box <- function(boxes) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n c(0.29090909,0.07272727,0.63636364)\n}\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the source code available?\nHow is the answer for probability of picking a red ball?\n\nNo answer\nProbability rules\nProbability rules\n\nHow is the answer for what box is most probable?\n\nNo answer\nBayes rule used to compute probabilities for all boxes given that the picked ball is red, but the answers are not\nBayes rule used to compute probabilities for all boxes given that the picked ball is red, the answers are p\nBayes rule used to compute probabilities for all boxes given that the picked ball is red, the answers are\n\n\n\n\n\n\n6 Bayes’ theorem 3\nAssume that on average fraternal twins (two fertilized eggs and then could be of different sex) occur once in 150 births and identical twins (single egg divides into two separate embryos, so both have the same sex) once in 400 births (Note! This is not the true value, see Exercise 1.6, page 28, in BDA3). American male singer-actor Elvis Presley (1935 – 1977) had a twin brother who died in birth. Assume that an equal number of boys and girls are born on average.\n\n\n\n\n\n\nSubtask 6.a)\n\n\n\nWhat is the probability that Elvis was an identical twin? Show the steps how you derived the equations to compute that probability and implement a function in R that computes the probability.\n\n\nYou will need to change the numbers to the numbers in the exercise.\n\nfraternal_prob = 1/125\nidentical_prob = 1/300\n\nKeep the below name and format for the function to work with markmyassignment:\n\np_identical_twin <- function(fraternal_prob, identical_prob) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n 0.4545455\n}\n\n\n\n\n\n\n\nRubric\n\n\n\n\nHow is the answer for probability of Elvis having had an identical twin brother?\n\nNo answer\nProbability that Elvis had an identical twin brother is computed using Bayes rule, but the result is not roughly\nProbability that Elvis had an identical twin brother is computed using Bayes rule, and the result is roughly\n\n\n\n\n\n\n7 The three steps of Bayesian data analysis\n\n\n\n\n\n\nSubtask 7.a)\n\n\n\nFill in the three steps of Bayesian data analysis (see BDA3 section 1.1):\n\n\n\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nAre the three steps listed as follows:\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nmarkmyassignment\n\n\n\n\n\nThe following will check the functions for which markmyassignment has been set up:\n\nmark_my_assignment()\n\nError: No assignment has been set. Please use set_assignment().\n\n\n\n\n\n\n\n8 Overall quality of the report\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the report include comment on whether AI was used, and if AI was used, explanation on how it was used?\n\nNo\nYes\n\nDoes the report follow the formatting instructions?\n\nNot at all\nLittle\nMostly\nYes\n\nIn case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.\nPlease also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.", + "crumbs": [ + "Templates", + "Assignment 1, 2023" + ] + }, + { + "objectID": "assignment9.html", + "href": "assignment9.html", + "title": "Assignment 9, 2023", + "section": "", + "text": "1 General information\nThis is for BDA 2023\nThe maximum amount of points from this assignment is 3.\nWe have prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.\n\n\n\n\n\n\nSetup\n\n\n\n\n\nWe recommend Aalto students use jupyter.cs.aalto.fi, for all others we also provide a docker container.\n\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 9 (decision analysis).\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\nInstalling and using CmdStanR:\nSee the Stan demos on how to use Stan in R (or Python). Aalto JupyterHub has working R and CmdStanR/RStan environment and is probably the easiest way to use Stan. * To use CmdStanR in Aalto JupyterHub: library(cmdstanr) set_cmdstan_path('/coursedata/cmdstan')\nThe Aalto Ubuntu desktops also have the necessary libraries installed.\nTo install Stan on your laptop, run ‘install.packages(\"cmdstanr\", repos = c(\"https://mc-stan.org/r-packages/\", getOption(\"repos\")))’ in R. If you encounter problems, see additional answers in FAQ. For Aalto students, if you don’t succeed in short amount of time, it is probably easier to use Aalto JupyterHub.\nIf you use Aalto JupyterHub, all necessary packages have been pre-installed. In your laptop, install package cmdstanr. Installation instructions on Linux, Mac and Windows can be found at https://mc-stan.org/cmdstanr/. Additional useful packages are loo, bayesplot and posterior (but you don’t need these in this assignment). For Python users, PyStan, CmdStanPy, and ArviZ packages are useful.\nStan manual can be found at https://mc-stan.org/users/documentation/. From this website, you can also find a lot of other useful material about Stan.\nIf you edit files ending .stan in RStudio, you can click “Check” in the editor toolbar to make syntax check. This can significantly speed-up writing a working Stan model.\n\n\n\n\n\n\n\n\n\nReporting accuracy\n\n\n\n\n\nFor posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).\nExample: If you estimate \\(E(\\mu) \\approx 1.234\\) with MCSE(\\(E(\\mu)\\)) = 0.01, then the true expectation is likely to be between \\(1.204\\) and \\(1.264\\), it makes sense to report \\(E(\\mu) \\approx 1.2\\).\nSee Lecture video 4.1, the chapter notes, and a case study for more information.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\nThis is the template for assignment 9. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\n\n\n\n\n\n\nSetup\n\n\n\n\n\nThe following loads several needed packages:\n\nlibrary(bayesplot)\n\nThis is bayesplot version 1.11.1.9000\n\n\n- Online documentation and vignettes at mc-stan.org/bayesplot\n\n\n- bayesplot theme set to bayesplot::theme_default()\n\n\n * Does _not_ affect other ggplot2 plots\n\n\n * See ?bayesplot_theme_set for details on theme setting\n\nlibrary(cmdstanr)\n\nThis is cmdstanr version 0.8.1.9000\n\n\n- CmdStanR documentation and vignettes: mc-stan.org/cmdstanr\n\n\n- CmdStan path: /u/77/ave/unix/.cmdstan/cmdstan-2.35.0-rc3\n\n\n- CmdStan version: 2.35.0\n\nlibrary(dplyr)\n\n\nAttaching package: 'dplyr'\n\n\nThe following objects are masked from 'package:stats':\n\n filter, lag\n\n\nThe following objects are masked from 'package:base':\n\n intersect, setdiff, setequal, union\n\nlibrary(ggplot2)\nlibrary(ggdist) # for stat_dotsinterval\nlibrary(posterior)\n\nThis is posterior version 1.6.0\n\n\n\nAttaching package: 'posterior'\n\n\nThe following object is masked from 'package:bayesplot':\n\n rhat\n\n\nThe following objects are masked from 'package:stats':\n\n mad, sd, var\n\n\nThe following objects are masked from 'package:base':\n\n %in%, match\n\nlibrary(brms)\n\nLoading required package: Rcpp\n\n\nLoading 'brms' package (version 2.21.6). Useful instructions\ncan be found by typing help('brms'). A more detailed introduction\nto the package is available through vignette('brms_overview').\n\n\n\nAttaching package: 'brms'\n\n\nThe following objects are masked from 'package:ggdist':\n\n dstudent_t, pstudent_t, qstudent_t, rstudent_t\n\n\nThe following object is masked from 'package:bayesplot':\n\n rhat\n\n\nThe following object is masked from 'package:stats':\n\n ar\n\n# Globally specfiy cmdstan backend for brms\noptions(brms.backend=\"cmdstanr\")\n# Tell brms to cache results if possible\noptions(brms.file_refit=\"on_change\")\n\n# Set more readable themes with bigger font for plotting packages\nggplot2::theme_set(theme_minimal(base_size = 14))\nbayesplot::bayesplot_theme_set(theme_minimal(base_size = 14))\n\n\n\n\nThis exercise is an example of a decision analysis (DA). In a broad context, this means optimizing over different decisions that lead to different outcomes that all have different utilities. In a Bayesian context, this means using posterior distributions to make decisions.\n\n\n2 Escaping from the chicken coop\nYou are an adult chicken living in an organic chicken commune, where life is great, if a bit boring. You have settled in comfortably, but you want something more for your offspring. Your traveling corvid friends tell you of places where chickens eat corn all day, get ferried around in mobile chicken coops to see the world or get mental stimulation by being trained humanely to perform tricks. The chicken elders have gained access to the computers of your human caretakers and have found the results of a complicated statistical analysis of the growth curves of your relatives. Because you are a chicken, you don’t care about convergence diagnostics or priors.\nYour task is to maximizes the chance of escape for your offspring.\n\n\n\n\n\n\nSubtask 2.c\n\n\n\nCompute and visualize the expected chicken weight for days 1–40 per diet, according to the model provided in the template. Do the predictions look reasonable? Why/why not?\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nTo sample a “new chicken” from the posterior, use posterior_predict with options newdata=..., allow_new_levels=TRUE, sample_new_levels=\"gaussian\", where you pass a dataframe as newdata which has a “new” chicken ID Chick and appropriate values for Time and Diet.\n\n\n\n\n\n\n\n\n\nA simple GP model\n\n\n\n\n\nThe below fits a GP model to the chicken growth curves. It may take a few minutes to fit, but you can also download the fit .rds-file and work with that fit object.\n\nfit <- brm(\n weight ~ gp(Time) + (0+Time|Diet) + (0+Time|Chick),\n data = ChickWeight,\n family = \"lognormal\",\n file=\"additional_files/assignment9/gp_chicken_fit\",\n cores = parallel::detectCores(),\n # For the template only, remove the below from your code!\n iter = 500\n)\n\nStart sampling\n\n\nRunning MCMC with 4 chains, at most 12 in parallel...\n\nChain 1 Iteration: 1 / 500 [ 0%] (Warmup) \nChain 2 Iteration: 1 / 500 [ 0%] (Warmup) \nChain 3 Iteration: 1 / 500 [ 0%] (Warmup) \nChain 4 Iteration: 1 / 500 [ 0%] (Warmup) \nChain 4 Iteration: 100 / 500 [ 20%] (Warmup) \nChain 3 Iteration: 100 / 500 [ 20%] (Warmup) \nChain 2 Iteration: 100 / 500 [ 20%] (Warmup) \nChain 1 Iteration: 100 / 500 [ 20%] (Warmup) \nChain 3 Iteration: 200 / 500 [ 40%] (Warmup) \nChain 4 Iteration: 200 / 500 [ 40%] (Warmup) \nChain 1 Iteration: 200 / 500 [ 40%] (Warmup) \nChain 3 Iteration: 251 / 500 [ 50%] (Sampling) \nChain 4 Iteration: 251 / 500 [ 50%] (Sampling) \nChain 2 Iteration: 200 / 500 [ 40%] (Warmup) \nChain 1 Iteration: 251 / 500 [ 50%] (Sampling) \nChain 2 Iteration: 251 / 500 [ 50%] (Sampling) \nChain 4 Iteration: 350 / 500 [ 70%] (Sampling) \nChain 3 Iteration: 350 / 500 [ 70%] (Sampling) \nChain 1 Iteration: 350 / 500 [ 70%] (Sampling) \nChain 4 Iteration: 450 / 500 [ 90%] (Sampling) \nChain 1 Iteration: 450 / 500 [ 90%] (Sampling) \nChain 2 Iteration: 350 / 500 [ 70%] (Sampling) \nChain 3 Iteration: 450 / 500 [ 90%] (Sampling) \nChain 4 Iteration: 500 / 500 [100%] (Sampling) \nChain 4 finished in 17.0 seconds.\nChain 1 Iteration: 500 / 500 [100%] (Sampling) \nChain 1 finished in 17.8 seconds.\nChain 3 Iteration: 500 / 500 [100%] (Sampling) \nChain 3 finished in 18.2 seconds.\nChain 2 Iteration: 450 / 500 [ 90%] (Sampling) \nChain 2 Iteration: 500 / 500 [100%] (Sampling) \nChain 2 finished in 21.5 seconds.\n\nAll 4 chains finished successfully.\nMean chain execution time: 18.6 seconds.\nTotal execution time: 21.6 seconds.\n\n\nWarning: 84 of 1000 (8.0%) transitions ended with a divergence.\nSee https://mc-stan.org/misc/warnings for details.\n\n\nWarning: 746 of 1000 (75.0%) transitions hit the maximum treedepth limit of 10.\nSee https://mc-stan.org/misc/warnings for details.\n\n\nLoading required package: rstan\n\n\nLoading required package: StanHeaders\n\n\n\nrstan version 2.35.0.9000 (Stan version 2.35.0)\n\n\nFor execution on a local, multicore CPU with excess RAM we recommend calling\noptions(mc.cores = parallel::detectCores()).\nTo avoid recompilation of unchanged Stan programs, we recommend calling\nrstan_options(auto_write = TRUE)\nFor within-chain threading using `reduce_sum()` or `map_rect()` Stan functions,\nchange `threads_per_chain` option:\nrstan_options(threads_per_chain = 1)\n\n\n\nAttaching package: 'rstan'\n\n\nThe following objects are masked from 'package:posterior':\n\n ess_bulk, ess_tail\n\nbrms::pp_check(fit, type = \"intervals_grouped\", group = \"Diet\")\n\nUsing all posterior draws for ppc type 'intervals_grouped' by default.\n\n\n\n\n\n\n\n\n\n\n\n\n\n# Useful r functions:\n# rep(..., each=...), cbind, colMeans,\n# posterior_predict(..., newdata=..., allow_new_levels=TRUE, sample_new_levels=\"gaussian\")\n# ggplot, geom_line, aes(..., group=..., color=...)\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the plot look right and is it readable? It should be quite close to the reference plot below:\nHas it been recognized that the prediction time ?\n\n\n\nYour chicken elders have been meticulously collecting data on what kind of characteristics have allowed previous chickens to escape. They have found out that both the age and the weight influence the (daily) probability of escape for a chicken:\n\nIf the chicken is too young, it is not yet mature enough to venture out into the world.\nIf the chicken is too old, it will not try to escape anymore.\nIf the chicken is small and has just the right size, it can try to squeze through a tiny crack in the fence.\nIf the chicken is big enough, it is strong enough to try to fly over the fence.\nNo matter the size, there is always a small residual probability that the chicken can escape.\n\nEvery day, chickens will try to escape if they are of the right age. Their daily escape probability \\(e(\\text{day}, \\text{weight})\\) is implemented in the daily_probability_of_escape(day, weight) function. The probability that a chicken with daily weights \\(w = (w_1,\\dots,w_N)\\) has not escaped after \\(i+1\\) days can be computed as follows: \\[\n f_{i+1} = f_i \\, (1 - e(i, w_i))\n\\] The chickenwise_probability_of_escape(weights) computes the probability that a chicken has escaped after length(weights) days.\n\n\n\n\n\n\nChickenwise probability of escape function\n\n\n\n\n\n\nbump <- function(x, loc=0, scale=1){\n xi = (x - loc) / scale\n ifelse(abs(xi) < 1, exp(-1/(1-xi^2)), 0.)\n}\ndaily_probability_of_escape <- function(day, weight){\n # Expects a day and a weight and computes the daily probability of escape\n bump(day, 30, 10) * (1e-2 + bump(weight, 200, 150)+bump(weight, 700, 150))\n}\nchickenwise_probability_of_escape <- function(weights){\n # Expects a vector of daily weights from day 1 to N and computes the probability of\n # escape at the end of the time series\n prob_of_failure = 1\n for(day in 1:length(weights)){\n prob_of_failure = prob_of_failure * (1-daily_probability_of_escape(day, weights[day]))\n }\n return(1 - prob_of_failure)\n}\n\n\n\n\n\ndays = 1:40\nweights = 1:900\nheatmap_matrix = outer(days,weights,daily_probability_of_escape)\nimage(days, weights, heatmap_matrix, xlab=\"day\", ylab=\"weight\", main=\"Daily probability of escape\")\n\n\n\n\n\n\n\nFigure 1: Daily probability of escape for a given day and weight\n\n\n\n\n\n\n\n\n\n\n\nSubtask 2.a\n\n\n\nCompute and visualize the distribution of the chickenwise probabilities of escape per diet, according to the model provided in the template.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nYou can reuse the predictions you created in the previous subtask. Work with the draws to compute the chickenwise probability of escape first, and then take the expectation!\n\n\n\n\n# Useful r functions: chickenwise_probability_of_escape (see above)\n# rep(..., each=...), apply,\n# ggplot, stat_dotsinterval\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the plot look right and is it readable? It should be quite close to the reference plot below:\n\n\n\n\n\n\n\n\n\nSubtask 2.b\n\n\n\nCompute the expected probability of escape for each diet. Why would it be wrong to compute the expected probability of escape by applying the chickenwise_probability_of_escape function in the template to the daily expected chicken weights per diet computed in subtask 2.a? How does the correctly calculated value compare to the incorrectly calculated value? Why is one higher than the other?\n\n\n\n# Useful r functions: chickenwise_probability_of_escape (see above)\n# apply, aggregate,\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDo the results look correct and have they been presented in a readable way? They should be roughly the first column below for the correct calculation and the second column below for the wrong calculation: [\n\ndiet chickenwise_loss meanwise_loss 1 0.55 0.83 2 0.57 0.67 3 0.50 0.10 4 0.52 0.15 ]{.content-hidden when-profile=“public”} * Has it been explained that the expected probability of escape depends on ? * Has it been explained that\n is lower because ?\n[AND/OR\nfor some diets the “incorrect” computation (meanwise_loss) is lower because the mean growth curve (used in the incorrect meanwise_loss) “by chance” passes through the region of low probability of escape, even though due to high within-population variation most chickens’ growth curve won’t pass through that region of low probability of escape?\n(Due to a slightly misleading public rubric, either of the above answers would be sufficient)]{.content-hidden when-profile=“public”}\n\n\n\n\n3 Overall quality of the report\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the report include comment on whether AI was used, and if AI was used, explanation on how it was used?\n\nNo\nYes\n\nDoes the report follow the formatting instructions?\n\nNot at all\nLittle\nMostly\nYes\n\nIn case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.\nPlease also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.", + "crumbs": [ + "Assignments", + "Assignment 9, 2023" + ] + }, + { + "objectID": "assignment3.html", + "href": "assignment3.html", + "title": "Assignment 3, 2023", + "section": "", + "text": "1 General information\nThis is for BDA 2023\nThis assignment is related to Lecture 3 and BDA3 Chapters 2 and 3. Use Frank Harrell’s recommendations on how to state results in Bayesian two group comparisons (and note that there is no point null hypothesis testing in this assignment).\nThe maximum amount of points from this assignment is 9.\nWe have prepared two quarto templates specific to this assignment to help you get started:\n\nA recommended template (html, qmd, pdf) which uses some additional packages, which however requires a bit more set-up work to run and\na simple template (html, qmd, pdf) which doesn’t use those additional packages and is therefore easier to get to run.\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 1.\nThe reading instructions for BDA3 Chapter 2.\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\n\n\n\n\n\n\nSetup\n\n\n\n\n\nThis is the template for assignment 3. You can download qmd-files (full, simple) or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\nThe following will set-up markmyassignment to check your functions at the end of the notebook:\n\nif(!require(markmyassignment)){\n install.packages(\"markmyassignment\")\n library(markmyassignment)\n}\n\nLoading required package: markmyassignment\n\nassignment_path = paste(\"https://github.com/avehtari/BDA_course_Aalto/\",\n\"blob/master/assignments/tests/assignment3.yml\", sep=\"\")\nset_assignment(assignment_path)\n\nError in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).\n\n\nThe following installs and loads the aaltobda package:\n\nif(!require(aaltobda)){\n install.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n library(aaltobda)\n}\n\nLoading required package: aaltobda\n\n\nThe following installs and loads the latex2exp package, which allows us to use LaTeX in plots:\n\nif(!require(latex2exp)){\n install.packages(\"latex2exp\")\n library(latex2exp)\n}\n\nLoading required package: latex2exp\n\n\n\n\n\n\n\n\n\n\n\nSetting up advanced packages (posterior and ggdist)\n\n\n\n\n\nThe following installs and loads the posterior package, which allows us to use its rvar Random Variable Datatype:\n\nif(!require(posterior)){\n install.packages(\"posterior\")\n library(posterior)\n}\n\nLoading required package: posterior\n\n\nThis is posterior version 1.6.0\n\n\n\nAttaching package: 'posterior'\n\n\nThe following object is masked from 'package:aaltobda':\n\n mcse_quantile\n\n\nThe following objects are masked from 'package:stats':\n\n mad, sd, var\n\n\nThe following objects are masked from 'package:base':\n\n %in%, match\n\n\nThe following installs and loads the ggdist package for advanced plotting functions:\n\nif(!require(ggplot2)){\n install.packages(\"ggplot2\")\n library(ggplot2)\n}\n\nLoading required package: ggplot2\n\nggplot2::theme_set(theme_minimal(base_size = 14))\nif(!require(ggdist)){\n install.packages(\"ggdist\")\n library(ggdist)\n}\n\nLoading required package: ggdist\n\n\n\n\n\n\n\n2 Inference for normal mean and deviation (3 points)\nA factory has a production line for manufacturing car windshields. A sample of windshields has been taken for testing hardness. The observed hardness values \\(\\mathbf{y}_1\\) can be found in the dataset windshieldy1 in the aaltobda package.\nWe may assume that the observations follow a normal distribution with an unknown standard deviation \\(\\sigma\\). We wish to obtain information about the unknown average hardness \\(\\mu\\). For simplicity we assume standard uninformative prior discussed in the book, that is, \\(p(\\mu, \\sigma) \\propto \\sigma^{-1}\\). It is not necessary to derive the posterior distribution in the report, as it has already been done in the book (see section 3.2).\nLoading the library and the data.\n\ndata(\"windshieldy1\")\n# The data are now stored in the variable `windshieldy1`.\n# The below displays the data:\nwindshieldy1\n\n[1] 13.357 14.928 14.896 15.297 14.820 12.067 14.824 13.865 17.447\n\n\nThe below data is only for the tests, you need to change to the full data windshieldy1 when reporting your results.\n\nwindshieldy_test <- c(13.357, 14.928, 14.896, 14.820)\n\n\n\n\n\n\n\nSubtask 2.a)\n\n\n\nFormulate\n\nthe likelihood,\nthe prior, and\nthe resulting posterior.\n\n\n\nWrite your answers here!\n\n\n\n\n\n\nSubtask 2.b)\n\n\n\nWhat can you say about the unknown \\(\\mu\\)?\n\nCompute and report the point estimate \\(E(\\mu|y)\\),\ncompute and report a posterior 95%-interval,\nplot the density, and\nwrite interpretation of the result in text.\n\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nPosterior intervals are also called credible intervals and are different from confidence intervals.\n\n\n\nWrite your answers and code here!\nKeep the below name and format for the functions to work with markmyassignment:\n\n# Useful functions: mean(), length(), sqrt(), sum()\n# and qtnew(), dtnew() (from aaltobda)\n\nmu_point_est <- function(data) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n 14.5\n ### {.content-hidden when-profile=\"public\"}\n mean(data)\n ###\n}\nmu_interval <- function(data, prob = 0.95) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n c(13.3, 15.7)\n ### {.content-hidden when-profile=\"public\"}\n n = length(data)\n df = n-1\n location = mean(data)\n scale = sqrt((\n 1/(n-1) * sum((data-location)^2)\n )/n)\n ql = (1-prob)/2\n qu = prob + (1-prob)/2\n qtnew(c(ql, qu), df, location, scale)\n ###\n}\n\nYou can plot the density as below if you implement mu_pdf to compute the PDF of the posterior \\(p(\\mu|y)\\) of the average hardness \\(\\mu\\).\n\nmu_pdf <- function(data, x){\n # Compute necessary parameters here.\n # These are the correct parameters for `windshieldy_test`\n # with the provided uninformative prior.\n df = 3\n location = 14.5\n scale = 0.3817557\n # Use the computed parameters as below to compute the PDF:\n ### {.content-hidden when-profile=\"public\"}\n n = length(data)\n df = n-1\n location = mean(data)\n scale = sqrt((\n 1/(n-1) * sum((data-location)^2)\n )/n)\n ###\n dtnew(x, df, location, scale)\n}\n\nx_interval = mu_interval(windshieldy1, .999)\nlower_x = x_interval[1]\nupper_x = x_interval[2]\nx = seq(lower_x, upper_x, length.out=1000)\nplot(\n x, mu_pdf(windshieldy1, x), type=\"l\",\n xlab=TeX(r'(average hardness $\\mu$)'),\n ylab=TeX(r'(PDF of the posterior $p(\\mu|y)$)')\n)\n\n\n\n\n\n\n\nFigure 1: PDF of the posterior \\(p(\\mu|y)\\) of the average hardness \\(\\mu\\)\n\n\n\n\n\n\n\n\n\n\n\nSubtask 2.c)\n\n\n\nWhat can you say about the hardness of the next windshield coming from the production line before actually measuring the hardness?\n\nCompute and report the point estimate \\(E(\\tilde{y}|y)\\),\ncompute and report a posterior predictive 95%-interval,\nplot the density, and\nwrite interpretation of the result in text.\n\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nPredictive intervals are different from posterior intervals.\nWith a conjugate prior a closed form posterior is Student’s \\(t\\) form (see equations in the book).\n\n\n\nWrite your answers and code here!\nKeep the below name and format for the functions to work with markmyassignment:\n\n# Useful functions: mean(), length(), sqrt(), sum()\n# and qtnew(), dtnew() (from aaltobda)\n\nmu_pred_point_est <- function(data) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n 14.5\n ### {.content-hidden when-profile=\"public\"}\n mean(data)\n ###\n}\nmu_pred_interval <- function(data, prob = 0.95) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n c(11.8, 17.2)\n ### {.content-hidden when-profile=\"public\"}\n n = length(data)\n df = n-1\n location = mean(data)\n scale = sqrt((\n 1/(n-1) * sum((data-location)^2)\n )*(1+1/n))\n ql = (1-prob)/2\n qu = prob + (1-prob)/2\n qtnew(c(ql, qu), df, location, scale)\n ###\n}\n\nYou can plot the density as below if you implement mu_pred_pdf to compute the PDF of the posterior predictive \\(p(\\tilde{y}|y)\\) of a new hardness observation \\(\\tilde{y}\\).\n\nmu_pred_pdf <- function(data, x){\n # Compute necessary parameters here.\n # These are the correct parameters for `windshieldy_test`\n # with the provided uninformative prior.\n df = 3\n location = 14.5\n scale = 0.8536316\n # Use the computed parameters as below to compute the PDF:\n ### {.content-hidden when-profile=\"public\"}\n n = length(data)\n df = n-1\n location = mean(data)\n scale = sqrt((\n 1/(n-1) * sum((data-mean(data))^2)\n )*(1+1/n))\n ###\n dtnew(x, df, location, scale)\n}\n\nx_interval = mu_pred_interval(windshieldy1, .999)\nlower_x = x_interval[1]\nupper_x = x_interval[2]\nx = seq(lower_x, upper_x, length.out=1000)\nplot(\n x, mu_pred_pdf(windshieldy1, x), type=\"l\",\n xlab=TeX(r'(new hardness observation $\\tilde{y}$)'),\n ylab=TeX(r'(PDF of the posterior predictive $p(\\tilde{y}|y)$)')\n)\n\n\n\n\n\n\n\nFigure 2: PDF of the posterior predictive \\(p(\\tilde{y}|y)\\) of a new hardness observation \\(\\tilde{y}\\)\n\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the source code included?\n\nNo\nYes\n\nAre the likelihood, prior and the posterior for computing the average hardness value reported? It is ok to refer to the book instead of deriving the distributions.\n\nNo\nYes, but some are missing\nYes\n\nIn part a), were the point estimates and posterior interval provided? (The posterior mean should be close to and 95% posterior interval should be around )\n\nNo\nYes, but seem incorrect or only one estimate was reported\nYes, and the reported values seem plausible\n\nIn part b), was the density plotted?\n\nNo\nYes, but seem incorrect\nYes, and the plot seems plausible\n\nFor b)-part, was a formula or a simulation method presented for computing the posterior predictive distribution? It is ok to refer to the book.\n\nNo\nYes, but seems incorrect\nYes\n\nFor c)-part, were the point estimate and predictive interval provided? (95% predictive interval should be around and the mean the same as in a)-part).\n\nNo\nYes, but seems incorrect\nYes, and the reported values seem plausible\n\nFor c)-part, was the density plotted?\n\nNo\nYes, but seems incorrect\nYes, and the plot seem plausible\n\n\n\n\n\n\n3 Inference for the difference between proportions (3 points)\nAn experiment was performed to estimate the effect of beta-blockers on mortality of cardiac patients. A group of patients was randomly assigned to treatment and control groups: out of 674 patients receiving the control, 39 died, and out of 680 receiving the treatment, 22 died. Assume that the outcomes are independent and binomially distributed, with probabilities of death of \\(p_0\\) and \\(p_1\\) under the control and treatment, respectively. Set up a noninformative or weakly informative prior distribution on \\((p_0,p_1)\\).\n\n\n\n\n\n\nSubtask 3.a)\n\n\n\nFormulate\n\nthe likelihood,\nthe prior, and\nthe resulting posterior.\n\n\n\nWrite your answers here!\n\n\n\n\n\n\nSubtask 3.b)\n\n\n\nSummarize the posterior distribution for the odds ratio, \\[\n\\mathrm{OR} = (p_1/(1-p_1))/(p_0/(1-p_0)).\n\\]\n\nCompute and report the point estimate \\(E(\\mathrm{OR}|y_0,y_1)\\),\ncompute and report a posterior 95%-interval,\nplot the histogram, and\nwrite interpretation of the result in text.\n\nUse Frank Harrell’s recommendations how to state results in Bayesian two group comparison.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nWith a conjugate prior, a closed-form posterior is the Beta form for each group separately (see equations in the book). You can use rbeta() to sample from the posterior distributions of \\(p_0\\) and \\(p_1\\), and use this sample and odds ratio equation to get a sample from the distribution of the odds ratio.\n\n\n\nWrite your answers and code here!\nThe below data is only for the tests:\n\nset.seed(4711)\nndraws = 1000\np0 = rbeta(ndraws, 5, 95)\np1 = rbeta(ndraws, 10, 90)\n### {.content-hidden when-profile=\"public\"}\nset.seed(4711)\np0 = rbeta(ndraws, 40, 675)\np1 = rbeta(ndraws, 23, 681)\n###\n\nKeep the below name and format for the functions to work with markmyassignment:\n\n# Useful function: mean(), quantile()\n\nposterior_odds_ratio_point_est <- function(p0, p1) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n 2.650172\n ### {.content-hidden when-profile=\"public\"}\n odds_ratios = p1/(1-p1)/(p0/(1-p0))\n mean(odds_ratios)\n ###\n}\nposterior_odds_ratio_interval <- function(p0, p1, prob = 0.95) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n c(0.6796942,7.3015964)\n ### {.content-hidden when-profile=\"public\"}\n odds_ratios = p1/(1-p1)/(p0/(1-p0))\n ql = (1-prob)/2\n qu = prob + (1-prob)/2\n quantile(odds_ratios, c(ql, qu))\n ###\n}\n\n\n\n\n\n\n\nadvanced tools (posterior’s rvar, ggdist’s stat_dotsinterval)\n\n\n\n\n\nThe posterior package’s random variable datatype rvar is a “sample-based representation of random variables” which makes handling of random samples (of draws) such as the ones contained in the above variables p0 and p1 easier. By default, it prints as the mean and standard deviation of the draws, such that rvar(p0) prints as 0.056 ± 0.0086 and rvar(p1) prints as 0.033 ± 0.0066.\nThe datatype is “designed to […] be able to be used inside data.frame()s and tibble()s, and to be used with distribution visualizations in the ggdist package.” The code below sets up an R data.frame() with the draws in p0 and p1 wrapped in an rvar, and uses that data frame to visualize the draws using ggdist, an R package building on ggplot2 and “designed for both frequentist and Bayesian uncertainty visualization”.\nThe below plot, Figure 3 uses ggdist’s stat_dotsinterval(), which by default visualizes\n\nan rvar’s median and central 66% and 95% intervals using a black dot and lines of varying thicknesses as when using ggdist’s stat_pointinterval() and\nan rvar’s draws using grey dots as when using ggdist’s stat_dots():\n\n\nr0 = rvar(p0)\nr1 = rvar(p1)\nggplot(data.frame(\n rv_name=c(\"control\", \"treatment\"), rv=c(r0, r1)\n)) +\n aes(xdist=rv, y=rv_name) +\n labs(x=\"probabilities of death\", y=\"patient group\") +\n stat_dotsinterval()\n\n\n\n\n\n\n\nFigure 3: Probabilities of death for the two patient groups.\n\n\n\n\n\nrvars make it easy to compute functions of random variables, such as\n\ndifferences, e.g. \\(p_0 - p_1\\): r0 - r1 computes an rvar which prints as 0.023 ± 0.011, indicating the sample mean and the sample standard deviation of the difference of the probabilities of death,\nproducts, e.g. \\(p_0 \\, p_1\\): r0 * r1 computes an rvar which prints as 0.0018 ± 0.00048 which in this case has no great interpretation, or\nthe odds ratios needed in task 3.b).\n\nBelow, in Figure 4, we compute the odds ratios using the rvars and visualize its median, central intervals and draws, as above in Figure 3:\n\nrodds_ratio = (r1/(1-r1))/(r0/(1-r0))\nggplot(data.frame(\n rv=c(rodds_ratio)\n)) +\n aes(xdist=rv) +\n labs(x=\"odds ratio\", y=\"relative amount of draws\") +\n stat_dotsinterval()\n\n\n\n\n\n\n\nFigure 4: Odds ratios of the two patient groups.\n\n\n\n\n\nYou can use Figure 4 to visually check whether the answers you computed for 3.b) make sense.\n\n\n\n\n\n\n\n\n\nSubtask 3.c)\n\n\n\nUse at least two different priors, and discuss the sensitivity of your inference to your choice of prior density with a couple of sentences.\n\n\nWrite your answers and code here!\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the source code included?\n\nNo\nYes\n\nAre the likelihood, prior and the posterior for the death probabilities reported? It is ok to refer to the book instead of deriving the distributions.\n\nNo\nYes, but some are missing\nYes\n\nIn part a), was the simulation algorithm for computing the posterior of the odds ratio presented or implemented?\n\nNo\nYes, but seems incorrect\nYes\n\nIn part a), was the odds ratio summarized with a point estimate and a posterior interval? (The mean should be close to and 95% posterior interval approximately )\n\nNo\nYes, but results seem incorrect\nYes, and the results seem plausible\n\nIn part b), was some discussion about testing alternative priors provided? (For example, one could have repeated the computations in a)-part with a couple of alternative priors and reported these results or some related general conclusions briefly)\n\nNot at all\nSome analysis was provided but it was lacking or did not make sense\nSome alternative priors were tested and some sensible discussion provided\n\n\n\n\n\n\n4 Inference for the difference between normal means (3 points)\nConsider a case where the same factory has two production lines for manufacturing car windshields. Independent samples from the two production lines were tested for hardness. The hardness measurements for the two samples \\(\\mathbf{y}_1\\) and \\(\\mathbf{y}_2\\) be found in the datasets windshieldy1 and windshieldy2 in the aaltobda package.\nWe assume that the samples have unknown standard deviations \\(\\sigma_1\\) and \\(\\sigma_2\\). Use uninformative or weakly informative priors and answer the following questions:\nLoading the library and the data.\n\ndata(\"windshieldy2\")\n# The new data are now stored in the variable `windshieldy2`.\n# The below displays the first few rows of the new data:\nhead(windshieldy2)\n\n[1] 15.980 14.206 16.011 17.250 15.993 15.722\n\n\n\n\n\n\n\n\nSubtask 4.a)\n\n\n\nFormulate\n\nthe likelihood,\nthe prior, and\nthe resulting posterior.\n\n\n\nWrite your answers here!\n\n\n\n\n\n\nSubtask 4.b)\n\n\n\nWhat can you say about \\(\\mu_d = \\mu_1 - \\mu_2\\)?\n\nCompute and report the point estimate \\(E(\\mu_d|y_1, y_2)\\),\ncompute and report a posterior 95%-interval,\nplot the histogram, and\nwrite interpretation of the result in text.\n\nUse Frank Harrell’s recommendations how to state results in Bayesian two group comparison.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nWith a conjugate prior, a closed-form posterior is Student’s \\(t\\) form for each group separately (see equations in the book). You can use the rtnew() function to sample from the posterior distributions of \\(\\mu_1\\) and \\(\\mu_2\\), and use this sample to get a sample from the distribution of the difference \\(\\mu_d = \\mu_1 - \\mu_2\\).\n\n\n\nWrite your answers and code here!\n\n# Useful functions: mean(), length(), sqrt(), sum(),\n# rtnew() (from aaltobda), quantile() and hist().\n\n\n\n\n\n\n\nSubtask 4.c)\n\n\n\nGiven this specific model, what is the probability that the means are exactly the same (\\(\\mu_1 = \\mu_2\\))? Explain your reasoning.\n\n\nWrite your answers here!\n\n\n\n\n\n\nRubric\n\n\n\n\nIs source code included?\n\nNo\nYes\n\nAre the likelihood, prior and the posterior for the windshield hardness values reported? (It is also ok to refer to the book or related formulas from exercise 1)\n\nNo\nYes, but some are missing\nYes\n\nIn part a), was the simulation algorithm for computing the difference in the means presented or implemented?\n\nNo\nYes, but seems to be incorrect\nYes\n\nIn part a), was the posterior for the difference between the means summarized with point and interval estimates? (The mean should be close to and 95% posterior interval or something close to it)\n\nNo answer\nYes, but results seem incorrect or only one estimate was given\nYes, and results seem reasonable\n\nWere some analysis or discussion provided for assessing whether the means could be the same?\n\nNo analysis or explanation is given\nYes, but the analysis or explanation seems incorrect\nYes, and the analysis or explanation seems plausible\n\n\n\n\n\n\n\n\n\n\nmarkmyassignment\n\n\n\n\n\nThe following will check the functions for which markmyassignment has been set up:\n\nmark_my_assignment()\n\nError: No assignment has been set. Please use set_assignment().\n\n\n\n\n\n\n\n5 Overall quality of the report\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the report include comment on whether AI was used, and if AI was used, explanation on how it was used?\n\nNo\nYes\n\nDoes the report follow the formatting instructions?\n\nNot at all\nLittle\nMostly\nYes\n\nIn case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.\nPlease also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.", + "crumbs": [ + "Assignments", + "Assignment 3, 2023" + ] + }, + { + "objectID": "template9.html", + "href": "template9.html", + "title": "Assignment 9, 2023", + "section": "", + "text": "1 General information\nThis is for BDA 2023\nThe maximum amount of points from this assignment is 3.\nWe have prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.\n\n\n\n\n\n\nSetup\n\n\n\n\n\nWe recommend Aalto students use jupyter.cs.aalto.fi, for all others we also provide a docker container.\n\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 9 (decision analysis).\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\nInstalling and using CmdStanR:\nSee the Stan demos on how to use Stan in R (or Python). Aalto JupyterHub has working R and CmdStanR/RStan environment and is probably the easiest way to use Stan. * To use CmdStanR in Aalto JupyterHub: library(cmdstanr) set_cmdstan_path('/coursedata/cmdstan')\nThe Aalto Ubuntu desktops also have the necessary libraries installed.\nTo install Stan on your laptop, run ‘install.packages(\"cmdstanr\", repos = c(\"https://mc-stan.org/r-packages/\", getOption(\"repos\")))’ in R. If you encounter problems, see additional answers in FAQ. For Aalto students, if you don’t succeed in short amount of time, it is probably easier to use Aalto JupyterHub.\nIf you use Aalto JupyterHub, all necessary packages have been pre-installed. In your laptop, install package cmdstanr. Installation instructions on Linux, Mac and Windows can be found at https://mc-stan.org/cmdstanr/. Additional useful packages are loo, bayesplot and posterior (but you don’t need these in this assignment). For Python users, PyStan, CmdStanPy, and ArviZ packages are useful.\nStan manual can be found at https://mc-stan.org/users/documentation/. From this website, you can also find a lot of other useful material about Stan.\nIf you edit files ending .stan in RStudio, you can click “Check” in the editor toolbar to make syntax check. This can significantly speed-up writing a working Stan model.\n\n\n\n\n\n\n\n\n\nReporting accuracy\n\n\n\n\n\nFor posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).\nExample: If you estimate \\(E(\\mu) \\approx 1.234\\) with MCSE(\\(E(\\mu)\\)) = 0.01, then the true expectation is likely to be between \\(1.204\\) and \\(1.264\\), it makes sense to report \\(E(\\mu) \\approx 1.2\\).\nSee Lecture video 4.1, the chapter notes, and a case study for more information.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\nThis is the template for assignment 9. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\n\n\n\n\n\n\nSetup\n\n\n\n\n\nThe following loads several needed packages:\n\nlibrary(bayesplot)\n\nThis is bayesplot version 1.11.1.9000\n\n\n- Online documentation and vignettes at mc-stan.org/bayesplot\n\n\n- bayesplot theme set to bayesplot::theme_default()\n\n\n * Does _not_ affect other ggplot2 plots\n\n\n * See ?bayesplot_theme_set for details on theme setting\n\nlibrary(cmdstanr)\n\nThis is cmdstanr version 0.8.1.9000\n\n\n- CmdStanR documentation and vignettes: mc-stan.org/cmdstanr\n\n\n- CmdStan path: /u/77/ave/unix/.cmdstan/cmdstan-2.35.0-rc3\n\n\n- CmdStan version: 2.35.0\n\nlibrary(dplyr)\n\n\nAttaching package: 'dplyr'\n\n\nThe following objects are masked from 'package:stats':\n\n filter, lag\n\n\nThe following objects are masked from 'package:base':\n\n intersect, setdiff, setequal, union\n\nlibrary(ggplot2)\nlibrary(ggdist) # for stat_dotsinterval\nlibrary(posterior)\n\nThis is posterior version 1.6.0\n\n\n\nAttaching package: 'posterior'\n\n\nThe following object is masked from 'package:bayesplot':\n\n rhat\n\n\nThe following objects are masked from 'package:stats':\n\n mad, sd, var\n\n\nThe following objects are masked from 'package:base':\n\n %in%, match\n\nlibrary(brms)\n\nLoading required package: Rcpp\n\n\nLoading 'brms' package (version 2.21.6). Useful instructions\ncan be found by typing help('brms'). A more detailed introduction\nto the package is available through vignette('brms_overview').\n\n\n\nAttaching package: 'brms'\n\n\nThe following objects are masked from 'package:ggdist':\n\n dstudent_t, pstudent_t, qstudent_t, rstudent_t\n\n\nThe following object is masked from 'package:bayesplot':\n\n rhat\n\n\nThe following object is masked from 'package:stats':\n\n ar\n\n# Globally specfiy cmdstan backend for brms\noptions(brms.backend=\"cmdstanr\")\n# Tell brms to cache results if possible\noptions(brms.file_refit=\"on_change\")\n\n# Set more readable themes with bigger font for plotting packages\nggplot2::theme_set(theme_minimal(base_size = 14))\nbayesplot::bayesplot_theme_set(theme_minimal(base_size = 14))\n\n\n\n\nThis exercise is an example of a decision analysis (DA). In a broad context, this means optimizing over different decisions that lead to different outcomes that all have different utilities. In a Bayesian context, this means using posterior distributions to make decisions.\n\n\n2 Escaping from the chicken coop\nYou are an adult chicken living in an organic chicken commune, where life is great, if a bit boring. You have settled in comfortably, but you want something more for your offspring. Your traveling corvid friends tell you of places where chickens eat corn all day, get ferried around in mobile chicken coops to see the world or get mental stimulation by being trained humanely to perform tricks. The chicken elders have gained access to the computers of your human caretakers and have found the results of a complicated statistical analysis of the growth curves of your relatives. Because you are a chicken, you don’t care about convergence diagnostics or priors.\nYour task is to maximizes the chance of escape for your offspring.\n\n\n\n\n\n\nSubtask 2.c\n\n\n\nCompute and visualize the expected chicken weight for days 1–40 per diet, according to the model provided in the template. Do the predictions look reasonable? Why/why not?\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nTo sample a “new chicken” from the posterior, use posterior_predict with options newdata=..., allow_new_levels=TRUE, sample_new_levels=\"gaussian\", where you pass a dataframe as newdata which has a “new” chicken ID Chick and appropriate values for Time and Diet.\n\n\n\n\n\n\n\n\n\nA simple GP model\n\n\n\n\n\nThe below fits a GP model to the chicken growth curves. It may take a few minutes to fit, but you can also download the fit .rds-file and work with that fit object.\n\nfit <- brm(\n weight ~ gp(Time) + (0+Time|Diet) + (0+Time|Chick),\n data = ChickWeight,\n family = \"lognormal\",\n file=\"additional_files/assignment9/gp_chicken_fit\",\n cores = parallel::detectCores(),\n # For the template only, remove the below from your code!\n iter = 500\n)\n\nStart sampling\n\n\nRunning MCMC with 4 chains, at most 12 in parallel...\n\nChain 1 Iteration: 1 / 500 [ 0%] (Warmup) \nChain 2 Iteration: 1 / 500 [ 0%] (Warmup) \nChain 3 Iteration: 1 / 500 [ 0%] (Warmup) \nChain 4 Iteration: 1 / 500 [ 0%] (Warmup) \nChain 2 Iteration: 100 / 500 [ 20%] (Warmup) \nChain 4 Iteration: 100 / 500 [ 20%] (Warmup) \nChain 3 Iteration: 100 / 500 [ 20%] (Warmup) \nChain 1 Iteration: 100 / 500 [ 20%] (Warmup) \nChain 2 Iteration: 200 / 500 [ 40%] (Warmup) \nChain 4 Iteration: 200 / 500 [ 40%] (Warmup) \nChain 3 Iteration: 200 / 500 [ 40%] (Warmup) \nChain 2 Iteration: 251 / 500 [ 50%] (Sampling) \nChain 4 Iteration: 251 / 500 [ 50%] (Sampling) \nChain 3 Iteration: 251 / 500 [ 50%] (Sampling) \nChain 1 Iteration: 200 / 500 [ 40%] (Warmup) \nChain 2 Iteration: 350 / 500 [ 70%] (Sampling) \nChain 1 Iteration: 251 / 500 [ 50%] (Sampling) \nChain 3 Iteration: 350 / 500 [ 70%] (Sampling) \nChain 4 Iteration: 350 / 500 [ 70%] (Sampling) \nChain 2 Iteration: 450 / 500 [ 90%] (Sampling) \nChain 3 Iteration: 450 / 500 [ 90%] (Sampling) \nChain 2 Iteration: 500 / 500 [100%] (Sampling) \nChain 2 finished in 16.4 seconds.\nChain 4 Iteration: 450 / 500 [ 90%] (Sampling) \nChain 3 Iteration: 500 / 500 [100%] (Sampling) \nChain 1 Iteration: 350 / 500 [ 70%] (Sampling) \nChain 3 finished in 16.8 seconds.\nChain 4 Iteration: 500 / 500 [100%] (Sampling) \nChain 4 finished in 18.2 seconds.\nChain 1 Iteration: 450 / 500 [ 90%] (Sampling) \nChain 1 Iteration: 500 / 500 [100%] (Sampling) \nChain 1 finished in 21.8 seconds.\n\nAll 4 chains finished successfully.\nMean chain execution time: 18.3 seconds.\nTotal execution time: 21.9 seconds.\n\n\nWarning: 47 of 1000 (5.0%) transitions ended with a divergence.\nSee https://mc-stan.org/misc/warnings for details.\n\n\nWarning: 819 of 1000 (82.0%) transitions hit the maximum treedepth limit of 10.\nSee https://mc-stan.org/misc/warnings for details.\n\n\nLoading required package: rstan\n\n\nLoading required package: StanHeaders\n\n\n\nrstan version 2.35.0.9000 (Stan version 2.35.0)\n\n\nFor execution on a local, multicore CPU with excess RAM we recommend calling\noptions(mc.cores = parallel::detectCores()).\nTo avoid recompilation of unchanged Stan programs, we recommend calling\nrstan_options(auto_write = TRUE)\nFor within-chain threading using `reduce_sum()` or `map_rect()` Stan functions,\nchange `threads_per_chain` option:\nrstan_options(threads_per_chain = 1)\n\n\n\nAttaching package: 'rstan'\n\n\nThe following objects are masked from 'package:posterior':\n\n ess_bulk, ess_tail\n\nbrms::pp_check(fit, type = \"intervals_grouped\", group = \"Diet\")\n\nUsing all posterior draws for ppc type 'intervals_grouped' by default.\n\n\n\n\n\n\n\n\n\n\n\n\n\n# Useful r functions:\n# rep(..., each=...), cbind, colMeans,\n# posterior_predict(..., newdata=..., allow_new_levels=TRUE, sample_new_levels=\"gaussian\")\n# ggplot, geom_line, aes(..., group=..., color=...)\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the plot look right and is it readable? It should be quite close to the reference plot below:\nHas it been recognized that the prediction time ?\n\n\n\nYour chicken elders have been meticulously collecting data on what kind of characteristics have allowed previous chickens to escape. They have found out that both the age and the weight influence the (daily) probability of escape for a chicken:\n\nIf the chicken is too young, it is not yet mature enough to venture out into the world.\nIf the chicken is too old, it will not try to escape anymore.\nIf the chicken is small and has just the right size, it can try to squeze through a tiny crack in the fence.\nIf the chicken is big enough, it is strong enough to try to fly over the fence.\nNo matter the size, there is always a small residual probability that the chicken can escape.\n\nEvery day, chickens will try to escape if they are of the right age. Their daily escape probability \\(e(\\text{day}, \\text{weight})\\) is implemented in the daily_probability_of_escape(day, weight) function. The probability that a chicken with daily weights \\(w = (w_1,\\dots,w_N)\\) has not escaped after \\(i+1\\) days can be computed as follows: \\[\n f_{i+1} = f_i \\, (1 - e(i, w_i))\n\\] The chickenwise_probability_of_escape(weights) computes the probability that a chicken has escaped after length(weights) days.\n\n\n\n\n\n\nChickenwise probability of escape function\n\n\n\n\n\n\nbump <- function(x, loc=0, scale=1){\n xi = (x - loc) / scale\n ifelse(abs(xi) < 1, exp(-1/(1-xi^2)), 0.)\n}\ndaily_probability_of_escape <- function(day, weight){\n # Expects a day and a weight and computes the daily probability of escape\n bump(day, 30, 10) * (1e-2 + bump(weight, 200, 150)+bump(weight, 700, 150))\n}\nchickenwise_probability_of_escape <- function(weights){\n # Expects a vector of daily weights from day 1 to N and computes the probability of\n # escape at the end of the time series\n prob_of_failure = 1\n for(day in 1:length(weights)){\n prob_of_failure = prob_of_failure * (1-daily_probability_of_escape(day, weights[day]))\n }\n return(1 - prob_of_failure)\n}\n\n\n\n\n\ndays = 1:40\nweights = 1:900\nheatmap_matrix = outer(days,weights,daily_probability_of_escape)\nimage(days, weights, heatmap_matrix, xlab=\"day\", ylab=\"weight\", main=\"Daily probability of escape\")\n\n\n\n\n\n\n\nFigure 1: Daily probability of escape for a given day and weight\n\n\n\n\n\n\n\n\n\n\n\nSubtask 2.a\n\n\n\nCompute and visualize the distribution of the chickenwise probabilities of escape per diet, according to the model provided in the template.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nYou can reuse the predictions you created in the previous subtask. Work with the draws to compute the chickenwise probability of escape first, and then take the expectation!\n\n\n\n\n# Useful r functions: chickenwise_probability_of_escape (see above)\n# rep(..., each=...), apply,\n# ggplot, stat_dotsinterval\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the plot look right and is it readable? It should be quite close to the reference plot below:\n\n\n\n\n\n\n\n\n\nSubtask 2.b\n\n\n\nCompute the expected probability of escape for each diet. Why would it be wrong to compute the expected probability of escape by applying the chickenwise_probability_of_escape function in the template to the daily expected chicken weights per diet computed in subtask 2.a? How does the correctly calculated value compare to the incorrectly calculated value? Why is one higher than the other?\n\n\n\n# Useful r functions: chickenwise_probability_of_escape (see above)\n# apply, aggregate,\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDo the results look correct and have they been presented in a readable way? They should be roughly the first column below for the correct calculation and the second column below for the wrong calculation: [\n\ndiet chickenwise_loss meanwise_loss 1 0.55 0.83 2 0.57 0.67 3 0.50 0.10 4 0.52 0.15 ]{.content-hidden when-profile=“public”} * Has it been explained that the expected probability of escape depends on ? * Has it been explained that\n?\n[AND/OR\nfor some diets the “incorrect” computation (meanwise_loss) is lower because the mean growth curve (used in the incorrect meanwise_loss) “by chance” passes through the region of low probability of escape, even though due to high within-population variation most chickens’ growth curve won’t pass through that region of low probability of escape?\n(Due to a slightly misleading public rubric, either of the above answers would be sufficient)]{.content-hidden when-profile=“public”}\n\n\n\n\n3 Overall quality of the report\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the report include comment on whether AI was used, and if AI was used, explanation on how it was used?\n\nNo\nYes\n\nDoes the report follow the formatting instructions?\n\nNot at all\nLittle\nMostly\nYes\n\nIn case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.\nPlease also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.", + "crumbs": [ + "Templates", + "Assignment 9, 2023" + ] + }, + { + "objectID": "template7.html", + "href": "template7.html", + "title": "Assignment 7, 2023", + "section": "", + "text": "Warning\n\n\n\nCurrently, rendering on github is broken, such that the rendered template at https://avehtari.github.io/BDA_course_Aalto/assignments/template7.html looks weird. Rendering should however work on Aalto’s JupyterLab, but we will also try to fix rendering on github ASAP.", + "crumbs": [ + "Templates", + "Assignment 7, 2023" + ] + }, + { + "objectID": "template7.html#choosing-a-weakly-informative-prior-by-intuition", + "href": "template7.html#choosing-a-weakly-informative-prior-by-intuition", + "title": "Assignment 7, 2023", + "section": "2.1 Choosing a weakly informative prior by intuition", + "text": "2.1 Choosing a weakly informative prior by intuition\nWe will first guide you through two processes for choosing weakly informative priors which you can use in your projects as well (though, if expert knowledge is present, we encourage to use that though instead). Many definitions of weak exist, but for our purposes, we intend to set priors in this assignment which don’t overwhelm the likelihood contributions to the posterior while still exerting some amount of regularisation.\nIn the absence of additional information, we will assume that chick weights at 12 days of age (\\(w\\)) follow a normal distribution: \\[\nw\\sim\\mathcal N (\\mu,\\sigma).\n\\] Our task will be to define weakly informative priors for the mean \\(\\mu\\) given observation model standard deviation, \\(\\sigma\\) (a prior distribution for \\(\\sigma\\) will be set in after section 2).\nHere, \\(\\mu\\) represents the population mean chick weight at 12 days and \\(\\sigma\\) represents the standard-deviation of the chick weights \\(w\\) around that population mean. For this exercise, we will be specifying a normal prior for \\(\\mu\\):\n\\[\n\\mu\\sim\\mathcal N (\\mu_0,\\sigma_0).\n\\]\n\\(\\mu_0\\) represents our prior knowledge of what we believe the population weight to be and \\(\\sigma_0\\) represents our level of certainty in this belief. To specify a weakly-informative prior for \\(\\mu\\) we need to select values of \\(\\mu_0\\) and \\(\\sigma_0\\) that imply the range of plausible values that \\(\\mu\\) could take.\nWe can do this by our own intuitive prior knowledge (if such intuition exists), or by searching for external references.\nDespite the name, weakly informed priors can be quite subjective (see for more theoretical discussion here), such that some justification is always needed. For the subtasks below, you will not be graded on the accuracy or precision of your numbers, but on your justification of them. The numerical choices you make should make sense and be understandable to an external reviewer of your work (even if they may not agree with your choices).\n\n\n\n\n\n\nA word of caution on eliciting the priors below\n\n\n\n\n\nPlease note that in the below, we intend to set a prior on \\(\\mu\\) (the mean chick weight), but the intuition we ilicit is based on the weight of individual chicks. We do so to help create intuition about what the mean could be, however, it would be theoretically more accurate to ilicit priors about mean chick weights.\n\n\n\n\n\n\n\n\n\nImportant\n\n\n\nWe have made changes to the assignment text and some of the rubrics to make it clearer.\n\n\n\n\n\n\n\n\nSubtask 2.a)\n\n\n\nBased on your own past experience and estimation skills, what would you guess is a typical weight range of a fully grown chicken in grams? Justify your choice with 1-3 sentences.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nWould it make sense if a chicken weighed 1 million grams? 0.005 grams? What about a chicken that weighed more than you? More than a car? Note that is not important to have a very precise or accurate guess here, the key goal is simply to identify the range of plausible (or at least possible) values.\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.1.1 Fully grown chicken weight range by intuition\n\nDoes the chosen range meet the following common sense criteria?\n\nThe range is always above .\n\nIs the justification based on some sort of logic, even if you may disagree?\n\n\n\n\n\n\n\n\n\nSubtask 2.b\n\n\n\nAdjust this range for a 12-day old chick and choose a mean \\(\\mu_0\\) for the weakly informed prior of the parameter \\(\\mu.\\) Justify your adjustment and choice with 1-3 sentences.\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.1.2 12-day old chick weight range by intuition\n\nThe range is always above .\nIs the justification based on some sort of logic, even if you may disagree?\n\n\n\nChoosing the prior standard deviation for \\(\\mu\\) requires a little more caution; overconfident (i.e. narrow) priors can have a strong effect on your results, whereas less confident priors are more easily overcome with observed data. Given that overconfidence is a common human bias, a good intuition-based standard deviation should focus on eliminating the impossible values, rather than including the most likely values.\n\n\n\n\n\n\nSubtask 2.c\n\n\n\nChoose a conservative lower and upper bound for the weight of any 12-day old chick, with the goal to exclude impossible values. Justify your choice with 1-3 sentences.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nDepending on your choice of range above for a “typical” chick, this range excluding the impossible values should be wider.\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.1.3 Prior standard deviation by intuition\n\nDoes the chosen range meet the following common sense criteria?\n\nThe range is always above .\n\nIs the justification based on some sort of logic, even if you may disagree?\n\n\n\nA common technique to find a weakly informative prior is to have a standard deviation which is an order of magnitude (a factor of 10) larger than a plausible standard deviation of the data.\n\n\n\n\n\n\nSubtask 2.d\n\n\n\nWhat do you think is a plausible standard deviation \\(\\sigma_\\text{plausible}\\) of the weight of 12 days-old chicks, based on your ranges stated above? Under the above recommendation, what standard deviation \\(\\sigma_0\\) should you use for your prior for the mean weight \\(\\mu\\)?\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.1.3.1 Prior standard deviation by intuition\n\nDo the two standard deviations meet the following common sense criteria?\n\nBoth values are\n\nGiven the choice of mean from above, the interval \\((\\mu_0 - 3\\sigma_0, \\mu_0 + 3\\sigma_0)\\) includes .\n\n\n\n\n\n\n\n\n\nSubtask 2.e\n\n\n\nWrite down in mathematical form the final prior for the mean weight \\(\\mu\\) you found using this prior definition technique.\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.1.4 Prior by intuition\n\nDoes the final prior exist in mathematical notation?\nDoes the prior reflect the choices made above (i.e. \\(\\mu_0, \\sigma_0\\))?", + "crumbs": [ + "Templates", + "Assignment 7, 2023" + ] + }, + { + "objectID": "template7.html#choosing-a-weakly-informative-prior-using-external-references", + "href": "template7.html#choosing-a-weakly-informative-prior-using-external-references", + "title": "Assignment 7, 2023", + "section": "2.2 Choosing a weakly informative prior using external references", + "text": "2.2 Choosing a weakly informative prior using external references\nNext, we’ll use external references to pick the weakly informed prior. This technique is more general and doesn’t assume you would have prior knowledge.\n\n\n\n\n\n\nSubtask 2.f\n\n\n\nConsult a trustworthy source on the weight range of farm chickens, e.g. books, articles, a farmer friend. If the recommended values are for a fully grown chicken, make a reasonable adjustment for a 12-day old chick. What is the weight range of a 12-day old chicken? Cite your source and justify any adjustments you make to the reference range.\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.2.1 Weight range by reference\n\nDoes the reference range meet the following common sense criteria?\n\nThe range is always above .\n\nIs there a citation? If an adjustment was made, was it justified by logic, even if you disagree?\n\n\n\n\n\n\n\n\n\nSubtask 2.g\n\n\n\nBased on this reference range, what will you choose for the mean of our weakly informed prior? Justify your choice with 1-3 sentences.\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.2.2 Weight range by reference\n\nDoes the mean value meet the following common sense criteria?\n\nThe range is always above .\n\n\n\n\nNext we choose the standard deviation of the prior. We could use the same technique as before, but we’ll walk you through another common approach. Assume that \\(99.7\\%\\) of all 12-day old chicks fall into the reference range you found. Under our assumption of a normal distribution, this range will encompass values between \\(\\mu_0 \\pm 3\\sigma_0\\).\n\n\n\n\n\n\nSubtask 2.h\n\n\n\nAssuming symmetry, use the mean you chose and either the upper or lower bound \\(b\\) of your reference range to solve the correct version of the following equations to find your associated choice of \\(\\sigma_0\\): (show your work)\n\nFor upper bound \\(b_u\\): \\(Pr(\\mu_0 + 3\\sigma_0 < b_u) \\approx 0.997\\), solving for \\(\\sigma_0\\).\nFor lower bound \\(b_l\\): \\(Pr(\\mu_0 - 3\\sigma_0 > b_l) \\approx 0.997\\), solving for \\(\\sigma_0\\).\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.2.3 Prior standard deviation by reference\n\nDoes the calculated \\(\\sigma_0\\) value meet the following common sense criteria?\n\nThe value is above .\n\nDid they show their work?\n\n\n\n\n\n\n\n\n\nSubtask 2.i\n\n\n\nWrite down in mathematical form the final prior for the mean weight \\(\\mu\\) you found using this prior definition technique.\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.2.4 Prior by reference\n\nDoes the final prior exist in mathematical notation?\nDoes the prior reflect the choices made above (i.e. \\(\\mu_0, \\sigma_0\\))?", + "crumbs": [ + "Templates", + "Assignment 7, 2023" + ] + }, + { + "objectID": "template7.html#non-normal-priors", + "href": "template7.html#non-normal-priors", + "title": "Assignment 7, 2023", + "section": "2.3 Non-normal priors", + "text": "2.3 Non-normal priors\nThe previous steps all assumed we could use a prior which is normally distributed, but this may not always be the correct assumption to make.\n\n\n\n\n\n\nSubtask 2.j\n\n\n\nUnder what mathematical/statistical circumstances would a normal distributed prior not make sense? List at least one circumstance. Are there values that the normal distribution can take on which would not make sense for some types of variables?\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nConsider the nature of any variable you are trying to define a prior over.\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.3.1 Non-normal priors\n\nExample cases include variables that", + "crumbs": [ + "Templates", + "Assignment 7, 2023" + ] + }, + { + "objectID": "template7.html#modeling-diet-effects-on-chicken-weight", + "href": "template7.html#modeling-diet-effects-on-chicken-weight", + "title": "Assignment 7, 2023", + "section": "2.4 Modeling diet effects on chicken weight", + "text": "2.4 Modeling diet effects on chicken weight\nIn addition to chick weights, the data also contains a categorical variable indicating which diet the chick received. In the data file, each column contains the measurements for a single chick at a given point of time.\nIn addition to the existing diets, we are interested in the quality of another box of feed (the fifth diet), which a farmer happened to find yesterday at a dark corner of his warehouse. To read in the data and select chicks with age of 12 days, and to have a peek at the first 6 rows, just use:\n\n\n\n\n\n\nData inside, don’t peek before you have set your priors!\n\n\n\n\n\n\n\n\n\n\n\nHave you set your priors?\n\n\n\n\n\n\ndata(\"ChickWeight\")\n\nChick12 <- ChickWeight |> filter(Time == 12)\n\nhead(Chick12)\n\nGrouped Data: weight ~ Time | Chick\n weight Time Chick Diet\n1 106 12 1 1\n2 122 12 2 1\n3 115 12 3 1\n4 102 12 4 1\n5 141 12 5 1\n6 141 12 6 1\n\n\n\n\n\n\n\n\nIn the following analysis, we will model the weight of a chick at the age of 12 days. We will use the following three Gaussian models:\n\na separate model, in which each diet is modeled individually\na pooled model, in which all measurements are combined and there is no distinction between diets\na hierarchical model, which has a hierarchical structure as described in BDA3 Section 11.6\n\nAs in the model described in the book, use the same weight standard deviation \\(\\sigma\\) for all the groups in the hierarchical model. In the separate model, however, use separate weight standard deviation \\(\\sigma_d\\) for each diet \\(d\\). You should use weakly informative priors for all your models.\nThe provided Stan code below is given as an example of a separate model. Note that the author has left a comment expressing uncertainty about their prior choices. This separate model can be summarized mathematically as \\[\n\\begin{aligned}\n \\mu_{d} &\\sim \\pi(\\mu_d)&&\\text{(diet-wise mean weight),}\\\\\n \\sigma_d &\\sim \\pi(\\sigma_d)&&\\text{(diet-wise standard deviation of diet-wise chicken weights)},\\\\\n w_{i,d} &\\sim N(\\mu_d,\\sigma_d)&&\\text{(diet-wise chicken weights)}\\\\\n\\end{aligned}\n\\tag{1}\\]\nwith priors\n\\[\n\\begin{aligned}\n \\mu_{d} &\\sim N(0,10)&&\\text{(adjust this) and}\\\\\n \\sigma_d &\\sim\\mathrm{exponential}(.02)&&\\text{(you can keep this).}\n\\end{aligned}\n\\tag{2}\\]\nFor the separate and the pooled models, use one of the weakly informative priors you have derived in 2.1) or 2.2) for the diet-wise mean weights \\[\\mu_d\\sim \\pi(\\mu_d)=N(\\mu_0,\\sigma_0).\\] For the hierarchical model, remember that the parameters in the priors for the diet-wise mean weights itself have to be parameters with their own prior distributions, in our case \\[\n\\begin{aligned}\n\\mu_d &\\sim N(\\mu,\\tau)&&\\text{(diet-wise mean weights)},\\\\\n\\mu &\\sim \\pi(\\mu)&&\\text{(mean of prior for diet-wise mean weights) and}\\\\\n\\tau &\\sim \\pi(\\tau)&&\\text{(standard deviation of prior for diet-wise mean weights).}\n\\end{aligned}\n\\]\nUse the prior you have used for the diet-wise mean weights \\(\\mu_d\\) in the separate and pooled models for the prior on the mean of the prior for the diet-wise mean weights \\[\\mu \\sim \\pi(\\mu) = N(\\mu_0,\\sigma_0)\\] in the hierarchical model and use \\[\\tau \\sim \\pi(\\tau) = \\mathrm{exponential}(.02)\\] for the prior on the standard deviation of the prior for the diet-wise mean weights.\n\n\n\n\n\n\n\nSample from the posterior\n\n\n\n\n\nTo sample from the posterior using Stan, use:\n\nstan_data <- list(\n N_observations = nrow(Chick12),\n N_diets = length(unique(Chick12$Diet)),\n diet_idx = Chick12$Diet,\n weight = Chick12$weight\n)\n\nmodel_separate <- cmdstan_model(stan_file = \"additional_files/assignment7/chickens_separate.stan\")\n\n# Sampling from the posterior distribution happens here:\nfit_separate <- model_separate$sample(data = stan_data, refresh=0,\n show_messages=FALSE,\n show_exceptions=FALSE)\n\nWarning: No chains finished successfully. Unable to retrieve the fit.\n\n\nFit objects returned by the sample() method, by default print a summary of the posterior draws. These are NOT the results you would expect to turn in your report. You will need to change the priors in the code for the separate model.\n\nfit_separate\n\nError: Fitting failed. Unable to print.\n\n\nQuick model convergence check (as in assignment 6):\n\nfit_separate$cmdstan_diagnose()\n\nError: No CmdStan runs finished successfully. Unable to run bin/diagnose.\n\n\n\n\n\n\n\n\n\n\n\nSubtask 2.k\n\n\n\nDescribe the models with mathematical notation (as is done for the separate model above). Also describe in words the difference between the model and the other models.\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nAre the models described using mathematical notation and the difference to other models described in words?\n\nNo equations and no description\nDescription but no equations\nEquations but no description\nEquations and description\n\n\n\n\n\n\n\n\n\n\nSubtask 2.l\n\n\n\nImplement the models in Stan and include the code in the report. Use weakly informative priors for all of your models.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nWhen sampling from the posterior of the hierarchical model, you will very likely get a warning about divergent transitions. This tells you that the sampler is having difficulties in sampling the joint posterior and this may lead to biased inference. We will return to this in the next task.\n\n\n\nFor the figures below, we use the earlier draws for the separate model with bad priors. When you have implemented the pooled and hierarchical models, edit the code below to include draws from your model posterior into the figures.\n\n\n\n\n\n\nData preparation and sampling from the posterior\n\n\n\n\n\n\nfit_pooled <- fit_separate\nfit_hierarchical <- fit_separate\n\nBelow, we collect the corresponding posterior draws from the three models into a shared data frame using the extract_variable function. This makes plotting the posterior in a single plot easier.\n\n# Expect the same number of posterior draws from each model.\nndraws <- nrow(fit_hierarchical$sampler_diagnostics(format = \"matrix\"))\n\nError: No chains finished successfully. Unable to retrieve the sampler diagnostics.\n\n# Collect posterior draws and the model used to a data frame.\nmean_diet_4_separate = extract_variable(fit_separate, \"mean_diet[4]\")\n\nError: No chains finished successfully. Unable to retrieve the draws.\n\nmean_diet_4_pooled = extract_variable(fit_pooled, \"mean_diet[4]\")\n\nError: No chains finished successfully. Unable to retrieve the draws.\n\nmean_diet_4_hierarchical = extract_variable(fit_hierarchical, \"mean_diet[4]\")\n\nError: No chains finished successfully. Unable to retrieve the draws.\n\nposterior_mean_diet_4 <- data.frame(\n model_name = rep(c(\"Separate\", \"Pooled\", \"Hierarchical\"),\n each = ndraws),\n mean_diet_4 = c(\n mean_diet_4_separate, mean_diet_4_pooled, mean_diet_4_hierarchical\n ))\n\nError in eval(expr, envir, enclos): object 'mean_diet_4_separate' not found\n\npredicted_weight_diet_4 <- data.frame(\n model_name = rep(c(\"Separate\", \"Pooled\", \"Hierarchical\"),\n each = ndraws),\n predicted_weight = c(\n extract_variable(fit_separate, \"weight_pred\"),\n extract_variable(fit_pooled, \"weight_pred\"),\n extract_variable(fit_hierarchical, \"weight_pred\")\n ))\n\nError: No chains finished successfully. Unable to retrieve the draws.\n\n# Collect posterior draws and the model used to a long data frame.\nposterior_mean_diet_5 <- data.frame(\n model_name = rep(c(\"Separate\", \"Pooled\", \"Hierarchical\"),\n each = ndraws\n ),\n mean_diet_5 = c(\n extract_variable(fit_separate, \"mean_five\"),\n extract_variable(fit_pooled, \"mean_five\"),\n extract_variable(fit_hierarchical, \"mean_five\")\n )\n)\n\nError: No chains finished successfully. Unable to retrieve the draws.\n\n# Mean observed weight per diet, these help to compare the posteriors to data.\ndiet_means <- sapply(\n 1:4, function(diet) mean(Chick12[Chick12$Diet == diet, \"weight\"])\n)\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n2.4.1 All models\n\nIs there a related Stan implementation?\n\nNo Stan model implemented\nStan model implemented, but it seems clearly wrong or broken\nSeemingly valid Stan model implemented\n\n\n\n\n\n\n\n\n\n\nSubtask 2.m\n\n\n\nUse the provided code in the template to plot the posterior distribution of the mean of the weight measurements of the fourth diet and comment on the possible differences you observe between the models.\n\n\n\nggplot(posterior_mean_diet_4, aes(x = mean_diet_4, y = model_name)) +\n stat_dotsinterval(quantiles = 100, scale = .9) +\n vline_at(diet_means[4], size = 1, linetype = \"dashed\") +\n # Annotate the vline from above.\n annotate(\"text\", label = \"Observation mean\", x = diet_means[4] - 5, y = .7,\n hjust = \"right\", size = 6) +\n # Add title and axis labels. One line to make everything so much more clear!\n labs(\n title = \"Mean of diet 4\",\n x = \"Weight (g)\",\n y = \"Model\"\n )\n\nError in eval(expr, envir, enclos): object 'posterior_mean_diet_4' not found\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs there a comparison plotted for the posteriors of the mean of diet 4? Does it look something like the model solution plot?\n\nNo comparison plotted\nComparison plotted but it clearly differs from the example\nComparison plotted and it approximately matches the example\n\nSeparate model: Is the result for the separate model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the separate model is recognised as .\n\nPooled model: Is the result for the pooled model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the pooled model is recognised as .\n\nHierarchical model: Is the result for the hierarchical model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the hierarchical model is recognised as .\n\n\n\n\n\n\n\n\n\n\nSubtask 2.n\n\n\n\nUse the provided code in the template to plot the predictive distribution for another weight measurement from a chick having the fourth diet and comment on the possible differences you observe between the models.\n\n\n\nggplot(predicted_weight_diet_4, aes(x = predicted_weight, y = model_name)) +\n stat_dotsinterval(quantiles = 100, scale = .9) +\n vline_at(diet_means[4], size = 1, linetype = \"dashed\") +\n # Annotate the vline from above.\n annotate(\"text\", label = \"Observation mean\", x = diet_means[4] - 5, y = .7,\n hjust = \"right\", size = 6) +\n # Add title and axis labels. One line to make everything so much more clear!\n labs(\n title = \"Weigth of a chick with diet 4\",\n x = \"Weight (g)\",\n y = \"Model\"\n )\n\nError in eval(expr, envir, enclos): object 'predicted_weight_diet_4' not found\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs there a comparison plotted for the predictive distributions of the weight of a chick with diet 4? Does it look something like the model solution plot?\n\nNo comparison plotted\nComparison plotted but it clearly differs from the example\nComparison plotted and it approximately matches the example\n\nSeparate model: Is the result for the separate model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the separate model is recognised as .\n\nPooled model: Is the result for the pooled model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the pooled model is recognised as .\n\nHierarchical model: Is the result for the hierarchical model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the hierarchical model is recognised as .\n\n\n\n\n\n\n\n\n\n\nSubtask 2.o\n\n\n\nUse the provided code in the template to plot the posterior distribution of the mean of the weight measurements of a new fifth diet and comment on the possible differences you observe between the models.\n\n\n\nggplot(posterior_mean_diet_5, aes(x = mean_diet_5, y = model_name)) +\n # Draw the mean of each diet from the data as a dashed vertical line.\n vline_at(diet_means, size = .5, linetype = \"dashed\") +\n # dotsinterval gives mean, 50%, and 90% intervals + dotsplot with each dot\n # representing 1% of data (quantiles = 100).\n stat_dotsinterval(quantiles = 100, scale = .9) +\n # Annotate the vline from above.\n annotate(geom = \"text\", label = \"Means of observed diets\", y = .7, x = 100,\n hjust = \"right\", size = 5, family = \"sans\") +\n # Add title and axis labels. One line to make everything so much more clear!\n labs(title = \"Mean of a new diet\",\n x = \"Weight (g)\",\n y = \"Model\")\n\nError in eval(expr, envir, enclos): object 'posterior_mean_diet_5' not found\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs there a comparison plotted for the posterior distributions of the mean weight with a new diet? Does it look something like the model solution plot?\n\nNo comparison plotted\nComparison plotted but it clearly differs from the example\nComparison plotted and it approximately matches the example\n\nSeparate model: Is the result for the separate model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the separate model is recognised as .\nIn addition to the previous option, it is recognised that .\n\nPooled model: Is the result for the pooled model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the pooled model is recognised as .\nIn addition to the previous option, it is mentioned that .\n\nHierarchical model: Is the result for the hierarchical model discussed?\n\nThe result is not discussed.\nThere is some discussion, but it is not mentioned that .\nThe result is discussed and the hierarchical model is recognised as .\n\n\n\n\n\n\n\n\n\n\nSubtask 2.p\n\n\n\nFor each model, report the posterior expectation for the mean weight of diet 4 with a 90% credible interval.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nSee the example Stan codes in the demo Bayesian data analysis - CmdStanR demos: Comparison of \\(k\\) groups with hierarchical models for the comparison of \\(k\\) groups with and without the hierarchical structure.\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nFor the separate model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine).\n\nNo or incorrect answer\nAnswer is only partially correct\nAnswers look correct\n\nFor the pooled model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine).\n\nNo answer\nAnswer is only partially correct\nAnswer looks correct\n\nFor the hierarchical model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine).\n\nNo answer\nAnswer is only partially correct.\nAnswers look correct.", + "crumbs": [ + "Templates", + "Assignment 7, 2023" + ] + }, + { + "objectID": "assignment6.html", + "href": "assignment6.html", + "title": "Assignment 6, 2023", + "section": "", + "text": "1 General information\nThe maximum amount of points from this assignment is 6.\nThis is for BDA 2023\nWe have prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.\n\n\n\n\n\n\nSetup\n\n\n\n\n\nWe recommend Aalto students use jupyter.cs.aalto.fi, for all others we also provide a docker container.\n\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 10.\nThe reading instructions for BDA3 Chapter 11.\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\nInstalling and using CmdStanR:\nSee the Stan demos on how to use Stan in R (or Python). Aalto JupyterHub has working R and CmdStanR/RStan environment and is probably the easiest way to use Stan. * To use CmdStanR in Aalto JupyterHub: library(cmdstanr) set_cmdstan_path('/coursedata/cmdstan')\nThe Aalto Ubuntu desktops also have the necessary libraries installed.\nTo install Stan on your laptop, run ‘install.packages(\"cmdstanr\", repos = c(\"https://mc-stan.org/r-packages/\", getOption(\"repos\")))’ in R. If you encounter problems, see additional answers in FAQ. For Aalto students, if you don’t succeed in short amount of time, it is probably easier to use Aalto JupyterHub.\nIf you use Aalto JupyterHub, all necessary packages have been pre-installed. In your laptop, install package cmdstanr. Installation instructions on Linux, Mac and Windows can be found at https://mc-stan.org/cmdstanr/. Additional useful packages are loo, bayesplot and posterior (but you don’t need these in this assignment). For Python users, PyStan, CmdStanPy, and ArviZ packages are useful.\nStan manual can be found at https://mc-stan.org/users/documentation/. From this website, you can also find a lot of other useful material about Stan.\nIf you edit files ending .stan in RStudio, you can click “Check” in the editor toolbar to make syntax check. This can significantly speed-up writing a working Stan model.\n\n\n\n\n\n\n\n\n\nReporting accuracy\n\n\n\n\n\nFor posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).\nExample: If you estimate \\(E(\\mu) \\approx 1.234\\) with MCSE(\\(E(\\mu)\\)) = 0.01, then the true expectation is likely to be between \\(1.204\\) and \\(1.264\\), it makes sense to report \\(E(\\mu) \\approx 1.2\\).\nSee Lecture video 4.1, the chapter notes, and a case study for more information.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\nThis is the template for assignment 6. You can download the broken stan-file and the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\n\n\n\n\n\n\nSetup\n\n\n\n\n\nJupyterHub has all the needed packages pre-installed.\nThe following installs and loads the aaltobda package:\n\nif(!require(aaltobda)){\n install.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n library(aaltobda)\n}\n\nLoading required package: aaltobda\n\n\nThe following installs and loads the latex2exp package, which allows us to use LaTeX in plots:\n\nif(!require(latex2exp)){\n install.packages(\"latex2exp\")\n library(latex2exp)\n}\n\nLoading required package: latex2exp\n\n\nThe following installs and loads the posterior package which imports the rhat_basic() function:\n\nif(!require(posterior)){\n install.packages(\"posterior\")\n library(posterior)\n}\n\nLoading required package: posterior\n\n\nThis is posterior version 1.6.0\n\n\n\nAttaching package: 'posterior'\n\n\nThe following object is masked from 'package:aaltobda':\n\n mcse_quantile\n\n\nThe following objects are masked from 'package:stats':\n\n mad, sd, var\n\n\nThe following objects are masked from 'package:base':\n\n %in%, match\n\n\nThe following installs and loads the ggplot2 package, the bayesplot package and the dplyr package\n\nif(!require(ggplot2)){\n install.packages(\"ggplot2\")\n library(ggplot2)\n}\n\nLoading required package: ggplot2\n\nif(!require(bayesplot)){\n install.packages(\"bayesplot\")\n library(bayesplot)\n}\n\nLoading required package: bayesplot\n\n\nThis is bayesplot version 1.11.1.9000\n\n\n- Online documentation and vignettes at mc-stan.org/bayesplot\n\n\n- bayesplot theme set to bayesplot::theme_default()\n\n\n * Does _not_ affect other ggplot2 plots\n\n\n * See ?bayesplot_theme_set for details on theme setting\n\n\n\nAttaching package: 'bayesplot'\n\n\nThe following object is masked from 'package:posterior':\n\n rhat\n\nif(!require(dplyr)){\n install.packages(\"dplyr\")\n library(dplyr)\n}\n\nLoading required package: dplyr\n\n\n\nAttaching package: 'dplyr'\n\n\nThe following objects are masked from 'package:stats':\n\n filter, lag\n\n\nThe following objects are masked from 'package:base':\n\n intersect, setdiff, setequal, union\n\nif(!require(tidyr)){\n install.packages(\"tidyr\")\n library(tidyr)\n}\n\nLoading required package: tidyr\n\n# Some additional set-up to make plots legible\nggplot2::theme_set(theme_minimal(base_size = 14))\nbayesplot::bayesplot_theme_set(theme_minimal(base_size = 14))\n# register_knitr_engine()\n\nThe following installs and loads the cmdstanr package and tries to install cmdstan.\n\nif(!require(cmdstanr)){\n install.packages(\"cmdstanr\", repos = c(\"https://mc-stan.org/r-packages/\", getOption(\"repos\")))\n library(cmdstanr)\n}\n\nLoading required package: cmdstanr\n\n\nThis is cmdstanr version 0.8.1.9000\n\n\n- CmdStanR documentation and vignettes: mc-stan.org/cmdstanr\n\n\n- CmdStan path: /u/77/ave/unix/.cmdstan/cmdstan-2.35.0-rc3\n\n\n- CmdStan version: 2.35.0\n\ncmdstan_installed <- function(){\n res <- try(out <- cmdstanr::cmdstan_path(), silent = TRUE)\n !inherits(res, \"try-error\")\n}\nif(!cmdstan_installed()){\n install_cmdstan()\n}\n\n\n\n\n\n\n2 Stan warm-up: linear model of BDA retention with Stan (2 points)\nFrom 2018 to 2022, we have been keeping track of assignment submissions for the BDA course given the number of submissions for the 1st assignment. We will fit a simple linear model to answer two questions of interest:\n\nWhat is the trend of student retention as measured by assignment submissions?\nGiven the submission rates for assignments 1–8, how many students will complete the final 9th assignment (and potentially pass the course)?\n\nThe author has given you the broken Stan code below, which they intend to encode the following linear model: \\[\n\\begin{aligned}\np(\\alpha,\\beta,\\sigma) &= \\mathrm{const.}\n & \\text{(improper flat prior)}&\\text{ and}\\\\\np(y|x,\\alpha,\\beta,\\sigma) &= p_\\mathrm{normal}(y|\\alpha + \\beta x, \\sigma)\n & \\text{(normal likelihood)} &\\text{.}\n\\end{aligned}\n\\] In both the statistical model above and in the Stan model below, \\(x \\in \\mathbb{R}^N\\) and \\(y \\in \\mathbb{R}^N\\) are vectors of the covariates / predictors (the assignment number) and vectors of the observation (proportions of students who have handed in the respective assignment). \\(\\alpha \\in \\mathbb{R}\\) is the unknown scalar intercept, \\(\\beta \\in \\mathbb{R}\\) is the unknown scalar slope and \\(\\sigma \\in \\mathbb{R}_{>0}\\) is the unknown scalar observation standard deviation. The statistical model further implies \\[\np(y_\\mathrm{pred.}|x_\\mathrm{pred.},\\alpha,\\beta,\\sigma) = p_\\mathrm{normal}(y_\\mathrm{pred.}|\\alpha + \\beta x_\\mathrm{pred.}, \\sigma)\n\\] as the predictive distribution for a new observation \\(y_\\mathrm{pred.}\\) at a given new covariate value \\(x_\\mathrm{pred.}\\).\nYou can download the broken stan file from github.\n1data {\n // number of data points\n int<lower=0> N;\n // covariate / predictor\n vector[N] x;\n // observations\n vector[N] y;\n // number of covariate values to make predictions at\n int<lower=0> no_predictions;\n // covariate values to make predictions at\n vector[no_predictions] x_predictions;\n}\n2parameters {\n // intercept\n real alpha;\n // slope\n real beta;\n // the standard deviation should be constrained to be positive\n real<upper=0> sigma;\n}\n3transformed parameters {\n // deterministic transformation of parameters and data\n vector[N] mu = alpha + beta * x // linear model\n}\n4model {\n // observation model / likelihood\n y ~ normal(mu, sigma);\n}\n5generated quantities {\n // compute the means for the covariate values at which to make predictions\n vector[no_predictions] mu_pred = alpha + beta * x_predictions;\n // sample from the predictive distribution, a normal(mu_pred, sigma).\n array[no_predictions] real y_pred = normal_rng(mu, sigma);\n}\n\n1\n\nThis is Stan’s data block: “The data block is for the declaration of variables that are read in as data. […] Each variable’s value is validated against its declaration as it is read. For example, if a variable sigma is declared as real<lower=0>, then trying to assign it a negative value will raise an error. As a result, data type errors will be caught as early as possible. Similarly, attempts to provide data of the wrong size for a compound data structure will also raise an error.” For more information, follow the link.\n\n2\n\nThis is Stan’s parameters block: “The variables declared in the parameters program block correspond directly to the variables being sampled by Stan’s samplers (HMC and NUTS). From a user’s perspective, the parameters in the program block are the parameters being sampled by Stan.” For more information, follow the link.\n\n3\n\nThis is Stan’s transformed parameters block: “The transformed parameters program block consists of optional variable declarations followed by statements. After the statements are executed, the constraints on the transformed parameters are validated. Any variable declared as a transformed parameter is part of the output produced for draws.” For more information, follow the link.\n\n4\n\nThis is Stan’s model block: “The model program block consists of optional variable declarations followed by statements. The variables in the model block are local variables and are not written as part of the output. […] The statements in the model block typically define the model. This is the block in which probability (sampling notation) statements are allowed.” For more information, follow the link.\n\n5\n\nThis is Stan’s generated quantities block: “The generated quantities program block is rather different than the other blocks. Nothing in the generated quantities block affects the sampled parameter values. The block is executed only after a sample has been generated.” For more information, follow the link.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nA normal linear model is actually not the best model to use for this type of data, but we will use it here to illustrate the first step in building up to more appropriate, complicated models.\n\n\n\n\n\n\n\n\n\nSubtask 2.a\n\n\n\n\nFind the three mistakes in the code and fix them. Report the original mistakes and your fixes clearly in your report. Include the full corrected Stan code in your report. Verify that sampling was successful.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nYou may find some of the mistakes in the code using Stan syntax checker. If you copy the Stan code to a file ending .stan and open it in RStudio (you can also choose from RStudio menu File\\(\\rightarrow\\)New File\\(\\rightarrow\\)Stan file to create a new Stan file), the editor will show you some syntax errors. More syntax errors might be detected by clicking `Check’ in the bar just above the Stan file in the RStudio editor. Note that some of the errors in the presented Stan code may not be syntax errors.\n\n\n\nWrite your answers/code here!\n\nThe author runs the corrected Stan file using the following R code and plots the returned MCMC sample. Read through the code below to understand what is being plotted.\n\n\n\n\n\n\nData preparation and sampling from the posterior\n\n\n\n\n\nData assembly happens here:\n\n# These are our observations y: the proportion of students handing in each assignment (1-8),\n# sorted by year (row-wise) and assignment (column-wise).\n# While the code suggest a matrix structure,\n# the result will actually be a vector of length N = no_years * no_assignments\npropstudents<-c(c(176, 174, 158, 135, 138, 129, 126, 123)/176,\n c(242, 212, 184, 177, 174, 172, 163, 156)/242,\n c(332, 310, 278, 258, 243, 242, 226, 224)/332,\n c(301, 269, 231, 232, 217, 208, 193, 191)/301,\n c(245, 240, 228, 217, 206, 199, 191, 182)/245)\n# These are our predictors x: for each observation, the corresponding assignment number.\nassignment <- rep(1:8, 5)\n# These are in some sense our test data: the proportion of students handing in the last assignment (9),\n# sorted by year.\n# Usually, we would not want to split our data like that and instead\n# use e.g. Leave-One-Out Cross-Validation (LOO-CV, see e.g. http://mc-stan.org/loo/index.html)\n# to evaluate model performance.\npropstudents9 = c(121/176, 153/242, 218/332, 190/301, 175/245)\n# The total number of assignments\nno_assignments = 9\n# The assignment numbers for which we want to generate predictions\nx_predictions = 1:no_assignments\n# (Cmd)Stan(R) expects the data to be passed in the below format:\nmodel_data = list(N=length(assignment),\n x=assignment,\n y=propstudents,\n no_predictions=no_assignments,\n x_predictions=x_predictions)\n\nSampling from the posterior distribution happens here:\n\n# This reads the file at the specified path and tries to compile it.\n# If it fails, an error is thrown.\nretention_model = cmdstan_model(\"./additional_files/assignment6_linear_model.stan\")\n\nError in initialize(...): Assertion on 'stan_file' failed: File does not exist: './additional_files/assignment6_linear_model.stan'.\n\n# This \"out <- capture.output(...)\" construction suppresses output from cmdstanr\n# See also https://github.com/stan-dev/cmdstanr/issues/646\nout <- capture.output(\n # Sampling from the posterior distribution happens here:\n fit <- retention_model$sample(data=model_data, refresh=0, show_messages=FALSE)\n)\n\nError in eval(expr, envir, enclos): object 'retention_model' not found\n\n\nDraws postprocessing happens here:\n\n# This extracts the draws from the sampling result as a data.frame.\ndraws_df = fit$draws(format=\"draws_df\")\n\nError in eval(expr, envir, enclos): object 'fit' not found\n\n# This does some data/draws wrangling to compute the 5, 50 and 95 percentiles of\n# the mean at the specified covariate values (x_predictions).\n# It can be instructive to play around with each of the data processing steps\n# to find out what each step does, e.g. by removing parts from the back like \"|> gather(pct,y,-x)\"\n# and printing the resulting data.frame.\nmu_quantiles_df = draws_df |>\n subset_draws(variable = c(\"mu_pred\")) |>\n summarise_draws(~quantile2(.x, probs = c(0.05, .5, 0.95))) |>\n mutate(x = 1:9) |>\n pivot_longer(c(q5, q50, q95), names_to = c(\"pct\"))\n\nError in UseMethod(\"subset_draws\"): no applicable method for 'subset_draws' applied to an object of class \"function\"\n\n# Same as above, but for the predictions.\ny_quantiles_df = draws_df |>\n subset_draws(variable = c(\"y_pred\")) |>\n summarise_draws(~quantile2(.x, probs = c(0.05, .5, 0.95))) |>\n mutate(x = 1:9) |>\n pivot_longer(c(q5, q50, q95), names_to = c(\"pct\"))\n\nError in UseMethod(\"subset_draws\"): no applicable method for 'subset_draws' applied to an object of class \"function\"\n\n\n\n\n\nPlotting happens here:\n\nggplot() +\n # scatter plot of the training data:\n geom_point(\n aes(x, y, color=assignment),\n data=data.frame(x=assignment, y=propstudents, assignment=\"1-8\")\n) +\n # scatter plot of the test data:\n geom_point(\n aes(x, y, color=assignment),\n data=data.frame(x=no_assignments, y=propstudents9, assignment=\"9\")\n) +\n # you have to tell us what this plots:\n geom_line(aes(x,y=value,linetype=pct), data=mu_quantiles_df, color='grey', linewidth=1.5) +\n # you have to tell us what this plots:\n geom_line(aes(x,y=value,linetype=pct), data=y_quantiles_df, color='red') +\n # adding xticks for each assignment:\n scale_x_continuous(breaks=1:no_assignments) +\n # adding labels to the plot:\n labs(y=\"assignment submission %\", x=\"assignment number\") +\n # specifying that line types repeat:\n scale_linetype_manual(values=c(2,1,2)) +\n # Specify colours of the observations:\n scale_colour_manual(values = c(\"1-8\"=\"black\", \"9\"=\"blue\")) +\n # remove the legend for the linetypes:\n guides(linetype=\"none\")\n\nError in eval(expr, envir, enclos): object 'mu_quantiles_df' not found\n\n\n\n\n\n\n\n\nQuick check for sampling convergence\n\n\n\n\n\nIf your model is correctly implemented, sampling from the posterior distribution should have been successful. You can check whether Stan thinks that sampling succeeded by inspecting the output of the below command, which you should be able to interpret with a little help from the CmdStan User’s Guide.\n\nfit$cmdstan_diagnose()\n\nError in eval(expr, envir, enclos): object 'fit' not found\n\n\n\n\n\nBased on the above plot, answer the following questions:\n\n\n\n\n\n\nSubtask 2.b\n\n\n\n\nWhat is the solid red line plotting? What are the dashed red lines? How and why are these different from the corresponding grey lines?\nWhat is the general trend of student retention as measured by assignment submissions?\nGiven a model fitted to the submission data for assignments 1-8, does it do a good job predicting the proportion of students who submit the final 9th assignment?\nName one different modeling choice you could make to improve the prediction.\n\n\n\nWrite your answers/code here!\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the source code included?\n\nNo\nYes\n\nIs the full resulting modified Stan model code presented in the report?\n\nNo\nYes, but partially\nYes, with a few mistakes\nYes, and it is correct\n\nHas the sampling success been verified/summarized (e.g. by inspecting and summarizing the output of CmdStan’s diagnose method).\n\nNo\nYes, but partially\nYes, and it is correctly verified\n\nFix #1: Is there a fix for line .\n\nIt has not been discussed, that this line should be fixed.\nIt has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong.\nThere is a fix presented for this line, that clearly solves the problem.\n\nFix #2: Is there a fix for line .\n\nIt has not been discussed, that this line should be fixed.\nIt has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong.\nThere is a fix presented for this line, that clearly solves the problem.\n\nFix #3: Is there a fix for line .\n\nIt has not been discussed, that this line should be fixed.\nIt has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong.\nThere is a fix presented for this line, that clearly solves the problem.\n\nHave the red lines been correctly described ()?\nHave the grey lines been correctly described ()?\nHas the difference between the red and grey lines been explained ()?\nHas the student retention trend been described ()\nHas the predictive performance for the held out data been discussed and assessed satisfactorily ()?\n\nNo\nSomewhat\nYes\n\nHas at least one way to improve the model been mentioned (E.g. or )?\n\n\n\n\n\n3 Generalized linear model: Bioassay with Stan (4 points)\nReplicate the computations for the bioassay example of section 3.7 (BDA3) using Stan.\n\n\n\n\n\n\nSubtask 3.a\n\n\n\nWrite down the model for the bioassay data in Stan syntax. For instructions in reporting your implementation, you can refer to parts 2c.3 - 2c.6 in Assignment 5. Use the Gaussian prior as in Assignment 4 and 5, that is \\[\n\\begin{aligned}\n \\begin{bmatrix}\n \\alpha \\\\ \\beta\n \\end{bmatrix}\n \\sim\n \\text{N} \\left( \\mu_0, \\Sigma_0 \\right), \\qquad\n \\text{where} \\quad\n \\mu_0 = \\begin{bmatrix} 0 \\\\ 10 \\end{bmatrix} \\quad \\text{and} \\quad\n \\Sigma_0 = \\begin{bmatrix} 2^2 & 12 \\\\ 12 & 10^2 \\end{bmatrix}.\n\\end{aligned}\n\\]\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nYou will need Stan functions multi_normal and binomial_logit for implementing the prior and observation model, respectively. In Stan code, it is easiest to declare a variable (say theta) which is a two-element vector so that the first value denotes \\(\\alpha\\) and latter one \\(\\beta\\). This is because the multi_normal function that you need for implementing the prior requires a vector as an input.\n\n\n\nWrite your answers/code here!\n\ndata(\"bioassay\")\n\n\n\n\n\n\n\nSubtask 3.b\n\n\n\nUse \\(\\widehat{R}\\) for convergence analysis. You can either use Eq. (11.4) in BDA3 or the later version that can be found in a recent article. You should specify which \\(\\widehat{R}\\) you used. In R the best choice is to use function rhat_basic() or rhat() from the posterior package (see ?posterior::rhat_basic). To check \\(\\widehat{R}\\) and other diagnostics, you can also call fit$summary(), where fit is the fit object returned by Stan’s sampling function. Report the \\(\\widehat{R}\\) values both for \\(\\alpha\\) and \\(\\beta\\) and discuss the convergence of the chains. Briefly explain in your own words how to interpret the obtained \\(\\widehat{R}\\) values.\n\n\nWrite your answers/code here!\n\n\n\n\n\n\nSubtask 3.c\n\n\n\nPlot the draws for \\(\\alpha\\) and \\(\\beta\\) (scatter plot) and include this plot in your report. You can compare the results to Figure 3.3b in BDA3 to verify that your code gives sensible results. Notice though that the results in Figure 3.3b are generated from posterior with a uniform prior, so even when your algorithm works perfectly, the results will look slightly different (although fairly similar).\n\n\nWrite your answers/code here!\n\n\n\n\n\n\nSubtask 3.d\n\n\n\nTo develop the course and provide feedback to Stan developers, we collect information on which Stan setup you used and whether you had any problems in setting it up or using it. Please report,\n\nOperating system (Linux, Mac, Windows) or jupyter.cs.aalto.fi?\nProgramming environment used: R or Python?\nInterface used: RStan, CmdStanR, PyStan, or CmdStanPy?\nDid you have installation or compilation problems? Did you try first installing locally, but switched to jupyter.cs.aalto.fi?\nIn addition of these you can write what other things you found out difficult (or even frustrating) when making this assignment with Stan.\n\n\n\nWrite your answers/code here!\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the Stan model code included?\n\nNo\nYes\n\nDoes the implemented Stan-model seem to be working?\n\nNo implementation\nModel implemented but results not visualized/reported\nModel implemented, but the results seem weird\nModel seems to work correctly\n\nAre the R_hat-values reported (potential scale reduction factor, Eq. (11.4) in the BDA3)?\n\nNo\nYes, but only for alpha or beta\nYes, single values both for alpha and beta\n\nIs the interpretation of R_hat values correct ()?\n\nNo interpretation or discussion about the R_hat-values, or conclusions clearly wrong\nSomewhat correct\nInterpretation correct\n\nDoes the report contain a scatter plot about the draws? Do the results look reasonable, that is, roughly like in the Figure below ?\n\nNo plot included\nPlot included, but the results do not look like in the figure above\nPlot included, and the results look roughly like in the figure above\n\nDoes the report contain description of Stan setup used and whether there were any problems in setting it up or using it?\n\nNo\nYes\n\nEven if the Stan model code is correct, there might be ways to give improve the layout or write the model in more elegant ways. This optional feedback box can be used to give additional suggestions for better Stan code.\n\n\n\n\n\n4 Overall quality of the report\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the report include comment on whether AI was used, and if AI was used, explanation on how it was used?\n\nNo\nYes\n\nDoes the report follow the formatting instructions?\n\nNot at all\nLittle\nMostly\nYes\n\nIn case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.\nPlease also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.", + "crumbs": [ + "Assignments", + "Assignment 6, 2023" + ] + }, + { + "objectID": "assignment5.html", + "href": "assignment5.html", + "title": "Assignment 5, 2023", + "section": "", + "text": "1 General information\nThis is for BDA 2023\nThis assignment is related to Lecture 5 and Chapters 10 and 11.\nThe maximum amount of points from this assignment is 6.\nWe have prepared a *quarto template specific to this assignment (html, qmd, pdf)** to help you get started.\nIf you are not using JupyterHub (which has all the needed packages pre-installed), and want to make the assignment on your own computer, you may use a docker container that includes all the necessary software packages, too.\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 10.\nThe reading instructions for BDA3 Chapter 11.\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\n\n\n\n\n\n\n\n\n\nReporting accuracy\n\n\n\n\n\nFor posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).\nExample: If you estimate \\(E(\\mu) \\approx 1.234\\) with MCSE(\\(E(\\mu)\\)) = 0.01, then the true expectation is likely to be between \\(1.204\\) and \\(1.264\\), it makes sense to report \\(E(\\mu) \\approx 1.2\\).\nSee Lecture video 4.1, the chapter notes, and a case study for more information.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\n\n\n\n\n\n\nSetup\n\n\n\n\n\nThis is the template for assignment 5. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\nThe following will set-up markmyassignment to check your functions at the end of the notebook:\n\nif(!require(markmyassignment)){\n install.packages(\"markmyassignment\")\n library(markmyassignment)\n}\n\nLoading required package: markmyassignment\n\nassignment_path = paste(\"https://github.com/avehtari/BDA_course_Aalto/\",\n\"blob/master/assignments/tests/assignment5.yml\", sep=\"\")\nset_assignment(assignment_path)\n\nError in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).\n\n\nThe following installs and loads the aaltobda package:\n\nif(!require(aaltobda)){\n install.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n library(aaltobda)\n}\n\nLoading required package: aaltobda\n\n\nThe following installs and loads the latex2exp package, which allows us to use LaTeX in plots:\n\nif(!require(latex2exp)){\n install.packages(\"latex2exp\")\n library(latex2exp)\n}\n\nLoading required package: latex2exp\n\n\nThe following installs and loads the posterior package which imports the rhat_basic() function:\n\nif(!require(posterior)){\n install.packages(\"posterior\")\n library(posterior)\n}\n\nLoading required package: posterior\n\n\nThis is posterior version 1.6.0\n\n\n\nAttaching package: 'posterior'\n\n\nThe following object is masked from 'package:aaltobda':\n\n mcse_quantile\n\n\nThe following objects are masked from 'package:stats':\n\n mad, sd, var\n\n\nThe following objects are masked from 'package:base':\n\n %in%, match\n\n\nThe following installs and loads the ggplot2 package and the bayesplot package\n\nif(!require(ggplot2)){\n install.packages(\"ggplot2\")\n library(ggplot2)\n}\n\nLoading required package: ggplot2\n\nif(!require(bayesplot)){\n install.packages(\"bayesplot\")\n library(bayesplot)\n}\n\nLoading required package: bayesplot\n\n\nThis is bayesplot version 1.11.1.9000\n\n\n- Online documentation and vignettes at mc-stan.org/bayesplot\n\n\n- bayesplot theme set to bayesplot::theme_default()\n\n\n * Does _not_ affect other ggplot2 plots\n\n\n * See ?bayesplot_theme_set for details on theme setting\n\n\n\nAttaching package: 'bayesplot'\n\n\nThe following object is masked from 'package:posterior':\n\n rhat\n\n\n\n\n\n\n\n2 Generalized linear model: Bioassay model with Metropolis algorithm\nMetropolis algorithm: Replicate the computations for the bioassay example of BDA3 Section 3.7 using the Metropolis algorithm. The Metropolis algorithm is described in BDA3 Chapter 11.2. More information on the bioassay data can be found in Section 3.7 in BDA3, and in Chapter 3 notes.\n\n\n\n\n\n\nSubtask 2.a)\n\n\n\nImplement the Metropolis algorithm as an R function for the bioassay data. Use the Gaussian prior as in Assignment 4, that is \\[\n\\begin{aligned}\n \\begin{bmatrix}\n \\alpha \\\\ \\beta\n \\end{bmatrix}\n \\sim\n \\text{N} \\left( \\mu_0, \\Sigma_0 \\right), \\qquad\n \\text{where} \\quad\n \\mu_0 = \\begin{bmatrix} 0 \\\\ 10 \\end{bmatrix} \\quad \\text{and} \\quad\n \\Sigma_0 = \\begin{bmatrix} 2^2 & 12 \\\\ 12 & 10^2 \\end{bmatrix}.\n\\end{aligned}\n\\]\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nCompute with log-densities. Reasons are explained on BDA3 page 261 and Lecture video 4.1. Remember that \\(p_1/p_0=\\exp(\\log(p_1)-\\log(p_0))\\). For your convenience we have provided functions that will evaluate the log-likelihood for given \\(\\alpha\\) and \\(\\beta\\) (see bioassaylp() in the aaltobda package). Notice that you still need to add the prior yourself and remember the unnormalized log posterior is simply the sum of log-likelihood and log-prior. For evaluating the log of the Gaussian prior you can use the function dmvnorm from package aaltobda.\nUse a simple (normal) proposal distribution. Example proposals are \\(\\alpha^* \\sim N(\\alpha_{t-1}, \\sigma = 1)\\) and \\(\\beta^* \\sim N(\\beta_{t-1}, \\sigma = 5)\\). There is no need to try to find optimal proposal but test some different values for the jump scale (\\(\\sigma\\)). Remember to report the one you used. Efficient proposals are discussed in BDA3 p. 295–297 (not part of the course). In real-life a pre-run could be made with an automatic adaptive control to adapt the proposal distribution.\n\n\n\nWrite your answers/code here!\n\n# Useful functions: runif, rnorm\n# bioassaylp, dmvnorm (from aaltobda)\n\ndata(\"bioassay\")\n# Start by implementing a function called `density_ratio` to\n# compute the density ratio function, $r$ in Eq. (11.1) in BDA3:\ndensity_ratio <- function(alpha_propose, alpha_previous, beta_propose, beta_previous, x, y, n){\n # Do computation here, and return as below.\n # Below are the correct return values for two different calls of this function:\n\n # alpha_propose = 1.89, alpha_previous = 0.374,\n # beta_propose = 24.76, beta_previous = 20.04,\n # x = bioassay$x, y = bioassay$y, n = bioassay$n\n 1.305179\n\n # alpha_propose = 0.374, alpha_previous = 1.89,\n # beta_propose = 20.04, beta_previous = 24.76,\n # x = bioassay$x, y = bioassay$y, n = bioassay$n\n 0.7661784\n ### {.content-hidden when-profile=\"public\"}\n prior_mean = c(0, 10)\n prior_sigma = cbind(c(4, 12), c(12, 100))\n exp(\n bioassaylp(alpha_propose, beta_propose, x, y, n)\n - bioassaylp(alpha_previous, beta_previous, x, y, n)\n + dmvnorm(c(alpha_propose, beta_propose), prior_mean, prior_sigma, TRUE)\n - dmvnorm(c(alpha_previous, beta_previous), prior_mean, prior_sigma, TRUE)\n )\n ###\n}\n# Then implement a function called `metropolis_bioassay()` which\n# implements the Metropolis algorithm using the `density_ratio()`:\nmetropolis_bioassay <- function(alpha_initial, beta_initial, alpha_sigma, beta_sigma, no_draws, x, y, n){\n # Do computation here, and return as below.\n # Below are \"wrong\" values (unlikely to actually occur)\n # in the \"correct\" format (such that they work with the plotting functions further down).\n data.frame(\n alpha=c(alpha_initial, alpha_initial+alpha_sigma, alpha_initial-alpha_sigma),\n beta=c(beta_initial, beta_initial+beta_sigma, beta_initial-beta_sigma)\n )\n ### {.content-hidden when-profile=\"public\"}\n alpha_previous = alpha_initial\n beta_previous = beta_initial\n alpha_rv = c()\n beta_rv = c()\n for(draw in 1:no_draws){\n alpha_propose = rnorm(1, alpha_previous, alpha_sigma)\n beta_propose = rnorm(1, beta_previous, beta_sigma)\n if(runif(1) < density_ratio(alpha_propose, alpha_previous, beta_propose, beta_previous, x, y, n)){\n alpha_previous = alpha_propose\n beta_previous = beta_propose\n }\n alpha_rv = c(alpha_rv, alpha_previous)\n beta_rv = c(beta_rv, beta_previous)\n }\n data.frame(alpha=alpha_rv, beta=beta_rv)\n ###\n}\ndf = metropolis_bioassay(0, 0, 1, 1, 1000, bioassay$x, bioassay$y, bioassay$n)\n\n\n\n\n\n\n\nSubtask 2.b)\n\n\n\nInclude in the report the following:\n\nDescribe in your own words in one paragraph the basic idea of the Metropolis algorithm (see BDA3 Section 11.2, and Lecture video 5.1).\nThe proposal distribution (related to jumping rule) you used. Describe briefly in words how you chose the final proposal distribution you used for the reported results.\nThe initial points of your Metropolis chains (or the explicit mechanism for generating them).\nReport the chain length or the number of iterations for each chain. Run the simulations long enough for approximate convergence (see BDA Section 11.4, and Lecture 5.2).\nReport the warm-up length (see BDA Section 11.4, and Lecture 5.2).\nThe number of Metropolis chains used. It is important that multiple Metropolis chains are run for evaluating convergence (see BDA Section 11.4, and Lecture 5.2).\nPlot all chains for \\(\\alpha\\) in a single line-plot. Overlapping the chains in this way helps in visually assessing whether chains have converged or not.\nDo the same for \\(\\beta\\).\n\n\n\nWrite your answers/code here!\nHave a look at bayesplot trace plot examples and tune your plot if wanted/needed. Don’t forget to include a title/caption/description.\nThe below example plot only includes a single chain, but your report should include a plot with multiple chains overlayed!\n\n# Useful functions: mcmc_trace (from bayesplot)\nmcmc_trace(df, pars=c(\"alpha\", \"beta\"))\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nSubtask 2.c)\n\n\n\nIn complex scenarios, visual assessment is not sufficient and \\(\\widehat{R}\\) is a more robust indicator of convergence of the Markov chains. Use \\(\\widehat{R}\\) for convergence analysis. You can either use Eq. (11.4) in BDA3 or the more recent version described in the article Rank-normalization, folding, and localization: An improved \\(\\widehat{R}\\) for assessing convergence of MCMC. You should specify which \\(\\widehat{R}\\) you used. In R the best choice is to use function rhat_basic() from the package posterior (this function implements the version described in the above mentioned article). Remember to remove the warm-up sample before computing \\(\\widehat{R}\\). Report the \\(\\widehat{R}\\) values for \\(\\alpha\\) and \\(\\beta\\) separately. Report the values for the proposal distribution you finally used.\n\nDescribe briefly in your own words the basic idea of \\(\\widehat{R}\\) and how to to interpret the obtained \\(\\widehat{R}\\) values.\nTell whether you obtained good \\(\\widehat{R}\\) with first try, or whether you needed to run more iterations or how did you modify the proposal distribution.\n\n\n\nWrite your answers/code here!\n\n# Useful functions: rhat_basic (from posterior)\n\n\n\n\n\n\n\nSubtask 2.d)\n\n\n\nPlot the draws for \\(\\alpha\\) and \\(\\beta\\) (scatter plot) and include this plot in your report. You can compare the results to BDA3 Figure 3.3b to verify that your code gives sensible results. Notice though that the results in Figure 3.3b are generated from the posterior with a uniform prior, so even when if your algorithm works perfectly, the results will look slightly different (although fairly similar).\n\n\nWrite your answers/code here!\nHave a look at bayesplot scatter plot examples and tune your plot if wanted/needed. Don’t forget to include a title/caption/description.\n\n# Useful functions: mcmc_scatter (from bayesplot)\nmcmc_scatter(df, pars=c(\"alpha\", \"beta\"))\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the implementation of density_ratio function included ?\n\nNo\nYes\n\nIs the implementation of metropolis_bioassay function included ?\n\nNo\nYes\n\n2 a) Is the brief description of Metropolis-Hastings algorithm included (and it’s not complete nonsense)? Provide also a brief comment on how clear you think that description is (and potentially mention errors if you see them).\n\nNo\nYes\n\n2 b) Is the proposal/jumping distribution reported?\n\nNo\nYes\n\n2 c) Are the starting points or the mechanism how they are generated reported?\n\nNo\nYes\n\n2 d) Is the number of draws per chain reported?\n\nNo\nYes\n\n2 e) Is the warm-up length reported?\n\nNo\nYes\n\n2 f) Is the number of chains reported?\n\nNo\nYes\n\n2 g) and 2 h) Are line plots of the chains included? (Separate plots for alpha and beta)\n\nNo plots are included\nYes, but both plots are in a single figure, or the plots are scatter plots (scatter plots aren’t useful for visual convergence evaluation).\nYes, but only a plot for alpha or beta is included.\nYes, separate line plots for both alpha and beta are included.\n\nIs there a discussion on the convergence of the chains?\n\nNo discussion on convergence.\nYes, but the discussion is not convincing.\nYes, discussed in the report.\n\nIs it mentioned which implementation of Rhat is used? Two possible ways to compute R-hat would be:\n\n\n\n\nIt is OK as long as it is mentioned (or evident from the code) which of the above is used.\n\nNo\nYes\n\nIs the brief description of Rhat included (and it’s not complete nonsense)? Provide also a brief comment on how clear you think that description is (and potentially mention errors if you see them).\n\nNo\nYes\n\nAre the Rhat-values for alpha and beta reported?\n\nNo\nYes, but incorrectly computed\nYes, but computed separately for each chain\nYes, but only for alpha or beta\nYes, single values both for alpha and beta\n\nIs the interpretation of R-hat values correct ()?\n\nNo interpretation or discussion about the R-hat values, or conclusions clearly wrong\nInterpretation somewhat correct\nInterpretation correct\n\nDoes the report contain a scatter plot about the draws? Do the results look reasonable, that is, roughly like in the Figure below ?\n\nNo plot included\nPlot included, but the results do not look like in the figure above\nPlot included, and the results look roughly like in the figure above\n\n\n\n\n\n\n\n\n\n\nmarkmyassignment\n\n\n\n\n\nThe following will check the functions for which markmyassignment has been set up:\n\nmark_my_assignment()\n\nError: No assignment has been set. Please use set_assignment().\n\n\n\n\n\n\n\n3 Overall quality of the report\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the report include comment on whether AI was used, and if AI was used, explanation on how it was used?\n\nNo\nYes\n\nDoes the report follow the formatting instructions?\n\nNot at all\nLittle\nMostly\nYes\n\nIn case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.\nPlease also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.", + "crumbs": [ + "Assignments", + "Assignment 5, 2023" + ] + }, + { + "objectID": "template4.html", + "href": "template4.html", + "title": "Assignment 4, 2023", + "section": "", + "text": "1 General information\nThis is for BDA 2023\nThis assignment is related to Lecture 4 and Chapters 3 and 10.\nThe maximum amount of points from this assignment is 6.\nWe have prepared a quarto template specific for this assignment (html, qmd, pdf) to help you get started.\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 3.\nThe reading instructions for BDA3 Chapter 10.\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\n\n\n\n\n\n\n\n\n\nReporting accuracy\n\n\n\n\n\nFor posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).\nExample: If you estimate \\(E(\\mu) \\approx 1.234\\) with MCSE(\\(E(\\mu)\\)) = 0.01, then the true expectation is likely to be between \\(1.204\\) and \\(1.264\\), it makes sense to report \\(E(\\mu) \\approx 1.2\\).\nSee Lecture video 4.1, the chapter notes, and a case study for more information.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\n\n\n\n\n\n\nSetup\n\n\n\n\n\nThis is the template for assignment 4. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\nThe following will set-up markmyassignment to check your functions at the end of the notebook:\n\nif(!require(markmyassignment)){\n install.packages(\"markmyassignment\")\n library(markmyassignment)\n}\n\nLoading required package: markmyassignment\n\nassignment_path = paste(\"https://github.com/avehtari/BDA_course_Aalto/\",\n\"blob/master/assignments/tests/assignment4.yml\", sep=\"\")\nset_assignment(assignment_path)\n\nError in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).\n\n\nThe following installs and loads the aaltobda package:\n\nif(!require(aaltobda)){\n install.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n library(aaltobda)\n}\n\nLoading required package: aaltobda\n\n\nThe following installs and loads the latex2exp package, which allows us to use LaTeX in plots:\n\nif(!require(latex2exp)){\n install.packages(\"latex2exp\")\n library(latex2exp)\n}\n\nLoading required package: latex2exp\n\n\n\n\n\n\n\n2 Bioassay model\nIn this exercise, you will use a dose-response relation model that is used in BDA3 Section 3.7 and in the chapter reading instructions. The used likelihood is the same, but instead of uniform priors, we will use a bivariate normal distribution as the joint prior distribution of the parameters \\(\\alpha\\) and \\(\\beta\\).\nIn the prior distribution for \\((\\alpha,\\beta)\\), the marginal distributions are \\(\\alpha \\sim N(0,2^2)\\) and \\(\\beta \\sim N(10,10^2)\\), and the correlation between them is \\(\\mathrm{corr}(\\alpha, \\beta)=0.6\\).\n\n\n\n\n\n\nSubtask 2.a)\n\n\n\nReport the mean (vector of two values) and covariance (two by two matrix) of the bivariate normal distribution.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nThe mean and covariance of the bivariate normal distribution are a length–\\(2\\) vector and a \\(2 \\times 2\\) matrix. The elements of the covariance matrix can be computed using the relation of correlation and covariance.\n\n\n\nYou are given 4000 independent draws from the posterior distribution of the model in the dataset bioassay_posterior in the aaltobda package.\n\n\n\n\n\n\nSubtask 2.b)\n\n\n\nReport\n\nthe mean as well as\n5 \\(\\%\\) and 95 \\(\\%\\) quantiles separately\n\nfor both\n\n\\(\\alpha\\) and\n\\(\\beta\\).\n\nReport also the Monte Carlo standard errors (MCSEs) for the mean and quantile estimates and explain in text what does Monte Carlo standard error mean and how you decided the number of digits to show.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nThe answer is graded as correct only if the number of digits reported is correct. The number of significant digits can be different for the mean and quantile estimates. In some other cases, the number of digits reported can be less than MCSE allows for practical reasons as discussed in the lecture.\nHint:\nQuantiles can be computed with the quantile function. With \\(S\\) draws, the MCSE for \\(\\text{E}[\\theta]\\) is \\(\\sqrt{\\text{Var} [\\theta]/S}\\). MCSE for the quantile estimates can be computed with the mcse_quantile function from the aaltobda package.\n\n\n\nLoading the library and the data.\n\n# Useful functions: quantile()\n# and mcse_quantile() (from aaltobda)\n\ndata(\"bioassay_posterior\")\n# The 4000 draws are now stored in the variable `bioassay_posterior`.\n# The below displays the first rows of the data:\nhead(bioassay_posterior)\n\n alpha beta\n1 -0.02050577 10.032841\n2 1.21738518 4.504546\n3 3.04829407 16.239424\n4 1.32272770 4.924268\n5 1.36274817 12.880561\n6 1.08593225 5.943731\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nAre the mean and covariance of the prior in a) reported? The correct answers are :\n\nNot reported\nYes, but they are not correct\nYes, and they are correct\n\nAre the means and their MCSEs of alpha and beta in b) reported? Note that the number of digits reported for the means must follow the rule given in the assignment. The correct answers are alpha: mean and beta: mean .\n\nNot reported\nYes, but one or both means are incorrect\nYes, and the means are correct\n\nAre the quantiles and their MCSEs of alpha and beta in b) reported? Note that the number of digits reported for the quantiles must follow the rule given in the assignment. The correct answers are alpha: 5% quantile and beta: 5% quantile , 95% quantile .\n\nNot reported\nYes, but one or more quantiles are incorrect\nYes, and the quantiles are correct\n\n\n\n\n\n\n3 Importance sampling\nNow we discard our posterior draws and switch to importance sampling.\n\n\n\n\n\n\nSubtask 3.c)\n\n\n\nImplement a function for computing the log importance ratios (log importance weights) when the importance sampling target distribution is the posterior distribution, and the proposal distribution is the prior distribution from a). Explain in words why it’s better to compute log ratios instead of ratios.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nNon-log importance ratios are given by equation (10.3) in the course book. The fact that our proposal distribution is the same as the prior distribution makes this task easier. The logarithm of the likelihood can be computed with the bioassaylp function from the aaltobda package. The data required for the likelihood can be loaded with data(\"bioassay\").\n\n\n\n\n# Useful functions: bioassaylp (from aaltobda)\nalpha_test = c(1.896, -3.6, 0.374, 0.964, -3.123, -1.581)\nbeta_test = c(24.76, 20.04, 6.15, 18.65, 8.16, 17.4)\n\n\nlog_importance_weights <- function(alpha, beta) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n c(-8.95, -23.47, -6.02, -8.13, -16.61, -14.57)\n}\n\n\n\n\n\n\n\nSubtask 3.d)\n\n\n\nImplement a function for computing normalized importance ratios from the unnormalized log ratios in c). In other words, exponentiate the log ratios and scale them such that they sum to one. Explain in words what is the effect of exponentiating and scaling so that sum is one.\n\n\n\nnormalized_importance_weights <- function(alpha, beta) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n c(0.045, 0.000, 0.852, 0.103, 0.000, 0.000)\n}\n\n\n\n\n\n\n\nSubtask 3.e)\n\n\n\nSample 4000 draws of \\(\\alpha\\) and \\(\\beta\\) from the prior distribution from a). Compute and plot a histogram of the 4000 normalized importance ratios. Use the functions you implemented in c) and d).\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nUse the function rmvnorm from the aaltobda package for sampling.\n\n\n\nWrite your answers and code here!\n\n\n\n\n\n\nSubtask 3.f)\n\n\n\nUsing the importance ratios, compute the importance sampling effective sample size \\(S_{\\text{eff}}\\) and report it.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nEquation (10.4) in the course book.\nBDA3 1st (2013) and 2nd (2014) printing have an error for \\(\\tilde{w}(\\theta^s)\\) used in the effective sample size equation (10.4). The normalized weights equation should not have the multiplier S (the normalized weights should sum to one). The later printings, the online version, and the slides have the correct equation.\n\n\n\n\nS_eff <- function(alpha, beta) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n 1.354\n}\n\n\n\n\n\n\n\nSubtask 3.g)\n\n\n\nExplain in your own words what the importance sampling effective sample size represents. Also explain how the effective sample size is seen in the histogram of the weights that you plotted in e).\n\n\n\n\n\n\n\n\nSubtask 3.h)\n\n\n\nImplement a function for computing the posterior mean using importance sampling, and compute the mean using your 4000 draws. Explain in your own words the computation for importance sampling. Report the means for \\(\\alpha\\) and \\(\\beta\\), and also the Monte Carlo standard errors (MCSEs) for the mean estimates. Report the number of digits for the means based on the MCSEs.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nThe values below are only a test case, you need to use 4000 draws for \\(\\alpha\\) and \\(\\beta\\) in the final report.\nUse the same equation for the MCSE of \\(\\text{E}[\\theta]\\) as earlier (\\(\\sqrt{\\text{Var} [\\theta]/S}\\)), but now replace \\(S\\) with \\(S_{\\text{eff}}\\). To compute \\(\\text{Var} [\\theta]\\) with importance sampling, use the identity \\(\\text{Var}[\\theta] = \\text{E}[\\theta^2] - \\text{E}[\\theta]^2\\).\n\n\n\n\nposterior_mean <- function(alpha, beta) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n c(0.503, 8.275)\n}\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the source code for the function in c) reported?\n\nNo\nYes\n\nIs the source code for the function in d) reported?\n\nNo\nYes\n\nDoes the histogram in e) look something like this figure? If it is evident that the normalized importance ratios are computed correctly, but the prior was incorrect, you can still grade “Reported and looks similar”.\n\nNot reported\nReported, but looks different\nReported and looks similar\n\nIs the effective sample size in f) reported? The correct range for the effective sample size is between . However, if it is evident that the effective sample size is computed correctly, but the prior was incorrect, you can still grade “Yes, and it is correct”.\n\nNo\nYes, but it is not correct\nYes, and it is correct\n\nThe correct explanation for g) is roughly the following: \nWhat is the connection between S_eff and the histogram of weights: How is the answer?\n\nTotally wrong/has not tried\nSomething is a bit wrong\nExplanation is sensible\n\nIs the source code for the function in h) reported?\n\nNo\nYes\n\nAre the means and their MCSEs of alpha and beta in h) reported? Note that the number of digits reported for the means must follow the rule given in the assignment. The correct answers should be close to these: alpha: mean\n\nNot reported\nYes, but they are incorrect\nYes, and they are correct\n\n\n\n\n\n\n\n\n\n\nmarkmyassignment\n\n\n\n\n\nThe following will check the functions for which markmyassignment has been set up:\n\nmark_my_assignment()\n\nError: No assignment has been set. Please use set_assignment().\n\n\n\n\n\n\n\n4 Overall quality of the report\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the report include comment on whether AI was used, and if AI was used, explanation on how it was used?\n\nNo\nYes\n\nDoes the report follow the formatting instructions?\n\nNot at all\nLittle\nMostly\nYes\n\nIn case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.\nPlease also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.", + "crumbs": [ + "Templates", + "Assignment 4, 2023" + ] + }, + { + "objectID": "template6.html", + "href": "template6.html", + "title": "Assignment 6, 2023", + "section": "", + "text": "1 General information\nThe maximum amount of points from this assignment is 6.\nThis is for BDA 2023\nWe have prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.\n\n\n\n\n\n\nSetup\n\n\n\n\n\nWe recommend Aalto students use jupyter.cs.aalto.fi, for all others we also provide a docker container.\n\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 10.\nThe reading instructions for BDA3 Chapter 11.\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\nInstalling and using CmdStanR:\nSee the Stan demos on how to use Stan in R (or Python). Aalto JupyterHub has working R and CmdStanR/RStan environment and is probably the easiest way to use Stan. * To use CmdStanR in Aalto JupyterHub: library(cmdstanr) set_cmdstan_path('/coursedata/cmdstan')\nThe Aalto Ubuntu desktops also have the necessary libraries installed.\nTo install Stan on your laptop, run ‘install.packages(\"cmdstanr\", repos = c(\"https://mc-stan.org/r-packages/\", getOption(\"repos\")))’ in R. If you encounter problems, see additional answers in FAQ. For Aalto students, if you don’t succeed in short amount of time, it is probably easier to use Aalto JupyterHub.\nIf you use Aalto JupyterHub, all necessary packages have been pre-installed. In your laptop, install package cmdstanr. Installation instructions on Linux, Mac and Windows can be found at https://mc-stan.org/cmdstanr/. Additional useful packages are loo, bayesplot and posterior (but you don’t need these in this assignment). For Python users, PyStan, CmdStanPy, and ArviZ packages are useful.\nStan manual can be found at https://mc-stan.org/users/documentation/. From this website, you can also find a lot of other useful material about Stan.\nIf you edit files ending .stan in RStudio, you can click “Check” in the editor toolbar to make syntax check. This can significantly speed-up writing a working Stan model.\n\n\n\n\n\n\n\n\n\nReporting accuracy\n\n\n\n\n\nFor posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).\nExample: If you estimate \\(E(\\mu) \\approx 1.234\\) with MCSE(\\(E(\\mu)\\)) = 0.01, then the true expectation is likely to be between \\(1.204\\) and \\(1.264\\), it makes sense to report \\(E(\\mu) \\approx 1.2\\).\nSee Lecture video 4.1, the chapter notes, and a case study for more information.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\nThis is the template for assignment 6. You can download the broken stan-file and the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\n\n\n\n\n\n\nSetup\n\n\n\n\n\nJupyterHub has all the needed packages pre-installed.\nThe following installs and loads the aaltobda package:\n\nif(!require(aaltobda)){\n install.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n library(aaltobda)\n}\n\nLoading required package: aaltobda\n\n\nThe following installs and loads the latex2exp package, which allows us to use LaTeX in plots:\n\nif(!require(latex2exp)){\n install.packages(\"latex2exp\")\n library(latex2exp)\n}\n\nLoading required package: latex2exp\n\n\nThe following installs and loads the posterior package which imports the rhat_basic() function:\n\nif(!require(posterior)){\n install.packages(\"posterior\")\n library(posterior)\n}\n\nLoading required package: posterior\n\n\nThis is posterior version 1.6.0\n\n\n\nAttaching package: 'posterior'\n\n\nThe following object is masked from 'package:aaltobda':\n\n mcse_quantile\n\n\nThe following objects are masked from 'package:stats':\n\n mad, sd, var\n\n\nThe following objects are masked from 'package:base':\n\n %in%, match\n\n\nThe following installs and loads the ggplot2 package, the bayesplot package and the dplyr package\n\nif(!require(ggplot2)){\n install.packages(\"ggplot2\")\n library(ggplot2)\n}\n\nLoading required package: ggplot2\n\nif(!require(bayesplot)){\n install.packages(\"bayesplot\")\n library(bayesplot)\n}\n\nLoading required package: bayesplot\n\n\nThis is bayesplot version 1.11.1.9000\n\n\n- Online documentation and vignettes at mc-stan.org/bayesplot\n\n\n- bayesplot theme set to bayesplot::theme_default()\n\n\n * Does _not_ affect other ggplot2 plots\n\n\n * See ?bayesplot_theme_set for details on theme setting\n\n\n\nAttaching package: 'bayesplot'\n\n\nThe following object is masked from 'package:posterior':\n\n rhat\n\nif(!require(dplyr)){\n install.packages(\"dplyr\")\n library(dplyr)\n}\n\nLoading required package: dplyr\n\n\n\nAttaching package: 'dplyr'\n\n\nThe following objects are masked from 'package:stats':\n\n filter, lag\n\n\nThe following objects are masked from 'package:base':\n\n intersect, setdiff, setequal, union\n\nif(!require(tidyr)){\n install.packages(\"tidyr\")\n library(tidyr)\n}\n\nLoading required package: tidyr\n\n# Some additional set-up to make plots legible\nggplot2::theme_set(theme_minimal(base_size = 14))\nbayesplot::bayesplot_theme_set(theme_minimal(base_size = 14))\n# register_knitr_engine()\n\nThe following installs and loads the cmdstanr package and tries to install cmdstan.\n\nif(!require(cmdstanr)){\n install.packages(\"cmdstanr\", repos = c(\"https://mc-stan.org/r-packages/\", getOption(\"repos\")))\n library(cmdstanr)\n}\n\nLoading required package: cmdstanr\n\n\nThis is cmdstanr version 0.8.1.9000\n\n\n- CmdStanR documentation and vignettes: mc-stan.org/cmdstanr\n\n\n- CmdStan path: /u/77/ave/unix/.cmdstan/cmdstan-2.35.0-rc3\n\n\n- CmdStan version: 2.35.0\n\ncmdstan_installed <- function(){\n res <- try(out <- cmdstanr::cmdstan_path(), silent = TRUE)\n !inherits(res, \"try-error\")\n}\nif(!cmdstan_installed()){\n install_cmdstan()\n}\n\n\n\n\n\n\n2 Stan warm-up: linear model of BDA retention with Stan (2 points)\nFrom 2018 to 2022, we have been keeping track of assignment submissions for the BDA course given the number of submissions for the 1st assignment. We will fit a simple linear model to answer two questions of interest:\n\nWhat is the trend of student retention as measured by assignment submissions?\nGiven the submission rates for assignments 1–8, how many students will complete the final 9th assignment (and potentially pass the course)?\n\nThe author has given you the broken Stan code below, which they intend to encode the following linear model: \\[\n\\begin{aligned}\np(\\alpha,\\beta,\\sigma) &= \\mathrm{const.}\n & \\text{(improper flat prior)}&\\text{ and}\\\\\np(y|x,\\alpha,\\beta,\\sigma) &= p_\\mathrm{normal}(y|\\alpha + \\beta x, \\sigma)\n & \\text{(normal likelihood)} &\\text{.}\n\\end{aligned}\n\\] In both the statistical model above and in the Stan model below, \\(x \\in \\mathbb{R}^N\\) and \\(y \\in \\mathbb{R}^N\\) are vectors of the covariates / predictors (the assignment number) and vectors of the observation (proportions of students who have handed in the respective assignment). \\(\\alpha \\in \\mathbb{R}\\) is the unknown scalar intercept, \\(\\beta \\in \\mathbb{R}\\) is the unknown scalar slope and \\(\\sigma \\in \\mathbb{R}_{>0}\\) is the unknown scalar observation standard deviation. The statistical model further implies \\[\np(y_\\mathrm{pred.}|x_\\mathrm{pred.},\\alpha,\\beta,\\sigma) = p_\\mathrm{normal}(y_\\mathrm{pred.}|\\alpha + \\beta x_\\mathrm{pred.}, \\sigma)\n\\] as the predictive distribution for a new observation \\(y_\\mathrm{pred.}\\) at a given new covariate value \\(x_\\mathrm{pred.}\\).\nYou can download the broken stan file from github.\n1data {\n // number of data points\n int<lower=0> N;\n // covariate / predictor\n vector[N] x;\n // observations\n vector[N] y;\n // number of covariate values to make predictions at\n int<lower=0> no_predictions;\n // covariate values to make predictions at\n vector[no_predictions] x_predictions;\n}\n2parameters {\n // intercept\n real alpha;\n // slope\n real beta;\n // the standard deviation should be constrained to be positive\n real<upper=0> sigma;\n}\n3transformed parameters {\n // deterministic transformation of parameters and data\n vector[N] mu = alpha + beta * x // linear model\n}\n4model {\n // observation model / likelihood\n y ~ normal(mu, sigma);\n}\n5generated quantities {\n // compute the means for the covariate values at which to make predictions\n vector[no_predictions] mu_pred = alpha + beta * x_predictions;\n // sample from the predictive distribution, a normal(mu_pred, sigma).\n array[no_predictions] real y_pred = normal_rng(mu, sigma);\n}\n\n1\n\nThis is Stan’s data block: “The data block is for the declaration of variables that are read in as data. […] Each variable’s value is validated against its declaration as it is read. For example, if a variable sigma is declared as real<lower=0>, then trying to assign it a negative value will raise an error. As a result, data type errors will be caught as early as possible. Similarly, attempts to provide data of the wrong size for a compound data structure will also raise an error.” For more information, follow the link.\n\n2\n\nThis is Stan’s parameters block: “The variables declared in the parameters program block correspond directly to the variables being sampled by Stan’s samplers (HMC and NUTS). From a user’s perspective, the parameters in the program block are the parameters being sampled by Stan.” For more information, follow the link.\n\n3\n\nThis is Stan’s transformed parameters block: “The transformed parameters program block consists of optional variable declarations followed by statements. After the statements are executed, the constraints on the transformed parameters are validated. Any variable declared as a transformed parameter is part of the output produced for draws.” For more information, follow the link.\n\n4\n\nThis is Stan’s model block: “The model program block consists of optional variable declarations followed by statements. The variables in the model block are local variables and are not written as part of the output. […] The statements in the model block typically define the model. This is the block in which probability (sampling notation) statements are allowed.” For more information, follow the link.\n\n5\n\nThis is Stan’s generated quantities block: “The generated quantities program block is rather different than the other blocks. Nothing in the generated quantities block affects the sampled parameter values. The block is executed only after a sample has been generated.” For more information, follow the link.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nA normal linear model is actually not the best model to use for this type of data, but we will use it here to illustrate the first step in building up to more appropriate, complicated models.\n\n\n\n\n\n\n\n\n\nSubtask 2.a\n\n\n\n\nFind the three mistakes in the code and fix them. Report the original mistakes and your fixes clearly in your report. Include the full corrected Stan code in your report. Verify that sampling was successful.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nYou may find some of the mistakes in the code using Stan syntax checker. If you copy the Stan code to a file ending .stan and open it in RStudio (you can also choose from RStudio menu File\\(\\rightarrow\\)New File\\(\\rightarrow\\)Stan file to create a new Stan file), the editor will show you some syntax errors. More syntax errors might be detected by clicking `Check’ in the bar just above the Stan file in the RStudio editor. Note that some of the errors in the presented Stan code may not be syntax errors.\n\n\n\nWrite your answers/code here!\n\nThe author runs the corrected Stan file using the following R code and plots the returned MCMC sample. Read through the code below to understand what is being plotted.\n\n\n\n\n\n\nData preparation and sampling from the posterior\n\n\n\n\n\nData assembly happens here:\n\n# These are our observations y: the proportion of students handing in each assignment (1-8),\n# sorted by year (row-wise) and assignment (column-wise).\n# While the code suggest a matrix structure,\n# the result will actually be a vector of length N = no_years * no_assignments\npropstudents<-c(c(176, 174, 158, 135, 138, 129, 126, 123)/176,\n c(242, 212, 184, 177, 174, 172, 163, 156)/242,\n c(332, 310, 278, 258, 243, 242, 226, 224)/332,\n c(301, 269, 231, 232, 217, 208, 193, 191)/301,\n c(245, 240, 228, 217, 206, 199, 191, 182)/245)\n# These are our predictors x: for each observation, the corresponding assignment number.\nassignment <- rep(1:8, 5)\n# These are in some sense our test data: the proportion of students handing in the last assignment (9),\n# sorted by year.\n# Usually, we would not want to split our data like that and instead\n# use e.g. Leave-One-Out Cross-Validation (LOO-CV, see e.g. http://mc-stan.org/loo/index.html)\n# to evaluate model performance.\npropstudents9 = c(121/176, 153/242, 218/332, 190/301, 175/245)\n# The total number of assignments\nno_assignments = 9\n# The assignment numbers for which we want to generate predictions\nx_predictions = 1:no_assignments\n# (Cmd)Stan(R) expects the data to be passed in the below format:\nmodel_data = list(N=length(assignment),\n x=assignment,\n y=propstudents,\n no_predictions=no_assignments,\n x_predictions=x_predictions)\n\nSampling from the posterior distribution happens here:\n\n# This reads the file at the specified path and tries to compile it.\n# If it fails, an error is thrown.\nretention_model = cmdstan_model(\"./additional_files/assignment6_linear_model.stan\")\n\nError in initialize(...): Assertion on 'stan_file' failed: File does not exist: './additional_files/assignment6_linear_model.stan'.\n\n# This \"out <- capture.output(...)\" construction suppresses output from cmdstanr\n# See also https://github.com/stan-dev/cmdstanr/issues/646\nout <- capture.output(\n # Sampling from the posterior distribution happens here:\n fit <- retention_model$sample(data=model_data, refresh=0, show_messages=FALSE)\n)\n\nError in eval(expr, envir, enclos): object 'retention_model' not found\n\n\nDraws postprocessing happens here:\n\n# This extracts the draws from the sampling result as a data.frame.\ndraws_df = fit$draws(format=\"draws_df\")\n\nError in eval(expr, envir, enclos): object 'fit' not found\n\n# This does some data/draws wrangling to compute the 5, 50 and 95 percentiles of\n# the mean at the specified covariate values (x_predictions).\n# It can be instructive to play around with each of the data processing steps\n# to find out what each step does, e.g. by removing parts from the back like \"|> gather(pct,y,-x)\"\n# and printing the resulting data.frame.\nmu_quantiles_df = draws_df |>\n subset_draws(variable = c(\"mu_pred\")) |>\n summarise_draws(~quantile2(.x, probs = c(0.05, .5, 0.95))) |>\n mutate(x = 1:9) |>\n pivot_longer(c(q5, q50, q95), names_to = c(\"pct\"))\n\nError in UseMethod(\"subset_draws\"): no applicable method for 'subset_draws' applied to an object of class \"function\"\n\n# Same as above, but for the predictions.\ny_quantiles_df = draws_df |>\n subset_draws(variable = c(\"y_pred\")) |>\n summarise_draws(~quantile2(.x, probs = c(0.05, .5, 0.95))) |>\n mutate(x = 1:9) |>\n pivot_longer(c(q5, q50, q95), names_to = c(\"pct\"))\n\nError in UseMethod(\"subset_draws\"): no applicable method for 'subset_draws' applied to an object of class \"function\"\n\n\n\n\n\nPlotting happens here:\n\nggplot() +\n # scatter plot of the training data:\n geom_point(\n aes(x, y, color=assignment),\n data=data.frame(x=assignment, y=propstudents, assignment=\"1-8\")\n) +\n # scatter plot of the test data:\n geom_point(\n aes(x, y, color=assignment),\n data=data.frame(x=no_assignments, y=propstudents9, assignment=\"9\")\n) +\n # you have to tell us what this plots:\n geom_line(aes(x,y=value,linetype=pct), data=mu_quantiles_df, color='grey', linewidth=1.5) +\n # you have to tell us what this plots:\n geom_line(aes(x,y=value,linetype=pct), data=y_quantiles_df, color='red') +\n # adding xticks for each assignment:\n scale_x_continuous(breaks=1:no_assignments) +\n # adding labels to the plot:\n labs(y=\"assignment submission %\", x=\"assignment number\") +\n # specifying that line types repeat:\n scale_linetype_manual(values=c(2,1,2)) +\n # Specify colours of the observations:\n scale_colour_manual(values = c(\"1-8\"=\"black\", \"9\"=\"blue\")) +\n # remove the legend for the linetypes:\n guides(linetype=\"none\")\n\nError in eval(expr, envir, enclos): object 'mu_quantiles_df' not found\n\n\n\n\n\n\n\n\nQuick check for sampling convergence\n\n\n\n\n\nIf your model is correctly implemented, sampling from the posterior distribution should have been successful. You can check whether Stan thinks that sampling succeeded by inspecting the output of the below command, which you should be able to interpret with a little help from the CmdStan User’s Guide.\n\nfit$cmdstan_diagnose()\n\nError in eval(expr, envir, enclos): object 'fit' not found\n\n\n\n\n\nBased on the above plot, answer the following questions:\n\n\n\n\n\n\nSubtask 2.b\n\n\n\n\nWhat is the solid red line plotting? What are the dashed red lines? How and why are these different from the corresponding grey lines?\nWhat is the general trend of student retention as measured by assignment submissions?\nGiven a model fitted to the submission data for assignments 1-8, does it do a good job predicting the proportion of students who submit the final 9th assignment?\nName one different modeling choice you could make to improve the prediction.\n\n\n\nWrite your answers/code here!\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the source code included?\n\nNo\nYes\n\nIs the full resulting modified Stan model code presented in the report?\n\nNo\nYes, but partially\nYes, with a few mistakes\nYes, and it is correct\n\nHas the sampling success been verified/summarized (e.g. by inspecting and summarizing the output of CmdStan’s diagnose method).\n\nNo\nYes, but partially\nYes, and it is correctly verified\n\nFix #1: Is there a fix for line .\n\nIt has not been discussed, that this line should be fixed.\nIt has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong.\nThere is a fix presented for this line, that clearly solves the problem.\n\nFix #2: Is there a fix for line .\n\nIt has not been discussed, that this line should be fixed.\nIt has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong.\nThere is a fix presented for this line, that clearly solves the problem.\n\nFix #3: Is there a fix for line .\n\nIt has not been discussed, that this line should be fixed.\nIt has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong.\nThere is a fix presented for this line, that clearly solves the problem.\n\nHave the red lines been correctly described ()?\nHave the grey lines been correctly described ()?\nHas the difference between the red and grey lines been explained ()?\nHas the student retention trend been described ()\nHas the predictive performance for the held out data been discussed and assessed satisfactorily ()?\n\nNo\nSomewhat\nYes\n\nHas at least one way to improve the model been mentioned (E.g. )?\n\n\n\n\n\n3 Generalized linear model: Bioassay with Stan (4 points)\nReplicate the computations for the bioassay example of section 3.7 (BDA3) using Stan.\n\n\n\n\n\n\nSubtask 3.a\n\n\n\nWrite down the model for the bioassay data in Stan syntax. For instructions in reporting your implementation, you can refer to parts 2c.3 - 2c.6 in Assignment 5. Use the Gaussian prior as in Assignment 4 and 5, that is \\[\n\\begin{aligned}\n \\begin{bmatrix}\n \\alpha \\\\ \\beta\n \\end{bmatrix}\n \\sim\n \\text{N} \\left( \\mu_0, \\Sigma_0 \\right), \\qquad\n \\text{where} \\quad\n \\mu_0 = \\begin{bmatrix} 0 \\\\ 10 \\end{bmatrix} \\quad \\text{and} \\quad\n \\Sigma_0 = \\begin{bmatrix} 2^2 & 12 \\\\ 12 & 10^2 \\end{bmatrix}.\n\\end{aligned}\n\\]\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nYou will need Stan functions multi_normal and binomial_logit for implementing the prior and observation model, respectively. In Stan code, it is easiest to declare a variable (say theta) which is a two-element vector so that the first value denotes \\(\\alpha\\) and latter one \\(\\beta\\). This is because the multi_normal function that you need for implementing the prior requires a vector as an input.\n\n\n\nWrite your answers/code here!\n\ndata(\"bioassay\")\n\n\n\n\n\n\n\nSubtask 3.b\n\n\n\nUse \\(\\widehat{R}\\) for convergence analysis. You can either use Eq. (11.4) in BDA3 or the later version that can be found in a recent article. You should specify which \\(\\widehat{R}\\) you used. In R the best choice is to use function rhat_basic() or rhat() from the posterior package (see ?posterior::rhat_basic). To check \\(\\widehat{R}\\) and other diagnostics, you can also call fit$summary(), where fit is the fit object returned by Stan’s sampling function. Report the \\(\\widehat{R}\\) values both for \\(\\alpha\\) and \\(\\beta\\) and discuss the convergence of the chains. Briefly explain in your own words how to interpret the obtained \\(\\widehat{R}\\) values.\n\n\nWrite your answers/code here!\n\n\n\n\n\n\nSubtask 3.c\n\n\n\nPlot the draws for \\(\\alpha\\) and \\(\\beta\\) (scatter plot) and include this plot in your report. You can compare the results to Figure 3.3b in BDA3 to verify that your code gives sensible results. Notice though that the results in Figure 3.3b are generated from posterior with a uniform prior, so even when your algorithm works perfectly, the results will look slightly different (although fairly similar).\n\n\nWrite your answers/code here!\n\n\n\n\n\n\nSubtask 3.d\n\n\n\nTo develop the course and provide feedback to Stan developers, we collect information on which Stan setup you used and whether you had any problems in setting it up or using it. Please report,\n\nOperating system (Linux, Mac, Windows) or jupyter.cs.aalto.fi?\nProgramming environment used: R or Python?\nInterface used: RStan, CmdStanR, PyStan, or CmdStanPy?\nDid you have installation or compilation problems? Did you try first installing locally, but switched to jupyter.cs.aalto.fi?\nIn addition of these you can write what other things you found out difficult (or even frustrating) when making this assignment with Stan.\n\n\n\nWrite your answers/code here!\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the Stan model code included?\n\nNo\nYes\n\nDoes the implemented Stan-model seem to be working?\n\nNo implementation\nModel implemented but results not visualized/reported\nModel implemented, but the results seem weird\nModel seems to work correctly\n\nAre the R_hat-values reported (potential scale reduction factor, Eq. (11.4) in the BDA3)?\n\nNo\nYes, but only for alpha or beta\nYes, single values both for alpha and beta\n\nIs the interpretation of R_hat values correct ()?\n\nNo interpretation or discussion about the R_hat-values, or conclusions clearly wrong\nSomewhat correct\nInterpretation correct\n\nDoes the report contain a scatter plot about the draws? Do the results look reasonable, that is, roughly like in the Figure below ?\n\nNo plot included\nPlot included, but the results do not look like in the figure above\nPlot included, and the results look roughly like in the figure above\n\nDoes the report contain description of Stan setup used and whether there were any problems in setting it up or using it?\n\nNo\nYes\n\nEven if the Stan model code is correct, there might be ways to give improve the layout or write the model in more elegant ways. This optional feedback box can be used to give additional suggestions for better Stan code.\n\n\n\n\n\n4 Overall quality of the report\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the report include comment on whether AI was used, and if AI was used, explanation on how it was used?\n\nNo\nYes\n\nDoes the report follow the formatting instructions?\n\nNot at all\nLittle\nMostly\nYes\n\nIn case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.\nPlease also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.", + "crumbs": [ + "Templates", + "Assignment 6, 2023" + ] + }, + { + "objectID": "assignment4.html", + "href": "assignment4.html", + "title": "Assignment 4, 2023", + "section": "", + "text": "1 General information\nThis is for BDA 2023\nThis assignment is related to Lecture 4 and Chapters 3 and 10.\nThe maximum amount of points from this assignment is 6.\nWe have prepared a quarto template specific for this assignment (html, qmd, pdf) to help you get started.\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 3.\nThe reading instructions for BDA3 Chapter 10.\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\n\n\n\n\n\n\n\n\n\nReporting accuracy\n\n\n\n\n\nFor posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).\nExample: If you estimate \\(E(\\mu) \\approx 1.234\\) with MCSE(\\(E(\\mu)\\)) = 0.01, then the true expectation is likely to be between \\(1.204\\) and \\(1.264\\), it makes sense to report \\(E(\\mu) \\approx 1.2\\).\nSee Lecture video 4.1, the chapter notes, and a case study for more information.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\n\n\n\n\n\n\nSetup\n\n\n\n\n\nThis is the template for assignment 4. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\nThe following will set-up markmyassignment to check your functions at the end of the notebook:\n\nif(!require(markmyassignment)){\n install.packages(\"markmyassignment\")\n library(markmyassignment)\n}\n\nLoading required package: markmyassignment\n\nassignment_path = paste(\"https://github.com/avehtari/BDA_course_Aalto/\",\n\"blob/master/assignments/tests/assignment4.yml\", sep=\"\")\nset_assignment(assignment_path)\n\nError in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).\n\n\nThe following installs and loads the aaltobda package:\n\nif(!require(aaltobda)){\n install.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n library(aaltobda)\n}\n\nLoading required package: aaltobda\n\n\nThe following installs and loads the latex2exp package, which allows us to use LaTeX in plots:\n\nif(!require(latex2exp)){\n install.packages(\"latex2exp\")\n library(latex2exp)\n}\n\nLoading required package: latex2exp\n\n\n\n\n\n\n\n2 Bioassay model\nIn this exercise, you will use a dose-response relation model that is used in BDA3 Section 3.7 and in the chapter reading instructions. The used likelihood is the same, but instead of uniform priors, we will use a bivariate normal distribution as the joint prior distribution of the parameters \\(\\alpha\\) and \\(\\beta\\).\nIn the prior distribution for \\((\\alpha,\\beta)\\), the marginal distributions are \\(\\alpha \\sim N(0,2^2)\\) and \\(\\beta \\sim N(10,10^2)\\), and the correlation between them is \\(\\mathrm{corr}(\\alpha, \\beta)=0.6\\).\n\n\n\n\n\n\nSubtask 2.a)\n\n\n\nReport the mean (vector of two values) and covariance (two by two matrix) of the bivariate normal distribution.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nThe mean and covariance of the bivariate normal distribution are a length–\\(2\\) vector and a \\(2 \\times 2\\) matrix. The elements of the covariance matrix can be computed using the relation of correlation and covariance.\n\n\n\nYou are given 4000 independent draws from the posterior distribution of the model in the dataset bioassay_posterior in the aaltobda package.\n\n\n\n\n\n\nSubtask 2.b)\n\n\n\nReport\n\nthe mean as well as\n5 \\(\\%\\) and 95 \\(\\%\\) quantiles separately\n\nfor both\n\n\\(\\alpha\\) and\n\\(\\beta\\).\n\nReport also the Monte Carlo standard errors (MCSEs) for the mean and quantile estimates and explain in text what does Monte Carlo standard error mean and how you decided the number of digits to show.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nThe answer is graded as correct only if the number of digits reported is correct. The number of significant digits can be different for the mean and quantile estimates. In some other cases, the number of digits reported can be less than MCSE allows for practical reasons as discussed in the lecture.\nHint:\nQuantiles can be computed with the quantile function. With \\(S\\) draws, the MCSE for \\(\\text{E}[\\theta]\\) is \\(\\sqrt{\\text{Var} [\\theta]/S}\\). MCSE for the quantile estimates can be computed with the mcse_quantile function from the aaltobda package.\n\n\n\nLoading the library and the data.\n\n# Useful functions: quantile()\n# and mcse_quantile() (from aaltobda)\n\ndata(\"bioassay_posterior\")\n# The 4000 draws are now stored in the variable `bioassay_posterior`.\n# The below displays the first rows of the data:\nhead(bioassay_posterior)\n\n alpha beta\n1 -0.02050577 10.032841\n2 1.21738518 4.504546\n3 3.04829407 16.239424\n4 1.32272770 4.924268\n5 1.36274817 12.880561\n6 1.08593225 5.943731\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nAre the mean and covariance of the prior in a) reported? The correct answers are :\n\nNot reported\nYes, but they are not correct\nYes, and they are correct\n\nAre the means and their MCSEs of alpha and beta in b) reported? Note that the number of digits reported for the means must follow the rule given in the assignment. The correct answers are alpha: mean and beta: mean .\n\nNot reported\nYes, but one or both means are incorrect\nYes, and the means are correct\n\nAre the quantiles and their MCSEs of alpha and beta in b) reported? Note that the number of digits reported for the quantiles must follow the rule given in the assignment. The correct answers are alpha: 5% quantile , 95% quantile and beta: 5% quantile , 95% quantile .\n\nNot reported\nYes, but one or more quantiles are incorrect\nYes, and the quantiles are correct\n\n\n\n\n\n\n3 Importance sampling\nNow we discard our posterior draws and switch to importance sampling.\n\n\n\n\n\n\nSubtask 3.c)\n\n\n\nImplement a function for computing the log importance ratios (log importance weights) when the importance sampling target distribution is the posterior distribution, and the proposal distribution is the prior distribution from a). Explain in words why it’s better to compute log ratios instead of ratios.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nNon-log importance ratios are given by equation (10.3) in the course book. The fact that our proposal distribution is the same as the prior distribution makes this task easier. The logarithm of the likelihood can be computed with the bioassaylp function from the aaltobda package. The data required for the likelihood can be loaded with data(\"bioassay\").\n\n\n\n\n# Useful functions: bioassaylp (from aaltobda)\nalpha_test = c(1.896, -3.6, 0.374, 0.964, -3.123, -1.581)\nbeta_test = c(24.76, 20.04, 6.15, 18.65, 8.16, 17.4)\n\n\nlog_importance_weights <- function(alpha, beta) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n c(-8.95, -23.47, -6.02, -8.13, -16.61, -14.57)\n}\n\n\n\n\n\n\n\nSubtask 3.d)\n\n\n\nImplement a function for computing normalized importance ratios from the unnormalized log ratios in c). In other words, exponentiate the log ratios and scale them such that they sum to one. Explain in words what is the effect of exponentiating and scaling so that sum is one.\n\n\n\nnormalized_importance_weights <- function(alpha, beta) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n c(0.045, 0.000, 0.852, 0.103, 0.000, 0.000)\n}\n\n\n\n\n\n\n\nSubtask 3.e)\n\n\n\nSample 4000 draws of \\(\\alpha\\) and \\(\\beta\\) from the prior distribution from a). Compute and plot a histogram of the 4000 normalized importance ratios. Use the functions you implemented in c) and d).\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nUse the function rmvnorm from the aaltobda package for sampling.\n\n\n\nWrite your answers and code here!\n\n\n\n\n\n\nSubtask 3.f)\n\n\n\nUsing the importance ratios, compute the importance sampling effective sample size \\(S_{\\text{eff}}\\) and report it.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nEquation (10.4) in the course book.\nBDA3 1st (2013) and 2nd (2014) printing have an error for \\(\\tilde{w}(\\theta^s)\\) used in the effective sample size equation (10.4). The normalized weights equation should not have the multiplier S (the normalized weights should sum to one). The later printings, the online version, and the slides have the correct equation.\n\n\n\n\nS_eff <- function(alpha, beta) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n 1.354\n}\n\n\n\n\n\n\n\nSubtask 3.g)\n\n\n\nExplain in your own words what the importance sampling effective sample size represents. Also explain how the effective sample size is seen in the histogram of the weights that you plotted in e).\n\n\n\n\n\n\n\n\nSubtask 3.h)\n\n\n\nImplement a function for computing the posterior mean using importance sampling, and compute the mean using your 4000 draws. Explain in your own words the computation for importance sampling. Report the means for \\(\\alpha\\) and \\(\\beta\\), and also the Monte Carlo standard errors (MCSEs) for the mean estimates. Report the number of digits for the means based on the MCSEs.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nThe values below are only a test case, you need to use 4000 draws for \\(\\alpha\\) and \\(\\beta\\) in the final report.\nUse the same equation for the MCSE of \\(\\text{E}[\\theta]\\) as earlier (\\(\\sqrt{\\text{Var} [\\theta]/S}\\)), but now replace \\(S\\) with \\(S_{\\text{eff}}\\). To compute \\(\\text{Var} [\\theta]\\) with importance sampling, use the identity \\(\\text{Var}[\\theta] = \\text{E}[\\theta^2] - \\text{E}[\\theta]^2\\).\n\n\n\n\nposterior_mean <- function(alpha, beta) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n c(0.503, 8.275)\n}\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the source code for the function in c) reported?\n\nNo\nYes\n\nIs the source code for the function in d) reported?\n\nNo\nYes\n\nDoes the histogram in e) look something like this figure? If it is evident that the normalized importance ratios are computed correctly, but the prior was incorrect, you can still grade “Reported and looks similar”.\n\nNot reported\nReported, but looks different\nReported and looks similar\n\nIs the effective sample size in f) reported? The correct range for the effective sample size is between . However, if it is evident that the effective sample size is computed correctly, but the prior was incorrect, you can still grade “Yes, and it is correct”.\n\nNo\nYes, but it is not correct\nYes, and it is correct\n\nThe correct explanation for g) is roughly the following: \nWhat is the connection between S_eff and the histogram of weights: How is the answer?\n\nTotally wrong/has not tried\nSomething is a bit wrong\nExplanation is sensible\n\nIs the source code for the function in h) reported?\n\nNo\nYes\n\nAre the means and their MCSEs of alpha and beta in h) reported? Note that the number of digits reported for the means must follow the rule given in the assignment. The correct answers should be close to these: alpha: mean and beta: mean\n\nNot reported\nYes, but they are incorrect\nYes, and they are correct\n\n\n\n\n\n\n\n\n\n\nmarkmyassignment\n\n\n\n\n\nThe following will check the functions for which markmyassignment has been set up:\n\nmark_my_assignment()\n\nError: No assignment has been set. Please use set_assignment().\n\n\n\n\n\n\n\n4 Overall quality of the report\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the report include comment on whether AI was used, and if AI was used, explanation on how it was used?\n\nNo\nYes\n\nDoes the report follow the formatting instructions?\n\nNot at all\nLittle\nMostly\nYes\n\nIn case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.\nPlease also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.", + "crumbs": [ + "Assignments", + "Assignment 4, 2023" + ] + }, + { + "objectID": "template8.html", + "href": "template8.html", + "title": "Assignment 8, 2023", + "section": "", + "text": "This is for BDA 2023\nThe maximum amount of points from this assignment is 6.\nWe have prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.\n\n\n\n\n\n\nSetup\n\n\n\n\n\nWe recommend Aalto students use jupyter.cs.aalto.fi, for all others we also provide a docker container.\n\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 6 (posterior predictive checking).\nThe reading instructions for BDA3 Chapter 7 (predictive performance).\nThe ’loo‘ package vignette on the basics of LOO shows an example of how to modify Stan code and use the package with Stan models.\nAlso read about PSIS-LOO in the PSIS-LOO paper.\nCV-FAQ includes a lot of informative answers to frequent questions and misconceptions.\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\nInstalling and using CmdStanR:\nSee the Stan demos on how to use Stan in R (or Python). Aalto JupyterHub has working R and CmdStanR/RStan environment and is probably the easiest way to use Stan. * To use CmdStanR in Aalto JupyterHub: library(cmdstanr) set_cmdstan_path('/coursedata/cmdstan')\nThe Aalto Ubuntu desktops also have the necessary libraries installed.\nTo install Stan on your laptop, run ‘install.packages(\"cmdstanr\", repos = c(\"https://mc-stan.org/r-packages/\", getOption(\"repos\")))’ in R. If you encounter problems, see additional answers in FAQ. For Aalto students, if you don’t succeed in short amount of time, it is probably easier to use Aalto JupyterHub.\nIf you use Aalto JupyterHub, all necessary packages have been pre-installed. In your laptop, install package cmdstanr. Installation instructions on Linux, Mac and Windows can be found at https://mc-stan.org/cmdstanr/. Additional useful packages are loo, bayesplot and posterior (but you don’t need these in this assignment). For Python users, PyStan, CmdStanPy, and ArviZ packages are useful.\nStan manual can be found at https://mc-stan.org/users/documentation/. From this website, you can also find a lot of other useful material about Stan.\nIf you edit files ending .stan in RStudio, you can click “Check” in the editor toolbar to make syntax check. This can significantly speed-up writing a working Stan model.\n\n\n\n\n\n\n\n\n\nReporting accuracy\n\n\n\n\n\nFor posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).\nExample: If you estimate \\(E(\\mu) \\approx 1.234\\) with MCSE(\\(E(\\mu)\\)) = 0.01, then the true expectation is likely to be between \\(1.204\\) and \\(1.264\\), it makes sense to report \\(E(\\mu) \\approx 1.2\\).\nSee Lecture video 4.1, the chapter notes, and a case study for more information.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\nThis is the template for assignment 8. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\n\n\n\n\n\n\nSetup\n\n\n\n\n\nThe following loads several needed packages:\n\nlibrary(bayesplot)\n\nThis is bayesplot version 1.11.1.9000\n\n\n- Online documentation and vignettes at mc-stan.org/bayesplot\n\n\n- bayesplot theme set to bayesplot::theme_default()\n\n\n * Does _not_ affect other ggplot2 plots\n\n\n * See ?bayesplot_theme_set for details on theme setting\n\nlibrary(cmdstanr)\n\nThis is cmdstanr version 0.8.1.9000\n\n\n- CmdStanR documentation and vignettes: mc-stan.org/cmdstanr\n\n\n- CmdStan path: /u/77/ave/unix/.cmdstan/cmdstan-2.35.0-rc3\n\n\n- CmdStan version: 2.35.0\n\nlibrary(dplyr)\n\n\nAttaching package: 'dplyr'\n\n\nThe following objects are masked from 'package:stats':\n\n filter, lag\n\n\nThe following objects are masked from 'package:base':\n\n intersect, setdiff, setequal, union\n\nlibrary(ggplot2)\nlibrary(ggdist) # for stat_dotsinterval\nlibrary(posterior)\n\nThis is posterior version 1.6.0\n\n\n\nAttaching package: 'posterior'\n\n\nThe following object is masked from 'package:bayesplot':\n\n rhat\n\n\nThe following objects are masked from 'package:stats':\n\n mad, sd, var\n\n\nThe following objects are masked from 'package:base':\n\n %in%, match\n\nlibrary(brms)\n\nLoading required package: Rcpp\n\n\nLoading 'brms' package (version 2.21.6). Useful instructions\ncan be found by typing help('brms'). A more detailed introduction\nto the package is available through vignette('brms_overview').\n\n\n\nAttaching package: 'brms'\n\n\nThe following objects are masked from 'package:ggdist':\n\n dstudent_t, pstudent_t, qstudent_t, rstudent_t\n\n\nThe following object is masked from 'package:bayesplot':\n\n rhat\n\n\nThe following object is masked from 'package:stats':\n\n ar\n\n# Globally specfiy cmdstan backend for brms\noptions(brms.backend=\"cmdstanr\")\n# Tell brms to cache results if possible\noptions(brms.file_refit=\"on_change\")\n\n# Set more readable themes with bigger font for plotting packages\nggplot2::theme_set(theme_minimal(base_size = 14))\nbayesplot::bayesplot_theme_set(theme_minimal(base_size = 14))", + "crumbs": [ + "Templates", + "Assignment 8, 2023" + ] + }, + { + "objectID": "template8.html#exploratory-data-analysis", + "href": "template8.html#exploratory-data-analysis", + "title": "Assignment 8, 2023", + "section": "2.1 Exploratory data analysis", + "text": "2.1 Exploratory data analysis\nIn the first part of this assignment, you will explore the dataset ChickWeight. In particular, you will see what information is recorded in the dataset, and how you can use visualisation to learn more about the dataset. More information can be found on the corresponding page of the R documentation.\n\nhead(ChickWeight, 10)\n\nGrouped Data: weight ~ Time | Chick\n weight Time Chick Diet\n1 42 0 1 1\n2 51 2 1 1\n3 59 4 1 1\n4 64 6 1 1\n5 76 8 1 1\n6 93 10 1 1\n7 106 12 1 1\n8 125 14 1 1\n9 149 16 1 1\n10 171 18 1 1\n\n\n\n\n\n\n\n\nSubtask 2.a)\n\n\n\nCreate a histogram to explore the range of chicken weights. Describe what you see in the plot. What is the qualitative range of the data?\n\n\n\n# Useful functions: ggplot, aes(x=...), geom_histogram\n\n### {.content-hidden when-profile=\"public\"}\nggplot(data = ChickWeight, aes(x=ChickWeight$weight)) +\n geom_histogram()\n\nWarning: Use of `ChickWeight$weight` is discouraged.\nℹ Use `weight` instead.\n\n\n`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n\n\n\n\n\n\n\n\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the plot look correct and is it readable?\nHas it been stated that the data takes on only values which are ?\n\n\n\n\n\n\n\n\n\nSubtask 2.b\n\n\n\nPlot the weight of each chicken over time in a line plot. Add colours based on the diet. Describe what you see in the plot.\n\n\n\n# Useful functions: ggplot, aes(x=...,y=...,group=...,color=...), geom_line\n\n### {.content-hidden when-profile=\"public\"}\nggplot(data = ChickWeight, aes(x=Time, y=weight, group = Chick, color=Diet)) +\n geom_line()\n\n\n\n\n\n\n\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the plot look correct and is it readable?", + "crumbs": [ + "Templates", + "Assignment 8, 2023" + ] + }, + { + "objectID": "template8.html#linear-regression", + "href": "template8.html#linear-regression", + "title": "Assignment 8, 2023", + "section": "2.2 Linear regression", + "text": "2.2 Linear regression\nIn this section, you will build a model that predicts the weight of a chicken over time and depending on the diet. After sampling from the posteriors, you will use posterior predictive checks to see how well the predictions match the observations. Then you will adjust the model by adding more complexity, and check again.\n\n\n\n\n\n\nSubtask 2.c\n\n\n\nUsing brms, implement a pooled linear regression with a normal model and weight as the predicted variable using Diet and Time as predictors. Try to use weakly informative priors.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nFor the prior on Time, consider how much the weight of a chicken (in grams) could possibly change each day. For the priors on the effects of different diets, consider how much average weight difference would be possible between diets.\nNote that as Diet is a categorical variable, the priors need to be specified for each category (apart from Diet1 which is taken to be the baseline).\n\n\n\nIn brms, a regression can be specified as below, see also below (#m) or the last template. Fill in the appropriate variables, data, and likelihood family. Specify the priors, then run the model (by removing #| eval: false below).\n\npriors <- c(\n prior(normal(0, <value>), coef = \"Time\"),\n prior(normal(0, <value>), coef = \"Diet2\"),\n prior(normal(0, <value>), coef = \"Diet3\"),\n prior(normal(0, <value>), coef = \"Diet4\")\n)\n\nf1 <- brms::brm(\n # This specifies the formula\n <OUTCOME> ~ 1 + <PREDICTOR> + <PREDICTOR>,\n # This specifies the dataset\n data = <data>,\n # This specifies the observation model family\n family = <observation_family>,\n # This passes the priors specified above to brms\n prior = priors,\n # This causes brms to cache the results\n file = \"additional_files/assignment8/f1\"\n)\n\n### {.content-hidden when-profile=\"public\"}\npriors <- c(\n prior(normal(0, 10), coef = \"Time\"),\n prior(normal(0, 50), coef = \"Diet2\"),\n prior(normal(0, 50), coef = \"Diet3\"),\n prior(normal(0, 50), coef = \"Diet4\")\n)\n\nf1 <- brms::brm(\n weight ~ 1 + Diet + Time,\n data = ChickWeight,\n family = \"gaussian\",\n prior = priors\n)\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the brms-formula ?\nIs the family ?\nAre the prior standard deviations reasonable, e.g. around ?\n\n\n\nNext, you can use the bayesplot package to check the posterior predictions in relation to the observed data using the pp_check function. The function plots the \\(y\\) values, which are the observed data, and the \\(y_\\text{rep}\\) values, which are replicated data sets from the posterior predictive distribution.\n\n\n\n\n\n\nSubtask 2.d\n\n\n\nPerform the posterior predictive check with the default arguments. What do you observe? Based on the plot, do the posterior predictions encapsulate the main features of the observed data? Point out any major differences between the predictions and the observed data. Answer the following questions:\n\nAre there qualitative differences between the observed data and the predicted data?\nDo the observed data seem quantitatively similar?\n\n\n\n\n# Useful functions: brms::pp_check\n\n### {.content-hidden when-profile=\"public\"}\nbrms::pp_check(f1, plotfun=\"hist\")\n\nError in eval(expr, envir, enclos): object 'f1' not found\n\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the plot look correct and is it readable?\nHas it been recognized that the predicted data include ?\nHas it been recognized that the observed and predicted data ?\n\n\n\nThe default density plot is not always informative, but bayesplot has different settings that can be used to create plots more appropriate for specific data.\n\n\n\n\n\n\nSubtask 2.e\n\n\n\nCreate another plot with grouping to the PPC plot using the arguments type = \"intervals_grouped\" and group = \"Diet\". What do you observe? Point out any major differences between the predictions and the observed data. Based on your visualisations, how could the model be improved?\n\n\n\n# Useful functions: brms::pp_check(..., type = ..., group=...)\n\n### {.content-hidden when-profile=\"public\"}\nbrms::pp_check(..., type = \"intervals_grouped\", group=\"Diet\")\n\nError in eval(expr, envir, enclos): '...' used in an incorrect context\n\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the plot look correct and is it readable?\nIs there at least one reasonable way to improve the model, e.g. ?", + "crumbs": [ + "Templates", + "Assignment 8, 2023" + ] + }, + { + "objectID": "template8.html#log-normal-linear-regression", + "href": "template8.html#log-normal-linear-regression", + "title": "Assignment 8, 2023", + "section": "2.3 Log-normal linear regression", + "text": "2.3 Log-normal linear regression\nBased on the identified issues from the posterior predictive check, the model can be improved. It is advisable to change only one or a few things about a model at once. At this stage, focus on changing the observation model family to better account for the observed data.\nOne option is to use the lognormal observation model, which only allows positive values. In brms you can change the observation model family to this by setting the argument family = \"lognormal\". Note that when using the log-normal observation model, the regression coefficients represent the change in the log weight of a chicken. The priors have been adjusted accordingly in the template.\n\n\n\n\n\n\nSubtask 2.f\n\n\n\nAdjust the model, sample from the posterior and create the same two posterior predictive check plots. Comment on your observations. Does the new model better capture some aspects of the data?\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\n\n\n\n\n\nlog_priors <- c(\n prior(normal(0, log(3)), coef = \"Time\"),\n prior(normal(0, log(5)), coef = \"Diet2\"),\n prior(normal(0, log(5)), coef = \"Diet3\"),\n prior(normal(0, log(5)), coef = \"Diet4\")\n)\n\n### {.content-hidden when-profile=\"public\"}\nf2 <- brm(\n weight ~ Diet + Time,\n data = ChickWeight,\n family = \"lognormal\",\n prior = priors\n)\n\nError in eval(expr, envir, enclos): object 'priors' not found\n\n# criticism with ppc density (not grouped)\nbrms::pp_check(f2)\n\nError in eval(expr, envir, enclos): object 'f2' not found\n\n# information for each chicken\nbrms::pp_check(f2, type = \"intervals_grouped\", group = \"Diet\")\n\nError in eval(expr, envir, enclos): object 'f2' not found\n\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDo the plots look correct and are they readable?\nHas it been recognized that the fit to data is ?", + "crumbs": [ + "Templates", + "Assignment 8, 2023" + ] + }, + { + "objectID": "template8.html#hierarchical-log-normal-linear-regression", + "href": "template8.html#hierarchical-log-normal-linear-regression", + "title": "Assignment 8, 2023", + "section": "2.4 Hierarchical log-normal linear regression", + "text": "2.4 Hierarchical log-normal linear regression\nThe model can further be improved by directly considering potential differences in growth rate for individual chicken. Some chickens may innately grow faster than others, and this difference can be included by including both population and group level effects in to the model.\nTo include a group effect in brms, the code + (predictor|group) can be added to the model formula. In this case, the predictor is Time and the group is Chick.\n\n\n\n\n\n\nSubtask 2.g\n\n\n\nCreate the same two plots as for the previous models. Comment on what you see. Do the predictions seem to better capture the observed data? Are there remaining discrepancies between the predictions and observed data that could be addressed?\n\n2.4.1 \n\npriors <- c(\n prior(normal(0, log(3)), coef = \"Time\"),\n prior(normal(0, log(5)), coef = \"Diet2\"),\n prior(normal(0, log(5)), coef = \"Diet3\"),\n prior(normal(0, log(5)), coef = \"Diet4\")\n)\n\nf3 <- brm(\n weight ~ Diet + Time + (Time|Chick),\n data = ChickWeight,\n family = \"lognormal\",\n prior = priors\n)\n\nStart sampling\n\n\nRunning MCMC with 4 sequential chains...\n\nChain 1 Iteration: 1 / 2000 [ 0%] (Warmup) \nChain 1 Iteration: 100 / 2000 [ 5%] (Warmup) \nChain 1 Iteration: 200 / 2000 [ 10%] (Warmup) \nChain 1 Iteration: 300 / 2000 [ 15%] (Warmup) \nChain 1 Iteration: 400 / 2000 [ 20%] (Warmup) \nChain 1 Iteration: 500 / 2000 [ 25%] (Warmup) \nChain 1 Iteration: 600 / 2000 [ 30%] (Warmup) \nChain 1 Iteration: 700 / 2000 [ 35%] (Warmup) \nChain 1 Iteration: 800 / 2000 [ 40%] (Warmup) \nChain 1 Iteration: 900 / 2000 [ 45%] (Warmup) \nChain 1 Iteration: 1000 / 2000 [ 50%] (Warmup) \nChain 1 Iteration: 1001 / 2000 [ 50%] (Sampling) \nChain 1 Iteration: 1100 / 2000 [ 55%] (Sampling) \nChain 1 Iteration: 1200 / 2000 [ 60%] (Sampling) \nChain 1 Iteration: 1300 / 2000 [ 65%] (Sampling) \nChain 1 Iteration: 1400 / 2000 [ 70%] (Sampling) \nChain 1 Iteration: 1500 / 2000 [ 75%] (Sampling) \nChain 1 Iteration: 1600 / 2000 [ 80%] (Sampling) \nChain 1 Iteration: 1700 / 2000 [ 85%] (Sampling) \nChain 1 Iteration: 1800 / 2000 [ 90%] (Sampling) \nChain 1 Iteration: 1900 / 2000 [ 95%] (Sampling) \nChain 1 Iteration: 2000 / 2000 [100%] (Sampling) \nChain 1 finished in 9.5 seconds.\nChain 2 Iteration: 1 / 2000 [ 0%] (Warmup) \nChain 2 Iteration: 100 / 2000 [ 5%] (Warmup) \nChain 2 Iteration: 200 / 2000 [ 10%] (Warmup) \nChain 2 Iteration: 300 / 2000 [ 15%] (Warmup) \nChain 2 Iteration: 400 / 2000 [ 20%] (Warmup) \nChain 2 Iteration: 500 / 2000 [ 25%] (Warmup) \nChain 2 Iteration: 600 / 2000 [ 30%] (Warmup) \nChain 2 Iteration: 700 / 2000 [ 35%] (Warmup) \nChain 2 Iteration: 800 / 2000 [ 40%] (Warmup) \nChain 2 Iteration: 900 / 2000 [ 45%] (Warmup) \nChain 2 Iteration: 1000 / 2000 [ 50%] (Warmup) \nChain 2 Iteration: 1001 / 2000 [ 50%] (Sampling) \nChain 2 Iteration: 1100 / 2000 [ 55%] (Sampling) \nChain 2 Iteration: 1200 / 2000 [ 60%] (Sampling) \nChain 2 Iteration: 1300 / 2000 [ 65%] (Sampling) \nChain 2 Iteration: 1400 / 2000 [ 70%] (Sampling) \nChain 2 Iteration: 1500 / 2000 [ 75%] (Sampling) \nChain 2 Iteration: 1600 / 2000 [ 80%] (Sampling) \nChain 2 Iteration: 1700 / 2000 [ 85%] (Sampling) \nChain 2 Iteration: 1800 / 2000 [ 90%] (Sampling) \nChain 2 Iteration: 1900 / 2000 [ 95%] (Sampling) \nChain 2 Iteration: 2000 / 2000 [100%] (Sampling) \nChain 2 finished in 10.6 seconds.\nChain 3 Iteration: 1 / 2000 [ 0%] (Warmup) \nChain 3 Iteration: 100 / 2000 [ 5%] (Warmup) \nChain 3 Iteration: 200 / 2000 [ 10%] (Warmup) \nChain 3 Iteration: 300 / 2000 [ 15%] (Warmup) \nChain 3 Iteration: 400 / 2000 [ 20%] (Warmup) \nChain 3 Iteration: 500 / 2000 [ 25%] (Warmup) \nChain 3 Iteration: 600 / 2000 [ 30%] (Warmup) \nChain 3 Iteration: 700 / 2000 [ 35%] (Warmup) \nChain 3 Iteration: 800 / 2000 [ 40%] (Warmup) \nChain 3 Iteration: 900 / 2000 [ 45%] (Warmup) \nChain 3 Iteration: 1000 / 2000 [ 50%] (Warmup) \nChain 3 Iteration: 1001 / 2000 [ 50%] (Sampling) \nChain 3 Iteration: 1100 / 2000 [ 55%] (Sampling) \nChain 3 Iteration: 1200 / 2000 [ 60%] (Sampling) \nChain 3 Iteration: 1300 / 2000 [ 65%] (Sampling) \nChain 3 Iteration: 1400 / 2000 [ 70%] (Sampling) \nChain 3 Iteration: 1500 / 2000 [ 75%] (Sampling) \nChain 3 Iteration: 1600 / 2000 [ 80%] (Sampling) \nChain 3 Iteration: 1700 / 2000 [ 85%] (Sampling) \nChain 3 Iteration: 1800 / 2000 [ 90%] (Sampling) \nChain 3 Iteration: 1900 / 2000 [ 95%] (Sampling) \nChain 3 Iteration: 2000 / 2000 [100%] (Sampling) \nChain 3 finished in 8.7 seconds.\nChain 4 Iteration: 1 / 2000 [ 0%] (Warmup) \nChain 4 Iteration: 100 / 2000 [ 5%] (Warmup) \nChain 4 Iteration: 200 / 2000 [ 10%] (Warmup) \nChain 4 Iteration: 300 / 2000 [ 15%] (Warmup) \nChain 4 Iteration: 400 / 2000 [ 20%] (Warmup) \nChain 4 Iteration: 500 / 2000 [ 25%] (Warmup) \nChain 4 Iteration: 600 / 2000 [ 30%] (Warmup) \nChain 4 Iteration: 700 / 2000 [ 35%] (Warmup) \nChain 4 Iteration: 800 / 2000 [ 40%] (Warmup) \nChain 4 Iteration: 900 / 2000 [ 45%] (Warmup) \nChain 4 Iteration: 1000 / 2000 [ 50%] (Warmup) \nChain 4 Iteration: 1001 / 2000 [ 50%] (Sampling) \nChain 4 Iteration: 1100 / 2000 [ 55%] (Sampling) \nChain 4 Iteration: 1200 / 2000 [ 60%] (Sampling) \nChain 4 Iteration: 1300 / 2000 [ 65%] (Sampling) \nChain 4 Iteration: 1400 / 2000 [ 70%] (Sampling) \nChain 4 Iteration: 1500 / 2000 [ 75%] (Sampling) \nChain 4 Iteration: 1600 / 2000 [ 80%] (Sampling) \nChain 4 Iteration: 1700 / 2000 [ 85%] (Sampling) \nChain 4 Iteration: 1800 / 2000 [ 90%] (Sampling) \nChain 4 Iteration: 1900 / 2000 [ 95%] (Sampling) \nChain 4 Iteration: 2000 / 2000 [100%] (Sampling) \nChain 4 finished in 9.6 seconds.\n\nAll 4 chains finished successfully.\nMean chain execution time: 9.6 seconds.\nTotal execution time: 39.0 seconds.\n\n\nLoading required package: rstan\n\n\nLoading required package: StanHeaders\n\n\n\nrstan version 2.35.0.9000 (Stan version 2.35.0)\n\n\nFor execution on a local, multicore CPU with excess RAM we recommend calling\noptions(mc.cores = parallel::detectCores()).\nTo avoid recompilation of unchanged Stan programs, we recommend calling\nrstan_options(auto_write = TRUE)\nFor within-chain threading using `reduce_sum()` or `map_rect()` Stan functions,\nchange `threads_per_chain` option:\nrstan_options(threads_per_chain = 1)\n\n\n\nAttaching package: 'rstan'\n\n\nThe following objects are masked from 'package:posterior':\n\n ess_bulk, ess_tail\n\n\n\n\n2.4.2 \n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDo the plots look correct and are they readable?\nHas it been recognized that the fit to data is ?\n\n\n\n\n\n\n\n\n\nSubtask 2.h\n\n\n\nHave you encountered any convergence issues in the above models? Report and comment.\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nHas there been a potentially brief discussion of the standard convergence criteria (Rhat, ESS, divergent transitions) for all models?", + "crumbs": [ + "Templates", + "Assignment 8, 2023" + ] + }, + { + "objectID": "template8.html#model-comparison-using-the-elpd", + "href": "template8.html#model-comparison-using-the-elpd", + "title": "Assignment 8, 2023", + "section": "2.5 Model comparison using the ELPD", + "text": "2.5 Model comparison using the ELPD\nThere are many ways of comparing models1. Commonly, we evaluate point predictions, such as the mean of the predictive distribution2, or accuracy of the whole posterior predictive. Whether we prioritise point or density predictive accuracy may serve different purposes and lead to different outcomes for model choice 3. It is common, however, to report predictive accuracy via log-scores and point-predictive accuracy via root-mean-squared-error based on the empirical average of the predictive distribution. To cross-validate both metrics on left out observations without need to sample from each leave-one-out posterior, we use Pareto-smoothed importance sampling as discussed in the course materials (see Lecture 8).\nWe start comparing models based on the log-score. Use loo::loo() and loo::loo_compare() to quantify the differences in predictive performance.\n\n\n\n\n\n\nSubtask 2.i\n\n\n\nAnswer the following questions using loo/loo_compare:\n\nWhich model has the best predictive performance?\nDoes the uncertainty influence the decision of which model is best?\n\n\n\n\n# Useful functions: loo, loo_compare\n\n### {.content-hidden when-profile=\"public\"}\nloo_f1 <- loo(f1)\n\nError in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f1' not found\n\nloo_f1\n\nError in eval(expr, envir, enclos): object 'loo_f1' not found\n\nloo_f2 <- loo(f2)\n\nError in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f2' not found\n\nloo_f2\n\nError in eval(expr, envir, enclos): object 'loo_f2' not found\n\nloo_f3 <- loo(f3)\n\nWarning: Found 3 observations with a pareto_k > 0.7 in model 'f3'. We recommend\nto set 'moment_match = TRUE' in order to perform moment matching for\nproblematic observations.\n\nloo_f3\n\n\nComputed from 4000 by 578 log-likelihood matrix.\n\n Estimate SE\nelpd_loo -2253.7 27.0\np_loo 77.8 6.5\nlooic 4507.5 54.0\n------\nMCSE of elpd_loo is NA.\nMCSE and ESS estimates assume MCMC draws (r_eff in [0.3, 1.5]).\n\nPareto k diagnostic values:\n Count Pct. Min. ESS\n(-Inf, 0.7] (good) 575 99.5% 63 \n (0.7, 1] (bad) 3 0.5% <NA> \n (1, Inf) (very bad) 0 0.0% <NA> \nSee help('pareto-k-diagnostic') for details.\n\nloo_compare(loo_f1, loo_f2, loo_f3)\n\nError in eval(expr, envir, enclos): object 'loo_f1' not found\n\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDo the results look correct and have they been presented in a readable way? They should be roughly .\nHas it been recognized that the best model is ?\n\n\n\n\n\n\n\n\n\nSubtask 2.j\n\n\n\nAssess whether the approximation to the LOO-CV distributions are reliable. Consult the \\(\\hat{k}\\) statistic which informs on the reliability of PSIS computation in PSIS-LOO. Plot the \\(\\hat{k}\\) values for each model against the data point ID and discuss. Are they as expected?\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nFor hierarchical models, it may be more important to think about how well the individual group is predicted and how many observations there are in a group compared to the number of parameters estimated. Also check out CV-FAQ on high Pareto-\\(\\hat{k}\\) values.\n\n\n\n\n# Useful functions: plot(loo(...), label_points = TRUE)\n### {.content-hidden when-profile=\"public\"}\nplot(loo(f1), label_points = TRUE)\n\nError in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f1' not found\n\nplot(loo(f2), label_points = TRUE)\n\nError in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f2' not found\n\nplot(loo(f3), label_points = TRUE)\n\nWarning: Found 3 observations with a pareto_k > 0.7 in model 'f3'. We recommend\nto set 'moment_match = TRUE' in order to perform moment matching for\nproblematic observations.\n\n\n\n\n\n\n\n\n###\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDo the plots look correct and are they readable?\nHas it been explained why the \\(\\hat{k}\\) values are highest for the .\n\n\n\n\n\n\n\n\n\nSubtask 2.k\n\n\n\nPerform a PPC for the hierarchical model for\n\na few of the chickens with the highest \\(\\hat{k}\\) values and\na few of the chickens with the lowest \\(\\hat{k}\\) values\n\nusing the code in the template. What do you observe?\n\n\n\n\n\n\n\n\nCreating a dummy example plot\n\n\n\n\n\nCreating a dummy fit just to be able to generate an example plot below. Generate a similar plot for your hierarchical model.\n\n# The brms-formula (weights ~ ...) below is not one that you should be using in your models!\ndummy_fit <- brms::brm(\n weight ~ 1 + Time + Chick,\n data = ChickWeight,\n file=\"additional_files/assignment8/dummy_fit\"\n)\n# Adjust the chicken_idxs variable to select appropriate chickens\nchicken_idxs = c(1,3,11,43)\n# Create this plot for your hierarchical model for selected chickens\nbrms::pp_check(\n dummy_fit, type = \"intervals_grouped\", group = \"Chick\",\n newdata=ChickWeight |> filter(Chick %in% chicken_idxs)\n)\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the plot look correct and is it readable?\nHas it been recognized that the chickens with high \\(\\hat{k}\\) values ?", + "crumbs": [ + "Templates", + "Assignment 8, 2023" + ] + }, + { + "objectID": "template8.html#model-comparison-using-the-rmse", + "href": "template8.html#model-comparison-using-the-rmse", + "title": "Assignment 8, 2023", + "section": "2.6 Model comparison using the RMSE", + "text": "2.6 Model comparison using the RMSE\n\n\n\n\n\n\nSubtask 2.l\n\n\n\nUse the function in the template to compare the RMSE and the LOO-RMSE for the three models. Explain the difference between the RMSE and the LOO-RMSE in 1–3 sentences. Is one generally lower than the other? Why?\n\n\n\n\n\n\n\n\nrmse function implementation\n\n\n\n\n\nThe below function takes a brms fit object and computes either the root-mean-square error (RMSE) or the PSIS-LOO-RMSE, i.e. the RMSE using LOO-CV estimated using PSIS-LOO.\n\n# Compute RMSE or LOO-RMSE\nrmse <- function(fit, use_loo=FALSE){\n mean_y_pred <- if(use_loo){\n brms::loo_predict(fit)\n }else{\n colMeans(brms::posterior_predict(fit))\n }\n sqrt(mean(\n (mean_y_pred - brms::get_y(fit))^2\n ))\n}\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nDo the results look correct and have they been presented in a readable way? They should be roughly: .\nHas it been recognized that the RMSE is ?", + "crumbs": [ + "Templates", + "Assignment 8, 2023" + ] + }, + { + "objectID": "template8.html#footnotes", + "href": "template8.html#footnotes", + "title": "Assignment 8, 2023", + "section": "Footnotes", + "text": "Footnotes\n\n\nIn principle, when comparing models based on accuracy in predictions or parameter estimation (if true parameter values are available to you, as e.g. in simulation studies), we want to use so called strictly proper scoring rules that will always indicate when a “better” model is better and the score reaches its uniquely defined best value at the “true” model, if it is also well defined. See Gneiting and Raftery, (2007) for an in depth treatment of this topic.↩︎\nNOT predictions based on the mean of the posterior parameters, but first generating the predictive distribution and then computing an average.↩︎\nFor instance, a unimodal and bimodal predictive density may have the same expected value, but very different areas of high posterior density and therefore very different log-scores.↩︎", + "crumbs": [ + "Templates", + "Assignment 8, 2023" + ] + }, + { + "objectID": "template3.html", + "href": "template3.html", + "title": "Assignment 3, 2023", + "section": "", + "text": "1 General information\nThis is for BDA 2023\nThis assignment is related to Lecture 3 and BDA3 Chapters 2 and 3. Use Frank Harrell’s recommendations on how to state results in Bayesian two group comparisons (and note that there is no point null hypothesis testing in this assignment).\nThe maximum amount of points from this assignment is 9.\nWe have prepared two quarto templates specific to this assignment to help you get started:\n\nA recommended template (html, qmd, pdf) which uses some additional packages, which however requires a bit more set-up work to run and\na simple template (html, qmd, pdf) which doesn’t use those additional packages and is therefore easier to get to run.\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nReading instructions:\n\nThe reading instructions for BDA3 Chapter 1.\nThe reading instructions for BDA3 Chapter 2.\n\nGrading instructions:\nThe grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.\n\n\n\n\n\n\n\n\n\nFurther information\n\n\n\n\n\n\nThe recommended tool in this course is R (with the IDE RStudio).\nInstead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.\nIf you want to install R and RStudio locally, download R and RStudio.\nThere are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.\nWhen working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.\nInstead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.\nReport all results in a single, anonymous *.pdf -file and submit it in peergrade.io.\nThe course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade=\"never\" skips question about updating other packages):\n\ninstall.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n\nMany of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.\nRecommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.\nCommon questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).\nDeadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.\nYou are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.\nYou can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.\nDo not share your answers publicly.\nDo not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.\nUse of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).\nAll suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.\nDo not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.\nIf you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nCan you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.\nIs the report anonymous?\n\n\n\n\n\n\n\n\n\nSetup\n\n\n\n\n\nThis is the template for assignment 3. You can download qmd-files (full, simple) or copy the code from this rendered document after clicking on </> Code in the top right corner.\nPlease replace the instructions in this template by your own text, explaining what you are doing in each exercise.\nThe following will set-up markmyassignment to check your functions at the end of the notebook:\n\nif(!require(markmyassignment)){\n install.packages(\"markmyassignment\")\n library(markmyassignment)\n}\n\nLoading required package: markmyassignment\n\nassignment_path = paste(\"https://github.com/avehtari/BDA_course_Aalto/\",\n\"blob/master/assignments/tests/assignment3.yml\", sep=\"\")\nset_assignment(assignment_path)\n\nError in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).\n\n\nThe following installs and loads the aaltobda package:\n\nif(!require(aaltobda)){\n install.packages(\"aaltobda\", repos = c(\"https://avehtari.github.io/BDA_course_Aalto/\", getOption(\"repos\")))\n library(aaltobda)\n}\n\nLoading required package: aaltobda\n\n\nThe following installs and loads the latex2exp package, which allows us to use LaTeX in plots:\n\nif(!require(latex2exp)){\n install.packages(\"latex2exp\")\n library(latex2exp)\n}\n\nLoading required package: latex2exp\n\n\n\n\n\n\n\n\n\n\n\nSetting up advanced packages (posterior and ggdist)\n\n\n\n\n\nThe following installs and loads the posterior package, which allows us to use its rvar Random Variable Datatype:\n\nif(!require(posterior)){\n install.packages(\"posterior\")\n library(posterior)\n}\n\nLoading required package: posterior\n\n\nThis is posterior version 1.6.0\n\n\n\nAttaching package: 'posterior'\n\n\nThe following object is masked from 'package:aaltobda':\n\n mcse_quantile\n\n\nThe following objects are masked from 'package:stats':\n\n mad, sd, var\n\n\nThe following objects are masked from 'package:base':\n\n %in%, match\n\n\nThe following installs and loads the ggdist package for advanced plotting functions:\n\nif(!require(ggplot2)){\n install.packages(\"ggplot2\")\n library(ggplot2)\n}\n\nLoading required package: ggplot2\n\nggplot2::theme_set(theme_minimal(base_size = 14))\nif(!require(ggdist)){\n install.packages(\"ggdist\")\n library(ggdist)\n}\n\nLoading required package: ggdist\n\n\n\n\n\n\n\n2 Inference for normal mean and deviation (3 points)\nA factory has a production line for manufacturing car windshields. A sample of windshields has been taken for testing hardness. The observed hardness values \\(\\mathbf{y}_1\\) can be found in the dataset windshieldy1 in the aaltobda package.\nWe may assume that the observations follow a normal distribution with an unknown standard deviation \\(\\sigma\\). We wish to obtain information about the unknown average hardness \\(\\mu\\). For simplicity we assume standard uninformative prior discussed in the book, that is, \\(p(\\mu, \\sigma) \\propto \\sigma^{-1}\\). It is not necessary to derive the posterior distribution in the report, as it has already been done in the book (see section 3.2).\nLoading the library and the data.\n\ndata(\"windshieldy1\")\n# The data are now stored in the variable `windshieldy1`.\n# The below displays the data:\nwindshieldy1\n\n[1] 13.357 14.928 14.896 15.297 14.820 12.067 14.824 13.865 17.447\n\n\nThe below data is only for the tests, you need to change to the full data windshieldy1 when reporting your results.\n\nwindshieldy_test <- c(13.357, 14.928, 14.896, 14.820)\n\n\n\n\n\n\n\nSubtask 2.a)\n\n\n\nFormulate\n\nthe likelihood,\nthe prior, and\nthe resulting posterior.\n\n\n\nWrite your answers here!\n\n\n\n\n\n\nSubtask 2.b)\n\n\n\nWhat can you say about the unknown \\(\\mu\\)?\n\nCompute and report the point estimate \\(E(\\mu|y)\\),\ncompute and report a posterior 95%-interval,\nplot the density, and\nwrite interpretation of the result in text.\n\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nPosterior intervals are also called credible intervals and are different from confidence intervals.\n\n\n\nWrite your answers and code here!\nKeep the below name and format for the functions to work with markmyassignment:\n\n# Useful functions: mean(), length(), sqrt(), sum()\n# and qtnew(), dtnew() (from aaltobda)\n\nmu_point_est <- function(data) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n 14.5\n ### {.content-hidden when-profile=\"public\"}\n mean(data)\n ###\n}\nmu_interval <- function(data, prob = 0.95) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n c(13.3, 15.7)\n ### {.content-hidden when-profile=\"public\"}\n n = length(data)\n df = n-1\n location = mean(data)\n scale = sqrt((\n 1/(n-1) * sum((data-location)^2)\n )/n)\n ql = (1-prob)/2\n qu = prob + (1-prob)/2\n qtnew(c(ql, qu), df, location, scale)\n ###\n}\n\nYou can plot the density as below if you implement mu_pdf to compute the PDF of the posterior \\(p(\\mu|y)\\) of the average hardness \\(\\mu\\).\n\nmu_pdf <- function(data, x){\n # Compute necessary parameters here.\n # These are the correct parameters for `windshieldy_test`\n # with the provided uninformative prior.\n df = 3\n location = 14.5\n scale = 0.3817557\n # Use the computed parameters as below to compute the PDF:\n ### {.content-hidden when-profile=\"public\"}\n n = length(data)\n df = n-1\n location = mean(data)\n scale = sqrt((\n 1/(n-1) * sum((data-location)^2)\n )/n)\n ###\n dtnew(x, df, location, scale)\n}\n\nx_interval = mu_interval(windshieldy1, .999)\nlower_x = x_interval[1]\nupper_x = x_interval[2]\nx = seq(lower_x, upper_x, length.out=1000)\nplot(\n x, mu_pdf(windshieldy1, x), type=\"l\",\n xlab=TeX(r'(average hardness $\\mu$)'),\n ylab=TeX(r'(PDF of the posterior $p(\\mu|y)$)')\n)\n\n\n\n\n\n\n\nFigure 1: PDF of the posterior \\(p(\\mu|y)\\) of the average hardness \\(\\mu\\)\n\n\n\n\n\n\n\n\n\n\n\nSubtask 2.c)\n\n\n\nWhat can you say about the hardness of the next windshield coming from the production line before actually measuring the hardness?\n\nCompute and report the point estimate \\(E(\\tilde{y}|y)\\),\ncompute and report a posterior predictive 95%-interval,\nplot the density, and\nwrite interpretation of the result in text.\n\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nPredictive intervals are different from posterior intervals.\nWith a conjugate prior a closed form posterior is Student’s \\(t\\) form (see equations in the book).\n\n\n\nWrite your answers and code here!\nKeep the below name and format for the functions to work with markmyassignment:\n\n# Useful functions: mean(), length(), sqrt(), sum()\n# and qtnew(), dtnew() (from aaltobda)\n\nmu_pred_point_est <- function(data) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n 14.5\n ### {.content-hidden when-profile=\"public\"}\n mean(data)\n ###\n}\nmu_pred_interval <- function(data, prob = 0.95) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n c(11.8, 17.2)\n ### {.content-hidden when-profile=\"public\"}\n n = length(data)\n df = n-1\n location = mean(data)\n scale = sqrt((\n 1/(n-1) * sum((data-location)^2)\n )*(1+1/n))\n ql = (1-prob)/2\n qu = prob + (1-prob)/2\n qtnew(c(ql, qu), df, location, scale)\n ###\n}\n\nYou can plot the density as below if you implement mu_pred_pdf to compute the PDF of the posterior predictive \\(p(\\tilde{y}|y)\\) of a new hardness observation \\(\\tilde{y}\\).\n\nmu_pred_pdf <- function(data, x){\n # Compute necessary parameters here.\n # These are the correct parameters for `windshieldy_test`\n # with the provided uninformative prior.\n df = 3\n location = 14.5\n scale = 0.8536316\n # Use the computed parameters as below to compute the PDF:\n ### {.content-hidden when-profile=\"public\"}\n n = length(data)\n df = n-1\n location = mean(data)\n scale = sqrt((\n 1/(n-1) * sum((data-mean(data))^2)\n )*(1+1/n))\n ###\n dtnew(x, df, location, scale)\n}\n\nx_interval = mu_pred_interval(windshieldy1, .999)\nlower_x = x_interval[1]\nupper_x = x_interval[2]\nx = seq(lower_x, upper_x, length.out=1000)\nplot(\n x, mu_pred_pdf(windshieldy1, x), type=\"l\",\n xlab=TeX(r'(new hardness observation $\\tilde{y}$)'),\n ylab=TeX(r'(PDF of the posterior predictive $p(\\tilde{y}|y)$)')\n)\n\n\n\n\n\n\n\nFigure 2: PDF of the posterior predictive \\(p(\\tilde{y}|y)\\) of a new hardness observation \\(\\tilde{y}\\)\n\n\n\n\n\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the source code included?\n\nNo\nYes\n\nAre the likelihood, prior and the posterior for computing the average hardness value reported? It is ok to refer to the book instead of deriving the distributions.\n\nNo\nYes, but some are missing\nYes\n\nIn part a), were the point estimates and posterior interval provided? (The posterior mean should be close to )\n\nNo\nYes, but seem incorrect or only one estimate was reported\nYes, and the reported values seem plausible\n\nIn part b), was the density plotted?\n\nNo\nYes, but seem incorrect\nYes, and the plot seems plausible\n\nFor b)-part, was a formula or a simulation method presented for computing the posterior predictive distribution? It is ok to refer to the book.\n\nNo\nYes, but seems incorrect\nYes\n\nFor c)-part, were the point estimate and predictive interval provided? (95% predictive interval should be around and the mean the same as in a)-part).\n\nNo\nYes, but seems incorrect\nYes, and the reported values seem plausible\n\nFor c)-part, was the density plotted?\n\nNo\nYes, but seems incorrect\nYes, and the plot seem plausible\n\n\n\n\n\n\n3 Inference for the difference between proportions (3 points)\nAn experiment was performed to estimate the effect of beta-blockers on mortality of cardiac patients. A group of patients was randomly assigned to treatment and control groups: out of 674 patients receiving the control, 39 died, and out of 680 receiving the treatment, 22 died. Assume that the outcomes are independent and binomially distributed, with probabilities of death of \\(p_0\\) and \\(p_1\\) under the control and treatment, respectively. Set up a noninformative or weakly informative prior distribution on \\((p_0,p_1)\\).\n\n\n\n\n\n\nSubtask 3.a)\n\n\n\nFormulate\n\nthe likelihood,\nthe prior, and\nthe resulting posterior.\n\n\n\nWrite your answers here!\n\n\n\n\n\n\nSubtask 3.b)\n\n\n\nSummarize the posterior distribution for the odds ratio, \\[\n\\mathrm{OR} = (p_1/(1-p_1))/(p_0/(1-p_0)).\n\\]\n\nCompute and report the point estimate \\(E(\\mathrm{OR}|y_0,y_1)\\),\ncompute and report a posterior 95%-interval,\nplot the histogram, and\nwrite interpretation of the result in text.\n\nUse Frank Harrell’s recommendations how to state results in Bayesian two group comparison.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nWith a conjugate prior, a closed-form posterior is the Beta form for each group separately (see equations in the book). You can use rbeta() to sample from the posterior distributions of \\(p_0\\) and \\(p_1\\), and use this sample and odds ratio equation to get a sample from the distribution of the odds ratio.\n\n\n\nWrite your answers and code here!\nThe below data is only for the tests:\n\nset.seed(4711)\nndraws = 1000\np0 = rbeta(ndraws, 5, 95)\np1 = rbeta(ndraws, 10, 90)\n### {.content-hidden when-profile=\"public\"}\nset.seed(4711)\np0 = rbeta(ndraws, 40, 675)\np1 = rbeta(ndraws, 23, 681)\n###\n\nKeep the below name and format for the functions to work with markmyassignment:\n\n# Useful function: mean(), quantile()\n\nposterior_odds_ratio_point_est <- function(p0, p1) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n 2.650172\n ### {.content-hidden when-profile=\"public\"}\n odds_ratios = p1/(1-p1)/(p0/(1-p0))\n mean(odds_ratios)\n ###\n}\nposterior_odds_ratio_interval <- function(p0, p1, prob = 0.95) {\n # Do computation here, and return as below.\n # This is the correct return value for the test data provided above.\n c(0.6796942,7.3015964)\n ### {.content-hidden when-profile=\"public\"}\n odds_ratios = p1/(1-p1)/(p0/(1-p0))\n ql = (1-prob)/2\n qu = prob + (1-prob)/2\n quantile(odds_ratios, c(ql, qu))\n ###\n}\n\n\n\n\n\n\n\nadvanced tools (posterior’s rvar, ggdist’s stat_dotsinterval)\n\n\n\n\n\nThe posterior package’s random variable datatype rvar is a “sample-based representation of random variables” which makes handling of random samples (of draws) such as the ones contained in the above variables p0 and p1 easier. By default, it prints as the mean and standard deviation of the draws, such that rvar(p0) prints as 0.056 ± 0.0086 and rvar(p1) prints as 0.033 ± 0.0066.\nThe datatype is “designed to […] be able to be used inside data.frame()s and tibble()s, and to be used with distribution visualizations in the ggdist package.” The code below sets up an R data.frame() with the draws in p0 and p1 wrapped in an rvar, and uses that data frame to visualize the draws using ggdist, an R package building on ggplot2 and “designed for both frequentist and Bayesian uncertainty visualization”.\nThe below plot, Figure 3 uses ggdist’s stat_dotsinterval(), which by default visualizes\n\nan rvar’s median and central 66% and 95% intervals using a black dot and lines of varying thicknesses as when using ggdist’s stat_pointinterval() and\nan rvar’s draws using grey dots as when using ggdist’s stat_dots():\n\n\nr0 = rvar(p0)\nr1 = rvar(p1)\nggplot(data.frame(\n rv_name=c(\"control\", \"treatment\"), rv=c(r0, r1)\n)) +\n aes(xdist=rv, y=rv_name) +\n labs(x=\"probabilities of death\", y=\"patient group\") +\n stat_dotsinterval()\n\n\n\n\n\n\n\nFigure 3: Probabilities of death for the two patient groups.\n\n\n\n\n\nrvars make it easy to compute functions of random variables, such as\n\ndifferences, e.g. \\(p_0 - p_1\\): r0 - r1 computes an rvar which prints as 0.023 ± 0.011, indicating the sample mean and the sample standard deviation of the difference of the probabilities of death,\nproducts, e.g. \\(p_0 \\, p_1\\): r0 * r1 computes an rvar which prints as 0.0018 ± 0.00048 which in this case has no great interpretation, or\nthe odds ratios needed in task 3.b).\n\nBelow, in Figure 4, we compute the odds ratios using the rvars and visualize its median, central intervals and draws, as above in Figure 3:\n\nrodds_ratio = (r1/(1-r1))/(r0/(1-r0))\nggplot(data.frame(\n rv=c(rodds_ratio)\n)) +\n aes(xdist=rv) +\n labs(x=\"odds ratio\", y=\"relative amount of draws\") +\n stat_dotsinterval()\n\n\n\n\n\n\n\nFigure 4: Odds ratios of the two patient groups.\n\n\n\n\n\nYou can use Figure 4 to visually check whether the answers you computed for 3.b) make sense.\n\n\n\n\n\n\n\n\n\nSubtask 3.c)\n\n\n\nUse at least two different priors, and discuss the sensitivity of your inference to your choice of prior density with a couple of sentences.\n\n\nWrite your answers and code here!\n\n\n\n\n\n\nRubric\n\n\n\n\nIs the source code included?\n\nNo\nYes\n\nAre the likelihood, prior and the posterior for the death probabilities reported? It is ok to refer to the book instead of deriving the distributions.\n\nNo\nYes, but some are missing\nYes\n\nIn part a), was the simulation algorithm for computing the posterior of the odds ratio presented or implemented?\n\nNo\nYes, but seems incorrect\nYes\n\nIn part a), was the odds ratio summarized with a point estimate and a posterior interval? (The mean should be close to )\n\nNo\nYes, but results seem incorrect\nYes, and the results seem plausible\n\nIn part b), was some discussion about testing alternative priors provided? (For example, one could have repeated the computations in a)-part with a couple of alternative priors and reported these results or some related general conclusions briefly)\n\nNot at all\nSome analysis was provided but it was lacking or did not make sense\nSome alternative priors were tested and some sensible discussion provided\n\n\n\n\n\n\n4 Inference for the difference between normal means (3 points)\nConsider a case where the same factory has two production lines for manufacturing car windshields. Independent samples from the two production lines were tested for hardness. The hardness measurements for the two samples \\(\\mathbf{y}_1\\) and \\(\\mathbf{y}_2\\) be found in the datasets windshieldy1 and windshieldy2 in the aaltobda package.\nWe assume that the samples have unknown standard deviations \\(\\sigma_1\\) and \\(\\sigma_2\\). Use uninformative or weakly informative priors and answer the following questions:\nLoading the library and the data.\n\ndata(\"windshieldy2\")\n# The new data are now stored in the variable `windshieldy2`.\n# The below displays the first few rows of the new data:\nhead(windshieldy2)\n\n[1] 15.980 14.206 16.011 17.250 15.993 15.722\n\n\n\n\n\n\n\n\nSubtask 4.a)\n\n\n\nFormulate\n\nthe likelihood,\nthe prior, and\nthe resulting posterior.\n\n\n\nWrite your answers here!\n\n\n\n\n\n\nSubtask 4.b)\n\n\n\nWhat can you say about \\(\\mu_d = \\mu_1 - \\mu_2\\)?\n\nCompute and report the point estimate \\(E(\\mu_d|y_1, y_2)\\),\ncompute and report a posterior 95%-interval,\nplot the histogram, and\nwrite interpretation of the result in text.\n\nUse Frank Harrell’s recommendations how to state results in Bayesian two group comparison.\n\n\n\n\n\n\n\n\nTip\n\n\n\n\n\nWith a conjugate prior, a closed-form posterior is Student’s \\(t\\) form for each group separately (see equations in the book). You can use the rtnew() function to sample from the posterior distributions of \\(\\mu_1\\) and \\(\\mu_2\\), and use this sample to get a sample from the distribution of the difference \\(\\mu_d = \\mu_1 - \\mu_2\\).\n\n\n\nWrite your answers and code here!\n\n# Useful functions: mean(), length(), sqrt(), sum(),\n# rtnew() (from aaltobda), quantile() and hist().\n\n\n\n\n\n\n\nSubtask 4.c)\n\n\n\nGiven this specific model, what is the probability that the means are exactly the same (\\(\\mu_1 = \\mu_2\\))? Explain your reasoning.\n\n\nWrite your answers here!\n\n\n\n\n\n\nRubric\n\n\n\n\nIs source code included?\n\nNo\nYes\n\nAre the likelihood, prior and the posterior for the windshield hardness values reported? (It is also ok to refer to the book or related formulas from exercise 1)\n\nNo\nYes, but some are missing\nYes\n\nIn part a), was the simulation algorithm for computing the difference in the means presented or implemented?\n\nNo\nYes, but seems to be incorrect\nYes\n\nIn part a), was the posterior for the difference between the means summarized with point and interval estimates? (The mean should be close to or something close to it)\n\nNo answer\nYes, but results seem incorrect or only one estimate was given\nYes, and results seem reasonable\n\nWere some analysis or discussion provided for assessing whether the means could be the same?\n\nNo analysis or explanation is given\nYes, but the analysis or explanation seems incorrect\nYes, and the analysis or explanation seems plausible\n\n\n\n\n\n\n\n\n\n\nmarkmyassignment\n\n\n\n\n\nThe following will check the functions for which markmyassignment has been set up:\n\nmark_my_assignment()\n\nError: No assignment has been set. Please use set_assignment().\n\n\n\n\n\n\n\n5 Overall quality of the report\n\n\n\n\n\n\nRubric\n\n\n\n\nDoes the report include comment on whether AI was used, and if AI was used, explanation on how it was used?\n\nNo\nYes\n\nDoes the report follow the formatting instructions?\n\nNot at all\nLittle\nMostly\nYes\n\nIn case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.\nPlease also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.", + "crumbs": [ + "Templates", + "Assignment 3, 2023" + ] + } +] \ No newline at end of file diff --git a/assignments2023/site_libs/bootstrap/bootstrap-icons.css b/assignments2023/site_libs/bootstrap/bootstrap-icons.css new file mode 100644 index 00000000..285e4448 --- /dev/null +++ b/assignments2023/site_libs/bootstrap/bootstrap-icons.css @@ -0,0 +1,2078 @@ +/*! + * Bootstrap Icons v1.11.1 (https://icons.getbootstrap.com/) + * Copyright 2019-2023 The Bootstrap Authors + * Licensed under MIT (https://github.com/twbs/icons/blob/main/LICENSE) + */ + +@font-face { + font-display: block; + font-family: "bootstrap-icons"; + src: +url("./bootstrap-icons.woff?2820a3852bdb9a5832199cc61cec4e65") format("woff"); +} + +.bi::before, +[class^="bi-"]::before, +[class*=" bi-"]::before { + display: inline-block; + font-family: bootstrap-icons !important; + font-style: normal; + font-weight: normal !important; + font-variant: normal; + text-transform: none; + line-height: 1; + vertical-align: -.125em; + -webkit-font-smoothing: antialiased; + -moz-osx-font-smoothing: grayscale; +} + +.bi-123::before { content: "\f67f"; } +.bi-alarm-fill::before { content: "\f101"; } +.bi-alarm::before { content: "\f102"; } +.bi-align-bottom::before { content: "\f103"; } +.bi-align-center::before { content: "\f104"; } +.bi-align-end::before { content: "\f105"; } +.bi-align-middle::before { content: "\f106"; } +.bi-align-start::before { content: "\f107"; } +.bi-align-top::before { content: "\f108"; } +.bi-alt::before { content: "\f109"; } +.bi-app-indicator::before { content: "\f10a"; } +.bi-app::before { content: "\f10b"; } +.bi-archive-fill::before { content: "\f10c"; } +.bi-archive::before { content: "\f10d"; } +.bi-arrow-90deg-down::before { content: "\f10e"; } +.bi-arrow-90deg-left::before { content: "\f10f"; } +.bi-arrow-90deg-right::before { content: "\f110"; } +.bi-arrow-90deg-up::before { content: "\f111"; } +.bi-arrow-bar-down::before { content: "\f112"; } +.bi-arrow-bar-left::before { content: "\f113"; } +.bi-arrow-bar-right::before { content: "\f114"; } +.bi-arrow-bar-up::before { content: "\f115"; } +.bi-arrow-clockwise::before { content: "\f116"; } +.bi-arrow-counterclockwise::before { content: "\f117"; } +.bi-arrow-down-circle-fill::before { content: "\f118"; } +.bi-arrow-down-circle::before { content: "\f119"; } +.bi-arrow-down-left-circle-fill::before { content: "\f11a"; } +.bi-arrow-down-left-circle::before { content: "\f11b"; } +.bi-arrow-down-left-square-fill::before { content: "\f11c"; } +.bi-arrow-down-left-square::before { content: "\f11d"; } +.bi-arrow-down-left::before { content: "\f11e"; } +.bi-arrow-down-right-circle-fill::before { content: "\f11f"; } +.bi-arrow-down-right-circle::before { content: "\f120"; } +.bi-arrow-down-right-square-fill::before { content: "\f121"; } +.bi-arrow-down-right-square::before { content: "\f122"; } +.bi-arrow-down-right::before { content: "\f123"; } +.bi-arrow-down-short::before { content: "\f124"; } +.bi-arrow-down-square-fill::before { content: "\f125"; } +.bi-arrow-down-square::before { content: "\f126"; } +.bi-arrow-down-up::before { content: "\f127"; } +.bi-arrow-down::before { content: "\f128"; } +.bi-arrow-left-circle-fill::before { content: "\f129"; } +.bi-arrow-left-circle::before { content: "\f12a"; } +.bi-arrow-left-right::before { content: "\f12b"; } +.bi-arrow-left-short::before { content: "\f12c"; } +.bi-arrow-left-square-fill::before { content: "\f12d"; } +.bi-arrow-left-square::before { content: "\f12e"; } +.bi-arrow-left::before { content: "\f12f"; } +.bi-arrow-repeat::before { content: "\f130"; } +.bi-arrow-return-left::before { content: "\f131"; } +.bi-arrow-return-right::before { content: "\f132"; } +.bi-arrow-right-circle-fill::before { content: "\f133"; } +.bi-arrow-right-circle::before { content: "\f134"; } +.bi-arrow-right-short::before { content: "\f135"; } +.bi-arrow-right-square-fill::before { content: "\f136"; } +.bi-arrow-right-square::before { content: "\f137"; } +.bi-arrow-right::before { content: "\f138"; } +.bi-arrow-up-circle-fill::before { content: "\f139"; } +.bi-arrow-up-circle::before { content: "\f13a"; } +.bi-arrow-up-left-circle-fill::before { content: "\f13b"; } +.bi-arrow-up-left-circle::before { content: "\f13c"; } +.bi-arrow-up-left-square-fill::before { content: "\f13d"; } +.bi-arrow-up-left-square::before { content: "\f13e"; } +.bi-arrow-up-left::before { content: "\f13f"; } +.bi-arrow-up-right-circle-fill::before { content: "\f140"; } +.bi-arrow-up-right-circle::before { content: "\f141"; } +.bi-arrow-up-right-square-fill::before { content: "\f142"; } +.bi-arrow-up-right-square::before { content: "\f143"; } +.bi-arrow-up-right::before { content: "\f144"; } +.bi-arrow-up-short::before { content: "\f145"; } +.bi-arrow-up-square-fill::before { content: "\f146"; } +.bi-arrow-up-square::before { content: "\f147"; } +.bi-arrow-up::before { content: "\f148"; } +.bi-arrows-angle-contract::before { content: "\f149"; } +.bi-arrows-angle-expand::before { content: "\f14a"; } +.bi-arrows-collapse::before { content: "\f14b"; } +.bi-arrows-expand::before { content: "\f14c"; } +.bi-arrows-fullscreen::before { content: "\f14d"; } +.bi-arrows-move::before { content: "\f14e"; } +.bi-aspect-ratio-fill::before { content: "\f14f"; } +.bi-aspect-ratio::before { content: "\f150"; } +.bi-asterisk::before { content: "\f151"; } +.bi-at::before { content: "\f152"; } +.bi-award-fill::before { content: "\f153"; } +.bi-award::before { content: "\f154"; } +.bi-back::before { content: "\f155"; } +.bi-backspace-fill::before { content: "\f156"; } +.bi-backspace-reverse-fill::before { content: "\f157"; } +.bi-backspace-reverse::before { content: "\f158"; } +.bi-backspace::before { content: "\f159"; } +.bi-badge-3d-fill::before { content: "\f15a"; } +.bi-badge-3d::before { content: "\f15b"; } +.bi-badge-4k-fill::before { content: "\f15c"; } +.bi-badge-4k::before { content: "\f15d"; } +.bi-badge-8k-fill::before { content: "\f15e"; } +.bi-badge-8k::before { content: "\f15f"; } +.bi-badge-ad-fill::before { content: "\f160"; } +.bi-badge-ad::before { content: "\f161"; } +.bi-badge-ar-fill::before { content: "\f162"; } +.bi-badge-ar::before { content: "\f163"; } +.bi-badge-cc-fill::before { content: "\f164"; } +.bi-badge-cc::before { content: "\f165"; } +.bi-badge-hd-fill::before { content: "\f166"; } +.bi-badge-hd::before { content: "\f167"; } +.bi-badge-tm-fill::before { content: "\f168"; } +.bi-badge-tm::before { content: "\f169"; } +.bi-badge-vo-fill::before { content: "\f16a"; } +.bi-badge-vo::before { content: "\f16b"; } +.bi-badge-vr-fill::before { content: "\f16c"; } +.bi-badge-vr::before { content: "\f16d"; } +.bi-badge-wc-fill::before { content: "\f16e"; } +.bi-badge-wc::before { content: "\f16f"; } +.bi-bag-check-fill::before { content: "\f170"; } +.bi-bag-check::before { content: "\f171"; } +.bi-bag-dash-fill::before { content: "\f172"; } +.bi-bag-dash::before { content: "\f173"; } +.bi-bag-fill::before { content: "\f174"; } +.bi-bag-plus-fill::before { content: "\f175"; } +.bi-bag-plus::before { content: "\f176"; } +.bi-bag-x-fill::before { content: "\f177"; } +.bi-bag-x::before { content: "\f178"; } +.bi-bag::before { content: "\f179"; } +.bi-bar-chart-fill::before { content: "\f17a"; } +.bi-bar-chart-line-fill::before { content: "\f17b"; } +.bi-bar-chart-line::before { content: "\f17c"; } +.bi-bar-chart-steps::before { content: "\f17d"; } +.bi-bar-chart::before { content: "\f17e"; } +.bi-basket-fill::before { content: "\f17f"; } +.bi-basket::before { content: "\f180"; } +.bi-basket2-fill::before { content: "\f181"; } +.bi-basket2::before { content: "\f182"; } +.bi-basket3-fill::before { content: "\f183"; } +.bi-basket3::before { content: "\f184"; } +.bi-battery-charging::before { content: "\f185"; } +.bi-battery-full::before { content: "\f186"; } +.bi-battery-half::before { content: "\f187"; } +.bi-battery::before { content: "\f188"; } +.bi-bell-fill::before { content: "\f189"; } +.bi-bell::before { content: "\f18a"; } +.bi-bezier::before { content: "\f18b"; } +.bi-bezier2::before { content: "\f18c"; } +.bi-bicycle::before { content: "\f18d"; } +.bi-binoculars-fill::before { content: "\f18e"; } +.bi-binoculars::before { content: "\f18f"; } +.bi-blockquote-left::before { content: "\f190"; } +.bi-blockquote-right::before { content: "\f191"; } +.bi-book-fill::before { content: "\f192"; } +.bi-book-half::before { content: "\f193"; } +.bi-book::before { content: "\f194"; } +.bi-bookmark-check-fill::before { content: "\f195"; } +.bi-bookmark-check::before { content: "\f196"; } +.bi-bookmark-dash-fill::before { content: "\f197"; } +.bi-bookmark-dash::before { content: "\f198"; } +.bi-bookmark-fill::before { content: "\f199"; } +.bi-bookmark-heart-fill::before { content: "\f19a"; } +.bi-bookmark-heart::before { content: "\f19b"; } +.bi-bookmark-plus-fill::before { content: "\f19c"; } +.bi-bookmark-plus::before { content: "\f19d"; } +.bi-bookmark-star-fill::before { content: "\f19e"; } +.bi-bookmark-star::before { content: "\f19f"; } +.bi-bookmark-x-fill::before { content: "\f1a0"; } +.bi-bookmark-x::before { content: "\f1a1"; } +.bi-bookmark::before { content: "\f1a2"; } +.bi-bookmarks-fill::before { content: "\f1a3"; } +.bi-bookmarks::before { content: "\f1a4"; } +.bi-bookshelf::before { content: "\f1a5"; } +.bi-bootstrap-fill::before { content: "\f1a6"; } +.bi-bootstrap-reboot::before { content: "\f1a7"; } +.bi-bootstrap::before { content: "\f1a8"; } +.bi-border-all::before { content: "\f1a9"; } +.bi-border-bottom::before { content: "\f1aa"; } +.bi-border-center::before { content: "\f1ab"; } +.bi-border-inner::before { content: "\f1ac"; } +.bi-border-left::before { content: "\f1ad"; } +.bi-border-middle::before { content: "\f1ae"; } +.bi-border-outer::before { content: "\f1af"; } +.bi-border-right::before { content: "\f1b0"; } +.bi-border-style::before { content: "\f1b1"; } +.bi-border-top::before { content: "\f1b2"; } +.bi-border-width::before { content: "\f1b3"; } +.bi-border::before { content: "\f1b4"; } +.bi-bounding-box-circles::before { content: "\f1b5"; } +.bi-bounding-box::before { content: "\f1b6"; } +.bi-box-arrow-down-left::before { content: "\f1b7"; } +.bi-box-arrow-down-right::before { content: "\f1b8"; } +.bi-box-arrow-down::before { content: "\f1b9"; } +.bi-box-arrow-in-down-left::before { content: "\f1ba"; } +.bi-box-arrow-in-down-right::before { content: "\f1bb"; } +.bi-box-arrow-in-down::before { content: "\f1bc"; } +.bi-box-arrow-in-left::before { content: "\f1bd"; } +.bi-box-arrow-in-right::before { content: "\f1be"; } +.bi-box-arrow-in-up-left::before { content: "\f1bf"; } +.bi-box-arrow-in-up-right::before { content: "\f1c0"; } +.bi-box-arrow-in-up::before { content: "\f1c1"; } +.bi-box-arrow-left::before { content: "\f1c2"; } +.bi-box-arrow-right::before { content: "\f1c3"; } +.bi-box-arrow-up-left::before { content: "\f1c4"; } +.bi-box-arrow-up-right::before { content: "\f1c5"; } +.bi-box-arrow-up::before { content: "\f1c6"; } +.bi-box-seam::before { content: "\f1c7"; } +.bi-box::before { content: "\f1c8"; } +.bi-braces::before { content: "\f1c9"; } +.bi-bricks::before { content: "\f1ca"; } +.bi-briefcase-fill::before { content: "\f1cb"; } +.bi-briefcase::before { content: "\f1cc"; } +.bi-brightness-alt-high-fill::before { content: "\f1cd"; } +.bi-brightness-alt-high::before { content: "\f1ce"; } +.bi-brightness-alt-low-fill::before { content: "\f1cf"; } +.bi-brightness-alt-low::before { content: "\f1d0"; } +.bi-brightness-high-fill::before { content: "\f1d1"; } +.bi-brightness-high::before { content: "\f1d2"; } +.bi-brightness-low-fill::before { content: "\f1d3"; } +.bi-brightness-low::before { content: "\f1d4"; } +.bi-broadcast-pin::before { content: "\f1d5"; } +.bi-broadcast::before { content: "\f1d6"; } +.bi-brush-fill::before { content: "\f1d7"; } +.bi-brush::before { content: "\f1d8"; } +.bi-bucket-fill::before { content: "\f1d9"; } +.bi-bucket::before { content: "\f1da"; } +.bi-bug-fill::before { content: "\f1db"; } +.bi-bug::before { content: "\f1dc"; } +.bi-building::before { content: "\f1dd"; } +.bi-bullseye::before { content: "\f1de"; } +.bi-calculator-fill::before { content: "\f1df"; } +.bi-calculator::before { content: "\f1e0"; } +.bi-calendar-check-fill::before { content: "\f1e1"; } +.bi-calendar-check::before { content: "\f1e2"; } +.bi-calendar-date-fill::before { content: "\f1e3"; } +.bi-calendar-date::before { content: "\f1e4"; } +.bi-calendar-day-fill::before { content: "\f1e5"; } +.bi-calendar-day::before { content: "\f1e6"; } +.bi-calendar-event-fill::before { content: "\f1e7"; } +.bi-calendar-event::before { content: "\f1e8"; } +.bi-calendar-fill::before { content: "\f1e9"; } +.bi-calendar-minus-fill::before { content: "\f1ea"; } +.bi-calendar-minus::before { content: "\f1eb"; } +.bi-calendar-month-fill::before { content: "\f1ec"; } +.bi-calendar-month::before { content: "\f1ed"; } +.bi-calendar-plus-fill::before { content: "\f1ee"; } +.bi-calendar-plus::before { content: "\f1ef"; } +.bi-calendar-range-fill::before { content: "\f1f0"; } +.bi-calendar-range::before { content: "\f1f1"; } +.bi-calendar-week-fill::before { content: "\f1f2"; } +.bi-calendar-week::before { content: "\f1f3"; } +.bi-calendar-x-fill::before { content: "\f1f4"; } +.bi-calendar-x::before { content: "\f1f5"; } +.bi-calendar::before { content: "\f1f6"; } +.bi-calendar2-check-fill::before { content: "\f1f7"; } +.bi-calendar2-check::before { content: "\f1f8"; } +.bi-calendar2-date-fill::before { content: "\f1f9"; } +.bi-calendar2-date::before { content: "\f1fa"; } +.bi-calendar2-day-fill::before { content: "\f1fb"; } +.bi-calendar2-day::before { content: "\f1fc"; } +.bi-calendar2-event-fill::before { content: "\f1fd"; } +.bi-calendar2-event::before { content: "\f1fe"; } +.bi-calendar2-fill::before { content: "\f1ff"; } +.bi-calendar2-minus-fill::before { content: "\f200"; } +.bi-calendar2-minus::before { content: "\f201"; } +.bi-calendar2-month-fill::before { content: "\f202"; } +.bi-calendar2-month::before { content: "\f203"; } +.bi-calendar2-plus-fill::before { content: "\f204"; } +.bi-calendar2-plus::before { content: "\f205"; } +.bi-calendar2-range-fill::before { content: "\f206"; } +.bi-calendar2-range::before { content: "\f207"; } +.bi-calendar2-week-fill::before { content: "\f208"; } +.bi-calendar2-week::before { content: "\f209"; } +.bi-calendar2-x-fill::before { content: "\f20a"; } +.bi-calendar2-x::before { content: "\f20b"; } +.bi-calendar2::before { content: "\f20c"; } +.bi-calendar3-event-fill::before { content: "\f20d"; } +.bi-calendar3-event::before { content: "\f20e"; } +.bi-calendar3-fill::before { content: "\f20f"; } +.bi-calendar3-range-fill::before { content: "\f210"; } +.bi-calendar3-range::before { content: "\f211"; } +.bi-calendar3-week-fill::before { content: "\f212"; } +.bi-calendar3-week::before { content: "\f213"; } +.bi-calendar3::before { content: "\f214"; } +.bi-calendar4-event::before { content: "\f215"; } +.bi-calendar4-range::before { content: "\f216"; } +.bi-calendar4-week::before { content: "\f217"; } +.bi-calendar4::before { content: "\f218"; } +.bi-camera-fill::before { content: "\f219"; } +.bi-camera-reels-fill::before { content: "\f21a"; } +.bi-camera-reels::before { content: "\f21b"; } +.bi-camera-video-fill::before { content: "\f21c"; } +.bi-camera-video-off-fill::before { content: "\f21d"; } +.bi-camera-video-off::before { content: "\f21e"; } +.bi-camera-video::before { content: "\f21f"; } +.bi-camera::before { content: "\f220"; } +.bi-camera2::before { content: "\f221"; } +.bi-capslock-fill::before { content: "\f222"; } +.bi-capslock::before { content: "\f223"; } +.bi-card-checklist::before { content: "\f224"; } +.bi-card-heading::before { content: "\f225"; } +.bi-card-image::before { content: "\f226"; } +.bi-card-list::before { content: "\f227"; } +.bi-card-text::before { content: "\f228"; } +.bi-caret-down-fill::before { content: "\f229"; } +.bi-caret-down-square-fill::before { content: "\f22a"; } +.bi-caret-down-square::before { content: "\f22b"; } +.bi-caret-down::before { content: "\f22c"; } +.bi-caret-left-fill::before { content: "\f22d"; } +.bi-caret-left-square-fill::before { content: "\f22e"; } +.bi-caret-left-square::before { content: "\f22f"; } +.bi-caret-left::before { content: "\f230"; } +.bi-caret-right-fill::before { content: "\f231"; } +.bi-caret-right-square-fill::before { content: "\f232"; } +.bi-caret-right-square::before { content: "\f233"; } +.bi-caret-right::before { content: "\f234"; } +.bi-caret-up-fill::before { content: "\f235"; } +.bi-caret-up-square-fill::before { content: "\f236"; } +.bi-caret-up-square::before { content: "\f237"; } +.bi-caret-up::before { content: "\f238"; } +.bi-cart-check-fill::before { content: "\f239"; } +.bi-cart-check::before { content: "\f23a"; } +.bi-cart-dash-fill::before { content: "\f23b"; } +.bi-cart-dash::before { content: "\f23c"; } +.bi-cart-fill::before { content: "\f23d"; } +.bi-cart-plus-fill::before { content: "\f23e"; } +.bi-cart-plus::before { content: "\f23f"; } +.bi-cart-x-fill::before { content: "\f240"; } +.bi-cart-x::before { content: "\f241"; } +.bi-cart::before { content: "\f242"; } +.bi-cart2::before { content: "\f243"; } +.bi-cart3::before { content: "\f244"; } +.bi-cart4::before { content: "\f245"; } +.bi-cash-stack::before { content: "\f246"; } +.bi-cash::before { content: "\f247"; } +.bi-cast::before { content: "\f248"; } +.bi-chat-dots-fill::before { content: "\f249"; } +.bi-chat-dots::before { content: "\f24a"; } +.bi-chat-fill::before { content: "\f24b"; } +.bi-chat-left-dots-fill::before { content: "\f24c"; } +.bi-chat-left-dots::before { content: "\f24d"; } +.bi-chat-left-fill::before { content: "\f24e"; } +.bi-chat-left-quote-fill::before { content: "\f24f"; } +.bi-chat-left-quote::before { content: "\f250"; } +.bi-chat-left-text-fill::before { content: "\f251"; } +.bi-chat-left-text::before { content: "\f252"; } +.bi-chat-left::before { content: "\f253"; } +.bi-chat-quote-fill::before { content: "\f254"; } +.bi-chat-quote::before { content: "\f255"; } +.bi-chat-right-dots-fill::before { content: "\f256"; } +.bi-chat-right-dots::before { content: "\f257"; } +.bi-chat-right-fill::before { content: "\f258"; } +.bi-chat-right-quote-fill::before { content: "\f259"; } +.bi-chat-right-quote::before { content: "\f25a"; } +.bi-chat-right-text-fill::before { content: "\f25b"; } +.bi-chat-right-text::before { content: "\f25c"; } +.bi-chat-right::before { content: "\f25d"; } +.bi-chat-square-dots-fill::before { content: "\f25e"; } +.bi-chat-square-dots::before { content: "\f25f"; } +.bi-chat-square-fill::before { content: "\f260"; } +.bi-chat-square-quote-fill::before { content: "\f261"; } +.bi-chat-square-quote::before { content: "\f262"; } +.bi-chat-square-text-fill::before { content: "\f263"; } +.bi-chat-square-text::before { content: "\f264"; } +.bi-chat-square::before { content: "\f265"; } +.bi-chat-text-fill::before { content: "\f266"; } +.bi-chat-text::before { content: "\f267"; } +.bi-chat::before { content: "\f268"; } +.bi-check-all::before { content: "\f269"; } +.bi-check-circle-fill::before { content: "\f26a"; } +.bi-check-circle::before { content: "\f26b"; } +.bi-check-square-fill::before { content: "\f26c"; } +.bi-check-square::before { content: "\f26d"; } +.bi-check::before { content: "\f26e"; } +.bi-check2-all::before { content: "\f26f"; } +.bi-check2-circle::before { content: "\f270"; } +.bi-check2-square::before { content: "\f271"; } +.bi-check2::before { content: "\f272"; } +.bi-chevron-bar-contract::before { content: "\f273"; } +.bi-chevron-bar-down::before { content: "\f274"; } +.bi-chevron-bar-expand::before { content: "\f275"; } +.bi-chevron-bar-left::before { content: "\f276"; } +.bi-chevron-bar-right::before { content: "\f277"; } +.bi-chevron-bar-up::before { content: "\f278"; } +.bi-chevron-compact-down::before { content: "\f279"; } +.bi-chevron-compact-left::before { content: "\f27a"; } +.bi-chevron-compact-right::before { content: "\f27b"; } +.bi-chevron-compact-up::before { content: "\f27c"; } +.bi-chevron-contract::before { content: "\f27d"; } +.bi-chevron-double-down::before { content: "\f27e"; } +.bi-chevron-double-left::before { content: "\f27f"; } +.bi-chevron-double-right::before { content: "\f280"; } +.bi-chevron-double-up::before { content: "\f281"; } +.bi-chevron-down::before { content: "\f282"; } +.bi-chevron-expand::before { content: "\f283"; } +.bi-chevron-left::before { content: "\f284"; } +.bi-chevron-right::before { content: "\f285"; } +.bi-chevron-up::before { content: "\f286"; } +.bi-circle-fill::before { content: "\f287"; } +.bi-circle-half::before { content: "\f288"; } +.bi-circle-square::before { content: "\f289"; } +.bi-circle::before { content: "\f28a"; } +.bi-clipboard-check::before { content: "\f28b"; } +.bi-clipboard-data::before { content: "\f28c"; } +.bi-clipboard-minus::before { content: "\f28d"; } +.bi-clipboard-plus::before { content: "\f28e"; } +.bi-clipboard-x::before { content: "\f28f"; } +.bi-clipboard::before { content: "\f290"; } +.bi-clock-fill::before { content: "\f291"; } +.bi-clock-history::before { content: "\f292"; } +.bi-clock::before { content: "\f293"; } +.bi-cloud-arrow-down-fill::before { content: "\f294"; } +.bi-cloud-arrow-down::before { content: "\f295"; } +.bi-cloud-arrow-up-fill::before { content: "\f296"; } +.bi-cloud-arrow-up::before { content: "\f297"; } +.bi-cloud-check-fill::before { content: "\f298"; } +.bi-cloud-check::before { content: "\f299"; } +.bi-cloud-download-fill::before { content: "\f29a"; } +.bi-cloud-download::before { content: "\f29b"; } +.bi-cloud-drizzle-fill::before { content: "\f29c"; } +.bi-cloud-drizzle::before { content: "\f29d"; } +.bi-cloud-fill::before { content: "\f29e"; } +.bi-cloud-fog-fill::before { content: "\f29f"; } +.bi-cloud-fog::before { content: "\f2a0"; } +.bi-cloud-fog2-fill::before { content: "\f2a1"; } +.bi-cloud-fog2::before { content: "\f2a2"; } +.bi-cloud-hail-fill::before { content: "\f2a3"; } +.bi-cloud-hail::before { content: "\f2a4"; } +.bi-cloud-haze-fill::before { content: "\f2a6"; } +.bi-cloud-haze::before { content: "\f2a7"; } +.bi-cloud-haze2-fill::before { content: "\f2a8"; } +.bi-cloud-lightning-fill::before { content: "\f2a9"; } +.bi-cloud-lightning-rain-fill::before { content: "\f2aa"; } +.bi-cloud-lightning-rain::before { content: "\f2ab"; } +.bi-cloud-lightning::before { content: "\f2ac"; } +.bi-cloud-minus-fill::before { content: "\f2ad"; } +.bi-cloud-minus::before { content: "\f2ae"; } +.bi-cloud-moon-fill::before { content: "\f2af"; } +.bi-cloud-moon::before { content: "\f2b0"; } +.bi-cloud-plus-fill::before { content: "\f2b1"; } +.bi-cloud-plus::before { content: "\f2b2"; } +.bi-cloud-rain-fill::before { content: "\f2b3"; } +.bi-cloud-rain-heavy-fill::before { content: "\f2b4"; } +.bi-cloud-rain-heavy::before { content: "\f2b5"; } +.bi-cloud-rain::before { content: "\f2b6"; } +.bi-cloud-slash-fill::before { content: "\f2b7"; } +.bi-cloud-slash::before { content: "\f2b8"; } +.bi-cloud-sleet-fill::before { content: "\f2b9"; } +.bi-cloud-sleet::before { content: "\f2ba"; } +.bi-cloud-snow-fill::before { content: "\f2bb"; } +.bi-cloud-snow::before { content: "\f2bc"; } +.bi-cloud-sun-fill::before { content: "\f2bd"; } +.bi-cloud-sun::before { content: "\f2be"; } +.bi-cloud-upload-fill::before { content: "\f2bf"; } +.bi-cloud-upload::before { content: "\f2c0"; } +.bi-cloud::before { content: "\f2c1"; } +.bi-clouds-fill::before { content: "\f2c2"; } +.bi-clouds::before { content: "\f2c3"; } +.bi-cloudy-fill::before { content: "\f2c4"; } +.bi-cloudy::before { content: "\f2c5"; } +.bi-code-slash::before { content: "\f2c6"; } +.bi-code-square::before { content: "\f2c7"; } +.bi-code::before { content: "\f2c8"; } +.bi-collection-fill::before { content: "\f2c9"; } +.bi-collection-play-fill::before { content: "\f2ca"; } +.bi-collection-play::before { content: "\f2cb"; } +.bi-collection::before { content: "\f2cc"; } +.bi-columns-gap::before { content: "\f2cd"; } +.bi-columns::before { content: "\f2ce"; } +.bi-command::before { content: "\f2cf"; } +.bi-compass-fill::before { content: "\f2d0"; } +.bi-compass::before { content: "\f2d1"; } +.bi-cone-striped::before { content: "\f2d2"; } +.bi-cone::before { content: "\f2d3"; } +.bi-controller::before { content: "\f2d4"; } +.bi-cpu-fill::before { content: "\f2d5"; } +.bi-cpu::before { content: "\f2d6"; } +.bi-credit-card-2-back-fill::before { content: "\f2d7"; } +.bi-credit-card-2-back::before { content: "\f2d8"; } +.bi-credit-card-2-front-fill::before { content: "\f2d9"; } +.bi-credit-card-2-front::before { content: "\f2da"; } +.bi-credit-card-fill::before { content: "\f2db"; } +.bi-credit-card::before { content: "\f2dc"; } +.bi-crop::before { content: "\f2dd"; } +.bi-cup-fill::before { content: "\f2de"; } +.bi-cup-straw::before { content: "\f2df"; } +.bi-cup::before { content: "\f2e0"; } +.bi-cursor-fill::before { content: "\f2e1"; } +.bi-cursor-text::before { content: "\f2e2"; } +.bi-cursor::before { content: "\f2e3"; } +.bi-dash-circle-dotted::before { content: "\f2e4"; } +.bi-dash-circle-fill::before { content: "\f2e5"; } +.bi-dash-circle::before { content: "\f2e6"; } +.bi-dash-square-dotted::before { content: "\f2e7"; } +.bi-dash-square-fill::before { content: "\f2e8"; } +.bi-dash-square::before { content: "\f2e9"; } +.bi-dash::before { content: "\f2ea"; } +.bi-diagram-2-fill::before { content: "\f2eb"; } +.bi-diagram-2::before { content: "\f2ec"; } +.bi-diagram-3-fill::before { content: "\f2ed"; } +.bi-diagram-3::before { content: "\f2ee"; } +.bi-diamond-fill::before { content: "\f2ef"; } +.bi-diamond-half::before { content: "\f2f0"; } +.bi-diamond::before { content: "\f2f1"; } +.bi-dice-1-fill::before { content: "\f2f2"; } +.bi-dice-1::before { content: "\f2f3"; } +.bi-dice-2-fill::before { content: "\f2f4"; } +.bi-dice-2::before { content: "\f2f5"; } +.bi-dice-3-fill::before { content: "\f2f6"; } +.bi-dice-3::before { content: "\f2f7"; } +.bi-dice-4-fill::before { content: "\f2f8"; } +.bi-dice-4::before { content: "\f2f9"; } +.bi-dice-5-fill::before { content: "\f2fa"; } +.bi-dice-5::before { content: "\f2fb"; } +.bi-dice-6-fill::before { content: "\f2fc"; } +.bi-dice-6::before { content: "\f2fd"; } +.bi-disc-fill::before { content: "\f2fe"; } +.bi-disc::before { content: "\f2ff"; } +.bi-discord::before { content: "\f300"; } +.bi-display-fill::before { content: "\f301"; } +.bi-display::before { content: "\f302"; } +.bi-distribute-horizontal::before { content: "\f303"; } +.bi-distribute-vertical::before { content: "\f304"; } +.bi-door-closed-fill::before { content: "\f305"; } +.bi-door-closed::before { content: "\f306"; } +.bi-door-open-fill::before { content: "\f307"; } +.bi-door-open::before { content: "\f308"; } +.bi-dot::before { content: "\f309"; } +.bi-download::before { content: "\f30a"; } +.bi-droplet-fill::before { content: "\f30b"; } +.bi-droplet-half::before { content: "\f30c"; } +.bi-droplet::before { content: "\f30d"; } +.bi-earbuds::before { content: "\f30e"; } +.bi-easel-fill::before { content: "\f30f"; } +.bi-easel::before { content: "\f310"; } +.bi-egg-fill::before { content: "\f311"; } +.bi-egg-fried::before { content: "\f312"; } +.bi-egg::before { content: "\f313"; } +.bi-eject-fill::before { content: "\f314"; } +.bi-eject::before { content: "\f315"; } +.bi-emoji-angry-fill::before { content: "\f316"; } +.bi-emoji-angry::before { content: "\f317"; } +.bi-emoji-dizzy-fill::before { content: "\f318"; } +.bi-emoji-dizzy::before { content: "\f319"; } +.bi-emoji-expressionless-fill::before { content: "\f31a"; } +.bi-emoji-expressionless::before { content: "\f31b"; } +.bi-emoji-frown-fill::before { content: "\f31c"; } +.bi-emoji-frown::before { content: "\f31d"; } +.bi-emoji-heart-eyes-fill::before { content: "\f31e"; } +.bi-emoji-heart-eyes::before { content: "\f31f"; } +.bi-emoji-laughing-fill::before { content: "\f320"; } +.bi-emoji-laughing::before { content: "\f321"; } +.bi-emoji-neutral-fill::before { content: "\f322"; } +.bi-emoji-neutral::before { content: "\f323"; } +.bi-emoji-smile-fill::before { content: "\f324"; } +.bi-emoji-smile-upside-down-fill::before { content: "\f325"; } +.bi-emoji-smile-upside-down::before { content: "\f326"; } +.bi-emoji-smile::before { content: "\f327"; } +.bi-emoji-sunglasses-fill::before { content: "\f328"; } +.bi-emoji-sunglasses::before { content: "\f329"; } +.bi-emoji-wink-fill::before { content: "\f32a"; } +.bi-emoji-wink::before { content: "\f32b"; } +.bi-envelope-fill::before { content: "\f32c"; } +.bi-envelope-open-fill::before { content: "\f32d"; } +.bi-envelope-open::before { content: "\f32e"; } +.bi-envelope::before { content: "\f32f"; } +.bi-eraser-fill::before { content: "\f330"; } +.bi-eraser::before { content: "\f331"; } +.bi-exclamation-circle-fill::before { content: "\f332"; } +.bi-exclamation-circle::before { content: "\f333"; } +.bi-exclamation-diamond-fill::before { content: "\f334"; } +.bi-exclamation-diamond::before { content: "\f335"; } +.bi-exclamation-octagon-fill::before { content: "\f336"; } +.bi-exclamation-octagon::before { content: "\f337"; } +.bi-exclamation-square-fill::before { content: "\f338"; } +.bi-exclamation-square::before { content: "\f339"; } +.bi-exclamation-triangle-fill::before { content: "\f33a"; } +.bi-exclamation-triangle::before { content: "\f33b"; } +.bi-exclamation::before { content: "\f33c"; } +.bi-exclude::before { content: "\f33d"; } +.bi-eye-fill::before { content: "\f33e"; } +.bi-eye-slash-fill::before { content: "\f33f"; } +.bi-eye-slash::before { content: "\f340"; } +.bi-eye::before { content: "\f341"; } +.bi-eyedropper::before { content: "\f342"; } +.bi-eyeglasses::before { content: "\f343"; } +.bi-facebook::before { content: "\f344"; } +.bi-file-arrow-down-fill::before { content: "\f345"; } +.bi-file-arrow-down::before { content: "\f346"; } +.bi-file-arrow-up-fill::before { content: "\f347"; } +.bi-file-arrow-up::before { content: "\f348"; } +.bi-file-bar-graph-fill::before { content: "\f349"; } +.bi-file-bar-graph::before { content: "\f34a"; } +.bi-file-binary-fill::before { content: "\f34b"; } +.bi-file-binary::before { content: "\f34c"; } +.bi-file-break-fill::before { content: "\f34d"; } +.bi-file-break::before { content: "\f34e"; } +.bi-file-check-fill::before { content: "\f34f"; } +.bi-file-check::before { content: "\f350"; } +.bi-file-code-fill::before { content: "\f351"; } +.bi-file-code::before { content: "\f352"; } +.bi-file-diff-fill::before { content: "\f353"; } +.bi-file-diff::before { content: "\f354"; } +.bi-file-earmark-arrow-down-fill::before { content: "\f355"; } +.bi-file-earmark-arrow-down::before { content: "\f356"; } +.bi-file-earmark-arrow-up-fill::before { content: "\f357"; } +.bi-file-earmark-arrow-up::before { content: "\f358"; } +.bi-file-earmark-bar-graph-fill::before { content: "\f359"; } +.bi-file-earmark-bar-graph::before { content: "\f35a"; } +.bi-file-earmark-binary-fill::before { content: "\f35b"; } +.bi-file-earmark-binary::before { content: "\f35c"; } +.bi-file-earmark-break-fill::before { content: "\f35d"; } +.bi-file-earmark-break::before { content: "\f35e"; } +.bi-file-earmark-check-fill::before { content: "\f35f"; } +.bi-file-earmark-check::before { content: "\f360"; } +.bi-file-earmark-code-fill::before { content: "\f361"; } +.bi-file-earmark-code::before { content: "\f362"; } +.bi-file-earmark-diff-fill::before { content: "\f363"; } +.bi-file-earmark-diff::before { content: "\f364"; } +.bi-file-earmark-easel-fill::before { content: "\f365"; } +.bi-file-earmark-easel::before { content: "\f366"; } +.bi-file-earmark-excel-fill::before { content: "\f367"; } +.bi-file-earmark-excel::before { content: "\f368"; } +.bi-file-earmark-fill::before { content: "\f369"; } +.bi-file-earmark-font-fill::before { content: "\f36a"; } +.bi-file-earmark-font::before { content: "\f36b"; } +.bi-file-earmark-image-fill::before { content: "\f36c"; } +.bi-file-earmark-image::before { content: "\f36d"; } +.bi-file-earmark-lock-fill::before { content: "\f36e"; } +.bi-file-earmark-lock::before { content: "\f36f"; } +.bi-file-earmark-lock2-fill::before { content: "\f370"; } +.bi-file-earmark-lock2::before { content: "\f371"; } +.bi-file-earmark-medical-fill::before { content: "\f372"; } +.bi-file-earmark-medical::before { content: "\f373"; } +.bi-file-earmark-minus-fill::before { content: "\f374"; } +.bi-file-earmark-minus::before { content: "\f375"; } +.bi-file-earmark-music-fill::before { content: "\f376"; } +.bi-file-earmark-music::before { content: "\f377"; } +.bi-file-earmark-person-fill::before { content: "\f378"; } +.bi-file-earmark-person::before { content: "\f379"; } +.bi-file-earmark-play-fill::before { content: "\f37a"; } +.bi-file-earmark-play::before { content: "\f37b"; } +.bi-file-earmark-plus-fill::before { content: "\f37c"; } +.bi-file-earmark-plus::before { content: "\f37d"; } +.bi-file-earmark-post-fill::before { content: "\f37e"; } +.bi-file-earmark-post::before { content: "\f37f"; } +.bi-file-earmark-ppt-fill::before { content: "\f380"; } +.bi-file-earmark-ppt::before { content: "\f381"; } +.bi-file-earmark-richtext-fill::before { content: "\f382"; } +.bi-file-earmark-richtext::before { content: "\f383"; } +.bi-file-earmark-ruled-fill::before { content: "\f384"; } +.bi-file-earmark-ruled::before { content: "\f385"; } +.bi-file-earmark-slides-fill::before { content: "\f386"; } +.bi-file-earmark-slides::before { content: "\f387"; } +.bi-file-earmark-spreadsheet-fill::before { content: "\f388"; } +.bi-file-earmark-spreadsheet::before { content: "\f389"; } +.bi-file-earmark-text-fill::before { content: "\f38a"; } +.bi-file-earmark-text::before { content: "\f38b"; } +.bi-file-earmark-word-fill::before { content: "\f38c"; } +.bi-file-earmark-word::before { content: "\f38d"; } +.bi-file-earmark-x-fill::before { content: "\f38e"; } +.bi-file-earmark-x::before { content: "\f38f"; } +.bi-file-earmark-zip-fill::before { content: "\f390"; } +.bi-file-earmark-zip::before { content: "\f391"; } +.bi-file-earmark::before { content: "\f392"; } +.bi-file-easel-fill::before { content: "\f393"; } +.bi-file-easel::before { content: "\f394"; } +.bi-file-excel-fill::before { content: "\f395"; } +.bi-file-excel::before { content: "\f396"; } +.bi-file-fill::before { content: "\f397"; } +.bi-file-font-fill::before { content: "\f398"; } +.bi-file-font::before { content: "\f399"; } +.bi-file-image-fill::before { content: "\f39a"; } +.bi-file-image::before { content: "\f39b"; } +.bi-file-lock-fill::before { content: "\f39c"; } +.bi-file-lock::before { content: "\f39d"; } +.bi-file-lock2-fill::before { content: "\f39e"; } +.bi-file-lock2::before { content: "\f39f"; } +.bi-file-medical-fill::before { content: "\f3a0"; } +.bi-file-medical::before { content: "\f3a1"; } +.bi-file-minus-fill::before { content: "\f3a2"; } +.bi-file-minus::before { content: "\f3a3"; } +.bi-file-music-fill::before { content: "\f3a4"; } +.bi-file-music::before { content: "\f3a5"; } +.bi-file-person-fill::before { content: "\f3a6"; } +.bi-file-person::before { content: "\f3a7"; } +.bi-file-play-fill::before { content: "\f3a8"; } +.bi-file-play::before { content: "\f3a9"; } +.bi-file-plus-fill::before { content: "\f3aa"; } +.bi-file-plus::before { content: "\f3ab"; } +.bi-file-post-fill::before { content: "\f3ac"; } +.bi-file-post::before { content: "\f3ad"; } +.bi-file-ppt-fill::before { content: "\f3ae"; } +.bi-file-ppt::before { content: "\f3af"; } +.bi-file-richtext-fill::before { content: "\f3b0"; } +.bi-file-richtext::before { content: "\f3b1"; } +.bi-file-ruled-fill::before { content: "\f3b2"; } +.bi-file-ruled::before { content: "\f3b3"; } +.bi-file-slides-fill::before { content: "\f3b4"; } +.bi-file-slides::before { content: "\f3b5"; } +.bi-file-spreadsheet-fill::before { content: "\f3b6"; } +.bi-file-spreadsheet::before { content: "\f3b7"; } +.bi-file-text-fill::before { content: "\f3b8"; } +.bi-file-text::before { content: "\f3b9"; } +.bi-file-word-fill::before { content: "\f3ba"; } +.bi-file-word::before { content: "\f3bb"; } +.bi-file-x-fill::before { content: "\f3bc"; } +.bi-file-x::before { content: "\f3bd"; } +.bi-file-zip-fill::before { content: "\f3be"; } +.bi-file-zip::before { content: "\f3bf"; } +.bi-file::before { content: "\f3c0"; } +.bi-files-alt::before { content: "\f3c1"; } +.bi-files::before { content: "\f3c2"; } +.bi-film::before { content: "\f3c3"; } +.bi-filter-circle-fill::before { content: "\f3c4"; } +.bi-filter-circle::before { content: "\f3c5"; } +.bi-filter-left::before { content: "\f3c6"; } +.bi-filter-right::before { content: "\f3c7"; } +.bi-filter-square-fill::before { content: "\f3c8"; } +.bi-filter-square::before { content: "\f3c9"; } +.bi-filter::before { content: "\f3ca"; } +.bi-flag-fill::before { content: "\f3cb"; } +.bi-flag::before { content: "\f3cc"; } +.bi-flower1::before { content: "\f3cd"; } +.bi-flower2::before { content: "\f3ce"; } +.bi-flower3::before { content: "\f3cf"; } +.bi-folder-check::before { content: "\f3d0"; } +.bi-folder-fill::before { content: "\f3d1"; } +.bi-folder-minus::before { content: "\f3d2"; } +.bi-folder-plus::before { content: "\f3d3"; } +.bi-folder-symlink-fill::before { content: "\f3d4"; } +.bi-folder-symlink::before { content: "\f3d5"; } +.bi-folder-x::before { content: "\f3d6"; } +.bi-folder::before { content: "\f3d7"; } +.bi-folder2-open::before { content: "\f3d8"; } +.bi-folder2::before { content: "\f3d9"; } +.bi-fonts::before { content: "\f3da"; } +.bi-forward-fill::before { content: "\f3db"; } +.bi-forward::before { content: "\f3dc"; } +.bi-front::before { content: "\f3dd"; } +.bi-fullscreen-exit::before { content: "\f3de"; } +.bi-fullscreen::before { content: "\f3df"; } +.bi-funnel-fill::before { content: "\f3e0"; } +.bi-funnel::before { content: "\f3e1"; } +.bi-gear-fill::before { content: "\f3e2"; } +.bi-gear-wide-connected::before { content: "\f3e3"; } +.bi-gear-wide::before { content: "\f3e4"; } +.bi-gear::before { content: "\f3e5"; } +.bi-gem::before { content: "\f3e6"; } +.bi-geo-alt-fill::before { content: "\f3e7"; } +.bi-geo-alt::before { content: "\f3e8"; } +.bi-geo-fill::before { content: "\f3e9"; } +.bi-geo::before { content: "\f3ea"; } +.bi-gift-fill::before { content: "\f3eb"; } +.bi-gift::before { content: "\f3ec"; } +.bi-github::before { content: "\f3ed"; } +.bi-globe::before { content: "\f3ee"; } +.bi-globe2::before { content: "\f3ef"; } +.bi-google::before { content: "\f3f0"; } +.bi-graph-down::before { content: "\f3f1"; } +.bi-graph-up::before { content: "\f3f2"; } +.bi-grid-1x2-fill::before { content: "\f3f3"; } +.bi-grid-1x2::before { content: "\f3f4"; } +.bi-grid-3x2-gap-fill::before { content: "\f3f5"; } +.bi-grid-3x2-gap::before { content: "\f3f6"; } +.bi-grid-3x2::before { content: "\f3f7"; } +.bi-grid-3x3-gap-fill::before { content: "\f3f8"; } +.bi-grid-3x3-gap::before { content: "\f3f9"; } +.bi-grid-3x3::before { content: "\f3fa"; } +.bi-grid-fill::before { content: "\f3fb"; } +.bi-grid::before { content: "\f3fc"; } +.bi-grip-horizontal::before { content: "\f3fd"; } +.bi-grip-vertical::before { content: "\f3fe"; } +.bi-hammer::before { content: "\f3ff"; } +.bi-hand-index-fill::before { content: "\f400"; } +.bi-hand-index-thumb-fill::before { content: "\f401"; } +.bi-hand-index-thumb::before { content: "\f402"; } +.bi-hand-index::before { content: "\f403"; } +.bi-hand-thumbs-down-fill::before { content: "\f404"; } +.bi-hand-thumbs-down::before { content: "\f405"; } +.bi-hand-thumbs-up-fill::before { content: "\f406"; } +.bi-hand-thumbs-up::before { content: "\f407"; } +.bi-handbag-fill::before { content: "\f408"; } +.bi-handbag::before { content: "\f409"; } +.bi-hash::before { content: "\f40a"; } +.bi-hdd-fill::before { content: "\f40b"; } +.bi-hdd-network-fill::before { content: "\f40c"; } +.bi-hdd-network::before { content: "\f40d"; } +.bi-hdd-rack-fill::before { content: "\f40e"; } +.bi-hdd-rack::before { content: "\f40f"; } +.bi-hdd-stack-fill::before { content: "\f410"; } +.bi-hdd-stack::before { content: "\f411"; } +.bi-hdd::before { content: "\f412"; } +.bi-headphones::before { content: "\f413"; } +.bi-headset::before { content: "\f414"; } +.bi-heart-fill::before { content: "\f415"; } +.bi-heart-half::before { content: "\f416"; } +.bi-heart::before { content: "\f417"; } +.bi-heptagon-fill::before { content: "\f418"; } +.bi-heptagon-half::before { content: "\f419"; } +.bi-heptagon::before { content: "\f41a"; } +.bi-hexagon-fill::before { content: "\f41b"; } +.bi-hexagon-half::before { content: "\f41c"; } +.bi-hexagon::before { content: "\f41d"; } +.bi-hourglass-bottom::before { content: "\f41e"; } +.bi-hourglass-split::before { content: "\f41f"; } +.bi-hourglass-top::before { content: "\f420"; } +.bi-hourglass::before { content: "\f421"; } +.bi-house-door-fill::before { content: "\f422"; } +.bi-house-door::before { content: "\f423"; } +.bi-house-fill::before { content: "\f424"; } +.bi-house::before { content: "\f425"; } +.bi-hr::before { content: "\f426"; } +.bi-hurricane::before { content: "\f427"; } +.bi-image-alt::before { content: "\f428"; } +.bi-image-fill::before { content: "\f429"; } +.bi-image::before { content: "\f42a"; } +.bi-images::before { content: "\f42b"; } +.bi-inbox-fill::before { content: "\f42c"; } +.bi-inbox::before { content: "\f42d"; } +.bi-inboxes-fill::before { content: "\f42e"; } +.bi-inboxes::before { content: "\f42f"; } +.bi-info-circle-fill::before { content: "\f430"; } +.bi-info-circle::before { content: "\f431"; } +.bi-info-square-fill::before { content: "\f432"; } +.bi-info-square::before { content: "\f433"; } +.bi-info::before { content: "\f434"; } +.bi-input-cursor-text::before { content: "\f435"; } +.bi-input-cursor::before { content: "\f436"; } +.bi-instagram::before { content: "\f437"; } +.bi-intersect::before { content: "\f438"; } +.bi-journal-album::before { content: "\f439"; } +.bi-journal-arrow-down::before { content: "\f43a"; } +.bi-journal-arrow-up::before { content: "\f43b"; } +.bi-journal-bookmark-fill::before { content: "\f43c"; } +.bi-journal-bookmark::before { content: "\f43d"; } +.bi-journal-check::before { content: "\f43e"; } +.bi-journal-code::before { content: "\f43f"; } +.bi-journal-medical::before { content: "\f440"; } +.bi-journal-minus::before { content: "\f441"; } +.bi-journal-plus::before { content: "\f442"; } +.bi-journal-richtext::before { content: "\f443"; } +.bi-journal-text::before { content: "\f444"; } +.bi-journal-x::before { content: "\f445"; } +.bi-journal::before { content: "\f446"; } +.bi-journals::before { content: "\f447"; } +.bi-joystick::before { content: "\f448"; } +.bi-justify-left::before { content: "\f449"; } +.bi-justify-right::before { content: "\f44a"; } +.bi-justify::before { content: "\f44b"; } +.bi-kanban-fill::before { content: "\f44c"; } +.bi-kanban::before { content: "\f44d"; } +.bi-key-fill::before { content: "\f44e"; } +.bi-key::before { content: "\f44f"; } +.bi-keyboard-fill::before { content: "\f450"; } +.bi-keyboard::before { content: "\f451"; } +.bi-ladder::before { content: "\f452"; } +.bi-lamp-fill::before { content: "\f453"; } +.bi-lamp::before { content: "\f454"; } +.bi-laptop-fill::before { content: "\f455"; } +.bi-laptop::before { content: "\f456"; } +.bi-layer-backward::before { content: "\f457"; } +.bi-layer-forward::before { content: "\f458"; } +.bi-layers-fill::before { content: "\f459"; } +.bi-layers-half::before { content: "\f45a"; } +.bi-layers::before { content: "\f45b"; } +.bi-layout-sidebar-inset-reverse::before { content: "\f45c"; } +.bi-layout-sidebar-inset::before { content: "\f45d"; } +.bi-layout-sidebar-reverse::before { content: "\f45e"; } +.bi-layout-sidebar::before { content: "\f45f"; } +.bi-layout-split::before { content: "\f460"; } +.bi-layout-text-sidebar-reverse::before { content: "\f461"; } +.bi-layout-text-sidebar::before { content: "\f462"; } +.bi-layout-text-window-reverse::before { content: "\f463"; } +.bi-layout-text-window::before { content: "\f464"; } +.bi-layout-three-columns::before { content: "\f465"; } +.bi-layout-wtf::before { content: "\f466"; } +.bi-life-preserver::before { content: "\f467"; } +.bi-lightbulb-fill::before { content: "\f468"; } +.bi-lightbulb-off-fill::before { content: "\f469"; } +.bi-lightbulb-off::before { content: "\f46a"; } +.bi-lightbulb::before { content: "\f46b"; } +.bi-lightning-charge-fill::before { content: "\f46c"; } +.bi-lightning-charge::before { content: "\f46d"; } +.bi-lightning-fill::before { content: "\f46e"; } +.bi-lightning::before { content: "\f46f"; } +.bi-link-45deg::before { content: "\f470"; } +.bi-link::before { content: "\f471"; } +.bi-linkedin::before { content: "\f472"; } +.bi-list-check::before { content: "\f473"; } +.bi-list-nested::before { content: "\f474"; } +.bi-list-ol::before { content: "\f475"; } +.bi-list-stars::before { content: "\f476"; } +.bi-list-task::before { content: "\f477"; } +.bi-list-ul::before { content: "\f478"; } +.bi-list::before { content: "\f479"; } +.bi-lock-fill::before { content: "\f47a"; } +.bi-lock::before { content: "\f47b"; } +.bi-mailbox::before { content: "\f47c"; } +.bi-mailbox2::before { content: "\f47d"; } +.bi-map-fill::before { content: "\f47e"; } +.bi-map::before { content: "\f47f"; } +.bi-markdown-fill::before { content: "\f480"; } +.bi-markdown::before { content: "\f481"; } +.bi-mask::before { content: "\f482"; } +.bi-megaphone-fill::before { content: "\f483"; } +.bi-megaphone::before { content: "\f484"; } +.bi-menu-app-fill::before { content: "\f485"; } +.bi-menu-app::before { content: "\f486"; } +.bi-menu-button-fill::before { content: "\f487"; } +.bi-menu-button-wide-fill::before { content: "\f488"; } +.bi-menu-button-wide::before { content: "\f489"; } +.bi-menu-button::before { content: "\f48a"; } +.bi-menu-down::before { content: "\f48b"; } +.bi-menu-up::before { content: "\f48c"; } +.bi-mic-fill::before { content: "\f48d"; } +.bi-mic-mute-fill::before { content: "\f48e"; } +.bi-mic-mute::before { content: "\f48f"; } +.bi-mic::before { content: "\f490"; } +.bi-minecart-loaded::before { content: "\f491"; } +.bi-minecart::before { content: "\f492"; } +.bi-moisture::before { content: "\f493"; } +.bi-moon-fill::before { content: "\f494"; } +.bi-moon-stars-fill::before { content: "\f495"; } +.bi-moon-stars::before { content: "\f496"; } +.bi-moon::before { content: "\f497"; } +.bi-mouse-fill::before { content: "\f498"; } +.bi-mouse::before { content: "\f499"; } +.bi-mouse2-fill::before { content: "\f49a"; } +.bi-mouse2::before { content: "\f49b"; } +.bi-mouse3-fill::before { content: "\f49c"; } +.bi-mouse3::before { content: "\f49d"; } +.bi-music-note-beamed::before { content: "\f49e"; } +.bi-music-note-list::before { content: "\f49f"; } +.bi-music-note::before { content: "\f4a0"; } +.bi-music-player-fill::before { content: "\f4a1"; } +.bi-music-player::before { content: "\f4a2"; } +.bi-newspaper::before { content: "\f4a3"; } +.bi-node-minus-fill::before { content: "\f4a4"; } +.bi-node-minus::before { content: "\f4a5"; } +.bi-node-plus-fill::before { content: "\f4a6"; } +.bi-node-plus::before { content: "\f4a7"; } +.bi-nut-fill::before { content: "\f4a8"; } +.bi-nut::before { content: "\f4a9"; } +.bi-octagon-fill::before { content: "\f4aa"; } +.bi-octagon-half::before { content: "\f4ab"; } +.bi-octagon::before { content: "\f4ac"; } +.bi-option::before { content: "\f4ad"; } +.bi-outlet::before { content: "\f4ae"; } +.bi-paint-bucket::before { content: "\f4af"; } +.bi-palette-fill::before { content: "\f4b0"; } +.bi-palette::before { content: "\f4b1"; } +.bi-palette2::before { content: "\f4b2"; } +.bi-paperclip::before { content: "\f4b3"; } +.bi-paragraph::before { content: "\f4b4"; } +.bi-patch-check-fill::before { content: "\f4b5"; } +.bi-patch-check::before { content: "\f4b6"; } +.bi-patch-exclamation-fill::before { content: "\f4b7"; } +.bi-patch-exclamation::before { content: "\f4b8"; } +.bi-patch-minus-fill::before { content: "\f4b9"; } +.bi-patch-minus::before { content: "\f4ba"; } +.bi-patch-plus-fill::before { content: "\f4bb"; } +.bi-patch-plus::before { content: "\f4bc"; } +.bi-patch-question-fill::before { content: "\f4bd"; } +.bi-patch-question::before { content: "\f4be"; } +.bi-pause-btn-fill::before { content: "\f4bf"; } +.bi-pause-btn::before { content: "\f4c0"; } +.bi-pause-circle-fill::before { content: "\f4c1"; } +.bi-pause-circle::before { content: "\f4c2"; } +.bi-pause-fill::before { content: "\f4c3"; } +.bi-pause::before { content: "\f4c4"; } +.bi-peace-fill::before { content: "\f4c5"; } +.bi-peace::before { content: "\f4c6"; } +.bi-pen-fill::before { content: "\f4c7"; } +.bi-pen::before { content: "\f4c8"; } +.bi-pencil-fill::before { content: "\f4c9"; } +.bi-pencil-square::before { content: "\f4ca"; } +.bi-pencil::before { content: "\f4cb"; } +.bi-pentagon-fill::before { content: "\f4cc"; } +.bi-pentagon-half::before { content: "\f4cd"; } +.bi-pentagon::before { content: "\f4ce"; } +.bi-people-fill::before { content: "\f4cf"; } +.bi-people::before { content: "\f4d0"; } +.bi-percent::before { content: "\f4d1"; } +.bi-person-badge-fill::before { content: "\f4d2"; } +.bi-person-badge::before { content: "\f4d3"; } +.bi-person-bounding-box::before { content: "\f4d4"; } +.bi-person-check-fill::before { content: "\f4d5"; } +.bi-person-check::before { content: "\f4d6"; } +.bi-person-circle::before { content: "\f4d7"; } +.bi-person-dash-fill::before { content: "\f4d8"; } +.bi-person-dash::before { content: "\f4d9"; } +.bi-person-fill::before { content: "\f4da"; } +.bi-person-lines-fill::before { content: "\f4db"; } +.bi-person-plus-fill::before { content: "\f4dc"; } +.bi-person-plus::before { content: "\f4dd"; } +.bi-person-square::before { content: "\f4de"; } +.bi-person-x-fill::before { content: "\f4df"; } +.bi-person-x::before { content: "\f4e0"; } +.bi-person::before { content: "\f4e1"; } +.bi-phone-fill::before { content: "\f4e2"; } +.bi-phone-landscape-fill::before { content: "\f4e3"; } +.bi-phone-landscape::before { content: "\f4e4"; } +.bi-phone-vibrate-fill::before { content: "\f4e5"; } +.bi-phone-vibrate::before { content: "\f4e6"; } +.bi-phone::before { content: "\f4e7"; } +.bi-pie-chart-fill::before { content: "\f4e8"; } +.bi-pie-chart::before { content: "\f4e9"; } +.bi-pin-angle-fill::before { content: "\f4ea"; } +.bi-pin-angle::before { content: "\f4eb"; } +.bi-pin-fill::before { content: "\f4ec"; } +.bi-pin::before { content: "\f4ed"; } +.bi-pip-fill::before { content: "\f4ee"; } +.bi-pip::before { content: "\f4ef"; } +.bi-play-btn-fill::before { content: "\f4f0"; } +.bi-play-btn::before { content: "\f4f1"; } +.bi-play-circle-fill::before { content: "\f4f2"; } +.bi-play-circle::before { content: "\f4f3"; } +.bi-play-fill::before { content: "\f4f4"; } +.bi-play::before { content: "\f4f5"; } +.bi-plug-fill::before { content: "\f4f6"; } +.bi-plug::before { content: "\f4f7"; } +.bi-plus-circle-dotted::before { content: "\f4f8"; } +.bi-plus-circle-fill::before { content: "\f4f9"; } +.bi-plus-circle::before { content: "\f4fa"; } +.bi-plus-square-dotted::before { content: "\f4fb"; } +.bi-plus-square-fill::before { content: "\f4fc"; } +.bi-plus-square::before { content: "\f4fd"; } +.bi-plus::before { content: "\f4fe"; } +.bi-power::before { content: "\f4ff"; } +.bi-printer-fill::before { content: "\f500"; } +.bi-printer::before { content: "\f501"; } +.bi-puzzle-fill::before { content: "\f502"; } +.bi-puzzle::before { content: "\f503"; } +.bi-question-circle-fill::before { content: "\f504"; } +.bi-question-circle::before { content: "\f505"; } +.bi-question-diamond-fill::before { content: "\f506"; } +.bi-question-diamond::before { content: "\f507"; } +.bi-question-octagon-fill::before { content: "\f508"; } +.bi-question-octagon::before { content: "\f509"; } +.bi-question-square-fill::before { content: "\f50a"; } +.bi-question-square::before { content: "\f50b"; } +.bi-question::before { content: "\f50c"; } +.bi-rainbow::before { content: "\f50d"; } +.bi-receipt-cutoff::before { content: "\f50e"; } +.bi-receipt::before { content: "\f50f"; } +.bi-reception-0::before { content: "\f510"; } +.bi-reception-1::before { content: "\f511"; } +.bi-reception-2::before { content: "\f512"; } +.bi-reception-3::before { content: "\f513"; } +.bi-reception-4::before { content: "\f514"; } +.bi-record-btn-fill::before { content: "\f515"; } +.bi-record-btn::before { content: "\f516"; } +.bi-record-circle-fill::before { content: "\f517"; } +.bi-record-circle::before { content: "\f518"; } +.bi-record-fill::before { content: "\f519"; } +.bi-record::before { content: "\f51a"; } +.bi-record2-fill::before { content: "\f51b"; } +.bi-record2::before { content: "\f51c"; } +.bi-reply-all-fill::before { content: "\f51d"; } +.bi-reply-all::before { content: "\f51e"; } +.bi-reply-fill::before { content: "\f51f"; } +.bi-reply::before { content: "\f520"; } +.bi-rss-fill::before { content: "\f521"; } +.bi-rss::before { content: "\f522"; } +.bi-rulers::before { content: "\f523"; } +.bi-save-fill::before { content: "\f524"; } +.bi-save::before { content: "\f525"; } +.bi-save2-fill::before { content: "\f526"; } +.bi-save2::before { content: "\f527"; } +.bi-scissors::before { content: "\f528"; } +.bi-screwdriver::before { content: "\f529"; } +.bi-search::before { content: "\f52a"; } +.bi-segmented-nav::before { content: "\f52b"; } +.bi-server::before { content: "\f52c"; } +.bi-share-fill::before { content: "\f52d"; } +.bi-share::before { content: "\f52e"; } +.bi-shield-check::before { content: "\f52f"; } +.bi-shield-exclamation::before { content: "\f530"; } +.bi-shield-fill-check::before { content: "\f531"; } +.bi-shield-fill-exclamation::before { content: "\f532"; } +.bi-shield-fill-minus::before { content: "\f533"; } +.bi-shield-fill-plus::before { content: "\f534"; } +.bi-shield-fill-x::before { content: "\f535"; } +.bi-shield-fill::before { content: "\f536"; } +.bi-shield-lock-fill::before { content: "\f537"; } +.bi-shield-lock::before { content: "\f538"; } +.bi-shield-minus::before { content: "\f539"; } +.bi-shield-plus::before { content: "\f53a"; } +.bi-shield-shaded::before { content: "\f53b"; } +.bi-shield-slash-fill::before { content: "\f53c"; } +.bi-shield-slash::before { content: "\f53d"; } +.bi-shield-x::before { content: "\f53e"; } +.bi-shield::before { content: "\f53f"; } +.bi-shift-fill::before { content: "\f540"; } +.bi-shift::before { content: "\f541"; } +.bi-shop-window::before { content: "\f542"; } +.bi-shop::before { content: "\f543"; } +.bi-shuffle::before { content: "\f544"; } +.bi-signpost-2-fill::before { content: "\f545"; } +.bi-signpost-2::before { content: "\f546"; } +.bi-signpost-fill::before { content: "\f547"; } +.bi-signpost-split-fill::before { content: "\f548"; } +.bi-signpost-split::before { content: "\f549"; } +.bi-signpost::before { content: "\f54a"; } +.bi-sim-fill::before { content: "\f54b"; } +.bi-sim::before { content: "\f54c"; } +.bi-skip-backward-btn-fill::before { content: "\f54d"; } +.bi-skip-backward-btn::before { content: "\f54e"; } +.bi-skip-backward-circle-fill::before { content: "\f54f"; } +.bi-skip-backward-circle::before { content: "\f550"; } +.bi-skip-backward-fill::before { content: "\f551"; } +.bi-skip-backward::before { content: "\f552"; } +.bi-skip-end-btn-fill::before { content: "\f553"; } +.bi-skip-end-btn::before { content: "\f554"; } +.bi-skip-end-circle-fill::before { content: "\f555"; } +.bi-skip-end-circle::before { content: "\f556"; } +.bi-skip-end-fill::before { content: "\f557"; } +.bi-skip-end::before { content: "\f558"; } +.bi-skip-forward-btn-fill::before { content: "\f559"; } +.bi-skip-forward-btn::before { content: "\f55a"; } +.bi-skip-forward-circle-fill::before { content: "\f55b"; } +.bi-skip-forward-circle::before { content: "\f55c"; } +.bi-skip-forward-fill::before { content: "\f55d"; } +.bi-skip-forward::before { content: "\f55e"; } +.bi-skip-start-btn-fill::before { content: "\f55f"; } +.bi-skip-start-btn::before { content: "\f560"; } +.bi-skip-start-circle-fill::before { content: "\f561"; } +.bi-skip-start-circle::before { content: "\f562"; } +.bi-skip-start-fill::before { content: "\f563"; } +.bi-skip-start::before { content: "\f564"; } +.bi-slack::before { content: "\f565"; } +.bi-slash-circle-fill::before { content: "\f566"; } +.bi-slash-circle::before { content: "\f567"; } +.bi-slash-square-fill::before { content: "\f568"; } +.bi-slash-square::before { content: "\f569"; } +.bi-slash::before { content: "\f56a"; } +.bi-sliders::before { content: "\f56b"; } +.bi-smartwatch::before { content: "\f56c"; } +.bi-snow::before { content: "\f56d"; } +.bi-snow2::before { content: "\f56e"; } +.bi-snow3::before { content: "\f56f"; } +.bi-sort-alpha-down-alt::before { content: "\f570"; } +.bi-sort-alpha-down::before { content: "\f571"; } +.bi-sort-alpha-up-alt::before { content: "\f572"; } +.bi-sort-alpha-up::before { content: "\f573"; } +.bi-sort-down-alt::before { content: "\f574"; } +.bi-sort-down::before { content: "\f575"; } +.bi-sort-numeric-down-alt::before { content: "\f576"; } +.bi-sort-numeric-down::before { content: "\f577"; } +.bi-sort-numeric-up-alt::before { content: "\f578"; } +.bi-sort-numeric-up::before { content: "\f579"; } +.bi-sort-up-alt::before { content: "\f57a"; } +.bi-sort-up::before { content: "\f57b"; } +.bi-soundwave::before { content: "\f57c"; } +.bi-speaker-fill::before { content: "\f57d"; } +.bi-speaker::before { content: "\f57e"; } +.bi-speedometer::before { content: "\f57f"; } +.bi-speedometer2::before { content: "\f580"; } +.bi-spellcheck::before { content: "\f581"; } +.bi-square-fill::before { content: "\f582"; } +.bi-square-half::before { content: "\f583"; } +.bi-square::before { content: "\f584"; } +.bi-stack::before { content: "\f585"; } +.bi-star-fill::before { content: "\f586"; } +.bi-star-half::before { content: "\f587"; } +.bi-star::before { content: "\f588"; } +.bi-stars::before { content: "\f589"; } +.bi-stickies-fill::before { content: "\f58a"; } +.bi-stickies::before { content: "\f58b"; } +.bi-sticky-fill::before { content: "\f58c"; } +.bi-sticky::before { content: "\f58d"; } +.bi-stop-btn-fill::before { content: "\f58e"; } +.bi-stop-btn::before { content: "\f58f"; } +.bi-stop-circle-fill::before { content: "\f590"; } +.bi-stop-circle::before { content: "\f591"; } +.bi-stop-fill::before { content: "\f592"; } +.bi-stop::before { content: "\f593"; } +.bi-stoplights-fill::before { content: "\f594"; } +.bi-stoplights::before { content: "\f595"; } +.bi-stopwatch-fill::before { content: "\f596"; } +.bi-stopwatch::before { content: "\f597"; } +.bi-subtract::before { content: "\f598"; } +.bi-suit-club-fill::before { content: "\f599"; } +.bi-suit-club::before { content: "\f59a"; } +.bi-suit-diamond-fill::before { content: "\f59b"; } +.bi-suit-diamond::before { content: "\f59c"; } +.bi-suit-heart-fill::before { content: "\f59d"; } +.bi-suit-heart::before { content: "\f59e"; } +.bi-suit-spade-fill::before { content: "\f59f"; } +.bi-suit-spade::before { content: "\f5a0"; } +.bi-sun-fill::before { content: "\f5a1"; } +.bi-sun::before { content: "\f5a2"; } +.bi-sunglasses::before { content: "\f5a3"; } +.bi-sunrise-fill::before { content: "\f5a4"; } +.bi-sunrise::before { content: "\f5a5"; } +.bi-sunset-fill::before { content: "\f5a6"; } +.bi-sunset::before { content: "\f5a7"; } +.bi-symmetry-horizontal::before { content: "\f5a8"; } +.bi-symmetry-vertical::before { content: "\f5a9"; } +.bi-table::before { content: "\f5aa"; } +.bi-tablet-fill::before { content: "\f5ab"; } +.bi-tablet-landscape-fill::before { content: "\f5ac"; } +.bi-tablet-landscape::before { content: "\f5ad"; } +.bi-tablet::before { content: "\f5ae"; } +.bi-tag-fill::before { content: "\f5af"; } +.bi-tag::before { content: "\f5b0"; } +.bi-tags-fill::before { content: "\f5b1"; } +.bi-tags::before { content: "\f5b2"; } +.bi-telegram::before { content: "\f5b3"; } +.bi-telephone-fill::before { content: "\f5b4"; } +.bi-telephone-forward-fill::before { content: "\f5b5"; } +.bi-telephone-forward::before { content: "\f5b6"; } +.bi-telephone-inbound-fill::before { content: "\f5b7"; } +.bi-telephone-inbound::before { content: "\f5b8"; } +.bi-telephone-minus-fill::before { content: "\f5b9"; } +.bi-telephone-minus::before { content: "\f5ba"; } +.bi-telephone-outbound-fill::before { content: "\f5bb"; } +.bi-telephone-outbound::before { content: "\f5bc"; } +.bi-telephone-plus-fill::before { content: "\f5bd"; } +.bi-telephone-plus::before { content: "\f5be"; } +.bi-telephone-x-fill::before { content: "\f5bf"; } +.bi-telephone-x::before { content: "\f5c0"; } +.bi-telephone::before { content: "\f5c1"; } +.bi-terminal-fill::before { content: "\f5c2"; } +.bi-terminal::before { content: "\f5c3"; } +.bi-text-center::before { content: "\f5c4"; } +.bi-text-indent-left::before { content: "\f5c5"; } +.bi-text-indent-right::before { content: "\f5c6"; } +.bi-text-left::before { content: "\f5c7"; } +.bi-text-paragraph::before { content: "\f5c8"; } +.bi-text-right::before { content: "\f5c9"; } +.bi-textarea-resize::before { content: "\f5ca"; } +.bi-textarea-t::before { content: "\f5cb"; } +.bi-textarea::before { content: "\f5cc"; } +.bi-thermometer-half::before { content: "\f5cd"; } +.bi-thermometer-high::before { content: "\f5ce"; } +.bi-thermometer-low::before { content: "\f5cf"; } +.bi-thermometer-snow::before { content: "\f5d0"; } +.bi-thermometer-sun::before { content: "\f5d1"; } +.bi-thermometer::before { content: "\f5d2"; } +.bi-three-dots-vertical::before { content: "\f5d3"; } +.bi-three-dots::before { content: "\f5d4"; } +.bi-toggle-off::before { content: "\f5d5"; } +.bi-toggle-on::before { content: "\f5d6"; } +.bi-toggle2-off::before { content: "\f5d7"; } +.bi-toggle2-on::before { content: "\f5d8"; } +.bi-toggles::before { content: "\f5d9"; } +.bi-toggles2::before { content: "\f5da"; } +.bi-tools::before { content: "\f5db"; } +.bi-tornado::before { content: "\f5dc"; } +.bi-trash-fill::before { content: "\f5dd"; } +.bi-trash::before { content: "\f5de"; } +.bi-trash2-fill::before { content: "\f5df"; } +.bi-trash2::before { content: "\f5e0"; } +.bi-tree-fill::before { content: "\f5e1"; } +.bi-tree::before { content: "\f5e2"; } +.bi-triangle-fill::before { content: "\f5e3"; } +.bi-triangle-half::before { content: "\f5e4"; } +.bi-triangle::before { content: "\f5e5"; } +.bi-trophy-fill::before { content: "\f5e6"; } +.bi-trophy::before { content: "\f5e7"; } +.bi-tropical-storm::before { content: "\f5e8"; } +.bi-truck-flatbed::before { content: "\f5e9"; } +.bi-truck::before { content: "\f5ea"; } +.bi-tsunami::before { content: "\f5eb"; } +.bi-tv-fill::before { content: "\f5ec"; } +.bi-tv::before { content: "\f5ed"; } +.bi-twitch::before { content: "\f5ee"; } +.bi-twitter::before { content: "\f5ef"; } +.bi-type-bold::before { content: "\f5f0"; } +.bi-type-h1::before { content: "\f5f1"; } +.bi-type-h2::before { content: "\f5f2"; } +.bi-type-h3::before { content: "\f5f3"; } +.bi-type-italic::before { content: "\f5f4"; } +.bi-type-strikethrough::before { content: "\f5f5"; } +.bi-type-underline::before { content: "\f5f6"; } +.bi-type::before { content: "\f5f7"; } +.bi-ui-checks-grid::before { content: "\f5f8"; } +.bi-ui-checks::before { content: "\f5f9"; } +.bi-ui-radios-grid::before { content: "\f5fa"; } +.bi-ui-radios::before { content: "\f5fb"; } +.bi-umbrella-fill::before { content: "\f5fc"; } +.bi-umbrella::before { content: "\f5fd"; } +.bi-union::before { content: "\f5fe"; } +.bi-unlock-fill::before { content: "\f5ff"; } +.bi-unlock::before { content: "\f600"; } +.bi-upc-scan::before { content: "\f601"; } +.bi-upc::before { content: "\f602"; } +.bi-upload::before { content: "\f603"; } +.bi-vector-pen::before { content: "\f604"; } +.bi-view-list::before { content: "\f605"; } +.bi-view-stacked::before { content: "\f606"; } +.bi-vinyl-fill::before { content: "\f607"; } +.bi-vinyl::before { content: "\f608"; } +.bi-voicemail::before { content: "\f609"; } +.bi-volume-down-fill::before { content: "\f60a"; } +.bi-volume-down::before { content: "\f60b"; } +.bi-volume-mute-fill::before { content: "\f60c"; } +.bi-volume-mute::before { content: "\f60d"; } +.bi-volume-off-fill::before { content: "\f60e"; } +.bi-volume-off::before { content: "\f60f"; } +.bi-volume-up-fill::before { content: "\f610"; } +.bi-volume-up::before { content: "\f611"; } +.bi-vr::before { content: "\f612"; } +.bi-wallet-fill::before { content: "\f613"; } +.bi-wallet::before { content: "\f614"; } +.bi-wallet2::before { content: "\f615"; } +.bi-watch::before { content: "\f616"; } +.bi-water::before { content: "\f617"; } +.bi-whatsapp::before { content: "\f618"; } +.bi-wifi-1::before { content: "\f619"; } +.bi-wifi-2::before { content: "\f61a"; } +.bi-wifi-off::before { content: "\f61b"; } +.bi-wifi::before { content: "\f61c"; } +.bi-wind::before { content: "\f61d"; } +.bi-window-dock::before { content: "\f61e"; } +.bi-window-sidebar::before { content: "\f61f"; } +.bi-window::before { content: "\f620"; } +.bi-wrench::before { content: "\f621"; } +.bi-x-circle-fill::before { content: "\f622"; } +.bi-x-circle::before { content: "\f623"; } +.bi-x-diamond-fill::before { content: "\f624"; } +.bi-x-diamond::before { content: "\f625"; } +.bi-x-octagon-fill::before { content: "\f626"; } +.bi-x-octagon::before { content: "\f627"; } +.bi-x-square-fill::before { content: "\f628"; } +.bi-x-square::before { content: "\f629"; } +.bi-x::before { content: "\f62a"; } +.bi-youtube::before { content: "\f62b"; } +.bi-zoom-in::before { content: "\f62c"; } +.bi-zoom-out::before { content: "\f62d"; } +.bi-bank::before { content: "\f62e"; } +.bi-bank2::before { content: "\f62f"; } +.bi-bell-slash-fill::before { content: "\f630"; } +.bi-bell-slash::before { content: "\f631"; } +.bi-cash-coin::before { content: "\f632"; } +.bi-check-lg::before { content: "\f633"; } +.bi-coin::before { content: "\f634"; } +.bi-currency-bitcoin::before { content: "\f635"; } +.bi-currency-dollar::before { content: "\f636"; } +.bi-currency-euro::before { content: "\f637"; } +.bi-currency-exchange::before { content: "\f638"; } +.bi-currency-pound::before { content: "\f639"; } +.bi-currency-yen::before { content: "\f63a"; } +.bi-dash-lg::before { content: "\f63b"; } +.bi-exclamation-lg::before { content: "\f63c"; } +.bi-file-earmark-pdf-fill::before { content: "\f63d"; } +.bi-file-earmark-pdf::before { content: "\f63e"; } +.bi-file-pdf-fill::before { content: "\f63f"; } +.bi-file-pdf::before { content: "\f640"; } +.bi-gender-ambiguous::before { content: "\f641"; } +.bi-gender-female::before { content: "\f642"; } +.bi-gender-male::before { content: "\f643"; } +.bi-gender-trans::before { content: "\f644"; } +.bi-headset-vr::before { content: "\f645"; } +.bi-info-lg::before { content: "\f646"; } +.bi-mastodon::before { content: "\f647"; } +.bi-messenger::before { content: "\f648"; } +.bi-piggy-bank-fill::before { content: "\f649"; } +.bi-piggy-bank::before { content: "\f64a"; } +.bi-pin-map-fill::before { content: "\f64b"; } +.bi-pin-map::before { content: "\f64c"; } +.bi-plus-lg::before { content: "\f64d"; } +.bi-question-lg::before { content: "\f64e"; } +.bi-recycle::before { content: "\f64f"; } +.bi-reddit::before { content: "\f650"; } +.bi-safe-fill::before { content: "\f651"; } +.bi-safe2-fill::before { content: "\f652"; } +.bi-safe2::before { content: "\f653"; } +.bi-sd-card-fill::before { content: "\f654"; } +.bi-sd-card::before { content: "\f655"; } +.bi-skype::before { content: "\f656"; } +.bi-slash-lg::before { content: "\f657"; } +.bi-translate::before { content: "\f658"; } +.bi-x-lg::before { content: "\f659"; } +.bi-safe::before { content: "\f65a"; } +.bi-apple::before { content: "\f65b"; } +.bi-microsoft::before { content: "\f65d"; } +.bi-windows::before { content: "\f65e"; } +.bi-behance::before { content: "\f65c"; } +.bi-dribbble::before { content: "\f65f"; } +.bi-line::before { content: "\f660"; } +.bi-medium::before { content: "\f661"; } +.bi-paypal::before { content: "\f662"; } +.bi-pinterest::before { content: "\f663"; } +.bi-signal::before { content: "\f664"; } +.bi-snapchat::before { content: "\f665"; } +.bi-spotify::before { content: "\f666"; } +.bi-stack-overflow::before { content: "\f667"; } +.bi-strava::before { content: "\f668"; } +.bi-wordpress::before { content: "\f669"; } +.bi-vimeo::before { content: "\f66a"; } +.bi-activity::before { content: "\f66b"; } +.bi-easel2-fill::before { content: "\f66c"; } +.bi-easel2::before { content: "\f66d"; } +.bi-easel3-fill::before { content: "\f66e"; } +.bi-easel3::before { content: "\f66f"; } +.bi-fan::before { content: "\f670"; } +.bi-fingerprint::before { content: "\f671"; } +.bi-graph-down-arrow::before { content: "\f672"; } +.bi-graph-up-arrow::before { content: "\f673"; } +.bi-hypnotize::before { content: "\f674"; } +.bi-magic::before { content: "\f675"; } +.bi-person-rolodex::before { content: "\f676"; } +.bi-person-video::before { content: "\f677"; } +.bi-person-video2::before { content: "\f678"; } +.bi-person-video3::before { content: "\f679"; } +.bi-person-workspace::before { content: "\f67a"; } +.bi-radioactive::before { content: "\f67b"; } +.bi-webcam-fill::before { content: "\f67c"; } +.bi-webcam::before { content: "\f67d"; } +.bi-yin-yang::before { content: "\f67e"; } +.bi-bandaid-fill::before { content: "\f680"; } +.bi-bandaid::before { content: "\f681"; } +.bi-bluetooth::before { content: "\f682"; } +.bi-body-text::before { content: "\f683"; } +.bi-boombox::before { content: "\f684"; } +.bi-boxes::before { content: "\f685"; } +.bi-dpad-fill::before { content: "\f686"; } +.bi-dpad::before { content: "\f687"; } +.bi-ear-fill::before { content: "\f688"; } +.bi-ear::before { content: "\f689"; } +.bi-envelope-check-fill::before { content: "\f68b"; } +.bi-envelope-check::before { content: "\f68c"; } +.bi-envelope-dash-fill::before { content: "\f68e"; } +.bi-envelope-dash::before { content: "\f68f"; } +.bi-envelope-exclamation-fill::before { content: "\f691"; } +.bi-envelope-exclamation::before { content: "\f692"; } +.bi-envelope-plus-fill::before { content: "\f693"; } +.bi-envelope-plus::before { content: "\f694"; } +.bi-envelope-slash-fill::before { content: "\f696"; } +.bi-envelope-slash::before { content: "\f697"; } +.bi-envelope-x-fill::before { content: "\f699"; } +.bi-envelope-x::before { content: "\f69a"; } +.bi-explicit-fill::before { content: "\f69b"; } +.bi-explicit::before { content: "\f69c"; } +.bi-git::before { content: "\f69d"; } +.bi-infinity::before { content: "\f69e"; } +.bi-list-columns-reverse::before { content: "\f69f"; } +.bi-list-columns::before { content: "\f6a0"; } +.bi-meta::before { content: "\f6a1"; } +.bi-nintendo-switch::before { content: "\f6a4"; } +.bi-pc-display-horizontal::before { content: "\f6a5"; } +.bi-pc-display::before { content: "\f6a6"; } +.bi-pc-horizontal::before { content: "\f6a7"; } +.bi-pc::before { content: "\f6a8"; } +.bi-playstation::before { content: "\f6a9"; } +.bi-plus-slash-minus::before { content: "\f6aa"; } +.bi-projector-fill::before { content: "\f6ab"; } +.bi-projector::before { content: "\f6ac"; } +.bi-qr-code-scan::before { content: "\f6ad"; } +.bi-qr-code::before { content: "\f6ae"; } +.bi-quora::before { content: "\f6af"; } +.bi-quote::before { content: "\f6b0"; } +.bi-robot::before { content: "\f6b1"; } +.bi-send-check-fill::before { content: "\f6b2"; } +.bi-send-check::before { content: "\f6b3"; } +.bi-send-dash-fill::before { content: "\f6b4"; } +.bi-send-dash::before { content: "\f6b5"; } +.bi-send-exclamation-fill::before { content: "\f6b7"; } +.bi-send-exclamation::before { content: "\f6b8"; } +.bi-send-fill::before { content: "\f6b9"; } +.bi-send-plus-fill::before { content: "\f6ba"; } +.bi-send-plus::before { content: "\f6bb"; } +.bi-send-slash-fill::before { content: "\f6bc"; } +.bi-send-slash::before { content: "\f6bd"; } +.bi-send-x-fill::before { content: "\f6be"; } +.bi-send-x::before { content: "\f6bf"; } +.bi-send::before { content: "\f6c0"; } +.bi-steam::before { content: "\f6c1"; } +.bi-terminal-dash::before { content: "\f6c3"; } +.bi-terminal-plus::before { content: "\f6c4"; } +.bi-terminal-split::before { content: "\f6c5"; } +.bi-ticket-detailed-fill::before { content: "\f6c6"; } +.bi-ticket-detailed::before { content: "\f6c7"; } +.bi-ticket-fill::before { content: "\f6c8"; } +.bi-ticket-perforated-fill::before { content: "\f6c9"; } +.bi-ticket-perforated::before { content: "\f6ca"; } +.bi-ticket::before { content: "\f6cb"; } +.bi-tiktok::before { content: "\f6cc"; } +.bi-window-dash::before { content: "\f6cd"; } +.bi-window-desktop::before { content: "\f6ce"; } +.bi-window-fullscreen::before { content: "\f6cf"; } +.bi-window-plus::before { content: "\f6d0"; } +.bi-window-split::before { content: "\f6d1"; } +.bi-window-stack::before { content: "\f6d2"; } +.bi-window-x::before { content: "\f6d3"; } +.bi-xbox::before { content: "\f6d4"; } +.bi-ethernet::before { content: "\f6d5"; } +.bi-hdmi-fill::before { content: "\f6d6"; } +.bi-hdmi::before { content: "\f6d7"; } +.bi-usb-c-fill::before { content: "\f6d8"; } +.bi-usb-c::before { content: "\f6d9"; } +.bi-usb-fill::before { content: "\f6da"; } +.bi-usb-plug-fill::before { content: "\f6db"; } +.bi-usb-plug::before { content: "\f6dc"; } +.bi-usb-symbol::before { content: "\f6dd"; } +.bi-usb::before { content: "\f6de"; } +.bi-boombox-fill::before { content: "\f6df"; } +.bi-displayport::before { content: "\f6e1"; } +.bi-gpu-card::before { content: "\f6e2"; } +.bi-memory::before { content: "\f6e3"; } +.bi-modem-fill::before { content: "\f6e4"; } +.bi-modem::before { content: "\f6e5"; } +.bi-motherboard-fill::before { content: "\f6e6"; } +.bi-motherboard::before { content: "\f6e7"; } +.bi-optical-audio-fill::before { content: "\f6e8"; } +.bi-optical-audio::before { content: "\f6e9"; } +.bi-pci-card::before { content: "\f6ea"; } +.bi-router-fill::before { content: "\f6eb"; } +.bi-router::before { content: "\f6ec"; } +.bi-thunderbolt-fill::before { content: "\f6ef"; } +.bi-thunderbolt::before { content: "\f6f0"; } +.bi-usb-drive-fill::before { content: "\f6f1"; } +.bi-usb-drive::before { content: "\f6f2"; } +.bi-usb-micro-fill::before { content: "\f6f3"; } +.bi-usb-micro::before { content: "\f6f4"; } +.bi-usb-mini-fill::before { content: "\f6f5"; } +.bi-usb-mini::before { content: "\f6f6"; } +.bi-cloud-haze2::before { content: "\f6f7"; } +.bi-device-hdd-fill::before { content: "\f6f8"; } +.bi-device-hdd::before { content: "\f6f9"; } +.bi-device-ssd-fill::before { content: "\f6fa"; } +.bi-device-ssd::before { content: "\f6fb"; } +.bi-displayport-fill::before { content: "\f6fc"; } +.bi-mortarboard-fill::before { content: "\f6fd"; } +.bi-mortarboard::before { content: "\f6fe"; } +.bi-terminal-x::before { content: "\f6ff"; } +.bi-arrow-through-heart-fill::before { content: "\f700"; } +.bi-arrow-through-heart::before { content: "\f701"; } +.bi-badge-sd-fill::before { content: "\f702"; } +.bi-badge-sd::before { content: "\f703"; } +.bi-bag-heart-fill::before { content: "\f704"; } +.bi-bag-heart::before { content: "\f705"; } +.bi-balloon-fill::before { content: "\f706"; } +.bi-balloon-heart-fill::before { content: "\f707"; } +.bi-balloon-heart::before { content: "\f708"; } +.bi-balloon::before { content: "\f709"; } +.bi-box2-fill::before { content: "\f70a"; } +.bi-box2-heart-fill::before { content: "\f70b"; } +.bi-box2-heart::before { content: "\f70c"; } +.bi-box2::before { content: "\f70d"; } +.bi-braces-asterisk::before { content: "\f70e"; } +.bi-calendar-heart-fill::before { content: "\f70f"; } +.bi-calendar-heart::before { content: "\f710"; } +.bi-calendar2-heart-fill::before { content: "\f711"; } +.bi-calendar2-heart::before { content: "\f712"; } +.bi-chat-heart-fill::before { content: "\f713"; } +.bi-chat-heart::before { content: "\f714"; } +.bi-chat-left-heart-fill::before { content: "\f715"; } +.bi-chat-left-heart::before { content: "\f716"; } +.bi-chat-right-heart-fill::before { content: "\f717"; } +.bi-chat-right-heart::before { content: "\f718"; } +.bi-chat-square-heart-fill::before { content: "\f719"; } +.bi-chat-square-heart::before { content: "\f71a"; } +.bi-clipboard-check-fill::before { content: "\f71b"; } +.bi-clipboard-data-fill::before { content: "\f71c"; } +.bi-clipboard-fill::before { content: "\f71d"; } +.bi-clipboard-heart-fill::before { content: "\f71e"; } +.bi-clipboard-heart::before { content: "\f71f"; } +.bi-clipboard-minus-fill::before { content: "\f720"; } +.bi-clipboard-plus-fill::before { content: "\f721"; } +.bi-clipboard-pulse::before { content: "\f722"; } +.bi-clipboard-x-fill::before { content: "\f723"; } +.bi-clipboard2-check-fill::before { content: "\f724"; } +.bi-clipboard2-check::before { content: "\f725"; } +.bi-clipboard2-data-fill::before { content: "\f726"; } +.bi-clipboard2-data::before { content: "\f727"; } +.bi-clipboard2-fill::before { content: "\f728"; } +.bi-clipboard2-heart-fill::before { content: "\f729"; } +.bi-clipboard2-heart::before { content: "\f72a"; } +.bi-clipboard2-minus-fill::before { content: "\f72b"; } +.bi-clipboard2-minus::before { content: "\f72c"; } +.bi-clipboard2-plus-fill::before { content: "\f72d"; } +.bi-clipboard2-plus::before { content: "\f72e"; } +.bi-clipboard2-pulse-fill::before { content: "\f72f"; } +.bi-clipboard2-pulse::before { content: "\f730"; } +.bi-clipboard2-x-fill::before { content: "\f731"; } +.bi-clipboard2-x::before { content: "\f732"; } +.bi-clipboard2::before { content: "\f733"; } +.bi-emoji-kiss-fill::before { content: "\f734"; } +.bi-emoji-kiss::before { content: "\f735"; } +.bi-envelope-heart-fill::before { content: "\f736"; } +.bi-envelope-heart::before { content: "\f737"; } +.bi-envelope-open-heart-fill::before { content: "\f738"; } +.bi-envelope-open-heart::before { content: "\f739"; } +.bi-envelope-paper-fill::before { content: "\f73a"; } +.bi-envelope-paper-heart-fill::before { content: "\f73b"; } +.bi-envelope-paper-heart::before { content: "\f73c"; } +.bi-envelope-paper::before { content: "\f73d"; } +.bi-filetype-aac::before { content: "\f73e"; } +.bi-filetype-ai::before { content: "\f73f"; } +.bi-filetype-bmp::before { content: "\f740"; } +.bi-filetype-cs::before { content: "\f741"; } +.bi-filetype-css::before { content: "\f742"; } +.bi-filetype-csv::before { content: "\f743"; } +.bi-filetype-doc::before { content: "\f744"; } +.bi-filetype-docx::before { content: "\f745"; } +.bi-filetype-exe::before { content: "\f746"; } +.bi-filetype-gif::before { content: "\f747"; } +.bi-filetype-heic::before { content: "\f748"; } +.bi-filetype-html::before { content: "\f749"; } +.bi-filetype-java::before { content: "\f74a"; } +.bi-filetype-jpg::before { content: "\f74b"; } +.bi-filetype-js::before { content: "\f74c"; } +.bi-filetype-jsx::before { content: "\f74d"; } +.bi-filetype-key::before { content: "\f74e"; } +.bi-filetype-m4p::before { content: "\f74f"; } +.bi-filetype-md::before { content: "\f750"; } +.bi-filetype-mdx::before { content: "\f751"; } +.bi-filetype-mov::before { content: "\f752"; } +.bi-filetype-mp3::before { content: "\f753"; } +.bi-filetype-mp4::before { content: "\f754"; } +.bi-filetype-otf::before { content: "\f755"; } +.bi-filetype-pdf::before { content: "\f756"; } +.bi-filetype-php::before { content: "\f757"; } +.bi-filetype-png::before { content: "\f758"; } +.bi-filetype-ppt::before { content: "\f75a"; } +.bi-filetype-psd::before { content: "\f75b"; } +.bi-filetype-py::before { content: "\f75c"; } +.bi-filetype-raw::before { content: "\f75d"; } +.bi-filetype-rb::before { content: "\f75e"; } +.bi-filetype-sass::before { content: "\f75f"; } +.bi-filetype-scss::before { content: "\f760"; } +.bi-filetype-sh::before { content: "\f761"; } +.bi-filetype-svg::before { content: "\f762"; } +.bi-filetype-tiff::before { content: "\f763"; } +.bi-filetype-tsx::before { content: "\f764"; } +.bi-filetype-ttf::before { content: "\f765"; } +.bi-filetype-txt::before { content: "\f766"; } +.bi-filetype-wav::before { content: "\f767"; } +.bi-filetype-woff::before { content: "\f768"; } +.bi-filetype-xls::before { content: "\f76a"; } +.bi-filetype-xml::before { content: "\f76b"; } +.bi-filetype-yml::before { content: "\f76c"; } +.bi-heart-arrow::before { content: "\f76d"; } +.bi-heart-pulse-fill::before { content: "\f76e"; } +.bi-heart-pulse::before { content: "\f76f"; } +.bi-heartbreak-fill::before { content: "\f770"; } +.bi-heartbreak::before { content: "\f771"; } +.bi-hearts::before { content: "\f772"; } +.bi-hospital-fill::before { content: "\f773"; } +.bi-hospital::before { content: "\f774"; } +.bi-house-heart-fill::before { content: "\f775"; } +.bi-house-heart::before { content: "\f776"; } +.bi-incognito::before { content: "\f777"; } +.bi-magnet-fill::before { content: "\f778"; } +.bi-magnet::before { content: "\f779"; } +.bi-person-heart::before { content: "\f77a"; } +.bi-person-hearts::before { content: "\f77b"; } +.bi-phone-flip::before { content: "\f77c"; } +.bi-plugin::before { content: "\f77d"; } +.bi-postage-fill::before { content: "\f77e"; } +.bi-postage-heart-fill::before { content: "\f77f"; } +.bi-postage-heart::before { content: "\f780"; } +.bi-postage::before { content: "\f781"; } +.bi-postcard-fill::before { content: "\f782"; } +.bi-postcard-heart-fill::before { content: "\f783"; } +.bi-postcard-heart::before { content: "\f784"; } +.bi-postcard::before { content: "\f785"; } +.bi-search-heart-fill::before { content: "\f786"; } +.bi-search-heart::before { content: "\f787"; } +.bi-sliders2-vertical::before { content: "\f788"; } +.bi-sliders2::before { content: "\f789"; } +.bi-trash3-fill::before { content: "\f78a"; } +.bi-trash3::before { content: "\f78b"; } +.bi-valentine::before { content: "\f78c"; } +.bi-valentine2::before { content: "\f78d"; } +.bi-wrench-adjustable-circle-fill::before { content: "\f78e"; } +.bi-wrench-adjustable-circle::before { content: "\f78f"; } +.bi-wrench-adjustable::before { content: "\f790"; } +.bi-filetype-json::before { content: "\f791"; } +.bi-filetype-pptx::before { content: "\f792"; } +.bi-filetype-xlsx::before { content: "\f793"; } +.bi-1-circle-fill::before { content: "\f796"; } +.bi-1-circle::before { content: "\f797"; } +.bi-1-square-fill::before { content: "\f798"; } +.bi-1-square::before { content: "\f799"; } +.bi-2-circle-fill::before { content: "\f79c"; } +.bi-2-circle::before { content: "\f79d"; } +.bi-2-square-fill::before { content: "\f79e"; } +.bi-2-square::before { content: "\f79f"; } +.bi-3-circle-fill::before { content: "\f7a2"; } +.bi-3-circle::before { content: "\f7a3"; } +.bi-3-square-fill::before { content: "\f7a4"; } +.bi-3-square::before { content: "\f7a5"; } +.bi-4-circle-fill::before { content: "\f7a8"; } +.bi-4-circle::before { content: "\f7a9"; } +.bi-4-square-fill::before { content: "\f7aa"; } +.bi-4-square::before { content: "\f7ab"; } +.bi-5-circle-fill::before { content: "\f7ae"; } +.bi-5-circle::before { content: "\f7af"; } +.bi-5-square-fill::before { content: "\f7b0"; } +.bi-5-square::before { content: "\f7b1"; } +.bi-6-circle-fill::before { content: "\f7b4"; } +.bi-6-circle::before { content: "\f7b5"; } +.bi-6-square-fill::before { content: "\f7b6"; } +.bi-6-square::before { content: "\f7b7"; } +.bi-7-circle-fill::before { content: "\f7ba"; } +.bi-7-circle::before { content: "\f7bb"; } +.bi-7-square-fill::before { content: "\f7bc"; } +.bi-7-square::before { content: "\f7bd"; } +.bi-8-circle-fill::before { content: "\f7c0"; } +.bi-8-circle::before { content: "\f7c1"; } +.bi-8-square-fill::before { content: "\f7c2"; } +.bi-8-square::before { content: "\f7c3"; } +.bi-9-circle-fill::before { content: "\f7c6"; } +.bi-9-circle::before { content: "\f7c7"; } +.bi-9-square-fill::before { content: "\f7c8"; } +.bi-9-square::before { content: "\f7c9"; } +.bi-airplane-engines-fill::before { content: "\f7ca"; } +.bi-airplane-engines::before { content: "\f7cb"; } +.bi-airplane-fill::before { content: "\f7cc"; } +.bi-airplane::before { content: "\f7cd"; } +.bi-alexa::before { content: "\f7ce"; } +.bi-alipay::before { content: "\f7cf"; } +.bi-android::before { content: "\f7d0"; } +.bi-android2::before { content: "\f7d1"; } +.bi-box-fill::before { content: "\f7d2"; } +.bi-box-seam-fill::before { content: "\f7d3"; } +.bi-browser-chrome::before { content: "\f7d4"; } +.bi-browser-edge::before { content: "\f7d5"; } +.bi-browser-firefox::before { content: "\f7d6"; } +.bi-browser-safari::before { content: "\f7d7"; } +.bi-c-circle-fill::before { content: "\f7da"; } +.bi-c-circle::before { content: "\f7db"; } +.bi-c-square-fill::before { content: "\f7dc"; } +.bi-c-square::before { content: "\f7dd"; } +.bi-capsule-pill::before { content: "\f7de"; } +.bi-capsule::before { content: "\f7df"; } +.bi-car-front-fill::before { content: "\f7e0"; } +.bi-car-front::before { content: "\f7e1"; } +.bi-cassette-fill::before { content: "\f7e2"; } +.bi-cassette::before { content: "\f7e3"; } +.bi-cc-circle-fill::before { content: "\f7e6"; } +.bi-cc-circle::before { content: "\f7e7"; } +.bi-cc-square-fill::before { content: "\f7e8"; } +.bi-cc-square::before { content: "\f7e9"; } +.bi-cup-hot-fill::before { content: "\f7ea"; } +.bi-cup-hot::before { content: "\f7eb"; } +.bi-currency-rupee::before { content: "\f7ec"; } +.bi-dropbox::before { content: "\f7ed"; } +.bi-escape::before { content: "\f7ee"; } +.bi-fast-forward-btn-fill::before { content: "\f7ef"; } +.bi-fast-forward-btn::before { content: "\f7f0"; } +.bi-fast-forward-circle-fill::before { content: "\f7f1"; } +.bi-fast-forward-circle::before { content: "\f7f2"; } +.bi-fast-forward-fill::before { content: "\f7f3"; } +.bi-fast-forward::before { content: "\f7f4"; } +.bi-filetype-sql::before { content: "\f7f5"; } +.bi-fire::before { content: "\f7f6"; } +.bi-google-play::before { content: "\f7f7"; } +.bi-h-circle-fill::before { content: "\f7fa"; } +.bi-h-circle::before { content: "\f7fb"; } +.bi-h-square-fill::before { content: "\f7fc"; } +.bi-h-square::before { content: "\f7fd"; } +.bi-indent::before { content: "\f7fe"; } +.bi-lungs-fill::before { content: "\f7ff"; } +.bi-lungs::before { content: "\f800"; } +.bi-microsoft-teams::before { content: "\f801"; } +.bi-p-circle-fill::before { content: "\f804"; } +.bi-p-circle::before { content: "\f805"; } +.bi-p-square-fill::before { content: "\f806"; } +.bi-p-square::before { content: "\f807"; } +.bi-pass-fill::before { content: "\f808"; } +.bi-pass::before { content: "\f809"; } +.bi-prescription::before { content: "\f80a"; } +.bi-prescription2::before { content: "\f80b"; } +.bi-r-circle-fill::before { content: "\f80e"; } +.bi-r-circle::before { content: "\f80f"; } +.bi-r-square-fill::before { content: "\f810"; } +.bi-r-square::before { content: "\f811"; } +.bi-repeat-1::before { content: "\f812"; } +.bi-repeat::before { content: "\f813"; } +.bi-rewind-btn-fill::before { content: "\f814"; } +.bi-rewind-btn::before { content: "\f815"; } +.bi-rewind-circle-fill::before { content: "\f816"; } +.bi-rewind-circle::before { content: "\f817"; } +.bi-rewind-fill::before { content: "\f818"; } +.bi-rewind::before { content: "\f819"; } +.bi-train-freight-front-fill::before { content: "\f81a"; } +.bi-train-freight-front::before { content: "\f81b"; } +.bi-train-front-fill::before { content: "\f81c"; } +.bi-train-front::before { content: "\f81d"; } +.bi-train-lightrail-front-fill::before { content: "\f81e"; } +.bi-train-lightrail-front::before { content: "\f81f"; } +.bi-truck-front-fill::before { content: "\f820"; } +.bi-truck-front::before { content: "\f821"; } +.bi-ubuntu::before { content: "\f822"; } +.bi-unindent::before { content: "\f823"; } +.bi-unity::before { content: "\f824"; } +.bi-universal-access-circle::before { content: "\f825"; } +.bi-universal-access::before { content: "\f826"; } +.bi-virus::before { content: "\f827"; } +.bi-virus2::before { content: "\f828"; } +.bi-wechat::before { content: "\f829"; } +.bi-yelp::before { content: "\f82a"; } +.bi-sign-stop-fill::before { content: "\f82b"; } +.bi-sign-stop-lights-fill::before { content: "\f82c"; } +.bi-sign-stop-lights::before { content: "\f82d"; } +.bi-sign-stop::before { content: "\f82e"; } +.bi-sign-turn-left-fill::before { content: "\f82f"; } +.bi-sign-turn-left::before { content: "\f830"; } +.bi-sign-turn-right-fill::before { content: "\f831"; } +.bi-sign-turn-right::before { content: "\f832"; } +.bi-sign-turn-slight-left-fill::before { content: "\f833"; } +.bi-sign-turn-slight-left::before { content: "\f834"; } +.bi-sign-turn-slight-right-fill::before { content: "\f835"; } +.bi-sign-turn-slight-right::before { content: "\f836"; } +.bi-sign-yield-fill::before { content: "\f837"; } +.bi-sign-yield::before { content: "\f838"; } +.bi-ev-station-fill::before { content: "\f839"; } +.bi-ev-station::before { content: "\f83a"; } +.bi-fuel-pump-diesel-fill::before { content: "\f83b"; } +.bi-fuel-pump-diesel::before { content: "\f83c"; } +.bi-fuel-pump-fill::before { content: "\f83d"; } +.bi-fuel-pump::before { content: "\f83e"; } +.bi-0-circle-fill::before { content: "\f83f"; } +.bi-0-circle::before { content: "\f840"; } +.bi-0-square-fill::before { content: "\f841"; } +.bi-0-square::before { content: "\f842"; } +.bi-rocket-fill::before { content: "\f843"; } +.bi-rocket-takeoff-fill::before { content: "\f844"; } +.bi-rocket-takeoff::before { content: "\f845"; } +.bi-rocket::before { content: "\f846"; } +.bi-stripe::before { content: "\f847"; } +.bi-subscript::before { content: "\f848"; } +.bi-superscript::before { content: "\f849"; } +.bi-trello::before { content: "\f84a"; } +.bi-envelope-at-fill::before { content: "\f84b"; } +.bi-envelope-at::before { content: "\f84c"; } +.bi-regex::before { content: "\f84d"; } +.bi-text-wrap::before { content: "\f84e"; } +.bi-sign-dead-end-fill::before { content: "\f84f"; } +.bi-sign-dead-end::before { content: "\f850"; } +.bi-sign-do-not-enter-fill::before { content: "\f851"; } +.bi-sign-do-not-enter::before { content: "\f852"; } +.bi-sign-intersection-fill::before { content: "\f853"; } +.bi-sign-intersection-side-fill::before { content: "\f854"; } +.bi-sign-intersection-side::before { content: "\f855"; } +.bi-sign-intersection-t-fill::before { content: "\f856"; } +.bi-sign-intersection-t::before { content: "\f857"; } +.bi-sign-intersection-y-fill::before { content: "\f858"; } +.bi-sign-intersection-y::before { content: "\f859"; } +.bi-sign-intersection::before { content: "\f85a"; } +.bi-sign-merge-left-fill::before { content: "\f85b"; } +.bi-sign-merge-left::before { content: "\f85c"; } +.bi-sign-merge-right-fill::before { content: "\f85d"; } +.bi-sign-merge-right::before { content: "\f85e"; } +.bi-sign-no-left-turn-fill::before { content: "\f85f"; } +.bi-sign-no-left-turn::before { content: "\f860"; } +.bi-sign-no-parking-fill::before { content: "\f861"; } +.bi-sign-no-parking::before { content: "\f862"; } +.bi-sign-no-right-turn-fill::before { content: "\f863"; } +.bi-sign-no-right-turn::before { content: "\f864"; } +.bi-sign-railroad-fill::before { content: "\f865"; } +.bi-sign-railroad::before { content: "\f866"; } +.bi-building-add::before { content: "\f867"; } +.bi-building-check::before { content: "\f868"; } +.bi-building-dash::before { content: "\f869"; } +.bi-building-down::before { content: "\f86a"; } +.bi-building-exclamation::before { content: "\f86b"; } +.bi-building-fill-add::before { content: "\f86c"; } +.bi-building-fill-check::before { content: "\f86d"; } +.bi-building-fill-dash::before { content: "\f86e"; } +.bi-building-fill-down::before { content: "\f86f"; } +.bi-building-fill-exclamation::before { content: "\f870"; } +.bi-building-fill-gear::before { content: "\f871"; } +.bi-building-fill-lock::before { content: "\f872"; } +.bi-building-fill-slash::before { content: "\f873"; } +.bi-building-fill-up::before { content: "\f874"; } +.bi-building-fill-x::before { content: "\f875"; } +.bi-building-fill::before { content: "\f876"; } +.bi-building-gear::before { content: "\f877"; } +.bi-building-lock::before { content: "\f878"; } +.bi-building-slash::before { content: "\f879"; } +.bi-building-up::before { content: "\f87a"; } +.bi-building-x::before { content: "\f87b"; } +.bi-buildings-fill::before { content: "\f87c"; } +.bi-buildings::before { content: "\f87d"; } +.bi-bus-front-fill::before { content: "\f87e"; } +.bi-bus-front::before { content: "\f87f"; } +.bi-ev-front-fill::before { content: "\f880"; } +.bi-ev-front::before { content: "\f881"; } +.bi-globe-americas::before { content: "\f882"; } +.bi-globe-asia-australia::before { content: "\f883"; } +.bi-globe-central-south-asia::before { content: "\f884"; } +.bi-globe-europe-africa::before { content: "\f885"; } +.bi-house-add-fill::before { content: "\f886"; } +.bi-house-add::before { content: "\f887"; } +.bi-house-check-fill::before { content: "\f888"; } +.bi-house-check::before { content: "\f889"; } +.bi-house-dash-fill::before { content: "\f88a"; } +.bi-house-dash::before { content: "\f88b"; } +.bi-house-down-fill::before { content: "\f88c"; } +.bi-house-down::before { content: "\f88d"; } +.bi-house-exclamation-fill::before { content: "\f88e"; } +.bi-house-exclamation::before { content: "\f88f"; } +.bi-house-gear-fill::before { content: "\f890"; } +.bi-house-gear::before { content: "\f891"; } +.bi-house-lock-fill::before { content: "\f892"; } +.bi-house-lock::before { content: "\f893"; } +.bi-house-slash-fill::before { content: "\f894"; } +.bi-house-slash::before { content: "\f895"; } +.bi-house-up-fill::before { content: "\f896"; } +.bi-house-up::before { content: "\f897"; } +.bi-house-x-fill::before { content: "\f898"; } +.bi-house-x::before { content: "\f899"; } +.bi-person-add::before { content: "\f89a"; } +.bi-person-down::before { content: "\f89b"; } +.bi-person-exclamation::before { content: "\f89c"; } +.bi-person-fill-add::before { content: "\f89d"; } +.bi-person-fill-check::before { content: "\f89e"; } +.bi-person-fill-dash::before { content: "\f89f"; } +.bi-person-fill-down::before { content: "\f8a0"; } +.bi-person-fill-exclamation::before { content: "\f8a1"; } +.bi-person-fill-gear::before { content: "\f8a2"; } +.bi-person-fill-lock::before { content: "\f8a3"; } +.bi-person-fill-slash::before { content: "\f8a4"; } +.bi-person-fill-up::before { content: "\f8a5"; } +.bi-person-fill-x::before { content: "\f8a6"; } +.bi-person-gear::before { content: "\f8a7"; } +.bi-person-lock::before { content: "\f8a8"; } +.bi-person-slash::before { content: "\f8a9"; } +.bi-person-up::before { content: "\f8aa"; } +.bi-scooter::before { content: "\f8ab"; } +.bi-taxi-front-fill::before { content: "\f8ac"; } +.bi-taxi-front::before { content: "\f8ad"; } +.bi-amd::before { content: "\f8ae"; } +.bi-database-add::before { content: "\f8af"; } +.bi-database-check::before { content: "\f8b0"; } +.bi-database-dash::before { content: "\f8b1"; } +.bi-database-down::before { content: "\f8b2"; } +.bi-database-exclamation::before { content: "\f8b3"; } +.bi-database-fill-add::before { content: "\f8b4"; } +.bi-database-fill-check::before { content: "\f8b5"; } +.bi-database-fill-dash::before { content: "\f8b6"; } +.bi-database-fill-down::before { content: "\f8b7"; } +.bi-database-fill-exclamation::before { content: "\f8b8"; } +.bi-database-fill-gear::before { content: "\f8b9"; } +.bi-database-fill-lock::before { content: "\f8ba"; } +.bi-database-fill-slash::before { content: "\f8bb"; } +.bi-database-fill-up::before { content: "\f8bc"; } +.bi-database-fill-x::before { content: "\f8bd"; } +.bi-database-fill::before { content: "\f8be"; } +.bi-database-gear::before { content: "\f8bf"; } +.bi-database-lock::before { content: "\f8c0"; } +.bi-database-slash::before { content: "\f8c1"; } +.bi-database-up::before { content: "\f8c2"; } +.bi-database-x::before { content: "\f8c3"; } +.bi-database::before { content: "\f8c4"; } +.bi-houses-fill::before { content: "\f8c5"; } +.bi-houses::before { content: "\f8c6"; } +.bi-nvidia::before { content: "\f8c7"; } +.bi-person-vcard-fill::before { content: "\f8c8"; } +.bi-person-vcard::before { content: "\f8c9"; } +.bi-sina-weibo::before { content: "\f8ca"; } +.bi-tencent-qq::before { content: "\f8cb"; } +.bi-wikipedia::before { content: "\f8cc"; } +.bi-alphabet-uppercase::before { content: "\f2a5"; } +.bi-alphabet::before { content: "\f68a"; } +.bi-amazon::before { content: "\f68d"; } +.bi-arrows-collapse-vertical::before { content: "\f690"; } +.bi-arrows-expand-vertical::before { content: "\f695"; } +.bi-arrows-vertical::before { content: "\f698"; } +.bi-arrows::before { content: "\f6a2"; } +.bi-ban-fill::before { content: "\f6a3"; } +.bi-ban::before { content: "\f6b6"; } +.bi-bing::before { content: "\f6c2"; } +.bi-cake::before { content: "\f6e0"; } +.bi-cake2::before { content: "\f6ed"; } +.bi-cookie::before { content: "\f6ee"; } +.bi-copy::before { content: "\f759"; } +.bi-crosshair::before { content: "\f769"; } +.bi-crosshair2::before { content: "\f794"; } +.bi-emoji-astonished-fill::before { content: "\f795"; } +.bi-emoji-astonished::before { content: "\f79a"; } +.bi-emoji-grimace-fill::before { content: "\f79b"; } +.bi-emoji-grimace::before { content: "\f7a0"; } +.bi-emoji-grin-fill::before { content: "\f7a1"; } +.bi-emoji-grin::before { content: "\f7a6"; } +.bi-emoji-surprise-fill::before { content: "\f7a7"; } +.bi-emoji-surprise::before { content: "\f7ac"; } +.bi-emoji-tear-fill::before { content: "\f7ad"; } +.bi-emoji-tear::before { content: "\f7b2"; } +.bi-envelope-arrow-down-fill::before { content: "\f7b3"; } +.bi-envelope-arrow-down::before { content: "\f7b8"; } +.bi-envelope-arrow-up-fill::before { content: "\f7b9"; } +.bi-envelope-arrow-up::before { content: "\f7be"; } +.bi-feather::before { content: "\f7bf"; } +.bi-feather2::before { content: "\f7c4"; } +.bi-floppy-fill::before { content: "\f7c5"; } +.bi-floppy::before { content: "\f7d8"; } +.bi-floppy2-fill::before { content: "\f7d9"; } +.bi-floppy2::before { content: "\f7e4"; } +.bi-gitlab::before { content: "\f7e5"; } +.bi-highlighter::before { content: "\f7f8"; } +.bi-marker-tip::before { content: "\f802"; } +.bi-nvme-fill::before { content: "\f803"; } +.bi-nvme::before { content: "\f80c"; } +.bi-opencollective::before { content: "\f80d"; } +.bi-pci-card-network::before { content: "\f8cd"; } +.bi-pci-card-sound::before { content: "\f8ce"; } +.bi-radar::before { content: "\f8cf"; } +.bi-send-arrow-down-fill::before { content: "\f8d0"; } +.bi-send-arrow-down::before { content: "\f8d1"; } +.bi-send-arrow-up-fill::before { content: "\f8d2"; } +.bi-send-arrow-up::before { content: "\f8d3"; } +.bi-sim-slash-fill::before { content: "\f8d4"; } +.bi-sim-slash::before { content: "\f8d5"; } +.bi-sourceforge::before { content: "\f8d6"; } +.bi-substack::before { content: "\f8d7"; } +.bi-threads-fill::before { content: "\f8d8"; } +.bi-threads::before { content: "\f8d9"; } +.bi-transparency::before { content: "\f8da"; } +.bi-twitter-x::before { content: "\f8db"; } +.bi-type-h4::before { content: "\f8dc"; } +.bi-type-h5::before { content: "\f8dd"; } +.bi-type-h6::before { content: "\f8de"; } +.bi-backpack-fill::before { content: "\f8df"; } +.bi-backpack::before { content: "\f8e0"; } +.bi-backpack2-fill::before { content: "\f8e1"; } +.bi-backpack2::before { content: "\f8e2"; } +.bi-backpack3-fill::before { content: "\f8e3"; } +.bi-backpack3::before { content: "\f8e4"; } +.bi-backpack4-fill::before { content: "\f8e5"; } +.bi-backpack4::before { content: "\f8e6"; } +.bi-brilliance::before { content: "\f8e7"; } +.bi-cake-fill::before { content: "\f8e8"; } +.bi-cake2-fill::before { content: "\f8e9"; } +.bi-duffle-fill::before { content: "\f8ea"; } +.bi-duffle::before { content: "\f8eb"; } +.bi-exposure::before { content: "\f8ec"; } +.bi-gender-neuter::before { content: "\f8ed"; } +.bi-highlights::before { content: "\f8ee"; } +.bi-luggage-fill::before { content: "\f8ef"; } +.bi-luggage::before { content: "\f8f0"; } +.bi-mailbox-flag::before { content: "\f8f1"; } +.bi-mailbox2-flag::before { content: "\f8f2"; } +.bi-noise-reduction::before { content: "\f8f3"; } +.bi-passport-fill::before { content: "\f8f4"; } +.bi-passport::before { content: "\f8f5"; } +.bi-person-arms-up::before { content: "\f8f6"; } +.bi-person-raised-hand::before { content: "\f8f7"; } +.bi-person-standing-dress::before { content: "\f8f8"; } +.bi-person-standing::before { content: "\f8f9"; } +.bi-person-walking::before { content: "\f8fa"; } +.bi-person-wheelchair::before { content: "\f8fb"; } +.bi-shadows::before { content: "\f8fc"; } +.bi-suitcase-fill::before { content: "\f8fd"; } +.bi-suitcase-lg-fill::before { content: "\f8fe"; } +.bi-suitcase-lg::before { content: "\f8ff"; } +.bi-suitcase::before { content: "\f900"; } +.bi-suitcase2-fill::before { content: "\f901"; } +.bi-suitcase2::before { content: "\f902"; } +.bi-vignette::before { content: "\f903"; } diff --git a/assignments2023/site_libs/bootstrap/bootstrap-icons.woff b/assignments2023/site_libs/bootstrap/bootstrap-icons.woff new file mode 100644 index 0000000000000000000000000000000000000000..dbeeb055674125ad78fda0f3d166b36e5cc92336 GIT binary patch literal 176200 zcmZ6SbyyUC7sW9!5J7YWX;@miUAjA$5+r2-2|<=_6$w#bgHDkJBm@EJQV`gsB}7_e z>5^`EXMTUaKF=J!_jAs@GaIZkv+Ad>rbcp!goNbs7Y&kIz|ZSC4FA=@^8f#+8<{AP zkX*U}aA{yOW_iaEsBa`F0x%VzRs=R%IWi+5`{#Bq02WO`BDzUJ;u&f8kFVLuEx?h4 zMBJa`vT!BIHQG-iKWulOIoKgcE<5o7eZUM7iN_@$6rKSPV75Tb1Z?b=U)-d6_S_rj zb9xEP3?(69xoUUw+|JFz9>_TZ5y%X{ZajFd$oJgN{{_kAkUs!q1~!(Pk1n~o+dX$6 zxeTHZ@w(f<8mp94fFa;74Vc@X@NAiYJYWru{+ahdj|2!44{bFy6^xU~= z_orKvk6@2_YHRnB1SKPqF3cq=i+**b<4RZgOJ@oe$MEROB%IQu8YEz^-LPH8w{KnF zzI}2PqF8r_z3T{Zecc5_yH0HcUixg`{rq{RVl3LK>AS)jbl< zh?_rvqw~*LpNhCh7^x@yH$@M*zeatJKB0n?M{^louWX<|&ZoeR`;ml6fJ;GCzf+*@ zsPHM=Bqd$Q^m8PMIN|$sB)V}lxjA(}<`gQrv*Gl)(@TaaFTqU9+_UM0R^qeIUr%j{ z{JoBHkAE=Ntl;j2P2TU^yt&=*RphAEF6gut9_4+0L+>ccbT*+RBhQ4^r}ANOSK)Ti z>!MHYW{JiQCaNYTBgQ@^%2UNIMHWTXMY$_Qfh%$*HsS`iP1r^riyP{ih>loR8Ssys zty~(>sxp0U{A5J0%8b!ieMHm8)XLawMAyem)>wb@!6-5@#y5Q*Y)QW{&N&*dIjpjzK0=t1@N1nLEq!r~C zF1tjg6;7L04!en~_nPbs2UjWZ8^0TVTBX8o(mjlV{ZCCU+2dvBrWc>CtbCBd zi99qkPb|vlDt;|h689;0#bz&CD!)o%+@+w2LTUwC|4B|WyX4)n(Qe_fn3ZMnK*6f$ zZt5{#NVS}Lc5(mE;_9v4h+}9-d9zCLaPkW8ZsKuZNO-eh@-K&7-D5{9)8wIfA5tsB znIexNzg4aJie`1QpC&%qQ(Ar_Q{H}4$_K-gE7tWjp&IffCrj$yVP~I0b>vI42d?a5 zk9p3%hN{UIUtduS{1U21`LlmDCoqMnRDH=X@GDbp=L*fv@|l`Y1C0Qr|T^D?8U`79D?JA1gY2 z^`0)3(QpPrPof~jsMk5amd8#{(kVr>*L=avD-JfA;nXKdlX9z9b>XSkTOMZt@#NI* z-unw$UWq&or4pkluDw1B*Nny!MDO=}UXU=F7#8-?mG#Ol^q@Ett=9nX>(|s1CE2rIr=zBSLn#SC!QH8*{;ekNE!GokIK8C2NRlT=|gvAs_n)bQEe z^>@&ENOkjbTl(>i>bK8b(#IC6Bc3~N);xE6GSOFE!|0|yLD;XR9E*C+JTbao8UOoy z-|!?QWKz!V`fsjvqkZR-_aVP1zJ{;ao@6jS&8|^i7m}Wg`y%)o?VG^(yz_VYzN&Oz zGs332?6=vv>%PxPWXMol&Al}hX@Xw0#~6=qeWsn$c+EPW^h95|*SgF}T*zo&&8;=1 z2E0JE_8PpQN1%pxEoeWaVKCHI{%i4?`o4X`cxid|Z~b+reXo;&dCKWv zqGerv|E27bfLC$@?_}b}L$fZc^-|B#2Kvd~(h}aqt_HHwj}7fpEAC!34bqdD8v=ec z#l(jVL6*1u%8Hj=>c&gsidR?aPAu<@4vTyBTHP8Ql>IZ_Kv9ZaU8!$iDlG^a*h4l= zDR0<~cJBF{O|q4?(ErKu)~_p=65TMD9Jq}PpYn2#4w}C0(>D1+vbE`tTD_tB*Px$G zL~GBoddW!@NrJAgM;(uQQP4y$vT}-{W`G~rJyo!A>mcuBJY=rf$8}2TAoIzlL~XD8 zyNQ)h?}O|p$I(tqRX!=}PEQlvK$N2mQ)GY{krm);$IJZBH95M0pTDmWer_Oxlu-su15 zbX<7~1Ag(d{2BkbX;?!`+syLjw%>_X zb45$1+0IDF?Xa@4_0_|Z;E}@pyK~XVyb^UZ8~P^fd;D(h=`;C`_&vd6&vTB8 zitHt>Bf>eqe7pYM(5bh4TmP=diFs&s_TtRe=J8SJE1M;nqxN(Ai^7Y^u-TR^`NPlW z>Mgw&Yhhb0$1|tCEp3~-4X5rcofq>5CoO04=P%`#D39Lj2d{WF|Dil#JC_gZVWxZt zx!vB%ljF}#)kp3WQP~EYZF~`0%VPOJfXplcKD+Wlw^qWErj%0h4ZZTR0p}#dox(x6 z&OmOGY2$`pWP?(sf#mS5Sf#lEcCp*NO78}wzTON`YWb(J#LRR%KBBYjo}Gffh|K*g zivBlFZQq2r$tn6HSZ9xf#K>>8wMG9^dd!gYCeP0NF_Y<=gVyVICWqX?45m@yv)F&m zhkU_I%{Oc!%UVZg)BinxO#drlv-S83s~dTG>w%ruA*a9Qjc|4+yQ@`&c_EVKv`F*(t zADw;-SLf5M1b-J9e(HFR;aY!R8Llk){&$O=xBfux9p% zmh2cT*Jfo4Hl$?^goh?F@RF_*mTZ-H3hfW659d4%&~) z72O`tw{w;|yHTfiQkOe4%FEq((q3I|wMG@xaoxV`x3nCDIWFYy%R@x)LpjFl9g16Z zkJ#myqdM$7{TZm#+kblMFwon)7i>?StL>C`o+%pznz{wr(&VhE$?mG%jP7vCTb;0-_5k|c`8pnkZj+aTd3u5e<$CbJtw#| zS}S|bp0I}iW9cJa z)g}B+yklJ}0YUMfKdSvMs!j{}R*gJp*gPXWSF$l_`q2E3@vQh<{GvXr&FQRVcKC(G zBiRfp0gB`|E;;r~5UD7EmF@v??^{#K@dKhV4+0~mXLJ6&__`AB?@@B!wKJ~VXpN!a zM``(!H736wnOpI-yc=(W=CZdweV*^AE%#Kke31O(;O~j2!>Iz}Xl4)7=-AA{>TzIm zp~u3>acHR0r~59e0*-EO%+fzpJv}YylH2D!Bb+^&C1z4QdMzp^B=>cnGVY-QA2;Pr zn=pT(9N}6q+DkpQw8_(6F5VMAmYOm<7!q7UA5%7I1Hbo!g?-C&YN@NevH9=o2$ODI zY1{c9>)I#XH-!As8hWPkF@DKL zP3@z4fB$fN?&2lkaclpJ?9=%1u=TM06xofhqJ2_}jkg5qp{1Xs37Km#sWekO8)9aY zi7yHoL?=@>`26CeM>7}u{Ag-#O{qFIHvCTXPOeX$a^3Jb$fw`rtfh6&51RSxO@CH( zE(N@tf5WzqK7`+tsQsgSLl|f;97Z?$`O{@6Dps@Z5}UaLW*{isKc|@(@vWSCPB}4@xnAnUI3;%QDX2$wBkM(aFi%)j*>d;M^|Rb_;fva^R?6M* zR?S(&O!vV}j<&qniWdR3;*-=H6p2dnFZ4g%E$V14w+Uw7kB{%@{Cmq2k-^~9VeaXh zaZf(p<_Gg!i(Oy}m1AU0TZxc#&rPqk#(#SLl0B5ST9uxR{_--hG%@QnF;hFY9N}Ru zilUpHHW1CC>VH4l@qPbVkbNzO1O;2$Cn2f#H|^Wr*;)GYG%{GfUca}XCa+Us{~@@dTvexL41vV*LXZy`&jb@7v(?p06b z;n=GPRBbA4AW<(m(!uSi*=e==VUCWw@SW(nNK__+-#XczRVV8Nr@H#R}r3jP3g)QQ9 z5{8=)Wg?7CVEP;;x_v_$CdrkL3h9tZEIwr!1=u2!BLSjk@Kh_u!!s>?`5 zyRa_K<1D%YNDEKq8!^LIkk+b2i5YnsRY^N8@aM$FNaH84GL8|wzEzE?T%}J67ujW=JS+rTMbil^ zhTzn?%(I8NVe}|EekWzPJ<(0Yr6eO(vx(d39(<1IrsdL@(W{}0s)QB3MOL$jYxX7K zIJ*Pn3u}nMFNYzpC+M_?POk7FqMNcyea3UmUQ{JxVJfnkYp*(kQKJ`A$yPXq^o5G6 z_x0fxy2c`gWnc}MG(jgx_$}g^o=Z-KtOh@(lB=*CDW~D`Hls;{Ke1A>&;co@;!>AE ziM3#LVuo)L#*&9mko#;^@IG~o&zMU2!gykE!f+>2PR*q%BOZ&nCcS&LunI}RQl;0& zr5VDtXoUOKeI!DC@=QHOk^B%uOTB>a~aqtRSX^kOIs zK{l(nv}6ckkDv6JX`Hbw7UL-JM|6eZ$Y#A2)M-CGP6XMk`4H_TQ&^I5Pa_Yh$DWAw zx?9+ofz`ZE41PCk2P;5HK^KkT>hl?DD>kqK?6H0yEiR4#!-`3rJ|A5AXO8gRA%jaopfMYSl?F`f%Jdmjb^2~r?&3rNrah9GAwg^dy&V{?L-R4^?NKmvjL zKwuN>(gzF-F!u@oDS-|%0EVdmqlAH^3joD|WHzv)Ff9PmE@P0PdccCz*?TV;_jAMs zt=1W;OUHO}+u3`q2KTevRWsLq6ol$@j15_0QodIJLv3*Bw=Q7LVAVR^Ib*G-l<1m{ zuQ=}#O$V0<%$m7eHE1>ca}_$-BT)bf;(p$5!KiVas?m)#W{On=Tz5w7=ndi*W;EH- zFIZyTrd0tW9WW>X!x}K;K?52~KCMni+n6mTa_BLL{}ZOc7EXy$yT;5OOD?BEN1MSK zORfj7N*ww-k2B&$oS4WXeL7l87Qoh_qYZuo^l>{Q{uA8)y(6}9^u z#heLa?^*d_>E$>MC(*dCM7IuXQbzC9K}=<;h6Pf>=na7Kxq(!VCYay?T?iY{0E+;e z1!FKcqybEd0i6UE(8&ZHa?lag1e`u72-88x079?-;D0l+L3kO2w?HTWChJl_co&2i zaF@v#V6deca4=pl@Hp<{I3z{QFiDd=mZ}y=QKOizM8^e}K}>q8tA@6_V<`uJU1}Zh zNE{aeK}ZimcXj~s=z{S`(BTA~bWOnN0tY3qfwn$qzXI%hs57CrhacQe4QNjSI~Vnm z1|cH|{r-dC&b=f7sKWtH>jIqv6c9IN1*R2hfzx8aX;RLFE}h$hn8ef|O>Is`7fjOo z?qMiDZE~Tmg@}Mr)K`RgzJN2KLPvHG{O?1|<5aAt){)#Zo z7j`C;=-eB`n5X9BILJkM!C)E~{K~>Vmf);uQNiOS?@Y+=xq{*n{ z$_m=rfISpPj{GD`OEkDHg3pOVpp-N5EKyQeMG7C*aE2AFYp~&1ARr9{D1ks00wqg{ zQQY5!hOaH_UK`uFLyPEd17HZACFmG5*uvKW-jG)m$OA?$V8o*p_hs~eW%$KpOyMc-zQk&T!h}NOH%e zCn701RR|&FRS>d;(^}|X6aD&%-0>M3ZO;HFU~Up@BPFokOWat)&5r=XftR+YD;^=l zJAt<~4TSZ8av7OX{T)59>|r%vAig`CJ?+yVBx->D>RaOVZ;yI=52^5(g4#6L!6X!zzM0DD(Vr$$C1prL| z+&6FZ<*D#rFDCr0Dr0>&+ML7}y6J=13M%8`4GKVBF&}He(i6I}G7~s?Pu$^=C2I`? zU4+Aot~)31R9XTDC~Tl`0b9JT{V#%&ElHPoIi0E4}SU_Mz9~4JW7C@m!IMC==U=jtiH@JAMl4KN2 z>-n5jLD2<885C_$)Ire)WEqSsYk;BxijJx8cib)WF;Z+PB5w}k4$1~7OrT_ea-E>n z$D*6AV#60ZO@Log*sr1j}%|E{I&J2_X)6oDgzm&N-v>PNEnBmq}o|gNn$dkIKXW7%g%s z^$kNHr#6Kw7Ngux#OF9|69+^|0o(@sR0rxffS&^X4l``GM;I{Xh}SX>YxwkE4APqG z>PfM=;x(NR{IKQsC2U-o=shA%wBl8Ux0(b7+lQxS1rWa$kP5mBB-RL^+YUD9gN|$> z5Zo6-4$_YO1s#t694^oa&+t~>*Fg?mAFIS`UPttEaxtQ0qcRX7`<6(|+}I9YGtQ}> ziwl<3^fH6!zpn(scOVqxy{aHh=f-UG4j1af>8MJHAfHSQJ!s{T+ z1fk!5P#1tt-ew@wt3^OZ7IaL&X~h_D8XGtbY;?(r8Zn9&9^ z@fqZ<`*L9B7|h%TGxXpb2`G?xt^;Hy-hlh!0rur43I-RzAU_yejiCL^9rUJ9cg>J0>zbbvqv5a0y@l0aYs2*?6~ zKp-Ha0hsRqQ!;?qsZ2!EQexE|cUj|mmb95tf5yvH%u;RRBhQKG+wmB62^lq}v44*O z5N-DWa0SmspT!4`9?_+L4Nuar71n==tkK6n>|Sw?EI~ zia(;)V%m{>FSFqBD4=KN#&${z4PdBYI!|Mv@i2N_CNGIdnFTk#fS$2;L}C3oynU86 zG`=n%Rc2w~{&q^b8NuG&nhgM%G7EohZ>NMy66`5Du$>G#Eb*`u4JI$4w=xU1A^|<$ zpAdzw8{zFK@-cwP2AFzGeqq-FCeKodo(D6W@eT6tWHwIRwre-N@N)wF9Pte@@iH6R z(nL@F8IJfMsce~zsmt57ezyp7)BMo*pqdl_+y#I(VUCHPEk5XLhRnuKvh7;+O?0Ph zAQ1nl1r*GvPT6A=P&@<+z&Qr`e!2jKD}IhCM2YEO$p|R2(VbrB88TTrG{mip7WVkX z)B6E3i)Dm4SeP!e7)AfMUj7;K| zS14Ef=y|w|br4NJY;U``095zHT>By2Ue-|@AF-pZkaQB9w z5Zv{lkDy?=@zWVuI*R)XUmpP3T?kplXnp}4)g&Ps`+BX)*%PcexbfEMS$c~5&Vx; zW`V#1$=#JA8&qH3gCP7gJwC9UXa%y7F2DXN1`0XpnAu=DH@+D&4Lp{_uY6#Qgy5tH zw?QETB?goy+!}tk8aQf0!vom4R-iN(l>V<#6KLEOAR824o`T?92em-y0wsuBV-#od zpYQ;y5pE5p{1G0FnmloCKn~z2cWu}I#1LE=0kUd=BmM5HI5}9Yg%71kT>Mz>s{0F7*Ntc0iF`m z@gz{-oD<|7*7Qy0+htpyGG-&;3^Z8a8R(XcU6yBNSCv|(tsjKx*WI5 zN;b&2+y*{Lau8h5U^6J85S-DVI=99F?u`V=T~6NRAsduj9)hs14LNZG>3%q>S@Sv^RjPU25a_#Zgo@M5&Shc5Qsl5SVdQ`Z z#=)p{82>V_jr-%1NF$Y+_aCC=0$xFn5$vkF1n!t6>`%x~E_?2e`W_!c$5Ro|O zF_8l>l6gMrTjv1jL;#2bVD#n%ZR+mrn57s=o{zj8Mk;1HAEHZBG^nhE-$Lu3il}N<8z9!Jp7V&hWj#FhSTCbN-ps{+0NZ1L)6RR-a$zxe(X`+5Q`C^tosW(9RE25pc4){I-pYt!oGYE zMuE^W207}rXqeEDC7u0oa&M9pGGDqVfaCU)^`la)o2h%p(sEQX&hS$Thw&bZ?(7kZ@H9x4HZAzmTCK(d=9k!L-JiB#wlyRc~K zjA8|~jTfa*+Pb#7CwM$#-;|bGpnxAe?Q-?xI^u==CJQfZdIOfv`a+<>|Ez)VSI!vv z?!+K91L42Hgv89&JtVTXd6^Ih6q&_pdcNV7KFGsHar~UymAM&je zw38O3P@VEMY@}oS$V_exeWH}nx2X*!#R|bu;Qjc4UX^fQ=@&D&TE~PFx+hDprDkFe zH(yevt{h0`+umlaI6R`nwyo~6MjZ?$GlYi9Bk@h@czb~pY$tPAf=tD#@OEu+Jhsy+ zmMl4I zZ2yT2En?I_1Yc^0_-7f3Ra|(_5&;W+#fNlYHz#&+!&8=jBGAJ2c&L2`ru8Hc&A08y zU{37SMhLG8V%tkvl*l&EOe$*I%FyjS&3a^;2e&KmFC_`kD;?POscZ#mzc47Qr;{DI zltv)_r1wCpd+4ynk7jF;&Gd@FD~uNMf%B^#miPlXtjzSu1aWKH3Edf#t;-Z59M!l+ zR#yiZDBt1!U_X=dax5VEa=o`4srUG0vZb#PkbjwcA738SrCeU{xk=j74JS)MJK(<1 z^A)@tvr@cNxx+--vvC3uYT)Iu^_Bnda_kIs+0pMl0M!A=Z1iodG(S4T={65>hYR?G z%7&}thp15BYsDPuyx(0681EoLb}7b4s}W292x#`&(lB7(tj^*S=;^JmCbMi?%7u`w2!wWtr- z3J%SWUfj8*DwA!)^Y`dfjjXOdQ>?j|5%KTb57TzAFCBnrXD0rPZNTT!`(f4N*IDD4 zCbXGoPq_jR|7?iDWhdN!f`02?0{)@PpuaVEZwmPmDz(C*>OIUFQ+q-SY&TUW5BPvB z0lEgrff3Z zp_4Mj!^oVMJ5LL74*I>>Y8F|}&5xV|@{jJ~I7D{}ut@@hY(Yt=<_ZcCADK- z8_aue({s2;#l1yAHns+XbEHVc^~Ew4wiEYrEs??aqhdV1IbBdyZGY-?1c8|8wNX|J z6bj>~UH*RRgTS3^k7Cgq-7^Ym$J}9Tw1oX&XOW7{g>Do&L^A9iErD>_3pOQluoz@uJ$z(R_VR@Lki{7tFjc)CKdq{!nT2;C*TQ-^v+H>g+Rt3X$xi20~Zx z0xvr8sK<VenssS6GGPjvG_mE1@JOO(*@BmLG#r9U|q1y0^uOHQw8>} zqS_gYwJE&J;~5sV<&Y`e$3&sz+ju(xdQ6+81T?D7O^3p3>v<|EQc*nL0JQA00FEX_EHRH1JAn!0(Vu< z!s7WhE>3VlExekuN1+O2m8YycJ=+f}mTKbhPn+dABbu#r$z~?#;D=0dtPz{DMiuz* zetZtSJXb{j2`SI+zhvA%n+>}4;GZ~8aFWN33x1j-56zsQQB3P<8Cyi$SsbL^QS5NH6R*K2FJ5R+WVXbLZJ%%r;y1H3*;>L_ zV^7Z$#WwIBI8XIzYzO0*BAp+C%lR~8MssfQRFPt)O#q2cox*JaUjudYPioW2@8}O6 zriP)vTW+w0*G&R9>vtt-*REZlRHK+#-etiwsAavP`2snWsb#S!)qVuwqZ1sNQpfz zG`%2IC2X}OLO42anHeT92qt{wrZuij`-m`@rHc`%iE!oVvf{B+SFFdq0Ip3jt+yfn zygYC$l?L3pmo{_ANgJcmx&O#c>HqISfEbDS&K{BLcXZ(nG9J!8HxYiZ?JO(1^2YH-T0Y`qHnH}Jy`|){WJsA)Te=j*K2AKju3?8 zL$Uv&q+paEjMip@)^%>MOBL*L1-r)o>q-JGUkH2Dt#zJ1=YAi+odBmyv1FNGd`U;K zqI@7iEKA>P&|hv!WA4bCD|T@x902+Npu}|SEUVJ>7f3qGWJdw6j1Evx0!1@!EBF}Q zu@mqHh=u{tcpw_^UM#DB4sfzqVi!eU0tFVgrIQ7Xb=nqlmWguGn1jh^Q)hd!mBXzt{@M2kb0Kb5`H3Xb?>Tt#Pi-gO_b?X3U zoF3TDlWbLM-=S8w?Fv`w1yr(Zg;4V4jX@dU3d;|;!kXcT(8<)lmhE?mHh4M$@h^Y| z{e96&2LLw#kOzQd5a~#50dh%Yz;xPMj{mrG;(ZFJ6^~~EiCbTN0`R7rHC?ocbxTM+U4mvNeEhd2A;rJ z^(9GWV_a&x)^*14o4}W>%L|@YNPFhg$nZaPA*kFLqi+W_sh68u_<{El|EU7i$xqW5 z{3~W2==Ewt;JQtPO7uWfwWn7QA}rYg|KW5L3t2!)^YqM9z*D+2aYD&0*jCGPMY6J% zcM$6^NuI`YropA&CfrZ@FpQensj8aqYO9<`#SNN$Z2RI_I>Yu6Gcu*+3b8zlkv;xw z^-jQ=0qyqE)*G2)F5q5e8b&>T0dG&eL-h0mZbS)EU^|;0DKYi$a055Y!gxM-o##eR z?L1Ij%j)DwlG&=ElVk0g4tQ*o(6sX4riTNuJ z?DPU;!u`nK3*VLKj(SO}u=Zuz{K{&?{+BPVwodz%*RJ)}HeFm;t00IbBU8T&)Df0P z(_u{)XPaRcC)q4F|0z@4oVoMq3(F+SjWcVk+L`IEI6K^zwQN`ry)fxt}FO3h)B|?OunL~ z`Dcla^@qnBbTO@??M;TL``=pcK2)NAp}!BB_B?oW>#Tk; z#CGdgy37Uqnn0YbxTUt^Lee!fu@K3ql_t=XH4fK1?sK-tBKONw$#g^UN zFWp!>SF9M=sFIlYmm2lHt9n zRE$rgNIn)Yr~UUQ>R~S_e2j4*AjhJ#(dYrXCg58I9`5kz_otidg`*0OP%l`UKoQNQQOQz@=6Cb98JmqWKt*-gYN6I-R6yGvKgXFDG z?5%_Aq#dzpL1JKi%RDnZ<;||fJ*){g+=&JK8quy?*zbH()NqwJ1+DFtEF&{uH z{u*?XbydB5zwP8Dc+PTm2g6Ou@%IA@yV2wQBjlbzY?tq1+V$hKl1JsTsbL>-Ut7Sw z@U4`f@X{17B9laa^v@GcGcNbPY`<_Le*0+4rhoPgjz1XmQnW?dW^b zam)9K&!+Skw0E#t1W|7#m0s`DM_c0E0%IIG-1_`4SJ?+XkFB~3iTvao6ufl&lUwgE z_q7K>R;cRFCWF~Ud-4kb`B!XFS4p5GDS7D#_s>~(%KqNl497OSVkUj&_C|D{(dgdI zpSR156(42(_?5qVO*LRu7geL(ieL$p{~}3Lg`F-2y?TObr~c-1mN)1vUp^UCk)6ty z8wB59zZZnHV-%GhPbXO#NZmE4QcRDetm017?`tUNRveJ}qUT74T-tRp%%zfjAzybk z@Ik&^%8eDWaJBYkZ{@pn$bCN#UONu`8iA}2TD&*93al6(9v>0ldr?XIB)=?*l|FZH z{D#Ebxv4wM`1l}2SorG9lMmx&^A$V$Xs*VIXzIMd`vU{iUy`gR|3fkt^UAc$JD;7bQHAHn_>>oF0 z`#)7$Aw6&TTyBx*;J^`BSQO+lBlNmSmCy{WK?eZQBMFxq-B)&y{j?bA(wPM zaL^hU)mKi{>fQaR9Xun#z>|Mqd0nWe-lV8sZ)4QL)AoTaW_d+B_r7XUad9j()1aRr z?Ss?)o97>F`gE@se0p+@gxN&&3ya<7 z`Mj|YmNvz|1D~szW%_rP9a*>0GxmE&*auluk!X7*k{~oWcX}iA=-uA3U-5{kJ@Yr_ zaQG=Qg}Oug;d4KGWgP5@CTk|tGp?wA*t?;^RPcJGb~o+7l}y}Chp!Kg&DZT+oF9J6 zCW=#DlkrF)pDpmu1imEuqnm4c-`k9|W01a8oaEcYpUAB(py;wY0F9N(78H{OzWv+50f**dnQ_6MAqyH*yb~_dV{fU(>ra zX#uTn=4VO$wrEwxZ7u78AD)KC>t~O5==gSau&{sEOAd3fOIB{K?^>lS{<7KU_B5(` z-MFuKw-BN?usg4GMT%9L2f0vEXnt*Eh1VyRF3GXay=Qv4L*SH0vG>4L@s+c5R-vZK z$H;ZAw;uEm0kI+8MBan6YR0ks=S#(&R+j=#p*BISH)lI!JB@!|*_X(f*r-bVv~%g2 z=t9T$Z0IGYOS@DEHK9~)Mrpe|%e3gEMdgN-9qaW~6#Nr;sm+5tKrC?aXw0>IlL_E zaI4ZL)J1EF?8M4AtEYO!>%Eqz;h}s;;wD2@VRDAS-7|$6%~a#NUn(OTzST^XL+bZN z(mtClh>h^9*WTV0x;-($y;x$k!8$)#O;Q`EdmR!?|A{g@5zckxd5mqCR1t}7HPhio zh*aKjk6q`CUQP!0pa(CkNW$#r`nb!~?c|LIBr=m1j2+XQpMze|a&7;r+QX;_qq;ruOr?{X#CUzKk?Z*nY_ZOJ3k0rV-z0)WtLTdsIrcV#Yn0sy=6a3pJ3Pg znP8>~-^#GfoH?SvmOpu1rh3V0y!%en_?;6hyJGPkF2x`b{WNyh>1Kl}CZ*gvmT0r0 zKyS{`5XtNMT$RFs_oyNFX*>YMO)U-J~`D zu6=@=8Czv@Z&yRjlW=a`WLs7yYg$F$=7sVYe>1U4Ro?vuxe>vCMMdbX`N<51*7?(0+yW>k0Ssl!8MNhkXM>=`MHmQlWe&PeG%1@~I6GrLX7LUB|v8?&>kP@yPZ;*G%1w!_Tj+ zrMMaHm(sXjVW=CoqiCZwB)ytLZ^gE9ndJum8GGYx{-*0>#mO&{#Y~*=)G@RglQ)I+ z7=}p?M@*1RE^3jhnYno@B{$bCk&dP5p6t5lo-vo@XX?o#;?K^+4UNUi_2k^1xjg>- z>}RXlS1oa4@it2qT?3{x3wWTDZx?6i$X3YpZjo+jr$8;u#Qu+gumFuggrRlfkJVkR zh_Hh@NoIvhKVN?cz8;FF`!{$$?uO*e8MX}7uJ_W>M@Rww`DHQcE{<+y7V!x=p zpe}1Wd!bvO*b^OB`{iL4306SwC1>$fp{OKT<-5Tb)MI| zH^ZZ=hE5$EDw*$Sf`c}G1U}yitibRcI9Zqp@>UkHrm3gxRi(){JTPC6Kq6iSn#)OC zZ}Oj(G}XL+c=y$r#4Q8w>u1xRgVP@~cr*S@S?`of>>EDsWm(`wLHjG)cKYp|4#?#K zBhzLs@4k|;d-R~q;8XZSrBd|$4?*%j=<0t)w$Ob< znm^$EX83s}+4|)$Gj21j z?mUHT5qim@y5-jqYLHtI*9srrkit6!XZ@)OpmKuYROV40u4*xTV+@LR5Z@1acXRgM zlkwBC>M-7#`yd~_-zqw!nEhiS)Q?2U_;SZ%>7hru5A+rr#or45n0TR3xOl&BT;Wd3 zPUdjwxSAj=IX!}67xQFESp8!Awf09&FO;vzxSFt|npw6To|OEBG1@5P0jGj~@FAtP zkKqAbakKAkemdP<)&hOzph}mFtXSPA7N5*Uwb!LrIsA(^F0XVmmaVk2?h&+_cCna} zAkkas5l9{_Z^d7DYEgB|@TcVP0IFug<8b&{@_UOyhB31HHwUu(kWp{Sz8{WXr4v`A z$ySRGYe^TA?v>LBeyv0L!dXliiZdD}9b#T=s})&MU%tcgG>QG`8;Wx7z0d5KE(ITJ zw0}64FzsJ9lAL<`73)nz2*;@EOX}Lh=lUK6iI3EeA6P!X7)})jT&nt{ zxc9-bLi?@WD6^M%6Cyon`BAmwMB*m~sW|)8q}cFWr1PJN_I>le){Jg{xo*ypTaO~T@|B$EiZg^Up%W#3osll=(1)*_9)85pmI`QEbX2yvHFsQXLVM@_FgrF(mKc$q@mp*!o8J4?Fs)_! zCxP#R{*mC}_cs@<9WNe8zOH5@A3tV^6ZmxeEYzzw{_DFTD$C^T9+a*oTVh9{nyQ!y zPwJ}Wsf&{URlCVRdzQ1@WtZM7J_r0zEnb$~m{JDvIEi%i@Nmq&z~z3O{y)qlyeqd* z5f2sazAkmY$@N{NiRJ}~S{<%Q!H!($R?-cLJC5ac?24GoFU_wTx&o)7)zgI{CK+O0 z=Qvl|e_rR6AYWbk!1!AzINW#37-?$kV4mowa{rotSCGz>;?<&j*UL58$NvK_K+wN! z=oMVk{Cm~KPvVtDNi0*!KJ)`obf6;2_&C*<#XkEIGl?XN~MJ;{U8+Y&&}aO5)SU;2kTG4R`Y@PKJ<4l6+Q^{wXtwxx1dt6$QA(Ds zgLo-wV(RvviG~p-2RspsE=`1CmP}<`*38yS;y_p6#ipi-8VWL%s!9BRezye_=dY@Q z4t7tA^?}F9JnGJzY8lDU#NtOY&e65yHtRKICugz)dvO|Km#zDTKFN$_pJ{dXE)6p?%=rPXsxu1mF!yHQ4zX@NQC?FdGw2=8sJQP>x)OBzmPKD z6zV`MA4jEFl1sV+wY3F8%f_yqX~q2eY4whj-(uY?DD+wE%5x9(Z7KMY})ly7q8F01kz77@E`37@Lc;u~a@*C#yB#t*I0xJIUdxffxG zQ{QC6dUaz`iF?D6;)mlo9?^;;qI9@E#H?s2eDge+RMjd+Y4E*Yv=WXDG5EO*xy=3PXKCtus5Mz>=n@Sxb>peo6UEO%(Ze?O@}j=vlFd;;Y35RzvA?Q|yRFTD8o zixAxc)Eb)Wc0u#^;e2G$r8P1s)1N|#;tJ{#UvJ_7=`fZ1R@^lI_ zWJrK3maNN>t6Xsp*F8n9zRZb<6k>oVmnl~~KB6NC^8=R@v&Z^LFY7b1>8%cSlZ56h zy7^2|u%LzkkB0>dV7wB!nnHJE8{iA{p{g^cjMJUm+*H5_ z`#Q5^cfioZMt}6{+>t!E%goQO%Sz7szX6!a=_q&#@3Ch5CKSM`LGST|5=Z*KFz@_8 zaU|)uzF<{ihd8~jM|*j3x}^YGOIjN10}t;R;V>D5DXQwO3E)iDR&$d86LX(WnQPD~ z_HJvMtsPDx@nlxsRg?{s%!#s*@%tOXpYZ-@0xh843u9PA6B}y(3`0d2>+4&C4i#G( zMx1Toj5cpyh;^3-dJeT_l;xq;TvP>6lRTsfM%ww-CA9O&T%Xp=zcxt z4i)|e+f=L2+YeD;as!&s(o#RcBC!OM#qw>j`ItCuqg%9#AqTAd7-uroRW_ANFi4Zm zh+F6srszuRe63)(|2~|HEh59e_~EE+gQk$8lc!eHkZ!(HZS}f-e&@5Qh~oiKZD%Lv z15XhRrBd?O=jINcuXb!N%5UW3a8Ho`i=&xyBSzEI-lW4|)W#3;3N|B_-NW;Z)!*F9$Q0>&h0Tmh8ILOe<_6l?G!!ZdV-`@hed7J53{fxUitA{U`LX zOatM&^|5^abRSEulZT^g;}c{ppT^DozL(`=IWz2Hxh#D=x%z1?mN7^s5@8ZhBf4{J zjMa&pf*r>DU#GC>aoopJw8_T3ESIl0r!Zogi)EA)6P4z%F-i>kSBls&`D5`gy>b7_ zx0(BRqJQO3CRe>8mlLq6(hev?6UlqUQgt~pHM#0(?iJKN`@2`pqGFjSQ-`u~dx4uQ zHYMpt*-SHXH18D${uS@^sDC9BDipd29+oTVk0(=Os*7cm9Fyg0j2grKl@W|j^2zw# z1pmq;!5Z>=yhK8^sw>Bh9f} zW3WuCaw?E-6qy4Nr154HNvQa?u{&>M^`ID+lj+m zoa>wF@XWv;$S&_qE*pl+MUugs`wG$CJ26V)Qx6J6A`nwS3F**;?5o3LrZs@b9{C#G&FA0LZQ2Z#F zgrgu7*34nsx>>k?ulAL@sz>G+rZzm9OUrrm&y-c3SU2b$ubKX_L6x&b7?}&`;}**9X5w!V#Yc)KC3~0D*yIKVeB#z zp{+xg75z?xJy?7AvM~OCmep4v=s5lIIGH_4{P3R86zngIQ=h}$g@?aw);>lS^xi_Pb29`1v&$kwkp!DR}R5F#ctMdGK_%a4rnup(wL4 z4hvV~9On=)z5eJphqo$}HLjc!{vt*Z@;R^pboD$i{hKUi7XZUWEEm+lh5F3_pw<^u z`6+B9aHzAscx})vuVs3g^Q#8!=I~(t1ZVhNTyBJBe69dMVpiEwBV2Jq_`Hf{-mMte zpzppL>18N)n_hP7B`=|}=F+=iWM*pjZ-4+By0pG7=>~}K#{Fm(4erXWBg=R*v*U%o zCz7zqwJ;k~uu$TDkHwm2Q^!0qyP1ZZr{U-<(!Rq2PhrIP_tmxIhigaID}kCgOY8CC zMkjVHN=u^T8@NgqL;gh9imUH;tFBjZf4+9GTw9-Aze@E)d3~w2R4z5w>Xh!dnlW>D z#xxA875HH|ACgjLXTkVf2!$F@a8{y;E3HZW&PkC*{iNrT&hBi}tEg(lYtH6pD?2;w zR*S57%3NikS(#HjJZmn%*&p5(hPUAo5~)yj2lG*c9al=|taMW9^w$WTC3#(NJFV_(;1$j=_&0Mxy42!cwf-Y8WR+g2*2MxC8KodGp8&ccjx81u(1=b`m8 z%?Z*Td%JGT(vp4Li(6jI7G3Ouk*x7CSc^S~-FECfWzyaBX&T>8p*~Ys5LSefxMHk7 zh$N2CS&&5-vOIRI_e+>%)TY=5Fi|V-p`daFxZd2~7$e zl}OF)R!yaf64h#vqENNgI-6S1J8TLwU5i0keC@n&NVrZo!&Zs$DAxkm(dZZj^X{ar zvy*o0e2rkXh6%d$t%Os92Lxv{S|zv0%iBe~I6`;`&jp~+wxhXtez^|BsFCIQ5a{5U zVP&P_n~$4*W#u!q)(~3rnR1b@Ig%3P!;B2-5Mek)%qkT0AS$T`;RMmo@);nHH^E-K zLwFU=66NSM`;5mlLxKf1Z)MAR*!t8f;yOchCj_>~n&w%dS_1S+YG`?y7G0(g?4k_B zrfh46EKfHK-Lnp9wrs|iDG^$}{*%kYON3Vl4+)P5@BVINBFO}UFP`qCYg%yOXhBM7 zK|oOFvgM?BuOD$zcP>qAq5&~O%7_`~LbQ`g(8fw7aFA{nbSUAn@eyILv)K&+F2F(s^+2!>-4wQ2(GxqxrJ2R zIEmXdX?OYwg)jCK&Lrr3GA^x>Q8sbG+jc;dG*g!yRdO|KYjw?)R7cj?eH+Cuz;+j& zqnhFTibi$E;S2z6#W=vm;~5LiAIU{gp@~98SuSb%p;E*fU{pG!Yb9A0sgh_iqb5NY z1(0n`*JeP-^?LXKG6D<=Sw>FCGEtj3E0}CD`em~DG8l1upYTTEhptpM>tm7V$+`yHNxOU{hyUz@WijGkN8qJM4_OTm! zu^YEgoIcxb^P8tM?83E2u;8nijk=xLoobGw3wG00&=OxNJeZHTCreCDfdrQ%a?W>h z3Q){C2_L;8efm+sNrIk$hAAFhu{h9m9ReXno5Oi^BD`R{e(FX32magoj4GDjmE!Q@_g-i__oD~|Gd zJ9gj4?ku6-IDNXrz9o#na)^y#0D^Srmd2m5>D4suEOjZT{>s>UJTPA_%P%*B$G!MV z=$T{{NCQw*X>kH5;sDST6e)+JF08VV0D>@#drp>(L4K8Vn!6coAaJyq^88B@mOlZW zA48k-y&2TH^75A}I6O8p`H(2fwRIJnXK!ME-`gBb2h-=d6njlvxy)>? z6NIm@W#cVO-;ktpW?yz)&;9zqLH;V;Gy^jtQLF6gnjIY|k;rfjgId=vRjQTh(lfV& zVY`LxX4i`%?>gOuVWb@duI0cW$SHfiqiUL?`|FLZ#=vI8@%DnS%yPTk$s>#Q0kNMh zU`yl5}a(>|oYnxO?pa@ek$T{E9Z`IMJ3_{z!Roxi)LX zF?sKH?KOpZZ?I1XQ52Lq&f!z*_JMO7Lv-djPkAOGT)CSkRHf^<+PdFN7gG0=Zf8HL zzD!ce=2ql5ea|Pm<%1-St=Zc0<^(D}CmWp-f_3_Iqqco|W8>Tbd;Qc)rcrJHFVDMh zRJdu+Okx=o2bsH8Q|C*G=k4kjDSF!Q4EU3*z=FTI9LRT-J7uuXG&5?(U`VOjeL0Q) zC#vg?t{>qmZ{J-2_D5V44NVn^XdAZY*`@`js&;)weKp4gJ$Ng^5#cnhyX_Bh{HF=& z@_cmtbkVI!vy;nW%ge*ErUDjmGXgBARxTmbhN0<*uJwsM8TGxx$lwZoK*n-|>kxlO z-!#~=;#cp-!6FY$=1uDY7qh%6Z0>T6H0c-zc?JRyNo)$-Q{)n!(%^rCdJW%rtxcRk zdw4_O>b3+35z*1z;1)e@S6hkxV}Prvo0etJ)zxrQQ!|k zItv^+hB-Dytw5si{U3XrF0;4-3!YtXM zW&%#enF*{o+W`1pzPc)v0y`*a)OqU)rM{(G2FLBT{b-Nw*>LLi>knlREi;%;>_O8g2X3on z1p4<*A!X4weF(;xgD96wUUSLljV008Y}r4ol_5?ik` zZQC>~5)E!f#3Hl+-YvfCc)qENUQ{nTkVL8kLq`Aoc{%Qaj+m{vWoQSO)|)d&E9v9CpPS#~0tUSQO+eiV}=vpx#b%4NB@ z`>CDyTb}2-e=*PyuZYT?6SziT0*_;`xEx>C&615*cPv%lXVg;kL(g_)Su&^wwpJLr zcqOW~uB%QUa$|9z)37(WMz|Sm#nI%3qqp<)KW?i3-F z3vH;zXHELOf!Q$LezQ(^BL+Yj(0}ce9r*j7^NRJ#Y6bp&wA!v#NTu>&P?4Zf;P8P$ z&94V_iQ1)Bd+E7*?kTio3T=57;J`g9x_w5DqzF*~f_(=f)pi9Ss6NL5iaDTj6WjDX z_ngcjYUdE&cxi2WmhEdWrMHL9mLW0R+yCllPyY~ywS9Bm)BnbBHy;9wL;bu`kl$J0 zT@T04t$k=hQ<`=sS^$F(tO9ZVbxOvc8tL+%pG=(3BAi1Vej$#C_wC0sFUinIc}fR} zXi$_i1~(&RcR;p3(^*oi0Fz<`EGd?5+4lF5Fs#KM34(yQaV@-%Q}JQUhgD*HE@gdP z5Zrq14){4I4E5bvhT=VYXWAbIZ9kd(E!&y|@teY7h<|4SAAZUW#(-bHH3fZI0~d<% zP!!tuN5#7~-snGDZ`aR;S2J(O)xpexnZQCn$vTTDs7spoP4wC7 zy8bi*`ivgT1i{Q((fhI{tn-_1bdV1DZY%LDjPk;M$wSs=!`^cX@}s%>)!0|u}6 zbof*uhjT`w&OS6MWI7xt&x065z*g=~qRe|>)CqsW5KSy05|-FLA!Cth`;+6rw6+~t zU7JFQ^Agsn{>!~6Fvy*OxtQyP?2D7C-yN-qR3;WaEPt2_Ynk;hV+9U)zr|vpX&YAq zZG5dz#ba1!s8>s(<;>1HmRPD@7_M!b!|<5y&-hWP6v4+3osqXKPUq>|O?nwrogq-h zIlXp)IRwuSfi#Kf|KTa5@gu`vjmTVoADPQTaE2!|&?Fm&?1-W%b(F(8oHS568k699 zE&A8%AR6`TWLPdSbJ-E$+H{q8nm-|%Vdmj*y>vXjznt#MDI^2fNc-gFp6pKPzO$@8_gLL`;I4^?DQ zBSeykCaLIWRwZ($Hd~TZMRp=pvXocq#}}&yE0u%Q#pAjm%AyEkBVyPZF7+a!rF(Tn zC2;=}K_cPQvS+D#gbnPYx*d||1hpFdIh+KvfL??;Wg-$PFI&&RYAT#vYz7EtO?S2Q^9UzB! z=uVJb+nlLWh3L^qTvVsf`ivPLsV0)x?uMcmcH5$qRF9+>JF27+%sGd--6-K0Cq~JT zH6q!%B!0&>WydjX&p!x1zGs_`Bb)!K17xT!h`tDa3soRR2T4IxrS9pLNF+%#HQRvV zfuJH$#Lr7w$(4v?2GW2QOb#s=!QVV0iT%>PNS|Z_VXk%<-e5DJTmrXu7nVxR#b#;g zUAbsZL{mux_&uU)$cicj6$!%`&a0bEo_4Ug`O;KOrz2)$67A_OeqE8OJ}BXV%<{EK z!Pxq`q~Goom(%^DO24Gi!fK}PywDPaO^%;ubd>TM52YG3QRLeJOT=!>6u3HmFaq*t*bFvI@}Fn3sQ3I3`>t z+yb(CpYST-HR$VP$<18}6Jl+hWGll_&r{5e1!pu({<)E)H!zDo7-5z<}+wQpCzCCv55BXOY2%MhXnbDFFxWTC>rbJ|sJ@8C4 zk-+IyMqu^@qI+I^d+e{i`u00+b8e6PL-X$2$BEtGlq?Ss`wje~EHUf7%wK7wSLrkU z1wqi$*!mUd={v$fpl}yxd{j7zmQDJi{6qizwsS$a7UF*xTzug>|5YI(S=m3)Tzr%ToX?X+5F+wHSl z!jPW3#SH-pVz~VnQ1wDEaFn0R#cq2biy4eu271EPK=FIAFAOm(kgX^=LE_m#)OkKE z%G3@}xXq&kH@13gqm1mlc%PrMV3FeeS3u_{iidycFxyO{H=jniJ(C8!&6jx#T_b#3 zfK}d@aSaAZKj8%uNusPtx7~(&XGr%lt#u!cug)*Ps-bg=6jU0GIjG^+C|2He)R^aK(M5c)7R9Jo~T{R zGy8svsL%10Zp++@vov%iwfQ9}ivz;3Sh>4!fO;1@y;l-HaTf+m-qjAn?JJ=noDS(2 zl&@QH%@`XAG&9jpc%0$ML8xU1?Ts=1bL_+JXRA%IX?qN zaMNM})Jp}-!aVE5@XT$l`ghXA?8MB32Ab^KG12qevGuC=a*^7hyfyK*#?Q6~cZ&1) zRhD<@fN-1eJ*@wj4ENytIO$AmVClYFYl8-cLX>p-J0mC@VPPKTZPI81nm~h7bDy3& zKLMA**)NL4CNxHk$IqP`?3q**=GY$YliI+10c@!=pQ7`IF(|o0Mc|Isi3WeluYj>t z9)%*S|Kk7m$RmoX4#Ti|NiZ~X`D)U=;8>~$85npr9h84OhoC5roI}?0SocH1MIi>7 ztP9t}c<)v={!R0wp}RWGMt}nh+NHVR(`J@Q9)@;Fvp-lkLDQxH{VR+NLEFX&;MLoR ze?<~W)PnKZ10q!irysl{IEidrVOt7&hw6r6l|Q4-;k|BfJ>HwIOQNOS=2@2a-$hlr z-c(*MN$DqPgr;^gn*`W#bZo%BD z+!4WoPH-Z8Rm51(4NTF`_Ku6XJdy=xnO4P3ywCOuiD|PG_xUa&>ne@ZsN2RJd0y(2 ze9g9e-weyvy?2_9qEW4VP_bZu5q(>&7`=d}6At%jN&TDI#~U0EWpQdX(0Q5h^E za!kDD=9`~ajKFpRRjGP*WUIfnV^}cMAqQ_2RhcS|-PJ6$92=#|T%{zdPV9J&=3E19 zOOX{(5uG!^z^8y~!&S`I#x_ta#bN3>LFWnE@noKDWC94|ba~WNbVFC>4oV6&ETUQl zRiuM44BAMd>MH(iE;yChq@nALWVYhYZ?e4>{*G*rSwR<2kKpW9H!T#mT^X)0VX8Y# z2#+Is`l?@JwUBzLnpUn*>nG#6=r!n1B_%wzwMH^maVXsasu&9V(arhN>~h>hwp-|O zC6TDB={#2ok1resJL8%HJROSL;G%Zmn=&FuuGnXr4zNOhlPZcRE>vHuY8PK%Xr>k(7zlNC%^&HCA{jQi8m;+=M6((cE6L%=-QrmLTCkMv&u1^A0{SuT zmI|^lLhB|vN;ffqTepM$QIH~TU5xABk?WA50chKl+Li=EKF`t1DHg>ibCRw(Rzy5= zh`djwsH^g~@f*jp}zU0xb>; z-w-y1Bf>G^6j%=T73Onsj9A#1HQ8dh`ayI$6xSW$9sy#)Hf&5N5CsjKc87M_j)?x# zKC?L3wgT`a?sDEyWSmZuZ>2<$7$lbJMoT5Db+9UXdPh>)Qnfi3$mOQ*0o&@jBS-$s zv6@5;#f)9ijN$<3r%InSNKh|pR@DKuVMt$NE8g{3l;OiKYi{RYqBU1s_kQQ>h~Bnk>m8A);LI4U^K6*D(zd>_|zrm7j*U4ad+u zVu)%3x-(t;Lsb^VzN|>1q(E0^s0vjHNJy>cR39OvC8K*@2K!UigF1zB%rXVTUIhsR z1-dAiKxyMEwhoO4%2Nhoj4Io6WaygyC{wN{$@Pac8-`Gd|1{Gg20uQh;|HQM@Qs`lPQ!@$G0?uBD6CEE4m9!X z(0c1p^ah3=?(*3mPz8tMC>cPVPBHnF3uaP}#TsH(gKWJTI=NV>G)l5L$zCTv+hz^C z%}_@IF;e72Vpm8gP#JAiHrkrzDdd*)f#~fJ#nZGFd;69aYyRYx9X3GTcKg5gh>r6Y>L$(X4{v2N!$Bx;0 zc<2L77Js`2E$v>`(gyo+j-KO+sge5~R7Q@NsBs!rZ~|=;yv28=W6K6l5S9w#xzx2b zc6cs-`W0w1nxa!ebX}zy#Tl*@31C-rRWsNfS$&>+g|_(zMlBF@2W@kA&}&2t-GP>B zTAGP^LK?b(4&N)meZo2BKuwrgo`yASu9D)tRl@HLkY|Xdcn_Vir@kx?Bf0_xc6vi4 zlTk;ECnApX%VUVAw&r(0%dLR5t$@9W``ut(i#4&I^b(rT9_=I>s9LdqZL@s`nFadO z7(ZLx@|JJycF!F2u4^V$+i~n_azj$FUDvK8->8%ytdwh8?(%DI?QWiV?Xvqy%bjih zKy%i$@)Lx?F8FzI$DJcq_|PfQQcxHr4uUn!g4PX9ss58{EC1$mj7C4!ihFWt$%JQ^H?X z<;U=i$7J;}o-{|^<=*S8-gbIOH&j*^xSLx}z1{q#JoK^GD+}o!w(~=;rh8kh5HEGZ&% zl9KwIqKZ_3nj=YyFoivZ`_HKo+!I+BDCYI+Y@Hrf7U9mWolAq|$zW-AZm!Wz^!U+%8>2J-l80gVJ&Y$IL$#vz`uU7PyX5OnP_nO)t zNNE@+1}treM>tTbytyf>3YhowZ&zh`^>4Wkw}^jz68;6HUqtt9PJ76-Um zV973zL~8DhW+6cH>WLVBfj7!~_rQ!4Xf1@18eEiR< z{)P)k(^%!Pjzi_0*CJmu&1%&&ML*Jq%KrBMqB#}Uhab1>4#|Wq%&?U}L*?#GsNJE8 zzHcI}{-jV}dpg02ajux0r!J{SP zZo<6qa0X!FzIK>g0XN0y_BZ-_3)e>{gD4FkeAPr+|M{Mfp4y|$7HPaRk;Xg>754#3 zSo-WN4}XEO-^-&rF{AWQq~|a>e-9H=L@}nY;PIU-@KlTobgV*a+@2hDigOyB_U7L7 z8;>e5K8_I3B zDf+VFo99@CvZ=8pC0`rVqJy&h-&IADzK-<_>wwh>HT8>_bl7weQ^;FPAs4F!%x+MW z8%*u{KcbnkqLbJ=XZpkS|Bb2r4kGzGn%Oex*Ck0&zXsn==UFI=<(?A`2#aatZkI3E z_fvfnWlbgABK$4$qq~UjYHiAxb!69h}PSYr|IHGuod*Sgf zz#D!3Y=(5^BR-AT>lceZfgyne3@TkSFMie3zNvnlM=Mk&$IM2J|e`cvd8mM66FrI)aUB34rSL${6i3&obDQ1WrL$(%-MCb@IAu! z3a=G@80h|fmJ1=>`Fud#l#n^SI|VZ-$w*1__ZQec-E7xb{wT>xplP_|Rwu8(R?(|vxh26oRS~mWJu}y!`N3Lx#cu6L{D+GfY`u*_i{3|IGF>^lTR>iat0tr z|1(i>SL8G{j2{hNzQeCVe*e*wtX-_4Qy(F=oL9|Q@+@QJb6CZ5jGf!t+dGd9)=gke zU0mhX!Wk2`+%+oU3goTc=0P&F&A5n(xWp#q@2Hf`m#EE0<{fvw(e(Z1!l6>L1b@43 zJu=Ox?!M<#T=7gVY*c<>%{G%8Y`gL)d=CF+TyuBbT5Mi;G7hYgD2kCAm0>LN-$4%@ z2AGyX7ETrS9biUAcVk9$q*ZYXcTs_!J$9MqQkx@oP^U3e3<_By~;IiApTRiXUv$E3=kciMHZ~iipey(4nugvpQGuwj?&LJXP9)>wAgN|bJ%rG~+lWEAePMc&O0 z-%*~q8Pi?n$L17Xado8;0v#*ysR|?Z0#N%WQbML5JIVZfvWthEGEfreS+auoI!5+x z#kSu)coqJhOW%b;!FFWj;#b2*gGV2I^h1y0IjKC# z&L4dg_h(Ma&_SR2Ld13q$Jo9slJrJlhefEoRCqaP)$bP`5*|)l_y>hg2tOe_Dg3PP zi^AuG&kMgSd{KB>_zGzLW|n{^DgMK)b@**Y>rpcNjAh@5x(a;sQ`o1TcQMt@I{Zc$ zPnZ{Sg!GP(<`EJd!4$oP!t>X=N?HUiyqbCr3L^+~osa+;2K)s9|2x1hbv+>D;y;E@ z1doOn|9a@->pHq1^;-75-q6>u$cujkTzCS%F!aG#vI6DmMu1QwCKiOyD$InmrPxk4Dm&xl_2>0jwew*-vjOR}X9}zw-d`kFv;j_ZO68<%C`+qF2 zd-Ky7RXpd(j-cF2f+0#@j;@f=UrpQ7I42qB4oobMRduCIp2pMz41QLE!6Z!A(+eyf z+1mg6tU_zdCkjgljiUWf`mCiExx-n+0y&P+(Iq%A#BhrUyW!$j|6yN2W$NoduFZN=OoluzxjGW# z_Rx6t-_iWhWBH^5$b~pRhH}lB0BNNW{KHQg|P3o($ z4QKsz)`l}nYTR;u|D?X!kLLHVegEmkJXdHwqb7M#2SWRr&tcg6?ngrV8qMkY;{!sY$ z!q_{_^y+2__!P{u$f5!1i@?A9M@Pn5`c*75GY$t{0tp4&v7XL0pIT zhe}y*GO_J~*bbLIcwb4&=tFr^&p9mc_9emI%U)+P)?-3-0A&QFj9t}GD)fv0d6Go` z6&KrP_O(HQLLDw}2EP2d(j#S6UO&%c+Q zbh8s&%ix;kp|GCFpOoWTN%U;n6HB!?zqGtH!;wBIIR^iDj(_F<<{y8`KS%|St{FIy z>^UPPWS3H89T=1YADjG37x)MN8^jZ?uzW$YxjiO?EK^=HRgi3kq9G2(y10A<6ZKKJ z=)fyyadG9jvuu&&xpw=pZTQ*61EDRr&mV^P=v=$SpTJ?Tc7dVje-$lNE1BnpJgLa~p?oq)(V3<9$MZ$~MxM(BKfpPhBR6 zd7HZeo!cMT^fuf3^F`OWlUrOC56Wei!9GM^nr=v1+#Ql*H$$S%$R@*Co4ah?zlVOA zj%}eYrm3zQ>x<*z_LgDhuzgk8p4AwPIn?s@P#Bj5dd{Z_igA*yGun@&tK5e)_k^~` z!bkSDb<~2X^UX^#bq4(i&Z$r8i?fYMhx_96B^36dc6SMe&gBC*)b1|7ueiVP4 zr>P41qSzmtUcI`i()Ewa^2gU{+RpR(T9;B^hj#j7buK=9h}G#meCXlH^&VIY@_N

2+UrCZlNAp`)&G@jg{m-!Dn; zhYym7;-O&8glg>dkFUeu$1lk8mPmg_)x|9l{&e+csF?1#Jg9$uQ2X9BKRmV8)xB#h zw(pR|(=DVs6k|HjCDA+#o^ViggRb^OQ-hAv6nm=Pz4(HDJ~&TS=uM*ZEC#$h zD~UJJdsNkC10`vw?1Pg_r`@c4Iur>!QrC^=byk}`luLEA>K$ALygicMHP3^+!f499 zF{5$E6CsP50M;x4_;!b?y>S?}pT6<@V>d1Xe7m~e@JsLmA5RQJ7Q*l`eER7;252Ss zLkb}(rIfL0AQUd|#LT3fWImejLk+w_3|taFc;hkJH1PYq0pj z6}GN&-0Kf@vI-NvNRCAu0?O%%yIk74Nw3pS`fH?z>AOJwl71(X#g8b;4a(JckgvH$ zh7Y{h-0T{go5AL$(cRqC;l${6yN`9d|7({V6vahJy}2zZx2w{kD7M?|#_fvKzFCzX zXfzt$%vFuXRWlx(`d2lM9&KE8bE7fy3;ga;p_n6l9&7;IHKUi>R6U+&LrwER#Ow~+ z_ApAdf4be~R=1bgiV=@J!$nYibP4p)0|scLn}BwrsBYN`jbl`haZDB4`m3=!Z<@7d z4j!DbXM^nIYiD#+(sM+j=NA(*?lL79QrmpDUL7Z znXU68V7ZvWj;psg?7um7=W<~$#1rlnhk~oSGOue64_KSgcXx(T;HtX&hAyy*DWvL3q+q~gQ?dqE*4`At3rkCbauQ5 z#bAgx3P{q=6I&%Q4?0H808cnn>F(({SeeaNHWeHxWA zrBW^5dt3OUG{zWr5>$yLC zbdBx9h({r(Zl}0SS~9d}+K>bmFVaPOd=O2G7s+5L9})vE&}$f%F0i!4?6AXSQXUh{ z=Le_12eQdzQlg&~@u=eU=OrrD(9cnoJ`dxVDw92t$J4UX-!rkWvqKfWcBBwoNmvt? zhbzRU0M}?UrF7I_^noiDj|r!Rmq0&uPIw27+p?6UJU)7XC3orn(~uOShgaw4lL7jr z7n!nWvHaEfaKO6@FE)YUM^DGXl_5 z2_}a_-%k2j5X5VE0~~6Uf6Q_CW!@-1#y{S}+vdmlM?v1cXXr~WE0(u2^c`uaJRy}U z%J$F9a6ST7_-Ww|o{M0jT)hbBj|)xX%BV0d8(+9WVhsE>7LISbIlF=N9YDLA(tzFW z0x1fK#Q$aU*a5a1zyY=;z=31ULPBu3@@Jd)pgHR|kEP>zTt`GOgIpUZenvP8)Mm?o z7?n`J_Zi(BGI|RR3FZSp((<%2oBWo_{V$ju1McBeE8a_eGppoCP$~u32%;p3puM#m z({!-EL_1s5)CVPgicNw&ItUG@Q7U1oXo-FIhr>o$c3mK(?R_geym>fe`_uG~^>MqL zgHEU8pqs{CXfN23q8SoD#YW7ZLE~$jInzKO(yu@0MpDqINUy^t{5q*Lkv1=R(P@+Q zpx-@BHsiS{nu}j7a^U7ib1~l&IQ1*9K`Sk@wP-BAJ?(F`JKb18iNu|GF^!O#bdcFe zvrQe6u7sK)WM$!a>wv5p4=NYGx_I4ERi(aXYOl7=o{o23a=rH>mgxq4FOKJ+(%sh8 z%gTG5h7p8|*DpOF6Pe2Ts~fe`twp-ANEBM#M!@Ex94=hndP=ySWzXWtIlAi`Cs;-- z^ZK(0qhiV=OnC&{!WsUpZqn|o12=G4Tyl85&o&muWPvO_0VXc#ZT8^N zdW`v&;x9;w5gJA~A1b0k!kbstZuOi)n+Ge3LVlUJ{?&^b6@AOm%|>JyR5NT(r^#~d zD~c+KVtLUK6$$6MYlrKx66&_->;5~TU(iHSnh!l!H^k;rf5nfI#hPL(jRW%s4#|>C zOg}hu=zu{KqA64&!OSm+A|d)*Bq>CaXtG$ArTApU) zm?W->#|e4}K?F|{q!wVS&WeB=YE8u0Wf`MzrEm-{G17F_w-TI}U!ZFu5C?NL93h+> zSVH^1QD1Rnu)?ps`FN8MQE^p=DuhTbbiuMied>VNYN`Stdln{kF=~OQ8H%o`C076| zK-9l)hKfe1B*Ji8G3-zjWxeF6CYAqIj;v-|X&srNi>F$|FpP3ZcT|xYj^Z1EFWIUl zOCZS#RAZN+2qF{LJ{THQmPFGp0j)9VpBtE%eJb&E*GrH#<$^tkGQAF?KaBExweXPe zgTniSj|xu;|3dgx;kUr*{S)Co3jay?Z^R^JasV^<6}q6Xu$A7xtl5Y=TSy&;pqy_TPdon(fs4nx_)OitN(VM1Uu?+UIo=0hB`f6~#;7R3<{PfP8PJ|F(Dm1muVSH*I` z=BJ&3lf1o|6fY1W<|^Gnc=#D*PUIM!sO^4xaE_IVTQj07s_jlP1Od;r!z{HWE3{jvT)gkr7kmA4hU>O7i)PnzHl@Bqbmoe;Y3( zMS|0V87f5ly9^T|{yqT$$c!ML6Y(hF^;=U66!}zs#=e;n@#@0)BT($?Pb2>9gDemU zsD^D3j(-bBMom%7^7^A~(}vF(OyS9Mz~FCZRRYa|x@im7*W(^HTN`8v3XE=D2rGb( zs@si*Vo*t@It=p^t3+kPp1FTnR0;e`hu?f4)OF2-K8^yWD%EA#v~@Kg#45Y3d#Yl= z*Nrf23D*fX;9l*Q1Pg6<7AVW27PBO?ENKm#;TK(Ty}y2`z&-~WkYa8?-K~-@!IP$5`Sf#j`L+Wd7XYRmk(~hV)9KiTDX3sIvax-MXx(V~?PX#T`;tz+S7` z3qi18S7Cgh1g?8)_*tpCREDqO>+p7{;+l4gC$j@OJ^k4b?z1a+2xSGn#ov|H@=|rM zf7$`z`-Stu+k|)H90&9fV3+op<^~g~%Y2?&MOSpuC5;5Zzz04E&7AE;mvqrd%_*I9 zH`&T)%(sa12T+5!$#SUyhwhXpBbJ&Ha4Nmn?oHE3hE$iORwHP%Y%97dvTRgAGEgl@ zDH)QfwBa%}ovtD9K%$TAG?wMvU3s~&6M7A!R5BWv6v#~N2pp>|g7n=bJRrPTcwG3H z@N>ei2){jIE%c*lIcoA~oQ$4LpKmS_H76u=?T%k#5Nm!-i_gIVp74Hy?Eij}rCtAK zkPaIC*;0_uLocX% zK2HIF@#|T}L3S^N)1S z#n%#G0WF4)B;(Ie4EQ5?%||`P#ugac2hFUpk?q;_5#wF6Xs~yVh4&a6ua9RJ9q%qP zv^L`2_s^GAnbp;8A$7ffz85zlZrq5taU*Dw+Bm(Zz$UzoyOnz@_W<{C?latZ?)TI5 zR#3h3GkKw=^bI!v2dBcAvZ4L|tc@LZ1DXpyeEQCHG414cuAogWS(@PjJ7*{Q<2a zKtgw_7sZ@oP+6GWPx#58YlUV2Gy%UR`g&@-`lpwNzULyB;(b#XKV`1cCss{#Urq5C z0djfhZHDw_m8I6X+d|<=mxq?8BEBwzo=21J!N>fv-+DsldNp?^==>k%exCauxUX=3v=fc1g)YLx;uIiC zUuKnQC~G(oUGWhwb>2_2h7-}*zn@@@^zWTCZ;YaFra{CN+iG1OlS-B#g!B_jo+O?y)E{IpMeO)Q$OSQG&?44Y zj((e<_Y`-Mdo6bcte1~+pN3xjdn0RHFKHrYD_obG!kJpv<)v?hI}z*AzXm;e1dZz@ zP1>}=b-9Te*San*E$6tKxDD<;?x(q*;eLhtGOh|APvd$?({-4_b$RGJn$~sc=^g3V zdt=t{C%DgYUj%FE-^VnrmmV=kR=6$?NuSwT>$>E$+*;`h&72^>sMq&`%$)7Z$rwLHbe$)}kOWB=1)djW z9$ACO$~uCm!)1dIUe|HMo*{xL3mASR$n=C>=J(PRpG9(+_-S$g0J5Wo^e{hcv1t0T z25YHRK<{7UuH|0Gy~X#veHk^ukOQ%(nD;Nra86{{(GOz0Idh1otEFL~9mY*L=zF{- z&0Yc)sztA88LBhmVy)zL)mT%FmcjVp=M2fJ7bR_%xj+kzI_Xx`unVqRu>B&d8$?%a zTcs+4L1Pt`>AD^xOADND<$15KxJP-6FyS$d;iaqq5-~qp5wx4G%r!jm4zt;)YI?OX zJE5u{zl@UOt(s7o&3CTUMX%AwXo9h6WT2mk1$ts^8^vCmdRhxz>}FSgOKa5;zma}j?@ zCM_&#qJj@wJ~+NiqxojUVYk!o@&oWh^v89))ffjnNIBr&(e*V>k*>-L5-VUT>LSuF zs#1`dN3Gw9PB1mc!1IawtG!gU%yyS8;9*Z^JTUM9prx)JVj1h#5XI+Xbc>VL4$1YN zIAz0JYn=$SSVqmNPdqN01^=GxaADbYOILniI7~i7!kvZc6=}nUs6ljaK2tY z=r{ix?jK*`Uh_+&+Fx=f`<0hOtH1QV`CV7*V|sm@|K86%%KZ}e6wL)Y2LBCo>ootR z<;K>(2f2|RCsH36Nwv@BrrOR12oNJIG6j2ZPUHT##K#Mw@@ zzvPl*Ypwor%(RX$w?3X`{}LqgOJQz(1g-uukUOGv*1Y;RU*h_~cxwG6C+YgA8vUgw z>?kU|5$f|%-sGsK|7I-P(J;OJQjfp=6hrtj160wOQm_t{|%e- z_BzYs+A5XkW(|(#=?-s`rX=y}f^>L}h$5u}OImRY%^zMWJ&V6#zou!B*YM37HhTvk zqa5O+&Na9LppUF^SHSpn6?ZLn1B_y)xYu#72M)iRdkc3j@cFyo>5!L#0_j10b*wGl zD-cXv9oA_t7D#{zf8WnI4>9Ba#g8!yF>yqiN(0by9*+38Nt@#18ylq-U0&RJ_%ub> zJl(F-*0$&tvFKlzj~xKs76d7tDRJoYQi0VmygBMA@*#BJj7!O ziNHnq8p5^otH4WGAC2qBSE?pg>L%`hs<%Y)e4WP}EL*MX#TBc~E3U=OT(qWWZ*{Rs z!@*%c-Kmr5&e0B7eVyrnrMw4N6*Aj@2W;$UJG;9AQ|2Nx|@HU56@Eqkb3+V{FW zvZUO)e-F}n&uw(K?=HhK;NK?Oog;>d*^F^>UNue_Ww{k`OiQuh5~}wT)&vi|5O#*z z5JiG9_(asTJRFKBNyYHsoT}^aZZ+7!XTS{910F&=Vor%EZUv;#d$^C&oD!*Wc+l(r~po6P>HWJ9W z-$#t0+DRNPEbNgLNoM$!_uiVsKafY0Lh{I}e(u0NJ?AH(Gxhx&h!O*=C5jpyjx36! zvxB&_MWX4Fq-#Xn7@))aAidl4Y`0p# zY-JSENr%rBVmQK@c|m5Pn1-Tk30KPkGx&R0J@xIGppZq^`fDsZ`h3CN$Oa(F2{#4b zKN4m`9P-6rV$iU99s+ET^p|jV(r9U#;Hk}n*7Volc$CKkX{VkY{ZZG!K3R_6u?>=G}0uh%j z*DknB^>M8dbUl&3O_7W#L(0>wQqZM>q}S=Tuo4}|wz6K;{Ktc>R@KQ=p&%OKUe{W4 z3+veG^@0n?*ee=ul635gx@7CJtmEIUl4KaspHfu>EjrZ%rOI*fJbQE8%V5;Jhx;(# zO_7n5vD{OBianNl3N}YcJ5-#vz@Nj^Ym{V4HYyQu&TMx8p__)tBPvUl%bdO{ z@X?{`LXY6$cc2w676tUSX_C1f{AL;*(knf*diuSY#u5haFoWQ@l_T_$eaT0x!eELfI@7OlRRe z3l1KX1yR#wUO28+49O4`ebOY7DG_s0S46l{QB5%?86My|FY!Pj9`=gr8B$L08UJ>| zzfLp?uj9$>a7Hf$`!|v|z(4=&O{@GNULZu^j~rq9L;NZ(59SFGTau#Z&gFDPHVoN6 zlv*OeyTZ)0E=mF~$~v#&P^a>`Eb@XRYSTqY5F|lE)q*GrY$RC|@EWdT^yzyQ_crd6 z-0uWE2uU$Ta~dE|_pt|I3W#ntl}oxNl(2i0 z_Pk>cJ^1J0RLvPB_)5tLpB}~;taq;P@*w48ekEXmWr5!p9Piy59PQ(UW!T+X;z?B` zO)^j5Uy~QAgfB@lC?>Lq{S*`wdA>Z9#wA-3O;cQ46GR!sfGi4!hHy$W=ZJN}XTYY5 zypcc0{c6HHvL5*+SZQ}Qn(OoU9By6_IwoS%mB<(tEPzjAKupiToPNl86b- za1;886{<_c>ux;+{q_m&xBW`$kx>m6VamTZtR9!|Kicm6BI|nrx1=3XRQ;jF!!bvW zPq|F8Wgo`ePFb5nSwEFXTuHMd6>>QsAagO&$LB+*QFL@}#Jl#IPdnHo^>xgVxr)81 z73wLoL7Gl_#p}-cjNVqF6m8VuiZSS*S)lHVYezPpzwj4SNq)m29v#`TBDerFr~}eUP8U4)rYx_WIY6 zPG1jeSR?KlG_U!MTjDPWI*uU{_^nf?F%k#!L9ubCETc0G#;jgHjo3G7IkS{AKjP!} z1NkD!5nVGt`0F{loS!dWn=^7|E(6oQVLGPi8rM*Sw=5VXTw75~b$g{c_2#=@D{DDb ziR-T_$lAT2!JfkGyG>B6VBqXCSXXJH1TPNPYR`BHg4U$&tE zFoJ11*_SJs@bBSaM0(ZTikeg9*HmgiHmaTpiRlf(@Z#KyR%&%mJ`X(VzprW zG+9i4>%5PX6fF*pNQ*@N_+gYt=8YdpjSnU=)<^JQ#+iN+p18UdK&2p5EV)(|RKCxK z0=7nEI@X@c1`H8nJsSe|btJ@xwbE3n>^NoErEs-8D&N*gu&`|yroO(8OUc%OHHKp8 zcA6TO#o|RgYtq_^Tq3R57z}$x7K1O(4`W!Iu2g0DYuj+E62r|DP_6@G_ba%!Z-t|2 z(qz$DY<*5QhO=hB<2BoKe(9j^7XwqBPW^hUn$W?7y9^Vc<51L2W0)`03;)irb-k>2 zePsXlTr)S9*XJL~35I4CawSclNAIj)D*0kDuYm1l+BJ)0km8~J`xlIS&Xml2-n@#^ zW%=&A>&rKSA(P9k9m{+OwAB-`xG5C3#(?EBtnRxX$D|W|MV~>d0oAJ_uZ!!7u993V3#|&yaIy({N=3t zx-KbpQ7$4bH2s#mDI)U3T<+(#m4C_pc5KA{=J*{hV`2EP{`c4v_5#cg%T`B8Td1t> zt&!MsGET82`(%wff|^C&r$HPPIRIr0LT!pt8oE~wBg6R!CUFW&e8CU4(PjA)rrLVGf*52A+J|EeEvqWGxnkB+(X zhI;z6YHY3}Fzd@hk%j?vb)#TByB$Ny34ZKwFXwK?+@w3vUXrHhYAfX)sadi3myMXE zO(L(x()Nm&onb=9HcyQyr;d!s5ni7LHm4(&j*?-t{&mN}Dh95LQ9O==5k0Oe3dT^< zegJ*|mapSta2xzUQU%u$bs;IQCb=uPYiLa%G_SKjS{;Kp?-UTWK{$n>g!qCWFgRTY zL*ZN(gWw#OS3kZT;-mUaGdSltTtgm!^29J;1~ui>M}^oo5725t+kMqbsjdoJ93QTV z?`Ht>AN~wIsedNPau>02&_y3f4KoQ3fiLEJx(}&+5EDehFDST?TrF}dbOm0_s}eYK zwx@C0JDTd!fwLv>`eZm;D!!k~P@eNE%)#atcr4Twx`8&c8#r&MG}8fWT4CShl70(Z zm+~s^HXM6>kIS}=8X!)Vmjl$Vw(kh({1$V>ylE?%y*lOC$dTe6>h#Fn%X~3^uq_dP zZ>qXt*GuT(&}GAVGkQLh*Cym|;HSBbyJvSjHQUg62mYH(x*xrpHL7Y@@y0GNch2ME zu|W(kGqkD#%Cu8E>764ud$#Pb%R@ar+jrgDvwc62?GX8XFxGwx?@yhK?)}+@-sAX$ zG6{V=-WppJv5|M(_$%WPI4O6p+zDkspVpGNF-kk;eR3P> zHzR%bRJ=*aK6k}V`dk#^w{?H}SsFr*cJ2uM?Oej$x6U7kue)E%$ovL1>Ye^puUS*7SWRQDh z3y%SR->^nz(r7K++8T}5NVa!vXO=5VliyXAz#hVKt6Pfns}Z!*PZC{SUss13)^Rn; zu#DEas*{!xx9b>vuwK|MP$+UIGBS-yl?M~P#PJA%{>3Tubq?AoK}6HVYqRO)bjeTZ!{br%|@9 zJ&u2JELK|1h%9Pl2PJU>vU+_dTt*A7D!4ucV`pg%RzJDpmJIa43Gu5MScC5Pw(oW=8fng&(`DMndM&i(X;e(pN6j#a8*KJ2eMeuy>Q&zrj4N! zkSNcGHq#FybLm;SLdS@&+qf1((!Zf-n)0vls|6#zW<TL9B`b*zM&tfo3 z%+QMYr?HxOhz$v_5mcNB=+<%3M2ew=PMe*jpxuvw^9(JU8!dq995&|$LMP3{1YY(4 ze~f?`mnvIMzte4QfglFL=2_flW9cS@VSa6%Vk$niG5XJg6}+|$7bsz2;jqG|Qf8%v zC(>3I8S z9QRJ}w0$#2f;^_9VZG-$Zi&Wlgi}v}EMg0M0V*uk+QhnhO(hiniR{hK)LJ$8_jo8t z91A+LwFrNPWs0mC_j$i6GHf0zPfoULwd1aJmIm?PUvSyVWEiKI({L%u)8XsL{+c6P zue>h?ttST%VT4(~M=`k^OElNHe|C8m{;gGJX5hfn@(zDkD;BlGypw+vvG@YJ^9n*A zoU!v0qM<*k8{$OXb_@4gF6H;c_m`m8o@DjFeK^7q(i;Yc2fehNPNNt|=r(Iaqvb=p z;ZD2oZ*vgZA0B_kP#;A)!UoG{FVD>6+0%YQJPS|UlY(k|YnB)SN@`PC~ zJfUwttCH}IcV4NguJyLw(}kz6(#+U<6{)BJ$G}gG3;$o-mp={g?%@_uuS$Q#W4%jh z`&{k$0f~L7-R&#sFXwJi4dIKbq1=&so8@W>(T*Q~^#B|;AW)J%A?tufXzW?tl74yW z)l=UJ;Syqa#H>9-aoGp1Xr~7MLHs^<{P|tJt)z|f-Dz`hBBWa9L}NCXiwTv=A1Ju?lsN}DAV?E2cd^@eXP*l1$d+El5(Tn z3~=CE37wuB=6UeK_CZ@WDox92lt13el}fo*?W)=hc%bMih|*l`s?W<*R6Rej(7_sp zorQ_b!bHI?H?OyI@6Tb{4&2e41!RfAc{IwM;oBXvly}=$3vz{~Ok9Y}4Xl0LPdh|D zCR_4*C8DccLj~o!3(B(ea(YNNq$0}?Nd<#_*Cd$ldQfEy4#D?RAc3s^;5_VPcK_v8XEDH<;mOp?(O zt{QKxiaWr#3!pm}Qt+AGqWxgcHpOA$gxdM~c-qfU5~Ae| zCBRF2t&DEU#8}Tf@CN}DHz9Jb)`{&BSXrIdG(xc3akD;G>Wd7lQcm)nJ>`I8Cg7yIyG!+H115$G02X01!a2ptrukRNxTIc z8`HcLiAA@^sr)5US-|ovypCaPf-7uL-4sMi@^Y+iGCW|eh_SHHXgTru?NqcwH?zgH z2zFUK8*YMY!pt5Nf(KD zn^d~}j9k!VP+8B&@tEKOS_Z|z_!^A4#az)!Gs={+E=%INpbG1vByYwR(tp|%Pl@o) zB+2;{gX!M=R?h<+j|rV^vh`erul7Il$?P0GUxM!t`o%A2Cg$NoobWJias7_c_GnvZ z`hq-hulVY1Zvliz5q_RM1K5#$1ci9zz6EbVykeTNBdB>JUdz`;h)kh4iPy;tymo1V zK@4c_MU8vLkWLB0DanYTw6z)Gn&V=AeOylfI$3IAL}xG}idkUvTSN)aqma-jI4S#| z9kR6k2Z9{IfS>0>obc%5?{^ii-J&Bl^#p-3@bsD65RG6O$$*~_&43(TqDb=b`VT%{ z6`2nDG=;fa{y#1Pub7_(XWd$|6XEqt7G7g4yd%8Q%Lp#uHWRO(*%@B{f#MbUwd*N; z+7@b_*GcdGH{TX<=OFXO<-l`3UTFr2qnP%+m6ij4K1>c|;k85cI8^@Km>7uhW(>85 z4Dl90xJ5K}gjag#e=8HO-;CpJ2yXwQ`B3Ijy_Q=-WHQ0$*5Zi-4> z5P!%f2o$#a7%n0ZbwP9v3bGRU!?BG8nhW$gy7D1denATffZaD%tJ@tk(NZn{Hm2BJ zp%cY5fd1c%*6{t+|GE0UWaEDawZwyT#u(JkU)rMSUq5$lEz$ZcnqGhLG!3e90#ogb zo(~2&W5_tPe7_t7ct$idXjK2zH0uFt6>Y&T(CTg2?uc~f8N_GDrCHQI%q6lw zbFK!`Y8w6bg}|Y=jKO4H(5|q7%8JVx)M0Mk)t)3y0kFzO`Tg0I2Zar>3QE#9Ls;XVeDy?6!;Nvw>>POQh#7+T9u7t+U*> zbPX(~#l}duF&OaQvR@__`9`#wq*;Y;K?}AYMtHLc{W^)l8Fzs<&!^!KYftQ$NuL?S z$+!%grv0rKPy1oH+mDi+k^UZsE|+uY5;#A42xaOR~ojkYloIifhqmkK&aNhYKK#KD`+HY4De@P89>U+YcKOUK(hCMCPCY zhrQ2MzThVYUSbfPXOQp5*339Rh93xGU6IZTq9}Y)S~z`rlL1>|Q)vY|c^abuW`SR# zb28VZX@EgBURYo|pv5sVCM|49_-*-Dk?TT=SifHQ!blX^5F`yH42%uRpVx6Nih|mNJrDm+XnDt|&(E*HKSwjiqUpT< z-a^N@ z^mBpvkGajezPqm9>GhlV+)A(8!KB)*hfxAbe~Hf%*Xup&G|J`1UYyK$M>Uw40@0E) z6*F(>lFplXT`_XDWb!#(mQ+)b|3@@sZs3JQw@`4Ob_<4zHH3&Y>A_Le_FuQRQC^?$ zXSya97BqvXDltns&$~p^3{4}ZR**=A*Q$a7=xp+;Bops1Xu3Xl0xUOt{|VjvfNI=9 z@?|+!nNTZ{PK>@V#m^!ctjBZ0*rhhG`z$l#Fs(5d-I#yZbvo2d*6P|cdI_WMW*p~V zvoyLaFY%h+tb+RjO&-YTf0iW@)OB^U0FYS}JT5+WtI|rh!8+wS*#d$-LV&plXIwJu zb$5wR5gGu5xK+>0)m{n}E>1JBA#%uQ18IZr7PXGQ`>TocqMO7a72B;=UAqE@rf%eN_iJ#qTJow@uT+I=nwiVR^2);n zzF3~DR@vsa&g$NY-=!<%{kx#i56wmYC(s^app~zO z7MZD5X6L6Tr9$2+8X9l;tt;}HnRPAYZ`w~|_{Yjxzjgbfoc6yua+Bhbm-mg{kZ64# z`pu5`m8L$!{VvC)vh{Z7v)9D#sD=GY`0lu??!xyYFXEd<#^u!)`+~@ys6HRMD?c+T zRj#|3AIJLP1m^-xF*1fqlxCwXE0~V2kJEvy6An~636r9t=-BJJ^#g)POrgZ;xIF92 zRzFCW30&+94lKCSb#0C{$!6C?JxA?zi?-T{r0Cb_p~TA__IRU^T9|{)$H9iutk)24Y>_ zOn^Me-tmxXN`aiH>@Rwb$xBBxxzH-tSEr{}uUM@UP$G53_Wj}5HYcwCQJ86jLf_qt zpb$&|;y~TCV=u4Ocu6h9Ylh&vn#10f%&M62Za1;mJmX8}vvMdR&(QV!LvTEtCJA`f z1`(XgBE*9UAdhCDww*zPug5`;t+gm|lVFwXPtPl0#`tc3IIsI%{41)|6U|I6VzUmP zvRrsVR6fr%BbDt!|C%Xhiii3P;{et2o{Xz4;A6ObwA^X$&#;H#yp*zFvXsv zeifm4G6AT+L*a+4-1;t^r}!sDgy&srlO=pZph;>U&u3Z+$FVqkt@u}QoQb_Pn)hJ8 zpUHefGF?LAeW~0I$+xd(w3n{MDktOR`XeV@R3e%NAW5(*c46>RLN?SvyY6LEDQ2`NLyi-4Igt@n z@uVN2B#TKp{O@cEVi`~Z|CU)uNi@e0;C-1^bsGuu13@663n_6n6!Xt+0XuAlBORL! zjoBw)OJrdwipAv#_o5S3eV@q>VFxUP)?9}(Vi$t zz>XMH-%3V@j9*)k zdAVMe6}vo-<1-A>7TgrDt{h(q>h%F8s+|!!=#8>w+lnp_8OLlGxa;NC>v$sZrso7W zfU#RLe-%2X1)bAJMA<9n2d;2&S%fPU(RZD)Lokx1+s+s#!=UxR5-NO^cGXOsH8q~6 zhQv}ZqDS$`i80-dLDQw4IX}j~6|Mc)a!jX=jjvGFFEGyk3YuRt zw1iGN*)J2}9fZqX{H#v==dg-V3PGRec|{OQ!1zQkL{&rip(vunUl$xpA};5xBz`nH$@o41zrSc>>tR{&Di)Cj_sphc*L=N2<|s7$H<$_;;P9|iLxj_pG*U)t@Folmr5lokwuY>QDn;?W@1Vo*nG z_@5ZTj9b#BIk_ayN&1rIZf(t}%ZhS9ajo@CgD%p~D%=XqT=~klW`j}FOVMh-ew^)A z#RLel2o!21WS!sOR7?681NSMH2P8Fu3KG|3!fwj#z5`w?@z->@au@6?P;bcP*T zlL7p9j%ZMd33^ff0<7@YjBl;BM_bl1vau>} z(YAF_8re?${o!k0_(Z$MZt=)X85!1)kMrEOSv{c@VH&_WQCp%dqhw~;Ffe+OwOm`+%c{J4nG5*OsqriHykDL)m9^WKKG3z z{(a4eO&i-0oZlh|SVFx>;r^DhC`K`hS+sodpG451#D4|vybAGl=zH*H@th=Hjh}iM z$0c>XfY^; zEPObf;F)0k(%*9bE5MS#8Gh$kin8dPNrnsKZ~lR<4VxQW3(#rzy^yop9#9`B@prfa z^!=sT4D&H;U^bcU<BMI3z+@h5ewEKjcB|7pP}lR#gOfDycez$uekX$deyp~MMHjdb zHj7mO?MLNl*eDgFYtIi*YNsJwGm1rHlL~h~h#r6|8m~Q<0IgOuo;HebCrDCFH%9TM zb8(O&pOOM}DuN^!T+}NHhS5l(QNJJi-hUDBPWXY3G0h{R%>!Q;#KKP7e4ij(eKlr8gs0%<&B@b+M4P$qQJCs} z%@IGy8za1XEA1eoHA;#@xQ>Q6>L$K?%)x5>hf*tY?hIH=BtXNcN> z=Pd3yy83ZjntfZqQy7YXL|84gBV}qc;Iaq5lqbbFLeYw2ZXdnARQIy!$zYD~EAK&0<{B zW}0+NiDpXkh3`kNOxOhbFycS>F=|PP)OM|8`ZKq_dStauH~)8?u2&ExU9-&d7%STl zp04{h>#GOpJxQz+p@BEy2`#2qqm8hIg^+CyWUK#Nw03Gg)uRt3J@rg;cA{3byGKb! z8K@i*q)_$Jwb&m-_}6G?HfUmNSXy2ZmocSZ;c491ljXJY>>& zuJuh+z+q$CwVM6jfjaF`TP#0IV@9R+LEr}x682LK?xqluF5&*uu?ErXPETW;y?rLu z<`565s_tiEjWSeBJ%pQD)M`7zMYygepw%_ptGPQaie7>Kj4h|@OgtygGO)&!l+lQI zKU>XpHppJK9wbE_iI`_t`Yf!_xz3VgVNQF@l?(eriVa{UQkNL`Umi}ua+R!N@oSRXf8HX2y6fa;^pF~vgK$_7` zD2`H%e;Prh@X8xLsIX}#IqUTg=Z{xK%ShuDE>@LOpL~d>#5n3 zk=XCFR-7t2w(YCp(ZF;LlAPL9JhzgosNm8W-s zeiG9@wSm9^7b-gDVUWh1l5Vq48Y1z-M&W?&rnl;m<-R7CO?n! zoTOahO`(~i*_~!}VL@Q| zGSd8h^F{IduoA`Ih~q z4AI^wp$}B_b1vRzgzGU$(KL9_22JZj2`hq?o>XN?)Ua(Dyg<|~^LYdpHo%Hzv1n@2 z`(x&VOzoba9gCbt>%U{Z^|G5pG>C~Hv28DqOY!Eg$<$s*4@n@_54J#9ky~8gPooJjYEz?&Z&y8BL=XX!FqS;q*yDVaZsuiNhn7c>{nAcG8FbS=&Yn*TDCKNZ_B1U5Qet+JY`Xq z3K;6%=Q^kO2mwx(FDUo(OQ|Le1F9*_5E1*%=kV0 z5DhKyYvYdIsUHj*m88X1ytW-J2GVpz_Rom4$ufXOBhp<_2CSI|frbAc_G<0nLlB$+Qcp)E*pG+r0~l5Y$WsY8RunkN&+V3J2(brJo3s2w;WR}3`- zN8^KsGb|?G5KQvG#xC(ddssp@Wqh)4WSNX`JQk(jooO@5La3MR=N7qZ25kMfvJk0Z zfwIsa$_^(6G=)$-^Becz0O0{$L-m8H0Wx!3GUl(Aj`{P;or66@v;D>+{;*V)bb>}i z9f{35F5t`0NWwhND+=G_IOE0t{^F16`$bOYiohXtZjM{v4uZCL1GQ-y&2GnQwfi9C zaO)`^+xaJ}uyd4N*OQgD((7Xe0@y0;21aecQJyRbNBNF|=mpV`Ct#Q&!#yEM#+;^! zhHi_ZrmMz;q~rl6o-ay5QRZ#lAvO{0f+QA2xgiJz^`5Ejd_kY>ysYQsDo0PetYwxK z4mSW*M+9C}gcFiXs&-A}OT0KO@I_fEOe(6WYIBmPYKGj>;cG@+l6b?AnyRMiT22&9 z^&czy*A5++l5BXZD>Zt@k9TToviQa(qKKatuvUE{zORP0HTx;#J45q~#YquS;!DvC z=ns-a`FMyQQ#}n z_N@KIVy!ss@{z%`m~136o~~*FTi!o zvh>L`Xo8n-*wuwe-kpX9d=VNlUEvF!ZmQ*py8FdawOZ2LIcNF}gOCbm%$&Q&6KB0* z&4PAS=VjBAw6dlVeyUxsHmX{=>2TxVnaO%z(ep)qZ^ave=R`XY>BI2+hBV|Y>T<}y za}=Wx2cm!Z@cd^Pcs{ukJntKkpSNP91O(u`c^CyJdeM zo^ouA{-Gcwz`1uceEz;bV@?D34vvIMp4#|}w7%gg9pB=349gq__!MHjv+1y&8OP`~ zzyq%cusTBll2v|hX)g|@WHD#zo+-5|_6)86C7!Wrme&vfwHLla8!ZWYjvn2^!jNLH zU4iirb{dbZNabLNQ(_49mF@u7_7Jgha~!uTAWVf$h|r2*P!!{`6LGJP_mg3xpsB1` zwwd$V6`|olYd~IC0JToDT-F>-1zhi$Lfx@6V^>;|>0S6y(9X{z0zMzKReJHo7cY<{ zQll|3Ep7$Ff_oHDDM(Q9(IaI zbfO%EJFpAx;A4iu!?Q(s|B;?qnsxZ%wEdJjBh=P;1%11)of1S6KdBSk3G|Z4q}!YPLDCUMG#%wX9`Ze>8xhWfqRyV1d$K^BY;8heqyi`1vrR?_WI*1OaKoB>4ep zM+9vc@wNo{iq@1Mxzlb$l_?|%YX|oN@Gi~(Q+0H~mp-kw@4RUB{R3dxqvY|%s_fQ; z8J9X1zNtxHLP&p`=O4xMk81OdvHZfqtk77T1~^m$WQV4qKh_Z@ro*viiTh_7aejp6 zSN&)AAq+wokC5FoD-760;xc&j*_yG$Zi-gSKANbt+K=^PZ{&+C)r?hva4Y%#}nDYm%TrHx*8fbm_w>K3BuG7wO7(%o2_H>+gZqkIL1; z#i8lHjm-bYcZ$I84DTwMNW02~3p>Rq7s`rde~eg5$%+JPd&2|=npEo%|E~EFsIUM< zK)Sz~-%3`TV!~iHAsYU2dap7)1?`=iEs<#$#{4ytaTs5{Vx%iMW{Dpe@;;wb%plw4!FbFy-NxU!N2AO=D{SdS7PV5+jE!pA4IXYf?eiMZR)r z=4uL1AxOTCT2K=gjifl}VL>iQGA|WmNu1{uNg%QX=bsp0k6Yn81w&dA2rr8hs`MLa z#+JkHvzXL_U?biZ>SwKC>e=9p_Gpl=P!)_xm9NDWwU5WtvEPX+Z66-Bt*5C_p*oj9 z@K_K9s-I28q)l)`7U9I(4m)&g3-RLt-z{^;x!bvSWMZf_1VQw;J*p5;G7;GyL>xOF zz#Fdv4->^0SyTww2p&MEe>{Lq|M*w77cPI0!Z$~2j{Eq<@$*D-)Z7W4Mjs7_wEM4j z)Q-4cVt%+^qCjHPuGub$`Dm7Ph&SR4ThAZ!K~z8kU!YMYABOl}6bH+3U<1yeJ9Io(ZxswNII;@v}?QlkM7X@Up}c zy*o_=d)~C$(1nvxN?y39#$t`p$Hup{&Tr% zNmrztTQr`~i@H(L1sF=^?isgPo4Q@e1N#COTY9Nn(nP_jt&QK-IKOtc@}q4rHJ#1B zTE&EP;+YpAaU2GX4w#P=}`)5*Zg4gUB(P&K#Ab`ysVYpm@+v#{yGF|-+uh3y+YY`~)kk$6oCT0QJ|7&eC3 z3uF8EvQ93-$H&+oPXhiAbjPhbz{oznL)5KzDCO|mqHkpT_yXCM=XBsD%=RLO61U&( z^#e&JEA77bGM-Su`q2|#nV4qssWA0??)g8HWF|)SuM~+##g8?)05`bU`)zIs?Y7wa z+f-;C6Ox~yVxGyyh8O>6>D_L9qO6jcT=?-^Ue8fkxcH$s7T_V6)M3#um6G`Up1^&Y`Em zRiY&fe$C;lCNQumhp%7J4YTa3s%AE3ZKrsXoQH8UFG|OvwGC>B5A+-L!9u)|yMucR z_pY%#NV|or5j{;8i^A<4Q5TKZC|}HCR*X^@JQv2Z#p0E^9V&nlF-m)bWPU7;CyZBW zl<0EtSdh|Pd;COxEM(`dC|v2kp1}F2IBXXmqvQ<<$-CS!N(pLu*Q^N611 zk^IU2oEgBgOf)|yR@9R)sjjz#b1e#;5yTNGAv-1~TZ)@g=2j+*y-Q8GIH?xS)j|8M z@s0g6WU@V(H!WeJWl4@B*F936tuwzc^_6O1voEolHMkTEdm(6NUHp8*|DM}M%usiw zg8mAM7C-_5*lf`_UpnjqfbdJQSTH5UFyyi!s=PBZW0)p|t2}kynXm8!JL(heEMNDu zh10VK_kzJC=p_TX^%H6ybazXUl*e0M zsDQ5V0^L5tt9TQ7&T*PPQ%Ie29G9r$G0h#sm3!M}dmRDd%nYy};rW#nJ``a4lcz%x z!eXYgm6b?B3aN80%0>4*824wxEUzqADP76ILSLfVKYq+URcj{!ibF?!} z>YeEa^ES!lczenc`8lG=xe`5{v;@9IG-Z!yDjMnYT3#n}4`e1eTlU`z8!dbkTHJ`6v5E`sXalC&<0>yl1>z!KlLm}>A`2$vxU%YqJn zlDr{BdGMRm4?WLy>3qb{_Is_MrrBy+iI)4)T)f?6`RGnIhE^qAM;L!IEEp|HVV=`C z%I+0pX+xGMv~Tu-hm8$y!PzKyRa`~{cxS{RlH8~2uaB;FXLJ}<61xC+Wl;`JP0-Q{AoO-ni7C&?1ZeJE_(1p4WILhXXy#n zkFUWISz`}fPvSpWC+uyd_4QKtD_pNu!#ed|k;Uo%7{=TETp6R5=gWD1i9ZU%0Odoa z&bJGs4=p`>^7vxT>oj;nYiR~wU!J_`bocb5b4T{bwf@PMAJnu$K~wjv?dzWI`r|m* zQ*HX*S&XIty&j}iC$s9-%x#_h7et9=mp%XquvE-({8@=Z~2!A_M%a zlI{WSt=yxrI9w$twbU8B)b2PPrwNSK>~`9%9*9M-E>}F{Qb4f_3bf~f7Ta#MVc>;L zLqSAfeKa`fALaYFa8LBGxH0~?k12RT*n^F_((f&ajpvx8srj`${Gt>!CMVxx!+)jH zBoW0qQ6Z(hwj$00?nJ?`O^h-ssD-?!sitA=vkX(!#5`PqCy8krf;3;TO6X{mG)+{r ze7?L|&gV5n)HDfaQcBi=qhDt+cQZ`TX-qE9Fx0J;@bgDN)zkq1o)>ZQP!$EiSXgx@ zELA0-?-`(RYnq%_bty-Ps#+87>VhGH25s%xzi3KC6IIO^YtHgn&U8N1kRglkt?|HigAT}FlZ=hn$<{YSEjdkk4 z@Zo!X*D2F_JD}Fc_haYwtXrU$RxC>(7M>Q#{NAP{)*JlHp_A9Fdd9vhD@H}qjrOdn z3As{Hbjr4nFBTM0b}P|EQF3few)N8E27QZVYWUWQbpp>(96aanf^+QJ6AL+~bJcY( zo4xSQvT71XES7SDrp~q}57?TnSw&fmt`!TKtl4D)L}P3%70a!4I3rVGS~HHHcbs^- z4riTKWT6#WXj;n6P&kK`TU@IY*4DwgT(qtk-d;D60de-Ab%&4-Y&O+0D`8QQE^;xxPQw%$^D)`rgnm5 zYpMN;8wN2A*@LAJ#1;+N0~ZEiM?>~79KiRKG^=jI${XU2kiQ*HNiMjEW)it%I%3TrP+yyKf+pX3dq7LW(n^G2$~(})LKD7t@mPkR3kPzs&q;G5dBXvlt3lo?6o4q>%(RQXXrb5j<72t3={Ab};{`d?}&}W;z zwpS;Q1J!4G4W8zw(fLMiX5hjDd~InGu1+r1c$OX{ec=q?cLr!o6TS?2i+|z4;cp2p zEIBjqIw!JS+1yK)JIbBpUWqe&ls3>lpFGe$pF+?+pFV&G90%c62W-I(_0aKc&{Gu$ zZed;bCcL1}kg(DN%x{AQi2`a1%Z*ZFS+Eh-Q*eS89|$fiQ!K#W;x<@-3oZNs{4o8F z;H75~r;Zc&wGVJFa4zOi3D)M|{B~Pmvpir4v5Hf?AijXJq^_s6TtS$y-d?PV)8wBD z6~)T`S5c8la(l5V8rT&ck>1G{r>e9YvUO!>8#vq)cNKRJ_p|UN%#y<<^p3HxsD7{2 zRvOJd{dTiJQ;2w=^cQ#<;l{6mS#}WTVUF=Q5utPr7KoeiOgDPQJDB~N*drQrnrX3G ze7iLv2yRQSxHuK834)a`h|ZUZC}2#vh_UI4Lcmx9(@9W+(?eiJk?_6@7!rsepvPR| zVT|a}iEDZnPx<8Cr@`iX1d(Nk)y1}40#on7>qM_s`b$|6cuf|u*tUWb>nctu@{%YS zYT`=9GXfd+AwRY#pii5-iF+6K+3hH#v^ze3^j{*h`cG4TRpTw~?RsJQUxaGa4}MTL z%?p>Ac2tI84yPHgxsP(kLFc*-uDEi6M^w_%tF)SEe!Ex~vX2Gf zmvLDK7OU;{6}f%jVCSF$wC?nX1lZfB7>ZsZns=h2l9H~N-b}d&*8h^I++Y>!jx0-x zQ@8S9?#_5>fe^cA6H8U^e;Dh+19UAwQgIG&sC~&$EK4!Iq$#2x@%u#HCc@3UOn^WV zDGD;bDUe)_2%9`V!3#v?!@0>oMzyw~(cy>#9_4iYJL4Uhu@wFk6tB%yvKN#pN z9M)mFk-G(RKlPoMVICZT_OMD*WclI7zGJ-^9fewNSjUz6-LV{vQ;rO^GXig8%nxh@ zGS&1-g<`!*=tV=|ix}%72t2Otmh*UYO^5OAGGuPWCHZ1eKfW@n1|{POhh@!nJCAPw(hR;b5rG+`N^rA zRTd`sxmtO$F;M};3iI_+VFHX7`_4)oL7AQKCKd4{Z<%f#SXG$y%2Tqi&KGmnDqha! zk2fUCv~2#QU%%*kpvz&!B^YgiXS=|&t#$_;dEF*X)_Yy7Dy=lp!M9$PItx}ISE|oR z>o?qRy*yVd`}XV?D#FZE$tz7x2^DdnRr0v7UhER+0*An6c_UUW>6Tp& zYoxa6SGpbg9fy7g-H7mqaVq^KKF>=DXYF|NcMG#b%N2MH{u3u0RZ*2(QJ9;bpA)RY z!6~V}u-t}0zqY(~U~=-n+H&pZh+Wi+NH=OD@hZ3A7T@E_{Oej5yK!j56$D$t63nX$y;85=Vys3%?XC2 z@&|dv)X0oai|2tBSOc@;BGDa04l)VSqt(WyQF63or|dP?=Y_KUsWXNy9DO+m(#d_c z?Kbx)GmqqR2HoWck)MZ^G4}e|-z&$O(|rH0Ll#WXz*Pdp?!Oq1T3rW_lH~CQ`k# zgSEs%mkb~p4n1W<63e!#mK;Y@nap8K2r+&F8uoocy)j_`i6{r~wokxaiXiG_F15b?TaIIil)lP$ss zW^yI2Li6kG;|_2=u%AzG*K)4_S&RMf4EJ{Ko!kT5L)=HWN9d{w%)RIJJQ%1H55zo- zQ?A#i+csWd*ZUp3GED}qOZ19VcKWTpwAxi%#gpjorCuMNW5*sIgUS*+j$esiU+J{v zWfJpXY{HnMX{4=dAfm6=bU{`3s+y`Qk7%l{sCyM9FUx?i+)zT}VT3my9M$LNQu^rI&!0CTzy&>RY9 zNXa6;RG{z7u}{)>P0;sB^o_9>R%0*B(HC0ug&J$5O)t6hb|v3x8=km}STyBEKgzV>5=`8fi!8Too9&t0+>$h`v zaCd4yTCMi}fDpAMou3;;r=CAj6vQTQBw3juCTN z5(Qap7K@Eyu~{lL=)nZ&HGU2vJyZ z9?kS1em!FTA+c34e)jdX4E|q_UK4vh@YPMg^Lw~^fvdSrB8q8?_1SIEJ-Ok$ zEkuu{V_uz~t=bh-kaA7^r@GA3hT?H`otrBb~)T`W#d+Bg+$ zvq}Pzh?4+CP0bg292ZoxSn^M9d&JDuUJb|o z&i_KQUfQ5@4Aj}`f9MubuIL((Uzu~%d|q{O=W~uy;1xY5<>aa?7IZBq=Oj4F6Jlxt zoX8bP%CEsb2meg?Bc_~7;C2c|(|4qCtI*7|ET1FV*q0ii2diREDqyId?&1o;y}ORh zQ+s7z%44QTV;&RW-f<~#S>av}dPx$O?O12+Ut%;GhmbFESg-Cn0@vBR$Gw*VZ*yQ* zJwVqCkZ_3i`eE`)#8X%s{!+7Ih1N1Pp{XWDX4ZJHopuM8=O`ZOXYQNA_)>F~t}0kH zF}!w)|J-h&){pT*+`gPU1^xRz&-0?Q)%k~Xk$NM*QQ7=1CD>$u;%WZvkan6tmF%L@7>bDIm;yQ$bKRy z^n}r(xYd~RyMWLMhF9F3E$FIcsd~ZGWZNYL#W{j!c|dr%WhsV5QJ;^^qp&e%39PqQ zV)V~8$Nwev0#8U5`A`sU72 z@`+(GoK$y&iCezifj*Y_AkS9KpUTbBuF})(~@~aD{OdP5Ouh05W>?{z&d*d zy>EgfijpAH6MC87TV(N)JEXdd%kFR!b{nrgI+G)6zGIQa;vm`qUB^5psemzusT2x7s1C|^+xT1FGzJ5QGb zU_Cus)u|kK@yEbU6QJ=K@lj;HmFK-auI*{Vu*ze2`YsG0M9j}t1ns6Pa}7_t!)!LH znqF#*(DoF{Bv9u8y(0I+jFo z^FCVc0EQ9?M-tR-YQmE{97yDhapa!ekdIyx+q4cvMiJfK%0-C1Ya>)krin}IOdMEY z%Lm6hlw?+f?c3>l_<{Ea{wam7qiF!2U5l$O!8GFO+&V6jz%WiQmHHUG#wOg`o)e%o zc1ez30&KUh3oRww+W~$|iW`cH_^JO~cy8q5jb6vrpFJJ;QZn)kE^?7r@mpg23jn_1)v#W?du7U0I%ZC zV2ob;TQcZiSd_u|FXv3OVV?O567#!)B}c&&8K$FRh8uj9Br)riS+|+J(gdy zd#H`!miYlcaH(YYsKfnkiRP!aANzMp+WzGT%77Hp1!h4PI7xE?B~Y~5^Drt#j<5(w zT}{vcB_&bT&LnUo#G)cwi1{_ zG5M91iJq&pgN2ywsC*_{ zj#8EpUl{)uEY)PYvfK}Dc{EQ9hG8A00e?;T^JPz(**7D*<#|Ek6@wNr-w0MExR%XU zVY2O0%=5y6@d8I$A?42sTLvHS?P41nOE4(Dmv-;=ni)J-z{>p{_m$@)< z>@7d`ul{ecSyXr}*X>T^mJYQrQLGl?1lQMMB;6u+0!G?9X+Hg+mCnG*)bN%UUBR|0 zvDRZo8f6uiKvJ|8Fynr@oOgO^_xTVJuzif-BF`?YvDV&PZj?(R!;9ybdnd}xvOTrX zR2h1WlJ}&K*UezLA#Q%mF!H~!Y1|x}d;Si)_%=oo8{Py6q&PB{S7zYUnH4AYwJ5Sn z()9iQ+6uSuy;3x(9OEloi(ljBxh1X-J?)J&V#`T0krHxBa6qw&I!U+ywVhf~!d4PC zyL2sZ>~FQVarRuqNt+CB=L1%vt@|1~`^5(_0uwjJSegh;XIMN>2f_bo@VzA-OeZwEXU~XBi^SC7A1D3`xHk@yxe;jxkiglWKe{ zznou!zx?y6d;(ttoAtG|Gl7$k?tU$~(CU1|D9=CdhbK@CZQd{fj0N#^|37W-0_8|{ z9fsAb->V<03ZFs&-Dse@(Ez4rdb+0@jYjwUXLe_Q*blio`{V8oX_4ZPT<&s)ACVl! zup>>Nq)$R&vZE zEpzXC^?3yp&^;@_@4owa_r81IAe7aWxR>P~gnf`dFx}cgU)W3&Sr{y0 zqjv|C-^Zz;V-N40w5Kn;zv??B)}wcW;dqGwy5abHMZ1if|H^jpDm$|G-{XyZOAZJk zzJWHSEPf5{8YpLx+6)W9sc17ay)mAHg{wtz$taA04nJqqjB5t`XD?(WImMT>Z^athyC{{@3RJu#R{Uk{ zzaRaT8RE;AROOm1UsF`^3*n;=!8HRuiuQWNd12#Fogvxh^s-QXnSDp}Rq`0jFC-t} z3xc2Kb9$K1Ig!^En|Zt8(o%Q}50`i?2eKBuhr?^U41<`CJ3uki1`!Cy!{7snBYNL)ViB;lYHU$=*dEjj22uf%o5K{wm?vG(MlD`GY?kst?~9`47a_xucLWIn5o53wOlliD;lRghejr zXGf=TuzAqVjHNI}#*{I7{I4}igNfl9+~IKLT)LAniw5h-3Hg-DaYqWkm)INMPZ94+ z@9|2_fafyX(YLk3G#Zw?Wt;nPbynPPaV6S;eib}M;Y7{F(nK{edk+!^+FdXp3D&4opxs>{o&N){IywxyEgRbo)$ z*o0_g<>3{g*#&Bl)n#Jte8u+t(DR>$m#XjoxvLREP4MFkxYs?rcIfDw;}nQSiCQeG zgleSVICIZE{F9}6Dfu7g^0PV`N73er3q(XMp|NHYZYai`uiXt~8Z4N`Vnr=-RddlC zzJdo=d(iQ*yt-}ZRJ&bB&h=5*^VhMP3^n5 z3)|5D*to4I$^C^Z?2Z%xe)T2U)UFtKzjhUSG{yG3^!rkYS*~2hv`BWF$D~_dHf&vO zsp_BLO2_wJXI}U%ToifTHcsfK?8&w#~<0rKvWueDGYNg-c!fAt%R>IL=O@(&O$u_fYtgWesu< zFxiRUhR+S8X12ylk{#R+tC6d4+pyCTr48G-N^RS-ZQNe-247fvgW6vsd?{7HDPVFk ztsf^oK^e5e*e}{;%WlFW$~SIY!Y6n(-{KQLDOoQ~H~w)^Y|;~BBeIX`%86o-5P zHBsno;Xy?k{OOk!?S=)k+lbcnqDA@dIlcuXEbGc&y#cIs$>QiGacQg{*pb#)4ff=_ zhaAluY7TdB(=LjipkKThJ!(y{q6H}qkEXn=`c_%{*{fIiqLUILrEww9RnKUOgSbbo|M=>Aoj4e2Gr#eb&MGCUC)(|ET zTlB`(^SHvPeQ~0`{f9Mm1KEt#x7tAC0M1sX)Ul6iz8;k}q!XY^AH&r!ZnGs72O^G7 zAQfg_my08|GQf*Vg}rW6Z6T@A%@7+>ogs!x2w;HeDzCt%>Z~A|_;!)##3QoO#7(Tp z3DF;^$#PBBw10vJI3sKMe;>bH&9@E6P79^3T~H=s$?gBcaNM6foGyPj8U&DqVW^K5OcsN2CpFz+3j zt9DkaCB3s=oZmR4>DuAtqU{%73Ra7T-&!XnvvyQg4XfS&xwIe}yBCV9RYg|RdZA?P z6+P1|*}WCjS?OA;+}yaVg06SW0&&}=QfcjdZow-q`WstTwNPp;sH&{YuZinc6ewfk zuK6JiX>ZsY2E&jJ;5CHzH%8+>-#W&B{^hY_8y||!BYA_hUP4@rLL+y`3hf|07@hQh zMdk4nsdWQOw7W)a&Z(HCpjdZ{&AwjHP1`Ekj@8_5RjP%#h2lc1R1KFJD~;xM^A8HT zQ!E=nF|G%~;!joZnXqOl4oLJbs4|aYfP=yx9rEM?xX>coQ2||wA2WD<+@K(JOIEdJ z6r%F(o!VN-uNAPKtml>dpjIlnwoxS&yLbWMqYP5AU{K4fhhA;2P_4AKn*ikMUZ-3M zT62q`rYfp#C^GPG(W#TF8$Jb~Q-(wa{v)gd@GST_a}MqZ^7`7=TK&#I-aJyTADPR6 zHtoT&0;78htN09$ox&o+tjsX{3mD*0y_;SaKL}aI980O=cWv?-IB4~P(MyM0*eayE zd`VVy%U|(9G0TT*b22exOaH!Z$p(?bXZu}2!VkF_iw6jIG&<_COv@u~H z{@++!DHH%HMOR6ouy}T{0M3r7XvY+VOcLNQQFI5$<6Hn5kWPolDz$4)`&7{|2{HaZ zaGFe`c^gWYny7Lx^(2oQnjI) zHm?Wxm&Am*Tn0~(Nk`_PV09+Uc3dZI8ZaNHNf;F(ui&&$6A;yNys5i}iQ&`v-aNecVG&EnG+wT)7-4nJv5tj%+s(^;oIQ$4L6m9gDhl+g z*pCIxdc^__!0MDEoNEAQ4|`STLb{Ev*cMCX)OkZv9_`r|ftz7B43-vjOS8JJ7W8T# z02q~p&AMLd7@BDw+Gt+3i&Ib{^=dDCxj3i!e%&h^D{UOET|{zh?}f)KXRaC=E48os z&OSIIPyQ9_wPS;vXt5gh(y$63_m0dKf3E zykyiC%4M=(g2QgB205l%^QDC@)fK~a;P?DKpMPiJkfEuM&8gs@!!18k28?O(Zc?2u zsX?Q7WcJ62-#*9eK&gzaw7j$c71i1BCAFDh>R^6tKQ?G?5>S-Heip6HrO@EqwX@Y7=L2JQoip{NgY6ZK*29<1J%^dXQFSdK-tFIyzZ#|Wz|<2MOP zQr^zC9UDs6B@it98wvpQ96q<51JE*7D|pT(+6%YI+89i{EUySt3vB1>*W()eJic>; z(Fx7-c3c+pNL+X%CRa)(wDyMm@V}59nLY&;7FbD7{T;-8$0sT5fiG+NuEc!hG zdZNPsIi59w8YD%9+stojFR^9BrJFiD&;eldOPpG)KIxnPhE?8}8wH9}ptRs9f$zNX zisRo(YwM=Z;vVUs9~E1Rzx)JY4t;>Lk`;_kDze?Y6yeXG0|;M=!T1cT!?FX9`zn7F zU>F1OzkU_({%SIZ(BATs71TkT5E&54Y=Pza{LXxR`D&!*pK7#Pji**|9T4Ou_5(Hm z^7{loa)=F^Xcv>XSkoq+Jq+SQud*!#E)KH{!i0@7mRv-k0@4O0%Z+epX?Lus}64Y!)VuQj)|s|hv*o#7#cH%_x^Bb$m5Q!7y4xrdP^kbqHXN^_{1dvbe_SJ$@qZf@(G1&o10@+82w?UZ z4c9=l3r13&R~5e7mlm|_4&;~%dIPoi(UAw13b%xCtJ2bM}= zeRl`w*2l<7c0cfG!h2Hic*77=Z`V;6f}vAoDWa@X;1CzUhrE+T#lr@Bf=9F@V}l8> z!EDdg%8H_coox5kd$yumirHLgnlgQ#0V6G|9c(kK*{S#QM+%k+G!>oVvWEe8ei^$F zhhbSWRlivD75Q=B0exk{ZJMo^MlBN?mk7CG z4`)k@HH+K<10AMB{>uIWNc;#d8lfu7U*M>D49~~G3{aHhZT>?4T{19#vE<>VZ-%l; ze<{W>!5NHP*)+rWLNh{@mss1|S7un^jir(zu7)PO?!n$u2YRflYe#N}wsG=02!`RjLFPLzltsH1xt8U+)|7mmg7OQ(sunO+b8I z;FD!V*U&;z3`%Uu8li%MrG^S8woDamI}?6-NHujZI*4wnq0qyO$8U}R&KFq^vsp2m z@reCSC{O`gf^LH42=CAfU>#QA&fX?|F4Cf%&jr;C(jP9kDOE7u( z4QXW>nV$EN7}c?Hud%L0)9XK^^|H3Xs*5Z8Z|?|WTjvGd;qW8L**lV|U@6GA#8mi^ z(6b;rK3&j2XZNj-7eg`-LCn6RR_GqYUYD3uze(gG{T*ND#rrZB8Rq2j_%1z#@~EKP$e>=^2X3;%0|?y^^x|HQ9A zvSKp+*r#k+Is`nh4L;pz>AZB0^nmoR^r-ZN^bVlhM}>VM0YHq3rRotNNRzeI zZU;joA#Q^JmoFS(QOC5rBIfA#gx~CbEs_7OXUVpU6e|>!=;fvs%GMW=Tp^O{GkDf0 zFEBDS7|D|JB_ZP@<w6;52nK^u1?4h9go0|jwyJm)?{6e$zpkjq z?>-LFNY;zpZhN(;%jCV`VNX7M-(lH1EHEM(_oj*46l{aVgiQ;>b@nPa(qLDq1xHqi zCOZZ7$w~>Wf>K3{necqyC22!C1sw7utH6)TN(uBmu!8u$Fx(}^GI(|dJYy$3ErYzE zDb~~b!2Vg~%=u%w?3l;z+A{$nZ}09sMPGe%Rj;m`Tq(3y+HXg+6(qp(Nm zsJq9Ou{Vki_=0Pq7qEEnqN2c1zuU0Agc!C+lmB_zILEpCTu&b2J<)~85yjSV7%S>x zPjOrf$EEO{C~283HRAiKFsAR-YQCaY767oy=XFE1dq;b?udiBf&IMLQvkMCqRrW(s zraWQECBGb6o)cOhgb9Gc5vBkrtPki`=y+CG_Dk}FoL>b?=iF>NCj;`ZmqAAWKUdIS z9)tcz16#UTM52DdbkKk=m>@$ip-dyP;nr>RfeHp#--@Dv&9A@(wOA>Fhh%Gp zWn82o)+e4bs1?#1?bC<7;@X)Dr&bH)uvD?Drt5%%tQjj@^}S7I>-*?FTdoF}Y2XCI z4K{^qvaTrx9NJH5mTFp-samF{Z5vv}E&6`Zt!M_L;}0S_E`Zd(!1~Luu249y<r&X+Fgor08&1{jVH9dG>yt&RU=^)V?9Gv(e|5{ z)-WnLZu{YS)27a)Aovo|eB&XCs`z1$wE-1PHvt&H_dSZ@tZl7<8Eubr7yjv9_O#yn%jXVvqYTxc7LLeVyhp zxnwx8!m_X5vU>n)`f{|T^WO2q_AI?tv9rb$dhMVCfRWCvL`}?cS7N(gv2-Oe`#&^= zeivj=^reyqOi`&;D~i!deU)s!FyGCPsmGU;F3a;$LjKuycLso>V-i6qYTGdwRRWWL z3`$LaG4ZD|mO)PhndU-zz;Qo-KSk=fEbz%m3{GUZA>z=E&davBO>MJc+D6~BL0JR^ z!>tlCFi6!k3W2gVjv1vX2ES{%wjslhVY_C{@hh&Xx)t9!l|f4(8Qw1fPuZD?2j8Y&;{r+Dt3D; zDLkc3{wSC2P@sZ=t-tF?ol<7>8@f_zf?WwzsW_^>p{XK~@|ofZHKmDHD050ZnBkN) zRZnQ73g=^UYnAO=%hjP6-^~aY^rSGUB)STx@^YRo%?aK;#}pLzab#+siJsvm4)al& z>mn{QJXJo4>wVn1rmD;rRVVe*eQ#Ya?KI`B({l2`9jm7$?rwnF7JD0arm4`C(KM5A z-%O!GY>om~WBo4di*XmLQ-caBq`hEBhv6{9Ky?Vb*a-kt+RHAVv0Pyc%tpn{Sipi3 zrBe8Ap`v{G#tZNNR2Wj%*FI*K$%@nN7U>b8%oM1cKxHkM44q;G;olaD#lkc9eE$3s zBiB`(<&x(*fA2ZZH#PRHw`O6-`r=;1q>K1lvh#%#Q%7^^C{b>J}zF_c4D0K!t$Krs$9X734+0CWkF zU({9ER>S`UW0sHFos8K8c6Tynxkyfq*|S)awG47S1Tojv1}(xcWDW3oG#r3#WI6#A zK--NIzfdvs2kB0wC<`C!m2C|JJx!zsH=YKSExx0u>%x$J8OHX_|M)`bQ)=1zG0k^r zc;f|H>@Ayc>R|0eYCE7vO+t#QLF)mj&bx(xxCZq}qrI{~8p{t>scI7n1N}^)_}_f~ zE_-A-u2))iRF^z=mtqvp_*JUwy6aeuM>T6zQ40mRRG+UYHP=>LWvQtyw3ljz>bVrl zQz!c};<10f^pRvQZQNlQ2mtJyZqD+^DLLj2I#!(n$uK}N^b$Ix8_3%0ajqW*4Ei9h z2irX1ZW)^h`J5@JC4ZoPoozh%rKec4_v;^X{pAK(SZOziPYsw?1$Vwmf;#AyBBsD1 z;V2fEbb7W*tKep_Zs5QrhJMa_DVZ-Tus(jRVw9-_ntJm!||St(d==& zF$1Rq4BCUUk;@ySy*nHuD(=EN;P715)VP_!fd-}+g^VZ1;-0_8SY#kS@GuCl-`M~Z z)3`Uyq5H0M{s5HEb}otcmkOKNgIPl$=)-w2pJ4hR2&(W>T&iC?sp_n}PqIHN9ghpr zBX=qd_r+-T&|I8?(*XwOOEZxZ))e?SRk4Q8YWuh$*+0yGiQ5J6%HJwnXYa(UGx zKS?f*$P)|xGiuqs4X`}pFIab(WOVVoIaiS#x7BhTxiZJVJ0_Q1({#)7Hj(?EU-us< zS9UFj5XaiBl2*73hw&_*zl6IBtdj6BGgK;a0B5eB0>^dtWn4 z<`vWabglMj+pIkQJORrjaK7sVZ+;uztf=Zqtz_vBxb6eGRnktKJ{dgr82B$sCr?YP zA93_N?0J2J(@J_Vdr*_%i1Z08c=$zlA*i{I$+ij0|1vxbHIWsRB1FSMMKHHuhG$5?3j4NX0V8&{A!k4zV}~v)ky%VexMXTtxpZ$B-ph9G|9%PdQC4#O zbe2H~MadVK;>eqUhD>7Hhh6vZdvU+aGd6OIRuiy%MqnKtryj!@qbqks8kymimc-e> z{p)Sc$DZ7yF+&CH>^FC$7-ullwrSRMc1&Isr3!+Rgx$+b)Gzf<1U2+Q$8(s z+n^U|cL#K#E6*COcNAFl{JABpa{sKe9z zW3+SPDZJ(>_8UYTr#|m%@SRV-`$=7Y&(sHhMAz{SPyb8`0mpHkAe{${yDHUwQ+Abg zo{|v2WQTLg875}Bq$<)^Rb5jTj?I(i)`|Y2jH9n~PF^^^EVuSfDO6Y9$+}65c-l!F z4)S9E1aRa0u?1Dr)#bgGynOt^$&{U%V+)COn`T^Xr5s0&t$hPt!G_a;NboDwsqOZse{D#ay zOWrKyUHpI2;_scfle&@A^rgIiR3t}RtnmXJ5m8=98R?@hV{eEaTMB30c5t6P)>-R% zthfx-t32^wxU->$?kC((_hgNlvQ8`jzN_eKr`Ool3ezIGY*J1Bl0x=~EQb!!KH8zCTWGXSy?+-uCub;ZCZi(tF;VAm9;q{pOn>AMV3$COI%+J@F@a5 z@53G#4y^_x7{42WPg1yB$;XE>0zjHb#|p!6$8M zS+s5I3SHC;+b4=rv<+>MD!MJDb*+cPqYJ_1R=Nr>d&1Qgc^TOa=a{H(9Z3)38TTMXyWvb(i4Y z|GsGX)|oS#n~9#8V>#{fAYu1SGbD$oq2h#!y}AOqfb1EhdZznbU1jOCMHZV}tv3e$*n<+=2*6_AL1NJD_9G%jG}|jBX02ko@{pI(*0YC`cYMRRDu7|$9n}RNcdm%S8U3}_IYYwv11{o3eS%DWjpKxyLhC%)b4f9$m77|ljX~Vkk8_Nz&GE-<7X@5 z(EZv3iFCN{4~b0R{~uZcpdknTlPVHPJul4HSEcWQWzFVmE)WyLkSih6{ttD~oKjJ! z^qDe58?9<)k%Qwf0Ef$~cA4Jxs~x|3`#LyhsKD@2hh43DUEoaHxQ?YtGd(8eb2z*Y zsuX?$_}!??&sSc@!{5Ac>C%OB=g3<09uD6OZUjdvqD;5p`>;}r@D2M}_b>79eS7kt z@A=N_s9E9gF7|+%=@U1i4}2%parj*H@V43RD_&nScbSW(mPNal*;kfmMbMBp!PVlM zlarHOZU$g^qf`z4!&K|t#*aFB`gi&zZX~=e=x`wyHDYyzVQT~{c(_rU0Unn^R+s?ipM)$)ZT|024fJLN+xcg?<)7Rx;j}?B7YwKc)JhRFkP6*u8-r`1JVg!tLWt zcDYyZZO4ou{$~jerephs9{c(s{)yZh;1_%f{!+jJ`K2$t9cxoEa;K%`!ks<`A8|s^ zDP}YRdWdNVSg^u$9Krq;T#3d77kw}Q2iSeTQZ&_={)4((sx;=RLD5wm&#E)vJr0@2 z!1NKm$25)I5LD+H<+3|QiPr)8r%Rz@BqQYNt{oHut>l^Y^jqwnpML*4RgK*cu$wdV z`7NYIqIZA~m!&=FJjUTWVwF9b9oUF9I|6?StT~Lgf@EeBSc|Yb3T1MWy2f$u`JTWc4N{+r+4#7vXRaJl!43^?2#T=MXQk&ilt_dX&2(< zynbd$4@35}{e8VmPq0!C!53s7bLjkKRsKSit+Sn=^!wLq*K1^v;!TRBR=*&t%RVN{ z`SKS6w!n9Smi1e3S0V@g7mx#6Y(8Nby=C0Jhe^S4y>;Bi675;TA~BIPW4nEqleTvw z@Hkk7{&U7sdrr1d64^?7Z2?ry!dhG57v#D2l3_Pr;_30X_>1lPv|a*fSDjZEt7sQg z7u9)iA+=JS`o7(bYTsjDqbQ!&X8S?OGB52EGCvOU_F5$1YKgXk({kj)EFE9z^_p{5 z!7dk^!?e9}eCf-p7gpha=j>tq{cB5&7LhvzyRr6u{qR{S?xPs*_wE2~&PWePkAWZg z0;@ycr5GWGc^ZTjx^o8C4}cA;0UlboS^_7_JpiLRtPXK%ZVzB|o4D3D#Nx4V+(7y! zJMP1&p3yC@;F)t~I9Dza(pt3CdPy;>hOE1O%PCff(>_c#Yxz5xZoq1Dk&KVAMF3B<}(V*)%?W&D?<>yPfcc==!B%SX#ln}?5Yj$M0 zM5}PmO4X{HG`?w`+ZI=HJuzYZ$&F?%o2H$# zz(7&YY1T>2x_u*QlDMKMN7}lkY$z7|YI^$!94_gZT#o=oaDY2&Slw%844gsD%)Pzw z(ps4;$DP5ivL{;6^Z!k{04>_Ezn4B)OX0aIS&F`qG_Fi*${}wpkMCXzbI2f8UMY)Y zuu=;DULFy&%wDPbY!AGbKL%5>=dwLeJCZk+k_ zgTnVdntdDP;cSp~X&tPlv#77w+97KI!OG0F2rCkW8mii7-6@dA!YW@w?QMg7#dKDC z8SY>jp4I>54JA;mkwdCyl*9SCX1`o4Dx@0V<_ftS7?xK&w7MY6ZcS62T3OZA|7&|t zt@c)2TmH|who~8v%`>|@>qn{Km5$BVY93iuH9|Da@zxgVTP2IittHIGR9j7z80D=6 zaQ|JED1~}xf;;m2_iTjWMv?wRvt(JJrJkAJI&#vjgyG!bf~_gBzLtI;N9T#&n9oD-Cc4!zKABi1efKl3VaeV_|{ReslSSLM2=ZuPVym z4C;q714X$SE>)CDL2t+pEkBml_(Nae5InD)Z4^n9{Q~h43NEMsCksO28C9!d$f5)I zcCg!aRTEv}OPYFbfO@nm%Ux8I!M&;`)NjU05W7)@{k$hlw1gcCH{6(f{Jlb#*F-qH zo(IRJ6wb2Hr8Y~K-XvWR#%{czn`Y_{1hTwm94aG2mQPQ>qN$RUM;CZtWTf!LE3{mI z6Mk59$sM29r_n_f=&}eh?`#gwjE5X)ejJIvcS&0y+92xe2=gy(6FExzkBSuh_ElEz z7Y`X749;RUL_apPg6u52zaX0Oa`br+nM=6vd zh3g!cHeCwN3J8Yrkw|uJ1#Bgr4#0DNpTD5g6x;hiO7$1Kc@O^I zw+9zO=hIECTG%Kwwf`vvtiu-YtC>xHV;wCoFB!5!Lf zOkv(sUz-eKsT_5R#!_rafUd{O+OlPY5j^pB5Zq=V`UbCP%Z|W?*I)Lkw>xa@rK=~k z*F>9O5%<8N-Mqv)oh&VPqeY!$f?!$Su$?@*9R+{}@pG`cEzXWIL%3XxPD+dvmwER1 zzd%rMS@2~B5bKAdm&ZPq>|dH9uSGD;bn_mdJTDmYk)qXHoZm{%S= zO$0)GRI#yKGCFo$MR^K-yXXmG0p-lX?+4Hsg!^KFn@C-_(^9f>vlY#iaVR49v=T>3 zCi=g(vukaCGYebh-EX8lx^E=}{2#`E%)b3Ve#iDKJ&$01=L9|DIA&bvJ1JhhRTYaI z3UqyR0h7xXKq>MxdpKDi;U$!YB4IB!^z~yr4Cb?Ho(U}&N{LQ6}2aT$&@Ua z=#oB8UC^K7FdhLp9l>}mkG{7txgZPewWzkqe>sJ?;@k-*c@?YE(*bUP#Et=z#?e;w z*WVq}lxP=pb+?0ZV!Gw=>xOoZcD}o7-+gZt6Nowr-l!|pdjV)E+ZSX7SLBCrMcjy^b!CE3>b+UH7lIEwjMjNik%`A2h*()brVxu+8}|m$Bxj;1 z_*fpXv<$7#lDuy^y}~hzt+$`WmP1G@vD`E=+jL9l`de3cN50sAixQsH4qoo?ywMa7 zpV=6vabN8)n;s&?xj@kAO*mrm5*>~$qXQkal@6U?epj}+IT!iX_}??ZY0GY2OkIP>7VD=d+?$0 zb}+CSU24BFX7!~uUzx=nqz(|I&2^8?pM8Ra>2v$BnI{53Xt`?_FEiur^7%4@fLnWi zn!@qz#~=5dPHgHiD44-FN(|7fjGXXXg*i`?vH(o6qUZ=X^JOi zTRtE?8(F47JKn;CwS}^Mk9Lx_M^sEpU_?2HNfsd`Q#%Kzb16Yy%^%ELIMxwrSdB9W zvqnmli}?ebmFHVCW>v`c(g`K@mwAo-Tmg3Xp+f)#Q4SxL0kq_es^*BV?PJFjjVfDx zg=z{v?{BG=EWn0Un{ltQ=)s0nma#KDn7{C%Vyo&HH0;gQeB%CwDqCt6BzFGvlzAd& z=$P0A)kMm2>wud9Bodrx3~<%|>ycPQ^*=Tyn={6wAGX)!BdlpQm;@M-!*1*}&whUF zMPkaD?P{96ZEKoqYqFUm&bqd#ypyWLvWQCGshC+Fsq>ET!#3@omKlYyzZRyM_klOU z{%{|)@_RWz?B!{ZTN7}c&(j>De5wGKv~k5UrhQcSLdUMTv2hkx(rTsLF%0>j^!1{) zvZNKX0UMW#ysX)=a}2z@kMVJOe_tnbtD+EX@H>38%DimUp>u~3KK-r*kzNMt9+|FM zh8gm(MXMpRkXZF3CJ>{-Tfdl4LJBcV0?%a7^f+hJTZd&L*LGE+ z^ezK=GJXvO9$E!!=|YrQwm@QG6-G2TL#Ekq!Pt&twjzLuXx$QajzzhG{aa7vxNC-0 zw0G^IWd@5?R@}T?!>Z*+WmT2`aGdRqR}{xMis=?d4M(YXRiWk|;t+tncT_ro9dU-a zFj3aXc^UUXFjh;79_{CtiD2$^0W%S?znw1|UY&r}E0^JuK11#(pqVcvRAEf&V2KUV z5t*h#XN#WeA~rM3`xR2KbsVyys(IfcL%h=DQP4? z8^BlKxfcAhZT4aywwOi%hi;P0m>$mOkM1|{vl$rM@X>u)WIK5SpVf!$S^9A10G^v% z08U2ciO9oEpM|+YYl*cR)uG-;zg-qA@I1A4og3Rv=j*a8o=0Z*)&Y%b)%01NTEm8EkV;k^SnoUhb)^yW$>l(dF z23|2`qL?d$R1Bk{Vh3dSX7U_`DQ6Kv=%>f6!+)r&dbJ3X$0fRDgY+SuUva5rDT->F zwL%c6o?!`eL!bXX=`rbP=|`mx;SSB&V~6!7crwd6;q3$}m=_naqMa^jW3x#{nIUU8 z8T5HpXSc_iD)YQBxMznYJi-lx<`4g~8d%j@-38A_mlc!R*oeWfojUk5AZLuSQ7)Mk zLj$6ix=dgU+NPyp6JAwUkp6`=h2SvAayN%@{#*tE8lD;iPTjOs1uRJFR(ubvN!7M= z;#sop)>XL+!(jr=O}(iQ!>~%40#+1^iF}?K02u)bbaMS+k?kdzHapWb)WpUVa$fT$ zDsQRDX`||<)PijJ8hryk->Jg@Vu+nTOZ6tZ+Iwt{x&y4V{iXV8T-U61#HeVv0b zHeW?}R2aCpji^BMUl-ue{*N5La+b{QCRuC4Jef@_?Yyd<*I+hG5Mx)k+TDR3r3rTTwOOtv51L~2{ewqz4W4AnhZOyb2Z$f_XW1sx$P9{!E$+gx*nSShE^Xk`HgL4 zo%VoHXsWgYqa7wg+W+_~VOS`apPkTL03pGhtl)SwgRAGt^X0FPYoM}iTw}>a%_B_# z7GJ7KT^?r|dsYwuw;zXH7oW}GdsiOuz9BsSB0_jMpS^?_6PMX&JKsNJRwlb>!eM5C zV26%z-wYdb!*C4v@7LS1vVy@!-Sa9@91?qpBjCHa7U-Iee`vIeZJCrs?j*tARqB>IopLur(>mCgE4-t7 zo~6WNZFJBN@Y!sgx6eA3!}G^2om-$ZuECSRq20R+%&C~~A#$8v)Ap-xEoYjJhS5%Fdnz~o; zap#9u*i$u=XdgR9NR22pLVkO4Azj66!YVJ=|^~ptYZ3z7#|01&aakBPhYoiZGk9v~VjQR&sBG-a~mxJjFwi0>EX1 z^^Fgv(>~?EmOUq$4{LjXq~V~hvp$$rY0_{l8Z z1h9YycXzMvPUX)I=TP{`uFG+~eT;Q1m`0(rD{VWIAQcK9kkgmBUjL&ApV!WHrrVUWqRb&{TEy0pF-+sKT8xyxbaU4SM&&ZmbdA6Z1wXP8 zzrmM=Y~+M$b|1cgy}T|wtg13qui*JT_u%o0P89*xmUNU!uXV!u-e9krkiYD#V|%(D z-*>&=)W1w@L(YQ5`ew&)zcR&A*Hl9nfm5lhsuAeJgT%pR#azNnUL~Cw$KM2R9MczA zDqIk-{H|(l4F43|iHQ&a%TKFf^ggJv%uZ?lIG9i~Y(J8Ib`lezv}-|CbEBdGOC|lU#+qA#dyVFLXgE% zJB95Af95D1q~B&V=qaXhXjP{2;i#|NGh;OXZ}b$R?$%@?A0Au#LErfFL8JP(iy|+k z8%&1tuL%3)#7OQf0LLiR;~+Qr7b&Dy0@*Q-+J%CB)O6$krHPcW2b#(LxOhuc$V16N zwnQ||-~b@*yA9C*Yh@iBSTh3kQB}aDo4ZvL&?r;8$Kb38kQe0$wWIP^^4U`5V@+4&Uxxnv7g$HUc?1$Sg&}NHq_{tNe-%3Nwz)Kh0b=L+ixe z<#=rVVd>IAWAmZ|DwY;Hh*^+>D8AX9L{Yt&XBvDvMK2FwcIEykB+pTOHQz!Ib=7>H zuF4&#mvXmay%Mc*iZS@cL=1jEUKV2TjXWl1OOTp2WqynJOhm1aS0^Ly0$%lvDB^DF z4I$zV&v6>~y03na=Ed4s^aJL>0?9sLxF5Q|W4h@>-;sy#zn5(@^YpV*W^1|* zYJnHrWV?FanT@nB(;XgaujYr^GbT=$gxLEB4zX+Mlo)$zE|m`yTz@}yhsWT$u|h1% zq!mTOa4~!txkOEBVsu@9DmA?RP*=3Ds40%C*_NiO#4A=@-Lhp_bkLO-|Tl%bj zHbu6GxJ_g>&EDZVdsnZB^Oejec&~u>eB?LIsPK0n)tmW#W#N-~>h;zHnD5(nf3C;J zWtIjVk9-T1`MYWU;bg=cNV6LU5>?cHco1zf)U!uf-lwQ(gF9WY7zxRb2^gI`0)3A! zdM`z=XzI83r4MEMOvOldR@qF6aHo3XJ~6!f3I>jErs97j2DLMGEA9*3!d2Jue(2L~ zLcEBL!-%oEc{KP00U^Xf-Pj8Sfh~l*=;j0+MurV=v8ci|1YFA09zmHonA{Py{T3qH z0!O`gr;%*nvbRMsY`-nbB{sO0W1q^{ky3W=XPw#2=h>R-bZFnIseC;T2QhFR;c+Ez zeEw*EWTqI!l4vKGQURZ{W`rzxwKK z;CFW62g&`w2-I1()GhB;{qAnbua4l27&r8#Ik4ZBfiI3p+nAFv$-6NW?b%=moZB_* zTP%zXKUWO7khdzuV$`L1y@CWq&rQLGO zi=%vo+>KchevmKi9KJlt`0}K5R=WF6xpNFmjCJFulbnjsvCzz3%kT&uAv zPUo-(U2epiN8*JKgdGD1VC)#mYXa;Cm9MvFA#r00gNt@#Uge#AqTmAIzj)B-H_-c; zhwsMV@!b!zRu5Ox(DGI6HJ{2htWI<;jZI7kWIv1h88wY^=fOwRLY^i5Eutz@K~?o9 z_FwbJ^S-7=yaj4r*)P%!&-@6xqGsaG_*YpUaGpiiq#>{Dl=t9$*MvW!MBh9f>CSau zep^xU08@+~o8rre>#sHN8Sg=D7RP?a&C-DCRbJQzcdJI*(uT2A>!-nB_=f(?5~0N+ zeLOW<&qNVnwS*C279%bv5nwou1-8+Yy*VDkw%-*8xXY!|L_B)~^9N_fv*rEd0O;w7 z==L=+p3R}}aO{ZSGQID7JPO8cg4Xna_9t_tLK4{?^PyY&ugc`Ep-fr!h?T_vv+%X&yWaU#hH7^6QonJ=IDc%D@4KjW_a4yFf{q=d+r)`23)o zU^qzXBf^NJ4IjY3x5#B49`gSN+aN=CwU%0o53?)rv%Gm^UC>{p@s`ztV`8toH!u{F|eksPKW)l z-)qxh*dB($Ip!Z=tRgOCQj-s(sx++s!H$2<4JyTVvje!I0M5QtsooY5uMXy=ka6YoFqP&Sg zKM!MtwgH3oh72gc{6G}0ToIA@ySfL!`MP2f^Q=1o;G5qok49y?**rQL34R6caM%W) z{UPaT={>V3u0%zO+k?|`4_Sj*B`)cqNyTjvF!jRzkclJOhU>#VuQ7}hd$_~+3C*u@ z>c7@999=b3MOTSqwY-9+D^#^y6<$pH94T5Q0!A+hyeFD)r|uY@*OMuA995r0^IMwf z7#hJHI;LgoR8xp8>xOP`t*&m3HaF2wb8T8bqNqBZQ`mfncyC_1pY3g$H45E9AD3E@ z7T7IJj+$#Azrk&oLfe!he(Z@n>dILb4Fk@iNQ}`)B*%-gOH>(*7qDn--BhVlbSNVR zCAw-;Q!@&t?$Cj(8o+QKm;({lQcE?6r|PCLNfzu5AJ2_`oZs227=b)u@v* z5lIcz))`I91AiZuC@B$E4 zlR>=&)Y5?KWt%Fh$>^7bmIR~sa`A={r?oST^gM@k+_CBspmL2=M~@r z>!eQ{`@@9yw#Rr6zB}T*VV?r~f!-Mc5B4)<%GOw~ zBX;npSN4E}6_0*y-T`8Iwrp7%mP0o`p%^F=67DM%xCx-VvskMYed7CJSn|lXuU$*o z?=LJJr=rfu>07{AF&X{A$SBr|=9w+vPu;NfnOu0d)19C1cIKtYJrL*inZs!Z!~T%z z-H`T~trH6Uk0z(&=ayQnrDMnL@qOZz!Vq5kVr>ns!1c*__OB~;#Tkv}=R4iGxlY{~ zITd?M-duoje{43abbDQnhfijmTrj1zpYp&CjJ}LDOoCwoJA%HuD}w$p7079MR5cu5 zvsJn2tJE?T7%EMb$szBEcWkLSfx};b;8#uGv}nPE@wPPGvo%hA%d&~0$%E0T*&I26 zgX=XBUS*I57kH1JJbtEn80>F{_M(j)Xc~#562jFCtI7(QW{G~(Yk6Ml$nxgq^5WtN zS7gK4wx>T@S^~UI7e-FmUIODUS&!m#w#DksotlE52swAlf=M$kVEdK?Jbr`$yXOUa z6;d)|^X*3$H#`yU?~E1~N3B-j^yxz3bZnkE&M02@E;0DJ;2UG)wJ_MRF+v>X&6#R&3349nI437i{P=pmTguEIuY&%S`@%4cw+^MAx?a zg@UTvk$v3+g|Zu+N3<5^$dl5$r59(<5>N(hHc@mz%rW+om)GTpyFgUJ9O8eEVWJ-9 zLF0ZMu6Ho=nSFmXn4J2GOgu%^fYU%IQq@~fsqGaEU^I|p#&0U1K^@oAY(;*!>3PiL z1~m#sjzj6hwEA}{m?2~X$evAl>cCavus6U;gXQyU^{8=M0j6r`zvv;ZQV6uIQB zTGtxTT-J2G-**ZMV{vYGR2ZM1lP-b>_EG7j>0JKTzSX9@IbM&p9A1&!+(HMg+jI!l>3^i~MBoEk4$WV@K2#dNRN*cxrY|H!`120RImRXa>Al48dmYE7U9$bRlkqo|rgR=nroKM)$_EcDl~W~( zWd%nE#$-Yw-II&ncQT_>PK1%ESyU-Sh>hcQisb>n1-!y2n*lfL&rovv;C7L@Y>g(H zdwhjmFBFtXEtf@Z7aTZrC6%&r4^JiRIC!_-6)^xDDrWOK8gj^E69 zI$s^9L5D0kF8toPlVfrT6S*~e{XS08yfMC)^|!rq-krkH+#^50@D9c=Y=d*YFXLu} z47%w_PMROB9UKPh>>P0JlT+3Y^7(NJn!1O9UYt|bSjRFkNT6bF=*R-)$=WS7dyZjF~860dn41YMP?)D z`0+K&t+f8t6rP{L4&1|tA_|u-WrBuH#7i9YJ+F>F(bNviYFvmVKKP z3I$^O6}ONxF&m9?dGx@70?6nqH5lTc*)+CCL--kOOJjO+mGx(Mkgr-O%M^PL`ScISYQ_gVM*PU!AsQ z((5Zp`LtpW~6@+M_R%BgZ+m3k?BkS8?#4V$0`*t^zON6 z?5TodZ)iM34c8`O)OWrFH#;++dk~#*K$gg^2k#@nrmTwQPQjrN%a{~k|L8yy2Z;A6 zW+=baHQ>9@SZ09%7Tp7LVi*D=u8hZe|>UYo)k+x)>S=q;`&>|us2}N9qTLt z?9A4L!zgewmX2d6ELN{s8e=vMgUSW3kcriQ1jM<)VyPaCv$m`nwgG6Xt|^0Gq>fta z-dnUR8ZJx$WG>UUOv^W9;}9C%1RQ%y16FegsEWc!T;E0dJt+Oy4~cphFWLkWRfG1r zvY$)xmWX#B%VsFP1RN);x@?$=34WospcsIep;8Yfd(N`Qfyft(PMj$0=dB2~56?YA zuX^8ANJJm!P?)R%&vKr>1pY<2jb0don{f(Xb7@-iJMr#WgiIm(=)jTqGvh=36Sk_(G!vmPI|%dJfP4O zixUna-!r=&y(tZN+W77C_EX?)e01>rtia4QLNW!L>8PSAT9 zUt|+oK-q)Fj}u#1MoW^|vI9S(!5}+v)l44clh|EiKh0e^m_^mgrnRuOuE}Y;CwnS0 zv~+Ezp|zJ`zR{w){+4w)awp8&`sq<($MT#7jFUVny=%%y-@yt&W+8;>>l3nYX)`n8 ztweA|+9%gTxR?o|Y=fr$86If#xEK@J;9zS3k??945;3L<^EAmWneJI>S*ayZh@{ni!xRAljQeY;<$HMyJ z;zlD2T!F!MlpK{j;HVI0RZG}|Hw2A+Mv{uWZ+lSWo!bZHXd9any;9+IIQAZ2ZLn=I z2mj6Q8}{hNjT^6b;-A~eS%=i)Tk!TPS8iM(dZ)A7DdX<8GTsUYw%cv5Blb6SSe?`@ zNs5@Avv*vC9T`8&Y#s%9Hs!Ls<-&x$rwjRk=T2Y9C1z?o3JU_)V8>_#+zMJ9j;)0MF|A zy{>APqY}3#GY`&rUI*9X+<12g-+C17RuSJ2swWR*&x#MPM^Bydz?5J3-pHM3zfHO^ zs2vw=nq---hWVQ6(gxFrX>WryqFh zI1X(FsC@Q8TnLS~vfgIq+{kBmIo@E7Cuf{zvIwNq;K+2jWB( z$8_A-h&30Hez^4&S08m`XI5mRLa`kAU}q4*_4Hnt29)oK?BcGt9`2Bg{%oD-tcoN2 z0nPjYenTa>0MiBj3a+_WWQ+X;wpZa5*Vy28d);liRn_?)b=ltx*`J7jz{8n489#iP z0=x(ud}VYI`?iSCvTqP!Lty?kkkhKOeVTPkTdLxcCm3HgmYa~z;fFOs4TaQ90^V{?;MWuVOO5lpOEAFm$96*%ETe)QcSx*Rsqd}%z~w|usqgjT*pLX5t!&kYrAPVbpmFr zMvI5%RbpDzVr5~wRa;c4Lv#(OQE?Sn^$lyWzP>m&zdUDoh9ZYMhqTZI3!&()*B968 z<@s8{Efz3>?JR_H$?_c<7HZ7*B+1^u0lcD^qrH&o?PY*>6DC6&iy3j2F7k?nL#!}X z4L7S{wT~IynjsAl4jPH;v)~OFV-A-eTF}7tP{=Qy_9?aH;$sDexVniNwJ==|^T8~A%B^wn?hmy4rFM;?uO9h{IZV1)bs=kDFZB)P8pu)1|`y`SCHRn;#yt zu6Lbt?(3X;&-tAIbjwbGxCFh7lagpD2-buhewVbDa+ns-x8q8JQ`Vvx7oeAZ<4*<6 z*MJbJFsQabIx(3dPf|uWS9KtrGq4v3eu%cSo6yf6tY2fwIov;|us>yVQceyY6wJK( zy>omg(@9o1PqPBEI24Gr*+>tBw=|@=$Eg=V!DuRg>in(bgZS}($Z;fqB;C4dB1M7+ zoAYzg)Nvkq+tSbP7V&9UIEH*5^^M?W<){id_A!xZA!@mPLjwE;L#=`FEYM{6y23kc z`=n%_R?<8!+q|K=eEuHomSfUDdZ+XO=~L2k(l1EACjGATN7A23|GV_p1mqhautAK2 zHfFY0HNFsuS}k^r?G8d5bohvjV`(2Xzdi=2#n3B8aZ?RJBpBI$O5SLrf9Dp4^mjQL zX1vx#)NdGFWdvN=?1;;F%(Z)H?pxUzHG<)LmB5aNZxblHVqe~B$9zGQpTIt%1KqNW zzwo8D+F#=|;DIn4;w?Pi#arcQi>C%mk4YzmdiyX7qJSAu#Uxe$L%V6)rpkBCN@QH` z;*xHGwGE@H4kcrKOe;kprD0UkFx4pmdq272Tklt)m}Clyp$^4pm=l`EpbH~%$+sC} zzojzG)3SRS!&etjE7eP-2}&nQrT>{Jng%K+m7(BO&1*B;FUbVToKoF1l>e47O)p%( zi+K*bB)w@~pb?Yk#@QUXNG)AUiP1G{PcRC$1~PhH2mvmk5VVC6;yOTFHK%QFn6~?e zul@*XTB&@`flR293&kIi=r4_2Zw-s|tbl1w*5sEt-Z=W=-6OqSdNR=g5??f7bcVw4 z?4b%!0hOiQ)Y=^ZSi7}>V2#4h07fn?TJLl8LV;bVR$@M+38>E~7T8yyFH~BU^zTT% zd!GwExb3@*)rRMJn&KF7qY)d9dQW;9v=UEMv-4e$t8ZDO?-9FKWvaR={3&qv=lx|L zv^jW%u4w7WSW&+p&cpDD=h-QImv0G-Dd{z^N_MzRo|Zl;eO~&q^fitXiVYG5>Ma36 zTtUoB7sqFg^ob1^6(r~axgr(u4DP6@chpehIN1m_0fIY8cw=ofv3QcURR_1Ud%g*PZfpM|I(h zWtJ-j=;7fk`YITevI&~)F{o3h0gIOT6!UN~7W7QVF+owEQazn%j^ij)(`0rxuY*hj z{gJU#xMNzLxI|Si1RWd~l0D1Bx@VZjMd9p$u01`e>lCyRv<5*(p}Iaf4a%QP6;MM> zMO-2wzowXQPNDaMiUE2zvup#E@Hq{&Zo@%DP3G+~=6axnKn-EE%F{#|CbS;MG@gOF zPl&ie8T$Z{p~rxhK&Wo%%6wA9**G>K&4KQMcs4Ol<8q9rDDNiF5~0@XZ=vGChc6hk zc!{N%odk#oiXQv=b%W@#jXuI31~tpJ^namSN?DO(f8fC~C+sHcAuazw4vKN$1?Q^-|l?W_cEvIf?^)h4u4Phx_4nOi{8yMfh;=;Dd2J}C-OS}I^*bKV z3EE#|JV|9SSL7i)d@j8ipAv~BQ-0F2#@XstN_3cV#`6xf1^vfh;FmR_XYu}oqwMw) zI5$EwLK99zeTct{B)@8 zGpzDLTv90*07yW$zt8eKHS+muq`M}qOJ{gy`vb}940Do~OPm&$sNJ1HIsGr=2>tdj zS9!5GysT_uX@3YM_efeuUl`B8y9=x$>swe{pVLfJ`@N*B3gv?JYyjM4%?>H{NUOh* zloB!)wnW?Ht#JxF`xteu1Ckt>Y4h~3*+LD=sQ>VXIcJ~dO%~ejLp)niNL5`P%3}1d zL>sR8oBf3LGB)i6Y|*m(clM=668q9{eLKQ2yGQuS`0Ydzk*bKstF5 zK;!wWq6;Q6Vv`QYNQ4coWL8CbGrGW*k)~3d+pV~_#gU`2#fllMgfz@iBaBW#RH%*6 z8u<2x9T~0zR)cN;Ws{|ElqP{v-3YF#>|7MM-Uj*yDz@yK-!OgIR+R68O+p;g^KF~? z#uMc@EU*7wR zuM$HxgFuHN{XQ7L^&l{1+-ViCFpQzZt0N zK(#;pY5Sf&b8(o{f_nlUODo2#vh;0`#~R1#6EX+|U{#XFc;h76EogAz_=-!+SxTgD z5U>oNd4?&J+(*chpqVQ?QQklS4gDG1d*)k22IFu`WdRKNeL~45y64b7@MX%|l>6zh zdzhM!p(_c_keItjdj8y=h!Yk8|@JEOJA)1_D|3yUFsC zs($Lc6;6d#wx+Sd*EA3}_lKm9k6CdUhr`h+Kwb+(;>}!&ViKYw&|%;f-U{=aR$(@y z&ha>tbd&4RnS@#3C}Ed6j%I+CYaR2Vf?#wDL}lXS1Y@C(rz}fmd>A)z?%R*NV9(Sq z!H}t`>9U)8Rj~cQDW=)F1Kiy&Ew`O%C%f%!*fs`@cEwoIoIC6W|U4__O|n? zKY!EgU$LO*&AnGL;P9sp69QHD2?6_;Yq?&9c6&uykWON3V32dqdEXLnB~emrQ9e7D zrEQ9mDxa-XZi&0pbbSeikdmG1-pZ3;C?=Y??JIx4e{kuCpL~H7?u3fEEbh{kTzSWZ z7`*3OLvQs8FM%^f-hzy`oTMz7YN5or6B6g5qfL|j3^#JooJ^-1x1eRhXMLLwACD%~ zsz{SUzQNQa0V|#*(@fk)_*IqElw1tF0u-;ZZzMa}%kwv@`5J}~x>a1n1okk2u*c^{ zJMGQ7%C1tCK1{$&RJ2DZ;XO*5(s#atDkLC^^1*jfnzVQEuGYbC>xWp&`OzV_;CuL9|-(q-w#r7uW7EB%7>OMIS~`+}j( zB6ydRJ#jByC%WQBL-F(wVr$ zCvp4mycT!VR>*OUX_Jt*(l)UwCwsWO0PUmT1@x=`85CmS?Z$F}sb?VGpez0zc< zG}*+>v0AeRfA=Xv&pffR!!<$xKH!yW5}dXsv#0M(%gPXpTE^zjYf`zOK-1S^f!X%FjXlbemo! z_~}6Hc0cAdpIA8mM4!wsHjp*?O~zi3RmxUYwzq?y`I%s4CHM^dmyF%GhP#OvH$j>x zKGk%zNZ9COCm~m5TxRTRtGvdYB;V$W26u0|T`x@sBN>Ehb9%h8RyujsS#6sW@Q>8E zGZxoRHctEVvmwPS3{$8D;A3stT3ZRt^2vt-xW8jetO$Cge-HH9JahPPyE-XP%hw}! zFJG4VP<3&AX_AIVY9fI=eva={I}xc>nhSW-LbEccE!E_BVQqOzZYP=KSr^D|%M*(Q ze~Sre2D9hwmmkJefShEM6A&u`EmuLgOL7M4>ixd%&39K@j@ei}8r=W+uo)8gelrZ4 zMB|QQTvb1Ne{giQVLGkV?!2e_4-7)Mr^0Vc=}6?#I8ZKvrUT>vpE{WLr@6IIPBL6nI`ZsKh9+tv)8Q7e0He*|c$*(e|vV*(vMf z#`SAlFkRA1HqIy74Jfk%HionFei?V5bpBml~M3tTCJ`sV#Le-we+f$djlgBeZt?4`=z*{@kesQ4~}ipATNU z`w8;Ha25RGZy`5>Io@S|jVFbJVF^!#==g;QVjbc2wG|D5#*t=3{h11u&wQ7$ip40dwwcv4 zRTJ0dD6=Xm)0NmQo4PZ3_oSnnWjAK()k?D>muEY3aZ;!0(%)v7*-*w8K&P!km(TMc zs+1t6J}BQ73=amF$hrkeI!pbH6TWn*&MlENam~Kg_PSWy6Ec7D7C0rfBun2L!Erht zw!-~1~RY>QLkq+)R9ew(FhA$xfZL zbLaUssr3D-PtNxV{9N?ybI;oT#aAkmlNJ1@FiQ_~ix6y=D!*6>{nyy&b+Hq3x7QQ8i$bSZE8a~oQC+|ljQqZ*}K@jSl&Iy z)X$w)*bqPSy7e3q{~X`l&r}@)47T?aX6!vD{QO8Z_jFW}<~z7j6NARD!3GB$((i<5 z6*SQ;XcG@LT;ajxovjVhzO4A_WK*+EN}HNz$X3Zw=!~W@$9H5+2j#cq*RUO|ZhOf;$%sk()e3!nJmW}2+R9}JHKCAk}wB090BJ|meqpcG}#VSvE zm5(Eya1-l0X6xi`8C&Zy)cs=wy?#ZTh(fIr^~J<020Ki2rxm5<>P&{(>FbOcu4&5p zj30W?6flU%a>|{uV?zB^i0noFvpKXP~m_YANoNU1|gij1hBbXBKFX$ZLNM{H;N~ngH2jjw;Mv)k=Qz z6eOgxfS3$q^5P^>HAP-9+{#6!vx^n?cgYVR;?B8qj8XRf>Y8_s(sSNgaqiT{sP5r$ zJmOxO@Ci)lDjYUrJPa$nlN37->}1pyLR+Hc5J4{^h64U0G?7Bc$j`HyJLwTcgXXU> z%VIjgd1Kve)>!P$s0xrMQzcZCvM&7OnPRJ+qZky1;jIS-U5YYIV>2H11Ji@XQpnm&9#d&v&BXn#@pTf1B zlV~AvqX-vVBkpS^rYbb3Sjj4_ii2EHUVUyhVV!StIe=Jr!Qg(ov$je$p~ZCC@Tz2u zSG+fwyF+hRG=9HT1!djREtwHx&D7vWrc{T2a>r0KT$!T^)d;;Um+UXQN?8pRPa&#o z>QhuUWM;^^Qqe#Pz_e0pTB@#_xF|&tCIUNO52M3X#g%Dwv)B2Dwrptd2pA3WCQ+bD z>eyGy=&rJ=$eIDqF^&9rF8_a8)u|dN@J-Jq%rzZmQA3p(6oZBk&hF}VT|pOHSp~h) zRH><&x(@fq#HQu>;(RvdsC;;|_EjPwA4EE7x3*Ba&`*k7JHq)S!ko&L8DYXEE9mgI zE|TiHaxq@%JqkfUI)j<8!^%^>rh}a&s{t5Xw4#_gg=Xo342WvLXi7Y4P>jna?uq;F zC|0{!hQ7c=Hoy)i)vq(zRPmiq0D-J3#HWg?7>q?ST~IVlS)g*nm~VS?E9(4kdwb6a z$GpCAdmEPo(a8x|7cSJ;rzK4gy0(h8rowNcbcyCB26rJ8o=BIQ0i+;-XQ6B?n{uxs zpe$e}LdC)u9@>$k>k6W~n9!?%7-l?6$0${q0eeslm>dFIL^CG3$8KAlM1SvGAYEIv zR0=hdsti4%2+?h5$3%7_yHr*%*)T{_a~##QND0&KP}Cm`8}wS0fy|-K1sa{+ns?p# z{_#z)Ow+k=TPjO6uyp32Wv=o_z}uy}I4a=VrFTi+FMU9gHnV9WjxYj!c(1j^(^^B{ z-cq%`D#p)^j#i2J9*m(Vp-ryCwxT|6W(dDo?S$OdtcOSZLfnbsUb_?Vo5P&x=PJI! zR&EDA)VZiilm%11Tiq^it3Rx+m)F&gGR3bfsL-poB4|@x*}O6rwcze9K39diyX2^B zE+{0{lvXr{&Bm`33hUR@DX4v}p}VtZYCQRPwcD-6r>k+d8`aKO#+2G$)eYC1?Zwqv zblRPTo7;VL%CLf{R$atr-sSkSuHH6HxEDoQlxqNENki&LD~VLkN)JH)|2Wi1%un(0 zadM3i!UFapjc2YFl5KL)@?_U2TpUn^bX5&=t!NRKal94dGfHvsL-!UO+2L={@wurkoL45N-(})$rry+bd@NbV zdhJy*NmfB)ba@^}X`auqX|dMPrsaNT6Q^6yzmixuQ`kFxytMNP*$woi4}S0yJ3poe z?hmV#iaNdBH#aVsj;yTw(R)92Y2#r6RaIg%&{P1sjUUR2X60wn$V9Byu+f$P*PmkT( zq!fP+eb02@Xa&a6QzG*~Kbw4nFLHw=S*47_%-OjPQ=3e=5Y$mYUY+br64<$PMrEr^9Spcn{GM=sJ|f=2 zCp)@4K!H!T{H1cX-mb%6H^6QE0(ZI(a9fy*SO(2u0h&~=)Ce2>e2o~_?6`K^!AUBi z4aAtrD-7bzZlw@a@QEI66DKGSJdJDaD3c;qfe5lDqvF#{<%1(wFGTd+`f3D~yWzy-;khac{9q+8z{dy84P<7#qw{ATC6 zSCMTy&;l z+i$e22lLzG=-w4lDoRZ32kpIE1I@4tT7J0Z8iSVT{Cgm+*PnRSgj z0%9M2CKwFPpGo$)D`3gqvq~lFt13G^*yUFSnCye!dm23ujBMV#SciXzM?a6|D88AR z+-VKp-)X5M_p5({HUB0Xhlq7=XEk7CZ##XdIa-zYi%4?Eb=yxllY8EN-U?dg1?l}D z{l5k6=Mzu{m!&UBUz2_dO5)JA6kVrnjk^A+QNLHbztGm;U)I)!+uaE=>UB3#nm5=E z_qE6arI@tMJ>E2v7MhjB&bX#Zw08Sy_Ko-E@B03%^nPpKW&CV@eHBw?@8YJtEn4!6 zc?Gzb6E|OM)oBiLfxQs%jNkJ~Ci)clWSoyLwC-av!m^}|9PO~Ag(F-N77$KsjT^KMk9`!**Xuev6yk zG3P|=)!6=NKfR*<#XUYB(r(53uZsxNbaRG9lFQ}{k5WxuVh*29ZvSe2HU&=^zPE5Tucs5zOWYorfSzZWuQ;O@ z*V{S51?sUITiH&0<7dENN_S$OZMAq0HZTv`i}<-+H%%Xo#Lw*_GE5gg;)s}f@_Tyd z$vuwmWo_fW2R}T1>&A{uk{@QWkX}e^vwgA%1mR$jr8^wjBRL~>v~l+wdgijAVMh?S z^E!_RMv;0L{+fssWF@3X4iKs-WNMnX4?S75Emk-Vk~A;oH^f{=Cr9k>6(_iMYbR^) zSC}bio;Uoy%>DI~i%Jh5!)R;?W5bbH}8OF4=++$>4YX@_?yKH&!yCLop1NtAaI{zv}E088%I=4 zS66Mf=hqZdCAv;Y#&h!RAna{n6bde$@IXd23*?d8+{cOs8$VAR$Ad3;2D30GO4cT* zt39K;H0~i5J=WPhC@^D9*DMD4H#xcHZ zy=NM$Oj&)9YK*QhMg4-RpXR0W?35JF_PepZ|irnUH=oL~T9h|Y~ z3$IVUk6Tc$w_)pTsnGov!xtWG*U++k>bd7?(BCOf5)MwwOy;TSdt)h$^Jv5WA% zzBRCYs#f%pT1xuP3iQ`IILqBvg;xaMoJe@!$WO<39={4sX5&A;I1Hp~YM1cepp`L{ z=wpJRn8$PRwZFKBtIqh&E>2Y;peFC-`s*N?f8az!1_rfqWctLj9aA+x-M0KQc3`6C z9Og@+gqSL|waTPnT5#{m8QZ|yG}~8HO__{zo8qFK!iep`uWXoAV3jaKRdK;kg({?K z8o?dkodE&pp#r5ku)tv{vlX()XSIZdEd~kT8V?;nlVUZ`59-Ulqm3Ip(R?r&HQ=fRe%`NP&Hmt;K#?BLMi3fKK;>QA_N2z!Nvpwe&ZAsMFJ0 zzlh|Rv7%amS+%T+fssIqP@r(OVykM&j4f3OOn%#9ebHPz1;Y-I(^C|)TfuBEj2&H~ zaE2W=2}tgj=E!zP{Dz ziLlF6grZM%@YMOSm+o*){At@4E^)qHwo8QXUm(8C!{YuYL2*OCHF79rFWN5I7#xQo zar}3O6TTxtHam(I?oUYDKJ8XMB&L$KEpw^;0V)%IrM7Q3<4+vIbaVG8&) zes(QEMy(1Iw(Ugl7m8e!b8atiaNVnk_J1)4V|`KZV2ZaXSSAN>o%!HdKbt%?sB#V+ub%Q zpnAqnYO9~+>kRK7SE9M;on5*CzJ)_%>NGhFn~D&mXr~UBZd(wUG%01QJc0x?HM8(= zZ+maJd_OPb;|PvlI6y}2yr};!pY!C$cX0XS=r zzq7w=*AF;e;~_scxH(;<)grX+L?Ekh97~!M-NuF_QTh=_L`5nv_BU8-hVq zMZ9DYstnKTV5ceiALFNBU;l0fj{KsfpHM-6h9Q#?T|KE;^LhPA=4#+u7JRGAzm`V+ zw~{*E@5SQF$>K*#X@oeb!eL6f8QS!Bkq5<9^napbi{$ITJpYyRPaOE*74gw|zRE*f zMR7sx+|jJ^j^a24pI{B@@}h`18-b8O$8<8>yKukS+Hx(aKISy~{#!|Hsx4o`OZY+4 z)OTksj_0wBUULD4XM?ZgluqKUW7ng z3hJ0f#!{GX^D6<|1Eh%(NeoqhL+_0KCQv-Rq2K<$B|#>g_DMO~^NuVwD}=cIY-?kqHS4>CRGN!NNZ?yqty7(tnwgzz zHs@w%rY5SLn!xOoUwakay9)1h_)K4z#Hn<67-ar(?nsh;bZ>QL(zOZE&4p#(*=WM2 zWUwoa9Pugjj~r)n{i~f{yPY zJ~_17GDpMV&Tqn#rO6>Np%nUjVhzKYz$8pvyF2I;TAzRP(fO`QC#Q*`Dr9DoDz|~v z*t@+-Y4!FV=)4;(er2jITeNj~8~#)8d>Y}7?_XrW;#{K>G8T3kbBm8rIQzakp>O|y4AqBJ_*GflT*Xei%jYqJ|0v$f7$cYV0P0s@w^GYXxY;U}jjsd@%a z9sdumuT&~tsS>qkry6pFv5MT7nr%mwl843cvvYHEt?ugTujhPX>afN8@%ZUGaXc8V z7d3(M#JLth0`U#i5zZ7?w6;4rvwDLShSTl`akXBboxS18BWMNF67+>>XdPOtr6lsG zS~wI_3qa$q&eiAZYt88reA%tfcUD{Vdb2w-2BVdy}qp;KC`L3bNe*G%Y^ zOTqNo`ckJ=jV%uepFX~(8>gFwQaw_ene806%$1eS+-w|rFjfO6^-$B-?tn2fR-;v9ZG%?kH|E4CQDNag)!@DX~ zkQP269Az`dI1}_m#x5~ZC-eczKE+@Q`;08f^0v%AsnDkwdx|QbWHQ!`{9UyJ-WK=z zT{8BSAGz(GiT90p@BeoGBfa5wPagDc?clfD6Zd?0{QKRHoabLC;+kW>kN%5dYB-H& z;lM=CGZS79t^ZQGLl!8#LpGGpD29ATzFWj1r%3aBsFnH$yp?E|jD0Wu=byQQsQ&nu z=kHdeDgN%x<|%UU+b>=m`~EvVbH@Q6Kwkyk)|bceNyS&l$2Vd!Yg&^g z=v`MR(Pc}Skm)v~KUewjvtMxu+%u`b-QU@migSAfea1^t1ah5~<^^r@S!R}XXgnb_ zn|`a^=|QK^3p*Qq*lgvSURYdF-MhoJ9{+%A*Xmp&+cQhHAM#l-ecX6J-Cl+7abQu_em zt~U8vDb`{QOi5POeI{=FfjGWN)P0P2!5H_$I z4){9=fAc&>4^h5Z%)a>c!VQbbRVr6=dayY1+(;#EnWJU3K(~omMK-kw|J&{o~^#ODLnH++{cVk=#=#Q zP`SK66S!Lte0K8NV@l1<54O1ra8dz;+bueewc9)8i-B+j8w}>RU)+9iY!S(Xjwykp zTn71P#+Ko~TIyiTN2!L=66mCW0&-QQ?%b8kTfRraF}^y%ch!CS5Jp7I4kO z#YLZmT3J}A!zTkp34&Rjd4|hFnGBEVv$*=5$FfgIeb8<0m)?n1>jAW1pXXKwbmSgX zH;rEmg+g{J3AmmS@9B=RG?wuz+B4b!S!7JnP1`NIwy7(iumk(S81BZfjB>aZc#h)* z9~0~{g{f2_$Bq#NbA2-|kkNAO7Z3wCvehXRLo%T)wEDCV6ER>4gH&9+T+{2Xt6b}2 ziuC{<)$;ygEf4YZ*c(w-lc#zkBDopvkg?CDJFlzeCft>W4hwa7nM5!iACd0BtR6#o z-1-NAUGN2fHutP4VD4s~ww;)Rx%0`1@0O>_<>}T;sWdYgAihNa)QTV&p!s3Y4?c;I z6rcPg0%I)mL2Uc6>Oxg^p0rEJgRSZEF0Z|OrapQ8zf=_d%qRKt%O~+#)p(4=i`|NE zKbWn#M4(^vrE`f+CJbK}Kh?O;Vi?3tS=n1NVh7%C6+Z@lAxERRT1=f(@_yW_|^eMtH2qwZVR zFO(ui6G)dCtqCcv z%km}4GcRWI_xRm;?t3uwZk|YJ389IDtyv#6=P=3*jz#^Zk3ZPF0QCPzpBA z=GJ9>aQ%vUnHMO3`Uj_YH@Lw)v^RJWPRXwv(#4PT7Z2WKe{lmsxQT9KKlg`q9R4Bf z=ea4pKGJ=U&QXb&I4TGIYoyv*hgDXk2&XM9Oq;;GvX5cb6fF;d~d zB>sDqe{WrSR=RwUEJdwv^R=v)gPf|Orr^oA^Twb#YHG6nJz4^sgMVz4p^YepWf_Y6 zUb}SZ?N(`y$fikPqfo_UlpulzSS)C2-~m4^6Jp}V68C_KtRi$JZe&^9W4Trd!?*X9 z9~W9lp_*DYWG`^3X@b};K1Qs{>-rAaNAG<+Zansdzpp5ZMd?G*58qsWlpyw}7`Rc2 zfk{%>TQvp1Bq@AMJ4L@FDY)%cKNc-ueXDa=Blwfo!|a&CS>WuK$YD*V`o@S`-4Z2j zr~Q8`=^r<)U-LWZqJC$yGc;{KwyOU1rHdkY-bG`gBHQlFjBCr4iSgAdyqL5`uP}8l z73p)NHJ)o@=)?Ve7D;DwpDB{{5&gX(N}_`0fpj`~#~~6??_Mbovs*AU((*`plG~rb zO7YBY)-SJcc^&~>;qF8FFW!+%30U}kI#F5(_Ci-nG=tI0aeNo|_Ue>um>2BQOMb-t zI|gXzMjj?vKWLPZ=VGO7&V#s>$P4m_!oZ8l=php5X71a-+u~{I-kWQS8$6><27b>k zc0?>2+VY3Btlu#8XeQzz`npMWQf98#INr(WFYvP?SmA5W3ipriCiQ$7`uUr%BHFGT z_qFJxjOmkQ1oAn|fcTegqe_hjZg-k7dzam6)(o@OY)t6-VdH*i&}zf&-EOkD*>nt} z)`Vwa+Yogt;X#osVNJ}BA?+p%3BnGdvwcYUyzd}7fBi74Vyr$rJZF;79A?lK2no9N zH=$4GI?WIAEN7rkDyUAPEnAnrdYCqStNQc}2;oiDr@wT4{>Rwj55CU%k_;)fFu>qq zHFOy_ZksE%z;+cFt^ybq_iw^df2S?*T=N&n4!&rAS-$mF%JN`tZ=yV}$LVfR$ zI(Lh&bKcyz`n5wx(xG{}gNILC=jLP14D@fu_tU}Ai_xKFTuFq(Mew6Q)DNHo6!mSB zXa;4n*;jm zq_oz-t{kMR!>DO;FMXbiwAgkJBl#4`y(T{hl-i7%%s$64pn*(m#J_SN10Ox7usuY5 zRaKjr6rOtqvz=fqpeXFe4rb-?bD{*KqMv;L`pX99>f)2P8R1+b$){j?83!Gnv2 zAFuA|Ryp+d(98V4D_i;=cR7Va9>^h5dtbBkZWp~dyItLS7Bi^gaTxmDdEp|OVe{eq z6H>A@E%Vvq4A*#C?yIYE0?|4x0)JNJJlwguwK@Uqps{^syHRc|gd@ju(JbN{|FtdG zyOT&#W4i%=VSCb49DWX@m7MELm``|!Y#ilSD$5dq{!o`p9&3C7C|v9BkZ?0x3)fn` z%^~o_Es>xeMrzVQSV;|`1Q9Y2Y+fGlwgx6*tim1#5JcZV3|vBAo;7rb+Ukc}JfLk2 z%*3B1gyhTePqyYQJM_z~kj!{2bSulgy0}xLvD@$}5wW$oiDuifD&h`bsd$y8(#Rcq zxQIi3u7IjoQmpAx+%{=_b2@6d6S_@|Qpxbz(+sT7`M_OXb?}~Y+%{N!YbtDcHN%q4 zvakE?8Is(zvLY2R7ImKeEpwOW5LsxHg`(!1AeSc*MtAZ-S(Wcvrz*Wuz#zRM;KQCE z^sx<@$d7RS?p)qSuW+1(CiYyT5h{5CGX5plX#KSQKwT1X65iD`9^!2J`g&##D7dQun+G&U*BuSoQIQUe*+#EIF~uSldPY{nL!>Vy$Ky-hm(tG- zl4$VAD-g40>ED7c!S~=}cPHe)2AbBh89B>WK-Fa#9lA6Pbet}DZ|6?iTfHH~992NS zB{M)sY(JUypW&Vv=WK2+{$AvN6J5|FUwmJ;uK1B=S^q}2)_}HfZ^cQB{f$s^&pA5LoS^4amHq`)|NHCHwTu1UQK~3(Z-hdc z<%vhR;Of*3N+uMJ6WML+#jA&ljk2ec>rXQ!J56fz?v(1gDS}Z^b_^3u9%FpA9WkGn zs-^U!-BqB!#a9uZ8qdRx$oRTE&7=qjeetH7Es*gXSH$hAczBrq^QAB>ttF*)eM#6y zaY_0pw(WFIdV<7K1ZBD@y&JPH23nYn7YXu06FVzttI;|~Gr<#Zx+hk}Q}3rd$wIsp zi%<+~<{2;`2EK}93jLuc-(ITKIjBXwR+1gPIu+}VOy!B&>Ie`!d3;iq<9Vh+TUM)t z;7EAd@<|X7-{K26vJ5>k^E?LK_4E8jUm@BF!femhb=a_zx-KhkC3Z%Y@!X zKzTvofCghK3`S!Y11ntg3s!<)ax$PqK>%9Vn=0I!%?m?I{f-o4hLpajIegNNXGuW? z3Z&7`Q4u$`wpI4&BdA7gW2$RVppJZ+soxM2)q6}?pcZ=PVOncYkrtE(IqoFiVB32I zeSM`rhrYDIV=7`z3|%pTN4ql5xC4XoNtyfp_64$L=lwG?{^IoX;<0IGes0n*CgB4?lT=su|Zr+<-nx1dD{5)KBTYR72>8{P;RWH}c(C2RoF+_*0Wldej#oAU=OlO`V zS%!&RN4TvldkSH`UQt|v*bX%T&yo-LzwwxfdGczfv7oex6s?98zFh+upnrBT7nC+c z3XhkDqUfR1xe5fOL;ZLNmD?6E_L;a!MfVv|Jh>teW(sI5L4iVOm4vd>HPmX&&x~Nm zNWTL*Ynkg8DHSp1wGx6!>G-dAWD9itK$|o}Rb~b=vN!Qby{h78s9ZL@^vDpU&h z>(FvT&y$ApJkD|i&QTp>AK&RJN*@3EtE0RUQ34_lB?n{qyF(0qFar$A%K&54j!HWi zy)fj&xG&PolMg6}u>oiAI-nei&@n*{RP)0J6oe>;E7D&|KKef&TpRYuBKh6{C7jCN zm(ECU;}{^AQxc;yg!30h7iDfXQ5+>_c_fF(u-V`0r}4C#9KXAryMcz86RNhEd#EO1 zLA_mtRRUcvhuAB4uEKaWP1v{|?u6xW*BqZIy9h0+4NwX4?;W64=iN8pV%Ml@DT;+z zqGa|EaQYBfc5pOul7UgTY3cWJ(+OS^z|Xy0O@%iX^i9+YHhA{l8)9gvcYNU>A}@)^ z$`=p%{s8PZZp2|fndb(nNyk7(d00BnSB@YEiO#Qwk+H6^uoD(chPYc13&aIX93Z@(62mFDI7MZ&m(S^X+9Rt zh2h*H#*&3j)q%foYKkn6zE12;idO~ahTr^Fekj*WY>{SInOmHzgssI^IO$X;s?OBn zRH2WkaS!O5%HrG~LRds|;5vDop#XlCPj4TR;(3ol3xc-2>qQx6Y=TjBN_s2UtDh*u z>E^z>dGz8C<-H-Q(>Vbxnd47dAA*zh;^A|=1>(68ufN`fGzFHxSLPUW&!(15VCpX* zFE8k35MhQ}gD23Hbmz^YnjIh-bi`JElTZ0 zg`MT0f^AuD^Ps}B(1G2u;0}=6)`@hUcxZC(|ATVd9VfS2uW-5COt9e7F%M_ja7b(S z-)u=;x@fY+Ma3jLwx2ck9itAeRzYP4~bka|!*@dSQPHT3#lfH(fmC zhN8>{LPp!SD5AZ~9||Z9K9maTD{q>dhC3?gx!!C!{Zm=qk#))!p`taaf8iEI^^drj zM)|r_v`#PHvZU04oDkRJonVJw<{kz`ixL!-WZ`j!h;9o}rQT%O{R-8gM}dAtS23nL z96o&X7A5(IH17rBbs8Nx{@|@wLM@XmYNw~A_evj^o|Aq#8#mL{u)+c-7xpRL&QZ^EmWoXmBb*%+)_ACmWfQ7(ecv75E z6z$LHMnANEfuDV`9Df5r-LPg9s=Jdyre3+sWouoA_U-x^C-wtJIQ-vB*Ve+Yi0b zExIUwd!PIToK!MrRh06<2XD6gcXJ7k>sa5oF7^Twz;cT$!3X0KPmUgYBW=W@buBb4 zoCMqF`SE5;_HV&}9)`@KEaG4=VaQ=(B6_PD>p!CK7Dg?Wy)k+FGq);5mdOxTiUx?9 z7re<*x>aGM_}#bEW^=x`q2dd?I;AG!$lSrM5%p}}ox>I=T( z_|a_WIiAO=QvrEFWuMT?`X`u5Kl-FB|B&bXkSss>QA#u?r0*g+jtn|^7u;KxBk!kX zRYN|>*h$$?XDR6gM+hZdP3ywXk)TJia@3@2S>HRXP2FIh+s05Ns4qM;DMKL}vzLTj z98Z6EmzMlUL-aV(L^4aojWzXh?|Q7I1Jax#Sd<-WG9Q@|MLlw*mjauh9d&(@&1VSOu1fKr1ilR z4?SNA+B^h(VKjfhXf~5qIP^f;SUDS)bK(d2?q0roz&cUNP_nt4Z8%ft^MUKDE$Pps z0Q1V>x+20`^)Txq{@-#*CtXN8Q=8W&y35v&*XuzLl!KtA&$h)1+PT@Ii*6<27vR5A z*cGcunQzBmz<9zVq%emjynib-@4HFbJhADt5TOon^QHyhcrtuvn@)=_z^7{L%v#s^ z1kOkBOa|yui5tGhOsBgxGYDtZ_(&>Ua(URXLJ8t=ts;t$0kyB)^w%`OYCPcv5 z61*k-N8-R)czAMQ&MpOtU%2E2idWhe{HJ+DrK@9dX+1CfSJLlGFG>GW`nS?+#Jiq< zlo&=v(K|+QX0vQI2VcJ~8puAhki(uIxqjI5H}QU4cIo6RwAXU{kUz>mI^rSZ4np>y zezJ)8lI)$qO`U_1`2EK?tKAU5RaFCG;9C8Ge7XLi9vbSg7Y!yC~ z?ofKj$@!ed=?l^?OTQ`of%MPd z+W$=mDUpUG%^$MHtqFT(7|`;@d%6=O9)7`QXE+U9XR~#aedp-)8#pcw9{aA3=D18O zxYY4_bL?V%d0%aWz1_TY+ey`eO^}~GPYPvKs0;IX1$;4oU3=t)>z&=szE=R@nNO?o z1)08>C$|ieYQ5`4A4y?!WVtIBs_g#F{Egn(-6xiV_GGf}GzT`S^5r{;22?Z z(h+Gn8Iwi$6J`qKb49`jtAqenJjGh}?;KMv3Kf|DxEGWENDXvjt|7nrSGjskG^V^f zAIt~say#*TdF?f#^R; !AecqWWwnu>dq_2UYMO7s#;oOKS7v(^z{gR}Q$;jJQk z8MzVsi(=&`K;??#vx(HW7g5^^DE&k34bH9VbK+;WcyJCcQ||sJ!`=25^LWQEf-V(+ zR(3bfvWV!)!t6v~ZINOz&r6)}7qkoMuu@ca;k?dGX^z3Pwb3c)J(vpt(cV{)KNWSS zu;mtmJl_ER5QOpi48l>);5^AV%T-4&rUhtFZYx3!tww!)Bn@of6@kH3#3nD#g9)j`G)qI|ANY?xt z`)!-l6;94D4KsCr_X@uI1tHl3z98M=H=chQzwzt^eBXrwzoBLRofh|OJ}TWV-HUiz z{o*uUaX&?aLj-fJaG^gc`#IeM?{<86qiXR{)J zhN@cHHK^VJ6kX!2SMyR1aOzsKw!f)cFG6GgW}#m0H8{Q} zH()TOC9=AGeSSWk^+3?=fW(0ztsOu)6&X@T_`zb`$4}9Zx+YCwoYC0)$VhW3D78xY zyunZ+WQCpC<@wHGXE^ooHOz5`SsPycUg8^@b*4gT7tEAJ9;ywZrbLb9? zYmCPPDg25#7l#wp$KpA2)0+5u@Gp$#esaRvg!3D5qp{j(<4U$G$4ljFdlkKD=#b$#Z{cKS}Et0DKj_9bfRgugVEk4?G{b-qOy_ zg(7wT4+h6vMbDpPtV22xD;N<;)etl5!Pk2{xR-C@G+!of3kLJJgx|2rwJkQMXuw_A`}~-T+-dqQCC!=5|Fl5SYKR zy*VpMBA=rK))&+&DZo``p7_+|25<|3$xo6$p)zTnQWdsGRW;uwOJHsOprt%7gCUyi zh`EI1ea!>ksPR*MessXwKf9@@a_#+mJMK%*>&ja{1phJ~{yls%&d_2?uq6I+Yo`TT_zxkmP-H2fp#t5Elo${?y_rgb94?w4#v4 z{%?KhCv@fROK>j3m|KQ^uqz!0tp+nxigcwSO(iB`*n+Af;|heoVKH4t3U>h^kS*Cm5*R+JS!4t5XY(2w9}E zOJr)v@(Ds_z&C z`)DS|eGd5`T!Zt(3d9z@r@xdGi(FPWWe z^T4UK%~qs^jzJ{Dag5hsdwwOdUE;*9YdtQ@wqaWIxKPtUHeW>Z`b||LBi? z*{Qg0#rg7m8fa|3clQI+GrD31`t7HXwA8;=OV)Z3kM^)ZL?wSn zhZYEw_k$EJNFSDdMEXhTE7I4c-@axS4C*(d-5u#H#WC zulgZ+!yB$2Y4Kmn3*=f}q{C;^A{{=P25aBQ+3{c7O(s+i|J;9)3X@m&IO^w;6UdHmEM>@KgPaPe{?vXwq{nU+*V_Qk) zNley+i&ZdQAQ_&5Yjp!CLRaL zPjVSHLAQ8!UN?b%Q8&B5|LGfVuc>=gyl>}_+O)0l;Cy}PXKcy40>@x5^dtH;p!zSz z_G<@I+|4_)ahn03-GomUf3kTX=^D=+KRqUM{BYrBS>d@CA8at^JBG<$9H4SONZb@) zldZR8?_NFh?V}Eb`@Z&>Y?ki8?*@s}1Z*TNS?`*F+J96!Aq}LrLGAy6%=%4Y&|5=M z=3y&YFi#Rs)6JGvga$y;HG%yW_BK1cY`K^Z=phee-%P!fq3&-p)v)~_nTzVybz3(~ z-!{wbwjqk)_j!_aV|SaQ0@CxoZNL*(44gaVSy|W_Je9b<28yb~fJi;#vhDBe<}<^A zfq>q&v9}k9Me?rg@A-Be{_WaaozjQoaa{U7>D|y{UzDCrR^yUI+c-@{lIMU;EhCYT z3=DPPww=PGZ}zA6WtQFI;XiRt3ww!lwNQ=t0=62)n6)a4^Y1dnw0+Y6!PI#wA`nyn zd;k;ec9O|?&-U9Wjy>GWm+W%A&HIVdM6mj~-DkPWH2Q{sur3=ORZ&bJE#aYy5u#t#J}P|jN+sB>m8;aav)qN<`0;s%X|4K_HHy9zOt1=nsg z0+$d)QE3TGPIn?OmD?4QC|#K%yH9E>PGA|XJz+Stsc6RW{gN8Fea8vq1_S$Ty6;A6 z$@iU^XsYHI6SiwufwQ7L$&_EEa6>~5r8K7n@`!UZqHr~ArF@=7OY&r>>h$B>%5Wjah%a)yn zh#<0NeBg%=#AyJ-)Sz|zUHd*sYOUjQ+uMAiYa4ESaX$&^_c8bD6i14Y`k?>k(L9|> zv$NL5`OT)lO$4=TIspuCZ6-OqlT?A2TwE2GzU5PqLV_{S>Onp9tzb~Ioy(25(yEBO zey|faE;gQfyHAsN(K`3X#XReG1lE*)=~CPX;I2!!#B~XFf<}zzq%4OB*kC$HZBAMT z8(rv@JS$mmA7L5IID%y3MVA13*wF~)21rl5SD^4NPBPor<*BV0{i&RvtAdze0u!pw zmAN`dmotV6ehVn;C61dvEa~e@_UKx)p1`WE_t&=8Qwi_x7wZhC4=F9k_QF_+KER1X z?AdJYlEa?|Z6NipaBg-0l{Bc=64`NAoUNlTymcLJvW$3V5(18X) zKot7wUuC=c%d-43A;iZGd0EE%&xvncHSsQ$2%p;ZNVC<^RPIiCimdnI{+8AW<6eK$ zBb!=C7N8qCFUyZV4xdkU-ZvPO2ZM_PvPjvhe?=AkO_dQX*`4=Z_TcZ&U-n)u_zHT! zb$^V{i%9t-)+N!MDoOmK^?-&Rs6s7m4ZD!syW-nS4Y6l!b07l@7*u|qOuCb#63@=Y zm8-miKoHE!2&sboWD!zj{=|vF#e43#DCJmF8ux8llTP9~<$<2!NrqA_nI6vPi-%CK zw9R3<$GShg6FTOZX^ePm%Lw?=6%#gJ$ho*?rBQPU*fHS<$RDPNsgQxhoJin~z*4z5 z$ob0KE9MF70#C&hJz58S2r<7qjA*z{!WSU>h;NtVJc*0xe9u*(I-P-%tUb<`TPK!JD!vCSruS8d^%c>PE-8r)~ zyEIb^s|aOT4QprFlpoHP?0V#zs_YQrpl_~Mjy7(aS+q=t1i$82efSHu2bEJt_Yj%PyIt26s34|l$hB9{x_A*ce=wnbSXSfN z50S{j+sLc|V(&`%ILh<7twWE07tf@YQ*eT`J8}BK)N?q^N)XjR_h_TXE^PcGsh|y;t6Xd z!=MkTvz-SpH83dRJAGuy%EmIxXul)fBi%1OEIlf{T{;hz=X;CuP{J*`;M=p$oGiwl zfB`kq^J*bz6bJm{af5Hu6%G0)P0>Grhp%u{HH^l5GTkHUW8w^&>|YPIgPmXyY?rs; zpXk9vnp0Ur*YF}ha8l^>34dq}TGv96_C@dJt z`S=p#j(9+6tQq;3WSrBNPVlG6+g&^HpEMpTQLtIw&8(Z zV+UoteqG$vSsG4#=5;aJ&6h4N-!#uF94Byz`~2MpHF*C&X1F>`F(v^A4aywjVZ~gNZI>c?tw3fs}O^ou~M@uQ24Nj{-XR|RSbILIngpkF2BLlZD&VX$mcreVf zclS7+weK9tGc=)An6tdIQ*Ng$x6kvil<_PlI{XT^lh;I)eTv`P;fs_|c;=xxI&a~TS-g>6364{}e zHleUe|M*=Lx`8=ao=}-y*e~RFnC4!s5~`CpV}l6MtC*?Bl@Z5_yG4Qa3pNMW!#OT5 zI^T9VxCp|>r+cQWtE=bN0}Q@I10+CVAOaAYBuMS>&l!mn$>9f- zh7v`IkVH^y?j9Wz)XI`ES}yIwvs`^JG$mOOy;=*{Bd?Z_kL;t7btEsi(y>f8#AGtjHHHB3`_B@!oy9_a3Y2PFH+1t$KC$kE)h4fAW@&GdZ!) zoow3en@_h@)w;>HqOf_i8H9#o*6)>rXeF*1VNgHPEcUH1Zen9ZUuS0wG8qRDyK+g6 zge}0ymSy~Mn|nmV2(7jbwW`o=Nw;=fxJjtW@me?0UPRm7HXa(Pf`%KkF|obI+QNj~ z;WJ7{o>-`{%;}jv?~)auZ5cF$Q_L<_)w}DQo>*TUq}q6b1nq+uJ)dEH%kuYh(?Rz| z)g$np?KE`b`Ur&vP=EJ(wE07mjr+Zcsh_@9xwhlGo^CKQw=1qUN+z$!l^=d@l;|_R zdVkBC@V*AW8m0Y|bQkk?zERrIUaDnP(D2(Es7RPhr9P{SYlglV-dK&I*T4cL_Iy?` zm&z7&zo@8Ru_uXh_-!KI^MJhtmYvJusdy+m@Y((P&&PQ>r4IMh|LXPoP=lFB*hI1+ zdfqk~Ts5JS9bvh2P$#EPZyt``OIg&l>H-1pZe6Nq9>ksg6ZZW-x%&Q2hxPpg4tyQbPQNuieL({ zpAUU=nPinso@2l!|q?@tPF*U=3zlNb%x}(Unp~LdDYDe4= zAi|Vd)5-AF|EcIONx^?RigWq$hG|)*WfDi%9aLI$RiV13SQcAv=JLJFlb6qtmr>h; z*Cdmf(sMv@v+&jsD~+C}i?HBLg4VAbK_#O+JIT#L`JKyl;Mq=y=4-mmkVZns_Aqmb z%6-k)hst-E#eO`l7oK%|+mtnyx?47Fc4I@tK=Z*Wl)9dPE7MB!ACcBshTHo}o(3@9 z&>F{hx{NS7gK-*fMt{8b$$41EjIC6$EVg)ccK_q*>#n+etI&Ext%hL$#Z@Vv!4X*T z-v(>`hglnOw}~u*d;B$MssYxJCnna5ls?d&py{W_dZ=Zz))Dk_&_n<6W%>J9nTCLc zYwWsUb^VeKN}lXE&FT7LZ?QhpbSgyGbz+!_`z|*&&pID>Ks3+AWC^N*t+l4IKi+aI z=UziYKpMAmw!b_vvD`n~@jOkd+IFK}Z`eN(O->wcLziz$gzY;_ur@|(uMQnZq^lUp^j!N)n-Z#9v@vz~j>AV^ z8$v5eLwhSt=`^!1?Dw8&rZrB9Oh2wr98rD4FoDfXs}ynTLah`q1cSY41VtHSysamc zCb|tP8@QCSOZjF(iArr(mR*~w<%@mlw$6WR5S183QQ76|c9$hC*xXR!$uj68@4O!O zdG~^;aG>$K>8rw~c(w~wZS*43TDU0^B0ZHjkPAYgflCfS9g6;fd&RWyJ6Zw8trZuVHVnt&2ZXbYc=p z&#`}Ssw;N_^T}E2Ajr<*du_eb(d{2sWryBO6gq=3O^7h1DKju}O=ADb>1o1h==i=g zbqDDfy5s?Fai;oi@;>{44}9S3V@Q0Ba+cDw%4_x_b+9rR93Mlj;noSMyHjP`3T6IW zcS`q5Zrq@2$u3vt^D&V$GHh!%foPs4uN9)!E@Z*X5p_Sgh97&z7*!!zc##oo{-wo~lKUUj9hcM>>mA_F6(Vag8XzgT>N!ae!Kxr|lTJjamR62&YI^PFY@nJ{jplt{ zPUfeQ&@t$H^R+V4gzLH`ko%~G>*%qGmWwHwQPl6EZ)HdCGxvZd>Be0i<){PIVjY70 z0lhV0Wx^irUj||=$973ZDj`7NjN;p&WuLnlvr>9%*zO%@aZ`txUL&>vwIO6FaMMLg zEh_L%q}cn>hpA?IetqUW54oMlvfey9;JiI%R1^}-M=CYdVAgXBtnfNpv&I}(CP&9F zVDkIDxQjRsNc%d}OuvXpkh_hic#`BWd@3@H9m9EggJ-5reD>j8xw3Qhs;pa}Mc76V z<@S^m-seb|;T^rii#PVmFY(C19PzIKAwW)KYR3(C`&m`tco=wieAht`_~oltL1U6_ zVw*_h5~-GfT~3TFkpe#3OP$CY37AIwEi}xYCv$HER#onsU_J|Pi7RMPw0vW}T#BrUQ zDT@A((>^*ejjpe^1jGj%q6-2g_9kut-r$yuH;cN!p_8LFy;$J&ZfsoPm5ORJSb@{r zobg<~$?%t90r`v7a&w>i2GnX*T9-~po6=e7c4k?9z4UKVq(%(S*>3e*#MZe-I2%*5X46ni1726!oJpJ_3TkO9_I-TR~_VHau<_GeO4NDEN zC5G3gLG@?2)j)f$6CMwvDEcHv8b%mm_McSFb6l0?q4uwn-omZ*%yYhpt1XwI|Mv&W zED5=WK1=JUY2$qaD4dqLZ&#OPhi?+@bYIdcB2agj6FJJa0fw3Xw`5(b&8dVCS#Krk zs{BS+m^m?~+l?JhBfn1#*&?!Hs!##TR;ocVi!zL;(>1j-qr=Her&mu@>ct2a5L7g$ zTHEHn6dq($c8CPQsnr9p?L-QK1=CF^AmaI#c8 zw7S@kJH8WPlfa=PHx^e9)!JH?AVS-zAFk7+TgL}N79mpaCKPTKF+jrh3h#HM!_YtP zKs#YM>m~sqBuilhA$n&C(rmR^_o`tDTP8W_XHHSGnad?(56>tH< z3{VJ#RXe=8I7#C}b)bs`Kps3^>n4w5qKl0G1PT>6ysi_$-l{;BlO zq<`UHS_~?E)U0mNd z>dU%D6dlxQg{p`!A5pbV^l9iKc?CN;SA`g5qk~@SLF#>UvaBp$JMV zj*KZfpc@+sCUc*heny0)^O|YtezhL`l5Z}IWpqUL;q+x*dEs>9@=`tV5)W+8*}A)*g*1z4vm zz*0o!MW!kk2Sru1Xi){<1ANrv@I)?y4}-pwGK5j|%|=6729AYMNXw)JGd_-Ov_EPO zsHS`~0!f?dCyLX#%G9LiSE@%+2gBShDprP5!A}0A?oCWh7`Aihh>)xJPE~433oI8( zs<*m>{$6kAqm5}5Iwn`(ZW(i(e|OVOpSbC!vGhD(J5Ex!11svRnk1ZVO$Whr3*^nk z3l}biy9xYZEt!Zby4jhv-r%>UL-@s1806SAIbj=R&7{-R31qK1c`9+P zlCP^lPyua7)pU5ut>Dfi47mx-Fe~n_Q_B6zJvv#bn6~9%Xq@cR$gSG?lB-Ts91Y!c zJz^-TVd>VVJH*r-(>5*Ja$()(!^|@&>n03SyVALKM+gJe)D0a03N%9=$eQBOSl1Oj zk4^eZwx2u@v#r=k7S=H_X>x5vTouzO6WV+DtrpjqnXP{@g5|`<(_9x(A`Ca;XPWYT zK6njgyDY=2WM0EpI-Sn8s<3&J!XQ&_Rv1#+io!6?;8R`U9?Hc5jgW;;G1PH|)$d`L zRo^$XYGO&m3%ZMVUhW~4ndsnKp;|CSv(JWRf49$FZ&%InUSp`1-`~ZBj;5HF>sn?+ zwHH_xm4Xpb)Gk;NZ9G3xbL0!~LslpTercFqK5{|#Xi_iqXtR;?WCf$CbKb0QpKFra zRMGZ?J3K&l4sZx{2Z7N0Hwt|{g@4NXvlFs3bjeO~ENCpNSs<*B6ga?Gqi*Zm=+Eir z*6+Dz9i8V!O8$d;-hIzd+0%QLeTL{Pl&QPB^hfT2V(uAJ{8_vYZ{T}C-y;iTL9)43 z1)&JnI$b@9bskpHTTNjJ=7I{kKIm$#7rnOYdv4czq`o*Yu~=^=?WsF&Uk$?5+wYue z*CwBssI{XbM~_rH^~pyjaPQUcq*iTk#~p*3opwCFZzp6O>VO!NBn`6sR4LbhRzZ1X zvG&;E5VRw!I*X-=6RkC*8trhy!eO4s=8~cYaU2lZk(Ey>a)-X#a0xfnr>k=dLT#4#x;3XghV{fI^CwAiOG7?qU}hXv z5m;no!h>iG~OhbSZAZWV@TmEw^K?hwa_uL;500bcK&*+t(uILp6 zbE_1mvx;n^NU~++r;F3KQx=~5I{ra7I>68uP1BE>r<#$Uoq%TK`V(stK5n=26H3|| zZL;kKmX=hU-H&*?Wejp2&z2zK#!x(47pUdXcsdu+aXEbLnc8$RQBRbL>sA`2K()D@ z{^a81-R`72D8&*x%znCvV?7%_FqG7x*JUfp)2YMr|CREr%*z4Yddq&|^M*Vg!} z=fxwfQ}ZP%fQJ5EjEGV_mtgiyS?>{V*p-JUr{R}b;Sc7Kg-?o?ejdyGLSaPQ!WR{G z3tVHGAYW#g9dlQWMj>lP@z&1|Rqe6D7rdOj>sns7A1y3>Sumtg(4vzz^If_Rb2JVx z3{Q)(yE60y4i#~RfW&1sRy+MjT3wldHB=n&~t{Zmn z!S{o@6nIo~H$iLHtV5Bd+uA$Oie-5=A(5xpha%IkwZl%uwN#l}zDJ>VyIxg+r}c+H zm-pMILf!|OzZQg!X<4v>_)igNVWwj^)%s}-w7uw%trAUTpxl6A|{Y1Foi=#Zts z?TTHkR0Gid@2OW5YST(R*5NDVVWOCAA65;Is4AgmSaAr|^r(ahicx+?rQ-}~mc=jj zbAV*@K3MA>>-1rSW8@w4Lq`9u%=p~R*4_D?f1g;sX^F155O_qELF=s;(Hk5Lee>_M zgCGrpe+&l#0?y=j-=|?H+ho>>JZ zY55`k@m@}##VcrEwM^eiBBP=j$OA9PDz~Gnn4hO&dS*qdL>T-ai&6Y6ua&4O+KAx# zqk;k3lNiXUX}}ZHH{+_|dD-GyCMwJ{=A@5Ff6!4LR)%gS9GDLxv;8iC#xyG(mX@Kt zS4(jpc|!SeuBS7Ib($#$X}_h@_&Cq(aSt`KEx_^HYDNX%n-gWn* z42Dj5>pc`6GUR)hC2=-U;Gy^M3QcTn5&zqnUMM|JT1;Y;<1EE_9#WZ~XMVxB$9O+X zrobi+LJS4N9F5itoUvbo89QR;@xn*o3Py`u!7undHZg~}ek#2P>((jenc3~Pa@!v3 z4B5;Icb@^p7L7B)clbQpbjF?KZ-1LvPnqHZWW1oLr9I1-p^RW=P?)J(#nuieCxzr) z7DmR*-T5kdc&;!r-&5SExsw40mcky%5{9K0K}g%eVZDjd z7QpygWpXsvM7dC0CPO^tnXn z=(nFO?Vmw4Px5u(@5;XQ$3S=DKWzo7SqbD-k?Qtop0hJs^BiI5w^FpsqWD{L=pmqU zZ8@&uPIfxQEH}N?P5Cr#?%;$8qEKGUqGZ-`5QDE9)daX3*j3+fbko!w!>_{S_}dz$ z1!|(5D_*6#MjD2JsmS;FMfvuRY#=7Cp~}fB)eNb$h6|)0!x?Q9f_DJ3ImWR!u|^10 z5m#NP1hZ1Fut@jQq`S;Ea{FtWP;ri^q@%wq8v-mz59?QH9x}y1esERs`#j50UL84f z56TCA+qI^wu;#^~WreX<3x_U$o9AK5>U%TH<_F~yyImPqXntAJi3dC%>C5R2I=Za$ z_@B;tnk_SLtV^si-ylQNp^x*`*bVlI72CKOWzEfoeSuiG5G&`(!M%_~`VgCQIDx`_ zC1!gB{a3e(T;>ZySurd_!CLlT(LS<`m@)8%52>aK{}>xCyuux2L~h*jGJ8sCuDh}R z@k3j3Pp2K&WDZqS#?a>9|`JA&@`>bC!Rn70M_551x-FZ{*c^@=xkxvk&uGTVBe zecl^u`vtzD7uzzRdl~8tc7pqdevHKp^@oP^ap9@A7s;<~|A1y3t>Vfn+E1PtVIRD0 z;}!2S<+hqUr8^H`Ifsxd5JmbyT$$ zxv@fts_InrOj{3OF=5_dfBGt$qKGx6Tbf%7(~7M*x)s2ej%UfBloa#MwDc3w&tmV| zw?eOO|I)Kb?+Yf`g9Wc_e|v!Q`$Nti{Q0R@w(~tHCO~NjC#)eYNYW^R&7d4R+ACia z=BE!>6-*+rVPPVP%GOSX1opX#br!xFJ{0kj9E%&#cBH-Eay^^a@VkF+yiM%cafC!U zU|GIEFotZN4AXen=D8=CW!vX(4v|zcetP@!qwuE(eq^u20N-*#u5KxMyc|hB-q7js zb7dtVdS&eC8{tMz$q*?A}bc)@or;39SCkn2LyGpxLc{mScI z95!gbPzF564q49R!@#pPt|r^-9R|I?VqH$c;7<4^I_o@q%evd?>f-8{fWhTI5FLvc zFw&#m!>Ud?M5SvAlyX!viKWPTw`Lm^YJ{5k^OQ~=o@kny;%Ry*sj$l}NiC@-osw>sUXQle9J6Lj zX4>9fuC9C$&GtC>NxxfC9fuM)Fua;`+eMDrNA72Kh0L6w{wp<4po>iLjv1!!o4`r6rrBC)Jqc=Y;e?9)pSiiF_Y7 zGg9Q%if-8|Q?^`m%WPx07K;dvosu&xr=wj&#&V;<`NFdCIAajACp4J(<~*t6uMsTM zHq4=V{bymO5m18l0J(sLZ!u0pY=4f|Rk|wby39QOhTFEK^JZhCfm@7+vuBoCGb);H zr5yZ9)c;&mLdlv+zFKM|UTc1|_-|`6w1*-~MIQ7cWjdiZB2H!=6-!qW?yT0!2ri+z zER!;w+j*YC^TIJn1nDjoWSV*JB1;*Ev1%`Uw@m5_qJFj9U{~PKRbU3W1y_u=%&pC*9x;sGFO3bt9NMBQgbH>i)xoeb^tsUxH}V)Db2%- zaE2i`{Ub>_0~OmdqE;FeO_#R~!s<%>vK@HZESkEik>u0t9 zdBdR8b?HxvAZ<-lTKOiGJx{Gr+oqL@tn1WODID9j5?8S@)mX7tfC(#9Gq+d;e?_0y z_E1y((NN2vufTUPA2W*;vLzoqHrmYTJ5IYXjN86Gg}NuG zuQAaZ?(FT04?R?0dFY{V<+V+`>dl;c-70+bQpA1r2hQm2cz-PL&LvBw^2+;!XH z|9jNX8RzA$RUhaiUylJm0P0mSYz~hI73)O=`zDDP1jeyPZh^8 zP^ufm_&r(P(sU9L@-?c_(~3=%O(QXlm^4xB8;%2yrN-|OctqE>Wch0{kv9=5b`yTB zXYs%M{YMW-0V?$}OW1xeS`@0&Z+IuZLFvJ$ie>p5C%kXS2E~~7mjq6dDa{~O4$CE< z@@QK=EBEpg1MHx$iKxT!p~W&)VjAg;MSDG##P2!jHsHI`T}Jvi*)C0pANcdSC30v?t0J@ zFhDHh@L$Qy2K;o+gWp)JEozIGIB(U{a`R3ZbJAeM8uAm((N}X0{{lRG@8Ts@aJDYr z*^~)JegRi=Kdr++qoA&YJ~H@4=xINv%4_iaSD@@QStVUrzNl!whWNa{#$4fYJIY~( zMJ`3DC}OZKQ13G*(810}RCx)?dd)A%>dy@qO{#BGFn0T&Xv)Rn4Ov_PqpvlNLUq?m zkme8Y_dEdwF9FTo?$>#;{3iB7N*_l!j-j`f*K}2>$@~gH!)akmKFcM66H<(Rc->W$ zVd$Wap=bl1zYw>e(!!hlvP@M&x1#h`Sg>MdjIG)XnO&KkJ*PxL7|w~iH&-!&Zn7gA zM#ZZ-p667(iebnXW>?tb7YwV~uBiEK?ph=jxkZrHIfjpk_=peVo_Kq;w@G+BWQnl3 zV{0sH1gk}N*t32UeIz>FxvU~5`DQqrwpi7B-CQ-#cDz6o!;;>BmH4e`Wa$XwLa1U? z@2lzx-Qod&ch0hqvrpQNuCWS7uT!deGuWVtUhUq*zMT~zbGtYYYPxNvq-NT>c9BPY zwbNO~mfF1vVULA|HB~pXiD?WDPS1(0H2$zu?Aal{QB~mFh@GNkhC!igxLt%fcXKy_ zIh^y#=se$pF{oA)^=ZZWHQe&|N#O8C`+~#v>jOK&Hkte$492HbrJ_DfZ(;XSKjO`G zQS9u8JYF)NAJKMz(SRqUbE6rn_c5b(vnI(Xn~1=?%ciO6mI)n# zSh}3Gr6jQVr2oYHH`Ypi8ydYQsA><%F2o*aF}oZqK5lS4Hbqn$lcpmuEfK z3l}H8G`PZ>WzECbbx&b7oq{f#MfR=bNI;B?JmzMXyH`fMAn#H^3xCU{Xp&Ldh`toq zpR@zrn0j=|&~aZ5X}QQLer&S(Ev(JAs*@`?_x+Koc%Gt`ah4wm2P zldfv5vY&KEgc5dmuBXB+oc&<7;5MJR8T7(fQJf8ihKRLfRl5XLWOF&whM!TiY>@&t z$&`{k25T1WZ%|GfcG7qNI=gAAsu&X(1Cjp**O}!X{T~0w-&cCs#;6>7N(_+PR*pWd z0mvfI4BNYQt<~}KP3FmzP4o@Q_nnQG{sR-kPSQBnNF1C|9>Mp`&ZhrUv4;##%1`Yz z!<6)Olt)}j-Zd(ZST-R+C87+zTp@I<4g%7{U2`jeg_pc}qY~);1x;36+!(jpR95sK zKcM_6?+M2&&s!cZHtbuB@mpe^#93arTa*KPIycRlDRBJt!12_az3FO=ar|^CO6t(9 zTT_wk63>pNwr)Knm2K3HG|Rk1hw|U;-|Wv8$mdV*)!t8XOUMTf*v>WPA$HqHJD2Tk zgO}OF_HmqN7$)P5Htv=P$2wq}mg_UmP~h&vnI&sWOdvDJbAq5VPM7C(N>*QP_pLRk zrc;cXad2EUWMk%Fb-c{#$4Yr`6C>uFHHPZ3=1>jYNS;1mm2-K^ef%+7#qBI||3)e_ z*mFA|pUs{wHD>y3 z&VvK#L{DMdqw2Y$t_M+pz5-RMc;T$WDmX$v%GHg7OV#~|-b04&N%3AHb6ulnK>w`R6sXM-szfCMlCd5{$3hKTrE1Hb8go7-@8USwFm^8)01AhhEc3WQHj@V>8Yu0x?PhQr0*SV{>Bjx>gg7LF1Yz)Kv?00f@rfch2O1yGhph%V1 zDe-2TcwW{=Z6lsZFj!*Cus005W0z}}ROc%~0NW8lW<|EaQ1iD5tj{CE;(hf8-$zJt zII}ZJ(C)Z$I?$6%8DXYbvZeim08!l88Z}>gQ)Mny-sH6A>ZVnno1HL>>9H;P4wKeq z-QG=>lFrRlOtU@*zkuWHyT%WxG4fzowx(#WSjnaaL_ERp!&g`y6hrO3%vlq}fr`=q zg>!>GvWGNKMr6S)`;Mt}xLP88n5dqpR~ILd@k8Ygidw0TgL%Uo6jpGQv-9!2|F)uX z53|SQT|dw5fV!}m?PV_$itNVdVr!ePF84Hl@xGYJAJli=&%Cy7NZWa}WYYDNqyOer z5>or>ROem=nN_S?4XFXEhLPSX4_O-rXi$R_xQ4mw3ODjyfrZM`YH8u}eIxN@%bBP< zwj3no4p{CAKWBJ#H-P`#x|h$P%Vd(-Kn{Vvk9!yE#q0C~)5U-g7!<+tYG9~Z6zQrF zEF6g1mSSs0#W8?yv8H%d#c?W@r`&UZN-Qd}<(Z~ujp*_wLn0cm?6k}_#@BsgmxV*< zXS))|r@dXV9v8(5@sZJ`W3j5VvM7^0P`rHD$&AsX!}Jft&V2zPLU4;*0C(s3a(wJA zN;jijVa(W#anqewv$vXRdUuZFC&ax2&41ZA^tV+mT^2pp)ZAv`+aS9y?l~Qbada`v zs)bN>1{+e^o|9v-j;}(SoxGmJ>+S1c8tt{1e_Y{S9Stq_-`rD1ZVWxf+(Cx)O;ZYC z?Xk|{d`ls5S(F@*yC@IUK<7}3ovao1twPqhI-HqXqeCa6ieU%w$vChLg}$)6URmc7 z`vAW_GI}aP#))>>8CO~1=S7Y%#3N~t<>*^yK$R%5`7!J9)^$rtH}W4k#Uaa!#6+Uba&CYBV`Uk%Q6#Y*h*+0*IPS0 zeEkA<@Zp#aPvNJgDkk3i<%(w9d#|e+zf7oAaaB7^&!(ZRx)qC(pX5M>UqHlGo0L)P zE#sP&`>=!(p$w7<4^fLZ&x`s4Lx-|H%r`rMae=L49N@Ssr6eP!O3y1HzaWU04qvEaI&ro)61`A>jK!j}r-WL*_3i z{XN@5IaQ8*?Q?|TZok)s)kC(Cf?Zs=6XshiO``K>#a;>xv7bjFO!*YFAInzdsyYQK z3WmVYStr zjb&o%KS{*&QRH8~q;OqA?eS=rUIuj54yFU#0yNdf_>58bpmOYxIgqP2p&w=e`<7`; zI!x6=S=xr+6Z`qd&eAoP8I#3>>)ZUb4_~KtpU=nqcUaOhTYnSb72e@>W!{!p$wgkn zMXpRKUn=En&M;9`mDhS$7q8(S(&+qAP~Tzjo_Ya7#O0KjCLYP@ON^*~cRex^6i19w zF&F$)iIV41w@M;6Epkg|{(VQ7e_vgik&a0lBKKBCQ*SIw<5nut(Ibs5BoYBunY&`Y z*N4BW5!+#phM3sd*t(+Inigx>&wA!cxbskI%6KF?3}xv~b9)us#@KWs-9FPjntcd=WH+4=EVw=SAz0XJ{9Y z__r$By9HliEGGUX?iz7P*D$#{3{%Iq9LMsVzhlg{Ou^tMbeO*3hOim^;3erLHWw|x zTy&F&FlQ96i8hqTrm>SWX-G^*XG4?onu<(tC9%;j1n`tRNHJH<`rsO;LsP94J=7Of*{G=PpcBr!)o^7__NoDgC;TCZjRaZbRy38T)C{va+0tJ>I7|3@Tg|USj33EobPj;yFt6pjoQtw zHwAz7;D)q)=i$zQ>}r|62d_W#L&;ZfIST3l7H#ABZ!bQBQC-`Fd z#uj6eRL%>D{`RB3GCZdOss$T~kMa-?7kQjm$?pY&0eqfEO%;A^OVT9hCvTQMB7F)o z(~Y{56iy^*?l#gHR?O#ELd0dlI|RqD(vcPpOW8sDUyCDMLC0|!%r(QmV#&{VzISA1 z$&&IctgSHRAl3rrYMX}!lh^b7a$CG;BPZF}-Nb;>5dN_O4Pvu# z)TRb)qvLOEsp!uiBkm+oRCp^j6`~o6YQhpd(zUl0*dfB7Q+kQF<6uN-=w^O@9kEDB z{E$cNpG`cZ5)T)6%DGJ5u(GD5L%VV1TO&zI)U208LIJ_`kC^x|3Qp%e=6U?;B62~z zF!2y)&chf$Eys`Z7{>mFbUV`l_v(*b^e{tgGY0wFS!?4Ongth3VYaw6eZ3>TUPmaj zk#DyWe+!Ab%TKmBZJ&~{t%HD};d;d2pB}&aw=!mq!n9Gc{!NTGAi7SduFFQD@J0s0 z+}j^hbcNE{yJistRB4=Ti_eC*4^xG#Ru5NI*;M`clv1iG{=Bbfa8^BB*5J*uLrIo`r2Iv&sWGf z)#knB0xh@#y!s9;cm{X>L_y97X6aw2I{Ostda+PFqmp8JmFEZeyjXVlFN}$|xHPjq_p>Z2W2F>nk-g6c9q2ac ze(4eP`$J3AoN&xWAT|-in5+&s63z8e_1y}u5s6NA+T3PB5jc`fO}{Q=8Z z;NnJp4(R>)$zv^;d2FJ}o~@V_7i4D#B&Zp7LtEB5u;%vwaX^m0{7?stP*r4j2oaTa zRc-a&0jf47RK9|6)Y0KcQJ~GkRtMBl_(!~GKB<_Kmg_ppib3gws!o8ETyfh~G-*(V zwnZ77m*T3l-c9a=JD?j|m{dm9P^8L;vW?}HbQhnk(H@X~Li%($uL@4oo7^9hp^E=Q zSf+2vB1yCk1+?%BbeToi1{N*a;V$zmy&PxmHm`IX%m<2wLtufiqw{ik`$?s_RBs-g z^gUH};8C4c7pjU*tk5By{_1uKqhOg**V}CBK%`!3PH~@IYHGG3Yym8!!I5_ zjL7pVD%}7!z4X_hGQB36Jv5h4f4YjO8SRG@mi7!3C1p#sEcH*Sb5%K<>CUI}+ffI5 zJ6&WkRXIH!X6@XMqCr$3husiqzr@w~NB5_YSYk;tj?!|zvIS`ovyU9S?XW|pF?@@9 za<9Ws72zwGs#;TIzlNPbOBe30DNiVtZfb;Bs{C$QJ5YnysP>3PRn3I|G?i-G8i+2L zoBe+9|Nh`VlVebqTiNWxGCANd>htJc78th5Avj!&GsQq9jV;#^f|*T(&^leHPO=G0 zsh#=F#Y(g?OO-&DeH)fJDs}DZWUEn~_B9ow*c3NNk4#S-u2<(1y9#=?d-&YRO8YLd zG`(^At!tHrw*?~3kDV}y?4Ua}ITua^W&{)m3eo4n+Cn`!w7OWgjCrqCsh$0y`;O+h zR6uX@*}Ofho$0M~Bv`)TaM2dH%g!C>=ay3=4uRtjLdH zKEbn!QXq0X0X<m!|&J|Nn@}sLJM&ej)%`MF&i5ELx|e3*cpFJ*=tuA z2~sZC|5Ex};HfmwHP+$qJ%9E=!}E*}8lS#RHO-$jP4zY<%xwVI;CWec;TPSQ2U&4c zhkyN^j~K=Wb>G)_&V2lCSm0(q#@x&BvK3~R!dz8STl3^TEGU>GC$7JzT35K zEQ7nvh78N4u!(B`)p8eJqg${T`TE(6|ksMbn+fV&{;Ok+Tn zRAq%lZm(#{28a*O2&{@jDwb25~ zc|+80tspe(is0!Fz6UbtDD!~BiIBQ7VlRX4E0Tu{*3l`eD?YGapx&!tUjS(hkF%}B zsJ?vS#7cwIjvPN(165@%Iu=e)T4|ycq&eACWLs&vptDYd)SEMj)i`^0ZBm|IKYO;{ zgjsWEs^4)d^Zk?SUC#=MPUk!&n1tsmQ`Dx)6qI07wOIkZG&okBHETxI370l+J-y)i zi>K!>sJ||9X7jaI2(n-b`t)JxDD>-7&?SNw2jm$6W`_3=>`TmTbZx)nMg4FTz&b1NJn4Us%yLTg#WP80`QMvK~Kji={Dkd5( zUE+zB*LQ+UzDXk?GLwJ#JvhUEGomP=HTSf0uCmA5qIeE0E^pQ zY1^Jv@;rdELMKC+VZqE9N{KW9ce~ONX-zsQodLOchqMKf;|(m^%$uaQO7D~|N*|Oy zCVdiQ$1g~qlfEGRvh<|%G|CVioyU73<<7|8Niyi9Oi;AB&{*s0Q0+EmoIZ`HjeWJ> ziq-OGuisL4-LIyD(*#bNBwa5_8IU9J?nRQqvJ{g6z;9Fd>%s3*alT)NUQrdQ8Lc3g z3xZY{&asmT!_cTQry7=`{6I2PPfs(KWXm;Rjn zn($x$jiN%4|CYV$%j^|%VZc6n`4vTE`an=qJxSW36XNr^&7{Y#V+`%9_auNo_P3ORxG{)F_4Ilfhq zi5=mEu;&gRW0uHp=*YH^#CePDMU6T3*{0H-#~$~TD({rspX0*s0F!Lr4l(tN?b!_k zLo~)68u0DNlg#mK=&xbRg?0VKV)@n{ek>}L6(aZ|yD?f=`KhRQsC^Z~*{>S5ElEWj z4Dz}uJudxMySXh~wNvi6&0MZP2C-1`p(8E}vhyBx{&B}XgZs*lu=XE1ws`5KBOTcR zD_DPa+I8gWglSGxWygKX-aH*;JXD|k?cG3)A_sEO2s_nk&f6i)b}qy-~V}>d;bgf^>nED&%S#7eS4@qK@7bbeg2E3MjY+`5zOYlG^YOpTmFkn z9OgoK2@mRp3!ixvg^rVVOe^TdsBZH1PGdUZ$?-wRb1Rv+}tT#2zNT|-0JjrE`Ba% zo{=+r_g=s!-jShGaD2DIClYOKn4|L+>E2y-#a3o^W}yJ+aK!^;WMTb7$few6lH)H8 zT@-4@1s?Np)<}F}IrRz0B0=&S9F0!RQ?FSM79$`a|aZY8ykne@tI^V}U}s(Ghxc1=f2M z?aUF({yL($gNT%I<5lMY36F>8CsJ#6Dm;Dn>3C|^jB1)cb9iaKO6r#{KT%(*_~9LQ zt&rur?udN5y>xim(I>l-RNzV-ft4C&0=KEE__p zpS9vlw}uu;b1BjVsdS#zPi^O}acbr=SGQdP3Ih+P*%C83L+~-IHe=S6t5>fI|Kvt{ z#KR7XsmVd&5yU>Y%p8jh`x!LeKLe7KEk>SUzOv<RAvYc-*OffK-;QVx;T3qh5 z+wkv^y{PQ8JDv94RAhbz+|L+MhIzln7_e46f`B?Se*2lhpE(z2-Wo8Fu7bqMd^Y}F z=Fr4EH$q={X2XIc@uJ8}b`W+J=8)sM-9ewD4d|Kp*-8Aih;+;Gaaml?5=h&7rMHwl z(1)N}bKVT$o#sQcC4gN!!y6_;fbgK z5*EVjGFArb#e?1wf5XEnve38A1`C7B(RbnYalsAT0TDR?rE4q`bdPy|3shh(BT%Ve zpCkDPSyIw0i@Qh45{5|=jJPxG3pO6HKHn0K_Nw~lA|CcH)Xe!_y~aq+G=aoB4peg4 z*<^97#CO7M*2w)cfM%0r>^g%{m+d^Eec9u0D4$cQuP2!!8~-fN6G`S4F39{=MtA9O zNpv}4=asa|GsBY^)y<(90K46AMYmYrgkqpM5cgEf13!ZMU>UU@!~9zvU>bq0=sN2O zW}?C!Qtr70y=@U5)4IIdogu=9)FW}4&lYE}3*%-f^ZJ6{o+Kwo;2cr3KqfLZCrk>T zfuZ{KNa1nxt~7v5Vn&pJe=63J8n>S zJKRA)xSirpdHEs?4aE- z)P*HQhtD)ikdF7@kA0%L!e&@RvhJ~f7}T-gS-1tWZj8$nv8%oUQsEju$CZHkJlkXA zHxTJAf9&5z(Z(Z>Y#l$|iJ~?;*@2Vo?Py~=iaKG`IUYvQ7JO`Vwm=PQWd#;K1gsSP z#?npp&`xxGdkYHMfO4;}^NsB`6pQa_hZ|8ChL1#&6z6tD%n@(1m2V0f+BD0Xy8_xf zTD$L)eyFrdCPj=Ttv<3!M|R;kW=2PLF;+1}gefE#2&wl4+qjA%{(5l=2mF1XF&RUU zke_%11Cn@IEoi)0ysy^>jb-cN_SP2Ep>r|Xx(qtXg=lMonQJ$ITiaX5!!0;{5zWKx zXbWnK72b$8;37I6ZEauKXcN7&bpd{M8Onk}wyy9?D73Tj2o%hI!~Vn5P8)c|?agqu zf%i5T8;5dwFzleA-6E7AEICY!a!W5OL?QtViw7vOqzzG@^cNdzvn(B;vO^vDQ#ub^$P1C|U zka>8#_*FpV#5Uu&V(EcpqU*D)IF{}!m|(#%izX2{;xpU+9n2<><5M#v$}?oNHaFTb zKPd>~AD^cNy(G(*_{YCENc)s)2Osare~lllgEo`!i}+t)?#Go2#xx8zWnP7%O*-o= zf!Q4Mj>yMH?|zucl=fzK*0)u~qZ;u7*QriL6ehhz!*K$~G5=6i>QiKHvK5=YLr@|r zLCrG#$=1|cpt!& zb!o9USQT14CQlsnSg6@txAR|HM#a}P!>GB5@7PXjtJP{dNf6AP4y)Dh^sVqQnd*Mk zCRM6B-ci4DwrW&lUpFixs2}e4`|n(f)w$;M)^u|YJ~}gNp###%astbB3OV>9{GT!e z^vvq8wkh}eb0WE3YwTUtXcN?^SV7I#ZDUJk*QR6nb#`qV%erk<1FPxQr-GaC@sS(S zknS=8n)ZmN3o2`Aue-^uATjd^XbmYS^_j`$wBt8wvrX6c%h|~0c21nwR1!a~SNoL- zw~$Xf_gRVYxvG|b8@C$=VXjkK<4VP zpD3FrPW&VzsE{Q(aKDY{H2f{QfVzih`2>5zhYGn-y!?-`+&7gr$g>w_witL<1$1p5 zGdi}0*ULwDezdAz9Pc1|ZK$p%3LNuHP8h`jYp`O~RK;>EMMZ?1+4WgvVwI$-+g@+t3_jJHCXHjK*5>3$ZZ57ar1HdJ=0#Pw z(noZDsVUDUc-M<**sRkkbug;Np&!GWmOQt9^NB+xY;^34m>-Pc6GdF%nkHZ`?2jb{^!_4aHH&*HgibuPxU z+HA)*@B{}KexeL>#Mqh_KG|sLyjyys^fu{&^ik=n(w~kXdhfk|!Y-!B_??xphR30E zmy9<~vUEbizX}twakDZ9HDr#nV-9jEb}9Baz%qCPQ`~4bbof#p$9&Mke@`tLQxF2L z32PvWn6iZt@fZ+K^<8JaC9`Wot~k5TEPCyEZtWf3C7Kf%+{ERt4rS33Ce}8GzRE8D zloBAO54EQ4Jbb4W7v8u2Q10bnrZ(8*Nq^%RuveG0?_YUX>EG}ldEMt6QWLttLrr=cCz zGp^Gc@`pe{zD~!W`S(s`_t}BF_|8H5HffFTEe`Kj*XZ6Iia$cHVV|q3f3EJ?zxMp< z(0+s91N(iM`=@|zo5{NjCu&Sf?|o6gNN!#4RBUA_<30*{wgq<8`fl8+-YZVh{n&~O zXJIT+8BJecYc9kn*^Q-jU>aW*S$X2gQFi6DJtyM5PFHD9p+sgk9Ow9 z=^MR%#YlV>zkQZ_(v)M?YGY#7GJ{c}APdBmB3`Y#Ypl17($DqTxqagXvS|15izHFxcss11AdfGG{~hF2 zsrVhx{_0Dsc-Ro1a475q{5SReDBP*Gs!Vr;&!V&~aSIO7P{A}W7cu6hSUf-1$A{~k znS8Etox4*MT^EcMO7(k-;zi1d(mM{qU$Gh(Ta7dP?c-~+ovHP_Jr9u49RajTR6Xzt^h>H?ggR437+y9vAaMb)Oqk(Vn`Su|dAt_4A)^JEfhu;tLMwiS z&d9Q6$TQTUM{BA<)n%#^n4v9M`}N|QD7sFxqf}EjaU5>y6+`(RwN*L;x8C7kTvtOR zH*(&AUy>@q5)Bkxk?Dr2zClB11}H{3f@Rja8qwJ`h2mv}*6wEsVU3EXZ>W}X99D#i zEz_oqaEb`Ygx{2W1sG=86wBN2Cg$P5?Mf-j%guls(8@EXF`S`1;qy?U6@5(SC zS<5j^TbJ8}+O4`4fO@2-hmIbq!IHVM!+&%u0i8)9D1?cu5S@}W%{1Y6RxvaqEg&np zW)gT_RdgcDYb4Mt&!xKG2!e*MQ%g51Y)vTk)>SEFR=J0OGq^lq7+YQJp9r(f_qo~b zH8X>)p*c+F`Iq5a?ts=s0H$f8bNn|E9l~HTRxmXR_NL=#4nz3NI89^4qW_ZeQ>tr} zef1dOm@3=QursV9%*|oG6J-_``qap77Ts@TE)A62x_i_w?SZYcqr7ey`EYPOd(#(|w+|Z`nOF5*F zD>Kg?F<6*S(5BpFH*!w&pVj0g8UAS(>W3#}o51Tp+pW%3|DZU%F!anP9c2~=NdUaK zHc2UT3zf8GN+)Xz#}WpL6Le>z+5BwunMqBB5@1LKcd&_2F4YaOXZx%+93*H{W*ggi zBr?JQVZB(EW(JtbcEzDyo%LrgpdrO1z)WJJZ6&AsPC9xgd-M+{quFl2pnZ~K3$+rd zMBa6aiiagh_O=}ypUr2&h@PkQS)ZF8+-X_s$R!Sa5sm#!i_4F1p3By#c@ zDk-iDt9klF94!1gVfhQz5YX};6U14tBY)1T&j%53A7mpXP>n}rnfP83Bo!I@z83kl z$$8CkRE}w?I+k`fNJU;x#gbL5IVI16V2EM0AS+hVt0Cls1#%^p$p)cEh@v@Oor0jJ z$7Uz}fH)efylGoldCk%uqlAiUMYSpXXoGThUhZ$m+HBtzd*1_^_JCfghtqMxbVEP# za7(VTXFKFJ`$+H{Ij+Zu^ftfPP#!{4$4i;2-Z@+Dds$=J;x#RZk&m$SF&`Sy66QujLN7$-Jz! z76mlHVoTr?tWc?}%Vw75^)as*Tu-t6lxmgUef!=x47 z6z7pa`BMLK4*l?hy+9ydKY|I7`OzMcD$!8EVIh!yQ9T;h=F9H|k; zDq1dCx)-Kwv^1SrJDC>2buC1KX^LLh%bjt>J`4`;MN)FK-9$H5P~R>REsxCDXhzG+ zQPa@d_qTQ9oGb@nfNZi3Z}yC za4IBO(yljzHS~n5g$ZV_#jLe$A_oMMSEH|^J0lZ0L|`VoLA)9HN3uvvS{DCD_Ca z-L#=*-Fw0{d5Jv(i?5;8T zL0YrS@ElgShgd07grySaIfvmN=r5acqUlMB{vT{te~|puhNHry2;{127!OV#37jRk z)M(4Fe65{;-V9%9@)1YY>_(uZ4PW^MFEne>0{jB8Q9pcUJq}^Qq%xvBtCe+Cc9vk} z0#&41+ExQgpQjp>dBhHW%u#|y3V(0+&@mC4FRGc5#4s&I-3+MPO`uV}S$Ypt~Jx_7TSKdEE-s zcB*lH(ZzpwFuiQmcEl4{-5`hNnA8I%2p{xBH zd%6nk1FHo`XQp^9@B4Oz5o^cy)EL$18ym#M9XrWs!>d1Dua&ODobBHM<1&!HMXDwqQ zNQq}yv#P28uLPPenOPX54*Zv{ADT%$>pxN)dXi)cIXwYuzd7k%=|SM%yQKF^ACrC> zxX7IyV5Nfw1r`jGBI@BPdN$9oYxo8M3o}(fr~_H7Kpq$|SZ7#?+yfHon6Fu6H8Uvigp2wf|`jp z7H1KLwDsdl++KNa7Hh|3b8TqL=p2u8`i=$vDb!Z%O2wvzS~CoU!FFNctQ}UVslLs3 zI(8szph{qO9RF>qN!535u!tr@HHGzE9k~|y8z0S#^VSgW7nwgOW`X^f^tiNhAnq6Z zSCH<$v)hI24|)%*+MW%HALRb$0mqkjV+{TsR-ky|RdjRjTJRc4M?G4i%@4hwGckD?{ z!G>+@Ri`~1#{~BO=M1}4zgrEvRKI*JiMsh3<9-|<{e6*RV(70I@BTwqAS`WrYpc`Y zf9RXd|7?RSVF*3wSW$L&YpdPne~+-h%%Tt2&;uUAc+3IMU4Tv6EyJOVewG=HgIA!} zCpgV80DGpJF${ZLWpy^0#+pU){-z#PUC>1A>Ev^c&-T@=^3ivYfzDG^Z{B70v#MoP znQ6_P_o`@A#T$xj|0*ATAAw2Qtwx5GO#PbgU;?hQD*Mwi7{dEm2{5dn$fAV&hGNmf zneMEW`dgRfpm`7T^B-O*76=|ApJTB{vZ{AcIXwWo)>4cGU1x!rk>JL)ahzh|mDlhP zaUuLgnN?{Yw$a0!Te=MjfuF-Pmbumz5(*BF6pM-mrTcS{f*#Ks)|o=599!^lg5}-{ zV4c^5HRuA%D$6y+7OESA?)o6s2K^+}JLw=vTb;BAI^envI&Xhnk2~E#0%}XQmlRXz zo_%xBi$_FQzOemBlLE1RwGyZ`-;I^9YRL^5{#jMok6mA_1(m7_cWILZ94dZ$pWb;9 z7A$FZxs#@yo#Kb&dN1*Gh6w*lzGDK%F|9QI5lb}jM%q~xO9G()B@K8^j2dl)@UL*GXIG*QJAo9k1(s1Z3(CI^7ls(Xty@w!Lt` zuKCp_fsT?^RW+DbmDruE%A6-M+>I60Z>egvGEt?#yriiA{hU+Z7jM8h6&NO%7HPcf zYl?QU_%*%WnGH|vsk3#=~xr)Q#W@^A6 zjE7YmS(&$?mpJ|t$ME)9Sw4%;9n0UzG6RpyyxamMWCRa-K)KN$M;U{aDFQRk!HhFZ zNaCH#sa(#IH(bkq@abW?K3(`odI_dpD0nl!H*Xj^IO7b^KEjudrYb8y%?erfAjZ5B zcMf^_r3l`pR1SYS*t(?ZpzQKTnwq`zO zVtladQP@qoDNCEemJ-o%Lw#4ETFMz!ozgt@3@kR)cd`Uf{|xh;Y{&+#$fE_#ly&W$ zXy87hdfJoBPp@W-Wm2L`qLXMM= z!YsTZ-OMtsmXSyfaE>17dd#ECp}y$Iw^jrT@fFtxIME#>**4olS0DUHj>Aldam4tn zrT~|ZPzEIR!mjF!Kb#jT%QtOf*??(AUZ(V$+#Lq@)I@)Y(Y`)d9UK!V7g>TlhDuz{ zwS4K&%w4K)t6R0%jk6oGvm3JyknLa4Odq*Vh+oml`XL#>&Rg$;qS7 zm)^aS5gu6X{OVwJ)~U3PT^0{+tTdRv$q&BA_;FOKBAz2!nbCIxGD4qP%z3PoG$*gi9w+9Ziggk@-YHS-#gGU1O26%^{B|6gM1ekzrn- zqkplPa&c?xDO*2&T(_^XTr6yVC)(QR==PSK?c<}JF_I=h#=(q+0Hy4AQv0 zuAf113_@XOM}^H7m>^xi4YNsACkrYagmaUgOwFl(q!5+VwJVRC$>Ta9KU&I$2{T8m zC>-8L$N7;gDB90byEYp-RC8BuqKfHxy~}dxDj#V#`~F(k*}((%B;++ z>ZQ+A`S#p=&w4S!w!Y|1WLAMQ-E${f%8ZfMz@i0t#mt~O60Co?|;t{*} z>>%I_UK^HS+Q2SrA7D5upPk*ooEc_zb@rTLkhK4QZ$xBdR#sI@Z5X8Lc;~(U|KI<< z|Nr~1l#MGYAs-qA&T1-3MKxuW&Y@bibVNkS=3B@|ELEfqM=mV$*zTtYs0h%SvNB}J z4RW!8D-H`+Y6`WK#sx-n5@^42WpUz0%VHl+Zm=+R zGjdRA?7_sSJVFWQ2-|Q6T@ZCK)FOJAox~W&xJrDABon~zUOu4Z##3ZjF|=3zZz|Jw z&l-yC)mveVl4MuPwGka1mC0oj(Rn=Ts8v}eP0dg)%C>TP)zuU`oUd5QlUR7_7323t zY`e0obS%^%m&)1_8b3_Re^{Vh1P31C5gl<^cY4;1etod*dvqmoX@vd?ScUeZ*?s$yY86=$n`@jhZ*9A#e@3rFI(pI~48 z_ah!Jh_LR^BHjWQ46d_r;Yh}7IDgqo%E^tAKULhnyC3;e<^ARTX_xc;I~zs^1*vml zxxfq3#3uHhRFWf!y&GQrf2pjd)s5S3xJ}vZ?ug%n3V(T(_XwBRIjFS0(I=QSI}%MEt4brw^%SKgaP77x!XR8 zk#0AWAxv%eDFNp2xc9Yr3}F9Od)_@`C?y`(en08|jFbJO+M2f&Th&q+h zE9AbiU(2;0xl^V5pZ6zss(?@LN$eZfckIEYU4zQIzQcT5nM6b!AFySG>L% z-9MPE19g9Yz7DDZdvm4aJUNn&u?$I>DK5!IddaZI5*)|z9MbXIwT(xeKfNCZX@YJs zJo}CN|I~SOL(1*UO6lIzDvuL_a+pcyRfCz-m-Yk^{`84B^)id@C9Yxj zdbu@YTeI`l$5i!W*21hFw&p$hF=M741oau?WAZCOO$+Ac0?j$@y2o7_x92Q(J~(DE zvoc#TnRP51@1^29`EjE{B@87#NP&n{jO3wOs4qVIX}-EXG*rq$Fi>0qjF6JI`= z?Vx6Q+5|mqNXMkRfCFJ#!wozJXkZD-J}7BTd8R)2M|fd*QH@L`p$Zd z66RRduxjXx=>}X_4kNTtU1%)z=6aP`9Rn)c^-|p^*(C$cw#SI2*FP=G+rq1XDdjaq zCoY33y}8<(s|E~h$5>FE>#c6W6p7(ZIWuKPKi*$%*GigcYNc9xxqn=DWaA!~TWzI2 z7xB8Bw_zF2w@UZl9M>a54&fcncbEq^!TKo?npakJQ&*V=72%EY{vx7ULt-DM28F*f zsuuwxS7l7?;;znQzj61?wV@%l-tjrN;ghzR_A6oPErG-tqzOL0W^pln>Qy8oi;Vksin0)^yYpe z3^QspL$_acUjBc!)|OhLx;y^zZ%}Fp0*ii{H?zVcBw(1%HgZ(DND7gib8{)FiF0XJJ{ZT2O7YmX7p%s+l?I^X}|? zZ&^t6FE|?$y8YnI>9!c%PU(;~ZbGxs9${K{rM&TxuPjgN$rQcN{|b5Bj5Kb7(eR%oa61Z_qUs)a!;8l_HHFjCws_ z4|rt{T3UY8yx5c1KEEcz8CuH|s`e7R;znJs{$Jd*iyp!_FuKOQ+B5xJW$J(i6+`1gLf4tg7;{W3sBI&$c!7qCl<@<6O8lsd^S2jnuQ~5p-6>Khwr! z`a$U#>4&BN`mal_V&i&G31jrYNxYAC+<(I&4tex~OOt}`Z*5)R?os@()#-d!gna=~ z5+9!s`Lq0~h$OL{wxfqg41K|!()nyJpSK*m&FII7D!{O{fJ@#^@U|sG5?{wg$q@@W`ea+U>l|tmZ~$AIG8of*&wdWR7;^{8g@{sHH0}~5{LLMj1#zjnaYO= zIV{uc{2djlVaf44r(}7NZMLGQW!ll`8L*i>rE_l{xnuu);Tl=aaMV^LD(RBTBR?OK zHl>r&ZPInhadcbKqI3lMkK3ekAcZHSivlNd zqb->4=cej$f5Ho!TKY96K)3*_c(z3dI^yq;lo`597lZ~J_h_Sltmxd4l5N? z5v+p_RI*q11VRFVriHW(PoaUf;xXBcqdmXa?P_(Knp)R1K^D~a6MVA8CE}wz>YYw! zu3rE7F#(PPK1+VO=8EzPxQ#PLRX)q{_nwg6FMUY*nDnF4=cF&9#WV7n3`QnZ!@_mU zPSEAw zGFrAhx4rDE&;P&-EI-ozt|scrXtGOe(_ww7WIJ zJd=V#c?oN{!_u~NJIrn$mEIw}5BinopuBz(%IkkXB#DuZ7H#-gu?(jc$>bNjcnbBP z_$%=?DZcF&%12bCU68Ef$UX%uo?D@KQ1{bPVWJ3Y#ga;&RiMEB+n`WlRVXk$^2csff>yn7cjR zmhuL4ct9KYgOFx*pXThPtB}F1`!!WJzzdhqI4@tnc&Kq`f|rHHlTYr!3+Lvb_WS}Q zxv&o}*CGAJLpRJzWeP6|Hij@89cSik(MDq?%$xEe44AXwx6bO-F_XqvN%P)Z4Cdz zv(^}D4XzO2*l?n9C5kLB$SVAkm84--iPJEdIwAj%3Q!$NF5co)iCcF~eY`BH(h^59 zk2&@*WW$FKo2d&lnzSDz6_uF{hg8kR7)7o9#s`sZ0x6{G+;S-=@ICtptthjlDKd+3 z0L^g!w>=n>-?-2|F`d>)p-m%is?7Gv^&px3>~uQzQ?1u8Gv&4a{MvseYh(>Z+Z|rt zj*ycwx`XxFIrbFHG)~GG8B&evKt;feWoW)wbMDJ%}QYt{4*DIcXic_v|DOtP9F{3wm6kf z$vN3`K&G0@32B@|{Yw2c6OK_Yz}c2b3>UMq)`P(~4j<9F>^})fRL@rCo_fG`s^zVX znVmOp#laV>TBqT-W+uxsPY>>XfF@qK?rp%MtvB!7XOV@_bu72w7m4{FlKO~pI*wp7 zK>{m~m(v2H(IW4+adLX&oNrX-D5vYNWff$4J5Bt!?)Ao{y7Ba&EJzgbMtA8`2d&=G zv8{jumZYR1)C!dADUu8btL~vt)i>*UWEB)jzA=4TDeBX>Ek;k{dYp#++#F6Ju?Hlr z6gA2Yzsnkx#b(7a)nK-ZJ`;z4+HL7gY1@?y6H#pKAvU^D?}~u^gBUu-^7;@|ZJkF) zKsTdOGUUr8={MN0_3yaDG*oJkJMQS~dS5qTLT?#{iMJK~2Mt|S75=JS(oId_@35_d z-#y|}MZZma$Z*t3N@2MEA^!Cjd|jcBiFd1p&0hgKMjk^5;|#Qbqhrz;=}zfh5la~u zC>ICTNO-SEarSUHE$|QsgbSj_Qq~2_|655n2&JZ_8>XonRQ;zTPD}&tH+Kac>K{8+ zI(Dot%Xh#L?jPhg|19J25HhEyT=AQaPDUL{Q^wr<)bukVz%P6ji+KNA=;2#XNdf8Vrh+ropVJFM}! z$rw5hD8FVKR0G*5it3xTWx#ZS>as$8(>Z(kv}Kh|KMZ|51a9os&W&QCu1JOy@=@0D z0>Vl^&aqZ9>)c(vWp{i9@T#ye(8Z}P%sa?fU-`?#(z%ObS2the;<2{Gceu#so93^N z&ln2OVR_7K99vX5vW7r$oSf6 z9JJUQ(rM|O^nmnU=>t42*6Y{8vB`I?kq0XLu%E=N-8+5*n&}ATE~g4w-$TiNO$2xP z{u|cLTCV8>2lRAd4|RWnhnyN4Z}xVLH+yUx;u53x4iGRey%DXhS_Qv15o-%Q)X|%87g{Lh+uJ{aTkm?k)W}J&{phZJ0<>L;8d(?C zfuU$4uvWjmPc*j4b%ALz8gT5G_F!Xk3@3D4Mju7O3Up422nksoqivde#&b9!P-~`l zGzAJTOvq>9Z&p4?6(X#l19p;*zq_jwI`ofajg(}0TTzH(n|7#clR*IMva%_wrmB>g zR<>7GbX#RpWVBay2gvBN-Yx>F`-tgUZ8tTaI!I21*o3`ZaS4Zl6cIX!Lj{ZNqv3eC z!JpVo=R`O`GKI7$a!RJ>c2HgWsonW|-(@+m6pI&eKM;$&#XSy=Wvkyjz!=bSgtX^d z=&sGzpOYa%cnpe5pyE2=3$S0)G;;^zddZ(u6-$5hRozn5cQVIdhOVG5x!iHiR-~E763iQ$i ze*EXQ=2EL9yQ=ES|GOTPl=3~|#)Rj#{oztcE|(v+eGuHDZ`*G8b$T?u=lR?F zW|+%lOP^VAs7YOFoGd9`5GhgkrunV;$X;)p-fk%~^;xpW)71F!WT^}kyva0`q%4~s z;^}?HG+|<|m`6BmcL5oydTSw9L4n1|6mMVs4{S!6(Jh&6sHG6{3=UIAF@Os5FXp#y zn_ag9GCMrI9Y!O2298M^2|ppRs2{hpiVD~L5pEe=rGriETaOU!N3_RrjP>|=Lknd& z)Qt08+`45K&YKvsC8XwgW?H1F=_Vh{g?dHNehOj%|}xeQ3U*Ui&DzMDPFEEmM(?gfKJ$ej5&@bb8c zHxV@-f3ZNe{#43RzK@P+FYpzc+@c_Druj^%oi^5+(6qFn${;?+Wk`OMS2xe;;ziH9 zc*%7yU3&_%GIgFWd+`FR%1FRgCkh{rqO4y>na!ZbM6qQ1)64MkF1Y~>Pc@rgBf+HP z;KQ9xcV{%$L~IESX50a^q)llJX53=D6Spxl;FyW#6G!5`n1`(A8(OnOfMJtz1;m2D!?#r0=}@&1b;B8zcDq!a`PCFE z;`eO$bSto)vjTod@gZwGwt6I$p`C0{kt*a>Ox`hnDt0y^&$lHg} zNd9F!kcD851lGH{U$y;r)!x!p+OxF?$nfp2cHd%8Kg@aQO)#^buy%}pXyAmKB={$=J9aV0k#`0HZg?=xoD(SObE+01caEZj zwb^#$+s{ToYsmS2UQryuW~ix`Rl0g+l1V3!sruyzxZEQA_rTn7o&a!vhB(M@^ktP^ zhf?ia#6taVMl7duMg}~GP`8$)b!n6HeLh1f;^?xa6s%+%0!u7!aOP4hy+mw__fZPa zv%~ax5*)mXoPr*u_$4#xeyFmbsBZ)ALMTJy;>A_aP%O@dP)a-?>=CN!?{VlBBSlyH zJyltdw~(_=L#11w+VJ}>FnJ|a(!j#86ps5=Nkb|@E$&LI(0^Z$E{Rx`Y>hh`Z61-) zFmaRR?nh+=lXgj&Wf#M>G`OpVCT=)RJSn4@U%8K15^!edLW$5I!y_Wf1tgDgR)(A1 z-;Eb%3`Pt?B~*(W9?VqlD^KMJ2?HBUL%>S1q+PJ6E-7 zY4*L0$%KL4D9kjNqN-+TH1`qllUAq1PhtaskDf0kq^RjBbovOxE@-rXRi8$h8V7+dtZJnA@CTvR{{bSkkJ0n|-pKVA zIBC=9+n$PGKkj3=G8rxR0D%=3v>)3gvcd|sdt)*av7V0Y8;eNLvo}%GV?cdBrIYkc zj{s3XuD=KMuarIHCuq&_<)nYdZMmn*WkjODcKt!!`;hK=`iDII2et2{fxk}NMh#Ygl(i!$fJ!>7KXXD?4eD#jLi~5>JMk>%y+c(Nmc()_{LnV85vQ`|~e!{^-6sznOyt6=c($ zuIbPrjYLBBQSwQdNU3g1e-3&V=V)T%d=I`ubt-fjE?&y@_(yYf%G;DQoyuM*^%BMt z^5D3D0nZ=_*Y3VHB${lI*n zX(sWokXzoizxwji&8H8@GX5Ag><72&Vt<9jg`TW98v2z!R8Imj-Zc=~)voRpt7q5H z=b+m0D_rdaEY9VF>cxnR>9t|sc6}=I#TxLTBKzZmntk}ck#;>B#*Ak^UDLmZ(gGbf z)vk}mo_Vnhc7%S3QNs(f$#amZL=SN3VwIiBGmD3>|uQH)ESY@*9jTw*Z2apiWa zr=e}mU;{B)PZIQJQey7AB{o9K!!ky#-xR?!dKl9laXL9v33@BEd2IMcs&Vsp62-)F zs&hdlZk{NYV&dwtJy)ZKRdWrmWSG>}87;-WhhUbLVcQBkGYIib<}t-!x}%wfR}aaG zqr~N?-!RNl63kT{TaA;bU$@Na@si_QHZ*22Lo-a3D$LR`R! z6A;@cM6A%%k^NLyiz27#ti{M)x*kUJuECo6l>qZh#hkY4~42{pljSEJWSNL?*8>H%>Wn6rq{Bklr*zT%JeGs zhlBnvE2G$-3;FXi4%cj0S7?+6`--0TQn9SA@r8Zwv zyImDd%0D@81wjIDj)~iUB3{DBK76}9_9UAyJ;>r|0p-^V-}f^vJWSc=&l9MP>B-g~IoQ7JiV*p*AUp zNN6eg_KjT4$NcPB(J9?cwV4&a;QPuvlE7e(G`=<>>+^I98_$zzd{DCc7o^H%N@(VV zzM96gFL<}_D49^_37sa@(Hvi_Ss#l+PK-k@Q@1GxHOQ@llpIkt48ROCpwM~53H>szN2o@6Yh(-P0S`jH#UsIef~htCIlrbdXv-bE zIm;P0(?{LHy1V?^D||iku=F13e}?v4ghA_d2RtBH4`Z<~^hd_Nm^&DvyE633+-tc> z*2^N+RSuD{KC2|<{u(+a;u0suJ6=QYM07tq1>E;H`IENBT%|3bHCh5pqjf~a?w>m| z4*DBBJQ@6u=h7SS(SryL41X-v`sjHN*+AZMoJQR&lVxbIV_T7l?CPpU;Ygv6mNhl7 z{5sJcdFJpzM(tHKgouAAgM-o4}A%V9=0_s_3+J`cxYvt*Svx4H{FTo3e4bhT9!B)NThmH29%x>XW}a-AaF_Vg%^? zmlznzh6-49(80fYuG3aju3kJ!xvfGWlfDk6FDI>~Hv7n|G z*hIliFTaUmoK~DXz5y>)J~xxprl>Th$6VAPtd?;%ghI^=5GF7=^P^a>wHnEZZU>kVxqPIY`b0>7MI3IEo^afq_F$O$E%!Z=dXBeQFI!n0;e7L{-v4`U zZS{_|^-aChO6Fr-wTb;SFj>Z6R~?u#bvP8=HRpB`IBz1)R^RcCs<*iKOE^^dN{scR z3*B9pgQQ4BdKmWuMtWFILsB4ZFM58hK*+kF?fKpG{ATr?@2q-DOTS>hiTLpEw+^I7 z$mhsj^6~NoK-6&&2?d+6y~KmzPWBd06N~sO95iN(oL%xcvZs95bb9s@&p17k;$eHy zBRZm*^l}=()NpM2 zl8yK`xD`VQrmmyw^!XHa&Wz|aM_i0^#u>$!J?hVKc%qJinye}19~V>~5)0?s>B3^l zTdFIs67(vb6R{yuyL~jMfJr8wX02m?+snNY(C~>3hI`enKlB0;5uI8VG%JQ1mRhET zQT|NNG;0w_Dxcb2*S_eQDlK`M9yTM(8Pxk`V8Y-1@3_wogCCe)@iN*`&zpkwC?$;@ z#KT^+{~6Lp_F>?oyJ;uRJMRZ7|7^rUXpUI;`KiQD%Kg;qkoz9B_Qu3MUWfM;`(t}l z=t;SsdL44#gZ3K}`#A0Ui+yoA@zdL)jHq-8E2HXfxGlmZgUQ9KtEC|wiUBV5->vUeb_y?^t3x~?NuZ0=P> zY~H8E)1MTluZWT1ze!($Y}Mm0cO}2St3cayo&!OJPcY%|)QhP<0mTz^qDNplTM)#FaJq9#xT zEj{0uWd7~i1CN}IU2WbU+&1v%HT~+`c1Jgr&>Ef_TA^aWS6queuDixx5vSC}1WqrVORG7GTV5lHFx={(ju&kNr;QxG3>BeOv zu-FnM(9k;Ss;2r{`>bNWwNi3QiNV$`d%96_EZcHjM|Yf(uGwb--*ZgH48QJ&%w{Gt zEW2ixDkWFb9rzN2YO5D0p{q1dwT1gB$?+y|53(*D=3`E=wEtSY~A&=i#T9EZFm6g!62sL2ZZ^ep1mw_pw%a#urG2K@zQz^uX z^&}~nu+}ITWUxHIYH@E9_wuA+koKtUxETAjRPJBBgxihzFC(JyhAbMTJGM{SJa{*A z>IUW>?PIFP0mnJAcznYI_hN?w;TtyW4>&+Vj|UME|NgB0AM3Rr`k@cU_r*W{WbkDF zS?eP+m+9sDeeZkUef8R(`0w*q9*Q5lZ>zHPaJ|+T+4_(pk}nYZJ0jA8=!ZGjK;}Bi z9S-T_YhuhP%8ya{V~R5OPUf=`zZ4IMHvaBupD_6j8UBF#HC6o!ae0TL+yO88{^;6Y zS5=9mzH)7D#i1btaCh^R3~ih&@Nt2R+cblCXJL5omLRFE%+5@J{*dwQ? zO`Q8R?S6;Y^wcAa$q2S2r%a4Q%b?%l@=%PZTG~*I7B@CE^U(2m-h|$F>ymQ6<#bxB z^M+rx2E+{G$dMa%#WX5*WHLQ8LVAB02TSFy9Rx63dT;Y+oj0AG)4h2{Het}#O6=G- zI#y^ax^Kp+S*e(+u7)8~bn7F~vNVmo~E*!?iHE$A;R1u^t>++io(utl3MK1vjD z1zpxo_p8y9d|>HR{c}tImhGQKYb4+PfMvW@_wDN!E&Ty#?!Q;oi2p6!BHvM|ZuxOw zU$=ezt%mghJ0Q>NmIhxaN)ZPM>DUl4CV0D<5rY%ENlIAO*b9Gl4E4&tZrFZG*bC!S znS9!F-u9nVwdbgMA6fD3oVv~!aeP4Yq;H?6D!otDGMh4P7ZC9140*er(vy+H1+$7i zHy^Nd%=Ut%e-F${P!?5RYys@^}I zUx6j0JIJzfl*bFx z?JBR2GK{7h7Z>fg8k2ThlO1zmAo4<>~eMl=pBFOL{^iXGg!~%EPgnuV*RS&!$f<^7^6X z^UgIM_vkLJ#c>-=7RHWQ251A(9u$t*Y#Fy^^VpP3+?TXVez^lJm^V7W#M3K#macS0 zhq7;oX=FN?OoLdhz;n}~9Wy&b9uDWIW15}(;FZs&mR1k*v;RSU1MTD}4m-~MYrxxE z3z$6#UO+*okUci&-o|? zwVNOALiOK4^NQ=Dq2EE1Fh2=aQ~th)wdr7igckb-B6EL(Sy^401sN=*?K8Lg!Z3)~ z2?7h)*FndQXauZ_xNCetF3t=;kBhy|XSrq1{GdS>j_jPV=R$O_gSTNw2+v7#=XD zJzm(~DA+9J%b{@@M$KX`mT#vr=&BW592gF8nXxcC!d;|o4iB%=PPPOF)Zijv9rr*P zD|tq%e{5^9#AerEM%!riXJ`8-`^{$mtN8UMF2<=>`J$XfYw%O1DK(WdUf$kbo1yWc z;qmo3)uQvw{)vs**^LwZW>#-sO|gTei1mj_e~tCp$?#*3Y%DBn)M~vmXUWPh+;-c> z#wR~HHYeHMZM(@@aVa%j;{KWKR&RjI-h+)a;t#s$t|##kGP3M^f552Y>n<}E=V$6p z(=O?BR(CX`J6Eq*jiR~dyDXTv1E0*a!+O(RV}{Kr7M5Xqjiz~2W25#nl3wO>n+}e` z`$@moW{7bvT&zkkT#PyNC|XNl9h)I1!dt`2>EzT-ZL|IZn#m}gzjdJmL*K9&o*fKc zc;R#R-uuIZGJMr?LlWyM(`}CgHYx7oD;#}8>deRUG#(}=2wafrtA9zfSO4dSHfLeT{w=R&I)Os9a~f3w$2+_f z*_}jlTZdY%7B(XiHqY8tqed-If<|bR53MvvX|YmSERmquZiZrR@K=0pfGE*Vh+&D^A?D!tNo5N6Ccdfsp$M30)bcIf`C&@S|YHcNE2MRCK1wmVS?pf#g{E z$h_q(B&58svQQ@Rd?=R}Vh@HNjew~dq*Gh!mGnSH{Vo9GGoGOUx|CFy;=g%*s}|6UUvhM&(Lpsa?v-LMC(A@12?e=sEJJ7HW^GsyKb& z8OENWHWjCQJRsIa+f#5-ah*1s$F%q)W%!R|Q+|k$hs5cFs%_iqgPQhWc0poQ{fMF| z9}%a&ix|_->Y@H@c9Hkh+_n~RBvA6{KtW554O_zakPjesO6^jqz1S{!o^jMkN{X(O z66dJld8Ia~mgYiPJH3 zI&U#P598qz*196sLXZVPn8w!7KQO>>2+6!3#jB0RY8?6V2@jnhsDinL3uG;Zu8q*z zwi_bdF3dTcY5bl z+zQ8L#af0AJ))GHQ2!UIhP(5 zXDO?oSiG_5;nUg)JxMP$KSdc|1%eW{Mk|IFG#5e_Diu4πR(XEyYV3az{Ot$Y*f93mYq^Lnu{qbYp!X!TA9&! zE-IItGEKZ{gMP4Nd#xGUa1=;JG3Pv}=~igMHBlVHo@se@2@*-F)x;^M`yc7LKu=nh zhA_grH$yzgP~Jdm()hD&SH=^MgaTh61QR<#GK=rQaO4x6U2~|tOMDBiVFfUVF-$`{ zM<|?NloMDpTixy!w|>^OBf`pPm2YOj_yE1m)YZVcW_SuUG!acvGpOPj*Q}t^SxvY6 zMw@@dD@iJ>i?)HcRjHqjUAt+&$qDU?<9a&##C}v@AjXWNIrQVpFoMK^u?a-Ih|y&6 z=4{#968MJCMOP#2CpnTs0ELJ9iK@U9fx#`V3x4B8_-}*}d01MIR-{eoG)8!ivO(o$ zI%4N8Hf?cCy{r4fzL-U^tjot~B7zSB-3Tyoq3m^2DlydUix~QaQyJ}W_{9hLb_FiV zBRa%Yv1%%yC)6>536NXkNE9!=fCo(j!nIUK4)ZxtPr6&WU;5sO9g6)()bis7tAirkm@kH)(n*}lhV+HnJ;M8R_7%gBj^6CN-l#Q*Co`X z5m#ya<-R7)lZ>Gz!2p@$Re;__w5$p=INcYnLKWXz+c`xSqe!e*aXLCMV(+K%gI}k7 z`@Iytabxq@8<6JJ%XqLjfd@+L68t6%Ie4-$HkTgln?EUi5Vfc18dX%7q-*)=uW4GkCT3cDubQN#OR zQkYUl8^)UQOVC~N2}@nxNz;YHOH&iOFqYxFClW#9k-B_nJVP`sf%|OSFMUHAV2d#< z%z4sjcNT_9%mw#BwMTz9EML17-HIKcWd9??}rG#6vLb&&H3?O}N$|=*M5^lwJ^cA=P>aYVnbJ!tJ*?!H zs{4qfr2C6{o(}>QV&IY?8aWQRaa}%?O5*V1j$Nm0joSqXTM=I~87EN$?E`=T+CI9Vj2(a|=eUl1b5h`w-Aby?L z=j)~`VlYY)MqH!xXCpM2mC%gX$YS44jR~T3m5v)ah=iva zY6&XRJV!QS2U>?I*;@BLsqSIK@akU*$nw#CQ^@zZa-Z@7uzefnk9^rbhWQe`toigI z3Mbv<>)6~*;vrqTOyRK)r!$$ubUud*xqo(;qF&~ywKJLZ`o;AkfnhT2wJ(YELt)vu z^Q7kdZ=rFaISnee&R&wX(84(Z zE~gM9Hd$Q4a;h-uO)i}N)^iVDerl4k)QnUW6y8ZcLx8^LKvIM~1d)(A|!u(Me?xuPj>HcX<)2BWg4C9Z1e z@BL9t31v-lwpv?`rpcj#ErV~pC@SBzbpPd?&Z|Y_J1vU1luZgVxstZP{hJ8keohNo z3FcC?sXK~7TaF(wYl|*WgUB*5-~wl<9;8LGGvnvcxCdp2u^BJ|DkhuIB} zQw6-SgLog_ytu{ESd%-r3vcHW@{k7(KS|z#lIm^sxSX_iYSCV@ie6V4eD8;KS9Phy zppCZ9+<)5g;L4(&;{GonK2=5GJw9D{Uw#8+V(4v4Q`j6@G7v=}Xk;+Q6wPYu#>8Ip z>SWv<6e~&y9mLDrlN?QEhU?rB94EJ0ar^o2m(N%P#!kLxoKR&lZ!y{EX}XGrbec?5 zJuYlZ%SMATActy8L{^)oX3!dppuFmA$5((gPS$I$y!HxTPr~(Q?DhHH0T3h%?1cp* z-~8DewyhZhBqN(LJwn+M^R#7KwjyiB-MLhw%pxsIwwE;zUcm?O8A!;Ofe#q1UD|PH zaIdhC-`0US78mhxUY=qj^tu}dk@Bwd}P31uP0{8|0Axx#4&@?q= zj!ROY`4nIA6*jUwH2G%QLE*4$mHT)?)q0~`-L6_RVyaSo?;U!`B9$&f+3A6HL_=!T zTi+1V5mh4=>UX@is;DfYmeNu&1xPf|mo$3p4awy7mE*93+=`e+ZCv_2NmAF=168W3 zD0golD;%;yr}rrOfyG#pbp^x3k_@|I<8EcF94kQcBPrg^G^*Im74VQO?WX$MH&?b~ zX$n)-n=9Ihay)!+IgUY+3=S&1UrZ@QAskd@9pR6nj+K)GG~Jz#d(&KdH(59@j;Q+3 z&6UY_Qks`;x)@$}yEvK&6g;A!Avvf>eqCVX=-S=rhIP-z4U|kN6_%!M+=KJ>yS2ZT zHgPYGZn90B!thNth*RZJEWcZBp!|x6Ksk00PU;66n+KKQAE{cSfXKsvd=4x{bNqV_ z{IjbZ-}+rB$Nf0F$+Dcv_)V7P9&&konZ)JIZgTVl;m(*XG)kBu!XdNV2i|Z4 z5WY;x{q-UKLug72qneb5>xhH}GQm{=t-Z#9s|F`Ye{H?oO@!YJ zFc~ypC!{b0g1-;8b$X6PWDD@**ph+lz!Ow#!l;tCqoBe31Dnj!Zktokn6xf#k9@Ox8M>uFNNpCNuV2^_?%104QQ>{9aOdmh%V?nbA|4(T zD@qzZ77q1L-{3u%Hym`BYYacZz3$1NPFYuQWEJ1-+g!o zDd+K7Ydl`dDo3zwaZsgR(*zY_Xwl+(6Jh!6z{iJn!E^oAoN!O1Tp_n{X z^>B1%+e#N`<6SWj^$hOY*nAhqhc7t)czAiF5<;lqQ@Ggu9~H%;mg@7pC0o|lQ)7=! zl!VQ9ntW)cX9TqTYOXZju=E#o^QD(eI9Y#lx+0{;m7Sygu4b`%pi#alU3rUwg5*4> zLQMto#x+J)cBjU#bNi?o%++S4Bhtw{{_AMAR^SxboG>{~CN>x@5mCqSu*mCoGp+4+ zj=UmsPsz*a6zna$rZ=;S|3q50a0q$vW`&#jB1kXi_9Wx8%if;*mSb;rMu-RIu8>VNx>g_>LcC|ya?7g-h zN$NOFj#QHtIV%2mJ>Qd#RWi1jQpok(RAMMOw@X$Wgk?k-Zy>m|l!C0*c+P|T5Dt)c`B{zIq!n-KrR$|SKX5-k?t29z>Md0EEoiP4#XwTv@Ga!x zxu{M^J^K6z`u1U{5nI@@Zp&+MY2c;F#Ys~iXtWg{N~fhaOYbP`J@c`B?yYnL?d$sK zvy^WBEVUeqS+?Wd&n|jx);}o^F+LqyK;sHQe^yTVjlg=*3XqTdBEkbzUxXGcyD-Fd z%^!)=)+c0LX1>RmbJAhV^O>x_g5Tb%lxijA*3qT7$8t+w@zN9fOyX~=V_PbDMyEvA zVVdv^Q7v0icgf)bMzz(d8ioyOs94Ob%vMZhDgIf@SDZLf9zseUQrs6% zTdz2+dHA+E-*T?`_Ep(zGKG(xvpEJysv@u_OxJnaijC^)mQtvx6+SqwErc9A)VF1s<=~-VXvn(70brRd z+djt*4Hs&BxLZkkPi!L%E^9xR^%?0NXeBR7e@FV!H!k(udU?z&ncKpnD;|c(;PWaN zP>qfH#*lrA3B8^|KyjW|6bE}bSJoe*YGr<&vy5{EmBOG=%sf@C4E=?JLUiT6_~GlW zO;8SELW}rEd1`Hy&L5eFjy|3%(`8}iyf&gKqS=o|zMQ;18XU7m8fK;{{QxD5C`K6E zd4NDwya2e$wm1ZD=0+P8s$c_Aw+fZ8OVXGLY>b&JX`fr*sNnN$!uSa1%^UsogvYn+ zvi>-B%orzEGJ&vj1$*&ol0DviCa!&R)R)%@la=`r>X`~b*C280ypw? zx58k=_3@Hi(lz}Vkq{n!%`$5hMb#6hG#3%ePU`p7Dz;?>%XH2)R*x5&yc zuBJhBUs1Fi3taPUNhFtxjY{>?7sJY2ZsqWgcWm>ADlO;nd zYg9Mus+5jHrC%m~>IXi;e;e$&c%kTrF8;QJTloV*DIX94JftjLNcETVbTc%z{;rFu zi9EYIvyr{s3XGd0^miO)=4M4)i3#L@NVh1|&9Cd)9JTaseklz%iwjXdqSHAFe{f-K zjcRsIKjz~J{EA&z4^wic^D%4p&Sn{?-yF*sU2x~VK6h<|KDjeaLG&YYbE7%SVaU6e zw$R1#wy;*7SbSLDJi-w)hQhKk9l4E`Rb4VDuCelH&fMC~R%v#F!JuJ6GYvg)}Wj&!&5p0WAP5yGc3vm=a-X)AI2 z^DV49r;TCTQ#p!Kek}d^KEi0ggE;nipkZ_kDCe{R=aOM|_nAB{KbMFQvp5xTG!h|rD3D&aS4p4rz@b7DTm(D8%ElMwb zKY;&Qc$m+xKD~D#HpVn4yUf}|QMR|fj*{G`&b+QVv3JSst^6ZjXha_BLqFS(v5SrK zwdN#7;-PQ7)}di}HYo*Ob-BM>tuEJKfVVnNR+37iW9t4VYWT3fTq7NPJXaa@KZnzG zpJnt%;3ziBqTE;!*``ebEDT!(UHfId*sa9@LCk@B=hsh)e&2z>T;FTglI2RPgY?h8;!DwMwyTE z6G*d&t1lYsZZ9ieFvk z8xnjI;UauT8t_kp-x0VmD)ov952De|#b_-VBxCX@TYZk)p4yW@v9QeDpq~I$C*@T0 zMsh<*&XWF6h>w5p&yL~@=BQ!_ai1 zszlcevJxF*+WI;)O^NF_Tv~4WYaz@f)svLYLh5LJtc7a|^(zizi)?;T)#Dj&eVyvW z)Sg!$Wtg)KVJ<(Jw1F84Uue+J!_uA7=cHf2nZkyEm`G;|BC1v*79P?lTN<~P<`4;k zu7HW^im+OF^vqs&n8w25YZh&-$8D^|#9jm^s1Dt1JvCHio)mrk)ahihGY z#*Nj7-PB6L<8UeK_#&1Km{Tk~wGdjGuF4pXhA5g0a@TAa;yHHRDVegaDjuUU8ZJ1i+_wL=fBRQ=F3EK5;zeU?D#x{h9A=~>GB!m#`?Vj`kOoRn^d8uPI91deJW zZjLiUhIuE9Ur`?w4<{V8hi9f#osB_KjSM;)=OJk83g?M4uP_VzN#KF#9qWNilvWFi;?T) z)YWN4nN=PADQg=Wm2K-O-BD+i|FLI!!hW3f~O(JSr~!myChw&&MrpM%Ua>LY3w`~V7>IEQe9`NZ}0d@X9vbO z=N11cLT{0k^NM_n7I6VbXHkA$4HjK&OE__rE|8gbL}xClM3`Sx7pT6uKC zI9oAsdQ5sJ=-wx|&pB_cXL46jY)6OFCAUjDsS?GR z10Kw*ds7TV*k~A@8Ij~F`kq?17S5Qaz)c~hIdgGBm>(+&F4Zc2ZT(%8*LKLoR@fFh zn=2;qL6$x(*-|T2|WSNT<+b=i#MuW*RYrsX>w=0XL70KG=u-tCPk<6HUfvAu?{HZ@S z2A?r;lB8Yb@uYM~dJaY>|M-T>11ka(FnKVv>xz(}O~kCk0mKpB><%}f&a^j&I3PKW z;9AEC+DA^7LBcCUT17U~*glix*zV=!$l^VVsCCS+h;5L(G}iMnBZf^ZH7UD+pw%HSuI;8 z`X-CDTA$awBhqmmmn18YA}Ed6N6B{7#cI+Nz^Ek7g5a!|SFtRNvVYMp<5s$UhQnE9 z%dCB&Rkvh_Vd#^qTi0-&ea+G%W^u&SY2Z&r{z%IFZT%GAsv}|K`-f9}tLYRLz|DrK zvqY|p!nQEQ5QCq^-be_m1QhYf>C~ScWAv;57dxX{UzPbHt^DQd*T1GImyint#>%gZ z{N~y&-YwQ8UqS=AFOew9@e*oM1SN$LefShR=D>*DOipzFY3$=}7lvpEb4upq*nP;2 z<)55=WY*R+Tb%xbEQ_#Kvi$29toe5=m>*FUN(WlxiM%>_9;+nH7SYp_K28Bq#_(yD z%Uqi6zibeTJ;W^1@K-liUruxR^)%P{FEO1Eoxw?$QXD(p{x_vV*^WUJr$auL306qN{&hf~5(ipO{qhF%HiBd$(yo3A01Jq+!j z`P|rS7xnvDU}c9s!a1A9^NerlKcHLw5d}EZH3RoMfNN7*Nx4PeM&Pa?_)IzXehWGO zIx|i7^^o&Q;HYw^NFfB3j`1zlM|Fu{Kj%?gUp8roYN%YFxHz@l6UNU|lE8;C4{t%!2I3A$gXX^cUCFLOF zmUblvL!tkJ$mEaBVzPyFISzWXfopDM4^nIQx~FjY7uTU?Nq>I*BCMk%-8jzfmyD8P3)3TT{gSEFK!`ElTU~)bwUzY9>CB{eady^PhV)8u*HU z%k*3&nwd>Zr2}p zkeigweXcWT&$t#<*ECaR#4rexO>IrpOn0U|aNI(?Je~U;WH|B|iVESQ(>+AV%kk2DIKOpv3yo`PM>Z?P`})zX(Hi!%&5e1b8}l9jIF-fkl|Uq3(w}^kNaUBZOo+0=u53qzTf_BzM{8*8a)(4ZKy)KfJr%s zB=EA^EHZ6^_;OV|OTMMj$kiK~Z{u?N1t3nhu4_LfCf;8VQ~HXhQn?}1$P8Y>;X_+D z7op#XWBw1uG8p%wXbwr$MOAJq=ZIO{E5ZGSTcq2i`}5If5@%RP{c)g^v4sf{9Zg{7 z;8J65lF{p@yYZmqXG?XAn~mNY7twJ;)6IJ61->rk>PI$?=x!vK`7v>NH=jv#aY8^= z>ZNNIbhEtYoZ)b1TFJUrs&C;pZ-)6DV=$3>0%57d0v8;+WVF_m#h(;$3TB|iA432C zp4?6a#!>lVl}oY(mdsg0gnLV^LSkTcyBN7*WCPnSSi=@=nR|oHZu^3ee7bsdNiYY8 z3pxKFi>pV6t6O~jYU)}pDi|58+JRW)A%T5?3y7HMN=wEvxmpm#n{_LCGh+|nJakfY zEV91l+t;`yx9#Wl&gk#6nXW?P?r*~Jba!j7OOD7xU@$>PNBC%%51mTGS-#?$Y42{` zhHP!WsLoap2PTa7Dl{ww^eGtnsMl0_-3(}^($~f`{X0Sgje?4sp-IfpQd~m^WdW(s zkMo&{=EF^@=#Nj@0_Xkz63kS72K0c#o1VhB^rIt3n-i|E*%2m{H~i(0dzH4jn*#1< zGqw7{FbX|afQX6JR9rHFnJDAG;<55D*&*MR;h^O3KOsz=H?1fLBh!q+AhOJPYRGgR zAHZXL0FUQYMZV!L`#Li$g;63Kj4>VBiAH z0G@p$v^)c&+v~RJmuB2fsZuh^Ny%1JquxO8J=cl-c?bFu*^n7ia6tsR6{gyHV7am1 za_R+pFCKq(QJV01>Zhx?eA#xHaK!l&xRQI4h(1-=p}$0#rdxz4s&Buf{r|;%3y>vO zd0wA$y8HC&cK7YR-F@HlxO4B_-I<-)o!Pnf&aQT}TCIe%gQNv52us>UDiaDWM>ximPmEsR~KqGImP1pb}KBkg8QBPMHwOHXBz=#UlTI zPQUIvRx5)l(rkC%ex3K}|3Clte}8_wA_eyUB7RgJDK4bPrFcIM%&;eSq&{Bj(oSw? zK8cp*H8kSliWy9~C@H{*!v3=^*4s)s`X1`MAW*(2cE;7K6<>w#v~9q{SDpMg&EU5P z+|}2 z;f{Nk-+AfHx7^fxszti*`@);w{41Zm?+bsHW1HYJh4@w>>7e0L=lE|KEu_n2sK*H+ zKH>!9b%1P&IGka8adc=9)q+YjsPVAo9qd=N{;i2)*StzQG7MeQXKMa|n!y*tR^#A- zLq;Vus1w_&$7_Qco$Ev^E~wP;Jk&{0uehX@;~f7?`D+Cud<%X`Oq4Nns`y;_y4JrRPGtMO*ikS=+9$=)~}3H z0!WE8>T!5|^r^;$M&rV#8;2LkD|5}+FJ;dj5YG;$pUuLr@jduDKiPPo z(Rko|&<(k2-S+-_SAET#U7wl!-raZq-ud(Yh`3?Zb!=|mcnWZbsaS+l) z2FhcK((k1x;k6Vt9Lai4F~Tv=7Rt+cAPaTMO*gC))vg4wAM{#&%dCXe*?RZQ@mvIw z@mOT#PYjI@7Hn>MeycNAapS>itKN8P5Z8va`0g}QGN#tIq2EUUd_aT0$ODT@PCd|P zWLU$s@iN`+5YwZtp_WNVhZ=YYO5p20YHAd1<{JN~p%cr3qYNXh{BIaTeU!kG-az!v zM6ePjGSI8osIqfm3UC^Z8%-pJLqNxay_;={>1ABrv7DB^jO>Ce0(wk39YKUp>|x47!iK zKW??+w}(o$KHF9PT&%12a5kEX%2UL~-OOUqA!2TrN5?%B+!7?4$>!PSdh;tJYArWt zM7*ZgOB#)^71@5JG9QkQ9sAnX{_)*+U#?!L)sw(-+=?45#DN3XWo$KF$Z9L89E%q5 zRpe*MBW~pf9OuO$@_DQchPl0ZEEGx}!{2a}NNc6OSZy?VjmCcn8jXc|{pO@^L%ogW zJl`Rk^3q*_XZeO-p`QO@&3BiY#5s7!2OA6UK;t6b&})22gGp7LJuFPG&ejnJ9sK&bV{wR9HlL>+r=hpUX<{wE^K0&*;mPopE)f?om}TI5ouJf2u_nj`t{22~`nV zrs6`Y%5?e&wQH_hbBG8TXmL=iD#jyJXBw{4N*Ed;ps)3gFHlR>a^LJFfo^$^^1)ZJ z29OPDw2HvPWF#D%a7|Re7UAbI`MFh4GMsRK5TKG290+tXNlg6~A0Dg@s(kYEtiA($ zb>1}NxP7N()oSxWFkibPY)6S{&aY;&$2H|e&=?j(#6>i5AnH{{SVIgf8biup|JzMs_M^5s2EhxK@15w$voH(YWEZ#DM~5sd!xiKzsuks``ccO6Q%!I zKkjF7;QQhyOrEijHwt|HQIJE|hfz7k`8to*g=&$m5FM4V)Mf8e}f2*W}BYs7u9HyEnH zNkk0z#|_mazI1@Q&q%>5#5nz!s#8sUhYEih)z!z+cIByE5PROv={g zre4C$#krMPe0NM5DEj!~yMED+B}yNM%$66IV+-`sxM44w%1$|C&s2X$#7IJc>3Zp3 zwhg4X#*I>rqZC4YpHyBi@MiBmPJd~+N!3bbGAU@J+7-0^u^W%@y9n+xtAwNSIuslz%&0NMLVW| zh<^4ncO0G|%G40%<@_CnZcV-98*-PYUrPM(T^?{Rw@K{_V*ayX2E@K_vydHrrV5(e zU_oDaIvF!7L&E19YoRgy&$w= z2bC+V*u&xIDM~kl-1`)sed+){QChzQ4IJxGDT6@EnA{1DfGfCpHuq0`UdlNu5>==a z{yzAwy7(fM-?oGOKEF`7qy8XG0ydMJMeIrWdQ%ErCu5{7jMKSVc~SVNS3qN(E5#V; z<(_prM*SthP<#Ph^xl9@qcDUuRhl2SZb6s5ElqtEtL|BW(Utw{YAKDS8%c$)<<^=~ zf?Ect+FOnfsa}xG&E<4$<4J^Le39G17X@&3x@~0a@YEl0E>CB=%a{VFETSF#?F%5| z&=)AB&uc11H^WVv(Ev}wMoHtAqD?XNQ%*w=q;D6IL3TRk8QL61oY0}xW_9DKyk}p< zpXadN&Y>sqq;Me4;&Wg+`}!&Gm2wizt)I_F&QsGV|KT6bzVwrloAP8j{c!f&xx9SW zpjT(!t9&}0^->-36dVRxdXW-xuQXlXSHqN{w-3xxI05(9rowW&1uH&@v*pn&lNaYkx_xJ-D9Na zz9(#kp0Dp3FAv&QQWu_|og}gB2i25&Z7S`JSC%@~2|}=YD58v~2ayq47Eic|kt<** zskKT-oSH^<45!z-PR9#%%hE%yBE;oeyDPlDqR9=f#2mvAzthBfo zBs6CcjRVmXNk%9FiiUJ)+QB<gzR!%I87o<+d9BvPKu_)I5yyMsIgt?89JArHkGie*fmy=MEwNtC%)kdMOW@_UEb= zVtnpr7!C1yNLf3bO+d-n%5`{@nUSY(MLDIsPI)UxK#B-z%n{a$ak^6-1TFj$_O_O@ zdFEFCWs>JoXfitk$oEC{qx4_SI*gocvst5#J2T@twATDZe94|Xh}=UYY5jPqfB#y8cIX>A~JKj zhUCKK`tYa-f)OWW*#<`1bOoI(a(%ui9Q~NsiW;havRu~Zh{c~V9E|6Jg$k}bYmsWV z8r5nM?8qd2NYrytv0s&Ysre@94bTMNH{fZ4@Yiej!fV&ArTw)>dSXRvkjGr~D2}T! z+5{3*_R&_!Q;jV0$RAOIfl{>KQOo$oacc8TdXq+uen}(VzkOI3_3t5M7IY_O(1lHI z)8qf1Tht3ZqJ8No(QbP0J!rKz9;Suv*Cc+yAvfOXhqQA>-B*@Q#- zj?D|PFPCEdIJEP%+S8I?_4`?L!7Oh}`TA>$FWn<=*=X8%ecHXEw^t6Y>~Ri*Cui%% zVQFc3J6$%0(?MyKSy9|vA97L;#5LuFa;sR^y8ylZ-O8iFyKY}~xrmpP9gKBJea+MT zSQoe&s2jP@nOl0qM5 zf9bXN9QlPKZZK>Tb!}2vKHQG98ng)Lup-LZ6?wK=r^HoAq+Lhnz} zSw%}+Ejffsfqz2+Y{H`c4oBm zQtVY&G;vrIBhCAu6xnzu=M2={CzQ`B|4jLp%D>5C0>(nf5Kd@<`&q2mxTIJe(1lon zS%zj6_9Z+P(o3=4Fwo`F4!l6D2x3);7Y~XB1@Q=00K8(82*Zqc^(c3wz|XS?BadI9 z!rCXz6RV?b!`4k&Q9V~xD@--in0toG6P0LM6X%4crV%y4u5M{DTxUr7X_>Gyb*PCQ z55ph;;r4n@s|XMh4=>A_-%2rRDa7xsDNv6rWlwX}@c7P$Wy;L7ka_evNtYhpmGAP? zQ>D&ObRC(cTcuy*Byajs+h^X!AIa8=#H!pfh=v7@SBgKP6G*P-P3e>@#ez*4(8Y0#LcR6c|j*kXrXi(GhHI!L7h*6%#xMM_EA(7#5rg@s} zX>i>$p)lf3&9k-Z-PV=uv>|ID%<80Qrt}Gr4Y*~oSM=_^Zo6nm*y7>5LmFU96U{pq0K-)N`w8)y>yq+2)r zm7yCPT<&Ic{gTonlxDabGw`DF!<3`s*uX2i1d>?zE%Bk?ff;wnGq!qo5tY8h!>T=T zoQi2#mg_iIK^N=kY)jQa^U=4eGmdN4n|0H5W-=WhO`|1|X**LHj-^xo+G?_IdTX<@ zRP7JgyZ1}?9nJSN=%hWBdWJRnA;@#f$R3E3(n{ffHI_t-JENVXR^bn8mbQe>D(cdb z_Hia@%2{^?4XkiXZFQ#0jK84zw#bOO#ULYxSVl;Vx8pGy$KhB}3NB;JPg{H!cIOBN zm*78uEZk_`43I7Rea2>g>jpE~ZPE#C{Nlb@&9E?-&%N^at#ax+-kq-(rO&rtrj*~> zvm|?FIQ`BWgs1DQBY|o~mLkDwGu-cZcls|R^?FjNMR8cE20^vr`o8Nrm5S(GX1$!J zescWO@x%>}ZLGn~hmRbtR=ob9zE^Q(=CjWBYrE?}o673~|;`6@(|F&==>wO$pn za}`+&jg=L_ytA@m*pIKEp0OephPR}hdJBmoMBwGnwu49>AZmV6*8lT$NW^j1MTA|< z20BmHgfF7Z8%R<;ttY5m2E$$?Rgv|!Gf)@ z6~b24ehj*&arLTUUlY+E`eNy|Rr~a(Awf-ja$wj4J72dXhm@Mq6r~2WI@+OCjYYw| zosk#*TO}fbl>iFp+jo6}YyUA<`pAG)D~Z6zBU0WcAl{HQflU{iV!o0bxacjZ>{<%p z(iLE{#5aOa5ZMb{q;Ek(Qzqetq9mht$pzI9QFWkF&EzZc-)X#^H>tW|mI|clj{2sQ@Zc&U124%8A4cVKHo7cLl2=m1o~G(r zRyI&ZwAkCiwHTy3*x+_MmAic`UhJt^Y!1CNr_U=(%2^n(50*7%j3S`VkQ%xzED}U~ zigj_lmgGl6^dj&?S;r&vbr>KL=LA9eMi-Uo6n&c&_dAV4_4=Wshw4>VrO=ho7M6Db-}HiM3Sa?yo#g| zKaIwn1GgQhMfc1NV4r+=zN0NWES#UrHxBngGPlu-42HDq8ub&CBDn~zqGHfJLsvDX zaaA+zC^nOd?rVgqM2V6EXU_HRih=`Y4s^$VT4j}Gt$W+XT-ZC@nA@0p(56&3ahi!d z=w~`*&{Nt_$+~7FF7%s<9h)krwqr4x$&uexo=CX}GQySQD1Pq+0|76Qu&j>1&4}7O z-c$*roJB_>#%UjtFl#1kE6iYTXP_{H?hJDhXlI1=;SNoMn=6PgmAcCRRj$DIZb2aa z@$I@Gau*(QtNdlN@P8nsrC(ZNMB{9Dame`a&S} z-&d3k!9}5r2g0WY*OahVBz!*2_c$5HiCl%`;t09}2uC;L#385^xmekxc(4CJTC$2L=L3l2{bStx zNKayFLNRL*o9~DMhZ^^|B@XRFRVcbB_XDnBiyNIsWx*?03BQY~%^%|?UngIHdA+9e zMI9*p5weRHm4Kw=qr7!)ya{owzWbW3tl+nuYB4@|#m)NrP?$K$3mnxbh+GEibZ)Gn ziI8ECvlO}JSJ#rL2JP$78G)?p4MFgt;-o7Y4}@K@u8j2RAd-#o5{!IF9{iWEt9~=`n{7kWZI#?g7&ocWYS6CU zM*PKU^ak%%qj^YsjyI`iVe7jK4@MZ1tpw&e*WX&x-mR|rg5=H49~ys_}D9gXMu4j+V7ZhVhSBR-me9V zj*ImL-EXwU*VmA!GFeBMST8O4!RZz~S&qmEeUJxR6T`mvw9T)|Vwuy;Iu(@>Bcgu$ ziEYc;e!?hm6#W0q|Ko2n>`y%Yv*dqCaMFZI8^+FQ<+UOTO5R6HN12rarh@VUQ8pn6 z9j+8JCS#vq*}3y+D7=m|zpH(j$1NWb!~Sz}7x~ZF#&ghnnznHTRkSOHePxOkHRC}$ z2lpc&KHWWk*^jZ)Z5#I1MKrTt3`HmG@B2-9HOAugVx;~|V{zXYsej)QxqpPzLWeE) z>&;iztE0J$ZVYR0?nZiai2eCRZvR+*7hbMI_eFr>|7;mgh~8ZI!(=fbgbzGV)_XJb zBq(TWzaswo82R#-zf1!Et?#QoMjlH(^@Zevd3l$VBg#my>Yh_B2(Gw+QM`Zz|Q-6qwht>7gi{r>_jk$}SJm^3(CpFJL! zl?YTw=B>1A74)Q;ck#FCF4x!#2j({I3xk8hcN1&anI|v(MPUo)gVT4P9*E5sEK4`3 zrGf(P`oT<#fb{+G^J9tvFdY8o8LNM@|8!&fk$>oZlk0KgQuX+m*^(80n7(IlS}E6O zB35cn2<_1$$rv8JnTXAh%TrUXa>#HVCwvB7h=zP1OabHChpDQznP{H-vnLoW$?+0(~gqyEhC>O)0y^}Nh6ut1LIRa&C2?ijgFUl74Rp^#uL9>7=B8F~@ zG3OW(FX8$C3xk^>oXU|TWU1=a$K-tAH^Mt=C)aBB`)ot6HJj!`u4#L!N^Os|4Li7|7${gByg)^x*upZ@x)23nD?nHF?&aa`3*lW5Nt96uR% z*@`HI66#$FW2Z|oveq)?!x3x}Xoj^J=4mTzeK=mf8I(UNnEO9aruu)B@wnq2;B()# zG|AhK9R7Kr07BhP%-N$w*ntmtoybrR%<*5_i|t=4_(u*){*nIFG(Qz0dU~QKOGW4S zBb-uKS8>{2T`e7N7mXk9x+srJ@!1e}GrAt;W|({V?zXQU+Z%BcvprK?WqSi|{uA4) z7;r55V#>>-D;1>%Eh%{fVHU(G@z{_LIW9>I(a)@w{41kwjLx2|oIN`>j5BA?j^Ot@ z#SgMz7-MmzIG5g#+8@(&e3+5CN*{d&*75+kX~b!U{%nJJu^g~MusWcDusWc*wjJYf z1ODoA7miMz95ExfX~fv*EFQAamiSTJgF6zBZi3U7%Xg%=izZ5KiX2NmE_qzm_1b zW4wsN%I#<&7~`rR5|0bIvMv(Y!rxHX0gz&Ali(ttJR1*j`EW&YKZ&S~aSd6a==yM( z>M}q}mmuFf*Lxpbm~o7D)1A}TDz&PrF8J>3hb#w;0IcR}8uuHvUK^MyW8^PsWf&P| zwW3vYM-LFR#hIl(VKqFLTGhbmB~1gSo1Q}mL(1#Qa?9(GRlhzkd911GZT>ubgT30p z3P^ccV)4eQ*ojQ4+6Qj|<;FLd<`}J6YrzTvt*Vnh(M(3DW`JC1YLrxU5!d>sKUMw; zzK@Br0y62ll#dA(lTEA)>0}C;R8&j4^k$S(;S_=sDVoo22I+Hs#L=%7=Lop!QMegv zF8v#?jmBI+7zGM)Mi|~!$7`GLGI$^nvaeW!7nnJ`9a*jDvB5nR%5{x$^|%J2DkbQw zW1HX7(blG0+M@8fw)9QYV&uKZb<50_Wi_FA_`lxQkp!2hOl6h^GErYeKs=>k!r(tB zJ0s+ss*-Rc%2m z;ld~UvX1d}bhA=|oUSF@pZUCTYvYSC8P9>lIRpTRk2V7HpByWuNHh)TV% zYJ>p|Lp7|q3>Uwt?$+Q}NCV%lh91;2At&!YoXQSMDF^w2uw+kxiKis>9FM6FQ}_6k zg*^3-7jT)u=<)VSyS*}jY#!MbgrQ=yO2{3WZ);ojeX6#Sf-v-DaX|E~^nuAr`)zaS z6LXWxgxsmwzIN98ZCzak?X&!xqA0uafAmK4U-oHux%~dNj5vdvm&@jTQvLsbQoMRf z0C=2ZU}Rum0OE?8jfdm;ZN4&aGwJ|E7;02EG{ETpKmR{w^kg&!ayb~7K&k;!1`J04 z0C=2ZU}Rum)L~!%k^g`Gf6VB~z{r3CI2ZwDk_3tX0C=43S=$bSAPjZ?v;Y6MiNc(V zQIOIW4vGm6jfsO^PHS%)hGBTUpGwXyz%Vj!@oM88@XJcTxl zxmYX3n)Bl(zlsi1J~p}bQnsP(tI505HProfJvRM&iC`kklSk~r+(YFf?!EL}D&L`V zVGfTN9#WpI#v^5mipPxC$%_w$KU}`O-(S=>fzE9dFHL{W#Zd2II!TDi`>}IUep>l= z*j!!4e3%8Ne3{PNA0u#V%>>9*-gxJ8y?X+hyGDgH#D;p%BEDm+5+Zb z{Xy7Pir2PB2z&n2lltu{ogutT{F#au3JcG-iky$ydn9Xxa-R;Ly^Wxj+5L%>O<|Bb zM|gQt_#a7#Z5Ea6auRyfz*>qWtFt|m#I{;Gm0*8IZ>!k@hW$X6JZ0WH%lQH#J$Z!y z0C=1|*L%2EWAg^^`L4qjLJ>kQAtWIxIv0vi*$7cO5Q<7~Qqe(_3hAtNN{S>2QAk3O zN-9MNQFM^R8;THqAOHOJbCt`oG`%jKIpfVd3abQIzwscdrGU6aU2bW?CBMyOICS(6z z=SP%vU$$q&q3{mf8*$joh;joX4lm949|7ZteGx~>UEcjsgCmYc`DnS1fn8xs#D6-n zf%_BZ#~-7$EUs=4fLj= zJPpM*DrWMX*OK9NzIx7|9&v%|1+ya>$do`)35gG>0ll@z`cR*jWBQ2*N)C_vc8FSH`DGG2|B5#6D>N|WBA@` zhHiC!n_9cz+tmzqb>B^G-Eh90KDXo9-F|oL|I(?4Ts`>QVMgwtVNbog(|#}9d*jnv zUwW(QE_L6HLtnW4aO~&4zu5j}Xn@#z)G*K--P*s--QSPj{qrJ*z!-x2 zP%%Tz^Dwy{AkG8sAENbebNev8MyP$HT1V4uw6ig48f#7-f%yoW@%T-^VS<n8F!ruG( zxso=ka9J&8HGXSgtQGSi+>cy8!uw;IeB%5QHGQhS^?JHNuQvF7e5vlQCb$2)B9Jmvsa!!aN1}8Z}!i=C?x%&khO|JQMD+P zst|<(%17bA^-(CjJqia`jlv<7qfn-M6v|p3+9?W$m1e`EP_9N44!1sHWfaQKj>6Fk zqfi0PvEq-N6NTeiMxmnE<4dvSQ8-~-6i%$j_*HVP#OI`DY+V#ihI7iWC{%WKs{1O= ztH3gj;v z4bE=l+fgrWf_F2YTUe(yQRuAKo$t{4bmy zxb_s+6URH%)=PXZ+>YJ4 zQQNz;e;2={@+?#1axu%*{T{#f-LHhblD4bxTBVlNus=}y8qbflc&_F55v+CUS?4+M zvHefkXEfR%-&eS9a{jg7`8T+IV|F*|$!6CrW@@Xmt>U)9-=+uO>dST-Z5Q{Q{T=3e z2jB1I-Kpjurhm}! z&n;2#tStN`=AY@2#IQ&TrP!`W68GLcldK%;$JRxXmuJP16qR9ZA}Q5{EsDfDXR?2% zNDl1C=0{T6y0rB{OCmXhZ<(f%l!fn|GAUO%lEbZ!Xc@_ogCp^5O^$|h%FWI%AZQ7obSA`*d~qHs7Nl9_d@zyBu`WIUQDw~;9jD(OJO#H z-E31N&7HTvsRcc}%O#iLU5r<;JjHx37k35RE9Gu!|0-Bl^SP!O+Ym{sl1Q$#z7BS4 z*EZrjN0YWaBWcIK9gZFFzhPV?H{#Y&u8xx(;;NQ&OdtB1Vey1&wbf(>{G{1Fs zB>tTzU8^#)&`ob{7uTKc-r15KINgCmPkHW?x0m={bnLD6KCL3T%N*P#=iRXT>SJGX z)KAX-6`1-5;4(mtdvF-2ANQ*NK3WWtZ;+l0R@?n%V2JvM&~d05hT3~T&Ie&UB!0NO z4_iO%e1x1M_>YulBp##W9i{fs`ZUH&je$QF_E_^V7S1^L@W-3e@nR>azeGwZfM;k*I!&410@zNMFM zxh~S5#eCm31MldoSFU8qzgIQ9OTVS&X(_*DG+U-`%k6m&OjgLZ0`B{8-j{zRpH=o& zsdY83AHe+p#u_}=%DLA4hxmPj^Ex%GQ{%_#_(V;gT7N3`Q+lk&bG@_Ae7wC}tC%Z)p1s?9KRWHji8McMF}jdj4$H^KJNSGc%sG$#%2! zojSi$=MH{5aQxnk>@>4Gar!|Yew6=5zk&a$ahKljQrAy@3qSMw8NXlf`~{cY_V@7p z)%^S>@9%v7(1Sna+^6QhJmdZr^ADeY_D1S^KP_yDG}#nsRxi@LC9_|&F4Fx5Mp~*k z(*3JOdO)j453CVs>5OfN^q~2X9=s^hL&il~hF@9hL)%1p7~gW`B0U`Dk-H-;&-dsG zksc%d80!k`KRqKowhR-0-0Vmzvg5^{(4Os!^u&3QR%#mQNphXU_as;+%W+C$#;*#_ zr*)6iH+Xt_u<4PW(TBl4Q|#GrtFMo==E6wN>Bn|PdTvRiwK_#wyJDnu#ME(K7e+nn zdgAM;xqdY!wt+eu(xK6)NY8_NKD)r$vo&puM`L(R*hMfd=HpqKHltlLd(Gu*fp-ho zmknd~iYG^UxjL@s80nSe8J;c0UB&0Bm62Y}TB+AFG`)@nt<`vaBQ`bCwzO-T=R2C8qA1X@3jfPW0@I@2%>(ZBC?J@asyeuDEwy6KOZG-PC!z ze7DQhU5|YKrak!etjy@$OMI{Gk@lV$sb^{0$KG8yd+$v9>T^GQ`imdXEYf@Q@*eAf zrI_oz^t~7N`^?UL;s?=n(DFzJ%XxnnMzm^#vrN>;H=338FulLCGWxQU|k5}P%k4#^4zCiu22l^ zR-}vkzTS3yhn7q5TPo)=G2Rc;_vpC-*84D5(rG14J@e94;#bq^1A9Kn(+~CFW14-8 z_b1LirT2O{*W3FHzt3s&x!5n{{6dZmt{ddt;5YH5^DpK3$}DY^XOp_VHX~oF^&2z2 znZ}!GvPJ*4>ho4Ho^9ziv-B;l->PvtO}>NkowFTk{9f!2&i_ZVU9|m4?LXu83)^ju z_u#fi+^@L*hRa@fznkqp%-^4$OZ(*Cr>4Ke{q6Vhw;0c}^q=*SMKRkMSz$?JNqe?1 zvUGN2S!FgevV34Tsi6k{nx&Z>=cw!4Mr?XywfNTB9a(MhwfWbZ6d4Bw}HG3@N0lyL+eK3 z8maxf$&sDU_X4<$heg(8U1S%EyJ%5lP2pY)^HRB+(a5teYtE-RPAzb4AbR{E)2l9UyTa@W zr(4U&Zr79U=H|b6_7K-&OJsMLiJoe_Q_P+Gdg)bfK7E|`(Z9RoyW4qR`TDB0AMX9l z*8sc*=+!-DVW9rp`>%<=Pwxkr%fV_MtS9%=#rtJ8)SL~a|493g z)AnK5Bh0`^{q+r=jgn)O^(eTbX*F6+qxEqN{$ptFT{9c!ew^3|t`o$U$X^0`qV**D zOcFC0{$w1cRE_L$+@`rcp)SwFY&tEUf-^&(W~k?B`ps0|OqkEeI}7Hsc+WN)&(mWL zPA}5>CHlO?f38`Xr*|)_0dm0%r^8;QcUr9o9nEH^jf8hBw(_ zeS3%QOT;Xp$Gdnf#c?Sv%j8=o_cAlLTs__iv*lvmGso}Yvx1Lz!fcgU^*)%b#^nRC zYv`~>jce7m7LO0beW;#~V1EQ_o%4^ye?s3+;jTBYpYi*mQ)FNIoqcKMzJj$8&rN3N zYdU?ye~VhSz}TvvTlHvLEoQF1^?cZ_Z@#Ou@940DhCAf@-Yk6&Yp1$@!1+hmKYB*| z55_J%-G%#4>igMz{vy{e=4`j#?bhc#wExxqZ|d2rKHu5dUf93uyR7A}`t<`F`^vFBPmy4jp%*eoXF3Y=K|+VoL^Kg@{7e@IxzBPe49;;yg3b<^YMJmFKZKdvD%91 za=G;t%_6^&o>$`6QZKH8do`Zd!0~RGUyI9i!y|9qp2^#qPa9`#;9l=~y*ye%H> z#I{#!2R-iK{svdi*8B$A-`J0>kGvx-JHqRzS2y8#GrwEp=+v0GcE+u<^Ult0H5a$h z={D;wX2UZ#?`p5BI=hLxosQkjV0YaAt4}@j;0`%^^7G8idpYZEZu-FWtj+J%v%B%Q zTd(`lt1k`u=|?{`^w;11W}!c<0qVcU{y z1A67XGk-|E!^J%;&j{L%gf|L?Z~1(TI>zepIJG^3(|9$FSH}diUjnPdyicUVM72E1 zZ<6{Z%k`K(K1SauwD640rUv6_X6X0RdiS*1nF;$DeVzq( z7QAQ8*R%GX-52?6JfEY(HP`ISOUmv155H|X<* zvp3cC7LDKXyI6$7Vlj)&#bTPi?fz}pOYmRf{9SpM@?YkUS9wd-oV^G=$7K%WoH(i(AV+^^N&wbmc;Sx5Je_2(0uKBe<|c)q>!&(!fb z?w_me3pu|qzZ=B+{?5OWcOyMEnwyQZ+eEWX`tda$U&HuDf4r;an_V~4WQ+Z+YT7D( zn>^p@$#xvJtL;13-#h!>41I4_cFOxB-n;xZcDeop<0lwD)8c3I`!n9Z;O*Tt->uF) z?)T94SAF```Zt_@H&1_9|0(Z2dH&M(zvTQ|KmKVGMNuz`3XP&DsT4)&zcw$5vQbf# zSB;{g;waj$3|kXLrRGP`{@bJIfXQrq6dkxTib~IpqJxG-(ZT!`9s(eAR$pk+klWzoF7r8p-Vc7 z6zOee?KrZ%)_M~u4JY6voPZN>1Wv*Mm@HelAp7L?_h#PgS~7qee8IzMdAPRwX?1YH z?vJ~qJI6ipz2iOtJUbpxe{t;N39pU=+~UX+yxt|1A>JK#aD@-YUFx5Xd*pA&ect-x zcz~hjJNB{m9vugG@ZMsjOk;FZkMcxS%}QqbBGN6j)vl#(a#e|GIB7XcSxFrkxe@VE zG>2?vOe#{XO0iItkwu|It<_E@CfpiR&&T7`>0zQu#851QhL1*s8YARLs8!TfkjSt{ zK}VmN{oh^lB+Ykjdx0rJOwMGM%v3fP(U;gT7xVuJdIx^jjH*G(KIM!;Nm|(KX}Vx3 zDz)`?R1)eTwl-B`jxj53&4>2(@)y9?b&vo60C=2rT?KUGMgr~d*p4BzP-afsO}5O; z+$)o8D~TK1axFWsWoBk(zA`g2Gcz+Y-H@b_o!j?f{r?9wjM~}YZ2BLXZPI@n00m>bLk<^}VC`N0BU zL9h^57%T!71&e{j!4hCe&VWf~~;TU>oosur1gQY!7w-JA$3S z&R`d?E7%R}4jhmN1yBSo7z9IL7?i*sU<8yw1yq3tYG6-L2R>+kCKv@{U>r<}?I0PID4g-gSBfyd1C~!151{@2H1IL3Cz=_}_a56XroC;0@ zr-L)VncysNHaG{I3(f=QgA2fg;39A_xCC4ZE(4c?E5McDD)3)$HMj;`3$6p#gB!q& z;3jZ0xCPt_ZUeW2JHVabE^s%v2iyzp1NVamz=Pl+@Gy7;JPIBIkAo+`li(@vG%ev4dT@QX0o)L71UH78z)j(1aC5i?+!AgDw}#um|G;hGc5r*R1Kbhr1b2qJz+K^P zaChjyJS@N>bm1Tzg2S)`_kbg?3@fk-Jy?T#!aDR}12*9(9E0O<0?vYa!M))=a9_9| z+#enQ4}=H7gW)0YPFFN7Dti{T~kQg|7>99{vhgjd1;!mHsm@LG5sydK^FZ-h6&o8c|+ zR(Kn{9o_-&gm=Na;XUwPcptnUJ^&wt55b4wBk)o97+04 zUxY8gm*Fe$Rrnfw9linIgm1yO;XCkM_#S*8egHp&AHk2|C-77F8T=f60l$P_!LQ*r z@LTvD{2u-Qe}q55pW!d?SNI$J9sU9Tgnz-m;Xm+SG#dg4B7`s^h$4nKN}wc4p$?Qr z8I(mi)QP%KH|jyXXbPH&rlIL*b~Fc?6U~L@M)RO~(R^rrv;bNVErb?Ei=ai(VrX%+ z1X>dHp{3B$Xc;sE^`ika6D^CDL(8KT(28g!v@%)+t%_DdtD`m0nrJPwHd+U*i`GNy zqYco8Xd|>S+5~NiHba}EEzp)|E3`G*2K@(Zi?&1CqaDzWXeYEY+6C>3c0;=(2jx)# z6_JYu(GVI&CA0?`L1k1yRpg->+7s20j~b|nM$s4=M-ylk+6(QC_Cfoi{m}mC0CXTa z2px(KS+26Q933EhltLARpY(Cz3B zbSJtC-Hq-+_oDmI{pbPoAbJQrj2=OcqQ}tV=n3>BdI~*_oy^Y>M@1pn6`{)DoA^He?j6Ol1qR-Ih=nM2E`U-uGzCquj@6h+? z2lONQ3H^+ILBFEk(C_FE^e6fY{f+)X|Kiy&zz`#hF~Jlw%y9xIaSC_fG|u2G&f!kn zg}ZSN?!{B^R6Gq&$Ft)(@SJ!qJU5;P&x_~7^Wz2Zf_NdkFkS>NiWkF+<0bHtxDPLd zm&VKB8Mq%0;F)+?yc}L0uYgy?E8&&#DtJ}A8eSc*f!D-q;kEHPcwM|6ULS9OH^dv^ zjqxUUQ@k189B+ZQ#9QI5@izEBcw4+3-X8COcf>p4o$)SsSG*hE9XmLW3%H0~Jcx(z zFfQRe@CYvB3a(-g*YKXWj(yy~O+1Rn@Hn2pv+!PcZ@drQ7w?Dn#|Pj8@j>`td*zlLAO zZ{RoaTlj7K4t^KEhu_B^;1BUf_+$JD{uFBuP@FgQQ7@WJ!*6k}lFsdPpys zLZ*^wWICCh%t7WPbCJ2pJY-%nADN#lKo%qmk%h@3WKpshS)43EmLz>-DY7(KhRh)S zWPr>h%aY~D@?-_FB3X&7OjaSQlGVuSWDT+=S&OVq)*_J9I znN&!Xc%(-5Bz5AG25FK}GDgP91erzlB72j4$i8GhvOhV197ql#2a`j{q2w@fI5~nG zNsb~%lVixSRBHiXxJGq10N$w(dlY7X$r{B2SZN$g|`*@;rHgyhvUmFOyfutK>EEI(dVIf0KX6zjQVVD5QvDN+_j_a+;t?nxY*vO*1r0bF`Co(Qev9d+8K9 zl}@A6>Fjh4Iwzfr&Q0f`^V0d~{B!}jAYF(qOc$Yx(#7cFbP2j7?W0T4rRg$s2JNQ< zbS7PvE=QNAE6^3`N_1tq3SE`1Mpvh6&^75=bZxp0U6-y$*QXoM4e3U7W4a05lx{{h zr(4i1=~i@Wx()pg-Ii`gx2HSM9qCSVXSxgBmF`A&rw+~20xeRP4$>hyOiOeRIzr2| zLaWrHHM%FQQ=c|ylaA6cI!-6(EV>uno9;vRrTfwS=>haWdJsLB9zqYLhtb375%frU z6g`?ALyx7$(c|d}^hA0RJ(-?DPo<~P)9D%XOnMeQo1R0@rRUM}=>_ycdJ(;tUP3RW zm(k1V74%Aa75y*0nqEV%rPtBx=?(NodK0~w-a>Dsx6#|_9rR9m7rmR_L+_>c(fjEG z^g;R%eV9H%AEl4c$LSOFN%|Chnm$9HrO(ml=?nBl`VxJazCvH6uhG}(8}v>37JZw( zL*J$E(f8>G^h5d){g{42Kc%11&*>NROZpZ4ntnsSrQgx-=@0Zr`V;+`{z8AHztP|6 zAM{W97yX<5L;q#7F~A^03^T$gV~n!|OR^N}U}=_NS(am+tc!KC9@fjIu&Hbso6cru zbFewtTx@PO51W_G$L41Xum#ydY+<$tTa+!v7H3PaC0QR^iY?8SVKZ1i8(=fpvTQlF zJX?XS$W~%2vsKutY&EtzTZ661)?#b3b=bOWJ+?mEfNjV&VjHtf*rseVwmI8^ZOOJ` zTeEH0f7rHcJGMRBf$hk4Vmq^4*sg3hwmWlJo)uV;xonUPv0+wXd$18!W))Ut9;>lE zS)KW;!J2H8jj?ey!Dg|&*xqa(wlCX{?avNi2eO0M!R!!rC_9WD&W>P5vZL71>=>hS6yN}(^9$*i$huFjH z5%ws1j6KetU{A8A*wgG8_AGmjJ>c(ldyl=( zK42fRkJ!iT6ZR?ljD60&U|+JY*w^eE_AUF4eb0ViKeC_L&+HfWEBlT8&i-J3vcK5h z>>u_o7xO<3IpUZTPC4V8CwP*lcn44O4A1f$@8n&)oA>ZuK7~)^)A)2gJD-Ek$>-v8 z^LhBZd_F!uUw|*j7vc-^Mfjq8F}^rof-lMY_)>gnz6_ti`}qK$$(QBJ@#Xmnd_}$z zUzxAMSLLhm)%hBHO}-Xio3F#y@4|QGyYbz*!}Gkri`?ade25S865oT5@G`IPD))Ge@5$@j=MCQE zqkN2y^9eqS@5T4#`|y4Fetds^06&l)#1H0&@I(1w{BV8*KawBCkLJhlWBGCXczyyu zk)Om*=BMye`Dy%geg;32pT*DS=kRm+dHj5S0l$!6#4qNT@Jsn+{BnK;zmi|Y|I4rD z*YIokb^LmM1HX~q#Bb)e@LTz9{C0i^zmwm^@8+)1OJi##DC_$@L&0F{CEBb|C9g4|K|Vje-pDM zKmyK&X7mrFm+32%>V>k~H&`l{dBBA1@7Z+fp{!YYM$C4=glyXmSh_!EJ77Y#Z3iqp z5VIXHA=|bCmYx~29WWu=wgZ-4HfB3uLbh!OEWKRJcEE&e+YVTI`Izm13E8$Cu=ENs z+W`}@Z98D;6=SvoCS==oz_?RrltxR9iC(8vua%vu+viq?N>$fa_HwOiIuw*Q0ZTe% zr(RJSQBeH4<4%WDE)7-t@?N9iRSYS()rMP7XyR6jMy`~K#j=~y#BVtDhOyG{YE+<_ zGtuRgYr{_7ZS*y3HMd@Hd=Y&kA*bA+PQ{t!RgqIEGN)Rsd!-^b&;GPitM!$t#Ztj( zcy%Ng5r1X3!>JdBOQZUAm?1f*UiZfOR$Qj&4)qniv1&{xyMv8RTd0?Yh8r1MY1RzQ zJ9XuOMWyp>M3v)?h&OA-uu%32BV#4sonpAxlnK`=OW*Ab?`)IjuoM}%ZF|b(W^GQa zqSNL?n`K+%IW4Z<(GGU%|1oTLWCh&rNE_x_bzAUp<3nrm zb+*YlOR*!PQ_6}=YqEB>$;n7D<)iM_Tqh`db+^&1>$L8QDJoc#SZyia)vkBil8R!? zu@%Rzc0FZD(==`j*S+S@aNn>iDzS3cJ&8e&)|xdtcG(tjddOQ-zGpI%7VB2bdnPkU z$Hdt~)|P0!lNz-;u!3uKpp7zdHKHofqbOP)Wm`lZa2sC`nsd%Gq;AP;J zYToJiHMbxtgwrT_>b*K_g*(1z*h>BgbQ(!#%&8YmM}7tl0v5v{x8ZG2Nn+vG&3h&UF9+`fTg5J%07JafdBXO0+o zg_yiTAUiQnoWK*&J=k*H$c2I}7Yarmj(IX1c;d%oKad+0TW(a0JnGreatRPZ#sIM^Wnv6??G%Zol@rMKZnkgU^6pX}6MkwJ!i%c#qFQuHI?0$JqDWRpi2RWStuEduZ0I6dE}1b> zCaz^8DoTCLPlP;`cl;4odqg$v(2xEgctwmjV2cB}ywebsXhL}cM%y^ys|9uu`?^ z)>DSatP8B^(RyIbYg%sffYuPdF;RAdK*dNt(8o%}#xT{SCoe{}MNx$MrF~`Yusa=#vr05)$#_is~zd7Ggda^wLyw z@hFL|FC!lApqz`DG8@ooc@;e|XB1A$jlN;QOm%BFnA)P1#oOpsyG`%0q|nc7i)e=t z_?3xkNkPlyl57Ff`MT#6MWh>jwNf<^GT}muUSzEhBiD*3?uNRecgqH3uvB*kWgRr! zcLtq$N%-D0O%G8pm2VcJ)?HzqZw{HBrYYL%W~r-R|MyT31MmPD2Nij!B&s zo6tjUTZw`Y!&vjCnYb4Drz&m8tUfZXMOG@Ms_7&%am}(K5_GuLiqxVvi+b9a6!}pX z(;Tyu`q3{+V9l4!r)jhd>yV%+TDY1V zT^b@@qHZ^cA(aM2T@T77ztN$nD0#9yO)65VI76}}6j0jGNRIABLe)iQsK#DuzHM=P zQLIf)MvC!6E$CQ&v@NW)$;n8`X{c9er0uD;U@v{O>nTf0Yuu~_1rGfR{iI8T*+*D>=BZz81HPVSBku@TXc(;No8$&NL zam}JS8$xO~l5x?pq-UfpmXv6PElY1}*lNBSQtdeMEE#bfm@Y)&OJrL_o9pTx@#sBr zt*UJ;3Ov`U+EEDKCEFquqJ*w9DOdYhh3YuTm4C==npdsAjLNqVle*Rc+RC zkz`h&1EJ_O^JP~B(WsJ# zEH`d6%gsfw-+n74^k`gG%QL~Ge|oD}cS_ZuI<=c*TSOCJRE|=XU@TXH&4FaZjZs*z zk`XsXVLW;*E(-AIgq`P+nv4Wv7Ok+SEFm;>%`#ES5=_{B)huQuBW^O$Z&vM06tq*L zW-Tl#9kxOg(Si78n5eLpCM-$3gI9FT3X6uS*~AiKIdaU(T|~DamxW9oMZ8uv^WJQW zn2fmawcM;!{k|cm#tatEN<}sFvcK_l9GM|Ptcqwf>ZO`n#F8XcA0&OO(}L%Xlw{0m z6TDDsDwjxrsfD^*EQ!&zZ2kKC^1+s3SGztfE=3cd?nw-Cwx;tg5^$mJ)e_>z_eCwK zCqvZF3#JX|kYLzrm{-&!A)j*Dehd|4yU?uH-D+W?FJEftBoBn5+`+Aqq-tR_Vsc;;GJ9b(6lGXyVKlDj)wQ^$ z7DihnxiA`+?1j;|iCP$qOKM>>F6lNPu8GNETo_Nsc*NAgXvoyUXvlQ64QaEM4DmP* zV7BOvmI`v8SQp@A!~-MWj~fY|DVCg}x>M;hJMbY54F=){104cYysBxB0;2XM4M`QH z=QDKkqp_CyEva8i1C}(PrJ0sAQ%lQQ(z04w&XSfBvGeuLHI|6UAFo~%vGc>Wiy4wL z&zfh3F)2&v6`3SKl=ah9zVa_G+$a(L;(v zrQtzGpD5N$vyLU=qI=Kh^Rl*y<|glrcgSbi^d%wDDXmGW*c==*^_6POU9;ee1YqJX zFFJ&zD+-A2?TLaZ^=tA&V=WC>(g1gd%(y~5O~Ra8@%AXmLo0Qi z)+tNqHCT+bswIEeq*ks~H9}F0aAJNaVY6nxanHgI|+`Nk(0=pBz8Ov7H_%Kp3kxWLsTf?%`92yP=N}0H3B3N~s zqUR{v5j2ts&##nB*3W4R&6-~-y3r7J>i;oJS-N>IG2|F3%O#@Ndqrw@Ak=I1l4-#* zam~DXBPfN*h#RA^Qgy^Ol6;z59d*m1g0zmmyC*T2(xRCjxU)^pMT)8EmJs=D?a{=w zu8>Bj5Mt8wkXe0)DVCF%M2_RHW^KsCwI~8%Q!*_sSx59HF-XU>$VSbnxjK8Mw`h@n zJ(HPa;$jrPXsahCML|X*=1g46hScojM4SgO<<=eF#F%PKUB4irz}?2MTd%s}RY$E6 z9uHVn0KXCCOETh9?L4y&ShnlaY{~Bax+gKn*jjlg=GH4ToFT8;?$#K@;$$ygx9ihw zNpw#7#GuZ(Nla3f$RutS-Lz;m%cVjoNHfDE@I-wUi8~S0@d-Nz6Cp(cCB>iYjzoEo z&@>f%P_(4-&6{9QDyt4CwY>Gz|6@4&B)Un3-bsz-h^g^ZnKHTAw749l zQuibV@rXvL*43`ZtwyQX)vm{57N%-vn;f?orgCSS91lDiYjw5jEmp@1lUtQ~Je>A4 z9SmB#&New7irU1RBow8`{S24LI@{!_ZA$+neky%>Oscr@(uRJ`p2}RuTyKp>u|kP7!Eg2dM7oCr)a%dHUspoc0Ha{ep!qp{YjEa8_X5g#PHlHigCV~ z%}o1$rt$O$uwi>J)2Qf-p76>5hqWDN=GdNSh1D6HGb zi0c+Qib7b26Cu^EqdJ?6xONlP(L_kIA?ml>D6SL4u7e%6qFqLHE*WuS6xOk1#C4|_ z)F~b?onlrUN?C%Ad{}1^Aq@OjmEzs5SoK^f!$!xAWm>Kr9eNabW>Le6KL zLMkGq$RJ;-MFs`SMZu4e(TEg1oxcGYkBr=LHzGr&!N}gQTe4gYH!9_b?ct0%k+VH& zLs5+O@GWbikXY7yE8G!xA|jQU)+<$tmO;^SQt_-;s?-K-GBYAxV=yA32wP;hW|8WU zMQV+-O{`FBeldz$&5Cs08H)_+`N+L5hRYTc*%I0Fha(UCJk=3pt&)7x-_H;~28Ky468LaoC z4Y6iA>6k<{6CPBDT)DtdZD4s^H!)Z?_e`)vsX;MIteO1|jXU(iT)Z$uKF8ep4D$@Q zC>vf`ot>A%!;~Sqsnl4thk=2b*c$AMLf>A?tKk5t5xG6)i^N}tlM-e zG$t2|3Z5`3G~8k$)UZTo$gSjt+^V{cP|25unqJdS8)49`I3ni_lQ=Mui&!Ex3~SV# zsxOGAPKT@aH-rzF({dslFCiKmZHy&CL!|~4f5XkZe3YGhW~l7tMblStMPu*yJ%;)v zr_X81Etqo2nWjZ~LqaaB`ChXztgLiv1G(!Wo6kY%1yLGRzx}Bp&l@t`71fvz)tYK^ zD5vK6O8Tt@PMUbn>##Ubl9ngw9XF8n}#KkmAVt_wYbQgN?sS& zRy7$3+J#bmYu~+9?Y4zr-#xB%NE+NfV}{^ic`Gg06Uj+XbsM7ZHCywRke0X}-cbx# zMgn!BPFJmvB7p>}lynM9l$3`jYr|gE^%eBRP+_#r3{2_OHC;%oBXSzbb^V-%(RqiI zB@l(P>epI9h&WZyPY=7bXqhQuG5{X1j$wB^v=b7ww_r$0Uc*qk@oqgCV&S{z*GdgD zmgE7;4SUVHTKh5gk+PBC*UF_vI^qqlmIzr!AiXtck~g3^jjUr7mXOsrT$fEoJTUTt zbNLYujZ7&^Mtq8ft?Rg*ZL)DA4UKnUo0*KbiF}mFDN8W!!f|{u;>MkIzQ7XF8k^G3 z1Jc z+)W}1cBo(DJ2NCvsusMVYN_E-S-qHbz!G<_Yj4xDoU(V&NnMvAqyA2a&f6y>kWk1HN#x1 z8hWhCWJk!nqMHqfnP-Jo)led|D#sF`x4|?eG*!n^12WDG;^yfKFyV`~TZAmSxYFQ+ zK1df3HN;|urAC};a4(i>%*Ci$cd!Da#b0#ZjR%aDMNM?;2~qlWslyVb%1%vGV(pp6 z8PPM!yNIG)l!KSFre-LUQq0V&43N2w87*Xi8laHpk*x)lB>-RwATWUSUqEG3(4_ zi>~4$T>gl1T20DB{^p#ZhUQR@dGiiiOerF|Ix#e43VUVkfxIs3ClqWr{)jegin1fG z5QNPhRu>k^&7q;7y19W=Tu~m?3HN>{lue zm;k!SA_3B}{)Qa^4_HzHIV=@3?uv-IFz_2*(W_EfkDHZD#T5fA*}>~{4XH4%c=d^N z#jQ5`>UT{$zt6}RE=idm>h zOHgSBhyDYG1jvfNy61c9%)3+Z6CoESVwA5gxqD90E%JaTE223wUj|Z;S3HrAO)(1# zkKbh#QrWJ1w1{H~b0Td7i5i%cB?v>gLlZL$1>sZB-4X>;>erlH&{#_YmNd|*m#wPu zFnV6Rs9VfhiY$l8h#Si_(`Ly5k*y@E?wGIkJF`{Ur-=IA=Z}>dh2d;fZXQ^RXA#dR z7%ggrRJf5_=XJN(ROjY+wW&)q5`b1mOU06tsE$_5)kBFo>}|u4sIi(M89Ap6&f<-_ zU0zKM>BZEiXuj8xj!9H9QK&`hBqsCe*e6_gz|yhXFFar!HAkdEpS}SrNIAS-!VKZ& z*`H9UCXe6>RCmwD1Th?Q$|E9x zz}vB5*DV+1QQqK{Wlhqb12V$6X_*Y88YH7ZKmbKE*P~%syoEZRqC3YHu}kyOQobHu z{fIjnmNqYAwe(@Vum33(S(|s zFNxMo*frxM0n(~P3Ys|{u$%(+WX=*2;U*83NEw+!H^Rt#G673OcjB9F|BQsNG|r4;Uv2gLfyP)uTmDK#vV-669MbHz0t zP*RhN&K+_xP^gzwN1V1ve}`J=HbW6+NTyczUDtwrn&xqZwj*Q%yMp*$2hv4<(SRy7LVzEayF@_>^)n_k@^>e^sBwza?m zmX7Tk@PLuJQ*`Pn@muoLr!ie7FK*<$u}s}9xFU)B3eAR?Q!ztR@~INOZy5{EuyDVH z2P`}@E3juBX-Y=C%RqZqBqpT{Q~9QGhklq%3q#~nexym*DHcl&Qg?^kajw54*f)b} zAl|K3o{%>db?FFcQX|#*D=4BYr>u6A1Kwp|Jj#}oGR#C-Vp8|=o=8J4{5DFr!3}4` z4Q8{MxJESjO7qdkTtMy@ zO1|&aedZTDPi`m4{g1I?U6hS_hhL2Dd@w^geOG=+)T+xJwn8;Y`|eOher-vNz?{(@ zF%xUMK9+3}yDT1@FN;aqfprKh;u!^_tK=c=Rj73|oNHCJ1C<*JMRSvo>d>vvhebT4 zpxLR`7|RFM3mVKHcEk(%N%1r_k|@~W50~7sd4(=R?E4%>ipEt_ZRP*jRIPo^R%HCs zwlJQuSYS0=d`MYB5J$bsXNc{ed^xumL?B9^4qM@dj8hFnQUrTeL_y)RS2OEHSYnZA z>d1bVFF%u8be&>fkVWa3G(|H{&Q|-}uxsdSleNWg;WH=;bF|BTu;ws{6KOWBT{hKw z5`#%BPy9d26P;~Zk5VeGT+Isa{%2dnUW-Rp>vOHDex0gk?)A&hsYXd<%RPZ2W~L*- zI$5?woEmU*vp(>yt6kTU=xWOK;IdviCS`p6VPvyz+8a^5v0}ZCr6xi_r)BubSW}Z@ zT2DlyB+9mkvq#)lVMN~bPHHqqn;LmOWpXne=0sTik`bp8IyzSBXitA+L-TY9!y=@Z zTE>lDJJNVS1*ilTD)xcpkRpLZP*taI%q``;DgKBU>jsO~VV~I9CQpwm_IGS2GwF(p zx-i(14#Bnh;SO8r35h*cYZ22SR|BAc^(xSI*t%7n78C5l){_`?#Cf9w6oHf;5reqUWKYnb-*Ds?`%`MV~P$T+oGiu*JjM%gjzHj69Xn;+N>8`k+(yl`xc|i zkzgufNJ>22qE~U{ISvbpM5?*vvg*Z!T~F;h*)y-;t08jh$9&&IZ>)PFz2#XPqG%%g z0;fjm%b^kxwW2J3U8j;(J6|QUc)Rm3_! z5OHnf*BsNiCnKJgF#O76E@b5)^YW3v1Dpv!e-uMSd2m-f8C?z&ajb^7!k8h#TeX>| zvqNDa$t4t(7Tx|tMHHR7z2?~&YC$C=4JR)qAL`e1R0hWvT5_!_)dFvrLm^0jg!nV- z&k|)D&UneXIh2ezZ@6Vw?j&at8EsI+!HC*mqS{_sSy`b zrO3OkcD*~2qK}NkwOmBaM@1|l5#nUSt;$8*zCHI$iyAH>;^@WBh^fvkWa`{*$W-^7 z4Cy!zU`p+s>TlKN6xOE&^mlMDIf$>KjZ!*-l29 z2%ss?#N|D65-w#4J+dj2-%WEHVmxWiFK1iCl;OIRYAouSD2`6U4GLeYOtm5&BMomP z+3<$s@}b;x4xo55h5DtM3~`ld=yUVzCk@Xl`$Dc)#cXg|Lw{(a?&{%U^!>8^Ex2`^05?bq>)F`2j6_&;8btojti~KS|Qjp-At_r5quh~r0SW5$zG$4F) z%>si&LKVH7myTV!iRxSlBJfS(jC`oAIQjLNig4JJb5ar6yj#o}W+y`^ z5QSMolr^VPVvSK{12#r!Lv2SUS8Pa-#nWh>Vg{>6AMNSW?=|H>-_irdiSxd0$?cE+#@M4b-w+WT0uf zS;@;J)!!oG0prc8ZUcw_URC}!CZ>vCc@#nJWEKkY7P#5#Y1LEBYB<@a8uMnYpq50D z091cNCE4`zeR|uRD43DIYHdjOc_HNzsg_g%wQnBTP&BPkwPfDIFeQiU-aKF`WYO1& z+(7~+M&+j^8}f8Ui29SGdd0WqRuiKocTDYEcPONW5N?r=mgG5zhD%0E71v9SmZ}rx zqQ8RTx8C%r`t47QdZmIZ&qL%!khKLCO-c1_w)f$%tnRG%H()kiyY= zYRoAIy*JgE=|?|N!zKAEhL&S)zF@w2O*Iw|IoRf7;>UMtH9A%rEcMOMkAAKmB5*80 zVyrYGKPOXiuv}+JnR7d`!^#BM^+h{Z3ytJ%o59x6Xrrj!%;4ZqQ9xza7802m+>mjq z0n-mZA#Zx9&lAiwCYzz*KBp*8Wy!ILJ^q~b|4cjE45(Jp z2~&HaJ`qyko4ueOFffkC^WHd~aLYA5A==sr(Xuglu&J4M*(}eih_0Her_g4b?SHsI F?~0aZ)an2L literal 0 HcmV?d00001 diff --git a/assignments2023/site_libs/bootstrap/bootstrap.min.css b/assignments2023/site_libs/bootstrap/bootstrap.min.css new file mode 100644 index 00000000..ac8b2212 --- /dev/null +++ b/assignments2023/site_libs/bootstrap/bootstrap.min.css @@ -0,0 +1,12 @@ +/*! + * Bootstrap v5.3.1 (https://getbootstrap.com/) + * Copyright 2011-2023 The Bootstrap Authors + * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE) + */:root,[data-bs-theme=light]{--bs-blue: #0d6efd;--bs-indigo: #6610f2;--bs-purple: #6f42c1;--bs-pink: #d63384;--bs-red: #dc3545;--bs-orange: #fd7e14;--bs-yellow: #ffc107;--bs-green: #198754;--bs-teal: #20c997;--bs-cyan: #0dcaf0;--bs-black: #000;--bs-white: #ffffff;--bs-gray: #6c757d;--bs-gray-dark: #343a40;--bs-gray-100: #f8f9fa;--bs-gray-200: #e9ecef;--bs-gray-300: #dee2e6;--bs-gray-400: #ced4da;--bs-gray-500: #adb5bd;--bs-gray-600: #6c757d;--bs-gray-700: #495057;--bs-gray-800: #343a40;--bs-gray-900: #212529;--bs-default: #dee2e6;--bs-primary: #0d6efd;--bs-secondary: #6c757d;--bs-success: #198754;--bs-info: #0dcaf0;--bs-warning: #ffc107;--bs-danger: #dc3545;--bs-light: #f8f9fa;--bs-dark: #212529;--bs-default-rgb: 222, 226, 230;--bs-primary-rgb: 13, 110, 253;--bs-secondary-rgb: 108, 117, 125;--bs-success-rgb: 25, 135, 84;--bs-info-rgb: 13, 202, 240;--bs-warning-rgb: 255, 193, 7;--bs-danger-rgb: 220, 53, 69;--bs-light-rgb: 248, 249, 250;--bs-dark-rgb: 33, 37, 41;--bs-primary-text-emphasis: #052c65;--bs-secondary-text-emphasis: #2b2f32;--bs-success-text-emphasis: #0a3622;--bs-info-text-emphasis: #055160;--bs-warning-text-emphasis: #664d03;--bs-danger-text-emphasis: #58151c;--bs-light-text-emphasis: #495057;--bs-dark-text-emphasis: #495057;--bs-primary-bg-subtle: #cfe2ff;--bs-secondary-bg-subtle: #e2e3e5;--bs-success-bg-subtle: #d1e7dd;--bs-info-bg-subtle: #cff4fc;--bs-warning-bg-subtle: #fff3cd;--bs-danger-bg-subtle: #f8d7da;--bs-light-bg-subtle: #fcfcfd;--bs-dark-bg-subtle: #ced4da;--bs-primary-border-subtle: #9ec5fe;--bs-secondary-border-subtle: #c4c8cb;--bs-success-border-subtle: #a3cfbb;--bs-info-border-subtle: #9eeaf9;--bs-warning-border-subtle: #ffe69c;--bs-danger-border-subtle: #f1aeb5;--bs-light-border-subtle: #e9ecef;--bs-dark-border-subtle: #adb5bd;--bs-white-rgb: 255, 255, 255;--bs-black-rgb: 0, 0, 0;--bs-font-sans-serif: system-ui, -apple-system, "Segoe UI", Roboto, "Helvetica Neue", "Noto Sans", "Liberation Sans", Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol", "Noto Color Emoji";--bs-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace;--bs-gradient: linear-gradient(180deg, rgba(255, 255, 255, 0.15), rgba(255, 255, 255, 0));--bs-root-font-size: 17px;--bs-body-font-family: Georgia, serif;--bs-body-font-size:1rem;--bs-body-font-weight: 400;--bs-body-line-height: 1.5;--bs-body-color: #212529;--bs-body-color-rgb: 33, 37, 41;--bs-body-bg: #ffffff;--bs-body-bg-rgb: 255, 255, 255;--bs-emphasis-color: #000;--bs-emphasis-color-rgb: 0, 0, 0;--bs-secondary-color: rgba(33, 37, 41, 0.75);--bs-secondary-color-rgb: 33, 37, 41;--bs-secondary-bg: #e9ecef;--bs-secondary-bg-rgb: 233, 236, 239;--bs-tertiary-color: rgba(33, 37, 41, 0.5);--bs-tertiary-color-rgb: 33, 37, 41;--bs-tertiary-bg: #f8f9fa;--bs-tertiary-bg-rgb: 248, 249, 250;--bs-heading-color: inherit;--bs-link-color: #0d6efd;--bs-link-color-rgb: 13, 110, 253;--bs-link-decoration: underline;--bs-link-hover-color: #0a58ca;--bs-link-hover-color-rgb: 10, 88, 202;--bs-code-color: #7d12ba;--bs-highlight-bg: #fff3cd;--bs-border-width: 1px;--bs-border-style: solid;--bs-border-color: #dee2e6;--bs-border-color-translucent: rgba(0, 0, 0, 0.175);--bs-border-radius: 0.25rem;--bs-border-radius-sm: 0.2em;--bs-border-radius-lg: 0.5rem;--bs-border-radius-xl: 1rem;--bs-border-radius-xxl: 2rem;--bs-border-radius-2xl: var(--bs-border-radius-xxl);--bs-border-radius-pill: 50rem;--bs-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-box-shadow-sm: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);--bs-box-shadow-lg: 0 1rem 3rem rgba(0, 0, 0, 0.175);--bs-box-shadow-inset: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-focus-ring-width: 0.25rem;--bs-focus-ring-opacity: 0.25;--bs-focus-ring-color: rgba(13, 110, 253, 0.25);--bs-form-valid-color: #198754;--bs-form-valid-border-color: #198754;--bs-form-invalid-color: #dc3545;--bs-form-invalid-border-color: #dc3545}[data-bs-theme=dark]{color-scheme:dark;--bs-body-color: #dee2e6;--bs-body-color-rgb: 222, 226, 230;--bs-body-bg: #212529;--bs-body-bg-rgb: 33, 37, 41;--bs-emphasis-color: #ffffff;--bs-emphasis-color-rgb: 255, 255, 255;--bs-secondary-color: rgba(222, 226, 230, 0.75);--bs-secondary-color-rgb: 222, 226, 230;--bs-secondary-bg: #343a40;--bs-secondary-bg-rgb: 52, 58, 64;--bs-tertiary-color: rgba(222, 226, 230, 0.5);--bs-tertiary-color-rgb: 222, 226, 230;--bs-tertiary-bg: #2b3035;--bs-tertiary-bg-rgb: 43, 48, 53;--bs-primary-text-emphasis: #6ea8fe;--bs-secondary-text-emphasis: #a7acb1;--bs-success-text-emphasis: #75b798;--bs-info-text-emphasis: #6edff6;--bs-warning-text-emphasis: #ffda6a;--bs-danger-text-emphasis: #ea868f;--bs-light-text-emphasis: #f8f9fa;--bs-dark-text-emphasis: #dee2e6;--bs-primary-bg-subtle: #031633;--bs-secondary-bg-subtle: #161719;--bs-success-bg-subtle: #051b11;--bs-info-bg-subtle: #032830;--bs-warning-bg-subtle: #332701;--bs-danger-bg-subtle: #2c0b0e;--bs-light-bg-subtle: #343a40;--bs-dark-bg-subtle: #1a1d20;--bs-primary-border-subtle: #084298;--bs-secondary-border-subtle: #41464b;--bs-success-border-subtle: #0f5132;--bs-info-border-subtle: #087990;--bs-warning-border-subtle: #997404;--bs-danger-border-subtle: #842029;--bs-light-border-subtle: #495057;--bs-dark-border-subtle: #343a40;--bs-heading-color: inherit;--bs-link-color: #6ea8fe;--bs-link-hover-color: #8bb9fe;--bs-link-color-rgb: 110, 168, 254;--bs-link-hover-color-rgb: 139, 185, 254;--bs-code-color: white;--bs-border-color: #495057;--bs-border-color-translucent: rgba(255, 255, 255, 0.15);--bs-form-valid-color: #75b798;--bs-form-valid-border-color: #75b798;--bs-form-invalid-color: #ea868f;--bs-form-invalid-border-color: #ea868f}*,*::before,*::after{box-sizing:border-box}:root{font-size:var(--bs-root-font-size)}body{margin:0;font-family:var(--bs-body-font-family);font-size:var(--bs-body-font-size);font-weight:var(--bs-body-font-weight);line-height:var(--bs-body-line-height);color:var(--bs-body-color);text-align:var(--bs-body-text-align);background-color:var(--bs-body-bg);-webkit-text-size-adjust:100%;-webkit-tap-highlight-color:rgba(0,0,0,0)}hr{margin:1rem 0;color:inherit;border:0;border-top:1px solid;opacity:.25}h6,.h6,h5,.h5,h4,.h4,h3,.h3,h2,.h2,h1,.h1{margin-top:0;margin-bottom:.5rem;font-weight:500;line-height:1.2;color:var(--bs-heading-color)}h1,.h1{font-size:calc(1.325rem + 0.9vw)}@media(min-width: 1200px){h1,.h1{font-size:2rem}}h2,.h2{font-size:calc(1.29rem + 0.48vw)}@media(min-width: 1200px){h2,.h2{font-size:1.65rem}}h3,.h3{font-size:calc(1.27rem + 0.24vw)}@media(min-width: 1200px){h3,.h3{font-size:1.45rem}}h4,.h4{font-size:1.25rem}h5,.h5{font-size:1.1rem}h6,.h6{font-size:1rem}p{margin-top:0;margin-bottom:1rem}abbr[title]{text-decoration:underline dotted;-webkit-text-decoration:underline dotted;-moz-text-decoration:underline dotted;-ms-text-decoration:underline dotted;-o-text-decoration:underline dotted;cursor:help;text-decoration-skip-ink:none}address{margin-bottom:1rem;font-style:normal;line-height:inherit}ol,ul{padding-left:2rem}ol,ul,dl{margin-top:0;margin-bottom:1rem}ol ol,ul ul,ol ul,ul ol{margin-bottom:0}dt{font-weight:700}dd{margin-bottom:.5rem;margin-left:0}blockquote{margin:0 0 1rem;padding:.625rem 1.25rem;border-left:.25rem solid #e9ecef}blockquote p:last-child,blockquote ul:last-child,blockquote ol:last-child{margin-bottom:0}b,strong{font-weight:bolder}small,.small{font-size:0.875em}mark,.mark{padding:.1875em;background-color:var(--bs-highlight-bg)}sub,sup{position:relative;font-size:0.75em;line-height:0;vertical-align:baseline}sub{bottom:-0.25em}sup{top:-0.5em}a{color:rgba(var(--bs-link-color-rgb), var(--bs-link-opacity, 1));text-decoration:underline;-webkit-text-decoration:underline;-moz-text-decoration:underline;-ms-text-decoration:underline;-o-text-decoration:underline}a:hover{--bs-link-color-rgb: var(--bs-link-hover-color-rgb)}a:not([href]):not([class]),a:not([href]):not([class]):hover{color:inherit;text-decoration:none}pre,code,kbd,samp{font-family:SFMono-Regular,Menlo,Monaco,Consolas,"Liberation Mono","Courier New",monospace;font-size:1em}pre{display:block;margin-top:0;margin-bottom:1rem;overflow:auto;font-size:0.875em;color:#000;background-color:#f8f9fa;padding:.5rem;border:1px solid var(--bs-border-color, #dee2e6);border-radius:.25rem}pre code{background-color:rgba(0,0,0,0);font-size:inherit;color:inherit;word-break:normal}code{font-size:0.875em;color:var(--bs-code-color);background-color:#f8f9fa;border-radius:.25rem;padding:.125rem .25rem;word-wrap:break-word}a>code{color:inherit}kbd{padding:.4rem .4rem;font-size:0.875em;color:#fff;background-color:#212529;border-radius:.2em}kbd kbd{padding:0;font-size:1em}figure{margin:0 0 1rem}img,svg{vertical-align:middle}table{caption-side:bottom;border-collapse:collapse}caption{padding-top:.5rem;padding-bottom:.5rem;color:rgba(33,37,41,.75);text-align:left}th{text-align:inherit;text-align:-webkit-match-parent}thead,tbody,tfoot,tr,td,th{border-color:inherit;border-style:solid;border-width:0}label{display:inline-block}button{border-radius:0}button:focus:not(:focus-visible){outline:0}input,button,select,optgroup,textarea{margin:0;font-family:inherit;font-size:inherit;line-height:inherit}button,select{text-transform:none}[role=button]{cursor:pointer}select{word-wrap:normal}select:disabled{opacity:1}[list]:not([type=date]):not([type=datetime-local]):not([type=month]):not([type=week]):not([type=time])::-webkit-calendar-picker-indicator{display:none !important}button,[type=button],[type=reset],[type=submit]{-webkit-appearance:button}button:not(:disabled),[type=button]:not(:disabled),[type=reset]:not(:disabled),[type=submit]:not(:disabled){cursor:pointer}::-moz-focus-inner{padding:0;border-style:none}textarea{resize:vertical}fieldset{min-width:0;padding:0;margin:0;border:0}legend{float:left;width:100%;padding:0;margin-bottom:.5rem;font-size:calc(1.275rem + 0.3vw);line-height:inherit}@media(min-width: 1200px){legend{font-size:1.5rem}}legend+*{clear:left}::-webkit-datetime-edit-fields-wrapper,::-webkit-datetime-edit-text,::-webkit-datetime-edit-minute,::-webkit-datetime-edit-hour-field,::-webkit-datetime-edit-day-field,::-webkit-datetime-edit-month-field,::-webkit-datetime-edit-year-field{padding:0}::-webkit-inner-spin-button{height:auto}[type=search]{-webkit-appearance:textfield;outline-offset:-2px}::-webkit-search-decoration{-webkit-appearance:none}::-webkit-color-swatch-wrapper{padding:0}::file-selector-button{font:inherit;-webkit-appearance:button}output{display:inline-block}iframe{border:0}summary{display:list-item;cursor:pointer}progress{vertical-align:baseline}[hidden]{display:none !important}.lead{font-size:1.25rem;font-weight:300}.display-1{font-size:calc(1.625rem + 4.5vw);font-weight:300;line-height:1.2}@media(min-width: 1200px){.display-1{font-size:5rem}}.display-2{font-size:calc(1.575rem + 3.9vw);font-weight:300;line-height:1.2}@media(min-width: 1200px){.display-2{font-size:4.5rem}}.display-3{font-size:calc(1.525rem + 3.3vw);font-weight:300;line-height:1.2}@media(min-width: 1200px){.display-3{font-size:4rem}}.display-4{font-size:calc(1.475rem + 2.7vw);font-weight:300;line-height:1.2}@media(min-width: 1200px){.display-4{font-size:3.5rem}}.display-5{font-size:calc(1.425rem + 2.1vw);font-weight:300;line-height:1.2}@media(min-width: 1200px){.display-5{font-size:3rem}}.display-6{font-size:calc(1.375rem + 1.5vw);font-weight:300;line-height:1.2}@media(min-width: 1200px){.display-6{font-size:2.5rem}}.list-unstyled{padding-left:0;list-style:none}.list-inline{padding-left:0;list-style:none}.list-inline-item{display:inline-block}.list-inline-item:not(:last-child){margin-right:.5rem}.initialism{font-size:0.875em;text-transform:uppercase}.blockquote{margin-bottom:1rem;font-size:1.25rem}.blockquote>:last-child{margin-bottom:0}.blockquote-footer{margin-top:-1rem;margin-bottom:1rem;font-size:0.875em;color:#6c757d}.blockquote-footer::before{content:"— "}.img-fluid{max-width:100%;height:auto}.img-thumbnail{padding:.25rem;background-color:#fff;border:1px solid #dee2e6;border-radius:.25rem;max-width:100%;height:auto}.figure{display:inline-block}.figure-img{margin-bottom:.5rem;line-height:1}.figure-caption{font-size:0.875em;color:rgba(33,37,41,.75)}.container,.container-fluid,.container-xxl,.container-xl,.container-lg,.container-md,.container-sm{--bs-gutter-x: 1.5rem;--bs-gutter-y: 0;width:100%;padding-right:calc(var(--bs-gutter-x)*.5);padding-left:calc(var(--bs-gutter-x)*.5);margin-right:auto;margin-left:auto}@media(min-width: 576px){.container-sm,.container{max-width:540px}}@media(min-width: 768px){.container-md,.container-sm,.container{max-width:720px}}@media(min-width: 992px){.container-lg,.container-md,.container-sm,.container{max-width:960px}}@media(min-width: 1200px){.container-xl,.container-lg,.container-md,.container-sm,.container{max-width:1140px}}@media(min-width: 1400px){.container-xxl,.container-xl,.container-lg,.container-md,.container-sm,.container{max-width:1320px}}:root{--bs-breakpoint-xs: 0;--bs-breakpoint-sm: 576px;--bs-breakpoint-md: 768px;--bs-breakpoint-lg: 992px;--bs-breakpoint-xl: 1200px;--bs-breakpoint-xxl: 1400px}.grid{display:grid;grid-template-rows:repeat(var(--bs-rows, 1), 1fr);grid-template-columns:repeat(var(--bs-columns, 12), 1fr);gap:var(--bs-gap, 1.5rem)}.grid .g-col-1{grid-column:auto/span 1}.grid .g-col-2{grid-column:auto/span 2}.grid .g-col-3{grid-column:auto/span 3}.grid .g-col-4{grid-column:auto/span 4}.grid .g-col-5{grid-column:auto/span 5}.grid .g-col-6{grid-column:auto/span 6}.grid .g-col-7{grid-column:auto/span 7}.grid .g-col-8{grid-column:auto/span 8}.grid .g-col-9{grid-column:auto/span 9}.grid .g-col-10{grid-column:auto/span 10}.grid .g-col-11{grid-column:auto/span 11}.grid .g-col-12{grid-column:auto/span 12}.grid .g-start-1{grid-column-start:1}.grid .g-start-2{grid-column-start:2}.grid .g-start-3{grid-column-start:3}.grid .g-start-4{grid-column-start:4}.grid .g-start-5{grid-column-start:5}.grid .g-start-6{grid-column-start:6}.grid .g-start-7{grid-column-start:7}.grid .g-start-8{grid-column-start:8}.grid .g-start-9{grid-column-start:9}.grid .g-start-10{grid-column-start:10}.grid .g-start-11{grid-column-start:11}@media(min-width: 576px){.grid .g-col-sm-1{grid-column:auto/span 1}.grid .g-col-sm-2{grid-column:auto/span 2}.grid .g-col-sm-3{grid-column:auto/span 3}.grid .g-col-sm-4{grid-column:auto/span 4}.grid .g-col-sm-5{grid-column:auto/span 5}.grid .g-col-sm-6{grid-column:auto/span 6}.grid .g-col-sm-7{grid-column:auto/span 7}.grid .g-col-sm-8{grid-column:auto/span 8}.grid .g-col-sm-9{grid-column:auto/span 9}.grid .g-col-sm-10{grid-column:auto/span 10}.grid .g-col-sm-11{grid-column:auto/span 11}.grid .g-col-sm-12{grid-column:auto/span 12}.grid .g-start-sm-1{grid-column-start:1}.grid .g-start-sm-2{grid-column-start:2}.grid .g-start-sm-3{grid-column-start:3}.grid .g-start-sm-4{grid-column-start:4}.grid .g-start-sm-5{grid-column-start:5}.grid .g-start-sm-6{grid-column-start:6}.grid .g-start-sm-7{grid-column-start:7}.grid .g-start-sm-8{grid-column-start:8}.grid .g-start-sm-9{grid-column-start:9}.grid .g-start-sm-10{grid-column-start:10}.grid .g-start-sm-11{grid-column-start:11}}@media(min-width: 768px){.grid .g-col-md-1{grid-column:auto/span 1}.grid .g-col-md-2{grid-column:auto/span 2}.grid .g-col-md-3{grid-column:auto/span 3}.grid .g-col-md-4{grid-column:auto/span 4}.grid .g-col-md-5{grid-column:auto/span 5}.grid .g-col-md-6{grid-column:auto/span 6}.grid .g-col-md-7{grid-column:auto/span 7}.grid .g-col-md-8{grid-column:auto/span 8}.grid .g-col-md-9{grid-column:auto/span 9}.grid .g-col-md-10{grid-column:auto/span 10}.grid .g-col-md-11{grid-column:auto/span 11}.grid .g-col-md-12{grid-column:auto/span 12}.grid .g-start-md-1{grid-column-start:1}.grid .g-start-md-2{grid-column-start:2}.grid .g-start-md-3{grid-column-start:3}.grid .g-start-md-4{grid-column-start:4}.grid .g-start-md-5{grid-column-start:5}.grid .g-start-md-6{grid-column-start:6}.grid .g-start-md-7{grid-column-start:7}.grid .g-start-md-8{grid-column-start:8}.grid .g-start-md-9{grid-column-start:9}.grid .g-start-md-10{grid-column-start:10}.grid .g-start-md-11{grid-column-start:11}}@media(min-width: 992px){.grid .g-col-lg-1{grid-column:auto/span 1}.grid .g-col-lg-2{grid-column:auto/span 2}.grid .g-col-lg-3{grid-column:auto/span 3}.grid .g-col-lg-4{grid-column:auto/span 4}.grid .g-col-lg-5{grid-column:auto/span 5}.grid .g-col-lg-6{grid-column:auto/span 6}.grid .g-col-lg-7{grid-column:auto/span 7}.grid .g-col-lg-8{grid-column:auto/span 8}.grid .g-col-lg-9{grid-column:auto/span 9}.grid .g-col-lg-10{grid-column:auto/span 10}.grid .g-col-lg-11{grid-column:auto/span 11}.grid .g-col-lg-12{grid-column:auto/span 12}.grid .g-start-lg-1{grid-column-start:1}.grid .g-start-lg-2{grid-column-start:2}.grid .g-start-lg-3{grid-column-start:3}.grid .g-start-lg-4{grid-column-start:4}.grid .g-start-lg-5{grid-column-start:5}.grid .g-start-lg-6{grid-column-start:6}.grid .g-start-lg-7{grid-column-start:7}.grid .g-start-lg-8{grid-column-start:8}.grid .g-start-lg-9{grid-column-start:9}.grid .g-start-lg-10{grid-column-start:10}.grid .g-start-lg-11{grid-column-start:11}}@media(min-width: 1200px){.grid .g-col-xl-1{grid-column:auto/span 1}.grid .g-col-xl-2{grid-column:auto/span 2}.grid .g-col-xl-3{grid-column:auto/span 3}.grid .g-col-xl-4{grid-column:auto/span 4}.grid .g-col-xl-5{grid-column:auto/span 5}.grid .g-col-xl-6{grid-column:auto/span 6}.grid .g-col-xl-7{grid-column:auto/span 7}.grid .g-col-xl-8{grid-column:auto/span 8}.grid .g-col-xl-9{grid-column:auto/span 9}.grid .g-col-xl-10{grid-column:auto/span 10}.grid .g-col-xl-11{grid-column:auto/span 11}.grid .g-col-xl-12{grid-column:auto/span 12}.grid .g-start-xl-1{grid-column-start:1}.grid .g-start-xl-2{grid-column-start:2}.grid .g-start-xl-3{grid-column-start:3}.grid .g-start-xl-4{grid-column-start:4}.grid .g-start-xl-5{grid-column-start:5}.grid .g-start-xl-6{grid-column-start:6}.grid .g-start-xl-7{grid-column-start:7}.grid .g-start-xl-8{grid-column-start:8}.grid .g-start-xl-9{grid-column-start:9}.grid .g-start-xl-10{grid-column-start:10}.grid .g-start-xl-11{grid-column-start:11}}@media(min-width: 1400px){.grid .g-col-xxl-1{grid-column:auto/span 1}.grid .g-col-xxl-2{grid-column:auto/span 2}.grid .g-col-xxl-3{grid-column:auto/span 3}.grid .g-col-xxl-4{grid-column:auto/span 4}.grid .g-col-xxl-5{grid-column:auto/span 5}.grid .g-col-xxl-6{grid-column:auto/span 6}.grid .g-col-xxl-7{grid-column:auto/span 7}.grid .g-col-xxl-8{grid-column:auto/span 8}.grid .g-col-xxl-9{grid-column:auto/span 9}.grid .g-col-xxl-10{grid-column:auto/span 10}.grid .g-col-xxl-11{grid-column:auto/span 11}.grid .g-col-xxl-12{grid-column:auto/span 12}.grid .g-start-xxl-1{grid-column-start:1}.grid .g-start-xxl-2{grid-column-start:2}.grid .g-start-xxl-3{grid-column-start:3}.grid .g-start-xxl-4{grid-column-start:4}.grid .g-start-xxl-5{grid-column-start:5}.grid .g-start-xxl-6{grid-column-start:6}.grid .g-start-xxl-7{grid-column-start:7}.grid .g-start-xxl-8{grid-column-start:8}.grid .g-start-xxl-9{grid-column-start:9}.grid .g-start-xxl-10{grid-column-start:10}.grid .g-start-xxl-11{grid-column-start:11}}.table{--bs-table-color-type: initial;--bs-table-bg-type: initial;--bs-table-color-state: initial;--bs-table-bg-state: initial;--bs-table-color: #212529;--bs-table-bg: #ffffff;--bs-table-border-color: #dee2e6;--bs-table-accent-bg: transparent;--bs-table-striped-color: #212529;--bs-table-striped-bg: rgba(0, 0, 0, 0.05);--bs-table-active-color: #212529;--bs-table-active-bg: rgba(0, 0, 0, 0.1);--bs-table-hover-color: #212529;--bs-table-hover-bg: rgba(0, 0, 0, 0.075);width:100%;margin-bottom:1rem;vertical-align:top;border-color:var(--bs-table-border-color)}.table>:not(caption)>*>*{padding:.5rem .5rem;color:var(--bs-table-color-state, var(--bs-table-color-type, var(--bs-table-color)));background-color:var(--bs-table-bg);border-bottom-width:1px;box-shadow:inset 0 0 0 9999px var(--bs-table-bg-state, var(--bs-table-bg-type, var(--bs-table-accent-bg)))}.table>tbody{vertical-align:inherit}.table>thead{vertical-align:bottom}.table-group-divider{border-top:calc(1px*2) solid #9ba5ae}.caption-top{caption-side:top}.table-sm>:not(caption)>*>*{padding:.25rem .25rem}.table-bordered>:not(caption)>*{border-width:1px 0}.table-bordered>:not(caption)>*>*{border-width:0 1px}.table-borderless>:not(caption)>*>*{border-bottom-width:0}.table-borderless>:not(:first-child){border-top-width:0}.table-striped>tbody>tr:nth-of-type(odd)>*{--bs-table-color-type: var(--bs-table-striped-color);--bs-table-bg-type: var(--bs-table-striped-bg)}.table-striped-columns>:not(caption)>tr>:nth-child(even){--bs-table-color-type: var(--bs-table-striped-color);--bs-table-bg-type: var(--bs-table-striped-bg)}.table-active{--bs-table-color-state: var(--bs-table-active-color);--bs-table-bg-state: var(--bs-table-active-bg)}.table-hover>tbody>tr:hover>*{--bs-table-color-state: var(--bs-table-hover-color);--bs-table-bg-state: var(--bs-table-hover-bg)}.table-primary{--bs-table-color: #000;--bs-table-bg: #cfe2ff;--bs-table-border-color: #bacbe6;--bs-table-striped-bg: #c5d7f2;--bs-table-striped-color: #000;--bs-table-active-bg: #bacbe6;--bs-table-active-color: #000;--bs-table-hover-bg: #bfd1ec;--bs-table-hover-color: #000;color:var(--bs-table-color);border-color:var(--bs-table-border-color)}.table-secondary{--bs-table-color: #000;--bs-table-bg: #e2e3e5;--bs-table-border-color: #cbccce;--bs-table-striped-bg: #d7d8da;--bs-table-striped-color: #000;--bs-table-active-bg: #cbccce;--bs-table-active-color: #000;--bs-table-hover-bg: #d1d2d4;--bs-table-hover-color: #000;color:var(--bs-table-color);border-color:var(--bs-table-border-color)}.table-success{--bs-table-color: #000;--bs-table-bg: #d1e7dd;--bs-table-border-color: #bcd0c7;--bs-table-striped-bg: #c7dbd2;--bs-table-striped-color: #000;--bs-table-active-bg: #bcd0c7;--bs-table-active-color: #000;--bs-table-hover-bg: #c1d6cc;--bs-table-hover-color: #000;color:var(--bs-table-color);border-color:var(--bs-table-border-color)}.table-info{--bs-table-color: #000;--bs-table-bg: #cff4fc;--bs-table-border-color: #badce3;--bs-table-striped-bg: #c5e8ef;--bs-table-striped-color: #000;--bs-table-active-bg: #badce3;--bs-table-active-color: #000;--bs-table-hover-bg: #bfe2e9;--bs-table-hover-color: #000;color:var(--bs-table-color);border-color:var(--bs-table-border-color)}.table-warning{--bs-table-color: #000;--bs-table-bg: #fff3cd;--bs-table-border-color: #e6dbb9;--bs-table-striped-bg: #f2e7c3;--bs-table-striped-color: #000;--bs-table-active-bg: #e6dbb9;--bs-table-active-color: #000;--bs-table-hover-bg: #ece1be;--bs-table-hover-color: #000;color:var(--bs-table-color);border-color:var(--bs-table-border-color)}.table-danger{--bs-table-color: #000;--bs-table-bg: #f8d7da;--bs-table-border-color: #dfc2c4;--bs-table-striped-bg: #eccccf;--bs-table-striped-color: #000;--bs-table-active-bg: #dfc2c4;--bs-table-active-color: #000;--bs-table-hover-bg: #e5c7ca;--bs-table-hover-color: #000;color:var(--bs-table-color);border-color:var(--bs-table-border-color)}.table-light{--bs-table-color: #000;--bs-table-bg: #f8f9fa;--bs-table-border-color: #dfe0e1;--bs-table-striped-bg: #ecedee;--bs-table-striped-color: #000;--bs-table-active-bg: #dfe0e1;--bs-table-active-color: #000;--bs-table-hover-bg: #e5e6e7;--bs-table-hover-color: #000;color:var(--bs-table-color);border-color:var(--bs-table-border-color)}.table-dark{--bs-table-color: #ffffff;--bs-table-bg: #212529;--bs-table-border-color: #373b3e;--bs-table-striped-bg: #2c3034;--bs-table-striped-color: #ffffff;--bs-table-active-bg: #373b3e;--bs-table-active-color: #ffffff;--bs-table-hover-bg: #323539;--bs-table-hover-color: #ffffff;color:var(--bs-table-color);border-color:var(--bs-table-border-color)}.table-responsive{overflow-x:auto;-webkit-overflow-scrolling:touch}@media(max-width: 575.98px){.table-responsive-sm{overflow-x:auto;-webkit-overflow-scrolling:touch}}@media(max-width: 767.98px){.table-responsive-md{overflow-x:auto;-webkit-overflow-scrolling:touch}}@media(max-width: 991.98px){.table-responsive-lg{overflow-x:auto;-webkit-overflow-scrolling:touch}}@media(max-width: 1199.98px){.table-responsive-xl{overflow-x:auto;-webkit-overflow-scrolling:touch}}@media(max-width: 1399.98px){.table-responsive-xxl{overflow-x:auto;-webkit-overflow-scrolling:touch}}.form-label,.shiny-input-container .control-label{margin-bottom:.5rem}.col-form-label{padding-top:calc(0.375rem + 1px);padding-bottom:calc(0.375rem + 1px);margin-bottom:0;font-size:inherit;line-height:1.5}.col-form-label-lg{padding-top:calc(0.5rem + 1px);padding-bottom:calc(0.5rem + 1px);font-size:1.25rem}.col-form-label-sm{padding-top:calc(0.25rem + 1px);padding-bottom:calc(0.25rem + 1px);font-size:0.875rem}.form-text{margin-top:.25rem;font-size:0.875em;color:rgba(33,37,41,.75)}.form-control{display:block;width:100%;padding:.375rem .75rem;font-size:1rem;font-weight:400;line-height:1.5;color:#212529;appearance:none;-webkit-appearance:none;-moz-appearance:none;-ms-appearance:none;-o-appearance:none;background-color:#fff;background-clip:padding-box;border:1px solid #dee2e6;border-radius:.25rem;transition:border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.form-control{transition:none}}.form-control[type=file]{overflow:hidden}.form-control[type=file]:not(:disabled):not([readonly]){cursor:pointer}.form-control:focus{color:#212529;background-color:#fff;border-color:#86b7fe;outline:0;box-shadow:0 0 0 .25rem rgba(13,110,253,.25)}.form-control::-webkit-date-and-time-value{min-width:85px;height:1.5em;margin:0}.form-control::-webkit-datetime-edit{display:block;padding:0}.form-control::placeholder{color:rgba(33,37,41,.75);opacity:1}.form-control:disabled{background-color:#e9ecef;opacity:1}.form-control::file-selector-button{padding:.375rem .75rem;margin:-0.375rem -0.75rem;margin-inline-end:.75rem;color:#212529;background-color:#f8f9fa;pointer-events:none;border-color:inherit;border-style:solid;border-width:0;border-inline-end-width:1px;border-radius:0;transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.form-control::file-selector-button{transition:none}}.form-control:hover:not(:disabled):not([readonly])::file-selector-button{background-color:#e9ecef}.form-control-plaintext{display:block;width:100%;padding:.375rem 0;margin-bottom:0;line-height:1.5;color:#212529;background-color:rgba(0,0,0,0);border:solid rgba(0,0,0,0);border-width:1px 0}.form-control-plaintext:focus{outline:0}.form-control-plaintext.form-control-sm,.form-control-plaintext.form-control-lg{padding-right:0;padding-left:0}.form-control-sm{min-height:calc(1.5em + 0.5rem + calc(1px * 2));padding:.25rem .5rem;font-size:0.875rem;border-radius:.2em}.form-control-sm::file-selector-button{padding:.25rem .5rem;margin:-0.25rem -0.5rem;margin-inline-end:.5rem}.form-control-lg{min-height:calc(1.5em + 1rem + calc(1px * 2));padding:.5rem 1rem;font-size:1.25rem;border-radius:.5rem}.form-control-lg::file-selector-button{padding:.5rem 1rem;margin:-0.5rem -1rem;margin-inline-end:1rem}textarea.form-control{min-height:calc(1.5em + 0.75rem + calc(1px * 2))}textarea.form-control-sm{min-height:calc(1.5em + 0.5rem + calc(1px * 2))}textarea.form-control-lg{min-height:calc(1.5em + 1rem + calc(1px * 2))}.form-control-color{width:3rem;height:calc(1.5em + 0.75rem + calc(1px * 2));padding:.375rem}.form-control-color:not(:disabled):not([readonly]){cursor:pointer}.form-control-color::-moz-color-swatch{border:0 !important;border-radius:.25rem}.form-control-color::-webkit-color-swatch{border:0 !important;border-radius:.25rem}.form-control-color.form-control-sm{height:calc(1.5em + 0.5rem + calc(1px * 2))}.form-control-color.form-control-lg{height:calc(1.5em + 1rem + calc(1px * 2))}.form-select{--bs-form-select-bg-img: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill='none' stroke='%23343a40' stroke-linecap='round' stroke-linejoin='round' stroke-width='2' d='m2 5 6 6 6-6'/%3e%3c/svg%3e");display:block;width:100%;padding:.375rem 2.25rem .375rem .75rem;font-size:1rem;font-weight:400;line-height:1.5;color:#212529;appearance:none;-webkit-appearance:none;-moz-appearance:none;-ms-appearance:none;-o-appearance:none;background-color:#fff;background-image:var(--bs-form-select-bg-img),var(--bs-form-select-bg-icon, none);background-repeat:no-repeat;background-position:right .75rem center;background-size:16px 12px;border:1px solid #dee2e6;border-radius:.25rem;transition:border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.form-select{transition:none}}.form-select:focus{border-color:#86b7fe;outline:0;box-shadow:0 0 0 .25rem rgba(13,110,253,.25)}.form-select[multiple],.form-select[size]:not([size="1"]){padding-right:.75rem;background-image:none}.form-select:disabled{background-color:#e9ecef}.form-select:-moz-focusring{color:rgba(0,0,0,0);text-shadow:0 0 0 #212529}.form-select-sm{padding-top:.25rem;padding-bottom:.25rem;padding-left:.5rem;font-size:0.875rem;border-radius:.2em}.form-select-lg{padding-top:.5rem;padding-bottom:.5rem;padding-left:1rem;font-size:1.25rem;border-radius:.5rem}[data-bs-theme=dark] .form-select{--bs-form-select-bg-img: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill='none' stroke='%23dee2e6' stroke-linecap='round' stroke-linejoin='round' stroke-width='2' d='m2 5 6 6 6-6'/%3e%3c/svg%3e")}.form-check,.shiny-input-container .checkbox,.shiny-input-container .radio{display:block;min-height:1.5rem;padding-left:0;margin-bottom:.125rem}.form-check .form-check-input,.form-check .shiny-input-container .checkbox input,.form-check .shiny-input-container .radio input,.shiny-input-container .checkbox .form-check-input,.shiny-input-container .checkbox .shiny-input-container .checkbox input,.shiny-input-container .checkbox .shiny-input-container .radio input,.shiny-input-container .radio .form-check-input,.shiny-input-container .radio .shiny-input-container .checkbox input,.shiny-input-container .radio .shiny-input-container .radio input{float:left;margin-left:0}.form-check-reverse{padding-right:0;padding-left:0;text-align:right}.form-check-reverse .form-check-input{float:right;margin-right:0;margin-left:0}.form-check-input,.shiny-input-container .checkbox input,.shiny-input-container .checkbox-inline input,.shiny-input-container .radio input,.shiny-input-container .radio-inline input{--bs-form-check-bg: #ffffff;width:1em;height:1em;margin-top:.25em;vertical-align:top;appearance:none;-webkit-appearance:none;-moz-appearance:none;-ms-appearance:none;-o-appearance:none;background-color:var(--bs-form-check-bg);background-image:var(--bs-form-check-bg-image);background-repeat:no-repeat;background-position:center;background-size:contain;border:1px solid #dee2e6;print-color-adjust:exact}.form-check-input[type=checkbox],.shiny-input-container .checkbox input[type=checkbox],.shiny-input-container .checkbox-inline input[type=checkbox],.shiny-input-container .radio input[type=checkbox],.shiny-input-container .radio-inline input[type=checkbox]{border-radius:.25em}.form-check-input[type=radio],.shiny-input-container .checkbox input[type=radio],.shiny-input-container .checkbox-inline input[type=radio],.shiny-input-container .radio input[type=radio],.shiny-input-container .radio-inline input[type=radio]{border-radius:50%}.form-check-input:active,.shiny-input-container .checkbox input:active,.shiny-input-container .checkbox-inline input:active,.shiny-input-container .radio input:active,.shiny-input-container .radio-inline input:active{filter:brightness(90%)}.form-check-input:focus,.shiny-input-container .checkbox input:focus,.shiny-input-container .checkbox-inline input:focus,.shiny-input-container .radio input:focus,.shiny-input-container .radio-inline input:focus{border-color:#86b7fe;outline:0;box-shadow:0 0 0 .25rem rgba(13,110,253,.25)}.form-check-input:checked,.shiny-input-container .checkbox input:checked,.shiny-input-container .checkbox-inline input:checked,.shiny-input-container .radio input:checked,.shiny-input-container .radio-inline input:checked{background-color:#0d6efd;border-color:#0d6efd}.form-check-input:checked[type=checkbox],.shiny-input-container .checkbox input:checked[type=checkbox],.shiny-input-container .checkbox-inline input:checked[type=checkbox],.shiny-input-container .radio input:checked[type=checkbox],.shiny-input-container .radio-inline input:checked[type=checkbox]{--bs-form-check-bg-image: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'%3e%3cpath fill='none' stroke='%23ffffff' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='m6 10 3 3 6-6'/%3e%3c/svg%3e")}.form-check-input:checked[type=radio],.shiny-input-container .checkbox input:checked[type=radio],.shiny-input-container .checkbox-inline input:checked[type=radio],.shiny-input-container .radio input:checked[type=radio],.shiny-input-container .radio-inline input:checked[type=radio]{--bs-form-check-bg-image: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'%3e%3ccircle r='2' fill='%23ffffff'/%3e%3c/svg%3e")}.form-check-input[type=checkbox]:indeterminate,.shiny-input-container .checkbox input[type=checkbox]:indeterminate,.shiny-input-container .checkbox-inline input[type=checkbox]:indeterminate,.shiny-input-container .radio input[type=checkbox]:indeterminate,.shiny-input-container .radio-inline input[type=checkbox]:indeterminate{background-color:#0d6efd;border-color:#0d6efd;--bs-form-check-bg-image: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'%3e%3cpath fill='none' stroke='%23ffffff' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='M6 10h8'/%3e%3c/svg%3e")}.form-check-input:disabled,.shiny-input-container .checkbox input:disabled,.shiny-input-container .checkbox-inline input:disabled,.shiny-input-container .radio input:disabled,.shiny-input-container .radio-inline input:disabled{pointer-events:none;filter:none;opacity:.5}.form-check-input[disabled]~.form-check-label,.form-check-input[disabled]~span,.form-check-input:disabled~.form-check-label,.form-check-input:disabled~span,.shiny-input-container .checkbox input[disabled]~.form-check-label,.shiny-input-container .checkbox input[disabled]~span,.shiny-input-container .checkbox input:disabled~.form-check-label,.shiny-input-container .checkbox input:disabled~span,.shiny-input-container .checkbox-inline input[disabled]~.form-check-label,.shiny-input-container .checkbox-inline input[disabled]~span,.shiny-input-container .checkbox-inline input:disabled~.form-check-label,.shiny-input-container .checkbox-inline input:disabled~span,.shiny-input-container .radio input[disabled]~.form-check-label,.shiny-input-container .radio input[disabled]~span,.shiny-input-container .radio input:disabled~.form-check-label,.shiny-input-container .radio input:disabled~span,.shiny-input-container .radio-inline input[disabled]~.form-check-label,.shiny-input-container .radio-inline input[disabled]~span,.shiny-input-container .radio-inline input:disabled~.form-check-label,.shiny-input-container .radio-inline input:disabled~span{cursor:default;opacity:.5}.form-check-label,.shiny-input-container .checkbox label,.shiny-input-container .checkbox-inline label,.shiny-input-container .radio label,.shiny-input-container .radio-inline label{cursor:pointer}.form-switch{padding-left:2.5em}.form-switch .form-check-input{--bs-form-switch-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'%3e%3ccircle r='3' fill='rgba%280, 0, 0, 0.25%29'/%3e%3c/svg%3e");width:2em;margin-left:-2.5em;background-image:var(--bs-form-switch-bg);background-position:left center;border-radius:2em;transition:background-position .15s ease-in-out}@media(prefers-reduced-motion: reduce){.form-switch .form-check-input{transition:none}}.form-switch .form-check-input:focus{--bs-form-switch-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'%3e%3ccircle r='3' fill='%2386b7fe'/%3e%3c/svg%3e")}.form-switch .form-check-input:checked{background-position:right center;--bs-form-switch-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'%3e%3ccircle r='3' fill='%23ffffff'/%3e%3c/svg%3e")}.form-switch.form-check-reverse{padding-right:2.5em;padding-left:0}.form-switch.form-check-reverse .form-check-input{margin-right:-2.5em;margin-left:0}.form-check-inline{display:inline-block;margin-right:1rem}.btn-check{position:absolute;clip:rect(0, 0, 0, 0);pointer-events:none}.btn-check[disabled]+.btn,.btn-check:disabled+.btn{pointer-events:none;filter:none;opacity:.65}[data-bs-theme=dark] .form-switch .form-check-input:not(:checked):not(:focus){--bs-form-switch-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'%3e%3ccircle r='3' fill='rgba%28255, 255, 255, 0.25%29'/%3e%3c/svg%3e")}.form-range{width:100%;height:1.5rem;padding:0;appearance:none;-webkit-appearance:none;-moz-appearance:none;-ms-appearance:none;-o-appearance:none;background-color:rgba(0,0,0,0)}.form-range:focus{outline:0}.form-range:focus::-webkit-slider-thumb{box-shadow:0 0 0 1px #fff,0 0 0 .25rem rgba(13,110,253,.25)}.form-range:focus::-moz-range-thumb{box-shadow:0 0 0 1px #fff,0 0 0 .25rem rgba(13,110,253,.25)}.form-range::-moz-focus-outer{border:0}.form-range::-webkit-slider-thumb{width:1rem;height:1rem;margin-top:-0.25rem;appearance:none;-webkit-appearance:none;-moz-appearance:none;-ms-appearance:none;-o-appearance:none;background-color:#0d6efd;border:0;border-radius:1rem;transition:background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.form-range::-webkit-slider-thumb{transition:none}}.form-range::-webkit-slider-thumb:active{background-color:#b6d4fe}.form-range::-webkit-slider-runnable-track{width:100%;height:.5rem;color:rgba(0,0,0,0);cursor:pointer;background-color:#f8f9fa;border-color:rgba(0,0,0,0);border-radius:1rem}.form-range::-moz-range-thumb{width:1rem;height:1rem;appearance:none;-webkit-appearance:none;-moz-appearance:none;-ms-appearance:none;-o-appearance:none;background-color:#0d6efd;border:0;border-radius:1rem;transition:background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.form-range::-moz-range-thumb{transition:none}}.form-range::-moz-range-thumb:active{background-color:#b6d4fe}.form-range::-moz-range-track{width:100%;height:.5rem;color:rgba(0,0,0,0);cursor:pointer;background-color:#f8f9fa;border-color:rgba(0,0,0,0);border-radius:1rem}.form-range:disabled{pointer-events:none}.form-range:disabled::-webkit-slider-thumb{background-color:rgba(33,37,41,.75)}.form-range:disabled::-moz-range-thumb{background-color:rgba(33,37,41,.75)}.form-floating{position:relative}.form-floating>.form-control,.form-floating>.form-control-plaintext,.form-floating>.form-select{height:calc(3.5rem + calc(1px * 2));min-height:calc(3.5rem + calc(1px * 2));line-height:1.25}.form-floating>label{position:absolute;top:0;left:0;z-index:2;height:100%;padding:1rem .75rem;overflow:hidden;text-align:start;text-overflow:ellipsis;white-space:nowrap;pointer-events:none;border:1px solid rgba(0,0,0,0);transform-origin:0 0;transition:opacity .1s ease-in-out,transform .1s ease-in-out}@media(prefers-reduced-motion: reduce){.form-floating>label{transition:none}}.form-floating>.form-control,.form-floating>.form-control-plaintext{padding:1rem .75rem}.form-floating>.form-control::placeholder,.form-floating>.form-control-plaintext::placeholder{color:rgba(0,0,0,0)}.form-floating>.form-control:focus,.form-floating>.form-control:not(:placeholder-shown),.form-floating>.form-control-plaintext:focus,.form-floating>.form-control-plaintext:not(:placeholder-shown){padding-top:1.625rem;padding-bottom:.625rem}.form-floating>.form-control:-webkit-autofill,.form-floating>.form-control-plaintext:-webkit-autofill{padding-top:1.625rem;padding-bottom:.625rem}.form-floating>.form-select{padding-top:1.625rem;padding-bottom:.625rem}.form-floating>.form-control:focus~label,.form-floating>.form-control:not(:placeholder-shown)~label,.form-floating>.form-control-plaintext~label,.form-floating>.form-select~label{color:rgba(var(--bs-body-color-rgb), 0.65);transform:scale(0.85) translateY(-0.5rem) translateX(0.15rem)}.form-floating>.form-control:focus~label::after,.form-floating>.form-control:not(:placeholder-shown)~label::after,.form-floating>.form-control-plaintext~label::after,.form-floating>.form-select~label::after{position:absolute;inset:1rem .375rem;z-index:-1;height:1.5em;content:"";background-color:#fff;border-radius:.25rem}.form-floating>.form-control:-webkit-autofill~label{color:rgba(var(--bs-body-color-rgb), 0.65);transform:scale(0.85) translateY(-0.5rem) translateX(0.15rem)}.form-floating>.form-control-plaintext~label{border-width:1px 0}.form-floating>:disabled~label,.form-floating>.form-control:disabled~label{color:#6c757d}.form-floating>:disabled~label::after,.form-floating>.form-control:disabled~label::after{background-color:#e9ecef}.input-group{position:relative;display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;align-items:stretch;-webkit-align-items:stretch;width:100%}.input-group>.form-control,.input-group>.form-select,.input-group>.form-floating{position:relative;flex:1 1 auto;-webkit-flex:1 1 auto;width:1%;min-width:0}.input-group>.form-control:focus,.input-group>.form-select:focus,.input-group>.form-floating:focus-within{z-index:5}.input-group .btn{position:relative;z-index:2}.input-group .btn:focus{z-index:5}.input-group-text{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;padding:.375rem .75rem;font-size:1rem;font-weight:400;line-height:1.5;color:#212529;text-align:center;white-space:nowrap;background-color:#f8f9fa;border:1px solid #dee2e6;border-radius:.25rem}.input-group-lg>.form-control,.input-group-lg>.form-select,.input-group-lg>.input-group-text,.input-group-lg>.btn{padding:.5rem 1rem;font-size:1.25rem;border-radius:.5rem}.input-group-sm>.form-control,.input-group-sm>.form-select,.input-group-sm>.input-group-text,.input-group-sm>.btn{padding:.25rem .5rem;font-size:0.875rem;border-radius:.2em}.input-group-lg>.form-select,.input-group-sm>.form-select{padding-right:3rem}.input-group:not(.has-validation)>:not(:last-child):not(.dropdown-toggle):not(.dropdown-menu):not(.form-floating),.input-group:not(.has-validation)>.dropdown-toggle:nth-last-child(n+3),.input-group:not(.has-validation)>.form-floating:not(:last-child)>.form-control,.input-group:not(.has-validation)>.form-floating:not(:last-child)>.form-select{border-top-right-radius:0;border-bottom-right-radius:0}.input-group.has-validation>:nth-last-child(n+3):not(.dropdown-toggle):not(.dropdown-menu):not(.form-floating),.input-group.has-validation>.dropdown-toggle:nth-last-child(n+4),.input-group.has-validation>.form-floating:nth-last-child(n+3)>.form-control,.input-group.has-validation>.form-floating:nth-last-child(n+3)>.form-select{border-top-right-radius:0;border-bottom-right-radius:0}.input-group>:not(:first-child):not(.dropdown-menu):not(.valid-tooltip):not(.valid-feedback):not(.invalid-tooltip):not(.invalid-feedback){margin-left:calc(1px*-1);border-top-left-radius:0;border-bottom-left-radius:0}.input-group>.form-floating:not(:first-child)>.form-control,.input-group>.form-floating:not(:first-child)>.form-select{border-top-left-radius:0;border-bottom-left-radius:0}.valid-feedback{display:none;width:100%;margin-top:.25rem;font-size:0.875em;color:#198754}.valid-tooltip{position:absolute;top:100%;z-index:5;display:none;max-width:100%;padding:.25rem .5rem;margin-top:.1rem;font-size:0.875rem;color:#fff;background-color:#198754;border-radius:.25rem}.was-validated :valid~.valid-feedback,.was-validated :valid~.valid-tooltip,.is-valid~.valid-feedback,.is-valid~.valid-tooltip{display:block}.was-validated .form-control:valid,.form-control.is-valid{border-color:#198754;padding-right:calc(1.5em + 0.75rem);background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 8 8'%3e%3cpath fill='%23198754' d='M2.3 6.73.6 4.53c-.4-1.04.46-1.4 1.1-.8l1.1 1.4 3.4-3.8c.6-.63 1.6-.27 1.2.7l-4 4.6c-.43.5-.8.4-1.1.1z'/%3e%3c/svg%3e");background-repeat:no-repeat;background-position:right calc(0.375em + 0.1875rem) center;background-size:calc(0.75em + 0.375rem) calc(0.75em + 0.375rem)}.was-validated .form-control:valid:focus,.form-control.is-valid:focus{border-color:#198754;box-shadow:0 0 0 .25rem rgba(25,135,84,.25)}.was-validated textarea.form-control:valid,textarea.form-control.is-valid{padding-right:calc(1.5em + 0.75rem);background-position:top calc(0.375em + 0.1875rem) right calc(0.375em + 0.1875rem)}.was-validated .form-select:valid,.form-select.is-valid{border-color:#198754}.was-validated .form-select:valid:not([multiple]):not([size]),.was-validated .form-select:valid:not([multiple])[size="1"],.form-select.is-valid:not([multiple]):not([size]),.form-select.is-valid:not([multiple])[size="1"]{--bs-form-select-bg-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 8 8'%3e%3cpath fill='%23198754' d='M2.3 6.73.6 4.53c-.4-1.04.46-1.4 1.1-.8l1.1 1.4 3.4-3.8c.6-.63 1.6-.27 1.2.7l-4 4.6c-.43.5-.8.4-1.1.1z'/%3e%3c/svg%3e");padding-right:4.125rem;background-position:right .75rem center,center right 2.25rem;background-size:16px 12px,calc(0.75em + 0.375rem) calc(0.75em + 0.375rem)}.was-validated .form-select:valid:focus,.form-select.is-valid:focus{border-color:#198754;box-shadow:0 0 0 .25rem rgba(25,135,84,.25)}.was-validated .form-control-color:valid,.form-control-color.is-valid{width:calc(3rem + calc(1.5em + 0.75rem))}.was-validated .form-check-input:valid,.form-check-input.is-valid{border-color:#198754}.was-validated .form-check-input:valid:checked,.form-check-input.is-valid:checked{background-color:#198754}.was-validated .form-check-input:valid:focus,.form-check-input.is-valid:focus{box-shadow:0 0 0 .25rem rgba(25,135,84,.25)}.was-validated .form-check-input:valid~.form-check-label,.form-check-input.is-valid~.form-check-label{color:#198754}.form-check-inline .form-check-input~.valid-feedback{margin-left:.5em}.was-validated .input-group>.form-control:not(:focus):valid,.input-group>.form-control:not(:focus).is-valid,.was-validated .input-group>.form-select:not(:focus):valid,.input-group>.form-select:not(:focus).is-valid,.was-validated .input-group>.form-floating:not(:focus-within):valid,.input-group>.form-floating:not(:focus-within).is-valid{z-index:3}.invalid-feedback{display:none;width:100%;margin-top:.25rem;font-size:0.875em;color:#dc3545}.invalid-tooltip{position:absolute;top:100%;z-index:5;display:none;max-width:100%;padding:.25rem .5rem;margin-top:.1rem;font-size:0.875rem;color:#fff;background-color:#dc3545;border-radius:.25rem}.was-validated :invalid~.invalid-feedback,.was-validated :invalid~.invalid-tooltip,.is-invalid~.invalid-feedback,.is-invalid~.invalid-tooltip{display:block}.was-validated .form-control:invalid,.form-control.is-invalid{border-color:#dc3545;padding-right:calc(1.5em + 0.75rem);background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 12 12' width='12' height='12' fill='none' stroke='%23dc3545'%3e%3ccircle cx='6' cy='6' r='4.5'/%3e%3cpath stroke-linejoin='round' d='M5.8 3.6h.4L6 6.5z'/%3e%3ccircle cx='6' cy='8.2' r='.6' fill='%23dc3545' stroke='none'/%3e%3c/svg%3e");background-repeat:no-repeat;background-position:right calc(0.375em + 0.1875rem) center;background-size:calc(0.75em + 0.375rem) calc(0.75em + 0.375rem)}.was-validated .form-control:invalid:focus,.form-control.is-invalid:focus{border-color:#dc3545;box-shadow:0 0 0 .25rem rgba(220,53,69,.25)}.was-validated textarea.form-control:invalid,textarea.form-control.is-invalid{padding-right:calc(1.5em + 0.75rem);background-position:top calc(0.375em + 0.1875rem) right calc(0.375em + 0.1875rem)}.was-validated .form-select:invalid,.form-select.is-invalid{border-color:#dc3545}.was-validated .form-select:invalid:not([multiple]):not([size]),.was-validated .form-select:invalid:not([multiple])[size="1"],.form-select.is-invalid:not([multiple]):not([size]),.form-select.is-invalid:not([multiple])[size="1"]{--bs-form-select-bg-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 12 12' width='12' height='12' fill='none' stroke='%23dc3545'%3e%3ccircle cx='6' cy='6' r='4.5'/%3e%3cpath stroke-linejoin='round' d='M5.8 3.6h.4L6 6.5z'/%3e%3ccircle cx='6' cy='8.2' r='.6' fill='%23dc3545' stroke='none'/%3e%3c/svg%3e");padding-right:4.125rem;background-position:right .75rem center,center right 2.25rem;background-size:16px 12px,calc(0.75em + 0.375rem) calc(0.75em + 0.375rem)}.was-validated .form-select:invalid:focus,.form-select.is-invalid:focus{border-color:#dc3545;box-shadow:0 0 0 .25rem rgba(220,53,69,.25)}.was-validated .form-control-color:invalid,.form-control-color.is-invalid{width:calc(3rem + calc(1.5em + 0.75rem))}.was-validated .form-check-input:invalid,.form-check-input.is-invalid{border-color:#dc3545}.was-validated .form-check-input:invalid:checked,.form-check-input.is-invalid:checked{background-color:#dc3545}.was-validated .form-check-input:invalid:focus,.form-check-input.is-invalid:focus{box-shadow:0 0 0 .25rem rgba(220,53,69,.25)}.was-validated .form-check-input:invalid~.form-check-label,.form-check-input.is-invalid~.form-check-label{color:#dc3545}.form-check-inline .form-check-input~.invalid-feedback{margin-left:.5em}.was-validated .input-group>.form-control:not(:focus):invalid,.input-group>.form-control:not(:focus).is-invalid,.was-validated .input-group>.form-select:not(:focus):invalid,.input-group>.form-select:not(:focus).is-invalid,.was-validated .input-group>.form-floating:not(:focus-within):invalid,.input-group>.form-floating:not(:focus-within).is-invalid{z-index:4}.btn{--bs-btn-padding-x: 0.75rem;--bs-btn-padding-y: 0.375rem;--bs-btn-font-family: ;--bs-btn-font-size:1rem;--bs-btn-font-weight: 400;--bs-btn-line-height: 1.5;--bs-btn-color: #212529;--bs-btn-bg: transparent;--bs-btn-border-width: 1px;--bs-btn-border-color: transparent;--bs-btn-border-radius: 0.25rem;--bs-btn-hover-border-color: transparent;--bs-btn-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.15), 0 1px 1px rgba(0, 0, 0, 0.075);--bs-btn-disabled-opacity: 0.65;--bs-btn-focus-box-shadow: 0 0 0 0.25rem rgba(var(--bs-btn-focus-shadow-rgb), .5);display:inline-block;padding:var(--bs-btn-padding-y) var(--bs-btn-padding-x);font-family:var(--bs-btn-font-family);font-size:var(--bs-btn-font-size);font-weight:var(--bs-btn-font-weight);line-height:var(--bs-btn-line-height);color:var(--bs-btn-color);text-align:center;text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;vertical-align:middle;cursor:pointer;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none;border:var(--bs-btn-border-width) solid var(--bs-btn-border-color);border-radius:var(--bs-btn-border-radius);background-color:var(--bs-btn-bg);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.btn{transition:none}}.btn:hover{color:var(--bs-btn-hover-color);background-color:var(--bs-btn-hover-bg);border-color:var(--bs-btn-hover-border-color)}.btn-check+.btn:hover{color:var(--bs-btn-color);background-color:var(--bs-btn-bg);border-color:var(--bs-btn-border-color)}.btn:focus-visible{color:var(--bs-btn-hover-color);background-color:var(--bs-btn-hover-bg);border-color:var(--bs-btn-hover-border-color);outline:0;box-shadow:var(--bs-btn-focus-box-shadow)}.btn-check:focus-visible+.btn{border-color:var(--bs-btn-hover-border-color);outline:0;box-shadow:var(--bs-btn-focus-box-shadow)}.btn-check:checked+.btn,:not(.btn-check)+.btn:active,.btn:first-child:active,.btn.active,.btn.show{color:var(--bs-btn-active-color);background-color:var(--bs-btn-active-bg);border-color:var(--bs-btn-active-border-color)}.btn-check:checked+.btn:focus-visible,:not(.btn-check)+.btn:active:focus-visible,.btn:first-child:active:focus-visible,.btn.active:focus-visible,.btn.show:focus-visible{box-shadow:var(--bs-btn-focus-box-shadow)}.btn:disabled,.btn.disabled,fieldset:disabled .btn{color:var(--bs-btn-disabled-color);pointer-events:none;background-color:var(--bs-btn-disabled-bg);border-color:var(--bs-btn-disabled-border-color);opacity:var(--bs-btn-disabled-opacity)}.btn-default{--bs-btn-color: #000;--bs-btn-bg: #dee2e6;--bs-btn-border-color: #dee2e6;--bs-btn-hover-color: #000;--bs-btn-hover-bg: #e3e6ea;--bs-btn-hover-border-color: #e1e5e9;--bs-btn-focus-shadow-rgb: 189, 192, 196;--bs-btn-active-color: #000;--bs-btn-active-bg: #e5e8eb;--bs-btn-active-border-color: #e1e5e9;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #000;--bs-btn-disabled-bg: #dee2e6;--bs-btn-disabled-border-color: #dee2e6}.btn-primary{--bs-btn-color: #ffffff;--bs-btn-bg: #0d6efd;--bs-btn-border-color: #0d6efd;--bs-btn-hover-color: #ffffff;--bs-btn-hover-bg: #0b5ed7;--bs-btn-hover-border-color: #0a58ca;--bs-btn-focus-shadow-rgb: 49, 132, 253;--bs-btn-active-color: #ffffff;--bs-btn-active-bg: #0a58ca;--bs-btn-active-border-color: #0a53be;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #ffffff;--bs-btn-disabled-bg: #0d6efd;--bs-btn-disabled-border-color: #0d6efd}.btn-secondary{--bs-btn-color: #ffffff;--bs-btn-bg: #6c757d;--bs-btn-border-color: #6c757d;--bs-btn-hover-color: #ffffff;--bs-btn-hover-bg: #5c636a;--bs-btn-hover-border-color: #565e64;--bs-btn-focus-shadow-rgb: 130, 138, 145;--bs-btn-active-color: #ffffff;--bs-btn-active-bg: #565e64;--bs-btn-active-border-color: #51585e;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #ffffff;--bs-btn-disabled-bg: #6c757d;--bs-btn-disabled-border-color: #6c757d}.btn-success{--bs-btn-color: #ffffff;--bs-btn-bg: #198754;--bs-btn-border-color: #198754;--bs-btn-hover-color: #ffffff;--bs-btn-hover-bg: #157347;--bs-btn-hover-border-color: #146c43;--bs-btn-focus-shadow-rgb: 60, 153, 110;--bs-btn-active-color: #ffffff;--bs-btn-active-bg: #146c43;--bs-btn-active-border-color: #13653f;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #ffffff;--bs-btn-disabled-bg: #198754;--bs-btn-disabled-border-color: #198754}.btn-info{--bs-btn-color: #000;--bs-btn-bg: #0dcaf0;--bs-btn-border-color: #0dcaf0;--bs-btn-hover-color: #000;--bs-btn-hover-bg: #31d2f2;--bs-btn-hover-border-color: #25cff2;--bs-btn-focus-shadow-rgb: 11, 172, 204;--bs-btn-active-color: #000;--bs-btn-active-bg: #3dd5f3;--bs-btn-active-border-color: #25cff2;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #000;--bs-btn-disabled-bg: #0dcaf0;--bs-btn-disabled-border-color: #0dcaf0}.btn-warning{--bs-btn-color: #000;--bs-btn-bg: #ffc107;--bs-btn-border-color: #ffc107;--bs-btn-hover-color: #000;--bs-btn-hover-bg: #ffca2c;--bs-btn-hover-border-color: #ffc720;--bs-btn-focus-shadow-rgb: 217, 164, 6;--bs-btn-active-color: #000;--bs-btn-active-bg: #ffcd39;--bs-btn-active-border-color: #ffc720;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #000;--bs-btn-disabled-bg: #ffc107;--bs-btn-disabled-border-color: #ffc107}.btn-danger{--bs-btn-color: #ffffff;--bs-btn-bg: #dc3545;--bs-btn-border-color: #dc3545;--bs-btn-hover-color: #ffffff;--bs-btn-hover-bg: #bb2d3b;--bs-btn-hover-border-color: #b02a37;--bs-btn-focus-shadow-rgb: 225, 83, 97;--bs-btn-active-color: #ffffff;--bs-btn-active-bg: #b02a37;--bs-btn-active-border-color: #a52834;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #ffffff;--bs-btn-disabled-bg: #dc3545;--bs-btn-disabled-border-color: #dc3545}.btn-light{--bs-btn-color: #000;--bs-btn-bg: #f8f9fa;--bs-btn-border-color: #f8f9fa;--bs-btn-hover-color: #000;--bs-btn-hover-bg: #d3d4d5;--bs-btn-hover-border-color: #c6c7c8;--bs-btn-focus-shadow-rgb: 211, 212, 213;--bs-btn-active-color: #000;--bs-btn-active-bg: #c6c7c8;--bs-btn-active-border-color: #babbbc;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #000;--bs-btn-disabled-bg: #f8f9fa;--bs-btn-disabled-border-color: #f8f9fa}.btn-dark{--bs-btn-color: #ffffff;--bs-btn-bg: #212529;--bs-btn-border-color: #212529;--bs-btn-hover-color: #ffffff;--bs-btn-hover-bg: #424649;--bs-btn-hover-border-color: #373b3e;--bs-btn-focus-shadow-rgb: 66, 70, 73;--bs-btn-active-color: #ffffff;--bs-btn-active-bg: #4d5154;--bs-btn-active-border-color: #373b3e;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #ffffff;--bs-btn-disabled-bg: #212529;--bs-btn-disabled-border-color: #212529}.btn-outline-default{--bs-btn-color: #dee2e6;--bs-btn-border-color: #dee2e6;--bs-btn-hover-color: #000;--bs-btn-hover-bg: #dee2e6;--bs-btn-hover-border-color: #dee2e6;--bs-btn-focus-shadow-rgb: 222, 226, 230;--bs-btn-active-color: #000;--bs-btn-active-bg: #dee2e6;--bs-btn-active-border-color: #dee2e6;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #dee2e6;--bs-btn-disabled-bg: transparent;--bs-btn-disabled-border-color: #dee2e6;--bs-btn-bg: transparent;--bs-gradient: none}.btn-outline-primary{--bs-btn-color: #0d6efd;--bs-btn-border-color: #0d6efd;--bs-btn-hover-color: #ffffff;--bs-btn-hover-bg: #0d6efd;--bs-btn-hover-border-color: #0d6efd;--bs-btn-focus-shadow-rgb: 13, 110, 253;--bs-btn-active-color: #ffffff;--bs-btn-active-bg: #0d6efd;--bs-btn-active-border-color: #0d6efd;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #0d6efd;--bs-btn-disabled-bg: transparent;--bs-btn-disabled-border-color: #0d6efd;--bs-btn-bg: transparent;--bs-gradient: none}.btn-outline-secondary{--bs-btn-color: #6c757d;--bs-btn-border-color: #6c757d;--bs-btn-hover-color: #ffffff;--bs-btn-hover-bg: #6c757d;--bs-btn-hover-border-color: #6c757d;--bs-btn-focus-shadow-rgb: 108, 117, 125;--bs-btn-active-color: #ffffff;--bs-btn-active-bg: #6c757d;--bs-btn-active-border-color: #6c757d;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #6c757d;--bs-btn-disabled-bg: transparent;--bs-btn-disabled-border-color: #6c757d;--bs-btn-bg: transparent;--bs-gradient: none}.btn-outline-success{--bs-btn-color: #198754;--bs-btn-border-color: #198754;--bs-btn-hover-color: #ffffff;--bs-btn-hover-bg: #198754;--bs-btn-hover-border-color: #198754;--bs-btn-focus-shadow-rgb: 25, 135, 84;--bs-btn-active-color: #ffffff;--bs-btn-active-bg: #198754;--bs-btn-active-border-color: #198754;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #198754;--bs-btn-disabled-bg: transparent;--bs-btn-disabled-border-color: #198754;--bs-btn-bg: transparent;--bs-gradient: none}.btn-outline-info{--bs-btn-color: #0dcaf0;--bs-btn-border-color: #0dcaf0;--bs-btn-hover-color: #000;--bs-btn-hover-bg: #0dcaf0;--bs-btn-hover-border-color: #0dcaf0;--bs-btn-focus-shadow-rgb: 13, 202, 240;--bs-btn-active-color: #000;--bs-btn-active-bg: #0dcaf0;--bs-btn-active-border-color: #0dcaf0;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #0dcaf0;--bs-btn-disabled-bg: transparent;--bs-btn-disabled-border-color: #0dcaf0;--bs-btn-bg: transparent;--bs-gradient: none}.btn-outline-warning{--bs-btn-color: #ffc107;--bs-btn-border-color: #ffc107;--bs-btn-hover-color: #000;--bs-btn-hover-bg: #ffc107;--bs-btn-hover-border-color: #ffc107;--bs-btn-focus-shadow-rgb: 255, 193, 7;--bs-btn-active-color: #000;--bs-btn-active-bg: #ffc107;--bs-btn-active-border-color: #ffc107;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #ffc107;--bs-btn-disabled-bg: transparent;--bs-btn-disabled-border-color: #ffc107;--bs-btn-bg: transparent;--bs-gradient: none}.btn-outline-danger{--bs-btn-color: #dc3545;--bs-btn-border-color: #dc3545;--bs-btn-hover-color: #ffffff;--bs-btn-hover-bg: #dc3545;--bs-btn-hover-border-color: #dc3545;--bs-btn-focus-shadow-rgb: 220, 53, 69;--bs-btn-active-color: #ffffff;--bs-btn-active-bg: #dc3545;--bs-btn-active-border-color: #dc3545;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #dc3545;--bs-btn-disabled-bg: transparent;--bs-btn-disabled-border-color: #dc3545;--bs-btn-bg: transparent;--bs-gradient: none}.btn-outline-light{--bs-btn-color: #f8f9fa;--bs-btn-border-color: #f8f9fa;--bs-btn-hover-color: #000;--bs-btn-hover-bg: #f8f9fa;--bs-btn-hover-border-color: #f8f9fa;--bs-btn-focus-shadow-rgb: 248, 249, 250;--bs-btn-active-color: #000;--bs-btn-active-bg: #f8f9fa;--bs-btn-active-border-color: #f8f9fa;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #f8f9fa;--bs-btn-disabled-bg: transparent;--bs-btn-disabled-border-color: #f8f9fa;--bs-btn-bg: transparent;--bs-gradient: none}.btn-outline-dark{--bs-btn-color: #212529;--bs-btn-border-color: #212529;--bs-btn-hover-color: #ffffff;--bs-btn-hover-bg: #212529;--bs-btn-hover-border-color: #212529;--bs-btn-focus-shadow-rgb: 33, 37, 41;--bs-btn-active-color: #ffffff;--bs-btn-active-bg: #212529;--bs-btn-active-border-color: #212529;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #212529;--bs-btn-disabled-bg: transparent;--bs-btn-disabled-border-color: #212529;--bs-btn-bg: transparent;--bs-gradient: none}.btn-link{--bs-btn-font-weight: 400;--bs-btn-color: #0d6efd;--bs-btn-bg: transparent;--bs-btn-border-color: transparent;--bs-btn-hover-color: #0a58ca;--bs-btn-hover-border-color: transparent;--bs-btn-active-color: #0a58ca;--bs-btn-active-border-color: transparent;--bs-btn-disabled-color: #6c757d;--bs-btn-disabled-border-color: transparent;--bs-btn-box-shadow: 0 0 0 #000;--bs-btn-focus-shadow-rgb: 49, 132, 253;text-decoration:underline;-webkit-text-decoration:underline;-moz-text-decoration:underline;-ms-text-decoration:underline;-o-text-decoration:underline}.btn-link:focus-visible{color:var(--bs-btn-color)}.btn-link:hover{color:var(--bs-btn-hover-color)}.btn-lg,.btn-group-lg>.btn{--bs-btn-padding-y: 0.5rem;--bs-btn-padding-x: 1rem;--bs-btn-font-size:1.25rem;--bs-btn-border-radius: 0.5rem}.btn-sm,.btn-group-sm>.btn{--bs-btn-padding-y: 0.25rem;--bs-btn-padding-x: 0.5rem;--bs-btn-font-size:0.875rem;--bs-btn-border-radius: 0.2em}.fade{transition:opacity .15s linear}@media(prefers-reduced-motion: reduce){.fade{transition:none}}.fade:not(.show){opacity:0}.collapse:not(.show){display:none}.collapsing{height:0;overflow:hidden;transition:height .2s ease}@media(prefers-reduced-motion: reduce){.collapsing{transition:none}}.collapsing.collapse-horizontal{width:0;height:auto;transition:width .35s ease}@media(prefers-reduced-motion: reduce){.collapsing.collapse-horizontal{transition:none}}.dropup,.dropend,.dropdown,.dropstart,.dropup-center,.dropdown-center{position:relative}.dropdown-toggle{white-space:nowrap}.dropdown-toggle::after{display:inline-block;margin-left:.255em;vertical-align:.255em;content:"";border-top:.3em solid;border-right:.3em solid rgba(0,0,0,0);border-bottom:0;border-left:.3em solid rgba(0,0,0,0)}.dropdown-toggle:empty::after{margin-left:0}.dropdown-menu{--bs-dropdown-zindex: 1000;--bs-dropdown-min-width: 10rem;--bs-dropdown-padding-x: 0;--bs-dropdown-padding-y: 0.5rem;--bs-dropdown-spacer: 0.125rem;--bs-dropdown-font-size:1rem;--bs-dropdown-color: #212529;--bs-dropdown-bg: #ffffff;--bs-dropdown-border-color: rgba(0, 0, 0, 0.175);--bs-dropdown-border-radius: 0.25rem;--bs-dropdown-border-width: 1px;--bs-dropdown-inner-border-radius: calc(0.25rem - 1px);--bs-dropdown-divider-bg: rgba(0, 0, 0, 0.175);--bs-dropdown-divider-margin-y: 0.5rem;--bs-dropdown-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-dropdown-link-color: #212529;--bs-dropdown-link-hover-color: #212529;--bs-dropdown-link-hover-bg: #f8f9fa;--bs-dropdown-link-active-color: #ffffff;--bs-dropdown-link-active-bg: #0d6efd;--bs-dropdown-link-disabled-color: rgba(33, 37, 41, 0.5);--bs-dropdown-item-padding-x: 1rem;--bs-dropdown-item-padding-y: 0.25rem;--bs-dropdown-header-color: #6c757d;--bs-dropdown-header-padding-x: 1rem;--bs-dropdown-header-padding-y: 0.5rem;position:absolute;z-index:var(--bs-dropdown-zindex);display:none;min-width:var(--bs-dropdown-min-width);padding:var(--bs-dropdown-padding-y) var(--bs-dropdown-padding-x);margin:0;font-size:var(--bs-dropdown-font-size);color:var(--bs-dropdown-color);text-align:left;list-style:none;background-color:var(--bs-dropdown-bg);background-clip:padding-box;border:var(--bs-dropdown-border-width) solid var(--bs-dropdown-border-color);border-radius:var(--bs-dropdown-border-radius)}.dropdown-menu[data-bs-popper]{top:100%;left:0;margin-top:var(--bs-dropdown-spacer)}.dropdown-menu-start{--bs-position: start}.dropdown-menu-start[data-bs-popper]{right:auto;left:0}.dropdown-menu-end{--bs-position: end}.dropdown-menu-end[data-bs-popper]{right:0;left:auto}@media(min-width: 576px){.dropdown-menu-sm-start{--bs-position: start}.dropdown-menu-sm-start[data-bs-popper]{right:auto;left:0}.dropdown-menu-sm-end{--bs-position: end}.dropdown-menu-sm-end[data-bs-popper]{right:0;left:auto}}@media(min-width: 768px){.dropdown-menu-md-start{--bs-position: start}.dropdown-menu-md-start[data-bs-popper]{right:auto;left:0}.dropdown-menu-md-end{--bs-position: end}.dropdown-menu-md-end[data-bs-popper]{right:0;left:auto}}@media(min-width: 992px){.dropdown-menu-lg-start{--bs-position: start}.dropdown-menu-lg-start[data-bs-popper]{right:auto;left:0}.dropdown-menu-lg-end{--bs-position: end}.dropdown-menu-lg-end[data-bs-popper]{right:0;left:auto}}@media(min-width: 1200px){.dropdown-menu-xl-start{--bs-position: start}.dropdown-menu-xl-start[data-bs-popper]{right:auto;left:0}.dropdown-menu-xl-end{--bs-position: end}.dropdown-menu-xl-end[data-bs-popper]{right:0;left:auto}}@media(min-width: 1400px){.dropdown-menu-xxl-start{--bs-position: start}.dropdown-menu-xxl-start[data-bs-popper]{right:auto;left:0}.dropdown-menu-xxl-end{--bs-position: end}.dropdown-menu-xxl-end[data-bs-popper]{right:0;left:auto}}.dropup .dropdown-menu[data-bs-popper]{top:auto;bottom:100%;margin-top:0;margin-bottom:var(--bs-dropdown-spacer)}.dropup .dropdown-toggle::after{display:inline-block;margin-left:.255em;vertical-align:.255em;content:"";border-top:0;border-right:.3em solid rgba(0,0,0,0);border-bottom:.3em solid;border-left:.3em solid rgba(0,0,0,0)}.dropup .dropdown-toggle:empty::after{margin-left:0}.dropend .dropdown-menu[data-bs-popper]{top:0;right:auto;left:100%;margin-top:0;margin-left:var(--bs-dropdown-spacer)}.dropend .dropdown-toggle::after{display:inline-block;margin-left:.255em;vertical-align:.255em;content:"";border-top:.3em solid rgba(0,0,0,0);border-right:0;border-bottom:.3em solid rgba(0,0,0,0);border-left:.3em solid}.dropend .dropdown-toggle:empty::after{margin-left:0}.dropend .dropdown-toggle::after{vertical-align:0}.dropstart .dropdown-menu[data-bs-popper]{top:0;right:100%;left:auto;margin-top:0;margin-right:var(--bs-dropdown-spacer)}.dropstart .dropdown-toggle::after{display:inline-block;margin-left:.255em;vertical-align:.255em;content:""}.dropstart .dropdown-toggle::after{display:none}.dropstart .dropdown-toggle::before{display:inline-block;margin-right:.255em;vertical-align:.255em;content:"";border-top:.3em solid rgba(0,0,0,0);border-right:.3em solid;border-bottom:.3em solid rgba(0,0,0,0)}.dropstart .dropdown-toggle:empty::after{margin-left:0}.dropstart .dropdown-toggle::before{vertical-align:0}.dropdown-divider{height:0;margin:var(--bs-dropdown-divider-margin-y) 0;overflow:hidden;border-top:1px solid var(--bs-dropdown-divider-bg);opacity:1}.dropdown-item{display:block;width:100%;padding:var(--bs-dropdown-item-padding-y) var(--bs-dropdown-item-padding-x);clear:both;font-weight:400;color:var(--bs-dropdown-link-color);text-align:inherit;text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;white-space:nowrap;background-color:rgba(0,0,0,0);border:0;border-radius:var(--bs-dropdown-item-border-radius, 0)}.dropdown-item:hover,.dropdown-item:focus{color:var(--bs-dropdown-link-hover-color);background-color:var(--bs-dropdown-link-hover-bg)}.dropdown-item.active,.dropdown-item:active{color:var(--bs-dropdown-link-active-color);text-decoration:none;background-color:var(--bs-dropdown-link-active-bg)}.dropdown-item.disabled,.dropdown-item:disabled{color:var(--bs-dropdown-link-disabled-color);pointer-events:none;background-color:rgba(0,0,0,0)}.dropdown-menu.show{display:block}.dropdown-header{display:block;padding:var(--bs-dropdown-header-padding-y) var(--bs-dropdown-header-padding-x);margin-bottom:0;font-size:0.875rem;color:var(--bs-dropdown-header-color);white-space:nowrap}.dropdown-item-text{display:block;padding:var(--bs-dropdown-item-padding-y) var(--bs-dropdown-item-padding-x);color:var(--bs-dropdown-link-color)}.dropdown-menu-dark{--bs-dropdown-color: #dee2e6;--bs-dropdown-bg: #343a40;--bs-dropdown-border-color: rgba(0, 0, 0, 0.175);--bs-dropdown-box-shadow: ;--bs-dropdown-link-color: #dee2e6;--bs-dropdown-link-hover-color: #ffffff;--bs-dropdown-divider-bg: rgba(0, 0, 0, 0.175);--bs-dropdown-link-hover-bg: rgba(255, 255, 255, 0.15);--bs-dropdown-link-active-color: #ffffff;--bs-dropdown-link-active-bg: #0d6efd;--bs-dropdown-link-disabled-color: #adb5bd;--bs-dropdown-header-color: #adb5bd}.btn-group,.btn-group-vertical{position:relative;display:inline-flex;vertical-align:middle}.btn-group>.btn,.btn-group-vertical>.btn{position:relative;flex:1 1 auto;-webkit-flex:1 1 auto}.btn-group>.btn-check:checked+.btn,.btn-group>.btn-check:focus+.btn,.btn-group>.btn:hover,.btn-group>.btn:focus,.btn-group>.btn:active,.btn-group>.btn.active,.btn-group-vertical>.btn-check:checked+.btn,.btn-group-vertical>.btn-check:focus+.btn,.btn-group-vertical>.btn:hover,.btn-group-vertical>.btn:focus,.btn-group-vertical>.btn:active,.btn-group-vertical>.btn.active{z-index:1}.btn-toolbar{display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;justify-content:flex-start;-webkit-justify-content:flex-start}.btn-toolbar .input-group{width:auto}.btn-group{border-radius:.25rem}.btn-group>:not(.btn-check:first-child)+.btn,.btn-group>.btn-group:not(:first-child){margin-left:calc(1px*-1)}.btn-group>.btn:not(:last-child):not(.dropdown-toggle),.btn-group>.btn.dropdown-toggle-split:first-child,.btn-group>.btn-group:not(:last-child)>.btn{border-top-right-radius:0;border-bottom-right-radius:0}.btn-group>.btn:nth-child(n+3),.btn-group>:not(.btn-check)+.btn,.btn-group>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-bottom-left-radius:0}.dropdown-toggle-split{padding-right:.5625rem;padding-left:.5625rem}.dropdown-toggle-split::after,.dropup .dropdown-toggle-split::after,.dropend .dropdown-toggle-split::after{margin-left:0}.dropstart .dropdown-toggle-split::before{margin-right:0}.btn-sm+.dropdown-toggle-split,.btn-group-sm>.btn+.dropdown-toggle-split{padding-right:.375rem;padding-left:.375rem}.btn-lg+.dropdown-toggle-split,.btn-group-lg>.btn+.dropdown-toggle-split{padding-right:.75rem;padding-left:.75rem}.btn-group-vertical{flex-direction:column;-webkit-flex-direction:column;align-items:flex-start;-webkit-align-items:flex-start;justify-content:center;-webkit-justify-content:center}.btn-group-vertical>.btn,.btn-group-vertical>.btn-group{width:100%}.btn-group-vertical>.btn:not(:first-child),.btn-group-vertical>.btn-group:not(:first-child){margin-top:calc(1px*-1)}.btn-group-vertical>.btn:not(:last-child):not(.dropdown-toggle),.btn-group-vertical>.btn-group:not(:last-child)>.btn{border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn~.btn,.btn-group-vertical>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-top-right-radius:0}.nav{--bs-nav-link-padding-x: 1rem;--bs-nav-link-padding-y: 0.5rem;--bs-nav-link-font-weight: ;--bs-nav-link-color: #0d6efd;--bs-nav-link-hover-color: #0a58ca;--bs-nav-link-disabled-color: rgba(33, 37, 41, 0.75);display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding-left:0;margin-bottom:0;list-style:none}.nav-link{display:block;padding:var(--bs-nav-link-padding-y) var(--bs-nav-link-padding-x);font-size:var(--bs-nav-link-font-size);font-weight:var(--bs-nav-link-font-weight);color:var(--bs-nav-link-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background:none;border:0;transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out}@media(prefers-reduced-motion: reduce){.nav-link{transition:none}}.nav-link:hover,.nav-link:focus{color:var(--bs-nav-link-hover-color)}.nav-link:focus-visible{outline:0;box-shadow:0 0 0 .25rem rgba(13,110,253,.25)}.nav-link.disabled,.nav-link:disabled{color:var(--bs-nav-link-disabled-color);pointer-events:none;cursor:default}.nav-tabs{--bs-nav-tabs-border-width: 1px;--bs-nav-tabs-border-color: #dee2e6;--bs-nav-tabs-border-radius: 0.25rem;--bs-nav-tabs-link-hover-border-color: #e9ecef #e9ecef #dee2e6;--bs-nav-tabs-link-active-color: #000;--bs-nav-tabs-link-active-bg: #ffffff;--bs-nav-tabs-link-active-border-color: #dee2e6 #dee2e6 #ffffff;border-bottom:var(--bs-nav-tabs-border-width) solid var(--bs-nav-tabs-border-color)}.nav-tabs .nav-link{margin-bottom:calc(-1*var(--bs-nav-tabs-border-width));border:var(--bs-nav-tabs-border-width) solid rgba(0,0,0,0);border-top-left-radius:var(--bs-nav-tabs-border-radius);border-top-right-radius:var(--bs-nav-tabs-border-radius)}.nav-tabs .nav-link:hover,.nav-tabs .nav-link:focus{isolation:isolate;border-color:var(--bs-nav-tabs-link-hover-border-color)}.nav-tabs .nav-link.active,.nav-tabs .nav-item.show .nav-link{color:var(--bs-nav-tabs-link-active-color);background-color:var(--bs-nav-tabs-link-active-bg);border-color:var(--bs-nav-tabs-link-active-border-color)}.nav-tabs .dropdown-menu{margin-top:calc(-1*var(--bs-nav-tabs-border-width));border-top-left-radius:0;border-top-right-radius:0}.nav-pills{--bs-nav-pills-border-radius: 0.25rem;--bs-nav-pills-link-active-color: #ffffff;--bs-nav-pills-link-active-bg: #0d6efd}.nav-pills .nav-link{border-radius:var(--bs-nav-pills-border-radius)}.nav-pills .nav-link.active,.nav-pills .show>.nav-link{color:var(--bs-nav-pills-link-active-color);background-color:var(--bs-nav-pills-link-active-bg)}.nav-underline{--bs-nav-underline-gap: 1rem;--bs-nav-underline-border-width: 0.125rem;--bs-nav-underline-link-active-color: #000;gap:var(--bs-nav-underline-gap)}.nav-underline .nav-link{padding-right:0;padding-left:0;border-bottom:var(--bs-nav-underline-border-width) solid rgba(0,0,0,0)}.nav-underline .nav-link:hover,.nav-underline .nav-link:focus{border-bottom-color:currentcolor}.nav-underline .nav-link.active,.nav-underline .show>.nav-link{font-weight:700;color:var(--bs-nav-underline-link-active-color);border-bottom-color:currentcolor}.nav-fill>.nav-link,.nav-fill .nav-item{flex:1 1 auto;-webkit-flex:1 1 auto;text-align:center}.nav-justified>.nav-link,.nav-justified .nav-item{flex-basis:0;-webkit-flex-basis:0;flex-grow:1;-webkit-flex-grow:1;text-align:center}.nav-fill .nav-item .nav-link,.nav-justified .nav-item .nav-link{width:100%}.tab-content>.tab-pane{display:none}.tab-content>.active{display:block}.navbar{--bs-navbar-padding-x: 0;--bs-navbar-padding-y: 0.5rem;--bs-navbar-color: #fdfefe;--bs-navbar-hover-color: rgba(253, 254, 255, 0.8);--bs-navbar-disabled-color: rgba(253, 254, 254, 0.75);--bs-navbar-active-color: #fdfeff;--bs-navbar-brand-padding-y: 0.3125rem;--bs-navbar-brand-margin-end: 1rem;--bs-navbar-brand-font-size: 1.25rem;--bs-navbar-brand-color: #fdfefe;--bs-navbar-brand-hover-color: #fdfeff;--bs-navbar-nav-link-padding-x: 0.5rem;--bs-navbar-toggler-padding-y: 0.25;--bs-navbar-toggler-padding-x: 0;--bs-navbar-toggler-font-size: 1.25rem;--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='%23fdfefe' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e");--bs-navbar-toggler-border-color: rgba(253, 254, 254, 0);--bs-navbar-toggler-border-radius: 0.25rem;--bs-navbar-toggler-focus-width: 0.25rem;--bs-navbar-toggler-transition: box-shadow 0.15s ease-in-out;position:relative;display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;align-items:center;-webkit-align-items:center;justify-content:space-between;-webkit-justify-content:space-between;padding:var(--bs-navbar-padding-y) var(--bs-navbar-padding-x)}.navbar>.container,.navbar>.container-fluid,.navbar>.container-sm,.navbar>.container-md,.navbar>.container-lg,.navbar>.container-xl,.navbar>.container-xxl{display:flex;display:-webkit-flex;flex-wrap:inherit;-webkit-flex-wrap:inherit;align-items:center;-webkit-align-items:center;justify-content:space-between;-webkit-justify-content:space-between}.navbar-brand{padding-top:var(--bs-navbar-brand-padding-y);padding-bottom:var(--bs-navbar-brand-padding-y);margin-right:var(--bs-navbar-brand-margin-end);font-size:var(--bs-navbar-brand-font-size);color:var(--bs-navbar-brand-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;white-space:nowrap}.navbar-brand:hover,.navbar-brand:focus{color:var(--bs-navbar-brand-hover-color)}.navbar-nav{--bs-nav-link-padding-x: 0;--bs-nav-link-padding-y: 0.5rem;--bs-nav-link-font-weight: ;--bs-nav-link-color: var(--bs-navbar-color);--bs-nav-link-hover-color: var(--bs-navbar-hover-color);--bs-nav-link-disabled-color: var(--bs-navbar-disabled-color);display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;padding-left:0;margin-bottom:0;list-style:none}.navbar-nav .nav-link.active,.navbar-nav .nav-link.show{color:var(--bs-navbar-active-color)}.navbar-nav .dropdown-menu{position:static}.navbar-text{padding-top:.5rem;padding-bottom:.5rem;color:var(--bs-navbar-color)}.navbar-text a,.navbar-text a:hover,.navbar-text a:focus{color:var(--bs-navbar-active-color)}.navbar-collapse{flex-basis:100%;-webkit-flex-basis:100%;flex-grow:1;-webkit-flex-grow:1;align-items:center;-webkit-align-items:center}.navbar-toggler{padding:var(--bs-navbar-toggler-padding-y) var(--bs-navbar-toggler-padding-x);font-size:var(--bs-navbar-toggler-font-size);line-height:1;color:var(--bs-navbar-color);background-color:rgba(0,0,0,0);border:var(--bs-border-width) solid var(--bs-navbar-toggler-border-color);border-radius:var(--bs-navbar-toggler-border-radius);transition:var(--bs-navbar-toggler-transition)}@media(prefers-reduced-motion: reduce){.navbar-toggler{transition:none}}.navbar-toggler:hover{text-decoration:none}.navbar-toggler:focus{text-decoration:none;outline:0;box-shadow:0 0 0 var(--bs-navbar-toggler-focus-width)}.navbar-toggler-icon{display:inline-block;width:1.5em;height:1.5em;vertical-align:middle;background-image:var(--bs-navbar-toggler-icon-bg);background-repeat:no-repeat;background-position:center;background-size:100%}.navbar-nav-scroll{max-height:var(--bs-scroll-height, 75vh);overflow-y:auto}@media(min-width: 576px){.navbar-expand-sm{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand-sm .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand-sm .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-sm .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-sm .navbar-nav-scroll{overflow:visible}.navbar-expand-sm .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand-sm .navbar-toggler{display:none}.navbar-expand-sm .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-sm .offcanvas .offcanvas-header{display:none}.navbar-expand-sm .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 768px){.navbar-expand-md{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand-md .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand-md .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-md .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-md .navbar-nav-scroll{overflow:visible}.navbar-expand-md .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand-md .navbar-toggler{display:none}.navbar-expand-md .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-md .offcanvas .offcanvas-header{display:none}.navbar-expand-md .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 992px){.navbar-expand-lg{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand-lg .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand-lg .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-lg .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-lg .navbar-nav-scroll{overflow:visible}.navbar-expand-lg .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand-lg .navbar-toggler{display:none}.navbar-expand-lg .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-lg .offcanvas .offcanvas-header{display:none}.navbar-expand-lg .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 1200px){.navbar-expand-xl{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand-xl .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand-xl .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-xl .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-xl .navbar-nav-scroll{overflow:visible}.navbar-expand-xl .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand-xl .navbar-toggler{display:none}.navbar-expand-xl .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xl .offcanvas .offcanvas-header{display:none}.navbar-expand-xl .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 1400px){.navbar-expand-xxl{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand-xxl .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand-xxl .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-xxl .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-xxl .navbar-nav-scroll{overflow:visible}.navbar-expand-xxl .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand-xxl .navbar-toggler{display:none}.navbar-expand-xxl .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand .navbar-toggler{display:none}.navbar-expand .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand .offcanvas .offcanvas-header{display:none}.navbar-expand .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}.navbar-dark,.navbar[data-bs-theme=dark]{--bs-navbar-color: #fdfefe;--bs-navbar-hover-color: rgba(253, 254, 255, 0.8);--bs-navbar-disabled-color: rgba(253, 254, 254, 0.75);--bs-navbar-active-color: #fdfeff;--bs-navbar-brand-color: #fdfefe;--bs-navbar-brand-hover-color: #fdfeff;--bs-navbar-toggler-border-color: rgba(253, 254, 254, 0);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='%23fdfefe' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}[data-bs-theme=dark] .navbar-toggler-icon{--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='%23fdfefe' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-title-color: ;--bs-card-subtitle-color: ;--bs-card-border-width: 1px;--bs-card-border-color: rgba(0, 0, 0, 0.175);--bs-card-border-radius: 0.25rem;--bs-card-box-shadow: ;--bs-card-inner-border-radius: calc(0.25rem - 1px);--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: rgba(52, 58, 64, 0.25);--bs-card-cap-color: ;--bs-card-height: ;--bs-card-color: ;--bs-card-bg: #ffffff;--bs-card-img-overlay-padding: 1rem;--bs-card-group-margin: 0.75rem;position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color);border-radius:var(--bs-card-border-radius)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0;border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card>.list-group:last-child{border-bottom-width:0;border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;-webkit-flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header:first-child{border-radius:var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer:last-child{border-radius:0 0 var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius)}.card-header-tabs{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-bottom:calc(-1*var(--bs-card-cap-padding-y));margin-left:calc(-0.5*var(--bs-card-cap-padding-x));border-bottom:0}.card-header-tabs .nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;display:-webkit-flex;flex-flow:row wrap;-webkit-flex-flow:row wrap}.card-group>.card{flex:1 0 0%;-webkit-flex:1 0 0%;margin-bottom:0}.card-group>.card+.card{margin-left:0;border-left:0}.card-group>.card:not(:last-child){border-top-right-radius:0;border-bottom-right-radius:0}.card-group>.card:not(:last-child) .card-img-top,.card-group>.card:not(:last-child) .card-header{border-top-right-radius:0}.card-group>.card:not(:last-child) .card-img-bottom,.card-group>.card:not(:last-child) .card-footer{border-bottom-right-radius:0}.card-group>.card:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.card-group>.card:not(:first-child) .card-img-top,.card-group>.card:not(:first-child) .card-header{border-top-left-radius:0}.card-group>.card:not(:first-child) .card-img-bottom,.card-group>.card:not(:first-child) .card-footer{border-bottom-left-radius:0}}.accordion{--bs-accordion-color: #212529;--bs-accordion-bg: #ffffff;--bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s ease;--bs-accordion-border-color: #dee2e6;--bs-accordion-border-width: 1px;--bs-accordion-border-radius: 0.25rem;--bs-accordion-inner-border-radius: calc(0.25rem - 1px);--bs-accordion-btn-padding-x: 1.25rem;--bs-accordion-btn-padding-y: 1rem;--bs-accordion-btn-color: #212529;--bs-accordion-btn-bg: #ffffff;--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23212529'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-icon-width: 1.25rem;--bs-accordion-btn-icon-transform: rotate(-180deg);--bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23052c65'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-focus-border-color: #86b7fe;--bs-accordion-btn-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-accordion-body-padding-x: 1.25rem;--bs-accordion-body-padding-y: 1rem;--bs-accordion-active-color: #052c65;--bs-accordion-active-bg: #cfe2ff}.accordion-button{position:relative;display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;width:100%;padding:var(--bs-accordion-btn-padding-y) var(--bs-accordion-btn-padding-x);font-size:1rem;color:var(--bs-accordion-btn-color);text-align:left;background-color:var(--bs-accordion-btn-bg);border:0;border-radius:0;overflow-anchor:none;transition:var(--bs-accordion-transition)}@media(prefers-reduced-motion: reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;-webkit-flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: rgba(33, 37, 41, 0.75);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: rgba(33, 37, 41, 0.75);display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, ">") /* rtl: var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #0d6efd;--bs-pagination-bg: #ffffff;--bs-pagination-border-width: 1px;--bs-pagination-border-color: #dee2e6;--bs-pagination-border-radius: 0.25rem;--bs-pagination-hover-color: #0a58ca;--bs-pagination-hover-bg: #f8f9fa;--bs-pagination-hover-border-color: #dee2e6;--bs-pagination-focus-color: #0a58ca;--bs-pagination-focus-bg: #e9ecef;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #ffffff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: rgba(33, 37, 41, 0.75);--bs-pagination-disabled-bg: #e9ecef;--bs-pagination-disabled-border-color: #dee2e6;display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(1px*-1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.2em}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #ffffff;--bs-badge-border-radius: 0.25rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 1px solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.25rem;--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: var(--bs-default-text-emphasis);--bs-alert-bg: var(--bs-default-bg-subtle);--bs-alert-border-color: var(--bs-default-border-subtle);--bs-alert-link-color: var(--bs-default-text-emphasis)}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: #e9ecef;--bs-progress-border-radius: 0.25rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #ffffff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: #212529;--bs-list-group-bg: #ffffff;--bs-list-group-border-color: #dee2e6;--bs-list-group-border-width: 1px;--bs-list-group-border-radius: 0.25rem;--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: rgba(33, 37, 41, 0.75);--bs-list-group-action-hover-color: #000;--bs-list-group-action-hover-bg: #f8f9fa;--bs-list-group-action-active-color: #212529;--bs-list-group-action-active-bg: #e9ecef;--bs-list-group-disabled-color: rgba(33, 37, 41, 0.75);--bs-list-group-disabled-bg: #ffffff;--bs-list-group-active-color: #ffffff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{--bs-list-group-color: var(--bs-default-text-emphasis);--bs-list-group-bg: var(--bs-default-bg-subtle);--bs-list-group-border-color: var(--bs-default-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-default-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-default-border-subtle);--bs-list-group-active-color: var(--bs-default-bg-subtle);--bs-list-group-active-bg: var(--bs-default-text-emphasis);--bs-list-group-active-border-color: var(--bs-default-text-emphasis)}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.25rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(255, 255, 255, 0.85);--bs-toast-border-width: 1px;--bs-toast-border-color: rgba(0, 0, 0, 0.175);--bs-toast-border-radius: 0.25rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-toast-header-color: rgba(33, 37, 41, 0.75);--bs-toast-header-bg: rgba(255, 255, 255, 0.85);--bs-toast-header-border-color: rgba(0, 0, 0, 0.175);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;width:-webkit-max-content;width:-moz-max-content;width:-ms-max-content;width:-o-max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: #ffffff;--bs-modal-border-color: rgba(0, 0, 0, 0.175);--bs-modal-border-width: 1px;--bs-modal-border-radius: 0.5rem;--bs-modal-box-shadow: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);--bs-modal-inner-border-radius: calc(0.5rem - 1px);--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: #dee2e6;--bs-modal-header-border-width: 1px;--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: #dee2e6;--bs-modal-footer-border-width: 1px;position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static .modal-dialog{transform:scale(1.02)}.modal-dialog-scrollable{height:calc(100% - var(--bs-modal-margin)*2)}.modal-dialog-scrollable .modal-content{max-height:100%;overflow:hidden}.modal-dialog-scrollable .modal-body{overflow-y:auto}.modal-dialog-centered{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;min-height:calc(100% - var(--bs-modal-margin)*2)}.modal-content{position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;width:100%;color:var(--bs-modal-color);pointer-events:auto;background-color:var(--bs-modal-bg);background-clip:padding-box;border:var(--bs-modal-border-width) solid var(--bs-modal-border-color);border-radius:var(--bs-modal-border-radius);outline:0}.modal-backdrop{--bs-backdrop-zindex: 1050;--bs-backdrop-bg: #000;--bs-backdrop-opacity: 0.5;position:fixed;top:0;left:0;z-index:var(--bs-backdrop-zindex);width:100vw;height:100vh;background-color:var(--bs-backdrop-bg)}.modal-backdrop.fade{opacity:0}.modal-backdrop.show{opacity:var(--bs-backdrop-opacity)}.modal-header{display:flex;display:-webkit-flex;flex-shrink:0;-webkit-flex-shrink:0;align-items:center;-webkit-align-items:center;justify-content:space-between;-webkit-justify-content:space-between;padding:var(--bs-modal-header-padding);border-bottom:var(--bs-modal-header-border-width) solid var(--bs-modal-header-border-color);border-top-left-radius:var(--bs-modal-inner-border-radius);border-top-right-radius:var(--bs-modal-inner-border-radius)}.modal-header .btn-close{padding:calc(var(--bs-modal-header-padding-y)*.5) calc(var(--bs-modal-header-padding-x)*.5);margin:calc(-0.5*var(--bs-modal-header-padding-y)) calc(-0.5*var(--bs-modal-header-padding-x)) calc(-0.5*var(--bs-modal-header-padding-y)) auto}.modal-title{margin-bottom:0;line-height:var(--bs-modal-title-line-height)}.modal-body{position:relative;flex:1 1 auto;-webkit-flex:1 1 auto;padding:var(--bs-modal-padding)}.modal-footer{display:flex;display:-webkit-flex;flex-shrink:0;-webkit-flex-shrink:0;flex-wrap:wrap;-webkit-flex-wrap:wrap;align-items:center;-webkit-align-items:center;justify-content:flex-end;-webkit-justify-content:flex-end;padding:calc(var(--bs-modal-padding) - var(--bs-modal-footer-gap)*.5);background-color:var(--bs-modal-footer-bg);border-top:var(--bs-modal-footer-border-width) solid var(--bs-modal-footer-border-color);border-bottom-right-radius:var(--bs-modal-inner-border-radius);border-bottom-left-radius:var(--bs-modal-inner-border-radius)}.modal-footer>*{margin:calc(var(--bs-modal-footer-gap)*.5)}@media(min-width: 576px){.modal{--bs-modal-margin: 1.75rem;--bs-modal-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15)}.modal-dialog{max-width:var(--bs-modal-width);margin-right:auto;margin-left:auto}.modal-sm{--bs-modal-width: 300px}}@media(min-width: 992px){.modal-lg,.modal-xl{--bs-modal-width: 800px}}@media(min-width: 1200px){.modal-xl{--bs-modal-width: 1140px}}.modal-fullscreen{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen .modal-header,.modal-fullscreen .modal-footer{border-radius:0}.modal-fullscreen .modal-body{overflow-y:auto}@media(max-width: 575.98px){.modal-fullscreen-sm-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-sm-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-sm-down .modal-header,.modal-fullscreen-sm-down .modal-footer{border-radius:0}.modal-fullscreen-sm-down .modal-body{overflow-y:auto}}@media(max-width: 767.98px){.modal-fullscreen-md-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-md-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-md-down .modal-header,.modal-fullscreen-md-down .modal-footer{border-radius:0}.modal-fullscreen-md-down .modal-body{overflow-y:auto}}@media(max-width: 991.98px){.modal-fullscreen-lg-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-lg-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-lg-down .modal-header,.modal-fullscreen-lg-down .modal-footer{border-radius:0}.modal-fullscreen-lg-down .modal-body{overflow-y:auto}}@media(max-width: 1199.98px){.modal-fullscreen-xl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xl-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-xl-down .modal-header,.modal-fullscreen-xl-down .modal-footer{border-radius:0}.modal-fullscreen-xl-down .modal-body{overflow-y:auto}}@media(max-width: 1399.98px){.modal-fullscreen-xxl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xxl-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-xxl-down .modal-header,.modal-fullscreen-xxl-down .modal-footer{border-radius:0}.modal-fullscreen-xxl-down .modal-body{overflow-y:auto}}.tooltip{--bs-tooltip-zindex: 1080;--bs-tooltip-max-width: 200px;--bs-tooltip-padding-x: 0.5rem;--bs-tooltip-padding-y: 0.25rem;--bs-tooltip-margin: ;--bs-tooltip-font-size:0.875rem;--bs-tooltip-color: #ffffff;--bs-tooltip-bg: #000;--bs-tooltip-border-radius: 0.25rem;--bs-tooltip-opacity: 0.9;--bs-tooltip-arrow-width: 0.8rem;--bs-tooltip-arrow-height: 0.4rem;z-index:var(--bs-tooltip-zindex);display:block;margin:var(--bs-tooltip-margin);font-family:Georgia,serif;font-style:normal;font-weight:400;line-height:1.5;text-align:left;text-align:start;text-decoration:none;text-shadow:none;text-transform:none;letter-spacing:normal;word-break:normal;white-space:normal;word-spacing:normal;line-break:auto;font-size:var(--bs-tooltip-font-size);word-wrap:break-word;opacity:0}.tooltip.show{opacity:var(--bs-tooltip-opacity)}.tooltip .tooltip-arrow{display:block;width:var(--bs-tooltip-arrow-width);height:var(--bs-tooltip-arrow-height)}.tooltip .tooltip-arrow::before{position:absolute;content:"";border-color:rgba(0,0,0,0);border-style:solid}.bs-tooltip-top .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=top] .tooltip-arrow{bottom:calc(-1*var(--bs-tooltip-arrow-height))}.bs-tooltip-top .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=top] .tooltip-arrow::before{top:-1px;border-width:var(--bs-tooltip-arrow-height) calc(var(--bs-tooltip-arrow-width)*.5) 0;border-top-color:var(--bs-tooltip-bg)}.bs-tooltip-end .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=right] .tooltip-arrow{left:calc(-1*var(--bs-tooltip-arrow-height));width:var(--bs-tooltip-arrow-height);height:var(--bs-tooltip-arrow-width)}.bs-tooltip-end .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=right] .tooltip-arrow::before{right:-1px;border-width:calc(var(--bs-tooltip-arrow-width)*.5) var(--bs-tooltip-arrow-height) calc(var(--bs-tooltip-arrow-width)*.5) 0;border-right-color:var(--bs-tooltip-bg)}.bs-tooltip-bottom .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=bottom] .tooltip-arrow{top:calc(-1*var(--bs-tooltip-arrow-height))}.bs-tooltip-bottom .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=bottom] .tooltip-arrow::before{bottom:-1px;border-width:0 calc(var(--bs-tooltip-arrow-width)*.5) var(--bs-tooltip-arrow-height);border-bottom-color:var(--bs-tooltip-bg)}.bs-tooltip-start .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=left] .tooltip-arrow{right:calc(-1*var(--bs-tooltip-arrow-height));width:var(--bs-tooltip-arrow-height);height:var(--bs-tooltip-arrow-width)}.bs-tooltip-start .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=left] .tooltip-arrow::before{left:-1px;border-width:calc(var(--bs-tooltip-arrow-width)*.5) 0 calc(var(--bs-tooltip-arrow-width)*.5) var(--bs-tooltip-arrow-height);border-left-color:var(--bs-tooltip-bg)}.tooltip-inner{max-width:var(--bs-tooltip-max-width);padding:var(--bs-tooltip-padding-y) var(--bs-tooltip-padding-x);color:var(--bs-tooltip-color);text-align:center;background-color:var(--bs-tooltip-bg);border-radius:var(--bs-tooltip-border-radius)}.popover{--bs-popover-zindex: 1070;--bs-popover-max-width: 276px;--bs-popover-font-size:0.875rem;--bs-popover-bg: #ffffff;--bs-popover-border-width: 1px;--bs-popover-border-color: rgba(0, 0, 0, 0.175);--bs-popover-border-radius: 0.5rem;--bs-popover-inner-border-radius: calc(0.5rem - 1px);--bs-popover-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-popover-header-padding-x: 1rem;--bs-popover-header-padding-y: 0.5rem;--bs-popover-header-font-size:1rem;--bs-popover-header-color: inherit;--bs-popover-header-bg: #e9ecef;--bs-popover-body-padding-x: 1rem;--bs-popover-body-padding-y: 1rem;--bs-popover-body-color: #212529;--bs-popover-arrow-width: 1rem;--bs-popover-arrow-height: 0.5rem;--bs-popover-arrow-border: var(--bs-popover-border-color);z-index:var(--bs-popover-zindex);display:block;max-width:var(--bs-popover-max-width);font-family:Georgia,serif;font-style:normal;font-weight:400;line-height:1.5;text-align:left;text-align:start;text-decoration:none;text-shadow:none;text-transform:none;letter-spacing:normal;word-break:normal;white-space:normal;word-spacing:normal;line-break:auto;font-size:var(--bs-popover-font-size);word-wrap:break-word;background-color:var(--bs-popover-bg);background-clip:padding-box;border:var(--bs-popover-border-width) solid var(--bs-popover-border-color);border-radius:var(--bs-popover-border-radius)}.popover .popover-arrow{display:block;width:var(--bs-popover-arrow-width);height:var(--bs-popover-arrow-height)}.popover .popover-arrow::before,.popover .popover-arrow::after{position:absolute;display:block;content:"";border-color:rgba(0,0,0,0);border-style:solid;border-width:0}.bs-popover-top>.popover-arrow,.bs-popover-auto[data-popper-placement^=top]>.popover-arrow{bottom:calc(-1*(var(--bs-popover-arrow-height)) - var(--bs-popover-border-width))}.bs-popover-top>.popover-arrow::before,.bs-popover-auto[data-popper-placement^=top]>.popover-arrow::before,.bs-popover-top>.popover-arrow::after,.bs-popover-auto[data-popper-placement^=top]>.popover-arrow::after{border-width:var(--bs-popover-arrow-height) calc(var(--bs-popover-arrow-width)*.5) 0}.bs-popover-top>.popover-arrow::before,.bs-popover-auto[data-popper-placement^=top]>.popover-arrow::before{bottom:0;border-top-color:var(--bs-popover-arrow-border)}.bs-popover-top>.popover-arrow::after,.bs-popover-auto[data-popper-placement^=top]>.popover-arrow::after{bottom:var(--bs-popover-border-width);border-top-color:var(--bs-popover-bg)}.bs-popover-end>.popover-arrow,.bs-popover-auto[data-popper-placement^=right]>.popover-arrow{left:calc(-1*(var(--bs-popover-arrow-height)) - var(--bs-popover-border-width));width:var(--bs-popover-arrow-height);height:var(--bs-popover-arrow-width)}.bs-popover-end>.popover-arrow::before,.bs-popover-auto[data-popper-placement^=right]>.popover-arrow::before,.bs-popover-end>.popover-arrow::after,.bs-popover-auto[data-popper-placement^=right]>.popover-arrow::after{border-width:calc(var(--bs-popover-arrow-width)*.5) var(--bs-popover-arrow-height) calc(var(--bs-popover-arrow-width)*.5) 0}.bs-popover-end>.popover-arrow::before,.bs-popover-auto[data-popper-placement^=right]>.popover-arrow::before{left:0;border-right-color:var(--bs-popover-arrow-border)}.bs-popover-end>.popover-arrow::after,.bs-popover-auto[data-popper-placement^=right]>.popover-arrow::after{left:var(--bs-popover-border-width);border-right-color:var(--bs-popover-bg)}.bs-popover-bottom>.popover-arrow,.bs-popover-auto[data-popper-placement^=bottom]>.popover-arrow{top:calc(-1*(var(--bs-popover-arrow-height)) - var(--bs-popover-border-width))}.bs-popover-bottom>.popover-arrow::before,.bs-popover-auto[data-popper-placement^=bottom]>.popover-arrow::before,.bs-popover-bottom>.popover-arrow::after,.bs-popover-auto[data-popper-placement^=bottom]>.popover-arrow::after{border-width:0 calc(var(--bs-popover-arrow-width)*.5) var(--bs-popover-arrow-height)}.bs-popover-bottom>.popover-arrow::before,.bs-popover-auto[data-popper-placement^=bottom]>.popover-arrow::before{top:0;border-bottom-color:var(--bs-popover-arrow-border)}.bs-popover-bottom>.popover-arrow::after,.bs-popover-auto[data-popper-placement^=bottom]>.popover-arrow::after{top:var(--bs-popover-border-width);border-bottom-color:var(--bs-popover-bg)}.bs-popover-bottom .popover-header::before,.bs-popover-auto[data-popper-placement^=bottom] .popover-header::before{position:absolute;top:0;left:50%;display:block;width:var(--bs-popover-arrow-width);margin-left:calc(-0.5*var(--bs-popover-arrow-width));content:"";border-bottom:var(--bs-popover-border-width) solid var(--bs-popover-header-bg)}.bs-popover-start>.popover-arrow,.bs-popover-auto[data-popper-placement^=left]>.popover-arrow{right:calc(-1*(var(--bs-popover-arrow-height)) - var(--bs-popover-border-width));width:var(--bs-popover-arrow-height);height:var(--bs-popover-arrow-width)}.bs-popover-start>.popover-arrow::before,.bs-popover-auto[data-popper-placement^=left]>.popover-arrow::before,.bs-popover-start>.popover-arrow::after,.bs-popover-auto[data-popper-placement^=left]>.popover-arrow::after{border-width:calc(var(--bs-popover-arrow-width)*.5) 0 calc(var(--bs-popover-arrow-width)*.5) var(--bs-popover-arrow-height)}.bs-popover-start>.popover-arrow::before,.bs-popover-auto[data-popper-placement^=left]>.popover-arrow::before{right:0;border-left-color:var(--bs-popover-arrow-border)}.bs-popover-start>.popover-arrow::after,.bs-popover-auto[data-popper-placement^=left]>.popover-arrow::after{right:var(--bs-popover-border-width);border-left-color:var(--bs-popover-bg)}.popover-header{padding:var(--bs-popover-header-padding-y) var(--bs-popover-header-padding-x);margin-bottom:0;font-size:var(--bs-popover-header-font-size);color:var(--bs-popover-header-color);background-color:var(--bs-popover-header-bg);border-bottom:var(--bs-popover-border-width) solid var(--bs-popover-border-color);border-top-left-radius:var(--bs-popover-inner-border-radius);border-top-right-radius:var(--bs-popover-inner-border-radius)}.popover-header:empty{display:none}.popover-body{padding:var(--bs-popover-body-padding-y) var(--bs-popover-body-padding-x);color:var(--bs-popover-body-color)}.carousel{position:relative}.carousel.pointer-event{touch-action:pan-y;-webkit-touch-action:pan-y;-moz-touch-action:pan-y;-ms-touch-action:pan-y;-o-touch-action:pan-y}.carousel-inner{position:relative;width:100%;overflow:hidden}.carousel-inner::after{display:block;clear:both;content:""}.carousel-item{position:relative;display:none;float:left;width:100%;margin-right:-100%;backface-visibility:hidden;-webkit-backface-visibility:hidden;-moz-backface-visibility:hidden;-ms-backface-visibility:hidden;-o-backface-visibility:hidden;transition:transform .6s ease-in-out}@media(prefers-reduced-motion: reduce){.carousel-item{transition:none}}.carousel-item.active,.carousel-item-next,.carousel-item-prev{display:block}.carousel-item-next:not(.carousel-item-start),.active.carousel-item-end{transform:translateX(100%)}.carousel-item-prev:not(.carousel-item-end),.active.carousel-item-start{transform:translateX(-100%)}.carousel-fade .carousel-item{opacity:0;transition-property:opacity;transform:none}.carousel-fade .carousel-item.active,.carousel-fade .carousel-item-next.carousel-item-start,.carousel-fade .carousel-item-prev.carousel-item-end{z-index:1;opacity:1}.carousel-fade .active.carousel-item-start,.carousel-fade .active.carousel-item-end{z-index:0;opacity:0;transition:opacity 0s .6s}@media(prefers-reduced-motion: reduce){.carousel-fade .active.carousel-item-start,.carousel-fade .active.carousel-item-end{transition:none}}.carousel-control-prev,.carousel-control-next{position:absolute;top:0;bottom:0;z-index:1;display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;justify-content:center;-webkit-justify-content:center;width:15%;padding:0;color:#fff;text-align:center;background:none;border:0;opacity:.5;transition:opacity .15s ease}@media(prefers-reduced-motion: reduce){.carousel-control-prev,.carousel-control-next{transition:none}}.carousel-control-prev:hover,.carousel-control-prev:focus,.carousel-control-next:hover,.carousel-control-next:focus{color:#fff;text-decoration:none;outline:0;opacity:.9}.carousel-control-prev{left:0}.carousel-control-next{right:0}.carousel-control-prev-icon,.carousel-control-next-icon{display:inline-block;width:2rem;height:2rem;background-repeat:no-repeat;background-position:50%;background-size:100% 100%}.carousel-control-prev-icon{background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23ffffff'%3e%3cpath d='M11.354 1.646a.5.5 0 0 1 0 .708L5.707 8l5.647 5.646a.5.5 0 0 1-.708.708l-6-6a.5.5 0 0 1 0-.708l6-6a.5.5 0 0 1 .708 0z'/%3e%3c/svg%3e")}.carousel-control-next-icon{background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23ffffff'%3e%3cpath d='M4.646 1.646a.5.5 0 0 1 .708 0l6 6a.5.5 0 0 1 0 .708l-6 6a.5.5 0 0 1-.708-.708L10.293 8 4.646 2.354a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.carousel-indicators{position:absolute;right:0;bottom:0;left:0;z-index:2;display:flex;display:-webkit-flex;justify-content:center;-webkit-justify-content:center;padding:0;margin-right:15%;margin-bottom:1rem;margin-left:15%}.carousel-indicators [data-bs-target]{box-sizing:content-box;flex:0 1 auto;-webkit-flex:0 1 auto;width:30px;height:3px;padding:0;margin-right:3px;margin-left:3px;text-indent:-999px;cursor:pointer;background-color:#fff;background-clip:padding-box;border:0;border-top:10px solid rgba(0,0,0,0);border-bottom:10px solid rgba(0,0,0,0);opacity:.5;transition:opacity .6s ease}@media(prefers-reduced-motion: reduce){.carousel-indicators [data-bs-target]{transition:none}}.carousel-indicators .active{opacity:1}.carousel-caption{position:absolute;right:15%;bottom:1.25rem;left:15%;padding-top:1.25rem;padding-bottom:1.25rem;color:#fff;text-align:center}.carousel-dark .carousel-control-prev-icon,.carousel-dark .carousel-control-next-icon{filter:invert(1) grayscale(100)}.carousel-dark .carousel-indicators [data-bs-target]{background-color:#000}.carousel-dark .carousel-caption{color:#000}[data-bs-theme=dark] .carousel .carousel-control-prev-icon,[data-bs-theme=dark] .carousel .carousel-control-next-icon,[data-bs-theme=dark].carousel .carousel-control-prev-icon,[data-bs-theme=dark].carousel .carousel-control-next-icon{filter:invert(1) grayscale(100)}[data-bs-theme=dark] .carousel .carousel-indicators [data-bs-target],[data-bs-theme=dark].carousel .carousel-indicators [data-bs-target]{background-color:#000}[data-bs-theme=dark] .carousel .carousel-caption,[data-bs-theme=dark].carousel .carousel-caption{color:#000}.spinner-grow,.spinner-border{display:inline-block;width:var(--bs-spinner-width);height:var(--bs-spinner-height);vertical-align:var(--bs-spinner-vertical-align);border-radius:50%;animation:var(--bs-spinner-animation-speed) linear infinite var(--bs-spinner-animation-name)}@keyframes spinner-border{to{transform:rotate(360deg) /* rtl:ignore */}}.spinner-border{--bs-spinner-width: 2rem;--bs-spinner-height: 2rem;--bs-spinner-vertical-align: -0.125em;--bs-spinner-border-width: 0.25em;--bs-spinner-animation-speed: 0.75s;--bs-spinner-animation-name: spinner-border;border:var(--bs-spinner-border-width) solid currentcolor;border-right-color:rgba(0,0,0,0)}.spinner-border-sm{--bs-spinner-width: 1rem;--bs-spinner-height: 1rem;--bs-spinner-border-width: 0.2em}@keyframes spinner-grow{0%{transform:scale(0)}50%{opacity:1;transform:none}}.spinner-grow{--bs-spinner-width: 2rem;--bs-spinner-height: 2rem;--bs-spinner-vertical-align: -0.125em;--bs-spinner-animation-speed: 0.75s;--bs-spinner-animation-name: spinner-grow;background-color:currentcolor;opacity:0}.spinner-grow-sm{--bs-spinner-width: 1rem;--bs-spinner-height: 1rem}@media(prefers-reduced-motion: reduce){.spinner-border,.spinner-grow{--bs-spinner-animation-speed: 1.5s}}.offcanvas,.offcanvas-xxl,.offcanvas-xl,.offcanvas-lg,.offcanvas-md,.offcanvas-sm{--bs-offcanvas-zindex: 1045;--bs-offcanvas-width: 400px;--bs-offcanvas-height: 30vh;--bs-offcanvas-padding-x: 1rem;--bs-offcanvas-padding-y: 1rem;--bs-offcanvas-color: #212529;--bs-offcanvas-bg: #ffffff;--bs-offcanvas-border-width: 1px;--bs-offcanvas-border-color: rgba(0, 0, 0, 0.175);--bs-offcanvas-box-shadow: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);--bs-offcanvas-transition: transform 0.3s ease-in-out;--bs-offcanvas-title-line-height: 1.5}@media(max-width: 575.98px){.offcanvas-sm{position:fixed;bottom:0;z-index:var(--bs-offcanvas-zindex);display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;max-width:100%;color:var(--bs-offcanvas-color);visibility:hidden;background-color:var(--bs-offcanvas-bg);background-clip:padding-box;outline:0;transition:var(--bs-offcanvas-transition)}}@media(max-width: 575.98px)and (prefers-reduced-motion: reduce){.offcanvas-sm{transition:none}}@media(max-width: 575.98px){.offcanvas-sm.offcanvas-start{top:0;left:0;width:var(--bs-offcanvas-width);border-right:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateX(-100%)}.offcanvas-sm.offcanvas-end{top:0;right:0;width:var(--bs-offcanvas-width);border-left:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateX(100%)}.offcanvas-sm.offcanvas-top{top:0;right:0;left:0;height:var(--bs-offcanvas-height);max-height:100%;border-bottom:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateY(-100%)}.offcanvas-sm.offcanvas-bottom{right:0;left:0;height:var(--bs-offcanvas-height);max-height:100%;border-top:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateY(100%)}.offcanvas-sm.showing,.offcanvas-sm.show:not(.hiding){transform:none}.offcanvas-sm.showing,.offcanvas-sm.hiding,.offcanvas-sm.show{visibility:visible}}@media(min-width: 576px){.offcanvas-sm{--bs-offcanvas-height: auto;--bs-offcanvas-border-width: 0;background-color:rgba(0,0,0,0) !important}.offcanvas-sm .offcanvas-header{display:none}.offcanvas-sm .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible;background-color:rgba(0,0,0,0) !important}}@media(max-width: 767.98px){.offcanvas-md{position:fixed;bottom:0;z-index:var(--bs-offcanvas-zindex);display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;max-width:100%;color:var(--bs-offcanvas-color);visibility:hidden;background-color:var(--bs-offcanvas-bg);background-clip:padding-box;outline:0;transition:var(--bs-offcanvas-transition)}}@media(max-width: 767.98px)and (prefers-reduced-motion: reduce){.offcanvas-md{transition:none}}@media(max-width: 767.98px){.offcanvas-md.offcanvas-start{top:0;left:0;width:var(--bs-offcanvas-width);border-right:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateX(-100%)}.offcanvas-md.offcanvas-end{top:0;right:0;width:var(--bs-offcanvas-width);border-left:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateX(100%)}.offcanvas-md.offcanvas-top{top:0;right:0;left:0;height:var(--bs-offcanvas-height);max-height:100%;border-bottom:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateY(-100%)}.offcanvas-md.offcanvas-bottom{right:0;left:0;height:var(--bs-offcanvas-height);max-height:100%;border-top:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateY(100%)}.offcanvas-md.showing,.offcanvas-md.show:not(.hiding){transform:none}.offcanvas-md.showing,.offcanvas-md.hiding,.offcanvas-md.show{visibility:visible}}@media(min-width: 768px){.offcanvas-md{--bs-offcanvas-height: auto;--bs-offcanvas-border-width: 0;background-color:rgba(0,0,0,0) !important}.offcanvas-md .offcanvas-header{display:none}.offcanvas-md .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible;background-color:rgba(0,0,0,0) !important}}@media(max-width: 991.98px){.offcanvas-lg{position:fixed;bottom:0;z-index:var(--bs-offcanvas-zindex);display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;max-width:100%;color:var(--bs-offcanvas-color);visibility:hidden;background-color:var(--bs-offcanvas-bg);background-clip:padding-box;outline:0;transition:var(--bs-offcanvas-transition)}}@media(max-width: 991.98px)and (prefers-reduced-motion: reduce){.offcanvas-lg{transition:none}}@media(max-width: 991.98px){.offcanvas-lg.offcanvas-start{top:0;left:0;width:var(--bs-offcanvas-width);border-right:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateX(-100%)}.offcanvas-lg.offcanvas-end{top:0;right:0;width:var(--bs-offcanvas-width);border-left:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateX(100%)}.offcanvas-lg.offcanvas-top{top:0;right:0;left:0;height:var(--bs-offcanvas-height);max-height:100%;border-bottom:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateY(-100%)}.offcanvas-lg.offcanvas-bottom{right:0;left:0;height:var(--bs-offcanvas-height);max-height:100%;border-top:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateY(100%)}.offcanvas-lg.showing,.offcanvas-lg.show:not(.hiding){transform:none}.offcanvas-lg.showing,.offcanvas-lg.hiding,.offcanvas-lg.show{visibility:visible}}@media(min-width: 992px){.offcanvas-lg{--bs-offcanvas-height: auto;--bs-offcanvas-border-width: 0;background-color:rgba(0,0,0,0) !important}.offcanvas-lg .offcanvas-header{display:none}.offcanvas-lg .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible;background-color:rgba(0,0,0,0) !important}}@media(max-width: 1199.98px){.offcanvas-xl{position:fixed;bottom:0;z-index:var(--bs-offcanvas-zindex);display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;max-width:100%;color:var(--bs-offcanvas-color);visibility:hidden;background-color:var(--bs-offcanvas-bg);background-clip:padding-box;outline:0;transition:var(--bs-offcanvas-transition)}}@media(max-width: 1199.98px)and (prefers-reduced-motion: reduce){.offcanvas-xl{transition:none}}@media(max-width: 1199.98px){.offcanvas-xl.offcanvas-start{top:0;left:0;width:var(--bs-offcanvas-width);border-right:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateX(-100%)}.offcanvas-xl.offcanvas-end{top:0;right:0;width:var(--bs-offcanvas-width);border-left:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateX(100%)}.offcanvas-xl.offcanvas-top{top:0;right:0;left:0;height:var(--bs-offcanvas-height);max-height:100%;border-bottom:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateY(-100%)}.offcanvas-xl.offcanvas-bottom{right:0;left:0;height:var(--bs-offcanvas-height);max-height:100%;border-top:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateY(100%)}.offcanvas-xl.showing,.offcanvas-xl.show:not(.hiding){transform:none}.offcanvas-xl.showing,.offcanvas-xl.hiding,.offcanvas-xl.show{visibility:visible}}@media(min-width: 1200px){.offcanvas-xl{--bs-offcanvas-height: auto;--bs-offcanvas-border-width: 0;background-color:rgba(0,0,0,0) !important}.offcanvas-xl .offcanvas-header{display:none}.offcanvas-xl .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible;background-color:rgba(0,0,0,0) !important}}@media(max-width: 1399.98px){.offcanvas-xxl{position:fixed;bottom:0;z-index:var(--bs-offcanvas-zindex);display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;max-width:100%;color:var(--bs-offcanvas-color);visibility:hidden;background-color:var(--bs-offcanvas-bg);background-clip:padding-box;outline:0;transition:var(--bs-offcanvas-transition)}}@media(max-width: 1399.98px)and (prefers-reduced-motion: reduce){.offcanvas-xxl{transition:none}}@media(max-width: 1399.98px){.offcanvas-xxl.offcanvas-start{top:0;left:0;width:var(--bs-offcanvas-width);border-right:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateX(-100%)}.offcanvas-xxl.offcanvas-end{top:0;right:0;width:var(--bs-offcanvas-width);border-left:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateX(100%)}.offcanvas-xxl.offcanvas-top{top:0;right:0;left:0;height:var(--bs-offcanvas-height);max-height:100%;border-bottom:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateY(-100%)}.offcanvas-xxl.offcanvas-bottom{right:0;left:0;height:var(--bs-offcanvas-height);max-height:100%;border-top:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateY(100%)}.offcanvas-xxl.showing,.offcanvas-xxl.show:not(.hiding){transform:none}.offcanvas-xxl.showing,.offcanvas-xxl.hiding,.offcanvas-xxl.show{visibility:visible}}@media(min-width: 1400px){.offcanvas-xxl{--bs-offcanvas-height: auto;--bs-offcanvas-border-width: 0;background-color:rgba(0,0,0,0) !important}.offcanvas-xxl .offcanvas-header{display:none}.offcanvas-xxl .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible;background-color:rgba(0,0,0,0) !important}}.offcanvas{position:fixed;bottom:0;z-index:var(--bs-offcanvas-zindex);display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;max-width:100%;color:var(--bs-offcanvas-color);visibility:hidden;background-color:var(--bs-offcanvas-bg);background-clip:padding-box;outline:0;transition:var(--bs-offcanvas-transition)}@media(prefers-reduced-motion: reduce){.offcanvas{transition:none}}.offcanvas.offcanvas-start{top:0;left:0;width:var(--bs-offcanvas-width);border-right:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateX(-100%)}.offcanvas.offcanvas-end{top:0;right:0;width:var(--bs-offcanvas-width);border-left:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateX(100%)}.offcanvas.offcanvas-top{top:0;right:0;left:0;height:var(--bs-offcanvas-height);max-height:100%;border-bottom:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateY(-100%)}.offcanvas.offcanvas-bottom{right:0;left:0;height:var(--bs-offcanvas-height);max-height:100%;border-top:var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);transform:translateY(100%)}.offcanvas.showing,.offcanvas.show:not(.hiding){transform:none}.offcanvas.showing,.offcanvas.hiding,.offcanvas.show{visibility:visible}.offcanvas-backdrop{position:fixed;top:0;left:0;z-index:1040;width:100vw;height:100vh;background-color:#000}.offcanvas-backdrop.fade{opacity:0}.offcanvas-backdrop.show{opacity:.5}.offcanvas-header{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;justify-content:space-between;-webkit-justify-content:space-between;padding:var(--bs-offcanvas-padding-y) var(--bs-offcanvas-padding-x)}.offcanvas-header .btn-close{padding:calc(var(--bs-offcanvas-padding-y)*.5) calc(var(--bs-offcanvas-padding-x)*.5);margin-top:calc(-0.5*var(--bs-offcanvas-padding-y));margin-right:calc(-0.5*var(--bs-offcanvas-padding-x));margin-bottom:calc(-0.5*var(--bs-offcanvas-padding-y))}.offcanvas-title{margin-bottom:0;line-height:var(--bs-offcanvas-title-line-height)}.offcanvas-body{flex-grow:1;-webkit-flex-grow:1;padding:var(--bs-offcanvas-padding-y) var(--bs-offcanvas-padding-x);overflow-y:auto}.placeholder{display:inline-block;min-height:1em;vertical-align:middle;cursor:wait;background-color:currentcolor;opacity:.5}.placeholder.btn::before{display:inline-block;content:""}.placeholder-xs{min-height:.6em}.placeholder-sm{min-height:.8em}.placeholder-lg{min-height:1.2em}.placeholder-glow .placeholder{animation:placeholder-glow 2s ease-in-out infinite}@keyframes placeholder-glow{50%{opacity:.2}}.placeholder-wave{mask-image:linear-gradient(130deg, #000 55%, rgba(0, 0, 0, 0.8) 75%, #000 95%);-webkit-mask-image:linear-gradient(130deg, #000 55%, rgba(0, 0, 0, 0.8) 75%, #000 95%);mask-size:200% 100%;-webkit-mask-size:200% 100%;animation:placeholder-wave 2s linear infinite}@keyframes placeholder-wave{100%{mask-position:-200% 0%;-webkit-mask-position:-200% 0%}}.clearfix::after{display:block;clear:both;content:""}.text-bg-default{color:#000 !important;background-color:RGBA(var(--bs-default-rgb), var(--bs-bg-opacity, 1)) !important}.text-bg-primary{color:#fff !important;background-color:RGBA(var(--bs-primary-rgb), var(--bs-bg-opacity, 1)) !important}.text-bg-secondary{color:#fff !important;background-color:RGBA(var(--bs-secondary-rgb), var(--bs-bg-opacity, 1)) !important}.text-bg-success{color:#fff !important;background-color:RGBA(var(--bs-success-rgb), var(--bs-bg-opacity, 1)) !important}.text-bg-info{color:#000 !important;background-color:RGBA(var(--bs-info-rgb), var(--bs-bg-opacity, 1)) !important}.text-bg-warning{color:#000 !important;background-color:RGBA(var(--bs-warning-rgb), var(--bs-bg-opacity, 1)) !important}.text-bg-danger{color:#fff !important;background-color:RGBA(var(--bs-danger-rgb), var(--bs-bg-opacity, 1)) !important}.text-bg-light{color:#000 !important;background-color:RGBA(var(--bs-light-rgb), var(--bs-bg-opacity, 1)) !important}.text-bg-dark{color:#fff !important;background-color:RGBA(var(--bs-dark-rgb), var(--bs-bg-opacity, 1)) !important}.link-default{color:RGBA(var(--bs-default-rgb), var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(var(--bs-default-rgb), var(--bs-link-underline-opacity, 1)) !important}.link-default:hover,.link-default:focus{color:RGBA(229, 232, 235, var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(229, 232, 235, var(--bs-link-underline-opacity, 1)) !important}.link-primary{color:RGBA(var(--bs-primary-rgb), var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(var(--bs-primary-rgb), var(--bs-link-underline-opacity, 1)) !important}.link-primary:hover,.link-primary:focus{color:RGBA(10, 88, 202, var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(10, 88, 202, var(--bs-link-underline-opacity, 1)) !important}.link-secondary{color:RGBA(var(--bs-secondary-rgb), var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(var(--bs-secondary-rgb), var(--bs-link-underline-opacity, 1)) !important}.link-secondary:hover,.link-secondary:focus{color:RGBA(86, 94, 100, var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(86, 94, 100, var(--bs-link-underline-opacity, 1)) !important}.link-success{color:RGBA(var(--bs-success-rgb), var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(var(--bs-success-rgb), var(--bs-link-underline-opacity, 1)) !important}.link-success:hover,.link-success:focus{color:RGBA(20, 108, 67, var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(20, 108, 67, var(--bs-link-underline-opacity, 1)) !important}.link-info{color:RGBA(var(--bs-info-rgb), var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(var(--bs-info-rgb), var(--bs-link-underline-opacity, 1)) !important}.link-info:hover,.link-info:focus{color:RGBA(61, 213, 243, var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(61, 213, 243, var(--bs-link-underline-opacity, 1)) !important}.link-warning{color:RGBA(var(--bs-warning-rgb), var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(var(--bs-warning-rgb), var(--bs-link-underline-opacity, 1)) !important}.link-warning:hover,.link-warning:focus{color:RGBA(255, 205, 57, var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(255, 205, 57, var(--bs-link-underline-opacity, 1)) !important}.link-danger{color:RGBA(var(--bs-danger-rgb), var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(var(--bs-danger-rgb), var(--bs-link-underline-opacity, 1)) !important}.link-danger:hover,.link-danger:focus{color:RGBA(176, 42, 55, var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(176, 42, 55, var(--bs-link-underline-opacity, 1)) !important}.link-light{color:RGBA(var(--bs-light-rgb), var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(var(--bs-light-rgb), var(--bs-link-underline-opacity, 1)) !important}.link-light:hover,.link-light:focus{color:RGBA(249, 250, 251, var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(249, 250, 251, var(--bs-link-underline-opacity, 1)) !important}.link-dark{color:RGBA(var(--bs-dark-rgb), var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(var(--bs-dark-rgb), var(--bs-link-underline-opacity, 1)) !important}.link-dark:hover,.link-dark:focus{color:RGBA(26, 30, 33, var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(26, 30, 33, var(--bs-link-underline-opacity, 1)) !important}.link-body-emphasis{color:RGBA(var(--bs-emphasis-color-rgb), var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(var(--bs-emphasis-color-rgb), var(--bs-link-underline-opacity, 1)) !important}.link-body-emphasis:hover,.link-body-emphasis:focus{color:RGBA(var(--bs-emphasis-color-rgb), var(--bs-link-opacity, 0.75)) !important;text-decoration-color:RGBA(var(--bs-emphasis-color-rgb), var(--bs-link-underline-opacity, 0.75)) !important}.focus-ring:focus{outline:0;box-shadow:var(--bs-focus-ring-x, 0) var(--bs-focus-ring-y, 0) var(--bs-focus-ring-blur, 0) var(--bs-focus-ring-width) var(--bs-focus-ring-color)}.icon-link{display:inline-flex;gap:.375rem;align-items:center;-webkit-align-items:center;text-decoration-color:rgba(var(--bs-link-color-rgb), var(--bs-link-opacity, 0.5));text-underline-offset:.25em;backface-visibility:hidden;-webkit-backface-visibility:hidden;-moz-backface-visibility:hidden;-ms-backface-visibility:hidden;-o-backface-visibility:hidden}.icon-link>.bi{flex-shrink:0;-webkit-flex-shrink:0;width:1em;height:1em;fill:currentcolor;transition:.2s ease-in-out transform}@media(prefers-reduced-motion: reduce){.icon-link>.bi{transition:none}}.icon-link-hover:hover>.bi,.icon-link-hover:focus-visible>.bi{transform:var(--bs-icon-link-transform, translate3d(0.25em, 0, 0))}.ratio{position:relative;width:100%}.ratio::before{display:block;padding-top:var(--bs-aspect-ratio);content:""}.ratio>*{position:absolute;top:0;left:0;width:100%;height:100%}.ratio-1x1{--bs-aspect-ratio: 100%}.ratio-4x3{--bs-aspect-ratio: 75%}.ratio-16x9{--bs-aspect-ratio: 56.25%}.ratio-21x9{--bs-aspect-ratio: 42.8571428571%}.fixed-top{position:fixed;top:0;right:0;left:0;z-index:1030}.fixed-bottom{position:fixed;right:0;bottom:0;left:0;z-index:1030}.sticky-top{position:sticky;top:0;z-index:1020}.sticky-bottom{position:sticky;bottom:0;z-index:1020}@media(min-width: 576px){.sticky-sm-top{position:sticky;top:0;z-index:1020}.sticky-sm-bottom{position:sticky;bottom:0;z-index:1020}}@media(min-width: 768px){.sticky-md-top{position:sticky;top:0;z-index:1020}.sticky-md-bottom{position:sticky;bottom:0;z-index:1020}}@media(min-width: 992px){.sticky-lg-top{position:sticky;top:0;z-index:1020}.sticky-lg-bottom{position:sticky;bottom:0;z-index:1020}}@media(min-width: 1200px){.sticky-xl-top{position:sticky;top:0;z-index:1020}.sticky-xl-bottom{position:sticky;bottom:0;z-index:1020}}@media(min-width: 1400px){.sticky-xxl-top{position:sticky;top:0;z-index:1020}.sticky-xxl-bottom{position:sticky;bottom:0;z-index:1020}}.hstack{display:flex;display:-webkit-flex;flex-direction:row;-webkit-flex-direction:row;align-items:center;-webkit-align-items:center;align-self:stretch;-webkit-align-self:stretch}.vstack{display:flex;display:-webkit-flex;flex:1 1 auto;-webkit-flex:1 1 auto;flex-direction:column;-webkit-flex-direction:column;align-self:stretch;-webkit-align-self:stretch}.visually-hidden,.visually-hidden-focusable:not(:focus):not(:focus-within){width:1px !important;height:1px !important;padding:0 !important;margin:-1px !important;overflow:hidden !important;clip:rect(0, 0, 0, 0) !important;white-space:nowrap !important;border:0 !important}.visually-hidden:not(caption),.visually-hidden-focusable:not(:focus):not(:focus-within):not(caption){position:absolute !important}.stretched-link::after{position:absolute;top:0;right:0;bottom:0;left:0;z-index:1;content:""}.text-truncate{overflow:hidden;text-overflow:ellipsis;white-space:nowrap}.vr{display:inline-block;align-self:stretch;-webkit-align-self:stretch;width:1px;min-height:1em;background-color:currentcolor;opacity:.25}.align-baseline{vertical-align:baseline !important}.align-top{vertical-align:top !important}.align-middle{vertical-align:middle !important}.align-bottom{vertical-align:bottom !important}.align-text-bottom{vertical-align:text-bottom !important}.align-text-top{vertical-align:text-top !important}.float-start{float:left !important}.float-end{float:right !important}.float-none{float:none !important}.object-fit-contain{object-fit:contain !important}.object-fit-cover{object-fit:cover !important}.object-fit-fill{object-fit:fill !important}.object-fit-scale{object-fit:scale-down !important}.object-fit-none{object-fit:none !important}.opacity-0{opacity:0 !important}.opacity-25{opacity:.25 !important}.opacity-50{opacity:.5 !important}.opacity-75{opacity:.75 !important}.opacity-100{opacity:1 !important}.overflow-auto{overflow:auto !important}.overflow-hidden{overflow:hidden !important}.overflow-visible{overflow:visible !important}.overflow-scroll{overflow:scroll !important}.overflow-x-auto{overflow-x:auto !important}.overflow-x-hidden{overflow-x:hidden !important}.overflow-x-visible{overflow-x:visible !important}.overflow-x-scroll{overflow-x:scroll !important}.overflow-y-auto{overflow-y:auto !important}.overflow-y-hidden{overflow-y:hidden !important}.overflow-y-visible{overflow-y:visible !important}.overflow-y-scroll{overflow-y:scroll !important}.d-inline{display:inline !important}.d-inline-block{display:inline-block !important}.d-block{display:block !important}.d-grid{display:grid !important}.d-inline-grid{display:inline-grid !important}.d-table{display:table !important}.d-table-row{display:table-row !important}.d-table-cell{display:table-cell !important}.d-flex{display:flex !important}.d-inline-flex{display:inline-flex !important}.d-none{display:none !important}.shadow{box-shadow:0 .5rem 1rem rgba(0,0,0,.15) !important}.shadow-sm{box-shadow:0 .125rem .25rem rgba(0,0,0,.075) !important}.shadow-lg{box-shadow:0 1rem 3rem rgba(0,0,0,.175) !important}.shadow-none{box-shadow:none !important}.focus-ring-default{--bs-focus-ring-color: rgba(var(--bs-default-rgb), var(--bs-focus-ring-opacity))}.focus-ring-primary{--bs-focus-ring-color: rgba(var(--bs-primary-rgb), var(--bs-focus-ring-opacity))}.focus-ring-secondary{--bs-focus-ring-color: rgba(var(--bs-secondary-rgb), var(--bs-focus-ring-opacity))}.focus-ring-success{--bs-focus-ring-color: rgba(var(--bs-success-rgb), var(--bs-focus-ring-opacity))}.focus-ring-info{--bs-focus-ring-color: rgba(var(--bs-info-rgb), var(--bs-focus-ring-opacity))}.focus-ring-warning{--bs-focus-ring-color: rgba(var(--bs-warning-rgb), var(--bs-focus-ring-opacity))}.focus-ring-danger{--bs-focus-ring-color: rgba(var(--bs-danger-rgb), var(--bs-focus-ring-opacity))}.focus-ring-light{--bs-focus-ring-color: rgba(var(--bs-light-rgb), var(--bs-focus-ring-opacity))}.focus-ring-dark{--bs-focus-ring-color: rgba(var(--bs-dark-rgb), var(--bs-focus-ring-opacity))}.position-static{position:static !important}.position-relative{position:relative !important}.position-absolute{position:absolute !important}.position-fixed{position:fixed !important}.position-sticky{position:sticky !important}.top-0{top:0 !important}.top-50{top:50% !important}.top-100{top:100% !important}.bottom-0{bottom:0 !important}.bottom-50{bottom:50% !important}.bottom-100{bottom:100% !important}.start-0{left:0 !important}.start-50{left:50% !important}.start-100{left:100% !important}.end-0{right:0 !important}.end-50{right:50% !important}.end-100{right:100% !important}.translate-middle{transform:translate(-50%, -50%) !important}.translate-middle-x{transform:translateX(-50%) !important}.translate-middle-y{transform:translateY(-50%) !important}.border{border:var(--bs-border-width) var(--bs-border-style) var(--bs-border-color) !important}.border-0{border:0 !important}.border-top{border-top:var(--bs-border-width) var(--bs-border-style) var(--bs-border-color) !important}.border-top-0{border-top:0 !important}.border-end{border-right:var(--bs-border-width) var(--bs-border-style) var(--bs-border-color) !important}.border-end-0{border-right:0 !important}.border-bottom{border-bottom:var(--bs-border-width) var(--bs-border-style) var(--bs-border-color) !important}.border-bottom-0{border-bottom:0 !important}.border-start{border-left:var(--bs-border-width) var(--bs-border-style) var(--bs-border-color) !important}.border-start-0{border-left:0 !important}.border-default{--bs-border-opacity: 1;border-color:rgba(var(--bs-default-rgb), var(--bs-border-opacity)) !important}.border-primary{--bs-border-opacity: 1;border-color:rgba(var(--bs-primary-rgb), var(--bs-border-opacity)) !important}.border-secondary{--bs-border-opacity: 1;border-color:rgba(var(--bs-secondary-rgb), var(--bs-border-opacity)) !important}.border-success{--bs-border-opacity: 1;border-color:rgba(var(--bs-success-rgb), var(--bs-border-opacity)) !important}.border-info{--bs-border-opacity: 1;border-color:rgba(var(--bs-info-rgb), var(--bs-border-opacity)) !important}.border-warning{--bs-border-opacity: 1;border-color:rgba(var(--bs-warning-rgb), var(--bs-border-opacity)) !important}.border-danger{--bs-border-opacity: 1;border-color:rgba(var(--bs-danger-rgb), var(--bs-border-opacity)) !important}.border-light{--bs-border-opacity: 1;border-color:rgba(var(--bs-light-rgb), var(--bs-border-opacity)) !important}.border-dark{--bs-border-opacity: 1;border-color:rgba(var(--bs-dark-rgb), var(--bs-border-opacity)) !important}.border-black{--bs-border-opacity: 1;border-color:rgba(var(--bs-black-rgb), var(--bs-border-opacity)) !important}.border-white{--bs-border-opacity: 1;border-color:rgba(var(--bs-white-rgb), var(--bs-border-opacity)) !important}.border-primary-subtle{border-color:var(--bs-primary-border-subtle) !important}.border-secondary-subtle{border-color:var(--bs-secondary-border-subtle) !important}.border-success-subtle{border-color:var(--bs-success-border-subtle) !important}.border-info-subtle{border-color:var(--bs-info-border-subtle) !important}.border-warning-subtle{border-color:var(--bs-warning-border-subtle) !important}.border-danger-subtle{border-color:var(--bs-danger-border-subtle) !important}.border-light-subtle{border-color:var(--bs-light-border-subtle) !important}.border-dark-subtle{border-color:var(--bs-dark-border-subtle) !important}.border-1{border-width:1px !important}.border-2{border-width:2px !important}.border-3{border-width:3px !important}.border-4{border-width:4px !important}.border-5{border-width:5px !important}.border-opacity-10{--bs-border-opacity: 0.1}.border-opacity-25{--bs-border-opacity: 0.25}.border-opacity-50{--bs-border-opacity: 0.5}.border-opacity-75{--bs-border-opacity: 0.75}.border-opacity-100{--bs-border-opacity: 1}.w-25{width:25% !important}.w-50{width:50% !important}.w-75{width:75% !important}.w-100{width:100% !important}.w-auto{width:auto !important}.mw-100{max-width:100% !important}.vw-100{width:100vw !important}.min-vw-100{min-width:100vw !important}.h-25{height:25% !important}.h-50{height:50% !important}.h-75{height:75% !important}.h-100{height:100% !important}.h-auto{height:auto !important}.mh-100{max-height:100% !important}.vh-100{height:100vh !important}.min-vh-100{min-height:100vh !important}.flex-fill{flex:1 1 auto !important}.flex-row{flex-direction:row !important}.flex-column{flex-direction:column !important}.flex-row-reverse{flex-direction:row-reverse !important}.flex-column-reverse{flex-direction:column-reverse !important}.flex-grow-0{flex-grow:0 !important}.flex-grow-1{flex-grow:1 !important}.flex-shrink-0{flex-shrink:0 !important}.flex-shrink-1{flex-shrink:1 !important}.flex-wrap{flex-wrap:wrap !important}.flex-nowrap{flex-wrap:nowrap !important}.flex-wrap-reverse{flex-wrap:wrap-reverse !important}.justify-content-start{justify-content:flex-start !important}.justify-content-end{justify-content:flex-end !important}.justify-content-center{justify-content:center !important}.justify-content-between{justify-content:space-between !important}.justify-content-around{justify-content:space-around !important}.justify-content-evenly{justify-content:space-evenly !important}.align-items-start{align-items:flex-start !important}.align-items-end{align-items:flex-end !important}.align-items-center{align-items:center !important}.align-items-baseline{align-items:baseline !important}.align-items-stretch{align-items:stretch !important}.align-content-start{align-content:flex-start !important}.align-content-end{align-content:flex-end !important}.align-content-center{align-content:center !important}.align-content-between{align-content:space-between !important}.align-content-around{align-content:space-around !important}.align-content-stretch{align-content:stretch !important}.align-self-auto{align-self:auto !important}.align-self-start{align-self:flex-start !important}.align-self-end{align-self:flex-end !important}.align-self-center{align-self:center !important}.align-self-baseline{align-self:baseline !important}.align-self-stretch{align-self:stretch !important}.order-first{order:-1 !important}.order-0{order:0 !important}.order-1{order:1 !important}.order-2{order:2 !important}.order-3{order:3 !important}.order-4{order:4 !important}.order-5{order:5 !important}.order-last{order:6 !important}.m-0{margin:0 !important}.m-1{margin:.25rem !important}.m-2{margin:.5rem !important}.m-3{margin:1rem !important}.m-4{margin:1.5rem !important}.m-5{margin:3rem !important}.m-auto{margin:auto !important}.mx-0{margin-right:0 !important;margin-left:0 !important}.mx-1{margin-right:.25rem !important;margin-left:.25rem !important}.mx-2{margin-right:.5rem !important;margin-left:.5rem !important}.mx-3{margin-right:1rem !important;margin-left:1rem !important}.mx-4{margin-right:1.5rem !important;margin-left:1.5rem !important}.mx-5{margin-right:3rem !important;margin-left:3rem !important}.mx-auto{margin-right:auto !important;margin-left:auto !important}.my-0{margin-top:0 !important;margin-bottom:0 !important}.my-1{margin-top:.25rem !important;margin-bottom:.25rem !important}.my-2{margin-top:.5rem !important;margin-bottom:.5rem !important}.my-3{margin-top:1rem !important;margin-bottom:1rem !important}.my-4{margin-top:1.5rem !important;margin-bottom:1.5rem !important}.my-5{margin-top:3rem !important;margin-bottom:3rem !important}.my-auto{margin-top:auto !important;margin-bottom:auto !important}.mt-0{margin-top:0 !important}.mt-1{margin-top:.25rem !important}.mt-2{margin-top:.5rem !important}.mt-3{margin-top:1rem !important}.mt-4{margin-top:1.5rem !important}.mt-5{margin-top:3rem !important}.mt-auto{margin-top:auto !important}.me-0{margin-right:0 !important}.me-1{margin-right:.25rem !important}.me-2{margin-right:.5rem !important}.me-3{margin-right:1rem !important}.me-4{margin-right:1.5rem !important}.me-5{margin-right:3rem !important}.me-auto{margin-right:auto !important}.mb-0{margin-bottom:0 !important}.mb-1{margin-bottom:.25rem !important}.mb-2{margin-bottom:.5rem !important}.mb-3{margin-bottom:1rem !important}.mb-4{margin-bottom:1.5rem !important}.mb-5{margin-bottom:3rem !important}.mb-auto{margin-bottom:auto !important}.ms-0{margin-left:0 !important}.ms-1{margin-left:.25rem !important}.ms-2{margin-left:.5rem !important}.ms-3{margin-left:1rem !important}.ms-4{margin-left:1.5rem !important}.ms-5{margin-left:3rem !important}.ms-auto{margin-left:auto !important}.p-0{padding:0 !important}.p-1{padding:.25rem !important}.p-2{padding:.5rem !important}.p-3{padding:1rem !important}.p-4{padding:1.5rem !important}.p-5{padding:3rem !important}.px-0{padding-right:0 !important;padding-left:0 !important}.px-1{padding-right:.25rem !important;padding-left:.25rem !important}.px-2{padding-right:.5rem !important;padding-left:.5rem !important}.px-3{padding-right:1rem !important;padding-left:1rem !important}.px-4{padding-right:1.5rem !important;padding-left:1.5rem !important}.px-5{padding-right:3rem !important;padding-left:3rem !important}.py-0{padding-top:0 !important;padding-bottom:0 !important}.py-1{padding-top:.25rem !important;padding-bottom:.25rem !important}.py-2{padding-top:.5rem !important;padding-bottom:.5rem !important}.py-3{padding-top:1rem !important;padding-bottom:1rem !important}.py-4{padding-top:1.5rem !important;padding-bottom:1.5rem !important}.py-5{padding-top:3rem !important;padding-bottom:3rem !important}.pt-0{padding-top:0 !important}.pt-1{padding-top:.25rem !important}.pt-2{padding-top:.5rem !important}.pt-3{padding-top:1rem !important}.pt-4{padding-top:1.5rem !important}.pt-5{padding-top:3rem !important}.pe-0{padding-right:0 !important}.pe-1{padding-right:.25rem !important}.pe-2{padding-right:.5rem !important}.pe-3{padding-right:1rem !important}.pe-4{padding-right:1.5rem !important}.pe-5{padding-right:3rem !important}.pb-0{padding-bottom:0 !important}.pb-1{padding-bottom:.25rem !important}.pb-2{padding-bottom:.5rem !important}.pb-3{padding-bottom:1rem !important}.pb-4{padding-bottom:1.5rem !important}.pb-5{padding-bottom:3rem !important}.ps-0{padding-left:0 !important}.ps-1{padding-left:.25rem !important}.ps-2{padding-left:.5rem !important}.ps-3{padding-left:1rem !important}.ps-4{padding-left:1.5rem !important}.ps-5{padding-left:3rem !important}.gap-0{gap:0 !important}.gap-1{gap:.25rem !important}.gap-2{gap:.5rem !important}.gap-3{gap:1rem !important}.gap-4{gap:1.5rem !important}.gap-5{gap:3rem !important}.row-gap-0{row-gap:0 !important}.row-gap-1{row-gap:.25rem !important}.row-gap-2{row-gap:.5rem !important}.row-gap-3{row-gap:1rem !important}.row-gap-4{row-gap:1.5rem !important}.row-gap-5{row-gap:3rem !important}.column-gap-0{column-gap:0 !important}.column-gap-1{column-gap:.25rem !important}.column-gap-2{column-gap:.5rem !important}.column-gap-3{column-gap:1rem !important}.column-gap-4{column-gap:1.5rem !important}.column-gap-5{column-gap:3rem !important}.font-monospace{font-family:var(--bs-font-monospace) !important}.fs-1{font-size:calc(1.325rem + 0.9vw) !important}.fs-2{font-size:calc(1.29rem + 0.48vw) !important}.fs-3{font-size:calc(1.27rem + 0.24vw) !important}.fs-4{font-size:1.25rem !important}.fs-5{font-size:1.1rem !important}.fs-6{font-size:1rem !important}.fst-italic{font-style:italic !important}.fst-normal{font-style:normal !important}.fw-lighter{font-weight:lighter !important}.fw-light{font-weight:300 !important}.fw-normal{font-weight:400 !important}.fw-medium{font-weight:500 !important}.fw-semibold{font-weight:600 !important}.fw-bold{font-weight:700 !important}.fw-bolder{font-weight:bolder !important}.lh-1{line-height:1 !important}.lh-sm{line-height:1.25 !important}.lh-base{line-height:1.5 !important}.lh-lg{line-height:2 !important}.text-start{text-align:left !important}.text-end{text-align:right !important}.text-center{text-align:center !important}.text-decoration-none{text-decoration:none !important}.text-decoration-underline{text-decoration:underline !important}.text-decoration-line-through{text-decoration:line-through !important}.text-lowercase{text-transform:lowercase !important}.text-uppercase{text-transform:uppercase !important}.text-capitalize{text-transform:capitalize !important}.text-wrap{white-space:normal !important}.text-nowrap{white-space:nowrap !important}.text-break{word-wrap:break-word !important;word-break:break-word !important}.text-default{--bs-text-opacity: 1;color:rgba(var(--bs-default-rgb), var(--bs-text-opacity)) !important}.text-primary{--bs-text-opacity: 1;color:rgba(var(--bs-primary-rgb), var(--bs-text-opacity)) !important}.text-secondary{--bs-text-opacity: 1;color:rgba(var(--bs-secondary-rgb), var(--bs-text-opacity)) !important}.text-success{--bs-text-opacity: 1;color:rgba(var(--bs-success-rgb), var(--bs-text-opacity)) !important}.text-info{--bs-text-opacity: 1;color:rgba(var(--bs-info-rgb), var(--bs-text-opacity)) !important}.text-warning{--bs-text-opacity: 1;color:rgba(var(--bs-warning-rgb), var(--bs-text-opacity)) !important}.text-danger{--bs-text-opacity: 1;color:rgba(var(--bs-danger-rgb), var(--bs-text-opacity)) !important}.text-light{--bs-text-opacity: 1;color:rgba(var(--bs-light-rgb), var(--bs-text-opacity)) !important}.text-dark{--bs-text-opacity: 1;color:rgba(var(--bs-dark-rgb), var(--bs-text-opacity)) !important}.text-black{--bs-text-opacity: 1;color:rgba(var(--bs-black-rgb), var(--bs-text-opacity)) !important}.text-white{--bs-text-opacity: 1;color:rgba(var(--bs-white-rgb), var(--bs-text-opacity)) !important}.text-body{--bs-text-opacity: 1;color:rgba(var(--bs-body-color-rgb), var(--bs-text-opacity)) !important}.text-muted{--bs-text-opacity: 1;color:var(--bs-secondary-color) !important}.text-black-50{--bs-text-opacity: 1;color:rgba(0,0,0,.5) !important}.text-white-50{--bs-text-opacity: 1;color:rgba(255,255,255,.5) !important}.text-body-secondary{--bs-text-opacity: 1;color:var(--bs-secondary-color) !important}.text-body-tertiary{--bs-text-opacity: 1;color:var(--bs-tertiary-color) !important}.text-body-emphasis{--bs-text-opacity: 1;color:var(--bs-emphasis-color) !important}.text-reset{--bs-text-opacity: 1;color:inherit !important}.text-opacity-25{--bs-text-opacity: 0.25}.text-opacity-50{--bs-text-opacity: 0.5}.text-opacity-75{--bs-text-opacity: 0.75}.text-opacity-100{--bs-text-opacity: 1}.text-primary-emphasis{color:var(--bs-primary-text-emphasis) !important}.text-secondary-emphasis{color:var(--bs-secondary-text-emphasis) !important}.text-success-emphasis{color:var(--bs-success-text-emphasis) !important}.text-info-emphasis{color:var(--bs-info-text-emphasis) !important}.text-warning-emphasis{color:var(--bs-warning-text-emphasis) !important}.text-danger-emphasis{color:var(--bs-danger-text-emphasis) !important}.text-light-emphasis{color:var(--bs-light-text-emphasis) !important}.text-dark-emphasis{color:var(--bs-dark-text-emphasis) !important}.link-opacity-10{--bs-link-opacity: 0.1}.link-opacity-10-hover:hover{--bs-link-opacity: 0.1}.link-opacity-25{--bs-link-opacity: 0.25}.link-opacity-25-hover:hover{--bs-link-opacity: 0.25}.link-opacity-50{--bs-link-opacity: 0.5}.link-opacity-50-hover:hover{--bs-link-opacity: 0.5}.link-opacity-75{--bs-link-opacity: 0.75}.link-opacity-75-hover:hover{--bs-link-opacity: 0.75}.link-opacity-100{--bs-link-opacity: 1}.link-opacity-100-hover:hover{--bs-link-opacity: 1}.link-offset-1{text-underline-offset:.125em !important}.link-offset-1-hover:hover{text-underline-offset:.125em !important}.link-offset-2{text-underline-offset:.25em !important}.link-offset-2-hover:hover{text-underline-offset:.25em !important}.link-offset-3{text-underline-offset:.375em !important}.link-offset-3-hover:hover{text-underline-offset:.375em !important}.link-underline-default{--bs-link-underline-opacity: 1;text-decoration-color:rgba(var(--bs-default-rgb), var(--bs-link-underline-opacity)) !important}.link-underline-primary{--bs-link-underline-opacity: 1;text-decoration-color:rgba(var(--bs-primary-rgb), var(--bs-link-underline-opacity)) !important}.link-underline-secondary{--bs-link-underline-opacity: 1;text-decoration-color:rgba(var(--bs-secondary-rgb), var(--bs-link-underline-opacity)) !important}.link-underline-success{--bs-link-underline-opacity: 1;text-decoration-color:rgba(var(--bs-success-rgb), var(--bs-link-underline-opacity)) !important}.link-underline-info{--bs-link-underline-opacity: 1;text-decoration-color:rgba(var(--bs-info-rgb), var(--bs-link-underline-opacity)) !important}.link-underline-warning{--bs-link-underline-opacity: 1;text-decoration-color:rgba(var(--bs-warning-rgb), var(--bs-link-underline-opacity)) !important}.link-underline-danger{--bs-link-underline-opacity: 1;text-decoration-color:rgba(var(--bs-danger-rgb), var(--bs-link-underline-opacity)) !important}.link-underline-light{--bs-link-underline-opacity: 1;text-decoration-color:rgba(var(--bs-light-rgb), var(--bs-link-underline-opacity)) !important}.link-underline-dark{--bs-link-underline-opacity: 1;text-decoration-color:rgba(var(--bs-dark-rgb), var(--bs-link-underline-opacity)) !important}.link-underline{--bs-link-underline-opacity: 1;text-decoration-color:rgba(var(--bs-link-color-rgb), var(--bs-link-underline-opacity, 1)) !important}.link-underline-opacity-0{--bs-link-underline-opacity: 0}.link-underline-opacity-0-hover:hover{--bs-link-underline-opacity: 0}.link-underline-opacity-10{--bs-link-underline-opacity: 0.1}.link-underline-opacity-10-hover:hover{--bs-link-underline-opacity: 0.1}.link-underline-opacity-25{--bs-link-underline-opacity: 0.25}.link-underline-opacity-25-hover:hover{--bs-link-underline-opacity: 0.25}.link-underline-opacity-50{--bs-link-underline-opacity: 0.5}.link-underline-opacity-50-hover:hover{--bs-link-underline-opacity: 0.5}.link-underline-opacity-75{--bs-link-underline-opacity: 0.75}.link-underline-opacity-75-hover:hover{--bs-link-underline-opacity: 0.75}.link-underline-opacity-100{--bs-link-underline-opacity: 1}.link-underline-opacity-100-hover:hover{--bs-link-underline-opacity: 1}.bg-default{--bs-bg-opacity: 1;background-color:rgba(var(--bs-default-rgb), var(--bs-bg-opacity)) !important}.bg-primary{--bs-bg-opacity: 1;background-color:rgba(var(--bs-primary-rgb), var(--bs-bg-opacity)) !important}.bg-secondary{--bs-bg-opacity: 1;background-color:rgba(var(--bs-secondary-rgb), var(--bs-bg-opacity)) !important}.bg-success{--bs-bg-opacity: 1;background-color:rgba(var(--bs-success-rgb), var(--bs-bg-opacity)) !important}.bg-info{--bs-bg-opacity: 1;background-color:rgba(var(--bs-info-rgb), var(--bs-bg-opacity)) !important}.bg-warning{--bs-bg-opacity: 1;background-color:rgba(var(--bs-warning-rgb), var(--bs-bg-opacity)) !important}.bg-danger{--bs-bg-opacity: 1;background-color:rgba(var(--bs-danger-rgb), var(--bs-bg-opacity)) !important}.bg-light{--bs-bg-opacity: 1;background-color:rgba(var(--bs-light-rgb), var(--bs-bg-opacity)) !important}.bg-dark{--bs-bg-opacity: 1;background-color:rgba(var(--bs-dark-rgb), var(--bs-bg-opacity)) !important}.bg-black{--bs-bg-opacity: 1;background-color:rgba(var(--bs-black-rgb), var(--bs-bg-opacity)) !important}.bg-white{--bs-bg-opacity: 1;background-color:rgba(var(--bs-white-rgb), var(--bs-bg-opacity)) !important}.bg-body{--bs-bg-opacity: 1;background-color:rgba(var(--bs-body-bg-rgb), var(--bs-bg-opacity)) !important}.bg-transparent{--bs-bg-opacity: 1;background-color:rgba(0,0,0,0) !important}.bg-body-secondary{--bs-bg-opacity: 1;background-color:rgba(var(--bs-secondary-bg-rgb), var(--bs-bg-opacity)) !important}.bg-body-tertiary{--bs-bg-opacity: 1;background-color:rgba(var(--bs-tertiary-bg-rgb), var(--bs-bg-opacity)) !important}.bg-opacity-10{--bs-bg-opacity: 0.1}.bg-opacity-25{--bs-bg-opacity: 0.25}.bg-opacity-50{--bs-bg-opacity: 0.5}.bg-opacity-75{--bs-bg-opacity: 0.75}.bg-opacity-100{--bs-bg-opacity: 1}.bg-primary-subtle{background-color:var(--bs-primary-bg-subtle) !important}.bg-secondary-subtle{background-color:var(--bs-secondary-bg-subtle) !important}.bg-success-subtle{background-color:var(--bs-success-bg-subtle) !important}.bg-info-subtle{background-color:var(--bs-info-bg-subtle) !important}.bg-warning-subtle{background-color:var(--bs-warning-bg-subtle) !important}.bg-danger-subtle{background-color:var(--bs-danger-bg-subtle) !important}.bg-light-subtle{background-color:var(--bs-light-bg-subtle) !important}.bg-dark-subtle{background-color:var(--bs-dark-bg-subtle) !important}.bg-gradient{background-image:var(--bs-gradient) !important}.user-select-all{user-select:all !important}.user-select-auto{user-select:auto !important}.user-select-none{user-select:none !important}.pe-none{pointer-events:none !important}.pe-auto{pointer-events:auto !important}.rounded{border-radius:var(--bs-border-radius) !important}.rounded-0{border-radius:0 !important}.rounded-1{border-radius:var(--bs-border-radius-sm) !important}.rounded-2{border-radius:var(--bs-border-radius) !important}.rounded-3{border-radius:var(--bs-border-radius-lg) !important}.rounded-4{border-radius:var(--bs-border-radius-xl) !important}.rounded-5{border-radius:var(--bs-border-radius-xxl) !important}.rounded-circle{border-radius:50% !important}.rounded-pill{border-radius:var(--bs-border-radius-pill) !important}.rounded-top{border-top-left-radius:var(--bs-border-radius) !important;border-top-right-radius:var(--bs-border-radius) !important}.rounded-top-0{border-top-left-radius:0 !important;border-top-right-radius:0 !important}.rounded-top-1{border-top-left-radius:var(--bs-border-radius-sm) !important;border-top-right-radius:var(--bs-border-radius-sm) !important}.rounded-top-2{border-top-left-radius:var(--bs-border-radius) !important;border-top-right-radius:var(--bs-border-radius) !important}.rounded-top-3{border-top-left-radius:var(--bs-border-radius-lg) !important;border-top-right-radius:var(--bs-border-radius-lg) !important}.rounded-top-4{border-top-left-radius:var(--bs-border-radius-xl) !important;border-top-right-radius:var(--bs-border-radius-xl) !important}.rounded-top-5{border-top-left-radius:var(--bs-border-radius-xxl) !important;border-top-right-radius:var(--bs-border-radius-xxl) !important}.rounded-top-circle{border-top-left-radius:50% !important;border-top-right-radius:50% !important}.rounded-top-pill{border-top-left-radius:var(--bs-border-radius-pill) !important;border-top-right-radius:var(--bs-border-radius-pill) !important}.rounded-end{border-top-right-radius:var(--bs-border-radius) !important;border-bottom-right-radius:var(--bs-border-radius) !important}.rounded-end-0{border-top-right-radius:0 !important;border-bottom-right-radius:0 !important}.rounded-end-1{border-top-right-radius:var(--bs-border-radius-sm) !important;border-bottom-right-radius:var(--bs-border-radius-sm) !important}.rounded-end-2{border-top-right-radius:var(--bs-border-radius) !important;border-bottom-right-radius:var(--bs-border-radius) !important}.rounded-end-3{border-top-right-radius:var(--bs-border-radius-lg) !important;border-bottom-right-radius:var(--bs-border-radius-lg) !important}.rounded-end-4{border-top-right-radius:var(--bs-border-radius-xl) !important;border-bottom-right-radius:var(--bs-border-radius-xl) !important}.rounded-end-5{border-top-right-radius:var(--bs-border-radius-xxl) !important;border-bottom-right-radius:var(--bs-border-radius-xxl) !important}.rounded-end-circle{border-top-right-radius:50% !important;border-bottom-right-radius:50% !important}.rounded-end-pill{border-top-right-radius:var(--bs-border-radius-pill) !important;border-bottom-right-radius:var(--bs-border-radius-pill) !important}.rounded-bottom{border-bottom-right-radius:var(--bs-border-radius) !important;border-bottom-left-radius:var(--bs-border-radius) !important}.rounded-bottom-0{border-bottom-right-radius:0 !important;border-bottom-left-radius:0 !important}.rounded-bottom-1{border-bottom-right-radius:var(--bs-border-radius-sm) !important;border-bottom-left-radius:var(--bs-border-radius-sm) !important}.rounded-bottom-2{border-bottom-right-radius:var(--bs-border-radius) !important;border-bottom-left-radius:var(--bs-border-radius) !important}.rounded-bottom-3{border-bottom-right-radius:var(--bs-border-radius-lg) !important;border-bottom-left-radius:var(--bs-border-radius-lg) !important}.rounded-bottom-4{border-bottom-right-radius:var(--bs-border-radius-xl) !important;border-bottom-left-radius:var(--bs-border-radius-xl) !important}.rounded-bottom-5{border-bottom-right-radius:var(--bs-border-radius-xxl) !important;border-bottom-left-radius:var(--bs-border-radius-xxl) !important}.rounded-bottom-circle{border-bottom-right-radius:50% !important;border-bottom-left-radius:50% !important}.rounded-bottom-pill{border-bottom-right-radius:var(--bs-border-radius-pill) !important;border-bottom-left-radius:var(--bs-border-radius-pill) !important}.rounded-start{border-bottom-left-radius:var(--bs-border-radius) !important;border-top-left-radius:var(--bs-border-radius) !important}.rounded-start-0{border-bottom-left-radius:0 !important;border-top-left-radius:0 !important}.rounded-start-1{border-bottom-left-radius:var(--bs-border-radius-sm) !important;border-top-left-radius:var(--bs-border-radius-sm) !important}.rounded-start-2{border-bottom-left-radius:var(--bs-border-radius) !important;border-top-left-radius:var(--bs-border-radius) !important}.rounded-start-3{border-bottom-left-radius:var(--bs-border-radius-lg) !important;border-top-left-radius:var(--bs-border-radius-lg) !important}.rounded-start-4{border-bottom-left-radius:var(--bs-border-radius-xl) !important;border-top-left-radius:var(--bs-border-radius-xl) !important}.rounded-start-5{border-bottom-left-radius:var(--bs-border-radius-xxl) !important;border-top-left-radius:var(--bs-border-radius-xxl) !important}.rounded-start-circle{border-bottom-left-radius:50% !important;border-top-left-radius:50% !important}.rounded-start-pill{border-bottom-left-radius:var(--bs-border-radius-pill) !important;border-top-left-radius:var(--bs-border-radius-pill) !important}.visible{visibility:visible !important}.invisible{visibility:hidden !important}.z-n1{z-index:-1 !important}.z-0{z-index:0 !important}.z-1{z-index:1 !important}.z-2{z-index:2 !important}.z-3{z-index:3 !important}@media(min-width: 576px){.float-sm-start{float:left !important}.float-sm-end{float:right !important}.float-sm-none{float:none !important}.object-fit-sm-contain{object-fit:contain !important}.object-fit-sm-cover{object-fit:cover !important}.object-fit-sm-fill{object-fit:fill !important}.object-fit-sm-scale{object-fit:scale-down !important}.object-fit-sm-none{object-fit:none !important}.d-sm-inline{display:inline !important}.d-sm-inline-block{display:inline-block !important}.d-sm-block{display:block !important}.d-sm-grid{display:grid !important}.d-sm-inline-grid{display:inline-grid !important}.d-sm-table{display:table !important}.d-sm-table-row{display:table-row !important}.d-sm-table-cell{display:table-cell !important}.d-sm-flex{display:flex !important}.d-sm-inline-flex{display:inline-flex !important}.d-sm-none{display:none !important}.flex-sm-fill{flex:1 1 auto !important}.flex-sm-row{flex-direction:row !important}.flex-sm-column{flex-direction:column !important}.flex-sm-row-reverse{flex-direction:row-reverse !important}.flex-sm-column-reverse{flex-direction:column-reverse !important}.flex-sm-grow-0{flex-grow:0 !important}.flex-sm-grow-1{flex-grow:1 !important}.flex-sm-shrink-0{flex-shrink:0 !important}.flex-sm-shrink-1{flex-shrink:1 !important}.flex-sm-wrap{flex-wrap:wrap !important}.flex-sm-nowrap{flex-wrap:nowrap !important}.flex-sm-wrap-reverse{flex-wrap:wrap-reverse !important}.justify-content-sm-start{justify-content:flex-start !important}.justify-content-sm-end{justify-content:flex-end !important}.justify-content-sm-center{justify-content:center !important}.justify-content-sm-between{justify-content:space-between !important}.justify-content-sm-around{justify-content:space-around !important}.justify-content-sm-evenly{justify-content:space-evenly !important}.align-items-sm-start{align-items:flex-start !important}.align-items-sm-end{align-items:flex-end !important}.align-items-sm-center{align-items:center !important}.align-items-sm-baseline{align-items:baseline !important}.align-items-sm-stretch{align-items:stretch !important}.align-content-sm-start{align-content:flex-start !important}.align-content-sm-end{align-content:flex-end !important}.align-content-sm-center{align-content:center !important}.align-content-sm-between{align-content:space-between !important}.align-content-sm-around{align-content:space-around !important}.align-content-sm-stretch{align-content:stretch !important}.align-self-sm-auto{align-self:auto !important}.align-self-sm-start{align-self:flex-start !important}.align-self-sm-end{align-self:flex-end !important}.align-self-sm-center{align-self:center !important}.align-self-sm-baseline{align-self:baseline !important}.align-self-sm-stretch{align-self:stretch !important}.order-sm-first{order:-1 !important}.order-sm-0{order:0 !important}.order-sm-1{order:1 !important}.order-sm-2{order:2 !important}.order-sm-3{order:3 !important}.order-sm-4{order:4 !important}.order-sm-5{order:5 !important}.order-sm-last{order:6 !important}.m-sm-0{margin:0 !important}.m-sm-1{margin:.25rem !important}.m-sm-2{margin:.5rem !important}.m-sm-3{margin:1rem !important}.m-sm-4{margin:1.5rem !important}.m-sm-5{margin:3rem !important}.m-sm-auto{margin:auto !important}.mx-sm-0{margin-right:0 !important;margin-left:0 !important}.mx-sm-1{margin-right:.25rem !important;margin-left:.25rem !important}.mx-sm-2{margin-right:.5rem !important;margin-left:.5rem !important}.mx-sm-3{margin-right:1rem !important;margin-left:1rem !important}.mx-sm-4{margin-right:1.5rem !important;margin-left:1.5rem !important}.mx-sm-5{margin-right:3rem !important;margin-left:3rem !important}.mx-sm-auto{margin-right:auto !important;margin-left:auto !important}.my-sm-0{margin-top:0 !important;margin-bottom:0 !important}.my-sm-1{margin-top:.25rem !important;margin-bottom:.25rem !important}.my-sm-2{margin-top:.5rem !important;margin-bottom:.5rem !important}.my-sm-3{margin-top:1rem !important;margin-bottom:1rem !important}.my-sm-4{margin-top:1.5rem !important;margin-bottom:1.5rem !important}.my-sm-5{margin-top:3rem !important;margin-bottom:3rem !important}.my-sm-auto{margin-top:auto !important;margin-bottom:auto !important}.mt-sm-0{margin-top:0 !important}.mt-sm-1{margin-top:.25rem !important}.mt-sm-2{margin-top:.5rem !important}.mt-sm-3{margin-top:1rem !important}.mt-sm-4{margin-top:1.5rem !important}.mt-sm-5{margin-top:3rem !important}.mt-sm-auto{margin-top:auto !important}.me-sm-0{margin-right:0 !important}.me-sm-1{margin-right:.25rem !important}.me-sm-2{margin-right:.5rem !important}.me-sm-3{margin-right:1rem !important}.me-sm-4{margin-right:1.5rem !important}.me-sm-5{margin-right:3rem !important}.me-sm-auto{margin-right:auto !important}.mb-sm-0{margin-bottom:0 !important}.mb-sm-1{margin-bottom:.25rem !important}.mb-sm-2{margin-bottom:.5rem !important}.mb-sm-3{margin-bottom:1rem !important}.mb-sm-4{margin-bottom:1.5rem !important}.mb-sm-5{margin-bottom:3rem !important}.mb-sm-auto{margin-bottom:auto !important}.ms-sm-0{margin-left:0 !important}.ms-sm-1{margin-left:.25rem !important}.ms-sm-2{margin-left:.5rem !important}.ms-sm-3{margin-left:1rem !important}.ms-sm-4{margin-left:1.5rem !important}.ms-sm-5{margin-left:3rem !important}.ms-sm-auto{margin-left:auto !important}.p-sm-0{padding:0 !important}.p-sm-1{padding:.25rem !important}.p-sm-2{padding:.5rem !important}.p-sm-3{padding:1rem !important}.p-sm-4{padding:1.5rem !important}.p-sm-5{padding:3rem !important}.px-sm-0{padding-right:0 !important;padding-left:0 !important}.px-sm-1{padding-right:.25rem !important;padding-left:.25rem !important}.px-sm-2{padding-right:.5rem !important;padding-left:.5rem !important}.px-sm-3{padding-right:1rem !important;padding-left:1rem !important}.px-sm-4{padding-right:1.5rem !important;padding-left:1.5rem !important}.px-sm-5{padding-right:3rem !important;padding-left:3rem !important}.py-sm-0{padding-top:0 !important;padding-bottom:0 !important}.py-sm-1{padding-top:.25rem !important;padding-bottom:.25rem !important}.py-sm-2{padding-top:.5rem !important;padding-bottom:.5rem !important}.py-sm-3{padding-top:1rem !important;padding-bottom:1rem !important}.py-sm-4{padding-top:1.5rem !important;padding-bottom:1.5rem !important}.py-sm-5{padding-top:3rem !important;padding-bottom:3rem !important}.pt-sm-0{padding-top:0 !important}.pt-sm-1{padding-top:.25rem !important}.pt-sm-2{padding-top:.5rem !important}.pt-sm-3{padding-top:1rem !important}.pt-sm-4{padding-top:1.5rem !important}.pt-sm-5{padding-top:3rem !important}.pe-sm-0{padding-right:0 !important}.pe-sm-1{padding-right:.25rem !important}.pe-sm-2{padding-right:.5rem !important}.pe-sm-3{padding-right:1rem !important}.pe-sm-4{padding-right:1.5rem !important}.pe-sm-5{padding-right:3rem !important}.pb-sm-0{padding-bottom:0 !important}.pb-sm-1{padding-bottom:.25rem !important}.pb-sm-2{padding-bottom:.5rem !important}.pb-sm-3{padding-bottom:1rem !important}.pb-sm-4{padding-bottom:1.5rem !important}.pb-sm-5{padding-bottom:3rem !important}.ps-sm-0{padding-left:0 !important}.ps-sm-1{padding-left:.25rem !important}.ps-sm-2{padding-left:.5rem !important}.ps-sm-3{padding-left:1rem !important}.ps-sm-4{padding-left:1.5rem !important}.ps-sm-5{padding-left:3rem !important}.gap-sm-0{gap:0 !important}.gap-sm-1{gap:.25rem !important}.gap-sm-2{gap:.5rem !important}.gap-sm-3{gap:1rem !important}.gap-sm-4{gap:1.5rem !important}.gap-sm-5{gap:3rem !important}.row-gap-sm-0{row-gap:0 !important}.row-gap-sm-1{row-gap:.25rem !important}.row-gap-sm-2{row-gap:.5rem !important}.row-gap-sm-3{row-gap:1rem !important}.row-gap-sm-4{row-gap:1.5rem !important}.row-gap-sm-5{row-gap:3rem !important}.column-gap-sm-0{column-gap:0 !important}.column-gap-sm-1{column-gap:.25rem !important}.column-gap-sm-2{column-gap:.5rem !important}.column-gap-sm-3{column-gap:1rem !important}.column-gap-sm-4{column-gap:1.5rem !important}.column-gap-sm-5{column-gap:3rem !important}.text-sm-start{text-align:left !important}.text-sm-end{text-align:right !important}.text-sm-center{text-align:center !important}}@media(min-width: 768px){.float-md-start{float:left !important}.float-md-end{float:right !important}.float-md-none{float:none !important}.object-fit-md-contain{object-fit:contain !important}.object-fit-md-cover{object-fit:cover !important}.object-fit-md-fill{object-fit:fill !important}.object-fit-md-scale{object-fit:scale-down !important}.object-fit-md-none{object-fit:none !important}.d-md-inline{display:inline !important}.d-md-inline-block{display:inline-block !important}.d-md-block{display:block !important}.d-md-grid{display:grid !important}.d-md-inline-grid{display:inline-grid !important}.d-md-table{display:table !important}.d-md-table-row{display:table-row !important}.d-md-table-cell{display:table-cell !important}.d-md-flex{display:flex !important}.d-md-inline-flex{display:inline-flex !important}.d-md-none{display:none !important}.flex-md-fill{flex:1 1 auto !important}.flex-md-row{flex-direction:row !important}.flex-md-column{flex-direction:column !important}.flex-md-row-reverse{flex-direction:row-reverse !important}.flex-md-column-reverse{flex-direction:column-reverse !important}.flex-md-grow-0{flex-grow:0 !important}.flex-md-grow-1{flex-grow:1 !important}.flex-md-shrink-0{flex-shrink:0 !important}.flex-md-shrink-1{flex-shrink:1 !important}.flex-md-wrap{flex-wrap:wrap !important}.flex-md-nowrap{flex-wrap:nowrap !important}.flex-md-wrap-reverse{flex-wrap:wrap-reverse !important}.justify-content-md-start{justify-content:flex-start !important}.justify-content-md-end{justify-content:flex-end !important}.justify-content-md-center{justify-content:center !important}.justify-content-md-between{justify-content:space-between !important}.justify-content-md-around{justify-content:space-around !important}.justify-content-md-evenly{justify-content:space-evenly !important}.align-items-md-start{align-items:flex-start !important}.align-items-md-end{align-items:flex-end !important}.align-items-md-center{align-items:center !important}.align-items-md-baseline{align-items:baseline !important}.align-items-md-stretch{align-items:stretch !important}.align-content-md-start{align-content:flex-start !important}.align-content-md-end{align-content:flex-end !important}.align-content-md-center{align-content:center !important}.align-content-md-between{align-content:space-between !important}.align-content-md-around{align-content:space-around !important}.align-content-md-stretch{align-content:stretch !important}.align-self-md-auto{align-self:auto !important}.align-self-md-start{align-self:flex-start !important}.align-self-md-end{align-self:flex-end !important}.align-self-md-center{align-self:center !important}.align-self-md-baseline{align-self:baseline !important}.align-self-md-stretch{align-self:stretch !important}.order-md-first{order:-1 !important}.order-md-0{order:0 !important}.order-md-1{order:1 !important}.order-md-2{order:2 !important}.order-md-3{order:3 !important}.order-md-4{order:4 !important}.order-md-5{order:5 !important}.order-md-last{order:6 !important}.m-md-0{margin:0 !important}.m-md-1{margin:.25rem !important}.m-md-2{margin:.5rem !important}.m-md-3{margin:1rem !important}.m-md-4{margin:1.5rem !important}.m-md-5{margin:3rem !important}.m-md-auto{margin:auto !important}.mx-md-0{margin-right:0 !important;margin-left:0 !important}.mx-md-1{margin-right:.25rem !important;margin-left:.25rem !important}.mx-md-2{margin-right:.5rem !important;margin-left:.5rem !important}.mx-md-3{margin-right:1rem !important;margin-left:1rem !important}.mx-md-4{margin-right:1.5rem !important;margin-left:1.5rem !important}.mx-md-5{margin-right:3rem !important;margin-left:3rem !important}.mx-md-auto{margin-right:auto !important;margin-left:auto !important}.my-md-0{margin-top:0 !important;margin-bottom:0 !important}.my-md-1{margin-top:.25rem !important;margin-bottom:.25rem !important}.my-md-2{margin-top:.5rem !important;margin-bottom:.5rem !important}.my-md-3{margin-top:1rem !important;margin-bottom:1rem !important}.my-md-4{margin-top:1.5rem !important;margin-bottom:1.5rem !important}.my-md-5{margin-top:3rem !important;margin-bottom:3rem !important}.my-md-auto{margin-top:auto !important;margin-bottom:auto !important}.mt-md-0{margin-top:0 !important}.mt-md-1{margin-top:.25rem !important}.mt-md-2{margin-top:.5rem !important}.mt-md-3{margin-top:1rem !important}.mt-md-4{margin-top:1.5rem !important}.mt-md-5{margin-top:3rem !important}.mt-md-auto{margin-top:auto !important}.me-md-0{margin-right:0 !important}.me-md-1{margin-right:.25rem !important}.me-md-2{margin-right:.5rem !important}.me-md-3{margin-right:1rem !important}.me-md-4{margin-right:1.5rem !important}.me-md-5{margin-right:3rem !important}.me-md-auto{margin-right:auto !important}.mb-md-0{margin-bottom:0 !important}.mb-md-1{margin-bottom:.25rem !important}.mb-md-2{margin-bottom:.5rem !important}.mb-md-3{margin-bottom:1rem !important}.mb-md-4{margin-bottom:1.5rem !important}.mb-md-5{margin-bottom:3rem !important}.mb-md-auto{margin-bottom:auto !important}.ms-md-0{margin-left:0 !important}.ms-md-1{margin-left:.25rem !important}.ms-md-2{margin-left:.5rem !important}.ms-md-3{margin-left:1rem !important}.ms-md-4{margin-left:1.5rem !important}.ms-md-5{margin-left:3rem !important}.ms-md-auto{margin-left:auto !important}.p-md-0{padding:0 !important}.p-md-1{padding:.25rem !important}.p-md-2{padding:.5rem !important}.p-md-3{padding:1rem !important}.p-md-4{padding:1.5rem !important}.p-md-5{padding:3rem !important}.px-md-0{padding-right:0 !important;padding-left:0 !important}.px-md-1{padding-right:.25rem !important;padding-left:.25rem !important}.px-md-2{padding-right:.5rem !important;padding-left:.5rem !important}.px-md-3{padding-right:1rem !important;padding-left:1rem !important}.px-md-4{padding-right:1.5rem !important;padding-left:1.5rem !important}.px-md-5{padding-right:3rem !important;padding-left:3rem !important}.py-md-0{padding-top:0 !important;padding-bottom:0 !important}.py-md-1{padding-top:.25rem !important;padding-bottom:.25rem !important}.py-md-2{padding-top:.5rem !important;padding-bottom:.5rem !important}.py-md-3{padding-top:1rem !important;padding-bottom:1rem !important}.py-md-4{padding-top:1.5rem !important;padding-bottom:1.5rem !important}.py-md-5{padding-top:3rem !important;padding-bottom:3rem !important}.pt-md-0{padding-top:0 !important}.pt-md-1{padding-top:.25rem !important}.pt-md-2{padding-top:.5rem !important}.pt-md-3{padding-top:1rem !important}.pt-md-4{padding-top:1.5rem !important}.pt-md-5{padding-top:3rem !important}.pe-md-0{padding-right:0 !important}.pe-md-1{padding-right:.25rem !important}.pe-md-2{padding-right:.5rem !important}.pe-md-3{padding-right:1rem !important}.pe-md-4{padding-right:1.5rem !important}.pe-md-5{padding-right:3rem !important}.pb-md-0{padding-bottom:0 !important}.pb-md-1{padding-bottom:.25rem !important}.pb-md-2{padding-bottom:.5rem !important}.pb-md-3{padding-bottom:1rem !important}.pb-md-4{padding-bottom:1.5rem !important}.pb-md-5{padding-bottom:3rem !important}.ps-md-0{padding-left:0 !important}.ps-md-1{padding-left:.25rem !important}.ps-md-2{padding-left:.5rem !important}.ps-md-3{padding-left:1rem !important}.ps-md-4{padding-left:1.5rem !important}.ps-md-5{padding-left:3rem !important}.gap-md-0{gap:0 !important}.gap-md-1{gap:.25rem !important}.gap-md-2{gap:.5rem !important}.gap-md-3{gap:1rem !important}.gap-md-4{gap:1.5rem !important}.gap-md-5{gap:3rem !important}.row-gap-md-0{row-gap:0 !important}.row-gap-md-1{row-gap:.25rem !important}.row-gap-md-2{row-gap:.5rem !important}.row-gap-md-3{row-gap:1rem !important}.row-gap-md-4{row-gap:1.5rem !important}.row-gap-md-5{row-gap:3rem !important}.column-gap-md-0{column-gap:0 !important}.column-gap-md-1{column-gap:.25rem !important}.column-gap-md-2{column-gap:.5rem !important}.column-gap-md-3{column-gap:1rem !important}.column-gap-md-4{column-gap:1.5rem !important}.column-gap-md-5{column-gap:3rem !important}.text-md-start{text-align:left !important}.text-md-end{text-align:right !important}.text-md-center{text-align:center !important}}@media(min-width: 992px){.float-lg-start{float:left !important}.float-lg-end{float:right !important}.float-lg-none{float:none !important}.object-fit-lg-contain{object-fit:contain !important}.object-fit-lg-cover{object-fit:cover !important}.object-fit-lg-fill{object-fit:fill !important}.object-fit-lg-scale{object-fit:scale-down !important}.object-fit-lg-none{object-fit:none !important}.d-lg-inline{display:inline !important}.d-lg-inline-block{display:inline-block !important}.d-lg-block{display:block !important}.d-lg-grid{display:grid !important}.d-lg-inline-grid{display:inline-grid !important}.d-lg-table{display:table !important}.d-lg-table-row{display:table-row !important}.d-lg-table-cell{display:table-cell !important}.d-lg-flex{display:flex !important}.d-lg-inline-flex{display:inline-flex !important}.d-lg-none{display:none !important}.flex-lg-fill{flex:1 1 auto !important}.flex-lg-row{flex-direction:row !important}.flex-lg-column{flex-direction:column !important}.flex-lg-row-reverse{flex-direction:row-reverse !important}.flex-lg-column-reverse{flex-direction:column-reverse !important}.flex-lg-grow-0{flex-grow:0 !important}.flex-lg-grow-1{flex-grow:1 !important}.flex-lg-shrink-0{flex-shrink:0 !important}.flex-lg-shrink-1{flex-shrink:1 !important}.flex-lg-wrap{flex-wrap:wrap !important}.flex-lg-nowrap{flex-wrap:nowrap !important}.flex-lg-wrap-reverse{flex-wrap:wrap-reverse !important}.justify-content-lg-start{justify-content:flex-start !important}.justify-content-lg-end{justify-content:flex-end !important}.justify-content-lg-center{justify-content:center !important}.justify-content-lg-between{justify-content:space-between !important}.justify-content-lg-around{justify-content:space-around !important}.justify-content-lg-evenly{justify-content:space-evenly !important}.align-items-lg-start{align-items:flex-start !important}.align-items-lg-end{align-items:flex-end !important}.align-items-lg-center{align-items:center !important}.align-items-lg-baseline{align-items:baseline !important}.align-items-lg-stretch{align-items:stretch !important}.align-content-lg-start{align-content:flex-start !important}.align-content-lg-end{align-content:flex-end !important}.align-content-lg-center{align-content:center !important}.align-content-lg-between{align-content:space-between !important}.align-content-lg-around{align-content:space-around !important}.align-content-lg-stretch{align-content:stretch !important}.align-self-lg-auto{align-self:auto !important}.align-self-lg-start{align-self:flex-start !important}.align-self-lg-end{align-self:flex-end !important}.align-self-lg-center{align-self:center !important}.align-self-lg-baseline{align-self:baseline !important}.align-self-lg-stretch{align-self:stretch !important}.order-lg-first{order:-1 !important}.order-lg-0{order:0 !important}.order-lg-1{order:1 !important}.order-lg-2{order:2 !important}.order-lg-3{order:3 !important}.order-lg-4{order:4 !important}.order-lg-5{order:5 !important}.order-lg-last{order:6 !important}.m-lg-0{margin:0 !important}.m-lg-1{margin:.25rem !important}.m-lg-2{margin:.5rem !important}.m-lg-3{margin:1rem !important}.m-lg-4{margin:1.5rem !important}.m-lg-5{margin:3rem !important}.m-lg-auto{margin:auto !important}.mx-lg-0{margin-right:0 !important;margin-left:0 !important}.mx-lg-1{margin-right:.25rem !important;margin-left:.25rem !important}.mx-lg-2{margin-right:.5rem !important;margin-left:.5rem !important}.mx-lg-3{margin-right:1rem !important;margin-left:1rem !important}.mx-lg-4{margin-right:1.5rem !important;margin-left:1.5rem !important}.mx-lg-5{margin-right:3rem !important;margin-left:3rem !important}.mx-lg-auto{margin-right:auto !important;margin-left:auto !important}.my-lg-0{margin-top:0 !important;margin-bottom:0 !important}.my-lg-1{margin-top:.25rem !important;margin-bottom:.25rem !important}.my-lg-2{margin-top:.5rem !important;margin-bottom:.5rem !important}.my-lg-3{margin-top:1rem !important;margin-bottom:1rem !important}.my-lg-4{margin-top:1.5rem !important;margin-bottom:1.5rem !important}.my-lg-5{margin-top:3rem !important;margin-bottom:3rem !important}.my-lg-auto{margin-top:auto !important;margin-bottom:auto !important}.mt-lg-0{margin-top:0 !important}.mt-lg-1{margin-top:.25rem !important}.mt-lg-2{margin-top:.5rem !important}.mt-lg-3{margin-top:1rem !important}.mt-lg-4{margin-top:1.5rem !important}.mt-lg-5{margin-top:3rem !important}.mt-lg-auto{margin-top:auto !important}.me-lg-0{margin-right:0 !important}.me-lg-1{margin-right:.25rem !important}.me-lg-2{margin-right:.5rem !important}.me-lg-3{margin-right:1rem !important}.me-lg-4{margin-right:1.5rem !important}.me-lg-5{margin-right:3rem !important}.me-lg-auto{margin-right:auto !important}.mb-lg-0{margin-bottom:0 !important}.mb-lg-1{margin-bottom:.25rem !important}.mb-lg-2{margin-bottom:.5rem !important}.mb-lg-3{margin-bottom:1rem !important}.mb-lg-4{margin-bottom:1.5rem !important}.mb-lg-5{margin-bottom:3rem !important}.mb-lg-auto{margin-bottom:auto !important}.ms-lg-0{margin-left:0 !important}.ms-lg-1{margin-left:.25rem !important}.ms-lg-2{margin-left:.5rem !important}.ms-lg-3{margin-left:1rem !important}.ms-lg-4{margin-left:1.5rem !important}.ms-lg-5{margin-left:3rem !important}.ms-lg-auto{margin-left:auto !important}.p-lg-0{padding:0 !important}.p-lg-1{padding:.25rem !important}.p-lg-2{padding:.5rem !important}.p-lg-3{padding:1rem !important}.p-lg-4{padding:1.5rem !important}.p-lg-5{padding:3rem !important}.px-lg-0{padding-right:0 !important;padding-left:0 !important}.px-lg-1{padding-right:.25rem !important;padding-left:.25rem !important}.px-lg-2{padding-right:.5rem !important;padding-left:.5rem !important}.px-lg-3{padding-right:1rem !important;padding-left:1rem !important}.px-lg-4{padding-right:1.5rem !important;padding-left:1.5rem !important}.px-lg-5{padding-right:3rem !important;padding-left:3rem !important}.py-lg-0{padding-top:0 !important;padding-bottom:0 !important}.py-lg-1{padding-top:.25rem !important;padding-bottom:.25rem !important}.py-lg-2{padding-top:.5rem !important;padding-bottom:.5rem !important}.py-lg-3{padding-top:1rem !important;padding-bottom:1rem !important}.py-lg-4{padding-top:1.5rem !important;padding-bottom:1.5rem !important}.py-lg-5{padding-top:3rem !important;padding-bottom:3rem !important}.pt-lg-0{padding-top:0 !important}.pt-lg-1{padding-top:.25rem !important}.pt-lg-2{padding-top:.5rem !important}.pt-lg-3{padding-top:1rem !important}.pt-lg-4{padding-top:1.5rem !important}.pt-lg-5{padding-top:3rem !important}.pe-lg-0{padding-right:0 !important}.pe-lg-1{padding-right:.25rem !important}.pe-lg-2{padding-right:.5rem !important}.pe-lg-3{padding-right:1rem !important}.pe-lg-4{padding-right:1.5rem !important}.pe-lg-5{padding-right:3rem !important}.pb-lg-0{padding-bottom:0 !important}.pb-lg-1{padding-bottom:.25rem !important}.pb-lg-2{padding-bottom:.5rem !important}.pb-lg-3{padding-bottom:1rem !important}.pb-lg-4{padding-bottom:1.5rem !important}.pb-lg-5{padding-bottom:3rem !important}.ps-lg-0{padding-left:0 !important}.ps-lg-1{padding-left:.25rem !important}.ps-lg-2{padding-left:.5rem !important}.ps-lg-3{padding-left:1rem !important}.ps-lg-4{padding-left:1.5rem !important}.ps-lg-5{padding-left:3rem !important}.gap-lg-0{gap:0 !important}.gap-lg-1{gap:.25rem !important}.gap-lg-2{gap:.5rem !important}.gap-lg-3{gap:1rem !important}.gap-lg-4{gap:1.5rem !important}.gap-lg-5{gap:3rem !important}.row-gap-lg-0{row-gap:0 !important}.row-gap-lg-1{row-gap:.25rem !important}.row-gap-lg-2{row-gap:.5rem !important}.row-gap-lg-3{row-gap:1rem !important}.row-gap-lg-4{row-gap:1.5rem !important}.row-gap-lg-5{row-gap:3rem !important}.column-gap-lg-0{column-gap:0 !important}.column-gap-lg-1{column-gap:.25rem !important}.column-gap-lg-2{column-gap:.5rem !important}.column-gap-lg-3{column-gap:1rem !important}.column-gap-lg-4{column-gap:1.5rem !important}.column-gap-lg-5{column-gap:3rem !important}.text-lg-start{text-align:left !important}.text-lg-end{text-align:right !important}.text-lg-center{text-align:center !important}}@media(min-width: 1200px){.float-xl-start{float:left !important}.float-xl-end{float:right !important}.float-xl-none{float:none !important}.object-fit-xl-contain{object-fit:contain !important}.object-fit-xl-cover{object-fit:cover !important}.object-fit-xl-fill{object-fit:fill !important}.object-fit-xl-scale{object-fit:scale-down !important}.object-fit-xl-none{object-fit:none !important}.d-xl-inline{display:inline !important}.d-xl-inline-block{display:inline-block !important}.d-xl-block{display:block !important}.d-xl-grid{display:grid !important}.d-xl-inline-grid{display:inline-grid !important}.d-xl-table{display:table !important}.d-xl-table-row{display:table-row !important}.d-xl-table-cell{display:table-cell !important}.d-xl-flex{display:flex !important}.d-xl-inline-flex{display:inline-flex !important}.d-xl-none{display:none !important}.flex-xl-fill{flex:1 1 auto !important}.flex-xl-row{flex-direction:row !important}.flex-xl-column{flex-direction:column !important}.flex-xl-row-reverse{flex-direction:row-reverse !important}.flex-xl-column-reverse{flex-direction:column-reverse !important}.flex-xl-grow-0{flex-grow:0 !important}.flex-xl-grow-1{flex-grow:1 !important}.flex-xl-shrink-0{flex-shrink:0 !important}.flex-xl-shrink-1{flex-shrink:1 !important}.flex-xl-wrap{flex-wrap:wrap !important}.flex-xl-nowrap{flex-wrap:nowrap !important}.flex-xl-wrap-reverse{flex-wrap:wrap-reverse !important}.justify-content-xl-start{justify-content:flex-start !important}.justify-content-xl-end{justify-content:flex-end !important}.justify-content-xl-center{justify-content:center !important}.justify-content-xl-between{justify-content:space-between !important}.justify-content-xl-around{justify-content:space-around !important}.justify-content-xl-evenly{justify-content:space-evenly !important}.align-items-xl-start{align-items:flex-start !important}.align-items-xl-end{align-items:flex-end !important}.align-items-xl-center{align-items:center !important}.align-items-xl-baseline{align-items:baseline !important}.align-items-xl-stretch{align-items:stretch !important}.align-content-xl-start{align-content:flex-start !important}.align-content-xl-end{align-content:flex-end !important}.align-content-xl-center{align-content:center !important}.align-content-xl-between{align-content:space-between !important}.align-content-xl-around{align-content:space-around !important}.align-content-xl-stretch{align-content:stretch !important}.align-self-xl-auto{align-self:auto !important}.align-self-xl-start{align-self:flex-start !important}.align-self-xl-end{align-self:flex-end !important}.align-self-xl-center{align-self:center !important}.align-self-xl-baseline{align-self:baseline !important}.align-self-xl-stretch{align-self:stretch !important}.order-xl-first{order:-1 !important}.order-xl-0{order:0 !important}.order-xl-1{order:1 !important}.order-xl-2{order:2 !important}.order-xl-3{order:3 !important}.order-xl-4{order:4 !important}.order-xl-5{order:5 !important}.order-xl-last{order:6 !important}.m-xl-0{margin:0 !important}.m-xl-1{margin:.25rem !important}.m-xl-2{margin:.5rem !important}.m-xl-3{margin:1rem !important}.m-xl-4{margin:1.5rem !important}.m-xl-5{margin:3rem !important}.m-xl-auto{margin:auto !important}.mx-xl-0{margin-right:0 !important;margin-left:0 !important}.mx-xl-1{margin-right:.25rem !important;margin-left:.25rem !important}.mx-xl-2{margin-right:.5rem !important;margin-left:.5rem !important}.mx-xl-3{margin-right:1rem !important;margin-left:1rem !important}.mx-xl-4{margin-right:1.5rem !important;margin-left:1.5rem !important}.mx-xl-5{margin-right:3rem !important;margin-left:3rem !important}.mx-xl-auto{margin-right:auto !important;margin-left:auto !important}.my-xl-0{margin-top:0 !important;margin-bottom:0 !important}.my-xl-1{margin-top:.25rem !important;margin-bottom:.25rem !important}.my-xl-2{margin-top:.5rem !important;margin-bottom:.5rem !important}.my-xl-3{margin-top:1rem !important;margin-bottom:1rem !important}.my-xl-4{margin-top:1.5rem !important;margin-bottom:1.5rem !important}.my-xl-5{margin-top:3rem !important;margin-bottom:3rem !important}.my-xl-auto{margin-top:auto !important;margin-bottom:auto !important}.mt-xl-0{margin-top:0 !important}.mt-xl-1{margin-top:.25rem !important}.mt-xl-2{margin-top:.5rem !important}.mt-xl-3{margin-top:1rem !important}.mt-xl-4{margin-top:1.5rem !important}.mt-xl-5{margin-top:3rem !important}.mt-xl-auto{margin-top:auto !important}.me-xl-0{margin-right:0 !important}.me-xl-1{margin-right:.25rem !important}.me-xl-2{margin-right:.5rem !important}.me-xl-3{margin-right:1rem !important}.me-xl-4{margin-right:1.5rem !important}.me-xl-5{margin-right:3rem !important}.me-xl-auto{margin-right:auto !important}.mb-xl-0{margin-bottom:0 !important}.mb-xl-1{margin-bottom:.25rem !important}.mb-xl-2{margin-bottom:.5rem !important}.mb-xl-3{margin-bottom:1rem !important}.mb-xl-4{margin-bottom:1.5rem !important}.mb-xl-5{margin-bottom:3rem !important}.mb-xl-auto{margin-bottom:auto !important}.ms-xl-0{margin-left:0 !important}.ms-xl-1{margin-left:.25rem !important}.ms-xl-2{margin-left:.5rem !important}.ms-xl-3{margin-left:1rem !important}.ms-xl-4{margin-left:1.5rem !important}.ms-xl-5{margin-left:3rem !important}.ms-xl-auto{margin-left:auto !important}.p-xl-0{padding:0 !important}.p-xl-1{padding:.25rem !important}.p-xl-2{padding:.5rem !important}.p-xl-3{padding:1rem !important}.p-xl-4{padding:1.5rem !important}.p-xl-5{padding:3rem !important}.px-xl-0{padding-right:0 !important;padding-left:0 !important}.px-xl-1{padding-right:.25rem !important;padding-left:.25rem !important}.px-xl-2{padding-right:.5rem !important;padding-left:.5rem !important}.px-xl-3{padding-right:1rem !important;padding-left:1rem !important}.px-xl-4{padding-right:1.5rem !important;padding-left:1.5rem !important}.px-xl-5{padding-right:3rem !important;padding-left:3rem !important}.py-xl-0{padding-top:0 !important;padding-bottom:0 !important}.py-xl-1{padding-top:.25rem !important;padding-bottom:.25rem !important}.py-xl-2{padding-top:.5rem !important;padding-bottom:.5rem !important}.py-xl-3{padding-top:1rem !important;padding-bottom:1rem !important}.py-xl-4{padding-top:1.5rem !important;padding-bottom:1.5rem !important}.py-xl-5{padding-top:3rem !important;padding-bottom:3rem !important}.pt-xl-0{padding-top:0 !important}.pt-xl-1{padding-top:.25rem !important}.pt-xl-2{padding-top:.5rem !important}.pt-xl-3{padding-top:1rem !important}.pt-xl-4{padding-top:1.5rem !important}.pt-xl-5{padding-top:3rem !important}.pe-xl-0{padding-right:0 !important}.pe-xl-1{padding-right:.25rem !important}.pe-xl-2{padding-right:.5rem !important}.pe-xl-3{padding-right:1rem !important}.pe-xl-4{padding-right:1.5rem !important}.pe-xl-5{padding-right:3rem !important}.pb-xl-0{padding-bottom:0 !important}.pb-xl-1{padding-bottom:.25rem !important}.pb-xl-2{padding-bottom:.5rem !important}.pb-xl-3{padding-bottom:1rem !important}.pb-xl-4{padding-bottom:1.5rem !important}.pb-xl-5{padding-bottom:3rem !important}.ps-xl-0{padding-left:0 !important}.ps-xl-1{padding-left:.25rem !important}.ps-xl-2{padding-left:.5rem !important}.ps-xl-3{padding-left:1rem !important}.ps-xl-4{padding-left:1.5rem !important}.ps-xl-5{padding-left:3rem !important}.gap-xl-0{gap:0 !important}.gap-xl-1{gap:.25rem !important}.gap-xl-2{gap:.5rem !important}.gap-xl-3{gap:1rem !important}.gap-xl-4{gap:1.5rem !important}.gap-xl-5{gap:3rem !important}.row-gap-xl-0{row-gap:0 !important}.row-gap-xl-1{row-gap:.25rem !important}.row-gap-xl-2{row-gap:.5rem !important}.row-gap-xl-3{row-gap:1rem !important}.row-gap-xl-4{row-gap:1.5rem !important}.row-gap-xl-5{row-gap:3rem !important}.column-gap-xl-0{column-gap:0 !important}.column-gap-xl-1{column-gap:.25rem !important}.column-gap-xl-2{column-gap:.5rem !important}.column-gap-xl-3{column-gap:1rem !important}.column-gap-xl-4{column-gap:1.5rem !important}.column-gap-xl-5{column-gap:3rem !important}.text-xl-start{text-align:left !important}.text-xl-end{text-align:right !important}.text-xl-center{text-align:center !important}}@media(min-width: 1400px){.float-xxl-start{float:left !important}.float-xxl-end{float:right !important}.float-xxl-none{float:none !important}.object-fit-xxl-contain{object-fit:contain !important}.object-fit-xxl-cover{object-fit:cover !important}.object-fit-xxl-fill{object-fit:fill !important}.object-fit-xxl-scale{object-fit:scale-down !important}.object-fit-xxl-none{object-fit:none !important}.d-xxl-inline{display:inline !important}.d-xxl-inline-block{display:inline-block !important}.d-xxl-block{display:block !important}.d-xxl-grid{display:grid !important}.d-xxl-inline-grid{display:inline-grid !important}.d-xxl-table{display:table !important}.d-xxl-table-row{display:table-row !important}.d-xxl-table-cell{display:table-cell !important}.d-xxl-flex{display:flex !important}.d-xxl-inline-flex{display:inline-flex !important}.d-xxl-none{display:none !important}.flex-xxl-fill{flex:1 1 auto !important}.flex-xxl-row{flex-direction:row !important}.flex-xxl-column{flex-direction:column !important}.flex-xxl-row-reverse{flex-direction:row-reverse !important}.flex-xxl-column-reverse{flex-direction:column-reverse !important}.flex-xxl-grow-0{flex-grow:0 !important}.flex-xxl-grow-1{flex-grow:1 !important}.flex-xxl-shrink-0{flex-shrink:0 !important}.flex-xxl-shrink-1{flex-shrink:1 !important}.flex-xxl-wrap{flex-wrap:wrap !important}.flex-xxl-nowrap{flex-wrap:nowrap !important}.flex-xxl-wrap-reverse{flex-wrap:wrap-reverse !important}.justify-content-xxl-start{justify-content:flex-start !important}.justify-content-xxl-end{justify-content:flex-end !important}.justify-content-xxl-center{justify-content:center !important}.justify-content-xxl-between{justify-content:space-between !important}.justify-content-xxl-around{justify-content:space-around !important}.justify-content-xxl-evenly{justify-content:space-evenly !important}.align-items-xxl-start{align-items:flex-start !important}.align-items-xxl-end{align-items:flex-end !important}.align-items-xxl-center{align-items:center !important}.align-items-xxl-baseline{align-items:baseline !important}.align-items-xxl-stretch{align-items:stretch !important}.align-content-xxl-start{align-content:flex-start !important}.align-content-xxl-end{align-content:flex-end !important}.align-content-xxl-center{align-content:center !important}.align-content-xxl-between{align-content:space-between !important}.align-content-xxl-around{align-content:space-around !important}.align-content-xxl-stretch{align-content:stretch !important}.align-self-xxl-auto{align-self:auto !important}.align-self-xxl-start{align-self:flex-start !important}.align-self-xxl-end{align-self:flex-end !important}.align-self-xxl-center{align-self:center !important}.align-self-xxl-baseline{align-self:baseline !important}.align-self-xxl-stretch{align-self:stretch !important}.order-xxl-first{order:-1 !important}.order-xxl-0{order:0 !important}.order-xxl-1{order:1 !important}.order-xxl-2{order:2 !important}.order-xxl-3{order:3 !important}.order-xxl-4{order:4 !important}.order-xxl-5{order:5 !important}.order-xxl-last{order:6 !important}.m-xxl-0{margin:0 !important}.m-xxl-1{margin:.25rem !important}.m-xxl-2{margin:.5rem !important}.m-xxl-3{margin:1rem !important}.m-xxl-4{margin:1.5rem !important}.m-xxl-5{margin:3rem !important}.m-xxl-auto{margin:auto !important}.mx-xxl-0{margin-right:0 !important;margin-left:0 !important}.mx-xxl-1{margin-right:.25rem !important;margin-left:.25rem !important}.mx-xxl-2{margin-right:.5rem !important;margin-left:.5rem !important}.mx-xxl-3{margin-right:1rem !important;margin-left:1rem !important}.mx-xxl-4{margin-right:1.5rem !important;margin-left:1.5rem !important}.mx-xxl-5{margin-right:3rem !important;margin-left:3rem !important}.mx-xxl-auto{margin-right:auto !important;margin-left:auto !important}.my-xxl-0{margin-top:0 !important;margin-bottom:0 !important}.my-xxl-1{margin-top:.25rem !important;margin-bottom:.25rem !important}.my-xxl-2{margin-top:.5rem !important;margin-bottom:.5rem !important}.my-xxl-3{margin-top:1rem !important;margin-bottom:1rem !important}.my-xxl-4{margin-top:1.5rem !important;margin-bottom:1.5rem !important}.my-xxl-5{margin-top:3rem !important;margin-bottom:3rem !important}.my-xxl-auto{margin-top:auto !important;margin-bottom:auto !important}.mt-xxl-0{margin-top:0 !important}.mt-xxl-1{margin-top:.25rem !important}.mt-xxl-2{margin-top:.5rem !important}.mt-xxl-3{margin-top:1rem !important}.mt-xxl-4{margin-top:1.5rem !important}.mt-xxl-5{margin-top:3rem !important}.mt-xxl-auto{margin-top:auto !important}.me-xxl-0{margin-right:0 !important}.me-xxl-1{margin-right:.25rem !important}.me-xxl-2{margin-right:.5rem !important}.me-xxl-3{margin-right:1rem !important}.me-xxl-4{margin-right:1.5rem !important}.me-xxl-5{margin-right:3rem !important}.me-xxl-auto{margin-right:auto !important}.mb-xxl-0{margin-bottom:0 !important}.mb-xxl-1{margin-bottom:.25rem !important}.mb-xxl-2{margin-bottom:.5rem !important}.mb-xxl-3{margin-bottom:1rem !important}.mb-xxl-4{margin-bottom:1.5rem !important}.mb-xxl-5{margin-bottom:3rem !important}.mb-xxl-auto{margin-bottom:auto !important}.ms-xxl-0{margin-left:0 !important}.ms-xxl-1{margin-left:.25rem !important}.ms-xxl-2{margin-left:.5rem !important}.ms-xxl-3{margin-left:1rem !important}.ms-xxl-4{margin-left:1.5rem !important}.ms-xxl-5{margin-left:3rem !important}.ms-xxl-auto{margin-left:auto !important}.p-xxl-0{padding:0 !important}.p-xxl-1{padding:.25rem !important}.p-xxl-2{padding:.5rem !important}.p-xxl-3{padding:1rem !important}.p-xxl-4{padding:1.5rem !important}.p-xxl-5{padding:3rem !important}.px-xxl-0{padding-right:0 !important;padding-left:0 !important}.px-xxl-1{padding-right:.25rem !important;padding-left:.25rem !important}.px-xxl-2{padding-right:.5rem !important;padding-left:.5rem !important}.px-xxl-3{padding-right:1rem !important;padding-left:1rem !important}.px-xxl-4{padding-right:1.5rem !important;padding-left:1.5rem !important}.px-xxl-5{padding-right:3rem !important;padding-left:3rem !important}.py-xxl-0{padding-top:0 !important;padding-bottom:0 !important}.py-xxl-1{padding-top:.25rem !important;padding-bottom:.25rem !important}.py-xxl-2{padding-top:.5rem !important;padding-bottom:.5rem !important}.py-xxl-3{padding-top:1rem !important;padding-bottom:1rem !important}.py-xxl-4{padding-top:1.5rem !important;padding-bottom:1.5rem !important}.py-xxl-5{padding-top:3rem !important;padding-bottom:3rem !important}.pt-xxl-0{padding-top:0 !important}.pt-xxl-1{padding-top:.25rem !important}.pt-xxl-2{padding-top:.5rem !important}.pt-xxl-3{padding-top:1rem !important}.pt-xxl-4{padding-top:1.5rem !important}.pt-xxl-5{padding-top:3rem !important}.pe-xxl-0{padding-right:0 !important}.pe-xxl-1{padding-right:.25rem !important}.pe-xxl-2{padding-right:.5rem !important}.pe-xxl-3{padding-right:1rem !important}.pe-xxl-4{padding-right:1.5rem !important}.pe-xxl-5{padding-right:3rem !important}.pb-xxl-0{padding-bottom:0 !important}.pb-xxl-1{padding-bottom:.25rem !important}.pb-xxl-2{padding-bottom:.5rem !important}.pb-xxl-3{padding-bottom:1rem !important}.pb-xxl-4{padding-bottom:1.5rem !important}.pb-xxl-5{padding-bottom:3rem !important}.ps-xxl-0{padding-left:0 !important}.ps-xxl-1{padding-left:.25rem !important}.ps-xxl-2{padding-left:.5rem !important}.ps-xxl-3{padding-left:1rem !important}.ps-xxl-4{padding-left:1.5rem !important}.ps-xxl-5{padding-left:3rem !important}.gap-xxl-0{gap:0 !important}.gap-xxl-1{gap:.25rem !important}.gap-xxl-2{gap:.5rem !important}.gap-xxl-3{gap:1rem !important}.gap-xxl-4{gap:1.5rem !important}.gap-xxl-5{gap:3rem !important}.row-gap-xxl-0{row-gap:0 !important}.row-gap-xxl-1{row-gap:.25rem !important}.row-gap-xxl-2{row-gap:.5rem !important}.row-gap-xxl-3{row-gap:1rem !important}.row-gap-xxl-4{row-gap:1.5rem !important}.row-gap-xxl-5{row-gap:3rem !important}.column-gap-xxl-0{column-gap:0 !important}.column-gap-xxl-1{column-gap:.25rem !important}.column-gap-xxl-2{column-gap:.5rem !important}.column-gap-xxl-3{column-gap:1rem !important}.column-gap-xxl-4{column-gap:1.5rem !important}.column-gap-xxl-5{column-gap:3rem !important}.text-xxl-start{text-align:left !important}.text-xxl-end{text-align:right !important}.text-xxl-center{text-align:center !important}}.bg-default{color:#000}.bg-primary{color:#fff}.bg-secondary{color:#fff}.bg-success{color:#fff}.bg-info{color:#000}.bg-warning{color:#000}.bg-danger{color:#fff}.bg-light{color:#000}.bg-dark{color:#fff}@media(min-width: 1200px){.fs-1{font-size:2rem !important}.fs-2{font-size:1.65rem !important}.fs-3{font-size:1.45rem !important}}@media print{.d-print-inline{display:inline !important}.d-print-inline-block{display:inline-block !important}.d-print-block{display:block !important}.d-print-grid{display:grid !important}.d-print-inline-grid{display:inline-grid !important}.d-print-table{display:table !important}.d-print-table-row{display:table-row !important}.d-print-table-cell{display:table-cell !important}.d-print-flex{display:flex !important}.d-print-inline-flex{display:inline-flex !important}.d-print-none{display:none !important}}.tab-content>.tab-pane.html-fill-container{display:none}.tab-content>.active.html-fill-container{display:flex}.tab-content.html-fill-container{padding:0}.bg-blue{--bslib-color-bg: #0d6efd;--bslib-color-fg: #ffffff;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-blue{--bslib-color-fg: #0d6efd;color:var(--bslib-color-fg)}.bg-indigo{--bslib-color-bg: #6610f2;--bslib-color-fg: #ffffff;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-indigo{--bslib-color-fg: #6610f2;color:var(--bslib-color-fg)}.bg-purple{--bslib-color-bg: #6f42c1;--bslib-color-fg: #ffffff;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-purple{--bslib-color-fg: #6f42c1;color:var(--bslib-color-fg)}.bg-pink{--bslib-color-bg: #d63384;--bslib-color-fg: #ffffff;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-pink{--bslib-color-fg: #d63384;color:var(--bslib-color-fg)}.bg-red{--bslib-color-bg: #dc3545;--bslib-color-fg: #ffffff;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-red{--bslib-color-fg: #dc3545;color:var(--bslib-color-fg)}.bg-orange{--bslib-color-bg: #fd7e14;--bslib-color-fg: #000;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-orange{--bslib-color-fg: #fd7e14;color:var(--bslib-color-fg)}.bg-yellow{--bslib-color-bg: #ffc107;--bslib-color-fg: #000;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-yellow{--bslib-color-fg: #ffc107;color:var(--bslib-color-fg)}.bg-green{--bslib-color-bg: #198754;--bslib-color-fg: #ffffff;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-green{--bslib-color-fg: #198754;color:var(--bslib-color-fg)}.bg-teal{--bslib-color-bg: #20c997;--bslib-color-fg: #000;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-teal{--bslib-color-fg: #20c997;color:var(--bslib-color-fg)}.bg-cyan{--bslib-color-bg: #0dcaf0;--bslib-color-fg: #000;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-cyan{--bslib-color-fg: #0dcaf0;color:var(--bslib-color-fg)}.text-default{--bslib-color-fg: #dee2e6}.bg-default{--bslib-color-bg: #dee2e6;--bslib-color-fg: #000}.text-primary{--bslib-color-fg: #0d6efd}.bg-primary{--bslib-color-bg: #0d6efd;--bslib-color-fg: #ffffff}.text-secondary{--bslib-color-fg: #6c757d}.bg-secondary{--bslib-color-bg: #6c757d;--bslib-color-fg: #ffffff}.text-success{--bslib-color-fg: #198754}.bg-success{--bslib-color-bg: #198754;--bslib-color-fg: #ffffff}.text-info{--bslib-color-fg: #0dcaf0}.bg-info{--bslib-color-bg: #0dcaf0;--bslib-color-fg: #000}.text-warning{--bslib-color-fg: #ffc107}.bg-warning{--bslib-color-bg: #ffc107;--bslib-color-fg: #000}.text-danger{--bslib-color-fg: #dc3545}.bg-danger{--bslib-color-bg: #dc3545;--bslib-color-fg: #ffffff}.text-light{--bslib-color-fg: #f8f9fa}.bg-light{--bslib-color-bg: #f8f9fa;--bslib-color-fg: #000}.text-dark{--bslib-color-fg: #212529}.bg-dark{--bslib-color-bg: #212529;--bslib-color-fg: #ffffff}.bg-gradient-blue-indigo{--bslib-color-fg: #ffffff;--bslib-color-bg: #3148f9;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #3148f9;color:#fff}.bg-gradient-blue-purple{--bslib-color-fg: #ffffff;--bslib-color-bg: #345ce5;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #345ce5;color:#fff}.bg-gradient-blue-pink{--bslib-color-fg: #ffffff;--bslib-color-bg: #5d56cd;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #5d56cd;color:#fff}.bg-gradient-blue-red{--bslib-color-fg: #ffffff;--bslib-color-bg: #6057b3;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #6057b3;color:#fff}.bg-gradient-blue-orange{--bslib-color-fg: #ffffff;--bslib-color-bg: #6d74a0;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #6d74a0;color:#fff}.bg-gradient-blue-yellow{--bslib-color-fg: #000;--bslib-color-bg: #6e8f9b;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #6e8f9b;color:#000}.bg-gradient-blue-green{--bslib-color-fg: #ffffff;--bslib-color-bg: #1278b9;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #1278b9;color:#fff}.bg-gradient-blue-teal{--bslib-color-fg: #000;--bslib-color-bg: #1592d4;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #1592d4;color:#000}.bg-gradient-blue-cyan{--bslib-color-fg: #000;--bslib-color-bg: #0d93f8;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #0d93f8;color:#000}.bg-gradient-indigo-blue{--bslib-color-fg: #ffffff;--bslib-color-bg: #4236f6;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #4236f6;color:#fff}.bg-gradient-indigo-purple{--bslib-color-fg: #ffffff;--bslib-color-bg: #6a24de;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #6a24de;color:#fff}.bg-gradient-indigo-pink{--bslib-color-fg: #ffffff;--bslib-color-bg: #931ec6;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #931ec6;color:#fff}.bg-gradient-indigo-red{--bslib-color-fg: #ffffff;--bslib-color-bg: #951fad;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #951fad;color:#fff}.bg-gradient-indigo-orange{--bslib-color-fg: #ffffff;--bslib-color-bg: #a23c99;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #a23c99;color:#fff}.bg-gradient-indigo-yellow{--bslib-color-fg: #ffffff;--bslib-color-bg: #a35794;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #a35794;color:#fff}.bg-gradient-indigo-green{--bslib-color-fg: #ffffff;--bslib-color-bg: #4740b3;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #4740b3;color:#fff}.bg-gradient-indigo-teal{--bslib-color-fg: #ffffff;--bslib-color-bg: #4a5ace;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #4a5ace;color:#fff}.bg-gradient-indigo-cyan{--bslib-color-fg: #ffffff;--bslib-color-bg: #425af1;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #425af1;color:#fff}.bg-gradient-purple-blue{--bslib-color-fg: #ffffff;--bslib-color-bg: #4854d9;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #4854d9;color:#fff}.bg-gradient-purple-indigo{--bslib-color-fg: #ffffff;--bslib-color-bg: #6b2ed5;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #6b2ed5;color:#fff}.bg-gradient-purple-pink{--bslib-color-fg: #ffffff;--bslib-color-bg: #983ca9;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #983ca9;color:#fff}.bg-gradient-purple-red{--bslib-color-fg: #ffffff;--bslib-color-bg: #9b3d8f;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #9b3d8f;color:#fff}.bg-gradient-purple-orange{--bslib-color-fg: #ffffff;--bslib-color-bg: #a85a7c;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #a85a7c;color:#fff}.bg-gradient-purple-yellow{--bslib-color-fg: #000;--bslib-color-bg: #a97577;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #a97577;color:#000}.bg-gradient-purple-green{--bslib-color-fg: #ffffff;--bslib-color-bg: #4d5e95;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #4d5e95;color:#fff}.bg-gradient-purple-teal{--bslib-color-fg: #ffffff;--bslib-color-bg: #4f78b0;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #4f78b0;color:#fff}.bg-gradient-purple-cyan{--bslib-color-fg: #000;--bslib-color-bg: #4878d4;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #4878d4;color:#000}.bg-gradient-pink-blue{--bslib-color-fg: #ffffff;--bslib-color-bg: #864bb4;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #864bb4;color:#fff}.bg-gradient-pink-indigo{--bslib-color-fg: #ffffff;--bslib-color-bg: #a925b0;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #a925b0;color:#fff}.bg-gradient-pink-purple{--bslib-color-fg: #ffffff;--bslib-color-bg: #ad399c;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #ad399c;color:#fff}.bg-gradient-pink-red{--bslib-color-fg: #ffffff;--bslib-color-bg: #d8346b;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #d8346b;color:#fff}.bg-gradient-pink-orange{--bslib-color-fg: #000;--bslib-color-bg: #e65157;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #e65157;color:#000}.bg-gradient-pink-yellow{--bslib-color-fg: #000;--bslib-color-bg: #e66c52;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #e66c52;color:#000}.bg-gradient-pink-green{--bslib-color-fg: #ffffff;--bslib-color-bg: #8a5571;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #8a5571;color:#fff}.bg-gradient-pink-teal{--bslib-color-fg: #000;--bslib-color-bg: #8d6f8c;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #8d6f8c;color:#000}.bg-gradient-pink-cyan{--bslib-color-fg: #000;--bslib-color-bg: #866faf;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #866faf;color:#000}.bg-gradient-red-blue{--bslib-color-fg: #ffffff;--bslib-color-bg: #894c8f;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #894c8f;color:#fff}.bg-gradient-red-indigo{--bslib-color-fg: #ffffff;--bslib-color-bg: #ad268a;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #ad268a;color:#fff}.bg-gradient-red-purple{--bslib-color-fg: #ffffff;--bslib-color-bg: #b03a77;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #b03a77;color:#fff}.bg-gradient-red-pink{--bslib-color-fg: #ffffff;--bslib-color-bg: #da345e;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #da345e;color:#fff}.bg-gradient-red-orange{--bslib-color-fg: #000;--bslib-color-bg: #e95231;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #e95231;color:#000}.bg-gradient-red-yellow{--bslib-color-fg: #000;--bslib-color-bg: #ea6d2c;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #ea6d2c;color:#000}.bg-gradient-red-green{--bslib-color-fg: #ffffff;--bslib-color-bg: #8e564b;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #8e564b;color:#fff}.bg-gradient-red-teal{--bslib-color-fg: #000;--bslib-color-bg: #917066;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #917066;color:#000}.bg-gradient-red-cyan{--bslib-color-fg: #000;--bslib-color-bg: #897189;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #897189;color:#000}.bg-gradient-orange-blue{--bslib-color-fg: #000;--bslib-color-bg: #9d7871;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #9d7871;color:#000}.bg-gradient-orange-indigo{--bslib-color-fg: #000;--bslib-color-bg: #c1526d;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #c1526d;color:#000}.bg-gradient-orange-purple{--bslib-color-fg: #000;--bslib-color-bg: #c46659;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #c46659;color:#000}.bg-gradient-orange-pink{--bslib-color-fg: #000;--bslib-color-bg: #ed6041;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #ed6041;color:#000}.bg-gradient-orange-red{--bslib-color-fg: #000;--bslib-color-bg: #f06128;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #f06128;color:#000}.bg-gradient-orange-yellow{--bslib-color-fg: #000;--bslib-color-bg: #fe990f;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #fe990f;color:#000}.bg-gradient-orange-green{--bslib-color-fg: #000;--bslib-color-bg: #a2822e;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #a2822e;color:#000}.bg-gradient-orange-teal{--bslib-color-fg: #000;--bslib-color-bg: #a59c48;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #a59c48;color:#000}.bg-gradient-orange-cyan{--bslib-color-fg: #000;--bslib-color-bg: #9d9c6c;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #9d9c6c;color:#000}.bg-gradient-yellow-blue{--bslib-color-fg: #000;--bslib-color-bg: #9ea069;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #9ea069;color:#000}.bg-gradient-yellow-indigo{--bslib-color-fg: #000;--bslib-color-bg: #c27a65;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #c27a65;color:#000}.bg-gradient-yellow-purple{--bslib-color-fg: #000;--bslib-color-bg: #c58e51;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #c58e51;color:#000}.bg-gradient-yellow-pink{--bslib-color-fg: #000;--bslib-color-bg: #ef8839;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #ef8839;color:#000}.bg-gradient-yellow-red{--bslib-color-fg: #000;--bslib-color-bg: #f18920;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #f18920;color:#000}.bg-gradient-yellow-orange{--bslib-color-fg: #000;--bslib-color-bg: #fea60c;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #fea60c;color:#000}.bg-gradient-yellow-green{--bslib-color-fg: #000;--bslib-color-bg: #a3aa26;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #a3aa26;color:#000}.bg-gradient-yellow-teal{--bslib-color-fg: #000;--bslib-color-bg: #a6c441;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #a6c441;color:#000}.bg-gradient-yellow-cyan{--bslib-color-fg: #000;--bslib-color-bg: #9ec564;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #9ec564;color:#000}.bg-gradient-green-blue{--bslib-color-fg: #ffffff;--bslib-color-bg: #147d98;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #147d98;color:#fff}.bg-gradient-green-indigo{--bslib-color-fg: #ffffff;--bslib-color-bg: #385793;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #385793;color:#fff}.bg-gradient-green-purple{--bslib-color-fg: #ffffff;--bslib-color-bg: #3b6b80;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #3b6b80;color:#fff}.bg-gradient-green-pink{--bslib-color-fg: #ffffff;--bslib-color-bg: #656567;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #656567;color:#fff}.bg-gradient-green-red{--bslib-color-fg: #ffffff;--bslib-color-bg: #67664e;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #67664e;color:#fff}.bg-gradient-green-orange{--bslib-color-fg: #000;--bslib-color-bg: #74833a;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #74833a;color:#000}.bg-gradient-green-yellow{--bslib-color-fg: #000;--bslib-color-bg: #759e35;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #759e35;color:#000}.bg-gradient-green-teal{--bslib-color-fg: #000;--bslib-color-bg: #1ca16f;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #1ca16f;color:#000}.bg-gradient-green-cyan{--bslib-color-fg: #000;--bslib-color-bg: #14a292;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #14a292;color:#000}.bg-gradient-teal-blue{--bslib-color-fg: #000;--bslib-color-bg: #18a5c0;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #18a5c0;color:#000}.bg-gradient-teal-indigo{--bslib-color-fg: #000;--bslib-color-bg: #3c7fbb;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #3c7fbb;color:#000}.bg-gradient-teal-purple{--bslib-color-fg: #000;--bslib-color-bg: #4093a8;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #4093a8;color:#000}.bg-gradient-teal-pink{--bslib-color-fg: #000;--bslib-color-bg: #698d8f;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #698d8f;color:#000}.bg-gradient-teal-red{--bslib-color-fg: #000;--bslib-color-bg: #6b8e76;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #6b8e76;color:#000}.bg-gradient-teal-orange{--bslib-color-fg: #000;--bslib-color-bg: #78ab63;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #78ab63;color:#000}.bg-gradient-teal-yellow{--bslib-color-fg: #000;--bslib-color-bg: #79c65d;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #79c65d;color:#000}.bg-gradient-teal-green{--bslib-color-fg: #000;--bslib-color-bg: #1daf7c;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #1daf7c;color:#000}.bg-gradient-teal-cyan{--bslib-color-fg: #000;--bslib-color-bg: #18c9bb;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #18c9bb;color:#000}.bg-gradient-cyan-blue{--bslib-color-fg: #000;--bslib-color-bg: #0da5f5;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #0da5f5;color:#000}.bg-gradient-cyan-indigo{--bslib-color-fg: #000;--bslib-color-bg: #3180f1;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #3180f1;color:#000}.bg-gradient-cyan-purple{--bslib-color-fg: #000;--bslib-color-bg: #3494dd;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #3494dd;color:#000}.bg-gradient-cyan-pink{--bslib-color-fg: #000;--bslib-color-bg: #5d8ec5;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #5d8ec5;color:#000}.bg-gradient-cyan-red{--bslib-color-fg: #000;--bslib-color-bg: #608eac;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #608eac;color:#000}.bg-gradient-cyan-orange{--bslib-color-fg: #000;--bslib-color-bg: #6dac98;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #6dac98;color:#000}.bg-gradient-cyan-yellow{--bslib-color-fg: #000;--bslib-color-bg: #6ec693;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #6ec693;color:#000}.bg-gradient-cyan-green{--bslib-color-fg: #000;--bslib-color-bg: #12afb2;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #12afb2;color:#000}.bg-gradient-cyan-teal{--bslib-color-fg: #000;--bslib-color-bg: #15cacc;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #15cacc;color:#000}:root{--bslib-spacer: 1rem;--bslib-mb-spacer: var(--bslib-spacer, 1rem)}.bslib-mb-spacing{margin-bottom:var(--bslib-mb-spacer)}.bslib-gap-spacing{gap:var(--bslib-mb-spacer)}.bslib-gap-spacing>.bslib-mb-spacing,.bslib-gap-spacing>.form-group,.bslib-gap-spacing>p,.bslib-gap-spacing>pre{margin-bottom:0}.html-fill-container>.html-fill-item.bslib-mb-spacing{margin-bottom:0}:root{--bslib-spacer: 1rem;--bslib-mb-spacer: var(--bslib-spacer, 1rem)}.bslib-mb-spacing{margin-bottom:var(--bslib-mb-spacer)}.bslib-gap-spacing{gap:var(--bslib-mb-spacer)}.bslib-gap-spacing>.bslib-mb-spacing,.bslib-gap-spacing>.form-group,.bslib-gap-spacing>p,.bslib-gap-spacing>pre{margin-bottom:0}.html-fill-container>.html-fill-item.bslib-mb-spacing{margin-bottom:0}.tab-content>.tab-pane.html-fill-container{display:none}.tab-content>.active.html-fill-container{display:flex}.tab-content.html-fill-container{padding:0}.bg-blue{--bslib-color-bg: #0d6efd;--bslib-color-fg: #ffffff;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-blue{--bslib-color-fg: #0d6efd;color:var(--bslib-color-fg)}.bg-indigo{--bslib-color-bg: #6610f2;--bslib-color-fg: #ffffff;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-indigo{--bslib-color-fg: #6610f2;color:var(--bslib-color-fg)}.bg-purple{--bslib-color-bg: #6f42c1;--bslib-color-fg: #ffffff;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-purple{--bslib-color-fg: #6f42c1;color:var(--bslib-color-fg)}.bg-pink{--bslib-color-bg: #d63384;--bslib-color-fg: #ffffff;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-pink{--bslib-color-fg: #d63384;color:var(--bslib-color-fg)}.bg-red{--bslib-color-bg: #dc3545;--bslib-color-fg: #ffffff;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-red{--bslib-color-fg: #dc3545;color:var(--bslib-color-fg)}.bg-orange{--bslib-color-bg: #fd7e14;--bslib-color-fg: #000;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-orange{--bslib-color-fg: #fd7e14;color:var(--bslib-color-fg)}.bg-yellow{--bslib-color-bg: #ffc107;--bslib-color-fg: #000;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-yellow{--bslib-color-fg: #ffc107;color:var(--bslib-color-fg)}.bg-green{--bslib-color-bg: #198754;--bslib-color-fg: #ffffff;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-green{--bslib-color-fg: #198754;color:var(--bslib-color-fg)}.bg-teal{--bslib-color-bg: #20c997;--bslib-color-fg: #000;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-teal{--bslib-color-fg: #20c997;color:var(--bslib-color-fg)}.bg-cyan{--bslib-color-bg: #0dcaf0;--bslib-color-fg: #000;background-color:var(--bslib-color-bg);color:var(--bslib-color-fg)}.text-cyan{--bslib-color-fg: #0dcaf0;color:var(--bslib-color-fg)}.text-default{--bslib-color-fg: #dee2e6}.bg-default{--bslib-color-bg: #dee2e6;--bslib-color-fg: #000}.text-primary{--bslib-color-fg: #0d6efd}.bg-primary{--bslib-color-bg: #0d6efd;--bslib-color-fg: #ffffff}.text-secondary{--bslib-color-fg: #6c757d}.bg-secondary{--bslib-color-bg: #6c757d;--bslib-color-fg: #ffffff}.text-success{--bslib-color-fg: #198754}.bg-success{--bslib-color-bg: #198754;--bslib-color-fg: #ffffff}.text-info{--bslib-color-fg: #0dcaf0}.bg-info{--bslib-color-bg: #0dcaf0;--bslib-color-fg: #000}.text-warning{--bslib-color-fg: #ffc107}.bg-warning{--bslib-color-bg: #ffc107;--bslib-color-fg: #000}.text-danger{--bslib-color-fg: #dc3545}.bg-danger{--bslib-color-bg: #dc3545;--bslib-color-fg: #ffffff}.text-light{--bslib-color-fg: #f8f9fa}.bg-light{--bslib-color-bg: #f8f9fa;--bslib-color-fg: #000}.text-dark{--bslib-color-fg: #212529}.bg-dark{--bslib-color-bg: #212529;--bslib-color-fg: #ffffff}.bg-gradient-blue-indigo{--bslib-color-fg: #ffffff;--bslib-color-bg: #3148f9;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #3148f9;color:#fff}.bg-gradient-blue-purple{--bslib-color-fg: #ffffff;--bslib-color-bg: #345ce5;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #345ce5;color:#fff}.bg-gradient-blue-pink{--bslib-color-fg: #ffffff;--bslib-color-bg: #5d56cd;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #5d56cd;color:#fff}.bg-gradient-blue-red{--bslib-color-fg: #ffffff;--bslib-color-bg: #6057b3;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #6057b3;color:#fff}.bg-gradient-blue-orange{--bslib-color-fg: #ffffff;--bslib-color-bg: #6d74a0;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #6d74a0;color:#fff}.bg-gradient-blue-yellow{--bslib-color-fg: #000;--bslib-color-bg: #6e8f9b;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #6e8f9b;color:#000}.bg-gradient-blue-green{--bslib-color-fg: #ffffff;--bslib-color-bg: #1278b9;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #1278b9;color:#fff}.bg-gradient-blue-teal{--bslib-color-fg: #000;--bslib-color-bg: #1592d4;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #1592d4;color:#000}.bg-gradient-blue-cyan{--bslib-color-fg: #000;--bslib-color-bg: #0d93f8;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0d6efd var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #0d93f8;color:#000}.bg-gradient-indigo-blue{--bslib-color-fg: #ffffff;--bslib-color-bg: #4236f6;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #4236f6;color:#fff}.bg-gradient-indigo-purple{--bslib-color-fg: #ffffff;--bslib-color-bg: #6a24de;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #6a24de;color:#fff}.bg-gradient-indigo-pink{--bslib-color-fg: #ffffff;--bslib-color-bg: #931ec6;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #931ec6;color:#fff}.bg-gradient-indigo-red{--bslib-color-fg: #ffffff;--bslib-color-bg: #951fad;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #951fad;color:#fff}.bg-gradient-indigo-orange{--bslib-color-fg: #ffffff;--bslib-color-bg: #a23c99;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #a23c99;color:#fff}.bg-gradient-indigo-yellow{--bslib-color-fg: #ffffff;--bslib-color-bg: #a35794;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #a35794;color:#fff}.bg-gradient-indigo-green{--bslib-color-fg: #ffffff;--bslib-color-bg: #4740b3;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #4740b3;color:#fff}.bg-gradient-indigo-teal{--bslib-color-fg: #ffffff;--bslib-color-bg: #4a5ace;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #4a5ace;color:#fff}.bg-gradient-indigo-cyan{--bslib-color-fg: #ffffff;--bslib-color-bg: #425af1;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6610f2 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #425af1;color:#fff}.bg-gradient-purple-blue{--bslib-color-fg: #ffffff;--bslib-color-bg: #4854d9;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #4854d9;color:#fff}.bg-gradient-purple-indigo{--bslib-color-fg: #ffffff;--bslib-color-bg: #6b2ed5;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #6b2ed5;color:#fff}.bg-gradient-purple-pink{--bslib-color-fg: #ffffff;--bslib-color-bg: #983ca9;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #983ca9;color:#fff}.bg-gradient-purple-red{--bslib-color-fg: #ffffff;--bslib-color-bg: #9b3d8f;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #9b3d8f;color:#fff}.bg-gradient-purple-orange{--bslib-color-fg: #ffffff;--bslib-color-bg: #a85a7c;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #a85a7c;color:#fff}.bg-gradient-purple-yellow{--bslib-color-fg: #000;--bslib-color-bg: #a97577;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #a97577;color:#000}.bg-gradient-purple-green{--bslib-color-fg: #ffffff;--bslib-color-bg: #4d5e95;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #4d5e95;color:#fff}.bg-gradient-purple-teal{--bslib-color-fg: #ffffff;--bslib-color-bg: #4f78b0;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #4f78b0;color:#fff}.bg-gradient-purple-cyan{--bslib-color-fg: #000;--bslib-color-bg: #4878d4;background:linear-gradient(var(--bg-gradient-deg, 140deg), #6f42c1 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #4878d4;color:#000}.bg-gradient-pink-blue{--bslib-color-fg: #ffffff;--bslib-color-bg: #864bb4;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #864bb4;color:#fff}.bg-gradient-pink-indigo{--bslib-color-fg: #ffffff;--bslib-color-bg: #a925b0;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #a925b0;color:#fff}.bg-gradient-pink-purple{--bslib-color-fg: #ffffff;--bslib-color-bg: #ad399c;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #ad399c;color:#fff}.bg-gradient-pink-red{--bslib-color-fg: #ffffff;--bslib-color-bg: #d8346b;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #d8346b;color:#fff}.bg-gradient-pink-orange{--bslib-color-fg: #000;--bslib-color-bg: #e65157;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #e65157;color:#000}.bg-gradient-pink-yellow{--bslib-color-fg: #000;--bslib-color-bg: #e66c52;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #e66c52;color:#000}.bg-gradient-pink-green{--bslib-color-fg: #ffffff;--bslib-color-bg: #8a5571;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #8a5571;color:#fff}.bg-gradient-pink-teal{--bslib-color-fg: #000;--bslib-color-bg: #8d6f8c;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #8d6f8c;color:#000}.bg-gradient-pink-cyan{--bslib-color-fg: #000;--bslib-color-bg: #866faf;background:linear-gradient(var(--bg-gradient-deg, 140deg), #d63384 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #866faf;color:#000}.bg-gradient-red-blue{--bslib-color-fg: #ffffff;--bslib-color-bg: #894c8f;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #894c8f;color:#fff}.bg-gradient-red-indigo{--bslib-color-fg: #ffffff;--bslib-color-bg: #ad268a;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #ad268a;color:#fff}.bg-gradient-red-purple{--bslib-color-fg: #ffffff;--bslib-color-bg: #b03a77;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #b03a77;color:#fff}.bg-gradient-red-pink{--bslib-color-fg: #ffffff;--bslib-color-bg: #da345e;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #da345e;color:#fff}.bg-gradient-red-orange{--bslib-color-fg: #000;--bslib-color-bg: #e95231;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #e95231;color:#000}.bg-gradient-red-yellow{--bslib-color-fg: #000;--bslib-color-bg: #ea6d2c;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #ea6d2c;color:#000}.bg-gradient-red-green{--bslib-color-fg: #ffffff;--bslib-color-bg: #8e564b;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #8e564b;color:#fff}.bg-gradient-red-teal{--bslib-color-fg: #000;--bslib-color-bg: #917066;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #917066;color:#000}.bg-gradient-red-cyan{--bslib-color-fg: #000;--bslib-color-bg: #897189;background:linear-gradient(var(--bg-gradient-deg, 140deg), #dc3545 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #897189;color:#000}.bg-gradient-orange-blue{--bslib-color-fg: #000;--bslib-color-bg: #9d7871;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #9d7871;color:#000}.bg-gradient-orange-indigo{--bslib-color-fg: #000;--bslib-color-bg: #c1526d;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #c1526d;color:#000}.bg-gradient-orange-purple{--bslib-color-fg: #000;--bslib-color-bg: #c46659;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #c46659;color:#000}.bg-gradient-orange-pink{--bslib-color-fg: #000;--bslib-color-bg: #ed6041;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #ed6041;color:#000}.bg-gradient-orange-red{--bslib-color-fg: #000;--bslib-color-bg: #f06128;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #f06128;color:#000}.bg-gradient-orange-yellow{--bslib-color-fg: #000;--bslib-color-bg: #fe990f;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #fe990f;color:#000}.bg-gradient-orange-green{--bslib-color-fg: #000;--bslib-color-bg: #a2822e;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #a2822e;color:#000}.bg-gradient-orange-teal{--bslib-color-fg: #000;--bslib-color-bg: #a59c48;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #a59c48;color:#000}.bg-gradient-orange-cyan{--bslib-color-fg: #000;--bslib-color-bg: #9d9c6c;background:linear-gradient(var(--bg-gradient-deg, 140deg), #fd7e14 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #9d9c6c;color:#000}.bg-gradient-yellow-blue{--bslib-color-fg: #000;--bslib-color-bg: #9ea069;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #9ea069;color:#000}.bg-gradient-yellow-indigo{--bslib-color-fg: #000;--bslib-color-bg: #c27a65;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #c27a65;color:#000}.bg-gradient-yellow-purple{--bslib-color-fg: #000;--bslib-color-bg: #c58e51;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #c58e51;color:#000}.bg-gradient-yellow-pink{--bslib-color-fg: #000;--bslib-color-bg: #ef8839;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #ef8839;color:#000}.bg-gradient-yellow-red{--bslib-color-fg: #000;--bslib-color-bg: #f18920;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #f18920;color:#000}.bg-gradient-yellow-orange{--bslib-color-fg: #000;--bslib-color-bg: #fea60c;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #fea60c;color:#000}.bg-gradient-yellow-green{--bslib-color-fg: #000;--bslib-color-bg: #a3aa26;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #a3aa26;color:#000}.bg-gradient-yellow-teal{--bslib-color-fg: #000;--bslib-color-bg: #a6c441;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #a6c441;color:#000}.bg-gradient-yellow-cyan{--bslib-color-fg: #000;--bslib-color-bg: #9ec564;background:linear-gradient(var(--bg-gradient-deg, 140deg), #ffc107 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #9ec564;color:#000}.bg-gradient-green-blue{--bslib-color-fg: #ffffff;--bslib-color-bg: #147d98;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #147d98;color:#fff}.bg-gradient-green-indigo{--bslib-color-fg: #ffffff;--bslib-color-bg: #385793;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #385793;color:#fff}.bg-gradient-green-purple{--bslib-color-fg: #ffffff;--bslib-color-bg: #3b6b80;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #3b6b80;color:#fff}.bg-gradient-green-pink{--bslib-color-fg: #ffffff;--bslib-color-bg: #656567;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #656567;color:#fff}.bg-gradient-green-red{--bslib-color-fg: #ffffff;--bslib-color-bg: #67664e;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #67664e;color:#fff}.bg-gradient-green-orange{--bslib-color-fg: #000;--bslib-color-bg: #74833a;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #74833a;color:#000}.bg-gradient-green-yellow{--bslib-color-fg: #000;--bslib-color-bg: #759e35;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #759e35;color:#000}.bg-gradient-green-teal{--bslib-color-fg: #000;--bslib-color-bg: #1ca16f;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #1ca16f;color:#000}.bg-gradient-green-cyan{--bslib-color-fg: #000;--bslib-color-bg: #14a292;background:linear-gradient(var(--bg-gradient-deg, 140deg), #198754 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #14a292;color:#000}.bg-gradient-teal-blue{--bslib-color-fg: #000;--bslib-color-bg: #18a5c0;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #18a5c0;color:#000}.bg-gradient-teal-indigo{--bslib-color-fg: #000;--bslib-color-bg: #3c7fbb;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #3c7fbb;color:#000}.bg-gradient-teal-purple{--bslib-color-fg: #000;--bslib-color-bg: #4093a8;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #4093a8;color:#000}.bg-gradient-teal-pink{--bslib-color-fg: #000;--bslib-color-bg: #698d8f;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #698d8f;color:#000}.bg-gradient-teal-red{--bslib-color-fg: #000;--bslib-color-bg: #6b8e76;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #6b8e76;color:#000}.bg-gradient-teal-orange{--bslib-color-fg: #000;--bslib-color-bg: #78ab63;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #78ab63;color:#000}.bg-gradient-teal-yellow{--bslib-color-fg: #000;--bslib-color-bg: #79c65d;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #79c65d;color:#000}.bg-gradient-teal-green{--bslib-color-fg: #000;--bslib-color-bg: #1daf7c;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #1daf7c;color:#000}.bg-gradient-teal-cyan{--bslib-color-fg: #000;--bslib-color-bg: #18c9bb;background:linear-gradient(var(--bg-gradient-deg, 140deg), #20c997 var(--bg-gradient-start, 36%), #0dcaf0 var(--bg-gradient-end, 180%)) #18c9bb;color:#000}.bg-gradient-cyan-blue{--bslib-color-fg: #000;--bslib-color-bg: #0da5f5;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #0d6efd var(--bg-gradient-end, 180%)) #0da5f5;color:#000}.bg-gradient-cyan-indigo{--bslib-color-fg: #000;--bslib-color-bg: #3180f1;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #6610f2 var(--bg-gradient-end, 180%)) #3180f1;color:#000}.bg-gradient-cyan-purple{--bslib-color-fg: #000;--bslib-color-bg: #3494dd;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #6f42c1 var(--bg-gradient-end, 180%)) #3494dd;color:#000}.bg-gradient-cyan-pink{--bslib-color-fg: #000;--bslib-color-bg: #5d8ec5;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #d63384 var(--bg-gradient-end, 180%)) #5d8ec5;color:#000}.bg-gradient-cyan-red{--bslib-color-fg: #000;--bslib-color-bg: #608eac;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #dc3545 var(--bg-gradient-end, 180%)) #608eac;color:#000}.bg-gradient-cyan-orange{--bslib-color-fg: #000;--bslib-color-bg: #6dac98;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #fd7e14 var(--bg-gradient-end, 180%)) #6dac98;color:#000}.bg-gradient-cyan-yellow{--bslib-color-fg: #000;--bslib-color-bg: #6ec693;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #ffc107 var(--bg-gradient-end, 180%)) #6ec693;color:#000}.bg-gradient-cyan-green{--bslib-color-fg: #000;--bslib-color-bg: #12afb2;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #198754 var(--bg-gradient-end, 180%)) #12afb2;color:#000}.bg-gradient-cyan-teal{--bslib-color-fg: #000;--bslib-color-bg: #15cacc;background:linear-gradient(var(--bg-gradient-deg, 140deg), #0dcaf0 var(--bg-gradient-start, 36%), #20c997 var(--bg-gradient-end, 180%)) #15cacc;color:#000}.bslib-sidebar-layout{--bslib-sidebar-transition-duration: 500ms;--bslib-sidebar-transition-easing-x: cubic-bezier(0.8, 0.78, 0.22, 1.07);--bslib-sidebar-border: var(--bs-card-border-width, 1px) solid var(--bs-card-border-color, rgba(0, 0, 0, 0.175));--bslib-sidebar-border-radius: var(--bs-border-radius);--bslib-sidebar-vert-border: var(--bs-card-border-width, 1px) solid var(--bs-card-border-color, rgba(0, 0, 0, 0.175));--bslib-sidebar-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.05);--bslib-sidebar-fg: var(--bs-emphasis-color, black);--bslib-sidebar-main-fg: var(--bs-card-color, var(--bs-body-color));--bslib-sidebar-main-bg: var(--bs-card-bg, var(--bs-body-bg));--bslib-sidebar-toggle-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.1);--bslib-sidebar-padding: calc(var(--bslib-spacer) * 1.5);--bslib-sidebar-icon-size: var(--bslib-spacer, 1rem);--bslib-sidebar-icon-button-size: calc(var(--bslib-sidebar-icon-size, 1rem) * 2);--bslib-sidebar-padding-icon: calc(var(--bslib-sidebar-icon-button-size, 2rem) * 1.5);--bslib-collapse-toggle-border-radius: var(--bs-border-radius, 0.25rem);--bslib-collapse-toggle-transform: 0deg;--bslib-sidebar-toggle-transition-easing: cubic-bezier(1, 0, 0, 1);--bslib-collapse-toggle-right-transform: 180deg;--bslib-sidebar-column-main: minmax(0, 1fr);display:grid !important;grid-template-columns:min(100% - var(--bslib-sidebar-icon-size),var(--bslib-sidebar-width, 250px)) var(--bslib-sidebar-column-main);position:relative;transition:grid-template-columns ease-in-out var(--bslib-sidebar-transition-duration);border:var(--bslib-sidebar-border);border-radius:var(--bslib-sidebar-border-radius)}@media(prefers-reduced-motion: reduce){.bslib-sidebar-layout{transition:none}}.bslib-sidebar-layout[data-bslib-sidebar-border=false]{border:none}.bslib-sidebar-layout[data-bslib-sidebar-border-radius=false]{border-radius:initial}.bslib-sidebar-layout>.main,.bslib-sidebar-layout>.sidebar{grid-row:1/2;border-radius:inherit;overflow:auto}.bslib-sidebar-layout>.main{grid-column:2/3;border-top-left-radius:0;border-bottom-left-radius:0;padding:var(--bslib-sidebar-padding);transition:padding var(--bslib-sidebar-transition-easing-x) var(--bslib-sidebar-transition-duration);color:var(--bslib-sidebar-main-fg);background-color:var(--bslib-sidebar-main-bg)}.bslib-sidebar-layout>.sidebar{grid-column:1/2;width:100%;height:100%;border-right:var(--bslib-sidebar-vert-border);border-top-right-radius:0;border-bottom-right-radius:0;color:var(--bslib-sidebar-fg);background-color:var(--bslib-sidebar-bg);backdrop-filter:blur(5px)}.bslib-sidebar-layout>.sidebar>.sidebar-content{display:flex;flex-direction:column;gap:var(--bslib-spacer, 1rem);padding:var(--bslib-sidebar-padding);padding-top:var(--bslib-sidebar-padding-icon)}.bslib-sidebar-layout>.sidebar>.sidebar-content>:last-child:not(.sidebar-title){margin-bottom:0}.bslib-sidebar-layout>.sidebar>.sidebar-content>.accordion{margin-left:calc(-1*var(--bslib-sidebar-padding));margin-right:calc(-1*var(--bslib-sidebar-padding))}.bslib-sidebar-layout>.sidebar>.sidebar-content>.accordion:last-child{margin-bottom:calc(-1*var(--bslib-sidebar-padding))}.bslib-sidebar-layout>.sidebar>.sidebar-content>.accordion:not(:last-child){margin-bottom:1rem}.bslib-sidebar-layout>.sidebar>.sidebar-content>.accordion .accordion-body{display:flex;flex-direction:column}.bslib-sidebar-layout>.sidebar>.sidebar-content>.accordion:not(:first-child) .accordion-item:first-child{border-top:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.bslib-sidebar-layout>.sidebar>.sidebar-content>.accordion:not(:last-child) .accordion-item:last-child{border-bottom:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.bslib-sidebar-layout>.sidebar>.sidebar-content.has-accordion>.sidebar-title{border-bottom:none;padding-bottom:0}.bslib-sidebar-layout>.sidebar .shiny-input-container{width:100%}.bslib-sidebar-layout[data-bslib-sidebar-open=always]>.sidebar>.sidebar-content{padding-top:var(--bslib-sidebar-padding)}.bslib-sidebar-layout>.collapse-toggle{grid-row:1/2;grid-column:1/2;display:inline-flex;align-items:center;position:absolute;right:calc(var(--bslib-sidebar-icon-size));top:calc(var(--bslib-sidebar-icon-size, 1rem)/2);border:none;border-radius:var(--bslib-collapse-toggle-border-radius);height:var(--bslib-sidebar-icon-button-size, 2rem);width:var(--bslib-sidebar-icon-button-size, 2rem);display:flex;align-items:center;justify-content:center;padding:0;color:var(--bslib-sidebar-fg);background-color:unset;transition:color var(--bslib-sidebar-transition-easing-x) var(--bslib-sidebar-transition-duration),top var(--bslib-sidebar-transition-easing-x) var(--bslib-sidebar-transition-duration),right var(--bslib-sidebar-transition-easing-x) var(--bslib-sidebar-transition-duration),left var(--bslib-sidebar-transition-easing-x) var(--bslib-sidebar-transition-duration)}.bslib-sidebar-layout>.collapse-toggle:hover{background-color:var(--bslib-sidebar-toggle-bg)}.bslib-sidebar-layout>.collapse-toggle>.collapse-icon{opacity:.8;width:var(--bslib-sidebar-icon-size);height:var(--bslib-sidebar-icon-size);transform:rotateY(var(--bslib-collapse-toggle-transform));transition:transform var(--bslib-sidebar-toggle-transition-easing) var(--bslib-sidebar-transition-duration)}.bslib-sidebar-layout>.collapse-toggle:hover>.collapse-icon{opacity:1}.bslib-sidebar-layout .sidebar-title{font-size:1.25rem;line-height:1.25;margin-top:0;margin-bottom:1rem;padding-bottom:1rem;border-bottom:var(--bslib-sidebar-border)}.bslib-sidebar-layout.sidebar-right{grid-template-columns:var(--bslib-sidebar-column-main) min(100% - var(--bslib-sidebar-icon-size),var(--bslib-sidebar-width, 250px))}.bslib-sidebar-layout.sidebar-right>.main{grid-column:1/2;border-top-right-radius:0;border-bottom-right-radius:0;border-top-left-radius:inherit;border-bottom-left-radius:inherit}.bslib-sidebar-layout.sidebar-right>.sidebar{grid-column:2/3;border-right:none;border-left:var(--bslib-sidebar-vert-border);border-top-left-radius:0;border-bottom-left-radius:0}.bslib-sidebar-layout.sidebar-right>.collapse-toggle{grid-column:2/3;left:var(--bslib-sidebar-icon-size);right:unset;border:var(--bslib-collapse-toggle-border)}.bslib-sidebar-layout.sidebar-right>.collapse-toggle>.collapse-icon{transform:rotateY(var(--bslib-collapse-toggle-right-transform))}.bslib-sidebar-layout.sidebar-collapsed{--bslib-collapse-toggle-transform: 180deg;--bslib-collapse-toggle-right-transform: 0deg;--bslib-sidebar-vert-border: none;grid-template-columns:0 minmax(0, 1fr)}.bslib-sidebar-layout.sidebar-collapsed.sidebar-right{grid-template-columns:minmax(0, 1fr) 0}.bslib-sidebar-layout.sidebar-collapsed:not(.transitioning)>.sidebar>*{display:none}.bslib-sidebar-layout.sidebar-collapsed>.main{border-radius:inherit}.bslib-sidebar-layout.sidebar-collapsed:not(.sidebar-right)>.main{padding-left:var(--bslib-sidebar-padding-icon)}.bslib-sidebar-layout.sidebar-collapsed.sidebar-right>.main{padding-right:var(--bslib-sidebar-padding-icon)}.bslib-sidebar-layout.sidebar-collapsed>.collapse-toggle{color:var(--bslib-sidebar-main-fg);top:calc(var(--bslib-sidebar-overlap-counter, 0)*(var(--bslib-sidebar-icon-size) + var(--bslib-sidebar-padding)) + var(--bslib-sidebar-icon-size, 1rem)/2);right:calc(-2.5*var(--bslib-sidebar-icon-size) - var(--bs-card-border-width, 1px))}.bslib-sidebar-layout.sidebar-collapsed.sidebar-right>.collapse-toggle{left:calc(-2.5*var(--bslib-sidebar-icon-size) - var(--bs-card-border-width, 1px));right:unset}@media(min-width: 576px){.bslib-sidebar-layout.transitioning>.sidebar>.sidebar-content{display:none}}@media(max-width: 575.98px){.bslib-sidebar-layout[data-bslib-sidebar-open=desktop]{--bslib-sidebar-js-init-collapsed: true}.bslib-sidebar-layout>.sidebar,.bslib-sidebar-layout.sidebar-right>.sidebar{border:none}.bslib-sidebar-layout>.main,.bslib-sidebar-layout.sidebar-right>.main{grid-column:1/3}.bslib-sidebar-layout[data-bslib-sidebar-open=always]{display:block !important}.bslib-sidebar-layout[data-bslib-sidebar-open=always]>.sidebar{max-height:var(--bslib-sidebar-max-height-mobile);overflow-y:auto;border-top:var(--bslib-sidebar-vert-border)}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always]){grid-template-columns:100% 0}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always]):not(.sidebar-collapsed)>.sidebar{z-index:1}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always]):not(.sidebar-collapsed)>.collapse-toggle{z-index:1}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always]).sidebar-right{grid-template-columns:0 100%}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always]).sidebar-collapsed{grid-template-columns:0 100%}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always]).sidebar-collapsed.sidebar-right{grid-template-columns:100% 0}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always]):not(.sidebar-right)>.main{padding-left:var(--bslib-sidebar-padding-icon)}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always]).sidebar-right>.main{padding-right:var(--bslib-sidebar-padding-icon)}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always])>.main{opacity:0;transition:opacity var(--bslib-sidebar-transition-easing-x) var(--bslib-sidebar-transition-duration)}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always]).sidebar-collapsed>.main{opacity:1}}.bslib-card{overflow:auto}.bslib-card .card-body+.card-body{padding-top:0}.bslib-card .card-body{overflow:auto}.bslib-card .card-body p{margin-top:0}.bslib-card .card-body p:last-child{margin-bottom:0}.bslib-card .card-body{max-height:var(--bslib-card-body-max-height, none)}.bslib-card[data-full-screen=true]>.card-body{max-height:var(--bslib-card-body-max-height-full-screen, none)}.bslib-card .card-header .form-group{margin-bottom:0}.bslib-card .card-header .selectize-control{margin-bottom:0}.bslib-card .card-header .selectize-control .item{margin-right:1.15rem}.bslib-card .card-footer{margin-top:auto}.bslib-card .bslib-navs-card-title{display:flex;flex-wrap:wrap;justify-content:space-between;align-items:center}.bslib-card .bslib-navs-card-title .nav{margin-left:auto}.bslib-card .bslib-sidebar-layout:not([data-bslib-sidebar-border=true]){border:none}.bslib-card .bslib-sidebar-layout:not([data-bslib-sidebar-border-radius=true]){border-top-left-radius:0;border-top-right-radius:0}[data-full-screen=true]{position:fixed;inset:3.5rem 1rem 1rem;height:auto !important;max-height:none !important;width:auto !important;z-index:1070}.bslib-full-screen-enter{display:none;position:absolute;bottom:var(--bslib-full-screen-enter-bottom, 0.2rem);right:var(--bslib-full-screen-enter-right, 0);top:var(--bslib-full-screen-enter-top);left:var(--bslib-full-screen-enter-left);color:var(--bslib-color-fg, var(--bs-card-color));background-color:var(--bslib-color-bg, var(--bs-card-bg, var(--bs-body-bg)));border:var(--bs-card-border-width) solid var(--bslib-color-fg, var(--bs-card-border-color));box-shadow:0 2px 4px rgba(0,0,0,.15);margin:.2rem .4rem;padding:.55rem !important;font-size:.8rem;cursor:pointer;opacity:.7;z-index:1070}.bslib-full-screen-enter:hover{opacity:1}.card[data-full-screen=false]:hover>*>.bslib-full-screen-enter{display:block}.bslib-has-full-screen .card:hover>*>.bslib-full-screen-enter{display:none}@media(max-width: 575.98px){.bslib-full-screen-enter{display:none !important}}.bslib-full-screen-exit{position:relative;top:1.35rem;font-size:.9rem;cursor:pointer;text-decoration:none;display:flex;float:right;margin-right:2.15rem;align-items:center;color:rgba(var(--bs-body-bg-rgb), 0.8)}.bslib-full-screen-exit:hover{color:rgba(var(--bs-body-bg-rgb), 1)}.bslib-full-screen-exit svg{margin-left:.5rem;font-size:1.5rem}#bslib-full-screen-overlay{position:fixed;inset:0;background-color:rgba(var(--bs-body-color-rgb), 0.6);backdrop-filter:blur(2px);-webkit-backdrop-filter:blur(2px);z-index:1069;animation:bslib-full-screen-overlay-enter 400ms cubic-bezier(0.6, 0.02, 0.65, 1) forwards}@keyframes bslib-full-screen-overlay-enter{0%{opacity:0}100%{opacity:1}}@media(min-width: 576px){.nav:not(.nav-hidden){display:flex !important;display:-webkit-flex !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column){float:none !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column)>.bslib-nav-spacer{margin-left:auto !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column)>.form-inline{margin-top:auto;margin-bottom:auto}.nav:not(.nav-hidden).nav-stacked{flex-direction:column;-webkit-flex-direction:column;height:100%}.nav:not(.nav-hidden).nav-stacked>.bslib-nav-spacer{margin-top:auto !important}}.accordion .accordion-header{font-size:calc(1.29rem + 0.48vw);margin-top:0;margin-bottom:.5rem;font-weight:500;line-height:1.2;color:var(--bs-heading-color);margin-bottom:0}@media(min-width: 1200px){.accordion .accordion-header{font-size:1.65rem}}.accordion .accordion-icon:not(:empty){margin-right:.75rem;display:flex}.accordion .accordion-button:not(.collapsed){box-shadow:none}.accordion .accordion-button:not(.collapsed):focus{box-shadow:var(--bs-accordion-btn-focus-box-shadow)}:root{--bslib-value-box-shadow: none;--bslib-value-box-border-width-auto-yes: var(--bslib-value-box-border-width-baseline);--bslib-value-box-border-width-auto-no: 0;--bslib-value-box-border-width-baseline: 1px}.bslib-value-box{border-width:var(--bslib-value-box-border-width-auto-no, var(--bslib-value-box-border-width-baseline));container-name:bslib-value-box;container-type:inline-size}.bslib-value-box.card{box-shadow:var(--bslib-value-box-shadow)}.bslib-value-box.border-auto{border-width:var(--bslib-value-box-border-width-auto-yes, var(--bslib-value-box-border-width-baseline))}.bslib-value-box.default{--bslib-value-box-bg-default: var(--bs-card-bg, #ffffff);--bslib-value-box-border-color-default: var(--bs-card-border-color, rgba(0, 0, 0, 0.175));color:var(--bslib-value-box-color);background-color:var(--bslib-value-box-bg, var(--bslib-value-box-bg-default));border-color:var(--bslib-value-box-border-color, var(--bslib-value-box-border-color-default))}.bslib-value-box .value-box-grid{display:grid;grid-template-areas:"left right";align-items:center;overflow:hidden}.bslib-value-box .value-box-showcase{height:100%;max-height:var(---bslib-value-box-showcase-max-h, 100%)}.bslib-value-box .value-box-showcase,.bslib-value-box .value-box-showcase>.html-fill-item{width:100%}.bslib-value-box[data-full-screen=true] .value-box-showcase{max-height:var(---bslib-value-box-showcase-max-h-fs, 100%)}@media screen and (min-width: 575.98px){@container bslib-value-box (max-width: 300px){.bslib-value-box:not(.showcase-bottom) .value-box-grid{grid-template-columns:1fr !important;grid-template-rows:auto auto;grid-template-areas:"top" "bottom"}.bslib-value-box:not(.showcase-bottom) .value-box-grid .value-box-showcase{grid-area:top !important}.bslib-value-box:not(.showcase-bottom) .value-box-grid .value-box-area{grid-area:bottom !important;justify-content:end}}}.bslib-value-box .value-box-area{justify-content:center;padding:1.5rem 1rem;font-size:.9rem;font-weight:500}.bslib-value-box .value-box-area *{margin-bottom:0;margin-top:0}.bslib-value-box .value-box-title{font-size:1rem;margin-top:0;margin-bottom:.5rem;font-weight:500;line-height:1.2}.bslib-value-box .value-box-title:empty::after{content:" "}.bslib-value-box .value-box-value{font-size:calc(1.29rem + 0.48vw);margin-top:0;margin-bottom:.5rem;font-weight:500;line-height:1.2}@media(min-width: 1200px){.bslib-value-box .value-box-value{font-size:1.65rem}}.bslib-value-box .value-box-value:empty::after{content:" "}.bslib-value-box .value-box-showcase{align-items:center;justify-content:center;margin-top:auto;margin-bottom:auto;padding:1rem}.bslib-value-box .value-box-showcase .bi,.bslib-value-box .value-box-showcase .fa,.bslib-value-box .value-box-showcase .fab,.bslib-value-box .value-box-showcase .fas,.bslib-value-box .value-box-showcase .far{opacity:.85;min-width:50px;max-width:125%}.bslib-value-box .value-box-showcase .bi,.bslib-value-box .value-box-showcase .fa,.bslib-value-box .value-box-showcase .fab,.bslib-value-box .value-box-showcase .fas,.bslib-value-box .value-box-showcase .far{font-size:4rem}.bslib-value-box.showcase-top-right .value-box-grid{grid-template-columns:1fr var(---bslib-value-box-showcase-w, 50%)}.bslib-value-box.showcase-top-right .value-box-grid .value-box-showcase{grid-area:right;margin-left:auto;align-self:start;align-items:end;padding-left:0;padding-bottom:0}.bslib-value-box.showcase-top-right .value-box-grid .value-box-area{grid-area:left;align-self:end}.bslib-value-box.showcase-top-right[data-full-screen=true] .value-box-grid{grid-template-columns:auto var(---bslib-value-box-showcase-w-fs, 1fr)}.bslib-value-box.showcase-top-right[data-full-screen=true] .value-box-grid>div{align-self:center}.bslib-value-box.showcase-top-right:not([data-full-screen=true]) .value-box-showcase{margin-top:0}@container bslib-value-box (max-width: 300px){.bslib-value-box.showcase-top-right:not([data-full-screen=true]) .value-box-grid .value-box-showcase{padding-left:1rem}}.bslib-value-box.showcase-left-center .value-box-grid{grid-template-columns:var(---bslib-value-box-showcase-w, 30%) auto}.bslib-value-box.showcase-left-center[data-full-screen=true] .value-box-grid{grid-template-columns:var(---bslib-value-box-showcase-w-fs, 1fr) auto}.bslib-value-box.showcase-left-center:not([data-fill-screen=true]) .value-box-grid .value-box-showcase{grid-area:left}.bslib-value-box.showcase-left-center:not([data-fill-screen=true]) .value-box-grid .value-box-area{grid-area:right}.bslib-value-box.showcase-bottom .value-box-grid{grid-template-columns:1fr;grid-template-rows:1fr var(---bslib-value-box-showcase-h, auto);grid-template-areas:"top" "bottom";overflow:hidden}.bslib-value-box.showcase-bottom .value-box-grid .value-box-showcase{grid-area:bottom;padding:0;margin:0}.bslib-value-box.showcase-bottom .value-box-grid .value-box-area{grid-area:top}.bslib-value-box.showcase-bottom[data-full-screen=true] .value-box-grid{grid-template-rows:1fr var(---bslib-value-box-showcase-h-fs, 2fr)}.bslib-value-box.showcase-bottom[data-full-screen=true] .value-box-grid .value-box-showcase{padding:1rem}[data-bs-theme=dark] .bslib-value-box{--bslib-value-box-shadow: 0 0.5rem 1rem rgb(0 0 0 / 50%)}.bslib-grid{display:grid !important;gap:var(--bslib-spacer, 1rem);height:var(--bslib-grid-height)}.bslib-grid.grid{grid-template-columns:repeat(var(--bs-columns, 12), minmax(0, 1fr));grid-template-rows:unset;grid-auto-rows:var(--bslib-grid--row-heights);--bslib-grid--row-heights--xs: unset;--bslib-grid--row-heights--sm: unset;--bslib-grid--row-heights--md: unset;--bslib-grid--row-heights--lg: unset;--bslib-grid--row-heights--xl: unset;--bslib-grid--row-heights--xxl: unset}.bslib-grid.grid.bslib-grid--row-heights--xs{--bslib-grid--row-heights: var(--bslib-grid--row-heights--xs)}@media(min-width: 576px){.bslib-grid.grid.bslib-grid--row-heights--sm{--bslib-grid--row-heights: var(--bslib-grid--row-heights--sm)}}@media(min-width: 768px){.bslib-grid.grid.bslib-grid--row-heights--md{--bslib-grid--row-heights: var(--bslib-grid--row-heights--md)}}@media(min-width: 992px){.bslib-grid.grid.bslib-grid--row-heights--lg{--bslib-grid--row-heights: var(--bslib-grid--row-heights--lg)}}@media(min-width: 1200px){.bslib-grid.grid.bslib-grid--row-heights--xl{--bslib-grid--row-heights: var(--bslib-grid--row-heights--xl)}}@media(min-width: 1400px){.bslib-grid.grid.bslib-grid--row-heights--xxl{--bslib-grid--row-heights: var(--bslib-grid--row-heights--xxl)}}.bslib-grid>*>.shiny-input-container{width:100%}.bslib-grid-item{grid-column:auto/span 1}@media(max-width: 767.98px){.bslib-grid-item{grid-column:1/-1}}@media(max-width: 575.98px){.bslib-grid{grid-template-columns:1fr !important;height:var(--bslib-grid-height-mobile)}.bslib-grid.grid{height:unset !important;grid-auto-rows:var(--bslib-grid--row-heights--xs, auto)}}:root{--bslib-page-sidebar-title-bg: #517699;--bslib-page-sidebar-title-color: #ffffff}.bslib-page-title{background-color:var(--bslib-page-sidebar-title-bg);color:var(--bslib-page-sidebar-title-color);font-size:1.25rem;font-weight:300;padding:var(--bslib-spacer, 1rem);padding-left:1.5rem;margin-bottom:0;border-bottom:1px solid #dee2e6}.navbar+.container-fluid:has(>.tab-content>.tab-pane.active.html-fill-container),.navbar+.container-sm:has(>.tab-content>.tab-pane.active.html-fill-container),.navbar+.container-md:has(>.tab-content>.tab-pane.active.html-fill-container),.navbar+.container-lg:has(>.tab-content>.tab-pane.active.html-fill-container),.navbar+.container-xl:has(>.tab-content>.tab-pane.active.html-fill-container),.navbar+.container-xxl:has(>.tab-content>.tab-pane.active.html-fill-container){padding-left:0;padding-right:0}.navbar+.container-fluid>.tab-content>.tab-pane.active.html-fill-container,.navbar+.container-sm>.tab-content>.tab-pane.active.html-fill-container,.navbar+.container-md>.tab-content>.tab-pane.active.html-fill-container,.navbar+.container-lg>.tab-content>.tab-pane.active.html-fill-container,.navbar+.container-xl>.tab-content>.tab-pane.active.html-fill-container,.navbar+.container-xxl>.tab-content>.tab-pane.active.html-fill-container{padding:var(--bslib-spacer, 1rem);gap:var(--bslib-spacer, 1rem)}.navbar+.container-fluid>.tab-content>.tab-pane.active.html-fill-container:has(>.bslib-sidebar-layout:only-child),.navbar+.container-sm>.tab-content>.tab-pane.active.html-fill-container:has(>.bslib-sidebar-layout:only-child),.navbar+.container-md>.tab-content>.tab-pane.active.html-fill-container:has(>.bslib-sidebar-layout:only-child),.navbar+.container-lg>.tab-content>.tab-pane.active.html-fill-container:has(>.bslib-sidebar-layout:only-child),.navbar+.container-xl>.tab-content>.tab-pane.active.html-fill-container:has(>.bslib-sidebar-layout:only-child),.navbar+.container-xxl>.tab-content>.tab-pane.active.html-fill-container:has(>.bslib-sidebar-layout:only-child){padding:0}.navbar+.container-fluid>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border=true]),.navbar+.container-sm>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border=true]),.navbar+.container-md>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border=true]),.navbar+.container-lg>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border=true]),.navbar+.container-xl>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border=true]),.navbar+.container-xxl>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border=true]){border-left:none;border-right:none;border-bottom:none}.navbar+.container-fluid>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border-radius=true]),.navbar+.container-sm>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border-radius=true]),.navbar+.container-md>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border-radius=true]),.navbar+.container-lg>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border-radius=true]),.navbar+.container-xl>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border-radius=true]),.navbar+.container-xxl>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border-radius=true]){border-radius:0}.navbar+div>.bslib-sidebar-layout{border-top:var(--bslib-sidebar-border)}html{height:100%}.bslib-page-fill{width:100%;height:100%;margin:0;padding:var(--bslib-spacer, 1rem);gap:var(--bslib-spacer, 1rem)}@media(max-width: 575.98px){.bslib-page-fill{height:var(--bslib-page-fill-mobile-height, auto)}}.html-fill-container{display:flex;flex-direction:column;min-height:0;min-width:0}.html-fill-container>.html-fill-item{flex:1 1 auto;min-height:0;min-width:0}.html-fill-container>:not(.html-fill-item){flex:0 0 auto}.quarto-container{min-height:calc(100vh - 132px)}body.hypothesis-enabled #quarto-header{margin-right:16px}footer.footer .nav-footer,#quarto-header>nav{padding-left:1em;padding-right:1em}footer.footer div.nav-footer p:first-child{margin-top:0}footer.footer div.nav-footer p:last-child{margin-bottom:0}#quarto-content>*{padding-top:14px}#quarto-content>#quarto-sidebar-glass{padding-top:0px}@media(max-width: 991.98px){#quarto-content>*{padding-top:0}#quarto-content .subtitle{padding-top:14px}#quarto-content section:first-of-type h2:first-of-type,#quarto-content section:first-of-type .h2:first-of-type{margin-top:1rem}}.headroom-target,header.headroom{will-change:transform;transition:position 200ms linear;transition:all 200ms linear}header.headroom--pinned{transform:translateY(0%)}header.headroom--unpinned{transform:translateY(-100%)}.navbar-container{width:100%}.navbar-brand{overflow:hidden;text-overflow:ellipsis}.navbar-brand-container{max-width:calc(100% - 115px);min-width:0;display:flex;align-items:center}@media(min-width: 992px){.navbar-brand-container{margin-right:1em}}.navbar-brand.navbar-brand-logo{margin-right:4px;display:inline-flex}.navbar-toggler{flex-basis:content;flex-shrink:0}.navbar .navbar-brand-container{order:2}.navbar .navbar-toggler{order:1}.navbar .navbar-container>.navbar-nav{order:20}.navbar .navbar-container>.navbar-brand-container{margin-left:0 !important;margin-right:0 !important}.navbar .navbar-collapse{order:20}.navbar #quarto-search{order:4;margin-left:auto}.navbar .navbar-toggler{margin-right:.5em}.navbar-logo{max-height:24px;width:auto;padding-right:4px}nav .nav-item:not(.compact){padding-top:1px}nav .nav-link i,nav .dropdown-item i{padding-right:1px}.navbar-expand-lg .navbar-nav .nav-link{padding-left:.6rem;padding-right:.6rem}nav .nav-item.compact .nav-link{padding-left:.5rem;padding-right:.5rem;font-size:1.1rem}.navbar .quarto-navbar-tools{order:3}.navbar .quarto-navbar-tools div.dropdown{display:inline-block}.navbar .quarto-navbar-tools .quarto-navigation-tool{color:#fdfefe}.navbar .quarto-navbar-tools .quarto-navigation-tool:hover{color:#fdfeff}.navbar-nav .dropdown-menu{min-width:220px;font-size:.9rem}.navbar .navbar-nav .nav-link.dropdown-toggle::after{opacity:.75;vertical-align:.175em}.navbar ul.dropdown-menu{padding-top:0;padding-bottom:0}.navbar .dropdown-header{text-transform:uppercase;font-size:.8rem;padding:0 .5rem}.navbar .dropdown-item{padding:.4rem .5rem}.navbar .dropdown-item>i.bi{margin-left:.1rem;margin-right:.25em}.sidebar #quarto-search{margin-top:-1px}.sidebar #quarto-search svg.aa-SubmitIcon{width:16px;height:16px}.sidebar-navigation a{color:inherit}.sidebar-title{margin-top:.25rem;padding-bottom:.5rem;font-size:1.3rem;line-height:1.6rem;visibility:visible}.sidebar-title>a{font-size:inherit;text-decoration:none}.sidebar-title .sidebar-tools-main{margin-top:-6px}@media(max-width: 991.98px){#quarto-sidebar div.sidebar-header{padding-top:.2em}}.sidebar-header-stacked .sidebar-title{margin-top:.6rem}.sidebar-logo{max-width:90%;padding-bottom:.5rem}.sidebar-logo-link{text-decoration:none}.sidebar-navigation li a{text-decoration:none}.sidebar-navigation .quarto-navigation-tool{opacity:.7;font-size:.875rem}#quarto-sidebar>nav>.sidebar-tools-main{margin-left:14px}.sidebar-tools-main{display:inline-flex;margin-left:0px;order:2}.sidebar-tools-main:not(.tools-wide){vertical-align:middle}.sidebar-navigation .quarto-navigation-tool.dropdown-toggle::after{display:none}.sidebar.sidebar-navigation>*{padding-top:1em}.sidebar-item{margin-bottom:.2em;line-height:1rem;margin-top:.4rem}.sidebar-section{padding-left:.5em;padding-bottom:.2em}.sidebar-item .sidebar-item-container{display:flex;justify-content:space-between;cursor:pointer}.sidebar-item-toggle:hover{cursor:pointer}.sidebar-item .sidebar-item-toggle .bi{font-size:.7rem;text-align:center}.sidebar-item .sidebar-item-toggle .bi-chevron-right::before{transition:transform 200ms ease}.sidebar-item .sidebar-item-toggle[aria-expanded=false] .bi-chevron-right::before{transform:none}.sidebar-item .sidebar-item-toggle[aria-expanded=true] .bi-chevron-right::before{transform:rotate(90deg)}.sidebar-item-text{width:100%}.sidebar-navigation .sidebar-divider{margin-left:0;margin-right:0;margin-top:.5rem;margin-bottom:.5rem}@media(max-width: 991.98px){.quarto-secondary-nav{display:block}.quarto-secondary-nav button.quarto-search-button{padding-right:0em;padding-left:2em}.quarto-secondary-nav button.quarto-btn-toggle{margin-left:-0.75rem;margin-right:.15rem}.quarto-secondary-nav nav.quarto-title-breadcrumbs{display:none}.quarto-secondary-nav nav.quarto-page-breadcrumbs{display:flex;align-items:center;padding-right:1em;margin-left:-0.25em}.quarto-secondary-nav nav.quarto-page-breadcrumbs a{text-decoration:none}.quarto-secondary-nav nav.quarto-page-breadcrumbs ol.breadcrumb{margin-bottom:0}}@media(min-width: 992px){.quarto-secondary-nav{display:none}}.quarto-title-breadcrumbs .breadcrumb{margin-bottom:.5em;font-size:.9rem}.quarto-title-breadcrumbs .breadcrumb li:last-of-type a{color:#6c757d}.quarto-secondary-nav .quarto-btn-toggle{color:#595959}.quarto-secondary-nav[aria-expanded=false] .quarto-btn-toggle .bi-chevron-right::before{transform:none}.quarto-secondary-nav[aria-expanded=true] .quarto-btn-toggle .bi-chevron-right::before{transform:rotate(90deg)}.quarto-secondary-nav .quarto-btn-toggle .bi-chevron-right::before{transition:transform 200ms ease}.quarto-secondary-nav{cursor:pointer}.no-decor{text-decoration:none}.quarto-secondary-nav-title{margin-top:.3em;color:#595959;padding-top:4px}.quarto-secondary-nav nav.quarto-page-breadcrumbs{color:#595959}.quarto-secondary-nav nav.quarto-page-breadcrumbs a{color:#595959}.quarto-secondary-nav nav.quarto-page-breadcrumbs a:hover{color:rgba(10,83,190,.8)}.quarto-secondary-nav nav.quarto-page-breadcrumbs .breadcrumb-item::before{color:#8c8c8c}.breadcrumb-item{line-height:1.2rem}div.sidebar-item-container{color:#595959}div.sidebar-item-container:hover,div.sidebar-item-container:focus{color:rgba(10,83,190,.8)}div.sidebar-item-container.disabled{color:rgba(89,89,89,.75)}div.sidebar-item-container .active,div.sidebar-item-container .show>.nav-link,div.sidebar-item-container .sidebar-link>code{color:#0a53be}div.sidebar.sidebar-navigation.rollup.quarto-sidebar-toggle-contents,nav.sidebar.sidebar-navigation:not(.rollup){background-color:#fff}.sidebar.sidebar-navigation:not(.rollup){border-right:1px solid #dee2e6 !important}@media(max-width: 991.98px){.sidebar-navigation .sidebar-item a,.nav-page .nav-page-text,.sidebar-navigation{font-size:1rem}.sidebar-navigation ul.sidebar-section.depth1 .sidebar-section-item{font-size:1.1rem}.sidebar-logo{display:none}.sidebar.sidebar-navigation{position:static;border-bottom:1px solid #dee2e6}.sidebar.sidebar-navigation.collapsing{position:fixed;z-index:1000}.sidebar.sidebar-navigation.show{position:fixed;z-index:1000}.sidebar.sidebar-navigation{min-height:100%}nav.quarto-secondary-nav{background-color:#fff;border-bottom:1px solid #dee2e6}.quarto-banner nav.quarto-secondary-nav{background-color:#517699;color:#fdfefe;border-top:1px solid #dee2e6}.sidebar .sidebar-footer{visibility:visible;padding-top:1rem;position:inherit}.sidebar-tools-collapse{display:block}}#quarto-sidebar{transition:width .15s ease-in}#quarto-sidebar>*{padding-right:1em}@media(max-width: 991.98px){#quarto-sidebar .sidebar-menu-container{white-space:nowrap;min-width:225px}#quarto-sidebar.show{transition:width .15s ease-out}}@media(min-width: 992px){#quarto-sidebar{display:flex;flex-direction:column}.nav-page .nav-page-text,.sidebar-navigation .sidebar-section .sidebar-item{font-size:.875rem}.sidebar-navigation .sidebar-item{font-size:.925rem}.sidebar.sidebar-navigation{display:block;position:sticky}.sidebar-search{width:100%}.sidebar .sidebar-footer{visibility:visible}}@media(max-width: 991.98px){#quarto-sidebar-glass{position:fixed;top:0;bottom:0;left:0;right:0;background-color:rgba(255,255,255,0);transition:background-color .15s ease-in;z-index:-1}#quarto-sidebar-glass.collapsing{z-index:1000}#quarto-sidebar-glass.show{transition:background-color .15s ease-out;background-color:rgba(102,102,102,.4);z-index:1000}}.sidebar .sidebar-footer{padding:.5rem 1rem;align-self:flex-end;color:#6c757d;width:100%}.quarto-page-breadcrumbs .breadcrumb-item+.breadcrumb-item,.quarto-page-breadcrumbs .breadcrumb-item{padding-right:.33em;padding-left:0}.quarto-page-breadcrumbs .breadcrumb-item::before{padding-right:.33em}.quarto-sidebar-footer{font-size:.875em}.sidebar-section .bi-chevron-right{vertical-align:middle}.sidebar-section .bi-chevron-right::before{font-size:.9em}.notransition{-webkit-transition:none !important;-moz-transition:none !important;-o-transition:none !important;transition:none !important}.btn:focus:not(:focus-visible){box-shadow:none}.page-navigation{display:flex;justify-content:space-between}.nav-page{padding-bottom:.75em}.nav-page .bi{font-size:1.8rem;vertical-align:middle}.nav-page .nav-page-text{padding-left:.25em;padding-right:.25em}.nav-page a{color:#6c757d;text-decoration:none;display:flex;align-items:center}.nav-page a:hover{color:#0a58ca}.nav-footer .toc-actions{padding-bottom:.5em;padding-top:.5em}.nav-footer .toc-actions a,.nav-footer .toc-actions a:hover{text-decoration:none}.nav-footer .toc-actions ul{display:flex;list-style:none}.nav-footer .toc-actions ul :first-child{margin-left:auto}.nav-footer .toc-actions ul :last-child{margin-right:auto}.nav-footer .toc-actions ul li{padding-right:1.5em}.nav-footer .toc-actions ul li i.bi{padding-right:.4em}.nav-footer .toc-actions ul li:last-of-type{padding-right:0}.nav-footer{display:flex;flex-direction:row;flex-wrap:wrap;justify-content:space-between;align-items:baseline;text-align:center;padding-top:.5rem;padding-bottom:.5rem;background-color:#fff}body.nav-fixed{padding-top:64px}.nav-footer-contents{color:#6c757d;margin-top:.25rem}.nav-footer{min-height:3.5em;color:#757575}.nav-footer a{color:#757575}.nav-footer .nav-footer-left{font-size:.825em}.nav-footer .nav-footer-center{font-size:.825em}.nav-footer .nav-footer-right{font-size:.825em}.nav-footer-left .footer-items,.nav-footer-center .footer-items,.nav-footer-right .footer-items{display:inline-flex;padding-top:.3em;padding-bottom:.3em;margin-bottom:0em}.nav-footer-left .footer-items .nav-link,.nav-footer-center .footer-items .nav-link,.nav-footer-right .footer-items .nav-link{padding-left:.6em;padding-right:.6em}.nav-footer-left{flex:1 1 0px;text-align:left}.nav-footer-right{flex:1 1 0px;text-align:right}.nav-footer-center{flex:1 1 0px;min-height:3em;text-align:center}.nav-footer-center .footer-items{justify-content:center}@media(max-width: 767.98px){.nav-footer-center{margin-top:3em}}.navbar .quarto-reader-toggle.reader .quarto-reader-toggle-btn{background-color:#fdfefe;border-radius:3px}@media(max-width: 991.98px){.quarto-reader-toggle{display:none}}.quarto-reader-toggle.reader.quarto-navigation-tool .quarto-reader-toggle-btn{background-color:#595959;border-radius:3px}.quarto-reader-toggle .quarto-reader-toggle-btn{display:inline-flex;padding-left:.2em;padding-right:.2em;margin-left:-0.2em;margin-right:-0.2em;text-align:center}.navbar .quarto-reader-toggle:not(.reader) .bi::before{background-image:url('data:image/svg+xml,')}.navbar .quarto-reader-toggle.reader .bi::before{background-image:url('data:image/svg+xml,')}.sidebar-navigation .quarto-reader-toggle:not(.reader) .bi::before{background-image:url('data:image/svg+xml,')}.sidebar-navigation .quarto-reader-toggle.reader .bi::before{background-image:url('data:image/svg+xml,')}#quarto-back-to-top{display:none;position:fixed;bottom:50px;background-color:#fff;border-radius:.25rem;box-shadow:0 .2rem .5rem #6c757d,0 0 .05rem #6c757d;color:#6c757d;text-decoration:none;font-size:.9em;text-align:center;left:50%;padding:.4rem .8rem;transform:translate(-50%, 0)}.aa-DetachedSearchButtonQuery{display:none}.aa-DetachedOverlay ul.aa-List,#quarto-search-results ul.aa-List{list-style:none;padding-left:0}.aa-DetachedOverlay .aa-Panel,#quarto-search-results .aa-Panel{background-color:#fff;position:absolute;z-index:2000}#quarto-search-results .aa-Panel{max-width:400px}#quarto-search input{font-size:.925rem}@media(min-width: 992px){.navbar #quarto-search{margin-left:.25rem;order:999}}.navbar.navbar-expand-sm #quarto-search,.navbar.navbar-expand-md #quarto-search{order:999}@media(min-width: 992px){.navbar .quarto-navbar-tools{margin-left:auto;order:900}}@media(max-width: 991.98px){#quarto-sidebar .sidebar-search{display:none}}#quarto-sidebar .sidebar-search .aa-Autocomplete{width:100%}.navbar .aa-Autocomplete .aa-Form{width:180px}.navbar #quarto-search.type-overlay .aa-Autocomplete{width:40px}.navbar #quarto-search.type-overlay .aa-Autocomplete .aa-Form{background-color:inherit;border:none}.navbar #quarto-search.type-overlay .aa-Autocomplete .aa-Form:focus-within{box-shadow:none;outline:none}.navbar #quarto-search.type-overlay .aa-Autocomplete .aa-Form .aa-InputWrapper{display:none}.navbar #quarto-search.type-overlay .aa-Autocomplete .aa-Form .aa-InputWrapper:focus-within{display:inherit}.navbar #quarto-search.type-overlay .aa-Autocomplete .aa-Form .aa-Label svg,.navbar #quarto-search.type-overlay .aa-Autocomplete .aa-Form .aa-LoadingIndicator svg{width:26px;height:26px;color:#fdfefe;opacity:1}.navbar #quarto-search.type-overlay .aa-Autocomplete svg.aa-SubmitIcon{width:26px;height:26px;color:#fdfefe;opacity:1}.aa-Autocomplete .aa-Form,.aa-DetachedFormContainer .aa-Form{align-items:center;background-color:#fff;border:1px solid #dee2e6;border-radius:.25rem;color:#212529;display:flex;line-height:1em;margin:0;position:relative;width:100%}.aa-Autocomplete .aa-Form:focus-within,.aa-DetachedFormContainer .aa-Form:focus-within{box-shadow:rgba(13,110,253,.6) 0 0 0 1px;outline:currentColor none medium}.aa-Autocomplete .aa-Form .aa-InputWrapperPrefix,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperPrefix{align-items:center;display:flex;flex-shrink:0;order:1}.aa-Autocomplete .aa-Form .aa-InputWrapperPrefix .aa-Label,.aa-Autocomplete .aa-Form .aa-InputWrapperPrefix .aa-LoadingIndicator,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperPrefix .aa-Label,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperPrefix .aa-LoadingIndicator{cursor:initial;flex-shrink:0;padding:0;text-align:left}.aa-Autocomplete .aa-Form .aa-InputWrapperPrefix .aa-Label svg,.aa-Autocomplete .aa-Form .aa-InputWrapperPrefix .aa-LoadingIndicator svg,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperPrefix .aa-Label svg,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperPrefix .aa-LoadingIndicator svg{color:#212529;opacity:.5}.aa-Autocomplete .aa-Form .aa-InputWrapperPrefix .aa-SubmitButton,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperPrefix .aa-SubmitButton{appearance:none;background:none;border:0;margin:0}.aa-Autocomplete .aa-Form .aa-InputWrapperPrefix .aa-LoadingIndicator,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperPrefix .aa-LoadingIndicator{align-items:center;display:flex;justify-content:center}.aa-Autocomplete .aa-Form .aa-InputWrapperPrefix .aa-LoadingIndicator[hidden],.aa-DetachedFormContainer .aa-Form .aa-InputWrapperPrefix .aa-LoadingIndicator[hidden]{display:none}.aa-Autocomplete .aa-Form .aa-InputWrapper,.aa-DetachedFormContainer .aa-Form .aa-InputWrapper{order:3;position:relative;width:100%}.aa-Autocomplete .aa-Form .aa-InputWrapper .aa-Input,.aa-DetachedFormContainer .aa-Form .aa-InputWrapper .aa-Input{appearance:none;background:none;border:0;color:#212529;font:inherit;height:calc(1.5em + .1rem + 2px);padding:0;width:100%}.aa-Autocomplete .aa-Form .aa-InputWrapper .aa-Input::placeholder,.aa-DetachedFormContainer .aa-Form .aa-InputWrapper .aa-Input::placeholder{color:#212529;opacity:.8}.aa-Autocomplete .aa-Form .aa-InputWrapper .aa-Input:focus,.aa-DetachedFormContainer .aa-Form .aa-InputWrapper .aa-Input:focus{border-color:none;box-shadow:none;outline:none}.aa-Autocomplete .aa-Form .aa-InputWrapper .aa-Input::-webkit-search-decoration,.aa-Autocomplete .aa-Form .aa-InputWrapper .aa-Input::-webkit-search-cancel-button,.aa-Autocomplete .aa-Form .aa-InputWrapper .aa-Input::-webkit-search-results-button,.aa-Autocomplete .aa-Form .aa-InputWrapper .aa-Input::-webkit-search-results-decoration,.aa-DetachedFormContainer .aa-Form .aa-InputWrapper .aa-Input::-webkit-search-decoration,.aa-DetachedFormContainer .aa-Form .aa-InputWrapper .aa-Input::-webkit-search-cancel-button,.aa-DetachedFormContainer .aa-Form .aa-InputWrapper .aa-Input::-webkit-search-results-button,.aa-DetachedFormContainer .aa-Form .aa-InputWrapper .aa-Input::-webkit-search-results-decoration{display:none}.aa-Autocomplete .aa-Form .aa-InputWrapperSuffix,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperSuffix{align-items:center;display:flex;order:4}.aa-Autocomplete .aa-Form .aa-InputWrapperSuffix .aa-ClearButton,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperSuffix .aa-ClearButton{align-items:center;background:none;border:0;color:#212529;opacity:.8;cursor:pointer;display:flex;margin:0;width:calc(1.5em + .1rem + 2px)}.aa-Autocomplete .aa-Form .aa-InputWrapperSuffix .aa-ClearButton:hover,.aa-Autocomplete .aa-Form .aa-InputWrapperSuffix .aa-ClearButton:focus,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperSuffix .aa-ClearButton:hover,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperSuffix .aa-ClearButton:focus{color:#212529;opacity:.8}.aa-Autocomplete .aa-Form .aa-InputWrapperSuffix .aa-ClearButton[hidden],.aa-DetachedFormContainer .aa-Form .aa-InputWrapperSuffix .aa-ClearButton[hidden]{display:none}.aa-Autocomplete .aa-Form .aa-InputWrapperSuffix .aa-ClearButton svg,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperSuffix .aa-ClearButton svg{width:calc(1.5em + 0.75rem + calc(1px * 2))}.aa-Autocomplete .aa-Form .aa-InputWrapperSuffix .aa-CopyButton,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperSuffix .aa-CopyButton{border:none;align-items:center;background:none;color:#212529;opacity:.4;font-size:.7rem;cursor:pointer;display:none;margin:0;width:calc(1em + .1rem + 2px)}.aa-Autocomplete .aa-Form .aa-InputWrapperSuffix .aa-CopyButton:hover,.aa-Autocomplete .aa-Form .aa-InputWrapperSuffix .aa-CopyButton:focus,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperSuffix .aa-CopyButton:hover,.aa-DetachedFormContainer .aa-Form .aa-InputWrapperSuffix .aa-CopyButton:focus{color:#212529;opacity:.8}.aa-Autocomplete .aa-Form .aa-InputWrapperSuffix .aa-CopyButton[hidden],.aa-DetachedFormContainer .aa-Form .aa-InputWrapperSuffix .aa-CopyButton[hidden]{display:none}.aa-PanelLayout:empty{display:none}.quarto-search-no-results.no-query{display:none}.aa-Source:has(.no-query){display:none}#quarto-search-results .aa-Panel{border:solid #dee2e6 1px}#quarto-search-results .aa-SourceNoResults{width:398px}.aa-DetachedOverlay .aa-Panel,#quarto-search-results .aa-Panel{max-height:65vh;overflow-y:auto;font-size:.925rem}.aa-DetachedOverlay .aa-SourceNoResults,#quarto-search-results .aa-SourceNoResults{height:60px;display:flex;justify-content:center;align-items:center}.aa-DetachedOverlay .search-error,#quarto-search-results .search-error{padding-top:10px;padding-left:20px;padding-right:20px;cursor:default}.aa-DetachedOverlay .search-error .search-error-title,#quarto-search-results .search-error .search-error-title{font-size:1.1rem;margin-bottom:.5rem}.aa-DetachedOverlay .search-error .search-error-title .search-error-icon,#quarto-search-results .search-error .search-error-title .search-error-icon{margin-right:8px}.aa-DetachedOverlay .search-error .search-error-text,#quarto-search-results .search-error .search-error-text{font-weight:300}.aa-DetachedOverlay .search-result-text,#quarto-search-results .search-result-text{font-weight:300;overflow:hidden;text-overflow:ellipsis;display:-webkit-box;-webkit-line-clamp:2;-webkit-box-orient:vertical;line-height:1.2rem;max-height:2.4rem}.aa-DetachedOverlay .aa-SourceHeader .search-result-header,#quarto-search-results .aa-SourceHeader .search-result-header{font-size:.875rem;background-color:#f2f2f2;padding-left:14px;padding-bottom:4px;padding-top:4px}.aa-DetachedOverlay .aa-SourceHeader .search-result-header-no-results,#quarto-search-results .aa-SourceHeader .search-result-header-no-results{display:none}.aa-DetachedOverlay .aa-SourceFooter .algolia-search-logo,#quarto-search-results .aa-SourceFooter .algolia-search-logo{width:110px;opacity:.85;margin:8px;float:right}.aa-DetachedOverlay .search-result-section,#quarto-search-results .search-result-section{font-size:.925em}.aa-DetachedOverlay a.search-result-link,#quarto-search-results a.search-result-link{color:inherit;text-decoration:none}.aa-DetachedOverlay li.aa-Item[aria-selected=true] .search-item,#quarto-search-results li.aa-Item[aria-selected=true] .search-item{background-color:#0d6efd}.aa-DetachedOverlay li.aa-Item[aria-selected=true] .search-item.search-result-more,.aa-DetachedOverlay li.aa-Item[aria-selected=true] .search-item .search-result-section,.aa-DetachedOverlay li.aa-Item[aria-selected=true] .search-item .search-result-text,.aa-DetachedOverlay li.aa-Item[aria-selected=true] .search-item .search-result-title-container,.aa-DetachedOverlay li.aa-Item[aria-selected=true] .search-item .search-result-text-container,#quarto-search-results li.aa-Item[aria-selected=true] .search-item.search-result-more,#quarto-search-results li.aa-Item[aria-selected=true] .search-item .search-result-section,#quarto-search-results li.aa-Item[aria-selected=true] .search-item .search-result-text,#quarto-search-results li.aa-Item[aria-selected=true] .search-item .search-result-title-container,#quarto-search-results li.aa-Item[aria-selected=true] .search-item .search-result-text-container{color:#fff;background-color:#0d6efd}.aa-DetachedOverlay li.aa-Item[aria-selected=true] .search-item mark.search-match,.aa-DetachedOverlay li.aa-Item[aria-selected=true] .search-item .search-match.mark,#quarto-search-results li.aa-Item[aria-selected=true] .search-item mark.search-match,#quarto-search-results li.aa-Item[aria-selected=true] .search-item .search-match.mark{color:#fff;background-color:#3586fd}.aa-DetachedOverlay li.aa-Item[aria-selected=false] .search-item,#quarto-search-results li.aa-Item[aria-selected=false] .search-item{background-color:#fff}.aa-DetachedOverlay li.aa-Item[aria-selected=false] .search-item.search-result-more,.aa-DetachedOverlay li.aa-Item[aria-selected=false] .search-item .search-result-section,.aa-DetachedOverlay li.aa-Item[aria-selected=false] .search-item .search-result-text,.aa-DetachedOverlay li.aa-Item[aria-selected=false] .search-item .search-result-title-container,.aa-DetachedOverlay li.aa-Item[aria-selected=false] .search-item .search-result-text-container,#quarto-search-results li.aa-Item[aria-selected=false] .search-item.search-result-more,#quarto-search-results li.aa-Item[aria-selected=false] .search-item .search-result-section,#quarto-search-results li.aa-Item[aria-selected=false] .search-item .search-result-text,#quarto-search-results li.aa-Item[aria-selected=false] .search-item .search-result-title-container,#quarto-search-results li.aa-Item[aria-selected=false] .search-item .search-result-text-container{color:#212529}.aa-DetachedOverlay li.aa-Item[aria-selected=false] .search-item mark.search-match,.aa-DetachedOverlay li.aa-Item[aria-selected=false] .search-item .search-match.mark,#quarto-search-results li.aa-Item[aria-selected=false] .search-item mark.search-match,#quarto-search-results li.aa-Item[aria-selected=false] .search-item .search-match.mark{color:inherit;background-color:#e1edff}.aa-DetachedOverlay .aa-Item .search-result-doc:not(.document-selectable) .search-result-title-container,#quarto-search-results .aa-Item .search-result-doc:not(.document-selectable) .search-result-title-container{background-color:#fff;color:#212529}.aa-DetachedOverlay .aa-Item .search-result-doc:not(.document-selectable) .search-result-text-container,#quarto-search-results .aa-Item .search-result-doc:not(.document-selectable) .search-result-text-container{padding-top:0px}.aa-DetachedOverlay li.aa-Item .search-result-doc.document-selectable .search-result-text-container,#quarto-search-results li.aa-Item .search-result-doc.document-selectable .search-result-text-container{margin-top:-4px}.aa-DetachedOverlay .aa-Item,#quarto-search-results .aa-Item{cursor:pointer}.aa-DetachedOverlay .aa-Item .search-item,#quarto-search-results .aa-Item .search-item{border-left:none;border-right:none;border-top:none;background-color:#fff;border-color:#dee2e6;color:#212529}.aa-DetachedOverlay .aa-Item .search-item p,#quarto-search-results .aa-Item .search-item p{margin-top:0;margin-bottom:0}.aa-DetachedOverlay .aa-Item .search-item i.bi,#quarto-search-results .aa-Item .search-item i.bi{padding-left:8px;padding-right:8px;font-size:1.3em}.aa-DetachedOverlay .aa-Item .search-item .search-result-title,#quarto-search-results .aa-Item .search-item .search-result-title{margin-top:.3em;margin-bottom:0em}.aa-DetachedOverlay .aa-Item .search-item .search-result-crumbs,#quarto-search-results .aa-Item .search-item .search-result-crumbs{white-space:nowrap;text-overflow:ellipsis;font-size:.8em;font-weight:300;margin-right:1em}.aa-DetachedOverlay .aa-Item .search-item .search-result-crumbs:not(.search-result-crumbs-wrap),#quarto-search-results .aa-Item .search-item .search-result-crumbs:not(.search-result-crumbs-wrap){max-width:30%;margin-left:auto;margin-top:.5em;margin-bottom:.1rem}.aa-DetachedOverlay .aa-Item .search-item .search-result-crumbs.search-result-crumbs-wrap,#quarto-search-results .aa-Item .search-item .search-result-crumbs.search-result-crumbs-wrap{flex-basis:100%;margin-top:0em;margin-bottom:.2em;margin-left:37px}.aa-DetachedOverlay .aa-Item .search-result-title-container,#quarto-search-results .aa-Item .search-result-title-container{font-size:1em;display:flex;flex-wrap:wrap;padding:6px 4px 6px 4px}.aa-DetachedOverlay .aa-Item .search-result-text-container,#quarto-search-results .aa-Item .search-result-text-container{padding-bottom:8px;padding-right:8px;margin-left:42px}.aa-DetachedOverlay .aa-Item .search-result-doc-section,.aa-DetachedOverlay .aa-Item .search-result-more,#quarto-search-results .aa-Item .search-result-doc-section,#quarto-search-results .aa-Item .search-result-more{padding-top:8px;padding-bottom:8px;padding-left:44px}.aa-DetachedOverlay .aa-Item .search-result-more,#quarto-search-results .aa-Item .search-result-more{font-size:.8em;font-weight:400}.aa-DetachedOverlay .aa-Item .search-result-doc,#quarto-search-results .aa-Item .search-result-doc{border-top:1px solid #dee2e6}.aa-DetachedSearchButton{background:none;border:none}.aa-DetachedSearchButton .aa-DetachedSearchButtonPlaceholder{display:none}.navbar .aa-DetachedSearchButton .aa-DetachedSearchButtonIcon{color:#fdfefe}.sidebar-tools-collapse #quarto-search,.sidebar-tools-main #quarto-search{display:inline}.sidebar-tools-collapse #quarto-search .aa-Autocomplete,.sidebar-tools-main #quarto-search .aa-Autocomplete{display:inline}.sidebar-tools-collapse #quarto-search .aa-DetachedSearchButton,.sidebar-tools-main #quarto-search .aa-DetachedSearchButton{padding-left:4px;padding-right:4px}.sidebar-tools-collapse #quarto-search .aa-DetachedSearchButton .aa-DetachedSearchButtonIcon,.sidebar-tools-main #quarto-search .aa-DetachedSearchButton .aa-DetachedSearchButtonIcon{color:#595959}.sidebar-tools-collapse #quarto-search .aa-DetachedSearchButton .aa-DetachedSearchButtonIcon .aa-SubmitIcon,.sidebar-tools-main #quarto-search .aa-DetachedSearchButton .aa-DetachedSearchButtonIcon .aa-SubmitIcon{margin-top:-3px}.aa-DetachedContainer{background:rgba(255,255,255,.65);width:90%;bottom:0;box-shadow:rgba(222,226,230,.6) 0 0 0 1px;outline:currentColor none medium;display:flex;flex-direction:column;left:0;margin:0;overflow:hidden;padding:0;position:fixed;right:0;top:0;z-index:1101}.aa-DetachedContainer::after{height:32px}.aa-DetachedContainer .aa-SourceHeader{margin:var(--aa-spacing-half) 0 var(--aa-spacing-half) 2px}.aa-DetachedContainer .aa-Panel{background-color:#fff;border-radius:0;box-shadow:none;flex-grow:1;margin:0;padding:0;position:relative}.aa-DetachedContainer .aa-PanelLayout{bottom:0;box-shadow:none;left:0;margin:0;max-height:none;overflow-y:auto;position:absolute;right:0;top:0;width:100%}.aa-DetachedFormContainer{background-color:#fff;border-bottom:1px solid #dee2e6;display:flex;flex-direction:row;justify-content:space-between;margin:0;padding:.5em}.aa-DetachedCancelButton{background:none;font-size:.8em;border:0;border-radius:3px;color:#212529;cursor:pointer;margin:0 0 0 .5em;padding:0 .5em}.aa-DetachedCancelButton:hover,.aa-DetachedCancelButton:focus{box-shadow:rgba(13,110,253,.6) 0 0 0 1px;outline:currentColor none medium}.aa-DetachedContainer--modal{bottom:inherit;height:auto;margin:0 auto;position:absolute;top:100px;border-radius:6px;max-width:850px}@media(max-width: 575.98px){.aa-DetachedContainer--modal{width:100%;top:0px;border-radius:0px;border:none}}.aa-DetachedContainer--modal .aa-PanelLayout{max-height:var(--aa-detached-modal-max-height);padding-bottom:var(--aa-spacing-half);position:static}.aa-Detached{height:100vh;overflow:hidden}.aa-DetachedOverlay{background-color:rgba(33,37,41,.4);position:fixed;left:0;right:0;top:0;margin:0;padding:0;height:100vh;z-index:1100}.quarto-dashboard.nav-fixed.dashboard-sidebar #quarto-content.quarto-dashboard-content{padding:0em}.quarto-dashboard #quarto-content.quarto-dashboard-content{padding:1em}.quarto-dashboard #quarto-content.quarto-dashboard-content>*{padding-top:0}@media(min-width: 576px){.quarto-dashboard{height:100%}}.quarto-dashboard .card.valuebox.bslib-card.bg-primary{background-color:#0d6efd !important}.quarto-dashboard .card.valuebox.bslib-card.bg-secondary{background-color:#6c757d !important}.quarto-dashboard .card.valuebox.bslib-card.bg-success{background-color:#198754 !important}.quarto-dashboard .card.valuebox.bslib-card.bg-info{background-color:#0dcaf0 !important}.quarto-dashboard .card.valuebox.bslib-card.bg-warning{background-color:#ffc107 !important}.quarto-dashboard .card.valuebox.bslib-card.bg-danger{background-color:#dc3545 !important}.quarto-dashboard .card.valuebox.bslib-card.bg-light{background-color:#f8f9fa !important}.quarto-dashboard .card.valuebox.bslib-card.bg-dark{background-color:#212529 !important}.quarto-dashboard.dashboard-fill{display:flex;flex-direction:column}.quarto-dashboard #quarto-appendix{display:none}.quarto-dashboard #quarto-header #quarto-dashboard-header{border-top:solid 1px #6c8fb1;border-bottom:solid 1px #6c8fb1}.quarto-dashboard #quarto-header #quarto-dashboard-header>nav{padding-left:1em;padding-right:1em}.quarto-dashboard #quarto-header #quarto-dashboard-header>nav .navbar-brand-container{padding-left:0}.quarto-dashboard #quarto-header #quarto-dashboard-header .navbar-toggler{margin-right:0}.quarto-dashboard #quarto-header #quarto-dashboard-header .navbar-toggler-icon{height:1em;width:1em;background-image:url('data:image/svg+xml,')}.quarto-dashboard #quarto-header #quarto-dashboard-header .navbar-brand-container{padding-right:1em}.quarto-dashboard #quarto-header #quarto-dashboard-header .navbar-title{font-size:1.1em}.quarto-dashboard #quarto-header #quarto-dashboard-header .navbar-nav{font-size:.9em}.quarto-dashboard #quarto-dashboard-header .navbar{padding:0}.quarto-dashboard #quarto-dashboard-header .navbar .navbar-container{padding-left:1em}.quarto-dashboard #quarto-dashboard-header .navbar.slim .navbar-brand-container .nav-link,.quarto-dashboard #quarto-dashboard-header .navbar.slim .navbar-nav .nav-link{padding:.7em}.quarto-dashboard #quarto-dashboard-header .navbar .quarto-color-scheme-toggle{order:9}.quarto-dashboard #quarto-dashboard-header .navbar .navbar-toggler{margin-left:.5em;order:10}.quarto-dashboard #quarto-dashboard-header .navbar .navbar-nav .nav-link{padding:.5em;height:100%;display:flex;align-items:center}.quarto-dashboard #quarto-dashboard-header .navbar .navbar-nav .active{background-color:#658aae}.quarto-dashboard #quarto-dashboard-header .navbar .navbar-brand-container{padding:.5em .5em .5em 0;display:flex;flex-direction:row;margin-right:2em;align-items:center}@media(max-width: 767.98px){.quarto-dashboard #quarto-dashboard-header .navbar .navbar-brand-container{margin-right:auto}}.quarto-dashboard #quarto-dashboard-header .navbar .navbar-collapse{align-self:stretch}@media(min-width: 768px){.quarto-dashboard #quarto-dashboard-header .navbar .navbar-collapse{order:8}}@media(max-width: 767.98px){.quarto-dashboard #quarto-dashboard-header .navbar .navbar-collapse{order:1000;padding-bottom:.5em}}.quarto-dashboard #quarto-dashboard-header .navbar .navbar-collapse .navbar-nav{align-self:stretch}.quarto-dashboard #quarto-dashboard-header .navbar .navbar-title{font-size:1.25em;line-height:1.1em;display:flex;flex-direction:row;flex-wrap:wrap;align-items:baseline}.quarto-dashboard #quarto-dashboard-header .navbar .navbar-title .navbar-title-text{margin-right:.4em}.quarto-dashboard #quarto-dashboard-header .navbar .navbar-title a{text-decoration:none;color:inherit}.quarto-dashboard #quarto-dashboard-header .navbar .navbar-subtitle,.quarto-dashboard #quarto-dashboard-header .navbar .navbar-author{font-size:.9rem;margin-right:.5em}.quarto-dashboard #quarto-dashboard-header .navbar .navbar-author{margin-left:auto}.quarto-dashboard #quarto-dashboard-header .navbar .navbar-logo{max-height:48px;min-height:30px;object-fit:cover;margin-right:1em}.quarto-dashboard #quarto-dashboard-header .navbar .quarto-dashboard-links{order:9;padding-right:1em}.quarto-dashboard #quarto-dashboard-header .navbar .quarto-dashboard-link-text{margin-left:.25em}.quarto-dashboard #quarto-dashboard-header .navbar .quarto-dashboard-link{padding-right:0em;padding-left:.7em;text-decoration:none;color:#fdfefe}.quarto-dashboard .page-layout-custom .tab-content{padding:0;border:none}.quarto-dashboard-img-contain{height:100%;width:100%;object-fit:contain}@media(max-width: 575.98px){.quarto-dashboard .bslib-grid{grid-template-rows:minmax(1em, max-content) !important}.quarto-dashboard .sidebar-content{height:inherit}.quarto-dashboard .page-layout-custom{min-height:100vh}}.quarto-dashboard.dashboard-toolbar>.page-layout-custom,.quarto-dashboard.dashboard-sidebar>.page-layout-custom{padding:0}.quarto-dashboard .quarto-dashboard-content.quarto-dashboard-pages{padding:0}.quarto-dashboard .callout{margin-bottom:0;margin-top:0}.quarto-dashboard .html-fill-container figure{overflow:hidden}.quarto-dashboard bslib-tooltip .rounded-pill{border:solid #6c757d 1px}.quarto-dashboard bslib-tooltip .rounded-pill .svg{fill:#212529}.quarto-dashboard .tabset .dashboard-card-no-title .nav-tabs{margin-left:0;margin-right:auto}.quarto-dashboard .tabset .tab-content{border:none}.quarto-dashboard .tabset .card-header .nav-link[role=tab]{margin-top:-6px;padding-top:6px;padding-bottom:6px}.quarto-dashboard .card.valuebox,.quarto-dashboard .card.bslib-value-box{min-height:3rem}.quarto-dashboard .card.valuebox .card-body,.quarto-dashboard .card.bslib-value-box .card-body{padding:0}.quarto-dashboard .bslib-value-box .value-box-value{font-size:clamp(.1em,15cqw,5em)}.quarto-dashboard .bslib-value-box .value-box-showcase .bi{font-size:clamp(.1em,max(18cqw,5.2cqh),5em);text-align:center;height:1em}.quarto-dashboard .bslib-value-box .value-box-showcase .bi::before{vertical-align:1em}.quarto-dashboard .bslib-value-box .value-box-area{margin-top:auto;margin-bottom:auto}.quarto-dashboard .card figure.quarto-float{display:flex;flex-direction:column;align-items:center}.quarto-dashboard .dashboard-scrolling{padding:1em}.quarto-dashboard .full-height{height:100%}.quarto-dashboard .showcase-bottom .value-box-grid{display:grid;grid-template-columns:1fr;grid-template-rows:1fr auto;grid-template-areas:"top" "bottom"}.quarto-dashboard .showcase-bottom .value-box-grid .value-box-showcase{grid-area:bottom;padding:0;margin:0}.quarto-dashboard .showcase-bottom .value-box-grid .value-box-showcase i.bi{font-size:4rem}.quarto-dashboard .showcase-bottom .value-box-grid .value-box-area{grid-area:top}.quarto-dashboard .tab-content{margin-bottom:0}.quarto-dashboard .bslib-card .bslib-navs-card-title{justify-content:stretch;align-items:end}.quarto-dashboard .card-header{display:flex;flex-wrap:wrap;justify-content:space-between}.quarto-dashboard .card-header .card-title{display:flex;flex-direction:column;justify-content:center;margin-bottom:0}.quarto-dashboard .tabset .card-toolbar{margin-bottom:1em}.quarto-dashboard .bslib-grid>.bslib-sidebar-layout{border:none;gap:var(--bslib-spacer, 1rem)}.quarto-dashboard .bslib-grid>.bslib-sidebar-layout>.main{padding:0}.quarto-dashboard .bslib-grid>.bslib-sidebar-layout>.sidebar{border-radius:.25rem;border:1px solid rgba(0,0,0,.175)}.quarto-dashboard .bslib-grid>.bslib-sidebar-layout>.collapse-toggle{display:none}@media(max-width: 767.98px){.quarto-dashboard .bslib-grid>.bslib-sidebar-layout{grid-template-columns:1fr;grid-template-rows:max-content 1fr}.quarto-dashboard .bslib-grid>.bslib-sidebar-layout>.main{grid-column:1;grid-row:2}.quarto-dashboard .bslib-grid>.bslib-sidebar-layout .sidebar{grid-column:1;grid-row:1}}.quarto-dashboard .sidebar-right .sidebar{padding-left:2.5em}.quarto-dashboard .sidebar-right .collapse-toggle{left:2px}.quarto-dashboard .quarto-dashboard .sidebar-right button.collapse-toggle:not(.transitioning){left:unset}.quarto-dashboard aside.sidebar{padding-left:1em;padding-right:1em;background-color:rgba(52,58,64,.25);color:#212529}.quarto-dashboard .bslib-sidebar-layout>div.main{padding:.7em}.quarto-dashboard .bslib-sidebar-layout button.collapse-toggle{margin-top:.3em}.quarto-dashboard .bslib-sidebar-layout .collapse-toggle{top:0}.quarto-dashboard .bslib-sidebar-layout.sidebar-collapsed:not(.transitioning):not(.sidebar-right) .collapse-toggle{left:2px}.quarto-dashboard .sidebar>section>.h3:first-of-type{margin-top:0em}.quarto-dashboard .sidebar .h3,.quarto-dashboard .sidebar .h4,.quarto-dashboard .sidebar .h5,.quarto-dashboard .sidebar .h6{margin-top:.5em}.quarto-dashboard .sidebar form{flex-direction:column;align-items:start;margin-bottom:1em}.quarto-dashboard .sidebar form div[class*=oi-][class$=-input]{flex-direction:column}.quarto-dashboard .sidebar form[class*=oi-][class$=-toggle]{flex-direction:row-reverse;align-items:center;justify-content:start}.quarto-dashboard .sidebar form input[type=range]{margin-top:.5em;margin-right:.8em;margin-left:1em}.quarto-dashboard .sidebar label{width:fit-content}.quarto-dashboard .sidebar .card-body{margin-bottom:2em}.quarto-dashboard .sidebar .shiny-input-container{margin-bottom:1em}.quarto-dashboard .sidebar .shiny-options-group{margin-top:0}.quarto-dashboard .sidebar .control-label{margin-bottom:.3em}.quarto-dashboard .card .card-body .quarto-layout-row{align-items:stretch}.quarto-dashboard .toolbar{font-size:.9em;display:flex;flex-direction:row;border-top:solid 1px #c7c9cd;padding:1em;flex-wrap:wrap;background-color:rgba(52,58,64,.25)}.quarto-dashboard .toolbar .cell-output-display{display:flex}.quarto-dashboard .toolbar .shiny-input-container{padding-bottom:.5em;margin-bottom:.5em;width:inherit}.quarto-dashboard .toolbar .shiny-input-container>.checkbox:first-child{margin-top:6px}.quarto-dashboard .toolbar>*:last-child{margin-right:0}.quarto-dashboard .toolbar>*>*{margin-right:1em;align-items:baseline}.quarto-dashboard .toolbar>*>*>a{text-decoration:none;margin-top:auto;margin-bottom:auto}.quarto-dashboard .toolbar .shiny-input-container{padding-bottom:0;margin-bottom:0}.quarto-dashboard .toolbar .shiny-input-container>*{flex-shrink:0;flex-grow:0}.quarto-dashboard .toolbar .form-group.shiny-input-container:not([role=group])>label{margin-bottom:0}.quarto-dashboard .toolbar .shiny-input-container.no-baseline{align-items:start;padding-top:6px}.quarto-dashboard .toolbar .shiny-input-container{display:flex;align-items:baseline}.quarto-dashboard .toolbar .shiny-input-container label{padding-right:.4em}.quarto-dashboard .toolbar .shiny-input-container .bslib-input-switch{margin-top:6px}.quarto-dashboard .toolbar input[type=text]{line-height:1;width:inherit}.quarto-dashboard .toolbar .input-daterange{width:inherit}.quarto-dashboard .toolbar .input-daterange input[type=text]{height:2.4em;width:10em}.quarto-dashboard .toolbar .input-daterange .input-group-addon{height:auto;padding:0;margin-left:-5px !important;margin-right:-5px}.quarto-dashboard .toolbar .input-daterange .input-group-addon .input-group-text{padding-top:0;padding-bottom:0;height:100%}.quarto-dashboard .toolbar span.irs.irs--shiny{width:10em}.quarto-dashboard .toolbar span.irs.irs--shiny .irs-line{top:9px}.quarto-dashboard .toolbar span.irs.irs--shiny .irs-min,.quarto-dashboard .toolbar span.irs.irs--shiny .irs-max,.quarto-dashboard .toolbar span.irs.irs--shiny .irs-from,.quarto-dashboard .toolbar span.irs.irs--shiny .irs-to,.quarto-dashboard .toolbar span.irs.irs--shiny .irs-single{top:20px}.quarto-dashboard .toolbar span.irs.irs--shiny .irs-bar{top:8px}.quarto-dashboard .toolbar span.irs.irs--shiny .irs-handle{top:0px}.quarto-dashboard .toolbar .shiny-input-checkboxgroup>label{margin-top:6px}.quarto-dashboard .toolbar .shiny-input-checkboxgroup>.shiny-options-group{margin-top:0;align-items:baseline}.quarto-dashboard .toolbar .shiny-input-radiogroup>label{margin-top:6px}.quarto-dashboard .toolbar .shiny-input-radiogroup>.shiny-options-group{align-items:baseline;margin-top:0}.quarto-dashboard .toolbar .shiny-input-radiogroup>.shiny-options-group>.radio{margin-right:.3em}.quarto-dashboard .toolbar .form-select{padding-top:.2em;padding-bottom:.2em}.quarto-dashboard .toolbar .shiny-input-select{min-width:6em}.quarto-dashboard .toolbar div.checkbox{margin-bottom:0px}.quarto-dashboard .toolbar>.checkbox:first-child{margin-top:6px}.quarto-dashboard .toolbar form{width:fit-content}.quarto-dashboard .toolbar form label{padding-top:.2em;padding-bottom:.2em;width:fit-content}.quarto-dashboard .toolbar form input[type=date]{width:fit-content}.quarto-dashboard .toolbar form input[type=color]{width:3em}.quarto-dashboard .toolbar form button{padding:.4em}.quarto-dashboard .toolbar form select{width:fit-content}.quarto-dashboard .toolbar>*{font-size:.9em;flex-grow:0}.quarto-dashboard .toolbar .shiny-input-container label{margin-bottom:1px}.quarto-dashboard .toolbar-bottom{margin-top:1em;margin-bottom:0 !important;order:2}.quarto-dashboard .quarto-dashboard-content>.dashboard-toolbar-container>.toolbar-content>.tab-content>.tab-pane>*:not(.bslib-sidebar-layout){padding:1em}.quarto-dashboard .quarto-dashboard-content>.dashboard-toolbar-container>.toolbar-content>*:not(.tab-content){padding:1em}.quarto-dashboard .quarto-dashboard-content>.tab-content>.dashboard-page>.dashboard-toolbar-container>.toolbar-content,.quarto-dashboard .quarto-dashboard-content>.tab-content>.dashboard-page:not(.dashboard-sidebar-container)>*:not(.dashboard-toolbar-container){padding:1em}.quarto-dashboard .toolbar-content{padding:0}.quarto-dashboard .quarto-dashboard-content.quarto-dashboard-pages .tab-pane>.dashboard-toolbar-container .toolbar{border-radius:0;margin-bottom:0}.quarto-dashboard .dashboard-toolbar-container.toolbar-toplevel .toolbar{border-bottom:1px solid rgba(0,0,0,.175)}.quarto-dashboard .dashboard-toolbar-container.toolbar-toplevel .toolbar-bottom{margin-top:0}.quarto-dashboard .dashboard-toolbar-container:not(.toolbar-toplevel) .toolbar{margin-bottom:1em;border-top:none;border-radius:.25rem;border:1px solid rgba(0,0,0,.175)}.quarto-dashboard .vega-embed.has-actions details{width:1.7em;height:2em;position:absolute !important;top:0;right:0}.quarto-dashboard .dashboard-toolbar-container{padding:0}.quarto-dashboard .card .card-header p:last-child,.quarto-dashboard .card .card-footer p:last-child{margin-bottom:0}.quarto-dashboard .card .card-body>.h4:first-child{margin-top:0}.quarto-dashboard .card .card-body{z-index:1000}@media(max-width: 767.98px){.quarto-dashboard .card .card-body .itables div.dataTables_wrapper div.dataTables_length,.quarto-dashboard .card .card-body .itables div.dataTables_wrapper div.dataTables_info,.quarto-dashboard .card .card-body .itables div.dataTables_wrapper div.dataTables_paginate{text-align:initial}.quarto-dashboard .card .card-body .itables div.dataTables_wrapper div.dataTables_filter{text-align:right}.quarto-dashboard .card .card-body .itables div.dataTables_wrapper div.dataTables_paginate ul.pagination{justify-content:initial}}.quarto-dashboard .card .card-body .itables .dataTables_wrapper{display:flex;flex-wrap:wrap;justify-content:space-between;align-items:center;padding-top:0}.quarto-dashboard .card .card-body .itables .dataTables_wrapper table{flex-shrink:0}.quarto-dashboard .card .card-body .itables .dataTables_wrapper .dt-buttons{margin-bottom:.5em;margin-left:auto;width:fit-content;float:right}.quarto-dashboard .card .card-body .itables .dataTables_wrapper .dt-buttons.btn-group{background:#fff;border:none}.quarto-dashboard .card .card-body .itables .dataTables_wrapper .dt-buttons .btn-secondary{background-color:#fff;background-image:none;border:solid #dee2e6 1px;padding:.2em .7em}.quarto-dashboard .card .card-body .itables .dataTables_wrapper .dt-buttons .btn span{font-size:.8em;color:#212529}.quarto-dashboard .card .card-body .itables .dataTables_wrapper .dataTables_info{margin-left:.5em;margin-bottom:.5em;padding-top:0}@media(min-width: 768px){.quarto-dashboard .card .card-body .itables .dataTables_wrapper .dataTables_info{font-size:.875em}}@media(max-width: 767.98px){.quarto-dashboard .card .card-body .itables .dataTables_wrapper .dataTables_info{font-size:.8em}}.quarto-dashboard .card .card-body .itables .dataTables_wrapper .dataTables_filter{margin-bottom:.5em;font-size:.875em}.quarto-dashboard .card .card-body .itables .dataTables_wrapper .dataTables_filter input[type=search]{padding:1px 5px 1px 5px;font-size:.875em}.quarto-dashboard .card .card-body .itables .dataTables_wrapper .dataTables_length{flex-basis:1 1 50%;margin-bottom:.5em;font-size:.875em}.quarto-dashboard .card .card-body .itables .dataTables_wrapper .dataTables_length select{padding:.4em 3em .4em .5em;font-size:.875em;margin-left:.2em;margin-right:.2em}.quarto-dashboard .card .card-body .itables .dataTables_wrapper .dataTables_paginate{flex-shrink:0}@media(min-width: 768px){.quarto-dashboard .card .card-body .itables .dataTables_wrapper .dataTables_paginate{margin-left:auto}}.quarto-dashboard .card .card-body .itables .dataTables_wrapper .dataTables_paginate ul.pagination .paginate_button .page-link{font-size:.8em}.quarto-dashboard .card .card-footer{font-size:.9em}.quarto-dashboard .card .card-toolbar{display:flex;flex-grow:1;flex-direction:row;width:100%;flex-wrap:wrap}.quarto-dashboard .card .card-toolbar>*{font-size:.8em;flex-grow:0}.quarto-dashboard .card .card-toolbar>.card-title{font-size:1em;flex-grow:1;align-self:flex-start;margin-top:.1em}.quarto-dashboard .card .card-toolbar .cell-output-display{display:flex}.quarto-dashboard .card .card-toolbar .shiny-input-container{padding-bottom:.5em;margin-bottom:.5em;width:inherit}.quarto-dashboard .card .card-toolbar .shiny-input-container>.checkbox:first-child{margin-top:6px}.quarto-dashboard .card .card-toolbar>*:last-child{margin-right:0}.quarto-dashboard .card .card-toolbar>*>*{margin-right:1em;align-items:baseline}.quarto-dashboard .card .card-toolbar>*>*>a{text-decoration:none;margin-top:auto;margin-bottom:auto}.quarto-dashboard .card .card-toolbar form{width:fit-content}.quarto-dashboard .card .card-toolbar form label{padding-top:.2em;padding-bottom:.2em;width:fit-content}.quarto-dashboard .card .card-toolbar form input[type=date]{width:fit-content}.quarto-dashboard .card .card-toolbar form input[type=color]{width:3em}.quarto-dashboard .card .card-toolbar form button{padding:.4em}.quarto-dashboard .card .card-toolbar form select{width:fit-content}.quarto-dashboard .card .card-toolbar .cell-output-display{display:flex}.quarto-dashboard .card .card-toolbar .shiny-input-container{padding-bottom:.5em;margin-bottom:.5em;width:inherit}.quarto-dashboard .card .card-toolbar .shiny-input-container>.checkbox:first-child{margin-top:6px}.quarto-dashboard .card .card-toolbar>*:last-child{margin-right:0}.quarto-dashboard .card .card-toolbar>*>*{margin-right:1em;align-items:baseline}.quarto-dashboard .card .card-toolbar>*>*>a{text-decoration:none;margin-top:auto;margin-bottom:auto}.quarto-dashboard .card .card-toolbar .shiny-input-container{padding-bottom:0;margin-bottom:0}.quarto-dashboard .card .card-toolbar .shiny-input-container>*{flex-shrink:0;flex-grow:0}.quarto-dashboard .card .card-toolbar .form-group.shiny-input-container:not([role=group])>label{margin-bottom:0}.quarto-dashboard .card .card-toolbar .shiny-input-container.no-baseline{align-items:start;padding-top:6px}.quarto-dashboard .card .card-toolbar .shiny-input-container{display:flex;align-items:baseline}.quarto-dashboard .card .card-toolbar .shiny-input-container label{padding-right:.4em}.quarto-dashboard .card .card-toolbar .shiny-input-container .bslib-input-switch{margin-top:6px}.quarto-dashboard .card .card-toolbar input[type=text]{line-height:1;width:inherit}.quarto-dashboard .card .card-toolbar .input-daterange{width:inherit}.quarto-dashboard .card .card-toolbar .input-daterange input[type=text]{height:2.4em;width:10em}.quarto-dashboard .card .card-toolbar .input-daterange .input-group-addon{height:auto;padding:0;margin-left:-5px !important;margin-right:-5px}.quarto-dashboard .card .card-toolbar .input-daterange .input-group-addon .input-group-text{padding-top:0;padding-bottom:0;height:100%}.quarto-dashboard .card .card-toolbar span.irs.irs--shiny{width:10em}.quarto-dashboard .card .card-toolbar span.irs.irs--shiny .irs-line{top:9px}.quarto-dashboard .card .card-toolbar span.irs.irs--shiny .irs-min,.quarto-dashboard .card .card-toolbar span.irs.irs--shiny .irs-max,.quarto-dashboard .card .card-toolbar span.irs.irs--shiny .irs-from,.quarto-dashboard .card .card-toolbar span.irs.irs--shiny .irs-to,.quarto-dashboard .card .card-toolbar span.irs.irs--shiny .irs-single{top:20px}.quarto-dashboard .card .card-toolbar span.irs.irs--shiny .irs-bar{top:8px}.quarto-dashboard .card .card-toolbar span.irs.irs--shiny .irs-handle{top:0px}.quarto-dashboard .card .card-toolbar .shiny-input-checkboxgroup>label{margin-top:6px}.quarto-dashboard .card .card-toolbar .shiny-input-checkboxgroup>.shiny-options-group{margin-top:0;align-items:baseline}.quarto-dashboard .card .card-toolbar .shiny-input-radiogroup>label{margin-top:6px}.quarto-dashboard .card .card-toolbar .shiny-input-radiogroup>.shiny-options-group{align-items:baseline;margin-top:0}.quarto-dashboard .card .card-toolbar .shiny-input-radiogroup>.shiny-options-group>.radio{margin-right:.3em}.quarto-dashboard .card .card-toolbar .form-select{padding-top:.2em;padding-bottom:.2em}.quarto-dashboard .card .card-toolbar .shiny-input-select{min-width:6em}.quarto-dashboard .card .card-toolbar div.checkbox{margin-bottom:0px}.quarto-dashboard .card .card-toolbar>.checkbox:first-child{margin-top:6px}.quarto-dashboard .card-body>table>thead{border-top:none}.quarto-dashboard .card-body>.table>:not(caption)>*>*{background-color:#fff}.tableFloatingHeaderOriginal{background-color:#fff;position:sticky !important;top:0 !important}.dashboard-data-table{margin-top:-1px}.quarto-listing{padding-bottom:1em}.listing-pagination{padding-top:.5em}ul.pagination{float:right;padding-left:8px;padding-top:.5em}ul.pagination li{padding-right:.75em}ul.pagination li.disabled a,ul.pagination li.active a{color:#fff;text-decoration:none}ul.pagination li:last-of-type{padding-right:0}.listing-actions-group{display:flex}.quarto-listing-filter{margin-bottom:1em;width:200px;margin-left:auto}.quarto-listing-sort{margin-bottom:1em;margin-right:auto;width:auto}.quarto-listing-sort .input-group-text{font-size:.8em}.input-group-text{border-right:none}.quarto-listing-sort select.form-select{font-size:.8em}.listing-no-matching{text-align:center;padding-top:2em;padding-bottom:3em;font-size:1em}#quarto-margin-sidebar .quarto-listing-category{padding-top:0;font-size:1rem}#quarto-margin-sidebar .quarto-listing-category-title{cursor:pointer;font-weight:600;font-size:1rem}.quarto-listing-category .category{cursor:pointer}.quarto-listing-category .category.active{font-weight:600}.quarto-listing-category.category-cloud{display:flex;flex-wrap:wrap;align-items:baseline}.quarto-listing-category.category-cloud .category{padding-right:5px}.quarto-listing-category.category-cloud .category-cloud-1{font-size:.75em}.quarto-listing-category.category-cloud .category-cloud-2{font-size:.95em}.quarto-listing-category.category-cloud .category-cloud-3{font-size:1.15em}.quarto-listing-category.category-cloud .category-cloud-4{font-size:1.35em}.quarto-listing-category.category-cloud .category-cloud-5{font-size:1.55em}.quarto-listing-category.category-cloud .category-cloud-6{font-size:1.75em}.quarto-listing-category.category-cloud .category-cloud-7{font-size:1.95em}.quarto-listing-category.category-cloud .category-cloud-8{font-size:2.15em}.quarto-listing-category.category-cloud .category-cloud-9{font-size:2.35em}.quarto-listing-category.category-cloud .category-cloud-10{font-size:2.55em}.quarto-listing-cols-1{grid-template-columns:repeat(1, minmax(0, 1fr));gap:1.5em}@media(max-width: 767.98px){.quarto-listing-cols-1{grid-template-columns:repeat(1, minmax(0, 1fr));gap:1.5em}}@media(max-width: 575.98px){.quarto-listing-cols-1{grid-template-columns:minmax(0, 1fr);gap:1.5em}}.quarto-listing-cols-2{grid-template-columns:repeat(2, minmax(0, 1fr));gap:1.5em}@media(max-width: 767.98px){.quarto-listing-cols-2{grid-template-columns:repeat(2, minmax(0, 1fr));gap:1.5em}}@media(max-width: 575.98px){.quarto-listing-cols-2{grid-template-columns:minmax(0, 1fr);gap:1.5em}}.quarto-listing-cols-3{grid-template-columns:repeat(3, minmax(0, 1fr));gap:1.5em}@media(max-width: 767.98px){.quarto-listing-cols-3{grid-template-columns:repeat(2, minmax(0, 1fr));gap:1.5em}}@media(max-width: 575.98px){.quarto-listing-cols-3{grid-template-columns:minmax(0, 1fr);gap:1.5em}}.quarto-listing-cols-4{grid-template-columns:repeat(4, minmax(0, 1fr));gap:1.5em}@media(max-width: 767.98px){.quarto-listing-cols-4{grid-template-columns:repeat(2, minmax(0, 1fr));gap:1.5em}}@media(max-width: 575.98px){.quarto-listing-cols-4{grid-template-columns:minmax(0, 1fr);gap:1.5em}}.quarto-listing-cols-5{grid-template-columns:repeat(5, minmax(0, 1fr));gap:1.5em}@media(max-width: 767.98px){.quarto-listing-cols-5{grid-template-columns:repeat(2, minmax(0, 1fr));gap:1.5em}}@media(max-width: 575.98px){.quarto-listing-cols-5{grid-template-columns:minmax(0, 1fr);gap:1.5em}}.quarto-listing-cols-6{grid-template-columns:repeat(6, minmax(0, 1fr));gap:1.5em}@media(max-width: 767.98px){.quarto-listing-cols-6{grid-template-columns:repeat(2, minmax(0, 1fr));gap:1.5em}}@media(max-width: 575.98px){.quarto-listing-cols-6{grid-template-columns:minmax(0, 1fr);gap:1.5em}}.quarto-listing-cols-7{grid-template-columns:repeat(7, minmax(0, 1fr));gap:1.5em}@media(max-width: 767.98px){.quarto-listing-cols-7{grid-template-columns:repeat(2, minmax(0, 1fr));gap:1.5em}}@media(max-width: 575.98px){.quarto-listing-cols-7{grid-template-columns:minmax(0, 1fr);gap:1.5em}}.quarto-listing-cols-8{grid-template-columns:repeat(8, minmax(0, 1fr));gap:1.5em}@media(max-width: 767.98px){.quarto-listing-cols-8{grid-template-columns:repeat(2, minmax(0, 1fr));gap:1.5em}}@media(max-width: 575.98px){.quarto-listing-cols-8{grid-template-columns:minmax(0, 1fr);gap:1.5em}}.quarto-listing-cols-9{grid-template-columns:repeat(9, minmax(0, 1fr));gap:1.5em}@media(max-width: 767.98px){.quarto-listing-cols-9{grid-template-columns:repeat(2, minmax(0, 1fr));gap:1.5em}}@media(max-width: 575.98px){.quarto-listing-cols-9{grid-template-columns:minmax(0, 1fr);gap:1.5em}}.quarto-listing-cols-10{grid-template-columns:repeat(10, minmax(0, 1fr));gap:1.5em}@media(max-width: 767.98px){.quarto-listing-cols-10{grid-template-columns:repeat(2, minmax(0, 1fr));gap:1.5em}}@media(max-width: 575.98px){.quarto-listing-cols-10{grid-template-columns:minmax(0, 1fr);gap:1.5em}}.quarto-listing-cols-11{grid-template-columns:repeat(11, minmax(0, 1fr));gap:1.5em}@media(max-width: 767.98px){.quarto-listing-cols-11{grid-template-columns:repeat(2, minmax(0, 1fr));gap:1.5em}}@media(max-width: 575.98px){.quarto-listing-cols-11{grid-template-columns:minmax(0, 1fr);gap:1.5em}}.quarto-listing-cols-12{grid-template-columns:repeat(12, minmax(0, 1fr));gap:1.5em}@media(max-width: 767.98px){.quarto-listing-cols-12{grid-template-columns:repeat(2, minmax(0, 1fr));gap:1.5em}}@media(max-width: 575.98px){.quarto-listing-cols-12{grid-template-columns:minmax(0, 1fr);gap:1.5em}}.quarto-listing-grid{gap:1.5em}.quarto-grid-item.borderless{border:none}.quarto-grid-item.borderless .listing-categories .listing-category:last-of-type,.quarto-grid-item.borderless .listing-categories .listing-category:first-of-type{padding-left:0}.quarto-grid-item.borderless .listing-categories .listing-category{border:0}.quarto-grid-link{text-decoration:none;color:inherit}.quarto-grid-link:hover{text-decoration:none;color:inherit}.quarto-grid-item h5.title,.quarto-grid-item .title.h5{margin-top:0;margin-bottom:0}.quarto-grid-item .card-footer{display:flex;justify-content:space-between;font-size:.8em}.quarto-grid-item .card-footer p{margin-bottom:0}.quarto-grid-item p.card-img-top{margin-bottom:0}.quarto-grid-item p.card-img-top>img{object-fit:cover}.quarto-grid-item .card-other-values{margin-top:.5em;font-size:.8em}.quarto-grid-item .card-other-values tr{margin-bottom:.5em}.quarto-grid-item .card-other-values tr>td:first-of-type{font-weight:600;padding-right:1em;padding-left:1em;vertical-align:top}.quarto-grid-item div.post-contents{display:flex;flex-direction:column;text-decoration:none;height:100%}.quarto-grid-item .listing-item-img-placeholder{background-color:rgba(52,58,64,.25);flex-shrink:0}.quarto-grid-item .card-attribution{padding-top:1em;display:flex;gap:1em;text-transform:uppercase;color:#6c757d;font-weight:500;flex-grow:10;align-items:flex-end}.quarto-grid-item .description{padding-bottom:1em}.quarto-grid-item .card-attribution .date{align-self:flex-end}.quarto-grid-item .card-attribution.justify{justify-content:space-between}.quarto-grid-item .card-attribution.start{justify-content:flex-start}.quarto-grid-item .card-attribution.end{justify-content:flex-end}.quarto-grid-item .card-title{margin-bottom:.1em}.quarto-grid-item .card-subtitle{padding-top:.25em}.quarto-grid-item .card-text{font-size:.9em}.quarto-grid-item .listing-reading-time{padding-bottom:.25em}.quarto-grid-item .card-text-small{font-size:.8em}.quarto-grid-item .card-subtitle.subtitle{font-size:.9em;font-weight:600;padding-bottom:.5em}.quarto-grid-item .listing-categories{display:flex;flex-wrap:wrap;padding-bottom:5px}.quarto-grid-item .listing-categories .listing-category{color:#6c757d;border:solid 1px #dee2e6;border-radius:.25rem;text-transform:uppercase;font-size:.65em;padding-left:.5em;padding-right:.5em;padding-top:.15em;padding-bottom:.15em;cursor:pointer;margin-right:4px;margin-bottom:4px}.quarto-grid-item.card-right{text-align:right}.quarto-grid-item.card-right .listing-categories{justify-content:flex-end}.quarto-grid-item.card-left{text-align:left}.quarto-grid-item.card-center{text-align:center}.quarto-grid-item.card-center .listing-description{text-align:justify}.quarto-grid-item.card-center .listing-categories{justify-content:center}table.quarto-listing-table td.image{padding:0px}table.quarto-listing-table td.image img{width:100%;max-width:50px;object-fit:contain}table.quarto-listing-table a{text-decoration:none;word-break:keep-all}table.quarto-listing-table th a{color:inherit}table.quarto-listing-table th a.asc:after{margin-bottom:-2px;margin-left:5px;display:inline-block;height:1rem;width:1rem;background-repeat:no-repeat;background-size:1rem 1rem;background-image:url('data:image/svg+xml,');content:""}table.quarto-listing-table th a.desc:after{margin-bottom:-2px;margin-left:5px;display:inline-block;height:1rem;width:1rem;background-repeat:no-repeat;background-size:1rem 1rem;background-image:url('data:image/svg+xml,');content:""}table.quarto-listing-table.table-hover td{cursor:pointer}.quarto-post.image-left{flex-direction:row}.quarto-post.image-right{flex-direction:row-reverse}@media(max-width: 767.98px){.quarto-post.image-right,.quarto-post.image-left{gap:0em;flex-direction:column}.quarto-post .metadata{padding-bottom:1em;order:2}.quarto-post .body{order:1}.quarto-post .thumbnail{order:3}}.list.quarto-listing-default div:last-of-type{border-bottom:none}@media(min-width: 992px){.quarto-listing-container-default{margin-right:2em}}div.quarto-post{display:flex;gap:2em;margin-bottom:1.5em;border-bottom:1px solid #dee2e6}@media(max-width: 767.98px){div.quarto-post{padding-bottom:1em}}div.quarto-post .metadata{flex-basis:20%;flex-grow:0;margin-top:.2em;flex-shrink:10}div.quarto-post .thumbnail{flex-basis:30%;flex-grow:0;flex-shrink:0}div.quarto-post .thumbnail img{margin-top:.4em;width:100%;object-fit:cover}div.quarto-post .body{flex-basis:45%;flex-grow:1;flex-shrink:0}div.quarto-post .body h3.listing-title,div.quarto-post .body .listing-title.h3{margin-top:0px;margin-bottom:0px;border-bottom:none}div.quarto-post .body .listing-subtitle{font-size:.875em;margin-bottom:.5em;margin-top:.2em}div.quarto-post .body .description{font-size:.9em}div.quarto-post .body pre code{white-space:pre-wrap}div.quarto-post a{color:#212529;text-decoration:none}div.quarto-post .metadata{display:flex;flex-direction:column;font-size:.8em;font-family:Georgia,serif;flex-basis:33%}div.quarto-post .listing-categories{display:flex;flex-wrap:wrap;padding-bottom:5px}div.quarto-post .listing-categories .listing-category{color:#6c757d;border:solid 1px #dee2e6;border-radius:.25rem;text-transform:uppercase;font-size:.65em;padding-left:.5em;padding-right:.5em;padding-top:.15em;padding-bottom:.15em;cursor:pointer;margin-right:4px;margin-bottom:4px}div.quarto-post .listing-description{margin-bottom:.5em}div.quarto-about-jolla{display:flex !important;flex-direction:column;align-items:center;margin-top:10%;padding-bottom:1em}div.quarto-about-jolla .about-image{object-fit:cover;margin-left:auto;margin-right:auto;margin-bottom:1.5em}div.quarto-about-jolla img.round{border-radius:50%}div.quarto-about-jolla img.rounded{border-radius:10px}div.quarto-about-jolla .quarto-title h1.title,div.quarto-about-jolla .quarto-title .title.h1{text-align:center}div.quarto-about-jolla .quarto-title .description{text-align:center}div.quarto-about-jolla h2,div.quarto-about-jolla .h2{border-bottom:none}div.quarto-about-jolla .about-sep{width:60%}div.quarto-about-jolla main{text-align:center}div.quarto-about-jolla .about-links{display:flex}@media(min-width: 992px){div.quarto-about-jolla .about-links{flex-direction:row;column-gap:.8em;row-gap:15px;flex-wrap:wrap}}@media(max-width: 991.98px){div.quarto-about-jolla .about-links{flex-direction:column;row-gap:1em;width:100%;padding-bottom:1.5em}}div.quarto-about-jolla .about-link{color:#4e5862;text-decoration:none;border:solid 1px}@media(min-width: 992px){div.quarto-about-jolla .about-link{font-size:.8em;padding:.25em .5em;border-radius:4px}}@media(max-width: 991.98px){div.quarto-about-jolla .about-link{font-size:1.1em;padding:.5em .5em;text-align:center;border-radius:6px}}div.quarto-about-jolla .about-link:hover{color:#0d6efd}div.quarto-about-jolla .about-link i.bi{margin-right:.15em}div.quarto-about-solana{display:flex !important;flex-direction:column;padding-top:3em !important;padding-bottom:1em}div.quarto-about-solana .about-entity{display:flex !important;align-items:start;justify-content:space-between}@media(min-width: 992px){div.quarto-about-solana .about-entity{flex-direction:row}}@media(max-width: 991.98px){div.quarto-about-solana .about-entity{flex-direction:column-reverse;align-items:center;text-align:center}}div.quarto-about-solana .about-entity .entity-contents{display:flex;flex-direction:column}@media(max-width: 767.98px){div.quarto-about-solana .about-entity .entity-contents{width:100%}}div.quarto-about-solana .about-entity .about-image{object-fit:cover}@media(max-width: 991.98px){div.quarto-about-solana .about-entity .about-image{margin-bottom:1.5em}}div.quarto-about-solana .about-entity img.round{border-radius:50%}div.quarto-about-solana .about-entity img.rounded{border-radius:10px}div.quarto-about-solana .about-entity .about-links{display:flex;justify-content:left;padding-bottom:1.2em}@media(min-width: 992px){div.quarto-about-solana .about-entity .about-links{flex-direction:row;column-gap:.8em;row-gap:15px;flex-wrap:wrap}}@media(max-width: 991.98px){div.quarto-about-solana .about-entity .about-links{flex-direction:column;row-gap:1em;width:100%;padding-bottom:1.5em}}div.quarto-about-solana .about-entity .about-link{color:#4e5862;text-decoration:none;border:solid 1px}@media(min-width: 992px){div.quarto-about-solana .about-entity .about-link{font-size:.8em;padding:.25em .5em;border-radius:4px}}@media(max-width: 991.98px){div.quarto-about-solana .about-entity .about-link{font-size:1.1em;padding:.5em .5em;text-align:center;border-radius:6px}}div.quarto-about-solana .about-entity .about-link:hover{color:#0d6efd}div.quarto-about-solana .about-entity .about-link i.bi{margin-right:.15em}div.quarto-about-solana .about-contents{padding-right:1.5em;flex-basis:0;flex-grow:1}div.quarto-about-solana .about-contents main.content{margin-top:0}div.quarto-about-solana .about-contents h2,div.quarto-about-solana .about-contents .h2{border-bottom:none}div.quarto-about-trestles{display:flex !important;flex-direction:row;padding-top:3em !important;padding-bottom:1em}@media(max-width: 991.98px){div.quarto-about-trestles{flex-direction:column;padding-top:0em !important}}div.quarto-about-trestles .about-entity{display:flex !important;flex-direction:column;align-items:center;text-align:center;padding-right:1em}@media(min-width: 992px){div.quarto-about-trestles .about-entity{flex:0 0 42%}}div.quarto-about-trestles .about-entity .about-image{object-fit:cover;margin-bottom:1.5em}div.quarto-about-trestles .about-entity img.round{border-radius:50%}div.quarto-about-trestles .about-entity img.rounded{border-radius:10px}div.quarto-about-trestles .about-entity .about-links{display:flex;justify-content:center}@media(min-width: 992px){div.quarto-about-trestles .about-entity .about-links{flex-direction:row;column-gap:.8em;row-gap:15px;flex-wrap:wrap}}@media(max-width: 991.98px){div.quarto-about-trestles .about-entity .about-links{flex-direction:column;row-gap:1em;width:100%;padding-bottom:1.5em}}div.quarto-about-trestles .about-entity .about-link{color:#4e5862;text-decoration:none;border:solid 1px}@media(min-width: 992px){div.quarto-about-trestles .about-entity .about-link{font-size:.8em;padding:.25em .5em;border-radius:4px}}@media(max-width: 991.98px){div.quarto-about-trestles .about-entity .about-link{font-size:1.1em;padding:.5em .5em;text-align:center;border-radius:6px}}div.quarto-about-trestles .about-entity .about-link:hover{color:#0d6efd}div.quarto-about-trestles .about-entity .about-link i.bi{margin-right:.15em}div.quarto-about-trestles .about-contents{flex-basis:0;flex-grow:1}div.quarto-about-trestles .about-contents h2,div.quarto-about-trestles .about-contents .h2{border-bottom:none}@media(min-width: 992px){div.quarto-about-trestles .about-contents{border-left:solid 1px #dee2e6;padding-left:1.5em}}div.quarto-about-trestles .about-contents main.content{margin-top:0}div.quarto-about-marquee{padding-bottom:1em}div.quarto-about-marquee .about-contents{display:flex;flex-direction:column}div.quarto-about-marquee .about-image{max-height:550px;margin-bottom:1.5em;object-fit:cover}div.quarto-about-marquee img.round{border-radius:50%}div.quarto-about-marquee img.rounded{border-radius:10px}div.quarto-about-marquee h2,div.quarto-about-marquee .h2{border-bottom:none}div.quarto-about-marquee .about-links{display:flex;justify-content:center;padding-top:1.5em}@media(min-width: 992px){div.quarto-about-marquee .about-links{flex-direction:row;column-gap:.8em;row-gap:15px;flex-wrap:wrap}}@media(max-width: 991.98px){div.quarto-about-marquee .about-links{flex-direction:column;row-gap:1em;width:100%;padding-bottom:1.5em}}div.quarto-about-marquee .about-link{color:#4e5862;text-decoration:none;border:solid 1px}@media(min-width: 992px){div.quarto-about-marquee .about-link{font-size:.8em;padding:.25em .5em;border-radius:4px}}@media(max-width: 991.98px){div.quarto-about-marquee .about-link{font-size:1.1em;padding:.5em .5em;text-align:center;border-radius:6px}}div.quarto-about-marquee .about-link:hover{color:#0d6efd}div.quarto-about-marquee .about-link i.bi{margin-right:.15em}@media(min-width: 992px){div.quarto-about-marquee .about-link{border:none}}div.quarto-about-broadside{display:flex;flex-direction:column;padding-bottom:1em}div.quarto-about-broadside .about-main{display:flex !important;padding-top:0 !important}@media(min-width: 992px){div.quarto-about-broadside .about-main{flex-direction:row;align-items:flex-start}}@media(max-width: 991.98px){div.quarto-about-broadside .about-main{flex-direction:column}}@media(max-width: 991.98px){div.quarto-about-broadside .about-main .about-entity{flex-shrink:0;width:100%;height:450px;margin-bottom:1.5em;background-size:cover;background-repeat:no-repeat}}@media(min-width: 992px){div.quarto-about-broadside .about-main .about-entity{flex:0 10 50%;margin-right:1.5em;width:100%;height:100%;background-size:100%;background-repeat:no-repeat}}div.quarto-about-broadside .about-main .about-contents{padding-top:14px;flex:0 0 50%}div.quarto-about-broadside h2,div.quarto-about-broadside .h2{border-bottom:none}div.quarto-about-broadside .about-sep{margin-top:1.5em;width:60%;align-self:center}div.quarto-about-broadside .about-links{display:flex;justify-content:center;column-gap:20px;padding-top:1.5em}@media(min-width: 992px){div.quarto-about-broadside .about-links{flex-direction:row;column-gap:.8em;row-gap:15px;flex-wrap:wrap}}@media(max-width: 991.98px){div.quarto-about-broadside .about-links{flex-direction:column;row-gap:1em;width:100%;padding-bottom:1.5em}}div.quarto-about-broadside .about-link{color:#4e5862;text-decoration:none;border:solid 1px}@media(min-width: 992px){div.quarto-about-broadside .about-link{font-size:.8em;padding:.25em .5em;border-radius:4px}}@media(max-width: 991.98px){div.quarto-about-broadside .about-link{font-size:1.1em;padding:.5em .5em;text-align:center;border-radius:6px}}div.quarto-about-broadside .about-link:hover{color:#0d6efd}div.quarto-about-broadside .about-link i.bi{margin-right:.15em}@media(min-width: 992px){div.quarto-about-broadside .about-link{border:none}}.tippy-box[data-theme~=quarto]{background-color:#fff;border:solid 1px #dee2e6;border-radius:.25rem;color:#212529;font-size:.875rem}.tippy-box[data-theme~=quarto]>.tippy-backdrop{background-color:#fff}.tippy-box[data-theme~=quarto]>.tippy-arrow:after,.tippy-box[data-theme~=quarto]>.tippy-svg-arrow:after{content:"";position:absolute;z-index:-1}.tippy-box[data-theme~=quarto]>.tippy-arrow:after{border-color:rgba(0,0,0,0);border-style:solid}.tippy-box[data-placement^=top]>.tippy-arrow:before{bottom:-6px}.tippy-box[data-placement^=bottom]>.tippy-arrow:before{top:-6px}.tippy-box[data-placement^=right]>.tippy-arrow:before{left:-6px}.tippy-box[data-placement^=left]>.tippy-arrow:before{right:-6px}.tippy-box[data-theme~=quarto][data-placement^=top]>.tippy-arrow:before{border-top-color:#fff}.tippy-box[data-theme~=quarto][data-placement^=top]>.tippy-arrow:after{border-top-color:#dee2e6;border-width:7px 7px 0;top:17px;left:1px}.tippy-box[data-theme~=quarto][data-placement^=top]>.tippy-svg-arrow>svg{top:16px}.tippy-box[data-theme~=quarto][data-placement^=top]>.tippy-svg-arrow:after{top:17px}.tippy-box[data-theme~=quarto][data-placement^=bottom]>.tippy-arrow:before{border-bottom-color:#fff;bottom:16px}.tippy-box[data-theme~=quarto][data-placement^=bottom]>.tippy-arrow:after{border-bottom-color:#dee2e6;border-width:0 7px 7px;bottom:17px;left:1px}.tippy-box[data-theme~=quarto][data-placement^=bottom]>.tippy-svg-arrow>svg{bottom:15px}.tippy-box[data-theme~=quarto][data-placement^=bottom]>.tippy-svg-arrow:after{bottom:17px}.tippy-box[data-theme~=quarto][data-placement^=left]>.tippy-arrow:before{border-left-color:#fff}.tippy-box[data-theme~=quarto][data-placement^=left]>.tippy-arrow:after{border-left-color:#dee2e6;border-width:7px 0 7px 7px;left:17px;top:1px}.tippy-box[data-theme~=quarto][data-placement^=left]>.tippy-svg-arrow>svg{left:11px}.tippy-box[data-theme~=quarto][data-placement^=left]>.tippy-svg-arrow:after{left:12px}.tippy-box[data-theme~=quarto][data-placement^=right]>.tippy-arrow:before{border-right-color:#fff;right:16px}.tippy-box[data-theme~=quarto][data-placement^=right]>.tippy-arrow:after{border-width:7px 7px 7px 0;right:17px;top:1px;border-right-color:#dee2e6}.tippy-box[data-theme~=quarto][data-placement^=right]>.tippy-svg-arrow>svg{right:11px}.tippy-box[data-theme~=quarto][data-placement^=right]>.tippy-svg-arrow:after{right:12px}.tippy-box[data-theme~=quarto]>.tippy-svg-arrow{fill:#212529}.tippy-box[data-theme~=quarto]>.tippy-svg-arrow:after{background-image:url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIGhlaWdodD0iNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj48cGF0aCBkPSJNMCA2czEuNzk2LS4wMTMgNC42Ny0zLjYxNUM1Ljg1MS45IDYuOTMuMDA2IDggMGMxLjA3LS4wMDYgMi4xNDguODg3IDMuMzQzIDIuMzg1QzE0LjIzMyA2LjAwNSAxNiA2IDE2IDZIMHoiIGZpbGw9InJnYmEoMCwgOCwgMTYsIDAuMikiLz48L3N2Zz4=);background-size:16px 6px;width:16px;height:6px}.top-right{position:absolute;top:1em;right:1em}.visually-hidden{border:0;clip:rect(0 0 0 0);height:auto;margin:0;overflow:hidden;padding:0;position:absolute;width:1px;white-space:nowrap}.hidden{display:none !important}.zindex-bottom{z-index:-1 !important}figure.figure{display:block}.quarto-layout-panel{margin-bottom:1em}.quarto-layout-panel>figure{width:100%}.quarto-layout-panel>figure>figcaption,.quarto-layout-panel>.panel-caption{margin-top:10pt}.quarto-layout-panel>.table-caption{margin-top:0px}.table-caption p{margin-bottom:.5em}.quarto-layout-row{display:flex;flex-direction:row;align-items:flex-start}.quarto-layout-valign-top{align-items:flex-start}.quarto-layout-valign-bottom{align-items:flex-end}.quarto-layout-valign-center{align-items:center}.quarto-layout-cell{position:relative;margin-right:20px}.quarto-layout-cell:last-child{margin-right:0}.quarto-layout-cell figure,.quarto-layout-cell>p{margin:.2em}.quarto-layout-cell img{max-width:100%}.quarto-layout-cell .html-widget{width:100% !important}.quarto-layout-cell div figure p{margin:0}.quarto-layout-cell figure{display:block;margin-inline-start:0;margin-inline-end:0}.quarto-layout-cell table{display:inline-table}.quarto-layout-cell-subref figcaption,figure .quarto-layout-row figure figcaption{text-align:center;font-style:italic}.quarto-figure{position:relative;margin-bottom:1em}.quarto-figure>figure{width:100%;margin-bottom:0}.quarto-figure-left>figure>p,.quarto-figure-left>figure>div{text-align:left}.quarto-figure-center>figure>p,.quarto-figure-center>figure>div{text-align:center}.quarto-figure-right>figure>p,.quarto-figure-right>figure>div{text-align:right}.quarto-figure>figure>div.cell-annotation,.quarto-figure>figure>div code{text-align:left}figure>p:empty{display:none}figure>p:first-child{margin-top:0;margin-bottom:0}figure>figcaption.quarto-float-caption-bottom{margin-bottom:.5em}figure>figcaption.quarto-float-caption-top{margin-top:.5em}div[id^=tbl-]{position:relative}.quarto-figure>.anchorjs-link{position:absolute;top:.6em;right:.5em}div[id^=tbl-]>.anchorjs-link{position:absolute;top:.7em;right:.3em}.quarto-figure:hover>.anchorjs-link,div[id^=tbl-]:hover>.anchorjs-link,h2:hover>.anchorjs-link,.h2:hover>.anchorjs-link,h3:hover>.anchorjs-link,.h3:hover>.anchorjs-link,h4:hover>.anchorjs-link,.h4:hover>.anchorjs-link,h5:hover>.anchorjs-link,.h5:hover>.anchorjs-link,h6:hover>.anchorjs-link,.h6:hover>.anchorjs-link,.reveal-anchorjs-link>.anchorjs-link{opacity:1}#title-block-header{margin-block-end:1rem;position:relative;margin-top:-1px}#title-block-header .abstract{margin-block-start:1rem}#title-block-header .abstract .abstract-title{font-weight:600}#title-block-header a{text-decoration:none}#title-block-header .author,#title-block-header .date,#title-block-header .doi{margin-block-end:.2rem}#title-block-header .quarto-title-block>div{display:flex}#title-block-header .quarto-title-block>div>h1,#title-block-header .quarto-title-block>div>.h1{flex-grow:1}#title-block-header .quarto-title-block>div>button{flex-shrink:0;height:2.25rem;margin-top:0}@media(min-width: 992px){#title-block-header .quarto-title-block>div>button{margin-top:5px}}tr.header>th>p:last-of-type{margin-bottom:0px}table,table.table{margin-top:.5rem;margin-bottom:.5rem}caption,.table-caption{padding-top:.5rem;padding-bottom:.5rem;text-align:center}figure.quarto-float-tbl figcaption.quarto-float-caption-top{margin-top:.5rem;margin-bottom:.25rem;text-align:center}figure.quarto-float-tbl figcaption.quarto-float-caption-bottom{padding-top:.25rem;margin-bottom:.5rem;text-align:center}.utterances{max-width:none;margin-left:-8px}iframe{margin-bottom:1em}details{margin-bottom:1em}details[show]{margin-bottom:0}details>summary{color:#6c757d}details>summary>p:only-child{display:inline}pre.sourceCode,code.sourceCode{position:relative}p code:not(.sourceCode){white-space:pre-wrap}code{white-space:pre}@media print{code{white-space:pre-wrap}}pre>code{display:block}pre>code.sourceCode{white-space:pre}pre>code.sourceCode>span>a:first-child::before{text-decoration:none}pre.code-overflow-wrap>code.sourceCode{white-space:pre-wrap}pre.code-overflow-scroll>code.sourceCode{white-space:pre}code a:any-link{color:inherit;text-decoration:none}code a:hover{color:inherit;text-decoration:underline}ul.task-list{padding-left:1em}[data-tippy-root]{display:inline-block}.tippy-content .footnote-back{display:none}.footnote-back{margin-left:.2em}.tippy-content{overflow-x:auto}.quarto-embedded-source-code{display:none}.quarto-unresolved-ref{font-weight:600}.quarto-cover-image{max-width:35%;float:right;margin-left:30px}.cell-output-display .widget-subarea{margin-bottom:1em}.cell-output-display:not(.no-overflow-x),.knitsql-table:not(.no-overflow-x){overflow-x:auto}.panel-input{margin-bottom:1em}.panel-input>div,.panel-input>div>div{display:inline-block;vertical-align:top;padding-right:12px}.panel-input>p:last-child{margin-bottom:0}.layout-sidebar{margin-bottom:1em}.layout-sidebar .tab-content{border:none}.tab-content>.page-columns.active{display:grid}div.sourceCode>iframe{width:100%;height:300px;margin-bottom:-0.5em}a{text-underline-offset:3px}div.ansi-escaped-output{font-family:monospace;display:block}/*! +* +* ansi colors from IPython notebook's +* +* we also add `bright-[color]-` synonyms for the `-[color]-intense` classes since +* that seems to be what ansi_up emits +* +*/.ansi-black-fg{color:#3e424d}.ansi-black-bg{background-color:#3e424d}.ansi-black-intense-black,.ansi-bright-black-fg{color:#282c36}.ansi-black-intense-black,.ansi-bright-black-bg{background-color:#282c36}.ansi-red-fg{color:#e75c58}.ansi-red-bg{background-color:#e75c58}.ansi-red-intense-red,.ansi-bright-red-fg{color:#b22b31}.ansi-red-intense-red,.ansi-bright-red-bg{background-color:#b22b31}.ansi-green-fg{color:#00a250}.ansi-green-bg{background-color:#00a250}.ansi-green-intense-green,.ansi-bright-green-fg{color:#007427}.ansi-green-intense-green,.ansi-bright-green-bg{background-color:#007427}.ansi-yellow-fg{color:#ddb62b}.ansi-yellow-bg{background-color:#ddb62b}.ansi-yellow-intense-yellow,.ansi-bright-yellow-fg{color:#b27d12}.ansi-yellow-intense-yellow,.ansi-bright-yellow-bg{background-color:#b27d12}.ansi-blue-fg{color:#208ffb}.ansi-blue-bg{background-color:#208ffb}.ansi-blue-intense-blue,.ansi-bright-blue-fg{color:#0065ca}.ansi-blue-intense-blue,.ansi-bright-blue-bg{background-color:#0065ca}.ansi-magenta-fg{color:#d160c4}.ansi-magenta-bg{background-color:#d160c4}.ansi-magenta-intense-magenta,.ansi-bright-magenta-fg{color:#a03196}.ansi-magenta-intense-magenta,.ansi-bright-magenta-bg{background-color:#a03196}.ansi-cyan-fg{color:#60c6c8}.ansi-cyan-bg{background-color:#60c6c8}.ansi-cyan-intense-cyan,.ansi-bright-cyan-fg{color:#258f8f}.ansi-cyan-intense-cyan,.ansi-bright-cyan-bg{background-color:#258f8f}.ansi-white-fg{color:#c5c1b4}.ansi-white-bg{background-color:#c5c1b4}.ansi-white-intense-white,.ansi-bright-white-fg{color:#a1a6b2}.ansi-white-intense-white,.ansi-bright-white-bg{background-color:#a1a6b2}.ansi-default-inverse-fg{color:#fff}.ansi-default-inverse-bg{background-color:#000}.ansi-bold{font-weight:bold}.ansi-underline{text-decoration:underline}:root{--quarto-body-bg: #ffffff;--quarto-body-color: #212529;--quarto-text-muted: #6c757d;--quarto-border-color: #dee2e6;--quarto-border-width: 1px;--quarto-border-radius: 0.25rem}table.gt_table{color:var(--quarto-body-color);font-size:1em;width:100%;background-color:rgba(0,0,0,0);border-top-width:inherit;border-bottom-width:inherit;border-color:var(--quarto-border-color)}table.gt_table th.gt_column_spanner_outer{color:var(--quarto-body-color);background-color:rgba(0,0,0,0);border-top-width:inherit;border-bottom-width:inherit;border-color:var(--quarto-border-color)}table.gt_table th.gt_col_heading{color:var(--quarto-body-color);font-weight:bold;background-color:rgba(0,0,0,0)}table.gt_table thead.gt_col_headings{border-bottom:1px solid currentColor;border-top-width:inherit;border-top-color:var(--quarto-border-color)}table.gt_table thead.gt_col_headings:not(:first-child){border-top-width:1px;border-top-color:var(--quarto-border-color)}table.gt_table td.gt_row{border-bottom-width:1px;border-bottom-color:var(--quarto-border-color);border-top-width:0px}table.gt_table tbody.gt_table_body{border-top-width:1px;border-bottom-width:1px;border-bottom-color:var(--quarto-border-color);border-top-color:currentColor}div.columns{display:initial;gap:initial}div.column{display:inline-block;overflow-x:initial;vertical-align:top;width:50%}.code-annotation-tip-content{word-wrap:break-word}.code-annotation-container-hidden{display:none !important}dl.code-annotation-container-grid{display:grid;grid-template-columns:min-content auto}dl.code-annotation-container-grid dt{grid-column:1}dl.code-annotation-container-grid dd{grid-column:2}pre.sourceCode.code-annotation-code{padding-right:0}code.sourceCode .code-annotation-anchor{z-index:100;position:relative;float:right;background-color:rgba(0,0,0,0)}input[type=checkbox]{margin-right:.5ch}:root{--mermaid-bg-color: #ffffff;--mermaid-edge-color: #6c757d;--mermaid-node-fg-color: #212529;--mermaid-fg-color: #212529;--mermaid-fg-color--lighter: #383f45;--mermaid-fg-color--lightest: #4e5862;--mermaid-font-family: system-ui, -apple-system, Segoe UI, Roboto, Helvetica Neue, Noto Sans, Liberation Sans, Arial, sans-serif, Apple Color Emoji, Segoe UI Emoji, Segoe UI Symbol, Noto Color Emoji;--mermaid-label-bg-color: #ffffff;--mermaid-label-fg-color: #0d6efd;--mermaid-node-bg-color: rgba(13, 110, 253, 0.1);--mermaid-node-fg-color: #212529}@media print{:root{font-size:11pt}#quarto-sidebar,#TOC,.nav-page{display:none}.page-columns .content{grid-column-start:page-start}.fixed-top{position:relative}.panel-caption,.figure-caption,figcaption{color:#666}}.code-copy-button{position:absolute;top:0;right:0;border:0;margin-top:5px;margin-right:5px;background-color:rgba(0,0,0,0);z-index:3}.code-copy-button:focus{outline:none}.code-copy-button-tooltip{font-size:.75em}pre.sourceCode:hover>.code-copy-button>.bi::before{display:inline-block;height:1rem;width:1rem;content:"";vertical-align:-0.125em;background-image:url('data:image/svg+xml,');background-repeat:no-repeat;background-size:1rem 1rem}pre.sourceCode:hover>.code-copy-button-checked>.bi::before{background-image:url('data:image/svg+xml,')}pre.sourceCode:hover>.code-copy-button:hover>.bi::before{background-image:url('data:image/svg+xml,')}pre.sourceCode:hover>.code-copy-button-checked:hover>.bi::before{background-image:url('data:image/svg+xml,')}main ol ol,main ul ul,main ol ul,main ul ol{margin-bottom:1em}ul>li:not(:has(>p))>ul,ol>li:not(:has(>p))>ul,ul>li:not(:has(>p))>ol,ol>li:not(:has(>p))>ol{margin-bottom:0}ul>li:not(:has(>p))>ul>li:has(>p),ol>li:not(:has(>p))>ul>li:has(>p),ul>li:not(:has(>p))>ol>li:has(>p),ol>li:not(:has(>p))>ol>li:has(>p){margin-top:1rem}body{margin:0}main.page-columns>header>h1.title,main.page-columns>header>.title.h1{margin-bottom:0}@media(min-width: 992px){body .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start page-start-inset] 35px [body-start-outset] 35px [body-start] 1.5em [body-content-start] minmax(500px, calc(850px - 3em)) [body-content-end] 1.5em [body-end] 35px [body-end-outset] minmax(75px, 145px) [page-end-inset] 35px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.fullcontent:not(.floating):not(.docked) .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start page-start-inset] 35px [body-start-outset] 35px [body-start] 1.5em [body-content-start] minmax(500px, calc(850px - 3em)) [body-content-end] 1.5em [body-end] 35px [body-end-outset] 35px [page-end-inset page-end] 5fr [screen-end-inset] 1.5em}body.slimcontent:not(.floating):not(.docked) .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start page-start-inset] 35px [body-start-outset] 35px [body-start] 1.5em [body-content-start] minmax(500px, calc(850px - 3em)) [body-content-end] 1.5em [body-end] 50px [body-end-outset] minmax(0px, 200px) [page-end-inset] 35px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.listing:not(.floating):not(.docked) .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start] minmax(50px, 100px) [page-start-inset] 50px [body-start-outset] 50px [body-start] 1.5em [body-content-start] minmax(500px, calc(850px - 3em)) [body-content-end] 3em [body-end] 50px [body-end-outset] minmax(0px, 250px) [page-end-inset] minmax(50px, 100px) [page-end] 1fr [screen-end-inset] 1.5em [screen-end]}body:not(.floating):not(.docked) .page-columns.toc-left{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start] 35px [page-start-inset] minmax(0px, 175px) [body-start-outset] 35px [body-start] 1.5em [body-content-start] minmax(450px, calc(800px - 3em)) [body-content-end] 1.5em [body-end] 50px [body-end-outset] minmax(0px, 200px) [page-end-inset] 50px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body:not(.floating):not(.docked) .page-columns.toc-left .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start] 35px [page-start-inset] minmax(0px, 175px) [body-start-outset] 35px [body-start] 1.5em [body-content-start] minmax(450px, calc(800px - 3em)) [body-content-end] 1.5em [body-end] 50px [body-end-outset] minmax(0px, 200px) [page-end-inset] 50px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.floating .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start] minmax(25px, 50px) [page-start-inset] minmax(50px, 150px) [body-start-outset] minmax(25px, 50px) [body-start] 1.5em [body-content-start] minmax(500px, calc(800px - 3em)) [body-content-end] 1.5em [body-end] minmax(25px, 50px) [body-end-outset] minmax(50px, 150px) [page-end-inset] minmax(25px, 50px) [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.docked .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start] minmax(50px, 100px) [page-start-inset] 50px [body-start-outset] 50px [body-start] 1.5em [body-content-start] minmax(500px, calc(1000px - 3em)) [body-content-end] 1.5em [body-end] 50px [body-end-outset] minmax(50px, 100px) [page-end-inset] 50px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.docked.fullcontent .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start] minmax(50px, 100px) [page-start-inset] 50px [body-start-outset] 50px [body-start] 1.5em [body-content-start] minmax(500px, calc(1000px - 3em)) [body-content-end] 1.5em [body-end body-end-outset page-end-inset page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.floating.fullcontent .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start] 50px [page-start-inset] minmax(50px, 150px) [body-start-outset] 50px [body-start] 1.5em [body-content-start] minmax(500px, calc(800px - 3em)) [body-content-end] 1.5em [body-end body-end-outset page-end-inset page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.docked.slimcontent .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start] minmax(50px, 100px) [page-start-inset] 50px [body-start-outset] 50px [body-start] 1.5em [body-content-start] minmax(450px, calc(750px - 3em)) [body-content-end] 1.5em [body-end] 50px [body-end-outset] minmax(0px, 200px) [page-end-inset] 50px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.docked.listing .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start] minmax(50px, 100px) [page-start-inset] 50px [body-start-outset] 50px [body-start] 1.5em [body-content-start] minmax(500px, calc(1000px - 3em)) [body-content-end] 1.5em [body-end] 50px [body-end-outset] minmax(0px, 200px) [page-end-inset] 50px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.floating.slimcontent .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start] 50px [page-start-inset] minmax(50px, 150px) [body-start-outset] 50px [body-start] 1.5em [body-content-start] minmax(450px, calc(750px - 3em)) [body-content-end] 1.5em [body-end] 50px [body-end-outset] minmax(50px, 150px) [page-end-inset] 50px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.floating.listing .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start] minmax(25px, 50px) [page-start-inset] minmax(50px, 150px) [body-start-outset] minmax(25px, 50px) [body-start] 1.5em [body-content-start] minmax(500px, calc(800px - 3em)) [body-content-end] 1.5em [body-end] minmax(25px, 50px) [body-end-outset] minmax(50px, 150px) [page-end-inset] minmax(25px, 50px) [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}}@media(max-width: 991.98px){body .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start page-start-inset body-start-outset] 5fr [body-start] 1.5em [body-content-start] minmax(500px, calc(800px - 3em)) [body-content-end] 1.5em [body-end] 35px [body-end-outset] minmax(75px, 145px) [page-end-inset] 35px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.fullcontent:not(.floating):not(.docked) .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start page-start-inset body-start-outset] 5fr [body-start] 1.5em [body-content-start] minmax(500px, calc(800px - 3em)) [body-content-end] 1.5em [body-end body-end-outset page-end-inset page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.slimcontent:not(.floating):not(.docked) .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start page-start-inset body-start-outset] 5fr [body-start] 1.5em [body-content-start] minmax(500px, calc(800px - 3em)) [body-content-end] 1.5em [body-end] 35px [body-end-outset] minmax(75px, 145px) [page-end-inset] 35px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.listing:not(.floating):not(.docked) .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start page-start-inset body-start-outset] 5fr [body-start] 1.5em [body-content-start] minmax(500px, calc(1250px - 3em)) [body-content-end body-end body-end-outset page-end-inset page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body:not(.floating):not(.docked) .page-columns.toc-left{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start] 35px [page-start-inset] minmax(0px, 145px) [body-start-outset] 35px [body-start] 1.5em [body-content-start] minmax(450px, calc(800px - 3em)) [body-content-end] 1.5em [body-end body-end-outset page-end-inset page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body:not(.floating):not(.docked) .page-columns.toc-left .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start] 35px [page-start-inset] minmax(0px, 145px) [body-start-outset] 35px [body-start] 1.5em [body-content-start] minmax(450px, calc(800px - 3em)) [body-content-end] 1.5em [body-end body-end-outset page-end-inset page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.floating .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start page-start-inset body-start-outset body-start] 1.5em [body-content-start] minmax(500px, calc(750px - 3em)) [body-content-end] 1.5em [body-end] 50px [body-end-outset] minmax(75px, 150px) [page-end-inset] 25px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.docked .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start page-start-inset body-start-outset body-start body-content-start] minmax(500px, calc(750px - 3em)) [body-content-end] 1.5em [body-end] 50px [body-end-outset] minmax(25px, 50px) [page-end-inset] 50px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.docked.fullcontent .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start page-start-inset body-start-outset body-start body-content-start] minmax(500px, calc(1000px - 3em)) [body-content-end] 1.5em [body-end body-end-outset page-end-inset page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.floating.fullcontent .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start page-start-inset body-start-outset body-start] 1em [body-content-start] minmax(500px, calc(800px - 3em)) [body-content-end] 1.5em [body-end body-end-outset page-end-inset page-end] 4fr [screen-end-inset] 1.5em [screen-end]}body.docked.slimcontent .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start page-start-inset body-start-outset body-start body-content-start] minmax(500px, calc(750px - 3em)) [body-content-end] 1.5em [body-end] 50px [body-end-outset] minmax(25px, 50px) [page-end-inset] 50px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.docked.listing .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start page-start-inset body-start-outset body-start body-content-start] minmax(500px, calc(750px - 3em)) [body-content-end] 1.5em [body-end] 50px [body-end-outset] minmax(25px, 50px) [page-end-inset] 50px [page-end] 5fr [screen-end-inset] 1.5em [screen-end]}body.floating.slimcontent .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start page-start-inset body-start-outset body-start] 1em [body-content-start] minmax(500px, calc(750px - 3em)) [body-content-end] 1.5em [body-end] 35px [body-end-outset] minmax(75px, 145px) [page-end-inset] 35px [page-end] 4fr [screen-end-inset] 1.5em [screen-end]}body.floating.listing .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset] 5fr [page-start page-start-inset body-start-outset body-start] 1em [body-content-start] minmax(500px, calc(750px - 3em)) [body-content-end] 1.5em [body-end] 50px [body-end-outset] minmax(75px, 150px) [page-end-inset] 25px [page-end] 4fr [screen-end-inset] 1.5em [screen-end]}}@media(max-width: 767.98px){body .page-columns,body.fullcontent:not(.floating):not(.docked) .page-columns,body.slimcontent:not(.floating):not(.docked) .page-columns,body.docked .page-columns,body.docked.slimcontent .page-columns,body.docked.fullcontent .page-columns,body.floating .page-columns,body.floating.slimcontent .page-columns,body.floating.fullcontent .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start page-start-inset body-start-outset body-start body-content-start] minmax(0px, 1fr) [body-content-end body-end body-end-outset page-end-inset page-end screen-end-inset] 1.5em [screen-end]}body:not(.floating):not(.docked) .page-columns.toc-left{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start page-start-inset body-start-outset body-start body-content-start] minmax(0px, 1fr) [body-content-end body-end body-end-outset page-end-inset page-end screen-end-inset] 1.5em [screen-end]}body:not(.floating):not(.docked) .page-columns.toc-left .page-columns{display:grid;gap:0;grid-template-columns:[screen-start] 1.5em [screen-start-inset page-start page-start-inset body-start-outset body-start body-content-start] minmax(0px, 1fr) [body-content-end body-end body-end-outset page-end-inset page-end screen-end-inset] 1.5em [screen-end]}nav[role=doc-toc]{display:none}}body,.page-row-navigation{grid-template-rows:[page-top] max-content [contents-top] max-content [contents-bottom] max-content [page-bottom]}.page-rows-contents{grid-template-rows:[content-top] minmax(max-content, 1fr) [content-bottom] minmax(60px, max-content) [page-bottom]}.page-full{grid-column:screen-start/screen-end !important}.page-columns>*{grid-column:body-content-start/body-content-end}.page-columns.column-page>*{grid-column:page-start/page-end}.page-columns.column-page-left .page-columns.page-full>*,.page-columns.column-page-left>*{grid-column:page-start/body-content-end}.page-columns.column-page-right .page-columns.page-full>*,.page-columns.column-page-right>*{grid-column:body-content-start/page-end}.page-rows{grid-auto-rows:auto}.header{grid-column:screen-start/screen-end;grid-row:page-top/contents-top}#quarto-content{padding:0;grid-column:screen-start/screen-end;grid-row:contents-top/contents-bottom}body.floating .sidebar.sidebar-navigation{grid-column:page-start/body-start;grid-row:content-top/page-bottom}body.docked .sidebar.sidebar-navigation{grid-column:screen-start/body-start;grid-row:content-top/page-bottom}.sidebar.toc-left{grid-column:page-start/body-start;grid-row:content-top/page-bottom}.sidebar.margin-sidebar{grid-column:body-end/page-end;grid-row:content-top/page-bottom}.page-columns .content{grid-column:body-content-start/body-content-end;grid-row:content-top/content-bottom;align-content:flex-start}.page-columns .page-navigation{grid-column:body-content-start/body-content-end;grid-row:content-bottom/page-bottom}.page-columns .footer{grid-column:screen-start/screen-end;grid-row:contents-bottom/page-bottom}.page-columns .column-body{grid-column:body-content-start/body-content-end}.page-columns .column-body-fullbleed{grid-column:body-start/body-end}.page-columns .column-body-outset{grid-column:body-start-outset/body-end-outset;z-index:998;opacity:.999}.page-columns .column-body-outset table{background:#fff}.page-columns .column-body-outset-left{grid-column:body-start-outset/body-content-end;z-index:998;opacity:.999}.page-columns .column-body-outset-left table{background:#fff}.page-columns .column-body-outset-right{grid-column:body-content-start/body-end-outset;z-index:998;opacity:.999}.page-columns .column-body-outset-right table{background:#fff}.page-columns .column-page{grid-column:page-start/page-end;z-index:998;opacity:.999}.page-columns .column-page table{background:#fff}.page-columns .column-page-inset{grid-column:page-start-inset/page-end-inset;z-index:998;opacity:.999}.page-columns .column-page-inset table{background:#fff}.page-columns .column-page-inset-left{grid-column:page-start-inset/body-content-end;z-index:998;opacity:.999}.page-columns .column-page-inset-left table{background:#fff}.page-columns .column-page-inset-right{grid-column:body-content-start/page-end-inset;z-index:998;opacity:.999}.page-columns .column-page-inset-right figcaption table{background:#fff}.page-columns .column-page-left{grid-column:page-start/body-content-end;z-index:998;opacity:.999}.page-columns .column-page-left table{background:#fff}.page-columns .column-page-right{grid-column:body-content-start/page-end;z-index:998;opacity:.999}.page-columns .column-page-right figcaption table{background:#fff}#quarto-content.page-columns #quarto-margin-sidebar,#quarto-content.page-columns #quarto-sidebar{z-index:1}@media(max-width: 991.98px){#quarto-content.page-columns #quarto-margin-sidebar.collapse,#quarto-content.page-columns #quarto-sidebar.collapse,#quarto-content.page-columns #quarto-margin-sidebar.collapsing,#quarto-content.page-columns #quarto-sidebar.collapsing{z-index:1055}}#quarto-content.page-columns main.column-page,#quarto-content.page-columns main.column-page-right,#quarto-content.page-columns main.column-page-left{z-index:0}.page-columns .column-screen-inset{grid-column:screen-start-inset/screen-end-inset;z-index:998;opacity:.999}.page-columns .column-screen-inset table{background:#fff}.page-columns .column-screen-inset-left{grid-column:screen-start-inset/body-content-end;z-index:998;opacity:.999}.page-columns .column-screen-inset-left table{background:#fff}.page-columns .column-screen-inset-right{grid-column:body-content-start/screen-end-inset;z-index:998;opacity:.999}.page-columns .column-screen-inset-right table{background:#fff}.page-columns .column-screen{grid-column:screen-start/screen-end;z-index:998;opacity:.999}.page-columns .column-screen table{background:#fff}.page-columns .column-screen-left{grid-column:screen-start/body-content-end;z-index:998;opacity:.999}.page-columns .column-screen-left table{background:#fff}.page-columns .column-screen-right{grid-column:body-content-start/screen-end;z-index:998;opacity:.999}.page-columns .column-screen-right table{background:#fff}.page-columns .column-screen-inset-shaded{grid-column:screen-start/screen-end;padding:1em;background:#f8f9fa;z-index:998;opacity:.999;margin-bottom:1em}.zindex-content{z-index:998;opacity:.999}.zindex-modal{z-index:1055;opacity:.999}.zindex-over-content{z-index:999;opacity:.999}img.img-fluid.column-screen,img.img-fluid.column-screen-inset-shaded,img.img-fluid.column-screen-inset,img.img-fluid.column-screen-inset-left,img.img-fluid.column-screen-inset-right,img.img-fluid.column-screen-left,img.img-fluid.column-screen-right{width:100%}@media(min-width: 992px){.margin-caption,div.aside,aside:not(.footnotes):not(.sidebar),.column-margin{grid-column:body-end/page-end !important;z-index:998}.column-sidebar{grid-column:page-start/body-start !important;z-index:998}.column-leftmargin{grid-column:screen-start-inset/body-start !important;z-index:998}.no-row-height{height:1em;overflow:visible}}@media(max-width: 991.98px){.margin-caption,div.aside,aside:not(.footnotes):not(.sidebar),.column-margin{grid-column:body-end/page-end !important;z-index:998}.no-row-height{height:1em;overflow:visible}.page-columns.page-full{overflow:visible}.page-columns.toc-left .margin-caption,.page-columns.toc-left div.aside,.page-columns.toc-left aside:not(.footnotes):not(.sidebar),.page-columns.toc-left .column-margin{grid-column:body-content-start/body-content-end !important;z-index:998;opacity:.999}.page-columns.toc-left .no-row-height{height:initial;overflow:initial}}@media(max-width: 767.98px){.margin-caption,div.aside,aside:not(.footnotes):not(.sidebar),.column-margin{grid-column:body-content-start/body-content-end !important;z-index:998;opacity:.999}.no-row-height{height:initial;overflow:initial}#quarto-margin-sidebar{display:none}#quarto-sidebar-toc-left{display:none}.hidden-sm{display:none}}.panel-grid{display:grid;grid-template-rows:repeat(1, 1fr);grid-template-columns:repeat(24, 1fr);gap:1em}.panel-grid .g-col-1{grid-column:auto/span 1}.panel-grid .g-col-2{grid-column:auto/span 2}.panel-grid .g-col-3{grid-column:auto/span 3}.panel-grid .g-col-4{grid-column:auto/span 4}.panel-grid .g-col-5{grid-column:auto/span 5}.panel-grid .g-col-6{grid-column:auto/span 6}.panel-grid .g-col-7{grid-column:auto/span 7}.panel-grid .g-col-8{grid-column:auto/span 8}.panel-grid .g-col-9{grid-column:auto/span 9}.panel-grid .g-col-10{grid-column:auto/span 10}.panel-grid .g-col-11{grid-column:auto/span 11}.panel-grid .g-col-12{grid-column:auto/span 12}.panel-grid .g-col-13{grid-column:auto/span 13}.panel-grid .g-col-14{grid-column:auto/span 14}.panel-grid .g-col-15{grid-column:auto/span 15}.panel-grid .g-col-16{grid-column:auto/span 16}.panel-grid .g-col-17{grid-column:auto/span 17}.panel-grid .g-col-18{grid-column:auto/span 18}.panel-grid .g-col-19{grid-column:auto/span 19}.panel-grid .g-col-20{grid-column:auto/span 20}.panel-grid .g-col-21{grid-column:auto/span 21}.panel-grid .g-col-22{grid-column:auto/span 22}.panel-grid .g-col-23{grid-column:auto/span 23}.panel-grid .g-col-24{grid-column:auto/span 24}.panel-grid .g-start-1{grid-column-start:1}.panel-grid .g-start-2{grid-column-start:2}.panel-grid .g-start-3{grid-column-start:3}.panel-grid .g-start-4{grid-column-start:4}.panel-grid .g-start-5{grid-column-start:5}.panel-grid .g-start-6{grid-column-start:6}.panel-grid .g-start-7{grid-column-start:7}.panel-grid .g-start-8{grid-column-start:8}.panel-grid .g-start-9{grid-column-start:9}.panel-grid .g-start-10{grid-column-start:10}.panel-grid .g-start-11{grid-column-start:11}.panel-grid .g-start-12{grid-column-start:12}.panel-grid .g-start-13{grid-column-start:13}.panel-grid .g-start-14{grid-column-start:14}.panel-grid .g-start-15{grid-column-start:15}.panel-grid .g-start-16{grid-column-start:16}.panel-grid .g-start-17{grid-column-start:17}.panel-grid .g-start-18{grid-column-start:18}.panel-grid .g-start-19{grid-column-start:19}.panel-grid .g-start-20{grid-column-start:20}.panel-grid .g-start-21{grid-column-start:21}.panel-grid .g-start-22{grid-column-start:22}.panel-grid .g-start-23{grid-column-start:23}@media(min-width: 576px){.panel-grid .g-col-sm-1{grid-column:auto/span 1}.panel-grid .g-col-sm-2{grid-column:auto/span 2}.panel-grid .g-col-sm-3{grid-column:auto/span 3}.panel-grid .g-col-sm-4{grid-column:auto/span 4}.panel-grid .g-col-sm-5{grid-column:auto/span 5}.panel-grid .g-col-sm-6{grid-column:auto/span 6}.panel-grid .g-col-sm-7{grid-column:auto/span 7}.panel-grid .g-col-sm-8{grid-column:auto/span 8}.panel-grid .g-col-sm-9{grid-column:auto/span 9}.panel-grid .g-col-sm-10{grid-column:auto/span 10}.panel-grid .g-col-sm-11{grid-column:auto/span 11}.panel-grid .g-col-sm-12{grid-column:auto/span 12}.panel-grid .g-col-sm-13{grid-column:auto/span 13}.panel-grid .g-col-sm-14{grid-column:auto/span 14}.panel-grid .g-col-sm-15{grid-column:auto/span 15}.panel-grid .g-col-sm-16{grid-column:auto/span 16}.panel-grid .g-col-sm-17{grid-column:auto/span 17}.panel-grid .g-col-sm-18{grid-column:auto/span 18}.panel-grid .g-col-sm-19{grid-column:auto/span 19}.panel-grid .g-col-sm-20{grid-column:auto/span 20}.panel-grid .g-col-sm-21{grid-column:auto/span 21}.panel-grid .g-col-sm-22{grid-column:auto/span 22}.panel-grid .g-col-sm-23{grid-column:auto/span 23}.panel-grid .g-col-sm-24{grid-column:auto/span 24}.panel-grid .g-start-sm-1{grid-column-start:1}.panel-grid .g-start-sm-2{grid-column-start:2}.panel-grid .g-start-sm-3{grid-column-start:3}.panel-grid .g-start-sm-4{grid-column-start:4}.panel-grid .g-start-sm-5{grid-column-start:5}.panel-grid .g-start-sm-6{grid-column-start:6}.panel-grid .g-start-sm-7{grid-column-start:7}.panel-grid .g-start-sm-8{grid-column-start:8}.panel-grid .g-start-sm-9{grid-column-start:9}.panel-grid .g-start-sm-10{grid-column-start:10}.panel-grid .g-start-sm-11{grid-column-start:11}.panel-grid .g-start-sm-12{grid-column-start:12}.panel-grid .g-start-sm-13{grid-column-start:13}.panel-grid .g-start-sm-14{grid-column-start:14}.panel-grid .g-start-sm-15{grid-column-start:15}.panel-grid .g-start-sm-16{grid-column-start:16}.panel-grid .g-start-sm-17{grid-column-start:17}.panel-grid .g-start-sm-18{grid-column-start:18}.panel-grid .g-start-sm-19{grid-column-start:19}.panel-grid .g-start-sm-20{grid-column-start:20}.panel-grid .g-start-sm-21{grid-column-start:21}.panel-grid .g-start-sm-22{grid-column-start:22}.panel-grid .g-start-sm-23{grid-column-start:23}}@media(min-width: 768px){.panel-grid .g-col-md-1{grid-column:auto/span 1}.panel-grid .g-col-md-2{grid-column:auto/span 2}.panel-grid .g-col-md-3{grid-column:auto/span 3}.panel-grid .g-col-md-4{grid-column:auto/span 4}.panel-grid .g-col-md-5{grid-column:auto/span 5}.panel-grid .g-col-md-6{grid-column:auto/span 6}.panel-grid .g-col-md-7{grid-column:auto/span 7}.panel-grid .g-col-md-8{grid-column:auto/span 8}.panel-grid .g-col-md-9{grid-column:auto/span 9}.panel-grid .g-col-md-10{grid-column:auto/span 10}.panel-grid .g-col-md-11{grid-column:auto/span 11}.panel-grid .g-col-md-12{grid-column:auto/span 12}.panel-grid .g-col-md-13{grid-column:auto/span 13}.panel-grid .g-col-md-14{grid-column:auto/span 14}.panel-grid .g-col-md-15{grid-column:auto/span 15}.panel-grid .g-col-md-16{grid-column:auto/span 16}.panel-grid .g-col-md-17{grid-column:auto/span 17}.panel-grid .g-col-md-18{grid-column:auto/span 18}.panel-grid .g-col-md-19{grid-column:auto/span 19}.panel-grid .g-col-md-20{grid-column:auto/span 20}.panel-grid .g-col-md-21{grid-column:auto/span 21}.panel-grid .g-col-md-22{grid-column:auto/span 22}.panel-grid .g-col-md-23{grid-column:auto/span 23}.panel-grid .g-col-md-24{grid-column:auto/span 24}.panel-grid .g-start-md-1{grid-column-start:1}.panel-grid .g-start-md-2{grid-column-start:2}.panel-grid .g-start-md-3{grid-column-start:3}.panel-grid .g-start-md-4{grid-column-start:4}.panel-grid .g-start-md-5{grid-column-start:5}.panel-grid .g-start-md-6{grid-column-start:6}.panel-grid .g-start-md-7{grid-column-start:7}.panel-grid .g-start-md-8{grid-column-start:8}.panel-grid .g-start-md-9{grid-column-start:9}.panel-grid .g-start-md-10{grid-column-start:10}.panel-grid .g-start-md-11{grid-column-start:11}.panel-grid .g-start-md-12{grid-column-start:12}.panel-grid .g-start-md-13{grid-column-start:13}.panel-grid .g-start-md-14{grid-column-start:14}.panel-grid .g-start-md-15{grid-column-start:15}.panel-grid .g-start-md-16{grid-column-start:16}.panel-grid .g-start-md-17{grid-column-start:17}.panel-grid .g-start-md-18{grid-column-start:18}.panel-grid .g-start-md-19{grid-column-start:19}.panel-grid .g-start-md-20{grid-column-start:20}.panel-grid .g-start-md-21{grid-column-start:21}.panel-grid .g-start-md-22{grid-column-start:22}.panel-grid .g-start-md-23{grid-column-start:23}}@media(min-width: 992px){.panel-grid .g-col-lg-1{grid-column:auto/span 1}.panel-grid .g-col-lg-2{grid-column:auto/span 2}.panel-grid .g-col-lg-3{grid-column:auto/span 3}.panel-grid .g-col-lg-4{grid-column:auto/span 4}.panel-grid .g-col-lg-5{grid-column:auto/span 5}.panel-grid .g-col-lg-6{grid-column:auto/span 6}.panel-grid .g-col-lg-7{grid-column:auto/span 7}.panel-grid .g-col-lg-8{grid-column:auto/span 8}.panel-grid .g-col-lg-9{grid-column:auto/span 9}.panel-grid .g-col-lg-10{grid-column:auto/span 10}.panel-grid .g-col-lg-11{grid-column:auto/span 11}.panel-grid .g-col-lg-12{grid-column:auto/span 12}.panel-grid .g-col-lg-13{grid-column:auto/span 13}.panel-grid .g-col-lg-14{grid-column:auto/span 14}.panel-grid .g-col-lg-15{grid-column:auto/span 15}.panel-grid .g-col-lg-16{grid-column:auto/span 16}.panel-grid .g-col-lg-17{grid-column:auto/span 17}.panel-grid .g-col-lg-18{grid-column:auto/span 18}.panel-grid .g-col-lg-19{grid-column:auto/span 19}.panel-grid .g-col-lg-20{grid-column:auto/span 20}.panel-grid .g-col-lg-21{grid-column:auto/span 21}.panel-grid .g-col-lg-22{grid-column:auto/span 22}.panel-grid .g-col-lg-23{grid-column:auto/span 23}.panel-grid .g-col-lg-24{grid-column:auto/span 24}.panel-grid .g-start-lg-1{grid-column-start:1}.panel-grid .g-start-lg-2{grid-column-start:2}.panel-grid .g-start-lg-3{grid-column-start:3}.panel-grid .g-start-lg-4{grid-column-start:4}.panel-grid .g-start-lg-5{grid-column-start:5}.panel-grid .g-start-lg-6{grid-column-start:6}.panel-grid .g-start-lg-7{grid-column-start:7}.panel-grid .g-start-lg-8{grid-column-start:8}.panel-grid .g-start-lg-9{grid-column-start:9}.panel-grid .g-start-lg-10{grid-column-start:10}.panel-grid .g-start-lg-11{grid-column-start:11}.panel-grid .g-start-lg-12{grid-column-start:12}.panel-grid .g-start-lg-13{grid-column-start:13}.panel-grid .g-start-lg-14{grid-column-start:14}.panel-grid .g-start-lg-15{grid-column-start:15}.panel-grid .g-start-lg-16{grid-column-start:16}.panel-grid .g-start-lg-17{grid-column-start:17}.panel-grid .g-start-lg-18{grid-column-start:18}.panel-grid .g-start-lg-19{grid-column-start:19}.panel-grid .g-start-lg-20{grid-column-start:20}.panel-grid .g-start-lg-21{grid-column-start:21}.panel-grid .g-start-lg-22{grid-column-start:22}.panel-grid .g-start-lg-23{grid-column-start:23}}@media(min-width: 1200px){.panel-grid .g-col-xl-1{grid-column:auto/span 1}.panel-grid .g-col-xl-2{grid-column:auto/span 2}.panel-grid .g-col-xl-3{grid-column:auto/span 3}.panel-grid .g-col-xl-4{grid-column:auto/span 4}.panel-grid .g-col-xl-5{grid-column:auto/span 5}.panel-grid .g-col-xl-6{grid-column:auto/span 6}.panel-grid .g-col-xl-7{grid-column:auto/span 7}.panel-grid .g-col-xl-8{grid-column:auto/span 8}.panel-grid .g-col-xl-9{grid-column:auto/span 9}.panel-grid .g-col-xl-10{grid-column:auto/span 10}.panel-grid .g-col-xl-11{grid-column:auto/span 11}.panel-grid .g-col-xl-12{grid-column:auto/span 12}.panel-grid .g-col-xl-13{grid-column:auto/span 13}.panel-grid .g-col-xl-14{grid-column:auto/span 14}.panel-grid .g-col-xl-15{grid-column:auto/span 15}.panel-grid .g-col-xl-16{grid-column:auto/span 16}.panel-grid .g-col-xl-17{grid-column:auto/span 17}.panel-grid .g-col-xl-18{grid-column:auto/span 18}.panel-grid .g-col-xl-19{grid-column:auto/span 19}.panel-grid .g-col-xl-20{grid-column:auto/span 20}.panel-grid .g-col-xl-21{grid-column:auto/span 21}.panel-grid .g-col-xl-22{grid-column:auto/span 22}.panel-grid .g-col-xl-23{grid-column:auto/span 23}.panel-grid .g-col-xl-24{grid-column:auto/span 24}.panel-grid .g-start-xl-1{grid-column-start:1}.panel-grid .g-start-xl-2{grid-column-start:2}.panel-grid .g-start-xl-3{grid-column-start:3}.panel-grid .g-start-xl-4{grid-column-start:4}.panel-grid .g-start-xl-5{grid-column-start:5}.panel-grid .g-start-xl-6{grid-column-start:6}.panel-grid .g-start-xl-7{grid-column-start:7}.panel-grid .g-start-xl-8{grid-column-start:8}.panel-grid .g-start-xl-9{grid-column-start:9}.panel-grid .g-start-xl-10{grid-column-start:10}.panel-grid .g-start-xl-11{grid-column-start:11}.panel-grid .g-start-xl-12{grid-column-start:12}.panel-grid .g-start-xl-13{grid-column-start:13}.panel-grid .g-start-xl-14{grid-column-start:14}.panel-grid .g-start-xl-15{grid-column-start:15}.panel-grid .g-start-xl-16{grid-column-start:16}.panel-grid .g-start-xl-17{grid-column-start:17}.panel-grid .g-start-xl-18{grid-column-start:18}.panel-grid .g-start-xl-19{grid-column-start:19}.panel-grid .g-start-xl-20{grid-column-start:20}.panel-grid .g-start-xl-21{grid-column-start:21}.panel-grid .g-start-xl-22{grid-column-start:22}.panel-grid .g-start-xl-23{grid-column-start:23}}@media(min-width: 1400px){.panel-grid .g-col-xxl-1{grid-column:auto/span 1}.panel-grid .g-col-xxl-2{grid-column:auto/span 2}.panel-grid .g-col-xxl-3{grid-column:auto/span 3}.panel-grid .g-col-xxl-4{grid-column:auto/span 4}.panel-grid .g-col-xxl-5{grid-column:auto/span 5}.panel-grid .g-col-xxl-6{grid-column:auto/span 6}.panel-grid .g-col-xxl-7{grid-column:auto/span 7}.panel-grid .g-col-xxl-8{grid-column:auto/span 8}.panel-grid .g-col-xxl-9{grid-column:auto/span 9}.panel-grid .g-col-xxl-10{grid-column:auto/span 10}.panel-grid .g-col-xxl-11{grid-column:auto/span 11}.panel-grid .g-col-xxl-12{grid-column:auto/span 12}.panel-grid .g-col-xxl-13{grid-column:auto/span 13}.panel-grid .g-col-xxl-14{grid-column:auto/span 14}.panel-grid .g-col-xxl-15{grid-column:auto/span 15}.panel-grid .g-col-xxl-16{grid-column:auto/span 16}.panel-grid .g-col-xxl-17{grid-column:auto/span 17}.panel-grid .g-col-xxl-18{grid-column:auto/span 18}.panel-grid .g-col-xxl-19{grid-column:auto/span 19}.panel-grid .g-col-xxl-20{grid-column:auto/span 20}.panel-grid .g-col-xxl-21{grid-column:auto/span 21}.panel-grid .g-col-xxl-22{grid-column:auto/span 22}.panel-grid .g-col-xxl-23{grid-column:auto/span 23}.panel-grid .g-col-xxl-24{grid-column:auto/span 24}.panel-grid .g-start-xxl-1{grid-column-start:1}.panel-grid .g-start-xxl-2{grid-column-start:2}.panel-grid .g-start-xxl-3{grid-column-start:3}.panel-grid .g-start-xxl-4{grid-column-start:4}.panel-grid .g-start-xxl-5{grid-column-start:5}.panel-grid .g-start-xxl-6{grid-column-start:6}.panel-grid .g-start-xxl-7{grid-column-start:7}.panel-grid .g-start-xxl-8{grid-column-start:8}.panel-grid .g-start-xxl-9{grid-column-start:9}.panel-grid .g-start-xxl-10{grid-column-start:10}.panel-grid .g-start-xxl-11{grid-column-start:11}.panel-grid .g-start-xxl-12{grid-column-start:12}.panel-grid .g-start-xxl-13{grid-column-start:13}.panel-grid .g-start-xxl-14{grid-column-start:14}.panel-grid .g-start-xxl-15{grid-column-start:15}.panel-grid .g-start-xxl-16{grid-column-start:16}.panel-grid .g-start-xxl-17{grid-column-start:17}.panel-grid .g-start-xxl-18{grid-column-start:18}.panel-grid .g-start-xxl-19{grid-column-start:19}.panel-grid .g-start-xxl-20{grid-column-start:20}.panel-grid .g-start-xxl-21{grid-column-start:21}.panel-grid .g-start-xxl-22{grid-column-start:22}.panel-grid .g-start-xxl-23{grid-column-start:23}}main{margin-top:1em;margin-bottom:1em}h1,.h1,h2,.h2{color:inherit;margin-top:2rem;margin-bottom:1rem;font-weight:600}h1.title,.title.h1{margin-top:0}main.content>section:first-of-type>h2:first-child,main.content>section:first-of-type>.h2:first-child{margin-top:0}h2,.h2{border-bottom:1px solid #dee2e6;padding-bottom:.5rem}h3,.h3{font-weight:600}h3,.h3,h4,.h4{opacity:.9;margin-top:1.5rem}h5,.h5,h6,.h6{opacity:.9}.header-section-number{color:#5a6570}.nav-link.active .header-section-number{color:inherit}mark,.mark{padding:0em}.panel-caption,.figure-caption,.subfigure-caption,.table-caption,figcaption,caption{font-size:.9rem;color:#5a6570}.quarto-layout-cell[data-ref-parent] caption{color:#5a6570}.column-margin figcaption,.margin-caption,div.aside,aside,.column-margin{color:#5a6570;font-size:.825rem}.panel-caption.margin-caption{text-align:inherit}.column-margin.column-container p{margin-bottom:0}.column-margin.column-container>*:not(.collapse):first-child{padding-bottom:.5em;display:block}.column-margin.column-container>*:not(.collapse):not(:first-child){padding-top:.5em;padding-bottom:.5em;display:block}.column-margin.column-container>*.collapse:not(.show){display:none}@media(min-width: 768px){.column-margin.column-container .callout-margin-content:first-child{margin-top:4.5em}.column-margin.column-container .callout-margin-content-simple:first-child{margin-top:3.5em}}.margin-caption>*{padding-top:.5em;padding-bottom:.5em}@media(max-width: 767.98px){.quarto-layout-row{flex-direction:column}}.nav-tabs .nav-item{margin-top:1px;cursor:pointer}.tab-content{margin-top:0px;border-left:#dee2e6 1px solid;border-right:#dee2e6 1px solid;border-bottom:#dee2e6 1px solid;margin-left:0;padding:1em;margin-bottom:1em}@media(max-width: 767.98px){.layout-sidebar{margin-left:0;margin-right:0}}.panel-sidebar,.panel-sidebar .form-control,.panel-input,.panel-input .form-control,.selectize-dropdown{font-size:.9rem}.panel-sidebar .form-control,.panel-input .form-control{padding-top:.1rem}.tab-pane div.sourceCode{margin-top:0px}.tab-pane>p{padding-top:0}.tab-pane>p:nth-child(1){padding-top:0}.tab-pane>p:last-child{margin-bottom:0}.tab-pane>pre:last-child{margin-bottom:0}.tab-content>.tab-pane:not(.active){display:none !important}div.sourceCode{background-color:rgba(233,236,239,.65);border:1px solid rgba(233,236,239,.65);border-radius:.25rem}pre.sourceCode{background-color:rgba(0,0,0,0)}pre.sourceCode{border:none;font-size:.875em;overflow:visible !important;padding:.4em}.callout pre.sourceCode{padding-left:0}div.sourceCode{overflow-y:hidden}.callout div.sourceCode{margin-left:initial}.blockquote{font-size:inherit;padding-left:1rem;padding-right:1.5rem;color:#5a6570}.blockquote h1:first-child,.blockquote .h1:first-child,.blockquote h2:first-child,.blockquote .h2:first-child,.blockquote h3:first-child,.blockquote .h3:first-child,.blockquote h4:first-child,.blockquote .h4:first-child,.blockquote h5:first-child,.blockquote .h5:first-child{margin-top:0}pre{background-color:initial;padding:initial;border:initial}p pre code:not(.sourceCode),li pre code:not(.sourceCode),pre code:not(.sourceCode){background-color:initial}p code:not(.sourceCode),li code:not(.sourceCode),td code:not(.sourceCode){background-color:#f8f9fa;padding:.2em}nav p code:not(.sourceCode),nav li code:not(.sourceCode),nav td code:not(.sourceCode){background-color:rgba(0,0,0,0);padding:0}td code:not(.sourceCode){white-space:pre-wrap}#quarto-embedded-source-code-modal>.modal-dialog{max-width:1000px;padding-left:1.75rem;padding-right:1.75rem}#quarto-embedded-source-code-modal>.modal-dialog>.modal-content>.modal-body{padding:0}#quarto-embedded-source-code-modal>.modal-dialog>.modal-content>.modal-body div.sourceCode{margin:0;padding:.2rem .2rem;border-radius:0px;border:none}#quarto-embedded-source-code-modal>.modal-dialog>.modal-content>.modal-header{padding:.7rem}.code-tools-button{font-size:1rem;padding:.15rem .15rem;margin-left:5px;color:#6c757d;background-color:rgba(0,0,0,0);transition:initial;cursor:pointer}.code-tools-button>.bi::before{display:inline-block;height:1rem;width:1rem;content:"";vertical-align:-0.125em;background-image:url('data:image/svg+xml,');background-repeat:no-repeat;background-size:1rem 1rem}.code-tools-button:hover>.bi::before{background-image:url('data:image/svg+xml,')}#quarto-embedded-source-code-modal .code-copy-button>.bi::before{background-image:url('data:image/svg+xml,')}#quarto-embedded-source-code-modal .code-copy-button-checked>.bi::before{background-image:url('data:image/svg+xml,')}.sidebar{will-change:top;transition:top 200ms linear;position:sticky;overflow-y:auto;padding-top:1.2em;max-height:100vh}.sidebar.toc-left,.sidebar.margin-sidebar{top:0px;padding-top:1em}.sidebar.quarto-banner-title-block-sidebar>*{padding-top:1.65em}figure .quarto-notebook-link{margin-top:.5em}.quarto-notebook-link{font-size:.75em;color:#6c757d;margin-bottom:1em;text-decoration:none;display:block}.quarto-notebook-link:hover{text-decoration:underline;color:#0d6efd}.quarto-notebook-link::before{display:inline-block;height:.75rem;width:.75rem;margin-bottom:0em;margin-right:.25em;content:"";vertical-align:-0.125em;background-image:url('data:image/svg+xml,');background-repeat:no-repeat;background-size:.75rem .75rem}.toc-actions i.bi,.quarto-code-links i.bi,.quarto-other-links i.bi,.quarto-alternate-notebooks i.bi,.quarto-alternate-formats i.bi{margin-right:.4em;font-size:.8rem}.quarto-other-links-text-target .quarto-code-links i.bi,.quarto-other-links-text-target .quarto-other-links i.bi{margin-right:.2em}.quarto-other-formats-text-target .quarto-alternate-formats i.bi{margin-right:.1em}.toc-actions i.bi.empty,.quarto-code-links i.bi.empty,.quarto-other-links i.bi.empty,.quarto-alternate-notebooks i.bi.empty,.quarto-alternate-formats i.bi.empty{padding-left:1em}.quarto-notebook h2,.quarto-notebook .h2{border-bottom:none}.quarto-notebook .cell-container{display:flex}.quarto-notebook .cell-container .cell{flex-grow:4}.quarto-notebook .cell-container .cell-decorator{padding-top:1.5em;padding-right:1em;text-align:right}.quarto-notebook .cell-container.code-fold .cell-decorator{padding-top:3em}.quarto-notebook .cell-code code{white-space:pre-wrap}.quarto-notebook .cell .cell-output-stderr pre code,.quarto-notebook .cell .cell-output-stdout pre code{white-space:pre-wrap;overflow-wrap:anywhere}.toc-actions,.quarto-alternate-formats,.quarto-other-links,.quarto-code-links,.quarto-alternate-notebooks{padding-left:0em}.sidebar .toc-actions a,.sidebar .quarto-alternate-formats a,.sidebar .quarto-other-links a,.sidebar .quarto-code-links a,.sidebar .quarto-alternate-notebooks a,.sidebar nav[role=doc-toc] a{text-decoration:none}.sidebar .toc-actions a:hover,.sidebar .quarto-other-links a:hover,.sidebar .quarto-code-links a:hover,.sidebar .quarto-alternate-formats a:hover,.sidebar .quarto-alternate-notebooks a:hover{color:#0d6efd}.sidebar .toc-actions h2,.sidebar .toc-actions .h2,.sidebar .quarto-code-links h2,.sidebar .quarto-code-links .h2,.sidebar .quarto-other-links h2,.sidebar .quarto-other-links .h2,.sidebar .quarto-alternate-notebooks h2,.sidebar .quarto-alternate-notebooks .h2,.sidebar .quarto-alternate-formats h2,.sidebar .quarto-alternate-formats .h2,.sidebar nav[role=doc-toc]>h2,.sidebar nav[role=doc-toc]>.h2{font-weight:500;margin-bottom:.2rem;margin-top:.3rem;font-family:inherit;border-bottom:0;padding-bottom:0;padding-top:0px}.sidebar .toc-actions>h2,.sidebar .toc-actions>.h2,.sidebar .quarto-code-links>h2,.sidebar .quarto-code-links>.h2,.sidebar .quarto-other-links>h2,.sidebar .quarto-other-links>.h2,.sidebar .quarto-alternate-notebooks>h2,.sidebar .quarto-alternate-notebooks>.h2,.sidebar .quarto-alternate-formats>h2,.sidebar .quarto-alternate-formats>.h2{font-size:.8rem}.sidebar nav[role=doc-toc]>h2,.sidebar nav[role=doc-toc]>.h2{font-size:.875rem}.sidebar nav[role=doc-toc]>ul a{border-left:1px solid #e9ecef;padding-left:.6rem}.sidebar .toc-actions h2>ul a,.sidebar .toc-actions .h2>ul a,.sidebar .quarto-code-links h2>ul a,.sidebar .quarto-code-links .h2>ul a,.sidebar .quarto-other-links h2>ul a,.sidebar .quarto-other-links .h2>ul a,.sidebar .quarto-alternate-notebooks h2>ul a,.sidebar .quarto-alternate-notebooks .h2>ul a,.sidebar .quarto-alternate-formats h2>ul a,.sidebar .quarto-alternate-formats .h2>ul a{border-left:none;padding-left:.6rem}.sidebar .toc-actions ul a:empty,.sidebar .quarto-code-links ul a:empty,.sidebar .quarto-other-links ul a:empty,.sidebar .quarto-alternate-notebooks ul a:empty,.sidebar .quarto-alternate-formats ul a:empty,.sidebar nav[role=doc-toc]>ul a:empty{display:none}.sidebar .toc-actions ul,.sidebar .quarto-code-links ul,.sidebar .quarto-other-links ul,.sidebar .quarto-alternate-notebooks ul,.sidebar .quarto-alternate-formats ul{padding-left:0;list-style:none}.sidebar nav[role=doc-toc] ul{list-style:none;padding-left:0;list-style:none}.sidebar nav[role=doc-toc]>ul{margin-left:.45em}.quarto-margin-sidebar nav[role=doc-toc]{padding-left:.5em}.sidebar .toc-actions>ul,.sidebar .quarto-code-links>ul,.sidebar .quarto-other-links>ul,.sidebar .quarto-alternate-notebooks>ul,.sidebar .quarto-alternate-formats>ul{font-size:.8rem}.sidebar nav[role=doc-toc]>ul{font-size:.875rem}.sidebar .toc-actions ul li a,.sidebar .quarto-code-links ul li a,.sidebar .quarto-other-links ul li a,.sidebar .quarto-alternate-notebooks ul li a,.sidebar .quarto-alternate-formats ul li a,.sidebar nav[role=doc-toc]>ul li a{line-height:1.1rem;padding-bottom:.2rem;padding-top:.2rem;color:inherit}.sidebar nav[role=doc-toc] ul>li>ul>li>a{padding-left:1.2em}.sidebar nav[role=doc-toc] ul>li>ul>li>ul>li>a{padding-left:2.4em}.sidebar nav[role=doc-toc] ul>li>ul>li>ul>li>ul>li>a{padding-left:3.6em}.sidebar nav[role=doc-toc] ul>li>ul>li>ul>li>ul>li>ul>li>a{padding-left:4.8em}.sidebar nav[role=doc-toc] ul>li>ul>li>ul>li>ul>li>ul>li>ul>li>a{padding-left:6em}.sidebar nav[role=doc-toc] ul>li>a.active,.sidebar nav[role=doc-toc] ul>li>ul>li>a.active{border-left:1px solid #0d6efd;color:#0d6efd !important}.sidebar nav[role=doc-toc] ul>li>a:hover,.sidebar nav[role=doc-toc] ul>li>ul>li>a:hover{color:#0d6efd !important}kbd,.kbd{color:#212529;background-color:#f8f9fa;border:1px solid;border-radius:5px;border-color:#dee2e6}.quarto-appendix-contents div.hanging-indent{margin-left:0em}.quarto-appendix-contents div.hanging-indent div.csl-entry{margin-left:1em;text-indent:-1em}.citation a,.footnote-ref{text-decoration:none}.footnotes ol{padding-left:1em}.tippy-content>*{margin-bottom:.7em}.tippy-content>*:last-child{margin-bottom:0}.callout{margin-top:1.25rem;margin-bottom:1.25rem;border-radius:.25rem;overflow-wrap:break-word}.callout .callout-title-container{overflow-wrap:anywhere}.callout.callout-style-simple{padding:.4em .7em;border-left:5px solid;border-right:1px solid #dee2e6;border-top:1px solid #dee2e6;border-bottom:1px solid #dee2e6}.callout.callout-style-default{border-left:5px solid;border-right:1px solid #dee2e6;border-top:1px solid #dee2e6;border-bottom:1px solid #dee2e6}.callout .callout-body-container{flex-grow:1}.callout.callout-style-simple .callout-body{font-size:.9rem;font-weight:400}.callout.callout-style-default .callout-body{font-size:.9rem;font-weight:400}.callout:not(.no-icon).callout-titled.callout-style-simple .callout-body{padding-left:1.6em}.callout.callout-titled>.callout-header{padding-top:.2em;margin-bottom:-0.2em}.callout.callout-style-simple>div.callout-header{border-bottom:none;font-size:.9rem;font-weight:600;opacity:75%}.callout.callout-style-default>div.callout-header{border-bottom:none;font-weight:600;opacity:85%;font-size:.9rem;padding-left:.5em;padding-right:.5em}.callout.callout-style-default .callout-body{padding-left:.5em;padding-right:.5em}.callout.callout-style-default .callout-body>:first-child{padding-top:.5rem;margin-top:0}.callout>div.callout-header[data-bs-toggle=collapse]{cursor:pointer}.callout.callout-style-default .callout-header[aria-expanded=false],.callout.callout-style-default .callout-header[aria-expanded=true]{padding-top:0px;margin-bottom:0px;align-items:center}.callout.callout-titled .callout-body>:last-child:not(.sourceCode),.callout.callout-titled .callout-body>div>:last-child:not(.sourceCode){padding-bottom:.5rem;margin-bottom:0}.callout:not(.callout-titled) .callout-body>:first-child,.callout:not(.callout-titled) .callout-body>div>:first-child{margin-top:.25rem}.callout:not(.callout-titled) .callout-body>:last-child,.callout:not(.callout-titled) .callout-body>div>:last-child{margin-bottom:.2rem}.callout.callout-style-simple .callout-icon::before,.callout.callout-style-simple .callout-toggle::before{height:1rem;width:1rem;display:inline-block;content:"";background-repeat:no-repeat;background-size:1rem 1rem}.callout.callout-style-default .callout-icon::before,.callout.callout-style-default .callout-toggle::before{height:.9rem;width:.9rem;display:inline-block;content:"";background-repeat:no-repeat;background-size:.9rem .9rem}.callout.callout-style-default .callout-toggle::before{margin-top:5px}.callout .callout-btn-toggle .callout-toggle::before{transition:transform .2s linear}.callout .callout-header[aria-expanded=false] .callout-toggle::before{transform:rotate(-90deg)}.callout .callout-header[aria-expanded=true] .callout-toggle::before{transform:none}.callout.callout-style-simple:not(.no-icon) div.callout-icon-container{padding-top:.2em;padding-right:.55em}.callout.callout-style-default:not(.no-icon) div.callout-icon-container{padding-top:.1em;padding-right:.35em}.callout.callout-style-default:not(.no-icon) div.callout-title-container{margin-top:-1px}.callout.callout-style-default.callout-caution:not(.no-icon) div.callout-icon-container{padding-top:.3em;padding-right:.35em}.callout>.callout-body>.callout-icon-container>.no-icon,.callout>.callout-header>.callout-icon-container>.no-icon{display:none}div.callout.callout{border-left-color:#6c757d}div.callout.callout-style-default>.callout-header{background-color:#6c757d}div.callout-note.callout{border-left-color:#0d6efd}div.callout-note.callout-style-default>.callout-header{background-color:#e7f1ff}div.callout-note:not(.callout-titled) .callout-icon::before{background-image:url('data:image/svg+xml,');}div.callout-note.callout-titled .callout-icon::before{background-image:url('data:image/svg+xml,');}div.callout-note .callout-toggle::before{background-image:url('data:image/svg+xml,')}div.callout-tip.callout{border-left-color:#198754}div.callout-tip.callout-style-default>.callout-header{background-color:#e8f3ee}div.callout-tip:not(.callout-titled) .callout-icon::before{background-image:url('data:image/svg+xml,');}div.callout-tip.callout-titled .callout-icon::before{background-image:url('data:image/svg+xml,');}div.callout-tip .callout-toggle::before{background-image:url('data:image/svg+xml,')}div.callout-warning.callout{border-left-color:#ffc107}div.callout-warning.callout-style-default>.callout-header{background-color:#fff9e6}div.callout-warning:not(.callout-titled) .callout-icon::before{background-image:url('data:image/svg+xml,');}div.callout-warning.callout-titled .callout-icon::before{background-image:url('data:image/svg+xml,');}div.callout-warning .callout-toggle::before{background-image:url('data:image/svg+xml,')}div.callout-caution.callout{border-left-color:#fd7e14}div.callout-caution.callout-style-default>.callout-header{background-color:#fff2e8}div.callout-caution:not(.callout-titled) .callout-icon::before{background-image:url('data:image/svg+xml,');}div.callout-caution.callout-titled .callout-icon::before{background-image:url('data:image/svg+xml,');}div.callout-caution .callout-toggle::before{background-image:url('data:image/svg+xml,')}div.callout-important.callout{border-left-color:#dc3545}div.callout-important.callout-style-default>.callout-header{background-color:#fcebec}div.callout-important:not(.callout-titled) .callout-icon::before{background-image:url('data:image/svg+xml,');}div.callout-important.callout-titled .callout-icon::before{background-image:url('data:image/svg+xml,');}div.callout-important .callout-toggle::before{background-image:url('data:image/svg+xml,')}.quarto-toggle-container{display:flex;align-items:center}.quarto-reader-toggle .bi::before,.quarto-color-scheme-toggle .bi::before{display:inline-block;height:1rem;width:1rem;content:"";background-repeat:no-repeat;background-size:1rem 1rem}.sidebar-navigation{padding-left:20px}.navbar{background-color:#517699;color:#fdfefe}.navbar .quarto-color-scheme-toggle:not(.alternate) .bi::before{background-image:url('data:image/svg+xml,')}.navbar .quarto-color-scheme-toggle.alternate .bi::before{background-image:url('data:image/svg+xml,')}.sidebar-navigation .quarto-color-scheme-toggle:not(.alternate) .bi::before{background-image:url('data:image/svg+xml,')}.sidebar-navigation .quarto-color-scheme-toggle.alternate .bi::before{background-image:url('data:image/svg+xml,')}.quarto-sidebar-toggle{border-color:#dee2e6;border-bottom-left-radius:.25rem;border-bottom-right-radius:.25rem;border-style:solid;border-width:1px;overflow:hidden;border-top-width:0px;padding-top:0px !important}.quarto-sidebar-toggle-title{cursor:pointer;padding-bottom:2px;margin-left:.25em;text-align:center;font-weight:400;font-size:.775em}#quarto-content .quarto-sidebar-toggle{background:#fafafa}#quarto-content .quarto-sidebar-toggle-title{color:#212529}.quarto-sidebar-toggle-icon{color:#dee2e6;margin-right:.5em;float:right;transition:transform .2s ease}.quarto-sidebar-toggle-icon::before{padding-top:5px}.quarto-sidebar-toggle.expanded .quarto-sidebar-toggle-icon{transform:rotate(-180deg)}.quarto-sidebar-toggle.expanded .quarto-sidebar-toggle-title{border-bottom:solid #dee2e6 1px}.quarto-sidebar-toggle-contents{background-color:#fff;padding-right:10px;padding-left:10px;margin-top:0px !important;transition:max-height .5s ease}.quarto-sidebar-toggle.expanded .quarto-sidebar-toggle-contents{padding-top:1em;padding-bottom:10px}@media(max-width: 767.98px){.sidebar-menu-container{padding-bottom:5em}}.quarto-sidebar-toggle:not(.expanded) .quarto-sidebar-toggle-contents{padding-top:0px !important;padding-bottom:0px}nav[role=doc-toc]{z-index:1020}#quarto-sidebar>*,nav[role=doc-toc]>*{transition:opacity .1s ease,border .1s ease}#quarto-sidebar.slow>*,nav[role=doc-toc].slow>*{transition:opacity .4s ease,border .4s ease}.quarto-color-scheme-toggle:not(.alternate).top-right .bi::before{background-image:url('data:image/svg+xml,')}.quarto-color-scheme-toggle.alternate.top-right .bi::before{background-image:url('data:image/svg+xml,')}#quarto-appendix.default{border-top:1px solid #dee2e6}#quarto-appendix.default{background-color:#fff;padding-top:1.5em;margin-top:2em;z-index:998}#quarto-appendix.default .quarto-appendix-heading{margin-top:0;line-height:1.4em;font-weight:600;opacity:.9;border-bottom:none;margin-bottom:0}#quarto-appendix.default .footnotes ol,#quarto-appendix.default .footnotes ol li>p:last-of-type,#quarto-appendix.default .quarto-appendix-contents>p:last-of-type{margin-bottom:0}#quarto-appendix.default .footnotes ol{margin-left:.5em}#quarto-appendix.default .quarto-appendix-secondary-label{margin-bottom:.4em}#quarto-appendix.default .quarto-appendix-bibtex{font-size:.7em;padding:1em;border:solid 1px #dee2e6;margin-bottom:1em}#quarto-appendix.default .quarto-appendix-bibtex code.sourceCode{white-space:pre-wrap}#quarto-appendix.default .quarto-appendix-citeas{font-size:.9em;padding:1em;border:solid 1px #dee2e6;margin-bottom:1em}#quarto-appendix.default .quarto-appendix-heading{font-size:1em !important}#quarto-appendix.default *[role=doc-endnotes]>ol,#quarto-appendix.default .quarto-appendix-contents>*:not(h2):not(.h2){font-size:.9em}#quarto-appendix.default section{padding-bottom:1.5em}#quarto-appendix.default section *[role=doc-endnotes],#quarto-appendix.default section>*:not(a){opacity:.9;word-wrap:break-word}.btn.btn-quarto,div.cell-output-display .btn-quarto{--bs-btn-color: #fefefe;--bs-btn-bg: #6c757d;--bs-btn-border-color: #6c757d;--bs-btn-hover-color: #fefefe;--bs-btn-hover-bg: #828a91;--bs-btn-hover-border-color: #7b838a;--bs-btn-focus-shadow-rgb: 130, 138, 144;--bs-btn-active-color: #000;--bs-btn-active-bg: #899197;--bs-btn-active-border-color: #7b838a;--bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);--bs-btn-disabled-color: #ffffff;--bs-btn-disabled-bg: #6c757d;--bs-btn-disabled-border-color: #6c757d}nav.quarto-secondary-nav.color-navbar{background-color:#517699;color:#fdfefe}nav.quarto-secondary-nav.color-navbar h1,nav.quarto-secondary-nav.color-navbar .h1,nav.quarto-secondary-nav.color-navbar .quarto-btn-toggle{color:#fdfefe}@media(max-width: 991.98px){body.nav-sidebar .quarto-title-banner{margin-bottom:0;padding-bottom:1em}body.nav-sidebar #title-block-header{margin-block-end:0}}p.subtitle{margin-top:.25em;margin-bottom:.5em}code a:any-link{color:inherit;text-decoration-color:#6c757d}/*! light */div.observablehq table thead tr th{background-color:var(--bs-body-bg)}input,button,select,optgroup,textarea{background-color:var(--bs-body-bg)}.code-annotated .code-copy-button{margin-right:1.25em;margin-top:0;padding-bottom:0;padding-top:3px}.code-annotation-gutter-bg{background-color:#fff}.code-annotation-gutter{background-color:rgba(233,236,239,.65)}.code-annotation-gutter,.code-annotation-gutter-bg{height:100%;width:calc(20px + .5em);position:absolute;top:0;right:0}dl.code-annotation-container-grid dt{margin-right:1em;margin-top:.25rem}dl.code-annotation-container-grid dt{font-family:SFMono-Regular,Menlo,Monaco,Consolas,"Liberation Mono","Courier New",monospace;color:#383f45;border:solid #383f45 1px;border-radius:50%;height:22px;width:22px;line-height:22px;font-size:11px;text-align:center;vertical-align:middle;text-decoration:none}dl.code-annotation-container-grid dt[data-target-cell]{cursor:pointer}dl.code-annotation-container-grid dt[data-target-cell].code-annotation-active{color:#fff;border:solid #aaa 1px;background-color:#aaa}pre.code-annotation-code{padding-top:0;padding-bottom:0}pre.code-annotation-code code{z-index:3}#code-annotation-line-highlight-gutter{width:100%;border-top:solid rgba(170,170,170,.2666666667) 1px;border-bottom:solid rgba(170,170,170,.2666666667) 1px;z-index:2;background-color:rgba(170,170,170,.1333333333)}#code-annotation-line-highlight{margin-left:-4em;width:calc(100% + 4em);border-top:solid rgba(170,170,170,.2666666667) 1px;border-bottom:solid rgba(170,170,170,.2666666667) 1px;z-index:2;background-color:rgba(170,170,170,.1333333333)}code.sourceCode .code-annotation-anchor.code-annotation-active{background-color:var(--quarto-hl-normal-color, #aaaaaa);border:solid var(--quarto-hl-normal-color, #aaaaaa) 1px;color:#e9ecef;font-weight:bolder}code.sourceCode .code-annotation-anchor{font-family:SFMono-Regular,Menlo,Monaco,Consolas,"Liberation Mono","Courier New",monospace;color:var(--quarto-hl-co-color);border:solid var(--quarto-hl-co-color) 1px;border-radius:50%;height:18px;width:18px;font-size:9px;margin-top:2px}code.sourceCode button.code-annotation-anchor{padding:2px;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none}code.sourceCode a.code-annotation-anchor{line-height:18px;text-align:center;vertical-align:middle;cursor:default;text-decoration:none}@media print{.page-columns .column-screen-inset{grid-column:page-start-inset/page-end-inset;z-index:998;opacity:.999}.page-columns .column-screen-inset table{background:#fff}.page-columns .column-screen-inset-left{grid-column:page-start-inset/body-content-end;z-index:998;opacity:.999}.page-columns .column-screen-inset-left table{background:#fff}.page-columns .column-screen-inset-right{grid-column:body-content-start/page-end-inset;z-index:998;opacity:.999}.page-columns .column-screen-inset-right table{background:#fff}.page-columns .column-screen{grid-column:page-start/page-end;z-index:998;opacity:.999}.page-columns .column-screen table{background:#fff}.page-columns .column-screen-left{grid-column:page-start/body-content-end;z-index:998;opacity:.999}.page-columns .column-screen-left table{background:#fff}.page-columns .column-screen-right{grid-column:body-content-start/page-end;z-index:998;opacity:.999}.page-columns .column-screen-right table{background:#fff}.page-columns .column-screen-inset-shaded{grid-column:page-start-inset/page-end-inset;padding:1em;background:#f8f9fa;z-index:998;opacity:.999;margin-bottom:1em}}.quarto-video{margin-bottom:1em}.table{border-top:1px solid #d3d8dc;border-bottom:1px solid #d3d8dc}.table>thead{border-top-width:0;border-bottom:1px solid #9ba5ae}.table a{word-break:break-word}.table>:not(caption)>*>*{background-color:unset;color:unset}#quarto-document-content .crosstalk-input .checkbox input[type=checkbox],#quarto-document-content .crosstalk-input .checkbox-inline input[type=checkbox]{position:unset;margin-top:unset;margin-left:unset}#quarto-document-content .row{margin-left:unset;margin-right:unset}.quarto-xref{white-space:nowrap}a.external:after{content:"";background-image:url('data:image/svg+xml,');background-size:contain;background-repeat:no-repeat;background-position:center center;margin-left:.2em;padding-right:.75em}div.sourceCode code a.external:after{content:none}a.external:after:hover{cursor:pointer}.quarto-ext-icon{display:inline-block;font-size:.75em;padding-left:.3em}.code-with-filename .code-with-filename-file{margin-bottom:0;padding-bottom:2px;padding-top:2px;padding-left:.7em;border:var(--quarto-border-width) solid var(--quarto-border-color);border-radius:var(--quarto-border-radius);border-bottom:0;border-bottom-left-radius:0%;border-bottom-right-radius:0%}.code-with-filename div.sourceCode,.reveal .code-with-filename div.sourceCode{margin-top:0;border-top-left-radius:0%;border-top-right-radius:0%}.code-with-filename .code-with-filename-file pre{margin-bottom:0}.code-with-filename .code-with-filename-file{background-color:rgba(219,219,219,.8)}.quarto-dark .code-with-filename .code-with-filename-file{background-color:#555}.code-with-filename .code-with-filename-file strong{font-weight:400}.quarto-title-banner{margin-bottom:1em;color:#fdfefe;background:#517699}.quarto-title-banner a{color:#fdfefe}.quarto-title-banner h1,.quarto-title-banner .h1,.quarto-title-banner h2,.quarto-title-banner .h2{color:#fdfefe}.quarto-title-banner .code-tools-button{color:#b9dcdc}.quarto-title-banner .code-tools-button:hover{color:#fdfefe}.quarto-title-banner .code-tools-button>.bi::before{background-image:url('data:image/svg+xml,')}.quarto-title-banner .code-tools-button:hover>.bi::before{background-image:url('data:image/svg+xml,')}.quarto-title-banner .quarto-title .title{font-weight:600}.quarto-title-banner .quarto-categories{margin-top:.75em}@media(min-width: 992px){.quarto-title-banner{padding-top:2.5em;padding-bottom:2.5em}}@media(max-width: 991.98px){.quarto-title-banner{padding-top:1em;padding-bottom:1em}}@media(max-width: 767.98px){body.hypothesis-enabled #title-block-header>*{padding-right:20px}}main.quarto-banner-title-block>section:first-child>h2,main.quarto-banner-title-block>section:first-child>.h2,main.quarto-banner-title-block>section:first-child>h3,main.quarto-banner-title-block>section:first-child>.h3,main.quarto-banner-title-block>section:first-child>h4,main.quarto-banner-title-block>section:first-child>.h4{margin-top:0}.quarto-title .quarto-categories{display:flex;flex-wrap:wrap;row-gap:.5em;column-gap:.4em;padding-bottom:.5em;margin-top:.75em}.quarto-title .quarto-categories .quarto-category{padding:.25em .75em;font-size:.65em;text-transform:uppercase;border:solid 1px;border-radius:.25rem;opacity:.6}.quarto-title .quarto-categories .quarto-category a{color:inherit}.quarto-title-meta-container{display:grid;grid-template-columns:1fr auto}.quarto-title-meta-column-end{display:flex;flex-direction:column;padding-left:1em}.quarto-title-meta-column-end a .bi{margin-right:.3em}#title-block-header.quarto-title-block.default .quarto-title-meta{display:grid;grid-template-columns:minmax(max-content, 1fr) 1fr;grid-column-gap:1em}#title-block-header.quarto-title-block.default .quarto-title .title{margin-bottom:0}#title-block-header.quarto-title-block.default .quarto-title-author-orcid img{margin-top:-0.2em;height:.8em;width:.8em}#title-block-header.quarto-title-block.default .quarto-title-author-email{opacity:.7}#title-block-header.quarto-title-block.default .quarto-description p:last-of-type{margin-bottom:0}#title-block-header.quarto-title-block.default .quarto-title-meta-contents p,#title-block-header.quarto-title-block.default .quarto-title-authors p,#title-block-header.quarto-title-block.default .quarto-title-affiliations p{margin-bottom:.1em}#title-block-header.quarto-title-block.default .quarto-title-meta-heading{text-transform:uppercase;margin-top:1em;font-size:.8em;opacity:.8;font-weight:400}#title-block-header.quarto-title-block.default .quarto-title-meta-contents{font-size:.9em}#title-block-header.quarto-title-block.default .quarto-title-meta-contents p.affiliation:last-of-type{margin-bottom:.1em}#title-block-header.quarto-title-block.default p.affiliation{margin-bottom:.1em}#title-block-header.quarto-title-block.default .keywords,#title-block-header.quarto-title-block.default .description,#title-block-header.quarto-title-block.default .abstract{margin-top:0}#title-block-header.quarto-title-block.default .keywords>p,#title-block-header.quarto-title-block.default .description>p,#title-block-header.quarto-title-block.default .abstract>p{font-size:.9em}#title-block-header.quarto-title-block.default .keywords>p:last-of-type,#title-block-header.quarto-title-block.default .description>p:last-of-type,#title-block-header.quarto-title-block.default .abstract>p:last-of-type{margin-bottom:0}#title-block-header.quarto-title-block.default .keywords .block-title,#title-block-header.quarto-title-block.default .description .block-title,#title-block-header.quarto-title-block.default .abstract .block-title{margin-top:1em;text-transform:uppercase;font-size:.8em;opacity:.8;font-weight:400}#title-block-header.quarto-title-block.default .quarto-title-meta-author{display:grid;grid-template-columns:minmax(max-content, 1fr) 1fr;grid-column-gap:1em}.quarto-title-tools-only{display:flex;justify-content:right} diff --git a/assignments2023/site_libs/bootstrap/bootstrap.min.js b/assignments2023/site_libs/bootstrap/bootstrap.min.js new file mode 100644 index 00000000..e8f21f70 --- /dev/null +++ b/assignments2023/site_libs/bootstrap/bootstrap.min.js @@ -0,0 +1,7 @@ +/*! + * Bootstrap v5.3.1 (https://getbootstrap.com/) + * Copyright 2011-2023 The Bootstrap Authors (https://github.com/twbs/bootstrap/graphs/contributors) + * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE) + */ +!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?module.exports=e():"function"==typeof define&&define.amd?define(e):(t="undefined"!=typeof globalThis?globalThis:t||self).bootstrap=e()}(this,(function(){"use strict";const t=new Map,e={set(e,i,n){t.has(e)||t.set(e,new Map);const s=t.get(e);s.has(i)||0===s.size?s.set(i,n):console.error(`Bootstrap doesn't allow more than one instance per element. Bound instance: ${Array.from(s.keys())[0]}.`)},get:(e,i)=>t.has(e)&&t.get(e).get(i)||null,remove(e,i){if(!t.has(e))return;const n=t.get(e);n.delete(i),0===n.size&&t.delete(e)}},i="transitionend",n=t=>(t&&window.CSS&&window.CSS.escape&&(t=t.replace(/#([^\s"#']+)/g,((t,e)=>`#${CSS.escape(e)}`))),t),s=t=>{t.dispatchEvent(new Event(i))},o=t=>!(!t||"object"!=typeof t)&&(void 0!==t.jquery&&(t=t[0]),void 0!==t.nodeType),r=t=>o(t)?t.jquery?t[0]:t:"string"==typeof t&&t.length>0?document.querySelector(n(t)):null,a=t=>{if(!o(t)||0===t.getClientRects().length)return!1;const e="visible"===getComputedStyle(t).getPropertyValue("visibility"),i=t.closest("details:not([open])");if(!i)return e;if(i!==t){const e=t.closest("summary");if(e&&e.parentNode!==i)return!1;if(null===e)return!1}return e},l=t=>!t||t.nodeType!==Node.ELEMENT_NODE||!!t.classList.contains("disabled")||(void 0!==t.disabled?t.disabled:t.hasAttribute("disabled")&&"false"!==t.getAttribute("disabled")),c=t=>{if(!document.documentElement.attachShadow)return null;if("function"==typeof t.getRootNode){const e=t.getRootNode();return e instanceof ShadowRoot?e:null}return t instanceof ShadowRoot?t:t.parentNode?c(t.parentNode):null},h=()=>{},d=t=>{t.offsetHeight},u=()=>window.jQuery&&!document.body.hasAttribute("data-bs-no-jquery")?window.jQuery:null,f=[],p=()=>"rtl"===document.documentElement.dir,m=t=>{var e;e=()=>{const e=u();if(e){const i=t.NAME,n=e.fn[i];e.fn[i]=t.jQueryInterface,e.fn[i].Constructor=t,e.fn[i].noConflict=()=>(e.fn[i]=n,t.jQueryInterface)}},"loading"===document.readyState?(f.length||document.addEventListener("DOMContentLoaded",(()=>{for(const t of f)t()})),f.push(e)):e()},g=(t,e=[],i=t)=>"function"==typeof t?t(...e):i,_=(t,e,n=!0)=>{if(!n)return void g(t);const o=(t=>{if(!t)return 0;let{transitionDuration:e,transitionDelay:i}=window.getComputedStyle(t);const n=Number.parseFloat(e),s=Number.parseFloat(i);return n||s?(e=e.split(",")[0],i=i.split(",")[0],1e3*(Number.parseFloat(e)+Number.parseFloat(i))):0})(e)+5;let r=!1;const a=({target:n})=>{n===e&&(r=!0,e.removeEventListener(i,a),g(t))};e.addEventListener(i,a),setTimeout((()=>{r||s(e)}),o)},b=(t,e,i,n)=>{const s=t.length;let o=t.indexOf(e);return-1===o?!i&&n?t[s-1]:t[0]:(o+=i?1:-1,n&&(o=(o+s)%s),t[Math.max(0,Math.min(o,s-1))])},v=/[^.]*(?=\..*)\.|.*/,y=/\..*/,w=/::\d+$/,A={};let E=1;const T={mouseenter:"mouseover",mouseleave:"mouseout"},C=new Set(["click","dblclick","mouseup","mousedown","contextmenu","mousewheel","DOMMouseScroll","mouseover","mouseout","mousemove","selectstart","selectend","keydown","keypress","keyup","orientationchange","touchstart","touchmove","touchend","touchcancel","pointerdown","pointermove","pointerup","pointerleave","pointercancel","gesturestart","gesturechange","gestureend","focus","blur","change","reset","select","submit","focusin","focusout","load","unload","beforeunload","resize","move","DOMContentLoaded","readystatechange","error","abort","scroll"]);function O(t,e){return e&&`${e}::${E++}`||t.uidEvent||E++}function x(t){const e=O(t);return t.uidEvent=e,A[e]=A[e]||{},A[e]}function k(t,e,i=null){return Object.values(t).find((t=>t.callable===e&&t.delegationSelector===i))}function L(t,e,i){const n="string"==typeof e,s=n?i:e||i;let o=I(t);return C.has(o)||(o=t),[n,s,o]}function S(t,e,i,n,s){if("string"!=typeof e||!t)return;let[o,r,a]=L(e,i,n);if(e in T){const t=t=>function(e){if(!e.relatedTarget||e.relatedTarget!==e.delegateTarget&&!e.delegateTarget.contains(e.relatedTarget))return t.call(this,e)};r=t(r)}const l=x(t),c=l[a]||(l[a]={}),h=k(c,r,o?i:null);if(h)return void(h.oneOff=h.oneOff&&s);const d=O(r,e.replace(v,"")),u=o?function(t,e,i){return function n(s){const o=t.querySelectorAll(e);for(let{target:r}=s;r&&r!==this;r=r.parentNode)for(const a of o)if(a===r)return P(s,{delegateTarget:r}),n.oneOff&&N.off(t,s.type,e,i),i.apply(r,[s])}}(t,i,r):function(t,e){return function i(n){return P(n,{delegateTarget:t}),i.oneOff&&N.off(t,n.type,e),e.apply(t,[n])}}(t,r);u.delegationSelector=o?i:null,u.callable=r,u.oneOff=s,u.uidEvent=d,c[d]=u,t.addEventListener(a,u,o)}function D(t,e,i,n,s){const o=k(e[i],n,s);o&&(t.removeEventListener(i,o,Boolean(s)),delete e[i][o.uidEvent])}function $(t,e,i,n){const s=e[i]||{};for(const[o,r]of Object.entries(s))o.includes(n)&&D(t,e,i,r.callable,r.delegationSelector)}function I(t){return t=t.replace(y,""),T[t]||t}const N={on(t,e,i,n){S(t,e,i,n,!1)},one(t,e,i,n){S(t,e,i,n,!0)},off(t,e,i,n){if("string"!=typeof e||!t)return;const[s,o,r]=L(e,i,n),a=r!==e,l=x(t),c=l[r]||{},h=e.startsWith(".");if(void 0===o){if(h)for(const i of Object.keys(l))$(t,l,i,e.slice(1));for(const[i,n]of Object.entries(c)){const s=i.replace(w,"");a&&!e.includes(s)||D(t,l,r,n.callable,n.delegationSelector)}}else{if(!Object.keys(c).length)return;D(t,l,r,o,s?i:null)}},trigger(t,e,i){if("string"!=typeof e||!t)return null;const n=u();let s=null,o=!0,r=!0,a=!1;e!==I(e)&&n&&(s=n.Event(e,i),n(t).trigger(s),o=!s.isPropagationStopped(),r=!s.isImmediatePropagationStopped(),a=s.isDefaultPrevented());const l=P(new Event(e,{bubbles:o,cancelable:!0}),i);return a&&l.preventDefault(),r&&t.dispatchEvent(l),l.defaultPrevented&&s&&s.preventDefault(),l}};function P(t,e={}){for(const[i,n]of Object.entries(e))try{t[i]=n}catch(e){Object.defineProperty(t,i,{configurable:!0,get:()=>n})}return t}function M(t){if("true"===t)return!0;if("false"===t)return!1;if(t===Number(t).toString())return Number(t);if(""===t||"null"===t)return null;if("string"!=typeof t)return t;try{return JSON.parse(decodeURIComponent(t))}catch(e){return t}}function j(t){return t.replace(/[A-Z]/g,(t=>`-${t.toLowerCase()}`))}const F={setDataAttribute(t,e,i){t.setAttribute(`data-bs-${j(e)}`,i)},removeDataAttribute(t,e){t.removeAttribute(`data-bs-${j(e)}`)},getDataAttributes(t){if(!t)return{};const e={},i=Object.keys(t.dataset).filter((t=>t.startsWith("bs")&&!t.startsWith("bsConfig")));for(const n of i){let i=n.replace(/^bs/,"");i=i.charAt(0).toLowerCase()+i.slice(1,i.length),e[i]=M(t.dataset[n])}return e},getDataAttribute:(t,e)=>M(t.getAttribute(`data-bs-${j(e)}`))};class H{static get Default(){return{}}static get DefaultType(){return{}}static get NAME(){throw new Error('You have to implement the static method "NAME", for each component!')}_getConfig(t){return t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t}_mergeConfigObj(t,e){const i=o(e)?F.getDataAttribute(e,"config"):{};return{...this.constructor.Default,..."object"==typeof i?i:{},...o(e)?F.getDataAttributes(e):{},..."object"==typeof t?t:{}}}_typeCheckConfig(t,e=this.constructor.DefaultType){for(const[n,s]of Object.entries(e)){const e=t[n],r=o(e)?"element":null==(i=e)?`${i}`:Object.prototype.toString.call(i).match(/\s([a-z]+)/i)[1].toLowerCase();if(!new RegExp(s).test(r))throw new TypeError(`${this.constructor.NAME.toUpperCase()}: Option "${n}" provided type "${r}" but expected type "${s}".`)}var i}}class W extends H{constructor(t,i){super(),(t=r(t))&&(this._element=t,this._config=this._getConfig(i),e.set(this._element,this.constructor.DATA_KEY,this))}dispose(){e.remove(this._element,this.constructor.DATA_KEY),N.off(this._element,this.constructor.EVENT_KEY);for(const t of Object.getOwnPropertyNames(this))this[t]=null}_queueCallback(t,e,i=!0){_(t,e,i)}_getConfig(t){return t=this._mergeConfigObj(t,this._element),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}static getInstance(t){return e.get(r(t),this.DATA_KEY)}static getOrCreateInstance(t,e={}){return this.getInstance(t)||new this(t,"object"==typeof e?e:null)}static get VERSION(){return"5.3.1"}static get DATA_KEY(){return`bs.${this.NAME}`}static get EVENT_KEY(){return`.${this.DATA_KEY}`}static eventName(t){return`${t}${this.EVENT_KEY}`}}const B=t=>{let e=t.getAttribute("data-bs-target");if(!e||"#"===e){let i=t.getAttribute("href");if(!i||!i.includes("#")&&!i.startsWith("."))return null;i.includes("#")&&!i.startsWith("#")&&(i=`#${i.split("#")[1]}`),e=i&&"#"!==i?i.trim():null}return n(e)},z={find:(t,e=document.documentElement)=>[].concat(...Element.prototype.querySelectorAll.call(e,t)),findOne:(t,e=document.documentElement)=>Element.prototype.querySelector.call(e,t),children:(t,e)=>[].concat(...t.children).filter((t=>t.matches(e))),parents(t,e){const i=[];let n=t.parentNode.closest(e);for(;n;)i.push(n),n=n.parentNode.closest(e);return i},prev(t,e){let i=t.previousElementSibling;for(;i;){if(i.matches(e))return[i];i=i.previousElementSibling}return[]},next(t,e){let i=t.nextElementSibling;for(;i;){if(i.matches(e))return[i];i=i.nextElementSibling}return[]},focusableChildren(t){const e=["a","button","input","textarea","select","details","[tabindex]",'[contenteditable="true"]'].map((t=>`${t}:not([tabindex^="-"])`)).join(",");return this.find(e,t).filter((t=>!l(t)&&a(t)))},getSelectorFromElement(t){const e=B(t);return e&&z.findOne(e)?e:null},getElementFromSelector(t){const e=B(t);return e?z.findOne(e):null},getMultipleElementsFromSelector(t){const e=B(t);return e?z.find(e):[]}},R=(t,e="hide")=>{const i=`click.dismiss${t.EVENT_KEY}`,n=t.NAME;N.on(document,i,`[data-bs-dismiss="${n}"]`,(function(i){if(["A","AREA"].includes(this.tagName)&&i.preventDefault(),l(this))return;const s=z.getElementFromSelector(this)||this.closest(`.${n}`);t.getOrCreateInstance(s)[e]()}))},q=".bs.alert",V=`close${q}`,K=`closed${q}`;class Q extends W{static get NAME(){return"alert"}close(){if(N.trigger(this._element,V).defaultPrevented)return;this._element.classList.remove("show");const t=this._element.classList.contains("fade");this._queueCallback((()=>this._destroyElement()),this._element,t)}_destroyElement(){this._element.remove(),N.trigger(this._element,K),this.dispose()}static jQueryInterface(t){return this.each((function(){const e=Q.getOrCreateInstance(this);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}R(Q,"close"),m(Q);const X='[data-bs-toggle="button"]';class Y extends W{static get NAME(){return"button"}toggle(){this._element.setAttribute("aria-pressed",this._element.classList.toggle("active"))}static jQueryInterface(t){return this.each((function(){const e=Y.getOrCreateInstance(this);"toggle"===t&&e[t]()}))}}N.on(document,"click.bs.button.data-api",X,(t=>{t.preventDefault();const e=t.target.closest(X);Y.getOrCreateInstance(e).toggle()})),m(Y);const U=".bs.swipe",G=`touchstart${U}`,J=`touchmove${U}`,Z=`touchend${U}`,tt=`pointerdown${U}`,et=`pointerup${U}`,it={endCallback:null,leftCallback:null,rightCallback:null},nt={endCallback:"(function|null)",leftCallback:"(function|null)",rightCallback:"(function|null)"};class st extends H{constructor(t,e){super(),this._element=t,t&&st.isSupported()&&(this._config=this._getConfig(e),this._deltaX=0,this._supportPointerEvents=Boolean(window.PointerEvent),this._initEvents())}static get Default(){return it}static get DefaultType(){return nt}static get NAME(){return"swipe"}dispose(){N.off(this._element,U)}_start(t){this._supportPointerEvents?this._eventIsPointerPenTouch(t)&&(this._deltaX=t.clientX):this._deltaX=t.touches[0].clientX}_end(t){this._eventIsPointerPenTouch(t)&&(this._deltaX=t.clientX-this._deltaX),this._handleSwipe(),g(this._config.endCallback)}_move(t){this._deltaX=t.touches&&t.touches.length>1?0:t.touches[0].clientX-this._deltaX}_handleSwipe(){const t=Math.abs(this._deltaX);if(t<=40)return;const e=t/this._deltaX;this._deltaX=0,e&&g(e>0?this._config.rightCallback:this._config.leftCallback)}_initEvents(){this._supportPointerEvents?(N.on(this._element,tt,(t=>this._start(t))),N.on(this._element,et,(t=>this._end(t))),this._element.classList.add("pointer-event")):(N.on(this._element,G,(t=>this._start(t))),N.on(this._element,J,(t=>this._move(t))),N.on(this._element,Z,(t=>this._end(t))))}_eventIsPointerPenTouch(t){return this._supportPointerEvents&&("pen"===t.pointerType||"touch"===t.pointerType)}static isSupported(){return"ontouchstart"in document.documentElement||navigator.maxTouchPoints>0}}const ot=".bs.carousel",rt=".data-api",at="next",lt="prev",ct="left",ht="right",dt=`slide${ot}`,ut=`slid${ot}`,ft=`keydown${ot}`,pt=`mouseenter${ot}`,mt=`mouseleave${ot}`,gt=`dragstart${ot}`,_t=`load${ot}${rt}`,bt=`click${ot}${rt}`,vt="carousel",yt="active",wt=".active",At=".carousel-item",Et=wt+At,Tt={ArrowLeft:ht,ArrowRight:ct},Ct={interval:5e3,keyboard:!0,pause:"hover",ride:!1,touch:!0,wrap:!0},Ot={interval:"(number|boolean)",keyboard:"boolean",pause:"(string|boolean)",ride:"(boolean|string)",touch:"boolean",wrap:"boolean"};class xt extends W{constructor(t,e){super(t,e),this._interval=null,this._activeElement=null,this._isSliding=!1,this.touchTimeout=null,this._swipeHelper=null,this._indicatorsElement=z.findOne(".carousel-indicators",this._element),this._addEventListeners(),this._config.ride===vt&&this.cycle()}static get Default(){return Ct}static get DefaultType(){return Ot}static get NAME(){return"carousel"}next(){this._slide(at)}nextWhenVisible(){!document.hidden&&a(this._element)&&this.next()}prev(){this._slide(lt)}pause(){this._isSliding&&s(this._element),this._clearInterval()}cycle(){this._clearInterval(),this._updateInterval(),this._interval=setInterval((()=>this.nextWhenVisible()),this._config.interval)}_maybeEnableCycle(){this._config.ride&&(this._isSliding?N.one(this._element,ut,(()=>this.cycle())):this.cycle())}to(t){const e=this._getItems();if(t>e.length-1||t<0)return;if(this._isSliding)return void N.one(this._element,ut,(()=>this.to(t)));const i=this._getItemIndex(this._getActive());if(i===t)return;const n=t>i?at:lt;this._slide(n,e[t])}dispose(){this._swipeHelper&&this._swipeHelper.dispose(),super.dispose()}_configAfterMerge(t){return t.defaultInterval=t.interval,t}_addEventListeners(){this._config.keyboard&&N.on(this._element,ft,(t=>this._keydown(t))),"hover"===this._config.pause&&(N.on(this._element,pt,(()=>this.pause())),N.on(this._element,mt,(()=>this._maybeEnableCycle()))),this._config.touch&&st.isSupported()&&this._addTouchEventListeners()}_addTouchEventListeners(){for(const t of z.find(".carousel-item img",this._element))N.on(t,gt,(t=>t.preventDefault()));const t={leftCallback:()=>this._slide(this._directionToOrder(ct)),rightCallback:()=>this._slide(this._directionToOrder(ht)),endCallback:()=>{"hover"===this._config.pause&&(this.pause(),this.touchTimeout&&clearTimeout(this.touchTimeout),this.touchTimeout=setTimeout((()=>this._maybeEnableCycle()),500+this._config.interval))}};this._swipeHelper=new st(this._element,t)}_keydown(t){if(/input|textarea/i.test(t.target.tagName))return;const e=Tt[t.key];e&&(t.preventDefault(),this._slide(this._directionToOrder(e)))}_getItemIndex(t){return this._getItems().indexOf(t)}_setActiveIndicatorElement(t){if(!this._indicatorsElement)return;const e=z.findOne(wt,this._indicatorsElement);e.classList.remove(yt),e.removeAttribute("aria-current");const i=z.findOne(`[data-bs-slide-to="${t}"]`,this._indicatorsElement);i&&(i.classList.add(yt),i.setAttribute("aria-current","true"))}_updateInterval(){const t=this._activeElement||this._getActive();if(!t)return;const e=Number.parseInt(t.getAttribute("data-bs-interval"),10);this._config.interval=e||this._config.defaultInterval}_slide(t,e=null){if(this._isSliding)return;const i=this._getActive(),n=t===at,s=e||b(this._getItems(),i,n,this._config.wrap);if(s===i)return;const o=this._getItemIndex(s),r=e=>N.trigger(this._element,e,{relatedTarget:s,direction:this._orderToDirection(t),from:this._getItemIndex(i),to:o});if(r(dt).defaultPrevented)return;if(!i||!s)return;const a=Boolean(this._interval);this.pause(),this._isSliding=!0,this._setActiveIndicatorElement(o),this._activeElement=s;const l=n?"carousel-item-start":"carousel-item-end",c=n?"carousel-item-next":"carousel-item-prev";s.classList.add(c),d(s),i.classList.add(l),s.classList.add(l),this._queueCallback((()=>{s.classList.remove(l,c),s.classList.add(yt),i.classList.remove(yt,c,l),this._isSliding=!1,r(ut)}),i,this._isAnimated()),a&&this.cycle()}_isAnimated(){return this._element.classList.contains("slide")}_getActive(){return z.findOne(Et,this._element)}_getItems(){return z.find(At,this._element)}_clearInterval(){this._interval&&(clearInterval(this._interval),this._interval=null)}_directionToOrder(t){return p()?t===ct?lt:at:t===ct?at:lt}_orderToDirection(t){return p()?t===lt?ct:ht:t===lt?ht:ct}static jQueryInterface(t){return this.each((function(){const e=xt.getOrCreateInstance(this,t);if("number"!=typeof t){if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}else e.to(t)}))}}N.on(document,bt,"[data-bs-slide], [data-bs-slide-to]",(function(t){const e=z.getElementFromSelector(this);if(!e||!e.classList.contains(vt))return;t.preventDefault();const i=xt.getOrCreateInstance(e),n=this.getAttribute("data-bs-slide-to");return n?(i.to(n),void i._maybeEnableCycle()):"next"===F.getDataAttribute(this,"slide")?(i.next(),void i._maybeEnableCycle()):(i.prev(),void i._maybeEnableCycle())})),N.on(window,_t,(()=>{const t=z.find('[data-bs-ride="carousel"]');for(const e of t)xt.getOrCreateInstance(e)})),m(xt);const kt=".bs.collapse",Lt=`show${kt}`,St=`shown${kt}`,Dt=`hide${kt}`,$t=`hidden${kt}`,It=`click${kt}.data-api`,Nt="show",Pt="collapse",Mt="collapsing",jt=`:scope .${Pt} .${Pt}`,Ft='[data-bs-toggle="collapse"]',Ht={parent:null,toggle:!0},Wt={parent:"(null|element)",toggle:"boolean"};class Bt extends W{constructor(t,e){super(t,e),this._isTransitioning=!1,this._triggerArray=[];const i=z.find(Ft);for(const t of i){const e=z.getSelectorFromElement(t),i=z.find(e).filter((t=>t===this._element));null!==e&&i.length&&this._triggerArray.push(t)}this._initializeChildren(),this._config.parent||this._addAriaAndCollapsedClass(this._triggerArray,this._isShown()),this._config.toggle&&this.toggle()}static get Default(){return Ht}static get DefaultType(){return Wt}static get NAME(){return"collapse"}toggle(){this._isShown()?this.hide():this.show()}show(){if(this._isTransitioning||this._isShown())return;let t=[];if(this._config.parent&&(t=this._getFirstLevelChildren(".collapse.show, .collapse.collapsing").filter((t=>t!==this._element)).map((t=>Bt.getOrCreateInstance(t,{toggle:!1})))),t.length&&t[0]._isTransitioning)return;if(N.trigger(this._element,Lt).defaultPrevented)return;for(const e of t)e.hide();const e=this._getDimension();this._element.classList.remove(Pt),this._element.classList.add(Mt),this._element.style[e]=0,this._addAriaAndCollapsedClass(this._triggerArray,!0),this._isTransitioning=!0;const i=`scroll${e[0].toUpperCase()+e.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(Mt),this._element.classList.add(Pt,Nt),this._element.style[e]="",N.trigger(this._element,St)}),this._element,!0),this._element.style[e]=`${this._element[i]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(N.trigger(this._element,Dt).defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,d(this._element),this._element.classList.add(Mt),this._element.classList.remove(Pt,Nt);for(const t of this._triggerArray){const e=z.getElementFromSelector(t);e&&!this._isShown(e)&&this._addAriaAndCollapsedClass([t],!1)}this._isTransitioning=!0,this._element.style[t]="",this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(Mt),this._element.classList.add(Pt),N.trigger(this._element,$t)}),this._element,!0)}_isShown(t=this._element){return t.classList.contains(Nt)}_configAfterMerge(t){return t.toggle=Boolean(t.toggle),t.parent=r(t.parent),t}_getDimension(){return this._element.classList.contains("collapse-horizontal")?"width":"height"}_initializeChildren(){if(!this._config.parent)return;const t=this._getFirstLevelChildren(Ft);for(const e of t){const t=z.getElementFromSelector(e);t&&this._addAriaAndCollapsedClass([e],this._isShown(t))}}_getFirstLevelChildren(t){const e=z.find(jt,this._config.parent);return z.find(t,this._config.parent).filter((t=>!e.includes(t)))}_addAriaAndCollapsedClass(t,e){if(t.length)for(const i of t)i.classList.toggle("collapsed",!e),i.setAttribute("aria-expanded",e)}static jQueryInterface(t){const e={};return"string"==typeof t&&/show|hide/.test(t)&&(e.toggle=!1),this.each((function(){const i=Bt.getOrCreateInstance(this,e);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t]()}}))}}N.on(document,It,Ft,(function(t){("A"===t.target.tagName||t.delegateTarget&&"A"===t.delegateTarget.tagName)&&t.preventDefault();for(const t of z.getMultipleElementsFromSelector(this))Bt.getOrCreateInstance(t,{toggle:!1}).toggle()})),m(Bt);var zt="top",Rt="bottom",qt="right",Vt="left",Kt="auto",Qt=[zt,Rt,qt,Vt],Xt="start",Yt="end",Ut="clippingParents",Gt="viewport",Jt="popper",Zt="reference",te=Qt.reduce((function(t,e){return t.concat([e+"-"+Xt,e+"-"+Yt])}),[]),ee=[].concat(Qt,[Kt]).reduce((function(t,e){return t.concat([e,e+"-"+Xt,e+"-"+Yt])}),[]),ie="beforeRead",ne="read",se="afterRead",oe="beforeMain",re="main",ae="afterMain",le="beforeWrite",ce="write",he="afterWrite",de=[ie,ne,se,oe,re,ae,le,ce,he];function ue(t){return t?(t.nodeName||"").toLowerCase():null}function fe(t){if(null==t)return window;if("[object Window]"!==t.toString()){var e=t.ownerDocument;return e&&e.defaultView||window}return t}function pe(t){return t instanceof fe(t).Element||t instanceof Element}function me(t){return t instanceof fe(t).HTMLElement||t instanceof HTMLElement}function ge(t){return"undefined"!=typeof ShadowRoot&&(t instanceof fe(t).ShadowRoot||t instanceof ShadowRoot)}const _e={name:"applyStyles",enabled:!0,phase:"write",fn:function(t){var e=t.state;Object.keys(e.elements).forEach((function(t){var i=e.styles[t]||{},n=e.attributes[t]||{},s=e.elements[t];me(s)&&ue(s)&&(Object.assign(s.style,i),Object.keys(n).forEach((function(t){var e=n[t];!1===e?s.removeAttribute(t):s.setAttribute(t,!0===e?"":e)})))}))},effect:function(t){var e=t.state,i={popper:{position:e.options.strategy,left:"0",top:"0",margin:"0"},arrow:{position:"absolute"},reference:{}};return Object.assign(e.elements.popper.style,i.popper),e.styles=i,e.elements.arrow&&Object.assign(e.elements.arrow.style,i.arrow),function(){Object.keys(e.elements).forEach((function(t){var n=e.elements[t],s=e.attributes[t]||{},o=Object.keys(e.styles.hasOwnProperty(t)?e.styles[t]:i[t]).reduce((function(t,e){return t[e]="",t}),{});me(n)&&ue(n)&&(Object.assign(n.style,o),Object.keys(s).forEach((function(t){n.removeAttribute(t)})))}))}},requires:["computeStyles"]};function be(t){return t.split("-")[0]}var ve=Math.max,ye=Math.min,we=Math.round;function Ae(){var t=navigator.userAgentData;return null!=t&&t.brands&&Array.isArray(t.brands)?t.brands.map((function(t){return t.brand+"/"+t.version})).join(" "):navigator.userAgent}function Ee(){return!/^((?!chrome|android).)*safari/i.test(Ae())}function Te(t,e,i){void 0===e&&(e=!1),void 0===i&&(i=!1);var n=t.getBoundingClientRect(),s=1,o=1;e&&me(t)&&(s=t.offsetWidth>0&&we(n.width)/t.offsetWidth||1,o=t.offsetHeight>0&&we(n.height)/t.offsetHeight||1);var r=(pe(t)?fe(t):window).visualViewport,a=!Ee()&&i,l=(n.left+(a&&r?r.offsetLeft:0))/s,c=(n.top+(a&&r?r.offsetTop:0))/o,h=n.width/s,d=n.height/o;return{width:h,height:d,top:c,right:l+h,bottom:c+d,left:l,x:l,y:c}}function Ce(t){var e=Te(t),i=t.offsetWidth,n=t.offsetHeight;return Math.abs(e.width-i)<=1&&(i=e.width),Math.abs(e.height-n)<=1&&(n=e.height),{x:t.offsetLeft,y:t.offsetTop,width:i,height:n}}function Oe(t,e){var i=e.getRootNode&&e.getRootNode();if(t.contains(e))return!0;if(i&&ge(i)){var n=e;do{if(n&&t.isSameNode(n))return!0;n=n.parentNode||n.host}while(n)}return!1}function xe(t){return fe(t).getComputedStyle(t)}function ke(t){return["table","td","th"].indexOf(ue(t))>=0}function Le(t){return((pe(t)?t.ownerDocument:t.document)||window.document).documentElement}function Se(t){return"html"===ue(t)?t:t.assignedSlot||t.parentNode||(ge(t)?t.host:null)||Le(t)}function De(t){return me(t)&&"fixed"!==xe(t).position?t.offsetParent:null}function $e(t){for(var e=fe(t),i=De(t);i&&ke(i)&&"static"===xe(i).position;)i=De(i);return i&&("html"===ue(i)||"body"===ue(i)&&"static"===xe(i).position)?e:i||function(t){var e=/firefox/i.test(Ae());if(/Trident/i.test(Ae())&&me(t)&&"fixed"===xe(t).position)return null;var i=Se(t);for(ge(i)&&(i=i.host);me(i)&&["html","body"].indexOf(ue(i))<0;){var n=xe(i);if("none"!==n.transform||"none"!==n.perspective||"paint"===n.contain||-1!==["transform","perspective"].indexOf(n.willChange)||e&&"filter"===n.willChange||e&&n.filter&&"none"!==n.filter)return i;i=i.parentNode}return null}(t)||e}function Ie(t){return["top","bottom"].indexOf(t)>=0?"x":"y"}function Ne(t,e,i){return ve(t,ye(e,i))}function Pe(t){return Object.assign({},{top:0,right:0,bottom:0,left:0},t)}function Me(t,e){return e.reduce((function(e,i){return e[i]=t,e}),{})}const je={name:"arrow",enabled:!0,phase:"main",fn:function(t){var e,i=t.state,n=t.name,s=t.options,o=i.elements.arrow,r=i.modifiersData.popperOffsets,a=be(i.placement),l=Ie(a),c=[Vt,qt].indexOf(a)>=0?"height":"width";if(o&&r){var h=function(t,e){return Pe("number"!=typeof(t="function"==typeof t?t(Object.assign({},e.rects,{placement:e.placement})):t)?t:Me(t,Qt))}(s.padding,i),d=Ce(o),u="y"===l?zt:Vt,f="y"===l?Rt:qt,p=i.rects.reference[c]+i.rects.reference[l]-r[l]-i.rects.popper[c],m=r[l]-i.rects.reference[l],g=$e(o),_=g?"y"===l?g.clientHeight||0:g.clientWidth||0:0,b=p/2-m/2,v=h[u],y=_-d[c]-h[f],w=_/2-d[c]/2+b,A=Ne(v,w,y),E=l;i.modifiersData[n]=((e={})[E]=A,e.centerOffset=A-w,e)}},effect:function(t){var e=t.state,i=t.options.element,n=void 0===i?"[data-popper-arrow]":i;null!=n&&("string"!=typeof n||(n=e.elements.popper.querySelector(n)))&&Oe(e.elements.popper,n)&&(e.elements.arrow=n)},requires:["popperOffsets"],requiresIfExists:["preventOverflow"]};function Fe(t){return t.split("-")[1]}var He={top:"auto",right:"auto",bottom:"auto",left:"auto"};function We(t){var e,i=t.popper,n=t.popperRect,s=t.placement,o=t.variation,r=t.offsets,a=t.position,l=t.gpuAcceleration,c=t.adaptive,h=t.roundOffsets,d=t.isFixed,u=r.x,f=void 0===u?0:u,p=r.y,m=void 0===p?0:p,g="function"==typeof h?h({x:f,y:m}):{x:f,y:m};f=g.x,m=g.y;var _=r.hasOwnProperty("x"),b=r.hasOwnProperty("y"),v=Vt,y=zt,w=window;if(c){var A=$e(i),E="clientHeight",T="clientWidth";A===fe(i)&&"static"!==xe(A=Le(i)).position&&"absolute"===a&&(E="scrollHeight",T="scrollWidth"),(s===zt||(s===Vt||s===qt)&&o===Yt)&&(y=Rt,m-=(d&&A===w&&w.visualViewport?w.visualViewport.height:A[E])-n.height,m*=l?1:-1),s!==Vt&&(s!==zt&&s!==Rt||o!==Yt)||(v=qt,f-=(d&&A===w&&w.visualViewport?w.visualViewport.width:A[T])-n.width,f*=l?1:-1)}var C,O=Object.assign({position:a},c&&He),x=!0===h?function(t,e){var i=t.x,n=t.y,s=e.devicePixelRatio||1;return{x:we(i*s)/s||0,y:we(n*s)/s||0}}({x:f,y:m},fe(i)):{x:f,y:m};return f=x.x,m=x.y,l?Object.assign({},O,((C={})[y]=b?"0":"",C[v]=_?"0":"",C.transform=(w.devicePixelRatio||1)<=1?"translate("+f+"px, "+m+"px)":"translate3d("+f+"px, "+m+"px, 0)",C)):Object.assign({},O,((e={})[y]=b?m+"px":"",e[v]=_?f+"px":"",e.transform="",e))}const Be={name:"computeStyles",enabled:!0,phase:"beforeWrite",fn:function(t){var e=t.state,i=t.options,n=i.gpuAcceleration,s=void 0===n||n,o=i.adaptive,r=void 0===o||o,a=i.roundOffsets,l=void 0===a||a,c={placement:be(e.placement),variation:Fe(e.placement),popper:e.elements.popper,popperRect:e.rects.popper,gpuAcceleration:s,isFixed:"fixed"===e.options.strategy};null!=e.modifiersData.popperOffsets&&(e.styles.popper=Object.assign({},e.styles.popper,We(Object.assign({},c,{offsets:e.modifiersData.popperOffsets,position:e.options.strategy,adaptive:r,roundOffsets:l})))),null!=e.modifiersData.arrow&&(e.styles.arrow=Object.assign({},e.styles.arrow,We(Object.assign({},c,{offsets:e.modifiersData.arrow,position:"absolute",adaptive:!1,roundOffsets:l})))),e.attributes.popper=Object.assign({},e.attributes.popper,{"data-popper-placement":e.placement})},data:{}};var ze={passive:!0};const Re={name:"eventListeners",enabled:!0,phase:"write",fn:function(){},effect:function(t){var e=t.state,i=t.instance,n=t.options,s=n.scroll,o=void 0===s||s,r=n.resize,a=void 0===r||r,l=fe(e.elements.popper),c=[].concat(e.scrollParents.reference,e.scrollParents.popper);return o&&c.forEach((function(t){t.addEventListener("scroll",i.update,ze)})),a&&l.addEventListener("resize",i.update,ze),function(){o&&c.forEach((function(t){t.removeEventListener("scroll",i.update,ze)})),a&&l.removeEventListener("resize",i.update,ze)}},data:{}};var qe={left:"right",right:"left",bottom:"top",top:"bottom"};function Ve(t){return t.replace(/left|right|bottom|top/g,(function(t){return qe[t]}))}var Ke={start:"end",end:"start"};function Qe(t){return t.replace(/start|end/g,(function(t){return Ke[t]}))}function Xe(t){var e=fe(t);return{scrollLeft:e.pageXOffset,scrollTop:e.pageYOffset}}function Ye(t){return Te(Le(t)).left+Xe(t).scrollLeft}function Ue(t){var e=xe(t),i=e.overflow,n=e.overflowX,s=e.overflowY;return/auto|scroll|overlay|hidden/.test(i+s+n)}function Ge(t){return["html","body","#document"].indexOf(ue(t))>=0?t.ownerDocument.body:me(t)&&Ue(t)?t:Ge(Se(t))}function Je(t,e){var i;void 0===e&&(e=[]);var n=Ge(t),s=n===(null==(i=t.ownerDocument)?void 0:i.body),o=fe(n),r=s?[o].concat(o.visualViewport||[],Ue(n)?n:[]):n,a=e.concat(r);return s?a:a.concat(Je(Se(r)))}function Ze(t){return Object.assign({},t,{left:t.x,top:t.y,right:t.x+t.width,bottom:t.y+t.height})}function ti(t,e,i){return e===Gt?Ze(function(t,e){var i=fe(t),n=Le(t),s=i.visualViewport,o=n.clientWidth,r=n.clientHeight,a=0,l=0;if(s){o=s.width,r=s.height;var c=Ee();(c||!c&&"fixed"===e)&&(a=s.offsetLeft,l=s.offsetTop)}return{width:o,height:r,x:a+Ye(t),y:l}}(t,i)):pe(e)?function(t,e){var i=Te(t,!1,"fixed"===e);return i.top=i.top+t.clientTop,i.left=i.left+t.clientLeft,i.bottom=i.top+t.clientHeight,i.right=i.left+t.clientWidth,i.width=t.clientWidth,i.height=t.clientHeight,i.x=i.left,i.y=i.top,i}(e,i):Ze(function(t){var e,i=Le(t),n=Xe(t),s=null==(e=t.ownerDocument)?void 0:e.body,o=ve(i.scrollWidth,i.clientWidth,s?s.scrollWidth:0,s?s.clientWidth:0),r=ve(i.scrollHeight,i.clientHeight,s?s.scrollHeight:0,s?s.clientHeight:0),a=-n.scrollLeft+Ye(t),l=-n.scrollTop;return"rtl"===xe(s||i).direction&&(a+=ve(i.clientWidth,s?s.clientWidth:0)-o),{width:o,height:r,x:a,y:l}}(Le(t)))}function ei(t){var e,i=t.reference,n=t.element,s=t.placement,o=s?be(s):null,r=s?Fe(s):null,a=i.x+i.width/2-n.width/2,l=i.y+i.height/2-n.height/2;switch(o){case zt:e={x:a,y:i.y-n.height};break;case Rt:e={x:a,y:i.y+i.height};break;case qt:e={x:i.x+i.width,y:l};break;case Vt:e={x:i.x-n.width,y:l};break;default:e={x:i.x,y:i.y}}var c=o?Ie(o):null;if(null!=c){var h="y"===c?"height":"width";switch(r){case Xt:e[c]=e[c]-(i[h]/2-n[h]/2);break;case Yt:e[c]=e[c]+(i[h]/2-n[h]/2)}}return e}function ii(t,e){void 0===e&&(e={});var i=e,n=i.placement,s=void 0===n?t.placement:n,o=i.strategy,r=void 0===o?t.strategy:o,a=i.boundary,l=void 0===a?Ut:a,c=i.rootBoundary,h=void 0===c?Gt:c,d=i.elementContext,u=void 0===d?Jt:d,f=i.altBoundary,p=void 0!==f&&f,m=i.padding,g=void 0===m?0:m,_=Pe("number"!=typeof g?g:Me(g,Qt)),b=u===Jt?Zt:Jt,v=t.rects.popper,y=t.elements[p?b:u],w=function(t,e,i,n){var s="clippingParents"===e?function(t){var e=Je(Se(t)),i=["absolute","fixed"].indexOf(xe(t).position)>=0&&me(t)?$e(t):t;return pe(i)?e.filter((function(t){return pe(t)&&Oe(t,i)&&"body"!==ue(t)})):[]}(t):[].concat(e),o=[].concat(s,[i]),r=o[0],a=o.reduce((function(e,i){var s=ti(t,i,n);return e.top=ve(s.top,e.top),e.right=ye(s.right,e.right),e.bottom=ye(s.bottom,e.bottom),e.left=ve(s.left,e.left),e}),ti(t,r,n));return a.width=a.right-a.left,a.height=a.bottom-a.top,a.x=a.left,a.y=a.top,a}(pe(y)?y:y.contextElement||Le(t.elements.popper),l,h,r),A=Te(t.elements.reference),E=ei({reference:A,element:v,strategy:"absolute",placement:s}),T=Ze(Object.assign({},v,E)),C=u===Jt?T:A,O={top:w.top-C.top+_.top,bottom:C.bottom-w.bottom+_.bottom,left:w.left-C.left+_.left,right:C.right-w.right+_.right},x=t.modifiersData.offset;if(u===Jt&&x){var k=x[s];Object.keys(O).forEach((function(t){var e=[qt,Rt].indexOf(t)>=0?1:-1,i=[zt,Rt].indexOf(t)>=0?"y":"x";O[t]+=k[i]*e}))}return O}function ni(t,e){void 0===e&&(e={});var i=e,n=i.placement,s=i.boundary,o=i.rootBoundary,r=i.padding,a=i.flipVariations,l=i.allowedAutoPlacements,c=void 0===l?ee:l,h=Fe(n),d=h?a?te:te.filter((function(t){return Fe(t)===h})):Qt,u=d.filter((function(t){return c.indexOf(t)>=0}));0===u.length&&(u=d);var f=u.reduce((function(e,i){return e[i]=ii(t,{placement:i,boundary:s,rootBoundary:o,padding:r})[be(i)],e}),{});return Object.keys(f).sort((function(t,e){return f[t]-f[e]}))}const si={name:"flip",enabled:!0,phase:"main",fn:function(t){var e=t.state,i=t.options,n=t.name;if(!e.modifiersData[n]._skip){for(var s=i.mainAxis,o=void 0===s||s,r=i.altAxis,a=void 0===r||r,l=i.fallbackPlacements,c=i.padding,h=i.boundary,d=i.rootBoundary,u=i.altBoundary,f=i.flipVariations,p=void 0===f||f,m=i.allowedAutoPlacements,g=e.options.placement,_=be(g),b=l||(_!==g&&p?function(t){if(be(t)===Kt)return[];var e=Ve(t);return[Qe(t),e,Qe(e)]}(g):[Ve(g)]),v=[g].concat(b).reduce((function(t,i){return t.concat(be(i)===Kt?ni(e,{placement:i,boundary:h,rootBoundary:d,padding:c,flipVariations:p,allowedAutoPlacements:m}):i)}),[]),y=e.rects.reference,w=e.rects.popper,A=new Map,E=!0,T=v[0],C=0;C=0,S=L?"width":"height",D=ii(e,{placement:O,boundary:h,rootBoundary:d,altBoundary:u,padding:c}),$=L?k?qt:Vt:k?Rt:zt;y[S]>w[S]&&($=Ve($));var I=Ve($),N=[];if(o&&N.push(D[x]<=0),a&&N.push(D[$]<=0,D[I]<=0),N.every((function(t){return t}))){T=O,E=!1;break}A.set(O,N)}if(E)for(var P=function(t){var e=v.find((function(e){var i=A.get(e);if(i)return i.slice(0,t).every((function(t){return t}))}));if(e)return T=e,"break"},M=p?3:1;M>0&&"break"!==P(M);M--);e.placement!==T&&(e.modifiersData[n]._skip=!0,e.placement=T,e.reset=!0)}},requiresIfExists:["offset"],data:{_skip:!1}};function oi(t,e,i){return void 0===i&&(i={x:0,y:0}),{top:t.top-e.height-i.y,right:t.right-e.width+i.x,bottom:t.bottom-e.height+i.y,left:t.left-e.width-i.x}}function ri(t){return[zt,qt,Rt,Vt].some((function(e){return t[e]>=0}))}const ai={name:"hide",enabled:!0,phase:"main",requiresIfExists:["preventOverflow"],fn:function(t){var e=t.state,i=t.name,n=e.rects.reference,s=e.rects.popper,o=e.modifiersData.preventOverflow,r=ii(e,{elementContext:"reference"}),a=ii(e,{altBoundary:!0}),l=oi(r,n),c=oi(a,s,o),h=ri(l),d=ri(c);e.modifiersData[i]={referenceClippingOffsets:l,popperEscapeOffsets:c,isReferenceHidden:h,hasPopperEscaped:d},e.attributes.popper=Object.assign({},e.attributes.popper,{"data-popper-reference-hidden":h,"data-popper-escaped":d})}},li={name:"offset",enabled:!0,phase:"main",requires:["popperOffsets"],fn:function(t){var e=t.state,i=t.options,n=t.name,s=i.offset,o=void 0===s?[0,0]:s,r=ee.reduce((function(t,i){return t[i]=function(t,e,i){var n=be(t),s=[Vt,zt].indexOf(n)>=0?-1:1,o="function"==typeof i?i(Object.assign({},e,{placement:t})):i,r=o[0],a=o[1];return r=r||0,a=(a||0)*s,[Vt,qt].indexOf(n)>=0?{x:a,y:r}:{x:r,y:a}}(i,e.rects,o),t}),{}),a=r[e.placement],l=a.x,c=a.y;null!=e.modifiersData.popperOffsets&&(e.modifiersData.popperOffsets.x+=l,e.modifiersData.popperOffsets.y+=c),e.modifiersData[n]=r}},ci={name:"popperOffsets",enabled:!0,phase:"read",fn:function(t){var e=t.state,i=t.name;e.modifiersData[i]=ei({reference:e.rects.reference,element:e.rects.popper,strategy:"absolute",placement:e.placement})},data:{}},hi={name:"preventOverflow",enabled:!0,phase:"main",fn:function(t){var e=t.state,i=t.options,n=t.name,s=i.mainAxis,o=void 0===s||s,r=i.altAxis,a=void 0!==r&&r,l=i.boundary,c=i.rootBoundary,h=i.altBoundary,d=i.padding,u=i.tether,f=void 0===u||u,p=i.tetherOffset,m=void 0===p?0:p,g=ii(e,{boundary:l,rootBoundary:c,padding:d,altBoundary:h}),_=be(e.placement),b=Fe(e.placement),v=!b,y=Ie(_),w="x"===y?"y":"x",A=e.modifiersData.popperOffsets,E=e.rects.reference,T=e.rects.popper,C="function"==typeof m?m(Object.assign({},e.rects,{placement:e.placement})):m,O="number"==typeof C?{mainAxis:C,altAxis:C}:Object.assign({mainAxis:0,altAxis:0},C),x=e.modifiersData.offset?e.modifiersData.offset[e.placement]:null,k={x:0,y:0};if(A){if(o){var L,S="y"===y?zt:Vt,D="y"===y?Rt:qt,$="y"===y?"height":"width",I=A[y],N=I+g[S],P=I-g[D],M=f?-T[$]/2:0,j=b===Xt?E[$]:T[$],F=b===Xt?-T[$]:-E[$],H=e.elements.arrow,W=f&&H?Ce(H):{width:0,height:0},B=e.modifiersData["arrow#persistent"]?e.modifiersData["arrow#persistent"].padding:{top:0,right:0,bottom:0,left:0},z=B[S],R=B[D],q=Ne(0,E[$],W[$]),V=v?E[$]/2-M-q-z-O.mainAxis:j-q-z-O.mainAxis,K=v?-E[$]/2+M+q+R+O.mainAxis:F+q+R+O.mainAxis,Q=e.elements.arrow&&$e(e.elements.arrow),X=Q?"y"===y?Q.clientTop||0:Q.clientLeft||0:0,Y=null!=(L=null==x?void 0:x[y])?L:0,U=I+K-Y,G=Ne(f?ye(N,I+V-Y-X):N,I,f?ve(P,U):P);A[y]=G,k[y]=G-I}if(a){var J,Z="x"===y?zt:Vt,tt="x"===y?Rt:qt,et=A[w],it="y"===w?"height":"width",nt=et+g[Z],st=et-g[tt],ot=-1!==[zt,Vt].indexOf(_),rt=null!=(J=null==x?void 0:x[w])?J:0,at=ot?nt:et-E[it]-T[it]-rt+O.altAxis,lt=ot?et+E[it]+T[it]-rt-O.altAxis:st,ct=f&&ot?function(t,e,i){var n=Ne(t,e,i);return n>i?i:n}(at,et,lt):Ne(f?at:nt,et,f?lt:st);A[w]=ct,k[w]=ct-et}e.modifiersData[n]=k}},requiresIfExists:["offset"]};function di(t,e,i){void 0===i&&(i=!1);var n,s,o=me(e),r=me(e)&&function(t){var e=t.getBoundingClientRect(),i=we(e.width)/t.offsetWidth||1,n=we(e.height)/t.offsetHeight||1;return 1!==i||1!==n}(e),a=Le(e),l=Te(t,r,i),c={scrollLeft:0,scrollTop:0},h={x:0,y:0};return(o||!o&&!i)&&(("body"!==ue(e)||Ue(a))&&(c=(n=e)!==fe(n)&&me(n)?{scrollLeft:(s=n).scrollLeft,scrollTop:s.scrollTop}:Xe(n)),me(e)?((h=Te(e,!0)).x+=e.clientLeft,h.y+=e.clientTop):a&&(h.x=Ye(a))),{x:l.left+c.scrollLeft-h.x,y:l.top+c.scrollTop-h.y,width:l.width,height:l.height}}function ui(t){var e=new Map,i=new Set,n=[];function s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&&s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var fi={placement:"bottom",modifiers:[],strategy:"absolute"};function pi(){for(var t=arguments.length,e=new Array(t),i=0;iNumber.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(F.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,...g(this._config.popperConfig,[t])}}_selectMenuItem({key:t,target:e}){const i=z.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter((t=>a(t)));i.length&&b(i,e,t===Ti,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=qi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(2===t.button||"keyup"===t.type&&"Tab"!==t.key)return;const e=z.find(Ni);for(const i of e){const e=qi.getInstance(i);if(!e||!1===e._config.autoClose)continue;const n=t.composedPath(),s=n.includes(e._menu);if(n.includes(e._element)||"inside"===e._config.autoClose&&!s||"outside"===e._config.autoClose&&s)continue;if(e._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;const o={relatedTarget:e._element};"click"===t.type&&(o.clickEvent=t),e._completeHide(o)}}static dataApiKeydownHandler(t){const e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Ei,Ti].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ii)?this:z.prev(this,Ii)[0]||z.next(this,Ii)[0]||z.findOne(Ii,t.delegateTarget.parentNode),o=qi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}N.on(document,Si,Ii,qi.dataApiKeydownHandler),N.on(document,Si,Pi,qi.dataApiKeydownHandler),N.on(document,Li,qi.clearMenus),N.on(document,Di,qi.clearMenus),N.on(document,Li,Ii,(function(t){t.preventDefault(),qi.getOrCreateInstance(this).toggle()})),m(qi);const Vi="backdrop",Ki="show",Qi=`mousedown.bs.${Vi}`,Xi={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},Yi={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class Ui extends H{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return Xi}static get DefaultType(){return Yi}static get NAME(){return Vi}show(t){if(!this._config.isVisible)return void g(t);this._append();const e=this._getElement();this._config.isAnimated&&d(e),e.classList.add(Ki),this._emulateAnimation((()=>{g(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ki),this._emulateAnimation((()=>{this.dispose(),g(t)}))):g(t)}dispose(){this._isAppended&&(N.off(this._element,Qi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),N.on(t,Qi,(()=>{g(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const Gi=".bs.focustrap",Ji=`focusin${Gi}`,Zi=`keydown.tab${Gi}`,tn="backward",en={autofocus:!0,trapElement:null},nn={autofocus:"boolean",trapElement:"element"};class sn extends H{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return en}static get DefaultType(){return nn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),N.off(document,Gi),N.on(document,Ji,(t=>this._handleFocusin(t))),N.on(document,Zi,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,N.off(document,Gi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=z.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===tn?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?tn:"forward")}}const on=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",rn=".sticky-top",an="padding-right",ln="margin-right";class cn{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,an,(e=>e+t)),this._setElementAttributes(on,an,(e=>e+t)),this._setElementAttributes(rn,ln,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,an),this._resetElementAttributes(on,an),this._resetElementAttributes(rn,ln)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&F.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=F.getDataAttribute(t,e);null!==i?(F.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of z.find(t,this._element))e(i)}}const hn=".bs.modal",dn=`hide${hn}`,un=`hidePrevented${hn}`,fn=`hidden${hn}`,pn=`show${hn}`,mn=`shown${hn}`,gn=`resize${hn}`,_n=`click.dismiss${hn}`,bn=`mousedown.dismiss${hn}`,vn=`keydown.dismiss${hn}`,yn=`click${hn}.data-api`,wn="modal-open",An="show",En="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},Cn={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class On extends W{constructor(t,e){super(t,e),this._dialog=z.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new cn,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return Cn}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||N.trigger(this._element,pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(wn),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(N.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(An),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){N.off(window,hn),N.off(this._dialog,hn),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new Ui({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=z.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(An),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,N.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){N.on(this._element,vn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),N.on(window,gn,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),N.on(this._element,bn,(t=>{N.one(this._element,_n,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(wn),this._resetAdjustments(),this._scrollBar.reset(),N.trigger(this._element,fn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(N.trigger(this._element,un).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(En)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(En),this._queueCallback((()=>{this._element.classList.remove(En),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=On.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}N.on(document,yn,'[data-bs-toggle="modal"]',(function(t){const e=z.getElementFromSelector(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),N.one(e,pn,(t=>{t.defaultPrevented||N.one(e,fn,(()=>{a(this)&&this.focus()}))}));const i=z.findOne(".modal.show");i&&On.getInstance(i).hide(),On.getOrCreateInstance(e).toggle(this)})),R(On),m(On);const xn=".bs.offcanvas",kn=".data-api",Ln=`load${xn}${kn}`,Sn="show",Dn="showing",$n="hiding",In=".offcanvas.show",Nn=`show${xn}`,Pn=`shown${xn}`,Mn=`hide${xn}`,jn=`hidePrevented${xn}`,Fn=`hidden${xn}`,Hn=`resize${xn}`,Wn=`click${xn}${kn}`,Bn=`keydown.dismiss${xn}`,zn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class qn extends W{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return zn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||N.trigger(this._element,Nn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new cn).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Dn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Sn),this._element.classList.remove(Dn),N.trigger(this._element,Pn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(N.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add($n),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Sn,$n),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new cn).reset(),N.trigger(this._element,Fn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Ui({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():N.trigger(this._element,jn)}:null})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_addEventListeners(){N.on(this._element,Bn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():N.trigger(this._element,jn))}))}static jQueryInterface(t){return this.each((function(){const e=qn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}N.on(document,Wn,'[data-bs-toggle="offcanvas"]',(function(t){const e=z.getElementFromSelector(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;N.one(e,Fn,(()=>{a(this)&&this.focus()}));const i=z.findOne(In);i&&i!==e&&qn.getInstance(i).hide(),qn.getOrCreateInstance(e).toggle(this)})),N.on(window,Ln,(()=>{for(const t of z.find(In))qn.getOrCreateInstance(t).show()})),N.on(window,Hn,(()=>{for(const t of z.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&qn.getOrCreateInstance(t).hide()})),R(qn),m(qn);const Vn={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i,Xn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Yn={allowList:Vn,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"

"},Un={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Gn={entry:"(string|element|function|null)",selector:"(string|element)"};class Jn extends H{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Yn}static get DefaultType(){return Un}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Gn)}_setContent(t,e,i){const n=z.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Xn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return g(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const Zn=new Set(["sanitize","allowList","sanitizeFn"]),ts="fade",es="show",is=".modal",ns="hide.bs.modal",ss="hover",os="focus",rs={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},as={allowList:Vn,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,6],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},ls={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class cs extends W{constructor(t,e){if(void 0===vi)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return as}static get DefaultType(){return ls}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),N.off(this._element.closest(is),ns,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=N.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),N.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._queueCallback((()=>{N.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!N.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,"mouseover",h);this._activeTrigger.click=!1,this._activeTrigger[os]=!1,this._activeTrigger[ss]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),N.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(ts,es),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(ts),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new Jn({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(ts)}_isShown(){return this.tip&&this.tip.classList.contains(es)}_createPopper(t){const e=g(this._config.placement,[this,t,this._element]),i=rs[e.toUpperCase()];return bi(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return g(t,[this._element])}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,...g(this._config.popperConfig,[e])}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)N.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===ss?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===ss?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");N.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?os:ss]=!0,e._enter()})),N.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?os:ss]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},N.on(this._element.closest(is),ns,this._hideModalHandler)}_fixTitle(){const t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=F.getDataAttributes(this._element);for(const t of Object.keys(e))Zn.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:r(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const[e,i]of Object.entries(this._config))this.constructor.Default[e]!==i&&(t[e]=i);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null),this.tip&&(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=cs.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}m(cs);const hs={...cs.Default,content:"",offset:[0,8],placement:"right",template:'',trigger:"click"},ds={...cs.DefaultType,content:"(null|string|element|function)"};class us extends cs{static get Default(){return hs}static get DefaultType(){return ds}static get NAME(){return"popover"}_isWithContent(){return this._getTitle()||this._getContent()}_getContentForTemplate(){return{".popover-header":this._getTitle(),".popover-body":this._getContent()}}_getContent(){return this._resolvePossibleFunction(this._config.content)}static jQueryInterface(t){return this.each((function(){const e=us.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}m(us);const fs=".bs.scrollspy",ps=`activate${fs}`,ms=`click${fs}`,gs=`load${fs}.data-api`,_s="active",bs="[href]",vs=".nav-link",ys=`${vs}, .nav-item > ${vs}, .list-group-item`,ws={offset:null,rootMargin:"0px 0px -25%",smoothScroll:!1,target:null,threshold:[.1,.5,1]},As={offset:"(number|null)",rootMargin:"string",smoothScroll:"boolean",target:"element",threshold:"array"};class Es extends W{constructor(t,e){super(t,e),this._targetLinks=new Map,this._observableSections=new Map,this._rootElement="visible"===getComputedStyle(this._element).overflowY?null:this._element,this._activeTarget=null,this._observer=null,this._previousScrollData={visibleEntryTop:0,parentScrollTop:0},this.refresh()}static get Default(){return ws}static get DefaultType(){return As}static get NAME(){return"scrollspy"}refresh(){this._initializeTargetsAndObservables(),this._maybeEnableSmoothScroll(),this._observer?this._observer.disconnect():this._observer=this._getNewObserver();for(const t of this._observableSections.values())this._observer.observe(t)}dispose(){this._observer.disconnect(),super.dispose()}_configAfterMerge(t){return t.target=r(t.target)||document.body,t.rootMargin=t.offset?`${t.offset}px 0px -30%`:t.rootMargin,"string"==typeof t.threshold&&(t.threshold=t.threshold.split(",").map((t=>Number.parseFloat(t)))),t}_maybeEnableSmoothScroll(){this._config.smoothScroll&&(N.off(this._config.target,ms),N.on(this._config.target,ms,bs,(t=>{const e=this._observableSections.get(t.target.hash);if(e){t.preventDefault();const i=this._rootElement||window,n=e.offsetTop-this._element.offsetTop;if(i.scrollTo)return void i.scrollTo({top:n,behavior:"smooth"});i.scrollTop=n}})))}_getNewObserver(){const t={root:this._rootElement,threshold:this._config.threshold,rootMargin:this._config.rootMargin};return new IntersectionObserver((t=>this._observerCallback(t)),t)}_observerCallback(t){const e=t=>this._targetLinks.get(`#${t.target.id}`),i=t=>{this._previousScrollData.visibleEntryTop=t.target.offsetTop,this._process(e(t))},n=(this._rootElement||document.documentElement).scrollTop,s=n>=this._previousScrollData.parentScrollTop;this._previousScrollData.parentScrollTop=n;for(const o of t){if(!o.isIntersecting){this._activeTarget=null,this._clearActiveClass(e(o));continue}const t=o.target.offsetTop>=this._previousScrollData.visibleEntryTop;if(s&&t){if(i(o),!n)return}else s||t||i(o)}}_initializeTargetsAndObservables(){this._targetLinks=new Map,this._observableSections=new Map;const t=z.find(bs,this._config.target);for(const e of t){if(!e.hash||l(e))continue;const t=z.findOne(decodeURI(e.hash),this._element);a(t)&&(this._targetLinks.set(decodeURI(e.hash),e),this._observableSections.set(e.hash,t))}}_process(t){this._activeTarget!==t&&(this._clearActiveClass(this._config.target),this._activeTarget=t,t.classList.add(_s),this._activateParents(t),N.trigger(this._element,ps,{relatedTarget:t}))}_activateParents(t){if(t.classList.contains("dropdown-item"))z.findOne(".dropdown-toggle",t.closest(".dropdown")).classList.add(_s);else for(const e of z.parents(t,".nav, .list-group"))for(const t of z.prev(e,ys))t.classList.add(_s)}_clearActiveClass(t){t.classList.remove(_s);const e=z.find(`${bs}.${_s}`,t);for(const t of e)t.classList.remove(_s)}static jQueryInterface(t){return this.each((function(){const e=Es.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}))}}N.on(window,gs,(()=>{for(const t of z.find('[data-bs-spy="scroll"]'))Es.getOrCreateInstance(t)})),m(Es);const Ts=".bs.tab",Cs=`hide${Ts}`,Os=`hidden${Ts}`,xs=`show${Ts}`,ks=`shown${Ts}`,Ls=`click${Ts}`,Ss=`keydown${Ts}`,Ds=`load${Ts}`,$s="ArrowLeft",Is="ArrowRight",Ns="ArrowUp",Ps="ArrowDown",Ms="Home",js="End",Fs="active",Hs="fade",Ws="show",Bs=":not(.dropdown-toggle)",zs='[data-bs-toggle="tab"], [data-bs-toggle="pill"], [data-bs-toggle="list"]',Rs=`.nav-link${Bs}, .list-group-item${Bs}, [role="tab"]${Bs}, ${zs}`,qs=`.${Fs}[data-bs-toggle="tab"], .${Fs}[data-bs-toggle="pill"], .${Fs}[data-bs-toggle="list"]`;class Vs extends W{constructor(t){super(t),this._parent=this._element.closest('.list-group, .nav, [role="tablist"]'),this._parent&&(this._setInitialAttributes(this._parent,this._getChildren()),N.on(this._element,Ss,(t=>this._keydown(t))))}static get NAME(){return"tab"}show(){const t=this._element;if(this._elemIsActive(t))return;const e=this._getActiveElem(),i=e?N.trigger(e,Cs,{relatedTarget:t}):null;N.trigger(t,xs,{relatedTarget:e}).defaultPrevented||i&&i.defaultPrevented||(this._deactivate(e,t),this._activate(t,e))}_activate(t,e){t&&(t.classList.add(Fs),this._activate(z.getElementFromSelector(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.removeAttribute("tabindex"),t.setAttribute("aria-selected",!0),this._toggleDropDown(t,!0),N.trigger(t,ks,{relatedTarget:e})):t.classList.add(Ws)}),t,t.classList.contains(Hs)))}_deactivate(t,e){t&&(t.classList.remove(Fs),t.blur(),this._deactivate(z.getElementFromSelector(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.setAttribute("aria-selected",!1),t.setAttribute("tabindex","-1"),this._toggleDropDown(t,!1),N.trigger(t,Os,{relatedTarget:e})):t.classList.remove(Ws)}),t,t.classList.contains(Hs)))}_keydown(t){if(![$s,Is,Ns,Ps,Ms,js].includes(t.key))return;t.stopPropagation(),t.preventDefault();const e=this._getChildren().filter((t=>!l(t)));let i;if([Ms,js].includes(t.key))i=e[t.key===Ms?0:e.length-1];else{const n=[Is,Ps].includes(t.key);i=b(e,t.target,n,!0)}i&&(i.focus({preventScroll:!0}),Vs.getOrCreateInstance(i).show())}_getChildren(){return z.find(Rs,this._parent)}_getActiveElem(){return this._getChildren().find((t=>this._elemIsActive(t)))||null}_setInitialAttributes(t,e){this._setAttributeIfNotExists(t,"role","tablist");for(const t of e)this._setInitialAttributesOnChild(t)}_setInitialAttributesOnChild(t){t=this._getInnerElement(t);const e=this._elemIsActive(t),i=this._getOuterElement(t);t.setAttribute("aria-selected",e),i!==t&&this._setAttributeIfNotExists(i,"role","presentation"),e||t.setAttribute("tabindex","-1"),this._setAttributeIfNotExists(t,"role","tab"),this._setInitialAttributesOnTargetPanel(t)}_setInitialAttributesOnTargetPanel(t){const e=z.getElementFromSelector(t);e&&(this._setAttributeIfNotExists(e,"role","tabpanel"),t.id&&this._setAttributeIfNotExists(e,"aria-labelledby",`${t.id}`))}_toggleDropDown(t,e){const i=this._getOuterElement(t);if(!i.classList.contains("dropdown"))return;const n=(t,n)=>{const s=z.findOne(t,i);s&&s.classList.toggle(n,e)};n(".dropdown-toggle",Fs),n(".dropdown-menu",Ws),i.setAttribute("aria-expanded",e)}_setAttributeIfNotExists(t,e,i){t.hasAttribute(e)||t.setAttribute(e,i)}_elemIsActive(t){return t.classList.contains(Fs)}_getInnerElement(t){return t.matches(Rs)?t:z.findOne(Rs,t)}_getOuterElement(t){return t.closest(".nav-item, .list-group-item")||t}static jQueryInterface(t){return this.each((function(){const e=Vs.getOrCreateInstance(this);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}))}}N.on(document,Ls,zs,(function(t){["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this)||Vs.getOrCreateInstance(this).show()})),N.on(window,Ds,(()=>{for(const t of z.find(qs))Vs.getOrCreateInstance(t)})),m(Vs);const Ks=".bs.toast",Qs=`mouseover${Ks}`,Xs=`mouseout${Ks}`,Ys=`focusin${Ks}`,Us=`focusout${Ks}`,Gs=`hide${Ks}`,Js=`hidden${Ks}`,Zs=`show${Ks}`,to=`shown${Ks}`,eo="hide",io="show",no="showing",so={animation:"boolean",autohide:"boolean",delay:"number"},oo={animation:!0,autohide:!0,delay:5e3};class ro extends W{constructor(t,e){super(t,e),this._timeout=null,this._hasMouseInteraction=!1,this._hasKeyboardInteraction=!1,this._setListeners()}static get Default(){return oo}static get DefaultType(){return so}static get NAME(){return"toast"}show(){N.trigger(this._element,Zs).defaultPrevented||(this._clearTimeout(),this._config.animation&&this._element.classList.add("fade"),this._element.classList.remove(eo),d(this._element),this._element.classList.add(io,no),this._queueCallback((()=>{this._element.classList.remove(no),N.trigger(this._element,to),this._maybeScheduleHide()}),this._element,this._config.animation))}hide(){this.isShown()&&(N.trigger(this._element,Gs).defaultPrevented||(this._element.classList.add(no),this._queueCallback((()=>{this._element.classList.add(eo),this._element.classList.remove(no,io),N.trigger(this._element,Js)}),this._element,this._config.animation)))}dispose(){this._clearTimeout(),this.isShown()&&this._element.classList.remove(io),super.dispose()}isShown(){return this._element.classList.contains(io)}_maybeScheduleHide(){this._config.autohide&&(this._hasMouseInteraction||this._hasKeyboardInteraction||(this._timeout=setTimeout((()=>{this.hide()}),this._config.delay)))}_onInteraction(t,e){switch(t.type){case"mouseover":case"mouseout":this._hasMouseInteraction=e;break;case"focusin":case"focusout":this._hasKeyboardInteraction=e}if(e)return void this._clearTimeout();const i=t.relatedTarget;this._element===i||this._element.contains(i)||this._maybeScheduleHide()}_setListeners(){N.on(this._element,Qs,(t=>this._onInteraction(t,!0))),N.on(this._element,Xs,(t=>this._onInteraction(t,!1))),N.on(this._element,Ys,(t=>this._onInteraction(t,!0))),N.on(this._element,Us,(t=>this._onInteraction(t,!1)))}_clearTimeout(){clearTimeout(this._timeout),this._timeout=null}static jQueryInterface(t){return this.each((function(){const e=ro.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}return R(ro),m(ro),{Alert:Q,Button:Y,Carousel:xt,Collapse:Bt,Dropdown:qi,Modal:On,Offcanvas:qn,Popover:us,ScrollSpy:Es,Tab:Vs,Toast:ro,Tooltip:cs}})); +//# sourceMappingURL=bootstrap.bundle.min.js.map \ No newline at end of file diff --git a/assignments2023/site_libs/clipboard/clipboard.min.js b/assignments2023/site_libs/clipboard/clipboard.min.js new file mode 100644 index 00000000..1103f811 --- /dev/null +++ b/assignments2023/site_libs/clipboard/clipboard.min.js @@ -0,0 +1,7 @@ +/*! + * clipboard.js v2.0.11 + * https://clipboardjs.com/ + * + * Licensed MIT © Zeno Rocha + */ +!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amd?define([],e):"object"==typeof exports?exports.ClipboardJS=e():t.ClipboardJS=e()}(this,function(){return n={686:function(t,e,n){"use strict";n.d(e,{default:function(){return b}});var e=n(279),i=n.n(e),e=n(370),u=n.n(e),e=n(817),r=n.n(e);function c(t){try{return document.execCommand(t)}catch(t){return}}var a=function(t){t=r()(t);return c("cut"),t};function o(t,e){var n,o,t=(n=t,o="rtl"===document.documentElement.getAttribute("dir"),(t=document.createElement("textarea")).style.fontSize="12pt",t.style.border="0",t.style.padding="0",t.style.margin="0",t.style.position="absolute",t.style[o?"right":"left"]="-9999px",o=window.pageYOffset||document.documentElement.scrollTop,t.style.top="".concat(o,"px"),t.setAttribute("readonly",""),t.value=n,t);return e.container.appendChild(t),e=r()(t),c("copy"),t.remove(),e}var f=function(t){var e=1.anchorjs-link,.anchorjs-link:focus{opacity:1}",A.sheet.cssRules.length),A.sheet.insertRule("[data-anchorjs-icon]::after{content:attr(data-anchorjs-icon)}",A.sheet.cssRules.length),A.sheet.insertRule('@font-face{font-family:anchorjs-icons;src:url(data:n/a;base64,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) format("truetype")}',A.sheet.cssRules.length)),h=document.querySelectorAll("[id]"),t=[].map.call(h,function(A){return A.id}),i=0;i\]./()*\\\n\t\b\v\u00A0]/g,"-").replace(/-{2,}/g,"-").substring(0,this.options.truncate).replace(/^-+|-+$/gm,"").toLowerCase()},this.hasAnchorJSLink=function(A){var e=A.firstChild&&-1<(" "+A.firstChild.className+" ").indexOf(" anchorjs-link "),A=A.lastChild&&-1<(" "+A.lastChild.className+" ").indexOf(" anchorjs-link ");return e||A||!1}}}); +// @license-end \ No newline at end of file diff --git a/assignments2023/site_libs/quarto-html/popper.min.js b/assignments2023/site_libs/quarto-html/popper.min.js new file mode 100644 index 00000000..e3726d72 --- /dev/null +++ b/assignments2023/site_libs/quarto-html/popper.min.js @@ -0,0 +1,6 @@ +/** + * @popperjs/core v2.11.7 - MIT License + */ + +!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?define(["exports"],t):t((e="undefined"!=typeof globalThis?globalThis:e||self).Popper={})}(this,(function(e){"use strict";function t(e){if(null==e)return window;if("[object Window]"!==e.toString()){var t=e.ownerDocument;return t&&t.defaultView||window}return e}function n(e){return e instanceof t(e).Element||e instanceof Element}function r(e){return e instanceof t(e).HTMLElement||e instanceof HTMLElement}function o(e){return"undefined"!=typeof ShadowRoot&&(e instanceof t(e).ShadowRoot||e instanceof ShadowRoot)}var i=Math.max,a=Math.min,s=Math.round;function f(){var e=navigator.userAgentData;return null!=e&&e.brands&&Array.isArray(e.brands)?e.brands.map((function(e){return e.brand+"/"+e.version})).join(" "):navigator.userAgent}function c(){return!/^((?!chrome|android).)*safari/i.test(f())}function p(e,o,i){void 0===o&&(o=!1),void 0===i&&(i=!1);var a=e.getBoundingClientRect(),f=1,p=1;o&&r(e)&&(f=e.offsetWidth>0&&s(a.width)/e.offsetWidth||1,p=e.offsetHeight>0&&s(a.height)/e.offsetHeight||1);var u=(n(e)?t(e):window).visualViewport,l=!c()&&i,d=(a.left+(l&&u?u.offsetLeft:0))/f,h=(a.top+(l&&u?u.offsetTop:0))/p,m=a.width/f,v=a.height/p;return{width:m,height:v,top:h,right:d+m,bottom:h+v,left:d,x:d,y:h}}function u(e){var n=t(e);return{scrollLeft:n.pageXOffset,scrollTop:n.pageYOffset}}function l(e){return e?(e.nodeName||"").toLowerCase():null}function d(e){return((n(e)?e.ownerDocument:e.document)||window.document).documentElement}function h(e){return p(d(e)).left+u(e).scrollLeft}function m(e){return t(e).getComputedStyle(e)}function v(e){var t=m(e),n=t.overflow,r=t.overflowX,o=t.overflowY;return/auto|scroll|overlay|hidden/.test(n+o+r)}function y(e,n,o){void 0===o&&(o=!1);var i,a,f=r(n),c=r(n)&&function(e){var t=e.getBoundingClientRect(),n=s(t.width)/e.offsetWidth||1,r=s(t.height)/e.offsetHeight||1;return 1!==n||1!==r}(n),m=d(n),y=p(e,c,o),g={scrollLeft:0,scrollTop:0},b={x:0,y:0};return(f||!f&&!o)&&(("body"!==l(n)||v(m))&&(g=(i=n)!==t(i)&&r(i)?{scrollLeft:(a=i).scrollLeft,scrollTop:a.scrollTop}:u(i)),r(n)?((b=p(n,!0)).x+=n.clientLeft,b.y+=n.clientTop):m&&(b.x=h(m))),{x:y.left+g.scrollLeft-b.x,y:y.top+g.scrollTop-b.y,width:y.width,height:y.height}}function g(e){var t=p(e),n=e.offsetWidth,r=e.offsetHeight;return Math.abs(t.width-n)<=1&&(n=t.width),Math.abs(t.height-r)<=1&&(r=t.height),{x:e.offsetLeft,y:e.offsetTop,width:n,height:r}}function b(e){return"html"===l(e)?e:e.assignedSlot||e.parentNode||(o(e)?e.host:null)||d(e)}function x(e){return["html","body","#document"].indexOf(l(e))>=0?e.ownerDocument.body:r(e)&&v(e)?e:x(b(e))}function w(e,n){var r;void 0===n&&(n=[]);var o=x(e),i=o===(null==(r=e.ownerDocument)?void 0:r.body),a=t(o),s=i?[a].concat(a.visualViewport||[],v(o)?o:[]):o,f=n.concat(s);return i?f:f.concat(w(b(s)))}function O(e){return["table","td","th"].indexOf(l(e))>=0}function j(e){return r(e)&&"fixed"!==m(e).position?e.offsetParent:null}function E(e){for(var n=t(e),i=j(e);i&&O(i)&&"static"===m(i).position;)i=j(i);return i&&("html"===l(i)||"body"===l(i)&&"static"===m(i).position)?n:i||function(e){var t=/firefox/i.test(f());if(/Trident/i.test(f())&&r(e)&&"fixed"===m(e).position)return null;var n=b(e);for(o(n)&&(n=n.host);r(n)&&["html","body"].indexOf(l(n))<0;){var i=m(n);if("none"!==i.transform||"none"!==i.perspective||"paint"===i.contain||-1!==["transform","perspective"].indexOf(i.willChange)||t&&"filter"===i.willChange||t&&i.filter&&"none"!==i.filter)return n;n=n.parentNode}return null}(e)||n}var D="top",A="bottom",L="right",P="left",M="auto",k=[D,A,L,P],W="start",B="end",H="viewport",T="popper",R=k.reduce((function(e,t){return e.concat([t+"-"+W,t+"-"+B])}),[]),S=[].concat(k,[M]).reduce((function(e,t){return e.concat([t,t+"-"+W,t+"-"+B])}),[]),V=["beforeRead","read","afterRead","beforeMain","main","afterMain","beforeWrite","write","afterWrite"];function q(e){var t=new Map,n=new Set,r=[];function o(e){n.add(e.name),[].concat(e.requires||[],e.requiresIfExists||[]).forEach((function(e){if(!n.has(e)){var r=t.get(e);r&&o(r)}})),r.push(e)}return e.forEach((function(e){t.set(e.name,e)})),e.forEach((function(e){n.has(e.name)||o(e)})),r}function C(e){return e.split("-")[0]}function N(e,t){var n=t.getRootNode&&t.getRootNode();if(e.contains(t))return!0;if(n&&o(n)){var r=t;do{if(r&&e.isSameNode(r))return!0;r=r.parentNode||r.host}while(r)}return!1}function I(e){return Object.assign({},e,{left:e.x,top:e.y,right:e.x+e.width,bottom:e.y+e.height})}function _(e,r,o){return r===H?I(function(e,n){var r=t(e),o=d(e),i=r.visualViewport,a=o.clientWidth,s=o.clientHeight,f=0,p=0;if(i){a=i.width,s=i.height;var u=c();(u||!u&&"fixed"===n)&&(f=i.offsetLeft,p=i.offsetTop)}return{width:a,height:s,x:f+h(e),y:p}}(e,o)):n(r)?function(e,t){var n=p(e,!1,"fixed"===t);return n.top=n.top+e.clientTop,n.left=n.left+e.clientLeft,n.bottom=n.top+e.clientHeight,n.right=n.left+e.clientWidth,n.width=e.clientWidth,n.height=e.clientHeight,n.x=n.left,n.y=n.top,n}(r,o):I(function(e){var t,n=d(e),r=u(e),o=null==(t=e.ownerDocument)?void 0:t.body,a=i(n.scrollWidth,n.clientWidth,o?o.scrollWidth:0,o?o.clientWidth:0),s=i(n.scrollHeight,n.clientHeight,o?o.scrollHeight:0,o?o.clientHeight:0),f=-r.scrollLeft+h(e),c=-r.scrollTop;return"rtl"===m(o||n).direction&&(f+=i(n.clientWidth,o?o.clientWidth:0)-a),{width:a,height:s,x:f,y:c}}(d(e)))}function F(e,t,o,s){var f="clippingParents"===t?function(e){var t=w(b(e)),o=["absolute","fixed"].indexOf(m(e).position)>=0&&r(e)?E(e):e;return n(o)?t.filter((function(e){return n(e)&&N(e,o)&&"body"!==l(e)})):[]}(e):[].concat(t),c=[].concat(f,[o]),p=c[0],u=c.reduce((function(t,n){var r=_(e,n,s);return t.top=i(r.top,t.top),t.right=a(r.right,t.right),t.bottom=a(r.bottom,t.bottom),t.left=i(r.left,t.left),t}),_(e,p,s));return u.width=u.right-u.left,u.height=u.bottom-u.top,u.x=u.left,u.y=u.top,u}function U(e){return e.split("-")[1]}function z(e){return["top","bottom"].indexOf(e)>=0?"x":"y"}function X(e){var t,n=e.reference,r=e.element,o=e.placement,i=o?C(o):null,a=o?U(o):null,s=n.x+n.width/2-r.width/2,f=n.y+n.height/2-r.height/2;switch(i){case D:t={x:s,y:n.y-r.height};break;case A:t={x:s,y:n.y+n.height};break;case L:t={x:n.x+n.width,y:f};break;case P:t={x:n.x-r.width,y:f};break;default:t={x:n.x,y:n.y}}var c=i?z(i):null;if(null!=c){var p="y"===c?"height":"width";switch(a){case W:t[c]=t[c]-(n[p]/2-r[p]/2);break;case B:t[c]=t[c]+(n[p]/2-r[p]/2)}}return t}function Y(e){return Object.assign({},{top:0,right:0,bottom:0,left:0},e)}function G(e,t){return t.reduce((function(t,n){return t[n]=e,t}),{})}function J(e,t){void 0===t&&(t={});var r=t,o=r.placement,i=void 0===o?e.placement:o,a=r.strategy,s=void 0===a?e.strategy:a,f=r.boundary,c=void 0===f?"clippingParents":f,u=r.rootBoundary,l=void 0===u?H:u,h=r.elementContext,m=void 0===h?T:h,v=r.altBoundary,y=void 0!==v&&v,g=r.padding,b=void 0===g?0:g,x=Y("number"!=typeof b?b:G(b,k)),w=m===T?"reference":T,O=e.rects.popper,j=e.elements[y?w:m],E=F(n(j)?j:j.contextElement||d(e.elements.popper),c,l,s),P=p(e.elements.reference),M=X({reference:P,element:O,strategy:"absolute",placement:i}),W=I(Object.assign({},O,M)),B=m===T?W:P,R={top:E.top-B.top+x.top,bottom:B.bottom-E.bottom+x.bottom,left:E.left-B.left+x.left,right:B.right-E.right+x.right},S=e.modifiersData.offset;if(m===T&&S){var V=S[i];Object.keys(R).forEach((function(e){var t=[L,A].indexOf(e)>=0?1:-1,n=[D,A].indexOf(e)>=0?"y":"x";R[e]+=V[n]*t}))}return R}var K={placement:"bottom",modifiers:[],strategy:"absolute"};function Q(){for(var e=arguments.length,t=new Array(e),n=0;n=0?-1:1,i="function"==typeof n?n(Object.assign({},t,{placement:e})):n,a=i[0],s=i[1];return a=a||0,s=(s||0)*o,[P,L].indexOf(r)>=0?{x:s,y:a}:{x:a,y:s}}(n,t.rects,i),e}),{}),s=a[t.placement],f=s.x,c=s.y;null!=t.modifiersData.popperOffsets&&(t.modifiersData.popperOffsets.x+=f,t.modifiersData.popperOffsets.y+=c),t.modifiersData[r]=a}},se={left:"right",right:"left",bottom:"top",top:"bottom"};function fe(e){return e.replace(/left|right|bottom|top/g,(function(e){return se[e]}))}var ce={start:"end",end:"start"};function pe(e){return e.replace(/start|end/g,(function(e){return ce[e]}))}function ue(e,t){void 0===t&&(t={});var n=t,r=n.placement,o=n.boundary,i=n.rootBoundary,a=n.padding,s=n.flipVariations,f=n.allowedAutoPlacements,c=void 0===f?S:f,p=U(r),u=p?s?R:R.filter((function(e){return U(e)===p})):k,l=u.filter((function(e){return c.indexOf(e)>=0}));0===l.length&&(l=u);var d=l.reduce((function(t,n){return t[n]=J(e,{placement:n,boundary:o,rootBoundary:i,padding:a})[C(n)],t}),{});return Object.keys(d).sort((function(e,t){return d[e]-d[t]}))}var le={name:"flip",enabled:!0,phase:"main",fn:function(e){var t=e.state,n=e.options,r=e.name;if(!t.modifiersData[r]._skip){for(var o=n.mainAxis,i=void 0===o||o,a=n.altAxis,s=void 0===a||a,f=n.fallbackPlacements,c=n.padding,p=n.boundary,u=n.rootBoundary,l=n.altBoundary,d=n.flipVariations,h=void 0===d||d,m=n.allowedAutoPlacements,v=t.options.placement,y=C(v),g=f||(y===v||!h?[fe(v)]:function(e){if(C(e)===M)return[];var t=fe(e);return[pe(e),t,pe(t)]}(v)),b=[v].concat(g).reduce((function(e,n){return e.concat(C(n)===M?ue(t,{placement:n,boundary:p,rootBoundary:u,padding:c,flipVariations:h,allowedAutoPlacements:m}):n)}),[]),x=t.rects.reference,w=t.rects.popper,O=new Map,j=!0,E=b[0],k=0;k=0,S=R?"width":"height",V=J(t,{placement:B,boundary:p,rootBoundary:u,altBoundary:l,padding:c}),q=R?T?L:P:T?A:D;x[S]>w[S]&&(q=fe(q));var N=fe(q),I=[];if(i&&I.push(V[H]<=0),s&&I.push(V[q]<=0,V[N]<=0),I.every((function(e){return e}))){E=B,j=!1;break}O.set(B,I)}if(j)for(var _=function(e){var t=b.find((function(t){var n=O.get(t);if(n)return n.slice(0,e).every((function(e){return e}))}));if(t)return E=t,"break"},F=h?3:1;F>0;F--){if("break"===_(F))break}t.placement!==E&&(t.modifiersData[r]._skip=!0,t.placement=E,t.reset=!0)}},requiresIfExists:["offset"],data:{_skip:!1}};function de(e,t,n){return i(e,a(t,n))}var he={name:"preventOverflow",enabled:!0,phase:"main",fn:function(e){var t=e.state,n=e.options,r=e.name,o=n.mainAxis,s=void 0===o||o,f=n.altAxis,c=void 0!==f&&f,p=n.boundary,u=n.rootBoundary,l=n.altBoundary,d=n.padding,h=n.tether,m=void 0===h||h,v=n.tetherOffset,y=void 0===v?0:v,b=J(t,{boundary:p,rootBoundary:u,padding:d,altBoundary:l}),x=C(t.placement),w=U(t.placement),O=!w,j=z(x),M="x"===j?"y":"x",k=t.modifiersData.popperOffsets,B=t.rects.reference,H=t.rects.popper,T="function"==typeof y?y(Object.assign({},t.rects,{placement:t.placement})):y,R="number"==typeof T?{mainAxis:T,altAxis:T}:Object.assign({mainAxis:0,altAxis:0},T),S=t.modifiersData.offset?t.modifiersData.offset[t.placement]:null,V={x:0,y:0};if(k){if(s){var q,N="y"===j?D:P,I="y"===j?A:L,_="y"===j?"height":"width",F=k[j],X=F+b[N],Y=F-b[I],G=m?-H[_]/2:0,K=w===W?B[_]:H[_],Q=w===W?-H[_]:-B[_],Z=t.elements.arrow,$=m&&Z?g(Z):{width:0,height:0},ee=t.modifiersData["arrow#persistent"]?t.modifiersData["arrow#persistent"].padding:{top:0,right:0,bottom:0,left:0},te=ee[N],ne=ee[I],re=de(0,B[_],$[_]),oe=O?B[_]/2-G-re-te-R.mainAxis:K-re-te-R.mainAxis,ie=O?-B[_]/2+G+re+ne+R.mainAxis:Q+re+ne+R.mainAxis,ae=t.elements.arrow&&E(t.elements.arrow),se=ae?"y"===j?ae.clientTop||0:ae.clientLeft||0:0,fe=null!=(q=null==S?void 0:S[j])?q:0,ce=F+ie-fe,pe=de(m?a(X,F+oe-fe-se):X,F,m?i(Y,ce):Y);k[j]=pe,V[j]=pe-F}if(c){var ue,le="x"===j?D:P,he="x"===j?A:L,me=k[M],ve="y"===M?"height":"width",ye=me+b[le],ge=me-b[he],be=-1!==[D,P].indexOf(x),xe=null!=(ue=null==S?void 0:S[M])?ue:0,we=be?ye:me-B[ve]-H[ve]-xe+R.altAxis,Oe=be?me+B[ve]+H[ve]-xe-R.altAxis:ge,je=m&&be?function(e,t,n){var r=de(e,t,n);return r>n?n:r}(we,me,Oe):de(m?we:ye,me,m?Oe:ge);k[M]=je,V[M]=je-me}t.modifiersData[r]=V}},requiresIfExists:["offset"]};var me={name:"arrow",enabled:!0,phase:"main",fn:function(e){var t,n=e.state,r=e.name,o=e.options,i=n.elements.arrow,a=n.modifiersData.popperOffsets,s=C(n.placement),f=z(s),c=[P,L].indexOf(s)>=0?"height":"width";if(i&&a){var p=function(e,t){return Y("number"!=typeof(e="function"==typeof e?e(Object.assign({},t.rects,{placement:t.placement})):e)?e:G(e,k))}(o.padding,n),u=g(i),l="y"===f?D:P,d="y"===f?A:L,h=n.rects.reference[c]+n.rects.reference[f]-a[f]-n.rects.popper[c],m=a[f]-n.rects.reference[f],v=E(i),y=v?"y"===f?v.clientHeight||0:v.clientWidth||0:0,b=h/2-m/2,x=p[l],w=y-u[c]-p[d],O=y/2-u[c]/2+b,j=de(x,O,w),M=f;n.modifiersData[r]=((t={})[M]=j,t.centerOffset=j-O,t)}},effect:function(e){var t=e.state,n=e.options.element,r=void 0===n?"[data-popper-arrow]":n;null!=r&&("string"!=typeof r||(r=t.elements.popper.querySelector(r)))&&N(t.elements.popper,r)&&(t.elements.arrow=r)},requires:["popperOffsets"],requiresIfExists:["preventOverflow"]};function ve(e,t,n){return void 0===n&&(n={x:0,y:0}),{top:e.top-t.height-n.y,right:e.right-t.width+n.x,bottom:e.bottom-t.height+n.y,left:e.left-t.width-n.x}}function ye(e){return[D,L,A,P].some((function(t){return e[t]>=0}))}var ge={name:"hide",enabled:!0,phase:"main",requiresIfExists:["preventOverflow"],fn:function(e){var t=e.state,n=e.name,r=t.rects.reference,o=t.rects.popper,i=t.modifiersData.preventOverflow,a=J(t,{elementContext:"reference"}),s=J(t,{altBoundary:!0}),f=ve(a,r),c=ve(s,o,i),p=ye(f),u=ye(c);t.modifiersData[n]={referenceClippingOffsets:f,popperEscapeOffsets:c,isReferenceHidden:p,hasPopperEscaped:u},t.attributes.popper=Object.assign({},t.attributes.popper,{"data-popper-reference-hidden":p,"data-popper-escaped":u})}},be=Z({defaultModifiers:[ee,te,oe,ie]}),xe=[ee,te,oe,ie,ae,le,he,me,ge],we=Z({defaultModifiers:xe});e.applyStyles=ie,e.arrow=me,e.computeStyles=oe,e.createPopper=we,e.createPopperLite=be,e.defaultModifiers=xe,e.detectOverflow=J,e.eventListeners=ee,e.flip=le,e.hide=ge,e.offset=ae,e.popperGenerator=Z,e.popperOffsets=te,e.preventOverflow=he,Object.defineProperty(e,"__esModule",{value:!0})})); + diff --git a/assignments2023/site_libs/quarto-html/quarto-syntax-highlighting.css b/assignments2023/site_libs/quarto-html/quarto-syntax-highlighting.css new file mode 100644 index 00000000..d9fd98f0 --- /dev/null +++ b/assignments2023/site_libs/quarto-html/quarto-syntax-highlighting.css @@ -0,0 +1,203 @@ +/* quarto syntax highlight colors */ +:root { + --quarto-hl-ot-color: #003B4F; + --quarto-hl-at-color: #657422; + --quarto-hl-ss-color: #20794D; + --quarto-hl-an-color: #5E5E5E; + --quarto-hl-fu-color: #4758AB; + --quarto-hl-st-color: #20794D; + --quarto-hl-cf-color: #003B4F; + --quarto-hl-op-color: #5E5E5E; + --quarto-hl-er-color: #AD0000; + --quarto-hl-bn-color: #AD0000; + --quarto-hl-al-color: #AD0000; + --quarto-hl-va-color: #111111; + --quarto-hl-bu-color: inherit; + --quarto-hl-ex-color: inherit; + --quarto-hl-pp-color: #AD0000; + --quarto-hl-in-color: #5E5E5E; + --quarto-hl-vs-color: #20794D; + --quarto-hl-wa-color: #5E5E5E; + --quarto-hl-do-color: #5E5E5E; + --quarto-hl-im-color: #00769E; + --quarto-hl-ch-color: #20794D; + --quarto-hl-dt-color: #AD0000; + --quarto-hl-fl-color: #AD0000; + --quarto-hl-co-color: #5E5E5E; + --quarto-hl-cv-color: #5E5E5E; + --quarto-hl-cn-color: #8f5902; + --quarto-hl-sc-color: #5E5E5E; + --quarto-hl-dv-color: #AD0000; + --quarto-hl-kw-color: #003B4F; +} + +/* other quarto variables */ +:root { + --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; +} + +pre > code.sourceCode > span { + color: #003B4F; +} + +code span { + color: #003B4F; +} + +code.sourceCode > span { + color: #003B4F; +} + +div.sourceCode, +div.sourceCode pre.sourceCode { + color: #003B4F; +} + +code span.ot { + color: #003B4F; + font-style: inherit; +} + +code span.at { + color: #657422; + font-style: inherit; +} + +code span.ss { + color: #20794D; + font-style: inherit; +} + +code span.an { + color: #5E5E5E; + font-style: inherit; +} + +code span.fu { + color: #4758AB; + font-style: inherit; +} + +code span.st { + color: #20794D; + font-style: inherit; +} + +code span.cf { + color: #003B4F; + font-style: inherit; +} + +code span.op { + color: #5E5E5E; + font-style: inherit; +} + +code span.er { + color: #AD0000; + font-style: inherit; +} + +code span.bn { + color: #AD0000; + font-style: inherit; +} + +code span.al { + color: #AD0000; + font-style: inherit; +} + +code span.va { + color: #111111; + font-style: inherit; +} + +code span.bu { + font-style: inherit; +} + +code span.ex { + font-style: inherit; +} + +code span.pp { + color: #AD0000; + font-style: inherit; +} + +code span.in { + color: #5E5E5E; + font-style: inherit; +} + +code span.vs { + color: #20794D; + font-style: inherit; +} + +code span.wa { + color: #5E5E5E; + font-style: italic; +} + +code span.do { + color: #5E5E5E; + font-style: italic; +} + +code span.im { + color: #00769E; + font-style: inherit; +} + +code span.ch { + color: #20794D; + font-style: inherit; +} + +code span.dt { + color: #AD0000; + font-style: inherit; +} + +code span.fl { + color: #AD0000; + font-style: inherit; +} + +code span.co { + color: #5E5E5E; + font-style: inherit; +} + +code span.cv { + color: #5E5E5E; + font-style: italic; +} + +code span.cn { + color: #8f5902; + font-style: inherit; +} + +code span.sc { + color: #5E5E5E; + font-style: inherit; +} + +code span.dv { + color: #AD0000; + font-style: inherit; +} + +code span.kw { + color: #003B4F; + font-style: inherit; +} + +.prevent-inlining { + content: " { + // Find any conflicting margin elements and add margins to the + // top to prevent overlap + const marginChildren = window.document.querySelectorAll( + ".column-margin.column-container > *, .margin-caption, .aside" + ); + + let lastBottom = 0; + for (const marginChild of marginChildren) { + if (marginChild.offsetParent !== null) { + // clear the top margin so we recompute it + marginChild.style.marginTop = null; + const top = marginChild.getBoundingClientRect().top + window.scrollY; + if (top < lastBottom) { + const marginChildStyle = window.getComputedStyle(marginChild); + const marginBottom = parseFloat(marginChildStyle["marginBottom"]); + const margin = lastBottom - top + marginBottom; + marginChild.style.marginTop = `${margin}px`; + } + const styles = window.getComputedStyle(marginChild); + const marginTop = parseFloat(styles["marginTop"]); + lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + } + } +}; + +window.document.addEventListener("DOMContentLoaded", function (_event) { + // Recompute the position of margin elements anytime the body size changes + if (window.ResizeObserver) { + const resizeObserver = new window.ResizeObserver( + throttle(() => { + layoutMarginEls(); + if ( + window.document.body.getBoundingClientRect().width < 990 && + isReaderMode() + ) { + quartoToggleReader(); + } + }, 50) + ); + resizeObserver.observe(window.document.body); + } + + const tocEl = window.document.querySelector('nav.toc-active[role="doc-toc"]'); + const sidebarEl = window.document.getElementById("quarto-sidebar"); + const leftTocEl = window.document.getElementById("quarto-sidebar-toc-left"); + const marginSidebarEl = window.document.getElementById( + "quarto-margin-sidebar" + ); + // function to determine whether the element has a previous sibling that is active + const prevSiblingIsActiveLink = (el) => { + const sibling = el.previousElementSibling; + if (sibling && sibling.tagName === "A") { + return sibling.classList.contains("active"); + } else { + return false; + } + }; + + // fire slideEnter for bootstrap tab activations (for htmlwidget resize behavior) + function fireSlideEnter(e) { + const event = window.document.createEvent("Event"); + event.initEvent("slideenter", true, true); + window.document.dispatchEvent(event); + } + const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]'); + tabs.forEach((tab) => { + tab.addEventListener("shown.bs.tab", fireSlideEnter); + }); + + // fire slideEnter for tabby tab activations (for htmlwidget resize behavior) + document.addEventListener("tabby", fireSlideEnter, false); + + // Track scrolling and mark TOC links as active + // get table of contents and sidebar (bail if we don't have at least one) + const tocLinks = tocEl + ? [...tocEl.querySelectorAll("a[data-scroll-target]")] + : []; + const makeActive = (link) => tocLinks[link].classList.add("active"); + const removeActive = (link) => tocLinks[link].classList.remove("active"); + const removeAllActive = () => + [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); + + // activate the anchor for a section associated with this TOC entry + tocLinks.forEach((link) => { + link.addEventListener("click", () => { + if (link.href.indexOf("#") !== -1) { + const anchor = link.href.split("#")[1]; + const heading = window.document.querySelector( + `[data-anchor-id=${anchor}]` + ); + if (heading) { + // Add the class + heading.classList.add("reveal-anchorjs-link"); + + // function to show the anchor + const handleMouseout = () => { + heading.classList.remove("reveal-anchorjs-link"); + heading.removeEventListener("mouseout", handleMouseout); + }; + + // add a function to clear the anchor when the user mouses out of it + heading.addEventListener("mouseout", handleMouseout); + } + } + }); + }); + + const sections = tocLinks.map((link) => { + const target = link.getAttribute("data-scroll-target"); + if (target.startsWith("#")) { + return window.document.getElementById(decodeURI(`${target.slice(1)}`)); + } else { + return window.document.querySelector(decodeURI(`${target}`)); + } + }); + + const sectionMargin = 200; + let currentActive = 0; + // track whether we've initialized state the first time + let init = false; + + const updateActiveLink = () => { + // The index from bottom to top (e.g. reversed list) + let sectionIndex = -1; + if ( + window.innerHeight + window.pageYOffset >= + window.document.body.offsetHeight + ) { + sectionIndex = 0; + } else { + sectionIndex = [...sections].reverse().findIndex((section) => { + if (section) { + return window.pageYOffset >= section.offsetTop - sectionMargin; + } else { + return false; + } + }); + } + if (sectionIndex > -1) { + const current = sections.length - sectionIndex - 1; + if (current !== currentActive) { + removeAllActive(); + currentActive = current; + makeActive(current); + if (init) { + window.dispatchEvent(sectionChanged); + } + init = true; + } + } + }; + + const inHiddenRegion = (top, bottom, hiddenRegions) => { + for (const region of hiddenRegions) { + if (top <= region.bottom && bottom >= region.top) { + return true; + } + } + return false; + }; + + const categorySelector = "header.quarto-title-block .quarto-category"; + const activateCategories = (href) => { + // Find any categories + // Surround them with a link pointing back to: + // #category=Authoring + try { + const categoryEls = window.document.querySelectorAll(categorySelector); + for (const categoryEl of categoryEls) { + const categoryText = categoryEl.textContent; + if (categoryText) { + const link = `${href}#category=${encodeURIComponent(categoryText)}`; + const linkEl = window.document.createElement("a"); + linkEl.setAttribute("href", link); + for (const child of categoryEl.childNodes) { + linkEl.append(child); + } + categoryEl.appendChild(linkEl); + } + } + } catch { + // Ignore errors + } + }; + function hasTitleCategories() { + return window.document.querySelector(categorySelector) !== null; + } + + function offsetRelativeUrl(url) { + const offset = getMeta("quarto:offset"); + return offset ? offset + url : url; + } + + function offsetAbsoluteUrl(url) { + const offset = getMeta("quarto:offset"); + const baseUrl = new URL(offset, window.location); + + const projRelativeUrl = url.replace(baseUrl, ""); + if (projRelativeUrl.startsWith("/")) { + return projRelativeUrl; + } else { + return "/" + projRelativeUrl; + } + } + + // read a meta tag value + function getMeta(metaName) { + const metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; + } + + async function findAndActivateCategories() { + const currentPagePath = offsetAbsoluteUrl(window.location.href); + const response = await fetch(offsetRelativeUrl("listings.json")); + if (response.status == 200) { + return response.json().then(function (listingPaths) { + const listingHrefs = []; + for (const listingPath of listingPaths) { + const pathWithoutLeadingSlash = listingPath.listing.substring(1); + for (const item of listingPath.items) { + if ( + item === currentPagePath || + item === currentPagePath + "index.html" + ) { + // Resolve this path against the offset to be sure + // we already are using the correct path to the listing + // (this adjusts the listing urls to be rooted against + // whatever root the page is actually running against) + const relative = offsetRelativeUrl(pathWithoutLeadingSlash); + const baseUrl = window.location; + const resolvedPath = new URL(relative, baseUrl); + listingHrefs.push(resolvedPath.pathname); + break; + } + } + } + + // Look up the tree for a nearby linting and use that if we find one + const nearestListing = findNearestParentListing( + offsetAbsoluteUrl(window.location.pathname), + listingHrefs + ); + if (nearestListing) { + activateCategories(nearestListing); + } else { + // See if the referrer is a listing page for this item + const referredRelativePath = offsetAbsoluteUrl(document.referrer); + const referrerListing = listingHrefs.find((listingHref) => { + const isListingReferrer = + listingHref === referredRelativePath || + listingHref === referredRelativePath + "index.html"; + return isListingReferrer; + }); + + if (referrerListing) { + // Try to use the referrer if possible + activateCategories(referrerListing); + } else if (listingHrefs.length > 0) { + // Otherwise, just fall back to the first listing + activateCategories(listingHrefs[0]); + } + } + }); + } + } + if (hasTitleCategories()) { + findAndActivateCategories(); + } + + const findNearestParentListing = (href, listingHrefs) => { + if (!href || !listingHrefs) { + return undefined; + } + // Look up the tree for a nearby linting and use that if we find one + const relativeParts = href.substring(1).split("/"); + while (relativeParts.length > 0) { + const path = relativeParts.join("/"); + for (const listingHref of listingHrefs) { + if (listingHref.startsWith(path)) { + return listingHref; + } + } + relativeParts.pop(); + } + + return undefined; + }; + + const manageSidebarVisiblity = (el, placeholderDescriptor) => { + let isVisible = true; + let elRect; + + return (hiddenRegions) => { + if (el === null) { + return; + } + + // Find the last element of the TOC + const lastChildEl = el.lastElementChild; + + if (lastChildEl) { + // Converts the sidebar to a menu + const convertToMenu = () => { + for (const child of el.children) { + child.style.opacity = 0; + child.style.overflow = "hidden"; + } + + nexttick(() => { + const toggleContainer = window.document.createElement("div"); + toggleContainer.style.width = "100%"; + toggleContainer.classList.add("zindex-over-content"); + toggleContainer.classList.add("quarto-sidebar-toggle"); + toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom + toggleContainer.id = placeholderDescriptor.id; + toggleContainer.style.position = "fixed"; + + const toggleIcon = window.document.createElement("i"); + toggleIcon.classList.add("quarto-sidebar-toggle-icon"); + toggleIcon.classList.add("bi"); + toggleIcon.classList.add("bi-caret-down-fill"); + + const toggleTitle = window.document.createElement("div"); + const titleEl = window.document.body.querySelector( + placeholderDescriptor.titleSelector + ); + if (titleEl) { + toggleTitle.append( + titleEl.textContent || titleEl.innerText, + toggleIcon + ); + } + toggleTitle.classList.add("zindex-over-content"); + toggleTitle.classList.add("quarto-sidebar-toggle-title"); + toggleContainer.append(toggleTitle); + + const toggleContents = window.document.createElement("div"); + toggleContents.classList = el.classList; + toggleContents.classList.add("zindex-over-content"); + toggleContents.classList.add("quarto-sidebar-toggle-contents"); + for (const child of el.children) { + if (child.id === "toc-title") { + continue; + } + + const clone = child.cloneNode(true); + clone.style.opacity = 1; + clone.style.display = null; + toggleContents.append(clone); + } + toggleContents.style.height = "0px"; + const positionToggle = () => { + // position the element (top left of parent, same width as parent) + if (!elRect) { + elRect = el.getBoundingClientRect(); + } + toggleContainer.style.left = `${elRect.left}px`; + toggleContainer.style.top = `${elRect.top}px`; + toggleContainer.style.width = `${elRect.width}px`; + }; + positionToggle(); + + toggleContainer.append(toggleContents); + el.parentElement.prepend(toggleContainer); + + // Process clicks + let tocShowing = false; + // Allow the caller to control whether this is dismissed + // when it is clicked (e.g. sidebar navigation supports + // opening and closing the nav tree, so don't dismiss on click) + const clickEl = placeholderDescriptor.dismissOnClick + ? toggleContainer + : toggleTitle; + + const closeToggle = () => { + if (tocShowing) { + toggleContainer.classList.remove("expanded"); + toggleContents.style.height = "0px"; + tocShowing = false; + } + }; + + // Get rid of any expanded toggle if the user scrolls + window.document.addEventListener( + "scroll", + throttle(() => { + closeToggle(); + }, 50) + ); + + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + positionToggle(); + }, 50) + ); + + window.addEventListener("quarto-hrChanged", () => { + elRect = undefined; + }); + + // Process the click + clickEl.onclick = () => { + if (!tocShowing) { + toggleContainer.classList.add("expanded"); + toggleContents.style.height = null; + tocShowing = true; + } else { + closeToggle(); + } + }; + }); + }; + + // Converts a sidebar from a menu back to a sidebar + const convertToSidebar = () => { + for (const child of el.children) { + child.style.opacity = 1; + child.style.overflow = null; + } + + const placeholderEl = window.document.getElementById( + placeholderDescriptor.id + ); + if (placeholderEl) { + placeholderEl.remove(); + } + + el.classList.remove("rollup"); + }; + + if (isReaderMode()) { + convertToMenu(); + isVisible = false; + } else { + // Find the top and bottom o the element that is being managed + const elTop = el.offsetTop; + const elBottom = + elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; + + if (!isVisible) { + // If the element is current not visible reveal if there are + // no conflicts with overlay regions + if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToSidebar(); + isVisible = true; + } + } else { + // If the element is visible, hide it if it conflicts with overlay regions + // and insert a placeholder toggle (or if we're in reader mode) + if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToMenu(); + isVisible = false; + } + } + } + } + }; + }; + + const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]'); + for (const tabEl of tabEls) { + const id = tabEl.getAttribute("data-bs-target"); + if (id) { + const columnEl = document.querySelector( + `${id} .column-margin, .tabset-margin-content` + ); + if (columnEl) + tabEl.addEventListener("shown.bs.tab", function (event) { + const el = event.srcElement; + if (el) { + const visibleCls = `${el.id}-margin-content`; + // walk up until we find a parent tabset + let panelTabsetEl = el.parentElement; + while (panelTabsetEl) { + if (panelTabsetEl.classList.contains("panel-tabset")) { + break; + } + panelTabsetEl = panelTabsetEl.parentElement; + } + + if (panelTabsetEl) { + const prevSib = panelTabsetEl.previousElementSibling; + if ( + prevSib && + prevSib.classList.contains("tabset-margin-container") + ) { + const childNodes = prevSib.querySelectorAll( + ".tabset-margin-content" + ); + for (const childEl of childNodes) { + if (childEl.classList.contains(visibleCls)) { + childEl.classList.remove("collapse"); + } else { + childEl.classList.add("collapse"); + } + } + } + } + } + + layoutMarginEls(); + }); + } + } + + // Manage the visibility of the toc and the sidebar + const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { + id: "quarto-toc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { + id: "quarto-sidebarnav-toggle", + titleSelector: ".title", + dismissOnClick: false, + }); + let tocLeftScrollVisibility; + if (leftTocEl) { + tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { + id: "quarto-lefttoc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + } + + // Find the first element that uses formatting in special columns + const conflictingEls = window.document.body.querySelectorAll( + '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' + ); + + // Filter all the possibly conflicting elements into ones + // the do conflict on the left or ride side + const arrConflictingEls = Array.from(conflictingEls); + const leftSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return false; + } + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + className.startsWith("column-") && + !className.endsWith("right") && + !className.endsWith("container") && + className !== "column-margin" + ); + }); + }); + const rightSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return true; + } + + const hasMarginCaption = Array.from(el.classList).find((className) => { + return className == "margin-caption"; + }); + if (hasMarginCaption) { + return true; + } + + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + !className.endsWith("container") && + className.startsWith("column-") && + !className.endsWith("left") + ); + }); + }); + + const kOverlapPaddingSize = 10; + function toRegions(els) { + return els.map((el) => { + const boundRect = el.getBoundingClientRect(); + const top = + boundRect.top + + document.documentElement.scrollTop - + kOverlapPaddingSize; + return { + top, + bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, + }; + }); + } + + let hasObserved = false; + const visibleItemObserver = (els) => { + let visibleElements = [...els]; + const intersectionObserver = new IntersectionObserver( + (entries, _observer) => { + entries.forEach((entry) => { + if (entry.isIntersecting) { + if (visibleElements.indexOf(entry.target) === -1) { + visibleElements.push(entry.target); + } + } else { + visibleElements = visibleElements.filter((visibleEntry) => { + return visibleEntry !== entry; + }); + } + }); + + if (!hasObserved) { + hideOverlappedSidebars(); + } + hasObserved = true; + }, + {} + ); + els.forEach((el) => { + intersectionObserver.observe(el); + }); + + return { + getVisibleEntries: () => { + return visibleElements; + }, + }; + }; + + const rightElementObserver = visibleItemObserver(rightSideConflictEls); + const leftElementObserver = visibleItemObserver(leftSideConflictEls); + + const hideOverlappedSidebars = () => { + marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries())); + sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries())); + if (tocLeftScrollVisibility) { + tocLeftScrollVisibility( + toRegions(leftElementObserver.getVisibleEntries()) + ); + } + }; + + window.quartoToggleReader = () => { + // Applies a slow class (or removes it) + // to update the transition speed + const slowTransition = (slow) => { + const manageTransition = (id, slow) => { + const el = document.getElementById(id); + if (el) { + if (slow) { + el.classList.add("slow"); + } else { + el.classList.remove("slow"); + } + } + }; + + manageTransition("TOC", slow); + manageTransition("quarto-sidebar", slow); + }; + const readerMode = !isReaderMode(); + setReaderModeValue(readerMode); + + // If we're entering reader mode, slow the transition + if (readerMode) { + slowTransition(readerMode); + } + highlightReaderToggle(readerMode); + hideOverlappedSidebars(); + + // If we're exiting reader mode, restore the non-slow transition + if (!readerMode) { + slowTransition(!readerMode); + } + }; + + const highlightReaderToggle = (readerMode) => { + const els = document.querySelectorAll(".quarto-reader-toggle"); + if (els) { + els.forEach((el) => { + if (readerMode) { + el.classList.add("reader"); + } else { + el.classList.remove("reader"); + } + }); + } + }; + + const setReaderModeValue = (val) => { + if (window.location.protocol !== "file:") { + window.localStorage.setItem("quarto-reader-mode", val); + } else { + localReaderMode = val; + } + }; + + const isReaderMode = () => { + if (window.location.protocol !== "file:") { + return window.localStorage.getItem("quarto-reader-mode") === "true"; + } else { + return localReaderMode; + } + }; + let localReaderMode = null; + + const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded"); + const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1; + + // Walk the TOC and collapse/expand nodes + // Nodes are expanded if: + // - they are top level + // - they have children that are 'active' links + // - they are directly below an link that is 'active' + const walk = (el, depth) => { + // Tick depth when we enter a UL + if (el.tagName === "UL") { + depth = depth + 1; + } + + // It this is active link + let isActiveNode = false; + if (el.tagName === "A" && el.classList.contains("active")) { + isActiveNode = true; + } + + // See if there is an active child to this element + let hasActiveChild = false; + for (child of el.children) { + hasActiveChild = walk(child, depth) || hasActiveChild; + } + + // Process the collapse state if this is an UL + if (el.tagName === "UL") { + if (tocOpenDepth === -1 && depth > 1) { + el.classList.add("collapse"); + } else if ( + depth <= tocOpenDepth || + hasActiveChild || + prevSiblingIsActiveLink(el) + ) { + el.classList.remove("collapse"); + } else { + el.classList.add("collapse"); + } + + // untick depth when we leave a UL + depth = depth - 1; + } + return hasActiveChild || isActiveNode; + }; + + // walk the TOC and expand / collapse any items that should be shown + + if (tocEl) { + walk(tocEl, 0); + updateActiveLink(); + } + + // Throttle the scroll event and walk peridiocally + window.document.addEventListener( + "scroll", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 5) + ); + window.addEventListener( + "resize", + throttle(() => { + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 10) + ); + hideOverlappedSidebars(); + highlightReaderToggle(isReaderMode()); +}); + +// grouped tabsets +window.addEventListener("pageshow", (_event) => { + function getTabSettings() { + const data = localStorage.getItem("quarto-persistent-tabsets-data"); + if (!data) { + localStorage.setItem("quarto-persistent-tabsets-data", "{}"); + return {}; + } + if (data) { + return JSON.parse(data); + } + } + + function setTabSettings(data) { + localStorage.setItem( + "quarto-persistent-tabsets-data", + JSON.stringify(data) + ); + } + + function setTabState(groupName, groupValue) { + const data = getTabSettings(); + data[groupName] = groupValue; + setTabSettings(data); + } + + function toggleTab(tab, active) { + const tabPanelId = tab.getAttribute("aria-controls"); + const tabPanel = document.getElementById(tabPanelId); + if (active) { + tab.classList.add("active"); + tabPanel.classList.add("active"); + } else { + tab.classList.remove("active"); + tabPanel.classList.remove("active"); + } + } + + function toggleAll(selectedGroup, selectorsToSync) { + for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { + const active = selectedGroup === thisGroup; + for (const tab of tabs) { + toggleTab(tab, active); + } + } + } + + function findSelectorsToSyncByLanguage() { + const result = {}; + const tabs = Array.from( + document.querySelectorAll(`div[data-group] a[id^='tabset-']`) + ); + for (const item of tabs) { + const div = item.parentElement.parentElement.parentElement; + const group = div.getAttribute("data-group"); + if (!result[group]) { + result[group] = {}; + } + const selectorsToSync = result[group]; + const value = item.innerHTML; + if (!selectorsToSync[value]) { + selectorsToSync[value] = []; + } + selectorsToSync[value].push(item); + } + return result; + } + + function setupSelectorSync() { + const selectorsToSync = findSelectorsToSyncByLanguage(); + Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { + Object.entries(tabSetsByValue).forEach(([value, items]) => { + items.forEach((item) => { + item.addEventListener("click", (_event) => { + setTabState(group, value); + toggleAll(value, selectorsToSync[group]); + }); + }); + }); + }); + return selectorsToSync; + } + + const selectorsToSync = setupSelectorSync(); + for (const [group, selectedName] of Object.entries(getTabSettings())) { + const selectors = selectorsToSync[group]; + // it's possible that stale state gives us empty selections, so we explicitly check here. + if (selectors) { + toggleAll(selectedName, selectors); + } + } +}); + +function throttle(func, wait) { + let waiting = false; + return function () { + if (!waiting) { + func.apply(this, arguments); + waiting = true; + setTimeout(function () { + waiting = false; + }, wait); + } + }; +} + +function nexttick(func) { + return setTimeout(func, 0); +} diff --git a/assignments2023/site_libs/quarto-html/tippy.css b/assignments2023/site_libs/quarto-html/tippy.css new file mode 100644 index 00000000..e6ae635c --- /dev/null +++ b/assignments2023/site_libs/quarto-html/tippy.css @@ -0,0 +1 @@ +.tippy-box[data-animation=fade][data-state=hidden]{opacity:0}[data-tippy-root]{max-width:calc(100vw - 10px)}.tippy-box{position:relative;background-color:#333;color:#fff;border-radius:4px;font-size:14px;line-height:1.4;white-space:normal;outline:0;transition-property:transform,visibility,opacity}.tippy-box[data-placement^=top]>.tippy-arrow{bottom:0}.tippy-box[data-placement^=top]>.tippy-arrow:before{bottom:-7px;left:0;border-width:8px 8px 0;border-top-color:initial;transform-origin:center top}.tippy-box[data-placement^=bottom]>.tippy-arrow{top:0}.tippy-box[data-placement^=bottom]>.tippy-arrow:before{top:-7px;left:0;border-width:0 8px 8px;border-bottom-color:initial;transform-origin:center bottom}.tippy-box[data-placement^=left]>.tippy-arrow{right:0}.tippy-box[data-placement^=left]>.tippy-arrow:before{border-width:8px 0 8px 8px;border-left-color:initial;right:-7px;transform-origin:center left}.tippy-box[data-placement^=right]>.tippy-arrow{left:0}.tippy-box[data-placement^=right]>.tippy-arrow:before{left:-7px;border-width:8px 8px 8px 0;border-right-color:initial;transform-origin:center right}.tippy-box[data-inertia][data-state=visible]{transition-timing-function:cubic-bezier(.54,1.5,.38,1.11)}.tippy-arrow{width:16px;height:16px;color:#333}.tippy-arrow:before{content:"";position:absolute;border-color:transparent;border-style:solid}.tippy-content{position:relative;padding:5px 9px;z-index:1} \ No newline at end of file diff --git a/assignments2023/site_libs/quarto-html/tippy.umd.min.js b/assignments2023/site_libs/quarto-html/tippy.umd.min.js new file mode 100644 index 00000000..ca292be3 --- /dev/null +++ b/assignments2023/site_libs/quarto-html/tippy.umd.min.js @@ -0,0 +1,2 @@ +!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?module.exports=t(require("@popperjs/core")):"function"==typeof define&&define.amd?define(["@popperjs/core"],t):(e=e||self).tippy=t(e.Popper)}(this,(function(e){"use strict";var t={passive:!0,capture:!0},n=function(){return document.body};function r(e,t,n){if(Array.isArray(e)){var r=e[t];return null==r?Array.isArray(n)?n[t]:n:r}return e}function o(e,t){var n={}.toString.call(e);return 0===n.indexOf("[object")&&n.indexOf(t+"]")>-1}function i(e,t){return"function"==typeof e?e.apply(void 0,t):e}function a(e,t){return 0===t?e:function(r){clearTimeout(n),n=setTimeout((function(){e(r)}),t)};var n}function s(e,t){var n=Object.assign({},e);return t.forEach((function(e){delete n[e]})),n}function u(e){return[].concat(e)}function c(e,t){-1===e.indexOf(t)&&e.push(t)}function p(e){return e.split("-")[0]}function f(e){return[].slice.call(e)}function l(e){return Object.keys(e).reduce((function(t,n){return void 0!==e[n]&&(t[n]=e[n]),t}),{})}function d(){return document.createElement("div")}function v(e){return["Element","Fragment"].some((function(t){return o(e,t)}))}function m(e){return o(e,"MouseEvent")}function g(e){return!(!e||!e._tippy||e._tippy.reference!==e)}function h(e){return v(e)?[e]:function(e){return o(e,"NodeList")}(e)?f(e):Array.isArray(e)?e:f(document.querySelectorAll(e))}function b(e,t){e.forEach((function(e){e&&(e.style.transitionDuration=t+"ms")}))}function y(e,t){e.forEach((function(e){e&&e.setAttribute("data-state",t)}))}function w(e){var t,n=u(e)[0];return null!=n&&null!=(t=n.ownerDocument)&&t.body?n.ownerDocument:document}function E(e,t,n){var r=t+"EventListener";["transitionend","webkitTransitionEnd"].forEach((function(t){e[r](t,n)}))}function O(e,t){for(var n=t;n;){var r;if(e.contains(n))return!0;n=null==n.getRootNode||null==(r=n.getRootNode())?void 0:r.host}return!1}var x={isTouch:!1},C=0;function T(){x.isTouch||(x.isTouch=!0,window.performance&&document.addEventListener("mousemove",A))}function A(){var e=performance.now();e-C<20&&(x.isTouch=!1,document.removeEventListener("mousemove",A)),C=e}function L(){var e=document.activeElement;if(g(e)){var t=e._tippy;e.blur&&!t.state.isVisible&&e.blur()}}var D=!!("undefined"!=typeof window&&"undefined"!=typeof document)&&!!window.msCrypto,R=Object.assign({appendTo:n,aria:{content:"auto",expanded:"auto"},delay:0,duration:[300,250],getReferenceClientRect:null,hideOnClick:!0,ignoreAttributes:!1,interactive:!1,interactiveBorder:2,interactiveDebounce:0,moveTransition:"",offset:[0,10],onAfterUpdate:function(){},onBeforeUpdate:function(){},onCreate:function(){},onDestroy:function(){},onHidden:function(){},onHide:function(){},onMount:function(){},onShow:function(){},onShown:function(){},onTrigger:function(){},onUntrigger:function(){},onClickOutside:function(){},placement:"top",plugins:[],popperOptions:{},render:null,showOnCreate:!1,touch:!0,trigger:"mouseenter focus",triggerTarget:null},{animateFill:!1,followCursor:!1,inlinePositioning:!1,sticky:!1},{allowHTML:!1,animation:"fade",arrow:!0,content:"",inertia:!1,maxWidth:350,role:"tooltip",theme:"",zIndex:9999}),k=Object.keys(R);function P(e){var t=(e.plugins||[]).reduce((function(t,n){var r,o=n.name,i=n.defaultValue;o&&(t[o]=void 0!==e[o]?e[o]:null!=(r=R[o])?r:i);return t}),{});return Object.assign({},e,t)}function j(e,t){var n=Object.assign({},t,{content:i(t.content,[e])},t.ignoreAttributes?{}:function(e,t){return(t?Object.keys(P(Object.assign({},R,{plugins:t}))):k).reduce((function(t,n){var r=(e.getAttribute("data-tippy-"+n)||"").trim();if(!r)return t;if("content"===n)t[n]=r;else try{t[n]=JSON.parse(r)}catch(e){t[n]=r}return t}),{})}(e,t.plugins));return n.aria=Object.assign({},R.aria,n.aria),n.aria={expanded:"auto"===n.aria.expanded?t.interactive:n.aria.expanded,content:"auto"===n.aria.content?t.interactive?null:"describedby":n.aria.content},n}function M(e,t){e.innerHTML=t}function V(e){var t=d();return!0===e?t.className="tippy-arrow":(t.className="tippy-svg-arrow",v(e)?t.appendChild(e):M(t,e)),t}function I(e,t){v(t.content)?(M(e,""),e.appendChild(t.content)):"function"!=typeof t.content&&(t.allowHTML?M(e,t.content):e.textContent=t.content)}function S(e){var t=e.firstElementChild,n=f(t.children);return{box:t,content:n.find((function(e){return e.classList.contains("tippy-content")})),arrow:n.find((function(e){return e.classList.contains("tippy-arrow")||e.classList.contains("tippy-svg-arrow")})),backdrop:n.find((function(e){return e.classList.contains("tippy-backdrop")}))}}function N(e){var t=d(),n=d();n.className="tippy-box",n.setAttribute("data-state","hidden"),n.setAttribute("tabindex","-1");var r=d();function o(n,r){var o=S(t),i=o.box,a=o.content,s=o.arrow;r.theme?i.setAttribute("data-theme",r.theme):i.removeAttribute("data-theme"),"string"==typeof r.animation?i.setAttribute("data-animation",r.animation):i.removeAttribute("data-animation"),r.inertia?i.setAttribute("data-inertia",""):i.removeAttribute("data-inertia"),i.style.maxWidth="number"==typeof r.maxWidth?r.maxWidth+"px":r.maxWidth,r.role?i.setAttribute("role",r.role):i.removeAttribute("role"),n.content===r.content&&n.allowHTML===r.allowHTML||I(a,e.props),r.arrow?s?n.arrow!==r.arrow&&(i.removeChild(s),i.appendChild(V(r.arrow))):i.appendChild(V(r.arrow)):s&&i.removeChild(s)}return r.className="tippy-content",r.setAttribute("data-state","hidden"),I(r,e.props),t.appendChild(n),n.appendChild(r),o(e.props,e.props),{popper:t,onUpdate:o}}N.$$tippy=!0;var B=1,H=[],U=[];function _(o,s){var v,g,h,C,T,A,L,k,M=j(o,Object.assign({},R,P(l(s)))),V=!1,I=!1,N=!1,_=!1,F=[],W=a(we,M.interactiveDebounce),X=B++,Y=(k=M.plugins).filter((function(e,t){return k.indexOf(e)===t})),$={id:X,reference:o,popper:d(),popperInstance:null,props:M,state:{isEnabled:!0,isVisible:!1,isDestroyed:!1,isMounted:!1,isShown:!1},plugins:Y,clearDelayTimeouts:function(){clearTimeout(v),clearTimeout(g),cancelAnimationFrame(h)},setProps:function(e){if($.state.isDestroyed)return;ae("onBeforeUpdate",[$,e]),be();var t=$.props,n=j(o,Object.assign({},t,l(e),{ignoreAttributes:!0}));$.props=n,he(),t.interactiveDebounce!==n.interactiveDebounce&&(ce(),W=a(we,n.interactiveDebounce));t.triggerTarget&&!n.triggerTarget?u(t.triggerTarget).forEach((function(e){e.removeAttribute("aria-expanded")})):n.triggerTarget&&o.removeAttribute("aria-expanded");ue(),ie(),J&&J(t,n);$.popperInstance&&(Ce(),Ae().forEach((function(e){requestAnimationFrame(e._tippy.popperInstance.forceUpdate)})));ae("onAfterUpdate",[$,e])},setContent:function(e){$.setProps({content:e})},show:function(){var e=$.state.isVisible,t=$.state.isDestroyed,o=!$.state.isEnabled,a=x.isTouch&&!$.props.touch,s=r($.props.duration,0,R.duration);if(e||t||o||a)return;if(te().hasAttribute("disabled"))return;if(ae("onShow",[$],!1),!1===$.props.onShow($))return;$.state.isVisible=!0,ee()&&(z.style.visibility="visible");ie(),de(),$.state.isMounted||(z.style.transition="none");if(ee()){var u=re(),p=u.box,f=u.content;b([p,f],0)}A=function(){var e;if($.state.isVisible&&!_){if(_=!0,z.offsetHeight,z.style.transition=$.props.moveTransition,ee()&&$.props.animation){var t=re(),n=t.box,r=t.content;b([n,r],s),y([n,r],"visible")}se(),ue(),c(U,$),null==(e=$.popperInstance)||e.forceUpdate(),ae("onMount",[$]),$.props.animation&&ee()&&function(e,t){me(e,t)}(s,(function(){$.state.isShown=!0,ae("onShown",[$])}))}},function(){var e,t=$.props.appendTo,r=te();e=$.props.interactive&&t===n||"parent"===t?r.parentNode:i(t,[r]);e.contains(z)||e.appendChild(z);$.state.isMounted=!0,Ce()}()},hide:function(){var e=!$.state.isVisible,t=$.state.isDestroyed,n=!$.state.isEnabled,o=r($.props.duration,1,R.duration);if(e||t||n)return;if(ae("onHide",[$],!1),!1===$.props.onHide($))return;$.state.isVisible=!1,$.state.isShown=!1,_=!1,V=!1,ee()&&(z.style.visibility="hidden");if(ce(),ve(),ie(!0),ee()){var i=re(),a=i.box,s=i.content;$.props.animation&&(b([a,s],o),y([a,s],"hidden"))}se(),ue(),$.props.animation?ee()&&function(e,t){me(e,(function(){!$.state.isVisible&&z.parentNode&&z.parentNode.contains(z)&&t()}))}(o,$.unmount):$.unmount()},hideWithInteractivity:function(e){ne().addEventListener("mousemove",W),c(H,W),W(e)},enable:function(){$.state.isEnabled=!0},disable:function(){$.hide(),$.state.isEnabled=!1},unmount:function(){$.state.isVisible&&$.hide();if(!$.state.isMounted)return;Te(),Ae().forEach((function(e){e._tippy.unmount()})),z.parentNode&&z.parentNode.removeChild(z);U=U.filter((function(e){return e!==$})),$.state.isMounted=!1,ae("onHidden",[$])},destroy:function(){if($.state.isDestroyed)return;$.clearDelayTimeouts(),$.unmount(),be(),delete o._tippy,$.state.isDestroyed=!0,ae("onDestroy",[$])}};if(!M.render)return $;var q=M.render($),z=q.popper,J=q.onUpdate;z.setAttribute("data-tippy-root",""),z.id="tippy-"+$.id,$.popper=z,o._tippy=$,z._tippy=$;var G=Y.map((function(e){return e.fn($)})),K=o.hasAttribute("aria-expanded");return he(),ue(),ie(),ae("onCreate",[$]),M.showOnCreate&&Le(),z.addEventListener("mouseenter",(function(){$.props.interactive&&$.state.isVisible&&$.clearDelayTimeouts()})),z.addEventListener("mouseleave",(function(){$.props.interactive&&$.props.trigger.indexOf("mouseenter")>=0&&ne().addEventListener("mousemove",W)})),$;function Q(){var e=$.props.touch;return Array.isArray(e)?e:[e,0]}function Z(){return"hold"===Q()[0]}function ee(){var e;return!(null==(e=$.props.render)||!e.$$tippy)}function te(){return L||o}function ne(){var e=te().parentNode;return e?w(e):document}function re(){return S(z)}function oe(e){return $.state.isMounted&&!$.state.isVisible||x.isTouch||C&&"focus"===C.type?0:r($.props.delay,e?0:1,R.delay)}function ie(e){void 0===e&&(e=!1),z.style.pointerEvents=$.props.interactive&&!e?"":"none",z.style.zIndex=""+$.props.zIndex}function ae(e,t,n){var r;(void 0===n&&(n=!0),G.forEach((function(n){n[e]&&n[e].apply(n,t)})),n)&&(r=$.props)[e].apply(r,t)}function se(){var e=$.props.aria;if(e.content){var t="aria-"+e.content,n=z.id;u($.props.triggerTarget||o).forEach((function(e){var r=e.getAttribute(t);if($.state.isVisible)e.setAttribute(t,r?r+" "+n:n);else{var o=r&&r.replace(n,"").trim();o?e.setAttribute(t,o):e.removeAttribute(t)}}))}}function ue(){!K&&$.props.aria.expanded&&u($.props.triggerTarget||o).forEach((function(e){$.props.interactive?e.setAttribute("aria-expanded",$.state.isVisible&&e===te()?"true":"false"):e.removeAttribute("aria-expanded")}))}function ce(){ne().removeEventListener("mousemove",W),H=H.filter((function(e){return e!==W}))}function pe(e){if(!x.isTouch||!N&&"mousedown"!==e.type){var t=e.composedPath&&e.composedPath()[0]||e.target;if(!$.props.interactive||!O(z,t)){if(u($.props.triggerTarget||o).some((function(e){return O(e,t)}))){if(x.isTouch)return;if($.state.isVisible&&$.props.trigger.indexOf("click")>=0)return}else ae("onClickOutside",[$,e]);!0===$.props.hideOnClick&&($.clearDelayTimeouts(),$.hide(),I=!0,setTimeout((function(){I=!1})),$.state.isMounted||ve())}}}function fe(){N=!0}function le(){N=!1}function de(){var e=ne();e.addEventListener("mousedown",pe,!0),e.addEventListener("touchend",pe,t),e.addEventListener("touchstart",le,t),e.addEventListener("touchmove",fe,t)}function ve(){var e=ne();e.removeEventListener("mousedown",pe,!0),e.removeEventListener("touchend",pe,t),e.removeEventListener("touchstart",le,t),e.removeEventListener("touchmove",fe,t)}function me(e,t){var n=re().box;function r(e){e.target===n&&(E(n,"remove",r),t())}if(0===e)return t();E(n,"remove",T),E(n,"add",r),T=r}function ge(e,t,n){void 0===n&&(n=!1),u($.props.triggerTarget||o).forEach((function(r){r.addEventListener(e,t,n),F.push({node:r,eventType:e,handler:t,options:n})}))}function he(){var e;Z()&&(ge("touchstart",ye,{passive:!0}),ge("touchend",Ee,{passive:!0})),(e=$.props.trigger,e.split(/\s+/).filter(Boolean)).forEach((function(e){if("manual"!==e)switch(ge(e,ye),e){case"mouseenter":ge("mouseleave",Ee);break;case"focus":ge(D?"focusout":"blur",Oe);break;case"focusin":ge("focusout",Oe)}}))}function be(){F.forEach((function(e){var t=e.node,n=e.eventType,r=e.handler,o=e.options;t.removeEventListener(n,r,o)})),F=[]}function ye(e){var t,n=!1;if($.state.isEnabled&&!xe(e)&&!I){var r="focus"===(null==(t=C)?void 0:t.type);C=e,L=e.currentTarget,ue(),!$.state.isVisible&&m(e)&&H.forEach((function(t){return t(e)})),"click"===e.type&&($.props.trigger.indexOf("mouseenter")<0||V)&&!1!==$.props.hideOnClick&&$.state.isVisible?n=!0:Le(e),"click"===e.type&&(V=!n),n&&!r&&De(e)}}function we(e){var t=e.target,n=te().contains(t)||z.contains(t);"mousemove"===e.type&&n||function(e,t){var n=t.clientX,r=t.clientY;return e.every((function(e){var t=e.popperRect,o=e.popperState,i=e.props.interactiveBorder,a=p(o.placement),s=o.modifiersData.offset;if(!s)return!0;var u="bottom"===a?s.top.y:0,c="top"===a?s.bottom.y:0,f="right"===a?s.left.x:0,l="left"===a?s.right.x:0,d=t.top-r+u>i,v=r-t.bottom-c>i,m=t.left-n+f>i,g=n-t.right-l>i;return d||v||m||g}))}(Ae().concat(z).map((function(e){var t,n=null==(t=e._tippy.popperInstance)?void 0:t.state;return n?{popperRect:e.getBoundingClientRect(),popperState:n,props:M}:null})).filter(Boolean),e)&&(ce(),De(e))}function Ee(e){xe(e)||$.props.trigger.indexOf("click")>=0&&V||($.props.interactive?$.hideWithInteractivity(e):De(e))}function Oe(e){$.props.trigger.indexOf("focusin")<0&&e.target!==te()||$.props.interactive&&e.relatedTarget&&z.contains(e.relatedTarget)||De(e)}function xe(e){return!!x.isTouch&&Z()!==e.type.indexOf("touch")>=0}function Ce(){Te();var t=$.props,n=t.popperOptions,r=t.placement,i=t.offset,a=t.getReferenceClientRect,s=t.moveTransition,u=ee()?S(z).arrow:null,c=a?{getBoundingClientRect:a,contextElement:a.contextElement||te()}:o,p=[{name:"offset",options:{offset:i}},{name:"preventOverflow",options:{padding:{top:2,bottom:2,left:5,right:5}}},{name:"flip",options:{padding:5}},{name:"computeStyles",options:{adaptive:!s}},{name:"$$tippy",enabled:!0,phase:"beforeWrite",requires:["computeStyles"],fn:function(e){var t=e.state;if(ee()){var n=re().box;["placement","reference-hidden","escaped"].forEach((function(e){"placement"===e?n.setAttribute("data-placement",t.placement):t.attributes.popper["data-popper-"+e]?n.setAttribute("data-"+e,""):n.removeAttribute("data-"+e)})),t.attributes.popper={}}}}];ee()&&u&&p.push({name:"arrow",options:{element:u,padding:3}}),p.push.apply(p,(null==n?void 0:n.modifiers)||[]),$.popperInstance=e.createPopper(c,z,Object.assign({},n,{placement:r,onFirstUpdate:A,modifiers:p}))}function Te(){$.popperInstance&&($.popperInstance.destroy(),$.popperInstance=null)}function Ae(){return f(z.querySelectorAll("[data-tippy-root]"))}function Le(e){$.clearDelayTimeouts(),e&&ae("onTrigger",[$,e]),de();var t=oe(!0),n=Q(),r=n[0],o=n[1];x.isTouch&&"hold"===r&&o&&(t=o),t?v=setTimeout((function(){$.show()}),t):$.show()}function De(e){if($.clearDelayTimeouts(),ae("onUntrigger",[$,e]),$.state.isVisible){if(!($.props.trigger.indexOf("mouseenter")>=0&&$.props.trigger.indexOf("click")>=0&&["mouseleave","mousemove"].indexOf(e.type)>=0&&V)){var t=oe(!1);t?g=setTimeout((function(){$.state.isVisible&&$.hide()}),t):h=requestAnimationFrame((function(){$.hide()}))}}else ve()}}function F(e,n){void 0===n&&(n={});var r=R.plugins.concat(n.plugins||[]);document.addEventListener("touchstart",T,t),window.addEventListener("blur",L);var o=Object.assign({},n,{plugins:r}),i=h(e).reduce((function(e,t){var n=t&&_(t,o);return n&&e.push(n),e}),[]);return v(e)?i[0]:i}F.defaultProps=R,F.setDefaultProps=function(e){Object.keys(e).forEach((function(t){R[t]=e[t]}))},F.currentInput=x;var W=Object.assign({},e.applyStyles,{effect:function(e){var t=e.state,n={popper:{position:t.options.strategy,left:"0",top:"0",margin:"0"},arrow:{position:"absolute"},reference:{}};Object.assign(t.elements.popper.style,n.popper),t.styles=n,t.elements.arrow&&Object.assign(t.elements.arrow.style,n.arrow)}}),X={mouseover:"mouseenter",focusin:"focus",click:"click"};var Y={name:"animateFill",defaultValue:!1,fn:function(e){var t;if(null==(t=e.props.render)||!t.$$tippy)return{};var n=S(e.popper),r=n.box,o=n.content,i=e.props.animateFill?function(){var e=d();return e.className="tippy-backdrop",y([e],"hidden"),e}():null;return{onCreate:function(){i&&(r.insertBefore(i,r.firstElementChild),r.setAttribute("data-animatefill",""),r.style.overflow="hidden",e.setProps({arrow:!1,animation:"shift-away"}))},onMount:function(){if(i){var e=r.style.transitionDuration,t=Number(e.replace("ms",""));o.style.transitionDelay=Math.round(t/10)+"ms",i.style.transitionDuration=e,y([i],"visible")}},onShow:function(){i&&(i.style.transitionDuration="0ms")},onHide:function(){i&&y([i],"hidden")}}}};var $={clientX:0,clientY:0},q=[];function z(e){var t=e.clientX,n=e.clientY;$={clientX:t,clientY:n}}var J={name:"followCursor",defaultValue:!1,fn:function(e){var t=e.reference,n=w(e.props.triggerTarget||t),r=!1,o=!1,i=!0,a=e.props;function s(){return"initial"===e.props.followCursor&&e.state.isVisible}function u(){n.addEventListener("mousemove",f)}function c(){n.removeEventListener("mousemove",f)}function p(){r=!0,e.setProps({getReferenceClientRect:null}),r=!1}function f(n){var r=!n.target||t.contains(n.target),o=e.props.followCursor,i=n.clientX,a=n.clientY,s=t.getBoundingClientRect(),u=i-s.left,c=a-s.top;!r&&e.props.interactive||e.setProps({getReferenceClientRect:function(){var e=t.getBoundingClientRect(),n=i,r=a;"initial"===o&&(n=e.left+u,r=e.top+c);var s="horizontal"===o?e.top:r,p="vertical"===o?e.right:n,f="horizontal"===o?e.bottom:r,l="vertical"===o?e.left:n;return{width:p-l,height:f-s,top:s,right:p,bottom:f,left:l}}})}function l(){e.props.followCursor&&(q.push({instance:e,doc:n}),function(e){e.addEventListener("mousemove",z)}(n))}function d(){0===(q=q.filter((function(t){return t.instance!==e}))).filter((function(e){return e.doc===n})).length&&function(e){e.removeEventListener("mousemove",z)}(n)}return{onCreate:l,onDestroy:d,onBeforeUpdate:function(){a=e.props},onAfterUpdate:function(t,n){var i=n.followCursor;r||void 0!==i&&a.followCursor!==i&&(d(),i?(l(),!e.state.isMounted||o||s()||u()):(c(),p()))},onMount:function(){e.props.followCursor&&!o&&(i&&(f($),i=!1),s()||u())},onTrigger:function(e,t){m(t)&&($={clientX:t.clientX,clientY:t.clientY}),o="focus"===t.type},onHidden:function(){e.props.followCursor&&(p(),c(),i=!0)}}}};var G={name:"inlinePositioning",defaultValue:!1,fn:function(e){var t,n=e.reference;var r=-1,o=!1,i=[],a={name:"tippyInlinePositioning",enabled:!0,phase:"afterWrite",fn:function(o){var a=o.state;e.props.inlinePositioning&&(-1!==i.indexOf(a.placement)&&(i=[]),t!==a.placement&&-1===i.indexOf(a.placement)&&(i.push(a.placement),e.setProps({getReferenceClientRect:function(){return function(e){return function(e,t,n,r){if(n.length<2||null===e)return t;if(2===n.length&&r>=0&&n[0].left>n[1].right)return n[r]||t;switch(e){case"top":case"bottom":var o=n[0],i=n[n.length-1],a="top"===e,s=o.top,u=i.bottom,c=a?o.left:i.left,p=a?o.right:i.right;return{top:s,bottom:u,left:c,right:p,width:p-c,height:u-s};case"left":case"right":var f=Math.min.apply(Math,n.map((function(e){return e.left}))),l=Math.max.apply(Math,n.map((function(e){return e.right}))),d=n.filter((function(t){return"left"===e?t.left===f:t.right===l})),v=d[0].top,m=d[d.length-1].bottom;return{top:v,bottom:m,left:f,right:l,width:l-f,height:m-v};default:return t}}(p(e),n.getBoundingClientRect(),f(n.getClientRects()),r)}(a.placement)}})),t=a.placement)}};function s(){var t;o||(t=function(e,t){var n;return{popperOptions:Object.assign({},e.popperOptions,{modifiers:[].concat(((null==(n=e.popperOptions)?void 0:n.modifiers)||[]).filter((function(e){return e.name!==t.name})),[t])})}}(e.props,a),o=!0,e.setProps(t),o=!1)}return{onCreate:s,onAfterUpdate:s,onTrigger:function(t,n){if(m(n)){var o=f(e.reference.getClientRects()),i=o.find((function(e){return e.left-2<=n.clientX&&e.right+2>=n.clientX&&e.top-2<=n.clientY&&e.bottom+2>=n.clientY})),a=o.indexOf(i);r=a>-1?a:r}},onHidden:function(){r=-1}}}};var K={name:"sticky",defaultValue:!1,fn:function(e){var t=e.reference,n=e.popper;function r(t){return!0===e.props.sticky||e.props.sticky===t}var o=null,i=null;function a(){var s=r("reference")?(e.popperInstance?e.popperInstance.state.elements.reference:t).getBoundingClientRect():null,u=r("popper")?n.getBoundingClientRect():null;(s&&Q(o,s)||u&&Q(i,u))&&e.popperInstance&&e.popperInstance.update(),o=s,i=u,e.state.isMounted&&requestAnimationFrame(a)}return{onMount:function(){e.props.sticky&&a()}}}};function Q(e,t){return!e||!t||(e.top!==t.top||e.right!==t.right||e.bottom!==t.bottom||e.left!==t.left)}return F.setDefaultProps({plugins:[Y,J,G,K],render:N}),F.createSingleton=function(e,t){var n;void 0===t&&(t={});var r,o=e,i=[],a=[],c=t.overrides,p=[],f=!1;function l(){a=o.map((function(e){return u(e.props.triggerTarget||e.reference)})).reduce((function(e,t){return e.concat(t)}),[])}function v(){i=o.map((function(e){return e.reference}))}function m(e){o.forEach((function(t){e?t.enable():t.disable()}))}function g(e){return o.map((function(t){var n=t.setProps;return t.setProps=function(o){n(o),t.reference===r&&e.setProps(o)},function(){t.setProps=n}}))}function h(e,t){var n=a.indexOf(t);if(t!==r){r=t;var s=(c||[]).concat("content").reduce((function(e,t){return e[t]=o[n].props[t],e}),{});e.setProps(Object.assign({},s,{getReferenceClientRect:"function"==typeof s.getReferenceClientRect?s.getReferenceClientRect:function(){var e;return null==(e=i[n])?void 0:e.getBoundingClientRect()}}))}}m(!1),v(),l();var b={fn:function(){return{onDestroy:function(){m(!0)},onHidden:function(){r=null},onClickOutside:function(e){e.props.showOnCreate&&!f&&(f=!0,r=null)},onShow:function(e){e.props.showOnCreate&&!f&&(f=!0,h(e,i[0]))},onTrigger:function(e,t){h(e,t.currentTarget)}}}},y=F(d(),Object.assign({},s(t,["overrides"]),{plugins:[b].concat(t.plugins||[]),triggerTarget:a,popperOptions:Object.assign({},t.popperOptions,{modifiers:[].concat((null==(n=t.popperOptions)?void 0:n.modifiers)||[],[W])})})),w=y.show;y.show=function(e){if(w(),!r&&null==e)return h(y,i[0]);if(!r||null!=e){if("number"==typeof e)return i[e]&&h(y,i[e]);if(o.indexOf(e)>=0){var t=e.reference;return h(y,t)}return i.indexOf(e)>=0?h(y,e):void 0}},y.showNext=function(){var e=i[0];if(!r)return y.show(0);var t=i.indexOf(r);y.show(i[t+1]||e)},y.showPrevious=function(){var e=i[i.length-1];if(!r)return y.show(e);var t=i.indexOf(r),n=i[t-1]||e;y.show(n)};var E=y.setProps;return y.setProps=function(e){c=e.overrides||c,E(e)},y.setInstances=function(e){m(!0),p.forEach((function(e){return e()})),o=e,m(!1),v(),l(),p=g(y),y.setProps({triggerTarget:a})},p=g(y),y},F.delegate=function(e,n){var r=[],o=[],i=!1,a=n.target,c=s(n,["target"]),p=Object.assign({},c,{trigger:"manual",touch:!1}),f=Object.assign({touch:R.touch},c,{showOnCreate:!0}),l=F(e,p);function d(e){if(e.target&&!i){var t=e.target.closest(a);if(t){var r=t.getAttribute("data-tippy-trigger")||n.trigger||R.trigger;if(!t._tippy&&!("touchstart"===e.type&&"boolean"==typeof f.touch||"touchstart"!==e.type&&r.indexOf(X[e.type])<0)){var s=F(t,f);s&&(o=o.concat(s))}}}}function v(e,t,n,o){void 0===o&&(o=!1),e.addEventListener(t,n,o),r.push({node:e,eventType:t,handler:n,options:o})}return u(l).forEach((function(e){var n=e.destroy,a=e.enable,s=e.disable;e.destroy=function(e){void 0===e&&(e=!0),e&&o.forEach((function(e){e.destroy()})),o=[],r.forEach((function(e){var t=e.node,n=e.eventType,r=e.handler,o=e.options;t.removeEventListener(n,r,o)})),r=[],n()},e.enable=function(){a(),o.forEach((function(e){return e.enable()})),i=!1},e.disable=function(){s(),o.forEach((function(e){return e.disable()})),i=!0},function(e){var n=e.reference;v(n,"touchstart",d,t),v(n,"mouseover",d),v(n,"focusin",d),v(n,"click",d)}(e)})),l},F.hideAll=function(e){var t=void 0===e?{}:e,n=t.exclude,r=t.duration;U.forEach((function(e){var t=!1;if(n&&(t=g(n)?e.reference===n:e.popper===n.popper),!t){var o=e.props.duration;e.setProps({duration:r}),e.hide(),e.state.isDestroyed||e.setProps({duration:o})}}))},F.roundArrow='',F})); + diff --git a/assignments2023/site_libs/quarto-nav/headroom.min.js b/assignments2023/site_libs/quarto-nav/headroom.min.js new file mode 100644 index 00000000..b08f1dff --- /dev/null +++ b/assignments2023/site_libs/quarto-nav/headroom.min.js @@ -0,0 +1,7 @@ +/*! + * headroom.js v0.12.0 - Give your page some headroom. Hide your header until you need it + * Copyright (c) 2020 Nick Williams - http://wicky.nillia.ms/headroom.js + * License: MIT + */ + +!function(t,n){"object"==typeof exports&&"undefined"!=typeof module?module.exports=n():"function"==typeof define&&define.amd?define(n):(t=t||self).Headroom=n()}(this,function(){"use strict";function t(){return"undefined"!=typeof window}function d(t){return function(t){return t&&t.document&&function(t){return 9===t.nodeType}(t.document)}(t)?function(t){var n=t.document,o=n.body,s=n.documentElement;return{scrollHeight:function(){return Math.max(o.scrollHeight,s.scrollHeight,o.offsetHeight,s.offsetHeight,o.clientHeight,s.clientHeight)},height:function(){return t.innerHeight||s.clientHeight||o.clientHeight},scrollY:function(){return void 0!==t.pageYOffset?t.pageYOffset:(s||o.parentNode||o).scrollTop}}}(t):function(t){return{scrollHeight:function(){return Math.max(t.scrollHeight,t.offsetHeight,t.clientHeight)},height:function(){return Math.max(t.offsetHeight,t.clientHeight)},scrollY:function(){return t.scrollTop}}}(t)}function n(t,s,e){var n,o=function(){var n=!1;try{var t={get passive(){n=!0}};window.addEventListener("test",t,t),window.removeEventListener("test",t,t)}catch(t){n=!1}return n}(),i=!1,r=d(t),l=r.scrollY(),a={};function c(){var t=Math.round(r.scrollY()),n=r.height(),o=r.scrollHeight();a.scrollY=t,a.lastScrollY=l,a.direction=ls.tolerance[a.direction],e(a),l=t,i=!1}function h(){i||(i=!0,n=requestAnimationFrame(c))}var u=!!o&&{passive:!0,capture:!1};return t.addEventListener("scroll",h,u),c(),{destroy:function(){cancelAnimationFrame(n),t.removeEventListener("scroll",h,u)}}}function o(t){return t===Object(t)?t:{down:t,up:t}}function s(t,n){n=n||{},Object.assign(this,s.options,n),this.classes=Object.assign({},s.options.classes,n.classes),this.elem=t,this.tolerance=o(this.tolerance),this.offset=o(this.offset),this.initialised=!1,this.frozen=!1}return s.prototype={constructor:s,init:function(){return s.cutsTheMustard&&!this.initialised&&(this.addClass("initial"),this.initialised=!0,setTimeout(function(t){t.scrollTracker=n(t.scroller,{offset:t.offset,tolerance:t.tolerance},t.update.bind(t))},100,this)),this},destroy:function(){this.initialised=!1,Object.keys(this.classes).forEach(this.removeClass,this),this.scrollTracker.destroy()},unpin:function(){!this.hasClass("pinned")&&this.hasClass("unpinned")||(this.addClass("unpinned"),this.removeClass("pinned"),this.onUnpin&&this.onUnpin.call(this))},pin:function(){this.hasClass("unpinned")&&(this.addClass("pinned"),this.removeClass("unpinned"),this.onPin&&this.onPin.call(this))},freeze:function(){this.frozen=!0,this.addClass("frozen")},unfreeze:function(){this.frozen=!1,this.removeClass("frozen")},top:function(){this.hasClass("top")||(this.addClass("top"),this.removeClass("notTop"),this.onTop&&this.onTop.call(this))},notTop:function(){this.hasClass("notTop")||(this.addClass("notTop"),this.removeClass("top"),this.onNotTop&&this.onNotTop.call(this))},bottom:function(){this.hasClass("bottom")||(this.addClass("bottom"),this.removeClass("notBottom"),this.onBottom&&this.onBottom.call(this))},notBottom:function(){this.hasClass("notBottom")||(this.addClass("notBottom"),this.removeClass("bottom"),this.onNotBottom&&this.onNotBottom.call(this))},shouldUnpin:function(t){return"down"===t.direction&&!t.top&&t.toleranceExceeded},shouldPin:function(t){return"up"===t.direction&&t.toleranceExceeded||t.top},addClass:function(t){this.elem.classList.add.apply(this.elem.classList,this.classes[t].split(" "))},removeClass:function(t){this.elem.classList.remove.apply(this.elem.classList,this.classes[t].split(" "))},hasClass:function(t){return this.classes[t].split(" ").every(function(t){return this.classList.contains(t)},this.elem)},update:function(t){t.isOutOfBounds||!0!==this.frozen&&(t.top?this.top():this.notTop(),t.bottom?this.bottom():this.notBottom(),this.shouldUnpin(t)?this.unpin():this.shouldPin(t)&&this.pin())}},s.options={tolerance:{up:0,down:0},offset:0,scroller:t()?window:null,classes:{frozen:"headroom--frozen",pinned:"headroom--pinned",unpinned:"headroom--unpinned",top:"headroom--top",notTop:"headroom--not-top",bottom:"headroom--bottom",notBottom:"headroom--not-bottom",initial:"headroom"}},s.cutsTheMustard=!!(t()&&function(){}.bind&&"classList"in document.documentElement&&Object.assign&&Object.keys&&requestAnimationFrame),s}); diff --git a/assignments2023/site_libs/quarto-nav/quarto-nav.js b/assignments2023/site_libs/quarto-nav/quarto-nav.js new file mode 100644 index 00000000..ebfc262e --- /dev/null +++ b/assignments2023/site_libs/quarto-nav/quarto-nav.js @@ -0,0 +1,288 @@ +const headroomChanged = new CustomEvent("quarto-hrChanged", { + detail: {}, + bubbles: true, + cancelable: false, + composed: false, +}); + +window.document.addEventListener("DOMContentLoaded", function () { + let init = false; + + // Manage the back to top button, if one is present. + let lastScrollTop = window.pageYOffset || document.documentElement.scrollTop; + const scrollDownBuffer = 5; + const scrollUpBuffer = 35; + const btn = document.getElementById("quarto-back-to-top"); + const hideBackToTop = () => { + btn.style.display = "none"; + }; + const showBackToTop = () => { + btn.style.display = "inline-block"; + }; + if (btn) { + window.document.addEventListener( + "scroll", + function () { + const currentScrollTop = + window.pageYOffset || document.documentElement.scrollTop; + + // Shows and hides the button 'intelligently' as the user scrolls + if (currentScrollTop - scrollDownBuffer > lastScrollTop) { + hideBackToTop(); + lastScrollTop = currentScrollTop <= 0 ? 0 : currentScrollTop; + } else if (currentScrollTop < lastScrollTop - scrollUpBuffer) { + showBackToTop(); + lastScrollTop = currentScrollTop <= 0 ? 0 : currentScrollTop; + } + + // Show the button at the bottom, hides it at the top + if (currentScrollTop <= 0) { + hideBackToTop(); + } else if ( + window.innerHeight + currentScrollTop >= + document.body.offsetHeight + ) { + showBackToTop(); + } + }, + false + ); + } + + function throttle(func, wait) { + var timeout; + return function () { + const context = this; + const args = arguments; + const later = function () { + clearTimeout(timeout); + timeout = null; + func.apply(context, args); + }; + + if (!timeout) { + timeout = setTimeout(later, wait); + } + }; + } + + function headerOffset() { + // Set an offset if there is are fixed top navbar + const headerEl = window.document.querySelector("header.fixed-top"); + if (headerEl) { + return headerEl.clientHeight; + } else { + return 0; + } + } + + function footerOffset() { + const footerEl = window.document.querySelector("footer.footer"); + if (footerEl) { + return footerEl.clientHeight; + } else { + return 0; + } + } + + function dashboardOffset() { + const dashboardNavEl = window.document.getElementById( + "quarto-dashboard-header" + ); + if (dashboardNavEl !== null) { + return dashboardNavEl.clientHeight; + } else { + return 0; + } + } + + function updateDocumentOffsetWithoutAnimation() { + updateDocumentOffset(false); + } + + function updateDocumentOffset(animated) { + // set body offset + const topOffset = headerOffset(); + const bodyOffset = topOffset + footerOffset() + dashboardOffset(); + const bodyEl = window.document.body; + bodyEl.setAttribute("data-bs-offset", topOffset); + bodyEl.style.paddingTop = topOffset + "px"; + + // deal with sidebar offsets + const sidebars = window.document.querySelectorAll( + ".sidebar, .headroom-target" + ); + sidebars.forEach((sidebar) => { + if (!animated) { + sidebar.classList.add("notransition"); + // Remove the no transition class after the animation has time to complete + setTimeout(function () { + sidebar.classList.remove("notransition"); + }, 201); + } + + if (window.Headroom && sidebar.classList.contains("sidebar-unpinned")) { + sidebar.style.top = "0"; + sidebar.style.maxHeight = "100vh"; + } else { + sidebar.style.top = topOffset + "px"; + sidebar.style.maxHeight = "calc(100vh - " + topOffset + "px)"; + } + }); + + // allow space for footer + const mainContainer = window.document.querySelector(".quarto-container"); + if (mainContainer) { + mainContainer.style.minHeight = "calc(100vh - " + bodyOffset + "px)"; + } + + // link offset + let linkStyle = window.document.querySelector("#quarto-target-style"); + if (!linkStyle) { + linkStyle = window.document.createElement("style"); + linkStyle.setAttribute("id", "quarto-target-style"); + window.document.head.appendChild(linkStyle); + } + while (linkStyle.firstChild) { + linkStyle.removeChild(linkStyle.firstChild); + } + if (topOffset > 0) { + linkStyle.appendChild( + window.document.createTextNode(` + section:target::before { + content: ""; + display: block; + height: ${topOffset}px; + margin: -${topOffset}px 0 0; + }`) + ); + } + if (init) { + window.dispatchEvent(headroomChanged); + } + init = true; + } + + // initialize headroom + var header = window.document.querySelector("#quarto-header"); + if (header && window.Headroom) { + const headroom = new window.Headroom(header, { + tolerance: 5, + onPin: function () { + const sidebars = window.document.querySelectorAll( + ".sidebar, .headroom-target" + ); + sidebars.forEach((sidebar) => { + sidebar.classList.remove("sidebar-unpinned"); + }); + updateDocumentOffset(); + }, + onUnpin: function () { + const sidebars = window.document.querySelectorAll( + ".sidebar, .headroom-target" + ); + sidebars.forEach((sidebar) => { + sidebar.classList.add("sidebar-unpinned"); + }); + updateDocumentOffset(); + }, + }); + headroom.init(); + + let frozen = false; + window.quartoToggleHeadroom = function () { + if (frozen) { + headroom.unfreeze(); + frozen = false; + } else { + headroom.freeze(); + frozen = true; + } + }; + } + + window.addEventListener( + "hashchange", + function (e) { + if ( + getComputedStyle(document.documentElement).scrollBehavior !== "smooth" + ) { + window.scrollTo(0, window.pageYOffset - headerOffset()); + } + }, + false + ); + + // Observe size changed for the header + const headerEl = window.document.querySelector("header.fixed-top"); + if (headerEl && window.ResizeObserver) { + const observer = new window.ResizeObserver(() => { + setTimeout(updateDocumentOffsetWithoutAnimation, 0); + }); + observer.observe(headerEl, { + attributes: true, + childList: true, + characterData: true, + }); + } else { + window.addEventListener( + "resize", + throttle(updateDocumentOffsetWithoutAnimation, 50) + ); + } + setTimeout(updateDocumentOffsetWithoutAnimation, 250); + + // fixup index.html links if we aren't on the filesystem + if (window.location.protocol !== "file:") { + const links = window.document.querySelectorAll("a"); + for (let i = 0; i < links.length; i++) { + if (links[i].href) { + links[i].href = links[i].href.replace(/\/index\.html/, "/"); + } + } + + // Fixup any sharing links that require urls + // Append url to any sharing urls + const sharingLinks = window.document.querySelectorAll( + "a.sidebar-tools-main-item, a.quarto-navigation-tool, a.quarto-navbar-tools, a.quarto-navbar-tools-item" + ); + for (let i = 0; i < sharingLinks.length; i++) { + const sharingLink = sharingLinks[i]; + const href = sharingLink.getAttribute("href"); + if (href) { + sharingLink.setAttribute( + "href", + href.replace("|url|", window.location.href) + ); + } + } + + // Scroll the active navigation item into view, if necessary + const navSidebar = window.document.querySelector("nav#quarto-sidebar"); + if (navSidebar) { + // Find the active item + const activeItem = navSidebar.querySelector("li.sidebar-item a.active"); + if (activeItem) { + // Wait for the scroll height and height to resolve by observing size changes on the + // nav element that is scrollable + const resizeObserver = new ResizeObserver((_entries) => { + // The bottom of the element + const elBottom = activeItem.offsetTop; + const viewBottom = navSidebar.scrollTop + navSidebar.clientHeight; + + // The element height and scroll height are the same, then we are still loading + if (viewBottom !== navSidebar.scrollHeight) { + // Determine if the item isn't visible and scroll to it + if (elBottom >= viewBottom) { + navSidebar.scrollTop = elBottom; + } + + // stop observing now since we've completed the scroll + resizeObserver.unobserve(navSidebar); + } + }); + resizeObserver.observe(navSidebar); + } + } + } +}); diff --git a/assignments2023/site_libs/quarto-search/autocomplete.umd.js b/assignments2023/site_libs/quarto-search/autocomplete.umd.js new file mode 100644 index 00000000..ae0063aa --- /dev/null +++ b/assignments2023/site_libs/quarto-search/autocomplete.umd.js @@ -0,0 +1,3 @@ +/*! @algolia/autocomplete-js 1.11.1 | MIT License | © Algolia, Inc. and contributors | https://github.com/algolia/autocomplete */ +!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?define(["exports"],t):t((e="undefined"!=typeof globalThis?globalThis:e||self)["@algolia/autocomplete-js"]={})}(this,(function(e){"use strict";function t(e,t){var n=Object.keys(e);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(e);t&&(r=r.filter((function(t){return Object.getOwnPropertyDescriptor(e,t).enumerable}))),n.push.apply(n,r)}return n}function n(e){for(var n=1;n=0||(o[n]=e[n]);return o}(e,t);if(Object.getOwnPropertySymbols){var i=Object.getOwnPropertySymbols(e);for(r=0;r=0||Object.prototype.propertyIsEnumerable.call(e,n)&&(o[n]=e[n])}return o}function a(e,t){return function(e){if(Array.isArray(e))return e}(e)||function(e,t){var n=null==e?null:"undefined"!=typeof Symbol&&e[Symbol.iterator]||e["@@iterator"];if(null!=n){var r,o,i,u,a=[],l=!0,c=!1;try{if(i=(n=n.call(e)).next,0===t){if(Object(n)!==n)return;l=!1}else for(;!(l=(r=i.call(n)).done)&&(a.push(r.value),a.length!==t);l=!0);}catch(e){c=!0,o=e}finally{try{if(!l&&null!=n.return&&(u=n.return(),Object(u)!==u))return}finally{if(c)throw o}}return a}}(e,t)||c(e,t)||function(){throw new TypeError("Invalid attempt to destructure non-iterable instance.\nIn order to be iterable, non-array objects must have a [Symbol.iterator]() method.")}()}function l(e){return function(e){if(Array.isArray(e))return s(e)}(e)||function(e){if("undefined"!=typeof Symbol&&null!=e[Symbol.iterator]||null!=e["@@iterator"])return Array.from(e)}(e)||c(e)||function(){throw new TypeError("Invalid attempt to spread non-iterable instance.\nIn order to be iterable, non-array objects must have a [Symbol.iterator]() method.")}()}function c(e,t){if(e){if("string"==typeof e)return s(e,t);var n=Object.prototype.toString.call(e).slice(8,-1);return"Object"===n&&e.constructor&&(n=e.constructor.name),"Map"===n||"Set"===n?Array.from(e):"Arguments"===n||/^(?:Ui|I)nt(?:8|16|32)(?:Clamped)?Array$/.test(n)?s(e,t):void 0}}function s(e,t){(null==t||t>e.length)&&(t=e.length);for(var n=0,r=new Array(t);ne.length)&&(t=e.length);for(var n=0,r=new Array(t);ne.length)&&(t=e.length);for(var n=0,r=new Array(t);n=0||(o[n]=e[n]);return o}(e,t);if(Object.getOwnPropertySymbols){var i=Object.getOwnPropertySymbols(e);for(r=0;r=0||Object.prototype.propertyIsEnumerable.call(e,n)&&(o[n]=e[n])}return o}function x(e,t){var n=Object.keys(e);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(e);t&&(r=r.filter((function(t){return Object.getOwnPropertyDescriptor(e,t).enumerable}))),n.push.apply(n,r)}return n}function N(e){for(var t=1;t1&&void 0!==arguments[1]?arguments[1]:20,n=[],r=0;r=3||2===n&&r>=4||1===n&&r>=10);function i(t,n,r){if(o&&void 0!==r){var i=r[0].__autocomplete_algoliaCredentials,u={"X-Algolia-Application-Id":i.appId,"X-Algolia-API-Key":i.apiKey};e.apply(void 0,[t].concat(D(n),[{headers:u}]))}else e.apply(void 0,[t].concat(D(n)))}return{init:function(t,n){e("init",{appId:t,apiKey:n})},setUserToken:function(t){e("setUserToken",t)},clickedObjectIDsAfterSearch:function(){for(var e=arguments.length,t=new Array(e),n=0;n0&&i("clickedObjectIDsAfterSearch",B(t),t[0].items)},clickedObjectIDs:function(){for(var e=arguments.length,t=new Array(e),n=0;n0&&i("clickedObjectIDs",B(t),t[0].items)},clickedFilters:function(){for(var t=arguments.length,n=new Array(t),r=0;r0&&e.apply(void 0,["clickedFilters"].concat(n))},convertedObjectIDsAfterSearch:function(){for(var e=arguments.length,t=new Array(e),n=0;n0&&i("convertedObjectIDsAfterSearch",B(t),t[0].items)},convertedObjectIDs:function(){for(var e=arguments.length,t=new Array(e),n=0;n0&&i("convertedObjectIDs",B(t),t[0].items)},convertedFilters:function(){for(var t=arguments.length,n=new Array(t),r=0;r0&&e.apply(void 0,["convertedFilters"].concat(n))},viewedObjectIDs:function(){for(var e=arguments.length,t=new Array(e),n=0;n0&&t.reduce((function(e,t){var n=t.items,r=k(t,A);return[].concat(D(e),D(q(N(N({},r),{},{objectIDs:(null==n?void 0:n.map((function(e){return e.objectID})))||r.objectIDs})).map((function(e){return{items:n,payload:e}}))))}),[]).forEach((function(e){var t=e.items;return i("viewedObjectIDs",[e.payload],t)}))},viewedFilters:function(){for(var t=arguments.length,n=new Array(t),r=0;r0&&e.apply(void 0,["viewedFilters"].concat(n))}}}function F(e){var t=e.items.reduce((function(e,t){var n;return e[t.__autocomplete_indexName]=(null!==(n=e[t.__autocomplete_indexName])&&void 0!==n?n:[]).concat(t),e}),{});return Object.keys(t).map((function(e){return{index:e,items:t[e],algoliaSource:["autocomplete"]}}))}function L(e){return e.objectID&&e.__autocomplete_indexName&&e.__autocomplete_queryID}function U(e){return U="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(e){return typeof e}:function(e){return e&&"function"==typeof Symbol&&e.constructor===Symbol&&e!==Symbol.prototype?"symbol":typeof e},U(e)}function M(e){return function(e){if(Array.isArray(e))return H(e)}(e)||function(e){if("undefined"!=typeof Symbol&&null!=e[Symbol.iterator]||null!=e["@@iterator"])return Array.from(e)}(e)||function(e,t){if(!e)return;if("string"==typeof e)return H(e,t);var n=Object.prototype.toString.call(e).slice(8,-1);"Object"===n&&e.constructor&&(n=e.constructor.name);if("Map"===n||"Set"===n)return Array.from(e);if("Arguments"===n||/^(?:Ui|I)nt(?:8|16|32)(?:Clamped)?Array$/.test(n))return H(e,t)}(e)||function(){throw new TypeError("Invalid attempt to spread non-iterable instance.\nIn order to be iterable, non-array objects must have a [Symbol.iterator]() method.")}()}function H(e,t){(null==t||t>e.length)&&(t=e.length);for(var n=0,r=new Array(t);n0&&z({onItemsChange:r,items:n,insights:a,state:t}))}}),0);return{name:"aa.algoliaInsightsPlugin",subscribe:function(e){var t=e.setContext,n=e.onSelect,r=e.onActive;function l(e){t({algoliaInsightsPlugin:{__algoliaSearchParameters:W({clickAnalytics:!0},e?{userToken:e}:{}),insights:a}})}u("addAlgoliaAgent","insights-plugin"),l(),u("onUserTokenChange",l),u("getUserToken",null,(function(e,t){l(t)})),n((function(e){var t=e.item,n=e.state,r=e.event,i=e.source;L(t)&&o({state:n,event:r,insights:a,item:t,insightsEvents:[W({eventName:"Item Selected"},j({item:t,items:i.getItems().filter(L)}))]})})),r((function(e){var t=e.item,n=e.source,r=e.state,o=e.event;L(t)&&i({state:r,event:o,insights:a,item:t,insightsEvents:[W({eventName:"Item Active"},j({item:t,items:n.getItems().filter(L)}))]})}))},onStateChange:function(e){var t=e.state;c({state:t})},__autocomplete_pluginOptions:e}}function J(e,t){var n=t;return{then:function(t,r){return J(e.then(Y(t,n,e),Y(r,n,e)),n)},catch:function(t){return J(e.catch(Y(t,n,e)),n)},finally:function(t){return t&&n.onCancelList.push(t),J(e.finally(Y(t&&function(){return n.onCancelList=[],t()},n,e)),n)},cancel:function(){n.isCanceled=!0;var e=n.onCancelList;n.onCancelList=[],e.forEach((function(e){e()}))},isCanceled:function(){return!0===n.isCanceled}}}function X(e){return J(e,{isCanceled:!1,onCancelList:[]})}function Y(e,t,n){return e?function(n){return t.isCanceled?n:e(n)}:n}function Z(e,t,n,r){if(!n)return null;if(e<0&&(null===t||null!==r&&0===t))return n+e;var o=(null===t?-1:t)+e;return o<=-1||o>=n?null===r?null:0:o}function ee(e,t){var n=Object.keys(e);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(e);t&&(r=r.filter((function(t){return Object.getOwnPropertyDescriptor(e,t).enumerable}))),n.push.apply(n,r)}return n}function te(e){for(var t=1;te.length)&&(t=e.length);for(var n=0,r=new Array(t);n0},reshape:function(e){return e.sources}},e),{},{id:null!==(n=e.id)&&void 0!==n?n:d(),plugins:o,initialState:he({activeItemId:null,query:"",completion:null,collections:[],isOpen:!1,status:"idle",context:{}},e.initialState),onStateChange:function(t){var n;null===(n=e.onStateChange)||void 0===n||n.call(e,t),o.forEach((function(e){var n;return null===(n=e.onStateChange)||void 0===n?void 0:n.call(e,t)}))},onSubmit:function(t){var n;null===(n=e.onSubmit)||void 0===n||n.call(e,t),o.forEach((function(e){var n;return null===(n=e.onSubmit)||void 0===n?void 0:n.call(e,t)}))},onReset:function(t){var n;null===(n=e.onReset)||void 0===n||n.call(e,t),o.forEach((function(e){var n;return null===(n=e.onReset)||void 0===n?void 0:n.call(e,t)}))},getSources:function(n){return Promise.all([].concat(ye(o.map((function(e){return e.getSources}))),[e.getSources]).filter(Boolean).map((function(e){return function(e,t){var n=[];return Promise.resolve(e(t)).then((function(e){return Promise.all(e.filter((function(e){return Boolean(e)})).map((function(e){if(e.sourceId,n.includes(e.sourceId))throw new Error("[Autocomplete] The `sourceId` ".concat(JSON.stringify(e.sourceId)," is not unique."));n.push(e.sourceId);var t={getItemInputValue:function(e){return e.state.query},getItemUrl:function(){},onSelect:function(e){(0,e.setIsOpen)(!1)},onActive:O,onResolve:O};Object.keys(t).forEach((function(e){t[e].__default=!0}));var r=te(te({},t),e);return Promise.resolve(r)})))}))}(e,n)}))).then((function(e){return m(e)})).then((function(e){return e.map((function(e){return he(he({},e),{},{onSelect:function(n){e.onSelect(n),t.forEach((function(e){var t;return null===(t=e.onSelect)||void 0===t?void 0:t.call(e,n)}))},onActive:function(n){e.onActive(n),t.forEach((function(e){var t;return null===(t=e.onActive)||void 0===t?void 0:t.call(e,n)}))},onResolve:function(n){e.onResolve(n),t.forEach((function(e){var t;return null===(t=e.onResolve)||void 0===t?void 0:t.call(e,n)}))}})}))}))},navigator:he({navigate:function(e){var t=e.itemUrl;r.location.assign(t)},navigateNewTab:function(e){var t=e.itemUrl,n=r.open(t,"_blank","noopener");null==n||n.focus()},navigateNewWindow:function(e){var t=e.itemUrl;r.open(t,"_blank","noopener")}},e.navigator)})}function Se(e){return Se="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(e){return typeof e}:function(e){return e&&"function"==typeof Symbol&&e.constructor===Symbol&&e!==Symbol.prototype?"symbol":typeof e},Se(e)}function je(e,t){var n=Object.keys(e);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(e);t&&(r=r.filter((function(t){return Object.getOwnPropertyDescriptor(e,t).enumerable}))),n.push.apply(n,r)}return n}function Pe(e){for(var t=1;te.length)&&(t=e.length);for(var n=0,r=new Array(t);n=0||(o[n]=e[n]);return o}(e,t);if(Object.getOwnPropertySymbols){var i=Object.getOwnPropertySymbols(e);for(r=0;r=0||Object.prototype.propertyIsEnumerable.call(e,n)&&(o[n]=e[n])}return o}var He,Ve,We,Ke=null,Qe=(He=-1,Ve=-1,We=void 0,function(e){var t=++He;return Promise.resolve(e).then((function(e){return We&&t=0||(o[n]=e[n]);return o}(e,t);if(Object.getOwnPropertySymbols){var i=Object.getOwnPropertySymbols(e);for(r=0;r=0||Object.prototype.propertyIsEnumerable.call(e,n)&&(o[n]=e[n])}return o}function et(e){return et="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(e){return typeof e}:function(e){return e&&"function"==typeof Symbol&&e.constructor===Symbol&&e!==Symbol.prototype?"symbol":typeof e},et(e)}var tt=["props","refresh","store"],nt=["inputElement","formElement","panelElement"],rt=["inputElement"],ot=["inputElement","maxLength"],it=["source"],ut=["item","source"];function at(e,t){var n=Object.keys(e);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(e);t&&(r=r.filter((function(t){return Object.getOwnPropertyDescriptor(e,t).enumerable}))),n.push.apply(n,r)}return n}function lt(e){for(var t=1;t=0||(o[n]=e[n]);return o}(e,t);if(Object.getOwnPropertySymbols){var i=Object.getOwnPropertySymbols(e);for(r=0;r=0||Object.prototype.propertyIsEnumerable.call(e,n)&&(o[n]=e[n])}return o}function ft(e){var t=e.props,n=e.refresh,r=e.store,o=st(e,tt);return{getEnvironmentProps:function(e){var n=e.inputElement,o=e.formElement,i=e.panelElement;function u(e){!r.getState().isOpen&&r.pendingRequests.isEmpty()||e.target===n||!1===[o,i].some((function(t){return n=t,r=e.target,n===r||n.contains(r);var n,r}))&&(r.dispatch("blur",null),t.debug||r.pendingRequests.cancelAll())}return lt({onTouchStart:u,onMouseDown:u,onTouchMove:function(e){!1!==r.getState().isOpen&&n===t.environment.document.activeElement&&e.target!==n&&n.blur()}},st(e,nt))},getRootProps:function(e){return lt({role:"combobox","aria-expanded":r.getState().isOpen,"aria-haspopup":"listbox","aria-owns":r.getState().isOpen?r.getState().collections.map((function(e){var n=e.source;return ie(t.id,"list",n)})).join(" "):void 0,"aria-labelledby":ie(t.id,"label")},e)},getFormProps:function(e){return e.inputElement,lt({action:"",noValidate:!0,role:"search",onSubmit:function(i){var u;i.preventDefault(),t.onSubmit(lt({event:i,refresh:n,state:r.getState()},o)),r.dispatch("submit",null),null===(u=e.inputElement)||void 0===u||u.blur()},onReset:function(i){var u;i.preventDefault(),t.onReset(lt({event:i,refresh:n,state:r.getState()},o)),r.dispatch("reset",null),null===(u=e.inputElement)||void 0===u||u.focus()}},st(e,rt))},getLabelProps:function(e){return lt({htmlFor:ie(t.id,"input"),id:ie(t.id,"label")},e)},getInputProps:function(e){var i;function u(e){(t.openOnFocus||Boolean(r.getState().query))&&$e(lt({event:e,props:t,query:r.getState().completion||r.getState().query,refresh:n,store:r},o)),r.dispatch("focus",null)}var a=e||{};a.inputElement;var l=a.maxLength,c=void 0===l?512:l,s=st(a,ot),f=oe(r.getState()),p=function(e){return Boolean(e&&e.match(ue))}((null===(i=t.environment.navigator)||void 0===i?void 0:i.userAgent)||""),m=t.enterKeyHint||(null!=f&&f.itemUrl&&!p?"go":"search");return lt({"aria-autocomplete":"both","aria-activedescendant":r.getState().isOpen&&null!==r.getState().activeItemId?ie(t.id,"item-".concat(r.getState().activeItemId),null==f?void 0:f.source):void 0,"aria-controls":r.getState().isOpen?r.getState().collections.map((function(e){var n=e.source;return ie(t.id,"list",n)})).join(" "):void 0,"aria-labelledby":ie(t.id,"label"),value:r.getState().completion||r.getState().query,id:ie(t.id,"input"),autoComplete:"off",autoCorrect:"off",autoCapitalize:"off",enterKeyHint:m,spellCheck:"false",autoFocus:t.autoFocus,placeholder:t.placeholder,maxLength:c,type:"search",onChange:function(e){$e(lt({event:e,props:t,query:e.currentTarget.value.slice(0,c),refresh:n,store:r},o))},onKeyDown:function(e){!function(e){var t=e.event,n=e.props,r=e.refresh,o=e.store,i=Ze(e,Ge);if("ArrowUp"===t.key||"ArrowDown"===t.key){var u=function(){var e=oe(o.getState()),t=n.environment.document.getElementById(ie(n.id,"item-".concat(o.getState().activeItemId),null==e?void 0:e.source));t&&(t.scrollIntoViewIfNeeded?t.scrollIntoViewIfNeeded(!1):t.scrollIntoView(!1))},a=function(){var e=oe(o.getState());if(null!==o.getState().activeItemId&&e){var n=e.item,u=e.itemInputValue,a=e.itemUrl,l=e.source;l.onActive(Xe({event:t,item:n,itemInputValue:u,itemUrl:a,refresh:r,source:l,state:o.getState()},i))}};t.preventDefault(),!1===o.getState().isOpen&&(n.openOnFocus||Boolean(o.getState().query))?$e(Xe({event:t,props:n,query:o.getState().query,refresh:r,store:o},i)).then((function(){o.dispatch(t.key,{nextActiveItemId:n.defaultActiveItemId}),a(),setTimeout(u,0)})):(o.dispatch(t.key,{}),a(),u())}else if("Escape"===t.key)t.preventDefault(),o.dispatch(t.key,null),o.pendingRequests.cancelAll();else if("Tab"===t.key)o.dispatch("blur",null),o.pendingRequests.cancelAll();else if("Enter"===t.key){if(null===o.getState().activeItemId||o.getState().collections.every((function(e){return 0===e.items.length})))return void(n.debug||o.pendingRequests.cancelAll());t.preventDefault();var l=oe(o.getState()),c=l.item,s=l.itemInputValue,f=l.itemUrl,p=l.source;if(t.metaKey||t.ctrlKey)void 0!==f&&(p.onSelect(Xe({event:t,item:c,itemInputValue:s,itemUrl:f,refresh:r,source:p,state:o.getState()},i)),n.navigator.navigateNewTab({itemUrl:f,item:c,state:o.getState()}));else if(t.shiftKey)void 0!==f&&(p.onSelect(Xe({event:t,item:c,itemInputValue:s,itemUrl:f,refresh:r,source:p,state:o.getState()},i)),n.navigator.navigateNewWindow({itemUrl:f,item:c,state:o.getState()}));else if(t.altKey);else{if(void 0!==f)return p.onSelect(Xe({event:t,item:c,itemInputValue:s,itemUrl:f,refresh:r,source:p,state:o.getState()},i)),void n.navigator.navigate({itemUrl:f,item:c,state:o.getState()});$e(Xe({event:t,nextState:{isOpen:!1},props:n,query:s,refresh:r,store:o},i)).then((function(){p.onSelect(Xe({event:t,item:c,itemInputValue:s,itemUrl:f,refresh:r,source:p,state:o.getState()},i))}))}}}(lt({event:e,props:t,refresh:n,store:r},o))},onFocus:u,onBlur:O,onClick:function(n){e.inputElement!==t.environment.document.activeElement||r.getState().isOpen||u(n)}},s)},getPanelProps:function(e){return lt({onMouseDown:function(e){e.preventDefault()},onMouseLeave:function(){r.dispatch("mouseleave",null)}},e)},getListProps:function(e){var n=e||{},r=n.source,o=st(n,it);return lt({role:"listbox","aria-labelledby":ie(t.id,"label"),id:ie(t.id,"list",r)},o)},getItemProps:function(e){var i=e.item,u=e.source,a=st(e,ut);return lt({id:ie(t.id,"item-".concat(i.__autocomplete_id),u),role:"option","aria-selected":r.getState().activeItemId===i.__autocomplete_id,onMouseMove:function(e){if(i.__autocomplete_id!==r.getState().activeItemId){r.dispatch("mousemove",i.__autocomplete_id);var t=oe(r.getState());if(null!==r.getState().activeItemId&&t){var u=t.item,a=t.itemInputValue,l=t.itemUrl,c=t.source;c.onActive(lt({event:e,item:u,itemInputValue:a,itemUrl:l,refresh:n,source:c,state:r.getState()},o))}}},onMouseDown:function(e){e.preventDefault()},onClick:function(e){var a=u.getItemInputValue({item:i,state:r.getState()}),l=u.getItemUrl({item:i,state:r.getState()});(l?Promise.resolve():$e(lt({event:e,nextState:{isOpen:!1},props:t,query:a,refresh:n,store:r},o))).then((function(){u.onSelect(lt({event:e,item:i,itemInputValue:a,itemUrl:l,refresh:n,source:u,state:r.getState()},o))}))}},a)}}}function pt(e){return pt="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(e){return typeof e}:function(e){return e&&"function"==typeof Symbol&&e.constructor===Symbol&&e!==Symbol.prototype?"symbol":typeof e},pt(e)}function mt(e,t){var n=Object.keys(e);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(e);t&&(r=r.filter((function(t){return Object.getOwnPropertyDescriptor(e,t).enumerable}))),n.push.apply(n,r)}return n}function vt(e){for(var t=1;t=5&&((o||!e&&5===r)&&(u.push(r,0,o,n),r=6),e&&(u.push(r,e,0,n),r=6)),o=""},l=0;l"===t?(r=1,o=""):o=t+o[0]:i?t===i?i="":o+=t:'"'===t||"'"===t?i=t:">"===t?(a(),r=1):r&&("="===t?(r=5,n=o,o=""):"/"===t&&(r<5||">"===e[l][c+1])?(a(),3===r&&(u=u[0]),r=u,(u=u[0]).push(2,0,r),r=0):" "===t||"\t"===t||"\n"===t||"\r"===t?(a(),r=2):o+=t),3===r&&"!--"===o&&(r=4,u=u[0])}return a(),u}(e)),t),arguments,[])).length>1?t:t[0]}var kt=function(e){var t=e.environment,n=t.document.createElementNS("http://www.w3.org/2000/svg","svg");n.setAttribute("class","aa-ClearIcon"),n.setAttribute("viewBox","0 0 24 24"),n.setAttribute("width","18"),n.setAttribute("height","18"),n.setAttribute("fill","currentColor");var r=t.document.createElementNS("http://www.w3.org/2000/svg","path");return r.setAttribute("d","M5.293 6.707l5.293 5.293-5.293 5.293c-0.391 0.391-0.391 1.024 0 1.414s1.024 0.391 1.414 0l5.293-5.293 5.293 5.293c0.391 0.391 1.024 0.391 1.414 0s0.391-1.024 0-1.414l-5.293-5.293 5.293-5.293c0.391-0.391 0.391-1.024 0-1.414s-1.024-0.391-1.414 0l-5.293 5.293-5.293-5.293c-0.391-0.391-1.024-0.391-1.414 0s-0.391 1.024 0 1.414z"),n.appendChild(r),n};function xt(e,t){if("string"==typeof t){var n=e.document.querySelector(t);return"The element ".concat(JSON.stringify(t)," is not in the document."),n}return t}function Nt(){for(var e=arguments.length,t=new Array(e),n=0;n2&&(u.children=arguments.length>3?Jt.call(arguments,2):n),"function"==typeof e&&null!=e.defaultProps)for(i in e.defaultProps)void 0===u[i]&&(u[i]=e.defaultProps[i]);return sn(e,u,r,o,null)}function sn(e,t,n,r,o){var i={type:e,props:t,key:n,ref:r,__k:null,__:null,__b:0,__e:null,__d:void 0,__c:null,__h:null,constructor:void 0,__v:null==o?++Yt:o};return null==o&&null!=Xt.vnode&&Xt.vnode(i),i}function fn(e){return e.children}function pn(e,t){this.props=e,this.context=t}function mn(e,t){if(null==t)return e.__?mn(e.__,e.__.__k.indexOf(e)+1):null;for(var n;tt&&Zt.sort(nn));yn.__r=0}function bn(e,t,n,r,o,i,u,a,l,c){var s,f,p,m,v,d,y,b=r&&r.__k||on,g=b.length;for(n.__k=[],s=0;s0?sn(m.type,m.props,m.key,m.ref?m.ref:null,m.__v):m)){if(m.__=n,m.__b=n.__b+1,null===(p=b[s])||p&&m.key==p.key&&m.type===p.type)b[s]=void 0;else for(f=0;f=0;t--)if((n=e.__k[t])&&(r=On(n)))return r;return null}function _n(e,t,n){"-"===t[0]?e.setProperty(t,null==n?"":n):e[t]=null==n?"":"number"!=typeof n||un.test(t)?n:n+"px"}function Sn(e,t,n,r,o){var i;e:if("style"===t)if("string"==typeof n)e.style.cssText=n;else{if("string"==typeof r&&(e.style.cssText=r=""),r)for(t in r)n&&t in n||_n(e.style,t,"");if(n)for(t in n)r&&n[t]===r[t]||_n(e.style,t,n[t])}else if("o"===t[0]&&"n"===t[1])i=t!==(t=t.replace(/Capture$/,"")),t=t.toLowerCase()in e?t.toLowerCase().slice(2):t.slice(2),e.l||(e.l={}),e.l[t+i]=n,n?r||e.addEventListener(t,i?Pn:jn,i):e.removeEventListener(t,i?Pn:jn,i);else if("dangerouslySetInnerHTML"!==t){if(o)t=t.replace(/xlink(H|:h)/,"h").replace(/sName$/,"s");else if("width"!==t&&"height"!==t&&"href"!==t&&"list"!==t&&"form"!==t&&"tabIndex"!==t&&"download"!==t&&t in e)try{e[t]=null==n?"":n;break e}catch(e){}"function"==typeof n||(null==n||!1===n&&"-"!==t[4]?e.removeAttribute(t):e.setAttribute(t,n))}}function jn(e){return this.l[e.type+!1](Xt.event?Xt.event(e):e)}function Pn(e){return this.l[e.type+!0](Xt.event?Xt.event(e):e)}function wn(e,t,n,r,o,i,u,a,l){var c,s,f,p,m,v,d,y,b,g,h,O,_,S,j,P=t.type;if(void 0!==t.constructor)return null;null!=n.__h&&(l=n.__h,a=t.__e=n.__e,t.__h=null,i=[a]),(c=Xt.__b)&&c(t);try{e:if("function"==typeof P){if(y=t.props,b=(c=P.contextType)&&r[c.__c],g=c?b?b.props.value:c.__:r,n.__c?d=(s=t.__c=n.__c).__=s.__E:("prototype"in P&&P.prototype.render?t.__c=s=new P(y,g):(t.__c=s=new pn(y,g),s.constructor=P,s.render=Cn),b&&b.sub(s),s.props=y,s.state||(s.state={}),s.context=g,s.__n=r,f=s.__d=!0,s.__h=[],s._sb=[]),null==s.__s&&(s.__s=s.state),null!=P.getDerivedStateFromProps&&(s.__s==s.state&&(s.__s=an({},s.__s)),an(s.__s,P.getDerivedStateFromProps(y,s.__s))),p=s.props,m=s.state,s.__v=t,f)null==P.getDerivedStateFromProps&&null!=s.componentWillMount&&s.componentWillMount(),null!=s.componentDidMount&&s.__h.push(s.componentDidMount);else{if(null==P.getDerivedStateFromProps&&y!==p&&null!=s.componentWillReceiveProps&&s.componentWillReceiveProps(y,g),!s.__e&&null!=s.shouldComponentUpdate&&!1===s.shouldComponentUpdate(y,s.__s,g)||t.__v===n.__v){for(t.__v!==n.__v&&(s.props=y,s.state=s.__s,s.__d=!1),s.__e=!1,t.__e=n.__e,t.__k=n.__k,t.__k.forEach((function(e){e&&(e.__=t)})),h=0;h0&&void 0!==arguments[0]?arguments[0]:[];return{get:function(){return e},add:function(t){var n=e[e.length-1];(null==n?void 0:n.isHighlighted)===t.isHighlighted?e[e.length-1]={value:n.value+t.value,isHighlighted:n.isHighlighted}:e.push(t)}}}(n?[{value:n,isHighlighted:!1}]:[]);return t.forEach((function(e){var t=e.split(xn);r.add({value:t[0],isHighlighted:!0}),""!==t[1]&&r.add({value:t[1],isHighlighted:!1})})),r.get()}function Tn(e){return function(e){if(Array.isArray(e))return qn(e)}(e)||function(e){if("undefined"!=typeof Symbol&&null!=e[Symbol.iterator]||null!=e["@@iterator"])return Array.from(e)}(e)||function(e,t){if(!e)return;if("string"==typeof e)return qn(e,t);var n=Object.prototype.toString.call(e).slice(8,-1);"Object"===n&&e.constructor&&(n=e.constructor.name);if("Map"===n||"Set"===n)return Array.from(e);if("Arguments"===n||/^(?:Ui|I)nt(?:8|16|32)(?:Clamped)?Array$/.test(n))return qn(e,t)}(e)||function(){throw new TypeError("Invalid attempt to spread non-iterable instance.\nIn order to be iterable, non-array objects must have a [Symbol.iterator]() method.")}()}function qn(e,t){(null==t||t>e.length)&&(t=e.length);for(var n=0,r=new Array(t);n",""":'"',"'":"'"},Fn=new RegExp(/\w/i),Ln=/&(amp|quot|lt|gt|#39);/g,Un=RegExp(Ln.source);function Mn(e,t){var n,r,o,i=e[t],u=(null===(n=e[t+1])||void 0===n?void 0:n.isHighlighted)||!0,a=(null===(r=e[t-1])||void 0===r?void 0:r.isHighlighted)||!0;return Fn.test((o=i.value)&&Un.test(o)?o.replace(Ln,(function(e){return Rn[e]})):o)||a!==u?i.isHighlighted:a}function Hn(e){return Hn="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(e){return typeof e}:function(e){return e&&"function"==typeof Symbol&&e.constructor===Symbol&&e!==Symbol.prototype?"symbol":typeof e},Hn(e)}function Vn(e,t){var n=Object.keys(e);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(e);t&&(r=r.filter((function(t){return Object.getOwnPropertyDescriptor(e,t).enumerable}))),n.push.apply(n,r)}return n}function Wn(e){for(var t=1;te.length)&&(t=e.length);for(var n=0,r=new Array(t);n=0||(o[n]=e[n]);return o}(e,t);if(Object.getOwnPropertySymbols){var i=Object.getOwnPropertySymbols(e);for(r=0;r=0||Object.prototype.propertyIsEnumerable.call(e,n)&&(o[n]=e[n])}return o}function ur(e){return function(e){if(Array.isArray(e))return ar(e)}(e)||function(e){if("undefined"!=typeof Symbol&&null!=e[Symbol.iterator]||null!=e["@@iterator"])return Array.from(e)}(e)||function(e,t){if(!e)return;if("string"==typeof e)return ar(e,t);var n=Object.prototype.toString.call(e).slice(8,-1);"Object"===n&&e.constructor&&(n=e.constructor.name);if("Map"===n||"Set"===n)return Array.from(e);if("Arguments"===n||/^(?:Ui|I)nt(?:8|16|32)(?:Clamped)?Array$/.test(n))return ar(e,t)}(e)||function(){throw new TypeError("Invalid attempt to spread non-iterable instance.\nIn order to be iterable, non-array objects must have a [Symbol.iterator]() method.")}()}function ar(e,t){(null==t||t>e.length)&&(t=e.length);for(var n=0,r=new Array(t);n0;if(!O.value.core.openOnFocus&&!t.query)return n;var r=Boolean(y.current||O.value.renderer.renderNoResults);return!n&&r||n},__autocomplete_metadata:{userAgents:br,options:e}}))})),j=f(n({collections:[],completion:null,context:{},isOpen:!1,query:"",activeItemId:null,status:"idle"},O.value.core.initialState)),P={getEnvironmentProps:O.value.renderer.getEnvironmentProps,getFormProps:O.value.renderer.getFormProps,getInputProps:O.value.renderer.getInputProps,getItemProps:O.value.renderer.getItemProps,getLabelProps:O.value.renderer.getLabelProps,getListProps:O.value.renderer.getListProps,getPanelProps:O.value.renderer.getPanelProps,getRootProps:O.value.renderer.getRootProps},w={setActiveItemId:S.value.setActiveItemId,setQuery:S.value.setQuery,setCollections:S.value.setCollections,setIsOpen:S.value.setIsOpen,setStatus:S.value.setStatus,setContext:S.value.setContext,refresh:S.value.refresh,navigator:S.value.navigator},I=m((function(){return Ct.bind(O.value.renderer.renderer.createElement)})),A=m((function(){return Gt({autocomplete:S.value,autocompleteScopeApi:w,classNames:O.value.renderer.classNames,environment:O.value.core.environment,isDetached:_.value,placeholder:O.value.core.placeholder,propGetters:P,setIsModalOpen:k,state:j.current,translations:O.value.renderer.translations})}));function E(){Ht(A.value.panel,{style:_.value?{}:yr({panelPlacement:O.value.renderer.panelPlacement,container:A.value.root,form:A.value.form,environment:O.value.core.environment})})}function D(e){j.current=e;var t={autocomplete:S.value,autocompleteScopeApi:w,classNames:O.value.renderer.classNames,components:O.value.renderer.components,container:O.value.renderer.container,html:I.value,dom:A.value,panelContainer:_.value?A.value.detachedContainer:O.value.renderer.panelContainer,propGetters:P,state:j.current,renderer:O.value.renderer.renderer},r=!b(e)&&!y.current&&O.value.renderer.renderNoResults||O.value.renderer.render;!function(e){var t=e.autocomplete,r=e.autocompleteScopeApi,o=e.dom,i=e.propGetters,u=e.state;Vt(o.root,i.getRootProps(n({state:u,props:t.getRootProps({})},r))),Vt(o.input,i.getInputProps(n({state:u,props:t.getInputProps({inputElement:o.input}),inputElement:o.input},r))),Ht(o.label,{hidden:"stalled"===u.status}),Ht(o.loadingIndicator,{hidden:"stalled"!==u.status}),Ht(o.clearButton,{hidden:!u.query}),Ht(o.detachedSearchButtonQuery,{textContent:u.query}),Ht(o.detachedSearchButtonPlaceholder,{hidden:Boolean(u.query)})}(t),function(e,t){var r=t.autocomplete,o=t.autocompleteScopeApi,u=t.classNames,a=t.html,l=t.dom,c=t.panelContainer,s=t.propGetters,f=t.state,p=t.components,m=t.renderer;if(f.isOpen){c.contains(l.panel)||"loading"===f.status||c.appendChild(l.panel),l.panel.classList.toggle("aa-Panel--stalled","stalled"===f.status);var v=f.collections.filter((function(e){var t=e.source,n=e.items;return t.templates.noResults||n.length>0})).map((function(e,t){var l=e.source,c=e.items;return m.createElement("section",{key:t,className:u.source,"data-autocomplete-source-id":l.sourceId},l.templates.header&&m.createElement("div",{className:u.sourceHeader},l.templates.header({components:p,createElement:m.createElement,Fragment:m.Fragment,items:c,source:l,state:f,html:a})),l.templates.noResults&&0===c.length?m.createElement("div",{className:u.sourceNoResults},l.templates.noResults({components:p,createElement:m.createElement,Fragment:m.Fragment,source:l,state:f,html:a})):m.createElement("ul",i({className:u.list},s.getListProps(n({state:f,props:r.getListProps({source:l})},o))),c.map((function(e){var t=r.getItemProps({item:e,source:l});return m.createElement("li",i({key:t.id,className:u.item},s.getItemProps(n({state:f,props:t},o))),l.templates.item({components:p,createElement:m.createElement,Fragment:m.Fragment,item:e,state:f,html:a}))}))),l.templates.footer&&m.createElement("div",{className:u.sourceFooter},l.templates.footer({components:p,createElement:m.createElement,Fragment:m.Fragment,items:c,source:l,state:f,html:a})))})),d=m.createElement(m.Fragment,null,m.createElement("div",{className:u.panelLayout},v),m.createElement("div",{className:"aa-GradientBottom"})),y=v.reduce((function(e,t){return e[t.props["data-autocomplete-source-id"]]=t,e}),{});e(n(n({children:d,state:f,sections:v,elements:y},m),{},{components:p,html:a},o),l.panel)}else c.contains(l.panel)&&c.removeChild(l.panel)}(r,t)}function C(){var e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:{};l();var t=O.value.renderer,n=t.components,r=u(t,gr);g.current=qt(r,O.value.core,{components:Bt(n,(function(e){return!e.value.hasOwnProperty("__autocomplete_componentName")})),initialState:j.current},e),v(),c(),S.value.refresh().then((function(){D(j.current)}))}function k(e){requestAnimationFrame((function(){var t=O.value.core.environment.document.body.contains(A.value.detachedOverlay);e!==t&&(e?(O.value.core.environment.document.body.appendChild(A.value.detachedOverlay),O.value.core.environment.document.body.classList.add("aa-Detached"),A.value.input.focus()):(O.value.core.environment.document.body.removeChild(A.value.detachedOverlay),O.value.core.environment.document.body.classList.remove("aa-Detached")))}))}return a((function(){var e=S.value.getEnvironmentProps({formElement:A.value.form,panelElement:A.value.panel,inputElement:A.value.input});return Ht(O.value.core.environment,e),function(){Ht(O.value.core.environment,Object.keys(e).reduce((function(e,t){return n(n({},e),{},o({},t,void 0))}),{}))}})),a((function(){var e=_.value?O.value.core.environment.document.body:O.value.renderer.panelContainer,t=_.value?A.value.detachedOverlay:A.value.panel;return _.value&&j.current.isOpen&&k(!0),D(j.current),function(){e.contains(t)&&e.removeChild(t)}})),a((function(){var e=O.value.renderer.container;return e.appendChild(A.value.root),function(){e.removeChild(A.value.root)}})),a((function(){var e=p((function(e){D(e.state)}),0);return h.current=function(t){var n=t.state,r=t.prevState;(_.value&&r.isOpen!==n.isOpen&&k(n.isOpen),_.value||!n.isOpen||r.isOpen||E(),n.query!==r.query)&&O.value.core.environment.document.querySelectorAll(".aa-Panel--scrollable").forEach((function(e){0!==e.scrollTop&&(e.scrollTop=0)}));e({state:n})},function(){h.current=void 0}})),a((function(){var e=p((function(){var e=_.value;_.value=O.value.core.environment.matchMedia(O.value.renderer.detachedMediaQuery).matches,e!==_.value?C({}):requestAnimationFrame(E)}),20);return O.value.core.environment.addEventListener("resize",e),function(){O.value.core.environment.removeEventListener("resize",e)}})),a((function(){if(!_.value)return function(){};function e(e){A.value.detachedContainer.classList.toggle("aa-DetachedContainer--modal",e)}function t(t){e(t.matches)}var n=O.value.core.environment.matchMedia(getComputedStyle(O.value.core.environment.document.documentElement).getPropertyValue("--aa-detached-modal-media-query"));e(n.matches);var r=Boolean(n.addEventListener);return r?n.addEventListener("change",t):n.addListener(t),function(){r?n.removeEventListener("change",t):n.removeListener(t)}})),a((function(){return requestAnimationFrame(E),function(){}})),n(n({},w),{},{update:C,destroy:function(){l()}})},e.getAlgoliaFacets=function(e){var t=hr({transformResponse:function(e){return e.facetHits}}),r=e.queries.map((function(e){return n(n({},e),{},{type:"facet"})}));return t(n(n({},e),{},{queries:r}))},e.getAlgoliaResults=Or,Object.defineProperty(e,"__esModule",{value:!0})})); + diff --git a/assignments2023/site_libs/quarto-search/fuse.min.js b/assignments2023/site_libs/quarto-search/fuse.min.js new file mode 100644 index 00000000..adc28356 --- /dev/null +++ b/assignments2023/site_libs/quarto-search/fuse.min.js @@ -0,0 +1,9 @@ +/** + * Fuse.js v6.6.2 - Lightweight fuzzy-search (http://fusejs.io) + * + * Copyright (c) 2022 Kiro Risk (http://kiro.me) + * All Rights Reserved. Apache Software License 2.0 + * + * http://www.apache.org/licenses/LICENSE-2.0 + */ +var e,t;e=this,t=function(){"use strict";function e(e,t){var n=Object.keys(e);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(e);t&&(r=r.filter((function(t){return Object.getOwnPropertyDescriptor(e,t).enumerable}))),n.push.apply(n,r)}return n}function t(t){for(var n=1;ne.length)&&(t=e.length);for(var n=0,r=new Array(t);n0&&void 0!==arguments[0]?arguments[0]:1,t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:3,n=new Map,r=Math.pow(10,t);return{get:function(t){var i=t.match(C).length;if(n.has(i))return n.get(i);var o=1/Math.pow(i,.5*e),c=parseFloat(Math.round(o*r)/r);return n.set(i,c),c},clear:function(){n.clear()}}}var $=function(){function e(){var t=arguments.length>0&&void 0!==arguments[0]?arguments[0]:{},n=t.getFn,i=void 0===n?I.getFn:n,o=t.fieldNormWeight,c=void 0===o?I.fieldNormWeight:o;r(this,e),this.norm=E(c,3),this.getFn=i,this.isCreated=!1,this.setIndexRecords()}return o(e,[{key:"setSources",value:function(){var e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:[];this.docs=e}},{key:"setIndexRecords",value:function(){var e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:[];this.records=e}},{key:"setKeys",value:function(){var e=this,t=arguments.length>0&&void 0!==arguments[0]?arguments[0]:[];this.keys=t,this._keysMap={},t.forEach((function(t,n){e._keysMap[t.id]=n}))}},{key:"create",value:function(){var e=this;!this.isCreated&&this.docs.length&&(this.isCreated=!0,g(this.docs[0])?this.docs.forEach((function(t,n){e._addString(t,n)})):this.docs.forEach((function(t,n){e._addObject(t,n)})),this.norm.clear())}},{key:"add",value:function(e){var t=this.size();g(e)?this._addString(e,t):this._addObject(e,t)}},{key:"removeAt",value:function(e){this.records.splice(e,1);for(var t=e,n=this.size();t2&&void 0!==arguments[2]?arguments[2]:{},r=n.getFn,i=void 0===r?I.getFn:r,o=n.fieldNormWeight,c=void 0===o?I.fieldNormWeight:o,a=new $({getFn:i,fieldNormWeight:c});return a.setKeys(e.map(_)),a.setSources(t),a.create(),a}function R(e){var t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=t.errors,r=void 0===n?0:n,i=t.currentLocation,o=void 0===i?0:i,c=t.expectedLocation,a=void 0===c?0:c,s=t.distance,u=void 0===s?I.distance:s,h=t.ignoreLocation,l=void 0===h?I.ignoreLocation:h,f=r/e.length;if(l)return f;var d=Math.abs(a-o);return u?f+d/u:d?1:f}function N(){for(var e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:[],t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:I.minMatchCharLength,n=[],r=-1,i=-1,o=0,c=e.length;o=t&&n.push([r,i]),r=-1)}return e[o-1]&&o-r>=t&&n.push([r,o-1]),n}var P=32;function W(e){for(var t={},n=0,r=e.length;n1&&void 0!==arguments[1]?arguments[1]:{},o=i.location,c=void 0===o?I.location:o,a=i.threshold,s=void 0===a?I.threshold:a,u=i.distance,h=void 0===u?I.distance:u,l=i.includeMatches,f=void 0===l?I.includeMatches:l,d=i.findAllMatches,v=void 0===d?I.findAllMatches:d,g=i.minMatchCharLength,y=void 0===g?I.minMatchCharLength:g,p=i.isCaseSensitive,m=void 0===p?I.isCaseSensitive:p,k=i.ignoreLocation,M=void 0===k?I.ignoreLocation:k;if(r(this,e),this.options={location:c,threshold:s,distance:h,includeMatches:f,findAllMatches:v,minMatchCharLength:y,isCaseSensitive:m,ignoreLocation:M},this.pattern=m?t:t.toLowerCase(),this.chunks=[],this.pattern.length){var b=function(e,t){n.chunks.push({pattern:e,alphabet:W(e),startIndex:t})},x=this.pattern.length;if(x>P){for(var w=0,L=x%P,S=x-L;w3&&void 0!==arguments[3]?arguments[3]:{},i=r.location,o=void 0===i?I.location:i,c=r.distance,a=void 0===c?I.distance:c,s=r.threshold,u=void 0===s?I.threshold:s,h=r.findAllMatches,l=void 0===h?I.findAllMatches:h,f=r.minMatchCharLength,d=void 0===f?I.minMatchCharLength:f,v=r.includeMatches,g=void 0===v?I.includeMatches:v,y=r.ignoreLocation,p=void 0===y?I.ignoreLocation:y;if(t.length>P)throw new Error(w(P));for(var m,k=t.length,M=e.length,b=Math.max(0,Math.min(o,M)),x=u,L=b,S=d>1||g,_=S?Array(M):[];(m=e.indexOf(t,L))>-1;){var O=R(t,{currentLocation:m,expectedLocation:b,distance:a,ignoreLocation:p});if(x=Math.min(O,x),L=m+k,S)for(var j=0;j=z;q-=1){var B=q-1,J=n[e.charAt(B)];if(S&&(_[B]=+!!J),K[q]=(K[q+1]<<1|1)&J,F&&(K[q]|=(A[q+1]|A[q])<<1|1|A[q+1]),K[q]&$&&(C=R(t,{errors:F,currentLocation:B,expectedLocation:b,distance:a,ignoreLocation:p}))<=x){if(x=C,(L=B)<=b)break;z=Math.max(1,2*b-L)}}if(R(t,{errors:F+1,currentLocation:b,expectedLocation:b,distance:a,ignoreLocation:p})>x)break;A=K}var U={isMatch:L>=0,score:Math.max(.001,C)};if(S){var V=N(_,d);V.length?g&&(U.indices=V):U.isMatch=!1}return U}(e,n,i,{location:c+o,distance:a,threshold:s,findAllMatches:u,minMatchCharLength:h,includeMatches:r,ignoreLocation:l}),p=y.isMatch,m=y.score,k=y.indices;p&&(g=!0),v+=m,p&&k&&(d=[].concat(f(d),f(k)))}));var y={isMatch:g,score:g?v/this.chunks.length:1};return g&&r&&(y.indices=d),y}}]),e}(),z=function(){function e(t){r(this,e),this.pattern=t}return o(e,[{key:"search",value:function(){}}],[{key:"isMultiMatch",value:function(e){return D(e,this.multiRegex)}},{key:"isSingleMatch",value:function(e){return D(e,this.singleRegex)}}]),e}();function D(e,t){var n=e.match(t);return n?n[1]:null}var K=function(e){a(n,e);var t=l(n);function n(e){return r(this,n),t.call(this,e)}return o(n,[{key:"search",value:function(e){var t=e===this.pattern;return{isMatch:t,score:t?0:1,indices:[0,this.pattern.length-1]}}}],[{key:"type",get:function(){return"exact"}},{key:"multiRegex",get:function(){return/^="(.*)"$/}},{key:"singleRegex",get:function(){return/^=(.*)$/}}]),n}(z),q=function(e){a(n,e);var t=l(n);function n(e){return r(this,n),t.call(this,e)}return o(n,[{key:"search",value:function(e){var t=-1===e.indexOf(this.pattern);return{isMatch:t,score:t?0:1,indices:[0,e.length-1]}}}],[{key:"type",get:function(){return"inverse-exact"}},{key:"multiRegex",get:function(){return/^!"(.*)"$/}},{key:"singleRegex",get:function(){return/^!(.*)$/}}]),n}(z),B=function(e){a(n,e);var t=l(n);function n(e){return r(this,n),t.call(this,e)}return o(n,[{key:"search",value:function(e){var t=e.startsWith(this.pattern);return{isMatch:t,score:t?0:1,indices:[0,this.pattern.length-1]}}}],[{key:"type",get:function(){return"prefix-exact"}},{key:"multiRegex",get:function(){return/^\^"(.*)"$/}},{key:"singleRegex",get:function(){return/^\^(.*)$/}}]),n}(z),J=function(e){a(n,e);var t=l(n);function n(e){return r(this,n),t.call(this,e)}return o(n,[{key:"search",value:function(e){var t=!e.startsWith(this.pattern);return{isMatch:t,score:t?0:1,indices:[0,e.length-1]}}}],[{key:"type",get:function(){return"inverse-prefix-exact"}},{key:"multiRegex",get:function(){return/^!\^"(.*)"$/}},{key:"singleRegex",get:function(){return/^!\^(.*)$/}}]),n}(z),U=function(e){a(n,e);var t=l(n);function n(e){return r(this,n),t.call(this,e)}return o(n,[{key:"search",value:function(e){var t=e.endsWith(this.pattern);return{isMatch:t,score:t?0:1,indices:[e.length-this.pattern.length,e.length-1]}}}],[{key:"type",get:function(){return"suffix-exact"}},{key:"multiRegex",get:function(){return/^"(.*)"\$$/}},{key:"singleRegex",get:function(){return/^(.*)\$$/}}]),n}(z),V=function(e){a(n,e);var t=l(n);function n(e){return r(this,n),t.call(this,e)}return o(n,[{key:"search",value:function(e){var t=!e.endsWith(this.pattern);return{isMatch:t,score:t?0:1,indices:[0,e.length-1]}}}],[{key:"type",get:function(){return"inverse-suffix-exact"}},{key:"multiRegex",get:function(){return/^!"(.*)"\$$/}},{key:"singleRegex",get:function(){return/^!(.*)\$$/}}]),n}(z),G=function(e){a(n,e);var t=l(n);function n(e){var i,o=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},c=o.location,a=void 0===c?I.location:c,s=o.threshold,u=void 0===s?I.threshold:s,h=o.distance,l=void 0===h?I.distance:h,f=o.includeMatches,d=void 0===f?I.includeMatches:f,v=o.findAllMatches,g=void 0===v?I.findAllMatches:v,y=o.minMatchCharLength,p=void 0===y?I.minMatchCharLength:y,m=o.isCaseSensitive,k=void 0===m?I.isCaseSensitive:m,M=o.ignoreLocation,b=void 0===M?I.ignoreLocation:M;return r(this,n),(i=t.call(this,e))._bitapSearch=new T(e,{location:a,threshold:u,distance:l,includeMatches:d,findAllMatches:g,minMatchCharLength:p,isCaseSensitive:k,ignoreLocation:b}),i}return o(n,[{key:"search",value:function(e){return this._bitapSearch.searchIn(e)}}],[{key:"type",get:function(){return"fuzzy"}},{key:"multiRegex",get:function(){return/^"(.*)"$/}},{key:"singleRegex",get:function(){return/^(.*)$/}}]),n}(z),H=function(e){a(n,e);var t=l(n);function n(e){return r(this,n),t.call(this,e)}return o(n,[{key:"search",value:function(e){for(var t,n=0,r=[],i=this.pattern.length;(t=e.indexOf(this.pattern,n))>-1;)n=t+i,r.push([t,n-1]);var o=!!r.length;return{isMatch:o,score:o?0:1,indices:r}}}],[{key:"type",get:function(){return"include"}},{key:"multiRegex",get:function(){return/^'"(.*)"$/}},{key:"singleRegex",get:function(){return/^'(.*)$/}}]),n}(z),Q=[K,H,B,J,V,U,q,G],X=Q.length,Y=/ +(?=(?:[^\"]*\"[^\"]*\")*[^\"]*$)/;function Z(e){var t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{};return e.split("|").map((function(e){for(var n=e.trim().split(Y).filter((function(e){return e&&!!e.trim()})),r=[],i=0,o=n.length;i1&&void 0!==arguments[1]?arguments[1]:{},i=n.isCaseSensitive,o=void 0===i?I.isCaseSensitive:i,c=n.includeMatches,a=void 0===c?I.includeMatches:c,s=n.minMatchCharLength,u=void 0===s?I.minMatchCharLength:s,h=n.ignoreLocation,l=void 0===h?I.ignoreLocation:h,f=n.findAllMatches,d=void 0===f?I.findAllMatches:f,v=n.location,g=void 0===v?I.location:v,y=n.threshold,p=void 0===y?I.threshold:y,m=n.distance,k=void 0===m?I.distance:m;r(this,e),this.query=null,this.options={isCaseSensitive:o,includeMatches:a,minMatchCharLength:u,findAllMatches:d,ignoreLocation:l,location:g,threshold:p,distance:k},this.pattern=o?t:t.toLowerCase(),this.query=Z(this.pattern,this.options)}return o(e,[{key:"searchIn",value:function(e){var t=this.query;if(!t)return{isMatch:!1,score:1};var n=this.options,r=n.includeMatches;e=n.isCaseSensitive?e:e.toLowerCase();for(var i=0,o=[],c=0,a=0,s=t.length;a-1&&(n.refIndex=e.idx),t.matches.push(n)}}))}function ve(e,t){t.score=e.score}function ge(e,t){var n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=n.includeMatches,i=void 0===r?I.includeMatches:r,o=n.includeScore,c=void 0===o?I.includeScore:o,a=[];return i&&a.push(de),c&&a.push(ve),e.map((function(e){var n=e.idx,r={item:t[n],refIndex:n};return a.length&&a.forEach((function(t){t(e,r)})),r}))}var ye=function(){function e(n){var i=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},o=arguments.length>2?arguments[2]:void 0;r(this,e),this.options=t(t({},I),i),this.options.useExtendedSearch,this._keyStore=new S(this.options.keys),this.setCollection(n,o)}return o(e,[{key:"setCollection",value:function(e,t){if(this._docs=e,t&&!(t instanceof $))throw new Error("Incorrect 'index' type");this._myIndex=t||F(this.options.keys,this._docs,{getFn:this.options.getFn,fieldNormWeight:this.options.fieldNormWeight})}},{key:"add",value:function(e){k(e)&&(this._docs.push(e),this._myIndex.add(e))}},{key:"remove",value:function(){for(var e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:function(){return!1},t=[],n=0,r=this._docs.length;n1&&void 0!==arguments[1]?arguments[1]:{},n=t.limit,r=void 0===n?-1:n,i=this.options,o=i.includeMatches,c=i.includeScore,a=i.shouldSort,s=i.sortFn,u=i.ignoreFieldNorm,h=g(e)?g(this._docs[0])?this._searchStringList(e):this._searchObjectList(e):this._searchLogical(e);return fe(h,{ignoreFieldNorm:u}),a&&h.sort(s),y(r)&&r>-1&&(h=h.slice(0,r)),ge(h,this._docs,{includeMatches:o,includeScore:c})}},{key:"_searchStringList",value:function(e){var t=re(e,this.options),n=this._myIndex.records,r=[];return n.forEach((function(e){var n=e.v,i=e.i,o=e.n;if(k(n)){var c=t.searchIn(n),a=c.isMatch,s=c.score,u=c.indices;a&&r.push({item:n,idx:i,matches:[{score:s,value:n,norm:o,indices:u}]})}})),r}},{key:"_searchLogical",value:function(e){var t=this,n=function(e,t){var n=(arguments.length>2&&void 0!==arguments[2]?arguments[2]:{}).auto,r=void 0===n||n,i=function e(n){var i=Object.keys(n),o=ue(n);if(!o&&i.length>1&&!se(n))return e(le(n));if(he(n)){var c=o?n[ce]:i[0],a=o?n[ae]:n[c];if(!g(a))throw new Error(x(c));var s={keyId:j(c),pattern:a};return r&&(s.searcher=re(a,t)),s}var u={children:[],operator:i[0]};return i.forEach((function(t){var r=n[t];v(r)&&r.forEach((function(t){u.children.push(e(t))}))})),u};return se(e)||(e=le(e)),i(e)}(e,this.options),r=function e(n,r,i){if(!n.children){var o=n.keyId,c=n.searcher,a=t._findMatches({key:t._keyStore.get(o),value:t._myIndex.getValueForItemAtKeyId(r,o),searcher:c});return a&&a.length?[{idx:i,item:r,matches:a}]:[]}for(var s=[],u=0,h=n.children.length;u1&&void 0!==arguments[1]?arguments[1]:{},n=t.getFn,r=void 0===n?I.getFn:n,i=t.fieldNormWeight,o=void 0===i?I.fieldNormWeight:i,c=e.keys,a=e.records,s=new $({getFn:r,fieldNormWeight:o});return s.setKeys(c),s.setIndexRecords(a),s},ye.config=I,function(){ne.push.apply(ne,arguments)}(te),ye},"object"==typeof exports&&"undefined"!=typeof module?module.exports=t():"function"==typeof define&&define.amd?define(t):(e="undefined"!=typeof globalThis?globalThis:e||self).Fuse=t(); \ No newline at end of file diff --git a/assignments2023/site_libs/quarto-search/quarto-search.js b/assignments2023/site_libs/quarto-search/quarto-search.js new file mode 100644 index 00000000..5f723d72 --- /dev/null +++ b/assignments2023/site_libs/quarto-search/quarto-search.js @@ -0,0 +1,1286 @@ +const kQueryArg = "q"; +const kResultsArg = "show-results"; + +// If items don't provide a URL, then both the navigator and the onSelect +// function aren't called (and therefore, the default implementation is used) +// +// We're using this sentinel URL to signal to those handlers that this +// item is a more item (along with the type) and can be handled appropriately +const kItemTypeMoreHref = "0767FDFD-0422-4E5A-BC8A-3BE11E5BBA05"; + +window.document.addEventListener("DOMContentLoaded", function (_event) { + // Ensure that search is available on this page. If it isn't, + // should return early and not do anything + var searchEl = window.document.getElementById("quarto-search"); + if (!searchEl) return; + + const { autocomplete } = window["@algolia/autocomplete-js"]; + + let quartoSearchOptions = {}; + let language = {}; + const searchOptionEl = window.document.getElementById( + "quarto-search-options" + ); + if (searchOptionEl) { + const jsonStr = searchOptionEl.textContent; + quartoSearchOptions = JSON.parse(jsonStr); + language = quartoSearchOptions.language; + } + + // note the search mode + if (quartoSearchOptions.type === "overlay") { + searchEl.classList.add("type-overlay"); + } else { + searchEl.classList.add("type-textbox"); + } + + // Used to determine highlighting behavior for this page + // A `q` query param is expected when the user follows a search + // to this page + const currentUrl = new URL(window.location); + const query = currentUrl.searchParams.get(kQueryArg); + const showSearchResults = currentUrl.searchParams.get(kResultsArg); + const mainEl = window.document.querySelector("main"); + + // highlight matches on the page + if (query && mainEl) { + // perform any highlighting + highlight(escapeRegExp(query), mainEl); + + // fix up the URL to remove the q query param + const replacementUrl = new URL(window.location); + replacementUrl.searchParams.delete(kQueryArg); + window.history.replaceState({}, "", replacementUrl); + } + + // function to clear highlighting on the page when the search query changes + // (e.g. if the user edits the query or clears it) + let highlighting = true; + const resetHighlighting = (searchTerm) => { + if (mainEl && highlighting && query && searchTerm !== query) { + clearHighlight(query, mainEl); + highlighting = false; + } + }; + + // Clear search highlighting when the user scrolls sufficiently + const resetFn = () => { + resetHighlighting(""); + window.removeEventListener("quarto-hrChanged", resetFn); + window.removeEventListener("quarto-sectionChanged", resetFn); + }; + + // Register this event after the initial scrolling and settling of events + // on the page + window.addEventListener("quarto-hrChanged", resetFn); + window.addEventListener("quarto-sectionChanged", resetFn); + + // Responsively switch to overlay mode if the search is present on the navbar + // Note that switching the sidebar to overlay mode requires more coordinate (not just + // the media query since we generate different HTML for sidebar overlays than we do + // for sidebar input UI) + const detachedMediaQuery = + quartoSearchOptions.type === "overlay" ? "all" : "(max-width: 991px)"; + + // If configured, include the analytics client to send insights + const plugins = configurePlugins(quartoSearchOptions); + + let lastState = null; + const { setIsOpen, setQuery, setCollections } = autocomplete({ + container: searchEl, + detachedMediaQuery: detachedMediaQuery, + defaultActiveItemId: 0, + panelContainer: "#quarto-search-results", + panelPlacement: quartoSearchOptions["panel-placement"], + debug: false, + openOnFocus: true, + plugins, + classNames: { + form: "d-flex", + }, + placeholder: language["search-text-placeholder"], + translations: { + clearButtonTitle: language["search-clear-button-title"], + detachedCancelButtonText: language["search-detached-cancel-button-title"], + submitButtonTitle: language["search-submit-button-title"], + }, + initialState: { + query, + }, + getItemUrl({ item }) { + return item.href; + }, + onStateChange({ state }) { + // If this is a file URL, note that + + // Perhaps reset highlighting + resetHighlighting(state.query); + + // If the panel just opened, ensure the panel is positioned properly + if (state.isOpen) { + if (lastState && !lastState.isOpen) { + setTimeout(() => { + positionPanel(quartoSearchOptions["panel-placement"]); + }, 150); + } + } + + // Perhaps show the copy link + showCopyLink(state.query, quartoSearchOptions); + + lastState = state; + }, + reshape({ sources, state }) { + return sources.map((source) => { + try { + const items = source.getItems(); + + // Validate the items + validateItems(items); + + // group the items by document + const groupedItems = new Map(); + items.forEach((item) => { + const hrefParts = item.href.split("#"); + const baseHref = hrefParts[0]; + const isDocumentItem = hrefParts.length === 1; + + const items = groupedItems.get(baseHref); + if (!items) { + groupedItems.set(baseHref, [item]); + } else { + // If the href for this item matches the document + // exactly, place this item first as it is the item that represents + // the document itself + if (isDocumentItem) { + items.unshift(item); + } else { + items.push(item); + } + groupedItems.set(baseHref, items); + } + }); + + const reshapedItems = []; + let count = 1; + for (const [_key, value] of groupedItems) { + const firstItem = value[0]; + reshapedItems.push({ + ...firstItem, + type: kItemTypeDoc, + }); + + const collapseMatches = quartoSearchOptions["collapse-after"]; + const collapseCount = + typeof collapseMatches === "number" ? collapseMatches : 1; + + if (value.length > 1) { + const target = `search-more-${count}`; + const isExpanded = + state.context.expanded && + state.context.expanded.includes(target); + + const remainingCount = value.length - collapseCount; + + for (let i = 1; i < value.length; i++) { + if (collapseMatches && i === collapseCount) { + reshapedItems.push({ + target, + title: isExpanded + ? language["search-hide-matches-text"] + : remainingCount === 1 + ? `${remainingCount} ${language["search-more-match-text"]}` + : `${remainingCount} ${language["search-more-matches-text"]}`, + type: kItemTypeMore, + href: kItemTypeMoreHref, + }); + } + + if (isExpanded || !collapseMatches || i < collapseCount) { + reshapedItems.push({ + ...value[i], + type: kItemTypeItem, + target, + }); + } + } + } + count += 1; + } + + return { + ...source, + getItems() { + return reshapedItems; + }, + }; + } catch (error) { + // Some form of error occurred + return { + ...source, + getItems() { + return [ + { + title: error.name || "An Error Occurred While Searching", + text: + error.message || + "An unknown error occurred while attempting to perform the requested search.", + type: kItemTypeError, + }, + ]; + }, + }; + } + }); + }, + navigator: { + navigate({ itemUrl }) { + if (itemUrl !== offsetURL(kItemTypeMoreHref)) { + window.location.assign(itemUrl); + } + }, + navigateNewTab({ itemUrl }) { + if (itemUrl !== offsetURL(kItemTypeMoreHref)) { + const windowReference = window.open(itemUrl, "_blank", "noopener"); + if (windowReference) { + windowReference.focus(); + } + } + }, + navigateNewWindow({ itemUrl }) { + if (itemUrl !== offsetURL(kItemTypeMoreHref)) { + window.open(itemUrl, "_blank", "noopener"); + } + }, + }, + getSources({ state, setContext, setActiveItemId, refresh }) { + return [ + { + sourceId: "documents", + getItemUrl({ item }) { + if (item.href) { + return offsetURL(item.href); + } else { + return undefined; + } + }, + onSelect({ + item, + state, + setContext, + setIsOpen, + setActiveItemId, + refresh, + }) { + if (item.type === kItemTypeMore) { + toggleExpanded(item, state, setContext, setActiveItemId, refresh); + + // Toggle more + setIsOpen(true); + } + }, + getItems({ query }) { + if (query === null || query === "") { + return []; + } + + const limit = quartoSearchOptions.limit; + if (quartoSearchOptions.algolia) { + return algoliaSearch(query, limit, quartoSearchOptions.algolia); + } else { + // Fuse search options + const fuseSearchOptions = { + isCaseSensitive: false, + shouldSort: true, + minMatchCharLength: 2, + limit: limit, + }; + + return readSearchData().then(function (fuse) { + return fuseSearch(query, fuse, fuseSearchOptions); + }); + } + }, + templates: { + noResults({ createElement }) { + const hasQuery = lastState.query; + + return createElement( + "div", + { + class: `quarto-search-no-results${ + hasQuery ? "" : " no-query" + }`, + }, + language["search-no-results-text"] + ); + }, + header({ items, createElement }) { + // count the documents + const count = items.filter((item) => { + return item.type === kItemTypeDoc; + }).length; + + if (count > 0) { + return createElement( + "div", + { class: "search-result-header" }, + `${count} ${language["search-matching-documents-text"]}` + ); + } else { + return createElement( + "div", + { class: "search-result-header-no-results" }, + `` + ); + } + }, + footer({ _items, createElement }) { + if ( + quartoSearchOptions.algolia && + quartoSearchOptions.algolia["show-logo"] + ) { + const libDir = quartoSearchOptions.algolia["libDir"]; + const logo = createElement("img", { + src: offsetURL( + `${libDir}/quarto-search/search-by-algolia.svg` + ), + class: "algolia-search-logo", + }); + return createElement( + "a", + { href: "http://www.algolia.com/" }, + logo + ); + } + }, + + item({ item, createElement }) { + return renderItem( + item, + createElement, + state, + setActiveItemId, + setContext, + refresh, + quartoSearchOptions + ); + }, + }, + }, + ]; + }, + }); + + window.quartoOpenSearch = () => { + setIsOpen(false); + setIsOpen(true); + focusSearchInput(); + }; + + document.addEventListener("keyup", (event) => { + const { key } = event; + const kbds = quartoSearchOptions["keyboard-shortcut"]; + const focusedEl = document.activeElement; + + const isFormElFocused = [ + "input", + "select", + "textarea", + "button", + "option", + ].find((tag) => { + return focusedEl.tagName.toLowerCase() === tag; + }); + + if ( + kbds && + kbds.includes(key) && + !isFormElFocused && + !document.activeElement.isContentEditable + ) { + event.preventDefault(); + window.quartoOpenSearch(); + } + }); + + // Remove the labeleledby attribute since it is pointing + // to a non-existent label + if (quartoSearchOptions.type === "overlay") { + const inputEl = window.document.querySelector( + "#quarto-search .aa-Autocomplete" + ); + if (inputEl) { + inputEl.removeAttribute("aria-labelledby"); + } + } + + function throttle(func, wait) { + let waiting = false; + return function () { + if (!waiting) { + func.apply(this, arguments); + waiting = true; + setTimeout(function () { + waiting = false; + }, wait); + } + }; + } + + // If the main document scrolls dismiss the search results + // (otherwise, since they're floating in the document they can scroll with the document) + window.document.body.onscroll = throttle(() => { + // Only do this if we're not detached + // Bug #7117 + // This will happen when the keyboard is shown on ios (resulting in a scroll) + // which then closed the search UI + if (!window.matchMedia(detachedMediaQuery).matches) { + setIsOpen(false); + } + }, 50); + + if (showSearchResults) { + setIsOpen(true); + focusSearchInput(); + } +}); + +function configurePlugins(quartoSearchOptions) { + const autocompletePlugins = []; + const algoliaOptions = quartoSearchOptions.algolia; + if ( + algoliaOptions && + algoliaOptions["analytics-events"] && + algoliaOptions["search-only-api-key"] && + algoliaOptions["application-id"] + ) { + const apiKey = algoliaOptions["search-only-api-key"]; + const appId = algoliaOptions["application-id"]; + + // Aloglia insights may not be loaded because they require cookie consent + // Use deferred loading so events will start being recorded when/if consent + // is granted. + const algoliaInsightsDeferredPlugin = deferredLoadPlugin(() => { + if ( + window.aa && + window["@algolia/autocomplete-plugin-algolia-insights"] + ) { + window.aa("init", { + appId, + apiKey, + useCookie: true, + }); + + const { createAlgoliaInsightsPlugin } = + window["@algolia/autocomplete-plugin-algolia-insights"]; + // Register the insights client + const algoliaInsightsPlugin = createAlgoliaInsightsPlugin({ + insightsClient: window.aa, + onItemsChange({ insights, insightsEvents }) { + const events = insightsEvents.flatMap((event) => { + // This API limits the number of items per event to 20 + const chunkSize = 20; + const itemChunks = []; + const eventItems = event.items; + for (let i = 0; i < eventItems.length; i += chunkSize) { + itemChunks.push(eventItems.slice(i, i + chunkSize)); + } + // Split the items into multiple events that can be sent + const events = itemChunks.map((items) => { + return { + ...event, + items, + }; + }); + return events; + }); + + for (const event of events) { + insights.viewedObjectIDs(event); + } + }, + }); + return algoliaInsightsPlugin; + } + }); + + // Add the plugin + autocompletePlugins.push(algoliaInsightsDeferredPlugin); + return autocompletePlugins; + } +} + +// For plugins that may not load immediately, create a wrapper +// plugin and forward events and plugin data once the plugin +// is initialized. This is useful for cases like cookie consent +// which may prevent the analytics insights event plugin from initializing +// immediately. +function deferredLoadPlugin(createPlugin) { + let plugin = undefined; + let subscribeObj = undefined; + const wrappedPlugin = () => { + if (!plugin && subscribeObj) { + plugin = createPlugin(); + if (plugin && plugin.subscribe) { + plugin.subscribe(subscribeObj); + } + } + return plugin; + }; + + return { + subscribe: (obj) => { + subscribeObj = obj; + }, + onStateChange: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.onStateChange) { + plugin.onStateChange(obj); + } + }, + onSubmit: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.onSubmit) { + plugin.onSubmit(obj); + } + }, + onReset: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.onReset) { + plugin.onReset(obj); + } + }, + getSources: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.getSources) { + return plugin.getSources(obj); + } else { + return Promise.resolve([]); + } + }, + data: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.data) { + plugin.data(obj); + } + }, + }; +} + +function validateItems(items) { + // Validate the first item + if (items.length > 0) { + const item = items[0]; + const missingFields = []; + if (item.href == undefined) { + missingFields.push("href"); + } + if (!item.title == undefined) { + missingFields.push("title"); + } + if (!item.text == undefined) { + missingFields.push("text"); + } + + if (missingFields.length === 1) { + throw { + name: `Error: Search index is missing the ${missingFields[0]} field.`, + message: `The items being returned for this search do not include all the required fields. Please ensure that your index items include the ${missingFields[0]} field or use index-fields in your _quarto.yml file to specify the field names.`, + }; + } else if (missingFields.length > 1) { + const missingFieldList = missingFields + .map((field) => { + return `${field}`; + }) + .join(", "); + + throw { + name: `Error: Search index is missing the following fields: ${missingFieldList}.`, + message: `The items being returned for this search do not include all the required fields. Please ensure that your index items includes the following fields: ${missingFieldList}, or use index-fields in your _quarto.yml file to specify the field names.`, + }; + } + } +} + +let lastQuery = null; +function showCopyLink(query, options) { + const language = options.language; + lastQuery = query; + // Insert share icon + const inputSuffixEl = window.document.body.querySelector( + ".aa-Form .aa-InputWrapperSuffix" + ); + + if (inputSuffixEl) { + let copyButtonEl = window.document.body.querySelector( + ".aa-Form .aa-InputWrapperSuffix .aa-CopyButton" + ); + + if (copyButtonEl === null) { + copyButtonEl = window.document.createElement("button"); + copyButtonEl.setAttribute("class", "aa-CopyButton"); + copyButtonEl.setAttribute("type", "button"); + copyButtonEl.setAttribute("title", language["search-copy-link-title"]); + copyButtonEl.onmousedown = (e) => { + e.preventDefault(); + e.stopPropagation(); + }; + + const linkIcon = "bi-clipboard"; + const checkIcon = "bi-check2"; + + const shareIconEl = window.document.createElement("i"); + shareIconEl.setAttribute("class", `bi ${linkIcon}`); + copyButtonEl.appendChild(shareIconEl); + inputSuffixEl.prepend(copyButtonEl); + + const clipboard = new window.ClipboardJS(".aa-CopyButton", { + text: function (_trigger) { + const copyUrl = new URL(window.location); + copyUrl.searchParams.set(kQueryArg, lastQuery); + copyUrl.searchParams.set(kResultsArg, "1"); + return copyUrl.toString(); + }, + }); + clipboard.on("success", function (e) { + // Focus the input + + // button target + const button = e.trigger; + const icon = button.querySelector("i.bi"); + + // flash "checked" + icon.classList.add(checkIcon); + icon.classList.remove(linkIcon); + setTimeout(function () { + icon.classList.remove(checkIcon); + icon.classList.add(linkIcon); + }, 1000); + }); + } + + // If there is a query, show the link icon + if (copyButtonEl) { + if (lastQuery && options["copy-button"]) { + copyButtonEl.style.display = "flex"; + } else { + copyButtonEl.style.display = "none"; + } + } + } +} + +/* Search Index Handling */ +// create the index +var fuseIndex = undefined; +var shownWarning = false; + +// fuse index options +const kFuseIndexOptions = { + keys: [ + { name: "title", weight: 20 }, + { name: "section", weight: 20 }, + { name: "text", weight: 10 }, + ], + ignoreLocation: true, + threshold: 0.1, +}; + +async function readSearchData() { + // Initialize the search index on demand + if (fuseIndex === undefined) { + if (window.location.protocol === "file:" && !shownWarning) { + window.alert( + "Search requires JavaScript features disabled when running in file://... URLs. In order to use search, please run this document in a web server." + ); + shownWarning = true; + return; + } + const fuse = new window.Fuse([], kFuseIndexOptions); + + // fetch the main search.json + const response = await fetch(offsetURL("search.json")); + if (response.status == 200) { + return response.json().then(function (searchDocs) { + searchDocs.forEach(function (searchDoc) { + fuse.add(searchDoc); + }); + fuseIndex = fuse; + return fuseIndex; + }); + } else { + return Promise.reject( + new Error( + "Unexpected status from search index request: " + response.status + ) + ); + } + } + + return fuseIndex; +} + +function inputElement() { + return window.document.body.querySelector(".aa-Form .aa-Input"); +} + +function focusSearchInput() { + setTimeout(() => { + const inputEl = inputElement(); + if (inputEl) { + inputEl.focus(); + } + }, 50); +} + +/* Panels */ +const kItemTypeDoc = "document"; +const kItemTypeMore = "document-more"; +const kItemTypeItem = "document-item"; +const kItemTypeError = "error"; + +function renderItem( + item, + createElement, + state, + setActiveItemId, + setContext, + refresh, + quartoSearchOptions +) { + switch (item.type) { + case kItemTypeDoc: + return createDocumentCard( + createElement, + "file-richtext", + item.title, + item.section, + item.text, + item.href, + item.crumbs, + quartoSearchOptions + ); + case kItemTypeMore: + return createMoreCard( + createElement, + item, + state, + setActiveItemId, + setContext, + refresh + ); + case kItemTypeItem: + return createSectionCard( + createElement, + item.section, + item.text, + item.href + ); + case kItemTypeError: + return createErrorCard(createElement, item.title, item.text); + default: + return undefined; + } +} + +function createDocumentCard( + createElement, + icon, + title, + section, + text, + href, + crumbs, + quartoSearchOptions +) { + const iconEl = createElement("i", { + class: `bi bi-${icon} search-result-icon`, + }); + const titleEl = createElement("p", { class: "search-result-title" }, title); + const titleContents = [iconEl, titleEl]; + const showParent = quartoSearchOptions["show-item-context"]; + if (crumbs && showParent) { + let crumbsOut = undefined; + const crumbClz = ["search-result-crumbs"]; + if (showParent === "root") { + crumbsOut = crumbs.length > 1 ? crumbs[0] : undefined; + } else if (showParent === "parent") { + crumbsOut = crumbs.length > 1 ? crumbs[crumbs.length - 2] : undefined; + } else { + crumbsOut = crumbs.length > 1 ? crumbs.join(" > ") : undefined; + crumbClz.push("search-result-crumbs-wrap"); + } + + const crumbEl = createElement( + "p", + { class: crumbClz.join(" ") }, + crumbsOut + ); + titleContents.push(crumbEl); + } + + const titleContainerEl = createElement( + "div", + { class: "search-result-title-container" }, + titleContents + ); + + const textEls = []; + if (section) { + const sectionEl = createElement( + "p", + { class: "search-result-section" }, + section + ); + textEls.push(sectionEl); + } + const descEl = createElement("p", { + class: "search-result-text", + dangerouslySetInnerHTML: { + __html: text, + }, + }); + textEls.push(descEl); + + const textContainerEl = createElement( + "div", + { class: "search-result-text-container" }, + textEls + ); + + const containerEl = createElement( + "div", + { + class: "search-result-container", + }, + [titleContainerEl, textContainerEl] + ); + + const linkEl = createElement( + "a", + { + href: offsetURL(href), + class: "search-result-link", + }, + containerEl + ); + + const classes = ["search-result-doc", "search-item"]; + if (!section) { + classes.push("document-selectable"); + } + + return createElement( + "div", + { + class: classes.join(" "), + }, + linkEl + ); +} + +function createMoreCard( + createElement, + item, + state, + setActiveItemId, + setContext, + refresh +) { + const moreCardEl = createElement( + "div", + { + class: "search-result-more search-item", + onClick: (e) => { + // Handle expanding the sections by adding the expanded + // section to the list of expanded sections + toggleExpanded(item, state, setContext, setActiveItemId, refresh); + e.stopPropagation(); + }, + }, + item.title + ); + + return moreCardEl; +} + +function toggleExpanded(item, state, setContext, setActiveItemId, refresh) { + const expanded = state.context.expanded || []; + if (expanded.includes(item.target)) { + setContext({ + expanded: expanded.filter((target) => target !== item.target), + }); + } else { + setContext({ expanded: [...expanded, item.target] }); + } + + refresh(); + setActiveItemId(item.__autocomplete_id); +} + +function createSectionCard(createElement, section, text, href) { + const sectionEl = createSection(createElement, section, text, href); + return createElement( + "div", + { + class: "search-result-doc-section search-item", + }, + sectionEl + ); +} + +function createSection(createElement, title, text, href) { + const descEl = createElement("p", { + class: "search-result-text", + dangerouslySetInnerHTML: { + __html: text, + }, + }); + + const titleEl = createElement("p", { class: "search-result-section" }, title); + const linkEl = createElement( + "a", + { + href: offsetURL(href), + class: "search-result-link", + }, + [titleEl, descEl] + ); + return linkEl; +} + +function createErrorCard(createElement, title, text) { + const descEl = createElement("p", { + class: "search-error-text", + dangerouslySetInnerHTML: { + __html: text, + }, + }); + + const titleEl = createElement("p", { + class: "search-error-title", + dangerouslySetInnerHTML: { + __html: ` ${title}`, + }, + }); + const errorEl = createElement("div", { class: "search-error" }, [ + titleEl, + descEl, + ]); + return errorEl; +} + +function positionPanel(pos) { + const panelEl = window.document.querySelector( + "#quarto-search-results .aa-Panel" + ); + const inputEl = window.document.querySelector( + "#quarto-search .aa-Autocomplete" + ); + + if (panelEl && inputEl) { + panelEl.style.top = `${Math.round(panelEl.offsetTop)}px`; + if (pos === "start") { + panelEl.style.left = `${Math.round(inputEl.left)}px`; + } else { + panelEl.style.right = `${Math.round(inputEl.offsetRight)}px`; + } + } +} + +/* Highlighting */ +// highlighting functions +function highlightMatch(query, text) { + if (text) { + const start = text.toLowerCase().indexOf(query.toLowerCase()); + if (start !== -1) { + const startMark = ""; + const endMark = ""; + + const end = start + query.length; + text = + text.slice(0, start) + + startMark + + text.slice(start, end) + + endMark + + text.slice(end); + const startInfo = clipStart(text, start); + const endInfo = clipEnd( + text, + startInfo.position + startMark.length + endMark.length + ); + text = + startInfo.prefix + + text.slice(startInfo.position, endInfo.position) + + endInfo.suffix; + + return text; + } else { + return text; + } + } else { + return text; + } +} + +function clipStart(text, pos) { + const clipStart = pos - 50; + if (clipStart < 0) { + // This will just return the start of the string + return { + position: 0, + prefix: "", + }; + } else { + // We're clipping before the start of the string, walk backwards to the first space. + const spacePos = findSpace(text, pos, -1); + return { + position: spacePos.position, + prefix: "", + }; + } +} + +function clipEnd(text, pos) { + const clipEnd = pos + 200; + if (clipEnd > text.length) { + return { + position: text.length, + suffix: "", + }; + } else { + const spacePos = findSpace(text, clipEnd, 1); + return { + position: spacePos.position, + suffix: spacePos.clipped ? "…" : "", + }; + } +} + +function findSpace(text, start, step) { + let stepPos = start; + while (stepPos > -1 && stepPos < text.length) { + const char = text[stepPos]; + if (char === " " || char === "," || char === ":") { + return { + position: step === 1 ? stepPos : stepPos - step, + clipped: stepPos > 1 && stepPos < text.length, + }; + } + stepPos = stepPos + step; + } + + return { + position: stepPos - step, + clipped: false, + }; +} + +// removes highlighting as implemented by the mark tag +function clearHighlight(searchterm, el) { + const childNodes = el.childNodes; + for (let i = childNodes.length - 1; i >= 0; i--) { + const node = childNodes[i]; + if (node.nodeType === Node.ELEMENT_NODE) { + if ( + node.tagName === "MARK" && + node.innerText.toLowerCase() === searchterm.toLowerCase() + ) { + el.replaceChild(document.createTextNode(node.innerText), node); + } else { + clearHighlight(searchterm, node); + } + } + } +} + +function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string +} + +// highlight matches +function highlight(term, el) { + const termRegex = new RegExp(term, "ig"); + const childNodes = el.childNodes; + + // walk back to front avoid mutating elements in front of us + for (let i = childNodes.length - 1; i >= 0; i--) { + const node = childNodes[i]; + + if (node.nodeType === Node.TEXT_NODE) { + // Search text nodes for text to highlight + const text = node.nodeValue; + + let startIndex = 0; + let matchIndex = text.search(termRegex); + if (matchIndex > -1) { + const markFragment = document.createDocumentFragment(); + while (matchIndex > -1) { + const prefix = text.slice(startIndex, matchIndex); + markFragment.appendChild(document.createTextNode(prefix)); + + const mark = document.createElement("mark"); + mark.appendChild( + document.createTextNode( + text.slice(matchIndex, matchIndex + term.length) + ) + ); + markFragment.appendChild(mark); + + startIndex = matchIndex + term.length; + matchIndex = text.slice(startIndex).search(new RegExp(term, "ig")); + if (matchIndex > -1) { + matchIndex = startIndex + matchIndex; + } + } + if (startIndex < text.length) { + markFragment.appendChild( + document.createTextNode(text.slice(startIndex, text.length)) + ); + } + + el.replaceChild(markFragment, node); + } + } else if (node.nodeType === Node.ELEMENT_NODE) { + // recurse through elements + highlight(term, node); + } + } +} + +/* Link Handling */ +// get the offset from this page for a given site root relative url +function offsetURL(url) { + var offset = getMeta("quarto:offset"); + return offset ? offset + url : url; +} + +// read a meta tag value +function getMeta(metaName) { + var metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; +} + +function algoliaSearch(query, limit, algoliaOptions) { + const { getAlgoliaResults } = window["@algolia/autocomplete-preset-algolia"]; + + const applicationId = algoliaOptions["application-id"]; + const searchOnlyApiKey = algoliaOptions["search-only-api-key"]; + const indexName = algoliaOptions["index-name"]; + const indexFields = algoliaOptions["index-fields"]; + const searchClient = window.algoliasearch(applicationId, searchOnlyApiKey); + const searchParams = algoliaOptions["params"]; + const searchAnalytics = !!algoliaOptions["analytics-events"]; + + return getAlgoliaResults({ + searchClient, + queries: [ + { + indexName: indexName, + query, + params: { + hitsPerPage: limit, + clickAnalytics: searchAnalytics, + ...searchParams, + }, + }, + ], + transformResponse: (response) => { + if (!indexFields) { + return response.hits.map((hit) => { + return hit.map((item) => { + return { + ...item, + text: highlightMatch(query, item.text), + }; + }); + }); + } else { + const remappedHits = response.hits.map((hit) => { + return hit.map((item) => { + const newItem = { ...item }; + ["href", "section", "title", "text", "crumbs"].forEach( + (keyName) => { + const mappedName = indexFields[keyName]; + if ( + mappedName && + item[mappedName] !== undefined && + mappedName !== keyName + ) { + newItem[keyName] = item[mappedName]; + delete newItem[mappedName]; + } + } + ); + newItem.text = highlightMatch(query, newItem.text); + return newItem; + }); + }); + return remappedHits; + } + }, + }); +} + +let subSearchTerm = undefined; +let subSearchFuse = undefined; +const kFuseMaxWait = 125; + +async function fuseSearch(query, fuse, fuseOptions) { + let index = fuse; + // Fuse.js using the Bitap algorithm for text matching which runs in + // O(nm) time (no matter the structure of the text). In our case this + // means that long search terms mixed with large index gets very slow + // + // This injects a subIndex that will be used once the terms get long enough + // Usually making this subindex is cheap since there will typically be + // a subset of results matching the existing query + if (subSearchFuse !== undefined && query.startsWith(subSearchTerm)) { + // Use the existing subSearchFuse + index = subSearchFuse; + } else if (subSearchFuse !== undefined) { + // The term changed, discard the existing fuse + subSearchFuse = undefined; + subSearchTerm = undefined; + } + + // Search using the active fuse + const then = performance.now(); + const resultsRaw = await index.search(query, fuseOptions); + const now = performance.now(); + + const results = resultsRaw.map((result) => { + const addParam = (url, name, value) => { + const anchorParts = url.split("#"); + const baseUrl = anchorParts[0]; + const sep = baseUrl.search("\\?") > 0 ? "&" : "?"; + anchorParts[0] = baseUrl + sep + name + "=" + value; + return anchorParts.join("#"); + }; + + return { + title: result.item.title, + section: result.item.section, + href: addParam(result.item.href, kQueryArg, query), + text: highlightMatch(query, result.item.text), + crumbs: result.item.crumbs, + }; + }); + + // If we don't have a subfuse and the query is long enough, go ahead + // and create a subfuse to use for subsequent queries + if (now - then > kFuseMaxWait && subSearchFuse === undefined) { + subSearchTerm = query; + subSearchFuse = new window.Fuse([], kFuseIndexOptions); + resultsRaw.forEach((rr) => { + subSearchFuse.add(rr.item); + }); + } + return results; +} diff --git a/assignments2023/template1.html b/assignments2023/template1.html new file mode 100644 index 00000000..a1c99205 --- /dev/null +++ b/assignments2023/template1.html @@ -0,0 +1,1813 @@ + + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 1, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ +
+ + +
+ + + +
+ +
+
+

Assignment 1, 2023

+
+ + + +
+ +
+
Author
+
+

Aki Vehtari et al.

+
+
+ + + +
+ + + +
+ + +
+

1 General information

+

This is for BDA 2023

+

The exercises of this assignment are meant to test whether or not you have sufficient knowledge to participate in the course. The first question checks that you remember basic terms of probability calculus. The second exercise checks your basic computer skills and guides you to learn some R functions. In the last three ones you will first write the math for solving the problems (you can, for example, write the equations in markdown or include a photo of hand written answers), and then implement the final equations in R (and then you can use markmyassignment to check your results). The last question checks that you have found the course book.

+

The maximum amount of points from this assignment is 3.

+

We prepared a quarto template specific to this assignment to help you get started. You can inspect this and future templates

+ +

or you can download all template qmd files and some additional files at templates.zip (also available on Aalto JupyterHub under /coursedata).

+
+
+
+ +
+
+Tip +
+
+
+
+
+

Reading instructions:

+ +

Grading instructions:

+

The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

+
+
+
+
+ +
+
+
    +
  • The recommended tool in this course is R (with the IDE RStudio).
  • +
  • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
  • +
  • If you want to install R and RStudio locally, download R and RStudio.
  • +
  • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
  • +
  • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
  • +
  • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
  • +
  • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
  • +
  • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
  • +
+
install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+
    +
  • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
  • +
  • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
  • +
  • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
  • +
  • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
  • +
  • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
  • +
  • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
  • +
  • Do not share your answers publicly.
  • +
  • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
  • +
  • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
  • +
  • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
  • +
  • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
  • +
  • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
  • +
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
  • +
  • Is the report anonymous?
  • +
+
+
+
+
+
+ +
+
+Setup +
+
+
+
+
+

This is the template for assignment 1. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.

+

Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

+

The following will set-up markmyassignment to check your functions at the end of the notebook:

+
+
library(markmyassignment)
+assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/",
+"blob/master/assignments/tests/assignment1.yml", sep="")
+set_assignment(assignment_path)
+
+
Error in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).
+
+
+
+
+
+
+
+

2 Basic probability theory notation and terms

+

This can be trivial or you may need to refresh your memory on these concepts (see, e.g. Aalto course First Course in Probability and Statistics). Explain each of the following terms with one sentence:

+
    +
  • probability
  • +
  • probability mass (function)
  • +
  • probability density (function)
  • +
  • probability distribution
  • +
  • discrete probability distribution
  • +
  • continuous probability distribution
  • +
  • cumulative distribution function (cdf)
  • +
  • likelihood
  • +
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • How is the answer? +
      +
    • Totally wrong/has not tried
    • +
    • Something sensible written
    • +
    • All/almost all are correct (>=70% correct)
    • +
  • +
+
+
+
+
+

3 Basic computer skills

+

This task deals with elementary plotting and computing skills needed during the rest of the course. You can use either R or Python, although R is the recommended language in this course and we will only guarantee support in R. For documentation in R, just type ?{function name here}.

+
+
+
+ +
+
+Subtask 3.a) +
+
+
+

Plot the density function of the Beta-distribution, with mean \(\mu = 0.2\) and variance \(\sigma^2=0.01\). The parameters \(\alpha\) and \(\beta\) of the Beta-distribution are related to the mean and variance according to the following equations \[\begin{aligned} + \alpha = \mu \left( \frac{\mu(1-\mu)}{\sigma^2} - 1 \right), \quad + \beta = \frac{\alpha (1-\mu) }{\mu} \,.\end{aligned}\]

+
+
+

Plot the PDF here. Explain in text what you do.

+
+
# Useful functions: seq(), plot() and dbeta()
+
+
+
+
+ +
+
+Subtask 3.b) +
+
+
+

Take a sample of 1000 random numbers from the above distribution and plot a histogram of the results. Compare visually to the density function.

+
+
+

Sample and plot the histogram here. Explain in text what you do.

+
+
# Useful functions: rbeta() and hist()
+
+
+
+
+ +
+
+Subtask 3.c) +
+
+
+

Compute the sample mean and variance from the drawn sample. Verify that they match (roughly) to the true mean and variance of the distribution.

+
+
+

Compute the sample mean and variance here. Explain in text what you do.

+
+
# Useful functions: mean() and var()
+
+
+
+
+ +
+
+Subtask 3.d) +
+
+
+

Estimate the central 95% probability interval of the distribution from the drawn sample.

+
+
+

Compute the central interval here. Explain in text what you do.

+
+
# Useful functions: quantile()
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is the source code for the solutions included?
  • +
  • Does the plot in a) look something like this:
  • +
  • Does the plot in b) look something like this:
  • +
  • Is the computed mean in c) close to ?
  • +
  • Is the variance in c) close to ?
  • +
  • Is the probability interval in d) roughly ? Remember that since the interval is computed from random sample, there can be small variation, but the answers should be roughly the same!
  • +
+
+
+
+
+
+ +
+
+Further formatting recommendations +
+
+
+
    +
  • Please try to include as much code and output as needed, but as little as possible.
  • +
  • Please make sure that the plots are properly labeled and are easily legible and understandable. This means +
      +
    • they should have x- and y-labels,
    • +
    • the text within should be of a size comparable to the size of the surrounding text and
    • +
    • each plot should have a concise but descriptive caption or title.
    • +
  • +
  • Please make sure to report a sensible number of digits when reporting numbers. You will get more precise instructions later on, but for now think independently about how many digits of your results are important for the assignment.
  • +
+
+
+
+
+

4 Bayes’ theorem 1

+

A group of researchers has designed a new inexpensive and painless test for detecting lung cancer. The test is intended to be an initial screening test for the population in general. A positive result (presence of lung cancer) from the test would be followed up immediately with medication, surgery or more extensive and expensive test. The researchers know from their studies the following facts:

+
    +
  • Test gives a positive result in \(98\%\) of the time when the test subject has lung cancer.
  • +
  • Test gives a negative result in \(96\%\) of the time when the test subject does not have lung cancer.
  • +
  • In general population approximately one person in 1000 has lung cancer.
  • +
+
+
+
+ +
+
+Subtask 4.a) +
+
+
+

The researchers are happy with these preliminary results (about \(97\%\) success rate), and wish to get the test to market as soon as possible. How would you advise them? Base your answer on Bayes’ rule computations.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Relatively high false negative (cancer doesn’t get detected) or high false positive (unnecessarily administer medication) rates are typically bad and undesirable in tests.

+
+
+
+

Compute the quantities needed to justify your recommendation here. Explain in text what you do. You can do the computation with pen and paper or in R. Either way, you have to explain why you compute what you compute.

+

If you use pen and paper, you can include scans or pictures as follows (see also assignment_instructions#fig-workflow):

+
+
+
+ +
+
+Figure 1: Parts of Bayesian workflow +
+
+
+

See Figure 1 for illustration of parts of Bayesian workflow.

+

Here are some probability values that can help you figure out if you copied the right conditional probabilities from the question.

+
    +
  • P(Test gives positive | Subject does not have lung cancer) = \(4\%\)
  • +
  • P(Test gives positive and Subject has lung cancer) = \(0.098\%\) this is also referred to as the joint probability of test being positive and the subject having lung cancer.
  • +
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is p(has cancer|test result is positive) computed using Bayes’ formula (or its complement p(does not have cancer|test result is positive))?
  • +
  • Is the result p(has cancer|test result is positive)= (or p(does not have cancer|test result is positive)=)
  • +
  • Is the result motivated with something like
  • +
+
+
+
+
+

5 Bayes’ theorem 2

+

We have three boxes, A, B, and C. There are

+
    +
  • 2 red balls and 5 white balls in the box A,
  • +
  • 4 red balls and 1 white ball in the box B, and
  • +
  • 1 red ball and 3 white balls in the box C.
  • +
+

Consider a random experiment in which one of the boxes is randomly selected and from that box, one ball is randomly picked up. After observing the color of the ball it is replaced in the box it came from. Suppose also that on average box A is selected 40% of the time and box B \(10\%\) of the time (i.e. \(P(A) = 0.4\)).

+

You will need to change the numbers to the numbers in the exercise.

+
+
boxes_test <- matrix(c(2,2,1,5,5,1), ncol = 2,
+    dimnames = list(c("A", "B", "C"), c("red", "white")))
+
+
+
+
+ +
+
+Subtask 5.a) +
+
+
+

What is the probability of picking a red ball? Implement an R function to compute that probability.

+
+
+

Keep the below name and format for the function to work with markmyassignment:

+
+
p_red <- function(boxes) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    0.3928571
+}
+
+
+
+
+ +
+
+Subtask 5.b) +
+
+
+

If a red ball was picked, from which box did it most probably come from? Implement an R function to compute the probabilities for each box.

+
+
+

Keep the below name and format for the function to work with markmyassignment:

+
+
p_box <- function(boxes) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    c(0.29090909,0.07272727,0.63636364)
+}
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is the source code available?
  • +
  • How is the answer for probability of picking a red ball? +
      +
    • No answer
    • +
    • Probability rules
    • +
    • Probability rules
    • +
  • +
  • How is the answer for what box is most probable? +
      +
    • No answer
    • +
    • Bayes rule used to compute probabilities for all boxes given that the picked ball is red, but the answers are not
    • +
    • Bayes rule used to compute probabilities for all boxes given that the picked ball is red, the answers are p
    • +
    • Bayes rule used to compute probabilities for all boxes given that the picked ball is red, the answers are
    • +
  • +
+
+
+
+
+

6 Bayes’ theorem 3

+

Assume that on average fraternal twins (two fertilized eggs and then could be of different sex) occur once in 150 births and identical twins (single egg divides into two separate embryos, so both have the same sex) once in 400 births (Note! This is not the true value, see Exercise 1.6, page 28, in BDA3). American male singer-actor Elvis Presley (1935 – 1977) had a twin brother who died in birth. Assume that an equal number of boys and girls are born on average.

+
+
+
+ +
+
+Subtask 6.a) +
+
+
+

What is the probability that Elvis was an identical twin? Show the steps how you derived the equations to compute that probability and implement a function in R that computes the probability.

+
+
+

You will need to change the numbers to the numbers in the exercise.

+
+
fraternal_prob = 1/125
+identical_prob = 1/300
+
+

Keep the below name and format for the function to work with markmyassignment:

+
+
p_identical_twin <- function(fraternal_prob, identical_prob) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    0.4545455
+}
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • How is the answer for probability of Elvis having had an identical twin brother? +
      +
    • No answer
    • +
    • Probability that Elvis had an identical twin brother is computed using Bayes rule, but the result is not roughly
    • +
    • Probability that Elvis had an identical twin brother is computed using Bayes rule, and the result is roughly
    • +
  • +
+
+
+
+
+

7 The three steps of Bayesian data analysis

+
+
+
+ +
+
+Subtask 7.a) +
+
+
+

Fill in the three steps of Bayesian data analysis (see BDA3 section 1.1):

+
    +
  1. +
  2. +
  3. +
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Are the three steps listed as follows: +
      +
    1. +
    2. +
    3. +
  • +
+
+
+
+
+
+ +
+
+markmyassignment +
+
+
+
+
+

The following will check the functions for which markmyassignment has been set up:

+
+
mark_my_assignment()
+
+
Error: No assignment has been set. Please use set_assignment().
+
+
+
+
+
+
+
+

8 Overall quality of the report

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Does the report follow the formatting instructions? +
      +
    • Not at all
    • +
    • Little
    • +
    • Mostly
    • +
    • Yes
    • +
  • +
  • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
  • +
  • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
  • +
+
+
+ + + + +
+ +
+ + +
+ + + + + \ No newline at end of file diff --git a/assignments2023/template1.pdf b/assignments2023/template1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..52332d4785b96a66f73e4212041d3aaa3f0a0b66 GIT binary patch literal 369432 zcma&NLy$09(56|oZQHhO+qUhhuWZ}4ZQHhOn{#_&7Tqzu_*Z#0xy*?3ydYH&5u;_K zV}&9;zQ1{gV&WuVAh0*Gg5u$!7qhf+F?FIBvoUlr6)`ooH!-D`F|{*yu^?b(Was4L zgK~CpGBvb?^4Pq=mW?xRyV=!$m<9bVyn{Djpnzh5K5iWW;sxQY9=p0RL}s}u@b4?8 zkV>ZU=1G$5lFgjy_wzyO6OBOW`Dwn89pLW~1^%nLxd8X@0{73m+T(uk**nAMx7qWl zVlR3{h~DGNX1{aK*>;<^Q+NAv`1}>5^i`q4_;kKEKiJ6Ghv%y)xFh7pvw>jP1Rl=5 zryNucU}Rh}e}8{pgWt3D|72Kf!$xSL!zj-Cv1{3Zqq|uZ83=%uz?sJ)L7I(|Vvuka|YBZhJ|#p`v4OqY>XYc@IAzsBRa6arU}s+{%^xJeOO#_#$Li8cbF z={agcJiQQ)YJ&0}o3tur)H`Y?mG)b*nxnc(AVnACFK9$Tvihe0n#{8i_7R~W@Cd_b zQ7#{+h7L=-Tn+m=)8=Sk)V5&*?to>zJ^WA9OHQ>%d=1q&c3LqcB|!qaqcI^*fi#E) zR4dta33LNIozFYamczq_abd)x7@90mN5zW;tYD!&IY&NGeo{z29GR0QK9&$+2Z)zd zHz$GG3wfnT5?(1O1iT+b(M**_2yNc&jZPi9-jBW+5t{s8M}-PZ4KR-FZ1J2BBV1>= zDA`)e1l-i}X4mwStFyP?Wu{PgMRy_?)#@aB^<>bS?v6mC`L3B!XLmYUaw(qc|YX452WZHMBr!FkwICjqg zt5P0Lj39;aki2@$rG&W2#r!#*_cybu{dyfdm_Op-?wxbaZ z@egaJHd41rbAqC@?uS51nE4&C>yz+{>33md&?T?CmeB83HeQA9{=1qJ>WV8 zS>lM`)Yl+Ph>&mE_v^0focichbj%{ifoo?;SiI^Jk52aGe%39%cUrHW<$2(R!3GvY z!D~EQ5(@;()!FP^PT0PdiMVp0ns`t%VK#wkDk|$1;?6lkz2%%ljjNo=liFEiA{q&I zwoN$rHEkHOt0)}f_h%U0-6_YAnTmOGQ998TTLkiWb9siGW4H)wW62FMy@k77^NZUW zr1#u90&T;?33YiZbvF_Rlp~ireF+JzT3Jb%FV)}#F=bu|VN#kGDYPl0+oDTA7s!-w zQ#?hc7@*Yd7#Ntn#pL#bC+=&jJj_og&@Ut#-%7}lrH{Vv6)7yGTD#$s3Jd*6;22>@ z$X{u#M~}F0?;KV3_p`o-P;`f1wG)tsk#Wbkn1pW7FO5fU z=WZqT6AsXpkeZsgk`b5jyk+yDiLAkC{5D?3DY{YC2&2^wGA*fXT@tSa@>A{RZ~ zF(kyX-YhF=x0pznkm(=V)Y_dVfr#xA7phbp!}FPnRmMjgyF>YOr2)b@39o7&tgE3nGf3Ks&dKi zbd=+p1sx=sYKl*-FyU5n_F{76i?7O~vLG2U+8x})<2RA%?8=U6wHSMIu92-{c2scQ zeX3luW~JmUvW%@a1wQRcL}SWvt1a=HnjZj;T54HVtFFs3?=(kuCC zUVD2v5mrAH8G7u|dSstYRa$)8eE-znIR>uX@83NCshVrpaM>x|XqooH6A^M%UOlPn z^wj-T2J2Vt*E0;5`)mT!MDOM9Zx-(qzrQ9XCD#*cLmXrNN*@iuZ@Infq&@6BUpgG^ z>`6>{g(;Y`B2mV%-AERg`x^@E`ZiMbE7#8ovt2CPxj1#s+{BmJ1|3_;b3yE*gA8ua zmtlaelSLmPw1U7w8jC^Ag4L4rNf0=%RuG&`L->K?@F3$y*|31)U)1qG&6gFH^x161 z4GJ5wJKkf)yh@CHB*WZVZn69S`TPzoiNiwh{XP9n_Q-dbt&I)|id$6v+YiS|ij^HL zPIOZrNOT9QX%sINL7-^ zH~-JGjZRp@G!h~L6aH;lElh&nqMwRglG4l_lobn!?R`LLgkb*T?fMU6e|=$M#yn_xP9MeEs9osQMZq#FM6D=>Olv? zli7BABSYmg-fCmp=Q@p`{6Z>r>D*A z+T5jZr2ct3`NKwj0v;>eLD$LB`=B0;xueK*qR=;<;>LxYgE8AHp@K&0cA`P}-}B?A zeRXEe*9qS2@s+Q$4lQ)pSm}IG=?RjBZO0+EYNxO+t52_D=eO~XQ_YCmKN=I=-fwbf z`M}dH)LfrU)lbeB^nn$6Rew+8fr{V5!Cc5Qdl`os91Xp`p5wojLF8XYU6C%{P86G} zD2w$MS`vmHy1<+L0rR~pB3PoOA~2l)CQT%6OlUA8vAi*)i0Y`n811>gyk16V6=xVa zk_1Ek_<(puCJ+r5YLP)EA(7>sKtij#fqX-TP#6TJmtUQpLRWd|fw+#Ff23QY25&#S#YlYyST zA`?a_6?SI)29Iqfc~Zfa#2Ql(~DWruIb2*lckMy=T47HiMxWqxv?*?R%cb%u~{jRgF)UadBAxr_^9P= z++_smBjYZ_o-quzA+fJ&)EvjkMFYzG6h-+qMOLn|PBNSq{#Y{E(srn+M9@{2^=Evt zv{~L^qa_^=O=chT^D8~AmA5P0;TdtG>gmTM3YuOZY!g$3^>>0+N+fmo9!*Ls3_&OL zxO{2lgk-ycm0TJf)=i?Xn4>Xo^-J#QZU}^x&#L-;C=D6Poba)dGU}xqJgmd475|(^ zMi`tj?w39rHU0SW6MNtz{5evai5YE>C>uL(x;RSRjM?kvclIOoFG~v3F%sZwg_efK z+*^xGPrmRtM_U(;8LnQ^_;%{KW|AfcB&WM!V;ZNF3^$2=-KKhIg|Gg_3-#qh3M%bJ z3AL5$a`mr2jBZp* z+VJ-i+pcZvRh}}eVUL<@l55M?AaWlu<;#EpI<6~-DOF=uY}dI(a5<@4 zP0NR}^0#y#r%#xU1E1xt)2nSz9PdVN|O3z2SJ9QzrjCPxFv%_mt z!Jm=OVZ37R-%cN(L7!PAl&PJ`|3@AFz5W-curU5lfQ5yDh2wt*mKmI>Se&+p+`4q< zfPxP{0BAx81nhg+e*ri!_|4o{CkEIJ&f|AsBSs0LY+YxB(DB6!a!nINRT}naZ_i(n zIVQhVa)M|6kI%2xzrVu2KC?CV9|eAVZLfT%HZk|JxwCvE1xY~*eR-1sOot>Pk_$P% z?ty0CgQOSS94+m>YmTx=sM_m^yANxCf36q%QsL_Fv z`-}qU=-L11$hZn(7`^H;z~Ez)JdAUuXw}+Lged}KS%|3gd;4-WB|N@QmPh-E{XUsp zeW|T~*Djv1kI*p-XZVBE;7%Lp#C$)A?Wf)UK74+*w!~8aeSYt3Raz7_OPcLWER>Q^ z7RZsGnxK^inpWV3g(*-|Ea&XWLpj+{jWi9rC0paBXcfgwv5$8LA?C6BK4Ln5Q(7U5 z|Gfgc8F(Tqw*N*l67oFkvgZ#P zWXVZEp737KpFh08m)-Tc-*ZhA%i-7NGX_U^icHfS$l=rR_efk+Ctu1+J!SH1N!9KB zd>@Q0@$*Fo0D%`X;W3;6kniHTvu%)AIXeky>5uh!eCu7vGn{iVTl3qV94?leSbyeFCAQ4<7=JO zJHt>1;B_zy#KUwkca}Dxcwg?+G4KX+5a_(?mCx4T5(P98{CbQ8HjG2W38)1Yry7zt zV)j4%ab;5lV2Gb*=97(L7gQqy+Q)Pt)G8mp>J(hkhzSl-WLqs+d7TzBKcjh$exeyO zwgfALvq65oPwR!_AH>Q(`{Ul~b{l^JGqSg8XpC2q6M1qygC4muf>1cfk=Bi7WR8%A zrl~<}dS0Tpy|c>m6{!GsvN|bySaF+l5F}M-mqF^mL%wcu9F%^^w+NEM65kXn?7gZ# zBr@7nyCCeuMeL)^5)OE2IL5h03KwwRmYoLa%_J&7CkuylkDEwX6?VRY!&s z9keW(l3P$hj5WoMGmhY{F{i40v9>CCb|tHORKYF((0p zeO3!DHeewih;sl;yDf*hsYU}W%komcVs@D1Wlaoz6i5txnMOq)#9dI0B6CsFN`0-t0IJ4N*<(^gyC%X;Bh8m15rXv2v6beVvWwp1kjr9R@-IXrTR5Ep6;8vI+(ym zw^NG`II`TpgRoIx4iCZl}UDpq*=28UvCta=dDeT7pE5db2=?n>vkcq zP_0&dET%3*v%%^W=--irhWvnHoE<#}DceVy9iwBkUTtzUv7$$Ml%_aN-y>Q=JY!}A zZBEgTMiskpN#`aP@IKL=>XO#ysryXX3a=FP_F^=>r`>UTRhp(pJM&hxJF(-Tnom6` zNvk%z;Ys}pdsvqqZs&ICUZxxBgwP`i=Quw}9GdA;dd<`iuRs6E4AO33=DnT(-jGLH z3u-ZdvkQ)#zYmu#p|j`T@d|`Q0iml=eh~b+uLU792gO$El7b#oT8o|QKKwC`EVrVw z=)?w}AeGcmBCO`gYr9S|ED>rd?&|S2SZ)6@0?8PR(KL2yeGa0at$@B=2Il!wi3R0* z?})TLU{s=yOSt?%6nphQYuai^=6gI^m4orXbCzMmQM)qV(4gcvA@06`%a^DL)af;2 zVAMr8{D8}R1Q1j#ijeQ6BXAEwl}aW3$ak9;m>KFfj&{qdOLzmzn1vi5)ep-#+#&Z% z*Qq>!qp6QYGu-^{t}yyMLxij9d(8#e{j5#^9g~t53%p(gdh#ErI)2GG3R0s*YPikG z?YstQx-dj)$NT3EqnCQf4%~?H&edK9;g|(G_Lk56joR`jU6z*00#i zU|Dy4VDCp1dD{a{AoK;>N==MO*WSV^;0;VC&;FW`UC~8)T_DfJK`S;>*3|G+O>=*D z#p#13D(Vjp8q*dEa!rwE_0lRU3w$0>PhVeAf8Eh%kJmA@0=37%&)jO~xe%CDD>SC% zGI1fWxB~h9ZM&FhwF%P5)#M1GPEK{cuCiKFz^|q3O;_Pi_%ECg()FORjP=2$xR#J7 z(As0M^Fy`_SseC8-aMj2R~woRGCl#U-6LjVBuw1iE%h=w6^G zF~gM0jS6b`B&+Df0s_M+yWrOf#Xp9Q38g7;$cv)yH(^cIo5Xqf5|6NiTdymf z2K#I}abpxq+kO2(!xL^eI{9@YZ1vD7VZQy+K9Wi#LV?Re3&A=;nfce zToE?Iz#!>skc!$6BstSpw{l(Pecu#P+Yny~VRo5sXz5;u+uCPcJS9CbFk+pok&bCd zpt0Ho1GjHzJWEI>a$YP=y zfz45d5soF41KbZzXywMP+R;0i{m4q(?kU|rgt&*R3d!pXasF(oB=34}r&cF;u%GV$ z?|hT#P`#j$Fe~0l0LEWk92BlCnff6Wb3r?nQ|u_bh41@hH1);?eCyl?Fl7}+2UAq3 z2_TFz7ku@BWi)DBp5Sg|rMR5dD}v%jdE7R5;VH<5+t85bGSdt7YC%jDzwjkM6MIg! z*B!~r_^>Azn*$qGS^o@cI|-WmaX)SSrn2QTt2{1S2<#HM`i$|K;PMarUL5@lxc7IS z_(!XO1wv3YY=UgTb17-&vG_B(FffwJ877fSY47D{WKS8rnXyYhWnAUYd9FAPkTJLK zm7Vvy)p>+j;$YRIdc!D%h-F%}v~IR2NAylx`%>MEai808i0 z-pq)|8etFy8Yg7H{VnP$VHI5xhXfrGDxVEk@~NwvaDWtH)HG6uy*&_qMi!hZB~XpK ztt%`^T?A@xG@RGAH%ep-!#hVL=-qS0i!CDWC^3E?(Xz~5rv?_DakQAAaTqmI_^JXNwQ3)K|0MhF@Ti%@D+ z?iks0rg!b^MRUtiESgXe*=wnoicQAZYYy-$o9&I%`XHvl*tB;AF;ZR41#QAO)uj3j zsaraY+mufHXqlcLZB}Bp4L?1NTRItiED)UHAB+Xjk{%x_0UU5I_SLQMn4Kj76x`;h zJy#mR-n<83$W2gwNot$yQ!Dr*c)~GG8bSwV*k85}nBpHNGl`)$@j7SeOJ{2KGg<+yT=xesN&>?M^IpL&{j@yp_g*0jI4D>C$(N7 zhu1n2Gj0nN);5`%Z2vYV5NWD-Yh1OZ{mnW19)v>E-Dg1!v(32Kqhgdhu|y^-&7Whu zFy|Dku!=F>l!gjaxMRxIK`3$s18S^94O6iMmAG!IE05J zpcGhAGwK0AwO?;@_O<=~C7?fBSB+k2B^abcSyv+6^5X7D$4XI37LK3%SE zy9TdP0kUU2POZ;a{Pv8%TvKFon5$47A35h)MPsVT5#xp#&!G(&vOGlwhTy4rU94%G zS_Ia#jtJ5oQqit9lGqih;jJJiHM6V=4lmYf*9F3P+7B*B3^`ODVKg6-PBfrNR94l= zT$C2=SlORGuh_<&FF8_T*4&H>7B^ln<|An?grQgU6nw4UJxX`c8QsvNNS9s?RS9 zWOXS{;*icxX>&Iq+@Ni=;BpIQ?JN?2EQh9L97s-Va-amy_BjJ;yQypM#iB|>q{Sk7 z48vC%(^M7bGQ)UZgibGRh)KIX1p$4QfVHQ(g)ZJdRzt)(5wJbOj7(Zw?}pd3mA~tf zD~XC;r1x+^*PVUs^XBxV{J1WDv@^uz5XXxJ1qv-i-e0g6b?<$rmfqY+bsV*^{;2g$ zv)*{~tJhYB=?^+{fhRdBEGSt-LDRlJ{pkO~GyVw`{$Er9j{k`&z|6$S_`jy1 z*qm^^cXj1YK(!LZxd96rH1&`SZ8SjFh74iru}xvq2ISuBeSO6wmx^@mTXyoLPXdee zQD~%zg(Q#2)}OwMNrnDij{<)y&3`GmyYqWvk8h>kvw1P*#tv?)GT2w^>Dhl(nki?GH?|+9N!+yf6=iK{upbmgaE*e1AI>SrJ7!CurLUDNTy6OTmC= z`MToY!y?RE7~OZ{7}qf25IYz#WJbk!)^HKi;y}_ zUaf2t^iW`^&78uxB4zzAt&__XLBJ3V6gjHb?OCpu7%^-d{h5xEDM$JvN1p7+ zXS20GH?rFew0GtGPx%SmsX1I=T4y_-Wd3;3_q5Y37Jci3zu&}Z>~WOuF1K)mX20KG z|EVh0yYCjOg}J-9^1~kP@19l3ynF#=^6m;y@q8&tVCP@A2Wjs7vVR`#i%-6X>1meo zvST99>Us6#N(^ukdCVZX(;aWpO*ITw?8J^R(f4|kJ>*;Xcx+;rg&t|Lr z@YoQ~0R%9qWei9sAc}E|q2yT{F9~M5|C*23EcYo;+~AP4;74vM zQ*zxsf5;{xUBJX-xo6(d*R&H0n{A}@zAgQRFE^kL!4!5xbJr&~ED2=Q>}GVB;3o#V z7MWIiO0H~D)nqlriVYf$UPT|DbdHcC7b%VxE;vyOQ$v|pwl$9@bO1TPGeDR_d5 zKWaVP+YOEqaqT$-Yd0Ukd{U6Kh8&_moh8SlbwENsoe4=^wM$XD?}owqfgqMa>F%^r8}6rATB!HjR~KBNad z01j~&w5T0GaLtY{;+a0O8<*ZNtDy@X*`(46SPlWiS)71THZgE(pdK3?axGl2=D~+P z2o^68=|H^v)?cye!IR5Wk7%ML`Y|7&gS|70d(?X1RfxdR2iOq;AOSUJiBw2o{bKrCI z&Z8~0^cezNtoL!mlTCzVGZG&Hp*rRrLX*v{n{@eL^CMby`LYuUmhR(a(D`PQp(ho~ zLPE^)B=z~~ATNJlOmaiAF~P_EDf@O%tButKD-$cG&e3vTsbiw&KTiyjEA7sG&Sd6J zNm_+Wv;vZ$N=zpiOL{rEgTaOv^uf^7qCGD9NSa&sFZ;GzH-YwVH~ zz^LO@?+ALi!s+Nzg2Qo9luOXkVcjy~414jSr+iUV0%~3^U2$flxs8f_74so>i^}0i z^8QnO2(kjIPhq1diJqL>*9PKEt67*82cSrr0XU3+U9gV{p&{aC$WTJuoU^oWGYgY+|0lk`v&{Q?4jQwcRnXdFu5 z3K?5~$}1^SHcw0&SM6DKyb>*oQR6>Hik>MKBi)N%fN($YR=Yi!jd>o{=e=$GEs9^z z(YmbY8I9y+Yf9h~h&#fujDkj}R`Mz9A#7uAGDlGfytbi}kvNEJ$-rS+zrcT=Z&|`i3^j0) z84CDn;U$nI6%UMftn;pRU)0Vx8&!=B@{1AZ;qE2@?+Nb`T&wu_)CrExFdQi1bIp+0 zXL@3q1pBUgtN>p6JxkFD6%JjERITM(#vyr*q|;N*A*+1Fp?FjHF23T~16ZgVbY>d3 z@0_!fjB<2)er9Z?Ap>A(7xyvUMnHWb5sUXOE918Sj<-%-N}da%)Zj>2;(hy?CCe-< z6cOGG;pbXdxip+HIktz^ZGAPkGH_g0Q=#QMzFlgy=Na^rI;qiGs8?&g85ZexaR}zB zw_`~)^K5PNm-iNhv@uL(HX(Z&Hzp@Gc@2Ac+O?Fh&!NILxcpiWNU`}Q= zTM7}NTcgIFkZ;9;oB=2r=u=zTRA^eb+n~3SnpDJ?9&I=9RV=Nr^d@mqv!_6;RS$7s zB3r-I5LLXKZT-^>n#V;OkHWI~@AF0`g^xbd`8)oW8iTlX$@p9u`QQKLHXpD;1>qBX zZY(rXLq|4ZDOqRDaXOk)non3#n=+QS8Y9X~F4Rv2Jx0?Yt@WM^3nmgfX0ZRQ*_p!%}anvx62;1PSH96#*&aAQA;4o@cosDRuK%X z9I}^x=!aRGUKXUloOH6`Ncnv#A^mGHvE6s{9qxTDvs1+VOcWmrWpphvYJ1HDwGwef zFes_+);Kd^4l_W@z@sPKn6eJhqKZk94Pi$J6(JnG(J~5EtLc5qKRk<9ftf`I#rAxyLU9Q2hol9agUBze4}#9k6#$?gQ#SCWrH@DBq{O0# zS0A&)%rJ<;O;_kfdR0#j#H52*xJ}inPjJ=b@i5yG#S?ZDDzupB-6Jdt1u{b`N8>H%BT6IypQ*S~fTNh|er&@FVyc?GuScHXjMM}fotq*}Nvp`XG^t*d;N zrN@Y_zL~A*d0f!1K3=~r5VK>ya7FyyxeKhX8uoo(eM`^FhlFR$|)NIwapm0n3 ze@V)A2SRGu8RN0oXDu9Ui;<>~(w zCP`0m_TsZpfqwT{i==NrSvS7XH@!9ECGNaiw)DAt8T`YRF0xO&|1$M)Yw#t%j9(apsEyCZ7LQ9 zvex(U)fRc(#_Cs&7RN?WP0J(UE5#*hrR8MJwQJ?SR_M{-w<#YA;6|8<^yDp91rrrElwwpB$$s>AEjGN;dY`p&`p7#@XY~L$15I z+iL$0enDe=um3+Fu`>UU0EwCL|IB&n{0B%Kh`nd(&zu46CJ(SMV1fbF|9UtXCk~6syu}*5Y+}Y*O)IKC%F*#(Tv^Nb$yp`8tH|Kr<>lV;?k{2e z_>$+cZoR&L|NC#3<*gJ)&yNl~-*VhUqs?YY201Lq-NE(kN?hF9xvNQigA$ZN|$xB626iwP- z{zD}vt$vwCU0oU5Mr&}wD+lpSOfCoSIa8|m1Ab8E)Lz&c>ZI-*>T*z?6#A`i)}g|Db7%C~pOZL)K zY`FnmGmFHVUfr&Ca65LYFx9MM$*5kDiX?YdkZ0RQE9i1OE$HYDyMF74 zz8jT!6`~uPB%z9llDY9L*^M;3l31L7%EP&i7Y}4@>l$DEpHYnf)t{Kk5AT(!RZRDmtNVd2Xcxj&u94kmdYg`uW86!>xbB z{`S$ZP!ZKRO3tfBXY7n(H@=>R1MH~H?;4qwDtdq4NZE!SZOXHpj zXJ-uvey!7PX z38fOD+G1C~njWlN4Qfdfg<+y#7Q*E)D?%9<#YGb7#)UKzFk;!|m{%tWEmV>3 zLh4H*R-HzrhQvI2GwX>@S{dy|1PeDGK8}ZRoyAQO=`MIRsagah*FQ|;hSpfM^Q`=J zZW)A3Ly0lM`J1AfSIXx0czw8+_Yk|o5f{%Du^RGB%XoVZ&c*eTA96RcUmdvN^LnFh zm??Vi&l2)Ttki(_8RwH6-VDN!pCegdvSg`Mp5l@PsO0{0DFQK z?kQI)9_hYi zZ*x>l!GDe#PHUp(DaUy99#rb_YQXRL*SgbL_HBH3FtCLFd@~^9I{TJ0%2ldpEE2hr zzNp*R2uE5fOpjTRXHxr7YNhp~U&jO)Cb041j9`IC$97T&>8c{*9~?kTM0WJ-5F@{_ zMD<8C{N*4qA<<1`Y!8fO^iiRLIEykmdrMrGC7?pMRC1)4E0@LjF=h9{bz(D;$1K$o z{Iqru5Y8rEQsxW-wH~U#d}419Md8~_o7=uGCfL4k1{{jv&I8>XJ{MF-mM1-nouJ30 zfT1xKnFZtVWo&ndUy8RotScfII|PQv7Xi!03Z-GfJ>(B9L>#prsc-gg$dyRw^BCg4 zZf=@0R6E>hN#%cypAQuPEO3y_2VkOU75S3_P6f|*lJLhxNI#+pQj6momZpt^<(gVg zfw;*>uV>WapkY-Sb+`cZG7#hz;3PNYhrmB3J}_fR;OXUz%3?`8v+T%Q{oww|_;GyI znws5?#OKMH+TH44a4A7=kc=kBO*?fWWwQ9+3rHG2mE<%i?$* zDVL7{CuIPh`9gww*dUUQU9w%Ckw_M>pJ!R1M0R)b^bubyLA}NRVXcosTrdqqgRXGy zmuO+1&mX+ErF*$c>{+rFdp~KB@X2!{#f}Tb0n*7;@CMTfjymppc*V=Us^t`SMcg$y z$hX$o^QXermRZ^E5+AqU5o&Y;?q41J%HsyjS})Yv70i1+c{S4^jv$EUus^N`XSH)T z_vSH6v!d_LV=K;t4cO4R1sVh(a(zMrw7297YwYOXnG6=-LY`*fr~6$4x&G(RDAO5(*6{;z8plj8P>g4j7UW9y@3E%? z8tPrb&{XK%RWz!D7T+@1^J8i)R0VAO@mxprl&@0_r|4GA()FilcIUJMbGB(4!G4+H zfX*Dq#%6r8pcxgzVgyg0rKeJ;G5;co_P$(%es|&Kd3{&x+hI|~2MHLGX^8Kc6fe-t zdl{j|6(#A`jz&)+182wcHUqnNVm{onV@F7>Hsz&2C%Xe`ExAygXhxLtNzY=Q8Qn@r z(xul#N&{skI;zhK{c9X!2O^(^r`e`Xt2_uSTS32l`y|u8@Z4(*0E?ce4F=;e$??WWzX@24UO+;DKUgz(H$azY{bK6HqT|H+F?;Xc`+($x*mgpDkr#f+5zXs}KQXSjG8RVaP2{1V1ohu8$ z5M#)k8)KKoK!7Q8w+Ck7BScRRyahx3%wH^(BPGU$@=&)tMq`@F6RMn@M(TzCR^N@%3;4s# z>d$T`9O>yu?<@fghjg#O21XV&z}p*8w=~P(R+#MjB_;uoYzG{ zyZYK?(uzQq>&GIw=x9FOpp$~Ap$>@fCvSXle z*@r?_*;&;qElQM#<}KUfS@C8D;hQN9j`w%^Aq^%F6Yw=#;9J8Cu< z^`*;*Xa!X{-TXi*J3&Y__pEV63Yjdej_cZQf5)Je!_t8M@ zCx*8me`N>YK9lpe#kj^N%CVBAy(9#}pdA$Cpz3?2R}F;vbj>$0l9^kg`a3?vDsi^s z9@=PN;@*J~^l1L;6FCGyH0x^o!`F*V_Ql~Ke$I9$j75>+vi(|zNHH>n3Z`nym=}#s zSq+I!Q6pxv%ZB8=qpeRi51t-DY03s#g9fEut}UX|O4*mxM2r!?mxf`?&KjP#b`yNg zaKf{2c#f)E5e=frv^CqSOC7GiVaW(ml{Xj6Mz3PRJ_!#n_TC~4L2ArB>lRh%?ETcK z5W_d4<|$O#PO*T|bemmbtf^k~_8(+iorJ_)?ygkyNqqWb-ufNheGOJ!d-C~U*%~QQ zTm;;fXUWxD=b*t0X96MY5T@IKqbfDFlAjk)-QABnqqHxVBG*uPVCAWuIC;Y#J+H*U z7=063^I44W&hPkjC>$ZS!JuWR#VyepyyPey8~PDFc>cUS`*zSWybhf@ZGPf{iYCSk ziKtQ@{?A>yG_cY7zrYjQ{|KJg7+C)gcj>>(De?cxoSr)aEd0k#5J3b2jRE#>XyXI- z1I${S;9KE2!hZZTiK1v5JBeadx^ttiUIebJ`Y#3zddrVfg=iVS6(ho*`gHXCC1vgx zcVVAzvAk(>yJrT?4y!ca&_dwXUsH)$CvH(FTwq<_?t%^<`cRsAS8eu}S;Cl2e#Z&D z9hRd}xF?S7jpw`2crG2&pS59(hE!=!ac(!Q~akd-k{>-+%Jyw(t0awnVs zWj5O?SvVpa*xge-mjz<-)SiCoDl)#mjuyTTjsH(ZX74fTpR=alZ6J`|VZ0hybaA+W ztd5^7&Bx^)fA-(wV~^C1|NEROiy%ckqun4zBuFArdwM#=pjXBHMu4nPL5Pyz#p`z? zLp3x7@+8EK3rmlFAP8o%C9yk%a4+y4N7Sr88Q6gyfgXz7w8@X9sIRn$kd7fZmw~8& z9B(lL0~E0t8?@xv%y8}WK|+yrY+O~{J5p!T^3N$3v}Q8}X|nr~peonSQaKa zs5eiYay!lRdHo7Q0u-OnS>WU>#R~GCl+n4V$vtFD*Y@&4*lYU-5fACDtjnmE&gjHC zrs@{JQm%#2Ol@r_a^^aLtxvH&;i`YmKTP;N=%GONA~O1XW$xprKH2`|#pq&}arY_f zjeIFl?*`LRNfNz@BEM8O~ziDLP^ zxP#e)aMgA)jw4*{+%~>&a77{A-IRGel)C}7)!?R%c*ep3*gcQ@;axp(_NyI2bMVPlR(UTtCgFVCg0VL!tH3cbnw`MR5qD zf3l0a_?PcSnC`b*I9X!gyQlrwcAl*xNgQ!3?}wN_;}~`mai%S{O<(S^EbUdLZo@(GP=Iv1={<(Jw03?rrconnC?eZT z|FC=5SVgo|;xu2*qpQAeh?5z$zp!M-Zx-LKnR6>_6VflGYQrc8g@qHGGtf=a^QxX1 zY~g5fDup3g>^?-m^{Dy1Czl|2NH&J~u16WP#;}A;2Nb}0*?^+&*}BPW%7Wr&_eMSo zuJEp6AjQ$*3|upYsuPGcAaFg^r8^jE^sHbT1kbadF@Ujp<#E$APqpGe&Z(Ze54d zPpjmd9Gi_6O+XIx<~|6IwE`F5xqLWG6?W%Hf2GePd~lcMoKu8yN;bxVu>UB_vPROG z=V;3^XFJRED{^GDQ8Bjx%O_k&zz_lUT{Q#ee1m$fS+cwB@ZK!nTBhw)%W zPH^MBHsS?$05es&h1fyY#Q<8ZG!m2*zWRb+Nz_Vn6LutI0YGF>(PHpv5KGKvFxy4@R56$`jdVG|FllrBg$g?r6JgFOm{ z&g{c#bK!P*>bhRpc#sC`o%=~Y#qm_^WCnAd*KgW&$i5Y{R(MW6s{@Vny3L|Tyjv#iv81on_JAN8w88kQL&GY%OlpeEdD0;pYW{7WTm%Na&8D{6-k-Eik)V3rC{ zS1LcUK(KUEtCMVufgtC%ZnJ-dtBe%F{BFjKu14@Ek?~uk=@f&>R|=elD6y~)sYgxP zAI2zVe%H;3wpTRP=Em#T?zTMP{kKI~vPUCdGE>Xb5qhoCuPBDi;s#-TN^k%VbOkSd zXgmST4=@1`rUT2oYGs1Z(1t-igt_77jUS+*?pZh#AqUIF+@UEL=5oQv6%L^~=IZaU zTLUFI7Likv4Bl zSC=C6J0GseUhvi6%yi|6V1gFt1*=4b>z1z|b`ejdV9ir_$Y_fQUm#Ntcu~ ziV8|eDC!W>4JslkN{WgKh@z-xllqJ2eV^~U&UKxC&W*Fy-K*DLv1c?IdM+`_d?)aZ zQf>HP?FO9Y*&Y333|*t1o;`X6HE*+@Kuz<8=dIp0f9)9I`$=TgpaXYX%d9GUn=9yX zOt>%e^n&9hKcN?jZyqX_w1&R%-mrMcOHez{tMN0MUYkHb^t#uaHExhpl>fb}=&H|? zdzv#3ZMv(2g&(CkoeRz3;o`t}b@?p@R1J#WFyuS0V88agSZjRx5y_{TbMu~J4}%^> zdaYGT$aS0`bd{ZNNseaJF>NY(L=}g=I3ps`(#pi~Bc+|Gf#}S-*A3=Lb%%;??NaZ) z6{X!Mn^Imdj{knE@Uz*u2Ak7q>h0!K;jdJ_vT&>wY1wRiN_bF3rSk!d|_m9GSzCvO*9@IAUyRXwqF2{6O3ttwuZLRlQCl5b) zBfE)yIeV^$@s7_5Q%#mPu?ug=6|sbtwvV+2xvf_@ZWhx`0i5&1-qn}i+A$H%e1uht zMqaG`VxbjTMl%07gK`};ekWZq%lgbEPt*fvZpBUfcdBWRY`-iujrF{={33a)B0MQ6 zqM-O?08ZrcDl_MG{Fbv?QLpY(ZfFpu;Klj!qG$ViD{KAh@M9D2w7q`b26y{Fa6L-Q zB!hMVMcKyqka)Gfdm@r$t7y_NdtB(oYskv!vtQfdhunW+V(w+S3pP5~pB2%(LrXb^ z@$ov=lb{qx74&1yz*1>m{@deGv|ky@}Ds;SQW>Eow{sp@RJK$2(FTw2-^%e zJ$NsD;iv8uptFdht1@KnHc@`>neAMu9n^D&08;>U*4Skxl;M%eoSz$kG|XFrNAd28r2!6i^x;N zd3_W+KRDm`W=i%YhVoVhemvsI2Xeo7E~d2J@A?lJGTS^Q@|GB$H90={;TZpb&H3Dy zi-b5Kx9F5eQRRGUTYNX5;K#4!@Fh0*Jw|tcvWcwmzEEO5+0p$(*5m>odIKU6#kMQ%HNYECzH_x#&CUJbG>f29t(WGmTLGtWHoaRnJZg-x z25{@QECctPMU*;FSEpY3h75KU%XO-iPGI=IVpvv?otM z+@5_6DyoE2n@a(@&$gUwKffR=jN)$`7SIi-^8U zu!FNhu!D$6h-2_B!%|=G@Ml;=F=FDscbIaDq5cj|UM|5%M;A8_UwNJncOUQ|J)Grv zEF|>N`u?ge?jBmfbc~ zWFBe$Ry6bV2v*Scb#gy&{5Q#wg^8bQ@EM0d7X>2^Cx;-11MMU3k)D;RqiP`7&L$2% z{@xzGZVG!0aaoKk`oQKN8b`LOem?$zEX8psKX1Q4 z6L9FbC|6mMF4}4e7#DFdjH`r$w3M`zlZy-n{Wm!9_E)3dzI?&oaPsqa33PDu@b(A} z)An_C2~{vY%DDEw%KxMJVeO$s(T5fLcMpdu;E)&Doj3j%^WZ$N&jaTYa8?mHntMRv zX!ZiX*e%Z!xH~uf%k=oqZ+ok$njZW()!|f$+?zy=MSeG|h?>i34<{F}bw&0jRZBxh zPZy`)qd9f2?nEp+oP*tob{kbh%f-XZJs2qpHkOErM{tmlOW^M4@$&^|AEfl*{ELy1 z5|tGDJp=!m{xt_s=xAtb01yZS&;tK}U$5ALce^eCXlwHW1ONcw15^+g00FVx40k`#-J0xBObn|9|+@ zfOG@^2Q|qjsz`>@2l>W{Ev~=I&2&fJ_z{^1+yaRj;CT250zx8UP~kQO0ENI{P&f<^4-PgDK51OagxsCnxt(UVcG& zMP=2MtJT-8H#9cgZfmQhyoO<;5$@J5iSFh(67MGS+-mHFF-`M=T z_2ujKx7~6JHqrbmzVYwD?ml*tU>s?>HcoZz%HX1*m zwT>Hwo`kM5qkZ%zQVlsbs_rCje;TS@%wRaf z4q$b%o}|5^y%2P~ZQSR)_@Jz3mPDuZun$cdf!&1!{&%e%_7=sxu&5F5r*EmP zl@~lMPGg3y67w6BRkAc(PBX|KJt=F1|BhPl6Cn-7Rq4^l@TnZ*37b&Cxmc|vDs(B^ zr3>_PY*m(-?&ZnasHAEwNa8#StB6qt6q3r^p!%+jH0y4KUovUF4=mTqf6A2Eypf@> z37+3amcGWasng;;?9IA;Lax7LO@mBq)v%Oh^cP@h1m83ZvAKe3ujiGgr6`I-Z9J>1 zw7mI*?TzSzA?@eKPOP9c6xzq|3iz*GJa5zd6AlysO8&R^JH!1=JkB^ZBhAiPZbj zVd8CylX;a|!`F^eSL->uU3u9naZ;f0EkR0C?uKn%zG5WAXLWc4Kk#&Na*5K}G5ppP zm@h%w=ZCWOo9{heZ@qpYBYro5D)fai3X3f}?XL_(>&~;iYq1x@TdS%WbjB;rM@f-b zVKd?(+(gPahg`k7AH1-L_jxa+%u5`R{EXl9D|c=kDEUwL=g3+BdJWQ~RJA+0f|&XeGJmaNapLENP5e9eJb9 z$8>4iHNz{D&r+wWTJCJ1G6_w4<&@~yI&r@Ms^a-utu^-)?WRN|%oeM=5XGot}?CI)HFXiV6YuJdZa_+wST zUr<9*A%;`$VTX<5&8BK>&%0a6rT3lg*fM)DE4ug`_Lrgk4(`e`}LhER{wyPePLeKO5Dt^St-d~JNc$UKaS}}n>aT|nM;D&JVk2@TRlLpynqTzG%aOODLq0)G3}nV znd^n}>{*nHDhEtnvvO1TNAYV2=u=C8536s_yG9nh<{ zwQL||2kS^HSnJ{H#rjS#&iny(ebgP#eqa=YC2r7&Zf~H)`dnMs5uIK0Rf# zN)h&WWGKIP=z^A_3S>oj$Mck=7+-?yc9bg3D3TS@dlj)>O2QX1tTVHs^o^@KjbmVS zyxzTMisVKs4^tYOluGEVtj{wYUm=eC^3dc2`d(z0u!g^8Enk5|t0i%o#MGTzfu&f( zpK^+_=@c5899V%cj7_@Fc3L~nFTiE^^4h4@y5&2Lw_-nFdGLj_`P z_ncq6BCVJJXDclw&OV_Iu#b?*ZVlVdOncpOW?cIw8qTOfw2p1SqVc5>C|L1rUvN&5 zoY8;&jxMwB@dW))V8z3`BoO=4nHEJ0uypBRqhCPmsD5-0)5Z6Xht|b0++vG;EJn8+ zUy4QH#3Ax8@~^K-9;5prRj)E>Gm3BjJgPmV_E~yqT5qi^sfd}>pu|!QDv2q#fd2Ib zlLh`hPVa>xC|Mvzd+Xs_A9dmPzQXKrt`z;KvjjvVeLCrF(yIjUbVZ`Ri#?Ly*{;Ne zANMyCvvnDh^I0-9U(BzGInP02irt~k6Q3*Zv~pTQpKm8dV0Ea4H=f)Y&W4vyQ9`t@}&3&mH+ zyU`&ezbMTy$hpCrWbz+{-`K8=~SY!}#^mGBNryRSz+XG^_(xne~hF!Yit@x2*( z{?0so7a93mvk>0fd`-{#-o4;mGu%0=@LFEs3!C-1ZXX{`J5`i+YnlX?PxX(+;^EYt zW%^Byrp)c>I2+yBrbOX|?Q~lEP#$`Q6FvAr4*^yA-UJRap905RQ$i*!TvHL9?KieU zdU#4($0%OKTMGf2FO<(JZs;;+sEZ7yyp1N8K?;xs^sn%jPHqiEeE;Fo-t5OW3l1TMyQBW zn(>{M^pl?E<6ZYoO3!DC3eN%ky}thE-dJe1#H%+>ay)2jNu3r(CE2CUkuaC27EeLU z&bPd}pF969qpjf8F;-u5Uga)-OXoS*XQwwY=k;TZqQAZOWwD;*DnH(!D|VO7ADVsg zUK;I)r|ikryC>O>ao*8!iPd$b7dGv|SjfXtXEREyUrc!44Bi%2zP#4nX}P4xXRb2T zy?*w?iFESkJG?NJKKkyDm#0(BJ2;uy3ez0!vR$xfxUJpvUQ%;|_I1>0?7NEWj)7&w zrxE_=P2BVePM2JTXBV7{=FXnJ4h<`fTbel@c3PP^R+nzVG?~WiWaWEb>E6N7R=Dn~ zN72JV?>@NQCZst*&a=qI>C3}fTg2w+(-MF3#hT57_s1_4d(c+70dZ!I9WpBlj?%rJ zRaK$U-vnG+rfU3Hm#C5^W%;)Yr{DWjlwasEz$eqd2pBJ0p7p98uSKn&bYjSkM#CM} zkHK4HSkUM|4H+QmN!L%4%8k`yL3ToSZSrH2?`9XpaiZuLNQ;dKe|M2Dy;hEv*EM-cC8Ke^2u zT@YN@&nyOF-yWU4XnLmLRr}cb!v)_|3p~@TzLVHg8MX;5f7iL%!HAEyi;Ks4oT%Ql zaXslCl=N<#|aK06fkM7|v6YQpU zRW7gva7ke<5a}d~Fdb`|C~a)~_~UM6J@HisuPtQ(R1G7?8Ay@+dU$Hk3#=gdS8Z19 z-Wl;}i($V;U-Q5>G1%!|nO@G8xA$d(9=F}Nj6XCxWBb&yLD%oh()I;yenR8#s%Y5h zF~Tp>t6p9s?Jfh)%7aFh``@m}-&=u(ofHUNC{U?Rk~+?&Y&3&Pp0FJtYHFQ{|4I>z zc$sPVgylMw(+kx7yq#8dJ0gv%)$$#3XLwj2owLNm853|KQ#T=6wcYjla-?iCgaYIR zgr>lJi`=~8&+Au&ZXZ8qZByx5jL1e_s6xVh+5$2)Orrt7*)7Zbs?=#+si&{3GGfH- ze*v(N4p?U8H|I1}tAf;u>X|{gt!OE;1lQx2*5}Q+l#uDNF8%%RIr37N4mZCh&ludIa%L0?)Pj}RO-lx1P zW_|EoEX~pQWf}NcR&(Ft_iN5K*^=0(tSwig#MVmzanoM_! zsIBqW0WB&&q;oi<8g#1A?4{s#9H(bi?w*t}Gf8Annug0{Xuok{-9l zsptFF;yh?iw>!^i-OvBbJin?L5!YJqDTl;|gs3C0jj04q0k9x$hHZT~acVWuvxN!Z zm{G*M)*vzG>NyLwsuODpN_Jyl0E#>*0J+zX-vzA?-3>@>-&BmMIcH-2c!CiBQl(IL z@^y~$O{CX{x~aNhWA<~fCoK|XFoiN#Va};4HPp^{XZ<_^PRWspR(`9w6&wW5m2pf* z8{77X@yLuU^gd{j=Y=-;-Ml>{Bre(m4-H9)si1Ng-st`1ieJuRZOmnsPC#D13cHM{}SR{P>E)6gYl*+U zkEyInD35*bmJ)-CfNePC%*FKK;Eccnb&fh0l1kd$!DfUHH}bTIWW?gU=kB;}9D6q* z+uf)AEDQT|Mps z4Xsh;Qvbq4N2W2T0l6N<@t|@7Bt;;3IDngE>z?pLd{_N0<5S_-Ku{6UGC(k`y+XK< zG3sr+Dl1u0J*$VBdh$*q)Fp0KsRXHVAqvGZdyR88P3J{979%1Q(jOvq)<=cjyIHeA zQIKwyO{6tFQ~<|GzbT>e;>kmQ;?w6;2p?rwTfU&hqrc-4NRAZAPhEI@$CDQZnfs)5 zpIhLv*gIE;^*ayp>OY{0HhFyU(ZJ|QjK_*3D{u3Z-<3x^w>gY6HCfseloUgxTF}CIpUuuS;BG@SS=+vd6KVn%mgCxy6RBOBp(d~WZK`J z?Lyr#eL{#jK{u`1Gp+rZZ2m;4g2!P8eK;NI2sxLl%t!^kR6MJ2I3l; z4S-n!+B4=)B)p{atlf`MYdwCq8b~kL>XX!A$ccn1&-=?mIOy9=&WmSh+-JUL#ZL9X z+(qtsoN`XzAhexT=26uwI&O%uKPwjC}M2oJJMvuh92Rjk-k^$SQlmZI$B{f>g{zLmVpCQq7o>T^J> zu#303Me^e*+Zy8;iE?#za%Rsn_EE{7?y>}`Bp2Kuk85HgE)0F|nhT-r%Wp#bT z&-6fTl;`eg?mNVV$Gtk}+oEM+{qDhTD*2sy+-B#|&P8`y{(fy>^B2s8fCpbZS+aW= z=*d6FO4+W>ou+{}_IA#gmk9K_T=%39H>qqWe_kY(tFhhqB+P8I8WoH((zZpE$%3I)Ge zOgipf6>6`)h#qGt@{w5yD$ZMYeL3vRD*+)^AyuEsk91TWw__Ms#R<^bs{pL{=O#pG z>j5Ipx1dK0l_~XOQ$@~!HtqTHkJ9N)IFUeUbMf&T!TD&jxX9uuBlz>{*QYh9eOu1N zJfhes`O-fZNq>Vs5K>i2Kt3}?MS@}VCo}oHlr_?7yVfK$g1Cg_c{{@YkOo3t^p$O8 zeO-o4gsoQmIXduxYteVC=*}uAvYZ_;4Lco3rKEVAKkD;B$;9

ldTVVa|5rInFH! zm#>l#_A7?Y+502p1q_k^XE9AVhk5(K$(3{DWn1MZ*b}?;Zg5Z5we}&JH8eEmjdYz! zu7sl8x#hJMPyJY2iEL*JkG9Fr&=X5=nZ2r@_rf+dc;K2`$lJRwXRz$;KOZ-5aNB&R zi1+Me{*-OPZg>4|<5-_Xs-c4^UVK8u6yuuWyZ0aJ*{EdWPNa;cR37t&WR3Ac%kEFi zPw`AF>b^}dei(a=WOXA3iHu%jj+NY3B^yXO5Wk+=!-F=+VY zv)Am-Rtt@1)A-OCQ0xP)HlNvGSlTIX^GRI&gCyOHxtZdPmJ|)cOX7w3my;v|ibPPE z0neD=xzJcov2+7gz>(#%Twu30LP%UghKxae74 z0g?QEg~EUzUQi#4?nI>5IR@ce8JAS8uI=Nv;OV|o)zdb`iw4pirKICmt@tm{rTdW3 zlMC8YJdE1uS2QuZxuaO|5?5#EaXL#SHYeqkacPlTvQyp84YK7^PaG#h>}T{o*{L<& zu8dX`Jw?c=ffgO1l~)!@UY2hB1rXwW^L%znujr}HM^#EBpSfGM7;{k(o?bFZP;xXO zpl_&u$L^Hwcd`r@;maNyt-OUBw{uk1zTY)?+_%gkYyT)o-@9@&=#`Cm(s89vGnIY1 zwz&aFc(M;C^EcLf6j{9K&&TT(vRaM8Ov^TzILcm?((kF4H=g0&e1Gm{t(2s`c2l<=Bgp>rGQ&3lAATT z=iMebL>SUVzV%BXm0I5nqGed)rH6wF-f{?3;F~kRnWOopAOoHXXgWshbB|D=O!EAb zvnlIs7wt*Me8_@6D?XRFUJyI3dBaW{Udz%RGmv8H@?=1xPk!Ap`TJS(+cc2j^PQUK zd`{c9j(>2r;(_ux=~b)HXP!e-d|p@xPrCV&V+xh4nF@YAKJZ>l7gLG3 zkv_&on)`0_s=AOMQ+s=TXC~S}7F-!`@;tu0RhawF@|ATbelc_; zNjXynh4L94QkLm}6$MLw8MZ2Z&NE|RHnzwT%75-bSCxuG?#ith8kADpdQ`uo3{%=7 zZfEs5U`jo!{IL6^!iql(RXuEl5VymJs!OuJy8wRe2h&29|Lr}eIK;D&=kBqM zA4wxB1N7(0-Jc~qxjA;eJ(M{ZAs0}1%Ko;jK)>RmOg@ov>@viD*944BSO}u6H3erteovR!WT6WYZotc z7I%MMp1EDaRbteT`f54!>9zp9t$%nRVR;hJJgZH2?Lh#a* z=1;-C%CCbfM+z7Pc=vl7`P=aS$NsDVQvYe(pY;FRI6=ZCB}Dr5o@wu%?hyIqp}u0y zvgQ)bcjw4U|6@`q1eMby+l_3Tv#th9M!WA*{9gf724xS(X=1;#7+NjLbIWb!QIABV zWqc7`E?sjn^hlRqF2WTu%*)3OoKe93GX*FecRGN`o}(ALma5Q0^NqgCQ^8g5W5K6o zjH}ibYmDSM9QaC!N9I2*|3{AdmCYkLq$5osj)1;vHH<7ih|Y(berBkxW9vw~kKnlq z_8qWbOJO7qH<;<2vZlj^L#Oq|uQLQn3eo?~;C~^ZTwJA)kK$P&^81Q%3zGWSJyh<> z{b2DdD{hk^pVEEVL1>ZL^%t7xiZ$*pjQ^E@dutDZ`LG*pgk-oibzb8BhAON*?E;xLbL^VPW`S?w$>Pd&he;I44B|)yH*E^Aq&To=@ z#_n3-nR89(0e}~mx$vHA=+)fn?|*SeF#U~+7XV1*Dx7g%Tt!lIfM_?$5VxyC^wofS z_XVQ=1AsuOrxEGbdV^kA$JFiFnN9de83Fi}7VD3(y9|LuNAi8io)`=!hk-(z_&dJ2Gu2_H~|2-#%8_LK7?(CXaUFB?Q``QMWN&&uRr2~L@V1J3xpROS_1y(|U zY2aACKiLI;!HkonJK#`=8VwW2?yB*(c^+!lawX%pd%5ASxE*r-$5`Nvy@3*v;~Y>4 z?=-w1#~ElLr2Lk%aoP_N*h)F>tWWbyTd6zSs7N2(>XvZ5s#ykp+N3-Tsj|a>2Joze z(0_4G?qH5<`c+pB)SqAeR*KY(AAx`b+9ntCMBhxVJJY6A&LFdH)LHP(YY^pD_zEQxO;)p z!zwvLm`O%U8=X7I=mE#q>ApiG=hMTRu1f|0te6J6q61^)?#Jh_0Hg93sXx5|Bmp!dR#_54kwg9lmx;Y(v0AAdT~l~HH$HrDtaCcZv}j%1z263l#H16}fgrRo9>d|6FEsuA;ttBJnuZPu6-7sIx< z_!D8HCsIYZo1I2w(j_@(wGefGDDI&I30Znr5EFHYP(a=B>$Qh0$s>>eS{5%Q>c8BxvZudLJ< z57*GnLdq}b-AC7kj|4S;2%3A^!_|GTgp(j*B+lq*at2W@n4w*Oji{^L0b}J#IeD5d2*|2NVFr3#yxMNCnKaQM@NzWu{ekmDnI^{pi^FNJuc(2?b$&oCkq zk2MLg8SkDuUfdJ|8QbgJDi$)bB`{ObcoQ;jp3>>$C~y%Gp<`-W!C}$afdv3I3?EnN zow z2POvqk4EAiA3B&Ib-#3oAI7p7CvH)Py*VWJViuBsiaZluAN+{@NBWUaHgA5wGw#Z{ zQ7aw>r30>PMn7|wOd~V)NNXQ))R$f_fyw&DcVqj}H#AnPCa2FS0dt9o?uUv3gl>N~ z0_dZKq&AKoaJ!lko$ON7{$k6>UE(hwhhOJ$H9dP6yU%^Bg)G)j2SSejMF}LxGp;lC z_a||RaqGaZ0KiwuG8Aj+ff7DRBH=7Rl&zuJURMd$B>m*V?kI<(V3hVX<`VR_k^AUg zh+YVHOL_O_@IDkmQaKu#{ap7~naTQk#bh|ZB=c!LMhsO^2hazS3W6;OSwGH#JF<&xkQy$Tu?<0udyQOG{E|19CGIK?e?P<@C5tajxz_9(Hx zB9IR9yzO;{pHFP;_36^FlIlDFB@oyS9!^gr6x?D{X{TnOr@VHHF1@z5D4m$w%uz_v zakT`Re5tAWVX9;U5f4YqrJ|c^Tal5>nGR=;Jo~$ACS({MR3ZRv&6S4P$@du1c7wCT z75pXT3$FwMz@N`4)bY16@m3Tcq&Lur7|1Dlq#GMblxh7s_1N^zTSfI@=be{|dL*rT zZXvHYFxCeP7xp0ZpFQm;*?j~;!UpvPppueKP9TH5(^?*x()TfOP|(a+Nj|PTbkH~Q zY<}lwrl>{U@v{T&R#}0Hilbw&jl4GXP$^?5_$}FE*rSF3?E8}QlhY59*r5Gbj|Cuv z491q?uWwVoLFK7r!k0Z9-5sbqx6l2z5YLx8%N?L_kYUCG0Bw3Bk3ES8g1#Y?Q{^(9|5FkO6x>Eq z5vB`-ITJ1D#Z8z|J)v1?js<+KR2$-H3SG-T@`=b!(64-n+ovU9J%088Bw4&%3xGv) zNKHC`e1r)&EzKhXNg&0CkNvOd3^MyeOd!l@L}}mn-$L?4J>pPT<*8c_V|G2|ZDPR{ zr`U9egcDkWJ2X92Nn#S|oO;!sTy*MlbQT?MM(M~4Ji<$DAaI|w$PAUo9ZCK~SfLQX z{ly>Scmo#PLm2$K9=N>9Ra;EPZ*m~~(|i~2%np5k@c+#fpAh1q=H8>Bcz;`~9%)Ia z@CzOiV*>*Y{iSudL;4`zPUllRKq2PZJ5Pt{`wP*3)gh}S3N*C;&4Xas1JCat3y_Q2 zUOY}FyI~Dd2SO)^GNr(*lTx{&BByA%QI z3s1emJX|bB=iz$Aa$k8jBy~>I-J`^V)_jqB*gpbD$I1Sk?;x9!9WS@^DGvCQQ{CV; zwn>XjC)sYJ%*f~JBu18dNkk9Qs1@{A&M5J-OJ)XCW)I!%sXO8H!pitzhPJWp(22%1 zFZEx51V`Sbg;@f*>zZ{8kLckOZ>rmfne%J)x6?y{n+9Z>29iyI;N;PTBBn9J{q|dJ(Q!} z#)i@lCSJ;0xpGbRV3M?b-*f4AlO{kvAN~ll;8;Jy*+`)qD{Nu>CjXz(fGGqFcNS0z_eSJaAD2G>iu*P-7$%?>*;MW ztd3PBj#I_+Cj{PjliDY0e|$Xf%{rPI+%FN77+jzhcF5r?yO%kBmv!za!;rCCRnf<> z;Q7@x36Qy+lQ5>O2R^g*fkZo1a<@|)0R9y(weo#DVzd+yyW*^*fS8RZBUI~S>09{1 zgacM143!jI?|WmnOO!yx2=e+q1%$~2fKY8)karbK*57=(%SWr95dJ+B_ILZ>I9-xQ zZWmZ3%Scgkgo9cKAfal=RR?bK+v%8hcg3cT%h@}(mv;LMV|^tx7(p!b+lz1q+F-;+ z)kGKko7~69;{PbfE(^9`-1+YBT7RXXExD-gSOB=S2nGOOnZFK)U4qx2O9r zL4vXf0B}GJ!G#Q@qBu|qj9^(f;7Q*~z7k)@8>w;}V^l82tr{Rt1piaZrr0_HrCgG> zb%l5ymE>d9fcfhV#_?p7qr7Az8geS>rVZ8pP$SrUl(^f0L4avW!Nx)dkf-V#lKTM4 zj#a6#6R#gLRRge%*&levW4cX@-(n#P@_%-8B1c=;?7q2ELP8;S4^@G8o=szTv)h;U z0B-D|Sp&8k`RK&A-43^%Ggog9F4!T|AAzVO)5yI1$xhSqr^OqYX_*jL5-W@Th)eo{ z6_uIlh!v}R(WN{se8Do8UX;q!99)TZcP4rL_R2})=)!sroi#)JuWpd-HM=aoy`&%u z0`)HYsgkps>-*;nbahWo(68;#cs$yF3+^zK_MM#x-a$w(AZ=C!|4z-!^cCtTIV_Ug;oHO zTnc8HIGsJ1BoCl{SI6TIAdDa65&#jy;?JW}1OnV~yoAB}O=UgyjaN1!&s{=y=j0U= zQe1H<6_F4l628S#`~r~UYY6~m<|gyTCwkn3DHAZVX9wxOWLWh!*-K9dz`dYM}i z#^yDLP`#ekSVOFy-P~aTz-zpcz=Ovw9*?lq>}M!5rn1N(Dcr7(U~@&Qbmyl?#~UD7 z|J_)>97Vs?;M`d(0{4V858V2|b<|wfw0mBYT231(WBILu2d=y5@&iBu>DOr`0LsaQ z1D9V!SX(5~oc9W(3vC3Nt5A#89^M)sx0r*+z_;sG~)z$cOmYD{8*X#*-uewD4-a!Eb6jK+CK)(>` zf_h;lUPRH(Pi`t%5f7s5vFX7Ywf=1ncl|#ubv0 z*di>cd*wp5cQ3bKqq>dc#A!ttT~8&hRcYR*$1a)XkyEM|j$t^F4J+V$2iG$MM*=&7 zdJar3N(={{fGS+&7ThZFhm4JC|Y#0fFUo}!%#bPx%B;`T+W91u zD24^Mg~n&W)2f7;d?hfwe+5KQlrDTv0xP@0W+Dmd|2sge65A&U4`%ZzeZlAYO{=Hj zk-k@u$^F@JI^T4=*Im={J3e!ks{{06f@WQrqs8fvsiZ{H)pI0-1hiwfW4li{K4;}1 z7PM09ugmUte@C=-HW6$SIE_ImKyreL8vE}lgIwB(#%1JxlOP&UC(fkZ`yJ%+S|7~hAwtb>E8l(*F62Xe-r%XLAfPWL-1*8U20`^nas36 zD;V+d1(O>gmfIpoI&Nj;OR|bVeUw1&Z`pND96`vmpA8vX_6l#n1s0tS%%w?Y((o~z# za@O-$aJ1v>i#(qvwpsZ&DbPAl6Mz!RyT)2aEAU4JCqJEq0V-uK~DFF}~rhq2wf65T4eKO(ne-iHVVJA7E{s5F2y#N;b zmS)1`p=mrBVZy1Mw_K_y>#mK6+dV60nVW2v@oFTfJ1sdky6atP<$9N7&i4}l{*mV| zMO>|V$+t~KC!I&y2W8^F_DXW2=M<)xQQMnnUB4S?^ZFKR`IBsldx&M3Z#3RWfWR_W z56rNmmOZ!zgi^9M*nkhje*@12jOE>sRzQ98Pg%ww!7U&1<{Ozm~*zcH_^4IuI z1ST2TI;I|TewHxzq|dpqKXgJLTgkm;W3mF~cxM63_}Rh}^|{jv!hk1xE557{Rk##@frvA5PnqGfX_nTVFvyZd!if- zvAY~Hva5fVYMrL3nHy{gHqMRK2UnaAY#>uLiv?hwuhMqc?Z0OrEhDbF;>$A)_y+=V zy+d0uM6Tfdpv)ynSh{^OI4eQY&{fic{iU=!ZCrYyaqW7G*Z9W6l8kf~V*zFgh(x{- zxDsaNa(WB^7l!>W4^-MxfNQuiI;uJVDlcU+113zc^SD3#AOqmevHvEu)-E+c6z$bJ z)lm6$Uql|2hPmn#lSSjA1XQCUZ7YJ<13dufF=XfaXabD$b@H$|`6Yty47-JdurZcN zf-x({ea36Ng`)S0vHMQ`48bq*%cC?r@YV83K4Ha{;NSAoNtCIWUfl(iU}_SX4xAM< zx=IuQ*;0Y+bTwnc*+VgOPWpMwlnla`b$+Vhy*y44C6JE|mfcW(*66h0Rm)JMB>pVm*E>^QgYnv%x zQOTt*U{0}L)1?hvfJxoTm961Wh5uqF!rP{(27m!C!uv?gg|6Z>l_ zxmI|$ze%2v0Do*oMSWGaePU!NVWdx|||k!ReZ z4_Z4%PB{C8K}>d!3q3A@*`4D43d-HB;Is$=?3x`h{qMZ)vcMCM-RKX1y*5>O0X7i8 zNSVMTmJTT37kJ=@W@C?3&^^t5ZuUncSo1vvWi=(L=OsaH5RlRC@^in%yZ4D4V50O5 z(crG8G?bUlmUPb~m?ovsET=Y!xJE5=-9BV$`XNB7n?gw4P8xwz!KnUlgrIg9;!~;L= zrFJAr?5nwrT@5sEvUaNgfD$Ep4`Fs#(J@5mYb+w>t34pd zQ4o|5VZM*LS?7^#Wpk6o4n3ET5`yR~_Ffe76mDMgzkrNF#lA!#+PQUn@WMKK*@F^+ zm{se|p@LRCv8`N2m1{__N{q4@3_1B^LHy?R>xJk*ziUoO+Pknu(iJ+dG z=r?RG1&!L`hXkbJjdva8Y))ng7W9WE0mZx-GMYLx&!U!;B|QsjY(i|+q_ zY(MbLQZECcWM0=lvl5%*@7r51fc$uX-pN4W8xdkZ-T{;ebklyr?M&@Wz5O1>3J$k? z6gRUuIt0?SMA*=8VzxqZZ~B~y=9KjqRwhCfL}e&!4i@a~bvlj16s`C3+Y%M{!z7H{ zhVQ>lF~lHAA6a!;Dg^sTvQ6%#%gVBik!|1Y85FohY-&Kt8He3Xw#blRf6vTFo&z3( z*Cs^J8MrhF!c6;FyF1yE(MhS{7Hp!~Us2fQD!poDnLsOkL8(UffmLnc(#S;m4w~$* zFq{>7t)wKbmbVF^z`s-+oycOFZQSk{gI}K+EPlt2`^&P#R6YxjMDxOu>P>o#j^|~F zwS81X&*gUJ979g^JCCxf-evFb9yT1Oq@!pzC5co*cjO_U@$$SNGXU5KqT)MX=g?S1 zB4ZFHF_q%`o0uPn3!Js?!T!1f_T@`V4bKwXwqn20!571hGiID0d=}}7(c(Eqe7k$j zzU%z)464HPTJOZdIF#iMV~6>$?l&f7XPQcWf zFx8`tzk9hadd207w7XGEI%3{|k`bPdEPC64$2M9;s54mH`zl#stw)wzRk?%CJL}*{ zX5CiO@Y>4zY6~3FVMS^pOHuOKlNEZk%9d1NW;YpZV?s45OEopIlMfceg<^1q74d); zMd|70W#E$WCYYNv*v*Xi^^icX-ggnBQGbCnM?h0)DaH2@g!r1T zE8!W9HgSsw*wI(@rlRLSzxYez!r1Njucq$T3=@W;P!0WAiJ8=_MQLI=;QY9Hm< zm@9O$NV_-;%$^_5F4p!{ik6gihLq_pT2x#)6+E1|oSs5;EOa_)%o*i{v%rTQLezAL+^`6AJGe0JWONSeCeW!gnRS~xSn5}W-1R^zyWVBVrF$X4 zy;;J6Rp%kf%&CW5<{vlb+tRp5Y^c>!Aij|*85D!(fDqDp`^^b3F+pfmD+<^OKucE< zEUyI6`Vh`vWhZ_eB}06MD018?-o*pcY!M3ZJ_11B%PbDLr7qoHiM&!$UP_dj6TaqM zc|-Dr4duC0Xqd3v%iI`gKN4?6B0l*9?LmwxQNHR$QWSC{CT3mvkLSc5+S5aW5swRB|n2apwr*$>`V?o^z3Cb4@JGF!UP9 z8@uSiaa@K_997U+BZmwG-p@_MCp-pRZ(>VR;Wv29A;2hX_-&Qv?2f_&7iOhk?e!A_ zi@}U|lh%i(sV>T0Xx}Vxdlycfxm6&$b|Mcm9vI$%lqHRhND2JR5hlcjILt=+EYO`Q z5d!0MH7g{73S0`5luakT5}@DWO4T+mL%QaVI2d|X)*FOPO^6z?a42?n8%f9?lky}T z_(F}N9Xn;zakBtv(7SrA9k`H}hU+^F*k#B~GRe18Z5l9$+whYW7gOxi9*;A%!XC#_ zjS@9wOMXUz4A2w>MkkqshT&qJe%h!tRk`>#{!5d1QnYMaGQA30xy=+|$=;bVp6&w$ zvMp?kM-)JcNein@B}RPB{Q%l1oFY1xr?ih3jFI$L7UWz7V$bu|58^LNG|B;+fi5=r zRcfX$1$lOq+Sd|yCsD1t%raP(QXp>k&<6>yyA;UBgFXWINVYQy>%2?XcFj0I?}AXe zq!lAm_`A_D#?zYWCgZ-uyv80VzUW*Q&Ihvx1;C=8V8j}M9~Pslz<5TAa+A)8 zosmxgZ~Dt|kGhfrvkR7Ofh+0w+#%eu=2n+mpA6RAmMsIZHfri}%cv(wj= zlrMP8>Jda*Pz<-+6EyY-5->`7Ha3p;l5Ea|vSC9$!szf}_Y_lAj9~N3b*+^X+!J$Q zDTzBJ@>VDEnju%@4BGqh7>WE08ip9Ob_kgWe_W<)Xc>LUwFs&gg+H+H^q$=LA!pjM z_i~;g)3kvsIVIQ!2O`ew`X#k4k#yAlI2Ym&j8pXc-W9L9!!TQ^Tafke5&h zJokm+OaVcIgc5%ti6Q^NB%qToQ$#0H>hq8XPor@m`DOpt&BAC0!sL5^1jjulMvc~G zJwv{*UBXNP2^p+8bGtZwg;ic+-BX4uKC#L3UN>dCl{X>ooL2Ujy=+Y`-t_ZfW(aAv zPJCcqat(3t73HlJGD8%$0&SWH%?P__=KLnDaYs{i^u;C2qIEPbj~62LA~1ESABWrH zMnXs%uA7d5b;~Sn%=nrU;|&7A@L|X+Q+lz2To6)3KW4EUMuwb39+ssr;VO6N#XDh! z72~FR3fu=Hgo{dbT~?&NvnY*kYMm{{Tb9(Tzi2e$UQx353^sS3GenkDcXDXsZ$&q% zh~b)@VmG-9sTNv08u1AHWH`IYDzBwp-9E&jT5_~Xq4Fjxo)Gr5Fv?M1v|R&2L<;NFXyYe2((Z`VC6P-pwTY@4RlMs(qh-Y>^5k2I zT@4mrg_~6jmB`CnJG9)x6NVSQG$Y%}+qBY{#RtKtt&P#pzwf)0K5bsb`kBpbF3>Z1 zFXJRECLKgxRx@})NJaPy46{Jh6zh;)qoFRGu^@0Ln6bFa)loyznp4rUOr@>ywg;(+ z?w9B^x)c0#jw`~Y5DCWzjFu4kjEZb3h(3<=G&n2(C#~}qmdT>Z!wY!?fYx*H%|K`> zW#!_2DHY;uxceq0m%v63(glXm%HC9~F5D|-?DZoh>(9NU6guScw}yUrM=?g!BROhY z9kCh=#GA$N)OglzHXWwxR94FxRm5L-1ZMp`$zGz=hS(Sn*^2CflC&5`71Ewn*dTOX zx&{KVvxW<5<1#)xWg81Or)}%FDM5cbJM%39u)A~!iJP2W5wPJh?g9aeht4{obN_9=c z(-KHJrYh=7$U#=dnc$06mY*Or&`Dr&&JaFIe-BvVhf&vWaL3Gsz{duQV`d}Lytmc+ za7ys1R=K2v&_Wiri)sZ7IGwRhKc<#D5TYBKdG^*h zQPsx<8{US?eGH8(=yWxqNJ-UYMb{ei3k{~3EVJ}XYWMh?43QDXT8D}Zzow`7)ribA z>Bc&fIW@L-WGS@4r(k%ca8f_jK;HOp(NX!Z+D(maGFKD4W@5c~p7?^+oxJ98@LZ?n zx{6D|+tOGOfz^*QzyO6b4=bZez*74lJ_Map+-j^TfjP+~=#aXlm9?N7lVunCeJ^zH z6wj}^TA=#ns!Xv+e9|L;It`CylWkY&zB>)k_qeXiXdqo%nrZqdwgI{~=dbVATD?TS zuc1xM}F2f*K$ zcOK37DBowp?Kx_-{G&?hnF}Azc9)dI<~y}(>D%T~wEHI@X*36o#9 zG_}aqD+H4)x(B>SE=hSiQhPNoNGQP=&UT&BbvXlh%8!iTCB`ZbUfX1ci$IN1LFTLLQ1I<77`J@fU2l#xq{ z*G3-0Ep*sDjEjR2GTST>5^6ERxb0Bc(<;EvCi&qB_n3DNg>tlmWEp}yvAJ()I>^}g z9MN5R)yRQpCmpJbeWi7}S3HxUAxXf%w#vG5lqvCz;ncI zzAQ^D<3=;LH7aKohqqe|8%2P0r0H%JZ3byjFVy;-iWzqbS1^PyE?!B!Cd4(7H;%Pp z>9o|4Igz=D4ge3i68D`BATPbrn@>1%)S>=s-ap zXLfs;N0or}U*M#Vr?>7Khxs9E*KH(~>fXr3%4EU05{?h91A?Z#;RU0^(Kw8jO=@MX ze0)vhwPT37$_&NvXBajKX3j5+L2b<2PvX6nZRbYwETJ7tY_}reHdLPNVqqa*Q@VA^ zs2#ikw;O)&K}a+Gf%(rNsKpa+@W9$VsOxu-02OF6_lA2GoLwl<0ep+5(nzWuVDZ52 ztSpcY9b1FQ!W%vnUm61_d;aTk2uSEaxYL+@G@I0mHe~ofZ~&?9ct7vMiq&B6o&b5l zbT?Z1dn^jIJ-K{nZ2F!I61pYp=}cf36J`!GDHVI{Vhvd;ZL`cyec8Fu$w8h_lbhBa zhM_seUIDl|3rG?#;YVU(pFAJ_cy>7sU@Z{ zB6M!XyJjLf+Vc9ZZ0DFYb<%=pv*}(9=hCCj4OWol)^|IfwjLq84dIW<=#lI5PHW(j&y($_jWZUuf=2-Q~G$5cps0lHN2lg9)e|J`X;L2wuQ?#BFms? zITswqQ%1rm$tDvmDnWnM)cgJsH3Cs;hu5@uEd{KHCE%S?n|*~yTKd}sH4xUW7*S{y zx7*RsC1Oyt9z;S-2D5F(=aGkbeogR#2d69lUg_aTOvJnYxWJRA>ZVs0hasHJKO+4DCYBs=t_Yeuj6NgqS zQA$oS4&tNdCk;7~@t!~3jClYv6=D{DT~l-YxnHUN zA3qVja5F)0`VqrP*Y;Ui-cMD*X4zw?ZRH1^;JK_wBrJ@<+tUL8H9)UrJBV|q%`-5m zavxI7IZ3xsj%I5u5F^68KTVyvQP3ekH(kNvx0m54o<)W+8iLppofmJs+&`6($T^*6 z^dPGy$*8oUw;dudVJoQJl1-Re2*iK)$1i_TY3z3qzv4LQKip&3BP{J;L)LDy5!k?n zK4MZ`y(nev=n~g(C3McQS&Z>DANRWk3oj(5U6Z0M^cS!9Bkp*LHVf`sGt&9=Ej#8w zn0YZtKIa)4b3*P4il3XPr2#g*q?>+77`v_OLS}zk0`IS-{@Wj(n3#+FH}e046+4B5 zF!?>tJvBgd*VA8`y0Os>ew(+UpF5p5HlYOm)mc?MjlcBjSGci zeu-x9z{nAT+KcZ3dbp*a&r1rImJg&1sPRoBDpPJ6`1wR;$Sho z*HUL;WmqguJwD%0AHl;fA%y291R%;irh>aCJYq6?i1?kuE;c6^coYGPaZm!rV?3^4 zK_o*OzEPCcm?+oHX(H@b8T-m#k5^MaMdlsFvav{EIuZg_80i$;=U}|x$bd(N`h}tW z12PlTwmFCc?{EH@S|7nhtnV?9%l;bMT61`Qqw;M5%yhl77M3D ztSuEfn^|3_^J`CIof?FbwMgy(+w<@|N+R1%E&iBo-rKRKt{G8{uuMTH7VRgtc{j7j zO8S}FNK?J_+ues8g)j(%=zZ^HNdAW z%updyX<`jbGv8>`1zqjYD_j(i^O%uHAD;5KQ02~t*^>8q(Bd68l99x=+Cok06{dD_ zuQS)baf!NIAWQy&4iaL5w7Qp4M7tR-x8agOdC!R=Sp23M4Mna|EZ{A$ z=-3>?X#|O;6nTl7uAgx`NJ0dafO?T{L#*ePIgwUW{hds@cHZo2lVNm*FQOh~C+CbHKoO)0cl4@M31#W_xXLfI zD8XWCXO<(V9LbpPKh$jkwhaCJmy|A+e%;hW(0aj1ltng;6~|k%pL7?yN&0xMf=|MX zW|d}=v*I9D=uL2sMv}z)rwkvCUVuRPKmHPos78@T7#J=>tD1u?TIm)>PeRPC|4C8u zUPqc7FCm^-+7w<&B&I-QuN<=qO_HlL5klMY-BPm0i25(p&y2)5NJ8cF2t!c9Mf2c9 z4>7ABPTDhBl{*jpk*Ok|Jmhv|q_Fh>Q|nU_dubQb;hC*$1Xw6Zeh>#oo%KjeoR{~wQi^!P_Eot0AY ze?)pOxJf$`R@X;KfJ^0A&1R$FPGer3cwk%tt;!EO7@87$cQaI-lidCEP?C-MH@Qvp z3s1S?nEh^!mQ|IMk*F)qePo;8lFYVntfPMsLDs(PSpGP_kt!#!X5pEb>|GY!2hO#g z-H6IEUWSFDp~g=n%*TyD6VR%XuvweQJOA&TM zYf`))9M*FN&PLYPMkH_{fp(idN^`2Be`gv$vAZwr%D2#Jd%q0`8Ai@KVv zXa4I35`1w4*i476h)gsb1@SJhOQ;cPZGjMFvLN5KAH_gf^7jtT~J zC>$9(r0SN~J)M#{Mm@I27DMMTLPOII38XPb8W9798#s{Gu_Ond;pB{tJ2pwz#?Qfq z=QFo^%J4Kfi8PfbmhnD35S0FPf-4t!A=G|TsqLVxVlNsv12G>In?BaRK2nhJsKgl` z{1@;xn@Xv2=Z@PR;i2bK=>9Oee_QCe;(VFYV4yE4urzeMO@pAjE!JA~yXORv~!&ToUvU+6%Kbp5?bZ(F`3h`%-!EuR5kR>rDW5AP47Mh*fWRl z&zb!+VOQ%d4Kw4Mq7E5gYu2~`KHhzpm*AYp-(b(xVKu9Ibrr&#+)(9o5D6OqDpcWY z|AiZp&}t4bJ(MNJ)P<5`I*(t+Nmh4?nyyXXok&OkJ(N%0z`O1KMZrxr>8LZtEsoIw$J=Zv1^tDXPGTI- z7;WEpXo-CRr4xumr{W_Nrqw>TD-vOQ2@gP-D{6x^GK zjr)@d?6iuK^UokKO9~rxoC37rkkvr@`5Sz51I6n!G&EZMzdR{EJ-gPUqQtMA=zfW1 zNj4xK1cwp$4hH8G<|U1Ss1=5f3+7oNUNes%xz|XzkBI_04!RXA3e%ldXNN2 zeKgFRk1CR_h&GDb53{LNG99nMPm_R~ot5irI7H*`*nlTidlW0fTJe47_aH&IEph$`NSLc1ng^pB|j+dPM9VBGc$L;rd4 z*3aBWKIjI2w2%~i7CzjQxxSGtlQ9%^KJm$De#TWAT%;kKgp2E8|MVI)qrf2D41DEbc!mj6IAfn`#>DKmC|0 zLQZlbp_8EDW;u~Zk3n=lTNmhq1mrH9Q5~yWS+zO0X@e?2)*3O^wkPo%b2AmXz_fTidLtq++AqSs%fHi%S(>*QBFh zEK}Ru<&R5<`jAJZ?6FVN6_Cr6=n#4xWOf$EW!&mGzZMMbFrWk+C}w!}9fY6JO&Q-& ze0s-p-7CV=!eZ1t4Pjd~--v-2d|8~{-=b`a>%TY5VOieYGS`yZ#5w5kjE#gwhNMdY zoQbXIF_zl+#77jwYb`2mR9dj1M_F}>=zYEwdqxmFV~0Q4az#a~naE@zbV0&Vji&@x z?*!xZt~`1Cu;&6x)NcBXyT$W2K+ioWNri7yTqe__ zo1MM05U+kA@k@!$|No63RH}Et>2(DLU*)c`gI9*qWZ8bBI`HGSbwhGSy})XcrV8>Y z-|C}G?=yd4+c%@35Kf3zcija9IA3Bc96mgmgS8xmMe~Yd15uEQ${PNr0ydj%hY4d& z2LTCOvsHKs-ONC@>&S+ zSa%dTSqVjrKPhp8CtX~MT3g%+KJ6_A&9o?pZauty?fvs6Q#2Ion65kIW&Deo# za+fRdxjG7!-{N?$nHAg5?jpiiMxXWdvAZ0CWbxn$;kj!ONWNwjBe10b=BL>M?Em;* z38i-GV7*oQh#RIWuaD>l7n6Ebg)fH>Wz-eV4@C?+^|NBSeT5R$JsnoAjn=4w%g1UH z7 z)T%F*4^nK_7i6Rfs7{`s-i|k=cR?IvfN+D8zO4JOn4yRc>=a1;zriK3VVli{)33^F zfSb_qPn5{hT$NoSb^6Q`82-~<3txP{?_#}c$BLZi8@$pUFU^R+t)DWoH57I9ALz^v zii6^f_-SQ79F`0#JBPA-OG9H$8}&)`Loq*0*Kzzv2MoM6~1&}HK1-toe zcZ(Uzwv^=qG>|}UfQ#5fKS4LPamEm473ky!cXJ~aJB9;aZo_Y?`~Xfmwl=gSg!|HJ zaNrdcFz)^bxKdlLhA79p`jLc|?=R5NariYOg#CR5!x+9b2mp&=_Y!{M+ua=i#t#ib z?2%khV0|aqdUlrUndqBu1;dR!7;Hg zTB8mucIqhRcWzk!*Vkr~Gb8OFayNHN612^%o%JNpbf_)x;f>+K1_JSiQXmu!esM97 zI4#8^D)7Q&v&=teYw+WBaw3H|4~$S846J-q;MR%Rh7}7la+SQAy8VT}O}~NzYTt18*{m<77oYLe~n$G=RpUp{b-f znYZa6VqMPNM53mBu=RLsexeW2` zp(FD+emSPAtcPAZEEFE7ymQCFFtD1S17erJc2YH(Q}tKSVB5#W_GW{ zlB_UckTjsGRHwrI>;yVLJMa%Asai$stOb1Og9Lln)qdwV)2Kkh^-7XvLH=?~hBYvN zVzu5}$;^G&I|43K*$R@x9!DOO6sWhD>mU!*YoN{p^+@ym1pBX^1mhhtJ4xO8+BB%G z$dn!}2PX*^+4{MQ6d0D2>^ScZW^|j{Z50i~K3A$a4dQ^{Z~j?3*+nj;KcgU+ywWfHl*-oRF2=**TT_@ zS?lX))l?zt+xe=?%G%?ZGHo6KQr=dS^;Vsc5^VbiYXMGJIt|5u#bO|^3kt+n>ScjV zDJ5%DCD;LP1jFQz^%2%kG-N~3gH#tq+>rS5pUZ&Jff*e<=WhXKETdZiVxTzj4VU3e z=H)-ZP0aQ0D60J3Yb=&(?ujHeE-k(H9;mq(`^K+oS9h^Lpp-~~kD;H#5a=n5sB*2t z6voRiV#*x!lam&0Bn)l2O7n{mh7Fk`Rjt;+-#L+lVu8BsIeMcJ`0-2=4%wrpzs13) zTw>EWg*SFOY5@?hqDIVw5NZ-+-3Gg`y9)T6GQYKLO-5=2-#y!G_fZ#6}h$&lF zgvt5g1!pHcL$H_;gQ`|v;qL3?YJ*(uph_*lRSBzCRR4R;LdX>IEesC|`prMARv$ZC zV2;2?fjYS?E2v@t#5_V1YaQ%efRkH=`XWQ03s6lwHfmQ?PIAJ4E-nziv(YiOn>&AA zMmRMPT-V!F5R?ZW1FL8t8+3rnYR#8KobhCT4|HV`d5GUf0j!MPX?}ri%TGu`3QkzB z-S`Xc=Jen|P#LN!aJVxN7V#5X;N=tfd-eHc2|&*a3>4F4m%6uEZ7437DXd+vkd2ln z?FZ-J@3YzP;*%5P{6H}N65JNAfTiKDbMk*a32B`!;V!oS#2$rUi{49_e;(8sxSogC z)mtGp7Qw_IH(5DIzarIh5R6X!1Tb_&~WCm zD4XHr0_yC(|G^JX$sY)6`Ckh9w>Qw48Zw)ajF*34wLr=QCF5%!h6HsB;RK>93<<>& zsvEC82A%TYMNbrRnJ0+A$5uiA#S-@B{!N$=#`kXe0s=}h3^HRy@8_D8K@D#s`Eg?oL#1=cE;Ox0!`Z#?7#Lnz@88a!I$s? z?SFy5;P9a^77p@UC7ZFs5rkJ^5%irviUSRQqVUI9n8jDaEI{KsJeaz-z?G!9<%lCu z{l65UI43KpH~w(^+>Hmqumdh(S^||$=!`6N3Sr1)u+Spy8QhAebGnK6aye?iiViRnDvb5km+NdIp$cK%wT<&d_!UkhQ_!13ED- zExgusONB5b8ukkd!OhZOl0p7o8b2`5Q~?`SceBKy16|S&Jn)?0WW^XO&Z}G>sx6lL zzjg8>DPRTFV4s5qg6HER_!%rXyj{ZpSTA4IaQ?zYYqbN1L)I>X{`5bH0BW>(Q3?WW z_t>_A)q8EXkw55zbyx8vQ?*69(OjLW0C>d!_x%6p?V#fVJp*n9ENUTODqXn(_%fFT z3STd(CtD}!LNbmrq15M*XKCMPSeAQYGmzJx=DPewxY59I4wOfi4QKakHw zJ`=G|X(nguukuHs)-s!vy?MjKt|5>`3!D)b4Rc@NP_fyz37k&!(u$8BDlzw8czq1o z@65A)Mn~Dz;RBmYcYsAu<@(o@_Nb(DV-Suc*7^Y#lnGs6^*@l^Vd_%)h;dAh*T4U1}d(< z!}Rfb2xa#+RVf(_7s=_JL+-}q#-!Z!D&Y8oPARO5td#bx^KoIT*EPc?30_tmUQUWZ z8fRWHNZ+U^d&^^OnsD9T*3{t`xU%zHV57aXzG@Kq9+R{Le}nV8(C!w#>xJjh(tJU> z#!3}IC)ov%v+8ANksC`dtD$c@pVKhEvB@)5*M)n@{x6;gY?I68?)B z9coH`%k6rO>UZZ>^pn|o9^X)P^bOVzTPY4qr7O=e8hhLPT=Zk}f|bwbsZm(ZpzEGX z*vz<*kyE*Gf63uprKreEB#HEXAMbzhABfG?%Ah&tKC=Ui<>^DJfLSUYXy>eD^mLEo zMP#!x=OsteuJ17B;7@A)4>cVeZA2X&8ynM3U!nY)qohfXZvpdl|8Apc^_f?Lwn^5k z_47=VA6Uh=;681%qwOygIKQ&5#_wkZ1RFlrH2=+(xU|v%xljb}Q8RHcgj7 zq^P!8hHLmu!FwnvMUF3;8n;fYS=`Czt+p_E{_P%D6!^@@`$5FFXWy5v?!Q2Njl8Y- zJw=Ohruyk)&9$`e8rX)io>Tju`tu$(Uc?ZO#kEOiu-d&7KjXv^-=SZ`oW9-vWL5Zf zOWpJ5E$*p1H=N>c zxqZVKk)V^E27sBy)%ha7y!rU8Ym# zEvuaF1aue*Nc?H%y!`AYNtptr^)$}u#bZgTrPmL+OP(J88i5|ECi8Wav66m#=Q%v_ zeCB@P-aR4RzTxq$*as7lubvh4?i&ATRn~R!TE>?@zn+rRsGTGKo}?%`KTs!vrH)LW zvtU99cp6sYa;o2n@M9 z%EMYCORyhBg`F!(=rtT=6s8<9=x$Q?6Nkru`pC z7~eOUt{lhrcGvp8Km7AkbO6zPcXsatgH_~$jj7mM=K3=jh|FStY+P6EA80eIW1^i- z_Q@Tae$TteOJ2g7Cim`EUPPg0h>5EFa0wsoyV3qhwQ62sHa?@9c|D0+b?KS)+vV@N zHII3%dMyS5w}*@>j%y6m-Y`?x+8(qMw6iPHj9Fb4_@*0iBl^>HE$ivmi*HM{wD!xi zURRnb`HiBU1kX_Ct9Oh~e&&@8?z1rJ^*3%Z61tsaQT5@z6jAwukD4=QbIS#Vt6Dx| zUTusqJ@W4p4>ya(>FHwTUu&L+;i#r~R#PhsEjez5OLaUW>3GJy{%7ppcM@2phjqxC z^WQ7UJDCq8&RtAWfqho5dq|1d-x$*RL^axqVIn!&W{r) zPbH2Dgpcv%+=&!p&$`>L_1Kc8Kssw-IMnWmzVwOLwMmHrz5b8Zd<(SfOr-77YJ`G$ zI!lba#w?S!JDt5A?R%4+t}(iU^0gyRPTUS+*q2-{8Qt+DV}?Jy7|0*)oI|q07wduQ zI|h-vLUt1^V8@>~)cxf2a-FievUl!Oe&J$Q!sf$qbjia?ED94u6!XC7+~kK$$@MDF zr`j_H#Gh15(kE&HtGnGe-PCua8u?)i|3IERKXDEh?NBuXBmdLzc0#F&C1q85_a_Oz z^L9#{CXR|!!i~OBb~-T=9Pd~9Q@N9;f)-o+{J8Y9InK3G*?&d5&TZmyM_rDwuU_e8 z8Kt=R(2spOn`|@f;sX&@J4*H1nD}e$)8sb9?XdCpt*j9BxC|)S={9;E?JAuwDL^G7r?14OsxuH`-^7i*O}(~zzy1}dc? z|AAwIx+R-Bk)L1rwPM=A{qqtT`xH9~k;!GgZv*Dg< zvF=A}B3OFtpw$ffEkl98-M@J!G)}%U+&u9y*j4@>n)HjehMOO`SW)f@RKV?xkAC0j zewlM>esuN~S?xRxQ|CBQ|3Lch83?Q$-vghdcajy`z)B!6nr|k%9GTva^f2Vbcfc-u zP2y~s5>(QBMwfdQ6Zgh}gAv{M#;Anx*;Y)$^WdDzjTLVedvH#q5=!%#l}t*MeH|$a zr+QW;qT*MaW&KuCxfh-LzraIPi#kd=&k_fpdOzQDoZ?EEkCO>~kfYPt3u;Zl>r)q% zC@2%}=D+Ppy`pmeOd%@8;nvRem(+SAsRi8BRWX?lt-py!Q1OI7g6m$x{Xc+Ba+c5|GWTIAMcGs4XWXUUE5cVfuXA2Vlu0CI z;~g1-jLZlGQW4EE&V1~wew~W6cuL;ThrQlplr4?ZBjcdNlzH2>ro1&@ETAjYU+o@F zmR{yL_E?a0U^8l?r~@`<-!kVljhpPSA?i=NVO=n`uwjzWeC*hBiJ8sCZTWAj#`5;KJGs_9Cc8ts1zZ>xM_D*S|r z#CHW6qf$(alA+#l;oL9BJ)H(0NSgfUm!1}0R{q!R`GJ2RkrL*HL8KniFz22(OjDj^ z2`FKu6fwlQ_pHG&T23cLM{Wx{1G>s8>-<(uzB_2XGzZ)Eh4R)XC!++Vm~A&b>pn9b z!_l=Ex>1)yWX^~^YU|TEMm42!t~@=tNU)mJ(zrU+^K1@><3A9?n^v~nLWU}O$OvD7 zeuXp3Tz&n_+PIst;HvVbvfTmb0N=*n4E#;$8+wK%-g$R2EM@9n^GRZXoM)|Dmh^6X z;ZBwgRkJdjxb8L$13E2ue*-Ev*{%EMUmq@gCzmFt$b~XcF?^MlvFQ;=RJl*#7Wdk$ zi=jNS?o>7vOoR6yNWoRqAGY+D!gz@|w5TpzMoeW6xW(FPIHa05^cO3k&W`E(MyIo# znh=IY+GeSf$mD0y{Oycg+MS#K7K&<^jAKv;rtQ)k-pPtBqv1|@cz#V%{<4iR%uTS$ zUpb=E`R^w!Cj6-u#9h55b-n8pMZruABE1i%w1^+PywqFrrn}9x>Z&`*SaO}M7Vh1ZOgm|;=lA>- zvjK0_WZ+Fwgm#9eqvd{9zUKkgnQWF)^xI$_W`SR*hNBdsxR8%J?b+qCY3Wa?D!qIiT*By)5iz3IxyP+3c2i;1^86M}3awnm7=a%N7p%UCqJ zR>l0G+6T^}H>8$|n{eW%CeqNB`>ro@_F0=Kx!>(l zx*Ub9&mWat%Vi&Z?Nv2dd1FCEGhYH7MCWXy9jZQ=N;+GdJ~z_%G|LXs$y1WO&zeAb zUjdsc#1s%}GI426E|y-dEJ;(;72{4Nbt}W}LbW`_D36H0$$HTV+D`C*XLSE|c$vX_ zn!TKS{1x5#*N@)*1L4jx*^RhO!e<%E!*K1cUW2>6pVzc?4UeFK;N8S3VMiM>YX(Na zbojehy2Qc{HVw$8v+{A_8Md?mS3(oBtIxm+UI#_V#oVq$^e^@!HLtW3Z9d#ibh{iU z68SXG*HP%b;1krEeYik%Nn+)epnzei+AHc5^!@p=49XT8hKjPdL}5sHvnt$tUlIpn zyk_;67ccCCn5*!avxTEfuQO@7u6;g}w(#1jSm{savk=bw`g+uDr5mE*ZYA93AbKyY zuCh^@>G8C4DZq$(6h4kZuNk@Q=mxf57)&p`239{5kxinQL5oPKvwlV!W-9w_L$A$m zzp1|MRzVy(_BH2ai__*}-RlR`+O{c$e4X`mc81ln5 ztKRL1+$l$r$19!o7+LVy?=_1o2<%$SuVX{hj3Esq3xX7S3z`yV-Em2I{spRf2{tvQ zWoUb1#^E$qv&(J|DRg<)tZ}wAqLk)>uvb^TlFYeH(qoJM$YXq9&!55-HHcv(Hq461 zwHu~%Hgg^>@pB}RuzqJ7JEf=kc~KnU;ugZdS+$#XE;CN0Zr6o(0CfY_V%sHgU4`nR z>pu|L4&MiJycYT|3mEU6y3f}3$6ZpYMqaJ+ZtYhYs$O2s@k)S7YMOpiRQ(|TFj3D@ z4VF{&Hu>YJyMMKDV+yDrsX9Cqo;_iR8Tvrn3MyjLcPHXb(?@-Ybgw_}-}y8B9qKxf zAufJUm!a~E*1!#J*E)3TqU^*a#2Jcv*f-*|NnG6I3DPRTx9mQxI_6xO@aPT>ttu^d zd{{rH{kl&4?(zA^xRLqm1B$!`gACu~k4f!Uyq#z;(ET)g3SxB|BlYky(+PLZ6#CT< z4_&_4$6-!3E7c1_o5d?noUlG$)!Vq2UH2FFxNmJ5W#Jz(Z04ivq< zMHgqwDtRl&=v*XcQ^~1jvdwf&lKU@>+k8G-u(d~Mt2$XawQjFchb^(3_;iW8jYUi- z+c74~>r)$V^+W)af_a+1CVRXkNwDTG^V!(YTLwylGQ26`+p}v*Mm>5VlcPezG1u36 zk$-gE8M955z46t$>x*M6MD3+51sN`KWGy%tCr}o!sgEGDyOPnr=o5|-65+i(`45Ds z`bs&PNM(4jtHhttM2=^D(33*%fE#JWi zhb8^i^Kux;HF&%8+M-%Qpa_-(dDf#KjZ))exnp|8?r}C~*K$^X=W*owbtSF_8ww%& zc8iX`?^`-3E|iv^H=CQZB`13QK+|KO;+WLU{gCIUG|IS4gx(zU2p@HNGZv69WfyXH z-u~08T46N%^wOmqq^EhM{ibqcE=FQZTrxD2rlU{y+oJ{Z*I|#yG<+^azS`B@yPm`M zy~m{^)8yiV_uc#D_5N4Fm-Ew6sSl9P&3EAo#ya%cyCZ`FIOEcA1BspZ7M=ck_xyUV zmet?b+Z=Y}UkJNvF=Qtir(}%XA$hlaD|x~wZPH`zksan1uaJMvHD1-OzZ5BC^Y_$} zVn2Qey1O_2Qf5h@IK`(n%MDZ5_SXZboTSfUxyJVotV|L+s@R&v zI@`E=>P#nIey4nJ`@8OC!M==>X9I^{-uW0prrRP%L{;>e)WmZ1lWOZNRVhbvOYCW% z*sz>^qGB&xsPqDgUiz+x6yroYg`PgMTmTEw?tSs+>dhi07%Zv1EZv?+T$AS2YNbAg zdd}dr0H+ay=@!Gm%Jj(T%r2ZtGQ2> zw4K?y#6os{I(zBLH;3u_-dt_bQU2UvbF9cr`|)Ol}(rQE7#MoUr)KT8v+NGuH} zy+;*B`)ry&JofcgwAL=>GXwwe7T>ruiPMgfuap&;c^-&XL!qFpo=JCj%vwKGpcKiu zQuOgJ(~}Hew3_D6Z_zxfpm5t-C{3&}pktSeLCRbovHwVI+gfw)&lXPEK5-U0hY}iB z8783RwfZ=?3{?|H3fc5XA>6a2hD>~!L$%e;tLic4Tr z{_&af4gHOOAK$Z4up&X~%(T{aMO;Db-*`U5+oA3I;rYaynS0OkJZnQA=*13Heh7{v zBA<^DPgZH|f8=<*fbR`=N+Z){hF5;XMHhA$$ZqDv!6Y&>|K- z2t?{8ZNKH&zuX;`SYq~=MbJ^I&W3@;)}F7jC2OTM`S|<;_U^~3!2Gp=bLg8WBa=7rYv%hI4e@91?6sn@M0*T0RNcrXR=0(Cyo=Kp=}!BzTXxR%ZKwDq z_wZ&i4UxQMok-N(42J!4JUc5p$Z!FMc=`sHrh>~%cK;8LKybgZT+}h)j-Ui7vu-~y zB|&H@hHN{ir;REG?z+~wYp2h~KWp4tq?gk={{WB_aCk_*&qnMw@@r8arOT0&@K#qx zn*4C4OZx>(ljmv7aYya_mPCK}ulikY#8jM}jRlF4kMn5>y7Y!A~ddvpjbw<^Ju9gXKS<8zrg zS!apmI@o5$V{=Tx1JXxjs8@L^PE*v5L>*Y=#WLG0W^RRIIaP*o*ia314kmH)El{O7 zYO>&BdwWWEu(7Cilkf|Ld=^h$I{m)}Q~sK$yrzT;LB&p0y&`s;mYuW&SJ< zhOc}3I&4&gTWY1abmb1w8$f!OQi?}4LM-ocOd@&KCvkZ-NwX6BOjRkHv1pn zPkG#jO`Q|i zXZ7frdgXV+=(MNG8hAs%A(vQ^i)~-W)8^Y~CT*{(#Bg|cG9n!|p#$l)D`6FYGjK>4 zs59;6CZN?pvPBuAn)Qf_lHVWRhOl5&6K~HY{p%h>65e%M{J68>y0fXR5v+qusR{DQN=VU%=7k7)L z;+|#P)7W+=Y-}b%nK+p-*1$wEa>To{K-a-Oo4fw{c;WQ^jl%|G=C?pWw@ZBUw8oz* zu~kUlq@zyqP)MRi=&F2#F1r+6W9Y&t4H=YxA&F6wBHI$5^#oC%^GB?olo8-FYLI+7 znaPC?mddeQ5~oT!Lzfz|iMUJu02>mjDX!5y1h@vU8y0v;03nx*#ki%;UGx;fqa zC6eSQHRao%9kv4(Sl5h@W0v4xub2*!g-O`6~&QpmMZZVBu26EDney~ zxSHjU)u&BDh8CgXan-K6@wvm3oKs#XRUo0fMS94mEtZI?3Px>%lOiwe)xdsVnsQEvt~rj7!T~~7Ib_5%O>G8pMC>y*d;?Lw)GSrRoh^LVUKzTFRtR( zl&MlcbiIvp9l`w*vqeQXt*qSsihOZYcW`{=$j~WbQV^Kp+>us&IGHi4kT7~ySOWsc zh~+uJ1Dd=#V1Ad~hxFqR>`tC2s0IM^@5oUv*LpU5tA6$>fR@E>NdRlH8yf&}*LEXp ziIpm(>#}dcjxvW?an+S`B42**5(+1*rMrvp#`yF(%+3Jzi|h^v5ZlJbC&Dti?-2F;1FxX9_Hz%|{ZS4%fhzg<@_ zCT(EbWlZo>WmumxbmdXUavuakDTnQQ@HS$+x`a!FvuD#3Twr57N&J1N$W&4Z9>l9r z>ieZ~0{{WXtm-Wqy zDk-oBWR6$r+72Rb{fpkuD9M~qVZQ9`ZAhw#x6q{vrG6^+|4H|($=|UBpGe?5-5Xj29Nt)qV zD&!qhaWpQgAq?HW81@}A<92{tv!~;9*QUJ_gT=%7mAZAAQgMDJ+U- z7b=6Z9;vH{o)ny7l7-82aWj2SDcIvSx?k4PN{1T`OjB=HP@YKZyClI4fK?1!k^U!T zH$$hFNRt)YWjPJR&_x({6Rc|m54o*!(6d8R?24_>DFRjc*r7pW=yeaLF2jy8jp>&k zr8M2C!@Quvc$3YS2w`(assnOn!=M-sM0TN&`Fmj@;+E7KFYVthg4+?@2xKhzRxeir z`c>^7972w>p`<@i2RXDYVuEd2_ZnKRvKdOT0_e`f0;!`A>AqLC;NwSSI9>LcyPi7} zo`XqPROx>ZBiP3s#Mtv^MGbFdGU;a3bKL5n*~5Up(M7&$`#`Lg!k0Qt;)qUZwXdjH z1Jh>z0MV`{1veWW9K|gcW%rg=VnZt%XnW4E09v;Afs?rzM3YnWlvvBJu%LNquNwEQ zf;o2BN-B3zM=5nva|3LAmnGMKqrBQN#XEgHJJ_$PeTR`PPV{_!r(^qdTp5!OWvn3z ze_4?X_%aKn@C92*vdSxnb8KOe!h zCCXaG@CiN!z^NS-Vs_(z$nB1@#zr+^QM*745XKdPCOIn@RY?h3DmeX#PFYPfr*b-+ z#TwOT#2IX$0>?!z1ESHT6Jg2DF^MTUPg0XqS+(sCScX5==on+6icYGx0qSydfFCnu zJwJWPmyE5PcL%jK2Aahtq(hkKupo6@KT6C;a`xMrZHrBYRb_xPaX_5Guc%^dv{%7Y zD7N8fc27X%m61rfux5}@`lG+;$lrybs!VZdM9YIROhry}Za|5{TNwTuu?(e0_}qG=M0+)o!YTd;;VwdyPQ`u!i;7iI5p7#cxZR)^@I8h= zI`dH8M0K>8MK6NAcsXrJHdbIfB*8CPYEo(_(XbRHp@BeStO!wT*a{cjd*{V9>V?Qk zf%}=q@zCVw6HEi7bty6*(DD?99|&W7`R0E={FnXCEAc8 z+CB|aWio_91D4=m9d58GU9FWcyHtU}Bf(}l8vGYcb}F}73zUG2ENZIY2U~4fR|-^h z;S21$i|u{tmHz;ys7v_21(0Ycy8--J<1;Gr3m^2aKz{T@1JtW<97!HA%wY|UV@g~A z_pI$qFFj5_@vUOSf%q=VKmgH8@=wJMe5>{-zFq6ybakZhluzVH$q_Qwt?4-Q7~gby z1~iAMVsaYZXysqG246{lX>ukX5^wu5Z?N($^+=JS`%&&l0{IS%tE}#dfkdix%?LJn0Pf$ z{=daG8`S$MEJ{?mOT-aU)oou&un)R9tkm(m_BN`2+dw@Nh=HC&G3+KyPbP_B_PQ!5 zj~#&v1!qZc_KtjALp*aQtx!1%Uw+>@Cw7UyPP>u+04vm(c+mC?Y}U(n`x`-l{K%`w zehF#+0Mn>eE&k>EPtDPZ7~OIZ64t>_Ty-dhGo+R{@1dbS?fPL`WN8L-ci2fu6`@+>Dd>-LlBx#!!28MFrO|KGA5p~kWDq&&Zcsd-ii4y5>>svn3fXO ziuq;OXrYx`nr=f3Y-43a=IJ!=u{c=4T}H`p9c%^jJt=a{vJyb-9~DCStj{|U)or+M z>)3VRSe1mhNAOEAzlT||0Q^#VXsD;JUibQ~w2?XKI~TltSAA+_)riymhL4E?2VI2R z5_*!Hg6i-Vdl{T5TBMOy+G=luIdBCDnL%AxBcg&PhBB#9Eke~))aNWO#a9)iQErve zm}OGedkeHJAN=fP3_;X2(H@RT$SB-OYE%%Um!^5~ojQPoDkhJ@*aF&LZ>%P_ zNgL=j1Rr{`vgAmz+lfPFxV_*5lrqDufu{VdbUyff<2HBzPVJnCaawj zhpyeU2#Bk;oQ_kri52_ZpufYY5aaK1HZ+qk56Ic&0|jO?#+Rz^u7PZX*&;w@^rsJM z@lXc@iErAQgn0&f(Lh>0JfsUD1*68!$l)h6Ws0SGAI4m?Qi!-vn5vdtbP>wxqLnJR-7;ORzfxTw=sDU_r%}Vx zCdnOpUsx1INDMVWiZa~m)>ovaE7Q3OYfB5V07pT7LAUf)T+#Rk@c#l0d1P|tqPwBd|@1fZlcS37HYX1 z5YdZAo(kxS-tQePRP@{hMzjsnG9l^X(z|drCd{GLNOB4NQ`I6YEa1vq0P1)&#NNy3 z@|+~=q&g(k&N-@4K_YG1p^ue{k=HavzezH~NQ*}|nQ|(;T%Td%XPh`%77&SKnny|U zX3f0(Oum>vK_5+`c+L$Q8dS^d>?X;8G;#(nt8NeVbfE{uC{9z-&A*q~IkF>UBC5Wr zOY3xu&FM}a)a~g6a<8)!T~C#;1b&}aA;Ny;ves6_mf8+ajbogsG8Oj;X0p5r-wkEJ zF*$U{3U5KBN!{t$c7ahxRCALl(c+ppAF~Q~9-XOR@guD&LaLoM^pVJpsBmL8dibOU zPs(t_Uld0rCeuhGC5Whdm#Lo;8p(k8{g;f2aGcZS<}yL^d>w`)7T5O15;y_-vJHT} zFBC$q741M!#I)i-XsA-A814x(8zo>j(;?tK~%K z<>J@$$q=cap2wNgcdLnhYNv(!9 zTlTS2%KhQl)+qFy*5y^iTtN~JhBg%0X4ph-qjvyc>$dHuAkww*oMaxjK_U5DN>i~N zaNmSI%iUNPPgOKP$^d50v;s+LNTD+QZWh9}Ccn0el6n@mA_^T$HJF(e`@B6H6JV^8 zk!d+{Wc3pG6Al?E6Cva#){#(-CpJKxI-MO~CQaKCL?ZVAPNqso0%V4AftHMxP1>oG zjId6X0#vHWEVfzgL~dH1)H17OvuFwm-7Ui8)f@X%(v7gBr%MBLg*vg(@$O;%4J5es z+Ux+CVwNf?SvHD?8B?5dOfEiOa^T<>S|yKRJ+TZ~mg+)`u*V9X`)3}`@Rpva%h~>{~fpRrBi{`Ad9K*TcIWDTQ2ZGIc zP}#4x5}sVzG^46D>jLa@7S592FKP!SibJ%Xt*vt~8kevRl8xK}gQ<&$H-+7*=0pga zMO`Tz-6lw|mm-A!0A@=7a_w6yf>J7fOr84K^y%vxN}h1La_ctbY)YXn4pqu^1XIEn z(;-_)Lq)ytzq4KvKqRCLvXzLx5<9Uk-Kk=L$!5p5iUe@1?5<;~v+?%-2tVV=93Qg$&&Cf3r%H_HBlp z&9z+V5l*&{J3ib21f!(^ERBv)bJQwjZclCdz#(bwMZ%u}MZh!tksNh;YyyqZ4i&Vw z42rU#rYa4LB!?y*B)I;Jl7jnPe%F=7`DqlfaX4jw(g`^OyL|h*{e?gWmPHB$yAug4 zUL-b4atjL~4hT;sY*zNz1+C4wu&>GXBe@KdvLu;ZUc-f-ugZ{aSHkP$#2D65AOL&! z>iA?#h$u(#C=wxu7H}>eGH3-1 zc>JWsa$UmxZV9eZ?s;kkl`Y%)>R(X?+R?&$^QUf zN|-s?0sU=Q=`yeWK$sE*>3C)-IE!Dnoi^+_%zb4Y*xJ~~y%5cP3*#o`jvS-HAh<)o zCWw2RLckyu2x6p{xie=;93`{7g;CM-{Ut+VdP+c6)pSY-!zLIgh6`ZN_0+j_NJQ95 zpm5He+l8(uTz6k{%c%9St5*SsYU3Rw?}+r>W9Lq}2?sr)ZyalDL`FVQv5rY}FpS7J z6-MRB3Zrorkj+uVOWF?_z2&59qLi(km<1U!icDUVtY(~!M%vx-jk(FO<+0{3X<0PS zcv~854sm<%hBCbzz`gJGy}p#BCd@~bHUfN&=`3xq5MWNd=s4xKB^g?-wmR=%L)I#CKJR#O85BH~DZd`V_~9|3lv#B3 zvRK7{5GP_mRM2wef#Y{FW01QE6@&*Y@hY@%j_6P^rq)qGe@!!kM#mL0y>HxIbyHZ5 zI!sy8NG|sut2VQXGHu+O^re_g^ERb)RZ6k37eo_`UE%| zM&m3xoimBGDw(gTN+PVZSyd%woJ2B3fGArQx>Yk*>580dbns84#W^)h(Z6YW2w(;n zxW1()l!V7^dxGyrPz_VII4Cx?CL&kGz#nBrI0gc$&j3BSi~3|3kEvH1(h&gy{9zn+ z-818gT0@Cza$}8VCO`OPlfa%(nAZA;nKi(D0$l9Q-0Z^>6mA2aEc!y=r-g19DPT7Y zS}22tW*Czah83t`W6Ot%Ac!0%!3k#qqD5l0VPh#f{90?J!Vp? zf*6HC5{VK3^@wMWS0>LIla^U|BegPN5a(?U)!EF)2C}okTGt zKs{rXdWrtC*C|j%OpS>uVC9ibg)gvF{nHm7K@iyHkeRWpKon1Jt_U0Bgf+TWq7vdt#!n{I~GwsfVIAKt0fbZ2&&%19ry(e8j8uJ#B=JyAlU(Q6-A~P$`(62PHR55L zB8Au*rp79z_wfu~41x zHg!?-ZiW8fI!l0r2K*38EG4h>GXv z=V7-g{q2xX?VzV2=-Ds38)^97SLw8%lvO=ZTry#0xTN13?ygS$-jZTdWYvh|dbE*B zR5tn|pby76_{g{3X9X{?BZvu}xb`;NU>4L#VyK2~>qr4KyC2i%%1e6Z6znv#_79N{hDDf;mLct2?k zYO}>^I@FELhb}arkp)}00|q;OQUiA&V4Jfhj!JCxl2RsIik9PO2I=eT;JLvZnc783 zavz?%DPQfeQ}%2viYFZ|^uk=6x*~w=+p2xRm-rWo-!py#U^?_N08cqM#U(z&$q8HAQM$Q-RK85Mgt9VLK6+1S*htTfAqli<5{1TAl3 z5p{ar$NJhxpUcy3H8`WK-k8m|W1r;J?f7ewI@xnMNSp?3&;FPX{aG=ylSyWd%5d72 z)0JA&@lg>R*%Jb)^!NZpF1KesXQ(5r2u77q}^3RA@)iNU>m0BndI8>pKEQoIHGFD z!?=2AJ3_4uNvn4T#jJv;>KXpUcASuz%?$*ar8Qs|IeMiFan_RHqkfhofBg-KGGtq@ zi!z4S^TOT04qT{(ayI>bD5tKfK&d03K%F-{!1EmnAj?@zB#N@TQMmzki#jwbF2v@w z=kvwIl``HTe5mSIrXv3U7J6)`mbY6IoTc_ou&)0A)3d1lP=ufOC^(}ow#H;sT5omt*QPAb&!vxQYS%j0#AaM=WIDDKeaCdQhip4MXRm=PHkquiG zav^{@D=a9@dkVrXrPVM;xH(2T{OvrfP5DW2*(O1DiU5~#pZgTh{=Y%X zeYMY#z>hkvyt-qXCtr%AO}!niH93~J~M1DhJAC@HLL0$pD>HfU4*L|Qx$<;W_*$oFYf&*iFXuP#JFl_0g( z0d)LMS*c!>6;sEW_zdFv04pIuqnQ(IeS4JcnskB=a25@c#K&)^0KiV0I;x_oz}NU~ zC#p^ciPlMgHDCqwwu&iD@f$HnH6AKbJ zcsJ^R3vF#_@GAV@umc}gyBWj59YrT-iG4P@dL?tY=Qu2VVMS76z`}avOsVGUi_LK% z{W>wYb8glpT-R-Sn|AD`P6e>n1L^eSziQUqf|?lc7GDad8BLw@Bh!CdV;M#524;o|&d*w^t`TI=o*)s74fZue5QEgEskuCrvkapa+1KA2**3w1I^ z)PV$s4lmmj%8tB5&C#(>sOdr*Cbr6|5~Wc)lh<`QQd6Xia41%<6=rrX0Oj^=dbkxd zUAeCvl2~|lPkwjO1l3WGm_4MIwe02v5Q-fBZQ1rW} zrY3BM7@~aRcKm&S#>rc9&Q@mB3LehXm=w^fwCzXQ+7*FVv2A-v(c^C7)HTY9ImviJ zDiNCGq!#V?=v4Y{wi&7n;)(Nw(}?%5k0}E!`k+pFJX*v^+F>kg$N;HB zkPdQUlw}cfu{G(}HovY42$n3J`Dm<_!6~$#20zydqOfM|aBkQLQ!Jwj$qI^<)!QoV zvB7oX&gdoe$qLs`&-N?mvc`XPhNmDIB!DwwfPF5X{{ZROPx~8EYgnp{30;+DALGRWz(t~s9Q};BWkd5l| zCu+20kyI~RLmuK&pO8b^cFd;I}iBVRK|&3}b5Q za1^OAC=8>X(omuSS6+h`A?PGYWs(5}^->+pb@~OyObS5S74cO#T}r9)yHq1$Y^REy zN}jw?V_EHlXia@q_a|$~suZh1o2UcrDu50tPA7D9Drx&I?Z}y5Y0dcptM)tOqJfn9 z;38jZW;gCJL*#9XFerU=QSf|ctcq}it|W+K=<=KeiFzL))Zy2n;(?C*oh|UvB-HFP15WBSa}D*?QLegj%zN2$aFRC%}BojejXgLaLoby%KK3WW9%RWIi&CAw41);S6!E8xA1Y z06)Pc&Py13W;NR9Jr7@k9-9&)^}hJzm2D*f{-bVeX{wBv%M6JO8wgX+`E9mF+R;z| zelu1DFI(Mz%#N;w6p{A?a>=s@QGlTjf4^v@5yn@i4&1;#)#|`x5uw~Zq@Iga**4)? zvys7ZIOSD%C*ul!kK{_2Io(NtqGZacGQ+gdNYHZSSvTne8 zoMjfxpCokMG_V)L5q3dSWX#DCC9deJgFBE^#nrQ3M*jc~Zo--&Tw*U2_cn?6#7Fe| zp@SCJi3wt2!7};_P$!$^&AH+K0K_^#ICwPjYh5I!Cq#6fD`$R?x7wxVCfgIrn8lB=n}PtF}<)OGRJ$jH*BU7dXr+`CkCM6(yn~FS4l|D;Q$@6;V_* zt7S-yj+mQ)h@~Qsn7CKqi{F6$K%@z)BbNuL)BynZpEm9+1mB5oYSV5_xnp-R2O(`} zt@atGU8(Aq1NB>}VFGJ8gDT(bwyB^+Eoe?t`Mh*9aK|(@<{1rEiHdz@A%&wkzrG|`>=8j+ql46{S!W!)W$m)tj$(kxEi8X>DjH^kI-FWvb z&WrUZ59#i`d{P7Lk|)Tjdxb?7z#j)<)q8@IY6l7X50nrokWkqVTS+q5^~Z7QcjAe? zn-%301*4!ad$RVFQO7%VuwyN(*x22`7&`3d95vG{gjU_E{{SAE0q}H|o=qTvwj{qp z8zUzZR|NPYi7Er=m$;yoLEO+>el+?9cHxUKA$`|!Bqlo9ZA*_f%3+`K6O&>RQYHsX zpW)yi2(4Lu7zxOeKil4rLuQT_ZzF`-?Xi{3x$!kXedSq{aIxjZYRHZrira*!Ey^!7 zq6adXg}y!1gb`0v7%|SU?gHt6#+s0Uh-!x6krYG{6ynGjLUHqDt3^{0NkZV*$O1E7Wd~e8>~ofH{V-DsBx+kV0X?%gDWOEa zm9ljWt>sfTWw=ly2&EPscR*D&{wf_DPnt9w-{_z$HGVudO3Ph;%-2FLZ*3x47gw_8RraE zP=Ssu$QJ_m+XC#{6O$m}6#@Gxi;kj7Y%NgbGSA!;RgeG(t4b>T_bou#XV(5qE}c^; zbUzQNMSwD1NEoo)aC9^S2YYvT(=B9wQYl^5x~@-81k5~k*y8a2~=K&BMAE*#7JVFm(}qyE z<+vCkpvabN+WD4Bl>{gyn^vYOlD%ed-z(P#0$|A&AaXOTsGFR;P{GbX!W9y2dYXc* zaRDkX8G*}luYEeSIlnW1g0qkekhYhBpsM2{VMvjEnK@DXy&R4DvBCO`{@@Geu8WDi9whDFJZ*1CL6w0c;U5>| zP1I6b9aCJl#v33>j3r2?qW=IAWl*bE`${Qwwrfi~3QPwezjK5|l;vt?sl_mk5sa;*G?=%PS4MEJv#6K($j}x6qu2Zh`^QiNBrk{)9L=tvms}`gSE^~C9@O25G(i~UpQ{rLM2pwI z38I*C&X(MC3Scv3(VPuN#RoMlt*tpWdk?^MYuVadEk<|t6 zXb*@a*aL*Wq1xW|+;KZP1BuKgI8*zUs9{j9BOfL-y>_slsfmRzrNW#BwPEFP_Ay*B z^?;=VT?BCz9xIMDz?|)Bh?GiCb7I^6ojPp@%ZpZ^Q0aKE83bP59I1>U94Hj)%BU!r z`S_a(&EQ3hTC0webNfCjs{mjRwKrEuV0EojL~464xZcr^k1gpJ3$YA*V)4k~Ylj?X zPyobgsfHDqaOegUm{N4(3|w&vnXx!z!w(oy#p=kI4@pCh^%THA*D*#vp<@exUqz!} zq}*BCA1#PPy*7Wx9E*A~A&sj^7Zj@^IGkw!2-pMW3vj`wp^~&!bNutfu^p6;DJ%o= zL@`(-#|vId9&6_2!fMom9P2;TCT@r>r(6M#aB^I0byEv|M+ajz;F}$`DROQA%1npA zH(oun1~Xt%2h0({c3l4eB3>Kak};(%q5~Z;>_vL>l`y)|JY!BsfPN;i ze@?}jGEMb8rA33$Zlw`&w6eNnF*4*-o~QPNNsC(*J{Fjwg31Vl1ep{*O7*0Sa4)FF z%ihR2&8@G>ik~_B5@*F|-G*ym;~Bmw!{&V%aY&*L1zj9>P(;N_oSAd|L@`?O!HB}U z$ile-lk0hYF7Zb%x%0Zm76r-2Ob-{;?cUUAC7mr9RC0a@I^SMc-lGc5-rvmG02rBYJh*E9C6hhOj4?^2d+6L6=!@jw>jlK zgZhTgLxd+&94n&wM01=jeJOc$9z)@)$c{)rB&Ii~A_DtbpmQHzq+l+-{Rypj80zwg z;?PU?xvr{gcUoA+Mx<~ooh!-?Xi1o{)fAJ-3c_jwdU^#bYN{m%@F|}WgiJ757Y`In z1j7KB0f1kWBbRyex>mIS2$5BI3gy)&1J>HVY84ytn*_bAT&n_-eVs2`AgJcHy$a#i zV~_UZqFaJ@iL$JbryK7@&u?Q zsOx|w%eAx{C$Fv_P)w58DW<#UX!{(k(}2Auup+lP zWSQ`#t?%ltr%9M{sz~*fk6jgjL#sv|zN?-1t+W0}c&MgnF$%uOIZi|Tj_e}fJvS=9 z!KY!s3+o5P=K^&S2puodOh)qz!sOVQ?Bd46?zjF6Bcd_PcTgzR-6D)F(s}v)mIvl2Rg}<3sjJ$bw|FTNHA7?xR%r)xT+E zqyaKcOep0_=C(~TPC6=%5&rWdMTO5L%13m~^4VsYAzt(hSg z=cEqMDywvtiz=kLP(`q7nlfsnvjk8iEV4=$a#;BtGX?r}+I8_&9ZNanN7>lb(yET7 zRS_o{yCVaQX8!=WzoJ&qidhjpn!%RIp+zlmc2&ZiIl?Kn@p3G3Jw<0@@K zD5#!npGe@+f5&gwg5;HrmSh6Ev&BqhAO`eUws}fuH?CC$(f(F{^#@{C^L9W?TdBxy zSq@f;pgB5hB^P9~Ctz~RO{S1M-5eeUY^x_Zv`UiwX0@Mlj9tJK8@K}pM=n61-)Ofn z`t4OetEJd*GnTYa$y&+}NnEfUsnb)RY0ID}OIpW>iu-{UtO{PT4SR{F&Lv;hH)Tl> zWw{X(BB%&^tF{AUjbPYJQu};oh%so=4kHGbV$q;DoCg@JV!$Gry{{iQE;^rBpldhn zZ70Zon0V_y}N=_?!x5=xe_4X)^_`Fd_8f3K?0;kIqsm+7mm z{!(ssqA2U@*;`=lWHB9vWpV{2IL7U~?$wGYf@yKm#Smm%w?84UYht=8Ruuz8YjYT2 zb(%>VjJwu8p(s5%sEkx86D7Y=o0x4*xrNOsAx3_hst2l4lu*~Y-_xyEpCZZb2Rt{^ zwa_*>bW(&pl{H6knBEGtlj+STVpZAhG;wYk*6IrrbHk5)PF1s1Z};D*%`8#zZZiJ> zVx|88&u?NUKtm&k_9!`1FD|<7#mm{JdHQ>8bQ~lM+_g1%m()07#H24(6XzFC=pH7g zJ#04AkP7zCMPqswOOU941I*nIz;cd&l{w9vft=F zxPmtgXpxDlVpCC6=?Q?fXax?I`5zh(GNmErZ!0;?c|Znl7dp|ol)wzJE($xE zwItYqg zYfZs@a@OR?VW6FJN5zpa^wf>xko8^Xya+(mm3A{aXvHlaJn5nKUNh)RpWze7a4DM} z(Ni{mhy5KxEsGV-Hh8}QENoWpLW&av93r9ccSN5FYe;_^e_rHnVM2z;#BYw90fMDP zD{*|t4psE2yOPrUV+!F21ui@{?bama&sF2fVdJNOIri;!LO3N#o(=N%Uh|_JKDrqx zI-!%<|#{z^dll{;%^pVRH0as1kK~&Y1g))dQSXY{ssS(Bz)1ii&x;=EF42IACmF(j+U9`%V z(Dk6E`NNPXEagXTZ_{Q)8eLSrDHdYkScF6gm%VIoJ!5C8jzr55Qts6M0FO;MocvjOdMjjYIRx+n(j@fCMG;c9Y6T2Ca35-WUU^oI zk1A#KyJ`k48UFy%y6Jb-{!=y8PCKi$M9>bWHf$JGlwQ#gqUq47MNHeCIKZQGs-{xt zhD)l})QUSX^Fs!eO!>2`!m>K149Sx9t-QyqYT+rE#*~4xA__+@BYenJHII#6F+FgY zE9p5gID!YENTLY(W$GxagRIcV%Gzo4RW5P0F(R6K{{U8^WIk@YZmG!DcIk>(_kG3O z!TefL=yr6q)|5@#s@i5WjCd$YZ3n=ttXWkguB=q2OHBqq>$FnBmnXHCna0ws0%>dL z-uASrZ`0=FW*!|b`}q1xMio+PF;Nw|nAoI%ILJ6MB2K$~@x0)mCC>pb5D}q}l1r&Ad`|2`I=ljup z*qqMQT|x7RnwcglA!U~FC9bw9moS?n?8vBYmkZ);!mqNI7acA;0ElAy1#^R@=M2(s zhqvZCjUmCMNQ4EMtW0xiF${#U2LOGYp2PbIoAmfxecx_Z%iBwx1(Ehn$fJZv11xX_ zT{{H@L=4v8`zta|l*RyVCaa}W52doLS_BK6bx}?;Y1m4#wPFY(@?E9LX))`j=$ z>jZE{8e9V+;>wYFZFRd{Fmwhk>M!souv7%1^=FW@iD7K(VX<~&Ov1Yuj-=Qw}1X-XD|&Gl28rKxPmc~rcBlP%8rj5$Py*aUaHOmHF0 zTyZ|31(mfE530dkD%e8)2;smK5OM|&MV*+P9Wd*F%1w{Xm$YJFwG1jj><(LKimYnZ ztv8T_`Dw8z55{oJ4T(V}0s-s1S^QyDu7U*iw`_RxR!f90wV`m8DuLh-&8-LHUb!RW zOJ<6nPpa4Lb(^9bd!Z*#0y5ccQV2V-RSU2G05yG>om3IvFBRW9E4C7hR?bkQt}5w6 zS?U6^FtqcE@$CCT;Rq=>4BN_&)ayFoQ%9!DYGZtzML--~w5=O=cXw;tCAho0I|=R~ z!QGw4-D%w2-5nZtmjn_B{y**=y*GI^smU3fK~U#D{_GGU;#y|%aWPIEllE4Xr!hIB*7tr z)!2Geyq5}i)tGE7QHZ={v{HX_s;JxO6sg?0Dbd5kVaj5%vv>F&{7$D5roMcN+%mod zza5=$^(}0hGAcqhAoeOVlkm9Zou$$-g;O*UW)wYE}Gq&h+-+lgx?)0N7; z_AZg<*!S=+nY{`Ty5+sYROJMZqy0@8hIs5_sMLt9E}1?3WodxN-R=8j=Pml4ZO@^Y zSm7cIm9%~j?Y$L35m%-9obo2VQ@2hf@X8S(f5j6v!?Y_biz|ny%<1+nUOrHjiahW` zLaaH;CZt72aln*sqUwPYMNd$1@i@~B@W!_z>7SS7AZ{K^QIV$kcH z+6#Nzjys9h8vLY>W5w1w)n1;~UpiYOBWBDao)Y%=yB_6MRsn^W1R=|}?DN*^& zMgotK27wyCayw9~noWC>)iV3*MXTDG{u`X0;}4x#$kD$A@jd06JB1*@pOAi42mB!e z_jMF<_cE5m-4&#GwV))IS->L?{!3oWRoApzeQwQ{|IW z=e>8s$C9%zwn6HjC4%l|7A8R>)dSE0{!LbIS#6nit0Vi~_abf5GcNW&z%WQJsFL+e z?8t*dTDx#j)&Rkrdi0+SQxuT4oN9BoFWIBHGD3bWMV-${kXEU#>@EJ4E9xwAh{z6v zhaVncFi2U3KI>yp%%UKL{EMgsn&6x9z##Y%OwWz}MQiPPV9vvdBts|7N6xG0&CpqX zOxC_BWuvwFf-ZX(6$*gfP4_QrtS9)6?xIgew1^h$fRt95bgnW6hP*_yzBYT6y&38U zMuHW;_deW2kR@=tCrJVCceMl2`lb-^(K&F`ZkD%czINga4V}^fw%lw|b?`1ks zI?Bzw&u1crhvbG_YIP_|HV}oVzJ`}-l~ol^0s3BKsa8~G9shK>?epV&$*wqOIQr9 zkpKP*;2{h1g5OxhJSGMxGx;?IC?6G4YFgX+LK$efr}j$pEeLLDEtMQj3@uWb;QJpt zmMTiDCTsP+n=4Cyj%7#71DXh@jt1(NXJ;cuiZa20(8SO#+>cSH3I~@|*OF)VD&OM( z#0VxWd6_sa>&sYi4D|@2Obew8PLKTfY^b05z+)rAMkbizDtFA68!n3DTh4=Vl~h&1 zv0%?X1i!mW=c9>f0n~|;Si_rGs8AQ(IUhT;71s|8!bt^WJxox|g&d3(LT^e&z%WX*bZ)_XXqOKTm zC5I6L5S37(ZkUi5w+yAJ1Pqu8kf_eDGVuYyE~zKa#CKa;`DhYn8{woJEWEU7lg!%X za!1}#-*+$BEA5K63nzML?-i1X_Mzg7H5s`_0$VWUx{?S5%M?BCv5em}x#ff8>C_Hp z?WA%J5ID0*;De3z397ZVnn}MhdM+wi*Jj20!>6%2yIirn>J3~-%+#M%NDlY|p^n#$- z8lpzJU~pVpPx{g*mhKz~kXfexA*seBrI>?#Esa%=^cN*KHm_W_G+VKY8c(74{zjPG zk`xWtPAR2#83z`iDtFQhkL^9B{0AsCcFq0FNnS?VB6+zu^K0Kw^UbsODS`eXVL@OB zrf5V75l^jrc#U4SF#PNad(mDJg^CV*RxDQiA7#2fBy9}A=7ed_9yxp-Q%9z{J&ZE| z{=n|_S?vl|>(ZDkGl4Iym$*Dz4-j9}A)hdVvh+zFkO)*za(^3DdS(e_jdEmC{?lj3 zE^WVw;&f|!167X9I9s)SRLS`kw>{Pf%r9#FI|yduD`)5Yt<&=&wa!aQbv%qoURQp6 zJ;ijQ@(muZ46{~57Mi7s`5W;tJyKcC40Yrvv-w{qM^?~OmVjbKA9^<;EUDcrr|2)9G<8itZltR2Z zCvZ(GnzHHja?+$NHBHpJSHpGxqWxqd5`Sl0howKTb%z!?F3n3^+p0G*C5i7_Zv@hLPqAt_+$d zMsIe?M8E>5tI|i4U?9Tjr4pyuCf1UNu)vSyUK$HfPcbwKiV7F1u&BU4Re0i+>0h6z#oT{>&TitB>8UMjO{uTVR6YQQPD~dI95J7F+)$njz;S= zL0@(W!ng|FJL_Ysh6Zq_I+BGT+Bn0>Dc;gbmq)mreyb&qCewFDqDpoz)$ZkktG-yO z8U{D5SKH5~ZQ*+)NN%r7!&nGSyrLXTfi|>qimt~L_8M*1Y4v3eZ@92$vPa)Atg2qO zA}=19eTP730vY%3U`YWm)YmF=U8E^TWJ0I~r2@%M({-&f;KG53{J8gKuKu@z$poS{ zldY?NOeO!<$^E2xTLM=e5o@NLxGmKfJK{N>QkM)kAD6OJ3^wOUtSOO!_+UJOfSNa| zoNC0^UXihaN5+<9*RR=^-z>-XDLU|QlUMEO6Y{g5Sp(WXyLe!GdZ7<;qJ{whRj}o4>#1tdpbsQ6H7lZTJs(N+5ux@LNi1}SyI>{ze zs-fc^92M=s`aDlOOdQbJ13}92F_c7&%tK9Z@9-GbrTH?B z3+kF;f~^O>1k14)%O`{F9{yZO&$BsfnRalYE7Q3al!!^rUr|?L0*yQ+-H9CoLn#8+ zT8b2V@9%A9QLwA9<{xO@MROVh+A8O%g}ORCyPR7Prt9^Cvu1Q~mCwgBWfNnEW|f(;Ud6v$z>d+(jICDd?B8y3|KB9+~^loWff6Q?I1V! zef0}wFknjJ+i%9cSf*u%viRLxK`5cRR#?0%X4veGjY?cpWgyi#=2%*BvWw>3D9+FC z%62{O)+aK&5`Fz9ERr9dLqeXB=m8IHHwKb5KG@qVq15XzILG?63hiT`jf?A=3MeTZ zy4)4BXQ6+d-Twh-#t?t2)|=r5y}A~|kaSKlD5y%#H!Mjp>skuXgbx%M^-*_BOyY61 zfS9^OGN=#=Nmgjqy_DSjC2%$)8<{$yv>JR6m^&?Tu#90vc+FP-11QyvzE};Yf-C_q zTMZxodM(S7J#hOiI-J~2L43?qml=(;>A1VAW5TLxLCum0idsQZZ%W7EdDjZb?bg~u zEEL||j;?BqUDrd7y?jt|hC-YNhFr`lZMQSg$Y@Olc_ z;>b?CFN2P@glM_%-Br9N2JBZPG*xuOxfYw;;p~{|Db+UcK1OUsg44CQH}T{TawnDph(>fll?-A+#b>K}I6(Y}5Kph#-`IoO{{g1? zzXHFF-jqrF4>!r7HMx`FQStJ$q%BkB+Xk(3Y0a~qhmi?8@pO=N-K1l_)HF!b2KWJF z6|)9XDfPhQr<1AE8#KEzI#t>zw`J#&zxlnDvhXb^=qUQ7bW>(s&cR&0m{i($BsJPd zr*w-4)juzNhuBKsUObvrD&;qf3l{iy$dL=657ATe>hBSY*48rZ9y0ciU(e+{zVR9X z_O+K#GfP?AERZjReR+{`cR8g#u3dK z*!6dOEUzsIX)8e|&IVIQf&Ve_Si~Lm`y1=!=6hhdwN{&s@ z{MMQ$W0QX`97qf@KIaMb#;198QC91Pl3TU*LPE+hn%}Y-&%SD=;psVBq6s~AatSVE zcE^mE^X8uhmaOnS$J_FOq5tscbTr(cE%B zD~@qXHS+whb%}93_Y|&IG;=Wja-(+42tj~Pi)1KeNYVC!L0ommYaLv${6YwW2SJRW zagcYdpAIVYkCG#3q&4<$NgX!KtBSe;rNQG_N9X0|g;i};W6>O|9dy{k52XrRSc0+q zls^ezZwWXIP>wY)A#&W;G=m!a1;5xxZK&h_KDQfu=PNQ>cFg8)C9|HZfhk`S{A1kA z;a#qE9WH)#^MH|b=bZaFjAY!A{~@lO=bgRHvyPjVAiV&Xc4AC$NAJm|v^>cVDQ5O( z2LV-JE@p#kH1CtLnwbLBOZ9NYL1eb>tiGl1vby%A&Ik;G3>87zT@Gbj7++bUBptDt z(>uvYzLf-uE-DXgmI)&=VYOg#G-SY>ls%Ovw8z33DYSQJkX~S29OF+B zRKsbSxA`sD<7zsgMu7mQkye2F+o3LQBo2u3Yy}=> z=`53bh7e)S-|z6AmMyTcEM*Hb`grH>35!bd;_ts@Iuq~e$!>Ab)&m%px;(h7vg%q| zryaqRdCeT`a`ECPa;h}R>S6NSaT=m-Ki#2GnH3n8R7qoCS*WnsP3rd29|k_y#Us1G zl!6}}=~Tq(<26AiiRGo)F${C^SEcA!E!NRtYH^>$)S4BD9j_=AvDQ#B={cKt zDPJIV>AKN)}IC`-+2xtgM2Gdb9%p z-73g-{!n_{!lh)%bEX)|fXGnJ7qj8^trLx#3}Q2=h9#oa-WOMwJBb%Pp5cz577~=+ z5aBg-*J4TUuo*T_Ia#Q3nXts6+vR=o7x8t2I&tglPw++(yr=cN4UvOLYHQEFiT!EzwP{Mf~7P%ccKcs7qhpuke$%CQ9xhs(91_F>8%v>!f zMmnawaO=2`=Srm7KAW%6^D223chqTschMe7e?F6IdzNkrzu9nu-O<0_l7@et2F;qnoETX7tmOomb1_P%kZ-cEa8kB zUvOLdD+gHY zZ`)*x?&3vsv@u!CkJM}iKUS6yMQXCaf4K(NrmdJguQJw|J3mLetbC<2>naRy@7g8R z51mxh+S8tpaeXhxfyzDBM|0=2md-WN9OeCtX_Ij%%gisM)eC?m^8h5uKMiT+)}CT9 z;3#yXOW|}HYhYAUD%Ja>z)+<^ym+HbdbO)S9!-+t2+Fdv!7I+1wi)B?n4n^!&^VQl z)XtKQGS+9}{2wy;R4AU<#&av1(+M_wpY;~cng0NEkf{50U8AT3POFC)W6IH{h5GJg zh+cgKP*qz)9>wLc*YU|9{0fE_oYKA93Dihj=D_+|XmfG>H;H9Pm^RyB4* zrapuzfSn3oD?G=PusmeLj&Xb{S^VE_ROioI16&x(DaMYg*ZO6m+He|ze9359B%$e_ zhludJrNHK&P7Sl#;qAo@@{!k^0#h==SJ{>A%RSw6(_bUr$0Oo^Hap2BJJl!MTN|V? zb-<*kR+Zws+vyCEpK?T2MKyc8A_MQQ4S}%+TG$4BFRRe8h{Z`1?3?<8cdosE2Xa(I z2Z}8xa7a2~;GNU`O3KIsDJFyp2~Wo|t^TRz+PIiKT3|oXTx_-tgQWZKE=--olO7zE zHgar)h98i;AQ?D(tbC(qa+_&Q<;k7XUQZ;9iwlHx$H=Ow+}6^K_jKyLE|DKIZh>~C za&!t030v(qs1###m-5vqhT9jYbQ|-m-=RszAfNap|JhItA;tBpn985Ml$B`fdTCFo zSifSOHkIB9PfQ9i>?iKA4D+ZNv;Axb)&q>4z-v&ps>o-ig*JxVOwjMIrt&=ZC3P1u zAjkIgV9(ZB;Ry=cB~+=FdZ1&8L-?1b8*5wzPL8h58V5_8wrzzpB~2delEvkK!^Lws znbCCishCxn0ed_dc^1RR2xFSJC zeKks!c!|`sq5h8aAE3&Rx59$oD0zyfAh~Zn_Loyx*$o?*wmMKlnuEGzEUv zVv9?kV-`xJeB!$j873dB$nQbkikUEV#UgJ7q>ZN$`O-(!F}{)PP{n}Am_(NMx@>TYa_ z86Q0#=ghiViD507GCo?IZ@F2(t>r_pI`rm|gF0~IHy6-)VYL*~kWO&czP}K#*33xd zs&J5YbqimGHcszl)M4Z=W>j^T82<)z2KA&*H%V(6ZQ9@jg9!T3K7CO~RVIPK;} zP(v-HJ}y8As_Z3UdAZgI3M;{G?kth@{08WW-@wf87@F7|V?~aE{9SR@=rIBZ=I+e( zqJVtSsDR><`X7z93H122ob^P`CJ>1f@TSz8B?+f|s(b%4vtIhMIBb zSXv}i@`Ft(i>IAS@j>0P8J_(~@&#XmYgV(XY_MLH$gPy)rm*$Uclw`i3oQAQplinv zXd0->IM?1)sHW^ohpAoXsT3k2Y8{kM5OKDJ*ufd`IyTdFj)C=RlOr!FgIp71bV)u+ z*wHpo*K3Tmu#kks*$P;kaw#fU^`?-Nu4VqV?lSd9jByX^u>I3#%AOGu6hYX#M>BGP zk!OMB&+=Y~YT4XRkEiEFR8z#vBaK`)M!ibZ-bw3EzzC!FVRtY~XkT$9zJ)M?MDA-! zQkWj|<~yy*y=n#F4{D3j$pp5qX($2mib?{R{nu>DT!E%m@6bmP!5l{_j!}SN92EF` z-27jJpK5BLYIxK38y-GjHkv1js+=@uMzEc-dvS#sBh-2kecwSSw{$jD{trH~!4M2H zdQNFccDr>=-5DipT=bdei%%8r7Gqp1CQWoPTWz;&NJY z-LfqA({lbe*b+vWt>0v=%T2DEV$8Pt3hnbHmio5$_(xNM)bzEE^h|l4_n<--Dc-6; zHTl`ZZ5;z(?f4)ZHynNyR#DgW_|u%|^WAV%3)B8kLy{Z1b=3;d_2{& zo)!>})8v~1uc2@hNC@-(1BmU8R|_52?HtaN0)#uhz+ijr3OCnDxcKpNt#hj3Z2BFE z1X)=UtR}Giiov|R;q_hU=^}M<2yk;VPi708n3MOqDlVtfMs+e{a%EOHC|n+~L?rs4 z%*<7QAswc76b4#F#?W(tsUVj*AUfM?l``l&U=#J#6>oh?H2(pqNqQ92SZ3reiVo19P; z0l176%+Tj6+=MBzu&9D2(#YUUz77!<2S)}#MY{T_M33mzCPC5+ zV6equz)^s=5AF+;Se?&@rGA3?w!FbY_ouO!FE+9f9O@?}WOyIls9KS>6n9aV5(6SG z5=H_Qz&W3CALeae=8CCy*Xb*%V9_RC$xz>;hxVDal}l~?)CYKVkM>BotRlf%uX6jy zEQF%lrl*AzYQ(lvmqYaq&T*OcG}|!irfn1Kcl&8Vse}m5OOXh^ij2)!<%4u!kuIRF z=1s-Wzq3dluF>RR$7!Ef$VeB4N~Vcwm}C@KbT{Q}H_SpaU0oG+Vu)jmdJ#)mzC5sa z8F(72S+FHYZEEW6v}mC1sP#R|?K@Yotg@rqzVe+1@)~OE$V@jdIk%_Q`8(0tkQ~QV z;UJ;S4{mh9;9ptbVz0M1x(fgGpw>Ke5f9KmY4U9WdO}h4N>hyJxg0UbS3@ z#29AFk4qiZ1fhRfzpz4}R;JG1bJk~uGZKU7I>m1XhwhMWUb$b$o!BpFiAxBVQBwkJq+yuiV59UcB&_3P46AipliiIU1x}o4r>yw={5lN)%AoT` zzpig?R}89wXq-*<`)(7Lnh{)I0lsTvI}`TI7?yowD`_{f^@g_wus#?n5C5#3I8mWp zEM4DIM0aZ4OjcL|<3-y7VHV2Q{gC`JY6VB>6Cg8YX$LoxvUrm9$S29w|5kM7JPO>; z8}P1gGA`2~tq0VGZq7!TodIhm!BtMDw~cHThSCRfjYZ!PJ-e3`_wx>k{hkg!5Is~c-Xn8hN>{0(O#X~ftpejC0E7wF7I)QB7P0j{t(khS)O5!D}lLFh* z;YskX>7x%r+H6Qi{T=P$zuduKo!OZyz_uFDj^4h@Ku7*FL2p-*Qkt@U9_;j+70`nM2EcRqZ!Dq65f9Akh zBqUOmyZv`HSyB`}7cTx##%?dyFPGBees}P1Y(%W(*vT(@NkWJRAPkvM>*DCgrRd;` z0dmxaO)YU+R#hDq)-2DAi_X;(`xr^YpA`K}C@zo~Hlb)ZD4GHimB|Mx<{o2^u0&_fdily1q*G}rG73kNQ zfpN5o;(BSiA0xSXpp5@RjF_X*&b4kVOa+b?lrfVy(!J_;vihr=Lu8k0uufB7hkI=h zqj`ysz7pNz2K`Gly;X#QB-A~8X|@1Vq*^ZVy>YuW+_@k_Wt2^-T4MTvIUp_b%W5HI zOtgr|j@*|9G31ma*lEKE0(ihQL<&rrHUoL%8fFBwh5blEO-lh< zC%4yhy=nwMt>S9|^PNaONt1?!UiWwAFL5jPCbQ)f-VCbpx1>|E?czq_{sxqcY#RAf>QNpNBUGQhOyQUK4UdmXd2Sj%dT=(?TMrvaiTrjO^?#N{9GN zlG0FK(kivWWb}kJ7*NRr7B4-R85NI{r%OL^NGNV^qf7KN5a#Jv_>(3`o}TsYjcnYy z{+Po5Wfa%lU*JDLBn74voffVsbp_Qg@8bsrxiNJ_N|xSG%z9 z#-13%*2MmrmBj$^wQU@K(Qg-8M4~z00!SS2-)Ctqqmw)=e&?)R-jl=(Ph4fIg?007 zBc&Rwzsbxl)&HsR!XQqYBf5wV!0j!j-V_=GTj&*%8ApTzWiC4Ahd_EF6F=E*y2;T8 z?4gi6{}h<(1QZFOaSsU^Dos2NlN~EeyD?rBw@>_&;c&it&px#2RA6daWNi0odL|%+ zWt%U_#6U$)W}aRioGM>aM+0WKd&<0$nI42&^R7zE7<^s8Z56xm{H%)@cn?xEtMsXm zq}+zh-7vig!i_R9C`)0ArIXNviUkWA2SHV=^Mg5a9X z8Ex0Ah}6r}HcfMvTpQ#}l#S;yQKviWrDbG_!L|IA!A0zBP=F0_78k+wx5x z8spPo(_m4I*;A1-J$+@EG6qqbM4)MEiM|Uwb&Ig?04PR(k5Z0rj#3F<6i_9RD3{~r z2Azr7dOwv;d#_MQ_G8-2nkiVo&k8&w7Q$4Bh23;Ypner=-zO7wg{hj1<^xQ|gxKec zB8L49@-!(V!FGg7NtRIuUr`@>_fbLN`aFlTH@4C zN&nf~?k_L0sGW4`j68R)$pq)|)XKUEwTz>!J$bLFBU$4EZ z5k$$gBR`{vbTnK9O)TG=4O&}wbFDY)aOm#OfM<<@r4BmX;Sj)Cm$REe2;K7o*k`uP zCi1eTK`}wZ(U>?6ty63oNz$|R&Y^gl0Oj!h^2)$&nh40(`zjSUU{Q(xm8_G28kXHTVNua_X|K2;CTe| zJ4ed&xRo^M@dMfO?!*;=61dCl$GZ(B@z#|f3uMH>XmSft)`)hcjGpo;4TXkcQSC@V zI?y`17#4;KeI&oWopY5d{J?PZ{d*e~I9BcmD^Dq7r#~A+@O$xMC-;Hz1JBN4H@~Bq zG?38qsSM#CcLC*vzV?3rn4>K|bnkt5c(+{7v)?(nls39+I@3?3HHY6KUyDE^O!>+d z*pdhb+YjU=pQ)@Ap;6XvV)2Tzm9deB&;pm{MXA5GEA_$h-rNaHFsE++60VQx#Uk{N zl#|wKcGchbOczr0`Qh*es_M#RbrjV`W(3Ft=C~7jKFDlBkC`(LP^oi2Fs%;jrxTqo zp)&al#6=9KMv{&MUeze9&LBti-wXGm6b7-xtyAK;J{9MKPXq!zRWP)CiZbKg1Y@xK zc-oB(0C8wLim1pMSBPn`XhI;mkWZ~~*+8d&@`4`h+5kl#QsYPwO0cl9Cd5LhK~=c~ zr~m^`mR(X^`bI zEr8?#fdsP6lxUutOS~|Q6-kNVazJzYXThT#rqB~>&UIsskV7T-5@RGIfvL&J3>UIi zzMnbtZ2%=UMS9E|Hvu5#fU{qfNROx<=*#5R+c=d)xj1;w)ntyqYdsr(6k~jJ*XJ*? zu@fTlr9mac5in#YnsiPyekiG&T3=osSP13zCV4!Nf5i#dawlU@w zx*%0(F&R{cD*_e#G@nR5iu?4~k~LV17{;teYzJ#??aW=fRgH^t#_cut4)jP@D<1%#vp=N1^9O zE22Sc@E)O|p$i~feC?Xa@M6&a0p7kdmTYK9b|k*P7*6&~f;E~s8}7Absb~|5$bZVn+$k0BM6d(RuQ|qA zm?`zi?RId>R0EMh&){nl_@;Qvp;jzXMPSF}y~hL+*!iKK99GilFPHG2r+|hLw*~wVo7p?t=~K3v;2Q`tN(7%NT{K z&e_H-RugONHbIF`!=Ru$o2d4WnT1=;R_&*LkZ0)~G=+5JmV9Ip-_XL}$gNz9Ffw&B zrz0IoNszdg6`Hse9vx3Xw@Vl!47U-1wz=6ic7$)c7F2U}L(*7mjw3j}EZcVzlInIz zvcL<+;A|xrHFcXphCV_h{_zSKaUQnwk^Z11X#}X$-uQPZjQniG z%vq8y=fr85m21Gi_bjC>-C%~P#BV!6EGTJJ;GgrOeGVf_!s2>H&*lUX&Mza4?jOuu zjBqt^sDO(%=J78 zq}SoA zJ*a(~hwJoQY?|Nlp)#(bu?g90&1RpXYu^RkixKM3ORipDe$J@otuZ*M1SiFkm(c>JR%4H)$Tuqg5#dlo@M+5?_g1$URJ`1g#!)4}JrO)d7_Z6m6UVl`4v-9#t?>LS7BL&HwmEE$`Qj>)ars{GS(7C?W>67HVS;eSmGyu5wy z2ezIvV^BMkipJ~B4URqq<55Oeh6%j`Q7m3&m{OHS zh8?2s!>}4alM7$)BR!9HD-hncEYld_5TSC?k&y3TxW5&ka`a&;Q=R#udt87x4GY67gSe0aoIP1yz0_sZW6z4NyDUT4Dd2*8d=*mTuru>Q{FyY9EhN8G9S<#=< zJld2rrVT2Z%ioQTh-28%D4N=}F%Cz+Lo0IhCpUN2Z|;%H8AatE6QPKC8Kj%M*ba>H zXKEMfR7*9pW7OL>e!1M>`5n$|rdaNK8n)O>O#O7L{fYKch};eD0^iJ2bg9W z0%4JRg3TN7`|Zv8cvZ%jW&)Pn4O)6D1L(~7?{yyyGC#GvI-!pJNf&5_(6P486mfJ~ zTD3}oBMeyUvs}u3LF#xeWNc51lThv3}f`a@kEnI^-x*C(NeHUN}LmYyYYID=Q8UH zXK0Ze!cyVZM!%ozW5|)=U`dBtR)G2s5Jd<@ZMl;hw!z-INlOWRA))slASL|+k}-L5 zFBmS5q%v2{-F*|Be*2@9_!ALtM9O2I1Wq$fVA$VYDw`sfrqSK#T%){p{3of&E2+6Y zg)AsS#l%|5U+qIet$nL0-PBHWrD<5mX9tK4b^T6mUBoqXDWj@DlnhWVrK20tY9AT0 zQ7|YI;F7o;Muhk4nKH>du$1z$g1QSS!%T})Xb8zyj>A}EyX9v%wX|D8RoA4r8Fqljc z4JEC#%N6K{mC_XOt@fW;xFkMkTB9nn;_z9v3l8pPM7o!fsm!y+ne7YPyZYNwd7*&H zBXMvbqT~u;6=f32pGit==(N|`T;pQJ6zr5-vgWIxEFAd8uF+`*qi>1S z6op(6YfWgg&+nj8MkWT%6NOaS4l1u-mh+FC2c*Ti7G95+{{hCca5PFL*cu*HZmfpz zd!@sh!wwuG+8}9TC43Xx5-xF6YfXi##9gxKeZQ!k#Jrw#$%!@5m^(bhtXZnGpbeks zA$;oeH7m{OlDLo=A*!xIvkp0NmUKiv(v2+v96JjpZF)mZA|wl6S7-!!gLS#p{+3*$ z7?;)IEFpCh0o?R)#uS_KR1;De+Px;aG+G$f<}7u=KUoq(v?=NT(owJjFhTQ~n%7|L zHNr+QM$lxZ2ytnZ=k|d;C~KT-@vm3j4}XlF#B4ti=(HMa(sAIIZ+iBi%bsj;IGsum z1NBOD|LRyRShmeqSu75Nf1!PW0%e za7_!m<^X3qP+AgImpw+As%gUajz*hmC*=Op84c7IB!VsN0q0+r%Xr}oZBNfL6~$K4 zlW_U1e^hx>c8DxQtNx8s6O?d8pYWOisw%j|4pRX<@L*|`XC+tNo`)w5PpWNH3&IQO zJn4E%PpSXi3-bI$xxfbPuIycVQ8B8&D4K#>O(-iHoVNU;aWs}wc_1Tz0;8JSC8go0n(Mbg3F-wO>ccJgWO+$PFgWnv z{)9fU1(qE;7I=mybTbcl%)t$EYq#X=7t7yra)H3+T9m7t)}_u0tmM9P*nHgIhZOPh zQ#1&do+uD24Xn!JmIChtDOf^-Vda2;6&y*4Ew7iF$??K0Pg<`a-@(6(C)mMDv^xn* z2l;ay$d;*@U;G2-RFtj>L_(O7Cr@W?Z+nC=qmjNC*1Zm^omA8Cz;2BuTAOI8=|9WK z*u|6-%E8I4{>yx+zto!pEEGlHCsxY*3Io_sLkvGt-Twm!ytM7BlxTQh4Scv&PnR1G z5I1~S9Y9s(3)PP!;@xw-etr%)&ur>6=H|WxGCDC*L}8(W;Lt`t=F)5;4e`a&vGJk^ z{@NN3TZO=TRtK)M-DP0+}*a^d05I(b+KDXBE$bb}xtSwM-x_RrA~ zjK)s-n7z~DwrT= zds7f?m-fz^5A5Y)QhiUbceJ^RT zxx#iCp3e()^js&7T27Xeq&rRbx~FDDc3>9=Lg0jqaj{!Ufg9SsDBU5LS+A$*9U>D% zicq=BTUr5L(3@NiO0aQ@3mH+|bFurUvM^O-2<3rWE(HMYR+>g_F0Tm%T=pXTd zmO+~*V*-TR!5VeqD`Mr9IoQi3XUIO2H-UkgFmeL>D zL{6c6)lRg-3hZ@2hy1bB32O2R);hdI8YYAj;#DcXU}Ntr#1c|;S}ZkkYYbLnOh+;P zIyz7GX+`rxp|!|C5JNPSUWM+NAnw$6{E9JcE2KFTEZ(-p9~3Wy)9Tq3^~r?olvgKQ z3BoXC6WVW?6jI{lnwSv2ZW}xF&<2heFm%zmGsUr6*`kx(Mw^K)eJWB)=18 zn@p{1wm};=>_TCj=Vzbua<`H2cT3`qvL#zZJ@l8jvv6dI(cV~LENB1JLKlYrrN5S* zx{9at!@du;^`F$liM2EP9}dqHo&oYCN`cFutdvuwUDwDAPT=WUdWv`JQSmm7rsK$e z0IZm=FN*NU{bC)raAH86t9n@z-GG*s}EARK2zhKLXpX&zx#2{@^1~%uW(nV{)y0>;^*k zMx&QpUu$&&^O2pgS=9WHD;iJAruI)#{P>`^B;YDjQ@TqVE@rSazvMn4l0o;~?e0mo zC1E(xk>W*5{IOc?$`iIaRT-UZcb80~dJ;b{O17OoXJtfA!aS}hC8de;E4j1Hy)y*k6p^XK~&#>gpKd<LiPIX|V9=6;Hyw?Q zVBjGy;J+3v5oKl~yVblrOE$`kG!Ay>Y3RdnlPs;=hZ`6M-1PYJzqa`@Yt@*OL#?5w z%#6$eG^AUWM7+|&s-q&)%O=G<$8+?SY)})#M4$fLpDLP;x&2P$gEOhP94(xW6HNyntSO0&8D z_bH0r59|!EBtNP5$>veTay?Dii9k<=L!QLY&~pvPD{~J~5(<4n)ZrEqNI}F@pijQx z9xk`D*A~V6mW?KGbRPpduKo&sidxay={h3BZmF!&H2f1lUsawmyzHEq-Q?3PzT$dN;(jjP@7@|2XJB03oJ&pK=SotL?tZDRTL-Jv z?}wb;Fb**Q+@X=de#(ymAm#uPN_`{5HF;s#32&?gEP4DrpL6=BfmQs7Qgr-~5*ERC z8wy>hO&0SaUVx6C;?tmlW(=}^h`DmgxjtMj2%VMO-3M5;!&ttB-g=~IDO=6^3EAKw z$N@GXzVuL7fJxQXG!2v=A+pria?FOmTzQSoh|^{j$hU;d<0+&{Cn)MBD$?A)S8y)- z@4p>@7poxjHU+`xU*2N$`NmpwY6O@ft!cGo1V~@@TUJ%bCs@)Wxg@NvuY>~p)vu%k znq0LWhFY~#a%JgR>LcUyLr>Cj5h;Ij6jm$}41GAsX`i?*;D>6eB4iu?vP!eZNzxIe z&;Jh~{Yq^aa#?2?%gv9WFGrQ8GCjvMDf(*;hm{QXqu{#MI&$I+T_KOTN2{{Xo_M!yyzDLgSOBmV$QpaE-;@#f|xP4+nhvIduwm0KXuT_m0ABz8cV zP2Kk%A_9sWj?T;>=tw(*LuioSghe7+TVq2twtB75ll&qS47BTG7C|4xV4tK;I}-K~ z$mL2G%mUC;Y01f2fSxxI{{W@!Q20C%^l6&7y}oY`Le9}i4c!d7<*Q=T@_zP*O8bmj zVn3Kgh(5SMRa&qit=)k*G$LV@^k@=?kF zbxI&BdNJ-kFgZ^oIz+EoT%6#adALI?iAxxTSam#dX{}NbJSg@S!Vs~7(v=V54+oO+ zJO|cIxE9D9hWz4OvZ~4w0Vi*kT~rn7B=0bk*r~34T}t-NrH!gMc1D$dT{~H1_n)2DBMmsogfOZy2d1!OVS&cXelB1XWau&$=4<9 z3#5;PGFFmV*~9v{LVV=I?2EJo&7Gr4OQZnAbq|aHrD+xK5r4C4C=UcnQIk;xRKcZY zVw%r>7?{z`5U3I&Q+s$Z`jsIdoucv2N`pvFFrH|l0D&CK^n+qmJz z9cUGM!pE;{Fj9{tt58%(N!~Jv9G*(_W?d+l*pws-zF1`eBmD351gM=1m5KntOBs{v z0XNX{ck5CQ#P@xltdRzkmC3}9cZ58(aZY3GCt2W;bsho;%6{3R2DXlPw`b?+1rM5|wRlgTqQnS1&3>#}_e7`6UhQj5^(;%`7RuS^ARZbc#nr zVqqjC@_9f5ce#A6du?d2*3Cx~_Lc$-XaxJm5gutvsN=3%vJFYB4c9$mmM!2XaY~0k`&9Bt0`k* z64-HQr6Gr_%wEJE*0+2qN@iM|ZTrvN8RxaNl;kYoF6`6$>un44R)jxlD2X3 z)~R3>gp!b9a;K0~)gZ7OMZFV}0NQLJ#m3R=Y@uUs)4X}NLE8Pex^Vlj>H=hpmqHSt z+w~qPO6eyhTfYwYAuCBEAVgvz%F^6KT~MT=Qp;dk#KQoY2^gCx-)HDWQ)Vt|wwnRK z4_QYi9XZM$$`8cCCFhF25y#4C< zTmTyOwc+RzJE=@V#Axi3C3sGhQ4_5qXu8{sqgI@HzcOBgnJ;S>#7gV{ceizk!v zW%1G<56T!|Jd2Px+sGi)rA?HS6y2$HIsT|rrJ+G9B>-#%TB_bH0TTYYa)J;BJI}+e z7s;m$dPz!&{{T}Ic4rf%ldQ$jy(C}zhnDE+8Wwg{2`3Ve{hnHzBq1lq;}TPgOHX)s znMKRKZr`cx%j0cdg z`%mQ+F&2BkL70H0SPFxmBSK}37$7N5#`)~DX%?WATIYTdPbEQF_lWQr$Dh_mw3ZNNek%@xJGI=gdjL*dZ2pE3CX{1Z@$sp?3oBX3iJvtTO z>cF3Y^eB*r(oaxJ0>+&0lu;};YP-4eN-h&91h?MAp7;w2B`(t?+`4}(dY~v^pa|e^ z%`Mk4E76-J=xgFe{{RRarcgS0OhFeVJTu!GX~k((8j4bSwMG`Xi<*vSX@YKq8HryM zF6!!cfJO%6nuN=(2`r`6o^;yn30iKI2OWIrn&(~miegHO6GC0Kw>brMEPE)q?dbQx zGT&Des>&UN+kZO2Jvrqr1KOqy0V4na?1@8Ux9h22D3Sqt6@M`*`12=Pg{K8G>gJP# zB_jlYJ0OIuDk;PQ2^@Tfn=vSS9}~a}!lueln4rxsqN}J34fA-Zsai`dJ2rOu!>s_T zZU?pjkh3~b7eexF@j)6nqZw!5bM=%ZDj=2Rn?g3ym*T^jqHc_oC@E>cbYFZWYjp&x zO0{h`r}~?oOxnUJ1P9vh5=_=v04e_V-ekx@Ak4at+}QifG81gndL#9+CErO+D|{kF zJq4<+IA4z>1W$#&^bPWoUq>BnqFYTFEK4tM75)8abG-HrQb*Swf0{S3%o6 zYJg@5Y6!zonY!U&CYfN6kegUq0S}Fi{n0M2l?khh2j|jzGe9r*urVq^nv^92`2#y< z?+j88Q+PpILn=^r9_Yx#*(djj@FT;Rq#a3Sgp8aXms~1h)U6_=no>1c#%+timZM5m z=p!n!`Eyh;mS3tgS~~TK2Bu(I*d6ht!73IGOKpZ8pvnNnGaXW&RQsYFTpv@>piSo9$?&0fx`mVw(kIrnoy}=zO5-BULjGwAeqOnKoiUM<*o`ju)%G-d2`bWrVR$ zyw7*rlxWo~qTM4BHJ`=AoWC9NG2 zoHjL^ssywanKwUm8TFjH;;FjAVl^>f{@3FDJQ-C~fT~pGlS%fjSQs;LC4vUhZac3C zN|a^^g^Dr(jmFAxf`sen%B%~wL=f9zWP^$gV}Y^kJjPU$=H8jB7?KY_af+5T>L4X6 zHI3!c2YgF3s)>llB_|`yco;!X{pD)xOXJ_oE~jl1TON|4P(#x|XUCZGV=ab|%SxX0 z0@}l84s3ce%%z>FDx{vv@q(h|fi}j_P`1!lPeqiGg-@8zgc-)^XASK?MYzFIol9D^ zQ?c+$cS4e+Dxp*EP#9XDX2Nz#_`g&*E;f%> zKtlCo09E&KCfo4x9%Qtr?}nCuk-MHj`{Z{-qIMr1WGSscXTY(%0Fa|Fij;sYUV7f_ zX{H9#H5&!kBxeYdF(9%M800{Mq9BgOjbNl}Sma7?XegL`@;|9NcIy z{@Q!31Z@O%!sV+FquG&(RgE0kW7~Raz?9sN<^n#xUufAzlzPr7V|QE800@zVW&gQGw+a->=Oz{l$1fYv|M} z{4aj!NR}BCigK)G#*}4fP*^!T;@8?0QJ^G=VyjqZ)?Na1i6tpul$wwDg-i)bt6#Nbv)D%_mx4kG zVbOahxJ2$+wx|^(K1>4vy-F+T~L^evfzE@}}%BLTGQu;%Pf9Zv)TAH~erC2a2 z$8;1_2-Q}paP5zL3T4&;g+~PAcQ90?RDFSzu-z2%C~XJA5(Z^SzRw4?Pt7dlq95F- zkU!fU_vUQ=ny>!=Z#OCZ^88FmsFx@epVz!0E$vBux~4yLN>BvTqp7w_bQ2Xz2`f-w zRGO*2BdXC|$PTHi_Ej}aU^jI|c!4lY>R)CL>tzcL3<`C*Gu$?~>wF+71;PDa)l{!^ z6WJW2mDKf;7z5}5b|_eGyFx>~B#vrU9E+wCM<2vD?BFauQViYELn!D3m!(IJ`(n1Q47KIG$i$nThtcjfNRO?ohad zzLiDpLJ#X0s--J&vvqSSTe7-IJIBumm==}vd5ebI-EL(d`$3^n)ESMpjG83Xj*So5>TF|5f=s1!rQ;PO`gb_{ zA=;y|K9x4}6|BeE-N1gu3G#qqu~OSvH}E(>SnD24sVfy|WvO`Dqe%ezK2j&3*0ljH z+O!2~kgf;GGXh0s#aWor${;9>aC0LA*$ES#VvWr`5!VT10Y^olDwlb(^7oQ)1ADRU zidKcEI&%3!r>!hbsvq6YzBGfSCirxdnE1rbPP^0ninTs4MI@o!1mIJ@!U7c}%5VE% zDJOnM$BYVUHDyiu?`VJ5hcYJ1)kQ&CmSX!dP2wSYN3 z?4dHzf_qN$z7o9GEzj_l5iM-hp(<^TJ#3`lVKZbB;Oi#zm)!*fDGN?Yus?@ycdAUS zRD~p@U9MpX#l>IEe?U;NQch7hA?PXvBdg0IZz%Il;Ru$L_L!njVUE&xpHX@e{5*lA zmX*_k!FlTQ+-=PWO9SAl*578 z`~6Ro$x14&WA>oukxLDKtt&JCmJVZr^Vx3|O>%5@=$cf!pe=pr@w03vhk0M3bWm zERX=Jtx%boQdX>-)bOcO%c&z&n<(x-Ws|b;p)%=8l}Z&;@Nn7svSy_siKIJPnSj&_ z@c{P1W)2GcLmp|#1)K~201$~t_fR}O${IJQ7^`vXHR$w;Y-kB}U6FP4#9AY|IX0wMt4yYy2W#;7@?{RY{tB z(%2vy0R0j;pHW1)G`%$~!{=n~!X?dSD?m{ke#O=hb(CdHYaEF=L!`Lf>86v0jc@#> z4G5qGk;e=DzQ*DdYGf@}8B>%$qbptZBw~0xP^79+I2AK`1?$XJDg#t@yJR>+sDz{p z{{T-C*c8c>Y)*F$de{gyYzJqOW=vHn8S#ZF4#2hZ^+{j8{{VubWa4#{tshcY^XQDk z={?uKq)H#8vE3g?spe}TvI5?&IYhMyVMGmy(tFC?2$%>ikyCrw_r#fHAzE3;7s-gc zH>pa|6(t2)>Q7(?bRo-{MfTg9lTFOH{{ZojNB6=B#HBtSprAk1oljHK+%E{0FhUZa z1Y1!Snz}~sqfco ze!yXI;RlngPN{tz>G_XFiEm*oC9-;z0YYihRe5yS4le~OE~!PIYFgc%QjWk+bWNQp zBUqZM=(xBWUNoGfsmJ8i%YoH)azf;V#=8p4>dZQfE6q$yR049#dt({!jf=S+fijfu%S zAD&g8&ws^GY5)bQw1>#IIwz;vZ|6!D0Ar=2{GkAyo9Wt+}BgDNrLbm(Cc>Kv7w-PzQ8a zgTV6&SjnCN&_;>o5T+#w< zj?!)47Q>s9tl){PcrCy2fD?jPcMg9#u$|fVMvm$C6s#0>Zan5f&}FKkgy(l^Rj~H@ z3Ch_iXReaa7I2i3zO`zPAfZ9hpu}@Iz(LW>O6kRp9MtB|9(7?ahSSs`Bs|)(K~1>c z&?PQa6_!B-@+Vo_7R%Qd*!$VS`84I~znXtbF%HiX<>JG~_6E99Laqzlvm9U@q5Tjk zVKp`i-LeRnXh`<4tAtX4#O8SUNtrOF_KpfjiEAEe26HN+pt=guC+&Pa^Y|kKG^nLRIzi zaa^$Y?^&~qPY9?XDO{&p43n%#7RKwGQF(vjE;N#QLw$CRRx)Es3s+p-A>zahlL#FkiUV12Q?fU zC{e$^F=V+gNj_{HLHB-eX(Sa&QUiO(qE8D&WlBo=PwhC{66QE^kyCrw#;;CghT)lj znQ0`b-0a?AGODSrPVT~&EQ4nRX9+5nu!0@JP8+|(DM(b-P!?8P z%Na`)4y<6zU9_gA*p|0h`9#0_e!&M5nSzxUT%%9$o{z>GY)wePGZx#fV@WUy7LY(V z#)encwm$2^rp$0#>kI3bzz>up4v|m;;Q{er{){O#T53yWOvO>R4Q-H8#;@9uT>b(OQFbZ#*DrOQ0N*0C-H#r6?7# z2}+A&o%RD4YC=HXOfGJCByCZ{=LTZ+)T^G}sIFQDp$h`xE(@?bU^rsI#>1a7c}%@p z?&H~-ocNr3VpRZEyA<8ht?V#6cD1vLmT3E+=f9ecP6Wa+S?Kj`jbuwuYh`}eGN#g* zn4!I`qlm^9nM$Hz8j9F)@4_ZYoT-eVtQD*n>^~z4R*y+oN^xsq8WM$7Dq@3#Oby@B z@8{8mRFJ(HO9%H!2aWlr4YJlhq{9Jap=mpS)_&B1*BXMQ-IJNLB4Ptgn5uQ|QZ7xf z$Ho^rX!B~TNj*#{x3K%|ZSkSxsYsRsX*6IhelaMeHk9g^tLBo!i|qB%Y1RW4*4*82 zloffzr&t_)B)NIaJ;A_OP8I@NfY7y{VI^IH70VW&3Z_z* z7IMS6z!6BfCZ!#u!pgcdDfl!>*QKUf*xdX%iiQ&s71x39yeW8bym zDJdsah%Ot11x~D6Qm=L;ogh4)+DSMJEvt*SI;JC5YkvxiFOy7qa_GS?p- zs9z^ls@F&2_J?D3M7P65@h~P5fJ?c2hS+30-@%4EOF=Z0rz)BIiRP6tuZ3NCjgc&t zC8=?Ssi$_%b)2RRAnSWXw0j6-G_b(&-%o@uSyg~kfO2cMUJ*$)nwo!!^?p3lzj&_` z68`{pkL?jXc(lX)C-RMRz+jQULODd&cXTIqMEXfH0i{Y5n>b_|yI@Ub{{W^9w7cRq zw#W3tl*v#8oph);;vld~sYIz)xXUx-a)JKL-|R7luu%l}{CTJ9rqa}*VeE>&5iOda z;ahq~=gesjO46gbASge4Dz!B%LS3rczA2U%W6rv^ihmdQcvA}mYb)KpTyW+{Ng}zF zsjT6NXMhyo6Nt!X+ARU3&J5pJ=?mZShfR_dq?PzVxcER?4kGFHl6DajlGmWO9ARjh zFGHts1`&0IIbM>?Y@`7Nn(Gi_})t9iMh3s9>3w z>jv>eg{V$JCS-!PmZYC)0N5SB;sW_W2mP_Pd4@;;ZuRXfhYI$gy|na)qvZUUy;TKa zk$m518DaYd;CYh9$;jBbwh$CBP;u%r5batNm)PN=fU=~WW2)D~Z;>fkDHQdEADjfO zAtYorH$0R7idCIVtHGY61`^VJ&Jo;&5@tzA;fI?MkrhkE6>$ zM5Q&zIB!1)M7lu|$4l>R=8^ap;vloQn5v&^B-?WzCQ8tfq8%lJ+ZdJ>ib$wojq&I6 zbT#q>v@T$}rgVnVPR_UwV$igE$s@E!(dMC8T4RDX^N?^hF{MLjSy|jZP0Z5}m5;n0 zDMCV0G8P=#WJ?!NIP^>2&YC z{yg-ZRSt^T+wzB8(673bvTdIpVWCNBiVH!=E!@C-TJdg#;_3Wk-7zdp45Xwds91MF znSv)efy%tZ1>AMvxa=yIhZ&g<`4LSu}bB&g0TmhiHUuOF~G%0 zoKnWdkIk^=mpvg%br4loMzBU3FXT&{g%jr%r9MD~eEFMfBuv#xrj!l=%Z{NG1r-hO zP_XG%A`Hm^RHs=ANp>%W?)U?hN-yuC-Ki`;l=Vie#yB#ydn2Zv(d(@Ws92;j{_Ek! zAJI#g2&n?&_*Bj4T-Xfaj!uxFg=aJOV&vZsHao2v9#PZwSA*_Q$nf=bOqf|I#w(Pk z0>>gak6%?m(k?_QTT`N72i-V&vn?S_aN`3Hxx9t}xr+6YRf`)&lC>5^EPElZ&n^D| z(^I#+oWsEsX!W{1KzFy4!=B(*D5y+8eHI;V3Js>sj$dNPk@UaCO9@o_L!u_wHYeG-OxO&H*l zpHw9~19=He1!`5<*@O7PCIj{#g zN{%$%laM}^Qc|TQkzI~%L`hn@N|us)Jhh656170zwh;Kzm*U<=hf19$6z}^P2}&sQ z&b2-vWPZUi29bLn!;W!8`C$qoq!ED|IQeKr6{%M@W=r_OW+$Swg$@VM7H3WF9s?@6 zY)`|`@`;U2MX1bcA0<;)f_7qG0RhUTsFr09h<_q{)hSOZa^@rf($_flh+0sUCPGxf zI2E>L4xUWA-6s_YZIC%Kl+z0}wQqoZu*+BlowH~PNpz?g;?(ON+wMKTP|CRVF5`X zgMl2%SGtm}!0?5t;LR&n9DG}x%M%i23{v;iEpqHqhzfKzQ(j5JF-)Kw#U?# zwyK1wRPA8x22#=`uh;;SQ#<959-@h10d{rX;BNfkD;OvR4!&(=B|JzGZ&*o6LX@&a z&KAeE4C#_awcYdG6Ho&Iblveuei`{{1398l;0-@GN(Ko?Phf9A+hdeS{{Tw8UMeg- z4=73YQUN(TpCnQpAz-iJ)bVU`iA8o^jTJuHL-Q=`N{?WPi@gLb?P5uayRz)(eX`Ja zV+L%(R;Ah1klA<%76S+~CKetiV2?8_ByC;E_y}ETN>r2V<~gfYKEiV+z2<^f7dYOr$837Dq~OEDXZ+;b{o%OyXi>x{y1 zLI>*@lqP}{9~@cj-OOjotw~T7QcI<+*#Su;EE{cpxN0lnfId)?rAnycmOm)g#vV1b ztDQ>^cBb%xtP+H>M{p7EEoR$?$U;=G771cfrebh}g+8r;Ifz1i)OeVcr6OIQSb>ku z4vu10*wR66dC%|nM7;}Aq=Rhj>MBXVf+2E_sZk*>y8fh8q7spbFr-PCB}zssXHgq? zaD`4p!7|lrC#D-4p14$|V=ut-PdjC)Kg=2wrqxOv{`MXO^QL0%n%268ZtVTM>{K6P zhv$<@Nlhh=RYbIVL{zWDdFBnP0XsKBK`uf-JX@P=(lt}@JEBok(sZjrRGgVbu)t%@ zT{XF8`Np(^)UV1BId4Flq&czb?(9w-4wn9j;;w!%4#i6w|EwR{9A zNmR-QNRmhgF8J5_#2Qtef&R*0rOEk34!h|(=1uA%Yu8T+UmiA+i#?W4n*Qsrw?s!@fBdcFs$CCm3x2VQ=$B2|N> zMx%p_y723XVN3`>cEbpr$`Cq2m&6rjN0g;|sVeLb5|x^!zll7^N@azWq?abb?bja0 zJsLZOxEc9g>QZoEpOa1d!mR*N)sgVvuT9YG&sCDkY>| z&*EV^iAt#zt3B>wnGG=U4FY0-WsE@2WCSfqO66+n5FI%i!>Vd9b_xXc2uj$5&?tnt zb<5ON+h9*JWDbZGD|s-P%Sba7a9r3Cv9a<2S3u7S$l9oI2WL9K#GycOXaN2G+r*UQ zUxX7>g!I{fV2>#oX4o9X*Q@VUwl8Pr;^G#fmc@3@)4~lTHlL#g-Mpm zSxpR_5D09%BTlDziLlr?r*MhefE>$GOA^R^l|;ccRnSEw;?18im&tOnrZd0c-M%aq zwG!^c!UBy-2>_fNw=qQ0@|85AmKwU+t0IF=jr7h&h097c5}Y^WqqM!^ce_aKeq^WJ zmOIQQLR7Glr!9vQ9&GuqF5w_B4W}pVi?=VOxakLO2_=ZaV}ZK2?^%YN=vL+ zKw_=%7%c?sBzQ)w$%77&Kb!>3nz@gT0fu-&hy^02mZ!vI*}*d>Ol^d!{00$ya(0X( zM=)x;+QdO+t+KH3ij}N>^G2u@O4d&d!0Ll7cGCa>IT3N&hcafNB-R-5ACw7XCSp@z zRg~KtY>H&a6`b6wy3yy>r6~I&R-VXV0E0pbF~?trWF;iKBnR5V$SXowMeoJ{Q|gx# z;|v@pelQfLUmuh(fL4H_FnDBu2I!c5+0}nj!cNc+Xy-Hf6EI=zycrmwV3GG!Gwbyk zbEv4L$N7XR!puP3>I&d|AqiTk*0YXUy7L;~-7a~U8jisez{JW| zYdi#;CZwZvR#(HA?phVu6Nk3o{{Rp9iHc4=9;H~qbc@lUwU>{;5m-Z{g2z3RJZFNtna+w`3%nI0w2AL$X%tZH&;Ar3z=cYy>7s z0Iprrzi()TBA0%YwR_kD`o=uukt}3in@SvwC2jLQK|v3g;|hM7jn3?ZOiC_nTZAak z7g%GF4047gVskroydr9Y z1JPK;@ei^Rr*!}mGx4-8Qm|0(7YC@cX@F8pvqP}(IHd4|j#8AeztlyW@u%d_6oM3! zffzxR$+c-yDrV9S19tc-ZDnJf_{6#W1ff9OT|++Zd5S2hK5bN+1!^Vx-Vmm0kdoUR zVHL|Ps?wL-UJ04gLZ~O+urJ@uGhzY~KaeQ*lL(hnNs`2D;9DJ#CIeKpo0e)9i(`h) z5K^-9B^r3A**+o`seK|sU)`%XTIZ5LPesjB6nE~&ssKnSmYrg8U@#8YljTqS%+KvG zh6IJW6qM|2e}wBD&mTxjf+pQnmo7_o5d{;kF$r+5`=9;1V!2374D0|W`k+eXKn%2k z%zp6M4o#WgCW?7AB_sVqcj~pGMD#jVS3;5ODS;=cowI;&v%>wQOqyG@hjb+g##xnZ zxFh25nNuC5>!cDxF&yedwUo*Qg*dNyFqw-<37GVgpU1irQ|lEF4oTh2v9&54q9lGL z3;q=j-er?xFI^mP_`;-|CgHhBe-KZXHebAj4z{;^8AOAlw||G0uflvHVu=Jyr1<0L zmoXz+VG36e8>`Se4$g5}L2NdTxL_N}Xwn300^#}k0{et&qtlfs0KPBIvn^Bsl{omA zys4@$a$mX%)hwlWI=&1~sIPVV3@st7r?$^gRKx?LQmaWG$;9wu6sakjyoOhFQ7&3h zYrEUW!YWkdE?EsrFbD4bZ5ABbiA^=CX7Ho4cQU1~qM*=d!JEPg79A?aJkpX;_lptT z7fzPgJpuTk;n1#~7tO5z!kwgTTTitKVbQmu;Yj25mZs&+e6MOa+RVs-?{9bKlJ_azmzAAzMX6 zG3~cxX=fyjkH7MT$@{vWi6d4QE^%kR+8yZaUOJmox}GBfuNU7FI2{A z`o1P62h8Zc?Y?j&@|z_y6q$vucXMmw0aD6UvF4NgH8*qzS`zqNcSVcvhuadSC*GlK zFb4u+h2Dh}p<7e=MAWe)CZxB#oFK|q`qtpE{y1@NZ6Z1|2EOG67;GXEfsnb|6D4Lw zuH}0twjD@UxiKw>-NO+I(U!tx?PT18)!_(C<!rZ?Pc z9=xE=o%LXpgy7_2PUuG?l4Y;{Ak7!x!n*88W_wAJK%Se6ciw>0h)`#n|`W6EOwSq521SiR2a{RK`ETVn{4Ql`;FND*WLyCQz9& z+LZLF0PMo?l0fPl=$WL|O6z?3xZxEoK`9uO77(*hQcB2{G6{AK8bxbNY{x@udJa;S z33U>XJ=5i_v81-lorQ#tE9V&04*+BskdC$|!faB=Pc7 zG=@+NTRt!nFcGm#L+&u;L1|_nr(t^+ic%N|6D2Zc;HR)yuCusv{^~>oYYu+pyhcTGI>y?XKJ@Mn@g^{eB2!_iBilnxUPHFd4#e*MV_q+tAiD~we z(oXtOlktoBN}QW}smMPygK*|jb!zqs#Xu_}(3%nq*=nhf8R}rGb{?ow6IcS}H}JvW zEl3p*I$F$j;2IQ@f`LikZ3P7iq01;<*KMB&PTD}hu*i8hTx(1GL+1q(11d`)&Ly_`$y~(*q-J-*v_|Q~5XX-X zwi8YgEfl}4SaF$L1B4|k%UjirRXPA}*XNlI5Tt|Xs_U+gr>g+MWG1{bic#|HhCOu4uz zVO>ebtlJnq~Y%1GqO2 zB5F^y%8GicA`pRsLvvR(RF3n&K$l9z=O6y#$HA!fEO?-@5P!z=t2Ov%dnoB4zW#XY8tFj*4|2?ND-eLQ}8-+2lC1 z)LkcU-9HFVB;^$*az%>T{{VL!ThM5xO-fcWJ-Fc?UoWV?glelNxFg8_0Odc`DE#^B zUGhpsDnFJcJoK@nKIch2xW#hR6rH1P&OE^gWlm6V_#|ySauBr40;z4RGk3})%>yMR zN4$JuQFl;HD&m`8skxafXD^~X(eDux5j2GapePmqyR%vZ-9}Wz%xAtgBtRnq9B?qT zoDh{O`9sIvUqKlF-z&lq?TMj1VO-OYF;um9Le();q{}^Re%nVvnRtS81V5CSa=x_d z5<`HO@h#a3n4MXrDjL6cW;n;urxK@fg(%&|DDmc+G>J^j8KorM&4r@5stMFn6N8`1 zD?-AO?Bj2fGH#NX^O zQVSYc_6+fbPg-s4)G<3p4rL9Xj_4@%lA@b!1)(*PW)SLf?D-BJQ+vx2llVfvMiVI* zC%oo*;VP4BqG4l#s=xSvc87_R0n#Lrrzcsqb#8>pdR@<8cph~@KF~>PKk<-RFa73gN{=`-~+ z!<+zj-3Cu5`n(FWUg7t9%p;YoXwZd?%j!vIs|XY3tD+iWzV`0WIKj}e5$uAHrExrV zLYBQ%u3Wl?^%T4+Vd%;q)VFT~1#=ZjN9lwpNS8?W&C77YG;>#^N`vbqINYq`J%>v&2X_xXBRT9bwMExtS9DCKh0l~qArTu=Fmkf5aP1^pXf zv|T5}a4{_>6rm%qK~B&|Y$8;_sf|Md!w%@B00FuyNU&a&JJPO@{^1Ui=$e9^;-JKF z4+2?Dij5@Z5?SrK0$2w3a3`B2tKI-SE?SjTw5pU;?mMvSillJlVx&}p}ZN7Zm%t6 z0gSn&NO6iz9Yh!?Gc;*9ifJ9RzkE8TSmxbu2EYeo9uX}nO(ZRg?8C}brSw(X#6psl z6;xc38-RpOlqxMklb$vs;}WHuQh@w(fju})vcDeQxYB1aDMGhhk85|r=5m#!8EjA$ zhvMEw$V90inQ2xn(_R+c#yLMC!&gf%j1)_O*g^i7Pb%dzQ23<|;B0h@li?FlDPC$& zO3jF`SPtxRiRgQfg#o!P5BCT%No30@N=9118joxvQ8T8gC{9e{Gn+o>Gp3;kNl9P; z_KjIVN=Pg&#|_Yr->ClpbQGKjAoales;*MDfM4=3iK8*BJ=JDBqD_FgiJYwcP!viV zckbKhsHTB62LAGvrynmtHjiTNDbkapBLs(~yS)tyad!$B!I+gif-ZTtYEDD6)Q+m zPDT|WnI$Y6A}~Ef2q~upGvr3m66@DeO;})mC{HLrB&1TY_ijNQW*7}z&+9mtmVF{= zFYt`%LX|CcxtCS^975*Gs+BiLHNrr)>q1v$x3a5(Hb7*Q$$zUBO)a-<8WT-dJ7B2^ zbtYv^v@7yF!7RdBKnH8w#KL+eX0Kp>C~{s)tRK&fR;;fkNN;Oifln4d3YWDI|NUHVQj9`Fb_XWngSeaf*r!p;qxA*>L3mAX^8$|-;ZE;6PMCezl3@s zg`_Db5O9jQI*LBy_#CeRB??%46?=X!&OHABCYdch_+@twoKhzT-U#m@qQoA*wY5?c zz&ABXw9$dv#wwnw-8~!_@pyXF*#nePk=M*7DLU!TnWmsGj8Q2xrQNrlK1FjB5}l?D zo=CM1`;%!PHo=?rMJc)Vm6`NvOF0_J;v$6xRF!Dy*Z>Xj?B=bVYBZ!C{^(^gCwrTJ z50KktC%O{J38a+UHqWjmt6~-3VG|FqQZU;5+Vd~5BBR{`WU}c$raSrSn4poq4vAq+ zj?vV7gFB^qkPom=k6%4Jo|%jHy_EdSB!a28ytdVEhS%p4RrO?RfLPQp%L8oUnMep5 zyp+mP6lwsKS&|883Q2UEf-@dKw(%$<_1%#5c;7X5&t$+#DJ{C*p{TNNn`?+Ik|gpiDFOIs0z0okd9F~cnlj^`H7gmp>x>@ zL6t%lrV4$yIOEKvsIW+i!l?n~6%mTP((t#IYO7R|T7luV8)cx(nb8)uCGrvUxib|) zR{AnE>mlxTUw<`9I^N1NFqvzX0%jIT2LiECNB;U7^j@c#f1Ddfs+>c4~$qEKMtX@g}U zK(R`h;)N}h_)WUR8YVki1M-fVf0#qKZNF1Lpc6EKuJk`%CQj^1f2_5*|Xju4WEt-%l<798@WXEA-0x6TrkV~=bO zNQNp~SGn*X7^-t5+>^EL1StqK%lAgloF(Ser4Ei@MArvKPO1CZwtU(&UTTBxNZT4i zQo%QKanxWlibFoCfn%Mv9iNo%Z&UGRKzk2zhK}A(5N~uRI8XPu}c0m6CmsC)tm8NUE>s{UaV+Zex zYVBYl)*j6QT$QR?Mfya7al#W!^$?`evxOVdGkhXoGuEJNizUUeiC%qWDZ1UYj>xD? z)hAY3Q)b?y+F$^b1ns7*y0L_VB&m6|ggKGbU*!NP3rRUMw_H8@A*(7mgru5y!=|R* zk|46WIO?c3XofSB-h2dV&PRufM@={T!|W@l4!Esq)%&{M5S2=oGH6zGr~$>q3J{Wl zGj|8HMLeNGT(D2odseo29ne!Su4p73Wne&SbwCN0n{5x{>I0Qjp`)a*=-E#korPbM z@88Ag&e09B0i&d)OJWhmgkc^+^8O`~1OYt=Xpx zk%ZzkQS|idq{gE)mqfYVJTJUzRm4pwKpdtd%%R3Q8h zOYSBY`K_Q(B8`A5$`wxNE2bsvg7Uho)RHonaH=r!V`oXBMPV5escPJ>@wle40F3&V zS!|uJ)FY+?m0^ZcpXx`XIcsX_7~*!-_F4J8XHnYN`J0Z9HE5m&=Cu_*rE%;vj^%>( zD1ux<$`9+#o#jgZ>N~MpNEVj zbZaNQgt}Y>A^2b_Wf18IbRoZ7=)OVaDVcny11ttB!yA5*+1P=DBfXwQO_2-i(hyW_ zlwwIeYq#yN{nzWLw-=PjNfx@TFic--foGS2NdNqWCOJHVHG(Rzc7)<{u>v-1t?oUA zO95MOb5FomrnzonSDNTCaeSuyA%kQ zI+=$4FjBD~oxo2|@k#Cc6L+SULL-^wa^YaA(7Pt<@@PY@zh`!pW3|)Uu4U2}Tk=I_ z7tP17L-xacn}P|(Z}3~{*tszCnElu91d1ugP+P;nqd6f0?X^s4=B%)vcke&fGMnT0 z7k}n}mFNf`S}rT@&35T<)nb(>=FQfVuapeYO=gRRuw|d6B?DvntB8X7YHjYNk_}0Y zZ%0RX%#{;}AiRLN$P_|*BW1ijAvOZV(`U)P*>cuVitcjkk}|4SOM$*VwJNg1d7Zx& zOYqy2$MIj|q}k)eUdxBMwcN{SR8-OQN$^6@R)N@CHdWIq-z%_g2Iqb3XZnftug3>K z`Kg!OJ+x{Cvx)};UbLa48Nc_B3=NW!}zo5-8NI$O|PCKXVvRe~g8BTri zhffU*u(!{jgxc)Rpg635Bl@fH1}|zYW-R^&+7ZrHn<*V_$deWajNs#^Ru>;_q|g_~ z)zO=)cS%se3u9YV+>Hb}NgU5T?F*yG2}*SIt4FEr`YX6HIVFp;ieJAPviON&5tpOV z-N&R3e@Z$Dzn&Cy9GYSYtZpy_M)O_filLHTnE|Op0_G`$=Vl3>vRp0VsLp_S?(M3Inwa~ z6<@Z521xq#8#Br_<~4`0bCWkuK-~QRYJLOwhg5zH#v_3+T?Paep2@-eIv)?ibq`!F zt;iLbv%)M2#Cg@mDNnLAp_<{dl~_F+Tu}{H(uU)H0?bVt6;p$)$PK zBwYWnJ9!iu43YrSw4`t|K%AZhR!OVwayWb2Wkxfvb_Koqj?rhom><FBgfDH!i~2NS<$SI;jC{NVZbGNjsq`!ppezJ;Qmu)}Rf^MvLz zmzh}hcQQV=!lol_7Y80xQ&qQGvBvbzQ+R!X0#T4@nWtmrwGVgnaL9vjwH- z)G+B_Bt*^*);5px32F2cA(mONfwvt3{P7iE?GXN{eYmO#pCH;GsqJ`*HqN?i&c<9! zzt6Q|UGF+MRc&3)|22NS3$h#m7gYaN4rs(toLoFBnPn;`{H@W&r{+ z8PnBtr^nRi>3r88MD4GFp9@jSI$u&>B$Uwbm|X(=?rdALI&ijXvVW7I;?AgD_;k-G z;nDADE)pzug_wA@-Zjj)l8gL@Y>fiSSmK+Xr-O+Gd}{>?7Q4Q8m;POB4J(8W~PD`kZIok?KPf z(!uoRs_|zOfMw1TJY`HAZe~6(`z5X7o#4QlZNF+&)@tQ22zN z{E}HlnxZO?`*`yQG1=<-cWSHT_MK-NM5G6J$z2!x=4~V1vBJ$C5&g>>vs0908J}NI zOj$Dq6XrAW*zToq8Dkuue}u@2n^Wy$CcdmMSZMD4nxk&P&M_pdI}&fGk(O#@>Ui5+=(V#9ubUHJ(qkmyVS@Q**` z+Db|?Y{QrQMv|IFjTYr?+CKzwqa?HYFko2uLicLu$GdL-uo9$}`;$hiRlR+{qBk6% z<;h;*+_#sf5Ja;U|Vag^$lW13K4?oVA?XVcY>|@cdz9tb*31q z@_jB5UF6?i)HE|@V+8R|+R6NOZl)yWft;NT7h@H(Q^hWf5!&)tJh>el8rD?0!lKPe;&#^D&zL5 z)7QU@L`{J-9DP={qQ_JK5eSywYZpLalD-yWV30-axnT4- zQ86GvpJCu==lOXGo`#`o*UT}w5E*G(blG@(56S&OKd^#hQTD1Ji3u3GjUV$6!Km;~J!{5k^7nhD);*q$K#;;Q(#kpJ=L9Rn9KTisJ!NUc2B+FYV- zxAJ)0C3e?ge|LF2CPvY^)=!8*!GkrK9BY+~|7~ z4_{(kGZWok`5oB?OYb=Gf=24SAftoK(%9+pA*UrocQ2Ga%{@%KLE+@ zFjb-zI7`v5$%BUE{=;ymVV=e;wn)UvzpyC7rC9P)TFj){Dj#o#!uI2Ukj+PpOc<45##UjL4>~H`!eo#9xSH7=E+XM%HFUXlu&KNK{Pa`>k)R zVuNRQAM_hcq(O4pbmExpb89{gzd-)VPgYTn*Uxf+Q54GN%iD+2?mytoUN%QE}g zWg+@&q=T5(5Mlc)R0_Th)*JsH1U^FBx^XOg*uNC>aIelO!})K8xk(k>{Mua#7U++pXPKIP-haGJP7kmx*?4K>83HbgmPr0vj6wjF5usgR`U! z;KHg`h90XDrZFQ02(xwUeqL=jpCK}bk2IQvI@V|&UXM(P|EM-OUKKA90#;(AX(3x_ zlT_l%s7y;y`w#1T-RNL}g6o_q`QNo+%o66>`~wScmRpKW8>6<500{rp zA`8O*ViiZ_Ww%h2HPo7Tm~~578&4~jtajLy=a6DnUd@GwzYEJ#gr|CT3$;V^pd_}4 zuMUQz8FMK%yb1)6G>AyJ7bi`?)Rzp8j#c9I^EfW}F#K)Y%2CLRA`PChCK6XlW?T^$ zy|z(lR>)sja?bg?_Y?G?98Cq2Sf1^eh~MMJpBkV~(bo24BF8&(sXHC570Y-5MbO9yyy8RlQM{FuKhwY$TxWL>l7v zsK3=EP5moVO3Q^hO&5Q{G?i=^@5bNcyW7OXB5ctNOrgyW1JvP^ReXKLdbR$s^se=Z zH->!h_`DcQCuY?6{p6>u*-Nf@;!oVTfb15^HN7d2XM<&(iP(rMoe^p(`)mqpMP?vM zkw1ys9&LB4DHZ38ATws((5H{4&9R^+QbQ-}U@t*0TLZI2EkWhLvpqmsEsg!^@$1-k zQr+i#{@73?rRCiguQhJ7y2hab-jNa?|H~f6zGg-OO3zsV4RvI8q6n$%@;2^HfW~Y3 z#?kc1Sna~r4qy!ASJ%lny#^Nv_ZxE@!)DC;OZLjFf5kEFKHxhtnJz$3NCVvs*^T7Z z5$V%&Zu)}d&9|b;eq2UUbEWpQ#2WVR{a>NZJQ*F>01r#|r~7%p5ZV34VPJ}-WQ637 zZkmloxlv~y*v|;kZD7+yl#lFmf$I$F&v+@c{4Fuq=h0s7$8s2^Rldj?gB*_ft7KHx ziIY!r$a6uZwU*eQZW6dn&L0+p@UhqzVN#&F6*$>G*q=kWP3!qAHNPhX_-QR#8FS2k zyLwe`7o#F}2IP)Zs!nC5fq%Y9HnFe&wHLOKXWLs^zz;%ZY*@wv;2C}$IVHz60v7Ex z_-*~2EFvCVosGvXJ{sg^-+hu6#sy6E{=;H^*|-#_njBsZlx1UHB0JEnVUOPY=F151`d@< zs_Xs9z*Hq9wd71r7)3mLpHqz_E-a!x;oak&g&F`|k7X1YS%w{IdRpZF(4z3Q>#6gN z-#c=r$SxX+!FsrBCH0Y~tZQohy*h*^hT;0j#xau4Ff?#ar1@EB1D(*nENR>x$?#UY zDwfW=x^b!$SWbO?K$f+0Cy#66?LV4R>d7yXzLWg<6I6w6mn{LJh6l(eFN6}H0l(f+ zo-rG8zRR9eVDRJU*BcQ!6VvOHh(Sl49q;F3b3x2(pKbnN4%au-pMA5Te$N%luE+WK z&yFhW)5=S{e{Wd}T+s;fx9M&Dbh10Gv@u0kfb0!o_?rgVH)}t{$9WbU^s9Hi#4*Kk z!Ccb4CIEqU>^3lMB(p1&v+ji2R;1lP6eIkr+wZm*7-vOg!2ugr$qfHKGOyE$)cAkr z(NP?RvMl{cYaJ$=_{v{f-oEhzIz^w+&aBs0?I_efgrJ?&ROe8rQ^+_#OVdpolVJE> z*>g`Y3S)}OHZyIW(Hd%1r)``M=9?|9)vN~?zbiAE{CHL1xdKiV?2y%vgRg5C?6IgR zZ2KMcTk7-hMrR+_IY}an0dk+QlTw+XB$uw_CX{*EqVQ~s!M6ryhhuH=7N1<9z%Axw zoYh3y869Qjw=1XZPb}5S9g{8Q_wl8^vYpxs(Q-rd>4M``CcX=;&q4(WfP>0Vu~YGI zE}2AGaMBCg?`l5^bhxh@wocIlm-8F0_uaV;ga-DfB!b#O6Zo$Dc5N5?jjqu&{W$O( zT7^BE<&`yd#>Nh^%!nxoTa@5m)d{UA%J1Jki9Y?YPP=%{QBmK;e%)y1{i{EF@*fXy zxlEyY?0v~KaSd^*?{-*mm{i{=Z*r^{eGYZ=aFCey%hvy}D4w^gl$1A!O@1r=TtJL8 zd*!1$nx0}*_2TWG*v$_u>L=gpg~r6~z>5wtbQCXKPs5;6E!28q8Y zeN+!T)Ci#DFCSN~1y?mxCZ=5%+Wld+c_Mc;1RsH!d-0rPda$kqS&B$zwv&xtn-lS? zglU6cZbnfT=7^enW8aUYO0vTP^0s2>Ecbe`*dTHXGdo^h>inc>RyU2+HXQTg-#8*M zZ-&9r4b7I|1-QU>_jWWi$uk`$;_~e4v9v!?eEw7_$0tb$0%G5{v!Bjmgl+u{tstTt zZ;l7ym|-2>Yh%Sm7m(bW?M>zfu#?7}DS<*f>n;%t+X4;i{cD-J1vDj70Pt4Qk$a96 zJ)A%$A$mlHlX!7Ipi(ANiYcwX97GhSvN2uuC;^#Ii$(8!u>|oWlMn!6e2EvY`arj^ z?i;lS_?i)`;Ful}E|7Nw;|MlR6^Al9>c|Wg$1dhX9=(az8)kQa>duhCBZv8<-=Izs zuptAqPZI}+jn(-TxSB7*IMJtEGPw9e2L$>oFZdet;F%GmO zFx2tg7sHIQv5pwkVIMBd$fQI#iC=V-OxHe%GLSgTY#1nf8;3bcWS^y)z%<1Jc_i{H4uy;u~t-PY?(Fw>hW{mSL#lh~%UqQS znk1N2TS-ewHo{$(u#LS&+4|kb$JU8L&0ZDUGljcC5|EY(?^@N;&BzR_x;BX2D@53@ z{>5sbI;9D(M%j3|6RSH`E~jtSj3$FKif4Sn$=4a5$O{O-H zW436jC~IWY2B}p~jzF`Dd1Hm^(}D+iEm%Un3LEWw)I}sH)kAj-`^ishP5tG=cmo#% zqkuOXO?S!Zz+ltS-h8@;eXrzT*-rh)+x%e=UY^mV>s|<#3t+(-y7vO*2PS@%_J+N>u3Q(BD=oK(jpLY*MpAA%}A3fCBBv=$(U>is=J z%f*3$+Ic`^%|d{5-io3KT5ZkMP4V3Gp@~-7@Kee0Kh<|lrjBiqZtp!JRk{WfRX5Gh zRy#WB9tz>m=ccu8jSNB$%|Y^UFLzwCvqLyfJ~tBbS!N3!rUxD!Mol52SDyL|w*1Cz zSL+5Vh907I{=_fK%~*7gmNJStJiv86KMX7FT&uqOY?@bNBt-wZ<@(P!72waymJXp( zGCQ{=agDbaArmGSNlIj^XTo8RGUYFp`beo*Fn{s;OEFnATYc! zD48mX&l&L|nwyTbDg1e#-j5I^sX{ zwDW6pnkj~8GHKasCGp-OsH*D4i>GQO`gvT+oRP;w*NmWQk@r>>@;jF!iYvaLv=wl0 z-w&&A>L33EVp((IRae!KN7G1Jx6pgP>Tb8r-Z#npIgG}7#fy#9_9BU$863`J!@GQq zZ{O{5+zwGXde<`-%0~`JxN|w(Q|rdBN=kw@`@Ir9-1EmfjrOnN0kO5tJyaHG8Q7y_ z;u_7FEA3O<3%=XBfI9^L!wO`Tx-d1SM!QY#65G=n)uW146jlGj!s+AEs9v&cGx`rp zgGYq-mD`PKqDEHp%pVME4UV}aR7*0TUM@r$krr+T?7oC@p2S)4YM63vQtUkZx=47J zwtvg&2Za`Pl1P$IW0HMVQ{da8a{D`k`(g(7uPhE&V31SeF@mGR6Na|9u(QPW3@3rF82B7mDOHdQPs89 zimGP;zD(`OA6?r#Y=rzB3?I}&?T}hVbCQuV8B>IJ6=qqq?MYF}>Gp<9S4VqUxr;u~ zyH$#b*eT@$mSd)pkGJBkw3vxOs)M%(?c#hZXhwnNjeqLu$T>2{g%lm9OWDf|286$v zeCR-PGR4}|Dte0&K@7j}lMH6%Dr`}ICCO+^ne+TknIGPH?#NmA(wX~u)rt|gL6O7z zovG-L$nc=r6=j`=Fa}PYWZ9TstN}#akCh{wsWMxoM zv<*gY0N@Nw&^s!4Et%U-8Fb@P{2mjVU)Oa?mnikGT*GuJlt1<0wVYkb=Twjx@&C_&kD7t!#3=rF6Mf+qwImKT zRHX4AIW%GOwAq=-H_S^yFOQ5Bya)v_J|scv9gN_D49mfJ+H&zXJ``Dl|H`l!=^al} zutGR2@eP&pbVFL|UL-ihPTARi|=0Vb*VAkA?F0nS>N* zPDPSnM(W&uxx{0T^AoStas-$|mH3=%=(A{faFaV1)@PHVv=Ox$a~H8?Az<9L0yv0G zZB@wCW&bnsU`9(fxnfw;5z?CBUtxo-8j)RLdF`|05a~1yQFq_ zY;0;Y4Fp(a<|bG6b#Gj4e+dsp$M-i$;VJTEEmL%;8@DNw&)Bz=K;>*f`Eh%o!v}rz zMb-tap#ka8y3wWL_ofzV9>{V*axno5?okSp>w%S$=4AHcmeSJsKjcUC1^z>&2ta-*`2ChefOKbX!L8?H7PS zN%V)p8*X158$evirYT-=Q^us^=YK@^vG`c%=2x-sBG)-TWs$_r^W&}>JUf*79cX9R zT{CbkN0e+Jn$TWNA7!4rI0KE$b^xhBji)!;RdB_A9?8p~z{LEnSuc32Dh&9l?c-{j z24RoRj9wU=Q0^PyuuMt>+VH}kTBqK+%Hq+!t6vCi3`t9f|9BdxAP3KPWs6P zT?$M?I$jhqaK1GnnO8iWXb%GM1#6E8wZ7v$`rF>X_1q?bXf7{6g?lHYkpJgJ%HoGF z)#$E#rN6LF>3>^9$&MhnmRwWiVgz6NqW}Ly>wXN2%KUkyoodrcX2RfXw96T*83iyL+ zmkiiHUN*IFJLkgus8kp4FpZ(Jl3A%1V^~&SqT4}g);p2_z@2>cE4TDooReC}^$6B5 z|6D~w!zU+}@h2p;h7;0t^r=spMAC+SmQ~L<)SRGoP8BN_Kvl|qff@}EjBOv@4a;o9 zbc?lP3s$?npvsVYi4$a41v8*`w+?x-Yc*vvCt~H^7iKY^QTQfz<^s8~P|xy;QIdc^ zUyCglcYz7cZogoSn8Q1XQVd?~*qI=_|Da4KYbe4!krKv&%;Pu^{2w4!6Qzu|h<`Q2 zvj8wt4xs*-+>z_0Jl1)fyt`|gohZLR)@&(Xmeu5o&k<{JFLP)ftvoZr179o+!uad9 z#i{4?y>Bk`^9svT1xH@rmy08!6C8i^y?$bz0|7(AHyKq8-@)O4*u4ruuT30_LB4!5 zF7C3xJ*fdvIc$Z@@T>!~$49qC)y zmB^~N%(Z*>7or6*;<&!3md`w5;A8OH85wh3r{LxdtWHgkI(<^3N zXmV>O=cOJ ztdq|DLbnOqg6g-6MgA%UQm=l$+^JkbO0-Me>xm5zpC&2w@97;+jI+7wD-T-r^0oY; zLJ1IZ)G_9XZ>k!tv4gZO%^SPsw6HKA_o>{*5{M6G+`WjKl-8zD0z^DTTqp}U4q{A1 z_btIXi9-W?RoIc!^X1S>hKHdF*y9#qvRn9PIJ`ZFXA0|^_Z@I%ZmC{9{5a+P^}lL! z)yhvXU^Ck6tuyr0X0q3bC|ZFxm3y1rU;mja8ZUtHVxCROn>3-q&b>-!n*re`u#0VL z>tc+*Ga5YGH=4Rq@(WYrkX6@3DwIw%e?C@U_f5v1@qb@n@t>dGZ$4%NbG`P=9d0PU z4gIg(RR(tRy$Wmmmy_&Y8O2>mIDcbjtP|K~#l_h4rZz0mlYg$@cLQ*6rQng#c(_DK zBl#$RsysrpWi;tijOs7X7sLZ#k`T#?Q5)|R*=&Q{-gnNa_Kj9XFR1`=V6_Zcezu=# zODs2E`)y@Op*WN4gZEoc46D7i>V7_{s$*SEaiMCfw}dL;V#8~n=GxV(^EG6jz$1E2 z%cmTgKQ=RLhTG4o#_-sfoECSzm&$QfpaQd$adAb)3bBc}xR>2mYRU*!5u;oP z4uqqZA(BvjDB~^k&-N|<`{)m9XnQQ~=aX4z_=Q!wCTmX$n{5YRSMAnEj>AJgNN^eQ zvb{v+UH$g2jR1pRWwuQjo9sTYg=@cwNKBOt;Im%4Z2wSUJvg_5;_`hc*&*!kx9vj< zC<&)6fe32m2Sh3c*MDBRlo)#(%Nv}UFe~w%j>fHVR&#}Hs8hnwKH+z=fjMrkAtby@ z_YHDJ%K=IAx2?N;P7d16_h?Yxt?XY)WKN50{#E~m;{vBdCu;dJy31M(@hppv;L_q= zQPfw^j{_-{>V9G?&rX_E=sBmvcRLc%Q-dweTHHii>x#XiE%Ns1O{_1bJWG^1@hC0h zhvl+S)rcMQ1Yw%Z<^z0`|tQm zo*hL*#fN)!r`s$R{quKBOCP4;$oCUIvlKEu$)?HJl&kISt`oP(*X(JqFiof<^d>d>QH1g~ zseSZheejl!mIR57au;zrUk&$!;WRY99OShHye2rEpPw|k94~~o>%^xDHtw)f@)kEq zzt!(BA9(zp$YUeP()xVe<0I++gHeiRXJ7%gje~na=I`(yX=LbG=qTPQPow)YJa}Xx_zQFqQix9qn=NS6=rm#hy*HQY3jG5*_9D)kOuW z$6EKjEIiJc?Y~e=V=Utkk@?)iD+pNOu}N9cRmE2E(rFtT+>E;*yNrx_lkYC@NToN7 zFSe&mh=WT>#ACwUiG|+W<}i+ZNS&Qcsc?R-8> zm-)ECEpabw_aaO04|S8Uk5X*JE*pq~Pqa>kusskn6&QXjJb)fjEv9`0PC-L$-{QPz z+NZ0w~ zl(+8U58M03iR5Oh5%B%_>bgYOf@SS@mZ)VtSW&uJ<C)hoO4UBFm$&(i~)mbCnjLbc}OM!II+d%-?yGeH()b;!lb= z_?Qq6&U~^;u-;4oIs7FBg884_y9NB&gH=~l6f0`rz!}M~Qh`hGVyW&GtmL;wA;`R= zkx&!9el->hLysBSIOCA0S@S@M3Z3$E^Iwa%qYd zz^(NkXw$^g4b1Pa`Y({`Xq{Pxw$Z7*9-dy1c^35I8BB}c6&=wd+!XmcDM{aau}T)pRlN<)5>%#A_w}E&))E{ z<8eHtUdPn`jcRar3b&`VFfU}tVq8lGPdkM+apBYPz8pidWThvvzze25yxyc zo5ak(8C_TCfK4*;z5qBbv*QcVyg4I6N2JlgfzeLSjob;GjnlvSpxh< z6vPvBUs~_2Yi3IFGY`3*iB>2OcW%|EkCeE=S!*K+nG!KAkII)!3Sa&oXd_LOtA8s& zm2vZ12H_dym`ccNoR-79m)nK&_Xlk`i5c&2T8|3vsV_W*buz5onLHH*hSB~2X#Zt$ z%EOaOG%1!Jf?U{^Vk?{#Q+iOx$44ln*Rvv72p9*!48p)@b}=&4mj{c+8Aw zUi)jopF8yZ&AZIwzzjuEp0X>O>sI-BhdVTUAU_JDI!e;Rgf+f*nZqAl?W!(ub^uL5 zoRZe$Zs_)KnXg zlUPIk3>ZUHJAVnw^E{y9ueDjz3Lsii)igniMRJGAqN?uXIgw~*UVH-k zM2EK8_8(~-_7*FV$=;}q1t#7eq<1`0H_6)OWOW7%=2e-l`HxNIY;5D9{W$MvZHA0A zmrD0U|AoCzuZ?LE+Z{W_6h!9du0Gl#&$DQ0|4F^r8W1wFM4#NKcRTqq>|!wt#YnjN z#Quv-kBSOfVS5(p7uy+{k$Fg?(st7D%_PksQ}6=&~g3z z!Lg5PgpZjfKDj6DP;PE5D&sEot^{W)I)nPF@yFsQOp|(KTp&Rl zXYTxy^^ey-cBgfNfmdk#IR1B4Qeks7ayzhj%)Ab+tDN<47NESg(fpQi`R8#U>hGhs zC<(ccYRh%K+(ayx7au2ka7}(q+5dIHDXsbFhYtrtS+3DO9 zky}Jq>>_mH*;UqS$d$DJu!<#aXh4=p2b5TLpJrh1twSiAS}2|k>g$j&Rm`EKPxT2T zcTM`u!spHdtL?ih!|2}#v`ZkWp8pAKO>mQhhI22x(pG-tqI1El-`Rr z!_aN~Di-$`?O4D3phDoo7saP|uF;n=63>dbzrPxGQRT6ELG4jP5q-yPuC~0!vQMEy z@2@{FF3E#?yGd^zksmx!%yt@{AZd6P|B&uUM6}zQ12%QR@@3n1LX1qCn+)FI1IA!z z{P*}WkyV^LcH)Gb6a!oc8i$tVX8w5XG1&9JuN0}Ki$pc*bw7QvRJRC9qT#XqTV?zw zUBUe6{YaWVk{2&Nmft#9g>8TjMic#ddh%h$eR`}QKjf=oL(v-*l-)0v4AQKz99ZNA zJuLU3iCF#HZ}7v9gJW~%_e%a}dzyvP)DGT#@~dNzv9{NCc${|0X^Ls+WL$rzI>tti zcRYkfa{b=_Yxr~{uCw(Sy;3%(#lUCSKX_46<3oaAYcY5g9))m=`MNAAUubw&wT}_k zi{sM#KbV+Zd3$iq9&ac9*$UaqrrqRd!!Kn80!A|T4GbCW7_SJ`8dGKv;)S~iYrWDp zlPO8qK&BO6z++Bm&Wwy{;P|?DV|>1c9rZ#C=ASkh{gq}sDRrs#%%KT$)pwN@ z+!YGEYW|w)UFMRmD(mUvV704zQZ>(myVpr{t&BMJt zp*2es-z#b3Fq2_?_WLqn#|pqZNsF4)&C&{9YaRxf5JS|7fn=c4N`Bf3e^1dy?605o zi|jXUfnC~}CT7$Yv-+(HD`>I#BR!KUT1*6oCE)`HWLFJYyTzXM{+Jr}9DCN0)6jx^ z=t4B8cB?2*6)90ze)6J(idwpU8idTTeY=fuhEs?QbP;Fm3vL{CIeB{FEcrP%?+PB$(NA^33l8ySE1a8?w;0Qi-8o-a z;l#=q@inEi7{vT2%M%>MAdAA_D%!0)iTC8q3qY5_%lW}eGHV_OAEb|YxPdJtrEy<- z$rD*(jII1B=8Qv5@BLx%KdcRGxYJBdyJ6*yO?zTt!e#t`8|?!t?azt|j%I%O{Uee>5QTFsQwY@Xj#U@Z)%>Z5^ni<1tra@1iMbRHDn4j$x1WsUwQ znZCViAU0qcDtcmDRqV`0GtTT)mU1psY#4`6UN+G9SJU2-_z%?@&|gJ21o%9@(&d6$zlG6aGX(xEn%0T zFms)@+OC8E%-=sA*^B-pC>ph}d>2m#d08#n3`TY+O2;3I8lsJ;JZK^RVWof|SsB;e z*YwdjT(m#S=Jp|BXc2aw`ITo={0n@mJxUMd8APETp7eUP{I-9Pgd$MiDP5Kt@d>8K^ z(X&L3-x*bklKJNSB=y^4k>DqFdwI@t_&A;Z`)3;zq^TA6C!#KzG_1v_=o~{8HY@2{ ziE0@9y;*p67N+d@eS{t`Y$v3`W?i%wfSJ0RzX5Sg#yKPZ+HQAl_7<8eta>g(Z`At5 zmHIBgf%6zn>zO3!uRM!^9>TWO&w}nnTRCd0{kPE(IiK(QDuu1RLel1#YlF0&{MlBv zR~gc2rIE5yx110OxRHoO0|-X6Qh$0YjtpycF^8J&Q3crBR2dJ9PlUa~< zRs)p^UW(PD!>8N}SZflCtR-_svmP1(r=g>@y~w#x?Ctm2eO zdO73q_6rz!cI%K;&FC|}DpF>4Nug*sjYdrIg3fGDN08v>Cqx1ZokM>T^&Vg&44l?4 zE~1;NFa)v8NKw7{YNHdi+Py}UEj(Bs(At4zg$m&|WXJ0hoBz=^OxD5&$1Jd-Fo#HP zORRQtb4^2E#0qy=kw=O`pwCO)U98{K(P^GnYItO(hO7C&E!=##L)Jkrb#~hg%_PRu z-9!)v;)6xM+1Ms2amjt4_R8!8I3S?(;K7q0vkp_sZ@;C2tnqU@XRsW3 zcjK>Ynj=I6$7v+MQ<#xQi2?YuD6*ZL0gFr;@C<2j!k9`Be~-`v5sgXEQ~<9{v`*yc zP#(7dJ4U={WWfWAO-@Y?84+CoOka)(2f<{;6}^H+`5 z0`QYK6)D^e?_#Ffrw!H=GH?J#)BNGrxkP(xGFSc4KBH_mhop^9!w3$tkdT zL7oQps%d*pPVMey-waAK)&&PrI#kpIUojf}4v+lEC(vf5`KjSN_DUhfSvsYu&egp) zt9ct!wye9nXSlQ_#+cbzjTUt?aV za;jAHLf4`IBma7EvQ$VYh-QMhg#fSu!)`&Se=~dqZBYg-aMTFuJh;1p&_Da~>mh(}GPCK!?g*%pNgJeFy9)Dokc3L-DU&B$VwE;m8@Adv;nJou`Y@%G1kg)nM>2%Ar34eBvtqiUalH5ezY)JXl$ zwNokYI=UME;>nY;=Jg}yI_OsT_^n{HZ}P!HBICm7wK6bhEW!Bb+rs*{G=wB6G29^* z>rbWmLIM^U6OEB^1B90)MB)D88tC63!jl7FOZJLx)a_K*!jGqiuS_mKL$q&-P3;w0(#3(hc*R zYAE{-Kt#g*5Fq2e+C>(mhZMn2Oz$Li^pjj^CLzF21|(y$E-8XnyrzP%OV%LaSF9c zT*QzeFfp4-If5=)MMP)u0WT$%_`bPKwCu0O#QHEjS|tk|ozh9f%B9r9&LdhyeA%zh zW1NG^ZHwkC*F85i4lA?l83|Mc=@Uuh@D*drDC-X?Qx9&_7-5)8T)B#EM*J)FJ>7q4 z;Xh-+XYRcso3rRw^!gqwMBhbYYw88ThHs?w0>w>y43)oqIpiWDBa_boJ@>azmAX4E%>VP|!n6ws(|*T5CO)^pOy=VRDB6uKU|EEwN}O z-T%3fbyEdcAxex!KF-#pas5Y`o}ANJ63J|!ml^(^t0ab_^F^7tFR5~-mw|ty+ct

yiM)W1WzJ zzrjw55~Q=}P!kJHDw-nvmslWi*B-OX$yDdsjB9#HM57<54e{8VReUowS@{62`nYZU znaIn+ojqw$RbzpC5>ah7&Y)djPaY0XvQlVAsW1{ z%gRZs<9+o5RoJDTk#jQC%Z`03YP<&VEcL}_(%Npt$xoOP9cF>$rDddOde+Yr9an$z ziSt3nty4q8K|oM%S+(t>gRFWa2^_K)&X|;O_&B(?4XqW zK(VvoEfhNOT^H-04UsXVAiViYbGL(09$LtRbhp^o(W{*tM<}XJKxH1hN#P(lT#dF= z&c>pC^&)=7#=}9Hs~SJ1L(-O$t&9<@rvn7DzJAP0Wy*c!t$@RSw)f0 zC?$U!?OdqfN%+UGzA0WaS2MOtD$K|T1a%b!-m?^a=EJM~I!l5g)$Wbn!Fb6uUg%*{ z3S|qj03$8Jew-({1~bTWw(6PpRJf9S!`glte_isptzf%DbgA8DVl*n|AY^lE3=v9I zDpD>GTvsUjqX_#Ci=>Z>=&IVP^I^^!iQPp+%ce$xef0)IKe%gH{L(Q+D=6F2xj?Et zm;=vJmf1*8p~Gn1kpvbO#-gbAH24UdTv2PYr2$`O{Y)W_%emx6aSTcrRmft!I@1Bu ze=@d^buqw}fqsM59j;>VpBO0cQ;>BHu8m#xgjC@iD&<}`DBHjQVvM61eHo%tD}Krl zE_hWDb-^q-XI3Z|kqpKCj?J2C0s#jfw8oN4LsFw!L-PMfI?K4G-}i6R-6h>MN5hlG!;B&BO)LR8QksQe8RMK=&K&1>3tY>+NvPAW96Zkkg1jsQ-U z=U`~iF2_kKfUK8F=&jL8`HPQy1?zb{lamucxq=C>>4j+zi*Mi0(d>r>rz9xJR4?1U zaMt)7vjdQa%3VSBCv`Q^u!=`iY-n9kWpJ<0E6SnoLOWN2_*oaH)~xH8{ZHoO`#-cK z@4UarODy_KKqCAd$|ulo*C?hmG`0`;8Ltnk+Se|x*984~xSv6Tw|1BgX4|g6&*ES` zD;Mc=gCp(Q$6Q_Za^pv-Uyrz21#*x1-k#Y+#X}Zk3tkaZam(sA@JnBxB~8g%6)5wQ zllE0^FE|kOs>a_^fM(o$zsMJIT$wF~3li=gk$f4<m-cs_J_SIocuRwpkc?a1xbV%bq*hMnVB|_o%gpqz5yzpNukEE7=LdVvRT&X zQ#xvi5J~gC2t12`uye4nAdMK?41w`k23^%w*7}|o4w?$Bx9Rd!Z}lR)5pwiH9-br! zid5FQ;e&n6w{JfftY|9rW=x(+TK^B^d#E<7f#ZB>QFfA*8(TfVQU%a-MZK zr$-P>ELBMX+b8qZbU=yTh<7&Zj#+z+>1Z$z2VL)bz60oDf|%JI?Le`p7#Kwn)*puK zG5a=prVNBC{?JlN!vu4Z3b?&exVTh>)4_>t@`1l0=<(=zzVK5HwH`G97u9J*!fdzQ zdoBOLJiZ<+p!@~tiy-`|4c|W!PX{-v7CYe-Nu8JlO*Us|dOt+;aaWc`@Nom>#ntcv6}4Vx!4V1(QqHA9@m@28k?{{H`9K z7>2Miq{qJ8M2IOZ{ARCe7eVo=p5#K-NQ|I^LJFLiDY=O;2Ft>lu$OQG3_|(}-;Y^w z)-f!b?d>#09GGugbqV&4YFi6yq`$a%$JE&x2A9LLSsKI~KY?s}Cm5YgB3K-$h zZSPdELW}3;yVWVGQ|rr5{HelRe0`<*(@Dtd&z?&0<%PTDGNja43olr}o4XFOS3+0w zIh*@o-u!$I#br2b7&FAHP*y)g4FFL6?Nbf)-KdUG@6ML>k(n>2)@yJuV0*Oe*HQ%= z9+LQ?-R?^$ox4dY?84q?D*g@Rv4O)M7A_T8%{W{!yE*YJ%)Wpz1~trQa41{m1)ES zD*>S+s5dyQrC|JLU{at~o+J(wN!QO8nO30PHEqc3u5tN?Ksim_=$6VL29{;5xbgV0 zZ8{rwEAk=*2t4in{l`y>NX`P;3rHW%`-+h)O9rdGP`&n)R)9{VKJ86LNQ+p ztlO0L36JGRZDt)OSa?mexzGYqF43T0F08nhUpaEUhjLbedH__LZxR&UDl=m5W=d;Y z%h%uF9xi@?je9`efj25NvllszGuH`mFS2pp zH<=BRI}Eo%OOl38?y_RPE>7`PI1u*k(MW^)}|fLjY5bYug}tD;<$;^V5bUo?kMPL=WswB!8~o6+Q&L!D$9-&yF*_iqNq2NpSkz>8G8OE9%eaEo^GQV{1$$%>JX5Tu1}c zW$w0+$GnFZ2#n!n-sN)DR6^8C8T}2ksZR@Z|IQpV{CS30TivxgOArd%L|i zp0KR3hxnNY$)P9XIuAPKU6Y{dRhl}oTS8yv?`yVi65M#I+qlp5#*27|PqM~QFCzj* zQfLzm>OJzKO>b4YKVQEem$*q9=n-iA+6XSR_F+C_%Qt_SDEY?HKbo;Tj7;F;(rJm* zsJbvNhP|&d zhBiUCLCcEGHud74mxv5q?-S;dLFPTG;@?-py7EK|5dsolvZV4i<`taW)fsIQeE&y< z9grUoXD6m~Cn;jBRat>7KwbIkhKn;A-Z=G+QM?i<6{`k)RA+wljx#m>gsE`q6=Lh& z7l}t#!t~aGow1rlK{1C>d8q14Yw#-vOwCO@I4I!^2}aF7B9Hvj-0 z18xQ?ndB~;P@M0jm3JlK2(J}mZ%eDlw3ee&)SKSFPc{rE!=A)ShjnhFHLc;SMMqb^ zNx!~;4w2-kaBC9k4Q7c$fOyAxIeVudIjL#tZ8MN!wk3?%*`;0*D6XGV*e_yT= zIbx|o&);*#Bt7xWaANvehAy}4CSzz4WX!Rsn6mK5Y6@l%P@s~&z8`)vB9oNoph$@h+HXv&>9E^WrJp8_^ydM&~>Iy|H3ZceRNhy#OHB01%z&7FNd^ytGZk~@ML zp}j00=gbQ|Q}v$^59$Rx7->#ab3^2UtN0wZJ(eFgIoPco1K9_`_#!;nDAieY?ESkq z3>55Kw_}p3;@TK;*L?GNt$%?5!9VfBkonI{W#o%adDoq;7A^8`cYi4$4e3Q%Sh43i znHTD{YtJUB5CnI}Yzbx~wZ+!&r1*yz$nk?KFVPUoV#&7ogT|v4Q_4S)jfZ9gh#56O zjO3U_;qdkTtU|Y8hd5QjwUGlRrud%{BKxLI+BzhmI}JYgk>wXqP1#;%HZkPg{P$0W zm~(aCWDLo@kH|US{?b{|-Nsr8DdpM}H}602_~YYvpv~ZEbd`Yq0uNM6;n&jxyEeC7 zNL#NpwxWh)cJw^9*97D>K2Zrhjv&%paL?U_+7-XFPsuf%+OwQdWmR>L2huP8LOHIC z5hqi==yUGY<$6QiW1K}%lX@!ej>@SNhaa$KVu^`SBcNa_e(8L`)NKU;DZO1Tl`4Lj zM;SDyh+U)o`fQc!O;9>wdzmL}KZQ3`IUZ~-e?n1-xe>v%L@U)1iOI$5agsu2?wER_ zca%isV|uH z237}dG0(}@y_4WsT%d_{AW!yg5`c?zAo4nK)dfkAuxtbC*xjb3J1!ZJ&?Os_1F^EW z!t0PKD<+A;I59mo>&`5z<_<@1(3$1SQo}NvcbA|&-%0&qfYDjTH+lOkA;$@ZDwdJl zzm}`K1%9zdT+GtC@N(-KB;+17E&~*S90I~nV99ZUE3}AV)M;?(&QAg~s6#rSV?-3k zybWB;2TLUZD@ReMl#U?EM2?C&yI5cP{&}Mmbx~{MDp`ql8B1k`-BhG>0smw@PZY~l}jcr>rG~Oz+9EEV_B`KgW>0o0N#Qnf*a-XbaPI9DQ%cyN5 zEu`!4GgWV8d9V%r?=GekC4RFcwc``@A~%=FCK{-H@%#777w<%1nFXcOZ7ub5-UXuJ zA(_)PL)8>J*y9)1%VX_H_49M1UihZf-N<>q(3VL?Dd=`PCWZZeb8Ge1 zb>wo>28S9sma8lHg>N|ushSm%kTfbKX-}`G-kSkcvhb`MqW&^@f-w94*d?!|U(wZj z-Xm*0n@Bt;W)loxbU+sLuY~WS8v3OEcEhV&CoU56>hxvvM%o0*(Qb!6?C4r*YRzWN z=?h>!rv20%<7{%N8qO`siAtOl_KyYbSl-`oDtW234vz$T5fkj^?;Xj7TtOxaU`xNxYSh3R zPc>-6d<~pjM@baU(aGJ%VK`4hjUDp+GJzLgn+>suF<54!yFabL=U(>A@iWO48Q?SS z9OKm7%Buq0h*C0>? zLo56G+7DLu38gWn5VjMrOHNQyUuAGRgd=5CZA)l;5(R6nfYZrOoypZKCkO;XX3|WCzm)XP3KFlV>o= zFhl-uiz1iHu7VY%(Z^CEglhEwz$6&L|?6Z+TUk;tH_+)J$-}gtO{}x zIKyyW(@>5YbpL@#X0+G~ri2B}9|hMaL1!@N&+#l<;IQAG(7?3JQ3iI=^a1;Gnp@?! zhk)e(*$HIHgiH8%`zUO5ukkw&)>>)~HkCc;=&8`^T$SZ3p$eUk>4hH5W2hV(bQt_F*FbNVcM=Wav3`ATT=|lQoY53lTLH{p`%Oxd$jP_C8kqlm z8iv=}=k(}U(wtLj>Pf5FrB&A2!?Qewhq&h}bCE^0yG%M&q&v$SvQPSa9OrZejt|+O zTCl%ScXL>y-F=S8hs+saoBJtGly#gk78ZeHBWB5G)3N3re@-sfaIG?0pz30<;<}Bl z>o0>r_N5(WF81*Scz*41#{Ca$Wg zPGKY?J<;5y-Go_f^s^f>{U-|WNOPR&uh00 ztQ7h};)EsCWRe=(`TSq8#(@EE>B-G)#37QKG4GS`$Xn!3(R+{ME6q#FlEkdb5AwE@xpOBkR*m7reCU2zhM z++CQZnMl7}kI3R-3tA597mqFvh~^k9;%qkHh9#9u{hoUyqNW-v9cQ-w>@~htM>hy4 zCd781aP`0W81W1{$VdP$rR6g{i%gjc>*f<$tWbs4jC=8l*N-EW@=kp{ z?dS-drCB&Y5zwSU*)9KO4_Dz1jO~>3Cx{kK3U1?ECCM3$zIt!4`ihz~rQ+yY8MMWo zDJ0}S6r1&6;mnuG$44fO{n?-U1m!U&I@HllyHBqs4sb=|sxvb;zc=}_i(L^oan(#C zfoAl|g_zScU=XAe&LMwdMK-T>;Oz06qC*;Jf@+{|R-BER?9oucj z$;Fp)PR%>5o=yqy`yb>Oty2JzqAQgd-sCJp(I14*Y?gXb30Da*+n{Wvv~V19^yN(ROq zfLxqW@dr{`N#;b78}3mR(I0$*B$6`Mh7@Kz67VzWG+2;KNxiHnvBNdfM-&8*=)@da zhh(*hp-8j*57Ap(&0(%6#4d2sBA_!zZJOC6T$rZdaT3YtI+-Cn)Z}1h6-K|(@PCZ> z9To$7M0G2o_QKms;Zadt$<?e$ z-~t57``K+Vfvj-tM)i~^C?(d3Km2AS0gkFwjBNijPk+n7l4dC1E5y|?qVsw7Z0E-e zdn=YzQbHnH)Md}xrey+bOkPFI=HVS%%Y}0|BW9yiO6k;{1D-k=kN$(d!U4H@q0z!U zSWP~DylqKGd@J_h8-kLs(><8g?uQ0J%c#PSTJ|bzIg}EJ;9=nw>Ioh({>#L_ec#4H zztYRs$l;jG>r39jAw4V}G%}KG=S=bBwwK{OilJ$Xz7)i8PFyskd%6aHnaYguE>tgT zy4bNs!-uR8cO-i;fc(L{5-NYkFX9TqU&Rs@FK#n{L7-k z`JbBX0-D(WP#|F*j4om`juXL7Yk0XGWjcwNuk)}ju;w@h<&AS3e+*3Wx|+08B?c*h z4wfgROKIG&eZTpK4NvEW!b&E2_;}3Y(Vgm~v9C!hy0d{5-vcfqxn@}|HEWB-;!1*S zA5V+>(>cHD^eAAWZ|Y8~qL<&p`g_|L^g0?uUL!Pu7s4Kji(13?nJ2l~qtnH|vvz-F z{#mpo_0x(Qy`sA9rD@Gs_?r}kM*+`2A;An=zl854D`n_vop3aC!QCE?QcxMHj?nAA z>eb@V%!$^*5LIR;_0H}S+@FTYBDk-1Gw1*Bw0q81IZj$ z*3TBX(?~md!RLPtATcq3@hI_<%4C+Ffi>Sxk!n*7vzv&^QNe_;pGv_joUZg$=$FWl z76E2Ns^0LXY9~ns4joCx_C6Ebs9c$IgUgxT1_AxRA@QIp%-*}fq4s+arw&#Ly~Ay0 z6>*<5$ z>t9MHm4E%+g#kAz__xS92NEC?3^X>#JUKEXOo5u){JYuyyUKDMNk?EGZafZv>xb?v zPY)8_9~kSvx0kD_)v7 z+wpaILE$s&_2C^Ca%N*V(l4eFVj6&K_ZH^hXt*VHTyM<)!AhyR;VcwzfTrXbDFT2i zN|7!eUK|wtMv!YziTnb=)*K|9^~owK8TeFF@#rxlrpIR-h57@=X@97ZU4=SS`@l_XNmer?c zg|RpU82|)UZPIlguQ!pI|A!?X@Yh#>xe(`Nv*7b5Lfw~9$U|;6O^13zFHtBDBC5Yx zKLdlYivzd&gXG=KobERsdi_Qj7CR1*YzIgA-#T5@U~z_WnX}0UtcO93DWXsnj@Qko zCmMy(Ks4ya_qi1mcl58I;;baO1)_3L=(->4)qCb@{OSQKQSiT78=voAq#K;?6Sk-z z00znT9%b5Bq)Kz`J4{X=+-ZuZ2luWB)W^uOfS`C3>GVhI_0evrT6fAvB|o1*@A}_% z8?>h=O#bKFlr~cNN+nFAROICSSmSMsUxSkHjkG3P9`9Ahohr$f7V*6QZsVBVMaY%> zhmyratz;x%X3eDc>eIu#rjkg9A&4wP=NCFTIjo9o`*%#tSEM5I^A+`FipWrVDRzxx z+>THREzG&V?P<#Syw}?+;0B_Dv`QT!7Cvqel znndM~&7Z_m{8{*$yAu;Wl6`qWIN*G4d27F?q0{-LOj92jWVzUv_m|Gc94VJn`|Vc zh`VX?#;>MK6y)7val%%V`FMGAITZD?L? zlas+Q7I`oj&S?Q3^3|`yyz{!=Q2FS5*lJd()JK3f3p)tYsIf)A0%V+>74E;AU0sog z)OLSi{gsA;pIr;}{pG!6fsiL(zKr3R;sa=|Z>~xIG>=k(*O3mSg>Y(k5KK7d<6C_K zWC=kprg6f$xHK9(R_Xbvax029pNcBf#ms7c*DBCImwokctm)sq55+OpNwM3e9_uWE zt{*Z3cwRBkBcEoH!ruP7pRrNz=&$QV+~`5ksH?appT10_!b-L^Vq*r%~n<7$1fzb&$* z3g+%*F(qSYhKOmo$uI?TQaSIgF16vT#}03hlF^7t2Xm-%jni+NjTsr_!clduFWLE4 zn2T_KmQ)(4b8Z8T<%+30?*Fy`VZ%&4C53vLu-3?}R*ojxbZB5Y^LtncrE&pC7ijT; zD+G@W)zwOvxhQfMIVTmPo2HpGf6Izsv)=ne5ffe=wS}s{E5Aq({wWTJF6`bCqZ|IV z6=S41ntO699ULufN<#b zc;#`>>?i#aSM|@IAh=Ap> z|6@_>aP5SxDn<`9`|3N>&|QKlD+4V{spFniqSX zHoj2p0lbWgg;SIq|9Q@$1Eqab;jD2vi`77JCsF$7ELs(8_wC9%R`nl&wZR0MrfufU zLnc9<)9nT^rbnF!GEE%3Nn!=4#od{B7!dh`JjdXs%NVLp35xeUVU`ny1NGTwB|#h| zjSIg}U`6*_(K0CMOm3D#l1hqlLwBed4+^hZSJLP^Rl4^!mf!9Ct!i&)h_dmxJG9z0 zfoQ(L=iv4Cx4MpkK-tsmgDs|Y4`{_Gz*!}qosHy&8f_*OI@FqmGw8}Jb9aLhqy@dN z5?aT26g?&4_03&s*yt@8UDWxRp3`Qzk!v#TB|j-L@l^3zTHHu8uxPX7(d>XS?)D*% zMRulGcr@671w7{T393nMl&Hzz&~8_z>j&TYUeU#}c=^INJ)t|Rk3&Wp>?nf4X>Q4+ zpXMRiE(jp@1^2^xkRmymTs1eZ$3{O3XgHcu1G(Mns5gn_*LEHr&w9j0+dw7nnZ=6{ zrHe{l^v)g|L~VXn{J9I-9lP9W@d_Wi?MyQwsM5zwF~SH_8D6>3!^z?)vo5mTbaf3* zd-54~ZQ5Bt7K(l)791SeZAxLXb9gFKwFYj%gXcfqgG2tMlS!~>@5pkX1cNXxxCG{O zCmN@jV!HE)mEeEvuSYQud4%>pa$@!^m{{ zu}{dOR3jj+fDC3t95yp*6ldQhgm~h#oL(=sGH4tX6&vP7cqm@|*(U|c&BtX;QYd`k zPYV%wbp6EheijW{AGSrGZRVq~DDETCKg~}1i?Y6LzzLPi*wqH?ksVxyhxtXx^t`hk zJ`?KmCHnuf0d0;F)^QUuvuQkyVF$sCn>2BbYs-S|#5ULqP({eP!J0dIX- zaq3gF90g|-vctQqRQ7|QRPFG(a-uM(Wg#^G@ABTDT1M`)$)C#MIwmDOj%r9XLTwmr z71AKVjY-sn>IMRSnf>aQgDrG`93>4PQSKk49F9)e4LzsD-$#m4)2A{gtCvpuwtO9@R5#He;u0xFtXbLRsHFF!Y@xB|_hO{3WlN&QN6sItY=9HkHh-=8G1XU=t zO0((P+J0ycU%}HsM*OG72ziHuo=hh*nj|*YaKb4)BPWBjr&bh4>RkJRvUj)aIh(BW z?4qbYPKq7#Z{Y6xP&mv|(oQM@F;%sMdW#CIuXPOk<1~z4Y4)2s#FVMhZ_7() z?FRn4{;r|=$5}y-#xlobh;xk_`T1Rw#z77a6|iy|ziIl9Js{sAa6*iCppEw?iGxqWJpF*Qs4i>>#>~!9b*?Sx38I| zdY^g5;0(n&Bb}ti0Kd_cqHww7-vB8&G&Mu9Dp|nr*7Yrri^H*afSU3BbT3nIGA5iR zMsXhYuHpGjnw-o=i?Wc~1D^I!1Y2Zcj*mMm8Tg0;_(x-%Qj`xu z#TYUW`Nv3pRW}Z`{}4HgLMhg(KIFDyNT`F8?Q2}*s)*6n;P1l%R!>o0Rmax1OY4ld z;(VrF#Mt1N%JX#ws6t%Z&8k8&`gx>1~9UtTVzBq<4kw zt3c)O%Cd#-sW)hv?Th){cR~{Tp&eac!DV+*%lNHEF_$Dm z`y+7cuf!v9vj5CzG%5VIpMF|hAVGTz#G{vTHD1Kj9Nf5E_M!d&1}gS|O*#!cpONBT zh2^?BYSAgX&vZm{1*0&z*;Qs$;l-M|Q;lRM+dDsyVkXOOKK>~RYIBiThIy(bTwMY zMZnMvpN8)D6yZ5p5i|m#7l2ZC=MI^KX5rd=TvEzAPw8VJw_i3)tKSSm4miA(=86>t zzBAr4G=C!22kGoQ+^hT^dc8KSe+JT5B5&`NC&x11=X@Kvc{jd?5sYi57;?ZXHzun` zfgeTBF#qG8^Ukmd;$sbo&}yalzMw5G{hQLoF{pLUJ{vPPU@_PnPJ;BYZrbxUu`Xcxl7V^C4W>W*es?!2OV z7}O`wfM_V?Vk}p-_{RD9*c+cvUHOXZ~Gx<8p_bHW$qPiy;pCE@?ZB5Cx4cWDX z(LgPqjGpYUE+|9auOt7P?&ep5iv>zqLf-z#QwNkRipt*ML_WlwlWG5yrRuQQO~;i_#B=mYjkZ(BIz@Nyjobqc8-6V$ z)pfX??x$h7dY21%P!xtY-&x&6I88eo^GKdNRW#Bw%l!b59}rm9cXS~eEFR2%E4VQU z|EctI{dE|7=KEkyOR(5V;-9*=Uo?DE#yBK}~k4`RQg1;AS69(td{ zxoN+Lgja_)ln!ft1Wv$;hao&6f5=J157jb4h&F+c|EFVRpD6ZKbaLBWx4c5tgX8Bksq1+*F zLdx@iHboPMS{EAp29XyGC6LiK&{1cHDjR3>x|+Z8ap58pwZ7oGS6@`1L68aOphj5c zz1Of9k|unr+jbvzW{eO^2zc5p2Nx#dlXmd1JTq5XoW6QZ;1wfaxJ}JjntfEXRjRdk zO!b9x+Hm8}12SdV46iW3GH_2Z%-JB%h6l@%_eEYMRJ{zu$1E})2i)6f)O^%5rSFVy z#lzi1FP zgt3w70E=!Axb^@1PjJFyMxCDDN;GwhFqCCz=9 zr9DVCUX}<^Zq-99DGwZ_fz~RC$RP|v++G9jN`q777%qOAU}Ikf)WAf=6Q>hS9JH~A zQ>S|`EWWrnFRhcB3LAEW zv-(`5Rrt8oolH=(TMvin#Q->XFyD|HyIXP1l8a)HsN2lQC?1w^-e_}qNR;G={Bfvl z>|^a_k1;N&a`?`q^Ld?Isc%QrC}qcmM%hO}@-suf9-uS|yW_9yx3$$=FNN`hb=GBe zcf`}Qrm2Tt42f7qI0sW7(`J)Z5821^>&1^{>q*_V3%5%+)My^W0v=rA1Ac^fLleic z5j)I=@Qfa0bQKkxShD@F39#(ox`m-3z)yCknOJ!>pB~zm={_N2YAuVT4MJ>K;eCT1A##b79mZSzuFj)T~KoKuP8L{ZY z#CUYmw$|qtOh^3@R#EVa0D^i1qM%oL6j^aP>@Y=bc?s66f2EC?Bo#nyEf+GW)U0Rs z3Y_ML;r>lWfNN)1ek9E|GeoC8*wu%d`B&*!IrS;THVYe@jj~d&mgBW6UGq5C z`w#!rsIhCzf5gch1-QaAHaFxqkPDF%(Tku&T|?ZP*h+5TNKuuaY0$DCaeNF19=F`0 zH`TWgTXPC9JPR*|*_@=t8N8fji3DQ!j8mIuQ*vXRNO@Ka@i^(K*#@NLYwsM*{>;Mv z=Y31|9|}wrPq%=+G%@Tv;3AIfSQ>1a(lCxwjrKG(lykve_o(~@oU&SP=+3mmTayy$xh#2riy6#*3v#X!nI!r*OPGeYQ~t zjdO}!M!m)Rc6ZV)1>d+pxr`uZQD?KI9)njI5RsT6&fZ_q-dJ1~JSfzDj1E0=0GNv4 zlc`~35`l@St!2fsO^q{NVRAM8#OSWf+oLEj6qa}50r%Gv4QD_=A8V*zVjzC%PE|^o zA1TAWrW1C^03jMcz5?;@b3JHk=w~lN*}NBAZXUlxIbfmi^+D4bH)=|HsW_?1Nj;_b z9v_|u86Nw2c*CR%dqAqg$$u#If*X1RQcy2FfDDeaIXOQF9g_fOlJGq@0lj5z2q*Ae zcsfcm0hq39dErU@+Oc z#IfI>vC)mTd|}z5{;PBnT>Was%EP7RCVB2aa@p!LmW;LYhL+{)Ydb>09V`6L424JJ z6yO_rvHiMVPh7$uIB$G&bB^WpArl7*h(H&dmc5%>XaII%KCH@!?dOLfo;#qzj^N=y zz2^R6b3JZcWY@(L4}ywrCyLRqErZarZ#UMexpmPYrV?7;5-@jXfB?mkmL8}soV~u; zAcEpZrkU6zFKM393_SvawQ%Tu$U}hd1D=DD%PT5WHo+P08~3@O0Cu7;CzH}-x_&I` zufTKZ?0L}|nqn`I-GgXR8{*g{RA;2Kg7mb5yE&2%lT(lXJ$XPPxo>`(eDhMKn2{e0 zQndVI;Lb3Hg)2Uhv_7du%&+qRlb1qUhwVMFR!#k%HbQuInhXIVTsVY(gSaYZ>k_iq z*;GM+-q4nRsTZvU=b1VGW!EC zIT5{Nk{9NF_HKl_);20c7ZuHjN5d!`Atrq%FD(%!b7=d(?uc-QMA~zIH$8%!2ZVL; z=vxbMN-80=L3twU-zZ7s1RECT;;&Hv99W(?z${{8X&+D9?nGqa{6(u(pUV-`Vr~-C zM0i<$nL3TpPH=BQVY3NFIW5Y4?}^5Vxs3TSZRq?oMje%Gf2xLT^daK||Iqw!Q`(vE zs+SU|7k%ik;naun;#*f$om<$HrHly+%bQFu`1qprl zBmdpqSp_){_R4o-jBA!}qK9#;xa7uqBjH|sKMgfi*hF{0E=6X4j)CE5YthItdq$S;7A zev_RKqS=Dd)_8H=hLa`i(6`RR8HCw9NO&Hf72$puXd;PCqcVtyNC?^`q~??U}AI2>`-5O@tYHHVD268UR$ z17oa!Eevicsud65)=dhlBYTD0Xd4N%4Ft-L@sGm36&JZK^mF<=-kWRh5U1c+b2Wg& znFCxg7ZiJl5Ar4N=Q2{RerEAVP%20=$C22@sgbk2<*mNmL*)Wg0(Z1u@6wlsf2vmK z_Q!U&kU(YWodyl`ftwcA%d zA-`vGuHO?PM9mn|DEZLhTo*lVE+Qwg-(ntxD1GvhW;Nb^{jA0Bi=Mx3<%fy!EhL|Y zm7*bmt69k)e+~Q~UAITB&|JzKs4~i(gk@_JmFW>nZ!^R1v5-4*p(jt3P(8zoccO=c zznzNnV;JJ@F}m!RKkE!r&KS8#T;2MCV6FM8Aoq#E0EHcz1m5de1kgRNR} zhc_);H&L~T6NDjUzV@+sDUuBJVuP?M&1(GTGTeK;jCE!$XpYv3Y=2g7F&Y_i@SpS! zPX~h}keb&A{=_Zm9ZL#Nhb5%d%l>-!g~RUJRc#wwN*G1(GpW$vEVH8=_P?wTzJwcx z)vFkGrurPa5mh%$r0Y%hCx4tU;#Zb+&#ud)G& zRd^(HvJS#gz5FwWqXv`e*~WKG-BjGTND8$xJkDt z`KVM4n~+YK3UY_1ulx`F#SidFi$ODd;>3WfK5>!#(4p`gi(TATm2R4BL9EcgkBzJX zWn0*4QJ+!_F_dQu>ke84G0s{4)hYQ`k=ms1QD~W&8)s2X@G)+Q`A$FkjQ=SYXeVl6 z5V;#o%NWl>R(tQ$4a*0yxxA2NQmr1PjpN?h4D&yhT|64xsy<>iWc&X*e2DYk6H+MW zyv-+mL%pb_hl~5+B&sDQJ(cN@B+VP3YwZjz=J*LtSxZa~;NbVi%`Evk=d=4#T`Ko<|`o2o~Gq>vPxVr}9tCO`d0x0~Q00$9mob zUB5Zo|zw}ihuO{7G~1INCldj^F^a*C*nv zn4k}XIILP({GXngrL;P~$$1&poDjG2tnx@e?TnZ|`tuuu6uBajbeKjcN-og&rL1n^ zk8wtV-qeLRm{5hoFnt^iBEkJtKXQ@nuS$dw@@9j!oH_sP@TlHJ^>u_nzI8O<(-+%l zHT!$@dWYCrc4sodXroC}**%YL_$^2(w#i_Xc4FmsXur2HjE$B5s68{Hi6W}AwM}0k zZ9dc8pk`Csc}L^xK^D2|66eE=hn1HWL3>UMj}a|%RS*b>2FMevd4txFE)lyi0|=(t zuDDM4^3rTkN6n7Zpcx3*8aCv8G5?B7lN;m;8e7h}UXYP5STWg^yn7hp&@uyqmt#*( z6GF<<(}&uVDBg`X&XZ0ua4-{cilPYde@r-u(>$7|d0l+>gUo%7pX;xR7VwLP-Z^Qt zhKag~Oc{?wlxJzBFFuTrl08mGPhTmk1&9$tIKOe0!k)jR^Rh+2z&9#=m~$3;7ke1a zcC?$t2d<4g9rq|@w?_93c$RnCc1HeWR-wf#;}A>@vz$-A2*24ls%$3Qz4DSUr>x90 z1=^ZNNuyKa)?_O$g;OPwo+N730Sd{mwmJZZZdAuRTdQ~C!G=>5( z|2jua`K9XU)?d*zO;ez|a73@-lCtRh^I*P0d%61K=T{l0zaIC{=5+{k1Z(JBL1uK@ zMPo-DrONFX99pr>2LAM+2x!Ty=y#U^Kqq+GCL^!5w{bX6)C)|Ey+mp&t2~g2&o;1T z%Z^39`cD%GU;p$}O5vER16)hY`+A51GNq(Mq1G(Wc(sjYIHHNd4OlYR7;}}jF-MlS zn7X~vD$9J}W43k$fic4|E-${uaz+kjx@o<aAtAPK%Ai(}f^Q^;))b8Pd} zSIsAp@cmPaxXy|4#Y2X(;m>%{m4&WM)UHcg3@n?nuM0ItZI+wt>o#^zP1^mILa!F7 z;u^PXG&QTasIY~%SZjPHi)n1bRsWd#ihU2Rqeo14C)8;;H~f zL(!yo`v!6it~}{&0~=g*ooO|ek;sK?bEq*qpM3Fk#<%sM#lHxQj8#d<4_EzjytaUL z0EVBj#X}QL9-tQF%)B|Pc`JjdEy_#vRSjx-Q%xN_u`%L6+cBl8)NJ5xfhNPu@s?~7 z!}e0^r*YGts};Jj^&1Ty<0sT@O71LxRV4{5SRENqJ3xYqou0}ps<;U^tL3=zH70*G zQmJt|JTbFcV8Ahj7+z1#C)C_6z66pkzmwTnrRFyM=Vinv3@v>-OVaF{<%z&)j-Dj- z(-LUvskju(pHbo9)U#STOoTN?F5K*ZFaocAlaWc0B0H+E^49#( z%1-Z(a@GljL1fz3-K&25j-`JYAl{5)CMQ&Iu8f#>p;$@vc1d~_koMQV41kVa=yo0Z zjE2S`)y8WOpop)g^C)*zrH~zV@gV19bV1 zT)HBTS=4zShB=jTzWj%B6>Av7d^MZ`;W2jr_^P)OpYjgZnklY_kND|4ee-TN0`>mW zug&6XJ9|)-;utvfb7G)mTEkfZl{k7U?KdU;(?^gkyPvP&@?@7jsuxg_#?Q6l`Kb@w zq`2UryN80}HwAx_!iATy!|fD-S%U5@1AgY9iL(dwWx%yg80lNS&{a;dXnyf-@!?-9 zw36JPms+KKRvW9O9F-l-pP7Xh$qPt{5vu6?&G1GS_}RESw)r=LcNF>ArS+DBszg}p z_RJ{WNgqEqR8FmB*Pqb%k9AaOF6S41b6PuLPN>Jy&-Cac)7CT&{^YwZPRwSCwiT3^ z=zkZDRa5HTZnX4nDPnhq{biKs!4#?SDPFEPnBfS<)g9v^_)~I4D)6Bdj(m>=QZk{_ z%IsIC9dd+|&%8+tu`an=S(#Szr69c$0`~~V1ShsK=)AnE0!2s1$D&4j4MHWLswtk^ zMpkQDdXxaMHj1k4mkOWuyZF8@D}gTHLoIhxEQZU)N7lKY?b!Rru;i(gt5hgpb1hmU zyCT~PhP^QLeF(=m`HbKBKNOXJUCO1JfQ|Ez-kqTC(1E&fMfQW?)OD?aayMS_cB@RT z$1+h3yb$L=mXLhg00k+`8p(98i#Ymxmlv;SUCy^nf7>ytG5~XZl}uZ-qSqlU*mMrG zLKCj?$lWQ!YX!h}+eH$I(q|*$GIcQKe<(FSYoOr6ZA`SlSCA%9dlw#VN1$4N2YHxOijjckEz~!XvUkyrQ4~1t zKc_s!lDI#1EMt?9~D{|X=_X% z8H^*#Ibr?trD+~IVf3RsM49nIVz%D7!RXNK=dU=#AY^!@gn>7J{bRQ@QxCxb{~OVw zxMtaPo1BcT%a{D1Bv4?kJ?4!32cmT&nIhrwW@FtcdtMM6HB;3$NM$s1-c()n?{2$` zCz9YHL983ts)_t7bqTA(f|+kS9j&n4jCH|!ZqAFCsacAxmAK$l93I%h-iXsXyw6$! zw3JI|=r+kB$zN zO7)u%w>2`-PZ779Q%h|4I@|li_>c1Dz{B0WPGXCrUw;{3mneM5hBInSSf+N4bx0qdOuH{@y8;?d`Y1ACoVhFR)cpVu(lrhgFa&MC1TF zgxrx{MMwwwyD88fj@nFY0l=fg&&d5FRf}gkn)G8)z_tJX0qQ^%zn=1J1Wc(RDwakV z5T|atde*W*ilw}@Z67EmT=yfQ7zhdFau4Glm7`Tb{VC;Km3le2lnVuZx5kEQOukSu zW(sYeBkD3`KGmpi%i{vP5~7qJyZIYHmnCH)UM-rxD3vu#>P`6J1!}TVDkpX^ZCPn1 zfDSv%OH%GZQeQF?hc!!3NZ$;E1xtIVyS8j0D^Ep0C~z=lr8O4=b0aDeqCMa8$&MoO4>6khzO^ARwQfrj$r%m`&G46n*mr8?!m#1FjpbpQRBH!tN z26ZSo?~1PKxqYt^{^=n2{9Q-NReD7>wLzPQt}0@% zNPfJBS+pvA!Kj`2j1vqzzt->B4Id*$nR%<&ObNWMaanJxO_CzO4^25P&VzpVGL)@Z zxNNU3vxlLfE2T@~1X+Z zetwc=H+hsNfHeMbE?>BiJcG&Q%}$vG)5LVRhJ?$-Sg7wlw#-*8M;ydDOZ+_{M8N4V zRmr^UgZ`PhA1POG5XZPN-H zCae2X%&F2GrxhdJ-Zw|lmR&4#Pmvza2%1;Y(kc3jLm@>-vp8(81C&lro5oo8j@H;Y z_Do1LEB+^R5aexyO`M_=(n>as`=NkuTt_69TGcOk_EYg_3HFWE$IyPae#aS#%Pp`J zvSdiaBx0eH#RwcuXOE>+(3*&_8_wO)q-silS1CX%i0*Od zWxquzL2P}Z_UeN*64H-kFv}kr(?52cK&QRv{I14 zL5XKKvouLd6sn+4;m!J^O(lZ;r2E_W#VeMio*x_{iAzue*|8ml3TG!adRv-nW1~}c zb4mTwzwI8lRht&$3ZAlAD=KlCy$|bm>}^ZO*-mPK$|nNq8mJ`Fj;;QlaQlzhc%3Qi zKv)~ak8?pLz+z%qNzx)-H!Kh8@RaYCK0Zbx$P&w_`$ae>i~>+psghGdoq*O>U2!Cf zJhVR=M>EV<1dfsFhm?^eCvQ!-LPF-1I)YS{Y$dz7<)>mif5b=%$3~az@=DfeN^vF% zCAuYG5;0xzSIQP9J5{O=3&WUKC|YVrm{eP40iX^}8bCLwwf^wk*BTWaRT>qGU!tHn zf)E77oSz8NE?`R}t417K90$e>r>O-cO!yJAn)=fZMH_hR5v-*hiB1EkM!&Xd17uG9 z+WaB*OILeALOkT${nYV40STC;Yt$)kX7*@H;=%Z|P5s*c0JOl|g&zo-_-NJrrV+g= z9p5+!nJ@x!#klN%q!6T>2#K=>DM4;H2nZKa%c$=5j3QjDrGl-sIsX7K0*{=Rs&VYCk zG$dX4Ru#3@~Z zE0~=qxixe_${J$z)p`ZM{{Y9V!JY#mwr#v2BVYrYf)LRt?LvG!l=5WYj`f|qATDLq z7PL*;w3%t*pxweWI-*!QNs9K{03QDUqYRYlSb=a{W?|6AmCHhUfCs(eWW$P4{aARw zROPkZO2qXD(Q;%`mZZ#Pn7dqC0s6EV#{dd$7~QagGZkQgwEjZyRBp9i`S9E#zLLnk z!Ob-S`l=n!suWPGp-tFenkpXoHV1y*5EN1sH{Wj#X~cipU-pGFN&|DGQ*|Sy*ZD-1ZI+)8B}QjOQxd=6FdA}Auo(71 zOthLuv_vH!vXZwR5Tz(zqMKbqGJ5dlAHGt%$%(T4SaO0n$Rc z%UixFRgDWx?R!B=uuvfN!xu7%)g!}<8HFCfV61SwNg~d+>Q$St`m}=dldAD7yXuSj zl}eYb?5Jiq=;yP{22b&M8Ij za(y4`ckEi!E}|(&`^vC{)F~>t8NUAjNKmV#L5z91jDmfvK!nRqSe>VyT_BW&x|=In zB?e-lS>k!b_Elq2*lu_MX&}mEKfD06O*z+Cel8$NPOj2~vF-UlnK9=tYO;nL$eAfM zDLShBKa>R)*2L@^p|Zjh5)@NaNKhMoA_$*yH8+&EwZ0Xq^4-#*gKX-6h0098kN_#w zEH>f~bR~2vS;qo4!y;KqedTi{u}k;FxogEE$xGQuJt2#1iPcI9%3V#j7)VeKJ=XqnuuFe*r14s8|<23`tqP_2Y~!-%AZv)S101bkXQ^z`p6Y2SUY zR8~~^90v}5hWt!eG-)K?-XADHozf29hbMzHgq+2$70qGHnfau>t#Enftl$uP?Gpa! ztFzU)I-3Q2;$Pt&sepksDpD0)MUFRusb;xlPQflk^Uf%qgC%?LJ*?4U{{UmU)Dkzv zG7W1kA0gKYQA(6cmv(cp;+cpNk{BdAlj%QOzhe0`w2W6@8glQ1{t@BoEPRXJ3jiM$ zfiYt3PgH8B%eZ!n03T!&F9X^*KnPVM0$W&)Fo99jayXsP-(nO2(;@nc_<;+U?Mg^) zKCLc9y`t>+mVh=7SM!JlJk-U@BLEb_KCv@E%RdNSpOdvW*zFEULCh*03QD*iU%3$4 zP)@-A04O3-7P3C+Zum%(C6cYXei7&9Eh;u(L>GCL1~qosgajcV0hguyZvBgqGGc0A zrsC;@t7r$be#9vuT8OZ0Agx1QVR!qvdaX(=kltc!({Kw1PJXv=3~NeHRH&-V(C3sFmv{223eSo=cvFLvzLDgTFWomT%Sn0B0nqbY-1!x)H#B z!(jQrl!R#N_PwUv#t|)z&bJI;Bw&yL>h(gU76UjIP?CZvyJvHR06$y!{ea~OCwwsk zHp32;EN*x@E>uEtceHAqIubWuj&ZNaoy#^29(GF8cH_bdfKpp*bg!}sUgI6ns!P>N zZHh=WY_s^qq)qICl=69xlt0mwKV5JHxea#KPCt|s(jM1f!}Y=v$_bgBt=0Y@*EKj< zjo-2fS12ePZ`dv07v)PP6qU?Us?E$*TFt2-n?j8aRhd2z85jVO)elNvZ6o%EU;)cu zB4mZQRJAyNbpC&^;?mq;REKC>#VWP0HeivkdZVbY5k#cUkzgxd!B+mm?T8rU_#rmUi;l}ilawm8oU$B0 zWd8tLzhi!o988ymImMhz9W4P=2<4#|~12 zmjha#Ylw$WNOY64_DdJx6v#~v?QVpL$}<&-s`t(*LPAEt`z`w2`yOY=MN2-&ukokq@+k8C{cL$WoH6xopsEI(%d09(IgNK!`@g;c#Hyg;V?Q0P2C#D2mZVQg9h zR7u^OdASsa$2d-zR4ijjh9;qt{?Gome#xm)fl8II+4w_DkW`UtV-|Fg(n_q~Z)+_f z@V+r(=VoFIv`bU%${$NgJI32VCCZJ-fG8IIq93iFvZN7?V#WxUFsooz9kE38QoX6@ z_p}g&f<`}UT*K5MrG+V6AzGRt7MqS|5ed?)tfm|wKHUER_V(!pH5Ea3f15MIr<7H= zkBgW(R0exToHTKOQn1JD;#8q%O)};zC^%4N@sBsj?Y|!Q3~79DhE&3P;8f+KRUm%V zez$(j`NRc7OFE?Beh~6j`-lv!z-5Gn%L zMJi4?=i3TQvY=I&JL2;c`Cb?j`In3lMq1k55a^{Wa82qT!~}WiRU!8VycH!G=a*DD zlWRG?)`m(6ao^brGiB)M-{GqkdzKNbPf&Q(Rlss0r7bPB;2kPiSQn0(V#FA^j*#t( z%uDQeaBT-%TNqO-qMEwCajJ!%*7#t9yuE}dr6qKSXcY2#RCc>JWPL{%`l@>xH4l7L zsl^K2aoHNvYwCp+sFya$piI4BQuQ1m$^kp!l7xZ6IwQ0H0C#X5k$~)i;2bjF9R%a< zi0G#*hS*yGJl@Eh`Bc#;Wl@CKU^0Poj98pRcKAZx{BHs$*mO=%tx=vr5vnrCLhL&r z*mi&H2mizXEf4_!0s;X80|NvD0RaI40003IApkK!QDJcqfsr7gu`ocv@K9jU;qh>g z|Jncu0RaF3KOz4B`P_xIhLDB!zt8^wy)=L=4S=QTKT3v?PO2g9|#t1;TFSr=%S%J*xvS-^a{{S7In3%~M=7>+WS8aDm+Pble1dQ7S z6R>eU$Vz@gA40tV{{T5^Tx|aU+duHH`-8$WtN#E+m`bAlnp(P-u5kE0SS#e00pwSo z8uCf0$e(}v$VS6Q;Y{SoQY_=_Fp(xeHV(EU-wg*S7nim-4S&3~hT0RT&*T39#$z?n z0W%*TSKYCGOhcm72jnqmq}d5Etp5PE-cpjn3AjD+oi(!#7H?O1@ zec}?AxN(syDJf2|&Q`#`H+d=;cr!$%S@(%d4a{{R?`B)wC=D{;KGKo$kzV*OJ5UJvM) zDh3H(xfJ|=zpLF4Y(IL6IaUeU%J;l=zZO1ElH@T&i6VG@eBc1_&$+J{&4>C{No%cj zcOd=pWT2{r{J%J|$-UggN1r*cHK!TbU&(<0u{u-JeQP()A&_n)2`{0Qi+5R%G~kIO zaLkLL6Y;Mj**?-(@o z(8W|E5SYn8Y&pAS)+FJ5ttJq{WJM-CdlxIBIDvHKFMWOSo;!adrw@Yva?|}gFi3d^rikK{o0d90|jiOc(9`DzWOB9llPs1L_eAJ#L$_&$iL&t1b z=HBEU(Z%0u+Zl;+H2kN|F@ofoNYYIS-{mJ* z{{Vk$lsil+_dbCN6y`U;E*x@87$l^y60WVY?a*K+v)dfRAB7C{8L>tX27sO${fD}c ziz0SJyLrT9&5?xZEV}Z;>Me1f0$h?%qd|ZaNNkpR{;i(?KJEG)=7pl~J=tADCIsZ4 zpYX9Aj$BbMhu_YB_byN9snEyJCHrHhMFbKMdH(>YRC^r$uTpPz#SpKgDDOL_*n{@}@0u2bfLO)^KB|go>PZXQ2iD*HDT&75AZAq>;;gy7Z}rq7Qh&#sT~Xpc!m#k3LgVAPtW(}Ec>Y&; z{S?($a?*8B%fZ(fap00SFz7h{0NxcEVPu2|$SSPb z8FuJhiPj7;0kSFH7%M@%x&gs6Quukmax_4ig)NS~vT?3TVoCb?6}@{XmG&bHF}lhJ z&57~&#};9A3PEh|wPcb=CDKfP_tZ&zeqQ5=*Wlu`xmFDTME5)6M$#(CLahp2dLis9 zIfnNwJDp>a90W9bO?L|Wf=m1jyD)b9n zyM*g8qQXyb=ifA>?QYW^_$Wb31W@f3Abb5xBpBNVQ&zmxKE(F@d%(NG2-4h~>-Nx` zDQSvYGWXn=V2*4GKldd&kQwt>5Gn{%2QZM{59US-IeEp4K1^I_Ql)Vh~R^eeinPZ-0y#w=^q;Hk*wX$e2y-07{T7; zZ$n*uuvY*d8p8@eD!KyI@MGPpEcM-o-w=~p3Bb@x5=W@|N>Gj)T!!Hm=orVKMoPEk zGp^I;3Bz}XlPt&amgyt1wV2U=+}hW$q3#A`;!ggJyiR%0_d$X7)mRy^z*S_qONmec zz-Rc$fnjBUaF{c z$+l?}^k8t=w3B$5j$hmv`ZQP}P({JvVl ztg+=J1LKpK&PIb41)hVKqygQ5Iv5K;xqEfM3X%xfN~^bOWZLpTE}q^m)R)Z}Eq21r79Mc#WD@YV*9{{ZRHh3}_o$V^PxIW6J1X{x>N{|H7mxmDGpel2OuF}+K%xd_S_y&fS6pLO z0aw>`{@yPPkYSTwDer-<;+#w58XO1V1}h&5-t&+)BwR6vn96qbdP;1fE;d_}B4%4F zEwi?Iy5o{Kjfhpdq&O4R9kMnN5Ur8ecgm97kh0bo-w$kya4mEjl1pT`I3!!|Y0;G+^pN;*pGCDyEg{0TAA2r4?E{GH2_|6~eUI0+` zM4z0p@J;;x0F()^VsQEY0Io{fmiaz}PF6VTT_@kBGDrYmXml6TgF1n1y_U(BZ~e&j zU`CNzzd@^VWgAKrD?4EiG_rtcsd*9af(TBLhum^q6Yu%fPk%)8*wc>@D1=TR%L!nf zjo<)8gQJ1jKKb@ngQ4i5DhWgr9{pW9;gC)R1R}=Hm}rS3vB1?#k-B!)35KyGcq`_8 zvC_`Nu1J8ix==3Yxby*cv96{6&Cz5C50vSC5K{5$; zEqo^c@vNxx9365eW8NnN#hvJVn)_z~l@>^vT23B2i`OI@fM`mA5!0qR zyd+e@9IX9fjsfr5S&ayh6IKa`K0 zH@b!Re~vQix5{UAOgA5l9-^MYIQ=+0XpuZw4L6Cki>E^UT$6;@M-0-o5hhMb#Ij^` zarDC@Djuj$WE|-JfF=|nB4EI1#cq0;@B0@$P(~3Xlev?yL;~+s{ut;}e;a{?yy5d@!aM|pGgX$#v2z`eY)8s#lJo&>< zxxAMH=YBBV4}^c-LzKN|IhKh@>zogXfnYC0UxmZr)I%oqr<~i2h#Bb4OKk+lP9TIG zb;8~fUBFGIA|x2!Bv6;I9_gClECiiQHO5p%Isr27v@YZm7VW||>@G~wPCc*{z>KLW z7gKmBV$2MkpkKBEM#DfyF^CTriScbwJ1-@fNmP4>-y!9}T5@p+mB>bAp?U(!Y7%oxPU%Lb~yW=+*>m8+vgUE+cKng zI`zfNe4`I)J41yhy2poSon`2ynFo@u?S%UQg!W?-(8Xt~2ky1{py% zpz$DV^NY+Hs~n+XdH(;;_+-UmCSL zV@`5;tRQqyt(Q*u_n=>{*{^%7>3dc*Wbv zk<8mzgd@5e?}QEcJ%HWMGn3%&3B~7vVv#}flyH+@fAJ9e zjXUlYf+6{NAIJfXv!^Wr6w#LOnaho~DZ`J8UU()%!>NPx6(6{7+I7zi>m zBzZd zAEsf5M4}Op4s4kZ+&W@N&JRO({{SXL4KxCumnVgYk(`}W z&PF9VL_Yb&KQ$`$%M(vB{m~emZCEN3xQySlp<~PpgO+Hugpi35Rh~XfdXdUw+n=^e z1a9c7nGAAK!eQ6i^}MfPq5`ukuld7Z0rL2l=n}1F}ARvr4t;d+X^CPR=ZF*$hRz# zR5d5Tia;e0SuM~4C!9)b&}q^V!I_*D{cXd?&Pb3fGtb)y0GNe(l4BwlhbP|+(m&zG zE=nkg=`$FSCPQ|?uBt$4g!#BqB zLEv`lIi>hdU9KB1?ZJM&Ky` zgg`nO7gPdPIbAy8rHCy6k6`r8XpsOdf>P?uPD%;X%$6V~#C~z71X7W@N%3=zZV8zf z)h_qL64mA@v9EbLkqv=%+mY|1*1brkpc3MrvWCv)PuwacjjNT_T)SYk z0S8s(cYno4AT)#?vz_RHvF*-mi>gOU{{R@&UvgT#67iEPpd2b_@^!|cZYDdI83%Ea zw2BK{z}}ajVi2%R)fwU`)&g{U!>p?viYW^MM#r z85ACnj1T|~LcTCM6|Ud1a7`ecAkILyDg0pQ0u|hA#CD9HxQizt5+!2HfuQ67du}jf zb4AfNzTNT!8XkABF;{FiLJfjjxSy5~I?j%j_{t3M46PG$2KnUmvWCvLrLy)J95`;?tqRmdQjQ zpTmrI5J9yQ1BdCEUXCeAVLjylBVG~!TTto zKW8VLo30j9WoYPC<14CZU7qpMc#o{dgc+`@zOzw+Gi$yN+sqmsZ7NC1U*{{8=|EX7 z5!LSh0E{PO`N$K|Qis94rTy}xsz<6iK5(FQl1Kb0mV?U~u=d$*IG%8Zuqer{X!04X zk%yQ?ya)$m)T{}fyiM}OeSR^Ku z&L86v!R!9kcjd~bgioB-7ixJQJ$1o}!ld$#hGmdUA*67%S<4f8hv9+*p>}hA+{~u{ z#Vk_fcg6l=hlUTKni%OrnGKIzSPY8Qf^*dc&D7w65Ly8)S5?6#4ejOf^YtzpN|76# z#2tR)vcp4cDbjzmu|e_UqnK)CjAFEKY$^iS|x6NL>DQ^9tISYL+Fk!Pmh z;&RGJN7_yQ02xC603}7?{zfo7$N(O@csKn<@@qpT1>&K?n7D~p%9=n>lK>ZbCV0U;3Mw=RXPIIn6h!GD z_a}JJc z&?v+a*RL4|ZRic+O=juE*ubGFsa)S-?fU#SLAf;&<>13wC?gg|-VVmjlaT;uAn<)m z^N@gVHluBI-Z%I{(uWU!Nr*XXP_RXHM@*0rkt9w>pQ&^#5GYT6CJtCKnjt2Gt{T}| z8~q>=EubD&u)u;6B#G2YPu;qj5-Ah71vYeZ;PRI0n-VQ=jgH$yCSg&8i6;5TaoXSN z?D5t&<;0)Q;|Z|xh8+Rb)?%*h!=x>PmG&`i96USDL+1$&32iNg*gDfDSYs;Vs}G-# z+}=Nh4(@cC>y%6hx@TkiA5d14)01QZMC#$z@bg3>&}vMxjd3u6A^_7R0{4o*B?jBW z;6wTm50UVp_i_kb7lsvno`^yp1Qhtr{qyJcfNovL_cY=538DgGPJquk$h-T;llM{E zM^`16A!EISBhG9rb&BYf@Z^`JzZ+Hd!$SoD0qy>6QMUp|$l){_y9kH4D>RweuTLho zhg^9>9iETsGm5bCXb9^Va5|S;1E=%^h2&WscSz)G`><1u!%V)6jw5Wh9zNlSgQ)iQ z_q*#2fd~@<5qwyP!TR39NUk_X1Dp+G!l_SbV~xi?F$7W^;7WLc{{Ro($b3dQk)}Ih z(3s>eWZ%MIQb$$~siqdSE%Sg^fnbreXcuXt#!fguNxBaD;aEw-)5q@%OSI~?C_NP? zpHk#5qcYe)ACNezt9&obPwkkwj|Jg1c^1gV#*PxT^?S?>5R95%e3Sz5cFKm z7ypg!$mn}~oZ1@4Z) z=Y&%bMNya3mU%v~TyH|xk030D@gNc~)S+YRiJ|wzF!P)1kn8^dqYO8wjs(%>aYd>r zmW^Zo1QE^LJN~O2nHW)f=L}C}j=yvc zT)67Q0o_nL;?`L^mJD$-=>V>RUu;ScETkZbHd)E=0*Ioq>JMAdQ6av1I=*<#=(?4Y z((vB=WJkb2M!Ky$#LIvO06l>I3{Sws2av+PDh}>xBASfZ0K;&XfzEk;1FAqAt~^1& zi?7-r%;LlX_(5!HpG4i}{7kU`OIVDTC64IMy|hRHhVbuR*n2*agmod$#t9Nfx!#|# zj_jq#JVgBrnU{?z8-%A<9Ay%eYI;$*o-pl>Z$Zq%!giPv?8E@@mUrG1pcv#5YtR&p zd%O=TC%0hiRwK&_+hY{h$dfrjPw~f`k}WiSUlVr{@NQa)4g%`Wj?y3e1RSr0s*6Er{X_ zf~|DCAJA!oVOC@rZMx9)zzCEhBp|B&BGiJY=wqe;w^?YB2x?P_3^ijM`D^MBejiBz zhFMMt7)yIH;wg9)VP>jnF+0{r$xSNiAOJMRyW^0w&+1%u1|oCSwysznNY{Ro3bswo|WFSZlob%o`5doM0L1T|Dh=TA7VP4a7$_D`P} z@L{V-5>ggMWk2^K#`h5hy6dl^TTB5ZmR&>e#X=jDj);CwY_Na7V*v6F5Sy64NR^v%i1Z=CNl>ahpdg&zRrGzcpM{HiU6lLQDOQB=voxY&ff zPdmJ3(g7o_80ocl#l>=wBFGWl)=aZX+T-@c;S^|K2C?e02%~|$@?$}XcgLrU@^p)ZYQCm{TV2H zEFxQ|%_Ql-5}MMVHGiN3V6mjo_Fm_c>QOxAC`fV|>0n_|QlO1+>iw#GWJba8+eF0$ z9z6^xJY`ZtnqXP3Fvw&%cF1o6MlVj@o9g`}po?Y6(K58a9hAN($2}skMLo!jQ(hTA z3JW0)Wu`qf-IQ?0dr8To>NDYDi8#nDl0Rz53`zgbSC|zm&OrZDR8I*s3{dEo=?)9dP4~A zME*Un0}v6=MIPR%q3PHVI|}zqBuo#mJ8W-Sas!=+5z3o_Vc9jTSrJYIIv5DCCWR~ids|) z#zxq-IKJ{B2zWAY8VE@6@b|AtItTKMZ2>Y9Zd+Z)^7N560=Xx@e2iIzp1=J)Dbh6Y zbo-u{M-B1(*xh!>f+8s`mRRQvw1ro6^ADKH4KzBFyAf{~hRs}kPd}5kJX_9+#4E3a zWSfZ8G}4ht`B=&9v9bNop_L}B=Aot??8UpNPmvqEB^_r_OyCp%@g(p#e`*S8Ujbjn zPJ#*mOE)3FYJWgcojN4#kPBmW)A4?hGMOe3=_d|GtSoV!8`b=0IkQO7IwjRV@23n! zAb?9~3d@l2%KC6Z>XP;{AQ%-CO9kqu_B|sY1-crECn5wCU~wmpK!{W!@D|4y(mG&t zb%NXnU&BRF6WKMaHzpth0C*SY(CZeQ#}szYyS6S2#R=uTr`Gj~jZ3yWnGsqD_-h;E zg4qSbW#FncQSue-j?HTlaT7K|cz0K(rW56gaVKiFT$nlpyo38N2uS4h^#nRA$rB`W z;|hTj-0c3kh^HfpG6nhZk%e8^n=p9fJ-^bVwsVzeDDykUHMaH-9o#tqWX3s-vSp=JQ$2TPnv^ro6+KA~htS`Fc7;Lz;#sFHuOM zcAaD(oJY+w=5ODo>R|ua1u!q@Px|AWfIy;RM@&a z;GqQ)?BzLKaE+ip)093kuT&O5VAt-znFwbdL9xJ*pwT@tv#f}o`JFV2_K`-wTS9>a zpKK%Di(etS{Q-xty7BRqB;>H=57xe0S{^p^>p8yNQpkBre^0NSPcii>RO*D}bW!Uy zVM`XbvL9`J)FfIFmq_^NXlz6w{{Xmcrf7Y9+U_!J+Yf(bkd&ubH{V5TEgnQ!2 z<$6ZY$UB1 zIom!mb^L}eRXiYI=SiTrf!n`dq@3N9#hUiPhy==F5xey28rN^236Y2U*}R37icZ+& zk5Y4@V3u>EfnyV{Tp}G2``e6gY*Nb&&H}uk1Or1|s&Id0Ag z=6ytw1v;5#q(dVFw=aM3Tn)66g-DW=WAa7Zu)X#wav(YZ@%!pRkR5EREQZG-@{M82 zZap827PVY*Z1ejU(kwN>$?XljKhJ8^Z+0b!Rc4!u{j28#u|vstqguR*DaZh^DKYJ= zK3!Pb-z|6hV2ug^)M%9J6aFla&{u$$A!z}~w_qN|yZ+h)69Fn2x7<$3`O@8&{5hK~W z3rSL4;r>0cgy2(QJKUKnvcm@t(Q2IHBp;F-`Tf)48C4B@a5yhR98Xo?J{EqsxW&(( z{c`)tIg9dZ_Ry`V>IlobI|dWD76TEuP~W8?NORnt(S%hYXF5N%wxh>`RYln{-TuXD z+>3N4$-`zkP$uR5uHh5y zh#JHl0X|>HsS@6ui^oarGx~)?VR@rNOl9E(vsrU9d^+#QO2b>pUz~goM1HG}nj^_#=x_1rl|K28x8~(_?Gj*o;&` zfYLTUt01j?7LT_5uu9^^0w56_5x4yTOBb7-3|7sVI1T5*Gadkl=k(E#l)}p0^ufI- zK{~UgyoA)1v<$vP`1+hnMmnNQ*Cwan2oTeT5}k=234O18w4yO>JW1ya3Io=CBqSKW zWI#_$7l}24o~R-j3-$j1-KO7%wYdj%%POO~54Lgcr3og+IXYniv;?m}-fzDOu~63I zzOU*;IwJr;?U}rP;MnN@0L^;4Wnjeaj&{GCA5UOE7v6C#kN}{`9+na2a-VZ0W|FjA3oJSq?}aTjz}uTwCk7Hhhh+7M{NzI`t)B$BvHJ-G z?GMvFDwMO`p$Zu|?x2Gl7l!0|iu-OpogO1(Hh$W5HY_vc*~$Nrsx;nSZyhhL}WXX zZGr}-ft8^g{_)5OPzrK;opMI-9Wv^Ad%vrEA%QnP^RH>i0U$DS3I6~=76RZU;BcDP zd;oL<+@3#5wUHdnXWG{de+&!y^}xo_PLe0;K}weONxs=UF2LCxbuGi7&kP#?I;oy5Yf{p7HEm;<+?MRY|AqQv>SxH)N8jk7dcQC}<>es}?;iP`NiWA9CeIW{>h0KByOVWHfK`VDbY2aK9?A2N->1Irm8f=Mv!&F}zC z!NFS|rb3~z30jw=Zl@(WSwxVPz77I0FUjnNB;rNmq6sX@o&pqt*0S#^A1}L?uOAsX zp`2j|_P#No+I(k|wswv(m9D@6F7W0K$59k;R30URcNE$$QPu$)zG60eU4em?h;KW2kL9)sL@jh|G2A7haQlte# zM(`0@2>5BkDN)*pkG4&PU`cFJDz7J?C{GimLo9fV>yr+e#uwk^k_nTnTKnfg>KI10KNF?}1f&-iYj`_APVC3$z;V%#&n?;;fgKk$R0v?U zniCIA;+|!?z(d)uN&FATFJVt9jH^0UC>ny1OiE-VNJ^Vxr>Uewcbov-9KV&u)oDyw z(J!2`9&sgTpiFo&DLY0eRdhiK6Qn)F^v+WvL?|v8Au7{^h;(5Saj-p%sKh}a7e(u& z%j+Cz3#{loJw}Qb4Ma5_UvOrD0*Qfsgasa_o5qd~01hCsEdu`2VT(Y{)1E(j>kt`w}>-g#IKdN(fcTQkHy#`rj5xGPxp_Y&~2wsHt#=o z#AKl&p(V;DLU_Um5ztKX_Vk!R6P5`cB~Q~pkfO3~>ssCpt>va;-&p=x0M&WygN$s7 zOWxPFLm%)Kb!7bO4{3PymJtAa6f2PJXiUU$nd_xdXqtpV3Ei!l#k7>e#MAZvX z*7uUcQSL-6PUF-9OvDI*aFI)X?-(@QEMs7N2cUX60Gc&@vC|22Ms{=U>JX6xj)r9& zzVU%Vg!EXv4WPamesfA<%T^X)F}x=%usagyyj15(J9H@x62&!xWJzZ_4|u5V#6nT0 zn`03jsN`xT5SFG9mf%os4T5hJO6nx|UW8U4a$Qo02U1?xjewTa(j-v!9;&x6;b63G zNcYI2BNHNd*!FZ`B~3;+D0Ktw$VU~iNe7aN4Eve5>)iFJ0iiYCas=MouH&CY634$Izic(f1 zy?=a5Pbb90FYrA9(3im?@*v(cz!xTpE!3Wmng_u74`sm`ktCZ=z?M$f)_&4v{ryuC z$6YN6@OWG#GzunzPG5>&L=~eZR_4H=J!3BsvXaSS23ZH3P6j&!)H!3KHHM8P=4Qh0 zQjU?i#yMA@Jh7e7gmsiq2z zcgezd7$V}HS^Ii91cJiTu$7R!wS{sIOPzg~$_WCU7_%T|6W)pk-xtjdMoD40imIPc z1t5n}A<5*G4YfKfBYvF12nap8VVz7cJ&c~6IVcMml@xS0opH~7zvf}!lOqG=#sv{C zZqhg3X@EmVq*Tc*pfNBDmRER63eN3%plz#%+~sth`Jr?o$PjD~$LG>|g=2&#h>3e- zy93=9_r)o1{7SQiZ0z8Ta0Y3Y+!%03q*!kCQ?T!W$*@>(9VY((1{#Dm_!D2K&`jwc zhI%q&5vD-8qs)J6_C>2P;6sxNS!_KO%mjJ#wG-a!>^OKv;eaema((>-=|*x8;R|^I zf`KAo(7AWXfB*wYj+J?DSo$p1wRlcFtJ7RhUV&Zr$l0YeLp)@3u+@AP) z%9MJ>PB=-(gSWrKUxOTr*}mst+~mTFxwMNHxRbcXfLUOcB3@YHdS_FI;R<31uIjpd z0$QUAqlq^{{Rk^T9}PGvD^ZyPf>?SR>AVBrPG@ia;ix1hCI~E20(D`8+}QJktwjW$ zub5fRCJ2OrrFCuOn6TpSiNXEkg0zVEaj#^Cpdi2~j=5bojwx$kH|R0|-jN)!XPF7E>EuV~)OXNfZ^H zEw-aw@W?B>=6Jz1=od7-B=%fC$&RhfxWrGB>1HA41lb+g->K+6N!|o0(Jb%g{b4jX zQsd9*veflL;ChCnA&PyR0}XN4L4AIrVnK@})7z(@pimH?k_pm2j+U>uX&sMoFw_7v z7(=^AdBMxaG5VSrTDtx)VYwg?WFq!QPX7RQJrCKGMO1ksPbho(m_SEkl1s{AXt~>t z*Z`fdfy2ozn0?p?6Xq~V9S&c8=lux%mX|yon4jsMp(U?*$E+;ar!Yj zgCUAhJrECR$qh$P3AAcP0Is=C1WN16coEDIR1Tw|imc!ekiYx-bFd2o7w8oGrUS&1 zi3(}dE9Lq@w-^s#e6sssNe@+4ANTj*N>Gl;8MvYD$ljuje~uC*3DmJZKgCELQSxQr z)>+Y%=`sGM%Yo+N zxevTb!^Faeud9GfFb#H7K_ngVAgRLC`G_PYKZt-aUGAwB*LYwJ2r*zCO31GSQOs<| z(dkp}Mi0ONq<*1O6{!L5fC=#4y4Wqo<2r2$2BUFJ^N4L$n+}0%&#JZ;DOw0-0z^b} zIoO4LCAIniAUdEv{-iY|mlJW88U&b!61_{|^p29O1=6mjnD0toT@|AzS8j@!kdUtF zkwL)*kAO4(0N0_-DI8(T_!%5wCsU|!8c(7rgFrnXI=kx>r7qcftO(j9>C|;h{=!;H zLL?0@=Nb4r)8lpT`$CA!F!EwyfdS(lfZD&sG2m$pIyz#kr{@Dy;UA7>Orwhi4q zC?6B*KB9?B0#bStyq?P&6QAG0vmrfI#;;M|CQ4J<2g`r5P}&qzJ_oB2mLn(#2+ARm zaX+!XAWnodLZvVIa#QV%z>;@ z>jyITkibU>Y4yCiJ4Va$z|$4rzlZ1mR)Rhn$S#6O+E_Z5_WcgbK4u9le>C*t>6qwq z!4T8A6T+C;En~WPj`(7z$8KZ1`dP7g(pGR+u{4Sj^qIq!Scx_6X*eE`C1=)Rs?daQLgp%k^^JiaFkp!nIC#FIe%in-^NEtUG?3(I^ z))z_<)|vZ*+tQ4cWDW#gwK;Oi7QujEJXHWJ0(X;_+uJ4sn6~#16rr&(h}I7;`=TrCZQ@44^dkj$w5U@J0yCYiCRRxrhP%76boXb6Aq$# zWY|OxvMKGaT3{<3G)uJOjwekZ3U=w}E+p&RelfoBfDu=TmLwzz2^u{k=R!pt)xjCU z(o}EcSH1)SDofGwjAWefm6JNt_QPyM>&K?*Y6zF0Pb*m3Y6*d}F|fEpo%$o2LF|p8 zF*^SMnK!gd9puol)-qwI@QG8chq>wb%I|D)#b*fFT{ApoFJIYUeB<-i9WECq??vx( zMxht(nXs9X?_aYB#txlIKVp(jgW3{&jDHyrOdB_@{Vf0&ASf#Dv98A=USe-g<@%_lwPRoj6147OxsR$tvMa3L!ypy6{aQUFOho{21g~=(VX%O1{H?CIXvQ`~ zlOEqwszp5o-6{F2B?Qt>*Q4VkG387!{{Uy{Fn|a~#KiK%ie~b^4`2SM#gAMm)LN8E zN%T9=4Z06zT)Q5N3E=0qqjMKa!qMFL#^E}t*dT~^Wyl-s@Jo;i@K44!0fAf~f!*wJ z0v@aq7EO1!%J&;$QLvY0`PM@ZkU`d?ZVUDi3jk8Or^X(w|_eI8T?@mKs0Y;o(!X)kpWHvq4DUSc7S2`#tST# zrXgddw~+$K)0aG1oCoPxxAv(ZPC_yB8!K)FvH?Gz_4KS_x#HRq^N=I({bp*?rM&n-!0aIrLml1G@<^!lJ^q z!rR0ze?W;q*aWrK9trV+(W09b+VLChlO-!80$4Ta2D4w16bYs`KHj0i(H07z-NPi_ zX(4S@eefzEjv}27JmZAWDVRadNU?a*ncpk$R zJ>5H|2dELv2_t|BZI5j3(!Xo$zL3*5gNbMDgKgt9Jp;8)UZl}5b{ANb@0(M_L+-$- zKF?$Kr3Lvj-J#Uv>>&UV(4ONb?8*-NQN1^8McwMh#EHvR@d9IHr1hTQkl}bb&qSt3 zbCBT~*8$c=_4G(Z?Wa#Ohj$ixJZ-H>7ENpDT(Q|}NzhNuP*9O={2!lEF&jDnw;@v{ zZ&DEb3o;6HEK4Y?@ERM!+VDy8{9spyBEoF6AyOBotF5ULPr!${1Erj9fl3I!_TMgY zH!ZBdETEWcN791JGeAoF7$Vk~L!=$9G;kARm5KP@=o*S6lImw>%2zyLI9u~XgM?4R zk>x-FPU1~Nt$4~NO~sSN^!4m4M4ozJLm5~OqEqO}>;ukJQ|cbK4EhhgzmM~UVDAzL zIGHmN`+Z@GBI=bT4ReT|AYK9Q`V$)fg_TrHd&lU?Cs96dpuR+$DxgvldU*N(@eLzO z90-Oj(-p9+O)2ONaA`^5%2oFF$q+6nq2)Ak8V#8lii7${0!mxSuET1il|)~g_i zFSu!;I^F|x$Xs|w{8k6dfks#t8t|E67;NU(o{fMv!tf)dT_-yVOSs^Hxe_%SdU&|jI-SRM} zmn7?LZN{Mja5m>~LO>T3Y14<;Kz0LB(=`;o^!s5os}72<#AWbE#+4>w?mOQ;h^fwa zOy}_XP(FM*Wqz=qMVRgm0{T=cH$miM6z@Y~^2_kZl94q1qo1=I1jO?i_QcOgl$`7) z4|HH4jEN#?9X^2Qe1rMGL9A?$jOqcw1xZ7qg*~uvRK&tUeb_s>L`4dPV-6%D(4t_y zQ{*t27e*l=Nk>xjM+O|R2?@ydZ_vs~lMqWh44b3qIo(E~B>XIQj3`T8NcS4%FbGDL z(O>=c#D{`&B1=PEymZ5voJBHFx+}$f@kA3c#4qn(NqmP8vYj=vwBwjerwMv@j@X!w z8iluUeD5QSFTFM9M(3YDyqrnY3YYDLq)dI`y?GXXq_{&#Kq|B=lRIk=!Tq0TmNZHr zlUwfgpQ0D&-)9vFg_j!saP={EhX$f`bTL=_W%L5(M)`6F+fS!$`kMCOE zl6VMhgvc4~16rGUutluWz3IdEV+#!KF0>lvUqjfDyB8hBho zXEYFww(p;oOowl5G!ze{Ig|~oWbbVrj5f4ijurXqWh(#G! zUdj6PKhcX{PvCyW^`I)639lH{!Gt2+e`76j+v%7(gWCa+MIfWAN8H7bYg{e8 zEDfB8T6Cm3$(peCzntK3geeI(VXXm8o`y8ab?lwT8sq>#AaZ%u3c^5tj){O%^@)Kx zt9xXLj3kK-#L^qqM!;C^6*m(PK7|AS0El~lzTt5d1Kc`3rXWev#pHVZ1oE&9n)%)l zOc505cN-JmBFsw>BiXYfdEg~9uqyHR&6p4%>5h@;I2}(Ts;;%aI5QFhl$Ju#o}MEM zI?bh$;ekfsVJ85&H@+Nyo$SpXUmaQoqi=zzdoDjMHT*eNj~b;K8a8Gj67 zR1`-uXTDBoKur^boxXjE^hVG{NT%3{2U>6|Bmf~;PDHu75&r`?9+ae5WherlolZDt})hzAbYivu@+{98YY_D z-!UF z1n81w!XiN%`(#tb3Vn=_xhaWI@jCwiLx8{l-Lv>FFloVbkObJpd_FMUyllWAh!11? zE2vU|);1fM@-ufjU=AC4uuRWH30L6b(rQUMI3APcC?R>Z)Rdl%O3s3KG33G)GQf}L zCny`K1f<2CF9HIP87dT`u;dJNqRQ!vrx}|StsQSF0gPGdXa4|l%EL$i>EF=A0CY(@ z>jZ!u03UBdGno>#$3R?;KAxkgBV>Ehmz)U3O2kM;cP1gny2j#wR854ntYFH3x>-nE zZU?q7s6D^6;$NnD8yZfg8*sE)K+H{$wT99O(Ims54uB80q-s>4!?G#V;Do9V?3f4* zd$G7rA~W*vzi<`M*d6XU=ukT@B^s}Qv=r}5p@hE zRq@cK`!gf}ZUjEvCLY;ic_?m^s6*LIKurgLhnf6m1R5la1a66=W$rRMG*Rk_ia;a? zVnQ0m_;Zm{6U{O!8;{XRp)%A;)7c}t*X!OUKt|;n_`(916i!w4-Nk>SDaA!_5>6x8 z{;omfS~d(JR=f6}O&N%s5O^YqL)3rA5&EJ~wg4B;)e{36c{ry7N%FGgiY-Wg)9-}z zQOO?v0ImZLH8m3%@{zBuH`#I2hH=*K#Q_Mjcf^o?qfVPhHleK#F@X9-kF)(&AzB4| z7mNA8ybf${&}_pYv-kxjEm>@kh}z_c{mf~abxMG#WpWCyM2Ucs+po|is2y4`f62_n z=y5;L@%8Njz}=Bu@<1sLn+Um>JE(urrZFHA)f>%oj~oU~M3JcC`+ut6fQfbg09C~3 zB0b@;t@rg6OhKqbRZXEcIBE$f{(JtnCJx}!jh{F2MK=1ZUYXp;(NOg%0guO6Y!&l!{*P1@+9JYzr{4wxUe*Wqn8pFi*RTMtR3Uw7-P>Vx!CuAMgd&}zS(66gm6LpkI;nB-f95b0c9diqDlUX zz0tlCo;DGfh;{2f>b6lWFl->gVBSZX_|$z6&Jr@>eb0j!WLFVcswNsv!}Jva1(XQ^ zFocYko6S=ae%AYM7KU^qCzQ$T*QmKW8}^?g)tt#`yAoglX8^>oGDlHhbmlI%*t27^TJu#z?D&`3imrV$%YUnd!b~@JMvzVCm+S~@@ zQMBj288yM)T(>6otOWhOfVP9TV)Z>7fCE7XwnCExR4;azTz$;*kmP^Sr@8gqvAFeM z`=%R$B=0CE?fL{xS*a3)_}|WZ7iO5B5&nu}8MI7s*CqBPBjPpws7NO<2{5TnWZs8( z$te&UD@!DJ`i*ecr>|q!qH@aO`UZ1z=C2#!(Iyd z8!vWK#Bd9OibRJYBko|grd|Z+TtYAo@Jd?-8X+l&Yyc!N4BRgAkG5nmL3=89=iV=c z_6*~JofU)I8iWkc)LJQUeYcx`E3OD6G~9Q+Ipk-S!GABn!vlZ;VmeHt8D*dx!1V9e zEYCfauK7+U|D6pt^YkBnN}g<{AShyi){O z8SX);Iui1?3wLL$du1`|OgHLC(3r;z4154e_>06;ik|o2{(`W#R9Y$JI5OPuULW#g zz#=Gev|yiNr(42;9f`h$6VCAIfvr&2SUp z-m_Ef_C)*sglZQBQUw9K>3}dGrX6MQJrwr(4XTHnK=M*+J+N)-#Z?{lce1RJzb>lkcqIq?$s{U#?56 zyp{ywWe`g1Jr(@7`WwaAgX9SI)*IS)z>J=gZ^%gYaJ&{* zphi|n55@T)I&T=u3KGRziiy`8m?S8LJ8$yM6Nf|#k}u!UWiM?h-@Z;gU=egAOEbfG zBGn!oIj}=?!jrd;Kv}V3Bu-33OpA8o+-Bu6uI(t>?4uYA7nMLz>y3f|0tSbe^pXOI zbksHfB$ZJRzqyk!h_RZtT__sGM*S{CYycBmQS!JejN_s!;NP6D#uf7-Ci3EPm zGnyU&LV2l!&O;4QGXeJBw0%I#0*-*S$T67cLNFcq3%ox@JrG+(WyZ(rCSD|1xEnVV z_QM{N5)Bq7d;75+xp-d-x-{auP+l>5`pf*%z~DU=16}bE5X4ajeg3-Ox<|u5-~+Mc zG-K7i{{VMkoJbb2sub-%peX4VfR__z&}9@S?Kr<<_$Tgu-Z^?+LFn59kz7O7ar!#M z2$&^%*IWokt4F9;MUyC0O@N*Ss6F4V77v#Rd%1_MN)*(+Kv%(xM4JdnJBR6hkNcR zB-SxnDb2~!IQGtYAF#iV(zwO2>t5LRnvOCS(gFE;uKxf?7=ZBXmthmnj6|hZP)YUs z=ku?%V3~ns*biXA^M#-nf)Cplm18MsMmeL}e@YQu0=^Fyj}S!`LJ}aI6HnIW62M;d z1O^G#!wV4YvXwhm4$Tl zdHq<#r5{jK*ubiuI^%RCOYBJV`dW!QmCh|yR!Sx-d!nC{B)P_vc1a21aUEaD3mnT+ zRI)QMn!gYw+HyMEP#N)mYkbbe#gdMpFF^2CKN}4X=!fC%8qM`4}`I-&2h}sS5S&`f8_E z7+xdEIF@zsDkeA4=#2oKGVL*NebInkVlt@dmgtn@ztAUA56N(~l~&M~-dQQZN_8Xh zCQKn(P@T?a#z$=jE=L5iMnTty-#8ujNSh7^C#w+tSMW;v7z*QXPK1EN*IucRk8G4G zXqbet!_om-0#~4CW|Jr54{AW~tfO!U4)Y*rNR-x4Ne?GZ-jg-U&>4J$b!RP>2HvZ+ z^Xg@^WR_U-k7xiw2_tMoy}IB4DQG5>=vf4*iC8ZOF1eueRqB>BbkgI#B~o2-jehMZ z6E`qB5j&&bHbA8*WNhs3^vlPDoJzW1IEc} z#0uX2gF8f`Tb1bNH^Y5MkndhTom?ssPN|1tm;oRK%dAOjWv2bUd}5-EW4rSEeKHb} z4&5X}`sHmlYye+Ek&oE=oWuAbzInwT1YkY53CNfqXBrlJGG(cZpcIyfE50bixU^W5 z1a458td9W(&68G;l&@WS3;{dK&>icxG2k0C(SghgUHVBm6~Ap=wSiRYbtZoU3Kd8s zot9k@7$6z|@DOB|NJC>w3vMstc*L$XCJ7MTBA80_N+la1e}ld+Y+Q^JF`zq7K7%0z zYR^b7&M-lU3U@ZWUJP=i1c}!Kk?)eQMO2@d^ovNts3E9Jndy>cnRSijwBITR(;O_=u5nlfQQhk%>3j!&^k{=ilqcL!Ltow0;a~5AWy09CjwFs%QRt(h*xy1&~ z)zcXaT*glvuf9t&!czWl-K>@Xn$k(;CtTuPF$t6fPKK*~*kNkpe5NlY8mT2EsRaAu z;3So1r=2jH8M`0Lh#-qW6X##$S3B}h4;i+78$K&PcTn!6`gW1i`W+ zfpTthmWNgp?X&EII4Kb(D@6fMJb9*_Ye z6Ux}-ZVZk)nuBUE2TgxCNm&pAkdSX)(ew`?CS)T5Q04M^7|LS1K4+fOjzLMl#4M0; zfyBnsZ@cQnO?B7*059|s8V@C;wCLpH@QG7XQuoD% zdPJuCs+7m_e8VLu{)ZF$ry+p|6{Y@Qj*82ce}VP&X|*!}4GTK=z{F+jqcYbx1P%j1 z(tQ#L=^@SOlH;`eBPQ`0dZHe}WoKBu^xZ*tJh{ijBpm=If4oi{X(sRyvQZXptL>0!vjh)L6?1}8qVMs!s7ve(IhUp2)&+>r>K5!$i%Z6*O#X8WvVYy8`QbO z3IHm)0@owMgDs@slg?%Bh{tq#4bNaF2%*fOZrNrhucTK7cku(R{AIhOK5VfugKr!i z){gka2PZ>K$KEg@d1sp9ctPYn9RuKo&H(N(Xw!U7W^rjwq=|Bo8gecr`8c zvF>vQ8Vg|V6Q6*4WajwKd>}wha?$}LtKS^%@L)PcPDHNUV5ig!sd8y~JcQJSmz)4~ z%uc-V1{4E%%%>g?)Yy7`lOFoQMg|%ig4UJ(KVmeE)C1*nxI+}p`7%9YlCt3L-x#zJ z(iQf^X|x!UHysabQ(GhN5aVisG9mzF=*{@bEr|t_)EmpegWW#Z^Wul(PsR*~i~5F_`st!DM^fSh5*QiK#xLlc&d?-lVi||Dsf!A5l`Y( zI^P)w-*NGp5p!tr6^}(hY$xnr+Xgw9N%(8QEIlsjdV zz=Z~!VAG8(e9I%Ej)&{*16o5eJ9PG7Q->X5>x5)ZF>b?NR}*zKu&I^Sfzt#9az&Ot@^h57-2nTb#Ev?P!rWn5_AnI%W{T4CFdI|_VpwZg481QF zu6y7`r$c$*v=9>nOXwswiFcCRSscQB?Vc?Km(iI%F&0tAQx2#BrXz!_X@KLaHPgdd+rKu|7m zQu%viVNOzk!6e{kY!8t?x(p!AfeGls05kx5eRO=!WT_*iG(7afGDI2=X5Wm{^OYTI z+v(7C9{S@J2&$%t&5}1YkkCpn=sk|vc){V&v3(Qn$o0a=@<|P3Sk^=eklA$Z!iLGhTVS@nDYW_i|;st$)+fZSTK_g@DNzU41nTsa8bCS<{HVT z#J>@US99h60CICDl0Pof7@G7r6Un24-yi6=u6f3=MXJBPy#q@Tw*zxp$dG~`q^S0v zQtcA3f}%R}j$7dEmfq3xi24;zWd8sdbUH-)R=ULCQV9bV1?&08!a_=2WSH|9nOjei z3dPq8o-^Q7)>9EN-{&`gsRx)L zd}PWR!PW5@9Gs-<`Ha0$JnydYmxlshE@*v&Hg49M%L96uGvhA2k#4QqfFL4C7@|e^ z&5$l~zdNS#!b|>7n29DyKcu1QndXqO0JWyhxw`^9db{$eSOC4c^`s$~u=d4*Y?`#n();F~)J4Pj z&9ok(9}AHw);6oo{9pvMM|de1)5*L#Xi8X86!*(59ZGgafa#d7F=7LVsp3RFJ@EMn zd=~usR^vMilrVO!BARgxmIQm69ljXwhA7>MU)%V|Uy$GtV43mKGlU2kAd;t@MB-E6 zAZ+kHCl2VrL1RIajFFj4BLq!CXA+9x`jnbuuH0d?Ux1PDF7i}e;1A71J>-JF2yz+% ziNkUPbit5PJkn*T3&@ESNWI4ExMq(?2s+*V*%nyMibZ z?Kr;4f-N%t01TK3He^3PY&?@OJl#Fn*eTahHw$Xf$dE%K-D+KNX7SxFs0r@#Mre^} z4yn`U0di@`9`S!{jUCo4=2<+}41|@T{Oj^EX@Ib?)KQWV5S206Rzht0A7%jr9XS1< z{{Yo!uG`Cc{{U{_I#&eq^(W#T0z~z6&ahI`wwDA=L{aM$npUAVm{0Vxq(YF!mQCuJ%*QfKs&BW*!;3|_lAYMI2?wZbgrd% z>O{}TAvL4&rk7B(^D zSgTl1a{3mt5Ntv4iNYl7Huj(}ZW)f)$|DRd5Mb159pOfRRSEbo!V(G|Mw8siI#mlc z_&YrWLdhhjzy7B$Q7B|ok*3JlITm7WF^(++73upY5Ht{4DYma)+sFWDAn-lqtROW z*CotVjVbT1qh)zwLR7lv5RmuGL^cR`zd}xV8(nL6&-7HOpi)PO*LlXU_F6;YF7egX ztcAVgGE%9?6~w0{F`AFNSsB`ooNz0}CKJflTAYvkiuP-Wr{4f6V(rm8n4H8^xtNE! z7!}ON{q}Dzosl%?)Xa4z_P4`~Dw#vDvIj@eI|3qW{{Xl;5qt>s>iQB0*wS`! zF1sK}=i0&Wz2@S`-Ev55+h=dfwUE@}x| z1YhU~+!Nyi_dr0uwLtgU>bHo@?~?xjT_)vb%as*K_r!omMwncBYlz$6aCAgeqL@31 zygehpY?5K>VTj70-&5bv34kWpB7FMKO^(bo5NHTKvx%4Q(oB4@?0$p`c+9usf(n$U zXTQ!91f3Ix01y-h=n+ao)IOD7%- zaq=Bw2!=X}J|hM_oDV48TiC}7=@4>%VAgjAU9d> zZ=gvAzhGdk0ISe9hi8Il7TJjKoDcA>3~D)lj5c)3z?@s-_YYRT%XhVz8TtRry8hp{(j{%iasVH$!b#&RE^vcua6f`WNkFucsjj}oJvUf5q| z6d?N^hJY-PT&}wq;L9gSST0aD43Fx?3IW3aNw9~rfp(QL_v;_w`2hgrmlGuNEc%b_ zGKAr#BseBySjssf_v>H-ssrzU?06&i`cK{6(NG;@9pN4)3>Y$;hZ96UKci?!i6Lqq zFWUlSU=t$p2A99krig^m$v*;}@c_)7Q0PFWsrKF$C}J9y6bbE=$;A{6nwXt&iC!16 z67Evvy?>x}@p29Tj-$RfgV?B~0R+W1>59WyfnanGxs#!~Bjpe36r%79<>D#GB0+cn z*(>{k^$;N?a00j!2Pg7!J-(1qN(vFQ9P31)GJ@@n{l1rY#-A>JG1VpB^HlpM=m|At zub^wI%3!h~h@MAN)7B4`nX6i$liIXn^wiv&Y?yD<`tX#N_?Cg#Z$+fae>fAtV-uj!Ig{DAD>6+d;gUWNLJMrpD=h z7RTs0{KTU0q3&c1>HRXJtV!3?cBJNkklxU!#0;F!aMyn_{{VpDvdY`gHv3^b09sa` z@Ke*C@&ccM$N4su9MZ&joUJO)*oS^e{WiM-MY>OkPWZ}*Cn%9FN%O+~-dj2(_&w(x z;}TM1un>ssu;Y(VEnw>UcfZD_IKl=;tPin0B53H8do_lFSdu-RdP(3In40?5b$prg zd<)HD1D?4a`uO?-IZE&+n{zyS;Ut;6B_La%R=$}4QbPPC;lx2IsxRP{PFjHe1c*Fa zmrz8)B5e?f(LGMkg0m`2Sj4WY2{iH&m-;jMc7*=`SHZUdja;$+00(0lAs|FbK<+7i zl8EUO=O(LCtat_dupqReMC|%JF66mKJ@Dhsgg#7+5kEA&DpGryTfT>u6e?U<-#X0a zBgk-^nD&uM``u$~gp^d3HiWeCk=sU93kex*1cWdkNf1QRI(;siC98*=Q<;rx1UCMOc~HZb0!U&9+JRlQf>GIqp_HCaS7 zf(jej2YATm-Prv)q=ukNmVIrY!nKYcJPKbdZuvNni0HZ)#KG*Gx z+qDw|B7?}aJuzi)l{yA>QtONpS)h{Wj7>T{6IOaNC}zcg?+DB2vR078L{-dF#@QA? zNG9G9%s3)S86L?X%fsW*n4=<-=@Yy>L>8Tb9Y_$H^(RR9`n!*c@G6RfR^xT(XLJxg zT(vi-54WR8sfr$G(=K|Otm&j&!99T9{{U9pexyF>mU|VrvwD!E7;NbNm%3p^6N=4i zl9qZSff9K1Tm}%7l_aQ2=#lk{NGC?}Sr8Db2vC9$8%FkI4Nk8we?IPg$rzG}6S97k zC#sWSB=VZ=?S(N^16mm&Q-|zIQwrcPc*;yHkP=KCt8w&u{f_V$)(D9l%ERKHx2jWQ zUm_)oh&yE3^#I7bbyLh_((PH{VQ25+K>J1}5K^Mqn4qo0hZ)%b_#@M1yIyab&QMe# zl0)=$Dg=QpZ76dW=U8SyT10W5u}BhB4KPPv#zzGgsTb%r@=pMWEuC(#7icj=zeF~b z3IYqfry}iinuA{2&Ux@sde1}4o7boTK`@aca-3f%^r26<@b+-P?7$#<2{ZeO9>e{d z)yRl!E|go1XWJGNe(Yui6oa-F)O+Gq$!~EA4yZszy&y>*U87}k=O=+PS0g?+@%liL zc4yJsgHE4$F z!{&xpN-5G40#~Rgb8_i!DGebv208%!0NLT=wh>HBn-sp)LH_`rwY2s9l-Bq=#t^_M zsNF((Q>5Tk4M5(dGaOk}}FQ`9AfKj^|X1j{Cei)Oz83r&#F?@l*RWzJF~wtppOUUdGJ=$#5 zm<0p|gI}Wr)5>WHS?XU8smLG=_|L<$FGw_MhEj%vT^#ENz)F-$!Q<7j7pSlf8!Yf} z+oi#_Xl?Tu^N=IyJ485=Di3I}-wJVM2t&$LxMb$S8HpB{xD(_kvzoGXhD;WDt;>th zdBy1sqqm%?GRJ%)o0Fglmu^f2+`YQ3%f`(aiFlTxazj~R0-i(_!q>I{wkUX-?(r`j zp1RJAqe^>It`oZg-eT+)*6;{ptIOr*B8r8W639)WUUAnT#f?fM3EODmUGtrb0izT< zg3{hRfaK%^c(?PL&d<_Va1BygtpL7O+?f4|L<-J;>Ich@7uuPp1hK+iEH9*wXp-}T zpqN4egWdpwA0|SDA@F;TxsBE~WHV9W?~=}f9Vi^-;-uplIUdM5C^)A?)3*x9jL6uh zMCWC1ADxlNHMzr<=p$#%+fb0!6sgf0{{WB%xjBe{#HAhJ&xtW9WnPd_a=00Vl)ycL%NC_e z7HfAso4J40eoIzy->hx75?}k-~5YcXlfv=O&5#y&r#@MB|2_(C%qIq$E0`)x} ziTYc8u_rY&7ZiK41-UJbLUuY6`hhVdx+dRj64VZ@84GExjx{**vH&TQ!J}M7-7_rO zh%-ykEknO|9>M4*tBBAlc`r?=W~-UOirL16&x#hs*m0`^R|Z%mzY0B&kFB1{gPXT%3)5787M2yI~XWkl1PoxLJ=kS-mwTJey|5K8QMj z_$Lz5RJRsBe|A)MuqZ5C62uu>G89==sshUuF&f!FVgKF zE+}0v<&XeWh}mT81GvhhPTAkAawQ(T=TagG+X8JZ$f-Nf^^72-0au_}Kd zK%vGNFyI^?q+*1^R+>8)_ujF7l=3z-ov1@&J!sTbrMX7tp$7p<*F8)Bns%q z$6Npq8PW!F@?qT*7>TvyGp_#tmLTu|0c(w&bM1;Qq)|s#2-73U>ncFK#X+av4r!8U z*%H3_{XMmb0TqRhKwKb%L(WyOK`F8+L^1;fR|(W%_zRNoJj)-69m82S%cagi99#g> zKrO$}W=Vjy7fI(N6gvUBvL?5zA{j_}Hb76TRzjQ-b#R^@k-ptBpnm}RXK$uRr>X3a zp6A_;M8Q4~ks?79!&=E!8n6-rh-q_)#RG_8Q!+YfB&L@fa_tGhKvqk7JLG^#>0duE z{>+#N)#0viG)kl^2ijqV?8dkQu5Oe11L;letOmLW3l zp&j#_HARXf_CeGuHeD<-BgoSGd6gcPSu3ZXyi^jut;bYo^a^rP}k2LvG_(tx64Lqfk#2Z(rVUYNQDuC?wQF6oRSc6 zG(4srOiKr_RG&+8e1I4ur34RHWFSfr?CyF-B@1J*u++*o&rFm1B-WTJKm}gd!I+6J zQVF=e=JF&`L6quroKW;QaX^7BOilvOCs-CJEiWI$f{lG*Yv0tRkd14(jle}t&Jdh> zYrbm)4y5q+KS;_TkfGF2_Y62n7rZHsM8}2~FuE)9H~Kpj6`@3Gg;q16+h!N;1kYE-@ZcHKMx}n&`aRP;^eu9R>zM- zvZ%B#%hMNC5d>;X?)vw$(oDdekLN4+$Se&7crqyrhrOHa3bn>AT4GhC9G+O$TrXsd zsCF~-59)KlNf8oIQ&l4YDNlSz&eqhlt(2+gbc< z4#zGWKZi8hrvCs=Kn4;)_N5EA7(hS*ixJX(oXm}>PjVP{J0flU6X944z641xcwH;# zmY@q=MNy~R^q*w;^lK|I5{A8FGYRVi`VpW#yRG!|&B!MK(SS}(iT^q%ON&4nKDW4f6c>V`e0KTN4+ zslFqF9ruuTBvK4J6nY7u zcmvX@ITtL~h$JMf;XwFcCz76R6T-K2obW zC9zIjxyYK!kpxqSosu~AAGoq@fJwLpuz-#@X#97NMgb58#G#1QB&kIciXVK2D+R(d zp*4igpQ%s6rI}c(m*d!UocWUkiYO0sx@Og+;gw zCq%++*`DJXWdx@XC*n_h5C_!TX@Z@4^NSFi$Fqh7yPort_=c2704dc~7|3j9QOO#T zyf(OC)DB$bcitF^^Pj7$?LX5485Inp5Ju)_1%ZW;I+=uVg;gMGSa?W2G5&4D&gB6KWIe-b7zx3{aX)-%L(cm$LWd zWP-<#Odl$>8_4!zQ6w}cM^89YQ6!5!^kn8>-@fq54W^23F2E!kNPA8FGDzvC#zuMsIyvB`0t2LY#lb$e^k*dO{kpf{ho07QOh&t=PEZ*6R^B(8Gi) z%@*so>Jv{x6lp1OA)8O3*E6WXZ%$Gz8cJW%zrPyI+lJW%!uw{zvoQUY`e_=W4~c-u(%Bdt58PVGPh%9KWTJYV zC75E+QUW4_e*XZs79$8r{{V^C9UHhlV*R!0ek_9|pgzbr#UwDJLDK^f4C)!3M>twW zxsM~q(nVDVR$md$8ay763H3zERdoBzG@qVQre>i%;|`gc{I6hru#t0YO|(HmHzAQG zTC{Pv>5Qn9w9km18?>M&FCc*!NhuAYDv?ZSKoF%5jq&e;Fq{`2G34)j2E5uwSm}_{ zJW7b32e+lKt>vk`1rmH>{KQ42{?Z(hyrYC9sW592c|~V10Nut$6j388h#hMII}{T} znm%F4l{0H^R}2`bOi?8%UUKq{979gq4#&|bj*%Y@JH)s`0uw0wYrpC_*Z`7M(uE~0&~e`wQ{ zvOFn|54Jzjlq~o0uD&snY+$k;Wcr$7n5UzXM?%#Gz@t=g7@#QtdVz1g^QWJsaCtS- z0rKY|uiD5QINPb_HcVw!0$RPtg9U!02^mLFuip>boWcsBMjnZX#uE0TQyt|Yl%>I; z03Hhc?uxQ$s7flGkvwD|T6Bdp=2-eQ#L?9G(+$aaDwj3~>XN9}=wwnQCgDc`5@k;J2SW9`!znSeSm3FZ1knG6eI zQb+bbU@*3*RXi|p2_2Mv3;g8f&g5L*E|@MbSr<}Td}IlNK~FG-I>s7@aZm4|`(P$T z9JA3N{@G0F`ZP()>&pr~kP-LEs^_o-j`aSlcF=9Y3K9xpG?hZ=#~XpWCrRVkf%@{o zN1qd?upo%;q?{(iPNOHI-QrA)62l;!P5s6w)TD_!L18(+ML{`yvuW)*OF2bR zBCcZOr_x}G?;D4e2fjl>Q;BM6<#E?os_>v}N0lFg)Bga8f^n1zoTQW)xHq|vNQmPo z+G|(Ic`cd&0umdWbYx9OA{sYt1=pboAHN52V9o@lOGjn$QQLX0m1y`y{Ni&>xls%7 zdw$Y)bZ2ci59bs@D0LLc)_H$cCYmR>cywf`xeWEM^0SGlB2At!@OyyF-(Hyvh#7&|^6=q+QgNC{dZNCIW7E>Ti<9f~vm0HpBY&O$ER!je$s`N{#?CU@G6G5kJdu(Q4Iz)fWf%SooI0R~B4E)yep%C)mZRX;6)oeiBzE7tc+DugjXzq&isOC0ojNSyJKw5%rMf}`*H^oXh0hb`3h$I~VN z1tnbt3Gp%daxam*-C*Tb8tfQd9o@dskvlo4cUNEFZrOAoKj6t`(yYuR@~7Y4cqY;k zbB{Iek{q{?vE3s70K+wK#BvxtmQkQ`dOK=lq=$BX`Sd)Kb`kN3C0j&&hB9esbbKWr z7%c}9zsvaPfR&tNKJr2BIZsp2dUNi_tfQa@_1`Clq_%Mu!{fdnZ-R%EnLZo~dleyF zDY!AQhllQe_ms2FFJiixt)V4`J`ZhWP6Y9Lu~?WI5Dur4DM`%+9C$%k4yV30g^FQs z=NY8%nA}`!gr0B~iPbOX4H7e|f81zP=!*VX4g!$`_#_E@=BR8T0m{a>u~Jq8+Jbk( zGKC0z`A59r6tb03@1e(GY=EBwv*$FUpg(Mwq-L5I)P1L}3IsIBhk#ABM?U!u6rnVp z&(=1}%d?ZkB&w>tS^5en1!87_tGM8LOzyj?8e z%K<&nhem`JM}$me(5H4Ec23%@zmnnT;--XtShS5?lDl&{#}ZHy@H#mCf`QcNO;d$e zWG|HcVeFEu7~2F{z9b)UmVt<=5ur$^;|qeIS3~wY`~^C?dmo<)6@xX9mQJ?6kI|Nj zm4XTvq~T+9Tf%6D#1iIlMF$nIgSO+}9ukEvrq;uWlgAkn7tj$%%tuv2*YqdSHr%xd zi7W$d=Cy<9foUJs+$W#K{frS?_6zeLE?-Pp?LU)XP$;yCr1~B+59BYIVG1qgW=KUv zOKjO&f~Rb%h!FEUGUW+t-26VU>+mah7UWhaEP!;w$D{(R1*@Prb9Du|m-n4uNOJlD zf=wt-ljujX!`uix@x)V*PM}Hl{ktmCR1B$smG~GVLjlEpu#VsWjxXO3k$s=$n733& zcDYZs6XNoMUB(S&!PL?LT^Vr!4%rdxq4vXy5?S2EFPvaH^>O`la5y8zfn0ETZv`UU zN5LSQjxc&%VGorsRF`-BVf*doeWxTVB4(M^xH3rUf%1N=XWbFMj424_VjITOxrXQ8 z5jSQ-?{B^l;Xr=LHCPf776^KQ&PKE*^xVQz5jc7wJ$S}|mn1A+rR{qMTv_o#j}x9@ z3UnexC!V;o?$UgNiI{4|{4RV@27Jy400w}7_WkV;EcAuboCi*LLUE%nY=~MFKdH)2 zE{1vnem}v$#U=^sfTV6LuieM{M0M~1-r$P8IKT5za>`R*zEClbyj`50t zi6rilFq({(?Ia|GZfs;AB4j)1L}B;`TYSH>kVj28M^ccF2V}aPFo=gOH%-T#KTMHg zfdoz&!M%z@ESHf6D;RZXW8V2&o(wP1Do#^QWKe8|4sYOD+P(=IhD>CK(Ca-P zj7Ha^_z??ibefr@>U(3+Log=ZQ~A!UgXh{x5%U%MRmGCzRwlS4ir1QJE~9jF3w!Tv z{+}yHeEaGZb`bZB9G69pOJe^39r8Hlkf3&pUR(x`i;%t#3?y{T{3J4eHwpsi1$g}g z#BDtP0Lv#{Sp)w7m^#e+~{uqNov9q@yp2{-i%pbv{i00OT-xFChMNh4LBy0K#Rl(-M{Z<#NxTekUZy zb7Sujl({ITY?n3v09^av2l4(C8bLZYoD=;5V`poQcgmAyWL^1~K~{ z*-}&9PSYJ*jG=>owzy@-PqrwMwIm&CZw?^{!E$Q>)Ar&@K@+k=_QilFLOF*p;yv(8 z0JWji@^PCuO6+tk9j&VPhYvpawUG9aDccNugCcR4I5)1VDQ znlg1DfDXW7dJu@LkCTZ~xXNtxh{2>DQIpQ3F$S2e{{ZKw1gG+{3j`~#8gpMz*xr3p4^>aC_yh5XG*So5JrZpu?>)W#G5C zVTmI|&;w{CqoLCjFL0Zh3rBFyJk64A)Hc4cH8Nw&nK^C^=UDkbm|O-vKd9*Nce07RqSvC6^cE!*Poaz_6E(h+_9dM3m(*`Kn( z@7kq3(&+yHo|58N&IBkN*n_ir&zOZke~8ciG-vX{2_pM}yD!QzXp!;Q33%#ETz=Fu zqN)lx$oIBo@Xe!COEhUvqZ<7 zo;HO3hZTYzfTb{?b^hK+3B(CJ{{TVG+Fgi#%YNAbYoM2Kz>IY=q|Uj?fq!XV^lJk# z6*qencitY=F-bkp9$U+NAv8Le`FpdU7|no}PvY@1NkO>tPrgJl7D7M0o|_&qtsbEM z4BFiZar2BQ*31`_#@sXr?gaVv$4EY3uS42qM9{>1*H-vpGHKPK_TsTvm1r;5MrKD#QO1VE5_davPW_P zP|Bg`V00X2mK4c;1WaT$1&AnXc0e`G@KYTsJXRWGRYGQE9oPWEm_iS2fzjWnsailm zxTKrBjuH^05zUzY0Gs0%lM*sXv>BbFWO&3xTsmZXTkknIym#3c=ckv!W5K*gNWv$= z4hT^wB1zD-4jdBP)YAbUEOt*A%LzR~9_*-1N-atkL~f*G77<#!KXp%b5r8;xY!45y z`sjv-+2G_f&LlH0H-MrOwN4L5MZ*))9J`3Zu%2FGcX-4kr7W{+&5#`d#}&57f~V*9 z;g=;nMPFwQNKoh-9>x#SaoSh3j!;<2LJ?s--i?tmkwZWhN%1)Rfb1!NrcXw}t>hjM zZMUr``Fd_ahq5Qxyi*lAOo3x)^oQbMV6vlh*x;Q^AXr-Sf)Gh%LY*34IN(d?gVr^y zDMf_-@v{qRlp|V)QGPKJS}!!d$I1IEe;Oa0;$_0&pKko)9bm*CW}Gp=P*K(WA}9-8 zyg=o>Vl0#$WTbGII6xC^tR~>nXPfhZ`>FSmyTHO#wz5Xc%0s~jbk=Dzs4wPIHG#ZB zl8X#d#P9Zo%!50v`N!|oF{3||I&hf#hkQwCSs;EF-y;H(*~CXaaK&qqv@M`~doo#q z0-xyA;kT7ChI|j|N9@Q%n*fiqoHY|K{&vIi4hZ(0-*9b3_d zK{Uk2lYd0JONfzRP1-~OK|&s}_rd9}?zQTmXGx^FdM)I>jS~^fJaL<5>1fld?~d8E zEqY0$S5auvj}8e1iROj=hERbAfQ*t-r66m{k9Ii-B2{{TL*^e3bA46WW^@10cj!&8u&nH!h+%0N7P z02A6jUr2JaE8iHAsn`O>$<4PI1P@Xu_iAwX%-FG;Gz7`lwoM6BWng}j{*9g7N3n5O zV3e%f7)Z4-EB^qvctg``)pq?6)RX7->Vv38E~z9lePbP|1u`(ewbn*9F&#Nn#&{`9h&LMI-jAz)1TV}QwhLzlyL58=&Y z$Pec^5&r;AFb?r_OFi>^67C5?4YisvB08Uk;Ap4cH^;t(9@&)W*`CMuto zB`NPfec2XA(g=(EopHeA6K{F#yT+MRAPRS_)nTR^Q%ISJ#HG0v;Be1;FeXGA{{WNs z#js;ClFl7KyF9Z`92g*m^G@jt^%3|GwTkuN_*nBhkn!l+|5XTe$0C>qa z^0XdQ_HgG2AYMJ4+y|&T2hKr72h;xm!H`@9Z0Zo_Q5B+p!gzk^{{V8n0d!_I48-Sg zCV2XHD+xD!6;c?Rj0h4yLr9dKe`x!g zC0I&$oOg_SQ#w)9r@@OQ&`y#RUv8ha1{0}3m%I7|`u1^8z!!uVckd*rlTz8~yrCrq zuf+Fgifi=9+8$WRqNLKg@L~yZ5dDGtGq~wfef&4JJv0#k5|Q@FyZ*gp*>0_;z6vYR zh}!ZF7(fBgAiy*Sf;~dg3Eu*MyNvwB55t8+UZ4752Q(7@0Ni4UHUfV50u+*0h^-`j zz4AdZ2w>hAf_P8TaYF&A)b%fSFGAFb9_jlS5bxxi^gepAgrAfz!5?hVqtwsc&%^-a zg1O)S04y-Q1Ts1jX##$Kd3Tzci9DB<_ifppa19B`aqL3{-DcQ~LEodlWP^~92H21JQs=ZqmRVsH4o z21%xxI+(%XAJ$7FV^53-LnsK}?~`x(UGS7Zwf_Kyd!e7nKgLU~S0bk19I-r^)TBUY zohq!}8KeUqzuCMRA@of=uCD706?|D8zd2w9=mx)D)~4KJr$FUnA#uPGc|eqvZQaip z2ffauOURF^pC4yZKUiuoZsUIlSigh10Lx< zrC3I=yj|-a60NHmp5(Xms-ZB6LWQ_-HBy-#NVBUx&KjQ(OA3-=#&Qk- zlmvEOXTMy0Nt9S4r95Yva+dq=H7g_c70IIJV#-*r8PTBN*VO>60V~+cYPz7^%1Ega zXGE27FHvKueE$7$U?MKN;;qMr*bL4lj$3pk>?(hZoTy!HQu~0Tdu>APW&*?vg_}d~%u7S#US2!?OuYkX3mRrvyqZPJ_W) zW-G26Y=kWk!m%;pa=at1=2r3ItutdM_7g0f8CdWS7{-l9ZHF-k2y;I1}Jb9!ODS#`YWw;|oaRbNrEj z2yUf+IQa>Un!flOk~+;~dY7x-57yif)dBa%Sf@}&=K`5*Mh-VUb9Y#Ak2=Myy`P$W z@=Ac4g?5ttvH)a*O8JcGTcUT0)T0S*R9$6Hw00*FD}t#S;Om61*+dzO=Ebr=p}Rz< z9*U?69e5cASUo}*nePTYho6D*jwGHZxJl`}QzGo@r)!G6d}0D0`oU8#hqZRAPbto|^XQ2;X}zUZ1paG_vwIXb(>Ra8VI2^|?q%Z(`b59ibZ zs0Pw}u$Wz7A19*VKnGD1fTbD;_4|VXvNb^w1CWCiF^-jY;&1c%1NHu9yfyEU$E#g` z2h}`c>4PI|p&1aM9Y>dsNRg6Z)9%rZFPZQE0E`~qfVhT(XwW_|Lg<)Tv~2EMJNmJ} zIrm?jv91rH`H=Yfj7TYq+;;>X`O-WSW`m};JI3NeOi6IGAEhr`l1(|4nUkNvieyjGppgliQ-LfVEkfMi9r*1D{j7W#>EyF$rBO0JLsi_ zk1#cgfvO^nI>tDQvNO|Sl0O+TbSOA^HspmVP@VS-JA&E)@hO~@Rg?;jCGW-+C63-6 zP#je6JiKrIlku#Cv1Reu7_o5*btuti*?m5D(b< z97l1&kGD(#LB$^ji~uO6PLUDcrQxPO**Fj#a7_E&Bo`1T*^8655i}40wk{?hO=N;7 zgmhNoqI=-*yDC1%PB)tbb)UjAEwjwY)sh5fk`EJ}DUyD4oX|oBRrfRZ%{1D(hDp1G z91JPZ#7Bt2;I7zvD?M)cj9g1fN>kSIBxI0J^>K|8?7#Dwm|BeR(e&qX~`+_b7mfP z9^umhN4#=y6aC&2APSlTYmH469);ik07f8TtH7evu~<6=_c}3f*vZW_P<3nGbDD*J z@%c^?hfqlQM3|$lwX>us2uCxNHbi*zt{HTblH7uGc+a3k1!z9r-i0oJq@C>Oo`Zwv z1xjD(cxS5M3G&LHlMvZz>Ja-rm3PtG&|*LR0T6@1g0vU52>}+&kLM>R<4^DW0~YpzTP8w67)A^!m6g~`D&7lnR) z%s!d)d`;PXlj-hQGzERYRNt>3vz1a1d_`BBf!vNAI!9il9rZURV0s>Wf23uTC;KD}FbM>WqlRU4TWy3CcM~PpIAt9LK zqdFt=oiGH+?pN)I^?0Z6Bxu13nPdgMe`2l_BlEZiT5>=pglTwei00eYxT?DEpXqeXWU_gs>NOlLyC9_TB7EMpL zKF_lsPZ89X>>>qlj^D~#`Wu-Ldkk)$`xn!z5^^}>DB0bSGPxL!3xWYa1KSM($P>WR z?U2_>#ZE4Hy$>|;fiD!LxmHun-9|H|AQU*@`CL#aJu3_WxrxfomXIP0WxH7JqIrhf6oxY`_dtyM^PW59y_ZL`t_9*vj0VwSDE$Pb1UYH>7LSwk! zY(KD+A^69Z9Cw3W`FmuRte`SoiK+`Ujiru^r~?{Ag+&W}vQ};r<}VUX7=4At5u#ME z#)rh?OGL@SiZvC(?S@N3u%=AQID0+V4lPW=#!}X;q&}fIze$pNrk(NJjtKzj8}XHpxzMM}E?WNp#HErBSz5>f zJ2zh-`N5ze3tJ6);O=Bxp&tZ1fcE+nfh$W02d^=fu9W3x9zy+xZ_;aOAxk9XWT|np zqZtP>1v{Hfc=W^6x@BkcCg+&4=zAA|I%rY_C9CB}vna(NBkq+E135KEK;z}#U* z#*v~CJjv?dgn)FGW}TUcw(V#j{AAFBVlCb{cz(6UEOe1dDD0x~(6xlU)%HfY%LA5( zX(&W!>l)q)-exu(332z$Q0iooL@;l@CoX&xYzNyF1Py?NEFs!!0Uku0{{RQ7;5L)M z9ALLC7rMd8Zef?z{n;$!8!i6Z?ULBqoy=!8au>*DCla7I9KK$${3wA63}a{%9A10S z!{n%^xI%YTjf7!2$%rk9Xot=z)8ceK&T%@4+UNwUhX@W}yPABt0xlv5Y+*|Cj{uD% z2}oTA_c%VYI#J+_jRXQuIATJrpdT&_)npO(J!9adI6bcj%BBARi+Z&zZ|IKr_iJPA zkTeEiI?v+-B1$So+bHXUB3Zggu%O875@fj>#vM!Z>*6o~1SCNdsFa_i_~exU#|Yj_ zMWbAk)9iXGHW71ju@mS&7OOeA9`WhD`wt=*^aUTv!zIX$L z7cYDi!vSJ8C+ig^Y(wF~(*T5oXS3rV0MJ40`k($moK1BYjP)=;&|E_=Z|%wc51l;O^fFaBdc?;o81 z0K-3W9P)X(KQ1^a&)>J9BOSeWJqTg5uNRH^2wc1m2P)UyPeIG8)&g|i!Td%lSrCbu z7v1C1SUO3$aB@((MhVc?W){a;3)=|V557Nl1~3g00F;BB9pnWjsD-ZXV2$&RY!xXX zHv{e82%M4Wit5(Xj>9%I|8W#%B(hh9H8;0J+Za0rFqDZp&ikekF&`Rrvavh5Uyx^M(d zn*uJLo_A&;2t@)!-lvS2%wr#BUd~T4(O-~}>NtoqP&Vp^EQAaqaSr{=nYA>G31_Df zBt}P$Z@d^EC`B9->_lEdJmrD+&%?5{CsQGUK`sz|#0)Vi1O(CnW}71&mYI=Wdc3(- z&v6W2gYl5e4`2Y3Pak}Q8JI51Dm16#9PO_n!i2k6WcFi^W|ZKK88CPFC-NC>*YoG> ze}T=cgzqvRW8Xf;e`Mp3i%>Vxvy@oY`G5D{=$I{EXu*Bj_Qzvi#9zCTfTPb6?%T6~ zYB|)`bxl*gF&Q3LXalGSOoC;OC%jNbq<{`4bISwfXPDK%hS+G%8*WykWLVJc0uBFcF2+7ZF+26 zlW7?MIQGMfX%{%};t6S9bSOeb=_hx0J3!WQ=dD;=1S0-*5a z?-TUK-9I-T4$K{|zd+?b>q;TYMi?A*%ui9rFnGb5z>fifW>V}928te-#la+y2|BA` zN}@#vY|s#c)wEeX#RKiUbl~cON3U!GPy)sTx8i!WbCIJ_-*A#d+Bc9}LCe989Sr(7 zKqP}H^M#lf4Ya*!uS!Qqk1QA+iJudL5%IVPqN9YM!}JI~SGil>F9@wG9!}qeN*Q4G z6TXv#^I8L3CN+TkAg6KpIIRNjrUd+~ocgk8m=nyp$RnpjTO9uY8?tOMxglm{A##nzOHn+5mjOh&$?uF} zYWtRe$?ysAVIXz<lxjx z7$!aWuPh=KL=K(z^(NXu?1SwOf3EUOsw!b6D%`cKfAbPcHA9IOS>ss^Y zgzIJZ&Gibw3i#oeP!YKTXt`~y9BqF~#B6v+@%tDH@G1UgF?LI_0qlN(QIkW7K4LO4 zJmP0z9z1#j#9NSuJdvfAcw6WG24sN;eBUO=hcC~SIdCIhqMn$^F(tf5KF(9h!H)!V)GHMAA=wvQ-loYq2miV>{Rl1R(CSgj|e*G(a~JtBu9yp ziiGfuJ{_Eshmj!UPP{twLch zo1kkWMZO3IaAPc~5L!x#?(kyif_%cgvOygrJ{*%MN7zSUyI(@e1>b5_8yW6z0C*eb zR>j=C=}&K?NC^lcMnFjGOQP`(l{PFh{twtn3OhVAo!WrR_PW zENO))_k?%)e%owPpJykbnC|c61YkWjjT1j6M!=!cMdgu*EV$0;qom$g&BSbiE%zJ1 zu|;=N4)Yy^Yd`rGCpLsq(n_BF^LoZVN2ME#v-a(&39TE#{tXxx;w)uiV`q#+-AM2- zb~XKM&AVFo;^5 zOt{_%p+M>e`-jeS>PYSGh{cqKn*>LKAvnl~gkz9CM4o^U5g{ET#!C$)sBL(H^oJK| z37C?43j;~?@;H7|jU;PHlI|ET@*;iUG9(}jbb()>Y9!c_QzybsMggLa z(U?x6eBx+LrqFQ_IY7}T2a^tcP7(G()KGI5nY zPXX7jqejROQ^T|Lj#U{5ob0rcIF9)l0uLQ}z5b&@P`e~zlDA2;jO13;J+gf^$Vz+a zE2>~^+lT>JL)@HTgI>MEufNd{u|2RM0Zd!f4Lp#b);yzYH_RkD#Dq(L>kP9~u*pSS z{tM-OoMVM^kKs`{ITl_m=1zfHoDV>$tgUOtPT7uHX!$0vH$#Au#{HUd>7|O$+76-6 z(~Rwzw8Y+yk^N82heh&Kv)E`P1e820CD-!Or2rx+Eeq|lw=y4nI_-oR)yaC0<{$UhT@M1);SxirQ$RJAD!DjyW zsSJ2Q5d||lI!CNjK8ga5_`&25LMBmEHzRq)FdY&;*zKz&#L;`xIS>Kx@H>s>$gBiO z!ou<+R!+nF=OQS4o_zSoDA9xxR*7RD^R5VWz+GQ*{?R4_HI;86fxbtp0sgmF+*P>|#VE*E=PTW)+-E9S>s* z)<>L%S|fohKQUPG#)n@QGXMoIJ$F=nv~P@BHSDbgV0fjX()KzS&Zs%JrxtR9&atQ}mK15Xgc6B8Y$)tN|M zE4%z^{qWXE;1mXxCUiPVxSfcOfB0hDOvT zq{34r-HIk$i1&IQTxOwsK6dI8$&2 zb{P^IdQ_=gGArnbM3KqufSXmy@}=f*1Q?Bhg5<@|#Gd$^Sdav!p*(XQujvJe59)Wq z7WNxMu1>maa{R&HdN3S;ORdTYm#hB(%tj(&!PB}7eHT$kp)t~T^d>T;>#7{q&~FNI zW0WlS`dk7gzbLZ0lNf{|ZbT;S2uhUaIBLVYx74K0>Jt7V5%Gex30Yyu_b2=rv|^Fg z5P+fCju|V`qAA3P9(aU|y9q&w1LW#;I5b3w$faa-CVtrPssL|#r^$(>$pmlFQ_cqk zo4H?)z8!*=AYiH`4ToHexd9{4ee?3eEoR3){HJ^aVIt@V)*N6O4`h5Yac9O!QA;5b z^y)}D80aOKTOpn=Ez%5Zdm~OI6aa3tKZ72i5U^^c^1pnq0M$~ho4Ee~+=tFJ3(Dq} z5GuIn5F^m?#(1hP;to%rK_e6=WJwQjmow7|a#^)@tH5A0CXqcUeo8$7PL~YIPa8e5 z2;paJO`}8`y2VnH9?b6OX7Lm>frW>RQO7w|ad99zRhBwOx9`e;PKh}SG91yy-ijb} z=jR`r?ofA#jDZQQ$?14MRDjghj;2HhKt4aw1`A36_i(1EEFW{}5@922EI{)*#Q|lA zO8W@(8STLAhT`Z%yZ)Ipf^=^`@z_lV=nPPfn<5;ErmAqFIURB~c8~8l5Dfr)e(Z>a z3V+Rh-WoVyje;*yC-eFO*j*dAX3esVov>?tWTw;lbf)I?0Qr^x427Q8C8=smfFzp^ zj1(fGb#0Yis3^gX2OL}#$|{51g6d>5xB^|~avKCd3VUwI>n9hQ1sj$Je?Yis+EOCa z_i&KJI5-f&->X%FrwbIdq`u^`{{S|sP)d|u=RdXU&H+c*t?_@p9Y{g#hE%P35BhtU z@vVW>agpJ~3R%ixe6DF~OJlB6dJy9l#1$$Ofdtv!Lcrj#zz;=OiIA$jP7E7tt{=e+ zV8+NrbVUcd2d2UZ3T}bFStpomln&k4!r+s`VC)Mb;(X?VD@^nmF>V&5{G}e>;UhZE z5DW8%S4`U7&-0Md-9txq0^JrAv76C7oS)y<OcEt29e3Dih5gKeva$_kC#gR@R5^Yn1IvBk3;s+^o!VkkYXr6GogbWCH#Fv;M__j z&_$5nQ+OaoKm$nW5wo9sb;%tfb|RRYcdoy-Kh5Ge$M8Cs0A~u4I@!&T+0A~V;G!_~ zG~ojV4uMCcdOBIyNrv=7fX)Y4{dgb{n$hTR4FHibAeJFPs+048ZgM~Rc&dym;5GNc zM6xspN6CU20S)d>V&2}dFor|-5+-})lGh;}rH8Uij%FA8GZ5-5E6uiBJ^? zMMPXnsr0Eoa0&hx*N?Y>d5no@9aay%bbTW5Kb$wu{!{0(=@k;%1Lce~krC1|KIhlb z&f}Q<3CN^dhlG9D5y2;MrT0hFE{45hneRBx65eJnxMwAuAU42=tyE0RxCU$jN+CSE z-Twfn&9M?~Am&Ybtnq*V03Zzq_-X0q1q_zCos%V8<>FBgliFPF-W6}=FaQDqg8`%w z;jjzc!!y|SY07BDFgyRQ2TEyi65ZU?kEBTAeLm1+Zz+d;!f@mwiOOqfB z2-%810|kU+be2B(H>4?h1Mmhq#tk%0IG+y0p8o(#fSFOzfO}67hU@{P6w|Yi7R}Zm zm7(Ydwr5x@PyYZXCKN=29Vd@DVyK9aZ9H?VVbe~5%q*J<=Qm@35JE;KZ3A53xlGYB z#?rdx;LnQ>c_$U66G;q;>*F`DWJ)r`Djva-NaT?}$@IBk4rTyN|x4>T?pQ8=k zyW9K+1ffyeEEr0!!0HT9C9$;G{K&H)5DTqeYg!S=`mcw+Pb>s(~Iv~z^QI| zK)>@0JrBA604~1SCMqTem1?=p*5E;$9gU8=LH=y6^b!`Gu=9A_p17pyS=4U))A!Fsl^gC9)croA&(uqCi zp7V+hUK)9Vy3`MxO~>emNa|~RxEYuytY6M3O*74EYo`9$;;X-$Uu8p(q1Xl#;^NN; zso-(@3M=GAkA!mvTnT0!IRV3hpTt0a>x2jk!2y9n(Yi#?oSS=Qlq5Ml9!XvnzzlC= zADloqnY#q~L^K97OmsSklMxn)_J4db+m_w2(!-?XYQJXS*R)0$KhdWXrG7ClMF1lBnkJd7$K7KRiO_*M_VO2DqmSYKxIhxVrPmz z{)y_@<-6d+D{#FD1LyrYNYPt24)F#K$OiW?Z~T1FTa1zrcOo8+Iud87N%nDY>&#{; z4YJwe_DNR-$dCa$DrDE&Lr9}UDeW)Z3r~N!ABQHHsAO|a+Zh2_NeO>1*??#b=RRQ} zJAzzybB6W+0F?kx4;d_2xKl1yoP`2WA=V9h;xieKJ&w|Q;&s*+IS(NCq9m23&HxrM32BM)F7wi;op4_sx6DKQl3w;ukwkEZ9Bh zh{uKkLc*2kNc5PVh;Af_6D|DEh2RE6KpjcO4KOmmt)QBpDUccqbceflNbl(`50xwb z0GU3j8hbCltYu0^!g9z(R^_>pHp*5<@BW&(1jP!a z1zmO2@At$S_{0QE1!7O>n$tH^ksA|{zt)L6v0+UGR6R0aLqjT-ZW+l$7-M}q;qi!h z_D{GmW!J!r+-e#4#^j2RCLeeEB>e*SSMeErEH>kV+JAIC6kf)qx^A%rN)W@F;t+U$ zXDM8Zw$d_qT;8O%FXgg`9Axa0_dd5%sSxZw1 z5@Ms!y^(|@6&o_M*qZ&WraEFs&X{sZ{J2!Sb}E^(OnUEBn7ZBbNDpq(y z*SXF`G@_^{hVQeV(R7M8GB;5)@7KLZfRHuJrU`U}uP~3VQVR&7QL_gN%(&`re_=m= zL`+FNB%hDi_gNYPV)wAXT!ia@mNf1Dj+A?IKV*GV5ZKlZ-ZzlGEfTey2Pncjl<$~h zC;chmJ?Ry8F7trn_R?EK%~83&F?A$3N!UUs5a}{@Z~~ADIslb?87Tr)lzBmk4Mqq6 z(jO2)JiaigC)iPZaYYu6JqvEnzDvcB1e&LOU2Pd3F1TIbV2#=xcg888R7nZ2IOaVc zUXeEvpOJ8TW4ehV=ujjSS3^0THPt*fAM`NA+>4puTru&Im6(e=o{sMn z5KSQR(QJ=piMQf&?T)SyG;k$>7`%)qA#xG#HH%Gp0iYo6#WDBxSIz`zkcq_y!Ng_J zW1By*_hy&efE7#MEq6f@RrU@E9xAt{fs;nN@s_f!A&rbm5p0Xk)RSyMVjbMenxXHM zEx-VqWP5w%#dl3Hs+?T}CRDw>=J-t5J z@8=NpCRnU;b@3g6pvEvp^Vv}Mne`VSSs?69t1&nh*Rcb#p?u_|MKQ6?!cNcXN{!95 zvmlC|%?=t_H%3qI9}KEqUH~mz8ZdzBmG?hLQh@B5Y%G?w&L2triE`)hb-t)a<-pyQ zLm@&0P*0?kXv_~%lN8az{x{`XSL-!P2>9a=A+b?-I8?w09c0i4^xK_$uk{+FWktL5j34ZmD=(ijfT@wK2Nqn6)+_yg~;~B z6JDoepVIOYVQ^+Z`DR`-g$yR3bTY|+m`WLvq7k9*2C)$>1RF?Lr&jt-Ihbjvphpj4 zz-94S`H z0Q72d?TX4)Cq3AJU{h;51{DV7#sQFuLk6SuC$6|YWT5IM$4e$~p&TP1rJm31f&CT9 z4(#s}_Ledy!~^uG50VSue*up4u)4u7(jbJ?6S3>9IHSPW)SCOgj|`ji1i7~q=zO$4 z-al2+ZN+l8Gk9&rse;6InlKB2>_Oiy(nH_$+@$wJ$783}dbX&rkW zG2Vg>2H5FoPbFdAo=a-U(%CDq$zmW+X(VM_kfA^~-$tBlsRa$_1m1}+J9d5yg1v)b z)Ac~RIS$$rxFgsV`1J@N&rpXu!!d)A>QxhVQ3pcxYZxsD;1l=sUTYw7+8P#p6bY#& zWRHf|X9PqwL#h_un$4U9nHo@Bp(2~XA&>`B2*8Ovkr;VK`y4O>0iZM(Fp@V@J3Cn9 zH=;d>^g?L>31AXnGMT@ajE_jWV11gXbW)qz+aXF<~JtH81m#HPcqaPKvjjUTE(gcID1X~L1t^1zI5wB-J~_lpGqa3gN7k7UUS)V-M%gq`=j z&^$cixZheP5GKgU!0Ke$N5eR|(aFBkF+O9_+(3{Tc$5DCGF$|mizir*oP(qw;!_F_ zRqL>~t{{Z8PAIH$-9jEXA z0BMu%hvogp(ZmwX2--NE{{T5Kd>a@*CY+j6UXy@1N8Q3A$e~UNgA>;nt;G3<<0BI@ z0w6*?TGRCy*x!jhCODb&mzd9nAAIzjK^586o_YGWtWOl(hWJmn*BFCG1**t_@dJR{ zujzSCdk}5!sW#_E{{YcoF;rmtounGU6h@=R?%2r_OcV3!Sav=-Q%l}4@HK})58Dw4 z&@L#$wI+4*>C~h9Nx0+EK)wkNzs?L7MNPI6cqW{XL5diUg-%;fGFegSJvKWr)lX(~ z;Qf?y-<1}w!FSQ;8Et{~K8E=OJh1m4whZ%JfSzo>Y_Cod&k=zrMDKq^(#w0d9X%I? z){MwfY?G*6_Q{7pn}67+D*$HCLn-A78w1*MOjTS_2_3BF{*l7Xi~j&x$TBI#1+0$@ zU5|h{QYVMH*r6w2!a-yB<2_L{6QV0Z{pbqp@Xf}Z&;OH5?sm@SZ!2s)2*&O)aufzTuiE)=uC3<$3H zq;32tp#Xft4VJPHY*hebWC|ksE~tm5HIarnz8oh106Va3 zaua1s1oZCs!ysozppLUWb>tjy6OFYa}WJh`{f-z!3(XWzx19p0H3e?Z94k3Gy0Qu!J$FL^L=gQgjsi6=v1K;|@FZhS471SX_A?cW^)tQG{l zuPtw`8`u=ykL3(x9Svrgib(@N74!n;<>FY>~g|3>pAuy3;J0`bM5$}L0q9|iB z7DhRL?l2A49IQtejyQYcwoaBo5|CnJ#yy{eP&<)x`f%g9Z2926kiBtCh zlBE;(H2H|~{cHXbGR`C!BuPD(!p9HDSp4L$4?-cR_^fh*{{VHJA5O+Il$vfPn~&Ez zaHZ*hu>g)w;{9;93(k#+@g@hxH0s25jq@-WHU}C%GqzuNkLMi6i0qsg5E$}h1@@eM zLf$~P3%ex2!P5mpWD!qb+rBe0Ll6@x{A3=I@XeBWmB?HF0E97pl-acLT_wVykDD#d z=^p}eAxnUBP<}A&*2$PO2_7+5&LGH4avyaFt_h=nU z7FMz@H9J$w7QkC^0vMZH;16td3jyE>9gpWV83iTOdw&@#VFlD$E#jQH=SNDOPj#|Q)w(@AR0SiH5&~(+Uu0JNH)}k#E{8YHZGL{D@2nXy2FEmM!&uBAqWv7 zth3>~1Mxij`h+DQbeO+$57BUC1aYRoD5>z`(qjv}l)+{@aQ^_I9bnr307X_G;JbIm z7GN;0$P5>eg2jyx%iIgd?V#I%s7e%|`+YKJpvKzqmR2csACf2hay7RIN%GBfew}47 zW2~%onR(WG^C|ktlI+MGfAly)^bMX5#v28853z>4fO@ofTs!&Bpq0ed#$Rx7q8<#n zdE8@r84j3SVm;>^8tocMC%x`5Q$&+$ z!hC}K`cAFY=5dgYwu#=5#?!+R+d!0u-SMLhFi5rnqjMoTiO9xk#3dYnT+3^YSurPK zG4ynf_|eAW)Any81I0c#PvQ#OPuDF8q zG7~XM^~=Cc$o@ahyU@kZCB{UT0)w%>rrhI%6(sEmNQX0vUO&OWDi%mFFFXZjjAc$^E5=e z8j%?KH}Xe={{UXbCLB8C=p_A)`949pofzA#k%EdqokWut8*~W|RS185l1&tKA-Gyb zo^j2FE`cxG6)cn}N%E25?STVfeTwUc$0>){^XQr06Auda^jzp!)QJB70MD!+MC$wI z_z$^+*0V0%2Sm%i=&w8qlFAa!xlFb190|vQRRk#s_?#q7WD)oEA73c5<@$h76>d~C zW{+%>`^UJ+)a}1f`h3ncqdd%ASJHliiIPDpQ&Y?>(@yyq4Fnz!+z;qDAmr(W$YCFR z+>lxVQUKwJ`r%5rEX%~#4qTEF#F6ShrC=a@Bk1S+e~cVITf*HA@+$<%YFn=r{{YN7 zfTGXuz7$$9_oom%II3)+r|naSup{3G{H;3PSx79>!^5k_C)P}_5_5%wEuNFK143I8 zu*`!H=>qpzem`?KbU!6OYx`dfG*meix9gE&}b)q9e;TZYAGrW|6(L?0PtkZ^~WG9xUCOzXiP=n6(eQ`D@+7R|9LKC09v?qvkPao6+r!BK}@~R*yjC#N*8;{9t_#kc1_6 z9w%Lq-#UjtbW@Ep*~LE4)OT%&Z?t6m#mp_HKc`F(S91uXeOT(=jo|cE3qnm*qutvC zAOR7v9gm!9lmdn2B$Xos5&&p!~fF&PLXb*M+{W17wTZ z-&T_J_9Uu43N))P<0b@zwL?VwMm||t0t8)otd-DmAiK#16TmWh4k~P*L`@D<+dITM zQJjE}!QL7rQ@5Mc#Gl4MvC3|yQm ztsykpZdmBxIsyjI8C87Oxd$K znvqk$LGO`EAR2!!K7_;(@!%w+R?R*0l=mF54_Ji&_3lG>`W!%J1iPX4kIw>RGWDOL zFJxrsRrkKwfV%+%B>_RC@fnQ8CcK(+SZA3C z2i>gWnfaw8P-NOmoVG~;5g17GqY1E1rHpfFV-s>Cx`prO>4Av^K;(q(F&~gT0fOM( zuO3&snJ$C>0D*X}!T^!&BIV%`k%f@Oib&RWjEgT>5PH2!dUC!VFu;J0%m8)halUX= zO4OO9?vM`?mC&sH1&_a=e!3h}eah@(2APn}vEf%s;~$hmWS=A6V37#FplhFvdkG-uS7E$?w~3`?E`yG>hJw}! zqqG8X=)jMh5;g9OvKqlXH90e&9)V6gcEg8GPl-|RE#o7BtU0uw44yIecfqpqQas81 zag~Y%dO03-gCL4Mzn6^OR>#4rw}Jx~)G16^t2mx`GU%l71h0K(AjUieRzVsNw>syc z^|Of^pFHl8ov~>+jB6wtQJAU3Cn*tu+A8-b&2_va33Z8d9U_O$XhKYokej5(-!0FS z5Iw)+E}@ekKyTj!`sYF2WQp3|;;N{f- z^hyM2dK!Kw%KDvJgQ>i3FqzQbF+VLZeGDxDM?hNOfW$yDBcN_01hNAq2__jgdiAtK zcB~b@Z#e`V2tOaBj{<|_^)vhU!Tq#lQm3{|Mm_-FOUP)$&*5d(HJo*so`uxqey&4) zT&!KX6T^Pk$Bn<4#Zv+pT@u2H0u^J4X9c>LqE9|?p020K_g<#%w5tr`pQhDSs; z9p(7Ir0Af#Cx;x)A5~YNhJwC8WF-WfT|~sD1EKNsp}3%BcAb-eS_l`3EZfh2+68P3 z5hP^aa|ECRph1VBG#g^-w{gQF4gdkb8a=XoZn%lpl^Z(bVW0`!5qOZxrW^Sahp7$i zAI3|fG>HpJ3DgWGo*kNVDm1hzzzB4uN34ZCj9_`AviuW|YkC6!K}d9Mg>11%kuHv- z4u-_4vEcaA*CB&kSWi5TaulOL0E2yt)rg}@GCgW9TKCS1z>`O~d$>bK4ISvG;hfV? zn^?q-(jaOvs}a&F7DB=`6Z8;W_Y?fLDWzxw9V(X3<0c>{c_CfGw1lpj;~mJE*gb8- zL`f18sO-gwFh)APZHKyee7ZtQM~2UAnv{_WDC^hJpz`po(Zr_bSpWwBd}I|tCKa%F zS=tPeeGc+c5i4J8Ulx-I5*0V4nGP~-(gbi9MDq6Da{C7?#9)L45RHiNnJP#Y^}`wt zxxkT}1*q~QpOQ0{=9GFQRGm`tMyMGNh*$~nIP;F2Y-0Ggwn~5&XKt1eBpNFvY`dAyzdybLej?uRAAE$= z>bQbl6Az&EaQY|Geu@3s<2!OxhQ7Y(0`Y^Ja%8g7~2(vY~z{{BCDj)r~0F%MCx)5bWP zY;x)F!|j9zWCQ-?$X$eMP^sy0jvT0+=nUhkYAEzA;^fJcOscwoUrE6Xy1H?!8biWy zp`p`?26Ip!cNgFQtl{?EGP$Fy`(;|)HpjFu5_LF6M)zYx^OZ08F{DClgyDNpx>ub3 zy8PqPSA0M6m^+d@;ramzDY+GeaPERnhBhL)qI>pWhKWqaNwd70=TkcqJA1PEghily z4LimvE6H^Th7$)M9$E7({)&8)hqdKMbg&usqmRGur)vapbvk2a1Zi^L%YK3cw7VpK z?gR+6W|TZI++fo{NLwBKLJ%4Qq<5c@3Ax@x1f37(0|fw+8#G5k zNML=C=P}SIuSZ|m1j8pxxm&hrQVx;%e34fEmEC7_l zI_zNLG9mkXc)-Z^A)S)BdhwDL?8){6pDssQ4F?$&XT=#k%-gWE=4ZBAG$CjfCyu!k z2Nms!ngqRXxi`4`<5f>;LYG=UV>Sz+2ZjD}|c`5wUk06AEJ2U5v9x_=ooAT{iHBclCBsxp3=^^aKn$|9r#(MU6h)q1G>lZ#j4 zN*;nd%eRb`^Bsk^v`g)i>rjA=CIp|B0Fs4jVTLAe{{Wd@iHQoxb~HZNw6O4-1fdQm zC8Z;-f|Vsub%^H?r09)0G$W+rrCwQOudXizwX4DQ$F@&oYYdU1;1atoPpT0S4&fWZ zTTtDWA8Z2sxLr%YijbEhQN!}h$Ao~e{Hj{UKs zK%2GvvOF88URj7)NIkdniL%ZmZ6d`PF@B+*)tZldEtay9J}sPn`HSxV0E2~LDFzDq*NS#Cf022F#IdsM+XFdt^eFM^Q^gqYPqoqCHUCmE_ss^U5BcPIe=X?+< zET8(a6>4TZs^#&y0Z{fdL&ufz&cfH2&a` z(l26jLt8Fbm$5EmI^2&~{{WYv7J%xpgZptjk0DxqfP1I>R55Cl7O-RE5*UKl9t!Km z7*GH_V~$6m=@^(FuOH&0)nQa8PVjM`*WCXAQg8&wmm&vcfAb`loVx9|gE%_-2`BAO zLzem2VSZsF6qEr)Y-ia$$=(4SB(mj_z8^y{;Bo^|X}Ma+>SF737vJ{Rj9GMq<1pE} zwzK7ah>*_udeAPn&(;xVV#@~LC9b-`A~LBH_Pw2~34g4)5Aze||7O)a0#*BE!_=yTr@r0bA9CBaA#wa|cs4Ym@bbJtmj| zaKU{r*ql;J9zd@!?}r-%wV&lZf^h;iXoCW~Dvn}tC{c$F764m10_EbdTPRHmQ84OB z9WTK821z4mng07_YG5ZR9c*{LK9CG`hmS rEo^Ap$9=M1SH1FGmUCYlM@FDY~r zqpO^Gx2g6M)hV@~U~=IwmFR2g>~_Yi%+Vz9#F8}LBFLDngMm`I3CHY2Api^|@R-bC zNJ;#IlESh;V6a87g4<6~G9{q`&Z~Em=+JWqU|=08-V9;N0Z(=$ZCk~&s-7x6&TW?hz0e>o^hvrN`0+6lfbS6t;rYP^ct9XGXX+Lc zLUyqt5fDhrZS6qpmP_ROVel%#L$xu?WC{`L=MtnAaOIHF9$u2nNg^rHxfF)9u~~B4 zOQ|_G&E_%`2r{pI`T{{UcQVryui zgn|PL3(5eeRFQ=)d3sLcHCY@*0OMFQ)Tnm_```xg1)cPFNDRBCRVF*29+?jjq}MAJb30L&HC zW($OCF$Z@gePS9F1D?*=XEGR|Xor!P9feTwWjT4!hb10MdNg+uIN0_}?dVVm28|?J z?l&EA6pL$PWXwGI)o(3@$?zB_%#Qe}+!*qmJ@Q~6N*##b{K`R|sMG-L)Wz1knV-p! z#7n!eKgLky1=nfbG82fYSQ~|Y=5-ePy@#dF72-}&{0gTS#Th6ha~}nUWfpB?lYIv+ zA|WxzneVv1=*6sL98i%42XyjWVH{v4PN{)C@F)#wb*1#3x;Z;eA(hv~->gUb@Ql}UIha_SL?x@SCTxwd66klq z#H5lARnT(a-xP=AvT}VAbH~8M0`MOH0975d8+v5y(q6B%(T+JV2GWt>t>;e<@r%}f z)poh)w|!;3BH5T`6>RhQVjGN;$<=dcYmS)B=@OCe$alu!{Sp(~pJ|WO92P~XWbMZ? z-fdb!(7YI^LO2ItU{Y1a{qO`$NM-a`B}&BN&zl#RPvZ~zw0F;AS1zp4Y%IC=bQtm2LY2L z7*~eO8WdsRn%@id$jGzHLTs{%OR~8!*c|1E(O{vJYXC(Q&E2}+V-)idHk1vPVu5PE z`(6cuKw2Uqt_7S7=IbI|T^+~UE}TeYDbrI5sU!k)i9&p3@(UY@#B`X#qf1gGgVgpS z_z3=S#S|wK=slc@zD+>~#@tLi>3==U;M(qd)AksX+Q`2#ktigzut@HudC1WYCo${YOPaAsUX^KTOj|w26e$QrQQ5j_&ExL|e0c=g`x`fb?JWgu{K0{zI4gIp4^a zs~ntwPbM})p?bu3)^)()3F}TC^PH^`WPCum)q5&CN(sm@1ds`b572dQ1A*{*xJQr_ zeEz2TG!)Q8_g)DE1)TsR+CG@YGON}T>p%y|uNl^oZ07|88Uz``fI$hED3|Jt(C&-K z^pk*12~12H$nw*??=-ZhT(DKP&4JJB@B0Ah5!Ors$?{$E(-~6>q|agbjEi()gpX#W7OTW0=L25D~OX#Ru`9u$^7MbArPS~SX^fFv55qOPi#0wBhae%b0%v`H~?EV z@l%cor4ng94$PT&NDONs!P@cu{`ooo0Lg9vaWZ6Yp6fCevj#;V%Lg(pT98ET~<0XV0BS{+hIBo;^5t{2CF6I7Uq z#a>SpGRbuL(6b}vaULhkPZI%Rb=s z`xuQ&N-AVgi#Yeg)6lusr6bf2`rKm@NQtsHyyuKXiSj=fOJA}?898)Y&pLLCA}o?s zC1Pm|G6l@=d4hS237JF`Ql%OPgEvdu{h*?mh8PW#J8)-|5mhJ0?Z&|Fa}WOjF?SX~ zhgdu74g^4yTOEH$Jxbl+lHm=DjKET3x8p1-Cyt%(Buoi6r$P=jisy1slgRUx`_`PX zB^>F@e7oDcL(ET|CKsB%bD zVvv-*Q#4T#IzzxW_Q`Ged^4c=$O5OAPge*5wIp81eqwWKttiKm6R;eu&y zPX<5%KtOa1hE_JyAy!rL<(<>$O=dVf>Ej^)7e}uXJNMNG|}IOYSl8s-#5$%e>+pU__}7rcJpE#*|ol zqmkyP3Xb^oABULoVy!wZql_Udr@(T3#}4J13x;3`Yn-}jZhggtaXOju7JoEad zNI?fk(qtyuS}Ls55OVF_Pe(OZ~vsIN*P=xIzdZUX3TlE7{Q)F-GD)v+p=jh^xroHeW|7KpnHx-%J%ltyigJsNPk8 zz_3h>!iW6B69hJ-odRX+tP&)Vb3;&$dd6vmV$Utf(c2b@+-94N66QWJ@B<=^#Y8_i z;oyXFlcA#_r!z#IK*b|ikw+;`3{*!j$bMn>#>v9>I&Havr+I2c(oSwBr3iI_1k5sR zpcdDW6WAOYhgPeuF;E=@`|-#jfPpZ*GOY24kbH;E#*4xPqc%zqOe`1eo>^#kCtuf$ zNQ5yn?x6d*Z!TaDYff4~NrY$O6#8Fn-1(1)bl7Il&=d z8J)GF=CDB^khX_M;W*iFl*B$4<__*e3!(;PckrAGH0IBhIJ_y!`XKUe<06WLk$%iL zBoTVZA;*sSSF!H!yhn`goe+oJe({6*XG+wEc*OuQFCf>E$LX}-zh=*jj;aCw0Mj3V zV`JGhkchP=yX%2ExQQPlgir&ZLHl!jnF~vP#CeB2zzWi@Nc%E=sr6iCElxAu&zunz zw#=aM{{XlSpjIQX=NuG-5!jM^V5SK~!X`S#IS)o1RaVjV!2kda0TJUTNM$p8IKN^a zwBPZG4_=EpkNnDB`P%QqpYws&3ie0m_VjcmE$)BD1WgL~VEkbSQRseH5#hk03HyXU zA?@iGa6D6gjM63p-5dCibJ@l=Ar&xwNGkzd!f*!i{hCohNv0A0FwubkKpnn|AR$h< zsNvH!^H|Jv;Ci{jxPOd{f7b^qUT}y2<^KS-1S%a`St_-d0oAf^wgOW(C_WHRn8S4( z3cr-c8B$Y_%{>u-_Hwh<)}I&hay0^3veObnQ_}(6#2;<_vI8noQPOXNF|0g_Db%@{ z(-cUID{O|Zqzy(c(WP4NlX2qUwV8SDg;eY)?EB!jp_>_^)h2A<^a zlG2-%Ug+{vWMw$3+5~4kFd9k#9FUyE#q*G%Cwm`^k`&yT{F!F5$3slwcXsQ3aCK9G zSoA3De{Wc_k=#`0*lYZ-giruQL5U$^D2R;Ro~ED9vgyC9F;gOX<2E|Hpg zwOIOF$^7pt(e$Y5dg&@^I)5E45m6ngUV^@z66TY-#=6`N( z=qp1-+V;u&u(L}}xa~M#2m}W}*R1A`7%mP+q5i657l8K0lm+)#x8T z{Km(uK$F>jI3x$Dx8ETl!Uirp?<63SSmpKL6Hpk7=l9Q{nr-m^0GWQbDiGio;tAvA z1BnlajdjJ;>!3AWH<2FvZO>B?CzlAx>|61I9ZV9%`^FEW`eEppKle1Pq|v0h1J$kh zV(6K)2}_7)oRh`|2dw^}e&X8{i4wNG{{Uc_O5d*N{@Z|KHv@-kt(lW_};D3!80PYSh zKs$@wnA8`lCQmashhEP)hC>1*O3EQ5&m@n0mT!n0Cj>U7c}^Rod_ScghaRtUj6tBk zyH7oMj{3$5jTKY8o%I;O{etC!GE61WIV>fKB1AK&^bbIrL(U$9Cl5*g006lZU@NX3 z<{4_a))@k%<45D@eJ%O)7@Nd*D1j(<~6LXN5zmHgs&IDX-9nEQKv;Eb*F;gZl!+DFQ#0E!Hf z9_}PUY906PdCEsd&;G~OA4KBdT?a4?#8RZlA;Te~Eki2LObhTXPow&-Ej0T;mutZ> zoxGYpvCH(NO(+gnTr`Y-@AgmbK_}(!E&ZAH6PgHR& zj39LbQ{90hp=RoDnUUqg(e-hEIGk~Hfsy{0N+2a(n8LRp`b>X&>ofuA{{Sd?!5WDr z(H8p70YDxV@_UFFIFAchDbf?6NS%OTGATx@|Ic z_B}FVfK-7!U8kXu?%&6c+aF4p8)hd?JB)X70d5F)5Kg=}KnMZ=?e(n>d`>u@^uq~I z4Xqf1!6}o>+7tf(xIRx(uBN6uXNZaeU#tvx(h{F@B$y~GQ}{mm{S`vQlY|KZFPTc7 z!$~a%Qza7!+vg8bAfB8a+WLtMo%$#}<;LX0(;=7G?LVVNH51H#KhzwTd4xx_{#a(m z52*|L`mQN3@{CCkbb%?Va!pAR5I^$PPwq&)W8d2kF8ZbWeeltTFw5BY{Sfqw9jAoU zcRTcQK%I2YiL<@=oQ>=Y)^3UKJ-rSGC-fr&4u}leKQbc-<15Na3fzCzbZ%5YDuX~J z#&(lF>yilA(mai2QVR}HvchT4OxSUhmg6q6P<0*S6;`D7N)KR+s?gac8hM;x1`^qN zk*$Qgl?+25Cy>^-cu#GC?F9>Pu$KQyLSjWCIGy&%q3;wn$=XibagsyZ^ZE%fF5?7P$_9I}u^qByz)YJca+f`vyb>c}{{X{pY^;4mjfqsr!Z|*K zW1OU#HEJHv>gzN`)f2&?pPWBv#+H9Gh$3f|VKi#YFeRa%(@adHC1%9CkINH?-hv1~ zDRoYnjG%*QCz6u=*#4NFU{&bFyMe|@GJ$IYkTORz!G;{_vEY}L;hYfr40xJXwpOt* z$B&VNXa6Yecee@ek-2~$9Gfg69wqM{p*W?Ct>5|O}@ zu0jVuJwK=S=K)AB3Li#>)fQcCZ!lbC_gZl6>Y={57%YbNKbZ8{^VcsxWXlySlA_i( z!K{^EcAE~&r;T9xJ%c(PWX1r9F~6>#NG}AUJ&x{!9kx9NkcFDkvMm?2l5|fCfC>N- zu7KL)j3Hf;>=qBZk~mnxb!J=91OBiIqXQ0Jp)vCB(V04(9Wxh|M%tuC!!!6`T!8>$2@#t z!-~(#68UkFON&7Lk>xN60o4ieVfrxiMDm%lNL;>&{Ut?7*=g_p0Ni}0!yh|d+1CF5 z0PYn4cLy0?&>_j_ZJsyiFc1n1dx2_gXhfHpw&1OEU&?jL^m zILRvV@H(qOko`%pW+gV0c4~0((?Zx%?oAcKzcuq+a>(v8xrrw>5rL?e}aLp<1bPy;pC2l-0j041EGk^(j&NsEiSSGK?}8u5V{- zT&~%M-pZI|+ad#P+fhvw+I=5v7xI0uN%=F&gKwz$PrPx|0a9gZBay<;jPYc4bP+GM zJk_9d2v1~j!?a&yKEs-}+aYvXL89Du&4#x1QOV)sp#%4;@Z|o<$j^r(@Je*3d$*mC zK1BTosrooTpkjgRC9$|%ls6Fg5P^{0d|`%G1ldG9Z=~S#{TTf@{b>C~#lk$O)v?Qw zHb(G}reQcTW|egJZ|BxMV;sf|c<}ykeFyqHC6NV8x^UN@oCIM&5C?D5ozbV~zS5qJ zLp4?*4}877Vt?9SZRA{rmPrdw$r#^F*F4|9rP_(>h>-ST9oM!=lKy8;ntPjw>4H|j zjZ$MbmptJKM0XaBnBtQS)mO1+cb`RN*at>m%o%DVIJ3CP4a@D*1zx5UuuLr>F}^Y! zteTjDd0Mg5K#pO3f$@s?rn30`jyC0~EF^uD7Y*RRouR3V^{K4676GHg=d+63OY7P6 zl;UERs7z}>kvR)60(K!sc56wj3Rt=1?Tr!BGL}w{C*K+h3otfADId^}M@*8t+xT2$ zJHKjY@nG1gX9-x_WutiM-KF)(Bp}5QdGDSJ+S3n8(x&t|mT#w=k!hh@wDpeImW!+T z1Cp=?S+}a=3}_{)Cb<)>;3RXQ7Of0J#}-&c83zS#p=c!j9fx7QgzqL~Ooq3R*9X#nP4y31{bTee0umZfLgN1bzZ=K7Vsn(lmw)Qe>Kql$~X^!E$b_kMxty$5xT8;XbaePt~8zs=C2` z))G5dH2NJs&cyI_ttc%b>bBh)3;1gCmPq@8Q%e;N#!NnD+BL6~)U#@8aUw0O#=KS@ z7+bPiXGO7MXSqUhT+ANXztPGi_3M`}{qwuohy7B|SyT3YNxGOGK2FtYL}L6(TrO;l z2j1ZXUl)CMJ@MsBhx_IG%f6Xaznt2na5o=At^U{f!bg`@2#Z(W9jI_7;&4IOsi}64 zcHA?td@)d}Mw2%rA(-g+8)Y}^F5l%gF+|5f?e?ea58J(SwvU`rc(U2x@}42@a(?^1eCb>t!zen4jUqFiNtv?l z@$%_Umt>qh!`P1dqOZ?6+8Lkjn||{7ps#jYQZ{q4Ry&GtDo4w=?;k?@;cY28YhSQPGK8r&7nrIerbT^q5K0TDIZ=MjyleekOct=akpm zqclQKJoGwhI#y#WjU)5cYI?oaDWzvJ<{~UX^=N7SupMmm=74FgV_Kw>P6|iw;#$Ga z%GwSAUDnp>L1l}g2SsPXzmI(xey=q8l$A{2?zdZPTfaZ9uQH!-zq{x6Y?II5>=U(0tRq zjkaoFY3cKo%R#t_tLuif#dd;mlO4|G zhHNgl+@ZBMQ~QY4BinC|^Rn|e-~99TIb29bil*KfCyRDwA8})dWq88(RYu$Z+_`~cHdOExIg?1}Rk{fzdf7X}L} zHnvq3cQL-JDa22h`@VaEo;Y(nK-%l_PUn0>UFP7W1pXuf4{vu?=v$+YEV{A%*3*o`@VVIweOSI z?tvB-6BfyKKJQ3R+z;gZms{+%ICk2)o+yZVB)At{7iBeJ(XA~tukI;W3yAIqnGuvcvd&|_2iP5dL zP8LBOA)5?Z2WG;#*n7v+$;500d^2p9>w2p#nH4!~9|MoR^o5TXjv98ZzE0(JO3w zw=nhTnF%G4#%}Q4DDm#w=fVwCyGZY83T;tAoSfAv>(+bID@&RTL)4RAY=1F!PmBM{ z?mF9>^8}4UuGH>YE-3xJcbUE{E%cqnVA}y%Zb1w(NcNrc9c{aS^+UIJHh1oI z)-t#Ch~C%v<;JFTt$FAD6LY?Mb;slz2bp!29m=>W8(jOjdF(|W*4r)n*}H;urYx@P ztTA0PMfFov&?ysgSJJCo;q|S)d&r`6&-M+CyA(4XpVmG#bLSyvu&fZ&~+a&pU)vX^_k%UbvD z-+b~`RYzjYra@BLyw2!HH(NW*;riG&F>HH+^WpA<6|&{do#zW1%m;;b3@Er;y7gm4 zpn{R%E60zPbDEZZxYT~7ChYv>8wh@9m&OETL&M=0p399eJG#j;#7b#sSbgHM$Z4kZ zYmeF|oGW@XCkXzhoDsGMGfsBgFj3g+T(fB|uc~t-yK_p-&3%Q}=6~B#JwZ)PMqklw z;J)tEx&kGmwPDGl20WJjWL_whdMwD$jNCLi`!st{?cDMLyVj8(YR73mfp72n>{OFc zXw6R1xXzjLb?Lf~<(l&K1H;~@RL51u&skl#0e(@)Cuynt`R{ksDdnYZIe6esXS}Pz zT<2RA3Y)xQYZZJq*=<_(K0S|d{bJC1eYcUEs6j7mYh?p@StG}(I~+<2MT6BNLbq5~ zSbx0voMe0&J8}8NdIbSZbHn5BrK#3CHJY|Dd z12PRYh=CWKUY)AAeA_;{`S`kz5i6&wsqGru5%DBQ=Rz8mhbC*t6u;S;rm>?S|MkQ9 z0b{50zgo;|${khr;zB@0mE2Cg|8woTmAr?~C)UUCEA+=YY$&{Ez}sFScxz6^9+tYt zQayL`vc>S(E$UNegaxj8k)%47qj>-8qTuDrHa474`dkvYX)k)=r-u(KYD00-=#KR@jU!yPE6k1?cBWFX}puoGd|L60s_M$3i!eyg57SZ?-yiv zZSX5jS@rTApO0RsTul2IVfm+aYkX|2^3nIv@dx##zn|>JiaRD+l%LyDa4}(G_N|p0 z@6~*lib~9!Fz~?N_mP4W4bhPl{2a{`@mRlG#Lrv8pI?8c_5TYW`+pn=DPXXezfUQ` zS%Tm1{|BCKOg%D>+4hs+xbA3-C zr#Ha=eIR^}7?vuWc>NF@x z{JAGFCjJx1Pb&TF(zz@l14CSlV6*sK7SV4@tb&AG7Q!(hjf8UW`*yjMGymffLf~9P za7ltk5;#ex^(4Pfk@A^=5t8iTzX1fVpfn))j|C|OpE)ch4yTDFV37Y50P7qCriC<6 z{}loNvPr~4LiWD{r_h89s;h|}yZ=O>vcW|HE+F)prs|GP?UcBepRMyi5KJtCkYAN`y>!4LKu_5q9ZCx{Skl`(2#(QK|v`#-fy>$ z=Jtz%@w2xa7M)8naS{^Cr1kR$p!yaEiP)GxoC^96Ozek1pClw1{~2Gh#bzNI3vo$; zjZi;fK;T2kIGBh_if|-Almq`rQBPbFEy&)#!{=h6-f{>zBsFP!O`spyrt-t*fzKEe znyR&U^%1=){Srk9Am%@&2Mwyzqx+L%Vl)Uu0K2^c!hW7e@P%TrK3mM6Ud6De*MWbh zkxL4|8PsE41ffx7#Q?1bmP-;p0DJr42ZvIWSQNqu1$FUOpNbG6KAS=lFA{pSXX_ss zpagoI>=Blzz~KTdarjV89t+g_1qcn?D+XH}61IBWmVo@Qf_m)!16(o^xtLHKGG&O? z&kcl8oSsF|bT(y0k{^hr*OPuKKjg)VRP5BE(+~jxa>02ZSQ5;Bu3{pDm|}B3YR%{o z>viDYuiyy_U|m!6a_{t5<(m>4AdbiQtn4 zWvgHBk-d#d@u{G=ECPCoikCv*6-d61;4*6U1P-ugKG387e$ z;IUAzeD7{=_*@KjdzoT_*6&qPK8WZaGLly=*2C|2E+m}3@P&AfE+JO=$6yo-laehl z-QSRyPn8&heD>_(@X8YPV)pSRCHuh_+md9a&y#=Pi+3Rj2yrp$7{U_{4%~4#3qc10 z0>z>1QX>o8fSVmBf1pWraZ2D9OYAUTJf(%us63Lu5dujD#>X*4X^{lHLTCu4J%-@= z>*4pHi49@DK&G^MI#WpbLw)F_^Dr>MN0@+vz<&^s#18lZh=@%&fFz|9tBYaD-+_z7 z2;xghECap)Ae?2&7D)g?4-_eca&X}ZClS&6khutuDHU-NC@cRo4IW|?AC5Vf1zDnK zIA2^u(OmJCnE9hyXkr;LQ=A!iMTGd3(*4~62l{;ImHD5wC`oF3Nt`6O7~o5c_GY!m zA_etxX#WrZ#hxWOAe1wZ9Oy49IRp-!Ockg{t2ajKb0ZfDDlRLer4OWsCJ71WhiR-& z20B3m4NODSCqM=X6IcjVK%UzpBVbT>3Yey>{1|Z{(<9L13&iWI=bM+Jz4Gz3?nBieD;7E!nvlAAO=g)9zF6BEt*6f zlQ8+X1+(lNict%A1(;|!gOCmLR{=2++1u@h>MRfM8QLR_|(S*WD;OO_{U`a3GEl) z;2s?I9-|O-Pv9^mzzvWWt8n25E3hK2DeyTG9IVePiMsfeKR5k#g0pKJ-871jB)QDnI;YbMavqy!J?BNT!Vh4Hy?Bo9+ARE2HKuBQw zaS$P9_UA*eeF9=vAsnoaLxqn6ha@PmetdZ4Qpp#>liH#dKnWoP{D;GRTm1-<=#_`q zsmbu;RZK${i8&A~pNsl-sf3F&-%p(?Q=b6kPru9vaVR=QB^mw@L#!y46kp=h7-10% zasNmVBza@71Z<3nsM$sEdU_I30)Rtxm#EJls4R{Ef#4zW+<;nB)&+3zIT(SHOb&*` zT9i@B4JwC18VFz_2I9kDp=`k}q=kfIOYkThA;qMY5C>$+E4YqD zcn?$J5&;4n78A}m4@M#>z~NMq1e*mPO9*k#Q|jW=4Iq4kAw&{@gCkIZEh^z`i~uGZ zl1wEBnBs+qUIN?}u&Ds)I0=7Z1LsA291tJE#6g&ZT7b_Gju4D8SRx!j$h|myL?1Fm zP~c!uVuIUCfIo0B;WRP8XG|pK3lRvDe990@M8l{jBn_S*08feuPmBq6DS}#J;a}PX zhb4TB&m##+m=tl5nCSI~i%CGJ>T{rWAOmS3A!!o65SXy_i`CL~AK)h`1|=YbbHT*`LC_;i zg02Wr@d_9ibPgSneO(~|gd-p!s3(^SijGrI)Z(!CICYNzQvggbfkREPK4++;^))tP z3D}5AFG3Q89`rfkSj~1NMN6nSF-D1jG(AL^5+|Bopps$`i8J zJr<&olvb}B5(EM`G$ct20jZ``dXFJUQa(^j5EF_g9sxy%luE>aiHqea6&NX~|CU&W z6tH`Q1zZx^m`N!jYKsd`jG7f-0!IYJmn;zLqs6&A_PFzQv%*1lJIsOHu^_ zb*M4|pAm!uhYofLXl7V!$~Oe=L9lEpbpRs7sV4~ZJOPJ;F(noyCU6#fzT&f4Oa{iM zkwP{SauGp;Lrn^C7L$v?0z)Fy!zXA+zyT8&g^7z(Ey3w~f@BXZCfG;>APfv{C2$GR zFc{0=Ey2N{nIZFhoD^{|I!;3N2nHkp6ERreAvA-i*MA^@Nj+h45J3?n1TKW~0f>YT zPaIJ+aM&aPZgXM&V8Ee67qP)8MlBkGEnpImF~}qv1G^%2KM=MU8Slpd%zrH=q_H0p zLWU7R1upgnf`W^lNd0W`~5nSwt2}$G8dN~xPc=dLL0Q{H8NS@R# z#{aLf_6wgw(R4NvB5}iui%W=g=|5W$;k|aD;#6gSy#9mk=?8IxK_-RJ^I!tphK~na zQpgqSGB66iHw19F7X*V^6a8%U@_Wn)d$;&BjG%5GXgrKy111#$;v%uzBmsPA5*(vU zfPnZ_Txb}QJy0O<&-EjLBoh~pP#yvkd>DpMJD7Ol%rM1@(B5#6!2}5tl?f=oymWQez6*2KtKl;US3qw21z% z{}hACCbq>R2_F39&JyB?33HW;fn7Qm6X88`;3trNfMEKEIW7XNAFsH0OPp0E54NZi z%BLyB8Z49*6OJgr9$+%gAOa_VA7~BG26nYGp zMBgrTEg}G?BzfQlM(m;ShhS*ieHcia$ z(*jOET7VE=932xT0}T`W*un$=4j{08FeO=~I6aaONbl|sSWbTxN&vA*Ax^3E!zY>4 zD@OFH_u=#-D4CvDyqD{$gh05|7S#;kHbMgYzrev^3Wvtx(?~jp6fj801K{_7 zOB#=|MYTPoiw*-Hj{-E48jr6Fg_c~jU@MxfCiCLKJak_uuupDrvDQhc0om)3R2>Ukj)Z6 zPx26g+~O<&4-;`QI`|KU*w9x12#1|&Gd{c5pWmAh!mt8wadF@{i@=ePjqw>&p9oC!@bO>Zi{&xcqQ)RX-~b>aE@JX9Cdk8Lz?Fxn`NM^?22O$l@KFt}7z9;-5C|?* zgxdYL^THmB7!->Tg9~`zwzzOKjDQUA5Hyd7fdMR3mSA8A1|t_DB?XW%920WE$}f;9 zTm4%1-=--Jmn3kK3HZ=~93*0p0su#pIUt142{=N(1BW~S!mk&Ctil#_9R$vYiUSA^ zT}ldR7z6^CbT$Vppp+35tn2_IXG}mNrL;kw6nxV^*81iq_DT>LdkgtKrqB%!SIA`2NMJgVJ@WW zHwa?ieh~}KLeL}|Z^1DE$3P1M6F~66 zTOQ>()R7LEhoJ}H;@c1oRF4~!{LhQ?tK>k!srHaaQd#8#0+bKOs3ycQL}MWu#>WxC zMs%3W|G@0`D&UBV0u9!O1{WLybbC2Ka4{-I1`wo>OO0Hp2mv2}85lGq6ZpJ->jxCY zq{H;4Np=x6MsTq?i98pH6-f~n1V{ps1N8+=1`7ztkB~#P&`;p~4e_8|q4B^sn5Y;; z3a18yg?O)u*b@QN5wzg!uvr97O$Nv|A2P;4P?4W9)2H~u3I<0T5=+M=u0jSV6Te%~ z;RID#6#n;Rq@qNlfq(t}D{h2;wZ@=H(P*~JOMfE;?f;UZ_m>*M1S~q8CM6{$O{4xp zG$kE##PMMI2a{%D?4*6}eg!3Mx0>Du3B@)*z!v_k-nX~ju>%y6?kjAV0>9Aqf`#fH zPrg&`B3`&o$NVdDh2<8-Iw@^lHerUFjTbHpN+;7S$*ls_;3;L%`6!Z@D)bvpJkl!J zXa4rZ<{1yAm2{L?Mzo_0J)6eBp`T>AhNg1Mn;T0T@g><>xD9T^h%Yg|vng#^0OQ$c zb!Mcad)iZlzkI5@iBq-JgUUW=OSLrV#te2IxYKRCQa;-;7@NOWyS~sf?y%C}pn5^m zP8APf*om}|QTv0NHaP^!I&ZMnn!O_NLulUOT3^PSdx396^W5DM<$@Fp*Hr6IUh=LX zR+YTvelW~E$MRZgmc>;6^hN5=%!#XfdL2#h)M{=4ck>I|ZcEkR@_Cyzdu zc5%rf!CZ&I7ieQ%U3=PGH5ccoC*9t=a~CfY(|3^PC@;Ly{$75Wa($r16O~kp0QL#Q zimgzYHh*Nww1~NP4ZeK)v#5ik;xPIAh^?=qhh=#Xx*j#Yo!4|1Yg-X6SuO*bRDwez z9y4anUzytN$sYSa^W&3`CU@r=$c~&6?@P|SU6j0DDaY+gfYREPqT{oks#mRJmzS4e zrEO_9=!~dh={*zL80E93+Kv4i$(qwUELLe4g`LTqqoq}N#nZw>nZGQcnWk<$XoN*b z_?BeRz_@z!`iR0nqwTWNc=J!rgW7I1Z8;xLDAZ8wsu z<{H@^IhDm2#we)tFv#zmVjrFGG)eHv-1c=_iE47Z+fD6PB~?tO57U#Fo(;eKT|UQN zYTtpOe9ZmOE`P(xUg{V&G+_|Q8RnstGB3^RFvGBVYmRR9jQN|kZ#-V(o3@>vs~JGA zah6hONagE%iq?qmXO}8pxbiY+-^J{^7@r@M`CTG&ia<30K!J>nm4#$VOqa6&P(RKdH_T}qFB zP)#Ah9EDc6-wc`fE#J1XVNH8j)ZyF`ccbA98#IP=lVG0vgrn_vyoB1J4I{Et;}?!|KFxtM<$56bzNL2Wn^s=q+*Ama&R>Z*(Ja zQCvVu67m+@8|@Q%2d7uZu8T9E5%#q{*Gi|b7P#33`HbYfdNCesZN()f zH1>5HUAdApT?6NNp8FrZI6ERb@M@FBj)v^5%dZ5e`rmc_8z~N**=k*3AMRCeWvp-1 z7_dSmUhB+Ny(uoGAufRaT(lRFVf}i6K2g^Mn%0Z*N%LQdi-(=WG zg}3F)Nz;7HF5TjZ7H$i(9DR3A*K?u5_2tjPl{f0KYEypu{;cU;|(C1d5G zY}ggLwkzZ|d=b3$W0$dId3woLrY~KtC2AFJxl~-J+#e}k!$d@yYseSzh+3M@0FJO-Qiyj7Zs;&e0Azh>6>t{l&j z^R;&PVm|ubz4PO?rT%f<`rG2$$^OLy9tJKSn54Zv+=^C|b8C@zqq)A)OSA8n_J0f+ z>3=o+q|l;J8Xd8!%KB&*J|O>+U$+C}q_2O<)i{Q99Ne{2}R>iNMX`Ky+g$d zBBy@A!}w8mw|$uElJdeJz(V?_Z0(bCTVpL!ZW`P~W0z~JmOU%IdsBNR>*4!5&h`hK z`0>Qc^Ty8(9-Vnf`|-0Nmx!5CA)o!Ly9l;7$MLekf`+o%y7$SsCI>O!&Z^MsAGoT_ z%KBLiM^lm9%en~6_gqsHT&_%1EZa(`E3ri8^@F1f3-&Xvl`R`TZ)EQJq_~!nM*}{# z?4C4?V_II|?SE;Llc)J4gA8T&`Dbl3N7nDXHODpJxM}R(v^$Nee5R5N|G|OQJ537? znz@g%ALG6`!jCp=7a1On+KySoo-92Zu}ROeL5h8AK&V;JXM9>?S#3l8x1bd7sq#mP z<5G2Pz2f(88}{kZ`3-Y$hjVQU-ni>0?%3Qm5GhBhYS?ui?V4x&A%b6OD44I{Gmy4> zZ_LnE^Ra@s6zMA>bnZ0c5dDCPt7ptHFaGLKXSDT(aPYUeZv%EH?~+@cY87+ezV5E` zDE4qmnXJ%P+v{Gmvi#*V-E8cN9n#}kLm1|}Mh+Ts#h!G#SGY55HuIKjS)|*LrQ27P zm&{b~DBym>iJW=udowq^*ChRtkoHRP! zzs_H%vNpi)KE1_i&Ux#O$k31To{wvKsX1v;>3$0VQYmoWsx8A7c`sfv-EOek6$48z zvzgj{D+hbN{&mx@ex)GYvn|<`5~WYG0DgoqUSd%Wkp4YSwC`VKaBFFhf!&_UE`p z8L7RX#XPEGhc1DyxiLJ_;&Aw@-_w#0pUQ@bQ06`+H~!LObElP9v7%Z%Pl~OkHGDtf z3?HMzf0oV7u%LUE`BWI;f|<9?lvgIXNd-u^M0Ge73CEcgddCc3>H0L(NXDC<6}I^8 z$fE9+{n<>vm_ZLGXvxu(FxQx5=Yp;gEYAbEIZn+BwoRDyJ!sW!SFI5KNe8#)@RI^cX1}Dbe3Y~4;mdFh>9C1iH+LZ3C zI>}9H`&c>qVGsSzPqczBBpHYA^E-P0>8Y|#_?@+9ZP?m6agU>%aI}TqWXMd5Wk*C+F3H=b4SzWPr0e#{4_n^E%OxEn z{|p(|)v`L0^N1facz~;~r_JaMAwwv2+@Fat8(U0>?f`080IuagFNjFedr zQzOl-F^jz49I-3riPXf*Rg>?U+ju@Wt(zBHtL45+=&CUNkWtk7OwB_6kaL_bZc{W> z_4vs-Y4W*V(#SXmsrVGj_}o)D$oRUSxkH9``_d)(VM=!=kGqL{P8|>qSPLn(51h-Kcx!FAj5Yugszk!vhtuxSp4 zF}KY2`d?ONwR7y-oB8`sy|Bfk+BWZar9>xZ8ryCA(0={7YPr@=kA+RS%={s^{rltlO2Sk^n1r6X zEiv%4lgS`<+5(W>g~RKBjKy=~X~T1~EllS#l-yrB{< zUwB*rW2`g_Y zz|dAlq%8mGCAUug`B%P+>z|C(V9SS{YI^PO5OZ|$jY(}*0Zvt^b#(u&JFZ>xODT<5 z=wd7XrMZpHSzuwYT*SG}(A8yZQ>u)OaIK9=G09Eg=d2Dh7CfbCr~1j}kh!le%AGqE zdJy-ot}F_^Kf+T}k?X>qY9$x7jE_D$OmV&*KY+Gg$HOZ4vBDmOWmV+Jw6N@B)6>7! zuq$ULs)dYTCZ`B=OA3wKcU5~fPFo|lAl6QOz-DfPd7HL>_0A%pvjS7P{-Gdfcg#}7 z+^Zj@-gKHhr3-a3EsvE+O=+#1MC_H5`aG*LY9=C8xtjVsx%pd#I*xG1x;;EMlc2S6 zXDs&nkS(L~?YYXr$^KEUF>bfN$~YR@S0RBBbJj zF4-PZ8E?j%9Qlzku2K6YgRUT@pmsbr$iIk`j|vNCr#+dSsAGk4E%4m4-O&oUM}F@`X*s zMN{n#u;Lw-e0i$Fb03tR*pi;27_7H3Q~Q$Y@X#sY+Baol+Sj%fDmXaoALYy&x8-oc zFrg`?EPH5d(vxv=9DijC#l1sMZVg@#@#I{(ELlsD0f}mVM?V2^Hx`1 zI4xiAo?(}?Qck+fH0Y?Zis?f)x-KIo)*&e7^~T`Q6Z}#}F)cb87pCddPgeKMmL6vI zrxP9+rXTp8>D%TZIJati8?qQS5&r0lV;HM6BsSvd)bLzGwoH8Nj6-ePCr@;E-mRsG zqoweJ{GeN3OY1xjObd3NEEQFu7gcxejd7@{qnVJdciSp-)G}|sv#d$mQdg#xjdL>_ zB0Hx-X5ol*4yk|Hdr<0W!`3gQGVFzOUGJgrwUL3Pv|0S1{5M&3bbgRZ#gTX8*m{Q@ z@wV62gEEFLUOF(!dXtD1H_XSzXKAZ`yqzIOP!eLfZWX(--Cs8)YYEN5Tv}5t@2WkcmhEsKyTDwUO3OeC;1ByoId~8TLzm3VGgOJ7nGN(j)MmkCcp$osmG_pL8#AZ`qCj2tId8RLOFKrjj zDYv+lCwP8xt@eRA@=A?zGq3Ls9oXQ87vHjpHhpQbueLKMMduh&syWNR2C7*VyZRNX zN=r45ls=aHS{O)wSQxMh-#W_A?>i&Vlf>F;cVAVpT)X7Nm&*4`@&hB)KRY^HxhJ## z`VnF{cX-;uImQYa^?G6Zl^PZtz^c8af1{1NP@tS#q}^MM3SUi~8T2gnv4H&d>zm(L1}~}( zzFBp=I7?nQJ7{B0)XLJGGWzC~#OLmU{ELbj(*Bz3mKt1XRDKk5Jo-ZCmF9DGCAcQN z{&33^&(j5WP8yCMLNh;HZ&;XXDXSjZxmv+-YQDX^sWo4@{)K0zs`C5GBhqAxbjH_Z zCpf9o)cl7XImrKtU#<0JMJf%d5>Npq<=NSK|{~IXoB?|n;iD4xtsmh&7KnCkv@03oAh9v+)-Y} ze}-#3n_?h+IP5Yf{%9$)A=%tJPR?5)9&4F7sGp_@S-r=BFU?$Jb*-|$wA(hepSpc)Vi2Jc?PgV!5EaP0 zx%B#r*YX^{Pa^o1>C=kthVro<(E*>DJ&I&ZEFEHE-&F)Yq&3a+3BIQjtbAdRBj2Z5 zR!ce4A@u_D?&c}Je}wK(b{9-)pR#%We(xm%j-9gH`TpWC_a=)`W2Q}7A>(3kXWzV} zB{?N!Vb{tI?_IrUIBiCJCic<3U9H_VJ`Wo#W30*;J9hEz7f9+r$p>%WxmrVr;Y@}} z){7I(7imuq?a0&~)9^0aeC0!z%f1m7SC`J)dHsNfe2%PVw5pc>VY))#ju~Nvw>(PJ zy`tpoX@fPaljQa*y2MC-oZ~Zuow8r3A}iYPepJ?EwsB;fuYH*De%7%Kvrx&UU1}d5)-_}|DU8`xY^?h@TZA2al_#S4&^P*+zv^?X6mJ&}o)ua#Yt11B98N;X!9DN9}qNawv->&^z?~ z%N<`dW$4I1tk)f(%}!!`3|gT}nwIjIg-zK;movv@o45^|^enkjU#P1-tO>4uDfpmo zMhmZCkf?_Fod|NQ^(b$hweL;icOB9Gq3qbN;}uGlSNeEMnO_=s>appS+h5M0E6t#h=r5+Q6U3TaIlDn(tt* z6!BQ|>~QBZ*DTo5AGeB#k!5;#^78Gon$|{Kn0#Q+l|t#=b{9I#5-M-nGw=e#?x6&I z{%)DF^ifR#pWENoT5PtyM7jn5Ad!Jfy9Dn^tVngiF2|d_UBt-Vr)6dV55S zKv&m8OLvXFRdK04qm7WQF#a-T=~y$4M0KT=_4Z1`LC< zoBl>O_uV&GB{ln$P4k<(7tVE`P?BTk_^{>gXAa3(TjD{_<~&{Bvb}v{&N}!ysWL%l z#C}rmFV%p@vS)Wb)4ZE*6cU!v%pBF(spRS@<@`TuJsXkCLt_ySj3H zhT?*mL(<@g=%xNU zEf)I*RYdvk%kkwsojBUfeXBcN!^-R{*?G`Hbaq9fULutxY`#x%oj5{*D^n}s8Zz_!^RO*@v!=ING1*L`BDF@yP z+3_Z0;e7f0N9Tv$i!i)$7F!Z$b7l9JrcY|SebNUR&UBG)xVY4MH8v>MMZHnS@`Xj! z)G{ffAp?Sqz7D^_8FpDQa28{HzIJW??GR&+8o3Xw)ir`WrN$MWx{6lp*9Z-j>cWfE z71|GOU73JCJFv{!DVB;d5QTvM)nEOcRX`qA?dQ zRQwXhaoyo}B-QO54RdhOb6AzQs8ipgguVyKT^RDdu0=k8_RdiKo#3tVu)FSRM@NiL zH;typBjfx=>AA8B&acb2avJnkmg^|Z$L6YUcxYpFE`r;VM*r(w<+@GtHyfGx+=xy% z=^cPh=ZyA}D)Pj3%9Q>moL%{?;(zVWg=vj-xzjp}U{Dmrximyrqakq#zPmuN&* ze#+iXqZuwTVvVj@;2xqGnGi>}(5H)9o*uTC`1Ab%7afiROyTXy;@khfmR7D%| zBL>G5v1O-LEnD|z!nwzCfARB&dv||$q{g2`Z>YRg%3r$viCl2aa!d0;>Jx7GZ$*Ed zk*+cMY+f#F^`Scdl~3g#kJ3#Gttv}$*?VhmS;bYD79bO;G;&H-kGF}k3P7q zywpFpr98RtvS!T?g(}PP+6$RO31mc9|@I(zFveyB{j zx7vh+gb^Y6mzxzCuDcou?$b5Tj9+Vb%9o#1dFvY0A>AaGynM_Xn=cG?8fj9S9VP|zMJnT zD>JslV0f^Nk}QX&ZO63QA$;InnWi}Cjq*d|nLHc*$(RvKALMIFfBx?9U8AMII|iSh zG}yX!V)0b}2T#|&`_7zru$0IsV(Xn0%yTS#ZMKlkI%_G%cd1ef;22L-{TsQO3JgcN zyr%~gwz#~g8a94_vDv)l*sPHHuI8>g)i1vdI^*cLFNX=Z786zxXEwV~Dqz81yGwUdu+X#YG_&s%P` zv_^H)9)5t?J5ob5X9#ykUfAsvTyCohcI`+QI+`tA-(jq!?_(dLw#>XG*k?LZimMuP zMCr!5zY$~6_OAS4cKJEeO4fYUs?xnHVsyx8{29F?7+=Xf7jxsDQnbdT%d79JD+$Im zd-}O&FN@iz8^lL}3fi)>RzLmj`Xp}sF|{3kv=^y%9?~OHX#R0)EB$UA&rdy5P}bzM z*{VjJe`vp)fJ|aFRl94?&e@jVskmxjeT%P*=f-c3Mv8LWZ<`$$r842OeMr^U5joe> zvlj47nYz_V^OjX7-gYroRvTwv*LgYMg`?IDW2bC-@biGH`Gc1sg?mG$j5|J29|>!e zir&1-i`5QtPEC<|&hZz{7%a!5@4B)7XwszVUA6Ty;)9&R!yl{4&qJ~C%KON0OP#g3 zZH5Q;Z_Pb*(|6pfM@f4^=WR$Ir^IrtU`ly1!(y5<$4f_&DW;SDP^1^^C`__fG1l^Y zuen`i#<#4Xy78`b_ZK@N45yyicv@$wod;N|zwx+b>e}qdcw+8Kd#7ve<@cV)=0zeTL_ww(d3fyDpZ@p0dmxOwuyj zSWQWPR6wZ0$-H@-+1pOFls?%sOkJ20VK-J;)_dcY$qq!4j;5n>!ny?Woe!i9;^tpe zY>$bb5s8N@E`&crc{S-EZBKRXLic?KIU1pBm1cyJCbtGG(6>Z-QbXro*l}|6v+PM| zNBUYVg2St zz8G!WeGXk^%00Vo%k@8FA@|is5Z++v>bP`l{W-K9rAkc=1-B2&h+<+J2k&+U>MU{N!K9a*|op&q;)Gb z={snHX6_RvI8KUh`tsN)>A=C-uI595maKMzqSTE+!=}%gI?RESryMLlevio>Ux9jj zx*1=VAN_jEw8U$FYUwT*LS`_ZFVZwT946ycRix$gR94MvnD+(7%%JWAO}_HH%o`r{ zUtcXoVF{x)B8%Z>+jYm2{`ZF@6G9G0mLHbhsK5CTw_vp4;RP!@T_kvdUNpegjY3IiK+jL23E*vpXpP?ei zQ8A9*s2;-n=%B3WsC~yk#>-ea;Gh`~K1Zvh&zzF^YVlQnFTUm76_a#NJpZb4y(KNc zUPe%M+4yPuLza#3+NY2_RvxpxuHw@0kL)0K%$R-UYLMCV!2KnL6`L29jbE`khsAsJQbhVXQu90V0<^NoK;bkBgKX6m<`{ zTj}oK{m%KpXl0k$3g)+DjeDl*e*U?ZrVH-9pclVAc__#~YvaSRuzeZ(^BYd@h_Z;B zIsI}re@526C@9J7@{EXYTErZN zc@45X7IiLSaIsQLU?Mkbph;qPQ1Cc@jG4&_wZ}W*2c%mEXUF6$)_(q0J2u~t;aNE0 zxRwE*ez(TK#eLPLt-;kQFPqKuPZjP<7ARtCT095y!a|b{h9sHJ)W8JBQlkrrgVH|# zhpF=pYT^t3^`;U+fCK^r2oQQG(t9(3(2Jo8h)Nd_m8McP2?0XyRltCNbU_e75$Ro; z6-A{gB8n&$6#ZU)x6IuCcXoF6?4CL2JA7=vzeePW z=<{2z|K3gzVcjL!MbKGeDb=ccK58m}IB6q&OzNFEs_trVKfN))`Oc8+m>1-*9h1d} z5Fgk4A@MBSU=~W7pW#$LR4TTUG>d*>FO?m12GKZ-Q{+j+vhv+{(!6)2?{5HD*RPpe_2nq({kSDc5JswbcZFMq5O8~7WbHbuabQ@*s z5}XsJDSY82;7U`x2T?qT1SM$Tg@J7};fpjb1ptfyjyY-@-3Ney8$mn$XFbt>M~uDK zeUs0+FgBD4D`KZSiPm^~-yZAX_ay+RFA63cr|;1H3V??v=khBJ>I^s3B4zW-b=I~d zUP``sV?PeKeOj3WI?>*~%>&uZ9OO!f`Ujq?`_rfE#K0PGpzPy=T~d-2Imf%&hLLPn zTX~${uU;N19;<)D|JzIcBw}#RGC!i1XTZ+q?&)R+DkGx0P6&frkdr(KtWr3@p!3KH$ z)%e77uFd6&rOrL@OOg z`?K5V=}4X+EjwOj&U?FZIGtaX9%*%AU{I-^D_ybMv{-VWK%q#K*sG_z3ML@!GA?}; zifqOLj$RNG=8bkOV{AYsG}K6D^E-`myn$r6Td5<=*^1K|cjwm>KIxiNj5^&WV)1KG z$Ok%}Hzws* zFq~5jjj=T((>VJ*?WfvTF8up^H-mu%NWwyJaZIkYsvU$4U9_w@(61dO$m zk{jD&3diig1Fxt{D_aOXS!6lhD=8r_W z*CMmDplF6!p7hMnwvnlS866EWt^Hz2eA52SHn)WH`QwOKTV*?zY$Eg3RFVR750cet z?jTZKM2NQW$E&g(!`2;i0~7vGFHD@0r2;;%v#8!XigV>jI^q%M9$z?1WD3FI| zj&0r|NDHg`{=3$L-OS=(YAq^vAijRyO{%^@k`c?hJIr{PQe6KwhjqfBq|B8jF!Ef9 z;1pJ3Oxl}UT=xh=d9&Dl(xe|r-R+X5{5?_lotcvWgbn2@Y#45Zoq5rqjx2EU!^@ls zg2YwBw5iYW-O6eMa(svek%5)TX^qgk=%5fkZ)FnL+CsU`{dmkQfAVi@Zs?@=TTZ$=snO=LAi{8d$!_iYzK+et%;J+OlgT>ZwL3QTp8q99|fVNMy`{jOC(Uw1~$!WJ&~d(k}O2i72n4w_4GgbHLp>?rrQ< zhYQU0E(A-k_L}KKvpej{f#%fwnZNr@7ZROa9_D;c^P#erCQ9?aguAtI|C`P`FrkA} z$fkZ7n0(#0nWNHE%LM;iQ6pt9@Dpy)ejv1a<%F^ZUcmIy$_0hDX)xw?-eK=ywfDEv zt0xazcS3rIL#w0(QmDr2SD1a%-NUA`eD6oB+Q^Gd#rRja@LkV?6I0g!zO7^@{cq9K z`}5~&)9Yy64wQ%>Lckp8^cYqi?&0Z8_x20^P}C)VPwd-VtnSEBG4`ek={~lOqjFYh zIJNU$Y46BS3@`$vI{m@G!jcRZwMd*qzHQU_@ zwxgJ?Red+@OdUj7PpSB=5&$gMN8d)KrRd_1JW!_DFEkXhX{g7~7G%*4aNik$AyLqN zxc13#$>V^|Q=%6+?@oT>wxcVvxNA4;=q_;+ynMt}gbVAgH}JTdbI$8>+Jm!q2Go<~ ztBjw(T$p_3ezjn`fLsD7TZ&d;_*USTj^<;2k~!2s9CB4=A4}6E8gfQI*SBfA5lZV) z>Q=Iupb<+UN=qNA#@I|)An9O4%=7p8)pWM>uLD`rrrP>xfIp?$ zI5q#f+0t@1?xvNR+RQJI{(!|4Vy>D_4WIxG&0M^^AL7j?A7}*(J{PMXqAdhWt@tng z5h~$+jfmr{IZ~e6LYmi``D$%8w>9D!Z{ZzQ_Ae%e(@V$WUT$DioGZS`hREb`FSYBV zM{0j$N)ALc5zZuXYTu(g@ej_HPvo;|a*sljB8|t`%g0RZOu4nMp3CCg(g+u!_zmwN ze^n1Zp`I*1eO`CVs(Q&jGpKJ&6z#Fe<5A_WEYvi%TmmQ9!!?c=?lp3PA`J7=dg=l# zbspA5LMiULn!Pjf%Gxk}&S%|+P{QIyl^L_b3iOOSl zMau@4KE?J5Pm5=+E$$+8G>0^WW))CU+A^le>O(XVe9mYtlq>t~)f+tE)c=6XV@X8T z5^!Am9$XQfLX>LoY1e!(+c&3vo_jeR`5C9opSr*AgdAF`rdj@xorl_P-`D6ZS<@OQ z$#8Lc1$F*=_Jfc7*&EOhf|>r~#Q%Xl0Mg;%59AXszo<}Bvi96kG92KbNgha$+17GR zZ5IQ6u7sDNw1_7{TGIl8{OFwn7Gs=^15slnNRAv2x%O}O;}O}(aXUepf0mGj{}^1X z-0t1wk+N!>bkA!D^sJseW|=fDwN8MqZyZmS4jA~9hrtr21(Y>)1zFxfAJZfVNvP%8 z?nejEa|$GwhMsX3zmXJ)<^8?gRaLGc9~Q_< zT#Wd6;mh)&_XvQNQ5;P}m`;{7o3QXl<4gbl87y9o>;;cl>>y|R2R+*u&kmolcP064 zQy2tHg_~z=hnvYAB~RnSiH03s4q~fu4E!x%kN_6uP5H`;UB;!lBcbkN?tp=UqOj>?D6lgLL}Nfdl8+&nUk%ao#(LbLU@BmI`Jx9LFSSbea|( zpdmnJ?IO}E>uqQPoh2$@FXUyHlNN{IZ^xwgtfl1E)VvrZzDJuCx7SPVVM~kd@c0~p zglZtj?q0ARZ#WEA=W#Gz&4DHXP&tJPxjUP7WLGQg^?M1k)eLA~gnT#X0}o~k#L)&i zwX*ecJL@B-hpErd`*b_WDAHq@va6o9fe+@eYS5>n4w`RFZ}@1~fZc8-k}-U#xnj~U z{-xcgde-uz7HoiDtA518ilFBA>L4sgHrLYE@73pw zyPSEZY;`Rh?%NM)6@2sNM8_Y*)7ZSUBXq0GGhFV=>k(XQ=F&C9&nND}=-bynPTp>bnzrPkJBgNG$%P6;B(_{!d%Jh7 z0~*4(hwbF4`$h->-Ef51YC-k%lgKfJIm zXL!bP&SzDpf5kjAk|rlk(n(o*JuX^2x@7U34MwvOQmlId5&Lv}s ztL8+XwLBzEPS5);A@B`(N{>MBR?IX%dc{2BS%5!3fZ|>*?`Z?o3&f#RAN_S4ht)(n zFBWS$#OQRP!=(@R-PDM`KUyyE-3C!xe$Eb6-CvcW&0r$m@3nngD*aFo^R7P=IGSAJ za|hsKh9OhxJi~HZ1qd?t$Gqy5s}y|W{}qNiGVFrYICjxT&9nnK1E!qhN;J-ZLxwR` z9dd>4rI)v^`CJS!GM>!Di($t?mzR zYrHp!=D??;PySSx>bv|lW0oE(f*bBADFbdiRR>qsXH1$>gZQ|q+C@pmnRC9EZ- zZ3M$ECs*1-E_${Z9qycHM-%s~<3I}PX5Cs@VSqz;SHDEezhkx`h9A!cIZg>bR{T-Z zQ>Es#JypDiiBbp9N(H7RJgUvk$;#f7akuKT93owhxF%0DkgFaTbSnuRpZbd+-f6W? z=F0v#KT`K;#tR4nx=dD1)^vt(E*yVFQ&n9(i+HNBdz>E}0*TP`NOZmrt!!=;8 z)=Xa?@LT+jxiC(^S8MzA8FrQ?t6UVzDH^qt+g3oT3NcM)st>w_b@FYZj}<2)+K>9$ zWP`Ha%i)SlNtq`w-Q}v6Al>x7!so|Qo-Lw3Ra`#TDY}B>pP{of3S#$MKdF<2q6%gM zim`hxg9}JH({baZToi~0efMbALZ&T$rEmD=YS?AElq>8eBt`~|i`h@cjoquySpnJ4 zNeX}39awh75;B*#XFkKD%aqO>Zx1EZkqvoUx_Q~RJ0M9rokvu7rM&?y9k(e zP~*aKKRKKGnb9LvCne4~OQxOfq&#&GuN3h0>-TMrFpj?o33CY1<8+Bi&mY??O7CPx zX=(X9lEwdml3{2WOkZXcmS3{XoBqyxlkL#~4QH!<(hQXPec248|M{6_&KL*8|05mi zP-tM1k0xT1!Gl#N1-KT+#%juUO9%qtDE%vU7OzJukA^=TwARXz+2>A}FP5Kk`DNI} zzt1nl*@^}Z#bPvst%lb`8NjPH!M76gP*qjJ3w)+ZwR>KL_dyKZy2k}&k7#OhF>JA$ zYU$9YDVjwx(f(?K4q6OT>u8Pt1 zu>+==dWUc}QL)wF*fv11k&@3Hj5J<20xOg|cb(&uc@!Q!X~}DoP!nXwVU(JaS95WN za3^g@xIpe{npapQn}}D?`T6$CvD%FBKLxTDjzwzS(Q$zWY6>-7k~zE6fCsn4VV8HK z!Ahc?_{)EK_3&Jd!IG;y(Y!L!o-E8$AJOJ}J}+2Mc*wsol|yw)B(-%VIV;gEXU9{x zgCkaZ7=1iU?VYKaM#&EIwUI^zj3%Ec_7x|Gs?W^8dY?GU)Q+OnX~G0p3c(GmaCNi{ zDBV%4T#E1IY%B66u&^a%M-zpoNkoFu@=XhFx!t}11p(w+| zggzsw)xRc@^hIuuI9w^A~F;s-SP~tMI5ymR#>0 z;-|NvUotVmT@u1?n64-gth8b9MUQ$njKMZ@q&q4qs^vj!J(G})Y@X;(S_SoGzF*EJ z5}B-=_SuOMvbB-;&r4+BJ_st*t{Vy@N=^*`4jX=@ z5YU%5d0us{9IM+9z9)28ayrBr#NIL4BMIGCh|lsPuDz^HErfc~H3$|f1ChFgd!Q5C zZ+@hZ$$FYGKQjC06!C^DFX{`h!qC#pH;kb?rxa3u^3iL0J2jBp_}wMXp3Z~GduI~^ zAL}Vo`&-2V9MtBwwD&-S_T?TnY2NL@V_GwRXZpD0zRa!H(ggeZS$uwMgsFzUL~c|? z)RRjZhNicNr;nFjJ`yH2jZlq^=D?GbAbqf!YvjX;bV2J1|3Utuh^8KMk zf5XUWvzw2`)1S^WI-UUacHti8P~=EsYvg*hrG49gh}|#|HJ^B> zsbN(JPmIetdnDyQA%0jS@s*7DXNSH37h?LArEEyNrr6OC>)}QtK)Bekl zn21pkw37h_@9ST?Q{(K)Y@-@({^hmbcE6nMzLV^F%S-M`i1gdJUS&-t=#@P1p`u*W zn{4UCB`q~`Z7?hPzId`{J>=G*$6=}+slJqjbVb8{=dHF#7NLYv3j+=42lV#79>|oU%J6wQ_A!oL5ryz{X_ zM($gyd)lpNFaVl6`}EI^4B-ZVXn<3MOA=NP8iqPMnx)RQB_xuf%rp@P#oWl<8pU&G)aJK1Z%5?<6A04 z?Z%rnI$=Qt0=zcvU^hlIoNTAr?W@O*aA1W^+Z{Ri1J+^I;;f3fbv7Ri$#bc)yV$%jqBFUTdc^b zTp6Xv%baW*Y?)~4r;ra>-Yg7W>f#jFXCDBAkgxPf%0Of*fb0drHw*Ev*=X*>P^cHg zi2jUerIvHt2D!^Rtz(rDk)7>Mx|L(Aw%S=S;;uN%t!-2IVrC=-)mC`x{{A~7gBDv2 zcN}^xwLEz~`x4O*Zfo&9jx#k{u58WdxpOwUWE#Pp~{mf z=dPZJmBmZvidXXJ%@0XFx&Hfo<5h#U6AW99QZfp*5ZY!s^8xR?OLw2Cr03x;*+q zJfTqlN8B#m-`vZ2t$dcYboz8h(a<>`*bpu+$sCg~AY?Z7>FVxtWDIFmI9xNh1PrlI z3UZp}?fwsV5dg^9_xqaNE$x2?3FmfjYGSCKqCLg9km9SP_whJ@2H`}_K{BEqnpqa- z+}Ij7L!Ixoplas0cSCkQ?cpz3JJ~*AYv>X5V=~zYk!`PWK!NQCGu;SVcIMXE&E@V= z6n$b5yDpgwpdU3$aZyFLaM!@;U}LFr@jk6yo;iY-oZSpookTUPzQybnCUbFxaqRRX z5Qln`lytjVIhzorV(7!ZKdm$(T%8d&ZNE?&94QzfWaZlk%>3x?Te^%~KKdoTr2`-hDHB2e+5!Arz8oC{d-io4_v#I^M zyB?1DWBd^wdcS)eC6xmW&t_%caW*4?$zCSvhMD4wl0drdCvkr#ic{XvFujgG=lGy` z_K^3I@Y|G7k2N@nl8^Ljl{nW}@cRguJQ;Yo*v{UXRsnY7>d8Glf4kuL#>3%WOXPME zuE4^1;~`1Vz{ifG*1=%!Vxy_RN#WMYq?(tGz>lF6KYn>7)u5(S0YJqHkKH*k(Wvuo z?(R6zXRgo@$n1%G0A&ndR+p*j?gKHFZ09K4=G;ijDcP{j>7E7Elvg)cX7<0#2a$?T zOXOvorSA&bCG+D3o=edblEP37rZD*}@4LB7&>W*gfB_Cx=8*wl6Yd@XV;~*R@q2zs z=W~vlDlsDTWH}roubb%u>@>t4WV{lNNIC1wbpp7FbqxK z(zE;7?m1bt{E-;CB}+sRyiLoc5UvOJPZaLC6lkyU3)dzk^2@FuuB)Z@)S0Qs-Pud? zhsOSM;2lQwsMSE2B^n}g{? z2tWkI(Gq(vnb#*5mz|&d+U$-uOv(N2RcB5Ps=G}-anf>*gO4_zOh^^y5a(cpk~vY= ztnJd|@k95wz*dTWdMjXtpXe*Dhm{_svcO#%LB?zC509271AB^w+&T1{IEZ{OQMA z>g*54o8?=0RuzH8XLI)Wtvj0PZX;@q@V~v`qS99Ga1`+Cx6pF^C6^@xFmS3nY`{es ziBW!X>B1*L_HyXAi=$!f)4!s=ik?he;hj5n9=Xo8Q#-Ga49|N3Az`V+T;7LU2-B?4 zpel7ih25V~X3B2KJivtXTaUSh)~LTf<8D2JvQR$g$-x#YQj8TSfp8XeGRy3I z92c+9Qwu(PDNB9odfUHen_y_$@N*fgb$NE)1&e<}!_>!lQRQP9J$MQG+6o)KaV2ms z*z}!a#ziL|l{2cULfT_EN(dXv7W9dU#>{z@(TV4x{h+MWBvY-@ig#hIObCuMXYAqq z-KpxV;mHyll!)xexRHSM(#{wupYuS4$Tw`^KNH46%uu}UmwWlEemUmK=pc4swxK=*UyRi*B!_Tqfj3%p5;V2vl3Y|LI#eF&OAN#K}xOt&GM<$e|kq=Mt=t} z6JWjKH5qLaFG|a;{sXwq)oxUal(Y{moUVIU$Nd!K=-l?ZaG2#OJKx=Cw=yPFT-UeU z9seNo^_X8oa(p)TTC9u3(kSWk2MX@o7E`f9g+;(!t-? zejr+uZ-1||t4#34TRrG^i#m0fD?+0a4+Znol<%AAXr+X4lFded-YS<=;17?dllp)8 z@uX<6g=mwZ1**4I3WY#QSLOCJ2%GIm7%FcC^hvJNQJ;kbLf<-p32GVCR09Cj1Z z#)KPxJ@}hZmlUV?Ph5#p^v=B`-EBpKKSFrrfTvqCw?ux&!4yO2;N;B&6@7wI_>iQ~ zvSM*`i?+Fpz@*uKK>4#kr-zAdH*Gg<1|-1IXF%Z-V5|JjC+g2OFMVZTkZP7~m+mI` zT7n?t8;>VN@+zF9_mgg{ah|&^dqS<5ZOnoEWdj63IK8nJ4M((0gLBj2e80EtB+OQM2 z4pMU&(>^M|E=cNu5E+)Zzr5XvC4S<6E5FfR@{XG-yx6^TW{=DY8gzI4+L2Ba)YQ;o zw2P~~5zlxgH+eZo=CRKasr?X`6ON9G*^9H|e0qG%xu+#fv?{VEqAS{rGe5O|Vlbg~WkIK>sLJg7?6cSQNjNAx~ajI=#GmGSmU)VO&hfrRE+@XGZX!7kW8){MH(L;a}OS! zyGOq`u`hNmGob&DQQ}?EY!hCO^$@A{+A~k~lKixy;L_6+(SCm^#5^DC?`1{{$+rXZ z;pfLB`|*GQlEtdAiAljf$S{Jn9o-q*K}fS?Y&qO)N>n)RGL<4QBYxa@I4LGv<>v05 zU$b%$5Y+yf=a*RYBbicXN>K3Tzbq4yi-EYAi03P_t_!NVl*HYE(s__BQB5`E-a!%b z@O&+Leqv)}AczbbmLDZ^LcgTREepKIn-woo#$o9!e!s*;?|HYIQ|F^8Q?#5hUQY4F z=r8r)HAikzn&)6|V<1Ia;p?P5p49UD1@6uyaU=4B=L$q2tyzvz>9>eghU!LF)^vOWi|AH5`u9h z`Q)`IhlJaux+U(KtS7PHE7I@xG(IhR*H_PDW&NNV3(Kj%D|F9wJTQSXalJUPszSjg>V zHj)iK6x|xTfyrKlTVWqvZLAa@B7|oNmR(dsW!VrcHGTq%a~WeAG_(G5pL~&gP9*Bcdjx zBn><7DxEK6wls~usWR{<2e!*Gi$noII&P;rTsz4K({xeqE|e#^#u7Hp zeCz(@TfncTc#CkC2ctRGrmqvF?zL{r5yW0xGk&~Qfwn7Au?h8J8gBeiFTypk=hJx3 zfU-G&ApUyuY5wn-27!!`t!W5R_53eayJf6M<;w~tOIf(k%&AVLpfHrEiCSieW3FTbkW7bb1V7?*h zAs{|!EM>*wq$G7uS(#=2eJ14=P~&UF;}Q)^;%u^uR!L&n@^B?>%V?4w5g$od3oXv` z{D7_aSXF@G#)gE7aH1YmQtSw6-}(pieo|6NXTqsJsZ3!RS;;3&J=9aOeCI6zh1Lk~ zhMKeDm0j>!vC4X6+JJ=bKh$zBSI!52i8GI9Jv5~?h5s0V=M_SDw)`ibd@A=81j#8K zHBn#dua^cJ_{&j&oNGe62j(!+#dS=G`vT?G1M5BkaNK<9(pw; z2W^(l=L};s|M=d}P=dv=Gz5}#!w(*jC%q5Wj=cHHtu?g`;upr07A)uMBV1^TukEfT z(kcoe;55Ot*qw|xcg~)ewI2l~3`NbE+o*jJ-z07n2s@(upXuE!a0+qz)SvMF2FIr; z4&xEG#p`&xG$=+em+33JlWWWAp2TdgFw7`Fbx~bi(n8Y!@<6d46f_%B-glrpj7xn< zuA+py;r*RFHmKsWg z`DyLOk9_e>>-l-hg7x5E9RrC)S7mn*$#&XrjkBrZ2FpR4|D;MS0H7y(y4rB4}(PaE33tNf8K60gtYc)|-FV>-KdumgkuPOr+L=bK_jl0>`Z-)Hf= z;-avJypr+2Sh}=yS-h8&idlTY+am;@8=Zne7r2H2L0@1_6}p1fxUU1{D}NCFx!Iyo z`eoCk-t;?)y%5(aT2K@H_~W0i>sl5@M|cywe%$fED7)VYV#ReoEvVZ=Z`pmINp1vw7j744Sg~89SChoonAnmq%NyqEL>8n?5G2)$vA%^_J350 zjs+85IZ3M;P23o+9R~IIs50|SBl1D|o9KkeD|#2+vgA0+^Mbfgha3-8=7CChrKy?w zX8_L-lwr^RkgEhia#I08AzE8-fc=Dpbcb3g=wsxM}r?XLCCoj0E(enPZ~wCZdZ+(Rz~w@Ha&B}J$?g+6&7w6l1v z*Nqii!*8;96Glp`g8J!d`e|p)H`La{vg7+ps}wsF+GHL|_In8eqy&+b zV}wD0pN}gqUe-cuor|gNuTSWmJY@z2r;^a8mR`JHKzn_1^1d8ic``QzGENA$dT43w z&!`E--g{~iUF#Nhn9zDSjN6qzG$W84ZKue^Y?9BFlNc*jr>MtZ_kgPBGbakY%;DMh zH0rJNj<`#^h`{m;3;uZCc)0sgdfa`an8+6$OV3_G5pmkrol3;W^VDsqTR^& z1U*8jqzyS7QXi>@o~#;o&oxV>be(uDrXBMA*DO}5L{n$%3sB`e*EPv>7^tFCWTrKm zHidCcl0IViBhTAiZ;Pop3oN_5#-QUNj);=u3x$iTjuMkU55fhK6R%jygM^Pyjj=iF z)f3%NsAy9qrKWuiH{ydT3PYc2|4fR?>(yz@>CdooYBqyS*W(nE`#_a`f=Os@zyvH| zMG%s~_35_y2j1cnFx~Ro7V&szt;v5298`R;iGA$k)SOYcrJfD1+9LP3eStrDt9-H@~N=ZSkv3 zBt%?m?m3h%)N72sO^XcKO+s7_9iriAQX`<)3`{oBP)$Q>OL=ZYmmL1faILXc(s&kz z`$+GoiU$IZtTNNnFxC(>{|~_5grq4Z>s-Uvj^@lH0QZCqWm@6q2JKv@G0JAbK(|MB zQw*42lGl{C?d$E+G>qO{(J(Ws>CQy@sQoKd zZmx4*j$NIbu4-|aQ)+zeraoZ_1s0PYW4(5x<(etN`A>io({Bx~e_3U(ROW;&FZVnV zLj5d1)ZDAV|2t*ia6pWPT)9v;DZ;d2a~^6rC;g=XaEKZqN(e#4hPNt}ZvVPzvrVy= zkI@UO5;QRPM7UOpVH5k&!!5FAW_kjJpbdYSc~Iu>qgz52E^^LmhQiMgY$XJUunCNv zYJ}Hv$;AwSx5Vf4!cHL^Kb!0uX=ZA@=7NW+z~ zE{o0gu6>{Xx{w_qA#J>uTebErY#+$eH6E>9J9`=8od?3hMPm}<+k|+P2}Y&%5hPdI z@le@>*S#h%&p2V1z$7x{Yf_mj<_=YS$mwg)%MQ3KDc3GN?2esASuhMrY5-5at8Lt@ zNBC0~hpgre&5$8I5foXXm&7-Fd9E#^i3c!&#J|ST> zJ{>GU#Y*^9Yk>B@%v4Dj%iUC;DMqBG!rDXg#vY+*!l!;#3g~=)j!}dn#1mUh@c7#r z%6oZO(GkUtr$)5?cAgtX_nsMOy1Kmbh2Ia;Q$2Gq9GNd#@zKa^}*sqdkeYrOHv**B{=KAKCq^5G$+#vM@&X3qnxgyHFcY!60br zE{3eA1}+>^bOeb`!Oxjz!bck}^n@jKjCnbY&~hS`H8W7MC=)z#s7BI7jqs1$PTgZFx7|PmqxlQ7o&Ho2^u2dRGnoE9$Va*ttO?vZgB9vJ7ZB{)k>w%zRGy4tTb#v3b5-etfQH^sLIa zBD#gu&zrCIq*~o6Dc!7p4tm{41i#$E8g6xW7;!qPAriV?k96ktE&26tC~}#~WcQ~? zOL;fw+qO{{;~4@DqJzk5yf4xebb$xSx!1efv?sb zfh~Y&AcGyzmA=aAka+nMZ*s$PtvFgrh83!r8Yyr&@*hHs1pKjuZ6%Y1krIxZ;SkiC z^k*qzSo%8nN!=cWSHSVv>hAImfi+%3#LkB+VP@{EKnP7QA+_v<_bU)vN}6)YxXtCp z7%CH_44ZUL*YV@$S2{j!@b*J}&ZOameF0Z*pqRkXq4E`JC@Fi7g=NTer{1NDo%JS{6*&0(prG#bs;=-8=#MtK0EELDv5 zncaD*S}QLVQZ?L{ypliM-lSg)1|f1#3XGG@V+?@b{j5`UjwY;qnNzm)P6a#Ho_v#~ z=TW<0rxZ4CDZ%ZrsT_ze;;NoSMAJ5y+)ou~xAG!(Hnux4%*1Mj8VwC-fq-AeZej)1 zXe5k6aY^x%#hn3=f%!Ma8eRZgQp$%5G;lqB|`ee^~dy| zk}GO!ji9SX-GT+u6%}5nJBacPH-HC!DXEX<3b^rEp?nM+1Zp&7;YrP6em5A05iekl z!-X=%W=KWwg^2$_f*Hp`F{NT5KdVG0I~Py@g?TDpZ9m-w7?(*EJR2ICja(hz`jh>m z{^IEE0p~B_F>+pZ#88&cefg>lnc*qWyUfu%c6f&=3Pysa?(F_9mU=f1qOkyut42P? zOZL*{HICzix$m-kg+Q}nRWZKKF6;W1pGu6u?QEP(%bb8o^G+_}h;3ES-WSLR@w<9; zsd|Q%f3UX4rH(Q|%^z}Nn*3kFl$SZpdnI1pq>6+<^NNZzzr1HcHS;Fs6NQ`iVw)DS z5+k4%)11x8OGiXvg+PN>^N&Uk*ny7s2VCXAyNvf&(Fe3c(j@}W$DsRHGQADCza6bf zoiJ3IGjT9Ul=&%Q)X9wuQ4%>BC~bNh&8u9&^&9QLwjuaZuzLa=T(=rg3T>RG0;n*} z09Atgm%oQ)EV$1mQV*iU=wALSswf7!w(K9#mOix=$E`?6hgKgwE4wCW-BL;%9E1NG zh{fbAO9j^ko9g}%eyH;9SQ|0dn1~fntv8l}7;_3|ocs5*sai;~-;z*&2eaPbi4dSs z2M6D6d>`Zn<*0i&94-PC)YM1&+k-?c+E>^Nu=HWT%Zt*7QI2?4>iXpo<(s*%B>zif zX52&X(J2>NJWw0o&GrK=utBf5dW939Q!{P*6o0c*@41FEbE0Ghxjf(6lOclUL`4J1 zm*5hZ29r;re83fTnuJV#$1qbuiFKr;S{BaTpo8o#Y^ydJiu8i7)1vb=_)lSAY`VY! z(U`|SFZrE~dC&?U;}ih-!oM?P(e_9kM&zM-h4JR*%Q(d*&)k|@&)YNw&u7gPE>3%k zk1Bgwn)*8QjZ3kP0ZqSnluB^@-2)}jqY|^v!vfcDkDF_q{moys0|v0t}734^RF*9gE>>+R1|@#kQ?XgX`F9x5Q17p>jty+QU;L)&+I> zZW-_jKx~f?JGV%%6Q2tdLZHk!&q-s=;5Y9_L&Uf9@k5ByK z4?$_DtwgsGR^&c$IyDLzJ^1H?pz-um0yMwNntXTyj2F-;h}?gvF*hCt{6g<87pkvv zdi<{8={>FHsT<~0HUjeHmA~HzV46G8Ej*3eo)~@v!Xl~<_kmWw9rqjK16eeC2VAOp zi*{l9_CE+$Lwc15jT`@E#5kzwW$1K48>Gf@4A=LEB{mHkFEoZQ3*e9d_K;=!Q2W7&= ztererjd6mtD+xBG{WonN?27R>2w2PQrTRQ|JW=@YWfsPo%@T*Tsi8Ul1B6cA$8vPt za^7lJg`;|-9!o(dMjK3Sj8L7AB^F3Dae7Unrv~47RY0SnTaAYj(>SN~_pYHWC4NK)w z8re3pSVBvuaE%4?n^pr()f(me%pdORt*l2v=aw&pQE7T2gL5rmra~&0Bay(l3_XMr zH+W!zOv0Qp} zZQI~ud&_0}79mmy$3K-H_w0_7PbcQCKC01`YoGQL{&Y{UCqMDEHz28>Jl@M{LM!B> zjj*o#0OH)U&P*G{(ZfNkm&P@H#+QCH%~1m?Me#jk;xu_zA;x9J!3@TC)Y(!oIWuUGNGYO7^SRB99 zr9nH!uHJbo$pB=0Z2(uAQmXlCY3z&AQnfu*VUZOfK1<^63Uh2V*iydpFKYgV%1oogzz$z?VW=u8>wMMm;@ zDL6aG2^p1QmKoVXzs-Z5TbZo2cfS_o&vTM;@2qNfODYEzN5aJ(@(n2)3^kqHl1qxa zMh1)bu~Dh@fQHtOq@S@Wx&A`_GUJknlq))PrRbGb>D9XyD?l@`{^Q&u$?^ zmS$oX(dxt=l%m2-x7&T^xl^Dw3+5q-qVnJrJ4FE2V0Mk1v%1aA3kDpqKc4JaO<_lI zf}bv*ZFjCsIoo46r+FSTT?Yoh8Jy3zw)icWh{WvM6~$iNf$mm5^pKiETu%|EIfs7d zXU$2r&);ZR2b6y9tdSj$!W8G3je?EPaK3pi8xX>@kF#DN-Qsk|t_D59tb-T)P-6DU z7x2{EZl+T;&$IJGmfo{t z>TpkiHF^y6Yalws`MM13S-e&=CF|I?yp_51!kEWU_dnnqmuA4!+8ZvtA%}Spq#QOR ztQzO1g)E6J9ebQ)NsBgqW(fFl(%a5&&=sa~VqZOY+xZecybGr6n*{dv|JuvbuWePJ zlXQGcS9fUtSUzQQv8?+|xq8Hp%GgIkCe_Vf+*uyC@y=b8zWCSg?Z07EIDvhjrdm50 zW#zL8YZPqzF}f_S-;zE8zpQqZph9yNW z%NzN<_0wHAd1tD>mAJLu^3lcReoK<&w?Y}(ZN~kY-!;qxihH6}R{4r@dQxVPKk_lw zG*n3Ko#N*va6M=RHp7q6FI)JX&1$vy3Y#q-pzbrV_T+ALSg55(YKc_b?y1wnKd9cz zF`4lT4>sY{tUd8+WOWtoD??U3X27Y+m*!0t!6y1mttHIdl*5PFr3>)5`MfKmy)1HhbrQhL_I4aPC-^7B2qf+LS#Got92+}#Vh(H zfvpn9r3t$cz~ zk1=99ZH!SM_ixHBZ~HrO9fKHxeay)bd8@kZ-zL-YV1@#-nG58bmI0Ta`y%DZjo8{1 zcjr<2vOlS3Udbu%Y4}|2i<*8?udMND3zB|opthcFnkafs2@Ki#9veVsuX+(UMw))3 z%Mt*t(0v-`U-q$NM2DROnzh8ci7~fcAAPbJSVb8@}`Ea_AzS((1;Vwdxf!B1@me%b3Bp@07hTAfnR6FVVwS|tg*KlD&t^lswigK}5*jq|oFs+RLZ ze{9}hOd0^LpFD%D>hhxN-BqT^@NL7(>%F>s??2FY8o9TjlbUZMNSX1e&5|B%w-YZR z_#>|`Gwh6;Hy2p6z2%+mtQhDe@$uXL>|EyDaz8C!>ggc=$cyR2Th99Os_+A^u>@EJ zMjDf}!yyN5283OhiGwDLn{t|%S-Gb}5y7k^kv_Ig_Z{1+Qe;neQQ3{*M!7B`Q*rL* zXpEG7NJ)u;Chrn}Y&8{_FG!c5D6}!4zObI<6_#K~;i*TeAcEJ#Fi-)PluzMhaKZ|E z{c`2g7G9`v;_CB9Ct?;8_2JNf}UFDK8-jok6?S+IE!ivr@zwc2n! zZrS-!wrz;x$>tB*{X4MA0k(c1W&e|nCboV;sWGR~uK1)X4 zZ{#^;xMs`)E^T}{_JL<#x38uP^}2DyX70o~P(; zaXH-cN8R3`s_&9-p zFQVj^DLhQBA>rcaFfj`&Gc^ZLVK$7%jP4eymz=e>ckT}VQ(itl-BzZP;-r2y2-T(j ze*U-aW^OvH7`Za>QeA)>r%by|_^f(>11XiO*QCr6j-2{2511n1x1ohpNDfDZIXnKQ z`%rhN4^d;cc0e*MEp&POVKgie;u(CRwua;W$yiR)df@WGT$cPIF(M5e*fN`a@#C8h z(IZcTObXI=iL;629D!6OvnbIQEVEv>?w~#V%-Ee9awuM*ogusj1sAb@_7A z(_Mi3+z}0K9Wj(>qqC&!jMP&h?2CRDq?7KvVHNwpU=-!a*U<$%$Ub9 z!3HeyZ`qARGzMwsa4sR}tF0p{EDGO8p;jl88IPSOS*Qt^$?ahLWX|Ei_pCeMV^}jO zrjhvy+3|!YP_nF2P1Z3|>1VLp-Og9CAu;G-)E>X9s@Rw0DJ&P2J=5+8ycnFqV`=L- zy?HQm$Q>k}TwQCjYQ~Xb(%ZSuSLPy#$S&0{{r87?4LaoE=_+dgTIUvSJ|vxz zSTx1xIkuR$NH%y>m!;pdF8AXdO}C^xn#`1`-9{+K2`F#+wJR?lQ-mUsRAwo4ledt< z7jd-7;aT%e0+J{Y7|q1f(P0gf*PKt?c&<9v-S_8ewU&_)I?{{ubaktV;tVq(jkCU2 zt9jVrmBM>lU4BTAB(1_9+57(M=<3CVclxsPfC9^8fl zhZ0HCj5L=4*fDXJHS^6%gsz!H;CeGMbBmt$oLsYSmR^~en!yB}Zn~_=VusQa$rFaI zw%Wk79gPcgBF5)Xr!XFAy4niuvd$Tp4JV3d1^;`O+~=9V2rXt2GG*hc?s20?qx43s zjkqui`%@A1R9g;Y2{!c0-7UUw%5@;Bo1MwSfZaV}Ir`<`q#+5hdn4JMQJ1#%eVpv< z6!4}$N+`=~6pbleWxZ@=EGb{J5qLpq@zhO7sj(T`ai7o3)kDP}KQ`|pV0 zW7~+^8XWtYdh7So{KCRXi=E%6{-U^(nMh2V(Z&8We6azb$SfcQMS(eSH|Sg*yQSl2 zaU-vFH+H>`ty{=`L-FJ6`r$Nk!`C|HXkC!zm;Iy1&*&>dlnbi2ti(J*zXzAyw`%15isONm_VHfGAsaW7Od~dK(&ZSCw zxB`i9D17tA8RsO0u|NW8x!#L6Ebvat;cD+o9$^5?O=#h1(_vG~9L^wSYqHVz-;wJ+ zOOo4PD2YwjTh*Tlf&1x=C4V_4lxDV?5r#)^c#(bR(0tn$$7pL<+Axm7p)NWgHPUb| z-`(YKkjP>0_L56%=u@?u>UNw zg+1r#OZZgwP(J#V;D}m2?8{b>!2=b_u4rhKJKRdG63&Jm8PYbW4MU%icU*9y0JAg)R^qoX(prn2d6xu5j^ z1273-*!pz4cocV>Etu7*KL+C<4+>J);IvrF)a>6|1>~dl-k|2 zGF7{%jRuSGf*ICkymkha+%7JDsN;L(%)lrVg^ZzP7k~Hl$G6oxapp3Ae(&>&hQb-l z@J0UGo40Y~;*J0q%$!L`?@{2y&P>OSXnCv1Om?P`OYgOwOEzvIaqvU4SwQ4~Ve}A_ zjnPTzR7}M#BeiC#wAl{KfGquZT?25tw?uB{jqUBA^cj{KP@1#BYhkM(tuTYnBc^?k zUL$f*0rTG`1KV{2Tja;@9E09Xa*s?O1OOHb&!Q>ipqFnJ*&CtOkbO11kzKHrFz9gP zBra$}ntndxr^#Sl^Oe)UO2QAz%Ps2GdrC^Qx)N2;ubuQ3c(?J?hY8x_-Fxv|Z?hM@ zE%8u0ZX`c(i20@ZL>1l+s}+nGgpYC|8<%cf;h~MJAcF$ltG$r3L zaKFL8Io~hx^TM|3g^nB~fT_fn^2=S2lnj@ER+gUFDVPt$wqv?-b4AlIlq5W}=Q4T% zcBQ&NWfyd|tR@65h*=nxt2;Hcj&J6nlKCVC$Ok(8xEB8moVLdA*pp`y5!LT<=ZaFy zAb!Ief%{q6BEHhR#d4ccnfW!SF8@H;0ujAZv2>5f&R;Q>WiN*WF!|+dmGj<7{!b&G zAZwic`uG?_xJ=YZ6QrGV!cANMVr+Apr@h6!=rpS~k73&{(c4YGjbxs;vVWRl?^oUT zl}wm1AFVxH{B_LHnuO%<+YRjSsp?dJX zEDej0QwORKb&5kkmr@jOlI~p?R>ZLJk?`AFR|-C>$m4E0dlU&TLdl%_LbY_N;>`z* z&g4{ZAecM>*~EylSR@Z~d>DXnzX`TjJvoy{uz36A0CV}%Wp~nP2{6~|@YhWof{CEh z9Nt_p<)=pZH0>k+DmR^YecZF|F|x+R`{>~Xh`2U9g;ONC?3{6Iz0jz&c{+a zeAYa@Cc;Eyz&WDJIba5g$2eF`6^!=d29^3cEZtK91Qyirl?iqh^~HDUzK$NEq96S% zefB>87dfofvE6u$*GZ`S;RJui5F&%yqa{~1Zeg3&3Vn2|qT?T5$9K_E5d%L9c=;vG zA1AJ0jv1Jdk^vB|5MD6^hhZOj{LE`sX{N)Sbg3{ln)i1m6_k@!i2WHI={HQdl*yf% zo<>N^<)C;5j}8Mct7M)B3MZ%FpeTEbAGs zLTW@_>#DS~`NgLLY)<+XXK{SF9vj>{YSo4fEO@pi7ROF+I~S}5oF(i5{}*MvhNUy@ zabxVUA|Uq|;>;H;df+|`xcc##4VwgtIeNPO8W9ZOjJfZV;{-<6I+hnBxt=c!vnFZK z*Ue2Oyr(h!WfHe|s?6G%IT!Zh3MC%DM|UCN5mPI=>jzRn0a4RGv*Wh4UZm99_%lss z3pGK!cxPno(!n$fg5e6`BWR>L!HD}Q?4>u~r{;8#6S@Y`BWlE%U1h=$o2e>%9&_Y+ z8hDJKdZ3|SH0v%0@hLgnaC{y{za#%#EkOe*cw4G_SrP6vu4$$SbC$1dUzAfV|2PEj zc;pGko5`CTwAE1}ev*UE;qsf^Bb1IByG?OzLZG-r^87On+Ru8i#Sc?w*`$c9JefJC z@+Zn@joWUJK$0%bF?*c8@05AQ+=sg4hBu|KkvD|0BEy( zq~b8S887xzjNS9-&)lU)_Asuu4hr)c(aWC}4X+y^s>IC} z?j06<$IsgKONzIk`e$onZi=4qU|My*-H>-d>A?W2wx6*-P4$0z*>^2`Kf>41eIjDo z_f$sY<*qcQ_e1}f2TASF%Pl28f8Dq=yo|`vModfQ=$k8ho{40)w?tFsokU0^N`cb&lcfw$D$P#KoNdywOJ+c*B zw!Nv&^MET{uO;o`&QsOR3-z4&B+5><>1xjy&hcacr^TY*T>JR@xVC$H ze3JyC!#HDkH>AO#AoKb&1tZzl zEBky(q?5ZUvSz-Qg8~bkAOGYM%%E9r+;=kcRX1$i7t%fNv{gn5Z*iAg@jn=Iju3@e zzV!_kx$iAS_^!JMMY*ATgXY#UPr97@BT}(%easq|4!E5qc6vuc}kHa9ab`Spi z?DT=$XBlj?9~w-vgau}&*_6gsnj-}3!cU<+mT^eG{2T#xHoruEMa8nW8f_%Zzg>Du zs5^J^;Zvdi--~$c!@;FdkjJ!RM2h+3f%QB2bEBvqzh$b5r67T7pG4_Tm|u}sR!v+W z;mlR86MNT)anBuh&IwY|=&Sjg&TWp znj^3OVh_fd0QOgNkttG$(ihMx-DFz4%~k!58@2*YvEw=-5Kh=bXG_&!w1RdhFtUEm ztL0R;^Ov=&4`h3Ais}3a*RIGiGZ=~tdBCzYe?h)kKKnEI3e zqjRPslsn7>)ToEQp5`{1dDrSR7pv)bHbbnX_BW~erbE;A#MRsFWb9liOocTxy4edg*y2vbncGe`kb@(iv3t&&8qIT7$b(-YJ#+o# z^2B_aDimHJx${A_gLo9?23Qo=|FXy^T?02QK{vgn9RFpQf~Fp=$$)@SxP3t9 z?oAw5zG!jrWzByTrk@QxMfCjWeJPsg=CjRG#1He{(#1OdbqC^s=9#U{N=;Se`Ak;- z=us&t7I^TL^<$+2z;giSS@|LUbe46;Vjbv~yo-fUT z@YfHCq?+-7o4vP3B1R*)?UZ2stTDj{cnt6epnCRy>3sk1I9~dVm5L-e2ubw3)wdpm zcf|$E6$YGhs((H=LcF-Be_!J{+C^NSXZoVAgoZwqnq+zoJ(~ z^zEf8{L7yl)nv;*aUr_FKg<4he*FOgdo-Z-q1%_jGFL67G#Iwk9QiEFD}}eu=TFl* z;}c~0Ylpb)jHN>TyFSN%NNMuEWl{C_*EcI3j0_j=yRE}bJxha3BmPTHGWN2~M9~$0 zIwyVL^^rR8os$Pl^+e^z8lWqbb09R_RQXqJ6L3(bF_wE5(5ne&gmNuOUKZaexj&pC zwpfzgc*K?=gGeE&OAmlQ^MGMgvqOu|PAIBgYxI*f#{<)RJ*0v&hrr(hwqH(RPe!|l z&u9ls3It-3UT!v7e$_6O_Zzt7JSbjK51K59Fw2X`{oj`|FJ#Ds0t)VciyI*5t8yU{ z;A2PDcEQU)hte-YTb2;t(Qp=-`UNIh)isDSD25k!)wvMDim%u(08MV9RJ; zJfBfv20}c0Qrb1AZeo&Bv!C}(5)S{i^XDKAJCMqw>-s5Jtbe=jX+}6j0_h;(4D%D0 zx(naD{o!zTE8k3}7REACF;IXNZ4g2M>mlEsG8KxYwX%r2I>?p+A?2C&eeGlqj3Ets ztga-uu_`~k#rDrm?3}e;vN+Z2Xmfzj>u#Ta3F=UK`$^3Mfx}H12q#AF&@9Oiu-!N6 z3`Eg{}Pqo4>BxoLf|$&BwHEu;E^&& z2VC8m+7~?5y3=laX$pOTB-Q5IXuXM=nBu(2y`^{Jq;(`ogqvlBvi-d>Kc-}g2b6}e z<3OPK&6T|${0HRqoc)luesyhSncONz^2F~q2TZv+;G*g0p~dZ~hSYnK z>ym%;jXKpct93W)B!5M=E#Mw2*}>mwE@f3Sg&~l$Kf{$>^YgWjLxc* z&8L>e&)se!C9y-4(>0rGwd3vcV9%TzJ6u;UdG9H~T9khyS9ZAWgp+iYXdgP(sCUx8 zNRlH>EDsHarJAr|Uj4x-I&C?;wcSrEm9q0E0y1zuo-qd$L6^Lk@kKxkI5aM{Q|;a}X~%;&KB z>~W*#8WjW9z^1Jz)t;i zn!(_>3*>gHCSDnuZFDZUGn4{BjFZi^_lO?L_uPMr+voids%jkrB1g9+kR4TQ0~n_S zUz1@4GyAxB{TpJ{LS`n9l}O#`0Xk`)lS<~mDcV0m_zFzjvm^qkPgq!-UtS=!iW(ER z42MjC2OlHL*7|59GLy#U5bBKHOIy^47OY6+zhvt3)h?`ul9+9JhtbS}W7#dGx?mK_ zJ4}r9ZViMocRL}g4&(dT$x-M0Y(fG}9N(hRHrvE)SYQQVo}sfc%^$&5=@Zq2ROQgG z)!O`yyf+1MqH&@(Yta(P&nCZFsY1AR?7KQ8^pewOt*6Un3x7E?{c7@3lgvDlO*S-& z!pE#SO)&L5B}@fAvOvmdbf%%A?S~}(XjbC&f_`9kG{!0|!YbWn82vnC)tBWzV9$~# zrDiw-e_dj7f}t&EZUf)>5IXz$)>O7yDQ=S`pX-LcEat5F#{X{@dQ7^gtYS^PKi6Jj z3kUraih2KUn6F*LKS2>Ez)AtL=s&Y(q4D8Q#3kG3_3{)39}tBiW&QifuhtFT*PDYf z|MY!>V?u!o(<$e9TSdPJrMgBT^VQqSf63;O@`G9|g3MINgju{q(%a)6KkuNGPLpj7 z?3T8xAhpy+JW5(4_>HgYa>Y8`M?%_2{y#wDv8sEV^2Ozc`d!u5IbQ^A`-CAcQN!Cy zsm)%}aKjhwF$Wsq)+QEOp`^Skag(gIX8Cp7A&ki9afj_^@LkbnStb`y{{dLGdTmT< zt&N}tRCFe~;g)+UW7m7`NBs zQteQVF#tf4Xu^wb;yN@aqRso|{i)uf-QI;`L_t{Z;PrkH5zca+RCcwIVZ8s7lGHWntOdTcoYPu@EYHW z%~G!|a7_u@Fp9`UTZOB06^P`Wz7)ddC$+GCLB7)L1 zT=vq`jf>x4sn$@=P>VC%Pcdp9YTO-kM0fcedWlLo;oALvCAiN!q0amQ11sSU9v3!6 zdA0{W2VT*Ha-|?8l~v>IUcd7n=fQ0k-_9b;PS+d0H0I%AF$Uo2>BawBh}Hmtu6t3} z&_pKLMn0TlmxlXrRrQ1jM-N+IQPt-;_~$SNh|Qs~gS9yhOieuyqN^v)6S#`(E*tm5-UZ9WO{QKjBDu0W+(Yc9J9pp8y~L>13Vn zov?v|ukAP;S<@8wv9l>T zUG;?$r)*!)%hFrRFE|xIq!7aVA#y+p-+}BiR1=Gtyw+Ev?2s8VKdBqOpbSI%HLKS zBA1%mul(3*xO3lP1A+GAAIUIL{JxJ*Ug8vbpOBwD6gi3eQX6K~nmDG&$FIHT;P+Am zQLxXejA%7urguTc|o?TWdtS8@RduL3;jDVa}s&$VbheQw284^-eMRqz}9rUkpH zp7Jjl(jm3{1)p+qH3jPH6?p3ilqo4x<2n>2u0R&i=u_MC4o5Y{7G36&dO0H&$`pZ^ z4+2xf@W6$;8K!+w5n86uCsI~GbinR-Iaj9#ZZRBi(WVVnC%*(|+qO%khD)0Z1>VD%Q+w=BIwmT&Ak6SEz3PCBz znl_m|uMVgAZwmE`XRo{X4si5y4nk@r>%)G3#ugMi02hjfZQVm?CjH`I*Kx2Z3lqrC z{Fl)+h3Wo*;Sau0KPfoTCg$BC{nCfjbUsUR^~JN@T#_=-a2yZ-=Isls@OMNLukZ1;ukLU0%{uiNZ(E~aMp2@|0z%J zBBlX_V9)t9$D+l32tS6UV5AaF8@AWvHFt8^G_nYVybXrVh@XgtIvD~)JXeI2(QAS} zSA7hcbrBTu(>X(3MBgC^x=K0vePUpWB7>8WHVg8tk9N8Edxc&NXPOqo&54Z=OMI|Y zdMnvW)&zd%{0vAhqF5*AiDPyxCiUZ29gZht@Hb+rajv|vbGs1AWmP;NHyFuFsHj7u zg>TUgG{6L|FlBhr^Q(BtBIO1P*2^4m%#U!$?s-c6x>^wV5#L>PzMcAQly}N$zMS$H zC*u(v21>IInte+&Nuq^;V=y9|zBTqF!{zt|T+iX!12=i6+6k@u?X=7SjLAIyPg22^ zrP}-8GL;Ezk6rj(+hP`>zQo_5)r2Dap@f1zTWRj8+ij0z-xzi(Wh}hZL)^D7s@MyT zg;69J{%VJKkrN6#Uq5UAbhY?0PL}>?x>6|rsEVISq&P*j`{2((Ny;Nb>8dQ z0t2XZ2}aB8JHM1A#ihzfkx9IZ_a+-3ULf+pI5Ari<&rB9R8Zo2w*2Gm=tN$~@W|{s zula_}`5z9?9=GM(Czrg^j&2Cy@X(g~P9s*7eM5*szHRv>n;WyQa;z(5&+vj5V4GT~ z(A9czhfdKA$YB4a4|aG)pxN-n-v@o%p_RT09D01y4)3J)Sn9FIxV|x3R|V9ck`=my!<#3WSh%wt_7x;{PtBpcSF=X+}YB2;1Q! zMf$C=20!_p?J{tJP*Q2BK?$eUX^ca`#PTU$N3lv8NTfY50iDeg8uN%>NkAmd7EO5s3sSh$JkQ`_O|!5g>IN0e4C zKJYQ-JfJjQnHpr9wFS+|u=+oxKjPaOcs^0hTk+R0Hg z+T84|2+PoUcoEYK_hnI{1ektcvF^XL9nitWJWUA+9mm^`&vn(ktk=(!nWuJ?)(XRmJ z!UW%x!p({Bkn&%2i!||Oo{!n5PiKnsm`R)7@9#tkhm&+-3WwmOr!!IBI1x7~kjn6W z0U_Xu<`cy_c?FXp7M>8GxiEd?mOvfM@YR!Q$VM>_{!0w@A+zhGak53;O8Ix_;QWv< z_Qin7PGC7kX9t=!c0I_lMg%UDz9p~#o;?D?%-i3e{ROA!gN#C`V|M4Q!^bO6*eiTp z5{ewO3*wEVoLTyg29{Vz`?iZ5t;J&ht|E_4)IUL*rEgpM$L~aKYn)Q&x44>39%Wx0 zNEk4hfN$n5pmZQe>8|4F-%-zvJUMEMmE2XVLD`j}zJ`ya_80MSD5jOw!Ma8>)R zR1I|D$9S|k>ZYY#THn>P+?fa=Hrh22p8zT)I~{VNIgzz3CM$LP*6UkkR6krS2vvbh zQ6Tr1)`3rFqrNz-iMO-JVY448bTc-#vrzzz$x`=3I?Tn{Eu7N!<{OiVC1~9VUKI#i zgh}|-a@?oXb4H}vH0#r3x8vQ<$$W9V$)ztFzj4OBbzKj|GcpFZ#+wsCVYsd`eHHeT z_ExFa@VT;~d$HA^3Kp(OQwVX0B^{6vgxQgpwJ)-7p~F*1$LNVrKh8E0j^yNPO=ei>?&x$=zuS)lYEBD=yZ!lS{ha7UA{o@7(#F*-W$~L zVWaAkrGV7b=!;jRw+#?wy6R$-fEFtK#bCc5HMM=_aFGAXYv&nejbN~EkvSX0NQmEz zq4ibKZzLk!xgpS=RsPa94Cx+?7rXl(aINNm9gs?U`-F!wInTwC$Y+N@l1B`kI6pW# z2BcgI6e+e6uW^h_nTU~)mt+3;2Q(+~dP1MsqwI<0A*GL>BSn!Pa?awe>XrOSeTn%uCl`=lvvwb@I{! zRsCPP-^|#eNG~XJ27_$gs)9#71ks%DO|a}UQsam`!o~5-SYwG$5J%98W!`_l!ygIN zMo&kG@=)7aKHewDuSY7GpS;SlhDJ^DPG+k37|LSP%iFXeW$r3{k4-(#^dsG(eLBS^ z6BoIwg#Sc~0?j%(g`3^cIe(Ace)NX_X}l<^aL8G92~h!kV$*X?x1Q*j2)FHzil$ro z#umCPugm@%WT+1#mcKmkJ-KvOe^XP@xA@YV>l$j7wPML616JM~8fA~Dz|wie&RxB} zwXjXnTd-ma713%Qi6=0r+lF9KB-Q10#q%KP~Le(21xXo-R>{ zYhnJBVDyz2*aF=KKCCF*{Fhk?V)*dL;6K3kvp1Upm5j~lt{794BeW`qchqiusHT%T zEXz{P&JG+?s5MPY-3^V1jPLQ7yl%%-R>@^48V<#^ofz@$Kno_D{6P?6Y0sH@vxHBP z=neq_1fDj{Q5+YvO&2dm6#3~=Bse47w-1m9WOj)rGo3`+q<(>nQkI)m7b<3c{EF89 zI+eQwc-r+2X52}BwSMZ;?gD}X+Fd58ada>SRHQdpT4}QLpIJcHV)@juYm#|97P$u| z$X7)VFx6lJ947LCMe%_wIiR^}h&?+xpDf?TaaAL8Sy20CB!$osm&`nh1YkkPILO|j+|qIT_tT1Yf1}YBXVqSCSXGlLoL?7zRk&-3SPLEkq zdiiFftclANkG`>mOK+o$B!>fHYY?XHJE=k;E2@O(o*&h-_dkD{Xr8RCW%+=N-YTjc zb6JHaU^vD{M@uvV`2bbOhcs5fH;`uv;K{B}71CznjoBBB2bW|OFw9n}!dW||oZ~w$Cff)m^p`i>=XXf9e#p!iPvC55| z+qd?pzs22K*_EZ0OdJ)cYjB{@OkwPSL58pRG0cu(!0otmH}y|b-U*E3ZR;Awl% z+3tJOV2-I>mM8Rk!9#oL?`W4jz|DNL7o`UJ}aMIE?`kHL%}(( zP&pLyg}g&=GfzW8iwWs_MppNwN-`fSbzfJmI-l<-=QN_8R4X8Ji5*vO6C$Eqo*&SX z(zUt5e!|??L0C?$YC`{fO(N2w&KubS)$a8Dkgj@H{89PN5WUHjht}jL?WoB14dDJ>lQuz<@T;N_;p-gsH{k|DhcWuo%;GVU5%CjHG_s-jKYsOJ99l zabdM^q=!bzt4Vh0kIrRGBk+{_E`TbWi^W^JFK|h+cPWAvKo}kaRtv`Qs=CNR^To<$QdWS&xeZ?UZ9x*a`6U& ze8|CLfJu7gF300H@8V2l;I79ciV11D#odXuig;HW5gfre;EuB820@AjqI+@8azf0E zd9XUDgBxKMjq=m!yV!3{E{L|~89BZ*cruUr-&3|yCuQP!9fXo6?RUBlAMKf(sxOpz9^|yM`dbmmr7mmqs6+bo_w%aXDUpCyYbs}BC$C(nZbMfV(k8x% zck?8BB&8KmT__Zmhb7{g!RBJxM`iPeNG3Gz++Wr(qEnF?y-yroD*x6DT0}M0RmE{>S->LdUTgs zP-7|$&H?`-Zh`!}BHQT5+i8MtG#AVVl$HCpxRfJiGPjr=B}Z>3rhCaH;ev$w)Bkdx zG<(!9mvWfu6&1N4aN)|HrhmzX8@#@2SY5o!i`bcV(rIGY{{FwVVj;O=X&;%1rgU8H zX*=bJp3`rzXOS!l162ah_j^3&y|&Nid&JatzGv0PC=`zg$_sXaJ9pQ9|2x{wrhT|s zuVyb2X-R3_2=y-xo}k}xPoQH`@StLOEBWh30YNEA(M3)a7yR{KS{TZ7T!>zy2E=FDq2ibP98nBDO-(mk*l>aKb z&iFMC;^qdwLZN)FqoR8M89{V+=B-D*uPr~ygZQ2(NpIIGkz#6I8n4ubu)<<)r+a1* zmk)NWJuzQPs=wwaf%&YvO8Dh{jXa+`k8`4(N!F3&6HqW%IHg@(=p7JLy*+dE_Nf`3 z$y+t)fe|;X$kN!jpdohQL;S|KC!$$^DP?5b=P{{^E)4jq61HtIB?6%z^#}Cc%BlB- zrXVqHeK{bHC4Y>+L~W+~;C(yu!e`3XxZO3uHuM(M#S-UNHuX#Qi@DC5nveEV9cKa_ zCKBM^YaU&EY|_ts@-Oe+Rb|^?Bo{=X{>K}DA7Ub$=z6a%>%`t%nrs{}z(!+7ZxyT< z)#FQ*f8zw?N=q|-CBHd!<6q#v`10m_>H+!lgEdtUXmS#Ue51Ma{kY@;u)+_w6Q?zl zT&{er3{2}zDYLDVmkNh7PxemO)Wd=#Y%lYiTqy5#=pa?E04 zBp}ibfObIi@veufMJ-r9bo#~!!hh*nx7skzG?~uVkZ+4m{v|gOo$usfeiXapdaIGe zT;>ednc037W^G55?An9m^yASfUN8ZecST(X{j1#f3MUq?$J@CU>4Q&7lp>mWU9yct z_Pg15pO=>$E5q$V535DHOEf1G((y8(ebwQU5tHV*g+cg;x36%{3)g_Z<+>9cIx6qA z^BoWlhdO%ER!AX!kKGfnsz+hf6K)g_hsYZV5d&r%ToiA3P~XlR_rQHHHYx2`)Ecy4 z5eLsfS4szff(U2_m zYlVEt8GP_%kyS*Fgg2G6X&65~LN<%dDCK|mb3<8b>}60%WKmTtH(S| z8T#RlHT5T-aB8z!;@B9<1i}GcPGZ~YM!`l^;8$x7hLc<4tmq>lL_rPR_|b>l6Icp( z*!AMn`LV*ZfDg*q!u%~3Gv$%~IX}=8fgiWlvBT{)et^@#p_(GW=c2ay;nH)KXtC^ zaE?`87yB63l{?4sQPO$WeTM7T3x0+TpP<_G=*_tsyG(*|kFhXbS&>Gma68`&@aj!P z?WzhqyYfWaSpWZ#bRLdW|L^-hljAs!b2!JQ2f4-mJA8}sizMt29Jsy1Tddjr_bbpOB+Dp|aqZ(`9zQchxFQtGR zLF11vSJnQ4lU%YeXNJO8J8BzlvPOkV+R94kHDEKnv+;Qi1X!JmP8Xd&aRZ1`W0wmM zUvu7yxzfAyf4K6BYkp-)bNorE!)e(y!J#vAdh3;ue)>lMGeCa30}61~_A-a5+HiNLe?!p!TCk=J{!(yfjEYg$4dC?_;L^ ziZ}SGDiV6&R^jrVNr>(nQ^Y6P#7a)BTU}|LYKETpesMwntd>6zH6fzIdp6~_i%wiC zV$o}F%xG@JFr`!BDpU0n@B7a$jFnRh$JT2lB7G;{eg*%z8!;w_&&m_n%5O3M2ui)Y zU#&W|d_z^$P1v{GUowec-A@P827b=Wax*_@RwUqxx+RIVrcd0g6xSoU)0sPS8)-EU z73T7XwV(Amd>-VTy)O%1b{p&SN{}{ZHy@UFO$px^KSjH0Xn>}Ul_>c-gn^%<^m|@c z;YB36+?)9drg}l7JgqS0K6>*N+Fg&I>v#1|XItIBn9FN~znGT7=2C&y`VV(iCbb@$n)L&T2l%Q^t6CsN%q5z?i%*9yp z*~@C)=v2}pKJLlU8mmJz2=>Q7DEn1vy3i5pbx#-^qR%jH;vLXi-%k>3tkzE-jnRCnw?K6*f2zuSTuw8a2%3+du<)Fy* zQ87B+jsh_2Ns?+HW(r@xTPINo1`+_x3IMDfHB|G<)gIhvrAR}ZK_@!cvI-GV2Cx8N zEdg#86zb@YH_;dPyTGEaR}(|$Sy+v*5HYep))ps{YZOxwo_fN-aE7=dK+kbTN#%=pVEzQ)smu7+~W?OU5Y4ccCBaJHd) zo9(p5-<9qi88H!%tDZj(7bs2j7tFv~J}ly!3z!QTl09r5gh_dmk*B9q5EC!LGwGt6 zV9d;WL@1ZB9PG2q`eDz8`f@_M_^RXWsUu}9x?=(wmajnb$mj~JVutyv>iN2t6W6*| zfzk~3jEQjX;&Td6w}hP$^oLp%pTpXN+f_IiylO%istM7r*ZRu0xDBp~L-qwEO?2S} zS%)Z!>pv^Car)_gUQrivMT=E?EcKif%GZ>N4^aZwg?P$-O-R3+eLP@2mDHQsoVx%d zovEJ2n$W*mwNeae+(6e%)!U3x?)fXYD=r;p+lo~h{5j8 z_{IbsRsD^Mb_5`Guw_~2JorK-wO`~3vT$~#s5#!kp;+*@s|Z^h*2TDG6+_o>8PL4scl@l*EnkIV zvpeD!(1zmbZ(_`3(tc(*r+e-Mm@($G<N)L(AR%x;_{|3wbYlhU72}* zY&Mo_EOnyOjdzkF(gv&T<2xyw06gY3d&J>IfXe$~D6Pd5m!f9^sp(DwR2CV1jcBUy zx(zTT8<1e$5a-4#G8B!e*;rRh&MLnqUFK*67gj&aa!5^SoOK>?c|)CIPVk$5Nc3&K zp?ote*u`Wpw@`#xR^vU(@D`*wDMRQ6GDN*cp+Rt(%c1pib&vT_2Y{5?FXK31aZFrc zl-!vfbhE3323cWb1~i{!urKj=93Zd+cpE_eQKr1yT)135El|H>^c#p=i+NjfrTvdP z9AH5NcRO-@lk%>8umVGW-ME_~VbX{>q~6{YM8#SGY3N4Ijv`34{6nn70fmVrs864P zYPncmRq`GpMrBxX`{-mZh)1=Y)e+DN;%C4kk(sm%s3xiT@85=NDBD9TH43 zX|mHER^fYcGW3<*pVOx39Bl)S7j099DZ>FH=r|M8PicE?;R;9`3y8wR6-HN?72Arx zz92yT?)a$1NFG;_xY3}R^{;PV#8u+{Kq3*V4W8!o{}0f8nOSnN#y;SS?)hb?E{n}Y zaMn9LRyY-hSH{|9KA_u5(A$5zK)x{+B$O;|7+mG{a~(5-|99~3vNF&PW-}Q99F)J5&wmQi}P;y!&D*5hNQk(cyrB#yqPO(WN~ci_{o^FvF;5JG2;9PyDuYLG@|L&&ng@hs~$- zP;|Ee(}=;mY})H9BhI%PXvvvKcoGnSNgp;v`Zx76(y_ zrY384Ng9<&#{|9Z>Km^*bd^6H>j_1^(Kmp6JJirx6Guc6e8&1wR6*c1c)^r{ zqJ(7m@=%rBTbWo?7Tf+!r}dvV3W}mxFu$O>)1tRjKpQTU^%4cVmVvV2jQDU3yUv#vYIGx$&ILDHTMeBui{W~s!>rCJD82FL zCNr@6`(Bm>$PMGGeRlcLh~MtpkR%pQw>vrDume7VV{d!u5M zAzQoya9e3oYz#@uH@NAQ7U`8ai2KgXXQ*NWnrL72JMI3kK>U!R(NS(U|TfNF*}$6Sm_pQ;?f2}cMGI^T~BaW)xr0Kt|q~-*1~b2 zQ0c|$;+MorVPwBS{Cloj?^p;BB3=nS5Pd9VBM~(vzB6;h3YY^@@l*F*6LsMAR8N|0 zNDAMK9I0!95gLpi9EHG!HO23XlfzF)Edh+)76c;paGk1HSnH{vyuNnvJu4-tmYES9 zYG{7j_57@jo%AB(JDO3+tib3oUNhej#o$OcMBGNPXV^p?t!V>3-MVIX#n$epQJwrNjb+fq{%$ftJ)pP7~&yfI(bSinDNzkrT$r=vw0USFUK*9x37lK|W zJc?wbh>>BvPgPNlby_xIsn^phFTT~}E++es_55e?mKwZ8+C}W3nsHPh1EkLgb#$r8 zzJ~}_ARA7NXWL~BfZnaaBRJd!w zYCOymb;2tz$}B4EHA)YFp9=ocjY{T{;Y?FicWZdyds>xs6__Z5Qm{JF-Hhd?@)kcA zqrawq$O#>Hg5Lb9-kcz5Z5VH7=Ymh|P!?pYmCBmr|9XdG9=f&%}NssN?%-hWF5;HJz z>7WSRE@tFBi=NGdGf6sM*5@>Gi;qg#aX$D+nAi;9zt61CJq#rcMlG`PDM?lC#!!Fdpx$qn zoXL08ISw%Uyf5P^r)55WgdX8;`~qtTA}8SsfgB}mRKE1o6cF-}7W3#{lEA)2-Gqzr zIYUta?N{dVfA2kh?R_68;1<|kPa_?utL9ztV;@y|^-lec*Z4$T6ioI()noy1w$G`o zD!r?@XwLbYOKd7ARwG<#98QiMf2>ISsNi@68zA-ghvkb<+}Zqi;2WBTos_bOM+y1f z29OcsZ?LnSRvSrFrR$DDUAFi(p5fqZ-RhdOp`mgEgcPV4eCu9M5R*c!Dm(I)um9;X z#q+$SbnGl3LQ$C-ekbW}=4lD%ZAKe`C8=xOG?G^)DcTAM(dl!VzyUy%s{?25WMApM zv8V0%RW~EQDR+phB$&)fZ^YOIe7_pV48gpmpXnNk=O%HL=6{9hC~T<-1A4C-Tl@zg z5lL@OCR{xaWdD`ziBmQYWurqQ76onJneWF61gq62U%5j8xTbwdxgDQwWNU8#BwtUS zH4_YwgMMXRkBaBrj${xulYC&`vp_tRQFXbM^CRq6i$Va3HNs<*uKjAK4Fv(H?gfT- z80oW_tA2{ASw5s!_SdSR zCb&8>1^!?!WL_SH1|CaRlN6dEm~M?^I#~#!KpZkzEh8UTBCW`1^nG6|s#oFi;wR}H zj6sr(gF1MkGPal%hRB!R^tomB%t<4}&f_KiaT&v`0R<2Pid2dfdL{@b={r%kalET$ zrU3u==d(;O#CKqB(6c1S1yZX4AlyIl%HY~bY-x;wkG1i-H244e+)KYet&Lb!i3Nr{ThfqJN3t%hJVbBSt$LK?ONwpD)r4!ytr zAAoo7Wdro`4_lO{v5i^C<`dm+?R#CHGjKooGP$#_cO==y4)QZc1N7f8vYIA`0USEx zxIKT-$t@4aL{oc{>9fUDJw2LU$MQv%tCm^KRM& ziatY2hBt2H>l;k@X{fwOu!nUMq#e2AMBre8DyO20Dbwg>wdF3a9BEr5q~?nNQ30C@aZi z6XuQ#dLb1p@rpV3J?9FyL)1NJ1Wjw_mVw1z^7qkO8Riq{`1R)j10OoN+ubbo;~A5v zTvmS)W&^k1Ie1JYo0)5D4YC~rrWh4Lxd2DQs3X4+gp~Yk!Rb||S?0LziC^LH6quuT z>EHN@92`oB1+fUCnBfzFY`XEuDM#URk2vT%jr)H|pk56j`C0I(!F>!E9S?ZH-(JY? zcViGne%|r^r?Tct3OB=vtRuYW;V5-rmF!``*Yq6%W5uT)yi2+&bNjOj9Svu zlM)Soz82aYy)e69oi^wh6d-y1T2fe<(aD*M$%h9rt^UtcbFcI?tlIL3JKzAH)pG{k z3bAnZNVD|3;Rq94hOpb(LhQpXOXVOSi4M56P^|4w?W}YxbaVs&;Ml-52L=5?!HP4! zK@Rtuy*(L-A;~hQ8)u7gkNe^U$}7rU1^^MxETZk!cE`Yi>SdgW&bDI4LvE=gY;}Q$ zox8Y49x_|wt3ohzzjprFtg!Izx`HlW6*UELw|m1)Bsy3350iS<$VG#=_@sigtn#@$ zP8q=cwP*Q~LNf3%yFsIm2D=fx`7ySNl@>l&B#3#iR(AIl;@-c!1X6I-w zods-|IS@4>p#k~*vgYAu0A@;NQ)lbAL#8mrPkWjit3GzKVwV2t-@Q*WtkUbT#E1Wf zslALLJu`D8vm9c&5>5$&GcKze#Zv>{$@d3a=lERA*%KED$7#AOXz}e^PsFZ{(SI;@ z)%NekqVH!Wf5hS#68DrYiOizs>KZWD2M=?<5Dje^3#l9)0(wn%li{+o-jC@11K4?0 z@4t=W4!QAqlK(!Vb?M@F%6bgspYe^b6jet7x}r+XHsS$e`%JQHIXZk5w00+@vx6)yd8vIW0!}w?1iiiU)RRo^ci|?j_5Upe5bY z{adzvZ$x%<|9p$nBk{_OfBFpmL=XE4ObHknx*Df1yhBr6f4UCodH{3$%+W>=zgeyaTo-x3Hsc=6PuobhG?cf$U)@Z2^vI1hf??C!q~ zg1X=oZ>|!ovRPK~s(2`Jp z5g^28CG>bgXTm35Ey>cYG;i(wAO8h%%_ItjX>$r^Wzb_@ZEWv!{i%J)!iuZRXVhmV z3o@B7oY%a%bNOz}mw3M@@Wjfn$nS+my6Ns&_h)51X zjTuS#sYu+!iJYPhgt_~3q6a41@sfCLoM`x6oNT!@%YPKEI5!Hy=_8XHZNSZUqZ_hF-C$R z81?riBSO7Lm~cWy6Z*kwt0^s!!iX^T#`Mz?i`at8;$mDrs<4((UC(%3Fwft!vbM=k za&A4~K5z^7zM!^F?gr=OVQ6Qo4R-s6YL{wa<)Ag80$wY*QV z>M#nZ`4s5DSMJU`GwCnnX6yxbcyGlZs4HlBWzlgS^r;@5<}oAYrzJU0g4#Pf&J6^G zd?2(FZFJuEN3s%|*dAWiQtnx)Tpbj8`R;R=dF#)JS8mB&5#Rwpnc)KNE8r)ROBV(^ zhXhY+dhUEeRhNKeMj7pm3IZL0nmTtPHoG=iJO}Ho(L#4%mU;@7Z2X>%VYRg3fn}0< zh9I&fLo&}CNr5zSh|oWpF_0%TYITX;Im>%#(3b3~6gH(@eeBd-Ho1Arj~fB!ynR|< z$+4B8cjJbwS$-_t!SHgRDTw-ha*RgweHMvXl(T7r{heZ`%08R{LtMnw*ON-Z`Wwa% z`huDUxqeAxGRLugl6=Bjdxg3$U_xOP7oGD*xrf-C-3F)F`zSlH5ju}bIM7<#)L(5T zdD2~P#JilY@A6#za`J;l7@Mg6lJ@CVa;hOi1t>m&rt}6dROd!?Zgoy4yt0vAm}A06 z3xr%cSigg5R*I6=pIY>Lm>CwwxiEP>bF~VDYb@6M`{p9BLb^b0C%)zQtNLj%7+7Yt zv_3i8YA1i)k?Y*q!l$~X^vr{;eB?nSdvT)Z4800Kt>y8;0QD>A%^|xat*HGHcg9S| zTO3sKS2dN~c8fV`C)R;(yk)F{De9}e9KAGtf#S(S&ZBkR)f`O>$cGAA_4ctSkVcTi zhMsywY1Yt2AutT^N?BFw!>}BZGOUYfRNB1oxmgI*6P7fdAh3~MtC%TT2F?8YM^dLA zXt-$Es0xfJm>IXTKkA3lKv*Dibs8M8+x|8LA6Dfu>ek=%Ly0NC>tM*$iv_7dsZ;}s zVy<$4xjTLze_vCrT$#}L@NaG=t+)hMtX=d_lj@<+11la;+otX_TA3{S)I)H;w?5@- zy?i1zIQI;;J^b=U#Q49BKV27n&hBYrBG9&{0ze)se`0#de}MZ+{W$Q~i4uMDUAH6= zedB)Ivfs?TjzfMkmFa(+6>6W_WUWt+zbMy?IN(LRC3AV?S2EWK+lRrQGZ)pClcSB0 zbC6+gGlYsmF&3;qU-pOWrAnm-AHlnp%tRm_VRui$9Owghl5ENl__x|}n3=}WKXg?8 z0U+labKL&1uFLPXSCGsHlSgB^>54cEURii<9O8@Wdxjq1!$_oB$W~kCNbc>Q@KTB- zmy-B}l`Y3>TO%#2tn_~>NLIZeske50y7exOCiZYDHa@%2?%JmFBcKzy+IxB`LCw!U zu0wH~d73}$-K(`zNYBc{_U96v0W{JBb?sJueg$CeH$vL9i@9Jf$Zl+99G?Gy?_Z3K z4}+82KUy|WJB9%EJX%dhIU}Y%7bt?#Wiig}&I6xa+iQajZ)1Eo<)wTY$)D(Sfodaz z65z6{i~N9L=%dKJGW#>S9<6EgQs6X`^41jNs%6v(fS^fa(+9DD^U}j3I{FNJuY@WX zgph0iB;JEX(R4j5l)2Yxx`AGfm$fTnw?E9U0?f&EBU+eNb zyH|hi+PVdf+zMWy)JE~U8V-BDIQtcWU#`~T zvhx*XcGd3gm{=fu%N4Sd8c9nWpho{}%L}Ue_*5Y|#Xu_w@m=e>57;G|em~8WOi-rG z*MENV{J0fw7w2e?L~0?O2)cC2sF*@OOX(!X8HcnPMXs_2!+6o-*L@3AXfcNa&elP+Fw)dB*65%RD@rZt1Q=lGUZMZ`n6ukNN`{oQROf(UjkiJRm?ze zfMC?$Oc15j5qms+ex*sW5|jymKb&Rli<)9c?KTmw8mqc-q2tJ7j`5~lUxWvhk~*0w z%K3&13;gDVan@V=gev9_q^L@+gV&!dVo9ya0(TggqSU&yT5Nk=w1r2S@ic}kaD^Uv zgF#d*L+s|7JL(%*5Ifkao5cYrY59#PD7H*L*A$?SS})~q)N>P+x0K(NT#=q|W#f0X zZWP&7fBvlgIlxX_!QqD$iq}Wb42I`o+-~3=>adftxzm+SK8SDT1Sp5~H)~Xy%%{w4 zWrJ3TgSIBV&svz>cU-g(f~L-21}ap~UQNX8VGo~fg7@gt#{j;ig$8Bbp(=-p>1_w5 zeQ~jYC1qC+m06w8n!xrbjw)UbHMo&}T(S01jHd%bPotv4-_GBLQZF%Jf2nkhLON;J z;NJp4La<I`jGlv0y3N8*i>zj<5&$^(|9n*& z3XMq#4%$GLA$5cu3X&b@GR-I%Hs>^adJ6>Rkl%TD-mOyT$fshC%wiOU5K`)7A7Fx2!Ox z0{CK7lmI( zMNk^(;CHTK}HmXVM0nHY&vH86OTZy-K>}aX{ajLpm zPlMvmm=nZXoZW%dR;AbvQE`WRU>31nh06i-Z5uWH| zDt|)F*!VqeT}#|qkWnn=)+U$U zYeSoUvClTy=)0{j&VrBE>v>E2aWFwkb9%glh<3E!-hl>`R#r;3b(VPpG{DxPu`Y>4 zhO~7EIRA47cpg6O@TNowFtQPH25POG9d}P?WpYoV8KAsbl@kom4c+>6lSwEVNm+mC$K@JWfWZ&LOGsEbJGwDn^13UU5D{B=ykM?_)>NKG2abx4+;n5`@CDnD* zB_hH(ZmB;@i)%1OQoa?G81UXcs*X))s*PZ^EVEXww_~24j=TNE`d6FSKjJk<(IuAQ zxFZ5!7OkxqN5V8#1oVaUY&7}(WXcWWQ?mQ&F zNn=G>&dRy#C!PT!>A7f^1C%*pe*On2!yW>fSMRP=c2CU7kyCQak;N=)fFrGSl-$-! znSHM(bC{>{70LiQKs113^iS|wY4%GycMu(i)93)J3v>e&)@IFGuNq?id~ZBuA-|Dj z4fi(bB~^m~hBaVr^!3BA2iGL2{34L-7l8~^p1Y=$K5_moeQ`}APR~u*{G=fgZ>`g4 z!fk2vcOcKJ`-A; z{=RfF@QciSC2)#IH~MGx&j>3!lUc!G(#D2lk_xY6zNzqi^3D??t0k3lrOg@uTCjsV zuBPUy6MndImOFD4D5x1cDd(tP_iNpf7a)Y90dUh(8Sh>Uyb{|eS^4`aH-OKR*MdKR zZESFjp5}|`k%;a?cc`WV#f^QFRnN#Anr$PdDfrlseFoeskbQ>CzFscen4S_>0`rXt zne+pLjF_-OTDaKPKBgHw(OREX^CHqSz5lHoWMIq8QIAjWPUZ{1+a(=hzfD+JEP*&u z`MCa~HHYUX_yakL2(*s?f+XfOuy~VeoIG#MfJ%gwZmt<`unZx6mm|3Urk0>5jh21) zTC@DP*T^TxHNijDk9T!T0!qF1Xc$zUe!}|cKN%7Vqv7LX#HYloGXpW%nc=B?3ISLG zwu4lk7^#ry!e(MSJRwj@S{s6|5NSvWHla{8xg~@8qaL~h#x7SDlZ;m z^!8)B7a{5Ug#Yh$eMIoD*Au;wP&0(R^aGXQ$}Lh0=xAx4i^9j4(7z|Kj#xXuZHJzJ z3t8#g6B#t@rneO730M>FzNIhL+EoQa(q5FsU$Xc!&L`KWv1dR%F|C5coFb< zb`b;FPyF&nqf=8k{|W5w9$!AIWL9EzSeCT~<#q^V-<;jMWwo9eGRpd+vY!_R>@%M| zKJ6o7JG637CxY(TgqVB3c=(bn*azAWdT?Rv;TN&~+td@{=ABH-*5zd|*_RWH?NZnU zxP0U{qpcjSLITqhx8kLY9^Ji;OlsNLR&=vpsvIfE*ePkfybWEygTGE*Bh;n3J ziO<$+WIYfcQh1lfuaz(;2&+MooPzk2sV!&TUx_e-4**xZWtzruPvB_bC^0%8< z=}xhdli)Re{s^J>i33)Xn{dI-v-6MVs*T!w{#B2Jv4VEfY{xR*BP)#HYM+=y(*-?e zf~bbty9fS~4FgP2bcQ-D*;vD>vzDW}MBMj%ZlvPpA~K8SH)V0sNh~WbgSg%mg3#+H z+_8QSrK~vIEtL7)MdXavqWKqtbrXTSY4v~4ug~qGLP-$zH(nubmDzDkp!M~zHk0Ux z9r{>aMY8*m85QHh{4s9drHbdGFFeRJj`%|oKwBj$iD8yDzVLvZJ&Gezjee%$YD@v# z6myHF4>#98y*aMXJN~v0)Ib6J=ojsSUlTkhd{|zPz%ddu^S}q?&{L_Ogk8&Hg zXI>YsefhWi8QQ&#AYX6)Fy%p32`Z5WQ;KQUh9M8 zt$bUYRI}1p&_~YiS{y>?0UpNpS5y>U_t@T_wmyFut}od@;k(DaJC<;Z_Nk^{W|re` zW!Xw7-A6AB=i9B6FgHePFL~8o~%s^__yBx`sS;Xb55J&^G02gmqPm5Wi1F4yjUKlBzpRaNJPC10!^T=kVyy^%~`kbo2L12ObmcKjSjAv9)d+p4B zOXp{8dLu8%t+@W_@BtpzDkk-eQrc&hqdD;76|8?R8p>qAh8jza;-#GXK2>dH)~f_hNwT)@-hJKe<+0?+L?bs(te{js6O9 zn^Wf#FM8H5Ht8TV_+sXobh%{m4wTSpAH>qd{e+Rq1RnO3)IXx>h#26zel8VB9%}xf zA9tA3>i#DcT+8lzzVja-jekC_%Q_i|5=X3O-o1$Ih6Te|(wrZ($$kf&Y8OD25VwoN zYh57DU>Z~>&!E|aG=7`N8avx-=RZKgUfzVZ0pM-mEVq=2OScd`mULfT3(ig+bqtZg z$pMnujlGL_80tSIFyn0o!+}XQ2QY~VZJNMTZX;~S!)0eAN)Zhs87m z>LZnKSJHtPjzs?-AR<|lBqelzA}i|KrM+XRbTH_pz$l*06ZKP%Oo%#t)&`iz7qB?I z4_V`V7D!62r~b3flvbsOt43TsIWeO2so*)>{|?9 z7wP5n7p$vI$$n0FabNm`v+i-yX%L;b))RfsTtgou#!4;77=d*D6fxA^it2W#2`p5W z>p3LULR~b4_cDPz<;%Wvno-gzGM4T{Z5H4nBpv{!sYct=%yH-KTcRwW#Zu+hoLSV2 zvrCFC*8MqHOn6g%LDIq|S3k<2M5LdKzF{IeYH*>e9Jx5|#<{>~g9tl%sA+$p17|WU z4<{9W0m#+B!{84mZSGVwue{NnzsVMN-^%9q8>j$0U>QC!D*D~fbaU5{2cV7|^WsiH zF%k;20iRPB1A}NA-P*@9Ud_cWsS1?K@SnK;Qyrzfob+o#Km2?xZu9eX(^9~Yc6~Uh zh!1$Sol&^+I?sV3!Tdyx@sge8@-!`0!vXQwi;*kjb&_oAHIxLd$Ks_*Eg3ogD8`U~sBi;sJipBd3}rq7RIuW8*~eEZvuCDil* zt<%5obeN&waOQ}&K;=hM!MVpr8%v{YTKc#L$2^(j?CBo1h+pd2klI{Q4wB>e2T6m8 zdt$x4&mT35eogi44)aRtsHC=O)whaKItT=5v#?Nvw7$8s{@k?65mwoHaP>{}t-UK; z6_R(9O*Q^j}Km)<^^wDs^X__*o^OU+|a+HOwTbR<3C=6 zYjV=O`*cLx_Xu#+rnvF*B^i`NA7-X6jtRnNoG>PM`or828~*8O1<(ahVepT*ncf3^}XpN(}|=$Lp5z?i%a=FmwZe7TBDpG{kK^&KeeM)g5J3zylZ4MDUur zZ;aA(WD;ikZaK{=0Q9Z$zS3&icN?m}cK71G>kUBZrqkdoik z&zzVVje-2$Weg-Lc|IRK#B}nVD$jybFFDBs9%BpV$6sJWZ9|=RvTDU-2aoizA)TT$S0YnnZg+lZlhWR?Lr=Ol zjNVG9Q{$5kz6Kp+{TVK{tv|!qnleb;w-Nl=E$ssf1O6a=WI=5k6Ntjxej4|{$hj(q zjd=vzrdV>%_giMse}IsYN5YK>S^j}Z6S5BCqEGO=ILzSm()#E%lx|#_?q18c13)4~ zM>j`RK$!BKjs!NK=KM}zd@w&0^6DNp73)>Q_QYnzG7uZUkvNh}D#kXk;=VRV1r9O1 zSIDn(3NN*aKfR*lR|s~Ilx1>YW98Lly26S7wA#K?7zwsGc#80BwMuc78I_<{me8LXam7M zgF0R0${C~+=hM;Bs{2g?G%3@i@r%?WI*k6g{=OUr{dvlTPGwJO4l99`^eaWWT`%BK zi?@%69Z|90U3kfeHpT7WP7y<)xzf|SH{Suf>*Z+Q2T*>5&_#t9vVZ$Fg1L{R%N#JL z32GAuYP%;j{26RjzCr}h4Vov4C|&V43XCYP6`Cm9GAk}^;HMQPQxePWfy!{ zQ`f019Y>rHKg$#iY$Q6i$PbFn4ZSu8EsHT}S2Ety9JDJb z6Of8~ap&I6bIij6&reVO7%O@5CZ2WM>rYDN#LNy@KuqV%OZp!@4-X)*LPW7^!Cvb= zm&mEqe;f~H7O0i4PyF%|%TM7|+wsElrxdFj-0{{oMfJ_C)9BUaz##OuZ>foY+YgX)ND(Tl`Lk|Ezm``G^(H0`fv*z)#4JvQ+o}elMpN?J=r( z@OX#>tg<^5G0uQyUD6giDK*BMkHig56=)KvR`<87XOPjTD!`Zkn3na3pNN1zdWz;V zd9wOEg)?huT(G3cHV$+9h|1>EQFDp6_cauFgzg$3A2o76L5SB&Fc@_a>Dse(TQW1y z;Y|YTc)(5Sa4?sV9KYmypmqnB`uWy&xnTIG&;-K=QqFYPV z#~@X4(~Lh(nrfhzCP>uxeWItBG|0Toft3t)QHW}+;7EDAPIBO!TDA0L@ z!wxFf_?o9Gc{Ecpkcip!e-y11FH19$(sdMlbcy;v#&e!;#uzJcGixy>)Mp$8wv3x_ z6q|9{Mm3n7PJUSdjF&x?zR8r2W#its^?fkArE;$}_gP#Y)t2-iO>`+Dvcrk8l&Ga) zm=t{!m&-6O)8p^g@@N*APzh)x04%IIrV~vu9iqTFv+qMpHs&TyZyg@oMV=>2Cjzqb zo2iiIFEs%V?-O>V|J*4dv67Qq!NOvTOp&p{F^#%;+>dyQL?;EUi2x~s3S}a~06XAL z?kf(M@TZ%nQg*gMCak-70=o(i=!14K&Tvl%bV3b1reOD5jsfZFA`o-_`Dlj#=eKR@ zX#df)BtadEe}|%)rQ+ISbV>oZ-m!N(=C~rqvro=}vZyNC`8;NE)fVowbedu6Q~?Mg z=o%}}{hJRc&UFDeHG7UDWM4ergon_@5nWeUB}C0hlc>xZ(#+#{T==Yi5%^0B>91B> zbz3_yqftM9#WaasAs@J)U%H)Q{$(rm-*F7{fA#H3CIAd0jHbT?@AHd)4lbbsZc5~E=K=}OMtEIh z#@~f-^2#=`^;tU2meMjCs(2|maC-cL%}{oX_LP?srYHR47g63((ogDrGx(zXX{DMQ zD^)&DKlpXZLx^U48!;vc#gYJzIz~Vl=Ug&^?j{pL`Mhtn-9R4}nEQV}Y^>%blI$!e zk8%32By}ASt90TGGq&b2VrYUUnll+Swanae?Re7e$3P@S~F%oPr`c3puiclT*0TI*0*ZYAf_ z>1CS{oc~<<27*GyzL@EBS7-zdL|||705G#HWg!1Cv#Lcw8Rfq;{T&(=Z`H6lp5k1D z7fRRg%}EK&PeD8jchjQUf2e9}R$e<{R#EO?;P8{V0#-4mWralLWEH4##97~z6|$91 z(Ni!e1nHtZCyYpCW2ei6cUJOOC79fE8VxGz2-^FL0IQ`>2+o``>P*MqjoaoJ(s}%S zNHeZI9p`pqFm7&m&^=+2KY_c%NE5qMDRX~{(EkQfnNloi*ij)eB8IK%NV6FJC>u7n zb}IY#>1#@I1{39NVov!q7Pk%d2a^R0r-xD%a0V@dPsIo6QTS$XhQGR*%-uT)jRu%} zw~2%uMPW+r_y)XV?A!Q+3(Fsc*N$j8qp@rW#Eb)V7MxQ=-Qc-+1R@k|9E zTRSLOq)ca+i|Gam0p+Dy-Rz5b_{RiT&rjyom8Hv&q{(>T+_?1{aK|P4pRr0JT*M<{ z1~z$rVyC#>?z!B^vJeVf_#l&+Ipsr~@7H2PK-X5q#TAvk1zE6u<#qNeh^t>FU%9?? zR9*bE7=QYR`Zt5Le}Hl&vzj-h*`FFJsTazfB`tXSw`+@?U^1E@ji2wa)=A@U0?qxr z`@M#CXh@x;iW@=BMnayl3PJ&uu5A1amMp(f3GhBKA$A2M-zrg&L~6{XGB zo~%1;F7c927>L&EZ(#?)P>;VG61j5CY zo1&W8ZJ>5(1bHRyeXm^=xz}Us%dqLFIix2+&8~**Z$_YHYruU84X`&(zy#NPfB*8T zQU?PdwGq2N6{vc4tNaEx>MaTF=Ha#J01wXIJ!pBplR<-b1PM+6GqAgAxD)}9zFd{K zEi7OQUdP444GNqquGxvY+WG*O&(yzFn8NLr(|HIkGuA0@YLZ%_T$}XBvbpz{e&qZw zbw;u71ID{)BZKDxONM`*-~Grc#7UI{JsZtFROl17OIc9(Y=87&UYL>8+kF4m4!}CA z8-S_CZ+|zsJC}$S74=i%iB#-xH6Y{Ed+d(jR3dnW?EddXDvCTyT?CJ$cXZAr+XPua zG)E|lx{KNykz3qf#t=@J2#~n;+qIb3-#P<9z9jL)`_#eS#0Bv#!2>~ajdhAFC&QUc zamBd}*Vtm;JzAoV3pVw|l%(1{N(}rtlwGI=;10}9l8(Mr z>qDHJ%HtUXJ|S|aq^eXB2?r2|3@5t5#6^2uX)OJllv!qf`p?c?@^yw-&r8Uh+m07t zR|)if!};4PnMI{Mem-KIO(a-S6?m|-R?At&n{j>eK4a;-q=}=DK}{$uRntFZgAw-K z%|W|uh&wtYb4}~cW_obeSEVZ)QmMRcO?n0r$BRnkfn}#wk9Aa5QFuc^_d4H$_`%?| zci>R`y*)TmJBs1R;F;W7Wtt^bzO7450q613bW=cP+7tZE64ab4KSU02TW_ zuFv}>b)G3WIMD>ENC?+gAbC3W(zyo;3#rw$nWNSqP6^( zB})R-=n#RBYwVv+?h3#AgozhYT2sE*98bi9S`Jnee&yz+K1N7M=zJeKbgRm>u~Q1> zVq$xpy9}E><|uZ)r8>vTS`Fgb(n);hd|WB_v*k6OYb>T9MGPmT!l6HOOwmwCyZaRHbr_cVi@nU~*@={m1 zw{ieEjx2z^^u7@>(SF?}jo*9d4?Xj&Itku<>1ihXBJTKnU|ch{ErZ%|3AVR$8Ah9o zwzFG5cm$n2bU2T+>7d@Brh&rpH8rCcJ?aCk%wAtzUz3mZUUizuebawh;ZGcczonvn z$u(*t?UYlndWbgTTe(WB9!pQ*kn+AJ9@O0L&2hR?4Cr-tRo*Tg2bQ$0z(7CO?8ch`{012JOlTDgf0gy@=YJ%xYhI% zs@uu#h%q6xvcj<9Mzme`){GSj$z>sxSHX!m$|Cl{6@@hJ7m-&atA_of?v5puO8O$R z)S5mhb-J(Y#EZFAY<=@?ZqfZJ0G6YH&ifNAq3DBVV3XHH_*TtsIF!m{d^d8hV8Ab) z_JpyEhY$SP4U~A-Uq`ls3o7n0;A|wovW;3~rD)~?wv;3^@Zp2%PgoC`MD4l?*N$EZ zZrxUI9R*Z}EB{lGQMAsy-R`Tkw;@@O6mnJjCi3dmURD{>K92KabeOK z%-kmHu^E=n*L`>mA+Xj}3fV9L-(9uv=v5+I-X0S+MR%h$_JX&L>Gr|t?d*)qSi_}I z#^;lNhd|RFF^Ux0nw6`-aMtCs<3Skj%E-BiRQ$8pb|zlFg)@<5(E+l^!jkEFAC*&y z`fDLX8ntt;1*}|jzas?y*&TJ4*m-lPY(Jya06eg9Pq;_C+qlX;dL zb+0BG58UB%N{YwzC(&PE9p&lx9KegP+cseQfhbI!>#-{AGUHchXgVAKHYPL z!7=nN@D<4mb-%>)O*zo!_gL({#Gom4uEP`pHjzs0eZGdskg{|>|4~>w^$i6WlLEh>e-!9fi2htN;EFLTmKxX)qgdRCpP0@;DfL!)? z*W)c44`|-##pgIc6AK@n}<`txzuV8bg>vG0Ovixt?YMnYjJ%l5@&+7>oFN3ZH6u(v4BAXTtm_E!O^q>$36`(qcPEwpFEwRVWZ7|!SSKh+;!&Q$6Uu?u&cesD|F4a4Jc@Da6>tieU@MTtBvd*)987ZaOg~3%XskRFWXP~ zehGiN4!AZ6Xs7h8w~^E-No+e}MdRk!cMQr=m)lG|U(SU5Szcz+R@?=1e^8|@0v7?N znL72cpR>k9M#&C8rA&7}arAF6`t`WFr5=7(IO%;`3lF){%=YYg+hgyNE9qbLX3`D0 z0}-v%cRf9zhE|cW!GcBU)(yo^U5N*sq)*hTVymW$W-A_M&;Y(9ypTq3fr=avi*KXnM*qIqcy? zk+EIQ&ykC$48rO}yDM@(~N)*xkYb$E>(L)tfawohJNMsqAxt z1|0?~7&azk^`yWgw#OXG`(G;35gHq>tU#znC7y3UkR6RnE@3AB?*!(?bkDu5kCG zbBpW!Zsx@In0YxQ6<3R=GDYgzWbk-7Tzo*-p{(=SB%NK#jD{!9R|-Zw;vn4K%()ST zOL%KXsLOr2NFC79&Z1-qgC!|hjBx$DnD-p}qJL58tnQ2S!K5xrN1$q|&%@d&zbT2^ z=yKrQZaMj9wfHS&aCeubHWNE5YFkVROo6n`)C_5qO$FF>?UvcpS1o6|8IISed76_P0_ily|2+L~( z++9!hkZ!_zAN~h8=(o_LBhjrb&@(3Traal3c-)`T>=`Q-eNS&${Po(o#3&BA9xdu6 z9{)Ed*z*F7O_sDQ7`T)CG*mEEiu$FT{S+l6$|9cKcM_!Qh0B4=k|(%I*7D!Vi`oW3 zonuu-CNF9ee#G1NQX^1@X8$zEx>|h62CH}bUsy^o-{dmAQT}(Sdjt?o6EHOe8*2MX z=T01_*trOt$JsC)8M?`!nvOpVSMTZRSPctf?22IExDx5x#&wv!hl{@;xZwdC z{-T|{{+Mwi0z2eL_B{DuvuGY2e-dYYHJMuQVnUnq^WQW($tfRV1Iz227VSg1OaiU5j*< z1flsoJM>p%!f%=UD7FP{{TTwxUx-xU9YuXO3W#VN2jv_JOfoja!=&8Zb%SN1z#1;k zZhjIGNh>X{RC@wib!Me=**!Xs;Pr=M!kOo8ud+<(0^%T7#G-Val@r!SxL`}?IEtiU zDkwqa?;9_Ti@l&E?U-YUmm;zT@@!AeXKt;Ty-W>5DN4r)INv#;xlU)bo{RG@So}?{!!L%7f9AYYOMfDkXrRLXR^K9*~F+$j+Y0P;!+D@Sk*8Jiz zX^(W5`O;*QctmGFcs$k$^bo+ezq{W00}M_|)1_+O&564Ox`4vftK)-n*ePsAMi#U> z1MS|+JnY|ZIs7(NKsuTby;ajL(%)tyAORK@9xx_XLk+JcX#)RWWfQR$atec$-?x(s zr}DaNqKfn}vo8Y%5@a_XUsvojHT-(@hI@qQk`tva?)pnr zZS%UXiMx0`vC1hD$nf+@LQhCned8)p7%q#SmtgG^3-7btB8Nf>3UtgJl>RmhKqYPK zlm{7uRYR89amm17OAD(TzXsj0K9KLf)Oq7B_*R8BdOoHHrY1{xHoiT445uO5<7$2I zM_(nMD$MpE<77sI29{pGtRyg&RKTY=NduFTecSt3K^xB1oinaAf>F{K@BZp0~!G41bBPOkXl#LDuXW0ao0| z4^w@jA4E6vyp1j*yp7l1Nbo}@N3)-6#{zDIPD0G#N-ALL+8cU#r(xV}VrE*3=!?$qx$6PqITL>nJI-%kv^Y&(T5nbn`jiYwKxA3oxw&%nQ zzbP-{XN{n4iah_$5&fgt(Ed@eZn*~>=AWnCENu`P#vaASy~;sEQsi0K&Qwv*+>SXO zXO&+gSV*+0@A1GfLa(A-+yhbH;$0NouNNLCqWB-CG3cqF%fB*7NCD*GT2nJFk06{> zk)Ij=0aBv^X2&pERie^kPm)6}xodU<3O)>z(a5J(*%wg~&IIg9C{K=yR^n9z{+ zRKpyYKK060xSCI5Fa4KhR$%^$O$S$RvEDoJ7u~E~6A5`avXW1lRcqvZghy&a&QInS zLha~d!(B&qo&jUXb%mH0D;q=FQj^~jg8#z3UQ@2la;8q6mCtuSJp9M-FJ!;;!(;|K z_wL09MbCBgVhNsO@o4_DH15|@kzcZ%OgQxL7D4OUYti|oSwDQ3 z;{wd?zX<^AKKWF1I5?x=N0eeI(wx&^$kjUdN}yg)mqffq>l zz!BUmM0+#%2o0F{WTTOAo8bUZDJz+Yxf7|m`Cc8i9f=KIhe*i{-eh*ipy^rS7yBeI zK&K|4W57L+*t!m_Fe}f?yLQnfu7;kCLZ&5}#`0~wMmG)Ju3KvoVL4iobrmsBt^J&X zl!4Qc?+rc|jc0n2c_24rn*Fjn5%PxknZm3^wK%Lfe!-eOu^F zZ~bmwBgk7_#^W7-N8{lQPN^@M6#qtT!c?^#I_pC4@gu5c@}YlrCM_R}rxdJAHCIbP zsG|YJ%~MLm-eC{#7+m=6pilF`J@KO>PA2HyO%D)K%Hm`J&Invo z8cJEh43+RoBX{+%vLC!3DE)GEsB(z~ytg!4#w_k%aRa>#YL<{0fB6BdbAz?M`KNN@ zpgFc+A57X_#zGby^xVmE;ui%Qy|}Jr)9vx93&ONM-g|1=%Z-7;r>>fR^9ak)#mjj0yK3oy*Cr6C*=q z64(eoq>_&P=fV_YyfN06iYZb!RI9oy`;m`@=GI5VDWlxMA&#`$7qdvCUP=nIb6p$) zz|s+;J}#3b_>6BU{ob2cm%Yv9V|WSCv)*&2etMcY|NB8$#y62zX^ZK#9-$i80Cg$q z(R4b2-^Y`K^QyoK))yBc_|AKg@dkWk@Aqjd0 zFA$>3xG=?Qa}m)-EY^ZLAOt}@CAs*b>G7@}6sKrq53*h3p4bU55#T&t>mN9}I)Y2i zmQX7{TxQ^!F=2S9|MfBRm-8a(*W2N)8veSf7c4f^)??xPrJgehQKx}@0Zw_n&5sy^ z?&DGM(Wpe)@n3=U<8STxtKAGi-mBa-34U~U01;wc(%Fp8c3VIWhNN`=mXBHDsKP=je?EVL6#xPSKg=tk7 zv*0Eq{mgTVs{M#e`|(iLrh-*`QG$#YDF*?r(v4;nn5`KXM$_;~Eb$2)knOKrWw9jZ z=tdY&QXtNH_wSzyqGT4b-006*KO)a=ME(Q69!H*F*RnS8C1zDDpqyG9=#@4OU~oJXk1JBuwfVUMFdELd<{PQaVvc(rixwE%E+ZT z=%5WcVs9_0$-2P`){uBgVa_nq_U$NlfsDE>OGA2y3}U8IHw0G_vf@w|cV4fjqh%-= z$oTg_e+s{pcC-mVST4{yFT>QrN((F4_%wM`{g4&|qI|m0)1UO-S6)=TB>5v7su_l8 zgaW=;I}cm~U`=24?FWy?TgH50inUP2W;!u2(hajV@ae?b1HN*ltiF2`Xz}Id?AfX& zI^=OjXQ<^8K1Rar<$g~eE}#@a2K#1Y4$TQvTfw1og&M?_zPKFwfj0K2?i0#?fOhdp z#x&`*b3QI}8jFyd*?VJpf17-EdEz-yz#vRSY7|2DU0{Zv_k9QXS(VA%H~dwq|0Oao zq%bV~*DtFuw%8+pVLF?b^(`hWt%G`0fnt<(QE~;0kEqu7q67CvmxyGARQS^cZR#h* zJZXLXxaQx;y;A0oNUs7Ork9TfJ#K$D(c4c!|7Je|Asp&25Mz3FoZSg<*JH_hr9uCq zBfnZ4yS=aex;z}jtq(5JhiXgxs42IUysZr7*)ZE1weh^2PiOc#IC+8<4| z{>a~Fsh~rtx-2VRd9Hx_Ige}`Tq=RV3w!mJiK8l>RNAkqR5K>8(ikBEpHhE8rpP2; zTA+y@@jHF{3%6OhR5S1aHK@!U%g$x36}~0(6GTG#ck%0-_gKU#LbC2x7I?}pd3)Jz6qD3-Is!z_-ast zL?SmKaic#D9{c&(J`2j>J1FrgGri1+J379NxzPFI+&w2nM8<4}B;DIn@|)`$iTzss z=M`+sfB%*%4GPD7S2L3mBwBL6*Pfj(Spu%2C1P?Iu&V`l*daYE7m0j7rE6cP#Jb#nLLFF!47p>;iy76wEq5|{%S(}>D1*GyzN>FtXy?cGyz#lWP@xs8sOxB#Jm{{Z~t0c2Y&F70Jy+H5UH zY6F%+q!Y@_j@+ezV6i(~$!Wh87hOX6WnzMTjfWLJUJYBik5iGjlTW%gaQW5_&(tG4 zy1$*Tinv@yn7P?5<0B|yht3yDbsp#$V<<>HPuQp0J{yq4fab`--B4Ujb*iHp&S2u$ z!hW8I<;%F|@4*+o42BS)5-CPLveWZdnJ&79&wCEcsFi=QEQ1+)#EahNzmj5_=(! zd{zQ55DI*0_uyQbz6xt(u*ma4#?^;GKGaZz*=?R-W}aVY{A1QyJW=#s?|`v^yuCUo z5&+Zr;b#%X*wV;msfV*@j}JI3t8!U4MKvW& zOc<%AbY*mnN)L>?e2_hOsN2@mk+X?fNx$Uh4L=ksqC{qF?D7=US?D@yqpoB@UpT{K zr}Fvd*`o;BZ{wdNaX_c5$tuZV2BqKF)NU_18>qO~X~@4leYDYbCVE?5 zRJQ1w_7!e``&489&F&~6mbyr`NZ7G?=q*a#KIV^8%^VCm!h!DP8zcpSpDNg!`F%&m zat}-*#PAKN2dEn0GZ0E=6VKC0gP zsxfSib1*0%Zv7bId|236^sPW#Ui+1%|L*}>H*@1$Jni>s+_N;|WLTuuAGMiR#edG? zE&J#$IHo3Y&Mj(|wQCtg2$U^WX|)^gvA@L2v>gG7h$H~JEe&SdGkE3v#$$6T^yUvA zAN}lW+-+ zhZb>6o7v0zvQM7)n>~uLci72Cc`N(77@5NzYiu5(4kYfwW3`R*e8GYftpT4nIQmMK?HL$She7stZzs1BM z9%0{lvk-Iw!=;G?5#H>2{!MDNDe|MJR(yvAXTK95RZK+=mth&2U8q^pMSf^I=yBYTTnDAL|^$q2;(WzL0=+g4DuLjc7M1Cpux>nLrQjaYP)R& zvdut;2UrIoLllQ|ls(caZd#5ZzIUV8w$pVMZ zlzKK;8X2vBz9mX4($~S+1bHO*+$b*d61&%2_VEjXH>-tW+}F)!m8D{&t+vura?GAU zu7Y3rh?n&7FXcW<$kCQe^Qp4LAJ!<0!WDB@<$z=SzcDy;2}^JU^fyt;MB|* zbLT}J@rl@@TUKeFN=&6GA)0}~w9}WR*tTqFugIg}x|EWZv7@bt+BE6$QCL2K$P=A7z!bAa^fEVtYm4{Vd;^F=wbxRlpzn zF?lmdcx{hIpYAZv7gOoe&2Om<^|7KvJfkL#h0KIl@K_u4Tv<$;Uo{Kt(4Ua5h>k zgWp@%!HvxI=ti|hC;hqD`tYT3#N(NfsqvNsruLKF@xI#l!>jE`JuYc8b3@ZTR$T5< z_Y0e;$TvhmaY}4q(NLa30q6bXtngUvo_<_xLyt)8zZ1k&OnM0GLo!`QrCQDm+!?<*QI?O&=xSp<)+La?wt7S zmLf+tb>n9iKeNP?~bpDKKqQfojSHAt&o)^$t+5j{FpOPXUpLf+5i|I!2AMe%y?7RdYK>s-V zR;Ld?&H_YqM%{lr6T~WLQ=x(h^k|MCGr#b7FL3M1`0J^jaM%y$rNxaDj|e)A)Jcz% zdpp(3`tdi~y~fJBIMZL$z{75oNU(~t&fBN}>RtEXzbPRn$!FIp&+jj(#|u*jaxKZa zPMrzQ?ka2UEWH1BG4Z18@5jj}{)IU2cz}mFbVU9!vXKx97id*yoeqlD&Z%wM>YH1%Da$VH#0!sE#(v!_!kpgC}&gkkN&dUBg>FE6=6oQ_bL zVa+UF#8|Z&{qlK%ANHxEivyKFZrw!7o~JoYk^uPACy>Ke%H)ogni-BFSNg@5FP=hZ zPZFgwXRvOs287EGxHLZsOfVZDewjLD_v2JIlh8f-nRlfk9Ew}R$|x5$a~kI6^3@$n zWg_{6zLL#{OZm|m=oI(`K8WHCEwFq|tn8>9a1eIuTpPKirG30efj~@?^2|LaSwb}7xATTXJnXywU~#do`Km6Sv)^axlZd&-5QSPdI?H!?lIcT zm*w=(mmMlx0B3W`yTv&*he`;=Q?y&t9^thE*16ERYN(VYJNV)PxFU;*R;dx1z|x<^ zh;3ryP1h}@pSj0O#aRU|%OV%B!9Gyy7sGW}~7DnMLW zn>W85?koqjYUflckDG^(9wv0)D;CBmgDNmxCa^F7*Ug70Fe9!*<@{MT6MFMSknq&( zxsNiv`V#gb8&7sBwWMmt<40dYLP+Uk*Gp!!*lX zucwdSj=p=QM6A8F3VhG{IaOIB|1jVe|5e9L&FWJvP$RN|40}%k7G}#oBRxw5g)IQz zytTh*aMKm;dJSd0dNtz5DWYj+i+M00-#u*@aaCSB}swTZGkX(3ff;6A%MDSCI zTe|+`a+mWeFFfpcB*vNL*6I0zY=C`a(PMdMXP}wDm)3_VF@k9a1U*k|@m=e9K%&zX zL;Ray^0msPpY_aTvd$;)Ih;woPNm(>?7ernNTegFjiMD8TbMTt2GLdcaSN92jpZ7o z*u!mQKGM}W@&RIna|@9x38?AEI-WI^-@H`QLf?1}!>J%9`3sxo-|42Y*yn znvNM~iZkfq`V_fW6`++T$?rNa#BB_8k}rOU47|Kc_BrTXkTy~h*{Ig`hCOn0z7{vk zeVOa+r>s=dwWXoCrUFxa3-zy-4=9}p^_kDSuru$Savja52+IVJ2z6qe)cM2hS$JPU+0Q~V1^g8IKYcO7qt`?I2Det zl`}m$WY4mGsII$LCWa5Z?)C2C4;+cP*0G~Vr?T`D-k%N=&o7p7^z=R4EW`#10<)&y7rVq8}2B=oM(LBNo`Pfk; z6rytb6OPK%6RR*qyd{sSThSxS+#PG|7@+`>#J6IhW%)^;*vKd#^%{GkTzx;Au=~*T z_VYAVv&(LL{iFB$Z8Ve|Yq2=E{d4|1KgeDd!dFZ_E9KvHmX-XX!7SRZV>I|@9N~0P z*adDO3uTaQhzJ&Y^8_wgkN}$Ci?n)kMg7g7)=Dz3kaWN7T2X>y>NW-72o_CiM7hdi zm|4#c5=;K|Ynf|`RZEB-t3%bA#{fpc&u5n^o+9X8(21bRC;)NaSXq)?v@bg)*9uBPw4S+M1Q$&h@ZUW4>_Xwas}8WP)=k3&xWk*Dor&fJw%p zI&Y4}X=74t0gA1$*W1=Y!-)Bwo-Z$m$uZ3z&E5PDz)?R|#z#(kOR=>_!@NA3l%W_~ z1-=9no{a@6ap+#CERpUK{Dg44t32e)XaB+dJ+0O2-NJpNKbtE*wwIzhu5528e>SJ? zZDv;e<;)a#_fdaF7LeQu`5l^b_ZqPg6l=w@%LI2;Ovh0E?8!B)sO$V`KQ7*!imJpZ zFcTR@V}{|NCfi%_1Iia5Ol>WY5h1m!rqWvNA9{!~9)Q+jf*8Xh{7mEiVduawJAoJ5 zzp&Sv^iOmB@Xr~~(IPIJ$1ig1WY5E??x8(BuIA|&6y~mb$HQ|WQcH5iY(L3*E^^<8 zceae~{wtZgv6(`HqLnD#ki|>Qz`Nck!m;Wg6Rv~Xgz`-GL;9T_BfY**Uv3aBzdpmz zW14hET1m>zv*Nc1oaoc2-DK8*gZ%&kW{7U8TO7bV-`(k5$zEfvhF3#kOScJFbC=2T@ z&IOmG|{S+Yx}&K%f$IQ z{6m`2%{-luMXdpu2W6}kFR5;dAdM^c6)spz1_h3zZnNP4MY4BQmNmVH1<4Y!&GdB6 z8W*Z~vt58&LW?VwUPf*J$p-U^UZPe~%dxNOMLtqb4|dr$JEZQLmz0H9oa7d1B@2M; zDin6JJJTy+GXpUyF40We5J1$H9&6H(b#BLX=tyx^Ke4ZV+T&*|5djD8RUHL zeyhtFO`p|7_9vZhl2(8g-vHF4`>X|sYKAPwF$Z)Oo4l6R9en>S z-kXcTEG79YZqoEm!g>U*`Lk9oC2#-UO(FqU;w3#}rTP6isUZHwmNC8sP`!Vo#Q z8Wfgn=WCTreenz#z%?bUYw|OCNcQa*Nzb&UE!3yp9lof;AY~y(Y3XDe2b?GDK#}2U z>tA9S=AqvsU)a;@2j$KtZ=VO>lSp<+Z%KblgWgol$z%mpDPMfe6ay)V1p<*>E6*8& zCKTOo-ho+H_er&n5=A#O(Fe4XuTp!Iw+n$GL)F^C%!sr$3%1RK_H9I(!)Kr3Bx{WG za4cdf&U(9J?TQ6}Cdn;odo)h~5MazC1zJUn>z%QzDI-(=%>K{S;2+DA+|34@I))>U zpW_-E`!C>|SI*;zDF)sXjP3^pQF*7p!s^ec@ z#NpM?>4cCLh3tF=$PkkmbDziOkyT=IxbbY9tdH23k`t4XHl1=A%W!<&h2$RE$(P-H zr3=iIjorVz^OLmAy9u}K9>9h1!&N?59ONVXj1)ZtA>8D2MmgxdON4Ao;T(n^C(GY4 zh0trkf+W+LD)gzer5ck2w%y);0q-eaiubK0t=eE_as;rP;xj?E+Jgb(8_=FnLQBiy z-%g6OLFv$m<`Clp=0B^NcK-nu{>MxT!i)P@FBN_+{&rW#{Ss?SD5~cM2anzGzx}$u zsCPaqyrLe@i-gloEa6Dh!lZMrY-*n%RMdtM4^I6YXOh@=7Moa`PhnudU|FLYc=Q?TT^zd&d1 ztKjhu#P&mu9lBRa)0wfbY%rp7x`=yVt=@dLSO(QH}v?V}ymcY!Bgv+CU z#guknbyw^}A~be5&U|>~V8C~uE3y%J)3NV!D3y&33U#mD8EUboJ>HJ$$PpN(|2Nln zJF_qJwavQNrLq7}x+h(CXfeiev0c3*a7beRa$d^L_0H=B(RsLRp}Y|F(Mzv zG-I(M4u`CP23c>o=a^bei01+f83w5uX9 zk&MgE01IM<9^vWVtx?l|DBdfkLcFD#0JoFaG33`SCWa|SD~}Y1aIMXxLggeq48`I6 zZkwUab|v}w^}X*raeFd-FOysVMkQA#y=nDyTryNgxv%S!AT1o@Rs7hW-OyD6NjX(` zlq_A5B>tN4QyAnRG%j<9WxoeC)zWd?B%^V+sU`_UN6b|iY&pxO`1aAYseb8{&U7B# zk#}dV3i!(D@mm{P2YtOSv&3Ur61%>IHg3S>KLO18((5W_m)wPZhr(ToNkk#xbTz91 zchuWAoQxe;)i&AonBEq+nDK!rV6c-CSZlQ2AkN@4XdY)|!3M62zf>4q*UV!J(e=~~ zB;jqX@a$_!i}OFIh8ujYKT(gYmCHseM>0Q?!*(+~Ex|bt+cP*z9uygXgCHzHcb0^d zlaU{ninu#I!p|Qo84hdV0b@$4F28W%L1P3}1sk~`H!5(q3OO<2w1=1!Uu<@+6nmp+*WL$dv~k}p0@ zK^UIjV*IvJ1DMh$Msz=}+%N46-Hk%8Y%d=#Fkuq;1?nX=e#AV8=eG}(5xt(rRTE$H z0wmPZD4B+t1J+`$5^&WbygqNv^rJa*1x>{O`qJWv*;iac32{gq5>E_%5_}1MaROHEig z6?r<+0)MxhG&hT6`vkfueCDL@z3dIQ7!fqj&EYqJZ9069r1J-C>Ka1XgcSOSS$~Fq zmM)>Bew+&*Un9;B1e=v%$hPU&jI-$j=1YH3K>@qq7WC=qS?I(yL~WbFpQU6UFfofu z2iO((E^S)Nsqea&IefA-yU1SOz)>RAkai)ZCoada>OX+#za|MT!H}1CuIGm)iFi6o zwiG@JU%I7kTbYRXuBIBsEZHF_=EybpDsrEnpu*DAKp8Yy&w$l60);xFmF%PglD2Wt zLxh=S2l)bTv_ZM`*8+L5R0g#`V~2)TA){)Hm$2Xd%bUWP`B;CL=RlZzRw>|lvbJNZ zOo`wG!6IHs(E2q$94R!Y%T_-dxrZHRdqq(7*c%@pTZ!H7`?*`^h@VQ*+IR5o7a)?W*YtGqqw%3e4846|@`S`MLDx8%x(@1qXkovo$?{0iBF6DzJ z4sCw?NED&gFAavePNc8z^_;`kqx;pbfj3HbJ@)P$G>i8i+5eu+@?rCb){a>c&> zJFPud=54#Izi?mtBs8x_L!+f4E;%?CBV)(o&R|8cg)No)6*T(V3-gkO4*I6R77GM{ z@W8km@u7y#WLS9g@T)AKED~e ztb9N8z+>qw!+bhIOksNxS5PjA@~R zk;LbuR#QH+i|YFaJq!GFsg(5xD)-a`nxY3zg96V4&cf-5X;~%QH;|Q!d%vtKQP3Hh zilfph?2KV!bQqj-JyH>`_Y}}8f>FvXxk#<;xdG?SNqC_gTYL4~uzN2Wb8+iHkL|oy zTlcg>gp@C-r6rYsT8Da$gR9aoM8jsChafmS9X)(*Yh9RebaunbBH}&q>~f<*SLTtu ziMnoZ>0?>VAE?E&V|B(O3Fa?4g-O%H#ptb5b^WUfs{_qV-3*#Gnqi@x##~t(pgJ$J ze+ol1-UMO68xUnqQK)B65dG_W3$cTz=Nt0ngA*l#!sN-JbBxQ3#P4&_^KER0ee_ua z>orB&q@lruzWy2+zDUjOrH>bnC_>nb{)hVkYYj{yRD|`o%dfHfOTKtd3$?n_j!P&= zueESy;vwhvE!{s4{_cf3w31rrvS^aeA4rNVh59Q8{&R-7ISqryT1t)&i@T53h&l0| z#7Q`fM-;-g)+f2}z112=80DlECY4S~S%JEZqeS zQ~7}Hd>6Fn{9oQk+B()!i~9cSZ4uL)K#;V?wGVqTFZ=8H@`=umfgyTd429B2brHMr zQa!Qw0r~z&kAxu240GM(@C-GjPJvCLe;+YP$i13S^A?m6skuHixh<|Q5rH()#)U6# zyu?1on~vOZ-(@umkR?BjPhigM?4AYEQpxg9o15gEY2j`E0p`H|4wr1XndW0MuU)Em z_O9xZnCLm&7xN}U#OZccgi_bzR>|$6=q%#>z06mEbPCyB}2etI5AD7h~;b!KXL6G1KqrFmBTD%a{ zTKqga`~JsPoaH3niz~=}&zt0)oeY5hBT*>}Q|#R+Z9LG}f}W*CM@@4gEbT?f&;#+@ z)Sgphs|Gje4nV?P0yy)%2oMgpFk?@e zMr=&c3vP;p-K(tG{rxi{$%}l`5YTWS@zt5DP?nzOl2*_Zw{!j&^0ef{Ws1^)Z=&qwAQmS?71?1rz-LIn(NHbSVgtrMtk z^9prcumz?Ew~j@B`<+~d5$DDA^IV=g7{QN%Q{)SVE9B^~FZ5g7n#yw7^F&{B2_;Vp8pLX(G3m9pdsd5_ z{$vM8&iLrbTVLxYvAgtB##2EN)=Fbs$mTnKg~pFQ=#J+!)j$~&fU)ris^EU-GTW3_ zVopFSR!=DZa#s#zn&)uZLTe?9d+1WJU+QAeGrn>4An+QlhV`2MgGmvBLY)QcAM;xp zAaH5#RNK$%dxQNzJzF7IOtRKb#@E}bnB(BSSx(}Fc3ZrxRzR#b4Zxm3AJA<4P3JE* zfKA-TJAL&{tHG<6pV*K{=T5p@bP&0P%x(Wp`RPyNb7Hav6Dk`tOh!d)rq%_F17NXq z-wnQZ;zePFSPN&;F6l8Oc9g8EPh{aXg@!t4aT6m;UrqWCi3xCz{s$;KH&o=l-3$D6 zv7-O)4rDu}BV3A`BP8@D)AXOjWAW+GUA&dt1^1rILxn#cnB+oUeYJ)y{2urZaPGW6 zcXnu>zCRQ=(|BH>WpbBV%+qsD^4a>jB=G_L`Q+MnSNT@@cn;MX?42I2mqFNAJwX7c z*?CNlx%~Qv(?6Z-McG z*{ZCEESI;_6l1ZHjO&2+E^SJ`*m_EXIh}t|3(Zc&_BigRRkDmq z6`txfI3(6=1j*;F8&X~Ku>BjxJ;}o3p`}V_-5a2AOc>f=k{^v3^lyumLI(v6dbzx) zpuh8{ryr6lRA9e4?7{tF6bGh5a#9@ZJVyqY=#cIJ-42P%oq3?@Mt&CJ_-dsov+!pd zqu#fT1ELf31KwTYDMrFo32sHQ_nz(RvJ%Kl#(M_ompPseOT%4i*;(|UY7)77&AuTC zFa}8$+GRH(4!Rts1R=|{^iac`??y4fGCfc~I0@`i|4_Ow;UZF43iY92Yi4DduA*_S z=EH>zGP{jxWc$)`#KpCc#yb(L+z{;00_ zit-i;6Jf2*ux5a-O%y*9Ktbsx>O9BwT-LDB(+2|#x}m8TszDhzL>uoL>?_UFIZ&yy zR&MvYdA)k`2@sjQ7k8Vb80mxZjUvC#NKW-PM`NdoHcPeFFYxmXyf1;Q~Kcd>CT}B#mBfm zuyP$s-&xv5<(p24w>1n|J>*w?EK>UvS6@t-Ub-pt7n6(2l}`97{s}MRy85Q)mPz^3 zH~d>?oTq`Sd}5mpqC|`1^%t>4@Zz)}JGIW3p<2678;dV*(d~Xe*+l_H>?(q2EqgRx z(YtrjAJONiU3FII5w{UvTJ9b@TP!@jcdssn%+3X9XavYMXUN=q^vpJxr4dtPrY+cp zld*WDy0{iFm9Tdf#;*C`b8M&hE6w*y)o1Us;{6o(I25f9Xy0^Q>0!bSY^)VMoMg(A ztm;Y`6Y#KvY~gqnDc~XR(m4ij<5+^j1R>EABtP=c?JRnBh5A-5Tgfb@`1fMk7pM8A z=2VeM`!s#&9TzrJ{gs?0Np1Nfh{S}0k{}F)(6_cz8~*;%!fAencM`et1zmwFHc-bI zs>Cia?;p&suHGw6WNam*IqJYROF3V%F#!PtI)td*l?3XW8Yx&`(mONLB;B-x>G82a zcp-!gh0<|DznRWo;6?C%W^mbGZoB-36c(`n!UpORr|v#2Q#~&;$ZxeXDYAK?x&oXB z)Bzem64Z;-ig;dD#XJDi!1?#<5D8DW?Qd?hF3YKywQ3W*ECve&C^xriwl8~c^g;Cy zf?mRX00M;B!?}8c;UPeu)%t)X1z6QjZ8?sXmcD_@{4{hGk`BW z$Gmj^3XLJ}?#S+jE;vIGJ@44IQvgq*xR?1JU;}CSF&SgJr;MwIY$+b}$~~z;`(auZ zjRJnkOc>*wEbYPzQHkLz=!(s{mkhgi7ub*EehB53*Zw?OZ)x|GRkrt5(nbve;E@7` z;pTNwbQ_v0XPSzEp^3hT*bGkf2hzD|+2G;+nQFe~J_Y)-T>^@>$oT z-hIf3;o|#GdAO;_qA$E z!n+5b-o?|rhzcr~yD03n0hhKdAsAdTG|JY>S5Fckv@pHtx^#evn|J{t5a zM}q{QQCT;%_d*Fo8o@!h7=j^DPF+aukc_b~CBZJhOqa+L#HxF={l4ws1#zSDu>IC? zc+kIUMrWTmr`?&9c`1t<-#~km`c^am2XJ@xR_~G_9qXiu>s1^gqkl@%r7!tEHE^)zxCB_x@ z1hsLlBUNPq?zDeA31n`6iAVV7@yL&=_-9aoCdDm~tRVNqMUWt&qG4hv z`|wyen;I^08B!1&Q_RXSJ8^;UI2d5);U|xUNzML)D60u^2^2WOLxUlTtyCgpIQ)%> zB?0wN4T&2#!P}Q<@15)0ivoHA{6!eY4;^!nP_RO7m7u^c0bnlP_?5>00P~cl@gF&U zFmYvAS+_?>I5)??HUJ4W9$~IlC@d7_;QFY{095PGX&%`MBI#jpsl5AevxV9!h!+a6 zLU+OHiJXgclnS=##76KyIxBz!jo(JV3s5YI)Eq$xpF)a-K>M0Rzqbcqi9vNyKvgafi^4~Vpa_Kp1WpmRBWYccPzU8X2}lVV zQc#(l;%A@^C8#A69?MS%aT%e;M5#qB3U*+56riQ1B$f=-3o`^;WDo2yglJW8TFp~P zP*fEu9)V9&6-#{Aa>f?$fDx@^!km;~NLz_U2H+M%$Zd*Z70$S*qZ$k{3D;&mJr{-w zuoYbam462ZWFtW;2?9Z$&4a=isX+?4etiQ+I9T`mc!xRSW83-XM_gVX+bC6~3 zckh!L$1?a(i5ii6WnuW^1_z!vB&`j=1nI$I2+J%JI6^I~IW*d}l-htY@4ituK#*Bc zLAp2~fY~!lxVHv%`b7G{+sl_YxEyA2YKmhtVTg!<4}%}3i;QT70#I?3nd#+S=;VzF z39^P4uy}5`Kmmmxzl!^PkY^?^`*1dtEer-#&I65Sl@BB=Df7fej6Aj8KiiL4EGQHz z0yJI@+?h}^V9JE3SyDV`6+S_ALG2cM@RgAhkRh?q0?hZ#>9xI17{CV)12l@oSB0?(FV9`S0*S{wZOX+>_H1Xf<{{XxlP2=$6g)B51SRg4JA>xH~ZAig@jtNLlJU+oR z69q~DrGu-(?HCBsTF|)XOxs}&RDOGU@qR=FN*@xu&f-C-7r*@NW!fm zb`O3%Mc(;xHdHzF_1XU5uV&F zKz^5|8xj6k82Z?tuFIVa*X~A1wOUqCUNFlwyd8PuVC+{T%y7?g@w@&8#70%z?ZhZ& z9T?!ymki*Wm}OPQfq9rFTUg3_9uq@n4g^#bB)}9J-Q5%vTB$bD*ws&-1k02XSh1`# z9YJscEDOBMuM8{rKh6ujYyV_*bwXW%l!Ilk>oC-2`NOnnzr@Ri9uJLxhAT zam;6|sw1!pQRJmY&{K&)8xoauCinz0EvX76S|d-MP(7fgM_{W(&jj%`iZnM$w!Cso zAmkMhK#o*j7E(u&97FiEV;xgJSmInrG9cj-ka8DR%}XnMa&(dzvk$m{kq|_b8L>3$ z1Q5)HL3vFbnUQxOq8+$(!v+Kb0Dv6;0CC!42T;^}f+c#Kf+V z&^^osxQPHF4TvLRl7nA?lds5sZX~ZeK|d%Sk0jG-B?yZrn_CVAp&s5{vUgTGAR zx^G+O4t%&0FCGu=;lR3;`BOYYD>ovHQkioR`RyV?XobsfDeElJP@+hNP+C*$dpTeM z7-cyM0(dU*#Ef0CC045)xD{|uK_&wB2{12HC5uJdPxVsSRE( z7u$ryM0AZGk3VoCWtI4hP&;&I4Q_x+R*dDa%jXB^Z>{<-4nj5|tF;bKv8JDdU+04{ z6iPgl6ZYcR6>Jhme-4!#;Sly4`i~|Q-2&1%obQO)px8; zIg`i`WL$0vk;0(;G7O0 zQF+2m2j~9) z$LJqE9C$dOC9|bAC_kIRH!C27CE15qahOqECgWgPvey^~W#VG5KcM9`F>$Z%-!1&|uB$%XG6 z)T+Zvm(3=Tc<9?jl8gBkfz@NifM8v}CD7DiY?wg$N7ESc6( z`3oVzgQ*&he2q1igYBOWGX7r(a{beXa)pkh2;x73;HdD?lj_I|0q+{*UZZRn6sHp0L?gY0Q-dgQUXJ?89_bsB29`JR$QJ~t3I+-uX8OFFgrKj8K%k35 z5@@vf^gFvl*w?UDYd-|xfF4s;vT#1k^$7134MFZaGunzUe=ATcj1C8{=l=PgtmcX* z&H!??4l#K4QWqIRyzN>|X!RhF3WxwItAGNliNGs$^foA$1;N0>Jp>O~$Art`{U_KQ zR!>&{0B$~^!Qs0GX+fM4@D)&ybP7fqd0We}p|*&Q^S?e`baTQ!Yjl0dv7 zga~l~n!`D=9aNOzo=OEoRhrRqcha;tOhiJ#LRm%g&43}YM89A_3X96Yus~G|jskoa z16tshT4FDia*GQTS5XCHNQZ22dWc!4vX*PSW(?yb2IMMYF1q4^fgNZsNTtj8;fWCh zQj83h#)e&S^%MYzDG-GvPs6SuF&g4WK*sh9H^XazBZ{{fxG{c0K-vsa38e>IIXa30 z6r~tYQ<3i;=;{(EH~~h5ZoT<>kl|<)Pzt(ZdE#&eFqo>iB&C=cSSpewI?F?lKowB$ zk>Fo2TPisWOYgMJJVJ(rp&98txNwkFe2h(LoszydP&O+d9$2R2>nngV46#Z4k4y}Wo{D;+Y2DL*3$ z@I)fnkb<$7ObkdlhhRuX4d*fNdEvw+YH79130N+@_|(KsA+W&yL-+@eX!cOJBs~(0 z@399(W~JLva&*^hINZ@t2~!vzOg&EUS9O9TgfH0JeQ+D%s9;(K$j6==w+Rl)#0yT8 z3JURl*oYJuAVdc%m*sgRp+~f$;+Z+3cp5G2W#f}6g%v2|mw5M_mx_Rm9ERi_Y&;w^ z3ebb_0mSt7L(Ve(etkpLe%17xjB{_t%>fCVVU{Q}fgI_D4?g7z%sodOyj3TdE+?_v z;QrrfeFvykH&W5K0((n;F5C?!m8;5T(@X>o@ ztj5qXW4=-uS#vzEW(@doL6DaYE!#1Oj%5o;i?m3kpnT8xGst-`c2@!E1?D_|%RUkhSf zrm~c<98S&}m`8=q4ZI&8_53^$QvwE6ESTzHUl}A5<0Y;#U1VAK;(mzyNT3i#W+xx<%`7DWNIU9|H0jxy%Ep+BDr{{Zhgc@LjK{@5NECQ0kk0KX~3K*I;35{f$Gil8l!vP-dUmmHbw%LW_gGbMXtl9~;ICQi)m zbxn$J2q2}gp%88_3a&^MIuMCrM>nnVxfDv;fmm%j<0VHGAb?Jh+0H5lBlM_>g}4tU z5ZfwNsJ4jHz^!07(BTzn_ne#qYzeoytp;&cBAcK_Q?4G=U_)^rVhzFK@M_>x(GxL2 zptQ{>qQxm`5{}^uy6%a!oFkZaE)xaojm1##V?lL}ak=lp=M+YAM=9rrpyWo71tFBq zGhPUa0Ctfaw&XkH08I{bX^T`Vd5VfuOCDt%D)wGXk=@Y9poJcPsPU1Wro&a%}E~O^5>)L%S{lFo0w6AM-drEUz)85d|l)*9K4s1fC^d&jB`d5IzEN z;HCozfuKNf^T6YYBBVzP42OJX!GOIy6o8n)-yB>Ni6SFlxLyh$K_zT9GsO%dEOK~r z%cBcTG)%vqOyWa-B?Zs9#mePGw>%AmpIQnp~+cCdSMo65|{qr^Z3SShF*@Rf znE|X^Uv2}Wetb|;NAhJutp5wwOshDc5Eg1dpW7Ft;l=NOFIvsfH zi4bRqYw^T|R%Q44A6vxqoDL21u}tx`EkFrM+s6$7iwZz91O?aa$COrqfGE@^m3uD{ z!*&Arf`s9M+guvf60BTMY3`B3IcSJtrYTlq%t}TL^Py#I9#|G920t1tcj7nvS@C*uk z004XdaD5N^jxyLz3|Qa4{o{%G{yAQA!=L5-ro4D10%0hE6=e(`;pB!`2894{U z4Js9gIbTHkbB63ExIg6JETe>mjxuJC#|A{Cfh0UWcH;zxB3@1Q6MIw)Tfv4|oSSdN z6guT8EBq6`&!5jT{Q+Pdc79%Xd1DW*C!xfz+k!*0M(mde7T&WDuN1O?y|A)fea z4b@URHzqKq@i_Qa!qIUW_{WY5quPX+ zN=lS%0Y}&c<}4u?1S-`5$U?j?i9TXRD#<^8L(~3$$dj@9c5nd!FC79dNhA z$Ig59yk67UpXpEMmycgJ;~($;03Sg6N9ae3>Q?6v1xGhXpeiOfsRTt7ITY*}{2xN} z91*i9Onk4793A7AWPW&@>hu1yz;b_PlIf5oAy87Vd};9UjDf@!DF)-VsmAp7fh>{} zv20%XA&kLA7?o$|Jn97Hoq#j%zE9N?PmM)^D_CYfVR%adKzC7t!}lRdeDNbiQ&7wo zTq6joMXig4U^y12(gYC^$c-O|^oi6b36I9|Mv>kb-!F)&bbKrDO_~l1Cq@x~wqo@0 zQlK;p?k{nbwspu0lq}4tf}l77xBgA`X8a-^7Hv7yjwJ=dt!kizlQDQWizS54 zsIUm4tsW`|&6Ea*sHk3XI7(h10+!IQkxHT2!~nT=-4m%e`uYUlcF1ZpfQSXI1tfqynlD#f3 zPx!?@o;*4d05+}*TR6b*;&~$kxLKorrN2kJ(dpdr?~CwS`+3&^5(!in0z)el%9aS9 zDPd@agDxKN!}0j^UZv}Z*|R@~lYw#Z{&>Oz4X@$kD0jnv{>yIqMnSf1{0|abaZt?V zU)b=jFXM_h+cdrk*?CnUumTxig|9pkAkYB)h<&sTra`u+0l|-XHcZS2ly#)@_DO@^ zr4#TE0&npo%779TIDNHZa$3$-rAB5q@B83dS;r3+v1W>f_olb&> zq&Qv8+OASWadrkcpKlB+5Rs8%cOj1M4qLQNBiUh9qAs0x>NApASd#!k#Vf2(ru{A? zny8##(@rOhaRR9!80>+RvTK*0+;xiC0WPGx41^I5HB$Vr@cJyZ3H*H%>aPXDQ^WrN zdE!779DYIVqhPRbaHB&>N`rfoKFR1q?Rf zDTiES1yBI0xB&9JUs>x=6P;juI^*XU{3omwVB+D|5ryK2ltm+x-Dpf(w27K(ENEw` z1QFwLOQ_(e}0NetigHS}d;s>^X zS&+G09bqpIk=OtP3Gj0IU!n9WMAvU`JR^lW{{WsEj{Ohpr$%ak4=Ui~il$21$^jHG z@jxQ6idPJy6GsN5RN?aoWr?7nS?<4jM+$mClhX{8Arrtwma9X}7X=i~P6`0L+(tmDDs$Iv5oz^1Zr z0ha0=dWILJq70H%!zG|}TQwWd1LFh1%=kURecL34en7#BXXh?3)oP_EsQ{HF`7;7JS$m%NGlvN3DSjT`qWuH(SZ4lz=abfep&&JyN#)5~D2PR5ri9Tl z^AXHant&5f+B@c8&2@}VH($>m`&0bip*;uIS(j7gVffGa!^i?@6%CVH5y89%Hg-8B zrHII9Gs4L6@FWs438V1lai-KbBY|5*s_!$&0V_qf*#({XQ(Pd6C&+*yZ7)ueA=$NH zLIepYrk*n43_Mp(J^?wrPKhgesd)XK>yAK4n2O{krHIAk@i9sUvL|T%{7yLHX&NRO z_D#cy%G#}6uXnr1P>uz_c<@|0{r<@Nrvd7me;)kBB_@nQK!?3ZEEQQ0Ad9XsNIHab z5p2lQ=1=iYTj*`?!zsbOH7ZHxa{GO~3E*49iT#kX3{fZpHWtBv?s4io?#ESvBZK6; z5CDMC2nT>Ldwu0p3a$v8##%o-fi^^_auroUaNfA^M3@y*&=&syj%a;wN~9%5SVZ&* zvT_`xoB|A0p;*Z0CCE5f1%2O0Pjmwxou-Prg9ltt(gcsdqW(F3zwbV^Hd77x4#p-~ zz@g=i!(x`U34@20Wm4jh-#ay}V!Xve1vW{P>{Wne#p5`L&D?n`D5g!^H_kh)1ygfB zH!l++Q8FXr($ffb3Nby(;QaI8{eePX$bOacQUV&HR=~=k%&>R?2Ed^n12&6j1#}W~ht1JyLRH!7)2cThk7^cLj z>Wg(pGm)XWD6wI+ylu@mN>~hiA zFQ4?Bm{~ukLGBgf{i&mnuuxQRDW4n!3k}vlxiEP@9L>nBoFcKAbmm05KgUkb4tXWA zx|*{B+l*zJv{4OdXr6un%;FA<+gw+;Dv|?o@(R2bfHD;= zBTX!_2$=+#B{94$MCG%$$sm{pBOO?n5JbcQI-7pG`apDu;Y6yk zLT`_()m&k`2&Dai(w>eK=WD~HdHnk2xN;iGetDPw015th@6cW^(*FPt z><5SKVF8Iu01a2I^Ag6$NHLMyhE}YA00000KnwsF1ML=tM}R7*1Q#z77f}VbKq>vP z!U6~i1RWwVJ^e)j8A=H!VGTAcSBFFtPEf?1w@D*F>^e0ovnRB4F)tCZl^GVZzV`6P zGv0L+A7(N5E;LjDQ~;?|GP4!lIbd9w4O1fk8+=!cgfP*?YDE@KyF^56tKytz(QjQ!7!mCGv znURLUmW+tniYx_M1Soi2sssf&Ngj0dp}UYQF{dTsb2vC@lb?=JJw)=UZx9g0KzK#s z#}I5>OJLz=FJu=RBD&~UTH`cFgmkPN^i$h4YsOTG9ZG2UdI|x^VqKPLG-#GZ)Z+(0 z_5eSC4q{APxLM^?KmFnW_~B||rwj^Gfgk-)L8zz_phi=kb<31f@cWc2+k78C_x-LA zlyT%9J@TIXsZ$S`!5WyA?_5J*Ue7>(6Cu_o4S@_Cbz&uv{u2vL8wN5QfXYN*Bf+au zrobzqMs_cG9I2PjLht_ov%V_@nWCadQXCT+aVSwE0Jo81G1ySg9JyP33_a)Iyg%p1 z=r5`N0KM{*K}4PBem~D6&Vr-E0^x)l%7#D>MSKQdzaCB}7pnN->iVY>wl7q{_~d4w zw+tmH!UZ!-aFFpTR@0+HS(0+_(uFYrQ<|_TWV3+9QOJ!ak@4|)f9-vseUs2XP=7y4 zaP<$_{{Tn%<(MWtMh3tf2kbYK%vy{nWD;$~opB91A7PYuW&_93;5m5p$32|!bbNp0 zF-lH*h<2(Y=KQ`{|8)03}7O~(kdI4Fg68s!+6o)D_?KdF2NoePjwsYEKodzNA+V*YJIjNE%rYEi2nepgSK-XRQ3%FaLvq)& ztQ=GzP||6Mgc>QO7yV4y#;Zp~O&(#|G6BLp+?T&n0)DU-zIFsX)@LvSLI^$pA9Lvf z;uS~Ag`5wZ@p%YA0H_iGk9;IOs3Fl!O_pKL0?=4M!v?-+1zbgjG#L;E5-`{lQOApF z7O+XAw-5q*hIsH9*CtwiIc9G<-~}lf+CDscemM1T*cKd-$N|wfqr!n738UwHNyjC8 zfDe>ejSmcjlYx+;7*T^323Nl#xx?7R12w`iQGqC{FeuI!+l0V1+|gBYTl@0Z)LLx; zlv1g%s5+LRqeg~ItT#EDLMEv&D3|cOiE0wWkDy!;Sn(p7G$WHsNJmKb!{Fj7VWgBv zIGk0vJ9y22W*-$jDu>z@sDxNoTqFslSZy^}XZYgy>07vQL4eD9<($b#v7eErD0cbe zx+jKV^Ogt^l}M!&14eUmB5|nk2SPBdavt7w%lG}9_k9%q0QKV|P!a&544;pFU0tujJPck@a9+wI0jOrVC-5;kXCZkBd{Oxp$~_$kY&DOU2x5VNJh zlqf;LiiLo^4&#S}aBSWTU^>)cTDE*+$D!c$;&C}E=x?_^eu;;% z{GB+xpG5iMdVC+G`%C><($tw9kwwYa<4+&hkGW-LmjPLvA8=ftc=-mAi1ddYmPJm; z86QlmlW3tf1P%-@J~RCKz9@q%DGW$H&RdiOOr0o1H1R!A(*;>qbrg|MfTB2A6atFL zF%5<3-m@tciz|{;!g9ucP+%npHIv(wLX7p>S)pY)n%D?nS1ncd{tsi)Q%E@EG9g?X z4xVJ2PC%NfGDI2R9y(wohCGUJjTitUKp!IBOjV^ZL|K^^x8s09K_NGiCzH1t7c48~|^0`1S$>&rZNn9m`T)UAh;*-z; z43I7}$A%^Z0EqOC9w00X1S&l!47h`i2SCEcF%MYy<;b-rajG0zB71ROO5lX6eIsyW z=YVJhz;+`AQES7GmZpFF<=me0pDDCuMZtYJzR zDOArc;*`zA=c#9o@^C-z`{(%m3&8pG92y<40Ga1q&-ct)$3|GX$8)Z}h2rw^dJZ3A z_;d5^o+lOV4pTnq#$D&44<;&4YbJPh8kaa`P>SNcaRY!R3YE3RBw7_imkS_*OR;+6 zh7~V@LgvM?5OSI-WDZR^!d{clJbFC*zt`1FJP)RQDd@akN9+$C4{YB50Qq_CSvVd_ z>df+au*?DmvbF%f9L4SRu?0d(J3wk2nh{J_Bz)m+ZwtaZLjM3huLG0NQaWC}oBp{! zwfg9`iLqZ zQ749Y;5e`r1%%P|Po@4E_Urt8DfR`TQNlSBS`Q zy_w2092^WM@CPS0)+#`$GwX-VigaXh^6|v)_`WWG z?;Ku>pWEmE0GE^0`UmmL^iN6jp7Vj|T%JGq=v+8C&yhcSCopbnKa(BrU!FoMAmKx< z_z)(V3=6X`75L*XLLDIkm|DTp%)VtEU@2i!DW85At%CA-(Sq;BLy5%;oTWuawWPQ& z28lE>ScL>6mPZT3GD1)D7vJ6a;#rMp#y%hW9)sv`>UsYF%jtXT$9z8zo;Qke@a8&B zf5G#^!QywE-mE zf$cuC^7K6+^oOE)1&DBmM~wCD#RZI{*TPCRYd!KPZ$eQMz#|ql((u@GCPFDXUmNC` zz*LYVhyviYPVuD;l`h2s0&jkK+opwtruz;GUF`R%p7>y;r3n5;a9;laj~@R3KG%nz z`|%EdgbS^{?q*MeI9b8N!}yzoBM}8Kl#H-WY@>d;C!6_01di79sd9vlte?r zGpvz#8-xm|FKJ#p!xsYpt&7m{!yquIz*vD@-VJc2;8R7a>)b-Tg^~8|D+^{ehLr>m zE{qgrH!*L4#k13nMo}672xTg8LO8x;kTw>=7~dIZ&JF%WK+MA>it*OF+UThB4WAG5{D%1bz?w<4I#1rLtRbjt^A#;Cd%C<6ft<=d*z0h#q+FgP;EZ zd7ghgaCtcY0Ao1ep#)4&IY1PZEhtE`NC1jP4CftQzp+|}1Pq~rSwRk#WGZGjg_97# zAh58r$SJc(lK%kemxi!0Isrcgeed57Ro5SD{D1ETTh72A7i=Wo@5V{6pdy4l2YUj5 zNC_rPpoWH5%bvI#Njtymit2Ga8|}>SdU>ypP#-|x+VOs%58La!WAFIK6`}Gk`Qe~K z7e*1-pYy~X`J`N76hUYD-v@c3i?K;V^Z3oY5Df%LOd}Io=6k>?Fv?hr5!~ioaF^Kw z83Ypmg?RI)6#?TY_gxPt>QkcbB89mR@5T_Z8O6veaZLLhLMS_|q0qhjZuP>uN4a(s zK|xOZRLnpLcbp3l_|S?_EP!=U1>XAiIfNJhh$_JvJeS{wi75p+W)+5e&Qr5%DB(zz z92lH@^tfq4pedO>j=3agK1(ArRQ!(@5yMuZ;ma#_aXlUfD8(2ZZN7H@03{?hpfDv% zI9e#h9I+cQv&j5{%Tyo}6^AUlr8{|0i^FaeX%ZMH;oB9milE^mDc>7B7$S4B zs9EpB)UF0-dwVO<@6Y{zf4@BwiN=`7KnITb6eVCYKpULqP2-R+Mn#;c7w6O;Uk|jN zuc&=l`VXz=`Fm5E6E6II4DySfWkqo9=>7R&X)%^TFL`db6e47q5lC`pV$1T@Q)aRp zrGpV_47Y+f@yCLcn#u@`MWc7jC|QG~nZ~j0!h5S~WS~2bG8sdJ2g2jV&-K19QiBtl z6U6@jKO8bOCUf8Iug~M3^ZuN!VU0dH{{U-)*#7`$#y-@u@y#Cp0Qu+~JxS>Cc%FGZ z2bY_jC#rD! z%j)nsc<}T%AENQdd|%}BI3N4IUL23p-xGuMPojDr2ch+zgNejn!R3D*ko3pW{{UZ3L~&N5ILH96*>8N;gK63!DY2uxHT|7_ zqyGRLHi?R|o(J0)-^JphWVR$w9f~L_Cua;;f%IFCQg9yp zohv!h*9V87;_&-R&vD50eGA3nJbz(&;W^{-;q*NGpZoFXe$S)HzorjU(Y*U}hq3(d z`{Q|f{{YTPHy%6V;UDqmpY;C#u4%)`c=>SNJ^uj5A!mE_m#^$2r?;RxFR~B$<6eDU zgeaIh>r6Pb8Sy3v!@p<8FZO|ofNf9@%Rin=$S_2&Lq^?8z+cpYsiCm$#LNACr=Z7CWAFVk#KAih~Bf;Q$Jdd{yUvtOZ^-g#5{=Eoaf1!Sh^j|>n z$@GQe>pwvF^a6f(KWTV8dECe2hsP&R5JNcqy(UBB{G7EtxU($fI@g{XJs*SghZBeE zU+9IWCwE*SHI)#O6T(k9+DNtnO$}Ce5dO@(co|(ySGAe$@GGgM8CfdYac!7Fu&~4d z(eK|DT*kbjRIi^L38G`Had|)Q*y8f=a6Z!gh2y`VU!^@m-Td)=A@9=q9ABv)K9i3x zKbQFQUs33d_VM2~JaY2-ym-~a()|~Y7mLNfR@fUkpl$uJo^(6((&LtgU;N-4iSs{> z3_s&Oo{T=+74IDy;?8M}@Fw4+{=^+Ram8m>2qw`|jy@b15pjC974b>cX$kFadRhpP5415fOOpIr@tJgRdlUDB02rN`FdRd1hDMSTsZ>+ z2y3g3O}+ZhzU9Z&c`qlW`X{T$g!&WETkn_0J=|VTL+n3Md~o%6eI|Vu-1IK|e*D3B z<9!#2!STeex%+FFQ=V_fCV06^22GCt0N)7V-w<@xr~d$F4G;Oe;d6{<@^Moi%e+o6 z^~JAR`Y#vK{{UhWic~<5nFZ`YA14SB5u))j42EmiytB(jjk1Y6H~R+gdHzfV3oV{- zFPLkIo(J_DfW2${UQ9}kA`qrT3O)XKEJFnVP%s9P?_AhkLkKxrD2WW`jy55C?!WPG zCP4#2#*4gh?c-kEe~;2UA4T+jfZ@yZJ#c=t^d1jT`wQxvoQDrj+~dgo3FsSM4-?qo z+ljxw_~p^_!fE1v99*-Xj~ktGe*AcO2-KzIz&g|F#iBrzL@|XR6oxIVSdO6<@Vn^+T43dDi2vbw;Z(K zd2$>wj?Gq9ib1kmFhr?yFSiwTAWVIlQY6y(;L1Tfkwq$iJR!jVFc<>>bbdKL_4`5g zhmQm4A5G(w{{Zuoljpsv;(G8vaO3Cj}*9H&Bx@vv6v^NdE?8& z)#nGI;f@CfCo9kK$LF0qad`e--1Gi8@V>`BPETBm-v@m6{yi8t2OsC#Ji1AX{y4^Q z{PRWIuOIa0kk$Cp$Zfo=1hu_x{Ppd{!KAn(sFGY~EqfGE(mdBYSmRgl_Q zgR{*dfaHqgSe;J(ZxKw82w_EhV>~P~MQ`!=e?E9wgIWbmD%-9YKm)*I(sFvvClmS- zed+dt()xUIdT)Gjc%FR;$-`}OzMy}eE)TK6#gp6r06FAy`TqbMNxxN%x4sV5U*pii zrN;{1zn&DuzxTf{XEe>c`M+b7MH9|C{PH7$dH2RYeq=FkkND=SI6u#wI377u{_Br( zuROMY&lj6-eBaNPgXkWE`!VR2z$2_XIk9R2gW>bZ*h5lK6k<${PkxKpN|{Uv%4>)c zECPUL64CRM94*hc5eJ|=M}kHnVOnCWBH-`akqgA7$pWM*hWE|nx&eP}@qGt_`bG3# zU+~`vC@Ka_t32>Kf?=BL0=aRMjV8hszJyd=Ja*o3Ae524V!7nrqm+b1KuY*oU@67o zk!8>oLAnbw%xCH#TOdlnk9@A?nT5*M*##iyjOHY}1aDd?h2OU(2>@XsGLKzbAa49{{X!5Tg~yrw?XHRlSiNY<_@^Co=_+r$#I|ZbG(fM_Rl6k z`~Lv@#}djuejL8EdLhW?iOvZB0NyzI0$h57$JRU-!SDT-mhdl;B>mH>nlG79uwetqCS7r$io-6W6c!1m4Ion$W-bqu^LXol0eA&3R zc$jA2X~x1=H9v=*O>apTe7%X-3d@b~DN3*=1#l`u&m1}=6LFLO0KCBf8YV>oXWxvZ zqC>n|KhGC(Qc-}JP|5-u;o@d9v4Wswh8KK*jYO8Blu*ISc)VCmNPxfwV&g-~Vg=eR z4Oko?_jSQr$T4f)mqU}THWV=t3WHa%!KZ9E_$5?A1~iiqp8RZIh(i-)7f*|GISxXq zRQsX!54S$V`UmKE52<69(Vb4W^T#XSJ>31=9@Bt({{Y@QsXhMy=Zw%E z{{Z~s+sCEU{{Xt?&1ZqjMr$wra!kpm`SkKfU-`u1@#gZPdJUXC{{ZgZK9`R={{X!6 zr#AZyWN%_>3N|w!Fd%PYY6?6&FGgu>bY*fcMr>hp zWkh9TZ)9aJOl59obZ8(lH!w0jJ_>Vma%Ev{3V7P>8_BL4$?cx6=yL$IYhM6C2!dpc z%+0|Aav03vNwS=SJ&BV;em`WfSX(bodh>!9Ghl{)y@G z1)ko+=TrW?Z=UJ?z!b%~`8NQ7W z?h2nMgjT16G3J<`ZY{)~X`H;kyz5E%Jj$s0t?_r7p^rF(R^(lPpOc%(3TFEB!SdRlHfw`o>UeP6ri^%xDG^G9+pqNYHKq$}hi`?NiT3drKT> z_-$flIEtqt)hwzBWn!wloYI!SWMU33t<@Ua6O_b5Z@f5VbonhSE$zVqUQv*OMPeAO z=Jt2q5)19VsyyiM4?~pb#YBGACK7WlpttC42(Cfq5u~KR;zR z|JV2V$G`R*Iq+^)-e;K+X7ouu^Gx)%{x8w>v2u-lEYj(&mG)})dA%FaTGmC6Ycrw5 zMgY1zC=d+nt`M~qlcbTe5q2QO!b<8g&i*PIyvrS?@`A%D-*_M@~Mm~ruU zOqFidL5@?c&ha)-hFq~LY2BId#FWk-Tk2Jt!z9_No>6s55sWPi$~vQTUI5QAy5tkZ znsY|pm~n9`*Su>Pyq|%xrKH1E5mcM%sB^Vt>&mJoarfPK(zXm$QO#C)V0X?ZEIOt~ zWGL$bceq(vz4k0?o`09r~stZ z$HtE-hK!OV=$<6=O6!u88qx(-@sfa-xY4(S^S+ElvI9Xn%tlsvvdx>0yX7gNu#&}s zLO^1Mfo0+0bUw>7DdoI=<4{nJRWAz7<(Qqtp?h)60w5h%TaA_&`aox_;G>gjRl$-*r?=}0-EgEsF+|9g?V2t( z%c%BvBi=H-Z{hAxIAuURaR|7a%S?dLB z)P~M|)$miRXC((U*27?n2ZgUwa!|=bP2kC5u+x7g1k*n;i~O8_eaLSPv}*oJD}89r zDtmkGP8HMl(+@ww*A-^JhtH>#RV6rUC;emv9DzL71Br;b)b{)}tUlzwnZj?Ca6KF6 zQ8$&*ze2*JoSn9BPdE_?5m_rZ7Qmm-KYW>{&3B*scf+g0&bz-8lO=>5uO)7h9^s^{ zq&EhK5CD$m-~`~oX=7~yz%TF1)C##w5XUswg=>JH5eVTr2AosCIzYUKv`E!0S`ed= zmMq}Btkf|><>X99x=(yRkJycr0N*+m@^L^~Z3 zVw9D>!JVFw2eXs`bA$}~jA&R7nOXrcTDSR1}M#^QKoI`WT2U6ROYU&#$G~Xyo zB_1!_oh;=dgAp2jysA*tPc|5|TGuNlDkDQs%NJ|I@Q0rg7%PXwce9$xfW>3`1i{;e=ZMH+lU9OOP#+RoF5d6&_{o3p=%SC*Jn~=4!kNpo)E~o*e<}g;}cPwrZ7d z*-)#MUXX7{#k5Io@3ip%(3a{2!Ljv5?M3dJ>G=%VI%vZ)GF+j!)e zpZMOiK6S-UdjCuvRars8*#Fhe9PglCG#zUpqt@|3(@8?@r@HfKBn<_+*59cHzfG+U zW9v{c67}+WeJj(_fL8=G2;~9RIbcM1G{f_5F;&O6VVzZvvhEGowyC`jFfzcoOFzoU z2#LWk)m9UIfsxxxbkF}M{mW*a5>^FzqOiRK4gyk*9k5NttePf5qlhB>WsbGSgYV+` zo}9+jM!=!9&1@vNG>r+QrCFY5d*&qQs@CxYPMJ1=Cw50=|}Hd^0#bZ8M&MNW+XvOY;`cO z?kga9t)=R?oAC6Gx-$AzKbGRmNKN7<4?@jIUaV2h?&|7xi(MuL|As&w+^=lazsA>= zY$n3bE|XoGN_i7m_kI#~t&f&{3Le9UEZeyJ9+8i4KNAtI=q?^Yw&Cq7oh_bcV~daQ zj7QVlnSzGVou{Nh3hgY!%x`o6iA*J!Vz|j|uvrtSQr9S9@quUCm|Q=Us<5dW>htZj zoIfF%O5k<*Yf*G8Xvb4OP&iq4whxXVbJwYCR?exuOUX)AsAc=soYqZ|k5 zMzQ&cZ67-%Q*yrNnlq5zOwyA5yt4a^k%BjF^dE9s_WvfQWntv_-#M+Wj05f%Qs1e@ zG}oWD&u<`5V#ox@JGsCBTv!6pI(7bW@hjYiSC!@E<@ijkq;8fHsmP+VZoSQTujk^v zi~Xn15^^X3YiR7Bsq-5R%HHtR^aroq)TwUCm3;?`yLJsg|4u#P-;R=#Tfl(Ver;X~ z>f*=*DOt-?a@-&d&-cA2w;TaIRu?l}sCZXlmmZS!_xIt`kN`?trl~Su45h&+#2tN1 zZBq7M!*g%4G7eR460;^%Y}(@CB}BI_Gf>p@^&JrzOYttiVhi+@^HymV$P;S6p($<;xvD|4p*F4{KUPbA4)2ZC%FNt;AJCO5)wz8oPj_1Oc-f=vv+o4T#xlfb z)ay-gk4t;C!QWbVSiRyu*YZYGJQ3>h8ADv+1XT<|3_|o!#YSGdB;>K5U#8xnY>7UpuXK+hqU4C)dwbE~|e0OQgl4 zjD2w=f@bS!$iFY=$L$rWDE)lOf0xxOUpx@*TKVF6h%}p{_(-dVvbf2j0_0RSM5RN4 z+&t=@{P>Rqk8UB&tExDiASRj>%4|vfcmxb`n;iN{6uESWCeV_%tGmoTlrtcJc=bG zfjYE{Yv?-l8ynYx#JAb0hVJ$=$3(v@EfrYezBg^P#U>P-J_m)VvuLY;@~)r-lyZp# z)D(tLv=lcXhmq1Ksu|UVXfVutVC5}ufGo^oF&3T^IBTLfv!M-2)2S4p1_H^V&cfFU zp^UwKOMF|6-a26n6`w0Uf*!~|Sg=$XWLVn?jZ~e}!Qvb0vAUFDQZ1T)r*8AvN?@)IFlk;*_25 zI%GF)(!3S_bmrDW>6;^XsfC`vUJ*{X3;2Fd=i-)E9=_XdFrb6>0?lJ0xGLvcY0SN51=2C0%>o<@U;;|2!R~=yz_;pK!0L`K$RbWvaR> zMLVS8^M2jZc53i1?SWta>X8IIvW-owX&=w_s)SK$YEClMCt1iR&_D*$*=^M8_%#b& zw;Ef{xYIYDj0WZAqF4D9-|SeEvCzKO5TWKN7qy|EY%IL&cx$S+hITde_@ zW6r`lz!B;c4akdRV&W7DvU^E7S%W|J?wEyrMKR?RTDX=pvR*pyT?G=d&R3VZpcZ^% z$u}d;`ixm_BiU}cdznkB4@wj0A04U6vgfWp4ZBVeSQu0npfQ^ein@6Fq=><0j0jC? z7nq~4w{gW{?E{OLQ;BHfEGqNK%)M0txna8*-PoxZ$%(ko9eUdmQa%|oQ2>X2Xt&M0 zjJvwFwirMuGPteqOU;DVv<)sfBH&nQvGzoQ;OPqx$FRG;tc$iT@vJDL-c_?dh>N<3 z#-iL6PadY7O8DW_7=nq;K&c||TQFkjFTHrN`t672zdyb_eL%QtL1@p|qWpr(`)xcn zIw8eDKXQynJrow0BRkR&xjnIBV!W4Gwot!c5$dwKF)p zy;ymDCrR!sAmCU={Wd!g#~~q__AB>kV{aZt*xWS*A9R5in)-bX{{}Mnp!wC6!p*7N zcePN%_L+zSg=+UX_%F%d(8+mv-R9WglJTwV%)C&zPB}w6D?E0asl)^m>R*=6lzE&N z*n8|`-`h=pH&H>G`zh-zQsL<+xXJh!Oi)!9lwgd8+$uUjB8V=z`A--q3xmBF8tv;2 zzV)+9S7hkQ01<*M6=;JOC~*fgAcf-!l5pVm$1VV%2^eS^i-L#gb7eg)B(a4O#*Wo? zP(RGK{QpUX)$&=K)F0g@w14ENieT!MiwSCt#wuKyP)fDmr*3 zC2S0uYIo0_X&N?t{F}fMgt)AMuSL$m@`t_?X$~U?-TL=Ct{AiHK($4R^m<;YeT>TR zGv&Zi&NpJ}jDG1lj~4M9465ZwFO6f?s5#?;yp9cq;g*=^ojRg0G;%~<%t|xa+RG$Y zGA%n8j1fw(zMK9sl9GW%&-04gXoA{1oO6;&1D+qalHk}k_yhiE+m?t&+za7lCy$WX zDhGcqKG6mvFsQ?XYzId>!p*V{4kXZ=1fG>bH^zG7sZ);Rk9!oF5*yRvscR}{V^uUM zp(OM#_h9K^S}K=FuFxJ-c1=XAZa=OT_^Nz(O?D2Iy}?X;Mb4+$&?kZR8s8gNF&Odh zF>UG$dmP?cV(JwHDN=ubR6%jF`}RSNbM4;0r#T zqFR2nsy5QlsB?Dm$;OPkzW zf1X$cL61(C zPfwzipYMRvvNnP6XdoQ2IW|7{P2=FLD^8#-S|;se;tI*E=z$N6+Lg&7+bU@zV?)QE zEdg+>+pM1zrJ01%X^UzArbF^T+b?0&>URjqk>WN|OtbMSPLL+^WCK1t$gYK5W z&YM}G-s;!Sz0V9|0Aadalu_2#Y5#UDAqM>}Lkbe^MxUmqU3(943G#G2+ zK2EuHlXj_FoM~S;{7*+$KNqMwKAAsB*h@v9KQ13c-Er@3Xc8*}?f| zr7Q9GwO4LKTzsgvQz@=Q_6y}asXY$VI?nibYh{nMNK3xHzUu@cY!TiHMB5-x)zy+i z^^mY{&$Q~mnZ=KG*wCLty0pBl%fxeK-mZsO`*h6$*=>?^-u zm7NG)a-iAWZt6A|7q>6EC^P9~aE{>IrqbA!sV(P<5Kgb=kH;5~+GT5n%<#dt?|Q<1dqXcSKn#-V!P=u}=_dOu zHb2yW{CZCt2zm0x^eEE?dk0_dRk`Wl=9O(#O3Vv~;WctbMe|-SU*tfs(E&3F%q#qC z^T}~YLQty*;nUI1G|F(#)-GNzxHd`flGbg2Q+C`#x9=J?ic27`ePp9K1p5kU+kv8) znOFgr|LeE$Q_pTG`=gx!q43TZrs{M>dP%)6QWLqPn zNLlJA`QkrbCSf2*4(W)u|JV&VddNp@(qHZ0S>@>-Z1FRbzugpmsu{P?nLHmmFVEk% zL5STQI0XQ!q#AOm7%?kx-ddT_`kvLSY%)+j_x_Cyus!F`Agyp2=>}b88KrbCOH-@NVWF=;R+-<7vUk&A|4xY;`2-#C8;F~c~ajlP}OwR zKmCCat;17Wg^S<}Q{@JL;`nvuzjZCI&bG`Q(h|{tPmkzN!7}fxiU;vTtU0e=R_!r=F3i_9>U!?gf7$1&6fCfiqk-r z7BR;@VWBw+RV_)DVBY6m^1oD2O?D0E?pW$uIvCz1a}t8CO;waBll)#qseS2qs^_p1 zx4go#`u&q+REQJaubgqXB=$>h@O{&HBQW;7q&eZpXL>gPkC$KxaXJ`nr>nT~vYG2L z-ayxJC8Gy@;hkyZPFXr|sp3vD70(qMvGT?q3D{$!h4@J1EZiNaY-#3PcZdBmW3#16 zS@?ZmQf8$UnArZb80b*#5S$GdpN3E5Q#}l;jR943Iplbr4hv2lH%yVVor3f%@)B1U zO+T7bUAc-9F=t^o^pEDMss`xzET7{s zO_%%Z9MEY_@x(ibtRC2)iFeV(P==BqD*6rg4;%fAGaWshpmGzCSphTaQxe6o6Hkkx z-$~(%@!X<)a1D3_OS<#7fft9M=B|^G8oL=4W%XijCLPTw=TGDQo+8p~U%9l`DGvK8 z$eA6b7uJ0}PT1kq08;3!XINyXT+W>4reOT;1;L}|-8+_W7f_lye42rRb4YcRa?MGI zD2|AuY@p&xTsgJ&lG@=)1^-h9W3*L<{Thl2jq|Nbp+$2}GY-gE2HvrMdUHx}_AmF2 z9+81ug$L`8)ow6iTP=BiWOSm-(Dn?Srv{CvhE_>w%X5m{kl^jfbc!|V9svoD=zmKy zfcKR=)Aal*l~T|(9L-V#W-w=hjq*0iWl^WV1!ltM?~VQPnAKr&%a4>WyoWX3G9=X7 z#J{~0i&+||vRPa{G76!t{4=iwwaoKE*o}P7 z(F*|j?NR;{047PpP(o3We414bI3+J>W?o5kR>_qXPo<4YTWx}G*fCLZJo*;qHK0-n ztU3HK)VptT?OQU=b;Dr5FBR6}wCtb3?FA@J_u7uf4BDv7fEn)=@>VGheb%qD80RQ^TH<20f%?(@H1%)u>R!>{hoR`E_>n@ zYDypqD(UNKm1y;>O|~4%qi+VcIv*I(+?#H@aX8dLaD&g_vUOT8Qw zDhV~|wY%X4O_Shqpa_0#s=jN>%o&T?S-Z$An>4;C)j%xkfz6U$u9nuH{gOk?VlSFX zRX8b~Jhil0&CDU@neGAf+qgx3j2uy~%p|CTxR%=t9W<0vl~C)_KA+sAq>)gQ`R;i6 zgyVu&-!2Re5n2wh6LXEK>`k}vUFZHa?Ref!V_z8|6iv2BZh#*IEhW(*+2H2V^0|xCY&qcMuvzj%Z$1^|9>4Dh)3tYhMcQlr2-3 z2rt<&LPSV7}ae}1_V&7o;x!Skxr z`r>2%N|(^!AqyuwK@qtvXOv=J*A*L|+<#&Bm!fhOTg@#)%ve1}uSb_LBM&teyI?#3%4d0)pjEdE>23?`!baj3edXn|u9_|ZI>^-R z=`BYKb%Qy{Kr`T^7g~20zcBfi*KT}s^4+r+tv^Um$J6Px;yA&Mg;lK{pGS%fApC;X z-)mZ{!06}mDgy`GFTQg#qVo`gu`aq3Kw?|GH6U{;6xI+TM&K5Q&eH7@d=#8ehd15) z%0odm^V_<5`DTGWD;PHa;veN2fbPEjp}aN)aGLM_KXbm2GZ0@p8Cd4W?UD zD)A0Wj;lRq4|JT~Q@HDGQ}z>yo=CYoEZ34=IbU7T+h4Bf&vLV|*xXRZ0GZqF1P_$; zOVLq=JRSdimsjFECUdws+TPv%C_W31vM=pH+&NfG7qGbmU5-z*SaSa_x#%!YHUX>V zrw7pQHu0aAA*I1|=RdQ-1YYbW?{8C3ws#|IKQv?r=}lM=n`5VIwk>*oP#z47j~;F) zKW|wb$rD@f?%D{SjWmLgDi^KutE1m_4J?qJ%UB8R8;-K+;Tm^uas%>YLE-Qy{6U)T zD{d|+O>iy(xeJiC?Ms#*tk$YwLDcTzMDM$kiRriCe7~#?sI4vP_ZW~JkSx^sxE>7o z9a!mNhKm@aK!gM2)GV>tfZcf)z}FVC-9m)^{h!}`1!>g_W;iSuY2ey3Oa_uWVg* zJw_uWTQidFHcSFCR9J^@u6j54L8w*Bf&0IK2nX|j14NkF{|_L7GZlv;anon8a0<3m z_X>gtJ^+jZ(#eHM7)}Tg&*}s(-*Aur@JSRsLakn1dY(A89?8*YR=GYRaj!<&&GOBD zE;T^FCkEob?D7Uyw=;Mu^4){B`n2unHak1eZH4h@YbSiPTh>%Zo3mu=`~bK`2|BOO zQtPej-&yA2A=d7PE_L73)E`j=xC7z^23C<0b_Xr&2)MJk&N#vNx^XojTEgWon17-a zZ!hw@`Zc=jc)AfO(oc`B{%*ImsynazjJ(QuZ=D;)X0m*xk477mogehZANG#aZl`(+ zB*zT|yS89wrpOdq5cH0rx!9RsCQJQBs|m*GLS&j?UxMe7O_p<$=Z4&q0PR{oMJ)!} zJhCvUWeW-qQR9N10I$UrkS2s#$t>8Th4=x-j)_b+vk3`Ke>z|7c~W$F8e;w4=w;#2 z!yG-rHK#dN$>I;h>3N?E2XKVHV&4gTy*kX;FVtkV-gC+DF;SkbgUWRYpGc8i(+fgO zU{#!;Hpzh*2hTt{j*3j)ECSf9jaIm=HU$Zk5D8Le;f8~lwo9)L>;UE8P z1&6-nP*Zg+h1YVH#M^j*n^f+z?);nn>>uCV4Adn~Lu>@zL0|wMWhsI*7+61u{%$7d z9p+j07R!_4U1P%z9@HH1mE@(czVx461{KR*Wf~F1EXvrPBKK2sMY@K35Ky#AK2pV9 zC^ZiVw??2wC8~O%!btvquZak&h>|GXgwWqEFk=&$0og}1>k>cg_(LO{=A(Cv6DPXM zI}cr=Ysyu$pN@5C3A9r`MNt9aaa{{8lMLq$oJYi~61*xpU>)8%nvZINr@+}V5B@lnArb?{3%(2d z0r>5Fh($d}qni-|;=n_)485ut$PuRz7n~ysP%a_qdz&}ZU7D-hrDbp-q|GnLxqr0m zbGT?b5WPBsf!_^v|H?AWX$qSFN!H$iQhB<8O1H&WQt4?v zoC1!JyAm8noC0n`f*|(?l7vWqRdG@@l(cuU@`-QfIF_Zdf4R$**i0mE-^a-wS6vsV ze=zeOw7ZesFaR!|R2*QDU@dup=e9tv7D3k+{9`0b)X=?y9gjr*WvDjNK3DqF1fG&i zWk$?Av)6yN!*%Rp$N2ob_C+>^&fpE5-WeKeKTG&J>0)gc(1=*Vu1#V6)`&kUUh)*g z3h5CkHGlkYl6s+Pa~IQ~REkdRdS>U&eb^9RE*#!r6jMHAo2*}yC1Fjw8A5_-FEI*E zN{gKk^e5Ij(=COJ*J&^j(T#g#QUoK|eKO(9CMV z)2nFAj$z?yhI+y@!S5)nOVT&#^Q>31RDYCzo?0vGom2e)i^qn(k%ojQL{!4$U#+s4 z;cW;vmT8n`%P;?tNq{3Jw{7AGp*rtyj5Dt_sB0CI17fFnCA{31UbsFDBZ7BwZFWUC z>iDWLu{IFiN>p`Wmki+hb?&jR80-vkwvB2{a^Y36e(cdITo;zr%l~e-!cVek(P)gB z-o1L?lA+E*ddDlV9H5{3$`8m!Mt!;gw?Ot-PA^fm6nUtUH*SLg|2FR#nF7mmN<3_| zu9BT^gE3OesqGbt`lZzQswPktjWonE%&6F0ieu~`*u(cy1Ay!ydl6S1duO@y0-ewz z7YetWIGG?MRW5HXpuaCr5TdtHkWpq4K6Ye_YUWO^RzztAIG&BGhJ(~fHBdb?BPHId zDs^h(dg!14<9q6tMlCE!&SktMkl6{=_pH$f<)sIwxp3kkrVy(2U(`)5a^iV26OC^a z6Og;E+xkXRV3(BdRl#gfE>FzGC`vL+{<7$b#%A&>2OhLtIN4|niWmo;NP?KSC_?4I zkdLKtBrL_QVr4@d{|+<|c$N(venl={jd!E9!`4@Yt-NWxDN%Mk_6(anfU+hz2TVFE z1wEKY1>%W7e7{X!Xr`6&PY7C>-4(4p^InXR3Ui9ZK{TQ9!EwK?#jTp+zUwz@?z-KR z%xr3c&RFlk#Er}$TV$KxrJZvPag($p#cVkwX|;9moK%~pW7%qsoiOyTw~>u;y&RG+ zpEOMRsc4oq14&gIrHX3mtsb%%Py01uUPivW2;V#T&;vVu-rvUL#yYj*{w2964bLch z^3o-9V#V|_cSrYg<@mxDJ*QGqP-pjSSZ*%gyzc+ed<}M)LiSNeV z+KjYMnF7W0yS<}=&j@(QyS%h#3RNq%mi>+Yh%H*El& zschnHvZTXF*Dan>L!SP)XY1)n4)X9W>Unc=Tg~Z;4=|%qjYF@vyK>YTmf1f)EV`H~ z;K|5(hq~8Jh#|IzPa_=@P~)xqM9r_5UQK!b+NyRI=H zCmrzUlfJJ^Uo^PApr1*uI@A)h?7p@)MJxtgmL2w+Mx+UZ2j?irlF1WsPp4ukXpvZ3 z@{UhUOu&(ZVm$0yhl(5YW?rC*HO>~?msmJ@KNqr>cn(^LOi^$nEjez`S*W?N{{ZlMB_E!D1wO2BAZO(*o;dolV| zn~vf{^w=1+A8e^<>F{syUXVHOfhukremXBVq~4Y@Ic__PP~H$QbGIJodZn|*IF z*(TOOe6HfU8)qurOvV2(#B)J<+zRp)_?ok2s!`^aOg#0)_?*Syx%-QIZpHnZ{uOBh z%m>9}LoC~34QSOg9wT4r=Mce_3)%huPD+`W|104*D-+ZIWXJWA6>Ne95l3$QqWIcU ziY~LZL4y)9pcnlM+Y+i5q^Mb|Yfcgz47NF*6o~@!n;&^ z=vyt%LXz{_^F*h0uO>Gc7fTz;UubXonil)1 z>V5x;U^Ep+1hGClAr~*}iHI01A5nXk8RE$)P_Mi{mHb*iG0>x1aN}LxP0fy zLeBJ>358*kZP>6=~v&XrTz5f_FbOR|NR6bi(ZlaPX=cFuV4ok>;E$Ff|5-zBO=hA zyZ;EETTGE-t&LE~N}Y&id*SsEKH$hDFe{`2;rkVk^JMf3#J~xIA)S!{K2)7AWOp_K z+Pfk(4W5UEGw}C__<6txVd|O1yH?8_8_kLnyj`C^N1vxk;3%T|Yu z{;Wh=z;IU4oO?9l96kJU?`0#MiyfgHNWgDd6}{V=hBYbYk#ei+DJd6ej)sn-RD()z z8;7-`8zShYX@ao|UL#VsG#D3M4$P7TPG-sY!*SrHhh6?`KwazGu|2fKClha!I_=|R zFY=;{tafr-N$jfi&SnzwVqOc;vA&J+*Ga0Vem#?wjCSG~!sT!}|0<`R@x@Q^yYX*( z+faYv-J?nZ>BB>`+D4VMzdu0Q3vn_3>8#oQo3mzRW&B@fojhQD$%rWS`U6d;Bi(4G zr3^EWK+cAl^(qZ;yIo6OQk)WZM1TLB>=MCXBmK=<-02J<*HzixdTEi^_tCfwppEOj zh908z_xbB9kEV@OzaDtJY6>!nd!noaOuwZe#Lv=$sL{~EPh;SIl^%-GEEJwN3EvzF%z!)L}8$`A}!K;;E3*ZaQGsl z$4nx_RWdTGi0NC(S6FHZ_BpSFMI_@18TwcGJ}SvZ&U>EcLvPzEC+#0^ z2ck-S%l4nF|6l19*|^yLm-SPWY&IEDLw6r(p4OP8ZP$~uAp=>h2pjBe0L*9EHZ+-q zjj_qRPrD2+?v_Sjp!`}IuQ}D1JbL!(*=78h=eK=y?f0f`t}4&>Yk8l{S?wM5*;3YW zYUvaUZwB~L_RMhSq z^w=~zHEjfAD!jH?dN$_GkxT#?O<&$;f)i_{R)_n|hL`GkV*?Iv=jW!aIGRo8)!s1? zTY2)#>C;0;s)xz8sIfXq69d*y&P=j&3w!g+DVF@&HUFd`BMRjz?mglO?bcX`jv>cQ%j+Sj(;+zoA0H2^aYk zF~T8a!2dnRc=)v1xcE8DdqfdSGK)d-5)xk21fmsg9(NV+#LqD9mkXH-DEizJdrBu~ zPzvFoNZc&Bk+ZVv3+H#Im9B_NHs!Dnf-i&!#GZl{2@r|aa;_lwxXW-Jki@*8+%y$a zoy86FuXpcqAp>I{_8HU{fQFBa;?&Q2v=4i(t#Ul@(a=T5vNcjXn&diXOEAwfH(d2B z>7h03lk3wCx;bBetbaWf_+uB0zb?uBX0Pk6!z%7y5q8m3A^+3GPBl2(hh#oMMD*)JfFoK(sn<3tGWpJ4e)1W}-ijeO4a77Z3t zGu8n1;H>Xwy;k>NZg#ut?b7a#$;x0JHoKIPD*GxSN}p=yb&2NVwk!AJ^~&}7{O;A& z?eE*`Hk)ozzqeEQ)wxB1p8i^te+3c6K%6DF6YxXd<^nu-_ z?V=m_n=#gxvDI0QYpLyChF2p~|Lac$cem?;g9=LFE>L$hjcyqO_1X0639-k2qwm=a z;uVlO+kV&`ln3F*E{dN34@aK5_+whipxWTfidoF*!dYBIDC7Jh=-NUs2dp7MNWwx4 z1!@J3jPo##SS{r6i%`y7AuJ>zEZ>l3i2AJjEFk*;NWLcJCSIW;iaNRwg>T?Ug$0y+ zMf7HpC6@bl(ESm`W?0vu9Tp`FWY-Dd8RjLH9!#PhOQkH2W~H`j-SmF0iMwZ(1gU`AAk zJMVnrbiCp>JRQWsW>@E{=nejW*fIGErjnN;2Z0%ZC*xnC21&_Bq+>Hvc2wPoodRBn zXt6cdrp4#nTP=icMa~p>0)}!F;xvyKzO}dTkDJann%j8m8s?jx@#NqqT*Q8-g^H;cfG?lrM$A zgOw%-gVa#Ne2`d03>p13J0!{cj=l^7!|4!cWzcuoDNt@RH^7pV?->6<$Dj^M%7{Z`u zAmPQdEXA{JaS4)PHTB-{&DCuta#NxG&s=}_n=>Qq(jNSXAG!_R;J_3%2GFN#N+&{# z3hO$hWK>uF>5?7KA#OPYgqlxNIK*#@Cx<^=WY5x2 z6^l+iE(0=H%9Y$MAuN^k+lC)mg`XzWUxPam)f8JSJd!ukGn!UjfWU&fkV*$_{P*M5o`vcg>pl83~Iylv@rl+8HE9w}?O| z=$1fIiApCJi!G^}+9ep5NV+nvGT)}Ai&Lo?Ee%?N^ukAJZfwj_&5OpSzto!2+e$x@ zCk~17OvMS?j<8>et!pYf2A^4pazx~d!_sPPu~trtpT8X5#3m!A-W7^UJLYsJVZu}I zi$v!82lT*p%1luo7b5~vt3p+#h;Lg@8m>%N-4;vp{5y>XYyN}fSeX7_w^DI6cJcge z#vmdkD(+zKqWbSQqsae9BQGl>C&&NvwpdLVRTPVtd{kzk(j{hj9TrX$0yI6ad!=1% z1IiT)>Q+r3qL5dfz>HYAEGw<_Nb4Hg=}c7 z+~a?N9!);b4mcC*zaR@NL=v3Fly`CS{dV>1L&$$6gy79N97cf@MtzR@emtn=b;>2h z?L_F1Z)EV<`yeMmiX^Q&9QFU462SAWhmGB3Fd(3gR}rTMoOpb`P3z$0C#0cb;TNXN z+}~&N0Dd|p+a`5hNr@sYh|(qsmLOUc8RSAH z`bsDaK9cQ^XDT8IM5YvlGuU}mPFuw!&z|ScR?hZt=9P?FBwZ)5r$f=>==EW?dZZXF zT`%Mn+l)1s6zM{(j;BwgbM*V{(9K_;)AZG=#+!|4kL`pV+KWU!Q!$zZ?A9W~)!LQK zR4D2U9Q^)~xX+B?EHOSws^V;62p-y>^GCI5PSB^3^le-miFHui+#6F6)4Ri_{e?im zUzZ-{1vNdu63gR$O&jrQqT0AEyf~O^sr9%306 z$4}JWR{>m-T9M7(ug$BURUz)}XhWPAgBE9Zd3u=4B$KR*Z`-x#Hibks38nJH&2`^j zYAlG6gnK=EWr6yU=EkRcB}1v!=vAc0Xc7pnECNMZG@v$_7k(b|3>OXA>%MvPG-oRs z4dlL7@`3orM-5mIZr29Gvf=_eZK(Cd3|-Q!^hHf{N{w&oUXQ^|}iQ)>UuTPGRry3UAtZa^Jpo_wW}2QtR# zDNx|TMD06C7c4nvPs(ioj{v;~7ANCG)@oF>=3~>`1x>w4Js(2)O3_fZMFGO2oqa*b z`0)EBfwv(2EdK`_=7*dbNcd_}iVT&D|M}x@t9DXYr()x=uN`aX23oi7DQQ= z#A#>odkPQt7(LG#?rFnwYgmutMWm=tvMO(OL{6rvYNup_?(>dr3ueKYf{X0;4Do); z^9J=k9r~uH;~MAV)AT#5L+9!DdcdN~L67kBSaa}3nUxP$rrD<$=l9ozQZW|)#s7*N zNe+$KvWC=c5cIz}+)PV0@G*ij7($1d=n(FA-O>G)cy%b+433}gdal8NT`9k-UpEY* zTRhQGk#p^cmUIrjoZe=i~{nkSKeh3P=3%aoI{^3hkWrVs<99s`m9A2465Dj;!Cw zkD%eN0Uqk$xlmE;9mqF)Z!#)qCp6kO!Ge-8kBUwxHgLy|)EN0Wg#A0Ui9C_8lQQHb z%?UU5w&h%N`=a)AItd4bC@qZ#F-VJrb6RY2h5DJPQ|8ovv+q(CkG4^veVKcnpEVfs z(XL=}PM`7m^^W0Jjh;3cvmOqs4KcP8)vyPYp$5K8oAmVXN9%}HSQ41Chot6uhdr?* z)5+zW5@1Och^e;kj9{eR5k&3~ppMCh}>Jl0-;d|_8cM$$)^v)fgj!|%U5 z9k1O;-llBKzBKZc^H;uySlIx~Tb;(5vXXJo=s$#$`yv`MX3$C8?=TwGEa)jsi>pYe zhobbP2Zv;hVop<1T5ULYTPIY?rOG*Edz;gqdq3TmSx$bwvku)miiA}XwJ7`Wdv?K# z1w(8j+1HGn1walBsbf^WMDb2_-p^eU+ms9@+0hFIS;@^U+LUKoZ@lU)2~c8AiF+tZ zY)>aB>4{)NtxGG@Dn3BjN&fb>z%6D}z1EF2My5Mpd1X{L;0=)84WJ;IcMvl3qNG|l zfr&v>WtFI#6fO)ZBOrU%6?vVoPK!01Nk2qxG1r}dD!V&=5LfREqh`~o!;i_Ag18j+ z^>rnu(`RzuZZS=OtmWs+SPIA%ogrd%0RU0(jeEk%MfLI)VVjj2kly`pa4J({z^$}k z2-a}*C`+dmA>6O8y?PE_H~KjF6WE|>e{VsrB%ehmhG_IKyk$}YY3&`4hQ`S_D3PkH z{i~FO|dg79($mDarfzfy63G#T6`76QcDPHFfk%n^LE(R4bBqr^?ERQAxuq3@9`4 zy4q$v6w$Q8cMHf=(NtGe(d@JJe8nDN2To+@H#G@S-Ww@gz0?hOP;`U*E!)9h$9DW< z2MIbxv4gzssCVKKufw^-5>tz}&h|^`a%jE${84T|)|xSDV`zj@Z6OO5W5^R?C6VNl z`!B^xd|fW@s!m$dP~7w1$Hjh;Z||IMzvxG;Pk`*kqnj}Lr+?Ou!4R(t@w?2AUw?1h z`@g7bMfodlzQG%ubkpVZT$u9#&m}Fl|Zcd03_w%q8@+iI^eF^8w zh-Prpd=pD*{#+=#Ld|2tvRhq4h#3y%-$G+BkBJAaH@Y4}L$v9zbp*SHgc1DXC*>oO zAyBWUV_()c8br$*=1=S_@WXoRnSlC>$cim z|0tgwGCCy`3_oDC-%E+b6w@OT9j9nhq*`uC?F@rbO*J5`n*+l%Du%%`JCZ%~%{d|s zX!WnVg%Pk8Jj^mA{&TT?7=c@)>z*&jRi=c-C1wi%BFOk5V>4|>Dfa3Lp%ZN?OVU!a zF@#(rKjwo4@4tr2Tk#*)xqlS)kVruveEWbDO5br9Sb-~(biBV8eu4LA$L(r2)nNC7 zWq)#CaBp(8ac?I4pN~v@wEg~Pdu{aPHa4QgD!ptr|gH^WTlG#WLTdf15 zbwOg$`5jOK<(;14OW`$@jnq#L4AZat1|;${kIvSdPk{} z-grv5C^m8$pH|G{;S;WL2Kq+SrTnC6<2d3)_(uP{PEqb`=NgUR+IU7gmnwf^;q(ND z)7Si^4cBUe56l=r_d=L$8tgYikd+%Az1)63h%k6acR^fo1sX55SFpX{%z(I1lViA2 zPa>>xAtAj?Qk?RovzE13;B&{HY1J{jV$8He%}Aud6Tx%F!EMuLrlpC@KW~UDFsPhE zr5&hftI~LIv)cp9ZI{7d!8hB4C?1ZBBpEGmrYSLqUU+Q2SOex?_%dLKzlfN0P&gk+ zOhlHcFsxDU-xC#N=TQbk6GPp9U8uc<+*a zV(U2>j=w0B^Rn^d(xtLL}u z^VEWVygQ0=zXR<*_k3T`9c~MWh;FWhl&TFCQ)hWy5ACi9>Qq90_9KUmN_38TBlWG( zx07T$d!on2n^Z_ITmO6^e*t-LTyHz}%X;Qtps8K`?nu%NZv2y{?*$Ux#9>*g1rojQ zs(F9vVEDy|@I9%M*ExilU=~2D9?=vxcU?L~wtQwN4W&~OiB3M{3eJ?LFo<(km4U6J z=GfF)wHO-J@w8vsCq&gT0|x9ZZVLzlZ|uz4-na5Q<>*PYU_#T(OcJ)~j4b|gSZ&Si z8&K@}F|lEHNcgl{{{z+1t&o!(`~*?rNpiRW*aZ{vjm@t_jvWsKG+@U_I*pGrCX#3o zG}_I)d`e9m3*^0GJTf8WJxRf>wM~|2rK{7)v zEbs62-@mFBx%u__ZZ5kx15X+!Pdu5HOz*jDjBqMlo*EOjp1$~Z-&RgNd&n)zlP6Bg z3P*yG%N3>t*Up_Dm!2(k<=iW+L%j4%iBi$jTF;g&`xUW3y2wNsBDYq79!JbRXBkoalY~Il)ycW$Eah1dcW9F`|A4Pro9H>+B=85Oy zzrRdEUvU2ur|@4@bD25+CwE|DXqdo=$o5sidK~&Ei$M+^mh=}nkeEL>@_+ik|EO^N z|0OM$SULX}Md+$#rHCqlnr9YI)P%h42zN6$Z5dO_q?s8U-cZr*=`IE?INg*vqzU+qP}n zwr$%s_p)u0g)!$~ZdIzd z#RBG{mtqArW?-Di<;PwkAM8+zt-4C5Q}J@9SS8oc_mTU`g5@_bREz+NdU9(J)SzL5 zpfxs1YQ2RO-a?oElbX@@e&-ML1<@$S&oTd2}ozz2A%vI z?A}mS)m#b#Yak_Yt~J5XvSGu}+)j4|IG!*g5zax~zIq^`(b2``K6>W{^3-W@X=EG` zNNm02cFlVPM5$a3$OudAuj~*Fj(d#9MN>1H%pCk$l=Ee5IW)$?XGGdTna>CZlZC1Q`s`sdA|D!Aj-?OxZ_bLxUkBn?~1ymqOd( zTCi^nA3Sk-xkRU&O#2seNVz(YQ5|H%L9p*!n_RH8<>LyC)6zdoPfb*LRC@AUp~H9| zPX$bUixLv;)05zWsbG6myHdHKMo;xS_JAapmux_CF(u4scf?Vj8@565EY8608{{DR zO&B$7ed2F9yc;w&<^G%BIBvJ>GGTRtUjbSIhP_ii`aNgr!Di4}+A!>^(gVz2+-Djt z(cJ1?jTR{`o+Ag&E4P+bb`}WW(Tzm2VCnzf>spO{XaQqdy(-Ql1rU$kgt zEzt-20SF!nI%0732-^OT74VFRstk#P9l|fHe4_p_Ib1PWk_XV!09{bg;hLrDkUY&( zG3*z$j||j!OR_@y{K#}{5^ugYiJcc}PZTLm1R4UDc?DDYh=5bCLG{)8W{_OjA0k1n z3e?%w=#Cb|nVprVq}6cK1IrymMracEHNHXp0#e&2r-J9??EJpIj*KQPNrNIrCle4j zezW3ZAYUanOH1)T#15ghA79b=xc)xH!Wy^A%XtFpN@g< zIjAlNA@;<{cya`l-SXz}A}O%7YFh{^@LT5_uG94n7x!@*j-^a1Svanh|K{`*NP7;3 zcbDZR!dv;R=`GD;hw3i+g@iR?cewVm_f*MlqKw7lD}VQuhi3Ae)-m)q%OTX;XlSjW zLWiLE%0l_kdurxA?74pF-y9-;Qzo6-HYwSRyU}G7_*p;-&{tgj~{gA$i7F>k4_AQ6@KsT@vLhr zn7O>PV8sm5k?9HjxaQT<5z29B?=nz+V|mnTK%2(YJO}g8;x&0_FUtSO2$-$NzQ&F|)D$kJ%TZ4ylZ+)=`UE356n0p_xQmV~LEWoZ2o; zN;={bArKQ7xj;@%gFn$j2?P|g?UNuoxv zcWpA`)i$3#PHd)|x469RVz>QCxBKh2YXfRxB}IW8Nw6cOCTa^E={`8=V|%ose_12) zAnt+Oh-Ms+C=ybQi{H66Hq+{!-97E$wb^t1HkdF~n9#a;rhr@`j&9iP%LAi%EtX_A z=yRo0!`4%eC)EH<4r(ICAulN@vR%e6(7k0WYkwqq?bW{#-u@4gp}^JET|5yHB^eD4 z2_C5^bN7(RvF`3E$-OMlMQoYu39TR#7AS9cMYHuhGo&I;RLW2RQkLB~L|ct%8e*iptzS$3Vk7K)^sc_?s~m@x1k6s90V0 z%<&pBnfBh{)yrnr&zJ{_>mcE9F`dA0p>LxtzqXMFwQL+SONpdXouIRf2Mi~!P$f{VN zjNTFgRo1GwSuRc)8Ch^p4nnEHun-E8-PJ`-XLV*Xj!)i7*@N?kdyffg#k5DJgvKmO z-z)B=7=bCk#jt7p_G-yh>$(Sn-B^D-e>lhzoClBF%08sK^IP#V58E3%mn)TX2anNa zOfRe!$J1|(YmhQ@T=qE|T5aNcavc(mOOskW&>^vlSHa-@(cXeE3YvylCoea&^)aE7 zDXB@=`r;Ejr*P41<^YKq28MajrYzy7oV>vtic;k`H5&jNvohn+9h*mEFkK5TpSI^4 zZhqeddP<&Ep^CWJ+qLf`xBN2(#On z-r#Lj!_jReHfAy$bL+|*?qucKS%e2T)(puvx~w462!ktco|)M`BNgorV)V?fcQr*Z zvzWf=ok$>GWM1P+N%@*^V1E_IFfxzQkvAJlUNB^73N8awY?{;X$x*F*ZN)x!bigwG z<`@z1$z=F4zff>AD1H@PPCuRJ@8-HY=K{L|u=1YH^o6m0n5nnToKeDDXttEw54s$3 zeLC_mlBuLfH=rTlH!2g%ftfXxz8!mPRVEcgC~iVrI6>ZXN-^j%tArdaeUZ9FCjCF` zgYxz#g-2q4s)ARyZx0)sRz-+2Z^@p-cK{&-v7(jqvnp8(^rK0WM(*AD{C&pWc{B<4v)M(xpF zdRbGy$Cp=6FxtpX^KZrgshSvsnH;`l*sc6n#FTR+y&St$E}G`^zAL{yEwl}jdF10x z4QR)t8?$1(JU*9ZdnO!}A)=6)p~Glo40z$qk)_hsst+AvU&U_Q|A7N~faIvhHb)1l zJ|jmv+c+k;maW-~)>p@X@d6HYcs)W#FQ?v&a3#Tltym9qYxYaTixUAk?35!yhnqNY z?Cw!M@=kI?M`TpyJKSS!ozx<*Uv{6zo-*Y6`uHB-1N37DaeXf&(iYhRtqVvyAa!5w zqxJA_q-y4%r~e0|)pImgRsH=d)rZsC`&SHi$O%#3`hL8-mH0+(?}}t6jNJ zNWYKz)>;MaQO70$gGn55+3ho~sL@ymY+Ao?+2yu~99TsKBEM1|?!r(2Q8~*ZjX=Wj z2zO@8QYm^}$%OXP)IaR`OZ4jDaoK@s5AKZ2uZ-|fK&Rn|*z@#Gj6h^iJ@Oz)7`4Eq ztFyy!pTZIAP@ErnP*xDO34heH(QW;Uw5zPZZwKj%MCL(eTHyPB0%EcS?&K4K8{4oN z-OfOMgH!gU+^-CSSNRYN(kdtf!7*J{S91SovDVe9j~!YpYTwgWe;5!-hf(OvP7IId zD;`LbmQ62d_^j1-_jDHrgavT83ztXWA5sW}9uP=31b9akHPRGQ(9;uhtB1jGbOtB+ zAmd2g=}fC-I#o^`NO<7eTv)07z{&a&H+WDAC`Sb{(_PTQG$iaM(M-(5A2MyzqXb(R zY*|mIy`2lfLd%+VJQFUog)cC>LsbXkEs|I%zVIh~@^>^C5I9o)Mky@WNaAw|OTP5-qQjJD*) z%b86pSm-7MsgHe7!JY$3!kh6!|D^8#wZ^k`M_)i(*arc1`?HqMHKU9y#*^S>f_D6K zJq<{K>2n4aP!&fh0auwjXr#8A0nMsvV;zY^B;=xns7&$qa$_(=`Fjh*E=BLwdaf@J z>y#F6;>-9RA>b4LB7fGAIU){@ztq}6$k)>|jtPB)-$U2NFZ&$#@szvXqrgyO`0 zg7GE=t$_f;lSK}`(O)jOqSy5@>Y%HEw-uB-h)H<|) z8z=ctkh+1vhVPD>o5#F-MnEve82+M?!o$Z^@yJbL@^iYg`MVGnc)3uibi!we1Y`4U zd3?OH&?(JC7^t*8y8I(Iun($SmNs5e<+W$@b1jiZkmi20_G>$$#bi_ zfmnVAmpN8#P0Bd4zfA76%gIjPHK&0td}2(~-7kN?j@+Watu*E9tS|JYz(ZXUpUE3_ ziIhPpj-64xw9u&P1VXzFr)`rn^DmqXR!gU}dWe|F*hK!_b4uN6%h*2n!h5JzMumdH zv_{A8^>uc9?C;Wh*)&DIZ4IxTwy;$=>*wUoN%5NQsh?kL0@#9t&)&yUZhFQ9XTzHw z#H){A*Jyv;FIM+2T1;*Do9*f57psrUYP4^0Xn}?u+3v6OHts@pi;p*Rp~Wl_cYRV) ze;I{egY1KdcL~uJg86u#7`8~!Y|D=$LWp1klrCGSB&7DT16Q6-Yh#Z`l#{VwQ4E82 zjHA__|2Fs(9m{7vQc197BD!Z=iyV27?wCg}L2GyLuJ{waqr(nPv$o|5*l?#Udn{zy zQ-mIOCADQaCJsY1%_|orR;hDz-l9$~7o%iEf4%{i+xL?DjjyCjgHHpoEoo={Gsu5K z{IvCH>~G#tz18ZTqtU1jI)C?uox9C>rHp~s=276|W!oIFhRX*|JVN>+{mxra`{KZN zGvV%py7l+~34vT`S7(RPhj2_022WQS1jLk`) zA)&;B1wnqtH_A`0u3;)8=h*UVU<^#S=_ml@l~)+PJZDnQM);Vh6CXQVVO;EcD)E#kjS`_Mxy}sBpIQZ>aieEG7&m`euIa~51=tj<7y5hk#CY|j_%EwSmCd)Tk4Dwi+B#sw_n02Bf9#jQ(rgLx)UMqt)sI_#*j{=?D)O-6t#9O%rgZ5T4G5@-qnh8`cm18J6UqkHsp8 zR&LQ8@6$tHNfHF>-~j7&2ILiT){w&Dzm>0Z9g_xvUk%WmTyJ@jy_;l)60S-g`Fsa$ zAl71~@P_)HGgBtQ38G)oD`xxz_FI6lTOb}8)>U8bDubDzSu38Sko-+sEZm1|>fa%Y zrwwVBefQviBsOvKHrA5X=H`{QWD0u_ap11w)@cU^L~maSG2Wo8V1K?yA34@_!2Z9Nn>;! z+4DJduQc3}<8B(33i$U)eGPp7F{ zHnV$+)fIKx!zg>LWA3(ziqoan>8`&jcc-?&l98#CMZ->P4%!UhgT<^XBP%y(Tf0|kO zgOpEUCFUsvPzm;>$43m~(I}Cs4IMd?{9T%d0Cd!yk+k10ec0-`0!Aqag=g+h$5i|x z0fuyX?$J<3kh^0t2oGxE6S9A)0^|x8mGqerVG`TL8j)aBe5>z`&_YH}HshN#(`3-nnxVwd7oJ`mV)#!Aq*wiZ_a6M4eZ|NGJ6%c&Ii69#m5AlEioI5E0Z*7r*e-{-siy+kIsnEy+sk< zC8qQ&rEb!lS-nVoWZpshY=5EnaMZg4sa6j{anAw}$wFtRaZgt^RLg0qpswCW&16m; ztVX~o^^vN-!zvsLfq0;2yd~x@)j>$UGH{=(d`Zi(s=9i5gchoQ{m{AG4E7widERt> zbSMFB{VtEms`@bf;61C&$JiQ>UYa)~ld8K*DA;ir8U0mZh~HIMr&^`T*iVz0UtLCfXxg+%kk|NEpq~m6oxlyq-TRJQm+AMLep{bdsOTOTyq@j>}~H zMhN}*adn=asHi-VhL%wkC7ce(sFRwO<(CkAX!*M!>k=P$+J}v|b^xUH#~K6HsU0-+ z2F+{OhH2y>soD$W1$}Y6BJGV46U`6|Zn11!H98j#YJ%bV56kJ=MT>Zxa%YWGuvg|lmby+TS6}`?X=lF*PfgrPc|*p^kna_RCU?Ta)*#c1VNSXmQ1Wmr(5s& zPbOBqGZ#ajKpc4dJ{2`W_KrIUt{j;SyueRa==aW7GCfgNb~70~!2;Q^SiV1?J3CIb zLEla#Z*`#xuM{hIDz?&^T15EvixXjd@PhKXMLG!?1>DQ87;5V4-=X)#pZoo&lSeLC zQm0b&^v>RD4Hx!SR%%8agxc;QzR1k$G|Euwd8=iN?Ncn3;OG%8c<5x!R{ zIwEOMvQTbPv}nr@VqA%=%8|!e36ol?kRTy6P{exwV&MxKOKv40F3rDh-OHyoQpT=}Pl&d$*L}VA6en0OhS< z*8k~%|F%K;->PfujI95|LQvufu8q99@l!o{r7vWnUBq+((>k;hGrz{ty4DaSd5e=u z2qdM^n!Q~@*G)|wNCiZ==4D5G!7`ER*rl$f5*bh*E?%hrj0=w|fbv->Nj@jcCv z?eY1^eH$HK-$e9}Lp@9^sS*s_3LK5WX_=T5Lp?*a?dHt8o$ZD11jPNr{jVy9^B#EU zi=XRDfbD+A*7e%yuIH!t1BG;#3_?K@e!pokSeN^XRsL;v?sFSVi!S<%HMss(I6S;o zSgw%np7%cZElr&8;$<|()GM^zi{{}8D)uQV8i&vGYAwP^NYH5T+uNHcXCw}X%b@t# zDRMD;UN&l*8%VH_27 z5u)x6f-LV}28{Vo{k&|I&o^Oqq0j(ucCg=IH&FK$VHbCfaeuDvzHCB|t}OHld!1`0 z9wPR6^U&-d75l)X#S%GL83Y|2+3wibT!qny@PxN$Sny}`J?e{aH00G9GQ-G+ThR%f zUaRL)qKFfp&dJyL*;u+b*=@W%nOvPXTW??ZydUFr7WAaxK+qNti(iXpNgXG1WCq<<(Y>B%3b2#=w%A#X## zhIn;pZ&7N3RK&^f;~_~ylzr)H(v?3}5iUcXhC~e!_5`hnwZT~XvhIkw!EF0dZwNoa z00`nB2>rqk2$I1F`@+NoM1|q#gsE$yLkRc6Kn}V~dQVknYz=$D`;!^=tsRT8;iw9Q z)w0%QiLz)zdEt*kG_EhM39jidBzBUlQkBFtOPm+w-2*?DGie>-ol9;w8!nz|Yb`aK z7q*|Boz8y8^*aPbqkFh|PudHQ%5^cZML3H%b_-GGvtIvXJAn>C%q=rvyg@J7+wF6% zy1EiQ5~EpTdYUU~)}r6OAJE%ZPrk43s?aBN zM%%G30y18Fg_22Y^*ZHp)!ZHqVKS^ zXWY$I^AAu(zDtA>!s(?@d!-cJtg2-P@Odxdz(gc>@{@~Km7>Pt|&W^{$3bp(f+v#TVI*>hl2I3Ln(zGG6<(*Uv(H9EiX zExbqA8{iEtP*q9W^CMnuFOuV;)L8(80B=7?oQMw|^UvHtp82+gSytH*L;o=Rm}1p5 z7l`~^#E+Gvj<^-aly((PyY1wDfY-$K@+M0TY4!9)H{q#CdnGk zAE0<0O4b-52PJ>$sRZCqBryHKOW0-l30*OCd$DkYM&~=W(c;T(sDJXKqgDk}0JT7# zkFg~SBMnluD}o~^^argQcmAPT2-Lcz-ckInDGQN@Q#&m0DAzQ(gcr59{ zom%r9Vurpz7nIX7ftAKBiUnXrL1<*2O;-OBOq1r0>@ww!v=`o%9BwE@5p{G_ zRJ$IdGGdtQ>lo7ecpPrcgc5iRT?=gg^3P%S2ounWyy`~ITkZ&GA}L^CVE+Db9!;t=!M%qlj($pcRd*?PyxwboR&0haP8BV6ja zU||m1E>qEX;Li8voG22e!9vy$Dw%P7sMOur-57^EYSd@9Y-}U=5|U7#ST~cEQfpp>@VxrC2UIz7dtRNqXbBN4*N9IxTN?Va}nz|xVk+jrm z)#CDg{apw8i0!?GCW1t0P8h8VjAkjrrNIX?tK2=^HQy=y{iJsn_QLoV zHu|`cJdDr%rS&2s7p+Vke}V>rt>$T8lRM(mf+_zzw4cZ^JWW5~$GO=BmE5e_mXAC*ju^hSOo2QczL`7-6d$kXD-lpRbA6IR7-h-=gBa z4%1061kHbs)xgp~LPN(qgU4KFja_TnNaAKy&62M;#<*YQB@Oj6^4s4NFmaMEE&SNv z+PG~D$e71R*zWlqvPszZa=w}INtoC4+^||3XW4SKNe%ie6enl3%b(8-9#k}F9>by>2$s<#;w2s zq-UbKgYOo$j_nH;h!IBQZh1jezBrzcTefb<&lY5f8;;~8@I22BhP_@w8(0#EE02%{ zGbM=3b6G-7QU**8W!J&;Uy^V1Xe+2@bwr8q)bdQtDw`BLI-3Di>Ssa`i`hl%jxFRs#7%1)(`rZR zLJ|nwVq}6S9k6=`M}|;#KFf+7G;MtcQD*68*zmE;)reF< zEI#1U5&(0p$IotNWHWvpb}jJ*kFtV&yk`%U8nMCh70SxmiWWIZUt9z-n?Sv z3p!(?^*BY%aRzr?ymr{+%c>=;s(gU;N}XX{4(!XqhGkcH&0(v~lho1*mH+g%gj%<(jTRgd{g4wZw^ zq~#8iP*H$C)vd}j`DLMRUmC#`l~(9#iQBaUS5{xhAuYXTn=182b`<&5^hol;25Y!< z5}mEMkCtZ1A6K&w)ni2Ha{9h*E}?D&=l>fKCZa^6Q4}9Au8o!UBw_^4!iQM*oaf^m zoGqqoVy`;Wzr@=J8Yo9(@$GYw^*NoBl`?{!7{;RES1b5j83}QWT&x70v+>(AS1-!Ie<7P!SQaa9VGi$1<|e==eaK?I!s<`KpX5 zz6T#t#rwsr3Kw3%9oXS`M4{)euC9JfuQ~Qy0u}kNH6pN%Lmzd61XHQLoq((Dcjy1gmuJ%CC2R^8mEe=5&q*(qwfRJ+X z&QrbsT=737AnUx|xTBscl(F4^1$KBxcCqBIbEHPBmqs_#B6&8JiWb!(T!2y#dpI-m z{kYf(Ka+ky`Hh14{B!kzrZdFl5EhKO;{VNAvQ@tWE@zQCE1=A4n9F(2{@GA|iunZz zB|+4phlXo3t!NLiJ*&D+)uBFGuQI5^xm1pUs!~{3Jy1JvOUC8aK?GxI zsKAD^;QN=k&s3~%hLk{^`%{`zRW5(VxaMhV#&coaGOq7#4nDeSMN#~wM#e}$M8uKC za@GWUE@;%|OxAL}N@BOQeHSwKi^UgK3D&QuxA8^J)>F$qAb0!ogfKbYOTneP+5UOo z1go{iL0c;&)UHSIVa2@%&#m>71{%)$aD({NOQp0jv7Lan{FQ83VC{C~W`=T8jb{4; z)Di4>%|!8)NJsdX$g+WsItx*qfShW<9HJc}SruWhA@w_8Kdda8shU)~C)Ub$o|Rs- zY}^1!UzL0qC(pH4fR^6Ew%0?lV1pXu_3eb-*g3c4-3kOE&u%bxlCrsS z<{B3Gz0NXx5-zBrE#G)LkaV+4P%(G?uK>q(is*dQcaRLAAZXMkG!5wQ8kqYNgcBkz zr5%8n+tqlT5&X)B4aJGM7a<+K&$wwpgl~kISV5=iSJaIt^q(~)YYNe#V%GF1AL0R^ z2-A(ZIusNq_rfDqOVSojA6-r(@tK6t3dAEydXzlU`^aA1$S+_iBD@H2T$zImKYnv& z1x6gUB+M2{1q-Vekq_@6T<;j!B=ccCIuTa@yJ`Wa;#MNHwV{?+8|g1~ESL3l%VCQj z#ih@|w05o=7VN0tM1pSi-EuR` z{qc$Ky}ekWW3Tn^Pvcq@?G!5Q^Wn94{9XMXYJmPZy5X-Q-V*@J?1{O)d$S73@+goz znj8S&HU7#g>}t-L7HE2b6m~ceb?7Ib_OxxU-4#ijC0jX^4rAA9FTmS#J^WL&Cp%Ow zT>>A@r@S{Gf4!fK*`Cf3vZ8b3i_q}8Jg1<~cK(1$XobBvz{)dyUmHYbK)5yY5K{LV zj2PyJ@2Pvz(KIy$1*+}G=Vs$KCTq5Bn<{F|X8B&CgiDRc8tu;8EcMn!qKCMDrs-pO z2aIW}9#1CW^Po;YPLI|wH4P>5aJsM!Mlcb1=UXEdG0WHnHd^VvVtk?ARp2Buv*9zX zY|3S!?N&p7FM?5kX2cl7xojSDxQhVKfG_UyMJ5f&ZbFMKAn7`QONTOH>f9-5w!ND& zdPw`Y$5+(T#*Fii>NYr0hk@~Fpph;bv28UX#eA4gE49(7^NeiO#hw$r!?7cfbSMlDTSwbk+U!WtSub( zw7i;;t3BYix6NOhl%FI+!=KJ#r7lCaO?z#?m(K?w9_(_fJISJqdle;n2z|Mr#{iy z`1NlVk?#Eg7yB(V`sPutKKRvM=f2QuGPRUKuWj>fU?#+5_4t6CLGD4G^Mac=xY66h zjlO`A8C`uQ`Uf%}Hb#;}+fu*?z@+Pdz1wXLRGd|&)DBt}c0WHbFpgPLt7YwbpCF^I z!Qn=I?CZ$z@IS3&J}slMb?;R3p@na1nekbLQ2`H-fCP2cI3_p#gmmayeLvVf4z&!_ z0PRoa70nfdW#Re~1P>QIq+#jRdLC^`#u2_jew{8f;kMn;OH=FAqtAVty{inVshbUe zZ|QTh8}MqaO%Wn!?~TvbKA<=>G&JbXYpGE#UCbJx~TZe=C%}7 zclBiS%U*-tKByP_=S-gkBjDVYliZ2efp;t+e#lvnG82y(I97s9DZPz^Heo5n^2DAZ z-i+w(sCRZW?8IHHT3HkH+Rqf36+fmAXyHHKF+hQ?&={hhXh@h|t^>W(A z!NX{eQHSEn==$@XEILazBz5b2$*_c(e1V*Qg;%(f_ZcRWRrq^|^2{Bt^fA5wHYyzu z1j2s)?!@S|c6Ety-Gl5(bx_rhxWvv1uDbhkYIxDT*6w_sY7Ci2;(k>By{@9hSvvEV zM9M)Q2~M_SOHF@p)%fh0isof0$~b{GWp2@Q{&+Y|n@^lH)Qw1$$fNr(b;RiFo<3R- zoJ}&zup*<|63s)uAJt+E5QIhnW5qK~b~JCYdC9DtCoTorRWX){_gZvUEf+%q^Y%8J zxt5>F=T3FE*^FJvsaW25IX3wF^E1^2>qG`VJH_6JTFqV2QC-nCyIc%mtS0`V4%aEa zsb5JTRmEfsST0w`1Nb$S=Ch%`^nRnXBtZ`!kL6PG<*zupF*x>Ze`N4sv=r+pB?odX zJq7&J$=$Twc%1_a{W#0$q9XGuUl#2Uz?m<@%0IS7{4-8!pNUCI3XsA`p;6IT_u?3~ zsd2T}GPmAFZX6c9iK1HbCf3E{Gg$sbYD?R+vugBVoX4~~?C+gI%5&aQ>|>K?YTi;( z!e18Dk*Mg^_6^Q_OkD`)`vZSTFNZX|+u0&T-t&kX@vbhVN1-ZNAH>+nKyR@P5^)A3ds8xYTN27PQ9zo>$}ukUIKD{z3E5Yq-kIl zqSdR9CLm=qMuf`=bJmXMi{U0lgL>GY9cF#jYihnM{w?fQLC-c@wFA<2?F2X#+(tIa zI1MC+PT9U8Y;PO!|xu=hqT0gTNgG>Uu~E;@w2SyhcOWPH^3Z{2!g!Yr@*Ai)n=OOdtW1 z3fU@{1O;U^57Al-Rq6ECktA7+QBd=v|1F?zkW>8w1J@Y7rye$yyF8#?zb(Zhxj!(` zIiKmuzl0i7;Vg~}Mg6mIE0{Mzl)|)`c;h~;YM*o{{Y>qQYe~tI)SHEcYi!bsz*`+A z9s`!~P(YQKi$S|E1M!Gi+Jdgg{L!slG|-D%wz^l>=i6~q{I;Wy5?n2xmQRN{V(v^# z{_REvvL~J5+jRU|;CL?!$E2O{z?*|HRq3(?Zh#n@b7_`JzX2Uiw zu>)d4y-WV#0W@NS(EjJh2~1*Sdl)V~o5!^4QK6i!cG9XcvgScXK_~`FyMle)KGmn) z?gBZs=V3h5qACrj3-dF{kwaOGo|~lL6hd0m^n@-G-X%J}w7HwU*MLb!x&0E0H7HNX zeeX_Av}2E!v>EEI`zLqat?UlKI4(p8;dzfC5gFJAV`_aeA4{2rTc3zwB@8KS+I&}w zsC1Z>(8!B9;E%}dAl{Dx+o=)~8%;WshQ}FuerLfgc}IoOGplmU>7BhLCw7!*?v9>M z16Xv?nMR-?x^hHy-a@4xNtnU_s7&%PQB(O+ql7hNYehNS(_Cux>cdeX!kbDn$wqwr{h#AV46Y?%J_HMna+ zl=qcR6_x?SeOvWnLLr{!4t(19j^tX1sna?A=&?6x9ZlY>yxb(Jx%1b#>+Hw_ADV$} z-DBwG%L|3$YN5RoQ(b} zZs;m&O4|B=A6wfpe%__nA4d)&aty1ySaJu)#iDiN3%yRa5n1OJJ094M7H#q4o<54a zTKSU`Xu{b8X89G@8Nb(sb3obecH>MWpN?1>1(^`8h#An+g@}{Z4a0v26&v+qqH%0^ zI(3brVNH?cb5a3D4zddZ3z9uBb-VH6Vt`f*$>$rZ_t95JATRKIA8Q5OmZrqO`@QlqF4mt)cX@JpP)disZ(D6ovGUN z_2(5vN+(sQWwO$jimgUo3^H3<&16NjflplmhDWMYZkoGCd6`&7gkj!MBv7$`pQ0U`PB3g-S)d)J zbSv4n@8pJKE@{{&xSM1NZT+F15YFQePrNJElWZ!o*tFaci=#PI&}#1VC?wSBytBHA z^U9R^9ToGv#&mSS?i|=}2BxXhT#G%aSfPw05WZd%Kvz^Tqe@oJtP)fI+|PJqU-69U zX#dVt;SI{Mh1&SXjM|5a1~GNW{^ZHp2tf%&2^oV%3Swj7%IQgQF@q@uVEWK3F|9Jz zA_~Mol^(sJaQYiiVELBl@ai;3RxvofEi z`V?w0t|9x2+uJ$zFN_w5aX?4v&J;sK3r&NN)L(5gcBhEB#aq`Y0j6leV!MEWwz-sR z8lK|kp3WRK>u1H%fKdI@Xn9xSR=qGtIH{k{CWZ#wh+qAYHjvw&ZzraS=uUjE%ImuV z;9GCoP$a8jhsv|yKcWS&y9qGLkn|i0{m3su#Lq`rCsbmUM)+?&S7B#jEu!<2s7FTM z=hylicc#e{rQ9mOO5!n^u!o?%_=*o#J3CQamq~<^{+*f#h@)?6B+07E$k*I$9Ud>i zD!7|Q0y@Q7>tL?PH(j_aXsTyrGBIJM#;*26X8d}3 zKY^;#SFBl;m6DJvccu~{XRYoO%zT1CzB8p(v)f*)5S*lO_83jzj5g(>&0pES^X*mn zf8O$tJk*$m%O!%B$|a_5g&h{SqUxlxTHWuPE!0qV z|2iE{;B00Iu8SfZrKox)(Xg~qnI!kAz2E9a&LI+InjjOo{p3D*4*{<3?skz=jZII1 zXy(X57trdCgA~u`G$IpkloGC}(Zkf}70?3ITtE8#5`h;WOJBJk8;$=y=HOJ{GQ1qE z+v0V}{TU*@%!=scn27$`GDNl>W0vGc>s%(-<{Y%unbxUwWwCTw0d8{U{0_0*mX`UD z)+yDkn;nzBUHR?>*lQ1Z`cIU?f3uqLtp8u1>zbjS-}mp&N6zg}@8<{rXf%v{ zU%x++Js<$68)VmiI_SUonEtmo1PcrE|L`}3X#5urv62VsiV7%zzS?MXW9{9l9&gTE zJ`bQk2$7B-Ss1wR`LAdqO&7$pLb13_BopxpR;!*`qQ{uU(vUDhAsQ1Y=9c7E+VQ<- zHwzT`!SKN*!^AejOYS|-=?4waz*rap1V{=^O--Zt$|Vc*22fyrpX>Nzq-Bfw24w}t zA$$)Vkc?$dm*uDwt700&JtU)GX3BgH>C!jpyB4)a@K2yL^p7R|4C2&u>7(Dg+?44V z7KkYmq!F+nfBGNPA!9?#`}95_q5gI>s`bxFZ{X}NV8RrFi8qlIR#v+%qD>S!ct|K! zNwoDf>fE|s+9XbOsT{YDka0s41A>K|gdasStBR_YB^lJowoviYF~X9be<3u3z$K0R z6=Hp+7R`kGweeu%Ci9)hbsADUfkMa&>KWY96TcI{1Hi77Kwl;E2|s|26^!isA2%bg zxQb#L#fle*2WWpPAmVA&@l*cUw2J#Bk86*i(I|_8s!bm9Lju0ghX?NV1tLQ}JfN{x zJ3XlF9X!oqHbYrfCfG}u2wOVFxw~ZgdbM`@g3q4w-$$kW;2u+dx zi){GEH5kZH6YG+pB1A>7g_jIv1=BP{s|!>Ut0LGTxdsF8i&v9mhr0wr?@P8LTt>Wx zze2hh0`Ci06SE>@Mbr$j8gexR-I07n01(DQkP3#&6GlUj5r&H!q7jfK3&SATjcJAY zb<1?sv?U-Uh=1kb3(VQ=nc2_Y@eGO%YKbC61I64x_yqGDAu@)3={CzQ8F8C!EjjEQ z-eg!aC}en>U>a^%d^BmiyC>aS9QJoD8fFh`MoB`a{m#K8I?ncDmcS zYDgkbjzyZPFyqcHL&KMnRScew3A5to^dEv_1xrY>vPDTuPe@9o3OCoYoMC8ePPMuX zH3~>C_6FA{TYrSnlc&PQnVVW=m>J7JZ_ezc)N4eS#s325K}|O`<7&2-wr~~&3FDxQ zsnMX(|YS1=`QI#O(fSVlZulLx7E#R;el3wrm!wsht(OnCP~q_#Xayw+y43 z6hzZHl_Xygi^sutc|zx!EH?rsfe!e2w8l-ohXGnr|h!)3X{N*`^|vvuCIuqTcqLbnJ3=IC6OULA<*C(LgZ3V62FYg-~ly zmEjX4(K#l}L8k$&HO`MKK_TF7vWNP}iH-0X$}ug%)Q3eaaWTmiQ(GVn%uD?8;CBlf zOc4$!tSIWXfzySd>)l=eTA+GY1Q+QNnhiBDtlw}}rq<>;8Wx6ckLvO-Lm5A8zC;!V zHL1Z`dKIu$H^>#2BXvh2Xm1qH-w>N@TI;aO)a0&v@vP(Qq2v*7yZz`6jInKb0OMN> zz@a0;tsP&^Axk?a_O2P|B?u0Z8o|Ob*1fr?D6{h0GKN7K!D4L?)N8JP!|Pqg*}=!b zDJ(EXF9>uz3Msvd+BHi0p@TeJ1(bwPWiFMQBnKs{B;0(4%1HBpKR&5<9-R(Nq<-g= zFyY}WETha~hk!Gk?;40UViVsf%M z@?)>L!$TZogj;3udL9bya*wg@nB85fORvAQlxlrU`$_Y}F@(;h=}0Xdx^Da1Wp5&E zGfj;V67)Ud+8J$A{vS75Y083dziyGSPVUB*l|{{F3%jk`n=xW&9Za%@Q3w2kMjCMM z2K*XU{ZXQ7uLB+lC`9`Q*cS0cf+}{bwq^v%Lzm2{HL>oJigPX9Fx<5BJcRf$# zV}5B7@cyKzpXK80;%tTqgdDSB%`X8SpNX(Kf0nnOLj-3pNQHJAN$C}<>}14jY)W}0 zq9tdZ4gj!kW~$Tz)Q5}wBo!4dZTNl+2|b#e$lB{)B2|W%Ac^@Rw>_zWBQN|Ak}kXh zhg&0PT>8iM;!$DXkDCTUfiuidxv6)+*JyUe>#} z3o zCbgb+Afy)6CE6LkA)Esy#{`;! zY}>YN+qP|W*|u$WO`o|sXXbxq;)~c9`(nqFH<=lGt<2wgC^J6onQt}K5O2Q2t@rEK zwwK3%6+iK{<)3md`M#HHqO|xjr1%}Vd2H%Mle=n^>*T!7i*5au;&tcM=};`z~>pGS(6+>7cj+mSIn2*>wp{4mFm^W z!=`#eInIB(uf{taFof4t>!YeyZ~TSWVAEo2_7BzDGuz^{TB@FtQM`RKBnL#kR$D;_Sx~it9quC7NdBv~j5qZtCx7Tg({LX50@#0Tr78Ui9x*)fiyueZw z>Fm31v+9SU%iDq+BCddn!#X-j7qcwyp=e(6ZpZ(9DWc!&#;DEAYLx?w8IyAec#(Yy8EZp zFnU$1v;&VDe)Y1b&PI*b4+?w0UStRLL1}wzOogro@g}l~P%2jZf0QlALy5ztFDSf^1k)~k@Pp|U3`&s>8`_B>zy#EL^qCJxjJIj z#Pu&Yv6K6nuN(p(;;vxk)4=^kcRMkU-_V1*g8ubv)Z#gEl%pk7hi@w~5C}$;fBZr!GA6Jc zP)u~BTr2`Qn^6P>-k_zUUT-Rry2}~C++2|UbcyJG)(0GECz?hxW+c*Z-#SivI}{A; zaA9@-tbGnDWDbzMV>M;O#wI?th%&_{#PM4cyFpp!@iDRi-ei*>vf>}J?tszX|Lqxe zHO~kUQNnvKiJqhrW-D5a?0eO>e{WuTjF+pat>XR#^c$Wfj`92?tu%Tl2%!L_o z|I(*i!7q#Y*;&Zb<3Myipd4bV&u}6@d^T|9Ylx02f?^jOwccay6@(WH{J609&W-A+ zhJD<>(iQAIp|apig36p?4pz>@GU#}IQ&>gY+SpiI`^0)E6Fg2CT!!wz*Sj3B)tVbe z*rW78Wc7oH4Av?}8(k_MyC%6)=Q0NCg)SceD%Wxc$m*Ca2~ZQeZIkqNft0)L+wbrj z6DICB#8GJVK(HMJNp<}x`DQ)6OL3PUiwDT)2%L5W48e7Qhrie4({oGQBz*NXDFScp{h4|iiRzMTYpcw0<~zbxF1#7jF9cA_ z6#2GveTA8=kpit1`CyL

~b^uzB(mmqQl}kR|6~LOZu}ai>NX4Tc~r^ab?o^Qfpy zhc8}3UB(510^CGZX8RMA#WQJ8vytUcM)=%fviz`~IE8a*FAW%n?+oaZJ{>jm>SDnI z>EebNv}5i4A}jSVzi+U>&Y2$$ZdRF*_Khu3v>}{=2fV5tf1kZX1_r^YS0nfMPsE#s zDh#3qqzwfxxHPKz`q3$W{DmM_+58DY<+q}{46@xJ;W6)R`M`OG#e~QUCx*qnI58U1 zY;^}v+|q*tIh|U@X8&>*+L+{iJbNN?ae-6TP*Kq)wTP{YOB|yR30|%}0X;|Csh}T# zt@%>AYM9@4eJ_=_+v-{Qd~Z-Qv1Tuf=KYpFRFnRLYq&RE#dJwS7lUpuxyK%@MA?Y( zFB1cCKzX+xEItJw)ER|lLc`{lHk-!j$BajK=V*^|Nyuhou0`tNU5D^;j|Fq035FMAF;ct6Zi>kt z8pm-3qHb@o1u33jRI!$#lhcW8BM}p+DZ-e_nJsCcG}GuNko?q;my#!v_Ufwgw8+`D zz*m_bX;Yn(Wn66ER}LCOP~gd6YVjS+cpp=JsxK|`%|r;-zZW*9AA%=6yi)7>@>0u5 z==(E4xyt{uwr*N(%dr~Bofp;g{%%VO)wXXb!RHq~B_%l_1}x2|eCQa1`e^8Ag5qK0 zs=A$U5HvQw=ZHIRF2jfyv%&Ct96NHOs`k&Xb$n$;3)>vwy(e&Txah@t-9b;lOe0hafT>2+?t^v zy6yp827WlU%qEfQZ?RUXL`A$Riy(Y}h?L$PDPP&eCu@mkZ9cB>a6`oIJ@6H?wKC%k z2)DK+1z3KoPA~lp8%O5EBPw8jUYqId%GgaAG-#+>q=?#ZL_)A7Jd4cr^>^!^o%f4x zNOc#zT|mQR#O{Q0?0n)PvwpeJ ztpbNOi5X3;Jhx?+hfa4CBo9$xFW!s;M3Le<$Bh<0MTlCg^d zC-Fz^T269C6ppv|8W&ET0t4*tH|fD3vQo;!%Olyu{(gll8{A2|2}PTin+K}jv(OnG zg(7M@y1#2~YJUmxojPe*{5yi1wixZE3+*aK$6M9G3p|oA9Ndjx*1Wfdz#kMFW9Ahd z8ZN3u7leJd&7K2=RnuY(9!_eEc35=LgC%FW>ynA@u`I{(tw>fjQh@QD7Ay%t;Aex zj1<5fCmm(f=c-rS@Sx}VyrH7&FG-B{B#NxWUVd4so=k z{9GxFwHak_5R8WK=?^v}p7Q~0>MUVPf%8902aCgnx%n`?^Obrq-|o>-Fxm%1Pv&z$)@Kf zq~wsz=c$lXLJ`C#-`^>URQl=+$l@12T-5B_o+Ik2gx9f&Cqes)NaXgA%mV087N3NGeRLotw_o};bC;Za*%i!HS>xqxa($KidXAEJB429$llkCjL4%QOd? zt}P&H!FAx-jzSrZ#f0Xmp}^kB()ni%t}r)SZJD>M%LPISpoOX|HNiXUpmz0T10w@a zTH}r`w)OfoYw~eg`2%Z0wUIfMw`%ndkuehPVSE!PT4T?N+xD6U0gi6c4-?6xql6=; z$&iZ{-LGXV+!?-D*Rkv~qK?!1VBHn<95YDS z#^Z)j4WQ$h#NE@Yw_X7daa3gq+hc39o}Xq0(xkVL4+**D2{12A&=l?nx&CQT-x5-f zh4`cJvtOc&V1d&=7kolPuxYZ^I1zAXV*x)^$hn`UrW%FK0bYY|XN4|jt@EUXb|4UX+7rjS#x&yka>CRt6Rq+X?{ zcxAomcipYkg}j$$Kz;e-<@=K#gdi{+we+xD+P45jLBarClIP>nO_}s)`1<*)0w=vT zGj|p}R2)8VXfDz*N9NqaXj!#dX9(2ve{Qk7t#;oBPHxPf=bxpl{&~|TU1BIhZodpu z{gmG`J<15QQ?OH##)e14thi&D8J4onrI1xo%OC2BJ_ZdLn(D&71`(ZdI<5wO8SCz~ z4hMZBKfnht_N)KN0{(A#Q~$fy%<@0TxBnZtYpv_;J^S0oefhV>5eSHb9tz<Kh zK;Qqd!OZnPI6os}eFFo1V`DV8saaYFI(hn;Sy^@$S}ECO_?g)W8DPoxzwz(Ho71GP z!m;~dfI~#^QbL$N0%)2?x@sj9-=_wtj~WHUvqLBkS{h=tPne)pbfBO^ZoWhl<0NlB z%yB63BgP{|ASi!_iYEJK#;J&CF7dR~VoXzvq@KB~2wu8X5|6D-s$4A;vXf z6x^tjOEA#QPEIwc(=V_yFR-n6PBB$5OiIm?sm#f&XozS<=S?et8byJvVTaX!*~cfu zWdtA(8~zJ?1Zh;kqF}xFLciU4EHXqq%;npSyE51zeG$GMs}ZoY_WE0m_N{pTJ)Q^S z+B>-$xGUP{Rc-Y3Y}$I37o7*Gu_%x8RQzfGHSq>({CQK~u{C`^m3r;?8mo0q$^G~0 z!~vr_ zLsPBwUOUYePFyQjCOK>^ex9#zu~mJu^*;!23Dg@ljT{0a+5Z^Y9@5RsZT3Ur^)-<8M-2Gp3}T<7AmPqzt4W^PU2ra9xi z5n-2IL`XS+k)cPO_|M}?)hZ8n;4i$d{Qoph{~H(jzpn!3|HmrmN5IpEqX0rJ1{(TL zHUHZw&j0D$XJz`I;c+GE&?=~I1i4rgAWGIP>&qFg6u(ysQ-=;UwJvMLE1m|4NPv4#tQO>Hp#uMX0l^IK{B(+AwRgyftbYd-*`be@PFovC(V0 zyp+>5rTF1|Jehj^^xb{M#Xvy|uGgskY_;`LOH88C#X;?m%*~{iL8Kd1L{vZwWC|of ziZoX2wpapiunUB{d$ICf?;0$gg&17@tkFlaqKgjx28PZJt&dkQrg-o=0zR^Xnuak9`Fq#x;w_n}kE%zM3VSR%RcL6aW*sjP zWjy$Yj@wRC=FfvT$mf{*Ws!T9@}g+sARr+=jppQ$L;Su~^!|V>E(PDJ_pO{`j87B+=Vqr;tk5FqJ7zohl*1{f{EWI7aaa^jo(#vmVjm#J`Z3 z7~WROhup;Qb zR%^gJS(>=@+7NKmq+M+kjp1c^CbHQ z>$W>`y-2+#oD_W@J?7>H3cJfYRrSSMU)At~GI!3Ku;pNF3j(miH0?j66+U3HHb6hycSi|hFri>YgbrA)gy=b{aP?I^ zvsQ|kvt&hrG3Z&VreS2RAzF&maz>4nfJqD!MW!iaGl9IG?nYM)kl+HM_J_dul6*61 zX{95!Bc@(B^thE=%0V3^%wX$Ru3>L(&-m7&5IgeFOQg=R59p2GBzpZw7G?vZb`9k5 z@-&88RDR>7U@>*EgUtmvvNyQkds34Z_+rYH&6DutF%+r$bOE6-K{xL0D7HahJ@MqT zCp=~5Jo#v;?f(-X@TYlJA=10Si{pr60(idv()7J1U|3d(SPXDD>%FW~L!}NdQ0ree z;?uy(bV4gQ*Hu>3wYye|*fXbb=#e{YGa9gViE(jw&p$hDlDpS@uI7+#uq!31NZrl_ zVfvE^j(zo_+Fs42W-&f=Go@$CFvYsN&vo2?o@Xz^?|1>EGRM3>R>zlk^km-QIDOJ9 zsAoz`dL+*!J2_Oj411+@V}4Y|EYA|{V-!Wzu8WD#NRCbqK;;i+g`0)32rX(9Np zXb3H=8Dr8cU9{jjl;BWJ0{X>X2wR^K zBb6u?4T=^jiRe5{^TEuVYAh(`ji_b$XeLLdZAQ5)`ZVlWk#NIFqEhQL-tea&)nZ-R za?+Rx!d$zaO?i{7)H03>)gqv;tG{V*Yk+&tR2a7oN=_g}hE=$oX)znir_D|9LHE=! z(Za_I|mrYu=f!Gx!9EaJ_~+IV%LFnS#b8Z=F`! z+V)#cW;sSRs(wA?7UJsZeLpT!2tg;ML&Rw%h2NI9UtseA31^CrV`|00J@1=U5-cZD zpns6gZv(d7Ut+JM1Vtkf;w?*}Q0_pSbZn}+rk90oc)5XsM(f*9dS(T3Qc{v+yAi@} zltP_{k9f;F2CE^`J1dJTI!XtONFnxlx>o0{UuSAAS~YNagLq%zbNiwR8z?ZXH-%>v zN|H*1ls$l3%lMq0ih}GDatiMB+KBufr|H~(&J&cIcKtbhK{TsV7$o~!Xrk(BN~=o4 zx`BRzJ9+=zQMyXbXD3yXU}ORF>>M?$sUhpE+~CI<;v)zG$kVS-k7ui5BbQ6*t6&;_ zr8c7yx($q^3|r^MO&)NhxjTszS}Xec2#TAP^|AT~Q&T*907ldO*w_D%UxC1g1XTq3~U{s0MSOK@oEkb8Cj8 zl}BwI5I(!b(CoPIA>?aL+t@`tpWZd>B0~imupD&RoGJ24S6Y!BzHN~n)^6Q}$y}AF z1QG+Ru*cj|N(s6+ko6Ug8r`l3jz)`$0y_}H7u23B3zYLPJ?r{|OSOqU|9&VbDCZH? zw^C)M9rP{EplmDfI~||Z$yvcU^*5H&){{X$I`RNc79+0+-FsiHmv_43A&(h!k=KW% zM~p}#s1XM_6SIe3a6eXK8$?}?q7T-yX94_Q|FCPb@jIH)D9_D34*{zKx7$X_VHL{P z(NS2osC;=xTg@0)ws)WWH87fJn#57cPrn=C9?;g_zrf0bH`Nd^>^utTK-#LnsFmci zLa;DJ-1Zp5KfuD{$NaVi6C?u!fq5;`$Z?BJT!(XEuIk)^n14A=AMUj&P|i=k?h-08 zhgsjRx^re{%Zy=0hBY)DTdw?2Y9Xa^f{VG6CN`{VBJ6UtbRp1qx&|aac&x8;AZ2~G z6o)iQA_FSlBh z1)v>q+F|!TS1+)ZqHOD_(bBgXt;nE=Xp`X2dvf7P$xF$)!*cQ!#IS( zVLayK9{JeHNb$(%`sCb~Th2tFq*WA9tra~SnHe%$5$LwM+PtcNUh`*#)pIGxbI+xz zf_YL$VC2hyWyqxO*gA93tF=YlskFItS_Qg2X;T?!Fo{l$#q)4pQjnC5;s3nWt96 zhDnCVJY)Y9^b%_NcSuNIF-Yls(lLP7JSz`f=oQEZUO%a`^tOlE&HJEZFv_h+Bz-lpH6EbI&ZeBb@&?9aYo=4rX^+J={Agqmu-~rQ1U*{18I3JiTeTSYhKg< zYvMh*i9Z|0EUu+dZuRU4F3qkNyJxMED*OlM2d`d4#_E-U1j9 z`Z8$Qf2#f81pfcA3}NQ@AB`AY)L~VW)jQ>&Bsl^#WM|9Ku?3{iQ?)Lrs;PKDy=8c^`nvIZMBxm3*JBCm=85J_v%wvdJ zw$dmbW<{L{wRa#5JJQ7^J#c3ba?1BlKTzHa2JR63?CwBgBf@07%*IzB20M8G{-#(o zzoN<_X6RzE`rKeWQo1Sn?EHmX=jUC<+MWf6KiKP{-jN{nS_|$Yxh7w0cYm&&% zP3l4?Imjr=s+?NRCj}-sLMB@;*xq4O9eeq8Qq!qlW2}`ZO!+g@=!+c_(JUe=(K2{M zG0N76r&g5i8&zU>c%?tR%jpbYv;&mR5#{!4NiVCri;SDG5fOyvnI2|dH_L``^?=L-J0F&-DU38 zdj&s?LI(X2{n5METBhMjUpnaaevk>dA>Xf9d}U_tEtM3#R7}`lb3+ z#G}8!Hc;t&6}tn4m537bo`TJ$6LsSZlzx8Fv8gM9PW$UW+4d7*sPRHPS*r z?x10pMVj13ACi|3d1M5V+MY0#mA`oT(E)Ie%c?#PA;z?TDuaK-m_POf=5B}PB=RKLTd!6uXSw}{>oVYX z)|5qyMrAqbzm9VuNGTXyc6kH8S~v<=yh65pUO5o-35~qp75onwn65Wc|H#yEur`Tq z?(8fq%s>caUFW19ALro=u^WNh*mws8bd7ddaK3u?bu%Cv?k|5!7Mx#3(;9$x8^Ydd z`S3i5-Dv(Avahn(>zc88;k`3!{xj51d)K)i6DVLiApyi~ZMp1chZXR7hpZh+%RVG- zzn7O?;~zVO{+$p~TT_o?sBqUbH}LFy=ddCR-1dZse|}(})FnQtgVyFRI%eyAD4Gvk zg2JhkTu@~GP|vljf;LlHC8D$9H7C8vcgFIrZ+m!uPsnSUjXUPmx7;i>+F|piDn`m; zntV;qKt&r9YW>TY5Aao{Ft|UGj*lHmh=dWcOFkfih2Cm>$z8wV=J64G5m(w!!vCYn z;m5M&gxnjlm{5x<$ZBjR{num3)}A8oqg^eyD6LEf~PM{ zl~*Df9xX#77!n600;N11O2r{ge$j*=C}4w`KO4;BIIL*u*7lU^ZUZSS<1ef2AJ4Kd zI&DYr+1lnJ_T!W7>^H=jsMo>wW&Maj;bs67C>c(k_Yy|0B_zBnq`99VqPn5wR z6Ar8_>DO}m<6&uh>oql=WQ<@i?z<2^zX7R4_jXg~o~rU-<&F;8WnkuODRxCrgkVTy zRQy%%i*zFdx^@1wk6Rw(R$xSGDG`8QAH~zo688DvYR2#rw34|p{|O=|z#K)4PJ#k= zvJput0s1MSL5nwxnE$XMc2)v5hBjNbD znA;?555BGUuzzq$QY54~r-kxyxGl<;x#CUs?&)+Qtz|%*`MUVwfC1Zw`zcD((Sz|b z+>h~ov&JTp+fKXXRDA%pR1_z0-Z!(;-t7~k^5C*aHYC#1=<_aZB{rtfzUJ{BB^X>* zgVuTsZ`z*~r*hf*7Cwo`j1wGxPgB#LUp5;B2TX9vijitRr1)R5Htpx?%U+Lm)Oyx-o2ms`! ze^4Ue$jKpsnuh6fkRrC^%Cw|*9)7kv_MG29ey;a}Zm`n`4i@^T<>$VQ25_-T#*=lr z&-EQF-f1$mkRp&{1kNmRu|-gBPQ+Km_IZQLX1XMet|Cg14S3~nb?C33x8Y56HrHb> z)q8^OK;deFCBoO*8Til>9F<7u7z(_^W7k+dC9Uh!={;Kb;&;}bRCc3ffiWZC&MF{D~-%iD;%PZNt1>S zT>-A7q?xu2$A+Ss4B36(m`(?`_|03rxG8JqiSkPVX%;6ZZ2*x=+<1XMrL!0wN!-=t-ic zF>nSZPvZyW3ySxK_vPV6TWr+~Q0LseuZ~Mci}r5_ilhpeK50Sea+p1Y=3l59+PQrP z)UsSa{b`S0>6q#@EM$vH=?3>uckwk=5G9g)?|g5L2I`KtQP#$bxCvVV+>tSH+7FwBkzc7v{g?ut*IEGZ*->SOayYl1FPs&dZyRflm?w>4`7 z@fLb>8Zhu5+^^Xdm;az$IR4x5;s36SSlRvu2qQ)BGt8v#AL0){6+{OGS(^jL!WILI z*FORR`ZfS@_z%PUH}&;jz3Ca{4K0awcMCV(0$%YVB;|$S7uQ z;A|pdVq|A*!YE^6YvycD#K!(VX`F5CO~*}%M4#QdU&DZCEEo`%J{c}NS}l65P1jBO zbsKpnEQIu6vS?}{X`$Y$)!PZ0cpz#e+6^W7+jd#Z3tyH;6*UYEYg?35`>;LpMSy+XvZgv?rGb1_z|B5w** zKmd6sO>+{KB5#636hpcwb0*FqP+$c%Jz!eRnb>ghs0X;%wRGVF7~UatSU^^CBWz zVS%xELi`-DNa~!V2vNk@0us1$;6x%1Hb($6+#7MBfdYt%aXK?}C)P;2WQp~SqN0fAkDApw*L8VkXpISY)n zL31f&bTR$}1e7rg!ZS8$1y~M!y!}Z&Q@THEp2omD1R-q&@97+{r@c~W05(?`hD1yD zun8MWn6`Gm5)$E}1HwC)Gh7#UMYy1O1=w>)F$_jH{S5>=oXY z1BMzngjqz@ubXU&`+Pb!&hk5~Ng+)cU?Pn}kA8$_|72(j#3hlQQ0!lN<}rJLNd)Xf zEYv~OqXT4XJNZfplW^uk1}<{T?j-lv6|td*Y#f5Ai5TE1=4UY*8u{ct?MyKwb6}X% z>nN2+LdacY=%QMCz#v88p&*xB8G?>?k)9HwT)+yJOgTyE3k%IyT8U4Ap7DbL0UryK zC80R5VWvu>B+{nJ2p%}UlJ+II=p}%Sjcev4of6ST-Jhtu9jY$0Q`=FK}k1nJgW4IKEZkAy~~AxYnE7%dyp z@>&x*PZtL9q26?nmky{gJzY;bFoNjx0RcT(H{t(uey?%qTQ>usx%3oRx;)wpE9efT zbMZ_YWsLt)DuAvFGZg9eVT7e3&g)>*=BSxS#vFtjwCZc&Nor zdM_}R-OVRGbmyBMH|t@(pA}~3zV1(cCXwXH3YXr5L4T|+J~%N4ne{ZVI@mREG_WC! zV`rCvwR#U+^`%t@D#Jmn>+8t>d8B@A#?ShE`UR^Q&}JEepXMZ@u}ky>m>oI`@cOh% zV|vX~J2dR$*%ZJU@X<*v`ZkjA<}acNZ~wvjks&(xYiGg^ZR^_mb5fX&zPt`^Wtp|W ztN;~omZ_D1Q}7r6XvhNP6y9@sPzipKz6i;zzN}oQ?Q@gkRlr-^?)!KnBkI!Km}#$O zF8$QV01iQw~_Dc30JjI5_vc3hyeS$AbaL={h6xzqAxq;^qX<{YH_{zqtTb2gG=wM z{fDabTvmJX?NtOEV7jpiv%XJ2(VL5YPSppaXz4ZX93BQQpA4?)(C)y&&Xq@9EEGw| z^hfBKHdGVI$$~WB{pW%-MDxtoTe2>fFqxZPTC1Eh{1Ni5HK(b`mcadG=J$HLHD;A* zfQ>ql`l*?E(_@@@HYrA~Y|~I6Np_N%{077i_oT<<9bghQ7TQozxql;YX}E9+;ETuG zN5weh$-l;1E#?!>Tjk|7cGp*N1K*_gFlAUW36Wt4y3^D-9g)j!Bll7t#NbqErjxbE zcS+5uog=W6v9p6tCLVWuB-;V|)zh)1J?C~6l5Oo&c&d_>#8#p+r=;)olp@wP{Cw6GgK;!_?9Ojr0PoWv9DxXfpm)i34MEX+uh|OqCwb&tHL&s$F+5>Ynq}0w?l;nL&+!y59863pm!gx zmmdt4G1rCNJ$*^e<(!b!wh@U6DI$Rl4n-B#%*4 z_{%S*HZ~B?)^O|45QR(f)k|p52t}B*zzBsm9E&4jj?o%}a-_R6HztyM`>Q~6(Bp|c zaFkrFHtW2My$26F9E)#E_!6*%5OD{|0wv@YB7}lG9{x)VjD;i~xg&ZUebZk&g7-kt z8(!WmP4g+2^8)pn>E0c!a1!Ea!?pd>b$_`%26sV%D~yGKx*l{59DWS36Xl#OP{~Ve6~QS4THa zo{q2V-v-Kbe>>B^ggv@Tuz*hkT}-bqKj9QZ0%52x%GZn!S|h(}QS{zUno>vuTyr^c z=X=Vva}#!k#bxH;H}yEs zB@qEdmlX;r#h1;_0|__&N-2aITw?TB3R3~rXcYy&Iq%34!AY3&wVIZ;%=OvW2It!6 z5XPw>bv!%O*P5M>l5I;4gxxrW6JX)_sPQifyUNzMQ`7`Q_FRP85HNf2wgp8Q6Jy9& z{v2o~;7Lpqo#@DjrrS`Bn@ZreBr@kaW83^v5u&R#aI;Xnm7q;!xHrryp6YpmcH^E0 z`OO>~M)M?Vt!%@#P0vvfJ-WmXXOr)Hfmbb`wtKdNkI2WyCC68uYuk;}X%gH~gX7-m zFNHaiY0F0SAn4-o70eWjoP$VcDc8e?O9!DM0tx?El!DpNqMlGNO%>oVtOO-pL^p|v zs*IC66r=rR6mc-ejLwEW$Go;)9>h?IqQvk-L=-mK{u)fZ;jaP;6dY477hfb>Uy6C@ z`F@rf$0YIC{+BqY8q>n1iK>~zt9lg+)zX|@u`xT`y~||AhLD7X+}8x-cM@?#ir`Pq z?}Z;5BM5n9rRCyM$*g;k^q8gbo?*FgGrZA$C0v!uaYO`iwK9W%wI_OLz6}MzT5#@i zI5Y}&#aKLe#9Bo|8c&VtPv{!le7n2^q)>%c zi0Q`{mP&K4cKcf3IG^?Dai+)ULdo`8SuZ0)Zd`};S32!zy*Qe+FXIR&q&QQ|!nf0d zPI+D_IUvh+&MA1Cm&=cZfWGh;1pd4}+OcPFKn;u$UqOBa;t;vdK7Ef(DeS|VQlpXe z)bW|VCqFexD!%N)BlnC!pjGI6A2F0?@V58w=_qmQ`>}=;fjC@fYKpaL!Ad?FO7Lxl zxH5wU3&lmBdiX%b7-z`KCrqhZfmz?o*h*%&1eeLe&QWe472?F0fTOI7>t>P5K!%ZB z2m@AmgdKj~_fP8hY?ZY4S*mL$QF;bZ2fXzrhkIR0A&*(w^IcBI+w*mOecwGn z$NK>3$BRl~%xB@;5xZx)Nw;;9AqtT`)IvhI?IyGJ%02}3OvdF@?Rj2%lg&5YMbVw& zsP!BM0fEos_eVXTQxoe6b9QqqMYr*i9Mp3AS2>PW`6IdgiR`c8^^0M@}#X6{I z)5bNe@q@NRldP9c?S?At`+w!8?s%0&cZ(ypb7=YqyMLZnF+ZQY?@H3u(?a+&(M5ln zGm{Y;aL-NRr7?W|B__L5z8boW^+5Hk#SBXw1&T?Jy3_JT&u4aO#=`{EHko4HqU;QZ zq`786J9Q!OHqTcX)b5b~>2XQanIN_8j_m_g_2uz-(VO+V;OZzJ2qT*CbguHF>RjGL z6q>AYM_;`Xe5&fSU(+>^%&SV43`%NWghd?cwG!AUon%l~1J&t~&hIjL)6p#Cz>C^) zYfs0#)x{&enz?k8s*5&TO!M%$_s>eyjdPzy6zz_*fp?dE#hX4?zwnu0$})WFL!ArV zuFC4riPO2M4(%~btABmbbS;U;;G}L|qx->xH4$X}57rO|3lS5MouMTR0KoWvdqWyZ zCZ>#%B3b};4kHsbE+b}B10!Zu15PFm6Aoh*Zj*mp6^AK{k+BK?|Nj>{j7oNP&M^OF zaw#!N+M3!C{nuzpjLH_CCPd5}tc>bf%tWk2EIR*R&J*+haKGpmC*)KF(fs$FHnalg z=7^}u^WmxHhytMsx%_{zad;B!ku93c?`o z=x2(C$N=FJ>6IkNyr)PzqiAqOJf#L;tjwTIclA>4Lo*YjUhZIV2aw)niLa}!Cwo3$ z(S)joU9Fi>+cYlh9NeKj?%L#kxBVc`wcD0aFTNu*PxnEeTmNp75q>UjTC`3`dYA9q z*kxr8I%x!!U=6X*jR^sw&^01d-3h81pcwVxR}Mt0hos$c7>)RJ2ddoR>x@8i2Mn!; z5xN6p*P`jM#?-8bT=DvO*CN{LVQ&oyU-n2{3JUgMpE5zVJ@prU>q`NczUY~H`gL8j zb&MB3B09}Wo@x91Gz3)DzotB;bR<)sSzVs7S6F>1tHYMyk2GdKzDGPYbPlSX19vx9 zNH0!OYj!`sXFXN64I7^+`^0PVK7Z8N+DB$p6MR;@#fksl)62=(z|q;=(Zm#nm4l0m Oi3Nt7TvT2R=KliFf!GEB literal 0 HcmV?d00001 diff --git a/assignments2023/template1.qmd b/assignments2023/template1.qmd new file mode 100644 index 00000000..65362fd2 --- /dev/null +++ b/assignments2023/template1.qmd @@ -0,0 +1,411 @@ +--- +title: "Assignment 1, 2023" +author: "Aki Vehtari et al." +format: + html: + toc: true + code-tools: true + code-line-numbers: true + number-sections: true + mainfont: Georgia, serif + pdf: + geometry: + - left=1cm,top=1cm,bottom=1cm,right=7cm + number-sections: true + code-annotations: none +editor: source +--- + +# General information + +**This is for BDA 2023** + +The exercises of this assignment are meant to test whether or not you have sufficient knowledge +to participate in the course. The first question checks that you +remember basic terms of probability calculus. The second exercise checks +your basic computer skills and guides you to learn some R functions. In +the last three ones you will first write the math for solving the +problems (you can, for example, write the equations in markdown or +include a photo of hand written answers), and then implement the final +equations in R (and then you can use `markmyassignment` to check your +results). The last question checks that you have found the course book. + +**The maximum amount of points from this assignment is 3.** + +We prepared a quarto template specific to this assignment to help you get started. You can inspect this and future templates + +* as a [qmd file](https://avehtari.github.io/BDA_course_Aalto/assignments/template1.qmd), +* as a [rendered html file](template1.html) +* or as a [rendered pdf file](template1.pdf) + +or you can download all template `qmd` files and some additional files at [templates.zip](https://avehtari.github.io/BDA_course_Aalto/assignments/templates.zip) (also available on Aalto JupyterHub under `/coursedata`). + +::: {.callout-tip collapse=false} +**Reading instructions**: + +- [**The reading instructions for BDA3 Chapter 1**](../BDA3_notes.html#ch1). + +{{< include includes/_grading_instructions.md >}} +::: + + +{{< include includes/_general_info.md >}} + + +::: {.callout-warning collapse=false} +## Setup + +This is the template for [assignment 1](assignment1.html). You can download the [qmd-file](https://avehtari.github.io/BDA_course_Aalto/assignments/template1.qmd) or copy the code from this rendered document after clicking on ` Code` in the top right corner. + +**Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.** + +The following will set-up `markmyassignment` to check your functions at the end of the notebook: + +```{r} +library(markmyassignment) +assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/", +"blob/master/assignments/tests/assignment1.yml", sep="") +set_assignment(assignment_path) +``` +::: + +# Basic probability theory notation and terms + +This can be trivial or you may need to refresh your memory on these concepts (see, e.g. Aalto course *First Course in Probability and +Statistics*). Explain each of the following terms with one sentence: + +- probability +- probability mass (function) +- probability density (function) +- probability distribution +- discrete probability distribution +- continuous probability distribution +- cumulative distribution function (cdf) +- likelihood + + + +::: {.callout-note icon=false title="Rubric"} + +* How is the answer? + - Totally wrong/has not tried + - Something sensible written + - All/almost all are correct (>=70% correct) +::: + +# Basic computer skills + + +This task deals with elementary plotting +and computing skills needed during the rest of the course. You can +use either R or Python, although R is the recommended language in this course and +we will only guarantee support in R. For documentation in R, just +type `?{function name here}`. + + +::: {.callout-warning icon=false title="Subtask 3.a)"} +Plot the density function of the Beta-distribution, with mean +$\mu = 0.2$ and variance $\sigma^2=0.01$. The parameters +$\alpha$ and $\beta$ of the Beta-distribution are related to the +mean and variance according to the following equations +$$\begin{aligned} + \alpha = \mu \left( \frac{\mu(1-\mu)}{\sigma^2} - 1 \right), \quad + \beta = \frac{\alpha (1-\mu) }{\mu} \,.\end{aligned}$$ + +::: + +::: {.content-visible when-profile="public"} +Plot the PDF here. Explain in text what you do. +```{r} +# Useful functions: seq(), plot() and dbeta() +``` +::: + + + + + +::: {.callout-warning icon=false title="Subtask 3.b)"} +Take a sample of 1000 random numbers from the above distribution +and plot a histogram of the results. Compare visually to the +density function. +::: + +::: {.content-visible when-profile="public"} +Sample and plot the histogram here. Explain in text what you do. +```{r} +# Useful functions: rbeta() and hist() +``` +::: + + + +::: {.callout-warning icon=false title="Subtask 3.c)"} + +Compute the sample mean and variance from the drawn sample. +Verify that they match (roughly) to the true mean and variance +of the distribution. + +::: + +::: {.content-visible when-profile="public"} +Compute the sample mean and variance here. Explain in text what you do. +```{r} +# Useful functions: mean() and var() +``` +::: + + + +::: {.callout-warning icon=false title="Subtask 3.d)"} +Estimate the central 95% probability interval of the distribution from the drawn sample. +::: + +::: {.content-visible when-profile="public"} +Compute the central interval here. Explain in text what you do. +```{r} +# Useful functions: quantile() +``` +::: + + + + +::: {.callout-note icon=false title="Rubric"} + +* Is the source code for the solutions included? +* Does the plot in a) look something like this: +* Does the plot in b) look something like this: +* Is the computed mean in c) close to ? +* Is the variance in c) close to ? +* Is the probability interval in d) roughly ? Remember that since the interval is computed from random sample, there can be small variation, but the answers should be roughly the same! + +::: + +::: {.callout-tip} +## Further formatting recommendations + +* Please try to include as much code and output as needed, but as little as possible. +* Please make sure that the plots are properly labeled and are easily legible and understandable. This means + * they should have x- and y-labels, + * the text within should be of a size comparable to the size of the surrounding text and + * each plot should have a concise but descriptive caption or title. +* Please make sure to report a sensible number of digits when reporting numbers. You will get more precise instructions later on, but for now think independently about how many digits of your results are important for the assignment. + +::: + +# Bayes' theorem 1 + +A group of researchers has designed a new +inexpensive and painless test for detecting lung cancer. The test is +intended to be an initial screening test for the population in +general. A positive result (presence of lung cancer) from the test +would be followed up immediately with medication, surgery or more +extensive and expensive test. The researchers know from their +studies the following facts: + +- Test gives a positive result in $98\%$ of the time when the test + subject has lung cancer. +- Test gives a negative result in $96\%$ of the time when the + test subject does not have lung cancer. +- In general population approximately one person in 1000 has lung + cancer. + +::: {.callout-warning icon=false title="Subtask 4.a)"} + +The researchers are happy with these preliminary results (about +$97\%$ success rate), and wish to get the test to market as soon as +possible. How would you advise them? Base your answer on Bayes' rule +computations. + +::: + +::: {.callout-tip collapse=false} +Relatively high false negative (cancer doesn't get +detected) or high false positive (unnecessarily administer +medication) rates are typically bad and undesirable in tests. +::: + +::: {.content-visible when-profile="public"} +Compute the quantities needed to justify your recommendation here. Explain in text what you do. +You can do the computation with pen and paper or in R. +Either way, you have to explain why you compute what you compute. + +If you use pen and paper, you can include scans or pictures as follows (see also [assignment_instructions#fig-workflow](assignment_instructions#fig-workflow)): + +![Parts of Bayesian workflow](additional_files/bayes_workflow.jpg){#fig-workflow width="350"} + +See @fig-workflow for illustration of parts of Bayesian workflow. +::: + + +Here are some probability values that can help you figure +out if you copied the right conditional probabilities from the +question. + +- P(Test gives positive \| Subject does not have lung cancer) = + $4\%$ +- P(Test gives positive **and** Subject has lung cancer) = + $0.098\%$ this is also referred to as the **joint probability** + of *test being positive* and the *subject having lung cancer*. + + + + +::: {.callout-note icon=false title="Rubric"} + +* Is p(has cancer|test result is positive) computed using Bayes' formula +(or its complement p(does not have cancer|test result is positive))? +* Is the result p(has cancer|test result is positive)= (or p(does not have cancer|test result +is positive)=) +* Is the result motivated with something like ["The test should not be used as even if the test result is +positive, it is very unlikely that the person has a cancer" (or "The test should not be used as even if the +test gives positive result, it is very likely that the patient does not have a cancer")]{.content-hidden when-profile="public"} + +::: + +# Bayes' theorem 2 + +We have three boxes, A, B, and C. There are + +- 2 red balls and 5 white balls in the box A, +- 4 red balls and 1 white ball in the box B, and +- 1 red ball and 3 white balls in the box C. + +Consider a random experiment in which one of the boxes is randomly +selected and from that box, one ball is randomly picked up. After +observing the color of the ball it is replaced in the box it came +from. Suppose also that on average box A is selected 40% of the time +and box B $10\%$ of the time (i.e. $P(A) = 0.4$). + +::: {.content-visible when-profile="public"} +You will need to change the numbers to the numbers in the exercise. +```{r} +boxes_test <- matrix(c(2,2,1,5,5,1), ncol = 2, + dimnames = list(c("A", "B", "C"), c("red", "white"))) +``` +::: + +::: {.callout-warning icon=false title="Subtask 5.a)"} +What is the probability of picking a red ball? +Implement an R function to compute that probability. +::: + +::: {.content-visible when-profile="public"} +Keep the below name and format for the function to work with `markmyassignment`: +```{r} +p_red <- function(boxes) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above. + 0.3928571 +} +``` +::: + + + + +::: {.callout-warning icon=false title="Subtask 5.b)"} +If a red ball was picked, from which box did it most probably come from? +Implement an R function to compute the probabilities for each box. +::: + +::: {.content-visible when-profile="public"} +Keep the below name and format for the function to work with `markmyassignment`: +```{r} +p_box <- function(boxes) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above. + c(0.29090909,0.07272727,0.63636364) +} +``` +::: + + + +::: {.callout-note icon=false title="Rubric"} + + +* Is the source code available? +* How is the answer for probability of picking a red ball? + - No answer + - Probability rules + - Probability rules +* How is the answer for what box is most probable? + - No answer + - Bayes rule used to compute probabilities for all boxes given that the picked ball is red, but the answers are not + - Bayes rule used to compute probabilities for all boxes given that the picked ball is red, the answers are p + - Bayes rule used to compute probabilities for all boxes given that the picked ball is red, the answers are + +::: + +# Bayes' theorem 3 + +Assume that on average fraternal twins (two +fertilized eggs and then could be of different sex) occur once in +150 births and identical twins (single egg divides into two separate +embryos, so both have the same sex) once in 400 births (**Note!** +This is not the true value, see Exercise 1.6, page 28, in BDA3). +American male singer-actor Elvis Presley (1935 -- 1977) had a twin +brother who died in birth. Assume that an equal number of boys and +girls are born on average. + +::: {.callout-warning icon=false title="Subtask 6.a)"} +What is the probability that Elvis was an +identical twin? Show the steps how you derived the equations to +compute that probability and implement a function in R that computes the probability. +::: + +::: {.content-visible when-profile="public"} +You will need to change the numbers to the numbers in the exercise. +```{r} +fraternal_prob = 1/125 +identical_prob = 1/300 +``` +Keep the below name and format for the function to work with `markmyassignment`: +```{r} +p_identical_twin <- function(fraternal_prob, identical_prob) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above. + 0.4545455 +} +``` +::: + + + + +::: {.callout-note icon=false title="Rubric"} +* How is the answer for probability of Elvis having had an identical twin brother? + - No answer + - Probability that Elvis had an identical twin brother is computed using Bayes rule, but the result is not roughly + - Probability that Elvis had an identical twin brother is computed using Bayes rule, and the result is roughly +::: + +# The three steps of Bayesian data analysis + +::: {.callout-warning icon=false title="Subtask 7.a)"} +Fill in the three steps of Bayesian data analysis (see BDA3 section 1.1): + +1. +2. +3. +::: + +::: {.callout-note icon=false title="Rubric"} +* Are the three steps listed as follows: + 1. + 2. + 3. +::: + +::: {.callout-warning collapse=false} +## markmyassignment +The following will check the functions for which `markmyassignment` has been set up: + +```{r} +mark_my_assignment() +``` +::: + +{{< include includes/_overall_quality.md >}} diff --git a/assignments2023/template2.html b/assignments2023/template2.html new file mode 100644 index 00000000..6bad2388 --- /dev/null +++ b/assignments2023/template2.html @@ -0,0 +1,1463 @@ + + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 2, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

+
+ +
+ +
+ + +
+ + + +
+ +
+
+

Assignment 2, 2023

+
+ + + +
+ +
+
Author
+
+

Aki Vehtari et al.

+
+
+ + + +
+ + + +
+ + +
+

1 General information

+

This is for BDA 2023

+

This assignment is related to Lecture 2 and BDA3 Chapters 1 and 2. You may find an additional discussion about choosing priors in a blog post by Andrew Gelman.

+

The maximum amount of points from this assignment is 3.

+

We prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.

+
+
+
+ +
+
+Tip +
+
+
+
+
+

Reading instructions:

+ +

Grading instructions:

+

The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

+
+
+
+
+ +
+
+
    +
  • The recommended tool in this course is R (with the IDE RStudio).
  • +
  • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
  • +
  • If you want to install R and RStudio locally, download R and RStudio.
  • +
  • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
  • +
  • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
  • +
  • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
  • +
  • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
  • +
  • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
  • +
+
install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+
    +
  • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
  • +
  • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
  • +
  • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
  • +
  • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
  • +
  • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
  • +
  • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
  • +
  • Do not share your answers publicly.
  • +
  • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
  • +
  • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
  • +
  • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
  • +
  • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
  • +
  • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
  • +
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
  • +
  • Is the report anonymous?
  • +
+
+
+
+
+
+ +
+
+Setup +
+
+
+
+
+

This is the template for assignment 2. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.

+

Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

+

The following will set-up markmyassignment to check your functions at the end of the notebook:

+
library(markmyassignment)
+assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/",
+"blob/master/assignments/tests/assignment2.yml", sep="")
+set_assignment(assignment_path)
+

The following installs the aaltobda package:

+
#| cache: true
+# Caching should be fine here
+install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+
+
+
+
+
+

2 Inference for binomial proportion

+

Algae status is monitored in 274 sites at Finnish lakes and rivers. The observations for the 2008 algae status at each site are presented in the dataset algae in the aaltobda package (‘0’: no algae, ‘1’: algae present).

+

Loading the library and the data.

+
+
library(aaltobda)
+data("algae")
+# The data are now stored in the variable `algae`.
+# These are the values for the prior required in the assignment
+prior_alpha = 2
+prior_beta = 10
+
+

The below data is only for the tests, you need to change to the full data algae when reporting your results.

+
algae_test <- c(0, 1, 1, 0, 0, 0)
+

Let \(\pi\) be the probability of a monitoring site having detectable blue-green algae levels and \(y\) the observations in algae. Use a binomial model for the observations \(y\) and a \(Beta(2,10)\) prior for binomial model parameter \(\pi\) to formulate a Bayesian model. Here it is not necessary to derive the posterior distribution for \(\pi\) as it has already been done in the book and it suffices to refer to that derivation. Also, it is not necessary to write out the distributions; it is sufficient to use label-parameter format, e.g. \(Beta(\alpha,\beta)\).

+

Your task is to perform Bayesian inference for a binomial model and answer questions based on it:

+
+
+
+ +
+
+Subtask 2.a) +
+
+
+

Formulate

+
    +
  1. the likelihood \(p(y|\pi)\) as a function of \(\pi\),
  2. +
  3. the prior \(p(\pi)\), and
  4. +
  5. the resulting posterior \(p(\pi|y)\).
  6. +
+

Report the posterior in the format \(Beta(\alpha,\beta)\), where you replace \(\alpha\) and \(\beta\) with the correct numerical values.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

With a conjugate prior, a closed-form posterior has Beta form (see equations in BDA3 and in the slides).

+
+
+
+

Write the likelihood, the prior and the posterior here!

+
+
# These are not the actual values for the posterior!
+# You will have to compute those from the data!
+posterior_alpha = 2
+posterior_beta = 10
+
+

You can do string interpolation using R inline code execution in quarto as such:

+

\(\alpha_\text{prior}\) is 2 and \(\beta_\text{prior}\) is 10. Or string interpolation within math: \(Beta(2,10)\)

+
+
+
+ +
+
+Subtask 2.b) +
+
+
+

What can you say about the value of the unknown \(\pi\) according to the observations and your prior knowledge? Summarize your results with a point estimate (i.e. \(E(\pi|y)\)) and a 90% posterior interval.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Posterior intervals are also called credible intervals and are different from confidence intervals.

+
+
+
+

Keep the below name and format for the functions to work with markmyassignment:

+
# Useful function: qbeta()
+
+beta_point_est <- function(prior_alpha, prior_beta, data) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above,
+    # combined with the prior provided above.
+    0.2222222
+}
+beta_interval <- function(prior_alpha, prior_beta, data, prob=0.9) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above,
+    # combined with the prior provided above.
+    c(0.0846451, 0.3956414)
+}
+
+
+
+ +
+
+Subtask 2.c) +
+
+
+

What is the probability that the proportion of monitoring sites with detectable algae levels \(\pi\) is smaller than \(\pi_0=0.2\) that is known from historical records?

+
+
+

Keep the below name and format for the function to work with markmyassignment:

+
# Useful function: pbeta()
+
+beta_low <- function(prior_alpha, prior_beta, data, pi_0=0.2) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above,
+    # combined with the correct prior.
+    0.4511238
+}
+
+
+
+ +
+
+Subtask 2.d) +
+
+
+

What assumptions are required in order to use this kind of a model with this type of data?

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

No need to discuss exchangeability yet, as it is discussed in more detail in BDA3 Chapter 5 and Lecture 7.

+
+
+
+

Write your answer here!

+
+
+
+ +
+
+Subtask 2.e) +
+
+
+

Make prior sensitivity analysis by testing a couple of different reasonable priors and plot the different posteriors. Summarize the results by one or two sentences.

+
+
+

Plot the PDFs here. Explain shortly what you do.

+
# Useful function: dbeta()
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is source code included?
  • +
  • Are the prior, likelihood and posterior forms in a) reported (derivation of posterior not necessary)? +
      +
    • No
    • +
    • Some missing
    • +
    • Yes
    • +
  • +
  • Is the reported resulting posterior correct ? +
      +
    • It is not reported, that the posterior distribution is a distribution.
    • +
    • It is reported, that the posterior distribution is , but the numerical values for the parameters are incorrect
    • +
    • It is reported, that the posterior distribution is , and the numerical values for the parameters are correct.
    • +
  • +
  • In part b), is there at least one point estimate reported. Sample based estimates are also OK. Points should be given if the method is right, even if the result is wrong due to a wrong posterior distribution being used. With the right posterior, mean, median, and mode are all approximately .
  • +
  • For the b) part, is the 90% posterior interval reported? Sample based estimate is also OK. Points should be given if the method is right, even if the result is wrong because the posterior was wrong in the first place. If the posterior was right, the 90% posterior interval is roughly .
  • +
  • For the c) part, is the posterior probability Pr(π<0.2|y) reported? Points should be given if the method is right, even if the result is wrong because the posterior was wrong. If the posterior was right, the result should be approximately .
  • +
  • For the d) part, does the report discuss +
      +
    • No
    • +
    • No, but other reasonable assumptions are discussed
    • +
    • Yes, but not quite right or some missing
    • +
    • Yes
    • +
  • +
  • For the e) part, is there some comparison and discussion of results obtained with alternative prior parameters? +
      +
    • No
    • +
    • Yes, but the results and conclusions are clearly wrong
    • +
    • Yes
    • +
  • +
+
+
+
+
+
+ +
+
+markmyassignment +
+
+
+
+
+

The following will check the functions for which markmyassignment has been set up:

+
mark_my_assignment()
+
+
+
+
+
+

3 Overall quality of the report

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Does the report follow the formatting instructions? +
      +
    • Not at all
    • +
    • Little
    • +
    • Mostly
    • +
    • Yes
    • +
  • +
  • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
  • +
  • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
  • +
+
+
+ + + + +
+ +
+ + +
+ + + + + \ No newline at end of file diff --git a/assignments2023/template2.pdf b/assignments2023/template2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..66e3402f9fca1fcdaf9cd125a99f73fc1f99695c GIT binary patch literal 59603 zcma&sLwGJsv@Pn`wr$(CZQHh!m8{sd`NheKZQHhOei@tj!CX0 zCPB~4zz#!xba(v*!^%R$MC52<1H;G1C}C~qX70i$VQ1`SE@p1(XlBkRXYOF>W<|ux z!on>e0ORWBVs2~?E)W|ZeR-ai=auI1g!?=@6ILb@4=8FOHc78HN1 zMTkG8q!OKHI?3!|Uv;aIAg*niytQB27}i&bAv-ow_D=UU4u%=wG{JMfZko{##Cv2M zv?2(ybbPlj@Hl~XtrFR3NX)Xqw{+>&Puj9*lHtkBBs)+nAxtGBWW}`66qw~Z=zInw zC4`@%6ujPDqh<~4>%n}&z6_@ulZY4xUkizZIOT#Yw)yKic^$V6TOr1(mm1(*P0Tvo zu&Wr``8F1I3$Aef4Ee{b-`6!NQLbwqN*0bSt#elHnda&{99|WWzVcVNJ9Xbq$tSgk z$hPKperQ=CBt<+PqqwWP-HgwF zSpw^$mW1(TLRLGo0IR3&wKgL&92*-ER??wJ5wTWk4$&x9=a4-4Ntgi&Z2^5Nk<&`6 z+Kk|8`iUx=m9a=^F@uzUfDvisZ=gOhK^O8it*szK2$>r}Y-xDaDnE^uQ5f*WyOdp8 z(E-5voEYvIQ2sQl+rpQ4n0+R5YuMnoJI|NEPCkQlHYBjMz7m30VQe1f7-FHzElXT^ zM3b||rv^UOvTWv2Bu|=vl{YCgRoV|{sW@ZW)zg)E4kn-lY%b3!)9ZS`A?aCsrdj6L z15@XoRlDiq(&yBa#yhQ;D7(HUoQT)RO%z2Kl+KuJ6m?1+720+6t`>Ss3~r$25D-KD z!#!je8;?#JFKF&kgpepr?i3Dp3H>W4{rSE)-Hn^0!BOwJjLDIWwov&gAjIL|wI08l z{3_*9KWVZ{S4ET?ZcZacq@l_=^#WMshmovYdSv3&Gqp{dS-#W$yrQR<2FmYVC2VDx zW>GxAFFR`qbZl??S(Rx$eYw1RIZ^VpH!Ll$;~jN~_x=ai>DlOc=k?F6c=rA9YhA38 zUf&3#_d*|6bujSC9Xh-4`Q)$caR{^z%fB2_)+XdoWbldT9gM`aRU5i{VXgbehZPS* zGvCW4=+|qnx$B>`OJ9e;x$|A@vQA|SlEo+G?N%_S+?HCk1fmu;1vHmT={S{|v?nUn zeNE-P!?6*fPIhaH7BCU2(T*mHG>nxC!a_+jl3*?;b^Z^tl~{0Gq|7cRiP}=+!SNzQ z_hgi%b%R21W!CGYayC>paI=N*@81g{n>uU!*vUgJOj5JtUjO^q+nGS0AE~^}m+ju4 z*{yVD%oO1Cq$4#(kqxxDGl9{H;s(uV@@u^c^(SakYTd9?0)!?nhy4RQQ)7 z#Y{BJCh6`7>B9ici*#;xnd9mbxUqo@samhTE-R~XH74b5BjjL}l@mQnt}KKdr&rg+ zgdqKs1+|$#v+>!oSn)2HH%I658PR#yYAJ%+~Jr9>QSoF?B(>vgHmKW|W%<a?9CEJIoujCooOCJK5pttFoTqwdJ_q*{u3Eewj6UmsbRrL3sOfSOgwzC z{`nRVP{#{dv-w%Epk{2WwDU3|MO&M4lTv_@OZ(I90)~P!u*F-4ojt47n7fn5pL`O(_eCJ8I|cG& zHYOnO9aSn*Dk+l)2)}~*x#G*jdn#n$bE+Jm3S~Z^66P>EQ;|H&YH7}aK!~%K%j`Na z{#CJ8;Jd0AdSbeuqGnlqdb-B z>m9sG>y#c4Kq5W+M>&pU?$G|RwwN{)=D2P=nM3!)cSnbDK%T5!3`_rQ&0Vb44g{Sw z{i?}(Hy>7GX@9MJ`53R{*yf6kvVwhUGG$nW}5de@) z%4x5?4B=@FW51*-LQEzGpo6b@#otdksjcW zOiO7gg3FTXmzY!Tq@at=+eWbQqj;HDd&57SvY2HXkQS)QPA;SyDMHxDP&5tAX60+z ziAX?SY&y`OY^501Dw}cC016Ur8hV}yF`-0hpb`z02Sj{uBEpgO6HnHb?pm~F+K9bz zINn1;S1G_+DcwB#=eW$TJB;F?p~1jk*mWnCT&}1<{{>rNqE)4-IU~L4QR7R*UDl7E z?SMk%Ab7#MUiS$hnMO&x@Zk#Za#X|>E>FpfgwC`QTXRP$e0c{lc?SMLr_gg|U>#Bt z@x`WzwenOcsDY%uDji}tpILD|!QMO$Ui5|*n@q7(aIa+t3*uT^*ec-S{t3{!W?@SWy@Jfu+&u@yWlx^>pFE7LCnDM>(n>9$vZdOrG zUZ;iptBNOhf?deHgqkAYibI7j8=Uo*?>3BHTtTmH?(ClnO@#;ChBq?uZx6!$!Z>?5 z+bf<#xRC7~Onc7|L-2wuR!tHQ0`NI=!xx~@3=UnUn2^DDwLiH|?!A>w>+E zOS|;xWdWDn2sLl|q;!=KaurlbUd7kiRY4AQ#_$dV+)&~$DfeZ^ z@w=~^_O$gBBUPZw{_U*nv5_=!^L~?m1jPlj`K1cT$#V~yd-`VFQea?#9L1?~ZJlg5 zE(;|HiNhNBOj>8}lTI+;MZ+eeX6Iu2433m~6JH}N`O#Ymj*sY~tKh+8w5Cv5Y%_2- zVJ~7R;diZJz^yO^PKCwGT_?VpkB7XE3%E&}RcFXgh-ooeYzh7bdUqYhu;4I;`ACuR zR|MT<1z9@qSoWUjCTMiq`kvqgowrydk<+HAeAY<)#W1Mi>mV?=y0I|wqY;zczYkN<#Q`ICc%fTm!2YCy05NQq#SBm(N&qjkkH z>B$dp6x_CmRS6GmReN9nX@&L`2v+;Nika{6YgoJgQE9pv9qy>ti~0A#k;KU`DQ;bH zp}H9+HHrgkVF%xf53`$cSdVJ)F(zz=a5#l;RTdi0GCX()i>2&qLDbNa`5l?YduS{P zYI7;4c=wOjY*XA@S6FPjPPZkGf%-T%Nt-X0++zY+u5RaWb{w(Yr_rC0-wYA&=^e<8 z7fenD(z*F(LwbVn2b5v8Ivd8^!R-Ha%73T-BOA8=9dWo>IsON6@W$iJTCel!yiS3h zt3x+}L`b0$;Py7bK#z>x=9by7@%SXJ@E$%B#gvPlo@_4jj2gZ4&K49@w#b(sE=e$v zf5(RbZ@pRuJwprOZ|?vwW&4tUiGnJ-uYpytpOfQ+HE>vKuq9_^Hca+rZGu~PK{giLjd~<3N}(S$LbFl zYrQ~PAo#E&`Xg87cT@&x8l-izifzR2d(WM@w#R0`&1P8HU}#G(aq2P5f^{Z_wD{o` zO>>mh2*XCUx^>O60XzH+&9DtS7OJfgdp~bF<%&U_!N%9OIe=94{DOI5!1#+KC;V-d+IoSxB|@%-8(FHK`5 z=)@^85U}n5gp`ZYVN=&J7)`?sj+%;I>@q-quyH+GZ|WgBaMKfkfbSi>qX8 zosB`Qx&EYiaX+d!=^5w&;Eo_lSFCeJ#$1h8w^&Xj7RU|cf-#Okdcpe*M*2YOg(W_U zM!H~6Q~wG|sB3_q(egNuekTox_cz^KBxcd8ZfJloL8r=@u3Rcw#3?Ti;XB~**8BLo zpjy@rur$yX#D72mP{TL;$wHo6$RU#Zwl0I)2h>tGi1(sYH-k^`lv5tZLAlaUUP1Gq zUM@{8#^?7K{yb4PN(7NX^ph#TXfXUoR6tDS`Ac4+ZC@?Ml8cf_YCpq97JFOCq$aS# z`?afCNBnEGyxzY`GEg4(h%$Q5TblsdDPr?c{GnVF4N4JXL=rlCZ4xxEFRa-}Zc;OH zBl9yT84zt!oN6vem@S+x0wWd+*4rqSyrvw981G>}hhk02QNU~jNMWXuLQaX>A*X8q zs}76*?p|pNYTbGi))3|4Fs%ngd>)V$r(E8V4(9k&BXa2?RWccN%cQ`N@WO{WHm`}h z4{v+UkB=RZe#WEl0-p6RDMOkDLh-_ENhSXS~(#H6~{* z_oKj7WjCJ0fUEHdD~_pUvCcyymeaKgweFA21b~8TcHW+Ue3tF z-emU%DXgBmcBp5Lt9_&_XNh)320}{bhbCbN zsuYl_v@In za|qlX0=%FsqmECO(mASiChHXa|Iy&mJWI14jn7PHS__j}|3P_Y#-?IlZhLT2M)P^Y zg+s|?!B&QJieGCCr~tGSYlACbM*$Xhs6j_DtjiJYicD0nma^q^H8SH?Ef!MIlWO|Y zbmh#>wbjW8C)HzSm@fNOPQ0MnM9K`B{JC&HTDcfL+h$cKCFs&UuthXPdj7~oo5>>6 zwW1j>C9es176Ss8HXp8Bb4fa`N4GXm?=#Z4kp?KM!e`!CyNH+dT{;k5T%=0ZI zv4z8Ni8@#Df!4-hXPfK*13pWJC}*Vw$;h|o zQp74MKby}LxmZ(gzbYPF;a?SWr_Eh=w@NrzEvr-p*KM@&8qix3w5Tv4QkTl|som}H zQ#)K7ikGY%C|p>HD+wax^^D!J+dAx%|9UrKW@x#dP(wyT(M>Nx>(>HKxQ^Rv_&Ahn z()v{mH;OCs$1De&?Gz`s^omafz)r~#`WxT_y;*-;A4_z?%4b*7bH@0Kic<8xyI;t1 z$zDhoPpo>l7vK=2ssPZp7&q?R!1Uf{;fIxyO*XI>Wc|6)f{k^6vTnZby6SVfuSThlF+P?=vXDA)7iXCA-fF?1 zsL4D${xL`sehP*a=PtEeO(}r}zBD$8VR`SG2&K~)Hf!!&T_3_{V{dM@M3IU8>941d z!&ji4zkOEP!asN^1{Cvvc{WPftLq3M2|2XzVdq&xUS1|Q9yRwP_jcyA{vWpq2|1}k zW7}@|%o1d$=;(~o?F!uLTmWu3h}eLET{x?+?mAGfQ3&;4^0dMmUBM4z)q_EsF8`s+ zi*SlM+FQDhVR?QPv{Icmy=hs8Ocj+X+@hp|6OqY)B=YhlMHFfGI?BpWgHn$8xe`Jd zHfm<%Vrfuo1g3Sw{&UxS$3Uyu6v7$ETEx&-gWshL|19#>!Q)1|A@BNt&R%^wa zq3(13G8x`9A(GYR6Y--n3`s19LLK~c&tv(2c2>!w2Bq=@yyfuC9?JD7cqZg6<44*c z=N)q~dxo9NF45PFo<Qyji^V=7Uy>vI?4VSvs69mW2=HTTN-&jyirrCJ3{&6!^ zaLLR`w+~h|s`k-VbKV$7l5_L{$*9TQO_yB67urJ_u6(JThpY*)65Q5(ink>D?? zJ8lpZq?S&w+j#shf-a@S#55bMASkQTHOMR~oMoc&y!*75^v)wS(d#+qGm~sxiNe~> zk-)L!u!_rP2jAlfXM&i(A14l|dNFmEce0Bwqh6j(osrH7JhzC<9~Af#XdtgOs|a{% zuESM=ite(YVU_B`hIqp@%F~bsSF*Uq%Jb=T!87RS0dFY5$~MB8ef)s_5aohhu1B^& zh%X-X{#eUp;a#^N4Mq@zei&thjB#)a9+|Penf^$3pBfPc0Z+h3!hgBGpw0DCO^gS@ zN|{3ERxcu-Y!?CzVGkc-)0b)sq=mq#M2~n8DQSaonHFS@;})Td8pnKKA(iTE*K$Q3 z`NNQqP}jos2V{*Oi_YD{j&XVyfW*8*h}B==@9~C{cqVDM59k&Ri*0L+SxX@2!3y$q z%fAkWy|m~j=x`|7w(3{K0HlI+>&^$=kE1;YxZOgLMbd~$Ypn3oOfAH zWA=C7rtDZ0DcS7V;76l>6%|f$P)-&CwN(aTt0Zb~*36?<1G4 zx5}~SR{ZiQV}Su*53wT#7WfG_O#ti>?z)k{ij1 zUX=M?n{OU;ci{nJt`xd?Y4NLr_L@T&j`q#i58t`py9oiWBvEV{1KPzj{+FkZ`={(X zi-C17Q>J`t3I3PvuJb?k-CO)tWJkZLse%uk*|uG5XTK5r!DytVU!nuyT9wOJ$uC`> z9)bm4dei$-7dv#5(7ooW+Z6MTfLirAce5&E$7Wq~Z|#`dVqJD$9sN}+cd(I3&SxzH z?!+=SlHNcB8tv`PyoulZYJ6=*KEqd*EF(s|z(fSz=H$`KdhafT!9({?^}JfgK1-^G z>AH}^6RIjwXRCI#!@sU&14}kM5Cs!Ann-JB61g1`RhL*s5?iBzo_m6BhX&bRkcE0W zY+|+Ya`=8Jt`xh8`Me}woLA4jKL-P!INM**usi0Ho8M-04u0GN!nfiwJmqf-Xp+-; za)Nt!x4f*oRMM@2CeE@=x8F3|qVIbF6+RaC+A|{dBmu&!VjXPQ2y0zJ{WJ9Xx*u+w zcueb|&d4XnXwR1pQ&6sU`x@{<*JX7Tt_E@i!!1~38#yes(s9rbCtP1U64DRx*hVrz z$I<4xOq1h1z2Hn&)?N~G?yrK1-`?)&(Np}F#No&37kg_fHMdZBN?lh*l)kn4o_E~s zIgqWEv(T*Sgcx>>8R-hw!c-otn6m7}^h>F-{@F9~E zZ?xii<=yY6UTkT%s0V9@DAr{qSO2gEhfBV?cevN}dit2lyA;1r@^L|pQY@-B99 zO4>|0tdNe^o?saB}`nrBBA;wg0E|3fG|8)Cx`}EHL0k zh!>7OfABDTofJEBLpaBH!oLEfq?f9ewpka=N7u}*cWz9i(WI5p2$RxxG1{TNNHHPb zH0fr04;Fd9{3h}}r(Hj4{SkC(R?d!rbZQy2F1|NWa7WUjwbbt{-d{!bo;0gT1WyeW z-=~R>m-4Jog_5d>Kk%z~C>TBYEtKu1la^wjjyk*CIdCIVTa zcWF;;mNB?BT~cYj5M2-udYiZMABT>Gb-?Q(zGhz$dl@E&J@Y?32df5CJp&b0(yG!F zq;dWd^k1q|Rl%_v2c-jhYu7A{5cO4WP^pA&HH+k>i+hJ&+k<||33X@f<=Xba1pZNh zxj^ElN<>y>$&mco0?DlBftsIon{yoM=Raq5N&A>H{aCVe_`oxNYBhhCT%Ij3$D8x6 z8MlEx{C)s`-U|;5;Q2j&4;lK&|9K7^?-6UPmti7qaxp>DYWEQ(GsEbcIXKDlw=mXh_K;UXmBSc{HW;nl%tjLWk^aEF|(J zLQYg>>SF~E&>8OvdK}$VTN7CP)$<{Mh{VE2LhbkQmWC`!@?U<1y>{(O-~*z5EyCW= z#TNamij7>n0Kw!L5v=MB&w9*cZebtLfY2T2>0MhO7QK-LIatfI-kxkAXN=#kfcO1T zA*>J~*!Q0<^7rraQ%K^x<3q;VK%Jk59ypZFj#^qQyumpA8Z;5$0LZVLzf3-2!@IoR zO1tNOz0njn^--a1)a3OHA(zZX4<4y{{vlQ^0za37-$ed~*Rg$t4g*_23pdnN#TE9t+oFn^@RVDa!)hL~r z)FISp@Fv~ILta9sv&It;uz*sIz>bQ=)+VqvdxJ^(6D=OA3fe%QMq(KfBh*`^^*yN( zpx&}^$QZWqSwz31tjeq{({3MDCA%p>)U;D#YSo;nmOu<~un!EUVl@w?terumw8V#V zkx%Z8F?PSAYwtubc?Y0&E_!)BsWqab4$%d$r%LUNQg%wO88vBYajxIC+&Hlt<N6#0)mpDgZ39v$U@2N=qCA^E(mjGs&M)VfgQL(0#6^c~BEsrb-JVO*XsF%lr-+ zg1yZ=wVoep%_?>Fuq-S|oXV4!JV!q0$2MBai$%|dEtTuwwOW{Z1$=l0! zjDz%MFRCT-!g-EvvpSr?7bd3ljJAYB=uH{+h}l~7UPobF)aWsPb7*==(=oy+V{v;y z1H-}wv|N8kUo)~ysUwxM0!LHq&^X&2zD8Ep{G%u}^;q{q6fuxF&ooOn{XD8^htaXG zVmFA8oF&^Ml=^2Zp3w4pf~ z1CioqV+%fReEOgiC28I+3GfHYeQHZDHaiC}PZQk)Utl_xJN!HCCp1&nfEaN>+c1bP zP~bBCYx0QTV!9p#MT;iCOr^+_g2E&(Lmf7JN>cIF0v|*3u z%+ucQ-_e}qx$Z&sz2nldctWSlT@1Tz>ZmHC{9P$?ecUN~smbIqxOyKD$^DG(F5KZH zjP2lk*~;gnL%z!Aqaf@jnb$#4>^Lo(@+dD;H2+zjB7A<2*(tmgL3hm{?aFB>v4(Bw zi;YH|T;8!raJrI%ARlA8FzJ}wK=xkWrZm3Fwgh)T2tK-|h%x+bO z{y-aSS;qnyLc{2O0EEViJUn;wP!sEDuNpF?IGS~6Mmi)8%K%MYoinTOO-0v?HWCW* zXCx+-SuUAb{#s4-o4QzJBEm9@%QF98Gdk|6A$Mk$sh%kl3(t}+Q#h9zi{vpmP`Sq;vi3Xf=w!9-L1Sn}3 zK%g{fFcv#bSEQ01pG6nTu!f71&S+I**Al!$8voEmr^mdpD%P$c<|1YM>*Kz*rA?Ll zUj>mSlE*z7+S;$dw5WG{PvWl!dwhV90=PbWpvP>iHSk&5eP)ya=8Ywq`que074N$r zq_u{yq%p)*`TM~Rsj0QfvI*AQP452O7&d(<^YHvlBe(UuqE=W7uTpTm<#B<0*wk0z zmcZs`*6jJHdl6!D(K<~yjf~wVUp~xoc4l`8gfY0Uyv=jLC^@(O2^+)sf0GrPtO);P zSu8I{s(lOl$wKIS;NaG&VNMw%O>WyK_!4W6>(wWYT%J-)&9;qLSkyOBy(#+4v>r_7bJ!8>( z5;=VD`4NM69UR@3St9cD)uD9W%2_d{tbZFHaKHYR>TtTw#22U|``Qv-J9%_^EQ(ORlA>RamDtLUhnojLntm>)ZrF;9HujUJA#FpCg6Xu{Ma-s}dLdGp+~U zRKv4gqi57*K2>l64rz{t{NyK+Np*vTE3DB<0D1#b(!VY;oF=gj+B~R%~6gsUQAWPs9}NXUJC>=5lV2-z3$%-q^2y$mzSTo0^U~dD^**F}i~F z*J-R@_^L({ZztQ_Sd$e=TN3T~cBl){ONJ_L|bb%r{fb zm{L535Q8=5)ynb3vVl21(S^gC)aM}RWJFbozHihYm=qs|ulvlpbF@sfzZ-?7ad#G}4 zrjcIk=xD%2MFJhzw}E}Vt%-D4o4|54x{9l@ak}l0a6^?_RRzM_2>nseI(AeliPm7Z zhv@(;Zhob?P`Vpdu4U`ZdKK2_!s-VfU+7>ZQTbgo=lmervy_?ow2ziV#KWk#;X6b}D&urUJ|-q$Hwel(&&4q$KksTaEcTyVy#XQo%+h_{o?`X`Fj zpUZK)nDqT=^6Ap?t~tE_cAvFK6l}cODH(oBT9QwSZ3(b4ikR?`@H_p~t<;FVxFSEo zI=PG}*^&?k?!Z~jJKu(?Aw3TAb@&;*TW{7x+-{`<2ph_OQlG1gAbCOck7r&eecRn9b)V)BwD-4K;z)G2{Wcs2T=p zegSHAFTXYsQ4Wex4cK2oE#{B}4XIG#ai$@EUX95fVB=l@j^n6CMO#GH4%cF&4#Y|y zQ7`94(tuDiMg90%F98{L1#W^6NWMH;6Pv;ZczdPl5;Z*+9uW_25D0KBx3|40Sm7t^ zf&GIDYVo<=Dj4dF`G<9lY2WYGqwKafFlVRB^-XV2SdI`8mQUa&(0{TW{chcr0o@OB zW|-7ZcBZ*|vp+3dkHsJGZ@+m$(`nl!a%YY(VxY*4q)9-J47IY1ZV`}#! zN)P-)2B;$8O-W$(TMesZ;;GC`JCBx7|2@reQ}Q3}>jxN#BD)zZc%PcCjMz9^!h;X( zm55Y@g>(e!1oSXP9Ou?(&I7~}ae{*j$DP8|74RBM96s7S4VD9^R#XUrQ(&hT@9K5f z{hNJ~o%UH&_Xyg%d87RCN3&}&JM%7*uGC3AarpqL6yljN@9y&QJDGOko*7`n2Nq-i zFaw4Z3OIUuuaH#%J_%ZjpdM9Iz>|oTgynNmiH#^qv$4d50U1x!Q3)DZ#veHPb8(Q& z({R`fW21QRObeGAMl%UPpME$qFdO8PV_y~Ycg&iq7+WUP%c-~3ro{{80j#1e< z=S0uIdLLTHoY`z7s!+8#N;SIJ2>UiK*^^Hf_W?YaH>+iMD<)DVp`xBnKEieNjYU&P zto9KYY;8grB7^fV6uh3YbJiFG8zh1)$h46UhW$qE!=%&Gkgq(PRDSYb+H;`&s|N#& z``RYw1B>lw=hHFY`<$%3OuA2`13nQ2C+BY(@UP_V+8_94ms>k`3x z`S%&AYb?-1{0+S(zO<%^pkkTrWn#5J^FXj@Vv8>+K1h|)ABc_Q*HQquNHsr=D%SPw zK1V^x1A9ChUW~I-rQc>}fUispBeY0i_6@CnE3wWRD&k`kF6rh@(DMvZ6iGVu2fMm-%QmrYK|{Ev$VhxmVAe2K$wd%zZz zbP}wA0_CS3_J3+{&?N-^dwuUPQq9^5*6^px$RiAr}|1djb1~pV7F^F2R^-fu1j-~R3a6KQmGp1Zo$s&?ndMiq>^(+GbCQqx*o!B1h9L3#0gs9|U z%zatPd+^qE2myZFup!P)X?fFSqjJV_*DCMRCbD3xfi&pK?d(v=cd2@Uvcrg4mIYU#%ps>Zp-^y?qHx;_Umscy5M^i<=$~kanlAWOh0Vo*+R` zOi*)^A_u$rNR(N|a{*?1Uj(_NAqCfo#x?&yNMU+&*k}oSc*=1}p5JqJJ^v^g!ukM# zRREt4E77=vpTY(YfTV{+LF*4O6{SKKV*CQTgh6q)G8W0~0c9T`WPbTbTBJqapqJmM z)1T8#w%gvo{YvRStU#sBtUC#H;)Qfv2^)&dFTJJMUkpHeg)2k9D6t3D=%WXPTg1XOD4aqp4Duzfvelt?)jMtkh~#m@E{& zhS4QE4UK>EV{E}|!Rgizh%^oJdupC5cZn|X?%Kq@!9^YBY8oo?b~t4{ro7X()oF3R z>e^>@{Ttv;o-1$@XLrK-leS#J?xTS*9ZHhyox+_!>l$qlIOqn&-qZuRQ$d?mmj7d3A;4`J%z4iqI0{%ao_Dp2{m#>?Y`6ZNn;=xnhKCte2{m?nKWnK7uv zG1|yql0rE9M>eYm7#U($IsQ_yEHBYZiNKJCxdl;fbPhAaiz=ceHz9TpRu0HzYn3w$ zcyC{?E;ix41Kl6u**<}-wuNtD3BCgLD*~`eiEjYttG#yfp9a}sf!lepllQO1&_d_9 zbtRXpJ9E7bbJ#xZxB==`de?ixXiuE7olwPE28)wCz<%==<_qaBO*2_3*C0O6M4Pgu z-kgeX3^Bn${Y3OyM5T2txV5(MX7=#I_$uX2dt30i>2XxIE86=ys-Cq)!)>)6bTIr> zJwJXZYk0IXaX=tk-QKb7(6Lr=%tS4vTXz-L~fsDM){pX zup`eTqP<0Bys0I1{hI#WN>dpb;mGm=Z_~&=pf1jG$}iP%84!K4XG)XS-X!hlikDxV zS#hIpMlgPn;$+;o@PGVp+chGoXD#VD{d!B)aiC|gvstWx!o$;gzV2{5WCP^5~oDzvN-3sl)p-x zFC;T@%*@%~{Tx^PQjXKbMBj>$idtAaeVHiZ@FjiTd{%ai9RJo~WwM}q#P3uGZ3eTH zDaQCC8x(6$Lq7B>nm1$phrnHHdF0|{ta_<=)4heqfcsArzHtC&v4a&D@^z{38<0au+9p0B_0&0Fm~iS#~SK+My_702~N z2$41wfqJ#T=ZIVA|6#wN*Cmg!+d$9tHru#CN5r=Cw~h)m5PXcB5cAo&)fNV-m@+B9e_&JzFLr5mQ={zvJ{vC> zWLWj`Hu%49=w6W=#6C#aChjTXF$Uz8P5b7L`u@}9jNkh7RBk}g057gb?ShkNL-S`y ztfSY`(T2p_(K;>L`>WQYUX}j3XjX)b9H22_S)ye}2Ue7M_LpPiY=@3idA6OtNJTK8 zJJIVLpQvgG=qHS$g2KSUSO&j~EC-hbPQGMy=H77<5HOd6E33*yisc1n;lkyPSO<3n=HJ7gtV*Gx2= zH=6VO*KL*51$e!}vu(0fvuF%MX`a83mDzq13K2Jz6#vVm39ZO85dD*Gd|B zPfiZ80-acxkt#P`wK(&bvdkO8M+YW_6G)l&f!IgdsHUJAm$ z%Z9eHXR$|h+WZX>(1MPz?5YUIp1rCQ!oQ6bb85{XmTQNdghX>pon=7Apuu)G`hYt? z8cs~USdev1HD1ym*+6a3@EPRiTXWieIY=GDLlBbGAufSakPs5CidL<$5YT}uj39NF zP;}ZuA6F8QIV12=A0SPr3PkXhl(AUtWHm|T7{{WS?%GN(rJ(0w>YPe}s%Y2qzYv^- zpT+z}`0lzJbTxGNa-8NC5RPne6CsPk@=^qJat0!)^R4y5o`UhlpGFD07xCU^e5542 zM>cTvOhO2lHqv~2i<9sH-Bt(oH< zd@CM^lS&Jh!0FF0Z&P0_dHnbMun5cH%X^X1ktL>q7ZLW_`Zq!Q4e^#}kxV2rd#L@-7|vO%0I z(C`_Llb~`E0(uL)+yzX3zSE--Qy7=ICE+=5;gHL${yf1c95#uXYD`-gl0Qmze71?2 zxvwN~kr{(=c1XINuAJhaC}BS6{k2F}j3^-6W0zN4>*D+s`tM6Vk^Ta+&wlQm&(W-W zO>S>1RA)>)hpM<64W49+Vvf5`kg-X3P#Evwl@9^se}rLJ#oj7gSGY;Ecrz7>f(^4T z3KXLM;;gW?Kv4kVwRDoSjuQ}69z;CG;QPpo2-jZx;aePE0jyo&O}NG|Q~AArERdKa zHBVP^SHT~>p(`Lg3kQv}57Chy90~MB91q=I9*(kCwQN=ERly$lp>vx6CYkmCF|t3@q((1LK1#<_R$q3(JxMC-Zn8&`)YehGj0Bzw=L_93`SY%Vi<|-MlC> zRK0v$G^krLW0dyoc3{2Dj9>Tknuf;CCaMgBT{IXP9rmtUbnvdb9-m63(V=$22sF5m z)fEG?CVejzl{|WOHKPUnw=6s~#Phb_+lUae<*vWAW^npTeR)fw(VYR+qP}nT5a35ZQHhO+typ> z>z)1Xju-oWR8)P;sE?c(iIJHjyCJT+L<;O1Q&daz?}K+R@$N?Awkufft37XAaCD)U z15mSc2Rzt|%_4>M2qko#fJo@(-$_Tu&9ge|JHy*HcgL5!eK?lm|Rtqs$8ox0K3vQCiPZ}V)* zJCuHW$Z)$_ooDA%(InN`lrhOC=~{>2JNUJkxjn1twB2hn7FVWMMvss21qQZ_$!ZIO3~oFR!eB}l>T-eVlCwl+&{F_z z0hYE{mQ81wjLfXrt1eT*2%$tKHLBRF{*k`lDla6w2QCrgYZrv#x12X=uIB2h&*@`R z7z)o_Mn}keFNRNjau+UnM_1K_hP0&(*1y_?ocL7VVx59L`H(V@3t(9`?5Kh)SD3&6~c3cx$ z+^d`i7{@!%J|XeF3nbJrl;iH;&XnwzAu=@{)7qGk#<*9@b2iPvXsa(X zdjg?2PR3a&?`jOtS59A2_Po+~v^8G>?QtKoXp7enP&5D7|M2xI0j97FDTl${AlZf8`V19fcVHcm%Zl2W=yy3M^2IRC;=Nb6tg;hzG24-jgXfxs0 zC@lLa{StMC0;bJktCVwM(DXF(qSG)u^wx@tO}euu5djaw=799qA4VK`j0#F!A)^r; zW$ecXBqGy_x~FTpX+<#aL)jIRLJHbDlQ9ZyN5TrW;bwwL$rH47@5>ipmbRqtZ6Hi? z&|>QnHqoXRqIKqLBB3MwEnk$nZ|K|IGWE7Ap`+NVB`&EATiuV`X_M{DI8DQY|G`h; zDfr=KXfB=}jGx&Kzk!739PL@&;MD(e^@ZM%`+7xxuA$sMD#)8XJ|fu8It`Y$p(%Gg zfYAYfeC)Q^S*{$23jz4(M37g~{L8fsrADu{R`x3J$h>-@IhgB{?oXB&n88E zDU+d?dv)%&UBwo_1xL^E(DpNR$J2qPt5tx6^992K^tT;!uI)_7(PHoC6=^s97E4%5 zbfzt##4}X#n`ZpF&Vv@hoIg(#HHiDkdi2ZD1$tnT30Tia*ShJ18qNuuXvdWtqu{m9 z%TQ>i;iheSB9>sR9OAJy?C~d^%ZfDPIgBX`0LpwN;nfFQhbAo%K!vFjr_$sEgVSRM zw*&ZdH34^JY}O3E6jc@j8hxpLEhg3Y?)5q@Y7MR1Jolio>7`@;s+u$EFe)^uDL1m= z+?xQZuHT>J3SO7vZWcE`Nl&;2WetbU(H6I%{MNw(i7*D6XDifk42#0kGZmc%Wh@MX z+77PY=WCkH>oEO~s?IPscHuSznmmX1k;}^}2zc~}-Tq=cWB|9}TVf*i{E^+G#4>cO7|K?^D zno=zPXKu#wpT<2I*#AF`q*xQtSZ#ONe*qAHrZ;bZfIdRL<=$;<^ilmfaLdCx+~tT$ z$I+XT@FCH-Et)2yD8}JoLw*D1h)T2wWuvFZ5n?hxABTIW?})QA#>Vab6UFaNW9xSt zHt+&d)4#2k>r-3krpoV1FW&s#t6XnbHnSndQp|GZ?p}s8tf|#_Ozqy_U^GVRLr8U zXz#-(=Iei+HGiz!oY)>NRpaY3qaHQ(iB}i-CuJx~Y9nA>R5UD`K!1dFxQ-hC;R}W6efa03F^7Vo;G99!`=9 zny+IZCp&FkIF&tQzfaogyViE9?sm(GEBX#0d~`*0|2%tpJQNJ+$P2M|`G7H)Q1ogC zs#7p_@qT^c7yj}1Jo=Jd*x7k;%RX>l#WM&YjYRGr8VOJV(uC50(nQpdfdI7ApE}?N z1yB>`Lp$^H2%drLxCns(4gEtYC;_%qE;SEVvTn!5q`myMg`lRGz6S27h!Y_iyrJ(m)PzC;g)qX!>_;jfl(L~$<`giXqz>Y0-L3-7F4W8z#0eSgDl%>WkDMXAU>BfZH! zZG)@_7>V8=n@(CKKHOy&mL@p2RPCaEKG0;m@I+c7O4CDuI!1%s`7$9loR>h6BGsmG ztnkDD7;=mY`H0z*afE?@On)UEa4djKe3&dlM;=qiF%ODFzLacJ`G8Yaody0z6u2zb zDBB#AfC(XL*(OZx+?07NV1mrZc=lDyj_{G4(JMc0K|->CGRt_rctsQwRz(t1r=l}- z!R}S)!+*OfI&iBh*wg@Dn$OYW8r&?jGu&R|ON%K}%389P$XEnZBrVP*ms$`+Q4$p- zJw7fPLD|kwB`UAfnOus6r&IxX58Y zS$g<*)YXKDsLjBK^*jf^;+*>6<}edGDlQyDX^UhYX)GK0?U8%2wSoA4KHr9PjN%5> zASgE}wbmm16&(k}TWoHyn)SjGH{`zBidnVIBXj~p$e6YD9agbpBp3J91{X~;v+}yT z@tuai7N~t=?#WPq9Z5HrvCR-OXd2-7Vd0qL1n%4XdbIt0XPS5jH#4!)AufjW6+n z$4h!KiGi2H?Pv=FyoSs5c2UD|`myjKgCy9>yH2J#)w{(U4JuT>zOH|XMZ4I{+|a{^ zGLP(}eU*7SzyA2LopXSV?&>nb{^q)3$4vB@k>X@Sw@7mUGnasPofKj;fBzJ(dgJI*9@*9+5`TkoGQXTB_b-Ki;VxdV|CGM z&%jWvsKUr6-Mz1d6i~`NA+SM54yFTZ+*PDD?M5#R>8bdFqfP0@9^4 zPpzPKU;`GG*gc@l)n~CacTE>hMNu((S+qm7938c~TC)39Hlu!b4+Lq~*NE6T!$sf&3r|3@uf&4XJ*k-Uyly?8V39YyaA2 z@o+n_UJgW5YF4dkn4CB#K9ud)=!AxC+`K~KXm(PT9U~I6^Ub9zv;4|eJmofV*v;yY zv8c=My!L~@FM;~ofpo0EK?HCD?Y#*6^X#IYF|?=B0$K(an1v`B8&I#fI`09rv{~zW z7OTvfd58jwQXh81-NjiI0q}fSkYf9_kT^7 z2zHLYS=q)>CHFGBoeLxwJ}ka=Y%V+|yS@b%b(q5&PB$ZFT%%RFIMT7UR>I!-PqZrr z4c@$sxcRu7&=vGuFSb;*={s)M91p*)`4a5txb>HMl*MOoGRly!uKTBz@e&;HPsw)! z9MqI8LZ~%mhjS<_Os;F-Sja;H7=*^spmsv(88f3KSMZg_7YS&#N#bPtF#yWelowK@ zD-G{+aj4lT$HoO`F-!lXm?fX4K@riK8V59VT8&!qsZvHx=J$`npom-xpGTk`GA5_4 zQ$e`6fy(P;{Q_9Vu%#46nXSmy(~i>+tYRn~V1!rwN>{U`h5C?Dex6)*QZkP>(-zwS zI?!(}?MvjO__JftZA!E0)v}@lePTH7q8h$e8;I=;&f+c^!PXhJ@yWvz0*Vh9zKrhe!LswZ|xdjwSyosD)JEBmdG!v0Nf-;81 z7+^(k$2U+7KJS;6q&Zc7RvPS|Me!0M+~yjjFeDsYZaBS@GvN$aHqts@z**2jI+Jlf zrC3pk4p_we&qMSlgt+9b`W=A4&%E4cC zSo!G6N^yDqnQI)#q!Z-|R*r49i2Nlqf?Hlx2QRsH=scGpO7>uZ>#NJ7J%-7c!d%MM)pn6h3r?kK#?6cSvfZVch5nY83+?TW?m-n%{7}`@K zXMDouOIoOn#9P@WlNHqfm=3motFqWWw7U{<8SQN~f+2V!>MI@4R8p=g;G2t&%(E3T z5+L1T%A!5rGQg@5>pWYgQIu)BLT0p8hE0z1!Zrd+4q3ukN(j+0k;g#trbZQ>{H}!n zM~vIxbf1x(Udw*tYJvEP{kf8vPFJpTe!Dvzxv&QqS@siXC3!nQn|JebmImqV;6ls& zid99ty3eQy1=?GGiVi~o!C*HarJ(9CKpw4v>6VmoQWHb zCCWId!C9>wZV)Pef?GS1Ak0bq9tRVdzoc8#hrEC!KdgyDQAc%#GfwpR^}WIGc+Zoe z7w0?*-FTTP!qusk!B2}-b%?RJEl1A|adVYDpH4~G_Ab^gg*1^-$bFfx|g=+3m*^O&)1$%q6aor_y>&G=PEr9Q?FQ0QHbZyED~9@G-WV@xpvjv-5PL23VgJ zsLhe3K2I4n5bDL@_UogT7Da5@W|+|DjW+Hf+lX%H|~y?`P%Kh`?jCJ6S#c^l%oaAs040EJI=aK*^T65msMgU1oF?`lgsI_rj^wOCSr`Yf zYkbW$ib;G_H)4v%G_67F8Pg=kSE;G@R$?u4XQ4Y0NTEMu@21|Fx9iYde3_&H1vgjz zNl{Z_5{PvsO|!ZEp^5Aau*eCXS(L(zMB|afq0tU`%vz09+8BiKo34lHaF!Hu!Ac+J zBb1VyXKFNyw|%fc4SiS@6E+u=23E)^g}W9I>#gQ8iSwM^p#+cUpc8bOQ|jl(+{e^U z&Nv)Gp`!SjumpV%)ERU+rI$}a=tbf9fdciYgMgl4d2$4IUt)?xu7Bs|7ldhIG4VF! zInrUjcBMt+=OvJH%1;L=mzW4k$pvv;fU+(R8d8a3##yx>H;5`U3qlQo#sgxKh*S`Y z3D}=6shGqgstAlYwG-@lUeZU}*O5g<7S)WW^b~2sc(KLwlMC0Ge2_q1iuyUwBjfdy zSfiAa^KmYe>o1^K_QGDyI$D!0G85=*6t=RI*LISW&!~ClO;m~qDp;UTR|-?VY$%qY zt17Q;(4w9lJgV<+UBGLqe9-=2`0T4bey7dDoy1t<3B>YAa--l6hE#1K*H!mn{fEl=b)420QI`@K<4j{1A4NK zqT_mY~ z@g%+Tvp%fMTh-et4Ahqfqa@X)=_o_ZUa%?-DIGT)FwnaDJtC44aX#VlfSCY;2o_bC z2d&v*ch0Y%rJ1K7OfqVCYA(KyupDI~e+7yTCkM@oq%#q(KG@L^M5h^8(qJWiH>}q^ z*VN6`W>K2vRMv*&)6ljOFP4g!sH7+DriMaH!|6?a$I!v>t$spsI=QmL$%VdSMVhHn zqGPL}3{nnX^C%SFQ|S`Ho`!8>3MC@!<>J0C*7C(e z#2hqUWkF7C@$c+Ym;QNDRjM1wAHQ}A$Bz!6VcWUp93vhT`akH^RFxUKixRV)BV_V} z%PthQus~MZ*)1>=?5v%MzUG18uBvlopeW5S3MO676hzgm2}rx!g8-aPD97F^CK&A$ z8CrN+r_K@afYa5Kz&FPbOcyqOMkmcovN{(VFX*Gr{UPjh=UZD-3lr}mwmpySb=-@x zHv)&Gv+H@!3-=NcaW$O|}Lca!UT;)$m%JWG?YD#Vr z|D5@tj1D;cpWcT3zZLvh>Hc@;w|2a&tv?_9(9NH4?scZ%o@)yMF=R`_{3?ob9Q{V( z`dCmn?~ne@sE~Mox2ws{tTiv2c5PedCFmEubix81Eh=ry^Yjo3F|AV-^AR{9b(AiW zZ&c@P4x9FwjharZPgHHU88WtY2Zn}Akya%nFJ?UBT^H= z{fh;p1cdcn!Z?D~LXuMn;g6xMVJP#e1Wln%@+(QFjbG{Yc|fOT4=fvA7SY7GVis%eza{7DUzvZ9|9G){dlHALEMWH zk|9|bnS8DK1x~#Nu@a9BpVS&Q0d%|$A5)rvw@NB2UuRDjYU#R zh+EG4HQs4Vd1@*MtjDnwZdyu*^LE9LUT~9Ii&G(f>1VyppJ0|qN^SYD=)z1#Ro%)S zW^g?Tn*Zs}XLcFC-@((dh>rd@Nz?xqNi#9A{X^0T(lP^d@If!^K`Howh$D5{g_H_D zrAoPS@*ciSX~|+yNNs2NEo66CYVc)AJTct1$7@Km%M(o%o(Q&Hn%AXhBkRi9zps{3 zh+&<|wTTtwmyBnSzbA@M^WEww+F$Ys5PEEyAJ!%YHjW#tp~wwR3J4}ws~tIk{s$NgE^a@Mk64^gGDQ6BZh&Lo!p(wDaCZy$AaB>f^Wn9?4?gC$PR16!aEqnb_^UNE7Q1$v7;gN3Niz-H5y z8|9}rz;EaKl7G{J{{+4>v;Bj_K|4{~a-R=5_~r}6am|<_JtnOV-~TB9WqnIwqhF_Z z>=eubF<gE!C^7U$EV<%)J2QFsjiM}F#?8=c%i>Lni`N56zQdTptxf1sH*trcW`|`K+ z1448jN5+^L4_Lv*Vsy7wGt)5q4ls@ znHz%2EQpK5^ddFRxJu!6@HTRAgqPTAg6qDpQQE$RczKB)H3kPl28q&Yk^-9nKBL3G zhsuq{$W=fX!pk~I3eeFcVO0=D`yv)49rkdkan5R=2`g#1PyfE0;g+1wac$Q1vt|ik z86{=eEUtvzNI8&Zgy!xV4^K*)(8kgsbe0L#5B7~|6r9USMivxgWu3bqEM-mIogrHG z(L8{8c7S#=Y_C7)^LU;rYM4FhzdZy>Xg;taKM>~R8^yuHRbqpRV*{>(^^3|DW2(Hj zy`wii=bN`~v4ZdER6ZcpRQ4QgSe+McFuQ*MrIwYD{!Jkn|C3o_r~ijpO6-eXr-Ki^ zafiZdDOVx3w`xEXFwifXb=fGV?g|;46_Z3vv)jGOc*VNPi{pE@n)&P*!JS#|n5wo0 zWBx#Cx3~d!wpizQwRD9}QWf>FStp)Q-ckyX`>gqGoHMy>Yy4Bt>Bju=(C+i)^7{UD zRb|;h?e%#z(-OnLg}dF7rrg9^_xiQ%nFM{q^6}w(o1*P`zGx6f&WtsXegS`duCMGW z`eTgwfnkA{{#=O*d*Ow>w)6fyp!FQcJ0sbpTlsggzD728%)~MW_kZ+6{Ks$3fT*x@v0_~}P%O8iA;9!Hl#dlMQa(;_2xe{aUgsF!16bSrr6LY(H^2@x2UF zjNj_OO;1dsfdT?1P;6e(roA?6qFsmXjJ#GH)wWd0TVfwi90QxSodvjvGY-sKhrNhx zi=4Gj56GaQaV zA$M>-Vo@-a={OiscVvoG#&B_}VOG9yj?AgIruL~$NVFnB*s&KsY+b)ZE4c4iO`jrN zHetkCSteDFl(<=+w&JRc>Oq&qjO-d17!)s*ZbZ+YbeT?23;FRe=nS!sJf;{2Cpfe& zS66iW%Q`ishby{$Unkk+(?itX_-_~XpMW3+mVbtLv9gwdbbmwhH)O|61=JrsYiL4b zH2zbYh<49Y8q$JamExfuw;LxFB@*En{aEJK>TSw0a`!$rVXn^HA4S9E32urZ`tRAA9${Qb*@&Vwc?C?5$Q^AT zARhtJ#|SW*k!#ORcWoe-^#c1u`c;k2Z4clA@t&CfCQH`;SNRp44V>KVjA;eMg+y#^ zoRt24(+U3n?TDfOXGJ|q6%!{Auc3_k|(^eU8PDh!$!54`+D7Cqp3vMRrUpM+WF;D zsJ7$zGJA`iEG>7#RxFQW#5tD@G2G{$_SA^RKe%^=f(ro--s4Mlpl7D_6zu` z9u2Zgj5tX;^>qr)2QRFPOT0s}jZ(a9uH^LLI8aom^Rb+Tk(N`qXxY(`knni=_J?*~ zCD5?~32~uOL|X$YC0Bf3CB)Hkpv_sMfG)jXddZ?yTf$kugP}zFct0_NJwPU{>Og5t zL$KIJgAJ`jX3k#3+69yBvLWeg93+b&jL|GUaV=A)>QKki&=4D~Xz8?VMG-LxGb=uW zJ>kGff}~{mf)Q;dy@<86ziF*peXO6mUHy!R^~~fgCj+C&TYGbIMYRjF&BoBEl}B}k z#Im7{xQK^uiJIbK!}U{*FkMZslEfhNmk>3A z=pYhjn6?m9oJ1i4h7f6-;9(eK+>d*(-Y|qHU|^gZ`8q*6g9y(s2`=q5EFa(tNhGnV zLu{s~$5_Yw*}MV;UMiZKz18O`)j{IH>s{Re+*t91#;(|`or)!_RL_(xV|Z`@2RT}K z<07Nl5N~WI^(;OScM6lm>@*N+1ul22T6pYK{wS9(W~z;YEE&gg@3Ws8P{>&I8KQI6 zh+A+s9}6}g4)wAiLlC1FUMbd2*-h1T_9?zLhf&2cIM|&vDIV9WoD+6-00}(dF|#ST zSyDeX*Fc@|MKY8%Q-Y#JT{^PK3z#T|;$;uV zq31-;<@@4?Jg;S9vHN`tBezja%Qtz1pm%P+DZZtEiR+DPuLmqgD*ksq-2)CDdSw0t zJW$>Dm?nM>M*u$R2=#h>Rbir^z}d!ev9=UL86^uzL(H|fa?=p^Bz^rG-MM3}rc92g zG*cmdC@0yZeo1lx1{*%X2VX##pNP5k*Pd6&8MxUp14}3^)33fN0{Ix9bnBDS_3(ve zk74tNWTjO(aY)5l&x>l|N94!d^OI^`p3ddCoVls=b4q!XtE$Q}huWm2?H8?ZOvj~b zi((p{0W9$Y^S!uN<<8eImky!` z_n^u8jfPd#LUq^=gkr9pc-?F~H66KlKV)H@#lgim8d%YU6t9=$!eT&W7ApT&3&6ZI zVEBFLYmjl+{Tn{&obij?Y#@s-Yp$rcj$29EnPJA;eosj~mz$4jBD{L*CS233e#5_l zHQ}JTj8<6x2_|)Mob+(Sr18O#48PH8s<-pqbnUedA2NU=iRlwB_I9i}Roxx{EOC6f_R zExJvrA_lzRmHG#+{Tg~4BH#kZcp&eD+)qAc$lAn?(7ZV@V~xCQP5D~iX75DI(L+NR zv&+T$;Y`TogD>nRct3c>)x!6T_nH3z+(|X1s5HT=qjaEF7tO4~X}#R6W#Y)C*3&1} zt+F~?g0x9|D^?3ftw6$sbV0voGE8GkLigtE9PXgkz^koP;{j>qf4C`twHT-nf*zzRL;Tpp2p(SfQbdQNd_6%y zp2L}`-5rRwH-^Ab)q9mb3|Pq{)1Uf-*9iTM{KlY29FEbS%p9UjQ}Lcwx6ds`oi7tG zJZ$>FIZ6K8k>$+2C6T!mc+%i{Mr0pb;ssV-oU_k_4NDMa8&-dq!ag*77)O6h+5u91 z;UBkgf?M9gf_Bf(Os@U`I0es~K$T?VvNf%;;UrIm&_DfMC%0loKLWo8gz9*A6M{Yu zlSF{Qeg)LVj;#oLt0hN&l2T(|`@lrur6$>zRVYoiygg(=I@th8Y)uzmM42D^^L?}- zlq!fEfPEsDccggEWS32?9fq9$bUxA+dlyo?LrRx?R=Deb)G$V*{;)s!7@NPA?lFEJ z$MXJq%Yl^oW!ldT)m-I!)QW%?-G_CD+4+qb9q1*;3F1iL*QYPNh#jcR24>5b`*|+e zmq7r=f{)FqdHdGZLkF z-++`>H;rovH8sU}ximW8L&f{_R$ldq;934l!8~rK@-tvoa``#ehBwvC9k%lBZDLRn z<&4_@mz(k=sdjky8O3AqXK9pQiJunLmV*U6^K33IjTj3h!XBhr{!B$Rg^APDXp<*L!**VOK&Xx%;X$_q25D#|Vf+uMv1IU_j|Alr~Q__Lc0Y z`*2V)Xk=uXHr99mt{H`|dDO$Pg=+G?L6u=|Yavc^SxZwU9KEK;ZM^qtC3;Wnq*CqB zCbiv{>yiBI8~yDUgY1B@MNbUThxF7znf_3f>~2yYZ|3|!!FMW-I!A*%h$fCd$%1)F%_!_OW>=2C7mQ}H%r*{!qhRf>lU z98=~|JGweEX&8+$5zVyuA3~^8uf=?*l^t!O_+oj0`UJWb6RFKgu$Jm*R;7bo{?daV z<19Y@Ubt*;HLdAkLjQ)L$>CeaK?o(d%gOvfUs_PLRM?>ux;v9lDVb_EUX^;*>R3WGYtFy_ zBb?n6V`jQd&{H1eMY7&WNod`6BEh7oXyK~#3Rt(MuGBf4Pu|{zo*iP`^My&uGo9IU zcm2^vhuaFY%ix=!`8Lm}l+_4%HC3ixK4~tH@s_Ubf0A$u?WRKLQ(V{G(ojbrSB=|A z$7UxA$nWUatADO0slcUZv0XeK!P9b#_IIOUP)K#z<08Ad`=lt1Hd*z&!^P|d)k>AT zNR93Qlt`VTf`Y$Q2Z}KfkiV@@Bi(|rcd$H@h2H+iH?zfg7*Y8M$-MIUY7*8278p9) z*WrBV&Wl)E1cuMmEBaSi&X`B}3Cw;~jAd|X)(-hG<15NypOsSYVJu`ZkTnG-3Y<(3 zzj(#kCaUbksJ~TV6JbV0Y|vc{aeQE~Ok>FR;ErmJ8GNu?*dPg$v5cQKmCP&BPnrDU zRLy;eSJL^YkZ`2mBrCobpk)*FuzK<-AE!Bc$3;fg4w%kdI#$c9x{*H1c)49V6%DnO z+oOVd^pX)xTB=5;=LeQkd3T?oK^AJpfQ06F<&g0;xhbfomSZ0&Q_D~O# zakYoiTk8wm>ub#?jVJ`H9|b(5VxU*3UVzMNvcEWl6dN8IzE+?*7v!GSXb2DpdoNV- zI^R%!(J>q8ghjZT2raAEmcH?k#RI_mgZ&VR(~?*6nVm<^C-+xJJE(}?B*2Wx<2|Wx z>`%o5Ms{)#R8I8ZpC3~r%i6rCooyHj@GRJP3^e$Xq$uI~yKZ}U25-HZjVn903T&Ga zLDG-zY8f`9>8#%+m!>};CZcQ9|CYu4r((@NS$Zt>^kU)R<(Z^X?*;Vu#S?%5@D@Pk z{^jTN{|o2-zfF5)FW=$|GMsa^v*GeCpFC64^C(uJN z2ulWsj;uv6(KAU-npfshQ}*P~&ZF9LLr=iCsA_Z`Hhfo}xAY2z zis5HoOKt^%8Ze|Eu!@HnF#HO18X)jHCrx*>Heb6kGd?!)(FIdgWo#oNT-ZZGVSce? z(VZhJov&mAYS~UkKPs!aF38CPC@YQ6)Lv%DqJ+$WI%@`bLqcU?(}E*ptOy5a0NM#* zhJ8Fx9MVaqPCGXXyC+yhC7VLu3P@3mb5$U?WXK>myTeT$mOI2ym}5Yvw-!inBr|9}gFm*I-Qr=KRjLC@s3UiYb5peeMb z77W{pR6o-v*QvU5B$rxey?K(e$MC+>@{NV1t+_d`4#=`1UQ?F&RbBRXqIfZsU1L6} z@wyZ={lypF8&yuuIr{-w*zA2furOJr--NU)Inx!=L*XLaL-G+GJFwyIB)8}vBPPmC z8+OCWS;$SE)0=0tWD=7O)i_3kW3XG*+zA1B!OGtakviqeAZLoZ_x-J zfq^*vb2lcSAuewu3;jikP|#8-bVHGhUvzDEI+mmFn!uQrFA8%=e#9f!AueH8^!!!; zs4(!XM=HXPMO>%VMS5W00D*%6hx9J)0bB1f{2pNu6D-j_-qRf##2W96qvr%$gPX9mi*?qeg*LHE^j-^L*Ms}kwtmT_LE>)K$`Uth6^2?42| z4V?Fk#)pQSTYYiP9A{@xvA|bY;^Bgqr^mpv>iBaZf>&Ba)MBNns%@gbQT}|j)6*h3 zw27QZgE(oI?u}swqHh)J24p*ca4Z>(%@x&zG7So+A?5}VoiwXfG!SYKlE>0*=Aa;5 zs2KOG>D24ns2g_j4)?T$pEQz7XcgycWbw-sQG8E%&)x)5_VIKg83?Z?@#J9LWZJw8 zEZYJt3>DT|K=KHcn|`7TYY{NQ3DqffP`;>807|cFQ)?F~F}2$(H#f~6D>(SE+9Ri9 zZ2fR+yFS3*|BtJw=){<9r(yomjX|Ilvy2?B*CqE8u$q23#HjgH?8Xv0UF?7pd*&UA zUSxdmFQK=tZjYLlyy=Sza~8}1ZRzgd_bVP!?u%cckUz{VVz?hK zL?*)^l3=zNW;omy6vO`0DPj;WKKojPEAToYF~&I zE@rG@fC#ZbfCY5KjMT$T3e&c&yD06bSRKBWfQgHTgGmSp9<@|`w^;qKSRETz_Bz;1 zBqYRq85|VcYONGlhRC5j?YOh zmz0H?j$8r>3A-?@rGG+`k(G;Dq=C*zP)^M$c6dp-APg329%N)tNXpqYCT!~v6}M^3 zi)an$s{81u*vxgpvDz_(`q@SMb=zuYNGIEd9+EyiYEM4BH#gNcmS)bT=jp8Chx~r8 zOn(vL{Fenab2O%Gn}SUuC$nF=SeLkT(RT56QL!Rpnfl_Nb1w^orbrDLclqr_C<~G! z!8e5qavw@x4Ovh{f<+U`#B~AdqW&@n%JA^K{Zb)|4ujPA*33Voa!AzEEu<5V44hdsrnVcAjd#s$3xBtj9(%LC%bxmp_|oBf^WFKP zH7mO$Zt;7{eh_|i0K38(fT8^IU~}u+#SA%uRb`j0p0-at05Pk*xfVf;j6ZC;3%`~P z7Bf`Wnw4H)HZLO&gWE}qOQkSSoY^@u%HlEPz$-D%%}KLik9ZUn3KK?>5Bs}>0c3Sf zu1{;Q;Pg&oc=HqZd{^^^z^fqCmcJN^jINgt$C@^0iP<_yZ;Zgs+JOz=3m+a`hAO92 z;YyaDqTc|Ca;+vgA@eK-)<`3dDJ1abUvP2jrELy`W+-LTh*J}|3b z#GUh2j5&n`7L3IEy=ZY+hr*7r8NVkd@L;mrK#9bFS5H}MfbAubJm*)GsGomW5!s}_ z*9)k@eH|%z0`e}9;2u+?oXdq?-T7Q%g&UtAfYMviUsJy$`;91z;Bjo>cit95QH4F) zyI6C>jc`ZZTHvwbI;RHc$%jF$mwoLuBFp95qf|tA8JY#!2_M}jVUiR02^aATaFj~g zdS~h^-DreV&1HCxoelz9AD+zt;odM*rSGB|?rv1QVqm`j^wg-%6s*da_9&09?xb$; znu2ztqhvF-8k!zL6 z>V#t5bw@1W5G{V6p>_QIx3MekV8yd>dc1NVulV;X-0c;p>gC_1v|AHs%J+5lMN8i2JV3TsF-9UdKM-kD3M%C zH_zG^GC~NHGTi_X>|0(ZRYQxwelutt+=_FaV{eDHarhgl6^hH2)THj0_t&1AT>vi* zPzKi=t_}XJ?@F(rJvdil>~GC74u7n#uYiEBFRTDg4ooagkWG`X4$nh=E=E|DXC5|b z$YYKrGJ=!jH*3h}9XtF}qpxm;2KCY2a8RlPL~AE?k1m-koy6>(j~rKiA z0rKO68bq#+L6MwKcN3Bl{>1&U1h6@ zbLF;-F?%9XeX`H>mjnIBkdcb=i$P{;R$%1iO~1j!r|kuItC-&Fb$h4wVqvSAB&ds5 z$ErO2BoI1}c&sQyWC_^8d;~gSAT$c~eH|xTe_%?QfS}deFgJvl5y1nDWBI%vDS7_^ z4U=QopE`e52aOv`KJDUu+;U!Qt**- zyxwQg9OOM1MfFhF#WR~~9s(9?tv1)+F=VnX z!vS^gBXxA3q%K^vNFxCnL5!)FsEVG#0n(Pzmi9DoU-fshdPw}kvV*0jh(b&hVoQ0~ z1AIlF*_%}sJ5E;X=u)718tBY|AMD;NsuTVJX*S)FkJ5h$p|b(0^gBwZ)x6~8x-8Kc z4k5?PF(4r=eue|n1)or?iN6QtiPZ?kzH~{~)Ff%zpu;G`mcV62{5~02jdTbs`rMH- zeEWe60}n^#w8?pmC9aB?^MBG3FLuiMJa*oQwEM%BHAQjne%^f;uRkl-f-2ms2Cr8^ zZF{@v5IY3r2O2IV$p%B)BjViuP*ASX_~Tj9?(}*~(|ylniq6FlX7s+#wTot?vox{u zeRG3IIL*X`@0OO_W2}ic@s`ces#n12kl8UK421!rFuGq}a!)yabw54P8@SclIA(IN zn@U@j#^&dsw8&jKnt+-0Jv;|lhA{A?`>5?Ei(o%$_z&O3d5daWI)*R{ zl(U!oqk|6_?kz4`%f#*zpTla*C6o?5bjhpQ*c$nuj*3i$z6UtK{q3y&my6kaH@9SL z8y^+fwS$L43xQR;_v3@ljCRIHSzUzO7|j4$&`Lja{9**3cRQxEGrM#WJ_#dVeFJH6 z%oTBJ-9s`DL^e#r2M{i##~-{IJiH<}nP8r9E$C=^PaReH_v3P;B&z$fNxJ8i;#=8y zOu1nVCMuHkD1~TlLh8y?!)8ejqZ$6(`_Mhl94$BE?fr~B`pVP(Rf@O!@xt+Cokf#w z;Vu657WSa5PPdDGDFpJwRv)8xnQ@BuNxp6SZ=C8#pO>VF?-9f;tW4cA{V=I3Tfzp1 zHrYbGIFAb-$*+LkO?;ZDiz=O1@MwuP(0-*{7oYH*L7!*zFx`=W>$cvF+i6x={ajz1 z2&DvsV!9A^kVV#!*|GY8{^gvDbiRo~i1tx` z5~_rP;>^Jk+XU6Vs~N)&4w^nvxlN^x&<3*=sN+ZRyrSD*t53vy67}u@=sA0Swd=SL zn}MksyT)dg169oV3@8R=Q}704zS+i}1du@!u5S8z6T09qfOkcVAcO;G_cGFa1%5(#f<5tv$^5xGqNb*W!<@jW|>xQ#-kHC)oB4fL6P$t#GJ9h>P$K` z%=>dj7q{HeJ>z+Gf^oW6Yt(8-$kd?BOT?CG{pzDWNmQ|6NcvmFt15AzdaE!+GXxj- z-DxMV8DTwWxM)~(>8q&R@z@ay@1oZi0=R32^p>)Cb5o}OB%TVOl8fwe!;EM3lE)FrH7Ql zo9Orn&m{YEUXpe!P!rix`!_jnFNMmY_RF59^8vSmdhK!!Y2i4B+z{~(PY#UXYW>2B ztRTP#!v(OLN`!bG4mr*CUQ$bnUeghG7aTEf5}mKZSI#m?d}^%vDu_$BjW0%^!7ss* z@f+l5uLFF??@v%=qI@HVk!PgBoN36g?Qz;w+fFViRwNTI>&=Gmbmxp;9PAnnm&dWu zvy$~Qt1i_O%mUL^udYDVIi%(3X5Lea0#FUt*=Q=B2%(Fi4})ZSi7$LjI~vgtUUySt z%&*#btCuj%xRJ8%+3XuF;AZ^wH)eVwj}0TF;M%Ok7Y+r;%Vu9LHZ6T>jS7Bsxz2IB z!SetHpm}O%MA;8rgx~pLjH3)g`s&I6+^+&h;)~BW~nm+`bY} z!DXE+=tPAZ_XH?+L+pd3!@F{^1s9uQcHTwSdPD{1{OKBOT z)#`lCBpS*ak}iwaRyZiEFKWHvYUW@@et3_VY1#xw*7o>vg0JQ7Si7C{=;3RBI*h?z z#Oui8q69k8A!rEBwfa_qKY!@;&aR4Ay}$Uym=0>B`1weA)r+d&Z4%!-!%i;aJ#(bu z$pb`}5qB}XM4nax#kLfzH!+LF+}oL#3a{jCKl=hN-wxGlbEy$?4jP?!C=&Ye3RbPUjYOu z)iv2KFVA@)5qp?N-&*^YKrl+ z$=U_f)3WQkJ4Fqq5p)E$!G#iI%s?_9eKY8}kX_M1w%l0^Pdm9Sx0dP=O?mV+z3#sJ zjWXv|)$u#}iY&|_+t)vw|Kj?ge*DZ*igrK4=5pxn*PmkAD8`085AKJNl%f�B{73oX_*z3`PP~9XgUR(dCD0kJ;dQJDD8PIl)=q_udqnFr3x4+$eQ?@S)6{g`6A)&2|Ji%gj{ccCJE3uVQ6&d`cgIe> zsWF|i*1NjJ-})!SqT0vJO+uTUp3<^oma?<=q8Vn<(-XL!GTwPEus44x=Yyt5cgV`i z+aVlBhA$bzXO5%LZ!c>MhsLtktl(uAii?qt{E(ox3`7MrLY|JVK+4ex%J!kyIBj^G zI0E3kSg}XstZ4|Va3ETtD=gzoS+{DIe=I(QE-_;{nzOt>P6`IEcoasXXKLUIPm8Ov z4J75xB;+Jg5V15+I_>1-NQdmEZQiR%h?V3pgJBVx?N7fcNS0Wi^h{&tV@Y*-&4{^g zwuq`g8e>d!`A{li8vyehe;#Qe1`jSmyv+ugC4C)gRRUgxo8}9|t-f7m79UWg`OI#E zT|OQ)O_@DAJ;UC{VxH{8q{QEoDkrGP2jQ7FoXEVxgWW9BfYw}0=ET4 z`!@MOQ`X`i33vU53+LQSYLK>@=(f8Pb`Oli4xh$fvt$MVwY4~b2QyD>=OmnI1yfvwRK}UfTtPi(n5KH-mO*WpwRBg z`5xWh!BAKzkvag65YqtFW+Q6p%{5OH_KfG?D z7S_%tj`X6|2F@nJCPsF~CiK$(_Jq#n1Wf-Uuke2bI)*wq7TI(~_WS-_6*`!7e_((L zFfhmecENwFq5iir9S0NB|H!SDc!F!AtZw{NPhRO0Pqc}eO<`I`bYn|duXzbw5p}z% zM>dtvT-~hed@M{3C~6}h^zV2PGmem05=Dp>vDXVDJDKuqeSVtuWAtL%_1u2`YN)?W zi`oHi>Rln+I=jGh}SsL6OB%K=EmPI?eL9|4_xi)AWnl}jA zKFII0?@Zyf#S1XNb2S>>SP$`VU-JkH1E0m=ME-vv+nX+Ev&mw{l)Hd zpT2-KQlrzVGjAR&bl6wecg+$V3y4ARUI^4+$G0F=nI-N|W-El_D-iU=EQF;TX~}#?_IZAVY_T3=tVJ)(5Lg z(h#R2Q-`MvQ5mwcupljDTL1{2pOtO;9_wIFSVUk}L+WY`mGL$VL#+!1s^;t!GFknjilCBe0BsM8!l^d-EqAB+ z-S%{2+jwr$G>p63t$F1=YpkC-@7DNST6?W?t?A~g&52^YT3x<2Hns3=_a1%A+~#2+ zFwWWPFZKP227hGz6Uf7DevrS7|MaH63LeJ~+PY91rt_iCz+rtiD?}A43V+Ee&3CnT zCoxDIiZAfYc0ytDOFxCSvJ0G-Y#_JgCsC6!JWEPY=LSa?GFqC_LE$D@6?ty{4F1g zGD$K9wM}H>Ub0m;861g+!??DxEo{4Li*fGG`_S_wT@Kt#r%d=N^Cul}&b1Pi&5Jd_ z^p#d*a}6`9l^&X6Q$?fEiY*!n{h=&s{i(xIXzvuQxwqUvg>QJL1}e6%#dSP-7b9W;@M znup>P{fU~yv&DL610dd3Xd7Dt3po#U+;|%LNO8HoGDP12W{5eQ21Xt>KCxUlc!)dP z&7=R)XhnWtOv32Mf_$VZnqLexqA zkCC`ZsBFeG+Bx(iC-$RhKei3nl68ZK_8+cS_aEku{0t%L;#X7ekYSHKhx2A?J*L-@ z-TrR@G4@}{ahaN}sLS%=F69SKf~h=wl7hkcKJeGy{(auFKj)D(i**=#`{J|}tERYM z<#EA1?``{sG1{cIX>?mGMi_lQq?;-l&p4HWR+JkT7ME=$*|2_!wry*XGuZKFRo9a( zCfDMdviK)b@x3VX#Ce9})~DC=i~v5e`v#5+c^}+=OsH4y$HZB6i3XvyTD`{$b9;FO z6m2_1FDf*V&p^J2xxH~UHWtUL8YrWqsKYvtz}gi{D>yJzRKcX6{bSaZOqt?XBWAkx zg508}jTEw3&`pOY3y2h8@8*mc-+wDYHU0zXD zT>&O){krY2A`@sz=r5Yzye0Ns z&tVy}s)~Tq?z0cG5RYxFJdQx`cj4koKuCPv1K$SPBZ+JgedNKyqC*G+!|eYN?4)7 zqCD;f*x{k&pEQ->@=&>fJrdGHG26l*vjN=<9#G+J_f6SSz`8O%bnYgg!eV5UOG~l= zx~PMkNp{9_#=BuDTol7qv}PUlv>*?OhmOUIKWlW~w>qxy;_q4g`kBsLm?%H4-2O|! zfLPKsLsb^st_*72ArQt@%lG1?n=q0LfS^r=p?jb#O%imZW^ALnrLr}?0<~GcGNuL>;Yi@)m z%k^i!DC6a@uvxZdGk~{%a;a_7Q)f>(3~_4jRLW22Nbb5fDCDf&x%;z)bqC<}J#?%7 zkBuCo)4k>8GqxHVEx<9ZV#Rlt409=6+mdhX&BSXUEUy@a^9eG|R;&6?pCZs>$hHf3Og+Br7o6KZ0*y_>PjxBbx=pbnulB?zR&{C$D6 zyMnQcje!Q~nKSdni?Q>c4MYChR(ek)Wn_ankqtaAEQjC2GI7tmo7FHk;XlRYr_pBV zYbQ8|*PwG`ku7v;$;)L+^=I9)ep9o`rp5NoZa`E9l}IEawlUfh3)>K_xEjZs?Z!G- z!7$x!!bH-s`*#XdSY+tN7A_g*`Qp3I7g{gD4r0!1YDX0=y94fntOj&_JX6fZ;D7wS z#~(X6Ja@R8Wy@9?pNB^#CUiu1Ic}42addd~FPasAkm`JYmmMFKllg&y`s-`RDKq|V?i<|1Q82^fST?W>I;XCCdr+8E ze~3n(+qk%A5WRO`ROHi*`Rfg@M55j}IlCUCapw%&Ai(3x<6A{|^LBzI-{^p=Jsrv= zBm;GthG$S|v|u3OfC*t~tB~3dSF6*xjtkyrAE#XH6k44hQdORMuyPx}4b|NGzt8aB8BqbY*ngA2-0cR8v&8xiz=U!jd2*=a23)e*TK@oCuT2RCcX>h&uRhDS-5Gzd2U;Ceskl zWo*))D|LKF5T>fwtIOwf+_2-o)8}AULufOn({z$89w#|ej#iV9J4kv-f&DbQnqxcX z!`QL8iy}C!*wYd(>xZqZv6M$ze#={>^i6fqa?|`F`A&miIDg%eul0B>yB)k>EaCjC zO5$np`F+d0X-*s%XgayTl*y?pJ#SW@BN9@@2~`k-xf8xBBgV#3zU0N>*$4K6ZsFpt z;vd)75lAiQdP`Zw2*p{DhDp%iD6Gl^jBn6jBcMthzfA9TPTLi>E^Ap>r!3JS9m)ki z)0^N4blBYK>pyW#tN1K>hL6(A-5$P8~U=ky5;A4`1tpU zKMA(k3&WRoSrLF9dTpQEl@aB;FU-aA;N|Y^c5>q^Fa8vblD_N?BMOe)iN?0BC_AyV zRvb3$oiLxFyE;F!B9aaoDl!&k-I?s{N-eGS3*yZ8gizH_WnBBC?09-VFad{n0UpGj z1B^#dD#6F~W&Cj05-gL#Bpe^cw0lJ;2mVyHq-{_fTE?Po4h4H>O{HCkrvIbix~k=bts`d^t@t^)KM4<~bRJ2u zMrL}6@qCs3$TVnjRIB+I%Szy?&mCjPvu45a0Hj`Ox&6VNjESzF=tbXJ=wTma`|ida z?OeW<{r)Sk!!fgqvu&9$Gh!nJ&7@uKY-~fbxl&c!QBnM1Ox$J}MHT6) zR!uG!Lq=?GWGuOArFMj67tI8J?S4?GvOtRb)-jPB2QLpuy9Q ze&l}vUOf8yx+?Z{yA_Z5SIm;xtYKXr!D#0U=$tUN-NF+mEDxuyIHC5%4crU4Rc{`b zZzIFN8Ly&c4M3SN0!rLS$+i2&6$`fF2Y$)5eO#I^;XeNyNBCEinn`u%7g>|rCtkyB4RGDk@S#kF;Q6Ct zXPCNIJ^*ki`?PuEd+GO1wMSMthF)@~%VLbMXVgMa(7Z`8^40W?$7Pl;u{(TmRw7vr z_D8BD72sdWrR0REkhj4VY*QnX0r5!{bc4Uvf8MyX49V&?w?gT#t+RFcySdQE4?=&q zHKP8F=f%7S{sGua^CL~VtzDKdXAAKpJlHhbs{7e2=t}}ce>3!_>M&pRfy{&fw`=By z>6#B7!FUTOn-szFt3=-7lSWamqk0J88cixx1djIr^# z?bSjW=xZmWbJA&j%2{Vc3%dxz;8e9ZX(zF02OELXzJ^ulFIhum6H5qErDRb%Iq}TF z_*ziE6A!5TI{0Sb8%Vh#Q{+?A)E0Oi;RiQIY{xO-y_=xF@3}tz8UU=gS({lMkJEYK zy&7?*2V@QV0=aBvS_W`Q>O@X@W?~_LR0|Dk?kt_A33q(}b!;TXlhG+%c4+6}j^5PQ z#mM^SSS0{nEJweGE>G&ln6J-Pa_+dr5^n5owm8}FAj;U7Q<9@o^ZAE$-{lk(6SG)8 zg0xpye9qE_7xb?U{oFn+zmv4JW*w!Y25)8rZ+oVm??c-+Lf_x>x3d~-{ylWRovVY0 z9O9&;TcV&6_roZw5z|3ZU_GlQo=53$bmu*d=z!G8Y2Szi?eaA8iX`OaK81axy(wGx zZ70&`qD_dU!=u-7e5~m&Qoo!zb8bvpc2?t)r9j3I&_n$CC!BYufET<|Fz6-^S0FrY zcQy{<$3HEp+gG<&SlRd`3J$R*YZqV}!};FEuh&BSVTf__`4t>lgM;>2EEA*jG9$LK zyvpiYy1U*JdkwN@QC;^g{&5#L?5H}(k16g&PjNrqs-hm!1Xc$+^nL?|mxM+3ep|2i zVPhYUso%|DaP%J3bD(I?F-!DZ;%Hz82j79MjgM-(Vkj5y9-nEuO|t70ILGjMym9wD) zn%x0D+SDd3hHYO|?{l!=Cf~*vh7FkSA^e9alr9#oc>?MI!yScWV2 z=B?&3ag&TCcli*nt*2+Yp9;DNbZUyT4Y87=sH?!Pd0LrNkcgVdlR3Cqp~E1OS2BOm z2(VPLng_yLO0D~_Mfy{sw5N&qvXQ80 zl?DvHd`wda=ko#jYFhl!I;fu0H({ls$MwT#IX!1VFt%{kysoh#VE+Q;6`yEbF_7v} z^%G?m-&~SWMf}#uei>ZYb61ca#|9sNzyjH#aGX}^P=KU&C5c7aQJ6jX?y-`g(W=iI zwMDW9B}YVVxPtC9m?3=Te1^cC4jrph=2F%u7w{Ar*a=QYh*pCiPyCeTSc;5wFGRKB zw`B$>GWH`d2izglCp;slmi@$xMt{H6MT?}YD7f@$!L7SqdB^Cl&VF{JhiOHzk+bM+ zaGG%5hHqMr61K-=+XiindaY><&pm#HbQ z9w*vJsv@5G=(Rd^+93Z`Y8O<4V2c?E56f(<8aR(ifBdP5TQ z+DQ?NidI$9pfaU(1D8n7*jS@JBL_kIVv{imUK59X*<;tiZD%wyCh z=l(nsi69%_&s&$1x$EP-Ow(Jdo^;Eouh#?iSAy^GpTc(_WNBFO^$ZNFoa_de3H5(! z;{#{}8G-%&5;K?tnQxE{g9V>&;vi!=we6TyMP%)Rtg1jWl6DQpvUBXW!|xO(j?Z%v zZ6jMXkUQ`T>9J!ul##on;4C^u=+uxN6YfnW({$VKz*DHnll(!hojRDW=ssZ)FJ>d| zD?{P4|Lx~%aW{JiII$Itb!0hsTzoOc*@XTKFW7ee#eTo6qk)IH{ZQ~rFRO^=jsyc2 zJ|=Ebhw zK*I}&$5Aqc3XiNcoVALCiCr1o0mBH93gnB2czZI93VBKZ-Fd_STzA?E3jg!?3LfYf z{=Hw_D9~;O8x5ak6i*a;ik3rE%#@UZDYK|%Oi)Z5sKZ`*^UB(9X=eGevv$NU_kC_& z*(tNTL7LML@XEn;%2e3QrH?xbGKrK_GVnnMwiZE`VxnC~O%-MuMA<x$rK0hcBNdG9_mo1Z zVE{iDfX(Apxn+|cg=oPHYXt}8FzVca(WDD!6;rUrPn_xtWrqk65$s7z&yRJ-vy@Rx zG=thfJh|iJV$HIdg>I+o@xKd7JdYer-GkC(=gtxD)&XqPdI%0+c>$)b#y_o5g3R`N zy~MMrSF<*zAqRwO62??45t36chK)jLCB^}kn15y(+=@03aK|X}saWx(`#6a~gi4Mp znlYtam}!uYFe*uafjY02l#3&0kC{+D{Hx0=I9&QLltoLSN|?UmngbR7ymF_OJs}r2 z5BDZHV0IYy=Wj^&`}F3IoVGA`;1PTU#UMpW7f?cS=T0?q45e1b}ZK#ZrgBv*Q(Bupvg9sw6KN))w-nGMv*V)X$&%g%qS)+x! zI9w?AjU36Ya0jw&pn`K^%M^}NaSYK%QrDU*PuDD?#{gYu+-p_%+*qzzDqDdqO`^EHj+h;j1Vvtjw00^1 zu4S6KW<)=CAAzN<*g8<0n<#tnZn5v-H|d+lXfzSJ>-1N=Lv8l%!P0sj!{Y*Z%M>W{ z>uxyrMD9n&R~fMOc5}2=YsR_9f`@&CHz)>jCvRVbi=NdNXJ(R~Km07Sntql)sQm20 zU&m-`AFZcwMY>hM86C>}0J{#dEKD%Og=T?$QWgWNN3R9ZTOK$oH_zgdz*7FOXnj|h zmYrZoIH{jcVyb$$h~J|zcF^0O??dW|U@rozi=Tu+@ZI+}DDovqqvV8pfoMTw%^Z;A zdj`sYev}shlIJ(s%jF_g1%xj~AEBo~&!96C?1u*L*G5KsZ{}kfffnlXw8z)DXq$RT)(m{jx8m5h%Y&)ZlyDJqLK{b93qeA`M6!A zGri=rKxrkbCJXI=JnG~|p}H}Hv)_65VtPI~%leSuo5!|t>``d%)pm51X-Qym@O&zI$@R?x@y$K76(f)p^8Spw18 zFP-y{x}X_9fV+mkttsjJc}rFV%fkhX-egc}wSeGYc7m>Nt0mz4nD5`)UlIl&ye{F` zghF~4G_E~@nhlj}RLrz;d4PTyO9&Ovb7`Fw^fdZ_u3APpOV3L05A7`@nUcky(8P<% z8J<#SA9zqzG& ztDaaanva@>d>G@9;)jigi-3@R28$;8X2vK8s4j7| zRAWq2j3j*(E6pS=btOzCO6uziaw`(*1Hr~Lpyb^slS|N0%}!1=DAO-6GcPc$xK7cP z(M(Fsk}1qdtf&a6MdnQ_0UAUAt)Yk1`0e8p;xYmdhYbIvb%7d`G02!NzEE#>9*Yd& z4|92Tjt-XG#QN9)KzsK^RTze*V19wGwy{e7Ao=scM@}l#=)feTk zo{B&1zsBF7jX!Vd+P9|fCsVH-Ut_h-$vJ{^rr`f?{^| zLi^r+`lh~n@pqfM`RHvIi^j4hR4-PZu+o5F4NkVydF?b=IB~38ndGoE`+2^?#8&mr z*8Rf0B~WhIG;Eys|6VltygYVsaP{V0o8-Bf?mjPL!{O*TRedVFzUJ?K>^}Q}yL`vq zeAGN_Hhs3DkG`_+!ivb~=tx&tT2@tBn$5h=e7;<}?Qk*+bZt<1@X9YByb(?pfkkTA z$kTj6epezU7*L{rbDWFKKHVlHnYlH7o92x5M1);-5+LMo4-Y=-#D5-Fs#JNn1OBTI z$p3G1`X7)jMD7drNA5v`(>EAsWDC~EV^kXFQzAf(pZ$f}7xd&Ww`KSQbM3O+2G zESpp4BAZuKH`R9kEb8ulev|tT_t5zlP|`#5$&KE~Umk8M}J`LFi~OuP2=CAFG4%jUJ|%u?{@ zCWXom^LH@sMMnR3&JwfCp(#hLqf1`>!g;qzZB^R3IT5QPUy0<+VbwYoLUqf#-eOOi zt4gI{3mEc1KZI!pf0wK@5gD>lc*PKlAs1s%9ib_bQ+WFjw;}I6nt>Dz2^yjua#VyH zq}M=zJxMCE>=4vIh&}1Q(li8oB-`LW^`Yug)x>N_SrN3s?E6x0h)_iS5F~-&`b5DH zq%Fu)MA_j4g+qa2!A6MnV@KG`M4@kgDKwXeKW^hu>N7Z`y=A|u)~y?zBg79V-;;5q zJd@IjTNc0`b57F2VzDyWnoQE2)#vLr2la4wObpEC83)XUIHeLwvX1#gW3kS86?q<_ z6q3Y_HDl^0TDh#I)y3ousX{ycY`8eDooPL}eoQh-7|{(PNzL3f2KdQPZ-7?e4N@`Y zZ3w0nUq{ahaaQbS$MzGyS&sJTpVo6koPD+~~D=Hx$8WYB7gMLI* zSD$KXHfQr`y*7fN#k>5K`fAp;7w1tM{}EPYaipcug}F56PW=M+rm2@^ZNuK{=>I52 zG>ldz(c6)1E$7%?8S2V52I*h8wCWi`Zk0a35wtYCn9PLw^JE^TtCth=R6?pv_;`N4 zS3;wk8X#7iM^=P{!{_)@QPi3L%u#q1WF=>OZIo%*u4*viw}3@AKn|rqI{%Za&2)Is zZRU5nipxNmhUyB32zJM!?q>v&<4}~qH6hkVw9$4Sse{^~?RDhbdKGE~k4B6mFcRuO z*bl4y54z!T<;o;VdR3i3Z9*7T%tFw<zAC@~OMLouw;?)Pz6Ss@v#_$112|@2 zUs*K!C_#%p-xF44%dZ8GCu?cM|Mcy~Umt5!O6#QCqVDhu(m~kmzCR_#PR}tVl$zg7 z7Mk?)M1Lz8)$SS+s5Dgc+eIC7igJCe?Zw#8#M&pZCW%>>ucnlA)v()kQ~!l1g*hdZ_&@S?IaYissU^?0eZti8lU6PblQZCc`ZnbNSX z=qG!MALRUV*~lVY$)KUEoAXjseJ6bA_)8h<=9F z%!^p@>@MzVn#M_!$mSr%lc{hxlF|-ErdcPZuF|3JnLPduK5^%L-qMgih}FbJ;iS|7 z^G8yM(~p}HIl~m4Th-yV^PNBPpy&sZ)jn)njSj^ztQ!v=KAS;EX#cL>>d!RPT+?-090E*gPz8xz}(Pe)w6b zJRK_;qf%Djfg&+GtpQq>+jSPQ3;}4VDPP(U)sss7v$T(l$YabZr<`>!R9s#ZEuIXJ zmHz9OJfS{DbsuE4a2;gzkbM|?(H}vqAa9laeqUMxn@=oFEyN!4moTYtGL-z%K zZ0{E@o5f&|ceX0mQ}nY&==d2EC28*t4?|JqOx05As9N*Sa~c@LP|P>=pz=|Ol)(DJ zJsQ}@lR;%}ID=bsaatp*ywOm2-2isTzgys(Q|SJYVZPyFP|=wqqr7AS3n8NhPAzG9Qwd^^U9x=a+_|cwH-U3ZyPCAX@Ar@i49C|7Ru7}oBA_1 zWudd~MaR&z|8%iTD0UU?n-C^)}ZJ_YR6>--dM#uRF*AC&a z<`mQU52+qR&xf5>(-*fZBSOfG1zG^vu&d)RwqxYUv&+xBz;MpAX3*1?@@L&}ues?j zHSEFRN73xMZBAXSzs(H7J8bdm4}iVam+VfVYMXuCf4z*M!Ohvx>A{7sUF|tHTskg? z%-m+|p7f_)`6V2z%@VJS-bgflWcBxjtz^hSN4Q6FpT4hQ5 z2iO9uLtg1xeEsC6yB*9fq@g)5M(wO~!`I{xT|1ct0VLr&yc#Q-MK<{4SCCHzC(mPz zoUe_~!KNB(1ld=d7^+))WOqF>t_ChZ`)pKQPJ~E+2(@DA_Xs%eLTCUn1og-K+~?rm zF@&f|wy^`TizmRv{v`!gN(@xjCXG2@u}Nw7_~Vw}q61D%&%h&wn~hGZ^PK899P1>> zMsFu3&|IydgjWD9@lgNmh?yR+oCHpAvx#c3r-v%-+*s8qHAOxsy5a29gpr%jspJYm zKw2R?xiC`Cf%Hoy5qZee+|W0WtP0|hZck{m1l$>V9E9xzcp$rr8ilKAQB5QO$|phN zutciv__Iao{;D`edU*n!Aj(cm!yc+5&hG0TfF*MG{-xeQ*We;E5L)d&9gZc6GEDK0 z(#f2DV;wmjdZg{|*t?Ng^>Ob;6OMTDC}b zG_p)y$8ZBIA?mAZ3b?2~*CK>b;veNK;izB;IG`8wx0r!VC~s&;c*Ke*WCaBcPM@5n zixiU5VLX9JM#bC1AhxFtMF8G93FRd1sys2{%kx=8)fL@ec}=jj5~S5LAoj~)d%rc! z3rtv)$o@O&2~x~^A-e%h3`j+ZPXfyN>3^6^ z@h$+lw7y2)Mvf$|l)6Mu0U8(HxNQb^P_`ibUHi1JFEW@>=1&zveDu&~dMAQ$2uJ>@ z&(^0$s5p-Vz~FK|^HauIBgXFq7dbvZ5C(4{wc%@VggSeE@wfpkMP>a5dmUp3X+=@h zLU{lQoQCB380yWJ&!_co_VAL-U;HU3 zLN^0;XNVO>!S9@s)e19j1nmMs)To%ndiMreynyjfC;hSWMO5%OB5o>&d+fz@5NS6~-O}yVw)Ksg@3)igOPxF%+XeGUM3bEp zC5(1uQw?N5JDs5MRs8@2d_w~vKBMe0$#fddc`;Na;7h4gDD&$vrQ0RO{_}!+jcVC3 zP2}IE=Ny3+A8FD3@kH1l*w1kc?nJ3WV}+7=)*8;~;q`JH8q(jd#}m2F_Q>nL2)1o= z!`%k3CzCWpS4ekNhzm405f%gVE2Mf{{E;xrmLTZr>TS@lcq78=0a_XLAXV~Uktu_d zN=w<1#{051uT$ggt>r?aGeZe02Y9C{p7HKz+MS{G&IvG(V-I4M^ff~&qH610h=s+e z6Iknzirdmb1dNAmqdL)8(59HE??h6%)}HT^iImGcZP(o8vQrvZeM*uB7K5%!fKAhT z)MANM(bAF8GQwR@JjjHM6Gjch49Sd2rkd&t{huDI$QOZ! zaKs}~%d1~i_NAngDaGC0(b>{o;Uf0;)nz!7Z^iCL;kCd;tPUDd_DXgBt+Xryob>VB z8(=i!-Ta5bz%8cr*rtm*`7Y47;Sl$?`t|F}gux80s>_U#E=$6QKHVaWT*w5BP&?mz zjtJZ8=37PPN@bgdS_)G7AW$tDs=>z`6QwVPs0`a3wfP;bE^un;BmoTbdbpdVAF}RZ%zP@+O*|3K&IuL`_%97BFR&lr*buD8#=r%o#E;Qx=~G z!g|)&3$Ui!b@C8)t7*Pq=Xo9&6^DZUT0+2_t?2Ogci}HD!greIMY*3-xevij+-$V8 zw5*b)wM%Sl%4$u{A9*=c$$m_PP@V_E3{LKW<=_M#`%-lX0NlId*F0u4U4y&RHI z6VF?4>-?2pYj5&z*fx`8_Z3euKQv$2guqEjz#8BdB?vT7vV2|}- z2(qKKq<)uH55p>ikkE8_#Qx5(>WeAbF+>d1L|E;{?WC6JZf%ROG$aAnQVSa`W&r(& znoa+TMA~}en8z&CzU{WUyxLmjYR&XQVFh)TIxAa?(L*s?F)QYJCeA)eqhx8zt?U-x z8ym9V@Qo;2)LZ5m>j+yqN^1)%SX|6R;Vf;sXHc2c~>V-uEU$jegw&N@7gt8H#kaN&`gyajxlt9ctVOCVQ4r{8~s2)DZ)mIv)ViS$GJ zKb+~yqYFf-g5Y_@*(E>O5i5i_B8o+IxS!uv_JL29TJc?QJHOgtXvlU4Qr*`!q0!%1 zNtM&lRI^nRmHlH=aP4?TpSE_m-PS|lbG9^aLUl+b#w#r9nHGzPg^&A%5}9^&)E-{Ym$&KFmJTVm^+mn~Ieui3K;o58tvlcHTids7ATE9=oE!)_ zr^|aB{uN=C!U@|zEv(w7Oz|h!M4)Fl)8KuwbF~l!;+rBY4}RdO)BgiaMgTw9p6M5x z6V*fP4iL4GT6k7mU~`qTYl+7n*pUJbFKfdpsf=FJ845tfk{GKj)>JM zOr72*ouRR!htwrUD?%qNIjC5Zx8vm{8Yi5`IE)^^XZoR}C=}}>fj*JfVNz}~NUmm@ zCE(dhF0B7*D-DV?(2uM_IB5@bBgxpt-T*iel+DSHvu&-Woh)Tuj&sMsakH?mb9b~Q zQk!x)PFOjuOU+SRR4{6sk(y*p@80ZwUVdx+J-%3nRp56{r!<| zVkzzpte3opTA9Yd?L8+-r7kdl(ne9?kq}J`TdRLfnhXtgDXJcq_UcbuU1scO^7d-a zpRH%9EP2;P!&F06K~^#WrZ~d()sC(yk?!x8a75;anH{avjar68H7W1*E3K2tnWm;r zRCI-1NEI?NxLH&*&~mfB^8Q2-O*>&?K-PQDuJ>G3lq9-FzeciD9IH*DY!NY zF$m)MVbVbe6U6)xkX&{7A#TOou~8`V&6lB6ODuCVQz~7Sxtfid>9nlsPY+x=PC(42 z<1)^9+;WV!J7;~pcXvLw22I~T8rG~|o|=(jwA<-;Bq|kalgy0^u!|`(pduzd=^}Fl zWCaHwW`% zejWmT8(zolzSPuxd1=_Jur5JUs6OwZYVk8r(SRG?r8X6`ea#_EZLT3Je~p48>CWGchi-M(y7QL4`j-kYF2!c8N75@!KXJ& zt(uQo8pA4*ZB!>Bq|=luGR>4szP?{;&6-H5anl%E1Ci(FmU~eb#<{KC8<+)m~y4cv+1Q(?9mpJUZ_e=PA?LVhh5B%0mXL32 z#&ua02S({ew>G*QdDgRZ)J#^b%XVDBh*3Q7+PyZlx;4|2tkqiE;+Gm;6GJKvs0q!= zclnx7KKb&*=p0eU~O%9gOI6-Ksbom(9A`;)__-Co~V z;fGOG3{EtQR4X;<^cD;ZDk}{{MVyL#{o1nEJ+ZXb_Gb95aF87E9Y-Xa*Ns$Zg70cf zwM4a7=yqMSkuJf9Xkny2FS3iQ!u?K--dDpHu?eSFoVxlFy?j?y0SZ$&D16OgnBvXW zm#0!&@IdIpZP7s|irm-KdXyQ#mY?>>rE3V=HMoc&y+ds3+nUeBdU+QA?MN+7%ZmLbInQ= zD7AnKlyvN)r^T6W`HgOrXhs_oA}>5)dEN7S;NRiv(WJ zUui+Oy~%)@;m?lN%AY5vOY0Ws$c+f98n@FruzOUrxoRucRT;+lFxD2{i?gbdYy3f zTBbx5xT70L@B4F=YMa4ip? zDLkTJyr{4J2SOjb!MjNwQ!V~}xaOxUAxJZ7^vtK5xep#8nlMzxTs9c&Z`Ln?{EK29 zUEFMK2}@A8a^A$xkn}B@k(0-jj86MvfQ;D5!An-aXnCd+l+V?N>+z?xcPuBzUWZf! zeBJ7{>){JNqSPn30_qS+rVG?ft^3(t_!yGJfwM40No2qA^QsB&=_$ zocK>TR~b0$bixjS0Sl*)PYmXZl9W;N?Z?X8?H`y`odbFCz^F0?nB*D=SvmREwugpU z#6-wq4=bqV#y-xdwGUv>;MyO>IpZ_sA4a7VWv*-rnJb3o!ycGZlm|Qq8q~mB(7d|} z7E$w8{j$W{LXvP2E9=tJDj{Wm)TnuRA~DF|y!ogmHoX=}#tc`t>smzLITQN5+%Q4l zM*OcPqU#)s5vVg=AOOg6RjUq8V-N(&QOCz&?OLoMOtBQEBoW5(HFT>EEf-q-Oj zMEWW^FjSOxvI>%K2|p)oc+Mh1Y%oR38`liKN?yWs0dfC^?%XENd6i&gNGXt!6H)CFKy)7Z`s!g3rTC znE$aJ*zVAC5kigqXnf?Pd%4InIzb<9*bxrnSYA-IYxuG8Rw#H9eCw;x%OvKp!*C84 z6$*RkkqbEw|8mO5ck`b0A+mE|;8N=HdHJ|$)y>~s8HH1W_G(tSsJ@Pn@Ec9P;ZK?M zo8HCVz4|_>t0P64gZvjah$Ta@KV3wK&$$|t5QsO9n~ly#KaPZvWa;lH5m*QsR~k#V zooA0KNOMU&7(y~f}-t^RI$3?jB`^?Ycb>A-dGF>d- zO#5=#*2sNjGG}^S6N&1;GM`Si7Ke#sUZE6wE#qkfd3}C9BxeDzALqB5T4nf-n2#p^ z>@6KGp6I8VgVb*?*ZH=1Bx))m%+llB=u7z^eHw)Nao-2W|XZa%4UG`iBOm< zpcEe=D~M9~pHg5r`+F`+cM)^LClb>Fmu3SoT?gJ}&(xJ- zg*)Z2WX-qLc<3rKq?ew6qlwDZ@Ejg4Vi1J|9hTTWzN>sIs9!T^(7`onf|5fk(*X2C zOZ}qwhY)d4w-8e+u2-y}QnyIsMT8x|H9K7fiBnK9t-&^XiN}#uD`>$`)A?-08k2)} zP|mE_&a_zi0B1k3$v)_;E#C(G3Fo^;C#O`8u0N4~jHd~clUinCA8`#KtYH|@NJ*mB zPfH83moi*sv-4cC04{(qyf!{B~0}*#2Fr9hgAIGQTk)=UPDjJRW4B$ z)X?W2zetrc9eC?V=zAAN%`h1PL<2X$ZtsOIT|!qh4=?TCQQJGmRE7>8lrEUdYx%~` z?(6DY_yUoxU_YR~XA}LWR5bQ~6XyJPJiz{s98OzlMq|?;2;7KZ2$V-k0vvpNUVKUR(Ou_$A1TQ%q-=<4s>oB;ji+y-4LxOJrx`Qy@WruUaIo8o6Cu zykzA1M-faEW^ZaFJ8JU32Vyah+04ND$f zCS)ZmLV=7-sE&k!$cu&wVKiY(Zyb>r-Fz}a*ZMk6csq_x_RHsN_Fg@&+5b#PTvn|`Qx%Z?Rmgs=Ag2`z3dq({ReY18ju zD~&RrBQqf;Y+Sy zuc4sdhUbx+I>u91aKBjRyMwa>fTEv17OWgswP*%YUkbbE(TOYvf-!M}Xl(^jm)3>1j=fzrQTM@UR9v?nF8P2e*% za8TP|H}O)v!Q~lz(enC0d7sZ`Wa?=rY*_cc>!$(gEr zO62-&556fE&*-Q2>srQLAg99~36e#cwcy*VJEWso0E6k3SI*&>lu~@oyzN~5rBUYh zE-U&|@DbIHJ=1@`GFboNOJr*t1OW?&76Au=5DsbmA13Ac zUx9-EN)TjLGPO~2vu9Q$V`bs`8z$)D>P80S`d9Ve4461rxc)&}tn1mju8!2c1q8yD zT|`C|k+WP%jqSH3HP)pzE_EfHEA-XqvmmNOeF=dCjK4oT+#*Ydu$9tR?b~5q&OuKU z9J)PZ=8`}h@R}fMA#(F>bA3~#T%(d*4SN}oPDl8rO^*q{nsy_fiB(~gM2Pkc?Nz1j zqtfTgMu@8~Ng*rz6CMU#;7HRi5ibO<7kFKRnl{F@{XOM-cL#7(iE3rY5mA9Xr z_Q}>Bab`*F?@)Xh5J|XU2$nvFm5qDI7&gg~DuQ+zQbv;i$_G_R+QcXGNfs z(B=tJ>MEkbsd}Nfick=W6S8J|HOPUH zJerWMOd#TI)_A11ktcJBP~>=$`nOqVAcB$=$1t_9Q-axn)|WqNB3lI>Nbul#Qj}P} zx>2G&5DJQJ<16{?2-HTaVGTDV;FkcfQssL&a*oE4wK1N(dbVIfdQFMC;F*HELU{X< z-6l~el-13*K|L_)5CC_WNJ}8bXL*gER7@N?7)fD8t)k5EwqNi?Trw~wLPT@t^F98q zNcQA?Pv-vqv|}W}qP}dD$w83I?V&Eme=MQgM}HnVf@&mUIrfafH{$cwXA3EOk8hoP zLIs<>8owt#GR&Xs^zoXLO?|#k&#Ab7M;x*r(iu|s&|A1$3NTQl9&8b+9xpQlb^cPS zzcHOh4wIwe(XGLLja*XunwnoEld0DKOX=g(2&%BT6wbXt{Y$6>PI_r^QK_Fzp&vtr zg0sMn0|mfb`GHSc7V#`ak#v5A60v4j0~c%&I;Setq}hs^jeC$rYilBWNgAv2n=vi9^XRIB{GwISUrv*Ix38%%N&RES%H@sWf^#|tt z&56Bx?spG6E>ffWx@5?4#c>O-NW-xVb+!uZWICjlgkMw3!)yjwNzr@o(zLj}o*x2j zJM?I!C?iFGv4RPI>eu1xO0ofNvL51rI2?pyiIc*20ckg%+ir}5*pquP zHUAco@hA9-S+qmE$;p-q!TCYXl+1w6@-TERcWK11#L~VxY}w+uk9Jx>ymUBVohAr_}LS8JwmHC{`);MCt&tI6X|8y*O^O`S$E`C3fbaSS|S$PucEl7t+ zOs80`6B_Vq1Z%fbyb6qr$t8=V?n3fe(_@CnU)wQ7Ehh-%jd& zEGc;FB#im3Fk2%0{_Ucw-0ZUG7~|)rF-7e!e)HZia;no}{cIBQK3VaqKOa@OX{V&B z;xTf(l|{I>Q^=b9p;LyW7>%P|Kn#7zt7MX?*aubiGQ5c6Ro+;)>k^!DNuOf4=bcDW z;`!(Rdvm43$%I-y-d})`f9%e~%O5(FoR#%+XZzDDXLwBH<+u&u&il^QxrPef!anzu zc$8;^3#t|FZ))=otlR!4_C_F?TtW`M<*fNxV$!dTRsZI+yZhP|j>YzIA^#U`_z6DC zFF8NIU5*XxbXW^(yOa-@EbsJ;HooEs$j{co4o^{8Vh%ll=Dss*pqVq8}Hq1hvM=4 zvy@TaM~jGGB~*hmr!HuO^pIOY-&g0l2!DOXygMs0%gf@CgFf4bSe1Y(-49lqkhbTM zxTo7(gsHQcv$3B_VC1n2_Qk)1S9=j65SRjA+*NLV)o)*S33D^L-;wJlen`}6Dlo2y zGzKyCgS49Ob(;3@OaC3M5|BDd!yZ;otB_i==-~J_@X_4cfGf7QSBCRMEWYiSI0wLA zl+Qg8Fj^fOPmRS-z;~7Fe9AY=-W%7iP@1Q3k9sfzzb^~Y`+62l8K${WZ|YCuqgi!1 zqh|k&WJR5Ry`rf3Zn1*uD7W#H?{~dJI{zx4w(<8lfXW7jwJ+0*#X|4{(Pjy{01X!% zXnJ%?UMPKcum=us`&U=r>u@{JeapNih{XtR`SBuio}OM|1$5iO0(&lz>{mN@m@2|D5ULy{(?nP z0MlISR2#)A7NtF+Jpf6LicXE|oD;PRGIrTI^R5;4hzX_a1QeBu#oWS~I3RA^;9|}( zQC30|SbQGhuo0<#&liLyuuO55{M($zVU)%IlDPxYf?XZ&Nw4R^EWMc~?~a{@4WFR45mk3WlZEnSSkW*-wlI=ZZj_mN3HS>yYs39qL$mOsiW8axZNJn3xg{k9PuR|Z20 z$SjGX6%B>#h*80hJ>|_ok4`AF*W{paUQk}>pH(i;jLfVmL;qUh5~GL9n}N1Gn^~E; z0QZpNnuz1?tC!sI<64ka;`>A%QAOk&2b-RDKr12)yHurQ0KlQr^&x`+evdqR z+t@h2Rd1i59>S=weYP4Y=vCT7C2y(!`e~7RNk7vL z%zYJB3)G%q;kyOt^RkzLW$2F}OEMzi7{Y-dJ<4=9ig+v9!;B18Q~=9){i>64SaP8gNo(oE6$$-7E5NJ7g-Y`spAyvR_)MlL@Je~ z*c#FDO{!Q3&c2vGR?yxqf{#nN;}^jtC>~cVhyf%o0bU6U2^6g2z!So78W^&u!ml}3 z1s5=@&Ff?;7&II}VMl<(*?9q%TolM`E{T$XsySKmeTLKDZ15_bim87@eU_`I<)@`B ze0)EWF-$1@Jmr9IA2esy7R13k(l4%oG|A|gL`Vpln+gk%(#*7cpu5FkX{hNcb?~VYYT>zrJjW8bk!p8Vu z>7!leBmQu97Isk@Y(D&yk5I|H+3o#)@wPp#h4*CFtMk#4l~8&*xFqpcE;z|lo@g#V zCZQH603_5RjWxW_%DqXgAMIVnZ-wgI>0!8eYWN9Xw~dH6Iwaztp6+UQx=qirqNo@k z@n@pWs9(z>n`iqV>dfk|!IBWW8yWJF|AmGJr26GCJ^PvL4W0x~Ys~iqL8So3;YpmG zOr*MmFSAGVg|7bF$Lx|~q%i;|OH1(N*zBww8zW}gcg34gD8#Ors9_^C39 z>oCR-VAJ)XbvfX?V3kq2^4EStBBK8;E+z}O!Rjcqi7}=+=N97fHeK?vdn6z$zKoUV zoBK(A>ktowddk&uhF@pp#-!{m6J{WD$T^3%f57$o9%oRF*3wg4tRSs3`{XI9aOyqe zZWi4*ynlB*o#Z7broo_?%Q#2BI_RgRzHNi26^Ct5MRqKzK8whGyUj3s@d{Qk zZ%1smo6WYX^{p{4zw$4|JZ>As=@Qb~==S$ z(f!k>&kLl|zTcm^3_3bVTnV()$-Qs5ecPOqc!g_wJ^odHc!_rWeAJ|^z7#H48Ji!d zqA*U1VY;IxvV)w14lE!UA}Hs}!SEq49T@TmQ>35sqUS4|&5F>;(M#+A+TQLmusl zr*ruz`LnZ>EM!DP+BK2wBB?ZfvRvNL`Wzhh%`;j5$v~#cln)En%o+w+6^ zM6|d~KM8x?tB}W;lavE>yUP#I!@JIXQKHMHs`Oh#{BiZ6W1x5Y8qNCGy{YvItpKe> zTTjxWb;-GMu{rw0p~u9bBPj(lkBn-$%*i;di{$GI^loOYhW9l3afRy-h$=fE`G24g z*n$5WhoG%$Zow=guE%fA0WviKnsf7*SO6_RATBcyhzDrF$pzwIXXoK&;S~ITk1$|X zb#!z?`j@^zm08BY!jX*af0k<2KIUYs>^#g`daQrD*bM$J6a_o`KLid`vog&6BKSeq z-nPHy6-)g$A5acXoP8N%K98LXNZ&(WQud4rf}N5`jw}qrOl3-pPMo0fz9g z;#cI`GDBpJ!c}R5HMAp8v_tK|VFF-CNQ!NGGuqDs!VE-xf&(J_l%i0SB1n||h(y5# zabnYQ;et-WgoR?%AYm?0^qZFFUJt~cD9Pitx_)yTC22$tBCHeQ;oQ~&RX7VnE-SGC z3*9a$FK%xJL-&z3^1t3Rl;Ikc(NJa(_Ge%wXP|IqknCqriIovGW)KBtU>%Mk5U+yJ zI%d!)SP*vW_M6_VURF&#`%MFH8yL>1JV~8^aE`w$K#c3C7}*=^)S8W zvr>)o7pq{H8xQs_}} +::: + + +{{< include includes/_general_info.md >}} + +::: {.callout-warning collapse=false} +## Setup + +This is the template for [assignment 2](assignment2.html). You can download the [qmd-file](https://avehtari.github.io/BDA_course_Aalto/assignments/template2.qmd) or copy the code from this rendered document after clicking on ` Code` in the top right corner. + +**Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.** + +The following will set-up `markmyassignment` to check your functions at the end of the notebook: + +```{.r} +library(markmyassignment) +assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/", +"blob/master/assignments/tests/assignment2.yml", sep="") +set_assignment(assignment_path) +``` + +The following installs the `aaltobda` package: +```{.r} +#| cache: true +# Caching should be fine here +install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos"))) +``` +::: + +# Inference for binomial proportion + +Algae status is monitored in 274 sites at Finnish lakes and rivers. The +observations for the 2008 algae status at each site are presented in +the dataset `algae` in the `aaltobda` package ('0': no algae, '1': algae present). + + +::: {.content-visible when-profile="public"} +Loading the library and the data. +```{r} +library(aaltobda) +data("algae") +# The data are now stored in the variable `algae`. +# These are the values for the prior required in the assignment +prior_alpha = 2 +prior_beta = 10 +``` + +The below data is **only for the tests**, you need to change to the +full data `algae` when reporting your results. +```{.r} +algae_test <- c(0, 1, 1, 0, 0, 0) +``` +::: + +Let $\pi$ be the probability of a monitoring site having detectable +blue-green algae levels and $y$ the observations in `algae`. Use a +binomial model for the observations $y$ and a $Beta(2,10)$ prior for +binomial model parameter $\pi$ to formulate a Bayesian model. Here it is +not necessary to derive the posterior distribution for $\pi$ as it has +already been done in the book and it suffices to refer to that +derivation. Also, it is not necessary to write out the distributions; it +is sufficient to use label-parameter format, e.g. $Beta(\alpha,\beta)$. + +Your task is to perform Bayesian inference for a binomial model and answer +questions based on it: + +::: {.callout-warning icon=false title="Subtask 2.a)"} +Formulate + +1. the likelihood $p(y|\pi)$ as a function of $\pi$, +2. the prior $p(\pi)$, and +3. the resulting posterior $p(\pi|y)$. + +Report the posterior in the format $Beta(\alpha,\beta)$, where you +replace $\alpha$ and $\beta$ with the correct numerical values. +::: + +::: {.callout-tip collapse=false} +With a conjugate prior, a closed-form posterior has Beta form +(see equations in BDA3 and in the slides). +::: + +::: {.content-visible when-profile="public"} +Write the likelihood, the prior and the posterior here! +```{r} +# These are not the actual values for the posterior! +# You will have to compute those from the data! +posterior_alpha = 2 +posterior_beta = 10 +``` + +You can do [string interpolation](https://en.wikipedia.org/wiki/String_interpolation) using [R inline code execution in quarto](https://quarto.org/docs/computations/execution-options.html#knitr) as such: + +$\alpha_\text{prior}$ is **`r prior_alpha`** and $\beta_\text{prior}$ is **`r prior_beta`**. +Or string interpolation within math: $Beta(`r prior_alpha`,`r prior_beta`)$ +::: + +::: {.callout-warning icon=false title="Subtask 2.b)"} +What can you say about the value of the unknown $\pi$ according to +the observations and your prior knowledge? Summarize your results +with a point estimate (i.e. $E(\pi|y)$) and a 90% posterior +interval. +::: + +::: {.callout-tip collapse=false} +Posterior intervals are also called credible +intervals and are different from confidence intervals. +::: + +::: {.content-visible when-profile="public"} +Keep the below name and format for the functions to work with `markmyassignment`: +```{.r} +# Useful function: qbeta() + +beta_point_est <- function(prior_alpha, prior_beta, data) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above, + # combined with the prior provided above. + 0.2222222 +} +beta_interval <- function(prior_alpha, prior_beta, data, prob=0.9) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above, + # combined with the prior provided above. + c(0.0846451, 0.3956414) +} +``` +::: + +::: {.callout-warning icon=false title="Subtask 2.c)"} +What is the probability that the proportion of monitoring sites with +detectable algae levels $\pi$ is smaller than $\pi_0=0.2$ that is +known from historical records? +::: +::: {.content-visible when-profile="public"} +Keep the below name and format for the function to work with `markmyassignment`: +```{.r} +# Useful function: pbeta() + +beta_low <- function(prior_alpha, prior_beta, data, pi_0=0.2) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above, + # combined with the correct prior. + 0.4511238 +} +``` +::: + +::: {.callout-warning icon=false title="Subtask 2.d)"} +What assumptions are required in order to use this kind of a model +with this type of data? +::: + +::: {.callout-tip collapse=false} +No need to discuss exchangeability yet, as +it is discussed in more detail in BDA3 Chapter 5 and Lecture 7. +::: + +::: {.content-visible when-profile="public"} +Write your answer here! +::: + +::: {.callout-warning icon=false title="Subtask 2.e)"} +Make prior sensitivity analysis by testing a couple of different +reasonable priors and plot the different posteriors. Summarize the +results by one or two sentences. +::: + +::: {.content-visible when-profile="public"} +Plot the PDFs here. Explain shortly what you do. +```{.r} +# Useful function: dbeta() +``` +::: + + +::: {.callout-note icon=false title="Rubric" weight=85} + +* Is source code included? +* Are the prior, likelihood and posterior forms in a) reported (derivation of posterior not necessary)? + * No + * Some missing + * Yes +* Is the reported resulting posterior correct ? + * It is not reported, that the posterior distribution is a distribution. + * It is reported, that the posterior distribution is , but the numerical values for the + parameters are incorrect + * It is reported, that the posterior distribution is , and the numerical values for the +parameters are correct. +* In part b), is there at least one point estimate reported. Sample based estimates are also OK. Points +should be given if the method is right, even if the result is wrong due to a wrong posterior distribution +being used. With the right posterior, mean, median, and mode are all approximately . +* For the b) part, is the 90% posterior interval reported? Sample based estimate is also OK. Points +should be given if the method is right, even if the result is wrong because the posterior was wrong in +the first place. If the posterior was right, the 90% posterior interval is roughly . +* For the c) part, is the posterior probability Pr(π<0.2|y) reported? Points should be given if the method +is right, even if the result is wrong because the posterior was wrong. If the posterior was right, the +result should be approximately . +* For the d) part, does the report discuss [somehow the assumption of independence given the shared +success probability π (i.i.d. or independent and exchangeable trials is also OK)?]{.content-hidden when-profile="public"} + * No + * No, but other reasonable assumptions are discussed + * Yes, but not quite right or some missing + * Yes +* For the e) part, is there some comparison and discussion of results obtained with alternative prior +parameters? + * No + * Yes, but the results and conclusions are clearly wrong + * Yes + +::: + +::: {.callout-warning collapse=false} +## markmyassignment +The following will check the functions for which `markmyassignment` has been set up: + +```{.r} +mark_my_assignment() +``` +::: + +{{< include includes/_overall_quality.md >}} diff --git a/assignments2023/template3.html b/assignments2023/template3.html new file mode 100644 index 00000000..d45ff1e5 --- /dev/null +++ b/assignments2023/template3.html @@ -0,0 +1,2419 @@ + + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 3, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ +
+ +
+ + +
+ + + +
+ +
+
+

Assignment 3, 2023

+
+ + + +
+ +
+
Author
+
+

Aki Vehtari et al.

+
+
+ + + +
+ + + +
+ + +
+

1 General information

+

This is for BDA 2023

+

This assignment is related to Lecture 3 and BDA3 Chapters 2 and 3. Use Frank Harrell’s recommendations on how to state results in Bayesian two group comparisons (and note that there is no point null hypothesis testing in this assignment).

+

The maximum amount of points from this assignment is 9.

+

We have prepared two quarto templates specific to this assignment to help you get started:

+
    +
  • A recommended template (html, qmd, pdf) which uses some additional packages, which however requires a bit more set-up work to run and
  • +
  • a simple template (html, qmd, pdf) which doesn’t use those additional packages and is therefore easier to get to run.
  • +
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Reading instructions:

+ +

Grading instructions:

+

The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

+
+
+
+
+ +
+
+
    +
  • The recommended tool in this course is R (with the IDE RStudio).
  • +
  • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
  • +
  • If you want to install R and RStudio locally, download R and RStudio.
  • +
  • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
  • +
  • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
  • +
  • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
  • +
  • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
  • +
  • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
  • +
+
install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+
    +
  • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
  • +
  • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
  • +
  • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
  • +
  • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
  • +
  • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
  • +
  • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
  • +
  • Do not share your answers publicly.
  • +
  • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
  • +
  • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
  • +
  • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
  • +
  • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
  • +
  • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
  • +
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
  • +
  • Is the report anonymous?
  • +
+
+
+
+
+
+ +
+
+Setup +
+
+
+
+
+

This is the template for assignment 3. You can download qmd-files (full, simple) or copy the code from this rendered document after clicking on </> Code in the top right corner.

+

Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

+

The following will set-up markmyassignment to check your functions at the end of the notebook:

+
+
if(!require(markmyassignment)){
+    install.packages("markmyassignment")
+    library(markmyassignment)
+}
+
+
Loading required package: markmyassignment
+
+
assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/",
+"blob/master/assignments/tests/assignment3.yml", sep="")
+set_assignment(assignment_path)
+
+
Error in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).
+
+
+

The following installs and loads the aaltobda package:

+
+
if(!require(aaltobda)){
+    install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
+    library(aaltobda)
+}
+
+
Loading required package: aaltobda
+
+
+

The following installs and loads the latex2exp package, which allows us to use LaTeX in plots:

+
+
if(!require(latex2exp)){
+    install.packages("latex2exp")
+    library(latex2exp)
+}
+
+
Loading required package: latex2exp
+
+
+
+
+
+
+ +
+
+

The following installs and loads the posterior package, which allows us to use its rvar Random Variable Datatype:

+
+
if(!require(posterior)){
+    install.packages("posterior")
+    library(posterior)
+}
+
+
Loading required package: posterior
+
+
+
This is posterior version 1.6.0
+
+
+

+Attaching package: 'posterior'
+
+
+
The following object is masked from 'package:aaltobda':
+
+    mcse_quantile
+
+
+
The following objects are masked from 'package:stats':
+
+    mad, sd, var
+
+
+
The following objects are masked from 'package:base':
+
+    %in%, match
+
+
+

The following installs and loads the ggdist package for advanced plotting functions:

+
+
if(!require(ggplot2)){
+    install.packages("ggplot2")
+    library(ggplot2)
+}
+
+
Loading required package: ggplot2
+
+
ggplot2::theme_set(theme_minimal(base_size = 14))
+if(!require(ggdist)){
+    install.packages("ggdist")
+    library(ggdist)
+}
+
+
Loading required package: ggdist
+
+
+
+
+
+
+
+

2 Inference for normal mean and deviation (3 points)

+

A factory has a production line for manufacturing car windshields. A sample of windshields has been taken for testing hardness. The observed hardness values \(\mathbf{y}_1\) can be found in the dataset windshieldy1 in the aaltobda package.

+

We may assume that the observations follow a normal distribution with an unknown standard deviation \(\sigma\). We wish to obtain information about the unknown average hardness \(\mu\). For simplicity we assume standard uninformative prior discussed in the book, that is, \(p(\mu, \sigma) \propto \sigma^{-1}\). It is not necessary to derive the posterior distribution in the report, as it has already been done in the book (see section 3.2).

+

Loading the library and the data.

+
+
data("windshieldy1")
+# The data are now stored in the variable `windshieldy1`.
+# The below displays the data:
+windshieldy1
+
+
[1] 13.357 14.928 14.896 15.297 14.820 12.067 14.824 13.865 17.447
+
+
+

The below data is only for the tests, you need to change to the full data windshieldy1 when reporting your results.

+
+
windshieldy_test <- c(13.357, 14.928, 14.896, 14.820)
+
+
+
+
+ +
+
+Subtask 2.a) +
+
+
+

Formulate

+
    +
  1. the likelihood,
  2. +
  3. the prior, and
  4. +
  5. the resulting posterior.
  6. +
+
+
+

Write your answers here!

+
+
+
+ +
+
+Subtask 2.b) +
+
+
+

What can you say about the unknown \(\mu\)?

+
    +
  • Compute and report the point estimate \(E(\mu|y)\),
  • +
  • compute and report a posterior 95%-interval,
  • +
  • plot the density, and
  • +
  • write interpretation of the result in text.
  • +
+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Posterior intervals are also called credible intervals and are different from confidence intervals.

+
+
+
+

Write your answers and code here!

+

Keep the below name and format for the functions to work with markmyassignment:

+
+
# Useful functions: mean(), length(), sqrt(), sum()
+# and qtnew(), dtnew() (from aaltobda)
+
+mu_point_est <- function(data) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    14.5
+    ### {.content-hidden when-profile="public"}
+    mean(data)
+    ###
+}
+mu_interval <- function(data, prob = 0.95) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    c(13.3, 15.7)
+    ### {.content-hidden when-profile="public"}
+    n = length(data)
+    df = n-1
+    location = mean(data)
+    scale = sqrt((
+        1/(n-1) * sum((data-location)^2)
+    )/n)
+    ql = (1-prob)/2
+    qu = prob + (1-prob)/2
+    qtnew(c(ql, qu), df, location, scale)
+    ###
+}
+
+

You can plot the density as below if you implement mu_pdf to compute the PDF of the posterior \(p(\mu|y)\) of the average hardness \(\mu\).

+
+
mu_pdf <- function(data, x){
+    # Compute necessary parameters here.
+    # These are the correct parameters for `windshieldy_test`
+    # with the provided uninformative prior.
+    df = 3
+    location = 14.5
+    scale = 0.3817557
+    # Use the computed parameters as below to compute the PDF:
+    ### {.content-hidden when-profile="public"}
+    n = length(data)
+    df = n-1
+    location = mean(data)
+    scale = sqrt((
+        1/(n-1) * sum((data-location)^2)
+    )/n)
+    ###
+    dtnew(x, df, location, scale)
+}
+
+x_interval = mu_interval(windshieldy1, .999)
+lower_x = x_interval[1]
+upper_x = x_interval[2]
+x = seq(lower_x, upper_x, length.out=1000)
+plot(
+    x, mu_pdf(windshieldy1, x), type="l",
+    xlab=TeX(r'(average hardness $\mu$)'),
+    ylab=TeX(r'(PDF of the posterior $p(\mu|y)$)')
+)
+
+
+
+
+ +
+
+Figure 1: PDF of the posterior \(p(\mu|y)\) of the average hardness \(\mu\) +
+
+
+
+
+
+
+
+ +
+
+Subtask 2.c) +
+
+
+

What can you say about the hardness of the next windshield coming from the production line before actually measuring the hardness?

+
    +
  • Compute and report the point estimate \(E(\tilde{y}|y)\),
  • +
  • compute and report a posterior predictive 95%-interval,
  • +
  • plot the density, and
  • +
  • write interpretation of the result in text.
  • +
+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

Predictive intervals are different from posterior intervals.

+

With a conjugate prior a closed form posterior is Student’s \(t\) form (see equations in the book).

+
+
+
+

Write your answers and code here!

+

Keep the below name and format for the functions to work with markmyassignment:

+
+
# Useful functions: mean(), length(), sqrt(), sum()
+# and qtnew(), dtnew() (from aaltobda)
+
+mu_pred_point_est <- function(data) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    14.5
+    ### {.content-hidden when-profile="public"}
+    mean(data)
+    ###
+}
+mu_pred_interval <- function(data, prob = 0.95) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    c(11.8, 17.2)
+    ### {.content-hidden when-profile="public"}
+    n = length(data)
+    df = n-1
+    location = mean(data)
+    scale = sqrt((
+        1/(n-1) * sum((data-location)^2)
+    )*(1+1/n))
+    ql = (1-prob)/2
+    qu = prob + (1-prob)/2
+    qtnew(c(ql, qu), df, location, scale)
+    ###
+}
+
+

You can plot the density as below if you implement mu_pred_pdf to compute the PDF of the posterior predictive \(p(\tilde{y}|y)\) of a new hardness observation \(\tilde{y}\).

+
+
mu_pred_pdf <- function(data, x){
+    # Compute necessary parameters here.
+    # These are the correct parameters for `windshieldy_test`
+    # with the provided uninformative prior.
+    df = 3
+    location = 14.5
+    scale = 0.8536316
+    # Use the computed parameters as below to compute the PDF:
+    ### {.content-hidden when-profile="public"}
+    n = length(data)
+    df = n-1
+    location = mean(data)
+    scale = sqrt((
+        1/(n-1) * sum((data-mean(data))^2)
+    )*(1+1/n))
+    ###
+    dtnew(x, df, location, scale)
+}
+
+x_interval = mu_pred_interval(windshieldy1, .999)
+lower_x = x_interval[1]
+upper_x = x_interval[2]
+x = seq(lower_x, upper_x, length.out=1000)
+plot(
+    x, mu_pred_pdf(windshieldy1, x), type="l",
+    xlab=TeX(r'(new hardness observation $\tilde{y}$)'),
+    ylab=TeX(r'(PDF of the posterior predictive $p(\tilde{y}|y)$)')
+)
+
+
+
+
+ +
+
+Figure 2: PDF of the posterior predictive \(p(\tilde{y}|y)\) of a new hardness observation \(\tilde{y}\) +
+
+
+
+
+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is the source code included? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Are the likelihood, prior and the posterior for computing the average hardness value reported? It is ok to refer to the book instead of deriving the distributions. +
      +
    • No
    • +
    • Yes, but some are missing
    • +
    • Yes
    • +
  • +
  • In part a), were the point estimates and posterior interval provided? (The posterior mean should be close to ) +
      +
    • No
    • +
    • Yes, but seem incorrect or only one estimate was reported
    • +
    • Yes, and the reported values seem plausible
    • +
  • +
  • In part b), was the density plotted? +
      +
    • No
    • +
    • Yes, but seem incorrect
    • +
    • Yes, and the plot seems plausible
    • +
  • +
  • For b)-part, was a formula or a simulation method presented for computing the posterior predictive distribution? It is ok to refer to the book. +
      +
    • No
    • +
    • Yes, but seems incorrect
    • +
    • Yes
    • +
  • +
  • For c)-part, were the point estimate and predictive interval provided? (95% predictive interval should be around and the mean the same as in a)-part). +
      +
    • No
    • +
    • Yes, but seems incorrect
    • +
    • Yes, and the reported values seem plausible
    • +
  • +
  • For c)-part, was the density plotted? +
      +
    • No
    • +
    • Yes, but seems incorrect
    • +
    • Yes, and the plot seem plausible
    • +
  • +
+
+
+
+
+

3 Inference for the difference between proportions (3 points)

+

An experiment was performed to estimate the effect of beta-blockers on mortality of cardiac patients. A group of patients was randomly assigned to treatment and control groups: out of 674 patients receiving the control, 39 died, and out of 680 receiving the treatment, 22 died. Assume that the outcomes are independent and binomially distributed, with probabilities of death of \(p_0\) and \(p_1\) under the control and treatment, respectively. Set up a noninformative or weakly informative prior distribution on \((p_0,p_1)\).

+
+
+
+ +
+
+Subtask 3.a) +
+
+
+

Formulate

+
    +
  1. the likelihood,
  2. +
  3. the prior, and
  4. +
  5. the resulting posterior.
  6. +
+
+
+

Write your answers here!

+
+
+
+ +
+
+Subtask 3.b) +
+
+
+

Summarize the posterior distribution for the odds ratio, \[ +\mathrm{OR} = (p_1/(1-p_1))/(p_0/(1-p_0)). +\]

+
    +
  • Compute and report the point estimate \(E(\mathrm{OR}|y_0,y_1)\),
  • +
  • compute and report a posterior 95%-interval,
  • +
  • plot the histogram, and
  • +
  • write interpretation of the result in text.
  • +
+

Use Frank Harrell’s recommendations how to state results in Bayesian two group comparison.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

With a conjugate prior, a closed-form posterior is the Beta form for each group separately (see equations in the book). You can use rbeta() to sample from the posterior distributions of \(p_0\) and \(p_1\), and use this sample and odds ratio equation to get a sample from the distribution of the odds ratio.

+
+
+
+

Write your answers and code here!

+

The below data is only for the tests:

+
+
set.seed(4711)
+ndraws = 1000
+p0 = rbeta(ndraws, 5, 95)
+p1 = rbeta(ndraws, 10, 90)
+### {.content-hidden when-profile="public"}
+set.seed(4711)
+p0 = rbeta(ndraws, 40, 675)
+p1 = rbeta(ndraws, 23, 681)
+###
+
+

Keep the below name and format for the functions to work with markmyassignment:

+
+
# Useful function: mean(), quantile()
+
+posterior_odds_ratio_point_est <- function(p0, p1) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    2.650172
+    ### {.content-hidden when-profile="public"}
+    odds_ratios = p1/(1-p1)/(p0/(1-p0))
+    mean(odds_ratios)
+    ###
+}
+posterior_odds_ratio_interval <- function(p0, p1, prob = 0.95) {
+    # Do computation here, and return as below.
+    # This is the correct return value for the test data provided above.
+    c(0.6796942,7.3015964)
+    ### {.content-hidden when-profile="public"}
+    odds_ratios = p1/(1-p1)/(p0/(1-p0))
+    ql = (1-prob)/2
+    qu = prob + (1-prob)/2
+    quantile(odds_ratios, c(ql, qu))
+    ###
+}
+
+
+ +
+
+

The posterior package’s random variable datatype rvar is a “sample-based representation of random variables” which makes handling of random samples (of draws) such as the ones contained in the above variables p0 and p1 easier. By default, it prints as the mean and standard deviation of the draws, such that rvar(p0) prints as 0.056 ± 0.0086 and rvar(p1) prints as 0.033 ± 0.0066.

+

The datatype is “designed to […] be able to be used inside data.frame()s and tibble()s, and to be used with distribution visualizations in the ggdist package.” The code below sets up an R data.frame() with the draws in p0 and p1 wrapped in an rvar, and uses that data frame to visualize the draws using ggdist, an R package building on ggplot2 and “designed for both frequentist and Bayesian uncertainty visualization”.

+

The below plot, Figure 3 uses ggdist’s stat_dotsinterval(), which by default visualizes

+ +
+
r0 = rvar(p0)
+r1 = rvar(p1)
+ggplot(data.frame(
+    rv_name=c("control", "treatment"), rv=c(r0, r1)
+)) +
+    aes(xdist=rv, y=rv_name) +
+    labs(x="probabilities of death", y="patient group") +
+    stat_dotsinterval()
+
+
+
+
+ +
+
+Figure 3: Probabilities of death for the two patient groups. +
+
+
+
+
+

rvars make it easy to compute functions of random variables, such as

+
    +
  • differences, e.g. \(p_0 - p_1\): r0 - r1 computes an rvar which prints as 0.023 ± 0.011, indicating the sample mean and the sample standard deviation of the difference of the probabilities of death,
  • +
  • products, e.g. \(p_0 \, p_1\): r0 * r1 computes an rvar which prints as 0.0018 ± 0.00048 which in this case has no great interpretation, or
  • +
  • the odds ratios needed in task 3.b).
  • +
+

Below, in Figure 4, we compute the odds ratios using the rvars and visualize its median, central intervals and draws, as above in Figure 3:

+
+
rodds_ratio = (r1/(1-r1))/(r0/(1-r0))
+ggplot(data.frame(
+    rv=c(rodds_ratio)
+)) +
+    aes(xdist=rv) +
+    labs(x="odds ratio", y="relative amount of draws") +
+    stat_dotsinterval()
+
+
+
+
+ +
+
+Figure 4: Odds ratios of the two patient groups. +
+
+
+
+
+

You can use Figure 4 to visually check whether the answers you computed for 3.b) make sense.

+
+
+
+
+
+
+ +
+
+Subtask 3.c) +
+
+
+

Use at least two different priors, and discuss the sensitivity of your inference to your choice of prior density with a couple of sentences.

+
+
+

Write your answers and code here!

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is the source code included? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Are the likelihood, prior and the posterior for the death probabilities reported? It is ok to refer to the book instead of deriving the distributions. +
      +
    • No
    • +
    • Yes, but some are missing
    • +
    • Yes
    • +
  • +
  • In part a), was the simulation algorithm for computing the posterior of the odds ratio presented or implemented? +
      +
    • No
    • +
    • Yes, but seems incorrect
    • +
    • Yes
    • +
  • +
  • In part a), was the odds ratio summarized with a point estimate and a posterior interval? (The mean should be close to ) +
      +
    • No
    • +
    • Yes, but results seem incorrect
    • +
    • Yes, and the results seem plausible
    • +
  • +
  • In part b), was some discussion about testing alternative priors provided? (For example, one could have repeated the computations in a)-part with a couple of alternative priors and reported these results or some related general conclusions briefly) +
      +
    • Not at all
    • +
    • Some analysis was provided but it was lacking or did not make sense
    • +
    • Some alternative priors were tested and some sensible discussion provided
    • +
  • +
+
+
+
+
+

4 Inference for the difference between normal means (3 points)

+

Consider a case where the same factory has two production lines for manufacturing car windshields. Independent samples from the two production lines were tested for hardness. The hardness measurements for the two samples \(\mathbf{y}_1\) and \(\mathbf{y}_2\) be found in the datasets windshieldy1 and windshieldy2 in the aaltobda package.

+

We assume that the samples have unknown standard deviations \(\sigma_1\) and \(\sigma_2\). Use uninformative or weakly informative priors and answer the following questions:

+

Loading the library and the data.

+
+
data("windshieldy2")
+# The new data are now stored in the variable `windshieldy2`.
+# The below displays the first few rows of the new data:
+head(windshieldy2)
+
+
[1] 15.980 14.206 16.011 17.250 15.993 15.722
+
+
+
+
+
+ +
+
+Subtask 4.a) +
+
+
+

Formulate

+
    +
  1. the likelihood,
  2. +
  3. the prior, and
  4. +
  5. the resulting posterior.
  6. +
+
+
+

Write your answers here!

+
+
+
+ +
+
+Subtask 4.b) +
+
+
+

What can you say about \(\mu_d = \mu_1 - \mu_2\)?

+
    +
  • Compute and report the point estimate \(E(\mu_d|y_1, y_2)\),
  • +
  • compute and report a posterior 95%-interval,
  • +
  • plot the histogram, and
  • +
  • write interpretation of the result in text.
  • +
+

Use Frank Harrell’s recommendations how to state results in Bayesian two group comparison.

+
+
+
+
+
+ +
+
+Tip +
+
+
+
+
+

With a conjugate prior, a closed-form posterior is Student’s \(t\) form for each group separately (see equations in the book). You can use the rtnew() function to sample from the posterior distributions of \(\mu_1\) and \(\mu_2\), and use this sample to get a sample from the distribution of the difference \(\mu_d = \mu_1 - \mu_2\).

+
+
+
+

Write your answers and code here!

+
+
# Useful functions: mean(), length(), sqrt(), sum(),
+# rtnew() (from aaltobda), quantile() and hist().
+
+
+
+
+ +
+
+Subtask 4.c) +
+
+
+

Given this specific model, what is the probability that the means are exactly the same (\(\mu_1 = \mu_2\))? Explain your reasoning.

+
+
+

Write your answers here!

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Is source code included? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Are the likelihood, prior and the posterior for the windshield hardness values reported? (It is also ok to refer to the book or related formulas from exercise 1) +
      +
    • No
    • +
    • Yes, but some are missing
    • +
    • Yes
    • +
  • +
  • In part a), was the simulation algorithm for computing the difference in the means presented or implemented? +
      +
    • No
    • +
    • Yes, but seems to be incorrect
    • +
    • Yes
    • +
  • +
  • In part a), was the posterior for the difference between the means summarized with point and interval estimates? (The mean should be close to or something close to it) +
      +
    • No answer
    • +
    • Yes, but results seem incorrect or only one estimate was given
    • +
    • Yes, and results seem reasonable
    • +
  • +
  • Were some analysis or discussion provided for assessing whether the means could be the same? +
      +
    • No analysis or explanation is given
    • +
    • Yes, but the analysis or explanation seems incorrect
    • +
    • Yes, and the analysis or explanation seems plausible
    • +
  • +
+
+
+
+
+
+ +
+
+markmyassignment +
+
+
+
+
+

The following will check the functions for which markmyassignment has been set up:

+
+
mark_my_assignment()
+
+
Error: No assignment has been set. Please use set_assignment().
+
+
+
+
+
+
+
+

5 Overall quality of the report

+
+
+
+ +
+
+Rubric +
+
+
+
    +
  • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
      +
    • No
    • +
    • Yes
    • +
  • +
  • Does the report follow the formatting instructions? +
      +
    • Not at all
    • +
    • Little
    • +
    • Mostly
    • +
    • Yes
    • +
  • +
  • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
  • +
  • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
  • +
+
+
+ + + + +
+ +
+ + +
+ + + + + \ No newline at end of file diff --git a/assignments2023/template3.pdf b/assignments2023/template3.pdf new file mode 100644 index 0000000000000000000000000000000000000000..2843afc3e40bb38f51c18efd865197e60014c956 GIT binary patch literal 255261 zcma&MLz6IovTa#*eP!FWZQHhO+qP}nwr$(C{m$#?!R@#`IFpS01sQv-+$8eCqBIP& zEKnrJ_c!lQOsx3y_;!YtP~6;fq88T9CXRHX)&|Zd!X`#`#wK*qCbnkI=J-sEEcCp* zP)^Q{CI&W8?wdE*GI2(2H@kWdv!K=D%WU-M$e@{^j#3T$a036hj$U5tAwM0?_vk1h z5J~vFt|y3hh<9{`e7!&O-$@b+UBAvuS!4WWPyzogZa%=hJ;U`SV63Dc+FwO zJR_fjZ47Jo4u+22?)o-@_F7RuJYa#8WK~2o2lFjLnEm$7Z4mdnAfqu{uosENf&tl z>GmA8A$(TlHuU;a-U}v*TiEi;*V93ab*vVR3rz4hYz;>7F0U%$-G${gw+^^T(thJ+r2w78 zj$~2bV(!G(%{eJv_w!lv{jOs0E9@f4q3*}zfy3t8KhP9 zNb49ID|pd7?QLdXWkGEqr;%Qhvy}tV&)u> z3?0rsrM+||PB{1=#*v8c>{v|E18bCYI7zc&hq%PWPt^D1gVqXJRLaPzK+sUJK0|9W zA&+`8pQ|Jvvp&U_;>Ao;3IErz&3=yCV=5cD1IQSs|?^R6;I6@3@y6!FKOpB|dCoGRHbCX1J>Wo=X=(EV+2+O&;Y; z*UvF*IZ`uq-^E*}0}7COt7Z&e5R z`JO{2j$LH{lwE4kNLW)8$wAmmifi2Tma2|bN4c@Nr>U*cfkfl{Fo=c9^mQt)ST<)C zK(F=|st;cJ53IFTu2;T%cZ4;J*_!S?vplwEERM!}ikpWtb;RDmd@SMt;-Wzg9dCV!aC&Cg z7KBP#XAX|Wztz`BN@)6G)BD`wf^pWXn?p*6{(0gO4XWHGVV-MjV`jzht7^C9PAiP& z`6~0x5*Fr}Y@MpxYZ$9d!;r;JttHc6Z1J~9GvTOh-++@9#$r45>o_+n{R~RacB$^b zNW3?pw$z6U*94utRs>h+P9^6q5rJ$K$y?bdLkX3$T4C^TY9!kRxRsI42~T9W3*IY) zoJZC=^qx`o<9tDOqN$u#A>hj@J@AexSAfcLDYg6d6;}X^0w(2g*I_T~uqR4mH&$8w zTHR)xk(yAXyE?{B_SSJKrlqimjNp^yWWZwoZEM5BC{j}Y#RWYU1}@4`O5Ps6IBH`= zK}-2wr_db7eUSGNNqL!!)6UAv9R(Xbhp9 z+kS9Wc3XR`gLEzjsvYob&Y;wzlYM<5SZ4F(qiuQ~IwYEa(D{tN5>G>LTdof~XCFI{ zm-Z(+dsHbgj-;AGNy%c-jMZXS!ZMTqJ{sFU4E|~ZoOjT~q3BL`T=;Wap$Vmuq!9aN zK!?BSO3^^pNoxM5z{A*xqv6R6T_ z+9}C^kkS|@kz~ZB8sG&)D}Yh($m&{7ItS;R=0ihs_ymAm!y_fxzvGE=r7;5^4W8GA6Qxd7^KHa&@mwX zLx@JMa4+aOTzuC1`PVh8o>vl1 zTpBbOKT~8?Klg{BMZ)#EB2W`&Bwx;O7cpv^U2KFu%E4B1ki9*BN+sL$+UZYNiS6>SxgIZWa9LYKj*E3IJyL)`w~{zQ`tk>{V8>VJ~{a3rNRoNe#S z7dYI^7Q&spaVIfKI7RvTIc7@)WR87HciI_p9G&BVPsnag>eD z!pjmtYbQ4rs6Jj)s6|tImY^wqEwQtf=C%-47Js`g4+U77;3->(5p9 zD%>87y&fsHY|iQvkemd4i8Q$z&bCb*oAx-+sF);9lX2WDLNyDIM6!HGTREcxX zbrA2w|3XT%=&fm*h#CP(ug~dkV=-u=B=8m*1~ws$g5o#g;gBxk;jBKv`8Y#fyvH#| z^b&zCt1pTT@6%dsqK^#jBdSZkY+g&@tjn>BAKudV7R+HFpgrgh-aZ=VxlpB@JwqRT zGa2jcuG+6&L#HfmJil(BjlQ64q*YvzkMl%Al`Uy1Fr~2p~)J zxa;UcK~bzBTB}EFT=r5oCw?kuY)*DrD3&k~Yao&o;+L45$~I!Qrv(y!0UewotJgtK z6)iG{YE9ZZS8Q{=!_SXrtsQ@RFPaKdoB z=yJ3%Uh@(RxZl`PskR|+I9-z;7K%7ZeO3xqvWE|A2mB)%vspKG{sR;a{Ffe9yFA_o z15bt&gYCiUZEG#hlrlnYCSjjJ5Xx94#<6HT75HP+ z2PvR=4kT_s7r%JRUhgn)oBW_kK1X?o;@I-0O-c^+XG_jjhf*Xi2&1-W)eLK75^Z_gGO;n*V#R#; zD%f$7G z)LW3-Iop36Q09;fNT#rh`ErX%D`H6nZgpi#Z)ss8weYsIt`+w}o4i?zM)X#BNLT0d zkKuSHf=X%Bh|7#~mW}F8>F#`??YYjO`Ba)y0i@4MxBUx;y-7sx)a1zVxQ`+2q4nK)qsLbxLv5b8E1_pIxVcrRV-P zem;)r$|l)y(^-3}DNXzn8|X;!2>Wo?1;lnPwjXUA+LOz+ID7bHk~l@5^VkMw*d+gu z@~`=*VM^jBEq3hHu$Z4?{|5d7N)7ohXrLr{5$_k;EdN~@%EZ?A|Am+TZ2uQ`nA!dt z?qOzRWd5JrbAmlli{18+TX*i{U(k^R3logbPuR`R4!#whBjn3RjT%MW zxY5*8CM-Y=cgm6_b%VvB?W?s+xWv~2lJlE3HAQ!E;q&QDk@t3u(YKWz#4^a$h25fe-F$GsHBwbsq4Ov^{j_nX{1Yw`T` zoMBL?O4AJ$wV_X00Q3^zFhWc5k+3fD(Hb=#Hq z>Q-aU~V{VK?GbOis}wo%gacV4kPB9F@#E2(CGZ zus4Jcm&ermLdC5Fm$kdj#8Z*Rskqd|JOn8=DE*mz@OSGqMxd$+32v$8KNFvgFv{Ge zP(eeie_heAdkdHM0>GpGhi?AS$we; z;Wn;>Ff5d~YkY*4JPdzLzX;qy7jmcoq{gmCvWT?@bXGu@e{BV=nB7MF%=7|0VU)Y3 zbE(%Fe-r#uJ!XbqK_DTC8V+5eCjtOH6P&0Ff(q_0fbR@uM;h&lVny!~n2&W_Dp(5H z)p9O3T9zbGEJ)7jF6t@ZXUyHIks-it-U5{*eJ_A5-2046qPTHtzBk z>|Epk02m9IVkTYF-bvOVdCFv)j$_wUD4hpbBS#+^jX+LQbHaiUE3L-Bgr-@8N$$-k zK3uFD0uq8#Y><~#h_=FByxfn^qJy&UrcgAGQ>`{;bOM^#UnI}&B4IRqI!?|>ZncC}Kw>;Y?l{L=-VAya@l zhsbxjCaXbF$65o>KH=`MIYjS5=g_(}NyFSn0aD9&%$PIJ9#)B15=ZQ$AlJiW=;x?I z{q?&OLRKhxIdv(&x`G`iLGENmrIrYnw&fztQg_6Xpj8V8M7&DOt7|6>=E2uVov8&R2 zZ5exq6TwMze1T6OzZ%e32)BcGHlQ(r8NU%nde-I?1-(=7+!o$wmp*R`17Vr{a6LB1u*O7gfQC4xRR@5!ae>Pnj&4+1l5gOe z)t>QjtMq!lE zdngSDb_0#`aqVHuHS$r@3&R zr&)x#0{l@}yA9k(GB2Rc33@Y6u9OCiV?j*0uiKec_*md+B>q`m6!9)9i7_B zu4!fcf4c;QH9r2$EwF=F2CRZin%}NA_PL`sv8!g9%SP78DcvXBWqjUpo zipVFOC}+}MW3*bz8|j_KiW{Km9e4zQ;!99a4gPjheGh+mO?Q8PnI?dOra3qe2+7go z3#G>57%6H}^B6xguAtd;$XIqoaaBT#YIakqLIy!NYQeF#Tcrx-UHHgC5L%&vq6yiLQBps;E;{!0d&28C)!4XUK+z6Cjf|hv$92mtcU(>~h8}mgM2&^PoC#IAv3WXRx@7)1Lo5L%tKxIwn z*j5Sv^~^G*&TYjU2IbDDR=^6&7wCjf#JEbI!tjZzfHD(X+c_t^z^BaM{q@kkPOQHU zr^TAlrL`+5m16>xh${O9zE0@O?{RwMbt87KWGtZg)y5r`ttnMjadb)Jh2TW;B+t5 zCQlO_u4vMfO3Qcie@W;>-p+I9B7Dxv&{p62t<{iDvIY({x5k*N;9+(?r(SjB7)(|3 zb@O+|scJ+D4J}cBT=;Ace7!x)T2dsNV8m(>jD7#P+bOTE%J@X2Qsap3$992uAegMG zz#}>a(J2N?J|hhV2g9-oCnP{}OGET{KMf zB_JQV#m@-X_a)@Vvv^G{ze;JgO7>e;MV8Ug$Kp>U1X~%-(?gm_Gr@Fk-hHSosYH~Lb`0O+eXUpPBcQ*+k(AETB~ZE zrlTNcL1eL9GwpV$J8Ip+z9U5h`E|j+TTzit7BCm%8U9mF>hm=p756E=225k1zBZoee@{% zW8}*~_m}aSxt)v}YEapX8k+Q)HU!THzq44WF$sF)mSy@Y_CGYj!lKLMq!;BiR71T>cDJc9-Da;t0OUg|6TJbrR z0&M;b$8+FdXG3U?eP2A)10#p&;8PE3tCOOl6;F(Fqp3pT7F4) zV9PpZ+%Nmu@FgoE$B4AEmfh-EIn3jRCT?JUZ>onE$%XV6LmOPsrM-l24u~sN}Is4~lO78_Q*h z8uC63t_)#V^|bCY!FYlMvzZCDoK4ZHHZj>w(e%)j6I6uOP;*T6bhS%$9ru!o6~zoy z!Wc81a!9&ayKm;|>ji9eWA>LUD67q9 zfnHv4T46H+ymFO(E)RoHC4W)w-G*z4l#a?R#$1mC(8X)jVQwcM?+rw zhdt+qADR+PGv#r?#+amlUmlV_b61qyp~^XDcY`lDO!H{PV)_g zL!12G^38y2-N%YioIUz&Mn`U8)q4O+B0#*`eVQ8!wxZURe{6#=1}*6fFVXZ1hw!E< zezlAH@OL>weNUm50s@QD3jY8W`#U@DVU#X@z&(!4`oH=QN;eG(l(kdlz zxm+Eg>UUuWmjJr{D~XCjtc`nU+-qjEvJc=!Yy7d-AFnsV$ZTJ(QH4O+uhHi^BW3w$ zspArqg1L@D+!C`RptyCun84{_qhH^aB^l24wmqo0&L1}mg;k7utC`W(7?KH6tq6|4 zYUzJ}A2de{B@Kco)%9|<30jVI8e@MGM;P$?AKN0#!j*OeVE3^68CY4 zmWS=${j{5g0K>Vd_jrr=EZ@)d6>`O-FkQR$AxZ(Ib`cC-x5(js#!r+hG4)ySi3DBj z)S;i0DY3b5cZtES|6~Msy?tp}BG-lyqXG$|-{4y*V2<2BTH{TcEiKvrNM)H*Pz5cMQhy+&Uk&{enaYP_9FYUYpBLD$z#Q_`2;Ng zI!>!vptLujXo_?#o3j*bn`G%2Ke?-SMm+7z1IBx*zs9OwvwRIt!n-nAw9GcE_rgbd z(o_I&1uje6rl;4+$bW;k*};fR^c%#eUG^iKb+jPdTc>RpXI1Q>(%6Pov@7{)%7uU% zn0*32O=-NN`}_s=1NR4(N)crJzbyvKe`PV47&zGfr^UGWkHx^^xaHMTI0O98_x2wM zTo70(@H0&ifRp(%L2DjUm~0W3Q~DmBVwdvC$;QdswiMzRt!80+1fhnAT%U~L;k%kN z>OEebtKP#UaBpw%TG%OP?-~adNydUD;&eb!MW2j;GCHdRY0uKqA1Tn7U-pA@4zG{& zo;Bg*Gb+7LxA8#I)BE$#^O4+p>sSTeeampreSdU4lKpAO^taeQ%F3fBGh!cUKO{T2 ziALke?TC}{T~Tz%e(qm~pOG~S&d;5>AGaa3ETp|3vPd<0l4|5;2p!78d3!0M;w6~k zWP6azGFSfDXk|?zVTS+MRKObNL=J<&vmIsA#gjRu4573KmAa>So&5K`rDrJ?r21@m z%UJ9JLw+hgAEB7;ua~II4b}k2`CYm}OjM?DCbMp5_Zk{B=NkSa+jwb+ zu-1e+H>DvL5KsXM(wOJUS)uSF+48^+LCjOC`vDc_cP~|Vn~>_L@(6`$J+s9%4e?;PA76MZV4M0#dK(phKv#L6rI9f6@9(KF1u3b}7nSMVw?t2hzN%wYY&^w;pu+ok7Q zFDX5*+mYuBe%U~YFec_CbLhNRzTUHK_t_Tr&HRCRlrwFhGt@nl;<@)gA6x?0_ZeJ* zFh;W|bmzK8q?KsbWmY`15FIFseqaVAYm*mWPYT2WOYshqh$GfmgMqxEp<}EH~ED^H3CWc zRf@oQ8*r1vKrEQB&oRptIZ>jAz~37rW#;eCoZMBWYq z&vBV)4M!_Pi-U*9#Ib=t09RNR-XrcW1Xw~bih;aHgOnp3L;EANMuun& z_+MEYNSM^rh*2+U73E}|5BWApG&E?i(SmHy1ECqD|ksl;Q-UHq~N zF-3OMASSo1Bo+^WK(8dVuNUZ8XC*JD*T|S+Rlt&cHrj~kGJCDzf5bh+fZLmeHuY7A-}qt-T}I*@^M zKgK(lS~kT5`vAAJYgm`Qu|`KO^o$%gF>KaY$~K=XgO}|oQky`>(6S$lJA*(UJhhuF z%)NG@D=CQeVixIe_u<=h+Mtw6l1Ngj<6aJOX^bo`4cDOe=?CJX-p577UWxTA$VoJqJQAkG7dfQ}gy3 zKOmYpf`O!M+)th~exx|*q6ZO_*k$)NKLLD~tdo>F?8dEcrIVi#F0%fCvT}_he7kd! zLlgOS_~V_MCNCG@qCB|88@+QhS(4^B_8-IN3q!L>N$Y=$1^kfLYv}-qXgz?Mx*Vv> zvDDG(mXleq8#KnbJRDDuH8S4Bl9o?FOiv?<&iW59ftSVNIpWWQX-9cf~S(WDUXc!IpbX)<5_2v#wc`lOLn z=TD=}Zf}Q5L`*oVj74AEw(gu{lp`>ci&v)NfV#;TMDpU-bN5gD+@1_`f@uoc5WH&l zeCCLa!g%z7p$szhKAsGgL2$Z@_d6pd0nI0fNq)GWnxM1TD6TPFdYy8gN)2QOgZOju zd_3%s$bX}dnUN63OoH3aPDhGGiAA%}pRm^Ni)_E5El`qfeFW2>vOh>>h`9=A?N&7L zT$q)7qIP(DirKP>A5ZKa`oYCH!9Lyriq#);BC>26(nYjt zxrVQur_SetK-kc3vJ#(&L??z>SBvtD)F~7qha+n7@LP9PD>+fK9xz6rp+Sbz@k^(U zy39q00vVCF`dFTjvv|-1m0b|2L>Q?`Bp{|O?~T7=Xh38>qmJe}jefaSpP{N?fSPnF zkXMo%hNnV3nr=946K}XMtk9{ILAEaK{LnrVcP6-bPOaQi9$2Jj$lerIKH3ng43+QKMhqSl7dgV% z!>>rNt96+v+*^y#LYd!j{Q*cJh|s8OdX!Bm!2SCC&-nX)29# zy?RPsZg~n7AMoQ3=%QXhBhd+>6;()J`aiO%%lbCA1!vFq&TOZv^@MxE-4OKm&Dwg6 zX`C29cI>85r-_4(;JDX`3J}IUA&>lFd4-D2N~!86N-Blb(fYQrJ<;GyG7C4i4BJ!b zAiYCt5~@YT5yYYG$Wt#n6d8*uRJV|cx|TWc5fU)Ed(V zFgQK;c8XBG9@jp+kO_3X5`Hp>g|Varmbt;&o=ST8NAu|2cJv@4F{PQX@_0YuahBFw zVT`H7A_;v;Cmz|XLJdtYC*L)G0R7)y#5Js`CuY2xW=Y2dNV|cIncX&grVg6LU+>A2 z{+M~w>uhs(!YrG_rOS?}!$e=wP1{duDn1?VZ#p4V4r z<~+YIPR+P~RLAB;{j?jOZ_`W6lAGM>nX3!Uj;X6hyL#lmEQl<9!u_A0%G}SZJ(}7p zbnYDjb!b`&MOH?h(m{6Sy4yUo2Mdxi8?l$Ej{%fnr zw0+(?&&wwAYcg2@Ef}r&w)`G1I(sZrNDV$`^qj1d?&1WSp+Kch_SG)$Zv#eKH5>q% zm00D5*d3@ccZ7k>AS9ZaMEMt2)b*teP5q8)CIY$uus1C~NqzY(EENUc-O}tLJs7^a zrU;wV%g@Q7NLbeFeF4`8!h9A3Tk`XfE&+D}j7$$Nqzb~Fxi; zo@4V#<@7MeQ!>TPE&ZW;p^hBIRsKvfMH$QRs*u0l8*-ECys|f0Vn2(pm&=(8$qeL< zP2Un%t)$I1p1p(JODCz?m;RYU(}LzQWR&nr*GBGjX-l)kPB>*jh-NB;jr!;`aq^b_&KG&|3E~x2Lqf_^ctD&h9*~dW0aG z$ZiTG(@!)8(I9<}G7gND(yuXZGXqm-JbplFvOecC#g_oFcn%IKtk#t}erlOjQdMWp zGCfLJYaWX<4%}J;^$!wHt;d4Zh>Yx);B0ar+UHDarI0Zr*GgkjoagGAm;HDz0sdb7 z#?~`z|2M<1GW|E7SVksxmjB5xJ6ck4+pLJacXjg~0i_?l05PM4{hR!@P3Zdnsi5Ab zj(LR#5qquo^{Eg?(Mj;&#Ce*=uRBU1YgB(;4p1s)_~s1{AH=0+2lsh*dIy!s+560_ zm7Q|@tTKStq_cQ(q8nhGfrI;c4QD{@O8;fmbNrk{pPhNX#qVJwu6!d=@NBc6 ztrU2FI(%N3y=NFaleMoBBM2~3Z4>M0>rw;~NGMp?AgLQ&5&TUM_Nq;wEWO4il2O17 zQc`I6|9Su2+hnrt{Veuj>EhIOf5{1I(9>iivP1G>BBi&CT3i=)8z@qcv}Ib@uZ?G@ zY@(YlOoQBM6IXW|>aM%{WlV~Df16Mm-81OCWOV8h&i&<<>S1{u%v!y>D57VJVcnfP zgOi^Q+3Dr|I($(3_pkl&(p4G@X2P#xVKG!hFxdq?-dkg%y;qk2zR62N&?$TLO2-^m zPz07_G*X^({?p`s6GWSADFMu9?e!A*kLFqq))n{^-$W1iX;tgSlONsiJ=J$ zZ?u*d-QZu9%- zeK7M3EZ=0TI&qclhL93;a+sL$$r?9*6*hJ;BqmQZ zj_D4+bfg5RBz~Hlg?pA4n{74G;aHZ3=a>Ea@eZ^J6%8PhUt%*INUK!)K^D2*VlAJR zY9Y?fd1)EaDXgRlkukH}l}d97&+y_ObwUrUZ!~MqN0zO)71e+kKw%?RzQ1S>nGRM4 zW#O5PSQdL@Z)e?Eyrc0BJfyB*BRH3W;1FPzM|*@+v`z|$WwX@7X%?y%8yD0Lq)>Tc zK9i^z9qF1>Y=gy09z-UHeMLUU2E^B=eMd=Mwx<&ZRMd?x^GO_{ECIEQ{L9&uhVu5b zV>?P0$KK2=J_a;HmzHqNb!hqLWn+7kei+d2D$#$ADYp`{{NYT$s0~ZW9_Xp#MCW1Q zr4!}>`S1kfF=78O#{gd~W+KpE_cZ*o1Z#bq8@txFp5=MoF`r1$tDfYm^Nx!E@}|#% ztUki=AmRWcpi(v2f$&Plrum+Bcc>#EN_yhoM`>PVZAgMS)RR=T7=HYsX$DF7?}~Hz z3>(8Zv71dSn@KYGDOU`;6+vpQ*%e=Q7>N_Sl?av})nQOkT3GKiKGxKa)2!7b^j+#D zTijLFxai*3$D$X|(T<^}2kV$-9@%$gr@$`lc6dm}Ugf$W6=wwmU6Od|d+Kx>c? z!r+q*jO|gtd4+YkS&^SZ1!V9G%FTdYzC2Qx*W3BWuugv`09gXlG{0Cqu%cTB^oe-K z0g@bfV6NDwb)I-mXk8JyA|jgXWyHhK-usdV3A(Ruuc=VqBu&Fp#nS=n_aRLEsdd4`YeYr8YD*UNjbh zMKc@I2VX2-6WXM(pCteTCsV`dlwK{U4%)(XO)BAH7L?|A2^VpbtbxQgbO||Prx^3d2--WO>uFp)`BHXTH=LNm z5n2^7XirA*fTtram1S+sx36ZzY$V#unzV*OVY1aAh+X&<9l`4eT@rT@OY+oPZSjHx zYjq3?-!cAfjVw)&=~mRQKZo$e@hD!MFCY{A&~?wg7O+o$Feh;-_w#qcLeB5+xVh{P zYT^Q7UDd>6Zdh4JopHObZn)XZ@@&`{pI1-7C$3oew0v)_vky1NaJzj?O7aV`4(l!! zVLAx4!>39p)%*1?74l-TREg+MHjn2g)2@~Oav<~mSVn8Z$OPM%m?V>sG@HoM!w=#u zPB} z&f@9aIeaVHfy&t>D>hWVJ3KOh2Ft`~p|xw3p3!!1(_@0Vbpb%F&3LwUR3h|RfA2JQkYB)bfZq^hsCsw^#8fD@@zQXOb(N?3#nti?TcA0ftc;O3(Gzj)gTWB3C@k1>c$B`2-G^f6E)ZmV!({3!lpE+*z_mC06}G>XhEgRb30e#1Q2zA6>8 zM8_NkT42eOK55wcKOG_d%9A6`wA{!}iSk(~NnsZ$7n;-&c0x=J5rjxAb2}}CLUUuB zw{sLh3({^}W)*J#yvabpjIP4w@sBg$=S_}fVop{Fwipru4)?e) z0KNge{>0Rtrv$hkPjl=fu9={_7ppd1E}QP8GU>?3N)f+i{XRw&p<3U5fd5*Ym}%{V zYQaP^pj?qvuf95b^%qQeWjwaSYJBkO6)&FyEu!$Q<-o)A64?=D zZG5R-@7w->w*gVB{(oW_`+pP5nCR&_{%0(^!JdjGZoA2?D|hlwc<}`Y5`gd5=x>8X z9Ur(i==3u6QODYyA?U+XM0_b%e0eT1o&UP;EbCJDj87I$K(4rWA}0O!H+)R|Jy-UF zcmMp47w_pz=PA4Q@5A8pLeCa48x(i=`M{%dDN>_|j3fir^wa+RCD*A4@3wdhFVKnV z0Eu1geTHL=ap+?xXAwwp;tZrDQCX7m-AA0hvII_DYL`shCz6NThz@j6DUXMd8zrTo z5UhONXw0UFbsmXzy>E={#_H%j`kYIOqW9 zd)lYh`^^v?y|SAigV2zG-HC0#R7w3X5q~^2xdHWWsVlLWWaW0eYXzY~j(pgtTS)=x z4}^ei%D{0(9=8*9YB)EKe$-WsIA%nAFH<0&U%Eb}WsqOYV4te=pD!DL?}xkS#2kGM zO_Qdqn=DiMwgCOajWNLa%JYeZXYOv^5)%y(DbKfpdVi;KcaZmllyvz5X3&D!;s!T5 zj}#QwWMoJw0%*#-C9WE0K!U61ZUjSAXhy$l^Ux?FB#nNFg8@34?Jhe^XOashfrvxx zX$6W}Tp1|XiNh{#ZRs*5X?4btVOlWd+IK{=mnepA4- zye3%-b|ZvZ9u+)dI`PIKAstVG{)EX;x87Q{s7#|YN$Q%SrQa`pg>Q)Mu)I-zJa0%r zW#I}_^^QffEJ?hz@b;vO>dZ*owtf$S#%dFOMD-JU&++{RqDAvS9X=&{I3Jq$_dD|{ zBYe_*g*EYg&AnEeor<{Ki_)fLGG>noWg7jCmR?)=yK3Fa2x9G+W!mn4nvv5|E-Uec z@2mK@J6bt=q0a%S4$`NRh)RI3i1P`?2YOsKF7!?_1T#C}7q?5_D*|xBB9-Z;&bRB$ zIN(#o_4JJz<0dD-SYtnH>;5|(mGKy3XVCbm6j0a|=8nQ-%!9=!C49?`(UFa#q>6@o z;Dlrpf-1Hb`ganAD7Dv$GK(XLy#n4#QI9mY6+Fdrrj;#pH?(bYC$*s8N4vx}l3`P8 z=h1Sqj4EOy5`*nZ6R{O_QX^Gn_N%ojRp4UwGuki zwjt2dk5b1qKACkvRcwGo=}1o5%>U^1CSRkR#l|wkHkRA~qb@a5D)V%t)z9?R5VxrJw@=DY#nV@G;hh9Q{DiQSk?@FYD*o}7%K4NQ zevOy>NiXHO1cK2RhRqJ~2TlVSTq_*P@cq0zeBgbF0lx74zJc4x9o76_oYIs?dmRskf?#EjoY`Ff7l1_*sW28zy?3x`-w$j3$uhc9wH zYkxyV5yndFgq#Pec~DLH=YW0yj0t0)LeL};@1JokY^>DvSoXXylqo@PNFV?7?UwmT zzGa?RM)7+CyX(|6EA-6auW97-efn=zzG>b-(M|hZ6)anwKFN%&9<~TQquXq8{5Sos z#Hc4w%vICmPLO*V(wRL~t|)Pfuxs;>U`7#kb`Oh!hi%dvuxVr?bwLar#wwbFhAAk; z=f2V5^?XOj`8WP3lv~yE;0wpOU~yw7$2nHQ2208OA{$Q`99YAHp|00=u&fC>@|%?N zOYyLy#0rjnp{TL>F;)Qps+ekQ$|5#LNI=g=01y}SS#0Se*xi@cgLAaW<;k6NwCNH$ zdM(>iYHUBk?1AW;b#eZ0nlCn&V;VKg6tM%JrAhzROfN^=DhPh=3crhE4JV)3SG+sP zC05kTvO*45{ji$yHwLg_bKl@13-hpL3iif+u3b?r-2|m#jZv(PgiGrH)ojyEtkoX{ zbEP-tqL+e5+kbc-Fqw%FImAFy#D#S$!u?slhIK`jI$qU?x_?)edVlo2h*lH6;Nd2H zpO4+E5%3?hENF?KU3yFbo4G%lu$EUf&My?RG{~4v%NT&6LE?vH9Evy_IK=vvQH$$| z+(l7{OOpQZ{uJzeo%4MyLw{ci;NBwbwllb_DFL_?UABdv8S^YlU&FBI>04!^Q;{~9 z_jA;!TPvNt(LG765HmtwfpG5acp!S1W-@&gx!-I@Eg+ zdVaXzKc$O6@8GtDp!h?HV0&9+CqsjQPfW;WzM<3=fa8Eb|F>HhuGTtAJSUh%+O6%d z)kv)fP~Es7jWa_v_Avob)>6sG-Z;}p5?AQE$-o7DRty~=x92CKP&NUrd)#(hV9l84 z4y#{wOfZrFhJu)QP9yB%$OY!KXdyL}vuCPkVA0~76K8VV;xg>LGx|ppUc;8sBe+pk zh4(WDIgWL;VUg{tO2vKiVgl?q4YkHkTt{0#35dGei78^b7e<$^p$cLSwmr3MY!8*? zpHK1lG3g0YGR z`3#emN~rt>L#XN}ZDjKo?&MP}cmsPaTmtw~Tv%nYkOAN32i@Fr#Lt0crEG!8pp~-d zn;a0Mb6CzGs6tqYn|`!(fMfRZ)@2+3?(1JrB2U{e-XP9A{t7j8`Al2>o&LCV&ko>o zDxCUNK;$8blBj_aM6`E=v$-|yeyvWz)*Y=PI>Dj^p67RA4MGL5fqVIC2he15BZk@F zsdCX9o%^ySYOt|06(ht%Sbzsw2e-HsSi-+lxXE74T&mtAxGicFbH=B{v zXpjnwm>NC14^;e2xC9E0psNe>r`NqG%P{GekFXY-O;x=u@ z^!_R3M<1sY(FshNjC;D-h;hZq-n|tp!9t?F;wl#7iE%Oq8H^fc=rod|>dlqsIS0tB zGk(u5m)9PYP>eq5K07tN*(lQ8<7?gQ52Vyk2pA4_ zJy*Y}*ZFn*Ksz3q4*l0(kWobOc;T^cddWZ3FpM^9jY`5RnN>3yKD3tcXE_?(vOhex1c0HpVP^_sS);rXkA)Ne)AL5a7ptE)SDCt z0$RTw>bfbsyo25tH19XFp6qOiwcjU)j}tZ&w3ORa1)8`z3w%X)BUGGV#d>buzpt$1 z)0SRbTGcFPQ7#G_@i8mT%IBG;WLinc&K@>KpV6*Gj-O1u53gcFq!i-Mmq<^vU4tb& zGA5OK_qQRD19ZXv!`@p4*A*-2qGo1@nPO&Uj3H)bwquT&VrELr3^6mr%nUJXGcz+Y z+uLxr&&+-IOwGKSx%KM(JAYP5>R#QSR9d^VTl!j^DAN!3EqW=@_}6aqDb{Zaz%XGF zKSN)i(}G+`1%m#)aE`$=d3*;7WV2w`bdE|7ieszHkwJLcd?C`45}^C27~&qoo{??x zCnpiLW<`f%<4zfHv zO2pxCgq!eM(PyIfxyfQH0>*k*NLvoS41#fZc`sKweImQx7I3gPyljFU2b4&ilWrJe zbJx$9fETQRMAKu)-ti62*+&TTiRlnd%c|93AVH)aPi#>PuW6boEsH%e9rSU~Qu8OW zi-(0?T$cbE!ur^DR?jb6bFr<^yVi(t>M=pDiTvNezEW-~+i&cGh21Mn%v#6BdyNO+ zP2f4j%&b`EKt05^eCuus&}I1)jNsMNJbA51fbm)%8m+Ouo9P93`aaivp zh{|h7V{7Wqy_5(#8{T!X03(k?4N0Gomsr|aiYGVg!zq&~TAk=Mkd?q$ zQlT^pEK8%4mq}Hpsu-@{s1;DH(1V1{Jtxc-J*qx4Ra?fA9%Pd!{B0h}>RhqF1ti^V zFs*eY2$61=R6nj&XEFTYNX(l)gtO4ASNuFBTye=@p+ZGY9jPrz7g^>f z`+SbeWO6=CAw`Q*b~r>N!4NxC3Zv|lV*;}LSNf*djsyq(>Z=$;-x12h-K42{F{#pW zZrg`Zi{)URe5;u+GsxeG_3b#}%=)!5RsOP{YoA4{>|T$L!N7aKT&yN5*;^(|@jK3l zp7(L=Ww8?D4Fz~9*sXp~ORitORlpzFj~+PVVCuqu)GG3rz5O!8ZX>eL#~R(Xf7q${ zO_pT3_048o@pz(L)3cHOVdR4Shp8)FW_uVWuv>?k^}A0S`iqri@9>za`B$lv8oc6= zqz0F}d$R7PX-DZm=(A2&(Y0|SQ0%!UT2^Sq&3rg>t&*(_u!|CPKRB|b?t@sq3W% zMpTAM$Cf)!qt7>qpWE|OEC;LlGE z+eb|cr&@&Gc%|Kt$VP>svW2kvRp|oLzEFRa^{Vt&+VfAu*MMA85h;IpHru{uhd!&q z3|A%+E?o!cG_VEFLZ-FFIe$|Pxv0NPO^h)`1@VYMOeQ^egvhvigv;(L&)a%h2{$^y zi6Qjm@YRrsWxs&N@@@dKSkgq!3x04(D?XMT@L#jylE1PeF-q_7%se5fRQMf=C`5gc zpw15lA<_C`R(eV()(_@K>`~@2#@afI4JIl*wwIq@=Nt(F!3>Q+#R$RTv&uVv zIhL@0zo}sNr!DWb)t=OD<3>ZdO!TV7&IaTfuNHkNy{KFuh2Nu~kQD>!i~G5Gi^5v4YG0NfimjR
  • 5CsZ?L>qsXGgH)jgE(^eW@?V6^@#QWMd7fP>+)K)hbm5k2npasf%0=ERKQ`x`*MD+x zKUaA;4lDZo<|!7%HUIsT(xx7wvXk!ggbCe}S#m zS)*=jVtk6)Q~tBLW6ZahQ34y+KD!{$Cx4t#8piAV?9VOQ12=Zpx>D`=1=IXF_q995 zxJU0qRp!w|C`HbA0PH)Fgf{zZ)fXI1s$f@BHLpu6I|9#^)0nLjiUv&IjPKOJT^eU< zp_)Psn13_AyQvh)u2C_D`mn5a{3JJPET8dRmpg33$UaT7rH*0KT4>@9BBNEYdq&yF zCny-RM&cXT(O+(#$l8+KBOI9_gn2q#?HOY31n?s15vJhTqU1zg=7#0}7-VmhnC$Ln zQb#{>-CIN(>2Qmbm+sFs)urT zI0H=3ySVGigD(Q^$;1yLo@RRZ2EUUPTO=C|Rfw_Bo*n_hZ?KJdpDX|K!jFgT|HOa4 zeB_0)17(F`7B~B0Wn!ixDax!s%KpEzL$Pu4a{U*{qyA|@n30+6rlz{|DQu#HyF)1+ zEj)43+EN8V3b{inj){&H9!;h@7VI;ZxSE5wa$FG{8_lMFzF1t%=kO44<(d;HJn>ma z2P}eQY10b4jdqWVvGfg+2Vd*#j)^sk3!nK`u-KO%=)ZDW@cu}-T3A~L{Xe53ER0~m zkuJd?ZNN4i>gq&4J${8qgYaIAv`NE!#OY{7A$jzjHislE>bAP2V(Ru<9bShNb5) zTPtiZ{S$Ddw%4#RBWAGh+D=y#A4lR=Zv&OSZ3YYaKdY;Hvf$a)w9JPW&)Fz`Vus!m zDxGT=d&cfJ2|V#GtYQY-cIKW%;(deT+YV1i``KZSB(QI;#GlY#C^~;KCrXHq6v>gw zB{%2}V*Z3q6Acx4%>Mm|+WS_p)RO#b`4N3GSqq|&3}3{T7>tGvofO{7lz#HU2XR0W z@@Xt$DlIh=I1%{fquDI?Hu#CcFWN*>oUIu{dHnSEiw*<_DVT%^}oNu1+ zBpkWlsrs7@Ya@aeniqx_G=H>D5c#%?LnDu&o`Awn`abnd9S3R$O$W?oympLrw2Mg8 z{+r8@E3?P1-l)EC!qM4eG?Xm?4(qdGN<684WJ;iB|D?e{Ji$LgEV32t0}6JfVSMas2x={*#>o&at@sq9Td$a zmInPSjSHQgvU|}_O%AnNHNEoGDy>|1aYw1EQVfG3sb3X+$~uK=`7UZlq0{wj>PugF z)p*4`>YO63q4y-Q82W#1i)|@~(*S8KXiU_C%M{I2TV`EnzaDEJ^B{|{7eP;|SQXaW zTL#tBVuy!k%GAqb$wUo1V$%}k5==oJ9^JA%8$Y`~^Q$weE2?)MQ_XSB(U(=t?U#6z zT+PYMF3)|PT`y&y^_iWSZ7Ovu-Ix)vO0^2M-u-?$#q;ON1;sXcgz!8go;U1Zbv~GL zjDws*)AD?Va57_ldj5K5c)DzwFaJ(0z49zKv#di57<^xVq7IOk%&8MQC>S>hMd(e4 z8!s`vWi4{ybbWQDY`tp@YGwBv@Kp8;@jUZeUZ@4XuibjQSSIh3kqZ$fm)L!ZOZn$JuEu%H_zdZ9Z+}G=^m|%qGviX6w0x z#8t;F%le0vfGuo{XcT(CZ7hs&@{__R(Fm9b0y&JCgtT58vuK@Z#vn#S#x{m*Z9J`h zUE8|jre{lA`%JqvOCLb!H%v=a%NdiKKNV?=3ylN!%X-&(8!dkheoXk-S=a%ZR!rPx zvc8ji>+0!Tcnb>34;suJGoGI6W}T{;zk-PvKrpd2&vX;z_u#Gg!MA@4I*6}*>b>}c zgHt5?TQ*`O-(%qB@dp1Os^z%FN$*6z&!R*)$6{YrytKEH%GU+(a5FnVE9>mvaIlrr{+l&la65Lfc;oNLvVwYwI5AA69cn% z3zNCNVw}d*@4T8j-xJ*k>~M*GZmwpVl9iv!G>bgVR_8@!@+7kElsK{#vh*?=_WO37 zk4a;iNrpbl@%3iaqq#N{8lxIp^Cv5-O++-BOcTr`E5x-O&aftuL(wVxDW~m9#+u4a z5!JG_vO0KrOZsL?4GqUWt}=I0QJV5z73OC}%L{EDZB?gNi!&O<>Y6$ac2!0fW1d~l z<1qQ5;XbK8yg*{EuiW>3W6!NE()p$JN4>sVzDEH+A$`W8$Ho|cGn!R6{3&p~Hu~E$ zvf=JGvo>J!$G*5Jg%~1?B8=EC{qgLs_e+>pOm%d(mVrOw^HIXkdG5dOjhoxL=t5T@N_AyX4m8{=&wB&CmI!cl$C^m2OzlwfH`LZg%0ac>Ah}S7mOH z(yr|1yvcZC``(u7hRNP?QFB2roa%e{gnN5+UL2{I?F;!3d;|Q?D^Tu#N=>Tf;b6wB zrTFc;nTZRts_QqGkNQ`8C) zjn2&GRu-;KW{eJ|<{w2ywr`B4W_He2E*_wKsGvsLe>0$DY+BJ4 zW;HW+7kv;$JC~3As%!|{AEzo*n7?w7@_ZOj5fWmSaCebZbpgQ?5CGN0>}~9wR2_^> zKviaE&_bJ(hxOkSLBfB}#>&aV&i3D|w+qu{tIV1lLk=D^GmIa)0qOQm->FeZNxu+s z#s-`P7&Ya?eIL>wfQQ%x6wm9ZueJwHEA>K-JU*X~i8&?wA!aB7;KbZM?q4mWYzVzQ zTb_8#0ca+4NcN5=;z(#KEJk8T)`j0*uhvGGh2K_$UyrX&m<=lrT=ipax(wf*4Nnav zyow$)IUrH*o)@isVi#Z2;5(M;E`AC^B!n~|39AkJgumIn^(6yzBw zDl=0v-r=(gpUE0htDoHUd6Gprs`?td7N|%|&)!IL9gvP5Fig}dlqIN%=WnQGYm%!g z(^9)OEQ#O0ayMA0r0c5zq{VEV4EP>!x?oCo{{gwh4u7JLYlgDywV;O!6EI%mUt3a; zfWIOq!LfAGcU56=Os#&;$2p~xjyu)Lk^qZ+&xfq6ny$(LkcY1bNG_>ec)~z#Ok)jA zx*|dyK6M?>8{l$Am%r!BU-*;rkV92=>Uy3RXIG{rkwXR&XXO=frC8Q3guL3Mw)JRJ zs^7PoP8p>a{`};nzgQP-2*C+5t`Bnkw-d>mei92LXHd3Czr$d>Z>?n}#G{G8Un&29 zHr&ZTx8H|D1ycB-teLJ_zjzXEsJI}ZoP`E%Z1RVZSK&uH_P4z6wIqN4RyOS~E;*e< zM`YS3q?V59Rs0=D_HxQN^_%Duy~>EiHQs{rbUw9daRc;|xx6YBiYvhtxdFg@tK@uro()YRz5GNE8AN`WR_`^-#MyzH5$u95}T_5*GVRJ>;1`^&Y-U8 zL^pC9??&X)^2b7s;&hhhc6R0-p;Ytf90a_qWmK;t-T5G&t$??gn2hW>)$4<)sp8o} zq?nkEB=Y8*>1{gb*|Z#mA>0xz5)tSom*Ii{iN?_fuRG{PCox(tBg2NV>{LZCT4y;2 zE%uJJ5EAIl6LZwt+EtDfZk#QWcb{82*_1??SWZI`MpF$sq;aeVNT(0sbQznB2x&rI zL&V6e)h`P!9xWBJ^ zQ>>#K*O55an-o3L_RaYGbig%b#ES;Dsq`m zmBv>Ut3dAUPc}0i5hV|;4GM|3q_H-$97cUloiSkcwsa0W8i24RMmkyomxn~=Tblfx`x5%rh8Jj~P#pzb5b;fgDB+^W#~r<*qXDs%EocyB*3s zh=3#I6@5yn8j@);4ebZ5SwiV23l?8|kJJm7M1P9dj6#+x8Hr);y0(m%TI#y$zd;l1 zVSRzrwSyn-ik~RRJtGw>b<5{qG=~W;dZBMSnP!9XF!KP4oOC1PvT$s%C5G5S4|mm$ zG=PSaPUtKuT{$;o62^|kWQ{IyScz(GQm9@6?KiTR?w`;%yP!k7=Qd|5j#*5V&<&v`|AGBASZes&)y zOrRVXDEb74SFaZ}hQN|H3B)GBIDM_ChD7=tev@j7SFmmbkA_#UIX%eOtXbQ%P`!^! ze>rlC5(i`LjHek%z1!=KR6B9dErN&6aiB7!<1o-6AOMG!F7KaRrMR)gqV=hsJvf;8 zVk5>8V-Wx#aXK)t!30l!pKD>-%qw{5MTGp#+^`Fry?8U8C(`0z}~qcL~>WFO}?S2#<)z_!^TY!pSL3+gwxw0 zoJh~j`BT18wHV{z*Pt6|D>hAJH_jF3;(zxL+M$@z#E(;NxEf0SYPmDy)rsFIto7B- z#U-)Q+L0^biv=eyIgSlV$*mjGB9fa_Ki*kPs;~l9=J>tfG=PHV%2G+Xk-ok?YNxcQBXwD5 z?xMnB^JaP#64+Cie;EW8E)?D$P5pJ9evVB+NM3-F#5$9_q&I146Qm|C@R`54wKEDVbV~@sXZbTtZL)}ysvV6gtx&%qNE(j{c`~^A8P{_| zpba(D$0}}$O%v+Akg;iFpqhDr{S5^O!47x|t@?KMunX+Ry)OhjbA_&_YsbF^_ zbmdl5%~RM}uGujndC&7<#hdli8|_y5boJoP$}WmW2y)p= zM9p$5bUkmhm?9;(AMqDv>DxFI5)gxzoaI!O!l;&)ZqjQ|%Q@61Ev220<(9aXGt<}* zZ7KrsY-F_7-e?hLPz@yf^^+%k2cknVksk!EXa(m(aTcUl1Qc5$Bv?$*ZdmWBX099d zgXrxP&q*Dt30NoR$N;&olkV!7^y>2hfgU-1ep@0WSxh;)M?eBXXv=(v>A!)AT^z(B zW-=4QC>6!C-x9~Ix`6yCF{PV80WoR_aqpqoG(J3?kmGs^zn)T4^R;ebA$4T?ih_ec z`)0*rvWpun^Rt|e+zJTc-kW*W61UHGg0=}2C?&e#?Cv;wJ69)gmQ&g~L_50tV#p?^ zvOxu)u9e~WmD=&E;JOUZX+kpJXXz%X8SVT@Jk*u&#}S5EJ>~ zwF49K(MynYf-m~++bXao3j1xrj@qdVZbkX9MXblER(vPa%dZcr z7wps3CylU1#~mw()hjp`8*sq93wyZ^H!r9nA4f0fqV+bx5s%@{<_<{Ji#1|%-r*Gk zbLU87!@pU9xevznJ+IXOqeGv?6TQ^R4>q{0PjbdZh{QNc!Ovre1pQhr+h&M z&8C+)n`oX>*++Vi{v$hRW?j0m5#G4~#Xjn?ANAsH(1Gu!THf=cOTb5Qp}U%SYr@R= zw5oRlQtYCa1oVvrcfn10^b zqZ4TqRG#S;TzlfW)N>PJ;{Jqm=1tUm&z}uTd^i5EH&C0KiTcs|PPEk+@6R7tqFQRa zEf2_h?glkM6DDqAG*d#He*>OLQV8p#XDXoIlU>z1B*1vn$1sr~hOSF?a=9gAoq02T zyx#Ev9X80K>!!b@uHNz>0rZ0rXAc7!aFR^^iLD=<_#akm90>T=kTcxa1l*GGB+3YX z_D19R80RV%EP>LAT~c_TGjN7u30B`_cEgUh&H!8LmTBVOyMNzLfmK)eIDqvTOU4+~ zY}23+`JV~JgKby$qB1yHOeqsufW`EpkdBkS&_Mm{MG>YM3UZZnjD+Yj4kM`rb6nh# zWbvpzr$Mpw2YJ~cFd_juz&1Y%J^w?E1t@syvmfAm76cSHLh7#(s=oI*L?v`hfijgCP-X#Ruu8!MTUqXh0d>ubRx}ILHBo4z zjuBk{{L{~20@`j^lxW>fI8tCMt9zK;ygwWz49fV!Nk^;a^;5wKJyL9U3tP#VkHPjE zWQF`~PXp05Puuh;nCFN*SmCRa^}j<9TH)k@Ei9YSd6b?HMriq0TwvgAwj&x{tE|PP z0Klx*``No4Q|7@IRztWyR7RZq&zP3M%gzTSv0Np?!$3Dq?1_lX5z)5Q<(*57uZ6dg zlNiks4PjN5@J|nDE4xv2=-eOp>{g2FP^2%V!32VvhF3kR9}IKqlTre%xdv^s_kphoTz9$O zUgBIfaUe<7RnmY5mcb-t4jicO0;^}1vis4N-HcCm{&phVO&juDGM#o3|wTFs38Jd5OM}z&r7qNolUiKYCl!3(7^AY%BeSzIPW?N3pZq(ydLkTf7f*;bmJ9N zYIxUq8BC7W4@b3e%N3d&dB1BLv&Xfx-u+H*gL2@3UGFVkq;rVqgU6=P%w6Ey*gQZJ;i_EhSz-t#tDXD+BTtc9av8(eU zv+x!EdcfB(2XfqlG=IO@6Sn*eJGz$nENS?29_Gj$!pgE6cz`qEV(AO)d}|dhgrrdH zoR}kT4UM(WxAZE9d!K_EHKuV)YmX4}vpPFx(t;0Mdd(wNi=Y}Qp{T;%BK&-1MsC}KmAsLb$)b2y{u#&>;2>y7{ zwy}~XHFdUyiaJW&NPM*d*cl;t)t~iH8WAQ3w%L>Tx$|V9(ooirpb?{Protxdp@Qm< zbAR1M+yySnX1tI9kX@b!&bNRVVOB|!_eW4T(=UPK=<0kTrmr{F`dxBW3qFW5i{wH` zV7=hw{^~qE#m^g1B>c+6%n^07ca6u4O591vypa9QhC*Rm6rHkS(H_YmA!v9m{JxjR zUbM4^&J475HK!GRTyw3O-EMlG+Avw@nP_{D%&0q(eObHm&Y8SfM}?b!jg{*>hYdb} zJf890Jly7eGnwq-*%!qj;!7~a?Rwo&99yT}Fz~t`U3)rhO2`oHcuR=bpQ+*|o1_(2#pt-gBkb~(I(<9uh`h06S5NzeezJM7?tOP} zyzw^XxAfisNPiG+Z-BmYznSxE_w#<8L-l(;e+9(EH2Jx=1HVm(yzdT7v5wlkkA+R7 z3Vy}N?4fVFuX?{s2R!)szMP#r#B_PTU)dk7FptJ}K22QsJt}AWer+qUp?NOy^O!64 z?OeIF175Y!3msl;yu35N&!YY*7&Uym^bi&xHYoh%_Wp1~g>jMW{@^F{?xxue1U6k= z+Z(>2E}AmN{pURao_{)y{6E?g_&>3FE^bm*9&UYRd1DtRD|g+Gs5%SjKc4?Fe*f>g z450A4v@I*bKQUo+S!Oop$qn~t2b4HL;WzOn^1C;Yg=IN4Ft)PvNjPR7 z?QkoMsJS2SoTca2hFM#>na!VI)=Yo3aQprJMZXtP035T(GMCPkfs|l;o`^xsF1ET^ zn|ZXm|Nb!A=10v)Z=5(24*M%+Gh{pIaW*SR)BiSjSqlLU%@SOz%6j3eM=I4>!zBX$ zHYTRk0sMMPba@B1h%#a;>sOsb^4juQfo)YqhQNj|T9=<;->HZTsf7nh3x!@%EARDw z3yBlGTL1R7d&7$ihvc(I0x(#C{wh-nyFX+r7Iz7*(jUJcb!~8X{WAYTQ%!d3Sw``z z;JbrXkyLIn*EFLOvlp4n7ON!*ExxN!IJj(F+fa6vHfrFfrs<^HzC0~z^^$_mI$QiH zzFft0R>FVAAw7SyORcNHnDUpAPN|jRo9#pYN-fT$TDr4)E;Wg)--rH#P;`{>rlXfl zuIqTcyKR{Nq_8G~iUte+$){ab#kgyBs76xIo05u|E>)tQyBgJ*Mp~K%n^g?CUORgf zT3VZVjXKU(BWM}zc5R<$D&m(F~jEVOPl?pOw9oSZMlx!Vn zJ2H+Wonym=eMj2Us2?KKnP-+<6$)KlKH~!jb(nohoLVVNzN72QYekp}(^bmTFtw?q zCHrdAD#x1ON2jM8a~$*kFs>;BOH!VrlO3Nfi2uPrPoPWu`S(=u$ee@;$}dT6g~EH1 z{dQ#wVSC2-qrl&O#kAy*bk9A?kt{-g&U^GH)pI8e#@hb+)alJW)PR9?n8)MHwhU1` z{UjVb6-wzwk~XvgFHpGbocYRC!J7#E39sVQsoEbMoxga3EXBar@nblVNz{U?m;6=T zf&dH@betXN9H_J3C3H04fRx1nudN`jB-_x+*Rs}JTbk>3gl9Z#MTuJI86$$3flxx~ zXS3s7p%r)ewfSFQm2B)tMpJ+DSHIx%x}{L%nap(BN8Cx6Ph$j=EqH{a4O9xa5)0Cu zq+x><6Y|A)Fh?U)wfQd$O3L2{(_!e@$7bmAC-o+|lYglm#0a zri9g+x1F&j?z+(DW*)cPSM5aizH)xMf*_rYO`$>TqDNbd^57>`a=x#q5((ie^`#d$ z9l%s{$K?rFe}|`zritudQG8+C@{cYPMJk<*oKR?P&Nt%$cp%)*=G^}Yt~9Es2QMj` zh2g+HCn}75Z@d%^FU(5X6wxLIXkBcHf?cM|OhEe0|1_c;May$NCJ25l%UMhGtke9B z*|+-4M~Dt#OVt^!2H$apXzTB%vrra1+)0i+V5oX}vehYEGUZtv!(6Z&bI~pPf|qj< zW4EjOSD|Umko>d{_8x!XvIAGO84bfU?P7cDUKWy=B_OEw* z18ma4tR)(Czr17|BglPaF%6+EIJ!b*f?$8km6W4-pzS{({l3fU^v8@3 z3lSSdkPi0_1E^PtqkW4phQ%+5B-Hz>;=W2pm3s9B1zG^kmj2E3OI0qFf`3KokQ0P5 zYook|=Fn#mmqY(?sH;h}pxA**u)2zH=ICbSh-?kVh49U<#Dml*nhVD(lmjg~J_Nhm zYFxNsbHWeA>s8=n)&BP**N3?T8tp-~>+DFd^k9n03&x?YF`JHE)eZWPd(-%kFhMc` zY>l|W9_(ig?5dOq>1Bb{R%xdV;ZkVaS5G;l2tJ4W_cKz7Q`T<99wo}abzM_pYQYWZP&+!O z%uflSaL2#%t9cSB{S|JYs7BL1m(L*g@vtc4q~~|v6^(6! z`kqP3k|;r)-4$8KUXb}9wVpL#D6zYi+)BN6`P$ulz5cEr)nVm#WX-*!$F`E?nK!L{ zSIq0s^j!QBDN>p>lU7OFA?Ijm`xm-=^U>^wmp`!T?MIBoefMFiBaO9Y5$~&`y;f~b zp^O!oO8Bs-F&-->2v;7fQS3DhJE4T!=DHTTkRuHoiPhr6+jhn$R~oSUY@W$Mwn?x!seE5KwZ&R?Ov zvr`M-vDg?PS~9|tOz}f$1{-NAZbOMC0Ss(9r0+t-UIn8{DJHBV{HjtUL-_aG^rlMnHBNVH%TL0!RqAvgb=@CKLF#3sO@|3{M1XFSBB-}(l zMUgR&Lr&M1fw}vp&-NvYrlcSp@#HvQ@uvrOBfAVauA1TE zlX)8zog!IBWc9bS1?TzjuBHwL;q!+r7>vZzt>+Fc#NtnEYnJrMe_>PE-z%EF2}K!> zT8`1DWb;X(e=#%A>EqxtQ(VNI%)4~r{f2|u%r;uHriZSKO<7Hk;0j8grzliuIH$H; zJ_f6c)NywnIe_q|tB_H)U#U#){x!K#FSAjvDJl;#KuP$KU#|;~hQ7ebd3@d=!2ufF zxCi~ZpE$oNrjk!xlRbp63XMPtbG&>gifSlo;bese!OW9&@azU7CQxy+GwbE1zk6Q0 zKnrh|8LlXEhHywUP9firQQp6@zdiuQw+*vft|yMR^TXE_a7-d=hZLE5+oBV$ z@XmkE7~0POZ%-_$nO&^S9M|To+o~Mqgbj=QURIiix_$W4kM?|8wJPEt5;Btl3=Qnw zy{4Bpvi!WBCT^=zARX#z)5KhTA=Q`g0!aB;)%O>Ng>3%FAwhy-MNLw??S>7}c@s-e&-L$I+V$3nV$QYL4A^4lMlr^4J8_bV&vrN$B(FZaSR z_~0+FJ60^}6V?oyM;sG%utxe?OU-_@1EI*0G#mgqPGaD+RZN8cmQ?;Ait}c|a2+}})0!>Q3@Et0ZD14$v4PW{? zLl(poi%{}=Qw^wtob0j*wS!^QV>ujqhWogI!$;|Zaz$q`jm}nBmnjWMPnBk0bfOxQ zHZQ|cAy4{6n6Nq@&?~r|IJU_nLYqyoV=@WtU2AJiLaQ=KT}RId7JU}0y5DX>%&+j& zz~|>UhR4j^VZA@E8&t-rP3yL88Hk3H$cXFWg*|cyIhPm>4mf)PU2d4CT>&vaw>);D zDYT4Ru4xA(1DtYP91|h`81lck#B)4nz^a$G&`eFr@_l zTnnv2h%gt25D_`dUG)38&HfwHx4Pg)C&_c{J5Sz&6>d#(3%SpEb`o+5)gaD^PFz z!E5e}`#0D9X~3kB5@K8=kk!yx_}AK?h{z|}Kg%9{V1&;4M`-KKV(>)Oqc_BoUd33P zQF*FV8}YST{Fb~Og9e4oy9%O~e(N!T6)={aR#hD_m2VM41?t$o`i#;M=ZAlF^)_1{ z@Uah5R9Hu+ZFB|ci*G_NcvRJj9z|WyVNYa8dUOk23Q5Lw95c&PRx{dN;FGMy0KG8Q)vlRDua&VoE&FI8x+c+Ph@z|D0v0 z&-%926n!Ssuw_nkyUw3*N0R>q54qj?PC*>6uWAQ>_L~|K=?ZJyYUR*-DU!iS6mQ4A z9`^5s4TeC%j6&LG;lU_O^WOw>^10&i-^hdG#I26*1{D)&+ywq34O_f=ztZZ^3r=V8 zPMfx-jk>s_oC~JwEXWm$BeRjE6x?783GP7zH^R6_q~+uo%+N_5j8a+-oOm6{mEht@ zT!$W74u$$zEc_rkfsg^($^PQW=1+UYlU&OJeh9Wo4YOag(j|5#%^(|khEnuP zZ6Ohg+9{%u#|$hJ#8Og! z@Q1Bava(*r-`F8t1_d+)@mp|v?fJYtNROpqU__<(xZg|ak8=ZO$QgKg8~HPS|Q_cQ(xliea(ubj9z6BqVE0Dvl-8DML=c*$^t2Ocku()&r+Rq~`{ z#ibo~+6f&%J*k_U(F6W2C<&#?^9@YR!+92BC3A`E-Q3^ylbRP2Wl%lRicaYxpY$10 zcEK{<=7l42OzYY zImirR4iWG~9hyNm74Hl&as{;mYkkTWpF_M1&{xQ%^*%S5Hvm?QWZ_3x;iRn_bb{Xf zV%NXNy|HcYLnS~9cK28Jf1*rC@L~%m6M>A<5#O5KCq`>mcJp1DXRdRKIWSwHvT!r_ z@qiSw`Mt(sb~{UTQl`b&^Zh0r#D^ONEw z*}?3zvZ#iFYcBB;9`S6iaBl$a%f9fd_#5cjkjytrs;hisZy{}WKisacljWbXvG`$s zc^mF$O#saW>0g}Ibq2_p>vH${XpSAnJv>hvG;53`DK_h<&Zlbn4glv*!22zd9r9S% zeoZGl0n@a}m8<6Gw-e@fSTSfA)c?E=105g!e?oo#;@JI*WA`tP-M=_?|KiyFi(~gM zj@`dFcK_no{flGw|3Al$_hS?M-#458NBimjw;Vf@|67h7??32n|6e$EydRk>{=u>1 z{n$$XpK$DWIsZ-ZpE-7{|6NXt|G=@c-rO1E=4~(`K#L`f#vkmy?~YrJh3Y8(^bHs8 zdPUW`g3iuB5`)5h650FVwD*5=?7~1CyO$4+o$!Cjv9sS0e7m`t8)4pf2VD5xJ>E$& zFWj_N0-oL_yWY5gCzdf?9WPsoF(+3;vYy_S??Qgk?weOt%sZa*C#(a`(SVd3q0COO z3P)AX{U0iS3TS^n6}`wE71Syme|P?+(N!woELe&?*(%Pyrj~ugS2~)&x1uLqzbt>2 zHXVW7=XmHvFALydj!iLGo;UEw+7Zr-3R!I;T0FMs1vx*)IiEUj<*V~UQu!a{+X z^Um|W z3}2~&3VM{Us*gdGnnYp7?3_8~5^!TSOWO8_G7&X$!;r_(s-ZVQLA>Gz+~@}fF4CYXa6RZZh=bP>@wK(|8+Je_NbC{* z8$?AMGQhd7Gd_p0NCMf8mk6>={;YHAYCOT`3qK1o{sZJ15y*B~DWVFJ*NSJ_&dY)* zbiyHL46zv4^gP#sEWp2o~0{|pTEk6 zeBlt=)_bApfIy&oKIB;Y4!Yc+-&yoqa0vO~SWVsDIuTCTM9-YuXIkiCQYlXm9h&3cV;k+WMnad1w%UPWz|)jNV_4cOQ^NvbPn=1_`leD z>!7@XZP62V*Wf{dySqzp3GM{9;0_<|?(PyG1P>D2g1ZKH3GNQF$$53|xo_^gxl>bb zs;27vLp9y2SFhdOdu{plZ>@(f`R$CyiiR6#GA;lX_{RKU`82BZrMjY3*X}G5!iFkw ztV*Wqwc{cohUWFzE&Q%cY24UGtIzrLHI2!jGXy}|`tVUuL}b~K%Z~#D5fDR}GXM;Y zoH&OtAVsS{5;7A2s$2WUOHbjZaqXq5iGluS^m@S6Wh zO^s<;1Yi&aRe*;rW)bufe;M0ZSg5_p%eQrMvSob!(oYQT zDwSv~2C!|3l1Ufg(_;I-Is()aJpbXvUZGKaQCcx>&0Jxs~ zF7!?)U&iKJcEss7rm^gJcVR#BYvV0`%W}pI0s%!Dp4Lr4zP;31Na8+DnX zW2@)fFy)lO+}6^qlIh{imCy&Dz=Bk;aAn`g?X$HwPy+RUcyJo{A>{AP&(+ME7HU(p z@RVM(^hS_viOsGVEG?LZnGp}NyL;qgIE(9k$xWr5c`_~thC=25 zUhryd6wSn`fWupCX*Yz2xPgnWg&;uty?lr#Vn~CO*=_M>ix!Y8*Uk@7NOLzt9iGtL zK!fwLHohLh+>8Z$nJTLuNzNo(RUVbQ)6_!wvV5~zSL)ZRCTNQU?iC-HMfL0xF$mIu z4WC(XV5}6_BodTY`+8G5{k9uJ(*=|LM6q#PbYaJ!3nqiaca69Ch&jFIH~Ay-;#NhCz&RMJv=1PM<5 zUc+_1*c9$!=;FqI&L3OU$fDbn8gU6B$=5X18erqpycY?$3Plm~k(ZTz{Zyk)&X+6C zZ?lMe&rT51ppN|9f?Qy}zh;YOCH5Vd&=+hzAa*tKZp?w^{!OwhP8>1e(c@K%~ zT4FxH`WgN=hVjyq;qkjI{~NJwFMoKj!yUX-g_L&$ncDA7CLB39={mzi*Q(s(4NvWY zi44({v-&B9-(SPX`VG8?PL=%9)t1oK7Q)f5>2Fu!7RIibIo$M_pOoa6ah#7JEX+_? z9#5*wTmak2&W4EJf(^uzciY2QNLOuMHYtU-hp%r`VyB?sOB~Zd*a9n}D zOEdiaE~j?bHfi^rsTGm0sPs-k`{k4J=3e9?h@A{gdCwr;UZW^8Y`Gogh;+g>zg=T{;H0zz0Dt9nmVOV+{-b=d2SOM9B6?{#I!=$hpUaKuI@= zV~%%NP4Bhs5+Pv^eLBZ$&(ktV1(MC76-7PynwdLayh9gybS6N49YN>fd5oy=N8_k) z1X1lmLd-SH+b{f>`Rqrdzikk08imG@P>*Ul#=~JPbFcZ^2+|A>R<`qDM#`@S0dmVM zWlJmp^VkhFY`dqEm$eZtWR+|DB+$q}+oXO3+uz4>__&efDDpgN+{nOimwW9@t>QVy zyW<_e$7!zpn($(itra>`wBZ*xO1vkmW?~i_#=GeoL2yb0SQ6qJSa_v+5>E@H$0=hU zCeKH9%xS!v;!rBY{%x|VHvt~LCdzl?j$UwUMe)UU_6j!qPf+^~H{(`%txKX5~*U*t;h!4x}q*X?I!66HN)JN9O0`#tgM_UHA?p0Q8wLZl|`1W7w5@qj}igU^ocM%tDB^&?pY` zg;bBhZvbFKssq>wjo#KY(LO@|2ovJtFZb3M7FNf@IN>GU+=F*x`qKv-5R_ecD+(n6 zIGsck~<({!#@P5Ldhn zG`En!FkgXCnkVizjlfK4dBjf92jzkB;C5ssa_Yu5JLZeb3(cKFv#X zGmnqA?;wbtX=WZ&cO`=cyo5@-BRgHghHt1pyqb=2-fO9s$YE{}E1_8VV(ahD&C zQ3K7}o_BQJEjpep-_SnWGwvq`<}LW!c_*z1DsBD_EXAe{)Hi}oxS0%0->JqrUzBX6B~E8SmzxE*|x%JLX#*wL9^-RVDrT?{oUMRy|;rdV7Ga7?$c} zS~ec@6(GmZ?E>>}(PQ^y#C~qMytQAhgL)qUnE}}Cq3DK7=ylg^On^Kb;M)Fmk((V0 zmP&2_@S@?~FmEgxQF9HF#h%#PNy-GwFnMkQL8QNHJGAbf>{wv3#oJ-t@Hi(&x;In~ z_N^QU5Ou-C4dvcyk>lSk)NhO0ugPnU; z=1a94MaWy{y`@g4mHVb;P3HPbm-WR{Z({cuzO__>;Sg6rG~jUWMeT(y!rx5i+WmEr zpB)P|Pi_DY&~t)pZaC=2-c(J5_e#JaZp*$AbBd#^gnVlVZ-+wvMi4G8YpK*xs{1=4y^3bM2PrVAV`lt{p{FQSm! z8LZ*)Bg7j_S3Qs|A?1(-&X2<9#~pZ9hz6*9%A-I9z%&*FKpr&km$U2I?)q8Cod*t# z5^D!wRXs%Oe;)U#-o(1ls*`sz-r&5LpMDId zfz0czv4aOaq8@*42s(QIU4`At}D851@bBm590v2>4^s+RP zbO0P4AuT%qv`IB;6{9;;BOZB>JesM|_vYKHql*&aK^`u{4hd%q9wLuzejTsl{*&fK zA(bWgDB?O7??dQh-skK9hcd&`=sIK~Uc1#h2uy%J>}J{$>YD$vU@d?EW8J&ZVPJgF|Q>LNV_FdJ)J0x;mvis3u}G!FsW@0!sVET%S+@B&}}lZ3&B z_1=TqIHf9r?Je|S0~j220CSJFn-Prtwq8SgDnPWALZ;0#-h(yNAd33cojS(1s=96W zQFLm%mciQ>>4ib)TBnx%Me#m^H?+&@0`QgJ;2W_<3|ZlUI}X;brwys=guD7zWEddU zEMQ9kkWP7qh=!Q8!ZH;ST+OZMXbgbsc--jz#CZDwT-~Q80JtMCmsp9vvKp=Hga-{^-Lf{M&T8@J&U9B& zt!BVnQ?pK1H+1~!TfG7pT^HQyzeL?CjEyC32X-@)GQP$ehPOdj9i^uZd*n7rWS^{; z@VD*-df~)Ta9y)y0hLRjvPKr%zxY&C#IUL*3awOhqOAF|41)}szsoU%#Clqbca82e zox-Ctz1smfK+p*gtCL!M%1zbCdXUx9cUX)lq*X{4qCU8Y`1F$mpy^Z`{mZ$F2f$)Q zClV4gvZm0$)EvsW(tx50mF$qdLq;ml;ac?5O~kY=ks4h2ZDxc#^&o zTt`eN5dnP~bIUcd^rw}B^R$u5Jo*mQhz|Ak5moyRic5aZ-&P%z(m{RW`-9R|9z%OR zKP25_hh8zPEb*fK(eh3ppsb`M^?v-1=1GA?UL}S_dhtQ>i_#1ycdmqIU#!o`b$DHA1glqqAB34+=TA91jPkz6 zFL{82?Ykjm6dHg}oZd8WwZh=)hFg9q;uZkJsM*miYT!wo|FdT(rO}u6(%1 z_KW^$-I+wL1i*T?vNtU-?2*DN9C27lM;c)J*U2hRm0gm0-~*|~9d=V-F3`ee1*!ma zSF?ia?DrEQZf0-S4Vg3LaTOK7@=P3n52n5xf#%<1O93i`lTT6`2}9RbWd@b!8z~He zcO>?c960xuA!tOS)q!7B~TNi$DmX5PNr_&?&FhKC=u}rl?%%iB{VL7eiWNK9G4)j{ zDKdqwpL43JqkY6Mxla!>izg>}Yj%CkF}W)>n&$jRrn47LzJ2Y~LLE_kfjsmn#9o-E z)4dd)g9qxp>N>ShDuDW1mt`h>!EWev-xH9Xqu%cI1`~;McgYrRY`@g&ouBcZ76VBq z4;4F zzCO83!bHs3+h4F{jI?a?$@|1zP{~r}2D1ASTrK$@+}s6d{aqK2K!4WLW*V*9lTKj? zQ5x~n`J>sbR7Z}gR{p8)>$m6gQ!aJN{m0i+XiKejtRf4qil9$uM?RauTcyE+>7nQ>>TZn9YR|~6MT##IgZ}1FH9Xi-p{H1 zZn^DV-j~;pr`*hSD0YI64@>=AYweHQb+H|fBe3@;kFa+=LhQt)7gnD0Yps7wggTb4 zR&E|zNW*~{8&@qPW> z5ve4y_PhmqzO&ZxMAGC9-T7a9h4L?71OK;v1Ncu&9V-j_|5K*!?~e}upE7kk|E*+( zEZnRt{}Qx%aYtL$ZkZFU{Z`{lR~Tsx)v$&-f)m`4%`h+Yedtl;yg;wzH1WeNUr*>= zTz!g3<45Hs#P5=XjyWXe)QMF=m@pk#n&7@sS-I;cMBc>HdwMQw`W*?~0v{!QT$!w= zD3>9PUG5%ZQVBgvo~*lB#&|!U6Nl(@<6Vz9Ir@GGOqj7pWaCx*p1S>VvC)~v9z_E_ zk7>LMK?1YZ=MbmT`N@eF)at7UYB#9!D^f29fgDcE(;N~06z}8xfZBz{Vn!_FS=MSz zq|OL!vBtrn(I$f3m=Y$RLPK{EC4$UO-q6y~+{c#+`?TGCnnDyT5Cp9h$Ys}D8N92l zQpI12wLSafN!S!{K0*R(D~xj68MD}lrOh3Ov^SON9Qe6b(Q@fQf|lad;w%^=R3=4cOMWHVBp8iM4JxS;qv>v1y^^EB7Br-SFx(-9 zA@(d|%D)IbI*r z>`y=gMzqoYgG(`pUhr{Q@Q@gpE9V*idsOb%J2kBVml%SHJ<;k_IB+*f+VB1WoQ89l z3fPT?(V{$1?K)yYQM^91GT5#>x#Row zge0ea)BG-*0IT69CiaEWpqq9%eN4#%wi@?84?Z`TyOOTb&L0IH%9d%7Gc1rF6^m0e z$uwk>!_MS1+0$UT99wzeqG>5QyP}~yzWg3g&UBM}9TUZ5b45>(=Q~W+TD#U4Oil%o<>l>9zv8|_^O`VK99J;|YNso4_pGh|2ROBs$war6Pf51KvZA6k|w z@DeF;CTK7->w^X6kKTPKnQ+N5ZdnoY$-DK!T+J|wJ}~M_J2b17IabD#%mrdKS$(8K zAIuG84=VREkyd`8&dgSSLZG5flr|aDsHaj|7FKDDlFJUPKTN&Ouxhkaqo*VgG`pS* z7h^osXrkfM4Coj!L)H1}sSYaF7Vq)oA^?REBM`GS`_r-$;$;#3%wJsE40x)v8p%ju z7>NRMkpxF6>inZ1jB|FFA5x+#q^6Q>N zzn*wQd#s*=C~KqOH4WYpr?<^U}p&OFY^D;B%&)C;^B zbCH5g&)d56+Pt%Jf^37dH$7pWc#sqBpDeIUgA6;47e-Ut_z@?FMbpveti0Agg*`x( z)3AJPdF>=MlTZDl4cYN+TF*v^CTcRvg{g+vEvBisPfnO0B_+HxA-|Hr(OyYklXC|{ z^fPY>+aab14dVBG6no2eT!Dz{r>i!K9T|3PO#@fTUz->0mk%#$PRe#qV|+1_3b`r{ z%KDfZKas}{-M`C8+Pd81+Cshw0a6qaxz97NR=X!I%6@o4h_013J52h;Ux(6{)PLTU zlv*ofDEwaU3xp+o?ha#IC65&F#`1l3ZJXcKXkOZPK@+u`pzKMiPP!@~RcIoR%Eb2= za%6m~Hb_SNU!(TU-OW&EiTp)PKPm*qnVX`&=hKrm|Enjw%{o`;&60N25ak8l}CkzngN_ zQJJI6VQ0CBl1JrIb4JwZYfC!i50d#0vsoWfdFN~y^85?d9*#?OE^T4-$lou`xO$i0 z>w`6OoU~FN;UAPa@yXUKBTc93f0^Y#igtfX(-4VFHKuxI_BT~23H!+S{nF!; zSt{?S?`Or+Mr03+L`5M5p=TuD9PoQ0@02?<5mvfo6X;7BY&;5LZH>b_MDe!qSF@Ls zB-_4vAGQX}NIs+FB>GOFcHcX8`ERG7<2B?eSE|+L1abN_90hnn3PG9ov)V@0;TIv& z#Ywu*=G!O(>1vDb{4C4@+!$ReT0iSA+&wd^$$3Aylyl#u2_84I3y5dD3dnbGn8wE# zr-nc(Wq86!-$0X^LDRFpIbH&_7Lv5GWq4@ zx#y}!2)O})KkT3fz0@$E$8#fn%JbpuX&Q3E(f#SZCw5v$@X9@AlV^cIH1yZCzY{r* za%#xT2(;5=7>0AUp@TVbTTq9L8 zt2`?q){4GO9MNhqPIFy##Ghf?+MX7%Z_Y9IbSW7qr^&9rzxA;`&J!%yjum(8Fm098 zG=+Dn2PS?o#c)2+`Pe1?L+0@c?qR@zQvxI2QOmFOH^!J5R+5BlH%?w{gpi4BgDaMW zP3TRKsDt93XA(ktII9z>3$mnv5&U-~XgYIZ{!yIDBJ_z;nXC1E$)xMNg3JLfg*fIY z9jpjr@G(Pa%KDb<_YuUnh(}XjG@*W&Eps2?$Mnr!^a`?&1rAp5$TtL#QD#RoToU0j z&q(84bvvfz)hSHz@1We;+DRLevke#)_6|{U*pRfKTIS#@q#Jj4eKNniM~M}?(brEz%JTKtxF6X_RSEBpPe))%o1^BVLwDM4buN6LTzZUX5r&|hq$wor zP~Ahd z;VHiOIV1&5t26u*oXHDq@S69(X-uriTw6k=@_synaYa<9xHqRTVT9 zVdN9#%R;6llh8#UDhR!x_K_$YEDybN5TKj63sK%B|NbGHS1n`TI}u%l&xBx%aOFS& ze*uc)?p7K}l2C_@8;NegGe6mAu?Jm=RY$=w<8irq>64H1$B!+_M|J022aRSuXO#r{ zL`Mx9g%KESVP8pEbTE7GIY?t*f03ns@>I$hy9sWe0fW{XJu02EoMybqRZ6bFKiIP5 zS~Tb14)>G{j2VSo8BHkE{#cRmA~%<`AuNi!$?1BK&l^#*SG$It@}pS2kfah%0{xL% zO5$DoJNxu~2Atn0nX|GV6=gFH*z4?>$1?^!G^Z8p^OHX=mPu{xx6F(j7Ug_U=<>(# zms(A32gkdKsJtwBFz55tu0=;S*VFsW+D@2+n??9OK+8_Z`XV^Wqva?PT`oYlN>L20 ze3kau(fHS=7YQfIc8PY#{T9SV^QTG-MO|i6LnB#_5U4W|OPx9-2v<6C0XzR!7}E3< zm=O>Eq!kOpgm-1eSJmPJ8yGB3bS?PD z9JTLoi}3e_;^0mPvZCNOC0$0sC+)jS zcKmij-#xznSWL*aUSp0crov?`rcx`F`_*4Y32JM61}_FY!5Brg1s1XA`YBuRVTVpny&ZpW+n5s5<10&i0-5ypnHt4r8mDe_ zE(Nx|D|46L!L&xFUV$US7wj*1q<_9YO%hyYKPiXy(cBQ2=xTC96^Y;5@^sKCE*n9o zvX^^C+N)sR>1IoSai0y^IN{I*5fji=yW!BKx%-*IA<&w53xMw22EW{N2RqnT*D)dq zE+O2#Je^6>>_k|BK|gf!-g#D` zI^$@+n`b*{bjGl2!KI>_{EV-rw;zKm%IMNx(-*ybeqA`;Ci8&drfW@aj~VD^d<|aa z5|OUF#$$r0utV7&slKV7!)#l&1TFf(INW!GVp=!qNn>8X^QeE5*;0jj zcAxijRR$gt0%eL>1_kbcdMPk=z@(JCq>g6J1$PSn> z4X7I2o2fx6&S0hve=3c58cJUFabRUEwBDI8uzAz(0T zt(}S046i6?V8X_MgKuxMN`|Hy8DQntokXL*AGCR=RIMZX@z%%ok8V;;Xq^)sJ0WdxW_->R(Il~6t020C zo;#U!ngj>AJJKJnls`y)RCsicR$U;vm((Kln`XGml$+uHR{iZyxJ^nZ@>O*Cx)mLY zu(L)Ih321Sd+&z4yFIhcbp?&`*&fpauW#o3J)`LctjVr#Yy)S3|E!=h8_EKIggl^s8C={XkOX;t7KB7Dl>JZ)&J0yL`B|V04rFE7eMKOz7SzjM?j@3vx`{Z%3G%ER$(@dIHhW2IrK|DoT1WL>I)I7xAOFKt`7i)BpBd6RnQMal3m9 z^em;j%04ab+p*o-r)I=Z$FSUbzq|jZPYu~?-xOEFxa6_htBwv=V{hXyu_J0q)hevj zQo66P0Q{T7db|FOCiy2mnss}$?QZC6QgV&%LaOia81nWv+nayToCHS)bZuw<*rDpV zNnELhIZ0bkJn+=M4pAq!(TchVZZH{w^%#lR(=uz?N*^~Me)}2{aTSVc)- z``{wE=vgk0ES)T}8M@fdNv2S#&hx=LPV`(ZS~A1bW(ZkT~2O^H}DeNi0eJq;Y; zf}>Kr?U3p2dt-ixC?tyI))I_#&EVVO=1Qjkv+jkdEbo})mkY~4+Qs!($&FWa8{cPU znx~y%A`V{|t?Ci0W}+a~5r}MBILhXgAgr_CWst{;!cxDNHr2f`M$<1W^=d}7QyI`; zEsZKumS5;(7+PXTFQ!Kc>snOR_#I?E84mVjXbIYfnMhX)0%G!T&U($x&Z? z1sZb$i{E0LupFHo3xIpJGLxYl9Uu9(A0n-`L9V~+Pc%c-c_gaST=YXtirCP;(fvqn|Bv=p73n86I16`frPWk3T9Ip~t zEeQ|;auRC+N%+#Gx%;!3KF5 z`TOrxo!MM&YziL(Y3~vaTPfmyxzz+4ds3~?%9E+Pj|nIEs*P7zI|iH2fqTc9&ylxH zAO&V~N%9Yz?)z17^#B%TY~)DAa`p&JcdM{1cj z-V}L}LiB1|Zk!;Yz99-EX1FGjXI@?y9}a4VZW9M$68N*oFvRDOT@Y=hdXb1ir1NIA zkeDAYXO@J2&+sS=2^=>rQ~m_&T9}KX9!xr#EW-?qi)ky5pb(xFP&c$^A}R+@yo9<$ zVMJS|^+T1b_;_qhG<^4yNi_D+Ui&3q^q=_sXCB-!6I=%zrcb#q`>{5!4iadc- zKe32m=kmcRexdK8D|otcrkc8lhy6**ZZ|&U98*aUVU7&AwBCdJ;S`mrLTi0mX+Ekn$IMeOQD7v{XgdVyIIjkQ8=FU6Df&#!*ub3Wf8MP>iZSVLQy-|CfRpai89btMlp0t z<&=r*?xSMcN^J+&M~LOcj8{FQ#F{&8H4|d(4)2V+!JZLv>!Ge8jM2SxcZ8E0Yz;+z zTE0lW4&7%iuJJi?--hz^!dJattr>ORl^5#)X=w4;Aglx07N;<)9)6e&D4i&Xd`Q8Q@rJ8$Sq$xIH{rJ8WG9|aR z;`gl{Seog}?=!Hm@V{13ajgm|GjU*={+@`KtQS^C@w|=)*CGf*=TANS1I?pza5>{4 zHCS#DRo@Z%a%L|#V&Tb0oN0>3@uK7a4#GNYSPzI1@$(PtY&ML;41=#dT0hm=Co{@Y ztb5jzWgPEe&{oN7N{_$nTu}2DNmY3vZpm@_Wwo1iC*Zn5)N(>lNE%}L;ea~!5jL@w z@*8yP@F6c0We->!J*50yesJfb1x+{memh@pq9tq5-bBs;0Rlc>m_sEo&Ask4%#cRJ z%ulrsKB*OMK88gX9p)c8a|0YCBhS``Wv<}pM`Vza1jy(nxoVi{Sk~Lg=ve%8vy=C` zm_}qqex9Rih41)CYlYV^kt8Q;DuS7Qz>zTymnEi%`9N2rODwCtsr!CyK&Ew#5pg`A zI7?v6l`)LRa@H5s+kbR4@)4%U4PHiHgUwHul8Q9a2o~g@_Azm%s=ozM3^#+RFd_Ot zJ9Gc#IEtyq9QC3}sXp06vPrW3c$jzc#E%KYWn-! zzLwL^qFOo&TXpZZl-fp}WMad!%M6x8H$@DJh496)DJURpZH^?~Vjxf6j0$yRy<9!v1&kaIcf4pENVo&9A;%GU5f(q64ZJ7* zR3oQ_t)jKAUK-%c(50S^Ml2Pg0*BUR?m!4zq(Yq@M;TNStUWa$9Q>nS!MEr|lqf$& zdSz7=8(6 zdEJXs#CUKQP9mo4?IDhODnnFynG#8q1fr{5-CrCvT5pvdI(++oY!4LG83r};yS&AvXST2`cn0H5qi zPH|(%nxun#?x}?Tq|SDe!Cf|kSl@%xEHj30v^Nm#QnXh9s&OT0+6s09>2jT@7c_DFBxx!_6q0c>)%@ACiZ1(6 zO`TzCfbufxhGp8_N|8pk`r6%3!-`?N^Ok$2`Cgw8!ThI#+Fts-tZmT=w(4LXx-fKPeV?S&{M_}sp zI-FK0dxM$Wr{K6tYE4E=c)uZgFWVhL!0X zl$^f|v{X}OqB*qWEg?I8ks8e;EF;#YYmJUvdGI*-Vlq7!+sdh(y%9|!AUXfF1m z<(jZPnSHA6Y7WY3Aaeb4Ibec#YjUjq$j?|RwWFnq=oeON1v3{a85AkGVsVlYerJZd zMIsJiw5I9q)3|XGJYiNQLKP$|iy0mr89{Tmzar3hPxk;G5m?>By_|EkzeA)i`%4D( zv(HKbHDXKzc&aKb^<}h^$Pm|;WyX}%Ms!sx15cCy}OZi z=P@}kmh2HN4cReyuEvp|-HAc}#)WK$K~B5dW4Fvq*j?bWBPV&k#Nr{p+kUCCpPbe9 z%PpTSJFnq(;o=IZ=Jy_v(l)$8j1Az4o-p3?#p_=;al+N-_>9MTFDv>q+9doSLD9 zhD!x_uPF%}A{)29^qMAh_l~H;u%hnufXob1^6=CQHL-guK9iB*wtcMHCek;lzJOtJ z1Uob_HGL{Y0hgBMuv@Vkm0$ulPp3y-#%@uOZE`kcW-j|Z2NKV5ayYr#o^s&uCfm}r z*QPGzJUGZ8Qa1m-hra2DxWFv4?{%LrbG4;}iP`>L*O<}2jCx{>t?T;wYAN#p{7xro z*UMt^BsAlps4ji9Y`M+yaL7Jql#4;|{gDiHmSH#n{YWR&XN7Y}L-R%QXj!6a&;vUQF)6fqyo&no7(KDySLw5L*#l7`0@7SL9TJ&(_w_lR% z#>_bx&GNuX{rwNtRSjEz-}4E%(-}X8zJfs)K@a^G54>#uLLvV<4$i;h;QTud&cEZ} z{5uZLzvJNiI}XmjE8KlJ1 z)f+XjpDi!KXPsU!)S1;yC zxeqS~Kb|XY73sG2@LphFdpe#CUhjoo?iF7zH10ig9t&TAL_-I!ce9myg@m3$*qwR~T3UY^P>=LKK*#}(H)(p6b<$@#A_ zZ=SG0knC`;+`jcM^^9}M`+MDXs;`A5rIDZxHK8caAYZV~R7`a#rzfaGV1{D%P+vh5 zd|hsR{wy6Gn6TWwzvRyL#jE_L#JD>dSGkm{<;}> zPG>LLpv+9&m(54zzuR!T|)z^h@r$dQ)xnzeR z+%t&pB)M?Aq>GXf!i8JIhW!;cj;jpaz7sS%Nhs9y=PWljVWVZU(;cMU=?jt!d0p2I zx-Q$iHTh45q|ktN0$!JX$td5cdNYH9e-f=%O^^h?eoL#;yu}d0BoxFZLAt{e7Dv7t zkhZ4T)EMf3eSJQ5i0yt=yP6k!MsV^V!-N89`hth#!e2|D`FfpEKHcuo1o=V*D;|cX zfqFAGa0ZY6K*X(@vI;b(R1iy!v)kksktgZb%cT=h8Q+nic;-5qZ z>Pdtj(wWTyIyz$TK&G-YwV2-8$jDD&vm3eavV5_03b4P0epELe<>thEH|RV1ydv@B z%G*%NP1O4|p+jHpOgs$#t&j&4z|l27wiPigqCkDhKo#$r14&-d61K)zcKOcR87(k& z_48RVP}D?bd4jSIVao2u{u=ns`wAxzD6UWcjJ!Ke;Eko35E(&j>no7itI4VcHVC|W z=&KiDNqlsK6Z(_FG{1&#aEfGuL7(R5Xz64KrW_4Qsk@Df>QcvZO$AM&(R0iS_;!8% zN^aaP_?^^#=_1^5fAl$y-tnLZin}H_Btb^hKqlPSuFzSu9>r?2JIC{;O8UD0U_b%bXTHBTp|flq=tS-i0n6Px(0I=!hPBV z_ilj$TVq7+jE#gnv&?RF$FdF~`Kuf3&ea19q|5Jz`i(Rs7ZG$WZ1g{C<$Ze5y4rN; zYleH!XfPn&qSIl@Iro_{$|g*sIs02bf|?pCksR6Y*!{;MCf88@?D}uD0(A$!0$H0o zN>sH1$_SSG`8)4_Ir1K>unj6rHt%M4T?a;pz}VrQ_2E8az`DO`S)dsqE_-&2ly^4& zV_Epfb|d?-_sBHY9Q&AJucuvqy3dWf_u><#1MBi33meqLPhYOfpYjjiU>#6}8%sAP zVJ~{W;I-?%Eunu`|Blhw&L+!UeI*TuGO6I~ znT%OTml#Kl@omfH`{x?E+&w-n&HXiF!Ej;kVqr3beiHNhKBlKGKjS~9BgcZ1_^pHV zxBP$X(SJziEdwWQn|qFh1lT?Z5M=?j2Ox@Kz?g%qj(X_5Po)X|+7=q35gKA(^q6%9 ze>$c3dV9(~N8KU1*DKv6nKcB4_V7IX{vz%JTv~y4fe2R%`--0hz9WgBT4)#x~6{fHej`)dM;-^J;QT(TMklLMdLRJQ9 z{)!_R@B-p=>xGT)ybt(ca_6Lfiuz}NHRh@{c*t+mR6XEFZizRxtzA?DwuW;K-2yJ~B(t9lL00+9U z2LU)U$wCs(NQvYzV;-abONGHKn1IK+rPC>>y>uU|g_bA4vkrNEsZU<-5He<)d6aL- z*@r{Oo%?;TC#nPg^60~}0~#O4d@YE{J2P@&H#Mt(2QgfKEt%7=m`$aOuSYO~$y-i59?Wo?3E^E&qi$faDYZILVBO`5$> zmg1BO7VB?Lf@ea`KhW||HGkD9 zA$XuV58U2$HaYgUDO9OBz#ehH5w8M{7_Xi1Uj~MN`R<6OAmI5D_L==*V<2PREoK0? zY~V2%kDl!Sc55RAlUoA@{)b!v@;R^qDcS2ifBl%t-QfwpEZ=y_%1hP6G{VkxGE9Y6 z#F_#f7Oes-i_jHLByG0&@GXS6)6<-gTaJrcPBHNRmo;Dmp8r#{QwsLHZQy_b#(;M` zMPR6Goe?1$FpFX@yp{10y` z2KiUC#uR~22nPW+@k4^~u;BzR<+EIz@$lO!z$Qv08xI5S|4e=KZM7P79b!ljg98UK z25U^2Er=2Uf4AV+XK~fjWum;ZP@7fF`_~y5#4u<8&VW0OKAunqCUB1BV6Qt3UNDB_ z?M%2>xX3a^%-{r^hJkw;-7hn0W(HXb{*k{U>srut!RE3GF*8Kc@{hb-c!owaF`s&S zN-d8Bwza4))EHw1YxLAQ^+**R=+y_>tT# zNZ7nd;ZY0C+BOh#f)~1b;s{*H^iG2x%T2xA4qvi4>>}MSTUbKxW0I`$pACbViuIfr zw#-w`i1q~CV||KL5s!K~hJ%-^EIWKn3kNp{Bi6)jFbD93HfS8V8&8> z>}?#KSrSFRoiKZUb zAe7%a`hO7i-GN-TU)+`KO=ck^BSJ_r zGfHHWmCPO@6v%;+WR>=%C2aeA0aXeqDtpwBOv-DkKkWAP=MIRaCPop2K7f_vwZ z6w3D4jEn>wb<`TBdKtUTmbdYfz@Cn`Tz3`9%oG9 zN5(vP?y3iZZj?X$de;{rt|B1ST!_)}|7xLI~(@!a#VnWNXE*jaZPXW5t9#4e|1Ic0uNwy25y^3&jT z_vS_SS@s>|%o1K-hNz7xb`Cu+Ir=N}@89hE$!^C~{ial#)pru?T0hbX*VY8s74rbsJ>jZG)4 z9_pZam&;}QjaUXZ5i(QstDiNG<(`an0B4+E)!_dcxi!vup>RIJ7<2(gJ%T8FOzzq9 zoW9;L8vW1lW$}>#Wfkt#4K-bq)l;>yoO7{x^~ajqyiXm|^*EMY z$hj|JZOLTW+UiDsD~l{Asc+ESo%l!zuYKQ&{`qLPw`# z#Sl97FXg8?9Wz!pvflS&yp*#`&k2p8O97rMIvv|fWWYl z*NiwMV##s$6a-U)5n{6Y-oX*Eu0vxrc?s|8@^kdArlpIT`r)rn`)D>j&^}EbOvvwb zWr^eUzWN%q)hIucE1m)xQU^z;l8${|3+eso{l1oLVp;uU!HNK9bpt-@uB>C9yVe>< z1k(5I(pc*eY%I%uFiv%hPkQ&cD>2Ko@4hK;NbjZ~+cNhVuf8}!z-HgmSI0hGIkmn| zcs&@RA?&JUmz1UOErX=B+1RoOguSc@{+cZ<%V^PJ!kDR$~S{d2F} zz>IxT2q|~!XQ<$eZwx2pGtA&@^<)2XNPq!G?%PFxclKS;;8IZ;bocBFrF~CgExVb- z#R;XgjWO5>Z(eL=Kg3-#xOPFCdF&`WXWjMW)uj`72rw9i+pe7~;HYEB5S0+)%dLgj zb_u;m;1#h{oBsNbJE*b#@yU)CXo+v{E47&o76{tm^tC5!g}|X%o7BN@QQ<~t_M^W^ z;?DHxKMWyW<6A23*68EBEI*C?prWBeD)9sR4Y-K~e12K%g6kF8Z(XlMhuC~+QLJe< za>LP{b$XC$hnLYf{ku1F>^t=K?b7x7yl*=5GoH`BT{ko^Q(h9b&-;8@N2tZ%E=wWxi2c3Pe={K7EpS$B*-&AE!dJ)Od1?`}- z6p6}rKM<<0L&(Ovc&Q|WSX1lZdd6o?+kLwrJ?kFOcLjfy93*GM>=`cZUI%XO1odiX z%i`xVWn!&0-EA>%tM4e3Ie$H0u+sXNxbSf6)vO%7$JMXIVn@To;sz7eCw{CxH?;|Y zc*oA}SU8K_@dh=|?jOb%@E_WSh?&^*(9c{VA6>Rk8+EghH5enk*mf=~v!ko6^)jnu z>(wWZ7v8iK)RG9b(7?Jn?d&%e-WK`Q@|BwY+mLaLu9mZTFD@Ei`yiv89&oKMeeivp z-SY2y9&IUOm(I7)xXY}Dx6&+7+AYbaA8MQR@sH1cD{K5)fE6`zLZi2AB44!YMD5N- zI_n6#!i)2_+{h_~M|QNAJ`>AWrG6LZAeA^k<}?yS-H=$j!$#twfZkf|FX_y*t2?e% zF%2Uiqj_q&*d_Z=f;Op&EH^NWU_gPkoEFIZ#v@4awE^RwJus*AH~Am?{t+^5npWp8*Y z<82?t8UA##8|32Y?~T%z?vHyKrCPzrA%CH6p!vANM#!c+d}-q9AoaH0q+OMLuJ>ze z@4L`P#}S^!G?VvB!$#WW$&5&#fj;fK7VXh1Rb%@{f_jb&Nc{YLYMFmQ4)9dKOfZxz zR9TB4sG5xAAeprDXi;$!_h=Deyq_lSc9D#r&T%HJxjp---brr5De5Z>c{vOOY zGn!vll^)IG73HPMOAA1Zf`y?P&G%wH^eEW6J8}JRe;Vv9_RGY{cp$#w9JjCD)I6aWfGp0DXiN5C?0xUDVuKSxOCHqBXNj)Pc5UG*M zJ>6IugB_t=E6Tmc#jeE_K@$F=0K$MUO%2CQA%z<4CyLf8L3=vDQx)zV zs-G4)QG8sMn500j=vY{kL_?1R;7u4yG6~oD07U#!Nn+C@sHK>RdP`swO09 zfDNCiluRwlAPkJvr2ZZrgMe)VR-4pBK(*6pY~LRyK(v_SBRL)UzKOcT2s*JLJU+ zfn52vCMnLnI)^j-D?B(TfoR#vW*2L_FI{QWUk&+Y(+U5)Q=w})Vg5PaivY+sjunvtb~h$T3-8N&Rq$NXIT{6A4#D$E9HdH zDNF;Ov$#qhvsn2x3V9!ERdvEgI_srxS4{mX9wc0>wxixB48dIEe4qKN)nv90i7c*C zL~Ab>POYstldJ8e{5;s0H*={}WbJ2Rb~!EfKCmGz_I=BRuF*9~KT$Xcv_l8m%y@&C zsJ)bEIJWCv4VDsU98kDde&bj9pjCK0DVPg0|6j}@r@EyiIeAfY>7|TY>`x;O*haXE zVz@DHFe^w7@7?cn3ir~`RzzFFrdpbugsqj3GEEw7XD7HVDh%=l?+^xP*j=v-2be)r zRO@TI=dnHZMad^rp03YSH^0_TzROHS$hKs`)8SO-w})flcdFw9w#n!4&TkU{JF1A09I}7CD={usEg()T#Jgzy6 zNmU^o|C*Wi(6qV&t(c3yAo^9QBqJNbtmB8fis(x|`o`3cR6S;V-PQCozp(q|8^Po^ zP6CBmJM;Sv2I5R*zmM&Oz4=4jG1;h|Avz=3Tk!o~0;g2+%P8ij19UA5pZ#@;ZT0@y zHDl4!cEpkqliqL%j`dF8w`KAPjdvTh*Z3rE@d*#Mvr7$AIQaeF()EF*>z?ewmTch3 zB_rw=-+Q+lc{esZmEoQk&V*-%a7k=(Mn&Q4wkNfETg9%`dGr4)6RSnw%yr9ey@sz6 z!`FY0Mm9_$xDqYc$w|w1F|Ex7XKtG~v5`t%&c6o3keK3Ile9ZIpJRIQqxIqkQ6e~f z<1ch>RH^63GO#x-N-2fsgaf+6QdnDfdDN)GeSNjp@GCT}Vks1V+9<4({Kcv^Ur~7e zZ06*cacRnL;f2V&=$CBg=E=MC1x7!zz-)Aoxqyu1J#7JWwAu3+>Cz0pR2$9RTdRb? zCVA{MTd6O?lyvHQ4dHoM-8yQizy=G1m>W>w z~)^b@m#HAX8(RV(#Zk z=u+rcO&gV2c#-y{x?=%1lndi%D3WbWbq|K7GRE%B_#`vM$8AnCofBfLMZ4VSMbcU$ z4Dx!Kf;L@R?^?9&#a@#*c=L-FPrAiJNm3j z+Vy<5^j=c=IkZ<;U>D`jvJMxLm*~x}6GWGG7g%#IL~6rkZR>)~8a{)^GfTKYhUuK zR>)>NXA_(0Mjad0UXt8r&|77**U1>Be&-~pVk#9K5~i&m`%cB3MT}-FalY!=BQx*7 zC24mp+v%KXubJH`bBkPp>1UVnqED^WmhgDb7#uvTVshp8!jMZdg(-cqAnWJmW#6FQ zdko3X%ihmb(Z<&E>7LgWn65BlojJ4!Eppy1gkOt&{%Sf;(;&cz!!WAUO`SHQf$AN% zpo$4xXfH|fQ*(LpW4F2pK7hKQe?m|4LR0lXm^K7{B9&7gVW0p~WXKDo^Q#DOXKv1b z1I+*cxXrd{zS6QCTYvJF$7L(>Ny(QQ(4SNq+gP9+CS1c!3>p?jKc)H?hm_I|)h4l> zO`zAKPmaFVIvZ?S#E_gV8d!FL!WR z)FtjIx+oaFLI76_Ozro>=SG~Y^a(ZGVNGppUz?wlsUUl8z>KOm_T*g93hl~!aLOAG zVi$guG=MNFIQA@CX^}|f$trlq+i9tM=I;+v;`vvz+OJOi$574jhjGe>ERi;OPxoeV z*jzPo0VQb9n*?>eQQWD)HDxD)9o+yV2;id0|t3j@SGuk&hQ< zao4XBuV_WX*ugOEp}ogPGBX#fQ>UB-RMH-OsrI4{ZO`RVa_FdgR_ePqKX3Lvub%{6 z?~V0C(@gf6Ep9TMAAh~*8!wYFcM?kJ!+u0AySIc|jKFzl6Tq)CQ?C*?Gv>L~1F3+s zA9d@;^4Oby-`-hD-hRXJnRs8d8O3G{E=%CdSGsfWwEaB68sn#(@t7&)h-UkZZLKzz zAuLSzp@KQyQTcD*Zz~Ev#3RVO=O^LM_$dwW;G-U#wqzqfj#LtX>Vj+)j4knK(_A83kjWI>pEy0E6wz0^@J@1T*_dY{K_mET0s> zuX;_tK6m`#-aR=DjGq+v(snLio+v%)=J}KHlk{c~PUBZ(cd2l}4IY;=eqy1V5Fv1W zU?D{L*`uP3z%iV~uV{2L3J)ol5(WHzo8?@@wa@wO+Z#pb{c1WF!CWK6;g_Ztyo4W0 zvUXULjj(@yVwcl@+-tnK-DSkcj6196Fl-dzhe3a31zYI)3-!J(KnG}DYOWg#h4c|y+Wv9^W?i_p+fmw6${y&pamvZA^$ulwh9xX{?0ca z9E!q=;tEd|!GWq|Axi*fbvfwfXqY79K3LI7Gop(_GJ(ZZ?{TiwS@H_F(gh>t^X_Nf z4}~gtG50um@o25CgwQ-^&A#%tKdb*oe42y$`v$%a>iuNZBf1B`-Rxtss+hh*=1x`Y zGUVCPPwHrS&40`=yP`;PNic2D+$Csf-i@xfg5iDh^j{YYxZi!$1o(~$Yi7D*u)g6m zu}*kfp(OAea_^gGUcOmxqKv9ZBr&&jdvzq^Uau7oBo;*Xc;&qK_wYn=(Y$XS6q}@= z@?mLs&I!Gy&*O3BrpiC$=g!=+Jw!2+qxn=ZTA2uI8ORPfY(5@uL%W}mnCHgksr%eZ z03M6|3`#2GLii)8&YU0L~^zZ$< z@*0*7a-wwey&_6CF>}Znie*D4?fD?R*f}=#`_h{p&ev22hn{)(ge%%bnka(DAX@0K1_wXHg^-}ftP4lYzH`#9;Hu|O_)5-4+_+NHL84d$b>Z9eCaUTEdWxcr^7?4=A>p zmDwVNgYg5Ta7ay8qT{fWxM&}~l>fLUMkP1{QCa^m49UO|DtsXsqx{AIk#{S$>dIT0 z2p?5|nR2k_;t&Bedw@IT^aRqW41vk=tOUb_RGP?S!097WpPUP+Vcp8cIhXzjpC7DzFFc(e8_Nq zMOH{s8=`oGO0SZhBdja000JS{CC~?)5yh5S-bgVi2l0$a)wHa0q%}OYJGGPq z^@20Nt4u4=hKiNzbBu>7C^MAe0es6FDJ|6XW|;iKp7#FNZ-vRGPw0`CQhf^$G&g7Q z`r;3SML^A)0jj2eDLF}5ZmwJcwpIa0o@a6##lyGFr}6aiQ{}A~O8o(^2sUBlT)K%iGIs-_$1@SRa2k+ ziVoG^u=ims5lAN+fh+oKWwuH79-;dbBU#7r7W_uP)DMST6_OQtzv3|CIcN5}&$rOJ z?C26>33(~m2qkMUsokLg5YobbHtetYs6))_Wz;L+ayNd(@>BSOlY!&a@%K9iUwtj#m*4o?;g@$dEDMYGCqmTj+6;GJ zR-*D^DN1I|C_Ya+zo|33|!pqlMe9uFYcmy{5-j_RjPdb)`m+zat*ln_QhDWL2 z@=va2A#~m4DFe23v&q_twz9g(!#>61km#jvWr<`X6jNvb6%Vih+}4CVQwusfF+Mq9 z{r(3rq_f)xi%G?i>9&;eP4N=ai96yQMIkrniy+zi%=8H#*atX)APL)B63Ij0T=vw( z6_mZ1yL$;PEkS~tD*TX>o51;$&R-ukH{+mR!EjS~7f?H{zXCvEG~3_dZ9l!xF8t8b zfo#N)`3D^YkYpp-6m6^x1da_1eno=`VA?HBK9T^`PRB-K#rO#+A`!Cs355@@$~)(( z%qHDzdQC7*24r^ITE(T6O0dBo*4|1$i(d#PL8N{3T+l`cLEt>_V*Y2@ zN}IyF3tH%IVbG2*qTidVl`#x;}nmJvM`#*b=}nNYqXjc7G?4xQzHO+ z#*fmj#atC(1)^G4AiWRIsp+c&i;EkkBxGtMK?xrdYa6X3%rlQ)0uoR*@F0)SngJl} z(aO-kiSZ%&JvR{>bKi$C253t)VC;elY!M33s0ic@|DF#VstCD%>f%JI;tOa#M2~?7 z!}t{LA^ps)Xb{pu??9CUL#22`l!?rUyWr^_DCrOuEds9mzQR2eJ?2H?>>zmjhaKPw z!lIA1HHZmvj*A9B@OYW$cu`a1RoDU_4vHoLTpx6B$-+kd5>rgX-h~)~!$9uQDBQE# zM&;PV=McM`29l+9Zz*F8m2u#~Epjg;ffvCF8`KMAOVA{!0vTia!V-uv>ZLuzE*fY% zRWh{%bPe&y%P_^z4bB<@yh+Y`^n3OcK<+K{j92^ch85}A1aA%|H}jL zXK63k(5jb2Of2`F&aQfW|2+J=gucW2lDtW%{a-eKXvd|>gI349}2r%E_W=a~j_NpuOpGA-5xK`a@#+AnR|B{+pt0uUw+ z%LID%R1~<}?uM*O^2%)|ltir#D?qZ<@8j0MuviD63MEh#%thh-PZp;IbSxiqRd=bM z%QOMsJm9n3cnhEkwjPviEo3eD{c7Qrn|wg2hU@4WbcBRXM-ck^=-&OcqJfCQ-|MfO zJ=)$iod4K6B^!2fJi^$FCj$NC*c@KTt5o^lkoR-epppcfJ#Fn+_vxgeDG*sA)0c&YegV)^6fFyWxo!A0re2V-sFFuyP_N$u&d;iqWo_l zGZh?s6UwenqJI9{CI&i8@khdtc4ET>eY{^Kw)uw|oTCM7I%;sE1ceg}=#L#Joct;u zv3-wIqMNmrxX5ziHxT;qHEbwA9GVeclA|g2^^rOSwafpGc)Y+qq;Unp zxMe?r-4ru&lMxykVSuaPeF|ig< zmXIGz0*-3`g|U=5q-wx=(_@&gz9bu1*Dq%y8ybNVXdzs8Fomg|jV zvQ_$B=>yAwcifW$(CQo}UVa8pn)AO`=NZbLhA5W(*LMENo-S`@Pg@N(XF%Y&v4#kO z5QW3A>s0R%v1=cJxl*W!2k|}i?5WSeSYzko2vkWWUjnYcv;6G2;y-&GH5#gJO1Su? zdfL)v=pLIYUic;r)lb+kX(t=F&^}{%u|aLM98)IH2zp$*U6S!_@LO1{v}v2f3`YKt z@}8gH7enWrAtw7##P~XNe?JBBz*f)9aB>CZLTWp2@7r!L>6=Y611b}?GU^688LG$7?O&* zWb)2H1L=MCb)Xz$xU?JKNnK30>*{GAi|Vi^(u=M4dc5f%DMscpOq7C7CuQ8fh)mr}aYY}hKT^B)@_BA*ZY5xOt%rSnows1Qe>msdm1r&QsO&U#4igJ-f8OVD#X!+o z1Z;MEeuAp}ej0WYps?kNPO}Ob4t;g&$dZ8$lb4|dlb2DvJ{AY9{4iug=9P&8`SAiwdFyQN0RBp%c z&Oc7;?a1K@bds1$}(=e+SE=XJmn>>%t^(g*4-G)T?vpg2)vzXiZn$ zCCRxE63~^`mW9Q|(FToX)B$b=+U)WCIpDZP^?FA?tMVgX2+v;g=fKU;(SilLG+{9X zN>co35gO43;JQ$o;0p~D%NbPpDx`U%txGuv$v?XWdM88)(K~l*XUAyjfZlP3n8~DwocQi zv;m+m6F(3cZWW^Rnb!N$1Kk>KRes1G%#sC@?yo)+O#F_6*8@tf;kc#B#J`l-=D6r) zKhltHsOkV#3FBFbPRmi9v^4)SaV8*8e#L3)X5KC&jnFgKzj}5ScvG499JP3V z_$ya5@yY46f`g!QmpEEioz-%cUQRI+ygS%usIy1$122ubVu(p{?@1}UtNkSe+4a0@5k8& zyTi8pE=hh34JlA{*glG0`Rte$y&zo|oS!$<&6F{WNe|%*;Aubdh+tF;hdu*^ez%q8 z+Wzi2NSZRT-N)tY>8h_^KSX0%#Nv=iS|lL&eTnWYtt@R}gmaZ)hQ0eog2Y<+dPGHG zC5$fYqoJ=1Bon-buhERjJJgXLCj;%0X8dlpuzUf*Z#%pUYyRlgNhS1St3c6S`?;?U zv%T>Us~+^uc|FXvH<*u9VxxKxQh0W268={HJ!c)FmFb;~&o}P8F>fp&Foe`DFP&bc z=0?1N>X^5KC=fBMfy?4wwj$=gHijUlYgl8rNyQ1m5D+h11XnF3&D0#R5sl=9&-HM%%JlZxmC}8jGM|p?wL&x_W^46~- zmB8+bLbxl2wkm3r=$)G13JjR{2YTg3KtmMODyGWCBStT`wHk-Rm1^YgAdw5bLk%}+ zQD*k{%Ng?lqMlj!s$wgxX*uJc^2^lEm7vhkiv85*bJUci;zRcWx?1(G9&0^CF_jnb z?D?JPs`unM7ubWgV&}s{sURsmS7<0>Qe*F}MEEjL5XBG%>Gs}Lfo&Y563x3L8!Pl7 z9IBD0VCHYpB&Byqg)tkOe(C={R%~>>MhhU=<*io7dQdWGSaSk0tHaVTRPn2y?x7K| zTYDMRXrZ0|#}=dHawD)n;?H0~F$?mRW$oLgnRY*;S08qU*hL|^AOBD)I-vhpC{8#y z>0h?)B{O^5 zwY7^a3K!7o3nJugnZVX0x^RGBn&Qf|OUzi&UQ86A65lF&YIm5Z>4p? z&_V*LAEDCY;L;oZD^-Rbv6`h65+PR&XMdEa5k6flD${B1vmBfGv3{DsG@9#A)mv^Q zo%NXcbPk2^QZ8!xAXLLK6!Ht>Z*O@+yUMS6#y2@A;QjGRnvc0dEuN3b_OG3ZxDbNW ztF7$xdeK~4DQ+FE-GrAEIf}S;QQ?!D)Em&RnzLAJ4j5HZmGY~eLrE@+MTiwP+)c&e zSU+OV535Sy3Sr^ILRaX-D!_?VJzrAr5em5ipzefU`h1Bj@$8jNZRVpmWsG*u0#Ulj2tZpUvg?rkL0O2)Jl2M3m%^ zoxqvm%1^@hRa236^Z{)jG#X0PF{yDQ$^y&I8=7Y*f+a`6I@MP2T0ld>Cmpil7yiq>r$|FvNGs?p#2f`?f6C#U1p|Uycw8$X_j+h4=m|)z=1j%TXbLp_rK;>jldn)z4^ChyBj%@Vnf5v{Y~w1z=k!BSNg@Fj8Yq3teqAEqdCpB&r3*VaOmN}jB|OX5FJ}lVEh*cMRM&sP>_x*GFQfgDPJ58kZ4mdLjM!_ zil9spcTxj2aQZ!`kxc~YL~R-*(c5|t7XW8i8fmx0G;y+d|8Nb|@MA?R_oIT~WE~rO zeNLs8oMfVf*TYi}Xcmc_Yo?sttdhz_zysfz)&pYuM6HQsWyc`X*n-!IT1b+>G?N{l z7n7za7gSSdPj1P9Z$1LL#{;KymB3U?FC+(6tEeUxSyFeR92M6+>!mMi`B z`9!>w5IQ?G-S(2N^{qxz>g9uj1(x}YV+%$%qdW!j8mQ3?&!t>scgw(2;N+VUX#YGZ zn$vBWgGo}Nk}HgV=7fn;VERC@^v-DNHh?R9aV5yllEvx6A(;Oy8G@#X9KR?}5G4b_ zf}0fRJbkZvmhK>Xb#s-K4;!O-hBGzVw1ePqRa}J-^RqCaF$~U`I zNUQO3C^pmTvX%}6VJW-YoSYYqaA;WkA!;y4L0G-=1E_5&MAvT(69Gs?^z6eZua*O@ zURh$gu;jRsqjB=xRmR}_Rc7GzPt;0_PdNLdI(cI4NoLMgR`im_k8`&cR+Q(wFE~Et zgSx-gJHox(NdvD*O~Ydmy?ms%K^Zj#euKD+Q3jelR15zaG5UFU_hP=}9;s_x<$ZrL zYKp){ps6<1Ij{nrjJZL8&{#AG&a3W*Xy8lW(tQD~ zBK{eu7H7t0t@#oBFtDes?2u%05#Y7n;U-}NKTPx{@ywPVzG$zy*73`kQYRVicL2!h zBJLd$P^H+@Q7o%nSi*+_-RT>G(a0Cv9SJAz;kx_<%XM>iGxJNufQ@t{c+N6B&&5+D zZOnJUNdiq^!F017R_6E9zHfWRJdgql+z;ZbFsDE~UDmUnQ&#|TzM z+O}&AA8YTdTK?7HS^R&1@G$bRo zfM2R_(}P}gRK5#{@TQU3)Nkc}X74l53hdQVEH)6mt~t#YdUXot%$|b0o6-<-j{pZwhVQu} zA|s%R1Ulg2HkLz+4kt)M%K>re_T|vf0pxgulyc>DR*o@b!f4c(Kf}UbaFV(FJCU4; z-i`b|XuC^cDIPHw56RFkyaoY;r@&yRG!LdP8+5*^B6?GL9q)P+*$>*Eas1OFzWyKS zf|hReDdXg5`D7r|EvP${j6IIkR1Z1%lG~T!Y1HM$`2^vt)H*+@HNPz~VWgZm_ z{x(F?Dv*N*VjG413`*p->_+x1$)ob7CJ}!QVN4cQLWV&f@()wNb^Wo6lGcS%AhlEe>{O`FIfE z4`%XvzX0|FKgpU%$pTbmnxy}jhwV;e2pV%R6kB;nbI=yx9&Sa2?~zbYcmyY)F~9lO zl0^5C_mMe3dv3~8k4K2ez+(M{Gt`2ji%r8sw0B_@ykQmYh^I)YB?H!Tk9BkB3Mybb z7qoQ{bfHdkpqlZm#06~Ms(XAle*WQbQFy?{y39@-L3!JC&s!)Av`d94NAk+OGkFd$ z@SI~fwQ;G*$<0ZBaeR;l{%Wmruz%`!e?eU!_fNM&s-1iQ_^j=Y@ue7q6*atii!G z3}u4WUaMofiu20}i;gZm?Iti)F53F!l|0r$IpM_7CHY!%nM{$=^{c)~U3>PojSzO& zYXw9Zs~f=AztAVTu&4ASd7U)GyyA>`^-Bw1ce4*8GVy6Qy`FLrP=x)NG3abyZ3gU` zc&!L+65!gjZ$|~qd7X(QyaijI7*Q@lAZnw7>Vc##&?uuR0hxFrs~d0;746Bbitz|1 zgrPp|j#h@DKXv&~5PujQqjQhhYzmai~UiG62>V;D&|?@r!36gi8h^i!vFC;DOq zM^2!ivbY5)?k28KPx232=J(2f8RW${^JUP9K66fZm#lwAdj zZJ?){`egZ9OlWhJGd{uzvg}&%r%@}P@^2XY>9|s_Isgb2Xb%XLCi~^6sJ%~KYAh2( zA@G#Su6b9}Z6p7vXIq&SHkDNTq`eR|o)X9d%RP5t)aWdA2MZ+a+tMb>*Cy=DIVlz4 zfQ0eC^e13-0uDeokXD`ESe+0o_=5FPtJtqJ zi2sl*@szPm7@ArhX?mH(;dAKko;JFmKLpw)w4j2>yDsA4`N;#?v#wAjOgCe^yjV)W zwv8m*_?!+Y)-(aze0?A3vIu-d4A<(O{Z~c^J*>3?)&Q{E*y=+K@RXipzMh77S%h)Z z66tv6>k~k;C}d{qcTHFNk>bnq5uaEd~HbxXJUG z6CPdy9tp8%H_F&qYglH9m+@FT^tF0j)_WeH`o|g;3({o;s7%F)CV+!OE~AS*K0+2Y zCfzTSwkhwlM_gVfaI_q}Bdq)p(T-4Ji(>>8R{4GuXZ5aXe|`Kf+z-tD5Qkf4NSNHk z{yIVyGWfzDsG2KkO$#6dqHdM8 zM8vyxE1d(0afvy`Z73q?pjsFcWO~SN=yo|XoZqnFPhGy@2!Al{cKWVTDnma?4!htJ zR!FFWsXCdxo~7SlQ=|te$=7wBW03*xw>N8NBe!9Sl*qNId^Grx_+&;f0-_UEs6yqW z9yL;a?v8YEd+`^l55NSW2{0}#Dnn5Js4qV2%M62W>R9X2X(4qal_9Q7oD?+EMr0Rs z=|XPSz=ytIoJelTnKb{u@Qu#2k^#0t9I&shne&`ug zY;gkpE{{e0y;1~;$KHCAO|2J>bgw6@d`T70B04=XfWT_c%&k<9QuyVd1&Oh7ZK`jL zfUn(7^*{n%at_t)Qp<+m^ifidaW@;(Cdl@MkNhY-sVn`O%5aDvk_&y`1w`{!NYTcm z^~>vo6%@TVH;E%9(aDn)1?sm=th4YHqjB&WQe;Abiek$gex!?3Uc>3$2yg(5OfIIJ z>8wZu?N>vyO=|gIL&j^4x<(MdkstYtTE8&iF_qy{!bp_b%3CEM1?EXzzyNZgKE=7I zEqQ+~Vua=}#QLKWr=L7){DnJz=E)Sh(+>na^#COhaS{5`Qe;tU1mK zhK|Z0Nsjn3jgutD*3h)^AbcHZRKHv9Pk$m9oB^^d^_4)B{xgx|(*I8({HQVoXmt)% zpw&@xK&!8wU5%Y5PaBpY_~$}m=|AX0^H75|+=}#W?`62X6#xeJ{m)x`7VUoisDNTL z$c!86QsUB|xN01Vl+G@>Htx>(dbLOn36QNmQ!2J55=1INjYmj^g&GKrwXYD35fAJB zI-t$rx$zCo_I@%M5C;>2ME`^plxdyjcwr#2wm(-Fbj>)eG8`G~6PyQfpYMnilch2Y zV^*Y>xEOaJH&m>Gl7keVC@o-@UcREd74CaB2Z>;7LwQSNe(DLU$b0{2F#*)`k#GpH z5ATp(GRZoo*t#ZXC14AiDaqw-4HVZw@rfjdFHNy)Nf*&XN^9E4;*e)W4pLJp!%7N{@uG|I zC#+}@=#!fT`)IqMo}C!BD|~v5Bdq;|6#y?H!IzN6Nbx8VSZ%x`tO^*V7yqk41dVOV zicz^M78LPsQp#KXB4F%~8I;P?LQTP)Y5Yi~pZjy+t0qi}M-eOr6M_6fE8k1SiX11n zfRB#s;s`U6v(i$fGR%e&7BB>4h-3W!rqJKsB4!xVpRxp107%}+r%1m|qW^Epy)oR| zRQ2$E0KmgyYnpJrf^?OP<1sja-I3(TS8Qstk&+*XA@1CHoTBQzj9<+`II-x=L7j`1 zQmKAQIqDX8p{N>d9eB3ATilcZW&TG|0+7>+^l)xZa6sDs8t@cD+ zZ&iGZFLI*SX6UT9@*a@rd)v^i{kv)dXHHw2_TzMt;zHTw7cvJzcS**|57nOh%f2P0TL;=1u2=2i-TH3BRzy36SxY zIKGq9XX0S)a~iBfKwxW|w*)C_nT#!;FuZ6_Wn zb{||1$`dxk{(5XQO1_F`**bR1YU+jYDYiN_b+FEWp>(>URT|Kz2hzFqIdTa}CdN)^ zVY;i6{iKPZ?ebQTtS#UYZVpoN8lJ74DJ{)Y3!?lnU$x2q7^;Y6Q{it2 zpN5kLjRVxRTBQMJdSIi3!_z}kR~c1xozx-?=7T#o%*bY|!Nwc666vY*nmH8d^HGb# zcd5S3mmOUEN3jRy8@Jc2{J*CR!BfaaSq+*paHSGZeKXEnJPZ)f<`SxIKM-iCZ^OB{ z)wJ;ufUQ!QWE4DYlm;!#KTVA=f|TQ5Z=^n-2kr&PITCG`qiUF03sMM`0-%t~d0U|Z zZlP7Betr~NC_5N#P3b)AHS?0Y8V^<{N_FOCN+b9yw}hOjS%XwT{s2mB?~Z}sKAI6&MKYOIb{t#U>dWm^B8fhlVmJ``YF=o`Ac)b+5R8l#soups z;Cf!xRI!EwgW)616jG6P@1QDJudjAu;-F^G zL*bxWzgFo=$5B9rw;*7IIA9#CBeWU1oJQlqQ-i!GdE4YE;o^WUnlD#|r4I}uY$*%uA3ndC0z-41; z(8{D8@O_ZX*HKkQUm%A35*N)OY7>c}Fk%(NP^>?SvjMDy!ZHj?M!e#Nya5a$o5wg% z8pwtye|5LPqn_rCVD8$6DjdcM1(<*p1N{gxEa_%fQ+R|b-4!;;SB%d=3?h8O<3jN8 z*9##a2*P!23#4Ga8PiQ8D}?2;{Z`I$#lA#icw{Zd7!WZ*1x=t10X6eXohn7}^Crd% zR54B%44`xcTd`hZ_%blSknA|W*c|Hrhbx7_uD|=X5`C%jir%-ZF8ZODzw|xT-51}j zJXfOHZIm5_r@a56G3n0epU>aSF-J#yWo;4AvwsjcK%WN@==ZjZ!85QGa9}STj zsi10)HYfH{P(Pc za%=-DgIyE^tS^JiiPrQoX;*cZFQrRnn-fcL&OW46Ff$J1nl`zb;%ZXmUByvBrK4Cw8cR+N=|def~eo$k|ZEu(+(2vLC0vPpGf^vv+wIm zOa(-HWRjg^dx#x)>umyX!+bi;?jo9rKD0>27%NPmX6`RENbmbTMR&4V@{7mK@Dsk{ z(mEMVWqmU7yf!Lz0HiYs9ebu0^Pb3jYlMlncC-2I`dR^xSnvWU)1J9|plXescoG3c zL3sYW4~P!zjvQZi)7DUt+eahEfF6+@psEe(3D-bxs7z?y=WS=j4)a>Bn|nxyVe-F= z*fi?f6T)`Bk5VPzrLPIO`jd2#E{u$^<{Q^f^BY3LG$%p>oJ!aq(hZ@pl%ISA|M-@r(O_}d*~Fhze>KSC!AZ) z^A5hkuJ0Dm$K4a5_)Y^JodJ^7iFgD~eD@d#iF6KA+wilutC%gJ>D3j?B8AC+}0;q=dj5zht-8#t;bC!uqWKrlX3r^K%@^Iht9EgQxGuR(mP$Fd>6SN0f8qurub# zKVGUcdFyMXK#2}~vUAvYD$21$XL9#rS?kz?4&!mNF1@^_9w}X4_DREskL~70|7-f{ zeJl2R*{kZyO_IZ^Q&FT)WEq1sForeI>yhF$9_Pf}zGe@-{8C?jGZiHW|C(1X0!cyg zvN8O8yXCBRFE6&o7aY1>YajIRy1EUb?^Iv>9eX9FFxj=X%^Nj1o9S8`*B4(bqE1_| z)##*+(MOyqZ1aQ?<3-G@0NO|dA)Z<++UL2;&hZU9`c@_KrcthN5++@@g{O|7~9d)$VM;z9RbV{4zoH$spxBi(;qS#+r)b)>PY_pd$ zzfIq@H#()zmFbwe#FbwVU{rB{>8pT$nxg$Kdb!!VxWmWu4jdJoEI4UN%bY3UFN1JB zeZ@v_FI~F&CV@kWz{$vzwTj${}33~hAHECzgUz%)r3s3~st*C;l5SNPxGUA)+y|1+t$Ic%i8Dz3HqxCv~m)gtsTG+$%c z)0HWU{Y*W{8%jLUV6Bx{=l(HR*!S*ur@FOUu6=apAM!{!cf~YEdG1twu++%sZnV@e z4;U?XixcY{!JRi6`kfl}mh5ek!=Z54V`QC-hJ+peF(o)Y;+Nq!Os`KyWnWE+EqrpV zzdq;t*9%T6L&DcR-fn-TaOP+S;H72bhKXJk@){Zs%FAgj+AF?VF1;|~E}gx~WRO6r z^5pP65jc!rE!(40>i)PGjRzmUX<)YFMgllnRokEYNS{zCFldCE8$UT*AwFz!X8^6M zM5spnEvb=H6a5-@2Jk3{%1BJKrALKj)it^c(kH}6b0SMW9aoPwy)KF96)(N|cc0SY7JPKWd+T{_R}BZY zxSTE#sGfbHU|Tu+LTkuzMw6GmmeS)p-{hg_Ig8Leb?#U2EhPl=&G>^fA{@Bd!p$b->B(GMvbMcZJlFVzLAvMe!{cg@BWYoUq9xO=HQNd*JXNb zaA9BY`PKRE6H{chPjgi7q$Y3lm_nf+-J2w%dP`Y#ciqJ_6ix6CmFYbp6}Mn&SPbG) zFg;Q#w!(SsSI(r{pwE|?UzW}6P4yb`cc&8snR-?HpWJpa7Yi(%CQf@M;Q=L<576UW zQ60wd7*3`Y=35chd}!|ayW-t&tS~Ms$T{3s-N-P_E>_tHf26>N%=_cgS&qI=1BPkK z@1#pnm@TDu`OAKR`AZq3FNEg{vdnOq0pIbo6a8QxQ&S`oN7*Px3%6smlJ0oLIhMuj^+qY+gmF-82Aj=B#p2)=|ek)CI+%knOCVPLp znP6Ob<5=TM`UXxES72#~Wz9j+Z}B{ISLPZdEdGzgMd5 z|1kB7alBJSP>^M(U{b)MV7f@Yai7t^5I)f_TuL4PZSj5Fjc01cu;!`9=bZMwqgQ*g zUiUt+^o=dFMR8?iqxdmze`y%kJI0mcthJtA^hZ)VocWJ#A8g3DJ;UU_Fc^T&qqknE zq}Pwk<3EYO<~3CVjka3mBxF_7D42%hJ3S4`8Ys00Nyv7-ba_0dU9-&+{#`Ba9^N2- zoDL1E#*%S!5paGSCKhMuXIx;dV6xbj_vwYgu(S;6m@f48l{4Htb^NvE_wiD8?xs@E zknju7lh=nz1#Vw2Ke*G(FYo=QFOOziA+T0tt+uWD?Y(d-#~6>%azwpyr=ygTK^ z1ox=$16qAvaQetFMF}&s&mO3pOq|llF$UHg3%z+7q*FH8f zxXEK}N~6xl-yCgr=@g!K>5af+xJtK3w|!3f`RW-8!zF=-Q@6%sU)|W|{eLKX?|3fT z_kY|jD-~IZ)E!=BkMfdHBt=GKlx$^ZS5{W26pEA)k&%&+q9ik`Y@%%0R5mYJzvH}6 z-S_AH_&y%Lf9^;3<+#rCIM3@mkK=jF7gN`$9%NTzpJ0j74My6M+QE8ZiU+m=cOd#ex)Fg!eo+R3#|DGu5~8No&G;{KhH;DNJe^d zQ3}|i_+Bu=qB7%@Qimk{OJ0ntWRe7-BRG+A^!@n3jjww2htcn^3PW~>o4~28G?vo~ zh8fwZ2aeGpcn=?V`0tPHH?1$nguau=pYLSA@tk<{`vwbU>nw;N78Xk`yrv3)lkGYn zM6spv^LS+rvNWT9;nPyg||ntsi99zt#_u3$0({^L!|_ zeo3$|65TtVZ}WI!-#TL3e28tlHM62Q&UWSSQpjp*L4$~ooPk;NLvvSFPffP`KsfDNiD~`dily5SY7J-S0X>y8;hd=>&gfkaEz|GgG8a zQIxkfuIq5 zli;ZWjKCargDA!9#5kq2e_qDIne1QS!B$s5#uId>H86X1dQ%|ND9U)Xh#-rjOt-mA zr!DHBSO~jKHxAK=RQ^c!eY6_5=A|=_lPp_XUFIH4o6MznfrAhZna0(Asi!#58!cYwt7U zz~N#nPv4*y_pVJkE ztfV(BS)hcI1q;}ZyG%=w$am*F_XX9-vtjw56b}ZTUsybITm$Po4R0T|pc+iYKQL|u z?HT{r867P7l+n10Vrl9%*xhPI1vI;I20$k=rd4VmyiCV%{|N3fhVb|L@!!$>5^l^` z$hn0dfh9)V<&xvasoZ$9`c&_n?~N-sEkvz&=ez^xLx!|0zH(l0U?iAe==SjevqxD0 z#=BM%9+R_wjAF=17>Y81cmEJxTtO=Cl#o)LwGmzU!DSdrG7L>U7YT%lU3qCg@`iQx za%WtCh$63g4LVbD*;JnDH6(O{%6HDIzaG|63z20iKWMEaL=Dc1b!5+Xxf+l?uU2g= zV~#)f03w7F^>nX1FOSxaK!%)Kn_BR`F(Vs8!Y%UhgU0aBY_)FS^guZ;US#?))9=MN zf)7e(fQ(dJ+>gjjJdVgy`BOm?D1pOY`$YDBQSdm_AqyljP$qTXch)NfCd%xboD8jyt!O9mY)z4UAfFa z;$$yNyiU9AVgm$9d4X%TXjw0*Xf>~*RA*z0gE9!&tAK9-kUb^&mvDNTKggaNd=r4| zDai?d?8B3$5iG5!%kKSqT$PJ9Q00Uz3^wuK3v*mwSX%oHM`Wsh#tb_c6#N0pH%XR3 z5h`gcmVgN$1}1yG`IYwecAJ$qWxZH%LewlCzGzl%V{2Y zDxwYdf-Z!iC)-|K;8h;nV)gmpF;&43064$5!6TpIqQ}Nrz#qaEhrDQL&)(5>ADhE= z*!ff1#s|(vM;4s~@CyDp39X|V;%aQKi zt^LmL6iM!@yC;QO#R#Bx2x0TG;J@hm)X>IacHl2PsUdwt#Ye6O7rW-qUXg!U)4y;i zv`PQ@x{_lhEz=e8%g(?*h|4VTa{4%2al8r!=uiAjs_wh)d_#J6vh@tG7GyeNCAb%3 zfp_MKy?|;Wxvu_0v>tQ}ACqr5NIvI2uy@;)->L>T zao{igF)!HSC&TiKgl<4X2LCe*EF6}jPC_kyHY~qNj|?7@m`83i|H6UqJO4$=j$9MW zow7`FdSAlh1l%>YtxGSYJiq={p5E?b+?Bp#VwFB6e9r4gK8|f2$sc$Wggqd$nt9+<3~42%%dx3VE6aq zDxmGevHW@fkZ)0qDfiL{bx#=SX!N>H_Gxx!l0mB~O1jj&c~@J2;}2l0Zd%C#EjA*+co^~T<-gikei-=3Tf{siX2m4= zu`xk_x!Y0e(QL5kA`qAMMk;*Q@ZHq|6&9zM^c_7ee4Y~%ZLj*7nPQ((N$q}Tc;67E5dwHC-2o?U+3Zf*KRNdGtag+Js^>{-=C{Iou^o!$@k zXYPmv;wC>Do;J&+0hYKwr)?#7FgXSx#e3-@6;E-mQio2lLdrx+(P=jtPSE^~A(-ah z{g>w7k7@oFp!rX>8Xg<7?Y*LL3vQ5TLQ;ShfQkJeMILIXfY!l`Xu)~-pONi+IB^@YE4xS zM6Qm+pY^k`FkLkMq0cb-1)Vnw(`xW#$DQ?)v4HM|4uvP(m=X~J5TVi&P0ixF$7_(T zm-cN8`i9?;XFcz5ncB_#T%Rf{GzN^$Y>ZJ((Fa%H$&?L$_Mq$ZX^a6S6%Hf1dw>=8 zQ%i=-?CSL3K@RO&9;e3VrMaRnCzapExT_=go+$zW*5_(t55M%U9CRnY_C)dh{z{+A z4B1c5%JVi=O^bCnl4A}a;8a_}`-8S!8{x;R`+zrLSla<17y)d#g3V=3@igI)h1*n> z;Y4yfv-d`SUh_%D>wAX}y)g+!n+Uh)$i}+5^yS;3Q4O{(u$yfEtV>@$}gcOd52gT5Ln|c}5lFX*x^ZINq+#A}YE)S&y%jUwx zS(k~E;OR4SVItBd#D!bq$?L%4^%OH3vh;uwziBFg*4v z-cj6D1xQaGYRNfFqV=rWOI1;6mlVW)o>lKPp^1EXm?S8^nuz9D_IFeKa1s72FmyXg6hM_-J5@|EL89QPpnp zw%1&xHVUDAg}6$OUNQ9L8coG3S;_Ovly5Eta+OUTTXp?3Rd`%JbVqcyTwCPUygkbP zOG#|&Hqi-qs#h8#w&SNjBuyph;HAjWtL-F1inJaD+&TEW6~o0p z47}+^9@WwPbdp~RB>p6>^rYasu0`q@dH^xKm<@zs+$Jg~AZ0RRsvEU$>1 zDsTfIwYR(6)-E(Qpe~-4D%?7%AD`E3j}unmG;`&ds!3(=0u?`fNB?b7O+^z)150wq z(WHV8M}uAwNeas5KN|VrbdhTEEHn!UyG~(1b<9`Q!UY`%cO20Zdn&wd@Xq>PC1UeQ zT$j@9RSAA_3MzcF+-)=`^3+M7v19ZN0|E|; zk~s&-pDrf6Du_qj1R1>Q#QmZpWN(`VB@l@+hy6U@dUVgDeb07{#eEP-Qzwd4Rs3`a zoi8Qgk-I|XR0m@44@epe)z;a(bGPZlM1=8N1f_K1Aa=GAiJVSGiTdrVXFE-7F37Xa zqI^YjO2E$gbVXuwX&hhX$PVZ+M0L!8%8`z`p#RV=uPt|~7Sy|*1S{dU$g??}?Jdb= z@S0S1anXeGsq9n4Tesa2|03tT#Z#RK3=X%HpLLaqK1kFR``X}$`l6<%Q?K-bvLp#X z_A`|vA(UkMb)Ft2=WEjZyP{Wb@>5BE2`AZJh!e;hqd>M3Q8gTtxME)!91&RL@6TNu z?pH5Kk>5lL1qG?ls6!`#=pPisAfa1LAR=S`xXvLtvYkojaubPe+J5|$mhTNQJMz8w zht+}PF^kP44U;$B1wMBzz6q=J*|#nGX|WuyIuXDGL}LF8P_wHT{8DJw_67Hehb;y6s|WpFI8NR9!A#YAKeeS34x z4gwf#0S*Wx%%!fc=$su`IpW&}a}i5PY$$*+ufy8y`eCS^CHeNz*KhN#@v)OH)2$ui z*y4V3&oQ5v9oAU1jFHqc?_h20V!~`n{6c5*ntvX9_M&5j#kU}w?ZgF1s_g{M*QBQ! zM84@!N=Lo{>HvY-*pg(RMh6t4W8%uuB?@kB-_ClKCbw+cd%XVE@L59lhu6%6cbXQf zHQb4+yWS7StR5+dy;W;aW)-4BZwBGC*Vh@IPU6tWIgWB^{}9Z-U7%U+N)`2l%a?qo z+fj9Gcem;~^CBANh!Kcxx1Z%4VG*)~=vzj4anB3I88c~|N9u^w!fa9B$_ZEx7Sgkt z;yKo*VX5F(u^kKPT@3X0)bY6NqdKY~Kk+tsjn-Dm7~+&*^8e5aR3N5`RX^%QCbj?L zsmaFw%eCiVW2ida?l&fPYxP3Shbzn7 zkGDG=uRQ``xQyz8*xbZLU)ztdsrmJ>qnXQU)GglmILWOHzzt%AsD zFNV4leL=y!>EzU(GiJYfmLDpB#UE~4d?0B1TN#VhNJ+ZAtp}p6S*}*O=#Ip{wGtjz z%~o4I_t|6h%vw~@^oa7?K-%c9Gea5GIYjpk42b)jOU7IQ-d4gBW)Q37Wc-VdAJLTs z-g3Oa2Zu~5KG+W}vC5=<`95H27ss~chK4GLyd0AlMv6VMXh`6=>ptucgvKbqx%OnZ zc|yzbeYhtWwVInFZy2dX4+e!+tIh+Icx!bdE1;HR60I?f2jOW5;b9?e1e384H`-A| z=?lyA3YdPY$%I1OyT!+(^=xDiQ*RXC+PU$r{NmzgNuC;=R_?@S*nV4OejO;PuXxOd zHni{`B3JX<6?4iL2{&6dLf2&jcbf@Li(DD_CjU`zY!!rgk*z(LJwWUg9BzKG=L5O> zsdw)5*zbZ1;`>FV^$KrO6Pg5B+!gy1$^Q8wII2YQGytQ7XwPp-=S435GjRu4+m6^1 z`!-$2m7K{WCde4wee`GkzI#U?hLdRIP+{So?@rGYlwc&x99E%3c`D1O=@Hp6I=;p? zFc)}N*FC1JTxNHVYpkLZGd2c-G4a9n2JttTwrCB+e z<&;EWJAQ|HVp+M6u-_eT?@8bG^wvfFGuvB2cW#ejABpE=T{vP7j(feL+mNT4eX6Ww zF6zw{I@-oJMYka$^N5LF`~av6B~-=rtjZ9^FIDy5tGt%?=pi~AD0vTY5UEUH{{w1*A*0orqyUe z|Gz#!u%CmAkheyYU?LOQ8-7-7H$1>khq<;AjK+Q`U(EY^`sfG#xc7UDog25`TZ($~ z6P&8+X&SWj$nkOHME@#RMt>Z(n^i6~QSAS6Ye|JK{-|v?74H|No^iiQZ1Z6`X4X73 zyU?;Uk-8@fpkY?EU4;eX89JMr=O1#FxvRHdH@XO}?e$maIqr;Jj|Q8+8eSyyo{lN{=r^^5g9cHN$uk{(-96$Q6@mWk7{zYxF z6=fJ*E}4tLX?-<)^V_`vtb@ZJCcH1oLP3fce}zLQIFh_sZnu$EVzppw*kOHU?R3f; zmcmuI8Y%02L76S4Y&>BCYq#XTDx&0zvtIm>Tfc;JnfwYkI7Gjm3YJh!wB=suY_Luk zcwMWB*sC6Se)#6$`+&QDVy#}j00;R*yi9Si3Z@$k^Hy%Hc=WY8tu`8GG0)g|7G+&#y z_r!80j4uX#Iu?ABN!c{|Tji`8V}vFy67=mN!|bW+jVDf8#6tw=V|=xT zv_``*Rei3s$wYGp1YciPv7K%-6+A=bm84J_$R!-3@^3D=2r1_Kk_8vCcq9td8=aoM z=~TU4yQ%c{PTTSO(={6NgI6d=>dd26PhS zcUUVmlJ$grI%I-Ux^R&w>nx7PM+O(^RXGs!*~xc09w)v+smCCn#V1eiuEC#qR~bn( zb4;SeZ(U7*-}(zZs?|)J+Qvpr#W7Z>XHz6qDf_lS80rm-@5kRpC*aOLLTEhY^)o+p z9$9x^5XB(u-%Nt5i#rFox>WRQV^uEGqO6Xtrzr2tX;-%4^c@{jVF>d)(yo9K0bb#V zu3uwX!Q`RZANGZw|6uH(V4JT}ZhBZ8Ji4m-M!H-%VEb=OU;VvRJ1<}AjDDXgR}NZw zyJ>J+wKa-u#uk+3p1Ir?<=}D&N;k@3D3p2zPh-zq_Fi8*^3^*%+*HgPyU7OK(7@64 z?BFD~!ugF&vIIhVhE3IcQJ)2Ak}4?*l!a52OyubhOpF$vr$y`#%qgylJ?wyog*a?Y zct)2WR(6nvQ_#9=b>MYoF)2Pv_Q-RHeHY|^cK-1?fVx@;hTZ zK7Cp#&nsjLuHKV2DzU5Q7Zs!j`P;g@{XuAbw8Wp^9DuBn+qNF$W->ivO zWA!JuX0eh|AXrhbAF{$O6(6f$VPMmcmK6^&EjARCm53Utl{6G29OfZ%-_1#MgNB)i zqe($O>nV5?m<2=ZDaa`}_LKQ?kWv&UI~{I}aw#^X`Fq^i`%Jv>BLy-PG=_$1hDn05 zf(k;0L^O(K^zS3K(4c6n^-ZEQAww^S2zOr>!6<=c?}*Z^C2Zwh#DY8<+=3DLbt|!! zNioqTvVbv70a-9}K7Ph5NJNpCbGy3+QdYybkmI@j3`!A2DRIDZ74kd(XJ&9a{F%8H z#mfw~(3F5!X4}hVAYmxTvk%MTH6*I^C(E!RCCl4GN&zm;X9DL>!KE=S?q#E)G^8UX zBLour_OIs#dwCT&+;gg6 zn>;Ic&P9uupl*JyvrMYVr;HO~5FlX9#rqj(cC{HE^5o_dO_dxbG9E+ZGz>JFF`C7x z46M5r?1EqQ+EqaeA4DfBd4Qx!iJHA!-sH6=*=HXew-F_DpE9edhR>@89MTxYowc8v zhcCQA58V4k$l{EG5*nUQN0Snz9BE>4giIlJ#oKp$ITN`Fo8Xa(7J)~e0|$fb(j$8{ zB<>)#p|E1pQLrB8r7-|HP`()5-7pu~O}bwC3)1%gt*TYd-fWP)+$808%ofP*Q{Ly~vmwHR?IR~S1z^_s{#H&N^-WC1C{_t0m zk9j@)r;ZF~i1?5;%tiMOSx;tHU;QydTWDQJ5!=Kbm4osg9IsY!P7khhb0>(ydbaP2qJ&#{K~r z3PaY?xF6Ygl>B;-;UocCX%hc-AeC{Eh+C~?N_86!%&a)m-wS7AA24mOpZS#_6vG7IHD+aly#eQ z&tG$s$=KAPAoi8QO6~S&x5%ArVJ!#d639N#<|gxV7l`(<@Qk?Pzz7D7%-L*!Z>y#d=ndnnR6O zG>Z#O<<`!tY$A3&VGD1F!ohy*cPmXPPZv=+D^Zvnr=Jn@#(7p|IkUj!+>Ou4(Gku* z>wo)p<-YDi<5qX|3rQmn$K&s3zk2Lkfl~~|31};HO6(-?KXJW`QY19$YDlC%e%`Tg z2h#5^VcurQaOh`9q~I7FyQQl@#nF^vhH@E>4%YBO-bK(G?SCfaV9*_Kw93$mVGPnt@VCs zfYVsSd2XE=iD#mXZb>?qgvL>t|5MBZnS+c-#Eo;pBOj_G3?@wC_%y(!S)vLF z0T3T49}BTk*hw-d@+1N~R6b5spZB$+%m|!-hBIkirEn2hVw9JNim<^HV^r{S7kZt? zg2yD%MrtDu6PrbwUU5A&bEw<4e{Fnsl-DyC1*jhw=jy#1TBBW1P7&nv7qz#aQ2FU0 zYLh#mL)ryBC;Q|qZ^fag>{qgA`v;46^1g_}KN-1b9?D!tgCp|J7P&}+sT;e!C)DLg zv1l)sAuPDVqhjP|tUN5>=8qm^+MQ>kHilcpni70masg9<{AF*mDi#{7U0%_&a zA|*h!ep}&P<^MxA<@DEZSW9A+g&vZnb?hiaF=sigS zk<;}8mw4iBNjsJFjpaOr8+D}Dcn)Q$U;F4Lv8IZWnYb90^zA~8y*HDYPWU3%6MAYG zY8>aT_4&zkOx>D>il;0Sec%CsH>Z)^4T&diyh}%QQ=)Q2>bTw&x%>WD$a^7a;kYXF zal1wT(3#RBX2ONajIOyWrK#3+L-bKO&+s5Ll_#Asp&7g`3e9|XG*#3_+_bIpvW?>H z?U<(qVYS=cy3U{ZZwXsyQ{=@FCDNpGONR{NFt zi)n3`O_3c#ln5m2yuth4s*M2iqdwO_=V9$vcVow^>%{e$`&k#dMB7T z+-7RzDysLIJs)^GSZ-l*IYy+;!J@=yKpNU(^?kdTxqdk$;F7HQm`<)>LtJbqv% z#9p{cXmEp^v@DT4ATBtDzDANfAX0Tmh)^Xduuar$h}d0miwsXXfWRtA(`Xvw$@{wc z(T6h*l?1%%6`X}gYD99c+6)}wAs73nUq$HL)g=hWjmjaiG(=3w^5G0;UV->ly%;hM zz#I({b(-isf}Mz3Vy zo_WkJTpuV>6XOCQt`a&ba39DB(;;i!;ZtC9MH&|&gpo~`UG5g>A5-==5EOGYa+}_! z8?VSs0WfG0%Fezb_aa7na@db&e@WgnyDL1jd__KadbD?o-!3bkOq=6&RF1)qR)&;1 zNPJ~orurK$9Rd|JkobQ5!q=!1CB>YAI@{JSD^YBsuo@?bd# zrZzH?nSF0~{j$eKLASRM$1!!b?Yj~D<}i!r~~hO zR+CBgmI!tw$&pzd9*pG<)*h`L8&zOf5!xJ!_d6#tjF3MeISsez}YsychgIN-0)%Eb`l{hYm)q_ zhzh6n;QC{rg~!o`#O5>%4$9rKTOov`}27GS4Gnq<$fJ zoo}#BYe5BfjA|wK;pXK@(upc*82${DXKDX^jXK2?70RT zI98=`KZYYs3`4~CjxToLTg#rtg|+N zBn8~EUHMNDw*1~uK1AK|5)U;o&Z$@4bF@pS9yUYn$M%z>Qv%L1xMRt$+uWgNPnM+qHnqQC@E;P{+xr+|MP|N6g`IAbz9*6RsSmoCLOy8Sa8xdXFSysD1cu>ot zR!pooLIoQ3CT;j{+wGz>Ll|AB#h5to!Pq-D2#6=SYr^~ zXeU`=pPqCGY1QFqa+4Aknh*QTM7L89+N^TaoAX==Oq5>LH)8NAf#iuIMMBv12{U=> zVjqj@`;0UWkk5mus$&C)Fm&GFXVf8=GhHSfEq4&l`y^KniRJVA{4n99*94&-}#j7iX;4M&@O5}cv05rTupKiP75D)MT%L{= zlQ28t*K&Q&6-VZfT*8M8dUzG~h*L~IpreyJk#A=*xMdD(Ogj|xkNwBK!&?AWJl>ok z4b7nY6f2DbI%JPo7HrGI)11YD*_|K@tHUiq^=xWQMwy?{Fk<~+m+F? zMJpivg9`rPzUE^%bU*ZHMnGrNGg-&9_jke;vUh@K6M=mSe3E3|?DHNd#vdF|*MCUqaQ__3SR>iTG5{Kv1d6+g~d;6`qwwC8l&YLnDgB6Zt`ujbLmGIGxRJ@T?=Tj9_AI`MbO5v4H5 zpa!Th%@aU5E`i_&#xj`7BA@{Gtgen(t~5JWEN~M(zS|-lpWw4tX|9p*>~{AlauJrE z*uAsggJ&M*?If)I`oNL<4DXo_7q?AD&&=J^C$qqfC}=>n&G4p^Xyfh_LkjmLdNTK= ze)qu_WKf*l2Sbp$C=!SQ>WdnxOZ|zwXLC7RU5wG zbg~uA621Fi7wJ!)RVN7HH=eLf@WBkuRdEBCL*Av8u^DAYVdPztMGLsX{P}8eE5eGu zb76kZ#38@@`A=Iq6Ax^&*iwSFc3zpz3cPXcM`FWRBcW7^-u?WNX|$O8nZ+^bAg3Q3 z%=~=zr;cvTSlJnnv_~2~(xcb5lem@ba!BB0qoKd_nmF%58Z-%bN>_l{oik&YnzNs1^?_p3Rc1 zN#$jS>aO*A*S7NhyE$7~yB~fHINDV12wQj#wy=APJ1>cE@L(U)_czyB^($QxcEx7N zfUGQgv`K${@#yF`AwpQtLD&7CmkbSeJZ29MFv#lvW^sMb@O>@!($x`4t$?11nr5*X zr&`ICI!QT^dO|$%%wCVSXDn%`Y5x5;+o92GL!*%{`IlpEn8n0J3==saG8*asH(BL& zxq3=|b`!%LG}r`sBC2gQ&1;w0P0BNG>!<6_s+QSNvvPtPqBd->|G zsgt?>6y7lTsJ&pHV6|54)j}j2d^6LdxN?*I!jj}L zgXGg7na?lP{dN9&5{_A;L4Cc&tX*}wE^D?HE++h@JX*-upOlqfdq3U7*GQd6RBAh% zUWAhJ*AFVLNF@}Gv=9$x|L*I>VfSQvc_Yb}W(S5JxV=H&m+a%3U zf;2}n)hk9~G2^A&iOUkorBsB(Udr3tD#9ux>1*%(QnD+$4wRkiUu{yT(ViWO+L0TD=ZF*EyhLw{%5U&=eoP0dpqSOEL0pNCbdD}vqJ*&HtmzQnIj>-M@B+?1w zbjF|?YvF$$fX*vXuuQkVcDheP!k{tARx!FF>#tGyu5X9(#@C%&qR3i-Bepf^!DOY|KUJJ1>=FUcpfoO1mxY;48iA zGx@~caAbyFXBT0Jz6tkC50U}K+hc_-#WV`@gZJw#{rX;xwDd)gAyzuEu|$RNjp#f%e`q1go}rdaTa2 zU8`8!H7G*PAvBX&^ldKj^%eJLQxE|$=wTVwzBuKho_DaQ(EZ!qhGUufMK|2m(r_~& zQze8QQ_BMi5RHPQ@0#X2l4=L~CaVdC$LfhnEsF!-Qto%1`zUGC=aG4H;x4I4A43W8 z8#}77$wxHVH%@$S{b#FZ^-oGEBGELG9 z&$z_?Yj4`WSzd#VSPOH>N)_JOChy%poUvM~>}|*i;=Yo!1=toByn0uxE48>MJCcNU z_NPpjy$l=cFFW&*vN-gw zOSrm~O>s%NHKNpO<_}dwRNilMWZ!Ik4Fj8TSib zbS28~<_yyGD=O5Sa2?LJJv!&ZJB9D z9b25+4d?bD87dErZ3zvu&_H9+{asa2&DW^;p{3VJKkGL;Xw*J5UbO#3(=|NaXuhPz zssu@k_24%WE_`t4g^)w4-a$8|^te&Hk5x^^NPs&dw7_B|H6tvjy9J7gO0n4AD_Q7G zi@bCX2Zq#nlU~Co#q6!ym#bMxA<})e%LRrQ+Nzh%`6XP80%|!&*-%e|3?Ya4Bq;;A zA=S3WeUyv5(ArAuq)KdDpcq-l%ZlFJ4&R`~#*ggpq_SJ(2#Hs3oE=YXPiJk$PJ<;9~|E^8Gl>6US_`7Hll)mG+7HTK;*apz5RbGMEe)0X6> z3lX3MAP#y7^5$1m!4A07M#$)yKpE+~RQ~60)p-k5o^H$?g|+v%r_()LAb74-$1c_5 z^TO@-(+Up@D!Lud>J2uq=%f2SNBlk9dGilvK#8I>i0%X^Lq;1fz)(Qfq`f-+xg{* zlI78!z&`u8M$Twh&gA-r@*Yy_Pd(J`8r_2v^7fF+%6n4JWFXqPseXD^tfiib(dpjY zO!5wt9-moIQCuS7&ELA+`V%W84J$!r`A;#5m~yps171xG ze1IM;V&7lejwpN9ntl7QUJ3tVK&Sl(ZWk)-OditVfr4pB`VXIyl3sp?HRf|rtkU?!%kc|o-*f36LOS)E7}UAyd{4w3&j^iu!7I|3LU=t(T!m|RK=X@Sou5o~ zb@TY=J!?BNlf4n8>5!IGH$rZX#_KZK(L7w)+A ze)jj7?;lO@sB_QWJu4tqq7%aBnH=iav+IZ7d#q)(q%D1#U)?r+Uh|qh{7Yr(`;LyI zk2p-x4*d>BdTqO+7h>zwgKjSRq|C^&|#y zsoCZ7LtvogMZVeEQ=6XxvmVgz4J$Z<*H6;AeUa%^oo9kJgb@8~Ta{ID(L{}dQt;4c zF0BA1q<=N2vf%q}wB{xA)d14Wu?11%RVn|P7~9w?cp177E^S$^UL}zXt540JX*Vb? zVJH4gxKT;|vWU5IVQbFtQotfaouC+HedfB69n|x5ANDO#qX4Z!5i~Yz#ot>HaMT*e z*8ILJ?A9Q<5URW_ z+o3BH>Ub9m&69A!Ei7xo!)bCiT80v)`6d?j8NM*O5q;rY_tlXH)2tPEt$;TfpLwnv zwPZ%QTyv@@W+!&nF@2l8+x)Y)MbC}c=mu>9_@6&FLUQ}Uy>GeC{Ox}$t`@N;|PCMX@RNC22gBC%^`^uGj6xJqKg3BC}*0gb> zr7w(4ee)513DEd9E0_2Szkd;)gYTavcd^ZqA#ab^-6j9%b(w=G4@@&#GAuBO-GvTE zKN=3q4M_S+d~kko(!S$t*&Ev`ju)Qb{0x6?RD667iQDtDy{eYXy_AaqpPjuWEg$#Z zWzW{R_bvMbZ9jz86P_7>?o=-$gUTSeji+iijJ^4x?vZ(Hd)r^DKfJMeXdMWYtMUH! z8!ZqV+2!`^%(p$;VT<)jc)3BB{3y#z?9NgkYX$nSvX9V*{re+9mV7oD}lBPzG%X@~+Rb zGQdN)wJkhZd}!2-Tbtm|Io!gT6~Icqn&1z&R#(!E_6~67oc1&2ta+3ejRyy`LBPtb zS^c9m0*cu!83>`Q6xVrdr@o8vv8{~_5 zPoZfUMDD!R>Fl%O+!jF)L-tbe11#nHU?OM((Z(~$Ek-k`*8T0Pl^UoK{eWXkVpP^j zw4|G@kOEr-E2bnqe0RBLy!y&tNRrd`kdyaCOJ;|Y!8&Ts_A;gzZKnn>@(VSIgfXE2 zppEC2ye0Do*~Q!B`3WcgJtn<&6p}9~MpdYG_N2E=iV?_{T=-b^E;ZxZ#|q_bitxd2 zqu+c)oo7zb%Bct#(TPzlpQa_149kO#5@S#yyocnkt(-uOXCivug|A&wxhFaQ403p% zfdWLd-O-h;;%&(nuSHMn$p6uIWNBnKD2|M8^E&OZ5j*k8NtPB#Eo(Jlu93K@p)a7c zT<_);s3?DKK9jN*fqN~g0e??`Yn8xm1%yr5(>YNM60H%R2d)^LnA2JlK~yIa9N|Z4 zc`pRtceG3mzpS`Ye6KN0#?IQ#$%rJvUp{=s>Vw9F9AKiqhkRfxbyB4( z)otv>su`N>_M0(m3#3lgrKDVl#G&_NE-RuQcrfJpjm|-gowzs%KR}Ru3SI|Yh;cM# zkwgaJKJ?|qG*v|sH%G)k#C>3WCu}x0PxBc{2>6ac2U@FC7#;DQ7@@8tasV~c4Ry^rAK#{G;fy6coX?+4w0z`r>#c}H?+bMBiuPn9eOB!~VrcYDD)lc=NLCLv<- zGxYt4OihkZ-`L5Em$2?I?EB$52e_uehgje82dTFISxqq3#D&y1u}8eV_#IV(}T zvvojwKVGb{*Ram_*VJpmW~%KS6K}hTJx^Nja;^awNWrV~UeEL$m+tv=#C&P$QFtTj z?zIGhg{3EOo5qtfbt%r3xEBT6VtSNB)SpPMS!I5FSHpK&$iYr+T$agM&|2vU&7aFv z-TSoFPpYM4lG|Ar*uQjzQgO@_89FT`S$xjIAS^bH7I&zlrC!dkbJk+B#MjB21)n+} zFpQgGVr7$Z9SkG@%4*5a3Xou4O;Dj=$0pAP0CeTEl(V2sj!M$Re(sEXOjuxJev#Wl z_aF(;+^64iul3~{(bRPgf^|`>5|J>I|cgz%8 zMXf7~`w|h@*)k-AN&rTl5YGDtl*Q0%ey6ir%5qz(e}9crPpsK8ooi#-N`_R&O#yiG zJ1Xsc1aG6mRdP#y%oKXHpu;t<(|VpQzbM3U{?<&Z&`%DftGj3NE>$i*Ke$AV`zg?C z82shsvjzmPlovyWjZyaIJd<6PLNWV%@PT*Apw0p9@c^Cy;F|5p`&Aia1Dy+h5;EY> zs0fo(KIl4WvTlNO8lc;X5sHR~V1$t6xe2dKs;@vM8A_43vqX*L^jDei?_7X60wkF< zK>EG}7-tF4F55H@(#TN6y&N#ybSiW=JG{X3%iq1qQ3zcuco~%McUVjm12xvxGI2;J zOTqfFi^eKw+uC=Zm}0hY`nWn2Qh966n> zCOz=>@i*w}$>xt*4-NC)k{=R;K1Ux&^wjqc3&kcLV{&Bt5{{>F*T5*DL<3KQdg0Wc z?^PWV#3~Ok5p9NR@d!j6dZ;&ddq{9#7IMP|5>*qvz?%lw^Yra$(h1xFqPq6N75l2;60JJ(fzK@ zsOoFzynCJTDl`k&$T(udG5)=vZ5Q7gyxF1TvE1dO&%I?h&Drx@!HfQ9-<0=M8hEU% z_$aL2m>5Xp#|3xdwZ`)^K9^iMI%c|{>=HQq5GCZcRM%x+X!~(~&-c}Mm8y@A52T௠$EYQXXWmJr`F0t! zR0m-u2`)3#S0iuihO^z5c?rC`T=zGZO9)fKr~uiuw!ABP9=d0JgJB)X1*uEtUjJ}* zAoyd`Lk`&3K<_KY`Sfj9J z166xnKLUVzg3313+EL<*$!&?RCf;n>#~!s*xzN1M7{9RRd+sxpt3B(K2H7WI`ylDq zIcq6U;_K9UW(r`s7rQqw9jEP7fiME8Fwy&)|JtOKUy#%GKl$|4*dHAC_u4`GtNs7@ zo)|+NK@wj*1UBS9T2RcZO*x8XSBoj!A^#r>3d_8)^a!rYm*DpMm3L8t*mcF$F|1S* zugm^g&w-s9Z}%D5D;5STV1%3;$mS3m%(J?{#||gTs`+5Cb+S(TqUwlrX8Vn9HtNCR zxu3{lA*4ooMl>UPpR=f|!E$On;U{%Ka{hgQ%=DK9z4ruN(Szl(csnW7CuOkU&7i>$ zG{=!it+u`Pd_%T?%;-5Xzc2X5=+VV&sg=O1vr^9M4c}iD{Zcl@)%PD=sqa?UwR-jG zKbZMMvKVA}9~x7AU-}la%*T$#4+*;3r;;5uyi&MzO2D!8uFl5=DXR(xG{r51@;;hy zB+oT?tQ|UJ&7o+#18?{G1}qjI@O14`-4~zk!*=G;L84p@-W9eT*Sh9CvhHs>Lp(q)eAFgO z03l@-u09*n9X!^?mP9y8;55*6ZW9Y2-jWmc&30S{6KZD~-EIU0qCN*8^m+{ueauoQ z{>;>oX}QAOu?(wi7>>tNTYq9p8j&hGM%7ge*7xSv?8~EU6=1R2eAa6N@hL60E-KNe z$iE5693YzTIbrb&vz@Uu2+qFNyr$>K>@cR)C1Mt5Q)e`?dpd8u69kM2ZjBAOCb!t0 z`Yr<=K^ue(pO9x7=6{L6P<&Z5`KswQz`dC-^2Z~~LT17m%A?71FKyG9jWOtT#eOdU zWGd=~v>{UmtawsnJdk3@)M&av2{i?s#R@TUCy;en2v}h&#qcu z`8tdT-cik4&R)idvb~HSHz-kiCQSO`TMd(u%0%!1he9gj_?2v8(ZMNb%gB3CszrU z9NN@*t6Gq71to+5oTyDbo_e{O4Xmv7qr{o4@|iEVoga$pmtSCMUZ!wfpx?G5BLVJj zUHs+W}&@h75U>j;cnwQ+`|)TV!ofs9q@d`F6+p zmxoZByl2yZlIp7GGZQ>!nSkD1C1;!6Tl+4eIaYLWCvr6{7CzQ!!u&(=G8WT`$#CUP zxH|0uQ*(*QL4^)XO?Z5O2l^LGdt^TyQp~4N{?!lUdtx%&=I?FxDy+RGm2!c${C0WPMvdroWg_JMjtC zUe#aVc4F%~!=eZZ$AykWZO;Ppy;9omY52Ckdv|KP%Y$=)H3IdI8y=mxO8=7RT=|`h|G^yWlOIC5BSerXrIde5U~dEm3kwU2>KEQE|O(mx^espp*k)6!_m+CW~lkPU@Gn^?ip%AL$E~>oz&+q zmDUu*j5CzRpO%HKjlZrk8S4z9G07Qg_Le0@@ULAJF7l#Vd3-r_d9G?%_S3xdcJT?>2!)1MmPKL%SjcGfzD^<9e& z_40tG>NlI$H4y)YRb8Wqm|yvNG?sTUzx-3)05y|mGH!-ib=h;^WpHc{i)l3zFSG8@ zBMXE4_cta|@c`+Hfd|BtdakB55g|Htp@$T_LB zoJK0Nx!sjXLdr5qsk>C_s4x;y_DIP(XcH1zM^Z$`5{0p5CtJ?QzKpEdm$C0A{9f1l zJs6#He;=RUf9Fis`?{{za=otC^?W_Ai@1XA*Ecq(-+tC|01AG-xcvR@r(%Ui7u*eR7BY-t_)* zyALq=r()`R;tRyStWdChLB)p-vK7MTh|6QMljc>uJi3L4@Q66Xb0drQQpQefWaO~! z23VJd#9rv~b|N_2ht4=1lE&c3!!tZTt|aL<37C|CYZW1nQBE^kZ5-hA*N@L-4;>2h z9}84397-sm{EL6*a=9FzQix#}}v?Sx zhap)Oi?*%JrcQ7re&-g`d0`!<)W)a2=icTy=Lb<5w}T05(4<|F&`x$i(jNvr<2t~1 zs~>^P^pGKXb2FxHPA9!v+yAWUwHwwYIetvsSLLxv8(%*z^COUXm9Az9gE%Ta^h~XR z-HeJgGw-O=_3uJ#^1GKxAkpob2M$#Eipg=?Pq;em%e$K>$E{2sBofEu!Ha=rgmE<#b_)_6H?ccg)rZV469k;?53 zonyUI*(;|zt=m_)+X~XI)*myQbSYr{g+dES^kwyG z-XXcc{1jeNztd!@y=;Dp3jLC2j+_@`Z{IfQsl#m!t>99&{#4nRbenxe=@gkh1ybA0 zu>F{$E_cXPvpikDW2Qc1Pkg7h45bZ1uz>I1{M4xe?Os`_mu{b25##lk&qj`xU9d(t zMpv+?4+%P-Lye$SXD(=m))HsCI6;%lf|a6ew%Jr$p~Oz1y?wjT8ezpsLhLQt=3l^S zTrv~VkUWMAp>L%lUbHQ~fc53n%wt<^6iDiw2)@54djnj2UT^ znPkd&!M`6P4)gkqVS&;Ci~U9K2tH$Hd47a)sry}E>g|hJ@^@`w9y|nrnlzrl8<8=H zR+G;gcHqZU2|*fEi2}cE%QIUcN+Y+Lj%}AzG6 zJ5fMn#lHSJZ$qbxE9hmH0zeUW7ML5KV~;}t=Nw9q@SXJ4Cwa9hTCCRtQXIZwi_YMY)eazpn5J7Kr=b?V?F+zZ7+g@UFE` zwY@Z2qr2Ak=$o9v)S%l=zuRvs5vo)ft-4AmP|eV-R5bO;dF(sAZ(TR)-97WJ?XrPA zCR_XqbQ_0$pO{V6Sf1Evu1YJEtqhD=Pqg;48!)Z3o3JF1`!Re=RWRNH6#@7DSC)Tp_7|ps;*R)W#V1<+K!&}HqIffc_&6g_` zNj^Cl?Gql|S(Ewt;t8=~j8ZA9P8wmd=G=!NSQes3>EOgMgu#5#rKBSBiy+QE_rxH{ zyuV3PQVP2I;7r-;ey3Gl#EyGbq-$0UD*(4Pt87=Q z-Wy0<48+MOafyS(B}Y(bJae78LN!R;iH6~@cEwh(Hri3hUqoWokISW7IH)Upg~Z8k zYy3KoI$fcgb9%(GmU#mfC;!VQr}hsoUF8Z!P%gOxa~`a_te?7zL)|U@S?0Q3Xglb+ z@I=Kb5_iX`bFjxu?TD(0XmR(gJVS@g07MB>vWl$wJk{xuSJ(BG&nnW}YeGmZYs1Zk z)TFDB64dQ9ep0u~I6&xR)qhhC6EBaQpeLjfm>15vGcTQ`4`~v4yU|uK7LuWx@Q@L0 zuY`^VrLsq@rtJ7P-QkW5uq_TH7MgQie_=m`CT zAaCD#MG}04)b!>C-`l>;H7TeT0lMh$xcwP9d>QtOHnD)!!ik)m%qm|jvFr^vVTAR07w0b-5vS)#B^`Nw36}=Y1F=}KCgaGF}gzGHRbW{ zb-~$njIrO117-%dR@%O!o}GzgzV%3M?W!56C;Nl77%gsyee<)NWzQ}!T+< z*1GiFI{u^AXj&T+YKOHiWuvHM(yV_c&BLZREnGgU+~9+=qg>uEqJDBRvXz6w*Rn`G zHM+_B%o01fRl&3$lwvIsE;_JsBzjn_Yp-ph)Os0s+|Ds_3LtdUJaG7ykYjbN_C^`+ zrJE>quga~vF>)>Y9-7PBp&W8YUd+*qrq~l7T03hzQ=POPUHkT_{ee)*Z4~mLadc81 z-ZnBDYa8Be6st}zOAydZ%H1trsiUfey&-^vaJdu$Y%9N4rrYCmk= zwv+Lf=cK!*W(3}q6K9bCyLYgIn!Su+HmMDSE2sLMVCoeotYF2OyZ3zi)EbN_Fob+@ zqf5?k4_{GipK;M1ScSD-?Jpnx7;)Wqn*Qn%y)5k`%<&^(GSl*Fwru6rZ=W>b^cL*! z4*zxFLy7fptgg_#v}=qI2TjweT%z<;qm&h#$}FzcqL^XSP~o?75<-N6pVT)ffQ^cG z)OfNZAn&D~?YIv1`m%K(zG?5_(2%_N5Q0dhH*Ra2Mc2T zs=i1UEXg&3Nca|?EZWcWWMDrxY&JXKJ8+WaIB{enx6oL##=Dr2ShY~D1-ix3W29R+ zm14T>z;tU8>*c49rXW!BFxL!o`$^>X$YQoa5}3tgN5!GjZHYW*uDzz({jM37yITsG z7R!(?ZnUQNlk~q?$A#R3y`(qq=E--R?{i2?9crRfSn-Sq4^6Yl%<$)Mglz%?yc!cP zOM6ljXVH9krfQu#Y-!73nh9F@dCS4B^>#tlXqWu7Z(6iG!CcO`LE7KA*~@D@J%SN= z3`TEtSpF>mbyT6K@G|0wjSKl4j1Te9uptzL3wNH5+%@{lx??8v>dCzMg%Bx@j^rlI zW*T|Thge5RRkYx7mPJ;@wH2^nJAvQ zmE$8p)XBXw(S1U-lEBw>IS&sOq_<7)*dVHs68?ZoW@l8f`f5!{IP^daI1m0` zqI3C<=R=!f^(QKl>TuwCxYYfbVN@)$Ro(D|D{+J9jVzU5dts2NLdPgkrpw)6LpMES z0~4L$us(y~}uW(y9V8s@{opAN_1?Sw4{hr{~0y@ z@aWVEYGR~+$|TAs12ao++&Y(iFZUrOF!L_&l&YkqST|=GHlkn{6?O2KlAPg(FCrV@*s7p( zFXuQY435!dxUHv$PnfI2>F+G`7{gyAS?R4J#mLLU)IGW^?j?tML?RC$xBQ=?#0Sze zF;UXk%|tPY8;X;2(#m1vR-CJj;3@^34vrN!ff4u9l?#}MQMGHbr@CCyV$r?=ZSsyi~1;ZAN62|i_J+fuX*MKh4dg2bUf1M05jFS6UoEOSDxJdzf zaLBee^w?@dL0*sg@~0129@OP_Lw-G@0gJds`}>rC!QznJ{qdcOzC zI4Gz26&2kHXK?9k;yskOL1+)ulU= zJ$IN&*NflkZA%UTING~ge5BWpl&<;bReK?p{HY1eAC&e7wf>hnSA?g0q*{nAPilVG zT7O_UtMD%mX=eD70_naW`j4_Sb6c9+**Kq3kH74_|0QZ=la;2D*yA*GS(|caW)MeQ z^SF6NEwj>=-t61-z@a9(2tZuyyRx+Z<_icR)Kxa+vi6@Xw`>^Fmm0Zoie*1 zCZS9~XgouqXXA4|`r7jw$&+W9smeO0z2h%8I`(&=sPM(pi&`Nsh^D(?;srLLLy1X# zpPJv{(2=cxzS($Ycm=y-*Z>&cSFnt?TT=iNitW?%3<#;zBQnYsxeEyD(mi=0VU8?C z5tcb_Xawg?7o?(XfElW=(ynUSf%jGWtyE|BKXCBBfxr(s4+gdiG{i9c%otTVuV!jG zJ^Kd4QQripA%I#;?1*U0t*x#O1yedWDhogRkBQfO41)vLU1vl82vdU)I`i z+KR2b3%G!gB=>+qp4>qB?4G)91Ax`SoMD$(VDoCbZ@bEM?PYXmSsO={{z3_Drb!{& zFtE|!GXZ!5W^yPI%Shuxwz1FW3N|AcIG=Y6L8HjcJYaS{PT!>e)4KbhH6^zE9RpC? z^Bd<-+bhr%_6u3L7EQYZ^#m4R0|>OmgpnhSrlRX|YR+savCjj1E!_$Ve4rg=$LDV41 zJmpak`;-ndK&SNnGvG~t$YW?>hhFWhvzfyx`4*Cri;^?chX7bka4_GK7e@j&Xn)|c zm(evTVZ>#VlP-3;p;Qaz3j0PD%r&^4SlQ!v9Zu-0tSGV1o53kpXCV;cN~)g8mPiRu62Ep2DLDEI9S3ki&A!{>NzNsOtq7(&8z2DB3x2 z1q|lD@KbNS7Wct^ThQcsqFOU~Y-V?`)5nef9ias^s0gyAwQHi}20Xb5h8LC7olI#; zLf~iiYABI*B`xKV+?{=I+L;pQMVxYsw%{U&l;jy!(`m)&t2BoZ&Snibo4R|KUhGAW z?i`7!?p9R?)6TJHnH8v07l;!)Q#=d%JW8+lw2F6@S}9Y#f(Nj^PQ zAw9G4+0l>E0asqoFx0CA&klp~$Q^xJfCg4<1*!CG!SCjp2x7J&};s~sMpEeR^1Yq2SM;LdWgnLIhA=T4klf1|7+8H2@!X$ImyOQW+J z#({WHoPNf=Lk|#xdH^l;h+$qOgK*B8;sIqLX)f?Ub^+TbN2k1(^w7~9=?#*T8AVb_ z9@SBy8o*P4Hwq+o>zb4?q~M5lPfZr(y2BVISDgM>Wf&P~9~eJdR*-CLAv!FUO>h7d zlsl4)!d!=5EIN)lZSn8WQ%?6cy?CefeJ*VHRi%AGnx-Xr0IZ@pLYnQBx!8ke;4MeX zoZ~PI$`ElgLWbC<-VPZes0h~naHO{i<{eAbvIdX9Z;&9&4~}JsFgQwfIl62$LWA?s zJ{mF!C_aSuq4)qwqeBurXPl}4>qVfmc~p)&(vB_6@}K&HLnx;(j{Q4Pamtl+6s7nJ zyaK?5U<=~ZG%W||C*e}304}x`k5t4)ugR*fe3&X7FSQ25B#zQ$*iN|=4>%rTm5V*x8DvQ-BEZD+z6)?1HcQm3`+4&1 zw;;BsUVzh<_zpclfBP`l8K%?uwfPX{6&ZMSfDEUBPq&??of&~%u+md^RYIlXh|oQ* z4SY=;4e^!umFBONFWvA(z<8qNgc!16i9w^$foB6u{xNSA|2s~Uf|*Yns3N2#Dm>-! zSqV2J;^mfj;Y;FLTm34i1zblmcHWYy}r zSGvqWSB4Hz2O|&58QOjkAvc6HoR*Hrc0Atw?y6XxBK@#w$>d{S$30w?wt3`p-S1kv zZi)FB*^2oaJNP@w3S1O`PQ6e>Ao9|bx*^Ia<58ya7`>u<6)#zE(5-T;Goj357fri# z(hx9uHM*Xuu>)ZAow%|l5k`NAewb7;Nt&`svJf6sCJPZi?u@te(6amBJY9$|P zzuTTr)_qB?Z157P0u3$mNd_Al1%$yf?uHH!5YXTd5Js?oK;(^c#f14t&`tjnCIm-F zs>{MY-$9xuLFAn{(#;yK>CAn>5HoU!jeR#;XPO-v&H)a>zrk+-E^9(1cq&t``)HnPpll?dSpl~p_N;8(!G8YcOTo4Xo zQ@mB;P@gL!JfY8H^kI@dSrB&%Z#=X@L&$St?<=5*{FsIU7Ely+m6jQYsH$u zS>r#*c@Fn221f}J%%O(Sls)2#=VgJaEy!ZtSrxN%q)*O|3TlC12)A--=zM4nOzT&YW{{rxq`YN5P)yPIpX4}DebeEFaBl0 z>5HujWFgbQk&;qCA~CPM1LzjkQ2lMyB97%^I^k8x?K{5)t%uDlq(+>Su=P@n#RBdZ zsb}aSYId2_8AFGnU~qARz3fE@>=?E*2Ty5Er^>s}x(|IuyPKyk`7QWk%$UYz|CGMP zl#ZE)x)!KfD7(w`BMwHTTVge}l)k%YL#Q{nLpj_>P*a^z``umD3x3czWV!>LquSW( za4?OB{5Go2MmaX8KaB^|QOSJ48!>;+yHRTaYkKb=wL0%JQ_O zX+6OKwdk0)tyYTJ_Oidx+hutGqHRSLy*JL9@
      MqZTl9%jvPb<=8%&C*tI zWBCN&KTqCp!6pa-P>ZYyxh~UmR0z}+%Bs)AFt=|Sn-S-wNAx+?ZPn-0EDr-&H*Xbd z0>JuCi5s9+4Ngu+JzM}^J;P%~xRP|VNx=9wPyqzelsES)nq+wZ+1I3l#hgj{_S{)% zZ|>(%-*DZ~GdOffkL`}pofkrkhTV;5Qvjf_7et>Ao(tY+Qh zL2i3ypmgsReM&p6-gj-8diT1tbN8;P5yYL6rIjDFx>;959lXay*dVH#ywn6}H4&Lh zVa-?Rd|fQCZWel80`!eJtUt=NXTyiqV5d(@H`?R@(0vOKd~LZhb!}3G4o<5c zUx4+Sjk}mc-GTC8EC{uh`cQ#i*q`?wz5KiGF}gG|CIB&fiT0h#M$(2LaNL$Rq$jsckUj0O<}& zOlmbFT%KXQtCPZnOoycqNu*p z-#3^xLh)}!C8Afb0e_t71>_1z^`C&7DxJD{z#m+sQKohGX7C>XZvMU+5OBlB+%a=k z{10=#f;vFcAw8wEch>GO&+7N!lDyXSzP=0fBZ ziJ(l)lWwfQ1?#&G*kVwrLe(@CiIIqhOL2%neU?Bm7YOS1;te6pAc2;Ns>qLum+80> zmGr!!49|A*>Do`4Z=;A#X0-_O7lr?|0QQ=lF0rgUwyDTN(-i&%R>Y6Q0kj^AJd#nG zaPvF0$bX|W$^X5zH;%CMGZQW+?6A1*C2g0Z;|she>v%uq&A?j@wA~4sbk`D zd}eXuH=8f;OlA3R0 zb{**3j+i%D)~ksAP9i1ama2Wb0TkK*lD!Vd;H@o~k%vuW6hd=(wYM_xlD--61cQ zi!M|yS7zLGSQW)sw@XUwe3y&0IXf%j*NH3MzhH>L{`}o;)YMJxTB~*G zyMLSGd04|h4#n;U$$_xD9>?R<;E`Lm5!OD}l${ekHB40d&w@_n&I-H@63VF$U#)l3 zJG-|39$yp!$C9^`FO1p1ocx(jaeP6f_bJYEW|ry^hv%Cie4Vpd*pk@iZR*U2fJ`38 zkV%Z@?0p2GFUeb5o@uRNBa^_1`X{mN2sPZPHu1ZFqvt(5{&L1bO7tZi1P5L|^C7^h zPa!{NL+V;cmcsz^ zVRwvke7w#Ia>!A`BJKaSz$bDG5Qa_~wB zy9>M$@N(8>9ojBM(`sSBajwBhP?K0zKY8$!8#SCqYth43C9w&lGpcsdFM3@*|H4do z7c6;7DJf}HRPm$WRE4{**4!xbvi|SCFeGuuDSO`R3g=b4@R9YwVSbZ(2V{TnQjmy0n7Xh+G7TLFAUlJB6<9t4HR1HKK)K|lAvVv)A@HreA zn>ec+{*b7p=PhUwz$SJh+8-iYgC41yo<-q<7%@>u-HHVI2Q5(XK zLgI*v@-o5)lE`zafvpfKUadA>ed@Qk;+bnXj)ANnp(rr`30T{Jtp|iY?5>UB2@Fi; zKV_en#Ru4N`bUO}rN2(yX8;9Mge+AvUo3ygp%favM0f1eS!0}S1WlP91h zB2TCPMX*b`QVIASsMt?BE~G-w`ZgzH4-CUHdVj z!>)y;u_Itu0HQF%qKVD+`8Sjt6opW7Oi_Se%sJLW$le~U(v%cNkrKPi5V!*s#?XvD z@E z<$ExiQ?@!l+ia{Hq(T6h1R&@;5J1K@7DC973zR4dtyQq`KoJhfB{1u->o^?tXU3Lm zFvea*`j`74R;f7Wus1jz7CX{`!y>{Ka@d2Xegl{a)Bm4@4#f;bnEteD9qek&0&7B0 zdC-<*`^|oHSHF$Tw9Pl!&42=+vY)+*e?9SYw6C5*^3&$2)i-m=q{LDl3@MtpLN2@_ zXFomOTGswdNN8-v;+E)XAXqT@^>p0d8`(G=;dMCqqfyEp1>E*$h|R~GXa;xOkDTm= zFac41OnITllm6^LVjTEe*wZ;3fBY6(?T)Dnlx9Q(ttt2{&bvs~5h6ITE-Lk;nS zi&!MIEnd$5QSES57{!qd(ev z1X(AJg$?!D$FxkRJ1OQhW#_LT7>;Bp<{dLFnMjZ~vYXn){1u@CmecEEC$Fj8tM9!- z2^_iy5X~;y*mfBOL@tma>ADxD_Z%`m>z4UMP2>G}Zy4YL2!;o0Q36>IHfx%5=q4SKsp z;E!%1U!E{RHG;fjq>>4?QjWUE9Sj%2YXn@5gGs0!y!wqlRa{QclG3vFjSxZx+;ZNJ zsPn|y=>#-yi|_a`cd_e8dkAE;5&}XKN7}iCCdJfrEr3bjbAeaXl9Ek$<5cr3Sb16z z=h9866?Y}bulV+(;qaju14 z^O)q^3~Kx&dz5TFQ0W}z0BO&HIY8Rub3w)Q+J1!&lMpbOFJ%WdIRL}X1kALboHR}uBzJKf6JZL9XhYd-nGt|H>*{O(Wy<^;yTe(I!} z8uO{O^N-LV*lh%aV4BC~C}!YGQ1s~>{~{uzFkYOVr0bos>xl843%tzu=v1;XBp;!b^yjj#yaCJ4Or~dPkU>0q|Jo zmdZC$tCT*(1LS6$^Ztxv7e%&0{1#B}Ej5zP5 zh%tb?RN9Ms)=P2m|4S_9SWK4I?HJk0wJ`ne1uvW8fhRy2Xo8b;*F&wrh{r;4%r-_* z?_x7p)lU%4Mf>s*?0r@i+Q9~*h5rogV8N8~!&V5M{M{(y9$ zJgj(qVI7d!+XQ%TdPk&?Poe$Z3#$)etOjh3R751=sJVhuk&&4=2m{M09Y|^*mz-=~ zJWDL-cRHl0iegS)+FOfMn_wr%3A`XDfR;be1-KmdYDoa{A4)n(Z%4)Sa;S_OV^ahM zyMzaidWW_vq9A0c{GBb3;WF*GX(3qv?m_-c7GO(^R{RFOC^kQ1Zp8y{0#-by$Z!eG z=;Hs?eptmE85&*R!R{T8VAprb(xD)l2ltN0n$`Ufmo%4amZtEX%_Zez3N#*eQt(_z z6qv~Wi6|gFY(|qBLH!*?W&PDaR}UuT)&}kTi73!enw(Qv-r%KYYYee)!MK0083pJX z0>)6l$Hm}5J_Ku@@BmetrzsvF_%Mr2WebCknti*Qzh$X#+1o>wMZ78XP9} zKkMA!W*sUF(okwl?y!FywzgFf!-)cOnuJTah(riH1rDMB-mn=qqUQNi4)AhtCj+uN zuu=ejV7!`4P6_c2L3Gl23IMnxMkfV#1Uf0kUqS9T=y%D_*aLd}XMfy+TFTD$$%pZF zph8&3^?cax(j1|*<7QOs>wKHh*Ffto$|QmBqHafjjbp@o$RMbeov>38yTPa0MNJ7& z16`r}v;Y;N`?T<%u*T^2cDCpU9`hl)QUzTtLzl=AqHnvBimHTuHc}uyz3~geQewWZa(NV!m<)xS>;wByyx3AhARZ$-Mw7$%}w&Hn`a9<}%H^Bag z;F9XXHv#hlKl2_N9+U(~#JXpVCJAx#fj}FFl41B~l)OX7oR$WvOsWYVvbTyRKU-lk0IWS%LVkFlwYw$|fZH;=;mnd_! zD>Mi1D~X-n^5+oprS%m3+?1;Iq;*K^=>P@~=UX2)1IE^ZrUE8Uw4Q2Cj~;S$VS_0+ zO+=Nu7S$jlzUZ=c=iew3vkyhcUh?*YS{1#m^)>4>NDadLICy_j;5y=Lg_CmQwVt*= z&>lU5(0dpQ(l5^OTl1}sn_(C0F~Er~xDzn>@!k1A+Db{-6-`M~-iz~Sd}JEofXcE` zBGgzPr}{cpALarDHwY&}{*@K+WpHA5{v6_z^-r>|5oK_15wueJB9gqlUwo$7SbfhJ zNLe{du8;VFbW@?2&J0)#XE^55TFAYiQ|wnZL=0uWLk}F1x4QQvZ>OKaTAp+7ds-Wv z>UCM|$^^yx${gZ!S*T?eaf)_X23ty+@(q-FMJ_wMP(eh`f9Mb*@q!Kka=I*Zg#pT7 zq$x+&4$rAb)LiJw0L*<(^rjXtg(+0_)@hhF2y67J08UdO|DqBQmjpPJvLThcAAJhT z>CfITF+;_qzx4_?qt;s~LAmdEE{?eKBgsAS#H)7Rd?9kTAM$S&N-YW zFg2JDp(^|I5q4==1+M8c?=Ano+YzW5_AXja@ykQK?-fCr3$a6-s)BwP@yOg(7)*+wJ z1mFo44BO~cJFFKaDWj{D|71{4KC| z)|~Omd+CyKJ>#;fqVauCMWv^v{)50MigydJDVHyh94>>gHUq!EX>=u8LUUs;z)tZy z`e;J)D^L+@N&~zx5ilcU{0k&AY9<}Mt--(f_%DR}$DWw5E*v9+~q z3O#EP^SgW5v?4M7@FD_hT{esa zEz#++*?2c*fiKg}h!j7%>x&2r9>ACp&1sS(f8dh+9bJh+q}Rw}7@rAbLV!I-f9OUO z^UUo9lLY7iCW&q_t36g3g?DUbG~j|8R7quj*P&@2GObPr-pdGP&nq*7qVb1q2Taok z2Ro-*;YyUoL-}33@DvO@rQpaF_hp(3=vhdb4@zTVh)-jhewTb@<}SHIL7BE6IIpHI zi$zCwxe{4?KnoVcs6tF_#Ce5=v%17ic{Ks6*j3W`Wu@ zq+l8RX_7JI6}ZA7A%JG^G)WVw3n>R~nV7mLvLDZxh3mmE2(E{AowMzLqQR*|Hk23b z6aYJ5%+#{M{AqY%2z3a@5NL=v?k7Rpv$rn4Ot+Fh9Znqhq@6hNdAfCQ^_&Sgj5Uka zrxzo%p0%!gD~qpO5%~phGjau%MS)MnGqs_9W%oP6zF~C4Zs!~w2(Pe2XmN&2vMx~z zyYmR8g7jjE)(f$O58%bDAC!NFf+Ii+sZF#Rd2*k7nkFNVWNHRn1^s3>hzV<04P3y6O+$htO#Fqi*(_J(iB@Z!36Nt@sD%))5CvH@)h- z0+eoiE@5}g0DY+F0v5=COXxJ&9Y|_2gpes`^2uWLb_cET&qdtl5Z0jr@bD zy-gTGclfyz0xr+PF{aBc_03({`ymN9rdQ>l7mzxB#D3@%n4Tm%DP2s=1K@SxpqayeVP$_!iMEIykmL?e(@7* z1Ir_rL+MbGl=$e!xFBf-#YA}YY}VSqxOo}w#}*nw zTqlRn5aH%bgF&oM+29pILScSFKmtUbgGeA8%5K3g@vMF`Lk>mGd!#vCt9ZiYKQoOx z8FRExG|m+EdKN}M1C7IzOSAsd7oh(7LWf>ChbCiHZ1E}upsP@&U=Q!a3p*~Pg|T)& zu|PnzJ{15g)6w+)!*q~0f^aO z%Xngc*YQs62pl}sHM8WIYMsKp2k#Idl~wRIXtSUtp=GVWQn*=JLEG=P@-So^&V_dw zfmxfS;YBbtcoFQZzyoS{P>M}(ObR6|OAd-paK`boxf;avnUSMtaLBaeGI|sYzl9AQ zRQ$0jvbtMkXTx(rV8>j@8_eFd3$9@kB0D1~&+I}03&$?vx#CUD874Ek=9(UXv2f(< z#fv%CXvt-)uxN0IRB{=z7!3iOo3$fjesKIA_R7PECLqHz=(chRX}G9M9X$XM9P}@q zH(WF&7kCuUp!hmgGkD1#`<$=HlIpE;>m{IoF*0xs+a&;9!>9Swj-Re!ckDqd z(YG<1{X6zRUi87U72UN1`vk;nj_=rmoU;ORPL}|n2uQr)nmFPD>7ct3pG-{TU2`mJ{CNEHNukW;xM7!mm?Q%)e_7Y*y%g zMo20!dN|aRkKe9?mXLCEiUL->9PZGD>mjVghpLFb-vqdS7k1$u><2U`(Dn-aW-d4z zq#P%ex5S_GI3@5PQThC(5mXLC=7U&ea0me{@US1!4FC{E3+#toviV>3OYYhI7MwSL z`Vo7J3WE6_3Bw)Ig14x?VjX+Dy~aU5FWqP7GiSi<^%v-ld`|}^2MCthQM~uDOw#_b%5`G`*&Gkk4jqr>TDsbr?po&<@llwDra&(s-HT8Ki z_dvlH_*_l?QcRUGA#KrK2(#**t!`Rgz*%%JN?(_@Wp8;YQ^K~f0%KJ`uNCt3QAPRd z=G#i_#qXSajmWDF+7)>Lp;!f9Vqv@5vjpBO`vU$1U7~tY+eIDmCGcd~7cAIe44R|C zD4XM7KXK*gQlZJb8=@+ZPx#)vGbc_X2Gf6e^h0!Cdz#I@CGb?+HU&~I2(GgmMusaV zFYla%@nHSppmGPu1E8|LPWe`ey|B;(Tdn2)771+!4ERT8Q2VJP6J^Uq14A66t)i z*RdffcR6LqnSTQE@y89@?cniD;K&i`7m=&d z4;&#)oZ1Sp4^0~k%(Ql105o6V@s+-%OzvO1J$7h9(0*dvJ>1uPXs={L^X89hyG4@M z);%{ay3UOD`it^IsbVJMmp_Ozu@OR1ojGwPnA*kYOQtzxO%k5JW-XLW8#TnZ68>9>w&6YAC^cB*|2EBdbI1lct+?LLgZyi_Zhy*SK~{Pc`9++4%XPb0``Uu}Zb~5mFV=1AigzStk{T zN=@tC_Dau96h)S|%3J-rsk!*ebP!tTWr8bYd%XIa#lqmd(eSqSD38!Y(74ZTH%f%& z2LE|6+BvNXi5o3%qHigL769~G;qCj`L}oM z>ltHnQ-t@HeB;MiV5u|oSgG^f*^{vIB60rSBSe?k9^<($YKl~%z1Ps|f%9%RMxf?a z=_yWAS~JC4ywX3xD-rf`3Ac26TELcojg<*Q?OPe$X){j>!bRe7oSa@D{RoON|I{zG zedC&U5&L-U4fgchTX`8ae<$784{iNP!q_F(r(aO*N_5hr8=jskA=cqwX*qE&$gBo8 zLRISH*u8eb6nb>693HS5HB|3->Pk!!zEOtM4#gw0<0yYh+CG?QX2gEo3=$~NdUDT+ z=>fj;*aloioU`RducVf#$oFOw7}4^BxOH7AKBZ74OXYG!Y@X$7ES0emwf7NXgeDoi zA9&7wdyG2C9RVCa0>m5p$iSdQaoLnQX;l1+GRf(`*c zd)XdN$=?SV06)NDXuF=;sU3dR)PD@UB!<<1QGbA+edXxy9PF*O>3>xj^VhUH0Lod1 z;fDTWmuWszIWe|re|ek65yt!j7!r=3;Sp7M$jrC>Bf)=c{vk6M97;_4iqs~aUV}_g z0>D6Eb1fJgd&Ue64*4JF;D{j#LgQ~xPc;hjhCi@vFeUXRqsJq#vEfYZ4~HG#I_cC$ z4#tslM{OGr+YsBa{m1H{`cN&W4LS$zR?!*keCazDPWecsIn=`wbyXh`iUlL1CuRE> zDz~QCEt&lAs4LJ=vgFLMmhdbIT(j1LM?sU}bjcyN`fDfzGg7o$P2wK)45hUKB@Mgh zgeD1OTh2)Wt!`i6+J!Hdp=PjSb2fuQFf?2EZW*N>d$(+e@16!bJ}Xnq6gpHNhWeLM&?d@D6M^Sb2YETp27S_%Spq1!Eoeti_<9-9xcpx z^p)QyQB(EO6gzK&BHiWLJg^S@&k)Ta8y@Uc_JSkVB|dz%WpGC@YxyI}-fckVN(QtQ zcoHw?Qn9g?C2PuPC;&oQiWW)67ZHiQz^U=YI8xQGc|_Ui-Ry(W`Yi^u17kTc{J^i{ zp8$;6>|tGx2qZ-4_3NcaAyIsXo^3*}{RKjw@Xm@ap6WVJqe-Gg!kJKGKKU+m7mo_6)< zQFxLDe>aAoAHH^VnID&FW-&Vz)DRWtfI;Ob_X0-c5 zCXr(PFBxsaDI8zMGurm0a`SJf@K2EUx7XXezGI%YXPY*u37RJ7z%YOXu@4{Lw?*n; zxBp7seA0w$R;S&Ad_}~QO>bM~@JQA|r=hS$mvy=pJCz`&zzoq#6ZqhL2{P0oC%PU^ z#)Fr)sAKk<@)kb5HLWR_P|!6{Z+=S@WwQq=oDxqb@)S1=ehS)@m)6jwZVH{jd!R3x zEfGdGZf;u(cdG5vD`*t>6y1jfKn-00?6X+Tatzm_O(n=t@pM*`IGO6>RB~74>KEB_ zPRCM)S5|1dryRaDPW1uC`%0dF9y1iJ zr@b(PMgsxb^#Mr}G2*}yMsMgHl}JZjT$x?b6{ztlV21lN1S})^4g+qh)g z;L7vv#8;)o)}b=^9S_43-|Z!9X8M6lC>8X+?~D|B2qgIz^pH};qxHV8*4#`8Wa-n|&Ca+SR*;Fx)bhXZ7pmyIiaH)UOtm zlNa3cJ)S%Hw`tPYdl?y-r`(GrVy?^nVHYHqr1Ihqk?<2574eoMUw7UC-qa`ZsZXk+ z(ILMVz7uz1NW4mP3Hu&!$u4v8L5Wo5Xo4Vu;!ga_yaLt{QlVQmHXpz zkzt!)*aH{4&Va6WYldF-@SN%iFiyLwVr0mBK8vfy=JaV-rP1e~Z6*5+?2k%}o#7I! zQszB>c(?tD=N~$0I@sp~p5gDCUf-6@4YWV;U2cPWP_=>dd$5CI>hPJ7l83eh3&-Ce z`#;9#N8^{o?;Fw56O?e+&n?pU&-1*bC(7V^_3dy4h3;2cEEwh)PQ5RivlSbB$VL90 zkA3I{!LA^eFfZc*y?8OnIG3;qs(es@{J9l;rp*TqY#~&uE^9A&nQqc4F>*#qt{f!V znD4hnxCSP`|F!mTMH?xp)c2a4$T7VV`Jn59D}Ge_l@!RIyOTFkdbr}4y|cQhwxKca z`5~hHiNp4xG7$&X_Wth9+~GWASRgd|NWVA0*e29lFpTs{+^afm)iuqt4a7F_GMAgz z7yom+4R|}{^9{ACO+ciIu=^h!8l#5A<$_^tnxoGjjGno5F=%`34z@fBOls zIh@lKjByBfFMsZ90&~X-FzP3rjYavt;f8M;$-~r?W^)AEu1I9=I2$bo?_(h$i3CSG zQTcOAdRHkkkebv*84`-%S@+dLopj$<{%iHSb%X22oORsg;qQLP3m2@wEETWLn0!L< zU!xHAl;WtdWb@$EwXY)WnuCGD>pab~UHK`RH3lic7w`9pnba$%6=kh|EA)A6o%KVd zagxHS$h;{ndxsy})6#qHS*8#?ipskNp7cAM7`>s{KXLUG^<`$Y@ zhHC_0ybjx@fBnSd`I^dd=?PN1*(r+=-|JYz==(pQp|Wd8w))$K_#=@K+Xfv@kk8kY zR!B?iZ-3zUYl9jn`aA1+-Ju|=AmWG~w781tIg{f=Tg8`}T<*=Jd3 zEOJMR|I;?xf^oUFwQ0O^#Y=XX9@r`F#c$w39G9c;G_(sD<_j#=%z2}`I&J2}qnPyR zM@8vFI~tq@UQXv2#~<7cpG(OT`fanfQiNz{6z=!!>Rs;+Q}S#VZys_5wdopFCN;Tn z#c%rfGVf7L7J(v|=G>=e*5%Ugfc2`9Ke{o8b9it@euI!}*SeB(<=W;owAYvA3(vG~ zhgp`r+Nhv@nSM4>oN(QWaknTdq2Hn4)YPi9NQf<;$94=<)qjD%LD%olSRL;+rc*b% zbNx}NHt}X=6qmn?`FGY!-??rNFD_i^R25HFX<}vEyv8$_xlHpBm?K)=iyv>w>NsH@ z{}5sZIL#(f+WkHb={NPP(-kjVso8HkPDt}gd_U(ZXoU{g7Kl)UY~FHTVBC;|Kv8(Q z=0dr(yKTY9;qkPl)3je3LXHq9%|kEE4dcKAmUI{IJUBrT9tpelzRQ>54_9D6b)i@Z z^6>lRJu1>m3#tGk@P3GD4b73$e=QK-IMh$12;Ef0l>WOrIN~d$^p`5*r2d0gyKJmo z&4s~de9amw=)e@RH*Jzte zj-B*8dE7~%s)v4HPtDb5+x!y_{Wdb`vGiDhod{)@1yg4$W$B~l4_}^m38*ZSU-|F5 zADcn6W2DO1mhXvq-*z;`T!}62l*m;~b$n;>IboId&T9I#%sbUquQmGAo0U86{2uQK z%H8Di)V{N5f0UzODDBgw^pZwH|5fe-wR)$n9<^xr{KPAcdSCEU+i9eZCp!*QOx;<+ zGI=e6^_p3-Q=HI$@mqXwTKVGy(FsR?3%H9WYa<*=oc(K07VTzyI zv0c^kN0Y^z@ET=$i@1-15UY7c4kqb;7SKBj6CHqV*MruMik5dvZ@?Bx`)9(Y^=Z!A zV4>VGVWM>kD(bN<*uST3t>DXeapv1iXDZ>ET>hKQ?jKtA z&h0)b`{7TDf-Yb86SKWf#JAJ3TE@o-o{ti}B8JVnKk147^<+n)@ARW3>1HpsrQ2LY zYL8WO&Ee=3%y<$Xy?Wv3C6CbP>^-PziCV*N$UJ+6=|e9qbPA+n$rNnp>yo;H5`M}x ze^gk%7bkSx39n}>=R2kxKqE*tp;hLR`(X>>FLEaC-$UU!mRnoCL~RGV!>?F}BAfW} zb|~5vIrqfBphQa?a=qGpqK|FDCy(1n(_ilRPb@y>*zXF8-2YwERqTamkzVed)$Z4? zWGl))j(Bq2Mg6mc#fidE_5Om5v@a4C*~ry1OP1L_DvG=8ZcyJ(EXo#_9?6i>|Lmbo zx~juVX%N0}jxadUR}y-s&q?`$>QtI>vUwxx-x`%GO$K)CcaUvJNPM5S*3u-XVr_%8 z&yd5jl-G4Xv`p%xj2l@GTqYeVtQs=Lw4%Lh(kS&5tTp!^3>k>K{SMx>%1)JoA?nFb zk`9YTG^kxmxIQTM;td6@TN)GgRa+F83b>ZVdD^=&uP%xywvdyEZRxR7!t(v-q~S>|(F`lK-?7tP%51n0Vc{QLt<5d=2sSMP1ti z$<=cL<*gl-SOZDOki&m7s=xD61c!cW;1;av3y;^_KjD3%a#;Nm$(**oAwfNqyHsi| zF8ih;y~ZH|eBHVLC1c!-~39B^oo2tAQ<4{%uDuR`i zu|SpH>X!=5;>G->8w$s+nRN~PG8GSg+C*vCE@mL@R7JYUPf_I166`kuW}8=%7V*+H zX?50BLIQEWFS*5Ra*2N)2)p>f*k5MI`s2v;Qx})pgbIDmc_r}6@!d!BFPZT~a5a3+2@_axz-w#W zuJ4|-|M0zQxil#eF;Wz-$oXZl-wv`*W`7H0VuXZN$w!Fh`#oMFf< zgbp{$ulHdigjqJ*7JMQ==MU78hW3*oKKb7zej-qKK$*pBF(+2~v>xRc7R32kqO{3B z5Ko)*?V60G;q>w=-@7aO#<(M#C+@p1;vG5sY5lR(T=fi&8D^hXMtd7bGPY0>IFkG? zNqo{x{5z|%b8fqURhDo2uKOJPFE_4H^V53lK=QE(H=o%;^Sw(|6y@wPTgm_*I)8NG z(E4a-!a0Rn`Y{QHi2j?eo&@A|)Qt+PB~XYSdvXV0Fw=Gr&9 zLn`~toDe**F$K|U=I{}63}{B61p~BX82&F>YUYH{5|9IE>6aW-2>x~;CYu>yk?cMii&%%-%ftQRrOsqfM&mq9M;Zl^A?fztQ;Pd4Z@ZmIBZ6bg02z z<@ym|L%qvp51{7Gw;U3Mc2B`1~ck5cYw?{-)Q$x~;-9D%2X_xx>4WyZ_^3fVuF6ZvcV4U%^9 z!S>6nU!{TI!td4p4rFMb{sgj!vIo?L&pu%J%bmZI0m{iB@_z*KdmT^G(fzfTOJyV< z?Kln7|DSPew`iUZ^3d;9OCp?$7@`&+m7B+l&i)lq!NyYu0amHhon^Eq)R$dDI0}ru z_hYJ?+4 za=}Mdl%2%?h-7Hqie|y3JUM3p#TE6>XZS=Br!}g6c+v0$`$;!7+e(c8ByTOgbR^7C zfE1qDD9Lbf>+eobmIJ@2Uc`cTUz$b5R{kiK`{9&kO2-%UpW&QM(N%jI3TFYu<#btD zzO~DI;)*)eS^bf?DN|@tX$-N(s<;;+)g5Gtk6L znkAq28lC@>m)w5mC0?5w?xC={?-h^~LFuxBz#T}65V*^;LOhR5Kq(^^{?9(2o8#!tqTt6${)9qVHufAY zVZlG==kJmk(V2We}P53FBv%h%?o3qfiHS~e-N(*}b$PFKSjvS{z zUDD`>D{9HfSqKrKV$b_%H#c9sewK3MSDO|MCbTdgN-TNj)_=VS(z&gx$te8(GbEf| z#cO?LEAE_yL8|Voe-4SQ0K;I5dpQ%-tP_|wlcId<`{N=()zuDOEHt6QXf!^wpZ~7B z91gixqJX7Tj8K)98H7Gg=X1ob-&s^d$_wYMl9e}gQQ9l{h zb4_wl>{6Wdd4scnv&cOGtorTTUkLJ!^;yvS0MTm*k|@NPfaP!E^=sgNrSg?1*T*7 zC!uv2h5F8Bf%M`1S#pt~v0{+}G=l0cM7?c=+xz*t~G)X&>u z(*i@ZBapG?vWzaQBphkLBZgmeejyV4a&T=r#RzkHZeT+?CdEj`%+9mSGJfF0lbR~a z_zsoY^~K{L&uSPLFAbOz?n{mgm$X3yUA67yGIn-vuoI{x?5iO z5@k_S5(awrBnh(cYHr1PA6lt>zZ2}O?{3P202?_!R6A0#=hTZhN2QgbV zN}bgIOsrA-X;*H^!v)RPCJt$7&fL1qBH!w7RFRAvtcUvIW8_8U`BR{OkR_7SP+y%l&CE;!}*EdSR`kXyF3S zVs=;_Fb6a&*pqpY7Qvr)3oHs1*BZm;Nx)A4@7$TvvPL+2YT zd8YQl_==9`7(4hz?ND$0sCY!zi_I%Pt0!#{Q;{J!R52omF^&S;82=GU6XP2R3L}YM z_i8udI%YN!KsV%2_EWM4#s^3mj8~hFx3qn3r(*<$S%(_jmlp$dv*IV7`t*2(PvvE|Z{}6BSMj6#UxxgFNydVHNNsV5p9ZO?z0X$8RSDV?YSG(DJ7KAGT!Zc^Cua@{O@Zy#> z5;|0Tv#l4v{u@VCJ@RIe`?IDBwTmAiP?MEC{F|%!OHLGz?=uiZ^uxg2MvcZ{gK)2i zB4uxB$JJx(zW;dNJ}iBz(GIeP9 zo0#-@X@J!3QFpJ~y5fS*rO%Xnr>5C(7X1_fWj+3iI}u&Dfmu&3r zUZU5hyU$HGPk2e3|9Lmpl=IDyoqFoJkLafkYUy7%6+AwfEti-QVGmL|nN&~Pz^sfJ zwH)9Jc6&J2JI)1xJEUJg6)G~|Bu9Ks4OIh(_LrHzGk=l@)l7MiNTVIZs9PswP+$^d zdpMuE#Z8&TLhd8S~#K@2@_CQYVs}Fr)In#PastjOSAHy$ljFAy z|B?3BoBlKH*L^L60irNDVmTFD1!c*7^3`|VH|{x?F*h*#>n>>ATM?oT3N2l?@3{lE zo8*7MR4-D#S*o^tROhSKIvrF8#37uQa!YYRKrvUMVv&(LyK`haL+ddjy2g9@QXfnc zb5O{j$3X650pjT+hF;mqhdGeXqHYEx9w*#)0OGfJzNz`*+vPQ))FB8ka!$h+oTA_O zt`GJ~N~CuIJ)d`>_f3o0PBu1WJ7nW5JNQSX>CXBpNe4l7iUja_AW6Et_u%=rfx7Py zJIimPbfbQE+j>z>_MlFax^3`uPPHs#Qprimbxn*k?i4Wo*FD9;zxXbVCG~J{lih$2 zNuS5;KH#kE46TRjyc=gB=cQCHl@qJH!Yy(cwZwH&ll--+k!>XUk)*IgQY@xu9ouN%P`f^dXyKp5VX19yD3Rv z*>h3XB%gz!fpx8?i15X?MK?>tH?&q5GGgp+X=WrM@=#p&v1o z?Jm;+<8Yj1$QepmA0cNKKcOVCQZ(|l9hQ*fHJS+B9^Ye0oov0c5-jDGOI(!(T{~KP zD0Za!U7AUm@7ft(A<}{QZ3Bs(f($@`tG#~=(1xzgjl9AGy+%n_D?npYBwajM+J-D? zX=L2LECmqA^LQOQDQ15`WpH5tAdvVsc#{nkH83n-2DDR5uM=LRN6*|4vY zuErodQZn*l39rvtSET)Q_}j1hpg^1SdjOB1^}lRaYM-WAuRjjD^RObRg||NdPxx0r z=D)tk*tjokb75veU*XraDJWfQx&JYH7l8KA?80am_HT^>J zZP;P{EJgKk0F3;o9{IkhM>&^d!#)G@CIF+nahtEsf6~?ncxIfG` ?=iYO8ZTUR< z{!nb6;=RI=26`LQSXJiDf*~zm2@-fI*1i?6ae`1tFFH4Q%IrOXs!ZA{FAYG4X8j*& zns-A2cbtK>C|y_51{%Z5A;I@WmA?fKqqh0m@*>Gg^axu9uVxasySayMg<9{=0V2U0k1{BJjN~Ws>XK(W3kCpuv<=#ui%z$HUTS)l?))Je(>%d8~@8}`e(*oR?YC^HfaO=Us2@{9h!;?wSN z&-T90SKdkq)Au9ZmviL3CcQNREY1cNlRN|C0d8~#FCPFm#6oTm>e);yi-`f(PSBIr z!ISZ+<&i^Xb8EhXXmtJo)-unakTb-FUQ(>qL z%|6A*N^K3niho5RUfiyzu#vk!Krv zBBi+q@`579P0=6xn?(?Ks%rUx+o)2t_>rXBN12KSjk;z&+MJokBLcz=fn$iuq{q zAjctw>?F*jGt}F z?AlV9DMWl>HG!|kM@F18ZFuq#{Uj(0o=(|yZ&L*&)SLLFqQ42G4Il_EA!P8Iagx#? z>TB$Cz-hF3d)pIvf6Wkw_v8%ReNVq|*&5$gk!IIRQ-Jb$gbz~~u^F+&>^Atc?FUpj zAq^Llc82*wK^u*4D;xQM7NLP-_aEZ6_sziV3Fza#U>V{Ur^>-t-IQO$aHUCzYXNkN zfTv_fix77j_n&T0`WEQP3QH0NgJ?!6k+Ps>T^zq`4m5z@=IL4aP2D(jhubkW4l+`SEoL@SKX(^);1#a$FJU35iynJQB|AAha}}Z_&C=}_oj79rdN*5P>vo>)GeINhs1R^cQ&5IbcavhBjbdKC zj|CP&uN8QP|G5p_-9B{++%e)3lv*6&Uo?3)Dlf6j*P`BrgSE4fY{jIY08O#K7ZL*c zZ|_1rD}et|*5Fr8a>w3}cn`N`HAw~eYL)onbvr7s4THlykV**t$Eyf)Xs%86uGaXO zNw}w_Y_h(hOQ75%8zx5DKCcO1BhbH8zPUh@P z>0d=R1U&l>p!q#@tb%IBBPx7wvZRKZ_qaa`L@BxmLfju|1_@{_P@cZ0ngQkWzr@tR z+ZSu|FH<(xc_kPDf(RSDZXaeY&EIaVnlag$vmil*c3v)~{hAPqgul!n-I^!FUbtx- z2s9U$d`p1*l%DfTchF%^I>Jkr__wKjmf@t!V@yIUgn^^Mm|shBcvUvP5hzmOcYtl+ z@1@$;>-3%JP6n@bK=-YU6;h;_`cK)=JI;`7pzP$ZImfG?v@p_L^Oylk^xw{!167wd z?ow@*UnDq(vKnPR^2S9qI3tPeeIaX&M#rYzslmt}E*&Nk18>10m(b`v$zTh$&&%;2Wbu*+K78_OlqZIY?l@GC=oH!!&oVCW1sZa*2Cfo+s~z5)lE?~J*3$f*nPB1+IFAY-VRerLE81t@MBWf_tL3-32V|ZGyF2+ zSi$w}uz_*x2o48ydwCL00~T}AeQsy3d2fs~+DNwlZH8Yo1``OyCLEuFK>ir+X~V?> zs`27Nn39am;XTv+dY|ID15tCqGVs;tJbpfKiZL6FKD#?+E}Hyk6X=!20)D>j+*8w7 zBUxJ+6BA&r90IxZrH>&VcpS0O=sUDC?jrYFwttWGVuMI+$BYPaj1+j$y?cCC5A2k5 zFxt4?;cw`L^3WkOy*{}RybL>fzdASSn~Ot%+WBXW*n-T!fCaSrkjr>2&9P;ZALAoI z4psPgH=ckx(Xu>V%x>Gxfz=U{z6Y~a@OU>muVuS-4!jKLZz2a%XtBR*%?dA`P#k&Z zTYpA**_1a?1|_(Fz151VsCAZEvpj>oYhU|i`wJp^F=zMB1~p^$GjQM~rwutj2JrG+ zG=}{2o?St5RQvXxyMR=|NMT*M=o+RO;%f=ZVsE3`!8>Vd)trF617|s<#%s#wQIeXo zAnEO}jp(UI@$F0HU#fl!?)k}rSlO4%&U1{YnygYCbV;Z%lG{g}UMO;SQFDnX9kbAV zx2ENjF^9#jvE1}ffj|LqXLHx9@aTl?7;05S}j zF>X>t^`B)&yL~oxMvDmNcJmh$nW9%&_It`&fhigJr!2y39_y-^8p9T?DSS;p;t>(u z?g(xkkD*Cv#mdO&S`ux?9`j&g%C%&DXi#_Q!xW6AEOyOAFf3t!+d^LRw51a>)9c-Q z&O;yXv*Hs~UcjHTuRFf8#%uLp(9kkiNNWKc)+MESyhPN%W996h;JkwAx{)Nc--9nk&COdxv3rW$-&I}xPXuV+ch@m zlav&{mZzgRzpk2@wK>d{U(?OZ75Z7;!P$=V2lOqQ0ROF94ju;Az(Ydf!fb*<5=Q(g zrmoIb9tM!2Yiy)HjrcXpT^!t;VdgGC?Qf0XlY*VVaREUQAf_QB!++n|0j6p0YQTU0 zw!9JeS>DRl)!dn1-qzIB{I)sF;gLDNvbnvb>ti+{5gD1|zYX^oU#+E9)>-Y5SC-+>1-3&^^wJcs)HRd+KsvWP>U( zDNCHFc%jXEd$X#CNw9bA-YXdgCY*(i#QwGYEn1n*AG@@E^2u38KXb`iQ6G9`D)5Mp zUVq`ReD{u_-|;ZGR%h9@WwA*q7ti~uWFaBMTf1v^iP{T(_6wgrHb#7cn{#!~7!c-@ zPaUZ#*UEcF_bz&-%xpfob0sz+dz z;=USJa!NqRNgLap1>E{rYUUtkYGMk%c+IJM+PQFpnFUTT=Ekg4fn3lFb% zAN(90nkKAk*Guc+gLk2|sXTJ*_M&skIW>_%Q|irbj$Da}yH~norHR+}_p6k*SP@_2 zv8j4qhDTqiOSZ-bem>`3X~E)Ox^!3QY5R+|lC2f>xliZMzE_tvpSy|6pfMC=?HOwB zDq&QE-F@Xfm&Iq#V)pj?lgH+HD}(NuK|C58iHK#T6soYqc`LK&WDKnh=Oca>L@5uw z>~h_g1FuI0RWGdR50;MTi98k;H)sA9uc%V2J?Vc!{~}$FQ+l9C^b4aksxp42w>T>G zG>XH~uoOJcEbcSe>+NqmKUIt!ecsx#lN zPM)aOy*%k;$Ec%uKB#o3g7qi(w1Q7Dd3y=Sa$Ky{+R+^EB$ zHa|a7_z_F(z099jvnSu9&b&7n=e2OpIcIG+m~(K{ZJF~!(R#o2&cfRBg5yqWLk1rx zt&<%O=N~scpp{Tsa?xvj$H`*$MJ&?iLcjCwY*_Q{D8z}6JcHYAG;b!{rEy2!(JlG%(BZU3S*;}P|j+?O7mXWMIkCS%7M!cKahh;e2-{rz4m ziwPNf-hGc4y|YDyn2V)7c$2_|0W6Yg>1@pj`k;jsHd&nYyPPE^*Q|b)%n{^u^>^;Q z5#~$AHM41D%$}bWTU5OUU%n*_&`6if)Kln{=zEj}io_nG*`nCx=$sD_NpF#>dVfdJ ziKUl|S?{n*e${~b*ujmTCe+lK?vzyfZ`dBFd0ZB_<4Q$t8`?A9?WY@c{4oBKQxC<-#4J`1KG2bw_7(0~ z|5>VkM~Cf+L)j69hFOoi{zc14@gQ=^^R;g~J{Enhwl!cx zG$@|jKe-V4FzH2v+?}WUhkU_i|d(^7*tORGRSWiU*S@ANh~|I(JVSTedkkKG^%jExOD9dQmpkE z-IbFkk1@1u$}us;(vIw8TW{U6Iow&$C2uTu*AV$BI_TV~@O&#FFGFVRckV8`LG$uD z`Etvau^XSoR(+y?sj8U)qc16^{9;VkF)A5%%b^Ghb!Lo zeaIOdmb*XXY9xM@AzfpwtXLtu%WBHG;aw!U3Aov(T_IKNBgY3bZC*l{5)X}QzB z>{3Ogesi;5BOj`@Ia=BASmm{5 ziIW-|3^PAQwRa?H9KQ_Rcc?V`QQscd7SQWywOL^y1ow^34th==se2t4F{L*&rCHS= zC0~!Xk(%W^$v+#TcJhf#pj}lK)og>J-A;agL*!e6O#}Z_+vek_TOYK?^Vh$m8#>=F zJ(F2h*f=A*&su1XdHP>KpRnM+pzkJxE$soav6G7RFArQ4y{+YVTRl4C zs37O)(^R?WqKlz{2i1!f4l~~FadJF!K2G6L9wVm46Wfu5Va5B|AZpP+EwR3RpANj- zdq)0QS@+mes`t8Q#%7vBBEl>mQXHgOIY4H6VAQdssQq+; zZF~1>w`_RB0V3j6mEJ{x1NRfcXV$g`3>g_(#iezU*(=mq6Uv2EI7>d zZP*wZtuhnV+ zxJ@;U2;O3)Ah@y6p8~&s8N&bS&h54gWj5uwGJ`L)A>?mv1>M*}ByQ0(64C~$;$94H zo%$B1dno*?R_csY|chLa^U!6*2!Wa6>@JQI* z+k%y+)jJmx_w)}5vmLl|gKYlB`B^gB`orb*rz#K7jFKI?$r*Ck>7l@Az?qi^Z?iF+ zd0O`F?5lvhha6c)+}@oMekSU8*3}<2DlAUH=im15@bE#6YbR2ka;+S1zj5+;;Fpth z8o{n?a$lH=19e}XpClufJ9VGw)lqi2TlWsp-B@_1k;U{eX#Ty$tidd&>$y({sO2i& zsXsowL+3?t>DsZ32K~ZQw&W!b)x?iRK4)lXT@e&#E_upp8^gQU{v_8IZN=4r0L&x{d*#oXT*BRf2@yYAFOZvt< zTQYlUU3`b`$g}sbaDm9PaAl?|bR~yM7)#D~M@j@TwuGBz6zS$(?_*jBrEYdEG_w^b zKkj|f`?NQ?WTfx2OXIGN<>DrWQmP@`O%F!(9XT9z9BC^VYfg`x#D>!}<5t>M&9~%z zX#9@KMj|e7(uN<)e}3=QRa4&gG2i6Hl`54yZeBjU5u)1U_~B_~kgkH%Z7DS-_BwX; zdlr{Px%@9*u)DCt@%G}+i?wXAt@4j(oTc=XM{e0)L0rIaAl2Vp)xCO{bLEUScMqrQ zRYP@;j1V1Rt#vKK+=K$%_a3*M?yY8@Hg3K5BCknZKV2);RckJ&t5op8fV_m3gq&xI zbJ!aB)ZH^Y%^~A*W9p%tyPTGsFsiTPJ( z)_J_#&Gap~ud8pZ`)k+7uIs5AT1oj!@85o`mD_#3nRemnA*Wmip|=`wr8t@AU%Ti~3fNgtZ)p*;%}Gza{A@k@w{K^m^YwgWjUg zk8K8q45dV+u(njs7Tgx@+)PB(e3i4|f>F9XRmJU!T6+z5Blk$}XS-xHzBDO!V^PmD zvn@Z)+(cU%_ZeR-I8o4VYq_bo$>q>AgsyJ#{uVq=JEghgg3&>X4OH~He?^Zt1Y)@0 zrSO+TQR4Z7`Ui)fPCw1QfvSJ)?|U=t9r?}Pn=}C(0e2dtFF4+N_+|5DHI90Qa>hL{ z;M>!0OYiZY!yDrQeOV)q(NGo~gP%2}RX_P1`SjDn)_^$jf{V2m+b&{nzqzgO!7G(6 zmG(nYstL*i^$K+lmS?8ZVjS8XLfhnqf=#4OB#mb>?C=a%IZ8FiycZwaxj1phGmMX? zPdB-4YwL6~dougo)8AhRyx@I-m3W_gq;tLNX?mGbW~J>i-!g3qg#(2{4E8JkjN0X@ zE3Y}E6`!b#q)5FPPtk~8)2gS}qD;x$$?Qw7Q>9cHLTqwLU#XQQi;qrl(zPW=5p%hLu;S`w;Q@5d)27?S#)63xahkEXD`MC2_fniw zt~orc8dy_l<5=^>A&vd@8;rgiyfY{)f9RS%^L6LJw~y&LUOEc}eEQOLEe;+2WzWm3 zY~Y-wd_4RgPlPs zPl;O*<1lSsxAnS1=e3FNU`(lbVf%Yqw067pSl`0Xa0N4`4j-DIb%>?7)`bFgw>2_e zGJdhF8H4@Rp4A15t3SH6Gau;a zTgF<~1d?j{SMCHXc;T=1lsuWVQOXnK>#{A~|L&$tPB0D;G6M4<^ z9COm#)*gOtXv28GyMMOW<~U?l#IqaT9`WWJgh!nnpWs zI3m&ex{G}&a)CwWoJVN|Dm`<;yA6wH?UvSdF`V)kIQIF)2U>*cG$L8%wcGsM++;Vb zR>=#S{6g9#kH5xY#rE3(ZpH`wb`HNN>p8NqS47##5NZ6#Xz|meW424Z-@6HlUDoSI zn2$&XGX;O*mo!>tOcC=L58Zv;ty5c&Qcdr;)CGQ-dTc?x-(lol<%QbT>g`$WoxGU} z7kl)uo(qF-#bioXZRl?ev#2Uo3zZl^!1g84bLQD!$lmj=EQZsn%N86rp?bg zZ{scv-9=sT<=~e!-tyQ}=!<=m*(}RVG~8{U9B@Z^>7V*g@vB}CZ-MFjtoz5Sb|<<~Oza5VyKu)Ql_bL9mAeJlZ~0Oai*57)bzuE0Z^%pC{tcRfK^Qc;poNI$;36i}ody@S+eiTQkIMS;DpnVY`61gCz_R_b|j@IAH=# z=wGw69g^KfLf=Qh^ZIdU;%)(P1HNmyJp(89uc6^P{TL~te!Ohk8k)GmzvSltU!Fn0 zi8k;Sgt_H5e1Ac9!nl9c5|fE=+oR~;o_Rs7izYrasE|bo5Xt(G#D_+mvI~m-#7$?( zP7EARpg?cVR87O*neR~yZB(?R6UgFLSr>P4ma+@758rSR7W?mw4UaZyrE=~Rd`iYi=zPSjBU@3)T zRc-^?`(*Jl#D>y#;=^!R)UdxfA#4PXuv@MdB#`-X65HUrzI&Y;2;hoM6T$*9Y6Gus zMC5Tg+lOTBg%h@YV^Y>CxH$=Ym3 zdKzw36C(7GMB}C!V&tL@v1RhtJU90CWE}i;ZOq{Wsm81pgw5e`%WW5r{akoo>{$X| zQ!Zw)>FDdtq>$H2GNvcT>-$gkX9jF|KOdNqUVD_KMm~TM$r?FJ$X6p@z#pZ>v3PFg zsF7Dq(gulLSruu5t8H95NtCX#r>x%F-<4>6hvYEJ3se+f^TAU#p%E@;SNAO!<@ZPn z%K%TXkJ}L6{v=ynl`IO_!g4r?jN`F4_VRD;wXEQ)F}Hp8_g|$%>cOjvF}wKN;c90` z5}G)g;05MLha0|;dJ95TL_P3Ex_g}wfr%(>F(oO1+c#Us?=c~goBa^5<{HF<%^b8q z)#T8YHo@$WiJTz<*0-Z<&ETu;-sweP;;#1Lu&m4bhDI0l?J#jq@8=eq_(ry}Bd&2? zSrKX4kmyT9PgYYRdd1{?A~B0w##&8B$M%?P^3X*mk%$K;`)AHJtsRR6nlGl1G#@XL z$+;yZi@L>wILR#!|6laN3vSq4^z+MOs@|)${`sH#yoV1hzdjufd(tPM$+!Ldrhq?9 z6W)6&8B>$wH-_i^G{@kF$w#7QzdDR;ZG`Ga;deiP-Ed&B@eMnZ>JYz~1Oy2aGu3ml zegggl7gGLyj?X*+BV`Wnf9D0;s;=|Q-Qd*-uQM8S@WZ_Vn|)t-)Fxy`3~Pkr^>QB@ z+OP<57)dg+d9OirbRh|)kGXiEuR;k3sDYro(tNn?HWNlFZ-e)=nQ!%T4?o=VEu&{! z5o6e$>7u@hdjdO8tdQFszn1{n0m*jp?L6UX+?(dwtv=FwUg+bl5p7Z3oluF1gbs%k z=T;7?&|^L?wj9(de)?}YU@L|f*OFv?&urjt=a${)vZyo}UcTW&td-eKa*q(VNR51R zvW@fz_3C!D7sdF3*y7Wz9k&B)e#8?^*mGJARB+@j`S=97NWubvQiiKFZ9)DlxWIA_ zZ6P-Q%)pX6vp7=;A>q`fH!&q-_1H5g&h`jcq>HrA6Bu?21L8Rt zz3XP*$LGJbW3(M20oRcMvL`^~K(ZHEunGHELs^;X2&5&WN$UEq)n*Wk^Kb0o;T3Hm zcbQ7m|FI@$Yj0^6h$o#gL2_RXDVX;T1dgAN$VOJ}6w4573DXh2EWG>DrzRldWiAk^ zCotHyMQ+`kySi`;w^#5I+DYDI)g7DX1D9>cfvw{gxl8@L51VN{+svs8FqF9n6Nh5I zSEo=r>YY)KB&Xa4-J^K5tTU-dOOy8-LzhnCHcu?-_(F#sa!*j@&hfmtQzJ&R%p+7K z1^1u$@Lx51?zl;(kCZ+Xf*CmoR6W&|G1X8WRcb0Jc$mj>Go)AYsM7`=Tbx=5-GA3A zbJ7IfCn<~4cW^|Ym(lb4lJct(egvke^YFNx#RcrPM4vuFp?S9CyCOx*Ry9*#GTtr=46Vx!Qzt;rVm8Bcc4D z{NE0@@>O}ngC#Lp)Ym^rqnEWryCBD?hYYily$=5U^(4gVW_@bQ0s#{!#YGui_COVhJ}~ z0Dmo^*XU5YUdqpv+N_XOj7`eVo`uu6&H6>1eULT(?C*p=4dUl)@vHYcu;MljExeT2 z-CtAxhosB}m9ae=1rNFXXUcJd>Qo7ZBvHbKphyhx})vH4GxCS{+HOe*CR} zWch;6y4u0Gjn?l87lhOo;>l;l-{*yWpvKa5u3(f9WBqR5S5}X+IQf?~Ao}Ick5IlH zL+adUENDv|o1pU23hoHZWL*cCuvYc45(+`ep7BxUqSH0I}2CW*sF9`2N zqg>lzSGPO@gDUF>$NJfOg799Cx3Ga-D+^bxw>-#Siu2CjvTpQ#;5y8Lay3?ZOIz^m zB!jNx-lr7R#M&|$O>{4yaqRq_DRMlcIXsoZ6v+4}1uNfI! zF_r?d4}h%mZ`t#E3Q8)CnjEUpYL^q+&sL<0^9cC)bEbVi0U3{UK?a zWx*qKc<7NQhdDws#u6(E&$2n`-|l83V<6g$d>l7QwGyA^rIeR5e7Lj%KEHIugb@X> zDs1Ya)C?b&7l1{ok5jE)`iCJ$yXlj0eSy!TbXGzrbE*AAsVR1ry;o(YBaR2Lsx$^R z?Rt?T#CboEgvTFKc6zeP)mP{|2ExpK!qgOISnt(-?NV~ZGeCI68w2giZ{bdH>E&mOa)hU%{REB%xz%3COH$k+KA}A{3<`F(ZfSLi@ z)_38fGR6lltA;&3_h@vypi(;0N|gHRi+`pU4Ij%JrmuNXZ1u7U3U;u2CPpTE)Ro z(b{jb(|6dCjxbhkaYvTlsFv@3m;5UlM=iS_LR(xx?(o6(oG|g1PO!&yTLxiaf6X0i z^0`k~%Af&0#odT3rakHFq=gt2=a0*4fR|lGEjcM?exCZRb4(VgmV{4ac*Q5uS zYdlt-z5dabnQpnRpU=9lT{IK*G^ZBxAcq`&!Kj78y};ZzsW{i%$SuF$Z(*}KToR$J z7qQeb z%GH+)G1s$POhNfXM7|u}qMR%CbF7Y=(XmjK5WJSRw=~|D2x}?8gmTSbWxpDaAj3>A zd=K0Hj(TSmC_a65>6~Vy^ElnPjAW1tP_HhLb%&OlMXG<0m^vV5eBf$ibF%Zb$NCo{ zCFHAHUZp}V<>DxOvL!H8b3~0BtDOQHxh*ht^au#16Qww^$eZ2ASKh!5%Vsb&ptwDh zB|wrxbKO0XLDygzd1`OF=tx~ny$(~@_M4Xfr|Fm5VSm{Ps(f#iQG25;ae(Op(7E*KOybc$PsozA2s|F$EnX z)33+CnNya4f?f($^TO=wDXN+ST86xRo4w}x2MKRc!ldO0|6UF%$cf%(I$><6WatHL z!GY5{VIb(=XotWezvm154~^HIy#8_Kh|{SME()@K!)5{0ZuI-ddjEfR^uyLkb@JPZ9U2Z&`d&==PzFOuO-Mbk+|;8LxcZ{BHBogp+yU!2+%@cQ@QcS-a7VcH3oZ)E z*yFnb%~U2Q@Fo2hkwsVgawMjd+XO9mG^xB%ujK6a0$mwdhil`KoeQsJKbBP!_{yMp z0y+!21^N^r<`R~?sUTH5XF1tu&l{Va}K!VWkf%9xNjzP-+m?iQ)Z>b}_cC=yyQwV!R@obTCQ@vx~ig4Hn8 z4w@mtFlS2i&FV6Kk8l4qwsq4C;Rkz=tCMHr!;6)py1HqLlA3jLo}h>~J8y5jy_;@? z>+ci2cFMsi_B#f>v|XyOlYp!z_}-mXk>@dsk(s!1X=P1B&P|G|YgjM&nb_R!<`(WyKgx zAI8x8bbPHx#0vjG5>X20$Y@vT#TXCDs=lR=z2sYKIsB;U;*~ied%=sUC4$wR3W6<(bRWAlgBRwOfJ3@HL84%9Iq3qAv52 zG-lD;NIH4NXeV2kKY1G~{HMSmVqF>K--=6fbE_+N1^DB`lftdlW7iqQ7*A#Dy)l}( ztfE?TOLLLRbg?&}AdT)+TUsfUa zh#*y$o2p&q*Qg!pW=vU2f)dhbFn0_46*A5A?jUsH+z>@JOqk@fx97p}z(dEwC8j*k z%0sB63L#{o+!Z|Vc|TeAg|shitB@D3a#xeJ#^#7i%#(kPT|%0j>A4XfyMcwBfh%*3 zGYhrXUxZ4l(8=cUe^f}+mzSLWe%O9G3Lkwh9`|flvn?5t&!E3zZv6s$y@IHdGEvtn zeP*uL$5=fh5T!6!waUAF%I*(W30(~vIoW3CJeoIU zkCGacv#wJ4P*WMA0uCR^kbf0Z=D_ssq=p14B>oVI@>K5X1ZS@4ihcjulTQ-9U+d2> zs%cGNI5N?}CXF>C!8bP|x-Y6K&|I2w(_z9*N#8Nr&s=>Zk_ylzs68b4C>@s%2{NpH z)HpBJBfWNgr@J$$l%qpobv2n;N&i5eIh=?`s87Y3kEhyz=;+YywJiIRIPujl^=G)Y z+T-zO+-PNt8!kbZm1G5J@Rc2{%x@DqMFg+ixf;2>mh!>=A9SXS0E5;!9G%n>zA}5~ zruj~wo%EaL?i|Uu*ZdY_>m9Am?(ol=*X_;hR$O*o`E#xP{0i1!KJ?T9+xYI27Vqz= zE=5@>BLZaGIi=DkuJoOd%}`@ZxJZrwlNH;2Mgdbh!)~ZTb6vHMf+comIxkzCN$GN; zwFzeJ&ZLHUaHHe#uk6U`Y7gB@X0X|v_X<6;CrQ!?Pg3_#M5zGSsfrM-(M%f^G8xe< zSK0E|XDe`OfsnY`Z%>_HS<1Wngqiu5&Q#Up6n-q%&=sGWLmsF*Y?+Wn`<%r&d_fYv zSN|YR3Ex5J{QO>0f!|BjWQMlaE7Et46TZOCb!U#!2pw0Ot9;SBf~u(@N>Y8=A})QO z|Nr=U^LVPasDC^ek|9ZC%IQ{y%tI83q{%EC^AsIqNC?RoA!R6InMsD@m>rT#nR0~6 zJY-1dk~vd`zI%TT>OQ~c_xyA3>vdXZ?X~vjbJkw#z20kkMrVH_yv=Xb8P)vrHrTb0 zb~6cD=DYLUs&*vht?3WqPt%@=3js;U)pp^pU)!{;sjr=mqc9!*vMT;T!sdkvDTUES zkfuR(Zqcn{+$y#2Elz+};nV5h*Q+*seS0|{r^^Zd_*?ctUdf)-qFZ}ph_Vu^y-=3a z#ExXnvVD)oTehkIx6$I~|A*e9PED12GVI zmeu309(ZH8^OZr~GErYBzM7gC)Ia*10;8hJW0Ufr@BqlK)Vo9AOlasHG=@jpb<;Og;60_@4E7O@aXOAqRq@;<VZZ> zybN9Qo3GK50rYI z{5-Y+Lf)asrMa`7IYmsskTF8#js3qZ+}0iwb~A2i9-E1PLcz4=U!VryFXp_mRq(oBd3SiEIMb)r+{=;0Hj;%e zb>9i$Lca`L|B~Y=I{gDiNOkDp`2ow2X&9y7t~E1#sUF+B>lCwizSo$41WEk6SM~3b z#+bLce0b?_vUH=NKEynzyt`1S>cBCZ-tM6Y){3FZ&0l*a+IejXOmvSnTfdm5zy}X$ ze$I}bcPG8txsaKnT+ zRZo8i`qbT`7f7OsnLUHLD&pHG&Mdcs`^YlO(FnWGYL9OWUTUJOL=Y0yC*K!t`p_Q+ zsLyF;IZ%`#NCz;LS?~;Q{o4ka?EP~!RRfC&5%e9$S*RH5jFxNzs-ZgR-QNFVC z91z7ID7CCr1clQ}yG>U^xTW=p^=H9EvnnHqb<& z!X2$oCdt5FNV~m!C!O9zxqYA!_c&+eHad7HYe|Lg0XcFTShO-As(NBYu1@iBA>=||a6(qL)U3|Fe=i7Z|LbB?v#X=4uz8Ohz(qZ=I zWKAJePjlB{?cPM$w>P`dOV}&JTjxzu1=EHp=kkKnR^lg{2lUcY4x#G<=a}UjM}^Xw zSBGctWGAesaf!=fKz-|Ah4|&MBifC|Ua^hszf#S})MSe}!~O#dAj+=_2!jhsgOA~d zt2~7I7^5zq(~ZU?6u5IN-bCyWoZ7V`WAnr6DHBoOcjmt_K^wt@)H8LC>)nBiTpzHU zAcL!+%k8iF91lWe4Yc|%#RCILMTIxX3aTj+#S`1i6N8VH&HFv+soTuLi29aPPZpqp zQER^RWOQEnhnjicG&GZbT>Q{ebac^*y(z?d<@+ybSQna-**)lN_p;cC6k?GZLE;iG zvz+w<`ZOl+zx`L9>d*Nl{!x0JIv53Z$oEm@jcW$uyA&{7=T>(%>&1KuKATMQ+ zGca8$9(s27k~x`wBeHm`62Gu-hhwQZ$0jF0Nsbf*_2UPsB3ui_MXTRPFJ3OHs&|qo zvG@?9y&1Y}JS%T1A~aH-)Lq}0W_)4HXw+olg;2bBY`w{dr$-O#3*Ve)Bwb@K>=T?* zO>G)H{GvzzE^^aGxcW`-ngs7Gt8I(ekcpp`udokISe0GF&J2FW*jO~{e}l3B)|?64a5!# z*hr`-W=Cxc>v!m58^|Sk4|+pxGCIBoqb+NCFYyeFi6LF$%X|czmdx9(Ml1 zxY3O5BJRl>W>cfXrHvvgC08U}`5vv`bOYrZ$~FWhpNjyhxM^d|e2*mawLVBqY`QMb z%}S@&bOB_Mhypit^$556(xFbQIyf_WxRF1Fa&@=5E<4PL^ojSd?!-;m9#)u_v^4Tu zH&k!*sLFytfU<;w6!+xouz9gfzW6pWN$XW8E+Osw^)zacOA$H+aGz}dIIjQACG*-M zMvqnI8n9^y>SH~kx(6x*c~(=`HhAi?TGRD@&)CBEPeu76VM8KL#kt@|${PuuEdgXD z?H<9rlqFXfhsED5&D=2{56P+7J9?28h@#x8!i@buvhAsX(q|Y^F)DxGG?HmiuOND&YgJmIy5#*-Py3#`^SuS;q%Kr>?d$p*^Wh^k|6 ze7%z}Qi1r(+t-pB5$#o;d?P(F04*Uia9SUA3ob+1ei+Slo1QR3e6;Acq7H7( zkBn}V?g6$`srbsYZTl!J*w}8V|sOeIt2I)o|qSlYR z!T*nc-+_NWxa}S|`~y;uL|fXOpaZ<;2O4LuNu?Huzw;yRgCLMgi7r372=`2uSc$&& zZf2UPNsa!-)wgNTaU23b)-JIncYZS!*l;Yq^?tGwNgO>hGv4fbvN>}s2}ll?`FT0w zbh-n5u#!F;MWdY)E%xYC<9+dS*A143)4Ncw&bBq_V+5A{ zZ0NkO%eV2;r~vEpzZ3UQNUkZ%_@T2gWJ+VYd5Lst_(a!(=qWe6xtC`qcENAzKp}Ry zRX=xHUMHuU!=uw)yopv@kDB=MT(Z;i!|Ss#mT?_XnBjbs{a9rnNk5m)6>seNRHv%* zrj#yTe`Yw3eX4WmMt;{64V8`E+i$UTC(FW23wR|QR`h4aarnA!b^lZszitDCngsIS#N7eFVA;X<(SXp^x_v9Am-(cq{; z2p=$*GhmE+oi%1ZRg6C)VSXWH)g7A?n6))smb=_AUNv1OQnAl9tI|RLVWGpF(o?CQ zu7@dMx_cF#0*Hm5>1PR^kL`JS;R6!?iv}r1wgV~F7*ghYbTb-XECf<)-yie$J^O}q zS}JbeF3J=|%YsvXYoJ%&^I9H1-UomlpdVEK>Jm5a@vj_RdaX6Ah9L$0uGxZO94aMBxgm zhEbD?xFumU6VaI0VqyROpn6Y4{b;>-pzvT04jQgcIz?RzRmWgCfsJYEdqC=v5VB_n zvq&OPP#mVJxr*3rp;c40!4`w(NGBYRgu(|wIHtw;#g}`l6-ONp2c=?`ZR8Cad(8A# zmBWMp(;hybI=6z7JV7dQ7>*Ym>2|<0`Cc9fruF#)Fb#D7c6xG$slKKeZ`eKmT>R}op5`Y+bun}!g-ugspJ2S4K!@Q&c8Cj0e+n|fR2Wi})%2dQk z#3cg7AD6DMB<2jiG@|qhe(oCv8%n8CB!79c-HQazgB1LcGW4kwd}yxr+v?|=xWW+#b0bA! zifxatRLUmKkjI3FZ5ZY#?yEV%YEw^es;{^EGNQ_*w>24Wfq11%G(@f}Ir=$w7C8tn z=Qj)oEvNC<67GPmjC3UJM1#q-m?c=pX-U}1C4BVK7K{{%q@C;WUKOFX)MBa_8F5!> zJa1FhFA}!=RR6YSZ@<=M))`|Z9=4KXRds3tIa~xkEbHO7D#@pW8J(+0H;;qCOI;$K z4T*Ap`)JS0*5LO$-{bxz%qMY<%I=?T7C(AHGb!|21D&854D^w-2I}0!Nm0~e)EH9f zWt7Yfj>YmMLc@(0YmycM8iIzvP{W;g{Fi@Owy&8slDVVNKO+K#_}fIySER>Nz&?B3 zp@)&1C^_wV^5`=H#l0V}Mole~_Q?C!vqgUf6sc8dOdG?;VQ{(Fn@{fSs~;W*o+5r2 z~92synOGS+lZLAb(u_uW){N_*L`b|gn;=0IaxG+_LTeuJ+QI8p=)a+ z$ppGwG2P5uTT^OGZM68KOpWc01=Tc$kpPO_8APw-^r+V;43T+7nn z&g485418>6sne=2l#=O)?A+gYTTb;AcnJ(XYJxx|3&SwBWB;;}%!w%4QI;AFu=Yf) zCS1ESbZsdG3)VjO9=pBv`Bm)SYvVny@ntiFs_=?N(M}lqzQ*>{P3wQf82mm!`eVLH zUUf~NR)lrR<9E8X`z&g9_^g20;b%AIZ@K0*rWM)5kEwAa{JOu`X%d95rR$P3sjt_b zBPbrm6`3MUf66XBiXQWNhw-jl2QwYjw`-Gmbs&qIiqHG{Sz9L3K2`d&5b|SW=wm*6 z^WH{na0N%ifeq6Ha+H1LFTMha)h4Nl?AJbYdHky)79d@#;Z}X}T;!(Dd2RLy%W2jO z`?0#Xye&ll+T^#c@d}ps>S(7v=O-JTXRy6;-Xr01Fr#QS2OrEhEp4|&L23p??J&k` zDv`KF5a0j~Rs2ZdVnF?7yK$JpKCk$+?d3t%^=Elm%B?X=x{&*;QcsvUparm1pl3NY zu=yMzg!%CK-V=RY#^o6tq$PfiUO*N*9%MhVGYF`XXrT=(xRC`H+Ll`dyJ zH#h5snv<3`egzE{Y%ZDRM4KiQRI?{l?zc;r_qlJFC_$LhWVSc|c(t znvwJt-!fZi4&$8OMEeJ$iEk+G zn=ybw-84b1bgWUDI}V*5&Bqqz`C_YIWsE)w@8$R?-7Ok+MAW+0ezt3NUr>Xk=OLUJ z({pne@IL8UjuZfM3awi>L*{nko%Hz{+yhX|ez8#iUt>^RvFi#SxMZG?MGj#q^wjA_ z$rn3rdflHC{d5jyQ!wg@G-f2-k!s3lkn)>2@GHwq&j_^_3$_GceE|MKZ?&tbCGd9y zI!6ltAJxt#T+%8a5Mppeb3I7t!->Jr_ZWDw8~W&`f~QxXYSgo9Drqo>IH!XoH0v?O z*&{Q{EHvngZ@e{5tgJLS1Ig#yWN6SLjXz>Mu9zp(i21(4>T0(IX7G+b@5w&8I3Qz zPNU|eYtB@qH>cn+T!{7JFl zwwFX^kdgk|kw&xD0%nlnWpMZyy}S%p{g{jZ_aLWI=K*GgTw07L32tmFs+!y{&p-bC zG0aN=_vtQvdT|Q>RqS~yJ8A< z;DTQvY%>7&UQ4@t0A_i&W>!}XD48rh{D;Zu0c%#;x6$Px~ zq{7HU`d57?qy-(Of*9baqb%?|S+187be(wFB!pkLK&`5&)gTa`%!O^+RP}@0)4oRX zz5nqHmj0gvubmE51E(8oNu=1CzP3)!wj?RAG3>YspT)LcwE-Eb@m5C^ku(=k3c60$ zc_8H@pb+jmviebwY)ibQs)u|1o1khcbCuHPaW-s9fM*7p66yaH6+NaF?9m=4`l|4s zV`E3I_!mCc#IO*vO*tOuy*6ccIk>v~G=`LVvhMwvin4$cY`*uxpQ=lBWp_>7&|6_C zZJ{@YS^U4n|3YG&D* z$|W$brJq^wFC^hu_x}$~LS5oY<-c~vi989gFGR_15QGn^9TJ7yhusjIWeeQszw`zN z^WBTR)xJ_93o7>Cko?XMU0{qKJeXrPPy|b3L~F}ybqSC&g9>EZR{hW)JYN+qnsNfS zcv8{9b`2mG)9i(&jb7}%_P18hXK|+o26XkOO_f_4ozSl*;(Y&A9MUNJQEJ>3HTE?# z={7DWn^*QyAV3oc0XEO1M)cD_T1J%reqG`a2)*hO9L-xG^u7fD075U=;ZJ9##YFA*cOj<(mn_I?a*K`uQ3X9IlsEmJu$Oy4ovM`1Qpv zsO7AUZ0Dx}yyY@vFhxw9ex8InfQ_WR1KJOsk+i)Uz108(z>N8Nq}cj2Zgon%KlxIl z_m04c?>u}*av=!t%GSq=jC1L_ME+5f21qEa6{tW$+3iRn0*d-jI&qBiy8?r!nkv1= zR+xTjoni|DWy0c(OvMD#s&8T%y~2s~{88o=_hqD`!1~71&rMKRxc(P8?Va`anf$%} zH=IUqK8Ci-+D_}Hro{USG6yu_3OK7AJzr;QaQ6tk2-T7Zo;a{YC@?lcQ8a_{CnCm{ zKmqH1Mevv_qO~OQaWyyf%8tR>r)=uxlLMl?IG8I_%GlVQ#Ar%nj_p^>jtl{~FK1*( zp|XB6!QV!*h%bnHKg%Y4hc+);$q%{PIUxm5Yw2())S9H9NLRm9q#SBf5pnQFCuq(% zNxI}peZmjA3L8y@CC5+P%+VLnd1@4D2Y~0c<&ko)XoY(@YK13YYso*Vr)(0}{R=1O zp3@fIxS=Og7qi)br&vO}mjX;<4Jcl=@eJn%ip%`=IQ=kmrn2>H9j@-WVw>yMCQ%la zT*KafXGOnZ;l?|l*FWc_1E=}s(;EO-H=DpN-k1{eJ!rtzTsBTS(6KZ5 z98L;Jw0^5^SR1SVv2T;Uj@jK(z*``K)qriRZ2Zf>w?W^dPPQQR8jC8>7f@R;hk8BM zMAmD5os^YGw~!F13EO0DbyMxab~=tR`u7BscNPjv1)}<+1y&2}6mlP;J2bYAWSdv$ z%Wm|viLMpcWyRd6a&J5@@y*y51yrjDc<=LhSrJ1)ik(0ASx;?n?Umuuy0@(2l5uQR z#p-o6Pjh+`J{I*j#>Ul>Me6cjs;9UILri)rAY(YmT8u)=+|EDo?V?hdMjSb0m1SJ^ zh`4#dPMe(}&Lt%8*)CYpX~BYHtuiR9?*}V5FYVM1s|)Xa`uJBfTYOPN2%`_Mp($iL zENC(teARSHfnMuxZw`#k8r5=a5V8;aeR{>(X{VQw>v)~Z( z8`bk}P&S2n3qvvTmtsHwmA8W|CWJ7eX(tGH%Y^%Y@Y6XCaG-6zgg(#;_!7aU0Fi*a zTUxKo7R+#0pYvpsFX~6~pVn251m6L?Ub!m%#SVo^4PQnB$PzQPkvx=g+ZBX{T{H<^ z&p}zEPn<$vw+% z(%5AhVOvU)nKf%i0=ufj$r`WH2BKbj;lx1w?uH>ATq^ipNbqs~4GBJ-76$6Uy>#L) zJZk12>;pgshSAzdFIvRB?fAcK=@RE4o)Sz40%~SU39j-GE`^KF1l#h?97$&H`e5{0 z^_s03rDHExvv^&urdM9D!AoJx8$_-A4=eflvF4KiAM9@zI|VD-%J z*4wrS^wVeCJe{;BCxxq9X|c;oumpuG^=5LaW9Uj{>ac+M^h*a^chBv`@>!UtBbrC= zv-j#B8BT{*z)p3FgeJAM7(Q8Ib}QsdUt80%{Z_&kClA1fd|_QAz|*jFqI4`45B7Jr zNtGc{gNSL2fW zw07LP8~Y#kh87&`p?kS>OInXb*1yQfh~rtLT|cTZHc$RKsQyZV!M()X%j<0Bg1t45qJekPsEgQ*WR#qOGrkw%)lp{3 z0tz=y<6r2v9!uwq?wn6aSG41Dp?2i$w3rz5O$3kz2z+b8TCbRkOcq#F>?qnOqp@as z=TV7Ru(5eAAM)tXXfJqBIpbLjz$*g^g{auK>#mLo1-wX`e)*pqpi(01y;fX;`~I(3 zqy(F)HHtF(;MH{ZG<0ZA2RbCI3ml4jdlTEz>PhwlT>w}PhrrI;2(G0F?x|Iu2&tn-v1Kqge6}5iyqLM&1`9{AX@}RLMp>QRf-}ORo@h1`)Cr+QRY9+L1$D$pMzR} z&+C+|I0TRD7{B#GOE;^D5MxcO;BwFtwTgD>(HTbNr9S*UI{Z&KrgO^7%qnn zEqwx9wULM$^Q2B;S=QFwXI*w_|CzC($*R_Tca=D)(3-+?AOh*v(MOOtYd9!V^obvc z*$L_>?6^(7)Y|Pa?Gcs8ggPSD^H73PfJL2~9Q8$GPQDZH0er7Q2B&6cBv3H-?*TH| z*nJ>+uLAM{do)dE#N(I0yK_Z2b~|w?(A=yXE6PZoU*s^N0>R=aD0pu1dBdgM0f7wc zDbmSr z7Olc|57#P&R;dZIsru`TP~|=FMWZ|bo3(RB1Y&Q&$(Fnc#ltb~J7+{^#(uP;hOPvTivrNq<6hDjIt%)*0>7yTp4_@*zMsQbR}V^!yHCxuW|&*DzqY)_j%r0_wsb*GzX9Hi#S(zC&GrL{)I; zVL=4u!Y84d`}6pW40O<2BS%62wv>eB!Y3EEiLxg0&p}?dHLa zu}SkaHjpaZAgs0aZjn9k|Tpkrw4z2n6(aXH2Q9At!#ezgzFG?Yr*wAPO>&gs5%ffm*B&TS(tCxix8^NTg_*Dz&Qc>i5i`C zu(A2~bMwbaDxX%C!h#3nCi75hO(rb_TWE`kx#G7C}Lkz7Wxr#4tR^60}#qLi$x0(&GEKg>f23L@ZabZ^MHyPi0 za6$p#4b1@Iq^xK{3^tvJjv>bc*ME))@Zy?Lql@?>x_CRo^?k`wK$}C>x6c|H^F9YJ z60HJ#*?w2HC22qeK;cFly-l3q8qukrOH$YoW(A^7lU4bn4{+ z1C17*XJA27_IciRQ+5q(*gB`$XDyYv0XZMEZH^SVHrPT1TM6)Xu`UDNTTD^_WBrhtX>AoRkA7n1Q;V=xnP!Mt0 z)PRohb@sT|1_Enr`UWM#jgw~z?JJkr`i`irncx_ktvBb)m)P{pVul+R&J=?~PgWaw zGHWA^C1X@xwg%yRNJWMMr_@9sYF&>@wnSX@u99lxz|}c(;FMAGDq}REj7FpScS(ok zDR5Q8%L@2kLnX=I>%S8n_Y*4!6 z0nnqo7SFVZ^O2)E>kuo`>zsJ#y+GZ2=uO^>)HU@RGv-hCs>WL=yCj%+IChc! zQXZ2A%;S{!=DB-X=anS6KmAa60GTN5W?o-Ju90wqzKB%S)Hhtp;tPTsJOU+S?NZ^^BDy_ieGCeqiD>zGJLl?U;^d{Hu6UZ^z{7MtBU0>{kcA zLOyMPqiQRwKvGuxK0xM;bYg3m)3zD~a9G)2UEi~?>+2Lx=A{yWY!v_+%V^)$jq#7M zuNGC2$?Wih8OY<$-WvTO73JiZ8c$6NECpwvWa*8Lpoqk0mx^AI0ixsE(c=dRk^#;3 z?t1V6NS+QavS_g6CGOM!MB|Es6b~Dvnf4&P7Kp}GKLBW4t0euZIG2p3BpqlW@k~f; z=z9$-vF+Q6N~qQ+NWy8tURIA&!*#GqljOEk3Hb9+Ys0>t%W%w9&WfkLw&wp#U4Y9* z4^AvujcN(+yU3gAHU~Df8o+U5>`yxEyORY!inI3~#7+FH;^6~;`eI^M{5hA9(Ktex zQ}<~~VqJ5HAjy<9G^j>+4Y;#Mfh;^WBJzlM99`f*TYCJtGXyu{R32xP6Te1PFC8Y{ zBPHIi5ji)yNPsV{aBj(JZ`P}Hx$TKO_11!Gn=S$x4MxpTp0)Q?VMgECR|7UE6yQ~X zjxz(|w7z$d(WQrup_eDmtlKT=ejF-6^a6?;b_qIe1j(|18m!Si{DgW;8Z<{WBpZ(} z_2b#2Zx2FHuFL5c=!)RT4IoY5)&%#ZFNcH#BNq`2#)-ewJJUsVY+xJ3dt2$Do_J=Wuu4NG+Rpnh6#d308MIa8$5$CvTk@K}yF zfA(t{`5Yi}OYvJRc|7M*3%k@1-LSRoG%>iN+uM3S@=TV`g@;}nW0zhA(~m7-Jm>R_ z;e*U+ogoW>CY3bD8T~o?ErkIYzH|B+YyYd8W53kZw5uwH zj(*eRooH~{x2aVShsjgDpttF=-3wNfL~Xs8xtStED6<9184gE0Dil?%RBx>@|2;l` zKm0oIEt>vrWRyeqf(K=mMr&Z!GX(|DNGIFIz{o=2XZX8oV*~hjIc3nB7?oFnnwh>G z&c=~fIZW56K|$h%fKvGL#Gx%M%9tEcuM*>e--Y`~CQVn8gt*|Yk$HHyGGlB32 zn&Ba)U3C;3V!RU|R02@WjR?x|We*KPP_8uufO4RILO{7v0Lp=FD4RNSUMN@03I`&T z0q=xvmuVp`I6^4WY4;%G&mPL%u6L$39<)92BFk91-df=AXdJCzqsQVZVClj+CAkR? zGsUri?ZXWGM&My~Y9c63e=CtGR~$4ncn&wt9!#`4GBF$B)KIs+@=d&=JMWB3Jd?-_ z!KX0gtUmcPYr?~w5H@=Q!B4T>{9 z17RIdMQTUcy1fh>KC7pmwL~URRi7{$VJ`Hl54>nR{buhj1QQ9po7I+4dmFTHdj1_U z&LCi>A4LL|2VGn%GBWSidS&Uy4q7 z2>}pSN`Z!N<4QnfHe@vc-p`{`#LhI9;VE$5!JWNbO9D=zBGdh#6T$2y(iRq7ReFMBn~M zT9~pUlhGIe2PdoM4~^2_FDox3No;&M`UHeu5w&Oxi`eqd?9}LTKDKX=ATwVB;1`5T zGi^C`aZRK5AZUkxz?VwO-|W~*oLtkO1`t&IA4(5C*-%~SLqvx!Y`s2q$=~irXW1e| z%q}=TrwOSh7uWU5)GM_l9un!n_vQI{*bsW~^gl#;FaQ(?0Rou}9geGk>`DNOUPYF^ zUgujV_anAZItq9MX~aYhPuXVA8`r8vx^4sOPHVS~kFSqFs*4RG{Qt+aQNqX*<1H1& zPyfp1g^5JKPkC4#JoW43^X}(4pa-a zlwq4OCdTDgF`o?0Se5G~fq0qM~) zZtBh`T3bMrg0%v{e*yH*kQz^jy6dVew*fE(!7i==;jjg6P9WSLN_Pr939yIXX~MC< zZ_9(4K=q-{tSk-SBWOSq8bUE($J^a>bMwt!J8-~XGqLh=O@uho$Q~5PO7N z3<=l97XtfQ91qLSBXF1nO!z;Bi^JKyBj8WFM8BVHN`?t0^IaCxcjUjZu5zx(@^Erq zjuI{pIn>E~JLq~%a=&musp!=$E=7t>{|854w-wTJz<0rI5iyLr$O+3`He)Wsxsmte zvRoWBF*^(h=8wngn{9gnClPS3$&LaNh zPc9RO^^QL@Z?YZ=CsF%UR&ENrbzDw8x9}vhwBjf;$3N|68=ltYi zZgfly&o(`+dco?qwHFLEP+>$eVj#MH`f4tfubj>is_3(;qe9a&I>L;qhdi^=DDG$m8R`H-p3n;(su=gdpa+MeJspK>l#uwny7!L*P6)li~VNg{!A2jPA{`L1KH$Dc^?16wW2d$KMXu z43Xph4?@Be591xpuQ^VSLaopx2$9r-z5E*@sZDN9?lNa`)esl3F!ECR{SQ!RM8%Upk7z@ zn7n1DJ!$5Du=L*&)g^2FKDS;JYkyf+6Oi*&Co;XGs%Sw7Mi@8ic6(sYcbi3YI3_80 zVl(_;Q^q7q8)a;Bfm3IYpe##UfsVS-n%4P=O5Yy{NE4JXsnUG%?M8?6LcQivHRN@* zqAe>nZb~-_x_ubUy8jBhUint=dvh89PD;HUdov41+cmZ{5-zt30NMGLf<|& zuK<|Ib6`CH))(RWh+;VjD66{CW4ql~GWZQyiX~E)BuYZ+346IBu1e=|(SXo$ogUmmBd+ zhyoZQ^tx7g!`ki@JW22yckKKnaxZC0?jueys<&bQw87q<;S!?h3o`cDS|h6)({mY) zf_{v1u6#D5_Nm{siHOBRiAX1wG#^rvzO!?q`~YDm9#Mggp(Nynb9BEwR`$teYHa81 z2sjgDu<7^JPGKxQKHIx%T^B)9 zISUh9_14|1H?&%t!9i6hvBgC-X1IHO)e&-bI8rUC3h*A72(xXdw>HnIQuu~R2(H%L z1ycaq6V-nqCOa2dL@kO2OF8JX>7*Vz1KaCxcoBh+>O>f=Azrcr@I#g0nCb%n|C?)n z2C85BkV5Xi)A1dAKZ)SRG8k<#_o;y#a+mZ72%F!Qw({^DqzxSZrwtr$eqqb2lozwn z5=kiAA<8=;MEMZS8g|O8U84Nh08@v(^#zs;$Xvp_*gAr#|BFGY)%xeI2~EjT@};;< z4q2{mEh}J_n!g=#NMSLF0RZCYpgX8t!BC^%C>UTqL?{!;9O`Q$yk78kJU~p<|6K3_ zfRfz{UVzpyTwGA2RznsXqSi}Cc#_k{wg(i|i3Sjpb!dRWx*m%TQnw?B3cTJWF4c2~ z9X|(04nd^=s@aO$$55Iq8PO-sJ;uBsA~igf0O|>aU0?ve>kdzG4cAXbV6vak4ZJk;$!U190LF{ znXT~b$yz`rl=vn}&O>VaY|H6Mz)%7P(DS3~3lWBr{SHG3c1m%R1j!QhR=ZxmJYJ09 z+C|BIy97}Hw*Z1DK&bvh5CsSsXZtfk*&lu=z+h|_!g2ZnSMzld6dds<0{!<(7fqLd z0dN@-)URZNpk8y!d2GY}#l+{1JuIe6c_>+%%HO}la?>f^#t674nH&Juqn${l$^Z3u zbOCELI+?xOuwy+&imNQ~oz+QICq?dH%D9|KBFbKAGJ2$u5nbLut^?vz%gFj!Du6&+ zSKA0@|Gqtz*AvH6^}$$2WUs#tuj6epNp{COu_VZN=g@C1Me*Ss zP{W4{>=OcNQ0#&lDHJ{6Vjfhb$(%Vq1GuaNT!7NK|NWk94l};PGAfx5|LA z|F?y;wNHTaI)s$X4i(+VamrZpLLapD;jOlLIQ3cKD)z2Srn#v zo}8=GmL(=@8X&#;KR}I(wAGHk9N6sz@;5sUi7^xJcS}9W-(1+*1AB%f2v7niiIg%) zbWMNalX|_zl*BJ=&)R@N?(UYs?wjjb#6fQ2uutb6{&G~!LYL#}<;j=Y+m|nV;xT*h z3CZZK_w2-#znoGhMUt?>$GP;>!7>Gw;MSnC;ly~Bi`lpWE-1p79_Ogi5yc;c6=0Rkbqls}K7jF_h+^2rAr{Zdb=BZXO{n%S6YRjR zts6(PA*nzLer?2Q>ZVJ|@G7kBoeNNqg7+gS^n>}mCY*9AkR)a$j}%zp;@~ba8|BZ0 zrjr7vl|RF)`4swK7iVX6gj1cECSrA*0-^!L?WG0VI}Pr?DjDgeLR?Z{1v!?w1O5)T zj~s&t%(3GC$3qUT1s4NGMxElmMRKYN&Qr&y!CPM7HCSfh+T_Zgw{Lk-`K;@r#BEO- z8);MK6>Q09E-_l(dITazqb!)DN4)CuTD@MlMCmM*Od*J@8=V>+d zClf$-1H9FLYpntmFZ%T3xY-1@{$P-ufD6fPbKSZlq5#`0B2d;sR)x@dhWpkisONxQ zqfwwY(Xs*LCyjq(jgm6HmL~{iNrKiV^Y7TR1yFxPF!(OuB1;igTFT&b zOQ)wZWUYD5WV3mtd2zp*9DF?z_(P5A1oReQjG&AL6?f&CR!B*hu6#41!w`0%YM<;< zS>ElA+K~IQ zBUk|Jf81<&Ts(SE$Fi9f*V&i(-o@k#KsC4=(8T@h4lKvIk3!Zp)V@1#?O`7eY1hEb zq0Du%U!cR&=ILBG=IIPuJRU>rYhNp+=6b5uD$AQJz^AzwWahf?i_RI3nEs=1{3QuI z*cR^3%FSu`jXIWYQH6uufD?38-C*q!tHJWIQt%(ydVCn6O`lVhV63vgV#$~j&pzRfh;$m6e-6UZv9=3^NzxDJm@qm$B8U$;L1)p zeu?$J<@njriV22WupFlOK*u58(^NRbj5 z)I7za$sc)dFHwJMbIB8v)Ty%dN+8?@!8ZeuHu$u`b3OkKa@%S9@x!2lX2s|_E)w$Z zmEEe@pNUj)syu2v;mmd3;vH@rB8l+G9$eY2GpPh9BDHI-`Y~<{_mQCxV)*v*Vdkt< z0^1sElc?-i!12^&I&>-PBe+m#=iVQx960l1ZVT@vC33e@1mJLaNbvB!m%z)N;c~v> z$MPwixtb}QJ7}>c5Ck1A_aor%0jcbCxU7)9Zx3_{8M*YwnG!f${w4QqkVcB<4I;&$ zGm+qPkq_KEdF#W8ZPqrJSGR(DO7W;Bllfj=lE(_*~wvEQ5@E_rZf&_okPe4e>l_r zU4J;!jQR%ZdcAby(H=EVwmH*Oc91iD-Ky7}xA;%FOqC;$iR){l0+XK?`TiF=+%BrC z?BB(trEM+u;8pZ+J-EaI(y*sZ^@xzJe2O!?>Jd4Qh=S9WIyyusv{ng`S#90O1o@{V7#1+EDZIt*2Cn z3*8ezFf*jBby4Ym43Hm&UgMJ(b;p$awYS?^{?YpCR$1iWf9V&eb}#YaEiOqe)S#x~ z$CC+NfxRx|5})Lc@Dd+7xRKj82qAJr3fxCPfrI4l(=ob0AtZnQQUdTWF`GqJ&f+W! zO8>ac>id4W0ICBe@*j0biCkC+*#eqYH3(Y(mrF;21`fkq)-8OU<`AG81DYVv*L5sa z@d3J0%L-f`gm9v*5Kc7Ms6U)&|1N|R4fYUlqJfKlIMFGbkQ2?Q|6fjYVIky1r;z{Q zL?71wFDKfc$$+OA;Y9CsU!{KrIMKhy0=JY~v8Re-P`||VvhmlSWqp)dIaG&6SZClQ z;f;#g4FA`PN&p@tyvqw>r=|SRRMYxq!>e{YEk6{1*;oEFbWH2h80MRgV0LLig1ooDi&Fzi!Y0Uky&-BLTT6Rc zDKYI-F#z26WcTPhQ{liiMf89-dmG0sk9MCl{C%L-qG|KKBFf$C_jRmg9;;=ZH`Q9h zE&9mE-o>lSsK*8y`=t}p6HiTiRWr}L4I5%hKU5i&4N}5RUC*@ieb6oIKLD-?No?|= zN`L)34`1}}3l4?csY>tq@_4=1=#x)O3|LA?1Za9<6O#RfPmoA-u1nfF8Xpk+QK>N!()g`zr(#Ij9a@(C%_UeDDft<^{Q z8`|(cJNwLs_xW5_*nU~8<-4oy7M%jRY+l-JtvKKPN$6{<1=seYa>6bOHrigwy|fo= zT6m&WD~~>az}+X7eY>V_{^fla3r1z5g1PtCaZ2wlOuc-n6vFxW#36O^h%brVr;n?x zUHV&RNbcJ%nyY1pX=!Xc4=;!}hIfkX&-C5@yVZuZCVlQdmcGl7;o5lbM+uj&wB~o7%R?7vw84^Lm#aqHKcaK24gkyWHlt`+ApA*`=eg!$zy^8^iPqbgAj|>h<$Q z!-)(TQ|69`_aC@ncpzqG&7HKU;4P~RTDX^<1=~%@K1P(aTh#-yu~4@5x^~;$0ookZ z`Wq7sQ`bD;`V-d(`Zpd=SmDpoH5EopAL=eex6Orkg$wrkt&2owCjOJM_lmbx^!!3MBNL5-lIdH9MT;8{0&VT*9{6+HM0`;Tj{8t-jZNA^AkJhH%_v~$S;g^M2%O#qj z@7({|xZRO$IMgY2QmeWnDcgJ@rc+GyVM-vQfxdvmx4N&MUAnCt4nf<9|KZiW0>mqP<}-#T z-RKhc@^SjJU)jzZ_HenPl(gYqX?o{|HkoL*oox$9jIi(d{5ZZ|y5L@g4L{gIC9O7Q z>igddRAw4=Q~wwcN+aF%Q9eu{he^%RZ2o@Kbac0Lw&m&-x+5h`oA67B+F9kR#gi=D z?>^SvKZlpl7kCZaa_d0cs=Udc(QcWS`Id9X3UmG!aaNs0ZmbK5BZT5toyS#F`4g9Z zluKP1qPHa)Ox#$JvW8|RKd*}~6i?O->N*(7%4(oZmI=rG;~FfnnIgjt+V6tBRB0aV>kDd}RS1*-fgK=(h1& z?-i9*4D@HOT3c&Z=Np}n?8I8G8lN~XZU?t_>RC!GV}84AkkMMO_W8JsfB2Nd?QR)` zNq6FWZnziQcu8xZHR-xpny^=wlncR&(|g=RJlj0RyDQrgm+qAqfQv_GC;p>%+y-B) zbu&A0WSuc6`&QgQSOI(30MPNt#6k+ZSU_&0v-p*>w5V>;-T=FCP6P1b%)U2M>Hjuk z-ZaS)&MB%_B*o>ehnVmJm{7s-FHVodoL{GWy!*sU@uiPL&)V;UhjAIarMx-7gkVft z=1tno=_9C_a|TLD5k@5Co~O^}x~22aS6uP3>Ei-h+C?7L zm%2;a33pp2d&YG9-E(aw)r7>Nrh(>@U}qz>-q~n3eiO>JjKAG~d_vsLGTXAkf}Eyb z$9NG3eS49&?c29*=-ar0{t`{1*dfz)my-KbwqSo->MY-m1M;O4>2T1lhuo$yZ<1v% zy5_s$k_bC`iH4?lZ=Grg&;w-8T~7X~Pr@tn=`lq)h-T>X5g=;5F;fVCsax>y#`K=z z1S>uV-wSBrIW&s23Trw1l99uurf=@${Q&qOp6Y?glf$c4{$UBMQG9aAyv#0-#s0;= zQ};+^qy=*G*@)bm&+q(R>c>=H;JfgnBl9OEFebl$F;@FqkXmtSjUYHdwAv14Ql;nW z+I-`QK7K>@+#b7(E0{~*Gm5Q*?qXk+xm^S0!6K{Jum>h?2j@Of9Xuz_yC2#IBmMRB zwcPrjOpoA>0!uaLXc;>gmqa8VPreYwF&+Z}eEQQXpzj6vs{)EdeRd#x$NAdd-BZa# zKW7s{f`SgSDaD=5^1YGqi@8F3i6-eu_gA59S0u<+;?HJm3?_1Yaa{b5cDFyImhH+ z&1cH7mdoHosGQjcf{_*!4c^KO9TCD>&glwi_kXtjf0Vs-KvZiNJ}L-Gs(^qr3W7>W zgCL>6pp-~=4BahA3{oN~(ntwPcd4{=2_hxk-Q9TKJ%Gpa{l4$s-~H#n8P}|Lt#|Le z-sgGNngNgcU7sfW>mX+^_1pZ!gpaw$|2T!q+PA@Z*(@Brp~Iut>RPku-9e^YC;5&g z=b)oWo?2G={czZ z@_b(Dk6Y)%sSbPs&-NgC=*e%gbXeEID*xbW|d zCq;|LV{QSTG7KZm|Am~yvHa21hv2l~=cUbX?{{c5rR-rp6hj(s|1lOrfP$~LjYGMp zQ*q3;Yg9aDBQB4!d0y}5v;^KbP(nv3fG0^Y-7R=G3hC=-Gg+E~p^lKg$78SoXOfrV>+5rbCUwy%&1e^#DlGdm|E-`B#D&FK6)RY$g(qMe_dQb>Y=(JZRX2u92IcyfKorb zaN{KD<)z?l-D0Nf?T{iHa519&+Q5aYx@8SckU_XpaO4in;?a!WrG&{tGoo0f5#Dgt zgu`UFj|=Y~BRW_j>bMSZ7Or3+WFD}Tzt+sK8ru?ebxT(8xxUL%x9>xrKhbo3J}-L6 z3>pgBa+;9V9cz#^sC>TW-hZswOU|s<*r9wI7VVVUk=F0ufNZgZ2GjBQFfp4bskYhW z8-kyx?iq<9>p;_kD&FYz0XhMv={PwO+uv5*!SW=a3hHiBpT%9#P|ld}$65`-yH3;N zcM98K$Kv5A`L=N5;GDun*fCD{I?W=Z%UJ<7h-3P)`$k4nWiMZX=X5WiLKp}BsI6hz zkf~nWw5@f|)rUf(d5MwQMsM&d7I5OSV+1I|N2WJ}% z?HrN1?S!4C6HiOlCfEn`#O0wVGL%1=fiL$tEA1inC1a}e0#5qlusy_SR@?@(f3gzm zRT1E((sAt={rD8H6BR>Daf;v^14XAkzLOApfeEFIHs5qoymhs_wy#}I`hnC1?WE@= z(MZLRRxgO;qKbaQwfqyjs^{p_MV|<*N5W1^qFOJ>sK1u4yInsefEpsbB$(0g1Dec$ zD&Otkz3_}?P!oN(Q$bB+QqeyM%3`nVl=<0rJO;2v7W=z;hHsw*4a28dzy=>Z4OcOj zV7OI%*J+tEqD*5G1C<2(;K{)N)gQkNj})W968pYd=`mRVQd(I()s*PBaQe=^7+|>- zx>d{%9_}|;?D%Yr3mq!@`>k1Pb;Xs5UnxA+RIn_FYeBr7u;rcoHZF)d+(^e9p7rsucGE3w3$)rG6f+0x^ zY)$YUVMhN8w4hU=c~^(029cRUG#RcKVIsV@6NXxOtld z-JXzW@PN>IS@7+`c8~>oM4MC*auf8yiQ^|uaAvtf@r|ysv)0?(29O01uHjTXxEXe% z1L9p{UMhDq2^NEk^N{TsduI6|KdeI-6eDN750ol~&1{PSpc;0!-CGq1wch6Kf0++< zOfQb4m0~_ETEPI|yqidb`0gdhtb*!EdNkPI=o+KbJ^Q&D5^Vz3Q=3XLP>inZgE^Qi zj1Sxr+y=W_MoE$p&6`ryW_TJgblL15ZpgFSy42-9`(7Cg%K*j?XjFi)LQF;6T!3?YskgOOXD=nPO|et;HQ$@)kPA_EdD~B zX3D!+pQdkbw)wbL(fETJ3bw7?Ou0aWuGNrjjo6TDEMF5`y6u-A3td)f;9mzgt0+mb zp=uwiC|IbY64!s{$){o$x?1=f+9v2mn;#7sXkjOdFbf${Rc&DFF#EMjx}SYk@2^L8 zXnd)X^qq>v-5d&;i76@UAlE9cx2mL9nPP6^%-HurrPVJKO+F}xCCv2c?h9fn!qmg@>m!cJT= z0M(p1oMx?~JO$4ONH0cdJdk|h7YfN2>31=!*wDr#0O|&I1oYuFOKEr0`_g#++8=uC z6<+Jo6k1sL^$U+xFLWrQB~5q<0ZZSMZc{Y1jW>!M^06Mp@D6mUc0DT9cbCxc3wFPFcSdtvloqAatcfX%&VTAOrl&>aB8h2YDup)S0l%{;d6RCefBV<}Lz4XN#EqlUCZ!=gYi1nGQ zE>3aB?v0PcpUj8-cr2erWSd2PsRaKHYUf$`uE)ewpgBlR@~Rq`eGhwC*wULlFdGR~ zZ^GLLL4E}PRBt~5{0y;$4#L~}{(c1fK#SRu%S{fa4r8(q?+00cqC{<%VIQ@`bEO3C2PaLF`4tAbl@-7r`0QR4g*?0O_v4M z!4*StzF~S)hmZxo<4@%ED{|1?7e|_Z80J2lx>Qv4v2Vb2f*{){4+wo)WipuM{^S}? z2ww8(6!`QFITKTyszRgEN&-qOZ7h-#`08Dg(U;S zi`mc@u z4kgALL0Hg*A!EmX3tbrSgyjEw6CVZT%&gcrnv`{*ux;zs$%AXH3II;%@ok#4VfsH0 z$k)RnFA7??_KW5ly1UIceq3!amSC7DzpGMGpfPbUv(g3K^!m;~S9@M2Bk@c4Csmom zQT+-5(pJSXiCv8{nL{zbCtACn;2d#Ch{*GlM~rB+Xsrm;!z+~kC$#Ba z>B4t-8{j>B8~$dP9smP|lA>GWvG4kxm#ArO{&F4Q1|Uck0#~P&3ms(=`>n&Nj#-eZ zhevixXSex3L_OVIV@y8rhMJXk`E@Iy`H94t=EmUZ@EWEskvMhv@=G2hzAd=IB(~a< z4!aHmc9awhHWQI9Id66H`Iig>4q1&idZrUjAT4hluM5zefZrXnAfF21{cvDP=|5t) z1^Eg_f4KDvQhT;5lW)H??1Xn722e^=tj^^pzNQ4R%A7jhh-o|w+BpYSFGoA^D+-Xayo1k(P7$dKR}vUu-G=fVk$ZpOB?F#9?;_FkVoN$Xvv!S5r`Hut<*P5d&tEPjk@V^NI!yhJ?+O3Wh@>P=E`J@ZaLf zDNQv`-6=4tL25I;NH2PgacP>9V&NT52_xaIP%l8G=%y8yncXyhzg3t@(W_Hoh{pY$ zyIIs)b0{Wo1?oRPkTk{(iKI{qbZY2j=#DVndj%`*fd`c}6ojS+in2LFbgMt-)5#64VQ5N>aIB zpp(on+w7CvmIOKs(1R%9Y!?T-MkBon{uKdHz*(wEl;g=1?j?Xm5u_IC6wt_|Xwvx8 z{UKaQDpnnDx}4Z}{e)nk=mLf4tqKQn`}w0^1~SI{VSWAv-#F=||15qP@FGWwH>+Tk z)$)`OQG%1@wmFS{sKpQ>TBxm8>m?H}xd#(Nl`w|l%q<=d#SI-M>f>I#PFiY0uF@Elg7I|y&alA(&48#3JQWUXaHu|zNx>5#lA_^>BZu}C9IH(JK3c9E%h2GdZAni6K-MmR4hR|z9_5-|-{Qx3!s2}j|cJgXd z(m(xxHpnvNB=&Y_Ra?@VMkKoSzYtQsL)to=UT+6m<%8GxZoOGb z20WD>nMI4cB>8cqw*BDp-!tR3xv^qzz_S#J^V+D%3JoY8IIq!YNvuG9t@_|%@B z@a(lZ-ZPs0fiR3x43xc&W9-L-xA{~krdgf7gMkR1YssSWBij5ngO z2EkdsTbi=*#OE=G9uHI-d>(s*q$e^=-?x${xpF@XJVtWx995zKN$+)V)4$M=8wWAq zf*8O}kKB>~!H8><9mOrkQY?#omc6T-_zp}dF(?2RAvJnMj&zs5@Aht5H{}_LC>7>KwY||_cGYTiuV6> z3i^6BHyk+F$s2?is@aKNwOA?NXCo{jvJb&@MWDbSN_ zt#Dua8{4e(^nHGhLgq{{A)i{W)_&_j3{{_t%}vkSSOahx$ZN|`Q5)Rdo=Jn#YF6sB zwa3jy-o;H4^rX}bQeAJ=zS7gXYk;8fWIfg(q^S0Uo@NR{YRTqB=E0C}QLY_0jayPa z@H64pfafh^%wkUh+l?J1k}I1?<<}1b=oWw4dygR7oy(sa3fwGSzi?yiN4<5l`-011 z>Gz73q^2MuudoQ_%Gw|JMI-1yw_y1fN%v8KET6GhLnm4wO4Oc~(ombbd>_TH02)pTDzrm|GKE;sJB5OHv@Q%qscE?>7Ix?#4 zH2`XTwD>M!`>uJ*AS2)s7)Y*+S`u5r`Tw~*MCjsPotJD=Lv0kilew1s-(?6^5**WD zkPBHpJI{iDa|1wl4edhbBHdT^Ja-JOy}Fat6A)SQLttT1*FKiULN^HDY7E~+h)hBa zfQ~p}%#}e6-W>#p-BV{-R!cGmYDll*>;UKMa6{^IeQp`&snse$0y1+m7ic@bk^+6M zg8kQ`fAb2b!zGBRLAXDG&l7(LC~l{jUxG4M5B!RZvIK6p1};d+Ir@ft0>t`PJ~o^) z$S}#E4m;mPK#q~EkJmrO9Nac?DdXLAUJ+&eY%6as z2CiLmZ4UavD8P1oulE$G;6YJ-$^k17h`eDz@_kt{)FhUEP~T`wLeFx@Ja z{bGpdLw9+C?0bmkzd4Nzr1?JZlT>U_r5;S3h>8Tu#q?A&_8nk^i%+@Jhr~aTw^{yS(A2L@EXwKnKvT%;&m2na#eN%KdXGcSM=}DpFqX!(}3|jQgG+ zyBq_19t?;AHq?kt=k86>E4SxrWE&BG4|h_c^gZSH3W-L|j*DgkfaLczt&N}K{msDQ zyO5U?5J}gl!jqehAGtHlhBMMS->vud7eQdej_OqK+|BPMGnHc-d0>lpN%Q?=A&?Wv zdOpvPnc6Z=W*72Ctcwkhx4OX1gU;E^x%d14?w>QtK~ITUiRPtPz*ff>K{1+tE}v1O zMg5}`JFVD0ZRnTU-EFrMi9O^vO%scmiNuh57D?0?nv{P)+ADiR$Md|E=xkx3Uj6aB z@utSC@L0V59bBd?SKD7!0Q>jHaKo^wREU>uoT#S1AH8VRp?>95pD@EkEnvoejSIU| zsc1vD-dV|O_N7<(mKx2g0_IZ_dab$t1Py>LYBiB z(bOxRn1#L9(&(<$PkJs=g#0U*CoV<6_6i^8|8k7cRLV%sMZOZqfzs8&uXpFskPOdY3jwO9pHYAt7Xd=ogE^iLJWcS@NAUR zM=1zIgQllJbcKv^lMPmK2^j)3lY}&dSboUgsmVbt8sz$~ETKssNYVoyfu#4xqYqVo z%w4EIBVdp{B{^|UKST0W*bfop%!&Zulrdk&4uh1>*%QpkrxR9SD+~aT_SU9DX=A{ z)sN3j-}KsB8x=c?0JApIuhBQEkqzowYH$dyY_J9-7H|ffKk|Ad4ft%#0k4pjT$i>i z<0NY%6ziPi3e5D&>bAd|1-d3Dd~Dr;`lkh)5pS(O2o|uKP8ke?zDs;wb4ILgAbP%aOv?WL_zSh#Cc2qbvF)&TPG5Xrw^1S1q+L4X?^ z>P{B^I?#jTUV(rX{C;T#=^9d>4sZNIzPIdQuJO|O+3SMwY5`tCpBAeF(>mDSX{hW^flC;$n!&T;{&+gIoq!mEUC&V2T3r)L^2 zgx~^@c&7#gyVePfJLDI=>B6gA@;&Y`Jr7ZFa#V12d7B1J)vdR0uloy8$~Hk)Nnfyl zhiPSOQI25M>>`ZAr2kRk^kqIK$t~4ZA_0{Wk=g=6pjAXLVHO?z2q&T=?k_<5> zHH@Mo?NskKnx_3V^sNy_$|V3%H5PE9F$ymDc|Qr#?Z@{izWBo-DO(@=RRq;q@%>j? ztwei_YBlhFEO2s1HUsJY?@CYJ)UH$M6dfK@Z9 z;T!FLU|^Eu$y#T5u*Npa&1>&D5aRnoxDAO2-=y?6~C6Hqu>9Vavs7!)ju3XBr zA2mT=f`d^F^bp|v@4!NPs!`Rs`q-x`#hFK-X8z+5${V|~HMmq)2Mpwtc4X zXR4M|8}{Slwkm?VNxg(|k6CccR0p*xg6YpC2>mZxiLXio@FA_fck)xCSFaS^4H;2G zemqL7yYBE*rPK6w(b|(o5*)Ne5MO)L3h|ncSyOlLRcj#5*p5qIbnOl+Iy97nuR0d` z10NSN8)9oe3dY_?p=#Y_SY!BrE`Xe?3_zoOri%r^0@{CkPQo5Zpz43>4ku9D2*YH0 zC0TKURUsK)RSpt0!w6~8yohM1Kj@#z{!AadMV{OZ7RF=<{(!GadGSD)7l?qd+_zg5 zOC;1sC5`&IF|*G(4bpZu)hqm1;ZZ9j=0_;rE_w>-nwSi`8kkInbRRg+giQif@vyKY zL43tMe=nlbd5>GDK&|{U$@2C`%-JYQg`3_R&6^v_TQ5TzpXXA6p$y2em#5r@Y6~>& zkxSM8c}o=1HUsosDFZb&jh1$$V$E0J@i2HFKWW)a=dW!i4j}x4k@P@~1Q>k%4Oegj z9T>^dXpe!x=lxvUz+1p?kg-58`0Er%mfti0f`o}ww zOOX=?mkOENl1(o^DYn32)NCjCW7|kyXE8ww%yuffB!NJh2i8p^3uii&OLeI>PeX)^ zJ5ECc(H!uT`pf+7GBc+<*y%L6Q%8S!N2fBU43vVp2(iG6N5}t;GQnum$gIHOXkc3M zn`;@v>R(&buRM^vs3Cp2L*HQUVeru6@kVAttQFUZ!oQX_ghaO&ykH+dUiI_?{G{)} ztd|3?9HhDZoi^7DGyR_pI5PwaJurk6`oH$)Uxuf-C{8Af;)-0t#n0PI7$ugaAW|P) zj25nya#`=OU=gTTFHV*fzKBZn`@Oif7y1IH$E9;J2m3*d;$KyIi}7tT2C2n_e=f3- zmxuyhT*ANx-89@k=r~aaqkJzohnxrpM#3>vN34aUC?1#47*A^G8Lzpa;r`K6kxthz zvAw8HV}KfygdEh`>yZ>XuU-Zw3ZDzAcpT!@6S+AU*i&~reBSR(WCGT}anDGodV&Qy zDE_Qo+mR>?!tV^P^%%e7iL?aA*_kD>GYKt@q^GAD{k1sio%6*Z>CyAA)U}~&`Wn4f z_7d*Ji-02mCi1XU^T->Tt46iJCMf!`^n0pG z-*Od*U5aXeV=}ia$gy`vY3aH|U;Kw}u)~=~Hy?1a|98hAba|yLWaK2II7OCjONQzB zbr}q=6lIon%2SFL&YE;SRGG}EiXENdeLaC%r8_uGIHsfEZ)=za-B!}TEP4sPnvXLZ ziUAs?JWK8@22K0Z7&JK}l6a(Z+*-j@Nsl>};TMQ~Xcywpv#57#v9sXs^Rio;0!X|E7u0=D(E zU54Bz2UVr{;y(+o!7~NW0o&{kXq7eV@kTZj$VM_~engN#x1f2?dE-w>*aoZ8TXapq z2CWL~9XO`JAZMGn5Go;2K4^}M3FDtD1NX#lJyVd?_&Rn+M&<4G(*em0YF=nS@-8o% z$31bjbK!y9-eWxy(0q!cs0rUz=@I{U*}?kDxjs8H!*e>Iv0%=<$`d@dIMF3f!_4PY z<)oSEnP5adK+`S<>UMD2vhQY~ov6CQhUQkl0JDH2XA$?RST1J-Qkr;2VGU&dG|=Us zw2o&3qf#Q~uvklZr6A-w3`ghd6gS|@zCRTt2!IXvBt@N5i=O!&Nil_WC7#PfLFjJM zEEZz@TjqxfC+?SkNFmJ&Xqdr#Lvb_xe~U(aoaHPUmh)(!&r~FFfzMR@t($4@$GnAZQ9+;DZvwsXIwr0CPh_W=N3*=rf>|)D4<0!8|h2U_39G3p9{THskU>j zT_6o9fcSz9=4}ZgF~M&@+&a6L{v#E|wb4m92i_+2v!xAVdDpoLm((aWqA8>3Yu((|Z2BGtEz_ zjRqy(zw}l{NV2cf`Hc09aN;j?7g5eJrM8Rb>Xa@enx96slKe%tdj3;Ks#^C^ZVmqEd=V;)Ozl0v=_DNs?d zc0g_R^Bm6lX7v9hhiK?hi*WK}L|q05n;(wn`(O4BB*6|1u^-gu#RG$s zR(oAZ$qU_C^coNmq3Hr)PjDE+>M>XTb;93A(>#JHUBL!UQAeRF*a^I#`2Pm89_utl zfDoO|i+WzdR6g>SQO;9B3pwqdAWvt6eC*i2k2wG`G8t+-DsK4#vJQ=iBG2aJ3AEim zr`*6AI}|dIz4NqlF>bA8Lv0fp4`_v8KY{=%VbAkRhg^fj<^RJSh!fc_sfAXp{(MgA z{>lN`LtH`6OV|K@5fCjA3e)~6_%GMN+>TW)9>*EsZJ@f?sxN^Wk9X>6kTWuI%9K zgm~8{2y>lMScv#ABj=~i7+(P-=n|)l--%$-Njy_@Bd0HeCY3RuqyTY6WNV`%v=$HL zs=VCyoe!mHyCS3l2w|N47e3NG9tLQBcmMJoI!DRp^%=bf#sHz@9 z_A>JNau%E-XBSE@v9?3-1C8(d(w6F`fIw%?I%gJO5}d0NWBbl_)6uRxElvn+<+8?E z;lw~EL~w_vdu}wvQOqv*``itEdG7%DE)RC!SKDh_stI<|+B4eS z&$zlIX-t|bLtJ76R(+J66V*R`XU0`0ad>i*nnQPF6#V!F&H9Wq(hqP}`hB93L6ZuDRqQpSk#4aR~!}hsfk7m4a-sz*OA3`a0QZo^L|XHW}3NN~5(X=%zB#RVW4# zoYoDlqb6%7vMoxbUd`S_Ep(GGIM|9`j$T{4TetZeH?}b3& z&Pn^;`Llcmfq53VuSg*$y^%FZa6t)Y`Hsh>Q^`pLNe0fy1njusgE2I~1&F~l$92fk zI!w6sOmaG}1*qe&A6DI#VxpEnZ^E!F zCSd(5U3OCd_50{AV}sPbnB6}^aZXgPW-Lp8wgn}Fn_Z|ZLls$xN@Ckk%O1>gPc_pK|IwvuEbiR~^W3bk_f=VZi83nlTB@(My_FnGmKU~nec z`CxHCi;r}BF8<`{&MsbE(CaR(rug6$!qGTS9~d{FNc^S5xoZKiH9yNnij#s8DvkRe zA0FE;7dJc)W=4JJ@oU{GqtDSUcW;H9gTE9Ac9WeIj^2j+9!f5JD{GO(uF>AFcDDM8 z`$#1omSSvScy!d>Jvy~_gzVQg|80Lf=fSc(pKFR(HtJ6H7Ye3!;E!G4q#S0ba{4nsf zT+l?PYvUWS3&8JYpm#^|VUXOLE!E&ZoOgTf>DZZX@}Lc*Ey{pJM+Y~NK=2Bm^lcBV zVCGXHoAmddf#Bv$i2M7oy_1O?%ixZcucQ2ZyPw^%DFiW1`8X$_e-m;TqFms#pgh$| z2#-vUvdqV5t~GGFp%PciOj_6vn`TmRY2hK*`2ea@S@v8mg(g}5tvsJisTG^u{IT&^Nj1t!zLn^7#0L42Cn$qOKqEfu4Z$;m zgw!nT>kZU{bTgSxrT4V#2dL&>zd^H~iWH|$Y#<^~jm03|e_y|inw!e}pq**g|7$&a zN5z`#s}CB=9#sH50O(EvPHv_xQudDTsfi73wyZ3H(e&V+ZR022Y>g7O5E$5sQ?rt1 zzk0)nIARRkvg}t;zf=D*w)oH&#M7e^_Gv1ZTqDI zt0OPq^rNI{Uep2~ST8r_ghn2~mHg`polYG(YoV^V_FJ!J_Lcrqs=tw;A)#w{n;lFKSa${Cs}sw#F$cdG)O;~Y%doJT#ZuMS!a4X@ab9PYev z$V8KXFYj%ReAXVST`?INcHmfbg(Gjh|7i+KbdJigdoh`|;))z^B3LfpWxBDOx868x ze&n=DMzySn8PQ;J1TTMnjl1KUGtDI3o)^r1Q@xy>%`(1&?KyYH@unC%?3vt@SI31m|pv3%wsn@vtL345@ zqAl@8kU z7?!!dVzw*2G(V@pXr_#l3vLGO1DTbxCIc_+@aFK)w64q?|_W?tYTqW)Cgy&#ccak zMqEBlRK#rR+sYfiFyCrop8*ZGb-~}Q^uA4q-_wYrTtOx+55&oQ?#V&pVk4E?%i}%& zgq4sFjtH&~xl~mF@(t57qrdmoBL%ZZmC{n`H@?PoWS;EmALcw?ulg!@(qH4eKEIK6eaN#C%1 zb40-{+ud`8PX;%v9`CB9Ks&rh{JZLSPpj%6LGbsm3}Pqs_lefYQRC|Gt*)sorfz6hn#;~ymi}c4IXt-s5)LR`@P?VI2fKg`rUXy z8O^1Vdzf3SS+dAi3%L}(znpFwX@OJF^7J$)HT6kSsp#IbX2(br!he0K*iU{QV1$9;0ipqiaZbPpLDzcBnr_k95fqV!oij zgueRU(&Pk-o~8M}*J0!0Wcz!iWwO>F^3Ut>xpTJeADSk}ZZLXK=U*7Tj?wgOO_+UB z_DTc+!|Nlrj6J&d6=j88i&Qj zPC>g5W)f-HRhcf&^IU`*Z{GpPD(`~S7Nv{8@=S7t7eP%%Oj_|@Htk^ZC=F7E7yO!s<;_vd8?(aSqK}&z>H_L z_x((qc5^%W1mgrTMb`F5W!SJJ-FMuuOrzSU+hf;%ju)1w|0qNalz7Z`GxqKDemRE= z?Af(&-JjyQ3p`#tD_-}a7(VJ$p^koemxE}#m$d!X9*>jNZ@X3fAX@2{yMwyEHp9br z_c`$C+TV6bb9eyZ?kHLQ(eg1G z_}X8V5C#1x**x+rk<3TwWZ%o}{bBd-tu4yjNx%BJO+#5U>nkP ze6HPkJ{+h>n(}Sis8~Ao8`i_nl6|dfHkYGil5Q93zK#9*-flU%=I-U6eY9l6jNI4W zyLI3t8DkcuQ;uu0<$W3Hbhc|EtWv`u>O*-DS*-A`hosaYY4ou8!&0KiH|yU*Fg8x1 z#TU0Uwci#Lgg;EX%*`6@Z1zn2Yf0#Ez%%hGu1JckXLr7TWHV(iavQ{XA zgQiJ~J$JGs{Qj%)6Q2leCX*z%PAqb+#J^fKjG5ojcNuf=88mtw>+rVR^oIrw!_VGf z5xngqWpI{Jiu_&Q(upie~!Oll#1 zKO?FKT?e+sqzzZw(orH8uL`&_J)S5`#jV~lZL!Zw%=S7S>&w!u>g$A8@Hq~jymjN_ z#k+~=PyUpvgs~{E2Q4H6KFsx4#67utdYn4w<^%CZV3ckqHSz7oOYeIRuiUFfL+Bcp zG1=tl8W@%3+Dt~-bCumo3&9#TmZM#-A7iMb_fC_riGDV$_RN2fVSj!;Ny?e7e~&Cb8q6c+L>wPFux04&EmvwRVvc4vMd#V#XEo3?Bx+}_z*f&i39`vixdF-b{3t`*S z?(DD#%<#{q#z}T}mpJu#`Nx!mEa|_k61mYNU2{INqGXj6dr(CAFi2$mMJ3a7j!pCR zY%?Mq7pz{J??)m{7nL^{*Df%-B&=dr5sja+&Ui)s#9z$&({jmF(f4iP zyA7Nc=|6AaeDv??y2@Or`=eDH{#ZRGphC!_fSQ$ zRkCj)-q$irYQ^ylu30Ar6PdknWp-L`XpLzxzW!2P-GxpeeFJ^J>!>6nYLBVFn2?HE z*1_81xm(mtUVORANB3&p-*XPtlereo_PC4Z)|X5DlXL;O?#(5-+&>m zLT(SwQ1p5?Pu=mrm(iP(q&F@_9d<+^(E@hdpHO`7k?Q;qOSJcXRNHpVx>SySRjU zF4_HLP{`CwCw=*8M&ZFHh7Ga^(qe9E|8MW^6@EDJN{L6Lq+NK~15@rZ%YE#RgLQC4 zUO|vxkz#q-Qcl0mK*|{-)X`l1i>?0~v%<8_FuuDkgC-+|nN_Phq@@Qf$x6k?)e(0}kJ-l9 z-#OK5?PAE)-!(Kr(< zGwQA(IyX!pZP;N+6CX;)z2$J#Gj+y*+)Z@az9Qr4IZb@^X^D4S9n zBVk-f=y>P8oZy4TZ;mRl@()!@<-+<1g>;&)4zD+kbC=;!H3gUL-{n@5`t_ z5G^N9)g4D>73SJj_NDYQH60Jdc=eQ4l%CKd{^Z}L@X0S^O+8KyL&qV;kMB;G7z@wo zXd6}4ST6?j!=E}#y&Ds|Eyrne@kn(>++8_~oW$iDipp(7vfp=j=HAQaL7m5DDUcHZRt6Jye5RhUiiT;6PFN+1;#N-du) zOr1Y^>xAOGTpf8R3a7wN(k$5DejF~|sFh{jvA9O7y!Z}dKEU>xTiVq0Pl+tuna;TH zuR}!3Q%Qk1hiVTK7O1=>(-WFDBkuP=e<{%u1 zWB#T5TcYU0LKH4Saoc~Ii6_Xu`ObPtOcZfFP9x)${`7lR&c)BDp9i*1YTurYNjV}Q zGm$jA)QH$)DO{%${%;VK=l=?#^6>KhPl&qjcEMj%o0@3sy$8C@eV1Qxop&y`=7o8J zZ(w93(gKCALKS_HHll%Dsz7=5a{s64%_JgBL^nRiQF!Y*0e^*ON8^T5-@~pKp1jI5 z<%O-nWOuW0F^-*@u{T>pu|kv7+_bEsPM+RuwcX#YY$G@7+X#R05<%0RnP{_by+3cb z_W)&!Z_ms+=^c@#w`er=$1cW86G_YVPM%B!BawpM^`Be5;`JgPx4&ui+z>Mj8LQ$E za8Zr$x2+1W?dl$H8LAR*d8$kp@Q8LV&6Dt{YP$8CH_}G%fJ%e|HXBg(Vdby$(Q z7*244K;M?x(Z)}YCMH=VyuZN?iVQVhwsHKnRdF-lN%E{?ibIS4C_d0%JioMhI6ov7&o}%T|EBx!)EDyu-R%ioU zzM9cVafg-`_`m>475J(7Mc;tF%=zLsY=t5bt3VC|=7WWZzg3JiSjqyiUiK+QMqDT%The?}zSbQkDMf({$SuyAJyKloV z+)*)!`SE0#-OKmwZ=gg!MR>^6;Mu}9Q(Tq^1U3We@su+Y-nvAEY<&yox#T?5^7E$O z*pfy3%e*(~v!8j~_ivb22ff31C2EVqEp(4XQl8+W!ksJEf^65OvceXWy*z5{PJ+Z@ zSx|Se(tCFwghex|8p_UL?(xvD;9%}p|G?w4OS#GPM4>*`&<%-|phFjS03;|A`7WR_QM`tEu7vR5zr^A@mwx@8ik;{OmX ze?WwHS9qp?1>?!XA;J_ss<{B&qS{D56!_Jg@9{5^6z-5-FZym#Mf2d^rw&f{rauP{Xz-6zH;)|nvrP+{3?_% zaZ}y=+Gn)E1#k)0damqU@=+OYqtKNHuNNlbi#LK8iOOl%-?Z6a(7Kp?<9utYtRFoc z$mTb41p6p?XWp>gUc@9qn=XwOC2YuNj0Z*SYe-V^aEpf%$Lzj zsJ!j=^QF*y&&T}k_e2CfHt;8gnDkW&`E=Z9%t7e3UNzwk(z{MDo6n1fg@p6;F~x2; z%|$PYTgwS%FV@7d#ytrCA)fv$JJ;fiLa0qraq0pO_o5^NkF&7APlsE+IkXFrxD<@GxW_7>IBH>3L&FheDBBZ)`~hg^D9n_}NH8gF^WcD-I;%Z2az zG|oEI-D|$X9EyIP{xotsKTHKN~%}>uxfhj9& znm?=bU4l(dJ&zz!8lzbvipMQ%HNhQBeGZcAAKQKN@e{RTu7189Vv_vy_?cYR6bWy- zd+*EPr}-sU2*p1H$@op*SR@JZV}3`rsv)T{8j0_2_`uMJ7~`b7WR(Gq+WaKFqcvQ+ zAX}4M;j7DvKsHHJJi}|pit%EFSfj$;7oTp_hdH3m4oQa_b@JVa{60uUV2j6b7l=oiy;yqh-#dgYDPVs6x<8bNzEwhFz#&r8+d6{^J{lh-4 zUkdK|T^;7l#k<6XUW_whf#U<;wh}BUt@<&m__|1lHXOEPKYZ7Pi=DO_I zU`b|(Ze8$$+CG2hPRrL=7%v?}f>B1J$%TSzQRcMO@$r}J9x&&t+GVPK4VWLr%#x(AOHgS1SPk3CsD$N*?XGO>x>lqf^!QL{mjlLM`Ok!|sLYn=umDm0UWxO*Nb|4gL$fKgt}EZ@#PV8)+UN zoSf>}2!284sU@(YyibDVDDF)3E+bY2TfWqjHby zOZ8<{fdH5B+V}nZ&y=w>llLR^ueZ7|f6KWL$Z;bn)4ALoy@+B7%ilIL4!t6?Q5yZR z_iy@Fx4RVtyR6Y(5C!PraXagU}Iy&9zeWenFLV z`~g>Y$dd~Fu!lxoB2{K@mwu7k?2&%TV)>exCB=SQILOjwUR111;Df@<7cFapt>M0R z`7*bRTs;Fquv1LKlo2G|RU=6ZEv*GLW2T&!9Wq1*+R|hM`p}10o4F4n@ADfHbE;p( zKW@2C5cuPRCVrfnjk=b(t7sHS-q`oH6`{QG+_J|Tp!$`llXnY0cfL|(Bs!;}FuSK` zb-i%p@*eIEQA58-p}1=`+;7paB3UK&n_=o}l|gMO_2r@Q`e4LRO#Q=amE`n7He|$a zDP`cDCopF{zS!J8nnh|;=R?B4BnpMm4AGr%l2jrUY?6IM$SRsN+0R8lVjp;h%Rjp7 zd(w^Z^dc+CqA6M0J5?SGnQXqoK)dWb^E?jA=ZD5*D-VAi(;`*)Np!`oqP8sq_E3|C49bhnHr>Fh4oCy(;4 zd~!sq`YP(^y6X&QIVN(=mH!~vM^QLUt~fR*wfe#4o%KuNdapi&x)5${{ecNAH&!jD zFLHNCC~b9S1b6R?#5Yr^T-2L9^O2A5Ke=!_E;ZVY_0q}oRqYks%l`$LbF%&4AaiyO zUY>s;b9ISe+RwO^vr65(Laq4Qmq}A`wZQHhO+qP}nwr$(!eLCVsoD=u!{!c&5mwK2Fm06WJGINY_P{pis7~O$=$`xEP zC~hw?;p(v1xXRWKLlBZjcoRE6YY~$|_)$s#`;?J}?b%)6`25u5xmk61yXFKd2x>59 zCoKw$qPF{CKJsrnBn*n~lm5v-X!|4ys+@VMd3l=3TU76{m%4Fjej}{N^iK8ugy_ME z`@r^IcF!jOFZn#|vfUMhDnjfkxB6x(+g|apfZZ`4X`-E$nTDX)!@O+mU;nar?0me> z%>;#m|A9Cdpjl{qyIy#;em=h)?C?RQqR>lRA!mxmtwQ0$1Su26M|*TZ1>|P4suT)G z)=jF5YEi%`76Yr~V-x;N3Z>wzs-RB#AfdN+M)~i2ojD z4`tvw?ncgjROS9k3+FbZ`m#v(zQVys5LI0TGnlU=q6+`waPN2dd3*b83GoQ}0SHKPUJ#HD_b}5)h&{`@`Y+7QFkER%Fa-VWi2$rWP+aAYF zBv+Y2&WsQy{4`yZ^He4_?lI(*izwIqYrY8uk%(7aSF}=_m7B+?lr^peKCq~|X_=dE|z1JpozO@5L+FO6!Nk|l61+Fu=qa?P0WrIYeSQOF>Lyi}2V zR~Imx9xGZZJt0YGh@-3%~;0 z2kaxO-b*5pEPNM!RywcC`K=Ag1HuHOCgR{eeVQSSW!ercS~QXi=qgR|eyuFBa39d{8Wx^6Hr354M!NQPRZT4jsiP4Sp!r?=4p8qtbZ^|uq6N9QDcw$ju*+E0^f zm7ayRK`eJ*zjew1=|y?t&R1~K>l)7WZ70icnP)NdQ1@~slP)dm<`2DKMR&?G#k|IItP8@D4 zw+{4Tab4I6qgjM<`|sm(@c5RwYT>GXLbu{0jbQb0!m1*>K>BS zaJBq3RzGD!`bxP6V68aj{JwV63@U2hJ)Ii{}zL3pu)4 z9}t}lkC4(XJARBovxvsMK46$d@QM=3w+~(UD!dFPaoGkdkJfW&)=IB&1^gRH^K<(^c;mSTY5j#@N>c z-#$>t!Td6LVRcQkqhonZ_Oy7st)F7@a=krK+haAk&vt3Uq5P{V@PSJ46#OBye?Xrl z^;yannhFd=l_O_!V2ozVV!v?%+$U+Z(Vb5{g3T4v#+Y&v*Rr81O0erBB-{ui0ILc1%u{(9Rzy^u;U? zj!Vi~WXjo%l9k4O2w27RS)Y1YHQtFsHHkp($EPwGl!^Fg{-}1^nv~J{tl*Z1-0vcH z2f5PP{FW={IO3-&fHSeL^Dj-Ro8 zBsu_KvNqUPU`RPG+oi!V{W_(ZyOOtGqc(qR4-l<*qc|)?0?OQlF(P}4 zS1(#Xx@8Nx4n1E|tWP!eXIiw38NMy^Z|8JeOEV5zUu9p;j6>R60@7K^O(*Z?G_nKU z%e=4yLxKr*R0f5g2{{E)`Kafp3g_*vK?UdAYBj~Cu@|6}90t{@w_$j2@c6lUM`Dsx zhU=JM{EuH6D|p8g*+jP$iU0*44~~QW>ZfmDScD`kE;l(tNZc5m$?EW3S@bKcAvi3D;|KS9sG76AqQ-vjWmK!03Ju1B^t2 z@8-4TS_#oL?gh23IXn7rSr>Da3-p@+OgGonCQY}O-s9#lM44D^Q%A|57E*Q|+F~MJ zG|jJJzGPZ6U`D!k_eBdt(r_-f%such#>wQQ+nT2p>on5*eGM2i(g%9t+EAXan@$tx zKw59klmtf1gyf~Oj;T+KaCjh9Z=C!&RWBfg>{knYu%{>ql^-U=bIP(x_RS=Cz-J~_ z;JtxyqA5%xw4`xdpRNbef zzl?c==>#zAAl!h$nOYTxJsl`^&67`cK@mBah~B$a%XB;P2`KJ-Bk>DGp;=3oki+w@ zIY`CPAU6yM`GO7yE-ryK3@efx>-ab;8W|hKl8H#m8Em#sAc3X|>M`g_VL4h+Hep!8 z4dKrRj`HBE%@b%!XH9Z18%?gJf*x=pf%c&g;(EtYnXA^uZ~-W=`%%&$0K@l7x9&k82C8i6e?C?Nau| zM*lUAoDl`{r$(G5PRl`w9@8x?M*{_lt-VlCV#YXidzuTrL=k7G zN;K$|2sLr;p42l81@;AkoNjLR-yo9@hFeg~jspn64Iy}L0=!_}iW~?l>5-pW68oHI z4P9nOhx@G2?)#_Mc8p)JSF+sOA0kA?VCWl>JFMl&04fPypoplRVJu zlc|f6bMRHsaUK|)h-)GEa#nW%gS)azul2?!6RR$6CwmE3_~)}so{rIu$ES`THdl^s z$+W6)ZH~{AIM$B}QL#{8F7>>3<92wnSM1bG_h)4yyY;)#&}g!0umt07nEMeYl({}A=&bl{04kM6x_TDpinmF8jEbuV$v`8ss}+H{_sWBW zL(kQ1w^1XgiEzUty^_DM#$9cUy?A31&d``6J3OtHOvm=J-^Yk2Xs?7-FON2;&%n5= z92fd7NDE8U*g+E5E&UOE-gu(JA#MK&@cmcQLJV|twEqG4G$dj$+u;8KzDG7+_p!g@ zLcdX<2tl8ZdwF3ZxK!hhur7s`*$!_)4C_V-mZ+K-8Mf;haG>N>9^@)f)pS&3dSvVo z?qsB4_I>EExkoBk?jGtqw`(mvt-YMpr@sWX49L~4>311_(k}N!31HRG3QFUYTFnhQeQ1mFCkWsiwpuStEE<3}2_?$6& zuS$btjSFTZs1}<9h=f^4DNV%v{OvN5PN_7deMA0mH7y5vmt5nYQY?n{Qi_1cxdtzepIEAshMP2Gk2`nw61n@L4#DZUZQFzKI zjkKin>_VPB!7If9-r!&;2-cEU(&!*-eR_6SP(zMXT8$=zgO=iv?@k=|nKcEdVa|)L zOF{n!3qsnlCspH)?L4Hu)Qia;;foP75OI|}Djxb-@PM3UT5z5S`&O-f?Ai<^MLiL| zAuYT7CIuxb-G~Fzpy2mXX7eM0)U#9xnuzGe(p-2D;|IV~E6`8xm%r4YBq^*qF>T1z zx9$OT!PJyq{Y47`$%vHq|4xUh+!^)pR$z-8~(t|50lrMpq6I;z!jd+Kd=#FyO4*`K=Oz zJM#&{@#CDkzZbvzM5}vQ<#!rtv|ATU!^-)O?H+wlEE;RJ*HI1R!Y_1&_S9nUe2dhi zyIqTK@&~+KrK@#P$`G5ucsu>=%~8suY6n~Oy@T6w+QeLkWy`D;2p`#g*B)fSH--8x zLmFO8{7GG+@p1sRiA4}yfgAu#_g~DH5xp2Dmky1=Wj%BAHNXI~o?-fx4ej(xqyZ3k zbpfNQH^kZOU?p~lst7k6y*gaE?lRI@R#J$=ZAqy-?_GHD#gN0GfUwlGGWjgwqn)_8R9B znJi83vw#84<8zfHj3mpA0P*O?^VHj}?0J2)KB+Tdb0K1>Jo=wDWf#~U7=q?=DWI5m zO-%NZ1`iZcl6sNbGvLvzw#z$MeO+JYf}2 z!hIlo7x>L&Md7R0?A!aA`tK%uE?dGT%v~_6Tv^3BhQ1@0OUJ$v#5RhSRobfwmd2v<3rcPuaY!D6XBB$ZHL^SPdp$aUrYbPA;Lyl=h47x{h>ZHanD1j< zkI(4#4CTAMqDokKO@OrYnjMbVUpk*RoxrL-OjJFaA~qyMRP z!suEu)rsHG<2W)5*Ms@>ia^7?zMdePyPZ531>PQs%EY9X))uaYIlR2_xHu{iIES`^ zdeOMgj#@@hAupM^ru+{)=>Vx^;*~iO^kG^K;8|r!{t9oFwo!uQYGshN!CYNsZDAeZ zAN=@8VE$v^Q$)>V{;GPi$uz*e6%I7AL|0N7w@NDBbo<4UfP+~1V_J53!)spw!vVI3 zD3H5Bg{8~D_i|d~jE6T}a`Xcik5o4>P))dM~_$pI~GEQ)^rQ_!s69V z{fj(VArA~*a`=8Hy+O+{EH#S7^1>6fm_p)3qT*?4?oI|&@%Q$ZkhruBm9iq<@7W7+ z+yHd~fPht}rMWn55H-G|LFyvpfAT4V&Hu=Qj@I!_y2(>K^oj%Dm!^n^*ea$8CscjO zz8HU4BD;+b!A(aF!8u`5p;8o>e3BH4oB#4jp14FQ>1Ytn?-8G{3B{c%;dnK}lxaz1 zE7Enc*wd+YIA=#luJc+)^FtPj(SX!zj}{=BgjVuVAJm0?$5FZHpzc^#=UNw1QAnZN zEx&5e!zABGiCm_i_s4uWl2kNJKhY8LwrMDKWo)f6uf9;N42u9sSxlnEM`_4nIx@k% zrhTj~n2q+V7q#fxc1(i?Vo~wM$LuVay@?3St=qeVwj^X_+uZZf8XLEJ6>voBl1Ffz@JFO$qtF(b`MaWn0p`FMyo{Tg4Sp73iC$F)$d zL#oQYcI*R)_GU#jg9atr)e-{IY=fa+!L7mA-k-~=ku)lm2G&Ao+{(@rD+CZwK91jM zI;M%Xb<)vt51341#?Q3Wsi}!58&2v)85L2{S}rq8Vqh8=BRvWbXio#=M9Gf&ib{5z ze4*BSrX@I>yT%e570b_I343W!e$GjUOFZfPn(Jl(Ca#=kr%?q{u)=ocxz4gk)A6k= z`1hrsIrjW(&`6+Zx8ZD&Q?L6V9A@Wp!E z^Mj4NRkU6DWUGDCT801Gq0;vx&u6}h+p$svz#|T-0?n~L)$F#9s;0|KA8d=w&+xlz zIP8n%kJm~QNm}d!7duHj!!PcZj#qt2bEEJ~B$-D=x?1_eSSa#y#BM?zR*Bk=Hzbd| zVxjOOV0bst85y}|Q@=6%TrLqx2$D7USI5%c#fHjC#k*Mw#-<_(zCN#0=N2N1;wzy3 zQyjSAmR9zU<&p2BJj;`}wsMYrb$T9sOMFxfIH1Er;hIA7*Ge{=wTA%3q4*>F<^a47 zqp~5RyOn5rnO)6T8C{Ke>UH4*3X#;KtBQ)FyW}OgL;BQ)4qJ0!1SO5qmFu*PO=gZgdeLJVX>9rzA?0)2H4tFzUa+dHyUa;q;d5HQb)LvTRY>!8edLI zP2%qKS1&D5G4ySj^f~*Kzi4&Ht52T%5oq2L@<@E4Q-=7fmW%EtXV(;_WK(Z6% z_Q&(?o7wy}a$BsJhNxYl%MF<4qX|+gq`nu12yCXZHZt*TFbs;)LiUq^ozI}$YF^Cg z9RAF}wD-`8#}xKZiqFv=&iuAcbQ2|F#o%w_-GW&H?`YJ_Pch}7;HulU=_)j_=-P3| z!9O4rUNt*WOg#W3)h}5}UouJZdBdeL(V6)FgAICyf6*rXM`{8iEyKTK4Xp$jivV7@ zp&RdTuHwYqp4JRrI0PxY*~TK`tF_ZqNV}vZtoy5qk6^6!+*=2e?anOht;1LxM=tP} zg+?LafKqcUjPs2SGEvP_b&C;LK{ZsM1TR#nZ8mHB$&Qy!{Jrb$g@v<|r>oSX_Lr`= z=B}iN2eTUqIr*T`g@Qluw7Bz^bFhn8j!WTB>+toP(AM&8Y5a-Cn8jl2tYO z&eHTBL>(?$Q5f?9x0$TX_S}`oR$^W$sD}1lL?%~J6et&8t@dH#V7AQgppt;rk`abQVY;OX%Y>Gf;`9;`4W)YNS&nD)S4C0J3!a^STNcCW|GBg z-qFr>EXG*OA3&>g*~Hb$kDns#%^CHV4`7xlb0z;|*ne?h{zt>ov;C)G=j1E`XyJbC zy7&xnIY;K(Rax)_E>#PtuE=eqbPXLk`lSb!!hXFhWIpNv0O{DH(xlMRJO?Rr1@26T zB6yT0CBtwqu=>gB6*%_l$BI8Td{U}g2hj4^e++2^-kub2BA1-Z9IQ2JHn_SC8@JlE zbZWy;0)#OM>0G1WXKP(fc&r#`oUZexgZ|n}EpFf5(z_#;3X)k^9}{yFXQ^#HF47?b zv#?pszs85GpTr$0<C zY3}EVv$76Y`uhi=}GxUD1OS);F@ z#dCe~YO4yiR;$hOo&AO&tldvrboNW0YWbmhMwdO}^M@m*><`Yh2W`5kUKS$^uE=Fh zp7$jXz}T0lrEhgj1(N@I$g=ySMu@UZCrFVW|jsXCaSF%np+i%FlcfFCCVI)O zRt2!}8&>>n-XeMV8!|bIt`1dl(!MD*PN;^;-FQzZ4>7sJ;`^9zU?Y>5zBPg3HEp66 ztrOrNJTk&-wom` zwGwqK_IZ(pb{@!%>n7wU4Zq1mc@d3*nl;QP>SO58w|J%aBVoNiq>iyD8FOzXjE}P& zj_pm>sCSs2@QiD`G_Jq!qMa0;zUQ?+<|6`lmZS&~<(7_kA%BkAPV?2CH63Y&)*{w+ zR(NP+dc3*0dYVr1X0Xl2nQ`U zm34x@iE)&bJZ^c4U3xyoUz{8eU~$*DJJ)nNt`~B=7(!Xa7i=>FJL~^4bST7kP^ZR3 zCR{z`>o%ihFy4yapS`kmH}+J&Dc;T6G-DYoP&F$WD>PbEaq3(VdVUg7oso-@_mS5hEJ~A+Qx!o`!>}q({SO25QnFxHrAQVb zVGRo&p^eyWZtf6o)3$%^dVH=rz6{XPK`^iEm8c|+7@Di7DgX|Gq17(F9|{m`F!F9+ z+$z_iexSN0xgkz zX+_&bv3zM$yG1emcF|cnEd)i(!?W1xKYalLFRae=)#=Z!4JBJDy#9Iz|g# zL<_uVV&iP2mnoR6Iw6?x8pz#azYF=;M*UIrWbFu~{#c|py~t^3e|Teg>fwdNu}k%| z-@T-5HElIge0~ExP0GLjlSeZCcd_9=X1%rMbpCg2xOL(A-?8C2Mj1}80nyNc#r&go zgpsY|uSZJazF(EFoe2QJd*9h_9`)C6FN?E-`&1r7vzrznpm=ySVC_YsmifB^@Y}PD z`M8Zp!XKixkb6chnlfzP zf8e$X$FBX;hW}S3T_)!L;D2f*%KhsK5Z?JhepodkBTk!?gd$L_!n1UlSm(YpkQ8Q- zO@MpK`|);~7Qt1PWfdcS@pKvH(6Uy}sOHKzyI5V>aAp2zwitFjr!l~uqQ+Ubjz=vv zyJ#T&S{^Y^l}w>ox@}+=X3*;TRbXG zhO<%Lm|0-MVcF_tX;>RfJ#$j?V2{Z;ww`eyMj5s_G*(-X-?654INp{ zl44GqS-7yjJns%G$tyolbqZlkGg_J1oLpX+@kHo2?)kv4wQQ;RQ9ii3`#gJhO-_2_ zoTHCJew>W2d4zlG4E0pLAWU5OS1G5-6lVTbvjpFP^fW1~Yl4;f&$ zp4|N=yk|#rM_`!f_DGAHxkzld!AZf}Pt@o_WTQljBcBG!pekJQ73@ zgUF906@o045Y>{Wi%kT4QKWafE91nAkLGq29E`J1p^Q?DC5CJOCGa5yaE2;$Cq?8F ze^ewc4Wyy245Q}^+aI6P3`(3af+P6-Q|^EhAJ3WeyXMt9<+^^Wl2f>-Q=Nko9R>*| zz@ufj*WkFl*@61g8{o08G2x$V_AiF||CqQl(EmsGM=QQB{BPnOe8Vjit(B~wzhuc5 zSY^#udR4y;HfwkZ$pkTn^Zs0cex?Tm;W@_hL&$K~KtQ9&1OKyOF4rg6t}O;t;H?T! z7^G3di2}D4VMf#vo=2CRlN80q0tDAX9h36@=}j(C^=PK==rQZk*0n5xf(U_aeo+E| zP^o#ikSG}8wP{QC zRh)hy(0uu1oP8mU2>ftRD*ig#J`$Ndk|$oCi7&c-`1mgfE!WUSk-y6o^uqk8(bQN; z_)bTvJ6%Y|XD1a|`+8TJ+AEGLtwqCK{wqDS>y&cV-vG<+SzZ5Rh5w2V#lZNVIek1| z#9u1}-F$~*bx;aLEjQxzE2}7*b{JXFcr@7kHACDY&ijqZgCQ)Y>}xy=O+uR80s)00 z2knb#Bc++HRE4>K%NK3@UwO+ad(Y`}Wf+FFp3CxWy9KW$-16wu54+FpE0~&&FKvn| zj|u%!>nhD`nKsvZ(rSaJv-&<>WvdOa7_HVH)1q>`=yt zm&P4oM9`Blee3E>$7`DOgZ4AdI>nzXZTOV5=a!X|#q0B$ou%xUKV=?{Y3u zqTe>3?cS)-(E%mcp7WmHZa;jBKh%iDpG|7xb>G{3aB)9W2t(pPs&mb*vd#s?Pv{^| zGzR9e=xD2-#WLl&9ml8koczldC?L*?#(yvlg8*9gZ=|s>9{NL0Z zSm{~*{kDrzg;G>dY3GKwM?juKh*`qou`a;j7>VaBGB?#QfD*SIooVpw>Cb@4FSLhNOCoYHccRu`LI zJ30J#`F{TSiusfO`9&5d`uCxo^e8#9bo4xhloH~hSK;m5fVVkT-vhRA5dv*GU)+Nc z*cTFf0B;wd&zvg)RR1%NzHhSqIV2)+wDS+{7lhx?XcUk7w(Vt!8ECt!H)p4C!ZLU9e`wAKxraN9|2<3Onjg?yKujdJBze>Oz*~ z>hJ}N!b2ox#ZLzJZy-cil*p1%1;h#pWoL_$=G06v=`vKgDDo1eMvM03nd(wic?6|T zi=gE3?iuTXRz=Qo9c8ZMe&U7kWsKrdM)L0FF}Otcc~K?9uyE6#WY|v)rX{EAzt(<5 zk#ff1Q5uCZ36+M>t(E)LQfxwpIKAPHY@8$qj3iyW@!nDD+ zlHU%`77duPVytF$(;yP>9JE{rZc${QlTg#C*bzqikaHV|_OUyoR7v!8{0<%D@*rnE z(XUX;c7{`NuyXW*;#P~2_RT?yo~=q4Di?3L#`1`(<_^t(pW~+#h&Q7tHQ%mb*Is5G zm*!wvRWD8gy^j*6;rxSq7(G@ z(JPkfOD=6}KHveg$E|np`!wpi2cj`N6;#1TV}6Zf;bnG!8309~^O<=51cb3Cyh$^6 zaj0|D%%(%(@}LZ>7_~T&o_7+th2U7Xe-_Z3;O7h;h4P2SZ1^pM|1EbOup|s)PMD-5 z@|$HpmZ>+>y!EhV_j>kJljZaM zChXvBk4dkbyeq$~Ag^sMLS&R3lXY*eaF$J9ZD&zW5=oR$92B=Q=IRmC!w zhtaY12R4wxf!@b2MQEpY!aH_;(ornk^4ZavF3Y;1s9-4GvEzzVCDCe{dOR5g{XU_N zb0xr{O}xF&y5=c2<~n?$!cHvfQwI&w{KhCW(qFE==V9ms?fcHbIPtBGT+lI|fup%K zLA4$+VbrC?;GVfN!cePZMlqW!K)>Qa17!ZaIX_}807~9bvsv9@%0S@OrN!nzWY?#a zji*5luUwLry$R93i;t>zwf9EkHbLr;Np|R0!!=IY;8^D2(u#2`nc?<95beP$$#g+Z z-Y{fKf&6tdR&$aa)ey4>z(v7QD6>c<15tf_ODOA2pA(dSz~gtoGc4Sl14BJHg1|(4 zH9Lm2&w#g5gLfPdNPmD=+9xr^FV)apj@!6wb}DVTKl2+G;N~ z5rD_&%`CrIG33Zl)4s4Ej<{hl&WmY@(H@rth#u)ZmeyME#`?Z3&iZeHc8HwLJ8c0z zWgrp-q;_m&5{)3Prv7#gdYnBHxT_#L8UJfY^Vk94G(Q?&M^ItmZ_(m%rXdgv7=FEm z!h!CdHVE9+a8anNR4t^aQRK1cujb=od(Yf-4!hi@Jw^{88ns3=8uW}u;kTUpxCwo` zv{n9!wp#Eb((TP?M3O*+@fF}MU$AI?c|*FE^MdJhH2cR(0;DNTX26txZD5M?6Zv5U{Q~ z?C*Z9xQ5tRQgV4jA*ZrSWCy`^jNQ^k11GqYdg*7knMFr~!Kc-HXt*TZ>6g(Lp8~7I zx#p##o@)@(xNj6+tiQ^d*Rn)P3mW@84W}AGlvSsUrkiNcg!q_e6`13AU%D?$cd0J2 zJ%!8fp#x&IBX8mv!Vdx z=7d*#LQp4XIt+31y1w?xrL$G!s0UT?8v}Sk`4$Bq5;tyi`p4;{><+QHMsjM;a#r%^ zLv{7y{4CyvI_Lc~Q=}v9Pl)?h-i$IR;cb};WqnnK6KxJo~JRj3?K7tBFCJH@b`4d@*PV(Qc{ zKk45*E@dC8!z!LD*g3!7@cX5mO8N{yn`uIf3WKr2@G!^B>#so}0={JJz>N8jM2HvZ z8R)|Pz#DRb9u0i(;{<}M#*77{cl#0;c7kckMbK^t>MU3I{RTaz>J&MS4~j5}Uo*V! zI-&(K_B;r3!-A+b)E>x#v#MJi z4Z7P|@VMK{YS*{W#wnRm9+qwte>y8pY&B?w9D~7SJEr7_%vPd`KYZ73w1JCWK)!07 z5+PPghN$T3PTZvV$Qh~4t_)u-42wBfci_D1c^5YEAy^S@_OyjiX~;d7_*N#yNZ1ps zTuMngu}f#atV{_I+b?5n|M~sVko9|=OjS$#G401{HthOs5*qI<5-8(A<(!g?EJ+33j=7}dNjbAhgb>e=PK{sDp8gO|uAiSiZDL);A9K~cy_sKi z4azbUp?43S6%8#Plt>Lcp{*-TInQ%pVNE#GqHlRz^YLt7!;sW0F`?lhl#xD@f__gw z53Upr($BrU8+c{;54h_(hy*W@Phau_O!q+rhplIm5lxdE99e3q$oEO^O2<)XU zma@wncXgko6LPI_MpY>|GR6XZzG_t7H3RT4SiBBJM4F2Sndo_uZnm<1B(i5Wv`YS8 ztpEn$m6_d-8ZttGAVG?`S zq{s^Qgh-eiMb$&<-pxEyJGE>~gSL*s#VbJ_?^lp&{hAb#&WwN-VzM}5B`c|B3@bI} z2qp9S-F(ZoZ50bf{Pq?XG1HeprAe07As2%&7*=_8`SqcJH@P6(T6@SVPv$or79uy!D|onCdb*CPv8| zH&v<~>ge6pObCFR)OOz7&DU|L&+KrYw-%>N+D9d)f?j?rH6+*1LpfXargh9<$Y{>-M&$Ii_>EDPQ!L7t z#!imP#k#-0?k!tgJ(Li+M{)8w#?7UbbH7|RfK$Fkt#QxRZ@JUdnxrsP_9okVzx}um z$}FE=lLhm?`*)VZ)?bynnYyMKOZGIW1E!~Y)q(0$QDYq)S{H>gW^TT{S77HY%8Jve zEZMXEvNwld6vEK^-c4#yjMXEPKjk3YJe)hHh)pZDgb!&ou27aWO~)u4s~nLEI`1Qt z^FA<~aX_(21!z-b;5jO6#bo-D_l|Ji&l`0SC=*-tXr*7FQS3v2ymfUMLH~>qgG$;% z5ERgj`CHQJjsg=N=9wDkFk3Tfv5kOHod){a{xi#wLgC!tog>yAqh?0b&a8;CeDrClm@&Cz;H}K-^WNo zqlE&2dVulW?oM}6r)*u5Hg#Y<`}*dPQv^}$t?xMk|9;Z}aSHwVCp`UMH8ANJ{~b45 z=<3G8!6|*F(jH~?`o{}F{30O$S^cM<|68-+{}rs$F|z(gfyGJ5OcqH5DcdLpzaC-B z4*I%((loM&PBVRQzHpG&4PO^oKP(vxDzX;dSl2i?XzJTYC`{HS9fr!qy%LLOtmbD_2;u_A210VqfK8Mg62F$hQLI<4F+te#+H<(8s7_JZlA@%|7-daF`k&%VQURuXG(&Q;oNhE9`2rQk%R`ol01c_`mh%j@_&&(h- zwmbBP1!EJc^ent;q- z5iKPB0no2(t8CDerK2*nlVUiA#|DZV3LROF;33@i$2^AK1u?PKsR=OtWYFD;9f|B< zgU8x!TL7Yq3l>0`s3JzxTf&Hsb?bmwCPyIGby8s62J|YHUeVVq?sY1wQs0d)Y?m8W zsgRn1Pd^Pl{hrBh-R@J>Kockp&EKpmlKqUIoTq9|k({cX^=3&SxJ_ARS9RIniGM+oZDT&M(YhoQ-NhH~8%0jeIoknA*zA2fkPu0w--MJ4DdQF5 zL*XLqL-G+W8<4^7B$tS%AtU)FQXs`=FKh~{)K<%GGWUKsC%SMN=BCq<2B&pPNTxEk zOrx3=BL6MWIBbVqKFcZ4w@8E!|3IAHxho^!5T`eyx!xjKC`hR!nt^ZzG;Q0Rw#DeX z1`vkDi~Jm-AK}P#h;!H#9iQbdl;3bHN6JEvMVzPAMY^EhzXAsX4(XiT0=C|z`P{=I z%7bE{2l4XDA1S|$4wj7;Wq;|Yfy^suam-M(i=X5u>GuiShWo3%CRm_;yr(e?fMyRM z!8eF{8(yP)0;=qhQoypacYIx4g+~$>r9cv*k?`>yy;|_lk*<)Mq$K$sUM71)h3qQ$fq*t( zwY&1Mbyv!4Adkl2DSh*ng<^1@($e=e$s*8MuWPQNKm#ZH%s~Fud2Hl9=)QXH+ZZH$ zRV1F=GRo_8SsQFxGNf9>0EbY^2FiOztY;bP3TQI`e=HG=#TnIvJPiV? zF6s&%oiwXjG!UvElE>U_YA-KUs1Wz8;n?fjs1tVb4*Rr)mo$<~U>WCYXbx?HAhxHp zXJ-r{^LRRu42WBkcyh3AJZ)A6nr)66h5}>7FL8vzMK{rfxd;&9h~gMKC|6X-52;(V zskw`onA+`?o15m3865mr?Vi&ywtl#^T_51@@9AP9GBIY;X^_8kqaSF=BrS{Mb;Q&MIM~n1dK}c6uR#(wn*VNP&_!lfWVAenV`rnHA|F0p4 ziHU*k-{W3X8iXp6O7lpCRR>g()VT1~e0efnYu+G{v}S&OC|!7XIB686zwc;w$1ndV z=oT|WFe9BrAu}~WQn>=VKk0*1VbUlgrHCtosdOc`^fud8jDH)uEH_Utb5crMX#RnUH7ZcRKsz2#YhpyBjshq z&+$PJ&YuXOJ_o)4w_jkvBOs#1GTGPW?B4rtLkCNDdvnp26h%hN5+ZMI$}@>8lHaW% zA!1@+Ae7&N-zt)&m8o(n?V)2xOahb+`Ue!f0r| z=MG5zE`f+t><<+1D;_eC>st8QIQsUGGf(p1i6bK-<=U%txJQ}WxvEB*tKAm+)}H=K z3J4HK#)iv<3=a!SWik?%wA?+sE$t=C7)w1R)6jtq&(`mp(Yu3OVS<_1);YawUw5;Y zyd3J zU0d{6K)nL>^KwL5;BRH)&4VtNfp2N!8;yY{zIHDqX zFZqYTacI^{`Jqahjw1D3Z(a`*Spdlc>BpdJ?A_r)WI$^-*3E_np;sD?Wmv+UrvZg{ zmbFKPxI#iqcw_aJ%Pg$Jt@7f7uUVi#Dr020?1)yB#^MXyEanz4syJWY$axNeHi56` z6Ru{Eo0hMPSjUPmH?iUPb1rROxC*O4G5F%6f zIbq^p+qtY=69WIKM+Ei3o%O2c4CBplAW)Q4k_aY(c$1pubRV%6{D;v0qU@czG>g_{ z-AdcGZQHhO+qRuqY1_7KyRy=@^Gh42_T60P%zav0f1vkq(MKEah#v7oGk}*rL%(FS zv(mFBNh%XEElQ&gc_UukY38$b;?m-#qo)XR`F0J)63oT&Af<#dUT$_gFu0P8;xWey z;MH^_50V0n+z_$vh;3Wai|we!n|DWrpEM7o=KnS%cl@%{Kg80}H)>t*eq$s}_dad3 za^0=qbp>ibv-6Y4&qiL+B7u6NC%!FMBXu719IY&F<=6tR$eLV zg&8}9bLLm|oM!JYu3#fWsNoFAJ19{a!;)bU-W4l9Oy7FrohXENnwdxyG5&YfDu$g#_(*DF~y5ee2`FVQoe~HX5hDAj<{(4*s_EC#8fd&PClvWG51e7r zboQ_t=x;_~Trz`@VpR7i5L7&&S$=*YA%6Z@Aw0a+W_^l6z92zjc z;)CYB=IWj{@Hbm-M8~GeBGvlSKMkgpKDtFwUEXp#53|NxPlT(Z zeBbQ7tyvDAqfS}>(hNnR6y#aR3l?#RA^j$!v}lD|Fz+|}zf&%^?jLt`IZQdxIPW3)4*K*?p#L zg{tO3?cq=dNV%5aSuS!K*8TMp9KhnP@{x;S`pD?dT9a5nW=65)aAz|I7VPsZL+dW@QV){W5>^6g_H zjF00{48diuJ(Z>ufJ=ePC!4k1Bxn#aTb5hVmYW$VVGt1hAi?P?oCi|X7B#6kf6g8A zFdqL_tqDhiE-;72fp^w`iyNP#3UIy}ah~Cs&pgv>yGrBWaA|Je1SVq#nF2v&{JQLB z3{)9}8x5Z@1TexYbkJ?)5$JnsdOi8uZ(gJL)9ae;B96*NT-zUR%kOkO8A-T+K@^`( z{uaZFdQi<8o*${72a9BslsqWD2?|s7HMmm4g}ch(!B^?i99y5&2nfn&P+u}EO>fl| z)&^majW`vAS-Zl51L>Qo-|ogRJ96ex{)3F1!aob;1}B$#t^0FNKSbHUwgoX==2_ib z@Cb3t*I@KJhHS6&m-ie9Fa3-jPSJ@WXs&+);~^uA`))`LJ4Z32R(8~L$!(+k4K{&$ zo{yJ5X}!YiU#s<8N;95#o^#O@RkfVd-1KR;);xMk3qYY&b8Z43dz^mTOAW((4vXpX zY733P<2pvKiC)zuPx}s0rQQ3|hoQXtcm*oZ3iQFA29;$n)6!0mXqcc)NEu0h`?6_? z!F2WD%5Ql=qi?3I-xG*(kUS>he)Hfvr?P)q`)P~}M>|Qjx1!pzCGea3Kl9(ta+ZdI z-Du}VR2ukpLivnn^MJ!5@+_Wm_DHZ9L{FN?Dm)1g^jYt4o|y+q#$)g$1b(v)42Pv;uwCy&pYc>coP=O`D zFIh(}-%9K)qzje#!#zr;;+>O;VC~rF_H8Y)F)jn|GBXt!Qms)CWm|&rr}SZ`lZwu4 zD)`Ee%L~^88)@5(xi}4Mlcl{5S}DT)>J;Z$!yN5GmiZ5hGMluyqo}Htv7Vll7hHr0 zITd>m*%If8?g;Cnl?BE7J(KoLdNIuTt?Tq#SsuT|@l=y(>(eQh$#QQH~SZIv>`NA^+-7^K#mcC=E%3C~z z#I`Vs_(1hn-1hGeu%x~Phe?=N$UTv!RX8Lan3%%I@9_=wk0|_VVB=0%PeO~l&%U!< z&sL}bX&Mp}5X*$E^Y2$jvn^hDjs6{i6Jii~1=3MRdFa&vsXNg8Y(e6#BRS@_#OP!p`H3;u^q(xA1;YZ0bKVU=8yah=tGtscF*6Y_!`3u4LEixM4uKQ@RX*Pn@ z!DuG0K-V+AFJLN}qrRIkC~|Cm0b9i<);I@p^3~&Y86aV_1ctP52+FDt z1Udx_H+S@5_1h!9^*bc+I+g`NBwsQ{j>E6SEckd53mKk)tHYx#^n{J&gl&UingsHM zdI@jnCv&GI-fAOibNuUE>N*s$<=OSKF@{~0dsOI6wEDGM{vqP2XEjDeR&lsi=Z;SP z`IxnNhk5EI<59JE9;YkK^e2^uDAIhaB<0eTj7-;OvoeSJc`07EaoMKCFRr=$Tcijn zz~8Lia-H03HbVK1%3T98W;DXTogaesf;ONCq=D+`<|{Xfa~!dz9eS8OreY81LEF zeqvFyps(&pU5TuGEUVai^KFM(YL_RJ{$<@(axx3X`5Ks=aJ zk1^XjjDPwtx#_DR*UUuLrL?ooTK#5X2^;9i=3ovMMOQQk8bMvH!D)}xR}&_@DXR;} z{QHvmCtN%F9}SzqPYHN3TNsshw$as94z;$#v_vA@!zH3Wcu6t}ds8Tto^U;Agt{IN=_58j{>rM@)Q7En40a)y!#t9Y;?N$s#}!eLMA>>F)0hNrqC3ql5O7eJM0X{y3UxQ6H0a%aW-5 zJ7r+$O0zdDtxhjpjda^#3ItYB9l&$o71rG#xSUF)kZE>}cAd~Y8@W&pIJKCBugika zTt7dlg?;1X$yRAtaMLLe^-mF*?X13ignat<#$5gT>{fCR@@MD4L_v<6EoENp?X4Ud z658f#TLJp)Y%V$YEQSO*RuBMKR{=dSF#|js~o8+9;Iw5COLb7%6KcH3);T@Vt z7PeaE6Ne4r7S|PaJg)XO$N1koYreGgiC^kJgJ~tQyq|P%fb_(~%si_m z8Wt0bAerfu5n$CZCc3{&T#^f(2yECN>PKBy;0oW0{&sfVNnCPn;jG>t;9{OVU#4J` zoZ@0Z({Thp_OO&z=lis=R!EXdgU7$hA#~6jWvR}2iX_`B;uO9NPwi3UrhHp+N1vSw zpHwAIiBL|+CL9cq@u`CRFI|jVGKcTmHSl+pmj0@{9i#xh@z!jeLu;Yi5;536V%m;4cImeW8>_h1ebH%reHv&NFq*(E# z8Z?2k2d*7T0-EvC%srMv9$8;ter-Mj9RXX45a{}M16g;B=SdU1Sp7n36M37^jx)sTzwm>s!WJ< zzN)I{BoyAr(%uuc@PIwoKRdas$|2L9tC3$$vr0mz ze8cp6|74Gi**ppkbqbT(U^CkiQPCb6CHsty?(L8O*1^g#7AqWP4Gwx^3&(bWeC{ScxVSVRC41a zKM)k$&?d8ATV7Giyyn0<#Phc-JnK33IY&?={1+Rdq~PS#qp582SX$6UK+I5d9}`m^ z^ZXiOy4ckmY%YJ?{Cpj~l{$WO9TYr*%OZ6v1W{3X4XK7hEW#ucIMeKH zqtG9z1)@PnZ#PH1J5rQC4d6D+P8Y9E+&y@#4LmSyUy_3Lk*NCP+m{`aJn7f4W*{0G z+mZ(=3WfRel=a2aUgaG=Vj3{kYb4iDJIB7~=By`r$25}u^uF-2okGS}9PA)uZ2lpw znmLk(Vp%hM%(g$O{vXY0fJ>UC+&9keV{eu&G$p0oUd#K zN!mxl#d(c+BPhM(kYLZx_4?}|PrQ3LWKw;Wl{4S4LVz}*-S;18z0jT*M>2h4`F_gl z-i-oFSP>qsEs=%>3H_}=?AUQo$i2WGNVZUWF(WBl{y?9zTq8>xOAzXlLWt9S{I~4G zo%OGmyOS{j6I!vAzxJ$RN&w6Nz4I1nDpZY=;jyV;VJ;5Oy)4Hip$XSWM$97-`12=j zJ@qzvj+a|76&0dWODFk4eg>XuMF;EW{(}KCga4xYvi*lo`2U`~WBLC`%8U&RTc5Vt zqazdn8l8-W!0_O@fgrzP01yfPZIl1FJpJE_%bYBX|3h5P)rRmy8E@0q(yz6G_e2WP zYqHT6281GWhoW~eEn~jy*mYubPEeCf_G+v<8`;?&3Ilq%fP|3=qfjD)wnCE<61155 zUVLaW6Si<}{9gDb^KAjK?sHr&Q$P7yNal8NQKH1%t(WW&5MAJM+1ysmnnuJm1nh`7(Y+yjW8d^ik?%i^3&`gpMeh|rezf-8l-yFC0OYhAjlR;PY%~}?9D9c&l1Yk4u6l!qulRULbp1evD1Js;>KSSf z;9*?h20}67;Kr{S6W1thY1!d%;^hX&jguQD*HCS-+3~W2W=G7804B|iTx+_v_|HIX zh&rKkV`+vmjb>}kwqR|@I$^bg{6j0omkm#A;G*coG&2$#k&D14oZz5NtFGuxOhHL(j(0Q=}NTHH&6L?8{BjfGv z?eZR_&MtQm0O@NC<-5J#5AQA@;INhr*CyQ~&&};e4qtwTuLb@gIpBEh&22Glmqd7z zV}ns4GNn8vr{OgLno@p-3M_QN&zgu(=+j6%qcQAWc7f_N<}uj^d}m(mnCmgIcvD!ac7~n6#9ADiF$%)Q!$5s{t|Mh z2px2eIuhyUWTazKC`g+|FAB5X0_EiwfJ1Z3cvTvQ!XV@{tCvy zviwou)s7s;Aje2M!a!xdb0orLM$$05P~&oy@^>P#vDu)%5-$g8b9PU-4n8Gd@Ds;p zZoDNq|LV*qaRPei_gwXXf zRupuLb1uPSLBbR=CKy+ulp)z7 zL%!|Qhh)(gE1vRZ?G6j>} zQozVHobjC*zxVL_l>lYD8>Nk$0m~w5Bx;WTROC5YF4-`c6~UBZDu`HXxIn4$*(EVj zKfVnRLa`^+VYf?0d65^rQ)`IgDySx!{>zUHCOJwuflh;3NSV6X1ZwB1_3IV%ADy^) z0rn_(YyZO%TNlAXAc(dF3ARniJ~S>~JGRJA&vBE4NdV+I`GgEaEn2%$ktI1~h16?N z#{xI7dGD&8NB&rU(UYUmo?6V17)={pO+!Vg>m^yN7G|-43Q`1Qaj)E@5UvE<@P}7i z5xpmHkU{iCKXM;^M_rph9}g83A0Jf}Pv5{mPj9|}XCnpuxfgCtHja-{@ zZC8v-1SZ|%@3AGr48m% zS|9tGMUs9wR86Q1Tu~Q&#-Fz-8)dh1Dr>Q-EUar5IMOAat(P{@h9C(c3l=aOQgFTs z--}mFIAL}bahUwS^@l`2b_haFT;164$wj76xam)EP6S`P2#ff^HdUr>W$m#=zYkN# z3okk{cHvHCvX3Kpc{0wXI(p(aZ29fD+?$fUS--aazMRly;ugEyI2zw4YY)XXvS$aI zbH$d5fA(BxME)#1;WXoZ({5ii+Jqp4fcr-QcB;2Dr1iR1oE}z|?WQxP@GD&>5A0kl z=(@Mu`t~o{gQ<4316RcepmZ5DJ8JKUP+-_zA_*S+Ujo-B{ZTTs7-fWiUp@tWBXjPY1!f=%9l!)0 zI>FC26_fHjv3i%hpUvJJ9L*9)O)MrSkOpu2wB9kgM-VdU!$C_prE+#|iJBEMl-n`#R zIqH=N5tw;=TA99lC=|A2~2{=ZXP3_9?lNffm*3lR#?i~6zuD8;G>&Y zGB0U1A%LqA>W!9&UdL*SC97wA++0ahu&dRB1`@x-%Yj!q(Q=EA1pY0u&E=;Fp_+8y z`a<*j)4@X?L3j7Z>#D$aAly-7jAV<(m7~}7p%SK%w$rmwyngj)DXw(v;zG07AXs6; zKCK3q`|{lr2z%}GlZ15E8*)?BsfSh?RAC$S;oGq;#V3AOOf|5k12vTkuQ-OU&+`{; zzST|%nXGA`=&nDq>jGYRVAWUa;tk3)7nQP9K{Oy_Gt1f(S9b4}DXr<&zkLlAeyJ2U z$X2c6<3kWI3(ks&@aW9&OaiP$!c67~x3O+Yg~)@=@crzF?Oh-IhVWE4xO?}giCrrJ zC_bM+>m16o1mE(#oX&#z(9|-@_TkTkagNsNNU@xq=rLDE=~Nq>Jw;GURTWZ9RW*aK z@P!Y3F>K5sJ@SPWP}k1-yNA>&v41j^Ah~mPQI)=!tWl%cF}`ONYl?Dc^66Uppr>g&(xSW0m;_Q6wWcSF%si0J%fhkcokG|8rjRZ!Iu3}tVpk-D^N z(C^<(R!3G7y}i1Xqa~i~FfGKsV1wDotd}P`icX$-lxm^DWXUyDLWKSE%1BPdM!c4r z2bHI`Y>g8gN9(1gpP-_)D!vN=5NlYdD$oDx^!D2cP{-+Xar>PX;(Zc)gx><*yr!Sw zl^OEkoqQ=Z_(?C);b>gwRs3pQq?I0!U3o%EoliE9{HzQ6$ZspiW)vls5-C44^22!? z&rQ0>;YUt5_mvN#hVt!M)dyUx?FHS_Q>xX;DjDD)4^UXH!K8o zKy(C}m$44k8>8^~%!30s)jb80sQc%pH5A;o%z{>F%ayn>Ff>c?k(CjFC`Xc*MiM zRTTA6jM86wLmCjM&r{NqBZxA~y*0)qiJwL(2V*E4a1CbT5S>MzRBW_3Tgcqw3gf zj2G8TDhghgbS<1jMKH1u<8`lmxtt+Lq_bQeZ(_8xq_i9gCTP>>8)UGpcXM^*Z;A(C*jXM;ZISqyCs8V`ZZh9`a2K01=Cnwp+KPN z^G;-EYlc4?GFKpC0*rAvp}5uedC*&y@nH2sVLeav1GTcocPN9GGeCqlq&fv!HZiiF z0+9Fb*=86p^q-rxB;6s99P3+Khcevd;3^Fb<*o6V7e46n#Ngkr^UWs5_B z-cn9s;wm%hl`UD8Rpp<%m~|-=va8n2sGlQw<08q)*^XVy)w_awAl%nLUw7$&QUjSnAf$ZR z-6oc?^)M%w-;R2+g+jY=AuH({JaZaM-=NaCtv)I>#r6h}E{x@UDKHFaqhMv8HQd+F zbScow4xEn`<-AFAcX$FJNYvU}_KswMaaKU%@k-@`iBsq&p4Z<)0+WRKQ68Ej9KT0c)%;|8hfWTF~w^S;<_p)FP)akrKPBH-sIcV$<4gx^iCJkIdIdtYhReOwad zf?y!m2#gK*Oe7GTfPv%D+6EAq8miLK-DLJ)8I8+3kBVw>b1e5FoS?+JF;QFO*uRFV)_Ixm3k7y(3vU_T9_lS z4^F1+a23#n-VF}P7y>R>QdyVoCHC5o7PU8RBdI1O&6A^>kN}w@%n@?X>uD#CpPO2+ z_&FbAl<#nX_$vdL*bk&b#OPQE*IG@o3RA9B1ak9&{V=`aVg>P1woFX_)dWt=L(T+M zp_W1{l9~Flha#zOC@)wIO!+PDxG;|ki-;8nbOHAQ=WfAZ!2E3-`anNCD}H}OwPdZ5 zz$!qdk(ZN~R%WPvqlwm(^6i*=cZA-?%H6bJ^)Qm9JOZS`yG%UUQQa!DmeL|e1GqX^~MET&p~xtqYHGPqQ@ufii`tb_(}I+ z;^PNa6++Sr5))QXcl1?}-i< zmO?Qg%D{qCDDcRpqpW7j+uYb`F$G}dT=;1bl$K{G0omd%gpAE(4CJDI65vbH%QrAe zSHh@WZH`Bi@I;3xGbn8NvrG~WJB~lR->e89BVH_T)l%QDEbgGdr>kqQzUIBL*F|M; z3v@^WLEvBok*bUFuxwfV_)_F8FYYNndWpPU=PO8(op`v2$a;3yy>KG_5#$XLqy9a) z2$uFx`d5Hl6Mc@9^gV)eQD)Tx#Db3#&?Q5ub}@z7arB}JctAxeL2XIHb6%v;0wvIqTkp}%O7 z!-5a&`>VoRIIMTBQ+lz1IUqABGBq-OjmBb6iI(NY$6SbVGG9{WWmIEaVI%`HuouIJ5 z(H`*)GQ{a})SUj;E48kV+6>LU_j&WO!F-+Jf+4(t#+B1MuiN2cDbFnkNY-J_C}oRa zq5?+nj5GR88{#}`9643o-FoaQL|3aqd6+M&$w-ch3?Q`OZ3;z-!`No&xop{MT{ZmV z?M-RggEkwlh4Nud-F(SvSxv54E{`0o!jfpsMDs{=B)H|%ww7KX8|XcDOeL1VW4Sv! z+^^3UxEAz*(K)0phd{}G)$?DlI*wC%E{M;u;Zb#Orv!Mcevo9GZG4O1y}+b}>g|^zdQ?CYWKJEpR8*{VW=@gn`d_cEAW!Ud?>gsODyX{DMz}(^XayA8 z2_5j`Rj28SYyKM;bD#VV_ADw@E9N8vDek|-R%Pls`g3Qlf*R`fhu*gdWl7;9`|$#7 z9$l=7pS_!K!uNXLk~8BO;nIo9!M4j`$I|Sw2N7G2#i9mDKBWx<u<*xB6p<|NEL`Q8u~kJr5DX&N_V`&ee}kl_fQ?=g)$|ZHXZFD8 zy%0YGuaFvIVibGJej-O`dfNce##K;*JP_>p6*r2n*cqN4d$@{t4wUQJo8C_Ii(HnB zMTw|kMbMVbpFU~4Afp1GaPVg3R;Aqozcn4qMfPqUA-(PPMvcL6TtI!b#J8oOg@7p}a3YN=~xfIO?Cjf!Xly6;T$DFLbVhi}`qoo+WYh|u;4f)pam5|Uc3TrG+AIplM zb_D#N>wkQ^zFygN?=BT`w(kt`KcVrH7`!ApR137ugRFd#4(*he)IqS~)TQ)!$M;ny zba}sGgOjWbh;>34GMTscITzCZ)o87b{CzE{3KAdHt>)f#&hz&)+|f@zrnACi z33ESu>|6j}?kOxxkCqV_d&uA-;oVK*(w*;8zb2KeAXvA z3zK}fvN;}TjtslwW4JrJl2s$ptD2^rGBx7-u~U+<`=Zz|5SP31&88BURofy3y7v5Im|kr38l7 z;=~r>C6Yn!J=mwcf%EL4eyQdqo9hB+tJb1x)3(B(&&yPSM4j}iXkzSloEpNcnO zQyO+ev?euz=2FDGgxok;xT@Sl7#Evo+vm|dhKM3c70At(m>KOn4jrzHZt0q-YDZIn zc!XIx1QOzX{a3k2e#V3a?Ja11v03qbA*umb0Ylkr4B!G*tbOCvBY4apX%pc;jKcg> z87$o+-n;QQ-yxTn#)3H_bhk0FnXb_F6L;qakq~C! z#4A1EF4eCrN-}Mv$9^#KSfUF;)8dv&8zvoCN4wQl9>svZ6Sa4ZU0jxEhzyo_zS#|^ z=`zP$-O~3R*%DHY0EZ?*>QF0}Lk*?4rdj5Sa#GcGHtq`6YBwBI@RY`1FjE>G?L^ZK zr$u!gRrM@MR>vTg?Jr!m7!j{(&`7tDyJ~GbauWiU+ z{>!2Np7M6U$19}{4uctchFr8RyvZRjXm@x$H9!Ra-GAk?6etB?+9WF0d0(=ce}!EfXfvt!T~e~p988KJ3A$pGr;UsT4vZ~YKP zMF=*;Uh2p)P0>4Gj@lteoi#;LQDpuXubAZPxvFp*A>LI|Moj)7>t90a>tHTD;~lV_ zB>&9s(s_%S`0mrRjz2hQ;qvY#Um7J0uYuY*OtpSUEP#R93X{ik2I>IL33lE29+&hi z6+%5&^(g^k@-YW^*D^kK?0{IKV~oLKn7?WZR0SAo^`8&AB-?9PENwZnF27<{pkI%t zcf>8qgg~Ei1wCOJ2FLzsmg^Sz!()7TQ?6xX6GSYbd6BklM6qH?0sJ}0mxZqg&we^< z+dsaJVvZFIEks@M_*{=;Av7tf3~?%AWZ){$cA9q3#nPZuQmDiU3?otF1|GUR>KJhP zFV%$W+qPrpjCM$N`NsYfb@XAplno+hjRi6~D=Xb@Fota}KcXE#o1)v@g zhIE2x*tBz#=AL~{TO3XfVxihfbT4}hf@O`mzSGX8;>xoB|6)Wpj&+0d+{l_ zc7(V3I;fZ+cFiSlo?=nn9ddRr^~b!UB5+L*9NO}hlOL`9A8{!p%J^vD#UV=)Yf@x? zf!VOQ3UD@QsN%FdOFo@jS*h$@f_4yOCAEE0XU|Li} z$v_jcc;Tx3%N0s`O2BS?!%a4+)WpQ!ow)xJW^J|S{^v`kO&B_J{i9}VdL z0+-WF)OfYeB{SRDask)6K&MKB35nXFsEP>`ylMSG* zQHBs|XbqpDE_rNC#MlHU7H%*eo{$u%DO6n&ctnJd2w#{c2%j)2Jz+>^57QLF#N-gd z=!)DbGMW8mr1sF9Ja@!yN&e4cUAOFJs?(B{e@W)~c4oH+U@I5kd+K{SHy-548#%mR z!{d8|sYR_^W-G&8fkySO0mU4=H*rVwjtM)&GDidj>Cv1XZ+zH4eU9#vLLfNm)Mfs` zOU7&FQT%mgmtZiPFjAxzY98fM@E@i~uU7H4J)8slO(0xdR1nt^tp)s@s0HaAWW>=k zM{RdRCN&}KPY80QGR=~@9ftj8n~OkYmGX47Ov}i#-KIM)PM!zKN2q9*BrOFEn==-X zvUH>?k&~#TX+r8%U92Qws%T-0XbC0p1o6K*nqbOR$z|*!O}Vsc)+k}(ZqYI#YN^&7 z!(Ho2Vd_7UWTKtQ#A+xT$W(XIb9c4}X3CXh@Y5s8rQ*`0WJsan)MU~v+RF+_$*squ z!peF%x+8guq%>&=R!PG@WW70=iMg(?d*3awhgQP1@-nE2*22Wg(WcOGx0|2=54l2B zGGfq?c$CD_$MH=?M^Sc{?_mFMP-Bm0aq9t!XAJgq} z&)!y5nRDPqBZ2o61Am*Ch|xNqt3`kXij)suZ>QAa-DzybJ!vO5f#EDyi$g1hkADVA z8L|VqKBppFmN0nndk#9^ljYD#XrC>Nnbcxds3_Z^0UlnTy^-yM8tSDBG9$@q1V2wV z3^(r$*aV@kT(c_1xT{**z*I6-qqHo;O1o_uTqf88Ukv(xdBRLMG=r4Gr=+A%Hy8wCt!Z2hcM=u)3WnBq#64t-|Y&~Z#h=OowO)=H13f%x33Vqmx#6y;DJHD)?|H%A5ZB2 z_U2n-40to2sUIBw0n@Tl=1UICdR*Bj0)%=X2jKL8di>td zzO)`E=MLxB5!}8puN^C}{kvZ}k3lxzZ5309oCu4m|KSVFyZw6FLzZ`NVM~-PyHT7iN4*v$(GrVo>$s!~4}^0~n8Dwm zY=thb*(@v80j?)Vs??JQXV^^bQyPU<%Z7o%NT@y%K zx00@Q(CwfL7Fx@E2)n_=^>2n79owt^3HR29sTDg3xQ1PS`Rcig@#)|k zg|*iyr48ULI;bua0pMS*J?$tog16T>T#83X>FN2{n>(W|J}|;`r?boLOi%*`j0ll8 z^hY>2_`ddDmR84$7=TJm1?}(X2I)BNu-8suF)n;1;f1HU*-aLZ5si<&{eLXAh>)B#w`dPyj$=#DO zZ&LC|K`Bu_%=LFCBp>9?vDKyF78{zA5SlblG)HR~7qQ|J=8t@V))+(`ySg5RKbGmB zg`U9A89Dcomn^+9lhTw3t#v)o?Fk>DZqHN_Q4YlA?$MuY!RWnYj1OoY#y?6|S>oWI zF)!g1amXCx4osD?k%LNn3p_`eeX5w;6E(EHpSuDWy}Pxpl|@zVNDw zL41nkL)^gtu(}}xVxMi>12|Qc=La{A863AoP*VBHV>RPuCCk!NwC z4aR(i6;}h86dE;6z9j*SFyEpk4a-I!=ta{FO-ealk3YlCRGfQH#xwR-*56W(E&fyT zT6Xd@_$@x+K8OKv-Ow?Ot1?-?PxTYFKQCSk{Fx#pB6R-McTUAy-~gY6Il35X8sHba zbO(*CphS+S-!(~nOGgu+X|fTZSvI#tLZhC%)dAqW`szbwrDAGXc^?R4<}s!=d8 zH8e6ZG&M!_n4YI`qE(=qo0nsAqmh)Pq_18|{&i}U_MllvG(U`ducIkm_lN;fO$!1t?BP#1IYIpD#}tp8Flstl42=9e zTs$=}H$h2AeTl219%r6vBJHnSWg%^?FJ&%O+Spi_SDDxt3_hU+t>{6OQi_gdadN6f zm2rWUb%ABWeTt!qZdPWILTO2ALrq8{wrF1Ut4R#V7G^|4&@mw~J~Ieu#P}c42DnKT zlbq$^6AiHQP;88Fn8&vpe`T~o@+@*aUMpa2>+@ZM`lWRDHIWbP-Z!-yyero4Q)BY^ zWZrg`ADa)Mxuk&oSn}ccIr$1>`f=0Hxixz?op$Z~@>}Peg6sS0-JYb&!^PRulo_$y zcBk88>7@7Ge78QveKv#NPMl-h!@mt{dkLrOg45c6-sHN-^3h?vVeI{cuQ z@NrzFR_)~p^ojdf@ZZkqe>i{t?=Juo+kfICYzznBaSdU~f1#B88vbu<{>Kddzdifx zY@GjNHV@N=5JX*F$pdpoM^nNYZ?d^DRG_tF#g<_eLJ13eJDKZsndUm>+4T?<#llh| zPPE(-_xTtI99YGe+da6!I%qejbI@gwMbh7wO9-S4LV-E~A5s-D%1Rs)4b{lPypWCc z&TY66+XGr6)=c zR4~>+tqI<_+M;x2I|XTqGL;;a|KP{gWKZa=(b{soa$3qO|DYA&+7h+pwv}*y#i#O| z3)q#iD?KXd{;E$UZiw5J=TzYRmAB?-O?NJPR;o+EIhOZQ)KB3!7I{c#19>J@Z^*m$LGOAHo2g>aZlZy~FX3|Md#m@<2MG^IA zhfBbu9uzwzVhd;qf&%cz_ZNHB4kW?yvnEDK$;ZT{zAoRGA6fMDr#adw{~yZUDZ18h zUDl0l+jcTy+qP}nwryv`wr!8twr%fR&UN-&r?q|8ufBfyS9`1KDG#}tV{}HEVyluU zo|LXUKU%$iU(#ty57Rihpj_(Q5#Ip3C|P8dxXt!jR<5$(h@7IN$t`u$j=J4^tklGK z0eOedE%bNMK7Tx{ek#J(6GysSVJDW%sTLAS+QMg&d>s4jV8d2Qb{V-&Br`CwUaov? zZ~j?u1Yt<^o;O;EnZzu4LucIORRzMkKnqDLw3YtBr*CxQ@veHfa81t`&wy$fa6s#Q z(-0KJ$%|*g?0rjBbFW_5OB`o-A)9KpQd-fyrOL8~GQh`x^6Cqtjru3GMBuU3v7B$1 zUn4^`MLAI(Z+b5Sj)3*?GpHg}Q$zYcWM+>&>*RXnyfm`g@;yi9bfTGsey3V4envFSELhmSc!@<)R3KlvWBiP=l zjio=r@+AI+5jYygc=n_RF=s0Hzk1I2T)Uj=>-gB5WTR=5+8?^wtQME{B7Unu(qkKir+1-{iatD`itXG=*Px`9dRrMcf*&Oj7B zZ)TLllTslEeOWEsx4$zZ6c^e38KEZm?s^CTC}MZu*sF>b7J+_AQ|VJ_;ZR483S?O& z;Ax)3P?f}bTacA0^L-hSrq^KS=*^EbHl#|P@Ol@&LmCf2+DU?HT4HmNYe3l$2XdF= z{)2jEMvg}3^{R7(PMS@Y#kWG?L&GtUhC?YrD)!IP@}ng`?`PPVsXZG*ragyLE0W)R zJL-%fj;@?oL8^wsTIz#j=*`j3I{wvU6i-xt!_Cg#y67JQ-Hn-^^(hWC_F-a44}86uyq9!pa^Njv-)^ykJCj~V+;YH#u6iM z?8CgW@bZLZnIbFB?FwbK{mv5AG=T+Jx2Z2_fyZc zBOhPfalVk)g{CG#kLhC?>lgc1x<=@2RqRp+t`kT8?Td?DVyo$i`Mgv7y04tDbAyAm zqi#)Zgfn$Z~B)wezU1OJQ^z}b{&S@gfOHBh+WXD_#ut) zf*+(-SGeuH1ML?1;NSKKhCxP5_sav0UY8tmb4%gqAaZ;UoUH<>i$?@2K)VL%4b>Bq z$`$L5t%tAbtX5lRTNmLHwco=%nlRhrh5BJJ%n+R?&3~ z?ULvR>Fv(Tb4!L;0lY*A-R=3Qm6X4QNDS5NKToujv4PW={O7Kk!(lkfT=W4=J;YbI0+mk~Rjn#cc11t&MhCsV6qlA*&|CMI9`6vr&a{_HnK|Wwd#H5w`fGuX0jx(U4Mp7?PCWOhBxhLc`ge9(eZHj}fkS+vDYxpZWN`p<`R@aC8} zX05B8>ck~W>)*~RAvKM8TfGe%5!7Vm10${%OhdmN?1bx?zr`=R> z2=u8{R``9>S4`ZqelL&a`w*N@S@f2B8=PFT#p6LS;!iHzE1~P=i=>4=9c?+Ae~$8? zQ6+&i^e_fw3bMLSGcnOmGP`h(cFSP6HF1i{Poj*)m>lCuoig-Em$k>bycO29%oi~f zaWOEEkTBG7=U3Hrw#wjXZs+`>e3$!C4E2Ee6a2=!o+p0qcsEGH+*AP%;e8$_r+ii2B#FnsDme=MBi z--*+w1tX||Xb}i7G52)fZ#aaIM62OY{oc!GM8dE*Cu%3~vRhiT+D#X-0wN!g*3zu{Ax3z-U_yO5|27R!50SWac67poxUX*IiL3V4I$H_Wut60C zCCw)*;Hd8H3_B=zS16t*rOgHsKr1~v3*YwD7<|o+Tn2RPXL)nF> zg1T&qW)TfxCx>9RK;!LxxVkI_h%`e8cL z!tGJPeKT7isjQhcx|8tapROmEZthAUo3D)IbFJmEo;}lY~0+pjfO~9X%dh z5woX%Z|WfFs%jZq#d{)8hj|3LvikQma1|%G7tBqNS&7-90YaroP(%}Qjyu+d@eOg5 zM0mKeC^GVNz6(Z1moX6Bo9qRak#uO(&R%a(}ak;(fIBk#y#ae!=ET>-6Hy0udzp%jM zZhkx-LFl}QS*>3V*?WYIcE3SJeIpA14NpU zE%!$T0FDjxIh;lWIpm79ULs^w3yEdEvbbu=DAb9Q3cja$S1lZhm6rlI1Em@ z(BQVjZi~kiQ1=`AJHv6yisT+~>`uB5NF_ep3x9N(2-=aDhUxHO+=}*JV7Cxav4sXN zISc@d$F&iN;nT2G41~8OH?b%F!`lVkZxi-WPl$bkgyi>Bafac@ZUSgAj*Oq1*Y^%kTVAucM2*s#FI-l7L6x zwdtp;1P=bBj~UAjMRBNl?mRlE!DY~%AO9>!trr&BnNVJ6aAX^$UQNM5v%9LD;edkN zctrv%sQbqF-7x2Lr5D~+)GeHz& zNg=}4Wm#dcX0(Haj9=!67}{;}%MO_o@2e`c|5AoMEG327r>d$hnJjG7P2#mNuWz(^ zLP-)NNJK~a>6*@!mK`=yO{iP^++X&tYU1QrsgjGs8F>#=OErmEs-Z&I?E0&;>XQ4s zNG{Juv9vmHOe1EV1EPBZoJyl4`kKu^Pby7(#{uUovNPkeG5t0=JRwSXiw19L?rI7` zjhsR72FdT{>-KLeQlm=-oRy(U_Wizn9>~8a!qog}EB$7pdrV-*TIg_@<1y}uG*M-P zSq;6c@jVgphR7@60(q>fZ2ghP$l{t$R)(yFw2T4;(Z|syEB}c&&7Hi3r4?^|ihdXn`@CrVW20Nh5g#Z21;EozMIOX=x2LRLafj1Q| z17~GmXJKOEcXP(ZX1D$Q8oD*Wn_*l5sx%;!IOZM}0HH^bJm-0qFBu&xD|juHW2js{ zf@o1t9-!#qp(r6D_B^Ll<~A%iE^j)4Gr@!196z7tr8rKE8c6!Fc+QwgQ1vSJh`UN? z{uma+5DRv|6_sIz`+B$dQC6cx$u+mT)xjQH%KurJ^dTUj$cNrPxw zrUC}4@8gyvJ4~$m#dAZ}*ynD0SyRJDmDB*kKDg{#Pa-r}!3*CjN64*3%N2C;Fk-^p zMLECl7PAaXiCDFy={HwKz4)P^2VPcqcn#*95t@v5!+16iHL0rFu z1u=W{n!1;*4%Zt;zZJ)&`f4+-INk0r{-X^C7(Y29M{RGWMgv_=N z;z`=e!6sD#9cnYS7g-glS~d=5oj7lpm}JJ$1^f863j03kWBJ=DYfK>-KKvWeN~@t6 zirt5ZA#0LYE-I&5f)U`DS_vqK{fX3|5QZpRoj66FbhU=qI1PuBN|*aUuI-nvcm;B+ z#Sle~44Z=y@VdQQhl0y zEr~A+V=VOv-@(in9hc_uKuBfVTcii6%1lI2SdY4W8Ut?#Y(a9fpsK1m8{CkOdmPmK zoatcV;pthgoR<#M(O-t0nzZTcHEkCEnUNIBA=I$Iigr58v)VUKxw(YdzqoIQ&z*=% z7b7vTpO~14G+5MsH1Xas(Qqs~Bjr?=>>We4$&D6Wl}C8Y81DOtBn`n!Q@?c|o1;~# z8u6RDwTddEeRsTwTJu3fPt1>%B;k4+6wO9R7#WoslpLV0bdrp0K>R!i ziD55Q9z2l*KOG3`AV0MFWFoXkk4~NAy}RShZZ?*O&F3jzddm+yXPT=FmGjNTfV;a9soTtP^hhj3G4mf+(GJ z;=Av1dWlNn@loXX0=t~g%sF3MR9XZkb^&*m{tYo6KIdAsOqX4VAEZdlcP`@_Lb7Uf zZj6-D{qo&Ps_NMp`AC7An>LRhjPY|GoS)UaaAEemgAU7c%SW^lm%ROzdl?_`rVshJ zdcSqTs%W6h7$Q_jCqO$$XyLM~fhQ zajn1j83jBYbw85xp2+;ksjUrv_KC9N3C=&RJ%>A)b8_i-|RZ|*H zn*@W3D{(K@?b(y~5$Q<@fg*1HtGW6H;EDxBIS?HXj>`zb7sHIU=cNwvG88k2aurSp zwJ9A0!iVaGj-*0VS+=JI%^u&^x_=A^l<*0ey%H&D@X}hhAwPy>+A!VkjWK}4Ns}(E zIH+cy^C;`Bn=MMdBG!$*W$@{%E*X$Ulj`mVla^=?P-tB2fOQ3OGMw|}C#rNyb$#?o z#Wd=&NvvvYS{64MYj$Wc+1??RxgTw51elos zzKC993acMi-MS#}A!J@+dE1qqtT$$|GZ^Rr`U27tm62?g-Ze@o2=@NTRL1wn zy8zHxM|{~K&dWMLcl=9a!p*;PR|jJ5qT-c>kLUw@PX1_gZ7~}b($=1!_^3Q-q{M2mpT#Z=a z1HfJ#7yn6u?+)rN@Me*&96#O!8TfIV(7z_k8L}sWYq(&dDcQcUK<}@=~9q z3#!q1=6bvR2`e{7`soLWQ8hke$}{9|8S1;ALmhJzCBinPzY1suC^MGDA%;0qARA^e zZaKC~6SG#KpNWd8X;ylZO0n6oITiC;n&yLyDD=|7&+s?Co$&+CfAfX@BQf>AdreIL zAFoM2e*Nd?=WFTZM^Ed;ZUqoPIt{ApzrFq+R__0+>%_#$@;`<_TvWZ3mBg^*AlNWj zN>s2~d78(c6s%SPHMa^?J8{y8BbOp0RjD;SK#=-ClJp@!?|pqe5CtLN`@<2Up&&G? zugh1dYBVdWCp&DG)}L{#+%8LpW;VU9y&rgdcW$yU>Bu=Ueskh^ zdMTwU6l%YjHp`=P?rLtAoT|3JG;%rVlZIq}=mX>j#Mz^hCub$5Q1BkSnX;%4VIh+6 zU1WObvp=W0#}97g=^fZNrDoz8BmNlN2V?Ci-*fzyu5w>zAoPwQ64|x?f&3$h4gM3w zmD8EtdG2>bORIb|*#KoCSuI$(L!o4aLPg5MW;1t#W>PlsWGPawE!E3wc70J^Zk#QL zUcUHfG;>B?vjC~{n3*ljsVDbC7^9n^CSNgcA&FW$w`TF^S=}M2sw!VhU;L0962Z3? z$$fO-;Yn7XM4xn$f;v}0#3|MiQ8SD1;9Re%qEO?(67w&Cnz>1~n67wSi zoGEiH!lXRIYWtsrPD)Ds<<-;Vd{fH$r~~RmlSd?z%(@cOgP(zuIQAgsB<74q=mU)z zQNKI&iPJX1jR2FRuee0H#iI0tzio^Tg8*AWrWlgII?2BxVaY^}_H1IDP_Bs1+>NR3 z+#v}|X{=+DyZ59Q#iK>|Ph=o!tl!J%hS74}Ad%|#%mTM}6iZb9$$fj*LeJDtyZ=d{ z9f)yPpp)O%{KeCIA2^^_9~_;1yN)fZ#hx-N`l@piKmW*wHJz;HsY?_xk^^0q^TH7!?xj9CJbSln?ZpaPEeZ3qUzLR~Sr*roOxolT2swfi;BDZ_ z!P9P0)(f(3F>?3HE+D#@h{r2W+-qV-Z=G{A}E<|weH#Huy$KQhuaPI6s6xYkn6e(CSifaXD*Vm_~so|#H^Ktag59!Us zk`AjlOp;Uj&0MtMUq=dXM`RV@oJM0fp$H(rJ)XgS9_d0JT_A+?NYno83+N~N_Xc>4 z`ifo33@ez|Nla#-xVuY|s=X}ml7K0Y>jn_AE`R4t1?m?V)D$&GZti@*fs6dWd1Ofj z=wWu70I$UnzuzL@e~uqwOdA;u)HnxD!h{OylDE=77deoK@!0wXA6BXE25|%g=?IBE zl8ME~NR3H|4iY|X$&SJsy!OfGlE=goRJaN1+F|Lqx&X25P;x{z_==zXTrnT)nZ~U! z24qj2y|i^3YZLSP?g_tC-V~FGcD~o{KdK-QCUwT|)$g$kNA)Em-|Vk!XBZ?SyzBPw zm8C(}HNOZ<;`UyKDDQEpQ<3+K`5PVmx*r}g?CivA2Y3JWG>a=kbx-x^(!uGTFmjPS zO@P$$ALb{&iO(M0myy_2XCC|mSC&TT2EiYlHJ6tMYOWPG9`?>YD;+!6dMyQa^CZ`G z_owBfge%@O>vAtv?{`y8Z?KX<+qi*bMCgq4`;nEq+=NUXfPvTHfcFz}|4cS`=6GHM zeK50o@7tc8+gk73SbvBm`5rzxg?z=7?UvBb=;dr|!l-9mmd=<8hM*dn+KZBOsYgUP z$nA*nvVBO0=%E73R{mI8o|)v;=BZ0puLNuPLkzs?svT1a*s7QEFCyH4lBQaxIIFSi zFF?z{hE4}Ii;z8V=-!Nd_1giDp3bHd$gBmsN`sfpB$yo76nU3BHR4t}(g*gdBQ z@pl5HpjDye@(w7dnugJMZYFFJRw zKJ+_an!>g}eKG|m1h)T>vD2Dr!=EVCy0f7>%ug(&;%TFMb{_e>U3Y!9j%cnQz(v~C z;?zJ?m}OkL&JTy-cbkG>`M#a#f4iC$|M2Q0k+5WX{>{DGkq8(=cDYKy9`PM=udYk_3jVrHj<;HRoG{uAVgp#5B(l6+<;l5?fJ3 z3z>Y!BLD^*Lb6|!>dfCj4+^p$^8k=10J<_jUbGI?7l(=wy9?ay31=ev32%$O1>pwn zC7Na@3%x{A%}=9DwV|X8q$%r$bQ!AKSqc9RXH)2}sad@~&UJUIOHpcYRO$<1XqG1d0Qq-MV1A$!k+63fS3)LP+TB9`vos94+?^q3i{$K}}?miq7-? zHAm4Xj~*#|8LM$KMjtw}*GgByjbUt=k+HwUQeYVYx!sykspBe@Ar$8v)ml$YA@=la zqEQDKJ(>^CYt7?#`jJZf&Cpbs+!-_~^}*V!I@Dt=yGu*x?gdP%!v}ZCCyX%*Wt^py z<*G>yU2?i2K-cAKFp7}x%f5&ewbWze-l~5f8zSAFqP)+lr{V`KoL`PuyoqfM!6KXw zJ3RSCW;6bAW6P`Rtm_DWy%lQ!^_7z${+2ZsfgntjML8mF#Qp>FBDa!(4*!r|Nh~!4 zC^kkg*Dn~gZsM@gW`JH{5jc{h-z?rIX>KEWu_|e~A|P^tHgI{eDshS8`fkTJ{i*7S zB|8HCzOkIm;vz_Y8Fd{i_Cajc2cMvs7>{MoRdqC0SIoo(?;6Mgr89dB`$hyIl_AjZ z^pWXLp*{621p}A1bS2z=i8WDCF{`4SNef!MQ2-IiwFixHIU?Z&&inaZc#Po8Qmn;{nVXY+8UF zcB@~VAvAWMR9PQB0sd2swr)YJRzVhcZ5E(nFjRFFIHt3k*N?*SoI#dL-gk3OcK4ER z8&Rmh#;3w)7TD{h1;_j-xht-dug%Iya>u#4bcUt2&2nP2|Do7zg~_mBetig);A?=Z&yB3;@3BP{s8 z3u9)E{}I9x*XbJq0HlGT=nDu)^@lVy0oFBv;-8}MmmeJC7n|j8lI-BL0stfi2QbwE zj{R@{`XAA+|7XF>$nrl&?S2I_vKd+)KNI4#;Uq#8=9g)UYNd{@3b)o{ld7;V;xH zR6rEmoT4;F;9VU94Nla6_$AjRBK;%e)VsD!i?vgYw2eF#4Ykq10Wzz36Iza94Z|$; z!GW3xcy5HVB2BkQrcyrR8FX@!a*mW;MDc>rnGF`QTV+w2)uMBYG@;7TTqZZCQcD`^ zxd|r^?TSUT=2xUTr&7V<0$EIr|1qx%Q;Kv&+R?nIOO3P`HVTvHLQPJFbEK$Eek+xe zv1NC3Y(#-Yx3nlV4A@m>8+(ufUgg~Q!96>^PqyW<1U~w!p7g}CO$MVDo84-g&B=&* z&>H`Vg|l`WBrfF#UJE@e?-=#Eof2$ignC1xF4{ozgR|BBk+1_=?IH@!6~GP zyOA6S8lpY|eCiR~hkwCSkQNX!Ft`U{cUG@SKm>Jr0Ij=81JVW1HSo3iiWuzu!rHgU zn#(LS&lOi_E)F&}nEr};)jDo-4OOH!HA>Iwo;g9&H){bl`7K}P!E}Xa`A;h5+t=oh z3W?q(3qb{O*dHT+cO}a_s#nC|UY1=b>rAw)8&hv$01A3V$?LzPh1@fm+UhzRCe=P^ss)2Ilg-s`vpRXzeu9nIk+K}$ca7eD8F33JN?c&M1&15 zAz39aSz%3*FIy|%0K!OnzX;wci(DYrY(Q-QnDF>b)q5@BmvhHfx>GQBIvJfLd+!`>yZ+ z8uv;ux2IrFyAUT>zqwk_!~jYJzoYZ{F#5d8Mg$Ag>>E>|H%CET_qElIp?A>*=|Z&Q zL$wxFJ#_P$gE(K*Gase`Yj^45wk{S{riAoPq{SXet*Zj`66X`wy&vm?5u? z347Z+y^lOjkBJP4v<#BtF|SMlGDCA!8mL!^swUR{uI{a~qLwe?wPH~0Pu4g#ZV6Td zf*iUjJ5FFDPE4n~-TPK1y+gS@t#=2BJUK$updz8)WaHvqn^Ubr#*3<(v#6now`peY zK38q*X|!?)74|5Ro90N%Wv>Iv@=ZS6D1DS3D(y%k5?lWf!&1YS=V$p|xSkuz;Q(vQ zy(rt5P!J+JFqLV}z7XXS(SG@h2x_Dlg|GCYjR|MuRKIJo3ArRt;7 zBfO-s=jd_4bJBMJY85PCF2|3t)K*E4fKZMh{>vLwPx|rKI}4-!9D=@7C_@`OIq=Je zH$}g=2fR~kZC)gVS1yE8JtzwIy)mlXk63QQIj}dAx55XF+*@7sKY@o&^Ag9nKX_qC zl#JF)X|aJO2sd6zD_oS>`$!|_?Q->4&_u{pcr6R5JazG-$jT*kO4#AJ}_1rP+45RO=?l&d{UW!B2qxc>}Gv5tEK;SH1o%6tl!h^&l8DkEgwq5tr25( z)>F*>i@xIvHvXxEO8a$NadA^YWZ<3Dy1aDkj8|}FzsE9j|Cpg=j_`P3Q zFJoC|pSS|O5Dq!fjqW@3kR@P3)lEw_@7C2hc!14npLu%t1x%G;I1DScXoT5p;Pt0x z-4v;Nsldf)DuT0{-;CO3Z1+|L+oB?wSM|79ZtIJ)(#r3yaK#78NW**s)o$|fDhYvdD63GzOyWQ>MEU;M>1rJ3LQ>`aYDpB*6%I;~|4Si^N8SScT z(!KM5T6!?_M~uNBdO3l}i*dX*{!NREgk#MovbxE4RSUulOYEDXe8gW$qAXivPl%hw z7KgSm@aktZ*xJ$CAZ;2PKg0@1K}BXot^5U#wOHvtxxn%4!P$itRAbG zF048*^(SU;gfPamLK2EC6$5=jnkp!xX@zB_MFOI_v`(p-3B97R3!Gj?FBlrv1)xTM zA$K5+p()!i=lgy{9diIP$-v>)_@AkMY=~0UGgmpu2nvc}{2eU;#aTK6|U8EnRyN zNEH%YHKG~?agtqy(01dyeK9;)-Lxd?#_^|+;gn>_-+4J`E6K5^ zwZjo>N95vtPtwC6WmpXoI{GRq(sD&6xvm`LiD4!V4YI;y#W$ffW8HRP*$N5`(($i} zA(ef>_O@W<<>YXaqQBbGHCrt#aoR#l6l1W7h7K{>(sY`_iH`N@G-?z@aYu&~$tG*b zRWzl^jR_~pGFanIi9cFRrVk}uBG}8-n%x!`=hh*b0;!5j4Z>9v$;#u6Kk&O7aaj}^ zE(WMW%{%-L1>pH1@^DQco+z47JfJ+V)xo(Ttb$nu+7$5Xa95$vf=FdpiFX`0?XL9B zc1Ux|;rn+UxRjKXyx%asbU*mzp^F&VzzgE6_ad6E>mg0pfhvLMrL@_u79F5f;%spN zRz?7L2LT^+z#@S&=>po19@`so;*u`+P~I5aa9o?Rao{luO?We+k1WohsD(j86b;c| z0IaI>R6Ln1sa~KE05HFXkKO@F{TLFf$+YWLr4Yb3Mo}#O1u9=yDLpo@S&|;!Y~0Ql zVN$OUO45AC2+e5x2C_@Y-7%Wo;+b1(Czm!ZkX$Jn9)B20&N{$0KBp&zy(tDa$K)0! zJM1w#C^#I)JA0Tj^(t30{CI@m^Y}X-Z@pi$Pm6|SZIS00|75RC2wKvjrWo@Tn}iK4 zT8xN|3iK3}QZt|qK!f#{4P%F2q}v@_4(M7PDyv9xX;P+s3W7hEI9D=7eCQ^nB=+4B1)@ z=(AyG{Vd&(l@RbDau0fpqGZCg>=6%EqADSach%36k=o4E^!Jf9m|NI(<&%U{jK&jS0R0_wFM!} zb>i&Ky9y@O{xMaV=;lyAolujPd;(!Q}pw zchnB_rGSeE_Ra`jW3SlY142U|z}r%YkIh%a)N2{qvl-T^wq^>>_&r|6!Fca^@o7Q+ zry1>`J9|rGPyKv3n8RQl=g){|yCHYIu@61Q=dV*A(xK*c*)^kUwTRv6boBW7Um$G} zAn*%8!jvC%=JJAUyO%P;dc&}A^EM!_SdefIL1$H-(U=&(e@5Mj^ZfmM2h8aHkPDBJ zeoda7tz26U$)H|~3)Spu2zS~EiU{nh7(;vEnl32MgLX0m4ev1{(Zw}#1dkliy0A2V zSVGAv*y&*R_?Cg%ajh}!W4D9&W9z9*W~A~9KhiZYAbZ6)M?Us zD$nVzEN$Ro_WAu~2lh^`BWK#;tEXu`UqbuzsBTh>z_jkk&vOOa7d|!v_ml;m6M3}! z-W{1OC3H?usL@9+AOnIXBNjRcSsOWRz2j0|$qP>jq&31i^l!IC=xU%n5}e zTCk~UJzYHg_kF*h2N&eUdFMRK^AET&W7wPSN>@toUx6noqd1xT5kYSx2v}m7tg!vn z0ZhJ}Fmi^U=_4O#{vY+blk-UGO2+EtjWZjb{U`(t6h-VGnB&4_03=M@%B>?@ferWS~n(=2JK$2X-TdcQwVB`l;y+ff;Atnh6XVU;NW5RFb$hL>A> zY148D_s3AHnsV6Fr{~o34?8%Z<{PxB?o)-3-zdJ$SkOI6YFZ^jQ!=@~tpCLgiPsL< zfatV2w&78>E6U~M)cw+?VqXr`p4t{cp+&W`7S_Mx=I|`whPvE~o2+OfK(U;K{kF}R z5lhxP$_<-W^q{w~FCBJ|I!HKCFu7b&E?`*HP*7`U>w*JS_2yP{pKZp6jS}d@&H88T z>3nd$wfjC}ZEsVEb$`Y)0cV8h{NHY=#r5Oyr02!u$Lj42HEyS)mGCUv=UQepzKBRoDKZ;8c{p>a@sl7E)}ypbkH56ngAfNhQS?1v=f7pwWG3py(4KMLJT_9w~MJZ~*K2+r;wT zdBE`R1c3UJBx;@0r%GW>9R^6okAv%JBf41a?@u6E+G$85^DO%r$4}PTS@v6?!khP3 zAu>e4tD7nxKC*svnP(MrcC4x!*6kU#0JLCQXdz23Ebax>0Hl%j0Y!?`_!qA67^oZ4 zEU-9)dX-?fvXH|r2sOi~Rb_bEhIzt!({y}F|42@wak^pqs_P-r_MuIzzAa1efWdo) z7lMBhGhXtSrZ71XEh1U1QCKgLm40f(DbzIS#pEDIKR(0e30e(D|2kZD@<-nt<{>;|7h|3#NH z8eS8rDr1dMoIco8Z22r|WI@NUDVXyu3R+M@QtdKh&>3@U}S);7Q{lS!c%ln&D!5E1bU; zu)Co2K(WWH$!=urX*eQ2mS9a6wsV38MbD{iOa8KY3E>su#sGfvt^25lbb2oE-vsl2 znDGBUYW#oP4uA10`Uq%?#@e&zbMw1@0RYeofQ$a`w;BIKiz|EBo6yS{S}Hl)(904q zF)+}JS~xm66EL!~F#Z0tb~bUO7qvEUHW4;4vNJZJmo~9Ab2cYnWoBde&l~EMwv`h$ zTk2O&@88N2MWYm{E%(BNiH_x#{h{V@b}O!=3brVg%+|~?HWZJuEgXonEKnQGYQwXN? zseB!MNd&YbEP}uZm=1Orur6ndyXdN0!p1%ousn^3k_pqQ1|UlQPJ%!ArjpJr6i9+5 z02ZWJ8%Q$385{v*{1ceWfI4sl-86sVPLSa7@`d=Zn8=H#xjW1ehD*Q>lJye->*k3> z4v?PymH)0E!FTmDp)ji++jiG4H(rFg6?TA20eThj^@kF9OT)>s)S=Q;Wa?d%cd(R@ zxGE+E4J*q_P$3Xa7)wMB#?n+=M}f0OngWvIu8xgTMT2nkOeM`7?_~mrmgGLPCS?OE zE>=Dy!%n*AheAEE4eyfcuw0W(T47$#p6OSFF27@-UA!6l>0?|C`iy!eWj7qrz%Fx% zL?aM>G`ABR$6NG12RahSiDP0)q=qgA2p}HS0CY97m_4K$QBK`t>7#ByNDAke2zS!u zV4^|5V@8AteWscaazJBRO2#$IA_7HZJLSuh`fVd2S%R8!-D`?fhD8%1hEk^z7sNA@ zkzc_`f~vm^qYqEMoVeWC^V)Up4-Y$xmfB^$$qg5}GFGD#2Mnu3N7Y7^4jXX;T(`N0 z+tNqgG|rS)W&7GuBqs3)5%61Xn1L6AGEXAY_CiXCW(AK>@{#*qz?B7 zfe$};&c`TcBvDk#$QHsc#6#Cuk{vF;-35XF+)2z0I!}Xw*u>1>-Ufz0B))Rw7`?So ze|EfIdaJrL|I>3bYkWFQxA5>62t)-}D>Gy*oiHl@R}JAdopUbp)lrEiT9s`q_k}Wm1b9RIguWxnVxdQK(Tu?K**6QqU9o-HK_>|1tiFSL zYzG=qUB(IZ%UU`)v0gtz?1w3Qlig`WS--%t!+RcW;rYsYS#`m%J~|y&_TorR$BS3J z>6aWs6C_d@ydpOh9Jg&2+jdsNSXqjmRAII5v26rGGZXpS$LF6g29zTNGvokT+`&La zWvGY{z?&KsHN+BcM`hCMx#;l(#4iwaCT%zwK5$*8)6G^(;%uznmEgLWy@oVAc#LM} zG{Fci!3i2kHcC%$bRO}9xb1chhMVfqYDz+PVWaBd@>J}q+Ho0PXgqK7%}x}f^zc;6 z=B&LKKKq-woDQ}@bWhb+#t^vF9>#Yb6Qa=WB$G=+HFk3AJ@<_qB&K$00A$QLkg z;-E_F%jwmtQ5MNIwy4uucz$oWkz~N5>Ip`>e(bz75l@Wwy(J$Y&qt5SX6tQ>Kws5_ z!njk~5{rF8FqVzj+aK(xYzmEM7G7&^c8xXIYPWNYdN(GQ`8OAR((|q)!#}PReYz=A z?tC!G)nT=}=C|GmzmYU(ImbdiT~uxwHjTsTwVb_dy*vfq*^$|0dt4gEa23|rp*eLR zQ}5nhI)x*jDGy7uNJg+=hiuFHifAJRD#gSRXF95u5 zzI%7QZLEK1!1$LugO>@N7|^le@RB69-*RQ*7;xL|D&Oum-XAA`IORbSoaADxik~*^ zlsH}%arZ?$Ua-l47gKe76sI=^8$BTlp+(V+H@H-Kx$x7~428UaM~8ktMC}dy9)mfZ z17=BsCgA8Hv5;)-=OPPq`bi~Eos&ssAu1M5w$fxpB>OfrF1@gd+Jj_&XdI*1miCz( z?T>=@Cri2>A5VpyV|FpypN==cF&cGpUq^<%j$Li0bNuN1Dz@QGPtPb-V{8$6#XXz6 zbH>d1-U)P_%w&#;%Ctu5vFE|7G(cH^gX|dnc!L@7i83npF$nB69P4hb3;&WLB8^kK z!^VHfk8tZQI(+d0A-%-%hLPI{Bgj&%*4oQ^Z^*tZc3F35_}q9rFa728+mcRQYmB=7 z{L8g_3*mDCdM<72=n+3+u3*nFJ5PU-qbz`$(7(AS`W#!)ie#7l{WqkX~x<^Y{v-epzwY(5V+VCpn66%O*5woPX(#XalEz^7qtQRi!_QizL8t}0HwdTMj zRH|_IcxQwr*T{4}^eX!P)M_>wjahDJMnvsWE68O!D0&CpXfTS>R+Mkm{N;{pG^&s9 zWhh>6XIOU}7vV69Onl0fiP7(~Iux&Q+nRxqXT4N&^0skYdW=I$1cE1!j z(WTM-W~=m2mk>$M*fiUI4DC5&?)JlUx?Ib-$7zKdhjPemSYSNHqn8h?Wnz0}eYFmy z^MU4t_9%y@zP-%zwQ%zD!IAxO&6kE+STwUZ$LR9)hZOCJqlBK!k=cmCTuwc5teZy& z3?TCyqpn4WQUX5hgl2d5o`s!T8+D);*vEcNhkMt+se8>)4JbJCJ_-5to}~<#p?qn$ z%82f2z6zpJoXCq%qsMlKF2S{aQUmvbpS_adxJgr*xQuO@blV;|cD%~8sDny|zhW5Z z`y!-B*d%vAIbN1tZXXpI(ziX#crmB!%C>x3? zCbEuEn|HOU+mhAcc<2|C9)3)6ACq@w>e`2L80WC<$tp!T=w4QpX6Alh0^aJV*idfineMS zjQnPFmXaa9_S>JH*{p{|6wym4-|05WT? z4D|I2@~BF#iGHr?$jUd_z4^cj;&bpr0bw?E^+PcpY45$MeXK%}N95r%lE3w8<8`+& zD&cGVviiYz=-H}_TZ@Age9^e}rzzQ(DJDQ;iemfckpj&C%yRSPts`4YG1fXWgz&IT z^s?gYvh~?jnF*)Q@uR?=_Lo_J%$)Y?rYG4H=}^`|;-`3L8CiTb-l*s(Qazl{Y6Z?AWEJPlO>m5u_=T&bGfHVt zAEorJT>6vQ&BbxS)SdF;#HOdMA*oM)#z*3tO~+tUuTNT#@z)k;BoG5+(p(? zd6xET?XTF8!?B1frcYbfSvZ;?l@oMW14F7!N@MRj?sPo>;vb7NAt`dU;h0uVy26!d zeZ6-pTVgMfkYk+DLr_vIN&7Wqz94U21)883H2F<-!OQ2MIEy1>@!1E@1838mjT<`- z@y-GfcqBQwA%$Ouhx1JQZZP*$1@{?Yd#SZrCQ-(E3Kxd3z0z8(nFwy*0zW0eO?)X_ zm;PK`vqwkCei!SN!B=b|+dhOK2M<>L4#m*de}onMTVJ<9YTA4lvt-Mm&21(74vV~l zZJm{6X5BgaTs_jnMC@WHA{UG$hYRX>?ig?!imneoLgQsQmLB5|9Gf|g_&sDk=Rk|5 zPMw=rWa~rn8X-j3mw?Cj>e9R>J#ku zZLZ%y2?1VLJAzuN@3fJ`S23|Q@7#-OIgd^*Q_kmUT(}dMAaDxFG3KFrbUJl*7oBEN zDz2R!8rmL6(`lR?P9#=v2(H%s`Y&ObTs`jhw+>+3W%U&t>Q6Lk6JA7fnRrQ?t*{)i z+f5Jap!sv*?M|vn#*@Vx*+?a|kw)^+mq-dfwC#{Wecq!@VK`Y&9cLAUT0Xe_{j2@8 zBl60s#T5?t8u!7(yImJkshRf&;Q-pI;u>kw$D(}`6hI&GXP!U13fqq?&*-0oAu4Q+ zza8E9XRD5txwPkgwso8vf&q$OCA)aYsv+7b=Z}LCwlnVz7m}H<+LM7dfl1=jm%2T<4W2m*ot(+38V(&?`HKvg{Q8sj z^!?EdH6NDcvi4{qe&GRCgjH_cQ-h)a4Yy#!fQrhzUqay7?t~I+G4#pE>1ZMM=$XAW zFQDG2fYzd@l_k(R{?Q!lPq@mSz7pz)^XVm&eIQuw+TD*~=K;x?X!AUk-PuNBLuxaM zO6_+j>cYO8M%CkF1g*53vpA|IyPk7}KRf{X!-SP(uztl6%5^X(bYe77+`GE#ulFMA ziQhJaTt!zn%BkhDd3D7>WmY|6L9g#IPA{{!#!|1+qjV!vMq`g<+hqsRud2KgSewd{ zmc-aqyjXx^BFHYO-d#}&y*SdpIM%;7 z(Z4v=zxbzrF{wYRFm{Gwkv6q%LE&-lf`4JE3d^(jW;4h`*RXFxi@?l&9OkL_AlGku zNs_nJ0o%MCp5S02Dji2J_9lA?k2|7&X9&IC2z#9)rz~Jtzgev^bM7DZfdLt32K}mb z69xMSGMm4#sfFbU>?}*ivEBLS)&U30QtG&C_O2W8`2pb!fuQbl)mCv>5NLU@GO*y| z5_cdSez_)yKl!%Db`Om`pNw1D#HRCJ+aZ?nkF+WcI|88Nh((^?PvRLK0~-)T&$fgW zpVWMSzkZdpKw0yi6ixDVCh?%qBlBdZ|8L7)AM9lZ9>Rx%dU|5m^@D8F)hLd({x#Ou zp7`HLH5&$!4x-ERzPGs*`5xhG;P1zWGZogEFUD3E;#?a=7NORR`xdf!t=y*8vhVat z&;#*M(-@QY<(S`!3P6AR0V&}7AK~om+!Q}q&7*pb!4K_@n7~C~{yvK~B?!1u z6HraMghvVU6tEt>pKH7LB_kHDWPB_~Ee#}h|AAnO@Ul-~>wX^_i#q)n{`sd};>zT* zd1j*AJ?D&UrtfAp+GWVKY{k%Nn}j?0ZW>IOEcGllSkeZ615{)%oi@}EnF|&X{CK(y z<*cZGQ$Ae0&Kb@2%`o5a#4Ib8h2*49I|yvTdPMy^Mgfe7+gqz|8Tyj{xH-X>+`RMr z@D;R)U6OFhf5DBHkPYlWivOgt&F;o>MXs*md#0;pV#6 zdp+>#`IC@k@jkkyOHsd2$>0P>!9F_fR%ub9%R7Si}BUEjQ|sa7JaQIzLi); zUR{cx6FO5bICXYN&F@i}-ut5Qak}CZL5_m*%kEKJdE^U80m`D|&-kOTrH?&y2GTW# zf6WtkV`eCI!AOnD5*p{81kKn1z*{}yCTg3y4*=OTY(H1FMK}LUck#?j^_0Q>1hSvm z7hwL9lPR6GhO11=UjWQeAm*Es+nR2WE@eZM@~O)rH{+wo80$M1Vb^k*JFC?C1gP;u zR?!G%1E#nlm5Cuc0?B+Afhjk`7=iLsyCe<&hZ=zzhC*B^Y35bKW=hRNRZO8t8ova; zS!{a^0~mT4XPOD0k_GGjT+mDsWt^s!%Ndj0Ab2*r8pm8tYYl$TrT=5?Xx~UBK8Ncl zg9+qayfxU)g$TIn#(T5{8Vsiya;UmE836;2;D4u`^tOcEd}Q^m-t=H$G({LlpuX}N zAkh)-f3TBMRNity!n%P|4zyq%y-#~?fcPes>3!*ORAHw`rKM&sCDBWBl($;8bms2Q zNRy_#os!xG@mAWTaggezusbu&P7XbQ-1shhYkL*P)uw>|s0FINPA5gvsSK!_74GSW zL+5~%yvSoqZuScZ7Hq4yVKse zs%Dz+*nXul7Q~6v@(rt6LoBF#iB+YCqT|xeCd;>#-Zk6(?y4KSCO2ua$W7-`?! zDXnI;Z}N?DOvepg`as`1y!%EjhdG0va4WT4UpKvHXneYwTvs#fm3I49zB|DFOi?j@ ziRofPOmwrlvEcH`kR7EZmai1KKNg<7i+z&|a0 zT`M|?$NJfehbwgIQFf7(oh+8Lq1GwJ>rNtrx9j6heRZgDf#9s}mN33LgL>do5sqB+ z(ekQ)4Y9v5|Aer^4I9&oNlqV`pbQl2eiYTTrH|({1N%4M=s3@HRz~){IWoO-@6cx< zFK0{SH-lGw?8ibi8?m;W6Sw;pT$C|z>KN*XjR1coHr?#0gXv6L#2n5AuPtI!^HZnr zqeG)K1|7Kb!KCD~#`RF0<-f4&e_;c$i~LgY1~`hkcg>Ig3!TgVKem>l z8kWjndyu2OGyn_+f!{a)6duVa0N*Ic$^*fVfQ}9__A;vf^9yT9Lk|xha=^b-Vkr5- z-O+>Rf7?|IC5@c@9eAYW0g|Sc0G>xY($@b?9s$bzhgrhnQ(8L428_Wgutj3y1il9- zeX$2Tq$2O1?IGmEA`u|1-g_a@RIu((R4@_>($}s4004sNDqy$1&mecXsOEICvEJ^q z-`a1FWCic;a)7&Zh`+4880y%$WU~c{w{_B7jsWN#!mjwQ9r@3#ivi!RbJZ`L$7%2Y z0(AAxk=H*_2N-v!bqXO|aYj`GqU zHrDrmwDy7_tdfo?u%h(6v}{pHH2jVYeKNYJfWd~&h~wXvt`eAD2ppXr0y=1@@xMLJU>>MJ_*tvS{>fCrdoF(@wL zP@iskOolv(+#2&x*Uw*^TOh9e4nMQt@LvpDYj@_uTOhp5D_mA#FbKB<5)UPafsje` zIzVaT*LamcNjS83sihKq` zav$qZ9_sk-XMC$zx)iN`xa12L1FF2(YTR$N-4X^xq@r;)dxv&eInl$XGq*MuBSRar zIZ?yf)9wpR#;^iZ9`P*Ee3K?D6%|NPFXy@S5;NLsgD*woqH0EF%X$}YOH_>aLd7t$ zAW?9AM2mOsISc5WXsa;JX6I@x32;joZI;UUpH=4V^Tx{u>gC`_E-fqb2q;f3DELfI Hll*@Hx@}} +::: + + +{{< include includes/_general_info.md >}} + +::: {.callout-warning collapse=false} +## Setup + +This is the template for [assignment 3](assignment3.html). You can download qmd-files ([full](https://avehtari.github.io/BDA_course_Aalto/assignments/template3.qmd), [simple](https://avehtari.github.io/BDA_course_Aalto/assignments/simple_template3.qmd)) or copy the code from this rendered document after clicking on ` Code` in the top right corner. + +**Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.** + +The following will set-up [`markmyassignment`](https://github.com/MansMeg/markmyassignment) to check your functions at the end of the notebook: + +```{r} +if(!require(markmyassignment)){ + install.packages("markmyassignment") + library(markmyassignment) +} +assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/", +"blob/master/assignments/tests/assignment3.yml", sep="") +set_assignment(assignment_path) +``` + +The following installs and loads the `aaltobda` package: +```{r} +if(!require(aaltobda)){ + install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos"))) + library(aaltobda) +} +``` +The following installs and loads the [`latex2exp` package](https://github.com/stefano-meschiari/latex2exp), which allows us to use LaTeX in plots: +```{r} +if(!require(latex2exp)){ + install.packages("latex2exp") + library(latex2exp) +} +``` +::: +::: {.callout-tip collapse=true} +## Setting up advanced packages (`posterior` and `ggdist`) + +The following installs and loads the [`posterior` package](https://mc-stan.org/posterior/index.html), +which allows us to use its [`rvar` Random Variable Datatype +](https://mc-stan.org/posterior/articles/rvar.html): +```{r} +if(!require(posterior)){ + install.packages("posterior") + library(posterior) +} +``` + +The following installs and loads the [`ggdist` package](https://mjskay.github.io/ggdist/) +for advanced plotting functions: +```{r} +if(!require(ggplot2)){ + install.packages("ggplot2") + library(ggplot2) +} +ggplot2::theme_set(theme_minimal(base_size = 14)) +if(!require(ggdist)){ + install.packages("ggdist") + library(ggdist) +} +``` +::: + +# Inference for normal mean and deviation (3 points) + +A factory has a production line for manufacturing car windshields. A +sample of windshields has been taken for testing hardness. +The observed hardness values $\mathbf{y}_1$ can be found in +the dataset `windshieldy1` in the `aaltobda` package. + +We may assume that the observations follow a normal distribution with an +unknown standard deviation $\sigma$. We wish to obtain information about +the unknown average hardness $\mu$. For simplicity we assume standard +uninformative prior discussed in the book, that is, +$p(\mu, \sigma) \propto \sigma^{-1}$. It is not necessary to derive the +posterior distribution in the report, as it has already been done in the +book (see section 3.2). + +::: {.content-visible when-profile="public"} +Loading the library and the data. +``` {r} +data("windshieldy1") +# The data are now stored in the variable `windshieldy1`. +# The below displays the data: +windshieldy1 +``` +The below data is **only for the tests**, you need to change to the +full data `windshieldy1` when reporting your results. +``` {r} +windshieldy_test <- c(13.357, 14.928, 14.896, 14.820) +``` +::: +::: {.callout-warning icon=false title="Subtask 2.a)"} +Formulate + +1. the likelihood, +2. the prior, and +3. the resulting posterior. +::: + +::: {.content-visible when-profile="public"} +Write your answers here! +::: + + + + +::: {.callout-warning icon=false title="Subtask 2.b)"} +What can you say about the unknown $\mu$? + +* Compute and report the point estimate $E(\mu|y)$, +* compute and report a posterior 95%-interval, +* plot the density, and +* write interpretation of the result in text. +::: + +::: {.callout-tip collapse=false} +Posterior intervals are also called credible +intervals and are different from confidence intervals. +::: + +::: {.content-visible when-profile="public"} +Write your answers and code here! + +**Keep the below name and format for the functions to work with `markmyassignment`:** +```{r} +# Useful functions: mean(), length(), sqrt(), sum() +# and qtnew(), dtnew() (from aaltobda) + +mu_point_est <- function(data) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above. + 14.5 + ### {.content-hidden when-profile="public"} + mean(data) + ### +} +mu_interval <- function(data, prob = 0.95) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above. + c(13.3, 15.7) + ### {.content-hidden when-profile="public"} + n = length(data) + df = n-1 + location = mean(data) + scale = sqrt(( + 1/(n-1) * sum((data-location)^2) + )/n) + ql = (1-prob)/2 + qu = prob + (1-prob)/2 + qtnew(c(ql, qu), df, location, scale) + ### +} +``` + +You can plot the density as below if you implement `mu_pdf` to compute the PDF of the posterior $p(\mu|y)$ of the average hardness $\mu$. + +```{r} +#| label: fig-2b-density +#| fig-cap: PDF of the posterior $p(\mu|y)$ of the average hardness $\mu$ +mu_pdf <- function(data, x){ + # Compute necessary parameters here. + # These are the correct parameters for `windshieldy_test` + # with the provided uninformative prior. + df = 3 + location = 14.5 + scale = 0.3817557 + # Use the computed parameters as below to compute the PDF: + ### {.content-hidden when-profile="public"} + n = length(data) + df = n-1 + location = mean(data) + scale = sqrt(( + 1/(n-1) * sum((data-location)^2) + )/n) + ### + dtnew(x, df, location, scale) +} + +x_interval = mu_interval(windshieldy1, .999) +lower_x = x_interval[1] +upper_x = x_interval[2] +x = seq(lower_x, upper_x, length.out=1000) +plot( + x, mu_pdf(windshieldy1, x), type="l", + xlab=TeX(r'(average hardness $\mu$)'), + ylab=TeX(r'(PDF of the posterior $p(\mu|y)$)') +) +``` +::: + +::: {.callout-warning icon=false title="Subtask 2.c)"} +What can you say about the hardness of the next windshield coming +from the production line before actually measuring the hardness? + + + +* Compute and report the point estimate $E(\tilde{y}|y)$, +* compute and report a posterior **predictive** 95%-interval, +* plot the density, and +* write interpretation of the result in text. +::: + +::: {.callout-tip collapse=false} +Predictive intervals are different from posterior +intervals. + +With a conjugate prior a closed form posterior is Student's $t$ +form (see equations in the book). +::: + +::: {.content-visible when-profile="public"} +Write your answers and code here! + +**Keep the below name and format for the functions to work with `markmyassignment`:** +```{r} +# Useful functions: mean(), length(), sqrt(), sum() +# and qtnew(), dtnew() (from aaltobda) + +mu_pred_point_est <- function(data) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above. + 14.5 + ### {.content-hidden when-profile="public"} + mean(data) + ### +} +mu_pred_interval <- function(data, prob = 0.95) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above. + c(11.8, 17.2) + ### {.content-hidden when-profile="public"} + n = length(data) + df = n-1 + location = mean(data) + scale = sqrt(( + 1/(n-1) * sum((data-location)^2) + )*(1+1/n)) + ql = (1-prob)/2 + qu = prob + (1-prob)/2 + qtnew(c(ql, qu), df, location, scale) + ### +} +``` + +You can plot the density as below if you implement `mu_pred_pdf` to compute the PDF of the posterior predictive $p(\tilde{y}|y)$ of a new hardness observation $\tilde{y}$. + +```{r} +#| label: fig-2c-density +#| fig-cap: PDF of the posterior predictive $p(\tilde{y}|y)$ of a new hardness observation $\tilde{y}$ +mu_pred_pdf <- function(data, x){ + # Compute necessary parameters here. + # These are the correct parameters for `windshieldy_test` + # with the provided uninformative prior. + df = 3 + location = 14.5 + scale = 0.8536316 + # Use the computed parameters as below to compute the PDF: + ### {.content-hidden when-profile="public"} + n = length(data) + df = n-1 + location = mean(data) + scale = sqrt(( + 1/(n-1) * sum((data-mean(data))^2) + )*(1+1/n)) + ### + dtnew(x, df, location, scale) +} + +x_interval = mu_pred_interval(windshieldy1, .999) +lower_x = x_interval[1] +upper_x = x_interval[2] +x = seq(lower_x, upper_x, length.out=1000) +plot( + x, mu_pred_pdf(windshieldy1, x), type="l", + xlab=TeX(r'(new hardness observation $\tilde{y}$)'), + ylab=TeX(r'(PDF of the posterior predictive $p(\tilde{y}|y)$)') +) +``` +::: + +::: {.callout-note icon=false title="Rubric"} + +* Is the source code included? + * No + * Yes +* Are the likelihood, prior and the posterior for computing the average hardness value reported? It is ok +to refer to the book instead of deriving the distributions. + * No + * Yes, but some are missing + * Yes +* In part a), were the point estimates and posterior interval provided? (The posterior mean should be +close to ) + * No + * Yes, but seem incorrect or only one estimate was reported + * Yes, and the reported values seem plausible +* In part b), was the density plotted? + * No + * Yes, but seem incorrect + * Yes, and the plot seems plausible +* For b)-part, was a formula or a simulation method presented for computing the posterior predictive +distribution? It is ok to refer to the book. + * No + * Yes, but seems incorrect + * Yes +* For c)-part, were the point estimate and predictive interval provided? (95% predictive interval should +be around and the mean the same as in a)-part). + * No + * Yes, but seems incorrect + * Yes, and the reported values seem plausible +* For c)-part, was the density plotted? + * No + * Yes, but seems incorrect + * Yes, and the plot seem plausible + +::: + +# Inference for the difference between proportions (3 points) + +An experiment was performed to estimate the effect of beta-blockers on +mortality of cardiac patients. A group of patients was randomly assigned +to treatment and control groups: out of 674 patients receiving the +control, 39 died, and out of 680 receiving the treatment, 22 died. +Assume that the outcomes are independent and binomially distributed, +with probabilities of death of $p_0$ and $p_1$ under the control and +treatment, respectively. Set up a noninformative or weakly informative +prior distribution on $(p_0,p_1)$. + + +::: {.callout-warning icon=false title="Subtask 3.a)"} +Formulate + +1. the likelihood, +2. the prior, and +3. the resulting posterior. +::: + +::: {.content-visible when-profile="public"} +Write your answers here! +::: + +::: {.callout-warning icon=false title="Subtask 3.b)"} +Summarize the posterior distribution for the [odds ratio](https://en.wikipedia.org/wiki/Odds_ratio), +$$ +\mathrm{OR} = (p_1/(1-p_1))/(p_0/(1-p_0)). +$$ + +* Compute and report the point estimate $E(\mathrm{OR}|y_0,y_1)$, +* compute and report a posterior 95%-interval, +* plot the histogram, and +* write interpretation of the result in text. + +Use [Frank Harrell's recommendations](https://hbiostat.org/blog/post/bayes-freq-stmts/) +how to state results in Bayesian two group comparison. +::: + +::: {.callout-tip collapse=false} +With a conjugate prior, a closed-form posterior is the Beta +form for each group separately (see equations in the book). You can use +`rbeta()` to sample from the posterior distributions of $p_0$ and $p_1$, +and use this sample and odds ratio equation to get a sample from the +distribution of the odds ratio. +::: + +::: {.content-visible when-profile="public"} +Write your answers and code here! + +The below data is **only for the tests**: +``` {r} +set.seed(4711) +ndraws = 1000 +p0 = rbeta(ndraws, 5, 95) +p1 = rbeta(ndraws, 10, 90) +### {.content-hidden when-profile="public"} +set.seed(4711) +p0 = rbeta(ndraws, 40, 675) +p1 = rbeta(ndraws, 23, 681) +### +``` + +**Keep the below name and format for the functions to work with `markmyassignment`:** + +```{r} +# Useful function: mean(), quantile() + +posterior_odds_ratio_point_est <- function(p0, p1) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above. + 2.650172 + ### {.content-hidden when-profile="public"} + odds_ratios = p1/(1-p1)/(p0/(1-p0)) + mean(odds_ratios) + ### +} +posterior_odds_ratio_interval <- function(p0, p1, prob = 0.95) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above. + c(0.6796942,7.3015964) + ### {.content-hidden when-profile="public"} + odds_ratios = p1/(1-p1)/(p0/(1-p0)) + ql = (1-prob)/2 + qu = prob + (1-prob)/2 + quantile(odds_ratios, c(ql, qu)) + ### +} +``` +::: + +::: {.callout-tip collapse=true} +## advanced tools (`posterior`'s `rvar`, `ggdist`'s `stat_dotsinterval`) + +The `posterior` package's random variable datatype `rvar` is a +["sample-based representation of random variables"](https://mc-stan.org/posterior/articles/rvar.html#:~:text=sample%2Dbased%20representation%20of%20random%20variables) +which makes handling of random samples (of draws) such as the ones contained in the above variables `p0` and `p1` easier. +[By default, it prints as the mean and standard deviation of the draws](https://mc-stan.org/posterior/articles/rvar.html#:~:text=The%20default%20display%20of%20an%20rvar%20shows%20the%20mean%20and%20standard%20deviation%20of%20each%20element%20of%20the%20array.), **such that `rvar(p0)` prints as `r rvar(p0)` and `rvar(p1)` prints as `r rvar(p1)`**. + +The datatype is ["designed to [...] be able to be used inside `data.frame()`s and `tibble()`s, and to be used with distribution visualizations in the ggdist package."](https://mc-stan.org/posterior/articles/rvar.html#:~:text=designed%20to%20interoperate%20with%20vectorized%20distributions%20in%20the%20distributional%20package%2C%20to%20be%20able%20to%20be%20used%20inside%20data.frame()s%20and%20tibble()s%2C%20and%20to%20be%20used%20with%20distribution%20visualizations%20in%20the%20ggdist%20package.) +The code below sets up an [R `data.frame()`](https://www.rdocumentation.org/packages/base/versions/3.6.2/topics/data.frame) with the draws in `p0` and `p1` wrapped in an `rvar`, and uses that data frame to visualize the draws using [`ggdist`](https://mjskay.github.io/ggdist/index.html), an R package building on [`ggplot2`](https://ggplot2.tidyverse.org/) and ["designed for both frequentist and Bayesian uncertainty visualization"](https://mjskay.github.io/ggdist/index.html#:~:text=designed%20for%20both%20frequentist%20and%20Bayesian%20uncertainty%20visualization). + +The below plot, @fig-showcase-probabilities uses `ggdist`'s [`stat_dotsinterval()`](https://mjskay.github.io/ggdist/articles/dotsinterval.html), which by default visualizes + +* [an `rvar`'s median and central 66% and 95% intervals](https://mjskay.github.io/ggdist/reference/stat_dotsinterval.html#:~:text=point_interval%20%3D%20%22median_qi%22%2C%0A%20%20.width%20%3D%20c(0.66%2C%200.95)%2C) using a black dot and lines of varying thicknesses as when using `ggdist`'s [`stat_pointinterval()`](https://mjskay.github.io/ggdist/reference/stat_pointinterval.html#examples) and +* an `rvar`'s draws using grey dots as when using `ggdist`'s [`stat_dots()`](https://mjskay.github.io/ggdist/reference/stat_dots.html#examples): + +```{r} +#| label: fig-showcase-probabilities +#| fig-cap: Probabilities of death for the two patient groups. +r0 = rvar(p0) +r1 = rvar(p1) +ggplot(data.frame( + rv_name=c("control", "treatment"), rv=c(r0, r1) +)) + + aes(xdist=rv, y=rv_name) + + labs(x="probabilities of death", y="patient group") + + stat_dotsinterval() +``` + +`rvar`s make it easy to compute functions of random variables, such as + +* differences, e.g. $p_0 - p_1$: `r0 - r1` computes an `rvar` which prints as `r r0 - r1`, indicating the **sample mean** and the **sample standard deviation** of the difference of the probabilities of death, +* products, e.g. $p_0 \, p_1$: `r0 * r1` computes an `rvar` which prints as `r r0 * r1` which in this case +has no great interpretation, or +* the odds ratios needed in task 3.b). + +Below, in @fig-showcase-odds-ratios, we compute the odds ratios using the `rvar`s and visualize its median, central intervals and draws, as above in @fig-showcase-probabilities: +```{r} +#| label: fig-showcase-odds-ratios +#| fig-cap: Odds ratios of the two patient groups. +rodds_ratio = (r1/(1-r1))/(r0/(1-r0)) +ggplot(data.frame( + rv=c(rodds_ratio) +)) + + aes(xdist=rv) + + labs(x="odds ratio", y="relative amount of draws") + + stat_dotsinterval() +``` + +You can use @fig-showcase-odds-ratios to visually check whether the answers you computed for 3.b) make sense. +::: + +::: {.callout-warning icon=false title="Subtask 3.c)"} +Use at least two different priors, and discuss the sensitivity of +your inference to your choice of prior density with a couple of +sentences. +::: + +::: {.content-visible when-profile="public"} +Write your answers and code here! +::: + +::: {.callout-note icon=false title="Rubric"} +* Is the source code included? + * No + * Yes +* Are the likelihood, prior and the posterior for the death probabilities reported? It is ok to refer to the +book instead of deriving the distributions. + * No + * Yes, but some are missing + * Yes +* In part a), was the simulation algorithm for computing the posterior of the odds ratio presented or +implemented? + * No + * Yes, but seems incorrect + * Yes +* In part a), was the odds ratio summarized with a point estimate and a posterior interval? (The mean +should be close to ) + * No + * Yes, but results seem incorrect + * Yes, and the results seem plausible +* In part b), was some discussion about testing alternative priors provided? (For example, one could +have repeated the computations in a)-part with a couple of alternative priors and reported these +results or some related general conclusions briefly) + * Not at all + * Some analysis was provided but it was lacking or did not make sense + * Some alternative priors were tested and some sensible discussion provided +::: + +# Inference for the difference between normal means (3 points) + +Consider a case where the same factory has two production lines for +manufacturing car windshields. Independent samples from the two +production lines were tested for hardness. The hardness measurements for +the two samples $\mathbf{y}_1$ and $\mathbf{y}_2$ be found in +the datasets `windshieldy1` and `windshieldy2` in the `aaltobda` package. + +We assume that the samples have unknown standard deviations $\sigma_1$ +and $\sigma_2$. Use uninformative or weakly informative priors and answer the following +questions: + +::: {.content-visible when-profile="public"} +Loading the library and the data. +``` {r} +data("windshieldy2") +# The new data are now stored in the variable `windshieldy2`. +# The below displays the first few rows of the new data: +head(windshieldy2) +``` +::: + +::: {.callout-warning icon=false title="Subtask 4.a)"} +Formulate + +1. the likelihood, +2. the prior, and +3. the resulting posterior. +::: + +::: {.content-visible when-profile="public"} +Write your answers here! +::: + +::: {.callout-warning icon=false title="Subtask 4.b)"} +What can you say about $\mu_d = \mu_1 - \mu_2$? + +* Compute and report the point estimate $E(\mu_d|y_1, y_2)$, +* compute and report a posterior 95%-interval, +* plot the histogram, and +* write interpretation of the result in text. + +Use [Frank Harrell's recommendations](https://hbiostat.org/blog/post/bayes-freq-stmts/) +how to state results in Bayesian two group comparison. +::: + +::: {.callout-tip collapse=false} +With a conjugate prior, a closed-form posterior is Student's +$t$ form for each group separately (see equations in the book). You can +use the `rtnew()` function to sample from the posterior distributions of +$\mu_1$ and $\mu_2$, and use this sample to get a sample from the +distribution of the difference $\mu_d = \mu_1 - \mu_2$. +::: + +::: {.content-visible when-profile="public"} +Write your answers and code here! +```{r} +# Useful functions: mean(), length(), sqrt(), sum(), +# rtnew() (from aaltobda), quantile() and hist(). +``` +::: + + + +::: {.callout-warning icon=false title="Subtask 4.c)"} +Given this specific model, what is the probability that the means +are exactly the same ($\mu_1 = \mu_2$)? Explain your reasoning. +::: +::: {.content-visible when-profile="public"} +Write your answers here! +::: + +::: {.callout-note icon=false title="Rubric"} + +* Is source code included? + * No + * Yes +* Are the likelihood, prior and the posterior for the windshield hardness values reported? (It is also ok to +refer to the book or related formulas from exercise 1) + * No + * Yes, but some are missing + * Yes +* In part a), was the simulation algorithm for computing the difference in the means presented or +implemented? + * No + * Yes, but seems to be incorrect + * Yes +* In part a), was the posterior for the difference between the means summarized with point and interval +estimates? (The mean should be close to or something +close to it) + * No answer + * Yes, but results seem incorrect or only one estimate was given + * Yes, and results seem reasonable +* Were some analysis or discussion provided for assessing whether the means could be the same? + * No analysis or explanation is given + * Yes, but the analysis or explanation seems incorrect + * Yes, and the analysis or explanation seems plausible + +::: + +::: {.callout-warning collapse=false} +## markmyassignment +The following will check the functions for which `markmyassignment` has been set up: + +```{r} +mark_my_assignment() +``` +::: + +{{< include includes/_overall_quality.md >}} diff --git a/assignments2023/template3_files/figure-html/fig-2b-density-1.png b/assignments2023/template3_files/figure-html/fig-2b-density-1.png new file mode 100644 index 0000000000000000000000000000000000000000..a69d1a51e1280c71952c8d3ed5b6105cf90d5486 GIT binary patch literal 24232 zcmeFZ_dA@?*EgCBgBT?uh#o}rF3M@xYAW)C_*D4Uu3aO1tnl#ZwQEqswQE?l zcv#>`Ln+fL_~)9MvZfsP_xkng5C{Yd3kw??8w!Qu;Nalm;^N`q-MDcBA0HnEgAouA z5E2p+5fKp+6W_dflZ1ri)~#Elq@=fR-zFm?BPS=PprE*O=ME($B^4DFH8nL24Gk?V zEgc;lJw5&1yLTBF7#JBDnV6XF-Mh!k%zXd;eHIoLR#sLvHa2#4b`A~>PEJlPE-r3v zZXO;UUS3{4K0bbaegOdiK|#R>4;}~!2?+}ei-?Gbii*PFa4|74adB}82?BP%QW@Zm!_Ik`uV9?8qgD<~*De*9QbQBg@rNm*I>$&)84Dk`d~s%mO# z>gwuGpFY*l(9qP>eD>^_mX?;bwziIrj;^k*o}Qk*zP^EhfuW({^XJcvjEszpjbFTY zVPaxpYHDg`W@c_~Zed|zX=!O?Wo2z`ZDV6&Yis-R<;z#EUfJ2%+1uMYI5;>uIyyNy zIXgQekw_O87gtx;*RNl@xw*N!yL)(eczSwzd3kwzd;9qK`1<<3dGiK^Lizdm`TP67 zef##^yLSNr0fB*m@87=<3JMAi4h{(k`S9UGXlQ6ySXg*?ctk`*WMpJiR8(|ybWBXl z$B!RlV`Jmu;y!))6dxa-kdTm=n3$B5l$@NLl9G~|nu2 zfBu}Eot=}D^X1EzuV24@`}Xbo_wPS`{K(DC&CAQn&(AL?C@3r}EGjB0E-wE0^XIQ$ zze-9i%PT4>Dl03is;a81t7~d%YHMrj>gww2>l+#xe*ga6*x1~i`jfbZy*CV929h&uU(@Jy!^W!zVO%l+O@ma9zT@UbW2*BaDVe` z?gDq~Ao*v!b-Y%V95vTl#oLT;pEA5VB#}wWQ80gO7Q)G#_R>5rFZrG>#|`76o!%)24_;5c7F!a@KK*_9WA+-gp;zVcGlL@^5u`w00o#3rj={t#b1s^VQ&%7#&O1Km?y+O0 zJ)XMnih18MS80HD&Rf^le1Hrygfni7RKSpbD&2Qz4AaQE_-?;@f7-kOartn$D=^;s z+Xa_Dx;p4F?Q{4=v-t(>A+Ay_nAe+=qsN7`yq|b}EnKtWkLfoeuXl`BOMC_`cQ=+v z^M;e2{CF(_fyK0${ki`$PGnv{h-|qpU}jL+x^L$DhM|geEcyB8v<9fOE*g2)SG7Fn zv0K?lf2_8udB{@?CwtF_29zFC%~agUtHIeoBCLdUq#zC~Mo~D!+3PT}%xM9CBz&-{ zCXVP~u7x^EvtXS`m=5 zt`Bu2C{$%Ho9;@T%{t8UFuJ!u$jPkm?YMuv!hcE=S_jEGYboa-%I4&lpH*3N|W7r~r${yW=xIguN(#RQkpTTjK#G(X3?w{~HAf17O; zUl0z4UpXr+EotBNXNvThX8AhL!>P7iQq$*XG~&bmjU{Z@PKaOx?7jL|1z8uzYV+z? z!rar07cHRY_Rs59l|MVAPHo-A?YZ%F-$NCB_MhK962p~}gf3k0#=heOazKA_a5pf} z#Nfj(PeOAB>Hg}i-+#|Xs> zcDok_PcbZMOsU4GDB|^3y_;xghsvzk2s>+cb;s$}_kT`LwQqKgw=84OiCFZ#y) zJk;qu!*V7w{zxczAVAKQVR+L_mf0(f8Kw)KR2QAyt)$<(`+8=6IXYq;%q2#QezoiW z@<*_0I{iD&W(af5$a7kO2L#UaqqcY6tu=uM?l)PM?^x(Rkc3{+ts{&|FXc@@s$a@? zbDF|CVD%Q9VSfaA2HQ^WP9A^}c_@GW&HbGA$jL};$`lng-`EvY=i+CXcSjhYkV#VVJmQNT}MKO_r>kCv= z`0k(cl!by%neGn@Z-ApPm9?4H?v$QPt!pVYyAJ;U-PB(y6-ppZ7D!DQ#|gA&s#{C{cC#l@lcmL@`$K>}Qf9QD zUoju2Z%h}Wt1tQIQ;_T~7q;H;*SEiG2nnBXgER3JAwHm@uBfOhXdM6)hS@4hDkTLS z$2Z}y2!kPb#zRvUak^i=CGH4S;RZ)0)$%<&oPfxezMPsSc^t5*4=+}za&^n|xKH_m z(_8a;fZhFf9BO+1dQMAb%tb2!Lf{TEQ%&|--KW|%y(eV?819468J)R>cL%>1R@p7E zc{JOkuy{jqY0DPD{39?xHILd@zq*3E*6)vFR&MxC4CJitQwya7hcuQZm48KBT);}* z$J%f^IL#=m+4U$>{SCmOr5q5b2uZbWd_Al?<(%gS<5ZIJisBR*bUQO0-Gs$dZiFL_ zbdrjf#WdUB*9p$EgBImu4syziqPOgu%;=m*z%&LH5?*xCL3B-JeDQ$>Z=s5G2Ygf( zjb`aCH-avj%ov@(>A4%&k5gvEmjlIM!B_$$sN@w7{UOIAjVH3JcRC;1)j^o;6aDrJ z5^P?ZpVE9QYoP_}eMQU1X5qZokpHPuE*G4Zsy?ZaopZU)KUNYs`s@u zwPd|+RgAPiK_6@R+4VbJLJ)5g5$aZO8gXYI*egs$Cg@SYVkRQAK?1sHO52NLm&W^@ z4f27|6#-etSISFb&vH(wxzQn4XppVmx2inXVFEU^HT@@UgYf(zqohr)qBj_d+i96E5~SxsLfQ-^BrY; z9rSr0MMY~(Q~Kd`^9b@H<|M!ag}NI;s}ii>bOlz1U{&79(SvRf6zIK1`9g6 z-%Hk5vJpSRBVmvh*wHJVEWoK|RCbfN$*T*-dweHPK-1419Q&~dz(;Z}2KH|*G zQ_tAFgT*_x*DyB~v&nM< ztq~~#@@1P&tkqh`Ubru5lu)qpDRiZA|4=>3G#@dil6acBSdalo5Pm~M-(t1{eyC?* z5iIHt#lO2ZOPQ-9dygL0FQro7E+a7YzD`C!<2xm14{2dsk(kxi>jakfIIw=Xli_6C3Irbmqh`)R(qC)JyHxH(4NUgs>DxEpJ z!%=a!`?hG^pO5gKbF2F~6FBQpP{#K8!)8;=-oP8G8KNg;TW3|wMhvk!XrBW9h;qZ1 z+ebN=+=KJh7@alT@`Hv+vU*y*xqzdDC8rP26$;`xueuTHS?9VDHdm7(rn6Jj4N+Tm z`t!oIid9av8mo|t8(oq#XHd)RVLl^tyfe-~J9oFoh<)JxaE802ybfBD;TT`?&S_ZQ zjCZ{QYUAv1G(mLTeQrosH`O2sPyGA8Mt^T|-%hUKvk2)@-1>8(*=gOKxVT_< zTt<^%ozhK0o}*e!>J6p$A(TQOeS%5+p~t?WOVaRrH4+V758XR=MC&1YfzJx_rjMv5 zg*)ilf@A}{G!Bg_X0f@7zI&XMm0URaJRr}J68D3>B^7L#O$JIr?j`etMOg;~|pGYU6j4-k8)GqkO)(Pa7{LJBl!Ry>PPG zh+muw6fqD6bb@`Gduvn|xN(-#IXB~7`x*N2B!FGOD`nFt3Y9=H?z-2Twwa0)!iM!z zG_}&=rsgqJM};94bv4n>SgaSCZm48al=O%y?`JJ(cgv+8=BVTPRyR4gj04_K@eWo9 z{;mvmA^jf;h@q2k)s4VS!2-mYv7wjf(NEjzM~1mdo8IJP%QMR{XM5JS*D}X(I%$FL zxaZF@v8CVj758rzeTxVd^mrb{MwsNsFk(c1ZM)mWnU?)B(pbUGHVsC;ji7e36Q$=> zLz|-o9VB);?c%J18c{RD27jjYVtLTRava+O_Qd#A97^=IeTPbW7s zR#-o7iku||??wEB0tGl$yagKZjqX!lt^KtjiyE#ensukw1&M9MkvX5Z-Sprxzp6`R z;gEQX-av(Tmh0Jp-D<)tB;L-hri${j-C<3}D37VZ`9t3<0kgz-=V4s;csVGQ!3gW_ zN{wz!MQSxsj_1NB>E?IU-nEwz&!*>%Yz6t2f^2-Bk6nm>5fC=*83tFzCCu*bc#-EE z?A4m~kvQ!&dH0dD@P5M=ymMOYX(R3Z*{G}@v!{zrDG}hBjxDmP@i)z6ig*!AX0^OI z_s!CtzW<fw2J)?pO1&*ub*7Ft z{)IOUT_2eEv-{2>?O`_KmV{ckSiiX?sn6{yK(fbtW1*OswVk@hrYMiG@SFlwxGY0E z7Mbf~%e($2T4<~?YEnvJd~GFp)^ujch%f|B<99?LI%+XUGapg)gKRP`OzpQ}*^>HQ z`(Ry^YjZ)u{o(5Ep(82o6IDz(rvs;~!YXK^SL&uc-6u7x)UMw?tF&Q2X%}m3 z0ggAZYm6Rc+$r+8+0cslKMEgPM8 zy2j*$3UUxE*9>7&buG)pADltJ+23B?fMI)XGQ&R3M2q^sr;Qfamv@;aRsXj9r}Mk3 z)e?vfa{||uVV`sy81y#NLc!TKrE7R-Ha=+l6)O8c9vB*lwO0p89ZY>2__?BwNv(lc zex6=58T)*<@iJB=uBgvqsar!eXE8;vftWJ-mI^+9?Tma95SUSI+K?=Pm}O`ZH!VsT zEDje-Bjja5s$PBjaUVF7RanUePca{ZV-XUE|M&kXP+Tz-E_V&zBjO&fN!@+#g4!@l zm)y?07U6I@{nx(Z5V@$YN+kA^=1pMoCFydTxb^XiYcsgT>tlA`zd~75yDqn|2KbcO zL>ek`D7%7qzQ4%lk;`i?sGcz!yM=<~T>%qabj5vIoDUx?)}CY}$oE_RA)!tp0*CkA zvqv6Y??W3D57?6cXf>Huj?T`_R608eOL-!)5|iUkGg!w4!pIKKcCy?~&_T%UvO{RC z%fAl6^W5PVG0&{Vno9EW;?6P)>c$c*o!>)Op4mdah-C__4MF-_;ajSa@04#_>12_f zOb8z($EPZ%?hp4kQ!jAOxc6lAwNDfxs#YE+anQcFC|ohA2860dpqe%@1u^6+bo{%|IkaOaoHX(Vx}rV?Vv@)%;G~E=1#0!hqQ>Fo zhD4T(v^!3M!QQb}XA!Fj%A;Q}iIp}@(6g^V6DU^Wm%^XFPfevdEcH;^`%Zr>vsv;L z0IEhk&iDiJ?Nh_|1z?ZZAw&!PDCo))&u_Iet%fFR=1J_}oPnc?>lN_1k3_MAjn6R} ztQdsfbi8*OGMQ*r2I&%VA0rXKCnu8Lz_A-CDDZ%TnPlR3XBT%yuWY*hB}}vTyAIN#e=0aVO~)aI8HaOSR!L@kxO!K=;`# z;v?)=_?*1UC#`S=18J`aZqQW0sSp|t5H6ysp z$SJjvT_O^vufrH+_dT#QQooSLu8L!lc8S>x<HHmtOm37gR&ZQjB$6^|nWm54YDDH6foF(bo{aQStd4clix~1vV42R+F z!@gE{cal1Rz}J;JK!D<6s72O@8wF?~v3 zMN0=`cDRE4-5)w=vm(`A1Gpcle$*`?Ma#PY_Ao1wE|r7(F=bbn7&`U=WJXBrwsRJf z$o8FXyEQIOwZdVOgVgTQeDj>&Mbw@ks^%1;(pHdnSXS`5M~e~!p<`oM$+TC~yNLj5 zK>SC5_-D=Z6`RTrfa*VDkvx*Z5D;}XFaV-4IYY}O-UJE~(@K!%Wb2eRd0IR+VJ|ypn9v+X1?yLG)z04%kK0850K028 zMs0{t3ft0&*#Q1Ks%;YZv8fQG&ytKP<~w3L-EZ&R@c*fs&>W5rI_B0H_L1C1HVS}M zQ2RqiziH>`U5m0EYR$UhPU6te;v=(1E|VW9SlCo&psav8mSljK{vs>eXGB zY`_+c#wa?Cm@5-0F|T64L@WK6x{`$!g`A00F#D!;h=BV=sV{SY2LOx68pQ51C`mMk z=X}UTJ>`Lp0=U#u)wBvEw%p#<2P33JO|bDLC=}sKP*7K&MFB;g`w?CW%{%*1ex#Z zAQJdb@Fl&wZ31Hd5iNM;&OKTN{Pn+57`)5(Pns_U6&?J~vq-0u{1|rg9d55a*u{%{ zL^Q9s$<8ZG~i8k3X;U17!U*c8B1YI|`A=z}rN zM^vPr7M}iS=O|4t2MVJ1dfsF3_9j7O*i}C^L_1emT*)t-=RH?L3%^uWK(-dV3YL^N z1?%#!gG{`>7vVFMe&ILfQ(3{^W0LxBfivbw_h}j6CtqiU!TwOKOp&nzU6R29TqiZS zJOkq4x5#sZck4wkcyRo;FeFR+ zZ#v}Ls{B&;dPv7QVv#QF6Qt`>fPiDk0X*p!#?KNA?nt`wMVlKItXN5gx zyBde{syVXBfQOwEvOrnJmPAi}$KK2Kh2PJq}PYtPZk} zmXtYVqPf>~0~MF{GysVc91I?sFlJ6!8QiCp&S2tIfOaZH1!j-ZWSuLka4IBS9w~qwbcBMen1eGb4kK=hHDj1d%}m!96)PYm z(puccmufQA=LN4w4S7_o?Ue{i*Bv7A1Z)k2%tSbnHx|jQ99~=#w)*$Js8i=YT?DKLrkehI1@dCs&VHMEaGAP2{SVj_;!^)+b@zEO%-C(g8*=MRuJ_ zW+S@gu&x+&^yTeiMR{H{*=0P^1}xz-g=6MV+Gwf!b5H*@Si4inLtFQz;*r1L`G3^{ z^r*riYyvuHqw7D0=E;}8!fOMs6w%LN8~f_vy?JWV>K9J($4V&n*FHoYr~BtrwYmvQ z>h+MH!){4nwD$prK%;))2d-^}9H;!0YsjK|Og@6kwS52Ns~AB&FHje4YbK1Ff?Yql z^}5UEo&kgMJTY3ly#2^hMDwz1Ws+f&m@M}i@*HhF_CPf~7;2M8QRzXx=RNQ@1c~$1 zEFTfaGeuh9zPkO>W2x+P`$Dwl78pc=?>XF$A#P3*OwqEeD@yU`rH|f$54zT2N!tXa zXRCcwtB4^8s0=j)S|t4w+4AjswkZHo>xI zpgEkYfAf6A=n`%CIryEX4!OH5$Y z2AzE%Bo!Lsr^jwV&uE>$14r-6LmPGgoc3iCGe_H;0d&_>V8w9>^)lR-r%!Mh92&aD z-N78&v_!6r)`o<-w3qq^rFlp4*5eZ2a>x^k`3_*wB1uYB;C||_w!**wBq5NAgO@ck zo11?GPf5QhRI-TQf%U8E8GlA%XKXYt0JHwC7vi0#l+oiWphDoQGkGNSWbR@V-|Bz@ z)~|hz@Bnh2agO*{1so+*E2N6!&2}2k>!mfje%&E#&wxgTSKvTYA7zvvu^ST1Q?Zg> zf?&=!2#e?jj=;B!u4bd3xQn)lCaw}_4p_hZ=sn`cUf&h1q*|5}kzV5D(K16FH@hXV z(AJgWq)he>6kSQxPJL?RpQMtE*g@-GxzDQxj(+N(wcvz23i7;mcQ1XxCD2T6oaETv zA}fimitNijcJB?qrl(;)FN-7IKi~#RkpCq5k9)1>%x0H7=|AaN7ENNKt*h)vI8=vY ziCW|%cpheP)fpSbz-lgPsu{a_0GyCJ@J(B+9E5(4CbnXbZ|{^+y#_Nj17Wm8tg;>WB5w*;6L-a>JJ}h-f)v z3hQTg*EWi*kJ4n8D<$cVWGt5@1s8da_vEfp-kS1GE7Q9;;D;@o?z9c^Y(8@f`U^3H zFP(M!zV1}72G(coaq}kVJO3;R__j3s`e^+C?e6pCij`3H)Tg<%`yXq%E*#@Wx6?se zuQwT)OuyTH#gzW+qimtffF8SjJgo}+s?yJYSboEB1=s1(_X$kFv#`8w$j`2icbI7z zEV}j^Nw88tr3F3yfWiOmo*ga+PKxuU^++ZMoehf7prAI1RRe#EkO80K{r&*i7r0dG zw`K!QqrDx^IvrU{_(vn-ga}G36r+hOT{fK*i;A~|328SxIv_tgS*(Bq<0`~_|7AoM zA`JLY47CzR`kPR@AgAeniS}+WF~k3nXzv#qGITa2d`YstViZZP_V614QE|JI@K-lNWV(W}xwMOhoevbKxKQmQ>nkLdyq2T~Xi= z5_1<5*je_2wZruM;bFBuiwr&sU7l#0e3*K(uF5%9*>EiN0I?!Yc zM?{<$FfF%HTD5JMNl1|IY;+0DVRp*{z__>3=99@UY;7NUKhLkL?Pp9}%#PhEtQO={ zt03TA2OGBcF2n+O05p@$*p1)Gn{p))(2a zFv64kA_gGF@gcIOdzZ+&Sani8ru=bmujx$57kLl>REt(3{7ZT9-@BknL|yQtJR5_}w*aQhas6-L}Say|O23j{hp^wh8YT zJ=B8xzrV2zppdpUP-ldf=^O9q{+z6I_9n;*NK|i)Ic~WRHnLcY<1$eK75ZPOLaq*b zEYv3a{0?x~TCClk!yz9d>mWaLtq6}z)s(IX?=~|9@Zy()S*SJ1|3M0hkIy1A zulx~PuYgB=B$?k;6~;jX+SX)%IuB&b-WAdL*LgW`EQ<-`+OmNwKJtm9r-}^5yz2=tfl7-Q}0!0Pt)34Wh9mbzFr_zTMsz5`R$Ts^T9_Us-Dl z0mnD!1N)&I+#em+d%4k|I*44Wh3!@Lg?X~Ew~yrBE2U6;(Y0YKFYV92n`J0Rg+Xp#{?v{wdXg}G$an3_p*((n-<)! z)YiKqA@v!^(!qV3Swc3x&EOjy?tD=D1%lz#4-I8~B=hD24RN^VY_~wpdPtP$PbO1o zE$?nz7y=j6b(9=&s5yctn?mR9%7zGq$j8gg2;j#(mUno^#A^tL(Bi>j#y^WnMukn| zAIw~2GWDQ7arf*A7fu8H1xOxusq1QMGh%gHQ z3(NkTYSaWx2n-&#BjcqPi)&nnD9Y{9t+jjMaLwTxN6NcGgdtCnQ1!>I>07GPoESXh zwfit6_DvCMfVt5VNs!Qfb*E$IR2xbR0sviUV?gFxUl7`0!1?yM^`8q?=5E&;JNR(j z;~Kh(I#>7h_gW+HR|6dTNOF)siSuqf<}E?^!>~%FulUTaBt!f>qHCH;!|^*Hcyb-& zRkX9o_aq2m%Dd=)2@6-A6K}Q!1u>2pU?(-%{h@lyOQM!`s7b$sE5q+n(e>#rZJpfl zG=MZO-zNko7S(jK{kP{Gcf!KpSOo}s6r;pnmIS8w&^0o(bbGnX3VkICan$WbYMC7# zAhO2#2%Ng-?=p@2+@Z&&{M-Xq+i3q;4=^u-1@hgGVTdfC^#501+ohy2r&1s8|LrtP z(ICF9Q+Y$dmrZSde9#|0Jc; zi|ifTC(iAKAakRABJ}}q27GCn1cO)XYoHcyU}|e)9E8Lfa>tTal1HC`T)nM$2vHx& zI7^02S6KhNBH;JXeV{!2V0+ERpqJ4j*zV?+62hQ=bfM6vQaDkC`@_6LsKmvxZ2@vB z+^7Ej3MVjJBifA(n^p{*dj&d50h^ik5L91v@DtZ%_fZ;H6LbMmodC6O5t?nC{qRI#CbLPumcNosGWI8`ndkw6fr(W5nV>EO{OW2XQ=V@^r z2jJC*_g`lk4c%(4T*{>dOXU8jjy0uV=}^Gp07RcXG7|D5`kS8H!4bau)IjeQk0@1z zF@YIJV*6{2fXch~2>&+opMP&$7IVY0%41mGzh+^AdYH8SBZbPh*=RTTVPD6ib#KrC z8(=&J#<#g+!lvzX182PfuS3XLTid^f>jHY(36_H+yai0jLOauItch~3AODU4BP%!! zXUx)%`!pROb(g)~7?s}h1ux~%zlgH@sp>cfZQWj1!x`9A>3<@qOGG&IaP2FBB!Ver zd&Ilr_VQ4)>>Ksy9SN7)?Ej+K&_~XV(^&1|Z#PLRBH|%cpED;AAZ7NE^&8)3CCmI; zRuDR(f`bfES_v6fLPU}9u6(@tZ|&gy`#++)5OV)BaI(0visd~}-~-m-FBumD8eWD= zWmvF&??Gnf(ix=g#=&(eM@ya(AYJ}AKYFjA&<$t$*CafN9mj_te@j-!6se$Pf#t=T zTzBhWRvZXBHY~>MiM(tzFIQp>>5)a?SU%$M;K->}W(Rj|GT1QC%|Uu}si)yc99u6x zxM!At8sLpvE->!MFyqLEzaV&G2h}uD{6zI}eUzO1MA?AIGCJsc7;_r1();>-kebJq zXa!ESsD3)qEGC^S9vpzmfd6k5-~9ONv1NXnOs0KY7lH%;Q6)tU-{?A0)~k&k!1@i3 zXK^riv7#iZz;(fUgkS8jj}|9SAu`rrpXzg7CMyOJKImjcWk*nmz`SXiR>t7{8quIm z1=B%5bLOWfp>%}fyyZ8q>}mO93#Lkrt1VyDsP(f0C2E>*2W`YFn#+=lpW=BiIbg! zufpZ?e<0*Jw#sq>L*lu57T${E0K8`n1kr1y;yJhSvx$ObB3S=}(Z6Urb8XW%U?Kl6 zXl{9-3~>`-A}9Uj8RYm`~cYxC|1O0_IqB(009~C19Du@c{XSm;+59`^Iy- zWD++150;73p-L@&1ov;Wn4KoT5Zne)VYp1RpX!amgtV-GA~x#*V6i$I`4_=RYlC~p8!K|{@{;K z-cG9YA;6){iV+92H!`PwF4s)|qTkFVC?2L*Z;5-G;{6Nb`Iz?ZM(6ltm#PpC&rAUw zdpVO?Cy@Q$Rme2|S(M82+5F;QI;)pR95;u|XNhyJ`r6m?}fE7QYGz_SGR!N6dzGMKP94n%)Ab&P}T?(gfykt6e^Um`wyM<-vF~L{P z``+;9FKGg!x4Bc^jXPHqBDngYOj%5BkPE5uH*zrcY*V$#M&?$lkKQq)uzpFe#mvXc z@uxxj3%GsJ{yASqREdr z7+MKeo!skibE<%)o&rTKaSUn>MDK@CDxTndIhA)NlbhUNuR)An0;p6bRcM>?mmDTN ztT6Y6Xvdpfhg>wrB8Uys9G3cmO3f5-Yq>4h8PhdwFGObLu$jq(k1trd zv)IO|Hb&409K}jAd)dnS$#qlT*?S_Urh?o$3+KvgyI-y?uW+jAQn%rfD_CyDJhrNf zmQ^bJfynp``RKw?t{}e^`@zFa7Ve){fM9bK()ulqA)wpA4x80blYWH1yFWH@oYMj! zbD;);yOl8E@^=yC8?4Ot6wQi+i~76%cwRNyOQwU4l2Jv}#CA=Kk{;gHjGBQwQQ-9$ zZXL_=!LNCFS>e%XM#nzz!wd4&XqhcX-)Qp)H3NBYYEZljSr52X%pV`9SX3=u9oaQ4 zt%`;oK*{D7AjyA9KG}E?-CMFiehizIqueXy$)WjIkKZLZu;7VyI#(g|Vo9!xzMp2@ zzeLR>=Sq=d%BdzQJf9r+Zg=z#o<^p?Avr9@#MIo0CfrYW4k|dWtMV=%!6uYj-v}sX zW8^FjltCURXU{r^Z}P=l;YCbtJLKcGr%XLiFygB&G?f}~e^p&A^y+=&7y6bF`Y*28 z&03<>k}%D-cOYw3S5X*NhXqcz?JH#BztD)Jl*vda`+Nl=xX84rB`93Y9F!mU7Jfne z@9=}KGpMA}Y{8W3!u_(7sT|w%f*E9?dS9%={FE5fiIN;e)NJPu+$$>0xqOy+(eXtG zK00WA3kL5DB#!FI{fKg)hIlC1dv3}7ub=~2wavxRe3I=5BHs5h&&!-b?G62L)lcq9-Hn%r@N`stL z%9Kv^g>R028@utbfr6u}mv8^GdMDFL5#~Li3b=*RG+IqQ9w=$yG5ZvQ=VSUA;mbvG|p8s@tke<$LE7Ot^a{2nAbcdxB4y-gi`_N-PGrF-7>p0%?jj}zMG<4BYEx* z{=ywCpIIB=?71_h6Us6Xnx^lVM19`j^;-c|O)NN~XEpcBq852&+?$54fs|XF>aT%- zKjBbTb|9(2v#&(4N}paCk%FJBk|-9L;H)?`=T#uD#Xw%4sQ*~zBZ(jAHMnZR_tE8+ z9f+cMbl3S5fb`#C>)E|UB!PL`b`>Foeu;CqNue12u6xT+9eCqYI?Y5;#=X!rcX7Cp~Cn23a`=VjM@#(%1>2NNVuN^a*n%TXJ2tom_|n z=vS|X(h@Dt0qG=POsn&*!pO*-1HhQDkgm2bU_Dxs(oim?J5heRs2C|QHt_M3hxKs7 zL6d@Z2lm%@LvAoZkM;jK(Ns)BXs&LD`}nR>f_;$1{07e^CIK~ zWXnn;EHW}tV=93SkkEHLv$tx1_44e_XrsaqNE&}e(6?U9pGkLS$Ol2Gu*Rt8h=A)L z4g$V7-S`8e(`7|l5*EzV>#Kpxm>(9+2--;(G-iOo@2 zWFn~Na>niT(*6Fu-C#`0SA}Dl>l?v{!5nZVC{_4I*;LYIFqQ}`AMwQV#==EZ7ozMl zZd6(3PhF6cb#7*K1r^-^T;JYW0@t{D)#0}ahF}ta6QTRbZ|Fc!QX6Km%#&OQZvNWr2ZwG3CmOS$S15^y~dTn+>II@5%*JBem?V6B1LSdWdsTF*T2zZjVG;E}Uh=kpShg0PV-_n|)_ zSXdBLu~*-SUK>QEeQS0he@er1uY+Rk(G()93Vk^CM;jL|p9nK>$t!)3;-@=Ap(HW! z!(-47)UfnYg~Zrj;w?`e&4TE+64d>xC(zNmJpp(^U1!dA1rn$G1?nl1TnmIHlsTOI z-O_V=eGHYL*hF3T8SX_KGp%2nnWt@1z7qUxGq7n?`ufvmKG*C+e(v=|v%m*Io>jd? zgs{_%h}iQqCQKU4@eZoE!ta?j$d9=>Uu)Uw2Au6|5dKUM<{Sdg&}sf>X{{NC;CVfS z**qhnLjv|{=guv+6cul9ls4kCMu5Iyp$JjQHEVFcPA(b?1vntW?>uMgCs->e%1Ze1 z*A3KmeQ8+>ZJSaG+`=bkWpfuGd94KUZJwU!(eOS7aR5-UPd=Gtn_v6bOZb2sw88f>Hw{f4Tl~cRZy&zU9&FAl+_7`Dt3(rT|2ngee11#H$E^* z4jh?^*}nYgP9K9p_;=~|zKZa-3jlws&81^Kh(+S{E!u5)aRQw8>By^>;k!JUvJsC| zS*F{n`WRj|L9+Pu`)<4VMiEKtRV4-plqd$~gX=wQHg<$GKlR|)*882(R-l^XZ56o9 z_K4@B?9v73@2ZrTc0aB}qY-p(rJ<|6R;|A%m#8XVMv*By435dXAdBNxY6OwA#o9XY z_-|Z!fR?fQHwLD$cVo>Ml14j>dSGs9nV|YmPq@M};uHh#`Y-lBtg_FN9R`eq8|8@Q z&`N~4ZPuSK7kOHW!~=JBFxO(~LgsJuF|-s*qy@IZ%H(r2z@QTseZ6mZHcpLgU-Pf{-Up92$`o^s z3z2xX0PA_U6D~7Nl}kG-&(V!tzMb4t2nc=S7h$k`hH9op#E0*ef7D;BNn-A38Ka&$ z<_$^L-=y=LH?sAF{HTspc>%yxvOP~0bSH5in?ip@;N4uFAqvsE;OQ?Ht6N{i>n6UO z*_~|loJ~7&JH5UJM6uYuPx^huu@UCZJftS&x?n0pay>Zi+cW;;wLvg2rBdaeJ0bv; z#n(1PJ*~D^fl?`VMukb|M*dZU&wB7ghs~I9ssB3m#w# z9Of||ibjTY^4yAta$K9VficwXNXu3*{Px^CM}_KhdoZn{)B)aImmVt2o!sA$tm&a8 z?1*vSk4OTiAMcg|HW<#%qrzrnzy*YMkIj2`U8Zd?H1jqg-0x*ip$7TYtmHX0>uz7! z)Q$#yGo2$=&s@#xip-5pE#146TnM`4&=s3RaqYsG63jU*C&fjZV&+|B)q z7#ngcru#VX%P|zy&vB?I2`+17YlXtGS%>_%;QiOGQ43vu7a-9We_mnnBzg8ttm?~1 zqS;%VYEq*T>)(5#yB`rd{G@f-=w=v@QI+L6dkgEr)o=ZsTfY^{e({HvAL7~5-Vh9-!oI;&c`$%0{>H#}J+5Mw+&7=Afjp`TUsJ5~;w@E@1GJN>eZT4!1K z*Pq@y)$BdKQ>EuyTUF(Y=6S&Fl1V9<{o>3Ku<`1~EBhmdL}cvne@d(AFCu#B?|`!D zsoTp@6ekaeYjl$aF==w+Q_&`-n@M6Scs1>@4r`(IM`ln9aGm0RWDpyOq2*^Gd`koP zQaj2L>l-|0M_rPwBSNOjjwAHX1UDpR#5VJaj6nqa-^JH%l?Z`FDVGKHk%P&Vr4RA# z+xIBPEJDS9cD5eeMKcKmYgT-bx*`7?~G*0nf%XH;09`F!q4NKCHu{Ra+9tZ?8jW( zGb-pb*6zO_P2@k_bA>OxCoI|*evb-ZDO(d^Ctg7D|jmU}^V zUyP=%4brJ2da&mxY}8jR{d96Yw|DlenB?k;KvDOE{=|N^rVCQ0luAMr;vob*V;ttp%#mKT@y4<3h7X(jueXJ*+UWt z^04Ic*1a~_@~;Oq-eRl1-IDxH(+d+~G~No0GMg&cHZ+qn>8JxqDesx7Q?K`@FS=Lk zCzIW@FX+}2wYYbi->?(vzg}}+c#_fd#AhcO>U%bqF0rSBF35L3i)w^Po;i%}sD@R~ zEml*cj{W^);Sw?~SI=YoRoHqc>tNb5#mjVm)^|8z-qLfB^LT!sd9(6-R^=5{+*bC} zvO1Dxmo-Q0nisDnc>lh;=sfnS+f)(`;(SpL37y=30_H!mt@F#X=scb(reKkL;IaFv zA$QYrSr*EDUo_{pNB6z9PR-1wpS$DfX^e!3Tl zyVI}EcqFoAzXc3L9qdqid|GDLkfE2_SI~TCwl62TsTw>9gP%?eOtTgy? zv{=bk5P%s&D+AwX4bwWH<#X%Se?C|7^UVkKGB5=aQVV6;PgQHD`ko&xxvUKr7_JU- zQ477)`Qfzi_Ux1!_C+V_#h*c16{(BD>V`*QDTjU3Mb(CtUZkm}x4w)NIku*k6@7l< zW3sz0dwgyb9=5JeuUF$Vin_Roa{9#9i-JVqEyq;8-nx52yeD$=N z9o%}~zofFh$A2th9SH@%Cll6tE+Wq^R=0y1`(;ZCL%sBMeJIPGas<*HQvI@<$TeL~ z+q^j5rxjY;=$*SSN$;_oST)_u{7v|85q-MOaDjDW)Fy@3Ef0pn-QR)oQiq! z^5+VEgxlTmVAFB;?KV)_wix-m>jds-VlI?c3qvcX>&J1ktB2mwCqD|HOQ!4acJS~X z{H|-ng;&F>v%UHG$)s3$TuX(k-RSN?6tge4PX2U=ZjmJZnP?5w@i!m#Q}&(xo~fgr zEhDd~p49WBstfKhH}I_oQST6IznKCh`G<6tuTgdh!uBZ{90W~F0qHj*FNO`#Vc?Sv z3g9v|NhIUd4-AGpX){{7C|#4vS}nYM*N%^zc+0)#tWA^iU!^MGgAV|8>%@Z5A4Cs# zW6}rz^IZ$WQQq+cwkPnUfvR@4&i|{N>;7u83(^n>AXOlMg`!bfXrdrpA`+A$U6J0T zhyp?oq=zO=Y#+@)NDxqp^eQDZ6+{9-5u}7FRjNd)kiEFy*|Yl(>^Xb(m-m;s@64Th z-!k`^nWutl)MI{)`p;kCD+uY|hMOBjm46#xA>G7q5^z-)nn z2Eje}LhE0C<6J(hDLJH=02B`aeFw|El@# zbPAUaNBMzKX}PB+XREnSUetW{=soHX`vDXi{NS@=N_R~;Y;9Y~HAHozSUeVI#o5x{ z^XRV_ppa_-LFwr=aja}j8hvQVN!8h= z8P-AJ$Augl-{KREsL!^Mk$#N0si|Dv`Q)P$p`@m%sgnxk=3_OGq#kAFIYm*pDyBt{ zBs8-K;gGdAoj6{FTRv@jPFpq7kZ--jk1^@v6ex*R{jD7iu0qi&`sT$N_ZO6>S0G8$ zO90y>FCf%qgf729e3t-4szb^EWiyOg%Lg_W9b^2WA<~Dr9RZNxJI-c)gsmSC3xL*e z#aJlF@GOF`Psup~;dm(Q|8R>iTZRPCp)F{Ubd@#+5jqgogL*na{`{l-`HAI7%429D zxD5z_LTo#PuMP4*o~~e}#t%RW@Psf;Q5?tCRBAfj=BC{PnJq=b1AP9aUS)1kPE# zZ4K%Gg?>3wwfn<+fl<{n+`ANvJHU$LPDP>so5>GZuvu`_ z|L%n!Ha|QAnx7PY4HQq3d@guXP6UhzZVAkf`Mpit_8;K8j=1R+JS14I-X|Gyck{6Z zEv{e3E$O?ofP^Y4Ol62@)YidcsUYEpX3A+%Z#C{p_~UziT)iPoFENqG|Cu*0F5`k= zjE!u1*FJPt7{0=k(ffH1@4vv*YOu&k!FoUGY?8l$=Y0%I(oz!d=y5HpL9$UYy=ny9 zC+&L*|3Q1{5%6sIjug~;uobD4%~|e%s3xH+0T{Dbj(Z}z&Hk>bx1~`rUZmZwmdh4T z8W+jrq+Rp#DHTB7;DbYLD-ux0OBV7d8U=l(zLrP@H9rePQ`!Ed}&3ayR z^`}ajE0eJc-dt7@IiG~wunQfyVhQ@*eb6;CQ>quFm9p@sJ!pRDsr^bK_h)vZ6x^gZ+zOSE)y+i<3fX( z>b74w0s9jk%sh|Z@(zut{ZD;a46lFKg~00U5vhf*l*C7PSwa-vcYzL5v>2pjWzpo% zz!Jy`_96Qu*NLgi>HvBhSsv|53#lwf7=jl33{Z0)|dI>jR5pYz^Ek#;Q# z1==PH=G%t*)(9__VN1dg+`EUA{dvUADCkFZ^^5pd+&*`SkllFKK7!d1=q@XyP3_vP z8wBpn{>v>NguE*D`u84ZSBr-gB69%l+U*N)u5J4TQXKW1WdNoy@qv9?uqO zCrRdq?j09aus)w$5oe87Tcf7Mx{asTG$%YVwb0@ojor4_u7H(+W)`kfLmzSS3FBDm z8m^w?l&#!{@I$+HOlA=*Kra|yzG~P^$%o!=Odd4x6Z$6ai;pwfq^0lOH}hc!9U{fgBGtE{vNoZ8b_?hkbu=l(-Y~F(~*|nsfF`^UV zf9Ib#>#s_C@8$mVTA*GVm(SLRCtOJnOD z4R7eG500|JaGe=w?k@-I;lFhvRz}KBd()Ogrk+*VB1~a$FH%bOL8I#2(VmEw1>cvi zjF*huJXv>HT_hdsBZ!ttes0QJ-UZ4gh#euyUHYG!q|f|5XgfwR7yC7x2ptcu5S|U` zzQj7kL52rt5r&#?j5p(5612+gdt_QdvcZZ=k&6YQ7b{b6SD(bD{1LCO6r9@nc*%gu z>eVxlF#iJmDHs~0xaQPdsVz4(5M4jp)kvDNu4R7kCy-1DGC+4;-!{<(j+3L!RS$3(k0v z1RadWX2}~1wb4ANJokvKq=y26(+(C9W9&BfX7ni`+_kgp6Sbp>mV8IOXR@f=a+9%h zD*W?`A$2Kgy4rvIwFH_!HKhki@OX|sm7E&5otxu1Hk&%2dCP52P1r3CEbonomHfv# zYN&Q?8Su!m*x-VF;P)$x3G>NR?BL1Oh$qmVPfgp}^N!XC69ssu{jHoisAl~_RX@nQcAsh#aztXWY*sS1=pm)f=b>9dk+R5>9f75R@0V8#b7Pp?; z_ZST-N!k;Ket*uL(k@yf1s*+yNXx_Qf#9k$4+KWq3I7i+xAD9tSJ$yuCs>MgJLf3oVcnd(}9{^ga;9^U*0U)q^jq{cME6NgNcqJc#EY$GIkmn-9d|E)@ z*|o;h%bz%ZVWY3mw*+DoHEf3Qen>OaD9wAD;ucECB1mNcoR#-ncSGX)+X}X^s|9 z^U>q%D@64z{Pb$)kZ@s@ka#SSR`)%n{XkuMZZ9XSQ;O`w@PiGYQ#Vy;sZ>|pI|<#J zRxz33g`0twBf_59Jj6IvdTO5WZqMgwmfIEq?UHi*5(PUK%#j?W?>1id96{2^TQV3I z71}RVvJ!RX-l_HO(}Vb9g_%W_wXuk0Uxh_YSI>2+*ev7#bkXiSwf}5?*I%P*+~2Gw z<4*UE+A&|Vw=l(ORg&Tu5COs=9tea*uM|0_h_G|L_c04sSI5%jfZkC5|$yXKu)8M3hFg23#@H6^L!#ue*3oBV;n&Sc!A! z##BmFD|ZWYGJLO4)t9Ymn{KB~CV-MfjuE;_Z>BF?=1>z#!c<<2m6i4ut{>yxVTi^T zczGXbyft-C6H?q}!D2;;(unt!`_0fMm-FD6e0jd_S@{qPc^f2j#!`MuwADuk9xY_cp%uaKEC4X ztb$XtzH~b-1(h!&|DJq*vfWAMOBr0UP=M#s?MOBe@V`2j3qQjKMSX}qg-{T@%%2zY zkCP?!qd*dtLji4?c#)!xLm$jdt{n90ZU$Et&FuxEd*21j(KH+6h?(eBmD;MWKG-P_ zmD0G7*=^mQ1|tt+I!jy8QU*v~rntI&HMi6rM*3=|$8JC0omMUgz&&9I8c;`%G4^LI zn;ZImw%W^i&Nk@GsL;+LQ58h|PONa$d%5+YD(!7gX7>XT+2kD&?n|N!g7+J9Q|xs| z9!C6-WiD07z=*LQeJOJ$GEbQRW%yY6t|J}Y&LKC`hPlbq%SeAc-BUll!MJ*@+B?#n zzvL>5`y+1Sd8${zd4b>ESmCophI*9gHVRy%Ug|ePV%5m{i;I^YOsl#0Z4cY=lB4P2 z>oHVEL#_3ods z$r!QTfl&A5C_9BYs%YuS9eT<&WMvFSYo@HTpR@9q*w0?aiWU`XgdDR`mh|_tocT>Y zxK8iZ#G=1Te2f12_l$=%@#{%=+ZQ}!>QMc-h~~t0?R^Sh0-XGH9)gu&gdy%~w`GXo zxn9gDbe6HHX%9EfaQ*UH4so8bTAl7xzO(r;@T!;D^}{XuS6?8!Bl1Jk9r|jw;L;tE z!#KhpU>Xq#yp6iy;VkdsVRDcUnV--u3$i+qUuQ%Nieb zE0r$Iq>>aWMC&;J%V)Qd)hu*Ixg6y=zj1KQ4!k*CoXBVCR@yPD(Sy5~*g?UKZ_vC2 zOQgV*SFvl#hDE_-(OGeggOX>*MJp(OT7{pFgi-kolP)Ob&WXx6PJe*+2H|lvPmZi= zS1=#W{n)vz;_!rP)2M(+8(c25Kg+Y}S`^J>{zI(xrRqUvyI-qYauJ>x6S7`H{d;kD zPtwQebzFyYHCKnDo#RJkDz@Xozy9E<6>(`5UERNc>Jk~RDnBh=(HbshXw~*{PCUUN z$mdFEpzgM{;U*oo6yXSX`gXS3ER=}D%6d8qz#_J|QYUxu6Gui?0jyxPa?sfe>7AN@ zx?c3tcj`dk+h--UPF4sj&Ir-XrfqYD4oJEiF>ki|lqm};BA5-P;d5L{YSbkYc^ zR6d1RY4l_I2R(e##b6T?SgFD+MJoDsbubTjwmd(-_UiR+^NWEqUdS|=^QGNOYpzz= zVP-zXV0#uH-r0>ST*#n&9rkpNrOb!~Y?^Z@H)vG&IiW~PDa)-MVPAMI9@GX}eUN!7 z95BYeqZ){b6EY5N`7@L`K4?@_@AGT;f?*JHd8odYgtw7*9bgkT8@Mv&Vz93!d`u<8 z3SEkJH=P+RE!iBHtiOyjxqUNcT-R30ij|mh_0dsdSX9mMFwS-1m-4$%_br#Qzb_#y zYHZRM|L(Hyn`>W>u6Cc|CbOR*NU#>6_yvD1s+PajF6`y_-NVjFPdW!lcy&L}Zd+)p zQ!X~ho+%#VdW;_BGd~jWbSv1WR(AE+qQ-G)2-cAihMLCXtwu_1_IndJ4sT?o(_@6u zC9_D-NpKs}8N&&51Z^ZeG9ClL@X$l)ME_3>IAE|depZq)m(2_4w&`?HhT0`s4w3%> DzrbgH literal 0 HcmV?d00001 diff --git a/assignments2023/template3_files/figure-html/fig-2c-density-1.png b/assignments2023/template3_files/figure-html/fig-2c-density-1.png new file mode 100644 index 0000000000000000000000000000000000000000..88b76a11f89fbaaea2a1b09be777957b299b80f1 GIT binary patch literal 27310 zcmeFY^;?u}*EXyJ1IW-4B7)KlN{I9jk^)1AAR;Le(jkaLBaMWTLk}Vy(kYE}2uOE> zq)5C6c;C-`J@@g4maCvQ<=P^gDW5vF&way@fvMfICZQN_uuHnneNvmDE28Ca{ zhS7k70iHBh(656(t|6XiJO+PWzkVG8fnZ=@U}9oIp-?O=ENpCS92}e*H*VnK;=*7s zJUl#ne0%}|0zyJUA|fJUVqy{!lAAYgl9G~=k&%&;lT%Po+`4s(l9KZF?b}pTRCn&& zp{Ay$p`p2Z_wK!W_h@Np>FDU_>FF657#JBDnV6WEnVDHwSXfzE+1S|F+1WWbI5;^u zxwyEvxw-G(zyILD10Eh8US3{4K0bba{)Z1A3J3^1dh|$8P*6xnNLW}{L_|bXR8&k% zOk7+X4u?xfNJvUbN=ZpcOG`g~{8&atMpjluIyyNyIXgSMxVX5wy1Kc!xx2f+dGp4@!^6|l^X=QWUS3}B-n~O2k>1|k zK0ZFazP^5be*XUc0RaJlfq_9mLGRzc4-O6v2?+@e4Gjwm3l9&Eh=_=cjEstk`tadH zbaZq~OiXNSY+PL2$B!RBefkt1AD@trkeHa5l$4a5oSc%9fBs;cVh>YAFG+S=N>y1M%M`i6#v#>U2`rl#iR=5OD=wY0Rfwzjsl zwY9gmcXV`gc6N4kb#-@lfB*iyr>Cd4x3{maufM;4U|?WyaByg7Xn1&dWMpJ?bo9rM zA7f)<h`S$<*`F}F_|B)V$MnjYgPI|f-FR+Z6=+b6XwNSa*7tv1ZucvX2eW$CmhxMhU zg;>}TDEXPzUzY7^Z>v6c1P1aUo}sWmU!&#ResdZtREO&+J8UH_-I!eiw}r;%9Zk!5 z@nbC#e2xzbWLeRmSh2ZB%edZWGNY?GNK6b(T7!5}w7V_yrgP;Z_^F9i`*OJYiW;~D z+iV^){(D3cB(YuaAs+GPEP6Uzp<(C=V4It{KUh$meLiMG zs;x&tSjrd=i#SrG#Pld}VYde_WMI-?`DvxgojGSS>f6_z@bSrz2!+$pMa`3}W~Z@p z^u1%5shK~=m^L8%Mpb=J>;^Y$hm5q1W3?wPUykBg`v!^VO!Y5v0w=xd|tBBXEt*EP#<8x4Krl+F(VCZ*^W zdb+Pg>d36pU4iF0U*2?ZLPB-+N4GDg6HhH?g-mzbC89orZjwoHnPx){lH=VQKS2&? zs5I)1A)MbbE1tQt*~ivrPpJts9fgv4c6gSIrD=#fB}4aa?@ft0EUzRG>OY<6Yt}_+ z)c8?Lp4G>8#c_YAL>l!vRbfPCj^)9XULe)%>a1|3pB;^dpBoqwdhNaFB67|Dqv^s@ ze4m^}HTLW)WS5(!+sUMh{sE5HhHtsFi4zAR?cHNd;t2m=NfACrsuA-f<4UaO`JIMqF4LPS7Y;@!{iueEFJP1= z5{zNOqTAO+?eROgIDTD(!5&XHb;an1K@}E6Js9T%NcS$px%{44A=uidpz$^C2bNbW z(1w+Nt4s(!dvE$+C5bqL&xHPv3(>5D(&+0TK-V2`7?z0Kmhz7D+wg-b%%ERGw2-TW&IM@SVDnvn=jub0o8mX`4B=L31pdBPP)teWjva zXH}xQbA7C5&A&Lp?o652HxlchqDO-i?TqEcpNS7#b78@kDo;nlkLpt#hXs+@?;qg1 zhx~rlDd_l=gjf4k?!;%~QRTe#w&QJvb2BR(u+A`H8DZRUuoq|O*P+L>RBEcI>NY<7 zj<1n2Ey=;k3Dl4BXozf`-*OLer1*1kNZrNJkfmIGw$U^w{-#zW$h)&}$k;TR3QCZSs!yq?OYE%!4buyhcsmPp^cDC{VCb8O{}}cKW_dmiQ+I(#KkQg>+yP~wd}wVWF*)@)1OoDLBzx;S&VjaQOz(&sx2q(FGC*PRA^X)5Tk6dBBEtBciD<<6XwTa^DgyH7vl!4o|LEn(602;Og8|vkczx5ts1uAt{OQWaa3KcsSTXzNrxi zRk+TnwAt5Bj*-DgE3B@As-qa||H{Qz>mR7Wf#}?Sz!u{{oaH?dAWd3-gSyhU2~x}B zAXv>NFQZkh8VXf-o4uCcL9xfRA3^G8rL-6z_cX;e`nQpa&$5eLveYeD^yw6Q^FtQa z57kcNOlGW%;5n69uiILKhN;OTw()L_41};~k1*}FH%tMy0uR;FB5GO1Ls{n&-p24! zMAiRRhb0QPK^Rl)D!y%a-^1>lWoOlGAMv)MS;^^r6T9nTu^2Eam)r#$j$3Vx=1$J4 zL~_&c(uasi=(6+)|5$Y+e`2N!D|r2zd(O)2ZA7!3j^$g@V!;Dwe4RZ!wENeW$luNu z0uHuQ2_PKUS~7A(-S2j=U^OBw7HEOGTXtY*Vr>3y|4K=zXp1jUa~hz}f%sJy$Zm?~ zkU^K?9W~%NOR{XKDUJ6Odt1vvDX|279FM)`wMgEf^^@Kbv_~#$a@0v=U!66 zVDj71w97m%jUkyVqcdrF4B zj;(N;ty$+oJ;WFvIeNnL-QEHxQMoYBKKDzXNa`YZhbC8ZE{SY4Hlf^|(2W47f=%(A zm~izEDQvo-ji%Z3uKtOC`O!s&TNl*?dig8K$m^8jOtaT+TM)KOH;l?3cAn>%i0I$UkTOGhk8mTJM7Q z3~xxjvLqwF$UR2pw^zlKqqOx=q8HUd>wUeM2*bY$zsjzm?kUlB7@>wurXoR}kp@rj zOsL$Lvo__O*!!7yxL-}4d1ZJ*Fhq>5up@!^nd3EF3WrW50qZgzgSuY2%YC2E=17rG{6J7an9Au+Hy ze9fFTSha#?0{Pjy_b(+r`f~u_pnP;| zi=b14Vy+q0Ek)i0VGK|#h;(?7q-Sg=g;=760U*)LDe*!E!8A@qey)OGqFcvtMkbGQ zxCt2p84li5!Frk1bL(!#r*<~)r>NEKQA*mYSNR|G#`m-%vf_POCE|m=(0zoud#wF# zz!|)mv32b9y*2N}pW!07fjO2Q)~nAq7k3>Bm*`$05GY%UDeG4!ttSOaJV$iq+ZoFI zqR5!t&t)lvgFExOsQf{4b)SdYckynF>zmwQ%l8Z4*zZ(vn=ThW-jzZ!Zd!U;nXN=` zm_9D?JsPupjS0NU1_5UbNoj}HXTwt8FONIwcElF-_T6kwY91?6bbq>k?7vr>%%|n{ z``g%E!&1(mPj7sNtcQzUWse*fpSqBE@jk?a4Ou_asQje=mNH1^cFkBj1SlR0Zrt%N zRdtMPe#|-9FJ0$kDMc^4f5Xp={ab;1`|fxDAgv8GyF&JDOimmMt@4!K^xo9{{D;}> ztH?)8N3rN-IX%Pl?VMt`!IHVg{e#bKC~*)qCPYHX=xg4@YM4h(J;7$3h z{|k`}nPSZ&Q9Uk{X4p<*15d_YKB27l5?bwO3>P_Xs?Pn^^N8)0Mt+3MY08Vj=TYMz&D9+Aof`Z)c9{Og~Gl27}EHr0y#D^XL@H1rK zK3{aN_XkY@)J8A3em#~J{*20A ziS^c$X)<(;O<=wS)%*Ky2*F8WM(6-UR5Z_h4_9Sf+)(Fqx? zuH{hAf$$39>;wQ#y|{XYo$!z3Zwb4Z_~=WGP}v+~sDNSJlEE`7?sVi>1>8(j06tKD z_hcNk8(9+-uklLX9$7RikjDK{_k6$aZ7t0m5%;?G4>0g6$3_PHl0)2aNKZye6T}lc z@Jwj^a1A#?EE0zt9n2u>+u=H9JVb%cHPRZ8GD4Qiwl^iF2TS%z{F0{AL2>=UI#+2c z&CZ>XrQVAoz=f5vadkLV+?Zp;d%N~0Tzm2D{9eJqI=(14FrD>oR;=3}dtK8bgfZ*7Sbvb#VY>_18({O0>%6d^iGiO|)QJx!@7>$lZg@b> zLT02Qw@<93?iGM3xV#a$2vCC$KM@aIq3`Kzw&X5q47uICI&%X)+Q4}^_)gVoyihv1 z)>?dmx1td;-*Dwk5%q-iPM1_w8)Vop=}uvG1vbU8ILRA2+(n zP5dO)0AdTQU5pJTxD$MROh7<(ZlIe`2oSys>f{v->kkDInl`o@1VC?jZpAzNd2r8x zniwo=!(lV<=nb8gMPib-tP%3pj z_wICQ+SBbxB7Aq44LBBNUcpT5)ZOFTQ;dLm2fqtUZFTZjfEd&5tMX7e?3DP|r zpUuz%N$$OktZG&~4qw77+l^VmB*g4{qj89s-dIJ)z@IriRLwR>oX1vb5xVWa-!rcg1y78+Af&e@cfs{ zSchDF^VQCqJp0$k(Nr7woK89}SleIGJx;4hy;IPW2jYI&-p@*!>g{Flzw{>|qty*i ze<;2uIydC5X+MBPjkhzL(Mvs;dfSlBmh8t=@T_*c4+GfGeSB&#kz&DneDe#oVu2W_(48Iq z;b}vZv8ReOwqmj@4r~Z2H0v};%yZCsvx+{#5*OyE$nu$UuOPQ(YTe*wc%XF@GYRl> zb+zjLqbyT=06bYse z_*bl&_YCZEl5Kac2{EtU!pn$lg5*&@N?^!^+rl|Z=xycqznW=GYEf4^TN;SBdNJ<` z7)uqxsSB88R>LCZnL-Askwa=as3W>L3R`ESO~^NDCT!(bIN!o`;%fU`TC*N3V;qE2 z-u8j6IWl+6yG&Br*97M}$=)j?C0`MM&rj+?t9Y*;|6FMJ@UAD|*B$wFSjZ&>9$F<& zjoiX9KYhx!U<;(f8pAv=eO<%V9$L8aXPF&?`a8i-$nNhH8#6vxhfAlQwDndosdlQL zZh8L$8yjq2I!^!YF`uwTx3L1lKOD zPxcyPH*gEbP2cYb94rPL?1}N+h!jl{T&uDQrmBdzgBByCkUn+rCeta8`$`y`jgz5Z$E5aJBuAc&;W7bn}#jjtm0iLxvu#= z<(*_~=CS%QJ+H9rarM^Ru77nt&ICmW&3M76kB@9Gg)Zt7bj@P^b;%YEbf|F@*oDyA zSAON>5w0QaRN~1mJ9F>B`@G$J@cxtn1IWqAyO{g5PM%X#=BQT#2+;()neK_7k1*eeBA_g&=8g^e^ns2B}kt zj^-$VX;2PBt6sgx?dvv;us!L+O$jfCQ*Y>mn8$75`F#w}0{h}ofH|)JVCNCIkGsvc z7r3B{Sp(x#nFI*pz=1L`hEW8au3PnY*t(jN#Fa~gwD))il1B@9s- zvZj+RjKK=1rL0BxSFl2>kE^~5rkbP?(q_V$XLPoC;>&A!64+2`n6&@aU{dO>;Mb{O z5#Is!$dP5CQz1+FWH|s|Qu( zC6thFg(tCZ35vEY1S7PrM)Wv-hP(w+>y*3>1yg&+Lu%_A1W{sIuAxAzS=_2BF1~Y& z0RhbGJ#bvi0(e(mw8$kq;$<`fhG=ewZ?+l+$3?UDDW&|m_CZYC*pE?b{{>P=o!TQ^ zxJfsp%?r3isP`dl6hH7~tL7TzYm#(h<@OT9vcQ*NU~R;Tl)7;sWZg%aU_mDH-gIFZ zCkh#k7hYlK^lk)3;Ekn!xTEZ&+_rud7tAP?mq?m7sdh`yTkE0}BAyDr_+IFsluHE| z*fd@IOHOF`D^P)Z04N$b5kIOn5q;NH{x^;UO~IKbiF>%_@0_BAG32ug;e%8dvtR$% zZdPY<^y&Q)kp$BWLDijPS&(9`YG5U0BV-+ZY4t7*a=g@F?2o$UE^PnKez(&x4PVri&@d)_%)ttg zRJ)(Ia2OJrAfXLA`T;4@(SOa0xt8rM&~ND}No-(W4?*Z*>i8M^~x)Ajs*lSghb zMy_59GLti2VTRuB{kYB0OAk2dqxn85FjsD90q`%C(a&J@*)A4`_MM{_v~IT_fO#sh zw%5WCFT$S}f|JJ04S#&Q>SE`n@?=xEE?OiA0XPs4#d# z*X}zND!5=uG3mU}l#TM=Mn;8N7oWdvb+djfxMj1!z=0?(QmuIEg6YHcjRLqg>B|S~ zR)r~c&%$So!1n0C_D1Xa+P$32?_2Qq3{xW+)YMQEq{>&87WSf7Q;B;HV=qci#hXhye%}e(2%QbZtLk# zVe9MFzVr0xHZ}MO19Rt(*C}0Y7FoiOj`UxmePl%}7e7*%Yp0@JdZorpv#@1G%AR!P znu=$0icijf3^ViZ?l9rJyP>!bPT!<(0KC4H7wA969-3t3_rCf&L82xo1s*4ll-F$U zK3zLz8+z_ej{fj7Jlj#0sE^VX#M1#5jy_r9TF&K_I-S8+9cC0OdGL~hbE?&XR#ak< zVz4fXAS&{mQxz}H$EIxwY*if;1xhKuISDbk(SU?Z;xlBJP{-r>Y`2%dsTZ&rOcKv> zIn2YEPd;wpG1}Tr{JR%`A-D;`8JeLVfK5Ao`9n_uhs>yVAypMkmw9q*H{=fBI6myBMh%|_)C0{DKBt)ZTFM>TruYVgIWOhI{9H#)PuFTR3Auo% zPMlori1WLiS~gyrWb<|=gX@64L~;M!_PIcvc(d4phXD6I*lOLYqQ|LT?XE_c*mjO$ zh!*W}yS=%UVQVO4iWrsY{{%hZNBlPS!2p&?SF4a;GPbc~tq*)lhfxf zD&^VQ^};FP!ZwnQ5*!dO9(#U#c2_l>qF)_INYWH(_LJiHn|bZmyE|ycWIq5c=D5El z4<$AFimT2>0}Jx$gisT>=C5sY_Z8JKr~3;6Ru^x<#IB ze^^jlNQTY>r$rUQ6VgnV&bmP%^qb~i%Hgl;M!sI2I%s#SEK&1a2J@kFuvP9Jloi~`!}RNQMn|9OfKo7!d~-`KXo*} zzv_h?H8*hpboil=$t8clN1NLG6fFW}lVb?QTG;cENVU{IPUiRafa9(W+%e3%!_pTT zS<$@Ez%0JYy`_=sDR!mFP0g+vE|`P)q9tV%V{uK8Gc1c5;as>2)3uZY8lf`i{h=Wo z5LMBB+m5pLtx2kYpq6q(BF_m>O&{3bJ)Rafq+DS!+QpT>MAAlv&$l53d(*B0#)u78g_GVK^iZmq4NmwP^{^q5tkEI6n;H%T*P z*S6EGv#(zc>CC!7&#X_!h`l;QiZ$9_o5`XQABCtQsg?N1fC@NPN z<5OlnTwU}Qy_?0J4vL`f25?sQT6|n3T`+kRXBCfcyUP9Q0~m61TP`P}-pM@T1+9xf zxi|odw=AD-iQto?&ph9;JIO}OOY2$Br8drIsz*}{-d=|ImGnBC~OVMC#brPLE$ zE2)=Hj};hNqO=R1S+88@KvYloK3cZIsUce&a5TTCzF~m!2dAtPz=~2tUoGPke4okTie*mWoXvLnH&>bLZ&=c&c4CH z&*q-j3|C`53^2+4CB!XnLv&CN1;~=XT&(oh*TIUs8ssbD6w5*ZIkRGvKHEt{Ia$p2 zpO+opbiVyo1U9rJ)ZF0i|F9369$*Y!z=mZU48J=imbv#5ZcndNJ5~N>j8Q)cSQISc zs|oK9#n(k0#;!&CNf&#zLLYA^0nCN*?QN3N8z<<;6br?)dj9ma^0gmj>gy*D&V_^O zDXF}nmbMQ4z>QWaM;DzD9Bl!ZGeK`+)YJc%Hp_)x;ffEt2(8=vgAZHUy3D#w5;Iia zxCwT36YOeOXN|3^+x_s<+_3qtyYlS%}4G}}+Qd5KJ~h9w1P0@D$ox#*`xeq;3@+_#x& zNlZ6JGBRQ32WvsY4!YC_%-bMkCHUwU=lYLw$F^9lE0b)|-+(V@yp2Oid_1(gqn_&8 zx6vTqu;CFfB2DqDxb6`LLYOLOs*0ZFHLDoV17Cm`4`4Un{jl*dq!|z;N1v}PT$}wq zcgc(qTe8_TL_RzCmp)`%_a@-3-Vl}4Z~(D5KC%yBb5PK@ea6PArh7T})31x%bALSI zmBMcss#l=Aj}G0mUkWymt$Q$g+nEiq{iVXgIOdbhWp+MP>6;Q*KQho3L||0_hxeL3 z39fTqCT|aPZI7>~gV19AC247JEozKFM8;IYm9%}{`=VLUAwMV^>vTUe@~++ThVB*M zwN&Ifj&R5Sth<(j74zi&*Zqhqmcps@Efiduc2_@hl@Lf$Sx2Q@@e}JD{HYOYiOTa^ zUxXo)ZS0ZlzX*IQXViAdlR{~kN+0N-r5)XltUMQeHfV>sgaDDtDEJ^e;fEg%2 zb2P{kpGmF z;v}*6tclxcmM{ioW+~h-C&B?&{U_;F0dgGS0;TAcNSdo!D=^Mctom z{c@U9aYMcfQkG(zDLUa~j`KdeLNNR65)%;PP*!m7EuBlyvY7fQy#zjJFZHSWqE3k7 zTlGglO%Uop{XZ;XFuV^};y9~Vj>&sEmHV2+59&_5mi&8PG+m4<^6K4YVo1w&6)$GT zn+m`jc;t+btxLM}|tod;jJ!V%VnrMB~TdD;F72;d*>pRAQe@XP_PoGHe z{<~9t#ft`2V9bJUTn+2jxXfi+lRjVSAx=D{1&9okATkK2?~f#=Pju>}Rq3FdOGpo# zWO0%gb_y|oq-jB76zg?I>X(TCs%8@QC=d~ruH%hT(*};u;{(YMft{a7-aE{}zivgFk}M(0LD%YjJHMUI0_4xSg{ zEEjmJu_zSyiHm&E7|Gm;^dTfW3%vINIo>Vhro8yNuKZ&@*len+U^R8RjfGyps#CA^ zhby*Mo1xu&dy>-IlBWu=2$|Osrp1M}h(VrL9at@OeR8jAw9=!1`S~5R-2?airELGM zoLUf6VI)SCIv0qcSlbSyd`#Z`WqTerubyP(HC1l8L$?pksrA+hx9~LV6>v#+ykZ0Y zayd(Oj2%NT)0SoT5H(UkSsuy6z|g(x{%RS-SCG;X?m#1L!NgVC$DEeT9)!^xugEMb zHpyy6tC@WZX03gp3bBi=+B+Wjw%lvDju%mkBTuPgp_cS@+B-IX@TS5GW;dk`kXi2c zWv+0A^#awAC)W0nfMN4QU{l-<|4zh0>UUtD?aleZ!D6TwMyws z%EI?8kDs|d(BX6)8!JC4g&eR^|wW-9cRlJBB{{bACZ*hR<>!*-% zlg{&HI)(O99nYXjO(*G4@Z#t2#Y(+8EDqI_s`o`&WIHi@frs z`0=S4ozxLu%(G4s^HmWP03~5etAZbK#|v)0)9%c90&>=F zN5TJ-vt}A#o1vJb(bM~olA9&4`TrrA0jIVHy^Xvr5@BKe7iB!TdCdGOf zXkl0(noo&{!eWE*&DS-Ui>}w6y^~cEhlMtuLBm32A73W7t<$hUx*avFbPMpD7~lWR zGJL*Y#_gEYf5mOlJDi(ipM`z29Qpy|X1n1B1VB0*`@1*WaQh%XNcP*q4;Z75b0KXf zsbQD2@o=ZE@vGULWmnzP9AS(Y;EhStj1Qk$JvKs)5O8$HXrcsAvA>Hx$Ubb>OgZqs zdtc}pY>42TAoK~?Np-=`O8V$Y;Bwy(&(?orK%l7T?E<1_|Ir!7{VPWd{GfFnYm#`s z3ymyrGDnpFH#vPR)Ww`^r3Z7y;VShu-njTNUDz9nCjqQ_<%>qLoEJ7?wu7u8Z9Am^ z&oNpgoQNEaf4a!}$|~rV`S?2p=F5pxby3V!3+~OuW2rA_Zt`&;sBQ%bJINOM!V2Lo zm_k(lp($C4$ufAbA*|aout{Q$S;3zmrIHjnx41E|gkMv6ri8JSp^z+13L82ZNn2Yj z@rr?2?S0c(T=svTRtW!U-E~IZGi&_@_xId$W2BxT$;o=yb7Ic>fXfQOGOO*E>Z0eI zD3_7(!0c=OntibA@a>cuwFll>C|;tM|DlY($Y(t!iNDOjrGJP`QlecgL5t9;SVQ}& zAd{hQ@lxxg*7FoMA9UUA_pj{kpnF-@3bp+$io8t5RD(#NGfv$rYi}cD=Pxi(2t_ju)5@Je!9sQ^GIRQA?m}Q;~Jq`O6)=tqCQGtSq>I=N873lhY6~ z)};Vt>+5*@{NUc#gq}xj;gAo&!hs&P;Eo5#sd1Phg?`o*?wnQe>a_E4b(q+J0Mu~p zckX*_el?Uh0acVCnPXIP5X0@Z>DQH+qYc`?kJ*tL1~EL9rH77J7WO9U*G^U(7`(5n zqSxuXzdu5ae19|KvJarQPi0X*NuX|cD9UTMHysz@rvrj>p0EjSDj_5oJyuhu|Af+D8&p9@z=LA5ibJFu6|tW=Q89Qi=beBn(RC1Zq)ZMg|f z7Y8CjdSEOV*{1*Go4no}Cs0i^ca)EQ;Ci`oQ)_AlvYF~?%)f6XyTx294aQ~t(m8{=Zq(b(JUbFD57>l zW@$f7kXWr^hJXcCeyt7X;)}k6S{ke_zxcF;7t41WR4m|+Ro&=3tGjQmh}OM-({W_Z z$i8vE9a5Ihh<+JbTaagF>v}8>Zkkww+`>}Z(AHmMzM3BwU88Z8ULSG7mRSjVu9|dN zi(vB}cs0xWP&v7#(QCfUx%oU+Bowr-neH<5(S3hR5B7!g@M%vEw^LietA{pZe`-M3 z(pA4KQE0_z-FO9zyJ_qT{BJo{Co$uHVwUdrOQY*jkOXc5{kjw8*wv|`eaiLHFYq#U zk;@Wn8$15NCP!?6LQ`h zs(Kr8p`6yJ1k*)n9T?_g>V;&TL*3fFqsdp;$?TIkT9qD%zSfhv_x4-WM&>5(!%)Gy zXxj||Uf59D0NcDUP`C}vQo!qQGmGJE$M1QozSq*9lyYuX^Y?H3cO^DWtN{uPVl367 z*AU3j2q3~(9ACVjac&M5D5B_bBl{Whz}^c--gLouDo_r!RHb(PY+ST8gS9)7Q3%I| z^e)`-B)?^5KT{z&#Yh$Y{*uk<4fgcm*kBtbE~1&tpUOmmtnV}5DswTr=8zii)dVEaDwUDeEnO7wUobXtaHH% zrt-@N?u8aGYE1tnq0?J*N(70R-90WAN~Mh-40TYk`+}Bs)RA+W_=FRn)I|n1+1pqK zvbAvUj;o3+V#_uyn&JgfUE^h-R$L1M^^w9Fs$Gya(*U*A&5(ho4q-Oz#&uO$|5xMk zyP{Tqa6IA^gO~>MN8wM!o`yF;lCJAVc}^|Owl+*;1tgON)ch-Yy_d0TnJG~ekK4Za z6ih7YNlWx+$lt40_Mw;ojRnIjU&#L|$(Er)#&rOO!VkG5u!!qy1=8bsoF&UV++A$!b$$pibH)U>e)?NX7pis24_2`*>tE=a&U9E5yul11r*JWWoq+adesfUUoCM=w~^ zWt#U@TLAXIn6@L@SB<1_2n&P8{-tkfGRtEJehM=t{2l8t{PJV85I+Uu^r&7un9l#@3jJZ!#~7(7}9pC%eSbbF!ZXkM5)jCOqj?i*yd#JTm0 zuX;xHjxqS>~N^rkz0QShiffz7;xVGnq{&=QJ>jm;BAg?%(F37z`?tJ$Iq&+VGd_guB zw$}6fsrZ{0rODlrf?$@%E+SdN-k}D;%RrbhC?zBypE+4bElMIosWXHK*n+`5RigMU*Qo@EvvUZ_p-HuFAad6R=R}dcJdwR6KV5!4V4%L4*z!G<+} zdqrqGT{6^ms~xRoq9N8gUN%GOHOAZm)d7s3jhv~RAlLGb;()jSYzU&2Ci!^_kD##s zW{IH-7Eo8EexALzGa>b16$)2{KJvaBAp7|m^ITN#pCDZG>gCDqrwiD-#VY!WWB}nq2`=BeWBe`kYgE@a(Nz>w-bqOv zzcESq6BMbZf^jagj6iJ-K-<4_OnRb^}Mb)&p8*8!NYhG;tivE$J9)9<5Qsb}=ic|!< z>qQxm_8uG8oH`=(@=17V?G}!*Lz<8nxXSO*&3KcP`XEZjw((t!1Qph9MwvmwP>D*P%YbfKLeJx? z-I%-kkfgFJhY4(yr$d+$O!+_GW?mB6vPz1tU_Om(su@ji0}3Fu9wMXW#cf8mQVs7B zPN8(N^SfjLRi`xMhrlI;9bE4b%o6rd1gP;tTw1}rF=(3%t@UwmJk2pMK#ckh8lZIgj}9xR+_UWN7!fnpv4K;WMmU$vYhkiB`VVKn)68hP2)5@E^_JPb=&x}wbd!Ic!BVL`0T6TPLgX{3P$`7|g z?1g3sepM#R9*`?n5#&M5vxn_Nq$^pyp6}#SQi>#-%Bonw$AFIZt|@0&vd@uN6RR>J z0b&+a^8}N`Kbb7<(#aPxKG+jE`3GX2v%LgoSQD?%PWnLaf2ehq0R4{x888g2_F5r< ze|_*r>G$`GKY_z?K^R{CaJQPeny4{`-uKBm3z-26~W0vMmpQffB=5Y4M1<~0@Ye@S`dGw&6#beZdf z%V#+HSFTvX{?YZDVE;wJcK9myV7QD>q0GYY`qZ7lOcG-xR>zq|D|OGlAcC?02!sGk z?by^@h74ZFGOHzMtlFP=Lbt za8BmZ_$Ddat8+!BfCPUJk*}nt#_))Hg}?bmx4u>kAO6#H)2No6<>v}@G+CuycnCrd zRiM!>=*MdFe&OY}LU@d#@{E%&c|U%hD^LClHke~b!K3tvpTcP>69aWmZ<;Da{QJw^ z{bq>f7P-FL$%f%$i9&H2V<1MM%d{he7URft>ZdphW~Pb$?b^TQ?J)lDFMZLLys9VM zlawr75EX{FQY{c&2r!d71W!2bckf?)>8n3ZI@Pukq{e}0DUWRi=V58{sknEcHNy}C zT3m6QdOc2(Ri{t&cAk=)WT~t!7pU)&4L!K=&ta{WVb5bNAZ{KaDDm#ccn6} z>azd%v=^<`B_&lql!W}{N@>?B&W0iZux5E?Tt7hg9$=>b>-!mvOs~(gpp}QEAVk^1 zO~C~R8;ng-b$`{bB%op6;nA1Q0#~$GJ6Nk!gwG@roGr5uu40JuO{{Fza62+oB@X-cC(+s}EQj9lK7=6SHgA%M`2b*PcLK5ITU_Z82 zQMBoCfS*FcGw52$e+aQh*q9Ou1aLr&xe5wR1NiPHRiD*w7#;DsDpS3O1Gc*2~?-od*J5$)U#bc!)d^y(tAUDbwETA zAH?h>b_FDO=?k~dWtuliuAZhW)MgfL4mxSootb9JLrT0Tb>WuA`fmCzI02xpL>WLe zYx(w?EyWv4l(2wM?0cvJQ%0GD=hm#zUGbJn|KF3A0l(|zk-s2eYJ^mXnZnq8>J)Gf zqb}qd49Mtx6y$O8=E4_WDBEx|%OB9fXVU(MmL?r0hj>6rVWFeL-O-%T42gNkK<8$b zI{5^C>u5C^uyVc4N*0(#S`f||+y#rr>XE|kXfjAclkiQ>e*y)~8!N#)(;zGZI7z}Q zOv(+;OgHc*?Nn%zHqjfZASs5|HVDdlAJr!jcIjJ01mJwcDblZDf`1g&y*m>e172g1 zv)tG@ScZeH=bu3Y=wBsUMBoY;=f&PPfG)&)ykTEuP3zvrfp1a$Ywz|fr#QRRV6dH| zgncnU<1_lJWibvh~>?Kze@u`djUM zsnXQECr&-PKN+}?X~G2FO8#xD%-FBP@lqZsJ(OX2$tz@e?-yV)i9i%u0+{+OQYAg$I3Md3$ zBgG7T?yRtg17pWrH2W;7w}=i~Aekiby13Nm!_?jx6KZ!gD{GQiGNJLsHmhxlqnUEa z4FFQ2_fu*1=c`SXqX!5wLDjk`ACUiW!jS`$x5ryKqb@!Rg1$v?DD_&%jyAYwe&qw` zd6!|Bqz2i_;h|g4|EcaegPK~qHAO5SU;#Xe6h%dfaHydPK@12;7wI4(y^}zIP*qSt zK#(FmK#(Sc-akExEkBi% zIdd=YQRpv^hxx!t*lFW)I%lUy7mF~aXTQ!XIUflQb0O6o86w4LNh zD3K4t-W2Hd&woeFyn;P<>35{#9kE-Dt;fbyF4W%ZX+64C(6-KMYPr|A9y%iS_8=uG)h~SfuskG^yy%ZywZsXmsca;2 z+fM@d_oTNvYS{}(^#;1VSQ8e{3fPNMW}t-2sSEOBvZqRA(xJTyY~Og^R9skBur-!8 zOUAu`z=l$5t2B48=%>Z=)Wu9xiF1+a5Ug+DnP|c=+^iM2+5CWdK9{OHsMO)c4 z&`acwKQu75LjM7hU8EZgq%F8vSfjyVMt*Wt6S*uqfjkYLAcXFx7%zRdyu63XUjnI1 z(aIb@R;jei94p$^o`A~0e1$4FvI>|NNM{lAA>JP+AgrYxdh}4{SDcDt5#t)a-iBQzNyW2phGu*ZeEHEHi^PJc2j}eRP z!|I*W%7c6j^%Wk4j4q(0GBDHD`VRNqU0i|uag$*(X8`_6;88zU%TwT-t|^<@&~(!emO04P zR5Dg;xF+t(;Xr$F3r&}OK$JT$ii>pJ(>ZyE+QP891$bfy9dxHC{JT0d+0`0c0Y6J{ z=`me7Km@%lQ=$yKB`a6Qt$WlLSPy+OPw~;Y*6SrA8r!3y9?G&of$$%=-LPWbPL%mo z*~Fh1P7?DkzQ`mQQ~XSbX0fpql9YeVhc%kPDN1`dy+tFQ&Edpzw~hvi^G%T?&}QP@ zU}x2#e^lQxXP5(&LcT!dMP20BL4#?G#>$tyaqu=S;Cd!takvd)0vA!f==iTP+@Mpj z|0u(?n~>c!M?TOwy7}hHa%MFvt%%>w8v-u}uyj@Wq*lAN&WV0cI|l1M=t=yG-{tWB zJXDUH5s*QmGn%+Edvw{jk0iMroonvVRumvBpBy<_^-mW<7jHG*p*SD0)d~Q0Cj_&wM`$(ep9`c!mXufB{O_=;b+RLigkuJ19>bqXMAwVk`;QP zs@A%pHotPlNf(yL(>nq99jS1SqQ~O5W{VC2&`%V)tj6EVzxt`d^LKS_cqEf#;L!K+ z#@!Ex9~m3r5U;eoe6`nTl~jcqb@(|~!2Ca{UT(K~`FL;!WB3e`=(Jz&wShiaP||Lo z{ZP=8F?F0?CE)zHMc)}kPOduT{>Ah1unj#@sCGqB)5cKjE;@0<(FV(e0KAng221#a zeZ$V~u$)5MXr(O$eaH1baKDa*+AeW^@@62DIx$82M=5vE0R(=W-j_OU^kuJ5>Ze39 zMM?I9yr##PlV%K1)2k{hf%|^4M6fq_L2mc)T}0@6q?zuwCLGNReiA{<@g;ru z_yGkbacFn^_-C1vEaDS0Lkf9liF20H^eB5mfl?)pAL9><7QP(dw~(S#h0rE9@2?7b zXtMIFn@Q|vM2a^dge;W&*}uKrmMQnWo7$f&M3oHQTi1#{T8aa>#b2$WF$Zx!Iw40Q zfsg9heZbd^o7oZa!k0_9EtC!;WuEn=O4X)7dCDZdsC!Wv2SW#A@r| z($yZO!*aD;A%Z^{HxzArzfYTCh0MM@07v^%!%oNz0!axb)SU`U2K5JMF}Pn{+jFg* zlu^4M_ik;VR`*yc9ViLdeh(B3*}4Y&_ZlBYF{w?O3~s8R$fg#P!tPV_(VLa z+?>G!zI1!>z2GM#cf9BkzA{O5yQ#>zD6;2P>LR_k&U|>W+cI^{jA@wK)$`&Dmo|Y+ zcq^c@vp!sIxv!vfI{(dRtt$y}B=2>&&6-p~an20u9t3vtxG#hpPe}z8TkP(q)mU=w zv?8Z!rh2Q@DJ%PpkVDZ&fb60;X< zU={Fz$Td<^FIo2Z$yp^mz4;=3%fVXj2{#aK0P*n+zbaP7wgUrIG;Q$R8TU>F5w*1y zMU+ya7$x(C`gth6-D$E!?F~Qg_@0+nRKicM;V`5?5DqpFoD&;mrcrTA&y(s3?(ODPSgs;4n+#~j?HBF(`uch!a^nH`u%0?*GeRa6n zc2-X6TYDPi#MzsMjR6U*ty`BsZjUU4o2Q$M2#-79^%<=GP!u;@}jje4_sWm&46-+Ulcts_HTPmo-tkEj) z+lbp_gHUoNsR5zAPtWTWN858gXTGx4i8FKiQHoQFJBQ*;-L} zEdI9{xWF1Q*YoRwDFQkynm0u{2$qlfLGkeyTTL1`5qUxM$gY?QXqp}Nl?X6>UsPGDJR&Vr%6*fBb{+@DPmg) zaY6Tj$`Bx@mIVCzrC7xR5_Sb&Aa_fipy_r}EMhYN^|#H@5^xuwKNqV2sJdNM{&m^? zcP;nLvtMn9bd*1i!&86B(fvoGxgj8u0ZA{OU?R7+_xi!^8iHK8MaVbnj3HB$1L+ zmn9Z=CTZ#6*(=jeOyBVX>?;0~Tk#{5EnYRp12%`hefZa)QnbL?J`>-E9fGyO9gLEH zsczXkbD3B(%`&b}>-6WU@>cVBO3i*j$ULFGd#|wOatCAOU(WgitwkAY86aCi|DokN zka=ik1E?s?h4JhT|8~&xK9zw1O(TtFx?6GObhw`?TXmU#{$@)TzJ~%#t<%D~0>(&) zKKv@>e+b<@9CL{VT*FWXK?bJEdyJyS5%NNYhxSofkaQoj@&iSiPQ{W}BA z);<4^PXNb$ok^8-ePp${IcL$`Kt6W1^lwDD7asUX{0-r8s3{xM13*iNO}O_ekOYok z5Ts{%z{uecYmDUh{5J?;-N?tG9Utiuo-&wTKCU?u=gCH~lG@B?*woDm%(to;u>{zp* zbmLEVIOkf_tCPLuo)dZ)f1`W*d{n`LX6Fy%CWe{uX)KV(sT+KbUMUQ=`bx`sO*<}O z^)5c6oSMAgZ*A7ixAP9W>tYHM$;Cn_`2j&8XP~v8<3pfzUuJF~be)n5;@WLH2i#rE zro2pT`U}WjTjl8jRm0|IAv`STb)D@`A5H`P)FjyL^W1mMA6Vc0b9mKSK079`f#}!hZq4FmPzME zhznds;tjisag&kc2!q5t69ZM(wUP+iwW!=P$ocEAIh}5NJIQS=Fijtl%*N7t6jlR< zr=;5Hjlqf=lKvRwe0%nHv-pL%`u2Ol8U@++8C~1n`{?7=BZs@1YAg$>3Pa`MOZMze zTO}=1#*DP4mUq;Smiw9N2t*C{+y{C$!lY*(JN7^M+>?Z=Cj%Wv3oC&>20>|9v5UWZMd#?- zn)K~>w$5YV#PymS3YIw2*ftbaz+xFy`gWsu4xgEoa@9-A4I5(|dtyKpC z_#E7pi-#N9w{!2uX^%e`Y?*rZ5*UDKn)DmEB`N7$y`k(ujgIVIy9NkZySHHgb;p$5 z_S<;($_~Wy0>b9%Pq6eb6U0!XYq-{;`g#2i0?+QGdU}JF?~owx-(Rd+=_Hm03Xn7g z_$+=cZ zx9u7LT_7kx0oy@kfm=1o)_6xq&(6x9unHr31V>!A?YPIDyy#sHx&f?t%{fY{-+BM4 zV)-9-K?in1?Cxzn?n>p2^#o*5QbGm|#GjwxCc=h}j*Uk6ERyEYD;fqG&0{xdjIV-e zKc1syq)9xfOH+C`gf8Uz|A!_hhtIFPcLp9Jx`voW^2|?HU!rA1IlO$$MVx$+Vzg9M zS=2my6im&w%QDatAeRG_YZ&99~-U;m9mp=-KYo8+zRx8k1f&s-R zbzO22xsh8vvh7OH%2U0Z4Heya{&kC4g74zW%J!$1nN-#9I07RQd`rGTKm^7AiFM1ryypK(H5*SvpTtLThdA%Fw%<1fyL$fEAtbRvlt^HZ0@zzb^d7K z5?vzOa{VMvy6|l_i#nz`vn3h)7aV=mgEtLN8$r2mq3c%)%`cmA#)AOB5-)ZoTn~@s z2Xzunl@wn-f0%^HsX#eeQZK%DP8^ZD;x|?>M^USpRsiSdLqW z;^Y)He>F0U#`XQlcE>}XlG(!6ji(IsPj$u*2RY&NFsCs5P_Xr8YuRV^6^hcbS##P* zmC*~)Y@wtx$Uernhkv5;6gAr5sShyi`J}9aN-BBX=7e7Agt)dAXJ&efq1h z%!|xYY6m8Euvf5`Blrne+KROFphMpKY(E$mDu`JkuYT(X_ciJe>T|}TxnJLs;IcW< z{XTD$5gMA83h69}my2oi@Rj$T5(9>jeOi)B$XmwSv?WXb^V?Ii3`Je{oz%>|OnD@h zx!hiy>QzB0&hnrBQ($~6vh`I?B-6-*mFf2$vYz7|m-)m_OiS9Ep41vK9%R|C4k-JN zyIZtl2TxxGn@NJigXS`5r3n1Dzwatoch@dpq83*uDu@tMwAi!Ug*A0d9nYciC7#q5 zUs>&oWw-oW*Toj07hF6!i9QdoB+#>}$V&}~kW^A!+Xu<0FhuGyIq>V%skg`L&dW-m z$^fuQ8uV1Va4jRFLbrrjhI~`pTF^F(pX#L`?djr~<)7}Hn|f%%!%xcX8ts@Th90NA zRK#n|z%=znn`A~AB5Vb3HZj`1qH*o(%)&MWOYc|0VlTSvh1VYg%~Z zhJs!L{ZSGZbTL`YgV=Mdj}2a%>GbSdzX58V;86-I#Y1BxTfgzxLl*CZNE@}{`U8X1 zV#X~`&H6=-7Y=ANId-q#kPiy6TqQLKdz*7-$~4yMV!QG8n=Ng$qR2Oj&98xH*;|eN zbb$}~)!5;aw7uR)9dn43mJFudFO%#$&7D-z8R(lYsJNvq!=D@rtr}tK$G(>`Hx%OA z^8Mr<$SYOb0=EoS+FNt^ipd9sZokGuLnJ|a9vWA`sX{Y^$@Eb$Oo2%Lgpxm5{*H#` z#GgN(5s*2UpE^5lhD$*@S8f{z%kTlG=kHyCB@p%v>hoqNx2vu%J2*? z7%JVhY(xux+PS{2R^A=tx?ZEJ2mt;7n z+>YHbs{3SOne`&AWw3>^&t$=qtagAjJlVS=Iw|Mr(&Pl^P!6fyKwEbSj9S;70zF)y ztK7d@;+dHPzwGx}NSOd>hwdhAg3k5CTkdYIZ<_b4_Fvq1b)F*$Jz{LSoY0Uh2d|MT z{}-C87-xHfcA@^TJ{{eolf4|S`Sr((zxQ$*UcNycTQn<4mS(JfG;U*8V*>CYg)|Rq;jd_T))$=W~0~LaFQ`#VcRom$Ut5g~T!?xp- z+~M>7i5fOD=lO-*Jf;=KJXws2bg*4N9A-Kobdr|J0SuAm*RXRk=X2rNnaIPl$Xljs zy^2%jpSp!SnqF13Qc%hWnQqPgo-W5Fw?4nSbd_HNg_f2w6=Z|42*~AQ4nIJgrprGL z<8d0t9PXS|ojuR2GC9dvE$cUF(@pgPDc}(CP;3C^>d2P%k+PQW%=6F8EWsG3aLE== z)qFRVnU2prU_N%q^T>tDJvw^>&^i}|<{}vQXE1PwCR5=ym#S`nN&rl0kuH z>0Ie**T9+aZj$krMfabR6Y`r|T6sAuQN}IKz^+&;*SN0(VG*K5kM|PT%{L>caj{5>z#B@1j zveRiO_v^PBF3x8qHVy65eXq_B*WCoCmpNf)Se9e7{~C8Fty9S~UQUZW@-ff9hTUxv zf_r-YLyZtDd&C2umUJ}ZJN>8SkaPA=+s_Zz8+uj%+f8*YyO}*MYled0S;*@jJocPu zf8s;c_AQP|J$tIvA6_E6Jl|@Gp;K?D6N;(8#D9Q#hA28*^?G;Qe|_)wtpBp!dM!=t$E;+W3T<$8^wI$}{ht?7JV?q+iL5fnMv zy5TLt(kmr($vn#p>k}~FNk`cAf9ihqv!H_rxJxP^ff{j3`~|QhXI|_k(&tLIn=9J7 z*iHvcd)^S#_TWsN#M9QvO2^y_337Srw0DbSC0lX_A0HiPXQ9VihYv$@!Z&KQos_B{ zgtSE%k87>?ezHx|AxewjzqxGHkcdTmewCmJy|>+>!^0y?(%0eZsdI9m7fjc7D5 zJoPcj57w#AAR7q?y-Oa{&Y^vpD8pWtkfYH<+lis;M;Ed_{M;Fzvan81e#q(UpeBpn zRCJE^Gz>fJ$3P+$&jv;<*GL^*mcx%vjLX!gKVp3=#gi_L7L&MPBpa>EY!%)(KbjQ$j2dwY! zzPvB)y6dk03)Y%5pO}5l+56egjzg%Df+Q+3KJtSH4^XA0#8e(UfCoHy@aPlbBiJ`z z8Y#A5g9l1-YT~fr!-o&y;NTuTdi415V|aM@Cr_RrARr(jA|fFnAtNKBprAZ``Vch#<>eI=6ciN|m6Vi}m6cUg zR8&<})zs9~)zvjLG&D6ewY0RfwY7D0baZuf_4M@g_4N%53=9noU%!5BWMpJ)Y;0m; zVrpt?W@ct?Zf;>=VQFb;Wo2b;ZEa&?V{2<`XJ=<`Z|~sX@aD}MM@L5|CnslTXBQV2 zS65dzH#c{8cMlH_Pft%TFE4LzZyz5YUteE8KR`71_T7Wd-pCdFfb@6C^$Gc zBqZeh`}ZF{dR8&-SbaYHiOl)jyTwGjye0)MeLSkZK zQc_ZKa&k&aN@{9qT3T9qdU{4iMrLMaR#p}e2+YpT&dJHi&CSir%gfKtFDNJ|EG#T4 zDk?5627y2&B_*Y$rDbJh<>loS6&010l~q+$)z#HCH8r)hwRLrM_4V})4GoQrjZIBW z&CSg%EiJ9Bt!-^>?d|Oy9UY%Oefs?Qb7yDgmoHzsy1Kf%yT5+@+SAk1+uPgM*Vo_Q z|Lxnifq{X+!NH-Sq2b|SFc>^CG6I1>Mn^}-#>U3S$0sHxCMPGqfB!x;H8njwJu@>i zJ3Bi!H#a{&zp$|IytgNiAuCA@Et*@_dY;0_9Zf~i_6Q)tE;Q)>+74F zo7>ylrAmEYm<=Gkk@T}4@e(KiwUcFq;I!*CNt{mui>$fl2%WB z5a2kBsL$CMjVM!?p?8~M7tCG4c-snrYe#>*#le<4^hm0vcRldS14#Q9dXbj5OKGw@ zm$7wwm+f<)=DPW2*An_I4fTn3Q**g(N56#+{h)#VRxHzN!CN))%nz8)wNtWq9f$U= zKIXAL{lbbzHg^IK`{2{k31@~I()SFT_6w_ANF@L-#E2~jzMu7J92uihh*9!WqX4$2 zUrZ5E;*D^rMYVu;&;CDnieHt>gi`oOd`F9n!Raa;~Wuctf22h{Hum4u((+&!h!SJjT z=f5EWtQ;YR2qE)te-Z)PcwhZSgjadkJ>KBu}Ay2sb?C%h1eDK zqsgfLVUM;q&i{V@Qv=*}4x{cKxTc!$)Z^iYth~qztM3Z8MTBo~=UR4T!3To`PR}Ce zPN>$m&(=_E_h!iMQzNP=7u^h~b;`(PT&Lif9zh+fkU!MHn7fvaKlr zv*P`~TpVvz6CQg6z|3!;0aZ~0m=&{NdwqeW{n4}a6UG6mO_!Cy46?UtK*-Cd~F7eJp9P$`?UO@a`zuZbv|k*3U-KD5j>i7|3-4)wYd6k zmEStRH@U>$Yhzt{kJpwSpXZe^WnOz(5T+SwI1_t^Hf3t6&~&XRf10)aOx+5 zmXyuj-cj01UW*0)kt+%w)KwyMRbIGoy1>0Xr^hl21GPWqw*MaBfb?(pI^h31_V)iH z==eWV`J-?DN5TF&fd9Ljy}?=^Y1>^L3T;czI`=7V$oDnQ9VG`(=>%KNvK-@WOm)3XUneESgqON9Qk$x%Zm%U{lpk*-MP>g+!P` zm=hgYzkSr5-v+|zKmG7@ZMRhTfdBap)o(DkbE!%J6Bq&5UCyo(51ldrYDNLg_dfp4 zbAJFt6;Hx#HSyZO3k)ZB!nuC_Ln)pG*araCoLnHL(V2y^|N9I#0C)t&Hq)D7VVvi;ubEjai-b-_XB;k=;PShRvk8zvo ze%E7uL;R!A*<-rQsV8ghfKvf>S|3p0ZpO) z4bS1}fukUc0i3hvnVnJl4}>}|VXWncj75^3H51Yc&e@h;h3mDXL|d06_%EEfiCn+s zyW=)LFf5JBUlJmYE0~hS^>)j(>8Q`uHiVPZ;=sSd3cOsU{_S<|mRSiHRi>RNUcz1G zHHsWYf3S}Fs_IZMm^uRIxBIwz;RCoiWWGQ?6z-C9qh7oyueZT8owjF!*I56vm6l8!_jp=9HuSZ5E2;`|pV$+u|7;qm z8E;Fe3+-oQ~nD)cY6QqPmAU!0xJE&g=o$f#D@ByIs$%{LA zun9qZWbZW<6QQOSkooVkyvT-!1%Wm(lz8c0U~gMh{O2Vw1Dk*CU1od> z2`ujpt?Bit(}f@E--ky({_kGA?GwW=`D%OidT&F%q#c)ycue$>f&7#>yJd&t@OSe+ z*1TH;h?^<-rhA54mWu>kUWADD7!;oBY^C*}m1{e?m{Fy+mO?$6>)Oo@G0?j-c{d3z z?X>?&?5+Y_`*|^t)hQe$VaCX-Stw~Xfu{(OsnuR6b)`}|{9&6XHPc|(#pk&mGD7m~ zAR>f!dnB#d>{PCz=FhC%m4Pq$HmfN&nYXL>C@wh@r7q1e#m-e26PGFwyu6H*ZcKPs@pGh$FwWp^0`<&+}?#sePI4 zi?2nIZ=_RH7S{DgnP&w8AXlUT#wur|b$~)ub-9}0$MlvPY--|q5$AxJe|qh%2n56B zU#HIg2En_~*mX2k>O zaWEyg3dn|S<&Nr_*|#Pmaq36=zH)#pOz4S^hx9w9fSOoS`}F*qE4FfU_l%b04Glbq zlG}?sru@Bud_Rn33(l!5@EaKp^|ei06dY`=Jd!VW=j3pyFid;~^#JAH>F~?1Np(KJ z6T`s2TO0>BSNf7Tk%3<)p=wYemyhjxA)~t=*%a(2q0lI+JsJtI)&T$kcb-&uoF_eJ$@dk*A~y zi=Pxb{JqGqg`{}NVf7q2ZpkMn)kCMmsT}$8iC*N)Sc#JYVlezgPt0HWyy4{4!ZI1& zb#w2A2M6@IOavG52+00aN_Wyf^JRMk68;}`rP>io>PtuPVCv9&ImoZ_R)tdO^vSNM zBM%)@esCaEYe(^~H-_oeiHas?OlKfKhQB9-aeAYDr`81>l(X1AEbo~!^+V@k`tt0{2{44S$Xc9HPNd+u-4Ny0h~sUKGXR)>2M+F49K~>SBh;Kz-c!CVqGwjGu2WxkXr2X!c%f zq-g7G#tiRvSqFv;45|KwEM{c2>$uZmW`>Pvo+E*mlelO>)-=QX zZf;d`C7TVkr?Cwjek?f?dO|-Z>c8qpDwArxv|Jf9`3v?10F%IkMJ3Oy$&3;>A{%D3 z7o0<>k-f{tveLlHMU1V7E!SAtN-LkJvI@I=;&hxx(@!J7l5=LC-wYPz%l}6t4jyBH z&eKM9Y~4KcY47pnP(iBDhc!z--fEVw+LdJ0_T=pO4!=snSQ z3h@#_f3Z@_3aQZVCXBAS-tB2*V?+ zO?-&u@}%3=>5OAz)Yz8sb+<*3Dt5)nChYTq%1$%Sv=;6Ur1x}D2{aEdWJ+<{^KMtpVBX?tkHP(M#R=x zL!Yuc`#6l@Ff>|xS^v=ql4IyHzU{ZLhlNJhm;Y>5IDp>yqpu4%bm!PBH**_}=3UMWm%$LtV;Fz>m0o+>LaVeAQ(Vm!)j0HB;{D>}>xLT_ z5)w8VTvvmiqs`{i4V?+B+CN)|OPeN3==dzYzMDvCHvXg9hnhef-4cQ%I@+dreZz&O zB~I!W;S!StsWz!!jVBl+M>kj369yGCx&q5DF3J%Mnvyxts9_g-9P23Kj=E2prLr<| z>agtno$6KsG#go!>?w+;3PJ$n6{awcQ+;4LO{FN#`Px@yUg0wp3M0xXy zw=>(O{Iy#k=EG?3KoOoV_)4ZCy(n91;y5{R1OB8xeF1*RF4DN8yPrBS$vzhM9=~E* z%_GPwmb@r`wH5QMM{TJ-s}aA*W}luu&j~c1G5iNUm-7Kpy^uZJVzKJbG2ulMjOeCz zNiI#*tVB~xtFJ1l@{bcu!s1xH1#;Q`=xlTnTz)aP?8XrrrQSOQh=z)m5B zINzt`ITT#3wUx;)j3GP^*rJq3b5-D(^g}=&!hb3inK}K_0c9WpFc(i{S`Ni({^#Hr zoct6VJo}gZFbxkHm*^J8yHe)8$dl33+;J|c#S0_oUqs+q1C8WDX-6nQVE3rF)0ERQxb$y)vAPfrh?_O4Y!on`VK$@9s;0*aXM_A0^>F0$^J#4UO<5J#U%Qj5;ocdo z@7>ypn>(j&=)!X|mU*2a*ONhq0|kF)t~+5m_E3%cC@fGgUV*I@To>}{KZ;pYJ(tH& zYy3H*UetB;L*^On?A}3Sg!mp_lZ5p^Xj+;?wD)+mw;@hpVDl4{CyD~$laT=zI>WZv zml<9?q6hICR(}AV)DRw&zTi;eK-^Y3R5l+XbxOg~^fhNBGNrzG0_pOLC)bR|B%5Cw zi-S{cVRp8~Xo+#;=tg4mgtS8oedzd*)X%rq%74=ghibq+yj&r+?>onMGhFYzK>|)b zU+cXh$cn(goBgb0*37cNYt7ORc~w^BMQU3q2ke5zLEa%DZM=^X2Ytwy%&GbB1=~#o zL|q*eP@L0&gE0NnR)+?fY|$YI7J9)mZq;Bw-9@l~`%>yG3Le>!+px_uRX}k%Z!WZM zSMerVU#l^@<38m4l<{o6{<)(5A;oZM^m#jpq94%k3p6L+lO|%%^x=tV&cQr89>N?>=dOto)-{?2q!TF^e)AnX@^Tw2 z2QOVgJGOhUAfr-u@iQY9dh4-s+H=SkvDZIoI^|ve!})M;-MhBeiR0Is!^%_1^CN4c zha7rJGXVYearn&+s7(5Spx#4L>0Tp9**%vHXvJBtkcKQ+36V%cZh_)Y(4-(U{BASx zD;4-1Onrw!9_qFG6WjzmOpgvnlY(*0r38^*VDBJ;CA|B6fJHo?1T0w|lu4!1C~60Q zdi`aF5WG;efOl&lNhN)Y7B2;1pC0Z)$;;aRUZ$VOH)xo3;1iKCl7ec;j{6u9);$49q1yi@)X)X5yjD4%02KN{OTLeS$Hl5pZBWbqO z`p);=lpBJ?C@TXFX5i{y& zp&}}{LE{N3^mY-uD558hsqAR(Mt*h-#0%OaJkw43=MNLz6Me33MaH59aN`vXS zC@~plp|XUD=s-DMdZ5ZuuQ{zA!!u-2*{$GCuP@o%V}(?My=aWSq%ca)pd=#!lz_CG zgq*v5%I!-R0q!N_4HpY#Cgd%E8-(bj9S*+l#2q?lb@iWLmE+;5@W7$t7;mGG-M-qJLk;&i<{I^5Gm9n0+&cQ!DF z?i_k+0h4M>2a%CIwH!u?C9SpGlZLdfGlNy9S6j{M--R*^HybIYJIwFXwp*ZLVGT8+ zOfp_R@vblDfBwZsH#QTHaBHamxCl@kFA%!*k-o5ZH%A$au1@%|t*!kvWhQEY9_Q!t zubI2e7;9EFIFa^+{%UBiKJHr7G>@iyn2s;Sg_c8=3$6P)>(!%j+Sb1UJzBkMo!O37c=7w<~RKP_F>Qd_*Bd<7Wm1E&OV<4@19c9JaGPA(D|bs3g@^!#WN zLzWvnB5|<#oi5*m9%-fFq2_q)3vDDDDP2O+KVZl?OvU@2yGd6Qh z8E7a?J1tz9&}j0G4X%3D-10eg$L^D`+bB90gS6MCkGJ zn^xT$#23{5nkVUPYV_aYtPF~2Jn6x?PmTf_yC^Qboo2V!o}yXO^Hpi2FihmUH(|Uf3~Pye_kW@+N=Is(|Z^kSiRllb92159V%lOzfyXIb)*VJ7>bsA^I3g* zCt{L=DxQKY6jGW~`s&Mmw(IfCQc&Z2V%mODix0)%{Diz`xeKdY>xrt)9-_(;=@~Xd z3C>2i^U1DX?|9>#uX8tB91@mrK6kK`m%t^` zAMm-5#qJPJH9aS(%d&Au5-RO@Q{Q4UO?f_Z*pp5qX?BhdU2!_SmGe7_k41&~rX|o< zb2s_-s%%rVuf$Kv2*}drFimT6!)-;3ODQn2NhGdOV@)ol4#A%|rszk#uAISN>MBU_~!FE1`xX5Hk1vJC0w^JhwB-YRw_1@5|!y7vU*&=80(bdmj) zL6c&JU31gJJF032u@;c{K9~s8(6^>)ZANA7q)qUg7OZNW`#?Vn5#l!gn76Mz6dNLz zE5l(XA3bC*^(!mrE()Y)@!gu#WLc154Hd&ekbxQHIx@2x6@%J zXzipV@XZLksigU+nf?8Usj(l+pI{Uf;2eKyL3U{VRn~|;g;Q@@zYI65!xr;8ANBW^ zCLLvhIWB?s2uoBd)AA@r3$?(El4#4?NP`z#;dGUVpstVqJ=N5}OvgIuVW znMt$yU0^W%N-B^nvAE>N=d_P>SdhgcRwBfA=|`-*;-jw^kcpylIN^cEAgY6VPWz)A zQH?_Ith7{?;|Oylr1b^ujziG$sLS!9Nb{HkU*uc-HbpLkjinS|uXC&~-lVLCW$Tzn zStFJn1?nQNo&PV&7Ym5O7d#*_=!KIP*03P2v&Ltmm=7Nj&Es~`cy7WMej@$UZ^ct( z`y~^f0Ollhc@F@wy5I`KKvmCnP(xp=yYS?Bb-AO|ZTNkz`HkjdFQwC}tZTHR=QrXh zS+v~Cg@ECV?2{ZO&0eOzT>FRi5sgTCS}7`HM+Ia9KT2=%;#65Uo9WWdHVGX`{s<0`1_G6!h`Bh3(`OY zPiF6;V`~dL`ODaqPd`%EnB2NQ%#X!a145J+sZ^xXvMj8-zmWW*fTPpi4=Y=ho zKB3*nbp4`&3AT!pfrCV1BmwhB#jU6fEcW>)b9R$9_U!HceN?`r#im`!#co`s76irm zY^e8q^$yau1XYse64ev?R0Ei2oChywoeiS4#bf9>P|K&t#Pva^#-b;0&yowOJzGjt zz8$30;#@r)0tNRxZ_!k}MBJGnDi}v7uK}TNxDD#iPqH(hS^>qJj}kLVi>F@Dqr}6q zs=Gme{K@N+Nei|Lfi;+lbbrrdX5`0AjARj1ng~YBsm~*44&~3eQ2kD*)cg9p)QS0V z4E7E~k4TY4%H=oauP-AR9F1hGJS06CO>sikcQk*&ivjR<%RLqSpu%qkCxm4SyTuHK zhdoQvT>;{>R4BEQLsB>SQ~I#TzDltGv8*gy_j8+pV-52ZxqbZ)al5$G1}Q14m0(5Xm@Ar@J@m+_$i=D4R8VjGl@eXB$7atPT`|J;nnpf z`cxc`;dz>WOX9hu*luDu zrW{M8fAb{mrEisA#UJmM-l|h2!;G7bHI*JVT9NvYgltFWEix&*n7Ng65oF>WuWCf~ z^G7PVxmr1R^f&S$Jichnx)|MMEE7tnIE3XI8trnaPq%}6PU63jmwCHkb@rHIwACf)8J*avXVOJ@cejG8>gTQf5no(()65?XWhv6!18SH^U3-Ze6R^<3~odt4z0B z?fFxZ=D4kOIAm-hn1^b}+6rD5#_%sUYLd7jAA9 zPhZ|847h6g+jN8W@ zRO(sqTe9FsK|dSp9O2GvavO(r<~G~Mv47?G2Cm#4IQwu=q|cE*S!;ooHHphM&ow$D z&YuvM%xcYyJK5rjHZb%~Cii8FxdQwSEBoSoo%RjFV|<6}+1nd$?2gL{s*M&lA!Yks z#Q^H`Wx@nd)W`JWSsir-!O9kbKxYtH#^(&SW21{I%yc#PoNM@c}c=HQKfq@^7*oF-JKpaSEF^~IvH3<|yd`>6o|A-4$m&1=C0V`1ZI zqNk{Kt;B~zxqfBSVHpiWG5>ZD#cx^=nLv_Bnr5?f*clK@8;ZA+t2(h)7BkpqRox^* zz7eh{o$L!QVaOP5vL?Om^H8}eM)p3rdzS;K1Px@Jt@pGW#@;NeW?k$nNbg%(h!P^R4OYi|HU;=YDm7R zD)48Q1g8sa+xruB2xBIeY5o!bg~=|@iqE?U6X(N=z~qmiXpja~&QZo;@#)*&tl9vm zC=21P%|fTzsDR@5DP36Hn@v7oSUPa`InpsBFIn~Ghq%?v%^2El@NVdO(`#szmg-^^ zZXk)J`UjuO{hX8T)Gt+dj%!k}T`xCEe%xEborKMlZEhl$E8cnBmh6QznX!Iczm%#7 z1Iv`Noc3L*NK||fn7oWv)h(#-giJgIi;$;+cB`{svyMl&&_+fixn9i?q=(3!X+4Kj zn-mPfPRNVasa=-hd6DigP=B8mhXJw|R3H|bW2hqJyBD1&#H&esr7L~WcE4vZB(29P zB8KQXpE6}9TCy{;Y!_}&Gxb2qv7V8Pb+VY8mP%LzWV+gaVbeWpuWvHlsMq@T>BU}^ zwe^_bw>7uN{xeNI;$_;LIOQN+q!w?WM$3`tOnab&7xf=ZmC3G8O~2sWR`+i`Ll}$1 z`EiKRppc2I7OH3?LchVSN(Auy;_IDAr^>JK)wZr3@T59gOz)4$>gB_g(i@E;LCkVUQRc^O(^O z2GtSZJT;=m!5^cxHcB#M_$7}aQ09lXYXE(R#Zd6=>(#Zs=jSl2&#eFzwH~*pJmjeQ zZlJ6-XA-*OQJtNa=jXC8JG)sy$Lx?Yn$>JFvM#5ouB_fuoltmWGhr5;99R&bzV%& zLFCEVWR6E6D-IRh?}Zb;3*s?~4EtmQsJkBn7uy~g)eQj5^yJ#`aHYePbF%F)9;*8g z;;=Jg5fg?g%VXi3cBekUisf>^VA(8Hqh;dpB;B1AKm3R<+kamxkKTjJ@H+^0ni6nAeuIu{15 zi8T^HGC4`v5q{;W&jK~D**y9(>-TVT9IY( zoA+L2ued~thQ+;#7Gxi{m8H1J+}$=Ahu?JT(Eq9|92x-cdfEN<=%g=(NUrk@8~U!q zn#f4tLEtOb$_WWNrl5pHODi&c6K1&<9!@rJd5;Pz zKo`5EAwPPqrQUsv1kye>9NbKbv}+E5bq>7G=zFn_Cpqkmw9So&xY8YjdSvood?w_q zza>lA0D6(sCcwyIXwkq0<;Ye9gxMCWYspx*@`{nH+)K~PiJrcOOZbA5#_DXtx3vJJ zYPJ7JUO7c{D7|294ErdtUg%G9hQ%ZLm+yv-SuJ4M)ArYoa+UH^+kF;1?ozli_mGz| zEELQsAqh8Gd)^`Co9mWN3qc-t7*&v;7D*K;y{f#-IU%}C+@|&8{aCG{qSO&=X{F#_Y49>FPuzK0!w0-gSvD^AT({xGZUWxToC@7; ztmZwTjk-93A$im1F|^Xhk=Q0gkINr<<-TCO_L8VJ0~9dmQGfSV2FkiNn1@ zzz&w&g|}gETB|_q!jYmOtbCkKooG_sV%}{SAFE~Z$XA{4C>`gwZCeaYD4zzc zdM9Fk+~d@obSq1>I)Y%W_qlz%`qO5EZmJFJd8A{)I#z9FD>%VMix74Z;Y^7G?aNeW z4=Gi6U)yu?x@I04F0QFlM|Sw8@I3p~_9*Xz&Yc2rH@@0bWba71!9J?CxLT*_UcS`i z(f2zxtBfcr#&bG@@cIQkniM+hO+K^Wo%2SnEcWlO%{>)lfqj=>QRj{X_agt4Xc4Lz zlxXPYq9@90RfB?(#>z1H28wlLi?4cj$#zt)F$wB>*7{$jiEgMLXI#LpGb9S}AT6 zPWl}mm@0Nw9LFxC>mNmsm)|NEAZ=F7iCQxw#D)N(cI;<21Jhb>aaOew>MMN?vYqJj z9@7cA>c=OaT7@y%X*L#aBa;z>k4-947h6KQyxM2jmplw>;gn~<0DJkBA?u2l&K+bukOrsFoosp=Jrh2;fnY;Nz*SE z)Nitl zi%QPaW)SPQUlA$fy}%*`>ChXx;^%=C(!ApPy_y2+>Bc3!IzwQ<1!b^8tW6=-jVo&y zxv#PZq$6?Mu*X7)X)2dt^|{d`c*J>p7;N@%s~edEa;x7Nj8(&)vm`2-#I{5gsHfC* z$o-X><-uHcj)kJ+y!021ZBO~d7hP@(=xaThGcp!8IzAeVdBGxbde{%f5U1@Jkl$OH z6E)Z{juJvPPAT1y{OchO<@GYEN0zi9s)_GjsP3Xn?Rc$=6BU4vDn!CD+v))b>s3Tk zUIg;L616D+Lz=d?15bH8+M&MpJTDipf&V!`gttIVvL3GX8oS`q+c&3a@RIiFt`%hoWE-;m9mV8+sH&JAY$qOP<{;>B*<_ z_E?Rw8YcLZ_nODn` zQu~glZfNA;3IMSa-JX`OGtlGvHPIF}XjAQD_gGFze^{k@fj>(*3s@lg8~KYiuUqIZ z_GkfjZ6$qy>3I1w7V7*v<(TliCu{Tl_P|Taj%n7}YHtRV+BMsr`st@9`ZPbDN8lkp;#nyO=k9*ph z%iir=UaW?UFzLL?&Q}W)r-`UH+Gss^)^7c{H)&uqt&itRN&?tKKdP27R2kF5)0(0f>LzF}&@yZdrzrpo`?eZBb?n6L+wcgV#W z+`zM!boJpFWZRp0XU;|TX$H{ub)SSxIP&H9oQv6rUbfB&HO?%IfnoXmma!=?o3#(V z$%v&(eOb2aVJE%(fK8ek|8%#Sjp$6NzG`VlQ+CgJjr}Pn=dr=X$FFhd$3d+7DB zPSKfs^cD)HKsVle=wZMvl#`Q}JN~zh&dKFfShMqV>;?MIJv-k-XjirGLedza{Kv%uig64u0@-KK(o&^UcG88Uzo|4=XOG^zE-jFe&&4oK^FyB| zx>(q*gPM1HkoWkf*JgZuvB+E{pFm)0s^+$G-aZHx$!BDKr&iyZaZ@bK^ca&CS24a4 zhCEwO6)+R3jZZjL{Dmoc)N19oWIb6z)A4r+FPH}>2fP;5~CaA;}{Glj%%aNDPyv0U3jN&W+Ui@h^{lr4(7K)2*D_PV? zN!tCH4S)hWga$N!D%5sZyw@&n_lVUkC0s_>l_hxyg z(qXMklTu^8eOCF68(}?pC}5V_P)u=@Q>kehfu!|1_*BY+LbHRv@Vx9N9Yt8G7RLm8 zBS*1Ca-JL-U>6l5m>6;7T*S;JQ{`pGsG7V@4v)a2WY6$jeF^shOdy;N>1Z8%vqY3D zlaxQ~bSr zA3%n+J(292aTU})z?y`Fd#z6kiGygEp7+(kPXnUL1}0`K|I&qJZ$U8DUSO*<0}1Ui z$D$9A=e}q78up7`KB`y-Bvn{QQH!Y19Inw~H-NM#kO}&Ix+F^K{y++>eCJ1+7AUnc zuX701QwBj^_YdSKVMfqJe!9-zw$1;k=Oxo@gW~dzm@m4nVdVGe&?1uF0)S+wGHCso zJGbvxfhgRAL>_*`ML%afk%O3pPJf(YN?KCBV>imG^WN-@xwovA zf1|ChxA6A{UvFI>QsU|POtdH4nL{@_c1B^UZ>;&~Eh|iYy+x(i4XYNLX&uiOM|O(9 z%*7I3? z+(g=((cQnRD~OC{nMRRFiDEHc#&jv&x*F5mWD5W0i8o1!LvJ1@9W6&W5wA_1uqeg! zYO=cO=Lok!H-(E$S6AmRANwm7_8W`nN?Zw2l^W`I-rR<9x*i40InLO(K98!n4Y8e$ zk*hOUYr|_l590qQ*bY098hS_|BK;GU$5r;5BHZBHR-d3r5W!@snfRQ9lko~r(Hq1< z!g>4FW)OrBh#D^ObvRtw?y9g-)}J+8oW#vW@tEp*6%)EqR8YSp$UZ!4)Ui5KZB$cm zj9pgH`>yG2k4)~gF)CM?hvC>kG*?2g3)ttyob70Yjzz&&*#YaFsW&qPP0l(S+r+rs zwLx1SOdt9MA)GxY?!BS7l3cjN+v)LMAn0$MrwPh}Z|0s>Ql8`TU#z=K5JRx}2I5N^ z)UNFt-vw2tK9p4`WS7TUiHu9kb_?11M$dD$5U;*NOT(b7c{grgs|DUO-y2{`!z1z ziUGrGIwkZ3JuI@xr3*@b$m&zsn4(<@(#Wl|iWW zVgDpT*zyw@+~%KN0JYPt`13PE)*V-61dRrZw%yNIHCv>wfGK=0U(efzPWe#5>9f7> z77@+##47a**%v!W1ODNM710JID_uqb1rL#-BDkh0@(tA{7O!Za0A;RpJ;{6oV>mEC zQiaELi91ksbF_^;RTWo#frQ3iDqwnZ)=6ST)|k=&B(I(nt&lhAtIVfh3y1;bSy`-w zG-BXTn+~nFgu`J;)TatOrSHOWF`xVUyFygb4wo|yeyXwaPB`(H?^@#r4u&)r#h%$|x)uyZDTZRN<1StcuUE>6gB2h-@E|o(X@pSTJ%ONa<<$*1$2}t>q)&C#4$a z2a*YPwiNpGx%~WJY0wjRubXg2u*<`MSRfSe`l$K~e{n9tD3WNjD_VgsgeSoW)buQ) z6{!ZW!9ivFj@oJv-o?Tz^X&xQ7GgZLryHlR(G#`$-&?Xw8ZCIPxaU2ZHcu(Na7%r^ zG#$tJ&19C3|luG5a2LAlIhpe6EvvBl9|xi}!;VP6&z`Se~~_O-Y=~=ou2_ zf*kkW2rPX$=wg8@2I;IP3=jkc2fk@=c`U@5GJokub+4uT4+AdTwG}#$Ib`yb;tX&x z^@SVTl57<)v(OPi(1+FP0S08QPzUT zF+Ok57kJ1I-_$eRA20_fz^9hp=4N>vqhwy}l6d>8qhScl5_TY~rH^AG7EC@+k6q%m z3BIJfYU2_%<&@UwLfrc*uAPuc-6b9!9;GODuF=!SD`|p^MCUq~$%|vdEaXioSa%wi z&l&0YNQ6{CyV0Z9wFSlaK+VfxeEb)Alns#Z`;PR`*SFrgusXm29^bu_KJaKm!)>W{ zuXD>3&itGV$!bqUe1-D(X&HTgGwY&?uLWAhs}T|PpEC;E7E=#XjHhBK4W)+BgzTKIBXEO`5}M%+@hvI;MU)7Up{k0Z!cfI)SW&MJ zs~rn=_Ji$``P(FW(I9eH#Yo4M_k@&d%gyVy*D{dabH@=2P^pZ~`qzn4Ujk@6iJMNW z*Y$|!!lt3!xKQi2f)`)nnkP&1h+%zVIIgD0v0R%C&E^WM$dT)PVx{T%X6E>`v2v#4 z+f0a2o`OAEJo3nTm{JaC_fXh`xxQdCef1gLHy?CUA#_zyyO8w_7DRT!PU*)7hK3x1 zKIVH!9PdO(^jkNRXtjHO*VWY!vYp$U^06@!KZ-a$pCJg3*K{vizl1gNUIreU)m=xG zrq;h7A2gU*+Pb!u7oF%AUDJ`5ADz&=bg9qJ$uXOta3~!r&~cu7%UL7T4pvs5e`Pgy z`q?zst0jD5C(}-xgk-9@wQ<2feZ<46y}5>GCuDbJ3FW?n1QvcYU(!o^?KBLqh%IFq zFi0|gRz*scaFGf22KqT@~VXf?@G{Tq<5D1$u&DK7k2M`Yzf zeD7xWi(lD>&6>HvWHl)Qs4!Ad%15VT&U|zX;Q|Xs*D7N&wf1Oiw#D?7(^O;jWx5j2 zDXe-8iw47Ep%`QsE>NmiXu>_-F@T9$POJE?xz;JXrO~fb-1|2j7{{E#Gp8O()}?0F zZ@2deyDoeW!a9Bd=?Ty%dz%XsWdqfCLXWBGHt>8@Cd;;vhr1~<9%tI7w(a{)R@*YW+olB9CL4oYc5?1m0T>5jW< zPay1HLC`#g_e4$46C+$AR(s*d)1ba0f~(EKr(7SzIzl{N*VztY>kc?^6n~zZo*3WA z8eR>R;=#<}VHnoKp`yM{R*x0=ZmBF6ij*Rq8W)Bu=xQj9s0`nYu-l-}n0;94U-&PA zmo{ZxY^S`Ax{FuO)PYDCG#e>DuALO5GxNq#9ZP6T#M2W6uQGHL5-lwMfD@}@Nj3U52H6i(Jr^OMf^tp84hx$W&$pQ0gc8{3_$g!zM5 z8|FfFO>I*6F^S}{INq262lt1U8l!_ojY8k~R@9ZKI%9TVKpLhB6pC{fg8#D{LX6Us z;YwMQ*CoGwA((LJR-sRsUVQ~^pHMFC`@Uc=Wd@Wc|4j=kLI-tj!>!XF85S6%JDBV{ zbYuOv?_|hAh7#s2ZYs-(Z+1!YJfhSRX0hh+UJIBh%kQR2X}g7;8-kI4*t+P@Nki5$ z23d;J#*_AZ`OegU(v`}Fyy`m^gX&fflk{X+HnUHK@su7nptKPsSNX#Y&2e*N-FZUQ@wZGM0^gbV0h}*-0l$_q)=s~lmqe~#Mv&XJ5Q_d{OKTcW+Xrn37lcuN-aBTD4}9@Q zpTVp+JhqC#k4bop4CF(5WeyHh5tahtT^2ubui-7!2db0P2m4WC&qCU+1ixEqLX@|P&MJbegEerWX;{L zh8Hy-p7#AxPB1zefCiA#7gednkHRP`wM~wWqzWH}mM~WFSBX_(D<+1)MCqk2d{)yW zBj{)JDJU%%TWdsvPyIhV>S1jESV@pD>hO?4NlZ#1r0TCcP(|zuD*0BgCitZXA-J9Z zYUI~_jgTGdOs@OuE|I|H7|}~h&6UyDTy&7Ra;Ts-m$xj{o=vfBj^i)|jB{vhW;_;b#bD^n zA@#3?#<8OSx@4dEqUAKzACDSEQ)ko8ES|mI(JBbkH@=F0oGpfymCfaA5X5zIng^C z@1XukH-#cd?XDs$ZThK{F`Yb9Gx)}p2FT@{dPr@fCZTA7*|5#dY8Xr41g?hC2)*Lp zei5M78e?(~LfL#$<&Q#53?lhRS8+GMoQ_AKY$fsoa6M&7q63jzvHon}Z3_GhbcI+8 zEFiC={6XlC> z&mxRDDN4tl1En(L8uzYjk+gOgYy3iR{k{jK^2DFt|Fq@8BBU><1$6~N$EHiIw5 zLA3fVJ|%Q-MHa!FJiiIubw!q|%TQNzMzqstd&x{C{6esw=#J=Ou)P44u)Ib!JfmH48^aTW9@e@Yr&krcpzvbw2H7av zVw+v+6Vi9rO=kpn^dX=S5xW(r<^&J&sQV7=aQCmDH0e^LgDN)YZzs-sD~5vx(NLfZ zgOYAaHIhQyY$ukEev@6Wd1l<`A{7pAyOKb*D;wv#n|@r-NB!g-k*3{9Ev_8NL4{Gr z&RZJ>D;K#&Qnw!fn9XT){Uhghgz{d=^?F{j{>XufAK#{T)*R17ls`@)BE?u;WY-62 zmj$=vF84AtEpxa0;5f)@x3^hEwUR^<&}$mQoXh-r^X?g}TIZ%}o~Kd#a@nzO+2-ei z1*7J;7Js?<>M4EM)ZW9{a{jg6^2vmj2Fe21_TP4DY!lfKVDs#qWsyu{q5IWyX&Dg?SkJ%B@*sD3L*yqy@PZHoCWJ^F&j`Gql zSKqmIDNNUX;k}k=NlT=Hbt3eK@ni8#pl{BW?`)X0+_GoInI4OhGj{>T;+jHBxi6@Y z2SoNjD@3=EMV1>USGa=AURf_ z++V4n%{Oy$;mbTj>9w<0>{g zXNoY^aKBJ7lH%QV_u+RY%g-ICc%Lvo$P8?jT%*y&&R9t;oz!cKYQOv2Dw@-i_GQem zvV1Ur_I+?Vj(}qE5^b~D$x0rlutIg|zE>w~yFGt#%MsDK>E*c~U-^prg3mf*#$|gM zS>oP4{0YN4^7?jG=x~sX6Ca@PF1eN7aiCCN*+Ph zi0w4!0;1FDW64fmx-^mcb;oYhR1#6VD8-u9_IUa*nzmYIg}kI$JZ+2!Rjow+(W0%n zPq!=pIoHAJNOgR#s;>w^kHmYz!>{fEnCS}Do`ELa0~?A|akJ)FQ$Su4W-M(>2!$bj z_Cl({#RHB4buAH$XA248SwrQuQB!PcXLs=Gvitqzc&c z%|J2u>xC3{ufU0?$_}E0Y`p@>WOlwIg1B@Bgm1`MV$U8;J-1{Q_5mJo<}CTE@&R*t zvufCLo=eXZwG<~tk%q3EIapNUs=M&mq@R2Vb8v$#&VQ!v4aBk>I;vzXEN=cUlEKDH zO}ST849QlhA0`hQaG%OVMZoftBHyf?wdkpcRWj0oWDhd$6>N^f)$PxvXek(fb`JUP z!=(WX$Qqa_KYE`%hrcA!nDfB4_JNVsHKNR=2K#b;`fB=r*g^!j@VetJL~QZPG74Z= z;1|U&WDt5=exr``hp0Rh;~!e~>~ZK|3-`@?-*EeS;hqR74SF6Zs%%hbBR%{jynm%p znEg_gV8J06ZRaE5q5yQA8f2A>dq$@C;f`Fe|E?o*lZzD0_0JQ()`G2(D?3!9Wa08KtS!rN zP=ybFU{fqN46wPG#m`-1v)$)%baaRet9c{1>XJPzTp{b#pA2roU1FF(%=3#qkzRbV z7XN|pXPV8y0LfRV?#isWo1i-=BeU)A;$E&4{f@~2-|{Wejvy@SqG`59`t!5lmDDMy z9GPRv55j_WGzPBYd`4Y*M;bNjtd%KXV;K1E^aT&Au$qjNah#}F zU~zixsH1E>@;2ne{_c7M)P;2c#T?|n(s4oh6ZMQ!LS35mK)hMSU-gLOj&~ty%@k-Nm?aVfBs&Ffv((L1X~JrZ-hHl>Ebk02LP!vf;tTdvtpf8ezou zQVYkH(&}S`{@?TV`uhAmJ18C!2$(C0T7)M7EhZzJY(LU7N2HBVbB25cc>gRU#nh#S zq{3R>7FD1hWQDJ*#IX#m&OT#}mdFJc<@;=Of-3s*AG#cXMBS4bhVqk^fdYB+jFC}X z%IY15*wAC?|3jUnTw|+G#$T2btXP+_wP(SbN-_j0RW^SyXUpE8WXczhin^-Ljz{(O z4_@}JQm$tr$0_^Tw9=%;>JdBNG>eJ~Oefmcb{C|t`P3;ZF14=t;?JLDXhZNuDE~xz zRY+HBd|@ttRWP|RtLjeyF=hKNLvE!D50#zfC9{0FQ(labUb4IdSJva55lRgTUey#u z%}=Qnt<{!YNALJwm5iQu0W7AaD7OyjKF=abz zEIeZamuvs;#%YJ%IjMJ~d*PuzM>_NwN|`0t&T;_eBSEL3h0#P=92 z4FxO~>@CvKX!i+0Nt&!cyBGMw`}i?yU(!2`JZA5#_Sd7N5vdM?h7Yeg%cCw3*TW4B z>f|c%3kAIP4Q??O2E(@2E)oVWWE`dlC85{vy^huGO)S(`vRbTY=d{bP+}@RRrGzvz ziYIDF?_zZ9QMl3>?sJtdEGIwSIH={ibwsMS*aB}viO!ngtXE}7%Q;QVlP+|ncg+5T zb)e`Itu{61Hs^lq*cS}c;*;6%;PduKVeqHv9{y{CROAQl4=DlgHSxvYY2}k`Nm?6n zi`M6$Y8Qf#Z)rMI@jQ`g68hIi#--~#Y+w1EUsIO*G z$`FU%N>TFN$`<<8wLY8qL2>@sCro6WnSW@&6r>Uykks8 z{025Dk$nMt97HaP!fo7UXylp5U<6gNiyDK?stWgMY)CR~UBJ+xD1JaoeS5xckE%ub z9k;$$6nq0#Tme^A#D~d3!2ab*7On|}^17&4xT0;2U2S$8rB%>MCyz^w1V5Yr*X1H< z(TJ4uk2V8&QhWZt69CDLP|W8Rbn3%gppTgi;ZEr25BKCq(}geA1@ow@#nOMf`Th%q#{@0*;)e2TlN zCclyi#-I-Sy#BP4(?55Azp`+C!XVwRDc8Eov(iFJZyNGY&~#AF9wGSidFox^-l`C0 zPGBtduFaw=0h?`}*dcxkw_nX1k*W1kSsa$o#REl-+P=Egsczv^7+q&`27xM+1^j~-da~0M&ToX}5 zg_4#J-cETztykfZ%~kIbI^^zO^O?Cto}=_Eew@9aGeKp>s;2Ky#btL3(vkZ?Xp>=> zVp)7PkRdTHi1b~uLV_Qx={epj4fUT5Ae+bdllV_Kk<>Sks+&x{t!aZ>5&J08V|Fd3 zYh!vt8w<$^y*TW3f?*!f%H?RRJf?^hM&4I0am30qy$;UuO0%OK#=S)OV>JQ2l(4*7 zTq(UjbZf3qh&MfX*J_E@ghB1+bo2`x;h))e%=7)ij~XouatX&Z;gT7=6|0+u zO=2)Vn8qXl9Y;m=P}!O}ZkBT2VF|?%(azW*uZ4g{lH5wOaIKVLervvH}~b87u2GaE)+aRh{8=d>;3kY(wpJ_zQ^`?jyG z*BFI~%xro5_=C+M@8~e)v5_{NLk@b39~vA%5>D;BD(CLt%MZJ1&b`+k8AvN~IYebU zQCgQt`j_!b=ZeN`xI{P#TVL&--Ov(4b|cNMF7Y!i)2uqNLL<`a@({Qc34Wg%P|j0E zukLQC0hv@S!LJmno+XPTsY3L+7>29ug>xSflbmYI#_v6Oo&q}6C{liT+u)1zGlI7*){G*L=EUWEm(-F zAO^P50#%*f-mK-{rw8(GC@dK`&k4?*15r@!TB{M>bYDu!es@d6m-K4f+&(`~=^x2h5yJ#feas(`udY*{d zbq+x``b?151|e|9%V=AkTwUYCk1Ygx&(-IYH8Jhhl+%B=SanP#j|t?aui(C{K6F#N z{vyE|UPke(%mEg_y~Qx{p|l$&oLNL$8Y2tk@!%N}n`WwE4_{|x*)1GwVky2rypb3t zT>bAaF|P1~ZnRWJRr|E*hgxnQY6>K{QH`zwk@PUmU}+RSEXfb_{Z6<}j06WXkvDl@ zlIsYbkIkOFh8&+=2rrolT<4^3X#jH)_#_Ffbx|ed+XJ@sP*=F6sAz5D%VRO*GvsZp zc87SD+#MrrCZ_Mk5R}G%_3)^%T7i|;Q%Op6-*`(imE>L^#JI+)0=j(7m|;!xB0o%<5XCJi=Y&6e z%IB%a$a9YFagkPpR5Hm++8YjhPsr9#MrTX4hF4PY;YNVx7Up7SvvEP9(c^H>4<79I zAyJUet4-AZu_SQ!e>#cuLf@L+8yj#e$+npffB-LX^itB`2ion3BrQHeFK;eT{apIR zC&sbhv;0Mmw2G4B$zZ>U?1UUj9z|KVQ($EI@$Vx_0qbWAO~lU(G|Z(8oqD zzFpspVdui3H!xq9@-3t;r5zox*O;I1i8}dRemsPt~t(A*nhbI2{*G)R`utL$bYs! zEU3DHyLN5abjj)?zew)btMW^r^=Ue@F9x*SsSRfP?#8!*lNfQ zx-u?nI%D%&fl!2UE2Zq6)Zj|Z5P!D7Z)d^B4eXk~<`2t)s}CtwXkC*F_uz143;gfK$p}bsTm<)~@V4#19&a z*Y`dMU-b4*U)-JFUlkC(`VRV(z<%8W(JrWu1bJnrXFxlsQ_1}7y+-}}#@-t>=dRY)l z#QR_7)-6<3oi*5Ko6#i-@d9q(GzyV|YXTEo7sVn*e#F|rooxM7c9CLo9XC@|-BWZ? zIUu0cbyNGyAZtadKRWX`$+R?BIPBvL^i_UAI9{wxG`!W)dKt>O8QqQ@ak8x7zf{bd z_Vms%nH@;xwO=Nq5xZQzNm}z<${%qbz0tSOrT4Mus5BB=`)uB#vBIVltGS1GW6d7D zLV7kW{YbwCB{5G=)d5J~Yl3$3@Yw~Ajl{3FCRA-9T$((jfIr#;@J2Om#hUE7k8Poo6_URN{P|eRml&1o}7tS@+VzHC;WvGh7TN)_7OmiFa2g`q2XN_*y@)h3ksgoeaK)>1_}ezr_2!+I3K%|7nZa; zj!&aS2(glgL=Lt$!>E$UxleUIiDJ&rp3emtwC>Gf>s)Z3VTyKjAx zKLfy-dOmr1mxLQgY|gt+jFA$7T9Wn%SR=k9;W}%#jJ4(FD?Qu0Oq&aUEgl1ip%-kj z?Vh_QB9^qY*h+2tp~oeTwQU=@o9#|kswTC#jyX8-u2ly^)eVG8Uuu5Qn2iG z`P`#RR?TN~GRmfK(t}R|Lwf;n5tX_V>7?o1Ijq{Ky?-Ew=?O0nH}nJMx-8v?uB`@sf-S>TOaKR<9pkl^j%)A}^^NC#p1u4kO>Z5l1A7%m3Hg3Zm_gXXtQ7)$vVn=U9O-CmJdm%LC#`Uu8$O~? zao-X~{6O$6sMf|9S;>mK3xMn61}1t7k4H=?2$mRG0=&t-Mc2xOW>Iv#eO6`$6Z;4e z@f{mT=!Z7gd7j(!ZTdoEeaO-N6Mq)z=J`|Nllw724iepKp@Yx+hT+!1OPvvDdBHu; z$0*y;(hwb3^pd^rjX5-$@NMB|BA$6n@uh_7q=xcokVl~vUIJ-L;aA5ApTf}ZM8Dyh z#uczB9`Pik;szy?4Lz{EpIE&NG=zxw0)zgQ8SMGpAb`FJljEfc|CYPMZ8z3~FBjBu z%dd1F(iM$(>-;JH>9&DzGSVQT>E(pcgU_JR{(jDZ4oK>h5fqIg(xWRU@Y7~a6q(Ac zhlEJ&>4%>9YCu&e?WE5mzaTbf?W2TH@X4lH999ixcf0pmTb4NZrejV$LQ{T}qgmWv z+H27H4j455`cE2Q3bG}!bG){s*m)c@IO$hRt{u5Yr1>{QELgBPZ2#Y&Iq_SBQd7B3 zyIbtFtnPpE8r)rX&$<%3fF%oD^xr=JfbYI(8_(1hVAqw-Ta?^vK;jU8p`jHZ`{+o? zwG-{#5rdT;2{R|pd~OMv1t1D_fHA~_)oByc%_UyzzIAsTD`+&RMQ0p{c!kc=Q?4nxowg5Ie#K4kTT+(nY1SLI*-{ekvr^7r`t?hJ3e6D%hvI|@Y)2K?9< zEuzpS<4@m$*_KIo^XYLKOChWQpVa+Vl)`p4JzbvAxOP}&H}|6 zb)V)y+vD#7*~Q3A@3IX(uPig}yjzvd`&l+jnbhwJ$Hg2M%5Z>*j&|a2!Uvl+2EUzR z#N==B=Jf2gM9A^or|M787L%bHZrEV#FfG2{hex9wi~$f2X`$Q}&omBzPV?KRkJvy` zCNMFFD4|z{m`BL=C%YJLg};MG-k7l8Uigk23kgO#o>(N?k=M1&nqinB?O!D>=B2RW ztyqMG4W3F|v+n06oM^wz&PC~q4W%KsO|ox^`%VwYJ}q$IXsef%0Mp<9;f+mGj7>o;3Y7JEB4u>DF-g&q+QA}-|X)=bSY<$WRmXvEKs-(bK~Fy zl^sEmD24l zyl}ldWN3F6uJdj%ciFiY`R6Dp(q0v7ZB?hfAxS#Vzin=E|L8=$-Y?Ia`)yjwbZ{()Zn>|TCQ8~RbpXEA_wI_p@M7gkW zrZ)x(;}`NQYg$(sqFdcXtTS^hks!$m2e2@-{N5r|#8i&1DAWIS2od2?epvLB7iM_j zIpzphXl1SFsZUixMu39M_yN9-?n{+p)rgiarKhTOx+pzifqeuV}=qRQVt8W zS5H!OIqa2HaH%IpFZUI-4ZrGgB&KwZ4Je(gXl12je|GDY0SCtCMTL( zsjG=L>X145wpfgIJ?zg?25GB!54(hBhrcMQhxABJq-tTHUM_1SyR<40U41dKpfnrA zP`*ZYpZCE?t(4#7ImRjuhfx>B+hHpC?~zY*a>MewtL6dtjt*9ZV)J{qrV347i76V+ z4QP!}U8!{oEDfU%UfUL7_QUf|VF`Ce?2ROJx!@!;iPc7b$qkY<9ef}yBes9q*}IA^ z;Mu(!)dOe@m&#UaT=x&>;cKa}s1vR1o;giV6&)wst7T0=&sRBIrmQy@nAuGue~cJP z$;HDn=&f%%eh9D>x^W#1A(UPzj=o+T*s_+$Q5BXFniNI5zSk%F8{u~W7WyZAVqV_5XK?MrpFDL zAr{wcSJDile4pp!{s&YH;Ii_ywK!6H`Gw;&++VwsBBY1df?5U>ut`5c^PPM{32ZA| zyPp&$Yjt==SRTj+19n6M#J-7!=SiFO_7NMThlQ4KA@6)eg@|^We$Q|g6ZpMw?*eD7 zff3p$)(9etOVICwLFwr`(Lzeautn-A)PAX2b$_O((<7viKfYf)&+ZMW;uis*pSTinK(beCOKRM~=KW z0?i{_2VFvHOLn}ebmNme==m19)8P8+A6xPTW)49J0=Nn$EXGI zipo%y|E&2-@K~DtgTiaN_%9E_K%p3r!W_?mZ}fIYE%=NS#>-E|y2v?7m3P{TwntB$ zpkT<$B?py98X{0%2q3jITMPD2ExcxLcQxGZS!sN!hJfqexI_DfUD16m^N9}l_&^W#D)pxzqonnf(>+yfv{PpON z;O|U&6b)uto!tVztAjz3rV7iTzOODh4a(IwF`0Cr(k=Gfw%kzIz_##|E-8G-fdvh?W2$bJy5w1b4)vv5!+-p5rYj;7Akq0 zc$D&tJsZ`@5bDJxh5Ut?T2wPmmxVQ=@g*ouWVSj=dSfyH$8^a{c&K=|pCF;K#WpAa z?n2k2|0By;geo5kj*BEMrmO@@3YE#E$rNn)LRJ{`Ek!+3dV8nPP|R@NEXP7^Ce+$i z<1szgfz|)y49)3$%MiP7vjZbALC%(}e7~pWxl7y>_IgRr3T+Q+yi{8iM-5vw=gW1N zv@K9eEOkfInU&0na3Vt5rN{pXFm{4e0kMszQOs$sR&W_Z>%2XaCawO0Q(THRUTvdh z8jsk>KAYyHz^FnyJx^CpUc^^?qsv)d#+q%3lP*^=+gePY;6?|gTnu}{qawYcVyo3c zQJB#JT`f4nw_tJIN9r}@-C{KkgC6i(7HUsA=2muYhXNyElfp7P&tu}V^sI4spU*{? zpJ;QVUHaaY%Y_3|yp4uox06Q|D2&(ODLOrp7Tr9k%-m#qq+ERT8Q8S~Hql+n+$_KREsv0oy)hfoc7TNt2RfT2{ zENXRMPx2bBI_icrH!T=7HCLT%aa22@Ddh1+kfHUgE^Df;Skc5*@sZQvs)Xo-A)?p5y@2ee5-(7!3 z()26FGdZp@-U*#w0JQM<#rzA-ehhM*_J3Jr2>va2W%5P`0*oS~pQG}|oZI`!`lQO11K8q+T z3=Rx*7*Ngu$UOA*2gy?hoGLyqNRR9pSxXljsTg0bw$RSk;2x)qqt+_v+*y{}PJ{s~ zRAAVRtHNm)h=c+wzNm7a>mVLCy!|U-_Ih41Mn&7{nSe9A~d!Vo0oEW|DGUjFaVLv?q_ynAg0h2FJdWu zVA&OfYTwoV=GQ|7i-?_ja2`b|r&}S2y*>tu4!1WEGIV*ZNMJX3Ukyim(D%UR^lSqs z?Me=me}a+wBKot&-oJx!Mo9g1O)T43ysRZ5^trrTx0wB}7ZT4ir1N6|>x2yx$}cMQ zU%1KBrtXGhB^i9nef~CW82lh)-%#I#pvpFcTke|aD|#`K@QI=?2BH;uvmH>XzyTd> zYyzTh?DBHRE9s(9{a!$XS;@EU=zrlS0B^AK=vAI5Yqsq9!vx6QN06^ze%!Xxj7;do zqk|*Kzj8C^Uyk5DDx)81jnb$RE34FmpN^@Lc+#fu^mx}iz^$+TFP`wF8wBLv#1Q>* zJ}B{M8NG$?UC0%#qWp(AOg4@VQA8KW(i3RmawUD+^8by228`Yh<2Jg5-{&#?Yca%8 z9^ruq@DRAp3i85yZeaX7t$rHb-AE9rsMNxztH?G{=&PsXFQ?eZ@oG5@f{-7Ey!uM% zlh2&7Y}PdY(*fVnfrR{no%uJuL@;&~iaXT#oiXTD{gD9}=96I=(?`a;7&8(4B(N&2 zuR-q7Q?9g?!38lYpQ12zplLVEspZsc`;(Z!nn1iFz}PzPm32^!d-Hgyw;F;6I%x^u z337*H=UQBPIl$7Id68%ZQ5#~>Fr*LA)d+;eOJKLwJjCz;y`i4I(1=#Jr!M`(k3GkC z-(vv0pC{nzeF-pGlg}<;f7mqqn*wIAX#PP!EpN{KI4H7D`SQ*KtOW|uipZt1XEF6l zweC`p%({wpeoX8x@RHN--JR(^`p;GM5C&MPXBTGLfai4b^!&*Dt+xlBMEEAF9tf+8 zb^H$5B0mGCNP9$f9)(;4iE7;nRX$G5|3`!-AZPp@Fjij=oTR)!>PGP-N~fpu(59dS zj7H__`8wc(MQIfhp>drk9J&_dAkEpyR1KuBL zG2O9~Q%#)V!M6}NZB=Zlz+X5jdWwAH_W5YsSq?GfQs|Z(F4GINZ5_YO`C|wNVdf}N z!c9rnAS!WHd`0u8!T?s|*GVkH_S#dQXI+Ca0(+O;k9>qm#Pan(7dRRVbO1obpjwW` z2b$wj)$GzyVNYDfK6GHQt{Xc^LoH|dTB>fYE; zQd+emsGeg*v6Yso2;rzz=deu%@Y<)=U-vG$JpCnDDfokq#{5)^$TiQ}k%o${dMh`Z zeq&P?Unwq|?ZLHLKx^K+_I3R|xWIoh+drDn!Z)7|74KUcNy?2^6EE(`3Y*z2@1cja z)7Lv`y)jB1flUiKXs zK@(uk!#rkSMQ5e-y3O8`bsqCje;%+iVRYmn@*@4Ck5Jj;xfyIUi9u&dJe0sLqfd+z0izU@b3n#Hmx8$z;9_ zO*$yMXyw?59Ue;=b+KYSvD*dEmoyobCdB%c2g|~O!#$fcR^{b+B@MJU!)ezZZ4p@} znr;-alzr}6T(5+{_+gFa`&u<~7j9-(xpky(IqOGK?66nU?0}Qj(&VcW8H7;1x~Fc= zb{QzsVhNHbzo=E9liO*iHLNOIAa5t$!rq=;jMJydk~ZjB8c$O(=Ug7*>9aZa%( zf8M91<&!0v!6J9)P*AxrsbwTt0FqLy9XJlSKmhkM^rB0>QcbBKuF@pu`YKg<=3sN8_!HXZW8l460v+r4{m>eBQ89_L8n9#H+qRL5J^ z%WauFu6M;zd%{0U&d_&Mp(2@_1mGu=av_-SdoY>41no-&jOZA3{5!QYK$J>4!i>6;V(>6)5T&(aEUzFFf(!0(-VQW&a(oB@6Xp zY&a*qM58lP#Z5vjzUG;zO48o2Q z6eCZ-*q75xuG3qAmvf}oH-msH%=8hYcOb8zn%;|Rd+;$AMe~O!G_A1PhqdP8J=1Ic5(S2eJg?fP$14y4K__SmSt9MSD+trt~*0jfKWSp=^-5q275m z`!FAM4DqIN&hQ`lkD1bF5yJ5XQ098GbA-9fCrOW;{XYiNg30{+Y?1%KnfssdzLMaU zPp|hAycNEmoX>2{Eqmrc{0a(ZkpvrtUciFKv?N<#!3s7zCHxI>Yt0V_dP(_7FmK@5 zwC*QsEf+tXUX3Z7TLVy#U2!d@&J#^S_uAZ?#A@fD7#9x))_xX6U(00dez-SnXECiK zgo#ymr4dGd`Pj4&B}D&+t@=XW!ilME>8?bRMQg z8b&SCnY>T3Lm`KFP(>1Q_wgsDPQv#AmqAsTHpk$nWNl|H}n{Pa)BcED~~j;UeMP&Ef548=y>Cls$Ie-Re3`Xr|4O zo&|AN%k+poC0oUwGL|y6Y(U~jUd+`-5an*lx!D&W&avB%Sl;X{cYNr>hx(Hp>Cj%) zuCchL##D9V{rj=Lfb{`ifZ|rfs{{!yQe3C9tv&w<;j@mWNs>5`m1(s^6j z$`>6+(DpETLsydW=1j%0FD{Z7EC7NGd}bQPJ_^A~OI7dv3$z(@EsM-qO{PpZ=^WeG z<`zZE@HF8e3+LVp>mro{y3|CV#)^-lg2@Av*^1nM6c3J18ts%~K! zcQRMsIX^Te#nP_fAG3bUWqCE2rMkPW@6eDx&OJ#uq$y<-^fI+ASPke}LR0)kTRHji z9KrGuB0z^UTAyud?8rhhd(u>gy;S=1I7*-_>_Viyuyzc}^ayqETCSv3_T9iCaZjsk z%gO`w2Ns%$0dBHzI=o|<0d1RGdeMYYaeuXX#ZFM1^^5Mupd4&Ct>PtSyiu_uE1cX`gWdsg z6waBFn#sD-v>Z}fMplBW9pG-!8Sq7-*%-KVK(vDZ)IjA3nI0Z4f`*p}U1c4u=LAma zrZq67x@gbH>#KOL_=$L6E23TVoijxvq>cW!z3I?H1LB9})mhgC9-SbA-vxSQ_R)JR&veO`;>3@ zMa~CWwMwQJJzouZg8{$yM*)RH7~cl?%TVP6i(?ZDVEL z{*AMR*(qNT;D8CYR&77K^?qFmfu0s_T_EX|Hs4!n$UNPr@kaVfRoNH`aXKmp>?*&H zFC!$E6@UtdFLo;Maq}RU!-N$zCYYg(zhaU(#*DxEd(g_Ez3?A`o=)fh-_`2T9ypr} z254H7g;2Qj3w;&qc~Qm0gDw??a4FqU(c0jT;;#>=h_&wp$l`%16@MXi5HyPFIwGKa z67}E!><`_I%OY@kcSdf0t9(t_^j4{8qiddD7dkyMtRo^z?_IN*lbbsfh+DW(Cg3Rw zD{A$;v5ETJk(!!UPox!_)?Rl32%%zEE7bWb2BL)4-mnErkTZkhQRR_^2krD=?Eehg zKeg|Q#YW3zRX%UP5H~zeBOCH++{&!-$&DY;_nwFD{cYPp7wnvGP^g!wg^?@}7Z|=6 z;Zk#->mL;4L#hlpgP9Z}7nup}NcQPkxT0jcaK4f6?X!twOE9EQc%Kal&poGtM{Ygg zn{)n&gpUwMP{d&TkOEq$oKWv(--GolkhH*a8DZzdwjpA(!K~Z_Hmu#_cnDpPN5yJG zc5nmXglae|%lSi`9Af(YYNrQpzqU?~P3wMqV25+*QL za0g=kakaORl1v~%yGCWsRxAtF&(T%qAm=R3Dao+4=wFN1g?cELVi7(yx9X%<@H{VX zG?l|wsGqMA?Li{Ka3CCw7GE-^c^`BWX>NJQyPiuoTPPVOaV0Pv(Ep(4rDjyP9KBvT zZczR57fAnlF-@n<@gHMfYMSoR0@*%0<(+g%sawX!)u$V4`F$8lKP;pmhqj&1L*5ME zNl3TKAUW*kVp?k6{eYVyW|0 zP}Lt6tmkPwPpr`_y;cjQT$OgqFf?jDBD0fKnaW8Lh>hHi4Hf!DqoG&QK~heS&$I-d zp~=Gzp3)SIhKlJYn4xpa?NY_1Wb}{?QfeH_vmT7~wdj-Vuk4LQ=rYE%uAUOfeHB^F zB>J@@%+;23ZwMkD=B~rM2sT=0ZbY}w#pw%)!K){&R#%{vJ%Ic%b{__=PYMG!f**iH2L z!|0lAxYBPJJ7Htq=se<~1Am!4y;G$0IV-_xKPm@t=A=$l{7h=~BzEx8{hD+*+O5&G z7B_H2FkXPy*ykiR1hp;)K@Ys`^E8@F8fkWEV7SG8;%9w6e4E&7TO6-pBPi`|PUP53 zD79VzY!}o2-3fg{J+Q3Z3JT8oc2r`3NPDXLQFo1vW|H=$Vye14l+cA*zVgWh!|S9iibv)B z<^?SA<|IIEuFhj;wDHF?lQq#aDY3Xp}o9lV?$b7>9sbQ%o zGlg@y$^s@oGigKsOFjcGT^Q_e?Jwf`VCpxy+H;niR-MHXQEy{Dp{c93V2KnJ_VQ_r zTO*_|K|@~?dHke8xO^YpIK4qWC)FN%G%FrnyFQ61rN-Ipedj}qZ55}h%!kJXonYX< zyUSn4lL=_2qB9DjtlB?WU4(1O*Bpfl$Up*C1mb>Ub|*lZu$Gt7<-77{SqsAi-wzi3 z?fS%9!wPRu6gJ*+7YFQumllaayVrnwD*7VhXHfm{C*#YE{D@9QuFxOnbxXgHs{(aj znRDbQwQGBC_Z8xQW&s)4qd90ehYiI_nNMn#_a;zs|4aFo9u$}c`?fdbJ1UPZ;Tv3F zo-%ab-y6NW3CiUFej^hQ_ZQ6;>;@O;KtM0*(GWs0K^E^g1ACqfL2V`+x)!Ubwg~`F z%B-vn{LAXOfH}6+3+vszAo$i3=gR2iN*sUA%Y^3S^aeeUi5^|_lgtyiv~L-~G8lD& zeUO%{WGc8-=mnnQjxoL@}5LINEU>=lB8nfImERR;~?($B0Tr0vDV#Fmm_SI9t23O(uTv8H0m%( zfmITgd6KPg;L@CzYij?|J495ALzP;kh=5?3TOw&P(IG!~i40)D-a&0h?E%O?@xA7hdbCBr76ulG7`D6$Xjk)zqvVzaWD%8-WeqEU9tvL##u>z7gL;eY7pYLeJc^6m=NP z39aya!Yta8`qmy@u$THNr3~xEr;p^8f#g`j(6RCYAP`c$SSj#-lBb+>JD)Vj6lX>q z1@(TZLQp~)?wJ3eqA`li%q{X4y?oNB6I}=ia(Hg!4D?R0iH#p5#FZy#in<#R`~>MW z-(@a_&pvMOzcu=K|M9JO+9_E7K?vA4XgnZup%yahvg*J>;D*0u6CQ#uT7`Ht%U|#e z@n9CC60^1d+ju2?`bYH90m0@c%1kfmCFq~ncVG#68Gazg>5=*u3oh$h^6-_un0_c$SF|r;jgwVjLjFgb=9_=EnC%3ZuCh;;)$Ju4+jYMl6&g1)R^NC#7l5z#uv!dzRpehSw9Ibx!P5;>{d6p1eKvk|wtZd0r?IZ4 z#%VV3bPT0QwjC!!1tQW*&ovgy_g#05v~brs5cx!6v8>onmraaVwg8u0irTSjPllfJ z>7=wj*bAf5#rl??Ho?xjad{ZN@I=%iyy~q0d+T%^y6bFL%ukTRfKm_AHFf2ujodI@ zA8#wrWB@pz>;VLj;Tre5^l0FW?Vs+r7~;$Z z=q^=?w`<#eY%m8PvnWL+mLfXm%>>IyT@wjy(2yTk9csl$5!&y^XC%m?DFwWDCHYenc5>cA6pe|3li!g|tmp{Tpl8DypsN}N>`mK64vqd> zz41dZcPmYVy;m-}tfIc2925ryBnWm#ae?TQY+#MV+!JA&;{&d+hFI}{94mt3u^KSL zVz5suh)r8Grio8Gq%I+B)_>5>54+cxRuB9Z1I?0 zy}SRX#0o9)1svh#FCJdQ_Ndpc-emr1n_?YL`Nacy)VBRE;_WEzp;AK<`08Do{rYqK z!WTvqiiqXxEr{0JxvJy-hv`!-mw)~^lmE759O>v5xX2l-2qOH*nS=4j+(a7yt)Zks zv9Xo%U_6F=rN-lIh~(hWs4uk9dno@4GU~-kxRHY>w$f4ra#qCbrRD~=T+Sbg=RjDo zFTiv+$m@qbtP0K+nabZv9Lq7zi` zTM9;!(K0V!ns#}e;axW?b^kcYjII8Y*XapE5I-9hTD#Tk@jsd_%%MuVzZ{3 zw9mgWOuwd44)&#;G*4MnMl9U+LuawyopEsAu^>E}tC4V-E{ivG=Kx8}?Iy1YTrOct ztkW8jp%&Ct949CD-5wcNh!3dH_n9H}B|0%v0{CC#x zlW{Z-iv=EBxx8(ETfHua_}&&oC?)+EoD*rgE=m@|7O@(5RK0VqCImZdy(SR1=FgcS z+m|siyzyYgtFmXP2%xGHwCv{3-lrD!GQiUa7r=2ZRHQSm==2 z&xLumglL;O8tS1)b7g$;wa|$Y5}d}>l*DgqE$S#%x>BT4K9pLdolG5-)En$gY}o%+ zj#_ExbBhYXetoH1U!#=E4I7%}#P10MTnU7i7GE7#*l6Ac}`fdx z?8vdXz1%ViXpuKKLAdmAn9WLFz5TR037f*0^`h_CI?Tvb>@mvgE78d+P*Tpi*Wiaq z48Fc0QWhs|pbX;^(0G+iE$3~@H(dGhfH0Ii|V_Gp_0t5_>mdi zUcXc@Dv;Gi*f_T7A>7$cwrVYD+yQ@fj9EBp?lRh+}T|HVYHCt*;uixM8za-XKD29SxFEMpmWmo@T@L$AK@_>)t#{TQxv%G!~oh`OM3o$Fr zSh4pbe8Z|(WU@Q`0s7jc7}^3aoh=?5bvTH#7%B7k?(RZ5tQT9UU-#&0Jro@D2h#2} zD5mOLx#F8?m&3))x&)$(JQ!Feq)PIZae;ZtFoaMdb7f`nL`ZTZcHUw=CAj9}Gl2FR z>eZQ?RksfZ+p|eBA*gqUIX&~3yAh@6O3XLD?ONT00&xeQOPULeazEAI%Gxdg0x2Eb zI<$|gTyz$>nn-VyTno_tR&PRJAquSsud9swXU#RFNN40z`~h`s;1GOu|HX*0Y5}+!{NDe|Ah!H$eb|EXoIvEWz`sC6#Ht3p7+1qrZysOmT(A9wZBNhA%~;|=8YsXpRl z%*}D4M9XK~aKf3-@G`*6)QRC28)fW3^*u_mW!iw1%AS&+pcaS^;;RyOewH^3V+*Pj z;QhBErwTC&U%#!>yn9*BM+E6XqRpM*LvT#4%mA_K{L=*_beS%2IQ0O+58tJ9@8mKe zsSVbt(=els3p6J@e-VK2-*9zr;?$8PWBxQZtP)oiEv}%UHy_o1k70HQVV|RjI<2Ma zc~Sb+Zy@6P76wE_`$e+(4Xf%0sLNGOOiXc6c=>LOjEtdNP;>i_Ovf%w*!XdQHGl38 zP5>XmQh4u+oR*oB8znfhL~e-GA{IHAtzJhCz^|PXv8mc{X{RD|Y8%I+{ zQ;2EM20HDX@+Eh+}EJEQc?H-Gs95Q6o1HtjKI?UI3a`egV0StO$&=myz0PK>1|Y05B@td zTc#XI1_3V4jmT;rV&W;o8S?Ysx5v8kO?gC!SqQzVs8ST zs$@U^7n_4_Egdd5gt8Ut+-QK8t+GYv*iF4_7}#vXzI~)1PRgVb6F6oY4ny}5$rRmXVpxuPNIkZIi&=9@E$RAYeO_L3Q;L0?0&D% zBa-jk`D%rt&qO=Q`WR5Nl9!BmB0?_H$)>4UackF$YlSRNd)Mh|DGAKKEPn4)?<869 zCDD`;if{TfpU6PaQ!P!~pT=tLqS`U>ExFUPoPS_TOaJ7aYqC{MkxysgBc|DLcHa5o z7-=J+JNAG7GBTajducln@AttyV)5Jp4iln7F`yqoi$D?d;$t*jCnkehZ8gyGXUi4EdVv9*8&G`eTo!7 zP|$vbx4c1w><>552;y}rQsf49CjZ?k><|8AAO&C?`J^j%SorneHTrz9RkhhZpHz)z zsDNI}NX$UfpTk&zvVF&~f5m>jn6D-E)SbLy*;ly4+b;y&1ChGyDQ7%-)s>|KPwS;A zquJRxQ8QX?ylv&9zj%Qpb=gep_Q_-9e4VSQ!DUw14ufU1;z;bqV%d@FS<|Q?yvw3j zul9eq09wL8p|Wbdxe_hMc0ARb{m(x0tHigCz^cOB65W!Tpo^J>rxW>kfSMBUhNI?2 zOH{j=_{Lq17}y*J%m;&^%wcM(;5C_Te%b0th`haJeu~n@@-)gg>ZsV+t zAWKsh8&4Vp!lPBeEx)+Asnc9U4C3h@a)uPlWy6!niVT6X`HA-$S8R6<=j z_k~UfnuvQ|fV=^$)O93rQ{_}Rc#rEBwx|m1kyIXWQ1j_2kq}ekzOY;}P>wK!ra5v`HASr~@O-Kb(PxB#0 zE<#LG*@|N+AiQA81Od#wlr&Shp7=!f@tz0{`99S5%l~Xf3BbvP@ZNo5JB(gVm)=cC3JtE7Ri;o!?6;eRlhevK4(Ij7)zV%haX|t7 zY@>Lnr@enip>hyHp<8SXMJudIfO-@{QgE!lJ0S@3_dVI&Dlmfqv-jYgw;)Peyd)^I z*x&SHz?!PZ9%8R-fYF<#los-O=AKIThML2f=3C9(A|%#_lpgI5_`+U*gH7Uou(lwU zZ>bKFDTd2_0O(<_OSzJRQVFls2w4>S0oX$ajJyM!&<;TxH`wGl(uL;UwaWp)(_YE5 z%-~L(idIC_a~Z-<9bc*=5&Z8v5mEclez6FdLfL^>_PAg~g%j3lM2B#8$du$Aa2E~V zDE1+ARI%g1Et`$L^Qq$Dw88I)X`2!qlAEMk;lUC_3gmC) zvuyEAv6#7nKydIIHWaS79Wik2769KA^NYb0vUdh+nDC#&)EDCQVQ|I%k5~r>g4+FC zYtE>Am1ncj&cfha4zItw!W`E}<)?!CVgYH1e7j31sB zPOn8eSCJQ_y@q-9RNU3)pp!~W`7u7{LXGdgw3!_bK~77PQnt5xPG3}}316Hxs+VQ; zF+dgPm5-yf!YHtR3@TuwQWHxFhWP9C3i8bTXkdQk6YD`;3{6)%~+*xuNvN zSgK+%HfG-@brp1_xu_z@uKExZp=hAsLIv3*5XQb=5j(EHRc-jDm&~ZJ2NSLg_@~aI~hY2df|CwTe}ZM(U=5y8d^y| z`(fD14d-bcH0C8n8>1P2pJ>l#fV6OZjg@Wqr;g<#N+tLa909h5aqxNxNEEoQdd38M z4j&1)mSP~o(3QD7Di`!CA_d?;JAxGwg4yG3sjgdl(62jvr@Qu#`VJTU@G+tqR=_@x zUcr9N;Z%}0Kz9@r;{8n~(a;1)9Gy;d*=e35BF=2g#(rsv^aY#g>3OeGJ_%s+{xp+)wYiW!c#IlweeeLmtVVPdd)GQSMeK)vy% znqF`~Id-MNS5hVva^|y`h9u^=YjX=boi6st{nReJ&}jPdmF%Q{?ae!9hMd^}%t6gn zgnmPB2duaY+;?i%?jy+pa&$iJ(pb4WB+bO{s=b)=*b;S2KTmb#d-y*)KVM8`W3 zrnFmgl+_q|j#6c=oIti;?!hZ11&V1Et3bNkLpqSu+O4DzJ7jlD-x5v&Um28W-hHJ` zmjsI$X6!j%zWI8eL^pF)Aza`_0-GyE-jka1^m?r9yIATsiuseOe2tHBSMY!gL-`S5 zEO8KF?D0=c$8UrvfKeMoh#J4U+k5E0;}0UbKH$Bb3naJRB!C#te9TbWQ{vVpd=&)I zpnupJWd@b+L_Y0tCVdDgykO_UqBDYugiumMvOOz-EzwWn=Jm>=&abusnWrh7{cdZ^ zrOdAdTHR6Av1BpUh5COP?B=I?1e7vzHaAHZhB~;>$|+;A;R^3j0$9d_E56)(RV7y| z;sFt$g@lu;l-PwH{i&bGXnm&U#FZNyP1aX~?VDXBV)n}kRchwL$FgJu39TkU(PtX- zuv{ur^kRA=0CVtleNgmmi*&O!VfjgY63dZ%3WGQ+1+Cyi$%gC3;SiN+Le5OV^^WsK z8#!ux$!`dSq8El=7bu3I8vK;h5`#kAxOGQro?n0$G(Auf_2JB9s0^1znenc6j8%e1 zdN;>NeDaNF;qeTcJKN;M>I`bv2muAcoF?LD4&zg7T2HltpJDT8evkZ6H)(hi80^w|8etY1AE}NgK9yeQzESmwzCVESp7W0*hL3- z^+u2|qPK{4igb_9a^&rG6?RWl+i5$n@Xv74(aPbVIrM^!>A;1_imv;RFy-6vaIdZORW*m|!1X4D<}-1Kks*6C&m8-e`BU#PuVsLLfvg777pxpLw@Lcl^8 zgThwoi8O>q&sPrldv*)R9%p0u^@qxQzeSb*0*vRrc2 zYS{MABSVeiS?TdE^RwUCg;iM_NYJhD(D_~E(7%z;Ez504&NqUd1z-8`zt0L39HgHf zBql1$i@qyj!aRccRDgSn*7fU9lfTtDiaV@oA~M%S9X*MkCdD|RTGpRH+LEd&GFT=` zB~4PcMrV<4`dEJE$2o`s5H70%V6}l5`9IuD5WYgz12tmffLsBE+@}ZJnNw2>C-(VV zpwOiALL85gB$UNiX2Oo5ul>>Z^P>1zj>JNr`Q?Ke6>htZ%T(Bui4(Xm9v2&8L;*1) zE%pii-!?;nseTrBBq7fry6GuAT*RlEj7>{hE%{QyLM zGU-c9Fp1Sb+}$P_LX{uVvXzrL39jhmZ{6rZl2-5|cY!<-6oKMrgXRTzCf!B`$3~c! zN8mE`ZWN019YR{L1+rY+Z8~%K|E|AZo!NZ*lW~IfeE$jm*}M}!)vk2>vslunH?qO5 zmVb2JXg2YsO~E()U@pm3tv=DUxlqaO{@FT(@LIn_3-M_*!7S#DVeG>*8J8)q_Yk-y zeG*g-)nKm4yqj>J`YA7X$taAbgcox|v^Jn(8Fd6^b(M`i!5K_Ury1g$fDf0zgNx$D z>_TPa!`4>^>?T`T=Tk4jt%DJ6gUQP2??|1a|6L~-pqmW_YtT8!UVYwHN_rXd|2b7b zY0zjX<4&3eFKfkV6uIJwJ%bz_z0WJcbLyt z27m{OVes!T5n{uBO$HAewSVaKprj*b-mt(|%l%ZnjPe|4=oT=+ibU^piuo#>K>xT( z+irZMohra{(@khuUv!l?K_~3${xefqR)k-Uw#+``LflevPc=UZ7K^`yIoFYJ_lvxX z)Om%zkq{HUUg7IVR$tCUx5LPsr;4#E(r^#jcCpBA_zQ`_kx04rL?x}@6J2kER3u-m zF>Pi`efOtwv3rJI6&d5+a16X2TO_@}1xv}TMtyjcrNyAi&}LuHlc#dXJ73Sm&judL zYHt=$(U%-#s;+<7p(9^KE*O^JU$d84cd%9^0ZS=IU()aU_hWA-;#fpkxllF$Ma?U; z(-Pid?=1NVT=1Pe8utZ1OTrUyK@96U9n(s!W5I4f*S0Jq1|!rn*CUxrQ&Bu_)?n&A zXZjjpoR5!_g`VOI3+vAS5Q?v`VnknAl(Q(~lk@eE_E*(tu7w81WrVsf-&23NQ2B1w z*9|w}6`EV3fWqOGTon0TqQix7nPIDzU0z-k+s4Cfi^jQTCG8s_{8WQEu>^6Kp(ja` z#Glt|Gb%EDiM8aasxZWhumQy=zS>pHH&>x0?8gKHWU&$=qmlR1KGJ=xI~6CNYpP_|bu8{buqT*n;%)Km>+EsRb2+1e$o=s7!Ng45oY19- zkqT<%fNOzqyk)e=VA@xJ(BaaDaP~=9h{W;gF)LC9XcowDj5{WtmM$RSUv93}cwt7N ze&BGpsO!|y6T;CVM3`1PTVLEHOzM=jjPiTKB*3v)muJYk{yw#Pz{7*uV=DIvppqs| z=vuI6X~Nb!{AM8t`cyuG3D^O7y&u&h+SITa=oqSevLvSo1dH{k-txe5w2RHWHq{*K(~%9yB-hiW9OJ* zK=%q$koA~ttLth6J3r26>~;N_bh9*h0sbj%NCIqBkB|AAjI-~d-CRf6DUA2GYFzY8 zqD97KEq^**rN+E9i6&~s*|!xT=N(fo@Lil91zU2H&^0aCH>)$U#LbI(45-Jrq#hsD zL2(e&xBG)_v^zR}oEv^gE>rKU$?l-G>yZ&Tj#VeJOYPR;w==hqKVDgtz9dCYLcoYl zALhqCrn?-^YO~*6OYSDx_e|~VZ;+3>0{ax%lJ@;9wX;#$VTM=k{EcM(8s*o$9epAM zc87q1+(2i%N+I`gafjSANDQ4m&%*8%g204FVa%K7oC>3@LcOeFgBrT^HOX-42p*iVgjMJnW;+C}M+9PY5qUSIzF7 zgkBG38FdqcHoxSTclmS1vxaP^2+{p>tYbhh_s$If;O4$CbJ)p2VD9nIBn85ZSxQyp z&}pN)7UC`-IH#7E;W3q()BK~ZrO{c} z$&j$bCTx@a2WUNpXbl%LeIlPEEx7kb;*r(Mrn@KJixdzEaa-2M{<}m8b70K{91??wr4r>6#N>k>Q#SA4_#MP z*ZHTz2Qq^6av|_PZROTbz-LcHI;YdimoX0Jz@2pJ!Zy%B)kv(EAy_(^4Ss_Prno*^ z2J)%Kn)&5tFFeqwf!Q6w z5NX@x9wclZ%<iCmvEYc24LMrhA3!;Ldwi6C(a-|Zxj(=WLt(cwO{Hd{ zwLp!y89;4kg*0-Ux^m-6`?jy@fEC5Y2y&f{i)+nrCl~oRCI;u}E5dS(D}gDgY-~00 zyla2PXFi{Gum)N7afMRjbsPzkL1%HS^dku$`ly$p?%6c&cEsE`X@te)!97GR0T(t% zLHTnh5*+ZRV)1ZVF@N9a`k=|UpS=~786>qGFH!W+Y4(;(?ssvmF^I4K`o)6})HmBG z%sjzM9TQ}Kj^BmPtoBZz@u}MT0&?NFYxI(E5i-;$1okJ)rtce`wj2-#iWYjdq92)XU;OH zo@KTIa!Z-2BJStST17fE8!vLlVP$Jkx0y4OO}|U&_A@5fBj(FXBb}=w^4y~^s+h>S zQS~Xfw(ymp8%iu-j-0yNL(P^AC8vJozB*Pj+Nd%LNR4i6u9{YqGkjT@^IwBWyHepI zxu2v9V?ZhwMx^gg5u9q}2RJ%R+V9Jx9VDsPI>2gQL?#qN<`nrbiIifVEWUqSG9?+)!$PqN%K_xbxXt|i2& zUy7!)A>N@R$nej^?Y_6UG(&hYj+TOWw)Dl?w1N>saYX@2p04Ir#=OFTa@fs@jpRs= zgC;ZGZFu1h-TeB__Ogv-ba#hNG-ECkzZ5XAd0)ENcaV+^&%f3Q_XX&Gy zX&*VDwcVYkF4XsA8#lZ#Ctkw6Eh0CPk1e2CiIa|{!p2tJ4Wn&m7jT_y=lGG>rR>Rl zI&L4pY}ewb&H4VzacZ|55ii!cAxpJ#N3eN5c{-(Xnv-{| zu5x|@=WiLIfO6MEf8PO!kV!UyNX)IL_KIA3Z2**pUf&*`ky;kSjLpqE0X-@TR zd#Bno$&3Sq1x$1F1QH}8$y;spRcmBD@PslM8VS28doXd-64Dzp25iI_dz?bCdAra( zh~})qOwaB7<_Q(@o~_X`CMm{SE}Y-wMQkaZeyc!R()umJbvjLsCYQ+Q`*7cm3}ql$ zI#i2teq|?2bGpi#);0+2FBc!xE5aRUaO{$R;`|(8?kTFZvyc4kmR%)wZy9H$5fb!W z1b@G)J8kE9uZJKc*(m<`=ucTrk|=g`x)HvoRni~5TXcVzdyug=E?iP*O>n)*$1CoN zZClf7UE1|Wj!{=J8csclD z3SF!;aV$$#EJH+WR1C`cd>nP+c^;24_t zKcWzcI;3?}=>_@yNrZ0xcx>K|80U%&6Sn;W6N5&E#i014_LF=Q>PR}w^gskCio_>w zMw#)66S;)9k8KHVpoNmX6>N?rS|W4CDkD85n7)Ya)`qYYQwco6rW={Ysn=i8iI8q! z)8lK>ZPm9{IqiUL9tpGy2+xqBU&HE$??BIzOg4f3knNOzey zVA4L;F67ta^SSR9Z_lRy7VCodgEiL9^MpA3b0)_Pba;p)nS?zt&wr(#38<2?vwA0sHm&H!s?% zm+%P(h*ulE#y&zpwD0EYJDKGH<(}Sb5M45L6zMx?}AhKKa}L=agkjgwK(8g z;h^M6$Z6NwHSF=W^;TD&*AR=%%+BzFh^C;>Dgm7yg#mOL?KkzIB3w7{yNGyjiP1Qv zMD@h))_YpYn)+&Gm`&1doh$tZ(f=I6?E%oHv3u*i zd;8pT@$&JMvZ=oh{SaHnu`emt8Koz|ou=NL5~5oP02|OaHi}vmXP{=H{K`WyB)|+@^7+swRzi%n zt7+W3010Xy*ZtTQ7frqq0&`JRvb6a|J%zarHj0$@#iY_Cw?Mn92l8(cn3{MKGiiVG z7-rli?y!|FO!DgYtTx$E9$iyFzNYeQo*>(;+q3hy)35S2FxmN>z;xinNQZkKiy0+$ z{#KDCcCE9EusCx)V_MOv+-9SM+j>hP?N?xMne4grF-BUTqqIvEz;E8^ErA~E)FUV8 z?C?l&+I5E$15~!gCEByOOg*!0@s_I*fkBDU=JH~~jd2&z47$v5MT!{ThOuH z+#}iQuxo`V0x9a_i!gD>17f`2LmjyBHWuw)wK}zg`$l2CD5hv9MV&}_6D}f2B+Yi6 zPCb_pUsU|o*U8`Q*LNPjPz-rKs3p+;7J*nJIY0fKyWH0HW8I>Vd!Z$8b`W+&&#Vu> z@%BR@^>T-=4n|u_1QNGYkR6T6C}GX)`hGL zjzDmZuo>&f*vVRVS$zyn-x@Q=`(q`Cj^bt&r0ctblH_RZl0qv(cM}IdQ^$ z*3p`S*oDd;`*9n_AG|z~3397=O-9QntY}IOgiL|jv1fW?>*02{aGCTK_bvm?3Fuze zVm*1!%PVMy`QGcb@7Hc5s5p7pfb%iV|4uG{$!e42=nwi@O}O=}Bze)~7<%JF`C0wn=PM zZ~(!ZoZcVO3|6O`{jzw|1{#;gIu4{5h|ZDAF-^`l+h%541)y(Ha+dJg${g%?YZ!%( zQtpPD)rA&3GbOGoqbThrySEVAyaD6YgkRH^sT~R$C4ES6CG}R+_5_}nDWrCyYi{w! z0XXx3&Om1)3j2Et&z0{0*1=<&uen9BMq4-w~ z-ebQHr$OY-x&?M9zp(< zw|h-&&yBaL_vBTia9;jP^=)-l4^Z7fskO)O0nv?;)->%ol`M;JlH6WMdty~HijkC; zmluLZp=Y06OoabV(EhAwi2dHuZKGJcUFl%I*<+BK+$uP!Izc{H21_J4$ItDg>^3>k z-fg<^k%)+FjwQ}@c6B_-&3%kAx$`RUHl)okkrSM^|{UIbs`T{F=G60y`s{e=3rfr#4CGLc7PL#I?z z!VpS-=#u~ZS-o~uBwg0%JTu4(p&2pZ;?Qd=+fiXH{J}awHo@tsE-ydQ;|J*bMI0$9 zWL`)T_TZNFoSmQ)PCz&PeVu-8BY$BD=44EvNUcE9N%cM|r#%iFrH1_(>Kfqi+1_1j$JZR0#HpgNR+%K6GyFKI7f@J#YNxEEXiW2 zfBjCKxm`at1-M)2fIO!Drt--f2i=t&zNqpEvXdA7EeDiLoWJ*4-HA8BO(gh;o-gczMQt(_s%(Iztm+&zvfTeAxk!jVHT-3ZzzK`=^T zYg3|!IV8H;P`LZ=)NsF?=t2&awk(DpT0Z=~CQ}=REzdX)j%;EL+4On`StcO$K1(j9 z1L{0)EEdE}tiFL2NmdbCuEC?XWu`l6=$(Yv9xZ~6NVT=56-;*Gj!3Aso@IM*_23l@fWa8mXXv* z*Ya|ly)ViXCxfOg;A!`!W{ey`IQUEwXEN$kZyXBvh&x<#FLSt6bClo9(4nGK{!VV- z(`*>KsbbfMdvSNhT8O%PfVUxP*054oiAqz5v??^hySGKFvxFEkT z+0+cFC*q3e+yZyaH!zQQ$L}Z@j{RmnU!f8v7;e$h%e}rmfE?XGtwK6$$PQ0XMx4Lf zqkn$kuk%P6v17g@9nNasTLc;GXR&d>O%O($fC|T zzNjbgWlHZ+9~kGGU&i=vhZczZi7?NG)}yn?nAslcNgNe9^I#-Ds6+1oKd5Q%L4Ug& z4y#A!tDv6D3xqjb^VA?};uPzRc0B^Mt6OJNM?MuG-&iV~0ywv^9<7$z63?DwM8 z=wCdu_0fxZQ#I$`6Nn#shCv_7B#N-D^0(REC9J?q8hC)%^XBD?^#!DNbs|@l_}cx@ zogc8ZDAM9Xs-5Oy4CM>|$Zn#wCW)BFwoQ#Hdd5l_rDDM<#2v5FX9m$Vj|S43oe^1x z|Ni|$jp7_x4OP82wr}C^04j;3T3WFkL13)xUp(ZiC%smyJof5O7@dJsr637L2|;2> z)u?BC6{gf-9N9i>R>h8#h=a8Xpzm1jubokXjw?el|Hz)&`#G(Mq~J_q?M-$;jcF!| zhLQ2hH`DS0z$w0Y0>Tp!=e~E}^UFP2Kj*rM1N05;iXB@e>&uS}iN^{<2vzB->Poz6 z7#Jf4OQ#G1I46`9&+iDe!G&S>~W0I*R;l zLpOXG@AUaYT~`M~*0cW^a$?e(0)^TxF1jD-)m`7l4qbH{ZIGi{S)e@MOtY_$`F0`| zYxL=Bv%!LVy`q20Iv@C!ldmanoF7i}sly?YHA%VLhVwhP%924gxl6<)QxdZ`xI(-u zwIGkPikkprq*L3}c7#LxWVo|PNBV-n;ey=JNyD)1naL%ygQ`PVl^>%%`u-bIu9hwj z#vDtOR&^0umDN2F#nmNZdOvyH%5 z{kA_^F%X-7%gj%SA6uF*FRcAm9TWdy_|r|z?(!mK1rFC0^^W&WuPc{bx#xmMm_3O^yI$P>jOYz{v05X55F2ECrG&CYnUB@5e_ zsWbhwI@)2feh~_?eD4Gbp%aY%_NbxK7&(cWvawTCzvH^&Ec$UtE$F#di-#&xn!xEUc<%7)zS0l5i9FBZ5VugLYO3bL*JLTP@>S7q z)(+O0Tk6s6ku(k2$p1PWS4woR=x`DGQydnmSd=%I02GH981t}$TSIz;t(>6|OC)PY z%DBc+at51A4Sk(L=$c9ltO2b*IO_o2il>S~7kOmdH zZ?(J1K!JO^&|G9!zV{a<1O0aek-P$Cx8eof>gd<({RQ2#B{vA{jlHAoR-NEGecWrJ zw(P49Ty&xIMtg0&;ThSHSE`Fb-wvyT@1B}9ZIr$%SJ9ntKw9OySp1f$`!Zwc(_qH% z+r1_zlJ?wEaiIDfjD90YrSPG}FOWZIgjPMtx|Cgk`3#&69aSt+3P2dH_5Is*PChKZzKvwt=&z$n#V)w*Y1k3r+g9+8(Z(sB;2x19&g?>Krds{!tKYNj z58mi6Osa7X_D6#ty@(9t_s$qrLOSyJA(^lQl3Lm4(+=h#RKB03e`+Y*ChqC~Rpf>& zY6ceNIyvD~R(>}UFc%vVrL?zh6&5=tsF4dDE7OR3fDy+yCNM&+F&(V<8;t3FXp^F5 zid#8Dg}&8yDEsO_jw>4$ASDDw41tdq99VhAY~F>Jrgctmnncy3^`2%E_Dywlrv3Zc z^Z#S&8Urg`mThd?b~3R&v2EL!*iL3*+qP}nwrzWYmwV>Sz3H>Z;XiRaHlC zl#Q4#${RYp+2WT1%a?;Pi(9rz6y@-+DJ4BlyGX*q;=epAB!u?{WOf>Z=}51ge}Bjv zt!>qCXa>7tKe~B;I4eEnX4U|wt1w7<&SP?HU^*65>19rW z%yj*>2|kCI;vI2&=h_$I-_kMX2ZRblgr*Q+2el@yA z7|sT$_uHZ8(P<}USP2w`-Gdc%LW&Z@k+fU*E!M6V2@)1Zp*T)rh5jXB4r#$AkbKX< zl!_%7GJk6$fr$^y-`mQWNfPqt6>Jp_R;AOz?udi}*9er3?^jubyt4E~;mgnKd>7;m zjU+VoULO9h-vFdA20n4G7AHsCxRgq}0y%{E#+Osf4_r@YKLH5U!+{jd$G$m(F_TF@ zS|FYpIEtK84+wvG?xI??&!@!n+lObeg<1VfahV8>Hs**A9R0-b1q*&OQsfnp@^S$v zsNjxzq#-*9W^|q{5f`VIH7L;RKyv%`HW2mUeHlm}JmPY5-dPb(v)Ny4C!KCW7_c>|$!Z`r z^lZTt7~LwZ_^i7@wN<_aAuD3jXbvN+ZW(5>Hf4{Hc}E?Vc`gXvg1ECu%lLk13?G8e zsZ^akJqO!ghQp3UjKF>M_a6@j1IJT_HbAdC(##zjQwGxx1Ruc?3B4r1#g05@SW~6x z#G-VC0y)4SFuq@v;=CeTXA0P(R{f6B^TDD3o(@Vg^W-6Bv<^5a+VE|qY;W8ACCT_n zKGO-8j8UFPtROHH!vWL}qlCD_st!v%RCj?I8m#Hm{W?R71u`D>7E9KH_DV;0k(OzqGP$~=5_{eF{_T1uK| z#%D3Q=-ejh@eGEO7nk&z;`eHf8<_;JCMtaE8mHu4QMTw=Z)3%Rq=tvkI8-+96(=0$ ziT!H8_TB!CmpwuDom@|ldpxG@YYZbmP1+;qL*8Kyq2ZBzqnBOhl~O%RUc_z}1QhTl zR_tf=&sO2picdnYyS%V*r3d`|!yWn*TtAR0vE%0bI9fR>p!yUm@{Jcr`Zi-_0NrE5mp1Z^;_q`h6I10)w-d?R9&PyT*-F|u20 zTp$bR4j>NLnI;+`@s96|Bj_e~Dw&~Z(tUzk4K&S=qf~_Z^FRX(ar!3%jNw3JhQb~T z{zc(G#NKO97tw_0Y-n7e!ZbG{^8r%!=d$hTCYI9GswRY?ZB07)#p@DW&{6}(nZhJ3 z*>D*MKNo5*fynaAwShEsq~6G(sr@~;Rkz|!p(Z0!LFWCp3EisYXkC{Te_NJBI}JA5 zTBi?5e?(njVx(w}MZ%@ocC#9JDp!Ukh)yg&r7r-^sTdV#dr#8%nCv*9WcoVne<7Pe z|A!-!F7e2}5riZI*F$|u%BZQ;^BA`TPfAvbmNz<|Kgs0e%!$YHZ9V6+9Ct!Wigx|o zzpuzGQIZ5&^)~Z+mu`A`GH?CT^3mqJko(GEHcbVl^jeIxr7mi0NDI@~6VJazxDutN z$|Oo08;t7>H+Wf#txU-oEuHCdVl&QOlnfq~Y*;nXUyK-i2%}!_!8eP6+vKm>4`Ey0 z?$?5p3=V~69~Poakm8`56gG+sR-d`-O`L7QyW;A`6fUHLCNJnz-;Ky(98Ys24hu}J zAJj2XS*fxdsOXX^6Td3lvKZ>xBZwv(blz^097mYD?mn(>!)$4iLghV7Iy_X||BLI6 z$7t9NL_)jt>X<}46V_NY4$)%GW2_Qw9Nv!n{Iw1vVD($29(maCK zv9;?64n0CVP|Xz+`7F#utTm3*ti}yJ4pS>DzaAtx=S!G9U~US3=YW>u4P9rxpHc(3 zCDPzvv~5)2LruI|j)Y9f5Y(p}gs)hB*PJQ7PGy-HbJKCqn@qJy+RY}cHP5v*R7|d- zJZs;zUOb1r^T^GDHe_wJ29))1ky_|<;I5=1Ig^k$l*hq*7b@m!wA}G50DxN4_OPnm z(4OE2$M{sFU#Qm0@1P5f!hhfGfs6fY>7FqBymz>oEoY?rShrfLzyFKzf#o)M0q?W! zX>asAB+yp1M+z^R^FxYUmg~Iilg{)jmCobZ#5>D18sn7I_zx4j-kR5UxHFvRp7EM2 zvZ4n$U^Z9K2i_(^MpM0nDAHwRFY+XA=E11c>!xH4J)yi-!3!ZT!Ox~$0|RHg2rL)b zsblVFL<0pCM^s#XmbF-N$3Us_dKIG+eW$QM-UIAB~KF?xwFq)lGfiyzYU<|baN7tEj!wA zR}MFViR(RycrV}SM$uI?VY?$uFgx9Zsf zFKxRbEEfJ#?Us+D`y6&g>47ObZfJgR<1 z{uT(wF|b&U7nW+d+l4l<_q=qMV0{69L}txh(?vgga#yz?jC>J$r=c` z`UR}k9x^ARBMPo4P2{>dSf*O16C)!&|6;sJ@ip?vs#|_pn{og5CrrVJR-hO$3WXhL zf2>y91gh(!Xt|!hFad_2p|DDH7;kVYa9Wi+@Z8y-_j}K}d zi+G-`@5oA0jwjwSK63bukCE8Ddr}`QPTWFWK+4N*hCDCCl#SDsmGl6s;Nk|Dv&P^rac|Hv!lyLXGbTimSTciIQqiR1h zWP~os_u9aiIHg2#`RA=K3}=*-w$B%Bkb2p=^Nv89e@BVXAjV5i_5VN|()bg-@M@=b zzR=a(o^6Eq^P z7dna;?RC(80PxShUm3+0FQ&vt6xy?`l7tE+Y9t1rCwylcm=x))WjHHDWS+EJdcqc{ zNvJr)YuBRV_v5hJcXUc9T<51L2w3S{BR5ft!v77G8CSA}$}{h%Ev|$Yf+|jHrA-_Gi4MKF*NthW^wm_y9JR*)|1om zAB4LY_0=qW0*UpXR-}>RlD{)fi392Xr3NmK^eT~ zL5Ec7Uc8=wV+QC`!277uK&<_YpTDC3-bcU@mXBR=B#a4{g=DyCgcrpMuATo}vKIDg z?TF#tOl3)#LNg#6_mfEoAR?YnCPcBO%;rg0MHNQyBC#ZVw1%_ZAVe7zTf^gc77xYU z_*|tVOjKxR*pupcG_P?!3cjmMQLtM8U&^b=^`|DpuCo8%T!8Q~wGU-VymLgpoWoyK z)pg02h+`$*PKWeke?0PaOj}X#7f7vkYQy9T|G!{dvXmYkD!Wvy6Lc>9w;9?o2@dM|BxBAwQr=;;wJR&#Q*-=~f93fX=e zIRq+p@vJPP92R+OHHuRKt#U<%9e8TOay&Umj^%(K+?>l`blCPBN7Q;bBQ&4pbRdi3 zBLz~(w6{P!k`wPSa}JwpaYmMz=(t{O3Ld!6Orm{%Ew2kcz?BG?$!rfG*$Sb~xa1{g z`$!Ks;tE7dXGQweKo`5h)iu4d;Lmr4P2>Tt>wqC-V{1Cb%4h~(-KLD6?fdnu4`to zm9~mZ?H6r~B||jzS}3Qqy~XjOgTT0_OO@>CF!UE)JT*8A<#Hxen2^@5v8X#d_sBwo z0%emvjfbv7wVOk&t+DyYNH^Z|LgW9v8oQ-5oO@1_b|XTJJ)uLasLMc2t%hHCW+#{I zrLNsZLq&(5e2g2@u3GCkzN+toE^PNXOLrZyzm=AiFnmL22K7yL{+M#&>F>EX0Jc6q zoOKxL+7Dt@xm70QsrxV{ugWm0yI)vOlb*umylc&knhkKNI<@~Kfo54fqLN}?9F>JD+(VHzRL&wQ^-pFV(LIgcSq^YIX z1L`Q@SmR7liI&HDTzb-mT8QwQ!iO6JQ-cxpM(3K&O1s>IWULQkQl?$$9KMSRs|>0Y z^D9@znl=B2`ULPa?LPs>7hrXh*(EY3KzAAKe6+r_egKOE-L>|m-s0VJ>-8m~VJHJ# z_4?x5T_8ifsR^HE)9M_VzR3c!gD1n7HxG+T!v|^&f+n`f#*X04UaeD1EaO!xt<-NR z&E2rp+jfK1TEB08Y_B;jbnsU7?iA`Zk*aZI&K(+09GDJ43pCCT$>t)?&J(Gk&VlN0 z#=_Z=Y2U$J7CCIbd&+UH6}I+h%RkO>awb>HMVWotWcWyFq#b*dRlb>4#Slg;K1p%8 z8I1ug&*p2q{7y~5Rcq?j+NzshZe>TzHLd35}fixUCZRb(-o5?@iZx^?NvCT{HUe zKQL8)_zB^{t%il5NiOfTIc|;@ayZ&0(UKuG;Yk ziOfb%Y{4#J98G zv-hoKO`*ek7K7gVO3V08d+Owc#4>+R>)sWUaq$^KoY@;JN$Gop*Wn3zPYhgzc(Md}Dok%qTIa?s=s6W_A34!3l&Z94m}1#_K`aaufjULD+DNqW8aJPuPX zk=%Jem70@5x}`q@?#=-zLjOZ^0|QS-p6)IMgoo7N7Vy`L#9ljizn8kR{p{kz99N;M z0H!1C;NhF%&sbSiXzG2;Azn`t3PeRnPm``Th)@f`n&csc3S z#t(m*HoH*fum$-H6v*eafN!r-RU89&q`g{}bepO_S!$!11HUM*%?JJLf5HMriUHM! z+bQoRKO)l@(j=?`&Z+DJsRfJlCU~4#r86qZfm7U0e*#xsCvwFD0QxTvFuKunQRL#q z_C-y!+=9jm*J|cAoP_wC8tXo86ls ztAj_XLHEKTEd#d2vm7?VBB~%iMYmaFR9C(nSGNU9E%R;x#wHwc|2siBfKo%VLn9YR z64p6-4Y9uDbCM8EBEq#1!*O9%yDcbt6)<|W^!^7uqsX5vh~aaP`b-egze;0nC^-hz z@$l@YR^#3RzK_p$ zq5TQn035`MUDSznJFT(B+|9)3fO|gS?sas81kXb_9`}X}e324J3GSw!KQ20JG&SpAKkkMU4yLi@CmZf4?^#=-|%!|>o z1`v?>;q?Y`h+7P589cRghA8oq@sIv&mB8SET*EcLCvyI!LVll<-^9Bn1Urjn;OtYa zyyVFUiN}>JTY2x^zWbv4B{}_v)DFzfncEw&UEdeA(-uVlMT6WkO*Yy~Na*r^7QDbjz1yGi^U^>VPtcC}3ftqc%;96X4>5csel@#tJ=+m{keeUj^ zP4Hi_l&n6}Q_9%bj>d^Js77B0)ZDY|F$d=Wwfq>1ye+5OwiVb}zPNX}u6DF3`Bb8E zLvUQF9dJje>}O7S_XGpjERHW`#YT1HZaedsQIhqxIBIApJdR!Um^Zd=2t0qI)#hS-tfGA}pg zc~?+;e4X_R2j8{fOifSQemzQa0oY3j)%mRO7LR4%MKr=AGa3MHN|a42B`;j?_++Yj zlhsYY9aHHxO|cxZi}%C{*>(-EU1fgSxO_Bi&wlNJCc`?lg{h-B4;HI;1_9U zOl0{N&02^xLXFDZftk&2j1qCse#zF0lZ6EtjQC<>Eq+gZ=NNJsO}? z_i%6LCP;TVOG`%ud1rZCd`yNcV!uX=RWeHzbni&m^!I0DA_i_6Z!N!U7gc!KN|t6^ zUd(xBx?n|KiW+;(BUN2iB65!F<+wlXyFZ(?JZnX3Qbf3njd z=-y7V;5YX!Gm^Wc)(x1-{CkIr3*$TyX*8L-s|-hy*p(QyInKifjRucrlTA5&o!bCb zxS}Bu#WVZcj;bOUC-`sCb5lhIp{)-ACC6qKb3aq2D(XwUzND6VYloslw)xiM;b4)X z3z0farDQLguu7JjQZ3H$8@T2lVo+``c17*->vF5SIi6~ap;OxI-WZoJqzsTUI6zfx zpbcFSJ>p;e*#1(?5ZP7sQyDL(+S!y%lQEi7x7rqW0++{gWH9yn8B%I$5?A(NT$HsB z(r5J6`*QJ}iClfT-D|1bEI7#NNp!aawA9%b-K+S&UseDuhv$YVz>`NC-UN{iR6NHv zZkvyb*h=zOMu{y|FLjSxv#-=V4!R@F<|EpJ>4HU+_od|(wzpdvP!|)~UF(y|-@Tvx zO%si&6@U(9j8{C^I9Y_{*(F?wwIkf220+U$^ z-HQ@+!=ty6j)$kIvQ-}d_TW}e00*!edvlty9iICY{7~{7&x?#~o9uJ+ciG_CQIiAG z&Ff|S8#kwW-084Vo0NPzt*}XWxWWM{|7M)@W)TXpXGLJ>?{vH>oK_?n}O0)8% zG^%v#xwKxXt8khPZn6aY-v|Q3KeOlF)Yc7)A{Im9E@xXOnuWE+8@ZzSoa|8?`JMks ztcW9k_M8hrdtX%d0%qIK)*L?e?ijoi@_XDW^7BHJQcUCt+8do0HO99f5_`MwD|PTB z&x;7NPe9(64_U_`d_f(BEmqc6|L@>q=g8FH=t`HejUfkJ*{%pBs(0ZnM|o49B(XNw zXw+a3i~qjy(ZD@ zvc2ab{urh;%pt`jJw?fqyZA{VkHS(m$RDlLOCnW<2&&oA%R&sAWyqULh)=sL{=v*y zjw{%GGuLr%L;oMoeLu9%suF-c4&3d_xY^stI56#H5#Me4{6^@rh>H9vvitQqGDOtu zejNRo1F{6$)Appdi}VRE*%u(QA7QL~AsPM5KF{pp2~K%k+Wp7Y!3hF~*Pr;I=e1Ok zP)Acm0+)?0QLH`_-!vVay>n>+FDcA_adjZQFQ>QMP2tYM7jT`O@M1emkk?AAh=kC< z8Wess{9z&ihapqWwA(5^0OBhZiTZhQB>@2t-uOeypdxLjcy=Eol+G*Sn_U z;3E@9#lDnW!fdq9IYNKzcOG@Rk$>*MO)ZVTkH9lR!tsgmo+RR_#(nzzJ1K~rkZ_kI z0_KFkBlH{NaIMq0bBdN!f)OC1@SkJx%eH~xm<|EK{@zNlzT7RO#Hu_FYN=}8m1dGw zD=fLRgrXb7;h9a#X1O1%8tFZ7n{jcwA7nYn@VRL~EwOiO$sW8XwNMOdz$BmM{}1H~ z{8+(rM(@5*e?*LXhC1TiiIIx2^1NrC73lXI1pf{dO#jQ*2#^FXqle9R>DtT%({}L* z5bmuCz%d7G)jkTsLsRe7JW0=z6v5L4V7~!srV|P(Lh0t)HYBd-ApipXbr3|;WU1T> z1*0=9gQN3<^)~jXK8cq$Jz9(92MRF>Lq}=M^MS`~;xNgTInP0c`5UEH7`dwI{3|8O*k0sxDE(p&YXFv+VkPCKIcalyx&P-rfMXv#0nG-QpHNAi{H%xNK*b zKhH&7Q~0(9tmF-etDB$xx}0qkxHt3cw1{RL@T!|dmq!;O9`mfYh+&4)N>haP@7em1 zlRo-;uO@ST=i3m;ovz_+XpO0H9dVRO`g{;egseiQ9a4 zC^GnWQ?By8a}_tKy|#dtFS!;jqt>lM(_;WLZmZ5Q{Y#&<%Gdp2gn~W$yjU%Jv_@iJ zwjjI2YN&h^%tDg8#Fu`X*WSK+-(^l?0j?WxI96WyA`LG0o{s3}#gP?xT^4iYsth{W zAt&>dqx6-^^QG5P(!oGIY=UxHqUB1((~qcX+=)~ca5!izr=!`~<$bb5to%aT7LihD zB)8O0EypWwF#9ee0dw&SwQMJ4lauYd$t7I@sCZO` z?5lVD*>av)D$dd3ik5-rp&HQp5UuTEg_&r9QtNVZxNPMr-CCDz;a&;q8r_+>vU06g zCYuFkEDMW_2|1aGY+9{68}x{)^OUo=t2&c~P8>}}#+U#RuNQ%SjypZBEQ*!W6_j{h zIZpbcFfU>jN4+Y{Os8978b%gRO^Vt?EA2%b3Qh_dYidVjK(Crxi(?H0u3oX<0c^n# zxqaj8!MD8U+FgkA%+D6Cf=Nh2p3sj*y72R!8i0CjS}*pXPvAefiomf?KwS(F-`@Qv zCe_5#)}wD_`3w}w3rtRW-d=J8(+*j;cr4Vz-0QgESH7gz%>t5vYaUaKN8zS&V-3v% z5p@DnzXi?AHKQHlIg{C`fkv<0X^`Yr2-c^mU=~eE?W5)qW`$~sg3hECbhVtM$;R`rs|F8?s;m?!@x#MK+Ie9SkuI^6h(-w?TBx8S(qDFOGrA6sNs~NXHHh*@fi(+ijBQ&Qag*B+0A3l$z%94GJsa=@o3GdpGC$vZ{<&y<(m$<=;0X`-g`&V=46$6hq^DQr<7Q%z}3I-~I zyG34k)bymaFLC#)yIxkO%nxSo`m_Q3?qaKv+EiDdV+9@15OBWbOzpXr7<-*|oFo1x zYy6_ZXP~R)PPM#V4Xzl|Tr3v_vlVm_`A)p8^Sl8LxZ=l>qAb4rnR;0s7$I&oiU%KDz91~%>YfG18Y$xz9lj&-V zJ8$ckwmT0cFft8a%^9BpV?HlK4F9k&2=eBnlOCuPl&S{~BqhLO@V~?!IBLvs#VEti zOYQ5pXF&YNeRHNV><2o+?`@OHOV+tWOV7p4hq!M6F{4X1f7tfE$6bXtps?M}(5a|i zP8vG7veL@+x@5p_TQ})pW-h0lb}K*ENMDcG?g)Y%d*wZzwpq&qw@^!Hr@-N2KAdoU z$W>zr4l;x}R-D#V_xzH7U|D8TsoBM6*wj14hs`UfKrZZBaTLkTg`(Ei}(CK7i&Th}FwBDk8hg7~3swB5n6_;V=OOZ92Gp6+@k ztCu`lmU`Ri6DI2U6)!Uz6Th1?sYlL_oAX&{Z9B8111Mq!gdO~)afj640yp_OmUE%A zn5-xTjTH`X6ZooN#zo@toEdZ%zN68a|KO(=R#>WQMZi2fX+Ntf3QJj62iMou6*u z@H7HcKz>o3FbaL7H3=N$kQv=xQxeI|`ka@2hL@c*gW&qx3lL!ZlX?^j2RtMVnpT6v zKfypO*ctO@T#A1r_H&sfX9(q5?)?VNLP26XO{13*Tk^ag#lN7>w~^i>fz(f*9pyi? z{`?ECvYO>YR<%jRx?8Eogt8B?VsR-9Qlo##v@$})Bzq!}i|5v96EBPBvqBD$Fxx{e zZTrkZO^_a>5eH_Gtb2y^^TjSp&4#w?ch!~_x?kORPm)Que zo}(A07kHP(0>wiaRso~m2S<#dp7*K2pY4A!9b(G5OMSPCu4TY31ERnH;^lXy`>V08 z0q|19ei9YzgPPpn_xS#(2NH4N+Z7b-*Jk4oF zM(V8&Y9B%Opkw`C{#;CAM4n)v+71;N7IdBRkTUDYxZRY2l03dkioAQs)?)JQ>BmX<0ZluYX((#cUz6pW6j zyoBs45ei2Ti9qY*lMEI4`;8Xq!H8J&Zq)wd3Haw0+!!BC9-xm+XI)etF4dliSyyfcd3Q2(f3ZQ9; zr+)-SdoP-X`@Cv|Ft?ilHlIL_ryu1jKf_ApIazHv*IdGzTLrF@-DLxnrS$dSIuHJq zoK9YTO;Ivml09s51`9|w+*Teiu>qkTUg#J$;XBp5-8lx{`!Gkn3x$+RUHk*Wu( zAK-?clts_1c0>N6jRj)m1615r3HoRS9fC<|@5_NWNH<-T!IOm>n7AWm|>pbn_WnuxY&v4>YR}@_Ik^}=| zr@bV~UH!h+-&Dhm6Q0hXQh$ljqzKDGp$&4~wLDDbe|}|60&VAyLSC%3#uRHkbewL< zq|$gHhInZMJ{tDpDeWFqo9X${SE=q9kU=+joK_3kst^4KO9${Q_FdD-ACy&Po; zU8E&@8QKUptOtnk(j{ldurt*~Nu@D2-x{z^yxlB!4!1Y;+SRfVxfwJX8nuvc8m-mC z3Z_*Nxom;7PQO~hlj0wa^QCp7jcE3C?#~t4PKbO6YqV5WN;ZqE z9#e{RZSrNnI^}*V3}e44ZrKz~ZZPHFF1pXFwo_>?GkpxajTMPYQ~%}y07=?oU8eZZ zw%?S($>_D*Yq)!Ps59-jo^N09#m#Ofj&DI;Me9fNa^{08Ueg1by%*T-j6Qvq=?>3H zki~4cI#bqgC5WM4rSI3r(IoUwEoG(8g3pbNykHk=kML$l%S>voj;y^n+FNYNBsPZg zHQeicx~@Fm6jq!LXi;%^SR`%Ot?J(o&AGG2sMmbTna_#Qu8G%SHpZ$t#Eq=iyqiuP zDwL#a-;8N9WF)UP#7$X>D3>`aF9nV4-}~iVO4--`fb}t*piGk`H;GK| z3g8u-k)N||GSVD3JoBxzzrtMlS@m>dEFf zYy4}ixw5nx%4kwy2J$jO+w5aw%eRPRsT=%7M8n1Kq*hjV>i06wFby{yriz8_Og98O zi&afxE+Wo`I?IMzHRip!)oqh;85&KlH_SMyx=w@Dh`lDF68zMkdS<$BjjejD9Oj$N zJgHz!jRazhoWD(|dw=DgKeekn&)!y%uBw*fe#SR6c`{b0SEyaEe1+&&c?=X2TRAtk zxpBOe#$E^GmuTgW2~L8M6y~DEv0GwI#?&RAPmv2x+M&V}y!DG{&q?srO-67=ce11T z4D+7XB%d1?0a?QLxhz*rSE5g!#%mvf0O09Xhv1Z}$iSmr`o#e%?Gd`6E;4fOOV>T2 z@R!wLgU1%HarFJ6h)KU(+pwMyQobdnXJ#nehvL~Ox2JT=*k(VBt4RjULA5#DqwUzN zLaJXs-f-?_I-?P33YH$fDfr@7s-%~F^WK}WpOh_1J$)(J-l>0)@k0DSi*~T!nlmUj z!ne2Boq@}J&&Znwo#L%N!}2=8!z`G=`MEl2SLQbCwxeX@84*8}s$kGDd&{a{YTN%T z;~45}Gb=<+&gZ(6afPEY1ftcHaaQMu3w~6fRKXe7&rPAazA;FGe?KMgS|t1DrV@aV zuvLqWi3~j1Qo|{JdOCH4*(xkt+Ug#oLr*Vfr-bDOJ}dr_U+cbsUl(A9rh+B5?gkoKVdE*SyH35+*BW7~W&)i=;`RVwN6 z@Tlw2U0i*Qepc+V1bwb;eUHnV$XQ`{;Kz22An7nYYUuXhG}8^;PMf-`%Q@^*@KQQu z5#DDf{}N>d4o2?$S>j#*B@4e0MD*JB<7)xBe;44%-%gE^slY><6SjrKNxd0;Gy+Z1 z25ZMdY19wnsjoJV*7@)O(77|CdX1^w;a59!oaE|@SJ1RA&k1EC*=dLC8u6BevFQVb z$k)RNB0G^GutNRg2%aVQk(2#Cs^M%~fJ;*35DyF2Jjde{(lTJn>lCjRR`CVuV-Lkk z0U7Rz;^}>rrL(N^1@-vN_|(`v@Wm~k($fTnd}jA*Lg_r~W8;SBpRx}Cp`jmHQZA54 z$_o7?BAkW3LYtz%V~WSqms~?)`O12%j}dz9Y>)#z%NTrzA`FaV;T0r^0>V<6dU-0< z%!JWI=Uy1xLIzt;!H;Xn+@vRL=Uhmuwqm zJ7z-kTTz6qOfcu_drv&NbC*c7d|p*v|H{QZ2*{mi#R&GWE?8NmTt%QcW_j0pSn8Xq z^&Yy+4#`q2U#N=wkXIUl57L@H(vwgukP>mU?Ui-yE2EHHqEy&GPTYrwK=M;IT-mh2 z+hFJY8xr3+*GEN(#H(r1R>_}|CUAoO+2fJH`Cl-Q*owLW{L!~Kuu>G*$lr6=Up$-Z z8059O9Lb;04Gis%#5fEt^XY|HUyTecVm{U0|1(h0ky}UFzvwi02>kTM&v}e*99*I# z$NLPSUeJ5~iLm&OQtPV~W4^*NaNO>c6wB46InMGz$2eQoES>rml`;^6k8vWNinN#$ zU8lAso%@A1wZrc(MZbA5&R(@YDy}}|#KnAcT)X8_@{hpSBf^I>V`*Te?C5TT;s~#Vv>m@$`G8Vuk|glYBGJ(!|{COT}9)g6Q3I z;eo90f#jPHKZ0jO!{W)U2?wb6Q-2-C(Rv(%Xy3_;IN2ZVxBX|CGHz4eAD~}aW}>W}o+5bAQa2U|(H(keCNY zVzpY6+q$pwH;Rq`yl3pt1iTrmmQdBUK&T5AKyi~VWDk|^E={Mb4GKvgrQLXbNA;W$Ug9{4tAs}6-8#*)CojhO}O9InG z(MEM+t?%He6pxK|uWJeLpbg6XO3ylV;ZJtq(()WNu{~+}MUl;E`5laBML~Q7E9SC3 z^c|Soc9E{OdRt1U0hoYO#TW1EWg=svddo!>7<;_-Jfx~GuTcdiN4i!IOdoj^42Wu( zJ8&7l%U%5V>kYl&4&Bx6fyN8}?nqME*fIxlHozrasEfSb=k?zbM+}bGV$}8%?d^p| zwnay=O01E?pKmY0kX^>V;~hiri!=3{7k>Jw;{h($JascLwBR3L&GhH;#q+`47}ox@ zHj=*maUNU$y#Y24H$l6_1XQ|6(DdZ!xHr<8^sAVBuCXeXo21$XSUb@c#%XOC8@Zem zz4p*I_RCKjvrgt zFR~-yA6-IUwwe`$sq<2^0SJCbzj^@dpITsok0^Dw`*bTwz%J)A?o&hF(+X+K_Lzk% z|M|H6yl7ca+DC|8D`vQ9)vS9VEwCo}Wo`dnIrwi|`t_+>KgRT}FK$w}Vw*k;Jfg1V zfK6)E-E|K6qRL0In&6*1S)=Q;B)ZD2!uUn`BrVec75$yW(@|v3HK}uJ2EJu&w-3cC)}_ zOv2Q$JDjzcm&^>9=+9gzKBcO1a~$B@c1=H!mcdJntoGDKCqy%7y{;}h~_aQg=-OWHn3Ds>HS;G?YWpDXL9 zoCWyY-X0V9B*i8zSzbv(k?v=1I|nB2RF;c7Nm@Y_*WS^Hv8jS;BctKXTM09g*yEFq z2@R_QiK@bH8hre;^;$|dokfM2klutK#McP{qEwB9%lC)AlVvp%+1Qj0>--33tzc&* ziGn!eJ@{{{ndMW|C1&AU`Z?2B^b2jsR3XG|0 z_2J};oFfB6vujAnyp3~)H|r&ymbdQC+^Jgb)d~}FE3PzkcQ4QvXTO+kmg6g;i>VX2 zVw_GousTffmH2Xd%c-dNn7ddHX2pAsC5nK@Zy}33oqVX!k_IAVS4!pET`y2vrhL%j zwtH*vvs``XR@qLk?0Iorv33;HH|TTxSgSC!qiNIfQ9zN3u2JiC1g!QBTsk|nd+jTe%9I-v50k&c;)W} zjU+0kMe937pe8z+OZOivaCjNYC6(3ly!*VI)aUJzXIIZ`_d2U%*3RASNGIj$9*^>8 z%tEEMtglM{`O$1;mr51M>4Z+;8%ZQ7SH8^{xb;xE$zFC?Isp7GkQ;94Jw_z_F!1$I zoU%JXe!uAuX1XX`cGay7gK3YQhqw&Ui~1{U&VO+2KgC6SNCSIDDMeWsnpwl5Rrt&q zZEzRu)Gymw;NiDHE6%iL^@e@fFy9+1qpK^h3uH6eLX_szf+D|aI{11I=W*XbYTNuL zu_nE`wwB$uID9C~e6NZeWVvtW3-axGc#8y+emtEs70HX|$zM%w2p_{HFV|Wxs$7P^ z+H5b~nVS89J1!j0e|VyKcG zgvs2X0&8bb7yFv?P`{LEzrYUt=5Ir|o3RUp;5GaZFL~Wwr;G@>GMl@hUG!edQM||s z_#p56Cwjgk1Mqk(p~KEGn3P;uncao zC(5?LJOr*e*@kKD=+-Cwv$lX!Gh&gmluh}$t+dg;9oB{=ZJG4fHC};jB+Ei-9&Cd1 zoUi5rpn^wn+38?vcTE#i^F#w*jRswR^>^havI{s-lU!I?GTWL&tQmw7nbSB z?1fN$w;w~CC&jb^gf`r5M`dv8AF6wGC9Up}i^-=5*z9yA^6->4yk#;9A6qy2N6g~6+(LMc8&23i%@J7ucfB{j%RUVpN4`sg1VkLu(b{U{q=!|MG=WuuW<@-)(&$firLsq1+o8C1)l zcZUCrdF?2X{QU*={!p@?{69#a;lzWt)Sl?X0txl=`<{~_AYBOogAoNzf|vKlkb#KG z)2fZ5+1t?GntQw!pXGLMq$sm3@#` zctuw8?Z+S4Ag<1WE$t#OinU)zpdK>x&Ahu=ve|kl)Hkmtj2e8x8IIRL9{x!m_aT^L zhc=~*l3AiGmhrFNz@#6$H2M*E<6mvr3|j3{!wMVe7C1YqKbwJDkfqWu4#FPtHih7g z0K_OHw)BEG#}g*r;{7EwPx9Cg)K*CPOg$4d*F{;hca{$ zMhUeMtz(iIZ$r0N<606s@mDUV9)FJO7kSn8CFOo4eBWpN5ff{Ip58~$HoaUP`_MA0 zrDnf*@?r00jehVd-gPwu;eWz6U9)YXZ34?t;rV{}MN8%r+lQc>eFXg`Mf%_ly|RM4 zM+#ZCtxOUl?&=ger8*E}7qj3eW$^|LS7c`c!hL^@=z8xj$GR zx^isEv?^44IOHHU+0w!QdVQ`hp?1k$6W^JGLX%lesYuB$cCihp-R!=qQbGX97E3vq+pD1U@-5B zxDW^2{&JHujM>o;2PCW1-cN54;#j4{;V@A~%2GSr@CS~a(k2u|yZ&vH%SlM1l*3~4 z)3TkWw44KO#f5h%7$=ycAuq5;%xiQM<@0irNP+gR4Dn2dLH6!nT{dpfjfj3Nwla$o zp|nP==thSu_rsIf33;eXvsOW%hfGu=qSo`Vwhh*gunf4uTiR~v&BMX_K{pxBhFEXAN7rC#(5+bf9T*^m1 z&o?Bpc8_a*c4#}rnF$HmIYqt_8&85vct9EuI>Mun#1)n=gt_##7`yt?&N6$1hrAJaT8~=Q0j8|gc3t!QuWZOPE zsJLGi>M5ixyUrglTBPyXpd-ZI9CGGl&E$(40wif`&59T>{Xh2JDmcy_XcsgkW@ct) zW{jDcnVFd#+cCtrt!Kk{aR< zh<{JGn4LIehhIAcxH7N?T_ns<7AD)V>9)HF;KwUm$Z2eGQ^#5wfWk>~lpIF4)?J=C z!woNpQtScyyQ~qoaqcolWWuazTaEa4)(bhhX>wfwT->$F3jsiL(>=Ez?c8p#5}Qjl zQ#2j)wEPwKIr&UN7cB5u9;*x9U*VK(IJAV%61D{k`lvoOss~fGm~tn+BRM~wct546 zb$k9w6-okG&A5U_>MNHUH{;nh9XH_uH}8gxqt|1u&hmU6*`}uUt_qn=rxc9~^jd+t z6-955bDR!@vpw6DPMcu5K_8EhmWO}me}u?0#7rwhYduAFO(1EcD?7F;ZASGV*K)lv z<9&%@PU^zifu3FVD^}9v+znZ4j3i|^i`^xBrT(a|T@u9l>N72Om3@}sea@cb>LZ|q zN`7t2xED_+Ibzvy%|nx8(iFqd(M@ia%(FJd5q@I>o>}*oCc1k+7x*7&G{T~!W;yw^ zqbq|dm2LV$%TaOrBnoPziI!!d->1)34Bl`0zXKeSnYUq)_V*Jh)T!2tV8f}VDGIJl z#A?nW5-Vz>EoI=$imqi;+6KeDxTpDr)SHDN7cpt-@)Y1o7;SlygZZ?ZWt2B>viT1w z>a7Z7mhEr2^+5JH3>f3|jboJKijhOI^J?iP@H7)3_9B()Hw!wgCrXz)#6UQ50uy1B zJ<`D@+6a>Tn;+!_TBLP9(=fv<>qh;{QqE+=<63xta6*dZJUl3ODuq_e=vs=N_6;h0 zKSQ(9IM$QC(9pTl%OAN;{@DiR&xQLk@eY8EbVh6^T^?rRNNz^i`vRgMjY6^tu7G#5 zceR%&SOtRg)jG4tbcvj0Ry3m-N?f6qTrbJO!uaV6YQe{?6`xY_sfGccUU30-lOAKV zpDe13FOBBAMG^Oi>zh_{{&W4ccHM6`Bl>GfzA)jbV}tkv!)$s@`t(d!ljujE5@>~x z?fFC|ugBb{y#VLhoI9^;j+3N^byw7ao+rsfbu3ZszNM`*?<&O>#LV$tZEWjiyIO>b zqXKW(gMTv@34y7*P+ki+esjeiH&TX-@1bAPtkokgZMm-$LRm^x4+=C%VWL+Q6@>4p@u(2ToCyJ_E{36x4NQ# zj5_tVFW1)k$(wY8+&(VXTUAtZZ-Q#nwC($UXZAZ}0h+yC;xXq%QSo51t#&wow|uiR2%$cZl&JC}ig^mUO$h zi}WayWECs??7M`stwP*u6>IfJXV1;Q1v`)PUJ#XXv}tID^5#}&ukm!TxGS_3#b?Po zUBC|Ea-&QJX9Z5E6yO%L#4~eO&B}2W-kI5{ACAQ0N%V)W=|1`j_50>DUdLhU&Z;S7 z>K~00G$bS;I|7aw$n7Da(%4JEM4OLth^cnkU;SDH=x0Hr0vC1{Z#93NcdlQ+qI=ou ztpmEb(?Z;dih>>k;my(|XDxg&Ad{ny*N@>%?gc~&LnLty+`>df_HZ&d;;$IWr7>)7 zOJ`sM(6U8SpfDbu3|S73Sdd3;5V*vU-$*2nCrlY;IcMLAFnvE~T*WRJNF9P>0xXrZ zc`eIu0xA9HDH#mI%##v>VY1?rN#;y&ZW0DxSw0h27pPe8x5`Z4`s09axg5R~nJ?Ct z?err5vNQp@_VUCiH+^6}9{uxXcY-{IpTHP1Znz4!L3^6admXYS#p{#~+@eYZM52O2 zY)is24bRFX1E_*lGn`Wt9A=SNl;uRj5lRSq7=emsle7q z(oypTCL|cd#z4^;TGH1(nWG6bk2aGTM6*@0qc!=-;cfGC0dC_@g=A@54pXY}GQTc$ zkz|$yT@TF>fBzf1)q|M-*ie?#<~kXN??<={p)L!)e4b(F>Wq;W0Bh68Uo&eY9flH& zvXx39gYHi$mci-I4Lm0SB{Ub-?+NWzOLGT#THZXn;YtY6G|W+*WUd0(GySX6QW(VO zSt`v{@aWE#^8DkUEvcUH|At-dw}Pjjc%noRw^>5tzIZZ<9Lx!3<9yo*lumwUC9PUr z^nR=A`GS(9?T}&|cge zP`1CrwOK|Rk#DtcRa&!3^1=Tx41b0E&$Dp*vvMOkMN;7nJmr{n)0yxl%VqCoG{yKe zG5h^9+MK!eMCiZ+3hPhW2J~L>#z{)CtLwSVVu6B~T%bXaxR2SUMd;tV{VlSO23cRK zbvLTycNJD-WN*;TAXfVz+h#eR`ApFFM0e%?#+asnhYGz++jSDaMMsi<%SIz4Yg&On;sdTVH9^Dy{2EP}G?tB6FvdvzZjqQ-b?cd_A^= zKTHRm3{Xw6UWNYAYjl;omvw^DbCGBkpzH`hm7L}db1Zykr4x|cAeO$WSNu)=O~60w zgm0mM-zX{G;INLBAQonHI3CFGlM25uAQ^Bn*(|QCYVhKe@hM%I2kzQESb%UPS>h-U z?eF3nxE%|dgW7`qc&nIy*2?N(LMi^3N+~qd5i?4e^W2K?hJ3{OQi@nQOhNQM9}&!~4(<^&ofl2$J=ycpTS17kXAwt!D z)t$1FJFzg&4LtxxnuF9cRUAH02H1AeB_yNCwoiI|p-#b%Sw=1)%keIE*P-C1e!&kp z#B1#@tMHZNyG8=1+1Sv~(gnF0gg9n)(XUhs zisVdrqvza#ttg*oLUePogZ5d!>x*-SOjJWSTnJt~BumPg^@~tp(2AoU3h) z;mJJ^wFIeQHQYzW#qBUJC$>d+)1sz-Y1iE3G54-6^i||3YNGZa>inv}Gx{ZjXz`Uh zs}4{-%xhSY*GEhE?=mXzMe`{~RT#sI-N^$W`C%Y( z1Dc}6@yb(9(4y(F;htuDGm*x0ssumahs69EvAc|X*Lbm?uHY!lB(KMH2;9g%J53wH zg9^RisbvJ1gi1yZccc*3?-o$DH=Uyo!KsYw9L1Ijt|*{~98NLWZ>)rL@j54SYPt{i zrZ+c;;43L;!@(q^=p}i6i;~zsd3zoZ799z9cfu` z4p11VLch3lkVk+i4E|D9n+{C$ahE*Y7;)hL@h63)jj7-|4qY|{>r8`j`faH0d{-1Q z&I1};?eN-j+UuUvW#@j&^AB&o-kv|)u#wzi7P}1AB)+SaFj3X*apqRxEpou80ob6K zIBCuK%&$6>vhLW2Cq1-(!^CdCP|dAzSXoWHa%eG#jOds+ejhOfRk5hSOx1mvQc%Xi2lld%;ZiD56Q18t%r$t?FE~-B`C+ z`b3t&oHi#urwP%}i4@h=H{`+HIvw?N+WC?{qfpQeGSzTzzZm#^?Oi>wCL2#wl`e!C zl(Tl1;q)V&IX?NZ zaRlzOxlylhMEtxZ%gbElure!Arz4!QuzYYJFLJY|@H!_EEGV9j85>joaZE$oK5#PY zRHSl))TH}D0xHnQ8C0!k^_}aAvLkz%?o?B&l&$Sc8N&yEw2DM?kRC+%iUBKs*J&7A zd%XM+493vdcuCo0o4lh`l&U@P0b7%w;!~2!Mke$#?Co;=Q+oKs#J8`YMD!i9-JCpM zr>1bE&ENp#DyPezGSr%_eBn=sHH0){0lSZ;*Tj-St7FA1bbCR-5t>q*YX%(pGI^3~6V71zIJO|KtL7r72Q zWx}R8kWO-E8gRuIH~Y9%axTfA@mTcs#oGLY@)}^f)IPMEFds|y+>2?O08TbVB`P@9 zXv(GyTC7H$n@%)NL%kkHXtGa9ls0QI%wL)*s&y2%Idak2sAK^$hEgpwmeLhoILy}g zC~tCldra{*h7Y$JVusexwAR786?-_w~vr{*V*LsyUlHa3F!>pAgX=!fCnC#BAyrHX8qq-Si4kH3K%CD^W z+#{%IHNunS0^JXDKv^mH+^0;byK~;ErUfd_c>o-*((1g~`(+hVtHnGDlm^!)`r~d9 zI0t_c^6a|Tv5j{1Z$>n|&IzaFo^-0*3{SCxWt+VeIiV*>1@Bbn(Sb_!$I{ z-wdE0_Q$IW^$F|_r_}Diqq(KgfIQf^bLx_I?Y_L-!CoD`aE9J_#v3-3h|4oo&WIO5 z5D+s_RNjHpry}227r`mhgSF?BliZ`mGR7*F7S4bIRh2>|>Aym8D^6|c4>O;g8$9Pr zx=uBJ2My(C&R*t8N_IU=T}^|0XK-sLn_lNN2Cgf)hekSnCML&;?9Oco8g)rvS2tEJ z_jAns8Y1qd2)xEyddlI`yf#CeWA9lTs(M53Rhwa6&w^NDN}7+mIqhsz47 zaeJ{LDm6mw92NtvQ07EPh^jQ}bOp1iLQDcdHwQ8N3`h%3RR>nH!kt2B*4kVi1@Qqi<(U5A>f%EVJ$`R z*&OhGpfD%+{^s^D_jkd2g;Wx4_Y?{ zY5zz@Klk`vG#pfTo;H zsAs*CC=|~+pCY=(7F*4L8H-7tj^M{fCk@8u!B6JTBubnVTFqG77haOyEAyQ)zcafN zzT=rsjg7i~%v@r$pm>wxq7sW@0UECT-PD8j1RGV#SC1kQX~+wkX=Ow0!_bw{yNIY)hx#a%f?))O=H32WlXQ*Bd*KW}; z-2`qRl^Hg9KsCsG2YF~Xbr3_TJmuTxq$CEG9?8E4NIusmN#LF^Qdjh{%_T!7hWXk2 zvxV_RV0Wk+>Xw9A6^yn_3^-zH>6vF-4emq8N=K*cR0nIB=2Jx2Rl+zn?l@9YC|{)d z!ZLr&Ii8OTcSdnYdEZEDF`~0a=X5FanIzS=_e81NpmA<&i~E+9`BLP`fAxE&N;>lq z%hxWuGb^+qe}Do}BWq=T-I`kK2)l(wg;tBWlO zY_ose1vhk-CsqHwjVmgjBRbPgwzgd;rsRD^SiVC_gPZC1`e=^pvx3%?9J2wZfchQd zyAsRu2=(Z&49glgwOSst0u}7;30%Ml=LVJF{CWdn{265BB~{WqDZ#Es_HCfp2;%!e zRgMK)%Kym9Q-H9t_dJO@G-Q>CrtEKY2IQ+|F?i4K!_u4H2=VDJ!jT`p4Wk6c5Sx5p zu~n-LphddASztbXuFrDpE7-;r@-q~3T7)j7@V2x_2oQ`%sF=O)sQh{l=h%Y&*!egG zU#|BJSxmNU4SR7PVSb0g0iLwM&OEZu9KS6RkcK>jM}0XGDySunr}e(+J~`~Qt%TF9 zdg<5Ky9#v-uZg?!Az%u!0iu!c-yBAoM)MvcSYa>wl35$xv5!syjqK_oFc#M=18L6x zt!|*uvaxv}>7x`2Z)K!&uWmFb0EMaYC~FA%^;7aGFg&88iWQe#8o|cCeSrrc4qqtl zt(_v9(H4VktW{kBCSMGf$SrYezG{I&+8ot(R2?f@Y0%eiieVPZURpUc2Ch~i5sJw! zFvez8<_;6jXGu7CjTq!HOLir^VOQZ1szF8moGGs_Hh;h!gE$W zUcTMjGKV9TRQ)}3%HxC`3LY1TO8CJ zfrHjk7IL*ZqVuD*`w+99Dx>hV#STUa{_b8f!$P1WF5L-gI!$@dSk3nSu~#P#j@x0F zkA1?8*HDOFSau2GW zjsu@=p1$#=5u=hPdnFnu_esV$wD-(1qEX9}2AaTb3Tj2W^l3MTHB+oA?N!ZssiO>L zOh(4(3Zk;7+c*ckGUYpu?nVf=G}p^daiKey^w&>)_F03VB76IGzl7;cofUi5A+1i~cyt``~y>8rtUc$Q|2)Ta_4+icx+#aS@{t z8Z#%=l_cmI3Zq8y+sqOyY4TFV?PEUkwZ4Aig|)o+b$Mwqo8?p0liQ2x?&;*S#aL9u z<<8M+W{M_gx;J0D%nRC+H~9MYK;s2Q(&9{Pg5j&#Ni`ckFGEee!4S$~|2teNa_`8J zlgFA0Y}rIG9Sf(>O|{awTH=9pu}5cI$N^CYTsM0l>`}Z zg|`yKe=2M>XOgcrk9l$dXtp97Q&msw1K0q%Y4k~5jyR)~em)sB&8Y&AlrrhZ%i-n% zO?H=`@|I&Xt7WULjrNlp&bwcY{Vx>;lb+x!fEW5?0Nv!%AJa!vrt{ETcM=!Yx{KXD zN%+Khyp6H7mjNp2h!Dt~mw~)&C3h*6ELBwodQ7?4pv3dq2U>uXU45I?v{pnzebNQ@ z>7!&4l}^t;yMxE?#q(KXic1sRPa>C37#qqc=Vsh?@`dy->5%^FgULNYe%+ zRuPYP>-h0Ih)ztI*<}+nB83UeVW3I_T46OISJ(VL4wn|vjR0*jS>v;@4oaA54}B$w$POjur)mOBl%l+ouGuObvuoFq}7*-GnS(znoYzp6p7UsiYJ1tl|62F$B^$!Fvn zU1yj`R`286mEo-{`Pl?fVX|@WJg2oF$8Eh2jV$axi7Y)okBs&2*6-_h`s-%xH)+2s zV`0nJAo|P#lD2i0{X1@kYo=utfCcQt=FU99X$L;PI`3jnwTnNxAJJ_(k24P;CLlo` zVCAmpg8QfOUvW*C%oT8@& z=AVw4+-0WYZE#mcCUYxJg8ahq|J+)1ILr>Zcojuex*IVr$ph0ocQzEv5$Y@Xt**e$ zbkhl}rdPN(v>0*hCS0g)w{d=Cxn1FNVQsd$v0^ZUfGQr0EozEJXn8&*TcuASO0Ti} zp`ZFRT+X@^mrFJ6u07oLx&(4?@mh#gCy5R*N-a-s(f2z@ieU%$%n`*ze)$2)!_}d)%(@=nTedjJuyGeeP8$BTh=_F^*$)onur__@&bPQDA-d?x44-wxFbR6Of)xmdlJV_ zYncAfk2mGwfiY~v?%7S$F>gPW!hNo;oMNc}-Btj>LszBSYT8T0&j=SI+?#c!C`oHw z@H_T1x+;l8J}s%*#c>jA)Ma2g^DG1KZ0$8VJ<8GytknHTl-H!T=r4965^buG)Mr1F z3jRDU?>;TsaEnZVMs8#`@Zdvq`?4-*boUB}Q&nHnZY*)i!V~gcYq5oE@=D>3{;nqp z&<0jlnvdu^BOK2%s_}q`rn#V8_WNholh#}08zrAo$0v@{K0=(aP-3h)kYu#wuWx3Y zF_K9x<%mHkm5Z*NBK_)}o@Nf58Rh*xih!1Uk@%~OVpQ^SU>55+8eQvJ;PW!US0|HT zC7ogXK)gNAC6<98*whV3X7LYtPZ`4858~ddWN|{ZMKj4Do= zDC~F6*nz-wT*azjdL2V8?Uc({4nRzeho024l;AXlIaQUcCbSf(>5e06P)LB_Qdf*L z0c})jp?uwcJkwCt%c+Pp%Tah;X62g7Q=7~H1#&FBR7udZlooKFoL0moS^fZw3;FqF zg&B#c&6mPtDdoBy_WLEmTq6W5|0b;XLKAT!jnZZbRHrgWBM40Je{if|y|!7EdtkDT zx+5Sxsr#_I+$cKxdFm(Z!+`@wArh=7Cg;Q1TDLyuu_Ja&_kB=zW^4T-tlb8En3J0# zK_q*hui=aWDl2S&0t21eWmmwF1w~KFX*A7z_4>=TUYfZc=)>WOay^Mbu90XsDSpa* zt0}0*XT&Owf$+p%IOurdyvwTj!Rh{e3Xs_qoIf?1rk&O!So2`MIqQ_ff3zB?vBs-yZBx{8gGq$2#XKQzp zN(f&%0be$lV~rc=EdJ==M*n&sZ)it0A6~5}E!;8q)+T%zDJS?v=KzFfm{s>^`G~%V zMeF56Q9$i&V2U3Cch65lq-hg;Cy5GJYa8#g@L)xrbMRU&3R*83xeBC9HqFv!m~Fy$ z>jCi)O!8Dr!6B4;C!KA(^E4z{GoeGByoTtD<^8bUO~yRLAUGkPkWXRbH!eV6Y;SZx zJ+}aWwY-t9g?Zzp``~BXs?-w8b0UjX35G}yFioZ6S=_4%#`mhyZ(Rh z77(|7>B7CAFRsQSG7luv=~}DtHOy;D8x*>wXbqFVX77ob&=WGkjO6;VWMyhVftTHy zB#_ZCts=j#6SeZvjF-iy?_k4lHonv}=Ty?+w<1-tSD~mvnS+U9mUt;g;@dJ6^ zT-zg%dg$84Uqr2}o!Y+9O$d>Zwz(Tm>OPki0>M@{CD#qnQIoa#ZA_nB==RD=>aMe> zxRpnX>k`JTm8`iFQ&&D|J`3sQ2c9kk9Kdw3`HiHGc1d%VDVES9V$ao`>$Od9`|>$Q z2Bd6PZ+d;%JAok8cvbLYbScPC6Xl-|zm z*OE(iVM|%kD)DSBc(PiiTD1=8NWXkEp6k)lvrl#+XD?fst{)XisJ1u{6dt=ILC3z6 zDNto@`Wb;xTT4VrHH*z^~bMV&WlgM<#}UW9B}1KK*T)R z5`$Y5MDigMXOU;v&E>@S-*bA4g-I_G^^M+}ZY3+`u`lgbC zX$So1s-?R&(;8XZ8V<4dhH9a9*On?FF}lQ1_OW4yfhI0HO1$m|wdJ$yPKmHNr`|Z^ zP~=6+;B9$-lEzDsWeHqx}VYwcY1 z-@l})+Ko&Hzlqn6v3%6~xwu=A9XUKz{Ak{5+{|TQ?MRwno9ct5KR96h8DMTN#oq7@ zmFPgd7p`r6?9`@JO$n0dSA>km%`YYk9F!S^-=;@VYn4fu_((_%k^9DZR+dL24U-3h zRi_SK_K+`2scE(Am-0MvfDK(k{hdd_4tM9x=%h-)M!E3X+|)q}{P-2>ZjuWmuY25x z<#w~9cCR`nrYa$S9ia~V%^oj@(P$6ob3XUBlG1ALJEq|iMX9&S-RsHWYRv?J28rn` z!7JWCk@2;)E>BG1?fj#?^2GS9sj0)Y=-ulYY6B(jHDDULjH)z0emYWZIy|p+hIyVt z(m-OY#b7Fbu6*v&bmydFVE^PI{r6>#HNsTD(BdF{RrW9#w=H*T_JR}{Tnu}~wJ)tMprE}@raf!UOhzqex zmbJY*O!G7}6i+_-s!q(7hDIsP7_8gI7ZK0G1T)!R%<;VIq*z_%LyStSIX+p{1! zH4Bo)5iI$ceA251Oa$Y0tw$>oEfa1ZF0NoMjx}6RJYEZR&FiS!wS>O=zRlL#$EUWi zbNVhV=@lWNLEjST?r?n>_2r*lI7JSmL|mHaDWK}wGtl2wYBV`Y!c5BC|C(4a_C-@K z>T=GAF$LIs+oI-$L{MeR+9WX7NL9*@_ai3j@y+ z?CfHA!CWrYh3QBW+t-5Wg6h-K^H6))(T1&Br{C1VDdEX3Uztqyi5&j<`T#6@n}-q3 zmYO4lms3u`RaB@X<;o#PuUxF8<0E*(hF2S@q?MDNJ_CWG8s)75UW3te9RG(ONE|ujH~f&OQqzCyW!dq6U|BvlF7eWO)wWu&@iKrnyTE9nydC5DZlCe# zkXm>b=U0~3aVhs}c>8zdh2zob)jDZ6#)ve>SIN9b`1|$KjJwjZ$#*XwDQkZ{c%A8i@b@=I$5yu{; zvmxk-sPR%k3}1Xsbb@Ve8dKOW`-*2V% zjIN$)>FdPxlG|3c6YNML24n;lFv)JmwIZO*x&PkViHEhSyA%8MNw^Ku( zYh7)W8#vSNYQ9&EV^x+kWcThVOPIrc#dNVvGGY6z%w5EaJAV+g*l;axvfGVg;IVWtvHa>Fq zEBA(JJ%aZwyKEQlK)&ZcmP<*sKVy0XpCHPpch_Q^!1GbL6i-Y_ zP8_c?Z6ejN-+%M6y4E>~y?@*p$oJKkdin|lH-A-f2pw}^bf!kZ{doH-u+jE1T-4{c ze03-WTTn2Mer4&G#2;!8^cLjU2PVdCg60$Rw!2;&N5-u=-#fpX)6D3mrUMX?HmfVm zg+Rw??E7O2{NYj?m3% zUJcoDs*cgTguTLaN<(U+?H^#0CxqC{3FvZR#OtEozJ9Gu^v}>TLv9uaWYU9-7gJbk z+2LXYogqH0vz*)OV0)|?_Qngh>j|q1s9bx~y5F+YZ?lOP4Mc~YR`j_^1+5f(m2F{s zSqug292w917%DxM>--~*OgEbgV$gnCGpkYS)=S5a$C&O5PoMER(hfno3h7(C$E*(b zr2CXCVy>Zh86)PL41D%6MaF#ftvQOlq9Qe6l>v)*9RmG(8^{dMwV*D$FW-G%w=GtA z8NXviq3~?+G@=9-0JMKF5UQMr+}?3?hbgXZ4q5>*sI?C(G{$S9CoafaBIFk42Kspj z2YVLbEbdY?QSvHgo5kr@zPw6!()R1s(dJhWCbPMFo>&4|WwFm0ux1xw`5TePoQ2Q|__`4r!ZYR+_Q)sl^0E59dA8zGPcWttlg8*`rZruSv5L!RMY% zz|nGE9>5c|Jq#*OCJLhPE#F$xex*BG?X6|#C+QPCLn;=pioeyY=7zw$b5rs`*mM7$5&pw#_zQ_cL@ z-j=Fv2!J*0Z#Jvc>c49jdgT0-Hvc^1ncm?=YY3(4M}NNn2{{yp&dowKuCTVR$!+AX zltg2-`pI>=Y#k!@%cN$=Q5`Qb4&9EY`1*WjVbr7kO{+$K_TjdjK>k`h#k7wPLSjw# zEw^>%jg^KQl`%e3f7w9Fbt{FO-b>E1{;tqw&-!3zFAu4_g13MF+JfGmvcH&kAvF^b!;Ss?>Q1HzZ6Qej+owRTB0j zJEg2aq8DY{hD{PiXB!o_NvVFbN^KBI3%ucbnj(moGU@OKa)Q7@{>*cumD!X;Qx0rs)XL zBUmt%JtLc4GiL735#1Qh(}}*L-Rz#YFy?_%4b)C<~jlES{JW1ORG`!-CRGu5Qna7^b>8u$sJ|8%-gNh?%&4F?^}X zvYIqBrK1f}%s2a7&d=wIsi{*iQN+~J!te_VfQGIe%r)`yOaN+jN;-e@AVdB9ph6-=f@v> zx7!<3(dDRpperzLpi00SZ zYcJVje#H`Vu=z2M5#X*HvsswZ5Z zUu8Nzi~m0N4W)}xSHerg!PKo!o0dM!OMAghwCgdup(>WvgQyPCboHXzQ{teP za)*9lD&XllcaD%0Yd3!27oIe8yf*G#MoOYp?}0k?i8&*=ao?v~1JZN7#XVC^ZE<7S z?}D4L%&%NEnq(>n z8;@gi-CGOV+OD*wfY)!nr)*Y1qj86aT|K3ohL%H2$1_21$>T^*|hebRNy3x({}g3Y|s z<_%p8mD63rb-2!jTZ;5HT`xNCy9r3nBNZEC~<-XApC-c1l z1x+r%kXhJf7FT_C;FJ#cSm^@519V_sG)BZo(MUl;z{uoLI%Oh-0_`S7aa^{hhA61AZTo!NKt2+k3L&a<$`}g z=!Gn-J^^Z$RVz;=)9kfZQ$5B{wLECfk2r*G2hGcw5V=On zL@3S&k39S`Mj}QieMC<8StxIRIhsdNR)E3ha@zDr`t*a-aa(n{?@VMJaFOjr;5xC? z?lzugFuZx(^kU0>$zv_iBRI=MYHxclcUowBYst2Ia9cg*QEm0n z+q0R2LkhE&8{TQ3T+jADP&*o^Wz_Th@tIgib6B4jVA_fgexxcquYo#aHPCu7$sK-- z5CtQjnHFqFNs>>J+-6pYFU{qu0d;F-+TPWs9l4bNQk+;(-ec}wo&cq{a{3){3E33P zv{KJs)*F1YjP9ye&>@}-v-6Y}sp0fP*Y0;J^qyK)R?FI4DI@ylojkKTEYiIs zLS|5N*fZ&2^*uw37^XB7pyke;$rgeS>qsVhXNq2XfCTe>`Ja?2L0qg9amF`vv7xdG z%vpiy=9$Ils}#d7iL?1=!T23yQx9(b(|GJ2pWLrrrC)m@hyy9s518ji( z@ui9J>N+^qQZO`-5MvqE;5Ar%h9SN`GKjHIGuZglv_#0~vH^zrelP$`ME!Ii>P&rgdZu|yDK!NF`K`B-P+k2UXp&x)+mFgT|`;6v;msA5FW zqd$TxofO>e+&pjTkiaee(fpqHB-XjGpwFi^!GcXviLtA*4WlHo2Kw&=zTDUU-VgDv z^RSM)*ahofmx6=WZUtzMkMRFD0tf$p3Iq#5yw#8fPLvVgm;nc2a4(&T5BW1JP8dWe3){?MKfIk1;*JVAc8G zcKoS9On%+tw$=3G&euB`yAPF}8Mba60;8`8yNp5kC#6{LgZeb)X(ytqs$bjzD2rPn z@gvm7jt}N4hX}t23g!SUcz404fRoBhkNg8 ze7}bsJ$*zmM{#-zRaIn#h}OBQ?2ivyDX>&RoaK26{)39}j~A#Fas}8-0tis;@w|BJ zo(?B$rKHHCaP7hmq&L;b*4tQ1(ySrjpgqNWQGo+wdEOSBu8b(&UCK9ZIorr~o2TUY z@c)>j7$LHe9oa{jY1?ITOWfcNa%ka2`K4_Pm_5vfX>OP(t_~6~VEBp@LNOURq0xDm>T` z&GdTVKfTaKWmjC=E`l|9&>)@jo)o-?Qr<~QHJmTP?6`Bz$wWfWFPRg zV+ZjO_1{6y`m=!AC!! z%4?a5qBLCcMk(xdsM^UekV06BW{sls6so{o0>fw-iULgN2ECa|=<7~{dfEaCq%gRG z+Fxm{M2@=5fLus}caer8ZkG~}l&pQ5z{T8PSDV1CJC79>{d|=sOml!iUY*f{!u~Bc z*B-=w;D1yIiT#S{Nt3^bEW=;vy*=FKngUQ+7B*|*we`kdR$|3ov#;15cY`8NUWR$o z_oNdNJr%@KK4qyXSEs z%)-O}4|n9LT40)MC7N{t^}t0ag#`#{PEgrXOfrxN*8Np7qhz3kBjNwMg(ErYql$)E zU&q+}kZvs0%$tuTH6-}!=zs>sOryp46dpc`vh$#bNU!-W9o%sq?HHdKBm`V74h&6( zd`v{}`~G1zvD}9{34QS2M&2+qU|I-J81hsgd$Z`@PdG5gA;HctG}44HG$RaSJ$`4g z^FnuCb@$RHR@nYedzVisBQhhpC-~Yon>|khFYoG|E0?^NWD+{Xxo=gMd6wr$ogPP4 zLOd5uMt=3PD*=iPGm5v(x2U7c++aK+BBE3-k6e1Aj_)9M-$Uq{`nu+J-4kr@KWF!| z#N#_wTu`^ex+$djpNL!3=(f+*LZKG8xxs#d+I^n2K3=;kChinsPnDFhhMt?JtMi#40A zZWWdHuv|U#nU^wyml526ju*4&>nJa#%F~0`?FFPQYYOMBkTrLPB$nCv<)TDNY5b6e9w;s+u>CX80Ix2|NwJoK{wrHz3u9!I@ z1&OKzI@;J_F3>*TE?OS;CwI6T`)LV&*qiM_o6>9rG zzH0OVkjca zEy!+*w1@=Z`))dX7`iSU?PmqQv%>PIHQk;BJ$-%W-7@+=@6?HQjqlK^rCF{z9pT(R z*jq-ZxkX%{dH&+IaL8%o|BfL1M0V0uRtfyMP6&fXk{{Rx9t^U~aQg+L*~T~ZiePsl zD-ETZuk#fCwu}6@zsFZl>AX_#bX5@f*xFL`-OPum$Odsr;glfmlUPOaflo5~RGH9KlFH z!a4LOFZvqR%L!2U+ID|KDUrGNdCUH9Te-$pEQz*MfIiyH4}6RRQa^R8{Qm=!UQ3)w zZWsIYaA}-iHBHZDjCSS!wasoiKiR@`;$m{!*9J_a%?IX62dH1_j!!uixtVuiSO#MJf6JbBw26)-Tw(C}#U*tIN$@ zMclUARTf0u|1|6Jv$Q{PZy)^b@%44ME+PFb#BV>;sD=LXr~aI~OY!TC>|MY4K0E*3 zmA&QoNBOxyzs+i*1M@b;mH%ShR_hR0_x+}@@+*(SK5uQ#Unurwx@GSh`0u%0u5w() zkNjW8$|1rRruXtjgR>>DFiH{FZMTT~7O#Aftenv1V-tUS-`Cwy54MXu{k8tz*V~h08y_20Zeh2Yc2<~5I`z1u^>9cr1Y=gt2oZeIIA z|6Rql%f)d@3ts*Ez3}y|Z z@3q#PbIg0(gEK@%N*Epn8wLmn2wqg=vm6i*I4=+oXa^MN+b`V>L`QEIKr#{vf^V0= zz`!6NAfTY2U|?Y2;NTDt5Rj0NP*70N(9ke2FtD(&aBy(&@bCx-2#AP?@7}#bLPA1D zMn*wFK}AJHLqkJHN5{axz{JGF!otGF#>Tn(WhYueJ2?>da zh=_@aNk~XYNlD4b$jHgbDJUpDe*8#DNl8UTMNLgjLqkJLOG`&bM^8`Bz`(%B$jHRR z#LUdh!otGJ%F4#Z#?H>p!NKwA(gh=_`ciiwGdi;GK0NJvUbN=ZpcOH0eh$jHjd%E`&e%gZY$C@3l_Dk&)` zD=Vw0sHm!{s;Q}|tE+2hXlQC`YH4X{YisN1=;-R|>gnm}>+2gB7#JEF8W|ZG8ylOL zn3$THnwgoIo10r$SXf$GT3K0HTU*=M*x1_I+S%FJ+uJ)hI5;{wIypHxJ3G6$xVXBy zy1BWzySsaMczAkxdU<(ydwcu%`1tzz`uX|!`}+q31Ox^K1_cEL2M2%o@+BlBBs4TM zEG#TMJpAj|uMrUuk&%&6QBl#+(J?VGv9YmnadGkS@d*hDiHV6xNlD4c$tfu*si~=H zX=&-{=@}UrnVFecSy|cH**Q5mxw*M{d3pKy`2__9g@uJhMMcHM#U&*rrKP21Wo6~% z4h{|v508$H006-8@$t#Y$?56o+1c6o`T51g z#pUJY)z#JY_4Uoo&F$^&-QC^&{r$tk!{g)Q)6>)Q^YhEg%j@gwW|gMrn+`zRh^X2F z0pSJz^8t?BIX46XdJiP}nNPtb4UlfEeZ)2uoO$}nWwlfsaD^YkyWcuD;SLS_L!T?g zXoN4Virw(LkN2f_wc1h)5qLvH9@gj+0a3IF@ehK7SMFv|V&sr3O+g@%XpuY~RN%PJ zgwZcDU^2)dpC1H}ctwek4-o%<`g6z1r!F;f#eYq*e}}=bztp+b^!0aIz3tf8M(HCSvsu2QN3Z?q{FOE-P=}E^bbKUYu9fUoNEI;jM5! z;aGq0@xnvm{T>Qbq6j8~@$0Lc(8ml7*r5R`OHB}H<|9av5)yB4*v~uu-(UYv8vkO$ ze>x2zkQC>&E9^H;_HB@OA&W3r8@gV*Xg>ifl>Yn!j|OBP=onj0-TRgFr|{mu#-RZ= z0h|KvBlYr}`k$vw;DMT+ZmoX;@So?q1%dFggd^7ruW6qi-u;Wyi48&@gdesYbWg$m z8NCrVtF?RxkQsiaQ&#l~IqHS{XAaJw-%y?z%^w0xlpcafGgv4gxruSd@W{0i4 zMkp|&Ujmsq|9*-InwaxpG!pm(oAFKieEv+f5hu&^{l@v*Q^-uIkE2GQpZ}*S!z)0V z3Gc6-DmGp~fZQHZMBf2dD=rurk56A1F!Iam~e=V(VM zL^Fc#pFX0!!n4YN6lwj`Q4S3n$bGm>(FhHA4+rLp>U5LwZj6_u_LbJmKZ^P``bxBW zGLgTR`6r@_g|RH7+XNSb7g%lh|EvpgHtP~Na%@A^N~TuPrS8r+-GlP)iJ0JuunmMd z07dHgr;K*i7V{i!tN$j7i48ke-a?-Me+$9y-agxHZ)E*)`=9lDo_l-bn5c1H@F2Pw zh(kW9oJuzp{f}M#k-|_0DbWGm<8{s2-TCW{)JKl%tIj>D-YwW;o}*mCKQnn-vFrfd zu$0^As-NNAY?|=b8q)x7HWKelhVY*DPVPT<(yjG0(lXQa}8|y+5J9W9P#y zEjZO&*_OE%C~_Zfa%088@!UyV+Z^+S_8F)B2u$WT9luS4Ercmd`Ee-6b5~!P#Kub0a&?mu^M!oHHzTD&fueK3h7z;wa~{R()obcW7K`H7uR#@F%<|m&^2Gce83`@ z4$q6RPr@9{DuO(E7`3uah zh@O&#ioEXpd2`)77(B<`N@j0oUO0-u0mI!SI=Ox`es@*fOHOXYUuuPxbu-zuNJPtW z8UHw!I-0!9e|vpsMcA&3Xg2JqLFM_b=-_Xtv-QR{Zc+qwTD1Y(J&@qeh7!OyE#(0>EUend@DC3c|rQ@wn62 zq!k3)au3vhL5YGF*q1czbInk2eoQ~YYYgfq z#s~1zP3>*7t-g!Q@%PT|@2%ZzpV0jSVH$AqqjIBR48k(Gx+kJ-E*es3--e(!P!8Zs7Ll6hYs-r$&cSoS=hPyn|GX2XiWU((E$Gx8C`@Jx0bjCX23tdM!wjQhNXFt- z@W0#Wn8~YMOq#6PmwFWHT$twIcBY)i^|3IwL3J@+N@fEB)%)_3^dIKV2Qs{M)pjW! zK5?mjI?VWnaY?HE^{_R+iuUyZ@{S1~Gug}2QJ(>`sHIAX1hec((N6!*60E@Y6^Aay z>lPG$z>KiBf4ean_yTBeGoQ82Pm{?mQ#!lr(^kD#xNr+~)N=WJj`7FJ?a29bEpkDw zih{Q^Ui9VksK_>b)UBE*2$v@4)IP0XBKXQFDqT3S_CD}$xNrd95R8O?p&oS~+{zZ& z!bbLOm|d4QW*m1Yik@3O5d8;%JP!H~YoAyP$ft!_3tSrrSqrRxv25^gJ`gp?BV7p| z$B$tJTOlAbor!Jw1~moF1eUn_qeGwD*OI^V6E*8y6b%d?58f%U${cN{AT4R7)cPSG z&FM3y>9!~bpDT^Q#xoA(U#2$^B+k+mp6Gsn#WmWk$NjiQH;GXSJ+GfQc$8ZZ15b3Chg&NLmN+#B zdxWYt5hdunFW}h1s+2bDI1<_UhNW+4Mi-Ct50kR^%zmz5yL=~wPF-*C&W#Lvpm-ka zn$6pu(%Lf)@U6ivf{KqSMx*_G=#!4$4RX7l&R=`O;^Vi`&q@Yc3j#jIkzZLD3w{7C zA%?k(Al;tXi3ZlqIDx5+cgJU9(u93?_U1+ZCS?r>nWeB*QJHXl;QqBE8{LnhJIE6V zB1f1>yBjbg5(L``0%Vid-Y0*n7;qf8kGW`Iu8x`V6t?~*n*=>8sIs}u_p%lPomFDmt(m9>UomWl z6+g2ue-nvTN{obWZE@@b$ok>AI;1mp>X!leW$IXboO%vMC;X`q>K~;nkrY-V>l~FZ zCgV2|K8*EXw^>-L+a)xPkfqL=1McDJuQd#ha#UhbWRD6*rRa^X0qyONQhx-$3^74b zm1#ZLg$N9I+NVJz+oFGw8%9JYJTvl(!zYEPZ}v_7w3}KkbGfqiv4KNXV9XWyf3Bq+ z4sYk&l!$@&Xm(zez&tfQ&io|thiwdj45Nlu!o1So?M?+a z*1>b<>~lo2QMZ)u_Zab$J(`l+RJfLTz1uy<)f4&;AXkSe_PykTJ~*z2z5gx`QK!y@%$b~#wPqk^#pIkCs#9^WC2ne@qjebueyfs|7z}!Lr-ex+ zwoT^L`O^n`H+qg7!V#{xwd89g`6XwR!mNDZXj5DR@(BnmnoI~$h>Jpz5 ziSF5xpsGHd-`b>LiMD?#>w)^?W5Q=C{|NmC0SjP29kcx~zv$3KsoWEI%O?Z}&AKhd zy%6i3ogMUTR5+#P%lGZt&jfYgX+-Dc(e=%sm}v)v`+qqC%MdbjFsiYkSWsSwbQ>C| zAGtenzv+?l55I$e=>)wnBuA)1c<|R-B_=!IoPPv8Z5H@j@xD{9W4pc2#zB#QBiP_~ z)bAp8*e{8btDwt6Y5F`0iDp2UN;|D%gX>Y(YDYa)t*N# z)Vd1_3CGig)RUyory`VGpw>=F4Fe?6ZnnBx%nc`Ak^$nhUF#OI*XTSTWfT_hy?1$x z>XID#v@S8NZLc7-Eg$e~PZ)1eJpZ!q@L6SCndv2AJ`RoN<{J;mIIr|wiN%0rMBe4_ zz1fFwJTzE6yf#)PR4oy*-Y0}ieWm`so<0iNl1){<-F*Pf9;w%p*uv8NkA)*N^DzVC z)m|K3FqzSx^ySd-M$N{$hv#X|`H(*ns3gc-ALCUjAk!$e>r|5an=h8#p&1-Tx`0Rh zsK4HARncVXkf_|(2Urd|BfRhQ{CLy$=|8)=1gX(Y?zkTbhQyO$ zNQKl5BF^s8_9;TjBz&Ag*~F>;j#zwuEI>7CLZ{squbW)v^po)4XflM7fvZ9Ff}Ox< zs9HBDgqbJ;nJD7d1>0w6gYyexNNcj{LhHk3Ufl}*n}K0$0Yd9(QQ)$XTqeuDA%+Mv z*z1j|z-PKH+g#)}lM%sRZAiSKGcvv2<{htG5IY4b#YD2|{GWF`5EjH`h$o9qEgys^ zHiV3w0E8r@{iO!-HR(+yZiuP+b@>}RwpUFj6V!8J*Qt1VNk7x~FM@O=pwRUs2uEve zQOtcdFnX1yi1{xDYNOKKc0JU`C6`643!u-1owQqP*fk4lFL}D$RwMRi??<vf6PG33zN5IXT2vXCR?J2TWg^IZdAj_{f=+jfY+d&oO_V$q&_jGU*>6j4hB_^e%>)Oc1p z)U0icdjyZ54?hnaolZ9yVgi#TK$(Yi=VICAy;}bcIN`IZJd^!oJ`hFW(SS84s)``9 zeys$#ocxHpv+TQ-66G^BA5SA?gcj=Qa??PXDM;V6-`H}&jugMcutwf`itrx`Qhtaj z0d~A^lF|=Lk_3glJflNs(yi^+L*$={*wk;TEVl%F?3p6JCIb^{<{v&Fik@tGE<& zE?!O!XuyWDn4cTNKC!;GF{LcJOMaY7Lg-g&s?2oHz!^+`p2qn@U=^VIQXOX_xAUew zReh-dVha@%$+})^nwtl4t?u?g4#os}yN(o;1SD?VNcJg_m71kI-CcZDE^F)%^P4F8 z@T*q&<$O3sb^S69Jr%}EZ{RuGZmJei{<=AjAnRVQwZDdX^HFj8(%Rzt@}~1OnvLHN z{J?Esv-Its%+@GREwm#!X^$3vnFw2^zFrmElFx$ZZ5>HPHB0ZbqVST@JVE%J#shU` ztLFND(XRqMXf_ct=9c8qXyDdHz>Bzvc-LoPOnER#nRRY6!20mv8J~;RDl{U@tjFmi z1^FK^B?3&ED(*|VINOP@ac$6ED% z5g*$|dgkc#pJG}gM4{}94@D!l;SQCTPK&hC#|t-!=hG4lwiMnl{hNTU~5e4E|_2se&scOxDSNlwq5 ziSOBsuji560u?~a-Cz7PgVTWzK|seopX79P;Ln&ZvUre%l>N$txakOb%jyfVTjY?O z7}BRsU9#FhdXXB0l0`6Wo|tIP>^lKGH9*eRkh6ckrxk?i9zwBd@)Pt5-z0%(NM8U3 z<|cw??1Z8y=Hlz^Ay~eUz8Y_4k^LR zuj`1&*p<-Ct=7Py7+(YoNZc58WeNiL1*m4v4B47{4h|4Bu65PSbDT{aWzs8Ye=4+Q zku{VIPC)=HsCmaC7eX*AXjKqG*TyKZj3aImJEHwK$@{gSr%Fc{9l{n(1})Q_x`qXtvcu}YdB{?e}9>|1d{F>R>y0c z_d-07YPJ?KXq@f+0ZOgf`95b&!>|-LA%m-qwjyDH1+w^iXB}1Y2UAJTB|}eo9z54; zakXvdR>i#%iruPe4AKkN2dTfeA_B-zT0Srnlz_{UCQLrzIsYkKMB$ra(Uvvz02~fdX=D*#@4}6^FJOt zE1_yxSKJ1jl0q%x1+QY1aEY-{-goKs+v4?EEF=HXO9Fnq)89E21~E)EX-_FNns*@2!Cja`XZl3w5| z$u_7&POaTl>!|Y z4hZ;Zu(Sq~{A4@QM$61K~XpteLpQo=g#r%$xVcsRV zQNpgRuoR*4QjJO}^ma<&MN8AImeDg*iwMD_jk+HFT%!Frw8%{IiFg_My1`QtwX|nM zZIH(G>E_t6(XK$f&GI<1 zI=bf!nA4+7#8_ZczdSf6&{p>5QjUV=Qd4GDZ&1n)jFh)#W^}s99n+|>xogYSR{kwB zq%2yGCX=ytdoa)SFq3hJTH`w=#x(;R44&aa?pd=itR00{_U^q<*s_Fm z_}K-)FVe!1^ST{${1|{xY1L;%r#|J!P827YUL;QaumoKLEwZ*pFK*wR(n~`xR>jkh zWQ)e`x_blGhX>=O$g+6%_aq?M|oNhbDLpCescP~H;is;vd05tkH50h56=hL?`YdyTD zeB^@sSFAp6Zt&r_K;3hxX^z+P`m6pwY~2bb;u=rpE;8e*%8tfLxCPbha+%Mk=n(nAW%c)J8TAed0<*e;S1SBx*=!L$tu|M!Ye8DLURH(SI~lz066tAC@8-@U<+0% zok0|^ThUA@nKbs_Of|#vctBU7YZ`~Zyr}?| zBj_=2f1Y0A=DKsFwMu%Udzt-8SDH*ZVHb29B#05WX9*T4fL+@PVJk0s0xScE1gyn z`?zSzZs*tb!$0$~hy0!bJ|z)XtT3f7pu%otL^+Wj`y!E(S7I`d#Sg21>+4^sHrQ); z;80<9)(s_siAL5la{HVD`Ow42r2K`CF8VG@hcLI>KLqy+Iid0^u7pA0n#63n4q<8w zMz!}&qHN`F$|vGouw-X^-9mh>iPHjnv2jv`GEVHYaU#JQqk-Q5FuWV1VWjR_h<|e! zF6FSh77Rb6X#&4}yY2?NI)&fm(wf_$uhrO&ES348V8-D$&?X{4+|BDy2B4x<_P;-6=yx^v>T zecX%})_Qmz(ArVtH2=L4Q#as$`;Iz=9obQCALxq3Tu%SvIB^OaBd#>BOO~vh-c5wv z_vnm5PxXA+StSgfz8ewYLZfN5t&UJ;t;#_>5m02qFq>T`0-?K>cuRbP9=Y?lFec0N`iI>Z zy3D?~#AW{Kz4+;`Iguo+*#`5H>4_yD4Cdk9dx=w(Ki7NGOJCuNJx1;oec1K!eT4KK zv)STjl6F84Y}W8rq_bB#kw`JO5YUjUCh2T&B}Y%{$Zj0s&^y_0)`{J;i&gww-Rss> zu+0?@xhssHzcRSkpQ_T24pd(zPIg<4SEGqzt4F$r7N zRP|M!d<55BJfYnY+?A|T{po%AooOG^?i#0rGaFyPYW5w<2hI?{kBJFZH*k|DjJw*( z;-joekiFFwQ1vP=s#K7*L~hJ<qTyriBS0jQ)_>jfeR?J3cY zbucJAFVn~0`SWkIJ=EK&f4i~Z6J*s>Sk^0H3vZFzh%3o%yy2q;)ehNlMABNId0o=u z{kUay4x+}l-T*o|Z)B87gCiviU{p7Z9KPPw>w$y(q%Uqx3vCT*dg>k==H&v_gR?!g zc(WL`0zy^`F%6tLVJ&A$$queCTCBZVCIG=P15dI#x^BqIG>$I0Q)gVho!X8>2QZR< zidJs{f)Y@mK+={@Tyn5G-aL|~-{r}YO&$Y6Kh1NMESAsLNn#dAca#D)H89#D_On``5lkw^Ei05D*1l`Z?2Ph- zVx45L$H{aW}wGnC1$MyMgww{W+HZ9Nw^65X|VSkK`pqw)b(7KsfS`)Y1# za0lUtifro0b9POFEMc*%K0&P9LDiZ$UhTO0#E!6aRUcr=kifH>q#9bt`dIc)%zJ&0 z>cWxm2^lFThvY?*Wluj@Gqv?B)gyW}Bm4`;XrqeL>CEY&A!$On*P`;B^l#Tk3Fufd zIf&gj3`%Sj{$_ye3lUjar}5Vp&6|ynb(ArR*AGPQ-?3O$)rq$l$NKj?(U7vQz8ge$Wej1r$zpAxF6xfiJF z=h?L@$Oz`KGA#=3m|TL#$;H3E`1Ll=8Vh^WC70J~dezSB81t#_MPW3~F+bvav)rKR zhrHvx4h4F%50pOq?{gLBPnV;Q^p7B%xFUBrmRf*Lb3$MnbEJ49#)w@IB)j_dv2g** zkg(&?8b|K5+ZUWFiIg_u@f!D!Ry%r2-pBqcz&2t-0tMp}->HO_bb5xmP7XK&N+bDm z3P!l5eb=vT9W=P&$A4(k3zPkh<3LOh0fHqP8rL5`=Gx*~itRIi3E9dIh6JE(i3xs# z(|z|2j@oax!16nST4u=|YFaMmy6xc|Uol0(ge~-%+hgO}4(}gL)PvBE%lDZW914*V zGgBJlE5J zEVve`dS7wHLGE#XuozdGbE8$>n2}_4=;4w0v?!x>oju%u;fb4;8qey718NgPa3E{?dr9+Z!Y_Jit6J3^r7QXUn3>=-Wt1i-NY$z;SJpOGQ`jJ# zaWYxC`H|jR={_dyk1iO_xX?L{0G_W*&LggsP&NiJjI7CohM8yAM8c(}?-5(y4dF5< zWnxNNT`g?gndsGySKN&fMN~+Tdk+Fyr%lc?u31rXw;X3x!v&2}%h+*3Xq{A?DeyC_ zs%|`(IOhCvM%8Mg=Rsaa+iAZRI9blVB~cTar8>>>C$}R;$LxvN$4(2y*s5pszh9W> zr7BYgeoik8ne1^}!vf=e^!qc>mH4CWDKwSxVd^0rd3?SL?jgt4SFEQmEb9&9Y*h7y zI)bh6z?;(f{n3t}ppUm94D&wBofKzi%mt^|IlrIvQS zOf7~X%NlYtjmzvV8Mi~!!G#1qdPw%h-6#9i#DsD933wVpToR1x*yM$;7GBM*pu(n4?Bl z(DnE;4dkzq>_2b4nslMO65y|G)>l_fPo3};dCPKj6*=wOFu~May=B%@mA9IA&xw8v zt<1>2*(I+xyA<#v3=cCfMejuX&*Z+r@1Ii)DAdC33CA_t<_GeR$p-p=X{xac^b%)N z){LZdjLL1kL+!9kh^vpFXzgGUxtp!TjQQ=&e*%u{lg8F3yk$jBc6U0T<;&a86O0+ULnX3_1wwWQyZtT*V&ThFJC z!fUfXq&iC_QXV7k33-{Ubcu-tDtSvJU>vFg$IXa^oD28ili7=NMf26ZU-msAyD0U1 znZh5hyevK8w>nhK>m7-_%)XwxBqT60=4QR_njdy>YNP()vYX&~xdgqi-oREj{yAba zMnyj}9){5FNmiD0kCQ6mty?8It+qZbwwT2kmO*q+s?DJa+gsJd}wND)ZE_|^hb8qJw`@ZULO-yHVVS4<7!Lw0`X1<1YJsQ zkz>Tqwd80t6Z)$1%FenSCKX$yj!;HIO+k3^hcDRpbQE9p?B_qF15tVjzRdZA zLa?P^S4ErYTp&n{*g}6Q_Btc&1rY3VHGI79NI(tla3yt-b=CEr4j}iKWrPD+&f@GC z!4J>B2+=;o`8_0=Pa9CvbeYXQ+qOZV{HfkH(UqlKN^T*N+VSL zj|MFH)zDdQxXCzKH(Q`wUKF1BZR-ufyO6cN-^NYJ_E~`x)qovHu;ptT=>Dr$)>tLb z^k8V21_`PU&DW2PXD31q?|8k5&z`WdLgi6_uPXm7hk26u=#h`YRaF9wsQKpK5%bz% zjp2jq`dV&mVj1~;c&`J2`KB^1i%=i28#w#Hxpwz^z@Nd>TrYgh*&w4 z88*r@;EO=by|IGxAPH6G%uqKf&U}fghyw6qD97P)an7 zjaMbC*E<>v$0ozprG?P=nhtWhyi>VZx!%#*cT*n`AN4FFl2q*@MaUt_Jl;Ty*r{!k z{nhx@B%_UxwGuWJiBiFZjK5fP_;VA~Y2_qiwchTo}#<|)x` zYpz8lR?wZB(j!%?pvInhK_fu63qrV;p0Ae6Mv;R8&B@}Rofxn^Lw_*(O_>}&q=I^n z^sX|lRsJ2m^o^938{@T-U6+0_du;j!UOnr@j(CIXaAksAj+8f-wwEI)+IXLLgYTwF zQ{qsSb)-3<{df9V8Fat*i^_x7Srr8f8th6_lCly&Tx&+n_!jBlop(3J{x0$ntasja zn1cyHYcvgDV=1F*v=B$KI*!(fK=6{{F+rMqRPcb~bj7e)i<_Oxs1W!-$$P;1;YL*v z71AP-=aPW&0FS`kK;457htn`Mht1d`!Ta-7Hc#(pFPJlI3Q5&hxUR_9-3Gn#1(P!rG_uyIJ9z$&4ssEaBtM=mOZ%uX2|EaF zoG6E1@np)@T+-4I01I$LH(S=Pe7*elXu>}-*=MiPH(eLN+0DR2!rF7hl)-9cTmx6Y zcMs!5WQrsQj<-z+p^u!@hc=GDd{BWe0^HGVtjMR?gJ^>80|nMfv~-EqV9VUgYJH2V zrsDm|ea7^n?XeO1n?NynEumA_A+5Nol3fU&8R_$dvp%#^aUt5F{7?^0OFW7i&V}pU zZnUTm8O6wQ6=W$AjS9lC(@Fw}UIbzzn?xs2=~3TPO}58ssGAHgm=#d$#Y>4rs(#V0 zUyHIIr*B}N^5Yn{)2|Qr_c5Mw3Dn2(uU?ltBjB2P(tQ0Lq|rji%xZ=PeHh286+)0vXvkJDD`NP^N2|CXa6;Do7^@EVq^HFYheArNq$Q>CAMXG_F%yCffx{bUf z`TouQ_gEvI{5^*MCKM_mCK785Nh^6==Cv=de3@r8&#-e9XE75Mm!|NE+`80a@rj(q z=CuaSsITW;N6sYb=CNoC)GUm9&S-BRDZTU!QXThNh3=xh7Z~{e>Em*|QTR4;MeRP4 zYINf}V^@$|I%piop)ai4{b^3Oo?_}FcP)-q9NS?eQIKOoj+L<437eU7$|S}cFN^{3QZtUZF!O5oKZbbIJMD^;)=2-%u7x4I z`E^c-&PC0N?a?sYvcOJnQ}l$TWE@q44+B3q0~8m5BXjjlY$)dTUYdc*w)5|oooSU1 zIyq388{4tWx`lYLkiCSqCy9t={ki<F-zN`#s<#lxHpkD-`+la8C zn_6A4bqAHtw{~j#3H>%_^gezBJCHO{T@4rQ%DF7q{gb5rtDm<_;)JKhBIog2(uO$!(&$gO;g^9=|bD{ zpz^oJtOpdRgDYgU-kox;RML&ifzUglPw^x+78zhA;RS9*u>+(1HA2iDI3K~QOH9Po zoZr=4;~=nDLvbgHCSDi|ldOpzYrBt0;@@Zn1C%`Nl->w}8vtSq0yEc#Y8M}6&c@T@ zYI;UpP}PWii9)HA)zMgxr15fkZH6-#f-kqvs@Pk&PPmgSvs&`7QwlAx;qI-}#{j<7 z0}7h`dMNJw>r}{3J`~RBd3e8rO%KXzL~#q2zW~Tqm3Z`L#uf(jJ!4=@ErKT!lV5$6|IC2geO&{G{bgOZo>0$Yu^c&g z8M~B({UTysTnm@gSQ@L%ZdJbyYMFl0$Q{>ffvj#gY&o`dz*>nzliT$hI>0EJRohrv zbzwb7T2Od=!Bs@XeO^-oC{pus#{Div^PJFbkcMq0_sM;6otTYp)aH(Z*C^dJ6C4vWALe$r2aP(TY_S^F>1)g3V zEl9YxR&}RPpMQk@fRQZn5?Xz!=kXA-;NCc`ms-8WZ&%l;{2JK9`Fd2Tyh);!&zwn) z%P^ZJzKtk|J??Ul^2#5#iNf4B*0;$x-onRCzh>}UF5y<*?^b#+;*`1Y>0nzd@tT!^ z!mGADhzjn-yp?TPSKItol6lOC)Wa8;(rd9*1wOv*e z{ijUdF$aa|jr2if?dHBrw6}(@bA2jt%V;$wYGiM%#LZY9cS267{QgR>rbpV}aZxGo zH$wEvXe(iCo7H~Q=wZVnwG8sNNN;q&MtC<8wnbzvGkUjGBkZ)BJ^Q|3`B?*uC+8ze zVyTC=CQXySWMh!j5YR{;X6)>vin5hW!J}O>1L%1aEDIZnUJ{d*&=?Y<6}SyNGgDO@Lb1WM|ysMQFPAJN0^mrWl(J$Mm-vVfIfw|o3cfV2=3 zl#P$ZW&BE#0@p?Loi8Ympd2YiyB$mcUgEVnIp=zz2v@d#&$2u$ke6K8zA$2fPby5{ z+1+yBq55>tsw$9{qKPtdU|WhN=Wm(37JhYPizc@XN7A&q!w!{+pzk2F6>N8(^Vd9C zWd;jv4S${DfW7Vo3RMk&+1G3=<}B-$yt)XNn%BCNDYL5rCaH?NFnR!bZlq@1#cN{2?lqC(om#sI4bTI4hN#N zKST6EOiS@&gDKkd@8u>vf$P$i)5a1;Ibl&01YLEJp}7{-sL3f{}Gg1tA?rEb(sZ;8o;h|$^Y#=uQ)ockzD z)Ofw*!){fy@j=NU*GZVE**fykJcwsoY#l(YoOU<)1r|4k1AU>}rIxfW*`giCQ~e2) zu7q&`_ur(~9PobcVqKDr*4JU;WQ%%o4JW`>yyiLC%Bm)N-96a%xRmwyjDkzbx*|2y z4`F7p;2ZW{JhJn8gnIH`LTsv5Xrw*1m!tfFujp6k7mSk8?2PRbTcd>r_N%;r>Wp}C zkm(sY)v^-WA;IY2%RCJ~+;qZM(oa+gf=z_(Bs?T(VK-rf=cG#npoKZ#yA0B+$2@*k z8p0*NR64Z2e~waOtQk|vwu96(@2DlfROtWVhkp@4^Xw6YBAhM#+Y1EGs-w$wFQEf3 z>(IqDuOuSXd@*;TWP#qY#KNFhjv@<)N#~Mv^h<|{KKh#Dervi~2l2F*P5)FC z`uKFs+x|7@w{Hl;t1CX~4xSqI=w3AmwG@<%e}d}QX#{6+gi>YQ01c7kN;g^7Eu;$; zA^GtBB^}WtO>d$FYB!g{gbwsEO=glafbvSgPd^*t4Yt1T?Hj61yEIE7s6p4!;(fDj zGuRtKa(zbSX#qV#>pNa5S+}-SbO5gTd}_ZL)29_>u%PcneFPx?qCgp#Jf(8-+74Hf zY?8yXOrzK~ZsHp9cvZE`pXH+H2S~swFJC^MQjbX&cOzk30eR4_Cn zFNW0ZhlVF%A|br1y4EQ5DacnmPtQY+Ga)?OUw?JQzE!MXc%%KH#z1nwo{5~}DdijG z7_~`TVQL}neX(K26e9F!31JS;G+{sFM{Gf2-=7b?w%&p&=5BpxoU|1?2Ng6Zh(Bq& z1pQu(eDC}6?&svYuN8qpgPlrb$|~Ce;|t-x4TC05sN(b0L1|z^9*%V9jU$?yyq!53 zK?j}SgdT;R0BYr+yla$Mry!Cj38~#gQQ>#5LdbAz@@qmrV`_nO)*bKYqBJo9k$PS? zG2~~8u3$(|yfc0ejq+opxf1H*{Q>b0#GgdQp`i_)Wpn2#t7a1Jf{2hd&Mg`TpdVCR z%MFL!Ym8M7dm$UFS5XGB%%jj{UaSbAC~}1|{*kzW`Vh()XoatD&z^bBGu%2Lqdw-! z=*fOh>0fCm=k@`M-PDia!c(*Y*&p=elV`}5n6#8>!q5_a!Y{jI@S|>*;I7w z7|H%367H0Cw=JdqLHZ#6D*o{1v-K%xIR6%+@4qEfSfFp--s2dh={pX5ROW~mSkWCd z%`r3zg4;O?s<>a;DGCGZe>ie0wd@G8lWfu|!XCua=UV1CPkb}HmXuby+y)_Kh+-s&TxZjVsMJ_Bg z0+iM$9#R+5zBEs#NygJ)9hDniJihf48eMd46@QQVsQJZ5x>)Sk5%b9?dJQnzCzw7a zr{>Uiu*h!)cyhctRKa&aJPKd=T3F!CZ5xm~LG~}rjzjK)XOcvuRpYfuNOM-Hb6;QC z?|ylgQvIo}hs^07!u*0FyHUqEv?U3^dO@f`+Ki!iyCAO?bnCH=B5=x5yLS&LpVwRR zXiD@jP;U|8TC9CCDyB9{-IaJHAyb;0&`lroH(m`DzP z!rI-|c=In>>5%-{?TCoHh1e12?t17hr%}Z3#S)J%bbAQqn_31-yi|oF%8kbP=6Y%! z@Ps4v8~v*t?#$NGPU^*5l04g$5|70>fPeMA!(JZ%1-`e%Kf8l&AGj`eg^ykls9H-B z#Chg$VW#fl-b>NQNX5_*Tnv^RKw%?icOncU$88Sp)H1+I?bg~vPx|7tL+ZPya+3Ez zu>Em`BZymb03>(jQM)59K4{*BuW^yZkNV6^tgGPY3LFkpDAq?7EE{9LT_K>9P3=ou zwT9yM42VT`MayGB*4t61ale0|GX)%ao;b1jwJy(e#44oE_M4(`$4Tz4uYfxj_Ewmg z6fu*3u667Wjql&|1;h1&S@5p-yKG3*%}OLaTznimF%7;_S_@`^SYRq>Aw)l9#8oTA z;YYj;QWYcA_1h8P;GLZQI>DRkLUW5QjyblKKCu9~65_>7x%Zm(dS6(UHgNpqqN06l z$dp`Jk=<=%$dsbeDGz@aurxd)9;S_LFZWZVh_IP*bd^QmTh@^_OZt(cD z=oZ+>vqakChv4kM{I^0*W*FKeEA(C^W*$~{TQK9~Tl)e1EV#i#L41AACsY&~^s;fCl%_#g^xJoaGmBNc6#;Q!KOA?P>CJ=bjW!3YcKCY1XOU1KI!2o-&s&3VdU(34r@fNDtA^G(l(aMhP{lfw)YY`&nbW#Icp|hM`$-K z3`_KZZ|6MO@E^F*(Y|T_xT}5tZ>`(Gr=~DwPQI)*_1jLSY3**__|OWYQ{s0Ic}XW^ zMt@4KS#3P}T;UNdSnO=-S#{`?YLwZO3-yIhv#L-@gRrw1*Xjr6eF(X`18SL?mvf_U z2XKdAMjTa`^@3O|+!+l%->6!%oAgPm8jo4$SImnq98qxAsC91PcZNI1A@x7SH+efVT-H+c=;!T_-Mwi4 z!TUVAT5Xab#k@A`8*R;k@r}}SBDb-{CqT$a?Tb-QV%z`W>nnhwjJm&F#bx zX^`$N>F!QRk?saTkQ70>ySqVZ=~}wJ#d!7ozcb$qGds(39!K%01kRed5epzFboXnNIQW&BY)R{F%V-eAX@FG)pp z_f+N%w{&A*b+QIlPBGNMcd9X7+IK{UAaTdRjBPq0Evd~6s00;mR`32|uWjD5mRt?g zhhw2EfALCf3zLiCpmkb=$VRT+KYxQX5~Tsw+d-JV*vS7%UPZkx3v8(Rf<`L;{v{JY37=514uQb9NCYatBNjQ;f0N&2iN9% ze??v9Z{ri!&%MmULX_1se=CfHHG3dy1^+5Rt6zQV6{Zw?sZOQq3Z`A+Tabr!)sXT~U%Kl|g854a_j{v{O+C_{y6= z6;6sBrkh=J6I2(Y@m}QLiX#t4HOxI03ul(86o+WVq;*I2va?8E5@qduTVjSJ@%M_` z6-eZ?&;CM{BsXpAPPk@YxiS`IsGN`2h^AqnHBC0lxaO3L!%>Vmo>3~XMw@8c=c6@0 zd9v<&qTd)a3w88+x}--d3KjJ5>n(DE_sH!p2HBuA%K#s?0Ivs_NclpkfvAHRG1+3M z+CIl`OrR_HV28FL68A>+rB5eIqyRTI=g%z>wfqMaucr%EEIy?0M*MKv+3Tjm-sHyGIY{S+clA2?FkdtMBdrM)3=*> zPvh+&eKf(hic(_qU|jd@B)Y+Zm@<{#HYxrd>8SjgTS$1^`KBD?Oq;Bpj6VzGJ?HbRPXz0_%>Hd;SxkY+eObS(SxXhrNQfim z#67Jy5+0O%5F9D-)wHP-opO0F(Btv$3Hi?xjB{{Ydh*JymTzZ?j|~hy>(Jx45XaXg9e97PlPS#D47Gto81Syl zwwmcLMa^D8pAiHm4>f!}#6cOk6ZrYUAPJm}B3op}$0}Jq*Sg_^#aJfB?mZ z5&U?<{qho{g3vR5Gv%*Xil8vP*v6I(+m{O}-xrcsz+Cg_tG-53oWI;ksYKpNL#Sw> zYrinihtP%Njl;HLgUxYA+&>aC4^<^*(=;HGa}pPhz`j99S214eI#vV@IYE7qB4RQW zTdVnm5JF*ja4;atBo4FcjIEw1&a8o;tPMAyisvHgc${&ipACWE|FQsd_3PYi=-vbb z;wQ)bQDBRPsJsk_9kL<9NKh@VpFH7$x-?MS9VGPjE~}y*gH^6LtnmEPDY{dmOmsbaxq$&OpoJU*XAiAn_!6oo zt^!WK?fWv^vJ8dtNoy%yQ;HXpT2zO6KT{$hu09b(aX~np_$qOnB7T2G_doasbNaY? zJlyD@Qr5rXqjdzSd*7f&XgVxGLnJ8y2D~;>RR7@OmEO*lw<;&f+bDm^s`!X+2K-zlaeEy zx4DfB)7rF?uqhk^ox6wvwne)ek*4$8`WA!Jden=u;*8>S&h#!j6)E%oNfu0>2f zUFyEvl<9%91Ijj%ZrAZ2G44(+SiTLGf63kzA!iI|T#~~Kf_iJqEO_6Z+@zRXmms#O zyEuq&l)WWmlSAtj>_FRity56ZhM%5T@HpP4u7O)O(%*GY?9Ic_m&>DyT^V~rdo5Y% zx6GKx=vK+e;nRoY$dt9bLd4 zm$uDsHMoJ}c?Xr`00#H97zMauk4{H7IL*t4eVMJ&>&L4}IQM@74csVgrAJ219BS5U zO|4TIuhsPTUN&3kSxKkVDUbP-iA`&86r=>(o-9&ttL|SG8X7fWw7i+>`_iRs)870n z?wiFlR&`TvUOGE0gB5cnvaU;~7uyYpPPI4XqA58B`!?w{_xU0Yam(=Zwbx|BNQrJG zkLwLtgmtaK`%>3Z#_7=<-rDwtEnee+TrR`$O^b~}>aFzmuox+<_huJCjXRSmu||Pk zrmQPji0f@4#C-3>2nQm72H$mX)(2fY40-Us81Ta8eHu6-;bddDFT2w0w&u>(i(37I zge(9Degz(Tx;DJ26=OhOzl=U3JG0ZaTBAu=-eCe<6Pk)7Zm6`Z+X}(&h`edMt7P$h z{F8t>0vOt=H*K}+(6dfk2A9v9vh9x0(e3aSMk!~Xv%4A_@V9<3!ieW5>iRf2B3VY+sC$_(Y-4Drd2K=7J6@L z|3mpVIMuK2xTB0bF@FwJ;|Zf`Jw#Ey6zL|5Bg41;wpm(s zr{9*<;`FJ;hTLjMy1vMq|BX}d{PxTCT$036*qS~*E@+(?aHFKw(lrN)Rz&y`etk}dML9f7ks{SDS`Bw zwR`w1cAVZQbgs9PwA$4qaQPie^Q`GXu(|`dc(PYK>ou^WSFFm}Q#e{k-&Rl;{LR5|e=T`}zF$3s^0TrIM@>xU?rX#=4Hy}Q^y zc#}v7->d3HsRJF^)$TRXh1)I zKs|A6Tg{{QBV`S1}rZzUvo2e*rlZft}rCqZVlHsTLO2U03TqP_hRS+?J zEeao61&USz)aipErsAL75frfO4vI58nF%#&r``Y5H-tH&@KufaipX=Q4*1l%vAZZ( zVmAGxvAbv&{2I*HNJQQm4Za3I!#WDRan{u#;;J-gt(e@G^Iek12- z5ggS^mF+i392^lb4yrgI{G)GhE`-jQPP78}M>}6E1}Ta%7>HokniUP3#0HaQBiZ)+ zXq$DzU+wx1#ZZMY8{MW0L}v0h$~*ds)X*Cv^hgR0MIjh}R>?=}Rc(crL)v}Fee?0# zzSAUA1Y_y2nadbb_b};rY7++2;125EuzHAZge2?D$C^Gkmst!m(T#NW9$BOOemwGr z??&Am_aW>HSRuC6lll^kRGdK;%c)1_*mND=x`WnuD+cgP=2l;kq8!fHTWI1??9V1l zP--kz;tS*q9uNwFS!gwa`Ts>Z;))-<|JR;W-!hJDVLK?z7W|)*$ zHH;7`>ty|fmJcdu&L@FWegCu34x^hJnl-bWf%(c7iYbpAFL!vouB)mK4zUz2C@-m0 zg*n&}5*0Y}8zvMWWMBAD@Z`+|DxJlELsMVKEkR)aV;dEw9 zPZD?QyY=z)YHob#(hK8CibfGik{$ju9jttmx%-+; z=#oeC?e=WG4?KzI#>zn@yzBgpru$_0FB%e1v$+Lsw9F~RV>k1-wpM}xJq8?_*ez@4 z@6An*dTGsHL}-hEWX_ zk*F{i3_^L&lF6|vL|DiDUMJAZvErkkLJy=Cc9FxFjqY+AH=R`|Wvt7FPmnvxG|67# znpu-i`7ug61idW^ENCo?-Un-#{8z>`p2&}*b@GHG1SV6?_db@d-5Ca>J0}?S;#zm4 zJ&?KEtF8K2zqqYq-~3bCWp0}pUZf;Z4d|2ETEf<@h8r6XJ>cXZ>2+@kxQNdjiX$7Mh89&JOALl2rCiwAnZ|$@%^H35etf9 zem7B<-i53SvMv(`S`C#CAA8oA)1F+j?)yRY%p0err!>>>{vfNK&X!-W!ueiHeo9VQ(L8I7yi(0BO~Ipy#m{HT z(xnKjCC^T>>erU@cLZ;dp1=PXkfc+|`26z#pDZb-HM67~+hk>9m@jqJ0VVUW*EhBJ zydIYihtwBj7!+6@$XYyvZuhz|_bf=`8CRM#9H>C3HMKSE-+PdqQ>e1nTLYX`oM#x{ zY;70iF-19KU9@S4PJ6Vj?Z=WL91PU>mWXIYROMomKJv?NCV8;XZoBC~2L;L`ZdO_| z2fZgS-W(h#O-H)kF^i2>@=0ydOz8>T%J#?TlukrR3Wy-=b+}w{(>;-CU%PAL&~9x|l!MpOU1({S9%Qh1N{Yc-dIm zLJ=albg6M<)oCUau@>f%Yktyae5T8WgxThIJ?M{~K^?Q&5`an-)(8vgsn6C)86c8o{ zf?7c|Hl!tl!g8E4T0augP>;(TI-H7NKjj$0H4Dvlp7B_`45LB)3@Y1Qo$` zCrk>JZwBuLJw&E>~KnE{>#F-H>=dYT7`+mbAD^x2_{S=ROah?;9E^gtmM zAQ-iZzHlHN*G-^C(amVD0a{KP)3EEm3m#BTNSvdHDK@vt8E8b>sq9N?4Qx~Qg2oTH zxFAFx4p=L#2pe7`#^8}w#@j~E7AA+#3_yoc*jH6G(H0)1f3f|!H|O=l5ph$yR;uj2 zkeO$-9@+9|&P`kJEtv!>VIF;71d#?GlX7 zsi;P6$ZZ)Ma21q@BDU5j!-cJ95`hdUyr@(b5a??G`Al}E&?UP;)dskfo(AcWA{KC? zopATU##RxedAdgY7%nSJ$wXCzp_geHLSLvSro4N1pl4M(KIsLvK*>413my9kYeydn z(S*^e2NTuyWt)sopHzV#ddUuLk#1%U80b2d?w5W5T-peNv+t@jEcXj_D@jBKKwQK?7vBmH%m(|Qz;wm&=s2IrK_#>GQR{9$fnd1?^SVB=zz$oc`L^gCY3%Omt6yD#5Y#x`;I_VUCI^Q+r( zcN@9Bb4=a}7hHhmKyjf@*(53-CiKF7*e+nMheE6CBbssSccqz9m48Ldy(wSW2lePq z`ebNGS`zS-o(kI&^(xF>+4uq!URd45znzI_J@dggI0=2$rH$oo7+#9*wE1Lw;0})u z9q+;G+8J^UD^$i&V+`3vZu2H~Hd)`JzP`d~l$$srWS5E!%8a%)>G}Ds`C6kbK-UO| zW?JD#kdX~q^teOqLaMr5{;bf4Ydiz%_mvb|C|G-FPL7vFfQ6GdQ{wO<7CQFOZKvFk zkhHnG{dbOG!I1$RYp=7AI2oT~bJFyB<$_Wa2JkK$ehka1k+xlUV++uFmp zYbFZLs~-u+<+6=}9zx5mPl(Ah${AY2JUVTVC-k@u^xYHdJw2v~<_Za^x7l7P)iA17 z=3S05y!8%BuST^{W5L@9oPj5Nc*lQ(D$OGnZEmK7PX;zbhqVr^BT8dFOoV<|o8LLXi(mXmlW>(F$stma(h& zz}+9H$tAV$)|!D(u52ngMWdaXVT?x_{v9x#5#mBL~10fIc`dAI&Ub zEqLvD%eM>@7oRtz{4SyxOIOKW-;L9jEmSwnJdUx)H6R)ir;zZJhKWF*o%vRZkRiFG zyGVw2L;RRWu+5L`Yqu<_Le1{i3ZyGo#3*yy`rp(Ag;dj08joFNkcxf4h3o#3{vd#% zbL_ej1P~n|WQ$H~jIC;)dvU9u>S}S8LNk=Gw2vCTA^P@K$%Gj$=fOb~qo<;xB=+ugthOZ(i~O7J)Q1rtXmVNXDXqilJLM!Vodu? zLgk3VqtX}yUCnQCLi7)VCO#Cu?TvO4MKydx2|O_PI;+Kz{&uY*EI7vz^3+pJ3g!VsFMY&Y>uIAmRTv4sVPXiy*&%RMW@Y-DTaNX?IhbG{S z8f*{g0xd?`h)4`(@AKe3!e%oM&9c?az#t)*4vs+T9GE0etA`d5cYEPl`ar4{+qA}i zsuihVup%70&iZ&tm1X3--v(uJMR6i&h>~XrhE0e5&);Lb;5ZGcVqJ1SAV*Nh`3M*) zhl4Xe?T#DVim6Gb;(h!;~JgX^e_fJXAYV?r5~M*VrqJRP<-sH_hB8o+;=0q z6RxCx0T^>xQ`Y#7NzNr;IrYVsvGO{?DDi#iicZ5DPzs){U1%qq#W==Cf+7{d51pS@ z7K80Ehs-rPj|hcxi#FVYN=`@ zHLRhY*HL_p2GSK{G#Ryt`{qF-Npi56aG$iV(6#vfLS%XOJ()(?<>W-pp}nR1)Nz76 zGx})-o5cPcx-mwoi_ijFCYdEl=6CXm>I!;+Jw6mm(X8@wHXHORLQq9fkC$;=3y=4g zX^dHtJLUi@7xcaM=~(F-*acED?$>$)%_l-TG2u=9+0Rv;=>?xCLJDD!9#f>Cn$N9Y zoEv=vV9_9q-gzka*-XC6gt)^d3*mov{%+VNOMG@Uv-ncg&&zAjlF=S2k1S&n{3W*G z(|anP)!x)hY??1pp7_M5HuUWk7x8JFe%>^atU~!}J!5gGoA=f`SGz2Ad+3V>J07-$ zGmmi32GxdLZAR>wOA)CXIA{>2%J(ui%}BkfQO)xR`O<4Jx@ILv3HLhm^E%17xG9bD zN{tO)H$~GdF(uqNABrz1d5o=*Q?2-h;yltUC#FpPX0o6AhSQ(J$^Qe^4G6O_;saV1 z3Agx47rOtq)@6aj(6T(+4+8BF_tK(z13bRjg&mP2q|CzAFXB?KXw>rsRH*=L(@?e_ z^9O1_|MpEp&$9LV%mXphbL%o`btK+p&mxOR5}?4gz2OtJyL@Af=JEw}aJt|x3KdCg z(5i=KWE)9a#LxkBCgSr`y#`J?k0Xj`2*A4#wD-CJV5eW>&V(3v@gqaTZy8KG5#rT$ zplmIZ3WV;2zHZpYop%a{6L?l0-VyelkmIg&Z7%@WO0)ux+)UX@{TV_#Bh^4i59;%5 zAnhod6-J$4R7w^MksT^QQsU~4Co^&ClAVX!3)da3o|ya>S`r_<tXr zbbtf}zsAKxJxSBPgR90R8^s+E#caMSoekRK_3&v8*V}u66nZJmcWSWtb^_#n>TL)7j0xr zEmGW=2}0i;m&`>`i%_q;Dk@&yvymAw{?5#N?kQ_={LY4xqNBKf60v%uND@_POhdNQ zi`SI1P?qaEya!fx$6N4oqv}y*00rD*as~3Y6EnF5$p&WoZ3VC10<%j(3`(%Ws)EjL zCiYc_xX<=b8id8)gMbLnpcZKEurbw%HU{QRCf~Gi;4gE$$w^-OfGgfZ?zGVsHRs7R z%-jyaZ+YkUjP-1Ac(?2-4lS+C->Y{}*Q5jo!{yWCMULKWm#g=k^c^zwutz3l(Zp=e zo-(T~!w-CjS?+n+0z<)B0(&&pI@VNUKC`66xy5k2i9m7LPhW&%t~5L52p>NX za&+K3I-^ub)JUPGXScEouzd6oLLB;WgQ}${g=m&J<1Wc!xDY?|L6>53w3J}qdmjA| zBXJFPeK&KDVm-lOn~Gn%3({`I8w3m@C7y*zmN3Hd@4zM(90d1`&;VU$j$Y%Li?Pet z)wXL8*2TGWRLis)9koNDLb>&1uM@%+6{<$=tibv*Q@ph$RxSG>kPktqT}0q{Olgof za=?SSdZvG(xGF!u<|TJbvjzX)j&A~xZA~*?;5V3au4V6#2JiLU{A?OOJ}&Emc4q{- zAI~~9hmA9B-}u}`v9-LUEM5H2_CvIWJr&4-P*LE8r#mZkDLwlhN)(rE=; z@A$?v_Mj`jmJ7Yx!ev?HJwwiWHa<8^HOTa$!)P76LW3PAAg@%#b`yF`SMAz*T)eYFHd=6imj7B{~K-1}nw2euVw&!Zz9Bx@#Q;s}>XftI8j>Q8`2Aw$hPu zLdIx?e~_ZQnm6D%Dzh~pVs9urUos2Y54szwY2&3oZ^HZ$krVR#CRp3{i&^E0YDbhv zlEMSg=Q95(Z2VGNU1=4MQC)C(Xw39drvmvr5L3EZ*1r#0QU*G8IhH$BVL3iq7OAR` zoDx6H)S~D%x4hXoLag5serRXoUFoY%0?m^s0@vx2CJqU_4r!2~ulE`3E43zeIurqX z4tnvUvg%Jx&V-?JBMxu0+=SakReNgJJHZjYTWSC6iRjn{{z%QfQv|DGgVKb|lx+8b9BXoiBwAC7M>Op*pSzJPv zz@t*S^ULdfSx^m++V^cHA=f!7bn|l!ei_P7_as% z#E|cj5-T`xN1~6VzG4jyA3S9CG8wOu{^+Ki_r1sJD%F!aEo6Ufw~g)4Z6;sz%G3d_ zG<&y`lci0TZ{9RrP+SoD0k?-O$*aoXSsLtR_tmkk7N_6hKruE@LsmA_8mW9bG13~p6Tcof!mELs}x2Nb=O`~*KFiof*4!X%XV-i2x*M@MTl&jm3YafG} zF4EsUFmgYBiQ0i=0WAPg0~yt(!FwRk@frCf2EkR=f?Se{trZadDiu~e;Bc_^#=&b8 z265l4elUu=#RNtgQu$L56bLKa@a8QWRsT0V`SVK??Z-F0S_AFI`fGwCen?|ah*mQT}Ad8m-?9u}5wcuOiHTvZ|1Onykq zCpPWO2nrZ|0l92Km=pNOmN0LLEU+I%uF6lPkuDUzyCbm^8PW_WG-u-_ehzJh(tRX^ z!9HKs(W?Y%Phrh?;rXR_kt=%Za^*(si{8EO+7&8S<2{b;WSreqfpWVV)!dD0-6gG^ z8!?4<($4O!@0{{3@7i(v4ziZN>}~cA_4r6`;RD4geW*LmxVI7$4P~=8+G`PBie*UJ z)HPKOk;|cbBbAarR@@Y32kky7|F*DFiCE5y@rwl$Jjq}oUWEg%<$kZ=*(Qf0l z1n8m`bd)8Gz9co))B~}cZpy)DkK*exg_fTQ8Gk}YU#MjR(rOoSE-L&~sH+{OU~y;C z-sxG#1fj?Ipwr$WF;)C5do)cnRrQ6UFn=jrxbK`>7{!@h6R&MjknY=Id{Rnd?*YU_ zFjjgGYp$%QYkq<0A>+R9Q6;*lsEQp$i7WK=+e5qBY~&+%*N@Oe*~c4N6BA+s3%ve* zpPhj=?2$(X+FNteXv%?Q?Teh_y36f>{$-7ehPIP_Jv!QTY2PZOZ0Z%I3+cnP<&it5 zxe*%^Yy(vm)9E(debqL!$~Laxhuq7^d*UC@i}|@7G9dO~4VmxeVmkFV_CjJ!*_YjJ zjNUEv)ICH!-X=K{Z%gQL3wr&CxI5-N@EwSGym{esRn)Q;>U#|>SSQ$rw&Jy-O{c!n zvvAwzyBa!@oLN9XbetuKg45E8=6lO{cU&yT<%74}g~R)hO5CzoEbM*^`B=gaZ(Bj2 zJCGzWymCn}hyv;{RJ@X&dNFVX?PcIQK3|8zE|^_gmuq{$mKj zs4p#;FZ^;A<+0ZD_gW^l+rBb!#0f`CMH=%+d4Iz*Eps2dEhTYDgfzgtwwmn zVSUpA)5?|rv|RS-YHB@pIoDbFHhw6|L0*Znx#5JUdbHwmUXU+_)hgla(t=5K-0*u@ z4un;mT+ZanA)`y#>W?!WrH(VOSrUY|e8~;TnoYr3FL{d#vR=A|p4*;AtXsuDTihh( zOhd4fEoa@mQ6)P59G7DPd)$96++y-}L}Qa_W|1Z65nJq9d+QnpYZJ{D&iqB4>|s;E zzLMSE@%DgEjKdkB?IU8kT2caG3g8Blm}^H+?Sggn?ku`Wa99xl2ZV32(^S2%?ScX> z54#=B%5`5m9UT{*JPxfb_bn~X0n03|R&Jg>*cQ5mJp{Q>dPvkp;WIYaHpe#->Au)c z3mq{+6ikU-e!mnMWAX9PjCOr@Ug5~9yQitG1v)Q9F92?O*!<|q8phanAU`wDgUQe5 zjiN4JtU!j_`_uN|1&AA>It4{lQ&G%Y<+(IgT9s;u8|J!)%&HatN3V)~5pE>6ajLXC zVMQ>y)$?8PqIT!^S|P5S^rhm*6*4MUji-E@nKdPE?EJ*j0K!cEbxy3v; zCIdY3<-pJOMZ5IL+g}H(+$x|+w>8eh*T1XrfWuD!NbpJh+*u%bKCn&Sa+tTg(e^D? zDX~|pnNOm}hnPUwaWPTvX%ez+aC8O{P!UQ#Qr(MrJyL4ldw-E{40*U*It!5@dST&5 zg8KN0PKl0Z>mteLvdql`N+@d>8h8$wNq6h@3NVzIP0tTaoq20ZF!lK;EdpkblFr8r z?WOj6&|+*&J5qujXCYR>x!XmOrJ#=LMWRzQK18ZctFs@T*dhahLN&wg z;{&6Bn&Wnz$lTAg%uj0GKhF4U9WY=BNe-Sgv|Ks1+=JjVQGGXb1aE1x2*~rd4s3n& zczT8aLkz2ULQy0(Nx!ECe;~jCNx79HY3P5IQ^6IwPYO#B_)5$rH44934E`|T7izg~ zd6+R&w#fOJ)=>WR3n|V_q@MfU;bU&%!$m0OCH$u8=_4ZQjaf?p6=N!ccmlQ*7(M*% zS6bV?XR91fO!wdargJq)Rm0rW*w6GP{%4fEdm+6-sx`w&i;TbX_Ivm}2!>as3npaz z(ll^2k4AYK3Y3;0ffVLvO!+e%@l+i~OxOe*D8?Vr|Mz62u)rUmF*k?0K8*|i)7H+< zhfB%#xDbar{0HrS_c%15zuWsiE8K&)*~*B1z25A?PCA!;{wpUkH6Kb?d7 z5&bxP%;w+k@IrQd8qxe`K`?-Oph${MHrl-jGffS+j`NdIPaj0tkNp+b;VZY=&K-hY z$AZ<5f=ZEiW&bDvSTV+=u{QA^TcFd)T27Pf zDr<=Eu{8J2_`lT&jF47Jsj5@9&%#g3{znMSLhkS9F3&6zBq9_Gg8xwlFbIEt+AFr@ zzJJ|s^grEvigKMyGcT$7egBWffnh6Hv-$?lzR~vc{?Cx-wBe`4pdB-yh3x+!(uaI} zkBY??a((pj4wL^n$MC;p%_n50+dXaT(}Bi+J-PRYal5k4+VyEn>Rp#o1BpL7FeY|Os=RaR=*>#g^!Wa2Ra+jk0 zjDIx?9c8png807KaMCX8pCQ)xM{%h2bRzK%mHu?C(YIv&a~9wyMitDb((3y3gXqb2 zem7Dr74`6CE~%6Fhf+7v@z8|ruh@Cfx4#_pPZyz~AN)9&hxT}?&HS#O@t@{k8@idu z@|h6{KW#tq>3EbX##Paz`iEdt1@h4F|CTE_x%?09v?0ec|HmQq6{KJPL*`RG@-NZ< zzi;gjH|mK*kBLV&v97*r6}VqDe-#6MTIF{fP6{#i2k;AL6wBHFApopqcPBj#Bp^7s z2*pbBf1aE;W+y#H{5WOz1zneX_kB3t!`w6(_BbDzRqe5*7w<}Z^Vh07p+HOFr}y;T zl0Cj^%?1HPY0a97un~&YSpN*T2C!C&w_TCVI&2YkhxvR;3`S1j|F;Qv=UKu!Vu`i6 zzJFDBy7E6m+;eQciW?a}5$XRtcXHm(iJ50g`;T7)^8j+watMb=O?MDgo@Rtmd`R^l zI>FYlhh;*2<|V7x98KsebvjTL-ZYtTY24rA(Du9PeVh|?7j-wT#AVld^^bxa zy%9WpE2fxv*(7*k+42xq?h*8Gxrq_fm_p>+go~v`^0#f(%k-tIOXDy8kD1iqWln;< zT&?IIg$GA1F}~4(7N21Mk@DL(N0&`&!ILgSWy@Ib;!2bOB_pnv)>@0HkWajthE|@w z6+BC`y-jg_u;}2<#L0U*@brKja@06aiv69l=joFJHx|8l($x}l2q4*dQ3=-OrLxRV zPMG_EKUCfWYEqz-Gb+EozWybFpNa||0~-J=okHn<%ItzmQBMX;^W0Ca8HS~LIWTiQ=V!tuy;KD6-#~w z5h>{G&t9mLMhyqwe;yrTYk69%C}18!)omfTH}(m^{IoXk3d}J8lP;=c|3wligpjqF z_>+c$t>9+o!*x4O=ELQ0&ki03?~K`pLu)Cs@mCX-c(i23M&0Yezb&MOJ@1^?5hBv! z^uS~~69c?o|Msh3l9x(UzizSqen$Q*TkAF00xg+DP<$`LPCxz~#ADxBA4BUYXi(vwF3Gx{aKsr@%g5uiUks>p<&j;p1B zx*2iu#A$!GAp!tPehZ^&ISjP;#D6g3(Fh{5rqon9sj_}*{~y*#P17o~yS@9(XRx{C z5u;$|h1@>H$^=9qqx-M^JNaEheLuajH1{7dBw<;>uh{%no8JK+OnQgD==|5;q$dK{ zIJj-z{$URZ00ly*sMJP5;7Oxk0M=Iz<^2xOf3OR<^8sKK<}-f0{F90kW&56uvdiE6 zW!m?_>m7k_zsGKe_rRlc}SM2cq-M36XIO~tRav{E#Q?01{4oxcHMMDV{mHl3{ zxnK7q<7Q5-vVF{NE8_xyM*qk&3(C8JjpQe=`u;roJx}+@>(2{uYERrC$mV^Nbk{Xv z-mMdSBEcKrQSbPHGj)8(MyBt*egv0q(?l8Xp&BJvOMa-4M0tmv9y2c3yt{w>WT&+d zz*1?I`)h%{Gzd+F3*OzTlnWc)!y1DO@LDyVp@9NpXu?l(j~=ru{-~M@1Q0u`gRZ4b zdU-SoKu>o|IMt1G)FQ14W=GXal6&XB4b5@X{S$5Fok@j|27EYmEE=swbWVRA0(){A z2|9pz<yeb)(u__Ada$?#uHZrM=ytsN#feiu;r9RC?+M^4ve^VcwuZ?c|D z4csEr6E`37=AhUH+T397=#wPsXhDNL z5~EefjMfn#ed~YU4yS}3`3B3)162hEsh<{14K{%7q!&^RV^lSOu^Y9J!^*xhA8vhA;!0gDS^deG{6_B`T(C|2=8i*xw z*Hlx`1q%orZM4P2v%l$5Z@C*Ve*(?#{vDTHlln&- zE5VkWWtZ@TAPxK)K#DheWtdI^ppe`0T2Vmt_tt9;Hv4_05Z4j>ov9yo{QVc6Ln~l( zzP#%K9<0sHhdhzB!${lGUrK?G6^xJeJUd@U(Wmh5)EMl+qI}=EvmKr$mgNv!mC3OK zzifKwU<`eYHg`+u=b=Y}>~dwyVPdH4_Y!|MMf;GW%uGWYYeT=Jx4CXIgKrHeFRV?M zG;rkIPOxYAxo|Lwu=imDNHv4s&iq#?v1@4;o2+PDVNERGbXjxJkEGNR*c{^io{dqB z=!ZxYrVz1Mu7K;4rMWrbg=`AkXoYYt7ZH4zl3Z2s_5 z?>_)v2hdN6ts=2;q5R82Fjp$%th=kBBY}=1-!9s73*x(U!8!?c%<@>966#@$P}#Oh z@s~KiV}c6=m4z7~eIyR}TPQ{$gC$7oPHANgv)wGE_`sC{ z30$EKA6NP-8DsFpFHZ1p4?j7Fh5T~)@+Hg&vT1y9QE|({)eThGn|EVQHL)%UCZn@l z^hPIqaE4u!OUTUUeP(09AI(A$np>Sou$9mIIgA!&Spm$I?Xm1>bwOIO$7ON>RlKLH zQ@{cJ59t=AUpjgvU*&u};whu3d+RGG`go}`Qj8Y=GznN@#oiNxEHSBxKw|3jbN6|3Hs+`k^KjGNe;6KUVL{aoceF5j;lr)QeWjJX# z@d-0D0GyzEd!CI$OK=q_44)XawcLfaqwqdxI z4EMK7@T2WjE4kK0Xtwm*O<2nivey(RvOG&g+;N$8vqPYOU%QN-fa%E;Hx<0?7*=XK zIknc5<}iBdpV?veseueUt!Zydx}sUP>tC+eSXxVT%RBRHFL=j+FVW~Mq#Kz3O!EBN zkSqY4x{6Aot^=l)krf8N#Ee3?sBu7FSgL$|cQ*Yo4hmIePquSjd5Ybl|C`ts54I`h zWD>iYgu;4@TIT?l*9+sa;6O`b5AYuGTt4%(tNVkJz`k#3TLf6bC%A$S@y>X=!}4o~ z7i+(W7ni&Z?F$OU+m}>*UZw&w2rD5U5bG01@v|3a0>0~^GbcL0!Y?;`T7=CZL z8UQt14Gz(y5JPC}@HmbV$Iv
      OHIp$u;|8XUemCa#C174JYksUzGdn%63nuN0bZ zrpRB@L^Oz;JYP^+f>$7IAm;gKir8Am!w)+`Zl@ybdLypX{Jid69aoN)`AakA|3}qV zhQ+n^T;ndqibHXCAEdauyBBu`cXuf6?(XhT+}+*1c!A0{J*R!n`~74tn9bfhSy@@h zognXi^0UkOT@Ys{J^Iac*P!!8_@=#VbM#v6LH|2pS}K;+b)?CXGiW?@NNh5AiX!d2~?;yO#FR^ZLI)2A=UJ>a#;AcZ&c}08}2A1wyZqXTiLcH7B(?kP3whS9!tr%e#c)2e}NysQSUuOgj7)#&+~5`(O?{}Xi< z)lv)?M}xg1UBX_`805HF^!VhxOhDrEJRPRi>Gl_5P7D`J98?nVz&(09U}7nP(GK?o*ldiKz4zk#G#Z7zrhng8y)10`sa@8(+EA8+mL z1r2h-075=hfv2}gr&abGVtM&)5Jz{=+pDf;VO3VPcCYk+2ebt8`CM6@oL~TQ$Nv7X z6_oTY-1SCEDe1q`CT@Q_`lI)Nyp`erMU7!+{C5c9GgGLm<~c{UFWW*G?==!uKO0@= z@voS4*8 zNgbS}lQZ9V)k|#C2o=Obc&eROsVDrbjn6}2`!lXL%D-Vqk$Kg^10rx6*xlRnHn zv3;aZ_1O?es&)4z#8s!Zh7bMO=PBRQF)9xc=7C4_C5b!tMX#lBv!1@~oaXQGr6AaA zeILbs75;~2I$-Lp3aY;mSKuI!?BTsptqBJ=%*eG4f_&Z&!r*C1i+KsekATz!J?`pJ zEfj9=l4mmr|KWOIr$V5#|M8L=Ez@5C&<18UeM994^0Wy)FUrjS_?j)y4$`6%s!Z<_ zxFE(Ev_CIn&@-}i|5^Qry5&&BzE<%qlsYrU@e^p9ZoyO1yu@0+0iU?y5V1Fi^k z9l3<(#Pytt_Z>Qv?AA6wl0sg2o@=xgi6zk2I(KfA}8C~`Of-JjX#EsbRWTD&utnT4F{oBFIchU<&Fc|gK zAhNfS9QG3SlyoQVd##>y{3pi+`RWwzG)i{jd}qHNEOls>h{JpIX*+`H0ZlM~Kzi`X zY^GFbW8?3?S30_Qxt&S6*&T@rOEzHoBQAiLRTg-%kziK6+KG$5@vO<_G7cmyuRUT} z7r43j;x{lL3SC|*JQz$a<-rF?+6{G(>|}hz;`_be&fA@(R<)<`KSOr5J98YXe=oaX zT?2{Py2U+o$@|j!F#95KBT$I58f=2p@}Rk^vKerJb1$UO0xHj;IN6_p7c&Wb zv#wW1&s%%t6pN@ckyL_t2_a6Qiw~BDc&GtfRF#cws>XIAXS-=EBN=?s?XnB$C8(;o zj45d-(;6BuSI5og1_Z45>PN$Pnf*&Irkc4NA<^JbA{0GZQrLHXm^ z={RCjML=b=Z46zCWYtFg>k4Zt$CH_@b(iS$27%R;{F4d2dYODn^{rL%`DHshScQVS z>WsVH4ApO>(D_wFy)!y!{jsJi(#P8bm8SM@l?L?MOzg^P`WdM&jn^>t8smNfC2jzM z2b%|@jUj9OU$#+0??c3KYz!P_I#0qC;M~bJ)y6)3vl=+4=F zJX%HOeKt#0XazL-_8We)A1M#616TaofJecZ3bNd3VvQv1t^nWg-#Nz6*t(xelH31D z^_g&NX7!=2(?TKVoM@L^{0mf+`ORQU$(x3Pj3lqVucKOYrQFsFkpUdI-I)UP%Oe}-8@8rvAiYQ#&bxdINR8aAITg=Sw9 z4zi&9!n?S7RF>PGTI1~58SFw~ncpfLC@XWvz+K2@^Y0MxttTZMIRFUu{}^kIT%+c`fz;!QIPb5q$0^ESO<7A6DN(=ik?Cr0YVHYD$XdyxmfF85`AkUV*@2}pT- zHEhYlHCKlOpzQT0|7!6`wk3g|-Dpz!8G_Qu6f*i-U;dpFRK%gIsVH#|pTe~tBvh%a zE}4Iqbkf{=w#06*ni#EVgrBH!?@D}n79X?x>`IWTZ24r7I^Qc2drp(IF#U4SRPi)% z=r6M5iNUh|(M1lOGwdv#?T+F%^H0j?i*A``S2-+FQuC=?i(?TA`*qb6(b%-G=52%% zpYS82;&IJ~q7=%4=C>$j135d9|GKM-pj^7uJeB$2g0ci_#wyE{4i*y!CA=V&kcGe= zty|nc?6%lqhtaU5ydmY-F{{cYxL}g;Mbu=_J@AyR|23bTs;*-2XY!m{#X666lyQ4B3s*=YeZ17KDm}b0cvVnFYorbM$ zLAZoInXfFg7@}1wbCmYMg+aJ-u-`s<^nWLYXhhQvH0%3fZ!?M(#9kMwPssTZrfCoj z)_~@U036|c>E;IY8i>}mAHLm&#cc7ZcJdY+ef~H7IHe1&T%C)f9_?mbs#mQ*@-JW^ zV!8V;cJ~gUnK~`T*v!eaka?%i!S%=QH1D?w z2#`$7v3QGCYuU{ZXK%+uw-FY=v&)gFiXgegOwF%82TjX`X|8aBvF|aHthRu@yd*}$ z$)V?Tsn#d@*9rWa1p8>hzjsj=)`|FLQ3q8Ha(IBsM*AlS%;BS07sCZ+GuYLo0B3V5 zAc=Y0hbi_4$<#jR?YdkMB(INk064HqSOAJ(55wt^F}G3z)Zr6EP9rJ(?bXF%1^H#s zW#<41pP_&o6dwqBA2NKSh3{`mU&!aTce=B3zFV+ZHGvL={?-DV%sQgM=dn!GhtLen z4<`*(OR#cYT6wWY>5H>CtxS7OiL#QZMv$ChZe2L1uSvx-EM3z+L`CNfOUn<)$zX*k z4R4+|`Yb=&O4~H%*ks1OkXHHWq{iNk%?G2?MdxYJ@kj+e+WWwgj}8CWCL9b0_S5Sx zxf1uw`0J}6iG)o?5#6Wo7vO2`|S_z;JRO?#02Z6m0EvRulTn?}E46;yM?~ z054iGo6mSue==tTMZL)*x&M>js=Pt=W=9;i=Rs120E z5*G}Bbbt23OJ+$k_R~}|^=7YWn46wNTh8;^xZ3*dPs|aYh#MKrmw0$SB^F@C+j1$e z&A@!S(lT4)W>fNTl?-&r*SmlbB&(9pb(FRN@lcy?VWo4{8Bm|b#@_-sD4#3n;r-0A z>!{ie*OI#U-ZmX9#0Stsk+ym{bZHoM7bI7XRYFtxM1uS!N#%r~WK4!xT+JU_kWjO> z!|1LF|E@Y*Jhj>Mcbr)i1N384en%*3oEkjn-a&JQ-xpT&7-e?|2X#W$ z{l|>vc4PUB#k0(nQAE!eEno!aDlrHJ=TZd1awI-94RGyoI-T|gJLUrFB-y_~qT~i( zG}Rq2RE^<6<`g(%uD|I_#syq)_jR;@G%Jrwf$&tYDdpeIi9{xRp_%0Te}%@?FVd|M zE@up@Y+&nl(t%Z(oY19gf&2N10{=-j6*nbqMqo87_y0xB-A5%N_Hey|+R zfXEoZA(G873=__SbqbRMp3$>?M3E%~FbB|-X5s~&JZFA8lAAF0)0dBCzDWMnbST%V zvD7Gg`46=HH(#}6K<2YkK%G0m_p6}b`~Oi{Dcdee(7s+JJ>E1Ok>4;p6{&mzV;>Wl zb`erwcMn;6(FWSOgrLp(Oq!GaaFoQD<)IS+g&btn)TZ*F{xd$HojT z;@|lQU}i~|G~_drIEW&KnIVZG}$S90!rsjGBQdm_hj~VMFTZlgl7tVbX7>Y zLEiJO+gjsqV!1Y)^tJ*$sWVc3n^j$wg6dNPGntf3r z`?lny#*oVi)^S)Iw6E8oC&g5Qv-YT;QP1-palzLj*H`qdxCVD%!Chn2ETrOfd6bAS z(u>-&)WW{`T9Y`BCxa1vQg!kDN7VV8{dYXYTRJCgN>3CzZadlJ8uX%)5`m?-l(0)p ziM**laDtj@*MKPCa`+0!{*(aA=_i8D4;wP*c`Mf6l*E*Jeqq%76j-6s7y0#e?IF@) z@IK&AY#bPS`HE+G1DS1w{zJ(E)h-R4frv0;dIgMBu8~{fQL#-`!d!)F!PogdQ=o;eSB< zu9+(8Kk#6^{6zee2%@<;?)#ZZ_^Jlc6%7By%8k))Fh(ZG8C*+x7sYJ~ajODhZ2IiLhe%dy`!hnNrOaf$IpU zV&20XNwE|M|7}qPcts&lcq8BIP6Zx|`mNo!CcP+(P_wd z-&1%GrCT)ap-9n8I?h|2!ouRU^|5GMbZxlPka$YQJH*1K!YvyuX zd#9%uT+Jx7Ws8}#e>r#I%kh7_Od2IKYkM1K4HeMslWJP6UYRDDa8S3fknNdU%D|{$ zF;zD}9Hy63L*0J*wM|<-=F+rSyfSP4aZI|}ELr!-i%{s*pKl7D$J(t^hm3sv$}#ke z$)0PMnmGKvVmQ$>U%N7638PRzVhg4nkKT>_8t2mmo0>L<4)4d4mGAe#rEBE%`n8Q` z%x^5q7fq2Y(%-LO!tA-@olG)Hd1|#TZK>dA(SH}hLFFq6qt>{Dd*;JCrHbkm-pUf7 z)BHZ8xvH&`8j@bTWah|LmmOHr)=(M z#Ywil!W%AyL3?LNNJfw{mxWrQRD8F!~bU8mk^2$90*xvD0^Xs zY5IPnup3jUo2)7!KiwQ^QBpp<#D3^RaXgnW3IxXBXXsK%NjeWxNzxg|q>Fqr!vUiD z@62JMhSb{LzbK6m9Y*yZUZ8_p|I}qd+Vcpea7)p%2uod7K$#SAPy3KY@|)-Wy(nlY z@GZ2hP@Pcdo*&ekHx3RSi=L>-cgnP2C;a$XKloN|yz^i(ydYU|a(d*!*ytd%a`YHU zeU%{xFMV|~P5277_r;>5qBA16xyDX_>KFMdZ zaj_3=ttEp%Hc+v2!!gk1DxZx1-I}BAQP&hXXkf}8G;-B>?ia|ysyi*SOf8(45Fs!3 zP16A8Yr&*=c=r2^fhR`y$l$DUiIh6NdkwHY`5bz)kPmR<)@ar%8%K3~fMCX&jh$c* z2vYfc^X|izg5lR4{I$|11MG{p0deZYZyEUA^T=QsOH~z*jBCch&VPtYQ%9#%hrA1a3xx>my<9d z{z1U0O|nl=G>0uL*9ah?o03Z$Q!TF#0INLjqMG%Q9`*Gy+)em=)zT-qIVvF!fTZUp ziU7iDYVyi9E~67DppI*FuA5ur*Y^wZ2AO$N&-Nsun7hI7*n;TaKQ6k(D_Hx@!Gpbj zMGj?P4K7Zms+#;Iyn|~x^<4~z5-6P}%?QX-zOb91o*f4Lpc|F{CQWH;8w0BwX^ zH(cBi`5CM~>a+j|H|))n7Uv)nXOw2Z!Iu-wz~9GND^&K53#Wp%KV=ajl$4!qDk!@= zz~5Poqp1HK84kV`HsVpVx}FB}S^D}sr1bO7fi)v2`TKjpf<&r}T9&}9`dmr^T3K@o z9f@BQ_a#m$JY2~lru!vM7N_<@5VN=8^_)jP4q28=L51xUE!X7|C!EtFtgUj_`WhF| zue<&-lLQT(0(CK*Z-Ynj^8mGLS?0zFGHGm#DfTfN3wMsHcoQA9Ht-6$FgtOb5e_i%LVx#!*cKVX0mW0gn-5uD|Y zLJ7_#04~LI4A6a@4R^ttLTt|hTprfI^@N0{&LpVcHap_sG0HaBIeUMxwmifWt`qYv zSCcxf=46`^o>OR7mn~Ydl&|#4EjjUzCh@_aXod;hv3Qh+<>4+W^YZ4*CBesXUZ zv$0FtUju{LHU(SrW)CgG-{{T`j9QRO_l7Y`c@T;EMp8~9Awpq6m8gGk{tFl|{Apy9 zE~NO=59t{gBVN>YjXj$mk&h^qv182Lr`pSFn(Linlms>tlhhZUo~>hWovo6`mgY+M zTn!^@hHHLK1Av15Z=qq&d?Zsi=|(T5qpVj#R)bJ7a&=mZ{DZE>sm|7^`dpNP!|ds1nAeSYCYCq?BiWkR!j(9B-T|+ zJ}(Pcpt|Wl-hd9F7>;;DKk7_y%)?*zegQgG#x6~|Dqt5VpVswIa~}lxzCV>|up2oo zGPqr3g~zliXo?%qFUal|y^!pkqpTBMjkbCiSGxt4rGaqaKMM$(>YLUaA{7G}GqU)JNXm^V@zm+rbI)s(sKP zv7B2&&yI4yCpGyf$DL=7F>D|l=tq$2`pNA zP)XEk_9k>yhkvB_q)D0*^LHM{sRbNYdXg~6a19hN@f&YGS#U{fIG`+@|3vt`kvoF! zB|FRy;}HtR9KZ+(U(z+*>Cx4}{npjeN4ozW+5rKMEp&0r-Lwhn<;on|f%#S#fhk*^ zZZ|aN$z{+K#|4T9Q|+(FXRS<^*y(k|(O9ADW02%*k~neV zwHDpwmE-K2@e9U#y}xE<5)y~J$SF^SDC0G!fswW#Rn^<#C{Cs1$yu3r@N_;4AW02s zMplt>n$y8ZTaofEYUyyJa@|(J(4Bqh9wV2E=2}D@qg1#vN}KOYlSZOJ`+l zPivJ#B?@4aoy~khA0kt~qGI~Pd|1G?%1phwuv1(^Tmd3z4f3#~{VEO8Ga00&^Tk$r zjtx?s4KX98pryHkC#GSpfFFqUV(Tt80#rH=`h#dZRi)UiAbvhsZpE*0OC;wKn85`^2x=`+_+rsJ&o9Sl5jNjxcqsEQH!luMAOM!d z_LD2HiO8S9^%}?6ysfpkl?#`8SO!ln_&Ql9T|O_sp2bpySxg6zrx$B%n2^uamdEa4 zzJFmW7HO; zc$5K_Abk~(nICF)t-V!O@JxFHInMOFF{|WnS$bO_?;&dR1k9cZ?q8r!&{Wk>f2ve7 zZ>^&)R3kFabU?kx8_}HM;O>tYrJZD*sKCXlZBrXSA%;xx>o_zKFB+A!KnjC;Bm($@ zL3z_Rm?w`7>*zjrcp_9mww@=&4dwce1zG<&m+@}fk?{P!yu@j8uq!_B14OMn*(@BR zoP?K8*coZYqQ=}Svao#-ieb@SZ?J2HFH%D=Pv6m)Q3V89CQ|>B6Cu)#g|9@WZ*@8D zkJVTp_ zg91o3kaS9;no0+MJ#MLft;Zu0KB5cimSL?o_vfEot=$~(|@%Z+W$z;bd-^dyqgi#ul_FIG1p zha^_}7LdJ}xug2DOm06G5&ZWA2R1*s2z7oN(9e8iF4lrn$#?PZs!`d_zYmI1^0)8F zPZ6nQ1beQS<}TpV`OFWV-KoF3#&@$}=>^)`%yX!cv8@sd>PnLBficu?AS5M4g-l81 z{?)`W>ITEVN&~bfgoI$awrYOLQUK!i?R;JoAx{Q#D<4w-*1?jJM7oeqew2h+{9 zifK(g^sycx$q}}N9>#J9HHQ6Lhrprx?iy1Og19MaJ6LN~jcr<~y_7LCO3BMh)u_KT z=O^ZBrN#i1UanBB=9hl5{8eK|)1qB&MX1z(_#7LA+3O|l%6g@g4H@ypU*&Q7bCkN= zV=aaggk`J+YTcf{sBngMr%1H&$+()tPO`wYx*pk>dz=V^!H0SjxoS<8ad{M8wPz@j z*D@KGxHI|~`+zJCYpciiYlSfgM2RZ&z?_t28ImU5d;q}2)NiyB@P_eyZrM-5nQq!G39uMH1mWO7ZbSg9hu)BYD%t7&7m06|9CusKeR#?*wPp6Go)b_eQ zM1Bdgu6#2ACD1FnxJ6sd$%3B{DRxY|d!wAPiqE3rzZuFs_EAVhFTZGw^3p&0t2c|L z6Ia+26rP5JRxFDY%y6o@WZ`^Dd@LDfj!JG_Q^j2;1;{P9ilQGp{=9ZZzo?)zWQ8dWD^lRb~QRSl5!20s)#n zYyN1oMgIp{u%PpH!`b2iy@!o)dmC&*^e-Hm?-o&N#HW;qHVTmugX`VCMx!QnVtA+N zc8`o)^VhA@z-2nWl6}s;{Ob6^j(T2X>vl)-t$o_|?WZOr()|n2TI`ZQI)oUm-P-M+9O;MAIj@dPgJ!~`5fM_qqO42xAah*BlBuGDaHWP#YaH)aF46Os8(S^Hz&^Rzr?LAQ5iee-sDooa z-2aoDdOrLQp^Su3WY;ehpaGtDao}O>9NeWR;o`^ag-DoGaOsJ{=0{}BrG@5E_R^Se z`>|72jfD>bGw5Pg7NZ^1*-Nk*@i9WDMQXuJ;&@EIviIOb4+p!tMJpR?UdGo^Vk(tz^j<;L17^l{5_uY z=&^fVn1gx{7utTZ*tc1yzidnloci0#V(GLIOU&ET*Hpp2SPI{-15J6bo1eRwYic*3 zoC2caQM=OF%c>yW%XIYlNd>uQDb2H`$;`Iz=Ra6g#dqchk2vFC&|DKuw z?l>qof;QTUSawAUcA@Tn_-+?h_c?oGmSoF+EDDb>O)uHs7=M>Z2(hUF0FN}%EY970 z&e6lEWKXG(sF+z#DHP^=uZSkl^cOePl)y3!`!}uT_n1f1g05_UUM18QwlGX%AH)=S zY#a}_b~|a3?Qx-F8=aOVKX#vPP_SWI)Xd=^9%|K(xJlksC43qeIcbXj5m{f(iEflw zHWhK@1fy$Qq?MQCJblL>MsNTnb2N8Vp}@E%*dgFK>6vsj<|95!M0l@Pm%=$D75zvD zSx=TyBC=DIw;(>sZkyz_M$JCfk@(Z3pb>X@9I|1;bD1L^hnHR4Wq6^2jG8$uvX6Z- zm*>&AW&Gtyn!0L=o8L&#mVtS8Dd?YR!XV*d$k9X^iNhsxQ{ZI47MHT9y1$>aEE~uXLvE-sZA!Z% zrmz48DN_}9vl(I8vOYlXzbz~?;n^|!1&%3(eB|45{#)n6RMy{$WaGPj!pbojYDQtZH*4A;N zJ!OM*$-n0-xsHVDStUoQC83xZ+W?WR13*>b8|KnlIW}4{fAiocjvMs%gepM=F!S=5 z>q)Fkqu?uPWZl~yLP%-8EP!8~hU)F>0O>i#%>db%R5rVpJi6wEu6{NVF;5pYc{U9* zFh7n;55rr(xyKZj_hgxdgt?b06S5=3)c-7S4*H^ny;?8Jxk?{s{g#&M3mof+i&b;l z-Gjc3WcpYMsWg+FT!lnKTEjMG5-W>F_i8=3cbXIH}Y#fsI2~PDhxudCXUjc zDGQBZd8}8-r_B2=yA`4Ge5b0x>NXE(!Xh5YXGqx@fhAEE7`goxk{=!v5eB4zWJnn6 zZyR63d1QZz>#N9(Dvg9>kjaIVn8W!EUdD=h zFrodWv!IwmLAyt?C(Vh zJqva%7bY)yYP7g+Q85ms7*|gD-8nDYoRXza$H+>Yj@1qOLfd)IH>(6zi$zT<=qm?j zz;LW9M%GnddOh(LIA-h&(0BH}hY!74{v2$t%&PyAd_a78x>}AiPLn9z6#D`_ zP5dU%)xnALO!FN2f*r6Ni&LiS<$b0omc(RK8!IBvFd=!uL;2P<6gKfWG_g0HSGT-- zcFJy^Ni%M-UYZe?tQq=xs|dh};&BG5FF-G)bn{*}}t4~Bs}IG5v_BJ#N?%{D~}*qMWq_@_?Rbk5IX_c?~dJ{q98%q_OZ zy_i;8rsgEB;)s`gdq+*mj8r3;ZMieLWsWvXDLB@~Ir6WvZOKCinwDliML=>a3RL>9 z1xt<3FYval9CEDa3=8Z45}Dc9$CP)@7z4_n1|SpR0w1B{U%*9N(>I6fW>_tD8tTj} zA(=5T`_E#!fO9w$1C|krYcdXOJ1u!^JYodb1_Kvk_EjN+tDjGXb#LU!_g37ij%mKY zsu2Er_2H;BD@3^xe*SvSgiSs3O}=X+l*quW|M}4@`Gv`HZZQ+{jgvtn{6rJ}u@))a z!>+z;aYX&~C+95QEsg7Vsf=P{{At%1i1dpt`$VLLD781!fTsh#1D0d!n~xtFn?7px z2rXOWF7Vr%D%6p<91QVXd~Tt7KHc45k#@&h>6-JGBX)}$QTFI<5c_~??xk!0B z4O`lTB%X+EKyjJCYB$Z^{z@TJ_;||O)OeQl;l4>}o1;+iTF}4^LH~70!ZdY?hCOR! zjRaW!JYU&N_4SlNL!v4Ld>|E3wTMv2jjnHwIJh|;@?+-d2ef6eo21x>4}WA&5CQT2 zJij3?2!(_yZW{E#E|!D4$XF}TwgjJ^RzPm|QdQD`$z&$+-a}_AgTRvrOUq^193{>hNaFZluN$VS; zF(I_dYzvH7h1M(rNC*EP^3riqv`lJL#2sB2tB%jEiqBREUzgm5Bby`TL1EN~+T>Rl zQZft-EwRbVFd~(BE~RJ+44UQ1gSJ(&a2=s0=Rf5KWvF?D=@o*h{sL|1@}{r^V`VrS z%RzGd!yT>@Y%*?nmHjy>j!MXe`X(zVWZ#Ig2>Z3JTF!7Q{y(_Iot_T2uncY-gu?+f zlH)v?ZZa^?Wf2xk7!8PdoJZfj`w=$T>12$4Uz3%-ce!|}$1~VmQX$KFGj17t>cv6+ zw-=z1m!;UztThHZ5=Bwx8^Of!{G1zb8(5D(*wEm5^yTMw$}Eo$$C0n|;Hkh1CW#u&5bl85)1J9EEx-%1?7T z5ASlYWseLeG4J#x!mjbOn|L6Hy2cN^Nea|b_mBPx3OcKjWZlSomosQzinHP6IsBpv zD`+1fp=%fir}5fSCE#3d;6wrn6;bT^)?9}IG@A!!){QnkhtkQnN2-k0*xw0L87>%7!L6<#~-5CqYj}ed6uO?ur9gHFj5_RQL+>cM+h|%JV5(d}%uqRyxN;8`u ze5J+yS%(0sOJ0M`7WrPyyUyy2d=G{jhL3D|`z}(RYuwb@&_E?^+^v?pH3`}}3XyWr z9b+9#(E9q_<^Z$?6lCfW1Q$xp<{d^$7huy29XwqtJek8Wtg%aZ<;Esy=UJVzapY z57s$zs|k@#avmj>ZEuStxfBbT^wbOKpjM;g(_em|T_BWN$}3(}Q2;nNYDSHA)Id`G zZrax}rhT8<+8Ljkw{%<_iIe~#C``(H{2@aF|eVRZ(-+#;5c3=k5yYi<<6^ zlnqupn23od*nD8B@hC5ZWrSgigvK-I?ke_9fd@@u}&`ZGA{m9UZ2Ya>D$1jVE13r_`WKH6)l8^}Q7rn(I&dweML z7^xymg?9~e0mN(wZ>O8LTtzIM3)VR~*~|MNMCc?37#^goR-wXFs83z*zf$A2lE&BZ>>Gt%R_zdAXb&x&D=>g%dwhP^f)Be^DZLKL!Ru^4h8oR!E&O6X z`iTx@j1!=q*+xfG!?FKBLR(C=biOZzu{KsZefI?PD!t+d~j#u59ouF zpB)M?5ON|P6f3jT@_@Zsr$5u@e%Qlq^)5>ropl}<*Tl{@ayWCHeiGW*OcAr_i}4G$ zbER8(Wc)<;s>1Uq+PZM%bDJRFY9+B#av}$PVD}XD_}%emme@MKaJ`g9nUb8U1PSy+{^WM&HLeQHC~* z0fcuJcn|^FM^z9<5j=Kn@14Rp-86PsXVMQ9#ffUB!6i0dSc!}6E_JUb_Vlrzzsqd; z%@A^I+J1=_?jm-Bcl4V7_qMDT>K{<85tw%a{XUTBFin=j5$NbZ74P7=B#adwpr5;V&BvERE$> zwvpW57JI*$3g%hDL0Kg?A|#PTiR&Wr=!es3Mv12%G`W7>=W16T=4efaOQ)+G`&2HS zN~IewUUGiwi$cj{iZ6dWQW;@#h_9u&R71$CDOUwxHJEjQ1MP#;Vh+2Qw2^mHr7ei9%T#zeh#V> zaVU<^cR)O&iZrLgIe_W{ZP z@f=^x(2qeCp3rZ=kqyxVf>{`(NtI69VY%^<$Q13b%k;(4SUuXWBeU`egvI06F6;K$ zFzSzA!~N-+rs_B?3}ww}&0{bqG*-SgM$i>3;%o@o;t?*UC}JI{lorY|rlFHiYtu28 z6lZpeNOThA{~~33u($YD?sq%pFSzgyZjsjfIwUtfxvQXXM=GvK>mWxFV?d*v=vB&N zMGr62z(c5`#897Jl1(=Q+eBIB$XXe*+Un;_cpFK#dOaiM;eLY}3+2b;+DxcYQvgNl z7mJoi7%b_A)h1?l3}&&72}Zh5_F;kbDcKo zZx+I8R*mAp2y-)a?3hFlauUDcK`U?XXXN-^VSHX@b@3yj@TERYWPcr;OY%x=DNHP<^xzKF_crFwp)vK_Yq|m8q0+;*rM=#kcU(kgoA67~6)=8&jG~}NRIH-U zkbixb!IC}^znEsn`t39uZE|n+EWuZFL#iMXSpelE5_E0fDnYYqQ{6!_X-2}_+=y51%~#F zCu7J+-bHVRHtziGv@hC@cyxWX9;ThQ$-q>*8j%r!A6(VYH@s!;c`wAPgYO)QN;;?{ zbf~50?FQquKl3MkM*t~vXE{Dv&0IMwHt>VS^t3=~IEpBBj3S~_f6cW}Wz5~2g}cpl z4N-40Ze@*fJq6$GL)L$IVv?{Kw_4=dA!|j4WRvld>JDPtVkbEiu`b$Zi@nO;OU*4I z`em&YLAfv^Tm0W6!ZMw2q-*JxD9(e&3x48WxAYFoVD2%}T*Kh+;?S&<1p%U+%DqZM zJ7U^aEQ1Tcq}}Js0}XXKWmj-cZ2cQD>J?7VR`XLPWY3ewOH0;1ly4YFO0-X!4|Ly% zwCcjg&CTI)S{|sM4^*&FD3DbAOqz^D4k)2`SEe>itLQ8Gsnwb!?1#h1L$Kii@~n0a zeNbmI52fW7zJeH$oGoBy>fkLXo}mgJE9emHoC4HjL`?GfgcA1 z%tPiFs}8n_X8>mN!W_2Nz8~LIu0PNS#Ivjn2tTpoH(Gv4W*$L0yz?Vr%%xYkBj{o# zSBChXQM8wE?`n@4?>ZD}nP|nj82hQUVKNgHtbCyJZyru@sf=>l(=K@v8gQwRt1%y` z9Q)#UcYm^)c3ElG8mCt>;Y=7|U4u)ap=fT`(8b|gb%sEEL3tAP1Ul4ovXA{b@r`~e zso$ClRz-q+ybp$?vYHLZ1JSooKM_7qK`y&IUnME-6L&A z%dcp|#Q>yQg{S&HNJa^4^l|h{U^Jfh3W)% z)0gE6D7EHum}2Lc`RuA{BHeY2pa;w7N`bP4J&{Mt#3sMQ$>!C7O#7nYgyrOMI_VuP1V_^M!vFVW=KiL z+~D1=XdypGwP#I5fc9h7{86!8b}r<)%EOZW_Ab;>dF_JI7r11&6J>gimGb4du~+dW zjS&fq%BEZON`c1iIp2(0?HspDDKG`B|Izh|NCQD_DUDrL3+)ejHxqixOEvV5h4u>^ z5{)vs6*7--9E$w2gtq&D#F`Z>yG)=qusC^H-XXAq5}#m>V`I{iKbn0upXz)xD}Vj0 zZkFp73LOJgdTM`okK)x%O`<(U=* z=u%5LU|D-|(ZRZuj@a_P;gOT8tf0*5u%Tcy;`}B16CsG3p?n#sVyvnk( zq!sXoVPH|mETU97@Trve-ch!aDGwUBN-BPo{JbIPf%DAVe5*ufG~BWqDkvWYWAC)9 zOzBdF=>WhyOA=!!06$+CD@hsbBQKU_k;2Vfbk`Q`=7?F$;QnHp2l?O>ltDLg7Os`F zNpTKcvHK)v1!;SrE_IGpfxUR8DyAo!%C?U}uzUUF_?kwXAKRGaBi-`Zvy1jj^iCF^ zny@&vaV$WV&@dv0kM+2itHtrysND- z+?eWA4sWNN#1(#$s!XbTV1@jb$ z=k@dW&@I)!!jbZqeYOhH0{t)%ExJFA{PU_&!h|foj8bdh>}%VHnyYvclO}sEQ?*LrpO@j~s=7-2mQ6afk$i+_ah}w-DJt|7372Zh5zfZ7O7lPvEhZlp zI@7wadQHbJ=o3BM*?MWY@+8`PLA&y(KYSs}^4L5f!tl)v2wm3blx#YwMcgty% z9amA7q9c{2QfwZfYoIEPFlia}$=-_Lkz{@4=kjoG#kpDj{&{SoEel{aj#K+CU20;>o1Y(YY>_E`BCY8KAxA6WUg)ZZecv_{S$E4 ze7WQQwfCM;O?6${s8Uo!K}0~QiZrQ8?@c<=dyUeIbOMAbC?X)e_fF_YuK}eB7-a*`i}Mv<{{}{d6b8&tPchm<{uB2|3^G)$&sl zIMwjw3yFc=U<#H#JIcPHMOXgZRrI#|QEGO-a=;2fcfh*9OaUX)L{{?Fz2p>gv&B^n zT;`fSR`MlUSMQ#}uYHTU$_lOQac#@A2(|PQu7f!P6s_Kled^~jy<7P+j)Q*PU4?^T z#+?6+&~Z?e+Qzf4ea@Pf+}-&e|y4E8L19q1voDrP?})Xdye_e)DxP}v1; zgHn=hjfbdH>@?EOofVBB>E-sJ>H+!;y@^Vmg$g5BraoZR^N&e-4)Yw6>8Vv5ozxF4 zYVzL5e}zu%gl8Ui*zSCaajy6jV?-ES{Op0<-4+%{uO#l!Y~$Ra+NuPx7svdWq1zj# zYT$u7!)+ts9W)!rnp!~2)@`@L{VKj)B%54__;@$HtN^TQes;TdoYF2b)pJrVmzks9 z3(6$?jKf`i$Txco34HaOG)t%!Ts&VfJL(Zl$+e{{i7JNfk8#wx&pg(yv$<6zH}xys zs6bn^K5F=TrXlwQMMiQP$~vL=JI=H?SE>+llO zvKR6Os(P`(k_#ajAu%k1R(e7nN+m?9A7K`4={7`D7s(Y&*Msr-gG_$>7}38IgwE~z zpE;v?xI`?@t{}apj`iKcx)D2iV8orWq9N}USkZ=(Y9-j=1J%)52E()?N>Yj# z!*R76!PX8>xQg3nG1(HI=!HV9jWQN7WbZZH1$K6wY@A)DzRcl#9fc zbE>GdolGvxE66BPXh{M^2MIL#I`d*EP3K~Awk7={qXnt+B%5D2q|g;|*VBa9)OC9L z?$EiWF7nfd2 zBf7;G_v@3w^ZNU?G0%hMVIy)YV9FK}Ex8M`bz4Sx-j$|sKbG-?n)U_{Nx?J2A?2L# z9=B4(?C_pYuTb3Q^&T^GYvT4AjtPnoRlDuUlpA510?cMaf8n?N_SM(^KNfCjYZ5%w zRo`EkE?CJ4*I57MNtfzzuA4nL;QU^AN=IaiImPlK=1ny4A+5YtvM2N3ytnit2jED} z2B!iHd(mcCXj!~pz^Z1G*2|c9)^d26seA=R{+RPYY4K_z5nXj#W*+nz?9`D5wT{og zqC?4E61e9|-8VS(=`W`pOW$odtZNWf1Iq*i#2Mi+dGFtqJkbT&6A;+^n6pR|(q_ZJa=Vm=#kzn&~ zrI{HWr}*!FAKmT#Bh6J?RtdQ}{Vz^jPbQ{YtL2ly2wo(DI~~jR)8o@b-dPT>FOwoO ztJ0S1s_lJw<@K>&ZVi*)jM~A3sdaK~ia$|iR)=m}6<_rtP6oz2o?=jT$!EJvx zv=>)9s=8O=47tNOR+@53* zUt3hNJg!KepHL(UPuhNKGtoHf@bk`eMH;NvFi)yU>fzSV2~~6?q_IL8lmEaZ%9m#N zyEa@9ud0xIGiyJ9{{>0aPcyxqS#9~3J4mCdW{5s} zLgCKSzvJ%Nkbp>NKo#3}9b*1T(2FK}oxu_jp-wZ9M*}xFH-o`O5)fx5{*a>S4U#5G zB&ABJe`@2AlF(lL#=6-OS(_6E#I;~iDGAP1#lGoRts5-1*s2g(dt?fmaa;#u26tDM zOVq(SV4YbS$^|ZwmXkWaZ8qeDjm|#v))?gUa&d#Jt}Qi5PWCHkrc=hMblO2n?NFTPkGq=m?oM@F)e)@$dZB@ArdNmc2 z`59QFw*Ky+S;;T%_~J)HQ*)tMvKsL>%zQ>=+EkHxbMoxpJS*g~e47Ed`RR*fI_EN$ zJ8ee*)Cj^jwQb;dbdyw_HpcvJ`MD$^d8^!)ZN^yMUm(`+U{@v2wQp~x<9DAv9j*T} zqCDGnw}T}rr3=oZ1-w(}GhQ4FzYs3fuP%ICm~Dvk%mFBW^ryBL*ZRQ?sjx)_PV$Qm zZ;jG{D59oHi~L~p)F{Iag)L2gjUQ?Oi3-LBUbzQZs2O`S8%!3B?uCWp7~{>-OQ%6; zCGYmN{ZW|9bGovOeQekXB&=`8{7&Oh>hlUhGd9)RNVYNZ7ejJe z(^&SXFUY35^9?D+?-Wakin=pfJH$wv?wk7g?BuV!V!uyMQeXmz8oLe6jmly<{utNlIt&o~KvN)t^oOK9W<-ThC z{q#2u-~ir#!t!cq*sH0U&8oYNkvK+q*pa-=vbfdq^*2S>yEm_KG_leb)Ur_U~^hL8)9wzHrp!YSoQOt^$kDnQHM^?oX6}52c^!vsvPcT#In(q>He<$ zsYY+*$@H6TxIp6^tMl&sg{`}2ra%*E%lIJKYttZZ*R-OomwE#Px2x)ao4srU;=ZZo z^RvkIFvq19ycuFC6K)RLuW(*C@GV~&t1U1qrXi6g$2XSvQ%-F^ksh+c)GkY>>XXRl zhPC1y+Oyx*HeNr%KOIEc)>K7s&E^pnzljeV_?vJSlhnS|^5+@1Cu}VU0tL&TAK5w` zNd$CULB?RV6b;7|pG9V0;*MPqv+=(WR^_p(Yk$zhTJI)$9Itw`0@AguC_Ei_@4(AB zO3s4eE8#X(!hc#vb%F(c(1yaE!zW`as^e{oOVR{hDnH3pynmarMBP9dRGpjriKUDb ztrOt$VceXh-}_r7w+^f+W>Hvfy{0Ezn^+N)n4cf<{CK1w!aRK|u$_MptRCI29;^#0 zPaGF-?sS~2-7x9OR@6#G7C|9GZV{ODLXHg@1Q}kkl5Z@99HCuq>{_IG_7YWcAtD5 z-dpdRHahYC(N7+M!m;~EwL0eKv;-QGf7aG3eFJSc zzU`42*R+n8>%3ptUhON+V|>wVw2)nfJV-3-RpHQc?>;7Kr2@(rr% z(Shx5W^D5>Qj(orLvB0vp1;eph*hytPj*e_UyAp%?#q>2ShUBHEalowKj>@p@`~Sv zSEZE9Xn8FnsusjLOYsN%uZq1 zFl#vF_ja5zqcX`?p~a~M+W4T!E+g&pwv2!>zzKHtEgIjo;*=$R4*fT3 z+VNWYmRuyZqJP2EAF)AQ#VuH51wUSS2D#|*m-)pn6b5>JH19NTD)JQ%nW$NNey)Jp z?&uh!Ed(k03@@L5>tNkWl5zzqX0>!}X_jaSRqjm?-72=%R7Z4l%s>?QcxRlp3+|1@ zrjt0hR2DtXb*{;CF8Wxs9LaW&$T^Wc6`4#5eSNYYoY++kp{AEkNb1okx zt8VGq-loFGt_MYQW||^UV+vK#{-M?Ss17s_vBxvFe6j5-v6s(Ib)Vf*=&c_f`NcK$ zIJTy~d_M=@GK72*jUjxd!zfynE2@G87QKV%FEF0jJ$j&5KLS_)p2T-@Ft$ST6a#N3 zwwSO~hiEJx`W5lc74j18*o1F92T1&zF^8Ckl!ZJjUi$P|F4!wI%IA*A6mQCA_e*aU z*qSru0|{GUVA}3%_M+p2Y=)*z$&(%E2*PkR_5-han3yV?@C#|D)VV6p5ZbZVSt~Np zVCo2ssZQBo*_O#rGvzD+8&8q2%T&4-QZn1BgT=*tvfJ`5x%-U!&aE@|c z726t-nqwc1?^sv$tO3Isr83JUx7o?nu}V5@|0q_lc4*tJ#Wfd>7vyq$&q2Vz0 z(`*}3tOytp8!>BJbQ8Ds-4xmQ-2Fj#|BD|)vBe-YN7>4ES0p_gEV>eX;XlI~eNg(Q zG5jLWy*MM|^|$7*OiM!Q=5F}O;+xMS{aDkc?_QTIHd5Y8)IKTl+!6NZ=Q}>D$}`U* zMMM*UF!AmARO2)t4q zIMx(X)>-cIH+rO;p6bDP6G48W7kg5g}jr6+%9@YY4_XjXvd-VGr`d30+>}^ z2FKwn(VRO&QD*vG7swzwKJP?7l}XihjkulPp&J-*0ppse=F4BGz~sIT{b&oQXVKF7 z)%L$@8PA#Yq7ZXNT>}T@M|SU@R~>7D$u;o&KjPP?G^Y~0U8XgGG@c46OxMA%F^!KjV(AqmtZLIXV(Z`97RcPW?-XLAKieI^7Uf}pYM8vP7{y6ihaAj#j3*K(fx=!gCakO z52L%oRX{!CBv-UU>x}ETQ1^D|-y#t>SRi`QLQHB z+F_L=dXBeUbC@ZTVDJO%dIsU%9H?)dz>L=T{ za56NF83wGrd4FX3I*VkeLknKAYLoxE0ctbi>fI1=GlC>tLeVi};{;(t(ZFW}sFt-U zrlFo3!tG{NP3;49%S%t*h&~6Z5!WSuXXkkkB3ts3% zxSqFbuEv*}4X&o#nlj5Go}?v~pu01`vo`e(#j2s~@nDe_q27`TZtHuIJ5L;*#%qp1 zf5mM~kkc6Krg^qba`Uw(lRttWb*2lI5$WQd3L{mLcjdQi)xNwkVkRa@hmq>uZ}jna ztw-QUGKqD`)k$>{X3*Jw<4Xvp)(6gXHAv`HbHR-C^x&U=T4YyEBLjV@!Gp20dO#Es zM$w>VX~kj^_G3qux?p9Cf^6zc^Ba49S$=jW6Qy2JyPc&5BymqpH|l&mVs;u#Kkk7$ z5Ct3!7_NAnqD*kRP|?FPww*d65oC5a)+3u;)rp#EtmtTD*;15r`H{B32cq!5iySH) zGkRdk;-SmZUB-`OZkt87p=aelc}Ti+ebeO&oWJ^W1ozobG3PW-<@)MKNWHlolH)XSGLl* z)*JZBk!6&n9!rv}Xeq^KQ>qrD4V}-^?{jx}@V@A@n`WmT%4Yq+ug|t5SRjSkA+q#I z(`Qlp))L6K$kR6E`)OQ@mO2^|%LXNc2@B2$VJ(MS+!5nzCzy9CjfvF8J9eufcTW5T z#Y{vDZ$bWO{U=|14Hq`|GG_d$MX5$NXQ+DbNZjcVC^!*j2V4rf*$OH3ct%9qGNT zvQv7@`WC6WVH=C&5;Y@y4z97}3{%+O%?bvh{&JFrS-7od^jEiQk#{yats8^%=mo%r z0f{)H!7bCU-yd#9EBss|T3!s6-nac^z7bQtZHQX|5sOq!io6MCy|w%__--8!q&@?b zxEYFQ;Wa2$h1O~H%g-jY{3=O%q;Y4MZG_w6{9sF7-q5wW^KMz#KX;!h5-In- zksep~w@@lI>D-5A4WIO3a>}dTJxGI@=nY-F)j4bB^eL3Ev}(bJvD6m5&PN0 zRp04ir-XM^Qa@(6`-qC6bwp5aUd{>d&Beci_e4doAZbjYno*M6Vv)e$yyQwncZ>_z*y%F{^1@Ej!Fi)v|v}%8k zB;JVy+!~0GH%%EL?b)*>`6aT)OngiBGRP)Uo$2FM!3(5~70npiiAtd9r>ZcD-3fB;^8Cx$=pkP^iD(qHL`J^O9pC-iQpE*P*|)Ua za{&=eCp?e=aW>HB38Jl5z3%L*$sQv5M}0*T>X;W}!J=0r#s&qe*_ZNS^+Iq z@QBZ=gl)q9{(jfGLCPP9CksU@x2)*dhg*LQm+hz;?bshy4s&c}fk zOqDX(B&G^;h>yye^K=;UgQUpo8x1sp?h4nWKNoYu68O_i$Ai9^sx*stDHf15&Y4^` zYz47A*$IhIgNkXSWe9?bf?T)9=#FXQo}C9hHgp)Xt}WVuAM2M^0yc9g>i$Vj4M>46UBO1e9`nc1a6HKjMAeTU2J zA)k9^D;K71@9sIDUja*&2#DOQ&VJfGWP4zDYR4je+$bLN;t700ac*pQ%(d;txT0z#>mo)%O^(+tE5KTS(B@OUV75X z`K@Kc$lN6Q8SIF{?=b&VB;(^fXfUx*+o&~UcU5H;FBoaGkjKq|>ID@C>Z#RE)gr$~ z^n`xbIRMs`hcgGtMF5(-kM6c{(~NGx2bYkG3>v|CYdf)OK-AuJdRnAI+GP9X-@bJ*MZEAvhHC zOh#uSWgBq&B!YjUTV!2A3RXrryfw1!+a(+{ToyPmT~~%t?c#qq0Po)#jk0+K6$QvX zQ-JP>X5mEu*k^R6Fdlu!;0OU&q|UdZgLidoQ!6h|zSnC=1GQO4<)TajQX>z_u3mwnV!G{yM;KmLR7|PH`^%vvxw;s+lzb z74TDtlJ#6y9@+ErC5e{>3q0;qMby(#yiZi*nMP*~GH)mA%5AtuIkfbnE(t0&x}epv@TE(F2FB-2C9{;FEYzQ?qS+RO7ladlG;qSHoV1|a0!^sF?U z<;NMXmPu+VJh7W1;)rw*JJ^rD&EFt!(5$W5Qcg9&X(f=IRc8>kxDR%p{zji5k(BT{ z(J;wh@Je7t@JSVZ#$%l&>*x{7#Vm#;pPq(TTk2P^{S)P!!L(j2rTv%1rsVZvPZvG* zFlgcQ^zWuvAu%R`6pc&8vtQl0>SS>wLm+$9Rk4S=Flt=en`Ocv%OV zhvy^s!R9Y(*exn<4N{7f-YR=8LGGAqivP7bcsg~hWf-J=-!s`UcP>+%3!7hVigBBf z=4q?ltqM*a-?yy@4!okPzJ_^U?s`@>>f(OK>?G_iJkPQY#aSCnhl$8O<%x3qk{{35ln1f}=}?PPv&S_V`6ICB^rTd8goQtaDP6 zx8_Hni9<(DxkknJJhwj=5O0_63&Q|j0xs<&`@5`dQVsg&ib-;9TJeQac(m9OFSIBV=H_}TIGcGO< zDVsP!8a5uiqqH4p@6@W>5W*pn=HbTqVtYjaxq!}8s3?hUr|WK>U%}{9e61v(mX6Q& zo?yxpH(EO_%(rlSC$_RY;ZYUx+hrd`O(H#M?KG52Bk=dQxc25}v|?y)8_T)niqbU< zHGDB@n=c_>LD@HXNkyB(IG)F`ueVtdRKGx6AYs;zo*!vrcvfBs2h9k&Md29u~>0Y2qM zjbT|cnW?VQCdq7YjP&!iFle@Ou!2GSdy?Sn8xmKwF9lyRRk%FiAfHbHCRqRIc(P{E zEaUCJ@3gh?)i?C`!RGHuj$_$whf@-vR`=sC{Bj@Dlt(L8k4OTq{S)W zQdyeQU%(#)sh^(A3aDkNd5FK(Pfnz3h`TptDGFlJuFBRN0niIQd?814Z{NdIN3WLt zt9nAoZ!emFP&%8HJCm_-kA+m!!~<$Z#HoMz`ze!T-a8j9ZWlUU2_X=@hN3T*Go&8y zUk3?xU^|4C(EEz#m{ojr;MoGHF#2-K*0XchGJ3=9*}k`fJRH7+_K6R8I!c}!IpQ*? za!5l(V! z;o87`mjqlfJiCkA_;%5-<`hSNW@R7-An1t!%OaH7A8C!FqeFSzti=L3#j(T#3sip+ znJB~jDvsTk)|K_lFKIb4)f-W4|9Z>d=MVgC1F2K?oO{ zF2n0yxxFMoOYVrss|(QRcn{iGu5fz=Og4$3j|Aj+TnbZ!nk8YXJV9&5XTH85s)J3H z^_V4@>L8!y)q}tpt>ANW@}^aZs^^f2ko5b zfX4=@4b|wj8+*x(TP^)&VA-<*%;q4WXw%0^3Yqd0??tpgN(dZ?!+*H z3jl#@UOP}psf)wz9L^P;>(oHZbf-=@LCL3_U)N#H?&q$3tS38`DL$(jTPccCd4LYB zOS*ZX>gKcSZSU(#kV=|1H^EvQ*MkzJ}1fNO7KqWNU6m7^k=3H$erM1 zVRbIZMJ$T@88saOzGd0D>Td*52|nE!G0H=MRJoQ<_d-re=u;_;W}YH8;$a472aaF=NdJk_mrbk~KIO>)tjzbiVw>!=@7 zMg3;cUmZq8G0em{L*=-?+}oPFFNN$&aW1=iS~Os#sNPjkhW`kf?e6$G{-Qhb!6rDf zsjjsRdsX7I*fR5L8X1eS-IibKLWKy?Q?OMlE#AhHh?~30EqB!`i|q6Doz>Yq+Dl04BLJd7)Mdtn$T@nfxaS z&1!g955(#b!}S=b3B&;@k;8mIDVrY_7vN#f+;A~S!#i->>v~b9420h6D0b#+Qp_C_ z5{~H&3T#4=p#(?VbUA17hi80bLZlhQoO25CqITPijOIH(&c*@8ruT+>j0}w=?e}I6 zLy>h&3*4uekC9wsavK_FtxfAwZ3!#Hzt~kdY?p8kTbd-i<9Y3jFgePB1KGOq`n9@g z>AyS?l*xsQIx`%1!2|UlDsaFQ0=NDk*QEny?f=lHFic=+%U|?rRgu)CzjJG`Aml!T zFuj?S!1n@VOvI0%q4(b-2Ap-xvt=VGNbgKiGXSp= zU*9!Zy1ueL0wT=$2H;^oBbV^haK3?H#VZN6m6a$Dve7n6mkU}!S24PU=|7QMAze8v z(z(-jgh}rEQRcYQKgu6=yZR_eB05YpRo)~`jt-V~ks8qqR@nEtK=pQ)DhZI`D%`xI zrM;K7+jU5zoxC!6h{&)U2-1_sX)S0`mr*`_Ci0RiZj1kP{F;zm(46LAgle|6?lZ2u z7I8;6QEV6ssIItNfekO{^4p?e!?0^zL+n|`8&CfbX%sE^@cez|fBM!9j(~Yfa%_y` z?4K-M`QwVGT0Ro6JM4pr$d+UZYTD@6Fl6o}PW&>t0Sz6ga8me;b5C(q!g#^H_`$}6cnx<694P*9DwFKEG9q00 zn{@6H?iT;Hz+FDM^`92F%R>KYfx8U(PYav?+|u`tjDG~U{FU*Kfd7YdF%*WkdgI39 zcx5>m-T!ZB^gmks{|dnW`)_uruW|E8$>KcM{|(Ee`)ZJyYmVjK(xJN%Q~&b~gH zw>pR(4=|*3S@W`8;oL1Q^qDZpy>a6$*_}r>ZVVF<+`VxFL4Zeis{T~-#tmWC2W&TPWRm}1ZGMawJ{_=DiH4vTIF>jBJ+4oGTwGo9O=(?S z&ZvJKBOct%>MxBHs^O1;Q9M>RY6ZBifMmH;b|R_pAi`c!vIb)rt?l~9;yNR}siGYr%F_wU{VbHO4ME&XTR=H*)d2niiq6TU9YZk+{?2Gw~yqQgQ{8SnbHT4sMOfigRM$W>6YX2HwHMKsSZZz9M}(wC@s2z=j( zueIBobb=P$`qYhUT$@l@4wv^JLoEP38Am!qw68R3@ArT8%maI@A$lGSf7PEB%M*y`D7nGvcD|y<2DS7i{LGhFwcH2s_TCZN3OJI@ zrIP=+%73)b)VlBWP=Ae9u<;-DSW*Eqww;kFU! zje@Gvcd8xy@h6)kLb&+Freky+FoMEjR|b*&E)QQOv&sKi^P9Lbp#6H|azGNIiu&jG`|V5Z*w5tvWHZIH>z%AN$H}&L{g^g^la1-H%vmX~ z-z&$x8Jd4xYYXwAI`AmNIHmuivJt`=by^->x8J~Mj3(&^nUn{1N(lBv<*TB_T$-{c z#Nz+UTt_PuF~SG0C?@{ZmaKnnwF%&w8QUL0!{C|e*HIf6J4kg%tT8+nfp-0IK45}- z9jz*Q8ltWquRDJ9*P+**wDhyw^j=H5HH--Je#~T|64Q{I@80?m$;O*r$J}vod*WOX z%dJ~ke(@(%MXSBU!RC(|_<0SFa#7x_)jnNrOLJNLN#gxmP077tX?2fW?y*A?8gHc6 zB{?5w4YMW`#Yg`^oz|jfW>AqgDjKy%ZjdNE-0!v8cy=z;+vnpy=QjS5l8NxYd6BBR zaKeqmQgY(*&pm$a^juPRbJq|Z9#!U$B^3@@jZnCJ&uI+W;~Kur{j}Vh5zM{R^Upv7 zZn0m@wYW$%%KWuwsMenFb)LEHzPDrv)hB&}rufPdabNJnp76m0R+;8{b5X+8O{Akh z7*14g78WwItkcatGnxA@%h-vsr#n*k|n;G^Q%)xw|cOijnm0 z_;lTixcKO?L1fDIfX%1%t!i$lhWM+4c}6|CAXS?lbbo)9RGqY?NT~F|qo!Jj_@akP%Bzq(Try~|-+$kgxc4LmyG;r|DT9No zo^vk%gOE}|$9_T6m`nZf1kreSuJV~3&*i19`9(Jz<=)TWMZ`aF6rE|{udbXMb>Op( z0-QS@WC<51{+PIN=TRa3i_s#$OUX01N4+NTF~b@j*J#{K+6fO9J!{^P#%lguHOP9F zDf#51jVj#5Df`>H5kc$qsQ1wdm4rpK$DRECiq4oBn+-FrBW~P)V$h1p&~{~ zA8j6VzTQ9D23(rAoX!cn!03ME^sQJhVI7vo+hU*xX{l(lbblk9w2cUnn>@t5*g`xL(+WJF^ZiiCBOGmf8U6bq(Z z`Y4ZZblgAo^B=)1mWd;6i|m51mjJ?V#D5H^-9L13vTy=VIY3Q`y%@EX$dG#``HTt~ zWj_-$&}uxndqV!&cX|F`03B2A-69G1Mvo_7bZ(-s3Bq1O6U6mqqFe7AL}8asIR_Vs z6I9k}hd7o$jknhtO~ed!c^Iq!U`{B|hhuMB{xMb|f`UgAUN>Za(k%%`J?~HAZ-z?e zK0RRrK03Nk0|CxWwxb@E9LN|qUIW&k)pKW3>&UxxDO=p|Sie$}fFt`QlcQ%j2e6e{ zE)AYhA&h^uz|F%6oix*F2_ZroAtKG)KHsnZS5=Lc%)zP~$NUKIY>nccSB) z=3<<14Wh$iT*g+ac(oSv>U6nI67HeP8vbze4p%EDyfO9U9mwRupnayg_h4Pe3EafO z;+$q3bbx}W(zdOa61IA$j2O@_V0i*MuDJkxR_xaOSsKVo7P3u0|BjSiiza%@U>1pg zx=R;X@(7Uh?2$4HmX_I$le+FETk$|9Y!k-e1<>=Hhm4>BBu!T|IR^$l)rzKm>#aI; z0rEJCuSvW?nr3eEljjs_T~$}#3UK+;0f|!1hBM(|MRE?REg8JBRq@n(|5|gDs%IKb z7%Um^w-1#e@ylcXoP!Km;^WSvhepJHu;p{bfDVQ=$X!#vfT{MJ@{7~{rPIi=1yPpK z9xe^8Q5R*sK(^2Aou@A#)}>y-i1vLK)CTzoD=0AG&T+3Ke1=pCl1Y$$=`%3QVV+wZ z&Ws-{8TGd_g-zkhW0WKu5lUHNf8w|EjyR|AC&G{WUHdkU@&iLW-koadtZg z!L^RR6=yPlNk`6;G)Cw|a@H_vkL=crib1+48m3Xp=#;hg6~c4B8Y|pmD_;Exc;k1n z!g2yb3D8B|%i*MF{w@-x0PZ4+Jjgj|$`!A@&?VUTCH#cE^W-Xow4aFIZAgdsc$G+& zW~SWxdNrGB3_%sp9UwV?$|$^bPMabPSNg|hN&alC1n2y>a2V(hAm%x6>|`;;!>StC ztW{e6z#!^uosS}{K8KNRIF=cCFZj4~ z7X^VbQJ=fj{svt5Ur%uA$eeH-Ark(M$vv@qg;dv(g#YJWLi`BTE?Pj<{Dpt)S zt(HSA-vtzJ&Ve3T-Ap;#WFRc=z%jJyLLw4;wHOd)daCZWn9O=Nab*_zP$2nBK~(+$ z5@TLcT~~qa?FNTV*D+(! zmQCVXxd1OGGR*awy376p#>LA8N%}C!3)!3lOit?8FG>iLwc40A4L1A01T_}z6Hd^@ z^|F195z05`pqF!$sb4kF{6DF~AFQ*hAdGlG(ed3e8rz{qcoYUFlg@DLLqJ7(@u}}t z%qHaco=c}}K}bh&^5vRKy9&487JL9*eU-4IHH-T zA7$2jb!=?DckzSO!Vj`BodF#eszQx-29oe#_QFpN&|?q!3r*-bMqOxjdXvAb`$3m@ zFcoPVt2u!8$pHtqA0i4h;^AvC$3DBE?Xc=-s$SEKwLdW=S?A8N`prK9m`Hc=Y#}FL z3}t?_VfcL`C0ZN-KBTJ-97A8uzym$8uGKSlw2u0#eSZ)Gu(r^!h5PNO2Ke=5j=w>r z|H5H8{2~M{?mUFs)VSJ9F+YRxTtr{Q(N`W^w=gvC*zRMj7B|ri8gMKz&s7JY8BMOL ztik@QvtOLt{)(^jv>T2sxZYW~$YRvA5+jhpH*kN-^6GL`vTsBF4-8EYzW@LL literal 0 HcmV?d00001 diff --git a/assignments2023/template4.html b/assignments2023/template4.html new file mode 100644 index 00000000..7787d6e8 --- /dev/null +++ b/assignments2023/template4.html @@ -0,0 +1,1776 @@ + + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 4, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
      +
      + +
      + + +
      + + + +
      + +
      +
      +

      Assignment 4, 2023

      +
      + + + +
      + +
      +
      Author
      +
      +

      Aki Vehtari et al.

      +
      +
      + + + +
      + + + +
      + + +
      +

      1 General information

      +

      This is for BDA 2023

      +

      This assignment is related to Lecture 4 and Chapters 3 and 10.

      +

      The maximum amount of points from this assignment is 6.

      +

      We have prepared a quarto template specific for this assignment (html, qmd, pdf) to help you get started.

      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      Reading instructions:

      + +

      Grading instructions:

      +

      The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

      +
      +
      +
      +
      +
      +
      + +
      +
      +Reporting accuracy +
      +
      +
      +
      +
      +

      For posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).

      +

      Example: If you estimate \(E(\mu) \approx 1.234\) with MCSE(\(E(\mu)\)) = 0.01, then the true expectation is likely to be between \(1.204\) and \(1.264\), it makes sense to report \(E(\mu) \approx 1.2\).

      +

      See Lecture video 4.1, the chapter notes, and a case study for more information.

      +
      +
      +
      +
      + +
      +
      +
        +
      • The recommended tool in this course is R (with the IDE RStudio).
      • +
      • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
      • +
      • If you want to install R and RStudio locally, download R and RStudio.
      • +
      • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
      • +
      • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
      • +
      • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
      • +
      • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
      • +
      • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
      • +
      +
      install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
      +
        +
      • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
      • +
      • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
      • +
      • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
      • +
      • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
      • +
      • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
      • +
      • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
      • +
      • Do not share your answers publicly.
      • +
      • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
      • +
      • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
      • +
      • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
      • +
      • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
      • +
      • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
      • +
      +
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
      • +
      • Is the report anonymous?
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Setup +
      +
      +
      +
      +
      +

      This is the template for assignment 4. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.

      +

      Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

      +

      The following will set-up markmyassignment to check your functions at the end of the notebook:

      +
      +
      if(!require(markmyassignment)){
      +    install.packages("markmyassignment")
      +    library(markmyassignment)
      +}
      +
      +
      Loading required package: markmyassignment
      +
      +
      assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/",
      +"blob/master/assignments/tests/assignment4.yml", sep="")
      +set_assignment(assignment_path)
      +
      +
      Error in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).
      +
      +
      +

      The following installs and loads the aaltobda package:

      +
      +
      if(!require(aaltobda)){
      +    install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
      +    library(aaltobda)
      +}
      +
      +
      Loading required package: aaltobda
      +
      +
      +

      The following installs and loads the latex2exp package, which allows us to use LaTeX in plots:

      +
      +
      if(!require(latex2exp)){
      +    install.packages("latex2exp")
      +    library(latex2exp)
      +}
      +
      +
      Loading required package: latex2exp
      +
      +
      +
      +
      +
      +
      +
      +

      2 Bioassay model

      +

      In this exercise, you will use a dose-response relation model that is used in BDA3 Section 3.7 and in the chapter reading instructions. The used likelihood is the same, but instead of uniform priors, we will use a bivariate normal distribution as the joint prior distribution of the parameters \(\alpha\) and \(\beta\).

      +

      In the prior distribution for \((\alpha,\beta)\), the marginal distributions are \(\alpha \sim N(0,2^2)\) and \(\beta \sim N(10,10^2)\), and the correlation between them is \(\mathrm{corr}(\alpha, \beta)=0.6\).

      +
      +
      +
      + +
      +
      +Subtask 2.a) +
      +
      +
      +

      Report the mean (vector of two values) and covariance (two by two matrix) of the bivariate normal distribution.

      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      The mean and covariance of the bivariate normal distribution are a length–\(2\) vector and a \(2 \times 2\) matrix. The elements of the covariance matrix can be computed using the relation of correlation and covariance.

      +
      +
      +
      +

      You are given 4000 independent draws from the posterior distribution of the model in the dataset bioassay_posterior in the aaltobda package.

      +
      +
      +
      + +
      +
      +Subtask 2.b) +
      +
      +
      +

      Report

      +
        +
      • the mean as well as
      • +
      • 5 \(\%\) and 95 \(\%\) quantiles separately
      • +
      +

      for both

      +
        +
      • \(\alpha\) and
      • +
      • \(\beta\).
      • +
      +

      Report also the Monte Carlo standard errors (MCSEs) for the mean and quantile estimates and explain in text what does Monte Carlo standard error mean and how you decided the number of digits to show.

      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      The answer is graded as correct only if the number of digits reported is correct. The number of significant digits can be different for the mean and quantile estimates. In some other cases, the number of digits reported can be less than MCSE allows for practical reasons as discussed in the lecture.

      +

      Hint:

      +

      Quantiles can be computed with the quantile function. With \(S\) draws, the MCSE for \(\text{E}[\theta]\) is \(\sqrt{\text{Var} [\theta]/S}\). MCSE for the quantile estimates can be computed with the mcse_quantile function from the aaltobda package.

      +
      +
      +
      +

      Loading the library and the data.

      +
      +
      # Useful functions: quantile()
      +# and mcse_quantile() (from aaltobda)
      +
      +data("bioassay_posterior")
      +# The 4000 draws are now stored in the variable `bioassay_posterior`.
      +# The below displays the first rows of the data:
      +head(bioassay_posterior)
      +
      +
              alpha      beta
      +1 -0.02050577 10.032841
      +2  1.21738518  4.504546
      +3  3.04829407 16.239424
      +4  1.32272770  4.924268
      +5  1.36274817 12.880561
      +6  1.08593225  5.943731
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Are the mean and covariance of the prior in a) reported? The correct answers are : +
          +
        • Not reported
        • +
        • Yes, but they are not correct
        • +
        • Yes, and they are correct
        • +
      • +
      • Are the means and their MCSEs of alpha and beta in b) reported? Note that the number of digits reported for the means must follow the rule given in the assignment. The correct answers are alpha: mean and beta: mean . +
          +
        • Not reported
        • +
        • Yes, but one or both means are incorrect
        • +
        • Yes, and the means are correct
        • +
      • +
      • Are the quantiles and their MCSEs of alpha and beta in b) reported? Note that the number of digits reported for the quantiles must follow the rule given in the assignment. The correct answers are alpha: 5% quantile and beta: 5% quantile , 95% quantile . +
          +
        • Not reported
        • +
        • Yes, but one or more quantiles are incorrect
        • +
        • Yes, and the quantiles are correct
        • +
      • +
      +
      +
      +
      +
      +

      3 Importance sampling

      +

      Now we discard our posterior draws and switch to importance sampling.

      +
      +
      +
      + +
      +
      +Subtask 3.c) +
      +
      +
      +

      Implement a function for computing the log importance ratios (log importance weights) when the importance sampling target distribution is the posterior distribution, and the proposal distribution is the prior distribution from a). Explain in words why it’s better to compute log ratios instead of ratios.

      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      Non-log importance ratios are given by equation (10.3) in the course book. The fact that our proposal distribution is the same as the prior distribution makes this task easier. The logarithm of the likelihood can be computed with the bioassaylp function from the aaltobda package. The data required for the likelihood can be loaded with data("bioassay").

      +
      +
      +
      +
      +
      # Useful functions: bioassaylp (from aaltobda)
      +alpha_test = c(1.896, -3.6,  0.374, 0.964, -3.123, -1.581)
      +beta_test = c(24.76, 20.04, 6.15, 18.65, 8.16, 17.4)
      +
      +
      +log_importance_weights <- function(alpha, beta) {
      +    # Do computation here, and return as below.
      +    # This is the correct return value for the test data provided above.
      +    c(-8.95, -23.47, -6.02, -8.13, -16.61, -14.57)
      +}
      +
      +
      +
      +
      + +
      +
      +Subtask 3.d) +
      +
      +
      +

      Implement a function for computing normalized importance ratios from the unnormalized log ratios in c). In other words, exponentiate the log ratios and scale them such that they sum to one. Explain in words what is the effect of exponentiating and scaling so that sum is one.

      +
      +
      +
      +
      normalized_importance_weights <- function(alpha, beta) {
      +    # Do computation here, and return as below.
      +    # This is the correct return value for the test data provided above.
      +    c(0.045, 0.000, 0.852, 0.103, 0.000, 0.000)
      +}
      +
      +
      +
      +
      + +
      +
      +Subtask 3.e) +
      +
      +
      +

      Sample 4000 draws of \(\alpha\) and \(\beta\) from the prior distribution from a). Compute and plot a histogram of the 4000 normalized importance ratios. Use the functions you implemented in c) and d).

      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      Use the function rmvnorm from the aaltobda package for sampling.

      +
      +
      +
      +

      Write your answers and code here!

      +
      +
      +
      + +
      +
      +Subtask 3.f) +
      +
      +
      +

      Using the importance ratios, compute the importance sampling effective sample size \(S_{\text{eff}}\) and report it.

      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      Equation (10.4) in the course book.

      +

      BDA3 1st (2013) and 2nd (2014) printing have an error for \(\tilde{w}(\theta^s)\) used in the effective sample size equation (10.4). The normalized weights equation should not have the multiplier S (the normalized weights should sum to one). The later printings, the online version, and the slides have the correct equation.

      +
      +
      +
      +
      +
      S_eff <- function(alpha, beta) {
      +    # Do computation here, and return as below.
      +    # This is the correct return value for the test data provided above.
      +    1.354
      +}
      +
      +
      +
      +
      + +
      +
      +Subtask 3.g) +
      +
      +
      +

      Explain in your own words what the importance sampling effective sample size represents. Also explain how the effective sample size is seen in the histogram of the weights that you plotted in e).

      +
      +
      +
      +
      +
      + +
      +
      +Subtask 3.h) +
      +
      +
      +

      Implement a function for computing the posterior mean using importance sampling, and compute the mean using your 4000 draws. Explain in your own words the computation for importance sampling. Report the means for \(\alpha\) and \(\beta\), and also the Monte Carlo standard errors (MCSEs) for the mean estimates. Report the number of digits for the means based on the MCSEs.

      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      The values below are only a test case, you need to use 4000 draws for \(\alpha\) and \(\beta\) in the final report.

      +

      Use the same equation for the MCSE of \(\text{E}[\theta]\) as earlier (\(\sqrt{\text{Var} [\theta]/S}\)), but now replace \(S\) with \(S_{\text{eff}}\). To compute \(\text{Var} [\theta]\) with importance sampling, use the identity \(\text{Var}[\theta] = \text{E}[\theta^2] - \text{E}[\theta]^2\).

      +
      +
      +
      +
      +
      posterior_mean <- function(alpha, beta) {
      +    # Do computation here, and return as below.
      +    # This is the correct return value for the test data provided above.
      +    c(0.503, 8.275)
      +}
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Is the source code for the function in c) reported? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • Is the source code for the function in d) reported? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • Does the histogram in e) look something like this figure? If it is evident that the normalized importance ratios are computed correctly, but the prior was incorrect, you can still grade “Reported and looks similar”. +
          +
        • Not reported
        • +
        • Reported, but looks different
        • +
        • Reported and looks similar
        • +
      • +
      • Is the effective sample size in f) reported? The correct range for the effective sample size is between . However, if it is evident that the effective sample size is computed correctly, but the prior was incorrect, you can still grade “Yes, and it is correct”. +
          +
        • No
        • +
        • Yes, but it is not correct
        • +
        • Yes, and it is correct
        • +
      • +
      • The correct explanation for g) is roughly the following:
      • +
      • What is the connection between S_eff and the histogram of weights: How is the answer? +
          +
        • Totally wrong/has not tried
        • +
        • Something is a bit wrong
        • +
        • Explanation is sensible
        • +
      • +
      • Is the source code for the function in h) reported? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • Are the means and their MCSEs of alpha and beta in h) reported? Note that the number of digits reported for the means must follow the rule given in the assignment. The correct answers should be close to these: alpha: mean +
          +
        • Not reported
        • +
        • Yes, but they are incorrect
        • +
        • Yes, and they are correct
        • +
      • +
      +
      +
      +
      +
      +
      + +
      +
      +markmyassignment +
      +
      +
      +
      +
      +

      The following will check the functions for which markmyassignment has been set up:

      +
      +
      mark_my_assignment()
      +
      +
      Error: No assignment has been set. Please use set_assignment().
      +
      +
      +
      +
      +
      +
      +
      +

      4 Overall quality of the report

      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • Does the report follow the formatting instructions? +
          +
        • Not at all
        • +
        • Little
        • +
        • Mostly
        • +
        • Yes
        • +
      • +
      • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
      • +
      • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
      • +
      +
      +
      + + + + +
      + +
      + + +
      + + + + + \ No newline at end of file diff --git a/assignments2023/template4.pdf b/assignments2023/template4.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c6276e4a38d4596873c75305c9e0f745dc4b0a0a GIT binary patch literal 75058 zcma&NL(ni>5N7w2QC(O?PV3Z#-`S=t{!>*$F+Ul^I>5aY0wt`ip60OFl#G<+cl~f? zPvRoDpzVcKkiUUhoxHxGuC7dRgqo^tIz}TEO_GeI3G`DT0se^4qLB4W;mI2NsB8$> zK^7hM{#lx>s4*Fap_w*r=4zs^x%!@eBYT9g+B^EtA)gVi?R;k9kwcUjPVshjXHUpDJn zs4@r9?lsqkId0w@m*~9mWj!aPZc33-0ouzDsO5?VE=Y=2RswxQ)b#}^ohf});k-H+ z>8@+I8ClfW<1QXztyUjcTV)|Mxwy4xGXl?>ApGBIGPGqN6J*9IiW{;_XSoqdBKb1YC`YnFQ7dp|ceDPUV!RNgL?H&QvuV82fIeY4I8X(1xz9#2udBRGVv^9?6ah!0t4Hp_3l*Re=%*6{}^@0{> z)XZ}S%RcHLS(DJnE8FXoa>52fy(YbAWz_&GV8U&H)uSg%razWPA`)(Bp1_1V3cX<; z8eQC#eiql#s=k9j^$PtfLPX0_!c+(m~~bYiCq1-rwhw5;t%wrg!Ed_^au zvAy=)5|j3vgGa{_w_xG71|Gd^je3#a@1=V;xURJ= zrw7fZE8e?@JZk2+hddhKC4W&f;Epcag_>_^JVGA~>}~o4J5v>hq+R_d_E4h0y@63{ z++i(%fMEQrx#mF*J4zZvfwHhd!SiA{fMjE*=ZjazB&cJ0Xi@07AbXC;P|WQ+4v$g^ zcJaGc_zF%K@NRE%lgR0T=rht13b8nh3{Drp`DosKk$QC^b z;@4>f@;tl1!Wx7oI8<#NRNxS|EIY0R)uR)&x!^|;Ghzk1|IkowpE5sr?+0#R*RWe( zXgvr<%!k6lq~CR&;(2XesAfAQP^6WQP~Ws5-8%X-#9&%Rk9ZIdZgmZGv#3M z4Qvgnir^m_$M!LL0~;&-H+n0YX{BAXx(LSyuDuDiHH$1-Ap}&=T#D6a2q_*Dxr3nO zF!2tXc!-Bv#C6gaX;B{r3{rUeT3N+Na{`P$ldmb@Y1(4xSo*N>1XAYDP~RUsUFhcsckHpNF8 zo4|*eh)Au_ZlakwS$})c@!aE5wAcsOX%U@QtF%v$hUBNyc*jnlz&9fZxJ?dyrWBfF z<2hrS^jv2s*oZ%sbyiwZS}v>B2`NS*j&H67VZNpVoGbuxa~nj0#MBpEtXtFOH1aMR z6KmlH#!M&|klG)Y0^IWw9>?iBW4+k-vsq<5*g~Wl(g$?WOJ$tZ6}0OLh__#5#KUy! zUJ411+5CE=8#X}iPrT4K;u0OUb0X1Lro2xssV7TC2N+Dz&@O!E;mw6b%+qSB)4!~ z7$q~`Il?aAIrHr~I|y&UDsYmf&^GefWW zr1Cy5Q-cIO2<48I=5+D;7?4_Xvz9}zT*y1zs>}%27o63HF_jtb`?^V(zwQqP-WLRP zaTneUxNp?UIQ)w4r8+#ZNxcELuahU)`^mSbKYNI`VFGo1V6P`TK5GruxS{n9PFGLa z$vT1_V4l8zNdNi|XWp$nC_on222)--k&_fTt;l(nAv{P z#(N8gzvN0$xnzha{olU%jb1=M{DoCTYNfIk0)3I4O}sZ>3lCSpZobuX={Lh{>9g%u zrll~-S8II8Vy8*r^>W#k#?`8*=!F`bR|qX_-cwSBExx}@qw?hVX>A3Ke{0t6T~ZJe zF#2^@uAinKK`G76X|6ueOYC41GL!YJu%Vil5b`c=QV^2BsgEOI(7Nf$;jw^_N3mlQ zncqjN)M6*hdEMbtu`#T)^G;1zCo`=epiRwEyJ}MjpQ`${7Qyd0$&*jYF?*I4&d7y~ zDr)oxjhk~ZM`IGJn ze8zBQKzn03GibeV70;=MyfeIsrOIIuj--?1dLbLOpy{3F3#kY@xN85aN~mF1a_R(} zBJ~s7Z0aPws{s`vZrjD?r84Qs`kOII&$xI5gMO0=vsLA}R%1RH*%n6+;GiNyY@_6S z*ACJ|KKcdGWXzM0R&uiL8AY6$xW#@GP0Z?7)6yeWu1(7DCWR>JhU>U`|WI-H1#1r_YADezj}m`R4}jy&sD`2Ko8Jwy3($N3Nnl|P1` zvIn;7@_JnRiI7e!g(F3I!7WQFJK|CKuOI}qxK=6M;4Bjv9SFgK@=wo>;DQ-GdL43qg`Ftu`v-*o zFGR7}v&;@M8J#5T!A}?^in4jLNe0lyn`O(l#te^o4k^#8uGRcTS!8tbq#u~bS%?H55_Yy6*)grl1>m5%y21`1u(=2*>yJ z!!=b2hfl9z41u%^k*x?D4u6`XSE^#CJfJD<>%ohSuKXuTIYa8}V)ek(sv%L!kQjm-jDnp zA+8r_HjAINlvBap8sPJDGAwTz9Mgb6y^vEEYzn%+OglPlhn5#zGTvnsAnq96!!P-5bG%8WZEJrq9EC;g4OfE4W<@{ z4JJgau=fOGAEwIv6-2_q@dM9KHD%r+iMc`Y>`JH2NYzb=4e59c5H;}$v?<^#7yU7< zuzSFVayniMM`fEB(fO}eWyq4m3A~wE3#{N}B}C+Q;kDBSB{1pYp~awwQ5{mbt4L*3yB|m$b3m= zI;~dHKm+~d1oEilCwfTeoC{5+lGO%EA2S4yWg*srfp4(WUb!vz&qv+grxM#N9osAw zA`iw4th2(pSn|5sEVX28d=;^H?=-e0D9KFk0@2Nd?SuJO(CrzoEHPLUu1Pb~jza>R zY*Iy9t)!_nz^q3@tE;q{NAt8b{S}((KyDo#hYx$1lA5_d2W9s>kWo@bA(u$`9B4O+ zPy6pPIj`4F*E(kyUYVA$01=wq^TcHsU_RR<(YGanB;vpU7ixp z_iy|VMFA>z*f^P+BYr0wttq&;%{H)_i7qrV3g?45C~h=&yp!m}rqHQR&^!ZnJi%fh1P#EMaKCZKr%)qLZM-6}v}HU!KvvkC>hU-#vq{8X-ztq0#gt zp%2%ON%&n#<5KzoUj=<3r{io;R!2S9ldhI=Raw*2Z}VyDK9|cjlV$D!HUl|{PGNR; zI7gllQUgKmpXYBGI}=-zk~a&AespH4UFb%;5(QP~t73hJ1+~|nNx2OanVQhSdGo(3 zLvJVX$#KuZ8b2ya7MRd@TH+-h6KoZE^wRQ;^x?F_907L{R>_>(IPlkF&HT-wW-zt_ zXjNq9lpmhLy<}vz<3AI8bZ>M=es{)W%a|l#-q~rXi1XlwgQLgQn`s!=^3F|baFYDj&a@(fcs%DLXn6@Wv^n$$N!W%lJ0#qW z+vBehVdj~wfC=49)W%F|RE0)lW+BH&6k@W@8z(cxih3IM<-G53JXjzUE6J+pc+4vi zrE@_kwq-w6iknG9lpQ77@Zz++29fz8hbTpFHH}MApa(A(F$}Nd#oZkS)Qvj${my+2 zBz|(87{z`354H1jY=`=?u1zLSsVFb4DeuCZY_r+Cns-c2~Z_*1GelnmJu3Tg8Y9YSS#ExsJs zUY#6u9$onAVX^sz0yJC{E)kZoMif$brI=A1)sjB_=|>~KAIGD~hV08yRjE8nG%bir zxH@L#nN&0>zEsu9`W285aHbQ6hWJVgu*h#iN{l(Z)Sl^QX=jQ35Nl>mv(8-!<#M>;g(u4z?%hJ4$Qn#)Ukuhh_+?MyyG}cs?&Oto zJUNZV(B{>ao}+5-VIx5C58=ZPY(G+!M_Zbe)_3euxu<4C?F?cwe-0-MQ_r6D`EW{p zGum7Y13(}-<_VpPi!qLJUg^LfNy}y!Krf}VR+o`HWaX#9Zta!nl)ezN)-XZF+`pH0 z-|p2`6l2U~xA_#Rj0Pcb@u#>>{|;DK?Bfr%im#6YpVMwIr!$ZkqQd<+>O5V#z|rF% zYPOLVL#u7%Sf;G1nW?VzXBn*DXMPmIR{$&3bE-vBPRg%;Dh1_QfmW8#31)UT&QPl^ z3_Mb08e}@W8}j!6s(TAF%u1&l&5L`kcRAScJCGJYeW9#$SARoN(|ecwOU;+6)K>#7 zSt3=ChsBLET4ER;C>!^Q%_{+p$Vx#+>)#-stZqb>8hAW@SIzyvqJ0|cJ`bp6R2|-} z$SB+3ZvOy|M}NlJ(bdu`x&#OkbOzn)8zo&H163zO@iJA^MBa`Gvn&wU z+{-VRU`Vl4A|e(`u2D4S`IBI6RROds0^ZW`ZV`=FwK{Hl`Q^h|nfg zG;b1GGL@kL|yjs{RW8oP$C1_cq5}?_`hJy|`*hY882(Xp04G^zJ0IkvQs zm~~&PU}RgR$riaWflLj_19Z1OyQjTklb66-p2eUsQnWcYZ)=oRiG+T9TBCpRt7crNvtqRB#E-_9ptaE@X z#FyI0iLY)o?RW_jOweDsYUmcjOy(l{-d<>Zfq2)B3W~z890a(W8cNH+hl_H25 zr$Rz2HkjTaLG_)mV|hCEgR$!EL$RoLW|K4i$@EHo*MN7et#P2?%P2W%yoJzAGYs!x-?Jz&#X2z(UgVQHQIy%RuY4vt@M^jHj&VCe;1Rf-=nu9$EeX4etgLUUV zkIR0dw$}TMTiyQXuKgHte3sXKYE{^)>eJLi(B-;G9~Jxd_LcUuY;QnSEHwWpkZr9r zsWX+6-p} zQ&p1pgyV1<26OIEOxpb+3HU<|4k67gV(G!D1}v_LaL+5=$b{9sW_%S(<#!jUqNvDa zRzEp(@e$-9Z((ohpX=7Amp&$kBvE|gCDdFw^e6VmHFx(irnA`h*88Zc`zx*vCvI=# zgk1?YL0i|VGXD4I@BVL&^MA*6R_6aBTxVcq`d@MVf9^cl;rj0CE1rO8rI)cWV9)?p z!JM9k2JnJ#wwIQ6gON#ghkt)aNfqO(E-!8~v&3@-?9@@Uizt$c#_N~!{PLGc9^$ij z_Vqb;euCuj@1IJ2_*~{bHb1Xp&}OqN&3hU66wda_m+4q@O6D2YFZ_`cpY$nBJn7u= zr`WrvTXc}heFe$+!gHGWe* zdKWCM4Ri8iP#A~u?KTx5OJ7cxW|g-o%K;VY8N(h9(k;0@cGe!cH`Keq`@ZDW8j-|2 zYb_AGViY}0aakqyq$p)zHjk2*Mzu;3kO(d}n-y=%B*AHeoNyng5n~$|J@yh^8-Q9? z=VKQvXv7XRu+sqhUq#ZYV+Ea>F>p;GEexPGx%>Zvv)~hf4sB&Z0jKPkff;< zgFAo*vN(K&@jc$Q(vSFW`KYgdPx}2UUwX6zDH<4GwTzS$hBgU!WgY40comkJPj z({i}Lbk24@#r*M7?s?a<%=w`W>-$fX?lXeqzitzZPOsqe%iQlM?+aIoviNY(jeNMi zU5HD0cZ0^Nxg{X6>XoE`J^K59K9=H_`1xr$?32fOWPPc&$+Wt>#PYF{9p^nz5mXe< za`UTgON*U^jN=Q5ebSV63UA@txrt$wdZyAEqiTj#yqZqkzya}D9KfZ?Vk9_`TG_;c zhj^86+9!kwUdC<5*VmPC7arj{a9bsT#mf?$Gv+xk+AXN5=Y$HYfzz6Iwz{`+n-jH+ zsBhNH1yZjRj>d z>fg4LM&*``cy&pS94kRL+Z0xGQ+@Pnv%OB)x}Hf$E&0`z4tnOU*d^6Um>FhUvN3&+ zykw2i(o`j*`8UE_^I8Y&09JJ0BU^HE!IB!CtS|q$Nnq`!r!|hI#c8|kFY7nYPU=YH z`1UFN9Rn{5ujWZkmLS^QNpJCXCsNVY96GwR8u7=UKGx{FS#lI-sj8+SGHPCXeGz$f znOB#f{S49gzD~$}FMC>BC-;!=sLs*gAC^bML4_+8IbbhNzy0eT1`UiR-falhL46F% zYkA)x(0{oSw64D8sG{xWqR**`!{L~EzC9JPQ%?WYvOC@S2i%jRm?1bAEyTT(v1Q1O z5Huij4|(E8zUn-PgFVM{gtMP}&-M*zZkLNV%RfB5hcs%;tM>73gBjOgVQ*<`W6H0{ zV34Ws#U`a*$Z`lE&f)}&vWdYP3+k!OAp;{xB`5{OKMCjj0G4GBx9OxH&nS;ZSrN#0Z@Vc@r9 z>22Qt-dB`*YEf?--rQH}BFO6Jhk-`xtqy_P?x|N>k!ciTYE+f!B%|tJr$R{BxI%vn zV-3XdxV5u?l~wA1;X|m^2w= z(wYHb<_2OmhxS4Io}lMON>Jv-*^bJULdz}y&bwWB=N!YbHsLdmK{CZ0Y=?9-1`PS7 z*|~r6zB1t@Wfb&N+@U{McoRMtf7C~_I#t+Lfe2||L47Mxic2Dc+_iRG7!mV2>5V&! zZk${PPGoz-hN$aDWW5wTAAoRhT`+>mlR)a11XzmH8B|jxO5HtjtM6+6O3B%X=>kX8 z@iWP#r*;$3U|b}8G@ed#=N%6k3*XlL)+C@AriZNP8&`Q*Tg~uj#GMd3W#H6+Z##S( zv7rLn2xX1{+9R4k-ee2Q0D?eZ^7itmO1|#Hjv4t~-S}*PHJ@IU0d9~WFF3c4-N{9% zho$olOD?ie?%_z2^0Y)Yw_W;DS)<%9&DOizGWv~IanyM{Lz1te!;k~60TP9^Twtc% zAZ)!(7Vp&%V`W!>RY?~rlOkp#_WE=dkeoS#Rr>_-LD54K?S@imi{LYcphFj4w|L3! z@ar*q$efX)exgCWH+944CP@VpP9(~ z2W;zba2wuNgF+y4zMI@;t!R)9t zx-`IK#X}rYhqKGY;>AYjC}Zxa2N`1-5AtDjK8j^&^R|dMTGQ0BO)BQO2d}I`V;9&p zRIrEQ>KO*FU@RCvqaVSPB6QlHj$_Uw^R9UyQXb)eE}9i{7%~r6oJS}^M z5HxUTz_iGg#A|_6qD{kdmdm6?o{URqp>&?gxxV$~Nln^LEwF5UbzG8CcQ>i{X!=dJ z(@~Dw0z6VyxGW#^Rp-E$%A8=8v>g1TQ9B(r4&D~w)^x(+uqnE0lXiG&!hFi^`JjZy zpKz>&;$g(kbx^+os6T6e4NLT=#K`PdOpe7g7o@3#d_*_I`;`j)Fxv0ZUqbd%@o z*XcH%4)m_BnDG+u3^fHj5RjTkPuUfc);q;99QA1~D*r47B`nN7k05?Jntl+k8aPG@ zVn{{c_2<@5UvVmpD)y^J?j*?Wv=Uc`W?Kj51;!DfPuATrSBT-O3`Q**37h}sX zH)w1#a{)_moWPz<4mp?N)h35aiTimzhDiw>>C_F(d7l;cjCkZf?Iil=LuzTZ@b>6= zJxhVA(9!f-biT4Rro5QBs&f3=^zm~b@V%!GM~nf|Z{f5L2f*GUX?3d) z1u#aU>usq62G+}We;p3jpy7XBwm-#F@=Z@19#tJFGrNxr7$&wfYZX3?*a5Z(?JH9P zoB5F(&F5}Un9=n69qGH1zMMA>)zE**GUE@s(W@14a!rOk+`m|}T%|&w%4~FrVRzc= z7ylP${lb57Dir@0=ftA_EY}PebxfOmwH$WnW`|rhBfpMCAgxtv2i4#!Tdd%SfgW8u z7I@EgW&2cp4v=B1U+K5iH{$?wzezuhv&S`ku>4=n!?t|z+#ftLl)JP*@l8*eRh8Jm z9JxQwL;D{v6}8Ik{|_;+{~r+pJM;f$Nn&^Y-NHbQXNa$($IWmr7Cfc zqKk68J6JyWUqADnaO&={_I)|S#^4mN=+Uoy{_l?Oli_hejT96~vK8lo5a&V$gF?

      squaB2VE5Vp5(umu;o{0K?hTL}n#YgkbhZ07t@wZ9S8dv5|O z&oHGEE-C1F54(*NwcOsl3k|F$any(Eb%Rw?t1ePQ+ww6T#d7h}`tu;F{VMSp7R-h) zt;So|sIZl}5_C}6&u|;c&g&FF;RfOgr76E5JAs`~@PYsVJQH@sT|{#VA3M%|Wv#lr zfWEJG_me~Zf8;uM$ZSxUtoKDCQel~tMa5#Zg855dU)Odu2IKNYZthC^WbLS z7T!L@+pJQrw<4qpkz+>Ytog2%wY~F@2H{&KH9U30gaMQcNEY1{u zLV3ElVb(Nsfjze^@`E7)WXoOo z=Recl6u6Q`+TUVrc{ZD~Y8V|5SuX>otGOMm|9s;q)*~aSQ$VCaJnwWI)$LNfNmHlt z9+sW8T9mgI!r6`+_V#_3R_9H-;M8ITf~hcOGEyZYjBF|8d?}*yzj_yxQyn|eo7AKl zC)zp&Uo{MSi(BN>bK&}!&CZd*z&!8;0Vz6^?qdtr!t#LA^)?fgAhgL}g`j(V1Y}fX3QC1(#Csp=7CZb<*=L5CGGbYPrP#8-lc@hNe@6o9g?pJ1r z?j98=@XeZrIZzC74j#P7Fc>l#Sc!5mfV11~MOn-=UF~iwP{P#{ ziLzgeo$;`~B#|_J@(gq>>-k;LBq(JU-HvVkohZ3IO)^r zrI&Y8vHnQ5_R=q>DBt4IRH5UiK?`DwuZfL33V3S{v`q#6m?ht@(>h?cK7Rt&!~O@!k+aW`k2?)Cif>|Wji zoNm4x7kd(c(WJj=L*L!<{&X-}pPO*=c{Sq|7+*by4Gr4qyJ9TB9VbTX;{rktj45Uo z8*_xUZ|?9Nu%K{F3gY{=RlL0+K$x6Dpw(O}ETL{)uipYfv-MLHp;^dWvZwICg5ygkQ7tvJTw)p=P`^$;|6ngN z<@*)1pERM_{m|&KwFFAgyxLvoRs#Uag$7|fs&7N8U6f_VSWL+q}Km!7O$fOc! zOdI(of?rFKDrD9{BTWNn><=1Y^G&u|D&2=j|J7IG-N$ z%{R^Hv~kpEBZQ0!5*rr~xm}56%1F+sW>?Z2`Y|9T#@R`i#cXN=ih(XM%T6B1PK9p@ z64kqNV`V77>XA`fU}w^miaIin)8Pcy{qjOxkU&un3q;AL^^kbW)iYAn%i=Qhp)2(Z z(WZJ$JG8JOyCs#gvj9@hC8$NGv2D6>9o*jkaCu@ha>T1yOS*v zwWOvp8_#G&-5HQF_U&=-%vFk0GIMT-JZ-B1^EFtkH@f<+2+hML9qsU{sMbs;GGG6O zH&`k*Qs=St_sptFr*YmF*T!7sj$LYIk^s`WSnX1g#{mcV;l`;fD{FK@Sd!5)d9tk` zf;sXZStomXZSmVly!x4b*$Vp+>XzXuXOEGwNO1fO92rK0g2R~On`_CSjGXOCm%2F= zdBd}V79J>#8wBtt^vjs(dXiV{dFDzmA8a($2zd(9zX~)?e@nV~WhW{-yXihl`hbJ+^i|4XB{V=Nei}P-%pYtX4;n# z8&iDZG>EmiWzjhbn=JEFQ8=*pV~i*1G94qb>__1wEm6%WiMX8P>m`tEki;6RPD0XZ zxw{G9nsRUFWqR^nxYJ4@>nG8`-nyA9KyRp1I;CE~(~FKzo%hvLP;wt?O2pznT&Oyv zFsaYaq&=jj@={biEOkc;TEj`S-Z<2z1qKXBT4U%n>{4h|Y)61%tWH3w+St6&7$4?H zl0DZiqy~9G{C~c7_>Dl&}U@^?^fJk7x<Pd6|8$&O0vDUg?dO9-8XL;0pw}npjP^6HbXJJEZZP^9m*{e?@#CI ztUicE>Kp8vkd%ucm*i*!wdv4pOme~?!(!er=qM_9eBM?%u8sN@Iory05$PHGt&Xmp zbl31fQtaz2l3l1sZcTl{35Dem%AT~4>(@C6{#a7hkfi_Y+?u4bnafz@pWk5UDtGTo zL(zUz>tJV%U)&TQMwt+DOZ*G6d1WyPGQ3R*Pn1?BFAp#?h@V0@zP#h;03rp*m4#qg%evTJwT z*9oG3d@2|fTrj*d0vE#I(4&Q9J7JDu1Mf32GH1Pvu1ERTZ?;aj8JJ-=#?+qNjaHl% z&ti8b*+?~Es8*h)d&S!g&Ay<6PQGhMN0&=K>+(z)XKNJHiXQk}uZ&_Am~xAKd!Dj) z&bfnV5DQOs&wl#siZ6x2M_9zKA+nMMnX=MP<~CBT_**Vj2R93TI6zZorg9(D#Y+o) z-!i82iEmG9U&!6FRY-YEBU1aNl-b3e?C&UM^aNDEqdhhYSd*ENVXW*>k7naO*!>=& zQTQPtM3?kXAZ=vz;lN!ee%y^h2yYm{w6^7y2kdaAeDK>&n0 zAVEoChE&tnprHG+w?M}Pq?Z<2>$?=XC7ThzGArY_uPR&Tmeb?y$)|6+o%BNhgW9q{ z^}2?l*vHr-0MzBZD!uT}BgaNgt)eYip^z3+5Y{QF_y~>x!Ci~8f~~QMs~>|Z|Lg|< z`qhB@*naM|7~feHE35sYAX9?g+0VrEI1w8hKBIUB`i@(d0NBZ;*{yI$W0cX!0J)MM z!y=DJ1g?zH^9*^GgdI75UmLk4hmFWENrxxg{LsLSpHm8XyOzAUHjQ(;L^SQb(d-kb z?v)D{Clq|x4FI0MlL+cr=c_iM9;Jkxkj*uxHghXMb+zqD;&7*QXMc-^H$I#Dw@(JE zv4hmd04-CiacWWX!lv8Z^ir0}hjh)=Fr7meO{W z82mFBs$C8h#E!~wBNfj2vJpgOIpGoCs#t4zhAiC6QHmO(&O!mr0;jeiWx ziVmdKRn%PZOszJeh7J);`w7d?QGMund+=E3PN+efQSSq!K3l$VPsPTTvb0d*6{@Ah ze+423LUiUhp(Chag1!_TDCpX4AbF)o_vn`gdM5h@aK^%VuA5yioIqAMeVTeRNjs_0 zL*6b_HE*x-d|19`yquVbG9AqYZ~eb@ef(t4;2bp~d3QR$>?QL(eG$JHA)fvwZhMVL zo+eAY>y|hJIqCid6q*{;&&~0^@YYP6H`OwL_V-G-@Ogi0sBR5WTp`+My8#XnY7P@7 zvmK4`f5WFv+^qcXc+1A{e}cD6?Ck#^fAt1?q7J+BKY#Vy8NjiFejpeDL;_}dCNK~O z%-JJ}=F9;8zZ<|kdDQ5CrRcmDy>5roBW~R*D<(HJMA6q5S0!YS{wpXf-^oiK&^*1t zSIV8cu5%}JNv`kx%Q}s)OUI(>#aCA_2izZ1(TA!4lhA=H39J=Li z@$+@tS@S>X+3*M!Ut{n~@cwFcO7q%etiByU++gbs$#FuI%)TAp&m^V2c<^%E?w#V(LKpp+u9aHiuEU1P9BT2TgPB01WV1qksoZbXP)17J=kAu5J(-$GEv zXG;HQABOe@(StR;^7l%OBsM-xmvnY(0#ibOt*1Sjp)qfqWQyK&6+5`#1eX=) z!-_T(_iGAjYIgA-WQPNGW1*l>hp0?i3#qynf{OQ*w#qog1=*Adp+E)ERylZShhj+CAf|xS+mbGwGZKu1*!mcwj0bw2 z6&%GVB&LdvKv!P*37QiG5xTc`G%)$$%MCSuMGHsj4LPhmtc24GW46HNrp z3Fj#VB z5ASX>O=YNE0D2JWEJ*d)xVNMDnhy~o5-DVL)dZ^=Ip$_qi)bh;-V$tAQY_7@%3hy_ zSx>q^dl9l)o6d3@a=$h)8kY~AnOzIPfGK6Wwqq0qMKJDve_f@FN#ap(JS)2_^^<`t z@&AuqZ2xXLJNS^69p=&(*RkDF&xWcTzubQ`*be>d2fkL0T0>=dU>H=?gUThMCy{^x zyT%s8+P0hCFFJCk>O@Rq0(epbvG@%}%1$M;?))V!r-YZnt`!a9fB1fHn#H!~i?=tU zhiljKg>CsC3<8nt(mz|c1bBL>tOw;Mry-Kd>}nwFo!5YAj5w`_?_ zKsTZYpAV36jem}w$BjZv`Iw}@m`3G$8<^H0O~jz{-LvoS=e=i$7W2JJsC%E5oz)cg z%PrB*@Vh2NEKYE`E&47pZ{Lu|EXW|Muk=;xKX}%86^aE%0@Ae z8zUCSOxgv4?_yGjK2MCmFz%9sXutwD9OdUJ!V6VOR4>8&&+|Y-uYUw)u@AGI_@-7l zuS%|X^TR&Ri)uj@;-)2TsnuYao`8VS>m(*?-IcYA7=|;@YN#-WI{tHc@qw|qIXd5K z7Jb&(=aQEJBFG-}T<%c}huw*Ae!LY2YetT%12hG`;F=i3kjDo5Jh3lZc8#d3>Sdwv zO(I=*t{z2;cyu)$q!sd0rc^ubSvx-ERG{GVZ&u3#BDiXo;I;(B7J5K=!#d8?x~b@d zo1W^fR;?7qCp9jD2sJZKw1CxeAUD<>AcLQ^$|l9yd+H(Cjn?>fH7m`4_O+TJ*jU`lZEHZSH?0CIT6Wg? zg}7;=3_TR1MqL5I^3?zOWvw<-1{YR5%Xq?- zx>IobOtrna%sw^a(DFK%sl)O*9PH#oTO(5>Ebb!FK@rs!IUVesI*pvIqIsDAbi&st zT|5@NRNm+-#p~xasdJ=u6=-+G%V-aUfU2n`!)ENOGhMU3?82T=@2h&Glk2sJ)yd<- z4UTEP5c05#+Z-O1+AM1?J*siye&w=9cHd2_^sBY#gcl|o2y#|8TQ7ufTefL7;p)jm zGF&#sns?_Pw9R>wTN-+_UnGz)xcE|DJj(k+zqo|4XqAt|SvNN$wq&xpWVd&-sA^pr z_7~!wAjj$~EnH*Z8L z;&Y_y-^ov3L#oZiOsq+FSL+Hh(zH|?>A6~4X}g<;)}ar}7MJ~*b+3W`cw6k^OslR2 zNW6ia$(GY7z+Q+dXrE2{jmMi1ADs%P;kK;A+IDU`u72c6VvoHs3g7wI)9-&DKl3GT zo!8>cTL_EmKK1p!l!x1~FWCx>;w=Z1<3t>?PFZ#LIbzwbh3eEt(RMg zdZOUK1_*d-AtXwfdKyKLLGZQK6Jwz|}1ciFaW z+qU&}*>=_K|Gu2F$Jr12B{SE^G4f%pSQ#^7%^4xK4MKfo%b~~bpq!ifi@*omAn1J# zu81QSFK-$me){NJ{2kMdY3=7SzR%E><6MQC*khU-IyLTAe!1%safMq3md9%5m22J8 z_Io!7vps1j;deP4g4GOj{&8PC}#!mUPz9q)dpn*tI*8L|Bb$UTc^1v;neeLxK zYSk3Ld1>&0_VY4NzWPk(Jzy7vS=~-OBYE*)L9=2H7D;xH4KA|>R%j=tO!mTh@2;Oy zd}wrJiSSB?VoH5n`=_LBw{M_gXaTKp;%jD;V>9A-z)c=D%X;TC+#C+Bx)cId<6J}M zbQ%qj-^aH;K?_ao>2h^)AC6E z@>c~~XuADqz z4B6+;Kh&yb%w#X9Tu6S0itCGOAXyeBK{T1GC6YC?d)eVEkEczQc>#~m*j!h`Jmm&N zM#p^E2ULA0NSfSF9vCXzv|~C|kF^eQO!?%^OGFr@{N*<|=ya%F-M=7PA~wPQ1swmU z3K^`7%#8nFi{VYg{Qu&vV`qQMyN_?+|ChF_u|xaF5U0**^r|GntA(OyK|UNan0<)TY|WEJ&}&Dw(loIH-7E~&vR7iu6||6 zMsVbklpJmtX<~Kr1_AJ%|0AQcLoWZIe6lGl1{}XNPPh{P)A3^HYNFors^wAN{p@KL zSSrNZY|j_lpSOD@2LuF8Pb$d+0`mkPX6;)`eP?QLH)QThR->L9e~G@strPC4uw^tC z6$xW8I2HSxrae6MdlO77S?4;;l$?K0_Zv5c<-kF_4rCd#S`dRYEoJS}L6*?djVz~r zzp00)^XOmpgdib5ahUcpLKee$>-4e36!iKdQD`&PMA>4#1)1&*QVU91TMI@10_zaQ zTSF^vpqW&wjKF`1$QHk4o5g~Q1c?s4jnAZsi=&Q}|3q5VEKxh_&*l|}t6(+k-JX!^ z$DnE*85ijLjfDPy#tE*{mA;-k{^MgOB$r~n-`RcB;`>1Ro-9stp1p_QZalb?_UB7A zn76!J1Hsx)T?+AXubMfBH;&@?@)tZbf&fOw^fe!ZEw)fFpL=0&f!7dZaK# zciG!Ue?h*klfh-L57VXGpYnFNOg`w8PMmwo*&LxB$P8EyL0Fr84nF*LoXgr* zPfv`ThV!agk7yBoL{MSzQa0$kH|+J)P@tnR&$*iQvtbRs51q#;i8oGrh3E(EBO!rx zW^BIylSsZgtGlV0_z;?Dy@tEyTsXf&o0S7mWXz$^Uy;5zr~@Mq>6F@p*z(>+C?tD< zIzPl+`y`AMOX7FLh$Pc?-(?+^K3p321=pz5Jvqt7H6^h$aC2$a{}H7M`l1r+T$na) z28^AA9fU@uk!lxU?agePtciaEe}SwT0ZXl{Ks)-JTV*d6vHE^pP+fwXvRer3mP|bu zQ#1R8j3)11mSVPV)!}6COu^M^_Stcq}%&jgyv3(Mb3 zTo*OM#DVab+CpH2E#@J*m(vnKQF`8?FvFnRBc(@ghywE8L8U_{m^#J=k|EH}-jq%u@S;d<`KH7X zs4G~V$?leP;69DpE;6#BYP`v8$dDwUn#$kN56BXsBS`rB0ay&gWs$cte$L0s)9lfKT}w03{*9S^77WWK7T)_15*m1 z$JCnI))VTvNF8!k68QcMrJ_AysCj2tf(Igyb4RMl&&c&dvnN*o9@pX8<+!C%D{ky*knkz*lmXwO>a(^&;)LdpT|W&R&2=`!FZj4 z9sc%kVxDiErrcFtF~4xe%+y68k2@s!JRiWf$^R9C@~DJ%WcZssZcbxCqHo_zK!pgx znS_iYdQi&RA>p|-g9jAyT3-J*Pb(jR^$Gu_1zWs@{`kC8@sRIjuQ7|}Zi!u_;g|L$ zHGxRPI8A4NGG#(LJD9=-al@S{qSV%wN|mNWLEu%pUv!rm^6^o4c?g( z;W}b&>qI6Z2&Cs$B64c;TbVd?h^!>A+eo3KXutYMOI_tfX~sh11IAInj>F>DW7~{k z4lD4trkN1qf$LN$Khud&{$+21 zOc)C$lu$(}ByOJ_|3Qb$l9KRn1zAAtDs!Sso<~;et&@Z>6;c@c!KG`mfW{@6Dy}=t zate<-DQ5SUEup?;iv34p?`_+iivX(4isX&n5<#rTb@(u+UmdT~F(xDpu+&xzwmrwZ+7|A~Is`m)-u%kWV|~838rCd_}|C zoU6;7NVX7N9=5vAX6TQ16sKnf)nVq#wliDWB75wd?RtBUFc6zT5>7@cdJdHF z7ZaKQJ^kAcCVjU0bcRxq4R#Z|#5r6UW`(NQ6x=6p89QaP!y&-}RMi{Y{y5^~J>@Qz zknaGtJ7FUrM4y-G|I^nyQL&qBen!SOIhod$d~&&sro_gP{0w3~Rf$PqldsKcn13Z%IFUi6x*J*ara@{cRV>^&bg}7ZTX>teE zpz(EAj!WOKBCKJBy{;CM@5irq@A<_cvo2^w$a`5HTo$f0=TXGg*h0AZI+F^B%uAXs z+~10j7sn50zy7fmxT3+Jq(M{pt(yDYEnv=D!sm9Vj{HOv+PrA$pwRWY7&5$Gi8Z%j4=|ef{QL&srbRI{l z=46;U=~BQ9V+U+e=J)_eFXxP`I2D-H9!ljHZ&Gm@OxqjmBDCM&>cm1MgQ~^P`A7!6 zSr%sl=a#kDH|AcblWAFIWc(v?ED=K^`FO{T(l#Y==f5n6bd$x&D*4oiK9@vgDc1cH zN+PLaoE8cp5nayV^nDO5s%o^WVpK8id(lVJ@u&_LN*K!9>rJAlvZm10LdD%u86@`7 zdEm7s&b_1S&unLpU z=6@C#U81^`0=7u3JY%|@%@;Z|py{!oSh&UzjoJHM`hymuwBXm|cGf z+EJzy^h^z%q#O}akon3n zUboI2^bj;();BSa2}Poi#XF*?Kkt!1!a%^-By8LMGPmS)Icq>TUyes{+~28|p5qZf zPsGMKuZ|mPDvfmLyJNp#;xqk(V;QF1r^tm_UEUghV4vl&fX9{vW0z%4+*vIq2C0}u zw-km|r&otEl#1fKZfv@K;glr6z&zGhbDhqy)V2Du^s5;blscx@Y1+|dKILmT>s6_+waCQUH!`E{A$W>3$N`dXVAE>(Lr#b#CwblxE$yp!0yi> zY|&aTJ#Y`fA^Q_(wF0}UkZ>E}X@ql5($C7$$Fq_QKI0DJO0W(Ii)3deKRq4cdzx>4O8S;7_-|8x>=7~cQWHgAd&3uYkZv*m zf{uZ2iC8q#%Qs9pzk1r8S;2g2P%61EZw@g3#m`Tp*FA|pY;e3`Cj&-8$Dt)TS8cm9 z2tD4ABdI}Kj*)v|C_FOCR&IL!9<4^1oc^iq*h_ae8rYyTUSlfA@Gd3!q zn$2L3e2(;w*Lci0Ak{hemxc?!)Q5Yaa^Wwr4IBIIbuNwHmeH9?!Msg=jq3G>0yNBAuDYbasxHM0@!tLJEJCTkWylox+=)@G>-E-L|E>}6elj4C0K`{&@s?OR|jbH zf=)vDVA`D8yx%!|Uv#d`)fSm12xWH8g;pgZqYG+;j%sDdbTy$eoo*=#lDsmkW5zhF zm!NMO35q^CQ1{Spvv#1{O^qAqASJt)&`Y@*=ErL^-IJqL!8(gS&_)RvVF<|J1g z11_GBy~s-`UquXeR(MSaA|jr(k(J+!71N zs4siTa=X`CaJ z`^s>5*B$0L+&DCUR{U!b%!rEw+-IjNNC-nFZ?Xib3 z8+EpU7%w87zn|_rat!7=a|Kx?J|W|-BMUTnTNbT_Cs=g$-t+TkeBaob9Id)T2j*6b+M}?=ir7x5kZi;V<78zGeWue@xVg;mGIBN7T%Il&B-!DW%PO1^8Q?hyD z{D`Su4*-6220^jc$3YP05l$=d^NR*bVk^#!RBe+9m7C(asm|Zf%2p}12Y)<-8&jC~ ztHGYClbn>^&K8C}qcqwG$8~gS+{)QGPL(f9SB>_)mYNoT-(IP7rX*wOd)S+BYwd;W z4WTSQNEchMSSbcBxky0mDlS z1Hoy=-s~Ormzgi`A5nUW7$X~QBp>SZA+8FZm|iCEM)j3vyde+;jDlU`{9$dg-y^!g z_MThN^kK9IL9$kkLDX|eKhoxsuHJdk)R?dz;W;NBvY-CCSrVEgMdl)M7f?q?DVo4v z_o9NQa6)LaaQuDTem~E&wG`*vbE%(^R1ENyJPSYzl#&R6gngO>JwjC*fViX<+COw% zj~jLsbGG(qD(lh0)DoLd!SKc&0!4T3O@p)K<(DtVJC9?QCgb+RNv| zC^Kd89`H^(yMs#CLbd`o8{^4|lQI`BGN)ksTy?xmI1&NbOr&Ksg6)|(pqWJvXpB>P z6C#R=M8FEB;~wY7fFP;9-hSz`L{je`c`d1|TF@8Fr(w@Hh*6jna~#?%r^KGy2~q8! zC(D8$)6Az<_VIig!@0F~NKu&HV*7tKP`BC4K39mZ>FDPE7IBUj!+MqNVxgTE9vLG4 zGGa;a`{;Eph#F3mbZ;I*7$MmjpZv^{M>S1Vce zINeAqsk67gmPwadgj5hodt;A|w@8gm4C*}aPkBaLru}fG5RrzO<(+hn?q_NiMPZ|T zC#;+C_J!e2H|S@)Uk-y98eFZ+L>dVxT$ZpoagRuO3!Y8U~EbLR1{;}blDMh(~8i8ETW}qdHv(1edDc0UtBn|%1~U^Qg~j6B8Q(|AuDrAuHwvI`GZe; zoJ*nm;=XI3a%PEO7Z>J;+kL$qV;AC*)s~B8|1KFXfyut~GWD;?=odv(bSoX)=wv-F zHI2}q^bG9-8EfL$BC)mFDC3g~sI|E06OsbCwOC3Mei#^m+`1oT8w5=bmFBy`cdZGV z(2J{;8>tqRqpOu$DHWCf9a-rXl|%l$DHdV>9fkL;pp*1)?dfU6zCQ+c6=j%j@IA9t z#KRRaP|94k+v%lr`YN_7y$nv`xR3vUqEXU$K1`;{gE=cFBN3(b^OB$=Y2Lsq@i#*?Y5EB(YgCK;vF`XnbCT1o!YnSA>WZ&)evk zOr+PN>aJ{KvRlKS)_rwy-=`N^!8l-~7&9KtpmCUJq;zG%ly#B%W`;u}qFp$;;l%?8 zd-CX}QE~W*)x89(M+k#ho^8S1^vK8zh-f0*XFrARm zm1cv!0Ko^liTL8DR@eQo2oeSo+ZuWBW(PiK_(@Qn24aP3{XqoIL$}IbRBxc#BXH$@ z6OgM|BI#R>@ii`6)ju=49ZWlZ0R+7*=P_z*R*qLnn`WOC@e!(v=bwbYf$8I_yO3V1 z=7Tn>-|Rtc>g{6QlVo=181ZCJJkUBnC)KXGdtpetYXS|NhI6S(dQ$of^dK4dZh5#p z8Zfy>shD~nsl0t|mM&kBJ>uY9StehOKl?#H?=NHU0X|Ie3OyIV2Wm3L;Fv%xmF#Ll zJ;%eg)B;uN9t&&_H?*Yn`$)* zcB)Q>k_v({#Pov=Is_%ktAQl#tAVV%Dd83ljOA*i#OfjZOo32g>c<-3V(19V)&)z* zlf3@H&S;|ZP0Lu7%W(QB?pbF*?j%U zotc2i%sK9lBjVL8I-C09AjF{695dQXQlZFuytZwL;Y@+b`tKe-bG66=7J3qwvQEc` zoF`h2=Z)D>fXxbws*>un4IPEh6+H!bgw0oovv9XgZ$72ypL1TPst-30jdLe2i8NkP z6|?BSwHLAmDjhYfi8~{>AytP%&aW`jHW&?GtY z`KX}nR-cZp{lsz7Z{?-5Z$yXr9CExi)vD%yv-D=?3F%lsNQgzl%gABr^7(;s+p+tv`AMK138SP(}6z%QSdcUR?Tixpo({6r!x?uv;Vw#c`pG$nq9s`Zf&I_)xwOvY}dUQAZ_4EI2lzJkoPhdLb}hz++j2VFE}pjuK1cLC&#!WvG^rviTNdGffqKAc#-5n8(?M%dEab zOSC$K@M;(dvb&20gThCd+i4}+;J^a@BC;LF{YL<<(Fx0VO)AI8EuPdc z^?(+IG=IMz3oUtJ#v5!NdAe3@wwrHC!6YlEMbJh$q(RLk94Y?BLVddf7Tw4bgOKOB zq|^~#TSS=2Qp9>rUKUfg_6g|;A z+v0~Dw#D7(@!e@@ilo9b(yUs^OE@=JMYZ-=d9h@&X-(;GUJ5YL2O8PKOBpqn(>V;-L-p=^%oYQm5udKp%##2O(Q*FI9c zHO?Vps}M_%Pw`okFHQFWEd$f7*T3-%>(HYo0n08-nk^Gg7*+obYJV-vvO**9JHV+S zRxb|hi}R)IeDNpYFWo{XwR~+yA@*C>u%p@BL1mgpj zikC-<_zdyG-?bvQ55{o2-~@0AI3n%|U04$|nKDQ0F{cA*gc;comTiBdwUmX1<%NE8 z%<38uZmD+w$|D4YgVaG@;calYwygPVSRIfL;u!0}ba4!>*B`qW%<`n(3#FRi8^)7- zLN+&$Y?ov1MRY!aVg+O=g<`t?=H~_+*V?$74}N(IoE*7^>0M+V_O=rfZ8mxMV}s31 z1t!6+V=urd;CEuM(~uEmBar`$x~6Fm@VcGV*-%f?@U>*6YoL~pB0imsa9FB zQr2`tYR9&B3j76>NDIUuRl0?jlZA!*Tp!HzuPKdF%j5Icg$b$?5Y&_qbbCK=9Y;ie zZK0>_>83*51X|yHG=$@|ydm0lI+&Fp{AzR)4O&q5mUMKgl%1{A(a0!b5p+A_Yskfc zXMwASJnwR6xhRaCJ4X-(Gj6W@>6+UFK)|Vo+c*|x5UUTQvk&5U1!?BYXSJ$X$%tye z>&t#L6$eZ({}p#y1iK%`O)Q74+v#Y)BcR=vo{OVV;Zu~)%vDUccD%WUUMT!cg3t@2 zi%;`f*mOl-l;&{m1^N{F_anMf7>SczqapmE0NYQ@Ij^M%q$+g%=^SohuKKW95xaaU zb+K#~tX?vU$1-)0S2B6A`amm{ZoPL}B!I2~K&>*?9Hk<;t?@96eCq7pKoxi~*`Tl4 zgr$k&sZ`YD+VSvei!N_*tUBivoaj_`t8Q6Sf$wNP0O6ZPVumS>D(yGT9$Q$}(Ur!b z@pUEgU93@V%fDmBuq1!wL%Vc7b>PdsP3?=jr*#*8h;fgca~%6}?n>nS0|6nE z!TDD+H%!?*n2pn*9>#H%jh*>b@Vb<5wZNf97YDktejuvv!e?Rk!9){WyS>hA3BNNtD5 z-!Bi#8OnA3ep>tpEx(+c_L%of0M|%*rwe>|j}4SUP=3Bre3D^D?Y6j|`UsMS%oEl< zqa2jiy;qwqh$kx2|9rKBcy1y;u#`QLh_LRGuq}PEfYNz}NqF6KYFm2(1@9W%a?**Z z*kVOEIM=wV)F?OMOyG9Fs~N@X$lm3}w+VR0xgY1@xoGbB$Y1-Ry_1PiTHS=%?sif> zJ-=&7?&Rq=30AEFy1=T)6{{D>c8*I1%VV#Gj5G~l%Ml&_$mztq4B(&M|$ghIRF zwMRD#yq-$9kGyg404p9elregFh1uMB~DmBOp3)k5~P~YgGZ@YHAR5 zN074ZU*VPG;zG>^HD>f9;8d#|#n(Q!yOB<}>F#A=>@d_f`CeP^?^Q3=#zQ7?)RrDL zo-tsaS`-wX+Ssi@1hA2RdbJ96fUGE+g|t6*mtR@0ORElL>jmC%UfJCL4au?oCnU%C&$9Oy*b_0E?C0Ax*KNI= zUVmGM{swvv_BW^stUW~kMDzY0hs^HALIOTcFk9N0Arf}HA!J8i@L%d_3$helzwqk0JLwNPs{%EbGAoU*Qk_PQk^ zI2u91v1n!3^Xiu7VQ3V$+VXwk*&B&wZ)j_qKNkBtKuG+K0&`Ph+Vsee0M8>;UVRU* zx^tl)J2Tl0@aRMrIHUcDa?>>F;mm zlCeoZS&8D^oT3Q;*X90pABYirtv7d_T3s%Pi9fUfjuEI|4F8trwN{JR)(mKBp{!pH zJ%hxM$w`*rJ%CSon2Jnxl62f$Z7rqhn)5Ho?@=hucyd)RB3PiFBop4+Hz7G~Pg#n_ z?)*-K(e<5DE>Cv zUK)&eEnXEaf>go~Aqdn3a&Kg;%ZS+%eUD}nRxnXZ2u%mAcQuJUuE=1OxB*eTH z33kmp@a;#~SO1r^E!u7zOQrzOrU|og6F(7uK_o?^i zs=-;ffgUiQ!rZlAqiDJQ@OCh+4F09kv3BgO0crb6RjsYxTO-|8^=LWw8`VsOD5hLA z+uJ$UNItuCL1!!)(M+U>3^y(!Vg%xRO*@7Dy7X_pOu|9UKE@;}+0*xCSEN4n@#MnY zQE=PD(?7Q$srUJ~4#gRii6fZ2t^SNUjcv)=-;k2O)msSFx0g0er%gKcA&_c_#1%t= ziq8K?n?WS)PT=hFZUk5^T<04@r~PGHNiX%Wdu07eYBU_8Fz$-qXL*A)H9Cdl34wpT zNn5I`l=g{_nJ?cJt2%qhBnW`sSLJ_f)yR!E)9yFs(FZ!}KF!Ct)>YtHq679=D`FVb zE8UVg*BgJ>$7PdLvIx_RNqQzk)h}%l>63Lt84mDnf4)xs)B$7ycqRZAJw>|`J%-IkHa3A$;&_bq z^lSx7D#)Yb)wByWh}xfPuyQmX<|H@rGa=dzYV;fcBh*xBy{r~z3I~Q?iV$O?ywQAbN)QK;!p0^ub@2r%!8>f6}-Vp0z9^ ztaB7G6%CbV%=<+n()q%NXR;I{Ye6TpA&;mmhhbwQdroC;GUos6TAIPW1Rz{HuSiW5e+yr1tmFx8{yI{|dt z;wmr^o$$<}6qd&A9L;zp#VU_lRR3B(*Un+nSJVIQ0HkgAC2sXvh?SNSXC_Z@mK{N( z98%^a{x^JpmTk_;*1DSl2+SQb2J6z7ZRr{GP(D&vT$#z)W>4NX3pMR_&BnrHP zy$?G+{lCc|CZ_)+J!awjhqyv7Ud}#{@q5VCdju|zoZ5@kyfm6JoQQ~ai)G_NHR>jO z893^3-k0w#$Ei^qp_lPn^o0kKxm59AljE1uIb;oUuA&j~`N={Sj-qFE;n7`s>Qp=U zRZqojj&v1y*<~R~+pXWzB5-oI!O!4w)pn=%v+8g}Z|bdFrEe}`$;QtsLR6){%Y+)+dJLlpUVqz_mv-AVN_=Eggc>AP<<+pxj|#Ug{W+Z zRQx&Hz^P)vtI|Nv+J=6>n%LKxuxZEw0?ykY*Kla71V_mlsbQc!$1#eF;F3_m_iAj9cZ)0EdHK6ED&x6s&ga zyf!U~3Ba_rqp&1`Mv_DA(-X880QDWs8Trp|V0bJ8?Ekic|1F=##qxiXWc22gtOFSl zzwNsF4e_}}cyZ*-N6oq)2zC=t9~m2jPifI)Wuq1UH3(zk)D;)d?Y zLLzfhq@u%XE_Mgqi)fk$i4>xqle=xOX#LUu-g|*zkJ$h5`F!`&Yl}d>crShE4rTcx zy5r@b696MwN%`vC0)6wxSZ8|!K0{aoa-Q`YbSUeR+a-Jhf@SqHb2VO;Xo<^@1{wX= zr23Y}kRPY;`Ggbij#1+%;>Ol(f+MccLfAh@0$n(wXa(tV9@i4xss;(%0h}A(_mmn9 z(=;xVVz-Uw;~Pn;I?)%l(-ULa3(=^awBz>`YDjOreoI-;2Z;JcM!zcBl$p-Z(*1o5C+XmqW>GhrD-S(tMyj_LfL5EafjgiG8 zYdGL&L-1%1851jXX=taoW`uN$e+4MBl^{7`b=UF!^X>kf{k|z>ZOiQ0 z>WY6`#!^g10@tS}h7{GgX~SR!89T-!xG7QaRwH zYj+6LN}eE|XOD-V3Qh&J986sfvqY@dBsZC}o~56EXPhUwJjg|U64WL(6I5)GMQ4I@ z3S+9nfHG!~t#n5)=2Oh>TZ11wMIcl+Z->eY$$WUmKV!<%e#0CiETIz`Et}H|^iBVs zDB&avIla4(>juF9sgFt{xaBCnXwFCy`HG9ui8(pi9|;J^78jsH{a(!6LYQqLe35=7 zq}Kp?XvfGDDbGpn1_?1Tow^D~e%Ojqx|Qb^x{lXr;WFk}bMeJB_WW5cd-{BPr_){8 zSKqnQv7sxRnnGpgp}SyOz^$<32MT1QZ`pq$IKljg`Zu%qPxZ{%I9UI&0~5Eb{+dPb z)g5a4d41xuf-)FUEcX<$+XkJ~+qdc}lONHxnSb)_d+K^b;Mhp7$L1%~3T|ZYrmPkg z%~^adH=Ho0%?voy2;?t{7y>=vLfg{@!^=)@X|ca10CRH1FMv5dv=PJNo|c!pg_;~c z{FaM4i~VCa9Qc%{{2m`4t&wR}qnXQ;-}I@Xomv}SV?&OqpH;#r|O7%~Kk=aZ+RxR3L2d3NcX4sNyN)ZFrP{uTg6?3D* zv$KZOpyJoZ?HSI;W`-}ck6OO&9=qT9wE9trzyIWtVpC}e!|@s3gwv}cF9?i$|AX@78qKn@=}O0 z{s(!Dr7T-WnNHX>1O=-+3p(o(U)VfE28%mOQlBQrCE}X)PYun9U4D~m;B{xutlBl-Mca| zl;Vc06~y#K#j^EpPfhG58J6yHe6BPMXt=+wn}kyi2K2}WB>ajzGU239e^(Elp^oQ$ z*A{|Lj|NIOn_-F$fPdiT9u!^G{Ov%|0L;ZT)7}c2k=kt9a;fYR)juJ|__{7<<6 z)_;m5^%5rR`WX?$o?c)Xbkr#AaY#|aZ)25(bdZkuIl-buGe?6U{B{Q22lL|uxgRHW zcWzb<4l6bnyRLg|E8tFt+Srqdbbhv^4~Ek>-SkVUHeIG|_SlV2-=%caztQ3#f4V(6 zzpwV#y1zA3$zjUgc6Tm&Iq}*EQ&Dr1JYOG6icY?idu)1HIXT-6d0)cpU4^c2RKRhR@7QJKqfs zC@C8#df6EI*_M+nc+lnVukt|pT<|@MSSArucs&O@p1T3CvWhgwgy5I~d zPXH7I0xUl2BAT6wRoOS`Vpu-t$z5%k)XT%8dTT8&@F6nv$ z?*TQ)siFkK2ORy=)2^A};>w&4!Hnn8a7ulK;P=qZJw>dVBpI>jvD<(pN{Qp3XXkDR;vrF2UM}O_h2zU^er&g|9FS)us)1f^}oJ!}GwlG-IgJ?LYa)uRBJ^iV9rE>?(V`Q}K9W46(fU5ssq1ZTT?_vM;~nPlh+Lt}6@o=H&}mJ7&8)gVerW zpS2RlTeW9jkY$r4`hQ#G|J2cvjfwN0E=BHtNJH@I6OG$VOWNkFA{bFJ0TMK0Yre3H zr#YUDwb?OKC^l9DfDR-rfdK~HZK*_HGby#CBQJ*>rS8iac?1ul)~Q5LEc!uI;p6(&!4a zl>YT5`%YMHraHma8i{!f>CTdeC(pEt-Yoo)q^wJRchg92yh(nMzFvGku?!Sc66lDl zh`A_d(k6(eGGinE7!V><<&imJ69=LY2kHx-NdgTEHTJ(Z62Z@7IivSa!Wb3j5Q6RH z(_xiL0&H=Enozum<(IufNIMpHiB6PZl>&W(3n3ljun80P1JdHKvxz2gKUh<-UX2-@ zg^kHc&Faa`ATa{dQ2J$M_$Qs*hK$+a#q(F>p%vty=(?I0?M|97;`LRkit;nPld+w2 zX_xhv6Knh#CieD&9qK%|bvt9vSv&SetJmZx*2?^!4+OjQmb$g@Kjj$Oz6 zE~oRirc?oK6`l|+j28d%70noVD1D`&I?KelsHqB@vSyfXv@xCbaqu5V3O1aO**!v1 zDdpXOwI9JL(W(ihyhi91oMti57P&EPA|(hb{yb) zP-=hCc4F+atTN4oTHe>U(P1~)f15$B|AYHgT#a2k9ZVTSq(sH-?Oasp^3&Ygpr}$Av$xFk*?LnZ0FQh%3ZA&9#VSv+$^h_ z9~+mpF1iO^-k;u4{x&>x{=B=&WNEQC+xF}^^2s^!5rEk{l8_{g_g}KkH)d_eG9r>` zq;l+zYY8GW;=MJ8NJiug@BNKPE*Z?^%eiXcwX$ z+!avje9ap9BHQUj`bvRm6D58kV7crt_%t7V+~>ToTZ-UJ63;1}NyEZMXa8BoPDeqa zl$CpA9uhp2e#kR@loE7H129f#g4A;&CMXF1|0sK>7)_vUYqYy;+qUZ~+qP}nw(aV& zZQHIc+qP}pK5u6y`zHTM*7JN^BXeMm1GUh5E5WyB%^>!SF}XR**R6`+v}AW(>>062 z*1L30mC#rW3(uR?AkC-I6+X(w32m(XG`=~_0X|j_f$4CzmphJTDu!fBF z!Qlj|h*sg^hCKBF;bbjHo#9);L|@)-m+|>+aF&I*W0WN5NdR4HD>_RY)3Tf{W17Wk zAQ07}^xW^lj!3$}AqXU>fD?1`gh6TUsUDAwV@Dg1Oclcxj1;mJPcKR>(|>22q8A8l zH`5o;HTg{GSjj{jA@4yp^@o!N`LsV}Mr~$Fd9nm@E~mN1T@$u)I*f4O-b3KBLunW- zvbXqvPI!&YhQ|whDV_p5_-=Wn{ecmJA$QA|fgAOSVUZbDuxBr-7e1BccIXq`XTFD zd=z#ckhzuh+rCf$@BYoI($lXxw8EeUmBIEA^PM%7Gt(nquxW9=cJb)ga!sb4U_MDX zqWpUwrIgSx8-%r{*|277_h^s5nWC~%7)fU0Z?6Hf%0q9A1tijH5CpNojv@A?L%}Bo z4S#f#f#ueCS5(o)5HJY#c7~g|MG3PVVgIl55TX}Wi~W4Me4*J)>%H822)w^sZg# zqyQ-?fHmU`L}HJ}2?4{IJ;V7t#X&xYU&v1k!R0Ne#Id+~m! zoa(s0Ry)7OI)5@8GF2;$E*ja(mUJ*+SQdxy)8f=@j~tn_+qe)W!KSl zH{ch{O}S}ZL*Alk9xomje4ET%-M_;V{9HPNhqX#K@u!7n(a6 zTbEs2D;E{nB#Vy+pNqi0Vf|yw)`+5a?y8e7Hu0#JulDFo6iRVmODz5D|fZ zt&6#)dL*e+){JI|xCAVZG)j$KdKb~}+m9q6Xjt$z98xfcV*E-+miWu$?h#%@1g`Vi znH9+{(!$m*XU|>}HXypHm;He!#4bg1JT1T6trpM zny!u`l`&~TX4}4bNaNJ#b{ADdN!rexuF+U>W=+#t*t+T^C(apt_%-rYO4iDu>jnz@)JkFQr;raH>CpFU1+LaR3tLO%nO zQ;@Zet_{eDJLd+tQ1ra!gB}67fV`>AA}Ot0N7Q6LR~xnlZH{p{>as$xPj-BSC9n?YqXs zQJG8$d!xNjcZR>!^u(Y>0M#!HF^G&{+E!iE@oNdq{wSp#7Cgn)D`aa}(QU!2CJ*fx zWm1sg$MLv65v%45gDK~*D#f-ksNAt*6Gs-dq>$EOZ!h&)>JQGS-Iiln!CEg*!UAHN z@OV9U$I?RVbA28G<@ldcs71q7`Y3~&hXR4rF9qW@D+FO$WSRm1UV_rePshXIL{cmL z3R)ejLSQK7OEeSg0@VDGo*wU8KS!J|auhu5(co?2uh$AvEB#`D`(I>I`HyVZww}xL zA98xNXcBdUzrG3JyC9Mn=@WOUtWkL0OF#8^`hJq(OFwqql+(1@gl~K-J>}6FjC6>L=-gxqNuBpk^Wxu*8GH0M>dyQ4YYoND+m%R9)9#aA7|3 z3*e3XG>S>sXXy}?4kWs9{4PJ(Aae+i7l_*oL8uzUs##vT5}l_u4YlV0elpkxwC96% z_q_||yGnQ4AEdP3%stNo+-TrS^R@X5c*v(4^w)V_Kfi#cG!GjCyMXRRb>Ea1NnxW) zuOZ5_oz1wJ8ukX<4t1T~OY=81m4}WG%lAvwQ8~`YV%{+-4$20_VmT_|oaD~Y#-V+% z&ai`R8%m&E-us548ue3F)R1c7me9&)VLTo^KrZeg$6`8!SvFL5B|cf$Jaa)EW4s^I zrOI*wKpf`LhbjztZ&yGAK>C_Q&4@`UzQ;Xso3Bw zE-bc0X91>Mk4-=p?~oyKztmX?F#cvAnmL)J!PO~#-}c7oRT{snQqKy^Edw$3?D&$My+i7LNl@J~1bj0*sml^$ zZ=~-=mMaQ-8CJ$p%i&dX`Zh8XKM-hLzP;EMI2d);Css$uw3IS))gkRkXlW{KIB(V; z9+bpIM-CppNV!tA4yW(CiZ1!I#kge9#xj+xYATu@RDp_MN2YMJx`a=4J0r0$-U#WF zN+S~H7+zN11*#8@Vv+3hMJXB>!(Y{POlYo}HZG|Qq}jAIFx4!krD6`A-e>ae^|{M^ zTZLqKxIqLa6G9xH9gVm%x^XJdu0-n?+n?0PRqhDI;Md7aPk24QO9~yo%zko^>?HZ4 zko{2Hi}KeceY;*PVScRA?^t!-B_Np|NVrhny@r<;n_MFe;YFsXptd6_c2HAo$zDIa z@Cmt0KAjiQf|^@JMlM(|SCy+4(r%d6Q%R#Kr4r{nwk9 zQ4JuC@_E)`#mo^JxY+~6eDW63aq|-D4wP(jzEiy6AqANP0+N$m)sOubElO*tbRwdw zdiN=xP`Ea&px$hTi;etjYCl+X32k`n?zFz5QW@${$)Z5%G#(xv%c!Kmwbk`|RT+p@ z3$Xwjuk)7xf3i|vGz!CRH++i>hMg$*d+w#d{_!{$zwI{uHc{?p^#Su$946yeat4P$ z6T~9qC?B2(RX%|9E)VwCtZ@v(sHY`3Gmu^;K&k;PsoaISkobW)emSse8VF95FJav9 zd}9vp*lA~AU%8u|WXxE${x&6s<^c%~7mlP1$=vb3(w$%wXA<3eF@dfXNKE0^^d0se8ajZvrtmNFOP9kmL@B z~USx#NY1itE=x7Jj%-4FxHO8hlHU~WpxfD zA`Hhh5%&na`UyYcQ_M?DVD@yoo9@rnby-s^DEy=Z%MXB^M6^? znEv0iu>V-dtn~Hc;s1-~|G#d5i~#ok(BE8CEaXwd zP;yM-2pf>L9AK{pCe5RZ8MQNp=8J~-JqYzt4I@&)p`+^%P4!JvQ|48;)ipfT_`CSk z-P&DmDQFq-NXc>{2qb7&ObSd?kd#J*ea#Eb)&S+kWMuEeC4SCs-JZ3*FFrRetzZjh z3^Afcf5#?|C2g$llV7b%#uN+>R4#BhRAYff70DRW=f|9bxmBs-7V-gw&qWGs0ASq6 zrH5W(ADmE&&Dsj56Y(kR8xQD{J= zhL80h>a=O#|B1<}2{M?XlVwn4gB5@TEZGMVLxUkBn+DhX=K|ZJ8n7=+AAE5JxkRVz z4EtwuNV!^&Q5_V+L9nkJn;ft|OGo7zCnX5XkB!v1)Ozw$XAhEY860>l7gRjhNMJegAG_^RCm{ zl=*Lb;kw81_zn>-U_h2b)1_X~VFuNDlx$xlc7*qPf+(8Z1&=JV*AO zmv1bs>?|z!bU~Jt@SC$OuIh8XlO;-^?3)V6OxC5L885!@->7qQ&p8grBWCYAfJMlw z0w!eKC;(T;4@Hac52;7^9Kc4qlRRSH#sI2Klz-i&eei$SWwu&(Q+f9zxiLl4u{T|o zw76|s!?IL)<(f2XkOgmn|H5}V6tJBFe~U%=2@WP0oVx>nhPi!_Ee#ea!$HfWF^ohr zVHw)*bgjnTwScj#UKHn$14u@%!(1b-7zM0^Gc%=C@IaoGXl>eot0Xnau!!<+QA$gLkV%RTg9~r3enq-Ck z@t)z>DBg5u5<4f`#jS z0Zs^w{rIxZ`_{d@b0qQ#Q4iU)x9OT z>`>i>Kaj9S><(9c_MR$Pja0E%d}VLG^3cqlQ#ywJX4yn~>-8K9lJd6|F*o(iToY9=) zhZKs71fle+H??<>lhb;9^77IHu|q>2Ydmv1$JY-P}bcC`U+PVysUs)dX>d~k0{~J#HKM6EU|50xJKOm&9FR!m`sc&v>5AqA13Ml)( zjs9O$?*A2nSeO|8LlO$nfK*0NTdpZNqf4m$S)B_Bkdt^96wznq~j!J-@IYAWol2` z-7g>4-8(iU$;G6k3F4P%beeeeEDYXNVU=b>sRR$j9{UIm6b;A1u}B^fWeo_p#RWm6 zt}Us$O)ZxaBcowsC$ROKRM?UViSAqvA78&`t$Ct9pJOwdlimhimIo=<0~6&{lVOYV zk{5-bNER=IOu9`lKfJ5xc$=mZhRjtwhAJ)3U7Z;MO)hLDaKOCX?WXM zT7oTAZu~5UilDG_TBNrqxE&;1G$fqja0oc4Sf!y*pvr@)`$yTaXz*wSTBt1qTpXlo zdq;&bV}E}|{Oao1`1N(YL*^z?0b9Er$;(iiorjB3bmtq#O1l)=M;qOz{&Lpvw$r8| zvXKflae<0Je|clDP@f2kabBB z`2=MEs?@NO#G>ms0wpAmhfEP!hCm(31i>27TR+j*J~Ab3HZ5(dG0g!j{+Q_m)uECF zx+nhE{NL%n6BV=P-nrF2x{o^RFZw&=UtRA$COqSwaZiZYBPA2Abys1oR#!RCxyyQN zeLnn2Uw{vskCREF<6@z%L8W2GVUA%N^QNn7Q6P5c{dEwDmr~#m1;F%8>bT{Cq5>0k zJr@sU&}e8*?}Q>?{qfAYOB2o~x*@eu+$$K}8~}$(-54e79|J>mh+f}l9j$3=?HkOw zy4)$gF?666pWheZ7%$X4smfi+XoIRhPH4}vhVRdd0OBZ0n^UH$e8tbzHVme$T^!8t zzI|Ege&}f3>Gj!BG6ehti+UA?B-N~;J>3r`g!mz%wCl{9oKrpA-g#?Jn#79rPVV#E zJiDwr&dA(C@T1puaQ`JzmNELxPn|Y0cg>h1kV9?iLpG0fO0 zP{4WiSG-N+qt4u)!SB*YlQom0fqmLV*Fh8!qm}@<~Xyt0`5KZ)r^t~ZXYW}?-grI(O-(n9O0Nw?RmuS}~ z1jQu+Eg~ka#Lq7-&d;wTE+(d=1Rl0Q^J5>w9d0%<_;(w;RI*>a_7(8B$@D`@_!}Dz zB-eUX&l2ExroP|I#5*pTRK8@H%mwXs{15DLcR4oxIFf|Fc%}n{aX{$iuODs;fr#!X zU)(nsmQKvRoqV6-Nt9y>@ASUOR_4bi9-7wz*r? zqSvUx6$dZ{d`58iSA~#9q`W!h^UzK5&~!h^r<^}SY28t`8a!2|O&hlA?p6_do%~>; zUr*g#WO#Z*O-=oW5;@|VjJju>(Kd+c+Ffz7Yi#y5E`kF+pS7*j-AM_fQx8Rxet`z^ z+?iuYqx6Z0Bc}b?%G~uAq#f1P9%AnbA2!N6i~e*F=#$pC;891BA8KOL~mpEhac?LvKc7J!~mMO=BHAP9_1&uFMB?A*Senz9*zX^jCV> z#CE~n_ikdaOZ~Dete@P2ow$~UAN-t!O)Ym<23sw4%H%E>Qr7*K>NhtO*+5$?dhsWQ zJe7S1cjfS`?wt9O=7y&7s9-J)H^mTt78IeZ3Z(oR^a6uDx_%kKRSpTAd>ZWK+bA}$ z#GPkoY=aJgzS96~)DY9ON9a5Br*};Tm{(!d8`OM;y8#e4xMm;gjCtKFQ?Ka^UeUyn z;`}@^a>{R+h~_XXs&$Cg&?3k>L4=PU$z6qGP8aY*6rgI@bpOCr6Wg)2K((NMRe0e8 zL5A(gWehSHTn>g?#Vp=^>9{L?ih)Pp4`Ll{$knZ}+@?QIKc){JGa8_k>Q$rHtDts$ zz6>~>LIwv9RZ`@yWA9N4?beV~+Y>>2Hq_gF-((mM?#~BlqY7ko-d)#sWD6y%USpk6 z{E^q3@(D0c(%i(HR27MtpGu4C@h&(@*c!WoRlvb;(sRXe>sgsE{5bJnqHCC0TD zum`T@JO}7hJ~NZQSSH(j_SW+sCm!IPCg;b3wxwpxS^wf=GQGL9TTGe!4ZQ5;@W3&` z#a!@ER2vLjNZ(iqJ{?K+`ONo0)d&Hj)+w?5BRc*V6HO;mQB6x*du+doF{}yj;~vfW z*K5Vg;R@s9_(GS_n+mQG7h|Y23&o9~ReN^X<&K$RKP#pS&(sv&>hlH{&?e$vu=4n} z89mq-08}DAuLu&on?T_YixCms4*~;)zBiM9Du?Dd@yo{ASMuFxRH?{@45ly-ly{W& zr<*?!|10BN-!|_z$%|d2dmaONmx`)@P{O=+$>r_f9d4303Ksb`&2 zTE#z;qN`XYlU%tGGbnzlv0hUQA2uSc96;GaC$_1kydOb-T!&Krw8q!TBHY9Wvg{8E z;YU6d^)___xWlyb$zn zVNA-Z_qZBhz@tog2bq0p9@2mP-ofvn!>y4{dq&&&sVBKGS+=`mSg5#mYtn4rWQ%0Z z^}O)QeJ8K#5b)$#&{`%$$0;&|4yNWm`-YJl@O#3D1wZ(9)7kY&yB}n(JE#-NHv}3$ zF=Ytyf8WF4)bLE>Qry;^8*XW}gDyX$7EFlCO|+JR$VaRp5hp->PtX;pQ;A?ZlT=3d zcT)$mv+ZahOP)J3Z<~I{ZA9KT;D)lF+u(E#y)5d=)1c<4WeYrf!^39wsX|4FxlOV& zXjmCkJ^B?pXYxtfJ1PJEXL^=9O$ZoXl`RiGP6vEibm7*#AUh9Qog-Rs!7P0NwHBps z4#Z8o5yr}g_O31(WHok-oBF(Y`oTRs+q7yk5oN+htx=aq{eZYg!|B+;PI@s3_ESTJ76AzU$M;{n)7 zN#Qla*Y)oCg-Gz`Ludnf9MXQD3!jdxwSDTZ8&fQDMYqTps0{kd>SetL{@;BENy4l? zrL45bXOgXV`f<2$2OREINVU(yM)jbnj+B(1J|#@m{F!R&zC}&Z#068`P-s2!J&N|V zOB+{wmg!iKsILGw|jgWnAxYQO` zB!5p?#C-N*i6AYM_S=iGy%$;{qP744w zW|86ijPRU)z7h%&&6nN3rg1%GvoY~nQ*;_GJiW+jsil9Ud(A#ra^L-ZRP|j>50~On zX6lAt+$mQUau);rx{FiKC@sx4a-S`K308Za3jM(m$^SaK5% zd{@4X`f#HSB|zCds(s>xRgYcyMBI;Mbfozse3QlK{R-)G#a?A19vUtv-XBDDsXVq; z?`B8^#+=$5O8SW(>Wz%ocx=Y1`$`vz7~lK*1Pkfn0*hL0ENB>h3vr5Y1~;BUev6qu z>!M!z>+H~u`!5G~mu?H;&d06T-`Jo(zTfW}6nKim!^Xrqpjt7{%6D~nYDz^HPh1Oa z%@@Ym6J7UT;rdxDo@r`@ej+$K&Byj&;)d6W`87=2mUfad$-VRRme-vNcWGY?Oxe^6 zg**<{F!MwAt5Fo0Iwo%#8toq1W~J6sqwoL{;_Xh51~U>cD*&tkS%OWST@PIOO1iKE zcNq#UqzoZ=dtOIfR{5|hwo^A0=ut6v*=N+TeJ+o7WPkkI`gE<=)Mm9%gn+h#viLNZ zE48bT`)ue}!bj5Ea=htO^_42w6gpQbm04RM`)FAvZn?IEDcSn>I;%vjO}mD<9q6dJ zm6VA=cIm8d3*IIIJMx8XkxQS+Dc`s=&ihKsDn2+ITGDY5QYC@>Z>p2b)lj43QIEp2 z0B;W1`^ebM?kstq^+&{sEE=w=nCg8t6EYE7l~7fYrY7YTRz0Y$%kZ$>7qWdGrTZPb z%n2Fvp6K=wpr2PQ`FnTq)B(&XXI<2_2KwxcWq;dLN`pR&y-8xgV2J*@XvL|Gz&ss4 z7$W1D@UM%Z_DJ_e!CZ>CQLJS*6i| z^A*rg;rCdd1`rgS!UFy6sa!uMU`aA{cJSD#z%PznM}OwPBq;V0WtsqUCL9Z7SK8Ga zgJOxyfR_4I5xSJ)NW&}*sjtg%w~lA+?7YYQeF zJPmVw_sEz?UlgR~T*ZP#7?7ND?qcGdy_^@P^t?Lj4w72ckHjqn9yIM39md{Yr7$Iz zp+dFrTq%nybkHw6Dya`l^MjpkdCBhZtG#|+pWU3~jzQHdKd8!s_X{B>JE1E9QL!=7 zohMBZpnGezc2~0VpmW9{qvezl6xOS?CR^DP@!@p^>)e@?DY@b5hCb@n7+BQuk=69k zsXJ3AO})YI4MhaY^Fy87p_N&_a_?>vhYyEpWDF15&gu@R=QBrQ3cWr504#oK5lQ`> zkmVb@rWRca;ZBZ{Ga2Ssdt=j>7mz#{-aGttSESq}B8nWaEE0B6r~yx0U*08~85>XM zL>^aNhsZ2X%|$!r;76O9bVLo9Jg-j`K}Rh#Y-#FKSLhowMld1eSZh}kXSaQ{wb28n zbSIm944sOt!|XpcU`R?|*m^s!TCIM^aBX_4`lR#8P^~2Fff;;Lhl^=wJfvt>MZ-ul zSskgQpGB=qK%;cayxA+!$H!#$!$A3)_UpmNRg;GCW?-|60DL8YYcK&LcXZ$HUfqz0X;y0_NwLog^g75|XP*7bI4WkG0z0uO6&w*2c z{%O$=4+lg-!xZ0dNcG)-27+dsswt{F^eWbflkq+NB*r*jXyM6aHhzNN#Z=5nj51^j zU=`ocA*4L9^}bBKZFL@vYge2>jM+0YHB=UgtRu={qQT@~Z%`NX+nj!9o4?@(g#9!m zYUZNh%NfZSx185VI7Ewt3N&(-2VjShd5Vl+mrw6%5{O~kvCRpHp%eYc?wi5^x^dAe zSsTwG8?6nQUDS5hyKdQny;%y|{Av%f4lj{4sLG9E>qsjp55?FC2VQ^G_TSrYIT((} zAT1{A5Gl&vpflU|&9P>dPu(W!CY0V@a#?q3E5|k!hDoi6lGrGM&I_c)&Mntvt2+fr z6#Xtyf@WwKL$YsG*>awDqKNAuf2wI&x>x55KTtM1u&aH{vtBUJII= z;}>+Zl*}h5rl|m$8=v55{+0jDtGY`dS-Td9q~ z@EiPBClENsf1yN~|Ci+Vf2Bm(8QA`Vh0XQ^S4UY{|EZd|)E6?*E@UT#QH}m(#;R!NEO0IKs7M zcDX;aIG7q;V{JjUQEhK~0~HBDZ{sFmE(1m|D*h->Zt7I?dz9R)e=g_mj&c zkjsq0)3P=;z{@va)y)@Z*sWtkwqf=B2woEg3wd9I@Dt+sz8-P^`v zoxr_hTc?4Bf@#&bIygqeI5uE52#k?Q3k!>Jb9cYZl1Lgb(M1jt>?ZSovKk`A9%a>kUKO4Ey%B6P(xSgnca=umg6uS+&7d}k`_RYDXg3M|F#O5j zNAnAMD6meS1_XL|pw3=8R777v9q>Oo=-n#locvsE!H#fm6zB^i-$k8^shFmI0+C?y zTF|uu%{Bcq`k$y9jjE=$Q2JpjQYBKxM4usdq6NpyqwSpHZqpabbC>+qCO7??7T&1$ z%^R-T+R2Ji6{lXxuZj=)Q@!P%asMmeYpt0ESz?{B-~cCZRjE>OKfJ?Rfm-+saCl5> zoK05aEd*kgnElf|XQphPMMLw`umirX;j&eeOVmsoR@gyNSSxHiCY+d8`=Ld|Ct|TU z7=IU4TnYamEe>C?qOw5~1az6zVUy)?jl-RQ1CR3aNp()u;&3UG1g#UfIjv1s4)f4g zWcsIg`8}L^mPO_Ae@9qcE(u?M!v!3YWcXX9aE2uQtDxzR=F7KhgL|GgCzwnnN(a&G z<7z{#O~f{0SARVXpX+#Lb?$Us5FU9*xSD6qe;#_557|`nV8{-L6^1syw=~Y!Y(=vz zHKTXZ#+1iW($LY?OwZJ86`EL9!(~~V7n|vjGvSG#tthTo`ke~xBgl4BB>t9Fn*T=& z{)$U`Ail-cLWM5utRd=cr{Q$rKv9v)w?1xxb>-ctRBL_r5=Jy0{2QU4J{Cpi$bqpp zT9258qS3Gc15kz9Q0*?^s%c7>LQWqpqYzYv02X0}-uLD%;4SN2#Z8z)$^W46Bi2SJ z3yb1h<*nAmP1{b99x|v((2X*Px8x26!GQ^}dLDyUB#;ZR{)^;FL6scFL}VT}BK3v_JDrbJk=})m?>|j!LAz zJ5>>TLq|iC`3pL9#&O~AB!tlS!hjhuAt~{t0bY)1)Wbe2j7QDK-DV8i!|Eay1Jr;3 z1A~A7R09?kR8$t24x_tPr-9bl0f^IEO%OG#Vf#{5PtvNjDK1WSk|K(>d;&h=(Z17T zuEPI`{l3mpkYWvp|bOE^2CF&>W3?*qMXF4jR;%1wWBc2HV(zuU+7 zzV`Tl!aYvcMFNu8hKKbL5HVZzAI2{Sx9D51h#Ce@!ggnwmP7VVKb_}j4`sEcv36!0 zZrUN}lO03a)!L$z$6abLhoSky$wHbRY5}xwQssEQIfPT~GyX!|!BGNAqTHC!L~8Jt z#f;Sykah$~+JXR0yuo;x4d5)}>82#LqiqJ(A`O?8bjwAZGLA8O6R!)|xhLArEcRst z;Kez?u}S2H6QCFWAZF0+u$Dm^GWO{rwg@ikJOL~!0c4>;n>j%&SP$&G;<)fquwFTJ zWE!}X$@q^rlajvV)(E1MK1da8M6Iz55&`*8H(htLx&}9}56O94z;Bb;Wr_;hAc<8 zrB+ky!%;{jchjOjN_ZYCafCae^UD)e+#Z=DG-Fe6gDQ*+eZjM+ZQ}7C%?%3v8anZA zn7x@C%pq4VCY76!$7M8{8#Yas4<|5^075eiX;#3e>+oe@z1sKL!haT@xf(%wl5OpG zY)_{0zIS%HT&Z7B6wqs1HrqT*9t=yWl&Ex?>>n;Mqv)HnE4%Nr^&@>BZqLgGe_Me< z|LG(A*d6jIV8%rr!o|A{X#zkEF=q2g?HBMH8$(j)zu}XDlIA6gWYPp%b*4?@lXiC0 z9yNZ>BziwI*H|O;$KWCtx%3Yc686vaNGqMVdjC<)%#u1eU5IM3M$Y(rA*nydAZvSN z0EdSJbu{nP`q+AwN5(NA!hYL%yPBut!+r0}B`H$X^8*LWO~nON1RQxoIu5$WtIY^b z0q>t=@e%2p7TmC#f=$N98+91v#eu}KtPz*U$G>v#x@QF~+?ZjC%oaS23o%}vo|4-< zR&6vrCdmw92v0usM%g0EI@SrAd&?J$zTkpY_|TvW&?sVKsk=i&^$K-I<2P*IZC?00U*e0FE8fwg5BfL~ALg|3KYI47=-Ipj!gNdo?O zfU^%ndCvI)GT6vA>h8v9ODCY6Kq+>iYzADqeL3icQt^b4dKvPADym2;9=4330@i?? zHWDHe#swh&qWY$q>6||n8#=3mM@qUF@}VWDDBLXOLG-8t_sR!f2jV&UJYqy zxHiZkee;NyNHxVMP(%0VZTYnrO{w@A8D=^^lJ5fVcJ9o~4(0 zUC0oUT!acz`Hp95?00+WAnXZTDtfAre2%;=Z0Q!zfLWfpERrK{20ksVWSL9cX1TqK zfjCL6lf&G^X~ab8)Q-g?gGk+7XMs;QU2OBk7u2J)5<@tzjyAOG$oQjfJ~`UEo7?eO2?Ze#At+6u0iF;VD3b$2*s_eRI+%f zJKl_t0CHuI(~b_=c`(q)Xyf7d{`jkUPk!32@^=Cfuw6BH zW!;Ev4N+QznOhth)P+z&Pz~sftca$Ag^G-YS@R}4y{wi}!(%?|i`_%JQ5av;K@pmC zxb1jSwNj#98!>}izE2KF!lNPDbJQ-BnwnLzV52)UX8aS^diu916(=7m8eE`h1uL61 z_K92)z;W+R#Y9KQA;P~k26ZwB+3@|9Pc%P>cO!U&>Tm?`^-_=W0idE5MlOlHF7JwL(LAlf)sfUn6<81ZQo=Si2&7@qf!n6i~NuT%Yo5mL9+>|}$xZBE(iU@-}7O>M=iuVlIFeYKw9=?aw z1fu$$1CEoEllz+w`%WX2F?-7SzP~<=o#^(q`5H0{pUDeeA=zz3{aMPE6 zI2Wt*Lt4mVxEkgV1tZ&3UHFhe@XQwYi3altEF^c*uuQ6D}^d zWI2!W`8r)1gxt`aA2J-6*WbB z@)wg2XgF@Qo_9o`l{}3jUPWmr1a-_1IB`=g%kc|NGUS>K<-I;BN8Ic!I(q~Hm(~@$ z?Q%wxEzn4;Txr){gV?Fc(oUDhr)+w(Je-uaUc0wxiHm|cj_od~Q~&0g)hX^JWgwtX zx3I^&Pn`s5Uh4gVeHHon>nQyfq^XHSw||f|`2ooWW?PEuwuURkzhuuZI#zj^UFG55 z$MQ>i4L*+nUrZ;GE%TUFFL@pEAUk6^i2TC0YKFeY1k-V81x$d3PmThh(}DDvWocmF zCO!pEJmnmHt`OT|$+Usjbn17Zy14C^y2=8#xxns}TP8D|A1LnG-oWSDu^lcN_mIc6 z)0??47|$;^y2tOFG>{X-I{2X;pZ-{!LkN%za`j1c#=5RdmL{oP0E2aAyHJ4)4vyVn zn7sqp#mb7l0ruJttqe?Z8fBERW&|JBevI_6Y|Fw&_73eM!Vfd&G18i_wP)1e z%8mLH!J^yQzcx&~;;H`VzT)O$6d2;MfKjX1Wt>tw-KlLwEdQ z@h5(CC6Zeo^DFR`K}eLQEod79K6d}{2~bX+l=4Mtq*5BOLrzoZ^927P=5i0P#TUQ; z=HksjkP3&hXa?^CJzHq~K(hiz~hKkB8awoDPKWU(OVBI(>^JlOuE3x4yqMVWv%Jgj+wZG+Yo}~mCd##`>9Ei`eKQX1}g}h;|oJu%XU-C*kJyq2c$#rdq@1MAjsH2TDwcHj@YKNMTcOpySCNmNoL|v zW%(*pKW3QT%a zT}4w>euyAz_S?;adfTr(cK3M*Ip-CmTgyCDjd{e+ZU8XG{t*GC$RLe^yI9!#Mq=C# z!sv(}vX6<@)<`0u9QCz!m(W)<$;%uCn9uhgPa&|LN_JSbN!mA2bdj&ZePjMW3hUpz zPnWv%yS;&$pqm*y824>z4;I6=@3M2)_<#6Uc@oM|2W$Jc1s9yst_@&@%9C+=^;8!v9Ep{{_Djog$als zTtR8ecj@KO+z}0c;M2R6I47uC(Ujb=jl`9VM1lX)r zCAGK(Y6RW84?Lw+ByUkJ<)oSra`f~pCRRt8fzgTcbwp_RNxFzE=%*J-fKh3RKbxa* zATbgQ$Coc*GGXS)RdS8L+N*V~TdY20n$?Br&!zJgy ztY*hgye@Z`wHs@!W2+u!7oJmR;`ia5DSf&`vyKzUpV3A5oguNSz#{EqrZ6!|ls8m8 z+k!wVXT6Ib4)-!pCk8 zId4C>Yn>0Dte_Jfgs;2(?4FBh)h7}ch?kHJv}ljkv9g$(;NE_cdX*pzN+@jh6MBG3 z3x!YII04K4rgq7Mc0Fy|QTH%L13;J)j}(-rY|_35{%7ys&-D!sTBFoFbFE_;iK>TQ z{TC#tg=>?~(=UV%vWqO|YNp3S#RIZpFIh#lUNcQSuqosi^dmUF+Gh1(lFMs+5^`4 z!D1~L>qNacPs_BzXUh3P&zfckw+uF|5G0&v|3!pl-d@CPu zdOY}YGHpCul53sbY6}&>PN1jz1MGq^jEpp|%Kya_+dG7NofAB1>o?pj^xdso_QG`- zr;A|zx+*uyRiI1O7O)5Y`2s1f2Lv0GD&9s(g7@`{R3y3w#rURhSEc|C=Mw1ixc?au z?)qn<$VdhK^ajgHNId>yu8i;En91<{`KX0CB}|UN82=SlfYnW}8(3LM1CW{qPBwUF z2B)l7VNil_C@8=g> zPVV#o!*}QBNJR#HlTa{k4syR7((}Q=kT)mae3zbk9$8k7ZI3|V2m+o6X?cny$Nxv! zJ4A^RtXr66+qP}nwr$(4Q?_l}wr$(Ct4_J9PtWe_zHji>%1KTla*z=#;@{uD_Y>lz z5L!K&`f-MPl?~9ypq)hVV9-u;CqTf6zMS&gS%U*fpodN<9c$dI^wcb3`5E}VoSWyu zkD6f{yQk2L*Jy|nY_{t|7K76iwrE=<;7=w%=T<_VwUloWMF`bK_2IglI!jL67^~%F zw2Rd%r@}_bp;J?&+Ud%1b(3j7bs8(3sLdG>OHkSoRu7r-?`{jZeMyPeY2$oD6R`Z^ z74p-$kFHrR!J!Qw?(D_%TUwG3bp6@gk$KeX8OwqYE8;cDAryzA;~0@+m~UH&NdOim z?}E=ASPUaqyb^$`6%R9}X&f3%$@I$kVnrpH0@XO9PzX4P+g3$`0&d<=DK!jWh9a}V z<^DrGiaaWm{U*LOXp!5_lSb{NeEcfbckEcnRT5~>B@@W&HxRa7p_oqYs;ktV=~3?e z)}gVEUXQ^MKZcX&7?@+&9RXeBI!?l@X#F^}A0&S;cXW%l)mDpeu9;ADvP;-yjO z!6Y`*%j!1`DmF$w)q&~^_B(VQO7L^0^1#4rC0gNA$W9|Fo1U>Z$OX`cf>EHBWFXEVjaXfm3j*{Dq-paL>^HDx*RIz65MMj z1?~M^+f}2(C>l=*LTKIvd5%q)Zgh-Lx5i{TW`%Vw6!M#SVVZ905Pz+Isej4eti-7x!P zP}q;^1q5?kh6mu7 zLaW}g^k0b04E){~smS#R8p~yAAkJR+Tw4ZlA3dgUvw7JFoEZeKhpFg9vGt%(B*@B} z>nL(aT!NIyDU{+MTO?<87B?8S$jnUxwXAgaQ1+6&V!xwr)TgJ|jS#x#9NTdb^;LV# z%WnCK5KHAubOz_Yd(k{nc^{qEWxzH!EzjKU6`CE3AqE{^%w}J;uz+&SpIl3G3)Nph z9!|NPKw6+QAl_-)lWYsFH48=3>p0%^1}%StdM|RFO0h*1_Mn2}{t(k}e@J3?zpmG9 zT@=WeVgcVQ1zkLhJ24Mxki4&v3mWmF{7#(ML+^gy$wxrIy#%I;d?pNm?|mjikS?^>-Pfl5Am5m*e}9K*;6ZdXa3+EDVD* z$_*N`TEXVCSh0p9`v5yaZoGdD^h$SOBMnJos<#kPq(0U}(^JyZZ~OWgPZdU#zoL;C z{gC69A%!s=>1wL{&^OKTizqoY(j|0jO_cc~p63Op0jXOxbCG7V_FsOOC zudH-9tJh?5zg|{$x!39SY`v&Sq$+}Vlw@?6NXFzyVG=4R=6b^75{c?#9S9Y@OZN6O zGnGzKGtns)7=RF40Vtf6DYj(j>-7#FyUD96Eh(Keq2=qjp~`(;MO9H@wp-5seoLSB z^m)?;R&}|%o#0E*2jjZ@9GU)E{K}4o5vy9V1e_nCr0h!`saj)z)Ez>5(gqA|tuv&5 zn*DvH*MxlM>iMJ%UisbQ*3Q^VxSIQCx&DJNRF8Suw#%k575#NcgkdqxAeF9%h8^_r z4C3qM+*A9)X61T{ZFcGM5#{@lp80~=3DcvOmz%I!cJ~Wh|J>yB-$efZXubX4DT4o* zSoQx>1nUO+{_n57A31kFzuuz&pwTc6{R4lHB>(|{Iw1T0+eH7-yY+vi3E2KW2A@ib z63U7gy<<1Kx|eobH>bj#JA)zaiYS2S^P2U)A;Z(6%P zWlJxmehMR~l}#M|T^#WSR*cfAX#b=|bnvZ$|U&VKwp|Ks|g^AduVX0g)h^Qx!<%4wbs8QghIO)4lv)bX<31b3g%II;z`8E@JB$-N~skRhsqb>l^cT^%aqRJz=5IxKZ;K%@bR#cc*70 zPiXX7^_t1qGm^0U9mFie&pe2bLI98l%?REy=b&B|ryBPL(7Y#o#AET!L>IaV#`xrk zyv!J3zf98}c!Czg#rNN5Ne9K_8Ouc%PekTnd2ck2q9jHzLc(MON%3d#nB#W{iEOEC z2VpO(r4P!B>}4fSA~=daiRYqGdfId7$IzS^nnZsS|Gnkl_v#Pmq0j6lW>20-J9Xf= zG115LkY@JqX7&Wp7v!GQpFMhBCqGvoU&FBR2jQmm#^t1C(M_A0L%n+jZhJ0Vx6{bc zX%C`1Z7k~>dbxQy*?D1c$EBsxnM5@%ZeYLOMi}?~^KD$;;;6Xj-gfyL2x{YI=f%Y> zO@dUd)2@)5hB&^j7*ytxsK^W$W5!8 zJUuZR^P~O8|IHsEiV0uyj|eez!pJz131%aZW=MBPwJ;l@cEZg# zoe4Wq*tO`c;9o-UcoGs!Nx?=0I46t)BF=CCL?R-QXo&=$;y-c&vOA}QPlNq&qLUW% zi?cBqoMfIdsJKOa?5!aWI7KlNhKWa7M5$sRW9oA2Yy<3$kHb+3%tW9Gv1NMxmDEzW zFK3ctd9i*UK@+o-Q)SI^s60b{r$EvJouAkE`0{a`q96x92Iu*~Zia7^ANOSVRVu>c zhcUNa$P!p)Oh9H$vY`_&S}Abkcl^Cc&uWQ;Q!KisY-h;j3rfeJuHv>Y17^m^rxc`L zdawlz`&`nctl?Qy_uGM3xX91NMOJ`=7`|EHF99#nh~=(9x*Be z3UkkJAj1J4;~i`|5MEtm*C)yNlRerEV;lX~2z?=N0CL(pH)i9F?h)j}m?3KgtKQ%S zNf@wIeVyH<^g#Xv_-*CyKr7$$mbnz=7_y59Qov+)V`k{4z}ZA`Y|Zf!NmRDvY=*bt zQ{4fx`>zIE;dmd?p3qO5G6C@7TRhtfA4=~O)Oh9l_7G=S+#A%Tb`Y)XKJy!7m6+NH zxU#!bW5-4zl%%nBJ*Py-tGZJR#_e~in67-8@B*Y-RCjI`)%2mG_40};s$Lf`N^eH} zi-A>e;$%G_>t-_@el|#6AhO^xFcF7Lk-?rz8lMj0=3rox+7I~z(D4d+$OjSfZJ;*+ z`02qEwTFKWXQ~K ze8|bH7S1e`uCa!V8hilSl?_(WrVU$Q2Uh4}HIuYrN*D!pz150XQ8qxA1Sqivg@uG4 zQ=lDEQzI+4+Ba@sr}eZC{%wM%htjeITe=HDWjfL2$bJxk4qCA;o?jGSHy#pAT_S^0 z3l$X*$$Cmlhz}}pkzeD>Rei!kyypxlvc*gY7M@%>iF%B#-#4sS^QkRhVAl4kqkP>K2_x9 z^p(QiyL&~i=*v%ooP1stApfY1*W4+7zdbv$x~_%)XhRM2gr@U&`UtSJKeyB^$+=mN zKrI0rFe5VE-TUb2K&KT*HsUH7_*Y(Nv0(dt(j|bb2fSXdIQ$KE?&PIpg=7XfN#2P? zKswIQI*wUk@T3E$Uq;96gU5-RYor`cPLblUxsg>xjZO$V=cHBDyg;uw8H!XRlJ_uf zT&JN}7xeZYk|VgLMd3G!0os0b=BxuHv9K-gQe0>CERzzCSiM|o!6%=~$j;76wo0_M z$b(S>RfcD7$Qt(MSiHlO2As}BA^{AD7C?)q5EK9{V8ex@o_pKSp6vR~`462aMsfGz zet^V@l&i}wRGv8(dojR-FiP2A&47QZHg+IBGBMEPQUr*WLwdGPc=Wb_ShpZw6UnGS z^gLDvDAV%3QhUw`sU5uoI(iqKK`)iiN~k`9Y5WsLs8A(@qGQSK5&g?5hahu0 zf}n@w+B*&0up3t2V_b{Cqbm7*^DD2fG$lH^LzsrYZ;(Rh{!Xx|-)r z0eGD&2#zY;fQykEw5mGJ!j8(b9c+y{R>kgb1Wv`=NNSEzB1W%rM(6!0HI6w%wZnw? zzLMs*j3@G0*>8;9Pt9?jnEe#pbTK>2a(Y|JoBq1~HjLaNwKja-G`+NjKf<$1RlLDP z%SNhzPU56wzE=ANTEp*%bJiTRc-|6-o40_e8}RNRCqqEvM;#t)pD zIy_Mii)Lm9%n)8Y8mJhix#T`CiEvwe(1Y~E&tn9rO@>h12wOs;loD}xvz!{AQ-TxELr6QOne-qUlu zNz#^4LQW-zJDIezs5S%%h#NM5;OvLa`7?#DAoHY5Q?QQTvmRrHN}8`?E2ebSR~9dx zxChX^ZMs)b^Ga$+R}zE8{e{sT`-t!j0ivB#3AQJc{!NMcQS99)!iI~n;c$7Cyy!R- zs8#{|!Dsi3tXIK{DW|>qyf5;foLg`hqANZI<2?=*T(x)C^S|+yX8hc_aX(m!7uC#5 z6PRXHQ`)t$qX|E{k=~9gF$J-QTNU~y6If!rHaRND@jzMmBA2u%So^LwV_i9WH%qP@EnEU6|DzKcFO$wm^9mp{3rW9 zeQe)~<#HuGR1@KrMI~&|`@@E}=X+FdTGUfrs%#f>@V%&g?B9mavCp`gXDmN@D?fRB z-yhG^AoA81SV?T6#V5yvPj1!7I?D3&Of-3Kh3kdB>#)4KzHJ3#BxglyCI9FfymaKU zvPFIGCPfde<4Re^C=rBwpu+)APM(mZA!MpF&1aML(YqyPyA+f6rwgOzcB*a8&^LEy z+XRp^p)Dn{GkF^Qw?siG=n4FyK6SYfVzBn*Pmepxt9`!1XvjQAd5C0w^|Vn#0bP)6 z8PQk`iFq&BIOFlD4O48)EzRz!G(gs+ms^UVT-VO~5_}K81iUOHX+0fEPZmGKE;1SH z1Y^!XJ~2d)bWEP^fgV;+BC{JGp19Qn2|=1NYOK|bSQ&ckC(Nu5#6CtlC&bZDbZq-X zJ!J@V{H7%JN*?2_1PqaM~kWxe_BnBDic zr%!!WJ00)gYSv@GrfkI65$h(E%>m2w$@+C#Ic}+RUaOvsYAT=zZ;ZPV+jS;!0Nho;oVs35R|bp0WOh)WQGZq0DV8GqB>Y5$T&Xu zvaduuFFZOkUY#3hN-!Vu(k}3tn%=*b!eLx9(CuI`0x^}@pe-pcq`cphV{A!B%6bw0 zPnF$@;9e`fmpv5f^;T}XbYqm5947=`kjr%xs8MgA5!|6ndtvnMgXMk*u7MDt;{>p^ z__-Ll)J__*4#c2f2lYjyqRERqe;G){i1fqmNZ6U4p(b?;sH_ZHwji@$|G6kdmGJ@f zIutfwHP)+{!5Yq6$%-x)OK@(eiK!_je5lH>RWgtU1M|C%x?MhN9#K}e2bVuqMhJDs zQ%<#FG4{&Z(+k@s|55@Yz_xT`ZmYGKcCPFQs2Igr9dA+YDBKOpRyqJgGDKCg<;5KC z*;7>H-~~UZSjrV^Ih=oP1T&mj_Xm6}vvx58DylPb5$**BMSo69(U)*6@7}9U!*RTl z6E`W)mNKP^^-gMVVL7e)`A_P|yD8?Z6C@Qu(pHrH9xaCto`LSq?3+%qfR^?H%aYTd zg4%7v=wxf&VJwGdo+R=B+I(?6IAzgQjrx=$SXC z+i(fApM+3^O`S=)`0d@$_kMI56ZrSY$lj8u10XtIA}A?{gs<2YBH5dKgvn4pMV*e0 z9pe1Z2S;cK2`$kg?;2CwP>55jpceX;u7AY6Kx$6hexD z?N`74liS*_KLO>;04N`uWwRLkGPmf4b}}qSHqtA{P1p{C;Q7wsK8OsShv?~q(V)g^ z__{K)y8>mli5$sZcKG0kxqU@#Bk$!X9-7ksC|jyiDC&(ub0=GgAFaS2$YHGb3e{)( zJhYfPy9bI0I@vk-h)grBgenqJG-y%2uATpFVKElaZ3mI_ycF0Mq471#8 zSqMp+oLdqW{(ZhbBD*%z$UzH(eX*J(<BRQK{u?+-++h{K1Iv%(Y+}pvv59bZov~V4s#U+X zR`m31LxY`p)MioXor{ujKe)X5yJ z_|F@U-6VZIi012qk#tQPIzQZ=0S9m{-6w<|PtBh}Yj#Rgi+8gI992_#fAY|FRj<|` zwR<>+cU*Zib0E$j4k7_gJ2_vvefC#O>W0(SMP*qJG0(JpAh!pP*H2lGr50m`510_` zMk<8|$ZoX!oDOjCic`fm<3Lld`%VHvTFfK}DY<`^+}kxC)IPb6oz(~1kke}75P3eVeFd0J~A zkN8gD&mbd{l>6X%tW3W7KrqnCUhLD|0|%B$M{mFS9BcVCw6&ndQ7^3FNe#e{bKnMz zTs80Wi;4??YEnI)22{eBWZTGlvz%`i(D%Ly?203F9zv~my+hnMS;FulA&V+WqNSP? z4FMqE!8s(;MNX+w_e(gXxp`RES(uh?2SLKkJ3) zhaOjQy(skxXvz@R0gX zs&DDJ4-)6*>3DroO=|RA<4r~bzZWErKS(Xu1P>9uSJZdzN2>NyW~zfcAwLfp?UYu? z-T8unZP_2-xo5$&8gBn)*H{~m|1Ey^SkA?lXXJy6&Nk|Hg75W#pY0IGXA7HSf?FXW zB|kHf2;dOSq9nvYcFUY)J0T0wX(w+o{YnS{%)Tfr=G^+47VtUWXTJ!+Z3MN zpVcM@Puz%}IUvqiXhq}$%*bCa4rd=PJG(r7(8O>IR(R{5lNW&dE46j|I&`)_Nag^! zYa+nuO#B|>V>_Uxdh61{=RC$IL)4IlddLdb*JpRk6hINzWiPSn>3c5Z4zLWHocEC3 z0f#U9Y13S%xCHn^*7TUGchZHvaP^RTIcW1D;s;8%C|xp`&~AP8eM3O?L8^$)*j z6X!?4^;ntkm3b&i^A}jRhew9n8oTM9v#@A%hF-;O)gqb-M-Vsd_nK5llCemc-*d5S*F5X498<)lL7aw_SyM)YCZ@VZH(UZpTV6sgKIh9`X z{#4s~PevuJ0{=6GRMmX^Nj0JmDdYEuEzIXFTQOT>7GqXpmLt%aM||8flKAi|b^jac zOm#QtJPajHXqja)!fvz|<#Y9Xav`-{@#tyvEKWU^{v=^PJ}#IzBA7DsNuNZ3?-uno zs9aOgyXf}mu?TcwVYWN*`1V zU>@`t5aQ3!2{h3tr%fS`Ul=ma`RKT7!aX%^tfuQ#j6Ot(xXJVrkrDiqW}kuYMIsju zdf%7j&MflSnS4P;3UMF$_Z=8+!oySPpOkNx#4!6tFGP+Sxhmt!l@Jctdz)ufn2foj zW`8|bj&MKn_8B{7jRC8s&Gm9l<#iSV<#}mFlis<~gK|zdY|MQy_IDy8baljmPsdaW zB1%&zIpZQbjT@6cnA6A5XkjCU-)G%Vh>}hC(wRN+vRPbnRxMinKq5KVIQ#Y7*BqCl z-{Gp1BDbg>{Ug#sJlS^WIm&;{Pg1F%p|m6a&bKI>LA~X`h2{K#fWuZ9^x2r)*2#(0 zuoV<@kKy*Xne#yT78%{cyLY&RR7|UsEl{XHiDXk%SJ&1?r%iXO#Lv4qW32i`*5bvO zK?63rY9l|PWu6U8-Dgr;`cDpYpi9RAazU!Q;eC{Tc7IZRfzDK*4p`Sq zv{f5@WZK>dp;cS0`BY&Ca^E9nhdB2p&3HVU`g7;=I>;@3`54d^_d6A04a(@JM?up+ zq^J2I&qhf$f_x57U!=1+lwY7u>47B1yfe~@Od5b=Rm4p+SR|cy`}oB@p~1vELVM95 zGWw6c-u&z9QxFE38+o0Re1$Xc zUtm!iRJ=2r)%fCP$MCj%ankjRt?f7((+8NC5Ke8KI0nO*FI#z%^43$J%rZKH|P1KGfq zVlQaLxE?t2id(XE=toH;K9CS4>(1I!L$q4Ixx<(8w}<;g`Q%m`Mr)wO=y6n!_T2M{ zArB9MPr4>r2f0f=v(fI@s17};w;flh@on>t zY&iHd0bizn25m297gHUsIZy;e^LA21$V1BfxR0|+>7_9MW#p$u%;W#P@N7bKaE2;~ zw>`Ya+rEYUI{|F-CfA#0QUgqnI`N)*c&Vzo0=85Y42RH_?f+{he>Sg3VnXNZ@&n@& zbe}$v24Q!km&t29Bq^|{A!o|<>>KZ5p!)m~4jlgYK98@{m zh@}UpQX9lXyMfLO`=wUD)dPDDH(Q2dSH?f6kFX4+Xxf;W+Bj!UZ>AjnvhN#ykjGJJwkXmf9 z%>3`jfxxEtgV%M1K){m`2ik=?VWbeyQi>qMW*l6WBgPLhaO=pD)a-#iIJC|1O32Ei zEdo(Bwf=Mdg@0BH~r%{pWzaQ!@C#RhRn1~b#fjn(lG)34$O zlId1nfZi+*b347 zcMycU!6s!IWc968FfOrwQTK_Q^|0EZBk~~9DG4fu1(d!sk$X*#CQUgl9Q@pMG=8_r zhSM?7zZ~Co>9?W#rJ*Sixhi$}tO2tnwL)3z^1`C4tu!EN5VlxSR7;p?-iCJ%&<}OM zm9pP_phQI_r$Oi`4Lyjsq7e4{nH{s&bzL{|2#tP=xMbF<86&|#d@HNfMpF_vGWVD; z716F9H*l`Mgsu)RXDMZX@*p@-d0;$nvs15X*9vWF?Pe{7BeE(5`n#ay^ZIo=U;l2_ z+Upirk5()OM2A(@lIjNTomi42MlOVAauxh2dn=r875?YDnl>C1I5>L41PkCHFDFu_ zij1(Tcu9K*%Pr^$L-gw13e5!;IWnz?i}?=hJ`g#(_155AfAkBs3k2{l=!5lHRX?aL zXf0qym7*A9bggNKHi`jZ5mH;TR<2r4%o936)AA7o+q!-!@UXXUHUMcQI6OGo?2n#p z{&Mm*AXyld4eiul+4;AJsZ4-jSMW&b1~l;G#H`qXQBHr!xM3;~FySBP^WEqshXbwIWExjRCh+L-q z;Nq&EbJn53c+Y*m4ZaZh8sD;gbIPi}OED}Nw|2_1K)$fGF1(T`zF!$^yb-kNxY_q&$!RZ~C5)VPRV>B_pohFcvJ1HSmV$Jcs2jszqWQqp)D2fBr} zRv+GMW>zQnu-hQPDB#gf)S&T@8hQN$!B zf}#}ip02Cw;IZI#?jL6D#*Y(3+!*8;q*>N9CqTQr86@XYRPw4ar8`Vj_{+ZxkzN7c z1b>g$8Acx-2-cTc8;I4T876j#=Q}-#Nlcx(Y~SaAlosQnWGF-%U^a}CiJ>dxc_lG+ zEfVNA2oFhk`y>6s-VSAZY{CK5qJOmhuW&C= zoOOlV^LAO)DYJNN$1U@*Y>b<}Jt2-tu`>39Pz% zBO;zZTtepB`{#KW>gM#YnI?mUy@m!Ct$!7MABcqm3qls&ka;EMsLlv6mT089sj&d! zojUtOA#}ar+Db7b0|!V5{@uWx^V=Ju)K$S6HW4rTpYz~B)Xtkxxc5HJu6OL~vaA`h zF=Eb=!Gm*kx~z$}hO7|!R96i7(S-*<)di`!Nc}>+;0upY$=7HT?HU-}HP@>9CBp>M z9Fs;+YvYz^=M1TTB3(RfqTM!7hr%ML`@x?xm$6rgeS-JK{N$AS;HSt9zcrwJ5(F2DA7 z%2RJeM#nNlYJ&9%^R`Xn^Y!!Pz;?ymc8zdsUIgsNF5OzKHgY;UgXcfyVN*Ab9Xxn- z)OIk#kU!v4i-%hO?dJa$tA(Jmy+4YC zxlXo6Vt!n|Smx0lA`jJn+UAe+*Uro_%A-L&S{iys*A2!|t$%1gRY`qf3PCQAC(3dw zDAO_K2>SH440)8d7-l`tOv}X~DTu9zSW`0Pc#G-<^cikfq*nQu==Hhr_ZUR;iR>Cq z3Pq*YCI*j=1AYLZqDG?7Xfx`*bu0~yEe-E3aA~3>=O!*4?@Dls_ z(i9H*_?)0c0_aD%x7oNg)Te|{(%=B~_zn^I(xTDS*M~p9v_L3O464)Wl!rgIB~N^# zeC`oLz*$`qa{IaPeB08J)siT8@qlA$d~RhlY4S>9TPvLbEC)Do^K*)8~y z(^O5=yp;8f0{M7M%&N!b*;$#+xiqLiPEdMxmvQQv*{Da_JBH5D3U?-xKz6cg23b$DD4m zZ+_o0FT5^IU-S=QD-L}KHKgqYo0$88q)UA zYCZ4#60J69#M&?mBWvjw7#~`eX_?Ndy@HLqC;$W&c}m?ilKVJ&(OKTm4=WI1VTM-! zAfwCNk*(kbQZ~hwbcd>0y`*wVxH8hIR^(%&BmRYEH$H~kE|1($$%eo2x1y`B{RzdW zS_n(-3@^2n)gi}Z#6KKWr&%7yX!7WLr-P-UXl(%AyYC`Y6O?9yQ>1D@*YSaK#V z)+q=+Y}H66?wa~ap*8H-+>5jwC#->QaM8su1RYCpMwO9v7}C%M2Zu#3V$_&E&2)+X+xXw_P;hZYh+>jy!1L$RhM5dFcpYm&U#%Ai5}S zB2{mNVyLT=lV{99D@APg!4}+>YX=I5_|c>rv1K#FnL?adeu==eh;HhjILi6c{p=h~ zBpYg|qpyc*oMPP^jN*?0ch^^HO;tqqQrSldm+&ecl@KcU95vR9*8a@m^7kIA0Yq3G zLao>k)()GN4@Z;<a^`80po(cyYL`~ ztqgR;hVpVUTvC(aJC?M%y|<%nWm^Iuiy!bEDr^F(S?eUWm34M~FYL3p+O~sBX$D7S zP5m(ILHsJn=%C8=z{-HvAj-b&W7y$c!rFnpCxnE4xQL(d?Cx$vJ|p|?wwsQdj7={G zo=qAzPX%FZL@euVx_V2sQed4#PaQ!99oor+N4uFkuJzcwn&` zhZKHAu5Qfcfl^zswCl5N21y=BL7otGh@8%%&i6XF^<>(>JymZ~jRv~k(+x9xcrF&U z^*>@;TiXanC-S6u0__%5XSC9_2e*t$t(!h0-B;~9Ip3~FU$ED_*t;xVffcRp6|xYM zWmmH2ua_D69y@ps1^*@8Az<{2juB|YBSg>!=a>Iui0gHeQcXm zn58^T+~kQ9oR+FSd*5kGp7Lo5@l0Jm4Bah2aS*w=J=Y6P17eRM`<{Ks`TN~1!l}0g ziqL6y%}^s8br06c7xjKEw8hbLax{?bdl~PC{)s!A8P@e1_Il&YIUfW4$M#HWyrs}_ z_q#TD^a`pYq($G?xi}$o{0mD?nY)OzbD9hG9#|WN5b)E-uYLMHe9{B0sL<2YR%Dc$ z977I9tVFBT@uKj*OWS*8LHMG6|_s3FzekXckEN$c+vLXau@o&Q>zsQF@SU8`NI15-wt z#$nmxpFg{KgFdXP>Ih!ByVic{IOJAon4xvA0Neo*Mz~M&^N@pIulPsYD;XWgTmn5N);>RI zQ8`FchdS~I<h(tSQ`_5$P8wWpeZ5Yv@4|M&+nauJeQ>a6#5K`PRJECjWyO3% z9lIYuCXXM;cc+$u^%skA;->e9&zBF@ExaYEsO6s7m%!JaAaNlfqk~bBCU&F`N;#=L z8$(h-(u+J$NQQF}GJ&`&G^PmK8RRneHgbe5$B3p(5RM;G)?r(g(I;T(#-% zR0Ebdtj)5B&g`O(Lq>+kgJ^e0J7cS}bfmW3KHV^eVhJQ*OII=Usy6MOF0KmZ6cZ2? zDIqJB3X%dLy`-4T2Z^=&?GDOBV_uE{lgv-Yul2Bow#!(~#%g3_5)bxnqFw${VtY4> zTE>7XNz-(6a&qK0n4D6)x?(;2$uYj#vlRZ`hfBOEnzn0k>sVXCM`LNAQ;MO7qVWfx zrK_-n8>CM2wXYA`~@nT|mu> z=VUoJ0)+}`Y(hK5Q=Kk~5>Y2x^wR|QAu*wfPu$@KAo&(xFfioAJjO7AA?^6`7{~&0 zR|qpqQTH&tf?r_?5h9TfBudqRxLKcUL$MP}?}G`XLKa_SHX#uNNNzD=U^bkU+jdy= zV^1OXPxV^Y;;38P$>(fhGsZv}TfQGrTMT&gICR~vY)n{a&Lsa>KVZyFBjqf>t9CD> zQ=>vju<3o|PZ87_`V$R4vDgBUz6I*tbUZm5;-!(qjxX_SD0$C}VaY>0)~)0M5gI&a zUWP+7pZ>PP&Eg));l8+dsIcykk`b*s+h|&8iJ4hhQcqI=Z)j!a<{w$ETWRro*uSWy zYR6}(5>-}HSmHA0g>2k=;72WW6H6I-z1a{bGw;OXB-$Wej^*l!aWJ?llU9Mn0|gO^ z2{g`q#N?q-Nnr3>ZModThkgnE&*8|tIBbv^K_TvVczw`oQ&AidxCe(e~~vpH3_oB{X6yw-c^_Dsv z<$-HJgaLz51{TiQuETMQh8`Gwn)z^W1_}yLV~Mtq8i?EYOrbZkkq~<{Iz{yS$uea5 zrg+;aF3$KUc_V6*-BV#D?p#VbRT@pXIjPAfAmBTS1I%cJT9y}=A2|(az*6lEl&5{z z@t+0my37qiZK6g}W7SqyW8HIoyuUwY{|UdNWrS3)Z8L zk7bU#wpmHp#uy0Mxx~p5)=bn^|DxdX#fGZUBE^)32QHB8=ZD(pB8?L&Q+ZH7AYX}V z1lJ$VU0NW-g^nsX5F}&4*zm=PNa`H_;Kn+>M^LgT(Q_tF5`2IRDI^l37X{;!3_aNEE^IC#irQx${DC1lifP zTt+2NG8-)>mt2Hw&{X#aN_9``F^$1DX>>wRz80HOky?r}&fL^z2^1fr?kp({|Lidj zr$Ker91X;X90skMu9w<cw%-1KmOqq`^!Z{y0bdldmb z^4;pQl5wg8qg%nGH7K&6*@v{`$8D|XWxJ@TuV&-Fkb@jBR zbWSt!tzw;G&u#u>N(5DGkFT(qdSf!H7_q7lkTJ< zj+IUVb5d-mF0)9dUTGyPFKu9TgBU*0kWU;3byZbQYb_Ew4+S+S>NV0(PfAlKTrh*_ z@nbj-OChn`*7@Z$@x84yluKxC5QTY86s$hG#JW3)-G7NJ1BNdFuTuIK_A)&^9nB$W zA}b^9tm`UX_Z!loA(V?O@zMznW0OmKiU{HN1{DqIkhZ~D*YtX!I+o8X>nV$x_)}%h z*X8e5#L9H={lhD+Q&b%rA*D`c8lUqurk0)?KUE@mNOg3D6-hl6h2ZmUuWjg<61hc< zIdOz48@YOWGM55c7gDDw&x4uA!At0ILU7Q$)#W1Sv~_AsGdPOvwhqQhzPiG$ z)~0H5JvA$ylf&MDbU|+ZwIiGYc%W$G5X>{iKQ_-PJrN?=j4e!VX}0&&gw5};d0jvL z`TtaQR#9;<-}sASsW@xv%~m0+s9v0J<9k*6e>BBT$VA;_k^sXlGOe*9#^;Gn+k-_Y z7QiC^yChLn_7}Y)D;mZM2Wp(t!}EOH>wQOkwxf zcee0IV6I74Npdymr^T(?jr~T#l}v|LZV8+3U6+gDXT=5|!AmC|(AWkGEO$FyLG}~s z7hI{np$4vz#T34pEvYYs0MidLzKlIG#smBkTG~4TWEBU}i_W4ofJyG|s&MucuYFxU zqB>o3^(Bqk`9#i;%;sQ9FZkB0opJcJ%nrW?G}Nn-ODjDTP$!+Jbb?zx{w~O+y6XC* z=at3L4iEsK{YD7XJg526ht?Csya|zpX4wVI<7|hg$!8)xVk=V(5{5ODWi-zSuCoog z)!Q?3UjahFP74UDm&5RNVW+V>({Gz_P~Y4`28$z<$BTI#z{hhA9CYiQ_X(5p3IkYA zQ1d<-&g>MI->oS-kqWr(m(v=16mDTmy9C1(LN(za8q9=*mDzF+`X7X~1Dbcth)82DQZ_GI9Y9abl6h#RBVGLm znQJFL3TBA9F?UfO@9=eXS;<)grfoOg@dReJ+<9gpgX?MdGmAvDydTijn20O-FcUwC zHEVa>(J z#ULIYmn8Cp?bwmZIM6n(E^&ENLVtTOz2$bzLuasscD4PlFvQ1L<_qkUSEd(r|0gahxPoWS{M#a;2G`TU?)W0F_)RqU0au za?#}AzxKT>I|y~hUBV&X7Z?^Xew9Q7+3Of=&|#=EYTW!0lbXaV<5qrq{-xe2 z&L~8FK;Eoje{bVdBt)yG5wIb^$3NlR1aqRC?SL@&;$I0ePM#Xyhx59)Ig_XkqaZbC zu+2gP@{7ikV4vOr(Nz6D2ii;5GYGz;DkQ`WB1(!vvqw{tZF6CpJt>IK4e@_o_;Q~J zssbvJQZM>;a{RC#zc=e(r99@^wxxJa-0U|j(mrfb9&Hap)-_eaRZcKb4AK@ZtUO9v zu=^_dH$>Cs;w zIk`ZlLe}v2RP2BUd|8F4Da0BcQbUmLlHwASufhn9GK)&)#21C7Gy6DyRt;6jv52}r zx0!g;Z;mposH~&RsL5#LkSmX4Ve*FHM~)1paO`DhiCfUed^80tNj+3KvkjR-B>9jY zdIEzt7+;Hr#AJ9jiu~xS@uI8&QGuW&B;L64wa+q^kx2MX-1CLMn4d{f`v5BeAuyvyb;Kq#*hMI=rM%<^lDPzU7f(uqc znuY|={kQZi$dtDQ4I<%?v9IV|2@v`)RExq!@zz|{1hdKDnFY~U3V4us5oE;nl(u5- z3H(I&6m0i_CdpKsKnficCCdw{8U-^IkHopQK}3b0A%O(ro0vE$dQt)5$p~ZacTY8s;@tGRZkYQpqSg zj}f9Jd@ke(H&y>EEEzWoM);+HJ}TQSssa^mdb3Q#j^4aDhakhPpq@3#Cw2wJyZjWU zP;MExKt2xYcK$(wWDKN_TNoqe955_+Fv_tKI&x$!s0jez=8g~izBcRdmR(k$KsiT*db(s5rmJZAH#Y9<|n$ zE0C7E%A0?}#F}}T&bi=STQx{W*_s=-M$^AWX3~>saA@DCVS!j1Tcp%f2oi z)W|v$B4bYn?)!5w6!YqXb*8JrTlty;xi8(S_`VPE)#uk0pq*CuGGFS{q{rwqY-Sz4h%RGHBE44<4&bg&h%7flK%H9NC- z!(S1ki28Wu(}Sy&($J)Mk=^pN(5BAh`#i?#M!&*+#S=_5V=cT+NJemA+l`zIz9c%P zVkcmcI*~ zho=4UqpOIL2bYk%M%;Ukr_Ga`ALZf`F%EkEzpq=y@#Dckk<54;M93;<;E|o4NP^i& zt;|GXO^m+Tjvt26M?7f{u;xr{&*iU0Y?QkBr73K*Hdmk0D&|gqS z6>p`#G|<4D@!ej37vCRtN-e3Dp@@&;R4VXE;l9DYf7+(sf#dTZp+rTkcm|< zqbtIEc3F=j*og=V{pFkE?Ya1hU5uoM1+MHpOh6$glQ7qtmb+Oi=EZx6D_M5PQjTc) zq_r%tCue^fVSKZtHkOYyMzRHO+9!`kxJti2Qg_*ya?MZ^8h-}=vmVu;GU@*`k~bk9HENpj9-*awJ00= z>nk~ft`K1_9!qjPud)~%L$g}F${btT9t;fIpU$7l*^%cOtID+Y1ios;n~jWTyXC08 zmwheFy3MXEO!!NN=X|*DWaS#u_^kG@OO*6c(}V<6m2;C#PiveuH!hCg7pS>&W!Gl+ z5G3_#Z4kh=ht}%Nla5DUOp(7uYEMMR5tbatrHx$rAo!Ltgd^@xWCF`!eRa@L0!3Xn`fGNBU5B8u1#gtIJync#Bi%TCZz-a+-kGSu+m%i4N+{0h4O2eT)ixqwad{ zudgD_Q+E5)g!rnky$u{77~e2}QcCZ`!1n?ALj7j|MW9%haEYOmhVnx81aB$VuGm|} zv(lqQS+~;hc7Sk^&Ftq&jGGMYiVfuyIEEr*jg7cVww|^3arztSkQ_+cfGey7yLn{c zH7e8@QrvI=%3mlQ+RX(uH88i7Q8Y*Ej7rMQc6>_(o6O_z<@id&j!N1_OSNCy%kVqQ zwqvnwWr<9!b6I3(2O$o`r5UNLrwcL_IZs}p-WV-`2vvWdFu9g76FKs4JzAS|hlEMv ze{KP-%pND1PRFP!vs%DS&ULVw^bc*y>|BniY|&3vCj#(A1O7}#ttF+T^=fSMis`Dh z-GPBH{NvTjCv0m&^5cj?YmsE{U7?Q7%t*7a5ltt zu6A<|md#c-h399O4U?^98~o3fqJxiwy4&Z(n035M_ILP?T8hu08m(fbxsSF zHUcx1__Ma>Qy<5bnhV>HWD6KHV^9nCmsb#%ul!Dfjy}LPZ{3AzQ2Ft`BnW*$Uno)& zI<1p3Vhwye4J7czm8TW5viIQW`m7x8(3S2>y}e}5`SG-CeQbTT`uchO<)<^l*?G4q zX#DK_1+fddJW&8g=$v9gsk}1J?%`ev-mpSE?r7YcFDi7le?TK$@EPrf@UrHa5|NU| zvW{oM?uhGU!>z)%1uU>KChl6MH@smt3EO0qD=(N7SA|zu5+X;v$p}i~@8M->SL7E= z@$?TI)~thMB3OV)m!viR>_6I0b*nFmI3|XS_n>=2%nyuh1cOlg!S{0M)gWAos|9)< z9_Ant1kRBJ;q*qs(3I6sclON#%3bS2d3yIn8_b^Ni@4gWwfBb^Z#pBzu`LzY7h!Tu z9*dw~g<&ftvLjU^yPeJ?a)D`!N?nO%&fIDmW}Cn*7s71r%R$dp5Fhxg%v|hrA+}SVQ}igR5anfAj?~La>><7!k>JcDQxQJnuNEJjq8# z!E$+QzqOJ|3F?#TqmEd*r0^iLERj5|NQX6BLnrOcg?dTo2tz(J#Yy9xJn9-=)R09D zudeSV22O1sxxUpAw&F~I=;v;c1I zuiaNknB|6A?9#*v)bbQs??t(9c-ecO4$Z5j6*gTjZC@+%ofuY_Xpc&})wpm~?C>H1 z7_^zuO>>KI3_}9c{n0y=LXH-FVY8w+q#wYOq+dLV21=Y8W4xU7Ku+rWr((y9i1XoE z_ZDKx-n?X!&8K&lY^R!cOuor0{C-ML45S>kXTLzY?C?>CBl3wT$NaeJSf*Ai>^jeM z>8;A?-@4FtU+%26Ci4Bs1KDi0V~)AL|H?;yQy1|0^!4Zt$XTCJ?rzcvbi zN4`b8EQ@8Nd8D9w?#w5$Sl;axV#@#n;6Lgx`kGj(P^i0_b6 zR14)k^Y&E+#|OjErQYj&1^fN6_X5U5CNeQBhw7nPOhwRQ7k{SNz(Vz)I$;_8nofn3 z5DLpv9!u9kxXHv2CP*8)LI&Fp@a2NPLSZ16%K|5J@J3T}uousgpgb0X>$yUnEtDJF z7GWgCKZ!OF@7LQ!Wu|iQE*!Kq;p2HK-NPcvR#*~g&Qj3d?JDiO=b~-g#A7S1LpQ&i! zbE5o=Z$@Hy$OKn}99C*!h6G8JWs>2#Nk5;#Rf|8!6V~%eT$DW!`*v+xkQHlpaKG5jTBBA%s?Bo3Io|#`(7#2ZMx3PUgs&@-t2AR;b+~NmfSsjn!a60m zJ2X_+TjsH>?ERHn_zG(db#bcyA9jB0w~u@|VB^|_MH{Qf>quK6>jP@pwlnwI26y@E zJXL@Ct7#LG-Cb>}rq{#Yi*9R1bR1=p$Db;`i6cjK7hKgZ%zW0e8azQFekZh&Z=xC< z3K>axY8c+raG8{RX0K@6X91OH8;jb+NW@n^e}LJ`4~=Trh>hP&9I7$84F*JHP zn!q1dv1O$;goti2snA<;jQ^pdaOjsT<}YfF5oS~g+Sm5fz3=^se*1G_(T_EC{qy`) zWUTFaQur}-g@n!rgQV|k0#520mP3u3mOPv8sAn3I?rPMddi6%4m#En#@~OM;cT3~n zs*&n%IrQQfeZ8w0-D;I1+3m1RqC&M@X^NWT%&s{dpDMYJui)mf`KsemuFfEVi8+PIa?#oa3Oo<_4V zr#tZWmksrf9Huz3ymLnDQOB5JS691s4W(X_17eJaM5MSz_Z;GEmO9mqA2*V9f zcGH&3hM2T#Vck>BeP_BJcE!PPydp1LAeSk1{)=1pEgN)y$2>mL#-T1QN zyuycg)nF*|Y%lV~)O0oj>m#EqYT;M@6X3uE?NWURb+gHRg)!T&$8RTCbpE8$zTRkE zLLz>Tdtz|@1}c@z)pkEl3G~FOkXjb1>li|pwB}|qwGX5oj>Bni4qQ@Z0@F5Qq2JYR z@@%(T5p1%r+avXB1LisB&q;oFNHgi69IFF=!KHXwPR@&TmR^B?3dHtv6*bGZjW!qkvHbOalHk<8AL<*nU+8iUg6*58PNZx z&**7Fthp3q3`H$?c?BTmd;O8snm! z<;5jwkOjjJXOou2_a!CiS?MLaAeQ+V^+HYXt=yzze7W8j6 z!G5vRt{C2%&TApxGlT6iqj~T8eS~x4U1QBq&W4oNBJ?xk9#xV8BM?3gQ#GaNsIGSSAA?{xkmox3@CTwVfP0P97*Uy3Kca-S7K9>ml3xyBq z1sD4ujMq`I*AW!?pji5ls96x}{KXM(v5LldE`7T8!I|Dh?hMbU!_Th6&aNk}HEXpy z^S^ku?H2Gb7yC0mJ+p}T1-kVm1~${m`+^d#a<0==n=KyelYsm@`51n<4Lx_AD@8dM zpUaT=d8@)M_Vc+U&i?#+K}HueE5Pq2fZ$L1?I%0;nMeH@ho2!Or?o%lN_sTT4Xu;p z&X)^b^FOS}} +::: + +{{< include includes/_reporting_accuracy.md >}} + +{{< include includes/_general_info.md >}} + +::: {.callout-warning collapse=false} +## Setup + +This is the template for [assignment 4](assignment4.html). You can download the [qmd-file](https://avehtari.github.io/BDA_course_Aalto/assignments/template4.qmd) or copy the code from this rendered document after clicking on ` Code` in the top right corner. + +**Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.** + +The following will set-up [`markmyassignment`](https://github.com/MansMeg/markmyassignment) to check your functions at the end of the notebook: + +```{r} +if(!require(markmyassignment)){ + install.packages("markmyassignment") + library(markmyassignment) +} +assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/", +"blob/master/assignments/tests/assignment4.yml", sep="") +set_assignment(assignment_path) +``` + +The following installs and loads the `aaltobda` package: +```{r} +if(!require(aaltobda)){ + install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos"))) + library(aaltobda) +} +``` +The following installs and loads the [`latex2exp` package](https://github.com/stefano-meschiari/latex2exp), which allows us to use LaTeX in plots: +```{r} +if(!require(latex2exp)){ + install.packages("latex2exp") + library(latex2exp) +} +``` +::: + +# Bioassay model + +In this exercise, you will use a dose-response +relation model that is used in BDA3 Section 3.7 and in +[**the chapter reading +instructions**](../BDA3_notes.html#ch3). +The used likelihood is the same, but instead of uniform priors, we will +use a bivariate normal distribution as the joint prior distribution of +the parameters $\alpha$ and $\beta$. + + +In the prior distribution for $(\alpha,\beta)$, the marginal +distributions are $\alpha \sim N(0,2^2)$ and +$\beta \sim N(10,10^2)$, and the correlation between them is +$\mathrm{corr}(\alpha, \beta)=0.6$. + +::: {.callout-warning icon=false title="Subtask 2.a)"} +Report the mean (vector of two +values) and covariance (two by two matrix) of the bivariate normal +distribution. +::: + +::: {.callout-tip collapse=false} +The mean and covariance of the bivariate normal +distribution are a length--$2$ vector and a $2 \times 2$ matrix. +The elements of the covariance matrix can be computed using the +relation of correlation and covariance. +::: + +You are given 4000 independent draws from the posterior distribution +of the model in the dataset `bioassay_posterior` in the `aaltobda` package. + +::: {.callout-warning icon=false title="Subtask 2.b)"} +Report + +* the mean as well as +* 5 $\%$ and 95 $\%$ quantiles separately + +for both + +* $\alpha$ and +* $\beta$. + +Report also the Monte Carlo standard +errors (MCSEs) for the mean and quantile estimates and explain in text what does +Monte Carlo standard error mean and how you decided the number of +digits to show. +::: + +::: {.callout-tip collapse=false} +The answer is graded as correct only if the number of +digits reported is correct. The number of significant digits can +be different for the mean and quantile estimates. In some other +cases, the number of digits reported can be less than MCSE +allows for practical reasons as discussed in the lecture. + + **Hint**: + +Quantiles can be computed with the `quantile` +function. With $S$ draws, the MCSE for $\text{E}[\theta]$ is +$\sqrt{\text{Var} [\theta]/S}$. MCSE for the quantile estimates +can be computed with the `mcse_quantile` function from the +`aaltobda` package. +::: + +::: {.content-visible when-profile="public"} +Loading the library and the data. +``` {r} +# Useful functions: quantile() +# and mcse_quantile() (from aaltobda) + +data("bioassay_posterior") +# The 4000 draws are now stored in the variable `bioassay_posterior`. +# The below displays the first rows of the data: +head(bioassay_posterior) +``` +::: + + + +::: {.callout-note icon=false title="Rubric"} + +* Are the mean and covariance of the prior in a) reported? The correct answers are : + * Not reported + * Yes, but they are not correct + * Yes, and they are correct +* Are the means and their MCSEs of alpha and beta in b) reported? Note that the number of digits +reported for the means must follow the rule given in the assignment. The correct answers are +alpha: mean and +beta: mean . + * Not reported + * Yes, but one or both means are incorrect + * Yes, and the means are correct +* Are the quantiles and their MCSEs of alpha and beta in b) reported? Note that the number of digits +reported for the quantiles must follow the rule given in the assignment. The correct answers are +alpha: 5% quantile and +beta: 5% quantile [4.0 or 4 (MCSE 0.07043125) (here 4 is also accepted, because it can be sensible to use +same reporting accuracy for both quantiles)]{.content-hidden when-profile="public"}, 95% quantile . + * Not reported + * Yes, but one or more quantiles are incorrect + * Yes, and the quantiles are correct + +::: + +# Importance sampling + +Now we discard our posterior draws and switch to importance sampling. + +::: {.callout-warning icon=false title="Subtask 3.c)"} +Implement a function for computing the log importance ratios (log +importance weights) when the importance sampling **target +distribution** is the posterior distribution, and the **proposal +distribution** is the prior distribution from a). +Explain in words why it's better to compute log ratios instead of +ratios. +::: + +::: {.callout-tip collapse=false} +Non-log importance ratios are given by +equation (10.3) in the course book. The fact that our proposal +distribution is the same as the prior distribution makes this +task easier. The **logarithm** of the likelihood can be computed +with the `bioassaylp` function from the `aaltobda` package. The +data required for the likelihood can be loaded with +`data("bioassay")`. +::: + +::: {.content-visible when-profile="public"} +```{r} +# Useful functions: bioassaylp (from aaltobda) +alpha_test = c(1.896, -3.6, 0.374, 0.964, -3.123, -1.581) +beta_test = c(24.76, 20.04, 6.15, 18.65, 8.16, 17.4) + + +log_importance_weights <- function(alpha, beta) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above. + c(-8.95, -23.47, -6.02, -8.13, -16.61, -14.57) +} +``` +::: + +::: {.callout-warning icon=false title="Subtask 3.d)"} +Implement a function for computing normalized importance ratios from +the unnormalized log ratios in c). In other words, exponentiate the +log ratios and scale them such that they sum to one. Explain in +words what is the effect of exponentiating and scaling so that sum +is one. +::: + +::: {.content-visible when-profile="public"} +```{r} +normalized_importance_weights <- function(alpha, beta) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above. + c(0.045, 0.000, 0.852, 0.103, 0.000, 0.000) +} +``` +::: + +::: {.callout-warning icon=false title="Subtask 3.e)"} +Sample 4000 draws of $\alpha$ and $\beta$ from the prior +distribution from a). Compute and plot a histogram of the 4000 +normalized importance ratios. Use the functions you implemented +in c) and d). +::: + +::: {.callout-tip collapse=false} +Use the function `rmvnorm` from the `aaltobda` +package for sampling. +::: + +::: {.content-visible when-profile="public"} +Write your answers and code here! +::: + +::: {.callout-warning icon=false title="Subtask 3.f)"} +Using the importance ratios, compute the importance sampling +effective sample size $S_{\text{eff}}$ and report it. +::: + +::: {.callout-tip collapse=false} +Equation (10.4) in the course book. + +*BDA3 1st (2013) and 2nd (2014) printing have an error +for $\tilde{w}(\theta^s)$ used in the effective sample size +equation (10.4). The normalized weights equation should not have +the multiplier S (the normalized weights should sum to one). +The later printings, the online version, and the slides have the +correct equation.* +::: + + +::: {.content-visible when-profile="public"} +```{r} +S_eff <- function(alpha, beta) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above. + 1.354 +} +``` +::: + + +::: {.callout-warning icon=false title="Subtask 3.g)"} +Explain in your own words what the importance sampling effective +sample size represents. Also explain how the effective sample size +is seen in the histogram of the weights that you plotted in e). +::: + + +::: {.callout-warning icon=false title="Subtask 3.h)"} +Implement a function for computing the posterior mean using +importance sampling, and compute the mean using your 4000 draws. +Explain in your own words the computation for importance sampling. +Report the means for $\alpha$ and $\beta$, and also the Monte Carlo standard errors (MCSEs) for the mean +estimates. Report the number of digits for the means based on the +MCSEs. +::: + +::: {.callout-tip collapse=false} +The values below are *only* a test case, you need to +use 4000 draws for $\alpha$ and $\beta$ in the final report. + +Use the same equation for the MCSE of +$\text{E}[\theta]$ as earlier ($\sqrt{\text{Var} [\theta]/S}$), +but now replace $S$ with $S_{\text{eff}}$. To compute +$\text{Var} [\theta]$ with importance sampling, use the identity +$\text{Var}[\theta] = \text{E}[\theta^2] - \text{E}[\theta]^2$. +::: + +::: {.content-visible when-profile="public"} +```{r} +posterior_mean <- function(alpha, beta) { + # Do computation here, and return as below. + # This is the correct return value for the test data provided above. + c(0.503, 8.275) +} +``` +::: + + +::: {.callout-note icon=false title="Rubric"} + +* Is the source code for the function in c) reported? + * No + * Yes +* Is the source code for the function in d) reported? + * No + * Yes +* Does the histogram in e) look something like this figure? +If it is evident that the normalized importance ratios are computed correctly, but the prior was incorrect, +you can still grade "Reported and looks similar". + * Not reported + * Reported, but looks different + * Reported and looks similar +* Is the effective sample size in f) reported? +The correct range for the effective sample size is between . +However, if it is evident that the effective sample size is computed correctly, but the prior was incorrect, +you can still grade "Yes, and it is correct". + * No + * Yes, but it is not correct + * Yes, and it is correct +* The correct explanation for g) is roughly the following: [The importance sampling effective sample size +is a rough measure of how many of the draws have an effect for the importance sampling task. In other +words, it measures the accuracy of importance sampling.]{.content-hidden when-profile="public"} +* What is the connection between S_eff and the histogram of weights: [A large number of small weights leads to a small effective sample size. In the histogram of the weights, +this is seen as a big spike close to zero. +It is also okay to discuss the variance of the distribution of weights. It is also okay to mention that in +this assignment, there are no extremely large weights, which indicates that importance sampling can +be trusted.]{.content-hidden when-profile="public"} How is the answer? + * Totally wrong/has not tried + * Something is a bit wrong + * Explanation is sensible +* Is the source code for the function in h) reported? + * No + * Yes +* Are the means and their MCSEs of alpha and beta in h) reported? Note that the number of digits +reported for the means must follow the rule given in the assignment. The correct answers should be +close to these: +alpha: mean + * Not reported + * Yes, but they are incorrect + * Yes, and they are correct +::: + + + +::: {.callout-warning collapse=false} +## markmyassignment +The following will check the functions for which `markmyassignment` has been set up: + +```{r} +mark_my_assignment() +``` +::: + +{{< include includes/_overall_quality.md >}} diff --git a/assignments2023/template5.html b/assignments2023/template5.html new file mode 100644 index 00000000..20c32b46 --- /dev/null +++ b/assignments2023/template5.html @@ -0,0 +1,1776 @@ + + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 5, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

      +
      + +
      + +
      + + +
      + + + +
      + +
      +
      +

      Assignment 5, 2023

      +
      + + + +
      + +
      +
      Author
      +
      +

      Aki Vehtari et al.

      +
      +
      + + + +
      + + + +
      + + +
      +

      1 General information

      +

      This is for BDA 2023

      +

      This assignment is related to Lecture 5 and Chapters 10 and 11.

      +

      The maximum amount of points from this assignment is 6.

      +

      We have prepared a *quarto template specific to this assignment (html, qmd, pdf)** to help you get started.

      +

      If you are not using JupyterHub (which has all the needed packages pre-installed), and want to make the assignment on your own computer, you may use a docker container that includes all the necessary software packages, too.

      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      Reading instructions:

      + +

      Grading instructions:

      +

      The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

      +
      +
      +
      +
      +
      +
      + +
      +
      +Reporting accuracy +
      +
      +
      +
      +
      +

      For posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).

      +

      Example: If you estimate \(E(\mu) \approx 1.234\) with MCSE(\(E(\mu)\)) = 0.01, then the true expectation is likely to be between \(1.204\) and \(1.264\), it makes sense to report \(E(\mu) \approx 1.2\).

      +

      See Lecture video 4.1, the chapter notes, and a case study for more information.

      +
      +
      +
      +
      + +
      +
      +
        +
      • The recommended tool in this course is R (with the IDE RStudio).
      • +
      • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
      • +
      • If you want to install R and RStudio locally, download R and RStudio.
      • +
      • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
      • +
      • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
      • +
      • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
      • +
      • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
      • +
      • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
      • +
      +
      install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
      +
        +
      • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
      • +
      • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
      • +
      • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
      • +
      • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
      • +
      • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
      • +
      • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
      • +
      • Do not share your answers publicly.
      • +
      • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
      • +
      • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
      • +
      • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
      • +
      • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
      • +
      • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
      • +
      +
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
      • +
      • Is the report anonymous?
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Setup +
      +
      +
      +
      +
      +

      This is the template for assignment 5. You can download the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.

      +

      Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

      +

      The following will set-up markmyassignment to check your functions at the end of the notebook:

      +
      +
      if(!require(markmyassignment)){
      +    install.packages("markmyassignment")
      +    library(markmyassignment)
      +}
      +
      +
      Loading required package: markmyassignment
      +
      +
      assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/",
      +"blob/master/assignments/tests/assignment5.yml", sep="")
      +set_assignment(assignment_path)
      +
      +
      Error in get_file.path_github(path = path, dest = temp_file): Not Found (HTTP 404).
      +
      +
      +

      The following installs and loads the aaltobda package:

      +
      +
      if(!require(aaltobda)){
      +    install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
      +    library(aaltobda)
      +}
      +
      +
      Loading required package: aaltobda
      +
      +
      +

      The following installs and loads the latex2exp package, which allows us to use LaTeX in plots:

      +
      +
      if(!require(latex2exp)){
      +    install.packages("latex2exp")
      +    library(latex2exp)
      +}
      +
      +
      Loading required package: latex2exp
      +
      +
      +

      The following installs and loads the posterior package which imports the rhat_basic() function:

      +
      +
      if(!require(posterior)){
      +    install.packages("posterior")
      +    library(posterior)
      +}
      +
      +
      Loading required package: posterior
      +
      +
      +
      This is posterior version 1.6.0
      +
      +
      +
      
      +Attaching package: 'posterior'
      +
      +
      +
      The following object is masked from 'package:aaltobda':
      +
      +    mcse_quantile
      +
      +
      +
      The following objects are masked from 'package:stats':
      +
      +    mad, sd, var
      +
      +
      +
      The following objects are masked from 'package:base':
      +
      +    %in%, match
      +
      +
      +

      The following installs and loads the ggplot2 package and the bayesplot package

      +
      +
      if(!require(ggplot2)){
      +    install.packages("ggplot2")
      +    library(ggplot2)
      +}
      +
      +
      Loading required package: ggplot2
      +
      +
      if(!require(bayesplot)){
      +    install.packages("bayesplot")
      +    library(bayesplot)
      +}
      +
      +
      Loading required package: bayesplot
      +
      +
      +
      This is bayesplot version 1.11.1.9000
      +
      +
      +
      - Online documentation and vignettes at mc-stan.org/bayesplot
      +
      +
      +
      - bayesplot theme set to bayesplot::theme_default()
      +
      +
      +
         * Does _not_ affect other ggplot2 plots
      +
      +
      +
         * See ?bayesplot_theme_set for details on theme setting
      +
      +
      +
      
      +Attaching package: 'bayesplot'
      +
      +
      +
      The following object is masked from 'package:posterior':
      +
      +    rhat
      +
      +
      +
      +
      +
      +
      +
      +

      2 Generalized linear model: Bioassay model with Metropolis algorithm

      +

      Metropolis algorithm: Replicate the computations for the bioassay example of BDA3 Section 3.7 using the Metropolis algorithm. The Metropolis algorithm is described in BDA3 Chapter 11.2. More information on the bioassay data can be found in Section 3.7 in BDA3, and in Chapter 3 notes.

      +
      +
      +
      + +
      +
      +Subtask 2.a) +
      +
      +
      +

      Implement the Metropolis algorithm as an R function for the bioassay data. Use the Gaussian prior as in Assignment 4, that is \[ +\begin{aligned} + \begin{bmatrix} + \alpha \\ \beta + \end{bmatrix} + \sim + \text{N} \left( \mu_0, \Sigma_0 \right), \qquad + \text{where} \quad + \mu_0 = \begin{bmatrix} 0 \\ 10 \end{bmatrix} \quad \text{and} \quad + \Sigma_0 = \begin{bmatrix} 2^2 & 12 \\ 12 & 10^2 \end{bmatrix}. +\end{aligned} +\]

      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      Compute with log-densities. Reasons are explained on BDA3 page 261 and Lecture video 4.1. Remember that \(p_1/p_0=\exp(\log(p_1)-\log(p_0))\). For your convenience we have provided functions that will evaluate the log-likelihood for given \(\alpha\) and \(\beta\) (see bioassaylp() in the aaltobda package). Notice that you still need to add the prior yourself and remember the unnormalized log posterior is simply the sum of log-likelihood and log-prior. For evaluating the log of the Gaussian prior you can use the function dmvnorm from package aaltobda.

      +

      Use a simple (normal) proposal distribution. Example proposals are \(\alpha^* \sim N(\alpha_{t-1}, \sigma = 1)\) and \(\beta^* \sim N(\beta_{t-1}, \sigma = 5)\). There is no need to try to find optimal proposal but test some different values for the jump scale (\(\sigma\)). Remember to report the one you used. Efficient proposals are discussed in BDA3 p. 295–297 (not part of the course). In real-life a pre-run could be made with an automatic adaptive control to adapt the proposal distribution.

      +
      +
      +
      +

      Write your answers/code here!

      +
      +
      # Useful functions: runif, rnorm
      +# bioassaylp, dmvnorm (from aaltobda)
      +
      +data("bioassay")
      +# Start by implementing a function called `density_ratio` to
      +# compute the density ratio function, $r$ in Eq. (11.1) in BDA3:
      +density_ratio <- function(alpha_propose, alpha_previous, beta_propose, beta_previous, x, y, n){
      +    # Do computation here, and return as below.
      +    # Below are the correct return values for two different calls of this function:
      +
      +    # alpha_propose = 1.89, alpha_previous = 0.374,
      +    # beta_propose = 24.76, beta_previous = 20.04,
      +    # x = bioassay$x, y = bioassay$y, n = bioassay$n
      +    1.305179
      +
      +    # alpha_propose = 0.374, alpha_previous = 1.89,
      +    # beta_propose = 20.04, beta_previous = 24.76,
      +    # x = bioassay$x, y = bioassay$y, n = bioassay$n
      +    0.7661784
      +    ### {.content-hidden when-profile="public"}
      +    prior_mean = c(0, 10)
      +    prior_sigma = cbind(c(4, 12), c(12, 100))
      +    exp(
      +        bioassaylp(alpha_propose, beta_propose, x, y, n)
      +        - bioassaylp(alpha_previous, beta_previous, x, y, n)
      +        + dmvnorm(c(alpha_propose, beta_propose), prior_mean, prior_sigma, TRUE)
      +        - dmvnorm(c(alpha_previous, beta_previous), prior_mean, prior_sigma, TRUE)
      +    )
      +    ###
      +}
      +# Then implement a function called `metropolis_bioassay()` which
      +# implements the Metropolis algorithm using the `density_ratio()`:
      +metropolis_bioassay <- function(alpha_initial, beta_initial, alpha_sigma, beta_sigma, no_draws, x, y, n){
      +    # Do computation here, and return as below.
      +    # Below are "wrong" values (unlikely to actually occur)
      +    # in the "correct" format (such that they work with the plotting functions further down).
      +    data.frame(
      +        alpha=c(alpha_initial, alpha_initial+alpha_sigma, alpha_initial-alpha_sigma),
      +        beta=c(beta_initial, beta_initial+beta_sigma, beta_initial-beta_sigma)
      +    )
      +    ### {.content-hidden when-profile="public"}
      +    alpha_previous = alpha_initial
      +    beta_previous = beta_initial
      +    alpha_rv = c()
      +    beta_rv = c()
      +    for(draw in 1:no_draws){
      +        alpha_propose = rnorm(1, alpha_previous, alpha_sigma)
      +        beta_propose = rnorm(1, beta_previous, beta_sigma)
      +        if(runif(1) < density_ratio(alpha_propose, alpha_previous, beta_propose, beta_previous, x, y, n)){
      +            alpha_previous = alpha_propose
      +            beta_previous = beta_propose
      +        }
      +        alpha_rv = c(alpha_rv, alpha_previous)
      +        beta_rv = c(beta_rv, beta_previous)
      +    }
      +    data.frame(alpha=alpha_rv, beta=beta_rv)
      +    ###
      +}
      +df = metropolis_bioassay(0, 0, 1, 1, 1000, bioassay$x, bioassay$y, bioassay$n)
      +
      +
      +
      +
      + +
      +
      +Subtask 2.b) +
      +
      +
      +

      Include in the report the following:

      +
        +
      1. Describe in your own words in one paragraph the basic idea of the Metropolis algorithm (see BDA3 Section 11.2, and Lecture video 5.1).
      2. +
      3. The proposal distribution (related to jumping rule) you used. Describe briefly in words how you chose the final proposal distribution you used for the reported results.
      4. +
      5. The initial points of your Metropolis chains (or the explicit mechanism for generating them).
      6. +
      7. Report the chain length or the number of iterations for each chain. Run the simulations long enough for approximate convergence (see BDA Section 11.4, and Lecture 5.2).
      8. +
      9. Report the warm-up length (see BDA Section 11.4, and Lecture 5.2).
      10. +
      11. The number of Metropolis chains used. It is important that multiple Metropolis chains are run for evaluating convergence (see BDA Section 11.4, and Lecture 5.2).
      12. +
      13. Plot all chains for \(\alpha\) in a single line-plot. Overlapping the chains in this way helps in visually assessing whether chains have converged or not.
      14. +
      15. Do the same for \(\beta\).
      16. +
      +
      +
      +

      Write your answers/code here!

      +

      Have a look at bayesplot trace plot examples and tune your plot if wanted/needed. Don’t forget to include a title/caption/description.

      +

      The below example plot only includes a single chain, but your report should include a plot with multiple chains overlayed!

      +
      +
      # Useful functions: mcmc_trace (from bayesplot)
      +mcmc_trace(df, pars=c("alpha", "beta"))
      +
      +
      +
      +

      +
      +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 2.c) +
      +
      +
      +

      In complex scenarios, visual assessment is not sufficient and \(\widehat{R}\) is a more robust indicator of convergence of the Markov chains. Use \(\widehat{R}\) for convergence analysis. You can either use Eq. (11.4) in BDA3 or the more recent version described in the article Rank-normalization, folding, and localization: An improved \(\widehat{R}\) for assessing convergence of MCMC. You should specify which \(\widehat{R}\) you used. In R the best choice is to use function rhat_basic() from the package posterior (this function implements the version described in the above mentioned article). Remember to remove the warm-up sample before computing \(\widehat{R}\). Report the \(\widehat{R}\) values for \(\alpha\) and \(\beta\) separately. Report the values for the proposal distribution you finally used.

      +
        +
      1. Describe briefly in your own words the basic idea of \(\widehat{R}\) and how to to interpret the obtained \(\widehat{R}\) values.
      2. +
      3. Tell whether you obtained good \(\widehat{R}\) with first try, or whether you needed to run more iterations or how did you modify the proposal distribution.
      4. +
      +
      +
      +

      Write your answers/code here!

      +
      +
      # Useful functions: rhat_basic (from posterior)
      +
      +
      +
      +
      + +
      +
      +Subtask 2.d) +
      +
      +
      +

      Plot the draws for \(\alpha\) and \(\beta\) (scatter plot) and include this plot in your report. You can compare the results to BDA3 Figure 3.3b to verify that your code gives sensible results. Notice though that the results in Figure 3.3b are generated from the posterior with a uniform prior, so even when if your algorithm works perfectly, the results will look slightly different (although fairly similar).

      +
      +
      +

      Write your answers/code here!

      +

      Have a look at bayesplot scatter plot examples and tune your plot if wanted/needed. Don’t forget to include a title/caption/description.

      +
      +
      # Useful functions: mcmc_scatter (from bayesplot)
      +mcmc_scatter(df, pars=c("alpha", "beta"))
      +
      +
      +
      +

      +
      +
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Is the implementation of density_ratio function included ? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • Is the implementation of metropolis_bioassay function included ? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • 2 a) Is the brief description of Metropolis-Hastings algorithm included (and it’s not complete nonsense)? Provide also a brief comment on how clear you think that description is (and potentially mention errors if you see them). +
          +
        • No
        • +
        • Yes
        • +
      • +
      • 2 b) Is the proposal/jumping distribution reported? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • 2 c) Are the starting points or the mechanism how they are generated reported? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • 2 d) Is the number of draws per chain reported? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • 2 e) Is the warm-up length reported? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • 2 f) Is the number of chains reported? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • 2 g) and 2 h) Are line plots of the chains included? (Separate plots for alpha and beta) +
          +
        • No plots are included
        • +
        • Yes, but both plots are in a single figure, or the plots are scatter plots (scatter plots aren’t useful for visual convergence evaluation).
        • +
        • Yes, but only a plot for alpha or beta is included.
        • +
        • Yes, separate line plots for both alpha and beta are included.
        • +
      • +
      • Is there a discussion on the convergence of the chains? +
          +
        • No discussion on convergence.
        • +
        • Yes, but the discussion is not convincing.
        • +
        • Yes, discussed in the report.
        • +
      • +
      • Is it mentioned which implementation of Rhat is used? Two possible ways to compute R-hat would be: +
          +
        1. +
        2. +
        +It is OK as long as it is mentioned (or evident from the code) which of the above is used. +
          +
        • No
        • +
        • Yes
        • +
      • +
      • Is the brief description of Rhat included (and it’s not complete nonsense)? Provide also a brief comment on how clear you think that description is (and potentially mention errors if you see them). +
          +
        • No
        • +
        • Yes
        • +
      • +
      • Are the Rhat-values for alpha and beta reported? +
          +
        • No
        • +
        • Yes, but incorrectly computed
        • +
        • Yes, but computed separately for each chain
        • +
        • Yes, but only for alpha or beta
        • +
        • Yes, single values both for alpha and beta
        • +
      • +
      • Is the interpretation of R-hat values correct ()? +
          +
        • No interpretation or discussion about the R-hat values, or conclusions clearly wrong
        • +
        • Interpretation somewhat correct
        • +
        • Interpretation correct
        • +
      • +
      • Does the report contain a scatter plot about the draws? Do the results look reasonable, that is, roughly like in the Figure below ? +
          +
        • No plot included
        • +
        • Plot included, but the results do not look like in the figure above
        • +
        • Plot included, and the results look roughly like in the figure above
        • +
      • +
      +
      +
      +
      +
      +
      + +
      +
      +markmyassignment +
      +
      +
      +
      +
      +

      The following will check the functions for which markmyassignment has been set up:

      +
      +
      mark_my_assignment()
      +
      +
      Error: No assignment has been set. Please use set_assignment().
      +
      +
      +
      +
      +
      +
      +
      +

      3 Overall quality of the report

      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • Does the report follow the formatting instructions? +
          +
        • Not at all
        • +
        • Little
        • +
        • Mostly
        • +
        • Yes
        • +
      • +
      • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
      • +
      • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
      • +
      +
      +
      + + + + +
      + +
      + + +
      + + + + + \ No newline at end of file diff --git a/assignments2023/template5.pdf b/assignments2023/template5.pdf new file mode 100644 index 0000000000000000000000000000000000000000..8885835d7f20ecdc8e6f31ec7ae97536007af243 GIT binary patch literal 135037 zcma&MQFWwr$(C-EYUtMNjlxd>0v!KOiG^td*Ng zK@>p8M9&6Ic64|B2F=1s$Vh1S*AkkSmjPg5?QG)60I)W6HW4*3vNJYekTJ0}b2cYr zVPWCm=ZAK3b~G`xfp*`x))|i>ZAI$-q2aGsgt40&-4d`iBqzudAzkI4Dtf z73jB%L>dU&pt0#3y+tBfC~OLF43C!Xf_-_JEMbTGT|#I5VrWgx-8;wo;$PY2dGX$U zuDxxw>ru^28SuJpc@3TB$}iZ)PeNO;zI_$ol`3~t^3?T3_XW?n#`m>n>)85ydNSw= zT_Be#e|O#=2yC$<1P%uts2qE(9^^^Sr{%SY8Vk z;1zq;=->#Y$nFfVU4qdeOLlG+HKku2d_~7}b{LO1sN&Ti=@QW`BMf**#)6RLp{hSW zrT4o5C_#{R7q?Y>$A8r^ z_%B6h;v4>6Cc-^`*L2-`S%OHfU1h1T<5Kx z1E-nivH|68V(BU=UzJIOv1694jruK09h997%3DZa2xpW$I~o?A#Rh+GK7dq$U478| zn-6YpFQ$7hy_w52M=7huBjkuJGY;$l(aBU-6E$X&`BWgUH)Ukqy}@{e2?{S|NUYEe zK!DDvkYr%*3s`~y6ZE)5&(5P_*=8*q!vGS!vAT~qh*hx=d}lRdyD(g1V1o0~uzgt2AdFGUltUHjYo| zyBM85PreNt*Oo1|_%ZisCHblh;Y+jgU?`5^rool>EUADCArnuF<5yDbFb zHp_4dwfvq&J5tM!E9A|obJd^ls*P0LKIe@l*j1~+)oh!`06T!{1Usj8+stFqt8M$E zcEYA;Rx!K?EhoEejGPT-;003}V7q~FR?YhH4g$A9*R?!7CjW>evu;8$i6$Tl<&@zV zyOoB+tBA?tez!BZ$rcHhe^2Q(T!8hq>rW{QXE)>w%Z7)|DYX~2^hC?20#bga<>|HI zeAR5iNs*XroIyFyq`AP_7J3a3(=h14I{lWaxhh2sRhbCe&)blr2LW2i=k^^R{axN9 zwM(+rC!faYcm7$m;6bcB7HcDNW|{)#b(Kks!)?43lMe0j??b?9*z>;xC7%T7q!RNB*b>lG^uv6XY~GTM*We{{1j{RneI^r z%Xnp&u{vQWurgfcFuu|AzB)Rnua|?ydUr42NBPQqY?a-IMsSTbhGlhC6D;%*5UvfL+=K#HpjVa=#V3`0_mX5b6{kV-rY7gP=`@DZu@a$%$3QX?J(H+buYU_sKJw zKXMVQmBohO!#UcUD}?t2DIuRP^|*qg?c?4 zXFuI%wCeNpA9hZcjv1g(77C68EQw)%&2#e18CAx^P%zs_dz6rEAMrKeY2z04 zy;4*xQJ&-l?up*~TMW*!GWf|iVPja^`Ibax?p$ty0Q)ne`Syu!gJ4L{PuTx%t3L;A z9|gz?NN8pD`*TwlV&~%!LzuzV5bxR;%vhdDSqgLj0L3+>VzZ$h2;g?E;coWrDVHA{ z4G9U6<4t>zy#RWFd=hgx`(&PdvMB;$g<+s3<0^pEPMOe*lZOK%Z997-F}H<4+eO=E zq`%2tp%=(p%M{4e;1d!rj<&jM`a+{xrSNj}of9msHll}v`1*T2lWRQB`#^36Yx9@$ z1wq+ELv5vr$iSVg;;6{d?Q9pfz9bb6Sw9Lo(o1n|6d7H!Q>!l>t)C}D<2H!@OUF)* zjF%SMi7}hB(oYpP_Sr)mS3W%Mi$)M{WH~jU@rKrY_};+D+BejZrZ6b=;wPb(3KQW4 zoLb`+djT})D1Z&m0@y)EX^ogjHhO?$7JwUH0x-Q(yfi981MHwjVPu2uIG{u{a_HRO zOQGH(Z0`gdSWwz#xuTpn1$==kc8yS_MtuIE0I&85b?u9r_*~1!BbJeivmj|&tZ>~{ zcq9q;=u>L16}<0JTXaB0fbd9oc7z)KgiHI#A)NPF-3>T6|MQrpSKtmDts+B46T=Zd zL*g-HEA%k+$i^6iCN)xSIaufzwuX#rjL@MKwbiq1gzK+q+4N~Av`_CB+6zJG?m74j zu#BPdCY5#cX>R zY;2;IS7~^%B}m5@D^{XpOZB&|sSCpMV(q4u)Q96!ww$PncDg}SgGwnzW!bJVWW)&` z>|RS^*LX0GX+(trK9HMq+QT9DpOn2NQW=>d&V+jJF~<<8lAwe zVyr}Fi+mAF--__N4Ia%VDMm-Qlby87Xue3%5q=A&0H1Ma-xI_^G7go=vRlt;IY)Yo z|J&UnQ;hUoer`+WSKeVMhq~Awc69125aVMi$i@0^h8{Wf)T7ko=-84jx084I7Qly5 z7dx(0a14J^3Utd$j7Q;))T0?IH5H-&^@7}XSug~+fxbwhIfHDiP`_9^u0VhzYQ4Xt z9~h_q$FSNt<{A}rc;elWHRGElB{@+n*2f6jd09o>yrBaPcMt{1mf5TAsGZ%bE{qLA zqk+x0fg9cF{&%aIbb;!(y(Yvz>u<9 zh<<$E`}5d1Q)_r1*R9G~A7v$)NWni;ou&>aY0!`vHtfJt?C87t6;341TfCt}jz3Au zs83;B2vi>QiFzoS9J%S+>Y2-3el<(MONn|hNu#;}RL&NW#lz%_@OcJ@uP_Dyuh}Fl za-cw!EGIYNK11hbq%Ux)NYN1?`<}cpQ=9esIoJ*Zn~+Jr@98En>B2JnJJt~EjIGx=PX_o zTLW`z4{o==PGfDBr3tGFUNTy&huQ&~c6e zccFcKl=m#_1&5uUX_3&1Yf(2Xp+@dl};Wi?y^ z;yzzVzUivc9MRFNv1DG`j*F%D7R~q4wHw{EhpCPl zr2f*)Mg0y@PdL557 zk}me;{%)$NSE{fBT4ru@4T&1Tk&39kqZ-0LKKNS&790M#XAqc`YEJ%)h~e6TuPS&= z+r)BcS*#5a{No+Icp^p-9C;pq68Qaac)#&N*e(cje0SHD4Hnqu>*t)463yFIL_ zW|%TSoiPQDLJ`(gzJ=`e@u-9b^$>*ssw%c!0`{4Hmi5q*>`Qw>$2LIL(9*ptR%Ee9 zs)PQr=}DWuRkB-e0ew8o!djJlx(rh8)0ELM~pk!6-Z*}#jtG1 z%24^BFP5&daNhpqACXfVlxx14r9#nkQ^N{LRI+88k9}j~6xN6CulQ8SCAWu%mm;^f z$hrH|iptJImDt9|KW?V@X;_pRJ-?Tgj4)Smr$SxH3E;vwJ9esd9ryqk0c~2cD4VYG zLZ@Tg%On}mg9_z8F}E;LX9EHWvn)(9`0CcHfqV_M?dx6JiPsy>|9I^BFnCEt7)DEK zE$-{slaA*O)NwY5vqmk=5GJoN=dd)mI{e{B@+K-G=3!m{aIr?IhH+woRmqA(wEtnX4j3rf*FE%k2DpVv}CGABa~tR_xfC+rh`B~Dcb;sP=v3S2M#IG8e- zWu|1!_sY6P_yqqnk1xrCD5C$7^cXFIZZgdtXpVA>VKP6tfHoyz`;+&g+7v!@;Jol& z#;x4%qQxFd_P`o5Ubay?k-W8f0eXJAbO2cbBALjMjRs);kXZomsnW=fKqASG0=(#o zL>Rh~%U-$UEMz)t+6P89#3J7oR$dpm4d*R^%dV*-Y?tC0LRcJCiFN`;VTQRubxJrhO-=kP zHo;clDvmS*vI5+N?_jtAw3md$8}}@OF8irLR<4C%Ko=yZ%7S@6=}qJq)Q7;>uGdivl0M046V#P{((QGx zmSlaCxug22#uiJLD6KkZJQR<_FpDFQiq)bTtBxvOGs_b_z<08vmbPwtJiT9zu}R-t z{z`4IYEJuQ$M$urP-~5y7~|1(YA4NIwTu;qqF5``E=EDa?FngHGjLS42M25(%OE%3 zpb7>#A_8$*@3ksCQHRmWRzxA&m#J`T&$keM#qN$b8E}wq1j#z^aD&0B zHGgjP$CS$T8sv1GJJVfnzIvpYGRJ2+kP*OyP{7M~D8%^`#0&6=EM$k_j(;R~(FkNK z>}0~MYzcwbT*Q28);&Y`#O0z|3+&8Z8yHL|4n_eNb{vhb&y1spxje^j-PiQ4206-q zlOjk!b4(7OlAB0llS~Pb@!2GsPLu=g_vFFt=OCP~!=}<6x){kWIjC>a)atRPkao** zYos1u34+8?+c%2*DUyZP^Mt|YAxkIF%c+4h@mi?3hiO5cZocOU525-Xx+rM=dO2&Y zbgVD~ zKPOls)=)84pHxA8KuLN3t(S%J*;>UE0kFnu*rFhh^tf6~3I&x3XFze|rhX*QRF2D{qjqnuwc z3ZW?@fu}EE{+n_Xy&s|mN*!#>mD;<9S43s6!-A#~%fU=-$~A>wc2%F?vG)m;deLATW>zz5*BV?1_a+GGGPdGUd-c&pi@9*TUK<#<)cD~>KSI{wLWfanyWJg*I1#3FmA&9AD&$fgQApwo%_)$4ASFsCMVyj4T zpv8z!Dc#&u4$g`IkErg&&VNPDgV0bGauX|0ad3NlwYsmclw^YLnVQt0InhKSTqS5* zQ23Dyu5BdFV{B|J1+G&AJ8b)Q8EH`YTRsso>&avxJSWUhC&uA;1YNkTQB?W;mBrYi zwwRGIJg~2<>p_fu{#Wm3P#qKc;BGlg$@=>07k(`IyOu98sCh%ofsjii>0K-_i?*S4 z@Q(^bG93CWo!|Ag;7puJ@kZTBYcg*_9ig!66q~gj0SX!80PkPo6Az97aBZ`JkxfnA zu-4AzXtX;JJQ;dg1|qUicbY#rCRh~ebov$lu0jKrhb{Rs?QyBsxsMB8FJK}(yhdrL zOlu6$l=I)ggW2bQ+@UFUs`}eg?HAz4vQTrw_KU)k6z2pEV{J_SZI1nUjmxX%H%8jz zwB;8-uu|S$< zZu##6&Y4m`natiQK7kB5eL zej#1_690gZa(h`-ZdaU*S)y&YU!WOH0A!>>;Jo5aQH7i7EgmrW=IRQ55C42-N&k&9(o+TM3l!>x>h$ zdz9Y!QiFhMfWK6M_OfI_loOF97MWSMHoj`D1etlM5Xww@rb_B`U`)4UPpNltmvk4@ z@%LS+FOPtlp~`kwTCMhGgp&{JBKgbF&2~sB7_k=DQ8cCfHBDts&xW`Oa#)ePDm1T< zl>y?hjONAoUdiYD)+f0W?cBi8xTRjszh25z5zCT7n33*>b;OqKJCN;Xqk13|jG9vI zc&$HL$EcY4BTo3j;#Di>6I3eP-*`JGlC!9)Jj~JR-xgL@T}rhCtm0wP5x-Mx<5>H` zVjT`p#-oY=*b9fdEKeb@=oTKi`(EOCzCDcmc0BN zAhl;m{qJ%3j+%|W)ar}KxQL>L`2a7f^?GM?fZh8sKySY`>dMX$EQ4lOu`xbVDG;hK z>SrLmbf0Aqreb2pU1R$!l-azQ(Ed(s1CBVQz_g?A4VD&3u4oYkt>M01cKH*Qr7%8W zf35Mu{%l$&u5oT4;?%X)S=B%g1@9tc&9NZtA`^W#aimxdPm)RO*?Oq^e9Y(-RyR%nvz-Kfw>%;0h6?4n=R zKD3gY#_#s|y#}l3;+i|DOZ^vi9==xK$k=}K<2v$lnyZYE(-vPIMQ+Fq~6^r^T$muWv$*PcF$zPFaIGnZztfn`Qa7Ih1+3ZvX0*aHY0Wjl}FxL6~~P zC;=PaQoYURs}Cl$ANQnF*_%}QNi3oKk>;DfImVlK9``rMm-f?VK9&P-fvh%cl zv9UA8sGV(b*;@@w^Vw&5{^^sH9Nur}i1cf=wA9Z26{x26{bO#cbXLo(6s-{;KfqYZ zxAN^1G5ohZoCU2b{f8x=^LrL+_Vs;p^vgJPV~U`@I2PmCy@5E_H_P_}iyvO$6+}n6 z5mAVlW{VUR1`rRvfNH6H`Fv{hk@kDE-aRczQ*zx+o=x6{q9!>G{B`=7X}8$)akcuh zerN7>u+AXaA7HVc)F*eR#*N0VE6x1aL%=lS_s2+B}#MJ7Qs%L6AV)a$UV&x;O@7HT-?PB{6qv^?DnSxnWUqzbxY1tk1b?`**_ znRT&tfWx-vP=8#s4SNiI9Jx@dm(D8pgj&65yGmls5`m2t2kvmnpd{M{+(``P6+K(K zi@+y`LDucALw&b-PBalwMq@LiqSq&5r`zp~^Nz4YUVMup?IFPP*ZJ+---%|Q+nyfn z)DrFzzCzxUj+^URKu zWx2ctA!s`92K9#{$2H;?I|bI7#;?T!Vof+{!+XPy>K4kM%g`Fy`7TKW5>l@n`2Dv4CgF_ZiV=z1z5t>7ZT75@xRo_@P9lAlDL}6t3G$5|gUr=^xT7rLz*( zWx4ah32q1trJKja6@jw-7#9x+dOTO`KCAiiz)+W+D!aQ=IjCQlmK{cuUG}4qtnE%r zHy%$5HaCKh_yjj6@1&c2^0_pqQ&7*bpxi{H+EXSw5+=-u z$l{TGVH1YwYYv1^`!tq9o0^(>8&k+%qIJn5n!PxJ!7HG&P{m2wIsP8zCDgI?gq9d| z)tIIjk}eM5VG!ARxD;c8;&o#Tn3~iU_!m)1m2bQ&n`TiN;uTIl&7}!JLN4sN)Fg$z z^`Mv>(j>xiB)b@oBN^pU6Ksmo6VX}|bhC3#*djcOrlxO0^c9X+^iB^T?+W)m9U^oT zwedm29u;D)Vc0vT3Hb+)8(I&08v5}w4?6aopHJb>g(wDadX^)KfM^Ae)XAIiSkXb^ zB43sIzdW%Qk45?q79Ie$$cihENS)2&_|aSA_jfC*c=yGt6dRx%MX`mZsZyrau*| z2zu#}jPQc|e+WgagMhT1jD*F$DgCFVK7mszihw9p*Xof}b>4$E#Ayosd7qa+W-wivCB~Xx z=Auw=BG%+g3+5{hPG(7W&GH z+nFKssj&50W*hLt6Wz|b7bjNkd^WdP4`hwF9&M5AiTxs8SlK&*SQZ8NX(4-0b!cdX zeXt$n7KgwrGFazA@hY_x6%oi);$m%t5UNJ|I4l`~aPpkZ^b#zm|9lCVfv1GK776PE z8G*_O3q-l$eW8^Au`^{Zqpgv1EsKmL?prd!z+>x@`@Z+EDk#JrS>l=jJ3r%535P*y zy$0Kk#Z^A}0@))%ud{Qwf~Ogo@v)!E2$KX~AqIuPP$iI#h8ZelFwo?TctR1;Q$9i$ zOTgeHu{QeOB!bs@f#%)_?!A0%p|wuY@L4rrTbII`ZF~k1!Z8WMIRE)mlAb%J)KV-p zLE;QQaO5e!kkVUMOuJtl#DpV5C)rrALFkrJ9=al+bB_?uM-5NR8rKok;bB5>Nu;}& zKwTakb)%qpy92XWiNP*9r3R^dfFI28*l!lKl&%#SCHfrFFPi7;Ex&jt+1_ZL-ggY# zLJ((Jwxly$)AVnto*FD6W2CKqDc_R2@XqbFlPhK`z@iOJtImOT#kH*67IP?s@^a*U zl)GcU|A2m$g{n*cZ(+sS|B}UN}FisGgQ>atlAmZ z$93V2^u|53E4hY_xR?NYR|-4W?jRpVmk|&~7^ma5Z#V;np5h)Xd-*1dwTfGB3D=GO z{veeCRKtqIyEi#xAT}ccvHx1Do)n}a2SUDt{4P4!27zf#bnA@I>`rdb`uzju_!_(F ztmnuD-{ugp>G9C%*m>ncrkxZQsjjD#k_x9A<7IOQ4b0zH)Z@UyV*)PQc2dhZF4wTo z)g;5i#afG=k?Kw;k}iQzbiy;P^_a!QS7FLqS1KK0-`HV5MlF*CVYA(VMHrq#Z^5A+ z9ca88O7Bo6#5#h$q3aXDg&NgtL-o-{uvH-dVUGOz?W-VtlOhK$dMf2)3q}(?7%@y| zZvIv0?*iZI6(i!#gtPT>^74mDm5HOcrlKcbN?fv48(KGXvnqJAm2HCsEvNF~81BV; z(0k;k`)gRLJxLn$X1 ztPWW-ad4r8p$v-^=v{syu|73jQ;7$YX8i)952`(Q#SMB$$UnY1Cf;c5=J^AM0zj;M}qS(@O3vggfMQ0Hx zCMP<~W(tDMW>VTjN;Td2Y*QX1rx1#Hnr~HOwtyX&!of0TX;ZW}W2R~Al;l090?TS> z3#o?e`32claG`pKkv8cwJu5=toUB@GpF|yx9QxOmQ-{p+>`kCCJw1140gTX(4u>Z zo5ktWcnossxWixWb8`jboez)W3tnULzgqYpvg@UnT zBNRud8~WGIcFq#CkHr!1!2L6>gLH$9oeg(V5zk5rH z4ZYyc{&ZuB`lDCh)eOxy3ZID!Xq*C(KX*(HL z2lJZc_a0ir-}UV?l0wEpZCzlhgAe}z7D*^5Ws^6Es2=^|h;*+^09k#BNT8tNSO`$! z-6PoD@iw%6SwDSQ-Xqd!w`P!_wm|Q6d`RQoQ7XjL@N^Dh0}M~?I66+trp@6k-8v#cH>rs%nK)0#R>r< z^m@A=hM{*6<0zmszKgKal@lX?K{sDQ`601^3H)hN^+(&D*kO6golYD6WYs3f>FSP6^{;9P^OZTNXZH^71@XZH@ zjW|op0j&!yNw}kDL5xXFue1uYI6>}C<8DqvmLKm?~Gx9UUB^~92l&8sk^3-na(Cv}T zIv4n94R}J2D8iX71gd^OAuLL)UsQTy|`Vp#T@ zJ~&bE&HB^j(_6Y%Gy}p0o1m%cFCFQ4SVz-j!@F)=!v=Z(p7#VH4wT;&Io61?I?@BO zfhFIGFf{0ozniA5D`D^Rce%)X7|QYJn9z!5MQT7#R`xB!Ryi?VVbsNY;P=8q#mq5g ziw|O!+|Gx6i>?kx$HdGF{jJ^$`*ksB?C~wDUU>Y^Izl^*7*XZfRIja3?Gcl(Y2?2D zF{N>@m`h)p;)%~LPluc8a#*36UYxML9(1e^b$EcZu_e=&iS@NgVwp^r-Cd&sv985%G!@G!kK%lpXw9S(_>%k<_yyhNY#LgoYMAWJnA#jIV0V<&FTpL1 z`d|+CrG_1(eZDW+ihF%Mwif(?KinbL%A@_32i7=gX_li^N8psLQb*|Szp;+g%fit< z{#XHMYHOv3W<8%hRUJC_JV^9vaZ73uD<+}zI`LOH&!T-21KwnO?Z0hnUy?|+1VtAG zKPU953YwQzW6kNlpGmZ&f6<6H5bMY+w%JHB*_lroIMCL$O4MSkK@L8Hu{G*1dG-u^ zvI`a!Ij^5TdZq&=qdmJNO0#2oaosZ|%outdVjYP%mq$uv*oMLl)$8Lve z&D0|M%^-|b6sJAttnFAZ-C&q5RANR$q5VE6b1Zn)_ok_Xh&Hr#bEaCpbC&C&9_W#l-f12In>I zWDLpwQ#ATB|DR6mCxk>~*vkwAb7b_!lq{S!wE5pfqg?6)G4xI<+1Z#C4KEw*lnmLG z$l<@L^_-Ioky@l*l_`1q0_|D80i|wt?+OC9YmaZ=udkCFyA@)ZhE=PRpOcPt0CzKt z!eDt@55J#%At^s^UQVk0RF8nzl!cth)>Nem6khSSKBur^U449nk5~c(JRBs;uj}r}_vSan?50p4PJnA{c^^Pp5OS|1M7f0@{ZX zfD%@N6F0pazM3!ReIDKfq212!%Fj(3WGI~T2Wo+BU|pp+@}oExMglDG8)eFJinP39 zZj_B?O~eQx4GSWSw?bTWg!wb0{JZ|y1U4l_ecB4B*Gv!3yh}RW{|%7ji6KQ?6JsPy zP9hvRpU6rBYeRiu$|2)PxIe$>959htDh!;E=E4wfQh+bFiXf+y9Q|A(6|gq`Fz&ff zLdR$t%VJ}Td1g^KoIHZ3Wi3-BOw4=NB3$G$b~GQ%u6hReY`;@FvIK9>NL}iD+PmQM zugk`ApRvn4n7ZR&3By?x*j*;*RSP_86H+0EPEHAg5w?`xaJJeoBFge50@B1>67RJR zZhj$@YaD>CP!@mDOSZpv z#Yt{;*ukYvy-gwT4XR~{@`cDnKq;f{FR2|kNMh`Bd?tZL!CQL1XQ}9^{Z)hSRT+t{ z)Ypf4JQn8JAo~jTtQQP^bbt zRp+)=%xX@QT;CUUH^QB&-313(A9GDtY67H9T<}nJPr|OXuLSGQmU;FEZA~B~uoa02 z%haldQs4nlP-P@E5svr;$7oKs7;%;u-ahP} zST}455z?uwpQ8vZTwW$)^$`}-MrbHfOimoNS7SlIWf{br0uHtpO(eQ|w;yFuZB$s! zR>ex#s+s~5=wprn=TDHi_B1OB6Q%PbB^9d{z0^thN?^A^ZyijL9Zz~{^b_Jf{zwLY z!7H)>*2Z^J?Jx&U$5oU z|L939d<=%xB16hL2}gl!SDM?X7v;VuzeV{W90Ted_QYZ&;{>7m$l6=Y_Q3FR2i}{-|V;^HKTkw{mtgUg(X&LuE-Maqq+@=Iow+#WJ z#;Zb9R5-4i4e5JNOq#u!{6MBn*#sN7wl_`H>p#=K|Eo)=P^Jk)$sgi0ED+L+xStmT zLzs^G#Y(0!9_$hTKoh>jG*I=>{s=F7b~JeZOLK@ys$mgUR!=g#hzwfZ<@fKMTh8AK z$(ge6T5m7OK0zML9l#PF479fg>8NSoxu)Z3xj98KFBTm;2HO)G!?_yZ0_2ln(ESqJ)LF@%GZ7gIHt zX3@!PM7jiG`{d|aeXM=Nh#%{A_B}P}Xkpz+HU5DyZHRrLV~!bZEkQ?#v>^vuvL}2rwSDVU*2d5PY??+)`jUJo2y1ZtW#jHn9Mp=X;T&WNa_(I?eHSW zu_g`tiJhVE7NLY_>J%{XPg_*wIVBlAX@uy#AK+HchT9cw)vwZ*n{)oLEk`ixvOjwH zFC&wc{u9TeMqt8umj%jcSC*5)ut`aHlvCQxM5J(DuwQ5S&|pPybig8`mPo1bvg+tD z1{nvkH}F3(Q;f{zV{n^5)_FtilaB)WNK(C=8}+@<>LiVM3C*v#~l51X^pH1a$a z3f8vw2x7V2iqrcUE{~NUZP!xc9znvr$JK^G>x16!nhbRFzC@Fv3-U$!sQJ%Uhk@*0 z4%SpGk^CkR{#n(rfX8Gl{uP2!Pk1JotBOx0TNKx!Gw!iPSYzP8y-sd!?#aDyqt=NZ zoNd{$=R;JL9cpWBLLPxaLP{i;v&vR{TU4lq^-QEdGep}sape#dbK#E(p_!#6v3QkH z+0DF~&ZuW^ZBg)xh~;*<&n2sevL(!B>!K_hF^KB`M*12xx|;j76;AxVBO}fecGm4# zJM+xj;gTlL2V2WBd+c@m-B%GRkLNZ?xoSD}Nbd>^&Kx~l$>)Pl*DD(1_C~q16$V|R96iRH7tHUG!x?aYjm+}BJ+J>D*3~(w!@_+;q)>G50(n1 z`F@&sniD61{%)zsYml?@VrN9sOj})NI_p`l=d6j>(_5&(L zOJ+tqIk{eo=-j_|ZeBv1QvrMqQ?H7Pwma=E$4aF^ z-Vu%ra|!Z_3=eD@tc?-b{2T%m9D7gLyXwMeT5b%q$_TsHo&LIXwk@&W9@utmjTdxI zSflF+q(YtX0C^k5$aL#hwB`2C8cw5kt#l~kxmYnzKIRjrQhk%9Z*uKa?YEdjK8Ta) zC$AFMF7>8MSAD7E9^AyE$?CL*#@RodQpu9#v+mF3PnfPtOIkJ*-A&Xdd8%t)mW4;D zvPe|M@HZJ24ms9zUQV-pmF!%Py8CX~f4Fnlo z-JFw8DRDI((e=wm*`2LTJ^H1w-dTFOPuPpVYs&J-oLvXV(`x-Pm8FYJ!nvTc&A0TM z8sL5bg-u zs>x>KOA9a@-Wcd4CQ7gq+;AnveoT-J$R5@b=*>T3>}|lr%B9EN4HkoC$>ta9v$~(m zoE@*89tRw3#b$%jGp1SmPHu;yb02Df;o3xGqt3T%?$uRgxr#XV4OB_k>CX_P(Cne5 z7()d?BS`ChZb}{v%a89&6o#hNdYEO8c3U*aT}GSNzX(eAz{5;tZuW0Ah2U>#8qXbn zDhJ=@ACvV6ja$=r>gWRPWQhV>FENO$nr?@nccwXVLyIr`ZRJ0rI>nRdRRb~-C^{MIy_Ri>8Ogw4=QaZu%#gngzs z430l~(~hbeX4T}@95}z7{;cwHdM{3k#B$zHX`=;KlHCp#2N4|3D^z+ z;9oN)Y;|N@3ZigNT6@KR|NVfAu&{sCA|BZZ5a?#9x~BfXljn_ZnCDk%eG7$rZ`_$m zMPb0x9!4NWLLO!M^N<8+4erEydc({lnZoXSw~A((h-1xKF*NYRc{Jy|lRH~EOENZg z(b=4s+4`UD%wO8?V!t!*Fj^0lNq4X-(Jz{qB1g8WXE_JbiL zwrAwAaMUf8F4^+pt30N^Vb-qxEm`uNYvkOU4seic6437lEnFRgAU=k1P0^LHD&Ttf zwnH7!LPYGuTS`unYaK~iI9Cbk|EnCA46<7%M*`P*Z)tYrPANga)r_NMdjnhADUU5m zFfue<)xA@~if?_`b|W;BbTopWxtQ$H^V6y!OeZmbH?`?%b+h9L{D@<;X8Bray_@1G z^Q9n(rWEU<<8@^ezo>^rgr0!n>xYl!(RKOv3jpZ1rScp%5uY`)*%bhjieL1!dt>z^ z&uqJ6GLvYiy0}d(3Oas`FIxK1T2jtVzi7;-UpwubjiV7q$u(-$*9_%Q_fF5={vgrhP4Gx8_*(GMyJ z^^@eMheAQYFJUO@S$ey_*^T#q{p0so#q;q^R%#79(El_`U!w=NMT*t(y?!r|>LF%_ zLH6Ihxk1n%{(D{E$M3RmtMl#n!od8(psLW{N7M4;}IpdHU3A!XTmc-gNKs!N}(<8^Sfv)c)&) zB_hKzj?WDd2y2xaiZLL6`jqoGCGuSm$Ez~`F2As&WD=u-BH(26m$26F^ni|ybIdK& zQD@k*HWA-1paz=zE9z$_g>Z5^sPV76#*yW%qu0uc7gc38BoG#$D2o5HdGk8X+?)!f z-SLz<;^_-hZO!1;JX+xIfk)c)Tp(d1D_QY}`gMEpMG7OKTv+uMlaQ)LsPm93y8xUS zGx}gm=EJzVURe5k?130#;V9ECHaxUlYKr|OHm@SgfF>N5<>MK%JF(9BS+|ZaWMXx= zISO@A=rL2%q^596gwcLWvSQJ~VdRY8DQQa&QdDg;O1=>w`Qsgz%^OIitj!5$t~3~I zo|E$}nU+c)W9<%II`dd3F)!872RyrGp3flc&PC2J7l%6eiET6qfKPM_;3^zIX7>l!83fy zZ08vGHde+&^q6h}W1!3r+e2-IWWuB2+@iTfURaD5zR%3pzrk&G)MLX()fmCoX!zAf zM*&mQefOCz+R*yDvu$4IfD2sqwB^V(MM^J=*e=|G{kNI){huZVqV)YDQ>Piyro__*Kbn(Jo0Aja9>h6zv7w0IHTd$AnMnDG z(=h881&pomjdb315!(m9TAWaF{pv9fB%ja;4(OnTp9`A**mFLMsxqV&6BxVd2ESD1 zCZolS&17VV`wWalFoghw1BmV-m)2UK0uITpL)}dpl4+p4#p;&oHEXsFirc@(CoR6ao;MW zUr08z85%E(ehRQU4n6E-`XN<@@4oI}u4f;X6^2lwQAhLugN+|CsQ{NN zrg7idlux&Q@>ykN#f#-IQ`$<50LiQ*9^f2a=L7<{`g3VS*UanO4msoICCzKC^t8pK#HbePsTo(D)$os~*vyds8L-q3^-#39U?wvkXqyA(5}e=&pZS)Ph73J# zHTjxxX-0>8xgfiwtv5)N%Sz8Z);1(=r(2AaQ+&T}W953Enb3ph4ZL$`pEP~$5m`d% z6bu>Pu{6JdU%$3@OXWn2CAVF{M4UauqTwEIx?&Lq=@vUQ&Tj(F_1Y>vb`{R9BjAl= z;Vnboq@jb+K6CgMy0)Udkl$!MZrz3ja+I>B4Z$Y}WtofMiTU@QW$17^RA#yihjkYZ zkiy%$;Cz!aWO^yhhIVMQ)uL6i=MR{aK?~;q8vZu<@`!WTtj$L=7K{40XN}mU8)eC6 zty7G+FtEnWkMh@kqZ%S`VoGyW(RN1M*8TiO_)ehH`#2+(o@T_yd1S9+n?C9FbCD@g zP&=aa#{}FCTAu@51-!U#o71e1v3*}i@Dh7}b9SG^Maw6hGBU5;1RaWV80*A{?;Ubz zWw6zbvW;U2((U9PVOyVJs?jdEJM|y>H+vsz*{uot4jvx9;sN=$15V)baBePaD~Lbj zXwMLc`Pd^&YWdbNM!HOh*{lLgphL1zLF0aDjt+&dEUH+9fd(x`d+VO}yWQAF{X&Pj z@>=khSCzpTCX`tT`~u1fAbc8f9!QaE`_7=uy9iozR~)o zA!smT+Co*cHzZITI=RC*v?BW2jcumI((kK~g2qdC$vyV!lVAHCY!^4kn*hy^x1(q6 z#n2Buu8$r3F24wIYmy$jzTVcXFJTqm(uq8I?53KxjT{ah7UgUnLv;vrng2vjy66WO zAt-s+A7q7vM!+7qyt9|{g9Va$&XXL->Hi4w!<)|#|8js~-A3gV*bN=Yx;k(|f591y zTCn`?d4B9+?`ZA5x88}6a(S)oN4wv}Dyn!^H3wD4ae-yAysilc>V+}7&}>3iH&Sx2 z^GNSf5L(akv3`!URd2>LqGW5z0ZQ)2{ zVMs|d4I?M;@;o|fkj*b*$Kv}qc^;?w31_pC&kncxJi{n`o0sX+N;GFl{U%6zK3A53 zt5lJ;r@e*!qbOue`mB`8ZUz5^vA`|_JToo$Q%)1$PpOn^`AacU@~OyRrGN!HT2yBZ zqey|>UBp#7uKtRf`Z2YWl=ZShJs=tm6TX=c^{}OVAdn&@CXL%ddT`VAv3%5#=Bh|& zhjj~)l78-;=OWKSQKPKU*_*NWz^M@h2|j0WVQtr} zV?Yy>76iT@u?#uz7SA!N770zqvr*$2l7!QB<-^p%m4y?eYikopXehw;b>xYUId4t) zedt29%q&%;m*rI@;;x(^ze!|&s*^h=NFT834mUy;9ks@G{y@De?YUYX@dh_F$k?D zT*rN%^=K<@OaUPuk>$)die=3d&`#;P*4RS)E2rky33+#zOKT4G6YHP8N6Cvkxocx) zHSc9%?@E2AvvH|X@i@{Ez%ipW?KN-DFT**U{C01?Nhd0Ypu!u;kEA(YcQH@W1OHS0 zfkW2fHCQu(3RJc}$PzYNH1U)@YmY&qu9(%r1vZ@d6M&3(dp;kX=Q7m7w;a8*|AF{FFB!@loCe!b<-hI1olozus>-2*Wg(&X_H62 z*Ejg=A+|5s%@!$zB%9`fI~OuV4PEMR?fpwQh8;)1RTpnhVZv4R%_RO{;V`at5_jH3 z4eFvI3)?-5F_GDURymDS(*Z%Za*;ysGK>y^f(=6nMvD^1d8G<3-@=(5!0q7lyVdp| zWtwA0+V7`9QXfTSrFZ4cX8fOsf0euw{hzy^T+IK=*b@3DT4x85tOJMw-7HOj$`Zl= zc@ozDDP70H&du?EQMUUpyP}y{$?mEuOW5I)9h@DC@u-oBQ`Q#BA0?4HB;y!qnLndS zcm0AQ;}BJK5LJpRglD1t8;~y&S3?#V`a!AY_!FM!oTCFKezKHl1>Q!x=lOWX2JyY0 zbxz0Rn)$gexE1QxOE652tmfwcq+CtR&Hes}pHb$9a37E^prCD_{yNmv31dHqe@y%6 zvlwlYhVg*Y(fWnt@tJm3Ai5jsJtwh6i;NjcF*SPs>S0M24`-N*Pa~6}Nntp(kxg!b zNqT}zD~Lrs!TE|_$LB5$h{Ao%62gl&>O8Rpyx3W#+WyIn4vLO5#KYN#e`sL=QJMt1 zNQDUw*zeTf`N(rXQOB<`?m4TN+Ax^JQ?mpyYm;q>xO=66q^iPawGopVh ziom1PRSElGs5ZJKv6mDyY1*LcVL9y*MeB2NK69@#b3n0XHprocD`%mah<>w@4_si&uM4o zRVdmwG_mFIh_sgz{y+@(=1PQ(_VNuB0Z0@R9W9h4kxg#U8N!HwNfQnee8@?EK_BQD;E=#h8^Xa9q1fTyL@ehLKbQI ztz?1zgyjWC&h)vkTe}*~2BywXfeSt+1gCrWf`yBiF{r64$pP92^(;i8H{~yyCW1g< z5n2E$+V{LDCN%6Gap5?RZ=caf%YLE%`DiJ){EO%haZ99RT+xsYCajnkv!ZMw;s`NT z=vH2Gu6iyUtiQN7W< zVR&MEgUPpC92&U{ba~|?==#+DYCBLlXgFXrt0lWGY)6?xxc^qW?b_7n95raIjmwF|ATl1E{L2Ak@Q zs&08|m1eGosH5a%3A+BU7Tju$g)mwIy+GRc;Z_I;W^Bm|Y1>`u>P5 zkxivY>SttBT7qSRzAXG{AuWe!yA?-qbJuV9yJCv1vStS-^d^I~V zQ#$iK|5i1l@-#QAv_s@MSKd2#Xx+nyuFo5=R}U409PXK1=vG;TX(b z+juy`6t+CJa1?A5zAXA|LRzm4Fh+ZZA(#P?p^ZLA3s19O$F}aM>B+*@KFe;+!gnyt z7{fxvV%FrktRjtJp>g1DS@%kJqor)$ZPM4y+-|UG#l(F!+ltt@vm3PV795-(Jd`_b zG&9}BJY566gpC?NFtIhuau??Def2(S$xF7DU?Zf)kWwNc$dn$YjV^`(Wc|&88bE#?GePnXoK6Hb|zuy1XJI6cz2kj550eb-@f`eU2 zfxbe2e!~dO3!wy!2Z?p_kvd2k4&D7~yGGte+;`z0 zAJ+&&33a+Npw)0VC>f@Ttb=Tn>|8WWR4UIaA1fatFC*Vz&|@%hP|~ErSYtpxay9~^ z&vnpbJAXT4s|e?beznDcx0^qgYx9Y0Tg)?xkshp>33_-y@2AM5kU*dQ!Tf{a$2oUy zChWw`Oh7?{Oi{DV8RHp7Hk>`2ef;?dU|-=|3uO`&pR}9YdNyy`RjM)IqwRy)57J2HqW-Ilgq_f^&&M5?R&c_!}D>k&Zi03{IE#hRA26AA`WrRJOA;g z))uM!lKR75zfHfxzzAsH@tE;(hI9sCg+tjN*DJ%G?$Heo|Jk(xn=<>NrWB%&;oriE z{4*X-Z+nHpy<@9m>V3^0^laf8^8a8Q>8^9nC(Tft#vBvzfAy$u8Z0Q<_8vXIC!Xa~ zch=qYSo+-aBM&1-elI7JKgspz@Nj3=q(jE*Jo5*ia|NK?{=#Nz>3ZL1GVAdEM8I?X z_N4}K0w+e_RPUs9$Dzcz%kTF#+%xfaSVCByaDwnw0FT}oUN)!CR^)TitVTywb{n?C z>CDhe+~%>;g8jN=Gik?g+v9=yQ^kIhv)$yXmNSlT(@yqGN91$*J-#2?YmMF!2_OFv z-}ei{?qD91)fy@R;QNhV`vK{rQGdvU=r#F@#2}?F6+l4$!Q({=oRC)3FF^OM`#iR@ zUZ#ndvkeK6s?fs2YnxM{rrC-P|p7n&#UU`00d|%7+V2NTmUMr#xDQz;`UCq z|2h0CC1D0As)}hcLKK#P@!fyw}3VS5i9 zCPL#)1H?RBBvf1=t>fi|N&AnO@2IdZr}v}vIstR&k`B_w0k~|wXjZqDA42<%O{^KN7xzf1Y0JtC zf2Hm7G?KfWz~Arg?U@lh9s@eB7B>7}n~2}#{XsMC(obb)f&S8fhyBj?(*^&Br@?)b z(D%AO=e(e+gN+W{=yRnBxc8H$_cw$0#|49zD{|ijy_4uH|JXH<-(!@&^}G9C)%)YN zz*|w(%`Kb}#1hwL^|`%4XV8Gl6WkQ7fv->1x8>_xs|6L1`m>!p z(68dEqp&zh(ifusl~rZ|mbCWW-7(O-b}z-*yPZEpC@Tg_$~7{6H7nZ~jm>Za>w?VD z&z>5N+zY1d_9In~78;4Q#azXXcq?tEHRG@==ZFST&j_pi_T7w@46OY)i@;>Juk4R2 zl69LJNi^EeBFOFqljj|xo)V=g~PO?pnEOD0W z8tc^G%hw(SuWKvb8W!&9Ng7Yrrj4aqBuYPX>JI)q2X_|6t%z^=9_1~OpPHs5gE$@i ziYA^rnyMGI%9`>X^*q5fqJ$D={%qIYF1+)~qI43=&?(Cv&lSUalKnQwgduZR8s`=V z-+1naxYA8u0aGkG*E)5bD&i^2a;ADdH6rm=;&3`TrsEXbhiaQc1}zMoGp~Gup*)%y zuC8^-CC^3{?>xp?cbk>0_{$3t1l5h_*`asA&URd37V*EF#h*FGra~fi8yi=a?T_0l z=(Hpv7(RezCFV|(jPVF7qmhsG8E-Q7 z5H(_nDC2Wq;qQ1^lG>jiP5@zrsLlQ-7#?@%b-UoTk6(WD!I7c^AJZyC&Jn#$1Wu*6 z?m`gaD*9ur`hmFImM+krNFcd;To)3 zdBshWWS|D2Ijn+Rb=((z?q1grRh$HT`}H;tC9m!Mn(ECMaWRo>7@8RC%WoKFi|lG(I@ho7+@%A;-Tl8uwRqHRw% zM@}+Fj?x(|ehc56-=M-Lt=!8Q;`J%Si@p;}?`Zl`_D3bruz>ZEQLulI*%GxWDCH+- zUDWFBSF&b(426tO3&$ecwd13(_glP|Qo9yvzWt~pXun33e&hC?E&m;i@!f2#P>hlF zWY$&vGFzt}q8PIkY_~rfvuJ;8bJE=!9h#iYj5O0qTFI@^(ioODq3Rmsu-GL%KR7Of z6SHE~QxoPt9%d+bbD24%g5gT0mODBiGz820QDR8E%Tq@qW#F%P8h$+bIX)kB?<%0Y z2@4$&rc_w6{MMimN8~`fD+?O?NL=thT>8j8Z0;w@-O6{nj=IHb)atdgDLi;>?L ziO9VlneqL|>0nUQsU-g_oFa_(bp*@J$5;;bn|`L35bTRn@&K+5H&sc*fN`=i}ae>TD~x`NU`S_*qRL!Upp@TicG)w7NMi3-(;x5xFd#6ic>O7#~h;j zDMWXXOSa@+O1Jwv#x9xR`i-#!2G}i^2dIkCJI$Eclq9c}#JKdre28-x#ZoZulEW~C z8j1FwkJ3x`S7qieEKhV|KY+rjEbv6^z=iUOBevG<4OK_&>;Ywa?P-r#S4E5A0dfC z$>dl5dX8dOEYatrQ?{pfleq_uJ_{C6pXmKhf=5#$UID!8fREjxH(yavn{$m_^{wb6 z__~p?^lRv-E)~Wv!9wCdrh@C#sJIe|-;PU#l)yE|rU0?!%Wg=GZR%o+1r`KhNQcS5 zac;CLYXfkN40_rae_yKRZ>J^Hhr{$0+$CrPHbBOY0ivsuF&*Hlc^L{G*%|9JqLiAl zSZDXIvqiW;+kW1Ouwv#=9cO0gI^+m$J&T{q;%2Q6$1MkFogkT{9K zR2MHrI=tY`FDLC4keWy_N{GsnuVD*!7O-R1Y+f_r4ALf8Rz%djM+LTOuh}X_EwgV1 zHnAPjR?+t%O{7y5$%mzO!>o2&5y6`~=+)&{Flh-!Slyy-o2A-#@AO1qaJ4@4sR4FA zF&^)qlwY6({}Gk{8}>0OLS-J2?=9bY%pBI;LCiW=0hF{cjrjVeM_nZuM@w4%u|h%3E>e;;>kzaMt2i|%yd$D43WUDjbc$7M7f!<*T%b~Z8ZnT0UF|2wP3=VU% z7ubC!rjIa!DzS%aKQ^~Q8WW51vA5M7LsYO)ow;3FcTW(VCUmlw5{tU#e}(|%JN1x~ zksr5s^z{ zkm`AY8^dm3fnzA3IN9&uAzAi4BdU=v43TYk4fLfa;zST}>U1bFIjak*d1e=HfA)fJ z6~;Zsb;0>4NP;cOcu|)&UDsf5T%@a1SJRFzNN5tMwt5wj5a&`E;En2HhWsbB+UUoZ zHBT;9!@W!0O1$I@-=s>Q`GZv)b3;_S_0Ghwp6S?`JbYjN7l%JjoBH-dfM>6zdmwT8 zHq2ga77tYP_*^f^mtXhI;A@My%f(&| zW1-ZrMmdtP*jQ7;5$9t`-3{l(0cVxV^&KX~Te%9(GTD(d#PSrm$K>mp{^2V)TKuL*sgjWtXogp)E~zkC`cZ=W%}YXRBQ&UJ-|fdry$@a>4v}W$DBC0!j#owk?K1W8QnCoJwJf&E3;Y^ zpGhiE_Uy5`2qlvpi5XNus>^FAa9uRej!CqUMJlu{3&uybfnC8H4Uan>J=4;gyvzpQ zUU)5$ZoIbm2Y;R8llwH*7u*GkE*@q_->f%IDPwg;Nmn3_L*Vr2WanjLGqIVSVT^F&mJ9wQO(b8)rd?Qg+BhxcNn z1cLR+)89nd9)C3FCFL9T`RG`C#={26jZhYdrR%let(#n_%3dUg?=R>z<0>`MZ5!SZ zX(WU>CtZzL;ztwJu4HYeq15tT2t=X_`(WX;YwSdZbtt%Z!=b2@vu zI72%9(az|t@>%hcBfP!Ml~sc|B?^t@{EzL|#W-&b`)t57=mddW+$>)5GVQ`J=&|x_ zkOaBv($3N>nzy||b#}LXdHlIHmWut>!E-5>f4grQ?wQeB+Od%M@Q2{vf_BYLLKQ#L zzwH7oiH2cl9m?=Xr!l;VE>+Z}%pxXh8b!adsXoVT#HgPRn=G|ZW5^s?k6D(Re-Gv{ zkDnYYGK)XH*!o%q3#!rjj>)tEF0Ibu>_4T$PIvthijl&i7zj@VyW0I7Pu>)OJ0a%G z`#O>KjW6(dG-h65at)4=!eYl{0Q0UlI-J2E1lDSLOQ<}M@g9cCI*DvzB~lC#K+>D% z5x+MwohFt}*bF*31#&*(t?cU!EoI=?pWjMXAF0_pYEofZ@Uq22rIo(rR zU**KLHMvl%w9L?B316)nH=XWpi*OVAG019Yn{x!*@cl>^MSJv?t-4S^*=s0t#(~Aq zfrc1xiDBL`dLzB_PYbF6%vnEXGO1Q}Hn(8JW?LFENV#t5X&^+ZwRXm5Wqz^0=V9Ta3VkR zbM~u~j=cs(lH|R3A5#>AM-iVAur}4fO*C(Bbkn?H7%_lIwi3vzoqhuH8ak5MSmE+M zlFJYUfN%JR(3{p9Bw^~4anP(Uv*qC+iD~V1f-A8=@D-UI(P&_v>Yhw286S*xU536i zg3T=r5)JLING{L48G?l`lK0MDM0lvKb|2_4pk^FIX>7V2b*N0*4++|I1l3!|JwYir zOc|LWd zIbvwrPdaNd+xRjNwbD#XkFfW{lU@NF4C!m*CO-&q#x8DUH0D6!3L+Xm9Xq6dRVY7I z3f_V?7yB{)mVUJEG(+%ll`Z=Dr}D1O&SUNQ=z0wP1!O24k4`*s-m`RzBt+(V5^Rrip-_T7qs_(Nf6%hmuYGRTEuqn1G808u>hykzBZUs~WMvcA%J`!q#G>iylGm~Ck@{b<{Yr%3|F zsUd5n454M{6_|q{?(M7|w;Fzb`FX}|;@J$=q^w=oL8H1+V}IJ-jL9u$rQfOr#eII% zb-C~n z;7s9vf;13w{Ysl%rq2l(Nq;=a7@A9|Q%KnzG??y<`h+I(SW<790{QGSvYig~MHkpg zKBYLa1}!zvjeQblYV#bS#O*$*D@HbBYHN9+0XsNmb85gu-5Z%XdY{pHP~+;BUeDzv zXQof6;jE${2W6?bMqu2YB5_Ba)Ww4`nd!JaPyRC7>+jaNA((ltUEHmPW6y)RHx&20 z|K8Pl^WGW74)V7%wppE$iNrWvO&58$=s^llc0=!bK>{PaE4$L2_Lh9_HZL<;?t^~@ z4$DV)O3XD5^#l}Ror@dl(-CwtK|=~hvZzla7$IcIE2Tc;^MpxNkAK@MM%@9MdS8dF z&2jfXmU`@Ud+Dh0UlUmSZRz?2!$zGahyMGCPe2Mm-}e>e*2C2jakx8A)NYyl zKz>1se*UVd8p$X`B1xW-Khh?6B-Cw*3gP-&B-`1Tziyv2T{-wK4UU5J?-(3!jx~Ph zn?@*HYeO^j6%iY_RLh=kJ=XT7oR}}OYL*Q`f?C5oV#%{bZoT42`AxDnsvnD*&<5qc2_$LG@v$OCLrLBH zpfai7m7SAAtuxe)JX+0=q2hu}cb;nRQ+y9zoF)<@Tra_lU%qA*-L*!_no~1nks7=~ zp-dtjOsG8LSX5_8Gd@*Yy^!G~frs$Y_4ja6UH#Uck8R91Lcy6SfJnl1zFMnSGS<8` zEZ0v>F3uXY2iKlQN`^<%y(5exlh?{_N_gw*MYU0o{`PG@xdv{e=!og~LP!Oxf8Sc=Vt2nO}uyhZd0*ST%CfqmS z+M5ozIF!VvRaP%lhAhla|2+`~H6aSd;I zyghZfEA(!D8gQF$DdAFlRY2sC&C{Gvso~#nosB}7yk4W_uRorIAd&=2V(%nIaQ|CqJ{|;3nhHbcGWq7V!cDothCyR|#N^u01Bw6YHmEminKT4xhU5ZDiZ- zSOafj+fntt zZ&r*+KTfV(|9ooM$hO~U3kqoI9J{(}=i8vZxarB+YOgmw-zQ#NJ`2{OAy6c9<3gJO#@efMMM#mCKz^#vs-)@Talp9Euu69n^SA^kVZP zH94ywgl{PmELa}n5r^SWcNc+J!p=;ISCfb+=Tdl13V%}GcsU+8O5<@BQ>=*8oUeuz z`2jJZ=!L3U*zsxS!(tMFf4TOyzk?VZ#)ZcF@6WgC`(sGLjQ*=#;$`PXtL-F|$P(q} z-W(2UMq_YkD)p`QSedv@t3-{79ZC4XWq%wA_KY<8;>A1$nT}6W+$L?|(%D4oV{aKdptQZ8NpN5wbGWvr*|`M0 zSTvX2@fPI}IrkaiuebsIf^UMDUtriM4j*}a_rCn}A)mlQ@}b$726v z9Os&iQifFX4DQteMueqRj3M#|C-}|0KG`Grd=8G)mpgn?-oC_@lgEN zRX12{@=~N}`?e9(x;(=!mYklE(h5?@3uK{qWYQWkoXtv6KVtMc9%`;hC6kg7lJcZS zkG%>dkxHAgjH0Hbpns5PaaaeBZ`nu*nc*4t<=HyKo2VVBx~nRAaC0TXesdk&KGAr) za0AE+Xjux!jgGGC-@Vl;Y$WIM0DL>|jwfU+vjQQ@lEK{_#H`DrD;&aUJlI|v`VEP<}BS*My)2P zSGBv`Ji>{^x|muPhT}RIt0EdP1|psO`WQh;*V{x>x=cj7)m$ODO#ikX(Bsv+i4m`@ zX~#8@fsZg45OLf1Z?lE2vGP(;a=tNwSQoSq@~M>xmCHvDf%>yw^@h3!6^MeaGbL2RtMHs^+x#HDXRuvERa$zB33lULo(7ihbwtsPLDR1jL%hDqz{WOnYF z~RJ7g+|gY|=b8A0!fh?aS5|LW5SFsrN57kbdm&_MP2f}5%~2C_r4({4K1e~A0< z#%1L3yi@wxcf1=E4GQ3cw}Pq=yqMO6h~tYRf9J@!&dT*Lu%eU%vQFF;60nshslgas zi2|!T9fV7jI)bK}2Fv8ILgMN;Q0C5UBag8*xX?~?P)6kDk~bxlr*BCf9eh0*+CAth z`&>cGS3hL<#+p^{OMI`%gf~!NAnCuCwSbDUQv7-!+Vov!HY_ybmR7D5S5{t-r*3g! zvpxip_ip1K>vnE=U4)>JGd9E@JE&k8?fm;|6FQdcuJi?=rD%&KF*lUNI3WAi$fyt+ znU=HC8-#x{$ujb$K*l{ra(-GZgOn2Ax6xFFUo@ZPYA)yZ4h%BH4HlM?1ijjL-)QZHhhs?iD6jQEunerybVU4uK=HXOe|x!94C zRJaTxz35jv`AZ{PdP@3OFvrA{^mk~x{Nj`yp5wrpiRzAz@VqWBBNKER?QoMtI5#c> z57`KA4tVXIGbs~@Ex2CwvHlx}fjbR)=ijXnra|*Ws@gdXDOI>$m@WTI=y0NnLocwJ z#sk;Bo@=Oc>&l#(23N;N!f4m9mJR{8c`Wg;Y=w;tMBcseDRQ9t53RXXU1IMfBDEZD zcPwmiI{?p(#W!MsRs=+Ew~k|4`j=`1MDqQV4$w(z;9dT^UTEk8-il{sM$1HXyRQr6 z7iI<0h6hUbdW+qwMw@-#T4@oj`8PIlTqk#Yzg#s-CCcD@S^U^rZT~ zqO?jQuFQf`;=PF1mq`W_Lb|m)iN0>Ml_J(H6b5E+L?^G`RJcxJT%YN9x~|-oo+oG& z{TP_iX?D8q>Q)Rj+9_@4IGmI;Pst1q2eWJ4L7OR8+1Em^UrqiYUUrIVqXF*c{V{1c zk82PS`}zhRyQ`L11W=IS+k$p%jLwu#j?RRHh* zz;Il^wfneQg_j-h^Zc}GE?Tn#c_upnK0x1B$XmtOLN`W5rt~#6g`-UAx0g$S;kT5S zT;tv?8q2?><5n-zrOQlLkl+o0eV)hmrL^v9FQQk)pVv29MfULV3C4A|q_%fROSxc! z^U*F*mk)@$nwUqrV94T*GAZ$4EbW_^`S=GRM=Zy(V=@Zn6ERpuX(g~?Y<1MRUuULw zt7rR(jJ+d4jE;Aw)lRCcn&E(`BjfhoU9G#COo{hcUYeb=f*cPRwsPbGS(f4|NXQ`x zot7gey3g_YSNw>x%HQ`bh60rnAFH;yf38H3+<-$NW`#4~>B-VRPwPGKd?v313Ckgk zlk=1cjN;z$I(ROzP{ze;g57SmlWSG8y<`$7b&gFNPKQIZgDXEkwD7}3Zh(kfzVcHU zodPJt@DXfHoa&{;)mymc)Krwehm1F)?|ZN-?-I z4ug!X77ID^bUXQWMErK_|5)b#cAL@pehKiue%9+ff6gtNdQo^tNL5MLvVWTNe};$^ z9KO4ub>0`fHTery_*_}@_?M}#+daOwsPngfd0rq+ovg(+(0>G+U*lvyUN=qHcbvO- zpk`caTl}q(&zXIed0nM_f(#{cJ1pOFQ2r$|4{V#gvD-G=}xWIhwBA&rfOkRGUnh2=Bz6`&ErL2C*?FbA!7pUi) za({nc#XoaAtPk_|k{Lq!OpUy4o)HwICJ8@ym&3(j>+fCE0Jk=q!=IV~uR-{FZ7_Zs znclRS!{1uWe0A_S`XKs9Unx8b%|ef3%Mfaa~9QFeWnDoo2GPFQt4wPUH~JLNXx4UIa)0OOSvx8 z?wkwvZ#N50q>39WZ^acX*X*A|)&6w)5eZH6rMTAe5FOv>EyN~S_vHi=2J59+#lC*4 zd_7CPd4HLVeTN|(5|sTvd5c{CMW*2YiMRN_=!9IHBrL3~dH^{i7bi;(oqr)XOeFs~ z{_hmS|G|WWa0R7onGya&l>Emj{IASIJxCtHg@gp|0L1^1AVq;D_NKu9$t7g{-!u#9 zc34!IpoB$W^jKl^5JPu#8GR>pMPO2VDg_y#)QDit{x3Jl4r$rH*RlSiHU58JhMAk| zzk~rT@8UzW7+OxVtBRcik|~amkzj>>Eq1LF;0_tpz}-i$aF=t|I1inN{}JUYEo=2A z%5aTu@NSEuQ2N%NBI@E-zlq;P(5-Qu^7Jh|I8$<0+3jiwHitld~fEV7oE3`O%>>$KgI1KuL|Hj^11;y2N-J%Hu*WeDp zogl#_cyM=z0KwfYSkU0^?(V_eCAc&aT${#SPD9?e{_oU27rV}`efM2-RTtFLYxN^@ zjxpxwxrT4_Qi$8>M~+)EcU?-=f)GGYs$VVRSSRr`1Bm@q`c37?EYIM}>Z@SNm8h~* zySPE`H{vE}#KbIORfgU@Jyz8vU)-Ee?ff>ny)ebS>%@3=((vAIj!9pKGO~{-`*I(b zVADir^K^Q95fl^&z3cO|tHLjcd%|VY!yO4RMH^^|&VOHo#K&{;4U=<`+z4>q!&0U5 znVzQ5vTE_t4OW61cmAWxVCUnThxY5e3y;MQEHGeiH@Zc&H&<-C6e)!vmU9=G9t6R* zILi;g{$BhuZs53ik89*EAK%(}^3!nj$JVJ9P^ZHrI|DSFy+MTL_I)IA0*4J5(g=6z zc8?jCIvaT>m#%SL0ZOF6s+m=-7@+xizXxR`Q$Rb#(ywM{H1-kh{TuI=dq{E!oO1tu zxpo0g;^RGR+@%(N|xU%|0oGsMloLml4B@QcG)pt;2FSunvtU| zcmqTNVMg1d1&6V+qhX>Wvve2u(V&*Di}jSKy1fa~6}q8GvgR0ZyAo}o&x^oQA$ebN zLo}?uBwC1&8c-DMIKf}axtm_{``LG_TEZ9W6x!#0r+06zcADfi%KB2%xX87f`_#xQ zvkz6xL$;-_qP)C*H)0qzTj&Z^c69$O($54|760K4blvKEr1)51i8TAW9KSvlHW9j@ zIpv;^v+6&m`o?Pfe4#s|)xag_0@5bQ4Jt#`f9`+(^R$4)^kRI&e}sGD zG{SgiX@}O7E|t!RX@LOl^83`q;rBYTfDsT`T#+|IG4#|>^RPpC{vTPv8?)x~Al46%YnW(9@Clta)AHAgGk8&iY{sg}lU zvTv-JQ@Ty6w^6^H%bTeWY-Ab52z;?5uCFU&-u|$phZzN0uJXpUI;BrkrKMC)6<^n` z7|1n*V;;oU>cMx|`6`P?u9lI5m9}y>dNDGN_he$V zd3L4B)JZwO3O!rO6^+f{o_6)<%o=MXIVN(14z$cb&g2wW9^)30Nn5eAM^F4oYX*hd ztiWf9t0K?eYofGE-#Ya;4*r$o-Gh^$;y4Y7;9?otpayNq{ku=C7t_Hvn#yY50FUY_ z)@R-1Uzl+fuvNE7%vI3gleX5Jn#54`x=Y2?+`i|$S9#BGWnn!k-=;j;kj~s+g}p zYCas&kQy>y6%Qq=7ST77-Al8&8Y3H{38xCT?pd)J+l@TNUXEJ)Qo(jev!6KHDv-23 zxZ03K+bmL5t7N;!`%Xg9QI2tbvvk1q+<8h|)J3k=ARMj@QYqGjeH<%)wC$7Vj?-W} z%Vco5PWf-i^xi6nl|;Rty(H|K-ar$y2drEirIrZ8xI3=W(#L9K_U0(83|4c~b!A?J z%nt_q;no4=^8RHcq*I*B`K6&TDLHuzbd0}Y{e6J0bR*cZgq&wFwnF%m>{@Fa6np!# zZ8zsv5&PF;K1D}+$Dcf!+efoq2U$tnM*!m9eM#ubwt2sZ$WlIq_4Q(W+xK z+u~2`$9Avtt1#WC3m1N6ZBD;{t$63>MIwKLF|{M+;9-huKg0Xavz4=7Plm%2DIqW3 zvp*1@$pq?}P8~Wtr8cPj7S}{3)icdklqobVJaIfWD$PeHH_9;5^7>01BMf?G92_(i0Ap<@KNu{*)L^YO0&(b^=!v4Swj zR?vhCcnC}Igi~C5K-e0MMmDV(D>GQWA8AL9+D^)r{z3WB`GcK5Nf(29*IXr$a#jCO zPCODJ-F_J)*<^T{XW_=)mXu5JY;-a8z*f8Gb6E;!aRZ7)&R^!_Pm=w?1~(6Iaxa4` z7C&^)+nM$_=2&wSR0F9-EJOThC)92Ola=u%>C~*S3(Y{ud3MsNs?a!oqwGdYZC-X4KxSz z{h~>6nk*&)0aR4mGU&IbohOt>6hGG0T_{%K)1E2HdpqO0bhBbf(uxwpJbqK_s%I@qNJ=k?ODFLs?b&{1U&n#L>JwGis&{Gve&Yo ziqi+uk-43_HBdseEAn@>E?9=k%()qFbTN%Wv|8iEiJ_CMQQ~IlxIX^#sayULn`RygbkJt>j6CR;JbPe2;3ni$fmm7cF{OGb1^B zW&X@Ud?dBQ??gQA(#-%9>kH6N_*ka?o;k*#XjT-4b|jzKu=93>-?_g|SYq(vdJV!Z zS`&DMD;i)E-Kuov7~`bRGTq-fbGN7!7AZPsK=dbAT)66f+!qy(=q39BO*)!!S$}K} zyQA$h*9%oA&0E*L$NLrIS&Hm*5eK8EWO1fJRn4I-e^?Y#x@oE~iFxe6LYM2(w;%m; z^Hg4Ze6CL{>)ew8PH}Ugxx$u!4|5F|1fY6THg|`IH@{`xYG+-TZC;js&<5Kv* z`084V$Kyqd52T!MxYPg2VYps?i}eqO`EQGZ|F$^zZ;ONfwmA52i-Z5RIQVaiga5WT z_-~7Y|F$^zzu)43lk0yF=>Jx!;Qx1v1Frww76)9feFy$eS{!h_6f9oK5&zNRfJt15 znS|@*NrZ~vw=5)FZ2!Lf#6iOKQcHOK`zKBka7Tr|qyLwd2=H95-536|B?2qQ$4{UB zKk5(vQFBN;YHO*m9EqUVS*u*otKwNjX#{-BdJ7jd9Q9#v3GE$Q6w(*tz3Wdy%+O?K zZ&=_d(sbkF``b)o)5!dyEyi6x-VAm;jZ{7yc0Ap6Je>-(J%iM&I$WMq4nemMKA;YV zTNV3Tosr7t`{$d>j)yy&=Npvg+f2#Kj;9Hqrvaav-RE0@=K(#Rr(5EE7k4754k@#V z=f>UV=i5kuqzR+v{mi54uP9p^D4?su%%|z+8{5o`r%a!R%4b03#i7r$_|v6c#`EL6 z&sUF|`R9{Jy^gcaFXSBGJS>L04n?Wgesn3Dd3Bm#ZJQMh3(9%*dzd1QD4d zCz*|8msp|PalB^qgg4P5c{!xs5nCJ$6fkA2k%|>?{E($9$SEVrF{f){U^y^^VdqBHK$Ea zFZYrqT*XmnE2FN~+Mtj{!niUJeG~#l_`_;v2^@Iu1LBt6xE$WSKQOvm*>>@}%F9%# zG|yO_$hq}Q8CrXfn$(v%HXg%&00b|C7 z9X;m~t;l>wTs8%ZQm1St>ER-z%ETYMuolobQCEwUImEmg5`0HG=7Uw!VQ2AiUkA!R z;;wq`1e-BU9sa&|@&1wIv%9-1amCNylb-tgkp3QjNvQF`$-}*hPh5_?&T!|w zVrFC@T6G}Dh@_8UfSYo~-y5y$`Wba*R_Wp421SvvME(|V&Qfaaw=AU14Q}3HgkVx|CHUt^&Y;I4Q4NK23-a} zMWB1H&dUclEZzb&Fr7E%pu=}TJf5l1o}sl9dv4$8(G~)f?^z|6Ebl)Mz}l#^kQnhg zSfU^A4?2f^!whI(m&=S(#Q$Th({b?p<`Pi%WXUw_#f;mB0yQD%e!tqA;x2o$U{{p8 zoAr>ELQ(E)P8lH*nvQ@op_@a#p3(Q5ytYUSOSqc(KVQY|{;RIx&WGGvM8z5)Q-8yT*X@UQzj@?QGgB|X&V4U( zd8C4`nzPTdXo?RD!Lw+7FCxLyn9mBc{?pv&;iF|gpqme$37<+6D*Mq6|LbSmPHWL; zU@8CTgGv7<&8N>O^KOf!X3*RM7z>NT&p#P!GAq--zmSxSgSA16^iz`EBQ}MMl8pYP;VN1Sqbm2a)Mrk-{XzHU2D2 zKQC%&$cn6RRumc`IVp0XFFqt+F0a{f5g6WO115T`q*=|gH~c*Kc+j}bdgS0v=`_|K zBM@7kP8^K+$w?hawvkwIVVCL~!xD6Ux!#(%Y+G>KFj84g@z!$z=te`i6;RXd;^a`0O4I;sY~t!L(21S0GjlLVNUx4(WCNfmY4ZoSpzwDb#S_hF2^hHz~pQ`$23i!NL7 zatVLwr63@f6ZZ`!wQED%ra^l3_cM4#!Vx|yN)r0EV9sG0Z)ep1eka#|Hb1v)Vryyy zG9q;KP-?AoGVm_+1SC>Z2RkIo^`En-z2)FHscV@q=5LO#JBt{!OKeW$>$Ea1CG`0I zjKt%NJc82b%&JdyEl7IwmLhMq9I7)K$8L}+7x0*2JL__1S>Mm~-AhQ)>U)dRBjRP@ z{hV|odIz$wOWJX4F3ocmtrK_MsSjm69{0qr`8QJAkG82-Pf2tx*8*-0zOjg0Ix7Tau)O zY%Xi{CAc5?e}F@LiSz!5jqO<4n`K9y_gYZdfb3$DWNB@!xfZ?K0KONv)hcUM}!YGn0KFU8mK;OWks*jpUs zJJ%Shep|v{&tUoehnzbUewJwmoDhCioG|y87~M;h!zVFPc2Is_aT7kSn*JMl@GcKy z2^E|hKO9g!pTwqX>S5>JWMkpC?|RgoAG6-ZOF|HSVvI@k7$)LGrK#}jtit#Guza4e zxQJcu_d8(O^otJuI-`zR0eyR#HJ9A?)nmg8dNf?6Y`GqX^EGRQH0`iZ(Cm>RHqOco z_|Z-m7j!TKya*jSs~#RVjRLz~3ef4_e_d>%SYO#*BT+BYM=?8zNsiF_Hzax@+t$W@ z?{mB@r^`QC4mTmrvBkt!sXGW5z5F-LpeXqK+GdDv;zA#&3@TfLGMeZX zY^G9R+1#<)dbci+BY7m#cRE60*tkYjZH9`+>?z~PA(a2dQz?bXJ8_b8x+6S%L)A@l zdF4IGEy!$Z=iTXrAij$Uu})`J&8nq+!~M?N5NOczwWojGN#2E;Y?Yjlql zg6qASw%haKWVbGpgw<9k`2{T}4;~?Y=Ff%_goSK&p73bww*+|&g8RG%UQ(~YZ0;cJ zK8*KB{kEBFM6cU4zfQ+;)%(JVUo`5jCpY5pB*x}B7goxgAd}3Vd$}v5`~=1nAZzAi zb3gbRig2W8Mk3c2cPr+{POYV6R)r-RQsPqDT;%8U+++)`awJzDw9pb};)tzno7?8P zm#AWMtmIwsyp$N*zI#ol8o52Gn*5|)Bp}k`7?{w^@40VgbMT~}&^j$E%4_Z5U)~_+ zN^1|)X)Y>o$>*FF?4lJB(-1;rGpalY{dtaz$%ty`#FY`eSfZj+xBD zZsn>Yxx>z$GEnkIqXcA9-GbB=bUcdw+;|D;KSF<4Vq6jvU5is<(qFrH>a6BH&*7rP zX!Pu`maR^1;jR6K_k_&1l5pH^oOeQm;hHFaY;E2h8mf+GmvNm3>NHuKDFqUEcwfqJ zU6NkOfaD0It~<(pZCFMG66on67$(>!_tRV5@<6~ZQRp>O`?L>ELV{iWHRuE!rZ97I z*pto)R^)dDY3^_D3mP99N(qt5u7^9Z>=NYY8bH-o4e5Z<$E7Q$EKe(MXUPV3srHpt z3i{&r*o+%&C_Cs4OLmM)6?W@6?KFkDy{qmH^d=t}o;-Ic0yvLL(#D#b35-V5A3tiy ziu|-{pN{6Z-X>F3o|PmbaB)PYujrk<`o*HQ7A5ui)g!if5Mbybi6R>Mp7k2FqCc%dRY4YXAP%pT-FBYa}g?h;G{S^cn3{& zVSm)JYFb{$>SX7Ca=62`rg&8FX((bIz;K^er@G_31t@3fj^Um&wW~pqSlAL)1kh}3 z%y4Yagn<_jgmGP4 zyyu5g`Kg>xSk#8K^zsi7TPh_lQztrCo_igl&Osd7JlePJWQUiAsOek@-(r$X^l7tz ztnlkKb0z#xkcSE^0=(6s;Q$xp*c&Y#dij@3>|ACuoKI6_iEoxV#*=*=&of&y(dg%3Z;N^=YuP3E-O4}4`1f6b_RGqHA%L*~zpE>E zSjhAPZ~eza-sU9@i(mV}aoXr6Txa|3$=xxuc39|Cw{D^8JOi`e@G&xWc*S0}+}!0sy&$VkvegnSCWy#$~g2IYUQ6Gy_Jy1{E+?v}J3H^$LN8ig(u07B=R1>UH8) zNbY|8y|^87g}MVq5rb@ysibI9G>_uKfr-VNBK61NXr`m$V2W8%ZLPG8wb-h~$V+n` z@!p2Jf>!GOAu#xGA4p;1>my6kCLj1w?sKf!4BhoK?4xJM2n&RM-(>@$BT={X`8 zwIodVJN%fC?%mm;lnehwa_yutu01x>3;BX@)D-!~~erI*~Hr2`QEhWgv-d3Jv z*M4t$9eRfYibwWjqE+KA`W{PLU4cyYWaCd11$~5yIe?}$`Uu~CAL=M|b)Fx$dDQ)C zX!pUyL#0d&ohJVZ!wD2iF~F~`F8}R*l?os;k7#L920j&-_ge(^X7J!a1X2b#%C&BL zP7YC^V=hu|lO=PDk(RaVQP`^DRusS1vkKS+JPz@c%iiJzcnT=po0ukyxNHqMFD2QR z_^5TR9!TecyenqMyBn4cq-`T@nIQ5A?bfcfh4%F%Pm}wO8Q;?von{JYDDGjHDVP)s z0f5eTFdh?sop1iD>UTj0T;2R8X&Dc!^*6ig_-7%Y31`Br3$LXuCb#pUOm#)zJCzXD z6{63U=kiqbE3)#K_XXN15a7tP!|d{Fc(CKTnG2R?VFmOhDrjQo!}EC>o6pXYN-qt~ z5Y0muH0H0TUb7P&(uOX#5G((wM=8KRmnK>`E+JUu?V|CnHwp>aD}!*^pAubf6mGy7 zie?m3R~*O=7% z!&Gm(N;lE12*ynp$Yn*@pA-MErKUh?JtAvb%{S$${u|X=t8e%XZg^^%W#DF06RKVFX7j0^m3}Eda+oNeYcz(Y5=fk ze&O__y`GAH(xKr&Z+REUE6@7b%cyPe<@~2trd8CX)Bs>mt^O0|&%4(|U=xw={yP%C z;I=Kewk_~rUFb(OmbvImno>v_reAe>2A^lE)mG|J2drPJIt43ZV|5` zgen3mqquftgpU())v5>NUYMFAl}zLTdw?Q-T);7y+0mLj7=k&weMpo>>-DX{VS=+k zXX}{gWp};snBHm^xb_Lv$TS0!&QS9Kf#fuZ=dXsW z53!5R$j@Idk$zpg9K>=aI9%A4?gl?rOU-I67df>iUOAtVU^pjui_hXU!ox6UBxq8! z_QTMH%@jHd8wrl}I*x|~|6F%&E&mVx(p5`4V}!AV>{BEC4Moc%-b#m@yw8mq!R=t8 z51`vm2;k~&X01+F^<}rLL9W5{lEG~`szNW&T+Xy&`C)r; z=hiuAMAfj}?`mA?m?jiLY8cQzy>(-!zHmIRXAX{?Vrwz4IithqHewru8@7hQrl&;( zitamwb!t2$e}1xLspkp$Kx-+vJy@!B9D=D54@b{Am`q`Lwy$DUSQS!YGnkJJj`^84 z*w0o4$9jI7{WPhY*rU$1Hx)T33YyH4T=wMe$y8_JC|EdqM!$CRdkj>A(T=8`>!kJH z7_vmgYVj0$4vv1_NQV>tel?GH%{)+0KuUV#xSj}F`eMvoY`Y&;QGs4~^*Bi2(AN=r z$?zKSwJf&9Y+JNsbvXtg(~bh_40zal>cbl$Fl5za>OX0(KIT!=7w3Fw{c~egQZ+HC z7SSNMZgwH_x>_J3CHqEV9|SPOS`%pzZ**xO`?TW6K!mYs#z7I#x|t?LUyO!jXcx04 zglb`Z&+`heIJTz{7C71>EB$pp62d*^W;1Mq4t=C&AI#M=v3-;qZG4} zk%$USfhTgzThkMrU_7yZ+b5x3_r3lI4NT8p5#bAVV}XS=9tczmTv230^MOW*Cg7 zU*UxL@*XpjtnKoz5uja@Uwv@xFi$(td;QsIjxVcG_h1;iE%H5jGs2*o-33YszyOb2 zY%?@buKN_Wx};^Od-U|9!+N|S8DRCU3Xa1ytDaGkogUDjXgwEduF~(6}9$(v-vnGYsv+vzSXfeK= zFDK+8RAQ|LzW~Pun+j_&!b}D>ZQz4AY2>E5;m2BGDAt=CeE(%I#ovpg*5zj{)0+AO zIS5vgBw>b=nM_B+S(AUkoP%J}`R7;Q!9V$!O14#>G26%9_JNzRU2Z~685K_&evN9P zI*N=}U0p%uX{gICOjw`qr$Sx&b|yIXtZrNKU+G=&gBG@Mb9;H%?VvS+6^5#6F>pp# z%nB{a*)~fjrs8ZkUEYJYbv>mW?|fDjp(xq{J2mghrRuNOKwW;BUkY`19%ghKS2A&m zTM^4Xl0X5(U{Z}mi%4lDr6a1&``w_L+o!<|b9GC%bejU+U3Wse)QL(;V5-4i&D$P% zQkp#9w?8;F-{MSxKi?;fNA`?=KdCtgBWDu*)|R~fCpsM0;HE@bpnoA4@-6M`hn->Z zWSnBROEe+=p)dEQ7(y7?f~t1y4b`l^3t@fu;lHqxOgGC; z?Zq_LxHa=~hy`ruuO6BCbh$At_cYDMyXZbp=?eD=Gx2{uh?KPk4&tAcp-a&QHR5t% zLWu=?vB#U_=)YzsFh_Y0MgrsaDuI0%BV@>E4#@rT3`tDu>xhz6u9{?6mET6XVh+|N zKFFTKsi<%5Dg!7C-Tp=P6Zl~u?bF_j^}=2@`D2s-0W$|Z2amP=^QLXLfO!e~R`cFa z_{yt4%FA15sqv8%6bhO_ZT|$>5$G_$?_K?DkFR#T&w7HB*pWPv-fQ11-cT>oFzS(! zi)XMJNW?dZV^Q7ee5~%9ep6y4-;6N!_?MO9Nu3fBqRF>ekDmYl@08Ro5iD%HLZ++^ z%*Brf7CU3iYh0lQbUYyr8TlujRd?3^qL1=x7y7ko&w(?-5!3L#);&5F3i@p&QW&^a z1|uI)>5pED4MhS3ZU^GJk8cnx<#$C$WjVr}^-CGJ!5ecq?Et`)ooKZ7A`enU_SK|; zL5S!RvpxN{qI)e%;hOKH?o+Y~cMzUx5N=n8s0I?*Rx5}+rmo1$h77&mz-XW@X#aMw zm<9~7GdZvTE~)9odBND|1G%+)y4H_|jt%i2so$3(X-SCDb8H{)(3BN9!n63sMz=;R z@GAJewc0(Il7FGJhHDpd*M7?_SV7_~`JAvWU(H(mrpWQddeGvfMz6;mT08HojhADq z1TlZ|axQ}229JH2=xGpqTu&U)u4OFLjqsYkUtr)fRfw*1vW>#iH*Ji^XcD!-sD%i8 z!pk|P5r0nxp82998d*i6^oWj_-2q|1?QmvLJB`3%yvbwODwSO2E{1jCGBX#XQ`q~I zuyyYflwJK`3Q2Ne7Q(yxEqOAV2ab43>1z(bqG)4(w_Z=j%KR9Y zxS~iZvbK{uxjB!9VgbvyGiqS=6gxtI`xzdER=(sBC7b9ki9#`D@%J#snE@(Z5;jY4 z9_oa`lJR(l2?T*1MmG`b&uh%CqzvEYFeZ>?`>$0wYM3^)Ea8%qrFtg>90K!=qFUW! za1AB0fdXkGFgtHKrXeiuw!kD(V62@cu|UaWAs1Z4NQHN@r{DNYJb?npD>ZH}za`Ro?0LbH4&(jDaMy_m*o8Ml zb1qO^hSV&czT}llMmVZ7-0!`%5F`Cb*j*x{!KeCb*F`$%)@yFBbQLc9!(bfjWH8B?ZFPrKm*>#Vy_791=o$dRNgd=i9 zVW8*gXT^GAJ6e_s%USh>LBCEs#QQXM_1vy)%u9R%eB}rN&<45swr@RYHVrsMKk~ka z1(L&b4j1ibHXe(KcKK^pcu|<9KX)BZ(#)VE*j42`MHtCubYo|1ECK;#68y3yN=78N z0(L_#p_a2DCoSJTfGaUN%|zHG$ARblr&$N>WAp$jY^JbSL<3pb_7&-=VMd-2UV9r+ zc~m9ykoC8*?~Z>6cRa%c?DVV%!v_Yp%sfW?DGcu<>?ySw5)1i*KlkXI=$_V{0p&#U z`G=G5Ch*6pusx1gFs6#!0hRrq7DoD3su}0d8M%KGkNuU1*STU(^%sK5X@leBhPPF{ zmkor2U%1%2tBbNBa<-6$CWEac<0%J7?Rck{tB3$NRy=`)iyVJv{Sy~veO5}!21a8% zpN}r3{h{r8jx%lPujoM4vq0rl$;hk7ieJGk0Yxd zCn!c@$NOzn`VFR9efuI2|K==g6UTYi-iJocKmv7zfl*TA8c1}l<(uq=5n~fUFzT(W zP!Gzz{uOl%!Aypx7+PEP(`ZR_?Q8Rh1a=_ZRd^0oTyE!w>YRSNQi{S4#pKnPa8$9< z0Ld@K|F6YP?JeLTpbp99MBAZ}H4gge#qa=%vzabQ(0VieXr0 z*^F}t3B`-7_LpNUKC9M?{VwNRfi$HHT~U^^H)VXdBAWT)XNvsHN_;DF#bYQj3)_rY zsE+OHBqdUp9=FB)qN}|yst_aGCz!JJJwgJPxrWQxFp?HBmug3U35+?DfMG>z${jRy zh4noK+0&Ny1_&|KRY3a~`YM~D>{l2zaF#nDWKjgn+M*Veb@CeZ>?z%RJ1vVD_~{Mq zGC4>Rt8FSGDHaydXUo`0A8b;Qqz<10)83^CQ!Z`LRV4q>s6spFs#>m6{?$ zBwdf2ev@G#P5{ohMh5?P=!ZL4>QYg^zzl)qOE}Tr!LRf;NvZ~4?2!@V7U8&&1`H44r#pldf4h4PpVMt}GJEV2u|&$K#a*u$OM zu9HJ^COUnO%3Sh5&&r%vbIqTo*$4uf_5cdZ!qPuq1%R-rapkm33a;E1PL8hx<^DxU ze5$Apm@UpE5z@?H@q?wK$8BKKpot`he`LTA`tC^)564_qL_~4WTRc3?@uzOv%xBS= z3+{OFuM%jJeyuRy?%FhZxMR82%WrDEc22eS$9Z}7`;^<-^+Qx-8K2i`P>R7e#z2@W zf)<{AY7P($s&n=qkR$h*T-d|WjtZH+7iwN$tmhlUx9Dun=BCmr5k=iv=_n_nl5}*Z z1h^^m5VTaj3uUWaPKDAJ+zkf64)h7>Xp||#)xn!w>my0<26dhD>vkW(3iNK9@o-XT z0FE(~s&b@q+QyBSihh`$RS^)am~$3<->>k>mc9Xjqel$`5>d9t$ws)_lj+J7TcAE9 z#wwa70=+x+kXKz%0r4Xzu7qER%onuL1|@Ph)wMXad;w>09H&7vT&>Mb3%J|rl(8kN zo&3BV{Ii!otBOuA2X-iV+)rJRLWrPG&^Uy!_+!$?HT1*dSb5@q;5Qg+yv}={5ia47 zOA17bzyEW1G5CRgj9xT>{^MJ*_z;8pigIN|&XU>DN>K~x3*kE5ilITC5bi3Y`ou39 z(>>(CR24R%wUo~afh%W&--oXI>g>A>*pW6hyf5NJ*h~@Wl6tuL>~6)7pf85^$_*j~ zNdyCe)0gSP3E$k|JPym-jC<{sfeb^7(LJbIJ`R2$LaqBv^0mT^PqbGVPnW1tw9ar{ zxb1?J&W_uvbq(V0sKBB3-$Le5^`CKDb_zsJci zFBg%k?6Yx2;C08O82G}E_gW!U)gBfMEM*w@DuUzE3mBin#YNsYlysMrRf%v`9b|Tx z31A&=j>(`zq0C?YQ3pYH0RA6xYz72R@(hO6M67m*m(;4t;y`T1s=LpsI`1-?*j0IN z^A@69a$*#QeKw-7(9|GiV8xNH;IFurHB}A$*s8n~G~hcJW1N6XD7K|>T4?lt6cB#F z0BIv8Kp>|~>1i*|NPM%b!VT~tlzVH|rW!0fbUS~LRg{73K~B&U0&HU7eO-%t)$8YY zRhgykE^eB+5OhBvIsN9_FC7yu51FD*osPbzP}G-5zo^;JzoT%jYQ}$I#Hr3DU_b}1 z5m=y1M+Gy`Y3SR+p9v#3ng{?f0}`2S%Fu3E;v&w*iILP5cAbOMOuv-fiWn&lO*%(n z2!p}Z9tC)NQbib3t2h{Cm2j@;y&2(V^{TH=?2)wRQ25PASMAYb&MT%bs*+!ch-^;? zCzUDK;B|{w13IB0pm-scfS~!g1xZxK@!BQ!1tNS^Ez0BS3Bz`Zt7PCHOgoX`U#)hE z*kdEn;Ht4sWN6szAFVb)#_StW$%P8)0QO2Z?94uH)hOlGrgn{9DopC_uDovRkD#iY zRHcbpVzTU&LCf3{>U##tp{>2fcSaLZZBQ zn2;2>!?x|WMue>cDC$Ws3pslP%ndWefUG89?vACk|Cj3QG7iOk%gDZVa!ATY=Ly5Q z^{(G5>iAiA5fvFevm4FDiCtf=p;|n7-zCF1U%k2RR1G#93Iza z{TWsi!nUI)a{UFvALi5y<2}C;Hs=`<)Y=34w%6-b{Su>!t%>pk~8dPVhgd4JQeQxS#eE)$-G_mJZJkZ7cZjY5`%Rb>JI$T z$=8qO9wIe3VEOG6#nqga?~#TvqDq+r!I9@LMLE4k`qhyE+#%aCdMqm%#!MW#>O8U5 zPa92<68hEWDu7QA4&cjbsA?IWXC6J0`amUI-+FJ!wo`$1+68l z7^`da$kBERVs7V~7N0{fUx*|^@RBLV5sUO--bHk2_L!UZwMgpzsfwNNw5AP1t#?vL zuBt4s4QBAc_aqISrv6rmo6}t{XA8_Xyo`T*-)=8hpmMlAD8@ncXQ71uNg@UncQr&0 z+OY3!1XDawb4R<-^g@VKpi6LrL!Ox0D;WmskdaP0XvW5pA58DEZBR6ll61aj2x~%S z+F0}0&5^+F?Cfx zvFtp@PlZsN-Oona3Ti0oR`*-KdbB!iP5b`{pok|cr{=<{Xo0X8C!+utRbx}Z+wK+c zlk+x&xk(*PlC9efc+V&ixLjvvQ@M6apv1MJwBC?xanbnDOcV2{^wbIxxcVWaMs+7y z6>ctew#OTcu8V)rJ* z2mxQ2i$Z;{%T(C1&lDU;&FCMNr1<^;;56+H_4>%SKmC=Wf{fM3>zTe_uSQ?AiyWn{ z6kL(%eMyp|r>^^1IF#&a@x9*ILGx^1YA6bz7SIL2zIyI}XXXA15bzT<=)KN);9x?E=5B3&`LC&--K2KWh6cm<5-` zBes?L{Z1|tRHVr`F+;)<@yUyIB)svLD*QH^CgKS=I(kEgqZeZd%*8F8$TGnxw>k?P zFsk$!@;bv54ygL>kQ zuw$?$yjk>tzS#bOad7CQTTZU}^!8?6t`u~K7P2)_DX zZuR7ALj!XJC0f`c(zbhoDLyGrF@v!Lqd|0to|W2I^dvY^t|>|QO#Y=18P#!qIBs$F zU^j~#y_P)J@36-Y(-EO>hj*VaAdl34n(B+@$8PU3LQ~U+J{AL&5anM_>no6rp`_RJ z)_82@0;p1l?OxnTWPsL=<(AFyF5eu5uRCQ@i)-*0in;+@o6YmrD60CHdcZoVde-lM zQiOm5J$@tNK1R`^Iw1q3gHSd&*bD>NcIh^iwSzJrccM8K;RbkLe1)k;PW6PAHORTZ zyfTW(f0+F?WQWQRZ@U%jLb}`}5BE*lUPE9Eb*2Tq*D$ZWswsJb@=p!9G>9MsL);%j zVExMdfX5H~3_mayRkegL4{(;Nzi8${5|oDX)`VP_6>U5?!_R!03~KEmE2EL7Gpz?7 zm26YG>LDBRS?ADJ_Pzx|mk0a=5@p!JEJJETVQ6_GDizl!(s|2Mw$Nj4a zRw3y%Lvm#2E>cqhEZeKuOI4_uDIKog+y2Aw)Qu;+%u4T1}tPY)3caR9u51w)I}Y;Dmn z)S`Vkw34Nn;?k6}JO^Y|Ii!$MwyjuIRb%HlMc{6!*{`*%16oC|SHF&k|Crh@7_f^< zh_0cj>aLp22#^EjYEXllgQYfCU<6HioyAEM&18A`#;zV|IMW0SpeyrgB402M_*i@N z8#)tKlCUzEO@q0nYZj90Ern|qLuQfIk@1Rf^N;1>NKj|!Sp)M(46A$)(!#;5`Hb_= zQBE)5JM&xgXPb!A@arLagV;#Cl=RF9fe3h>$Ngy~ApXUdgeF&M5>>t?asup$7 zW}K0keqz>(9B{vuY+dLD+~~b!>#r+HB2;X-W!I6eb0MiNB9wr^dugL7I&oxqTI!0Q zavXYTs$isN2ec0B(jDP{{(~{~_(Lz=^LuZmyJVdxXeV*-`QeE1$}cgTi8*%KEc<8; zKx1N(`fu)zcd8y~Ejshvt6qW8UU%}P3<%vwl!?DjHLT}p59Y{JKg>Tx7^BX@J0hO9 zHJ(t4mUPQMmf7AAU2MF8Oo;zZ_C}>xt-sR!Z{`kzTJPjgw#etCj^m0F?#K?_=|w`O zUXYaUQ9Fb0K-3q#RHy3`jFvG_P*t+R?t>Nkw-g_-Z5j#HI8&al|(~cUD4EWw#)}`lI z*WbwwCvg;1f!y`DNOJ<`#{@SP1GVit7u?L+%y!*~R0kPgM3Bmgqd;$`dAoosmaazxxB((w{3SZOYqfCnyKdwwM&uJasA^Y}#+H6(c zZ}wF@d#oqxPSuIF+=j!UvwxB9IY_bQ!K*IlePQ-@kLb*pL}$x0r75C<-%N>TGy?ew z$SQ^?WXLgvXj<%&4IH;LW+>p16K6{HVAl3h$#~E)>dM%26RMx;HNa&*$|3@CFGIUy zZ9mTD38eZ$K zR5Vo(jikquLZs)dgo3&v7rpM*0`^D9`@I7*jo<9lz*`IczpPQ?nyv=&0_%|91?!@1 zv!aI)FS96Ufn(XzhFljE8Oq; z=KIXxIIbW$7;&+f@+6`1`9{Bdn1JKKdl`CUFqm8w{MO>!EfS1YP?UC}m6X6nGH@+& z$fz1*((gCOE30w_o&67wY{57YTf#hgK>3qu)AH{H(DKQ5@>( zj@b=z;|7;9Zc|I!uLd|NxuVu~ApK=CC#EO@_<49h6C_!oryq%%*t082;EoC=s8|?F zU^fH3F%wg8q=CtKvmp@%GoYXPGai%GLyNTENj(Cl-M@xR6@Lv&%~_UpG_5GO#8;n@mc6+oxYX4C z7|6L~P(X%-iod|X`kR6bPL2f2gebg)h;$5oE{sX7#i7l+n8!RYS!$KSm+?0Jxt#s3h zL?Pil3d$`B_-!Z~ed3GAHk2a}J-2wtOlQ%0cJf0h=h(rNqMag0w|muH?{sjiW3H@; z-2Ne>$GQaDSwEk|#5LHDqK0}mbcC+`lfEd!?04AlstK`$-N#W@Fn%XQ`PZEpvJU)a zlZm6dqs(l&6CJ12N10_xWGEZ&Xy}@()VHm}r9vQeuxuSV{ZONz-r*45Faa$1*IWq` zvCZXsKhFsSfu%YrYa2q=Iu+gqdr}$Y1<9#swZ<}3I&(2+d%HguGL~Z7vS0_uuGc?a z9h(&jr0u!&X5zH`jeh(VPbQBR;~@?1FynCKv)v0eMSW4E^82p+7l$10GNH@|*cXxL;NW*}1NDWfbozf{KASvA;F?5&TGk|;V?~iM_Si>;$+;PQu z9+xqNwJ5%Eolfn(_)-GKT_PIrXpglW>bJ5^%hSer%^LQ_o3^mZRr1L<2+DP+sFS;3 z0SyOb^WUC+*D9RzloT=G{ChY=pn6g*BZD6krX0`8)7H|IcRSqVeQm5-nusVZW!-hI z9M-29QGooKjm2SJgQa4cwE$9`|JZ7_Yl+T`TiU09Tm`Nvn6O^}Q?-)G>NVmnx@Qx4 zS!s+oUYlxMbOKEWP^A01x@!@xy3-H!QT74>Z6Zr9$3Oog_;Y7~yJk=KUPE$~Zp$ID zjVWnv3-!p?y|^JTONi7a)zFZXLN4mQ^R<7$D{3v&fDMQo34~0E9Uf{kfNamuY3>Iv zpVZI(TP;oaBh5p%^Ue+S>OD#+r(<(*eivLPKt4V7-XYZmQ@yPutjL1vqr$%wMWX@` z349Fx7ea1*?xE}LNah~yTX)Ybzj!IA@`%1myzo z9+KRr?@r2oAASb)b{tXc15=q}F>L~c=l*CNf3q|$ynQHac<*@eSeYm?xL$8omNl0r z;)E7>ObzV2QOD)HF0BAWmftu4W%P!VD>P&6EOiLR z>{rw*r)h>&_B%V%b%_6Mikgi?H|RBH3YDz5HCp9lm*a%%WcWjG52~D|ipnFavY4#` zG=Ot00aWKxd{;>Zokp*)uLIR8*Qa|>nrZ{p2g2%WHRq}%=+6Z#Z}y@m>ep3{bfQ|$ z`0xAKU5!rx>(@?lv+A3%dAXQQ<2OC}JUBGHigi@Uc932|>7qVE0>a#&w{>Kc@8{qt z2lXu;tzSu{82F#l2%G`&GhJ*#3oqK@Y#n4a+jv)+Z+#?m#!+811GRh=n_~na7bK(3GUKZF(dHD$83s}#qZhBw>GnbMwR?bkxv|#3h8>osmGcHws2}$L zESO;D4g)Bqx|tZzKWHc0f-OJ)p9AG4olfVs!;V^9;IE-t@}{9fonV>${Kjt!nPtA~ zXub;VAka=~heaPq)LKQgq*=5-|HF*kz-Tee+SDkppI5)5=Ktl2KkkTQT`bCGR1P!{ zouF*v=MnNShTGsgM*+m0Q~jle45e%OgF4JO6C@ePyN`~55u&Ab^upYRHG<0tT=WE_ zCRWyPR1w~QF``VJW2vY(*v`0}3n~6eSf#AZO_Tx|GeG05F|LU8{j_NIC2>pb)`+ji zJul`NUH^80l-ezKOAhvrbLIHlnuvOzkoEE3hz63A70zLSr=6W|mGg||wkOJgulhk) zdKG2!6QNX`KAO|_mXX)!Jx6Eq=kMQw{mf>*L{Rkd0u~P9O5RoXsN{Cf`($&T<1Ue> z7e+^CtEsv9Z2~EV*m{t$*n&^$P#t6{=n!1D2V?8-l@O^G=(_^iJ&XNG3TqXYRzA@c zi*p?X|7cIHa~->x9~{T2?+I=I|3tmS+>f$BPc?967=i4fR`QQ#s)Q~#@#(UXg6q7V zBMgoT@GSrAFeoYfU)ML>$bVOAD7800X&xiDb2QIW%DM?bRwlug)Rh0YG&L$}p|O;v zG5EjyOH4)e6IczP)y@0we$Bi!I)23%>ldlpL*()2k6Wcd?6;*J{wqM+7~edI)qLR(rU|BI2C=vuxF zkJCL9n`o*lRU7%=KJ>Kd9QA*sY0q1@0yq*uWV^2Jlh&JEjm3>cU3zYaM4wd znm?XB{Osz{4yTZ_-A#Rzvamj6EyQeIM`KYoo}#M_MO*eM96-=;$0V!SQ1_f&2K%Q7 zU|#qOG{=8M0R1JdqyZ|$%b2i0(5pm97Fh^HHkA5Q+~vZ;AFwR&~6I0Q!1O z_-9!8P@AmCeA)o_4$}?R>YMAvSDeLB##R^SAe8-H7Kz)@&96Z!@3v0G3NBXel!Rd5lNr$1S*posu5lc)%gUq1S8?G!6Ly6T3{G%xeQQw2Ll2d z=ufpLks=1UYBR_T)&5o8e^yTWQfJU+ueRg3ziD$2PWbU@#G6}zu5V?Y3Lg7-q`j6&d|BqbCr7N>UHSE2%`>kmqBYGGISKf4^M&1dJL@IS zS~Lno>)=!u((MYyAlS-P{zTNhy-!-x16e9BW~2C?Ozn3s&iH5zue~q0BNJ5u4>e5i zs`y++tk8siC)$KgI9(uZJ=eVJT1aMA&-&?r)x=(dEG#fEo}VkvM4J{|)?4j*JyI2I z1UV&%n))0m05@-$S@`Pt@N?ZV5ycBX9Q1BPSO$Ee#I8@p@4~-M7TJKGJeC7`OHq_F z{0ToyP$D<>>$yCdhfd;CzjJzg!9e_*@iWmabVBJE8F+61ps;KU+b~m0C{P;Ep0fzN zb2Q+lcS^puP5@U9I7`E8BQ~1xsUNcaAeXmJ8scm*a<&&AFEmR0%~!JS17*==ccexh{{^syj$PCnEr^%`chI857GUuV!7a{_EJQ;Y&~4m_YMWh#XcttS=`UMO@Ouah%!c4lMhY&Y zFT%=GESx(5wp>vpaTd@)QMeJZe2r(e<@6&6K+Wd$t)iJn`tj~N*ATU&WLn=}Sjkx< zu>{XuVRRi;70boww6}ujm|R(K9phDHKN%GQk4ta52AO6Oc7N)u_+IVKuk?Dv;_sDw zi8^1)Oy8%Qg2WC@U)4G8PXX=M)81Vl3rU263Fi6e7*iwFTirl#uS>rnf=n|Lgb7v| zb>t=nsLxTxIGMygm@+V(*01y({cJVW;Jz|V;$f87VMgurZ-^Um2FLR?wXK2mMwLu) zz@<5ipDrY6YM%jr0EJVd zdKD|{I}X;ErJN^0o!{z;za<;AHU>i*4CPv*F_>|T)aiWL8;viAW(pORk9L)GkCI7& zU8zWce(UJJK+O>L%}p8CcqC4-uw*Yx++wIxtwqYKk zeGCy}Gmxaz(T=UgeE(m84uNqks&HsQjqnaPl3Q`40k2(ZbP26Z{Hq~vxi1X|+u7IQ zwQiVGt~YN$+7<;wWMcP%su`>ye0I@25|^N_ zh+2+dzHjx)u2V&RDciY>;jXV3VdvRvW$yA|r#+cJ0h&{LrAb25Ie+lpW5evo%*o*k z&Q~)}h@i?f*RC1<8h+gz>MX34p5DVOktPfe3{icao}bwK+-FuV7;SCI?~q_s^_Ou2 zw)3yFGBa*AHQ5GqAT19$u<1aF~KO1rTj5=-XOt0UywCImxb!El3IuN#tn;U)q9a%hEY~PAySy4uN z4BMuZ*v$G|(qhXY(#iEt(dYOyE7fqr3S;FwRgWZGm0NpQRz#aX*Bh4||7m}J&KDcj zf$b91lPe8oSto*2b^r~dR2$yv(dJ$B7i*%tj%WI}DE2Fr#lAVYLSIZaZye92uqrmt z7^E1_;mxopHoiS7jBSS*;?v>rfZ{mWp2hSLT~&LBSg{ZV`M`GFQ6!kd4RE|xK z5V596&aFwZgQ$S8epxd}^>_G)aAusVCb6m4?|<9RHSByaS7CU@Zw_^}m1rR;X7cvs z5m(R`l`_%W87KElCBdS`y0u4lTU zOv5epjNiYCe0@N`@KpfAiTAlbo@dHPdhXm_eWyRQ!O$C6=B;+LY1v=@heHAw+!?HT zyNmogRjVz<&y8Cui$8{VEm)|%xNY~Ix;0<09q7L^wcGi{WQ z6p_ilMSsgxm&Q$p`toVT;@e~{%3a=M#aj^cE8j_Z20PDujRafb{#YOML^b7woVz<#-0|&?6y2R1)Rvn9{%a0LV%UrkA9p z$3m(-MUqr&7;}u-m;-DwnmNvM&9i@R9dbPs*h=ED85NH@ZO`Bm=Vy%Xa9SMOuG19y zP08{qJ;a{k2R_ZKp_cxz4=qe}nnt;MkKCW)i4j-cRPy7|7=LwX6k7jL82@pL*ci1A zYtoFVO#3%t#@VE>n5o^Q6!E1~@q}>Ddm@$gJmm2yEqn-*7vFVZjzO&T`Z&tU=DO$M z_}2em6gGw8>=o6jL_z}w6}g8!xqXsQYq83U)EAn`kBl7r9jfStN;+Tsz7F+MO1erff0-T-G8=Z=@_NMSddWYXRS%qZUm=UH{I6a<9ImuXsQ~UDqUKu`wXPiA(dv6_ zhN8nWA_7TWcz99`W<34csT|6#whKZJ_QcEUtbkPo(ELd=VQa1ZrhmEq6YjfbPe8l zJbJJiM(1CsYd*Jq?}x^2eKZb>!B<)*F5w@8$x9`f)~kvsP9{!|^9p5>?o)L@m}qH$ zU@>r$KWv4}tX7Yk&RRJxNc$HFvXng)_h0)okxfxV;!E36KjT(u0ayfi^MC#363$54 zXBY-Mj^etX_OKqprd_jwHc)T%$D3+kIi`z)#ZvW--n+m3CJE#EvAlqG+tG`{;mu~@ z4+OD`1vdNQ{wrpgmk$UeDCU7SEsLr~Lze>L!u(}!ly4bNiRXH!Ue>gCm98we6&D48 z3{)AeFy9i$*^LUokGLdf9`Q?R46tDHU-K+i+i|1HE$z*@jb0m?m=VG-Bq@5t(wbKW z`Pd@igH9|jn;nVjW0uiM%i?i~eH0&1AbhxUn{ISIp*?lqlbi9#EYH>E4#O)OJA;Gh z>%RF;%E5jfL?r7OK>iV6gl>|gw;5I!7s$XbOQv$D0H9^bpjgR>c4zK z=6cmm5_fh|gyHyh&+(`Cp4C^(d?dc8w@$ArOMDn7Pt+M)N##Vk(c;7 zUaZZ9IGellT^jGe#1t+2hi)S3dLJocM?6vKH)@}s52zks$A?|V-yHYcQQ>2049{b@ zGa4Jppc*MD{@I7~q;UDIxhiqmhbRMoT!y(d8faN7a>)T@M2VEu|N3`UE?^PyIf{D4 zG0W51&3cL|{D>&B z5qVBdk&O{W+4s51$=6)jGf(jy5pF~;=-^Nau1h3uaJrQz)pYjtxdwn?BmwCz(R;`V(Dgsj|mVsr)3)w zX6-U7*=P%uyi>CI+d((lML&gQTBIY{_tAuLRyqs42?1Rs+9U#X{_6`h<$YhZmzpkv zG4JW-{8yf+S*6?-tMAVmUs3m1JHQ4iC3>txJC1}T(OXK+z7KRi`teiQJQc0~&pWCA zLa&Dae$Y4ne+dif83JO zBqRgECI^>*Z$jp~rV+e(%Aj_w?Lp;MOr*u=Qo`6(f~!k*UM&>H>-l$D(P)Hfxp8af z%Ib>SUphRR8twU)&x)w1mFB*7nlF9;JlX&Op!d@=NVE0;P~7n_vwJ%#BjGDAx)Rlq zZ{D9Qx6uiR6aX9tSoM7cJ__gDutQE^D-Fptkq@NpY^o03ftOO8l)^z?=tn^JyDWFj zBV;4*h;D9zEU~y8>a>bnM{Tay`1%1BHFu%3;#WYP0Hvx(p5RC$61M=!v}=VGBJX-P zCHg)am0Zc?J^ip(7>L!F>p0v|w>$22?0bpy5N+gc)eVh9pl#jt!ptK1e;w95Nq*bv z^xu7YwOLdyU!@0pU@hyIcTS9@^#dITR!%w;h|7}WSAIR_a)@BHf#9* zyU%%~S+=SUjmye%n3)Si?HHWnF3e2~)Tg1H90_;{eWa?&NeEv#Kbp!}pYzfIgo@X= z|1@(@K|CPxxZnj$bY{=DX-aemm1{KMoJcH}=&ebG4Dgl|5`r9w*#ISyZ2wlF#`KGoa#2md zl_X;c&z_|KbZ~6k5?AaWM0;9($$4=KRjeS`O!fJY>2iZQ5#6>=o%lILm!Ls{0nh*F ziqf$pm1Zzl30|hX80n}RN4n5|Qg{P|iU|nZ@|gT+`|=x>#_t~rYkRr#c)|l55P5|A zd61=ENbgW=;2@+l1(z04wZ>E9gQZX&Ox|`rOkm=vg{8BWPw|+fW}-_eY6y1j7TJfg zO~LZV!Ly^#q|jhna21vZ9m`6?Sqg9#c^$S!rKi3Gnu;DqG#}5-{&Y@Yc39Bb)Eu?E zPrCe>?QEyI8H+I;97d^<{XUtq-_+hfCKKneje1NGF>MVfi0b&2wK* z>+pXGm%d0B?dRv)id7rxx4i(e&m-r_^mIr4c!cp{8~OY9Pk;#kfRcC9fl5iI7rK%% ziA(1B;(j?1bayHtRc|#gH8p=f$ooCY1zBd0x0#o$^SJrhcLbQW76T|jF)x7|#*OY) z$f%&9Q<4q2E@I7Od~ZPC(Kf|5O`m^i8#$b=?_S(P#TKs%)R?{6Cj|azfCY-FggBc8 zA45x@8aVt>j~F#)+?|uiX`t~XS$$Va*qQ?j7C0&Sz$WE_N)Z}AuX7oUlbEfEz=cF$ zXsD$9r#d~s_Vm%O!qLK(6nT?|Ga9gJ&Czj@J@;nroOCz^`+Bz#c)FzH{(xw^L57gx zk`i~ten)-ZR}tq7JB z1T(^iz|40_0EtHlR~pUQIpW!4?L_5o@qL@cSsH@OaG#10{M)tFT3_M}7T$PA(xXuF z4C%2Qc9d0#pMA@MVi$1F8aDi|t#N{Ex91RPYDo9T9)p6dogCjE$E&2}5zNZQ1~;Jx zqQ1z3QUiiD^DgpZvUb+J{^lzva_~hqFOwI7x>Yk`NGG0>V}Q-&MFTtNpw&4r!B=I- z#BoaR*660@TORYDFi|4?_VE~UcPzC5GZ}2_n|9_kM$MMvqiles2IZk;X8Ah&W^*S1 z;BmLHkUDesmy{T|6->78UtSYi#nqUa8nFP$A4t4I5YvA7hhRZ?Ju*yY*#&S}85tY{ z1JbYc&f0eTCjTCM^CdRb+ZosN(}{%O=JF1C3%raQv}JAl6f?;!BgwEU3*5N8!|VE} z>yh@_;;#*BX651xflIFjT0dc(kQ;BtBu>&+=oegfIQHa+4Nh^aqH}ohr>}H8PIV6S zLfkL}ix!`{?l~dtR+Y+&dunJ^vqEA#k8Xlwyz|mQ?u`3=m96Iw`+4`F?gYD!d zxs)Yiz<76GYH5v^-<8v@vKA8wFR*A_c1<6o%@R>^;Uuc%B|*SOLmBoGAG7}urmLGT z6s-FQ-h7OjA1ZeB+?K6nG?$@~8=KlEV8NY%y?Wt~I)wq&VRuqRDjL$uf{}YDsQ7I3fEUtXq;Dg7CbvT6K^Z8Hph~>hZV!bc3c*N^$6N zfPFweYV=SVCdY$}Wfk-{*Lo6(7xWYY>&AB9hyJ8G*gl@e0UvfI{p#_?3+_liDo}`h zW#1s_O7_>=hQeOrJTNJDoOR{pW2w`~ zlWA6*-I;d8?!;B?&bE%?V0UUTxr6su-{A|Tm1fU$%~H&?|A`4rP$1{k)>&JTCRUzP zF;ONFT)|P|47SSLNu}&C9PTLNBUQn-f>zHNo0RahhE|Sy{>A*zEI)d`{tvkK#)bK9 z=On_~J%rnk{>SZaEUf5mUSEwBNtrNmW->}-{GmIu@DDF7>NLp(GoAo^eEiX{i~3xl z<7`f4+ zT3uAWFEKz}m#%X6$E3mkvu1@5>yItGc@u5_}Pcx#DE*859XDRey{!1rUp ztF3W%p0W}?Z(D2H#Z#qPp(j;HZeQO?_(8hhW%^#I=K^6lv5uzL!m?!((Ks2C!mr{i z+jkqVE`i~ciDY$2gb_sB{xZ6kB2V{Gu2cum-Brc@L~z)m*rAX8A6E|}27PDU>cT8R zWrJ42MKZxLvOIr`(n7|WB@aX{~t!fg``cY!KR9=m4iCq z0jr-uq}jQIq<7kJ9M0JW6K*(EhssLX(i;s-$yBtLJL#MFU6i`?? z-aD^T;AE9ezwx}54`G5hsXwrMpt@L|Fv7>?)2xXW}ogZLyu|`Ph@e~$GSnZ`+ zyOdC0fCX3*D5E| zdf{~qxhux={RQ3{xiKN99crOSCs72k=tJhV(M8N!g#SfWA1gRr17jzR#bFIY?Tj}x- z9E6qel@Oz~Qd6=lo)I?TohZRhe@^B$V+x87_VdE4d_aoW&2;@daDa19^|bifPhiq! zjqP?*3a7rWPuIi(b&=ze*!KFa4T~jjl5+d>6s|j#6AlCvk4B%(SLijOIq_4_rnQB+616}yX(U@=%>QNLxY+fDh7pbZng0*E^ z+F-8qikRR0^VD0bTqg5zAu?z$ZKY)8QM}lbB=GnYLL~>2WfP@>{dI!LJ&fGJG9p&N zXHYO5?_RMuzwQ;Z`T-EKi}H}S4dd0ofUR|eplrSBd~h?y!`3(Wyt_7V>1m_GL#vFPjxlCBf zFSk%DyKv-SuQv?18`3z#ga97U%1u)rRO>`l*`E;uI0_)LUIGs?!$%pej8Ww>6UDnm zLm0Z_DQDv4Sa7t0e=Vp}1FQBer8vHnf#ewv%P%f!G-_)FYyHw}=N%%}M^->B)y$=h zX35U#rBHWS@Rjte4rY8uK&NRSO)GVDkiHF3QO_(RI@T;^no626l|o}2BirK(+o0Z+ zhZIbTrh-)lE*!3x^&~l$SSmaydkr1*BqvCs=9P|>789D6#KkPdSTr1X|I?YC z|4IZLrV-Bns8ddxE^VinNpcSJy<=r>Z|fcOKDN#7XFKnkz^L7fIMtjbEVhGQ=hJcm zPE8zj-)Bnw8j0>o|C+$WAB8f%Yw9k zpP~o64wnhDGzKh@XFss>Yl)vM%`Bm1$GD$GR+pnW6-*$blURp2%^1`RMm4y{D$W}g z>I#c>j3u~ZpJxU|OLV%=pisvwN3KV0Y9=S{JR(jx(D&xj)t{KsZ4#i>^_nOiu~E?M zAF9_lUO5P_$ZduQ+-AHs0|E6uN=e|Em)=wpa~(jjYW%XFz*$ZtA1FB4I$mzSr9b)Q zs$YyM?pi5@T3BBxn7z6BZjyb`E2|voC&rsIPHo6uy@N^%imv`=@I+IZp8&^2wg-TQ>`je&NH) zmp4B}$sg~(q{j@_-^fBYXxiQ4$MtHu4FO`>nhk=<(cih>|COhJaV+I$C$!ca+f*^= z3-h{bJB~^tD~9S>EC~{(@Y=d_9;CUYC%$64GG>*_&U$*K$2up2-DXkstYudQft`4t zUedpAK>gsW;yqiumMkdz|{-quxtjh^7%3BHy;1C;KD1%WGlkg7sCqQ_ouh+_}Fa862N zsef@l`XoT7b=WMW8&(^9Fm_@AEZnV}dX98;1upO8KAKx_-SIokt2e-J@oLeIdXxr3 zO_mWR=v&`ocOy7;_gA(lw!gUhYwAnab}5RhUp(*6v!*1w zWzpjfu(V>lGyer{Zk@p5?WO!eb^7+^6_`047&y^^?<2>*Nap_Mlz+FW!eZ5Ppkd|k(FFgzi380IAPn(n{)*J!k=-( z#Hq{r3MpZ;QYDJ8qp2HY$&BmJ{7Xfj_5Rd)j%LV+FZhud3$P}8tQrZhf#~!qDccOS zaBV{vpHN=&!lxsj(A67YLLt_^r22l8I4ws0>>;XlLm?L?Lh#yU;PDF}su3F|a(G3b zZooz~P^|QgdS=xkXQ%<;U7CHg;9AurAUUTZr)cc|k$Pjn)6<;Y8t-`005z}z?uMLR z!?gdrLk1#9Wjm7GcZFvid3d!FRYWXCmZoCWmU3PIE_IO5a5ZfW@$?o}z07MsHO1F9 z0w41L!{QhEi{^W%*1ae&|bb@Ot%72#Q)7iV-pptqxO`|vBXtq8I?{ zjPy+W&)m%@lm|B!~ z=kjaxB-B?%GCVkHoR4EcH6#uh>s%vCw_C4*O zsh(qVs-h+MlJvaZ_5k*GsN)|1H|g7q(I+$|Z4moH$tKe~<)5Er<2T1GrUQM4#^tI! z&n1`pVZ^Rh0{ulE$<^_sjJhH@z3!?rEZme5ve=x8QTUTJ&52%B5u=xE;UHqoBTh=Z zEG@_jHer_>PCEDZ05TWI1WDSm=dP6#j2xmqK1{z&4~K}{cHRoDa<`oMMsM&XEm_f{ zd^2_1xNhc}bhXLr;^Sbe59ZY(Z&HTaxSKgIAmP$h4aZ3&XCxxzFrYV(A!#BPoXdTe z^tn+*@LJjy)vfV$vaYsfv{l=z5snk(W zYUK-WsK^$3-Utd@5AGxz%9<_9e}#AR$SLxESkfL3Q;{3eLVbYuUy12WbN`g`9IY6QfG_q=Ruh7T?j4hJwhq!OAjhH= ze`H7Fr^;f?9Stl9n%f5lH8P$X7;BA$`RWXWBxQxGpk;SeQG>mJ2&z@eD8ZJNQ`JAYIvy@8h$7s$JK06B{XGX%~=jAzu2QnVLNdD8rTX0d@gcotB z)>T~ZW@S^!a~>=eOrCm6D4prw<ozNgS7d|E0jMZt z@K9M2KnpnNamsiMoi}++lP-36s24TDlz5MVUl?5=Pim@##rCdXV9t z9+fw_7=4vh5hUIR$aNSWp49GrXIbvd==I4a>ZPv{Ts8LfpxSDqh=I+yfMXvsJ{I8T znqutWB4&B5UjJKku9v0YX^Gqs4>Iv3ZN>*dobp%o`nESKxB0ApN5Nq#;sGW?e#gw= z2M%(1zr)g4d!v_a4J6?_$%W*x?!=d*=ShF~>iiCyMFIg~&Iy<^aM$vlb;bU-xZ?Dc ztQGw_0SSI(uA};RpU1hCukNaNxpzG5iJm$u?Cq!z5M(rPyM>WfWtM|%}WllcxC3xziG_1D#p>fIsqANK{8R=ervw8E8~ zxS-uG1_Ju{%?WDxH?kK6@etX~bL)AEk+$nF7`QaM5T~DxdQBBVlLdMdvi`APb-&4M z2sRun;1`nV4S6ujNDU`d~`01-Z{I}9m9fU6m3bR?=xXp~4$YYy#f9|U*uH@0l zo~Kb6R4?%s+Q@U0Z{b4o>4?Q^-6Vp*J*NC73P;?EIt7)iAiI$E4)v1287=wwyo;q-}iG& z{RibJStRRoZJ@1pGcKN=S`%RV0{baCLaG;tpgJnm^)XsQ%Y0b4x-jP01~oS~zkte( ziYijKzB7sQ>mLC|OC{Rf<>if+xLhA6&ifsJ*%ERFKC%LTO6}T=P#~BlnH;@21iVRJ zm*-7n=<}^Q@+39iQd|?<%4C2P-T@gWzkhY|@RPNp(p;}<=_9k{PpR8aST$>0l|)X5 zw=7>&(*5yDiik+(=uBsL?X$mmuZYM1O8a{Z^yc?L!O0=Bj4R0xa~Ys9UrXherPX!3 ze9)_PdL2EpY2nwZ1>Z#t_y}5)6TKU^0hQ_pJ7fFQP%0!qmC995eVh7}#PWN+x(=hJ z%H@=BXyv6zn<=1owqh%Bq2js@KuK5!zhDFcE?;Mdm_O;$L4<#-c`~rK_nu7s8^!Y8 zPNO(XV(2edY%zw<=CrP{02^cCPl~7;GE{>=fZih)WurUwVydwshNwn{)*ELkmi*nT zX*Iw#lHWF?N|Qc#Q`%A0mX*Z!9%W`b+fWZ2O_=$)0)=0RM>cDf-o0MNT>;Hc=NCK8 z!gq+zy6B=YP_TXseJto1Izs7g69QoMa*{SMr}RUQM39B3YZfEvj>jxr$%E=VnHaf#%C--~Y-2TdoxXMY7h%uhJ z>sUFQZbNIAeoL*Uo&ZRok4~pyU`gF>B|o&<3>{siCVO+(ebdYpcC|E(McF-OvzIa! zUOVUhj6&~M=ycu&I|)-!q|vUp8V7>iAMHR#vomYU_& z7p+AX=_6nksdzMdOeGzylK_&AGdcC}@kgyrek|b>;8w}#ndN>oqyw=7MAjxab+`K< zKCtE)%Kf*&lL!;l70p<`pRivo`#5;DfDb&izl<7v_SThbAjm-EgxJs$_O+f*)n(D)fw6YN-541L1q{b%N!S22Zo(#a$4yo0a)T{JYP;d= zU+mXOk2yW@U^y>t8Xc`>-)S(GSreWL!}aV?!r4#W+p&{E*zXsyawDg20n16f`Krig z$u8NcFV@Uhednr%?CRpsG_yQC2G_M^eVl-h)BT;raL|c3k%VhTSDkw0wPY*KaZ7KO zs=GXhmDdZca+9JOfKf6pjXeI@ZN10DgI@Fkd`ZDSzq5vB=%w$}U7J;%DKhF7{gMr+ zGlR*C&&IRMBE+W!zWA8JIl&RJK|)%=mF5J6&&0cyUR?M+{ky6L(@d=-+7SybXiv?52AFrP3Xo){P15L8&~`m zJ#yQ>(F7x40n+@7Kb2c<=*QfuB89A5Yt=9Fuj8f*>=RM+W&~AywG_F3 zZboK9QZc#a03c2JNPuLMEko+c4SF5V^sSirM;FCP$(}1G5M2GW?CGJ}`OiO~2jvQu zQruPu(CPO?ge&2W303fq9==a{x@8^;SPzTk;C+%=VEfPCjnywgLrWrgXLwa{)-9J5 zSPy2(+`%>jJdXBQbBVE9Zn&%N>?!SrvC4C7EI9u{?aW3bBBx+O(H?yJ`8{y-H^$(( z*{Cw&ObP6sxLc2p{7ryx2B3^_;;b}udm_)7^8o+(M|*|qHRS*DbFkp{-TJS>UY&Nn z3$kiGXN5n}G_Psw%7`knJK^bMm+TYZ>zFuiDvMO6^&cyDcr6br#Sky8PVNu+aTI8c zw3a<0_3rE1*BZRBd!Aqqr<=0pggi*I_b;ZuiW!$+BlH9YcIV<^URBD zwY+tz-zk_Qu#6pFkChIsj8^KR&nDEn3lgWUAen^Yz>R$P^2Yk^cNj48i+JYgOz~;G z3#nIj5$nVMI6sj`#HV#fTP~6jyLB@pP3Y!l-3bz&BdJky$rUPRt>BAOxMEvHY(l(A zYPMKEP341z6BFUsM?-bFKu~akH@#_07SW>fQvg9M>2~>Z3(=2p{$u1~w2JIh+r7Xw zwlJ8q1tL`&Gn3eee|b&iGJz#A@+pp8F2U`^|MbPwCJ$F-Z&*$T(UMH5s1_~Ogst)gv zkhBsnO5GGlZXJK~KRniYAU8itOgh$iZk9tGYKD3;t496(T_ZJLQ))EfJy&O(W-N|0 zAui;HD}o6G2H~m5^$9v;U&5BN7X8LLHKiqfu5l);A>N?+hMZp?3$stz%6-;} z*nk%HWS8`Z^c}j8iXNZ&NmnE$w8zmZqINAtSW6$`+Dz;_TkO^jK3=qriW(#_TsFxM zBf&l+%2wR-?x#VVBb}X_H@bN!0PK%qYYrc>s>{ zqx3qhJ@HnBlhkPWs_A>vsaxb>|m1cn5=B^PyVc?ZbpDh#z`~_ouk2Es z+g{&ZD6-x2@C2a0K(fa^y;J|GQ5+Yc(w%kpylPZ-Rx}umoy0>ek+V0Bn;b8Hh4ITY z$jh+KN387M+I1_j$eZ&0NZ4F5j>2#g;(eo~`3(>y1|TJr2enXDWSj2wc5mO$ywD<; zhi0{(=NVEGI3Q#|;sE4oUi57v>bz-Obh2fA2)ng-DZxNWPTUvvKgSm)S`HAcD~m_0)$ z&3C+mt8XZ3GFgrqwPcE9K;$xyV&83cHF?-$Zf8xhzYtx5_ z^%Vy%;o{=f8bTf_qYm(@=r2~k#uQgjFBH`&?a}Mw|@*j6I&HUi1f*&Cmb@4?p5N6MCpc zDYn^H#4@U+Gd7DW=HcP>uliKMH;fxZWi8#Hok~>@Y%+xb%0ADu>$*wwQ$;ef85s_D z``fJC`p0N?^Mdc1%S^xI<7)~10zy(t<1iL@0OaNGf!FCE>o487#$Cp9qI6c!@-1}0 z+V1BbWVBhn5R+MjeIa|WjIb#Tg0;!(fNU?kytEZX;no!)!GE=v4{xTBXOe-*XA31B`UM+65?zf!zq{9?Vaz0`p`s#5rg$fZ@8O)C_)|Et*Xz25sq3NxN5ugJ7 z++Qcu|JL$}>deo7NYo^BMH|MtVz(Teyf;UD=zk!MJ?sm%CtL4Y0B}8%(d95)IN|K! zXWX-+uF88+Pak>LONeGoF*_uKv+rtNt<)+C9FkCmQN7_JAK`%A`@~)NbWrXQ5wj`I_6AQjlAwnlkqd}2G$#+rh4JOv zh_)ED?oP^T4Bofnl3fsnQiz~@R1Z&9YtnJ&t7fi2a`O@v_Off_s`FW4xPcpj53aA1 z<>o;zq%D8+^$6*T8$vvJL;>lF74X^z_(&zvLiDH7K9aYbX!w7>k-RFMMvA-qzELf% z9f}{X*hc`y1?cj*v79r1LETfIDXPtzz&|;mX&ZE5U!Swyp0(_EZ1r@!w9(7G$ssjs zNlfa?UbO;?w=VCB?I|jUR3U)^Ba6G)jkQhYzVe$dQ~?nl6eSDfneGyMr(ucSmN^*H zJ9zZ)6T@9L^;)Qc{kVEweM735K>0#!$kU;**WiWKxC($w@%aUc+llS%!x`X_oAb-{ zi2!c^GcA=?>gs5{m#di^QD)c$4Q#*-DLLLNC~u(Hrt*IL`xLA}!%pDqF0rsZ%X;Wn zmfj3(TyS}00&FmK6@+;*+`SZd+gCPf&!jkFY_oFai^rcozF31+Y}VtgIRH(;*cUWE zW7f)iuR|^7x$EP@)Wz`GD)Ru&&4P%|r-z6tg8PbZUZn+}NV3&A^!H6x+0M{9HcrCp z3X!Vm3Ek{fFPcXmIgoLx5l7rG9rD)^wxP_EV+6JB5aX|uH;O0SdH&#Y4Ac|lo+i5J zJ06>Mh~|Z{y66UGH{kf6x|8yL9UI&64IyZQ0^N@$<_i*}_ zx%t{l-8a>0&!?xwC2&FfI5-T~Q1YyAj}cv}8A*%xo1{&0n1|w1La;H;v!d8y1kE&D z;FQKP3L-|nkHFR!^U6;r<2@Hp)Wy6-1o|OG(Gjo$Jcc))4rG!4dJOji%o1RZU&JCe zxfjG-%M;gW4m2*0+Ou2Y9v|EsEAGNU0`_Utii4Nc&?MZd_Q+LDc2|fqJ^k*I8 zjZ~r2Qb7X89RP=wGa~3bdx|xAX8ngh(V#UK*#9fPyYMS%!Yh0jIzSG9caUEAhjqk- z^+ifZ9q?5=ZLEKve5Mjx+8Z`hV@d{b_=MF>OB=)(Sc8K*SWYA8(#9oRTdk zE|ha2BJYKj*3JKykbI`}S6hcAAuJbD{C|wSb9iLy_AT6+tE!%=ch!1V&3DW($C_hI0_0bXo0XJi&3MVAA?B3S z-2M;?{#i_KX+_4)@2&{dbO#jx@$|oQ5*g2ZJ}68m_IRfTP{+tL4JLrAYDLNzbPL9| z#b3SH+=uxi=xUQvOacGtKWS@58f_vWhr0!Dj3tc(0W+Gn!AMGmI zJ<(N3fP0^5Y%U1t!Zz&#_nF(qY$)JT#|%teK`!jDtPQZ$rcOav zug*w8FlM?cj`b`$lalHEm^I*bSe53y!L@6AmQ{PC+hNv}fwyoW|0@w7TmLzS32;~f zuzLcWhcnMY*vMTqm$O!?^gS|$R$l@ykx~J9TNnWV5zuJp?86wtS_*-)0IHjA{eOlm?({oO_=^RJ-jCeQC8$Sy~lTxV?FvZlo#CyEsp~hMw5| z6HwpwIa!Sx#kHV$-v3@FUY~B;s#tbn`;XOktXNgy``*W>$I1(_X`z%FiK{=R{xp=p zRm+HgMinCZWh87>93t|!C8W;X!e*dMYv1~*+d~#(!FFSPuV~L9<_1Tj>a}-*FtWoX zpb4ex>9@gOdXVX?&;fvz{Nn(ixcmzU{Kb;9t)=0iI`D&;;5)PQqB&7iHLw7*Kn@%? z1d}R*aVI7VM8$*`iAy`c0RJmv?mwE)KNw8bD(mrnE|8FF1GQQhp5Rsa5$1z?nCyYsD4K zO^31_1y#%almiQ;se_aQXXZ4l%Qfk*ab`?IwNv*JAos3hV&lhpj8;k2n&5 zjI+7Ipa5(SQMi9PZ9+&>v7DTwD*(G766`|lvkZH16#fv}YhuH|2n!t_k{tsem*V_8 zqJPlIe;Y~+i8ChrfUQy*-aKm7oZNL?KfIlL@OXG2-ETH<%dq;#Xweu85K(p0!gMuZl z1ytI@-8A-sV*QCZt=K_Pf8a4NXY0wlF|Q4*#2`LwSzQ6lLr{+4ty8u0NI4^FEq0Uw zyD_AFR&{DiDl3t{Iv_-Pc>fI+g)Sdey^m|}K(P|C7XW|5?4`BsZ*AQ$htcwa!;=Q* zF>u0mD1}}$T2?+&0}AjFs?NIE4YrGa%-sOQ&tFz}GF9p03Ra<-tYg$o^hm8$-4xah2;X~mdK+)UeY^k{{!q$MT4XkE8n{L8yI@FU zJq4N1VZs*=FRj|iOM^Y4 z2N`4xwm&tMCJp{tKWS~N=hL*UI`fNsxn`{I$FsnWA;7)LN-aC{7Z(k6trNLTZUc-s zryKw{n*UiE4=);YgP9X0A~QnUe9PYIA~No&g{dCuM*R^5qI6yK#GHicK#M7OmTKE^ z^Z@7S7l7#sQF#==A#zd+(WX_A)fd}=EW`WL(EE0LcjCNr@S;JzuW;2XW{_Gw>P7EQ zQ~p*7O!`IDb71{)&KtlLL{CnFp3Q%&zU~L~eePjaA32_1z8`4Op=ZBI*Xp+E^*4l* zuQ?Kgsoos0MgTfK>D8iuVZrN#>nxU@Bcf{jE7d+9Y}~1G92ALCYquSrbghlB@Lpjt zJa6=acpu`l#Om`KiG^WeLyDsPJ%Uq8t}Uqsuxi+!`GfCSqPK6jP}YgSz#vFSt7ehp zWvB%a{AM1_T&&`D)3R0NNa{Gl5k^m zGQv1?v#jQodL=DqxyiBLFykQV=@TmaNfMoCBqyRAL*V8Z!=(ZJFdo0k{H4s-R{T)! z9lEIQlrEBEM5V6J`g9~qv2W|3#^-6KaQ#q`=Ou;!+u1`W0oG3VO=AczRDMc~E|eYj zSJ#pK>jUzaU(q!)DXCCr)&RFuSvsb%aSmDac_ z%|8qmRQ$mQRyCqecOpsed`w6s_qK2IUYZQDTHM zyj?_`EuqFxoYskrkAc%6@N##SucA_Dw*f-RHcB?V?jGfNGb_E9rx9fln zfFb*9))u}y*pf+~QK=dH3egyjJf#poxC^1z#KL%=lGT@b1Kyy-MB^5)5=lXh<1@A% zbaSi*6@Y>=!P;HAJsgf!I5F!SiXrZme6?os4e* zd>vAnbsd&(94@Kw_;0>Lxi_3m6GY@QWq0I@P#9XMy|7fBB>)}Fy z2PU{iva2T=*{EI5qB33I1;dnvBAf7C%xZ%Tz+AcD8|@A;>d!CVrP!68iX4M9zW-Uh z0Z`@94rH8dhV@-*=vW+j1j<#Wh$jJ^Y(!UzWYWy`W9(d4Y@X>fHXcwlqJH~5=gjd7 z_f=Y)BW?B%1}@B!7G@fh&)zCJ(rEELeZpYx4+cn1##j;_BSyV+g;=yMz=AbKD!-Li zj7b!C=E9KvL3RDkcSn_lxS`uL??~11{i&3a0%*dhG}j3ZREWoQC82v*HhXgmKRJJp z%%G4#A4V0*Wm@3{Q~hfd{%ZjTPK}dLNo(4YbUS7eiqIL#5vL-@**rH&!X~o<@4W6;*9pP*?<{h3UZeb!U+qL@e!9$_pI( zTlf=S6cmq*Ek$B1vPQu#N(h0KB!Bk!E8s9SC=cwt1JV@iH;3@yPqj&9)WU|kaiZ!@ zHGqm%1v6_)P&U{gd=+qr(#P{lc*X>vTt>oX3>LrRt5h% z?Z+O#$i^&t?3;nMRQO+0WykuE=qh-EX_r)-O@R~Y*i>Ak$08)V^jtTFwa0QSzCODV zgL%CWGArf(TiK&=+Ie1w;r}Z<+`Pr2Z|5-2?=(ZHnL(f2Yw{%pECJgp6qH_gGLhR* zl9&R3){J8KZi`=lkTX6&uw6c_ToE)3@RA1LorG0w_o+)x9y(Zk%(J@$(-Q&qLN&qT zWj7;(5fMcpX#fHTa70}a2&f3~0J*ZXwHdaX{Ja66@;kbqf+AT_7rbL>DIY7`Y4kKn z`0m1)BzpTDL!@(?hwn_erj|N(M>mxqX%zZTL5`Kg0l?n^@FDA9obH_WL0JDB&<^yc zj5Ixe-dZzCXK9|TLx`BLy(D8#oH@g2n1UWO>GxLxNvlI!OqG9CeoNUXvHLwD6|pBU zvQ8+s5qMkGfs!*Ce#o2GYub6|V(Sps0$iB@yDXD|vUFx-Iq%G4Wc|1GAwVa$qWW?E z`1!2x`L=EIq1gGk$m{dkoBg@I`F8!P^Ld<(;XL#By6N+B>T_$G&3@dIY}Uxr z)$;j%82$Ni4)=NEw%hsnpwpTEeoHsi4`$I&KKQuF)Ajl5ZW8cGm(7oUn~gzU5RUgg z%c&2U;1wt2i&S+x%a2fRh#;gof1l1nt#MD&t(#eHG(|Tj+q<{ucA$PN_Rj&TE3SH< zClp&5QYvMhU6e0IHeU)HdiW9KWkt+Mm(+ep-o){)_Ihv7#U*>TwYd-Ri;8&CV0 zKh}@px6MT|dvzM_pJTb(^?n}R`o??j;&h{;ve`m8ajBM9G5GnE{kix#zpZnYZSx5> zaT2r(X=H8a;An58XZ2^xM&BHgogJSZ|IY>&7oDP;tr4B7jJ~;%fg_!QlfL7h=fXDj zR)5|7c^997PC&rMRf8VzAttu(_>9Z|qYEiLM|(3@4FYthLYIoLSa8yGnN zzV?5<5wIm@#Q@3nXFz!#9y(cj8v_L+M-4hzL18Vxb73<}MoO!FLbELHERy>~jaaTfY=mTCYzVD?|4@hq@uQ5y^ocCF7p?jAOZMdcZEjn! z#p$nK!mcLCnXrUU0hvD9_HApnu{{MxNuM;LMLzOF_Bx$j)H2S@rY(E1JUrGT;oSQ- z>o@Okw(J6ja963rxpAo4f&FX<3C1`v&{ie4?_`o*)IQ;!Hj0)+6+SGrVttu6!WOYx zGT1hq)T7HLyit?N(avaD@8OCS0ZQHE8Q*Mx*DQ!w8tJDYtRkjOO4gk4#kV7!V9Ax6 zk$(*JrkM&V^7!ylH;`?7G|%z4N@P1vO2MV>`p}Nbj4Q<{x%I$T_M^wq4(wB*@2~st zWPjK{736##e)5nPql&jB6xB-$lZqjDF(O=O#Xw$GI-?^Cl$J<#@KR?k367-I^|;1c zo`NNi=hr#y2_F~O^s!p!&t@+Rpu<=~)%B@Y>Kv??sNG|n;G-aUoaY8P73(EH6XRI^ zVpM6oGM%pM7r6*;r@k0D?R>8b{H~sWIPz-Om3OLhndEW_{9S^vbpN9M3|cTYh)2CI zCaG=rkyV}pCfoJ3cim-l^ODv{Sv#d4;miFafnIeKj+R_36sl#PWAh z5%&P?*H+MInOYqA^Vn4&t=)NwBZofkw>}DYM01bq%hm__U>*XAwL!9!>%R8Bo^THM z)zo$Frg0at9a)@a?kEd^h3U4(EyYardL{wC*`E$-QtF{(nduh+_MnyG$O|cQMx9Pm@l9p9n&;X8%Njz=CPH(*4+17S}hmlbl?&X@7vdA zwfm?hxlMSyq4>zHcWG2s7P1AaM=gD*20N!Bo}AN}k+b2i%+IFJ_7kYm5ScW&6Y2t5 zjo+Z*IVBRd2wKXxL~clR+Cxj0Kuhth77~QTyr7m>Uh_Kd6m?2W79x*(nvT9o7JZ|= zWXHr#ujq?}A0b+VH&`WL< ziP$Q(?}vA1xq`*v$P)>=rH8(T;9cxE(;=?+`KgS`F*PWkll*6$E`R2YyRNSUJB?>| zX$#}Mxo)>oKWWXEB&_qEOKD3I;EKkB6Z zAj>2Zn;7&=?0(^y>MjMNc~ge=RvNlYYoq7)o`J-|3xBSBA|Kqezd2?I%J}ZVGXhU2 z0G1&J^j7g>vnAp%vP`Xe$UlkBR7H)(u_mGv6Ugrd0*F7RCTPxaYnFE#9A`Nv(KE0E#LBh=|hH-q3R0ct~0=2?{f+5Z|J>ImMf=FLHihtKVbrQ!Esf1r~ zMN#ybtPn8wf*5j8tF0jD(_IeBLVo26V>-L5@jznf_}P|@rGoSskt88hTP?mA$BukU zkCJ~|WD&5Xj+tkC)q~*0^a|A|FqQ`( zz({|3VZnczDEis~30KK#kv4^)C8kQXhqokhGxIj||7v4EByt0B-#~g|=P?3_m>ab9 zqY*f4n)}GO9x9swMudbB-`Th6b$Ose7ulo`H~mUwBn?%v^-5js*H1Ch8`2{q|B!U8et zJJ|T6j_DL2OI2P#+dV8+ibs)v?kA53??(_17BaI!EXBQHD&?TEUG^)fk8(cfYtMlm zj&ySRP?w{$M4>>Jhs_q2t)I^+Yp*Il90RUUVEyq_f?O48h?BG|@zLXVp8gXXaiR{GZE6y}j7e(IxhCc?Qv=+$8b$F2h?w6z+_jq+qsF~`=3m|hy={@s{1FIK*qrrNgo zUUTXS+A!ox9UN}7H0kMfEQeMl+?8U%Zsb@6s4e0)&0hv`GxI?U6L?{f6St=%wTy)enq-kHwt#>=5liqHNiO7m`*t^m3)}|p<%w~ zIt0Y=Z)u1^>TTil`bjq!yV&x~%MBm7(an!chc2klJQ+%#XOhwO^^C>xTXzaZ)Yr2f zoxynvC9Y~}wnQ!*wt)GrAKi)aJ(vz&!(C>zXuO&c0l<-p6D#Tw-vmVEn&Pr&N`NB+ zg=mG9#dVTO`fAbDhP47~Cm3czVtZ9x5(2MlKg#_3>?7iz6Aud*oOl(y-|xj%7rT@L z`2Awf+8Ijez`xRgj}Q2oNvafvkC5;+d=z*WCL3WFjQ4%lk&TI)p(@eP{q^o{gh*eNZb{@AR`W62F4NFgBva`1@BJ2E^IbQlnxFaC=$Ku#{sAqzh>E!tC~=tf?~7zT1C4o z`bsJK2=|$K%rQpiu?9Y`Ti3H{H)Foyg~^+-+|%?M$u^t8o(DpA40>mqjN~R4H%4z9 z-%SNL?+=e}91+|bM&qZ=mR-`k!$!d%-WPQ$BTd=bNwNzD`i*CPzJ=dimFw8s*58gl zYd6b_{s}8H{Wn;dft~sLzhmWb_0cLUR_OIdDr2qRVS*iBd&wc|zt*+=25AMa3pr=g zV&;#heR)k3l%tzm%4!jdT|>{B4nY>e!I8(7(II8Hz9J)q+UCuc&hA-1y?RdJtxorN zt77CNNu4%d!7xclgfHxpEHyY`wlLX3n>YJvW+X(IM$wZx(-_~V#yOW=JSUB}=-5F^pk^(A zZoHR1!)Q-MmJg0(2 zT9dt(WY!-nNBWCqKt_F)7f(9)Zq3~t20c?k!i>bY|K49 zG2;x_uP5hJogdKjHjq>^6zOoKj}z-6L3ClyWB}}yc3RjSma+b33U12YtdvgEly>_? z)x#{%ea303YNCK@L&@!)XVfDhQl^39?Du}vNNyY(-_-Cv81n`n4qxVv*VrQ6+q*nN z%SiPh>a;YDq*9Y-Q_lqYLk@~&V%|$2M>ka<0=2c2Bk{^x^3qQN{Q2`y^d0>vOpmY~hV^Uzg)LRKwmR#>Jx+w?apbkgczYXyGz2c!J zYrAY@#i2^Zo`}t^3yfgo<$&}=)CWNZd2p2N_SK_v5N}-Gmh=xAK0%4(s|^{e(}}c* z?5?`2!<>r}n6#m;O?33)ADmBATs(pdz9poSq_E4cVW1FpX!nN+KWRsmEBN*G`l}B% zPnDN8$FENG^Yp=*HOAPHr7p2m@~_#3M$T&K?do}zkPtXWQAzo;Ai0wVdMc|H*&1Oy z$uB38vt0)Y4pTvj#Je73S=(x}@+p?fMAH@jjA1ox!xhZjGDn8Mn1Qlh=q*87iz3QJ zVXC1hd(49n^HXIe5F-}noza(*2qv{0mWa;a1XVhjAKde8KvWe1>ABJEbF&pR%R3g_ zLf#)W9N_b-K8z>a!!HI^3nQElay^@S4o> z{nf=cotQd5!-ZxkF$*$tj!yRsawuUWFx(k+zlhj|Zwo!8d6AiR=mAi^(V%|Lba#|h z^e}y?SKNFc;tZ#6?y^pPr~HLD@iR7Gl&GG7WYs1c`!}TP1R&#&L##m_3p#$22(dRf4);#Fmx|r6i5i zq{QN{;lY}~5v-H~S*pZuN3v!o@z8l((*7crEg)1^7uMat;Si8tv83CD;lZg6=ZQ}` zJ7$s!YGfKmN)utJ<-pXXGz#viGUHcm7rW3;>;7BIEoY~ir?@=fg_R**T>oiK zo|s!jU(mqI<1FSPtZ-fYwS-5IoUD=L8&%cIZcm22(I}|8vPg&VzLJTiJ(MyE_i$cXF**l05VWrpTx{F40(@ce9h;bnMCBaI9z_ z&MyFOtFi|TwNwMcDs`9dxk4515jiJQO`2(oJ1i9Tab$ga3W`@CW7`9!v)ge`u3X(! zXD_+~JvsZPVs|)pQfWWM=Xw}xRIT;>Y=E>>b-#?}II%Ncy*u;xkgJ9$(MV*2i?GT7 zn+yZ2Hq@SDx`%xr`7w9@;sC4K_-0@~536IV{53O+5`8mk;Q80x;{xzK=%Cxal{HKu6hzdsSwC}4Qcu3p$kXSV*B$#m?ttjh@f(Qx<@Rlh=SIBqhcz2nWeSTs2gPwJ zGNb+{V_{V3VP7ibhU8}|A=~F+M6&bqeJ&UKzTBt^=5g-;yN=-g?BgsPZ_gq~&1SDj zC=vqkuO6u$EYt*k21D8v)l*>V*!$c!6x2=1!!WZ~81_lctN0{Np-sFY$Q9xwWS%l8+HgDJ95FAvDx;i#RvxY2!?kDC{d zH4nMp0}TvaYuZ@1TJzFK;UtLeUX?#SPG|2fIFUR+aQp5YK^RlEwkWw2)MaFn@o<~r z4+rtGJF`C?=62b`4u2ZY=GvLyb_Cdvus7X2z>|S^Aze3z>ucGAx;Ee?N?37PL88nLO>5afcFjvS^m}_Jxi%KAl+z_c)yyA%q^sYkot)b)_ z5~%VHnL_-bI5gHH-&~AvxIp!tBBtz?T|fb1luX9BS3Eo&8)+IOrKCmyL^g6iErfOS z`A;h0b#cqc7dqK@*EmyCwNyn+H~0jnw=X6?G0`?Porw^fLha{FpJ^yU<(OJn#A%{` zD(6uuYuNYW=f6Mo&$sXSN(V8aozbEhc00JZYG%iaS!T`k4CIbmcP(z?xOmp^Q?)JL zvR8vi%0bhe3cy}erzjp4K1c-gjQ(!IOM@zq|90bK zUq>KlU%FH6$+T&+;?B%CDLH!q#LW3728ZAp24C?(qW&mRj**y+1a_$zwi=Kf^JS1l zIJieI4K6-!k@`doNu?ptqH@Bv_!LAMf~RvI#mn6%_4*#6Pq z8O&hFG6=Jf?(2}XbyoVdE{5ivJlZuM=hPPc1)M#MLhZn#oT+N1P<#nAy#!=S`6DvT z&Ke2caTC!NBtI5@D4flp^2H;B!saAXnb}~}*+$=(Gxp=AbQpMN=boN=20k1K+h6&s z+0}NY_)7c`vh#o4^Atyp6-^4a;GC5tpL2%3Mw&HzHYr-^NlvzNIav(6c<{u=C`5RC zOXzU1Cfe_3l#B0eY8}i8TX^_kB=He0oibazUZm|>y&qhMbFrM}XR?7iOJP$L_)B3XwRXJ+@i*D<6tV-A7B8c9u(ubJTtg-OX6yn^<+#(bhMxgB-e2$Gg5 z4V6aoh=mF%GqEz}fEEfhX#hJ3&@UM`eEwWEfth-VC@e38Nl0w>JEb@W`?rCah{9zc zwMTZg%{WBNn=~fVq5QOhT0tp`0Gd)U%q|@%7Y^pPmN)d#7dq&oNR#ekoqP1OF}E%Q zQ>v68nD-|&>f95JOo7eRYfs2Z;9K?guNY|4tPl=96Pq*FZ83frCXzh%kygVA*E5U2 zDzTuk+Ddbv1R@hKs!^i1{5HVxOgkK4fhZgkHYdM%j~vG=G8eC#HSKoa2arBLC7ff< zpiHg_=*@(Zl-gWsptaaS7k|aOa%c3d+StSL5@pv2&Tr~ot8mp0JQMb*nmCb^@q;1_ z{k{+e>$cu0b&y48@g=#&?GnD`R9a80xW=C)?pDq2Y?)1>wWmJ@2!XLqIuCK;UN5?i zVMDi~AP$qQWBbxorqwX88pbkHKR&#_J~a?yEaf)9#UOFcj8Y>2i;! z9Hl~NOPbyzxJ&wXP%+;NlXE+aI`vlMWZagj6%~!PQ#iH9{Fur;SW`$bw}C(#tyOm> z`#Fui;YHTEr|t(Kj@j`OxTM+8#6QE&G_I7HlhjN3t_309usalwxTWi-*|I!K z$uB2aD@?2*_N9k99^2OOtUIhO3v6p~lGEMK%wn`6Y1)|}D|o%H=f;VF8dSl4c2Q;v zi1#eD%{?2rha!Hb2jI<+vx#85d@VW%Bxp5?S)ZMTx_gO}cE$xZg>0shiZ`QKH1Vw{ z5i4|bQ0rIsW4Prp=2n_3$6;CDTOK_6#BhN=BPyP6rVcXXMvVN%Hn?eO?}6(FBCa z#k;G!A}w@a72VmyD*4qinYw)0w_N1e%0jSq=ZZKKaCUk*!o}Vh`28tE_%%OQ%XZVt zo@(_1LWhlN(R~7R=4})dD1rH=viY^tYt3>ycnptsFhfmr)!3f(?Ay(HQ50TP;o3Mi z*R>OJRPe`{2K&GoG0+-_MGo=6sfse7R}OKI_!H4g|DKo_2OXyEz^mTsu(yxq!sXX5 zM{GH|H7e(xInUI;J!81w^AH5=-$99&y@3}j+a{*)1A>)Nw>Tkjg;<;fhkj%v!7Dw` z1ylPED;BK$E)3U)${AA?gyMNh4ui3>6bD1OiTffL}3S z(!Jf;$$Xd#+8LqgWz|m;R4ytCky5=cFi_~T$j7ru(xkIluu&!ng0x_bOrhPzu)sw2 z7Hh%EeX`S#j;-(@SJ2^fPU@n@>og#Hx1d2B;~&=~dQ+0}v500;b#5<>%d%0un0G(9 zt9KJOSid)(>aNtCdTnmHpARx;beGWkqrKc7NXMo#>eoJ&k;Je0@-gWq4ScrO8zq{1 z`o;kl^OZ^r`*;T=DG%Bn)hhg8xK}zV$B@^}k1uWaBY3Xw{)D(bpS_fW?GPf$>d~$3 zGs;zL9qlu7qekubtdi<_k%~$Jzc{Gh?;m5SN%z|;4*Pf3r7ip{Ux&)^k*k*wQN(>{ zA`NF(A^e%e%7FtAxT>_g_-i^(YY+8hn+z`U@>b372MO_(JM3@LD2Lri9m~ZTi`9PT zfHMA!SMdF+hmJ4!*sOi@IqUNk!KHobpMdedRl@(zRbmDfcD8>9#^V^HVb~&Pe}J*> zic%RXwFEdZ=q5B2J33xF6UL!#Ive}mqe7hceOgwkc1`z&mAeE<>0MG;ho{zE-c7VN z(4G#!fbDSp^v#oc^3;0#QrMx!_dw~^Wt$2I41JYkeek{|!C%7X$CtbE6n4*MrOeHH#g!oUqKu!l)H>?ze6m9` zr4{k&NNnjzK6M&@h_ScPYyXKoyw8qma>K#aght=YI3Rh8yWzfeXMQtH4O@2hu`;K* zqN-?#VpjhlMQ4@`;?*NY;<6H}{Wbi|7nrBsw&S;7Y!D6tZ`~UyFt5)uU-e1nP^fUn^B5FT;>C zCgyicfU4B;&<{d&%j}FpHuP~Mh^?>Ve(8Ci9i?D+*l=MUN3VW1v42;r&6T!U{2s}4t z%ujXV11Jy(0?$1Sv1PJjiAYNph~k<-u#`&qoF>@XmLr$gF0QYiklikfBpjTwHO9Y^ z5A3#?ctNz|0!1b7p>HJ#KTkIIWJ_Q>L@2;aG|I#oMZF+M8Lc+5YJ@GzV^mMd3X+J% zTvF^;>eG5Cvawv5)V)jPjl3R>qjKofDb_2c#B|g>Wm=0LjO&iqi-xBJ%Y-<(N~yDn zl6_kprS_i4+F03=(YzIBCw~8!i$txmsZm3lmg36kF+0i5#{%9vq|;AVxl259Ef??2 zhi(su`X&3Xo~}#coq3~brdqXecc5$hQWWi3sUz;}{fS=#R61S>*Z~ZyIL$}ko{NtSbR+6aH`x4jhJ1iWxQSG&}>_az|SWACs z6`V(1v7YiKEKL-thB>DF;x?zYU4WoeS!Av*+^;24uP$qhh4q^E3xVA;`Vj!4F;Zl@1|E!ewTH@|*B15MaE#eu z=o2oFC<{`y;v^*-yYb}u5^V`|V7T9HCb1$z6slfHzxIBEb5`7=CSe6a21Yo)s?K^leO;IKuf*Q2i{sV6#c z{@VIETgMoy`|Zr>z=JHWCsb@YpH;B&$I*;6V!qgFg`*qNlklhiP2n4Z&qn)0XS?u` zXNZC~`?vUoil2&>2`@XdMu{KApI@7SHkkfl5&HgLNtKw`SpR(u(u$L_@TZ3#+Fdu)*7Jre zJUBIcH7S!dE-nuJ++8jj+;_ev&1?*2VD`_uP6+;Ox0@`DP@ilB%GCQ$VpU;7OOUIh;Nye?XmIJ35 zBK-Ph7Gi!q@SX7AvQ_=%CGw}`gPMop_%bwqB8&PZ$=Y?YFp|TY$3|rw%*gLCtKgT2 z8b)V`L)ueD$ri7vsoSoN@qP7-is9cn4{t?3czcpv<{~>MDn*M7dziheq^m98$2?`(D9ZY->V zDKPs2A7xf{x{iZNH=}v2r~Yb>m^lMOP3yL=Qr5kK)mY*Y;zxZu$UrHB9-6rigtG_( zYQ`J|NcyqWeyV@0nmDX9pz^LsZCkPiiA;wXX}72dxQB^Z$n&qbRvvWFP!ODpV#!}L zkoH$=i|yTG$2S(BgnraWdmcMP&XN>ee6r|3PefK;$?T+A_}?6AW|sd@_i4rRTkO)q2VQ=la5Pf)CmD%pfd?^{5}Y}^tTG34b2P?bnlF=2 z5PW)Db%?-Oh;GF*GhLc79~(EVKU*UnXVWu#u!breu5QuxvM@_yueaQWjtQ-@AW?j< zdU2B;9~9#H%y%FiTioy7Up=l)CO73)cZ}g?1x-F|UulaGsk`({Kdv4LN^e*_HjVDR zWb(r3H;4y_ZXS#!Q>^u^x8g)yc&okQsH1WCpt=N)^HiNx?>-&7ACkqA7-7tcnOX!b zXbrU5@EY z0wM?}AP86YZ;UDrNF@uxUCF%S|YZY4mVbNv28)j#&zQJYj;(&@Q>SC>4E-nlZNadfZ zX^rs40h+O{Bs4PP>ectIJlBs7pHo_+^gcS93(r@|_t8O*Sai8IBI{1THdv4 z|F*Lg1+t`3(U4`=iWb-p+N=d97ssxm2HsBRPP56KVJxL9^U;y#I_@@8jOa;m>hNndp{h!s_Uu76XD+4e!t6$}bUP31azhkyC__FoY;rAs z`7=p=L{2e__IUh0X5zkth&Uo+(3PDGAQU#RIEW21_&O}ax>0sfU;7wgP}dkxIp`rm zNV6!1h?Xx5oH%OmII$&Z%cYnFs!XPGcQs$8fgx~_Px7|9W48FM_^xzCuX1GhLEwS} z=f|YyiP!vB{A}TZzKI}?FmsgveFJR5Ai#ymxVfy6=b>qoIL z9fsm!TnXkgwNiWu<_O?kRZDTIu9etzs-!p&Ou`Q=T)XbfVl7PT7RuEV#Q8?fvS_$_ zqW<|2x5~0hWy)-MF7TKcSy;ShO>~!7k(2_N91LTM5Smyz%Zyoy>7GHpJpFO^CzL;H z#Dv)hOQpxyLFZ|)!uBKHq_#BkKb?xq|4nRS`p;sER@`csKRvS0=6e{|1U)icgBTQ{ zYNp@RsO&0S&Giz3d4eh4%VYj>E*w%wO`OB>pe5`0FHIIA2Omc=C``5W67kt7?gnD# ze2;u=UR@<35s3q;)jF58JK2Z9I+6q9*I9O6?{m1rDw@PgnwwfrW_!DiGtUXiG6YYz z`#zviH|6%A*cHuroN&TmhDWY>T;X?pJhA!pBL^PN<1okki?iJ{)Pn-ohj)KeH3aV#+?&!2qU3=Fb`@>}#9S+gWHYwYhWfU?30| zN%(^H5+RzTIb&0frl!F|Q&Te{i74d1GfBSg;IHzdLvqiJ@qM=ehU7oOwVy(*2j!PA zHK|du1e1^*?}Dk!iNEAK!smh~RR;-TOMsA&CB4!i^$nuu6an)!3mosQ?{QZ3&rv5n zSU!6lgJZ+GJm-9#bFcHYD`r?a3lyGS{q40lsb>8771O#){GaBH<-eIXW`_R^A#pkY z90mv>035c4-rHx|Ap1=UlU(Dm`gB8~!zz$P+#K)a+{Bs#2a5bH>T%6u9w{tQGqs3p zJKd@r=FV_4Wu>R3V+nEy7B&(>Rq&+f#3tbJq@WES*rh#)q;@Qq%aCeq{*9!zEkSI(i}r zDO87useQbIUC_0~L}66YF2JgF6B|Hk>0$yKEVVT{(6)PjfeoMk`A-x4UzI^wnE!+9 z(Mr&=*pY<~y1b>DFiI{=$(TeHyvmo?TTg0u|H{DL>YEmTPWSehzK7vn>(>*X!G7Dx zv^%!YHeOZb&f;;Iwgd0sRCZDqzId>JB8RivQWh^+UPtMkd)(B#XT_*-dHdkv9ctd_ z?&ZbV{`uCh$?6ne811w3{E+AposG9TR?e8k_GV|3Khx7TzU_U!YowBm$&yVbJ|0wa zvf|=$UqhX4@W#O7aXPZ3bg#zkSp_#6-&<+bwL`MdAs*ka-%9&KYdYb2h`&Nw`D0m)6Y80na#fW4HUSB!vHPL==b z3ZKLdv>*?iAP*77_dSgtbbV^364-`rNV7aqUxwBmSr~;{WYknI3V5bCJuDN78 zdlM$2b>aD6#6T3lMGim^Me>BO`IWJA$HIb5z~{3l)g0Z;t)|UNQ-zAr5Hkg4z=rY5 z0%ZZO$ejZo1fj}U-W^JCaisrp+K@8(;z097XOouQX{+9| zB&VIa#V%;s$y3Mo)gqkyqD$U2JNEZ~I@4JHn^3~U%={l{75rX{r2+&s9x2#3?m zHM<1|!IeQWT8j+vB-gC zze3W0VAlf$CIR(<*oG2LVLuvD+)>++_bwa3xC0sGVBZ1xL5a{(;hBJdHx1%~(_-6E zHQTm-?>WDgw1C$}=Ev9-Vqgq6(3op+S8yvXZH5bM#$@_F92I5tIaew@(i@HlzJdEes1eq05?F(rW&70c3= zs4QWbVl>653Q-j#%Z!#FD3UcLD+-qt^p->@vLf=EiN);7G!9;wM;@`xK;j?k~cuMRiY7VLH<92bxQV(XH1UO_U5>q9wCR4^FjsJ4; zanG?rhp{n!re7Gp_P;}MF&@?U`qKQy{V43%^vSJsKtJ|Ty9UTGHMU0D?bC`=2rR!v z#dK;>F<0Ijri#BnY_8i037xqk2$mffSt)|;HS z0k%TJ0S?d;rM(1{{JLAq3aQ2gx}Mfl4dOxWW=QG2-V)Bpxk04x)u*lG80+OAAIGKt zImopnl>|GY38VfN(|56PMs^^EO&u8M$QlTdeaN!una;5i2NT373tiY4e^fqB*|}-g zeH7ziltkoa7iqI?E2(Toh~LdkUuCRe=4||Zl7GU^_WIl#z{G|OFL~g=EOyo0*^eBCyOmT~1=Y!6UUVGFH+b1n51K$? zA49;L5$=MW5P&(l_%NUwuVGdYbYygbQR0CmmK$OSUVQAE<4-IMbb(&`U?Y*F(^>=2)pq6+n zQ7Ms#YJx_3H1dmbtN-u346K+C3a68jqDI&hCJMk82mys#cf2k1Rj58VnjjLez{Bs6 zlpNz1&pFpg=(aX?4dwJIzG3okR&A1&0 zx^bgJ!pivZ8FVY4E9TF~hszhu8;&K_w7DpNcS!wNH30YvXe*Er*!?Sh>fGM5{M4VO zeN>Owq^|Ktx)~Cti9#Zm~IdO zC}6jguOuPD6CI1FZG_wXqXb(U&{-2bf}i!H-FZZdP|&KsIPDk-U5XtZ=82dSL3 zZ6!tL=w2XnS|5zMtSsj(lYAriZGSIVn?_ir93Uo{(3wp`wzR!P_&=8J2CwP#1L|O< zUkxUC&f4iZftU6x<%5NmWSQjYp4GQZV~6KWr6MqDQZsc(aBoOGB3a2uQb`*xSJ`^8 zf(k()dsdNGE4#@++kc4Cu;`j_a8kcqpJaWtJfn0?shl<@HQJ_*UGsbRq_|bpEHKjM z^DCmN;#DdSvmLIU%otVcgsW7`4`8iaAmXWRt)RA}2yXlYy`OFY~8F^I4FKCsos|1_IbAR-yH(Fg99swJ#h~dCGdFMU#h3Xw4k-QjmV*Rm!Vig z)fDFy$9uB#_!53x&>{-JDPWj4uzS9rV1~_te)rnGKLs-C#>j790@$B)!p62I5waL(^^thsf{LQh7`b?4=om4R>+2kKPi)y8#c*kogacNDV9| z>;{VneGggOkrdXR~F=t`KAQj3d4y2pUrmV}w6_fZboAmu=q}I_sXLD-g zG_0qk`Z-*6ncKCHZ{YHcr%s$P%4`B5sp5g_a9~3CJkM+l* z)MqazwGEAvHpW`F3#tzImiGcY3dr}J!%TBaFB3;w59fD!VF>{T4~R++o;nJKWZHr! z5?G?;vM!VzKF81Y7m~D%3pO4ddmMo@-mO5ULpk+54HCuzuhP@)!;=);spY{PaP|EO zIi-8n7|_M_8lv?zghoEHZ}g6ryD{uMsE^PZ@e{fo33J7ivH=0nR*j{!4V6hvF-8zOM)yM_7?6zMzy{pfUcqbh8^YWtH*I?j=wC?lFc4+p*9CDlY>$;H8P~n;3p2Pj+_LP-3{0ALe@`JRl(cY z9s4=LKXm;Ws;tF&3zZZ13*562By4*qF~%J7dkc>>m8`pg9$KgNU<&K5H?{!s0N6o4 zv%R?HH*UhGE9yv!!$?@fFE={cbkV5Tz`1HdKk5;q=LYbF`IKaO#qVfT32TA`UP*=s zPu;?*kjWL3?rVndYE)E3MzrKI>thVe85V0`(yXXg^}Lnq!Ao}X!ZvAFsc%sqzg5eN z?DX?T^M!wuOdrgayP3A!Gwfu(IfK*?R*@E|J2=~q+^N#(d{V8guY^u(QZY$6hE-No zaM>v_U(+_DJgqcB#IdkOR?vTVS~)pl<++f)V(GI>#A)nSYgTIDS;6jdQo4S>&Ym)K zNv#iQEkxvMJVpsdqin3bWJvS5A-6T&4eEDHCkS>AJr`|33m!EnRB*=1MSL{+#3-9l zYK*gLT-y?<90)-{dmXuNrMjis^LTK+ z)@0;(>Nr4@LpXsQ6{m#cMyKL7ImSi%xayH}p!qZ~8C>D+rjZDFqTtkOoH3qj*0N!2 zLPlX3iVC^8Pl@Xb&EKDV z4{_Ut3%<{v1~FkIKUVEMBUU1^>Gxuy>~M4{obT^5O^XL%mJTE%c_6#6^4hq(GCA)M_nsZ>IXWAqdH!y=RIkQ~*SRdt5Ew8IE?13t42zyi3WFyZ~i) ze{HKkptwk-q$B>VxmNm0^QFB`u;uk{gPqDKPuV3tNqR?_7QmT3W;`=jvXw;06qudy zcS`gzb$Vn~l{>w#k3`wj_5dH{ix)4v+_=YmVcNx-YTz^oPZQS`T)k8VhCYr}x53aP z!;QSxXffRdRkZ_9d_=RO%^@s5&CwC*$s3kB;<6kX~6;yh*T@g1k z1&=Do!;_A`Dz_N{TMKgb6ZuZCZ2mP(`?JmjJ4WpG=D=9z+9j=XJ;^=eEB&hS*ID^p zn{dHzzYa@8=L<7Wu8z^Bf;~^F%xSTK08N7?N+Od)*|dzN%+;^yl4~7|;^c$I8Z)PC z$f88nDFb9+6l@O7OkHMWFh4l(s+?^dSSV*KI2$!24v*s@2sM-yvNE){~%JC zzP1!dU`V&>LFI@^FDVs@AE+8HQp;o0$k&H$DH((n2jdj!xp;wC984Z_DzBRrTYG%l{r$^y~G*&7=?>y?N6?74?ErH#IBgzX!l0cwyjVQU??IrCVi=JM1{Gb8V5)DLnzE?Et*+sz z#^24a?$+UYM^3|lOG26(fiFSLVp3?Lf~Yhq>}y_lzRp}>OiKDeRO;vK*5g^%_v&-& z(gwP8P9Gy`G&w$fB57m&ko;y{I<8=NsB($Tp&AP$sz}O^u{iD=%&kflw^YDf^ir(A z#teiL`S-Dp$Ok*rVymvw=~TR&DOSlf^nLWcvf%FBX!Ok@}{Kf(v~G>*hC2q;1HBE!W_qBumps&Y=cgI4t8Its%kEU zfi<9#IM$Ez0>{Y&kT>!Wmsc;xDm{(@^SIx|S6E$$G$Xm`X>pBuJ8@hr|j?i=L5`b`)$Z2jVI zIlLP*Hs$`C-#Bi!>@s0>Ltg<}0)~ClKl;6A>cM7ETH4U;tI~taU)*OJF45fT-HjG0 zE}o+Y&MUW;R(2K^e7e9ZN_Z_f7S|2AKgklMkoL`mq$V5EPz;yfc<)qsc^4dqWD)ZZ zoj@XF)d5p7Zsg3@NRP$KaF40ScpN}Rd(%8(-p0(7TgbswU;S`t>@wSJd#St!k=z)f z8CY8`f3>)6+rqL{dF7flY>))+fF|L(917XafPTcH`~-&*3@+T60Y|ufkt_|CDZ)X@ zrO}Nt)t2ak{`?6Z z4mx6R^$6PjkQMNZh^h>UgBivztbC&WF*#f@S(g8!rvb94qQf;u)hT(Jr(!rDY9AS> z@s?zT_W6|y;YCtlYt^l`J0D%71fu3Zy*;!@0|H6XC7= z*7TL;u|xJ0{X)PPu{&J**?X#FH&Mo7@|C~)%0n@E&gdBWo8=JdZ8WsjP@#iUd}X2h z=sh*_9`;_p3~UaQzbTVWZ<`c!yR8qm{57Uo#sr7Z$OS5RLE}e5&ab_^U`enytXkqP zF7tH7E6``;U32=q6vZpAA!@VMQqwUt*sOfH-tB9X8reclra_#x&-BHx2R5*dcL%f^ zLO79%#paG_L74@C(-e0Hk4>3ZFBu9q3@c#mHFs2$DOO5&(Q@whZ`O-A{eXMk#!nf` zC$vuRH@1W^LzLK8*>^C7kb63tN(IELOFli^FrBri0L`^Ti$I075tKSc1ozL< zduteM%_1w0>vP5P45V&Q2|jKy6TkTvoj!iZnIroiML#+*6h`>Hr`NNttzh=@(t;H; zNJpkO^y8XWPe&-np}pHc`HkgKuK{fa@4wB7|0gcS$oQXH_WukaeSLX-WlMc?b9>-F zaFl>K|Ly4i(8>R=BZ!6mf5ZF`bqIB()mB~tVlWhW4&hB~9x` zQo<=2=42=~GYvf@Pk|*Keu%uhlD+oH@2>0Sk%_}FEIoc~*qStB@peR0G-H{dy)D>c z3#Q4zjrrB&ASK1PiueV(cn7HPy%cvt{{8jo@#(`Avb3~Iry*j*q9MQ_W96lt?b2D+ zo_=!2H^rJ)eH_f(yqwI!$9Smunpee|C&ik$xN@RG%7;Tk%2|Lx-)%MuA$AJ?3P`F9 zi-3v>RRk3F8xR(dvXylQ2o@^e?#ks+-lHM6P|xsi(DNfFpFY!j-{T1BQZYqh3U&%e6_d&*l8KImIh2&j zE0&=zbSz0(qCE35g=R{$DcB}+G=*tOQ{|`1QPO#hd>1EF3Nz8v+$7!bHHlbVS^Z<9!?x^m z_Se8D)CO-Bdaez_2+8V^gej!MrfcV=@<3+<(Y*EMQV4Jj>LAozV)r*1o^-LjUXHX% zPD(_=`t2rqSQ_{8(=VCCsu{y+oxKGc6vNoYEdB+YZr+@dQspEy`wta{@&ui}*Sc}b z*8B&!OT+bRd~3)U8-Y>)(h+``Xhw^>sL>W}f27c!c{9hKApAc^(VE-}Rpk-_6kCow zlr;*1seDy${b_vueX7NT)=^`Q?iAQTEDzs+4_wo1pG0%aB`$bH43Vv( z>g!gIfJflg2Iy;y2nR^vs{Na>aQE!5E(Z4t*v?C9L_(#dbSFiBdVeGMZ>y;5*3>Kp zv?s{VG<@rVUmdB|W{WpwLI=td{&o$ z?@RDIpkoVL#WvF5?jyf5K8lld$R)-MOh{WbZRcilH9jXab$wW$r*4zYp!sz^l0Tm& zw-1!4<>O8aOEcx@&zh{(Jbh$&NCDE`$+;EN96i>%8g=ax^&P8_6)eh|AirHk#& z`+yFB%Qq)mwUlrlrnD1r*`__9;cg9}dQfqcLee=8F}L>H@nu8H-rW$?kDu1;a{{8d zLunK5`bQxziZF?&*+=E++1KakN!hEZNlBrFaZUfyi{cL3I@Fu)4Xi8DGgJPM9bHN8 z+6?$+!2#!5Z|K?5+heFVy31%6hLB2C{Uu+DT7r7{d4#>oewN}u9R387#w3Xa2D8}Z zc#{P{a3>_c^Q_(dhVeO>Fu;)}R#=}j0_y>kQd|wT-9!D5-fYMoc{%W@PxJHS8Yl|0 zyQft@dx~V(1W}M=Co1=n0SM+f8l*~5`1(34}T#b+>sB`&po$ec2?0#;RvD_VNC@iq&RUmnl3frF_c4PHp> zS|H?4&==yy1Y!cVhff4KG0}s^mM=d}kAlgIOlxpwY<`-=LwoPI2gFvL+ID@HIqJ>_ zC!NZGO;@;$t$Dc*^u{tb{!L96w9g98pA(%;*NAG#bXDJgZi-GMt*`L`PK_%*pdAd0 z1Wry#&S?=EdLOQV)R{Kq!s+%&4Ab>+LExM(?`XIIw%ckfH3Wz%lf#P&Gdh+-G60pn z_Eeaa11$kG8+Y1x%2Am?y?(wXfuV+;93TpM4#t>+U?Pq)s6>AFtVXdBkn!~uC;-4r z&PkfhxhOMU2;Nn(E+H`M3*aMxO+5eH{2j-+?A1ri!UU)Uo5uy31&l^5_F)dAwGH%N{j z7T*plP`npvkXyiTwtfMYemBA}yRG~|&8>WOX^)lG+;3qY;^%Y-@IOIf|y z1ZHyTG+}`O0U_C!8vG$7qkg)!FhyqvxlN$@TmLfY|pQ$#a z?!^fZ0y1nrkx-B+?>ZVC8g=Q>x07tOOEuvA+d;&$74ecKhTHV};g>YX@#-OBrBOXJ zy9Qu4%1aN+CFJnos-7Cs7<@NSJkxjhv`XG5bq)+?I+<^FScHkKet@7I0r5YJFP z1PXaW5MSuksthc|gXAT`B_g93W!I>Q)tz8;K_rRzUA3joy<*imR{EWlY4~=hKeNJa z;&}7%B2O!FiQA@pzI_R4dDrgpb5Rg26$R@wErtNbqn0mWT}-!Vc8~SAq)C-5(&6<8 z$v(YRw;2 z>M-3AZgJLRG&XPcdQ%{RBeJ17NDsNO z2etK*heRBfug3(Qeo>DnLBJ-=EvWv7TP^UzCc- z3dkaU>%7Ccozj*z%t|+DUemb$JE9nQR$?Esoho@dTsPzX$+qxG7%^C(-3CxBl*rX6>CVS+D z^m7*Os56R`s2Yaxq-Ji!ERt{P0?0J|s};WsJHYn92~UbC?{{FTU^pd>Eumfk{x-gw z?dMPkFDj;3+NGPhHvmj*vB83zGG;8}`OQ$`}Sg}P> zlL9+d38_%%N>h1^Npnt_^bLdp^I=YU@tnlb5HzPxiz4z9^YSxa3WLji2#LnX)lXng zNC!7_M0znk(sU_LG@LxxRIv*;^S1kCT9t0t8A|p~-H){x0}tJB;g5?b5 zt@y0-#mw)&c7pl~&IIUbeiwi5`jki;_|iWmk4)T1zau8tzF2Twr+;pTz})f%bO9^qgOjlXYb3h` z)QSqno2`>OqO@4ds3VOI|9&2SdOoL|zW*>zBZcDn1bD9HqLpgfZoB!n>&yf2)KT&_ z2NpHc$xEyFufO#jYH0sP>)Don@!6RJxX8;v16E?{#vSu{$lC2KN+$FwLJTk)rKwh|rlmOGT$epmuFuU13sbG)}qQ=?B@s8NqRjM67xoQmjEsbsQPz&`M>f7SoX5ax3Z%AY7kn14-$T z>p={x65g%k{dG{Pv0)ZG^dH3t(O>2Zr^WIae7T(t>czvOsEnYESt=ur>&w;F!zNW=@T z;)kj@W({l|w2NxzNF94Q9qtdl>G1<9XY;x0te6&t?%nC*u{tOr931Z;+HP&u-(_&j z!L_$K!0SwiLC=|`@&?1B%U05X>@doawQs3=LE8L6<~vu4Q8e#SQ6R@7VC4@} zEA(|d+Ksw-&l|IKVAESUF^GWei{pFUGgq!x!FS^`pF}TY_tyh8nOR&k(V28gyo#Ni zMe1GSSUMHj8mg!p?;ETW{x0rwzO4w^@M}nywPh{?B+)Kzk0Iey*Az;rn0Nqt79tmgBlTu zTB(FA2RAn?FSY1C^cshX?!1`pa^WC%Z`J!}PH`xx^#8NW?io#)%<`g36by9RdhviwDid59>uq#|2c?pJ1X* z>|S;UV}onTA|^TKa>;HtmV)bI4{GYn-OJ8=sOcED6$=0Us{NUB&pO3dgQ8d0&kbj# zm%eY<$kIi}#OX!Usol>9xB{_;%eB-zt@r(MuMvSaIBt9M*LGoh*-#ss-Pr>b{0kiG zw5e~n>4Lt!Vfx5&7u#^H_;xcKdHXa*udtIzdxf_w6eB zf@gK@`FO|Qk*?>hfz%?9m@Av1#2N}t?gt#0J_;_aw2~(ARg*HL3RY^G25=R7X(|_G zS>iWfI~L4W*`tjuAzp7M109{PL=G7oD4VS_JnVg*;|WN4`{>BP5H{bB9bocv#eM3v z7D!gJfGMEaKSnD349A8T!U>?_SbbI#v(iv9nN%AChF~4@u9cVSO(2hmM}A$@+=_tT zvuMNSRAVMeyqvk(o6EXB2g$#^N7}Wm1ubjiJLkG*o%r?zW8S!*hJG57l#{V)q>Iv} zXQmf1y0C=bA4r74x-NQZ;fMyxK5ifAgew?oHhYwWs~Pt{R$#=+I2C6o$DLP@y#iIM zBb1*t=G?eaD@G8xX)r`{_R&%7+r;=Xa+$=$OZQdb+0ut?5#!1Irs~gbi;mF8!~4bt zExLa5{09c*GXh{5N^llPw=e!?>ZK_*q`V;UmRfIW$(>qRB})(PLVa+s z2t_7vARVmshz)%Dq>R9i7kK98Z*9V<>hW0)@!M*VmQfz%$a#~JkB(4w^(zN+#|{VV zj{fe7lsm*eLHuT7A?JnaXh01WjRIK#@~*0!aWwS+|NI$TG~@U5G^t7FQ_RzsZOI}j z$%Tro-Q)5q!$Z{YCMF&o?`ab3wQ$xpN?;RfFk9RPRXEln^)Aru47fhqb+eJ{wNa*I z8MBmE3ndmUm+x>!o6Xz?Ns8W_nWR3IB_~q9Z?$VBmogiU#+VgfXY1xhMK{;7X zY9`Mtv=HnYKmhCvmO`=3>2Q1b2gxs}sixY|?+ZCbD@@btGD^lGT&L?V#y;EY+zW$Y zs0Xodc3Ta)^Xvd%j!y>^=Y_jc6NIdiIMJLoJDty7TgRI{#~}NzQam};J#cm^+DCTj zIkuFi@+>CQHzd;S243wjor{w*OUAp;C^JBzjQ&^&G`F0Ky%`W%S@2~Rmb=OHRpK>B zP@(cs2E(X`j5ylXcc`@=;~R4bqeDLs%zy^z<|S3l&GC5;EdJXOMLk2sihOi}j744Z z11F8AAN}7{!~gJa{{N@;8UL4!`+o#U`g%Dw-};i;`-xo@Sm<Q zvt&vY?1Kv|8jH)arK@auj$_!{nRhqt7uwm#9rREG!EQC;mhJ>hy?|hQxT{m6WwU7e z+x{6V*e}$eaQSA?t&D-kW8TL9Zg*Z|8#DvXd&h>}bQ=Q6K&Js$9q)?i3gSgBL3sIk zF2=MAq_dsQ(FqRx5jF~w&+}?6!U-^_P_Ub)XYgt?4u{L2_}!~A=i9t%WVW_90HL6F z$8{FK)-_6OlLpJCjhkMO{lbQgnZAE^WP56TZise%$hPJaluM)BOT0YCOgx{O+^dwZ6On)+;t!D!Gpw+Kjxd(0i&N^tDWg&Gpa=x4k9ohr2sr^R_8+hb~V8Vd&% z!}JsZ-SG4T_vGptjq`)9)W=WXLqEK)36Hefyc*9m45lB{aHs)cP23up6%#8cW@yw1 zsXk(j_zKFJkrgB>(kH?vWTxNLu&I7More`HD{5xw#0aWBWX;eTq7_*ylx9rTu&Vy= z8m2YPiGR%ytA1Af%o?gS)=4mj5p6owNvwyyZaUjZ(7T~;Iv;8{h{1q5IBH~w0V6eb z)NoN@?h+jAe7-XHw8f6nzO+7dQ!Q_>&8zsUk{AUE!a9cI1hR)#W zzDweLqWJ`^A#s95&xEJh>AKFSGso)R-ph|#6`kL|H2Isya)UOW>%nXG+h)$c9bsZ| zc%Grp+$LPZE4weW=d!prB-bnjt5D~r=RrFrd9FWC_IP!?Ha<8Xri!Y`K+oZ>#eJ7- z9eOini*vmOg=+{`bFKiczgK;ozwZDMKy1)oF7ej#JNX|2LZF|6o>)qVdwZg>yO;!w z9Iq#Z;V2Fn&yJ|?8TQ3#nqH_ zExuK$Hs!qOT4H$I=d8KU_^jn86{#Oua}Tf@eKCZ`db|)EyRCMsKZ>EvZZcJ_J924x zG;aYSdN`?x8wpO`IBXrv*ql3_Sh6$vz#e;t_P(;gXM}N4@9$rX7PX92oKXVboA{fd zX{Kc+CkpQmgXzdD;n1e>?v@1E0cfMA!(-z}2N{CQK+o>}r=t}Cfw2i=qf<+XQArwW zeh7wW`w0@0$-t2Q{hpv3J>eoucWYn&%67K8y-87L{d>d?DxG^Mqi82-rp;`mv4HKG zG4z?tpw>6FL198MC3e+&T}*kPs`exUn>|-JJqfIa@KUg5TL+gw&lW5{J8c$h%DZH4PNnkmkQ0Y;2_~G& zXcQQryQT959Jk`yvr`%)Z2YW=G3WLTLTa%3N(@$aa|J25M5vzS>%i@ezXrE`u+0~T z7MdC0;Y;|lw1%_Id2>}HZf&4l>x`?kpQ?1ov68}~nPLuv$#m}pHb+Vo z=w&m37!Qy66Uq(d`;EIQ#D(d^uw46x?!dMC4ylp1@uEVL8yq8hu*X7M&Dmd3@!Wsgw-C=K(` z*0YFCNX&4J-*>?q&w}Iye1(ntl~RCWI-$`+i^IJ+ktJ!bwiV2b(GZTP$y*`;Ej^fp zSnXcik~tP)b5*#6*7s2VPM}swxRtun4W-;x^NF%Gk8(O%+cL|GK@c$MjOQ|K>A=dO zKHa$C*)k3yi1sL0HwJYq!b4!Vz??YTfRF6R;_EzkM2?1_gg&ZilB3x1Zi&C&tAI3U> zeN%!h*b16g8ncw%h$>tbJP66Vh)>&vEEUH*^xV`)8+%C4ChDyGnsd4r$9OXT9Iegu zW%F=Kp00I*ZrMCR(S^QnK-%rp=_pF) z^lEsX{0nt?N`HKn|5cX=_{br}8osBw zL~h|DFJW&lpA5IO)r%4L*D~qx4BN-EA=O6I=r@y?we%-2>eb0UPagks+pWj%&^H_b zmN`-83-8OcVnpuq=YkBP;xC&v*o^a(P`;%x2VS5y58@G9y}VP}8_THE1Ax1}H+arI)iDv`p#EB5B-*%VV$lYM#I_b05|j z<~}(XRLCe8iKq9fZ~n%JT$Nks;H|kQqFXUdV$cL(yHh4971;!B~w7JGKnxQ8q(zp@RVDvhjY(Q_o|-;KMt875fHUd3Mv(}rtWtV z7j`&*YBIh16vn9+W+Y_MjO`OJN@R8fO;!kD|NJ*grOd6q@k^(+!cKcBE*5LNaK7W`J%kV9hpo!qy)nZ00^#xQGeB!eKKduLsPu1IVy zkIyJ;U>kjQbWHT!UBUPLMjN<^aAS2MCG*jmra3^zm&?0{;N~tAv($8(vOXKu0dNC( zg^eb=s%Vj4!~p|oZL5&71W&KixrU;YqBwASVJ%%(Fez_RfOOspy@OFDmtW+R4EZ?O zRF&SGcCc6gb9W7%lz@YJJ|!1CS54XK5;BI`Lm)RzMWHFG7mOFq$e`?{RxzvtD-0&X z@9nHNN5<=E+G0Y-9E7w1NB$lg%*`2jl_>B%$J41`7`mzGO|noS%`2wjh?uf&y+6k_ z59CR=T93qFLIgQ3w*Re9=fMmw@eHdMMgDO1*1s~qrwxEQSWJFjEDiiyOnkQ2&I|6! z8KP54_SrIP6dsRF$T@UXAU*MMGQ7dGgV%|u%Yqb) zJ=)};9%^mLFW2MYkjD<#Dh%Y;0n9DXoe(P72uFhm^p!!BMWu3M6a%2&_twXkF1k=R zFQMh$Irtm?WIq^B2#7tjsTpZszV%VV0 zU+2H22ulI5)9Gg{jjzi;A>mmr3_maI^P#pR^zp~VDC)}QCz#^Ynq+P3i?Nf+XeMHU zJ_Kb9Ha7-ZR#H|{)6-KDx_?LXC++5R-Nh4lWq_)GtB@$2=cTfRK!`em%WWRc6{5eP z(*`#+HOAup2yCViDG&7GhrejUJndBDHAp2PqzaD^laiLvm&4!;?5F&y<3#nnI+)5 zdg9I1g+qEtf6flZu6)3T(l&29x04ak{jNJ}6gGq~9S}I7MrlisnXhgU zA^p(<_BcOmj0)lQV!Em^y0+9efRX+Z_!9j}SPUwa3Jf5n3=s*qHjC%;Lu3P=A&nMY z+BE`1K>%)rX4GqI!gXccG=^W(n|X-Q1f={~hlrDtlbbAXde-Q$0OX|i3AEa*6W{6T zI>!PKX7+Y-qn4QjT-^e{16}-* zk<$AKL^76H2Vl7xT? zdo%f7my(N-jgBx(d!UAR{xCyp=Ga*9s0_RzlKbwhs4T#C;s{LVR&N;6Hp`;{bh5Wu*)K<$A%9T>q2ap~!{S}spl(jDNKSrkU!3@; z>ZuK(p6TmoLx`$% zL{`N*1xfu_R-+z!cUT8LUwgjI(AUv!HVwUO(#G&zNtk3lgh47*=1*@ko`Nf;^1tQM zA-FY?=wol0RfjzFQ9CYki(}MB)@CT&bL*_#fNsxqdzorSc%)Ri1U{TkWKS4Dy1yw2 zzTN$#1Lwe3pbdDrO+lV^0D$YL+IvCh>I(zgH&T1R^L|MfX!$PK*cN-Ajt-)mt7-ZR zHjQJO1fzFmeqTN9NYK$nGYp!*#0mda^Z+ZKyG2^6$i&{9neter}F}xXU z9<5bg8dC5`YOu{F$j~I?x?xsuE4Za~xjFv!0-?R+lwUH|!Ds6f4BbJB#h&?5w5IZM z=9f@v0}9B^yAam~Zfi*sb3mLtDHY39h+{PTN0O#M7s>v^NfqZEXGw?PX7aC0ZfK|T z7#1JXaJ0}y!BlO6Jx`t3zKy5{fCgF&=Z1te@{}l)`Lr>Hd9XYYr1)--Gf(jG`f$cm z!(@M2A{C1%m>hAvfhLxw4b~{&B5&n!mZup@*gqJ4R3cY;I*qMavzhK%L^qMNLKab^ z!(IEj562g*A+6aVP8u%YFO$YRy{Jr{!AyKYT1{PM#bIQt9Ydlr^}>Yhr$WdrkTB>) ztVry(u>`cUg4-8%kIVQRpk$9fj!%7yY@PSJE(!BA`738;e)AD1q(QOcuE4v&0- z+7w);?V^EuuTHh~^{jI``sf>r2gb z>re`*VMY!Bv86sI*26$TK^dXWB*JRSc0?Y} zB&5SLPNRnbZuW63DTpLUGF3@SVQW-KpYfOT6&&!KZ zo5s113{mZynu8XH7pdv*3fMk}_(D~T3b2ae62g74=BQnh)uZcG86w2s6X4`~l44F4 zFia<__~QY}Q#4fpV)6uJULqU>g7xCH%C6hi(<`-ckG`vyd zp7lociYpT@l-IKJ%c}&&%qdzDAr4*&IAsJwGTP1Q6ou%1%ndtxH0yXbg}D#`rKjgF zMHlWtqD|}5d$w}K2>N_*XA)vNCaaJZm(v5=$CytMixDjdh1}uHD^6#!uL_kWy0 zh+g;Cy{1oU%3X7O2jaU7yQL3z_=FOUOgpw#c0E_|&_D+_`|wa`W}Ds2v48q0=rUbp zOc{+iW`!fuIKS{vKoU8s6@CGqgiWbxYR1@~x8{fZa7O2@TW)BUEpJdZ&;z|gKyC7s zuBC?Wj}B}w4t`m`>zb73vY(eA?xE6Y>T$M752>5M4@G4`GK+Y)neyZ?ami%o=r+jk;`pe~K4x8Eza@qins(8fST>8t-~4VArm&5@V@{vO z(+NDH4DS?Dn){k!AL_)?f2OUHXjw34l9H8KuNTWn3-PPZ54@B86w>TIuNql$6(_ui zcXA~>3Ps8I7|uTBiBNIxcqrTCv#7?o(^CyIV_mR!X6F>}FCT7R*ahBj9BC53F`v)= z9qbc&2W>y@OY|gF1$(zS4)LMCK8+!j8nPOgynOiwFGD&fs&Hm};NJYLP&qpi<LCX9SO-YVWi;j*@&|mK{Jh`;)!0BN-g5z{> zVVCR*MF^(bVH%^l-_lL*FpJ`k=1`J^3DWf_*~;?jaANZ$D*QP^sZ;^n(TIzSSi>;- z+A~4PY5I6Qw<#v^2a?c#K)9y=nfQ>Ciy1n%EafGK5JGs(6$3h=#$)cPz|*G(N)TH6 zbRZc7C&haM_y%zolL)LL)_-nrp$3KwK^^V!!$30yR)^suOe_1g=}TIo@jLJoYJgq* zvgh4PP9{TQ5mrzF{=iiF>*!`PMed!6@w>kg0_#mD?`V4Z=yNz#eJmeiE!RMhi9%;| z7?%DEzob$zE#qzg8fFA(YxxpwJ8HAi3iMFAV_o*GYoQc2tPqD)DxDe2M3N>Xngtq~ z#vQ3H1^$1O{X?)Q;kLAmu4&u0ZQHhO+qSu;ZQHhO+qOObb#H6$h%67l}ZDboG<-F=)%Cii}meG|_;V-aSZLSVQqXN|;JnL2iTc-!#fUvi|`OJ6 z{^DzK&ggV{E4@?+*%$^jA)-Ko#M2kM41*Y>DGZb7M|Z~lPBO-ZXA zFAjG+1v;aKKJcM3tE~DKUQ;z)XW9Ek*Wuxjoh-f!oO}-eG8;SzKZ0a1w;TLbPS7k* zVhU0~Z3uK}Bi!xMQeh%Ta1|m%!9A*2euv6>_s$rg%MA&FA39`oE`N9S)pU*Jf8q^U zZKR5HYlZ0S9!HB@R-z5IIocnfjchu2C=Z2$8*>2;MJfnqZP8>g<5+0)+6jtiAPyG=5>z~_S9om88@;V)aNvyhGlNqqH z%vi!OHc%$q%qcR150MdDGzXw|snobo#w~PjTfLs3`(i5ff=Wz95}R5A3~A#*aWIFR z6e%|JZigf2HieWCt91uiuY#qcBWQBD$moQ@{>QWLo*ZM9;#m?U89&N(K|PdJZ5PId znl1H@S>~vf1WGR55mNgCfutJN2qEOmPLI=R|3pQPwvp7n?_-@P&J|rz@GoaJt1f&_ z6P23T@TfdP#CH5<--CYrO-eevmRO4h5bUNKxWcl44jiyd~-B*KZqaoiXv_xyw zp9`AG&zg-cMI2i2+RB3_l_xq=S;3ivbEO9;3L%^CbwB!DzgV;JMGz2~431DdTb3osLh0jA`4*KW}LdlC$f?$B0eYN+EGNp?bQ>4N(p$S}leRhY| zQn&G5zZsKRCFGpJl1pVuNNEJ(MEF8LHB$4{!kR?_*{K5l-jdvz z_B5v9L93fQ8UI>ht7_`K73t#wG9uiD8gJrp(e0lp)e8eduZiEY>v->;IZ`hs$E z%IN&D0elM3k?NgfU3j)p5RzKYV$nZQ1aRKEN~0*j5|-Zu4Q~B|RVA}s9HYy%Qnhtb zBW;oaxKac*PxSZMGq_&-A=ged;#vNSY`&Y+{q@$)7yQ$eBW`)Olk9Z9uwM3e!>V8#UN zT%qg{l=#Dr<@qbq=`g}4{hpS(;>{j4;w8hpJd=}xIWXaPIH`ycQ057t$`df zgsd_AXkC=|oj=bHAqP^seEuTII-nLRei10%e7f(q_}(7RH)Y8h3S#~6{`IrRM7;IN zGG2L*l)?xxsJyId%`n8{UnXQrcphd;`1>`zsHf5Wu*D)OT@LH@!2uQXYEwuLPr{6CTRz9-yl{=`>`LBl=)}vA&k9)^v{470mrm^ph zU3K+T-z-HaKsyE~#Nx1}jehG)o|an8WN{5>^^AAFbhfNtix!(v6t7Tf{_5o-(?W;O z10EC*6Z`){2mZrU`+u_uO#juS`Tt`R*7Ws$-+z1jxOTt4Ut<6u(J}V?g8<0(0RNC# zL+byp2mOaD>;IKeU}gI+$FPo~g1C|bde7+fj?RTG=ki`D7LRh6 zlW)&2-znej>mV3-bH<-P$gG?l+b-RLafbnYY#qS+UoxXUoht2?{UUAXjG)%|bqM;j zU`~|Ynl@{XkT`tk$@%9l>3yPF0L6ww$SQ@Z`#f)t|7u`rCzla z;`9pH2%YR~anbaQvs^z?EFE5;z`ImrY;Q|q))nQl#z%w|!H;n)2Zx3O3q1p1kOcMi z?S)%FNrL+r1v1bi+y48m2{$bchrdvWkffT=iU;LGBvk0@*)JH{HNTJXjzz-)RG2@9 z+#OFWHkun^5d1@EYd*wkZMI+RZd1YHYxiu~lTLT z;lO1Af(I^0R}`suq{7oUV2JZwm_Q|}blMyS{1Dl?+$;oF{P|8YQj!F%Bw zFDVZ!_?J48EzHwjhDM5jcYTERt#*my=|TA=VkxOy+w+XK=}Io~>>GRlFsdZZjy4oZ zDV4!Y%2Ek0qsN}&*}(V)J2+%Y43&US^hW3hCSQZ1>V0>nwOm}gZ&z~&Z5-sGVw7pM z%EPfyU6BMODQUtZu2$o5sN(!^vFnt{WAgzj#IRVJeD63a(tVTBgNwTxp4?gnJJR4DOuh+0*2S;{-F++7z`EJn8yyY|t`^&wjb=6~rJ97t$YDiY1ic(O@>G)_n}FW$UMcG8F*>m{xS6G6 zg(C)Il!SmP(G|itqRYQ9V@_j_V^CvJV^U+R##{|ZVU3Tns znC@A%0|imYg!zIfO**){VauEi_DDbE+Q4F8*F7Ed(3|3)pymdO-?7`Ec7zw77$}KG zKCXc?Bm2SH1&HX+v128f>eUK22>RjzV?p`MAKVg<=wm%G{U@VDD!W1RCG;KOg(wXY z;Y-(_yggC6y|>e=+&*N*X0!3(LOxJN?|;m>*Tq|)gXw^xcM1+5W4Ln1`{A(YTw+M~ zyHb>nlHbzj6W`9?e!TbS*Qbp))+dgPMH4{qx~Frv`P%s@?ZOFUADnhV7U?89>8%H$EooL(K>>jN8PK+SqYo%&6aN%kFn#uO5* z95kRu#K^>LRXzMH8azbf{E0^=*geDI;f)Rpy#|Rn5?~qwO5-fDy)=)5$(p>}mEDzb zIyZTGKuK-+q3Sv<++|^${bgzc8g@(JM{XF3Z+&V)HOYv;)bu9MfKL~Ow*sFop! zOD%gp@4pU%I=x7{(O}5jJhBUj+7oQ^PrIh4<{b_MUp&6)-8>f6VUHJPu_~$MmP|J3!dEe^~ytz}j z)>s}VxuOAU*s?9@!UcMXwybYL@MU6EW#ViD8Jkca%(;KeeqdKhUc}Xc%@Y!P_6P-- zZSO3O^T!xg9a8sn`duXnsaTAHFkt6==y_ltnq#LX_t2&MgNva7PMu|di~*^xd^u%q zf9}3^0BjT4p4-cwJp&lweIy#OYqg9hCv~jm2?oKQg}tYywlLO|Ad)SU{GJj?mL*Wx z!iT^mJN*ive$z@kGwX5?WVGoas&=(mnHpGzxa5e13n$k1QEfiDOUKsKSEG62&>kqL zZ5GxX<6XD?X36jH9>4wCt^llK$Bwg@=onl_KbG&6^!?t8$y3nec~vvfWltK2Ixe(5 zUS2M!NpK)gF6PGq&X8P_1TfRsc$|o>Vg>P(J0GTzgk67S>)KMlc=1+#U`t@K;)fU@ zQhwfPo)(Anlw`?Z%#q5>qtc@@7YvB0NJn4Uwq78X@{K6Z`mv3<-LRpGK(lfM^)!y+ zlb;JB>g#(%D}Idcm<4Pgs_0zBcubaU8|*b)FzwTRK$(t?oT@rABZ=y|p?Tz}R-D{p z3DS!2 zeVTIBDh@N%P~g*GNJt*&YD!Riur*9@;k3Gs&5^lEdr4Vc@5Kt<&i8vKf*{N*(?O$^ z5p2)wkF9wT)J#+kiC$DLF76QBYBgH|D@=x{URWnx18)E?YZr*#aff$L8W_|nAdA55 zDfu)*mU_tiI&Jm!BKDQ->?=}JEtzjy&ZGscx+g}Y zNb0ap4wl@2?$UAqE-i*8w_&O$qLTD?|Hg4K?Wo)~&d^bvWEIQIi3(D@%!2|`F^=v# zk1a)*K$WBW_(r%XWo3#A+G(EJ^Ut#pu3O_cT?oJ5NChV?HZCW8EmpC z5iYGU#Fd{cm8V41faj4YI_To@&8DOK%in-1pGI@PBI42z}} znX5Ka>V3sQkaxRJgmPA)n!vnB>fMj=TZwh$nDg$~XQv}o@H-|X8-IVv@fpbN7)J*} zkT(kC!TS4`{`F^P@plCS46t%Hy$&-{@$d%LCmWnB4=)@Vb=gej*6aj#j zaP_yus?%bb>Q*wC*6pEP&9PnLs<8B7!tl7OmqUuD~ANI zST4IX-p=?;qInHiBHFcc3HL5;xkDV)F3m^pa$Orj2fStco9Cs!S5%GnD(4l;+~&Aq zE=}9L<`}~BKJO+@$RMd|dI%|IB*dKt-jrC4COeSiaHZ;cxnC6|7OM=;7X3-o{&pi| z@=J|Bn+~kw;U1x=n@_3|vZ3=QlO&$$gk;AuB1`H30)Jr^@Pp$6(2|XdnpGOF%mU`0 zb=~&>*n0u%QKY;6>BFfHC3Xgfhn3kEhz|&MNnD!Hi>5uM=C>Dm!y{NXkAk=vP^%h{ zYe9qY!GliwoMgeh5kiRxLWz%jAI`}zEXUWSRZ{AUkJJN~Ju`0F#tz;0ROjoT_;mmJ z&td4c@f*BrsKlFgj^lpcE2qj+t>Uq#DH-0)#K3OU#mdV zJk|(_45nl&YPO9??DOX6Vipe?--g4q&c;qR%$jHac6;T%5_au5WmS>{iw+S-d2^4Jt)LXn5MsBkwkBp#Ho&rj)HE*tC zXh2+o*VGWv2Q~_k*tkAmLO3+YV}3c@%>J_iYirfjeTAzGM13 z$JeEE^^LbGR`kKVAV+=ud_!fPy7e9{{+WfMtS!I%wzRroug`O+cydR`#`u>u;rm4=6Fkz3pCBLgu7nup?uVOv>Tr@V zh%*Qu%va`RKI_RwMQU}P~ z$5%%)cEXStRzkGw|LsSo^(qQm;D3oZ)RW?l6jbLzUbBDJb@+=6U zVEo~FKvv$b>c~s4;wSjEYq*i)58|#0{iuIO4&2A(I7dL`_C^UG1k-QiZ5Sx@f^3zj z{#DuAFwV)#xPn|9#Hb7IFG?0iHWVm5FcI+p=}ZshtT=rD{~UXSHzzEPb>l|%+fzGd zyCiGQlr)qanz#~ihRIlwz^ZmrjtwST`ei3n)y{b&wGD$~qb}fuk8pAA58m~A(Z$4d zX@xORWTYdzm>SBZuM~__LiYzpS}&-yLfp%EU`%NC^1!=x4CpeVvZLOPYH3A>qH8Q7 z0mit?xK!&_m*f_#?sl@BF3W&U$&X%HXVLbCg|j+C!|m1k>uv~AW@4&HeC_H5@mZ2B zmgq5W%j}m=-ipB=kuBCn3rbNMEuFw8wPzS&8~RGdvb*4l>%eFFIS5QmU$vy)>Nk$2 zW^m3;Wqs<0fdtH0LD`E#QbBj33jfC;P5Hnkf6ZGRW2e{%k{CrPuE< zQkxddh23y?i;tcCPA608yXU>VZi%T`UbmmLxwoEpnJ5_JhK=iqN)1N~1Ir@o2mh`b zjuHo42U`t+RSS0;kemTIfDC||eFY)bn#cltgZX4)jOPql0cm5qu4LTN66mi|18bd2 z$f!|12H5Rl(mC<;`IM%V?^vk_kJ|30-c!t|bb-UBGWs%x5bAXGxkhyQrC(&dBI_br z!&D8!A&%wR?Yi2OiKr-%rX3AYJ_OhIUH85hJ@|22*=3Dk)kAMJP10- zB_x`OEy_(Q6q;GYn(56nz2XFusXf%1nZ%l8bSe>0E#*n?1yuuAcT<`cs{3ahXCMP+ zmFfv9@kEpp2*nX>;Sje#h1FFQS z;UbeeI;o_Zn#$y8#p10IP$q^7h6UoJs8Pg@9`|1uOh+c|5+cRzOpary>(PN^UdBuV zaU`@lkFJ`A6Okl#-T#aLqU=-^l)t@ z4W+@7NaNy0Pz`1;L@%7rMR4EXY^ES3Bo4L*Y!sR5yjX|QN7DP6yeK2hf?x#;g_W{H zgG2BA~=*-NV11LZmoiQ_WiAf6&^-zz{mrWx(MMtbNlI zAC$9Zgtr>j#{M9sje$+MHf}$}g`f>4okS~UG$u*-x#kZWG6Z3ObD^#E+cs|64^@X5 zlqW!JTiu1nr~z}ZFOKxeckpq^DQGHhX)X|zf%Pt)x~yHZ;-_vys?>=$kkZK&5-4W= z?N>Rh=)5PvC2|)$+!Vvkat+)iv7)0+8i$11G||zyzSap`J1>1XeEj5azOX0gl|5Ys zch;v*e-8J!)50_%DFWw+QBwocy=%j62Iq6n5?#LnCg6(9)(Mo(s%|IOhbYJAKqJIy1&!vh53WI7U)3Sd;+kxfhu@_i>2(-f?7J@W@A?V;6 z8W~pOc(O_qeDBgY>F_1+$ykMTZP$OUP{YTQ2dGV!$JhuF#q?-DxzGsw0<^6?uZa4vdy=O;PyxC=M|`HPxgWCzA1F3Z``{r-SK;!6?wMK_J-Fd zV$b<8S&2?YPB$?Njrta{8MHIDSg07^`6;j$4s^eeF%4unWhr6mI2AvR03~2x|Q{#b1>j>oz9!Ltewz;;9`*)`I|-Ru$%aUi9023OYpy9nsaL4 z>4n@RXIQ|vbzE6D9VI`BdV}!J#!Hl$j#uk-2*h=wDI}9K6ytxI(04fUIS=bNt6cmK z@LqvAH#SvpJX8>cMk>*Mp~N5=Jnw*F(LzB=N^iPcy!_M7VRt;uj&~36kdSQl58u}L z=&}15$JX=KqBlI&Vn$za(3%DTjN~H^#3)<)KS8dO`%8FszRj58rc6i~{fytFAr>R& zb8jFSPCvce8|Z)Tsj=`_2SrtGURW?lIg0vT8b?Hr4cY*v?Yloudj*iN1LrK4vVgGk zks^ov(EB8SuJ*CN9uwog$xQDB|gU3BfT<2CT!JFV*9=fvEe>g!LfV7q-3 zbJJeA-@JmK9CmD@s>SOlO-fv-^0W~p(e?^unGg1l13o+g*i)lYIVm2V*xp9P+&&L@ zJ%XS4BwrKK>JO8>DOR;hbShUaV(j9LgVT_220Od6&EN{%KQ7XvPWQZmM|qu+{po+2 zIha_z^>uKt3{Hx^E!_Q~989Lvszx38un0DpOBR2}j1x$g5+Aq!0?s9E~1PvIol& zd7QCccTVPfy+h#G1;15BiUWlz!BF9Cll!hT8-T%ElG_mNFH!cT`S4Kt30)!$PZ}5x zsPA5Eho>u;?2&2)PVKAj3tMVuT46#P=jC;sEEhXlNa(}-xkBE)*Wqs<>cbjc9YV7Q zXYX)2W#l2vhh|jF1@i9&rToaqL*#)_6A>8_#atCOtfPKh_$gtM)Dm6(*=M&QSTjo@ zw);VnwvX>Z7nzq-fab@|8ETAm$24Y$k@`!WD#KGmGgnMo1Z>!AJ2K|Y+*jrJeSo+m zL-hSE2VJAaIW##g=cz@7A)l;7;?pjL;o(9K%rE06dvDq+FT-8*uzetI3hm6Y&2kXwKYxn3$K`C`>zK8= zRON+YmaR!G9Fe2QZt|gTt^U9tu!F_2DK$UOX_f{(WD%O925#Oow9kWVMHdEiYi%@Q(Go+k z4xDUtSznLS*l-NpPBywo7Atp$zQwiVu;<6ImvDsxrfS7K3H-r)!Ut{FP%6Z1rYcU= zgiiObh@iS0blrr}iIv4qVRGZE*UCn%U=19l3jP3kW04E%ty6N$V#gXlx^w>OvL6@V zt(rD+m#lxPp7!9V16*qDlR@Xgc|IfG;rDR8y|K2vf^qQxEP`*9(x*9hMz!QRulKp? z)U!Xkf2#ZfWhn!u6XNp?XlTEpwHI_!2?`80D4vivB!9*mH%2YA*m7h^QdvfN>IrL( z4rNTaa1@AH!JYg@cjE0Q?A3!Y6<|@P@l;Wm2z9Zj1FHC%1LHNz+zzYR3jpJ9ej^a~ zwgB*{&*r%*zI{kZo&6^W@)RNJS8Lx<04iA-;a zRK$or-hs3;v62ab+mCovp0b`Ocu-?a+&Hpp0*;5A9YI1W2eqkO+!S9J&tx|MkHa&} zwJZ(WA0AKEDM%&Qkkw4*-Txf z4{xd=joZ9_0LOlP!Ru;TJgsVc7Z-A1zSMsimpNskpxy6a+pmV4&TtL}ptkix7( zTFgj7$KgZ6IXc*w5KC)VLZ6s!mTs0XL&^v54XEa-``PH{BiA41FB{Bj`GAfinh!8# z+9=R2Ax%v6=br#h%(mh4{A#a^g)5}Vx`6olsONDAGtKI#xb{O}@e+44P<3+{#>cn5 z0L2GDFV`ev(+ zkUoV>k?5aRgb=#GWwix}mRbZCHZ4(cVM`hBX})Q8$MDr|V!r#g=jRZHOuY02l5;@B zoPVjiqnCmh?Cs~+3}ah2sUf1rS|+}W_WEl=KV4#SyLq?H@1MJiJ6KL#DglQvV3fsgEVFDf-qr7(mr4v2hI*|U^(6e zjmr_f5!s1Wf&L=eeWN$t`CP<$70U_bvgGkbwLJ8Rj&QI3_x^_NQiMiQ;e6}t`q{?$ zrWki=`-GOn5N-WMF?qIz5@Sq52J38=T$cI@5Ly1@;`zBS*xhAPWz3bEK;A|vVRO+~ zMI!!5`(LZ1cFX}8cM}~K|FyQBbmv{&-#Ol_C7mw=87l3-Z@d;a!rRYp5wLtT*Bk2# z*r#_s0`_6sRrtgl(_5}Eu34wE$0w<;7o0p~`eW@AlF-2^qXIpS#}ymwkYE4N17d=5 zRWV3dLhOE$(wuI=0|B{v0v!gq4g#<1e_C4|M9XtO%9@g24M*BD#8|E8~g=l`;;n{96U<8Dl*f*Qx3u~52PSa z`)}*x)^217S^%~MBb&N;?%c^UlU5Ip^x50F^Zmb?UpfAR$@#yP43__ff5g9Mhv@(O zF{FS35(3gSfeeI(jwUCJesV4bgmr*m<|V49H6qy4`v3w!T#}@B{PXAi5-9F}$teGU zMEt)h9shu!|9YtyPcUud)sGkIy2i5biMA9CC(sy@`n-AbD}+LFa!X_p1%db-)Rd6o ztA$VM?$;fJ`qu<~jV0nr1tdFW5e7?X=61IBTjH?a*UuS1$ak_=-(A&zA_vE@&+e(u zjv0aiDQS{8F=pfZjxH{_pV>}UHLh;{PYtBdp{GH@9jIL>urNfHcpWn$DHfEHbdxDz z*VL4{o$115_;c^%?_A_=9=XB+`GWN<;?A&zk(FCvqxF zT9!D^unakxyq)5IhLN(@vf(8}ON{0$O@Zp7ol;eW%5s(@nC4hbxphU?B~VKu6FHj# zRwb=6xbo^H)`@@(+3P&)^6VvAOSa~)4Ji&K+9lqJf2*`D3b=o9%q8CBdJ}OErGWpU zn8Ow2B`KpL=}A$E;$W6QgRZ5^$S;1w-H9Up*3Qq42#ml!i%DlW z!HPmbwTzNW(~u^5w7$x!@2Hn6Qe8-JI5~8Uj>6^h@m>jjN0OCc&P`*zN1m(;piT)H zvz2Q|KVmvxWa~l*xtNR7x0$*8DMli#6ppET=dfl)P0%bF9tUAqCugEaQk%RJ&zJNj z*DZWb1rfc+y~oB~*P>Y=e{UkDWu>5?&44lAo1CX}7QxwFs5t0u+whApK+yRtS(6(6 z1Y5dC*`jmy0NNecN2ybaB%90aD>Zy1&JKdLJ*S>ICy<;ChBB#MKn1CFjhUR0=HH`h zZ~n&OcG+e2b>VkW*0E6XEk!-HXjZ`x*HWB1o$P7b>kS>WQo1kGX;dd&Imy_j%ieCU zE=6dZ=sl7CAka{P*_9OiDpej2YZt>WVPBX`my2KT#9{Y->6A@N8BP}(A{!aNy-Q9R zJu0>MTi~tZWe*{*Mv8oldaBx>;r-|vEarzlV?O7*Fm>{H-P6-$=bg90N`!83k-@H) zI6^j|Jdbd3H&ApS3@fZf-z2sd+vOmk|2Oik$CR3qplWSwUX67Gqtnx z^p8P+EoABU_V?q_8)12|3_K$TSw8{o2@Z13PzZdpoaMQ}VW)I?Y|M@*31o`SPp9jx zu75qQxHl+I{7i8}FvW+4pHB1MY}iOAYVqgdgufK#yC4v=qb}>$gDgDxW%g)w3hspi z{8xFd7yzfq!@e}WgRMCn=7POfdGYsh{_x(05&ruPh(2q&O~dMXrRL7p8FV{EyWRVK zBYU!PSL7th#eU`vQJ~HDsx>gRut_67M$BE2)UPf%BqZTusSuXtOx?$#vtuk)uO2n308QBOT;hwC<1=@jfk&I56B~B2_?p1mx+?)rTF8!!7RDiQ zTI&sKD!3KzXT|CHuv<#1ZEPyK3{?Y6PiGi_jN@pS9%QTBbswEF^}^@}y8`X9HwQpbY=dQfYFXz-UlbfY%1 zG;uB<%r9=_pPw9>ew(lhEiHr|!-rJXL6=ag60E@}&+?h?x=CLX|6H-g0vH~rYVeV^T?#K{n8i6MqFbA~U2$_!GZI9{wn>2X2#fdw@W53VA700 zZY9!VZDyj>YSz6gPv57p*lKgPPyDCo^uUO4!fUXi?|YuAzCdzT!uxa{08 z$0^4uO)>>1RPJ>tywLP?Axi4Uln{rhG_~G77@frdPm)i2JI4>q*9f;Y>kjukUZ&EC zwn4yEUt&{loOc=tPzCai63-52xHN!}LoWJ6%mnuIyMBs%<8t1G#Q7+%|0+MQ@a}l0 zL9Xvnf`{BAvhhah^UIKUa@x~Q!0g}e2{MTh*nr{8gyGV&(**?f&|Kq)R>G{A)Tv0- zlIqVn0*Wz-Ubny7fI{7?^|nD8xu8nN@A2-nB0!YyN0^(Py|}kqFIPD2ia6Nk)YKet z1?=1*;f9G#Wdw*hNRzStdT@#x44jWXo5M)|J&^ox9Z!z4o1k^3DmlR-glBZFQ!{fA zyv+;KeCVG-O{&xMT)l~OVfm=IKU$Z%3KDs}1Gj$Jc_`MByZ#WPH?*yW+^jP};d(p= zL+D*h1TKy>LmZ_xUqk z9Fr;D;L!EHS0WycOkISNGc`3VpehqWza;Xn3upRS(hldH(G9b24Ir&y*LiO4c zqkg5|Ou9*e5 zx{cb)-m!VRfhBV{(QfQhea6J>^jNiidZK~eg}>|bz-}cFBHH5~J^E8sfVJf6yevLIW$>dv zWF5$*_BMR5Qma^9APCSGA@eZ2Qs3wNu=4I_*}oEXI(6__>$y%B&znQ!ci+U6ndAr@ zsi=9sdebO-!RLk0lwAe=Sf^c$)oi*#TvGNf<`4pliivxb%R>;2N~ap}bpNic%TuqGuSp2h~N1ifRi zXN`yTb%jFYgr7J@mM9-D(dM7=<8gX_e3|VtFokPizaxLpv%`5`|BKk25c z=|4NU>?uliMT$fO5Lwa}^ivg43LT-(a5F*__Gc`;C;TMM!#z@-=$ndh-yUcDLm(7j z=BY0@)#^FAR{wwy#rgwHa^cRZ&flTi=}dfwXbsB)`2A5*Ltk1nG-J{90i)d-X}oY^ zZj66usP`Ai54i*fxbZR^qY@=Y>K7Frf|HiiL)+sL{%|xAYwZQgBk*L%fYCE1Es}72~IEn*Qmop zXaf;WRARz6Sg-IyDaOS|6O&|-W}lo!VK5WUC@G!Kj-HD^iKD1;l!mdS0e3!Pb7Gt2 zU|t3&7!&*r(avJ?z{B?EHI5M~UU~|9LrxqwPXOfN! z#9sQHT%!hnkDwpUKqvB()ER4-$)4ALWH64dcXsRzl2wy7*Tg3_~s z@)ou<)~!Oj*R(dUp!_u%_QK&|T66>VnCzh}l*muh>k$0(G|;nm0NeQ+M`wPT+Pma; z5OYBx_7h*JjL5k7_vbJn7QgtxZN%ETfHbeATgf9_?5ae1Gq2bjUQI1Ti?BLT#2-rf z+n@49zw?KQF}Y6s=%NDQ{YhUgIb2Ag2WLz>WX0iYhKniu^$vnJ6aKPQv0fMea)Fv+ z10%bNwazx`Zh;lWB#&?;#|sj_opj!4!sm3L#fx_bQ!l_v}nVOUp#UV#_t5% zGh)5euGC7DCFf+ z!?v`?ufe!=+n>e(r87wft9hXH?O69P#Ts+CUP~k{c|F|)p>6;T=!AasO0*(GmU>U9 zxc(`)#(wZ4lirDqjh~yvTf42c=XaM*51-@gcGxKhKS|P6J52r(4?zwa za*u&TL&Jo>qlBYtcg%}rPj$>3m1W|z)!Z3QXTTRaoN|n53XPyZE`_j)pN^)O?Zt}f zBtDkk=u+^iKcx*oMM3enf3OUoVM7;>? zUXBU&{J(LNQBF*g8$8BU`UBkYa{M3f!Spe#Z(t72;vYq41Qgym|*w(k)Y&qU&pC)sG zzk+)xrrLW*OS>;d6r#`!52FACkF>sGY6gj09Y!D}$B2j|3((f0fCf>{f2%1J#I5>Y zl+?q&XKYFbu$>e33}y~tad;xh{e^bSrg)R#41K-9Cr}CAlSv~yKjj6YwJ(+HFDGH; z@W=V+UXgeUzoGLd;D0dIPMsUKDb8Xl@Q7f&f zsiCo>l%y4(+0VF;JH<`;c3hj~V`nDijvZV~xqp0Zyzzeen-Z7>RHp6Naka4cSl0e; z0{|G6`egfqg$ew+-z2^le7Ufg&g(JXaM!1vDqVx#8NR$RRY$7f<0{ggG8kpB>vuip zhu0<;xnz_+p?F|QnH)GNk75Akkfe&WLT$C8nrhL$>QV+`u+ieF=7Ul$oQ@YfQM%9q z&&w)14pvkc%sea3;dgPs!b{hKI?PN}$r4gBRh#RqdJ)^O+x`0oPR#xK7jONgTTHFx z?twM-y^u5-&c)>V&0mraS$+rEh2ORMCQ)bz{Z6ht@iFXi4s7p}WBQ4kqu%6IKPQO8 zlYZrKm+>)}+#tA#@?`BG8;g*YGY<&yWYU+_ggH&@_VA`ys7-Gi{>I!o-nf*v^8s75 z0N$p(LRVEuWrZCdPE)(hpp>r~O!n3x=$_2wO7YyK)`($v>{?v@CNi=Z1xY)Kn^U&& zbT+3QWKin#?KE$0YM`hBAlY6p*AO`Y8zbJIbE^f7W3ukP;y7w0x8a*J7)T;MjlxFq zL-U#TvdwPNv0X{^(D!H~&5^o$po#lmlChj=yc;`rKR#~r(os^=aiKp^N7*GK{r8u` zES18&6OQs(Gzc0x(KlL(>ZeJei^xIWKdvimJ+x&7uZI=_d`9^1M)cUqkH+~YS#p7d zw9qmwt#=zVof7SR#;4U05{w(`e&rcXRcYyM7tbc-Erq;@qojfTFSqH73{kK2rbckr zjIOj*LjPAw?X3L?h{1qK_F3?cBHj#K9nKevP6~2A*_ij+oc)Z-LM^{CD*<_FJNnc5-9ewyhi6PC91Cb~-jY z9ox3;bZ)Had0+3%8?5=;A7|~av(BkiyLOenfusTKhX2DR_7ih$o8)oG$qoA}3Ok1i zVXnC5Um?K$V1=7ta2!os^{+8T#%Yn;ha15DCL3e^2-56tr3a-^*Gp4U?;n2T#s27M zejQ86E8vq78LL&!1R(;;Vr~Te7E}nBcF71lisnuaFXoPIq2bLTb&rn<$T8xNXL<*z zjX&SReUSD|?ofCv?jT-UINA@lL_|(d6-%xBkKNyw(-SN%k?a7(Ux$AIYwW5W%l?dS4KKsycrYI(^HkE7yVTjHe0tK@$=b7q#Ulq+J!h>+>0Z-4UYR6|SwQ4JW zO#6VZ2Eh18W~0W@Cfe3+V!xOJ*SX61g&N`sBEJsLKHYL;dqQr4Sgxo8^yFmD>OC#I zLGuChEY_>KVN=9|=<9RRG@xUL(+ml36)J5PG%j3#q~1C&?{$6Gts~@&E(IjFuHI|V zfzofoS+B)`4rU`kKk#CdZtEn_*vtpG=aaI#FIq8?dYjSGS>XPGAcyN?ZYgWP#LFW9 zvL#Rh(@9W3j@aexbS|V!aq#kPLGvE7@mt>p0WW1&b$ezbqIG$%t<_0a}AY(XEp^90y8`4{l% z3vrA3H{44AR%5u$d>V=%xCtyFswi~j5q(D!h{?||N3onkJU^Pp)`yX-WmXSMs#_>c zPGK`aC3>7A*CXtHzv<(T72S)|_0q$Vd2Cg?RQ2SzI&l)=*yM_a(?dctWhQ5tF7HMI zI`V`pOB}5zIj}@DG4Zo31b@P%4#M|8IMlv62_qgHiwbEz zkt82>RZP84tGc=!@rj&q2RQoLX}7Fn{(`n-T)3YMUcT> z3`@*;>-MP7O(2dVK$J^gXkS?;e))E^c6^+b{i0%ebbLwE7GBVnnFXJAG4`Vk^aXCl z#~bs%8(aOSmD~UG%#4lme@z!%1%7>fo_~Ga{CR5|{{|+32RriLyR)(UCvEZn?@)}5 zi|fD0f8Dj<-Ox4g@;GvBg0xFH;n;cE>oG7(EanV^S71m;7?9y5yi-MqZL)i)4(BNB ziAudWGfTYZC=?a|pd^&nAn);HLDF@*jh4>)fJxS=F3N-}sJ%j(n_r1SD3-1X8sO z9zRQmUt*&Jj@2jFA5t0pf=q|hVU=8n!2L+iK)2o}F_ak(tG_-DRMP0vN7rF3{oZ5o zDg6x6iQsnyHp;wi$YCNz!a`1VC0mA060jN+hFWB`D$*EPlxs2ALY>jcw&ux=E>Ioj zcl%OAiiYVa^i5+A;X^-DWesUb;q7EcAJz_sfiCE!`#zM1q3Vb_6im$3bd;5f=LfJUUdxsj4qxYvzU>;)=g$bSTF@#s@X_MLXKV)R$9#SdB}?eiYL1?WH4yalq4J-(xh6frB*YPr#2;>s4L)&xh8+x!hQvNeiV)1<18HGLuPZX{&W=(w9;4z}zF-xtCZgexO8L;7Io!U;eLAl8KC zg#$#h3-xJ`*O9Iw9!1eA@RIL%2s%8N-5k;8)PL;Xc@xso(h7be1TcLOS4J%2xkQ&^TG*@bgS;;c_D$b3?%(@w{?Jy3w!lwIGj0i9U|K3JEp@ zw)nT|*w&T!oC#0-u@A>eS=5!{xZ;wrN5qPgu-Eu!L!{R7%>b+s_+ii585pfJ2`W(< zFqU65wXahVIwg4Y>NFtbhgLQ5jO03&`Wh0HmvbMxEq1fJrT2|mV`#E<-dY~(u+rnO z%p_vON#)wO)z|T_Y|tGSZIYjl*ixWctA%FaAe8Mu5Opq5NV*zu*Lll z*!6$7ihHcrz$TGT`;g?JyIPdmPs$@_zQHpbie5#)GK<=jb~eH^^xNkr9D$zU(N#jV zzrM2;;tl_Zo$xzm$e?yv>!MUoDO~?iRkL10CvS1{_c>=X63j-vPo0rJ!n(Ar*$ED{ zDQ1`aCngi;u&C=Q6hp(U{xx4Qa~{x!6ydtINUOfdfI395sQAxA2(m?ba0eN{o|b;K zd&G?gd>6Slb|s+|3u9L%a+Wo*k0*>ei1v=&nYsMi;(?PJ%E#z4K1{#ZzqHM5IaE-~ z6*>J{rv7XuP}9Lm#f`Yf*F22qH9s*uH0U(5BVuQ7Y4o8_C>M7Ky7T-I^=vo%?oa%E zkNNrYLiFY^4Lz<_=$CU$D^5z3E=le3j;+d&1)YiY6CT^;c*M^OopeGPMX zUqZ_T^?9f+me8R+4m75OCZ4e2BSv@5mN#2CMHNQ_{GNacC`Z0Ewtf5#$bg&&PYSOe z*GewJ{K4&J+vv3g1uF+g!~^;&T|et}8GY2}3|E#m2yuG@i?|{DQtPSNwuBlOTF#fS z-o0y@Riki$Jq7t5(EH-YRxmz_5OWeB+t1x$dkHoJLM@2TTl($<65y}`UhBDaHl{|) z*#N7ORsswRGSY8Iz&A*I5Y5pG)Mai29NB_>ZQJSM>GbE{1tX+TU*0>nS%GPYrpzHf zrYl1^(dj}TOjc)yW+j^Y=RhP}UoaX7Q_7*j+3#Z3U#FnBy~ai2pAZqyQRN4;_LiW%xQ{;AUuWPnBxgOJA;;|`5S z4+pn)wl3OV-C%7u_ug)P*d&8Z-eP>logsu2P`B?t+Ws>6&oOo^>)VVNQ_#yTy|i&6 zk^H>0@@RvjiP8@buUQX!ZAz|6yqaeu55RkG9U{Z;Dc_*>ABPS1d;EjS0dn6X6D1{V zTEA&TJX~#UKL)`I!B`F$eVN|uP;m~Fg}N6Vav;mMdvv8)QUzsJxhkSy`nNfNY&@X( za&rgJ){3iyc3bQCz~GJ#>^iPu+AT!Wjs>t1ml4)46=_Gyz@p7-U)^ZqDa;|XHJvDn>-AbO&o(U(noc- z+ut8Yvvt&wM;BNQG*6tUceL%Z!9=$1t43vsLDsfZKLi2Zx~;PdyE<33P3!;JZG-*u z;?+Z!U0B=;tp!V`>;;dOs0}J!6EM*>Wmw>Jj_@tR@!+IJTo7wP(5lY#aftLm_G9RL zm;aKT!s7MB570J3W$eWoUwv7Y5r9Va`B4n>PR@EMT>g{Im245sZjA=GL{xRZN>fmW~HArmOdu9JDgakX@svzIbzD;ZfjHu(zhJ;K}dnx&2w)TqYI2c8<~ zjl(-)r+n~IaEkBRZ=PjX;&#K%;ft_k&4$(_sw)6ds*{*N*S)&PE;H203pRX&<&R@t zQU3CP4F|Wim&Uo^VB>d|+P_aU5%mWGb9tI%E*wsMDVrmi2pYrb#UL7-z)<=mft{ET z2rF*SIl!x5l%!f68_$#?eSomoitg;Yi>7hq$jS;`v}^-mS>bl*wpiZxy}%@o*T{jJ zNtYI49BWBE#F_^f6O`Q10%lLhAH(-35Yc6u)IzXQzwX|0^7dUQ=g0*O_KYKnmzgq+bhFu6z z^51*2{wH;uy0?=Bvy!Q;nwvedA_*%e53{6=i>n(6D?1O%zY^$X;leBlG;y;Kw=i=w zw_ujHaIkW-CgJ4Z`7djLSNb-t8`8-if`7nK-%P5VP%7RsPMxY5TGq23mm0T5TyT&w z!YE>CMa6^#KR#k?Gl3RUiS$}f%D>!l zy1zSMTA_UEneod&l!7C57ejUmomynP3i1~VQa_)(MJ%=Ux{I5rIDLUe#iVToA(?g@ zT$#3*dmNhV9W-Ue9Tp|D^K5;Z*aiYQ;p#Dh!M5m44kePL3eHYtTk34MbZf3)~+^CEjdDkt$4g>i+ypm_w8-Ede ze3u+HnPpE}q{Lc6w=6s(0>vBwg5D_uUyFrK!31mefDVW}U!7)BjI!ypS4gY)>i`m3 zVcEoF!g?N_8YLWFeuV<&saK2TA8$PvDG5edMB=_`N5Kd>2DTSOMI2%cQY95^eUBI` z5>JK_@2${BH^2`o2EZuVbW`Uh$~16tS4v1jtT&g;mh>5Gh*c&23NL582LA=g123ty zcrg~Ab$dLfdx!|>Tr!Gd4)(3aNeoLlk*Ok^LHa$hld&>d1ZiIb1(|}`-oXK}62TV@ zFEr?|g9283-RW@ZJ5#evY>CEM2mqJbq=9iSMi_1b-Eb-~u^B^T98R16Sp+dIiF-Ay zKq_{9_v6R+P^=2fE`&)R)v&Po5?`xZ=E6Z88hI8x%uPuW@cQ>#vB%eYi=?X=OO2G@ zojxndS2jGp`2w}aDW-zvP9wlnfwA}|2z6n*)GM>~s>`V{)(;|%p`jxVN4VTPF6@Qh zQVESIrke<*CY9ijoK3Xke!NNjNV-4NafN(9r_7!W&)y6A%YhS(?_$o|hxcp(^x5}S zo;Erb3CK@7@l{pc2HjgTo$^lq!$rE#mDIpxdo zzL-}(D}4-d&7}l#4HOlh8V5)x;>RtUcg5P(LlBQB)1dI_C{M~V<$kx@O?}*-|8-TH zTyV}kE-3>w>z_kxFfCzJRmFh` zIf>5k#?_?168>(z9OLIMv8r5U&=RfwwE<&p8Km+H7DhC$)2-2g>vS3rCxr}M#G_9& z4AY#Dj&pTmK2se&@Q?njoxXK;a=D(%H&?Hx8uehpOc$wbtc`DJC}D_jvBOCYJ;C(2 zC+;d-S}BbcO#^6G?f}>!Jj)hE+7#=T)G&fO#I^3@yZFbzs8>H#f4>cN$GTb9zkqy& z?YwR>=U;92`{26y0fueufJzgLDiSz0+EsktFClSA8*#cs9~kekwJ3gUNDcU_88)bx!iOhAGgFso$24KL230q`eT;USu>93a}0E zSt4Pfa6{l7L;7XI8R(vw0ADh<=%hY{7t7Z_N4lKEHxiTRA4Wg!dGND*l1!g8BPtEt z1^p1Q9ny^XWa(LB4xuSMQflpDUoC~u=+J6Ngn?*e|GD<3rhM(Nx0+^Cvj!H1S5l4G ztV@b6uWy0u2`X%r&qtiMh-!xJASu00?;^N@<{5^~o`JKg4#s_xw;*jj%<_XVq!M8V zCah3vcno--zGScK@8Ye}MFS-j#qjWfsyT%^!#XQ{)}8EuW8(1yao>d+*y zkHpc0?O}M6Gm=;+K>s*KhjrrI^s|saEY3>nh$25Orq70xnB!y!jL26x7wNCJT3*@# zTRze_?)yVCKfSd!4?c&4pdhoA6-4_(U-Rfmld=u8NpRm%^}F)qo>iR$Z4QB1*b*sY zA1jQ>_{R>KhSPW$DgGn81Y*8R-5CSS*p0q=y`Foc;y7M;>P%wC^u4eE$<1CiWjZqQ zFPXb~UjKHXi2F{O5#$8Y+qIldlDz@yXDc{Z;!j=8gw$hw&rZQg$zbF&`6@=Y&$(66TR>ZzD-&$h z$`Upi#oro!b_#pJyxpYr)Sgo1lP-J-p9GaR;J=R8d2q@*=_j=D8@=-A(kL(PU0>h8H zxh1HA2U&eRZZC~zCrNee{_Ly8KWi-h=4%-Z+Y4%uge=DAlE%(F`C)#Tfn6_zwBVU zWDwk4$BH%b>x=Cj6YLnY4!4cZklDpspGCW75%ivP3^N z>xS&}N=)rHhUd82Htpa$s?K9yd5-#v=dfLU2`m25!*T1cOR;1-dB0|vjgfqmH9=tj@D%j=M~oeWA=A6cI{Dj}M` zFt>(tObJ&V*QV>i;pK2%`1l<8qHxiU$q?c}n9nfZ9@3}7^)+rW*_m)s77v|MDgim~hxTb}3naXlQc_P~4I zvWqx2_^_?uIu*B-wX^BZZgyau2a$%!1l*s>P)Bd$hK0 zaPk3{B|`e-bL-5m=lY}4K2Fv8ryAaU#Z#-g$EqtD#-NLNAn64Brl1rKyrcB>BpRdD zeXCImL%c8WJdJbiQ9<`neIv4gEx}(Fv|7%?_SxUEBbdKlWA9z)u`-|C{QfJ=N)_Ag zgxM>daVwm^wS1XKfPJkrc~pa7 zlnQ^;9ADHoKvXbi)HlwkV2&tM+RK8JqT1SH?k);e-eK`~N>fwnAV=>kPEdgeFYvCVczoiv zUEr6dn|aXP5RoZvedTw3CxJ=(#Nh&7OniajpYA|9b zw)4nTvX-$7D+aeIs((OiG$Y!NO-Y)tkN+(F_1R(4xtoK?I@>S*d<~li(6z9ewAK}TU>7(FUp3B zip+wPUtS~`1vC8bLXVFQof_02v9izcRih0)ATv|UTEO>o`($ayY#1?tDk_P`GNyk| z{(=j1SGbzNGeY<eS+Z1s)A@vn`$B)-Nf>F=Vla3UFrbn?;&5F&N}xy4?> zi!^&XIff6-**(~lp#Qlz*)FEBP;^tRlzJ+a{0#4i%lx z-(L(-!YSR*#h~S`=-+sFrY2ajPVq<9!y#~6N>u$6bgs5xC%^)3q>oAvxkvm2_gf5ix8k%GN6YXfr5t7Hhqa5H&on zpDnBBdkJ!h7fx-` zFdSn_+5|FI_MD{& zN`j)|z?wYL?!2L4XIKVM!QPt}JsK8c_a?pFM!>q277%_gcRZp9GZLv@j%%rle+A8YelUL(!YET^_aDXi}R`K!PAg! z-rrH-Q`|2vH$uc8ZeWW25VB0ry@N{}`8yDr`)iE}m=B!VtUmPWC0Alldv3x;+pe!3 zSPs1o5z%YWX#Nngt><--sgI!F;?djRXg5x8qOk%A8T~w)-(5iW%#NShF0PIaLs{+> z?R75n`t}3SNks{m=95nJpjLYL{N4#ZPx@?)RjC*QiI|;ljQCMEa6g~rJuvA_J*)Y@ z?$&Okqy!AFXPUTMp|PoZ#+#mN@+4jabj;_I?yDnlhC^{%-?+G#8tJ{l zwEqlw!B-Fn`a8S4cSmkk^u2+N`S@J?q5HkG(WH0u8ZXhc+#vnxOYLTDBr+CMl`10^ zC?e4o)NmP-GYQamY-r3nc{TXE$$01~8P#!Zx_HfG`E~d*^XL8b)@D1Ey_1JGUtl8p z-Zxe*K;YoP=;s|>D`yPr#{g=4zqB`Hv5?3R3S24Rl4)x)|Fj{J@K4sus{z|iw$>W1 z=rwN`=o-c6{ctQsi}~BB)lzlmO3rXydGDtOZGB7aKs<`6nxdE)?@H+Hil+dj6Rz-7NQH}7BU!Ts|l%rDK*POGfk%(-4 z%cT~}okHTiUP;&=K@UXQY*UOcvPGbZISgK(=DcyAhfFA!+RlsRWCZ&HS>>yd&)+!oM7%;0kI=aFAPa%gYvy6kKBMIAolxj9U79?yeoXlE!tR(CtYzF@~ z-k9aT(8ipLBT5)1I3ssYZFB$>Uns51+JYd&H&cjzX-i?4SmGG?bkR)O%6->#tMF+} zQFzQ*85z4{UW=iDA*^%1eGRO7yu1DWPO&>$vfc3Ep5(|;K}?r+v3ucVJ7LxiR(at% z?s9gAb2VT)7N>lEI>lo_JAonf2YVsk7{ehAM|u(G?~)UQh&gj34XEGg^CCW(@W%IA zJ!44iTN8wvIT6GU!Ezfi)ofq$qayE8N!Q| zZ);`G3>H75!(yCanSNgQALaXcEOJo;J+&jKOGB`-F?MNb^=(s*a8hKm>>I)5oC!6} z5G9=iYKIZqQMpV|u?{RZL+t7iQ9S>6+?Xw-5=i3T*9v`C@wXOU$ zZ50}NuH91}cxbWO;(b3RI@O}Bw4c1TZ2S#4{lMn4z zec%?Q|C{j^wf{`pb=v29YXB+bXW&(O_m_O+lSlAk+w=!STa`7~f4{h{ZYC~nUM?1v TaIEYc?5tdHl#~)ml5qb6`n?)5 literal 0 HcmV?d00001 diff --git a/assignments2023/template5.qmd b/assignments2023/template5.qmd new file mode 100644 index 00000000..25fc0444 --- /dev/null +++ b/assignments2023/template5.qmd @@ -0,0 +1,372 @@ +--- +title: "Assignment 5, 2023" +author: "Aki Vehtari et al." +format: + html: + toc: true + code-tools: true + code-line-numbers: true + number-sections: true + mainfont: Georgia, serif + page-layout: article + pdf: + geometry: + - left=1cm,top=1cm,bottom=1cm,right=7cm + number-sections: true + code-annotations: none +editor: source +--- + +# General information + +**This is for BDA 2023** + +This assignment is related to Lecture 5 and Chapters 10 and 11. + +**The maximum amount of points from this assignment is 6.** + +We have prepared a *quarto template specific to this assignment ([html](template5.html), [qmd](https://avehtari.github.io/BDA_course_Aalto/assignments/template5.qmd), [pdf](template5.pdf))** to help you get started. + +If you are not using [JupyterHub](https://jupyter.cs.aalto.fi) (which has all the needed packages pre-installed), and want to make the assignment on your own computer, you may use a [docker container](docker.html) that includes all the necessary software packages, too. + +::: {.callout-tip collapse=false} + +**Reading instructions:** + +- [**The reading instructions for BDA3 Chapter 10**](../BDA3_notes.html#ch10). +- [**The reading instructions for BDA3 Chapter 11**](../BDA3_notes.html#ch11). + +{{< include includes/_grading_instructions.md >}} +::: + +{{< include includes/_reporting_accuracy.md >}} + +{{< include includes/_general_info.md >}} + +::: {.callout-warning collapse=false} +## Setup + +This is the template for [assignment 5](assignment5.html). You can download the [qmd-file](https://avehtari.github.io/BDA_course_Aalto/assignments/template5.qmd) or copy the code from this rendered document after clicking on ` Code` in the top right corner. + +**Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.** + +The following will set-up [`markmyassignment`](https://github.com/MansMeg/markmyassignment) to check your functions at the end of the notebook: + +```{r} +if(!require(markmyassignment)){ + install.packages("markmyassignment") + library(markmyassignment) +} +assignment_path = paste("https://github.com/avehtari/BDA_course_Aalto/", +"blob/master/assignments/tests/assignment5.yml", sep="") +set_assignment(assignment_path) +``` + +The following installs and loads the `aaltobda` package: +```{r} +if(!require(aaltobda)){ + install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos"))) + library(aaltobda) +} +``` +The following installs and loads the [`latex2exp` package](https://github.com/stefano-meschiari/latex2exp), which allows us to use LaTeX in plots: +```{r} +if(!require(latex2exp)){ + install.packages("latex2exp") + library(latex2exp) +} +``` +The following installs and loads the [`posterior` package](https://github.com/stan-dev/posterior) which imports the `rhat_basic()` function: +```{r} +if(!require(posterior)){ + install.packages("posterior") + library(posterior) +} +``` +The following installs and loads the [`ggplot2` package](https://ggplot2.tidyverse.org/) and the [`bayesplot` package](https://mc-stan.org/bayesplot/index.html) +```{r} +if(!require(ggplot2)){ + install.packages("ggplot2") + library(ggplot2) +} +if(!require(bayesplot)){ + install.packages("bayesplot") + library(bayesplot) +} +``` +::: + +# Generalized linear model: Bioassay model with Metropolis algorithm + +Metropolis algorithm: Replicate the computations for the bioassay +example of BDA3 Section 3.7 using the Metropolis algorithm. The +Metropolis algorithm is described in BDA3 Chapter 11.2. More information +on the bioassay data can be found in Section 3.7 in BDA3, and in +[**Chapter 3 +notes**](../BDA3_notes.html#ch3). + + +::: {.callout-warning icon=false title="Subtask 2.a)"} +Implement the Metropolis algorithm as an R function for the bioassay +data. Use the Gaussian prior as in Assignment 4, that is +$$ +\begin{aligned} + \begin{bmatrix} + \alpha \\ \beta + \end{bmatrix} + \sim + \text{N} \left( \mu_0, \Sigma_0 \right), \qquad + \text{where} \quad + \mu_0 = \begin{bmatrix} 0 \\ 10 \end{bmatrix} \quad \text{and} \quad + \Sigma_0 = \begin{bmatrix} 2^2 & 12 \\ 12 & 10^2 \end{bmatrix}. +\end{aligned} +$$ +::: + +::: {.callout-tip collapse=false} +Compute with log-densities. Reasons are explained on +BDA3 page 261 and Lecture video 4.1. Remember that +$p_1/p_0=\exp(\log(p_1)-\log(p_0))$. For your convenience we +have provided functions that will evaluate the log-likelihood +for given $\alpha$ and $\beta$ (see `bioassaylp()` in the +`aaltobda` package). Notice that you still need to add the prior +yourself and remember the unnormalized log posterior is simply +the sum of log-likelihood and log-prior. For evaluating the log +of the Gaussian prior you can use the function `dmvnorm` from +package `aaltobda`. + +Use a simple (normal) proposal distribution. Example +proposals are $\alpha^* \sim N(\alpha_{t-1}, \sigma = 1)$ and +$\beta^* \sim N(\beta_{t-1}, \sigma = 5)$. There is no need to +try to find optimal proposal but test some different values for +the jump scale ($\sigma$). Remember to report the one you used. +Efficient proposals are discussed in BDA3 p. 295--297 (not part +of the course). In real-life a pre-run could be made with an +automatic adaptive control to adapt the proposal distribution. +::: +::: {.content-visible when-profile="public"} +Write your answers/code here! +```{r} +# Useful functions: runif, rnorm +# bioassaylp, dmvnorm (from aaltobda) + +data("bioassay") +# Start by implementing a function called `density_ratio` to +# compute the density ratio function, $r$ in Eq. (11.1) in BDA3: +density_ratio <- function(alpha_propose, alpha_previous, beta_propose, beta_previous, x, y, n){ + # Do computation here, and return as below. + # Below are the correct return values for two different calls of this function: + + # alpha_propose = 1.89, alpha_previous = 0.374, + # beta_propose = 24.76, beta_previous = 20.04, + # x = bioassay$x, y = bioassay$y, n = bioassay$n + 1.305179 + + # alpha_propose = 0.374, alpha_previous = 1.89, + # beta_propose = 20.04, beta_previous = 24.76, + # x = bioassay$x, y = bioassay$y, n = bioassay$n + 0.7661784 + ### {.content-hidden when-profile="public"} + prior_mean = c(0, 10) + prior_sigma = cbind(c(4, 12), c(12, 100)) + exp( + bioassaylp(alpha_propose, beta_propose, x, y, n) + - bioassaylp(alpha_previous, beta_previous, x, y, n) + + dmvnorm(c(alpha_propose, beta_propose), prior_mean, prior_sigma, TRUE) + - dmvnorm(c(alpha_previous, beta_previous), prior_mean, prior_sigma, TRUE) + ) + ### +} +# Then implement a function called `metropolis_bioassay()` which +# implements the Metropolis algorithm using the `density_ratio()`: +metropolis_bioassay <- function(alpha_initial, beta_initial, alpha_sigma, beta_sigma, no_draws, x, y, n){ + # Do computation here, and return as below. + # Below are "wrong" values (unlikely to actually occur) + # in the "correct" format (such that they work with the plotting functions further down). + data.frame( + alpha=c(alpha_initial, alpha_initial+alpha_sigma, alpha_initial-alpha_sigma), + beta=c(beta_initial, beta_initial+beta_sigma, beta_initial-beta_sigma) + ) + ### {.content-hidden when-profile="public"} + alpha_previous = alpha_initial + beta_previous = beta_initial + alpha_rv = c() + beta_rv = c() + for(draw in 1:no_draws){ + alpha_propose = rnorm(1, alpha_previous, alpha_sigma) + beta_propose = rnorm(1, beta_previous, beta_sigma) + if(runif(1) < density_ratio(alpha_propose, alpha_previous, beta_propose, beta_previous, x, y, n)){ + alpha_previous = alpha_propose + beta_previous = beta_propose + } + alpha_rv = c(alpha_rv, alpha_previous) + beta_rv = c(beta_rv, beta_previous) + } + data.frame(alpha=alpha_rv, beta=beta_rv) + ### +} +df = metropolis_bioassay(0, 0, 1, 1, 1000, bioassay$x, bioassay$y, bioassay$n) +``` +::: + + +::: {.callout-warning icon=false title="Subtask 2.b)"} +Include in the report the following: + +1. Describe in your own words in one paragraph the basic idea of + the Metropolis algorithm (see BDA3 Section 11.2, and Lecture + video 5.1). +2. The proposal distribution (related to *jumping rule*) you used. + Describe briefly in words how you chose the final proposal + distribution you used for the reported results. +3. The initial points of your Metropolis chains (or the explicit + mechanism for generating them). +4. Report the chain length or the number of iterations for each + chain. Run the simulations long enough for approximate + convergence (see BDA Section 11.4, and Lecture 5.2). +5. Report the warm-up length (see BDA Section 11.4, and Lecture + 5.2). +6. The number of Metropolis chains used. It is important that + multiple Metropolis chains are run for evaluating convergence + (see BDA Section 11.4, and Lecture 5.2). +7. Plot all chains for $\alpha$ in a single line-plot. Overlapping + the chains in this way helps in visually assessing whether + chains have converged or not. +8. Do the same for $\beta$. +::: +::: {.content-visible when-profile="public"} +Write your answers/code here! + +Have a look at [`bayesplot` trace plot examples](http://mc-stan.org/bayesplot/reference/MCMC-traces.html#examples) and tune your plot if wanted/needed. Don't forget to include a title/caption/description. + +**The below example plot only includes a single chain, but your report should include a plot with multiple chains overlayed!** +```{r} +# Useful functions: mcmc_trace (from bayesplot) +mcmc_trace(df, pars=c("alpha", "beta")) +``` +::: + +::: {.callout-warning icon=false title="Subtask 2.c)"} +In complex scenarios, visual assessment is not sufficient and +$\widehat{R}$ is a more robust indicator of convergence of the +Markov chains. Use $\widehat{R}$ for convergence analysis. You can +either use Eq. (11.4) in BDA3 or the more recent version described +in the article [*Rank-normalization, folding, and localization: An improved $\widehat{R}$ + for assessing convergence of MCMC*](https://doi.org/10.1214/20-BA1221). You +should specify which $\widehat{R}$ you used. In R the best choice is +to use function `rhat_basic()` from the package `posterior` (this function implements the version described in the above mentioned article). +Remember to remove the warm-up sample before computing +$\widehat{R}$. Report the $\widehat{R}$ values for $\alpha$ and +$\beta$ separately. Report the values for the proposal distribution +you finally used. + +1. Describe briefly in your own words the basic idea of + $\widehat{R}$ and how to to interpret the obtained $\widehat{R}$ + values. +2. Tell whether you obtained good $\widehat{R}$ with first try, + or whether you needed to run more iterations or how did you + modify the proposal distribution. +::: +::: {.content-visible when-profile="public"} +Write your answers/code here! +```{r} +# Useful functions: rhat_basic (from posterior) +``` +::: + +::: {.callout-warning icon=false title="Subtask 2.d)"} +Plot the draws for $\alpha$ and $\beta$ (scatter plot) and include +this plot in your report. You can compare the results to BDA3 Figure 3.3b +to verify that your code gives sensible results. Notice +though that the results in Figure 3.3b are generated from the posterior +with a uniform prior, so even when if your algorithm works +perfectly, the results will look slightly different (although fairly +similar). +::: +::: {.content-visible when-profile="public"} +Write your answers/code here! + +Have a look at [`bayesplot` scatter plot examples](https://mc-stan.org/bayesplot/reference/MCMC-scatterplots.html#examples) and tune your plot if wanted/needed. Don't forget to include a title/caption/description. +```{r} +# Useful functions: mcmc_scatter (from bayesplot) +mcmc_scatter(df, pars=c("alpha", "beta")) +``` +::: + +::: {.callout-note icon=false title="Rubric"} +* Is the implementation of `density_ratio` function included ? + * No + * Yes +* Is the implementation of `metropolis_bioassay` function included ? + * No + * Yes +* 2 a) Is the brief description of Metropolis-Hastings algorithm included (and it's not complete nonsense)? +Provide also a brief comment on how clear you think that description is (and potentially mention errors +if you see them). + * No + * Yes +* 2 b) Is the proposal/jumping distribution reported? + * No + * Yes +* 2 c) Are the starting points or the mechanism how they are generated reported? + * No + * Yes +* 2 d) Is the number of draws per chain reported? + * No + * Yes +* 2 e) Is the warm-up length reported? + * No + * Yes +* 2 f) Is the number of chains reported? + * No + * Yes +* 2 g) and 2 h) Are line plots of the chains included? (Separate plots for alpha and beta) + * No plots are included + * Yes, but both plots are in a single figure, or the plots are scatter plots (scatter plots aren't useful for visual convergence evaluation). + * Yes, but only a plot for alpha or beta is included. + * Yes, separate line plots for both alpha and beta are included. +* Is there a discussion on the convergence of the chains? + * No discussion on convergence. + * Yes, but the discussion is not convincing. + * Yes, discussed in the report. +* Is it mentioned which implementation of Rhat is used? + Two possible ways to compute R-hat would be: + 1. + 2. [Use Rhat function provided in rstan which will compute the rank normalized R-hat (as suggested + in the exercise PDF and discussed further in Vehtari et.al 2019, arXiv:1903.08008)]{.content-hidden when-profile="public"} + + It is OK as long as it is mentioned (or evident from the code) which of the above is used. + * No + * Yes +* Is the brief description of Rhat included (and it's not complete nonsense)? Provide also a brief +comment on how clear you think that description is (and potentially mention errors if you see them). + * No + * Yes +* Are the Rhat-values for alpha and beta reported? + * No + * Yes, but incorrectly computed + * Yes, but computed separately for each chain + * Yes, but only for alpha or beta + * Yes, single values both for alpha and beta +* Is the interpretation of R-hat values correct ([R-hat values close to one => chains probably converged +and estimates reliable]{.content-hidden when-profile="public"})? + * No interpretation or discussion about the R-hat values, or conclusions clearly wrong + * Interpretation somewhat correct + * Interpretation correct +* Does the report contain a scatter plot about the draws? Do the results look reasonable, that is, roughly +like in the Figure below ? + * No plot included + * Plot included, but the results do not look like in the figure above + * Plot included, and the results look roughly like in the figure above +::: + +::: {.callout-warning collapse=false} +## markmyassignment +The following will check the functions for which `markmyassignment` has been set up: + +```{r} +mark_my_assignment() +``` +::: + +{{< include includes/_overall_quality.md >}} diff --git a/assignments2023/template5_files/figure-html/unnamed-chunk-7-1.png b/assignments2023/template5_files/figure-html/unnamed-chunk-7-1.png new file mode 100644 index 0000000000000000000000000000000000000000..cae8f53a5d557f46a9e4718bfece4ce2df86e992 GIT binary patch literal 142046 zcmd>lX*iT|`}VB~$reKPBFSEsWS1pHD3pDPL|LY+!`P-&R7kdDFG~_4jAh1BM1+xj z8zb9TXRKrQ{-)>oe|o?Ezr4r$p<|{obKlqR+OP9E@2H!``pn09k3$f|eEpiPDFo4K zK@hCr*b(pv@~CbMcwu;S&B_OY1YS`8(Zo)#xIoZp=(_F|b41$WSl~Nbmz1sjU2{KI z);C{|9%+gyJJ$Nyt)a2?^^Wt&Y0dyW2S1s{yJ?1@h$~t={2?pp)x}rtI`-21WaQ@x zl-G^ByIXon|J0`9wbq!kXWrz@83$dLz3rDliJe_E>?`E>%|W*7GR&-JuoDe1>KjMs2;$!dOj-~t^-Va< zF#-+s%>{@?jrt1Foerm`zBWMrk6r{NgZ5t<&OBJpFR9yk_(OlN#&1Eg1oL)Mlm-g# zANqP%M}ATx+_=AInGwRV7v3qVS^3E)6tdp!IZ_$biX7j?H^1T@@QYA%?;j1JjInBL z5rhu6THs;3Bl-e<=I+HOA!v%Q(jpW_%zhylx;3$}FyIh4owyOR3%%B&6C@ggul2Hq zZT&C_U5#fJy6fTL(V35V{pDI>lWT$R;P^m%;hF0wY#uwcgKdVPYNAc>H;li25Q}w642$nFHK^F- zg?c@Q%3RQ+-tC^~u}a@LQ?|hQf_#mQ0uzD9O>Bo74u`)1WO7bA@?^1G7*0n*px|_HJSRo)gW002r9ppYuY_QDRXHL z-6(X}pioE^1NLyt%JaI3!zM9}$4eChL9FAM!0NAL>$XY`cS=k&_t#Ae)(ai>=ij>* zr>F)jcZD6S^_Xamsm?Ug3rPuU?sUi2?evwjRuQUUb>**S+%$>zf zQ^kqX7p%VD@g7OSqIX>D!PkpztG$6s3a_S)@6GI!!VcHEG{b;Te6jjA)025n9*Nmo zZMU!wbeS?kkNJ;0ZV{kN#hcjsbSO&R`Lea>swpX~G#ov`uC3oS}mX&_~@?v#g*m?#e4JY3oXlq22Mr zgY4{V;N6c9h^n0x9tz6;OgQ~-=aI_D-uGZg0Sv&jY ziGZvP%cPBslCb@e@dN*A+fd-STr##qEHFEgmZC;(fNi{58bJ$z98zt|4neK$XI}8L z?|GB3lmnn-~4?Ut-lP+nOC;lLJ0^$NTS*|YvE$jBIOd&Cu8nJU5)Wst<) zU7Q5^=8U5T^mMXA%wjc2eJB(STsmNE>*oSI|Kc)iNgHB)mv34S+1i#Uxv{92+Y8LR z0CGxXD-QSOXi$5g?7FusTk0jx@i)=-8mZe?Y~BxK$Ugqn|ogG05gJ=$w5pni9ZTHCm7 zAE78#`!^0jUg~zx*kAAY4jh3MI6?+B=L*YRzPvR7ijX8otOfZQHNe>4x-@Kbm#b$p zs1|)GS&Ty#+n|l>$y^?+L5rm=)Z>FNjck3+%m==Z2JSxHp1g4Tuim|ZV!NkLp9-(e z7naazR^9#ay!Gxk2deqwoJtWOfxl{vR>E%qr7^RzT1X@&JA`g8g1dp!c-8Ow!v#`u z4U^{`L*3kn;9SZFTa)9PmFV=)ow-=G)z&5ScpY#NWQ!U&gx=IZ{lNxEk#!qI@Hr=S zsw=!aB(omkmffM7nG}%Da!nts&2)VH`0)k5cPpob?aG`<*bYvI)vnsx1r8@&7fbgY za!D?7s6QBXFWDam+qXzp3!6!C-PzrxjE9Ad{g?q+ex5`+TurVIo{G~yAkb@8t+q*$ zfC1u7G`3wecZdEqzuK@`u9}RgKisVk1BFp68pY^xr%#0XIHB()E)fn)vpKHsKhLs{&)X^DjW zZUeo>qwfr2pyn+PeQPQE5`bN>1Nm5~q-OrJk02b| zczAe*N}XRsdW=?;jt%_h^Y?=^X6;n(Q6*t|Y-kS3!J&W+WiaILpgF0ee5dw>=KBBB zIiAn{-)t1sm+HdJsWr#JVI1ULzc%sw@?C2X<$Sh5bGZfu)cDfpf2>xMW~c7TrQPLP(rfunH%bNgC^P~0|4skJAV=b)GM7S*J@=!3sBx;qk}Bo zTROB2>6$EAK1Ee~L$5Xz`{n1kHc)*ry~~V1u%&X>4`0?9mybh^-fRsblA;E>ZIxsH z`IGr$IGsf0LsBBtV6Fpxn83~^Zb6++-u>}V@JlVY=?6Q^v?DuxwUOhyXz)1P{n=8q&Qgk z=IL<#`v$r>+H_P&Iv5FaAY9{LQxDKx0|o)`#TmuSlJisrnX)x})Q~y_gBnh{jsXAF zLITB0_M<@1{W}53^<{sY6{zyQ`zsMjmr;8JdS?#q8N&o7xhx>l@N?>g&jk5?=$%;r zq3b!lQ7i)cpBrv_$-;-KtKk9Eh=R(alTnm&KVZ-~dT?FS<p$66$c7$BoVW#@y*rT1Nnn*Kj>pBYSy0yvW|oV zhpKrH&+h|ox{&S>)}_kzvNg5#`BOg6Wp*elk?JF{z2N6nzc!z(%@~{yxA@)$j_(AH zZ`^DToJU+ge~5cgUSD_T1*MA5GaFdKnrh-(96(ZCU2#$2o}icPwx-6eglaob|Am2? zem?~H=`WuBBqJ@us9=KRJpxVE^fAIMrK?mq%hYs|-DY=3K6-C2>s$;MWA^DBl4v*eqdA0+^lpP<1s9;}rnA5x4c zB;Eq$wi%sUz^Gc3VXW(3l%I_Se5`t+<6s^+uX@BV$8noRZGr0kr^A&7V;X_FT^#TE zdK+_JYmmPLZs&=)iJ9R*&W0EsPvUfQa%BYWKt2Dt)X_74+8b<~jOL?gAgu-3BU`)y zr-EKQnNG%yEWdaV$OuX6LGTOd44LJqKYX1a#2{P@{XU#*plmw9<=N!uHf_8*ay8%!M#O1afNU!wW8_#q;Zw#`WFycTHIzswYXQ2k)ozjmcmYwn&IdNPV`itgUh9(;EyfUZ+$){ z03w#?KQw>}pnUaZz#4&cbc5>%BFD@?_nZVLsp4D8Baj`6{DVg17yZaRbo0S;K&x?dgL?>L{#zLJm){bzC)1n2Ko9! z?`OlK;o`9n-m%F3s_Zr13jPXQ z4I*AT;NSAl!6u_vJ5k9@oLf-%bKtKf)9tOz)I5p{@d#rHj#l5WLru$wf6Qv4>n^!5Bg5rO3uU$UVPB`I(rfI< zuoebUnbJLrd!`|*E)LpbE}-Q1 zQs#U-veCu~JI^=G$Dc5KS z`rXi#DZkcoNa1P0dZI4S|I2Q8gi)u0Pk&HB5R>Rj(Yrw5UZHe#{YB64J!N~!WNh;X z(K1JpvXur4-a#zEmb(P{of6h<#gQ|^_06C@Il_mJkl_z{UK7{z^Gp`VeRw-%@jRY%H)@`{mYt{&vaAbQdKM1u2*_YVGXbR36D%cc$Mnx%l-p zKgdgNJVy|d({E8Fw@7&pGoR&yx_8QGyS=q<*evZ>U4Bb-d>Vd4#0xS3l33^Gk8y`z zDts%?s&U0)Lg{arS`jEP0)@rwJ5MZyR}VzEjS?iOudJMK0mSk#i0Zt|d9cNEBCgZD z69boTb(E%2LBfyQG{HsciJ%=qcD+9cOW!kw*UHmpfQHJA$AFlxqN@JH#N8=5nBPX} zhx2bbsNtFflFmLMv3x8AW>=!F17OB_Di!Jece^=9l}XU zQ+f(Wtl{1B51eN2kNikeCXcfJ_d?OwRJCi-lPwNnPUS!cfZ*YuGd$4nppmG)Q-pF?m9wTzZx`G+uZ8|R}m81qgNFOB18k#Hr;{yytMp|d`GJM&bm z0diCbJKxpYB%=r;h157nl1v~inPUW_yaWZT<*Sir8WX1_mi$&ftT1%}%Ss^`u%-`q zwr(P14W`1euJw}*+Yeew1M66z@Lxw38U_Z<3UYYJcz%RzI65(Mu!#h{5dz_? zJn0jItcU+#HDD%4nsp?OVAgDWqoqP(5aV zl=mCON=xPht#vpCgsW`+ui3tqhZMaawvgf5i@ZF1f~jug4`3ydgPTO0;YW#)=5Bm3 zL=+MfO4nkpQ%`&qf`1K8iZhfAu_)!f4VnRovXxzcp!$&FJ8aK@N}#A7s(-H3Vn}`^ zyDkyKq6UVUspk+rIR2(KY5AiVMpWaSiJEcq9pq0#osW}7cEaE{7uBn{k0a6nLkaoj3*0KnLNWP*+lc=kiIPC-ectg~84$;IpYrk`rW22w zf|h0*G!FLhK7?;BgmmuP@?_ys%XBu7xQ%o>)jt< za{yK%J5eUVe*t#j-W-*8S-t;ra6iiAc>UxgI?qC$SIZ@lH3Y4@tO)dQ#(a1{6XRPYaqu> zou6ge16Uswypav!j-vwc%}$Sfeb5L6lDaeEUF(dfuc2Lt>-E$z&pW|~PJ~nG>RA*j5tBAVkO&vzgi5fn^2r()*F?p6F!Igfp8A#EJP{}G zRAfMNeX&|7C?Hr#R?5V~2~A2%$rlVHZrc6eL$f9@fN_b|n!N$+ufAB8IypKzj)zbL zz^V-FRO$d|Xa`mo^g_Xp{vH5;Zwi=Egb#^C<{PEk;#z%u`Q6>+j8+f$VNv*h2@I!tG2=e0k(mdt5}Lc8YQHE-vCSAga-sc5C@~b-k(yo*+PIHcx;Dc1Iq@x@g@&fet@js;W<^@+ zb>KH-vb(&&*q$}!fsPsr=+amkQNmkz!!{zL-tsl%moR_n*|Mk0I119t`Pp;+j}4Qg zsJkfLdrQL=4|c&`<&ba+EJ_52?w{b{3Ro1Z-mDWltUnA?UTBfOkwd|6{G2cIM24yC z4qi7}JoSwRx?p6I{ibqrL^s!(&R&vBieYO0u*#*y*&RKFd;c z@#9DQqhj%M*^K*^1yaJ3)873$IrKw#)$Wv~5165)j07GpU#j~+Ufe-!aZcHel8Kkg zkaq(Uk7>L`g{_#t@l~tap8E;6k7%)2k30kSd$kJy<%3<4Cd2G|Q*VaXOY15Wx3y}m zQd^Je%hcZ6QO@;urEX5XThz7YJI|aHZpeaeurL8Nt!q-(~Mqq}4MeN+j`>Y^;3QH5X4>D?a0WA+bOo6e>4)JGqj~KJG71auhPxQV07w z8(s+eC*{zD+fMN}ure|20o3`W2L=Gwtg4G&O+MaU32l2J~^9RetN5G-^r zw(zgz%7)CnbB+N!N9vxrzr^8ij1-Fg7uRkp5B&?oK6h1`BiF}>Ul4Hfyf;8*SaqL& zQkD36lZJop=l0eIJCof|255|1bvkLNOV#ZWczp=iIv=i^9QqF4eIaf6m7pWEgG+JE zNFiBe737@re{1_Y<8xd1Ja)q9)i+`BEo=I_UqNSetn()6Qfa&vcTJX**$|^KokqDB zwSo!HLZQFFMk-0_7vZn(IM09q ztMm=qCg-i*$-ni8K^@>^r&*7ZulCT+Ul(zjxvWvKg`K}BOrnle&`0rnMy!K&=H)6^ ztETgqLJH4ajzI-`wwgphZi9`BCw#1Nf4dJW9OsbKmVrRB+QYt&n0l% zME0F)+(EL4*x1H79>i65khQa3cqqZZ4$b?|QRR{gbu%jDpyT_$A7JU1<@KvXq42b+ z(Px73;-!bS03VYO`&4Ftsoz0*pV4qugrKW9v)*)S>5X>4mncnLS94&lM+T!`F=Fa461BB%aDVnBmpg6p4h`fD z6oiC_#z6|E$h@Mc~8q-iEXRXdQ=ztNy;0$&Qs3v8ePUoe5233cmOT zC2MJ%(*^LAsV5NLjbWmcL*BK}KFr6_tz#jC$7CwHZ{_JoC_@NQnhqTK#s@><#@S5+ z-&3-QORX7E+B}H%j)rew&YD62Fagwy>lb}0Z{hV6lf0F^ek-M$7kGR`KT6h` z9nnT&C}y&75!kv$hj(HDj`;%IDynFF14?`RW<9`=_s*oxn6xW$J-WQ&?x`=phEGgG z4b-J!4ic_y4cyv31ifV3KN-Oh5&ouqLD+}E=P@UOgI!futd4AhIfW@ZVYO_&@!9Cp zCn0n4Ksb&xiI9Bi-`;lf_J@$LGIdr%X@Y0 zQLpT631K;`K0UcF=KixI2&y{0juC2&(iyhqb4l#M1K#xRs+;18!_P9Prq+pgy4pIr z(H-^YRoJkM7ek02E&4gWEX|RM1H54bGYYNK1|iF`MTM-`bwV@f&w%3m-&3Uk*m~6H zM^J1ZD^{<$zc#r5_L~6njT|A$7@bK%x!w_gran;T=%2SATuFYM@TD8ssabbCjAtz4 z4tGnBKh^NUJ;NKxcuP$=d-gcZu-Ok?Y2Lp@+%E~CiQy70tFSGwWPsj?9oh0S8z7&$ zHX+u5id8%Fb@Xq|q8*Vlo|^N+1=<_j@u!NDG0Ho*eODvWzC%m>$DMBAcvRSNJ39h@ zFY2xj=&I`rd5t-eo;^CAS^YfQ^5Pt)pR$3a& z(BD32X;iBVj$_2;8uV6+0Nve2n|EVAclJc>1+V%O+`WY zN1hLuCM|FSmVR{^FF@Cw<(UvETJ1u>x=aD|UP^=>ss?cJJ5!0$@z?iaQrvY9CIYZN z+YEsLHqDi(H6Xxo_6BktsIF5D^s^1r?6n7uA;Z<^n!Yc{&1coaax!y8aLIyHMpa2T zLxL`B>)KqcjkbdW1h)bcsTUn|njYXiX2P^liq9Ww&)oQNFJx?C?6G>CSZp7V{k^F~ zK}8Jwi+QD77m8I%ggfK}$SQOIn|S+tc;|V`Pr9DLRX=|N?jS(lfE**X)Sq#-H&8ZD zGTx~;Jsy97J_C%Xt6C8J5*m9WxEXyzd&Pf-^^Vn5nS-kW7E~-q?2fi908%qcL+#mX zaa2Ho`t`3{Z;O^^02=#5=v4=b75=rU>^tY~ip!L6%csgVutOo9GAI}{dN%&dK5Ec_ zlQHEFi5=ZloLZo{#!C`A3#@kLOR=3;6FbY`k=Vv z7m#fdnvThBQz7GMXygSId6s1WV9O2a&+TUU5wDcNzJ!;G_qGM9WUSl6^xHAc zzFoY2kC}$RY*Lo&7VG1KijPI|z&h-u^OU2feg@Jp$yj^=eJ!JA>(^x55Lg|r?7Y1cy^pJnF~N~r%jHM$Fe7`+!DnYOep3@vo;ohc$xbIFtTCo z*xu4}{?T11iob92f3ml`#J|CQ|Z3hhWs!IY=nlIhP*XQi$Z1D2?UImdX3d| zcXtDRAeFKP+MX!VB{@0og(7s__Dm|6-S+qQNr7F+PL16~!07u`@7QY&s?tsF9lCy0 zJ~h?8gz)B_KfI%gVGbsHct>wFjidSKq}#uQ!0bL(2X@vI&-r}sRG3Q?Sywy+d;!;t zz!|{U;2Q%mG5pJ|IDqSW2<5u-HFpq@{Ai01M)x^Uv3p>{S2cmcU5&2%c`#fkO^^2_%7k0-s{c!r#iyL$`!Iu`hiL4nv3ubyo_1+_~T720&@p>!f3 z-q``p7$9H5t?rass{M@=2?fl*W%PKc@G9|RY*6h!AiW^K)EA?^IS5D#L3}1Eb2(uC zU!W3a8XC0tWCU)DDwQ(&##%%t;cSxn%+5!)x~m54k38*~3it(G&|_;zl~}nOI7VMk z6CSKa_P0ogGVpX7=;z-X)V;2|c_U#M!MrgqB#0%>(96_pqtc&>PM*X{c@)u=NTbA&`0<$ z%X+k8>4F~&k=F>*S_4f??u+3FKf;2_)rv6@RLwLzc6lg;2f-1jS?c|)mLE#by?OrZ zX6C}e0!JKGk2~!a4j~m(_S53fHxXoK3RrgfFAjDOGwSV+G6ichggCdi23GHApN2U& zxxvEox}V|ARsIZQH8{#qdCl`NJ_N|bR5UYRofX(_Vt8e$4WBof62NDdrD?h#fe88roj6OG>L_`HL zh_0u&+SAp5o#HwdBM6)=kDxyH5wNe_9x{vhg+Ij#odz{=O)$ykj;Rq6*3$l!1@rB! zhp$P=`CT8dcYXt0k#pt*w#vcRS_f@Dp*LAZWBLuZxAOT6tqQpL=TaR1sNe#%K zl=XEg(fHAnh)Q@^iz@z>6qneNN}SOj6*4N(YhF4VeZ-Eamt%Q8@|yBjH>06Sy_~eN zm(0*E-OQ$~;Mnhkn`c7Rd9j5o*9F9Q1-JL!WOKQfb+SGS#{*^H)Gt zCI!!`>fLKkl8!^KTd%YTA{VD@&z2RIv0&m+a0HJs*y@(BVUr^U=yQq$AV8c3X{oER zMWpX_^=yr{Z5WR-#V2l-$k0LxKUKp~oXw(83d5~{B)JBNotuEumvPC{`d)2D(?N3B zcCv68NZhUT7Dd)BR{i=Kt8v$B&F|&Bl_PiB7&BlqVB?O!X~hww=h=UclJ7JB0rZ-q zSw=~#gNF5tL876=L%?j}vAQD>F1#bhI^~u-xL{ks~wN%a= z5~()@6WVG3ywTO~jIvD3%z?WgQ%i<~gcv5vsBaOTjyxLsB=LB?zZ5O_Zr+|A4|mF! zCwJyBfCFos1`Wk0ZllE;oK&e0{I3hY-TVBsXX5OM;`}ZYoOBjJVs$==JcQ!LD zR8@vQrPr3eE}K0l&XKOpX~aMsj3h+e>(q$dr$%fvBFXYP*vxr2CC{B)PBE<=%>hpS2zr?G`;Lx;vUV9he*PQ50e~HAUv@8wG7U(2fZ;zs;#Iq}+Af<3sG9@=;f3bj z1eI@BUb1i_%7^e2J}17w9FR?7NWf{L=c4%pgYJY;A^UkiM8HV=@J#0|siowV`#ELd zqd@#^8!cAl)8MRTI#Ma^4hM3(2R^f%>Hs;j4p48s{auCJ$i7oki{r*{Pe64}a6Yow z9kBM%!oGvSrE+x#%JpX&lh%XOeZ4e0S6VEC`)5`l~{Y`3V;2 z^paP>T60k;V0(dam`d(Rr)r@Cg?{f=ZXd!DJj~<|FWd+lFm{*)TP)OnrENS~R_Q7}MWE$`6tS}Q2G~mQbcop)bmqXto z4JMLbEzFB-I2L*EX4_}>_q!R-d!Xh0#4Wm>cih;5u?UvAtNa;5%8-`+vnhB&!T+|| z*9iO%X=cdr&!;9qKQ9JAhd_g=Bz8fXOK%GMLV!K(8WqZ#*Q3Kf>b^b2&+`+jGTv|P#8-JdW**L0w9 zfhUEH1+7Upgba`Seq;UopuJTw9fjVw#k*5}3su`*dtW#ZtggD9jTP#bLzOf1p)i7m zkA_d%MPbwOpP1-N)GWXOPV#4^5|APi4Zm2donE6%_8-_jj-YE_vF(l*U2WhlIsLtCQaK|+Az4A_B{$%>6rpF_dOIrBLOFufK zLMY4{4eE9mJjtTe7p8Gg7J2l!#fxOlF5%vN znaz||E=iZ}8VQcUMK!R7Hb2jo#@PL{9bin-#vHW~Oc+x+d+!>Y64?Hjods7h0`q5I z%$UeuH7WFy#tfS#4IYsXozeM5;c)wE)2^P#s-R&S-{bWWbw$a5bY_rtWak=PonusF zk+~yFFw3mOpJ#&5doa*_p5k=iRk=1_JAqRw@+xk7xMXxcuHBd}^mua_s(@rhtfhl| zPpdDIcx2UA+wNm?!Gjk}{?JXZDK(>gfw?IkIDKf9Pe~gM%|N{=h#(+4(en zvGVzah4+7HrvrQd(MzQqapceEn{8(rxB-VsYZ9p6B|iZ-TOEq16uGVJ96#{)cQO1j z3{J2^1$0n{r*{gS!{yz61Zg$~DaCj*2I?&72543V=6x)yJRj=`SJ-QCEt@3)1TVS3 z3`6dqZ+{8r!~mTK7lFG_(zDcfN;R21hziokQ*9lMh~sfD;$xWnQQ0$vHK4;IZymY} zd3ED^nOySC7c?L(q-Y6DHYvh+(N>O}G+km~_}`o>kw5<0<@#B-fIIf?r}tjvuW)#i z`!u;!b@weMjw_(yUNQBzSRnwZcw$+ghJ?2Y^OnYR_EFce9iv(?L-O9rsmT#yR9($K zpwMPrvG?_~%07lJ#$g}wg!a3CQlYO~K@A}#G;_6wv^u_m* zE&+lETb$(+J23_imshQiUvUL*_BwBlyZg&<-z=BHmZ|-#i9851WoBnRFyy9({?g$|4a#zqFCO&l z4HvJUsSy%J_6&W8&;EH9`Y>kMYz@R-d79wer$caoT<-Wki&3Q^@fap5BlV{25rmKO zU7yuA)?v89gw>y`H9va@{D{Q$J37hnBW8i$9(H5l?`?R2ZU@DAwp!zNo`BpDQ{R{4 z6bCr73Xxzq4;tL4sR|ldXtU5arTBC7baK4dy#IE#+0E0R}3c7vz&o^F~Y}PX8*v82?pR)!5ow)#bDJ~1_5d85; z>z&IK1QjI#Fr^>@pF$nh*D&Ed;}u)2&vwBw2>K)hqB3o&vd?_2%JI3HT4euNTiqS* zopYuu(J{+c$2m`htU%$$NpDalUW((Nnf5a4eY(dp9+zEkV1nicsQkF6f3v+!xs}He z1$&1FGjVnz&QuJSF)Y+0n7(8Ixkt!oB??$SlPQg;o47r<=1jz*qBafzC!mUFON&Ew zge%U;mq(c`;Mx1&+hbfnYpJ}zAp)G3~A!aJP$YJ4OU3l{+Zrq-(_ zd9unI8SCtk?~bq20T0P__kT)A;@a2IvOOkDlH5r;!E!MYTQGa3b$zPWM3ZW3)@Z>H;=!^N zuie$o2Eth8HXL68gMJgDw>U?ZrMb>}eyA12+ek-_=Q>(hy`_i3Pa6mGdP$nvOwfBQh z{~pjmk{hr5&?6Z82z)$3!fe&Ih;J`}9{NhNUBFM|9s7dwY~tsnMP_d#wAV6XBQ3e8 zDM0DSR%fox<-{ZutF$2ZzPYXP+?fDtI=nXv=diLLPj!Mm6LajZ9RqJ-ix()4hjwU+ z3ZNbqvcH3sIGhEzP;lR8Cbf@X3XFp4dUDm%HoxC*-&fi5GS7<82&~5ieSJ{a`s@Wf z|8BIr~?o#ON8A6oKi5hV3Y6^t~PHv+79gaaa9yBVGI~iRJ zJy?Rjt`;lW5gDlsKlT_wHQ7u%ldBp@cK3iNd>$}Efim&4)j%m{Gv z)BNwB;(ji;MGyEd2Lb*WYkm2@=XlKCJ1CPXQcLwrYjEyGZcY|bmJdI7zJpQ8wgDHW zXVD)?P04YLVG_k}*WajKZmi=staV+|BPo==awVj`hn3W*aHpTM73%gJuR7?6Np7P) zi~Q~nrfMwJKG{-Rvj|PZdg;;Gk1KyYsRs2v1KJSPOkwdXcd}tOB)Tj3q2;ASEIb9a zA_}in<3D>)_%;oR9Xvycts*6u%8jDN;F$ZJN*QqnF+agG99cye*PT!aym&V27?)ru zt}au3e-k%$2E}T*- z%`3Jo)w_rA{V*ZY`|0C_w1em1VW;rTmrA9EQrX;b_zylG2j8Car=>n^;svf+e3cGA zV(KndAE7a=OWdt{4*i!4knKn4aVK(giU{LzcwL5&0x3Qt#PWc~++EN|(Njh@T`D|*}!+biNWUG>77%aE+ z%s*+m(=e7ZEk7Bj8oJgiNl`~@JbqDLsvsAnI&0dQc-B7bYOeS6-&CQhiEP(NzYwFQ z(t~Lu_FU>6dz;wylI^O>V@!qR?9ajA@4{-<;==Yigs1?p_hj@|&7&Km*XmC3wIi+H zqtH?h+~|bB^AzAAEhxuKxPWJ?w_9c@y#boTSYrKV5!G+YbwU=kxOdiddM|HfM6Hqs zn?NUy@~-p9Ts*sDsxQ`7X&ODY5MfAU-szWrY)Jgoz<2*qS5-hVYZl{Ku-vw~nU_yg z_y9NJsC^QNNDP3&rCJ*TWYj;MqkD|9R9y(Sjskl%e&xF?!Rj>kHix#vKTHQ74Dm5L zk8mDHll;3TmLMY4V4|l$UCTV@cW5-8;cmEbzw$y-#D8%y@@Iy_oG@e@hjR z&4$ao^=uEhGD#Cmt}q4c{@cqLj|R36EU$O!o}EAyPegykr^%}3M%3N>>U+gXtr9Ls z?QCd{k_CQ8kAGf#n?NbPNU!k*Wf7%%RKv#kMs%ilXz2#$810k3a(Iq?e99&B1L<2I z1?rtNe}^FnbEL7&M*(NgV@N28pl?J6TkvQLkqhsp2=H)~TQv(Q6(t)>ZxhbjnLI_y zS?sywC+9hXU#P-CS=mAF8wzq zG~Ltp&UKD8-q;4Q{iLjINU`^seL|$ig3z*%pn$Yu_bFLTzVXGwj`$Ja-Zxf9D0QJ259IOQHSTo6>2;Ja4vc)nTeP1y-?v-xq z1G7)=GHZ1ql&_+4ShW70D}9QL87T?ZBvZsx-!@^cog04Lr!mzF!@ZYMsKxz*rNBP) zQC}W1)1iL4sPU)9@_ypN8#uj{au`EFDpV5@;C@j}|TsE?@;-m+|27k z;{~5*GO=3cHL~(E&(j_k(O;2vfJbTCB6pvz3FKA*hgfGNT4OoWwfGi!CEo`sV2sO?nwzXdS|*$N(YAK#WQP-6Ee1a?gx!< zEKK<^gfQNT^GO|~KDV<0(tvN&gnMF3-`qk2Qfa*V`b@^)6#9nq!z#uQvcX&VwZ7)r z2ELQBm+I+krwR;)DmPejbRKr5dY*T~k=SWovIk|=B6K=t>c;kee8g`8`Yzb`t`wb{ zo28Y^uvK^cslcY}TaVQY`a4mbNek65iLR%&3D|OE-Vg&p^z7<`!lv8e*|Jr)R|`yj zh!nPpADZm{LO-YMb-nM%*89Fby7d}m1Ey-QldkN_6ZBbqay4u?)OfbsbGpemJq{J1 zu)lQc!UJJBvep3Z@R*Qa>w&PG+KgnIJn@-Enm{ zvP{(w&p^D`qYi_qz9ksvNNCHG?V(i4Rl)Q@13z;P)dyt}_@>B!>ek~$EEHfoM%l9GKR=I z8?5S*!kIzi-L7c}OK1AUDyU8wwUvGhf8HSKS`@I74KdE;XF1Wx(J8;i9y~&Hg`?If z`>R_$HvQZBNxhs8=HM|v$Xt&hB!AU_7%xvooeVa$LT=qABl--9=^sU}S}^E5{1ky7 z_n;3-S8i_yPoGf>ry3hHuV$0_yk}oZt;xF)4sAt5gMk=KgrT@ zMW(8|J9u@WJl>FTzWQZrNta|c>66P8?;*lC8FhX7pdZj$Yn}_bKjGP`SD(cCxEc?P z5kwB=n|^RFq0tr#cwu8YDox-aczDHE+>Qw2lMb8S#L=74HEJ=0NWlOl+cF9+D%2+a zso#R_ST9V7wSQ`1zp#AT?89CGY2{ko70)U@x2jgP@0IBye&(y+R!E%$D>gH3kY0AH zco4JazFMA7BfHY)EvYed*H$Tp3#^v&LMl9>>jIyHYD+A`ZS{3e61|g8G#E zxZ!v5g;bh8s+E}8CARO58K$N^eRr8&1Lu%cdRl4qOnsD{#c0nb0_(BoH^GxadqH*MZ>!Q#js_I(TC>NhT0LRa|EzYtz(3*|19r^Hj`&oOJ34r@ z!Br06TE0U2C8bLAq5h`RduMwB7^%-To;$K-JdM^VyrT`L^*@~3H}M=-4E{61dR(Ys z>`cF=)QJYwl2^Aa9E^~X*^JoE2Kw&`A&th6gY?1L_-FG6$(h|bFQTH7M{lS!8e#$r z7Iml8X{+nkU(Ua-kAU8DrNG7klPp7+O8Vmf1583D%7nLl@6_cJmttQh|7=h67Ok$g z3l>1sb7UYBoT^$p&aU2ITuzr+XaC*se`xv&e>(s7|D(H^joHnUB7#u@8jnW;CA2F>$;xT^Lk#-7yGH$*5AJmkJcDiv>Yw3 zZ(Fik_dgW^#6P^e$K-t!z|NZD4di9}-sB;zv+!c{k?_KSflx>skP39t_1p*IGYm2$ zaU{~N69PH&!HH#OIA{~c!kJ>BMk&xTpye+}0)R{(P?%0bz%1nUn;-O2gUMmuoOUfU z#(!8&UvG%MM&TORbhIvb@uU6+Ju?a)eMnu&Gg1D=Y6<3&?w_W}Gxb15%+{$IbZ82RPub$EH5%NZ>8;UVg`o2oSoS<(@HQmLF z_U4m>$@Pz_$HfETkdie^N}t+Wc+Sl_19(*HxCa*`JQt?ZXu**ysPO)ix=S#6J|Ngg zA_B0IvZ04+%-9zfW7n&c5|T}&yAS8m?;kKF1TZA#@c^w3y<{daSA#y|$#sg4#=3@_t57kO; zKI%E_LcO^j_=l_YDm>&tn}5bZXXqH*pni_R!#&HDrWz*l6Bb6CtL*s`cDEgfw@xP| z$b-2H>McS$ho7kWAj$r8zZZ7>d^MU8O}=9&64d_w!E-{34}M18NOfmbROnGi5e*3= zUS0n0!tJaIY_XOhRxNoo?kp0vo)EJbbSqT?2npZUgqAwK9>5h-#A;D|D8L7mX)Eo& zasMY)*Ni$6bh(=JGA9B$p0TgE0a540R*&3%Jvwbp@5Cgw`q)$EUi2AxiS~pY_aWSN zFF8@@*QUPKUZ0qJN9DV?n-O8VXf{`2!4#*lueiv3s>3-UXr9kV)&@&b-}=Z(lC)$p zhGKLj)TaH#zs)1;#Q_wm41E9ID$pW0l*gjxtE_^7OxeFW%-N}Ah~^!C0;4I{U>#=P zc+6XS;T@An6<`felJDxTW89OU1`dv7PM!E|h19#|(Can{VCx;dTXjCdv6J%^*YnBS z5LB>&{lj7iXHgpI++w5?2|(u^M3*mspuoPpXr5?+i6ZQW2e-Ndpu}csUuyll4`{_6 za09l7eBt(k0Q8XTygwV5#fkyo{|uyC(O)urhW%sSqy~@AS-hO6nf1%Z(xt@q5~>RU zqOoj!T_pN`fkNYDCAsd!HtK(GFdEb+E2rn+jp8GE<7_o?)6yZRg;6bY>+OQy^LMf$ z@vUNJQ1)+0)#zNc_{{O?t={34nWATb zw4?o2P{e-4)B7li+*LH&FVy&^Dh)9>u*>AoXF?T?0 zT`Q!ikMrL_GO?eift`~fn07u>odDy?3ud-P02=~U1*iK*Q*O_^YoSQ#(MQYTyk>0b zr+Cln7bTZ=SiLd7Ry5f9o({P>2o`%5wpW(3yn9T3z2mLQ!odqVmTGU1`%0SuUW%Rd zQW_!$gkHB8@auK&O+3N1LhA{w%9ekcq-wo9K>f6v@9%uFdtjCPzJ+cUxzwgh(&V#p zCmV)`ehyCGJ|L|b$Z*H1in}^H>J`OR=$_xa{rPQ5)cbkrSw#5Jg1B3TuL9~GJ+cFd zQr>%15OAtyTkG^6u1~Z($+Y@Cj%;xZ?Ee2VGuasz4l!^3H1(B?z3=()lpYWywK=)0 zb({enUFLux4)An=zX89p0Jr!oJURedJZZ@^kA}r><~{h!Nc0%7(yQd$PmGaai-dcJ zK8#^lTL-$zdjJv@fT%3Y?2E=tNGPWr4|bb<5P`=B)=)m7KB24A-&*>)!&VJs`rTdM z_rnX6`29F^px$W!^HATl8x#0Rwg09@l1rz$4DYEG-6HPU@6+*$lZ&bAPD;LvN8fj? zAMU?bK4e0@$G%kp$H6ThB^VHiaT>QB-E1eezpXZSO9$AH0i$Yy>s1#?B45O;!iBhg zyZey-DnVdxmH>b|U4PP=%5&yE;J#~gPn=)AxM|U8*50MhN29+}Uy#lI6#+=lY4wv< zhU)^69w1{`LCMz48H^8V4Y#%HE_lbkIsz^19E-=DTk|oI_cQ>^*XL!t+4fX)W9(J_ z2?oHNkZFboWg-KiY!o2@8}|Ly05(LWSMJ8tv{kGgyIj)}l$ZT<{e<^w1|&{*Pc z$d)Y2NSN7+Y2_V^C~x-CP>DHjjs}21UD}MLeNs6>9?~Ao;cCx6x(|V^AbH8!CVqk) zUwIc@FG<+l*?$=NkJK*4u^%tUKBNc%IUAAU4_Ojd6>+ER7@yhYF3WCgx-d`wtxcO?z^6%+FjD%+V&fMDvXBC>Y&leqv;nfZ

      c0u|kwV)oNtbV9nvd_)zzdlJnXcw*Y^8-h%eQDSh}PAeKO z9NfWUvrCmrcC?ZdqMnbF^awihgso&Tu{+>wS8vkE+w^5;GFw+- z?lKf<8W2_I2Q15c(JsueiIA~oM^L7FgzservFXx79ISTfrcJdsh^xK2-ibM_ZhNe_ ztFsQoT)%mT7~pqL59Ir-fWATCNk!m>GKJYwPLX~k*K<2%11G}tN;~LZW{cnhiDW+o z3*^r)K3D0R`WNF}<%uf4e*$)o_TJm?v}|~pC+bcJ-TWKOLH6d(OuK2dJW zpS!VTgx0TTasmjt=abnG^E)JZKc%@FqThdUosMMa?Ia3}nKLv9K}M<=2c^q{j%rwe zQ8utd5ug6B-I>7N;EH(d5nyAc77wOhW55&q^xzJx{M|YK6N|d^Am)@=n5#IPf37pW zTQ=J>)~sUbiOZ!6OJDu3&d=_nVMcyFZNf###8@ZR4V0#{<<@QAbnj7JuB>CUfVXF{ z-FVHGFgZ}=ZM*Z$)sXKF(Y6iZOgyg}?fu66N|kVls0MnBcVQ-WkM5U@AHC)M+nW71f$3+3TXKxVo9dupEK8V(zck141e`m>I6vuRNnYie4q z?ts5G!ilK$Nf|sgjH-OX*;+!QP$ZD81gPEhZ~N5f8KD><2S({&b3ocUL?9UeI7~vL z>v)ol99@Lwvkh22B@8dIo&T^yU>SV9PN%I~{lKHQZ!*jBF^NOUaK?9V?v%zKzpT`VVj;8u^Fm; z8g)%Y6N{1+x9+xqi0?yTtD+_08|!m*%F@+9vGsVFJ~uqgQN#jx>M;E^+3W*+1Sh!q z1Aaf-o=$~12~XcQ)bHl{pRU5`ypo1xl2E0IP2PVl`Vdnrp!D5D?a#8?n>Lg53X?Cw zY?-ECetjiT_Ilk$Y{)jMWMZRW_Fl7?Ntoz$GVyDz-{?sUn4zE#NuX$20w047f1i7Q zZ_!^_M{CxM_+-%{~d)+O|6BTvu8Mm_grGA%R>yN(*9u0efd9#mBPM#iS zo&&n4YWW*p#0SD=Av+0u=?Z>Q?cCU=tvT|X8)3OfW@T&x_fxM1Q_q#Y)|{Gx%_Y7w z>Dm6sktPFy7_*E#DTb%}{Eb34!vY6PuEQHC`0=bpEx02i3+fL`+Mws730Ctb53IG!=BcEfN1ZSQSiqE}mrV3<_p&ryZP>az0#Wv;dsFi@` z4!7%U2!7sMHGlr)A`vgXD))*mp=5HD)aP^m@zw@zTXzw?+q5&aJ9;97eIiy3qFp&b z({nUvflKNsedIR^OQ)u1hvTA$CClfaK2=rM-Hj{F?;i$~98cZ4EY-*O+sBPXit zP38MmR~g$J5VU!fXC_kG3Z(X%IAex2QdNX5qs>P?vB5)2pnMd#^5R*LYtjw4&5Q4z zq<-B2b&)W23Am7NvA!jlyo9sNX&y1{Chd@quKRa}I_{y7b7nrMtGC<(uG4L z*xqvAW$ArtAo|q)b`T6KvtjPt zBcbVk>_mKaoOT^bk1~_+Cjz}MC!wDm1o)FNZefnYkSk#=^ zwlrE2eC2O0)Zf~DjlC-y6Ykwh$Y-k?mYt4QTEJ1XlbM1T*SzWVr@O5(lkM3WD++#E z3i{qU4Lp~xrM$WdEckHRg+|=>h2K8P3^U?i?4bx0oxU-l_pvX5mN0mwWAz4GeU|}o zBX@fojJ{p}fVi0Wdc1x>z9Nfeb{WmFM~REhgvSgQmn+P7h=Pw}&@ue>qRUIu7wO~)QW#|-E4?FU zgL|TpAh?|9H{6?|z?fCxojzRqiO^czm!H=C|H6-bXStA2{LXMW9gl-auuhOZlBJ)^# z=PSa;6I0~Ppshcd^!`um>NE}>dhy5wmNG6cQPuk>}r5{RlhgzUeX zBptW}dy8bN-H9*=giO-s`gq}e28BpbXkIr|OCc8ThVC#X&Gj#zgCuo&c^6L2v^2P| z^j3+-CVysmk|Vwr6QcAu;EsG9#8vF~ziyX!xW!m#D;i}KarTZ3RsG+GKmi^G$41H2 ziIVfIvR=|YRwK;Cl+H)DNQEG25o1GC+^j=@CLwMf&8@SyRSa&bf+j{C#mu7DPI6j9 zdXu0vP*NJ*yDEcgZ6=Tw6sh50sk-F%Ip1N#TCk2DtpRz)0)eJAIO2m~a`C4HIi9He zoZhdwi+J&v1Hx8g0`fEk<=*CX4p?J3%Y7j~cC{NezEAf>&GxP;rR%@EY$u!a88OeX zy#r$5Kjm-tkOHoDTj;i^M=WycI$xNcV~$!Dp8e`WHYbJRkoa8;Uw@X_^ajj8HeMHE z1>_?aWRekzx88|F>~;I1g?+g#MD6Soc=~bb%f~R3Yj5}>qT^UszyH21N933m=?eU> zNYJ=ab>w*R9cbuDh0O@h=k z!ICiM-=G8?3p{jouWJdU(NGZ>F%SAskIs!rxIFq zT;Tv;MOuj!HBJGoaM`oj(ARGB?)fHjW66HWP6u0z#0N+uA40JL)WOGdJoo8B@icP1 z6JsBZyVjtT^eFT`SX!&YbL&IDcH9ORf`2#O?_q9`a@IA0*_`?tL}#ULbz*T@%fn^SKo!K2SOl z=vqoI-^;;lUxU)LGPDx>?8FH`HIRP^p3d)%$QCq?NOVk!dnTM zFDZ|Hvg}f7Wd*^0k=T-G?oCk9-v}3->SAak%_wXw9@al__1&u`5t+ud)N0uO5t#r) z@4S;7jrj68v_}Zd+O`&&pJtO4hB&B$~A`ci{@Juz41*M{Z0!gC~sP@dOu{Gi!w0Q^fqw97v8@7B;!InT`A#G z6aSLItvVG$LdMg%>kgjSyM39|m?33W(-mcU#z+&;R~r{3PHup1wXbfm!Ql0S-r^~c z5LqaiHf)x_q9*^I{{L$M6nbVWG?)?dTA|a6i?SXL&Lcnw%Sx+D{>DYKh9;yGmy}FD zvlaeo6GRnB>Dxx3SG+o*cQYC{>lciHzXCxnqX@#~K9KnN{|JkdIc;GJ2iX-CW2g_j z4f6nz21}nb63Aw!;dx&zzl}B>I#fw-XGVnij^mDeE_omJv{I49iq@xt9iYA&r1HOf zh9UkK&G*o9%$f5a`{AJE>?S0b>QS67qR)tzp?oXSz$&tG3aLu6UaTXrN@IyNd<@4b zsw-b)nO&&zJOIByA4O<}wqSK3t;_@SA>WVKX#1KnZ0|e9rSj*`GUnST1(rz`CX(3y zj>a7lO{bR$>9~&><=nMCm}`&UEk`s}n_QrKk0@-w0zvfeNgB9Xa8>q5q>qX<_cSBS z-W1aX@~3(s^A`_r*XY?C* z|I@Dd{ePQ}Yl|l>v1&X(pq@fB_x$llA~v|c8X7vEsBlwXUqF^n8>`PDnVew+FG)t% zabOWasfx}mt!e;Dsmw2bf`dp!{s{PrYy!H(cT#!Hh;q+PwJ!2LeMlTysBk< zJpW^BEw8G2B-{*B!Bt>uDQ+`p4@JHENC^w1PrnijU@8#oVdn~`oGZ7lLoV%zevknL zuUt8wAizd&7ApzsaU%>$@O1?*DSDcGm@}{_p02y8J~`eTNP4rpuAvkqkm^L);6NDK z7D|6BpXSfNLDYX|9#|+2n30}!0y$7AytKMMA@X4%5bGp_d4Z4(m#Zn4cJg)Y?|Azd zrTjXp!FPG>eFycur^g`p0*m?0bwOwU?h{+iazhGU*K*0o^CcWn;OMGpbOPOlQ6Qg zxCGiAAs-RanWe~5#q}llIt{yy-u{mx?rrbY_gx$wY?M8#5P9q#=_!cVFfn1heE@X?T)IB^g@=z%rO(O{y@)VNTIpeZz*rOa#_L5ss6_iN=G7=Y8X)b z_z8t9d3;dNzP0ybj(TwG7gLliPn3OTa3nLrkI5AGU}FDN_p&S#r7r>~VUSpW-Ay&D zlwZ{}4}>YCVLkqLY}z{Tzt2Uw9Nt$ib!Kgo1i^XUmlINtwf~A8bRVJr`?bzv2a=^I zQ^kvFtuYKb9v@4}9to-z#e>F;K4H=ue7vHV$csss>TM1hMgTLgS5bUiB@7)qk*UdfRtVo-i{q!M>6 z$)0(IilOg#L25UnSpps!4KNj4s8UIGUrqF`7h$o*ppYgkK0}EpZVn~Ii5$uvc}j7S zZd4D&uStN30zg2yXCVmU7VwfH^n78qQ+{T)GWCMQ%m|~y!z)uD;h-~nvS+a(n$M3) zo%Y-bMQuLs21!j)@GnRoo%sFP)2EYc`_uO?Zw5oK1L`#?+kNP$QuIu|DFrNR(b2;!L!v&(!TQgK8@VL>Nd4*| z%I4tuC!LEISa4DEyB%-AdD{JH-aP?rNiBsckkSjU{bg&KwrgWfrr_-}NIukTMg zF2gp@(0BQlej2lGyX=z>C}RwK4s{KLs#^u)y^3ni$-DCb2mvZUyoXSy4=x4f?>FS;)AM>giaPz#PU=26hyd=BR7O*In>e7SyHT2*=0W>tna&J0bJVPZx&AsU2P0rcpe3@>Wv zlCI%O(nu`(PQrIL))*h9qK#wveb@d^zVMfw6Bo&LzHF~`B6RC5*U)7$G*E@$^ZlmB z1;-NIeuFg@sZIm+MW!2Ub0tsaRC^AnX(KWN*a7C6c)j1Q6@S}BnBa5rH0xC_6*1+0 zv26XdBa4+ku6)7@*C|kXkDzrAZE5a{Jg7>4ars=}v;Pw)6>C11WW&PBQJoocmq>&w zb}xGjW}eLp{_^?kB|KWu`}FYW6Lwo>LG>x#vzW5(a3YNZZu{<2{>l8 zl>Kb04*B`%^eqPjgBgJ|mZ^0QIpm>UPd<*8cEpGyzx9c7!dVI5(1ul~Jc9S#D{HZ3 z(4GkT?)HF<#<-bAnUSW=Caa=(Oco%tyweo%viB>UX^Fs0T* z`%{WIfucYdQp-V~DbbBtJU9NF^wCe(&Q3lw8(aR#FX2GZzQPAOeY79T$M~QI`#qPF7V&@GalfstR(sndPw+! z+$4Qoq5A31x0G^4^;ctD*Z}%R`^Kt6sEh?C_z{KvcmHd+pbx~(Nn4uhP zv<6~<9f$?n5LG~u-jGh@{`f3`1n!JGj;%BMBhr* zv?HOY>-;!A5r9Dw^Tqt_qYMHp0f@pc6m6;wUYeGrziFb%(jIC+Jf{^g2@p+=>?YW0 z6UuQqpGsW)e&gEF>)>^&02sDynI>$a8G*g$#w@=U>O@dv2oH{usuGcMkMR_pF24OW zMQ0o1_hIhyy)6gn-Be+;F5@A^=3%}d?>vwryuX%?g9_i1J@zOs+P5Y4T66CVvy%(F zmZAtn?OutWwF;~!^Z5$N`R_N5u_zGieQrfvb6WTY;DU_5Tu&#v0D~xK>V8x3v_OB* zC5nq~ZDE1Dsm~DRPTBmysUwavl+TL&j0makAZcq!YjDDr%WQc?*v(=SPoIugZchv@ z55C654pnACdyp|eLV_YkrMcOzP@`>xHWigSU;PwB{;skoiiaC%mp^n(gGTot?xBmq zQ^Yc>-t0zv04{&t;_ACTkiEawBD3!wvcRPk z@%{d67Uc^g8wq5Fr&rR_4xd!3_x(eX-1n=v3!NTEDrMtou*v_>7qtK=SoA-@Tt39< zo7B`~gb}5-q{A9B*T~@2-1IQT6+m08jOx{XE*ZSav1HyDjN)3Ls#yYY_{0|O%5tMf z;YVWQx!o`ChDdOZc3ihCP z@-vJe6XZ=>lDjbKL&6S3b(U9s-@#XQf)j23eDN<{4&J1iQQ~s)?n^qMnu)1GZ+!A&2<%VnuitW09o38||OWUx6L(&)(>P zy#rxbX!)Ois57x3fv##3+gawnF?dac4-EyP7evdP8o%lGE?k9Jq#>J|<|F98nCdR( z1%;4)CX|53-(^Z)m8Sh8s}7V5s~D=B`S;|gI7Xal5FP~s(O?5j-FxNl5Q5?Gr!g=d zNT|Ov%)1KbVYa>h1mml^@(AUoD&HNo+Z1^Kh4NX`pY?BSY)tf;N1X#-wrUv9qtQ{JiND;EgIaLw zp)|f?NMEJGbRE5u$bq`VDNt|E3M+xVF?$HPUANsIY}hB7WZL>a<}g<@F`l~0h7yMZk5IpA>*HJvX(v^clT}8{_;jvbVLfd1QYOh zhAnTMUvaTDPtRE}E0!kYQy9JTAAeA?y5%9-l`8RN;En$90dDy2Tf;XWv<9-YS$bV- z2DHB2#N+`x&?WVoRJRsunF7k&Hl_-L^n$>>efJz)pDW&1@DgM_Iba2^@>KC3l6ePY zQ*DdWRyd)(-7)#af~EuPGa+B;5OzP3w9ISXBEhO|2U!=kU)d_x_4U2CBMzz`16P~H z;=SrsW5VQ67;0eEp>LX?U))P=HZXV@i@Psb8?< zPOlnOC*3^+1(FyzdWZ!3hdC5Z{XQHgf6&yR=#+Mf!W2`?nnn+J34{>IzwaO{OVWuM zra*VjlPE)skl6(v2^W*IPm3bZgEDOsN70`rQGeegKCOdANqtX~&}E#JDe?DSfa z-kGt(H_uk|AHC^sI6=#6l_MVSV5AkRE8#&6G=(~Z)DuHgZdVy0MhxUr3?1CPByuc0=WL9OeeU_znkP#}7$x0E~%?p;p z@o6Wc4Bj?)A|{(=XjhRLVRsdSr7Z2z0I?;C1{ner#o3i*%0 zeTb?5u4?e7a%Hyr2MRyjU}#PTP#Ter5YvAxgRvsw(uY+t2nnppN9Jc;17JunJV6t* z=*39sqpxJqGKnJUYA8V8%7m04v*|D#y1Z4=$#Yb(VkLd#`eZ;v^WVJ=>P_IGwYwC| z6Qdv|wDQH&=p&C%nwiiR438)hjULZQ&-kz%NI z1~G6k*c*5o%7VEXsh>{SVvs0{iy^&~SKZZB@RRXOkL%rF@a?*bNQ+A#Qr@`C-cG|V z_N-T6ckv^?+i@?O-p;}0>Zk>O*j=k{toQTP{Pn+49H`=K6whkO0gVnpJT&?4a*!m9 zCtc6W0HW>yoqqUVTm`WPU6}qG0x?j)L-pnpK|!DeVYU(_uDm+*`t;^6j+_P)O_x^p0lVwd zE7F^2f}Rox264}=f>Nat)h_>xLq0Jq?1YFJk%bV|b1yaPfxJ7}q(C{(jMeYaH<&-` z@(oLq`T%E;Nie1|H7=kCtT81x(c*JuYtGc#Y3^RWY@GzJe7HY2?|v7V%SX_2zq`$q zf2SWDFhd`F+*o#rd0aaGd)sNYEF=&{$&N)kJndW0B7#S~g|d0d;3dTh2c77AC&VA3 zXM}J2!Ll8uu?F8|z?##BNM6sI9>$%vI^%^<22wGl^kv;=Lf+og_0Y|0oXNs9Z% zd46oG`by=m`179!F}OH}?@QudpI1MfvOSbww(%#f!?^N~X>Do91*2Z2)5e;Z_qObI zq#0azq!B?Br!RrI=q2^9jl4cLOYPoY^G*Dcx!l-~AeFuKw_nnbPq`mnGCmYOZUt^i zxZ78!P6Jqb03eani8zHx6r|IOaBc$<-LeQS1`a56h--4`7G17=nb@035{nm=1-wM) zn$LdSFWIB@4I)S0tN?EwRe?cu@11m$f=qu*{>NjyC9WRt8Zbzb6g|CxH?hzG&CKN^ zLhwZjXqD>Y9fTUj|KgazaN+s(NBx7E7fkBU-GD_6{!j0lADQaU>d*Up^xeCbQs<(3 zTh@VMycrimJVoBUMg=pkq+ zik^)@#~M_plzT#a}~>3t(9!85>L(clYO{EYv_6bYn3ik37~#v-#?2f{qnFRSb1N)h}Bddq{7h zG2=YQ*!@=AA}R6={iqjocuTSwaN_excQL$g_mny7~aYy|cXW>=`}G2zeFAs5sjKmJ9_DmmUuYW0Fa z6Dm4RB9(?eleBa>Uw{e31RC03z1c$!RQ&w><0A9K_aRH*mt5Y<8G8cGM&7(#_)f@E)c%~Jk@~}4GIaT`SgZljG2vFGl8#|u z{rmgV&*R7p567=~XwUy)QY5a`H)^r6_TRP;84igM!av?1LXg}`V(gw#cob$z^-Mc5 zF!kk>#f51H2{Xx0&-<=;QeL~f>E)BT_idP5Glwreo?TPW`#2V#R-8y5M?UC3V&4-o z0q!;M#(J@H>H>e*^8Q6tg)mj#XnV`|M+Me0eSYlT_r?{N2R5pwc4&Q0y3It~U~SXr z#$lECmD-lf!mi4Ck(JA7vKv59z$NF#1C2Hq*pqubx`Le2|BCcY$zLBl-o96w7h=e1 z0@0>3o08}yNbuDf`9JG1ui=r`ef#g0LIosFCFSLK*e3wiqA%d8IHAfRu}+H4$F0Nh z#W2v?n~cE3;DHfy%cgAAk^J1K#`|5q*)aCIgz=OjyGDWl$3k)qEGMl*=?Jr**V?18 zN&WZO?m}^zyUWMx`;!kjZPIpMUgb_IslXg|@oq1$H{)rd`Q0{BMtP;FG)SoNN}vSZ zDO$=_q6qNw$ZV#dH!~wQs8XTI@sqeNPY?1kHn9Ves(x5c;UX{|gXqGPLCc<`H=m_^ zuc=)g{-7k%8<-orUGEHa5Y8Lk{u{DOvv}b%i{OS0>;Y%S9~(;| z;wi?v_bet;P5k!Uo|^>vN2x2$k@}U)>;a*lGt#I^U+6cHI7d>y-S;UmRe3SKzLN?B z?kHMf}STW9ck=M5=Kb~u%0LJO(~Mt=Dxd=xw|^;D|lFNC6e z`3bSVgKvSAp2#PBZnm$r>!zUPmAqkHFo$zycIWvuLa3nKI3;NFk~}UVWyyr zv(>@tJF5nP|K7>GFX$7PRcC)_`^Znw(~k_K?=MRb_Dm@o!Po$pB^KvzXD$cTy;5T7 zcL;IPmuTm9TCbu_mm^*e=)!C)WC~jAq<=15$B@s8FY)DylmnTn=={r6=fIUcVZERy z&gaif_J4S(X5J4T7TdFj33S+STS2yyn+8UtkKi(o9jxeEC(%0tPEI*+o??i8L{U-%^2ntNCzci$#VSWRT{o!IKVeW*RXOXE@- z&A=vRNuHWVKf`O>kqe%ihU-wxS@Uhm^1n$e`t?M<*HxuH3pL`Ss788_sLl+K$%Yc( z$k%116W`;qvGPjVq2)j1XZ#y|$BE%ub6oL;TPaCIEHX7R%6QVjkixvBiEjpDWVm|n zhF&PYk<&=btijK7Cc7D?5jpTryxWlnZkY4)ZIBygoEko#tfYH!CI)vN^P{iDK+ho< z3Ex2ckqo{y=F0E0!1;3zx%S_99fmjN7yHVCY8Zbs-_axN(IUK}t>KCPMUp({Y*%xx zPAniOF*+a(n!Jm1I25Bl+t&0R$QV)Eg896LNL;a45!=NddlJxCcag?LL+1Gy&q zTHGyLPuXv!`Fn^;4EF9Q{0%Msof6)&2vKf$QyLR#N1ZE~&$G@S6c=GF=nTTs62sJ~ z(R`OtZG1%)`cuzj#5vftxE;n>c^SKi686`EmpvGm4OKz@BSU7pgwAfan+5-Ms0&Ip zi!>n9a4Ci1oYHHIH?gHj-FM*p;@t+|$%o zgst;hgteAi(B<&Cad93PJ8sc8i?8`O(fQ~^gfj?8vj`-Sw|SWf1r|wFi_KB#m*8+* zHs*T9e?W9g7iK{8fr&ro1>oVAq{GAr7%KhW9RY+>&fNQag-<_ti&-g3vUZER#K zi>4YJp`%-Oz(*MKFo0f%AO%9Mh}OrVXYUX8bKTZFYcsCH2*D`u#R5bfVFP36InZlT z%QEkeZ}E$i4XFH7T*u2veXt5gC%*8UC;T@0RLWoGJg24FW&Mf>Z?qZ_UQ*LhT+7XT z*D6Gu64Ml8mEqW-cXozzUd2{9miZa*|bV(a;7wk#-c#7TU_f;GrrM>)El zL@>S>^2P?*%L!DHo0kJ4HfRo7FQ{|#z*6Mi#Elx;B3_odQSrzw3D}nLd&+OlFhAz@ zR*Q4mj()nrDkCS$O|I-AVJe&s4?2}CUix(xXH_|79R4n-s}FyEETV{TKpTdF5~>?| zPc5UY@Nuh->_(+ES7uCo;(^s~)k=bXP@Noh1w*RBaxXlP!H>%owK9|LwLez`qf3m%uLj+*jH%e^GZ zxL+Jk)Ic!Uh>?T1HMbu~Jwgu%B{ww89<^`AO7CDIsC{<+MXvksl-2E<0f0%=#JK`k zw}zOG$h_=b)W+18w`1Hzqd_}WcdeRxDYXu0tfl<<_RkmQPv9>aLNz9)@>YdP>Vit6 z7-q((E$VZ$AKBnu?XPay_F4L*Ow&1Ni5nJ~{C5ivUbOZwY}atEkIGRKso4INe9D{Y z0|wy#cmgrw?)#6jo z+(UBI67&o3`n1s{V2k;k)Q5(81jmYe(3rgcX-s;3CX1lwk^B+>U|qmH7=DApde7#I z95_EivtGTHDobvDSJeL~2LBV_aK=vh(zPYHn*?MM*y`cAGN~JhW;#)tw+`gRgglW= zqxgZuiZ<6MKJK1_OxYrv1|qu5fqc?%J4u2bXZ|vXZ5!~nZ5a87DZb*OW9@TNRGlVT z%SggmfxA#^KT&zj9I(Rg_T#EvV@;#XSa3H%m=XAGUM#!qUR@`^6%0^pRf*%D zs}@*80gNjiVD&zY+e?#`MrK5wKikBK482vK{E^ zI4N&G(I|3#b+h*&eOe}p$x(Oz*TK)r-ozMH02{nACbP6nvk1NQR{@`*CN%ccJgMEt zmG9EW>Pf6BDX4Rn+x6-rL#932I{D6~*^EC2CXNLgS{=RtXj69?Rb4A2=_5b{3$=4< zCuAe>0~AFyFM2jt_<`c}7TkV;?I~iKVR`lGuoW2u;@ zr2}B9uTo|nbab2dgY@)!0PG8?pFh8Y$0GAt2e%^36PK-9=;#ij&r!w4j;ziKuhTlE zmCFSE>=6^$lEN0anoBgyYF8r1icEcboCd|gvs5jL@4|I4Vi9)HW=2GpIn2N-@|uk+ zg{y0wyB6B@I5agYDUWAUZJ$qE9)4`z!wa5f9}^>Lz3mqiBf7Hsd1pEp6It8ok{FXQ zHUcj{7lz^hf?((|pB1-JgdnGm=H4ue2rYYgI|UQ+^LT`+E7wOfu@O(^yn|xw1Q{T< zzJ*}*$mu5}UyB7D4HX2#Pe$_z2udGUzo>K&)}1w1O}!yx+ckR}ck_2FhGOKM4OSF? zyQJjIhGeFSs-cmSPp>Fi9p$Gk=@lcZgA*sI-~K90NL?#K)F}`rHmBZZ);!^LboI}_ zi0q=DEe^J5A}Up0*mkkV73;4w3)!~i0{)dBn@AR%OkVY_la3NU{4c*+A4Oa2q5uzIg7$-A;pKL^1kQ?LU2`(oeN11S3>Q;fJc<{QGht5Y2G?Dr_`%MeqD||qrsfc z_Jf8O9G9HE^|*;%iks|q9Q@Zk0G$;2)u#I?C#gWP0@Xn08p`Alc z&980Ci;yMlx~k=(57fybf}mc* zk0zD^ILy7?mix--+y5Cmhu79F6#x6p!jhYI}tGS8JC*!j5XE#eh zi4r)fU0eMd#JW-(S{kY-A$ZM=Neo`IWqeMk2EZ|9fa}|dv4Jd@|2ls1#{cQ`=j$W& z2Hjh-8W}2KK^zyBWM?2^T>nLkG2WCuj6LF);<__{r9#fYiE+~iKak8|lNugJ)h7jT zIW`Msk1H+W-DVwig%!4#kx3FU8J^1CjI*=Lv076WMnpHA_+9-oVxwLx=&hb~AYr#q zH5^Oqs|>wpsi#(2#8=$yZiB}ywi!Iq8@ZC&Uj&`d5M&w+RI|JPG7{UUMiPiSreEpm zZC1;nH{y`p$m^j4;-G5Ghi(lXDqEX<`J&T8eg9Fi`=wrSHNx(#!-a*nYUV%fZY*#A zFY4(^a@5NkCtoL~NW&VgbsRmsm^AJC4zr-C*gZB&<5XU%7>z?senvmkXHt5@wme7G zMwPm$N7QL6zN*@mVzY7!=4n#`rV%|LHC6F%`W(@Dc{boL*h#ta2>@0GlBwLNELbo?kK}hWmoWYpeGRd- zdSmtav*}4O__k&i#s*TdJf{|iqN?op?l*lTV2Obe zWF#NhfxZ^NoIc2T6ayK_!ZvmS=ygc9LNc%)$&eo?^z=(-P~si%HHApByc$8v;A=3CCCd;>`c!9{nXfES$#mqmce zl7P=IBeU@eZ(>Nca(wqxKd=?2mZn$&{;6b}GVAukp9025$=Ay{Z?@5}>>m5Y(Ke3L z-79{aQs+P~XtEo5xy=D|vb`z3m^`V^fGw^EtCw_xlLsF>vfIkI*bqZA;==kEfw__j zP>}Z=_fr{N791D0`|pesw=&I7t-?S9bbM>EW*k5ROQ6(3oP{2v&5j(Pr* zI@ZlNc1G1N?|BJt{eLu_Ra8{(`?rUoL+KEtr8@*^q#Nl_8c7L3I)@ODmImqWlCD8o zx*Gg|~*@ z+mjAtxOqFP?z^uiamL_wQY0W~LrELJx4bbW$LMGDJHJ__DtJVT_C^n@k8&luN^AM%clJ5AmxUh%1ZAdIzZhy$>WU*b&z)F}CzZC9RQCxY3jdGn zMC3l&-NX9tfGo&nKAWjjEd7garBC=iE9xv%RvUR}cF$a3DVr2@bJC7H56 z)M@;9Uix!DHq_It<2`ywPG8Hd?wMNda1dol-}N7qQ!SJk)oL3G%(H3iE%;5AZj$XYzV`5mc9xjP!ZR z2WMD`0N6`SaMjUGd)Z5=FWP*gBJ+y5ZJpl*SmERP&fBG)I1is$r-#T`Du<;ovI*W# zqh$taV#o}9IC3~U9vT=tbi_Aiofp6%t?PLNea-vAO)>(7&D6Q7)iG-fYk>#=NY=fd zdV!YJ9>C!;{9Spzj2!><&ehC*7pNR@R9Zygsla%4h`xNZTeh8JHS~_f8w{aRY{=J0 z+!CG*?un{i=z99DXGED5a=e_6)vnAljgm#TRfR_x)m_W%NLC0qeAvJrX(3L$Bh(T; zXSJjzkbm~@%{1(5v0JG;f;3fK<;rgv0X>n|+Nz}~=xSMAzxmR#M7z?aKWGh>`E-89 zkO^nIWis0TGdD?{r`R7&Z6I{wk`w*L@)IWMK7DDfV>V*PVtzdvbUG3dI zA}-i)c^E6Q*6wCoA!U0a1Z+}T`#sZQ!1ZYS)dhrU z)uX&@6InRxfpl6atdHHA|Dsq`^G~nti<^7ZRJv`22 z&vfI;vFD|JDJBU4lt2;t72pV6?_LiTpUJt?82Oqtz0aLv#eoigEl0A2tp34s&_88n zKVmQwrynoZpCs(65<5|OMFST03i!Hi;=e4SbfF=g>7R81s-VO?x*$7mK4qmttAk-I z-zHPAdXBX?-2GBkV=sdRo>M6F7N6_j%Z$-hRr;TeOAwFqZmNK%$G`SlM|bmI8N<$5 zWi2P)@^BRj`Uae9I$~Gv!|!CCCV=rU)Un(YBf7BnfhdoqMnsV6C6{WA+PmhTS)IE+ zzWfa~!vk3r4BD`>?Cl^f4r(37tEiuoRZ17J7GB2lRcm+-oD(yw@D>!RH)Ooi2w+FP z6m<6lcoA>a0C};2!Da*^aKBB5MRz`AZ4_C;CIj4$C7IXq8AmQVn=#b8Kd+ndk|a|| zPIvl)Qm0$~L`LN==F0-G3D5aV+(}#YR+o`&$DM_P=y|#1*h!UiThgW9(!npawuvo? zH?7FF5OQ)C*76%6!MGB-l{CgU9d0i{lyu#i!v>jekp7U)kiN7D7$yc7vmD|ZVu9T1r%#X?-zefhU6|IXna%d!Jrorfhwzj06jpmr znwYdM!kQgd^nDaPBJQ(FZ7NL#{5wU}-Gqo!Br$x9BMzKRBl?xl`yVowgOeC!No8-B z0(;2D(o!};{a514;l8ow=BV`{g)nJUD)fYpso+yMAd85z>%6#?$$pw*7p zv$t!7Fw~){%pfxZ-_g=B7J3+goE%=xcHb+` z<2gkbfx(6!Fz^)DA}Msm;SQ_cz1Kt9lWW#ysa-MAEMh0P1Ojzn!v+R1@=5l~HJH9{ z!ZSBIL=sAQ_9#h|ELTv3I~jo}$v5n`*@|30RHHD( zOD@#Zs3P{l+CUFLZnli7eGqL@=Oomafp->B+gQzq7Q(At?IXvhWaz)2|sw?75BH zC6cKa_%>6-Z$TW6k4j}SBl+0x_kX2{OORcT3fG%O8utpQ2XI<{O zfxP%Q=Uxf&{z51fg$+p%{Lbf@i+Gq&5c%@wq*mY|4{vi<{6=gCq>%nao)jbGLSlMy zWctjQK^*(r8|{OgX^ZHM4&}A7XsLx9Kg=iN*03SApL3-vrGcI(sd%(ir}kaPbSE^h zlQ(P2ORS`CAO{q6^WK9eX>6GqjF&Y{O;xftFG*i1e5y7kD$#&tzT87?(Djry|BQkj zI8q`XqyyV%I(_K(Q}4Lp^4~$$J6gBN&%lurgnH4<*mY_a$jdhT6ZnEk#i0^%Pu%*n zIfluF+a6&u@j06;MeJNOilTcwK7OKiz%VLtT{GDm z1WTzX+(v}WgGdL3D@6nwkD1b2N{=vpng?F7dWgJ@ybk(p8`zQ2*f8TGMR}3hlBj>& zG?IWtZu)kXKJ>PtQ2K9d-9GoM7p!gaf!w#tMuc~- zo7~?l3IcUjrb!yDzst;*+Ekug;YRPcJcJ}(h*DM;{d*sJVURz{JQSOAs`!J=D4q0% zZtwh`4P}efK7lNVxv=<>i{zVh%)_U7iZmTN$33Rb`K6(gK9#+~CiB%ysu|rJw_oHF zMug$U>0gwcne1bz?6qUlIYmSaPR(&BV=(=IU4>DsC^jfxYL8jK$lWQHOm=FJcnE-7 zK#ln*9SYq)8S_7u(AM^cWCbrEkiP);!2m z(%={(`Ni*2i?xN1ZvN&~)3!0?v8(d;{PIwS4gQu!IsAye^Kh}y^|+KePLdFnurYVC zb|F7omc_wkPe=RvK0eY9X_lEoWmhrI(H5sV-bvEj1Ls*%yIAc_SxIijD~*4&-$)iX zRp`Lp3%UMbUfitqJ7;4WH}PKP5PU#fcZd}`@x&&Lu=OoA7F5_-AVGM(y<@!02ZMkX z3livu)E*fRvK4%i#vLSu!G%0n6Uh4lDF+l{bQSS+F+UzGv4!+os|MIkB%IN}83bzb zogjG&Y0`EhS0%hQG2ehtKG4%w*;fLq7sR`MI_bFT_*oL=!K^Fx^Aev2OMP4eR{288 z0k2IiCx7BFlQ9Nl5b!I9K$(`8`<-C4=j_ zTFO)dL&^p@`$CCSKe{ml6{UYdgN~Mza8)XtJ9Y$yhi#6&*NR4dGdf(L#RBhXC+Yv2 zQ-R@Y2+1zh@c+yBB{K+9RIYe4?ak9w-C)P{RR$2)#MO@C=d;qY`u8X0F9Qhr-vxet zu<-DzzqPM=7dKr9w)Rs_KJ$>1^+8libBCMy#LH2BHeM=&Q++ZsRA#Cb$;@0|nMCC5 z{5pwnE;dnXHNMmSs42`o{3TxCg=s`y$CyjJ#$L~G%il(>P{uzI9F?t69b!6KG>en*bHsK_&EsL=wgmIF?8MF+#Lq=U)djo|zUUf^l%10LC~vleunz*b?@&Xpzsuz=Yi(0J#N zLTfH?Pf)>|ZUI>0=DP|1ntnZyu%x}@dO2@OqX*FQx6{Tm6z|;XKXeh^c?FYIcq=Q2 z&6jlj@}mhn1YA9`H8?jyV*JgCCwz6_^!_S=E1OZcsA-iU_yeR^c1eLB377&>&ge^| zFeyWI=hFCr@DA4fX34fnf~#QML6OIjqjmwyuv9Ipok$_PU9$Gvwm#rDw+2JJvT?e# zRJK3Ig-Plijk{OVr&+Cc51GZoQQgS*P>Vbff?0T59aekiLM~dZt8}uq?Z2DI-aU+U z&#P@8ssQ7!=e>jPIEFR<`q|q9(26~PQe!{7A6)7aYE7np%B$sgov(wB;M11iLxMME zRCoQCL*Kp1Fkf{xI?;%f(dZHtm&(!!Nx@6=O%S+jRvUl7VaEIxlRJ?b6nrmpFag#R7V&Z!#R7lM^7|6Xrk_j}zmo<}`K#!>;KGK7taJ<}WW!b)U zO1881i*UB7`NC_gcp;53Em*ytHvwwKirxN!(SeFUt~Ib2fn%pCiDhfSjF*3l&0N-4iL0!o#!cSH$pc-u^y6NspFd2SY6VzBVDk+ho$*8>9pxblG%_zc8T3)t zfHtIgL1_R(s#jT{;JW8=hLf*J9)--(?Y}+hjMpU~zD~@}npsAb7+GQ(u31M0UHfaK zYkkDCP)Xv&V%`|%2aAw5;qG{qVFaSYH#F_JfS*NZOTzDrHZLGDgCad?uR=ZVQUy?`LvxWo zbKkEO!7X{cw1r|!+-ko5UC(T`qxrEs-0kheGRx;y!&T7hC)RsNYnjNB({l}h=ysxV zcFgqZMx!X{;U!%RiA;}9a398)8ajpsLPyW|eP&W2lq>wS(T!=MEu!_c7EC$9!~Na! z6t?7^n_`NfJ7H=5j&x$xl%@@ntyEpPkYv{;Y}83JLmGy7^#y5=Ojya%gYPPML5E`X zvf{-jpFT*}RcBNAgap+{!^&^w2^z{*A{aM7C0tYA}tBTO%>fQ z+l_1k9P*sv`7mAs#fdaR>*NVx-cN2EiuMuZp}rx8qAJ3)c+h|dQ@E5UMe=$#ZQMfE`CcqBFVEoyo%k`05E zVKOeIUrQ#CzfrB(#=F_8w&Tr2f-W_a#iFpmSIuQ5jZI0JLtId!lp3rCNEIZWhM9V@P+`T6=ilZ2N%%@ zJ~?Q}ztPZUy*|(Ej3W>|(6@OLE8#shIk@c^qJ@UrAxxoBS2!u15^vCki~M?J;rpDj zyVK<4_a*xA9pXPpdKCV6B7&rn)0`?xjPb4p6NIOslfD$ zk~lQ7qclX(Hk>U^5Z>`v&}*OW2{^JbixJ`T8E(=#nTS^kmCo9KZ2sfr3!@i+D?plJ z3;ILE-yJ9(YPLR1@Dq4VEzJwZJ(5~VQLmWs{_fNh)`FPeEuBM{*f5Ov;Mo^qp`)2Y z5)YLU_s1e#JOeGXWo}~sJ|}2Vg&!vEn6$YtXtEn@CUr6b1(H=2eFy&5t<>FAYzu5j z;1!%s#HWGk--qd|7vkaL0S4^~cT(a!&*Gz zamHZ9e?m}t1lQ{n?$2(h;u`ele%I#iuIuSCHVW&k6g?t| zdsc_Ix2lw|ePG?<)fU|@mfbSG1LC=)&460VP)AW4tkAP_LxbQ6%HYYudv8(slgj!QR%*{+|_=&9{qu#Th{W1QuBthw)O zUM+=VK1i8%-ln)Sq6^HWXH^0JzxiP1_wL*Has8+3_k+^%u@cvRTe>a?PfuF8qC%k= z(TSfixxs-z&}{FZ31>3z%ZRz5d_O>0C-*Fm%iz|R|6?=iC8=@*;pFn)TgUjf5O{@K#u0vwSk zmK8bvtkeK;AQK;824*wxHZ=Al#vk<;|Lw*$m@=I@5mur8muOr?Qc>_&{5|ic=?h=f zHBREiq~3qK(%-Y#ZBes+@JiC{T4W&hIT>uChZD1Ff#m|mTu1~&_)GBqGj+JnSBF|y zd{Q-Oqr=;2>u9ORcFsB5w^7tE(`4X9u`|=HH;TD3KM%Hfh_q|=6dsfdXK~f@@e3^cIxs)L88s)gl;mqloEzvxuPS zndD+nmCv5fA5as&J>M6h_SYqjDT<%YU@kMA2{D$<{~DvIXL007m|{wfsz>TJZZL>G z;}G5q@-WC{^`ljU%^p7jPNa*lHMiyeeoB~kE~ujN5g%!LMxBE~Z+)au{lRYPaNx5S zbAB;eS@XLL4G#--AcwM7@DsvHQL+Ek(T3pB9QeZ6{^5l^WF$7%MpHEk`&b4qAi;eT zd3+N!(;Kw)ASP#vt9OP2?~hd4Qg-Oz#^%Zsu@%`-3br-vn=NG+^sX7*lV6xUJSamu zp%Y!Bz!iHT&sVzoeXw20mz=(=+kRqn{N6ZqWr06QYpIw?esHncEsH`)RTLr#dULEs9pVs6(8E9@v5W&l zfc>!I(Wz1x$R6@?w_eV%!EM3StT#Y%+~2|h2bBFhSATpZp2s|H6pKs|YD{5~k)|8r zZy&w1ri~)*6(h97d@HLa_@)+Ba>pF+t;SyWE&p3MWLz*#y^_k3U;9yD6_*gO58_a2 zF5x4$wGDjVNrLFWM0oSo>%mUe*jTI~?dCRNf-#x$9NMSj?A7aK55KMXr<<&ynP;WgSvlch2W-TPSuqW z1Qc)!{)vEn`41@;zp?+wo)Jeg#SF%^ym-Cu2fd<16))fk{6t>DrT1Bi+IJr1j+C@$ zg%L0k4Tt|h`u3jsgD6{BR?zax9VrFKdS&HwJ4K$uSpniBr2OI&Ukw!4BrzH-jKLv- zxOCHIZIJyh1qNS4tFhv_0`(HE`Njcr+~bL3DP__Tx2yo6 zjxEPDm3Se?NeJ{$2h+65Qr?C!m7E%}e6DmXDjwop!Tj2>ijieiTO|wf7dc){(Z zKrT~Us@4e)pFvrw9;<#P0{^wNN*7&R7MQwLrP`L(PgfOBq#7r$HiCl1w@ex2O007; zQdk*)7`T4eRDYyVqSupHP_RUOA^8foZF!-bCK_3T_q?uyh@3M$cu)l(IbkDoBi4)n)qk_d-{w!}HB{>#lDkhre2E=UAc z)tzfbX*6CkKS>sbMl@cD=cH?h$zeJ)!-~tXIJwdS`qBf-Pat;z)CB)wP}lHmMv-KW(%At_rv7=s8fKf{dpwu!n~zcyFP z062HQmQ;Pwl_f)1lF5$n?lUtSKmh$OuyL1OYQLCegS&m7CIDd(QPr+?HoZmAmcLJ? zWN5yyD9uloPS_3xLKjR)tMbW>VwoIvC6}bQ@s;v!%sWLvc5oFpJ6(pIJz5PHW=5C!e0ggBClny)m&OgTzN97q$d0;SCSKGx(O-e(GMyEEU~hr;^1}A*1mk6g zRtp0gygbG>2bwYKz{fTx4hM3|$H?Q=GS;Tx*f`Z;ib^RfPTYGp!_oOwF7OyR)bd!4 z@v=qCf2+Luc3I+S75I31CbiG~<+vg*G*tT;F@p#)QGfWP?8SlBFC>mYF|Y%X**3@H zIBQL_yhYg$lq?_S2fvx;gqdl68VFcH3{L8Cera`>z%iD;kGlMVbdkbG+T`r($&2f2 z8I<}juM@n^3vrU#v$Mkz0H8liyc;NeZu8j>qp>pd57O)gW*0P<2n`9DRl7(O+mvZu zqMHYu#@@dQJ1_VV7?3Xp1t@Y!wxUr8*N2F6~5cYcTVcKK{WOLG2;V|4JY z%i6Xdc{ib5=l;H}Ddkt-B+~amMpCUY98}b*-{b-+W=ag1Mw1 zMl7`krq(zv0yn!SPUjbf;qL4s5tD*xqUuPIvoXA}Cl=H#wa9_48O!||iGDDVfge7KqhSm8 z`a7!49d-xU%7|F`T~@5qGx4d{tILJ`7!eOH#f$HcHXEj_2c`#Q5qGbtZw4D5%X>ee z?(!w{T3{^;x3xUN__$W@d$EBAw|4n_Tj+AKi4r(Y98MHmEbcqiLGCJS7i07L5w}E8 zt^6tboyX9kqMzuL(OHFXZqe9t%Raz6 ztd}u)^IJ3d!8eEObPdbs5+#6MbF3l?g+YU6@V8RDFsWoZp~~i1_g~FpZe~`wxy7uQG5ie{(F z@rw!9*FhR@es>>$8?MPKzu!>CTlvw)EZI~MRJa&^#}b`bwxWcX5)CqQepyM73udC~ zA{;Euvg3D|qk^pppVN|Fu2yg4twl~ct}h!7)7YPV;uGkf^DRw`2qTrXO2s+V`xGfO zH5ji;nc6RHMC2V2u=7gb;l&YAdd($@lI6skOgD&vtB+lDw?3LwK1Bhv`sql`=n(LX z+=pHJ`P^1!ym#Tv+@2uYZ^aH9S9_&8vQjqY;J76rk~`6+Mc>a0F;NX+yxdXMBFwt( zxFz{dyI>K-WjC)z#VXQs5U_cnA%c4Srg`aLw8o>@h5zc}7iWv>$Kv>aJz87rHM zdnY-`c<}wOJ@8w8Bw&pgrQKt`93`e=>G&8=xggs1)M$t0;gw7&fmjoH`g^_h6^MJ= z#WIAbHrtM|6s_KcB;G`i9-}PgRpuKyHbv?p9PF_JTSzz~2zH)*3|r4DB=Sf!CuLut z<$Fxf$E>>E0wLelh0zw?+EaW_Dt!?qc4d~;>S!RJJ*>@#&fl*-eEyT|)I$ok7~;SE zUM5!%t^G45fQke#fWD{}DXsD_UcP28lIDgm;rUQ27nDf=0iD=2#DtouJAtm|y}$kE z+2u$U`oO~O9d+tl-1dEEf1*1)1^s;ePv61nR7$dOB&O9|n(A)05Zmfrazo#m$(?TC zO`seu!LG&RK8|~+XB|to-Z0@i?;!O|SQOtQfW24Y(SC(iOIEbO@jGE0b`X5ules^Z zSk+K$Xl;kTaNwhk`0#ciG*=T0Rn?<@nrL%uJAnB&FeT~Gg4^igJV<$GV;}x;);cA| zGzPk3K6)w69zIy{IY|dw6LY1zA|p2AL4l;|CZ5}Wk{79MLv|UWI;DM@P3sx0$!nJI zlA*;@DV!KL^#=AQq{CW~=rW(BxHM`nGDLPzWKY|G*|i~Sim89~Y5#Zkh*PqD+q^pI zZLZcWDrzs9rhFHk8T$PB1$GYRwNWh9U{F8w>*(&03IXGbg%{E zVQSjE_~p^p)1$_?7^%~=$E}<*<~=>hZ}gOX(?pd}dewDp>lA|#@h(>7ejEtyfS%F> zQFwP4R+r+_?pq~t&0cR=_EC&wYTqe<5V*=1&(!b5vN4r%5^)1=n}9>)bvHo3>N(?i ztFB}{w4(=6)xSE+$YRA@nr{L%XAaxW(8oOztf)6zACCU``Tl2;q44_}jZ=_D=rUb4h z8(;TTy`{eS4UT0TwZiv)N$CB%KSj7NvR)tCFL-yp(T!cwR!W+-o^W$|D>ExeZp?A^ zicf7LL-b@S;Cj!nXB&v2Heo2{ARt|@G1{NVHW*q8yUn&5uzcTk$4wb+_O2Inop*SM zo=ufve{ADpnVs=<9Wb8njz$2#QnJ8Pp(*yG^Cz#w%s>2-WbA&bz(|1pTtLNPw zYsn{=(W(7a?5hbHdpyyCp&iVZ8^_)5XSG5Kugu^-{og>ejTIaGsXPV4Gfk*g8c?OA z^xiLFpk_6b{Y5t>*j_nX6DbAN;-MOQGhX((hS%hhbGE{0+$(i=yO8fv43`w^U-j$| ztc|Kml>2soO=c5BzQ+3Jhi4aPzz*-z^P#)Ql^G~u|$cZHGrEzO(6ryB;1Of&xH6 zuk(kUQtS*BRFU3qy59NuDRPe5;g5$~$Ez&G@rStjkfxGoiBEaz&Z?6I+twBBhtxWi zF0%jZX^Qq+E9x8stiUJT{R)6sIW$W+gfqEW+Ojfciqk>IfAQ!vLZ+z%XKJve0_`ik zg%mZfa|E4{h4i!yx6XUeEYY=;SdB^s{V0po(P>otlHvO( zMhl%6_}p9dTMWM{(wZUa33*pcgF9RGmy55C8KDTY94nyo#PHBv=N zIzCSpiX9*^)QMQZOp`@!JsNa`=&8p$TpW4X z1pDcaer$Gxx%5x+WduwC^8>HUAcdWvI!nb7d%zbe>QSr>Eu0Sbn~CK4FA1qcLPjTO7* zdV(uoi$3{I|5a7RHpGAFKn-Gpe^;@Rh#8qV)2~(hIGLb9QRl5m52f!REHiA+GZUCP zwq^%3sre_GC%m>1L0Y|KaQj38kP^!&;B6qK7V|bM59Xf7kt1Kq95|`f*yF-RUGqeadtg?Ea%Av?JG;E9MmgKMFMuy@xNcDK%3_70P|yFp(x<(Qk{Q|_Fvef zQHL)dzw`Wthh-aJhhdooVBDq3e7x78oj%-EH21P~~n!|ckcbV8X)di0c?;>P@arZQQAfp+M_(hR&tC`CQLQ^==- zzChsQaRFHV62s(T=}!qE_i^-p#^ce&zf4v0`N>_}i>(uSKlEv3d&7s+10EHL187q^ z53yNM&K_09B|2|c&Yt0m=>C9q-?u$dW*WF+cYTf34PX6CC`^p&+qMU4wFCpSUy087 zhU76`0!P(%WmY9nq0{XP(y4z$$rB>$Y^dHQE{LtB7y@hOR&n zYwO+yPvmb16;l{4GFHy{D=!$m`CEm&KMRC$V+#9+%Tfye zV96mJ+i@<)7iLt4mFh;JY`fVD1Vc@pdbq@VHrWj-6BCEzG9NNxuN+Y{2w$aT|1@#& zfkd}eKVtY=?lmIhRMkf}H2(%%r`=1qpVD_-C&`OHBACv2 zs$&45z*C0$y2s8GNscS+`HO6XI5&Z0kZIby1`O#(p-e6lC4&N6#88Fr!S*yTFo3wu@D)mJFubgM z_{*G`*7M44D+1PeBhqcq$IW=zeE@8K=;Uj`K*>ta$i+yzP8cR01Q#Qs2|V|JZdYQ8 zov22})#S@I{zgLpCqS{A5#<{OnW{fe$`ozxZn-;Q+-dH34{6;B(xb27^0PRX_ngS! z*n!#A{c~bZ*)KafFeDnXk8fFA7JycUPmjsXm|*AG?0iY)uwd?h-u&h{Brga^VW8PX zJp$DEXO`G(iuUaQgN`BaG>Qz2jrt}YFULe;40#*IA6+jp8y5VCe_8Q4Jc60(l#QEG>@<5w4S0Zr~i@zp9x+`ylA z!S94GrO+0cDxrjom$N^jJd*LG*kvID9{PCq57G>X4=j=I-HaS-VZ0Z$6PSU7;vY;x z(!6H;3B$3rG$?*)Sh`j5|3iZDZ3Nw+THbD4sSWOGo)~16C1w zk9w#6kzP4Q%y9h$8;8V>0-~Gf2KM~Qr}tvvB&r0hLAiUJka@0+3Sm~(i#URJSbh>v zAoXzM$KR#J*4+2QoHgs(+u|)*{HG{M_@@hLApG zHNtLNFz;gF#41LnWKN1*MQXLTpOXvlPX1A?x_40gNv)+VPwf4y%Tc{}HKfZywv z`N4s$#B4P0$G=&9LeOBz%)IZ4&d(DryJ^Rh!nr7|Bmi2hGo9aam)(z6lg8X1iHJYF zT~JYoNB4bqad}Nc?TG{$&w2+`yTyp89DZDSeRcIvsz(i^!SZWe{7|Els!NSumOxbf z@&i7Ik6Y*cQNc&L2V^6?8_RO$%jN+{pC`_g{xf0w!Wz%1Ar>vk*)5=@kEjZBN8HSX zd=TUMLm?%ebz7x$vi+}y&VzI*Y(%q6+Lb+jVO&8@uS&!h4@BkvB;(gH8nAD?+rw5n zL^?PuQ*LX;<|ktAad@k>`}}Bq@(kal);2qEmYp`J$`*!{^Z$PqAV`?Z%C<2Eq^7=S zuh%yE@5^l&X|P7*MC=kP+`haTO1iiEi;%j&2)RkK9UoJR5`b~m{Y^Go&6c<{Z1gp(K?4a?pXQHgoesrD@-D=Y&wc*y*aWC$ zgMED20%uL~N73tMqb6J~x0AdWXhr&wb%P5Zo9}#i!O?QA4R{p^( zFP6fXe!cV9{~LTC=)zWV`u@Yl>bk$0!K-#)y=p%lZGuUAZZfaVvt#7LxZHFaF;UN2 z&Rrgh7D90=muamu4f^zu|9SE+rHx4e1BpgR^X_JTwKO9(#w9R7)h%~$ zip#|BwXXp}k@nn2#&+#n_W}x;)9%uQmc|KksDaF40*6qZdCX`wy0{m=RrSXZ_PII( z+2xg?COlA$I90InPy0JL7P!|8DkukMdQi~-;|%cEfm4WKH9>zWd)a~s(E|jnAR>rX3PhWQEEvrXMEmJ9h_Vh39J$kGtkyhip3R&Cd*VbjtF4x1J z>A16xw-h=$JegFe1?1=N|MKUljA()apBO^T@g0&l^54!#{cTZaI5@l8xPi9W)n9B? z+OO$rzTssN-gf&{Mt?5|ME@17zaS=SngPl4F8%mi`X@B2f0Iw1Vq#qlFF;G2lFwGO z7IOBL(d|W#;;Egg@n|Oo`6#TduA9_;$F(Wr#w+?1U4Ulckl6FOM&v?t;hDg!CKZUu2fVh6k0M(dwE=#j6V5im;j6GP zG(x-g9sWs}Vwy0WcFXzaS~|EDu1^{VH2_jt)@&fDH+L{A)s_)_CO}B1;;7zytetF; z6j*5<{7HQCw=B8rkFsmwQ!)F)I#8yrYT1NV&YLLm$xT^N%$C|=p9&_`s2*Pvcd_FB z5+f({Dsecl@Xl|wkLJ1nvHGT>>$THJeH z`dZ@AJg+_MzsH}@n#)Th^u_4jxdSF%2vY%8f5ugS%;Yq8=p2#QY{=~|K+{GDdYUxx zUN`YO{V4sBpiB0;%~C}J7}Am-7Jdsgd3kjKi%A+LmC68$hevEfsrkT@eteHSi0*$I z8L>cD&5RG!4pYpobYU^j+P4?l`MFT`mLkx@_qUP7P}?R zOBERYf&cg12%i{2+nsAQP2GH{5Bw|<;9Jwvk0$j@Ck7DQtKt}AFVk$6f3lkw#GWX!@6Rshn61iG0<&%R;CQrl0yyjCe@0DW3nV^GSkf)RFI z9`8y!Y1V&{T{CpD227m3sfM2jy(4godF+~}q-_`jn0Y5Wb!z>SaJ=jK2Z5L5Io zHLWn-67)^JTJ)Sd*;49^cfZF8Zf*h5CP#A{T?3VnDY54ljhEkJf?Co*NG+pot&E1r zLWjAG7|AWWtPCu=Fe3?!nR*Ndfw?HN)F#o3Fr}d4bLg_TXHT&j{yJ|v4@$ zSY+XiWWa9r<4|Z&cOM`%lg|=(drm4U(LhsVc*lbbMX0LSoC!vo1bq znC5dc#YMbWQ)Gry`|eT%0Ap*ub1AikT6dRNalTmp2gLgfiS(#et~;CBNe&nzJq=_U z8ahOB?O&FqsaV(7t#oznNPPNOs_db$J873MM$}QVm%``$mncHxy&PIl$g+GO`28$- zpeJ_%87B8<{H#g7#BO=F^`)EB$I$DCBixSiHZ>018@>i#szPzftz_OvogKO<*M#kSz)zTOML@WKp*OX^6E7iLJxS!6GpgDe=!+!5Owr&65nPaS z-xC72eGB1Ps1i9fn;pVgfZKxQ+s@`~hH;b;XDIm1u?z*Um@>n87Z%c0kWAN?-jOT^ zeObJKpz{it73}NRI=_%r{iqZ8>9h&YYaItNzq8rmdwP!r*Qca<}kViB3707IVxo^Zs%zb#-jJ#8Cqt3G+m6s|tEl9Q9MvXtw; ze(Vf2COz#odtp2g$vyH$P^OF45{6{@T&21^ug;+r>y0IW>s!6e{F<)wL%4LgykJkr zcU4Qb5Y;^-)8$r{T3;`iav7_Vxwj)esHg_>QHc;%oyL4A%=gP+q9D6J6MhriC=(NhIRAnC+X~mSK*ouNyPyii*wqW!WD7@6^VFHtn7K0SXshW3{Lr-D$BZZM zq0o=2DAuHSdLePTWaZeG8UxhWv{7z;8l#nTxhj2I_+q^fV5Sb<&tr!{SY|7(qbYq6 zf5afs6xVAkcw_QU#>)kSWTGK^Yq1{jFD~BPrs(pY7W6vig{SuTXAuNJENWe_Z8Yhr z>`VTSEr!%3vTthT%yeu|WI8ZnxZx{X*4JBo1|9J|Hfi?c=HXP`h2pPNa^}5mRrZEa zYwH_D6(DTjr{EiEvqM@yV>zp&Yl237GsXu$U`>=F0fpeP#r)~8I)_r|BvN4$*Qp&R zvW6QmL+vMxKv0`XVH2l{=8ZNq?i#`Xg7|Cv<%MFvZOp3Fxz<9sWYnM_`QnP(oC+k# z*n1E$NzqgVoUlK#LHdRX@V3|E`NzyJ(uZmd-&R2WJ@lejnB~7;7cDpXAg#3)vPL8@ zY2dP&5Tbn~n|uAE#N-t#>|xsvA@f`LC)a0{JHI6j>T{y2Oexsx2p{~<{m>HUJ5w!e zZTWu;hEu4h$+MX#olK8#Jgo?$R?6R1f_%eO1e;b52$m4ooP{92jcEDri?rzwkW7rPvI$`&auC%jGqRDRN^Lu*zD=ur6P~Y*X+_ zDw~LAW~N54_hcZ8>R(I4vdg|7f}jwy3&jJ#=?VcXvs5H`3i50@9s=3P^)=Bi$WC zONVq0C|yHI!#&@<&;0`v`<%V@+V6T}na5*aHC0yadO*-x{Eu&wQ3L{ydmBe&?!nPD zBYX!2ACD~uj73lhDkza$^tHtvi}JmP_}mS)%nh!k+jKbWD;K*Aet@QxYX{R!&Q|(| zr9jG017JAGnq+nvY>^t#vl0}sOUz%5jq=7XaNa0R-^5>_yl?+BdhgT9u{eCo(_wL) zV6tZq6kCaKDE-*MbwP3?Uu5)E4}m4_gGO@(9jTcA$j|S4dwuGflhxPc3-;?jfO8zL zL*bk{n(G*T%$nd85vbNH`OcSiplxTkw1C&mc+Mql`Zp!M=BQF7eNCv|JIzR#N`5VG zSM?CCgJaF05`|GGBiZh3SqC;VOGRyHX(D&A`~C;4U5!Q%<8<986_n0C7`9iK>Ki5R`QJqdoi)Nj(; zpU}I7HqqLPr6N}lV1rtce}0p*ZBJ2$`HXX;duj`MAMo#r=gv`y zOB^~9MN#uPd+nM#(hom?9&8TR0Ma89o&nEHPmBLsvA*yd74bP+Tf7_(jQZsj8@wDMACIkn;Xwvs-#Sl1)xL?)~ zwNFr>kj1bty&Tj?9xtk&zUH zzmJQHL!$7rxI5o$+wfEwWxZgrsh0}F3s23!2a=?(Hef*}S-GS1S0>7-OWAn@v8`Ia zA7eq=F<7E?Jm61&%G?a&FCK!?ImQpypDF5}Y<^$L;gor{um&emwaCOjdVAQNOWAPm z!LujyvYp1YkXu|-ymTYDlsk8R$TY3MYv65_ED5s11$3M`AXR#sfGl>4`XoVLC<@F8};NMc_#wzXxhc`4J$ZN-GbWV z{&LK`-XQOnh4;tQM{1QF1DL~6*YCba=hsfLM`U-L^p#8C(sW<<+F}b>p2ak}#8R(G zRS=LfK_YyJZvDXN>VaYDD#Vy&Q8}8_ zAa(EA+^^x)+t`YS9(2{M&2ZDpm-ldDLHo%sC`2_D;~#VhCc1ur+6;ul=tGi<NHI+e%{$hPl%T@Dag|+q%%~B*5WSQ=n9xlkQsj<)VJvp#N zI7${<Q8-chTT34fu?qKO;=5&E)ln zHrbw4cBA=2JREQ(o$JR@sbAkQWaVT2D}%pJV;;ioQIcbh!-h+=o`!qBy;X?yd}YN1 zwpP57fZ;_@kP8kW&6mporxmI2LjTc8^-VEJ3D*#Qj@GFNaA6G9q6fDb)Wovku^+$Y zrmF8EBaiE4R1zwU2gqDSO5YKSxXwTek0x=Lc~AAuQJFs&zA0u@8qR-M@hW*`HOvSvVi5MCw5f;Ti#7FR z5<5x)Ff$`%#0Flq&a!LVDnYhgLfIPq+%bBP>I^$ba+s;%yu)LZv-c0?MsMX9$A?d4 zB>9h=De@dX)qn;nj_F1*o)+eZkR3!z2*!|0;tw~>cI)@*n$N^mt8t32->lo(t4@?dCb1uCA&S_F3WrCAix-OydN_vZeifr~tTMawX79R> z%OrdO)T7&pK0w#x^8oSFfNvRixSCZ~r7C)M!XnP%iBhnTQTB_hhGhyW6jMc@Fj0K> zwM47T(^zs!LjT|-jQC#Jraq1(WysCpHY+tV!d~RF=3;m%o%p~O_M+0jbrgEg?1#2) z#Lx$x`n(aD8+Js|c(UH}|wSN z+B?6e0nJ6vcV1qhl=<9@ta$K!bD^Qzw{?S?1(oDerH8bWw%(H)QzEml>`F(6I>8@vI zA6ik0df8$#9o0MdH}U}a`(ein*jgkOo7-7q&G*_9TPBU?FbG@ZLQWo5^p>Kae7!9% z#%`D(oxc!CQXU(4N$2sASya>XqrK?9*h`z|6V-zpjZKv4)WrQ3eg0;p?%1G#5)f!! z?57ujaEO^mB=uM}MOvamT`g4MDKO`bQw(ttD;H(%-uWmGOlV1JvtjH(Vy;lYzxksH z{W}-4WxEr9jwUwNL2&48mdp&rB8u}zrqbEw_`io*(n>G$L$`szdOMNs)1)31;P%l2D~a09o87Ec>aP7PcXfxAo^HWokRsU{^QiTE5U zg^Vyvr#p|@_rAO}L_u1`lk{kv)Dy#AO>N>C+QjoY+J`yOP1uht1E+Pevsay^Px+lG zm2nM8$7^E^P$tS~v)Sxb@e)gqOYEUZ!HBQyy^@@msQMdmF|n}hC^wod1TEaVgBPu6 z(h`czu+Ac}x##GQKI4bDUuySD-I%oBRpo0Ieo2C`N`0eu$(_|M8fPK*+RrcpaHW8(3rD<4q6@(WELqTRy^|I5WNCEk@NX8;|%3{|JQw2()n`8 z%9<+;QUx+L!=q7A2|?J&6q#Bc8{CD{Q~xEPEb4)m_tXR940NHMR>UVu{~#Q7mqO$_#l?k z6^|#wP#3%IR<^jf#i^$w_F(d3f24EQM{i8fd3(sj!hHq%tO#DfCnXl5F~t^GIejCF z)NnzR%;WueVYyphlp%m&%LCM_w>HIxZK4$mk_#O!UUFVVs!O+LiPo7#n9fn)9Y~ zR111JOZUw>4E<>R<6^z=xxt=&aPnIc^d=)HBYEVzG;-XRRimzcFxqb#H?euv=J?P? zo{mllzi~^``<6+Rk%K;j<|Z}~zvBUW%HSP$%3$i#q$7QuFh-5|A%F#M{z)QCy4iZj z6XpY-l+q#r^|L||v`i6C_Cx<8*d9j(&UnQD%bz_q3QbungJzs;rOo+w&r@yadd+gY z=T}8fLd?x&XfWg@Bm(pUIZyRSEisg7=>&sYmNV%oWe_4|e!sT$Xf#ZTb}bn z0J}!6Q(Bzx?@+sGSoJWX*dFzJkti+#Iayl(bXZ?Sp!6fDB<+4!3ncW9Nk5Ax;G8>B zwLHo&Z$t^M(#+q=FcWz?`kWsJFXy#>RIXc;mx^gcbk?Zh{+nx9bT>E0Qd_CcC>92pl!S@5J&#$@Q3bIe9dPu6450P89Meu{38~U8V_iB!;V_Ec^hRg5Rh?T<1S!aTi zFw7lVp879wh0o%$+hC{oj4s*R8z3K_qgFVdHc#?inA^Y>h=1R}(@}Nu2%E9!iHtzOHH(-gP*4ql)C;Le`PfRY8 zYLE+g-(jqyvybG&9`bv(v;8C$EKJPNjQWQV%81D1Lux5y8zqfb}-P`QuJcn*JI*Iz1IRi&B(R zzd&PC@rlX4H@r5HAG#DhfM@WyVC}0?l)GM_zS-sdQuu*r1@+PZNid2ytsO_{0bDE- z2l!)*2#}j|{z!&BlA{TI9zLcgIqq7YoDk@!vd z_yiNu5YDwY$J;+IgmIb!f))P2UQ+A1?k6Z=HJf zmJJ)7`q}oY_U(fw8!bkFG7qT2Z(@l)^zT_`P#k~tJMw;lRm|R(r4t>NjFuGZFaJ~p zrE1?3T2`4@z{at9IN{uU2-s7D@gm`-^b>8Vc}L29l`U3RprW<2{lz8|a0YlJPu(sp z8H9h8OIw}sVZ=JeVm(SaMOQ(y(*JIhBc`tmGLR4oVKM@{mIK;mDnxNx>BP26TwaL~ z%K*<$HiHZA;b(Mrt(D*%Ki+Y9$~g?$Lxz9EHSpu93c#znt@qANr(%Ed$mk|g+r^R9 z6&|)F37~YTBSw-?==#cL0a3#V&qa7FS|JT6vW#K;Fc$rev zduKAukPZA%+N8FEU%& zeK_-RmXEO<1+1{okyzq>hqHx@d48~fY7Nebx&B)ZNXlr}- ztzK#;8r_@w=&uvREqm-5Q&^>jCN6v!Ex&S{N&JE*>DaAZCL+DKd8_NaUXGp8`8|Iq zH`6!IfHe|uV9b`=-4DtF-8KqaDMOAbSaBTr>WvAvq(GqWjj2QS6Ua9BpmPoc>4;TA zX&ZShn&uQ$3Z<1|ljT_SeqosrNIx&lZ1)9krs7Pv{ss** z+(hYdVKeeF|UK9#|z^lDaK1 zB3H6DL6AD0E{ijsA#7JEjmk(T>AGHqlww*~NctHmR$iwhx`ao9n>$t&D6RP;dK231 z+ZkFSNV3I*!Y^mC2pmPB#)IZP5@p5>?NOvXFrQOwNgnQ7RsngqHGVmY8H3wCkeV~$ zU^)63m5|eMe|wO);jx)6xZUlwDy$Eye?SC+oVA%{*wWzb){?gVDK^reqyP84?F&kJ z_{H^QC&L^8%xlj@FehN7TugZ;zo#<7tDx~V7n%5SBi7b?fguPd$+35&qTg1N-H1R& zNkCh@LAnkr7Mtl4th`&I`ZM$HtDZ2L5?<{zITJ7zLv+qgbS;9OV;3BP?l2!A- ziefu<^zhvpOgKI<88>^-yYT*-AFby{Eu6uTMowY*kdai0NHjD}PsdwM7m%!uOc&+T zd3_BgMHJU^|N7k`a-}10C>QoV{}iuwj7B4b2>Vl>L0NOF(f7Y^=~`n^Y6Z9p@$mN% zX6;(2F649CxCkMmg8|P2&1+u3b@i!}+3MQ|24|d~dSXJB`Ij|rMekNK&+hRL;1c)z z1GVEa4AWOes2;z{x)S(a%0uBe%^poOTd zE|ml)S;qF-cRk7sQTEy8zpxi-yi@-C?bObV(oypHf?qb6%Wp=bi~%{_8Z?ilAhhf* z9Rex0%{uPPYf{`_G0vUG>+p7GtOK-4ILdnusSH3iFtRg*?Gu96Ajt0LOq>a!LFo>}p`svMWxd&2+k;!EcXf^$*}E$feD0>#RvJ)G@|VRs-5Ty~tYfarY_2JZ#PB6@_D^E;268(r;p8 zAaZa{G6_((0bn5UL9kq58&=l%d#mMf+pxWVpFS~lF9(a1i0l5S!Okk!uWR7+GMe`q zPM*{yY3}1AuF-Q!tKOQ75ALi@rhRnq#kqpnVqRc^&02HjY;NGIyVHA<{Qnd$u=D#$&rcis0Gzd z_%&*zW>`7N7Ht@Zk7&t6F*wj#)MDkwga09a5MNrx%OBB`Gk?v^)%c-g-gw$)W+1)Fb=WI!8aB-ggNA z^@&FQFDCLrG%H@;7YmmO8N{tqOD9%$>ADSSU7de~s)ye1gqHQ*&+UprzXEDLGgr zq(cesAJzvpPtLH}5M#rUwgd5YQ@mB}>URUq2@{gi-@8p|3Qx=NifSR#rwTc89DgT! zuuIWLtEtRj>qmQgE46S6T2O9PH~QCUByDmN+9-8ufE5juUl)V*aQ1<-D&Pl^9ZPCdWmBv&*+O{hf?%>ocMd*oi-{MQ%GkZc_$DS@kv_w<*# zhCReW`qc*sKMY$ z5yghwnpG?5Sp2SsC|@|}STOY5jLR#Kcc!Y4hX(uLXM)`3Us0s|w~PPV1F)p+m{esW z3ZXB-?po{Bem{F>=thxb*>WaCT$!mq;A9#vtJ`I@i;BGc-AVB^>q}$LM{@jYrFGbl zH3JKb1LuF;f}`@vl1>cp9~l#KntQ7jW$_F4gDY zKIe9Aex6dAFeC0%{1fqpbB$jgK{=8yadR`|aCRTfD(JoroxAJRBH&{T*m&RS3zg+G zchRHgrG6LwGx~TX<|j&lJ$@KGEN%Uxqxm=d+(hY_RW#XXf0|Lk1=S2TwrrM{E0sW* z3@WNMFXtpSf;<$l9=(f$(1$05@)3oV1W11MKd1;NB^$yMixR;{suQxEv~SP)Zn{P;>c4ZdS9MT3xyDBsZ%2`gP60=G6oxImn-AhLDMOzN zRqVcsjN$700be1Q4bGnRx-NG&OAV{ki(3j5sC!z>_q+b@tJ%HDr1=lz3KI`c8blhD zXT|hr9sk1L&~3lBg~X!-Kj9S|)Y|Ub-%bIJ?ZIxz@w!|30A#H>#*@Zl;ZwMEkdGqA zh0g=+Nc~dGBXxQ+7l*@Hn5lhs^WbNiLQDmdXAl^3-Ht90@yMe7>T}n2_^ZcXNVzX&8Dg@Z?LQ?RyG-65~m^+jH&jSQ4mjlj57tUXa z@d9esBtryudtS3`^Qa0LJ{=EGZS3K*H6bS+4Wb;&>K)$zgFO<2C1a^Ov@?xQ3^RL4 zycsm*ff+WiCv(f>m`^~9P91|ER?(ruaABtu6=hSwbv3jWpa3x+v!C8u zC5fP3ennFgU_0aTnz?!oM_;e_vCH-ULb@`e;gU^qD z;ezn{z?lVl=g+GruJF25y_k%!^lOHFNx@mSvFI=tt2>m^X;HbH*e~!p8at~`GL0#g zyjAl=CJOzzY!R>Tg>wr9MEUre^R|Plichm86;!uqX>>;?O6iwjFdkN7^R7sc7?66< zN(5qMxhoATE|_6Zz~v`%bVL6B(jDGmhI;VQtD?hg4S8Ih10F7$E!+Zt5$5RK#>*E~m#d`NvJ zMY*DO)X;-pLyt8fT*AvAF&RCGWAE8Y<|pEO#wtDFTdSU!H85jo*#VM z{ACw2c;;~T;O}9FN|<$bxWgNVH$hBz;*VKlNNa7wDG%nc&k5SSJFyrPsj z0!ZD%xxH*n*)A0plwudA^lNg7ADbbAx#+PDD6c0~$$*HU;cBd(vd!5=;U%PFDX$s3 zx%bZ6D(*mJNx6Pv~ak~ zdf1a3OE8fAGtw>ZCybK!N5ZXM;e?zua8jp|Lu7-Zi%LgmNS{=cmPPsVx38gv7(tMS z7)AZ>W>j-hpzqP>q6zPbxu7BaJZ|Loo5>p?JgKjuc9WVfEWmsYSeB{g@gn}4aD{YO zRsFa}tP}MZh8vk1QqLN9qw|m(80p`1CrszVKiJ3NI90M{4=f^9!Y@0O;nP1{31C{? z&7vuQEIga#m5ovg9)@H1n9sSZZFE=01Pa~e5^g`}?-Q0E5Xw927K^yG*?H%OzScZl ztTj!Y>)<{8{HkA?+GgIi*P*X*Cse%77p2Cr7pXxG{~UiFDBNi_9ks;+&ANb_L4^j_ ze(Yf2Rzw%&2E2WsR-8n=9<^a#>C6rIO5&P@Si7(%dBV{xE*lqJ@W+1h$rN8~_P{q& zB63z}y6Z%|+gxnGgHPf7lQ`B8-BX!|bZZ=wf7L1<$ zXq{NOnMm=zY}b2r%O@u=soyr)Y)6Y&<~dAJoZ88AyU&?70W%CPdCrYkCM`W8r0sgH zS;mAFCt4gZ$^xmpwo3ykf-%y~(MpvEfZ#<`I@vu-swp;{sNzRiKGIf65-+__kLv8A z)gt4T0y;L09w}}rN)J4jUc}@(1T}|-T2$)+s#3ZS4xyZrF~n^6&hbcyg*NLSM^@B# zDuNjSONifIeUJ8U&_#R9Rfuf#{4$L)Es|Zb5*O4dbD_JkvX`d|1iA?Q<62UpMq944 zHMB|`@C#fe;{Q_C@-~6A^2ZN*IeLND@omiOLa*+ zpLdzt58yG}(g_?@3GO;7X>2B@6SABkHQ>>Vg9F8(HQj`H^hj%No@+9k3;8AGVU&BZ zu1f7{y{2t=nDf6RwhUxV=mWD{V55$A6tf+N1l>DnISJ;AHEJm!@Nl7n>E5sqph@_kti zImNxwj*{Q*Q%$rVLT;4@i~T*Ym%lM3<>SkW{}?|3@e=A#3ED*TzV=Z+E=jO-@eOvs z5UuUa0s9P04JmwVLiVllG&(ijGjF~B)Ze9+s#A@AC0W$t{U`w<6C`wuB0;0}W=!}7 zTF1Z~X>f+tPb39T8-G%dHtBIKlW()wkwZUO@NPle(9-l0+^HxgbR^>{_)|EnoOjLe zAISBSuL5(HI72$u1lv|Lv!la(qU-n3L-?hUcgmb)Ujsc~uw~dpV$i$g2)UrQVSozr za-h!f+wmryOYadk+aotPbuJwvpF+Ak={I^eeAv-Lv=KcinzV~BVn`t-=no8B-AJcB zK$*$6wukq-j=%On4K@`5*+}a=Zqco8Q9i}>!v<{y63B4%& zoly%5UPI9cGZ#}wxPNWSRD>k{RcGW3D0s*HhAxE#8UcJC<2!@$$Cqp9Hb@WIoJPhcPUWJ%u zw#l*lDi9Kws9kWaopBaz_)<>dCmQ6_`OQ0b)AjKvcxz?a7co5?E1=+w^N$~%5 zwVO$|mG6Bd3Vo3pr%mXhTHLA2-Ki``c8I@vkhrFDfx_j_jn&(>7J;EInFK)f z_X4Uv{tzZep!ywBQaJSdHefp+8tZNcKpu85$K3N{68*Q@2E@^8!u|gX5dpo08kO>iF=r z`PGhXQLTH=QJ@jO<9_08`#{68zEOvx1m^7aKbY+9Ssa?vbpv#?{Tll;YHy>8C6%apJE2tnU={n>!2T zmUqz5-T@{=D|@zzUpbnZ_>$Mi1IKt!(;80@JH!Bb`Wc54^|X!GBZ#I;cwW&I5!u)d=Blni_NT zQ6uE!U!`ZX$(6(0oxafE8OjK(xl~kr-&b*!;Jzo_1iJsyaAhtiD2x`rI*SY;EN<=x z_AY?HO84N#9d6{L+Bf5SMCo`_DE64jpIEMbIY_F#IL^cD(YUxRO|y+t`__ zq3)=J<4-C6nsz=;9th_6SZ zcjMmo-OkUs_k6+!>1ljK@6NK>KfwSIW4N5&+6r`uqw&)(cKA+4nJw?1@v)N8g6)fD zF|GV9<56+oE_(5U^IV&g0g{O-v3G1`KKX9-8iwxr|X6z?Np2k*!!s z1v*b;aCAVs>d{FrNP4QtqD3!f?{7REmG>J~_1hBPL*&vfu?p2Z%2+qNtY|@oQ8sU3 z`8MJL%{JE86*e4>Iwfq8xFJ&HzZ&GfF=0tiUS>suETlC~*I&dBMs^5~sL|Xw&>g0DMILXd2e`o%<06ySacvQrDZC(g6{s>fr}Y{k0*; zZD4E9$J5ij)d$`T`+vZbK<9?aoLmw_7ly?fMYX1%XVz#A5B#n4{)b!QEf8y(gcsz} zMn_tv-h@+U91pQ74&N-E7l+2^j6Ul1N$@xb>umyDcT_#SjTXz>nI79WR}ldY_s~a} zA3xOP3)>Q;<3->8)QN6QUMD&25p8=QRYYg8J@y}Nq(STvE_iL0@Q~t>23=y;$WQ(6V6DU(o-q{kla& zA>@DL)Wihvc#y;1?q{~l8u!%=?QhV5SL1Bv^*1ni*uFn%+bLZh9{_4uxFd(83pp9V z1U)l0xo1z2?$&A0*VCUL{?LvfZTjy5Y27vj$x~iz2)MzWIH@NX&1xz4zH2b!cOCbYLVKEN z3j9Y!u7v#4TnAD{T&QNT$l68o=)Hz%3Av5VY*oSLzqjZwomIdQLH_=s>7O&v$c(3u?DJuzz08IRy$! zb<<-7XkupABA^Pr#?@$1h9)Iu6&|Lja4ezu+1UaW&9CvOR)&h*i>1reddjaanuF!F zYmKyO%uT&15j(*BP9gx((h)6uFAlXKVP5|#x`;8!E`XWan~B0LplzyKv(fGvT<)Yd zaVk1v8T}EeZ%3qVk_q@75!Dh?-lyH!QqsYgy~q)sNk*&?V3<2t5{SsuwewPY`R`v% zP7dt;t(e|aQw1THjmX0QlI7(egnNuJ|I`k<@b?4=FND|7KFvwh`(iMEwPAlFC2fc< z!$l@6j4jxuKvb8fk55e0qxRWJX4W`%)UFcfnQO>Gx(#Q5;((68AaT&T4l4If%yyILRsrz)e3 zbq5S1ozrncY`W&h6-yW`mA15r;F1G9!F@Z6%DY7_gz_dR0f^5BN}n8Fgn=2tz?ZU> zFM;5236A5}_b^-C&FLwlO*curM7ktTb{W`^pJ*O6$x2~%y!KPc*&S>t(gfd6^=BSb zHx28GWe4H$JX1KgJymnss!^MrkhnRg2X7?b#L?rN>~11gAig+1eHi89$$$UBmE zP{+UT5zYE*HPQ)(+)$E58^W+5w`bt7>-LXOfunrON$P?ONGl4QJO4MAXVGLP>MVK8 zsDkC0ZTYLiG6JWH6vx-{oGQ9dKC<^3MFL{|DF4_zMHq|W;xdKx*yThlCiCbNziXE; zmI68mp=zoxN)Q+%GxZ7-cD_PibWvQ$j7c6$7+~J!Ux*S6k*;pF_Bg!~bCCG zR~!D}0%viP<-rTQv|M)p7(800rF+$yo2`?Bn>PO;4THAWiV1Pc5m~#@Yc+!lZLfiF z4seWD=n~EEG3~>>LxJ9JQfq!Y zu``@*hdvMTwxq>decAUgxThg^OGA#>E-o5**EjJ>L+0pfVRaI|_mp{$mVQxrIWEci zjvwi5G`$g}lP5m(O=1jn4H9tmj&sH5II3;Ss20^n{|C~2M1P)*+5(08>t%kM=_T-MHOaY zC=!M0gy#}Mp$!nv4GrcVFe4DgxJ>fQi~k`@Bcb5;r!V1xPdWma=>&A1@4{d6_H*r@+d|YfU+@OizU{2Ehv|nkG&c#2k z3!~#W47J0!;}Wb4TN(6s)yUj@g>7K>&eX;@hfm4Oh#*2zA&}~~h4W6!Y<4`{Tka^p zvN8=7kS!V8%(y5UYCEuelQuUL$9tScfja#hM0CX@r*5-37ibKDw7Hb`@COfKE z_!%{1eNJ^*1iRGsa1_%h9l}9I!GdWhqR=pTIf2e;QDx2RVk0Vc^F(pA(x6x zmtkBWKHo>naAPR~vg2sfF5wrm_^{eSCyzSIQ_DVVJe%EvvCSV@_W>)Nt(mWBBI6<8 zPm1}gTT|BCu|}`q!7>DF#8mQ$o8c?Gkd^Q52Vz7D{gP}jztS_dB0g_%s+CnNb!Q?V z+`$Go`=d&mc7%j|m(NLp+s#c!*|YjQmh?8Fm+62!<6Va`BB<|H5Nor|{f=`p5Q&-d zx)HrQcWW_c@*eDLym!tE4VNo~ep)+QQtd5NhSl*lM(jn(=z!<@;ozM>;uq>a`#E?S zJ&1*464#P4cf z4F>p=2o?$&I|<9H6@&b?IhoAUEs+uM5wKaWTM z*n~C^?~y@Ot19uoR+&y2lXxNp@K4i-5QJPC97~99RS4xLjZ^3Oh+hlI1L7H1cYXI~ zZ_inE`Msage3-v4AuEsvJ{#Z#Tu2RcigqP%H*$j%nR)LdJN@CxE5b8TdbUY6J{m!0 z9uzVPEWAm#I-4@=F>^biv3a!PwLP_~?Yg8NZneqUd@efy2 zy4T!4jT#YyDRxscY*`T*szEOPpbxlvpJkZ0cr9Bsp@7nqW0+I)R1dvQ%4?t_**>QR zeeXaC=Izp`tbwodT8BNaqd}0selQYc^z@I}6w-*Z&S>lxvLOx&2(TFfx7+wuYz-7F zmKg!$TiDFsKl8A4n4U;&USR@UC%g9y^p&U!QN6Q1LR8uLOPb!r#vu3t7X zTw;C5aw@8K+Oo$*_Qf8yGQSBxL{MiRtwYD$`5R4GFmT)1_WP3nu+DJ)@y(H-{4$hP zmh2`&F%lZWo`AKbtZfDOzQ1%AQYJ1Il4Kd^Yyl; z(C0Won1fbR7TJm})ED-O(JL@3Ucka2*M*Y8tPSz~^siEv5tHiBvButi;qE}}RE|8y zbvjaTMet!B$o-_7rz;0G$iHE_mtXBe=l`Ar_R<%2`I_n$BxH4nw3T}y?3PL(P~uoa zDB6cv5|PpbF*QS~#Fj7W9v7Vg*qSzVq(V3#D!3#Wmj1Gv6yJJ)^~3bZ9-QqT=jfX^ zQFZ+lqC*`Ju0ia#q)fJ`z)5%5x??S55g&tQ#n_Eh9c1NBvjm~R_fN-NKoJIi|lxbKoT8pgm_6s{V z&F^+Zx(5bCS~fBWIJtB#S>Xi~XE2k*ag{MQ1xnu%kqRsU(FP!}MCi$@>q%Mrc@_r1 z0>23VX!uOWF>{m+sAWbS3glEAEO_dv(1U(y3I1@~DGP#lVAh)`2Zl6Y1@Y=%I=o;) zw~lOSz8M%$8?HKfIsV#@NY6-2nRFIzW0zX!EHOAHxO5*oK{JeQ*_Pm8<4p)R$?`G7irZCk0Bk36B z8_1A~26hzA*J+dlY6rB{P1v2WUgXVfWKNqjw{iX(=9U(nrhx zPIg_3>oFRuOb?%-e@GoIXoj>k z3f6OffZ~O++kRU^qBXfcVCHo~jUdVOr(ofCr6!s&xHgtcpDVXA&E=o!Rf_lc3pw+# z-TG0X3`PCQ&y85$L0D_;uy0o+_q(V$r>+KFsTG`2-VVN>J(WIWV-vql7XRMR+R0#r zaq;iv`;-|@1e?B}QYY(6O=THg2dD6-E`d}3zAg9fN)ycSM z03VffuitzNEP5(9as*FGv?9L~@w8Y^``mcFsQqNhVrU=Z_Rv!!ve{Kf-eYyFW`&q_ zD-udBZ_KY_VcXoD$;^yUBcdAc)nG=hkXWD!3Q9q^j;A(i?+9J7Mevl&q*wVo$J@oe zy-_wjPOpM$aSY%l1K3c-oQ6kuP7(cyjb43O>d7v#bg9svfw{+mfO_W^BbXDiaL+`X zlnIp#CJwIy8tbKSTf4jlj8l>|OURSvj&>}-Nm+zY!IDvtpnX|4cM56qejkC~<{*OY zh*TvcL(}Q~(1Q`)Ap&s7+3yr`+dXdoho`d)i|P-z_Rx|;h@^BW-6$p9T@unI2q@j1 z(%lWx-90o&gLDm&k^>A~XaCQ8o%i$1mzllyZ$Gity>|W^8mH)2U*fdsSDgxFE8+=F zV5Thf+JroD|M~v1LuNk|-)KkRnqoq<^?KY%Q7q--CdExg2>9AjIEAy_Y z1Pg(Hw%qX@_m(C#n#z|n{Ys?vb3jGX&=$!`Aq-nVdzoVIa@?c2MOxG|>;ia0mA^4x z(T|Bz)d^UOF!Y3Z1%9E)mY#eQc{Nq@{@YXtn+dR%pU2^pyqO-!p1K?X+5-gica#{j zF6QD6mtS=mFNNIdv}+GspgVV>Ps5Cs@nZ=WxmJKNb0D~z5Oss?y{UQG&p1Q8NQ>HjjM?l$sSj8(BB&t_2EMttq3Hw0#Ip1f=7EEZ>B`ID>`?*q((%t(M z806eRfnA4A9f$4LF_on`Xo63643nU_R&S~?Z<$&wh4C-4hEFm*-6-+b@m^$$-z7_6DvJmUe5dO!&HB@f`KE-H)4(&CP zXT9;|2}?G$KRoZYz%N^Mz$=k=>@g(iFrfl^u&m%a@o|Q>U$DPi{3+9D(mUx3!F1d7xtV$#pZa6-wEL&M-oN3q(hqbc zR08pEBfm}k93jUG+bN2nYuFoXK=+`@oQ}PntC0Q!Yr+lOd3~F|?RL6x@hj7H#naym z%8a*hwOm+|F9kUMEF=a;_sy$V#*(N@iUT`1-|-?9wkhL{nTr*FDwsa|T+^QlCqrV7 zkFhM$Q&V$D$_Zfs-@_zkq$u6FJtrV8#i<-v-se@K{K6G{l|v@>oEy0^c7*7M@qJRU*7_&n!#ukvtx@^CvWYFMUO zZP0dM+jDIjEBbtU_BeSK6&-!m+_Q+2WZmL*xsvNM*L}oSt$TV3$FpB)&QBk!5%v<` zSB@bDVj{%p3FhS);O2wK9}sD)-pWL95Sd|hD#P|Bt~W)UAAub|A_#conVryG)$q9U z(fnBmfQOOH+@Upxlfdf%QK-=PO6kC4afsKU%VN>ZP(<5EJAebZxwiJO;XIxcvet@j zvf5(w)3V`+0sekYVxJdzS9Lb{d3-k=KsIQuP9(EHz*$d(=x-OlS&Vb^Fg~rkVv!56 z`>MGt9)z8MCL$ouk0Dk$kP502KbTf1Q#z13T#g(&EBlB*g(iogftmw!F(KS%B_e}v z%k}Yx5#k@;maZMK>V!6mLoAya?MF|L{B!{_`FJ+MSpXboflP^>;oZ*r@NCfoNpHXF zgRhwhZ+moivA1V*SvTXeitV20zl;ZO^k~76{-J#UlfF59lrAjOt5Ybp%!!TF^c!#! z0Nb@~Z&IYQO#l8;Z|X4+oU?|E9`#pTs`cyM_{9o5(N&2{?ck2b(VUaa3-3SaqwmdI zFD-sE?Q{2y<`rV;Ri4tc>};Roy5WuU7`Nk zIN70U!#Sf@b@MHb7UaG=KKS2J3fLK5fkYqne2VYSh;OYs>&o$UJ#k78e8{*IJ_>#4k60D)o4Y!$E=uH z_@d~^t}?xH=Ick=iyWU2J4thpk)={e_fleicLJ3 ziHmAiRA-Ynh$y2dwR~=Cp2WZP{aNc@k;?%K_hq=h^$#dvfLB^A;(Jc^Swa8VuD(MN zYPO?oKHrhvqE!?I`CU(xh(7BW<>u&XdZ{<-fkCXN$w%#KIfy*7^J zKY_O6nv~>7n;~*#BnNAPdq`lA;%iU#@V6k%3X(kAV*=>;TkfO>pd8t7yqrA8J0bZ4 zJa=rUbrSu{)~lnYqtj{!kt@RkCvgEr)T$NEMr#+l$Ods$pzKU|Q*HXzxcKy23?Jwn zDHf8-;%E%cduFE7^?Kij_Ogh0*EJl$cfD5Wx9djki!vKtD&@k}y^;bx9dj2;z#vQS zGdI8J<_7Oq#BUd#IQa8T7G z*hn?L8B=y6E^{HTD?;JEghcPIQWT~&i~twnX+qV@LzuGn$#OqY&E)dVTUM;3q#`Tr zL(8Bg>g^2cxT7Vk{wSCXiwRB;A3{D*~ zPrD_W7d9kgunsU~JAM}CEFbvF+q6KARHNW&lxu(pN!CpzSFpWm{a2jef!Mje(Omud z3xX_yn!{e5vk^c=m{B6|tZMkRe)Q?}{o2Ey_wHCiq^Z6H&>wNlOM*+eSdV22I$8pu z)u?qr7A`?5mS}De_OFGRdbRdu{ytCy|5q@nL}TKC>XGk+wfs#0pe9Kgr_BPRAGJ-& z99``v)M&%aYPkUK_OBe8Dh(bzd++c^6St438x#eMOc|5a7bxxnUYtlOnn<~i7j9>O zH@xTNoS!7xMIX!in8A#?8b3TfJHzw4FA)u&G`m7=W}^c7e9il^sEi^X6@7GNJljUN zZbn+#wy662KD8@L!4h!6o5*3apaD~A!;hFyqt z&>2@bY*n~tViqZlCUYD{T-x&qWhVxR$ZBuNRre{hNbtJ~TvtpOKb74?8NvbcXSp8z z=>K^QD<1Or_!xkM27-o?*;9qtw{C?x_&uz~3STdwiNFGO4_1DL(X_V5kKd8{o77q` zS@LDHJ!3_DGcEcR7!=r+h(Dp@>uQ1yx&%7q!Vh{?ONGZ_B4b?NL@USt0gJRJZin_N z=a;7A#cz9@VigJK#XoEDR)9*RY^)NuhM)RlFNB*PS9I!-foUvUx^PPIKo}wCW#kss z;3=@j@2|h(M*zpZE6V&NUNfx4$U(Ta{rURwo`+$Wmbb{+) zbW#${8yaDehzJ0!iEk~G6y6~2`-fx4)lD3$rOKPu<-hIe$baaskubX>zD=-|+En}% z$*$JI2|(IDaX^mKqy`i7P!O8LAjfLi5_v&xTWR9d2X4H)@Ra?Wdh* zf@zpx0jbX(S>R60q`?wgg71sitH88;)xrCol6_))cL>qpp9t)i$s1te<;bPO>=Rdt zsp(7PeHQltR3DTlS$=Uq8%Z(Y7l`a15^4cOpy_6%zu)X5k217coJ(u8L?xoKpTo&d zk(m=Kvo{tE4?PbU7L}j~<;<5+a(Bh;4IKokB|hO6ssc~YuiRF)J!$kazg!$NkbuX` zef;mw4O_1q--CrK)CoL$yaCxEl*Ik35^*30y{FyVDz{fb3aM;m*!0zAO!2;+o}RwG zB2iK=gY3SX&as>I7GtW=7VGBJ)18%2&cqq^D?rZK?fp0FqbC2?9WH7>Fdi&Th(|jW z-~I-3%kpe@8O6eV5LHd5)V$BBCK+FkPRNew!7>LIs@3PQyw2meX0||rn$rnbSJsBwjXV(8uWRhUOJ~^<9gXWx%U$~42ynAz4<-e z%#5&@J}76fr7^@Vvd$@_#dW}A!k~CVx@LL~1!*-Ud?e1gq^pb*)es!xl(b9Yu7Z(Z z9=jMlTDLNo-j2;zSf5BR<6q3lw5KL1df;fWBl^Qdt4}r}fVSzTf^&3vl$A zJ2iPJJ07$Uoa5CXZ}|2N#+cIJo)WTA84{>>&fXi!4dpI9H;$?f%GtuJS!IHQj1^~0 z$6Ej1{bp8F$n6xs28mt+oK^4pynk{St~8Mr`md6r8^idR1GY!(vfCaH8^QqC2BsSc zmuh5M$M15ZF|0113>0B0nk&ll`SHL$i2)A&l3`D8?=13qFE)eLTAv43M>u!x-FR;h z+UVp7P!G3$&&OOhFaeBQj5yhdygqM%S`!PM}-wMtlN%nkctRrZu8-Bg;8%W{0&1cllUy%e-k+f+&L-Lzrdp z`)pwE)Q1IZtT>PZGJh=Dzz0!`VQ^cwf-OUaHKq{P`^o{)LC&F5reQ};e9M+Pax9_Y zs}zA5l)A{zYnNEw)=;XyBCvM<=Qf*f$RJ?#vC5Or?}+DzQN7@M_)&yyCSpoD9~}GL zr#6wvvMoJKH?0rw$B`5Ih^Wy zH-0PWTAu6&2mqk(M={aL{_O5K@PVRod4TF5Uz|oGbbPnPO(c4=PNb4&KDI<6Vk&OL zVa7<}{*<~V_m7CGP3R#}=by^wvAd8E6!H+m6E!jd0)njw%9q>WDwxB0&P`{DA^V6C z$1C?o=((uZLD_odLSI}!EF@#JbhP9rmnAiUXKcXBqUim-%Hx%UK>Z$nj_5^IYRvOY zk5BF=qk{gDCX-jT`qjo!s}|a7T+NPc4kksKCiLmUbbe-*xo*h;R*T%?;m!%Q3fz~u z_xFjSKNgi9TR&&8bJr*ZgzHQ#RZF>C!010FE z;zqY0OZC+%EH7QYiEkQhYoP+W&5GW9EFpeNwSM=8cm*ZKHHJ%RlFC+XeS}7h*`a^ zVU`r$#l1cRhN5X~1^Jw#L$w;727IWs=^wE9BZ<)Ibr`GIOqssadBp zq7Bp2y488n7F&rPLZXA!}EgLUDos|k7ogpQr zJ&D#JXp;XW>%iMnK?UPVr76sD#%0ujcvEGlYtOukP{gMG^Q{K;~a>KHvJYuq`va`Q1_u|~lPnZs?pD1OeuAcw;l zLrn^^hZ4|2f`AncF*oZTTkyL?jUNCHNci%vpBa9KhN{a(m)pa*_|v>oYI2ElQh>}5 z=9U^AiQJxnj~YHX(i8wjKXRQ_?aC8Ew#mq=^+fe&?RRhWXVy)d+sFYW>7uPx*DQTx;d31jBg6SK2 zB%>j;ZuXwnF#$Eswuh>`>}I4NuAsY8ZX0R)rJwQpc^sJ$^c*jDt^PiRD?BgO2tBV= z00EHCPaS^eZ{47Mbm`ueK;Qv&DEr4IJUqw{9e*D;A&ZwBguSrNP*)=8(-`%mMGFdV zzD}0SbQUaB|LsLa{gq10J5*n_p`N4SxW+c)FZY7>ApzNQhCNoR05kDnqUU}Hz82VZ z8~A2I3?08j8CjJ9PMuf@Mu2o)2N-$2zF#OY@_VoP1^*kK!$dp=MA*r8Y?&r&?PP4HLEf9xxMfug6RgZ4*e+>MNuO^IBkey`a@kzAs|LCvi z&}2_ebgj^bjw;;Zz*FkkpXDFNZzzB%;DWw`&-2}W>|4QRzZYNcgLxgJkXLgelBDkF zGYKZwPza!^y+cTh76@OzzS5v{@9;uQHYk7WtQ^lRJVONWZkUUPG`oCpl%v(cD=-Pn zhb>wkH?-S|PodQH&j~~V(4^NMVig!8Ry;Q1n+NO&-B?Ixn&V^9{~fmgDdoB1;j9x_ zCkQgF8$*9gj1dn^hP%w*7-Sng!uzMP+MNj%;qn#s2SHmlBuM5V7RA;HY-uSRWPG;g z5s@q0bAX~^EMTS_CSt@Tr_u(HCdwKFaVCVWYrAH}6O0V?E?G394tnakc#yNonVExG zgBuE0ahC2GrENeQElaXRVXQw;wDn|t8pLD-3N@`{L^iG1ro68^*aJl;<%>zF(|Xxi zI@KJ$cC(q>Zh+^s<;RgRkH%5&?9qju3~uu^v6wUM2aaP9 z;Qv_XpA(LVX>SfMSF0nb7?K81iU3ZC<&vGgDywb}-{wwBJUYPZmKnTul_~0Vc9pqs zNc&1V$AJcYL#G7wzOD9+PNpKbSeOP8JMxE*qZWepAw40Q1g;Paf&_vcH%uiwO^G~I z;{Fvr^O$mUwy{7G^^!o%2~nUOPM_wdm3O62-BZV)w$b*V60R~mohpu}a+Pmfpb1#9 zb}4$F9%mWUBVEW)>ZWlGq<)kzLY9F`^>6J*r2(dB_*?%8q}-cS^ryufVe=L<+DvWE z8~j*GA>aFpc>pDac2HNT)nRd8D}GA^MWAyY>xmh{txhF;MH6Mgl{u#e8q z^kd+$SJPh!o__2HW{%cRV#lS*q=3{qUSS+y>~vQDJ-1H(TlIFs;g+KdnJx;!WtoC z?p@>xSgFeYsfyKL@X_;!a@E>`B%J7FghnBlm$@yoT=VEG6p^_=_>aC{nfC|S$P`eyX@S~W>8oJaecf){EWF2W3HsAC|o*MW(M6p>* z+TW@y#s=^!_He>}c4|o^^5q*{=UGP!>Aa_CYORkg2By{6nu<6fZ1YCp;;0l>9+d!E zO zWQ`#5RZZAw zqUlZV(M=cEyIqiw_L0Ea&WnOS5bEC{9#3`&+y59{wClkZILy@f)NX3reM5}|ruyWW@qtX48?Dp2nGr(HP_^R{9)2= zPE5wGuOA^O-d)2mCwSSo)CU+(cYg+fJ(f6CB4?}-Nf$z6l1WkPFe|WwmCS4cF$XSY zlLIn;d-pqrES@c2Kl5)$SC2$S*GyP}0yB+^?}TL3+cFvGyK0m%AufMTqD9)nHE(!W zX4%EkXd2wV1Z>{1L3`0Cg`5wj2~>c{QWcTAof46>`YF0nW#!4E?vK%MJU9xsN+m zBA4kZ-hTFfA4WD+hsXndqIQ0)Y*esDV=h3lqyCa%|x#jMDKrZV_r$)a2*|Zs_Bx) z8Ne4H)C(y%rm1}S{9|UF8n4twx$K6Rkl_fx1+JSRF4N{gqEss&EdSt%l)XHR4!c)Y zj*5|-`U)PacH;cOT+l+{*FFEc9B)aoh6-rOD1k5q8X*nu`P-4=bPvMx{=QJzh^|7- zH;ML)j%63h)K0vn&?nRCM}Oa*-TgS9eKmK za{$3nX~Y|IME&Me@`UgYCN8>f{~9MKJnWU@U#~~c@a-tLL!t|DeD@nd8M?QB|35%U zi6}E8<9<3!97S|Q2~TL<=BiLqfOoF zRd>iM{Y`8jUETME&DsRdy6GP#Ao{6YEVsX%k(F{=RGFfX)Bz*66hb9H4y<7-)6=#5 zm^vul_2B~_P2((Ha&>N@@0IWx-?{mEP%yy#U zFiyU@=c^nY3rvFBPz-=XWH%S&4~34!v{RUS9;&VNO#j@J`YtbV+#DH8U(}94PDhVc zYaFl*kNih1U_??Kw17|PzDbvefOuLoMn!@>Qn%k=rTTKQX-vFXQOQg-v`Lee0*Gl5MLGVhrO#Y3#S>B?( z5o(J9p*@cib+F36OVTvtC0xl&ZIxgx&-^R6k&i^Ux`ZBqry#o7$F;Lm`sG_87!W>H z&EKcD-4I4Hk-gG}*mEgiKmZF|!Y)S@#g@Q3lKTYc$2_pYX=bop z#3B+f-B0(Hm`#eYJ#rc1f~f%r0wblRV&#&3`Z77gk;e3B%sKv5f(`SPF8NDX0Xmtw~Y7%nk>K;P5;gTIuVG7UA*1MZ3fyV$=U4WC| z!8WBdC7#FeOFZNINy?)pqvC;?_-nq4DaAv@@Bjab5*@06+s-R@IL2wu||XK4Xo zQCB_5l#7Ud#y?dIsbU3DMKk5-!jVfTq#}$3gR%>I|0s)){lAbc9L0WeqN^`)m-SeifwzMQ0;xLeX-$^YVTEUd43W&!0c8c@VU90@&m8KOOBCD? z5yTVZVk9|?4uUP8b(aPnp-#)^!5a?k?lE)+#uGb!M?Oek&5%KF3cV^|gxCsrtLzuV zKh1~$so#EbQT&)1-3)n|r|y>0a9E4l!8SbsFtAm-!-WtZuI4qrO-)xM_S^G{pDwNV z#)SeTEWKVU*78B#*@F;^BX%gJ>F-TEQ0=B_|E-O&A?3gK~|it()Wu+d|U)0`OkWS zAAa%0c@g>*hI0+xLgrNVQkp6NLx($H$N;pXlG~H*6D>7ea{zq0FfE|xsh!oK{p)^8 zQ)0GDkR$`#-U=G3Q!jOxXF3j+vp@vlWC^{%B4zA2y(ufwi7e=%=@}^p_4EsV^*#}a zn`hl1!#Y5%RIWC*V;Q61u7}g5J3h5MS6wS_XjgZ!14~aH? zhi_j!CCQ?9gF7F{ymTEEClnSPxX=OAHiG}z6O6YR{~?cFU5zvhS8Snhmhk)2_#?m1 z2n1aB?NjW=bZ}0{M7;g-87B`f>rmj*a_bLZalW^T5LKG8kI!Y6*1zsc>-4+7gxx+Z z<8wKc_a--TJ^kW}DMrF8HN}~D#vxCMrI-={x@zTjcjk<3pt88_i04ZF8G*2v4q)syZ5z=W$8bEhvr*)EeZBC$f z)nHy_6YFBgeL4j!FVY*XM=tBOOrdEWO(-JxMe#@Wo9zK&z}sP)c7{?uCO+HJ(Rn^x z9hijD@y!&uPR1wdqHdt5I}Rq;)qJldvO2|bs?{4^P>KoCchcxv>yxB}A2v!=Hv7I* zPc+H9?u-u(dIrg}^u0_8tRp17CG1wcFfpAQNw%+jO(S-E{2H(8?tsOl{GuQt&L8K1 z9AqTI=(;#GRQ6|lrJNE0&#&0Wxm8?U{u{Dbxjb={zo=Jj3k~kW)z&X%S|YyT@Lq41 z(iaalr*~gpc?zx4<S|ESXm%X|Fz@g2&CUCz6%3%X>BbKpHVuL&xcCw6Vr&op3X353%^f4%PNFW4Y zo*Yv!U2#UGOgBIpP+v72)1B)y+pUV&(phDJk z|H%`fIh$C7Jc>_vxEk#6Z7{g$h@g}h130=kFJfm{L3U}#t{7|>Po_Tk8zW91ct!4+ z&pMfXv;_f|;U%yH2SIn}8S1RTxRz*)vbPZSj==$Zj!&B)BX29|NSCpJ<|GW=6uGb3 zdGUBHW6o1c^XyrP6nD)XuC#Oy<1dSi$eZ``>2iq}vgR?o3%EJ8Ho{wWY)8O6*j`T< z{Wozesg4&{PhgCqesj%ucL5Xp+OeJY^fV_gn*pN>4?;|`CfssO<+1pPmX)KBwFc8y zx0^tta7ayyEWYVcn}b<6y$j*AQ;GKXW3m)iiEyZw>s}-Zdr|Uza@f$zp;a}Cdx1F$pV@acjfFJ&A1S_@^I8TO=`W`Ni=cJ& zfO}j`iYiyYf`IXO3|K^TUnNGY`!>~qYQpC}lYRgZ4#eC-6gZlD(>BdS2LyWc*>)9b zvO|h*Ay$?_qIhRhQS_gN2V)HmnQq)mo_c+g$cD&2R5|H9TW>v=JBWkdr+gRXgkeUb z0_baIc^_>EguSIHB~pCT`gyqLkrV){F{4wqU)PyE{ZU!>!F+wE>I`18VNm-db}n%z zuT0A?i`ZF2hO*lmVdo1YHp!g~%ovv(z~EZx~x`%%{~D6&Mf%55prXkEX!m-&xb?) z=Ow{;Vh~7^dlv;LKZY50EtHKF^ik4Zuotj8zlT8tBWyMm=?@K7-mpqf&9ahoGo=+b z5sw?OYZp@SBP?61Sy*>i2C4*uv86! zqS?<8PZBMbagibcYZx`Mzw(`>;l_-A0GQt9Ta8T6(pLgcvFq9vqbia=ikKiE^GiY~ z+Y77C!DmT-nng_~2gvO`lga1zG28zq<+KI7B^*b~8UADsA4b?n@uXyrNPmWr+%AEx zBC1kIdx64ZN%5!f^u0y8mxd>}A0nfFa{Z(!YL^A?RSbEc} zqNEw(fc`~xc$PwNfbkD@Cm#K|RRDDMSD^tdb(~AY)u0l5+ zf5X~HS5HKH|rhVfjfThO$#|ARaqn*vRU%W*k^>K;ZC+ z=%Hb5L0oyyxWWAaKAxP+3$oUI@AP4(H1h|xcupvhI%3`Utd?n zKU~zVh(xOud^xd>sAe$^m5kw=U8Jqj(AYdUd$Kgxv&BMU-01R_A2KDzJ`{pchZ8Hr zq5F_Y<-5^GihZzECH=q^{>8FFO306JK)IsR`?Y5-xbq`LLaXe>8yg=wdY-z0Pxch< z!+g?09^_!&7@Dm|tDBn!^@cAC5$jxx#kQ?4J5GoNKG`z5(4nz>MU;~uv3 zO@AK&m*5$b(kE8HfwhqoC06Mm`qr>cliu{jN{iSkCZqsMNb5Jj>Kiymn}j&uh#G+n zINr+q3*-X)H#;;qopyFdMXZuNoZmUx!eVPasphEULqB;C%=9PQVJ8r{dJ;#S@<%#0^ z^T7Qt#UK5??_2(ru79@un2o-rWuy4&`5zEyYUI7kF0))9&H4wi6A3SfZZx5*iOjOp zQqUX3#Ys!-{tMZC0FsC()Sx*_6*Lqk!FfH&<9Kf`dFqY9n-J^UXSa$l0MS77CPs4j zR{DA%G1rbanmaL3PWct=M4BbX^Vq$C3%8%CL;4f8CZUI~GuC6P;sF8ZjI;{KyP?^O zc?cmK=0S(8-Oiap%PvCEg^|L815$3jWD3eko>>o;+QvUl!u8;$Ej%ccG!$_o0z5Jv z{n-c&_n)=Ey5bphGhdo6Vu zdp{d|yVZZ#Rj=Fs?vqfxNI`vsRV8%!lAfJr$9vMrKCV`!_BID9ph8FwIQ-(aGJ$*Z z#;Ez=Fyl#qG=yTR;yK=oC$vKS-_eDoEb6g@8|7^k`?EQB%+4o5{0>*lW$4tsmf6b8 z$(3N&^To;#6WKiRZJ_BE9MTUNLmZ(0>yH5NI;F74P`$JkL3Nwr7j5V4oPEr6*eDaN*I!#TgmMc#}%-d#4^UX2(F zakRj_z6$hlD_wz8RaO07<&xfN@r_)vfVgjq5_;v7Mh-ubW7wo}2is;xa)RD@ED2i7%1MIm zZqPoSg_g2ZJ|iK1FuL#|N6X70W5iu>>$zT~VZ1cFtRsv7%Z&g;JV)d^p$baQ2)EOX zmVUr zr$B3!x_F7u0RLq*E*MLL7K!kz!@?8mlGyQU`=Jn@pGmC(IU4t(*6h({yDpTgHmh8$H#hiPiXb_C_k zkEOYOrhPbFZb8CDqU4MY;5XH`;njef0sXYBe+l~^Z)kFt*8H4$0^PMQDz6MD3~2UR zEUjL9ZXr2v!V+mA3e3%aVrP%GIj)n%J42XA-yu;JvRlBZ#54avMANYzm8`$;OCfe5 zmJC=H5QCV`6_sVf+#HmeY@dZlKzYrT7Yfb8Xdg_m_`oj}M47W!t2KS9(zU**hMiA< zBwV&= zntMU)zN9No!v>L=RY=2%yl}m8q3gP6Keor|d^yny!T5)^TW{W3KiXv5Ios%1?L8H9 z;%|ty+*jn8)F5i-13f#ZE0u0^A6I`Ol$5WA&Zrb+uWS`RAOot_sVt#~=+uqJ$ka_z zu|oIbdBEKpPP~n-GpisN93V62OD?6qX9bEldcR5c20XG%U#~f14Q03`=@e!jC^Kk1#xOmj24q8a?H)RKvRlVr}4u><`9r`D$=65I-bAA z>@Hp|OW1|l_O^`25&f-`)Iv=YSzwSL-^(zEyBvKk3eh%VTwedbDh+FR*cf^h!xg&kjZ%ln>Bux> zPY_Bv7ZfvI=e>20fn3r~j_b})_jQL9F%;}QW(u|A+{@__+*@UhBY3^BU5q89K6tNq zu$v?1P;HFcL8Eq%{!`qD*DsAO;;pYrlcG$1Dpn_dERnxiRh`lSS)!$Q4KSWzfLAZ^ z(@M8Hkgy_&Ztyq)m(0!1aH;OA{eFVpCdAH85|of5v1nLN6T^tL#E_zts9#e68;CuxB`-uBA)-NG|Wz3lWt4hU7D+ zPxs1PjqrUL;c!&lFZwPHM@ji>Laz+fi;k}KnJ>`Ygt`4rbXdQ}{&WA0q2cPm^SIf~ zA@4gcl9Ks$>}pCn`!aR~PUy6$05|PtsnO&?rlicJ#iYrr2Q3LoTZz4uDw)%jZ3n@c z8RyKA53!Dae;2P39a_={NT_s;=;8nPOHoMnz&P1ZHU}1(v$;3;<)TiQ`IVPa;5*q9 zv8^Hr7sB((`zV|Ka-F1l$}n;D>#nC}o0AjAENE zD&2#o!)fbSe^^)$G!9!Qc~X?B7+;FF&+~{=fswW?piUDNAr_OdJvT74m{X#LfWF+G zTLw^8SN-GW%OAAR<>B|7N{HUq+ISumzux`f*<9HyweGz0G07Tm_`w2XviXSJ>*AON zg*z_kpX5ua1N_t$t}a-YR!Q4UD>eJH_I3kgkTFLuag!pId-c=Ky9G9rQQhBDKhV3+ zP@iat|MKAuqffYsR*Jo)ZDB1)^+nx)>rQ9!rO&7oDLmGQUZr&`kZK@Xi2H2~VeCkq zlw;hkmI4tAR9AiIc}#FTvs@o|PLKD~c=ZJ4>YM%JiUF+jUucoUAOoYL$0xrBt1e%z zImGqT*-=O$AkLR&9x0ecOPl6Sm#NmnR+pCrUdHBg%|kYJg?6KTBbm0R=2bZKa1v=RhEOIl~aAQ9MXRKoBU4#Ua zd?6TBM;N&Msc1d?%z3=_>&F%jY_ShljOo&+@g3Jpzki5!8JPHJxKe9}d`u?8f&hV8 zhd|tov&_yO;D;YCj|jz^pLGwqRVvRN_z;^Nax!7>{Fw-SU57e5U5`;-eqtu*zka;O#inGo?b^Y&_VxTu61q)q0jxxcEl@7ib;xk!_n6>x%Y2h{zUIe^c`Mq4(G9OhNMQ4m=&&r&3`82P) z!>0{hq*d2mj=?>1Cyag%iNhOS!}bs5YT_e1(M;VAFEJ0-XWt2JC4(uf;E-p%nScHLb+|M$%AQ+)zqg zH9)N7*P8eWfs8I|csBE(k9@NA5qV1f09|GkT0z*(3iMpTx%XGV7hYnMFdroO7dia4 z&wnP*(iXyi`^Lw6=MIj>h*VSely4{XYe&T>J+DJ+26xUrJ<-lH4;4vU?DcHqJF*!6 z$myVh3@1yKQqHRbxH^Jw;bPcK`n1)s%WF>}&3oc$689G^Om4d&;=L{YA~69o7NwXF zrGs@PvY>o-+>S=?ev*(J+1Ex@=su$PIufa1@4mbFWEYp;g;N)m4NfO}+cy*gUtfaN zx@7%5x9)9vGfOFE(M0w`e%ce^Lj~725;sK+?O4X~D`%m^X0JWxt*gO83vAR~pxU)8i2dbF|UL{{SC7|iF3hzfaTLq!z{a}^(k-Ffm|Yj%Gnvo(DmXxt5S@U^iDh(r>e*C z8e&fR+@q=@G^{F_`54joH;ZGCqus0XGr%!UrS%slN|=FM)}{z=e@Q12c{`+jQ`qZb zee&0C6i?{uY_&Xj%a;h}Botcp3wj z(ITAduEcxa2RPPM-`E>vCC29-|3tvze*PwiJ`g|gtW<@#!73lL5*QhRP5ikcZ>?-U z62@5{1pLJk3`&GvjEC8lj2FnawfFH1^`G4S7_$wZKzFS2a=0%7+@zolz<3!P7=S^) zG{urNn${Q^_11ZF*(%*7q0{M|i-L@OMcfhg%H$zDDqko3WbPloNp_R@E?i%A!owRn zGm!YQ@c}Id6?340K#h8T;A4gl%bv==T=QF0qn2Ztd>*v6egUtMaT{=%>@Syss;vO7 zd?I3DB%{pfjyTV)YmI*)oXsvj_y&URr>m>_gbjuCiwjMpDct$PzGbbo@w|}vJ()@E z)(JYS&W0DXxnBDBA1}wj!s4abETF9P@$J1jQ-sU6@u9DWJ{O$*!=X(t&|oV*o-{ zndfXe+$S^`#(h~5$AeDOq?j>-F}q&Y`qxVI`(|@U+a|EUAgZqMEESz^JbLJ8(s7s& zp1&QX|3fv46_>XwN4vkd6=_jVHUvSNw>C)ol0@MtvHQW2{1Bh+@0&E4vE6*?T&$^9 zTTSj6x5ST-!0gh`Qu%1vV1CuUm2_Hk3Kw-Ne#u>Q&@7I->80L&L$^m>C>*F_Q|&9? zt~3!A|E9IE)U6p^;VSjQ0unR)JP&0iKU_BWsoMo89n{tTPFjzb686y$xk^VTyzX=2 zceI>nEcm=xL<9G^y5l#t$x60)-4{xcZv$65IHGc83rCw%;F@^Yd`Tb1WW`pq0l=p2 zp!KjZJVVWghV^f82$zrl9mdCKr-wNoA+N=?RMDrRFAu9#I=${XYO?QkV%O-OkM}uY zz@Jj>$_Ikp3Z{afkn7?&dt>fI^tjEr;e-l7W;~%6n@_j?1u$e=Vu}LmZ|N^_pfm5# zrMC%>!7Z%g)voP}+KX=AGFtqyc@*P84*nbg`<4iySTgf>&W>l-5aAMo&br^ktIYz8 z$F1KrZcaAatj7MH2|r;7XrX?L2zy5PnuP@7S4bPcz@srXHvRIbP`)f)%1f@c0EqU> z-|=Xz6qtTmV%5twQT!bG){(0I6L|Lz?k&nc?lSL{yA?FWiJz1fukXjTL*O+8x#~rg zpr4h2vrI@Jea3>s-=|-!Q~RTJ?DXBF_RLB}{hnz>9f7GE=yu!6h}(D8M5{uS=i$8$ zaOyhyi~UUK`jI7jhskM?9(wV)6la034IlSC%XniHw}J9H#fZ7uy~RRleE0XJBF+Bb zUd|XU@Z;>`*Y(_wuGEdWw9diMNOhTgjiY2YC~dJAb(PA)qw@9cCeD z)k|P+>^^dJMn=JfAX1~4@h#AkOaG0fic!0-U6TeTED>c)jD`TcGU4Bgd{Xau7lpw0 zRkHnRU{)?CWWZY|ZX;xSX?mSk>7pzBPE60AZb+9aTt@V*) zU^NS|2eMQVpXfd~-3?t2ewfX`v+AVHZ)}czyRrE1nzDNiizi%@1KA*D=RoC>i40#e zWOfOe7Xdzo$&68`}e{kNOvP$g3=}34GRc@bc(cqbVzq2UDDm%DbTB^6EL>%Q1tmRx}-_twP_^gw%%WQ=}nfe^7UE{c(M+k)F06BVEaTf7fN=Hfz6#_MS;i3C{bDr2PVz zkuS>L+Pp4M-wOsAMSzI|nl;d6m7Oy$ON2)E3VKm_O1=oUj^o-+;E=dCql%>JUcK`g z^lo=Cs|;i^nQR`wI)3_Rc0+I=O927;A@6KhU)I@;eDC{&HXwS{CckjNFHGZEw@<~f zxQQ{p#AYuBPuq9~n5bfRVoYeZGR~Q3K`$Ju=zV z78$etTFp{iyUB)UWLCNMA%RAcgcyz&X>Wm12#ozBa_z7RogCF}4`1%M%BS53u%%xV zQgWmdhVVv2BR`!OJJyLYi>nlcg8kIUTcE2hE7spFD*CYe4XCB7=oRsHzrS8s5|HD$ zvZN)8`!|RZ`o%AcP>94`lW=dKO_ka1?#EpZQ_RWYiM_PJkCRtwcDEy;&{7)_J<@5Uobj3hpI~pDLTp$GPg(yvpQX>Y}liv_p8; zHuM^Z8^tiy9`O=pwe9lElYp5+kKaX6h zq4gq+=Nwu3T;;P=3!Jldi_VPZeJmO;jAi+>-FWJebH@lYic3gd0%-SdEP zYgI6HHaXhsAbR&hE!zXEWw3^z8Dp!rRh+{t*(1P`_~ZB@cJrs#?L6M8spQlkslF#0 zm@4#D?IF{UnD2S1_L#nH-y}rLb-XF~GYKMC%rx*#=>b{qum<+Oj6XOaJA!C;Sw{j) zy1YI($A9?cwLD5jn3QWbM(Sv8Yav0UZxS~dm$T`G^IvlME5S;U0Ez&$aLjYAsnaaS#n*CPa_m6;&+8jry>|ILj-nR|?_5z=73Y&2fu-^^U3N~oB zy3+iqU=G;=#C{+Q9J*rnoenv|KV+^#PYP{$4(YWx=2J%OzM6HvF;&4N$Q2p2n8RnB z%o>&z8by)+2EyGDF-rUGQY~}INmeJK#xC#m!55oINowFCV8QAsXar@|J?h#q8UVlg zM9Fd>^U}ItDdid3iW_lJIG{B9B6&(A7oA8;=d(>sdTY(V2vo>-$YuFMCOA?2KGE4r ztJ8P>G6Gs{bA<0^W|OX_n*K!(apa!vzhy!M__uOfeS`fDryWxgX(=SEwk|s}30=4nj6S}HLRg|Y$plsf_rVS_($0K-cg~e2Ab5y1&*zp> z{Ysyx<{L>7Y1g70zQ|Xa3=Q3_R$C2Sgm^xcy=5e~w$7i;i6p0#5WeQc9A(GvEE78V zwUB3OV1Pg;tL-ADw!rY{DSwg_tulM&#?}P@a7xAO3l?=^^%qt-jyWXv`{m;~erg|i z47e;mGqk85N|c;0#(T)J+K*APy$YUDywx)DbnE=1map2GWEupI-sCF6?$Dbic+N`b zbn(ZK&bxfmzunlO*&Ff)8Y}IG&1aGRB`n;tbJ>QUoR(foeGtkzRjmi)NOHo9Kw|Ik z@8w-EIx>c)z6I+I+{`yeZT)#-!MX-8Wg}7Nvu$o-i;d2nl`tkcG@t5f-Z$2gIs8mv z!ohB*E6;x*!ibB>`GAbwcxyVCLy=156BhVWrW0Za+grX@?lOy5<%zSV5djM{;Ra8M zlpOW+w5F+_NW?QjDbBt4^h`L#tNRuqW+QQ~*8tQ7PDQJr3B9nD^Wd$_2yTpeXW3Fj!~!L!7q@C~Rp} z4UG=Nu+};lFGao=tM_fFA&U+K8OBMyPs7nAbHJYZh-r4#Vj>9c?&vyu)Z3*L>EPEs z)M3mFPdIbT7Ub(R~W<;!ddsssd?SNN)wSTnq4?qi3&1FY47a{01bBBGzPO)XE|t zoj35R_mQp5G^Qw9=@XIE=%YGb8T>wE9|{f-{i;RXHUQwiawY0`tG%_Qt?n5>nRhI8 zv4a`jjF7myk#dJ+{efcl(pb2s0@7`>_TfsZy{FFK{Uk0L+F{P>j6URlQpeK7=w($5#8;kb~(ZQvq4@_PGUgS)n z=8|jneBYj=ICD>(e<9rl3i1EA&!yWSiA*5w)&u|r8nKYzWy(X1I8rCdA zjq{oX%q+M)?t@D|@pLH6m2EnDt@*Ncf{DyT0~R?ij4-D5riL zXLPf*s+c)ANMZ%&IAMM_i5gb=Nrhe5IFr2jC^X{w6ul+&8j`cdV*>$do!Us<{;A>j zKL;somU{0+a9`naW(8JfrCKj=Al**hddK`Jy($VE{@o~!c^~Y2%xEGB=?tDMh|h>e z^lnST(6@*XuNf#5sNGnNiyosKi5tyl#2Wuz0cD;) zw&5QbBtFGsF7Z^*@+pyz+flN3!J8tzAiT)2ajq_s*q_J`RO>6u8uygJM8feJ?my5? zu%v5ekoq(`?$eS&4|yZzb3b)e(QD3Xi0}DrMBrBQgrdxsedjfdx#G^Joy7gHzWx8_ z0>=lVo{@>`@&VEc0upuOe#*QVRZi|;v0- z2G}nBmM+?Ye4Fw&kQtCz4YElTUedY01K&uAFTDoUZO2Rk`I9J!hg?@W5Y5h`pApKf z*4*_D=~jck5P89qKWPhp>}6xS`Ad5A02aP0&blbv9{;|?iTAG>rwpR7Yutok%~chF z$Dl?$HTXgU(n9mj*XBFD2D<#)UgM$fq&c@{iZnUGPs|)w=>`Z;5Q*8M$Jq#2R4w;O z#LeYZ&%!*OK#MasNZ94E;g)+IB^w7Gr^op!n-lKg{I!+Zb+Kd?GuH9ICFQV4MGZ!M zS=M0;V_(tPWKIr3Ff%OjfvL!@e${P%V=I(+_-)jE zc;%__?-PiM6pQduZTMxrR&~4IRcf!be!u?9CGh<||J*-?@$y~9KuCgY%t3dX)cdeE zc$2Xwi^!lu^3JqRV9;E9=Tt($4p^)UQo#%!2a&1&9ELi4e~W*A5Hv9L`voPaAL`bo z_NluRITa6PV4q>YO$H0JC1ag_2>;r4~o|vSEO@GQL z>HjjR;H7w>dc&kQfmxG2}>^U-?`hcL~`hDbJ4tGXn%q)DgB#O$5=p2$B3%;4WD zdsM>TmVq7mKHkfLcwKvEX>=5LAHE%IGO9;eNGnIw9v-C5_{*(jk-ih)xeG@pvJ3GI?19Ny?ae@koI z*Z7`O)?CEa8d^=4S%#i95+7zmIpJ2=TH0sT{05Y_Z%tv`Ub;39Ux}pY-%C7i`Cv6! z3RO*rI>5LGPDJZ0$#=gQKWK>C@X`Z&f=&4$h!MAxv$u2>s2lG0d2oB)7@)#i=RaBQ zo?f=)g=;oiHLY0pHBG5Y{L?NsVI!w$<$P6_lt1_;-UCLnS%nLBm{r0fD9f<6e_D8Q zdmeIT5?tXSEvJjlbPdPt!*Uz4e;wMA&#((L8~cxle_^uaH~L;=MQi=N`O7C8H?AQ6 zW}fISQ^lZf!>4Iy0Vm+MN;p8YyW|xszM6DEG1_eQs!E7&MrW%lQvw!~yo@JhHmlf)Bj&aDeVo>4xbM?h3i}+}6 z+GOBS=)Kf<9-H!yUah$xOH6X)V$BE>7K{|e2IP>9&dp2(YO0#og`CeYrm_<(%i;bVh zm~naU&R}mK0+&Pii{KmV3O1)P@PIjtb)3X~?WP~7AfIFEiZ@Jv z*P#x9rw6mz+aB-RQ9g1b=}jQ-dl$GL_SYx&0ZMrb6^{E1ZA5t(vY;u z%{cuyJJ+Lr6RmHw_?>MID`3hioI#zMW{^IVRk@^`6CS9gv*YCBKDu{cIM%9*jfPaq zI)y%kvihB!zl{Y~oiWCh!#iI$^jym`g#0L2Q`UCYEj->i|y>il8soPsU!gky8q_@T>?s3`2 zZ>m*kcym)`Kb=zs?@I^R5)LpxnKF$GR4$selVnv#+srjP@T|6Ihf#b!>| zaQ{u%;_xM&Rklm@udXQS!Euvbuz9;7=rB>f7O5VyD8=}5o8n0!bs`a{v2${X#@OYF zXA`Qnvy0|xz!uiRenLBEc0bmex31sTnuJtlI+$%fG)KMZ4Vu-RScXj@bXCUaRVqUwV4B71;V^jR8z}6rMI8eaZvxhR+2Ac2(hCZLCG%0 z@NWJFHh~Kew8U}2SH&+^vT=jE5D^SVloAprMrdV`b4&M~eSPeJ65Bh5x3f{{E+X+! zG{z*&D10usyt>P|RBg8yiJ3j+Z8C~MwuqN;+a9x_Oz@q19@m=!^*k|+3PqJY?9 zO)mM_-urYxM0Bf^#6sH5)|slDMdlUvv4bUdQG$+UyR((()rh&`zcC2iKm=ePzlD0S zY2O`7<}bXG7ULq6$^>H{P-wu1vhbN^Sb41%)bJursqf%dM=oToI4w@n(REfN=QemW zmmz~trZHhSJ$OydYD+w#x;#rW@8tU7I+$i6aN$E_xX~QH(^ONEYVsPsq_dn=)v(wck4n}nV)KbxeP%}=mweW7c_65K!_Tc`umz;6O-P1| zZ~6TACvpCh5a^qW#S4$Jh66N^<3l<5VrKlFmlSI@2AY#CqpQg zeVM@eXE^^&QKp|;u1ldv;wrTyJAD=3}Qpb0rT>Umel$jjR(`qAE{Ys_@n+X`6bUUaX zCy|!G=fdkA{^LnV5_B7acWfa=pnBA5QFYh-uV*m0{`6yFmR?GKT2r;E5( za2gnUzwy^*>UOOF?)bo$r| zoyT+$Vbud(2oc{zA+>FY0qSi3zXWA z-wEk{7eB)VM5F6Yv?}e>V)*Y~KA(3W;vyPWxho8ON$HCm(VGA87`t4-&)hbY>> zY+uc@fGyJtrIh!k8PCH#K}_J&7OHZ>_T9Ri?dJEc^uhXkGj(^won_zA^*57c#nv7B zHUtp+xRR8hq*x~tL37Y=ivuyh`&+l+0MJD8mIj0Xov=ZKq3v30$AOs5fBBBOkkq|G z0{+^63XOXI`hHZ_U(K0juYL2*Bkmr0lgJKC(@o z04=vVn#?(ufFXMeJthN3ue$`KwkZurJNra-juP_nZq(M9cw z9+8{FXM%z8Y;R(Ub5}OJY-x3#dHbsGe83*`iB1;q&5_)0p6Yv_RJt`gq;mt&>44>m z8dI5(=)Y;gtQm$0vSeFxzux+s?oUhxDO1HyeqDCN{pQc1#Rrs(oh48W&-~bX1uk2X zVDk)k(_gKx(!Ff1??K{3u+hP+F%L$H?FYd65=`PglUQ-~ZkxPLq_*&iB1C$Ah1mjW z|G8jJQkj6<6DjBR#OHRWp273rBa7A8!8xKBhM9Z$2aptcsnM(36n*Qg;7jKBp?MP- zPmWJk%{{G+1g50S|2Qm%bbGmc zP{8wx2u1&m6C$CiVw!}V@=25em`6$`$1+DQ{q1V z-t@6eQ}0>yDc#_~lc(hJVInI$EHnoVIUPzH43w|!q#Rr$4k0?L=-8aO^X!hqAdsyj zKbDIm z_)3Fu&Ogk2WALDqnf@xrsd>14msVswww*$NNTa(6_Rr4nzbTAQTvbLk>Qqk#hT9}< z2L1*C(BtnLqso6)cje>V2q0Q98-W6BZ+~iFBbKCj?S-H&mk?#-2N^~CE0YUx?@Q(2 z`~3MdAXzqstM_MYRStb#L4AOo-ZA?yD| zzdvXdiwATL=KNTpbgM#f)@vT-zdO@O!ag$y2CNFGrIft8-nZ+&bA}$jwe@2C&h=2{ z@UAPZB(70(239*w``Yh-#!^NC-!tt@KA#jG_7+nEbGJL|O~%g4{LAA}s%l&E7Vd|$tO*jBy5CiN;QARDhEAuH~aLg_v7evtJ_%|i|G)xW1g7CkPn z_ruxsg}lFVT*nUb!ox5=7CZ%!n>cAk3KYlSuJ(u#CT2Rpj*i=~i&a z87JyC7?h|;o^zlwUiM;90!q$q_~cE29VYdyMOyRa2OXT$0_30q=4c+L5a&!lYLFLL zBVq>2vVfy4vu@iT`NCinivn8U5<>?8*BHV!*a7K!Sb2}z znI)YxT{-IEDh6*+b9?38U#@*!tE0i_Xd10V^(Roh%~Igh{Avet67Gse2-o|f@f1YH z2$b@YqiubeSHmZtp9^fafa;|N@!!ms(#7?VC~%9)#1kOe5!e-=&gs3&-;5lZz8+ikR_UK@A`EZW72>0;U-cbyrPl13w-ZdgN<4&kYiQ95jZCTP zu1FV=dti7w;(OvLO7&ILYUd+|P|wk3IZ%XSds}$!>X97W{p4XF2c-c_+t7;yiF-!f^?QS2$}o274qf3-eoi}@vU2J z0Zdv7hbYduS3E7sc2Y#CiyXQxXFokyY*NakPR)C%R>zI%gMKNhh#;F4yZHE<^-6$H z-B@HDZb5D&Dd8lh?5i@TbSDU*+`sbqGUQ7oqatmN5ed8YjFZW=1hFBnK42!~Im7r5 zJ?;FJ>fXDdU@E&+>MUT9XaYY!-NyC$8TXHawm<1ni4V2O$lJ5m91CAkU&NK%Uqr&vGr_yIofBihu+DKnXLbPC&w?4)rHYCeS#Yn=A;iE65`yVJVKCF_6^EkGL ze+eQq5JV}aW88D9`Dn#H6%o+iPFnSXc7J0%(Ur}7$=I!Osil>d)s$jBbar6(;jx;c z_;rTD^nn}^3?WdFfEkF22i&VH1wVl3mUMb6CU?+lk8?Ksd&!&x7G)LmMggNHj=jLy95xZQ`AzG>h{vOY8J_leqB3x zzK>LE)%~3ODZy&XJn{n?*Jx0eCvsO5XpIeMmD8P5qAo1@(BbinrtH_KYK1I1YJl+;jQEmYal ziu`%C_4y)m}P4+2kJ+}|ZeKZio<^Z#k(2AEar!#?6+w=P4neK+4s*eO6c zIjohr`|O==l3$(eQpYEw|0dikKn{8H+4E8*7U(BtgaVp?yuQZII6{&BOo>pi>Tg21 zypZzp!wuzn-1QuSmWWIZwAK*Y+mwS>?paLO((RKVKbPU4LZe6$UneBzmUgM9} z$i5mdw0VgxYGNsy<(Xw|y$akw%}kshKY!1>Uu3W+v621$Y0^+dfwqC-8zI=fvP|cy zk*sDS;}pz3Or%6te6eMvwb&eT^roWy!l5QAbjT4$s3*wqyDSlh^4^tc%#L@NARNsp zO89c&nN)@IzN1|Ip@6`-(vh+UijIFTjx4HhLy;Z&XKOinn4W!ziuiV$~r=KgC_ zZ4&lQpJy9jy847OknUe?0)^wmO!GKNS;CHQTX=1iB`I&!xpD?hmZoj{<_ic6UJnMX z8pH6pP=$Z3&ubz+{`I7b@ja0OvOcd3Hki(rrXcix^NSpJS&NkuHI_ot;K1#Q`eY2) z0@a?h{~Y>Q(b;h%C=9-)GCbzRFt zuv=`2B+vU(Ej}wFTeeC$IBmt?to(h3ormbfdeNXInuW^VEQ06Y=lsR)>(Oo78Xlsb zj$CtTK|p2%n_`0U<22R;gRDWeUG4BIkb$imsb3vc{solPD7GdxE4NIO*zR#|zANV& zWryS6w~W5NXU7-RIZ20zE~2JK4!%dZm*!;}&ddT7?0n{D6vAOy%-aSCd zm2e*n6CTe=95G_`qn`nAuR6JT4g=lrPjgtY?U3sty%)R00D+i8O#ScwmkW>@Ap%k> z<<1Rsc&9ZBtwXH)jf{ig-LJc=4{SHAgu#?ic)w>o?Ou|F$X(6&z_F@vQ>8z>uCU5H?bo`HK*j8ao0+>LEnr!=OLuknteo>DbFbMtC^t^TqPndyNYi$>T%*f9v&8&A< z{-+1(dkP5I7n;AK)$e<|D3htq>xpd;y+@%C42*WevLJ)Ge{-SUf9_d^{{ey2jr)|O z(*byHHp@=r>mtEUSmZ9+JolXH`X`<#)S4YE`N;IYcdJenN7#~mn5L;L9jGrVz|p8o zRj$>MZB$&-77q2Y0J(LaJWH&?3GX-BLVJIR>+|hurWa~6dYQNto9%%awr;RPH~-qb z>hlNh=ck*_m%(S+Btmkpo1|3=0gh$I!w%UwCguTsw9w(1Ajn)U+qMb0Iy3zZi z)J}kF~Ixek2kBr&|#2w+bU z^t_e@h>zyn@MuRjr7G#+k~m_{Fn95jKb&B`3@2SSM#0WU|jCxU%iFz z^~-&|r7>{8dN5u(5-=$IkXPSR^8Q|W?3U0#yHo&#QM_d_fdL>4y|;yrnPU_0b*p3) z65%hJ$CH8-n*zC92s_iol;hYY53_;m{6df@eXjTy$sgReP(X=z8W6`eW@tc^2A)m~ z|0kG!ghwJIXs-a5_Tz~eKTJ{|&ax9_DTNu}#*yd2;BxX;_XxWC$ zxr;QFBK1!d+lub^q>k7Ad`Q#$@u{=%>@2^MF?-fYmi@I599((D5maS z7-uAA@jSU}dsn|Bbc?I9taz8|l(tp&3YX@!#2+WZ^6afe)EJ^{kJrD-_hu&F6#fDN z9tl3Ezn1hf+P9_8j9u}i1kn=tQ_!mgO{l8u(aG-m7pv^GlCWTIfn%@ASa`FF4X(0* zt@`q_4~}v?YG-F;|Br|dhk&JG!#wYm!Wgt-rHnHM5X}tJvKIY;k|T5T3NuSsOlN+% zC;s??rcSehs)gS-W?Pa_h8#p-Zgt~;hYJ5x@A%@M^@l8v)V=b(RgkRyNt!aRnE6Ur z3=XW&C9);#@DJA^c{9>!xMWUmcl(cCLArmxN(rSm6D#~fTv>};VmBa&C|cp{V^=3U z#i9m(V=pUpu65s-O($U@^#b$_^w{{Ix2p0Q7z2I*{HW3GK#h;p^2Waw zFHXTei+qkai6c)RtQh%o#8Cn3{#p*71C6P!HrJv>wbpH9V;Dk5f*ozJ2#Fz1`$kqQ z1NfB1xMT$d@aBN3yS?u2|GT0trGJi^E@hfP7wCh$Ji-!ir_Z60IKr@0Tm0-VA@*MZ z3pXeHU>-PPfy484OH(xeS_BD>b=7+5VpJz?!>UM`l^wwO`|jJA#;sSf%F%Ynja`~7 z5gp^**eE1~kk(N~cGYF61;-o~oJ9}5Lk3)kWY{AzI15WQ5_oIjh^9}8Vjw8ClC-iRz{I;{g?yO!S#I@x$l*)ASJk1hQEbdeIN zu0v4#%kI50j1h*8R9hdCO9P#*7N1e(>SUW-C>aGjFy62WWG!Zy>V0Ao`l&oOZ{)gXR*!Y;c(EzyVP+Q-SP07k3UFmyGUOQ0!G-a!`lwHCKx_ zZ1XkfONNU0*|DPB>%T5o#N8MQv5Z-@=tj)$7p>SdTXj% z)L@%kHbXU|*yVLkyCA8y#%NU~S`=G-?a9x|Z5c5yA1N4+>0r|Xg{oofb8#Hyby2g+ z@3p{MT0>*M)KQF)e4WRnjl7>vwUkjTk@0xr0eM z5@Is3DGYBz0-t{(HLJf;Rgaj)N5s-xk|$-2 z+p^2Yt?w}gtYfQd*8QkkSJt;qjmkbthO}%5&RF{X#O63KpY2_Y&~HP7>tn2*#uV;YRR>k zL#XD(Nq91aM3Y@iq~49O{!7o0cC^xrn_QyETpYYmmUb}e!U6$g3YAc1{g($l&Cttc z+2K5s4n8m(r53-u!t77a3HM3=rA=c@Qf40m*uk~8u7NoCEI7t+J<$Zi+kY&C*aBqF zq%Z;{Uw?|?Gfx-UILq$({xl5K1}!O~oQtv|*I13wuPb@WUvmff+gV%xQ*5ElTL$?( z`)Cb7nVvma44SO}3CcgYpqRj1ZW>+=2B?NHX>kfMxJ@M4@3}M3;DHZNa%&^}ybGy3 zWhshcg#wAAbHFBK<70(?uNjGJS(fRJ$QUUQu{0`Myo{gbhrZ>%O9ArTg0bZy>|Z4& zU15U0_NiCrFbhRCMz8iLA9mkeK6E{HrWpA?NVai@*Mi2QHzh^kji^t3zr)h#v8Hj^ zr?CYr5l-6&)+mV>TCC?g>o0#; zS@rvFOTO!`<<2U5X)bZkrOVH)YoI{dy1Y@S(jRfxB3z2Tu}@S25ou(|+L^+3a(QB8 zrD5u^l3eh)oukV?Ho)AEKhQc^a6INH?;aI+L@V8B{->a`AZ|^g? zRh8LzOgCR{wZyLm%&Yd{e6kiU6)f6>@)Cp`R+m?73BSoIr z6Cf^ZRwWPeA2$ptF{34M_j_6Ars`r#Yw*nz;G+gNzLi58L(507Vt1@z zK{?f6WK$qzrw=o*&%S^XapQZ|f3Z9kMObZDcyBtW{bPD`N?66G8OQz)#h%4i4p!%}rTdb;oE#`sP{l_f?fY>1_w|Wt}PazO4j(8!qQ97$X|z zp_%=7t?M#tvpCnCtTjwV9RmbEncaSQ82AFv%>ge*iK$M4Ia*pV* zKpz4YUhVi(CCJG(0pYa$kQ9%u4XL6_An}_U~KW#D8qdlg!-#h$t%EX59 zoKU0SF`&|FK4xU83b5Oo9epL@{iHfj!I>QBDqD@9m%cSBy`8KbebHm_wxU+s`cn{WWc_l-GsVH`aUyo6w*2DdtzmFKbkZz_A> z0#UqH02TgPIdnP5U>tN7F!b8ASZzjG;jKlwV}pyyHSjY9G_0U+M^&9UUYFU`!Z-Ka z4w;?qW`rOBa^DKd;y==Lf6kbI5a6JMUQap+1Cc976JwP|Ki28_1!zI%kO{XO zvbC>d+|ELXm_x0zpb7a7F6~2zU{6or#NuEOK7R1;0Z_bbjB&0Cphviqc|+(3%Eahs z|1!!%TaH;Gqq-=zS&mcw3yTBna2aI$$5CNz*`)ua49`r#mHA=fwt#I6~6lJKbR{7aIo;tHwGlBu?s^-)U~#6?Hag)URCpMwBv6L)ce^)U9~m z;z0W=Y0tZ$X(3-+|JD_XANIRsi6Q4!TR;C{EiI98`9yF@9-0qGEq41TQ1Ik2N9ZK{ zbkoI%ku-{?92IYCWUlfZjDGj^_Gx>yh{~tR1EJSEb%K?^N605lHiq+>Tj>qQF_BJm--l(O7(GbbSe``hY(N#t4Z@LF^MfuJ!9;H)tqL6Q87Vv@r zsHl@CiA-Z{&gM(*C;XOz_XoQ{zjA*h94#REMC41~Mte2TciUDs!KYR;&wnBRjH*)4 z=Y6%krc{@yh*ecr^qUD=3agFs9KkKF(qrL~9LIw?vm#ln z=A(@uBPmIwH2eu~*yk}-kp|ytZ13V_6c8lp9{8e_z!`?rA|)29ZNJ*G&1OEvQZ0!DH+nJMq~ zSN}0#l8jI}zb4LTfs^aRPx+I_4ws4aF4gjQgCA8(sW!u8Fv^;COGu`fp>&iO;=VHB zQ4r>19Z=BDxaU0M(Ed{Pp$2Jjke^^!7W(XJqkFNgbS)YXlH6xiO7@++ETHniGZlWFj^;OV3gM^xx!FP2dXZRdN}WKKVwgz45$eBz)H(`QxIIl zyJ3%A!J+PO68Pbt5i_RYXkb?i;Lk1-K8C+zw(v>h)BG1CDj{(c=LXdr>*i(tis2pf z>eh5Cq25;vymlxhE*nDjF>FS(^%f7p3D4be&yy$X8ykj-ecwF+z_!5G@c4!>Movw9 zPeVR4b!sp~*Q>I^EgZcA$6>7rBOPauhV0%IZ%ibz#TW)$5`jF5);y--*dK*MUAYbS z#k+H0x3B#HNoJP+E@)m`Na<70(wS)l5m<(Q<_ zAO~M*7^(#&Tz+3tMQ;ycZK6jQ23w`R*F}hkE2jWdj^@Ew$AD547x6TJp@8M*BMY!P zaPaCaSY-PK-Y4J@ej}=gWV=y(3EcF3NXYj;JrB5*i12X0Xb;0N28d;#Em9Klkx)ZF zMg3BXKjM09lLNTQAL$|uRti7%O~@PC-Y85(c&Up98ropDUC$#uY^K>)Qp4vLhH7^n zDvtk!uRilY5Icbpb~*3<58XJB-c=ExI78v#h_vxSat(pgaS&yKFV5y~qV^g$l&1ogZ9dm?F)mTIcFHSGZCBj7}LH-5sM1GX<}m^4J>srQ^F z=PkwPo_Y%Say^Y8_Hvbl;H_Y`y}G=Ak$z;rM_u6jvXD1^YqCARexo|>N4!@EP0FA{ z>MY0dOQufp#mSc$=CvfrgsE|SKqC(@ZkT;Z*;j%{OKc028&M5xN4h_K0DP?*`GTI` z;Q{Igzbf1_Ct{rha>Xg?qo!A7pQ;?O1umRe1@SyT(6qTMu}VdGM39M8IC{5_T-R`XR}X*{+CGY0M6Kq*|v{n$!Kc&<&kHh#spTT&w_}_v=W> zF4s2^Q8jOq9QNw|qbnG4FL&d#=pf2F@y(l7l#T@0(uqu1cG4}wwK1Ivt!U#G8*(qe zz{B6o(4n@I`vHxP^JLJ_j}!2=N!e96AH${CG}atK8ry_qNLuFOm|=2Sy)cd_Jhi3erRO%XKISL*IH9zcVk7-TmuwKaPuGB} z<#LytSNRySp`A4aY5kZ-N zb9eSRcj3V-7CFwvKH^FPia!Qgn6xpA>>Rs;mF4ab_AnOXyVRja)ps~%vWCKql)J$! zr|{(akKi(PG3kfOd^t8~g$- z_k`xrk@yqaH{$I-M_yB zzTqBN`_UeIL-G*Gd#E5ZOAoOkXX*;<8i8b!i1l|V9JlIgrpE)dL$GZu9`E;$L}DkX zx)J=@2W8)VM79F2$EsMm{I?>?Cj5_gn`$NO$H9xWIF90zu*sneCQHP9)fDg|_OL*T z^28wYYI$dY+;|tX^uC@PdlNPVgMKsd+oz^Q^yj5S0JK*_kpijbbV09YTR@t)3|{nR zt;V0z+fU21Q+fZ$j=uam1k@CVXk+iD&iBbmzW7rDhULD66 zJK(e@KYg1W@ZT4Ctdq7^Aiy>@`FBclFL)zoJ&;3mPrvPdO|cEBHwM{+IWG&3#A*a3i!cnbrqY|Em0(bB>+duX-wK5 zaG6xJqWRhsOv4O2(`q$q?>lQBuz+{j&$luc&%xn-Y+4uc1;gmqW)ePn$_qL052Oof z^kQm%9@Eg+plO)ps9ZOLRlYCX0OXzd#@17JTb$=W0(*gkxtR=ZPJ*+Km3Tw7) zHh}b*6M6;yyPpLkV*X!SP2X_y{+6LE@MuZ(X^|7gH^dwkeOa}^nu`JghMf-b+s(u>fY_StpQIeL7@rhr(V}36 z=lM)j=N#)_K*>oWRG@H>Yk~o#@986Kl-H$h}|;%7WbR)CF!9zFhPiUcDVn20|b1)?<{p z0aZ9e9y8iq#QW7&L^hPbzG2qj{FZ7!_y(Hf!?-}98Wb#p(_-cztJuwlHu&e1 z+7zN*t(-bRERlsGBn7pBlR}~0M|nh|B_U(eWrxD3rNGTQ+cjsoxF7Y5i;CvZ!J9kQ z+FkVkmNA0@#S#gZOftz#drQLr>&1nxmth%K=DXn_^pEfdmI3^K!=?nu_t2G*>w1sl zo-W$YhdM*A*7e?*xetsjgyj9n4{G`y^nAhPvI6?zQYo`{EShn7 zy$k7e6yGH*PYb41=#ZyWIX$(@A#sO8<6ufWj0{Iu#TB6IlUUMY<+Td&^FSG(J4bLX zs7odivLOHle%khtcbrqKyAI$MRRjrGE(E_+Rq!(kM zzM(;>FR;^d6{wMkO>q8Nf9jQ>6e;=<%u*P(+2FkeBo7*M@c1(jA0;;&fWc3XFFzfOO zXF;f22Y~MeEZX(jX%1yYoaw0=;~Ho1lRFf2+9fB3pVpJyM^^eWa-5pL4(VJ&$yNhC zqRLd}V~^}%K-#CYlZ*ev7Bdqu%gUbUWA|}6Erua8Xh4Go1{h-=Orfc|(jrzhRw3%C z3Jb2-JM96(@JiHEoRy-Bv-I05C4fQb?cSw{Px*5@mQFImZ$M6pWc#V(&!2eZfguAL z9wQBkxib~0lXKsm?)ZNRbXIlb{F*IkFA}~~YGZL#jQT z480ys(Ev#Q&hNt`nTu->69Mk^gE<=%5AYDWQQ#NxCYlWM4PnQRz(_dmUEcNcW2JRt z(jw(#&nr&dxz836%XGai3O{yIJ%N*xI9+(;}+Qes_-R2qs5F{|<@$%Zcx!#0S84?BrgY__}_+6G7sx5ll-^H8?WL zw7GBaZEXyZ%50k3aD?*OVJpM2!Q|lEuC+=VeTjH}6}a|Az&uPbx+gGS?Dm9NF>U7-;yhnU$%kv0*x>_tUZNgcDP&!VZA=cBPRkFUh6*G+= z;sDa(?i9AIC2YI9*#;Roq|a`6|r zP1A_6Q#1s{EO&*Us?Z)#eIT}%vh)>~Q`t#F$N7LQoaO!S@l~Ud~ zs){gF%QYOE4&gpPSIqn3YvX9fh=c02%OF5%{?M-`d?E z=kqA>e_x6+nD~j_KD12LmT5%nQ|V?B65N#IS{ZR63k%-1Kdv7K4q_93Tp9aHA-j0)S zvG#l{o2SDM(Z$fA9@e(W`HJ87$HCJLp;D*cUJs$j#SjJk84?ae%9O+C zz0b&HT{{qymr%LU1i@${cA*Z4?&@88P#I>}08i^H4kl&U4}F;LkU9w+FA zJph&)69(NFFu6Em;+iF(>==1;422qgtUa+x5PL=Nx8>nb!}Iw^ZH_Le4U1W64jB(I zO^1g8r#-O43F@RS;9&yJH^;q2kvCqL>*SrT``;q0rIe2PYUTZ7Z=1ysiKF_>9w5l> zHhH_h;Y0YAOsotO)GINzuuO4Gv>66BU`h+Gego^fM2Ot@Lb}7Jcavp^u$$7!9t4ws z>+lDa;lr|%_N#;WcOsSWreCztLa5=l3JQ0ARl9d2ruG|Mf&0L_5C%HGuMCqb?Kstu zTi2Fb{^A)Y8=g@b{QxFKZ+~toZ(6iY+=pi|*H#RAJF|1@ay}c`-Ms-cXSpVUNNQqJ z@yTDgQeM39@PN73SDqUd+iAbSlZ6&mm}DmF=g8~Zk#gYu_KoJiQo*{OQ2&%=-g^j; zVPWfj1@%=O(fGqOzkw(IhBn+EtHzw> zTAll1p_Y={fjkg0@t;*Px+j|Nih{>i=YJSwn z{#hn|k1@&xYq;_AXJ<-x=ZKgZW|IUknDz4+sC19WzaKoxfmZ^%*2zoAb_+ng0Jk}i zFMUM2n@0PM3T&_QCC+?3`_lP#-}75}o&}(Xj0giNy(!421}d=o?bUr)AMNqn#A4OZ>fzFSiCv#<}Qrg`*Kg>j%5*4 z`y}hXY0L*=3y6H=38GY|LJgtXQ5jcZ8$vxI^BI;9#rCY4ECP6=U=)8qdZ0tJm)MDj z2_DqhrHO9APmDS{Bz<3&jluM9QJN(<*la~s$~DujD3Ys?E)C%}E@;!Q*yDr`-Ba?qJnyGVrZC7vLT6@=*Zk{tT= z9WiscBjIK!E8kRDn@*LtDtjJ_yg7FWkYIA8Cn`g;14~m_ z<9pw~=EOR+lpp4n{^cUNmtBFMCqnxcYsY2O56t$329t|px4|;}V*B(3e*tzB1{c!* zDND%@+uOYy8q=`t#}H2pPEBnvdf_n=XtnZf+Pu@pjfCYQ`E7YJ3_lqR)xzF)mtiR>A~oJ0o|+Kk_6V!f0WZNm`cDdc1vR;2c36S}w+=NNN~+dO7H5a>~s2KA2d? zzm{|o`NusyOlJyY4P_tJU#W?lcfNNFNaD0WttmxJcq{l{Y~;t&&_bP0(Z2$N1C7>&|b>?T~`G|yV=>13F^R}`ri5<1RJg5EA*a-jBy+#lDo$TMou!>%X`o zjYYIFc(2wYx%a<>_{)dTc}An;g%P_WbMo>Ra!UcMJ37+FhO8?A-`A6D!HjteSTEO`4$Y!Qkn zOpV&{duEb*xLS})GWHY?^vBMimbHiO<9t<`uaU8>LURN8bfYC3eSj=@iBFABnf$gyMPBhFwWaJ zFD7v_T=?wy>(G8VsGrHaTIn-$gg3EvynxtB<(4(fnn ziQnXk`LP(#jOC<}V6P?^@T3a}+gh#4QL@H|xSS41Y$mhorbc(Cx6``K&y$aTt&?~) zRN2Jpl-_KImAq|<`0p7#4{yF6i#!PuvefGddD-6GJ%58!I4I(T-fB-OqDP9KH;!wq zTd6fjl4TpfZ`K!0jowm^!jm^q_hkq?N(W&0ja>wHFx+A*SAB>wP;HS{pBTfFnKW6R z8LHSTibm=zVlkvZnFA}|7{K`{V{sSklj2pc0Sy2fg`?YJ)3CV``5f2Q=q z$jy&#{ZSgRuK}cIE?-md73QM@95@>zA6uEgG6=lo;on)NB(Q|8$2cZGhy?fr1Qv#7Fy{GufMF*?{WGeWk@lY4NWE zDcp=ydDUG1#HbJsHf@;5IZ3`?@{`XI2?yixjy$1~!B>7??}y>peHMKk`bxtF<~(k` ztRM=H*o&4wPj337GeFUBLE`ODTVOFOo)%RojF*u5?r73Z{M;@CP^&3aBtWBg^R?&mU{bLZ$Lcg?>kIR& zv}$V{JN7`t8=2e@X{uAnHB>KU?6#GT>+SDLIL;XD=SjmA!Ea+t`Jlo>F=?ZJhXMJ8 zJ$gt_19q_`2A*D*{a0qQg3bPTigOg4Sv$JNZ;x2YY7Sbg^OnEj2PEef-JO}E6sksw zAUNCq$lrKza(SJ_*N2D%0-o=^1oyg>qJg8QbKODwTxaxJ`M9GW2@P>1hwFO&U%WW^ z%$e@>R^{;XQOoI2-sY3jhRf;1xR?d*ZetYc&V0FpPr6pFG1idg=* zoDYi6B=)6*c6?vDa3DQ2L zq$Ynn&4I$bYDZwiLP-FwpwW#FLbmAU9WEiYL5b3+fTO@I>3RF{zM-${)~7*S%SFb; zf@cDVUs9HUl}k=y9N!9L`i~E%hDkZQp7QMLe&F+?k=F~uO91wB$|2p15YIGW7;rdx zB6vFgbctO=76uapg_eS@`Y))aS^k7DHeQt`TU zWz}+;`4xmCcJfDw*TXSuUs*_bq?JS6R?F8rEHcukl}YB)$-vM4Zx?!T;+uR*KqvW-GHd{{xNHP&;*!FH#Py-g4!E9Svl75-apj%-1~aTIYZ9x zuCv}jr6!c}e2(aQStG4I7VN-+JUlXzRueh&wXJ`718U_qKrVyK$>in-HB0?p7p%T{dkSO2@uX>ULt}$BdUn zv)nq@*=LO|PrzR{R;wI<=QH_PY@6V8_0N{)<`Y5hpKu|6Z-*ZX+tUu&5|YJiw+v1l zFS{kXOm;}!eNRNewIE%tz@+J%LcP**;B5t zd0qTD-Wub;c^$UFz;K)v`KFERwYl16(Tm5Dr)RKFbL~D2CZq=&wR$RKwxtl6MaC@0oNa)n)-B3tn!@vAcNtySB!FN@wIy*b_F7nW$K-HM0 zzf(>ZtE&q1RFNuosVZ(v-y(?reLe`X@MhLEatFxrK#T&@@wEX8F_X~xNpCF#Qoy`J zTOx}KbuqSHO=yb|CknjWnQCg2ra}uzPbt`*6ABu5PNA#8VMfeBXYf zaUeH2_??8MWAvx=CufnLb16B?2^stgSyu3Ih#GPhExvB065t_6x$J{A2$}3^IhZiQ zRTpkU7gh&Ajsb5w^7|st__iD~jFe;yeu5+m-PXN>+k#+Z6j^4lQM0X8h#LD`;wPGN zHQZ`a9APN=)1}#_|CR;F^nH2oBrTYf4-pu#koFcpWM+ebyaw0q|MomeoMMqN7W#TQ zLV`2CC=;|ugpyD1m^8iUeug@o^GQ9Vyrb{}q{X!D?Yi+4U9 zhBZTbLeN`*w_8$RbR&<_=hss|O_nL-4HtjUcqr;kfCwmFx*GTGnPGE$!9LC2XPv*# zN6xv7EQ71|f{wN@zO5&b+E_8SDxz$%7u2q~Iwey;w z`owRwRT(*HqY%hvNPgd}8(reygrtI9X~6b&%yW@gBaomJKDpj&39Z&ua6Bvmx|)m6 zq;mwCg!mX(RZ5cK7J~&=B=rh<88vlC!gB;KNoC5Ur7aG7Kp+V6&+;JcezFxX@t+r)IhM&h47Z&E|uKm#7 zSUK<#{hoTsUuy&ZO&7_q7_@2_UlHt=3RN?T^PJrV(@Irh;41mxrqI509Yy7k{7sNY zuctM>{oSjW=eKWt7bE9M`*!DB4-nVlyZlaI_5pEq@P5=|&*x|g`_1Jo$jH%S;Okqb z|KbhuJ&Bmd-G>4u<)vimd4Q^05a`Lo!N>BoMf%@#K+1W!nku0Knm!xCY0xN)spj-W zgho@^1)qBt9Hd=#5$8r2ph3>BUxe^ zJj&AYdhhf4Ov6cgZDt4YuVZo$&l;HdPc=n~f-1YbLrXy7BKGnfFwvH%HMfHxYyPE& zeWs~Ae-2P4jKRSJTsXxrT{g2cuUkj+ReFu~s)4OOH=l9X1_ZzR&qv-R^Beu$)QM-H zqXI4WnFxj+BYvzew^2c|a~B2tQkI z8T>jKXhsT`(`xyp}*o9H@DHvMgmTch%b zsYm^GuJjD|DChY=$JfF6ZTst?;0z%#4h+b18+V<%?D_#5bC*GD@jm}IO%iB_y}P4^ z_r5P?pUnS}^S>(#rD!VfOh7rm(<>}6jpjP5G|8lrSb`vDjGFE;m^=)2Fz<&OEW-T%F&@>j@vK zW!tqutO_xy1bxhm4^;yh_+&-GiP+@#KI_Aw9-!Ce(Uh>wJ~3sZoZNuJ8GO*u;Yw+X zjiMRP*(Td^BYunc?D<_y+ZjK|=d5L4P({4+Jc@9@Evb=OqOjXR=Kt6gyGqK96fZ%-qbK(rk7#P~^-c|Nfa!Jn-F7 z`k7jS(X*@Lpw`n(wG{^ycFCgzraZ7!;2P%*pPW!?MA!226MYE7ghte zFlzoDj~Hg4Rs5i%?(jR=iXzZ$w?K;R3GQkCbXz7HyVhga>(U8BQM)cgL{$hZ-*Gh_ z@B=tn-iOBb$JMKom;r$f>cWQU`vfwd>pPK))Fs_}^9yie9QpHwFQ((F#({UxLb3|y zHrwAOhm233u-b*jaFP_7RXDm6A~^@XPNBqO%(5zGo}|dv)-1K1_MW$#=aFKnoc-(% zx7nLE8$_x@TL9Zh(mNoB!c5K%Et@w!v!Dp5NvtJD2afRT0Jy5_>wa&6A9_ZMg!`p$ z^UCYKSKS0CP)WD*jyv3Gp3V!5$y+DCf26T>PiJj4OGh)?ZYZ0A!Yc5S8J@y}Abd@& zVg&NjB(?0b6PJx3JFLRacy*v zhMP=16~AgCc>z(*J9pk12s!R9M9*Bc|t-glb|AAo(s!VMl!23Gfg{neA2qo zsj9gd%TIZcdrVQH>#Eu4hHEej&Be~9B zFb8(ZOMz>bmIQ_eKX+>2t3xq5kE`2mPnNHSs1g{Nn1T8M#?qGI**3Z*`gmD<-_evj{cm_`D%#jGoCuR{%4q_jiNPyVF*X zSX9dSF*Am>2Zo^QtDG8Q9p33XA!_ExT>N#vuFrWx4lH`@IYDrITu-45QR>!hS&#FTHrh zn!#HR?lHjx^H3yV(}qvpU&K-Fg3lLMk%cQzIs`s1_f3Z)1zfeC!U|m@vgN)<+=K*l zy&ZSG9?#CscHQ}QSrH-OFflRt?@*ER`Q1YSjmpU0KnL4Ed|n>u5iCPkaAq3jr?uB+ zD#WiH5BB8E{+I z*2ZQ_2aK=mFf^P0>;3){0*8@FOznd2GeSW6x4;8kYwBB&Ni|e|WXbX6pz(f2y ztoSwl!*2bHSbJhhnm!T%Q*SFF-98<_&1EToN9O9lyNdDsxIr)!Ievy8+7>1M==~k-xDhMr2rOoyU#S(PV>ch^g++`;BqIaHC zu*jHFqCO8TwZ5M@{aLo@ZNG`N?sBT<$mar7-6@Vg6fe+FfUD+tNJjXQHt>>`{278= zR#wJh)cG9F)4p};6!>J`yIAoxjX^77muu-;W(^W5Qs38~dcRk=cGaoTZbg)C{8St9 zn@GO7oYEnm6U$yXZ62#kgI5!Z&vAy-8ulTfy=3`92P82QOt?Vc-1G4$#iAuoWl=R* z^dDl&b_!6BGc$D{3HUfEx?)6R>hT^NJ~cVUIwkuRe4?9W8^NyhnpEDd&+z=rVjg%u z`Dg1UBM~Bo?eV<{p+j{s!$xb zL?z#Y7suW!*+O{66kZOhs4N<#3s9Lr#R=(>Q{$)&*~yp?tN$1 zP|d(<|LLehY!_#St-54(GWll#?tNW!OA}twHfrJXkalTQx%QO(G@ftloATFNfRpLi zrIFaW>LP=beWgM5gf#E1ZbWx$L z;|)pOk);tHkGPufPAeo{g{_r5fC>xjSS=}gy$lOUJ)SYO?P7~yzqb;!w=`b2guqq#=!+|410p2K|kg_ZGMK>I`CWbyx$_wO+la#Wn zdA5yv#eN6sBJ>PG0>JNEf#gwRJ%8*YeMpNir?bRlap|>S%A+MXB(0iC$g7dcN@HTABt<<>zzu@lZFWZ%yi z?Q*E(Uil2Z#$;Y>^r~3s^wjM$IjY}sX4G`T2S?B2VO3E^SyZW8YHV34Cn+5<1d~WA zDE+0vjFkgVCmnn_f&h?xDlm7NVI!>n*Pt7>68t2hmzzjp7Bz`ijJ3PD!j11t|H|!( zO8jplqddsNr=$_&PGNuON^UmrhFI@3@tDCt`Kd?ZWz|{kck>lPig$LT zMuDyHj{jflF^CQ0cea2WvI%8AY22uxd0pZz#6t8`@l zC+=L0BQ4=*z0meAc*1*jbuUxIPm2Ed3=4*J0?C1X`%$z?`Mx*P{zY|LLb^<|Yz0^+ z!T3U@?IdUb=^8uDqGT2vqu@f1=oRxb7&-IHpM`c|61_C8`SS~uAj(jajizJrFhj!e zv#7mXJ>5Lw+ra((jStO%WO$Eg+FFqZM=SihhU&9iPL`-jeb-dkC>=S@7a+TXI)=;D z!4u1cG33`co{s_l6eDQYqm5fXfnAHWCi0qEN(h~5P>!Tbgho%{SnwSs8~k#P6zH*> z$~d9=?4FWT`-JN_kW=AI^#}(4>bX|=+$h}ul#N;HoAgB1lsZ-m6p_F{S$DpSE6Ts7 zCLn7qGjU}b0*dO@j@{OEy~u;HlBylYY$JH(9mB`#H(mDII0DzoXj?>#Zq^i}KbHu( zw>zPLWP5Mkq4$N|3QAUpOdEsez#J{ z?|yM|@5!mDWljmmNc|WzGAaoL^t>n5|xWq)$tNa*&{!W|K)VbbCrco zsfCmR$H_b=1A9kYLQS6F&E{*jk&ycy9KN|Y%LWRpo%j1(Y3AkT&OgGB*)<|2SqqkR z)!i{WXMzplj1^wzLlsx@n*nDh99Ap=7rv9KFA4|83QY)JTq~?mEm`}&_j4tYZm61q z9e>d}6yDTU3h5jx5=%ttn)`#ycfz~@?#8X0x@af|pazv-`E}AXb3vaaDl^NQKNduI zou#+_VxBE;$(Gzviu)(Rnik5ehayYcNUP$>FkWT4fS+N_(XDzU0+NEC^kXrS@q^l+L{ondEBV1_55ACXU>PL^KB-q&IZ$$AIHGJfc8SgiiQ#2PqIyI854S3 z3rI6Hou`u(dg>B?Fbtosvr8Y!xj29>46Pf1ih9k$BkQczOg7Xn z-U=@uchZ%F(oC?dU(@*+@r`NcbP4XJeq%Z-&!3kk@xr6MjBPyYhjB4+#_;IS&Gl;racNB9XLQ7gPsEFsK~VBci3r}Y4@X8Fz#?YfF*jL%D#C-fry zop^PSVzrS5>mnp!1%{C>q=7pRz|haBON$x>pWgY&6eSi1-vRANo@(DkzwX%c)agz7 z%z`WZNVr-pj?aBpB-1{fX9L+V&v00X-|Wd>hL7YvD4R30Y^I@eDwzsDHbbF=T2=P`ug_r0`;4@`r8lK3J#7+7KHqrMxWhZhcY@m& zk)FT|`DTh20@4@CH3Tj(q)J1XyfoJvHwxY#eZdk(F{pO*Ojm1b_19*`PSH)X(Tn z4SklkM#j_NXMJ76m%y%j2T)cn3H9=38XI~_q;$BfG+M5r*f*omm6AZXLt z{yu`~44y?ISC-R)q@AAx%lC01jNfwX@=H&h4IziQI_*X1EvEwov&I?Sb!_B>q2aB4 z0#O6Jzb_w4PS=>hUY_qmvO&CZ3JWK+!8axJ;dYecBk`WKJw>E}i>+q@gQy32L2%QM zQ0iRaUZP=)if62yg~(lSZ~`7pyyo^yeZ#peauzwVjnzDbM~}8(I>Jy}-5!Ao$GD_K zHpCl~-1qe)@VSTQVZZz$6Npzd+}tLxNwn3P|HFvf;K8A%o2BIQ@3{8!{jVLP)`6eK0DSSVZzfBVyCaVmhe(ugDRhhyQ9!;1=*WdR){Mc#_E?{F<|t zCzo5@Nsfv``*L(pJczKRGg)nwemf|ma^?SFqwb4jzTeIc+CH-{R)ILPHwbQ#5C)<( zm~Cm`8uaeIICHT2AIW`Zb;auyP7Qg+RLEGl>Os2JLfWDc$X6X#F#ZfRCsjwp!FcLe-1r7LC-;>W zwxz^;j*VnCGaZvgm%rAi z)HQ*?7yQ6!`t@BQ&&}(Id|x*U|2|re-n^?3GqJ(}dBPf^(h9q*6}DYw+FK`)xL)$M(dn*zWs`R42zU1xc z=wRuWdwBQJi51TkfNpX|mk-X+k4pNu5) zddjT=wI&Z9)$q5p#>x9qh_qWhu7~%kSj5)-4qjX*xhKMV%)zM_<-xHVmsABfU08z7 zuz8GUtZHVk8@uo#@pr+CbacmFoHL<@W{hPAXMaNxm-q(ClF(Mn)~&=Rcl|Vt{y2La zRUhB&+qvkl#v#6gjxgyG$G!aj)sgQ9rQ6j;vY)!8>tUTf&a#L!{t@0bu>RS8nX!qS zHw4nv)!F0~C~;Jnd7F}|>a(C*CCSyxsQ>F=VEU#S*zvN`v3R~*$;K@r^gM$%x$pFS zZvkvYqeZObCw{`sig(;lZ8pyW+`WEBV~DSO^FHmZVC^pvICYO|t279ph=(49=OVpA z>xq=v*#@lFd!aLzj7PEA=d0q%d_{swVz&=@Za!1;S*k5%fQ7+a}Y$q zRf!^$ZvWD`*@)$*Vr3c27!!)r=~24)ApvP47N`rT*$-`#Xs(I%h?kNn^n%{8ae?AK zbVX6S%*mvyOK>J_$xE%9X3)$GeJax%?f9cyZdrGWcYMZt^ix2AHNePFhpGm}f1nXo zZKnjp5+gsUrC)awgeX_56@(&$EIgP`l4yhM6*MCVKOzF+7R_q$j{<* zjgwZS4SuCR*6-+7IT4 z{ei0@3Rqz|_yoFZ3WiEe5<+K9*Z>Rv>#mo1!mj)KtM}ExJRk8MS5TqBss~hnh=0`- z2GO?Orv>FI8Vj)tE&Ny9o@H;Qqj-KnF>U($$K$967yk!*GrNZCm#9(Z8B~>u@2su7 zx_zZdR81BWtkjNWBfA#NV8S&G6^b)X7bb6k(A@BMci8w0VW_F{uBq7Cq3uR5dCKtQ z@5PN?M$$j?(sMxz{yB2nWB7eX+dIJn2vmhrv|ntDV2)-}%07IG)BnadFOpep!8k@5 z6x4?CLC0VuIIDf+r#*n!oDsHppjAx*f0tCa?S*=hVM$YX-ORB}2b1Tqb-e#FALAACc11 zD`K|^6G8wW0s!5iLn*ohQ$>Cpiq06p<%4Snz0V}TS$7$qNO)e$_C!E~n(HcUgnrh| zA*)briUg{3qvlreX_{+s^hUOhNvm8^H`F$g;N*Xp`^&JZp6`7CKD3}TNGT}|QU{P0q&r2rg+oerhlEH< zcZYx=A>AO|(r{3uAlsu>V=o|mp~0K4A*nT(AJNUhawG8t}M>ZhG8b?Ru|vn zObh7@kq%E1SsP_Y&U#A3_av;3Z#bx)Uf{c=eNRpvW3N!C9^&{TPImI8PoQ(l?ja{(1X(3>Xc6ZRo_srY>Xy$O9;%xla;C8Et zPI>;(-!C&S>JoGBq6y%^=a#0htoAn-Mx$3AUtzYZN!XGu=f~Uw&^g{#m?5<9t1Na4 z{gS92pA<)g^5>^XLk>OJ7+F1Z{rqT>x!QAeFu$_Z>zxFSl%#wt1*X>gs4%rKyCAPR zJ?Fpsgh!b;&QHs~))<8XB41WtfunY8!1j32o4sXtTeh3V($S1Q@v{)yi334ANrm#p zI1Cv6p&Zt)#P?Xv$cA*{_M*>HnVRUtr;Buq^S)yBYQM#9k&_frnj)g7IqnGNeiSKD zg^nJDFHgo*eqJ;rEZ#i_9n*JHUy`wc|K(jvmhy^`(daWPS$QrO0xNI{CuO~4dsR+n zR<@c>c5WGV3*w&sr{no5S)wYuZ8nsqzVOW2A0w}FF{jwETY_u)x~Xsgvkk~^CvEI^ z@GoBA6sqIn19sk^rb%W_qRm_v1)Vt{5dz@k8UoC|#6Qt68@O|eqsB$YZWFoQ=M3tX z2edu>22<~~uv@luccbm=%YMIRmz?5l(5&|i!>Rc7$%2fj6;;&Nry%o!iaZ)yG<*L055xtC(q4`7L^)4| z^8XM9#S%BAOL#~L#rG!1D<&jFCwCIeQ`Z|3XmE{Zh&;5W zS(g&ghC(DWK7Elu$v#R8Aw@E0XF5&}1L>S$QogqGKxf6 z7GJ%XwCPVDe-nU_YD_CW`xAt(Fy2S~{L!b0GFg+JhTV^`QX@=(qGsCjPSPAdy6;H- zf_oURK(3{j1&hr7qO7OsCux83`OBApZ~maBsG9J)fp7vu(asFqGpXZtYU3-5}C*II(zT%#R)yxxv^TWYPS>(GTW!$Da%g>|VG>7VIS=pVWGU2`Rp~aOBI#-7PwhHC~kcrbAW@;(X%gb&GvsM|5i+s;j9|7(6~(H zIX`or+_4XeBuocQwSa$F)+51}dz*gPM=Da5F1Z9tJ$TM@ql-p@G-k&KAQy3L7bV*~ zijicRSm=xMOcjaqST)a2pAm%Q2dd~=zkG)6)8_OW*yq-4&#mBrF|~5=2&){)ToQ)U z^R>V-Mq#V1BflZo8S{Q+`*m(il5O?o^jl5_*r)dQ- zH+8|Uf@>RlBtKj7hd}~(Y9QhGNB;PB{!bV4M5ao6$D3egSE5M~(U!H9sTqGMxJHAS(+1M?ZlYK5Aj*pg?C z9=@MKXOgCi)Qr2nMq|sD1_FcztuFtQsoKh~UlVq33E4XC@A|1kFDEavTQ}c>6QQtG z7f9NaM_O6moqdmtEv$w@5Pt@>^A%PGxn(uAv9ts-u`-w>i}5*;$Z!s%?dmZS)NUvO zKkbH`mJYv+;*#Hwwc=eXmg-g#q^fLbU|EVbXfEzp__|KDsjsKHG*fLtru$Wk*^%X8 zBg|`jwTV+hGj)gEZvNPCZUFI&1z#{z;?u|dV!GrT%9bZI0^jWZpg6QA_!}Bh#Qj!# z`n;#Icz|)1KfF(*g3W4a~7Fi|}yg>sCsea3%hx}2RK9!_;QBLSR`Mj50ETEo2S7g!~J z(7QC%8>GNX8Ca2{hb-Lhl$AM-(ZQFCJ8tX6zm>Mp!t5lFpVuwO*=Ojx+}5S=B|Gi7 ztt4tH^Z#K16e6pJ2C&Vh_GB)#o*E0YK@p8|zmQ}2OYw|+oAGrbRZ1Czzpmp{iy|au zj8eq4!-Ns|XI}kX@y)f?m5EguJs-7s!^+h)h75t_P38l?On39OJ)S==uUh1%b9y(J zGMDw{V((^fM-X4>%$wqU5tfzU7Ud@{d$vkz_$3C9GLyv!S1v!h!blV)KnurQIE9?r zz}xR`NxYl-{xms12s_@^>A&9o?EKh>lA=a5kM0+FU+`x;SQ$>&p7zv9;pz^let(hj zemR)=S7aq7B2VQa(V8-yEL*B|(*q+_TDkJnf)HoIV5q29`<1MZ#lw0bkB(OQ{#O~x zuGQ&aHyz<&^enMNi>J{8zaTJ1t%AoSKdZ&g5lyg{LFB~^V+^M6JSFX@5T}vI@u?Z3 z+!v85k>}(d@KBW;j8Z6K31fxxBEvg@pv~}m^7B?6?WtP6QRUkyDo^Z(Ae;vC4N@#8 zV96Av^3bcJr0F2!-zaP5=Owwnz&!W9va;;~31YNOqG*^1T)(Sbp5VLttE}twB&W%r z_?HF0Hb)H@@(j|ScIm#%A3r%UFmMQlQ2qE^iiJp$-PGC)Ew~zI_hxUFd995-pEytcRRuVWRI%aX8-SBoUg);T)*9P|a}!_4#ab~l zjjO9Nkyjg6focq{bu7B554y36jk;i8NWzT-^Q6-aD*dm-96TcaJbhl6V{y?ts`XMv zv>mo@>>TK^Q9Q|&ez(`f;Z`h}=qsZrV|6*ct6i}&NMcU|59(hI14B6Q6o)$>=60wK zMZDzr{*KDS-rH!i6rZZclk@Uck53iE0AB*6HhJUG93rGBrta;}Nn0A~3s$d@YKV|V z4Cd`mPNgBi%Sq4Ui;iXxBJc*KO_a9wsoiJ|-+&G+iua>>+{t3xukUc)wC2e3n+Vx_ z5@6|+*EFG~s1#aC(=)GvqS@Cwe;if8Z4o0`4bjh2DU<0li+x%ovq>+A+|r7bRix#% z)Z9h60}bstBqPNwy0cQ&3^Gn^u#r+J6;gk1V~9Z;yAB*0jpAgWXzDzKE@hyM4)8 zI}<)zOVI`0m)I?=SRy3EA}A%#6>3lkuRtA!z@UcJ5P-c)rV?}gjBn>gb_R7=p0ARL zGxFvx$5GrOoZ=-(>u>|IMTpS-};opiJR!)5e`|svOR4KyWOo z{j4cdk&g_D5e4Q7*aWm3(D6q8{?(#ws%ThteeXZ26@@BOdi-;Z z{jm9puG&*-HC zX>7~n0=8P7s&gA1P$#6mj5fo+sMXF%pCh4(Xi^jM00KLGX0L4#A5D)@oxbzWjRU>M zR8FDG`?uU6!TS%r?f(EZ0G_K?2zGGA4u`!6pbASV(257XY(?Cw&7>p__9}WdUfk-o z-H0JMmJV$Oh32WBS{jTcXgBP?b@H2Qnxw(ZEY#V(DG9VE4bB27Tyv!yYsT0u4*Zas z&ed|umxgi5%gT7oP_?bymY{*;CJ)N_3(}G<^)Y<7h*Lf+{*n5wZ7ti|&yYg{QQ5D7 z$-^qxH_eVa-eXIMEH`_Y&axFV8I<)qlPyLjrN9zcM=Bt<%@qAW_lh9$_P3^M4pEw= zV`6Hm$-S?`kF(4MgL^{vmfsjLdvZ=cC8bCh?qAG*DTS?H^idNFGuNbs`{(Me^bc!m zV*7|63q@6O5d#WxH;z$_3j*m*+0Nz^)89j-U*AZeE$CcK?W=uu#691q*yJVxaGF2W zos6q~R2Rlbl*_p5Vb@-uiW84I!dY>v(a1dmVkCW2Z~AcVztoA+JCFBrxExL`a`m*> zZ@3%UY`f_>c_C>v#I8$Gr1kYyxRDnr9vsPDc2EF}p`HAE57TK2;oYc_|90q!f)ic) zP1B;t|LiqBr|_3+By}RV@lTU5Rz9X-WT}U#xTHf~h(0lw@MUk>whuh`aoOGc>0{j-x;apYP0N@ucItai$l-32)PvdVK;%^{i0K0tS8KWJ;gy8) zDU#V3Si?tNegCkA;vjv<=ct*SH22DR@?;4p_OVu<%lTvu-`z%@f}fFP#H|)Op+ zOs9dtIsGAqzmGy~O^L2%sl;kM{rU(n<6l)WojyJ8D9+KN!^jr$+r0b^as`T%>e8ZViDdWumeZ$kCfG*NM$j^k;YO{&2xFs%bo03XP z+g;lQMW`VQb2a*B7E3pcG17x=Wd<;x`h6BQ$@<=r`*kM>^D0PXq+vLH%#%xg zL7uMkf)cst80k+6yECh z4TLDsXk=KW0+Pu$Qnp;u;^S&ZoAfOOL_s+&5%vasWMN!=%Xsb@3VXtxZ!nVFu-(v<#Ib1JYE@Dk$ppMW)U*NLA)}bCF*SAYb)%3a13I-Wl?L6$1iPgH7tNK~V5-0gS3$L?t@S_KgjDw6b|Di=afyEKqP`o8j67U!oAXs6S{2oG;}%sUtFzdO}( z2W$reYgs2lHbAEY$lc7H7DZuDQwW!&!_w3P?s2p4H`?z`IARe;zq&ZhKIHlxdvf7#$Kv0qm3QhvVXN2c)#6$ zK6EHrFduW09cg8E>R_U#+$boEmHsCFyPBDDDMGEnG5+S}bGq%A zt(mV!lc`pIBl}D|w#HZ6LMe}bWB%1y={Wq`S*L}BnA=tHDN;3-!u6D26R*=ZL{%rl zY3@hCC)Xn01a^hErpfm1vAAb$^}A=|E}(=Y!>K%ZBUn1pk#0i{T`YEW5;i81k|0fr zP3Zuu{}KRxv62++Z2TAZone>|zl5;1{AC$#)^F(iv(%o{KiBDFoE2F-hz z^o)v*cp$X}0_fouCnd#;pa2AGx5_UkA2@}xG+}`rV2@H36)sD)#2>wzv3t|x+r0#` z0UUi+`D(fiXruKj9G4F;>rvLFr=FQzZ~`?z59X7tr5gYWqLz7R0tc8+jD^ml9HfXT z)V0+|JfY1bn<{&&epc5-i&e{n8fIECrIlC+4}KTS#Sl?W5X1wNVymkJHZV1q)1}IgMwQ^Ru((jGQ1%~kd$c;2;e?D?E#?qUr zdG|9y_9SQyHDO?6eka(DMMYAQ!|D`3}pu{Mc-=^TW0~ z2s0+*)Z+NZ25h2euRuNLy8SPOUyJ|joD;S%G26Jo;B-eGBbR6w;R(O6jE+pWcm;*H z4?o5pXB6II*;CThIB7%o{@o3vJ4BU#Ea|!{;o4aL0~<<5dJ%}b5D2P^fLPpxFTAR< zvRr79;glRC%Wy31I=lKxMgoX(Ul^=-J94svkhc>f3x7N9eaic;Z}{X~3TmB0;irHj ze(E+CO6Zjhp;C`)LGz*jTiDQb#pbB+(eK9HfA;jrxWa1r4@*cfz}??fK+4;1lC)Hw z@j83A-O{T{G8cn4G+k3IJ?Wot9}O%9=Te``l#CWexbFLcQNHEhyZ7niKq`cUdeDp0 z)5%M;7;N=WQ#Yi!2!!QsO^6AE>4vOF^7Hd{(**dSeRu>d8Y%AsFmJtZ2(L`WvNX6F zILD+uw_oi1d-^`iXZhZt?XD+(EQ6sS4n?Y?_^Sfzt|WACk=z3;8ggu(wcj??r_lE) zax&_DKX6-a0XVt)gUg{c(G_d?F4g5ON9x}flOTQK~b|e1i#`Np+N~?YG(YTQ+y6YyFgBu9dN@8SgW@T3tw+63PNOT1g&Z`$#QU z49=RVOi7#X&9^{cWk5H-zOMUlH#q2j`;l?fuuWcv7f~hHa(&v%8U{O9ZV}J)r&?{e zRfrM0-y2E>N%;(UgiB0oY+$SETa_+8y zLbo>~12VtS=TtIaT+vchv**y{*$l>5MO$Z_{dY^k{Lj_=Sl+D*8vmp@YJc0n&|4A| z@Q=_F`q9_d!q;WLa)hviLJMciG@Bosf8Hbhv>9V%hh41cb-OS!%Db~tiat#&+U zqrerpa5rj5lzc11H+nlP!vB1sI;Hvy@<_9H!c`2sdBDv_{@|x;42#V zak_8=ED)pg{vgBaJakTp*0R|VEBAvqTaR3kVB>n+MOc}#F>=sIa-&S+mz}~NbJ$u# zVsa@^iPjldddD$B4)}CU;jF`G7pRu$h#=0jmV_z;xry*pb1nXFZ|CUz&$H6A1f7pS z4t{w#!88PnoOpDn4rIGs{h94qs49{&uX#c6{Sur{I1AiWQOguT)|XP()iCEDUw9~{ zFA6H7pE{<6ZC?s3&1syUJ$b7V>s*-q5}?Yi>urDhg^!vp4m(7zVu>dnKM5^J8+Sx9ynSXYahSP;F+Y?;23MphH#I*^Oc>BB z06g~=W=Z1Oc2z+nRub7cB_VZ3%fnb^bIkV;E8!$?NMGWde&$N)@I?oIi~1#!;gsy$ zXEJGIDv!mGHl&~g&Ri7`iXF%;C~XmVtGM-?%ELrrm4gw2^*BO;in3?)4zD~gnZJBv z=q1a98%89=2v$xm4cBy4en2q`xl~p|KRv*zbs7bv{%~)D?Z55f-VoSE1+h zcWS57_hb26CbU{c8=lF7!%yKRFf?1js~^IM>OZKs^aipY<#-slX4}V+$uMaOA|tfD zsP4Xgfv5^5J=&%=dR(}{G?B>pOg|+2n>9K$ahc5nY=sOzT4~BE4n2#tkWlp1C$0px zQdol|o{$h$D}DYr*e~V@RC@B}$wg)FFXnuii&p2lXfN8;h50eu7A zGS6g1;vQu)^VB5Zc*pwVIbkd~AwQ1cAC#mjS_yn-qHQGbZ&0W>{TdUR&mecAQT za85&QlOMp@hZo=41klSW0pGva-oJ;?6LSZlnF*Qx=fl-IKm)K$Xxx_{>t26?Jvymo z3Sc+%9aeeUoO$&b%E!)lY9`^op$KL2#%~@D)#M%(-?TiV1+W!lKh=&I3BQ+OuwSN#;n|l>KV~WhJXkxbPnrp_RoPoL4m&eHWIMf%gF4HQ1~#sVkXFYaamb zp~~y=gr^o>HR(OrAY`F!FR(#PZ=ch`BujwXa4;nohDzcg1+AVVlDN^Pzuk`p z-<*WL+yv=XvscB3!lQ4dF!FHZcxV4Ei0{Q)!y9b^tR<*orALXx_h^5;I;K8R9Ack1 zOkEd6D5=o(C)!lbTdT%VmIzov#RUN^M1aasKj)aclU(rmNh&9o)(4bvqam4UMf-u7 z(MIY{2~q7&?DGsOM!==S#CC?lkzhk}f%A#08w$8+Xf}Ub$T#BpaJ>+HGcN+d??0bM zJUhxirC|D{Gg#Sg@Er12wHkfJPGW31ey9Y)1%J7?{!9Gi@HhW|XBf1fT`>`7Z+)Fo z`Km$GL{HWIxj`kF;4EL@e}| zb6Up#1pO+E4rScz?p8{ZWA>IZ%q?>RNji55&{t}v_lqo!G}jAL#~156~AproIcW2SeWa8Lkc9!KH=*O#xjcaJfS_np`v(YSM!iz z<J&q+T6(~WF7tlVQtEZhZx!wV*7#p+(#|mWWm14|$|BRj^M>a_ z-(3H+U#@G1ZvkM?7;`&HgWeyPKvg^jxR9Ya=s>U%RYYTZLv`KD3#tuu~T+2$c)bdBXtgcsi;;vA~PHu8{m0_=& zf@@n{8OU~R-pvW+?L%hk@p0M#CGy`#nM;dG&(u4JO%G;ePqW0F$CNOmDu$gIgC9d6 zb-fV=n=9&*@SK+o^Wu9u75k_o5|+a+hPZN*k#96JFk2_F^>}z`9Szm3_}R5m8lJ%1 z&2*M9+6t)M43TIIQL>@9KKWBWJy-lDUt@yxIwgQ4N)c%K`47QZFXr~AG+1QRiZ0Ud zzg+rt|M{7<$O33?Ln71Z-D5=B?)fFI%kX2uk43Cda4g6@pfIJ$UqGrVi{uOmRn>*Mc#Q^wN)STL3R z;_q1;{l+UyrL8|F9X2n?3h=i^=Nl{Q!--xeX+_Oj(QWBJA>K@to0oa_)VxFrXCVO!_U?Af z%o35SA#J?fcqJ(MD+wsSMwL!lf*+jkSFbk+;0iWIf9L+>vqonSZLnWn_@55N_yV`0 zrY@e4pA7I~9UWVs^V>BD5;P!vM)(;bw+L7Mnr6z9(HY`5`}-!af+FT{k+R+9S?E8(nJ+m_Os95J zr@^1|)&t$;jxD5eKZ3+TLZDPk?XCc?Mf>#%zur?NT+@w9JKo&c7KT%0cvIbkhbwd= zyYcpB<8oWcdCCH6c5*Y!j^XZiTS@}J(H06!K9k%thqp^M4x;`Re~VCr@)Rh~_q`3` zkNnA)7)~n%QlP3ekC1)TA4K%?8$Un}#ht=A+JSIra7gvkj{cU{dme!f=Z-%6ce~f zOCKSvkS!ElMZCY*Nv~J(jc*K|BP+56@nHo9BxpC+)K>#bq=u;&d~M? z<+b=bkPWHMLkeIqiC83$%-$q_eEt)rkxitwmHD?3ByEaS#YAt5`;Tpe<~I`*CXQhm z$>|Ux`>5@@1E7;b%aQ7+1WQpd&r#=$nkD)zfFvs$wMa--U%EqzosoUW92irlSt>Zn zSaupVD|F0+r3otlRzH453T-Ssb~Hp(j?x2H-JXM4UkTcaQB9YJ1*|bpw1pCyO~S!; z+dL*r+orSAUX%B*6+L)nyP7q^^sRshfGk?}AzdA+0VAVoheZx1&z}mRi%kmHKFQx@ z?K4uFK!Vt2C7bs%RA}@q0HoWiS6DMG6T(qM3psi~sa20W^!O|VW~^Xk^;S@ zUum8{X4tno60CUfvNJ+L3?JKPA~}`Wu#Wh2zl(%A$cDMj1ri>wv`p&5s3q1JDyL!8wge<7ju319*h;xC0EgJAr(Ry7BkQn;9 ztoF^9zVsgF>|1f2jgV`|qjwpd%89K`W%j2R_Mx@Ngu5N7RX!_4SdEl_f6j2q7ctf~ z`l^c;0lRs71rlM2W#t;=THNG|5lmNHGj#=e!Gg4BP6Z2-8kY>GWw^q?G5N{^BRyN0 zJ-MD2Ag+4wCyo~cnO~wickiHHl#0iMD`y&A{c^T^6eGqIK8lHm_lZ=P@g`$@Zic!#`B>2#uba2CFhx%M2lbMk(0^f}=JT8m^GF)nd>o{utu8C9l|~-;nv_topI)_*8TXfS$$hAr}3g}+k>TH<_T;a%lywU5r7U5wRj}5 zd@}OGdq!CcQHX;V@+dc|ZGDMN&@TzV!XbKesJzHm@DzU7bQb{A*$s09pefA#G*ZyL z(WPl)N4G1$f5oD-RgA74V8rM#9uTyZ1u^Q`Ppn+p6^_;I-{b)3OK(g|%GRK(hbRdD?-e&y5GT6I~0j9W_pys6x>3tkYKf+=_rUe(hoZW*vH0hXLL_C=#t{+?sMB`nz2VC&&q0Ht%aA0ygxGSCUZ zSO->$PoPPI2+#W=0!o*8`JrV>h`L6Oj9lmkg^PQ{rNhAj^nTOm(mu@Wx|L5c^HOAp zP>9FCbw*mzRx=qDyBmrENIDCZzVa&3x#J0ikqI+>2JTE}fD&U^jwH{WXE5#ND(lk5OF@IT}|nHiwyY!!2(#}s&OcR`6IlpL(75Dv&?PWF#4mWel!C5P_b$|;c z!5Y^JBa;wbN2~eyM%LinS|mVRWW7EAg`~=iyPVKzV&QQVFtF02Nu^{YAFe1KC=kbna}52FHE5N>?04z~>Gn*e~p0YvZxA zK^wQ$qmAzG-JJ)$mzex$wV`0ty~6#U;$#=Z%~fC(iAS{=bo(j^ew_h0JV$Hn>`M{1 zy^j@cY>v+lS8FC}tlqyfz)C$fj+9mHWUpOSn?b8)ZJ-^u&_wd{wFQy5NSZm~25A`DYiHlQl%L#=jNYRJ5Of;Nd5I(OKDoI0Z5#tZx1kPByp( z9in7Bq00ZZi^5Px!kGbu(1EgS{mxVWqkL6mn)Pc&F5dwPMXsRa7ur01DS9ZlNR$D` z7lGZ)0Axxq0eA|O_ZCIBHz2B<&!57bpJd*QXB}XNGpehbX`+whG`dl#2Uvd6Nt*d< zS^0bYi-nPOv5MPeQBeGm%x6xeMeNEJ{0!Kq*`b61nkT%Fzm9+os^Ph~rr5Y{(`Jy? z(%jxrAW6ReuLx+E6Q=+bMh_te8NFcvxEJad7(WZ`kJ%VD?S+RaB?fRC& zprtT}7Flttx9Av(Aa}Nb3tj#~hCpJoAH*}ok{d|*-Pz#a72vy5(Tlx#r^CPmc_A+w z9;QU^ZF*_zX8qdW%NdA-&CFq?{$jALyrQm(e`mqbT{}3s znS%+O;ViTBK*k@`FvMsnb~_?igjy%T$k#tD>49aJi;&Zi8j6N-mi+F)> z=F?zk|EULa<<-)}-J+I$P2}|*KoI}=k$A!wqiwBd#!b-?rd=bC?qh zS|(*NotkxP@*}JIr`dGR&$`~3INGO$7hPozh07fXBZy_2TN)BqEz%Yk#e-9FFk8_G zy&w?C<<`>Ih7@50P^0&QXcva$NR-|DC798>k;mfKopjy+X!UHl&Z1^N^$|$RQKMIP zsN>qB{uxYwIf`Ob!}VCZQIA%a64dAb!^w9>7RIj*l4w()Gi>`TTEmMVjTbj#;w(4q z{aNfVJ_T%B(fK~b$VgtqQcDRpU4Gb^>^KwhG4uT@yTaaJWO{6sKT%Z6$M9kos*bj8kWRMk9I_L({C8_iL7#xuawK#Rs zEG4RJ63-lMu&pUCunypHfU>XV;4e?W$HN^Vd@o~$qSZWI{OY%hO`TSaUyUjq=YQEsA1=)tjG<|e%AV`m6N zH^s=XtkmBNgQ=%(&ub_`U^)JmeGoynf0z3L=n2Gz5MDL`B3fs}Jr7v;mr zxaIRXDnVGPKJZLR%MXNC+**j{r*_S``?Oa;KSE-Y4l0p0lYgUB{N+g-H=D$Q$YT22 zf%1_R-X9Z5o;(WxP`#)4te#N6!(Ds7>+;X|6Tg=I^6X#leq z)niz-QxcZF>{@JGhUshb7D+05TK-H5eYtO)><@Iq^TVJYJxGb(?NTh&dU$}yGI&7J z2atjKy<6P)NrfgTl$gRcGJ=Bpldz}K)g6!ALzR-@U!bL-x96!KxZ|ui3R##jrfUZz zcG?Snd&4{^u3{z;<1v)OmxIBFn;V$zA~cA!L6alwG3Xx6H8x2i_#8;$)s%s&W8j}! z!HK=jJwhnn>B5GoT6y01(3C7O9#MeihknA5&Eko)%|}3?Ms4RojDAFC=o+$6c_%ORGNz$7EZ?_>?N{iTD`CSHHS*X;$m@S2SHf<&Z7)H_J$!eA@IKI^N(W})(loV3 zdZhJZ2y^TX!?13;f(^*INW)AFv(T}|m_jh1LLlSMnwUD0X5025lS! zeoWPT9Xa74v?T_2#fAVO$IC#XrVY`zf3>r3vsw`X!5!>|vR4$RjoW~TQi`!RxGrGb zWg?^vc|Ajdz0Eph+*W5WKZ~6$ZhtwM(MKFn

      z1!f!b$RiySGht2zL2$uTce__mN(l?qy z$R$={2paZ-dS#fBLTVE=zJgez2%4RI09+YSKXy^8gMH8jkwhPall)=3A{|5Nh*PI3 zs);W6!f+b&i%l+|>3xua5m;;( zJI^5n(;q+PMt~mFZBicd1p1)KBQu=-zXtF_+i<4yi6O=>7hf;DsJ;IG{x?6`gGNbN=v>&+gkSS4`(pqy6nr+M4)pP7)vHgg|#^ieOw0Kt9Pu zh^d+FFIz?2W3w@@UNB)+2FhT7#>Q0znLE7iR6Y+hfIr@8Vix#zJz~ocmwWfWw#-3W zvrc7t-3);^s@XGau`zF##ib<+T%BByiH%bjfcpig2ea+pL~?VM%0I|Z2}LZRA zNf-7}aM75-{L^+_0LN!ewTpT{l^Uf7gdu8pAOIuJ^M~S=o;wC_30z#D8!GDAS5drMEG-FC=$Zf!3;rDz^j2kD29#G6{El|_ES3t zs`&VSlcz|6@$E|SG1nWkgiryHd~{-rzeYHiS7i|My~;Ek+w^Yfmlx z&n^8gll>c;n!LtD{w1nOQQBhP6r_twy28-5Sl$U(LjgJH#SB&3AHb2j_s##qVv!tw zF{ex4m57y$xDJBp^wD?l26A$VI662uIK*xc-R>)%n}C1%xQ9@M$k5Mk&%*u53Ixt< z^=fv1g?pQUXl!iBIRR%ID>1Ah5O_Ah8hfwa0ukfkasH2y5|9G#GIz}4r5pziASaut zQrU~t+Ds}z?4+&WN0Sc%CM&NWSh;`9$4^lie8jndYh1&*3Z~ME9}x(Cj9Xc=m?dLL z+d)u=PpE)7iA@66At@FEyb~O>>x51NrWSfze zmX?+EGQWu&XCXy4V1U|-(u*3BLk9?iTOKxXXuR$t#G&86=GBWnelNbeNsime<6|eX znHff0;Q|Iu9dnGEz&Fi|^EePl36_aO3=%1jO*%RD4!xwa>-PKWtY`=C#l`de#pFhO zM&%5I!?T$F{0S!K)T3z_;uriA2E$;rh#uoI*i%Z7!G0(03|fUy3+SL;sQ4WxWJS9# zIm%EXwV7JKvf53N3y9#Jnf<@3*Z=p{)PX<0=oZM26q!;f4#WL4*n5p>f0FHeGkWYm z4uLRHB(RkwqbY`}-gaB3XH`5+8%BuHilTogebW&o~;F6coThK?L# zIgpKa1V?my?^il=Jr#qzmf=)Ppze6kNo@2u#>Fbx40){Dm5JI?d_Ts!taCml4>Ztp z1P^qC8;jvWwg|#H!D+$`ED~tEI>Q0g{YAe@mhfd=m2Y%-+ud1}*abY;`+TqQ--`G3 ztsmJ;VUZu`fhLkM0ixJ=E*NYRTUf$aBB&mqOW1{p5!dM}rwp`S_t&dN(rcHcYdHo~ z4L;+{Kb{Zb(SS`U6Y2jcT#Rpmq+`zJZ*s68gkX%2fCK8FIg>fG2k8U)%fTRpCXf9w zPlEj;IU5Kz4<@GoU^s)gU;rI>O!8l2QE3fS&9`Cv8Lw(Nc`{tyJTo4`VCXu{QIUK+ z#q0GHEE&y*TY$KN=keq{_($x~;;bc%D9ZiDnE{&oeqr%o?z^YSBsLNxAQDb~k@ea2 zVN#J40b97H0UWfgnDF3?Q6hl>EZ}2E31sS52S|c_7#ubKFXR$%1$Y7;IGo&r->hDc zb}&Q`hEkS2T%7YzO$Pj!Fou+)rN}*eL>$2M-#&%C-lzM&UtgnEgIPbqsU-RBL6zx0yl+JYa8qqqjQ`Ca zNtfR}n67kYdlyH4{v4&;3o`c=74D|oJUo?!w3|UrWwsHHWBFiO?Hjwgo*ng5G3MD+ zHujwmt{x-0aaD43kf&-nHy-BrC75G5qglQYCBpv>>b0T8Szd#jPXOyu=GhJO|0*%0 zzW$C{1T!6e5N&-tPz@NQNQ?Pfp#8TJ7CL*QNG>s6R+fK=^Mk=)uC6mwQFrO9HyeY4 zk(PgMZf+(g)z$2Hl!k&9fr<#YZ*TR+jV!yne|0x+kTit+m{f|{5Kqzxy~X^~+KVfT z8KZn?c;~ATtM`8__VVUE28O3=24ESAQv*e{u*q@xGO`KHX~ll7S{giY$v4wqB~g=_ zJMQjYoh+L?)ggIhH0I})9n(HHCUDTQ={oJ(KK3&E3mHmFA1xJkcGbnK6{nQ}Fnn3Q z;jSSeA>n-7W7X2q^1VKHebwZ5dsS1z{joPCCFNvuto+@|eRTL*x)B6&Y#K0|LN6-# zqQie3-e3C?C{W@#F@e>kr6oraFAJ&5PIGS8yI|+d(TdVi$9MYQjKyti%603u&ziQ) z!b;C>^82Fm6O|U zNr{V_SXsFfVGVArd! zt*gVN`TBOZNGaXa)b!~~{SsGKaGv;N0F-3FU|wDxpWQ;O_rHUga%~J$)ahTplrvsA zF4V$ojW8gu9XKD9(HR;B##pwP(JoLi2qvEga}0c8{`WtyF(ExP3cg-+JlOI;bWlkj z^cL7#ASe&g4S^8+*LkqEke@u5*`WD=hnE4q{{Q(Q@O)RKe?aRn8yOi@l!M;;Zf|b` zIndRn2}Hrb(bUwmG5||$Ctbwb?H{^fdUKkH_cT5U(D9%39BbqSk_inR`&M4 znw~OmpIybq#%^qEgoUA3*u-hc%F23s3oUELOemejPb$q!PuDgyl%HiRw?5A~iB~>A ztaUrIU2X^+wj`vbmASI3gX#!7r`uE6{&$!33Q1N5QD5WZZw>ci$}CYZN! zw8u}0o<7YIbd}$gFt2m`(+9fzeznaP1^vl*89HAzSVaH7Nk6>Jh_1LYJp55q?_`66 z5g5;x0rQ%7Y}M7(pdBuYRZSo=?@Ud9?=LpgRZ5t~h~52|vHpAg(fjNFr@AW-hjMM> z934xhjKmmO4$+)rKL(S1Y-Nk=TSIC><+EhZHWeWU`A(LDv6LLLFJl?&v4vw8DO(W{ z6GAx07QS13%lZEK{{QB`xvsh1_kQo^cmI}WuIqgw4)*!tB-GU}E$YyH&CSi>i=v_x z)Wa(*>{(&Avw4WX%C*hST03bUA0N0}#iyC)>j&OmKM5!;Kudc1$v8bp z&Qg6_cUCJsEd8qAH%;1DI^hM5ML975uw-B58n*fyTS-ZYaz;sh{#+-@Idmo-CvfT% zMfSo~6&01C{0qirUp{+furg|yb5}@CS-y^ruOIMASy)`rm8EpyViIb7^m>*=o^&%{fiP~e3;*5}ThyK!To zEB@3_axG!I z0pJfzOiWtB_Z|&hLOjf@s;qQ=l)eLW-C?MwZMC+x=HTFPEc+!MefV znp;>{0218kIftfZTF}30ZOcHSjlwueBT?O1Z{Ih~!MU?iJFliQn@x5scf|5Qm*Nu> zxsD&NkxLLz>h(|-(YU?QPgWBc&MzS}1jsly!|Uj$RmuIAgwt=+FU{$ zH#avZZmOJfO&Kz$ji~T6FApK0=+2<$639OU_rr!}p`2j-eIuW*+wt1+>B&k)XtF&5SFg z$;_%(Hzr`E7Ry>Z<@r@bB=8sy<=4+eBHqyHND&dO;I-LO)6?yx;QBa4`!iLBhKF69 ziwg^{dwM3s#FRsYEKSY7+iE}?vkWFgM&4z8MKu;seI854R^nKM)mm{%O35iHM@3cN z4p`d2;^B_<-eS?#)`q8EYApS%R=W~3eTd=p6d6a?zO>v%=V=lXSxQoJ2mEp*lIM&G zQpc`jxW87khaNlK9=*G>h&Kc_G3Q`1u534arD(enfnHJea|j;Prf@n7B9*xCiUj zZxt{nu8V1FYjXRs)Xx2g`hM z4CXb8fS{}S?k`mhoPpf$J%z{2BXf9Oy?WJ4_K!xuVF~J?Ti&7_uw`=uJ();z-37;D zY-FUlJ2bA67sSO??fl(r7)e)Hzd?BF@{{IA?OJh{2Kz5ChZKxQFjk2K`F zoj(@uB39hs_x1JlMK&b@@|Rnw{)?{tnS~>ZoSdAso)gb9@&8>0bVF|NKV>w;627DW zGq??bKyDY6sAMo0A>ps1YgNK_HljFDz>9@LA5=>l_;XNmp-ZC`jg5_N*)c$PXt>)FX$shq#o=%=G8eZ0v?ZISCM9w6 z@zn&c&&@nf97y|drsBEqY5YiG25%CTt28PO*fY*GCzWx;N*kLaYoE@X7{)gF*C1lB z9Wb=D6$BiBh1dZPE@e}^`pKs;dFHTVzM-L?w@e>#k@U}>m*P6c%EGLQLZg3(tn*(S z)<`_gFOOeMr58SaEGDW4o<~jAK{_Q@H+tNo2DZhtNfWuAHhK%1b$q2cXa+N&_{m?! zpGhtfk`%Yj$&)9~7Nbs{gjF;A`OJ0mN2kC~ZbKwam2sRa-!?KdjJ-871c;WI2U3rjSip0=0UEvxep>B_l)Y=`n8(f!ccNrH(KpI2! zU27?5i7-e?_auUUxY&NEO6$Wug0&s!#57wo?86JtA@L?BFN(uRiQ^{YN#f+X@0H1! zamr1=EfvsUrnR>b#%6DC&vsm}yRXkmvu5@RX;wP&dueHDNl5{fTX}2d=x>=-UF7*s zoH((zzMd$gmXelM@J2^7Xmtu0i%RS{v71#5Y6u%Oj6Ze&UI06cxcK)OOhRY9r@%8i zHHX%(nb{#PV|F)J4nVZp+S}EZt4c27q*h{I?)iLSebw|ko?lr1PF7MAny&Ju{FAy( zkw3thmzNjvJ@}m1*jR8;>suQ9nRSp^-gU;Uys7sccp@q)susAsw6)pu#RP)9e+1$N z-2;zuJer*zo1dRwTwDz3yZ0LsPN3!IKYO(cacwg_p}SlP0?pXi7?2EH1?+%_vKx`; z*PLri(uo0`htjvfhbd=VC>t>&t11C0N=WDjCk}#OsjFGkd&>yY5ufFN=a|TV5=31; vHl2Au literal 0 HcmV?d00001 diff --git a/assignments2023/template5_files/figure-html/unnamed-chunk-9-1.png b/assignments2023/template5_files/figure-html/unnamed-chunk-9-1.png new file mode 100644 index 0000000000000000000000000000000000000000..6599f466604a23311645cdab88c2ea3b6451fa30 GIT binary patch literal 263139 zcmd42byQSe{4PAADD8-&fOJWN2+|$W-9tABf^>IDH%LoM3?SWzfPe@?cS(mZ(mBj~ zgzxXZ>;3m#_pWtWi^W;PtaJ9+`?Eiv=kq+z4p&x`!o_-l1pquLlw_z#q&H(mGBc5NX)I-+Qs^2j(CU1xQ9hRNX!E&w{0Q;`;Z8f3JvUtP@@; zWbBIuKtm}$_Thsctt>|LV)Ddz**lP&Elzrn@H}RH@W6avu`Ix@c{JIg(z1>GuVnXV zaQuV;Dt3EeEuzE3YuzA;M&<$V(0@Pp#H5J3D-Z}wh9z)!ErKr+@aXPR8jb$%e_xOR zp_AQRQeb}mcK_~@<{rfT?#iFWAMNqoW!wYh<$HIR384R9H|1KqhaWSx4UtrVX)-|~ z+%5mR-T70C<;Tu{zV^O|{-Gp{P~}g48O4c`uSdvv(-S&7UoHgflDpTmmz=Z{vqhLHg8Ucn zbKHjDhtC897JesVuX89EZF3plf+@9jsev9WDsgk=Z$xlI_wM1_N z*uUc|zW}@)35!jI{NPNx{M<7Cj4w;x{x~>z&Z3#=x$H>Bd1BpVhHHdDIw4L-P0{F+M2i64vbPRoKl|zKDv;Mw&c-4Ej7Jb~nBE zeXfRrtQln4myhaZB}C6RLGhbDEQ9z2wV%|4z4rE}=^lW#LjD_?hz~YLhZiC@N*zXs zbDmCoO}du}r~5z|fbC#V*^xgnHUBxOafRe45S}w`J#jFE4H{;;%QGSbKcWe%e218d zW628QM-Jn-r$=@g-dwy_5cSFsSes&)IZ`68bJ(}>IpkQ)f`C3Z7_E}tCI)xp9+PuFKHmG)99U%Ain?R>C^yuuz2{La2_20V-&d-+6wti1kO-}ie z3X>Y+YsZ>5o}>fS2{h=)d%Bjzrb=a-V}@L|WuE&1WpCb@w|1e4xc`^o1&4H5Q>;r$%IkeQf{RMD$TLL8)JevEfZ&lG$gfR#&Fp;+ zO*+<3-{L7Madh)TzUAI+KG2pmPqyFR3#EoX74W`6cAe1{5^61aEV;{xB!odz?)5-U zilU&Kw=KsHMGgIj9*i;)~x? z6S#wW(6$?+Js-AoW5-JfbQdag{Vo7b9;MT&?fKRAw2GktS#2v<%trXxoU-X9&C~;( z!mz~pKX#3WF{$vzov$JkkehH2{(n18M2W+`-_r&*n3+Z7S|C<9POPR+wiMyQZvtli zLFRrsmc|BmM1Sx$D{tu6n3-9Lyfvd*`fO%y|4<@Plu$ggevQv@$k|~lA)*TO+xTD1 zh=`Sy*z2@9?w&5VxQ1oqZsR!Z{O#;{sz{PqI`xD91&D?|N4U{vicIsRnzed-l#nj?@vi+|N z=PDc7M~rV4I__70=3}K<#A$i1o4&yc?XVlzUya=(7>EOfVRf7USqy*VRNuu-@T8MG zgHgLlV8WJ>nI*p844<;ozoT$$`-=^Rcbn0|2Dww)R8~CGKPY|A&vZ)v zCOs;%+%8lFk~~)YVJf?x%}+0)gXiAq)a<_d-wRashf~sv{EB*vlV!7-|fj29Ek-C0CbGCb2JMs(tFH`Ej}>XV}>0E7sSo(u*&%WAz^Q z>Y9qpwcc%*^NsJ?a(@R2wx8!R3C#d<(3e-m zO8sWl=x2v_Pf8&!mrV6FBhg?l^LTR?sv>J8{ubG>@CbK_d zGcKzn;IRW%xaM_~6o+SPNs^=3M;fen-yoVNV$9qBp8@WrEO2&Nois~7+{Jll1A9NX zp$}kyxO23CVHpBpWiFfcE&_~d#t;VmtgPZe7G=xzzG!RFw~IS}1rNV(YR#XDwI-4U zD)5)uzR!BmrU=9BNS(_}Hiy}ybvWOr?6w_Uay-#N9*v!;YhDRtS9FL{)eA<)oW?kG z$=bE=l;>v%?7!xS3I@#1|5b7S2P>zSJ~yA`S&P3bbRcN8 z7%?d8C&^qco__ny>-Iy9xIybu5}KA>$W=TrzSAZpJ&eONWi_##hNaf56xWV&If2Et z5g@AKp$&!Kp*C{t63(re@~mp56ACP+p&PDZeYBR*ZP%FxJ~aw1ld`%#;`HZQ$;lG^ zs~l6GKb1BhEr~{Hq8yPry{krvtl((@*@n1H^6q zB@Jo%?x$j3KB58(tV6;0E9dkUXwnZ6zCvynv!uT9s+QVTnv?5hm*@>D`&61f2}?{`u7#S8BO2_udF*slJy_{?J@(^}uLY)2q};dm zS|v#=z@Hw27Cj}v^dWLHo2iCH@WZUfkM-g&;H;cLe8J<)8ZIH|p6h3sme)@`Vim zk1z!zqzejn`cQuA1emN4suwz!OTyzEFI4TC9e*llDPo2;#wa%E{YY0;^L%H&w3O(k z|J70aVkcVDP%iPi(dA}r*f*zuQ?77qov7IyA#WO1%6oX2r~i6Enw0ST7#4=AY3jyn znFI+h8ylGb^Y7t7CSV*2V`Qz-8_HmnQfeZ36$pzKR^It)V4cd43k2s+j-jg20S{F( zqbfuqXCNa_W!s6e2 z8ljmSmLo6!=4u+7ptrtVv!cv{#XX#vxj<4_W{n!<16sOsGr2qX%d-Xt#MG*lAX#_s#U|(uHkBUEXM1N{WR{ zDuO=>H3(Z-)ld>=CFFu0T&zWr?dU`ncRU`!4&&P0VRxn__k-3M_$uq zo{XHPea)nu-ItO<*1p}tlnDQ&4of$U4!xsVIVJw-OAnrtf>lMq?MC-v(En7Nt!6pJ z!Jn_%|L)tS_F68~s};oo@G?9uj*SAtTPC2;$||RL|3<4L@6W$!>yR-G^*tUG69Ows zyoOSl(2IN>Pos$J=JI87Dimhmywi}#krhP*+zzDC8F~Ut zQ-y{099O z1Hn?P8kIipH=tKpdCmxrvN6L z@VXH&h|l|C8sVfw%6t^yCXp%Wbx0>GB+dKY5{IZAtWjFav=RX!gWYkpW zatfYJ;?pSzbj^lNiSij#V@1O#Lp$`CRRPw;Rh6%1MjfrFwku`tF*4q0Xi4Y6wqTEC z4ME$@0ern~FtoOIMYPZ_3o0x9ZPWf;y^f9B!r^oa2cpsY@cg&KFU;`&Xe-Y^fWbJr z=4NfY*%qEe{B6q0oRhH%&0~;(gwx}TsY3psTSnb1H|aL(n39|74%qnW*E=95f2N!& z#ylMz!wI_FR3h>D)A-~*J{^t31c1<%&dr7@1YsUNk#(p>ZuJt)^ndNHkb%8q8ZnMqb_L;`MpLpTWWwl* z1cUIN>(rRNPmS%Ms|_p~EXK~MU}fxv{GL3w!D_J7L4TF2%gV5qL4f!K*6#$L&GRqq zms=0*sU5=sNZDxyK{vLML~_{s9L-8*GC#isCGvuN4vEl*_-xc!EB%>Nqh2h1C(iBZlU*UPS;2J=#tCV;*lu<@>!4 zMTEx;C71hBFUH0)NwZo?iBZ~yLayEZ)7?Q2?)ak*oOP}|j5Zmhtd*LuUq4?xBQX2H zuY%~Qc1Ei|i%~oSdOemoqc;U> z(#^&!F_o9B3#+RSG^OIrig{gBtW#z~P&pfcwv=((`+!K$6KGiU+AnHmBFi;!ua*u? z*^9HiX8TGu6_ptrumL)x59pRV%=DXvKBa4XlERpn0RK!fF2b0Bs-UI^484y|k<0_# ze6-!cb=3iR)^%@*`;DSmL%^yAI^^rhal?1~MNCrHdK+p+Y0@56H95N`TgWHbRaH(e zdoKqLoief6%@nj>k9=$x#xkhf)?5GK!a|dEfbo~Gv==Ioz3Y!F-zjI^plpJourhBrvarM4Qg ztKh)SqRY1c*1YtwZ#@~02H2QWRO!I#6{4Y|a-q7VuB$}3@38t8L8kA@16!~CCSTpJ z9+oa@p01iSn{kCYuVF2&Yd4otp6c@08P$K7B%qwfchgqMfWUSm;w zV$v-OF1x>~n<6J2TbDOc*VqON1EaC5H` zHBQbh+gX)o>&pG_-4s^;cra<%(c8cK`c%v+{U=fqk8sUWGbrs~Re}T$E6oFM7nZCBK}|0EgV4&Q*3{@_xTiGLds0QQ zk9xTu&0a~Wyl$E&$7m7|%F-lVx9aaD#}GvAyLB)_J8GK4l_g%La^MU&T@USScnman zU#yOnu?l!xnita^7TVC^Y@@DrNGlXAOL?!YBUz>BDA$5><1^hK2|o9w{g-G-+Sz=y zO<;BFX9(hYnu1M>raxK2$oh?1hhBxI%LCVjoD`<w_HLKW%dhH~s|47X^18Riczy=9HKwc8-5_G@J?dzkw#xj z-H$1;b7j_P+gpE(e?~s?wHFe@Z%jde^JZe7a#WPNODThLTl8r}b_t(k1GZ{e71Y>t&b1D9h<8N_=aCPl|e z{O|yDm{m8r>v+cWtNkRs#xw_vkM-Y}cAPyiDC6zb zEX|nV2PC=ceD@_obck8h${3oyub=v!B3Gz!u`o?XKT#G+>YPq;sX)5$>>A#rLbMf$ z_&FbTCVZriAop(i2AxXK_%wx_e3qt{9iQLY@$T}=t3oS{U@$-;lfc7x zRKOULU*9Rvtm@SLfXfN9==q#Kq3ndL>nM_PCv7%v%nB~V);837WbI%7IqqK#>v^eL zJ>71jWD_Qym8VhCgnQQ7MpC3PhFq)qQ(W)Fak_5-?!_ybZ6*z*y zmE0eKc`0)VaTzLwxK<~77j^49cU)S=UUR78Jk)$i9sDtH%b|(S7UmnfIqln|wCL0G zIU&$}Q-NpCm4H&>WvnxMlYB0P#H?3>YzWJGhv;lSeL%iss;MUs@)8=Gws+0?;=&O8CF#SE-{*T>2HIlj9Y<~H@ZHoF-z zf`hLhl6!((S*2m_1*;y`qOp5YxBtKnafDS|iv26qE&qDnldkIN_9oU%W2j zt^dPJ3n^H-x^!^tZR=1`B(@@%(?87AESwGFmgC-*!(!eG_*k(*9UP1%nx_o?RidJR z4ko^%pu?0{O%1)bW^ML;T}(Yl39!u9ED-wGZLu`rrz!O*KQWe+(}j5iB?yf260z)!M0lV_f22-7}>Mlzcb5;Pc*7iR87eJZ|=LX(q#EYO2~qOju&ycAZ@K8kMb- z9fo|k4czywsa>Fh&DKii^NMM2<=nhbdVMntnBK&J;PkuzTRq`gC$h>(%husW{P zu3V1b3ySitNk**i=kY;nuOZ}Hn17vcfJpyP5W_HpJRI~AzJB-H%}FbmXA!CkK==eS zx#n5Uchl?*22Pqe*YaY0{rQh#$$38jRNc+#a}DT^PCoCx-HmxXSfmS{JbKG+lX_uw5@xep#(thl5Z661Y)1^#TJDXRWal%HDbu8P5p;|gE``Sy7aAgQg zS(Q_qhUzf08(p0l7B`UNwY;;Pn)Mt}0K$|7chebM9Rl)TxeJS@Y3X88sd^bv%DTtU z<|)rCf2-mddq^6$fy0k~9W}t?1B(51z%8i29~_KryV|#OLXXHLOi?XiXi6~AroyCx z%lLLcu!hl6)9hxOmlg62h!Is`%e%Y-*&au8rFED2m5Zi@UM)&Cza z0NUVaIs}?ueB*GDPKXsTgcpImp*^~z=|d75B~?&3_|cTQf&x8ky*ikFQ~AI1p!g7$sGvLB(}h}?0m`Ryfb?(?;A5+i)~ z^A&lgU&(-jW1dGmHgFv}ha0vrrCBtYi(YX$gXH~ww1VDJd=yIDZ>P!Iw)`Ev{4MFOE; z+XV<$=u--{b!b)@3RMecatL72uCD+dv+*`B`9G+$Fy*BTe)XizO{{M*dueey!hi<& zH;+lzW8h)_1sY4^T$^Vue&tIu<0fb4*T8$KWSd|2iCSh00Bk`wzdoUX;qq{M097zJ z`)S^jhrp!n-!8Cc5xBSG=0Is_5NYaVPE8q{M-*y)KAZB4*sXG*^(v_H`Mm4ijM_^w za>S}R@%34R&t#Vck=-xN=vSB=+;Ci^=^C2S^Qe4PJp z{%+Mj5hZGjmHY6UvkZ?i4e0v=e^t%)B{Ii|FLls5&5U=7Wnao~uCID55`6(Cdo`s_ z7YbvXGby#%hWPAPJsOciV|$3i$t7#O7@h70`t6VGBqo5dV|eUWc8BB1%QCUTp9tOS zhSPR(mk2JP%h30lT|8gg6pViV59@4_wWg#z7}-oYS3aXgx1?kFfQ)o{cmj_F)NqhL zq4+-ycuVDh==I-S^vULwKY3{Bd;0`!s<79V7PghP|2}4qbo;`}>-1~b6w5mMDc_uA z#V#J3Oy2TVoY=iI`O}UwvM2{J;AWq0nYt|%uDvhs8d_@kvQ%MM{L@x4#a0&mJMT&0 zy%cl5buN(DI?tc>prd=0EjvnoHw^nFCjmhkYFJbo3~2YaRGUH`|19M5M(KcD?eu zMuc4C2pT|>NOgF&)BHd^z<#jpL2PMp#Vq2F%3@$ zAXI&p%B7D0Q$5)pZjV$R33uXDc){V^`@I2^a>9jWw_aln8rAjaEOj8weRIb}fDBc4 z)?V+vt{FDR6hTE9Tx3HG`iepeX| zf7f$v>>XM;0F#9Fr@Q5jA=cJYH7Y?kzu@=<)YL$rrm8tc`CwO@#Nj3^ym4#0ocSY( zHmHn+n?It0MJxG4?4yJP0~p+9$41b+pRMJpH6`ol{+%z->@P<_o z+XO3!t1zatfUGnQiohOqNuG17<>Gqe?JGtDXiPE&sV%vs7V!Pj_9p8o1IM30?TmIa zkVfl(P1BDu`}}P>L#i;sq-y}J^u?Y!U|7J#`wDF6tpLt<>$*yd=lcXl7RV|y8%c35 zHI7{C&^+`2y5J;;b|~bu!*rInIEwTIq9Bgs4<1{tm23&n)56rl?WDw=ylT~e0dn09 z@ae#7ZbO%i5X-3S7I!51t}9o)bEBZI+B;bX(McIP9D%)p)g-L>DcmOq?$?17s^w7; zwg)eJs)Cg%+gqrCjK2Kp*06DG_S|U)nCL*$on`61bw{!Iww6~^k}~6z(T_m>7)Fn8 zeP+&5td`p82{bDBJ<>nqNTg`;)Fo;cfqufg>XOg$Cl&rGI)~s#)GPj1}m^e4eRn*E$3NcZ+_}paYz|k>w%799(_pq$c}Z0V+UJ=$u~An zJy)d<(`jzy=ld5xMCGSG0O9o)?M<8sULE|{)3_1&uoUz#>vV0TxBa@WmNTCO!vpm%na&hbcKszxehkTF)lJ;P0<&&}oGZKJ^Quyw3A)#If~lQ+gCJ`b5^KAKk|W7*3fZv*AC zHCmp$Eh`wW`f>cv-$d_Rt4fIiw%o;G^i^IeUHKbgH^HO*h77lH_g10wB4_B}^y(u4 z$6a&D3nB-3bg-#fMRt?f374?aG$c!}xOlrGK=wfXs87O;!oIKh)~f)ayn z4uKv0(_*l)q6S@zG9oX@(E}wk<0j9KNZ{y|IB^jq^V?aL^N27Wdrhx7i8Nv-gz)KV zFt5+O;V&)0`vG0}uvlBn_%4G+W)^jX2VJvHf8p_m-ATwtq7v7yR9K|CWi|Y4z+&($ zGHKM-_;EGW%Qc5EKK@$AjR9^%*6V|FLOOY>>HC0c0%{vSLR{MeAaa6BYUCS!h$G5p zT%tr%=g?7gu&6ZRUA0NgNSq@Am!O-;60O;IXN|Z>F$THYu6-IrAD$!zh@b$Q7b0e6 z-Wi7i7#29Mxf#yNo;|=m0X`P?Z*sx$BeHL(weUkJ@#7^7u+GnojMj^?(CG}$djD+Z zHyhof*nhX9D|BO#n?v{W_&5lFfFJcTsKNt#w;NZ(9|M|BJqjZD=P?QZ%An8OP{3Jq zWvHdW<+^r;@DlM_lFC(mmUIleqjBmo+hBMM{)(67i8Ik;EcDCc(S4KXMmiE^EC}MxS zNN`kMSD(2;mDbwQq?e{=*FW%8b0TRlUD!mr<5N!%YaRbQ)!-=S({1ioIFtpsC3~+7 zY!(x68-y+m^wr8JFs{hd8P@1Xv<@dS&eEeV?b_WACt`zXB2>RjkJqw3QhrTjDogMO zMplVh8z7tKJUi)<#)yNYRL+TF#1~6^_%0y%6$)D#xfo;{K)G~wf1#68ye;tl2E`>k z?WSjBO{yhwdljL3h1@U9ur5*#(VQIb{JHF5w%TNP{ni!#7CT7D0hw3hzLa z+mKb-+OA@-FpMXtGBMO8=xwie)0Wk5L^bXdR+HnM?kTnMm5puZYNyD&aXn&$NOC-^ z>FcXco~qF9K*r&t(O_p2%U=R+KJu%`{PhnUnG#%?aUZz1^X5~8+XW7}&sB?bO%h)S)>$f7&#PKh>L=R=S{)Gr zlp^>gHn#CJVk+_Vis|NA4BSx2?@F-=1q~-Q-IxdMc6*H?xd|XM@V%#Vn2? z>R=$#Npx2Q(Tc`3f)z#@^gJ}z*x0Ris9kVj_)M0nV??lk%PU78AdaFfpk)Mvr_oBj zH=aWgenR3-a*uN9p(PP(>-2@tf*FOmGAbpEI0@AghG3HKr9?6iOv*z$H?EUAqYTJc zCKx>bklYPWrz}6I(yBlfehbS#5yXQoUp_atu6yEQE!G!tvOX|nOF+c?UONA=uR2-& z#0Vpc5%V?-)oA2Rl3gvF=jqmTE5 z6-H_dI=Bz%P-k8C*qq{JoV5bKc5wJ4rM}u0kEwCl+}y;vIlE)VOLym-D03>%ze714 zf;>Ns`d$Qshsa0XW4FTdO-eBHW1}6v{I5tDzUM<9amb_RRXo`hM-w|HId&X3nztnt z^oli8;Pg9#sa3#J64Jol6L@kH{uA_6ac6$3fR?Mvqp+msZ*SIGY+hhWj=Xq39S@O2 z=p%1#$_>x_TIq#@s31?iSN=tDz`i||QSEc!fE;U28F)uT6!L_LV>QGXEQ^VKqf2E+ zwL8k%R@2`0e4s5C=8bVt+KXI~Z`KGL{%LE(T3~1H{fN;h?TIvSyXVnjjUsQr6OWNq z2wyrd6rA&JBa!2)2U^9$v&@(C<$X);>q(aTEsTf7F#C6pLwF)A=wIgXDfA}?$2AwF z+$WnVO-`VRh=(D-_wR{GTX?!{PTZ%dvti9v&&**65A0~G%NYEdNB?jZs)6IuxyBCY zj@mEfS7g+4tci+D^jC9Ve zzZ8}Sf9gsqM47jCHcaI=lEfYcc}CIni`8qZ`)J?J?ZW3hi>&GFV*bWi@1y&jr(Cow zr!0M*XWJQ%uR^?UmVe@|1FYd6#mC}fL>66tMSWt4r^C#t`4XuZZjq#jz4QDxp?{nt z-~}sl)mVFerc&C%v&p=CG^M3}GRUPM=q4};r%NYF%@JBX9J7QQUQ8BujC0p}A$_wn z^^+`{0Q8&q14l55?$@hAeEgB32w@p~%3$-y%-7^XZZ;hU9F3oqaK5w%M;iQXrp+EJ zg~TrLo(vzM(L@VfqzSj7`a-w`=eC`%Y;mJhyS}J%0-y(jgzmh}0obgGBgSQaV0DFMPLRdy`i$8<5d;2HXmZ(r{kp%jQ!;;%WL3C%kj~d~^J= zha5wnUR~GQz{B0Nw`MPjWBE|WDpKnup?J(i7_b(=cU0nMj z+Sy99WebxHoel~t_uC?ny=&ey>CiuJLKnV(Y+TW-nKcr(P%QE?RgMZ19ql9w&qiO) zChREogrB_Q2rK#UbAucW_U#)NSlaA*Z`L#&rIZs$S}*+)mk9_d+CHFuwCH`Jsmbivobp{VM{X1a2NYEMITIkR(ihCXp>&08rQ5`F}4<64`idY+Dn>nETeF`oGw? zxEC7vtCn`f5CjQ9*XW{1j^S)Rmp>N(IU3M#AS8PUvf?(*kJ=)Ef1I)v}X9ruLe3_0Z{n8wnLcY__HkHOpTW-EEF^3I! zt%};3D`s$bAe)@{h2C*}F8iT|yL$4Ssz3T?i<42F19BYoB`?4|2H&ERc--8d3eD zNE2Ol2!Q>}6SV8DyXMPlS$p-o$7+_~hW%(2z2s?ljr=kmVds+i?@Em ziN9$@!F;+U%FDG5T^l!U7TijW#=7e+XYCfScgsA!OF@hw*XNYT4$swn91gskM?6%3 zJ#nxR6M^+xMLyA%^;16`7y>4Pf9&7|;1-a%;1$c5H4t6FfRN{rTfp;JmsM zLF5`kI+vw6W75y8iMrUfYsr3H-bNVKXJVW#@2k`MmInNZM_#ltM$T^|gg&@610<>< ze-HYoLTHY#XTcR63D+0*qgHMV%3UrkyBUrA1dgtlJuTIwr!a2N@W6HLhiJe@s_}{3 z)worxg!7Z?f&mH;oOuzoPfee)y-4u7b+p)@{?@`KVXf@UoHPf(r=`3?jhQWTr5C{a zvJX6rD^L`)wwkGFV6>t_M-$6X_%Pe!uY`l%VA`Kon=!hDW8O@A>?J zcm$xE{{*Csytex!lE4W7H3&@Zjl^qhdrqj$`!X)={4B=O+oGI+565=$HEbxWcq7Qq z@n^YK9=odwJLUc1B^rC*!?^K^_N_G+Cxg9IntO5&ZFu0I$G|^q1F}bcjcVzO(pfX7C zComU&^jng{)i=kM4G7t-8#LJA`Y2@!8yH8f4k?*nR0%)TniIEs7S5Se8a5QZao(B zPPZ%z{L^+6mw_dn)1vR6HYmkUMP|Q@WZU$+8i)Y*{yXwP#>P;!rN%j>@3}*38DmaZ z-ub{kdl}FP+s}>rU)r<@v1k4N97k>mHP1ahng|+X7pK-shJU|!6XZ!iAy4Cimjbo@|Cr?Id z{UW~<)^+jSs|N7gKn=#^F(@IDA0=oGJJ4-9fQN7WE<9UsH`aWsO7^O~`0HK_-D0JU z?SlSN5%&wH$g932M;Wkqr;%E57u3?J9fkaPvJRj3(};Na3yuS*2>%SHtt(Nfi>UVM zJibc%oFF8ZvkRZC*NcbGHs_s?7ZAxFp0$xX`(AkkkG+^$qz^nh^xC%vvM^{!qw3@% z4p{x<;AFkk@dmm+ugH{)0MpuDg>}M5iRrdS%WAn49ZqN2WeAVG`ZROH4i}X5YApYE zt?=xHiRcF5o11D}O-)vK-+;`>t~nO3Bt0v{kv~gg5H^W;zE?hdG}<)<=!vfujUPuZ z{BGa=-H=+&G*$E>;!*OxpJ0G&*+@nd;KnR!{&9)KHvlhsuY^*gjDdJ-85rU%DQY(d zy4)66%NR4!k0@u)4#~HAA8l;jxz@TRJ+~10i-=6{iGD^IoW|>9(aJ%SqGjkavF)7g zGO5!QiW}+n93aN`kJ*0e05N!~U#CZ(WHRg`SVkdJfBDwZt9N+xdoSV>Vq;g`lw;Mn0FI{La{N1>0Fp!J>aUS%9! zJu6eI#TihANYa0=ijvJ|FDecXR92a&T7dFf{{m-mjf&qq?F9OyL!|xg@k>)X717iN zs+!l6Mz1|G6?1y!#*V8*djJs+*b33S?dm_OyQeJ+1%cu7T7HyAo$#L6P&gyF*T$-LS7Rui=Q2#{p^%Hl2 z4J`7S7>&#+EhO2ElJ^hrl4K`@Pd!49NMK4E=ahvNY7^xWiH$)9RIz9aN5L|24~#F; z-=oiLi^q&QBJ;OKQiXHcKEOI{e=_y~-fp~zyjssTdW>fixUMZns>OvcBGS4pA5u-KqDe5Bm(yW{2c!LYiGe;c&!K_UC7Wz1Cv)*^M>D?EU)3Q%xfTUe`EX4lm z8$4*72kIzn(TtS0cI`t=?|A0Yl#b1N9Z7WK2DhJ(!*SUli6EJ zE@DZz_jz9e1tO=L?fe+;hNGXjlRJW3 zREc8`O{eydsF7y%_|-=Lvw0#V_{G*pm#<`w@HwC%7+zO(Z$2jbknU+vf3c*M?Qysz zu3L!O9mNF>hR_OgUt_+701mGz%_&yxdIlY=>(c0Th~zHL6PD^>A~o20i-fu!bS_Ey{!&@ zvVivgd-i2KG~ ziw!1IKIF-Q;9G`g-3nL8ToH=T>Wq(1>i*!J;XZC}vKmy3R@4$`Job-97DYK%j%nz$ zZ1$p;@y7VAR4`F_&vLay=2@i)Tt5N_gF}r8Q{L}>kV!~7cf&&uq?AdZTGA9z0fnZ%rTDuBNBRYzXa*C<#UN;tw;$CR&786Exgc6FFZ4%n0IUpRv>loBMwFv7iA)ANAC zGn&1*?ZfE`Et>CZe?I&9C$QBH$nLK_6dmI0D%Ka^o0s=Dq+pTx{!_b(4eG}hL{Cg<-GkyAK!AH)cQ_GI-m&C_Lw{QZSJ@W;yHR+kP z6nQA(dxYjPTZf8!K9fn%w4*P!dO12au22HBzvR0E)I))QHKq<}Pc6@Qv?>OZAB%WV%Jm#_T~hpBa#c7QNYCG9tYmQX=7 zrXc-NwxESunb`ktMbokRcc*RywFC~o_OS;BeBGSvaPUa60ltgfmmEqt>kT?5zcR~{((3kv;8y% zIPf^}_A{JN3Is22etUz$f05%niBPsB*mS;r+EWFQbfPo>2U|S~%D(gJe$Vi@T4xN= z!*?H9-SI7e;7H#imyCxSwrnaJ_UvMV#Ry-njE(E0gIB_BSGg(I0{jdGyhTJ?1}7)S zx?!y$QqOF*KaRe9@8Rp$*`Jt5XHB`u zi?|Z9U;2iPk=x-!jw6mH#!0FQ#{(Zx#6N5K=lw7;u2i zN{scI0EhgQui501PdI%vK4tf7N;fsjX%0A+OpKCUevbM2nmZ-jo zJ;e@Oc4=lgvB>G=sP$WkjGY&t5IjI^kUN|$3H1^ZpA1PYk+M~M9iNh0ca){UcMrgP zfX11XY(n_y)4{bkHY;H^(YE}(trPkLBOQZfUL1rOu7H>{IPTjKO$-Bs^8F7?5wFkw z|7;Ie4|M7a@`g;DD1(nxN~6@NCBJh+8(K{F3p>bI&uzQxI(Juy9wsuqa)=aM2lGqagIytF%DNn|2wiim;;;6`}ljTQ}QtUkvNop zbCL$XV&(C4M+IdpUG}oEd;E#hf21_Sl4515N0%FDWM6GjNca*tn7m^x6Iy34_;(=S zde1AClwZf9t_5B6<0yTYd9gx^)pTuS=xIgTk!9pa3Av8rU{_=%7xxS?OfiDSl-VZ1(Fa=Z1dR03vn|?j^_rH{f~6j}soyj{7uti2rN0ma3|1X=$k@3|eP3 zk|(_h^l8g%lkacV7nIuB=wUq{#46O4@!7@bw;sDM*ad7pDyF-(`Tgvu;uGOE=ao=c zm(vVPX?;DFgT%{%l2>#&lyJ||UXauLdTEibqOkelT%B9Hy0Sq|N)|(cG~dVCH=Jo@ zHWfMS`(0D}{HeaSqAAZF(Bv7Z-v|8#RF+~=$1FDbWm#NG#MVQi&9g(i3=Hv;rX0x< z{>syPTOe;OAnvzF7caJ2;9Pr*rFK!_+;53YpfT}>B=+yE=;_P6OebEJb@`kPa!`NT zyb#G(;f(#NHN|C%T5lZKZ2I7Qir#f|8ga%&WSVc+W;a`kde6efp!9Q#E}>R%Y0kWc z+fB{S{Xk=LT7h)Z5U{`9i~s0;nu{LWc8s~{N)`O%u%5|j5wV`-nz^~(Z2nvwu{__& z{jW(dSnkyi6Q28jc>2n)s=BUgMB-4=-HmjIG}0hQryyNQcQ?}ADcv2?Al=>F-F>KU z~+?fYsQ#kj$K=_T}w$x_nFqJH4ugR+|(dVB#-tZKQ81Bbj8R`#_ zk{Nrcx%czDmMyhI@@{=CGDF3O6IOjPa+qS&-DWvA3^Mi!aGWzUOAJ7${X>14zT}2o z@*cvqISBh(x?8s4GxDQzvGz33x~v*cH#sVv=_ZqX1t8(y0y#imZvL=DVCfL2ntyC~`CGe8 zQOqp0bTrd*p!KlYW$J={!zCf~qIc$Wlo5mHxL0Cp=%j z7qb@_-XK$|m&_%HNZ%6l2SK(W?`Pt@E?x$_qf*z@u&Qg8jA0hFP(n8tvzg$9fUsvU z_%WSPp(_T8SDqmppo6P^DkL>qz#WJlMYtCJ`Zn;te=t}w0_w^QiK-uq|F{F{8Y~`O zNyh}?SN+19C&p?5&devw&_KMJWm3btt<=fN4$vQ3cmHnJ1Q&y7GmhD1?MqVXsODty zPgViN_4p|#_|+o-XNTH4kY!D2);GBIM3=8>}R3m$Kwm$`ec()&F^nswmzT-#%Z zkFH){ktWU%5faatRZdxsNwa9P<2hmj-)S7$@p#DXF7^!g2&Em}rV_(E9Kg9hbeyQ= z7udh7Knbb&Kmt4fA$cyl!~Mv)Gj0uqityQ3vSPn}k}h?8yfCxgp@J}YEmw$ZGG7uQ zWG@Jj?yJ9A7Htog&8_*;HQHsY`BXB7tOR`;2{(-^J2#w4I~iLAv>6`fy`fA5cn5}^ z5C5~6Z!N-3E5itWYo|p(t88?*Be)*_&pExWl43?Oj$K!pRG{h4q*$n|zDrmD4kUUp z^76D1D_c204W$9jZhj-VCO_Nk;9q?tZz~d?FW^;$_1Ed{x|A2yx;2Rk^XU#49 z>B@Cp78kt)Yqotil2K(b(**ys8-!)MqvP0~nf$?L%mA_8X^Ntjn*`h1IW;Yvc;l~; zIMZk4(1{WhQV_0LgpZf2>U9J9cFD9OIDzOGAFbVW6mAk)U35KPkFKT26IL9`v}awM z;2=i19wSo(056f-8}o@-i2^H=(0e0k)s&L^`waIs)>VXpCs?6?B$_`qfT- z{82rYYKn@&VqED9YXGDk02v{&GN$Gf=KHL9bSpc81;^HKbEZT;X+XFpI0-(iDx1kk z%3IU`P9i7tvT@}@;@wnu^J$xl@%-fbJ%;~G=L3A>_DKP@)oPp94faw>shpD0NODlM zA|lH{FD2J#68}%ch^`Ms5G4NNPJ+Zw>sOf}@?4Zg*Gh#d48++q(TtqpB~zJ<70fET z{MS!G7CO!H%X)smuF&=D)B(R}$;x>rPphi-Efe;9uYKu339I%z*GUj7NdJ6DD@=re znmn=BPTp2TIz6vrb?L;WD5z(Dh8!jjc}T9y=FbnvbtlfC$8eQY*_rSG+ymSA>=B%_ zZuF_CVrgjv8H-uV`9|lLYi4RVp-2bjihgCYh+wWjG+Bi><#N;7Pju#ZlQD=Z>G<4Z zHxZC+EiLW<2GrBj!~UfpKYuiZ!{T_p$|T68b=Bc$HhIK2B>M;FQlUalc^lX~#CK@` zxIP8z+?=-7;Qr2oXgL5LJc_MwB48+;#MNIaSxwdB#>$M*j`KRavT_{DWYZuG>NyAY zDynfH0tGE#nMi~_p2YtU|L4~ZztdR+`1?#xu-VPw%*d32Z|8b2I<;IHH;ct=X-_D2 z17b-@iQCgfUrkL-rt>D8FNrqe-1FU<*ZuhhwvMwfnU57Y;5D+E<5Xrc%NrKcGibue zJ_>xIB;}mMO+SMYp08p;)=L^inKEOh#457aBqr=1U}&-5JZH{@6&l+^hC&tjT`}<2 zW^=d(VqcZN)tf6>7N5(~9ehv_goyk1${pZ{7ps(ngob+EZv<_01w|6^H}QmR{YljI zOwK>ZlSxE_@lQjH9exi!d-Sk4u((^!%*XhF{_$N>+8J6U4YAcCTfhQM^QUM44G45|;ZfFi6!H5x z%IQIn)|RfW1)0EsFlg2P*dPCm6Nm~m(eCxSm*FN?F-Puyd$Qz2_2X={RYgU`4;ERK zHs0hz1P+Txp5n=3-H>I21c}4jPMy(KaE>+a)p>b6t(1QbP{DE{AJM=q_1UGvPhYaT z)P4NE<@>m1sxt3aSv9W>B9*3xXKCZ9p4i;)O@r81fia{2(l$OuC&>xO%O-xZ5Lx+% zqumyW{RQZjp`A(dI$T^_2IN7*>Va5la{uCzk}-niCI>nZ)BY$@267fed_HI9q3V&y zx82E-iBp|ra^F75w7ZmFI`H&^$^FpJPC+T&*VjWynTtda#c3*3H}lxV)Mx2o+H>G4 zlN-xV{JaXIg(Bhw1Lmy>c(;Gm`(Z3bTGSF?1pXyy=`!9@cbtwwbm_O)eRtpIdi^>L zAE19QnP);A86GYMGOJtMZ3jQUY;NlNf7R5~Ea~4R5BflOxGD++4DYMJxjjHaXhuR# z^>9-^7F-ZKX3kC?Ev>}LRyzSsYl#WcxsQUYMjg0v$I6)_@lO&W>2~ftlX$zCD@o`O zts%-}O?sob!?{V|;=_oufGXL_3;Um{Ase?YiGhIlgTT=QG+)Hl&)duzb$Zb6XmSb8 z*ShR%-z{$cC~Zb7%%ZO}C?etE;VY?tf)|AK>b?C|c@s>kVoC59X3ogv`gfmg2Bd83 zs!NMKyAsy^rjiI%xqfL8-Ya8lu;o<++lM1JT-FHYX<|_3MT^%|T_x zx1#|U-OyJh&*(sWMI|vD{}TzvFs|>FlDw7vTz-y3ByIfQZtyjTG-&INQfp+#Rc3^; zb?M~x@!4bzf!pyoX~z7g!&iE&Si_1Zbzp7Yr@ht7U}8^(VslyIm=(*LRm9JM-J(+i ze;wA2+crXiac1?H_stV!ada%|Ij2*B$zsN9aLx*ZjbfvUIUj0#iYlLZh>a_{$nx~1}IM*d1JK2=&8E(Sw}5=t2Ogf$5S z$jo#sr{_|*JEpYvsg~ZA2S(5>Bp^Dq@-!a1-CU{IQ35`t0a!?%gm3$)k?gO+RI%wE z^)6St>A1au1`n4zp6%@jcEI2O1UM`t1;#&0cEWW;)6GztN2IW25fR!wsR*OG@2u@5 z!stvnjTQ}r*2V0vhZ6{gcyco-&`?lRu44k6{Ws4Fr|vktt3BDnr(B3MFMa!znTpkB zx7Xm2r4Ix=3YQW}$id=9NkCi;SCf;H_Zht+DRtF&*KV`bTUc25=7IT~^HbC3j()D{ zog!Aug`)grE>+Q6`|)&tVM6SF-U;j1`L)6QP2zEs&at3R*^D!vDhNkjkxa=beC6O^ zwzOlxRPbt~o*;$0WJ=WvFN5%(ELQJFnKLT=26 zsh>Rer!PJylPrxJ-c9<@go{+DY;l(&LZXhR!rwnX-erDrFbDRiY<40qKR+bojj2 z5}0mLds^@G>q>mP+2c->IQAMJ16>=Kx}Dp{f&kG>?v-S6fYt|;R(FH~Dk@9+_AVT> zV$%Aspj3SF@IMmI9|T1XG3DK6j>hc(M3tEy&5 zL^`Z!*D~`_qpghASMj3SD*?#Y;oH_e#}~(z($$2NbU+(QI?vwCtRd(Fvv9(WH9?M~ zB4eUt(fw49QRdG@hXH@R_mjK_4s$!&M7qKX@hbI5iv7*^gjMA+FuLbx{9yLGP zM>Z^7mQl)D0e^R7tV5CQI?}@c0rB*{b?cQocHsJ?VU1C%UiNw}frl!#NVnY+L+qRT z1u#wl4Mg`OfT}R$4aE8HIF1K-m2__*d>mRFX#hnbcWI&91}=Tn(jYl&Zby~!FwiiM z%pXel{>RiQa{J=x&BK>?V}Cs;IcvUVt~q;}3g?^GdWH-^51p}nwXv(G$mWRB7k!Iw zek00e0(N|KJyE7%Z5Ew7fG5I|&OjDu06&j;>H7*3y*`Hw4Ow%_Pox4DI_>5r~lWmS-N zsU91akXs(MPngBwA@;jmh2QDw=(Kr0gC&SPYK?9fK_XI80|^XTMDFLp{^NjQaak@W zB_{4UHjmLeG11f4s?*0(%SS{8X{Z1@M@HXY%^B1u0jqCs-dK7wn%^2AOWWptScp!? z#Wjk_}`=go8Y};ZQHl zKcu}ow1Sth$Z%Qj?JuXlned@ryZ>?438|E)k+0lM(HkmC_6|;1P|3&vCM(-pWJseT*hbvGSonH$T2usq4UQl#H-Q1wLJn3!ucoTxm{gt z1+8y$6e|5Y#hiE$b=ea~cos*<1a!7;W_c}3P8%%ov%`&B4^zf;Bk-UuW@&%DKOJ`L zgu?@L>CM+OHsm#J8qc}eWnLr?`GdTP?M^L!#PdQ2ane@IiTxo?DvF9&RCX7LJRbq5 zO!C)MrU&3k_usp^zSC7wx|&v!XF;@E`q@y&M}!E28|ZR9A(8qjtuRd<$#?k|fvM&3 zw0S6j0dN#2j_uF4O9uxBGKq}gqMN{OLx_MbTF$4KBs`ZL?oEYphipe+V>fdO!thzW zMh(;Juh2>gH2A#05gslQaw<}WXyH0@I!PnT`?Z>|RL0A$EA0N`M|51zPe)bNu5ODR zvNl5}nk=%#Q8JjeKY!S3NIfL1NU+mB_=T3kcj22UMH!uWInGS@R@>H)8wnYgcs{!3 z0E5?wDyl!%+@`nk);wKp-0tugGhVx+(ewB|lErCigZIX{0?~hAkS51mxw#~6onLIq zVDUX%?J?PJX!Y}IM4%`Zs{DpBz{&smQ6qtlrWlVa+wIOr(0Q2s=ytD+5s&<16_7g^ z?MEWZqd@hZTsEfjGzR1tuX^o2HfWAuTmNZ6Zol8S*i1=s&RI3(e%#hCqTnIVX=~c; z2(E_B)U7#PLsl|jXo7<97Vvi7O*SD*|J;1+_?QzZaA^NYBLV3Jv(Lu74xHh3+G*3m zqh2y2m;R{^P=vYK9eKPvdwtl;1l)u(kWvSW%oo<@HLQ68thmt(ez)!Z=#}#f;26>* z08qk-|6=WnmYpLJx0%BuKjPUXY?)lspKM1HxtEORz8%GZtl@3(61$;Oa{T(^N8_WH z6&`9pK@Jj4Kc^1LM*>V(E6f;sEgw3@ucNG^F=W>w`@7>sv)h(n>FYO(A}-_s$@{w+ zC#oI^Vjxt42g8BFdive7SWLYMaTG@0r0L+G#o-~I1mdAd*w4FJp$6Bxt+R#`e$9n# zY20yLdNTuE`)Kvj2{9Gb85eC!-wp{xX+hpypjLW$+_G}k=jiJ8{sk z3dR@hH�bPGGb?+{f5Q56{fLR$gkajhn<;cd(b>iY-k=QeJme@CkJ=X`bfEm8)~0 z0-cdxjbhW$2mo(vU+=rcYL+D&(X@yTu4Vlp0@mO(MbfNUwxZ1^uHgSd3r@+?;0gP$8@K|BK2{dP95HFQ7a zkQvd2>{(8F)+s)Q2VW!~MPkKyws`jaoRhZ@Ao}i`TEB}i!)}a7G{0)+6-4@3Kl{LN zBXR8{UC_jKE)RgH_{Aa_-*6^xo#M8M+j9is-HhUC{4M=WB+zpns6aG(zT3G<#B)+P zMOT|LK{6*iF!$vk?$;)dz&dhT{n8f|q;S=~&X(+gv&^;k_!hd{w2vis34rKJLYbQ_ zPXw2WG8ZubSW!syjAS@=Zaz$gmi)xXRS*oKZcIO;90 zw5{1Nw_n@WvP5JTMv#l4RdI^TKPEFYM=raMOeY{G56WvDGlpeZ2V_sFbz@3*?p4iy zE08X(W{Vm7_$atvS6qtW$AJQ30Wz~FNsN*?`+<^%ft`!z$}8p(_-bzc!*fpzxhS%_ zzwS7J+*3 zbs>8XElN96jCivi0}WUA<#12y6yHTT{xkOQZeng z1rmDzGi*vnWl33SEe;1e9Hp3V1%O}iKPB|y>s>;%ztA;HK z$`C2j26?x#g~J*Sp^O_kq|lB8ZhvjS#SZQPRfVfcs2SefO{bLM_%t*~w_^qaLEOG+b@I^JMdiH+ z2sK@;xSd?m|Eq?>&wUriQe9hZ&6rMQvs>Gjn$T^J7WriU1dL1~zd%28oc&RxqCpoxj+(g(C_wY8$sb1mI4Z=o zd9$4y$Tur|BK@FtF=XoG3KoZenkFP0gVsN4XjQybT2Wb~U0F$`YtTXP;l1n~)ykH? zTdxlZh$u6&<8v7r3u2ee-;+EoLKF3fzJYeT;D8Hm+;iB^5ogQaxV~k?>lc=ket_Wx z*TIdy^frNyYya?K5AXj~6V$po!6C3}C=;UN4hEnGbNtlTV%0%Z5$!01ivxloQh)a1 z(L`pzlU2NjewzUt?|JK&(T>=vH2Y=BCC-gOrD9*}L-|A-juWqQ-yTaAX_rr%mO9?O zyY}`GoXkEY4dqEe7Vs!^;+@Q?d-Zc;R7ekq zR2WpJo6$k;A9WbX|Ae*))C4e#M@Sb3BhkU)^YBCvLN!h-{ZS~*-O%bt zKmuM6U6pLj-5XHBPzgrrB8$Cu)wI$Ev?cSI7AdTjl6O1H9)U&$qyQkGMvwN1SPdI0 zatgO#oJ){ySP|X8?o!$`QXV{avbMBs=N3hh_6@AVVQ`$dc7`c(N=gj{i6f#mg7erg zbux~AH|pSKW>2Q<9{+z_fXb}Gj@=cLK( z+vB8(4Etdo#q5Q>cfvi1AIjk1y@$fU{DuZuh&^u#cf`?mCvRg}lJzU+?8iP6hrM!V zVCMHj;@;9p5UmA1l#V3pAyD+7&v~Cp zn&V?#Fz32qqfmqs>0dTH1B-V3#lh#O^ol8(Jg(+dS(Ga$Pj_@KAGliKgl*mhz8GbgwtmmUvRc zNv~nIHB>>YiUH1t#7?D#iWgxYbL8TFSQc~O$1I-E`JjkMngWuB(wy3C2JXnmk07Cj zMLUw$Dm4Kf4egP-``d>(wi33?zt)mVrykH z{>JAzg1scGf~ncswuQHPWZV4X_V>qUrd0OLV~M@dl=Fl9^p>HB1O3WdY)=G&vF0@H zvC-5O27`6(h&9J&N;^ivW~004wB^5pDKL>^6$%4WF^K3)IP4yi{gywq=O)E+V0wE* z@l=W{7I&5pmvJYBIm41}{eK07|07fA=p0tLXLo263v!cV7eBg3~j z6~-YV@73=ETdx`oE)7gHB#2!-XlWGD-p&y_?_XN7QyOJ-(^-tRvCjl1FEcUs^VTKa zB8`0&LZA^)>>vJg%*ziCScVGD!8-Ec2}E_4%U7=B`i_GLgDQfG8+}S^5M=VrVd0Ne z{RtBjt<%>0~io3h=>8rgC8rdgvpq%mpNt5-{_t35~|U5A^P#QKwgJRToK3sGr@ zAuDuYp|HLKyH5?r0=5@V)OV#`l)f&$jPJg@NgsJLa_S8W#f$9LF1)wLf9{g>&64!p zd)P%2*teAw%@xOiC?&1f;-pbQId77pOE9rb^olCoY9A&q{HmzuA z1Kal$WqaBvB+3!I0F5(o<}nLnZReZoiv#g*VtUad%QPS_4Or6imY(IW8tQ4$S?vdh zMN`y~KdvaCgb7|w83K~JAq7UwcUvrl?`!;;NUYQ5Ml?p$JE&u&KX^1}PdTi3bUg9I zmjAIYjT3sIvKwFOg|YG_fg*71HI7!8FB!55jr_?!EC6Ji4VgN8pLlzWE$Mj_zG~?h zv2lGWP0F?k=@2{w^;4;By+L(wF=_Aq2>IHso`zUWYG*TO4!Rzp$%}* z=w=i@6O3$0$i*!`PQykIqT6HAUq@u^1;@q30ptOd5>*DxTAIm5U>EnxfbP~2kkpiz zTIU-Zah?Uw#54}*tQk^&gr8{3S}Ibddqg4_H}>KZMv<0JJ2nXegP;3=wrf|kYXd5j z-br9OaoOvF1gvblF=7{7$hvPD$vNQv8)d73#?6Brm6-cMH3`U~ZMh8`T2?T4WaIm_ zP$f>?AF3M)r(&qbZaM4v-pw+3<{-&2cEqJK4Yov%>jL0jAObOe>(?H1gqW}QmA0+O zb*I%@NCdo7`?KVRi|6S|h2?^WzcF+eTC^<>DVhN{qcwrVqsAh+b(*5AfX&&m#92#z zYb-z)p?kfXO86#`L}F3Q&P6;d&C;K{X~EQfK6{i8TnXz|QV6oKjY~sW9esxh{crS? zv5qJMtYPiHbr>iw>)R3uhzaWvg%kZC+c^IDtTf&X>{FnWmB4oj&71VUo>q^KdkB)|8{0ewt zw(bBd20NO;xqHm8@KSzhegyzr5ot7LmE7tPQx+;fb(0@Ke2Kifov1SN2HIFjz`q~P zjo;?P%!|AXTN`eJ5?`A; zPwl6Ubs2?$SjP16G~ER23$9@8RP6nJ2avf>-CzX`l}ynpq3KJ!VON!`7->!!?$0%t z#FihT&@}A#oSe-{#JZjL#*$mWGj3f``1@2}I~ri#(vfR^*(iSJ(*5y^O)v~Tx}k%n zk)!w|5T2SHYHTXTUhhjR>}(N$D&df(j8>X1LE0M8B*}Yj$E>gn845>xU9pCZqp3dC zR$~|`oTJVFCeP#c_VY!cBfir+An)38vzy@(e2#G|ZaKaCj1vg;jx-J+F|ib`8OT(~ z$gn=GOig;`SJvit>i3}-|C;z9DUZ>x=3ilue+j^V1&?2<&a9w2Sco40_`x`!WE8XT0b? zm%A5q012WhQKH8>s2iO4{3uT-$lgsna^O1TF;=?#q9q`#(3E6q6emsr7(G0UMn#v= zPgBJ4>;B_7HKJyRy|7VB$ z0&#V%bp&9l%gQrZ6_Zx|v0npZcO`ROs7jAh!yMOMSmR`X3KCeXc$$NS>0$?EC& znfo2b%pBKDa*zp?=RLSRs|yz*YwQ;u-ClxT30-}k+jHfp&v z*kZG5*kV-q>I(gS-(#;nU&hC$#%nt0x3f>b;Kb#%{l2h28J6m5cfL~~h_ucG?#n)! zO^&6xwe#yJ$h}T6j2B_n$w@!!@p@dKFH=00Lu|{IcwQ*LfEBpiyirh8H&iVc=bEh5umxX%6nKBW@+OS z5~gCTU3L}FL~G|w_w*<4!QK;sJhAbFCB}5R}COMuyQMwsu&hqIR4! z<-g;WLcfD+A*m!F{_fjCLgMcnVbp5LBgSXnrxFdk%>?~l7`YY(h$TSGR8dx@>9max zAsJYHQl#p41dL%pzBw|9c4Xqhrm)5+HTTz~_)#)Rvw`mFLL{f!P4;*biypUluvl%T zjf=aNpb=nG8af_cT>w%GCAGmf#QWpd-WbL?cc1|`6$o++K^9n5gyoMowEazlpfIAv zz6OqitN-msa_TXNv`U#kkv*^*O)AQWfm7`+ANs|brUIu6PRtabo@s^`O}f)m>>md? zXGnnb(pO>b(F0L7UG~@UErCi$sNC!^Bd5oxjvm2j5Q1Ax%WGhzmZP9{HicimP?@o7 z9>Rp<$`dRL5y(u?$AY*8>DkmK=j$76Gx7R3Mvgj+YY%7ormmHRoc;XH|Lgvj17=9U zEBf&jcl(Z$ypJrH`b*op_$(t_Mw-F1MW`a35abB~%pfMv4{ub3T+M~MX2fe0`XRyB zv)7;VF-j_PG*32bqEwiX1Zgh-&-FV6inkY4fA#;6xwM(g80l*94|JnLcTFoTU4yY0 zR9FTS!BDd6>Hrg07-mnyKykS(yrT2e#sdNa(3^q)lcb9Wpy(%)P@)B(jj;;*M+v~Y zUIl)>QiMiCc({cR1e7H6!}XR(HHttd4$W!5G0p`lBDdxNK=5;m4aBH|oaF`*Ftu6L zXsRm29f67wxCPlaY3b@F*J%}$`3LA^L@z$S^VT^zzlZ^gr;3y%&|!jrD^??p$dM_q z@>OLB#tb9Z<@k;k8C@N+&qmt*BH;5nZ@HECKUx=YTzrN%%4O5CqS(>N+E_1Zr}r8$ zc5Jb#BN5_gy5`3m$rvLX{}e91L(wR`ue=RvjBVEY-qU|#row?JQd;wAT;CF?{bT`t zs-O)16T{jWxAV|@Is$e-1u~o31T>k^C2levP3h1|R@_>n8 zT(o%_t0gl&VoHg;lRH|$%x)F$rhaz$pKV{SD7Jg8kRfwy0k9S9NECbkA7@02q(Z0$ zGPm$A4o$Pt38r-y>LDx7^Ak`$ypWahnyCax%J63?jG}~DEci}_I4)g)o43&`P`p9{ zhcQ7~J;9>3wki>J-{F7PuVP5ja8Q9HG7oQ%>r z_KQC(C8)_ozT6o1o)L4Am5iV|`+qIfso5+N10d`g4)%mhcAhfFjIC5+G-seOqlTS0 zqoVxb82hf9->whQuiR|qRM~9gcME_R=>N3ui-w{EpfRQ{2CtK;Hxk5J))Y|r{kGcg zV5Jw4EKqSYkR#FlZ~M3?dnDSQ<{3V-q2Za!0U!ME`bjHwYd*gTY#aM=1&70JF)6ho z8LxjGjQl=OAWz5d$@AkvF`c)67u#mrU1bR9$vZ6GS$oxg@ z4*d|2(m{X&ueSlZ%G?PYWzrURN`9SrfDXc!V=!cr7|>$N8pGq|v$!d_6L>jX)U27Y zuZ}_s?NP*Po}%2W(w|SM*RT`fEbJ9NeJ)i8 zOHjMKb6GjfZ*t9CV&kJbi0`xf!s^JHU=bFsc{A7ww4wlS$#0uIt?zWfSD`uxYeESm zd)Jq5mv;ZQ0SZL~w3AL-pdnoP!K^|ct%Et_lC5(qV22#Gz{$xH;uv|{pYN+gAr{=NFN}iY<-Ijuit%~z{2H66t;kE${TDTX zpl!!}^m`N$f<8Mw)_4$i(E5-7rHI!@!eKvTG^2{8`?AIdbBhNjBKr z`t%DC21h2{<-6dPZ%MvC1OIs0dMFZrX%b6BZ!a&P?~Z1yU*6*}$Pp9%3ZE5~DEdyH zO`YU8QE5Y7J^OloRGx;OU%l2mu8`~4z3$0I71`oGxIf;^UMGs;Y&S)P;)#YDj3NSw zeTWW4M4B5H#IBDFVe0sLVi$oGw}YjsfRPtI@x~lVDvp^96MY6aB645Ckn94pQia|? zxpnv7iv7y)G-$2_jk2~&H;KytC?uRv$HT`Rcu-sHrP|<^(ScGXRv3c-BNfaZ=j?-| zkHcB%rSC)yBcvNcKzy}H&Lw!cDe;guqZ3Kpi$fjrYmAQ;T=d-Y;t=8r@5`~aGKu-<}Ms;a<6PlKE1yh~wI`N3U|ts-6l z5pcYJ8xxHKmp?;YWBoItH>8C;Rx)9kd#h|_Z9IWW;|GCUy;~iwHMcWW)+DWt>v6ud zF-S<4EdCePXshAIvdkgg4m;*yuDU%6i@}dQ{f{39?rr z3n%=o3J>wWV*~P2Rr%J72iVso{TeqYiZq@=#s2c9A5VvBXQaQ{Dvh2K>c-^SABqg1 zjqGD_u|uUAA*p+CBA_A+%u;S#P{u5Bv$;gr1_t6bjd2 zKK9yU@qpA76s6?0ukuGp49Jg;_epj5PNGQZ?Prq0xl_lG@W}vPs|FC^;nSsQcX4`+ zZ@6YBc0YM3z29*fvS$Cp>#~Qid90f7((nB z-=4Y8D_wjT_{}j=5Cww!rSr=up#HPZcIGHv+cvsuO%*NpQ21Io%eyL065YH zZ^k!)0f=8X%~N*AhAy!)16M5q(j4@>44MTI_KM%E`q~U?1-%u}w8>7`amdAzB!?gQ zD?BPM8iTOY2)_cfyM;79CV)E%2Sd2JKnQdyAv|FIrDhPnyxo;{9y6_YY_t9MUVrrY z>CKP7D*}p17FSboD7zzD!DH?)l)p4Kzb=y0|FXS!G*W93)$;NK^q@MAGZwqp=iyG8 z@Jk>qUUglmRd3BlKnIpQ&i20>TDj@+(w_NKqgl^HPmEtmK{`Ao<`;`Ui;s8T0exxV z7_W-wNEiYz%flgc8$dXLDl)T6<&R=+a^Qv!=#Nbs+GOxldYnyQzt*fCU8NS|QLrYf zlZk^^-t{WaM8&FIp4`3%rnUCK8t6@Yz>AC__~HNiTA-4|RjqcHC7&3)P!e3?4z>5v_$eU2)21P>gb+%7s}G%Y}G=ri!BW%fK8jm=Yhb-x-E8;1Gq7$FWb% z-^?vb?cDkK_4!&tDW0cF*IaAn@r(vFJ}FvNdFK9NPEhMdxwY~9mp5j4#D+)|DtGzR zcj0wt!EhAEwXz!S2(QBthel|lPKYh!O1?mZICYc(D8*shemy%(A^}Yebqb|^w8<%e zu0%KMew6cG&shR^CfR=@3lRPT^{tH`64lD4q%bcd$a~PFlz*_Fn6y1V2szsxsVWxH zkdOR=^10*YMcQozrm3>0LoRZv*ItiRL_Y7NLqJ9^!ul! zf46Edk)wZYJqwKP9gu{XJhjY)BP^Fht}L3`(0iTOVRf-o#f3%m?Ha&o2RXtC}^*PD`j`8}O8lv)u4|H|IpuqtHyL+_oDnG8N57Mwx4o!AAb7 zYpZ59AtIXmRu;8dr4tu0VI4BGhfNPy$U5y)p4@s=I0jvjx*~*BLX7zrQp*M9I`z*p}y;|E19#L$NY|y@|@Gz zoLX*XPbjEzaY`-7XZ@H4kV@NRSkKTZ1Z|qTPJnr?52IUXrc6``dSonQpl&`wq_! zEFa|^0+I7K-eb+6p->Qf4n>l3!~jN;Xdn%0B>L;aHLndg-m_hB(#(;iPI~mJ1?AGx zoM33cD2B7dDNv7Er{TxUYyBtp7YItsBYneOLoxl3;Ut=fNmx)-k68QpsoLD~gJNQv zpIsd|-c3;JB1?y|%lF-OmE8vflb`FySgTuqaWp@Y>S{U;jlQ=2LIK~G5E6_Tpuv$1 z$O$rOmy6lCgj3}`irymRH z#KyN{2VS}y1a_|-sRptp%E(ufouNDX1vhRJuHj^RVCDxX8e8rTB6ntPbTV~mvG9?a zw8~qZCt76SHt!Z6*Q@kXFhR-6LLfNEL+3@vKyqn{dk@5|$k1STkGH3pQBTtmwIxrUDEX@-dd?5jOKnNO3!=k*<>8MUah_!en!JJ4V=NEl4nV^Pm{wU6 z7K&X7Mj@k#K`6uPvlbDOM7h7nfwBJ*0&Jt}|7Z}EuDj_KC{lX*xaH%u_@co!Wf3(T zFn*n4k!>~LIU&PPaKsuX`4N zT9*R&w)oCCS6#Mag10KM{?IKDobtmW06ZJj=2Q~v z&$Yln!8M>CCfS`WSpf6$p93UuC-OWX_lH94vx#qt{p$PIP`dL7Z2BA_pwv-?hj#HP3Dv*4f=Ai0 zJt{7=a{wcO1VTzwSXs-F_~S=)Zld?brTAfA#G)xXb5?0j4lcTr!kFBmanxK|URJ>-hdTX)U`Iw+ALNfY!bIGH=5O zOXk!rRSG7JFZ>0jO^hggaUqKn(PHdyI{(E6wqW)*fl>KTib)cE9v#!!>Od>YgE6;n z6k{W4jy~EjYV$u0G%TlP(>Qc38+ew>dU3+56r33Uxc6>Hk3Ure6&6`FxemyLe;{Uz zmb!68e7w4akJum!P|W=bqx~Ur>g71ZVL<%3j*Thgdwr{B>`deJ!0StjR_?TU*heYR zP%$aRM(wgG7}L*U8hK`0mI+&{9=CG7-df+HVgE&66gfx{5V^?9OAnm?S2;_CJ4y^s zC?CO=`@@f0fq!`rCrmUuJ)l zp^J2wTN*M{m$@&A?QOQ?KkNDtZ7{?(3C3*GNU{cT@6Vo^q7F)&$ zynp+W7pj8i9|cJF-W|jz>hej?200#q3JO-iPjky;Uus8_V*D2mt4R~2m0+(cm@$b5 z>0S)GB9``a@Lni{>He$YHvCEbQO0tBss;<-YZRRR=yYdd2S(o{D%PwltBDzCEKI8r zfDxeSuIeeY&1*tImes7-81*QmzS z!aat-H--QreW#by;j)~z^bvidf~mdCiQy7C6#~8Gt|&g$Q-C5`YO1x>Fy_H}q&Ma7bw$mX0vx^w0i?S&x;%q8d1ur5Wc(wJFRfX3>Rccp)US@Qx zmh-)Huq17;jNFeJSF1pDQT_JmY{;oaB;JY)0iBXlcVyJ@vhP@LBOE9K+&-lK&WzKW z=r#cJ9BEGWxGj!s2%z}`jg6)9c0+(xI^5(eTLAPu_9x-G0J4?$hXZIRpQ}d}#F4{* z)&(1aHSmF*A6qOX&Yo4_6$eMP4sx#@R0Jv?^|)pJz;IJKJZhEu!3~0*VJV?iIe1rD zst%x^<3=s)uEMegkTLMqWOpXVYQ1H!L4u#hCl8tG5g^HSE_YuUc&QXEOjYka=X{tc zX78RVucC@334XHIYUhqqMT-Ii5_kLWKpSvl0LdOg{2w**T!mS&U3>mqIFJHn=W=rwPB3fYq43^fa zmYW$dbjBhO`H<_tS6BgWr!h^HGBHk>i>{5;^|ZuXONfRduhFTljaC|{|(Djw=h-;zg43nizPHdT%4|FmWR zNh%tW2kI)3=c=NYar{$6!M)^@BZd=5$3Z%>tRQCgMXcx1?#o-CT?zJy=w$lz@4N&( z!Po0D3GkiXD2U(V{%n0;JreoxmDWeBv23Mo{W9_Ov2M-0GyKB&(LjO^-!RSbV=zC^ z|2mcFJ;@WicOL=(E?A9v6{lJ*Rm&8op6)ld%_t~J(6{DkJaOq(?&h^3&+9p2Q9FMi z^ffQen4)hil}+!oRDhQ^M+SJkOsCS$4NLGvx~dadusVLu-GmRoUIqHy1PRAN_ym?r zB8826?t9GssN8*aDs^9;W44;OYT9}vV6};eDNzIdK>MlFii2jj7MpmO#(DlrZO?Jz zqI08U_=z;F7npyt|6O_}+ihj^fg?d2T52Op!@Y%%WN5ujJ%N?Yd_&T=g(I=tu z0~tcl?rde%Nr}@#3GTO~!be(PBwqb9%;TM)R(=lwOkRN-4Pi0*LK;UgVNusJDb7~v zRKwUG^=GTB?LhSyRh^4Ic6asSd@AQSY6*Y0oXk^D&2l|+hTpKH>v6f;g}+D~okX)0 zd#8P|&98Q?y8ViBRKNR<6sCqJrW2-SAVas((n5gh{Jp7ecrW=r$eRP9i5vy-Jw%tN zdIU610yKmd$#f9Q@BZ(QkpQfDQ_}mBxTKot_wTIfO~Y#{Zg;{A>6nIi7g>ab4+gX;8oZMxw(!A2U%eAzqNdE!X^)7&ZGPqfo;u{v5axSCFuR?kkE|E`)L@bv6d+O``7=zCS9Il<4vDhB)`)K zBxun@Nki$cv^dF--e0A%expD=E29ao*G$DEdR-iN{myU zZf#m$>N{;JRojiHFxyaTXVR|zOAM;}xoD!UiY5keZ@0DDAo%cbia*M0aah&LI;X%e zjG(9U{g31v4jd36BDt!;zY49w@T04m|A>R2{(#V&NiiU4DXG;jAfBT2abnCu$LPus zp#4HXDd!K%mJt1N^2d+kU$M_k2!a29XtgC_40SA%-S_R}2KFOyV5RKx>vG$v>Gi0E zNz29c$a~BU1>rJf&-Qg)e5ZL`cawwN^nfzUOi{4}qhYG8?F*jBH4iB{abioIeumN~ zgD%TtZKBMS$pJ^*zfs-xS`()&X9-p<=DW&T`tlYB0WKRGd)VcxwGCO>ofrmEgaWcf z3aEc2W47;HE$~y1F$2QCWMU-DuG(!q@TVP_QYYGIhAVDEL*NaFTS!F}QfSDkcUqE+ zG+l-q&uWrP!I&^E|Ko;Qc|R(k?v0EIHZ8Ibc0BDcbxm^=lh#`@64HDhCkl-oF{gy zwf5fK2&Bu(CVyu4^N$V}Xbop($q32EEVnZ5EH@JGzYAH*sU*>5X(iTZ8K25oCza3p z?M<0qn5f9@OjP=|c}*;<$XMSNtvdC561~Cbwz%*rH#lyo6!VAxr@m@SksC=$)hC})rO zUZ28xh$dAyaUA%5wcFWIJYTol&`sraa$9aUvz~gImM9a-wae?i;^61zB(Lsh*|BwG zkz86`oZW0TRJD$5-%=#rEk)i57=a)h$?eZm!uqV;PTxP59RI^K+w37hUFj&>uI&n%iK(n%Y6cN)h>p;5JDvLTK^Ex(1`*dIb?stQ1bhY|BD-uE6!3k8xMOL9Ju_ZS zixWdW;)HxvVjK?`Jz!=mFD|lFvg9H0oe8ZSuI7q#jS}ZSL=EYJt>>J3mET@kk9w{i zRDKD6tHS*PpPY5-7P_1=e!5x=`a=0+>xCrsA=uBa8&CUP{K3C!HQ}g0Yt-@3M8|o8 z^6?d1(HELc#)nc^^UWV;dTf_G8K}4UXhd{fYxQxcez5vTvrxVcP23=(#4II7Xuurb zUh?F=IYr|W{!wg-YeKYttNfD_!XK%})Vg_Ruk1yd zh%V0T!hK8|TF)4oon1tOfT>l(>l<=N5VA%x7_#?z)Y}iakw?DutPOe1)%EYnXZrD- zvUu=NZbS{_^2fe~U9C8+2AltJI?QrD5sY*E2BrL=g#i|S)wjl+kFSLsa~SZ`y&pJ< zYZ1r^t&r)D|L(S=jLm%Bm^I&)20xEIHh zer7O^(}byc8uv}|O?XoITpB4#$dzce%3d58KWB7aHdv^etAId4BZ&}=gKNwMUXDPH zvWxM5@7W(JUL*8*EQN}UE-mKpyC>e&@$lV>7~q!cHk$OH+xz3Aoe;#a3yWILuPcMA zY4&{f(+d4OfG@@H4xLO=9T-uZUe^*=_FTy-d`Z9i?P_Ge$XIM=V`oatH=i>qr|?_A zElWxYCHsxhKTl8X@?)L*aCL#hk*6)mP(v0a_eEVMLxVsn%UkAk3FmO@)4|=30Oeqo zYcHF-0LH?ye;Oz^UF6^C(7uT3mmRFvW=R!McAREMRt>w=qiE88@w`;#?lP33DS|Y? zmUJ6*8YoKT{PgeA>_&k>t1J9>T}dmtDTXRm5!^D`#v20&uScXF-}~C?tNP{!AcYx~ z%c2U!DQBxeK=;#D3U^cAK&X$odimLyFo)<-?OID3JHrbmv1uC)_iLzFoyNq?Z-PQq zykOb2nyHdEqeC=7I3)M~y)nwJmC9y8wbj+#F>r!T*^191x?eVx2kS+{qr;phL(ePX z4Bs{Mqy_VpI0j8-Qzt#peOXvCzvh%gmiye7wbLRw<&JpRYr(9x_C3I@_j215Sr z?yoVq*gSi`B~Jg7$`P{$=wdbO#3og}Tt!dRdA^P?J>bCqcD`0NH(H$D`sB+0vCU3X zS=)9YFvtRxI#QuLLe6+_gevdBPqUziF>&KmZXhG=YNz3h^5`^UP+PSR)@Da&Gp}o) zlotPuKCT~&^4alC$rrhr*c|)D_1gXO9~5l>BasY5`|ryr_k(%QkEea5{0DWKlh&BG z0=nNNixJ^{81-g$9W{Bb#dR;YdPUDNlF3O;$+q8z3PkD%?w#(`uxB1#Ad#l%fp*rC zZvD2S!lIud#stYtk8IEBb31LUK=5{7d)XYWXzLzPGxyM$G&p11Z*SrDR5C?Jgd`+! zzaMx}46_NtyGzRsN(Ww^Iv!qAhQ2ia+aTSFt_^pvdshG3J+T}{QGu)ONa6i_EKREs z&IBFb--2vJteeR}jRW67+*mKc+3K)N2Gv+P3C}jjonovbVS)Ix`>1l_@#(N~YtIN% z<@_nTgnG7@FZ+4GA31p+dHq?U)Uf%3#6?B6jlzH+8=FUx*vFXPuy||dZlJ2 z+z{r|Rw9%)*;yE`h~I|hYa&IJ=gQX%p7rzl zv~oEBgQFZMRq?DgxfR^31uDa^@3&{+iwI3 z-(2fkb;U^@&(HD|QQ=072s1WmDo8?59JJ6BQk@6TS!LmNqEx4@q+taS#1k(IYoxUQ z+CP$@#LBrH?4SrPWhYZY-ch2&u&9R3q$yvp)UY2RSkhjc=Uuv)<(8+MXuGNs69a55PJ6gb~U?EGbzULIBdsjGj zCF*NErs(%F*3uPYq9>oE+c8a=MQ+^s$bV)c>+f^D{`XwsOmUPTPWjNn73|KcGFsVB zN_nN7MO*JOIOW*a^hV4+ZMBf?y9j)@ot}6{Rs)M6_soa9Dj1XICM=wOg4pb4ZFklE z8cZ6A@Awz%2n}e-du8#&4pl{VoH-E}s>AMM#A!5-Cv7ImdCGdjE zY7r%)vhqlFn^G%9Uhpza&+Jw(GbPX#FL51iCYJp9zFOb-*O2=o2>NrfDu;c2!!bVJ zR%2waoly1nx10UnnifBkF@t>3h?|^1zvhRFeOa_7G$zkhei1cbD zS*qOR)+I=FG?L;m8+w+7_X1SuDV=|#Psue!0t+I00~wH?p4(;;w*x z)PnQBcvEPA6T@@6K76or?@X>#D{{ujOEgGbs-T4(qjI7f55Ux8}oYYZlUL7xJ6 zSRTIda=F~NM~#PRrRMKQx8IDdxO{^mNXW;Z9FmUupBz-eE4;(SA7)ZNz*_TNc6b}7 zGa_=<;p%iFex5V3amn_0I4aJ!&tC3QE86vaX!hxjxdOTWVR2s#>$EpGM@+C^?H6FH zf8jU`tQ+@64_t4TuK4RhyT@j~A1Rj)y$}D!=Q$afl<}0(n&KBk`AXDt6u$`xU%Y$~ z*P?8zR;X$DXVw0rIb95PlU~kB_jopIQ~%}5m#bxO`^)_~1afqc z9pV+2%=h-1@sFa95d^YvB^p&(E-E=3O`sF7K2DJmz$0^z6HJRd z6zWN9&QIca|IPyriOA`fQVNgF2L)kt_|D@;WLJ_Y*}mxHs~=@~joWY$wvdOa4`-^d zhq9u9Z}Hy>rY#ppCDZFJFza0VqTf7#yO4M7zl|J>L-N4^UG#5`dyX35a3OjIz?0#% zGu1G75Vr-s^F6fe<4AEol8^}%ii?XmpXl;O52$igbhI=T9gK~L2jm&|6QPPv>zB8N z`p4za95GWZGvqm8$k!r|QpT{eZ(_X1s95Gq-faE|kn8J6~Izv0x;Wxl=dFTl!A5=X7kM-68P@Oft;5aYGoJ4P<- z@xRvQAvZg^`$7AoDOKOPVSVmx2~fy*bA_Ci+?p?6`z%f06EuXXe3&d|h#L00hp~^! zhaL53gFF%EKf@$7hj|6P9h+%a)sT)yQ?e!sCYdkEdK-&}_Hl)j;5wDk$5_)~hg5M% z=vU`+ycqH6qxvM_ahVMl!C0JLvS+3omD){qn)Y9gfjptEhY%pE_eVe3Y>B|M|gjR4CZ($6ThSugXnpL!v^s zglLp4nfjJ4XBQrbDI}LB7Izb9W$W8FeKbwbh#@?D4VON#Al0JYq{qvo$rvZelm#xNB$mmauB&w}E(bo94q zh|6QDzH@RcUe4-1JR_A{qEB-CyWc@;#c$vwsFN;ycEMX{!AP}lX?3rjRiqQrvi7Cq zhUq;;3oSHwwD|u&x&5(;T!6T!P9Ka%f)w#|^tatwDgdZP>5ACJDqnIWR5D&VzB@GF zC8SC^)l1;WeUOhpeNtItge3P(U%P4$XIa0b;A?f;wJy5$D+d*jj3fSMVSlZkAb-S> z&i-P;nX3jb5x%g}_mX;2HRvn2ezG~+))&&;%S(R->a`gn$fvtKGri5jUTNh_<0Kw1 zOM*SKvz3T9SKA$h884d3K6Tz-1= zx|EToahy(mGM}XjHp4JS2|Of6MTR?Bxfm`h?|VgP-1DGc)K!sWe{X1zYs~UJ`A#V# z&aQf4hJ*Y&v+qzJXI}+dn-7vQ-L$eL%uJ+-xXu?tmh@7D7{Q>@j&Q8!g^{3S zvP1IGYF>IAt)>0To_RJ;S4_5Yip;s9!KxkwK|d2GNteu#a2yhe|6LHAKF1(x+`Cuf6 zZwypbZsoyc?#}Q&(NLps+^Vc!Rxa|3k(M$}nw`D1bIn6IzOFl=s56XLl|EwsV(zIV z0{VZJ%R=ZbeogGo4F4LMrQ%v`!zlavDxkyAZCUmKpIlOu*GX%j4+cG|!)}AwUSP=; zi?%z!ROk4tb=1aP2{XNxUKcv)5%O+5H{sj0O1C3H`-*b-c}xk1acZxHVh$5s3})N8 z)lQ(nPj8mDqtF|e37Yzkp=y|y8@E7DJGaE{SN!cn-CWEJe|*FtVGMFpzhBGjHLC%2 zCau6H)tHY`Y-@p#D4Rk#&k*N{B#(}?^}b2+x?KTW`xm;$uKWiAQb}ljPQhyQMava| z8c&l5*`Q9YLLYgYpzAmzlrJa1`DycN8;o7&R#@Fa@a+u4P_P*Ts+XC3X5)E!pBL8? z$ZU+R(^)r+rO2kr)SPLG{4&{rmv1UjQ(lOEE%l0G#ws34iXdqLSw;H?oti)&&)FJ8 zPYEvWXyu5~v(ul((t7Gzb|}7DebA)XzJfg6MPfqbnlT(lFI*J9>Q!y9!2)1vgAtR{2QwK`9u!tV=KrS!$hZ|%iIY0@eu;M_%76xj^w#nG`WXGW>w$l? z^-lm30tu^RV2Va*$_wi!G^nwCbVv{65ji=9>Mnv|9p-sI+RsO3j{Hw_9X%^~<4TJx zXVVSoHJLEYRFeX8pRFC>M^S3pbUxIhVA3`I!$&YpVcxgXTr?Ah9{c4EoR9!2FFgqq z$i8(J+p%2JeV`^q$3A&B`>^ltX8k79!N*1RdcKMGU&nS(y?^WIoO;nlhs(iNkb=TAMJ2Wd0E-cxti^R~;fU@|*GdA(g249jrs zae0T^xxy?!E}1K3;fBVB*_tb7nfKfc4gp zZjE3=Xw3{S&%z)%TEg?L6SM?0h}9l2z8sPk#~t{8J^nVOQRmw$Ru9XpK#A?`tHVX% z&7l;>3sH^(wxT~bkYfoZB(zr*YALLiJ7HEEZHT%BUrXyq-s(lv)cb*xpS>mK<9$fp zhoN|IIr#{dP>X&X-6O;lLWP6j?kyek>-~Q~eb9WhrFUmnrKX13%rp36rfJ;@5$nmS z_)l0?I5D)AATCfRy~0bF;;U=qwKCO<@EmX4pHL*R=Gu88BsAFoxbcR^V-iT&O3KyP z42%DxaVZOxNyI>6|NPGFJCtYXIDG?+ORv?VMcN&9yrY@$mu#>oO{Wnc9IsNoqKjb5 zc`j&zyyVHhT$}owU$Oo1ruAl}5eoMap{{b-;5<&Y()&-w;8EMjJqXdh&bBqI_qew) zvscz631j(zxTTe!@WBHZZ~&ByeD_dt+)fp+yGB3qS^9%nfH7#p@4Yfg_UypjnPKm7Sru_UIp{nZ{kXdnvdgV$-J~V_j zrhDe|M$y+96ppz=51tEgEw?coZHd>r34h8Ia7&hBx>Dmi7U78N7oyyEt3xyL+yCqm z_-+CUqLx6Me=b?6-O2j_pt1XVnKNer4#&5)^}|+^)^@G?=Yyld-;A2sxt8``DGv#F zCgxTLJE2LJinmVGZJ#MsdYjwHj##?mRc5Tfo?<;IK z)QQw7t^Uy)pAg?Q(j{Z4cfR|q26~^^Kzzx6)DY1C{?}Jr}m5Sw9$T1blxd^2A z3sjlclQR9Ceh+T&;wQ-NSf)?r5F%x_mC!GkK~KgfTDYD{TKwu7)(6*43C2`e(SEqB z`FEr2wDo-@celk!)%OCc|T) z=0}hYE0;35lmR@DtfJfb6~Ji79PBD#;xPR*O^u|lM#2K#;>q&Vio*lU<}eJnkB1jB__Czv0vi{#FZ`Elj}hiif^s;U#rVtE`zy-tjr40FFo7C2r1@P%Cl02elhUtXSGcw6ZN66ebNpkvsLcoM8rJZ^zO;QYbM>h|-h z=|wrE&qE&&7f^js@$aoSH9xtvy}@NMjv(lAZRAaIaFVu9)H>W+X^7XHx-t(6?Cg6B zbMSru=p%G&wx2V^7PJI^pQ}(A1Tsv?dw{8HsLWC2y8+xstboENJ0qZu>x8`cu9t&3*plXb5Wj-r9;P=oUWXAC`UF z-AjHsER4RvY?{V~n$;awiZMu^pHHwqYkrw*R%g@NqHI5}B4w9M&+VW7G)d!~ z$0MDZ^9%iy5cdtB9McWW7X=l8@nCf7iS;u!*^{S}Uysy)6WMN9!VW$YJD63I2Qa~i*PVCtI2QX zwR!q4@zomy>i1gG6`xHwm4AN1i5^{aT%~ObHrR)5gpF0@J--P?X$kiiwH~w zcF0#28vXHj7JP`((f*_5mVef`TwkbRg;tH}QKu=D3hsvy!Hq^1v$V1=*WE|_3>5s5 zy^iI>kz-*e2X>``T5ogXH!l;S9NDYF_EWReeikZFJlyPITh*0_r8Ji_!|ixn{h*$gzBFeG1oW_> z$6o3EpLxdclP|;!OP)(jzC!7_)%jJmy>ovwnAd^v{b|JHqOF_M+9Z$9%|uEQwgEq&XgS(~GhXcS5(0t1DCt|WgsCt~rgWPM zROG-B5}9{8ix)|0^DSH!ymIAFgrPL&il6@RUXxn@&?)U>Q2j~6>Xxrm3dyR-Zi-%; zmti+2mP916lzjIRUT)6M{%gIh;z@Cm`0fev{QM*W0|SN>6B70QRQ7OvU2qL(dS}p!KxNz7ga&py$*+OJSc@l!uUPEQR;Z+J?0oo(69(Jp;hAupSjq zk)`VD>Ml>agem;*ZbB=?J^%bP@F0b5ZL*B&)d;$86toIO)zH&@z0_$5mdYN;86V0k z0>IN-#ZD7a>PcU%A6Njf+I9Z)9wjPIjdzd}g0uayc$X$$ZQzrN>}N*d{8dgR&>-bb zs3g#K-oT+N7`yg~C$naCfd#uz#*5e0PhObUIw(7q35GE9z`bm~zT6`4zcM#O{EA0t z%eQ+kmdPlsrUg0>nJ<*(-d!`E)* zy45ujQA*Kcc@TrIf@SAbu`kaD$lka>CGeB|dm#^wyzbk95vVZiPT z&g?Tf*5+-P=zcK9x>1N>!4I=6cC23)rQ?NpZLE#U$=E~F4UB$SZa!FF<{5MA?2-HH2c&x1nX_5QOvY08yG+R~p})m*_QDi=^B zl!!g2`5w!Ez?APtx!qzQ2L8~XKFk>kkr61iZ=QTbe3kt{!OUqE4UtBZGm&v@iTN7J zFLFE|))%?$nO-GT`2Oc)Snl)@tCbs%G=od^=Yh~}fDoT2=ZTfSZ?LsLsor{|gy1y6 z*FKRh7V@wSIi=opRTVqm85iFpt5_ivU+CTm$UZKQZu_RGrmeFjN0FF41v}VM#RJB~ zSmxyv4QRcN9W)~DD;dP0yJn%&xPH}D(p#HmWE+eyZ~7$)*Tc`-uLlHKk4HPY-skVU zbVJw;GZqEJCW{*V8^W*ow zJY{l=D5PIb0mnlO55-NCq+{y@zN6~=hgj6!M?#9GPYJI;9-`0I^;Yr?8WK_0khhZt z?8g&`=Hf*TnA*y%-2!q+A`ScJXh@@HgiAsV99@m8;}g>6^g`qpaG8~HM)BkG-@h0! zaRH7+Jy+xMHLYzF&CN?+$rHgBP@S#E34)`dE=w0L3O8rV`Uw``hS2KS`$RQV&$GV*kBh;WAo0Zc{ARE4T?|ILVN) z6k6pRc>g;-w5bcfT8s(t3g!p8ROC5x3(tIEYYgXG(HaVdL%;(#o*^Y6ZJt zqRK5`A|*aE4UBKR@4_*z?J+Q@vFbiFvP6}+d~!=cy?!3oo8dP;%gMpRS9g2=GF;Z4 z&uT#wA5aTRf&B1)r7>Z_f zg;que0;%~G}k7OdO7`fVoT9F%NIk^(+;BY*a*oLzi#t>ja7vlacgWdDgxzg`Rv z>zM|DY?5%7(<}BQ+S{%L!>iYvnj^_x8xe6Yp0RFR<}{xUy#L*SOot}nrUoV9_YqwGFf0+sp_dIG%a^oH0z)zZbrj7DfMQa=#n`N{|_`>*a%sg{#dP z*1mqz97Z%BB1R0wNa2ehV+!b*3bY*3_P8 zbPR}CJXwic&a}Xu2e8r5o(ulZO(27o+T<#&1&gx+1U|) zi#eWzYMSO_bzm9Qywt5;?Ovetx94` zVY~Z@6Std}ukKR+&5My_0o&7U`$Su zxQioab+|(5j3~d634CkeorLayl+yPxORoHRjPKsUp<;sil)IoxxeDYXt?X0j=V7=I zm&)%Qmry!;)_bF9C>dmb<4$f4I6|Sw-IVZmO-{Z2zRf@%9OU&MO^XBhI768B@QYNu za=BQk)V8|@OK_Q0Rz=mf`!IGM)>gl6bQn(c^c2?h+`wQm;!rPF8sk68LVaLI3bv=K?@*^KJu6TiDF_PKgKYcO+AF zY!JxP(Kkd<@SkI6p*wnZ91xc#Pe1XfHAq(e)WXJ_aAhDWr1t+P7yn8rTXY>8A|Yur zgS?3?&EyLNW@6V)o_^Ztpal=90;(lni0O?|W5LuxvCT2-t>sM$d8LRLi`cZ!tI7xv zd1Cy75K$n%i(!73XS?YnfnrQF2gmqkAx41Avx+Rps#;IDSurVOh@`OFTYi<4?mk}I zpG)8ib=qjw$Gp=F!yFizyndlb;ScmDn7_GykNVp{PY;t8;WA=a;<*S8k7ADD{HyW> zD<`>5?(g{gU~=sn$GM>kzjd>GUM^?-Bf*`49h#|risWKCPnwx z0_jTEZf}rFYNrjnz_DPmac+0#dv((Us837ZU2l%&5ihB$%=sU{U1k24qrC^*8eseq zneb$HiqrS8XSQ9Zv%mIfVbDu) zB*}}buuLB`UMHF(Jm<6`x401bNVKV)xbdj7nNU2Lrh;!#R%v~b;d$`P+t0Vg|8jiA z^&vvW;QI5Hlp3Beb96gpJ}xFQDmC`9pR)K5KBWTrpG>TkaMj@%{&&hRA)oApC6+O{ zl%<;@(4|}7El-aFf(a!-aKL`^83P5ucByjsDG`7CV~v2VY^tf zy_fJ>ePnXA8?VI8uI^{T!1_=`%J(nox~G)>H){-(l>FO{$VsE&**H+AQy@>mSqljnq zYnw4Y_7##c+L;d(9sx{ehc2in#~7tAQB7c^`LbUS_Dy_C{A}y-XwbB@-qYs*ui^;b zNia1oVdzckx}&S0)+rF}_q#M~cIiH~0-^8|gs#0T>TX)) z^G2Ey)?f3Jv9>iC9*dvfJW)*Lu{uAV%o6`yRJN>XpDikxT*=Nf_$~~3QBp&*lK=e6 z_#UN?J%>AO-rW4~@&b+|u8Jxi^Ar#O1BWSn{r3>S9FTxsQz^9d@pnVJ9b>UekmPER z)*!KJuX#Z)ri&6ZnlK2&E*OKmG$mCE5y}MKo>RLD-ZEHkckZ@t^^9bP&#f~p9GVfs z0^~=w&n1YcY`@{K8v+S|Ll}_Y`-*Gi5SndLE;WF`#t75MY7qizHQYMO&M^uLg+c9nD z!(&VMT^}1RWgG%uuLY3K+LCvrGwy9?Idx5Rzc0)vl6dJEcw;r`gNA&M=XZs+Zqr}q zbm*$aVsXeFoq1Tx4RGVKnk$H22JAee!S)8He_&p^&R}Na(MR%){D)R(kqJ;nGLTb_ zl_P`H#s44uV$~M~&3DeoXs2m-g@dIA_1eA(My*anwrg>iHl0A`tT&jMUB^P~ma7x$ zVmo1uM1wF}k=zPYJpR7C9c_N>|8h$}1ws5QiMnq%^8^uc>H9ohC4(@G7L`o_m$E?O zv$TxKsfTWW3N?0USCodP_3J>8cL2#hAe$A&2)dsJD=X>5>1wUoxH+?0M{5@9Zsf=zYnW@anfG37V3u3Ejy6dV$aJsVMXk4)a4?Z*;PV-;Z0{rpdj;S7Bqjt5tbA zXkNuLn5#H_)lGvdyQ>kSA`S|sw%r2?p7@u41awcSg~yrl*&;`7OXiLG#~KWLr@>8+ z+U}W%EvJNCwIPN3>z+>N7~t&p{k=Az_A9Ut+OHL)1X$sfzR89u4B^T`5_OaA*A>$9~i%pxmRo;9j###lwZ61eL`1MFnArW_8spLI! z%)5RM&fXFbS0A;a>Ze(2275tDnWTsm>vGd3a8$Mzqn?i)PcXmfWyGc{Ypdy~X$aeQ z@<*?@dT!OUKp%nex0r~6_imEPpRjUm2Jo+JEJ*;hVmM2CnH_kwc2cI}S%UfD3NhE! zr@eQ=j{BgUm(GDh08S$O9lJ4+ER{sg@a;@y^Tl^(#r>Tvr*o}_^War55;;j@{G%q? z&CBfPPDn;t%*xC`)OdN4M2H#2f{KS*qM0K_Gprsbhj*DbRFy^J8L5S1d%Rxh^6YW6 zOzYTQdgVTh@o@z1SD0IdqRu+}28NaDE5dgHsqEsQbfvX5XP}q9L4~@eH<><`0bQ87HIc^UOgahbwvqY|6u6fk zzfuwv4pIKm1Jk;(dD!Y7r|Np;nCynmMeNv znT4At>91jBm?Iq!u zEx7nu*$RK3s`Z8i3Qrb!)EFk>x)5cn`FVLI*?4$3l4Gxc`~6UZK{i(Zo$AylLRvvj z(Ely+0T{>v4CLjRn%(!>RA_^d);oOiJ@?59y>{!1%|)ibw)r^Pv8BuJpdIyXFF~** zh3zz@IQ?KEQH%e_h&8a?_1y+Lc8aE5kWa? zl~cKB=Vd|%Dh@<0P%H~^Qilp7xIUB?-r<@6BXNUuI=OXx-cZA~Wo_PBDCPF1q3wH; zTB+;&`VdBl=zbm#NPAxAkKxUsi{BlN0w`Tk*m05lK6?xQX_??zRr5`{GPTS zZaElh=!)l*<2B}q3G_048e+<;^Q-7}rOdIXfiJ9ORa=(dz)2e0{2W;l$mrP04dPys z5*kOXCu9E~Uvvoy0_4nVQh%B_*%Fp2V)XUb3bhwr%<;D+pPu;NGPK&^Af7C&@U_8u z>;cJPyHyHDwP1$y5kLVzv$ve*c-JiZHzfgd5mRyT6fwrZdK|K&U~1r_#JkNRYNdd- z;(UCFR#OC8zz<|NNY_iMc(U5wWsNTxA(D`I#(9;Oa!inXjKS@?12VShRC&y)I@0CFWZZFpTDK>P5l8#!{>6cTju8 z;ip&QtBA_6FU(B0)(G4YyXe&qCfLt(;q9Uj7y(e9C~aEUXhSXSjkFbN220ghfIRY9 z)F3hM(Db3@c>drtG9vSfSGDeH1rui!Gf_}FD7jOm<;69H$7SGw_glcGkU;tPm_Ehz z!xgzVtyyO-29~^t+vtI z+z`j8|F%;ej|rkAi^j_z7JwL(9m{y*8*$q)3W0;btKoj){N?sF86F=gM4|-<&weJL zb#Vf53;FOJAjCicLK%}R>r9X9=iaOt5|*PRP>}jxUjWRyi(wGeXMkD@8vpR^Oi&l# zx%kt?`=+@dMEb3b3j<9s=Ze*U!dQs-gDbjLoXj+SNtrkm%o-Q&2Btg@2F`o3ko7N}CT2AydEC^dKp z6B-TG-A(tF+g;W>SJhU30N*}X@IJ=NdMp~Zo7>7(<^ct}*WD6G|KA!cNJ@=w!F z=ZuEUY^hRlEcb-#lkQLYM0g_Q<@r;*m-dfkjyzD12oXFZ5R(9%&Vf$e0%g9rWjlL| zz;0f(tKTGq(b>uD3CmUyBhtesH1lxiqOyj%KVa!Wb=q=gWD2y63W7ubCqoniL5;Q2 zjm#3h-Oc*3xxDEDlMRrBpmgc|+b;*V)=|HJOJia!AKP}7{kC(!mph#r!CcoY(0+Wk zkt%IoXu#>4^DZ|9)}@a<^57t27be;+kw0ePqVr9UT^U3T9(v_DR1pJje2(kG&E92B z?!jSyt`@ZP3{J>?|Me$+*)pO;kp_pSPX4r6&IGsI!KZo?4D?tOiDE{$1T9HGr3q9# zP~wB?RutvUOX0XXgzN%>XgzB4xzFs9lO${qwP_x=E%N7xU(++Lua`ho_S7gS6dB@D z2F+^yS8iV}4OiTjq?~)40iEvElE^d2q5%x5$f4B&{Y7LO_EuJiwm-gq9TZwWscFh< zTnAh~eedffpN(%1cNtM$boh0U4n|?tdMC~tHF)Zg#A%uoNt_>dnZEu#AyA<>F6v>o zZE-|I7wJIh%2FmK!)l`=1m~4Z*!_}C;Z`9I3GH75Av>GCvgkC!zrCTfYJiNCG>*vq zSUnt!&FPc&)+>K)il6CohTQ$N#a;l`Q3DFQlw^ZYblH_rA-HS83khCT8kJXHgbf~@ z&obU~w!%8SGqvCUvbJm59cseXBV65cVQO#OO;TU@Vx2l6W7YutcMQ|IEOD`$_v%9C zy-RO=wN*lw$*;D%#q<@9mGjlu4S!eq%AtDgmn?62dNV|f*2!nmQ^`*5$nVYc9eZ=~ zS(pH~S7BQtQp%5zA3G`~YS({+9E@hd4Ud6@79T4CG2ssRx*oLsu6g@rks`}QOXn{C z=aPXqq>7vt7HSN$+H?J3kBwOiSW!T*1IK4z`0K;CX+FKYn45y`RYbZ3tG>2+QQa zdf9nbYrs|ewe4;HT8M=1mq$Fb6XbUrF2N8fB8~OnO^wRAtb-5#an1Xq2=&vNl-0g~l!J|7f4{#s!L;&4(* z54NE*-0r8}a0LXZCFsJ?R?QTTgTYjX<8b`cc7I-`wr>5om^-t%5MPX?jveWOW^Ab;AJ#~KJ^9M6i5As&8WyQNT{vPTM*(=tw`;m&43TlFOC z$!YpC55PJ!8Gd|{4ZNMf-R~B_Iza>){qiE#%rXQmFYzZ7o)#KGO@WVF8S%ddH9)%c zR;hyr3s*&YBSfsmGI=X5bHsho{Z`&X2N(VqXU%}$ictPn6NM*ds@BTekhj^*p?U8; zlHmJ55RynE;vxZoyy6;fCygJEZo6GFP|i$@Te^WmmVBcpmjeWctFidW9l5#ie+he@ zJRjhkKxs>Q|1agsW$6mF-h8@+a5+QR@ty42rT$8q_wEU4{hX9vwBEu+o$Kr#+{c*i zSeme15bHMqLKpGZc+^33*mV;BE>ySX_^;{`m@L;@~gU^uHXmPFr5$FoAFi z0-pns)Dmh{zJIBcnhGs14-=Fv%;YIpf&&}HH(*iefFd&5Z*mZIqx%)4B4mq~*qCPV zq%2gYRu5NM@c7%<3#Y0hU7C)IC)zPZ!U6jY!4T_@e>;!8;hKB1yyaJ^e0z}ZrcG3 zi4YBi>NC}z*NhNS*q7&noMW4B?(hf_r>3X*OKV9?``DDPR4sX!BMa)=nySjoeu8Nk zQvXW!c=GP6KGZ-LW5l=%2V=Z)l|j6nG_!%P9{E%5$w%!ZMgPZPx=$M7M^}TB>9)=Z zML)dtn4=bbA0pTp=D%sW0Z0P11E8Fx_FJ_grE03dk~VHnBp=sC+WV?6CfE&Yo*5Zf zSUC0Le_>}yYfvtpf+*?FOvcH=b!=P$IgqCQmP?Z_eIOqlwb}UfKHMA|nV>&ap4!hk z67{b}h_X38$yKaI$@P4Ic`_Gxk?`s(Z3qrD0JTZyp2EFxZL{AXsinS*nSt%FQzh+1tW~Z}YVRAT!ahxp1k~I=-<#^1FR&q;4#kGW?#4y!Dq=RkHE3 zHSz@B(uO&E|NC-m!;H9jOkeh-NKp^-*`c*J9aUy8hZdch}G9pN2 zzr~o4VzQ*J#TNWfR<@Ux_5?w~axw<*8w+bW97F+;KX<|6TnEC)2#gFlQk5DQA%;nQ z@lMk+Un*OL>3Jz_C4VX?`o>&1TXNfH^8Ch4gjC(RL|gerJdmz7)uETCUS7 z_{j_$x6qByUKLyMd)rH)45s83>CMfq`~9A~qCst=p|FQQl2M{h5URMbAR=uN4d!JP z&SJNJWX$y*uH(+cphr#78GdJ_-dpTG`}wcIe=7m2(U`sS6OH47A@1cMXAs1spqFKX z3;|d*JgjgZt@Z8?0<5Sa*|>e&sMVY27^yuZQnb{+*2`Eb|8%bg8h*hJ-5X$G34i-t z^~2_(OXs6A@j>(XVw}_XpR~FQpFVLj+eJ3^_66g&5ulGo3*j>7uCcBgKJ;qtdsm6H zu3KW~2Qi;io85~;NP1ErF{8#iVC8IC( z0>U`?)b!|123&$8|MeJQcF~I;T+9UU7j;IJ$XE-kY(d?AGUa$!-y)kqNB^=xrpHX^ zT|{)wJUqm&(Do?R=5HqxROnmfSFe=fbKXn!U=i#`hC;;#RVNu{e}#U@dj2Mko;+{n ztIchJ&G*y;*ZQF$U&;V#iGc#-MwsF~U);AEy8SfW5hgZ%!US~$GKM@hR*ODPc)~$} zw0pCgO_VkJcs=GW$23#0h2~vGkdG?My=>FMmzmAR%gCAR4>eiiR+rU|OwB(cY8&HC z;-dRGUbMq5C>um?j{^J97u-%qLe{jJ*`rW{-(YN-&@))%{*V;=v?lOT;3MJ_L=n02 z_ze?!>l{1?B;(`gnzAg{01=n6%c)EM&i%ljSn!FRxOvUsWc*{jDlPuXAkFtKzBHxX z4h%~k>Nn=b&1FV^n_RHM)IOuBuaS{Xa&;c4s_eR*fi2nS&`)_|%3IwZHe9JYP5a}^ z#`t%+vl0b=cWsZDwKD+J+qjj!k-~AhXb*m6F_Ipaqwe&xI&EU?KBjC2shb)uQ|Erf zI40AOcHMlZmTcj4TY@}lSJPxFOerI3RNQC0{_MU`_G0U0-AuMn$R80n zg3fpWc06Y=P-IVBU1_;N(~*?#93;EjW>{A7+M)BoGZKH_b=+xbWBiOML4 znU1(C1t#XwCxu_$o}$&tqN?-=4q8z6%?;HN(xhEA283H@IA8Cs6PiQ}SmZD)auXmQsmOQ6OQ^^pD$E+WU+!^H#`Trp zqp47wc9d95e`l5~#T2FbXk@ljf2Hl;fcdU&@d_K>jVh|slcHQ(^rAy>Vu?^czM*e4 zzio8SXbe;6+zqVTWHX}TT#uO^Z1u9FSo~DbC-fYq;7q7&j~7B-KxgnL4QlJ6kL4l z5Mp`Ekw-!WwNIIJ)1^&2viaUWAvY4|HT zPKE>c5X;JKFJ*q{8(q$St+i08Yv*oW&TpzxpDkKXH$1vtk0uMA_Kp|R_74cYWgPl% zT-bZ0RxV!ezA-Mmo*2^w-`0A4>F#znad41PmGo4j&(-5>FRLpzknFp0vaP-t#wP2 zH=+P(II>F46;B;Vp;Dy`PMtEYv{(IH>FK`xjOF7DhV1)ihpNS#=-EuCgF=8`PIuaH zY3U#Y+Y?iVY=OX}gODKm7&OFBhz7Y{8&U980`<~EBwXbm!})ZX!>ilU)pI{hwM}0S zAmGnAD5fVr0;TBOcb z9aBKNe%j0x$dBIwf#^)yZ4Y;h)!h_G9?l}hizKLqJK0LV+!sF!tmBKBxLU5VqbOLN zVOt3it+wpIDWXo*GS+l1{29c_8q%xZ>-q5@e;yEBY^q4CrepMM16~h&?JL!arjr!o zSiC?*4zaAT(&hAWjd1PlSmEusTPP)4DhTwl zRJGhEwh02&2>lIbZG@LWcQRFA(@;xPx8c%XN=DO{9nhPa z^n5*V6a3hFG59EF(-t#=5tdGHmrrsWY1H(7J$@7agC#S`?lyn7a-YMkZH*bxkM5DU zK?_7r9km%Dc87_|la*&m)IzyDXkro6-2}Fml&f~+EG9M$xu13Wh?f~7(S)Ol+4jMz z#1;kFoYG;DBg|!>EtW8A9pn&gB!4t0ug04;lntKRA?44=yV!e2jp0|0$>@e=sdtVH zX6%`aU-v61$ANRQ6$`%kMU5b4Bv~FOrFx!IC|xUmeE+O;{JClwev-x7D1FM(O$;ty zy)G(=n|O}aV3k>rje<$C^Dy*tNkm2EoN1o8{1pwHFbgW&^Q$(mjjQ)E!Q|L+hw3G( zN<^Aq;*!eR85$5 zcbQ$aqP3{wbdk|u@}PoS2w~16@N0|ZCzwAXOR#qD+<6@A@cNc|{&oo%jaPna8d$Pu z;`g)B#!eoP;^hC*k0q$n?T!jMI9O%7YeTc)?w34Uw^ia2@`v$CSZX98ah1l45`^&z=jugt{c`74Nk2tn;m=PymC%_ac zbXZ@gl;-xRsCnhdn)&g$ubk!JLW@S_=jOl(-1p-R65`+p=C&5_zid zROo@^i!5?49f}ncnE$;LQ+KdDq=f%~b#wa-hfe!{;n6ZD*C}%9Clqx=gd&dl_75ye zta(Ef`m?+Ait;z&$vDEbP{i|!OpX(NwQ3?VtVmtwusaWU2Sl~E%E93Jt-Lp#PNGf~ zN|}zwp(q(mlqbuj0Wfu>Rtgjd(jTHr7?YlatL{V0P2Tz@Nlvf%X$WT>gR+cEU2@Up zJ=LXM=zTv{t^XTtNaRoS9ASS5T!awsBsF%I^ZzTZ7oF$?h4*9{muxx+!mhO5qEIZ4K0N8_d3Tu9LCxki2w#I`$9 z0-xFcW?;7#HjT}0-@hq!GiWhW&TXjiTi>ty@wTak zlj_4{{Ey*gKf-awDS~o>cN)18qE)v`H5B=AS-HdNOVq;8|Cis(wp4aYYJ^^Uw>LCx zp82{f`_#3m62fE>jCq(2A3}fSF=TVP7%souT+C7ZaTeico@~E+a_ipdV2aAmpp}~R z)MF7>1Ne$mX6Mbhmj}hCi%h3A{g0zQgiNpkY73`MdSd$OMB|}sE2UgXV{`tdAMjPa z(dw*MUG6FQ`2yJ?@Ot_1QOiYM9xNWV!|hc?HK}~_^f9k}T75v=)tY`|PuT3SP+OB? zQ(4*s?D~Vj0Fla-d;;B`RC(Q=4=X4TY;&g&)*MC2`0h>@tI&VZ|4MVw?$S75X`||d zhc?QxUw#ZEkMqo$qq@swVB2qc;-Gw&>EijX65x(=Wmx<2q823pwz+7csb(cUUK3J1 zT0V-SiU(q5x{7t5OXt?w`J;QQfO+86XDi&z?xW zUcTIShTa?lbJjriMKpXA4ge{_6-~0fTxVl*KPEP_V8hpO(nC9M6pYS8h7DmqQA9TA zNQ@)(0vGf4co%A%&*w{#FHe5F__pHWv-76U3_|-H2u%O!NiC#mX3>6FSjX64*wEFo zkeQIhk(rphcOZCZ4(?w^b9! zb{PVI*{#zA_qk(SV;Qb@9bR^QS1EkHWYR&zoo3hT;3rtcWM!aVuz6MbWs(+=KYhzR z_ow#P_iyO=?O{Q$C)N1QYu|pg@u3##v8iq=x5en<|KAHVJTf8e`4H?SYBXS8x0Fp> zD~(#AGE&6oEOCsqlG^QbXLI95G_=Q$EbYY-fJ)&38YCMHR7Qod7;?be)b}!-r*Km` zf4*EcG*m2?C%;Z!2oWQTSkTG~fC+pDo!#}{D~|mA>h^+*6#Q{>SML3b77(NLop$C3 z(*S$x=S~m>UwqHL7QjgVIj~be2~Hn0(Do+puAJSSH8F`OJjkN^!a8B%g#AtZy~VP9 zP^z2%qA4YZK2V(Qi|p0=tJgv2^ImwLZ1)05BJSW0mzFbBz{(bjCfItbgRhDu08Vg_;)7-3*%BfwE zMB4`HQ55~|dyj;wmhZ9GiKaJ<#-37a(TjTJx& zmZ5(>PUHlt7BI|DS1W(GK=Ja1zJ|xa&tAxT!T7V@y$;^Ot|LIyC!A(3Ao$U4{jbo8 zi}~3Itk=Amh*#@>X94zB;KHzE-G>sHn2PNUkZ9WZZFdnEjEYqomNwad6Y5j}R06dcS6W<8yExzW$4j7RA zdc;F9Tt7Jy_{6s;?;F8~pq^@#Oc=F?I^vZaC0p|J`K|SeoALEmFnKFYpty9;!FUd< z?|sx&@?1)WPUwPCMRMINWtFuj=V{txu5g(llrol)WK%-3vH{M?kuu{f{S=C2vBKs{dRxoouLVk;*~Mh zbq0RDCN@!^-|ya0teS~g=6K2cT~H7{b@ckMuX`EY_Xw5|p?wJ?J$Ts;y_3_hrY-&b z2N=1|F}283G4|i+IYV`&PUDeX1^8_$5caR>aCH#6JMs`;vZB9sf(_PZ? zH8OUUZRdGv4flKM)icz>#*1Zgf3TXjiY`*jS7}j}C`>r%0MgTk8P^k_?ac+0$|yLi z8$P|Rg{y(rU%w-t3Ker{6B5D(L+YE#zAn-~E4JJ22G8}!$tgK@>>o_#zSz928*rVL zvAoyoq)9>6@_#K`I8&>R=-BKQXV~RNc0`RlRSYx1%k!7YnlVGxnA4I;uy%Ovj8SHQ z1PC%M3LadMw)K#+&ww)`K zEMk&zVI*pnh|n$ET>xR>FRn>@yB*B+>$ZJ+sF4v*b!U25q>r?;B*K+||IwiJBQpR3 zlq4Org}-e443t{!cCEz*^`AOD1)CQ>?#<|%&iK*|G@w|76Zo@8albgr8#s`6p8{=) z=Wzh7x$#ZDvTcL+_1UqFmy*_*EiW#1CQczF;h!L~VdrFyQh}BxuS{)4A>6@`bislgM6-WvS zX+sZZj&TQdX*I+fgp}%6KrpaXn-OCN5y|ntQ)BY87POya|8STwikieJ zRsZ?Rmj|^cZcwg0J5&k#bC>UWo=dKH0=#ZvrR&47!ixnATw?~(gU|HY~IyimY^+&k0gN;G}Y-z&f`Ilq`U-R$R$fA=R5A$V2Co^&PCSW>G zp=%{J@mI>1p)%vhaWomoi#onz-=eKw=<)uP@F_+ak3~1ENKmBeLv4BWq=6h4f5ZFC z)?WuOe$tc$)+lE^sAZ8tBVbV^{neNW`0)v)`*x$|SbiY}LC;E+1xx(mQ6VX`7Q#cPn|L*V@$!BE&`Y>O`xU=$Q1{95Xp}c$}`&Y$LHOG8Ra1-A?36BI(Sr(ILZy zsmR>Dk-*$BKcJldo)ih(5+J6M@O---#bI_8;ZGbuez#nb^pZ%H#ZdUVav2NH4m62C zhe$A(TmJ`Y@CrD^RpTGrxR&ooF6Ox;ptyut(S^21bs!J@9VU+)@Bf{pLw1%~G&&(| z?Hh!4#Iw)zSd)kxk3Jl{ba#qsWKE7%^{bEH+&T&`s)bOOL#s#}n}k zlQMYk+lNOLo%;6?S){>JtiEb@TZs}vHA@~Z3Ysn^L3*YO?};2x9(7?Oh&#{$D*U{t z{O_2^*f5giy53dcO!cV}|#| z32=yzs5q9!aO+FXID-zll*QuPEN3M)0I+~8a6hs=xsf)rbR}M~=cY(RpjF#i*&?2r zEP@*CC*{PTsjZrjj_Y$%7>}d)7>k!uZ?xbLI#(PXYjYKWT)`+;(&?y`iyYQP&0}A= z*)8{Pc-jB2HvkY#lvUR?g#~1(yA;os>=&gyoNo|WoAf%1p`zCwh2qC|Z8+YK;0!zc z^NdU0NnoSl1+%_IDcgdNEkq1dOof;CRjl8-;9hy?MOGM{FGcpavIziFW$5#7p!Ofc z^Ovt`jXDr64^MynTMfuN=-t&M{bDFW(meaol0owd2 z?otnw3?d*<#K^>jzl+M{Gvw&|qKdLULCMTlp-k$eu({d{jNs&rkG96qJ~8s!sf7xZ zY??wcrl={-v2}v{Ao2i7IrhyLgXU9S_cp|Q&%>B-pnfSf-!<_F_N{s7g97&2${PrK zdHd8mE3IN00(53~%EI0~Z&oe-9FT8ZqMb&*x%sQ)ecFq)5 zb&}oMAINgO0RkywPRU$3m-|Rv9|=nrYp9}OK5Gn`gF@aKA0GRC%{-2tc30*&pq>!! z(oI7ZNIm#v=^jG2A}@RvKB=HVzi)M)lknx+m1`IcF*7jJ)TJ{5rSOjP(s;^s-}W@W zPlTlJWJ3jZ*F9=Yt+9&(Yq|DJ^@My>H4PJdsF;Et&1Ok7RS3{c4!@Lec;-aTuH@Ee z-4Dj((^-k?$m--WD2Qf}%Tj4pZTUUq<KTAFP3H$_u{2L0>6r;*!vWA%F2;|XQITC)sCt%8o zbA}F@w}o9WFbe=nX`1;2aEA-XX>bM;M32-49n?8(VK-hhoc&$~oFLhlvT z!^g3blO?Et-{Oc7@gnovo~Tsf?5iUy6fQMPCjc>&LK#<#R!Q2!YCA&)O|&kA#?_}Y znmh&Lg{uH4Nw=x`$Aq7v-fryp%g16zcgu24!kS#M>ilO+PD;#3)jH4c!i3lD5tOdi zPJso-HXoq9eQ)!ftT}l&<&8VBcj-6Vx!!Vq0fF5ASoO04R8dljrkk;R_VCet=hM;T z6O5XuXN2yYJFQ)W)RCvjr9|J`;B9yH#!NpNd1~^X7Me??_#|xBJQfV(L8}6C>$Hf5 zjUx8L7*f5l{p-N_HT^jM&p9?2J{GN}Kf4w9VxcXB;+nGN9g(2GQCeScmxbyPje)N* zO5@%UHeh=k+pxG6epad!<6PPJ9a!!OXCyxJ2{&YmUl0tl@aAGZ-%!EF!vO;IIJ^#A zfo*ZQZVS6k&27W`_l>m`F{nu5vUypktNJr32?qrq7kobSZ&!eV;Eu{f9m{|`QI($< zniLbxUC%bfs7~z%Nv_Y1-prs&@5~XtFYjYN%E{fHsh$Q*?8a^`wc=*@QJF;R6HpCz zxLl_J!1=uXVbc2V#}XkRyjXK1M(ixc`QrWSG;7>s335Txpj^#`i?=a)BnW?0!^KZx zY#*iH-;3fTII5SS81LHWCOMaf{l8(#<_PtMJ&RAmy0aiW9Vy~nO9lr6NAv-^Z2uSPS zg?+PSD%pN2gap8ek@Ds9_8jC%JNE80>$&Z10+11ZyupA2A&3wN9Q?9nL;@UM=Xwhz zu2xro{}tiim2=lGn>+sk2e5V|t6Xo(Q&7uUpo>Mnk^Rddb=i3F>DPE@8OcG*8(Dh4 zjh2gkDe^Nkz!}GVe)CcFvh{EVFrbvN)bVmBk_e)`|1BI1(^v7hci01u_h8KngDzn~ zF~gjPrpi=I1esbZreY%}7{VWeTV~T8+YXeM-<#a9$j`+!|qC!^zdZ{HOI zpvm*p$=q5xU}LbN@Iq9-6sqa6mw%XT)Xb&gRB%j*$~YCBrYSFK*i6VoW^!IdFd?Fd z0DMM+ir$qO6DBkoL+>Y$@E2&%;S7DN6ZrTGdi-Wg*^kuMIx548{zixKpZiA3lh2(= z{?GQkK6-dYun`)=AW)vL@a$=`PNy;{=;v!1&Fp&#tkFrxy5S$~fBS4=O!(;kn_zA5 z8~FQ<#~Di9{NJjzOB`ihw8s5KHaWILLt{%~(zlF_ckBKuV1hmG3a%muj%;_{n(z9C zgl`aO)Z=I>-R5xl_rYI_&fcW7cVf6&B7l;mW7z$2ld@HM=iPvv(c~(>Ln)QRxI|V0f@m4fvbtkLizVO<#vS>KehM0s^zwIHKZWaksgmq+x@r zq5b;}%M5d0O`bl%_!yOIIP6^t=61fb&<+0WZ#&$(cjpJ3eH3wtaFhL*?SvYM{ z!a{E6O~Ch>lXK~n;K_pXOphw?9wR-Y+|e4Mou^a#%8|2`=mPT@3#Xv|@t-60a z1X_m;*1d9R#r2t8>?FGtx9y)@y~p;6&}daDpU-l6d}sX&AFFA=tpH32prW!06YF9x zScIcRKECt%k@QL2F0QN4P(TF#sWo8pOGJlk_w9A*=I5WUCSDoljf5c7n3ftN8eB+_ z`QIjn!o)4^`&lS8AbLG*hkmBM83nd4it+s8AHGS+V7wFwdJq1A*F^4+KEczQZ95cd z7baz~oGoSi-b6`lkU`)dKRVONK4`b(^cp+vHocK?&{KG3;wZVUpf4O z5@XcIR1)@QL%cm>#q1zp^>te|K#P!Qp-)2wxT*_hOSK>B`YIBxlBz)mH7fx}5AGSq zeRIm(moLGMC8p0F}Z_2>rC^<2nhis}-e6M=4L)s3>dnqQ<- zj5-4Qqh+huDpbg0Lp{93se7nPyGzE71yIIgKr=fDcjxbvyb6+-H9KOG;2=QAKp?>~ zK>dQiy%dYt*}8oB;O8;6*C>&kD?@LvOcpJ#DK*g!A=T+(e`wPM$VR`}3(yg|*s}@4 z(`Gn8Vg3ylt)ClqP_9b4pHv){w{Ss3DJ*bSfn<)CK6QPWQ4#`t=_A#xtJ3`O@Q&)?Nil+gNV$iKQHyxW?PN9E{zr5yR?jfYJ&eEHwDCnK zilaWZGp}PHgvRctU}lYIN>=PyCJWQ_*k{4B3pNj`SY3H_`b_T_qJB{hL$ASuw3*&N@w~dXEz_YCQ zoq3L<=R5J#mp_1Y*h`N8O&iBj2Ds_ifcoe|rJkEDN;#mA!pK()nK2_lF$CpfXgM9B z+!^1mPrq*vk1_7SLoXMKhwDmSdHj>Lm^<;FeHryKs222XJDph|sir5J!n3qId+JZ- z5BRUz14|~MGxWBGfmO?DO!x0#aNwPkaa=FxKWR1!9zi`f73|!a(4EJY__uo^=DIm8 z4tPfOP+<0vZ9BU{BDbUcMKwGM(9Z%*5-`Qz*$s0Dk0`O{#kHFgCSYZ5JUX}b@8=7crS`zfAW{4#gYxpZy3aaw zZn)o7rNBb$c0Y*+YPeU6yBI^7%E=ih5XiMy*CRzSQ;>2exV0H+EWGp!=k%R)!s;uS zpuo;!!o2Q9K~k2yfO7hoBL~<>Bgl1f124nUV)s0mE3nWx)dVrKsZuS+0@eM z8!TTb7uM?No+}v%o(cevladEQUK@@jenA~FjFOY>YQh|LK<*>O7|ZY4hPmlZsTT|Z zQVm{JSMk_YcL3a@>>Sjzf;x8Gdk$?GcEv;p(ALGvzIgELO5IO)TQe|?oRSzMp>H!VC}5TVX&O}cZ>&=T)7Q~niep}PqZdM+<%#=S zH<1+}(6*BxrMt0?rMF{3|4-MIvpiHNo)}7*cyV;Bn!DCjNQ4|F>wekj91DN|uxcXY z{-(?LZ7Abt`4f*h1N*J){OVVqENNVeDL#O!WF?C02?cKrCsIo#WJyW6^`Fy1A9+5k z@frbte9}zxd^Xv+_YFG(S-fnQr!(OqlU0yjptik0j2BS`J$BUx97P~$x9)R#LGhfS z(+&^~Sap@RLA4amF~pv=oNe9S=J}XXT;8rPKR(uLg%%DRf(4lTcW^_*Vm_fF$V8!| z))&XV+%|?XwKZRFUiB%ZysBtf^4l>wrzrBVP@k2-7IVnEzb|(9O~nG@t%oPrnw9Ky z{C}b>mFClzOkKC~OV<^iVIXPZ z^vpr~;gQy%P5+qL6* ztuSfVnp`RQ?I&v>_8Z%%<_j}W(ni3CzUdpJFI97$jx*Bu9ZlhJ>G5Tmv^EPF)S8Y$ z__S<5cd5!i$q<^(@&hUfd;rukr-PCtPQk5od7%AnAP&G#PaKUYD5>?qFl}#63WX z1BxS^TW|=ZkBW1aM$udrpFT*BGqiO&jktyw=(vF9pF+sV*c#LSQ^N*{OlF(E5Qr=l z(``y#$NJ+%-PfT=nPL79*BlL6+o_^d)!e~V5M*yrx7~^pw-V(p%5kFWU{Y;CsHvMe zr8n^>kUz`x1Cb*k$bT}n)Y=Gz%jp_7vA@=NkJCpaPqa$IGC#;zWz84k3!y7t);vBt z27&_N+DAbuNvRjG?yi;JMHsT%YN7h+=Airi`NZW;$nW{6M4861 zP$;{*yA2gct?Ac{X&gH|ktrJ0;V#WX`GFRgQ7>;oloSXu9wOgO9Z*Yin znG>Y*jg3zmQ`CwExPVIH;!*ZSTGAo!V!z(A65BcPCF`yup z9K~SCvp2E8JG+7rMGC=4lSUu7a%@Losa`eS0WeSs*azQ})^^@Pbu+z!P(#wi?Rb|! z2wu68IY|R@g_!*{FEt&<)4`2O*EXN$4#+H0>4a_4(I7mK(M8fCpb)s-Ud7ASlR_1V zBd&%*cduW1o&RoU^np~l;e9i%R-$N=){{v2v}{$g<~*bD^z?*2Ea9ygL<*=JuaE29 zcu~tMn-;T( zABctl@(mD)exonklSGUqcOZlWK}c+=-u)+dgtEr!pq#6rS=?f@`uCs4hNec{GXGKG zApjN>1PLKk^|e(~6jnpvr?&0IR!26h<0zd1a;g#?_Lo1B(Zm@7fEXBg3C`#7C+obp zN1#26dWyl}-IGJapr#dEfd7smi!dVAbm5|T?94YEli8Y8TaKl!w@vuq%FcF}=Lf~T z8=9J#K0puJ&PWBTBF`34bN&rI62k zb{>s7r;7QZMR+L#G-)ukewjEx29Q!yo89b>V|^|RmX3GnUy0HX+bpEWKl`$<5H zpaM9lT>9wxlmfJ3Q~Qh6MC_L}ozx==#n>3`a6Fl38R(NmaR5FE5*1jRNGjStK* z%uY;KU!d>$td4MW`hDQVPs>0@t9*2XG*hc*ET|7lqNp?B>%&9`r!1CAYZvwzU&6mY zI1=4>@Qr4%Vj6c3ttaW~9K@9KE7Ub*jYkkpFcYr~nCZ|Ot z!K!G?WB{;Ruk)=VG)~3tzd#M=Su}9+S<3oLz0QiR34~J-Dn(d7B9CP3?B&3ZW=qd<9r3^ z<1L9kJob7y%`RL_CtCo^Bjl;jw=7N63b_t@+`b*>Ib6D#oo|}R7wj)7R?ALRo^qPD zFRy+l*RmD;Y!=>@5z=&DXd^zeLkQ{FG@pz{o=q4i?k0C$|2c!68W>AA;ki`O@g@FV zMRi!>(B)sle}NI)>$i@S)q^pu3QUs(;_GYcj`Yg{(O9d~w1Jmm7F`v#Oi}c_V+F>4 z7Qp|=_w^i*D>vUn2&ALFZN!icec~kz=sqgWELO@DblR71UJ>xRKdr1}$X4WXzucs+ zZrP4x?!x7?PMb3KzF#uy)UTN`xBl2e1)lErK}WeP7;UKWbGHE%VI?L2fVds`7(k6ed&+yN!E-#-aP~7-^R!?>nTfcfm>w*4!R0E2GT)2~nW zKP5=XxF?B|75w1nm!JZwN%TnQ$;sAM8%?xGXi*4eLIeo+a{|bKadiSX_P|4$u_ai03e8nAh+!t?&w014au*VT00w;jw|3c zUl`dLKp03WZIw+VX2agTmJ=Uu)Vu-#`UUfu*KrpP^j}8@KQ;A1N6zIhSQJ6;M|(cz zg(YWRJr9p3O#`31&0i?4ZVW(XHxqbTUf8H!JVgYUxvcFUnD8KfqYy-3WP))-n!rxR zBfCQlS0H{&*a`IpAHZa1OirM@ppnL)8SdOKX zAIC$n`RY7cD}8Ti-%Vw_S%2izNG*-}&!VDrTI-vBza|Yv;tqv{yJ>mlG~A_MxAVo< zg6C#;dv?Hd^0ojg7kfk>WL(RuK@Wh+j(RC39g5A31B8V~TRt;_Bx_3e|4$3xy9d!I z%V|8qE?Gf9A)TWu6E6OFbdenp-&lm^k@m7;D#a~R%gx?eSGA6qSFkDpMG&AXDHys} z)C2H?hyLliPeqcKla6l;+1Q}Cbo7s*H7;j$nR}q2PT{%8qN`RsPhKBWLktxK23g}> z9V;35xdRNaP5V3rVwYB%XKJ;ZsSlZ0_ktDc{Nh++9Q7X)1P~}>3tA)&bC}JVn=m3) z#cJa1H8pEOX=+H*mq&<4f2N5A{~74!g5}Fq+*&#^Mp7#em^8 zvF70~>56)|n=J!_R|?pn<45qJcrm|lK`fh2EWHAujw|Us20R^;To*!D`+d20RNtPr z(fy4mB}CyC?E#MxpwvC$+WjX7w@iAY7O-t-b09Xrt?IN_fEYeV#IKq({qahSiyS}B zi5?jqi}?5!LU&Uh?blpSLJTsTjXPBltD}!f`B5S_rU8spEYLtY&YZ9H+39-s*cr|* zKYUy?t#bo``gi(|5^g1^03A;CIQ%Q{f|2m+n{%W~9H9ff$!9Fv(8POKGDOydKoAtF zXv~gQj1ev<&tGYnvhPNbJY@s~3N9Kzmf5_>;%(BjeD&+n*3+__C7{FqCnHuEnG*2$ zNTLsYu=oi67Z`bo)WXex0%LD)&&0&!vs)h!Ti-6Xz=$|ZW8>or^77uVSA&C578lKc z@M_59FniKZyM2#z+&IwuGcET=7ao{3K(rrDqM^tYd=IwsY4Zk*4{cNv#7s3U*CAf| z6^%R=FvgTFrUIP1Ey`*4k6dT`eZO_BWmRXEUhr7quWUnqtQo+Pw4Q{-(5cUpsXJPv zC|aQelk=oe(thG~q3-j1fRm~H|u2?#{ud*@}*3QsX4S^vOG*kfNt zScinM(W{wGJC9o%AJ3`lab`7*+?G`$8OU{Us1a$P=$l8aHK|XcJr0DU zkUhXu#EzQ>(?ouB(EL8PnfaJ`6QgdO>0no)X(l_SaUr^js`qRIye7Z*!5!sNAJZ?g zH#Xnb-E@i)Sy!Sl#+q`#EyGquL(Akj_B+eyjeSKo5(02<7%vzVIkO^JrFAYG&6G?o z82GKJqzVI_5)#kadTi>e2zy*jOc#q+jnwrg?{Ank6?%_r8B*stm8$>cWFHLCR}=E> zNK}Ll(BudgkUt$bL;k=EY0@@iF=XP35H~I=Zau}Mc4*ZZcCdfQn*sQN{6r|b;L2NQ zpnuy5kFep1#E_-L9jwdyZ*#TPs$j{qiJJ@r0zi(8l|%(sLt_&yxB z&_6fws3U;~Vh;I$Lc17Q>vabvBfz_{JpJvJa1a7yUlxe?Y1I`L%<^+)bmx;OnE?$0 z=WH57OwI-;e@$th5-b%PEwQ!*Z@MmEmUYfAwSni4CCB0St$3R2AH0dw_D_V&6UG>S zAW`$CoDVif23R;{1Em0?G${l9*U`4MJQgu_GYyZl?5=IP z(G98F5B-koGqa1flYNJA*pQt^pjH%nG2qqP1}@5S4OB!WCMIS>OZI%;7>8i6cJ7-KN9T@G0t_}s^YjT|0XMj7={vNR z&4;6j-{g7#iy}}d;CgUGK~-PW*kPeS(Bx#G9`m|Jx_w&}D;EfmJC3((EIF$7OIpw{pXApP?jIW-kItA3tB`UL`X zrSlckb9NV-c0U$d(bNvPg{m~9IT*H`@CTk(MHf=32-&cMF4F3J)PVmECSwO^Uo0At z(*h<(Mi78~uD(uRtq&%$`ON?R_pL(X?quN}!VAa;qkoIDr7U2s_ok(hiwoJ7MeUYc z2*)l?TX@sfjsV>zdc1H^*kO9pNMNil%lCg8#R87#l#X(O-~me29yY?WG8%@7!-ds* zorppZNTa<1EM|j32q@I{@H4?`My1jdvV*_B3?A}?uxsKbZWqu7mNM1+y&LIaK@!!{ zwg~`1aR;D%o~L$VxNU=gv9HAh!;6*~ouvr>^;%nFKCsc7HCDH+@tYgyZvOD8`#p<` zzzzaM>#!Ot*8sQ=L0aPcVa+LDK44+(z@A=sE`!P%+<`3IIJ0?o52QTawqV`2)#MsO zli>>BbwQ-U4Y9hx(oW&~X1HlDS{z{tfei=E0>={rB_cEd*zH-6zz$L5GK5fZ+n+>5 zD%O%8C!73$`huy3TVtuF8Q>(s-MTXj)Uh`0^S*?b|6U{p$_lL!47p##u^SdIo=ab% zb>627*jETS|Ap~VaLQjUC8ks}Q`3oDA-}aY7d%2bnou+Oj&hEH(K!pMfpxe2BzJtLKNuZ3~*3vMrU3U@h2AEAC@p)^JIWiLTJ z+cxq5Gh9<}$Y-FtIf`p4{bxDD5+Z`e4bl6{+OC2N15*6k8#a>WQX|ZAJ8{tcuZ!~4 z{tW0-^85?ozKn&8SfOOmJvj}=%lv@tzCD!B+kDm0u4?=UTi?1i#B|vjdGfqtW|l65c<5K(w0Ox$Mit)_R>wJqQ;1pSmqaqr!a07yJ(ci&5! zP`RUC;*~OA_&*OUvA<{D6YsRB-$;lIDf**Q_xJjLFkq`TUXkMX5#ys7 zYJ`b)ELdArufU+TaZ$PR@J#AtUT;B7mI?$~6!&Nv_Rmz9Z&@pWhbhc24AKdA!lmlNU$U`LQwg$yx5NEatd1cA(}+8Am` zg}vbO!v33hy6JU*6vc%L=@;!_^aLpWnD1ds6|4kvILJNEXI<~t41vR4-%u( zi-1z+(>NeOv~}A3_kc2+C@+z~t1b(A-ZdVmPQ%`qCc7FbYf44! zSgs^Q0twGc1A7I z5psnGd-1pif1W#m_d6rPqknk~fC}i#>yGQ#j@u&_$bf`blv0*7XR^0~yen`wu(08G ztL}5f4idhI5(j~BkbBwN2}oh^TSrOZvW&ElMRAdT#BIT6dPNE_abX~!3@Ikd=#)}T zVGL2`=e@B3XsTkS9@< z{gAIU0qL+u|=!3JF~TCS4lAYn2LzxVwtz|!Wc*L?u+HGhRn zj>X~20k!cO&)so|S|fVxW+#pr%Grk1z^WS%MDI_Hp`)mK#HS@w>wZwegD#)&Np#r0 zXXpAh7ys9xk(x}F#PM$N$AO>hYf<2yEWJEnXXCh7&ph_yu>ENeL3t?5vRMM*u)h;v z1Yj8nJy(9J9!Q|9o>qHY7z-prOPfTZ1@06e)z&*N1G-GxhAU2z?CB5pn>;QKbcsFe6HZy&Q%m4PhEODeY$)~Qj+sYRdWmxUsJRZ zIS`ktt8rH=T1L?CJ>inu`hS7-Q9%EVnue^H-cDmPrsU%C=oKkeDpkPKeY6ge;Y>thTeWb=<4mT1m*v^#r&>NwXp-=lIK$z^WB%iUckGRPF6J;)J02))^Gy#`k^u zw$tQ2aO#jMN3veph5c;j|3}kRM@88N`y~ZQ0VSk6mhSFuk(TaSx*O>fknV1f?k?#D zY3c6n`}*B`_s>0h&ceRWGc&)KnaeDbC$hhTNdRAlrlCv)iX$IkQE(YrYEM8{25Dk3 zAF%HqQfyzj@@S7-vF=XrTDWbjCOM}Oym{Tej6H#Fks;?Vn4k6bhDd+O!^1h;;3 zTq<8*t|dRir*MuQqr^i-&cBD)9f*#LDWZ`m400fi&Lc_vjV0R1$zis$Q&YE zeebUt@L*nb>Tc!XK>+~)Jvm*kYWQR6+*c=!>uR(~0C2=YMUNl+ zn8oIJIeo^_zsjEqURF9#fQ@&H(H89u8!kpso){pG*Ql9)L|t~_M;AGp`1JlO8jOwfD;Idj)59TuuQPX zt%(<QL*0td$H(4TC27r&p&Yz$a3gK;-Gmz- znZvmSKdaKx()ne5y{dwGoWSj#m&o_X4j7Y4i=Nx#0{Dq1}0o#bInKFm?X4W&!)nR@=L^s5WAQE7-(X^Ajc_v65=K1_y5_b3}V z&xgr47q5cLGnIhX{SNc{9?!KllFx3C#hM_K#cCt8v`BV1IJh9uAB~wE&cha*3-!%g zl?n;$-q~p_KmTItqQw@pwOs={A5P2=S;Q^zmOw&gGWF{TYsRpC8O{|?;J-BCJXd`O zz-CL9jXMk0T96+IAvZMs(0c;^8#e~I#_m^q5*DI!ZZd<9gOu;SF4^p`(!O!|o<})D*=51{HZMh~iu4E#HjA!%YRJ|!tb+j=1_3Q_o5X946k_B&g(?b&79 z)sQQl@1IyX2Y66@IIn|4{|Yy2+}y}a(N~{#57y`)Nv!igeT*1ojo02CGvt+{3yPD; zFY>txlp%Nb0ac8zS+(ujwj4WukU%+gqjF$TZSU{+5yM`{CG4T9P~tEH8dw-%T)#0; z{$z8C8D6Nl3ME#Hh2liOK4_#$XPGchOB^+Y_sCB0z6Kf`m7$qXhqvtJs_c!YT)f7q zmd&48AM8uFK${h$#iVFCuUSZ{Cn7J>8Q3mVEk)%!44W^;_W`xP_d=;DV?bkfOCSFMmnu---%M4m^VwbGHvwAb>)c_5 zM?6hcekk6LZ`pH4;j|;ITFdh`R&6&#Rc$x3S@peIIJDH%)X#A^^$AyEq}6sCJ&c{t z4ujDIV`F1OQ7)}7hhmQB5BZDMgcVja|2|zhSvt4g{&r52w5EM_9NDUaRhC2m+U3Cm&zsOOYl`v zf$h`0S?GlKop+^aI_~{0MoWKjFGEEZgC1bF64ETQJZ|FO-Hu*BAV&a-t*F%Pl*SSl zsr{)I!}hp_$ejg)JMd`T2^}OEYF^<_MvYO z77?_jto;f-x4YVediv98L?h1yt(jU@X9;gv8*esze{+Pq)nFG5QrH=+vEr{7{T^^X z)eVbiBz^||V8lU%<&I{@ty6rxNtIT8f{gm?>yP|eVe>tezuFsSK@H4>Z>K!q<_uqP zJ41>NM%CvYP7eNh2*rJlRlp7^8W2X4KKG-j@4r;>M}(HBFqp+-CX{vKC%*a-dMEFO z`>`|dE_H*;b=yOCxD}%`JB`G@^1{x{ z39t6;ycZ3i?KxNMdgCZ$(-q9lTxu8F+%62Gx1xDZxd4TfcHzsv5c4rE!Cy^DAA&cmWp~dGMpUs-=^MblhGBw_|q@ zm3qR*{K_?`zr9uSw{G7D*hZ8N+p)EU1$t{n)F3Vmu6L`aXcA2Nwnef(5R@$roIV$D z-q0%*X|UTgd`UzWam?|XI68y}`BG2ck>kYk68d;=c#gPmxSDM5{8YqOXMxBWh-)gV ziuZ3Lx|{Tmt#$*_yZ0i!B020su&wK(b{Gtm~h`&o0hBR@+8<-S!2 z2L|*63@8iT@FI|8Y}WQbH*ZEwA%zR_h^4JtIb=M0Feec&Y{v2h3k95{t@V|ql7)du)?rrA zwzYh{lJoV+*&)?7@D>xn1bcg~q3P}Fz_q>N)4xK(=OVIa9TYR@*bRqW*Vu^0{`X-o zD~rp1GsP_P0dR>N&n?FQHAsL6BeE#J!`}0|SEmEdtcq_P9eWJZYT11#ye zA0nKCf_)CXuR1-Cxbi{6XzK1QW9MQMTG;TLcKhOn)5j=+#iQt48d+1Gf%~JgMuw*I z?X?s5_QLiVx-imWwnz#Bc#X+3o^+M(6a-HzB)&rZ_Aj*US?(t@AFUeLo1y!S=$^P! z$O0oxYrBmPof;}vwwwNi#EU+9=kamiyFx{MdIo7S{J+=_HT#G#?QW6dk;e5w`y6MM z#boeE9t<~Nqw+`;Ol>C~YstpIid3LP z3DuU?In^r&PBKRAGzCm=jwd#paW1T1oF5?(HCwE&@smrheOaBI-$4vA`V`+m%xNTI zG8Nje2eCc>&e);X>?0}Ls*O$&oa0zq&RP`1e>a==-ci!!=1H?@w{nj{S^|%~UxmUJ@B!3N9+5lGhJ z58(uU0X>Xa%5EE;=iTp?mzV3cPTco0IK3aQ(;zJ+>!8%as@Bt%&$ewBFL&#m=RHVw zZ{hzyNv9T9bo2EyCIi3kkJ+8x0GcfsoM6;2l@#BR^L+2#ur9MbeO5)h-&Vh#*%5>l@yr*&+BW^> zaC%`j!R;W}iUE`c_`{Jsda>+Q^K!{d1`n4zDJdy6U^J|Akdmq@90-_@lS=yc*#5s%x7w;S|fV@8lRP+td@@XNlez%6pR%s7Hg_mua=gX z(T(y8SOb-4^g-VF4)*p|MAsL=2=Ky%ztnL>!+>H0XI;0@(g;9)TpwkGFO{`mqJxd9 z`?gEt)}pF9I@?-GX4H}=Nw$ zZ&DBwTSfvT)pekJ@JxrvkO@1>ab$Y%rSY%nXlfNKu83`n9 z8(o>)l3~KT(z*_ z)Ooi^D=GT)_VThMI%ZFgwLy|HJeAZzL=QFH>TilJj`>3FLPcVKu1H#K z1@EWx2q?i^3n8p-7JX!p1iRyq`=H>{-BDbK+slTBSqLNgl+_$?%|U+Bi?Gbx(?@7$ zbM!>>)@zIRNxmJxnm|kK6|L{O6*H4q^h003SoT~x6$Jc5j5>FJ_|;9dK3>tl1?f@d z5&tbKD_i$Csu&&JSnI_Ig9Xjb&K|$*{L3j=s8*Go$C0X^UDP<8EuDFye57jY+}L&@ zM>yJXj=d(|H8NsC$v2|3k5YMCqC9L&q;;h?Duc}eh)KeShCk<V5?%GjTORbs9YU>c0#zc9XWkrc_#GJf})s6Cw!&|dY0+)kdo)mSi z34I^(fZW8<3{7D~$8|#}lf3ii+B$8~(#FCZ+Pq`0T0Caedk0}|^&PfmqJJ*Q%@6bU zeo}_%2Jl0h+8jTz1@9B z=Q3YUxq1Udj1}hW2_4yOUBB^FfC4-M%AO(AawL5heWQK&>h>lJRKa84y~VexHDs;Q zdYjj_kUB2uI{~u#S_ny_ZIDx zz{iyts2(t%)yfylRaIxA|88CUVEpUqN&B9)NFn)g@Wx>@gqKsApV%IAkY=lHBlU8cA z5kerV{_3`5uOb<_mt8$F$$T>ol?(!nMJf>j-JyFw^MG~o)S%Elw<^K(ESnSWQ&Q#E zQ_1ybAEWx-14GsHd3}8icq5Fc@K_v0(WdJD1gqL;uB)EG%>);1g+%tbzi4JH{Qmz6 zUQf~13MN5%R-?b5C^f4p>LY82PIJjEBU*dId2AYLNeLlxjmtE7)g{0W9 zIFcn3cVd+g5OB41e>HMSDbH@(Q!F1Y8^wll1X-@x5i40V%4aAw>`9}8Cb5D(^aP?4 zn|F!u`RiN~kia6Kiy*g-6bdYQGT!(cAM0B@d-gYX`tEO4sloI@$&x9+;D?yQGf~FD zilm1c@(sM*ui{k*t6MaFRNK}85*rc&Uy6Y_h`QcPJ#m{m{j+F?AM+TrP{5jBYo3Z6 zx!Xn&GQxW!XyVXZtqK<0;3Maxz(NbDMHC+ZMR@uD;_l@s_E-m&osKA+UyMW6d9#42 z<^)~`8CCcS>X0yR>YKICa?$Nw8^xXn83je-0-KZ7H*>|!OpF-HLQd}!QE)Id;e~p? zy68(o`*o<;dQ`O7RyCPNc0NX%2|VpeDpb%=GtQ+wvPDt-{nN&dw?#IkVMR4Qp|F6m ziWiTLfB9hZfGa7FyGVbD-GyZ9UF{>Ol1lHWbdw27LR(Z!+)dTMo37_odohYxL^O&3 zBxY1-AcWhto-`maH0h70bALCTs?u&e&5dBVe0l-d%_>Wt{9iElf%?X6JDxoKOr`hG zR5G_?*Kob63jA=24DCCmj<<&e_(ptBJ-omL4WIaWC_8B8i@t&U|`z*M&%*UlTH#; zdZ`=N{vx3(Dj3+lEsG>qwR_#8_aDXaNp8hPG4$*PULjY)UgSJzB0uC8hIbS#aNQMb*lKm6lROX2kN z^s;TI_y0wN^O3*BGzqMk?cTlfEeS`ibuQPiBFeSONm=pCRs(+yFzF@qJ0Oq|>9E6>ZVW&<|CqZW240z;>zzzz9LwM+_l%fW#f%XfE=(Y5G)n`l zwp)P~w$FD~A&zN{t%IrT+YY$s`{oXbduF2eJTyr_z@{C#17Rl*zJOe`k zP>R3==iA^HTKfFzKYQJzzGp@eKD@4KolvZl>fc;m5p7@Zj!pz2dFEQs`7#svPsvCa zAT2C=YETW>Xl3Ja>53&}2z>x&Fwb7c#{D>arC$Q%NO)pAXCQy`VgARlo&S6pS4AJ2m84D(D9h z!f5i>ab#2bcOWZYC$C0`WIUY`Utt{HD43t0mu_;aznW{zPC2uwz5ClTG4AD*UEk^& zcO}~$ntD1MD1f^CaqY5E@Rf2L3AL!qRij|_*0+k0`=p5sk}BA^o<6nFfA`tS822;% z?yCyn_nf&SuKJeB=H9uj^*4@m0MCVB<;{$2`@aKR8zDqK_ce%YpFAJf}(nO@1Jd<0__0DqCBdtfl?oVoBGBdM+uU=tgdv6W%jhNt~s756s=3o>Bqtgrq8j@#qaz+XszE6mmas zqb@Iwb1NyjmbDPh6I39$wT z61&{oJBBd$pgwxRjtt6G$e13WDawX?2C=oo&RoU=kpMJ3y`g|W3i|b}l+vq#3<^ zN9ODCH^GK|eCbmoH-ANT+fNny(87MP9!!KMe*U>Cp9TY~)p+0b-N_WrMeX#HRp2X% z{$y_68>`5fc{ct-b3O)<(Y0_Q``zz|fab-)Id#3&g-O6IHat8mN#tGE(BLwiFP-N= z4~PvwCE>GjcdxCiY6eoBd z566l!M>CQcW?Rp7?Cf)w#h`ozc=YgKACGxfiW&-LZYvc&l!EM z>;Dz6&jDn2Y2u28ArX1z@WeEh%u>sh_#sFvAcku50(K%IH{0;QscbPW6TSvngp_1B z#|}J>1OpI*anv_;u2D3@9os8gUz&sTsR1c=pX5{2I}z5p-UC38W)tr|6@aD@MgUEQ zB-j55o*-N}Vk7T1(&NNsvl7LqUKfQWBv+2-cYEK66Ln7580??6J5fPPu(HMla5px# z*_!j_gbWL!X0zBov5weiF=G1pS5L+&HiVcyg$2TNXO33}6R=k%Hk2AJ>s9i z5<8gpZM%F;I@03Xm_}4xyoGKb`du;y9$dLM)-bO zf>kkDpE|WJ;4Fe%+U6#zpn1O8(e!IV0ULz@izSp$;ujlSYFUSZRa1_`IJjF8(%4OZ z=q!L`WVtK(y3y6mB=<6$G?;$=B*Y{WK!~*?R3X8J1Pc7!btNX}M@=kL9=yx1D?#;( z$J?PJ5}mYv%aA-26OmqYjMr)xrcsAyHb{%tQ%rh#-3drZ8Dz<2ikhLP%74-Kg~?+h>~tC|Z-TSzs?MkBxE z(llI#k7)qG((+^;-Z9uY+vA;I<|#y9L#6;Km2wKSfr%p@4k9-(j8~kx8EdX>`( z=M}FWTS)H$4m1l(wq#Y>CWU(wA-A@kXV-M6dJUJ7DKP=$&)1l7Vz9++)OQi$zO6g2 zNowVbgi(R{QV1X@5g{g!IZi&OL{gazAfF)D;ivF0H7_s;Wbkrnkqg2 zkw;9GHw|%=G%Bnkq1t)`0+5i|sNnPJ6L10^nNy*C0GW}o++1rm zq5Dg}yUBh_;(``9I>6z93;dDvR(rkk2ClF;HRKxCXR*gis9@@(A`uH937MJud(5-3 zALiS7v*}M)>={%$1_we=2Kg~dFIA$E6`%uC?7(4~?)|_8b39oj>hy}?M27~IElQ#7 zme#+?WqlR!{^H&lHHGtbFObv-d`2m2|kR^w=`rAnvMSgB1W*mFYr~h+axx^ zJLrTUO|x_+dgqGe7}TnF#04&Q(n=20-7v28uI?bA3WA)Jlqo|7Fr$sFb#yRUPNiEd zy82NamPj16gs6cu7Vz{{Vt6;#(tOe$!K1T?CV1@F5J%ZKwx3U0j3T5TkR;0~8cJ)t z!gHfD)aolbR`*V;O;OAu5I`ipOdn#@6QU+2aO;tOPVGc2ob9>4+A6j`bz@t-Fh^b;P9DCa-h14r3ICj)p3!uf&?5`%%d3`RA}7aS89){-W5bh` z2<}~c?C1Q9CJE(x{lN%bgv6GZj?uNRgjC>@qL|U`kV(ifr@XMRK^86n6w&*j*ZV=i zj)&beoVV*cE(@`@6~~EHfL6R)b>cP073ky&O>Vt45rwKvCczaO#N@kZn`;oyw=B)?d1k|2pU2CDvEWU}1 zAYj~iULVEf(qZAFjpl#aCgbE?b8U3p{Sz|LLbYmh0vxbT?yWz@{oVCR>8~d(C+y=4 z8Qn~y$KROA*lutuOCJ4U-z5Xhg-*8$SJT?f#MG5{!kP&7ciS1JwrsRkW!ho~iX*qfN^gJOO zJm<6$yJhuSJ36y7jMEX1PqKOf}fzCGKI;h``7uRAs4(x%au-7eNj+UxsA}bW*i+ z=HxSwM<_fqVL-&Nu*7(1_o86Yur^{NT%1HeH&s9jBzHtYH}o?VswljMUp$jXFkDSM z5jWWZO>QBfwkf&WpGKgqHsv+!EITiMPS5BN5-U^Q0jvl_%)7}YMzf_a!+uRSkE~gq zW{9!m#5j|`m(mcRrE=8-f7kh>E`oqMuXg44UXDeu!Qya0Bxhz*{W4}~KPIl4N(sMb zR)i1sH@C~0gtP_g5_OAN(W(MWS4s6hM58nl?f25WZWUj1ITQ_5iB?PAx!+&HiWF?yLm|D&$iMH@V zfs`yfT0uWD71R}rA{0ZhMye^1`W-?=#1c(}f8-kA#@p1>>-ly%ufLb@(S@{ajsmt3~QNx(T!!pQ`xGNg5#hJu#GBQ$&bv`ka3i~TV5 zx6|3{I`3oS6fKLg9za^ZNLdhYu5-dpOad}X{3Khvp4!*W)$04JIqYQO7h-^*vNxVpllpGkeB~tYSi4iZRx=+EDBFOKjTrZV>BH; ze_DGEK!Yg!#Y9vtRHYq{Qz)AoBGo08#vsBL^}&@Ds{Pp=$tGPg^EQA!Hfe!dGm#N` zrE_w^WPQ>F74w{-;a6z%nch5scpvgMjnj@i>vspgz)#uccma znMq>RO-!x12KiV%oPyuueAkEk3HFWE9q_LK3eUC201&>^qga2N@d9MMI)4`x(`%S6io#1S5 zs-q%*X-h|aefx~AGRJe?;oUvP#eE=iyv&Ix0~Zwr>2YN?6i89sRZ$X~ap+rW!qjyN zvA(~WmBx4G-Maz9DPBU4mjd5aF8AZtmal}yK&kQOadmd;EAe;rs>o zJ7qn&(33eD_NzTV9V?ptEAmN3sQLa>bv)97G%DtSnNIR4ECpu_fl3g_DS_*X{Y5{v zVj9N@aJzZ#R`j0M0sI#PBkAq9!0swgYhXn{f_`QcTkjITHH9sZ?mAyR@%rLn8am$l za&IrWrM?c)>Z~6>L6oYouE!Znz$Wy)4pcFf=N4k0?j-NfZtOil!5gK_P!@caN(2UB zY4U#N6}Wd8%c@+v6GZRK;63U#Ti^QbGj9ppdr?a_FuBlQnpA~}1}Hx;r50~bEn{2! z9-NgR}cgyfyu*1DM+$Ll80YNf$`p}W0{&J zsq*_w1k~iF`wYHrgx3!I+!cHn9$d}z%j@_+oT4ZU%ASUNj@NcLp(uL$Ml%MKWXtu- zoM+aD7w}NTy_Ttb4fjoX18?B<#Ad27H{T)JkSj@b?bZrn*J3mFPhm}3%K$L?C&(C# zC#I()h{dXu7{-RS=0#weI0r`=#(#PQ;)7-!A_)kX=tD~{J2N+4xlH8ol9zN!I7@w@ zw7adTVxHOoY!Tw*)q3IQhmX*#n44rHlQsn7N5l4f3`%KEFv@DWEA3hNfR76leW)rD z!d;x~>`+~Rg=9ss{f=dvOEA;N^&|#0WCjkzHbN>CSL-=fxCDGi`~I}1 z_04YM)fM~6q}K99A!H^&FLAoaxB>7R@~Bs=Hw!|)GA?8`p0}Hf=?Ktl!(><#8;B*^ zPlo*Z8Jjl9BnQU7b@8MD$<2hSFw>&Q&IpAPhdPkn8p$uGsK34}$trkXSHeBv|51{P zdtRVgKfMlCr9?WO--GqjPcMfS3XKbbWdcthK!FgT0$s-BkSBSudJPj&#d<$|e>8h= z@VOjrm%Grc>DuxOVbOF=IY9vp_K*|8Nw>YUAiX278=WoPga(8+iv1gunLAX_z1zy( ztsJh38zA>b_n=%G0O;VY!)~v~HOafpT8C`_Mn9ysei{N3F_3JV;kr9IGA=0mq|$Rs znC^6(--2CZ@&8@`P1XVLmzPAqH_cJs^4uLdluh@0h|5%KF5QUg$XW2aTBO*6Z|BWJ zh+gGK3YrIAdTD?a+@{M)cU@9m&~X?LMvW{ikvwaeK0$o_)vk;srfmQbeB%}g?Hv4H zYRP@(xfyfdPYCyN^0XHy6jszC1$Xr%!%JivtVX+dAcRGsymZn60tta&Kn8QLBPTkU z;zT}|p8a@oyh( zt_3_Wt#(T3&+;k(O7LL9?waR}?F5&>5>#hdZ{i5VeY1DxXoM=-tm&s##GLK2W}=nO z)kYo-M-tvo`Q^{M-@I&z6F~~1xbm|glrT8LcV1GT>fm3JX)rO`emTBS;!=n2e6_%h zEbR?3%8_alH`8o^}$Crs7lfgb{TF z7d|;OS{#>!+{JEHChj5MQRD2Y+j^%}`szbLzsJm96Gp^L+X@?MV9Bt1_hM4I=X3G8 zEQWF%$CV7JlDg+BbV|lVmW1*%RY{0t6E%tyjn$a$wO;>c(QlntbvYo)+DGjF z6+&f+vN_u|?S~kOq0lFUjvfmvFnY*G1btndKVealDwsDmRfZ{F08Es%L26}N{HOmM z=s+6tWi6#^A5nYR|F6Mgjfv`=9)HYFNdem9&?O<}yyKN10W_)5iKR+;rG_*9VU%VM%^>sxjieu(M{IG5N;mV-i zYjI&mcWO#XrcvG#0tOHRS_fC>R5O$82M}i%1ooO>TqVK1$V<;>b|hF~!1+QNSpaO> z^4#J<-kw|4v zpWnWfX{9GyW&z-O4Y@(zl^nhbo3lvD){H6uaDZ0xI#?2tSb%i`B;T2`3D=#5$)Djy zCSmeoBGCi4cLLfsfIj`t67sK$V!*c(H8`)m^sl%%bvr8mm5O$o>i-T4Kti9 zkO@j`221{C9%gH;7#$igP58w{guYPlL5bK+XAmAp9%lOp(TtD8rwV2`PVwtit%{Hn z2TYn#O_!=333z*X1$p;fJ-eKOfl3w_2lb*cvw3o1e#4U>6Gcr9OeMk^sQIRv?!D6% zU)8*i)vx1#12lkKT(U2td~)=WzQ{J&MefD=nOMipL9bW)qWAWC_PtTZo8i{k!9M_OLwSR-tdqN?_((QVv6U*z&)T;R8`u(7+8H56ROxVmhQPEKIFHM z9A;sI*2mG>{CZ(`K7}pFx7BCC$M}5UA2fGU5uFHWUo@usZKjGp@MnZd#NQ7f7_Cm5 z_K&w9x^^7w8c(ACw21FR)NLMWYHB`!iLr6TVdVZ|%M1{`_i?1-bUjb%dwQlgJ5>ST z;{aIE!X=Q4+b<=QztvhNta;sCbA*=)SYMbH`u(`vg%L z@G*T&4`gLFO=+4>gOkurE#9L8dE2AoNOzv@;FLX+Wx~f4 z3sbfScHIH|0ZDivB6(Wh$>S##FdYmi5gjD$k#oY}eqw5bx0{_@c_wULIyn4zJ zx8u5M0IdDogw{UOmlRFQtJe9sGaZl~rg}S-YQ|k&Vsog`VTsgR-7M}R1 z-Gx*`Jq;eQ_zGV;Wh^~HU&ATp%Ano+P;;eNPCd?lpHr&3a!fWjCg89>h5(pL(N=vP z#C_fBDyXQ#F-Su712i}uvVRzR0uczX*}i%x0RwIcqWkn7CZ>TBhC#blr)(i9@^jvo zvkinFu|`M_FgN4#t^yBTF7E zl4ya_mSw#Ox8-4C)lxaay)d_n)*SY_we{V7hm=-I!W0ss)%s}5<cdZJ9AkQiK=Pg>wUAtSl4-wqC?OAHK^-6F=@0yL_f|x`Tav{@e3$-4-PPKgFX_*e{sWi9KfJ)kbtv#`Io4N7+7A*3dJgtX7-8Ea@@NC0o29m{f^HivT$6;dv4<7)Ks z`{lJ!!FcMkEw78dg&_=%poT{$t-(U;@A%ekGq<8$mF{|}a`)yjX72mv3ld18ws~d| zWB=kZK+5WdHZNgULkJ6#*wl%9Z%AmEfqu|N2O2W+0y85!z!d9k+D&dH9NjfzQ!Y zSix5|;APNo`t9J*(N@zgI1l{qp8c+fRYrh)9_Y*lBPv^*%DU z7}4nXb6JKM7VcQ(uEQ^|mLDKxnPVsMDkxV)Y6bZlGzLU|6NLrp`P`MwS7xH=wH=v7UYX^$Qu&z= z@0}uEyJ2D|oBg4#R16>&sne1#o70dY_saaiNIdjs=l0F(A{ts!p;D=gD=dagqTox( zhg<}7wm|uS(JQe5tq2;zunQJrW7EiF&w{xl6w3JJ&)?c}9{Y?a2}8Akq@pAh)Q)*> zmToTrfk0GLFbD0)V$^`Qxz2wsIieHC)g3E9fn@+M`2Lg4`b}z*hmm|7AMMUXC(G_= z`Zt|*01bb1j&2!k!iN9n`Z-^Woaa|uVpzGVANuA@ctQFHfh!vvVIr&fo z_VM#`b*IfBGxB@QP)oS|zFePJ;Jdh_Vh*$WL|1es=q)kzbICA)t);2R^T0Lj)ZJ+c zrtt-68o~&WV!CK)asN=pYCVgti-uM7rNHb0f-Tjfs0$N9r4@D9Q)|l6(BhG6FlqTA zAZNM;Au%Xhag6z3Q8S7cA3?}UZiuhPxSk6yt#iE?!3_w@S@G@K;u8}Soqq$6ux=^= z&*6UdLg@?`zN-d|aymJMmJ$Qi)paU{Ye5M@$9PfSeHY@FjLwxOMUGy^ITim zc^x_216G&S21b@=jDM;sTi$bM)#Al-`Pw+o`O~-vu!>&J-03;~;LVaR2Ita*heG3K zhrAQtbq7&bFH7L3@YI?{?q~!fwBdy5%bla=6i>6zB$63Izia0@9`yEFt(L>sP%1Bj zxvECayZ!FFo|3>^v(>c$Oyq9lznA&?Q!~%xzk01~?jXe;QSfbdPlvzbJMIQaz?`8} z-$N6zy(!Sc#E;m|R6Z2>f#BGP!Y-M`cMZR6Q7AAF{Thw^v+S?*^V?!`W4T&$CoS+u zs6o^0m(4jIdQhFKy9Bf8zXaB9QYFio<#AX7^8vWA0X+haK;{PcZy2&@@<6GnU%|pa z!`in_9mz<>in`^VSAAObNO95{usor9u2VH0eBfjP_PG1efgpX;-@wZ@r?lw$$(phX zewFXxwWE9KTsL8!RgZgm41)J_`4a67fJ+S~#m&YDD?m(?R-ALt z!o(wCelchv7y&<}LIbGJss|K8|K5=TW?7Ud#4uQsD&FZeyaVe9r@DR~?LI%nsO_*F zcPjyp>)&LkAD>!ahI{UkTD^t)9B8)?Ts}r>iCQ@$Dz}|gH=-$6hhW{dfg_o7i`Vd? z46j+XFi2tMO?1x;Oj@}CaHX-ri6`T z7H6g5fGxnq1NBTPmlY}lckj=;pQr+Ihd{q)FQZ~~Z!?*k(3MG+Ov`=DYfZ#9oThW+?zxQWS zyZ~)x5COxP4O)lR!peu}D*z+|K2R7UQ9S-#E?gBhd1kDhizXaI4C(2kx}Y6kd_r+S zga2<*sn(AI(6D|qbK9kx#_Jt=FhpL}lnfs@>h->tcVnGJd$(5lj)dvKG(@to50Y!B z(mD&oQCH(t=oY;KbglHD0uRCl0oS4=6Lh|)5e zS#!qW7%nt70B~>PK4J^`k}E@lC@y6FWqt7v=fLldp9R*wJN_&S&{Dkz(4g=_=7C>1 zrZ0&t*z2#C!|sj@yl=4m4{eO%51I?#oPewW4)a{Kw1UqgTw$UA@LneNhjQ=hQx+%k z%0I38E+3ay@42|PnW8hl>8?UO(ViG9s&6xZSh_}T1}kh3Bj@jI&9{OSrNd<87R+eE zjM6DU_gH(fo(ryU4rnT)`ZUM_^!Mwz&5!2A;Plbn3=%}ebleMjJDOek9|jfD2>;yV zXRt}M(WeZGtR^?$ChX54j-ycM*Krxav@q?}q>}Fh=&Gp4SatSy1=R&dcdi1h5bZp` zLSbs+#_uCx`{RKtRt*3014yV2S&SHmB!2_PyO6!;SJ&t8hI%IqFq9~nS`^NEYWQDr zVzEj2oC5cc@jFKyZ~N85n{D0^hfKL8^+=#UB-S6Ey6tF%zPiS|ssEuTWn8A!hsBB` zcfZE~RyZ&x&e0|a7dd;X$O!W|p~F5@Ckfm`R$XkF`l_w%g>UJR#ybqx!tQmNbLg_! znJ&zce<9!iYa7zn%zv4hS={h|fWDRvNTYO>tUfplBff{!3ycrtrx&K0|4#*o_{ZF$ zk|2=8w4HbV*CNv*Z;{v&&Qc*9f-a7*kyj1L5}cgA1s zyyc{-HH@@P-y&54zG2);&`XB*>bLv=7HdD0fM^)g1ZKHf@pNc^{tUwtFWh{+xG2xOTabWfU*|WW^ zi~*{z?$oE>-b_r4DuU`)eu%(9%aMl9!@Pd=Uu-Zp#hARFLub{Z^-2}iO-ik&+*}ytQ?#JPj{>^98+K91c0Xu3EpL^JYEj{$+)FoJvIeL5ApWm4F4>9*0LD0UPeSs|+2rG-RkK>kj!mR32VpsF^c<(cl1qw-XP{IjX|1V1 zZCS0An)c~FBq45>Ddzs&=`SONPnOH174%cNZhu;cz3tkAPDM=B?Np^ShfnHG`I`!U z8a~CrjwDcz-BNr6>P%N+JPy`Z*oEJ^YALn!+1Wb9f54HOHl)Si)_+`DZ^%c)t@gZc zO?TIKU;KpP%Dugnde-u~k*c4~%AF%^83ALg-Cu)4r>;)cKTMH1cll3D(?LgIGit)v z>#}OBs`Kf)XVfAW&7x7EcD^(Xs5GXo)RG%Lh|~s5S<;9X2V?)polWXD=bzNBF^|xw zxC1@D72X1o!uCAq`_DN~CNRDqNJ8(#NZ zM=~a+pxl|A?aCCRx&HdQ`}BG2bE2R2+C%x-)XDXC+fNpLR;)l8qj~up`2(~p71?%+ zw(68lj>-?}2uBpN77vx{#~`W???myX6oo z78Z~l!Juq!4pIsEG1nzXi*Rg;MSrjxX7F}~w>gBZ)2N@R5Q-hQ{C2_r$#og7blF>j2O~1t1UCTl%rY({iNWwq8m4fcgsC&M8bGfIN zBAuU}ZS5Mc8FRV}V(FLZ3(QNBj}@{U-@Z`i-(zz}W0rrrTv-x!u)o8UooyxyLAuJ? zd%iedt9oT0Gw)spADt7!)2^peJ>tI8fkY*t4>6KT0vG+@_LH+it-9x?<>`5+CliOI zX4lj>0xJ%5-Mq27iiw@yEwvM8=nHDNsW0XP2JG9*R*7#e+Q#w*{+BfyRGoN#NKW`s0bR|ob$v=K#AR=1 zMQ?J^&4B{<>=2EZ%k`IHYuDzdHpQyWqwh+)%*{N+W`z(G8k1@-rJp}lS%65>l@WdAeuxYD0YAd#Z6k9=hSm6RcPP(r# zN;>F-jahfR&Z;tg=>F;cUQUyf#A%T!K{1e*Mv6qTp|P_7ZVVRVjCy%%wvYmhqk< zqzLJX`Z8Bt^}k}=dOyybPPgSYKHopbiz#+nJq~TU!EG_X{z44F<`9XL6r0&r`e<#C z`*35VO1s^97u}$k!q`n*=h?`p?S}VyHJN&p$#*p-3p4kH%a(BnHzjp}lSAn37BB2L z=DW`uCFRE`A+G~2V0n3UVSX1I#$H}MVl8$vz5eLmyV z2PX5(Is4i*00TIO%kL=m+IoCs?$UOI){(%-HwZZi&`N=5df0k-$$|*>KqZ$EG21b z;`m(NBzQ!QFw;+tT%pilW|PEG(911x3g7MG-K~4rho+uyU4GS8wnLNJ)X)hv8kJIS z=H!wY`8mHnf*?6)D30lC5S{;RfSAZT>Yn!N;wx;D0Ufrl9|T z7{p2&w&E3DT?P5ZvmZtE=J62Bp3{1;ZJ>9#O>mHs;P=Ueq^XJ|#*Xk)T-(}{QvVd~5BTkBibxk1Q;Hl&$W zMO)*%yfQS$|0!yBQbfje$M9pb6@Cg6-N&-E>HFN~?qw%vedR{8a>9(&j(q9grZ|yT z>+p(1H#+s7{p<#Rw`pvK&rm)=?!;BDA1Dh7E`p}p?Fad@5;pO!JrSYC4HvDI!e@)C zL_D1~3^nx4GZ#!7X{hP(V@pigjK}Gs?9!s+N@~ckP$u+i{Gs5uuK$g=9-NmN(YOC10{;Uit-De5|E9+jU&)@ zSpj*q!%~0LTJb}rRAC&Mk?0X)mmOOhnkmODdTs-xFyn~j2X28{uUqz3o$4fgze%UY zn3I^w6UxEpaVITjA`Q{9;scq1 z#i)vE$i75n_xDwI2{YI23WgdX*=fY? z(G}Iv6&WMSj{KZ4bJz9WRrVg+#uOc9-CLi*3^!6_+1|CYDefVNme*)(rch2!1FV1^7W=?a2}nk0JSST<@eyV zH0|u$)!o}KRK1rS16xo^2K?F~p{?eF=Ef!AGmQ90qP6&e5omsr{F3*NEd>$+x!Y_Co{>|K#^ zG(TXB5jbDLKP?1eu(b)$PY_1ZRCS*XaFcW!(ZZ*Ld1LP|(mi-%AVcTl11KkXb9ftM z^PJ5t@V7Pb!rn0DHkpX|xb1d7NXK7l!LboF-_{3DKK{vE?O57;QVHYM+FZ4BTE3Kx z(vGEUJCy^$B2(YFw~-3YW2}g+(>|k3*Ryv z0(sQBdF@?z$Rrp~^1uL=KZ<|r)BWURgpG!RqCM|?4?`0*kba~nZj3s?G-u&E#4_%R zmz!kN(~YJum*aVLh2C{vn_onkoPa5cTW@qcTzB>AvFz#3=hL3`FIlRJ>2005Oe-?9 zt#%@i2MR;f>OqmdD9Jhl|1ub|%_mR#ymx!@Z8lrpo$PW~YE!xZT3Vqf0o)wQLhFc2 zXmRB5-OzF8XB!uIK8Ysa1RIsJJ*~ZZN%CX_>@?mS**IT*BR8}>1dt<_!%?u2UY}3 zC73k_U?Ba-cMRBIqDNtXt9!PF{)-Pd1~JD(`;-&%pL+cx)}y5*<}9s#-T2HxRBm%|`?a?uf?8Zg88#Rbz+ys8 zy7pw=&!YqoYf8^2iC}ta7-0$IB2PcV2#AW%7m1`tGo@J5*uDrG+@I+v{pNAf9eDFdN!`p<{jrB4fvpxV zy^P)gMHrp*7a*TjXOIz3`BCi1=zQ>DDCPahqm`CIWtYUqMbDR7R!TWELC206o^gvY zv8hRq{nqpZx_4vbA%R8#DiCbFIqB)@{$GO~(BpO^x5g<0L7$a(+=aCrXAY!p1#zZo zl{Q>g!0+tCV%U`?w=I&3*N0Fu9t}-Sy(PdfH=Y_V%dNl2f}~z5$=s*gg}4YOEjkS0 z8#LhJ7Un;rU17eZzstTEmu!>yoKI)0HOW(>XK#QX+ZU8qdU>tAspmCFvJwMUryEil zJr*N%I)6rLp#o-yj4UnHw5#Z+?poMXptb!_IkvW?`R;_vk8tO917hRftr3_*S1HeCYb40xvGP~BXpN=ytr+!I4n1lx45kV@~r9h zbcUH0Evn$@C%sl+LJtcrKoqs+sStk$0E}TQ?}(7opt1vsRSK{bVz{~SzpY2le3D6^ zV_*rFNG&KuAWt#kP#9xjP*?(b%qQmSyhr<$0Ssgbf$v~nz$J8ZNDHq3`Ml=kfAd+nF;~N`)Xo-N;vdl%&h8Eo zkJEe&EX|wW$=n*L_s35*;aeW5+3e|a7UUtNBR_HCsvIs!JSXj{g&vy|<6dv*OOlVc zx*mF;Q>unrUhb}%n&Exd#bvRyPuBtE7${RGUKjP;ddGp*5|Xc~+Rx=mcim)>qu`Cs z<=zYNkPVs`(TH|5$~np*oa{WGl0s=&0-rML!4hOug3soJT-pJfjPr;^Dv`xl;+m@2 znbED^qn*ZV;{L*7>@2uWtdU@tfY!>;+r@IQP)?`EUnLtI{^x`Wd>B7*nT@kM(yJkp zlHJ{7)=f$~J#cvf&6e)FL4YjsvWD=r_}=e;59s-z`OFFzjGvrRW&MALH+CJgkX*`o z&;{oXN^s)L@}J6B9n84?Zvu-ECLi5>EW3GUtuQ&aOd~1AV0oM1bJ8(U2I!`98l?j6 zg!DY-f~$%B@1c}7eOH*RbDljW{}pppkC;y|lZbTQ8P~2|Mk0X^vDagxQcl<2<#=58 zP`uk<$^esCjjLV>fPqdQ0aGJjtZnK>man<10?3-B(-f-B{X7l$L)AmbsYiN@6JhCM zs+~hczwYEzWA{i-tqLjvYS{Eo=Nd`7afIp`OLbHPC~IN$n&+-Ai%C1gEmOm9@^1+Y z6h*PUINS3mnn46RhXswB>#F9GTorZVOyZab=%~9SN0HHXa>c!5N=xQ*Kbe zpjxWFb1x$NG5@z7V&UBG>)WA?$T2<(R|FmS09M=zjSb`EUxAKnP9txEoCVjth@3lO z!qCANzcUTy8$F^JMm-b1@IfFobpp#P#8IK@+C?I~DeP;NIR!pBc)$GK9*b}HHlBS_ zJNRFpc79#G-TthggQ*YS3D|*x!YHt^)^XoXc=JAt$9rvmo-28*9NfH`Z$I;I6PXWm z-QH*HPIe-e95$7t!H$s#Ps3^FSCBB%fum-LE>+(AqoDpkviE+E#C@Q32ukE@&sli+ z#ti6eK>&wOAfqGV*`_A{o>);gsbUZdgIKb!CKx6m^c*GMAZ7eP%Qjd{DP8jn! zZYpO$B%ynaxD^NgsjzA5XEnQn!?GA|Kd=WGIZ_Z5rZfF|TIB~N`pG(GJcUG!BO2b> zH)pr7aRgSGOiqg#p&{L?t;^N%clV$Nv()HuB^TLzlYJWYaj6gSId05`-#0(M`FCNu zKv(46vN)CG@UDah3?Qyh9Iz8__^ax-&|#+qG8KLeJ02o5O9c_Zp7~W- zrnY}r^4!f*e~9C|EbxVUDVaF)9)9fz?j+#v=tZ{o_&0E1P+4ks6fFz8LruMqERnqP z`90@T0qNw+!6AQ+|8C4wlK^t&49CggT5jAJfki!XFiZdjzMlP{DH`?9D0`o8;bdWX z{P=o}T@lzY?d2s&L1rr*v%d~6Ooon|&z4_kVt>2q&V;k&-~l~<-RcFJP1Sula;!4@ zZvVA%3-ccx4vEKn>FsY3u(iiLx~x$|&rBThLaH73tX<`|RXiK~NuH{y18cSYS*h!} zwp6)yr&n^0?94C3R?(D2CB&@TVQeAHLSTFo-*l=Jp2$Cfpk7d;X)WS3V>< zqKUsj`B-C_$s7RqEJf={58$ZF&F;OP7(vxe^nVAy_m7i;_SfOi2Hs&5sOo1WHeW4l zbQC;allM-bDE)86{gl~?oNoAJu;}}~xrLSG_3w{jR&Z_DV%nmq+IN-ZNt=gMIsW@8 zcdFCaMW0v?jtm$~`P6I4krrA#A&I}DtGKL-)!J;#^#LuD@AFb)Ub9qf4N9V|!#i0_ zTEk46qqDk=24v`v8bSD40bsui&Hjk>8z1>!%Yw@Kc6(Q*Qdu%0+7U2Nr>U2$FK`NB97M9j-!vZO#j?~Wvj>e8~1 z&16D;Gtm#QlBFxsDDhqXjeDI2z3Q4>p_@9Rz*I7Xxt$@ol6#P)BB8Oly zXl(ZFlFk7|V(Tf_#rI5)Tktxxz&d*5SGv5%Fmk^Jyr@>HM8UO>_CDxunLr-V>3@%% zw;c0+BE*mll@Bb+$0?oXSot82litemfyS=SY~+>b;EboXMq>ym*MEX4Ki9>ZnH`{(~)O;tpulEYdRc)GMna5FlNTK%;uuW9hU94 zANtOyb6oBhz2mcM8e>)fkSP!e+^U(Vbxr(Cdb4pwE2_coC;+?a92f&ZQaxk(-`HJQ`mn2CwTo6iRB4Dmn2Suvwr-CZ~<^zrsDPq~Ya zK~s3eT^<(Db$vw~BH{aR1R+7&AMx<|8(&;`f{-5qJtM;*J^(Y@7+G7G_St;Bq&E!; zP$tL|++LL0(5mU!$k}2b)aLvVOj*~i3l`|s%Q$I5N9_){m8agDL-lx31Uq(prS5 zdG8qtJBFsvr3KbBAzDSxd3k*A*(u-x9#Z@O9gnI&9Qeg{tstQ@Gch)U;#@%4v;h4r zSv>GCAsmBmZ@bS;)Kb5w|rKbIgCmBoEcHTe2!&<=ztpsoRtYlb`f9oO zg+n$ZhktCzJg6Cv`Mh;o{PulW5zFOEk%ki4)!#oLx1L#^{DieJf`ixM(0w}&-pcKM zVygO9@y)I8=*VI>SL51py*8iGW2I2!)CV?yA7}7D0Uhgqzi`kDB&x|mlcTj)+Pb_S zx=5f4ZS$!$wV=Y#?UscQ2qtWP9aWJH*6TW*tjehC$gJkGGnJTW%J1THo_rHL|H_jA z072S70NUFnC#r+rx$8~%ujbsgi_xptT%M|bWtzfPmZudqEA#Cp3Z7jh%f8E>x2ik$ ze|8~1<#u{4(WkDzt#ssGdxX$zk>LmIU>MUafGib7AOrwJc|OGP3zC4wb;M%muBkwd z1`Wcyp)1etu#!=*z_+Xy_;vqgkCVtoLfFJwNAVR55~85qFKWtQW^-|{BqZqZR(rf_ z`q{(=52zW8u2Za-`6<~~ZUbMVLx?Nr%lpCqvPhUJ>|AL1l+j>rxnU%VCCo1Pp4uLc zm61(HM!;(-agLe)Y59{s9gYGSSV*9OCTwu6;`L|Ro-4RfDi;Z8fR_kbwnQG{WGiTW z;UA*1x;nE?9L@kqIciG9+q=mm@0M$M3a!`AdTnLKU+DWh_*c^74^G6VB5AfsjF*eG zx7o9*@4}T&mbV4eACGn>9v&^wKQ zf*KcA6jB~3rGa+tlnP1^yE2y5;weJ|8!|t*P}y>LB=8L3`tjL z02>lDC3sUaHYH?#Mkv?b?gVNb3F8s;?#J4ys*S&sPA$&SH0-|+=)%j?sPK{8JOi=% zkwfhU+3wzvV-P9MoMnPvPa{~LN7{SlbI~Onz>)V+uC6m~3w=!~AzAA6s&{qpR*eA` z=qZXye5zC~uzQsW#1@eq=$k<;Up!2bO{h2`fHuY9$sE)BqMtDtj2}G+#-^ELtxkHx z?-Lt8YP1V{0z=euMsjgk(9aN8okv_4Xx8<8jF2L!vHKw?OUN3I{ll=IC=5f)l~_$i za~m`@=Y==!_bc%Xyf0+n1vtOi`5vKJbGOjd zQTN7!4+V7~1=QG$ZhbK{S-;^Q6meCM6Dr83qZXH^f&#SASQ7mLwv*-;m!pAXyuH{} znzQqnW74Cq9iYJJD~4rq%UrRyJG*AqTX&rPNdQR8BrukT8$F)NArjkmarAuyIBv@y zXV(=$3D70%94sRNMY)ka$4BC45BDV!Ww7CFY1**s&#H zElVE+m4Isn&j!Kf#hp_{42$>Q-T2tNq%OWS0yYlbXl{NwJ7p)HGsQs@GCZcXAktIL z=~!DChPQ@?WtUdOLlTQ`%*l%sp)t@IBkXj(aJmquFjD(}I6_oTgHa zksKGeTDD6)9X|)pIW`XOw=lI7MsFgEY=M)OzS}3$(*#(##U|TJ31gY4l`mh@o%AUY1-d7?TA|>zmvk!fu(sjCBA%Dq=hDqk~SO>`&{_EB6Pb z!|cAYAw^%^DVL#VFUBlJ}$U$~~)52S`2o!)1r-i24$+5IJe^?Z0U7KO|sig0O z%T86_$Y~kWnGP?IMga^$G5%F=+!346D`dtTF*JPdiSM*Yc<9q;UZZAr{(SC;y+ln~ zwJVWdHW@QvkN6_O-pf2cy)f&@hek~ac>UVP#FmU3K3|2+Nyd4v6-~G1tOwqF>~*Vv z2_U|M6C(r0K5(!m+YP*`#G;uXh!?(sN%teqrj=p&#Tsq4a&V{V*Y0 z)2<6TL&A(Yxwz-}j(jqr5mnUKZB$t5u(D84##)jrb>_&sEgS3fz!ymAqf|ZK4o^k0 z8SJ}VMmW=4R!V>jGs0kT;57s_spNi?EZQjCT~*zIXxfwC#CX z7Kd|X*FbrV&;9QxvJ(Ggq;p(fFr)7oj4aZ6dDr9JXWBPGB87cSVI!@6dl&*WKau_fPE)o1331-$xJrJ47m9UwlHNCWwFuzOmC|7t&dt-}QaW z8FLT&8cZy!9lsa9#{9S@$XrB04k-)jTX~C$R^i1|r8J_9`Xv0cOzD?uw=$Ms#%;{} z7BZS(hCX1#p8HnPH}y967Z9PJ&=@--!%_Estz_PKa|tZ478I*zffE&aF&`+o@`Esb zY#Hco&h8ie8-z8*d?~uADlId6<=}gB&_PYSVMsxr5iOcC;IK4f@IM%7*CirFnl% zIChUQ`33%aYzJSCYID@2{PsK`lod zi~LqTiVPk@5n8s(E@F&Cs??r73J;T6&N*%!QkM5ScO2opz?Y?Yw_lh~lp&=}$<_E{ zh5;m~=ps)H_tz;&0dwQR-<~A!a-FW-BK#M#2G9lAO?;hG=e9_AjReNP1OWr<68>nF z&mfz1=?Hz(xsSK~JgTg%V!HYHWX!>Hw^Io>vJS>NPFtq!#!%epRp+hkZ;wo&S2G^< zPUw^VqnlMF(~vqxL50C~+CY^++`^9KMh&J0x4`}Qd8eW`RBDcsJO%ywOFw_DxV#*- zb|UEPg!ih^il=b0%D7JSZ$-WN%$qbD)RhNMfQF&Q|AjmJ+BaRn;e&~wg+F_^nu2=b zXHnH|d~DfkDS}`H$%r0W^9gKANvU*-vcAX^$6N1b&ZuMvqPOUHt0)MHJD#(yxX2V_bwD8Me3A!LRWr}pfs<|(T443x5vf>zo4cr`+RT--|czUYt$$0eEi)# zG64lhvc*+P`XWk3B+e7W=w{l4S&fJAIS8}$ckp~QrL8MQh$VyH5apS!=OQT)8Ztno zLIM1VHW)!M2lDtaUZ&OzK55l8H5T&6%PZ^6nGqvP4jON=&BpDEW63a}8OtV7=i$&% zhfoBka}ovO_SEb#UIRVZAnwVQ$9WX*;Cg*#Bl_*OLSgSt={02!-Mp zFU-)_o2p&Y1KUxnY)qs?5~-V}<=U^2eyC)_<8x!W^eJ>=SC zl6u*j+toL>SclkUIt3tXWeLO$*sr%3ZQ*S)mNPKRm!!GBN9pT$9(H9G{kE7%=LYl10@lQr_Vxc zcevj8<|mm2MLasm@JZzmobpmZQ-Q(9iCcNx#V*( zXlgzn2^UQ`{(gA#>}iwPuk`8qNr6x&vRo47)|ve`F@oC@I=-gU!h`=XOQ_)YtJm9m zDFY^1E0``7Dy4=OM?sxtcE11k^_t-ri2*41PHsJ};l0{tL5G43T z!_Kt^1!V}A$+&DeD+WbTg3(8j_`ykX{7=EGPkW<9g$qNxrTx0v-3of(m*d8vH}ht+ zqQB_;mcQb=H}Sd*7IZhYzUqzKc<$X6NPqJ-QB{vW`dNsU#a3HceP#r{=A%2f*2+>lifjEMvU=SMLK&Xr%Xc7x=0|F zs0yMjNpVsJRe=b-wuo!QHUI87d5LlDH9%NL)*HG@)cE-!~nNP|$@i+>8XcoMrG4nKKGf9krFuYGx zi}xx=#Sq0|S5t%n{>9W3xi>oqLLa`o1AdIizV}?n$T`^ORm@zsPWjp%QMJ|ULIW=S zqqq>^NkNg~$lfQAF#ouVnq-6l+s~r5^ck}(jj9Z0L2WQ+&O}87ftrAYkxe_kSDKy^ zNw?YyzLW9#?f+u|fW!ed>g@SNZ_LpGA)~m+IlgInkGjg zsw?{5FBGs!>DHQ0){p;)>ucfwo4_xpmNM6T$_%`RhC9jm~2l;L4^EqodEa z1T=Bgk1G@6|4=&)RrNMvw!S{6-G(#D!ankLEO{p(fV&Fcf02q!$=Wu^`L=cQnZ~zmGkjgQP z>D{-cwhxGKAs-}`xH&*KU~nIF8B}B`0;dh*F+{mtVSNInDaa3ukudenw+WrWi93iz z0jy*p_;As<$JfA^vc%%n-yGjW5VOy$08s&Q#^5ozM@@)HbkxUD*g~g~(MJcoYMD(C zLUG2e@Bpb??%#J{k5||AA9nVxdvk5Zcs7J*_B(y2jk2&fV&y+)`_}iKC!x7Zwz@hx z-PQ_Qhm9MzZtPKo7u%p5344AhPW;q*mv3QFrMuR$8L>2gML$ZY?G9z)Y^!kw1k{qT z#1ai2C3DOH0Rw80BfA%`_xcCqk^9{3e~zb#J2n5oLhy z3N&Q-1Wx5U*!4)z0iSlu8#ffgA?4=U&Z>dTd?`vY(owS z=#&e=a;BYf+ZeZ^*;}rkHK0O#@hb&~xY@Y~* z`wN_Zl_k$w=tX;&XCa#67l`amgdjzP{1^z0S+sM3Cy(HHzm;eGo#alBJFDGNf*2^R z%Q9k#WL!$x^Va18zTlipvpd+^U&$nWMuV>*615z2WDZ8OVu+C{Ej|qVG^h%LU)T^v zQiOBEjRD^e1PEiC_>We$zILTb$VdiZ!cd~Zi!242#g9b7^x-B;&?l?@2v<=LRKtR~ z!qw>}55XS`5bb_-8W@fg1$aQ(2OLUX(Y0>ly25K8fb<>BfF&NsOyZq3OhLUlvIUzm zAd4W1P%F=;6iD|aBz{7I(vKlh?FYt?GCeE`Tp}zu58_f#u}?$-1AnU{p`Z;lW={Ck z?Qna>!T)-K@a=^!J;CcYH58CnEU-y-{+~DTZ!WIw^k1T);B8)1xi$s8&+2mt z^t?nd$Q|?;*s5O{($o;i!JRRC%-V1J$fV-Nh<{M!V=Y+1c*hBQ;tRuGgc+-S-51@# zUuU;(L90;0eC?0k)mG57psKb{KmJaH_tOX|Xc>!zzZ)luLWQA>fsxNjhzfCt9f_~(&$U5%3gbg+flHHU4 zpd!Zh$n_T!Ztw@~CVuc3{9m%lp7Cb@vBQw9$@TH2*Rnfws^qNmdHL!zn%bCc3~4bi z)g6JnVADdx)YkQY*)?(y|3Ad(&GG*AB>T0P%YX%ooe*^Z_H;&_ny3ELX|_CFMq0b$ z!eGkeuZ}GGM5zTeoVSAYclpb0j~XIr&FGt2V>*o1<1i3$&SaVbarvO$a4ixe`3Obz z_uDuNuG8~GVT~p$M*xeT8t+hDgqCAC{f=*hlrb;KQGabR;Mj|*1maUv{ga;jt zHfMe#K$-DwUyD$Q6yYGcnz;Ktnj--XZ}<+7BZRyPOS&-*(cx!OjR=DCPhnVS;HMA- zrIQ^ny?Ath@L@cF<>x;&bs5I!lk^5PLjXb2D-usq1Lx(SrR=}P0<*rs+4zOyMfL{K zcn=EtQHY{?dbktF^t(d=)Gp3bfGC1;9?q=T7}U5M7V^Ob3xcF90+u`i)GvI5_2ME! zWZd>-5N5O?V15`<1!+T28F8f+wtN%kn<=KNeFfPVYhph zeJa4?Ur}7~)MM2;sZqskWNndTJ^c&aK?W}B_e?Gh)ljhjjC>XkSCDPCZb}e8CPnW` z$q(?qOxFHigUF62lD8yp3a-~bMCF9{5UX$_z@*>F(0xWafXZaqumC}tLtI5h{N`D7 z3iYldX`{A-=Pb=Cv5IH!9z+$EeqZ>6aZ^c(S(CoEGK~*3iRCl>N2v6h1?*l#lf+}x zUYq{?A+ldVGM`R(FHeTkL@LEz$Kog5>e$&tI;Xpnj+DD>LUa&0kzDC2iy)4#k!LIh zRxHgoXE?jGO$7`OGyq|S{dW!)bPr0J`6%d1r>y@U2IVe=le}}pwOqM)QP>o>;E3zb zf&@G>?|j2^1^I?D- zk|6bmmdz7U690=nur#RQ$2rnrwdVx00-sC5ID@IH4}$ZgQ+hwKgJ8u%6Y=m11I4^z z=TCVSq~JbL3CjEfJSq)o@Re zCar?I{s0WwsSZ;X8c9k8r@S(0O(^m~!#_M|P;_-w)?)i~rW~28T&^HSFo7$#(=yXx zBsW*rYudm|lvD8Qb~mN%Va!b1_a)+JPJ)iq=b;ZooH!fcM?JvdP`6}#;fll11<$8|6|^g ztPWxrWehpa%r+>%+j=GQ|4<%Pg0K9{U9V;8jSBQKif@-v2zxx0v?R4}&UXgs`4ppU zWPId6KxpRqyxilG-y^(@@T=EM1aAGs;FCcL4(rZ(2oF@fz^`zum|?aBSIQ_zd6Y%B zr$gxanKx0srSTZginsKlx< z(>_X596Uq!+jITyUiXmEv)NuVkd>C*1bTnNel(MSO%zc9kHWg;ryQ4hmkoh^67sx& zaa@9^X*D85Xa#W@3g{33s38JivsHNEMtF=pk#Hz|&Y?`a(1&Y}=k9c0r|a2;vhP&& zRO_3w+1DzFh9VNOkfdBCFty~vV<$A4a&5L27l0%c0IX04Y|VF)4B5ohllMGBd)spS zHc@X&-vQxeNemx@1~i1cwgWtgVz*?=%U8L%re2M1`lcp){*dlH1<&|*3Y2#>wpSF7 zHcULT0O5lP0jza=RuuB;-+%rS!zZQa3CAu?@^Bseoms_WS2F?D>K>>?^XW&Y+^3i( z9B!soI$^^25tyQYG7=!5Bq5@b0R5}u5B)GR!^cB@M5XxcDn$pqqrsz7zrUwPQ>}j* z`j~l`3VH25F4{j2y{rDDT_69KM=G}bXIsLKRspt5(${zSZMbKHi&dPcc9B1Up9Uy` zW5+lE$9ospDU^~8&xHsY_P23jIX|K0HXG5~=dq zw(Nel+n(oUxvZUUT=0D}`}zVSA)AhniYctfFtMrnVZmISfY)lj4Y)IIj(xZlBWoH#MIoau z_>kaj;CRnBwZCMvr7T%YF46ZUL6i4f z^n9xsh^wMSYSZqc9RH&CE)J=fI19ye1!aem^(2eH(+HXa5mp3{Pb9&eq+ZA>-i4k zjlRs4aYxroNCXKb$Qve_g(IGX8$soDIn5aoUaPE4>o5HyW^F6^@p;ZwmadQG04;Tv zLdhv`?Fe1USVjSSiv*$w>_G!6tZl27r)Q3ngdqiyY*Fh?T}3yqC7T~Vj#e^G_}?YM zZZhkw5l4evEiFC1gAwp|SCtiZw%xZ?cwi;ndil*c3W>FTr)`|eMlomT?25@i6&>ig zkY=Iig&_)KfzzXfz^FtrASrYFq+y*>RVUBFh@#cudKis@x4Q@jcZMYd)0})j%b=9K z1UbOP#%CPV?)G<*r5Y($R>6F zCUR785R%0cqG{jXM3=uloKN7ryws_>*_C?Jf$Ul-h}TLMh(+_CN~m(uCyzR(q9|*8 zO-jA$^|xQ(06qQGB`*8O0oCuGykUyO{KeJ|`(9d&T?bdysh{+ZD5}I?e2OTbW^>yR6)^y6ko>(4;a(2 z+Du{{EwdwCetY%W7y(3FIs1CTi$Rk$jeDH=(ofgv)G6Qcd21!=$oh!L{y*3wed3@Z zFbS(L|I084n`iL5UheZ(^COdsBV0UCf@=(8r(G1Dfonz~Raw?xFwic#tI|(LP5NQ^ z!ZF@`XadeT=?EY6J!93_UAci0eN-a_#}VbrmiLE&QzH#2HKc* zwiIb_UY{#G#hd3-6mQg`S`2A+_`rZ^!P$aIG=^x>w9Agq<`L{F<*{}O>v=`hX!K0! zQCr|%s8)SUs3<{x$AU3Y2T#G?Jc`@i-U3&%KcB-0w{R5{46kQvuwAs5*dYFgXf;`7 zZP8HjV&U2ACb1y^=#?e{OtWFyp+}O$x%SvRVjDAJ6vL8D(tinPK2k%DR#yjvvbQ2X zO4*igc-QXnxa#SwPy3A;oT7&s*Fhq`P8r28dVypQNU($E)zfcb5;!0dvVJ{nQ+~Mi zEh_3a?7O3r#hV)-0EV)uHDJrjhAY5`)dVW|yEHukx~lq&*$3rF1zb^bA_YD>nI{qF zc?9xTkZiepR*mJgTn@A3{tGsGX>Cp~PS=eXvLOZ&nhySocWmzdCch$4LfXpSH};>R zH4y(F0`Bc}x=CVCSC>;mWHQzpTDcg8X=ut~6096I(4h95BBh_p)AjE>nC2Mr}e56x)0!+?fA zONew>3-g~0_M2$+x$$`fw=~rCuy_L~{kzYY+vuV%PW%O(UDQYF9ehaSejZwL1A~lx z`x%P#W%N_bWuJuJl)?8#XS_kL3LA5x!$5ZJA2Eo905+TJ6Sdws_@-mCYXt z%(+fqh%9BCHBGW6pz)drOq?|vM=((`3N&P?aIkK@x@fi#aChz+dH}uPUdP`DPEY)8 z;Z@Ma0Y+Y9b8|=c;Ff{{oox;UbP{;&;t(>$9yfHyH7?38qin+mp_bB#16#};wD(un zP!>6BjK$zn3-#w^3fCAEmp?b@4?@5V#eGgf6u@z*b7EytyBa!0IU+~;JBgO zCVZmo&$kLo5f#?idQjlh2m(1YhLo{;3@}akalMr^zuny33F}QCAZusE_Rc>YO32Z} z_9HL@czjRS|B=xMdQ0a)ttIqvHw#KN7es$#!C)@aLvmWDzOZ*^yDWkXwCE}N!!ky&4; zDPysXRX5wH;WH=;?}#-YGG$X6T<@z}uO1%c7M-CDwDiqgSJE4#3ptYI-Q1o!vp>s1 zy$E~n5z}g_zrKMprq+HRu&=o%+CCO1{FoL+m-vYQ_eDfx8(CUeTqMc(VOH%L`5EWO z8J;*M488F_@d33685LEg!rDf0vyRfk3u}Akgt>dYag^6)bt>~nHv3(U_uj_JL)M((Gq)M?3vtq{EER7}EuM+$0glXJ3^utSZ9jeeANT z&2((x?zedOlZSb^@(qu-xyqBy16x+COYV6Mq8gXe+ORYA_i?)SF9z#xLz;<^Df3y=72bUDq@`_~3&>a1HJR zOMu|+5`t$SxVyWA;O_43E&+mD2<{HS-R(Qq{e15fRr~>pQ?qC7wYqzCgFu^KDTe6@ z@#?sHAAF>bs6ix=wZ^`=#$MY<-H)^A>xBEF{nUW_b5lOjiyx$ZeAAL3j#)((VITHl z(|H5zr(GnjOpnjBcln(Yx?9(!T*HY^=13|pQmQNtX57M&EseoVh5VgOkE5ZAwv;A9 zen6$gfk&bUgTPP>e4rr+K%J)pd!LN9hxOPT{qsBuyosFD2h~b#d3@c4FZ^gQyQLU!60mDZXLdAQUOaq;oSRB#L#7$R{pnwqB$n#WG!uo2~~=~9HimcENp?^R5_1%c|q z^AkU&eV#h%~x-6dEiFEeI|TIrb_^i1nFf&UsnW2&CY(9$U@A&;V7@D9KJ2qck{l9 zMPivCK=-AmXK*-42&p{Mfj2RuKaGT72dWXi`bfq?P#WbyG)y_>>?u%TSa{{GZ+sAA z?Yr3G^>+rpCR6#5L9)RCY#W$CqMB3^k$F3qXbMs)c!MtR`54%r`h;=S!)WlVqMq6nOT{(lqjaOwknnVk%j@aMTS zcO3QRZXB4RGn)O-?E%9piS6b2wb{fWX+nr8bsZr@w2m2vYOyJEJeeM-lRI4eBGPlX z1NVFki0MKP2@WDc|SARIGhH*RG%q^x|K5IX1*{-8^lnf|HJVlGab_iZENyy_C{!plC8oaNb@ z=RWOok^Wx5Gj4o&DWrR8=1cwl^Cvbz+x}zoo3{!g4>vbAd5F?4Pq$-9ue#hssLYba zF%}5YD}5)n)^*~ldG=%RUQz9 zP^KwYFLz8)GHrth)Y7d!j4-|z%O-uSi10_+aC~p=7Yfcb$4F#kz*|?&z}u7sbPp>4 z`dwD`DCmLm&`~2_5IS;6_-ErSgz7B99}>rm+=nP5nTAOT-zQNC>HW~thz7|EW^z?5}V?NQY92tgp~ z-?8!ICE>W?Ql3kK^)JH=&KIIn%!Sx8*(B9f?_#gE1QeA#O*!Htr2-_%j;4yQrjrwWeSJ_- zH`uj4s4HbAQ(96W4W10nqjeB&qLI0y<=wjHx3{Vpjlt8-hh^Ti+w)P|%Eg*W=#fVt zR}?UC|yf(jP>q`;oiIXMDII5tW!pHd*(ye?)}*6+C>Z zJja-|@|a+eaKvx{*@JsK2+Sw&$3eaM_muV3I+sX^hIZ2L>?K!KhsRC5;VmqnlWTYD ze;1PWOnjW*)Lh>-`;7(m1sd|GJa%4xR=-V{FDMVKqT%G@q6?g#gXl<0$(clt@}gzQeR zU^aT4gO5-YTQ{mJAFt&GN%-a}ij+z}8LuOZ`?}S3*SCA9dYkAerRx^yv?cn9c{o=*xr>^3S^`JKX!1`fX^3W zJ=aUd`ta{lgqCQgpuc`PJ3%otpp68Xwh6Pb@uH*&^N$`6s`G`37w6B5YPZYv2L@Vg zn3OWci*fv;Nn;PDO22`_yUn$Q?1mY=8jLBl22Wua@#oJ(f?mGtfH-OQM;AKWKfafp z^+ML>Zx^JP!Znu~F?b|V{uN1ug2#mP;y_}MY|^PxfupIx#psi5=drC&_L}(KU&}L_ z#ktv)x#EL1vTHfsj z4!{JlZkx#Mee~E*%>Cu&{$$X)vyUl!Az&gF`6u^%tX{j(GE299tJ73O@>w?rgivC@ z_s!QQyP5t1sbG_e+=vIenM+20$S@!_?=)wVpS(ql9zR?*L+PaeS5l+Gj;((>p4dqL+JBeYH>YMtsCtqIuWMc zug3$)CGwR*8SicO+x@Qj+oKii2u9cS>c~|bN;yXX9#lT>Z(QCr}A1}mY-GNh!4C{ zs5aXBoKVTzv5#>6kjnPi&PwlkXh!e7qvJFM{QuI+b*>HVmOALhn*+C;NsHU-%Uhkd z-PfOXNqKc!1~W>1`^2IR#~-c7D?8&&#|cfxM7Y>{U~(_NVq-|a*me_R1qG>K7e4q3-ws6XjRV~cFm*kyR%d&?So^xU-VEsG(!e9Y_k`IFKNBTqwQtqD3_9X4<5!v^ zy=YM-!T~ofVz?#-3oLYFAw!^C$f9)NDq)`Nby(=9*R=HsoTK(g z#Jw;n0mQWA#iXk*qTu?5P9J?tM7qh0wdpw$}cN zjh_^Lt1YXV+rPVUbx|8^iYs*B?}Cs}suQD*rE=T^a7F3c&(vk!aalWzzv((E3h21q z@~A+2Edi+97SnjLu^&N&%bJ1X#Kl78@{(`4@Oz0NR(^d8$6sRwceo;XAl*tbZ( zYWblQd{o$Rcnb$e+?qVBOjXt^ukEH?-V?~a<^1deZ0)C~yjsmcOk2*8@vb)7@0n!# z8cJpK45t5HWD=h~^jT~D9;hrOLtVB98j@1^&v&KHv$ZPiw6t9AAj0)U!FL#F^h!aW z0X`)sDo0%zB>=8BOj>$Yqzdwb6_ny;flPr0s_tsNJywgp-_F#6`Bm?$|8iV@mdGsl z?@B3KmCIKP8I1nq!=pt{DG_K$cy?U1zwj};G1c=|IMatNkNJk-Za7)cc7NA>!Q&sjcOw&&sgKwE+5 z3CGpE@YCF#&-3!_srXe$WLyQk5T4N(00^+OgoRvp5{wJo%}kQIZ){zZfBY7^F%`;6 zdP6IE?#jkj+9_D;V~La`P0#5;(v`sGWNn=}{l)QNzPqF}yr?(2%X?{;cctEF^n;K| z92v48#%=~qfQAICC3N0dkk`5q{i^&usmllf#`EjssX=|$Y{N-iwl4jSPLtCq>Ac>T zrl0GyrSdSKot_&(`JtWEX*KVc;Zywq5^4>2{VGinLP|7Hni6U#b#09X^I~wv&J~=f zI2Cp>+NfgD6_17rDCYwLNJJWtyBY=!wJ4z{u~Yo!pDdituX4TT?p7HKw1ko0Xcx7! zBLSUDSeBTe%t!u)l_L2E-1b04UB&pnib@a2j$ljkhFMUf_3{OSYS70H^gYL(k;YEe z(>=-DWxyD)U-Ddk%Smh22!|z*3SksjtT<=6na{2({}O)PYA0@XIq(-*O;DM6g5dGY zMwxWJTokpFdA+t1WLy)FZpEWl-hH|q5iC!y>`7r4HJgZ#86M~`PnFZ009s>`RUN9nb#VfaIO~6Lnsf7yu&-TFtjpY$ zUPj8TxXN-$}g)n?&-Mvcen+*{k0rco*t1iO&R&fn?n-yx}p9R`p{&nsWK+~NX6 z_I5ffT_8p0cbY0x`rb#KeY*JTsnq@ax)f=hadml{Hu5ib6hEu>oBQm7%sr0jL2v4M z=SD&H%EiCO@ntH!+L5KDO;nkxqXLh|>6afx4F6^GU0<4bCNz^bOg^7^z5HhKeO$I? zNsld%_910r?1dK@0uKkgdssP^(eNZ`IDfw`$b|dHz;mbAcbo#d)yP*58)sEhGiyn=-V@~I->OP6J?6P-ocjN;ob~J+Tg54TP-i^IK!7TxLSRr?GSo%Md;NTaZwgCpv#3`Js&EyBYC>J4z_?QDGFxE;JT?hI+G=^ z)@KAS!^2CHQ(rT}+aZe1s7sn?Aoo*+n0MdwJW^vWIc7K})6{L1m@q|s{hs1tzCv;M7FS*G!O*Qj>97= z@O!sPhD|U7OHoHN%cIz&P_N8x6{}3eAr7Vsax_Y5GMHD-4u|YT1Z)IJZ-=hK_@&YT z`gisGQir3W@px1Dh4*zEQ$QRkzs z_tdcOtjXm$@VbB6_}>5(w*LJ5H<7KwvIT?5SjJAC_&p`xXd%1foi4lM)Jiv$<=Pjv z+k2-_DNVE)`Oj45@FMVQa^--$u@C4dwc zShU+@1|$CiU_H^GelL+zY7_5=@d! z@lMuAppfQ-ZBe@k+Pntmn`E?~{=GdrlEXacThp~=_MgLBKk`I+(FtxSn7wmgZu)ul zj@tsyXVO)uUTw4(lYXJs(EcuN;IeWhGHN zy(}e^c}cMS;bTonY2+v0b?0`g|G)iI>UnaxJzt1a#=R^j?z%8oZw*dD`GtTHiWTwv z!a``WSYWrBW8it(W%-l%d5Z+>zN2U_A)moZnV^~ z7{{#Bq{eAALJ0m$lV@pB()Pi&#kzAbDoehiO?28jfL`5ChZB2PzSg)uuLo;!iq%9E zyb-Wl?}v38`gt};qz}CsX=&J807dgkwAzluCjATP{Lie`US?S5?Te8rWBeeHs2`*v zw5BL=I}{|^!pi&8Fs*6(_3+j7)`0V@0E);wEu`D*Oo3$xn?QQTwb*+esW5%0<-K(H zE`-xRIxvkkI|zeVerJtHJI>~{hkw!Qpb<0OoReC;duQ1wGDNT`e$-)5otA;*=R(o$ z)lu3cL4+iub1T(5=7h1m#_YpaKem7G0Z1cFqK_Uwt!QRuyzDL8aw3(#(dHgw^5exH zt#xfjpapdVi4X=6)*jOEAq|Mw1=vqV$m~Y$A_TndtaFy`uoVg?dY;Z=uD{v=4%Z{> zCtqmTy=70_i%A>J)*76efQ*5vh~wu!CRc@{)!n8yAx+_JOJ$GmKn0Ht8##%YCW5KD zvB~o96TJ>rZ>})A|M_+9lQrBuvyplldXKx&xo_7S_e30qOFQaht1utap*)_q?yxm6_mvOc@r?Dk*TJimYcf56jEE~SqRmE~tkI^+f4 zRru&GA7b+;Wnf_f1bR7JO$_%CUzRK}*Kvu*{l}mIK)xUUi;l4Eks>H|lx1Y3@>dY_ zrz*^Y(+(z#s2@j^`ni)ZudMVHwG4h!F#pR|?6!0G>(8M*IS~7W8$m2BNcybgqttG` zQuD``k*D-_)#*JRqNMbHiUO>SB(7$D;_Oh}p?4P?HtA(WiGne5b${1qt%)UmN|(xK zseV{l|H**?T4A=Eh@FhqP%xwl0&)C3ct;sSV;Sn9(7 z_fE77uEB3f8mCJptqtB+njnfG_})!r=8nqtvyN#Y0+fH4pB^Mz_48XB%S&q!)qVTN zmg1xNHvn+x!aSc4eeLQ>4nEA2+#3O&Uv88SLl=!FD~=7iYL{U2bEnn`XEwz{@UXcKhA}t(E|*wap0vNW8|7WbMn< z-*oc%`QL29w*CH|lf*ZjcOS36`7#nm4VE2RhT87yUej^5ikkmATqj3N{*E%>Xj|ca zapH_Ae6vUNp3LJ_D{5d{v%=}7(C4PzRNviHfitt7^d0h}sY3bN2y$q~dFu-hbn&mt z*kyFiT5W$UDMXu0wyuCd^#KM3bf`M-jFhATkt9rR2T^Hbz2?*~vxoOK<{7;R?q@eR zZAN(GPXZe*=+#~AbH`^l8nYW5+#NcMtq&Cjbi(b2BoVcMRowc=-5~0_r&V$TA5-Ug z^F#$!V_bj>V%^I9b6Ks+LW1NLMZ_N@-8$K^QSnhO$c}l-;G^xM$$ll@;Rdpa5x`No zxjonaAN@J_AK^UdK0VR3MKJ6X#f2C{?t$zm3(@CxT|&iN*(km14rvx%vD@TvZMZS{ zJT;@d03%}v@8`!+qhOQ-piohP)b_s!*(E(haIboqktJ}d@}+m4r=uTr6zB-gVL(u) zfbG^%5CzGKbJ+cwl!1-SNoD%dLh{5uYRGO2A&$1@NaAgT{d}QGw-`={_`OtbL7XjiQ7;IWmOG+p?{uAVEh2bdiWH>Rf8sDXa<0yup;W#LE^xy#P%{b zk&;K6n*tx>MPEU4fq|RX{y1AnF#R2NRuNMH2k~0A76=isWwFY}LA!G?2n4F!*gvM^ z>(~`_y>1XE)~67wYs3ms?V;V1D-$tfd}ZnM-|Wm(EdDvh-e&EEPN~oo?S6DU9Q;i zAc96FRrey@l+<nlhFsr;kjrepttCiK6@7^T&m{mplQSthUWwiG8 zm?=p(?a|+()32R2qXSW|Uo>_b+#S^w#0c#NWP`t%`qs7HOlQ50@pgF}r@m(;ztEp{ zc)dT?`5$Yuhp|3EXnS_rY&GwaT0t)!2LZju)67%4I*N5Wp0@t<--l&%uIfM3yzhiK zG$+Bp?&c&~=&ES@Z?4+uzsbtgzc2TwXNb>TK%3q~s)f*HKfZMM*d{H}!Mv@Z00-Jz zzy>*&LYFDvDI#dhcLZ=_V-5D2kXa9v_UCOa+OJn|KpU}w-Obl2w#_cLM4hV+^o&Tb zW(y-I`zsR#sVaYIpDXLT?Ve+owUqWIvmB;1OrvMN2Q&-W{|)A?@H+h@*$N^s++fh4 zIUwGzXt~UbXZ)5sd5ioXGwb#oc<~?Se>%hwda`=A`Qj>kz4f+sH`X+v-{%DG`Mlcf z6rC#Eu`@%9I$-(dq*iXu*5Yjf{myD(4pm4GeURn{XuD|}78FMlBRaId|A5wlF!)nU0SV+_7DN_ffT`1*L@W_gs80otgQ8dWgzE$A$B7YSND;sxi7-^Q(GW8ZV2|KjndxHWE+CqvLU%;D(Pu&wCYxDi zrchGI^gT`hN5w%nr(uaAJKYH2)Z^$M0ArOz=qyqCD}pMHCk7b|9|6;d02R^Gj^pic zd)k7sVd+u?qm{bC1iBc1Gu%_Y-H6jTzPb{G?OgWFH14{jQ{cI_+R>w%cYWxz~|;&>w&%uP>gB_Q+8wEsao2 z*PUKUPvtMC)M`K<{T@*sPJ)gkiM~YO*jhA@MvE$GZhmp`SUH&KZ7ra~P89e2`9E0| zEUcp5S5D^q`{BK+$;{Wl<*M%g?v1Q_v{5_OszbLM4Ldd&85{wufM@(-fIqT|_fpJte|R{}V&k#& zN3y8?CYv?bv+C}H31R)4NVdon4bDvA=Z13LMwfJXh=NuhOa*;}{h_Lzf<;Pd+zTM6 z{>F^l!x1nSnO;~~>91U3p_+MmM;(xA^tC_F&mTJ^bLNR60XAPcsTFc3^mvJ2N}{Gl z)cJ%tsr5U6^plM7S4FymJuV7{FL4lx&!nddAjsc>GvA|x(FwiUD^?AOtPic@(8!v zD#(ShVKX5IAtQo*7>09f>w-n3L3DiBY^F}A`F_tpwq*^o6%MruUi6CNH1Au8TAEN{ z(TeR@t(C-bzmmm-yHI*Lss^hLr|ENSWu|wOTx?##Y4L#qi}!QL1<5r_|RVC=qRb17&6cZRv{T2-{~ezY<0w7C(Mi$Q+bc$ z2UkM8Ugr=@5kgY?^R0bf*VQM>uOx@CuoVX;#IUt`ZJ2VCmV}=&#qZ?OqG)Bn6Qs#$v^L8^ z$lsN0-8Q?9Xv`B51B%4DyGk3=afqIrx2~WPcoguvD`Wm9C?PGN7-N!f?DZj8D2)sa zE`r2%>&#M8lflZ>PQNL6^O57?4{8kEmDS|aBZV178$#a#=yI#P%lGjeZ-Pm(3sqlE z&y~e_7uu^YDmRCRn?}A=Of-4)u{D{BrgFik)vfutO1@iRRvEOBg(|O4VaxjkD*`vBPoAd*@dkm(yVy^`o_;1~!mi-L@ctN4FS zGDoD|WT-c_d2M*8-Cuis&XvQTOc&w~QGIOX@~tUtT*m&br6*w=?6}#IfC`d?Y9B z8!sBu1+fNR&E#*}`>m1$n(V9)VX2vAXm-@@bpARWVRj2STAa{7We}pHC%)&2NY&f= zkBX>G-~JEejecX!@^aVkbnPWa;m9TrABZW^&{(V^osi&1Ac5IXPACS#l|{=~5zE3_ zg*TphniXFTGNTJQ-Mg!1)g|wi>&-7Z4%&|&xG})FfEKT!Sa@}Dk;i>thU1YNGv@dJ zTIG2U^V20&Gmph4AvL6c{F!k4_Z4ypjd>W3NipC9kfMzqz?- zaMld*a{R7X6&3=-CIW2De%Ijoju`S4RE%La;Hd2HQhe9eb3EDWY$AXx>)Xv*S7yp2 z|4kbiN+iexFeMl<|I;osQ&=qI(sv27Pc8>t(4+E87aB@Y*^tBud;r1EeLB5ZxU%)v zfL*UTLT%B8^-C*Lu^PtIYZ`n~T61_!Z0^2Y6EI31Q?>sG%!1tA4nT9@>oPkp*~r4T zBd29!ae^NwN`=>A6*9>`N*8S62Z1Yvi3~-7Uax5sJ!F9e$CARVWcdQl# zj#$m|W}f&``wX0`#@tHuFlL&?LUnKq_|{zZ&zTw`bX7F0iltH^zP!uj5=+pP_T%<4 zZ*e_BMTv*TNeMX@Y(f7PzUafZSHNJ?ecJL(a4T&GrSQGM*PBPrqosD71FJd&^WXnZ z3qXmD!aXy9x#am;8+t;D{BZW#cLgBT(|aEx3)e>f`2#qLgM!?kExG$a_>~gLl75pv z#b1oh>9|yYbkUf0$zr2|r)N)w^TK%SQwTB@GF;E~K zNcmakK>*J67sNt7#zd8OqhunHtG29}W{|Oqp^+>#pu93wV0|~YG_DtbS@jYbuo2AM zf)Phk@q_^FQ2%!*_Z_{wuIq!oUL;bt63OU9(cf0}C1yNg#{B)P+lMoKyDc-p=lLQN z%X!PQO3THi#F4!~pUxuAHml)`mn3cmL7wKj|BZ=VM4vu>e64qTZJY(T*+|Flv<`?M zD}q{(kVY-(2qAGyB-nosM>1B27Jy#uw5ho0X5Suj2}U$^Ow!(2(#>l4Y?lv`HNB9_D1l_nsbi8C<)0T+yq$LeAM~OoRcbGI8gM*eYnh z*O6YetLpJ!Nk+*yR5cR;wUxucaY5V2{#kpISF5Jb+o@x*k8se9^{LS9(H@uV2l*@`Ng?K@}KZ$fHEkW z%`KE4qglQp@<>8S&j=sO+4g1Aom&6kP~qibv3c#wjX9%^Sw*$tKB~_Mu1vUOK>QJ7 z6rb6J_Ipx%Hn-DjV8lBxw?_E%MIQnKQiy$0YgHDh zt_t(p$kb^{E&Q7oc*l1V6pMULUbXr>7kZ=+a(#GsL15lsR$-j}QhGe@Dl9}(6AZx= zx>y2?CUt9#0nnW)s8*cs1c%)A(OB%Ln%rY^!<(Ss?}G?^!9n}!J7pEM%tN`3>%GC` z?7RM4alf2(Bv3|eu2G1I+6a43e%o|nywthjgf!o~6SX!W-FAL0`o!eEx`!=qUyuHR z91RVl2n0XDk~Nr+Ie-PE_~d7WIu;i{YMwZ&>08a{c2m$MZ%}8vwBCNc;%E-2e;nKML5OV3>M*99b&c48&8YEUN~-8qw-2O|Gbwx;acG z`v{`$EhFJv$(x$))*S9e06hifn<|1I&^VR3-2;?2|LJ+>phtCRXy~9XU6vnkeD5&> zRBxw>b;6jBe7e8!DL37}!+%l3`++)auQ!1JhN(j=2`VWM4)|b)VJ2tGh#jqv#iJL8 zH<4Dzof=r?h7ebGJ>Zh6J; zXP1RtElwJNn8n^8D|L(VJlZ}dJuPyUQ9ZPBTJn#GNT7Lp7cw-Uk>+P*d8et(GoGfY zrG+=?LcV3=R!m)?E;lQZP| z@5g-dST-5h%s}AQ4=LMAY-bv_KUDolnvi8)id(Tv=-}$fc75#rq}%hbXVAc)y%h&U zBS9zrOGj(e5w&kZ+$HNb9&#|9C_rlf*!tL-^f`<^GG+o*5Gh=a^Z{fH8u zVJb=zfF9O>D)B^#0`SmOjR0+W1%5>W)4ywQapwRh32&3u_QO%WU4Wge|1(MpoKE8d8L3;c8i0zod3#3C+k(ggt76*9=@>ECG5 ziJ?ZkIs%B0n4Sv;KAtkERjrW8JX&Y6HV~deh3?0@G%Uu$DB; z0#!UD4n8h|9beba5)SGIVn9J21mQpe@Ek>GaKW71dzFO;T{2unA9$OeFPoKsI!E@} z{gDC6yK{3lr+0Prq-krW#$8#KJ3)>nTQ|nvj8@MTZ*FsRq_iva=rjsksvTD^2mi?z z$ba4i|NHN|xPX>%1XCFb7~xrn#lV4qG`8y}mYEpxK)5kJSFYb=9m|9SJ8nj+p<@zlx8>%{|~PV4Vn9+LeQUc-1Y7-K;`jv7jLWYvbyR$d_2&26u6o5pCJ2N zf_8|?&<#@FXAUYt>j2vhiclu78> zSWV6na}q;fZJU(zOaU$&Ve?CylK0hAw$R(s;j8+b%ZeNK^+LU^?ZV2`-`J9h>YwVr zcRpu}&fC|OUO&#QJ-uD;N9qXvSH2IUMwv|Hrw{(g!qR;q51X7;CpV1XCdWV*m~})< zp^!izj60VObD+thju=S=JUK+!@4Y^VnA%!A|NH=({CBkK=_XLAyYS&=(UaAVxxKiv zuhEJr6CU&n%m?mKpbSWJ+WGAHdLE}H^(j+>+?Koa&o%N5T(Z;Z#IK^JtV`jy^-s~l zSNoVvPQ}IJnUxPN;2KMz><_J!Up1!cs!}=9luV%-8u=#kPY5v=7eKDc6Y_2qHA9t(U?EUN6+~C?+)s0^42`Vy0#+=6rPl zVKlnwY6MJ-7Y`-dup$&Br>Anu9}og!$>0ychp@!gbx0z00nWmIy>>|*M&T!7@&XDH zlJf^dG2y8$+~~BtE({4&fQaWyIII|EawdT`hM=51?R%{+SG z>{08TgH7sm&Ir*+G`04^7tQM+XYVRs`~+w?}Era!F9mfkBLPY8Yk4 z)T$#!cqyiD*3j+=bMWoC+V~ny#KZo3=JKO9L)foCBi1^IfJT z3beCi>}>AKxtu-n z>HOX@T_8?ve?qlk3a&rANaFC&v)P8l_^RJZ2$E`sS>Kbw2NGe%{%CgQe$?ERatI)b z<^H*vxA~=p@3W_H`M+xLKgZ(*z)@(Eed#@tGXa5^9Nfuw`*DLH1cEc^R-q6(zh#Uh z8rEjdbit6B<4pXrN944 z$?tXy#C{Q=1Sc|S2|et@Cz+5s3{mDs9h{zaU5+sAPh@)D%xd9?UOqh2ChK0lKAjo( zzT7Mk3R8Rpy5tjk-N#=eT4&zZyQ0I)N8How!88D-$5e;=hiAU9$(mY$xYI1Dl>*+` z3OVTT%GJhvH_WfVsGFSO9hJBpYYCHlyf&TdYIJ(@n%i<8Apf_U=~M_(7U{mXG~j!? z&e!r@sjJNAjb}o1THkpb0g!Xn{i-*Ku`K;=BTE7v1>K?19#U@X0YZC95ektNXLri? ze4#L;$Y5Y*4U@)zYF3%yHi3JRSEyZ(j|lTCS!_uzb{$eV!z2DrEF(MNm_jc}74-gQ1>Y}eM(yKE zD^TJ602&JyH8`X+(rwU$R6CZ~baJ7t>mhhv_;Ka4oXbSuLQN?g=+8#G8v~{|tS`jy z-bZ=S!02BF;sg>UB|KsbIH|xW@|Zsv*L>^nxEepe+BSO--Ge!Xg<4(iT14sI8bkU0|N;>HN>#}l=SXXr;(1*>I?(4^p3Nv zY(r#-VehHEjgD$VZxE(imuNXx`$fXw(=EW=deyZ8kedh%jf}XOF(aQpsd$~v5ZCne zgZITDY2Hhed0?4_7FtD(a&qz{e8>{{@eIfaDa3SUloP}kMSO<@q5z5!Emv>tFLJ^^ zC(zFfAU_&vzucx1Xzr79(0NkR8W8LD`V7c!)KW$1$%y4TlVkB(yX<8hNB5R}@BWh( zdF`EP{3j*zeJ|8*eJPCA$F5oV)p^4oNimJvyn-X5mi+C0u*h8BZ8Lb+YC)OaX-a~i zv7uqb`)>8^*Dz4Hk0pWY#IfqW-}+AI<~5|LDnnzL&*ZX#$lnf(Y_zP{W&GVi;s-<{ zmSmLi{d$yNT9KhTJL|A)t@1|7hM{y>MXv`$rcUIGA#7cUs0wy9yab;7^FyXm6#vnZ z)|x(-&xhlC`Z}jy`i_&pbiP&Xy?G1(bO2@{6zGBEm#TJzr=dc-wO6mmN*yA>hTOAD zcC^CjUS!bn0UH+lxsHl`Ged3AD2aiP`ZcGoB_d|~)b0n(kLO9AeUhfL4pF*#>lev( zb(DvjFEoV652FZe4^}Qm#pC_*w?ihVJ|4T;?avpTK8}Mv1|1cxjhHeh%2K$Fzs&fJ zJ3md5i}*n@kR^km{!q&{Hhnd8&`aQtKPHNwHgk^KLfeE}-iS>}J^$4O1N(D#5je@+ zZ!?v=K6hhIO*OTh-GF&kD(e2cqD`2FmVih~p1DTjSBb{)+?3&_Mys_49GW)shK_`sUym7fS!&H7AozUt&xE0$ z5ALDm_JMLCK7%Sql19_n6c_c6W;}eF`Hb`PCSUeZ`HX3R!7rx zJj)Ly5440~efbKI;7C`0D5W*Oz|rmf2b4Wsu|fRjonLDDFyQrHK!8q8-ns=Hr3 zbaa;WJx}n^5JNwlw(e);D*sE=(tjAy>cWnU`b$3q>`knvhz@sb0D(E4j*(>Gu@qj@ zl5UTVvbfgOnObRj3qcH!bdVox5>$-fL7sxwASNh9GvDn$_>hILE~jy+k} zMDrWsQ|;$^S@~e#b=4;>;P^-As=E6*B2&llg__?i+nufJVya18zbR9-_7_^Z`u-d0bm$NuXC%)PE$V$zxJJ)MYY#!CNzmnkK5IgqL~W6 z?QT!58i49G$eX!smqclX_wR6iu#b#=`@!+wPTkwz)_FZ25BeHZysz99(8cZ9FnPzUQ)l1@Zgn1tSU)Rqrl96AZi^GR}gy zbjKXUSRg+&5NJdMEIt$#>_B7L3+$B|zA4iXp(piWHZ_y~W=R4W0=ma-0|5{_v*jZ4 z`r^!zbvua+=Pkl{PVBOX`zKS{(Z!lp$GI5~1=14cD0y=7tpY zW+-!7G@0>c#6eeVR_xo?>+9m>cAPQ;a$zZGm@@a$%F@N@VPs#o7jWHwe1$#`K+eS? zuJ#XsBMRpij7os99tQbZW7wl(+j+C%IGO2jSn7NC;Qk*+v2s2d3Y=91K-k0$WfWcR z{`5^l19;9+daUd!3!&vY5XC!;g(%CE51=nmaG*3QK}j-HER;k1?HT9Ks1ZeLp)V8f z2}ARl`}p#8JpZ1rwOv)Wy;NoUII4%%WMYY0tt>SH%|SA+=x1+P@7W9@bl=^{>%Loq z>++{8pkh>J3iJ;VI395G6=^V|kzj#z2}CFq`eIRf_$UY)yu_q6?dV6Wb#}N`IGM_r zK3E++?Am5^yoPhl@ie>M(hw6f5^yWf!jsnk*ZQkGW4w~-PnRAI6aI}mo)4NQoo2TT z27G3~Y7Dc5Io_e`}lMH;tJ`1i3 zUk@2s5{U<~CVef|7|A7dVv z`xw(Cd024L5xCE{`!w6hPGKq0>5i&SJz@qIF*D2M?KRa}Od_y@ zA;prRrLA&3X}b2{uzIWhwZam0q!hk)=(i)uB!4HFfe{%6^Dq!KZbF0zrA$RZY%`Sy z{DZEk9|!o)68gy8U%mC@akhY@;0Ee!SoBy4rC?lTLlL?)DpI)xI zu9^?8`^CoE(Lsd8rbEmgdD80BFw|Uwd?#~;S`^s-@Tc<>opNxwB6`g19=sm<`-wQJ zrLm`OdUYo^a(yJ7Lcf6w3GIiAgc0MhK(Iak?)ZxTXZZPW?udQfM=7JKr$-7(NXFDn z12QTMS{-)VoR9t&8uiA|G<-n!4o3ovG;L(MBHCFBZcmg-e8{BnG)qKA~@$0f7TaAsh|ZWt{U9imp-QWa0I z_PEt=!sLRcyxL4(?MEI`q)^xjVQ-k2ZyrQy$B|y;C2t4BU=>&JtUQ2aLJ5%F;I+{cOWOE~-Nl z@!#dluExl*^vLO~EUuq6`v9}Rg%||KcdO;8R7Ss~yG$oRMK>uOt|C(y#{BiTNZ7!6 zAk@H$#J%aoUa(>l^d3&!BOq&q#x(SdPUXRf*GkF!h1D3&o|mv_6g?suzBKI|k0 z56(CB)xK>uYSuKg9;la@`byjk_kyA?qez5$@!PQsChqfkUaD_V5sBMB3C1!nFAl9$ z`OI$rKbp=mEUNeW`U6NvhalZ8Al)t9-92=7h%|z9cS?76hvX0f(j_3>-NSRfzw7zG zomX?soclg|ueJ96?6TwI6u=c*f9!+>0g*|{lK2{;HBwN1sI_?JE`And=Fq8{2_oQJ zYa`sc^J?Y9cM`2HA-V8nebj7-Rz5G9u0s6#2P}9AE>btGDksCno<(vT7*=AH-wasq zByU=8n!NCo@%N|3fVG>TI+Km$dgFh2xya6kD&fqm zEDu9O5Ts@qpglM1!Q_{g?n|d@0lS?11vj3&6+PV2TFEgmQnVbr_<%)HF@m3@gKe3j z8D`$gmPo`}*yG_~e5L%&FtmeWso3^<#KD<^odbfvLa@c@DU!`s{BKji=Y*MsCah{< zinQ26IO9b8ROjCs{Cy3Nk<=Y*(O&i%I^P~A1dJW4ZV_=}g6Jt!*8ga(t~J|&Ptm-D zI4=K2o%wDnN|Lx4p4AX{P2ZsSyFL6eGnQBMWBTCwRq)Y*W@zUV^0=IYSW#fzylg}) zyYiTTUZ#a>1)CHx2etTpZbkzZmy5j!cZ^qZ%^U`;A1=hopPDbozxGaXaRRDc10h z-TJX$UQ&ukU8%WSYbGoV$w}Hl=(V&emvPOi(GCWxW>!qJAP@Pk@l0kAC(bIFOv&78 zzP`L_aygDX5=>%rC5(uQ98H3I>&zdP5EE^5lduZp7zEQrSG(*(q2-w&kSW}sEs*xJF6F(nBVlAcCq%{1BRNmQPPh*)3J$nW>E-REcf$>s+#XEWEpL%N$LQl?2-7189__7l)nwo4PDW&EZMSTT{ zx4ku0>1k3deB4SVAFnm7yw^QLk%~W{I`g|4z>->Ei=MOLb?MZcn6jXs!CJ5>h#6smFX9<+nTsN=J znT(%*JA72m;jN?gWis%7!g4Gnu_2RWn_E)9B!tA(yno`+AE^xHLbzEy-` z9J$UOSZ{pfhAfJMB{NK*>{weaEVYy*Pr0sv?NN<*No&pu8l=qEC=@rKOtdzm=e0a<#34`w<&WdvXDq(;o>6gf)ww30A;kERkW) zm5KOh_%>a9Z@}h#u{<|U*0YnixqeaW&6to%z2RsznMzWmSw)7bw(YK+ zIAL?>0r(UIz6nUnS(qiQy7wxXl{L`;z*1Ks5mvfMDHhAav43fJgk48GteDrltX>Um zex8e982BEYpGOv{nZ-@$oc!3g+54DH`J0oHx}2WU&_aQ>kOz@oGtq@Pr$JBAGp(_E zS;WTxV33kbH*_c5UCplDH7kqU+z4Q>_;ogOl-Xc|$SkD={x1taE-FPO0(M;<40sfx zxd}|FEk=z}#5-{=gef)SG%buM!luqSu(cu5PWHN*dB!MPe^^#kJ7`Rg5w~-We#M%L z&;VZP$?pgG34ks8z^mg!?>m^!kr{vF@R_=vTO=qGf`fx$Y8^MaeC8`O;kXG=5j@M7 zdVu=r#Xv=a`Gc%8LawRQlVOWMj#j780#2l4!Hmi8&mI6$4q!j`3naYggQ0HorQ`Ncwip*Pa+-WH<#i5lN~B@xsKrGQI3G$x6KxalmE-s z{^mTE6ar4m5|&kdhW>X<#`omKs*_VkFqsciAZ6(M zBFNam*xWY;(7q%Z{vzpdJxdbrhq~C@BJh(4=yo&|4qXX3(FmfK4kyj0?gc_N<|L$0 zq|&J=r@Ntt=hMO^Zv?k4M{J0A`_HKcE>7h5xKtE;*y5-tNM$u}#k6?3r+d8yjsJo- ziF21Xck8C|`06VTqjY#rZerCca-xSURI~YARyLgkTg$oX>>oQ)jI}-94Kx(+pQc_~ zz$2atowj|sZ;9UGNBujA0pw^mkWh^Udqh)kCAHiY!8!{j>?_&mm4mUEkqBS(iB=su z_8&{n+RX;qa+Hyx@FpH^h6I$L>p7=E@%Sik;(_>mWvw{^Ak3V`Wi-+}7I|ArsSiW; z>`U2GEyH`VG<*QVbt%Xf!=BB1*(t95q;&)&Dy@7#rrgyH6l>)8c8Xw5YSmcn*XO%tSb?uP?i?)MI{sqsWZ?0Efs)y_^!C%ulm0gVln|htmM`2}F&{ED| zTS2G0oyq^(cXBHz@Rh!?AUSp;{yhkMG6iwj{aWn)HIFaJDBxrm zCd|!_XI{$eJ;1CzkKcPWKG!@+hAoJHKcpT*E=ml60a@0~n8}q4sc`1XGM`POIQh+N z;5Kw*GfjK8dP4Zwp02*?tKEk1WWY4a;BhZDzX5-?pxdTq@przu=MVonoZ7c_YO3x{;-9xOdK$Fb*`LsmDa?4?KE=s&}~nW!c2F6 zbW8(nNt%I=)BKfm*qTdkd(v^Q_Y0YF&*N3Y=i^KPj(K9#@F6O zG}5)J2HJ}&rY(BX7paRMnjxE7x~X25iG`s2F6wiPebW1Iw>UVE;@mUk(q^zX`)l89 ztF4~zIBg6MhTP=w;O_NNW>0&|?b(Qt?@JBjsh6{`q3Z5>gw&wpS3}``zj^~T%b*o+<#w?Z;sKws-4dsFRcH|od+4V;yj3a z@t81wgG=#km8#bB`%ZelgnG~cYjPYXXk5?(4n7o<9=jlOXeR41JK}yA`w#{;7xQYi z0hfz;-6Dy$=?{-gq~!#Gc(>JGZ>3qZs)U-&v)=nl9@3X{>21X^471pq@A`&0{QUJ)Wh7zP&+tMc<;9P+Ij$ghL=+N>v zOu;L{0tQpR^U>llWFmJ8kKNlokO(b&RYU{@mB6aRnt}=kF>*PU#QbFBqFjOL`eNd< zAd3s(I4T;MhJtMp2!RHG7;~X@dwcQGO@uu?O&ZxXZYWwLFjBp#e0xfcC9rSi5D*xI z5ij$yp(`9dQ3A=)1W8b(Cc5}FpSdzsKpK`ujjubC93KZ;+4Q*xyg~Wq`+3Y8TYo}1 zivxLk-mIEFx$kpUqf@>|gR)4fhPlO!;J;l44+V6Yuz@7Z7*tcGS;h1C>&?fuzfbqv z*?dtny!?ecrxIXmp=xVqO=x@oz1@07RbqT(IU)fW`P^5U>$&>~QI*}JZgj1A^ESBX z@06UzG?t>jjCZ`Ofj^7f>wv874{aS$s@64t&9xq13;?-w3u^hY4DxCY`&aa zqXU@IL<{9hdCZHQ;TW*4)?8D6!gX|DZCRN~`uPoKJn&3H|L}Mjc|7A73MF*3P!6QVy?9TyyKjF>Jq4<+P|~H@{b8YsIerP^R3?tWg8~} z+MlGVX>|*QP%4aMX-5slBTe~xS@I7A z4+ikp$@!Lrr~3>;zBO}yw>7bQVQ2|UWcJWc zIF)>BD^j6xrg+iXEPPnG@(PoQe=(m>TfLMC+4y=z5Kp*(A&|wE@PZKdu9?2)wOA8s z76`T#D=WU8I3cKNDhI+M&OX1eBv?P{b;b~`l%<#sJi^qj0n0TG{J)hv<8A2z( z@T3D+Yt-ePI4**!nib=;cti>>B#Sw>og8t5JG!XkZkx0Imfk;hK~yGutoSy=^`-}A zHxra_uwi0MrI3Lrh*qx0cHPX5@S4)6KKg-&*~YktVRcAqZDo0d$5$bx+Ex2{%Y{G* zu^-`uGr7NuX0yLPPqhJP7tbC0kzuRK7C`pGog0aFiRsJPsl06UZ?T1#z-&rO+W1S_ zKx^;v&_D?~?8J)0*yWi( z!4vn0mLhh;0G z!hRLU%Y!496`Tq{39`-$vZ&0f-cZ}Y_@G>7!pnVoYiXzuG=s#X>byV>a4X7!c;tU)b(H|&KHIz$+p#7d3CZK$wpFdC5 zyj1vlybWy5?uJeOUv0xAG^A(iW~@9m+8qb|-wtRw+WDQ>4D>wc58IyoVRZbeSM zYmBzgscbhQzyN(vZN&YdL^C7G1*%(`Ks*t;?H4g_>U8L4D4s`i02=c%q)_nX2a06+ z;F@yO&Yd*XQcxhiW4PPX-=+qVBcW@!LD;^9OxnO1_!pf%{7u)P!=#aqB2O>R5y>jR zet0DOu=)2e;*5~1amJ`=f!n%9B|-DJ+Dk0)sw2rsPuYq_wInHymJ2*Hz;mlNEn#NHCh)avj;|*N|Nmd&!r^`OViwA=i|Le9; zfo=-}6otpU(&Dh1%B&yDyZr;Y+G@WXjLCmeH|Sp#VKH`v5`y{lG)EqI$XxgL{-u0C z$6fw{9=B@3K0p6Q=yF@Su~h4X%dYCl7Q+>2@p>;7_Ot9(Nl05~1l5cqbm%Ed)NuBc z*Sx0s9-JM(0w5iG?gs9%($TjFbf%YFx#U`$ zcRs$1UlqXJW%A!?E%{Zwl|X}vo#r`P?o(>Y0_kUlrnslf_DRrxxeD-8fli)2t?Xm{ zxTyK~kpdLITd$Q9od7Hw|NA3kzvp@E>GPt~ee12n4nz35f!g2I0O%hu-sGksfuK~u ze@`okaGnJygJx8Pnr#g|n7(#dV|8g3H>Q-B+s!oB3aCK6?5^It&KrZJcuVa9zalOz zcT-*myc1>6)L1viKO4>m^)>W{lJiU;=yyJ6C!6NmpG

      {omqm+o5iU;bcEz=d~9%mzPBdKW%*a%TVW}+t+HhK(@ z0#z7GZTMw9&<>k-Z-2k6R__6)LR1d{#FXF(qv0JZ^wu;;S#PdRZt3a``k;%g8w=L)+%NskW=?#|Ac;ia%{|9LN+sdp z_X8sZ7S%SsMuy$FYnp>~TPUy)BO_q%JxZSMD+e3iuofa$CJf9`Kpa*9{AyVR9DqL| z4`qb|{&Nqx7L8{Ib>$uap>fuI7>pI$;Jit&pM6zX{MpYy-!M-<{e1kEvI$~OU|3kL zlQHecwXZ;EoDRhIJ1q=cHlWv~Olw|YV{MRmbgAu7>|Ym1!?a~O2$%(;>?DhxALR~b z0kHYa<9%gTXSAi8qsz}3`+ijHcjd*!AuvJ%~S3%8Sx zZ))&_Q@+=n>tcDn8D~%136Hu+`|#xW@H)ox0{y4p6Fg*p({T!}FP`}CrTC`kue2E# zBnkqBHT~GyE~WOYzIip4K)B z4FQxN`7TvVOhyi-@3)g;kXoi3wXXJ*&RLN3d7DOZ%HoD04KBT`$tHAj(@;@zXOh3V z*L00QH6Wvztie<+V+P1|KM^N-b|W|O5l7^`c70v7AOA+h*l{ns3&!f4WUue~n_P%7 ziqv9d^!hJhf1}b41ur$u%{$xglQnIWWO3Uk{F(2Z2@-t71KDEAbfO7;YjlIw#(9G< zPdRGhn%~6^fVobnu#y#TrXJjJZ}~a8q^9D1$H^RR%2ci%oA{SdHZyL56RpOT6^>!j zod$AP(f)kKFy{Hm#kG3(-IA{ptlXtky;Y&6d9=o=wg?Cx z(cEz|ZvOcsjdg+aQ@>VFXnOza)BLWc;;B%Mp=DMI&qcC|ZX)1L)8}xs-;_X<1#SYD zzr@DxyTMR2Fx}(M;b|xDcnKsHW3xR%EA7NHcJ&Q458m56~_F6cLHKd76@JtctHR)|mkPN*>)b9oFRuHG5 z77NKP;9d#Tkn=96y{s0uHrIT!$BK|+Zh;2V&#~>;LR(P=dhFrfrB$pWRADp~;Z+uv>DG{k_NWn1|E0bot5Xd)=Wr+)9*IPa|R zLIx!#x+BvM;lDn;tfE{CK2MbkTFw}4+Hs5m`sC~JvKN4b1pFxT)zhXN-|?Sxq|Ia_ z{-xnbetQ}zcXhuqvx2F2yqW+Pxpld(ZM`mcOBFulSE)66X-a@|w zEx)R&s?Qo`oZpozW__WLCbRHk)(n}$EMeuV*KwGI0 zOG@--G6?igqM^72THzMkei~=xUyDPOF`QaMXY_JVdAlkpd$@Ywxq>cYJ;g`&W*Ztf z4Sw@^i}MoR`808li#kKdNUY>}A8KwWjS68!O_%63 ztq`AwcCWOa8y7|SR_aQGxHvX+{mNR#$hA3HO)TROZXYbf_xHz0k8`5to!4p-V7;{$BhJoB>+CW3?zuP_~V^S9?k4&-`vQwhY!>N zVk!j`z=-sC5Q&&lflcy(XOzuA+lGR@rdDQ!EiK-2>c(rh!g&WDrYz7$KD?!XaqW_OE+}-`3w-Ae``{UTUFK^ zj+zW8VThi~;g7JxxsDd=NXXO5x#pl53r_jB!pEY%eZ5;RHG;OaaHXp!pHD5*h`pze zkuC^oiGBY)H{>qE^FD9t70(h4pz#5GX5a07tf2oIXR>;Ur?E8QuMR43o}s^keUd&u zpVkj@Q9{p(W+_3eVE;r&Xti4KjnJf3v_|sYrqB9vL%{-%S6HEJSbw{bm88u^SzM7c zOLptcZk*kV&>1lq$3evMPQ7kbSgx}mvrMuIUxsK$>NzJ7YPOSjKOg~r9oTw~C2r@p zyDR`|S_h{S6RffbUN9@#A!EKxCh^hFNLax*2S;<(pZ*E_p#;Nbg_cpIaifXeE5!ku zcQaJG#qHp3eh@Ll=x!DK>aboLfNzQ>wP86z%K2LSY)J2s3@dolweiAXeoi-wg+XG?bDB{5~8Zdk4Ud zaL>9W&_Dgyy67u<6;^LCs#}&bPxx_E1>k*-Vtl1FcRVY7obQ9yx68g?=lMAB$(Bmt zUL<2P7O~BI=G!@d`8?0##VoiRW+E<1>@;y%*BN&3p2n58hraP73Iop`}y zbV1eF$y`M*zPv(|DLRL=Z-Qn1g5a@cj2aI{vSrCZeQy#0q^Y`{VC`VX^XTp1@nu!S zsna_Yw``p<0Xx_4bS^yCXki04kztQSY0@Nm{MWcj?W&oVORhm4lMFL7mGJGzT<_aa z?x&}F_9f=KECHX5Xkgb`!1Da8k&2dJwm#yFtUmY}(0Ksc_|W+3HIGN+9DV47WgiKU zBTtk{YsmxL9F7O4yS?^3tT0;jReKhHQEF<3ul656aQIitnG$v0tr`aA2ZVq?AY?VB zf?{k>s^@>3wM$e-uSqGJg11*Aw+=rW#xH3h`T8Fz!bcohmNRXSOeXg`{}d1??C;3`r+Xynf5>f@yu;* zQ+)JrMV5$RXZhKayb?dOZau0$HbFr_VRat-?H#-9UT&V0Vqws}Cr?suQQ!UX;GN&; zYl=h6Bn{38M$0w_;X@*9UWF~RV;H;E@90-zqmluq&$pQ-*<$c}9bM*OUq`|7fnzeg z)?%Z@h{PXPv4-sa4DgDYoU-{1AmX@F$6r~PgyT6->yU)=cu>V;xJBtO(f7k`rQK}W& zHs@&*Esn&um#rWC9)?Jf)@kbRDk{|kfnrBI!UiVNaFtf0hqpx(=J;j%9EEoI;@4A2 zI_TZevm_9If-$cLClQz;upb$!N5mH-f-(n)Vu0s#v@2)F$H}M$vTtK&Uvufi3B4T~ zIqSOVT#fK+?m61?&2u_M;`RbK=Z!3%O$iEc3}@cSDwVv8gPdLSqFREN|3y^a#wbr%jA?B+K<`C|8LQg_VbWy6FR0ocME(aloeI{|uZM5fyeD`r973*nK%#%|DKnK2IsT zBV;YgHC`Cz-VT)xJ~qo~KuslA6gq(ywcNJ3Huj%xhGF3JKR}d-ar%F$-jUovJIDl-On#V2WEaDPT!iqHr&RU`RckL%l;-BDS1Q4kWKfa*+Y3S#A5y zST$M>pz@%WP$d6c-<{RaRG^M1P|^Lv#XNU{T+gJ6O9|0X7faC7{i0Ctwr09mS=8s^#V*yW#xt zv=Eob*x-)FWMavnPM-hf_cK*ku^BRw&2el+WP^2o6`N7G6XGB%pYWnDWD#2tUc5et zOppyZ^cR)H2OkMx@4c3SZ%%L8|Cw{={vAdmReW>-ZBh9V!8MGd=0EYH3QpYO%nm=l z4^9~b>d(JVQOZ8I>$r#JnPtdWY8nbSY(W1?StP2SP_t}UQ+~bQR|Efo4-Q|Yp;m7o z$46T`Dc_XU?S4Ld5_x^im~1}1bk~!P9!rA|!~k#u1})qH?{6^P)blFZ{*Bis zAjKm5yiyt*E9k>lND5C;Bp3Pp3*gh-XvU)E7m@GJ>~AU;N&LD*<#DGG+~Zv^qbU&8 zfagq!v|+~8-e%)UAqTQM){?4IC>Vy%$AkB;S|7pWklvM-g%LaIUr$%kF8n4sscN%p zv%1O0nIhK$T<=oMcUuslzSBESOwZrIR;;;NvT8G6oA&BYU3Xa>^Tyg-4+8gD0(`)z zDxf(q6(-_dz>Oh4Fo__~c-sQi5LcEhw}X={Mrbs`hUqE|YeCt{$n)K3Kxw%YB5WDgiu>_EX>KveDZmfVtK6 zyY+2t{6Fn+;nVbi@3wKh=c**n%k|K`mdAH&Y!iZdY*ty>1m|Xgd)TL88HxmF4cl*8RYl*F) zdO5W!=ofp&tX;*ighG;cC?j&*A(a;tx@3GR^!Ie%@YzI}$-((C{il)$aCAEgOp@R+ z7d+NYTcho-X^YhG@JQ+w|2#I*zFY?57TR#WBhC5%C=>VTivAB#744Qq?e=!xFbl zf&oVplq_#4I()RS#F?cw11lfZDHjK<{o`I6V&ulBhSjLx`{T7y=_RO$sYqB9^`NC7~BZzGP+xI5&WT7z|&#{+B_Ob!rJV>fQ!YMLEhYs=cC|87jekg(#A4Q9F11h zy5|8*qx2~>e%Dugacn{FZP+0OkmC@8RS`JQpVLw88qLS9;F1gvClYt1OG@frx2!e| z8_UBmkwFAJ_MkHQNkE(p|E$N#aou+hh*=~-b@PX#41^4pW-d!Wptps)3CN8#AijN@ zA2 z;v=w4=)gXYn#>N}lvIS(lllFpr9u1J7?PwmCU>tpzHQ{*O~sa^8niNx?7J^bB#om? z8+19p`KWU|V~QiDHTpjc4QHMC^;EP&aJ^4BpV(5B5U2Dpu-wT1O%5`+n7s+u1bYMVjWznn#HojGl$$i|G6 z)Hzw5jl62#b-%3bu!!9Af{-L}fZ@1jo?B)dt4YG<GpSD z#2C7t>la)8wC<IBIL#J!>CV_6&(V@6_qm zbUqXT)rUKv@9W#?4a~fQu=A1b8#U6Vrv0maD>=JEd?Sh|jz(aa-e2)@++91|Nn(KU zEEO}^^FNbEB1^3NEVz~8)l+3_jpN&)uwfwhCxxzq_U>IY>O{7%&HS;~Ikf!@0ovjS zVqG3Cn)EJA*lJ6?`-{JNg%+mvb!UAV;0d>c&Ed{5A|`W?M+5HB%v1Nwe3$VFzFoVI z263A{x?c2mK!^m8{sw2LN7$+jw|F*1WJe#KQA}C-;jqYrn1dPJ|ka? z2c7ZFecJH9+Uu`H_dls|I_o+Odeh?a!b^!eK0Yk2(DUNWRh3ID2wql7tUqmburlzE zn+A)R_htZ!uI)l>)9DyaB#0gaUjRe;>V#JusuqmdAdmyRkhzHLMqG_Hb2f9ktjD%P zYI~0l7ln0j4U!yJ8|C4zmjgpzdh7;MrQ{g)q}hB&1OYoEGTNJJMl>}A z%d7NI0$V^ZTDslOA_ULcAA6St3;3^657;$ZqDSj@Ggqf^Za&IS2&-4!OM{DkvCD!Qp@`)(HeNU`gOU$iwr&H_?$UIX}m73zS3XS_~| zgc77QWxHSHIdNvcnO~A<%V=X}EgN*+UF!6Rx8J4@*l40ZNUka2A@vm{#qSPR`Q(`1 zY_EaykqLWwHJ0==^%aypG_(VGo%bMW>;e~?1T{ZcdgXvqnzRxB` zV_NDAoBT_WNgih}rcS`dX874&{d}mMy8mQgmF;}tpq<-3eIl1?!3m;_3^6ze=ckf= zC#RbW_K7u37iHxiF8BAs4{LuOzCP=@?3##!wwytn{J!0W9TA=TpFMTv4&&=il<2CD ztiP6CKh0KmejSJ}_rv!w55dALNDNivM$SJp56wxc4=rJAEJ?=j|BEh(1M0gT^p8=I z^X2EK3d&E{r4mhd4V!X4irGEh)aij{Xp8UxH_CpVC%*Ur#A6j0y_#Im3s9!dJv?Fc zdU~Kj&lPaHn$oP8)^;ktM7)AT!cZ8_bHJf{S*KcXY08%jDXa?&vVr0iqI_FY))xrh z<^%j(0ZSrmC!5r3?AImn$gzYvb-NIDE2qWiFz%h|d3hSY1 zg>O$%ZEwq)+VkQ9^mzO>1I|Z6aKpU4Rc$35j)(GOZ%=i8!)MfqyPZIA&0%q)-Q8C` z4YHrZYPS+tEJTsw=x9^vV`V{~=>61lzK+8Ql)Yf;Pk;Z@fFIoFQvolhsE1jD+oxcL z^H)g1kRuU~g_*n|mB#b=>pkFl5bH;O07YA>D;D;4e`=z$>Vkut7P?xLcMP}~!suPn znOmB0&K|O~;ETmH#G_WlWR!QaimB{6ermK*AZ7U5g*e0cdb(@3`FwNC%r%)I_YO3A z-HyKD^^`aieu8!VuikAb@$K1s7cUt9mvbMH${tq6fkr~1%_AUU`X24>W^MTP*^T|t z5objKA-NH%&@czoTdoR^7&o71kMDkd`M&?yW$+QC!oC8FCSEmPLWA>_KWIYB^I>kr zgZcN0k#6e!YEl5#UmD5zo^r>t_e0nP;zu3}eOb(wm2(@V+w>IGXfcQ0YCu}u(rQvG zvYttnv~}>f>6iExGg?ku??wMn3|B?TJZF>Dz#{6PT7J>^+eYMMZP)X>zZ>1#=5DD4 z>@6BI07q(B1_kco1BqaaG^qp|_1ZGR;tv!>42!(Mqkw?OB6?tjvZ zrcZ>!022s;?S!xg?1dhG7PbMx2))Myu`%1<$Ur}A`fbU&r;Igm71dGPgf>~KySqPW zY_8d`W-#5&Xm2XuMU9yq9!31&YqQb^A45$3H&sanBRPK-a5V`y!oWBq#k?;jpw%xz&fEU)|$WL*Z$p$RTSTfqENc*TDivytnr~*Ctu`HM1L0j<~hm*)tQ}g zgPgq$GNM6pHqzwOGRPyBOe05$^qyX7(FtR~Fi77er}_a4b&yKMad64AfbSl$$KysL z9YrX^j4Wj&3DrM$mBeUu!$DLQrq9L6wiSC#`u?o9H8xLHm95`;ERVk^f0i$njAUgc z=GLtnO4S{qh?I~NOA1XPs*t}EC_PFV*;A+%MN-w=aDh!eVx;+C8jar)Knrixcw7K# zKms8w{`NWPC~2PO(frqmzU(9wz$Js^1Go}z(DU$|^@LdGL^Z}pWDvd&9>vMj?c>!o zTa>^{HSn;Pj3#I0Wz^Li0y!06@OFZk(fzT@L(`*K@ibD--ceh1h_`YuhydVMRnUSj zhef?6?egZiyab((C4rKks-7B%V4#2y3g45Le8PsHSB`OrX)DgblvU76K5hsd02rfx zz)J@DwR1BoFHN1Z3EZ`8OTy!!_R6D49HK`=NH>)o7N$%93Os9xjTq{|i8ElmtL+4A ziCmXG`S)s8+HGaO!K7b|=5sB8i$~b-R#BUt9S?>KLo#UgbswY237<;ywiwo2o zXoaH%YVkC^#={yVrT{h3S8+D6WFeN-f0si;@ZhJ&=l1L0>JV3%7yK zYA=sgs}6BX!x+w_mb@`zTS-O2+24iXDa6#C^#uY#J{P~Zi{~uTjk@NbI^vxhG|l;F zf~XWi#jn)(k-so_A3K_zUcpR*Q#pF|u3xxhY3uBC(!57G@3k~5WCF>1tNxsM)}baT zP-AadYpU<_a6zZFoD7>xhPgiG@VZ^KK@ZEHr}M6k!tKCYGLEWSWl0f|1%TfRe8``g z@x0o}QQp{nu2_VtIhbzBmwF^|ayVY*W$&gE8K@Qyj~xdy6KDzp7DZL5fUA1yAT)iK zDF-7%8H{+B1QC^?l%j!gcNnO$0g+RyCnt_a3T-O8$Y?o~^#G%q`U1f~md#x}a0?3- zBtavVCSl(K9NcTEzcHg`G&9bu+39Y7$X-6>OUO5sYT6$AXqzOJCgC4!{) z00p{h^^<#3Fq6y-X}>9_z89mZoHZrhsm*Z}y|Z$LitBNT)lE0G+_>Vs;QeD}HIPEr zDjhs=jpAp+R}ghq#O72*LhJy_7=gtsBx&;;LN`}mV7uRs8X}*m2C9f05NxH;I@J~a zKHjdr=coupPAcGXjeTZOkOCV!RCR7o$BFoEYT^Nt=RcJ25$su{Iq@}SZ59N@RdQfK zmd@0_(UM8q7SkOY*{-JOj)6blGK;y?I-g54fH(GYC9!d5v0NhcQo$|C)W7qi2;k!R1aa92Rz((N9d4KW&UK6S=5u}hzwWP8 zRIATwtN|r7K2FR2D{zryweZ~0fU}}sdfXVN1-Ie}k|1}Zsz9bg6NtQOMgz9hmJ7U| zzPinO8!&SyUg8*#2)jyLJ7*oKH*3wbQe=38LFY`LIveE*Fzl%BpeZfu%gPhTkIdR_ z%PxTJT%A|he0V~v1fu#=54ZiBo95f)f091?ORx?u2~l|`QiPdilQPeCo67H$R<;s1 zoJXrlL#IO)wTQiYDt>gt50vC6ufFCn0Raij#2>*GI;XK+iNP9_GkZ=clB#N)p!^?) z5yi&eoFK+pk`Xr!y9gvAx!QJ_AP774U{<$xGvj)^K8qQmdlV5N`hm_;*q{ z+~!>kAS9Ro!){Dv*+hjvv($NeB}Ii0rTDSnDs(w4P{ARu;&7m8LO-e{%63d38wg&r zumMy6(g=IAIv3p8DVySg=5knAweZMRvgjt#v&T1E{`CJiK|h4YbiwEr$O!4Jt&8g;KALq zkqQ{=mun#Fwznt}{m(F^58ule_n7gVV9e?$WRW-=KZ#V1lGv{dTy_DasqXOaXnWc( z3XMM*ohK-K*DsRDqFIn|!~=Ye3jsNKjZ{u!y8L7HLcdIb2r(6sOTp+5%6)gci1b7` zD>Yf1_`jdlDmLD8DSr9Oq;-6O?eb=#u%Nhc$fkDbY+R;Mchl5Vx-(YKjGu0*lluAq zDG@jeC@&gC1j%Xbd2gJ#>q)4}mc&&3(xbzQ`4EUXZenlymGgs)Yh0GH%-lpDbLCRo^KTmBrja`I=moqbNH6g~!bg&0OnC(%^BI&j${Qy zfiKlLaBtrN=Fe+{-b8p1JiZDWHbBQ=HwhN_8BPf?`?qL@`?l7@eqhCT`vEEeDR(4kebt7$2Lobe2+n25$lud<;ylr6{ zR$*gupurJ@$ynS{^ye`AU}5yW;2 z(Vo!^GJwk{J@vSR3&ns{6%`-!d38c7V*E6B%EHB%OS8BvUAUi!@y8k zmfnv#NFG-I|A_hut}5Fm+)X3hAs|S{rdztZTco?YL?pybgGhHbY`R;zrMp|Y8_x57 zXPtF^fVzZd?wPsf3hx(r`$5@)Ux3KyNG}BzK{OsG+GItUL>d{Sepp_5NW_^wYb#q~ z4*r0Nsg{jb+x4!iDgY}PVq*=lq}1>~{(0xreA@;o?Ggo_I=6zvvU9(z)=0_qVp%4? z^VsfXgDD=YU1fHt9YGxzIXO454opdy^-wwi59nKY&U!qx`3+sSErANK>}?xDb7vi` z_!5&L;Gr67ZcT!OQI_^?NQBkI<6U{~8Fdj^>l?&)US!>9c53F!7qz|XmVq%lbIz34 z=utbqq)h38x3A=pFYa)QMlu8?sJ6)Ac#M z%V^&;wkmFeT0W^DfPy7k$GGHF{LN2~!&e3C1cAy5X$zQ$vr2|`oYTy&wwpRcSl4RJ z%`cMPs@!Q)81GU+!O= zn)6r_a6KS#Y_*dB^Bk|;FqG+W$YdgFc#<9-MhJIqJhWISXF_;|`-epK?}3Qs<= zb_X&@;ZP|CaO@#9zEy28L00| z_h%AR9_uNC+b%YB{Qdt`1UlQB?kp5ok=L#pqBpKRebd+%l`=r5`#jb`PrssXG1iw$e*pW_`TC+ z%4Q=-BfIMoVzQIC?fMHp&b%v;BaApG^n z;J&#wF3!o_$fmhs5qdgE`8H}fXiP1JT(A3+xR6=5oKoC*W6LMxSm3S1|J%$QHyei{ zqNJ~w-{SLQcz?^~U1H_SSF`2v@UC1RZm__#W`onax2tK+6Q0dQ9g%kp9_KGXJtsBD zuoU@apJ`KmbEW_fKw!lFn(LU4z_w)7e!8CEfF%xRcx+K{;r5VetACczKTq!%ka6nH zKCeifsfUK0f1SH_!pITXQ$reLa(%V6KtK__J-;Ql%KdjDO4_vAs_y#gQbR%BSz>F} z%S%1s@u+u42DLg)B;Vd>aJtybD3$Ex&QR^sAnLuK4+xZBep#FLLASc0&tQWU3MSW4 zgJ8Kn`C&AcmDQuCwtm0bFM7S}WL-*GZ6?(Qu_?iEa;74)dGs8*v8L-!-#%Wh-HzAj z#R-JNiJBX;3F9p~O|+0_xE+s2Iww(BBs4$+z13^cLv1E&+RFsa>k&<@3(nOZ?RO%EL9F zGjcqMNSvSLTY+|;uC3iF=N@Dq(Neo!;)A;W!id%_lH9FH=+vt^RpzDzbvm2Ui1gGz z9Ep;dD@rgLyjH%RT}AB8#^XP+OE<1p9q+Yf`W@xXcJFC-GcFmh7-E5n3yTlU)yIa> zwF2X!m+q31{QYU^p4%tp(*63#J;DKlnGDCl5*ZX^dR)L21Vi=B?5$e=F#=l8~m zlYlSePJC?*&3FE1zMEH-X^`BK!nqHi!FQJs;OoSDSQQaGI>3$5<(Ru*VJho<+>Rsn ztNyq^T=VJp=WaopF(4jSYX!`C=Z&rD9cw>p^LjkMNqHufvEq&WyjLT<-?a-dQZh*q{u!TY4{vdx8rJpB(2|`CBb62Wb_AwGmH&)UrFlSsK zwmm#}Tg&lXzn|u$OVA~U>So2_HBJbye4pB_N-ZRgrnb1=Ch!IYt4TWNKAggA9Z1x<~>?O)SBz^11aIilF&$RHDli#HbQZ*%vn#LPvR zBpyw~rO(TyBqX}gH;5?2(I;oeiPH>1ah70MQ=(vE1FbMdIO!|Pq^$2NFgkDNJ161o zPQm5HpnxKed=k_j>>&D5PvEsx7Ic*}qF-7g3#XZa$O(U`{(b|Q!_+SCygT$V-nrVY z3bV>^KL;p~kK}clBW(An3MxX@7j3>D-u4TbS3y|E2e1K<(trsk)-K!F-&};^m`^y7w5IO>GS=4rb>WDs$;B&w+1HGnHJJ)FHq!2arX2^aME_=rEdVUQ{JbdC*BKJe%*7K65OZe{Uc_W%NEnqiM~kY{71L2zY0bkcL~~zN3nR70pWAqXjkw_Q@Lsw&-3A2|+|H9jjJ*f4Sj6-%dBx z9*}3_xT#G3Sd3B`i-b^*`)UFyBxDyX}>`2(3_6a%|vuNzDxLa&N?>o7an)S(%4ir zI*pfak!Sg@j2}a5z0Mcsg>4SQMpNh6)Y{R zms2mSJ&ZB|DTVOge8M_&7_ky+Fz$9r2)2LGyld^NF?~DzpbJ!5gMwk#{t#Sgp~%w` z-Pr2p(t}%(N{S^BkE$Ahy^SxRqw$pPB5(3OEjxoANA+4!Zp2mdsR9<%UmB-x2g!5{ z?m}dMpa^uH#`7R!j|IJGZlzq=#V`7nYDzso9j0mUP7~CRF&lKgjJO$<+bCO6Pv?84 zu~l~b1Ku3rt$?2bp4Q=|=rX-t5TeBTPo&@hoVa3Fo(1B6r{rH>ZzddDUvpDpoEa%E zs6o!0vZf>5m!yE1L5Ts&Mx(pOEcr7o2o@yzE^_GgeFa=mJdV7Zon8;7I&45`5!*>p z&G3s#C;l#k!vyZMnAKADlzffZ9UXL!D4MyzsE) z5EZXaT!I{Il=N~zoHqgqVKHz%m_j&N&8bgY4#|}Z{cwaOA!gd~<}2xFutkqKbvRq1hv`jA+51xBw)*pKBhp_qC3$6Z_c1E! zhsQq}Uo@-E{rw*+wCoz)(F&wn2L?>)mlZ6vxc%EP^m=vWQ^VR}YmhZHN(w30#Fc*F z;8v4sbi9Ltp`_Q*L?R= z=C^G+LQ)Y&FE~Ibj;xW)u}}f4v$M#t5QEk4nU*p{ArAT&ZJ`TU{Q6N6nN1@0T|6Zy zRZhc{vO8Qxf*nZG$>!4W6#1MT=#7f3Ev2EUByd{gXZW@;V(c6-yXpLOrOn#qsXcc! zF;bEQf8?rg=UmM&}UvG869qjDMh7$dEa zJ#LMLA;Y#9h_Z5wV)MS6=AK`__13T&G$K7GL~5`}!N5CAom*ZdIbON%u{-;E9V3!v zGQQOq^4}+qYq?8<(AoC<#JhfDf0a15HSF5BE}+I-WP0&Be)<^xhbbweF0KJqBw6w?O0NlR35Cq zYGHm@V{#>CxsFcNs(dnsygXE!@A(owf4zAm5NGJ_Neap@M-T4&epkyqYazud;=HXH z(W8-L`?$-y*4R;!=RjfjS!4Ioe%hy)LEgy8zpD1|_t9y`Q6c#Ww|~)bx0`klCogYd zaCC?5{FL{3jN73OaG_0PVjK?yL6THMlp2Q4!)e$VXhNslpe@^f3sA>}AAX6i^N{}l z1`U;b>ZExl-A1c0q%PNV%ha%VY7RVlwje&GJf~A>X5KVoF9GgV-P#g|m8nNyOW-w- zQq1SzUAx#3$SOZ2kF>J*sSc9j>1mh6s-9M2_^>=1O(Z;T90e){3@(fpVz(Yl`e!C$ z971HMX79N^MA4eM7;Z2rgyShqyI9VpKbD+UZA-*TQkUZPKA~U_^x{tONeE0@mO-;t zSEt_FAGN=nu^N26Wmjo`HgQvF@?1-|x&FYdxMr#bGk`-JGd;e~LgD_e4jF;~l2-(Q z43JQ|&bKKUvBe#eR(I>_J`8T2zkcW(eK+| z)@y1|K*=fU9+Hm|EsmEggm(2KdSTWm(&G*@0s%HS;tYS#XoA({6VTYe$PFf|!j>yN z3D=_7?=#&@%02mM{jVP&doiya>xNNxg0B;=-MUq^R@YMKS}@f!zJN*32aogIw~m|1 zyQInle1~J?i04d&@lXF+-X33-30%!0F%3DK`j!&C`Tnu4Mdy6_NR1sv5dVnzL2mTl zKh$;ieNLqeI16rW_nXqlVb*=Ke_OY;d3%EsIwp%^ z!Uslvs9>#`xX=-HUsjpm->ph2WT3op^*vE?X>1S5Vu%PNrK0Q z*bNB?5~Js~p_Qt|arKEcCef2E8npeP8UK%i=F|k8PZ>Qr9UA+#i+1SN{STlFaE3Oj zO6XY7EG#MT7dF*=V;quH#5pBV<&vOB1`ROOq$lo#WxXZnw#?~DZx1&u#Z9YKcJMy*W*O^In7 zh?edtoyY$?!Tu!q>}%w`UHcyjvmo*ys0?CrkFtUXfu_-JZscs_bUdQ>r9yrwQ^R~5 zKZOrwbNU#L77n|t>`GiH#~?)nC(gyY8FcQ9+6C_v@}(OgXp=Xl8W~aiM=T$R)bBi( z3iC@7wB%*PgE=Rs37Yo3(#_CscS;KV&3iw>FS=7+je9XWw9zQvya(LiU|P zEP^kgGFkqW{0m<+wf|i_O*Uv-rD!tF%nC4VtmRdIox;l!&+;7*pEMmB6)Q4I(?&DL z)=MIfYMvAWBM}5HWmqy6G7i_+ot1)F1&z;qI2Vsol^mSD-D}zT+s~~)Y#cM611Tk@ zJ9O7Q0eR^2$;8BJ;Klxemx+YL>~Ns&pTo6RxnEPjZGdpBY>`-CH;fu5OjaE>Q9>Eh zluzR%r&Qbn-(`CThU|$|Qt=lx+f8Y|bjSogrp$cf?dr{7nStLXN#(tma>4D-Tu{~O zt``WaLOU4bZorFXS_1;%3SRY_;>4LaLvdhCXcrbMi#Z+8GUJV2&+>rZQhm8{H3f}FhBvRe?li}bXcG+piZ^ZH|Ar*#XnggF=@Kj-XAfG^$~nwU z+QH_yyI%&IA}YesBSd0l9v`@#5hH}t1Eil`HX;*g-cecb?%gMLY1I8WaC)nf{Vd!> zo8OHSdAvJrgtlD{66f-lkel*y>b$gN2?dqczG0m=-OqK~(#iNV2!!9>&O@?%8~qgY zfh){-j593Pln7v?ch;J1d2Nm%^&jdIxchLzvI-|Ig>TUvr8Lp`s%O}xVm{fHI`H=G zW@(Hp3%WG3C_to;FT~<2CASIlG`i?3wklaWK}NA3JFe`TVdZK>DK7&@g=W@bXFR?) zwwtW>XV9M@s(yFg&~xeR?a{wGvEk2FKxLEl7v}cDVz^Zyb&mS=Opitb|4C?l;%FS* z1jhf4QKC?oF#f%67EC;6U`(5rnl5y>rJsA0nK5KZ?tk$E zfb8A1@mt$YHBQ$|lP%TkKvyC%|_4Qhb&kD!ee#f8Dtc{8f;-T%<>K%yo#)ze3g z4vv1i8LYz*FMt*v9+c0am#o)?IdBy;n;J!I2Zl)7Kntj&08+MtPK?%42Upcm4XfAX58jSLpkiBNE8(XpMafeuqGoN2!2X zjuwcu08cl=Xf3j@L0pe|2B82MUFE$-;F z%Ttj!S;kZo7c@Ers$kcX>p19wfM2Gnii(#J5nF?9<2Jn`HUh*Xtej#pwrqr%;o9>K zGtfr)pOlIg0v1JdQEz??T0Dw|Cc1saC0XD>OIK~W#cv8R`?ixlz z3rQTL0YZrbWYt7AIwoxW$ZGP~KUT(vj^gI+?SX40rd-QVvmn8~dBLG}EWW~SPWP+z zzb4f0wYL?mbgScN&A{s2`n9L(+iK!ichK*EqAn3nammDd=k(eVq zKhyhbeuiJb#$uGK)=9{(s`Nr%1KN1*?`c>h{-4Lk4VPw4G zybggjYw_#!+q3gEN$me0ir`TM0Z29!3^#gkCpQM1V+aXPg2-!8JN)l~7I!Cn@fbb} zaqZWkWfBX_qGNO&9FaUo_xuMV>U1*PJe2xxHhFr%Oz zieOxZ!~SLR&RxQNl}K3G)7li_*%D&R?>J?VOpB1235 zYiW6@sD^k1`xJ91W%Ri3W`MNK8u;*Ip&dD96K`5?qJV43{pKOuF$48i)>%9p%pa>! z2uzXKxyV?vnyJwm)5b)W<69LxfkE`zqfiG7p7pnDeHpU4;{3rhP81HbA8BGHp`H1B z*inZ=@%3%+AVsY`6SWYD`-&5F?%sE7B4EQm@ei%?C9X(6CxSmGd? z0s19*vmz^dN7Amjt%uk*oL{v8pk;_x$cb`p$;@AY)MdLp#Z#t|5=Kzu*S_6`utMEa zGrh!ZAH784wVKsY=ipyGN53EON-e{>;6wu_@WYB~YUI)3*wG>lsyNX9;)xOw%|-r< zEpZi$2y;xO*2=8@{&~~tsr?l%X2cSoxfG`` zIGZ6c;)F+RgMW-oFOen{1N4kXZV8edi0kD_0;jj9AwD~7^im~(t;<{XtLH@wn**`l zA0Lkkt*PQWCq9e|-TVc1UvIC4ft{f^tB{9r!v>k=EJq);nf|p=jBd8i9pjyNWV2=sri^9 zN+`cHKQTx&OpZbD{#alc|6J%rBGpm%zsHk!^ zdn#nMsGr3}9S@U3^!*C#pniMWZ?8*NURn=E`tx0ZMMi|-7OwKRE-S@TJwJENt72>! z^Gzk?0sS-@Qa}KarbaRJM-J8KsD9f7-x#f~lz+ChpTgNTYscHjh)N|3D{O#0A1ul;-k)#NJwW6>z>X4fY?HCf&ESeiib8_plTm28Lc!mDX z5@L9whijKvH?o7xQVY{#gA9JW{HRV^`*N{wWW+HZ@p|Vak~M5zEwyo?AJIjOxW6?r z&`@ud7FW!nWkFd`H5P{Theu$Dx{Is(FN0~|e~lyDn3$oEi1`bV2R9PM5MKej3uV>w zpovM#raSJ(HgU%r~v{B=6(`o@SmdcPU zRj+MK_}{Tj)N*XUV`fz~8e9|_3lC@VMcMuku_0ztCxGMwO(Ly{(ozQw?~NNd0~D7WmG;xhb6 z-q#HljpG2h$Mg?fHFoHdeW|S`W7|t#D^Y}VrHJ%y)QN_i`EA`~U<0%P_ScJt0Wz!)a3r zZH9>ht%_=Xk1bkpX(EjCoeHdBscC7uKcSD{Fxc#-?yadxYI9XC8|v%TSQ{#>MYF49 zI(_`#))1eBcg%04UF9Z4`97_`g=au@T~xwi@*;$Ft={VcOUOyp3&HUpbmhL5u@k_0 zk*!5hM(&fG`8!Ym;V)w;Qlx-D9NS_FtCG^-ydk74zo!tucy!FtY={d~^{mLsz)v2i zOIf=u0}FW3?WSHiwr#)DZDw!cKe%qn_|PbYhxMlgs!*c&jo$X(<16ZsW9N50t;O3% z9V>_l(SU)s27O{TK}5+uX>DWdho<6qT3ktGRS6_5#6&pI;EgV&Xpr^AqxTVY8S&bm zpq$tLI1Zh+HPaY|9B;E;I=7OPoY?1Kvg!K|{I&AP1xgto38=WSaZzFO98G(we}D!OI2w&pNa0YoVQU!)|1t0XOwWd~)eu@&ivrYLDG{DPuZ-i7AP+^qG7 z4F?gjBjvY#8KWV@`lbdwTxm9YSz*K9dM5z8XFOmm#rOU8ZR(_07ntHV6DCCok!w?< z3k*OpW031BDFo3h#6A7SID^rLcatnok%xXvOr;;T*ICCYv+< zAVP~5myVXfm4N&4p|i5M&HdObix3Qjb!w>9kCLh-1}+3L$YYh2_9w?G7UuGb^6!YK z_Ypw7@bbi_Eb02K&jkWFhu1*M_9HtcIN>R>N;CXD$!G-WE-XDb%(vb|9g(LctA!py za*`09w_8G0I-fBiCX~3n)pP%k3or>3&1SJDgH)}JZE}yL8}i5KJ`CP!-I93Co{tUX z;kEp_la}T*O2ZVU>f!<2U?+ADrQYJEmNvgDg4{vldN|8QZH35uD#~E*=x$^+@f-K4 z;jNL0W!kxAt|37CesQUv)!F#1qSR(^Zw?KYn6^LE#Pv!ft}84z+y!VW>&EU@pElhz z6YyUiOKacdy!@Dy6|}%-mim6DsWk4GL?-<{$12E%$avF}FK?$+4A{a;(@x)vcP&Rb zSh6bHppb1JaYd!s$E^$CD$MozOlZXWcDuhn&cax@o;m29F7`hz90>Hq zW%Aw8kBn}pVYh8YKR*~dj24oM-pBpl9_7D#?)gzq4=$jBR!co~5Qic%J=4L?l(<(n zwokr>I92ZTrg}cZ^N6cKkw*;#;;0XOkHn4!s#^A(lj&moeA;BPi0TCP-$-fP9#X8T zFuPU(X1_m|L3x;;-TR~j)@(##*H^E;O>|)aA2J1n95IS$7{9U`MN*nevskPwBSs+% z7>r7H)xyL zY`>?Inn`w>yD37r6c*!=t?PrXNat=&(b;3)0lJshIu@vE>;4RNfFsp$NARwZ<jJSKrOyJaj)WdFHRpCz$Zaa-I!v&ySp7MvgJdVjB=Uv6C^$YA6Wn2Ua1V z3sC;Y;)o3&kY7?7nZV6uu+dzS{}~)hOiIe(o?)Tey-Nems{KUO;yA2F6Biy5VlG!& zTt={OalO* z1$cTv86TCVkuBLL0ME%#IVEx8NWSO{$zCde{=}Uy(P{hm$}(K@hiHuYt*x}YDutz7|OGool9bNzLdwPOuODW5NznfWrqySD@I4e@ThrCi5BqzZd$ z+05Lv`3$FX0@plsnAK0CN z)3k(a)RL9zyh%-Y1VM!#m&(mdnL^ZRE=8>x!E!PuB5%OYb@6A`eksxaW z3KkMJrah~dZbMi!U>4dG5xS3|K|LD4SBp`9fBrEz-loU9pAv|zRg4>+o|;_eC5ocs z6mHDRtus!&af`el9w7JrgRP)l?)bU6ke>@L3BTg+nQb|>ug~M_Xuee%K_%(5_mt&mFL6)JG7P zHKl)ldQ{1LGkd1-)@qdgHp-Oceuuue3YD9EVnaq?l;>7DIwb!J5UW{UyVXG1HjrG~ zfRr$$GtvPAiJnOuf>GNvOfZ*b$~`P_p^2`Scbkjd``|PT0Q01m^xEQ z0Xaw1$7ZRQSdaT1uwj#i@DtiKmQ9A@sN~E=mqI=Vvw;9Er8&64U2F_f(YkVB z!A2p4B~jvbs7)&5qw1%k>aC`p+t!Pg-IEmBP<99D&MEfGeZl~T z=zf4FX+REeQ@;PCgY_!M-nF@OmitpL>0hiGJ~06;Ah?b@l^cQ zRHD0J^L)4%{DN2z58H=U2w{;4DK5nKJ!XAA>68hXStD!NX=&AQw66Vh4Dc!q^gl;M zMzY0CJH@NZmzb!_qi1GG_E14!a37Jpcy7+qYTnk|*rWlYTcBNU71@z4M&>gNAOD*o z8yQ5C!4Y|wU0-{&u9pk7w|}W=yWex2S86Cr%y2)kC_3q~eCu2Be!?A@uk%KE?$g?h zyOj>rw!2ARJW10x-t7mJoaXzr>jN&+v-|G17#+ab0Lsivqm_V*gJjK^sd#;-MbP5j z6WX`67`fxz3JwY&mY(NgNEo)vhYaT;AdPjtJVp#W$^(lM-9%&H|K*uRjPw0r8$-(U zX)URcK>KN67-QVXk<5)|AaC`1vKVR`@t(=)^}*-qSnclY!*R4(wXUWfTpTDujurv$ z*R)W=S0qq2UiBBXuGZ@MGbbPxBjkuB`C8AgG4H#!jmAI#SdJgF$R?-6x(%4F)(y7} z1~irYZ)a5uz0Dp(z0(r+fSWYHxxSCjOH!VVp+kAzd^&Tve{Eg3aw4_kX^=5x=&dTJ zfDNdq;^O=(!Hp0K<2^NEbGnxx%5o>bJ5#b6;F@AU0K}KR+}b`5Aq=bom~l6A#j9v6 zKqAo=RF%h#)op65gpT^(zxsZ0f5dJcxU(*Q1tN8>)3P$$dK_Z>+g!~CL?cUUOhT&_ zT?g3`>=SXObPc{8fAoF1iWH) zQB}oFLY(M=)U_$rn#4_h-~e_SB#uSFod)<)CCzHa=$Cl%8Kiev;S&FG#YieMuYt9X z`=!bU9b_!lD>J@8K#`hdL(D79r4$=XD5M%ieif(Tpts_f46N#;&K`7Cv6BJDcznXl z|CqNOUJJr+-cMI5+K#r4XJf;R12ug=Ghgmf+yLt7Kx%H(_JYJMv;y3GwW(w1Yh}^Y zs;^zAb|joA7RqK(TUuE9hYdZisKCKfuNxCUQ_}7FOFhOw0lJyyQ`ERf(K6a34WD2( zCyB9o^#HzZSyaBM=5*KJ&>E#of{~ii(kVq8u37aBk0(K3InwX6eod?=(bA)>#@a*x zhX(MY;H3ae@YHmCJx$ev?>C!9QHiZq)Vo%le#W~Hp8ri0XjmIxbbQ7SGclG|HRP4V z-B*(jh!dX>AN=B$?@xgEfMs^1v-*cve~gS>Lc{jt-kWOfbYf8!W;o53D7NevC#-i&2?pXl5;`gAF_AaN{ z{qaAtofT`kLCZ0cOvbmFjt7i$fHm+9b?85CDntzVzgxBMc#6kl-m6&M)@ICYS+bKo$A}Yd0=yliYJYPDDrA5p{-2^ zrQG|E<@Up&UC8exq1LXb@l3fNN1jJtq^!ES;oI@Hg8`h*`m?bS{rlthcqcrQwidem zY>NCDfYJkCog03Cx)N|~@=o=5S{<`8a)bp5nhL~7!kEZ=MCETS2!$O|n6gg>06UEh z^v&my%|uK4*T8#v(vA@kz>*utCw*JH`vbi6*7Wvn{N9-ZXn7^2@ro&sNucEB!jKF+ zE{3)fyMbfcd=qT-zX;|Hu4f%~F zNjU8jV%}auY&a2B=e(BTapU4iSbUxELN&l5CNfJKqomn!nY8FZ!l3x?ELiZ{S?8rHmw127i)n;I*7y z7RN&Xefux~%nePhN^Z_(aU(}AO$G#NpkQ~UI2;CpIV|?rbcS;9CT%NKOy4vlXIfEx zN6+5{d*F&CQ%8$ARh9`z-X@JJJCY9ddP>N7m8F-2q0CYB^Vv+H`{4c`O}@(n_rI_K zK!Jh=GM7s8aXZr|_kYBSxy28!~#sLprw^=Pi@<@dK@J)qE;$O)mD`c z^*Uep)|QxYRB%U4A>6pw#(dPDsvJ-bBlM0h<0RwXw=gKgs|I7M%A>6g%3Ctha2UHS zTgXMBOSK^&1O)6eyWJWtEKhwPL&KHgnBANr3H~)mscjr1V1Lox_=Sf@=(L(}{R~x# z?1NXfsW(dxB?|qAA_yWi-CDn{bt-%pk&c22H@-=o_32KccWc7PgvjZ%R$9l(%1}g5 zk?|$UdwFYrt42yWbOn+p@ky$QX0>6)ygdhi&;a_66_@qJ`8mA>1te=xvv2TF1dvFm z+`X%XlA=M#U0l}Me{#8b)sVHz5LUkOFbz-vX|5l9U!8#k#etpPuKZ)} zPEX)Nf|&IGPSK@2@mThAq~o+a&uBLRRV^KZM3Gmqj@cA{U-6K55*GbZxWSOYk(e~^ zVgQNydRb5K*Mf|JTRRd{nmdD;i()PsHmur)N6!p;96)mcgDAv*F}k5;idfCPt@^%{ z4^x7go(e|*U$Y3LEFU^jr5$+8{>T!$UkPH)7`!?v2p_Y}yZ-t+KTrBUj1{PKUQSZI z-5D~*k?ljUikTUhZUMuR&&!{#rve&_ozvuy>n66uiA;jS{ z7FwL{WSmqlu<5^)iaaW;x{ohMCIn8Or!ms_pebc{oGhI;1-v@R$zpAx2-p_@(b_f@ z$ZATZNtM^Ea4?ITK5}mIYwHWb0{mg(fX>nj=u!Vt1^>n|6#>~$R!Z_H-!hk-bZ-Zc4A&Nxa8WUv+YKij&G_bYNU@IR zaynqNv?T*E?^kcQ3!ct|ycUUN2=MJSL;?GAw@SaM6*8y+o7eRTo&md1O5=S^Q3y+NWh1ErV|J* zAhZigHaUh8ie>yudsk6t4avfyY4@Pj|Ojg=&qg3kL4mF&+77X zWA+5}U0jQ@!5|vsoZ%XAB2QSVAF;ifDpq=Xw4TCy5F*E ztvr3Y0gJbG?}^1cf57!o=k@V*HcjBAFYr&zR#>5)@0%D1z> z?E^xFUk+Yo6RdzyQpL&k5FNb_Ee`MT3p)2MXC25~uki0admI!YEJa>^@2hA~x_e+t1-lZc`VsfA;Ce#Hh}J;p=oGv{muNuB`?(vf7u*aR@@ z^~^Q~-@}0)aPSJKX84Nsj z5_RYP?GGFvKzP-o3}{MsjT~NG4HWoN|GM{_xr{p%fAU^`_$fRO08nq+FRV`1CsAl< zOX(O9^c2CAv64J-w2*g&B~?61v=@cStxCmUCR5_$D?UNHgE$!ajV}bT?oP&ERTSiIp9y%uW@g&kQHzM+Z&|sqBc8={jBZN{BKreK{5buhy@Z9@&7V|R!JEy}F+hRh`AX`z zY?<bE5I)Xd^r5t894=D?pY@Rqk7MSxy832gx)2sT=RG(?glVM^<1_(k80kAdsm+d%|+tS;jnvUqV$;jwSXso&DwZPr5F!^zG>XUERe(J8wY z0$b)KPXw0jd(o1K?NPFM=MVM528rq(K9fM>|31cy>0k3HS(z4)c#myvc#m@_X(h&0 zH>D|(-fUExHY@lR?KXcMUXVaz`hto(!)%`jj#X@OByU-atr@) z6x2V%6@bOfR87Ubwx8*GaN_UlBB9@j6BXJ~a->0DT+OEXwM#f^V%2w5bK(zCj8GSB z%u{-qW1cGn)aOa4xTT>a%P6)B=7^GcyNsBWsmR?Ogd_amv+*aa_5StlcHPV5Wj*UF zU`IXARGKJnwd^Zy2|WPO*XYKMNd>+SrdC(4Daji=V?n?7j%H@KRFlWonn#BN3?OcX zQrh=sPxHUNxjG#Em}rwDN_6>J&G#TkK_F>N#Q7mn%fV1$7Fgc0Nu*=fIXiP)AKTxq zgW{l_H|(a#0oYrO0`n3upm&rBG+lqIti9F$Gi*>X((6J3x&34OZ~I_A@yqgSZZ2a@ zmz8rYswgc#@9MiMEMXd&oSMu^V|>3>?udrgk2ki_F3gNWn?h}=%f*rb^ASW5|F1=i zL$1{BReYaWM8s*U-z;oYix<$&d39=fpo17_@%7+Aoh{o#Qdf3oEr&9IUb4aKp3@YV z7+7Cl9sywMuKrHDfI|-iTxsq8qaQ?1iOvEtqst}VvW}I7O_uW{%|w;DU`b>j6cqR} zhwW64LKDgeYi7oAgFvOY9m|OZ;l;f!)QPO;A4t3Q*_>%V6wKbQ3fzB7V!;;pW zCeM#GxiFx9&J&V}hp#(^^#a*%6Kg&)16p7FpU2y3+HGemSVmmC7YdUtr$4$Q8-I^i zMf(^pO8<^ISQYl2u{<)CB5!*NMj=31VLx4+D)q7{n7v({Umrb-NwCoKa4?76Ki~uSOF_Z^RppJodmYv~ zeQU1hAj3)?B}m+-FQ}mhBxqXmjqMK?cbF@#Lv?aeZ$~N7W6y3X3sv=iX;~+QWKn65 zH`Q^bvSJuUFsMMgmYw)J5@50(Xu%PJx`Sap-1}!f>;4M(i!Zv9L~K(}9afm*e1>~p z9Gjja^`?j0&`-RCES#pL z$D8#y5_@%uEQt%7(~mas*VH=~x1=$R-W9rh+wcF%VZMOP|2Ep3R{D=n@CgPVS2Cg7 zx?5Vq=uapVTMnLG?7!G2hxySoFWXYyp5QMNe*PV@+B2OZm;b0H{EFeE1=s1m=wZ-o z_XMlvYRLP&{-S2GkZS%_e#&zRa3)3ZKrmSH((Ci|<;&`KC#B4of)CM&btiE+!PbMu z(mlHg#?eLEbYT$T`>lZ_!j)fJEZ&(V^eI(&P=t@3gIZ+IZXER>b};B*3A!B){{!TF zFQ)NmR08Bz_Wg3A7N6t;Redp%Tp|xeuKD9iI*?KfE}KMthg3Zq4sHl^lR#E8(4qRM zYF-rPzhAQK{r&twug?3B{OqeV9$pathEMMW5hq7(cBy1yk`u6fj5B+!yKkajO)O0F zV@C8?HeZBuR(2j=SF9Cc7*V_@T)|lG{oPiRyTaPJuB$a~S*PoY8lrag!bX~R^vOhb zJSA513@_lgj+wNHhC}}sWgu2kP`mU5wD0|#DfW-8-xeg_17U@GEZ{&|S_3N_VYGIj z4VS1+b`yFW|A*BABbN1r&Ls>GEtP+-n8yBuz<1N3P$@&3seHMs5jy6L>3q4cr>t*J zJ*+zObvNdF`^~k2aB)2}V)kdpmpnQKKFj_DD?SghG+UkYnJs7UBl_w#QtrfJizm?@ z$I%Y*6L1QUKPF9Ub7UvD2;z)YHx+3|>bk7PjF`0F{Bwi8t`0HHYXJslNIfoPeaUIN z!tUA@mv+;D1#Y9@`P5#jcJ0__z7kR*Xhj*}QT)D-LF|mKW_Z7rlb@kYtXb$oL$^Jb z9@s#rd#OLV9ScVUJJBLW;9Ec4dU=AlnA@JQfP{jW(c(`W3@klqys}a*JJ;@TFY?#r zARUt%9w)8(o|A@FAVCA$Oj>J4l8fLHNmEbQ+4cgi@e7B%*i(n`UY&ZxBK-jFph@uL z43M3Ug^~)3T<>*{AjXz924X8{JE(YD`P%J)`H&a%cXm9rqI@w@kAR*wwLI({b1WPC z#_fX0_gCo3sE`|r_d)anXHmS-_mS;f>Y&2Ii^1{nbAbA%p(Op9K<6Z|pWkzL-8Jt} z0azl$aQ7O={d8#xJV>Pufc}7L$UohHDUfAwPdd7SSJSXdf1`o)h<&H&%ByGZy5i34 zp|<6Yw_(3g01B$6T5+x@Wpos+y&LF#8^)jHF)r*Fy5N`&UB7-O3^^C0yEX6b#rbDk zHq~qiTT)N%j>4BymsV6+B{hI%IX!%(BD7aDN0%0b2%>1g0Hs0)wkXBv^`spK2jPQf ztdo25WMwJx-svV%A|Ae1vrsiJEkVqD+Gy?^&urEwsG}IxS--eGB4?h)mX=0s;77V` zl%egVqPVc;!tMkhMs6i?ndT8T@4cCt6pazYjwbIR%r#4+$^5Xqw8k6HM-Yfa5sx!i zJyLa@nKylJfS{EnqUG0u!xEAoXZdY{{rt;Cu)R~QN&>#)jwi_rb*>sHnalN} zZ|wpoc!2q7DgLXCS-5s~m;@b}vlNWV{zmI`#4BRoe1B{PeOMjZUiKGO0v_=1JX5g3 zV-sR*qzaF%Eg22(nu*`y{_SS{DLeCj+Ds}t5(uJ6h=WM0Mp0jY9fL()CE9@K<;EOF#`OMIe@g{z#*dR zn;IfahDHx8v;%oJW>A-Ey<6WVY04zaw45ybXSm$fQRm`O2htz(HNYAC_cO)4( zV8~DjG9f@L`tUB3s$;v!SHk4}$=EEq6wTG7zqghx!82LNeoRe2pT81wX&N-#l)7MPji#3Kg zQe;_L21)%)kVD3r7WX?;dE+v&Qr)%$EfT(c;)QN_yPX3an{CaX(cV8imBalm?a8bz(R<4rf_qMMKX_wq- zGG^a1LEC6lY-tj*OAS%^q(=sEeOw$Tt2V}9%;4{*8>L9w447 zwkX7I4{EJT2)#n31<@nM!P|T>!Ma3lkKs1VG{@E=Ak|^+r)P?eOXjjo46<=|31!tx zxBqbWY*u)8b~G>YYstC~i)qDyD%D9@fn^@fqB;_aDb4J*iRVh;-kT|dwWR;)_jy!H zSx4NiaDsDU$CUxIG)@8r5XDP_&l`)i84v9E3t@3%=n<6QOq^aRNTGscx#yX0rzf;x zPHzXtIQl3KpLr5zx z9Eoa@*3v>Pw$11hqIW8(g4CCFH3>m)p+$FizRE1Yf2(|fb3-zwP+f2 zcrZL|`lIe}IBC9M{hiW#o)0%;O=t=fO`E1QvaUmE?pNJ{QgHR)95I>%+&gY@LwAC>CF0a0R=<0iXS~YWC zn*n1Cat*nB-c8NP(l>RR)u@*WxvJL}dst+92z7G07XRsX-ofFW&|@m<)=agaFW$O8 z=cz97l$)SI5##@$$@M@#T^f;voC! zz1$yM9MYJWsyj;)Y;qQ`LPIAdX?EH|yPo=H`E$!lt+57Et>B`VX++9u`bLbL8~v`L z1B*y7{Z+ZL zTOoYMMu!OM1WS5+(oDtrqi;<@!xmJv#Sa_j2ZD}N0k-EuhlEli_5zp4lmO23rp?RO z2Ze~!(0jP`5=eSj5UwE42A7e+`~~u3-$+Mr=a7`*pjOU+=lSAE2FOUJ{(7wB`>3=t z4@HDShNkB8KE4F)x=st?Y0i}bb zVF5d>ll-;MaZFM4Dw8O&f{6|NaDH$${D9kqJ-^T<*$1hrqFm@X;g=)_!p7aq+Qo*CN+ zQheP<*^f`1*N%dVhaKu9$&Hw>v2YN`N;y`Y+0N76(lXH5(OE`8Zdt;gXBZb?oXOT&5zWnRH(p%j!RR%)ayHUA7(SHc06^cGs7pQ4xfBK ziuPapz&9Z>)!?^wQyuC%RyrN5X|`x!pk>R4`TB$8;`YYNYclr(Uve2{RBB9-;m@va zy7q5wl>x9AL1J{K?0MaJiPr`F3i80S1_}|N^v~G)tZLL-vCQPOwsBU`N#t_TW<-%Z z>yUvG5~U+8-4&iIu(?`PV}EoUd|bEr`iuX`SJDL`>Vu&bQyOiQNe-o}=ddr3;>(IC zHnbmZ%;^F!-lbWXoUmfuS^$n(ZT?qRSC`2;0a6aibmjNUhu6o0z$e>X zLf2-_`W8R){CKDV-E`H1xeC{m?PvHGd$)!#qHQ#{Jd`YkS1;25=n=rum{^@XnVP!T z*=s=XN`SDgn}`=@?}-xqTp^1$_1n|>obNgDj+fCi5IT3%_D5R|{7Gou%beJWi-$0; z&z>E?q|^kr2dlp`ZD49BE#5ZM=&3&1`I%;HkrXFMoZ~)w-Cam+A!OZR8Od@Wrci~P z{%zdSTjppYqb~G5EpJNnI#w5X2UzY(ok4`i4nVd$<$4GYvgUbb zMkGSuhu~wYsq}S*D+#IZko0eCGRUHrdPF(UjIP3x%|>8Z8#+@L+W5OGQM|YIh@oUK+u)Wi>aRq2~ql)uf`~@c#@ZNTRW3eOci^G|E-#%vO9_!si$N z${s6&13Ut91&lJ1>Dl|??R6L7nx6%^h7=bMq^u%L=#NP63P>36Tm04rN-l?22b<@i zc|L32jo(r6!*;{^KwlBO9%X>c^s}MPqR`u%Rlt1pTQ|DnZz5gZYRBfQrJkBzEtBAC z!HETOX4FW@4s1U$`qyKY#`oL3gmlKV?OzYI*BjA38H4{W63-9JxpH_sn%e%fbv=(> zSa_=b{}+WMH0b3w2lmhJqpP`DMbOc4k}Kn=Mp3r8Jukj_f!^rDVY8?Gz0IO)$s9XY z)RMJ@11Ki4ix2}Be!@CBh(C$q(a&@nRCcwhXI$iea=Gxfhn@`rK?#uQqm-2XVqv(^ ztD_t~>#%zdEf9frsAyOX%QQPzJ0OFqgWG>s4qD5i;+T;AQH4sSYHk<51_#BEeyH7ToDM>8k8MRJsl$-h7zhb2p?}m4~6#JxhuW9u|QER)HXd^ zH-2^ccocF_P*2G5QrAzlRr}uVefFx2V4e>i0qR!bv1-P$u8z*@{w0-aE%RDurk0#m zdC}Q$ArQ!qJaj6LY!zybrA3KhE5E47$Idc4D9AoC?M~_bw}pGShIxGR!#XN{gJ=R{ zi7ufOZWaBhKyU_H&T%l71%Ubi;=PcQE}svbr+>CtZ{Iw)=~7EM+s^G=ph1h=cjW9a zlgCc^JJe5u?&g6be;MhXM7ZBq(@MC_UfVyRJw(Cz=+ZUV`(&^JV_iOz0VMSWsRR$0 z%r~qffky0+O)8`lj421MR0E-OBtQo3vj73QcOLVxr;iRy!_^R=N^?ds`^PNYcPC$ri#|8ghDtF z8}jKne5C&kQ78HPP}#2{N^J;;CE+zXa_}_K$8RUj@tNb~E19`;dk!F*g}!6?K<|5Y ziuS~|=qh;{(P>>kyAeC-b=GvOKC4!w+8*B1>l^_L1idX_w)dVbf9!j!;4A-KK(4 zu&2IbOp%3wRB+sWX&AT!NJ-%yPKdkf4&;H_bS5F2s@}0M*vF!5NwH%E(o$BWNBLXz zgh378)3TPeaK83Xsg>qNbDhHcX%v3xF2=_GO?k$QZ8;U+67LcaC2b9(fk1CH!rYkp9=kcz*-FpF^wUifT7j z{*FzNLN*?^{JI-TYFuJ&Pc+`=hpZi&Ica>hMj;j82f`Ufe@%r4JBH){kyx8On?_Ae zUG2+uEe1|+HQvelNQ3dv-Vw;DX&J~(O?pfh`L2DkqcF*oTyhDnKSwD+-43sl1`JCc zOA{sJ3%Uf{iRDL`v){fjg;^_+5`R8)ILg<}^j>hq>Mu1Chv77pyfwHB@ougM{LjF> zI(*mwB_h(}=M%r0_~-i?Xgr(H_>DU7W@2o*XO$ZK;e)U{z6yQwWUdaMg@Vk{HfPY) zlguJ)P)s8))J%g~)t_#A3_g)X>0?g;dMdm*vZy#cp|0#!%lPRV=fJ=TZX!T)6D_Ly z3c)~4os6sTfv|q9l0r4dU|%Fkf+?iI{k?cy)e~A-*zGxcKq6}wL_Mq{kC)PQxhFqv*&7OZ}Td z7@XHvDSVtT+S0Pk?^uRTy-j?CaE3safdl%5j|z^*fj8kLHBh5_Qy9FtdW?X`KCB}R zoRh)V{cVFPAwo~REWW0`8x6IDf-bJT7*>>j-E8^JFor~mGr@c#!YP8%wCV&TKIncB z7F|8!i8YV;WtPG^Kq)zT?RL9I=CtE8Sffk>nPZ^RC03Pd(*RlB*!O+*@N(t3L)sU= zDK1@q{+lS4L83d)c-zfXwLzjkL>(T_)o(!Y$9hKQ#a^uOHExlTuj}6`zupaoeu(=_ zuZ*XtGb&BdCbg^;Jx&&U7qXh2DkJ2mgZ)T5;&8x;N0piLpuG-%8_f`ZJb~@9=@EUs z`e+q^EEp>GY7X}mUv)8XBY?K-Ex%3bs;xHEcK@ga`d49!g`ZBh$0Ql5Lyf_IGKl?L zZYJV^vuZ|jX^V0an}=7hqM|fm1Wnb6_*NW^TORlq%sB82hCp?q(7C@I9Z%^ZF;MDQ z(XdTRge<~z@(oz|+U}=*9EOYm5D@T09hBEnXdtimBhw5xtBi>#SisX``RQ`Fj!Xg7 z#AB*)csl3)qEiL?_K&vh>cGKO|9k}!sCpeezha{B5fbB9Ps zguXM7KDG`nY$g@*_q9k0^~ZG)XRSeJX)&*Xu9l1Y6~iuL0wQYJxnfO4?W99{i_guT zU5Z_~$oRhkb)!x+lay5))M0BmxQQ#2uj!Ln^oFbdoLMKvy@YGRPYV^P8_cu@8SJP; zlbek$)}srh2KKy`@~!Y?R@UD-x;AuG-yRX50gyGTRP8v?052>4eCm%~i}5-;5-8qTy#$i><-d~lUzlJ&mFdELBHva!|+p0a;`lmtOd(H_RkX)ns^cT zDGMz(`62gRZ%*?=2mR?ps2>p0q8I9bKy-dGrkw!gH!)^+kN+Mq0cG=iCw?Xc6(p4G zX=^(Y|FE87JWV-kJ!Q#F{|kOz7cwFRhtWB|PaBDLF3*~vi~CML9Q+mEg0Y9Xy?t(R zc4KvoplQkZ6W%xnmhnaWQ7$2-94SCUyX~%ZJPi6*D2dVWedaru2oe3y;zDsX>(CcL zQs5MSAKhHdgxaxTXR|1Yl3fOpy4p#}#1+T=)e$go{9LoZoiCJ**xyJ73wF6juIJ^Y zYp(>;{8?B&!j@;AVPOaZH;Giz&&c9i;$WCJ=b8l{56z`eZEU`*Rll;t;_?^}`^xt$ zKT?DHdFoWff6r~bxj_{8-o(R{nTe4U*+Kq3BhA$%QV2d)VONtg**z>Z&CW2p(ayi= z^73IdMN2uz`6O#lm?+;}_Z2l<^UvyW^O6%tN=aG6R+(kq8#F@Pl#2jrjQYOc<+}0g zWFwsl>RmmqW}kus6|4ZNV#9mZ9np1FNkqkp zEZ zdi3~|XAQej=I@!#N5(Wc63~SkS z!1o}&Rg^S1EuAF;8L1x*L}%^0!qKKQxgoM-bbD1@WD>f3u-$s(lme^(*m!Fu{B2Y3 zVXp>(WKj}vY(XGqnoR2G8L!ztEAw*RshIn_ICVMJ&Cl0aSN{Q$Dw?Vt!`{R>2D=}CK8Hz5q)R^1jKAqBe_pt8S* zR3&UY`=|moAM97}m+R2bY{q|?ykBv?iGsrF-mzokuJm}!%uonD9-?%}xI1y>iY+5- zQh%|)^y%!g{roH3UhD??Xv#b`E)g=77{0Bg42UmJhmV`U02T9Ue{9sN!2cf&QKA1; z?_EV*hMFiTNjAT+HhTSX0hX)UI#8&~AU(Ax4UUJbDchiV!GmN-+u*395^b&d5I|sQ z@1(({JujcuHWpN(Y<&MF-*F`igN3Y|t*h^yMn<1q&o=yEo(Ys)jb>$cPsIv_&tJQj znW~LGFD<|7%NO$Js<8vSD~MyPg|CTbNA~@}k8q%pivtJeq#c7(6t>IcVxt`Qv+&&xJDXFY6XfEI)-*y9T z-A8q@e%k6t*+>Xv=QCka=AaYb+3uh}fcD{*v&FY;G(3J=(P!NtLa_!qkV89hav|7` ztBO$*zg{v)+Q$?FMhtTthaeCneQa3@6-SPz(ca_U+;e!PJQ>i0>N*8K%*|SPuS~pm zG*!}4Tr7(sPPl7-`{Z^oHVMq7l~^fIY}MFAElz9dvt5DujQtDX`0WoZ`GoMUx7P~7 z+Vp$X>cYBMf=HB$SV(ThOPaZiI)R=LSq*7}`Q}DbkGIjhg_yE?y9sDdQpdC^M&{~+ zX_Z;s#C*Q{>cb*CF)TY1Dp}|M{IJ{X2s)3fg27wme?B>#E?)Ab4-`L??N?PME!-CY z8K}~&FazQP<0NN>S&P3xt{EMmtUYg~arY7DvG4gwA0DHf9>twdl+bI8Tr)SV&Cilz z%Kd3%|5{q?X5&6Z!^@P^y*zfk`Ub1(s$E~A0f1hgy3w+-;%GU*;(opkrtoTXxZIEk zBGa9pi^i^_Mq4FpJeHT2RWy|RSG2`gEJeiGv^u}EOPFpfi@WGUdk=O&U`z$%?xjBq z6!8OaG`*^`n0X&b8AOy;Dl7mHuQ;x1lniC(eO2g(u1yVl6~d%9pJshfn31$5ICM>GhQZTUkVF4jkh zI3MOB>deW>689#Kw?4OniA_lICvmb`*j$2xz7FcsXMf+Ds`yWmdo-)Bg`q$EgP4`C zM{LZJnYC>^PB^Mez4Slpd3Q2Wp(^mJL6f4nSG^bjtQH6eFvotLKUvI=1k-BgpJKSD zz%z(wer(Sb$ustf7wVkL;eNUxmu9a2{yQ!0e0>G-UpIL%h`D;m`7@+1bn{8MJeIT; z*|(gVclht<&awKZ5;vitF?ad|DOBLH5> zD}^S&1bN5>D~Z2YEyoS|^Ok2$t<(nrj);S-L6nKy+=9HEt)`HN$&NJnK)ZiUgfHp?_0R$sn6$WSmd5K*U@wo!6t;Bqs-9zLObsvb8l$%Iy>`>%XI_ zHy|gU9iVtg8)T!HFg1xiWHM`hjZ(ywc02gd`6(GFDeAuO#=#Z?MXi+YUv$vN#sL)o zIL#A}Yo2CH;^r!TG&e8mx30NOH&+YjruZL&+@Ri2y=*n+i3S0^`GNk(H&uLkM@}v$ zPEH&3e6MMu^&>5LarEdW6dvsI%;Ddnp~Ttye1xfsX1(jgu$Ai#e z{Vs%Fla!xGN(iWHJ?U}>>aNHwmsB84Df2eC@mkdrr>7_SMO15xmcV+d5bqY}Oaj~4cGC98uikf&XMl&l)we`dZrHL+C{#!NNz{tj!LjTuf$ti>|MRxb)$&}F6k9mDg zthszMO`TQ6wBrTN6dSgiFxThlj9U|a&yOS^ds3iGKI!ujg+ql4gJ5l=hpgf7G7&=O z1-!wkIKQO$di#fu(&I_3tOftN7|J6T^5!VS*D(6#8S8>mWO!t)TPw~JeGxeIhMqI%Gqo4=cD7$ObZ&)g3K6X4-96Ue2~tF~aooUFFL z<^)(y39_|=rPmB|O256kwiER8@c22;Z&ttLb;{D;&T;2*?Gs_>q{!l31P`(U$)P_W z0II3`B%_RymZ=(ZZ0!4Xo0vft?%YX?e*0WT+3j>{U{E5!4&9%RWBv zD?BlO;`9a!7u!n0^KJlE@Xi`H0iL0`T#cP&X}6Gi6u=~jw>NeSW_-@z|IkMS(9u8L z%Qsg+s&@Yyr$7I3UM}SJIGAMY2b9p$DWv*exhESP0aLxk#{${gaq8AeiUYV=pA0iR z#wfq<{#)i{0@h*SpdX&6SB9{-$u;}odWmWBKXCChj#%^OU+0zDslIJAn#fSTxG{+w z(qu+wkMS`v>$tqC5)Y{5nFw(`Xf>|fDJmF?0^Cq_+JO5(-Ld_)ncLUY$$k=G< z%yeB3w*M>f$pczAiCy~3Dt+s$Ea*2{ctMV95BbL3{^PLOT?3>s!2*Co_bnCZYTJN* z^U3Bqhm&iyEIDEQr%kj{@+rH`n&&z3X~(dJ(WsNt@Cd|4c49Sy zxhq9iS?!d3U*kD!&Tqt?Dg{8D2#li`bhIBt_9xt~eSB&^=<}PxhX6CV#u%8{^9oVH zWG$X@0!Y)bqKMH7rX&fGV9;=2hnH0lOPLfH@Q4*WY;0g0;Oy8c&b667ol$2go9?>b z^>hs}T>mrZkw1U%7efqQ(}tfCQ;*-rvV<*+rOb-3k!hGN>gsVq^kno#%WBvo!ybYz znx}q(6KsSg{LAV8c>(Y-ALj#v!0=%JP+e9@X)vMMar=nL^r^kRXH%7*0NbMC@~# zZOmx2-7;V(0F2pO{Qs5-zIrAMJKugkL8bAoadVU$<%qe?KnP< zg?8DhI2$*e2QuRl+34xi7aTM=*vdXmh zX;J&BA+&i?F9~SsMl-oD!qUI6+eX{82jrpA$kfZxXWKg+AcCZXmhZ$33&mF$?6^Q9 z5qvjwNyrs*w(wo{(%ICE_3Utjku#=W%zS1H6^h)SXk_vdS8Df!QPkE=H!b*bgg3rc zLI}|su@=ur3$L1`d}lgcuFc<>OzDOlV;PxDS-0P(0U5eY)HRzkPZN$sug}qM zhQyegN6+>*>i}2BqYCWpy4I>P>VdI4ui=NmogX5&ea=KIXfgG;9W9$uo2 zmygEY8PqJ9hxy^7<3MmoEQ#-?U-7E&6!xpdL1#^{<0&2FRstMJ9R2ZZ>5{6z>nc2E zVoiS>J#bhn<`~*y{F9?QG2f}wzlDLR1TWN1AE?6aa_|3l{Y=aJ@2&A@UIS4lL@eiO zS3%fOmuvv7Evf5ZdJvET#cuaL^VfJcVKYByv<4N` zW~n0#9V9KUqkPV{VLyN|x3Eh!jP{?ZB>K^~$JlsYy-Ji*e~u5-lJ`cijE}NB9TlU$ zqdEO%1{7B7LyMl|yxyl6l(N82X?phpsBD$amrz0?A@RcXd6a8kpH_Z89r#wgRt7v3 zzYvUCHWi+-Z#{+0)QkO%HN+ajlb5fW?%(i-~L}udjh>WzBPj)#;tee6?d+-E^^?{qU)t^Zv*idQNVvm9D@3 zhe0L1Pv|DVOpLUaeJV#nx>e5o-OVuPn*YkvBfVUyG&u%i6iF{AEKFM&RTDmwHjF)G ze7ohEPe2nC)kx3Q$s^^JO29#*xc;K)(ze>%EYmq}aru7!=j}aqvEtgE2LoA;=t;H| zGb>9|-4TM--Is0u3S)Gn9XI=xOr^}(?1%EoFla%*@!YLRR*B6zb%2Z(h?sY<96L%V z^4;8(CVkr03IVUa?#ZY2?ttx5n{YP_5HmyU4S}oFtgSOWi3W?*Yp2igIxohQ+X}-E zeK0{r_-d%~s2)*)*aJo2Io5aQ$`kLqCnu&cZ;^q!)ol(o-DIfULF;L!ktZ5xM2%nV-~_{z z=diVM$*yjyF}H^$zL^rbh~P~|1j)^mxc6W_PJ{WvS!0vl7V&x(yZx$&3J^BcP< zXt;0#LcHJHVxvkZ)FuTg=t$9rf2EC;99v! z9m3A$iihO)Y;lz;PW0rHZYl{3Y zA1EYjU8jgAW{1AS~v zpJhzAAxb6>#@n%J58;}4_Jl@6H{^IAl!}Rrff|IKiCc0MU*7KhfTX3q0Cz5r0P;Ip zm5$JsaK4yAko{rkQd_N`NstUh3GivMO(0E)kBg#@E#3$NV^Ia4?I@h)_xK)Cn1@|1 z6+ZPz2~%PWySxm)S^YW5&moRz@q0(2I;i9F__!ujUS_Zm&|F7(Zs^t*@z4>a;q)AC zkRIi%^nzD`GwNwl3q{Nyre{d^t>!bn_3QoE=F8E6ucOiGg-Sxuq%(vz^{cc2mb;jx zfimhmK4io|e^P!MC{u$+g@-Z7i|eZ9px8Mzwjqc|-QniZjXx-I%j-Ax#Y3hhxZ7b& z{WdD%GI`MD*SG)$AXqUxy}-BEVEWz~4R>hu$VjvUVSBZFr^54;MFB9PK770%dSG=8 zaX9}9MD=UZ|7iZ97dx0N>D1HdqIm5||3CAM);G1|*+gF6ifn=%8}u0iF%er%ua)%~ zL&JQ}hx6vp3kqsfRt@5lw_`ipIOO)* zQVy3Nfi$&KpU12OH@%jt;ebWlx;vN^DGiyd9$}bdriuOW~23)mz*BmUT zieMmJH2Bc@;4L#JN##cWOK&t)2ToE~HgZ!1dmuwFJY;trkErEsD3Y z!vGQfIQ0A%ZwiEc>cHVhHGniFqGzsxWo#x!ee;dXp31ZY;Q?tZ3&AuV4OXTHi?P-* z68-Wg$})CBU{@EKA9%C}k&oxv#lYvr=LNnR)D`*O>dv<^s_~_BVOaT!dKWx3bd!Si z3V4Pc+M@y^&qs(=aJ$Hsn#^qPWH_vSoYCPg2Y)S$x~yq*zeXExB^;;6~vI zo4J|hYV4%@Gr^rQgFoUihSjyJ)h53;_ z>W_er*F!*TolYW2UWR9&p9UdpDpgqL15HtI=V_SEON(uW?>C$&z{+&QDH`mdrS2Lt zz1Of>ppML(E*GnCW$;BlQa6@c7PvPKZpt*UwPB#&r*A-Eqxsq|vCJ&^+^b|FlJ~YJ z(azT$>i@B0|79~_iCjm=m%ecAE>#01`RaN~*UawgC!@w>tl=h*6g`f%5{fcT@Kv@xZKqs~!4q7j(X!U+LA~jZK)K5$wTAn+_D``xBR+%O)zCW9u z9`n{aG3g?V30?{Tl96_7e*h(^fiyk?!&Dd;okBctj3ZPC7%wVC<1}3(&yppAY_&cf z9F3UIe!7c3@eT|kF4Z>rf*|QaWO-g(99JBR7LMCQbiZNsuf_PZ>%Igy8<(}`;)%OC zKT%o@kfioS$!ix9<4i=+lnAx*=2!DMv^0z&0U~fPbW3xQ zGb7~j<(6Nz9~@AqM)HuaT1#5GimOVfFOM^@I43r<%srOiGN9yQ^N&-4fbkZ|ri@NF z=2Ku~mr1u_MnWARZQ(;DQ;(oUA&)Zks1SKv9489Bbq5{-JjF$)9Do4j1aMHer5Te| z1c91_t7h^)JV;}Vi>M|hjD>F`OC7h2!yYZpBjOnP7c0$zZn$+A3B?|sVp@{`QKG2N z{&$=_pEByXUp@oUGWMqM>ls2h#$$V$0Z*uPi)^U0Js0^KxqrEJN9mQ7D<~@OgPT26 zVmPUl(Z?;djzozzvQMv#k6xbt#q>N+TD*3>rii^dKG^aHzQz+A`G#eJnr&3kG@^v; zSuMHt{I&2&jXOgNl}>TQhBtz@kz%NX?ho`OU5~B;^Hv{1^$hc^Mp=IDHMp%d`~nGEreF#^*lX@5+2slF!>dZ|wSd z6Dy3OVbX0IXy-~z07rF$!kXX-BwdNhG42Gk`RDbS+a6cNshSMS=A{;V?2p)WYzLHC zIfC8idc~5Zo!VmjFdLj8FfxRA?z@$(Kr?_m|PV$f~cUq;` z_lt*dWVW+Mmlu;5&a?ZANws-?;ZI0}k1lEAYI@HUCN!b2KTSV@pRY@u_b5DFulW1E z^~*wckLTuD^?}XhBZf0(xPkcw58WUoW1h!<;&H~|LeS?b@B@uI__Y+}dL5e-(comc zhiM{aQrpF(Q5(r;yh|Jl*5MLHQ@tXr0fUINXeTSBq@At4#=azHC?KKjyLGND=P)J+ zSBap~oGVUjF0;J(M>980`MgTN!bq>5xzhuzH2~WaLo1W58$-6eUu=jcxF98(()e1^ z7%BdR_N00QeA3VGzkrBwrT}BR`be2i%j$+REn9_7gc-#xTuiulmhM`aHYQA{;9u17 z6LFq)5|_QLRTKVR$>Kq;fL)L8&s;`Y-YCY2M~~=>x*5TSyP%j!2m(eCKr`1xinY~uSMff>+5gmiz0ovBARMT{6DmlBsG8sA9F(bd*vYI z4K9%Q#2RanHZyA$rp8j%QFk!%cQg$_yi4o6MsltFxw=9j_bGgisr%+`GOs%Kea$+s z35l1?2)JU;qiX1|az(7hxL#tP>E|%LoCn&zHkGt_Uqc{_ETpzv^Jvn{w2%Vv6GYxv z3%-pBQTCefGW^&YW=rYJsCEg%Mq8DW#rjt|LC>OFF)GgNZvUdje@+kwS;fCvI=Gdz z+H&wx+4<6PX>inx$L@kjMM>Mx39*~A=k~>xnpLC46Kr6Abk|+AnpxSsRs4U&(dd6h zm*8KMJ(6!gKz048y=}v(d3jyEbTo=)V-x9{r;Q%gP~yzy0_C07nvR1zi?23v#FY4XC4%-^ciB2Ns2q-{#pTFH8m)nxXSHFzEsz8N z*U>c-U@+ohX&P!0{1`Ppni@-tp-a>J-o)kj`eTmjlsjajGC*4 zjCIDzk_hvXb`4ALl)#@1g0!{X%c(CT*-_q~KqeCiL;D*iqSg|dH6$#R{oln8!-Lvi z&)1+EMzd>MOpU18)=u8NQvUL2N&}T&KziK7n1=U1x)<62>2B8bi)8nQfT{DMpsx3c z!+xDss<$D+xX5a9>~?OpfI%uzvoD+^S`&iTRXb;9XbOOA>JY-brHo?|rX_5p>!5wF z-DIePKlS)A#+$?x&?=i$S*n1hncHTsOVF%EK@NSH5<2(#-S%W}1@K$euYUmM!Kp)ajf#`3RMSqbZ77)zK%<~C-?VyivQwLI|iK7J1xfPq&y`3 z$;gouGrzA!%lch?IRXzK4^U(un@JU{x+) zR1TEk9mL=Ms9bV@<(TNRcqiDnaYb>U#tli*HCkL z)=3qCVN;uQEOx!5jhwRsOi7WapG!UihlZZ%A2JpLu6w+p6AxWA0+<#R&Xyz!2zFy9 zG|?&BD1^vwo)c~SIG_ZLIJ z3789E)zyi1-sK0=s^~6ako#^_^$XTeDhrV+px#1T*y3s5;Bt}kYLu&4UJjft7x#fm&O22Q?~Iz{bKn@QHQjIaAA?bdT@WurgT{`Bz09Ws|aWzj<^RWw)D<6p3 zWbxxqOg@~_j${C>O+=d69S){%zGTtUEoc@U(EK~t-c2gk3!^CeB#h@FzLD*s1V#}@ zKq~`kZ!{%a;kO60@6cv;zq3~3H!oRQIKAChSuBo+kodjz|3s3_YqyIgUZ7UHuD|~B zCn4p@AqXl4HesUTG`YNC8VBZx$P|nI6_dh%xB8a3{^UCJ)n>N?vXE>_ij5~XM979Q z!AC=?BwIxv0illK_#_AVs)GB*?QA06UF0jUYyM5C8RdWX!U)hdN_yOc7(>WH*ZyAL z%ecQA^Acsu+MO1*Kh$WnU-1=6_s{B(P(Iz2@=`+q#c-5G`-@F~Q5*VRgCp0+VojlA zh!|G#bgYZKNvAHn_cb>*tDx|LeAzs*ExW1;(L>P+_p9~J>gJCzzSMSg+%xI$MVc8!S62Bj$bor2h3GoBgRo1 z&7yx8|6!XJy~(t~0`_}%zZ5$~{YC=1C4;8)IaW7)--4*x^!=yGI4m2n%Jb!g0qM`36ch$FbpX4P4UB?$7|+k`zh*^ax6v}!&EcS+5w86kO-WWNjY)l?=U|K%VQatb;YN{p-z^2F z><>Q&DLRpmM~aaBUBpROuM59q$YR#wW|!MR%Ic?qWI#jDn@jVepYi6POh)Pm{3dJp z8Xxia5;W5bwrQ8FQRL}kw`#ntzTGjj@I=3AD5C$Tn-I>58MIApVny=dL#mATcVM#? zSZ-Pa7Bc;=?y)5eJIW!A%@w71T=J;8ays|~UYO^|J0rx0+CMynGXI=K34$VWhp^P< zmNFOhbar0V^Hw+JR~Hscb-CUD(yDNg>*yv~EQMez@{`iWV`b77S~(@Z2s4U<_|%|2 z3$t{Ii6n+4^_S1}@7EWDXCyrAVTWihz~}dep6ykQF=KwBp{CBk^23?HBdKvPEcm6L z&eyb2VdgGdkCTLLD%&RRBcv`i)&kTV1_md6B(-OymSVT!U`GI%=*6;ggKmAtq3`^OIN>7zyE@sG#QV){~ivpu|wSxnw ziOFP`1zeW0otFer-GMz0{6YFImqY7Oj*5S!G6b=Gb&NwLz)A+g>qg_~uoQX09KA!u;sbL0?B! zt9>5jV5k9BJmw(9#%5~_P+?&3a#85(B{v6zdhv62-~yl3X`KEaK_tFth90wq>v|jW z2}Q;~ig%H_j>-22Fv)Z)YOjWfoB8Hr z6>{oS$icn3>2vpb8>iMYTxtVC(|<=G89#ttM@DH*yHg~@ehM$ml zu`87fS9l{C&`$YbE*~qV2RdPK{JO%|!%GCq*3ABL`rO~x zA^UA+l)iWQf|3S}7RFY5*#oGxRW&mlctVtcP3DLQ(ulpxNCW5Pa-_zQcq%BLo5%zc zl10zVsDiZS&%6VzJVPAZT`{PV8TtAT`D?lGxY=?BdQpcx1@t$|$)doeiQuuz4=^kc z6KejXEoqfPVd!gH_0)2!CvsSu)c((E*lUnU>pwTuFB0Bi#__qz{QRxD{52=&&-ZbG zZ>ciYhWLpJE}+93n%)_P?|TZ~A)`nr6}GbnJO9n}+T@XcY#jQb*ZNGfQ54T_*mLt?dlo=5D^- z$8zp3u{bK38wzzLqG~puitU=*B=4l1&g0*m_szzev&_XJPkE3N&HTthipf2fDs(mK z=u1F^pOr*=qWMxKFwYFqS}?G&lMZp&-L|U zm(ykSUAN1guSPcyk41v*-UPdLNfPPxUktpiXdXi@1{X(Vr8UYXWdFntPsmQhMk}#a zQRklc$8AI}_sL|sKj2NY*ys~nD90m7=5@h5=ZEM4-)6<*`^waKByAW9WoMZD& zvo~3rfQ8l$0|_xNt%WiR2vlmm&z@!dF~WI~0t6bk4D02YsKP@hI+koMW&mT!30`k0nZ^WEPR<}@(+kEbNYuvWT-C1&#S$g|8 zFFb4#@)9R1ivM)(S}&`EZ0Cvj0wn#Lv#&PvCmp}F_T(`^kZ&9x7X9#ZvQMcAX^Crc zD0^zy^yx2fh8QEPpUaMMacJQl=82+?>T$mOKQBOWulv$z#8!2Fz|$_tJ}LH9%QiOY zZ~61dEiMW3&3JyYHoe8xZ|P`*wooL~xgvV&?`-)fl#i?bk+Jw45`-6D3LZ{I4ZypvE%5UF+#X@>)jOM*L zS}~oOD7qx4F)La&Kg&R;gSL`(*WI(4mkBf||A7e!`nFql31cbEjH=V&bUGtd7cZJW zxQd_0%*6IskEGJbM4PDZ4GZ=cmU^hn4VyWC8(0b5ta_ZRyKAf9MU6QXyl%uA7~!n-&bNatT|(1nj5$m_oguP(ux!l?yf=1?^PJ6-Ew!rpSJ5%hTFop zwN2A~Z@r;axs8nw8sd1Kp{C%|937RDV7~qvkOJqD-GNFw)$5!wUKKtX8NO%l8&oTK z76ar`e4X*5CeG07Q$rn&Paqlbre-fV{D@LJe@m&Q$S@3Sxp2&1^{ z)ujD+98-b3Vev~{_s8cphN3zhw51D==nDXop$@h&%O*VzI^M;udl(#*L6gx`mV7vN z{693kWmFtp*EHNnkl+&BodChz-Gc{rcXua*;1D3V%MjclI01sYOK^90`}(?{@BKe( z)~uf0`_!pjyQ+(aff<)PY0J}h<<^Svr%Y*>HHMsbY@);;*&Pp!Peq-7RVyl`+`r(AS`EqJzyHc=FS~(Ut%5yw)ww%zxIa(l~j_UgtMlD^22m z@q)XmWuP&gIfdN!%PvJO$_0mn_pBvK>1{ocleztYUSn2W8cF%R^$wTG53TT0+0~=( zP?zx0Y>J%MGplNml`lK_D@*TK1dw*epZ9!oj?&>iv23y05Xi*y7~)L3L&`=t@QQ*k zx`{BU2M71Jz-ot-n+@CI;#6|<-@P%q z*0Vd@*oJ50YXy4dOjV(!`3V+8peugT7cEJ(56>u?rN1jlFWbNpD*v*jQU$;JuSG#tx=7?LvS;#*+6;;}bEAysXP^xr=0Q^lhswDX^Kw`RmZ1 zZ$+&km6jZ?s-GhH*_p2S-8;^VCScbynO(-w8S)ds7Y$;%Vx;MoqIBPICsbx{*VLNz zuBb@dhJkE=nTZX#J&*c)N;l{ExV}Kj+asvPfFx_J1+6RzQ0e6)n&PG!qEU10J@B)KXOIIuYM)^9(7sw_OS2nYWbO9 zx7im@7W>o7Vz-E9VM}FRxk)V*TEJH^MC;0u9KC(vhy9oSQvREf7flCStEa=G3aX`1 z4nhx}$M7bV(jyLh%djz4pBu@j&w{&Mj*Yo0c>|kctg9ru>&@(6kFq<@n*zOU2Ztn7 z;pM-dc=kGce>qkQe4b$HBkTCkG;FS_FwFzPhJ*ZCC>b94xawuvI78> zOj1Hr)tl~Ye_ZUr;hn&x&lFYLbd2;b95{n7)#bm^AG@#|!R?IZud&uv2gs6}T&)#N zB)aPlj5)Tyg4Pb)!L_TZRb|2TQTvnqj`Jn>l!^s2um|U-N{dXRk=u~lRjw^53|v0$ zcI5;Hk_(rsco=@-J6fopN;TFBGrwtXc0AahLrHWIpn#3Q>?VQ+OoEL8a*JG)!S{{4 z7=2xIbqb}BAf14wmq){#4$BT`apyVN@A|I&i8gZ7=?*j|NvvZhFd{MuKRC|&gE66d zRf#;}tdvR~uN?jS7QJbOT=u9vpKpE!2DY`7Hs*b`RUz^)!2Sg;*;`oYNNTT!whx~* zzdj@WZ8bPF$t>)A-vjB_ZrLLR(BqGN zgxRm9XqaNdn<%wD=LqJt-*=e|r@lKUO4c83tYv#If>>DqIXvoAom#rrow+Dx0aM%* z!+?Ga$&1COD!8E0*_gAyHVa#ST{Zc57Mt`huJZFgn*;;E+4eEJE3%Mo)yq>I?(5A( za{6xLShaB~;g?D|?gjSYV>Oa!Em8*enX`^m&|Cm$_Gg^ZnEz*t7sm7c=8wUb^5yqH zzUj7<8-PxP+Q4x0Oh^i1*vm!{un)6#AuQTmin@L@@V$RD^27!tyz8@_@~L1%SZ0_} zQdMu{9iE@Qzv++TnP&#U{z%-;)}td=pHH<;ZRrS*FEF1J7JRHa`owF0eRR@XIdI20 z@d$z+!Ivdz@F}YDv=ZJdVi+Y&m?0<7PpI1v94Mnx_9}es-+#>ra6V*(?=z{vVs0}X zh4?5=v-Z^vF!SBU)1I~4mDdrF)-q;$Um7d5w@93zk{QV~=8<3aS;M$SD~o0u{SC71~dIuPouUW}dv@`g&glif`Os=?a$l z&R1cymzxq#690pju;kBDZe#!uF8=MEw(!fKN@wdmZ2`9T|6k7$|J8FQe4TiQIQl&dTLRi62ukXa@F#KUa{ofSb+9;dzwx z2l&dCi(2*okDV97G6D|$Bf(RTg*YCk*DEx=BD&V!gtxw-m5JO!dKWhkzCNubXA~f5 ze6oPKO}M#yU5Q)oyg=OI4)yf?-_?ixvc9>`V%91hZ=sZXxVw+Sy6p!k^KTU$^b=2R zz{nI7FU$nz!m0Z|VV^U2b`&W_05&AtD|mnRl9`*h-6%(;GDMXih8oILfbYhRaUi+| z{JQmbKqhJ_qN(%f^Lk=KwstXT;P&$$2rn`MKzEWt==b=On)KBZ#T1(=&DFbRff=(4 z6_-<;AWB($O>1S~C4>Jpym_rx@&QDh**@;F?yj0&oSo_NRHaysVDG;S#&9^UHq$b=DcC()XiR z0^>+Dwz~Cv!J6f z8J>1~O$!tH(1q{rsh~A?#G&Q?P;E^D;yQaYe&2#&PQc#ce2NCA8&6wyzATo#2O;fw zZ@p@XnJtU@EZ+Wc!0D;9!PEAz9J<7|+g%eSGyr7xJCIIe6Ci2KHfFj^5<3d`^fc9^ zi;5t;9RAxvP3J#x9PemqtW9Q3zOAXE8y+6=NFMq0_K+t0dXe`O(8DMp={*_AeFhUG z!gBqP{xL;7joY`@cZSwR}B2WPsoAxXoT^8Hmu3KLtCjsOyBi4oAnmq#J(7+Duq=N;9 zS)vSw32t*@+zPYhs&*Fus`4npF~MEtVDsQS*5Q9`6=}@EHU2wSi;JzAYhyISZvnf> z{;}T!|bz`VeUC18Dl$eUzRsh-?@Hq{59u} zBF{CnFa~9#)XW17^j>4LguTN6&1PArCECJ&66Z0CA%J`TeORT#)>}NWIu-?Z7JSI+Z<-{d8aj48r{LoYt7`kX9Q|IJx|Gu@=VdBuZcTc$+^K<}G z5d-nY+&})S%CusGm;L{0vdQh|=QK0Vv){hEl7Fau^hlK0aH=ZHBED}%<4%aMZv>EO z|5-1pIbVL$UYsGITSUp;+p?&##v*yys^V{@EaRSWgY8L{to5tZRvYeHx)!2nUhHse zn!Ic6`44E_oG8(tbn_D>EU#%^ARVLbUf|bQQIIshMR2bfc39ZzyAGKJu_R-IncmSl zII}ZmzT5~DjlA|kZ?V5&f^+FY@~!YjWWxXUgpb3;uC2nX;r0PqY-7m8=-t_ja6mLU zu&kBY=T8FvowW{*xs}*SP@miPF_JZo*gy0Sc!;8y5o#ndlE^|hvcjThF$La3ReN#h zs3e0Qirrq8cl5`M>NlaTe_D(d3(7yJazhaas{~| zqfOog@6g&ws?%ZuYuq#v3DFX1RllXwPw&5 z6kcu7s_YmANhYn`bl-$ng~jmjRNQ-Z>YIrhl{v=f{ziV?Cy=McBinYmssB=x7j5mF zEW@IvX?D;~>$p^LL=5!Z)Akc%NA~Jw=tj~0ym{rpR{R(h(2xvK|7hFp&Je8vtp5(s zfYtd$NS7v5v_0^(58};Bf!eC4l03gM{f(6^G(NJnP5($S^*@k_-+^QXeUEHvYO8-l z$=udi!K?L!Rk9J~Q@(>IFDoVS}6P@KUnPt1`@5HU}K=@z-= zpQA6%8&*AB3v=heWT7Z*oTdw^TN5-88ozyOB&yE8Jf|@iMEBmIYTxYyArX%%{RoW0 z9E~_eU12e|Hj4XtJY1_vZ()UwN>Q95>%zCRL@usGFW;M*3~S=tp$8y$1!)Btts0nC zf9}Hb6^xazOiHDpMV`0GJAi`$*imr+t@;Y^(UKPq45ZAva{c{`Ve;eCFvSVe$+sd& z@fzw|Yw+=Pod#@P$!|rUmbsiA} zJo(~(P`P`;P*xlx;St{1>5!#KF%&Eo_*Bc}cU^dW2(DI7x(eX#RQ_|hjDR&pBrKG3 zDn=spmbxYeEznOM?MpO(|898O>$K$Q)5_J!++L>3JwK_x#%y(SoyHjbF>6kW8E-2~ zRb5exRLh^O{`?U<7&yFw4oo;5DhXA@IK{_){Z<1=9vw3hP@lxLIgmYAsJfo?{))~0 z?7yycE>2k>kzi~m@OakS(T`93Uib(+eAb^TrZNmm&DEKKcUFfNz9?UH%j$hqKl zZ3f9Ka$?;ge9WqEUf2*GjA-|&-Qdn?#`X-Qz6c#Am7OPB7+pc1(c(vPel$cjb~l0( zi;YjoazWNC!?60MgLFuqY)puuMxIZwkuSJ`{Q5KCeys$D}uL z)ZyFKh$Uvqxy|;29V36(Ua;gC2SG~!;5e)0uEL5MO!!&py~}cp$dN{2MQkSTwo_5e}6>4W*ojCizdJ2s|tLYUJEx zMnqwdL1zEVW9P}}>SY({wibhX%wJJoR?%M6xXLkleX$v_t@%Q(V_MM-t( zr-RfrHDe~7@gc6+?3KCc*+ju5qrmJo+9iX6+C;@9CNmWDpQB)v#oj%=A-?n;{J;Bd zr~;f&4_U(mIlAyxD^Xs4D^VNQqH#g9Y|eA7D>gB;^E0AZk~(?=`c+h zWP>6{ry5H^0prn;gQ!izwOnu0gytk)PBn{Pd=CyK*rbTY@)FLaK1%X0Ljhh;h!o*$ zo3Mb<479j8WKiL2{haIK1KH5R28B*Snva^hJxH`>xW?~dn`n0>V5xrH?SUr`C6 ztjWFP+_)`E{2%391KkF!b}%0=$EH5e8amPL@K6me9FXkye`X|zW7B`R+IpKp-pX6< z+p6HfPMTUSelpH>JxH23vxzmC#m*2`KUs+=hSKW!iP#w50$NB8I;gX6`+BBSs zMl&?)({cRUHLc7m-^vKF)P|5qTc2tf9Q_$5J}kBbB(9v)FP>y}`924T&#TqIDyk&O zu^1@xqT-qM%ITIr)aog%dG35-&Q_v)|BNU-X4qO(Q&&ORX%x;s2dxM)u}RVmERIy19$Mr#O@m0MVsSl^R=BJek;vLa*z^MfkdM~1t zWm0;U%*%Ov3uxe?OJpG>&~b*(!_k`|8GffF-)VCKJ8L>>><+iDzek}bME5r& z4I#BHpX`G6M3^;NJb0NL{@tKOCf8hkJzz$47V#~6?x5dMc?-6ZLSyfi)fU?SftuS zSa;jB5144zd8!#L(qzz~0C3#SY64}Rx`pj6jdyUxL;Yi!02Nv+|A)F-#Oil!lAXPK zht|h`>`HpoWpkWDkYwDB$MdsnZ~p_^vj7~WQlP#Rluk2_YbHdgWLr;)uz)X95GEiZ z@R4amaAzOJ@pW`jppy`Zkomc@Kv=6|w@mRSQt`qJMVpWm<(pVmmMbLXWwYGWW6kV8 z&`sXcBuNuA&H~5RI`w&ml0k>O7qmB7dTaEx!h?Y&>G!IyeVxxu`r=@(r>njEAr=I# z{-^#HpEEfdu6<8Nbv2fu0k7iZ8>s8;g%5-P3tZC4Kvr>kN?vCRp{WSsx2&;`5g|6( zK~Rja2t0;d$RqOXaM48xjQBk>k1N!c*tpTk?re19f=)O8zG_@u*S+4C-=+Mc}YuHpW0~z9!`U>(>jUIZ+>B&#&osN>yx%@h_C~EW7Wrb&}AL z07%Ln=+y?L`TD$_#qP)@Ii>c<^1Avmr-W}Rv99b52GCO@x%ijYj!o20KAY^PkKx@c zX95W1m6m5{M&U1=*BHsMAMlC2c|#`}el{4EFHS8@{!~TD>1Qn|U$2I-_=#;6=fe9R zTz)uY(jYCjTKYoCPehEO2r<5{A(s#sU(P}m+pn*EJ__`2S?0AMJTDmQSgmC&T&U^i zSNKZU*h*KEn$CB0DePVqXkD&}kFCK@68Ipj5ktH)UF^Jk=l^~v5=kynTtDlF(Ex~@ z`kXU+wvf4+2*X72w^m-WK@vgsJ-ge426|)QIXd(RlqpePsB-Lb4FzRdg5*ZNYuuJs zTTx31e?m2bsvr?9w~I~qldQbbu-MhD59Z#@+S!Jg?jzj=w>^{}r2V)N`!@lW`~w1NSadSur@g|e z?(W;d<5)^T_v^1g0F|}^_$on4dJiRPQ3lyI-^nmor|}i4MyIA~{l~*K83=x+waMQtmi7F0Q&wuu&Q>;7@0HOfITt~y+^I861{ko`s&Ra2uI~L9-*w4Vp3%sB0 z>*dTc$ZC5(JkZ9_MB~1DT_yY!UYv0DNqc&62}%I1Ey#-m9ZjUGmQk)CkEP$apUC4l z_vR{8d4eZN-H@;lty=jjQF>@ z>DWvSmD^F;PTdV}hf{;Zy;Dx_z3(oy0$X$RMBGnjYR(`q0^MIN=j|NA-M;A=#ElxC z)i^6cHuI{@)1N*ww4ao^qGfaMR_6RCH5fQ=Cj*C0cre-qnv&WE#Wt}#s_JGd)xRoD zjJM$gN=v&^=Q%?RUfy`@?->039wYVWVxPZbDp`-P zX>}Xvyp7Tf*DwDRUh|sdrWe=X6kl&PXI^=@XLxIV+L&L4A-ABK#a8nwEF}QMBJHa! z&a(fq>6?b3_R3X#>uVKFf?ALFWPKrfL>)37Cx5BwkF6MTQ>k#TLjJu`wjG<8JXIJ zB3B9JrgK8g4efX?bKBv4GgsbvGnm_NWHrRUkM4{xGyK3#+wvY}Y2AvD@%(kT69=+7 z%~wl*;YW#imqhWHUhE2t(`AyncDo|m&!pq=3FLdj%~xOU=0Oa;dW6#4SbGb;bsc(j zMGQp6Ngr!@>{Ty};Ya=xZ$83Z{Wo;2p-U*tCW+tpgGZH?_Sn!Qc(Z}j6eAEo^`&xI zXLdq`!&%(}rnf$xj6%gE2|dv`TO0uf#GYSiwm1m79fZXZ@Wc^h^9v7jC`uqOUQzMM zhd$!-dtD#nw*Q|N;7riFFKNnA=;}=rHJkgTsMFvHjL`PKKhTlW*3cJ!^a3j*!1-1M ze!Ro%;sXET;lIkchf4g97YcT3q{4`T#zqyctu8Ng82$pG?y@-ByJ%%k3L$_W*7JM3 zXmx-Hb1+8fxj$`{&1udzNDo028+acz_8zZXW+ZAW^Dw^Hg9}{!pcj#5cXihGnkZ_j zJ`^y6H%LxT+@c1DfF2SsXp9_=MVDuU-{rW*Wg?#LoT&aD_{{eh^b`>I$I-$28H74i zi8_47;}?F$*=Ntwu`L@@?7vlbD$%-X2RelfUM4LKtJYL=6s&=DmxbL^&Vw^gz0AZN zZ^r}8ieQK6bC7ez^&*jP6t#s-O*bpSo5+U80JeDGh*J5)thz`>t@1sA-=~|?+5Y}% z*$TndM-dzFzV>*g>hoO_#~wSo3}YlO-TbWu;1ufdYBoc6sZ}-o)Scg4WyEpHD_-J6oR_ z0Ki!t6O4^$LugZ8nc!Qx=(#-YH!K-cU)iF6 zZJ{^+C;tDyH7RnMVGgosF4?>$Yt66HJW7lRUV%zuDX^Fbn`SY3awpMm%~A9*X1R8=e8{dG0 zwa}M6^?QM_xysa{k~V=taq>Q*yd-VDa|$slk@X?^_fh@U6v2W*L2fF7gdF1|c$~AL zG5xri7X@}XPY>`_OBzVpy4t?Wh6WA}NMAVJ$WW2;5wH~suF8g5z%G)iW8ih9v8TW| z3Ln%dbcISbQ`}$3y)j}X0G<9mJlIUUHpB~q#U!jx0n6{nH2BOgC^+9b@gl z3!cVVuKz&xx-D% z(|CoSpB=awBFzwCZf8jXMn75R^Uo zA`#K~%|WZSn$o_M3=JXE_-xmxnYx-dIs4Dv=*WCBzD%Y(bw$_tp_qm5wAjhFw{X@F+20g0f1>3z^9=Hd z!hV?aCy%W;-j0iD5VM0xbAwG={?DHiQiempn%$sCk=TI0- zz&)j78o}R|zz3l9e-NH}d$^kRhgz$J(Mw9<@d})#ANGxnO*nracjpU3{@R%lS`aa7 zsCkf1&O;=A!>-non+}Iys=dq7kA|>Loq-?6B8T2jX(02xkcis}53pL%ADOtzV%=yg z8(;Y*e{b}VZhPi;IDErNuyr{s_g+rkA0*)afv#A3e;pjpkTo3apKbJKM@r1UdB5tO z24Xl1)VBJhL;^vWI4JCjk^e4If8`x|iFK^qWu7-e)`Hkd9(5juwN6{^eG*f9}fhST=eXev@i26&U?%Ty`twzQX zj6&m1O7eCJw&l*A`Oe;w9_mVAx&@huy9X??esPj=RBC#5bpKcTli=jJ!EdkMq(@$+ zQT7;WVS&`1;n!AFy1%t-X0A{Gpe*=T)!B%Vd-$wgR+_XnZmrd{HJH@{q^10uJ0Mn@ zp->+fV3dzN^yhg^1{12!Mk2&f_-}AMsT3piNf=QLH)G@Ju$Vp^BR9aBW-|sJ%*aNr z%mL4QV{sSlrfLYh|brxH?HY9U0U^> zjWo72UW$ME_hoH}heVdGmN(u+JU?0jpWG;D#w)*|hT2?Ipa@2!iqYhEojg18n4WU6`Ci3%I;0*R{a_`VhnjDs!_8Ln~&3+3dpj_pf|wKM~GKlUE5+n zpaWO`Rm^DcZgMPmb)ZCB^5wXU1PfDk^}%Wjq`p0dz_G4PQ*h;Uj-+G)r-B&njl8kmiB{rj>j`O zbiRUo!YL3FnhFUq4>4!cFRDR6e3zQ%oFw2gUxk(>Y>LLb?c3`suZa)Y86L#x#ejVW zD|)`OYgcaV?RlW-YvIrupYch!jAgu^Q5?ksHBS&eWVt_xRsWqyM0b}S^=9?{4W-GX zR;qQ0n@`%_6MQi8%;~3m8h_M-2x0vWq`giDwG+^;y}qWBsk6M^Y)GPYcrhbG5`kCn z6mc42hKo~PVbgLuMoXy64;2I@&(BE);Kap`aba44L$FPrZ6{W#G;;`HH-5ES{E5qw z3(}<=jp8pGous3SbVb~&PkJo^W>e+X&63}06=j);jE|j~?Yp-DZ_x4hdj3te}lY=wtKxu0wcGjYoK(U~8Pj z29-T;QJc!VOuRKr*OlTrNFu1wgspIZAkNxu88irDvbGLSt;l+=nOwhH}r894%158s@0(>*RD*kvj zuyjc7-*X;H*dHHFYr7lSl*PJwf9Wl2l7t|T&EjwKx5L*Qcl$1&m9_uj%4N7%bH-gF zIiTZp5?2UsO$XFBD+;_01^$On#$@F7sCa4D43zDL2kUmWm#*I1f1_@j{#g%h===H1 zEOM*Lb)F1b48(5)hASZYhq1a&f3W;Ufw-XDUg6^U#h{XZnbuCTv<{hliulk0P2tnn zl4W0S=RcRpuMttV!Uv_0Ie;Ana@X9`r~pgHzxz9ro}Nrg?KU(Lf0ZN z!!jZf-Pa9r>??oln;@pq>GZSF(y7)yc2ih)daVAc7nSL4=0BE6{Jc#SYEQ1=J0v(`a_Q#A}t=5-J-z&$lSDTkFaL7{RgNR@Nc^!fi-eMMuox#|t zi;rt9mh1@#DGY1x??H_eKRJ%p?q^6CzbO6wM>4lz$1%CW`ooq+5zoSM7GG8E4LbjU zJHEsDFl+L~uy*Zb$t`1FQg~BXm79 zmVu{26C-vX(b@Q@qQqt}fm^|6>Xx)y7%wJ(wrREWKrb(4iGQ#QkSTpLB3 z$BnBJ*=Y6;x$6eH_w>ZQUd*oz39y6rYhjuHh&&4_6|em{!`GVwPcS#V^CxFTmi`UqX_{V3zwIrEywF)Ly5i;DHJVssN?|}DlU{-*^ z^HD=@DSk>sI#&SY_>|G@bK5Jek*5QYh%WgZ|n3^R1_x!6h1QW z+*b3F%n#u28qk@?wO@;Bm>P-w1%wIUuNzE}{?=)Tc;L z$iht!ip_Jw3%$C0?Q#|YP^$WyiEXS9pk&yH+hPkzwY_;kQvjxy=OcL>Qek@+XLAk8 z80l)yP_ks2t!P!*^{Td)i={A+TEQpUh)sj(p~}wt`i+&D9KRi5Vto~K$>TwSiQqUgP6FexAVJSHkYXLW0StjZB#?r%{G?(plrbf)E-${M1KG& zpK9p=*z+}Ew;sLryq4w)hGZFUy<1RiP*Rr|P*ZhJHM zA^l3dq#XD2wu7ixL8qY7^ME=AA^(#~LEaux%!tB1asj`ORm?==)T%aBLik0;N2Bh` zhdSbuzbPW#HNU>xrX4z?%zt=hV$0)cav5AZed#BR>wGrW&CSpzC>;KUVYcV;a^eI{e^%KH*?3`KKD9)j1<3?e9UcwE!?$#kM0iYY?2SXhFE zG|uPzr)ZDq-_EqbIIIQD`4b2)2=k}sk^A33c$QBc&tS>7-j}h|?M&G^{_A?+Vkq;dLq{7Gr zytKI~Rend9hSn46#sE2Q7OpQEX~$2OE^If(UBne<~b-tgLPXXr_Dd zxcNGfC5Y7uG)_lN4M2A|E_z=yCa1Yyi^b8Q;cBx{XIhouC4Yv1mz)1I3^Qx2bYwx! zOkf0{1vpgk-`#CvuWg44dmZ(Rs6{a{uEl7%8&`I@TvVREHyxn)&|akN>6e|I!J zS1Tn>%+ZE}ghDq`H2LJwo*7}cpd}>Cn0hNc-LA|LT$^MNZmO$z0m<5VeHR_6(bK2D zlJkPs-5JAbG?MvrKACO#WU;297~->uvYdIZCuyFV!b$5OQ>S&cvDQClB zkjl;Jk3gS7x!P$G_CGZorl_F;K(-tZk<=#X+mC->|D^3F297BRtvngW5(uW{tYGtxLj2{O|JU41c~B4`Mb@KjQsY zvH(At*Upn~OV(Z2|L7d+6T^@oxY|=1$TUv>u{^a^^Edy3&b*xsjZwUr^=7?n!YC9F zR_V#r1i!p2k-e<9;U$aL3+ z5N8w19$YVr&@1+(5m-X3-z`5JKVu|=W=lXf#N58jRuUls`mCD4AVq&c_BRv&D+?QB zl*084VKjNLDS*?CXk?(j&A!lIV7r zY_(xk>OI`%5cAW&iR)aDIBT7Do=i!5QDl8rlE)|e+jou4jxzNHEeK%kMTaSy@ip1<4{4^6Bzq z1n?qvEMmHY*7;#f|LbKr<-f`uQ9~)5TNOVI-I4NGF8#T(I4+;Q=-GPo&GvqciPPwo zs4{drcB&Q^=x)=mUS!f&Yvlut`*?5i`Cnf~nASGc`+Mu&9%UL**NIeB8kqBk?WwWA z7@=httYJ`h0QX-{rtEn1Sq5R; zjyl)W=#E3sUUT%_@o7OD)!9}RSMjE7tL-)}?@tAwXouR{K6t{>!N0t*roEKa$dmWv zlcljYJ~>tV%;x04ZVQ+ytnYqOg_Cu;1#{bl+1KAY^<2NTl&j~n+ATk>dk<=m9GSEi z=N9eL3t8p^M~q!#`Tb6VempF8tnevK*XCbfGhZGYn+RZ{a5Ukkm*VqtESUW`v$Ao1 zYUBO;Eu;&kZn`FK3w%<&XV_!%=R$5b1y`A(rWM6%{`Ww) z5vu*y1d_!?;w&NW&>tx|fm2IEOEP6tn4eF+D!m>=o>}N{_WTAB-3Ul7I~*O7C<3IX$CY%$%a&3P@8*T>*En@g z9QF#erzJ}a!+-Wiw!mclY_JD6Xg*BW|994}aNVtpg}hiYEd6$fc07?^`*b zyn{|RHdeu0`Aij#07W^&#*rZRZiyeO#%r>d&8WVeQUZVH!#8IlQ)E0-Ja!|I3L#c( z0Du+|kVeTrf=F6bF=UqZNP4U&=`(-a#r0?8aM?~y#%49)Cs6eDER zi^=wIew~a0K@#S^*QnrzpPe)^S`anAhC(0a7e*>%oUXd-DLkMdh*c`Wr0HgCsFqQY zyS0Z^kvsCL?h$S^3_@u(zDUyWdb=svPbzfw8_B`O8i{RsVN%ElG}8^}Z#!X%EWaOe?Oke@Ig%yHpNI$>d6I!yw>V`U&vytriV$zw?&l_FR z%HKyDfez)?KkVfUtZP;_wk5K4l9N?+#WqU&L@e)+3>{0KR{j>BY>+ew_JKFNY!-ww zCzKEE#edq!yq|68yyn;59{ds4DKD^rbrswX6eCcSoHzDqfY5)uQV{7b=}%I;td+^5 zQy&X8ec#v6gy)3(tiSoNDva6cyW`{f?Ijzf%Q+L@ojixn1$P#Db|2fvwCFOUsl!Oq zCWe-~i$@ayA(C;VanE=V>emE8R&o*cM{ z``GDoo%i(5x97nX@-vK&ugPD3QC)v|acXXMPQ|dHqM}lz>DT7?(AZnx?HIp6?BV0n z-m3L-#+P=j)7qLCsEk;0w~zzk5X4}rP#l?kbjmwe9w8RYGqq-4bs`y(#J zkqbWXDZn#@_fk%3@sy_PWTehHv$gJr0Z<}=yA}SYuHzU}Z{Ui7=LD-(5)3+Wo zj6LOu|C00&$nX>_b^_9t8;9P-)FZCnW0ol?j(5;2 zLmTytHH*w*Z5^t{vP23!ST)?8Qk-HbT$s=+k5*pErwR`WK&L)L!xR;R^C>5kqO2p! zFPu(FXgi+NfV+i#ZE`yijO%R9gK&1%dvyz$2WQ$18gF?U)GrD^1r8P>7MUk0&({6lI=DB^CYG^gGTaKf10fKnGxc(kVPw`ax zkWy1!y)ax2eNPGmf;nhAgh$Z4yp-?t6945xr;IPp5IpvGrX08Y(FS*Oxh`6UKQj=f zEbFN;6sz`}Kn7fOudtd;K}GQ5U>`bV(P~%(JE|huW1gXT3uX%ScUB)p~p^B7z1RP6S|~A@xhB$ zVxmbvS9q9{QKvYKkF z>XBMo*|Pnt2&@QlOH$>kPd_V2kYlx*eMyoT?@XnEVMcF4^C=@Sih3bBK-vh#>e_)b znAoaO`7Xy3dk$^7n{*-Bsx@f794>(scz<>D;pRjVtN*F4&iL0X_V-~89WHY<*LgxD zTxNaknj`q;x`+EK4e;m49)6%9N*ig~^vz*h9^6`DHJig9Wv%>7k!!3hR;++`l#=o7 z+qb{BM(@sj`393NC-)e5W5?<78k)1Ve`0HJxwXCIRQ0JA+FZbF78dL>@*M3CO8$8q zQq-?FiAF&t!8@`!`&ITUT`$%BkF_*cle@-T(;m);*pEJYXcn>_PwAISitZKsuJ^ve zV7&VBC#O;exmQNMe3uVrw?SkJutEjBu`dqPMe5g&ba|=KDpN{`ZKP>BdWtIi8B36u z@wbO}w8vfA&nKfwS>~4d&PRzq8%9|rHSr*B1)OHqeN_KX3qTb3TJiR1k>z`6euumi z*y&FL2a|0kP-$0!gcmI1OPhZD>#Jn|vw0O`=hLoX*2~)bsrPNL?djvFq%yY1yzfOV=sxCO{%uomIUqw?fggGWL_iXx7hh3PD=vvV(Uz;ozK zxh$w^3{L#18X*YiCn(GD2jVs7s=c9s9tzH)F8o`4|3p{Ur8 zHNtV1rsXsn@=%=PbY6qII);?*${4m9>IL&U^f<@dxy*Ch_UrH5y}+kfRf_ZI*!_68 z+%f{^-}Pn++$exiI_k@&@}C{Ho%+0w798E)&=brJ-@;+LXd+6>IUFj}^oZK_uL~fG zA6He>e($#kw_jBK9k`IF|2q0vBEpF%orVo2slLSej9Dj{e~%W$u-&Zg=6PeC$7j*I z-&1naz2Ro7STXNkHMlv#JF_Zes=BeW=Qteswd?9>JQab(c~a9>r^RFoavQN;GzC)0 zDdjc;=!nWn4reL;pZ$gMY?SLqot+g$6Sv5 zoc-BU{#R|s$|;ep>Ccr7*r2|-Kb;GVx6q&XUVb%Yx9xDJjIBA!IsceXHZ9=wP~C1g z;cq@~$;p16Q)~LKAI-%gm|D5=hLs;4$0f*lax~H8gC0x5I&Bmc$SRcftWq7?8b7Ae zMmM;S_2;k2k&Mtq{y&=DDlCq!X&W6ZKyY_=cMA|8K#<^0aCdjtAb}u(;1b-OAcMQR zySuwHyPx;_cb{-J7XzznRn={(JTu&_q>VF2e?u4fjR!+Gg(N=03W!mIttCFCWDF;A zSg4)Ti*jO?uvDd`9EjXsE-mPLAIA_vsxJKRe?7E|>XW15jg9Bnv&GwXB1zOLw?sX= z6thJ|s94Z{+PciX57~)OtXfYv} zZ+Z+1A`it@%-Tfrlr(gfD#MNCl!udGk2V#rz&QE(7x)tO7(-$b=`v0IN~fz#=WN2K zoRS3H8lp45_;6X*wdNwia{6+uHN&T;lI(3XT6*NjG;XO?p)Z_~Ee{QmMf7Vkep1#5 zbnb&V53M9YuwNqiL?sa2aFBmpHjoZ^&w%tnoV(KyB}G44;cv+5${*%X?poo+X1K){ z1bTB@%U?6dL}7g0^uBp8AGr!P*Dz!>!}x<9?W=C^nOH{QK<3eNa4;w&pz8o~Linyg zi!N=c6)&ZhFQddqFJdvSIh6-yFAjhsOpC22E-o%4+r(`1!F78m8v9r)`MYNjykSjm zb>=j#5A8Qi4d!R-u~HNs0-MTH=8JbOT2i0KQ*pGE`GCgX-KQ-9FIe(?jC_26SAfLm z&~=hL<2lQ>7`o}Wp=%UH3l|+Jm%2jh)LjDchRXyqI2X25L7Qt6k2l}vd?2kk$%n-* zb1hL+U(B69huW-7;>1RaT0-pdcYPuSz%A zF@r@=GfI*?(>#*?n*`zj6*PN-@}ca&eWr@<($j!}_jrv72R$j$+`kIN*2mA+&`#dP zE|x_wluMDZ7HfKTIfp+MgdU%F_{{VV_`M-x$@yk(erA4m{nzEI#17=-=FxlTGbOGb z#Z0&{iN8kLF6;AHKi?dl5nFR-0rAXVj3dD# z_p1)u5{Dj4VC@i0Y0YQtT4xtO9dagglhz@8!cR&uN-?*+=WPz=y<31gt9VgRMn%;G zI@-o2wXdSMkW?h~<vEs6=;CMn_6gvk8p@CkhxtyMB{&fe;nq{N0LJiiZJ2A zhXDK0`@c){toIqbG;;+e0rbPo$D{1Xnjdp3QqYATMX_GyNN0Yj8Us;a>xB;r!?8uf$1NcChSG z6L2_?O=i;Wj?_LPqP2>`BJ#(Orxg+;&rP(mi0sxAIkY@yqzAZ-qh{@{D}2|0>a=hC z^DIP?V@XNFl=cCJE6-i|wuz)!jBH>^F6S+{F2;X*4{cXE6pOmjfQUCo?HWE+m1`PN zRas76a%NZH6QsC#fcW#v>XX#&snSUknZdJ9f83&7kK~0g0<>o*IyT=U4BZ{UoJtM0@-(JIHIIre+0RGe~s$K%-DZ?6Y}~Hn&&J)sHP% zWo0QvE{eGI_&x=56nTIl4})Q*Z4`YsJS%uQT_4#uGjI^@MpgHW!8}-2wHz821eS%h zlD296tm-)y zS{h&{rTK@KGF8a&+{Vs-$9y)`fGGRbda9fG`2gI<9o=&j^*gW;G*^78sAaaFe$`{c zm>4zzPwJu`2$TpT|AQ3n1xjoMy-N@}bF!isZL@>KXO!lM?T<3Z zAcnf%7z(mmy&q(d{5vXZ_0MgKe)kIMs-Yv~0B20VZrDl`*A-aIJU%zSytD5TF*7sY zqn3mG6^rWm8_T(?SmJ{LB1qP7B=+KJfuum*g>?;lwe#CP!0+;Z>i;xk#Fn9SeE-Zj zhg)bxn^yzAj~RY;uqIl80D5}((G2b+7~DO0xUA%al8QRY=$fB6Hr(oB`njxZ{{#)A z7#cfW5`%GnQU8vF_?(WNdmaa+2Y`F%TJRF~JYWKIPTY&~=tYW)zYC=%naT6Xn?`_g zJD-GDt5)J=uun=+6}Is3vb6M8o{y5tc4IUc(6NbOKA9EMfBX_?gzvg$c3|Ln2zKeG zb-VW~aX1Ev*PjzU)fgA>YUpq6nSMUN=>}|! z>=f}CI);vyj*-)vum%Q%8IHt*qxPq%AGh6_5q*$l+@pnrG+CIXtfW4dh}IqO zoN=$lJikVQ5|e!`ZbgCmq4m;l6^qNq{9;nFQ8-jEz^^O#giK~2FL+Ji$>WOkY9F zKR}o(X}O`b^*zidE8r;p1b%NTyw@lhHATScZGYdB`S=QjeRaLwJ*1G4 zepw(OP6?Hh1JStODg(3nDFke(CTOd$u^3w-Z z%jD8ux(&sc%JPn7nVL5ViXp^H>#!Runh9=h-fFZttuGh^MzX){k~! zftg~)O*I}x0500=tUILf&6ZB`f~})%kedL*6aW3;0YpuNzno6yJ0}u2p`;5ydwp~U zUROhc{)syLw&V4R9lCSa36VWKzPIgg@-XCJ`_-G?6%XAtRW(jCUok)%2-FtFcvr9< zh~4h~6vx0n5rmt(0~?FWeR43WPE=DU zt)ldB=~0Wep$Aa(>>(wb`Kp$L;GCjqn0l7&q55*mVCsA8Se!k$sO#X8`e}lg(zKjX zaQx9D4JRG!*_qd0SPVN9u9J`~Tc&O}%N)}Wjy0#D?dY`M3JsxH03jSfCm!Xt|~e zIkmMOV(;tkVJw71H)4KJ z3BbW67U`{B70#oZAcWq&!oY$sl&5ax)&EIope}VV=jm2oJ_(Zg8EuIxLb%eTho;Wg zzvu`mO32Kg=Ks8xwHd_uvEL`DKue zO{k=XMom>y#NV4>;-*vFUEkh9M-W=H5sH-z!&|ZlBQUU}P6C++4mtCqu?Mr$jUSt^ z{{v22-p3C@!1>kEUm-*Z2gc}%a1v`fN!V^A3F0=Vv}Iyuf(4$vK9A3Ow{wL0*mY6Q z?PRsDSz44NQLaQ+=h4Wdch5nNsc2kKu*0e?NOr8!eM$;%4`p+WLYLPtjkmB0seAbq zc?v~6yz5hWCF^q}4wmPmx;u6Ff+i5rV>>6UMq%Ko!a38<}0QkX`2_XPhxbLrx0VJP2 zp8q9heabO)jVcrlH|*qsq`-`1>nyIX$`MyKj3Yop4P(gW1i(f`gvB_g9UT)v^sfhW z*v49Y*CrHNyt^12m|wRIAbRuD^FX&cagxScayac0BW#K6;p=l4QvmAU%$rA|02$sU zn62w>+%F;_b!e+2f&oYWs{(8w4@G?+T)&9_&YyAfYCUFs{o#t|xUH~6eKD(8vcBX>lKkj}z zxU!(OU9Vcky(lCv!wUaM4cyvbHy4%`a-Z(KA&=C0J|%3xDgt?Q&`{UlYvdQU7b9+W z%`mdj6W5j*2L^`oIfAtjbV>gsA2dDh9up)Hy(BrBXf}qmhamK4zVKxtM?Yvbw%qFh4I?FgbtwX&W>3+ZmQWrmW0n zeBz$OYcjfq__bPKhF4=g*}+=6*O)h4Z?ms3?K^d-cO3!+g7B6gjRZQsy;4jfI(JGb zec)*Z2F#<4iWlK0r`}u4@RtE9 z_NK9e9|nZ$_irCak9v75`^OaZg^WlxRrHzVsMQiPH?O0ZJ=$*@54z6p! zpxpPaZ6Zj8U7lT@QdR;zXtG^`gL9Hc&J_qxBv&yYSCxBzIbl5&MxfZeY<{sVx0j~- zozA;Z_7gK!LJadqE2f(1BoDjmq?(f1BsRONAuW!CrZVDzqe|8c4xFnU5D+|CQqVRq zI(AP~xU@K{ueo6BApoa5i|sbEe0^VNu07w$E`}aq3NIG=E_~k;dR2V#ci8fa4Rw}Y z9GfhRZSl&9&i2|`C{_tu%fZen+B91RZ7vEof!kX`pN+rMRAg#%Kx3h`o>|Dq0TIPD zFr<>?*h@&Le-Nkoop4*%U1*O+i)DCN%n(RRLA=$Jb!5r-jaG~C1NhiYkf_5;68lM@ zjuwysbUg_KWdsVc9kPrgjb`#(jbfp;KmUHxWaSs28{u1JcP9thO_7$Zsfi>zIRYi_ z8t$s5!JUT|KYhi{>_5qN9?fYw;=sGTuA~iMKyOkk`x9gLQn`^aF_mHcyvYk(`PsxK zvEc>9-W{ILr>>v+lk4LpmVDXYF|C zheLgd&^Z3z`>+w-<|5;HVFDq*%5J|XCA#pVz?4_3SUJ1}pDDl(T!mE@B@DT8YV)#I zx$ZwoowvS*Yx%!I=m2vn=)e`h!u-&Y1E|0`BI|xn$JmjpSMh~)U&uFLqAe{i#)a+T zmXD(*&tLeJib;teBo!V(!QUdUC@ODq5(m$RypuJs;r$|Fz*FzOjk{;pBERgAjR?$3 zieD=*9uK4pAV*6c08{N|Ao;Pb_Bp(XwTiEWoo#i!xe$ES0B_K+(%Z8yN4AsbA-JTy zF0$sol<~B{F&k;6)QIDe?b0A0bUM!diq#eJn z4{Si|!Sow4e`5!K2+KNp)dkmX10T#O~yCjPJsteXPU|q;;Y2(c*-Cn7ymq< zAsSp>U>asyqy*phci?s0y=$f)>!hu8|18uf|87#ZqNdFigsDL8PDg8!D*Q6CZ3Z3* zkKDol;j@D_e{>nS``B=S0@vc34e~d1o-<8HApEPvCpKlz?Vn;kyKVp|@AsAEC|Y^^ zEo;SewN@up7a~Gjx^jhc)YY zW>0Gena;gHh5;$ub$z*hz=F$0`P%8k_#6#4$}`HyvEA&{VM+GBN`f60cRmOj&i){^faxa2x3@!`PWO0dmFm0 z1ArU+%d$xa$v8%1Va{2O#d?MHAu*rZ?;hdMB?=1elx(^P6)!y?9jfj6oU8F-_9teK zA=A9Z!avt0;)dEtnuGy|u)z?(&)OcMCZM)dS1>guiyMJLp|K@5=Pfc>gx_#K|7_~&rvz4q&*R)RnD_WH(3Gk*ur#=Y z|B&$B!$}HuhMZW6n3WtmkirDp5^^XEGcZ+#o8b#6E8lM$V}0-EKK0MYVF^=&-aI#n z8a64yZ+R|tHjLYY9xrcj7S`_MzWGS-dhb|#3_Ow`^bC^bJ-&jvBaTZ!X!lQmzsAxeMwCQr zkdaQ49q-hLcp`@=)}O?ZLWBXBf=-Y;OdJ$t0VtZo6c#-QJs5gGF-_&VTYQ0(+vlLc z-@o{IWX$OI(G;PoUtul6gf^6)*7b`!bS zf$5<~_-sFq#Z*53xAPwHWjNud;Q-(l9%5l2zis8rUACMC^F zT}WEtyluIuXwWsetQvYyUMKzx_iUo6kOG3X=GyJ!w+qN!ds%~599!$%#-F{rpw*1~ zP;*Li=A{TzaXolF7;Y#GdiY!kSCRw{IhqK?FY0g->3)kcduA_a>kiAw8-Gqh7xOs^ zWH9hS{I=6?itTQY1P3~vgv-`Vw;Nu;EiX~pMqVn#NYgx05%g~5FTzm5v(Tj7q{)^*HQ3Af!RVDttZgxgw z!bm$_l6`DbN{RXbf`lfIt3sN9UlZ^m<#0RbI+;n{ja>NhT7%F)iN9_9y@#y^NM2(f zl9}}z+Vje!thslHHpdg=9?Y4W%{DE}nqVMAdsbOnKjbtr>W|qT`1ZYXWdyQ{$CrkjCxj5d|{p zy2ecQe%7|DDF7#+El350B0z6>iejPE31Iv9ZQ%jU_x&T}?Yi}8V`a?9MUM#-NRKh~ z)fUwdIaP*TwUmAFCi+rni(hYs$tHb-7W=Gt$qoi>{k{%wT^Bp1Uz=ObPg{K85?QO3 zNIg~M`h6q-fcRd0z0}1m05!jsUQ{9#FWsFd!cmLrETSc$xzNwjT!v%7sKDwh0(%!# z`iZlDUX!Q%dxrpaB#da%hOp0bD4?Z~hIe;Qp?x{L`4c*M8r*8?V!<5$!5mr&3IRg` z-&DUZsyJVCrjwf^6INWr5E7qAMf+zT26Td#8G}57EU0LFHQT1x{%2mU>m+$~eLXgW zq0Evn6t9FXklJKK!PdTLU2=*$<#%Dj`ag>4qE8DBU^xW}6L** zUzXlqeyh!{Lq6XIS~co=jl(Fm>FKNDp?LrTUjB^AQG9%pAuXZV`O3m+__2(~!;66R zMMCe}rypxIre1zrTuPfX-5BO+(Wx(T0Q#KY^IxKvaPy3v#QL*e`+{>zl?$2te_c6oXwKU1m-!Mmh2#Ds&OBdufTxm9n z%>9WgSu;XICQ@(=HXIrMBe*Q`Y}~hPb`mS(X%49v(a_}RUxgwg(7(~usBZwYiyEm` zgtR(9f7KLq;d!|~vOm7g!K4vgW5U|{*1|Jaix|AZ)Z|xhKo?YUV$DrSw>#qC+scLA zvOlfb@3{!@xq;;_ikno>W$2ENbABkaRE^Z2Pq7S#}hLbbGc=$HT+*i65+EdD-nr#_H1s*SGpK62XA6r z1SUhCeyRsW29?i8O9S`Bi8W{<23MmtWQ}fLKUgim!(;(#j&8t;sPZlXWaz4)1;RqB1%X>ZgENCZ;$L2v(V;jKwhBREQHRkl1T8P(7MUQHWcF&T#|F;h)=AMy67R z0mR&h2yiJyZS8cc-@%#Bf&(k#FxogX)7un9-TT{y171K&dtr_+rab?tin9LYq`-`V zzshL*l$@&K07{zsF)Cc#Fwl@19w6?D&%65Uo|&7MnP;^U99HEsyA{bf^;^TjsxTzBIo`EZx zfC;=;;sfRHAbv<(%n<*2(dNj?b_|Y>5xE-<;Dl-|w*-L5xgyfsE=BPY+F>5PsV7y5Ka zBy+I3S3S1maSds&nB2xl4@lH)Op3^{`spqOm5G1DF#D5uE?9@xwE1nOa z_~*n-*}N-j22$|NcK1@eB){FHuB;o}o&hy?O=&JJNgZ_Qqv!IF={v3L62tG9y)I1R zegw4KnE}T_gTAaC7HkveG??-rkjOqERL}vG7IoTcYDjJMf6tID098_2;z-sL`iW^K8a4gLkNCH2stM51kk zq59U6%3lPZN+FeD_i5#o^9!x^=A*HPv7EW;!Q3n|H=mG}@Y9wLRax{j6eZ^3_rA_q zL<$%43yfd2pR>zM_G}(R-uKBM&l8?1=c-{;r<8TTs^oR#0) zyQXFwV?bd>Y0(tWruF-BYY~zp&;^NuAC^PJU1O;@$+5j(jJ@pz(r8`&L@V;n|1Bj) z!kSXBb*DriVDeEjQ!|~#p8S_#Yp@4-PxE?+lp?7%ek%;{tF?8JRNs13DH=clX?r!3 z{9=hy2Ie3gwuc?JAmgHBr?oOI4`xqkzl2h@;Lj;f;+!d+J-Jy!1yPgu^jFuw8uGJO`!tg}r4 z9%7Xp4vAS;aSd)^tS+v8d_rg0*ia=+yWEr{o^GTJa&nNk>Dz@(p}*;0AYuk!8ben) zVF{$ef@4bXqg>NS#>(5KY#of(DCGJ|O33^cM`LiR?)jXW_B0PNytZ=^KGqVJ^75$J z9i#pT_G%7=<_w`RrjojllgTYahXxGsHt6{fI*pR=cQx+q3d!jJ9JMGvk>k87-wZ@Q zx&{S?`QK&>S1_dQvg+TDKC~Z21~2SDCBjsjF+ARM#F(0&@fpRp{#ckmKy#B6Q(2Xi zY~Z*Yzv2Skem$L7f9z0Yee1YaYFwTA0!L&~hY=$MDlC!vGsR5;E$s1*5%99Z12#f< z%Z-rsAO;Pl^z9-H1m!rC+iSJE&xB{Qp?T1O$p2^{a(z!1G~EsMkL_7c*eR{FjexUz_T3G`^*)w=!n z!vF|e6YDv<9}hR+YY5fVcTg}Q1z{&CAT)+6C5SD2pfAG!QNxtQ5`62U=Tdl{+FIdF z&ipxI*0Oo)m1_M|z{FJ9v>C}mbTaE7^;xWgj#!3#z@_`J+b}LwfGxOk{dsakek`Xx z7b~VxADj_^8J{764x4r3qX*X#INGd<7j=?>^Ll~&@|`y zpaRKd({gh%j6t))iP1u!goKpnpptC&Q;I%-OZxS^g1CM|O;(1IaIB|-WE0-x(EC%? zZIbB)m)UA1K^8z#2WaXKeIGYjnBCFhwXWkW01Lt*1+)}GYr_6KggAyA`1zTSiZqC} z?y3p~UIVHt1f4LQw=z5P{@1;L`O0l<09!ncy234j>WUXM?DaKFI0<`&V3N>lc{=yn zrB{Y39q!vC?u%Ks?PlM7%0?W#_*mgweMHp z%qM|&Ey{vk_9dhwpj zS(J%+CUI}@pz-}lld0h`7OK-506b$lS)m(GNs45YY&pDoGM=)>jhYnYy-n6ynLf>^ zdE?!2nsp1OZoAy%+3=ujLGEE^Z9k8HfIR4ZH__RB2LAlw4j=nExdWZ~!;(J2!m68< zG?}NVyO98vk>RN*N7(tQ615z$Rl>7t1Ti>!W@Z*%P=R=l<*%zK={oC>(-vT#B;<13 zbiF(;!F_&zSJAOZZPcIW1e#P^L6>nSO1x%`-MlaUd0ZXYw}S+zj7+y;Vo-Q00=)0n z9J!t5f)m1t4&DGVuH*eKQk9>Q^0Xx~dI4Rb3_l~Bi&wJX+H|iR3Hqo%>KOuvmNTpq z>90*O8!;o&urHSs=yOFOW@TLBntKckObd2~=E0Hk%O2WUe_1)p zThAl;B1L~aPy}hN0oMp-eS8*n0YazGaEg5NTADk1FWdltX!LqnvFD7W>$NrBY?;dK!y83X`#A9Y2Eu&8h(xuevF%sZc*`NZ#Ws|ERXzx&3AF_W&zdv%%w8&zAIgeZ)K(V zYFV)~DqtgOEGsp$FAR6LeC$1PM6bB1PG5xm`|;_mK3w)PL6*Wm?Uf}YhNtIC!fnqr zp4Lqy-OEHJ+)ESS!d@>6hG-G&vp279lSSCo)Q@aoBuw{4i;5Mf9n}@Fqp>Ttv z!l)u07h#Pj#wl|18A|1M>t4^-P5s@)+DCQ(VcN~M4kT0eyW?xCQ6G7-Z)1>(tR&H% z7dNuRS6~I)DVPyF0t0(15ls#g$TDG(y+H!N(~B8@^OY4aipm1a1XZV*2`ohU4ajeD zJ^*pTvYi)hPr*Z@-C4tKIxYvC^lyum&a`3X~^g)(`Bj*CDqnTqCj@ zzQ_ARJ7MirpukdcU#cJGc71<7Oaz+n@lGN9iVt*{B+^olnc zQMQDAbMUma^U4gK%}Q@^%LH5zelHY-ivP8V=8!##;}C-W``i4A{SvxHFmh&%3NdcV zX4jK)xzngx3l`;nU6YOq{%1 zdQ*o!rG3X9iwka+NOV;<8LgKIX=?(s<5RuU!}2@<{_h4isLKPqi3ne)(_UX%vPXb% z;^r|2S3^#qV!$NYS(Kj8o7VIq)AMUN6p2DobgoskXQH<^sedqX0*A!rtG4M#pJ`#_ zpl8;|2&(D2KEHp)ke2wjgSx7K*OlySj$>i)`+8t?vCCnxDNc)RQmTi#>gv&VjDa<-x>3&8~Eeh4J#h9L-yoz(miEM9=OF zSV%QN_P@2BQ{)r;ztV;Nf29lkS5e@#&T9VGpk-TTs4=RKPIg2k_0Df=69BO|WZ;4+ zMd_2MX;xs*o^z9Kq-D98i!f(c8j#)7_4#LFCgI6f)d$$u5WqMmX@Y=rd(k} z4#RI49ux!$o!u*R0#lWU&^WOrXIZh@kjfG;)JC?`k0qgj9CKR+6Ee6$;P_z?&j&Hb z|Aq>54(X7TRL<}_44NZi+>WOwBrJWKtwYX4|5Qo-_-tU$?>c^Km(o{h^t5~o%rSDj zMuR}x4BS8Qth3zRfSq_j2<$KhhCDYF#ir-BWBlhb0ZviZUppltgJALE;gp}49-!2v zWdg(xLP8Tx#B5AyR-7?;9&h_}nOk%@rA9aX!x_Q8ib>fj0KrIJ@8A@5(@S0hpR=(? zBQg8mU2yQs$rbEtj^inyv&nMmrqG!<>}$ju`YCJIK#}KRS}fT@0DW*%r^UyGlBA$i z1pgr`0=@gC_Ln2kFavdB(`p3B`6EWj8qa@W6tdFF`Wgnf*>S;6eRC%x8&4Ap$yqL^ ze|aLdv~K%_Qz4co$10{KzE||>+d6garCY&eq{XE+CgqByZ$lj&4hg*g?sEGBzKS46 zVRu}l&3i-DAvHA5ozBe%k>oN}a)upCSw23%?PLf0%Hn_w;y2Kc$A8xpBG*sq`<#8k z$0zkgFDr24+|^OY0Uw+p-AB0=R!G9$cAG`Sx=vb$2Jp}UCc0kW+@6_H4H1H*F*3o{ zAwEkgf>aQ?{DRcRozFF}bpv9+1lzK5BeBBjB3xct`w|AQVu}iL+&ws4@*lM$-MG{X zL*>#qTmu=Uw;zvGU$ylk$-lXV7@_NnngW8yLqozqghWh*z=}##47<*&h+-=fo*&0Q z4xWavuA!!+QFL%N$b>U%Z+1hyUeFptHcp^HGx*1aj;o1&7Neg|J5RfP)5$Nf1q_8K zh$jr3reyBE87wB`d4L|@sHzHFRUN&)P8U-p)(Lb@vJ>>kHI07=j7W)w=A@MEZ7#4+ zz5SGp#*cmXArMPh0V`OPo^qbY4V0U6qTfh06KC5P2@LOduO_G&x+!ztH4>X-pTcLeEM@$to3xa;mT9c=rdQaSi z9ys^)y=a{mQEE+poCqHq5SDLwuH)sSHi|Vd1w5$PNbSC$I>0;kBZjx$4&EUtWb;u> z;9=KTsml9Fs^1hY+Y+S$dd)jU1>ZL|K2oR6&n-@&|2L(XbPadvXq_6OJK0IDC2!c3 z+Z+RVBKnPW{30)x%`*q1X{+hhE=y;ie5n$9<^kBit@7N45NYl!U>wrq`$0RF@%efx zQ(sX*S*$!yPyNo-r;LTk=fvDoLM_jTDwVo0UN3P1Wy6jYVf(R`p+>qsuY?9S21GGg z2LF{l2Zr$gUKA0eBrD-mUUB;NG(;e!Y3nU1)9V@TvfE%MuA2J0Rv_O%7kKMm5^?vG zWM?9wrVrmRBx_t{4F;Tb{7fnnM4nOvR@krg5KV0Rz+)i#XxarfvxAf|l;YvI{gM&! zz}wH0uz@PMWmf+cj|W#)+va_7T{Zx@C!*y^l2d9#i!Ye|nITJMf;F)Bkg1IQ?)dh@ z0`geBfXDjoE$PKrVJq9uK;vFCW0mZyzc631^XAl)DJm^5{t~An*pdqp{gET6EhjLB zE)b3ciXc~R2`Nxz#w`pY--7S>@kuxIV9XIwLi!b!XE+ND^UcEN{*xM%-v}qAJwL9O^a4r&HhAyj#hg~O|8FZ z95CJUwevp!`f)+qaaU0Fiey$1A*X3{wB&%!4Ahi8S%ZxKiq`enS9!kHE@plFhMAUR zLw|dZ;+Yfod{cE)Hzk?vQ&t5`#2ib)FlM47YIa%-31wpSGlD=*82_vTlP!Bu5I_cm z`dVgparABD>sF&pfcNlB)vJZ7OETtpEj&Du-$Q0E_grOMW)af(XIgxGUQWcvRj$IM z#Dxah9mHgde9#Aw+)T7oE?ibd&;9ADAZV7yE#LIVB_)Y`M7nb;OA3=mgAt< zyeBGYQ(y5LA=1j;c=5Ql)sg-7cw0t>HEJ9lUQ=}Wa{!lVc#!i;W-X(l@Ka&uGoLr9 zoh9llcRloo@xkVFvXhsaymnoViuxR+*=eV`b=2h=^<|^7tM|XhG?@eL^#Wg8dE@=@ zWg@9^Nuw=qMqQ!M<2h(&JY8T-?YcwQA)xg%9&dd^ch2_Tiu1>?Wn$DYBjldAUI{;P zHT{qS!(1V;S0WS+WBUYnJ z#3Yf9b+rjCE`%1flDUvJOf!t$@H%fevRKEBrt3vDzB9X@D+V(&bOqwX*H9smHn(}G zp6h4$T;HOY{o}clZ{Ub||A_v(o{yI(%zt$Y-cwiaT}$1KB|D(e{qFf^Lrk?jzJHa= zh4POXG(tYFFGsAp-?>@C@(^1L@4SeQq?e$ID;;10*FV6%buN?4j}kYx!4ZJ-86z6m zg~HLr5h!Y5L!m=Bx?O#!ZYzZeWf_j!bY^G*6U-J7L>Ib)E>l`Dfan~CyAo}4=?1o$ zgGwvJ0-vEo%n*K(lDu2}Sghlfk{t2uH)dISrDY~bVlOTw=1}a^2t;u?P!FhI6cImE zJ(A65f9Sw0x3L}+3XT9z46aRaOhxGm5+ljqt|8p;-A0mhVKwI8&IUH#TQ@@- zVpAJ7erb-@uS`3SNr#u&2gphx;}SE>`7H2Ij(Wa*wa}p_Y`Gsl$ZmbPJ{L!O^TB}o z$)Dq}@B7nB3%4etGJ=iu)fn%)bjtrdt|lKJH<)aAHP$~r{EHcv_OfGg_;;;=^yM#u zwU^#XW7)_$#J6vQ?eo>F3F@-}+l^u`ok5lVW3xx&{691X#!J&ju!~6m3Bmu*1qc-Y zmC0Y4n*w=26+CWitxwH{|1tuGZ-GRv-S~rzJmct(F+p?iG#_vz0e_+(DfAmDkdbpJk%n&ESm%jl&MUZ#I<5SG-2<3v=oG1bu& zr4Pun?9U$m9D7`jYG{iDRe?;DL!jxjTWm|-@LwB%Ve*8hXRg@)2e*uPp95kP&{Pxu!^VYQgX>w+v3X#AeqZA6*mmugbqkSbB0blWxuRe6vSnu) z^5QG$5WVNMQu!c5O|>OjEz}Ht?|o(X^IE**i5(CqZQTJKgl-{5e9>@)PbH%vra_bW zk(n}-9)TjX0*F?dBiTvN;l!q2UXn+@Yw`h$?M$uOPVnH7ia2Wc>c?c;m#dhiHlkMA z;>hGA?(RLRlCJrvbv?7prBUCppdG!S79>I!l&|nvYq_h+>j`1bxtYBf+WuQ|#hKvu z?2gD?m1c$lrRAcQuZL`D`H)kVFi!J?DrxAS$K@J<{+3vCVm(MsWVhuTF*}$-NT_zJwW~fuQpzSo3KyJY8KMZ}=Lng~1dw70`i=j6 z5@JnX%lZNXrSyfPTgVce0U}DU9g<9Fa72LW4{Ug#%S$Z%IOisMSUIpBM{~DM~N zC+L{XlP%=*G0HV>t@J>xxzZ4iTlGPN*Fz|JUoxs1Ch4cNaH$?1^E=SY~49E)miMM6tD8 zzX7{%A2-kaK?tDYtmrlq#(o(fV!->jMpf~7ggl)G{*3Rrji!vUOKCr@i))lBM+t}} zntfBfGbjzTA;q!>!ZvO8CefuKUaG#!-GLWwqtd$-~)|nT1&sl&Ct+H*c@z(sB^OQfdiI;K_(Jsn1o&9}$N+hES>+ zdnj8wBNkqr@yS>HZCudy6uo&Wa%>(CJ{LBkHf$QUGy+A~8EaZ0;D!843LP5#6kPcE z@ice4J0nVwsFg{b9y6API(+Q7T06_5S1v{XbUppWpd; z>1I4;>-{DKtkQOpO&MB<86AHs9nlup@a-f;aHm%CYH>#!tG= zFD*0(ct8SP`R`NcgQRH(Lzi4DNYxA!Q;zxIl7iPYhvT&6?10NOgX8hNYHg%zF5m!L z{~lcWU`2oc0wMm}`sH;O9hhlO5jj^2NFgND46^y0FcU{9shVZDL+1e1P2<`rV zG`$5wRBhKbylId|z@bwG0Ra(d>6R`L>6AvgL!>*E?ijjdXol|Y?(WWSU-$EV=N}km zIQQCX9qS0tA>I@DtpYOzSKdxHw%X5fl@rqo-VhdI(JzYP66(GLBEfCc6C8gc*=u=V zX(wh3s^9)_{Ae%O(0%^d(+qCL2M0@TJAZo)TR?JZ=;(_`Z7Qf`ur;f{vdCY{b1H&a zc@#R|HIy{fXHWY0bhTZNMv=b%;8mTj!5dg};6h|8C*SE?EA!qXKIwgrB{Y77rjPgK zB4uEyy=KL40yX&AnLN zUeazUp>hA}rF*#)KB!N{+xXAJqH~?~@w%MRy@C9fHzwDtv61+r`K{Xk+ta~;Fq->^ zM=%0GZNCo1Z3igNvNq#rWo>PFY-iDJpD%LPMC*%EppX`_F%rmLc7XO_)_UZ*GqPiodTuV{1e~N$Hpw1ij6V zqM=cO-=HJgyWz3EDuV9|o-$KZWnVy@piV7lv2F|6Z#!a_v=vA(=FWT8S|t4vv?}O8 zr{b=-=;t~*uSavHo!PZ!2(c9gOK;L&uW%d}Ke$@R zx#zf8GS*eShP2Ndp7RPEp!nxUZRT=^--A7$4 zcM{c+wsR7^i`vP_%yOF;DXx;|cL1<&7aqM+ow`ag#lCmV>|I{+cg!6I(8q`o+Vitx zg|+V6(R-IP9S1{y∓X)=N_I)7-{_F_$-kxQPkV>S7D;>z1c2JlM!N(DgMV+N6%m z>V8^ESbsWN7xrQ6V|q6O)9?4gZRWYp5p_OS5g<(jfJ}!59%@u1A#FqVYlSODmItR! zRH%8BP7K;45i*8{)BW$KBO)ztp3$(#%L^Z_``f!vf@#jWM&G%{H4m|$=J9BbsRPQx4XUUl< z1)wc|IJ&r7{uNkjiMy(;gPpD0kaXaY`@&^%pE;wV9*+=~9&%ilk!SC<;P#>S(y1i* zNgJlKL(4s%*deLl}cB*m(rIl0W4$;}; z#!{=!@GV(c-;T1qMn2_tx($=^5x$9+EIZ~~jb-(A*v>8!H>LpCY=oHu+44FvP8pOY z1483c zo`i{mHlRkGK>?7!aqBAL4dcsHU*);4Y8*e!wsyNI7Ep8YBiC9S;4>fQQHr=BSvUTsmMBhGq+efwKvHY))daPH$ zlIGf#=upegA_Cf@^=!*B;luo^Q96N1-}u}opZN~`me&ukx(TJXT+;MO)XNPAdVQy+ z?j#z=A5W1F6_t zc#!)${rPZcdkq7Fn^Lo+$3T)C7lOoIkfqEcta{rbt4>7WU^jS{7+Yqn>9pFI98quU z#Et(lSpU-a!V!7ISo-Jyk8RQU;KcpePN$EPaKrfN@?o9IeHV#wr0xELnKJykz+FMa z03RA8gl*|e5-o2D*-rh?WHWv0p5}3$X}V0r**=p(9GPz#mgL5fb44sloGWzSWoEQf z&R?XLE5s=tF5V83o2#ksSCFn?*Hqh=V^^L$>;FW5erVj*xt3xhkL8^M)+r2>#|ty* z)M|IW_m;OemrbhHRKV0jy1T!S*iX9h9TJkWd2MJ1|{kF@wb+!$R*V0e`XfnGu{M{@P=B8Pr_4NoA?;pU1zz{5Oa=%<6j% z(Pm#`3FM!@sj_od3)FHg}?L_~KsREvp5 zCGKZxiz)VJ7xwaL&E39YIw46~lm*T`6Ybh}lhM_t0KgR&s z&XFn0LoGFzk3j8@*U$chMK{A(be5UFw9t506X)E^vsLXPf|?-ONHj|xROQsGko8g% zkzE3VXFo}D+Pc{FrZ)7xVG?Yk7|N_zNI6^*|ABmYMQ&?6I!LsyK0*e^d(K+agr|Qz zeDFi3Ig$u_cQoj0`F1U4oH~onxe}N@b*PWF*G}Or`!8e!48-`?1ejBwYLDFqYAggj zKe*bSb&O4?{c#*E?nYu)va~ir=3_z+()T40Rl#N#Ru$J9?Pv=0=6xMJLt0YZF~#WRB;lWJ^O9a`ZoSY&rJv0&2BHB9H+qr&nqWqau* zXZ!t!o6lCmcoMY-H0HEWC)6OqvNCAJH&|(PHQQT@n<%Csp1T`59I11|laXF`4bSVf zgYH+2&$A%`2{ytD=-J6NQmywSRZ$j}*NxCCGkP}2k zxx|r5Xb@rL`uMaBXenF|B_jC5vbMCyHn~?Re_|Cw=dh-tE)K1bwRSs;%g#UZfc<^` ze|Mk%ziug;gB;06N39I0)vmadY}KrNTUz!!U;2C8HQyBs{Jy~kL+k4lLutCaj+!y> z%sios8B9}Fm$R@xA1LLKyG}Tyv*X;4}JLn=cpsO7Ht0Rp~vmcq`XA1kDjmY zOpM>Wa&s+0(Kp(0<0r+gMagmTI9|Q2dpx{oo@b9K_Nws^Fd^}lKh9bH(lT#dRg2ah zlZEJ0%+UIQkY;4k&QRt(|K-V1-wC~)5+Yz!(LQ9A%Lrr=#<(?XBM__nE}d;G;k$e+ z+T2epnfty-`kqodM6)=={39W10^FMQf)KSp3$Ef1CMCN(NMzKo;CXG_;+klCDVJfA z@b3DRp49Y*vhckPF(jT(p`MYZmr`>bYFSQZcWlQG%#lw*_s;@aalb zR$P?-JrQ<43u8|gB#`zrU-$6_{+bCRb8~YZrmOtzkIK%l;Pu825IQv)bI4$I4=4Zh zJi71w;JVKxXgTw3ab}c+6RXl%Hs0?~)+im1wR6+vxG9KJ!cwmkMQDN<)*(ApLCVyp zY;W#H123;c|3ev(xKh2(k;)*a43nH)yW#<*jwRVELa}EhSlVe1sj*iIQ13A#N*Y7+^%xqKF3z?ZHQ zQ06DNyrpmtXTDL>i2wXK^89yT>EG)<$>aA=`YOgM8TBY2b@?@)ZzAzl*o^lEi$;3w z@J?29nRZ?7Hzm%%`S=gDKVCBb7Of&ulMM>V+m9RLrqx7z+SXOzGr4g{sL%miha87ymGn`IVH0!u_b-?7hsly$iN6JJ$bHyHpHUn?s^GJ~&6oI%;2P1v_j zp{sh1qWgYtpAi5sbJ!c6Et~L2j@60&8feu^S+%F|-q=91=C!$1Fs{Kq1W^*!p1)or zF15q?f4et#YHT(g`K(*E20|6mPY)x>xZ)-q93&v9+eU8JWL#@e(uQb<^MQCtl{UL^ zo(%--yrLB?DbA8|?#MLCD(b|T;@H1{T&#YWN7}<`=fM!wB?z>&QvN{keja@Fa2R14 z?m}2WUVD`&tsq7Jg>%xRrt#?}+!J>g=JBSxlI!zH<@+uNMuY$a=0F!rbR2s0-a&3L z3^k*7Z`MNGE)R#TXTHrhNpjqua$&)R{Cvh|8e4G^GYi3Q*w~+F`9Dzc46T*$q=h5q zsW*h#`I?CoFu;>jYqIV>;=(@aO{RMP_(Sx!SQN|KBHj5<{>7hL%pe#_u)A~x@3X!G zfqy>FHXA0l5=7halhqw`O5HwI8-Nh;YxcAr(!X48F2@AR&ot_o-s?p9DV}Tk=`7mk z>vJW8R;f@h@OEev9w?vu;b;Y^>mt!TrFf(6;{K2dXl=J&-0cv~;+o<@7OBuN9D10C zC+P!lzf8J;>s>+lAIe=XUqE0V8#9qI9=jr?BFxN=3JQMIqWdjwBK!C=Nc!pP@fg)y z9yut~DaiX~m4;YaRzRtXH!jV$LLtvW{;sItmGSMYhG2u|Q4ur`e*n=04~~Qq4q<7#Ik#c< zS`F_c@2;2^>?kJoI`dZo>yq^DN#?IKW2xHXgO|7h?sfYWk2>3UE!W#}lWny)J~?ni zfLfc2H%W^xX`WnudI!V3&548xQ&I-g{)$4YGI<-thiRDSt}55!^S8>eAP42eU2R|k=m)fortPBxR=dZ!PzCOz6X|Z9hqALi3GnyDkLpieD3D2_pbqH#gf>GC z;$QSx!%cU)1z8Uk@A+|n<~uLCHfH(tTV%j;*IaUWftdW_@Bb^3*_DC&S#n-hZxkSE z-~PPB4j3aL#|&hA9s3qb$NoOl1>DHJPCc_`r5tdb+3SzOy0PBe0+pGt9o(+hrbA$E z?2i(gk72$9yNoo0HJ7<4vxzA@hLH^f2cKPeo@9sqoPx4(5Ac41mBVv?H`!Fz`zkZG z8>d`VQ@!6p%Wm%Sxwp`5@>#G>?-X?NQrI(x_VE=uixiY9X^RGozFx;b0kSOOAb!91 zmdvx^Wxh(8VninU0?IuK|&KtOELfg1S|Th;)T9SiT5@;B{e-jfhs zEiD9qdAGBdT_WYTvdhY@_>b^qHB0sVnP`;PDD?m}x(BaJaaJA)@aF>Y37w|nG|4)} z{g4jCWGXEc&1*Q8us&I!Cr9_2Y|%!biJ}E$GnZ8m|E?-bk?Z;{rAqAGqCXZ~b>y}- zxY*crp;-@l=vUVG6Rfxx+0*8eH9XE7isEn)q_o4$nlJ$KDjkG`~9ikeM(%n!vI7^xdCb?YQC;iJrdw+lm2`LlHC8n z#03v6v3PHg>~DnEQJARAk0+cGggi6joIchh5O0xtiyePbZ4jk~lt8Tz{Odo`W1Fzi zq5H?YdgWDtHhuCO^+TnLg4fm3E+W4)@C}^Z7W8>=zm8TjwABLh`!$7x9>%ez9 z7qdSBAuO~n-w=^b)%EHXxuef^R?!YQU<_O{qr&LB?$tGPVzJVXphql`p$~8=Z6!pG ziw?TCkGP0Xx(L8Zfqn!N)T3{8NC}|BdSAeW#IuvwIxT?poo?}^e?=+D^W&Q2Fa3&f z_+4eWxKxrPDFutF4A4&(h-tb(TSs;9erUhW6t@DKq>GoFUEKR-R$OEG^q|Z|VE%_W z_7{OoVhVjDB8bA9D9em_?(WA_6o4QhOv3btTWX@0*AZrO08u1M&&tF>TBc}kZU@z6xhS|{28Hfuo% zhFb-j@fQG~M{eDrr7G8Ok>CnMS?b0#BblAa%9?U7y1o8CSV)l4Oko0)Y z@APSP^;ZcI2Q8=ER;48xM6PH4W8jA@{KEWNQ9D45eD2{!{H^uGk3MAoliG0`=fm?x zn&!6l<#4{fmgnYHcnvgn^jT#Xp|yYhZoX_Nz-RIKE|&upA0&PP$^+=!t=gLn*sDrNk=rVcQmA zVC3HzMeY-o2aFt0ZsO+*GDh$bdEtozbi#jv2&czvQK*(V*;$A?AGMePh7dX)D)3G= zqbJC?Jc`zaO3O+tOhua3PcDuqxkfh-(}3Q6E4L&94-ud{Tv}-%!D)K|Ot4WmNwMSx zK=;9lbY$RW$w`_ipVb#sr58!{l@ef3lqrPnGQ$nSN|vw&4PtrubhIxvn+-!*5B1Sb zEXs#Adp!4(74?L~Te+O#EtE^>7baS<n5hUMOH=ML?n4W&bnV6T*^^^>?RmVXia z-O_hOg*GJ?)pN)J#@Gfu7{LVD)oiA7adx2KB4IquWP9_urI@L#`LIoc$wG@Di##+m zM!vnRyqhbiB7r_6*oC$|yCMDSSM_m3^sf=GjEPQ(Wf-N!@cR|ja{mLhnLk-N9~m`C zU=Xc~g^arpBJf^M>~^B?6(3h|Gy-@S;@F|##v}pycqWXBS-pRDb^R5kh}%@O^E=AH z(36VwIyn8X{5US|n_cGz?8LN2Yx_ZGi$3-)9{8C%DrJok0|Cvu(2v9j$TPcgJVdp8 z!6_LbL0{j{^gUv@sHro&_W6^uC5;IOd}8$LcO#xlAiVVUlUv_J)n*VDiDMLBsKy`w zb`SDTdocMN2%ATp8ybKdM4J%@g|$^-0k)sWUVE_<-b~ZkqtQnrW4)WO>25~Q$*Q(QEgWDZkWltxR&V7dlml9O)@Z=z1lqGp z=%y%|FSZSFdiX;akko*c>o5x)O!sJV+k}<$783`wWrv*SQ*j@~fz%x&kMGI&F4&@|ZAUi24N@en0wFoGhez3+{ttp>H>< z&dX&>F$4D~fL8N!YjCy#pObmn`@R-QVip~*UAgnD3gq1Ce%nxGwu`>X7eo83lnMI| zIZw^97(Yr2>-6SEDEEST>rvp}KjXqH$@(p@7h3^U{6YpqlogP0K^rQ>F41HVqfTZ5 zA&vZsCt$rj7lq+YbWWZe)K!pN^#Tzn$7vwN@r?s4%n_D3S#y2x@C^Yrw+{Iu<9u@O zk)mTyZ2Cn+1gHhjdQo=G;ZfTC}GvCOceZ;*-$ECeBA_WUKn0y6w>3PsG)>G z@?V`k`cJW&eE%#kBe7QT)s$g;e~-*iLCi3GvWCQ3Qj6^c6f3H08$eJbLf(OeD#)L^ zd2^UhdamRzKhTF}8MD1|14cTzUz3)5ux=yLQ6kDj>m8~e^HFey8KEEmCpdu#LBF$4 zUC#wm9A^g>HC;g>Q3-BKrR8RV?Z>nS43VhxSl9M2X`9AtY&P;4OKkz1h7R{Lje2`K zG&prpxVem$`@t*EocxX7T!P*gzpu%@@tQ@(qO13}-5+0WEGFU(F2+aD#1ta{?LR!T z!AjYs`gU_Nd|KOMZH$UbMLcIBzSs@|!~`Mbg7$h}<~j*~jV%y2g55P)pE>yE#{cEI zuWHNbL<;zU^-}P$#?|KpBYyWYcj<@mpcd=QQAhr$$jayx3 zf?Y#n*1}&&h5EIWZ0!hN&njnw!#rsHa7$eYtgzAPt!c4B%Pk{(8+O-d2(G~ifCJ7f z05B6YUh<@YA_6F`n!9Bi*F%5s;YVqX?`h~E5omDs$oZq|e_oR*w|99Fksx8o<1(RZ z%ICkDSY>ARUk^*^-H{_e_L=v*47cU6_d{QK&}MY!3uZJ363s{a+<;PXk$LFl!53XG zYl*T~1iwD2t4YF@r~?F^FJp{ZOF-}RZo=%3IVt}7%#4izW4g%e(#z3$JG(0t=9ZS`;}5+dt*{@A=fx#ze0m zmqnjkGnn42BzJPn6uiU%dP{AvWYsvAND7pVZSt14Y(YX0B!D?2T8M!%I1b!i@|*Wj z*z3N9NvP#6ANm~P@kn6c7cb0=!cm*Xmj8@L@a$}%>HIhdDhPII@mxUwe3YRQa34Hs zf2Se&tV%4b(BDg26w<3-oWU^VMVjBdg5N96osl07?RDJuCL=lJ5*lMbY`G zk*AA?NO4VsfVL@0t8J&C>m|MqGw&eEjd^x>^XC4IeuaDDSIWi6o(8+# z(`{~?h|}PF0_S}11x4eE*)vH(zQv=XN>A}Pt@-)Bedw{r#$~`(1e5Y*Jlp@_OX>gN zOH5e5h6P;b2C{J;^yOyvE{P6P_2Jb25k$w@Mc*DCUgzm2E&c-O2Uk6q$DpGqaY_Wu zZ*}GVYZ5?eHbY|Yef4`hA zMZC-O!oXUxh?|HV2HlNpxmdpbd=DZ}F9E#(eTa#L_C4W0%fiH!d`Sj1X=9jf|CZdx<(>}`d+~wW4=qe%z2sxDq zNPrA_Zd}{VMfMw;!UEQ^#a^dUu*Y*&T>@E*T6RNn8iE7;CV+5zJx80skm za#vg=Pqp#k`Bgcydv}c~Xsw57Q1G&f+(NpEM3_;^H)7+8R;0jLc0yuffa5EXD4TN=*~yBD|Ej}&5agD7)faG}`}}>RWZ2txMdnZUosoX=&)u6Gk)JKsK*&i= zghosK3K&Q9A&peg9_~9E;C5MF)XbEYF~Hb8u1a54RIe(@q~q`on%~}xZ4Xdpq^U(k z+;mincEzll{J7}SIp7ti2lKd?RKOJchRPh7V$FPk;Y%CV^p~DE%K(v}BB9SkQY|+V zN*L3Q^wx6)%g2Sj^5{PPcP_l?ul8RUc{da$%!s0f3ee9W7*eBB3t3KY0*94BXfIT! z@r0ao zVstAf?oBDVg|#@apIQunVhCU+gRRiPt(cU)pZ>gaN!DkP`1G#=*31cs;5(RlNC^X5 znZJ!TKPr{)l7Hj6bf>=AC&h5qtD{n`^-|>|z*dwai8*Z9rrOS}x>-)^AG+&zX5wnP zp2by`#N596Mt-Cd(m(Q%XGU0!6W-|@;5fI>Mgvr*vtZ3VrXNk~1)yZuY0lP6KJAZA z3qJhJHKMkVP+x|5PQ7E}5y|2Z>f{baCP_f@Dt~ceWaH=cfRC2JiRZNs&ow5x1d+e# zIm!|4qNw=!=|@72;;87%E@lI6+vUc(D=IFJIp6yn?*x2tS0*lX6>(B-dwL8dBkGCu zJvT17^bbd+n%fIJ*N)m@N^)&DTt`Z{3fQUiYhp5bqAWebcR$+%cFWB5wwlgH!KPW@ z?^BBY?PGXFL&_~Yw69L>^I5w)8dZ5>xACz}&i}@WUYh{MmFEL6miIXIT3yp>zdZUi zj>evC#h^axI|@yuTF2GEWeRS)i-mdCr<4A8WmV;@RRkGjY&A7_>L+3_MTPRy7zY9X zrv_KK&xf5%$bp78OYRi{o+Wq$Yp0Z z`d5pE$=Hd?Qzsw=p!m14732ZAJ#1Z(ESjfFa7IiE+*E$2fuKySTF#NL{?x6E{ky^7 zy#+sQWG|9RVcSbt=J?P3-LznFnK=e=1f{Y43MQ0Pi`o&HS7%k?afb{O6`{C{w zc@~ntkM&11fRR07u4))rru-ZC@;5mCK(0&qyVJA*uZM8SG;cu~8NN+oGmQG&(F8&I z&F4qg{8&;qX5!oXgIAwCPF3%=@9xFlrnoQCsS*^@g)3jV5We)B^X045wr;w+(61*+ zTs*7J3JS<07y$YKJvJ;Ehm1Iyu8GHPugk3_cj#SHVU7K1odqPKpM=+8CE6)*JUO03 zp~uGKmc@@zaDm!B9IcBe}ZH{N2Puq`>=b zOkAD)6%rPL1YV?SjZ+2yCkT%trQ#0pRFtW@CxygH;yV24OhdBkNu{OdWPJkfo!YLzYNgcQ2BXsBnGLZ!=Q(&mc&~4^^2F7ymA}YKU*1UC?*$UJOt$lCphY zf;QW@G5aMQ4J%#(PCp@Ugb({djsYQ+7Lzh1BLXd&?X4U1K=sS+!q{&ruj@rFNB~Y8&U|@BNeci}?7^Y>a zla-Wy(I$!Lr`@P0`{^-m78hrY_%UajyZyt3cTbb{eXp?$Eq5doZYZYgv zskS=-!|9}gdE9UN(FlX+FI^ZVf->WP(b$r8H$iQ{AI|`9ks4~!V}J;Jc=*MC!g#x# zqCq5Qh|HG=#nj`H#*X|-j1_)VJwd3b=3Bie1YdQT@~=8}dl>werIH}|39YgrYS6bB zu{D8NFKC#vuKlSj7K8|X!}H_y2_y3Bt8dM)K}v?(MlW zLBZ{f-PHZ16xRvD$Z$!RpAmkqU5+$A1Vqwx8|{wkYy`{En)aJDD}3?R22ZY+Lmbga zW;H>gmhSTjrghN&)zGp)65nSPLx@ptWjcO4N&PQ+IFir!dhLwmJQO4~ev?mO-wmGC z7=UeemO~VJXf3MPiOCEg86Ap5+JuF9b6-6UR_|M`Zm@q1S)R$VW1X$F5BKlSg>=Um zIAySAs3%A9&^yaIj?3D3+AW7~AJ6StyRE!_;p5VuK`|;#4Ri<*lbsm@@;|yGD#k_G zMc1N1oY&j>4g92jwz(?-033py{9$4HG2Tah%5XqN6BU;NL_s>J0lk+_GP43;Yht5r zh5yo^_s=LeArnUwRA%jy!pj@=9C;68a%6(JQTi&r=Wu+?bl5o{8zQ;DseXRA6V6|} zfkS^nEiwvw18jQ55da7&Ji|DY@^9sFk8nOBxPWT;cM^IAn_6Sf*0h$Cu3g-Od}=Ic z&Pocg%PQx6AMZ5t7iy_e-}u`yec#tTP`%(q&#%L0)8$ z#4NL4JH`5FHx5pVOOB8AIQJ`7aOIzCVbY*WOtrP_WqV|Ek%d`g=oqMG+rY>LuWFEE zL$koXzbK`bHGaIoNcI?+9Wk^>EGB9Y2kTb)I8!s1a@Y@+j@ks-5V0%!ZbrMV~!RUn-~B}L84v$ zKtl+Qa`e7>G#!fLixdwcC_A*FEt7kVu)4fkdcLMmQAo{w7lXgsVa+N-M9H?s9uvgY z@$WhT^WN#tE99qCQ&8nr8?jQE{z-CuOy@Pq{UL`3?%tL4C#w=BkP1YeIz^UHb<)`R zZGMJWp{L)(<5c6w7k@FQ+%`osSfrD_fYL#$&v^fHa!AYS9yqhhk(D zM;QxQtIWV9?maOqx~gi&=n??OmuDUdX=eVnz3+&r(a;ZFJK?Te*f5{y@vQR6?d0Ii^0%?{v>)+R;P?`@m7bq) zAVq2+;xB3hj znHS_6citOCd(NtQRz_@N0BnEUl)qUm<_8>*>GFKI{+q{d(?Q9hAg7ft9&j>M?ePo2 zr|xW1t;WjN_N)v9Jz2e-hhQv|peP57U$t)||z+vU$68A`Vl* ztFGF-S)qT*96)YrbH!V8U~C?th}#pjF05 zHx7=s@`J_im_m_%1?2g@K|(=ptr!?-9N?+b=07h$LQ8wztZTUeZ_i$>?dTsR0lJ69 znbe4A_ekihI>vsj0Jvt=y;d|X(~lxMcE3H}BqOJE_Oeqd+c5GkpWn8JErzSrY}V{s z!=43)mz+5%TOr=pE{02TZ@>SHeE%8%8U)bUg2g~wfG7wxx_kNXYar|y1sx$bZbS;= z(79@tIQbC_K5y5cYM^;^RG+R>lu;rTHVni2RUym{_>7kEQK%UaVE)QX|G3_o66Pf! z8ME-%kxbFXuvWr1aqr~TOjNNb7bN^z$=t$;IN>6RzWxSO6t+Z#4yUmHyorisb*F|z z#1zO=hvA_j_xhoHacJukv|SgU*70a(O?8cg+hGYMc8c*TiU2-_*B^0EE4={9*e~aZpq-c^+X9f_CakbpH<~(gZkt z(?5(|Giw%>0qNP9-G6XgGhDGW&&Tn~zITb!>-~MzJmkIO=1HX35{N7%bY~Bp_k;p& z+s4FRCr3x_DG672z*p3sG`$R?12aJJH78|o^#m8r;3>22M-b&NKyiy1QnY-^Dg%WB ziD49}%1zFxzQ%#rtV^|pmY`}5gy&?er}X5`##UNny}s+J8`jJRCJ<(N5we>6c~}+a zG@b`RqKAv*^a#F(Y4btH3;mZ=&6n+9q?vdufoeQHtD+o20-8D4>L{Z9y!Fv{FK`9` z=(~@^Ss_^H53`!5X2p$AyWKvy@iA-dEeC6FxA9i^t~^Q@`fWUK9ziw5VO!AhIs;2D*!IA;K0kkEW1b=RoW~x~AzfOf2@!GB ze)Y20Dqj`d91keZZ>pG&ExZpuym4(49cFQJU43;qh#)uZs~n*Jfn%YYviZ4jHW6Fz z)2UX><~88+j?qJq1;aT28sb;MVV}s4|9@hqD`t@1t`d8oTv~`^Y;z^1q6+k!Jb^Bj z&w3wg96#S&@GU?5%WR^fWrB9L8@p%+ej#-qkI#=I+&G#`(JtNCm56k^>YXF%ie#Mq zs*VPIft1IuVh*(bS&hlxEhNSh(RN%AFh+*^NUVXhxLi%Xgz zWS}B!T)+RU!5LDaGWT7ptnWixHC6K}m8~LOiuEJlnAopB#NYA9EN6lBjgI+|N3vvwW>J zv9kY|=G3EXCv29;xc*dmTwSr5Y$#uw+k@eT;PZ6~Z?Qh;2aSK_(*0pH=<6*>8-MyQ zer)Yw%`c5A6yPhRKQ$g9QJd_$~T z!4M6Ol&^YwWYsLMV>FC0{(mlj58D}PdA}^3Re-h2!)GD0Stv}7cXuWl-mImjFcG#v z$#39S0F`ZT82r;{E3Nh+eu!9Qzz^@mZIi;%{k7=T;*ZBJ+?I#c4cQ~Pq9h4!CkDS_ zDacE`3AR6Js5nvt_s$tJJK~W>ze5S=awO@pOj2lh4a&cSFMo9ZlD_kkm*DcSUL57u z`}VrJYV|lG%751rR^wb`|D9yt3X}&b(nzgY*FbhbHLgy&QK2Jh_UeGV{McYU&83K! z?pt5xE&}jsmxG_bH#&q%{9AEg5{}$atV~LP!2U{G{Jl6o|NOjDM3w)A`8e#2T<8sd zsabz-c1r0gE)MV$?AfjDjNasiJ+_@mxs3eC2b|mNcJTD z9~;K`RFm1|%WrjA`K}uIVtLy_#^cj}aYe*V^F`zRh}#F1nk5!=*Zphf|Kvaaq`IuX-ZS5mP!A)aHlZgt>Y5xUM2X`c1{7W~msq@5_J;E`C1%`jOlO1gNRT95=5ihiyBgB7J_0^_ zYi3bUq?~TqZh$`BpvWqgsB_mYG)9UgtI*t7Tgysxp6S@jakypZ9m^1skE#UxD@4dj zokg1@(!q~`Ch(=Z2X)Y*F~zu=)LSf3s;2JQ$#W_SSU_Zla=fFJIGqfdwFGnMSAULx z3PsK7vDyAaeJjHmwt=%TTFs>x?=%KOAH4QI=a)mqkb2L8mV7iCz&h!TZA9P!LCj{% zIBx3WKm+Gs>bK%?l0E14Q2RW`YCds?o@PE%Q}&-ozGSQdnJrhRMt2>uM>2b27dLTw zRCNMJZX7B&nxc=^ixP|HW>b?WJwx9eKx~L)-y!%078>~ytytlfZzYHB%4@acwilY0 z-mJSdFsMcz;WNB`X=$6clHy!j>sVcV$X2^i%cStcbFA=x)rBSK5p6ee=xV(`;hQKQuTtgB z64%Tsa%!TKC0&u`;<;a0E}u_p?oBwQ*Os049S>d7cO|cJqWtgP*W>)D2Cx9aw^AQs zD14>|xBj3~qXHQgJrp}Crx}iK7sc(t*k+`xjBV-&6U;|3m><88(1H6m1nt<8Rz2_pbSOD_n+pL zNZ$33W#pEcN7t5%iV3Q5@(CPOo*HVCX$()Pl~fcKR$BkqIKCEen(o}p{f&^G%s#ao zV&`tJmFRYTQ_ke>Y*mdMO7yA+Ct=4ZiPvlS{F1W_+fFfrRxOUG>&{NaG)^3T7;H8$ zQhh*dfG^%b<$1Y|;4X)KyXZXRwHbd+JTXy3Pp53Q(M>pMt zFT1cla2Ol@cd7=BzqXk_N^%_f_BDeVt>)}!7?3^o6Vamu-)=ZGK;ISVBwcToXrwe=m(Ihv`lm`u-%$ua6(sK*XlK8xa9N8z z8JkjopxyJxb=yjc_r+$UY=Qv<`c*LcuD!Z0pZn&gSs8C$gc$0k7H41ULV4#u- zz)-?tY+SuEA#U& z7ETkeOa-QhTYkl|{&>$sK_$sj!me-o#YO>vR&wL@AEH>||GJsV?!<7;QtO4;WT=PE z%sivzw)S&}D!d<9YE#Cu4&{SPx?|$d_#Sp~h$cY@sgM3~MV}=vE49%4UVh<9=T)ws{=cP0> zx@*mUXy9seYizO|PRUWoC@Cl@UE>PkC{|y#Ke!Z+(Rrm(-&}KEEyrV`Zg#oyjfPE< zQ&WUnrg(6Lq6lTPis7WCifC*gNMZDb(?PE$#}Bi}uX=!qYTWa}yU1>!c zc-iateLjfk02>#dm{U|DI23^TY5Z4&3F>kfOG?OdQ**NO5s?NKzc((&Vulwu$jW@D zEYZzD%%bg}n)i#ImV#tjL*I7~l3R+H=NNEfAJ$WyNcC<;2SFgfNK@0mirQmpga1(g zrqJ)csHSi?x$66bQM2E45_bcNiD=hv(M{Tl+E;}u*Jnw%Je+S04Yrv~vud9}(;SbO zn$OMczZ-=ni`h_zw$Wd{EZpfdb1sm|N|;$|@=&X$)K-Qgct0B&%zsG>Cb#2hbeqq3 zn(!LHJ4rvBnqI*@2b~WGzGS)QL0%AaL;0kPbs4p*UKVL!(%~xUc=o`x2$Pw;(^=1L zXWASXk=zS&HW}R{O49V&cW@Hl^__kb;ARWus$&uo>S;u)in@fld{fCexg930I=MFM zx6sqjysg4xar|ukmL71+xG=|RpgPWH{GG^aLA7SHD$^p#_?JWOqDljMuPZCxZuRYJ zqPW$`kV*Jy=V%hne0Daw0oL&Nns*_whqT>96bU-U_%RNj8U)Fv@dymb*>)~Y#gfp6_QW4mv}H)v-PpZ^!i z%r)BT_5i>pb&%_Fv14Hypkp{r4<{1DE`~q>HHwJ<&3<#PRk?m1YJ1-H=VsH>ZGZA$ z9Ia!Y7&d%HpTK#b+%3r&-9PWv7o(@kT3Wx=LC1w0o&p)bH&eydT#xBfhx<+RV(tlP z0|!JERCm2s8SoAQ_tOW$US4OdD9qaudi!3zSh46=A7P`>C-^AbuCtJs#8`eiPsB6Y z*sShQ4aB-b1OOF{_gU9YRsz`zZrqAV!#zRAU}AqhkQ{{SD$ks3-7-SM;vQGT@)a1` z9*c{BIlwisi8}sAr)bATam6B}$%8h%)Yh)F9P%{lnA#{gOEnNjSkDqn9+mejAh$ed z#LRd5*FT&$-!ZT}3oM!#%Lt9lLb`T>r}*fIoxo7Gud{m$x!V9K8*j&Fzauq@T$Ww> z_g&~wLlZ6ZZ2lQ1Sar~-DayRH2mL106RGv_jvRn#WGYPg76ZBE3us+TD3$Gq?XvF` ze%q(48-6E7Xp{a`wH+VRa%ZVFI^6AHfS}&xPWi`o)jRoz1r|vSvG)F!J**D_^J_dp zRgTDXGd6LXJSGZ&xNhnw}Qh|m$+FS)3hS{6MD^P zNIMku`}J=>|0eXe`7tJ|nq|8hLHx#swn2BU2U^2jl(oPYzRC8-uMUI?+KIj2vK5Z> zd-dNfa={LrUKf}}S|<;lwe?!2E)enCEIogJYxg?L7&Lmm7~JQsG1tTHYa@Q!Xmtp@ zLkuLdxd^qJ~a?ly>E#uj7Qx z?+?}g3ERlsq?gX|_4TEWqh8ijne)$qM%20Sl8na#@M-j#8`?Q9Z_09&HYPmm8fw7j zaoz;UE0g8l-E-gn_*;A-4|gFUMYBS#t`>4ncD3v?i*y6MEpjhf4Csg(4_H@MjW|)5 zPk|t3GBmt-?k!?|10tFo%07JjbS?lhi%6?NQkFWjV8#Xw3Jv(8QeA6#svWI;!f6I+ zBhDo^o;O8}S9WSiV3JRwmd~d&w)u6tJ%q*TU+*@*;#GDnJasiCeqmOD- zbTK%gv6k@fuY(itU;%ZWBdsd$mk>u<%@mTBH&8{-`=fyOy!rZk=<`3ZnL!vMD+SI2 z%t!$G&kbYHZCG|)dGF3!TItv4QeFMcxhRX@lNaY3ULmg|-^x1mwYagNlo?v@YZi_C zAfqEKAHru3Q68eDQz>9EW)%jL!CrxR`)~MlVB1TnI?t|{Jt=2VT;OiaagP7(?0x4$ z2MzJ*%2BF7ueh&5CU0r^->fn#RVE5i37IbFGt8_ktDhg#2-<5~oXxHC7Ee>mmq{)P zIiE_82BMYtseRtwN=p~x@cH$e?VEox%|fe+UHQoOf7u;k$D~FbFq`ZQT-7Xg-@F`v z-~4oaUJTM~0TC*L>-S`VFH`^memIeS7HRzIG1QhlieiSz$g8pEtr7zjuJgw|H{Ueq z0T!OSceS$$!Bd>NpIlm@L}EQQE(2M!eddHR6Vb@dA~vqJVO-dszc?>dj*Z63VKLgXm$H zBI4Gdnb)3g7;_EXH&i9PJ*LuQ!DqY*Nxy3q0NTL8Rebx+7pdkXZSsGVfWO<6ap+pX zd|~vKJ2lacUgnzw{MdUa*u&PdbYooj2f=IdWG)l<;`wtgwN#;O1Gss(6oTdOwS|pD z`X7Z2s&6KitIDna(vzr@4jsOTbJ7)8|EMf2x;m{Qu627uIj~F0_3(FvfO{r2=a=|w zcDzLY-WyOb#%=!`VPsqsc(`eM@yI-J`G~q^YjaYJ_jWhA>=^K%$d&phwSPfVs24gl zTS;zsWrVwXZB0bUsXbT>0q6TSkH#>*p5c@~_b7%+YuirHBF&saDcfsTT}anLx*GGu z1VTP3tbdOy4X&f!&%0UL8^HK=9`ziPWw;(l*4D>v#2PkTKdYk(y`_YJudzafxXy;; z5<(SrK$CP7`ZB@E9JOZ1G)#0DTb}vRNhv~77i^@PuePJaU3>+Af})PozTW%Na%;cK zQ`SX|%3&fc?2*aS_rY7pKvnDDJFRm7&<*d|{}#L6WZ<*=^WXEf;h>HPp50HdK!;T- zDY4a93{p{u&B)dI7RT_NI4O0)SayWP&XOWjr>Jl!fAWhyH;P2~*0rZMI0hb($g^?_ z+Vjx2(VM+JJ`4D>y~;}b)L?ISC~%dvnp$3Nl2vySnn4Z)C=QV0^g57TeQmKRqX3Kr zvMu!p6=0Bb(EACJ2iH7bmOGOQ^4e4YKu4JL%X%UVg;GSif|G$o5h^NPl0_)o1YZ*q z8@EHcNcnS{$cwhJ{cV6F#lPJ~uj{6K(L8wZMP$%nr3l_?Y=%cx1`Qv!y4s5u7Q(-m zmyZw3l^5^Soj)7iF9*I{JBOddp+B7`JC@)kw|x;k5S7ry&2s3SBlYszAkogP<(9Vm zU-lnfg5G!sY>{~im1HPf!Pg$O3lkd(b0aG*f;em<-rG4D$XV%RmW#fI3Syt})z)4w zBE|gbicCx~w@Sv(xQbvRxM$vIs6n06w%^HGUTVuopm~P!)XGzh%!#A?H$#qzk};~% zCfBdwX5aGe`TB}nZOcWyNqrY)0PJ6uvDtQlvvVzY4b)M5*om*b}bLVRj z-c$E6{W6Dp;3pNySN=xOw_V16kKXa00;4YY?u(%ight`0pg$ji-xM za3$1iJv|;Q_2|;JR6ashU3mlzt~{M8EgUHs@XpeC6nY>?N2g1jHsze%e@A$Nzs2)n zG&NYwXZ}>V{dGII@vhkdBUCiCVA?_w^ljTaa7#~{-I zMcw@lldLtcF=&wMG3|p-bzj43-A!WFKOXlt3F+zRlA-SXi6IuAIP|cvdU4Y{{u|>~ zUSU+5zd$}lbb*(e+U!rNnuKrGQraM8_U+a_lCSEey6sOYqta7=H#d;fCO%?~XF$rF zA8>UW4>Sff{g=|+!IVy%LdRE-w>6v1zVy_B**;3FcSK@B`orhj$D_wEP6E?b_(+`u9Z2Oy0debqrA`* zwExuBit=%)^I#zg=G1Fdu$1BNs$c`?u%hS^=ILS98Mp*)1Zx}$z|iO=+8Wc(qyH6h z_U6Jzf=IZbNvivrquTAS-NC!4%k6D$zi6hKcsE~lzzsg%Xa{8^BCetIC{_1TEz&Hx za-hYax^~sT@r&DlGvxgDXdhS(y_NMdDntVpmQWag5;Ls$D8>(5fY`aqVfoGHEt>3) zz+1pQZ+1?0_fUGWSw!%+7#O-Ja+@qHRC9wvUdhy~s4{Y%EsecD^Pms0w6;KC;{d_A zRdxOe5TnnZA6hMXoE*--%d>I4M#b7T$T#vN0bTe>F}T1uUfQjN_g>ZDt9h3GJ2_9B zd}*MTNomu$^(Sh^?@fo~CY$AIzBk{uD}6F;?si5N0I92+<8X#s@xV~_u-qvCz3^~&$V=i}yi_2o0I9wSj1LqXh4h|A@=@Uu>Av-P=tRwV*OzjEEgX?=F z8{37R;KIM8GFDt&2=`>U@@ zNUV^(w@^oWCz4XImLL4BVZ5rnbL-$c%c|Y$`JtyqGNKX>50}yy7;qv8NHIwhIx``k zC3Q{ieZKsZ!d`bjJp|V%85wM1D319YWutXGpt_-a3eiV)Qa?yBjd`sf+&f7vbMO`8 zPTwP9QW_-tQS>F^JpwG$erQ_|ER>lpZo5NqtpoH|J#1iVz$WURY&pJqC|y&3^P|UH zHPpoGnbqd{hvR<7)OjaSsU#R#4)U#(FD0((#q1=E4kx$KN<81G2~S~1@%4qCPj=t@ zMy7oazP?LGT%r8r_mZ{jx|xSSwfr^P;lz!S2>|Fq2?({-$Fn1|-&}^@EDhZEpg3Cs zFaCyj_+Ayp-{|yZ8}SBx6$0?VwNM>k=@!Rt7r%?TYIYoFWm{WYx(yD4b!V5@U7mTv z>ki7X%-U#(xe;9Va1%cJQes|yh2H3rGRog^N!5%g(QR0HdiE8=#|*pq00YFJ1D~Hn zlymX)mMT2uYB&()JF(?cW3#2EZCjH_{isA|4 zZ)YHu`b9sW!AsJ@AhYugdS(4GTr6k`?1E4WFSSg;VGTg;`x3;?qlkZ@X70M;J}%S0 zlTWXZ%TXx}^L>`x{%R@Ye);iq@GX*Ur_a3QqYfVaB=r}apVGKiZ@#(~28!a0#$zNb z<81D|9Ly`ezq53U7B)ueV=8s0y`u1?q}>(sO_&w?U7;Nc^&fh}I6TC^LItgIs+@F1 zI|h2c2)g1`mBaLZ4e{np3lR|7yE8EY4sgkh(Ag|~!e}XhAPEA9*eCR3LjB2)CY|;_ zH^{tpDwZcFe(H3Q=BDYBHw)^5>M$8>xF+o(W(m~d?y1P{YyYNj&@0%`UvKDqyC_eR zYAWzkSYm`aH`WzB+M3(h0?F9I!S?U-3cXc56^=Gg>l*Y~K$0E@RyB!+4}C^)W@Bxp zHJx6zcSL%DOB$ij4}lh17k?kvaz^3O{@+CUI@%b_YBI&#fQWb_&nTg3e{zUTkT6U5 zi}e#Y8+3mE$rcUEH6&~h6%PGR%K*c67Q3lQ-#QBo>)zz>q$Y9FH#wIToO=h|RLW=} z$I15xkunO`9^4ckkuf=o*1Xv`o z;p8Agd*@hU3{Ipv-UyZ7C|8 zfyrfGTQVmY$Z1t5$LIFjN>!}D0RCbGu9D?5MJCN*#!XSYEo|;ks}TU97P4-?*`ZTq zQK#@JU=eiFktxhK)A=6+UQpGO3SjOwFe3VA*{jQ;;)c~^9nulSDANBOUGe59wEdPGR zUgmXDYHjIm9hkYl;)kDL_$FZzG-JETT-I_hy{N@gAF>*qbym3ozh0HR)7R~XF5y79 zEFXmfH;fuRm3i*#98^|QIK_2+6euiN6SOYWJ$vs5C8mS?hqAu}D`2XG$8B@pnSph( zgLcbBg}b7$={AiR7La0Ypt7UcCDncC)PMV6BQd=|IQ)SkT?>yzmsv*bM{Y@z#6LeX zsgI{9=#`jc!%7K!$UZ=^#IK&-zsHC9>DI*`DA=b01-AX3Q>p($Ojq&29#F)1%u4qE za{&Sz(18bIq@3g7f5x^YGgbN?(1u3Q3^?6qKGRwH_(m@*iz1T%V0pS29yF^%$Ek?? z$$98M%(|SO@6kId^i~GGI7Lkk5r+*G?n9Kv1obSldo0#Sw32|IqmETB3Xpi`VVV&< zyS{$e$`j0l7fWx@(0KcWZj-S24S#oLN5E8XS>Rf9dWHbN*VO}nX|JQ=`P(EWUl<`E zfm$_@X5tC=0&F_^hv^mR)PW#2Edixsgz3~&3F?LWVO}&IZs}f<)-yIA`Y&h0_3sf- zj0-klL@^0=tu={EAOx#!DihORG(YeQ)Uxg5D%&{WtP6x#szI(drqX@wT$ zL``V614S`#fNdNYhdzdN73EAH&;Kb@^fYRogt=n*+N<5L4{>qPzxi)M%)xsD;e0Jj*v0-fmdRY2#cBJdwjJ|$kFG1EuXiJ8zp&fuY6Hv z#cIVbkkyctFT&6VZWT`*JKpT?Pg@l#yzUQ)qFnt@Ep6<_(;IOGaoLj)1#wk-D{SQJ zLjLj@?w9zo@Sm}EZVx>&jcU!Sj)0T#T-rF?ydp_9DX(=yQRkkPoBWN3V5l(3tuZ+? zE|NylBqcscx4*Bgb`JOUcK<$&xL~FHg#l|Mn=*eO;W-v6DE%FDJ)|B{zd^gxT>@h= z@Nv_M^q#JhayYfLsi`pYXl5KmifIG^%0`rS+q3l_DHJ1Cy({^!-!DS&J9^FYGPK#X z8XD-B3#S$-4LnT?+M4l<huw*t3K&(u+{1kyVJ*ymER?tg5zqcgecc;m>9=Nb#cu{Yd@9RcQ*JY1BWCrA}Im# zP*qR3cy#hUsGA9oB-s%9T@}W>$-m_Rt!h z6NY858*vSj{Dq-a2ML9nU+YDFthNk;4Gl^~lYS*B>`GI$yX zGPVWH@$9F{H+wccY7Uk{U145WQTTP#NlVRvh0|m zF`&1yoVZc)L!m{f?cH*XV+anioVyTO{j=CpWf!X|b9n7bXZP>E21kBQ8Q^zj<6+eM z+JWhP}l`2mc9fAh7sS3Kb^NrpY_b|IM3U-&gEw* zzl~~xwhO$Ou!gEy_!r)OhF0nz=V{>^2@_)_O& zI6?;IIt>I4veb?e_UvNW!$%PT=55i`g=i!(I+EY_SgZl{jV&I1OVcl!A&cAQbvp8kMSBP3qJGZ~3|EcwAKpScdwrmG{W z#g3QD9?);$g2*ws-9)Gyne*fsHn4K64ClKu^g*BaK zp#zYQ*0Sg(tV}puVyuH=y7D6L#WG z4-2aqay_yR?M;;Y)-W$19fc)JRKNf)5=1Ra9*Q}_XBL#Ob%|lX$;G@ufU*}hG8q42 zJ&jgmQL9soKXfYiyO(d#3?oApl0CEbW+>E^B4;m71T+ie1oR5Dgs>w(7i05IzMJ7E z5$C4cv@1Q*=es!hG_NuwGy&86!z>1E+3|@2qPWTN0=Z3Wz~MsqIoZCvDC0>m$)IXp z)47;pfe$$CB>J{rZa0l;Rm}HPB(akF`mb+NW;s(~P#vbIhnk@+zdWm-2)q7Q6?ID4 zK{>*JAE4NS38Q*SVtLy{B`f+SWhw@#-wVqF3O?E%eoH+rrY&g1Oh+cJ=^blpu zW5{=B&sUEfQBWSW-TG~wQ5!D~{|xD=l_`YA1`Pn}R86nw6r6tAkZk0l&#?!^NDYJ@mr)O+}nN@p=%njm&u3pqsjK0m`ncRZ3#0=lP3 z_u{vMmRZQ!?fTV`7e|N$oUb3arp7QM##J0%3d&I63Q5;d)yRWjc3Jz%~GPSJH!#Z8%d%z9>do)@=Q3& z2Yia?ax;E?RYRW8Tmg+7NhRKHWt#4pk;fE1r(Fi8Rhzl zL!CSDqnUH5q~Wza+=!p&T(2BG;ST8Jeh4M*;!qg)wWA`|%@WvZ_u;|EnFGN8`SyGr z!*A93ydaGPE@h+%@7=wZMJ3?nai{twqc)nMV(9id44>jj12U@g>3NXC6Le_KHpwDaXgV0e+tAY4?fwSZjH(6U> zJ9owP3)P<>=chp-g9^i(E(wPz0?1MyVeaKX8H;hU`n3EcUkek&9f31;NgDNe}oBEq<4KcZyaftY00IL7=!k^ks}8|8yWW?fN{LR+*lxxk>ljeq?VcxcRR+S zcNY?7wGPX+$Tc|@RtMi&Couq)S!{^;FCx}4hVe(+bFY8EY%I>ushYN%+gQsJE-!(+g zM`|plS@1y{hR+N}2d8OK5;CG-pEq8^s`fbw+*N@NDqb(`lbTib7839?`)`yCJ$t88 z>-SZ4#R|lG0d@Zlz-u1iL^CsF?plk>%gZ}D0w%KftaAPDSl7SXkM9)P#__#P#L0+J z5hFq;nTMiV#pu$q{lT7oVDH`ZzbblO>&A)ajkO3#CxVC|BTuF z_N&9;0;7_UaaD=9z-T^=Eos2ndhS2Rt)1)=s%h-*&yRFu0xjiM-KB57f3oR}o_;ag zt>>&<&A8S|_UEy(-0~9JZ<5YE z%}JbbFX}^^4V3p&b>~7)&k%XWV_x_Kk|m;(oY=8C#=g{vBxkxmV595*HUYEFebIRq za0hbo4`Yg$#9(9Al@4-d>0UNZ4{#hB2Di`ns@B~$uL+_}!zm#!rcE1|yt`}Jn`tuG_$Jo*FQ&prOEEYM#))c6`0z({>=hGUabLc4ov(fDOC zGl5&ctI9?OsA#p{Ut7UZQB&I0^Zd5hCOaT$@b4d5FSf_K@dbX=wp@Z!qQIB+s0p1Y z6~ZfDTFn^V{UQIi`hz&}!&8)dAI0^GbGsj%ej>SHuBKgoX7U<822zJiaoa) zH;%s^65rb|PVc|b8F(n$`f~ZwVBi820|;!WebB(36ZtY?mIW0#TZ4pX+xZjcr0_ng zcw0dpNnCWHB1KC0ez(=n&mX&Ih7CON8@3u+!@Zt2$w1zU(hJ1DjA#V}y%t-s+pH5; z!al55Q|of@_o705iy_!Yx$*hpw4qYx(QL%`IONa5w>x#_+e2~*@&xiK`Ir!U(yn%3 z?pKDdIceYjUlWSb7<4{NrrQMrP@I4gQ-2V4?Im&UaPTHH`=pf=cxfG;^Rg)XR=W;K z|J#zo|JWB}Nv;bOj|Va?Sigd0?X|*traE&S!`@)Jz?wJ*N^tAu-{)h?CJD8n(|%Md zt$L>kKqQeScTh8p?9=(VB2(E@@i(l|XrVOU(IUc%Ch46~ZJv710XQhUKX9IDY_*-G zyCpFmdwfm)b@eTu&8^SpIisgyN(pG$!J=nIE#o}!u4A-VnV@Ny>U`kD>d*Sk<^k0- z_Bn1*37{z0)*r^Q;;R_12`@|AnsZ1U!0fmH6f2RfaHxYi! z>+W?FYAY_>uHWOlejjVE$`Sz_c+tH%Z2D~1!LLG9$5~}$F}AdrlEZij zpBzwScoZfGbVAFl9S%j9PA(B&iGi)Y{9!P`e3{m-6gbSdjwg|$L*s}1@g`&a6D5s| zV%jl8@H4w2Lgy{hecn0qufqlZZg=s4;O*7m{CHv#`#vb*9o(4sT-#2SFG-0C1$XTl zZZBYf0D_teEn!|(d&-=&g07qU%WK5{V}fsT{TEW7x~htcI&KH|ZK)z9oC7{T?KyWI zYTn<*Y+RpYv}hIZI+No)U9a+>;Kni6U7~p_`fgvSR{Vbj&UaDkk$-NV5fS0R0pGwC=h>JEv_m zQM-tlb|2S?+AZ*s0*FbZN5H27exw#QGYWm=pv|7 znBsOIFi!6dD&9UW7Raf{N0}*ot!mBnzn?wN=*?bk;)YJiC6X!9(Bwhxic>k0LSzL% z*Vpw34;QhKXxG#>VO!1xoW+VR_-fzX0#o(kX;fouSPVqU2uy8tayed4aqM?u2v2M? zTf_izHVq|zELn}$#!Kc(A=DJgb%d(}{jNl*jD3c;urP139dYh|ba!$%IZp zHWn88Kn&RX1mNX54+YSD!c#oXAN&dHQX6bEuQ>78VvW#ugRI>D1-+ZB=eV@l3U8Rk zIJeVlFedvQYgxKXF_MQs{|{ncn4YKRu#O*>2($Au&mu28o$1zn6|iO}3%aZwx6?f% zPfp}KbZMEpZmqSOiIp~&6Ee-e6=7}I4Y~3`YBJ-nK^6am_dhv*KRa-9*~gdQpsfeI zMwmQy{#E(EW)m5Vm`LWWz^b;F;im9xZz4Pzij+-P26waOyc#c9^_Ay!PJLDppJ-PQ zIM{qSX>Ey{yHMSC$z@n0ULnlP-@a=vR!oCzj=pThvJb0B7e_~)WrHef*ug(Akca^`3{!n`0HCk(W< z5KT!KZ8B_h4=4JlJkVTnu>Y_c=;cr+&5k`&3TpDj=m~gi9{PENuCCgu+*o*#qMU@& zH?o`?+9kKms|;w{ujgVjeOmmLoBzyK1&Wah-`(qVS;Z9Ye3}Fdtj1`ghVaBt;huQZ zPmVM=CT1@yoPTe;dQB_dzg4x+sA;ildGOMkm6Z~r%m$y>L5nRv1b}QP<`4i@wE3jG z_pIg5jdl2^yY*6^?tSM!ZeOF)a2pVGt2SESRg?+fz{nN$VCwJ?Nn&9Xl~6^CHy8;C zr6_H@Zpklh@_#qQ@O}2T@j{KE$yb;)@55^gxSx~#8Tk6`k>p~gjg>41V#raUwa@@1 z7EI3}R)<5A9VOr}cQH~rKx0b?C8C9`ipgM6l;=9~&&d0KTki2dVTSXA{XhRrv6h~F zs^R>U?V#R#E%wGZk5){F_PaN_x%r|!FBE)0+LYh(v;FE1M}64ddY0z1JQ_yZGJVR& z-l!M8yt9RIn~$>_OXWqgv$Uzgeh|2J#;#4ygVxKA!#Q%iz(GQ@I1Fa(Xt+|dKYgNqtx!! zYfGy-^p}@r5@kw6JB#hSUe9J5GX?Ve{@z~H&doI`2|gqhC}n-^eJZoa{;Hba*w{?{ zaIvia&cpe9yocsnD{%l^5;1Qv`V(gbbtp*Qf0(y1Tp2`z2t0v z{SAr|y)K0K55oLT6CaQq$KRe;a|tu}YflZ71}pish(Y#bx;R2y_5aFc6i{@QvjqKm zAEgmMFB+Vn&USI-i(6U7gmL?inoGa@zX9-mmJ*b=Jf6nmfgoNKT=$`KWWEFeCr7D8 z29Cv7vr$l?ax^O!#Us}pOFP5=wm;KS#MVnGhHs8&lIV&W>SSYLgBa|zTS)iGcRK;o zA5uU=oDD*&ivG4-iC4{8g}ql`Yiq=A^H5~7NXqnVay$03sz3)j*jvW~c`C`8fDkc+ z+E;EQ%uQ}WUGdg9edu_wL)2yHcV&%)#FmE9bq4)iV#eiuKF+^Ic}tPgJp-~1Pqg#0 zZn)yI1C}K_OWW%XeHD~8_TWQ94jmgo(EjbozlXZCfEgr&LI$H__p$~Y-yPRv& z`UZ^Zpe&Y?(>Fcm0n^j9sYG&TQ-@e=oPmdz_|8X=|4>zK>)M>vVJzaoTTT9}l<+v> zFx_qFr$!9v>&%-$yAa*q(CG7k?RB^$o-G77dy}l=mftKs0lS%B@wryM0DV14x2vBi z->3J1V+ud(yLs`GgZ20hkC*jHf}-JS1cVk2A<%w&Ooo2T_hs7FW7T?RvV$~G0(my7 zPc2IPJ={Avwg3C`PEEfj);<0dVGyt7!u}VU^#FoOkM)16>*MQUR(0-GNt3eerfUm7 z{t1^;Q$Gr8Myp0C|m_0xV*=79>ealc?S=vRE=2CmK#E0QFh**X`DLl=vHF}~kQ zY?5)N)GX5bQv}KF+>c83J@NNC^NsI(*e-3TV5utpWfwYnIzU+zT6*YaAYD-FFnzRA zG&(7?v($Ma^f$8B@AZ@;)`@1xv;CMG-BC=z^ z%i@OP?d3Q>2Z-1A)g5AmGvVOb#o7M+AK$?d4umY9DRk6Vd*FvB*72DDv8-3xU3Jr%_rEjO`Hde;9~J@7wf^V!U8Gzuv=bJ>SNGe; z+CnHy0{i5T45K~C_n$Ie-cr;|BAWgq34_EXGSdIfo1S%CIw+_vFCd6x>)Gm^*IVsS zl8&Js_~RAH1h-#TmsWm@u0I(xy7rgGenA1%^R55IVeI%+4P4te8MG=k`#_58 zkAh8Tm$%6c|3PU@3p7CZzT<E`LE{r-M16n*Av!jFyf@X3IMbe{8Up7a#gQNC=pQCL9oF*z^< z^jbi|Mp{armA=dQDoAQ+E|&NJnq@mb2*DVfw98glzh^gQ+tS35ajta>J|y(=`9-%0 zr&!$8s1nF{&7VyI6_i~u(y{QO+*#+QIU7+sV_19d!J@3R5s@#+NJ#4a+D>%=^8d&I zSqV{%7hBe}+4I7zQp{2O7>-c*#_U|oWeQX_Uq?HX&D+03pmSIHX+z(QEVGGD5(FsK9&btG3=MgxGOBWD1F=>qYK*Ot`n97N-7GAX}5!JV_gCBp+^8stn()_ zod@Le$KjZm3fpy}Voyu(Ub+K-z?8M7ls)iw?Y$7Ttl!({d)ZWf?-y3MNydL->KpxU z_9wq*`-f8A*ZnXy&+BB!s=kfcJ8A#$s@G@&n8CsP&68vhyk7~=&F$=}W*VR9D5K9{ zClZhBA3e@e8vI&Jx<(wsV$evNt_1IQrprmU;WI3Y8vc3pt_E*Sv}9fABkicp*-I+o zln%ZGB17pGlH2Bdu!QW*exgQJ0p|DhyS<4zS~OF}2FcF(4X;gkZujwJn_wMuH)t8` z6NQYUj2|B@a*ev6#k%m1J5X|T-?2r7P8gAoxS>F0UGW&Q=lpkcd0kjuXH`2HNO3~D zR}fM8klFRg0n1rq%XbtvONs|5nr^*Y(dVfuQi)rCi*Fb8WSkRXbn1${)!{#g)Pe$) zUsxk{t&p>qGyEDTD)Utz-d}(4ZWk0LJ|GJcyCMA0k5Dyhcd_tiQ>d;WNFMMIxL9W$ zWhmqeI2TDZH-l;ws$ZyNIT5MB z&*gAH0zJ|OY3)5~@G4SYE!XM!!8qhJIsB=8{EOFl9a&}PK|gpIvK%~R_wk$P;E{A@ z$B%H_`?!APO)F&R6;bh!nPo9sEbcQ7&LEO|90;XQXPflh@y`E5Td`IFH;4Qie#fgp zwm!~lWNU}6cf)92=@wI72r}oH+mVX9s@3JpwAuI!?jO{!s`6H>Vb+p!EBfY=Ut!L4%e}H<}pD(1|mxtjk+5d36F(w~EWLBplQe zkFMj-AVVQa?c3iA%iP0A;Hc)-pr`XJ>uf_4_uM{SBYk@oi|vv&dT}{gdpmx;l6DkC zTmCSsW=!aB6mduxfjMz`$8VQXVcBWwKATabvMG()hZe2%e0+w7JI@u1FIZ~V!yCUD z4TlVricbtXBckH?x+Lz9rxu2X)KZhDFk3a9VTsK;Tk6W7R~P#y1QUK#>}PMN`gr~; zHa_9s802*z_kx~$`O5UP6(Eb5mYO%+c*i|+{L?2)DtK&8z+thc>73vRAzaNww9#-y zj+{*W(=GL6O!n#+n+e+aiq zDcWI5hL)=q7KZpH7bH{T_VlfJFU*0GDK{#r|3xJcc}|yWAcdrNNA70(V#z;aQ=hpc zs4BQ{iuE#V7&2mJofxB~(@GBD1!CWPZJI;Y_Zl-*;SfZ9)sJ5-kka-KZaXu5hKOB< zD)$Q|hd#(MjeV~2?6%7spi0web>ML~-Tzg5-f}TMSee6TQm-!-RUz-AHlrR@(Mr>H zTTttn(|mWiIys1M6nI$!_nXv`kc)6)!R{Ebu!f$~U9^i#C{X=?&gF$q(?T+JK2R*j zLiYo(2lvEU4G-XD`&@MU+W&n21781Dhnl~!_AG#a6O+B7LRZqQm6>kMd!E6-kW{&l zrSqkv#P`)~@53OTgZCKUqCmN>#??EgTz(7*$;7pe7|E*U+rzU-7N57*=TEGhD1=DU z64)n7KS@(K1jT#p$EKiw$SXkpFO_bd&hr(7W^&@~W?eZ@r@hFXyz0o|6|xE5D?Xvz z&SD?fe0q&koYDNCpf5+T0OPm57@4G?h;a@ELVL4x>LpwcAAB=vjE0bLE`r{^75BUP z_}otC-h4vB=u%rF@B2|JLx_2IQ|Hl>h;S_NpfmBHed7Zu_~o_OX;$6N&0W3kJI3{c zFwQegaU|G_S?UAi?|Y`hPoHkG@lah;h>re14BK}vwasdf3z5-#W$4GQH@(M)16Mo4 zYh4Tby$zcG}Ur*`x~6ty3hx->J2X?r7jbyNuKax@mX8o!#td3Uf(HoiQp;X<49W%6O*{MYs~ zo~o9XmbUi&5LJAZ&rwM)2~v}_f#)RB_2%0L>}Vt%`k`^Y(=`9L=E4FaA4s&>WUiGi zEbznC$ZZu`gr&IcBHMRBJH^d=-WhMq_be7pLG`PM>ZWVH#-a?<9=ht@0iLG&h4yqH zME!P^Eby%}H&t?%0Z5Q={v>%>xvB`h^Qp_H7i1QVDw{O_q5c|)jQ5yH=3p5eB?9%U z-%W6JzpT9AV(|X#t_4!nwE4Ai^&5Zg+8m}yFakmXIaCjjf&rZpY|l`8^XI4bX~T64 z3#)m|sb^0^?pt%4sj22BxI2*?Cw`H&iq9>+BDdrC9)*m{S z2tnvc=1d4(_;t)u5&uwj@*Mp3WjS*3Y_GAeUC+Z~)yEwfT8jaHJw9y_XAOqo4-cgIt>oSGoOZ7<{#& z!!S!uYFQa{C<-Y%%M4&E6bBjjWq?{1zg{=edC97lPpbq7)4KHT;H5%<+!RdrFj zn^KTQx>H)ZySux)q@+6p1O%id1*E&X5s(fA$wMO`-5uv{e7|qpf8dUB`Q@Ae?7i1s zYt6Z4JoA|oGw93LzaixEh-Ru;vYx?ou!W*X9Gpe=rs=@nQ-cYi-M>Qo-9I_Umv#pW zP>9N_gk2e|4XCHW9nNFAkKLe`HmFV~j_dPWUc%RpER1FL1{l4Gl#s9j3nVaW2Y@gM zd=s{_mHo*jyZzzLEXnDy{K@viP8Hn6{-P{jcZ+w7b^ar(S9jg}%8)d2u*Z3*f^#4P zp~}z3=ow6MtuNQhKHH4wMzfG|F^O1rAqoAa?r=!+d7++>r-u0{1&Yy1@u7 zJUC$BZesn?R&pw7C;R=+@l?_|FU`x(m1F_8Zfe;ZZ{-Jeahk#W z{eH>vV!s2j+^d!)S(m81lA%Kr4am>Wy23RIz2s7uQZIICq;un#BbL+yUz_&(o1A$|FeFBXD9W?UtP9B$z^5L5(d$iZKmkW zP7&)ttJXxM#p~?mY(gclX07;9rEL~A20LO6>6=sQt6$Shq!RsKS*?F>#2t|>t?A4( ze+`%kHDNM*Qy%+(Nd+&b|8!27xGcQvK>`Ec!6(w;rsHE*%{Zl$v~+oV3uY2640yv~ zKmsyo6BLb>ge$F_K^W>Z3=Pyb*3xV1OVJWG5jnqYQc~_d=t^C=A2_^BiJ>19D(r8v zsw~wL;-Bjrttf5wVlWr^iza*+-Yon;mV`~AI)7WP*z5S4T{V`h{4HSG6U-JCzZdUk zn3Ox1mzctPfAi?ve$bB!whO+(2&G_a#`q-E+)n!)_uV^LwOW=`3Yg$hG=geq>1;lx zz?Y$M7yrjQ5~{NRkS}F*(Bu(IslXwVTr`n7mSIA`aiRmW zu-z3!;1+_R=z;C^Ugkk7uztKnQ=F$UWlT4cXtDD{Ce~bA5e` zQ^(Y7U3N<6*_bkreDA<*avb^xtYgtnQ9?jsM2jbp#rU9RZJ;<;r|^?Dj^+MI#B21- zR9R{uX?OE&%lW2r>dl#(Ow3zU?#3Br1DGDs!~_Ycx{Sl438qXvf}(xXbj0rUtvOClv+4Aa$30ExzFa=bS+mV-knak_xd!{3)qyrZR8CYb?! z4KJwjt+Om)aUa0=t$ScpKNTmA3}4`Z6N^gP__~zX-?Zx^MdZfe6im?Zof`GTre8tni*;aR&V0MP$VzA zs?Y=8<4gjB)+F-T)8e;DL?0U5JJ~^$;04lN3;E{)0qgxqu}_KIdR3C ze0~~3x}JXG5WTOLaPFs2;$ul zNiygdi~HE*`yGlq_nS+`oW8g$hG}HkX%wm6M)^J6J`INeDR-(`I5nn^e~s~8_Ka}( z5D?GP6RD(lJ_X6i_Ylki-2U2LJ6Y_Zyn@=cMOQqCG?ZPbeJ zKSGLF6}-L?>mCICziV)rykVa<>ePn4JDe6=F=(ji=ZSz0rvd;8%aylB%2u$K={ybj z=qqoP|6+fgSe%Up;*D!|$7V>-^5aACD${fJD-0n*0|)+llOt6=n>1~59Pj%$$L(yN z7AD8uoPoK=)o5;tq4k5rPB12T3x@F#VR?lX z4oF~zgiyiSBCMft>Wy-u46*q54J<>xpxQ1)p!Xnt6ftO%#+$L?i_Hk9Mx7-n;+dCQLE?k*jc@w86t~; z<7~1Z07OPHwJnvppOry!vY>y-EF41q9a&7maH}{uA9liZJe2xK;>MtMa!MYK3Oj@4 zBT;9t*&NWWV==#~@@yJyVo3~XzQ6*0wPskOEY=r2Q!co1<}nJ4j99BD{q!FHx~oTKgp1^Y=(_YeecxvvhWggw6ehPgAJ*VID7KcAnC)uKl{0O zkKICHH?%DE|0A$Ra+YnJx zSA-;Pgd|Xz=MFi0*dGO)G0X3Mk~x9_aPpC%LdP8xt!la_hvtwsT^)vE82dW2tRwN% zrYcS*`53{qJgNGg1FTMgYg?le{H`@2d`G{CuU^dd^b`-! z%vww@aKx9@j;Dsf?cw~uMlIh1z(jW19E-|w`^h-5sQVr9Mgq}Kf&#dl?vEdKRx(x9 z)Qt>CkUs|aw0>%Mfq1E_9sg!ilwRA2r0~n7F(+v=M!tQ+cIeY;+g8i?k2&O^cGs2ZXl-unSOx+PJMnKNJ?olMa)~5p zajQD|dd9|FPF5B-St?!Khu`M_ax6I*Kpd8QsZ#_Ou$-Il5^QX8(DfU41bg8v+|-WF z!ISx4b&}!Dp$s!uo!fgjdN@Wyc3^^4B^V>IcnyQ^?mvaWzi$(b-xhip_!f4$I~V=C zHbVG(k(NG*RZSWV&$TVSPY!`C`S)bY!&8C*S&sZ}s4FuVVcOd99ZbR7K@gPC0|X%^ z80*;z_@;5_pV&Fv2~lBaNaDPVv!xU{rssp{Fo`G5%4&y*SZn(&Bi2SRI|A97RZn(8 z$yujOo33tsUl2-2j1UdPYL^NU*k1yP(q95g`YrRoLwv)?{|0$Vlo!Em9B326M z)XDr_u{$yY!Im%8jehPBvVSKMl`S!tZW}~1P$bk?GHicCi1Jz-q(5wx8L*{g7Mu@-C$Ahoff99&_idjlrx}EkWi4G_t7$7) z-es*68KhWwxZ07)aTEAKss44%)k4dNr$`QQW-4Bet1%qedd%+bXgAP)!g=DWGGA3@ zO#I55^&bzIo(5DLoLF{JWyti(7-0^FUgjCr404Gs{fM5tw2o{vr39yv;p{z$OQ-2# zb(A;AvP_a5%kn>P;?R-B-(Yp^cBP`NSU_AXq&-{BwWNk8kC%yJ`kh;$Gi0g1CC%lg z8?P~}|rER(u@aOCr%^Z{@DgZmV(bq)5}pEgr!mx;PYXn?wUz1C2CYg zhsD5WHOaa2?xz*dL-+lV%?vw)Mdh#%M&ZJk9niV|A}>$)jAm_9|-* zLKdSv_Qo`(vz2=49nI^!QRddACNt`(VbF;?xmPin+q61|TM?+@=evid&T%@`uD1F% zeKIvcv_L_Ewe0@+h{{i~Aou>=Zq(hQ7sS_6?MUgm^I_4?L}OGkof@nLg0WgSCy$UA z+Pwm6IY%(Q9WC6eD7r{^gWMs#tJ zZk9s1-fO2Fn`o~}Gv&J-U$3x&+$K^|_(F9Np1}VErod>dOJ5w@)e)_T=3HZJ7I*7v z=rU>Co+oH5;<1#EZljEGsx|LzEPEuU+Jw3L;`=;4?JW*e2kP=CBl(+UqXQ@sI$vSQ zfu)2#_v-S6C*U1fVoxvzD;*OFy#O&_nra*ns}C4cuv4*#h) zcyxc+Tc|k7+Whj;vl$<`_2c|+InFT$ILtrqhw_;IAo&0I_`z0?q&Osxe~Mta&JiRf z5E?tD6zfsuQKCI`*FW>d$q`9X4!oXrHR2(8950U};$Rnq#2;yy$p!A#s(_m=FMey<`@B9Hi$|Fzu?M_1IR!Zf9CimM3`-5c%Q1SOW%h zeB7n4x{H1uE2iviDrayh2XF%KKhuc1`dCK{W6|`Z;R3+&ex*<7fDHKi>?@rK7%~8y zoDtkiH>mY94KASAjQ>g-Jca|L=~+kazD8Lt5NE4>!v^?q!9E_}$X9<}w9RS$F4^SptbPnAaGA*TX^MU%9#0 z+~9ijbc9bXh;mX@@X^5v;ifb3YOl}43z}x}^lhM@6w?kq?l!)#0KW0Q;D;9R5(7W6Vq(kjVSusU=?S~{ zG@M!H{jgyey?J%UO)Q9%K*5xRev$pv7!u!GF4E8G;UB&QkceH;!F?+C$; z;&Tm3Y9v;#2U`9*>3(bL@C(U937TjNCoNptB z=w{TZvkngN-(_-wd5Fb#cP&C*iAs(l%{d!^4SGmo{uOv`EK0u;9Wqu zFDY5p_>O9fv@l~-8EHCK2`zl-h9Zr$)xEDy@10M!{yWfcpAWQk5QcKWSH2+C1eapB zIA`R|L=KD=e6l6u6C9`3djr#iih|v^Z`kRm2VmeYQaZjZ-n{AaDks$XS>yVJeAv`L zQ2|Eu+Ucr7Au&xZ)RAvlNHQ9Ofk30Hj!p1*{gz-HkQ?YSJUDZQibYr=+@2>?0B~4) z<*#@YXmu%Hg#>G+_TiO$Ww(2XDMi@Y>R-PrExNso>w=s{wtlda$#Plf4Ard&)OdDf zp+4KWu(fvV)-oXrF7aqFScy?dvKV^OE@o?^9qGS{{}&6O<9ztwAejCg-{z$fQ)Wc~ z(&$tEA(C4$%j;fySATj)7Orm9LRxIsN3;7_0erXFX8r!187k-5~kW(;B?~QmQ zOnwa82>$+8ko8X&P@H3JELLVZ=I!I=7;xq*gnb>|FCLS4lxo{8CN0Ml7OAGjzX2+O zJ@1Fs+Z-Bo0u$q^!Bw4G9;UU#sI$Gc6p;I|rl{(6gNW3mrGY!>Pvlvdi&J&+Ibw2O zX>0`@BZ-EZ(W);P1bBPnc`CY6PP*)}HLOuSLL6zWpK;h|V9lS;Jq~XWnKFD?QZ3}Z z@WLeWpUPbCeeE4f6u2NfmSTl=;yub)U(N3dC2{M_ZshY1d(&6rx$SnC`{MIQT?Vui z)HIl$d3vMf1)IduvbsFBd_NFNX!r0KZ)B}ZQf|W;f&la@W)T>> zlPE@iN3e(mK6%v8p_KZu05XR7iXnA5&?Ej?h_rV~E=3upcYagCi6seVoU&VcZjLKL z38Uu_E;ZGZjZj78;UTC~BX()0r95a(fVJQ0Zs!zwT|JFG7N1R-z%4NEAQR%rWEo*_ z*kqj{kJz8V*I2iGF7xs7y7|7-NxoERC}TUmDierT`V4_uX;{D7-|nPG2&Rclke!z=c9dxL7>^vBVpfu-rbY~o{4q6r;PJtO2|;w< zml?1?NpsYo3I&WjuQ0Q!&laMa?>d|;!CE}&_P{-`qoZB?d&YXj;=a>MqGqqaz3v>S zuF+hENM6aRpPFXG;7&B{w41ZfM*EL)*XUR0(J~iJjv|A{%=9cKZEd$;FYF1YxK#ju z6CF&SMGsqODqfn}w^c64_B$HYdyFd?s{*y=PfAXlq zRwnB)lx`X2QN1>s#N_jDm8Q+opfX#q}^x!92R$Mg~0Tl1s#ga?xE>9{P>lCptdY=sAu>n>kdn?D+ zW+)gh!~n7WG9o`Wv1Gs^>hvBta4a)$Y+Dc~Xx8PP=kesg3F5q-$Xe%KP^|jqQ%nqE zLkI84VqYrsc)b0O6Qp=l{uRCz7uRL3ZAep)%U|DiVxW_9o% z16rr1mJu0jm;9Mw$?h?(xokwF+s`?$Ct5M9U);0ca{-p-TuD`e`&2Bv9A~8B@{VR# zpoMW@v9!J8`b|dBw++q074W=G*}P^pnz;azPzq7%s#BBrdauZD>rqn?rJ|FSadIX|O$LU3jh~0&{6N#}+PwCh60Kh~pon|#92~V&5=b~q^ z=!nh$N$`th(TkLi)R=-#-t33tE|=cQ%;_)GV5LZ80bLiYWWdxEs4xi$E=uYFw!B5- z>-GuV`(VQWi?ENeKAO}5HKU_bNElK*;=F_`t55xFlPnHv0(H9x9Y^TdV5N1SaoZgv zr!4>UPeE<|)ruXX-ch69jVA}K;Qd|kFI&a4E%~~N!s!Le03#Sac#y~xE<7z|01*j| z7Dy|l#$YciIJv%J$kf%lyJc*CYixXdoGSd#*v3t)(3Tau5z<3(KgREHd?=~r@b1&{ z<2(`P7g6jQf#L`aRq;(VYeE2wc-ZPUF;!mQS2gffKV=3%A0NQJPHP4RDqbrZ!KKXR z9rv*YUH(wRX1`8!bpyH=!15rkFBRh}iUO_-1`-Y7cp-MMk;{xinaI=G4qq1TA=DUu z(|$tWu8t$l8>G2jF{!C(Wj4pR4y^Jj-`!N$fJ?yQ^VsIF%#hyZ-fx!E`}E!LfHS^OEwS;96sE>=|6BDaf*;nwz*RHCL3MQj)_ zvnQ$Rq-J&t_F7lQwL=a!fHY+rp2lsW&s%!U#;Nim<%PLD1Ow(2)_P-6973Uzm^ENN zkRoP&;qF$~GgyR-POhL~1?%RZ%#Z0Z%RKi=Y7UV~%`yeXlQ>z~AcG!Z8Z58bfc)QNcG2vlCF0|Jusy=iXG)l60FC%)55GwmNJ1<#jdHHreDThV3wF zxy#GNRluK+Cw`@1p*Qw3EyX(7RJ`N%Ho<%E2h@M1bEA!Elttuysa>K^T*uWF2=$Xd z8nFc@7eqe26*`Z6Tk40Ki#>~*i;odQM}rvcq@t3KvRtC9h4F)iagV;xdrfEe6H_!T zY3n^0-s@tcU4LE(C$~QE1cWffRO9#WtF+3`N}t|a?#(A= zZjVfw3&iiiD&*&q*9%lr0YlppAIw#;L3CYBMOTyq9B}cw(7*F_ z)p8H&f{&WQOWo8Sj%nb>QaHtT~Efg`Q5t zj>W^X&EH*lz2D}g1Ov-=5p(x`bdN)ic{&>vldRUy zf{1-?MPiAE3hPIAE1&rB+-p!?(~-l-!DThbfQeY{Pc&07tHG{;{{m4@>d!uOX7sr- ze@QFzD-&p)znsTWq0W%I0y)*`L_m>xpe6kCBc>j+8bh z4e6?`%>^*Z(&+19RFk`~HH=AP)zV!hFi^6!Gdi$&T+PI0+Vfi^V}{p&ZT*ZaO5s^wMah?D**U2rXltwAOeD>r`O2C+)+DoSBi$e?L?K5b z@7rt3NMJ%Z2~>fwgm1hgRPv0lQXdyKNt8X5G-|r&dCP9DEB_ojNq!Ikoo=H!b4U~2 z6%?5hC(du_-2i3GFBsgc;n|f`>L*D0Kg*5uLlb z@u)ruc}j}kzdht-we)_0xI&|#U$w1IPsQ6{hFSEh*VZsNwu@37ktd&BhQ*a+1t7J( zr0k+csOk2eqWyvwgEe_X{?%g0==Z7bwNFu25wD34JKHfW6z9^irK2*kOph&G*)vl$ zM*G!8np2oN1{{bmf`1ln7&U1VN%b2WD4~my`K1Y57wQn35;zClNv!HX^L4>)a&1k8 zwwiX|SXHopm}=CM#)-4X;=CMgdY2E+l*INTjGT#8f{I^5ssT*dRttN#_Obmu+<=># z$EvDwB+yes1IQ8c2ee`d=jKiq(5_I&b3d!BVTyxLtjp++qm-53LlPdb3+ojbNn?G9 z6P43)!8E<_K?s|5M!1HSt05f2M$dDMddUP;WsT2?BZN(O^Z1^)=6)9BzgY-z#%qSp zUl`PqIjSIdjkf5PxxhjDwBk0A&F6A8_UV`RJFNf^|NFjdWGHVbO6`&7J0aoRSGV7R zv?l0nXm4M2D!NeVS&3sQChgf#%Og@WrZ%Wf+9D#4HT4Vy*RPtP^hS12wJQX}3n}{z;xgddeB$5ZFM}Rygm~RgodBok# zm9>00DgYZyPm{xF9X<^rhB#u{XM9(_tq7D=7Vo5Xan z*1OY)8eP`fTs7Fi7bO|D(?pwp-V2&0p2|bTQHL0=yuLo33x%lZvqB zrxj@Y;pqlP&COC`C{pKgR?lMtBe+fwGbMS$hIHKVz)?!N=H;GDY7TZIU97KG60_6@(K$3^@Ck#w?|yb#@3d)2 z0hnnFc?q}KBX#D*VFAigj;mHZzCuZ*aJ6E|bzjc$X@DB~lvwoWJpUjqy@b+gohBs= z_~yCI$;r!|oz?(SF*XrnF{_LCfpwt}8r ztcZVeEsc-IXbR8FtX;a|;9%&yCnvsstG69HA;hAc-pkNOUQh1(`u#YmPR43YS;{X` zVX1JtA4%!5OnL?ynaV{V5bJ>3Z_)JQ$Ukw)K>;%kyiRE(tPXUb1GbATQ(KqJ>nYsDgERt~VLhBAGwi1yt99k7=FNd_l2( zz3aO%$`)pSTrF&rQxEsYe(NzzI3Q!(U3|=pKJ%{@a@9*MS-JglZ-3O;$i_) z_v3KE*JyfiQc8~j4X}0OakVBiHL#*mczG^FC~TlY_7eDH%M@g(hThyQEDq9{?$VEE zskS0H2eqfamQ<6K4Eb32Bjo3#bFDk29l>^iOFo#;5{p>}NqtN3wcO_{ocpnM_h@Ex zv8mVRB8=W3XzNi_0FIpB@nqvY-1ufX(q@Y3G!C_=#g-C(#U4_%Hu<@>}a^baxV_ zd1`WIo9|N3Op)^~s>nLBDp?zt8UTO4M6fK|L579G8zv_Vx~_M7_il5zs`P2d6#@K0 zBgl}N{A)9Ecb^Cc>{>4HQoQ^n9Nx{aC_?K0_|{ZGbi zRv+|@roR!r87N_$6tS0{foXRZDlDtml%1hi4H&lr;+PC(S{~+To*o2?2Vch)a!yZi z!Y$y=aEN|lLW<(C@sW7HvI)KYJDO81d|V>r^_A_f*)u+g_&OpSf8WFCuZf19o}Q7> zGF6t1Ownimssv(Kk~b+m}T?ha*F+hC;fFkndwM7uSdPtt@@W0E!8H&qKZI3<2n zZ}RuBFrbsB8^7F&A=8+$uxRC|?l@kzfsXR~hDKvmII@^%{x!P#6-ugNQeQXR;JLkZ ztux2TRO-kUABIhvSa79hE1jNVrjJDj2ga(F91sKuP5MIA z@^>1)=3QPMdxP+|ysl9Ur-m47UTlI*GwsuDi_3+K7&n-o6&Ph`nPb9^kA2VIC*Qe=(ZFXty+@lNyH z4ox}6P38nDKH<7~3Ys6~vpjhHtmdl9^S-q~HwpOu)v(*3AMAughZq%UrFQ2cH{R$a zw5mpcW}(SdWI5>g=9t}n?>Ev`XXD49lklLQi_KuaOph=5GTuvXi>a}pS=?U*F<9XXfArjSfgN|g^xGCOHE6;-Ir zMcgJ4LhmO~sw<1*1i-N5V9IvolcNuR!rm?hE^0WTc2%~jw)>@zjPu?B2>@cM&#QQS z?rzi^KP%a5SFvAK{Xm=g^k;81r7*8n$VR1gH*u54;|dK>*4m}=dkN?zf(-j4Xr(mx zx&1FjL^0y&z@1u3^*>%**kq5_51Tc< zs=iK@4v$A@XWFd$xHZ@o5Y_?(ALd0_Bxp#P_?jO5aS5n2don81sak**>}NnIGsfe| z$>pSVO_SM2O~Xnk8Ah(VFZ;P(^K3oskun>pK_7^aL0AEfJUuxIK9w4npwsla_Y9c+ zwhPaJDp_%^B6Ksss7$bd$ipSS+aa^v{cwc`0(rsaM?{FchGle7O?Jf^!@8^$Htb1^ zGRCe0W)Vl7%kffLM$_+4QR6^cXU3zlY;^ZMe{Jw5tKua3QP#4NsHP0=tL;|W8^Hi> zDts((r{7kp1e{x3CT6@bH_%M}(jhJy$tI0N5yo%%>kzDi+InTrs15p_`ujw&Lbeev zodx~8L;p>U)A{$;H&xFrfZmSbim;o+YlaI-1D`f*ko{^2HUFUoi#NJOzV} zfA}4-A_{omY0Vu4Uf|>wgiGq3-b+O+-s&05#ps6VX*vud&9+o9?r!|ShbZ0D(mi0q$!4Z` zphiOL99dOmW`e*%pI5d~(e8uSunc-zR^~g#z*VP!wZ=?RZ~FA#x-u4gVUl8L{AL$} zlPiDEFHejg)6-HO$9wm{{9{`YUz+@WV0C*(!~0^#Vh6TTb8n3;txIOmUe=UGzge=7 z{ya2!iDtoSv~>ITVQ1A)6;ClmJ65mOw$^%KA}{f6j>`+vy>ORFSRZv25K~1S_Pe7)F+LnCJ?Y73 zG9=Y`A&qgOb9dO3H_O+b(=eh6;<+K%Ne?!zeYC<+8!`;2^|;OuW7X*!Hq67 z_Pvfa2`XnCIzQ@q#DzHOaWQ>I5z@o*TJ&^vF1(LW`%#i7c5opaNodep-Els1#`S$< z`1L184rv6rqbCB8H=mLygYJ9xbS9cJXEeV)C%c zRUEZZ^9X-_y99!=ZCa`(9zS%P4_|jzISjFoQj8>;;R8U+&RH!Yg%}oBUkokBf_QKU z9js`@PVa~3^J?%B=ak`sc+le#Eb-&aq$f4$mZ6N1ERJTox)~*NI@x-*ZW^q~<*;zT zlrw^!bYkMK7^wfv@(YuM&G0cD5hescrHTyXivWPX0XzEK7AjT^2SHen7eLOAN*7D$ zKj-knCdUc!U?uIBUl4J&9^LqRm0}oC%`AO}+s(ub)UFM$?g{`9J8JyyjTf>3EZ;f( zI+M7*B|(@}x!n<}4mweyOwUb*u|UixE`Eljbi7{`iEw$7b3bkG6ipe169Eg<?h}GiHRf7FQ~? za%0azoYC_&3Zz(L4vDDPi(%86reCyO`M zAZ{Z*a1|K?0azMsTKRDDr=%>>LH^|(Y_BHf?Gl{6j{mR{H2ZpJUok#DFJ$yH4o(fo z{zA{?K2+cU>DY+12`sJhJAG2%zCh!x(h022oJR$#LoosPSFff{3ozqKqu|=K{7r!v zHnkoA1L=j5QVyHX*!uWUJx^&AWWbdtFF@Z)j}5>W zC0;x2X9r9je4wBAjlDO|ed5M!Lc%oh(6G&Bma{>uC76ZXSc3gCVwU%CCXloGK%Nt^ z^I{d$Ho;q%NR(IJ_rh51owA9J znZ!O<9jll;gQz{i0+VCN-dG8`{0U>ilu_nBGu}C?jBqod%)T`<^8JVIBeK*L-kRu* zg}n)-U#OrS>ueE6j{+l{uK$cl9k3J>98ud*h(!k}9v3PV?*1n0KpO5l4TOflSc4cM z4p)mR@5yfEOJ2!D<&08GvWWEEsA(wX;u{(Pq}(Zy8p^tMe0k{4#1%Wa*G@bPKT zS-^{`nzz>V;u4RN zbqif{4SlcI1vwCu6+|~ zZavKzH1Zha_@ucsJDoR5#izw2i-OOlB#_iJEvFUyAigS~Vsv=!;Em9Zw)53H*i3H@ zx*9#K**j4HKSM)@Mr|sM$c18{09VKtvC#rJ1!PR@54gb;M z^A2^OiT@-d+>{t8?*Lg=*=EOvoQ9E2{1J%M5dmNfo-|Km2*9AYWusKHA7GWfyp zc)reD4f`$t=U?23_yoR70IXzK%8@wL9^{fq1nKFjz6PQfwGC{n6Gx=!o{eDib6Yko zK_7C;_7n1W&!aGo^oPht6=}w8sRt=K&i`=1nXLT_@(~ZB3K@UQ-h9G3^1rw&%Tl>k z;v3QONOK-h+w|hUyo%UC_fpNA1uYtwCItOg-=J4#@yfxDhirZWMRE4!xVw7)iv{>A zcr_JNu2UrzQnHN$S_^Q&2NRfXf^y5k$BQx%?1KL^EAP?u2FHmJc;FqWY?t|f4YW`8 zi|k;4NcH>tCIq04`q=;n+Xo(;NHyEFmZ6R6V)K2Shs+(BXT;Pis>2sC`)Lsm`QD2} z?)v4_+gjxl4<#8r{-!sLDa<6)R21=9A8>3cANDe_gX1}gvDV{=i`aZ{1S9%T#$7fb>=-eb$n<%eB^g> zSZP%lW^DW1kf@h=jSPA4{zKOWFqps9PwC7HNiXy6&KXthrQjD@=OPFTlc_#b)zyZe<-u{54+CqF-!BiuQu_7r~>MxCx}fs};+4 z<(#v~a`|xwJ}F{yiSFUD>or}MfiB1NC!P`KSLq zDWwL7`5))}&{f(zN~g@=Ht>=L1kZYyhW8T>NmhzpIJZl+EJO8oPQ4wqozLZ3`zTwp zyq0-yVW2C@#kluqn!X*zpN(0vPFHTpeoEszIJI`1c?Y}QmbW#n&)(~JsnoH7%upg973>N z?vTG^l;G=?pEspPfwk4(HIS-yh9Qd3H6CPVlJuN_{l{_#&&-n+p;>JTyRi6=$Ga5G zjEdDJ^=Dl^%}N^lyFS`pQ`BJ?gh9?+sSSh_VXciq?-L$uDjYlZzl-=kKK}aK(y|n? zZnnN|G}mTybho%zR~F@i4m~aWaxQI@mahp?!v>RYz7oX9*k<-qo86_B7)xJlkHa>L zNBLE!ECNkP4NYMlvQ{L3xZFINOty9f`4?z=Q>SXUwl~z#vhi=|aM1F_I=t$=N_~D8Fy=eQO7pl&| z(Iw*Qf12dXnaLdW2Oa1NQdKy8I)I`{CB;DB^-r z6@h=MX5y9#-J{m%hlr@t;$zkd9%YS z=*z47zNS27wlmPFyLh<~3y*8HK_ldC^j@vS*_Dz^q8~({_%U!^scaOyC56? zlEwaCTi$iPEgx^aq1Yx|zfHMN<%hk2VUA+sT-k{#{lyA##LC&#Oc{56qaBd`AE1bP zetG*q*IEp5-mIsiwK`;qBE=S7(@)=GkR#CU?hP2H?tX;(Wi{Qk#fJOJ7?e-H^Jr*X z$RL8)+Z$FgtC=nO*_fPfIPcJtXd_Z=nCFFIkT!QG?f5N`Qb_t6x&s{G6kiZxdy~U6 zXL;32Qw=+%zQ1$P>6oTyUncy#ZB}%KCY5T)dC^|Uvch{9izW zN8xw%#jlb%qyJC+Q`y9RV-sSk+l5qXS9=1cFV<#0baf9}SMBaJ|8SdqJhD$T#`Y^= zA)UUy*o2FdR%zE=BtDaioQp5F;;vxY2|fC+8L2?rpaomA(|tst^WB%7d!R;w6uB?84Bm zpQ+_|l!#1LZH1jG#)&hS`xjQI=XCvg_fHkGIKh^CJMt=U0sjEWP-r8=D!x>Q)RT|so7cI-QW%kON1Q9zZ{_loK zhC76wSC{~NK(Y}(`=s{i)0q8R^f|fStz>};SHH|9Gn}_JE!txp+phQP*DOR?#qNr0 zFY7oopbdK;att$aaLHT>F22=1*iL`)b+gdWcpTo8iPK6ZW#!?-HBNi%jkjac_rE(We=+(7-ETu)P7%m@D>1*M2C&Snjq z1aMoxyb^r=1Q)4<|*@rE%A@qdOMytZ&V{vEn-qc{9rzFOyqcuY|t zo6Txzyc?g4v`B{))Omlmp5GN-!Y?A=cCQ)gHTj{g%-2X)*HSTA84oNxJS1rXe_`Rc zX##C>yF6=;uqvj{0tNR%{dp!}t2+CHZHCWr2KN|L8Z1$UKYfbB5#KZ1uYtsofjJ$1 zUYk=gV}Jh@DLfQyRtE5KjcNU8Kya|%p9K%_qIZgi3%5ROr!Gd2b__~EN=go%_Mp3- z0ILBhm5yHyO>|#ggO9TQ_o)3*XY`{R-yo|11!?72X|I8tj>i`TZ>X;!TI#1GZE>N` zGE;&8u2^u7@BQOOUD;joMMHgqSI!dwT%-PSib}VWojtlTNS6PN^4}dx#usakd(^Uw z$zGE|HV5=8-*U69Y@QxHY>Q$%A2J@f;HqPYYH^{G#__Pf(U(=9G(g5Ac&(wW71Yos z{PR1w{(H~sk4UajE`^vobAKP=m1RsDX3O1-zzU9BmG*gO!C;dRfX7tZa-h@krSC_K zUuxliH7o$^NrKyrJorTsH4?=EcV-R*0ueZ?Q=fi$fow?!4pRQ#AZ<s`9Un%`}iH(JgwMPzaqh7j|mjj!(3vi?@`-|VK{_p?wf*}3TBT|p=-v$<6 zduYvMYtS|%eQd2Qy*o)TOMfJ5vA_G+_ktetd1*ZV?Lv&Za1_#;!7ozi!l%Vqexr~v z=31mvH8wW>&Xvu}`N}5l`USh@9UFA-wW{5E8^cm}U2y9vs69_zIC2E);>kna9Jj-x zDa5H6qM@y~MKn1of0#-rve*0dUBo_jGIA`+kRFBVm;>bu0CWIH}@zvrL-XA=E4 zdaP1AbGg(VJnw-u;=jpg?}Zzio2yN_ySloJtLHKmi`Xm%41*poeLIbJ4FO+-%;nZy zG80GWSv%a8bSi{7EHXBVuEX{(m(J%_SBDSOa`G=hQw^AS$PUzRl; zGmr>#o}ZemW~ZlAxGO#nF-E+g$4@Z3INNu`x*i7y$F5PILejzE;NkXMr$V>Z^KcOX z8JCU(BRFw3=;Ss-#8FsNi!3#bl{YAjf!en?12T3Xt~ceQ-!9|HqUt6j?u+>B|c!FAxMjLwV4BR-=N zv@X~!=!KWinSe&CY$A3NMk-jlTL44vccmkI(@#X3sh_O$@4j-8*f*61&95k=WAJ}@ zs3sPKgupgK4h@jMq3_l3Wj}42pli((TiN{RAIu7*l9QKHQTUtFQC_fdUG4nJNfaDf zk4diT+M%bPk54NGrGP*?gkg0kTgVSP65$)3_wgo+5_3vRe;7y8H8d$Bp=f%)`ItdS zKY)^V0lYTY4eJ%c(|oN3X`BoqCJxSwqn5jS14dqMuGj}%!1u#pdlzGQnF?Y2)MiSe zbke-Y?a$iRAlsl3M#%FKv%`S>%3oo$J6rE^=CaEF%ZhpJ{Na`9AnZ5JxIw>~-jeBk zDwG#NO>wbtuf_dMv~lJ^`2c$2uwK>wgg9`ohO8&MT})sm4RgL<>v6It^ZlEvaa^S$ zFaOTT2~AWH_-_5K*1NM#m}zYC@N(UkLNdRUD?aym++_6NlXtSt(IWEqnJ&68SH&$Y z|C95qG)bE48vIO%FSkfQut9s|`jMv2@^;k21Kb9i`{rw$m{t)|rn!EC7DEq!YbX%e{ZfUd3?MAjD zr7YQQYh;N^c2P)n#u`Hzm0cv2v1ea1*|L-nC21^aFo+b!Ze$tD^S!#?_dVx5??2CZ zpYxpa{Qh&!%r)QNclmri-|uz#U9qvKmfz4Wp3)D#+6E@~K#B;+@w95Wa8Y>qaC`6#5K-`uS9wV04tke8P?FEP1&9kpLrr+e~_W!Yd4$zjove#ZN} zwaK*b!M%I2C*ZrI+N|M>W&PCUr6oN2^y$+SlfyAu0vdn)b(`@yipHo?=Y_R4xp~d1 z0j)H2Zr=Ch2Yr3pK#HLx4=2F|ai#q3a7HQoV;QFebk>U(F9!XcoC<_=F6QbP{kb1C zvE?#0IaJKRXW~2_k?2U)d(_Y-5x2KvGGtlmsF29Y!dry&RXGKWM@94=$ET%P8ynj_ z-=u4i)$ehDG5Q2K>Ep-sn_N))pOMZA1>9I$roj-s3{`~+qw^%AiXo44! zS+Oq2;A=R!Q^bH@$)o+!$Y}YXeOdpw=V0-yNL)Yv`nIZrac{KFHQY`+;l4-6h&&=< zetRNB-@21C+-3LNp1f3EgN8fxM< zbkN&@w|(#yUTXS1=wa$&f7s{To$`@2Xs{ceRmp=vIx0h!J-ol&Co&?Uc6Inxk^w`8 z?0dcQI9zK3%lnu?zu?tiv&%$sR*%!gL@qXMj?|#mbJl!dP3W-HGeBbkWg+uP^F0Ug zRA4{UnzY)t!-!)+I`jMo>nwzYVf|~04``BReAag+-rj5q)DyTQex=A}OZ?ce8D8J` zMRlTMmw}$%o-ZL87aUF;vb%OoSjSj_^%D^e4{vWjmva%N)H8*JL!=Q7`9rl!jw>{> zrKQE=Xy|Z8PR;~jx=_eFb$x#|#dq+EO>hpDZ6zWyl8v4HR7$5V3q##4iTlakh*)#Kr87ZBQ5k41MPQVVPR=$>1}tz+id|v>{Pd* z^7{3*SiVgKu7(leWXqFoLp49rLl7(WRk@Ee`Y(=Y^9NktpiSvIG6a^pkSjtq$1&+4 z+W`QO-DaWu(R^opX_F+W23i9Ax_7gXFS7lAN?HS#hJJdGk^-z(*mpCDgOOHTUheUw z+*UUah3x5qsp(?^p%{zKa0D0$4-Y5oR^^6WdwY9BZW2ye3;vSxp==)PO22;epAq== zS{w|v&rQ#`4)l^po+H7lVyR4P)jxm!T%q>EqOJr23_E;yOf7o_>@JbYE+^P%kja*m zlr-P4Y7OMl>A<7tzwpAT=WQ%s5mt0mCR%I!?p~f)UU|Dp^HV2JmNxtxSR8MY;A4|x z+3!zqJP+Yhhdo_@+1zd6gCYzCDJmX@0v)Ur5U zd9U7lBVhY``!KlgPaL17q&R+foQairZ8M}6w_K2&eXT1^X}m42tG)e#0{g-){hQ22W+gBqW@XAUiVPu0rPZ_4P3^F+onIhGlETM8?EW8iVV|E+!{lY(a|&|nyt){qzER$$6_;LR(5t>?2XESg@uKhni?R>9Akzbkv)v4%r3X; z{1o5{Cz#G zWY?wJI&fM+BS@(LMVQK5x^$`fa-+>#Ss58oG&|~&K{kot`}?Qd+@k_5lcemhG}eXW zch>_~`mP|+0LcYui{uw7vn(g4wffWSu>4}k-@?Q9dlpORvfcb}12`210S$>1Hz`R; z>uR^uR=a@ZPFX=gLEzbk987Cb7LyEk<&@6v7AFqvp_ur@KGw_4a9|8Y`+RGE5E&U+ z>-{4wu!k!{F0ZH7bNp?#cHB{6;oSldaL}tJ78XTV$=5cPw^`5|3Wk63acK9OO$G}# zhPSu3gZK%J7wlLnDr;2mneL6?5)lW3W6I0R$wWu`Bft6Ktr=n$Jg4VF{e0Z4LW6uY zG+lH-j-}$*D_Zw?3Ue7$(T5LunoB6$G~rx9Ljz^iE8Adpc2uok6-$$m8u{k^?=Fv|5*@e$`pb~d*Ck<2Io5Fj*Sm-4O2%zIb`1F6g-<|Sv8 zm6he?&8GeceFY7QYWfMMZXp2;Cnu-s#qMrnorGMyCs`VzC{|8;d;1hwck6n8Pg7IV zYR}}3oJ-;v+6H;Vf&wQ934lH9N?R3PADknIQaNG!22Z2W5)yuoYVDTypZt`Wo0|)+ z&dtdYd%RbUz0rU~zieXCNS~_%88SUEY;PthCAG6Q9tX|J9df9F1F^QSuyAm+4HH60 zNjdBNT~GLT1{LO2Ie|Z>snl?^;syM$dRf1e`HLHXOCVz2BnY2>VP4W|XGV0;cXM+y zGJ4QG6?$rny1&6vU%xXuPI(%uFkip?v2y|xS9tBZamXTTw_uU z+!fVYVcX1{O}cU7(7?a|P(fMUoC3}z+Yd1yo$O*=^rQJx)uIt6q})E*<9pBZkT zr}_=c<2L;@G&I0wUETNJ-X-4Kb2tktIXd(|^PRMR|8OYuH2|)zHVXB}e&lCg?`yBH zG&ZjAns_ho{e4rU&B@ITN1v^BulaiS*)yTIHt)tU2Gl3VsfS2U8yMAaYqiw8vJmzL zeF>|y*SB^|aDK84ZXE<(QGUK$$P^4LYatmk7i28KJ6QR(xWPrH*{Cpm_8UbP9iF)1>5)#yUct{Jy ziZt7DNljPfq}oU~oR8srLOOaQXhGu7`^xeogBt23g|12r%lgd)E7c2D9vY>&R|#J6v(0zx_)o$fd; zZtlyLmi4yHclrG=D!5I|_QJit!kE{UhyBN6hz^}MU0k4kY=RbB0i?pw+OfQ~6OSwm z=y%OWepXgi*7?pB78KNuMM~h&=|M~H<|uVt*UtTyf)4%UH}ge0n%Z7~kRDl$wp(AC*r&4T0o@!ea0|biOPM}H1S}QM(9wAZbZ$u5 z+NRI%tdxb6^h1ps85wmXORdI)Y_I?LAuWVLWyT=en?zJjN%e3bTy?~=jnAqLY3s&j zx=Q`H`T6H8YBr{e>JWk(g8vO{oTwhb(R=xz9AB1V00@KF+u|@P^Uw&fURKF5~!15n~G63c=LvZ=1gHn&|YqPSl+9+IHT*2%Rh1=}AQL6XhCKC!3 zeBQ@rB}+3Z*D&3UNKQyd_}Fion3zakotMJP1=1#+Fk$o4z1tW9WJvxIWN6m-=7!8i zX#ba>)I|)30aZY~Py)_x20Tbho3ogFo}R9m0m00$9#Z>do>Nb*&Gu6AlP6E0HewP2W3#TxAVx!6;VSM5GDWu@>$@@mi)Cv3V=YytsDj2|A()I+KEA@f;$BX9}* zz)ff8vn&+1>M}1F;CL&I7WDKstbDd`tENvEm8B^LEES~q3^o!I{rLWNt@JN@Y_zoQ zx_@nA!O*NGB*nyPzux5uB6dRm3>xUmmmAMbgHp&YX9Vy)Q;IzdvY>lct_25go$6BL z;^cgOv#+ppJe9@8*_o;^+}+*1vTwr^qBiOLw^=YMTD!Txf(eQz5C{(+%D4`^fImE- z9ZFo$AC5b7F4f9RblDQm=+)ec1)XB_w!`9KoZtvKRGS1BUAZ*bho>Le8b6 z0J#k-dXBZgeUal9Rndo}v%GoA`frWCW*AvQs;;yy1OTuxJd9kLdw@DDM zLm~tHp1j#B8rBq_kWg{8=}tvO1t@KVo!a9CA|fKVj_Q4>ahUZ5ek#e&# zmPgi&l%)y4L*b}#9jto!@@2uryxhDzDeL;R0p~I$|AkS*kd2;?dyyJFFV*m3*+9+~4&0nDxO96#eeJQLCmdhzOJ5&$&)T%K|>GYaKlzB=UH zHBjjsj@H-L*U{0@ZDT-Xxc|!F|AUjSZ4?7oQ1I|0g#WcoYGSuViHUt8j7?dPv8ig; zb+c^{_P~SR>1(YAZA4Sx!^-!~AhA@tpoFSJcD6sp9f@(+Tw7dUUoSE#F+Kr-2xj~5 rPJ8q~;4gIk*ZNw-^|1b57g^h3;#B`qs3K{PTtY|FK%-Rc>YaZ8z9nNa literal 0 HcmV?d00001 diff --git a/assignments2023/template6.html b/assignments2023/template6.html new file mode 100644 index 00000000..9a19be97 --- /dev/null +++ b/assignments2023/template6.html @@ -0,0 +1,2153 @@ + + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 6, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
      +
      + +
      + + +
      + + + +
      + +
      +
      +

      Assignment 6, 2023

      +
      + + + +
      + +
      +
      Author
      +
      +

      Aki Vehtari et al.

      +
      +
      + + + +
      + + + +
      + + +
      +

      1 General information

      +

      The maximum amount of points from this assignment is 6.

      +

      This is for BDA 2023

      +

      We have prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.

      +
      + +
      +
      +

      We recommend Aalto students use jupyter.cs.aalto.fi, for all others we also provide a docker container.

      +
      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      Reading instructions:

      + +

      Grading instructions:

      +

      The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

      +

      Installing and using CmdStanR:

      +

      See the Stan demos on how to use Stan in R (or Python). Aalto JupyterHub has working R and CmdStanR/RStan environment and is probably the easiest way to use Stan. * To use CmdStanR in Aalto JupyterHub:
      library(cmdstanr)
      set_cmdstan_path('/coursedata/cmdstan')

      +

      The Aalto Ubuntu desktops also have the necessary libraries installed.

      +

      To install Stan on your laptop, run ‘install.packages("cmdstanr", repos = c("https://mc-stan.org/r-packages/", getOption("repos")))’ in R. If you encounter problems, see additional answers in FAQ. For Aalto students, if you don’t succeed in short amount of time, it is probably easier to use Aalto JupyterHub.

      +

      If you use Aalto JupyterHub, all necessary packages have been pre-installed. In your laptop, install package cmdstanr. Installation instructions on Linux, Mac and Windows can be found at https://mc-stan.org/cmdstanr/. Additional useful packages are loo, bayesplot and posterior (but you don’t need these in this assignment). For Python users, PyStan, CmdStanPy, and ArviZ packages are useful.

      +

      Stan manual can be found at https://mc-stan.org/users/documentation/. From this website, you can also find a lot of other useful material about Stan.

      +

      If you edit files ending .stan in RStudio, you can click “Check” in the editor toolbar to make syntax check. This can significantly speed-up writing a working Stan model.

      +
      +
      +
      +
      +
      +
      + +
      +
      +Reporting accuracy +
      +
      +
      +
      +
      +

      For posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).

      +

      Example: If you estimate \(E(\mu) \approx 1.234\) with MCSE(\(E(\mu)\)) = 0.01, then the true expectation is likely to be between \(1.204\) and \(1.264\), it makes sense to report \(E(\mu) \approx 1.2\).

      +

      See Lecture video 4.1, the chapter notes, and a case study for more information.

      +
      +
      +
      +
      + +
      +
      +
        +
      • The recommended tool in this course is R (with the IDE RStudio).
      • +
      • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
      • +
      • If you want to install R and RStudio locally, download R and RStudio.
      • +
      • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
      • +
      • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
      • +
      • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
      • +
      • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
      • +
      • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
      • +
      +
      install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
      +
        +
      • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
      • +
      • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
      • +
      • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
      • +
      • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
      • +
      • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
      • +
      • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
      • +
      • Do not share your answers publicly.
      • +
      • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
      • +
      • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
      • +
      • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
      • +
      • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
      • +
      • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
      • +
      +
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
      • +
      • Is the report anonymous?
      • +
      +
      +
      +

      This is the template for assignment 6. You can download the broken stan-file and the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.

      +

      Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

      +
      + +
      +
      +

      JupyterHub has all the needed packages pre-installed.

      +

      The following installs and loads the aaltobda package:

      +
      +
      if(!require(aaltobda)){
      +    install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
      +    library(aaltobda)
      +}
      +
      +
      Loading required package: aaltobda
      +
      +
      +

      The following installs and loads the latex2exp package, which allows us to use LaTeX in plots:

      +
      +
      if(!require(latex2exp)){
      +    install.packages("latex2exp")
      +    library(latex2exp)
      +}
      +
      +
      Loading required package: latex2exp
      +
      +
      +

      The following installs and loads the posterior package which imports the rhat_basic() function:

      +
      +
      if(!require(posterior)){
      +    install.packages("posterior")
      +    library(posterior)
      +}
      +
      +
      Loading required package: posterior
      +
      +
      +
      This is posterior version 1.6.0
      +
      +
      +
      
      +Attaching package: 'posterior'
      +
      +
      +
      The following object is masked from 'package:aaltobda':
      +
      +    mcse_quantile
      +
      +
      +
      The following objects are masked from 'package:stats':
      +
      +    mad, sd, var
      +
      +
      +
      The following objects are masked from 'package:base':
      +
      +    %in%, match
      +
      +
      +

      The following installs and loads the ggplot2 package, the bayesplot package and the dplyr package

      +
      +
      if(!require(ggplot2)){
      +    install.packages("ggplot2")
      +    library(ggplot2)
      +}
      +
      +
      Loading required package: ggplot2
      +
      +
      if(!require(bayesplot)){
      +    install.packages("bayesplot")
      +    library(bayesplot)
      +}
      +
      +
      Loading required package: bayesplot
      +
      +
      +
      This is bayesplot version 1.11.1.9000
      +
      +
      +
      - Online documentation and vignettes at mc-stan.org/bayesplot
      +
      +
      +
      - bayesplot theme set to bayesplot::theme_default()
      +
      +
      +
         * Does _not_ affect other ggplot2 plots
      +
      +
      +
         * See ?bayesplot_theme_set for details on theme setting
      +
      +
      +
      
      +Attaching package: 'bayesplot'
      +
      +
      +
      The following object is masked from 'package:posterior':
      +
      +    rhat
      +
      +
      if(!require(dplyr)){
      +    install.packages("dplyr")
      +    library(dplyr)
      +}
      +
      +
      Loading required package: dplyr
      +
      +
      +
      
      +Attaching package: 'dplyr'
      +
      +
      +
      The following objects are masked from 'package:stats':
      +
      +    filter, lag
      +
      +
      +
      The following objects are masked from 'package:base':
      +
      +    intersect, setdiff, setequal, union
      +
      +
      if(!require(tidyr)){
      +    install.packages("tidyr")
      +    library(tidyr)
      +}
      +
      +
      Loading required package: tidyr
      +
      +
      # Some additional set-up to make plots legible
      +ggplot2::theme_set(theme_minimal(base_size = 14))
      +bayesplot::bayesplot_theme_set(theme_minimal(base_size = 14))
      +# register_knitr_engine()
      +
      +

      The following installs and loads the cmdstanr package and tries to install cmdstan.

      +
      +
      if(!require(cmdstanr)){
      +    install.packages("cmdstanr", repos = c("https://mc-stan.org/r-packages/", getOption("repos")))
      +    library(cmdstanr)
      +}
      +
      +
      Loading required package: cmdstanr
      +
      +
      +
      This is cmdstanr version 0.8.1.9000
      +
      +
      +
      - CmdStanR documentation and vignettes: mc-stan.org/cmdstanr
      +
      +
      +
      - CmdStan path: /u/77/ave/unix/.cmdstan/cmdstan-2.35.0-rc3
      +
      +
      +
      - CmdStan version: 2.35.0
      +
      +
      cmdstan_installed <- function(){
      +  res <- try(out <- cmdstanr::cmdstan_path(), silent = TRUE)
      +  !inherits(res, "try-error")
      +}
      +if(!cmdstan_installed()){
      +    install_cmdstan()
      +}
      +
      +
      +
      +
      +
      +
      +

      2 Stan warm-up: linear model of BDA retention with Stan (2 points)

      +

      From 2018 to 2022, we have been keeping track of assignment submissions for the BDA course given the number of submissions for the 1st assignment. We will fit a simple linear model to answer two questions of interest:

      +
        +
      • What is the trend of student retention as measured by assignment submissions?
      • +
      • Given the submission rates for assignments 1–8, how many students will complete the final 9th assignment (and potentially pass the course)?
      • +
      +

      The author has given you the broken Stan code below, which they intend to encode the following linear model: \[ +\begin{aligned} +p(\alpha,\beta,\sigma) &= \mathrm{const.} + & \text{(improper flat prior)}&\text{ and}\\ +p(y|x,\alpha,\beta,\sigma) &= p_\mathrm{normal}(y|\alpha + \beta x, \sigma) + & \text{(normal likelihood)} &\text{.} +\end{aligned} +\] In both the statistical model above and in the Stan model below, \(x \in \mathbb{R}^N\) and \(y \in \mathbb{R}^N\) are vectors of the covariates / predictors (the assignment number) and vectors of the observation (proportions of students who have handed in the respective assignment). \(\alpha \in \mathbb{R}\) is the unknown scalar intercept, \(\beta \in \mathbb{R}\) is the unknown scalar slope and \(\sigma \in \mathbb{R}_{>0}\) is the unknown scalar observation standard deviation. The statistical model further implies \[ +p(y_\mathrm{pred.}|x_\mathrm{pred.},\alpha,\beta,\sigma) = p_\mathrm{normal}(y_\mathrm{pred.}|\alpha + \beta x_\mathrm{pred.}, \sigma) +\] as the predictive distribution for a new observation \(y_\mathrm{pred.}\) at a given new covariate value \(x_\mathrm{pred.}\).

      +

      You can download the broken stan file from github.

      +
      1data {
      +    // number of data points
      +    int<lower=0> N;
      +    // covariate / predictor
      +    vector[N] x;
      +    // observations
      +    vector[N] y;
      +    // number of covariate values to make predictions at
      +    int<lower=0> no_predictions;
      +    // covariate values to make predictions at
      +    vector[no_predictions] x_predictions;
      +}
      +2parameters {
      +    // intercept
      +    real alpha;
      +    // slope
      +    real beta;
      +    // the standard deviation should be constrained to be positive
      +    real<upper=0> sigma;
      +}
      +3transformed parameters {
      +    // deterministic transformation of parameters and data
      +    vector[N] mu = alpha + beta * x // linear model
      +}
      +4model {
      +    // observation model / likelihood
      +    y ~ normal(mu, sigma);
      +}
      +5generated quantities {
      +    // compute the means for the covariate values at which to make predictions
      +    vector[no_predictions] mu_pred = alpha + beta * x_predictions;
      +    // sample from the predictive distribution, a normal(mu_pred, sigma).
      +    array[no_predictions] real y_pred = normal_rng(mu, sigma);
      +}
      +
      +
      1
      +
      +This is Stan’s data block: “The data block is for the declaration of variables that are read in as data. […] Each variable’s value is validated against its declaration as it is read. For example, if a variable sigma is declared as real<lower=0>, then trying to assign it a negative value will raise an error. As a result, data type errors will be caught as early as possible. Similarly, attempts to provide data of the wrong size for a compound data structure will also raise an error.” For more information, follow the link. +
      +
      2
      +
      +This is Stan’s parameters block: “The variables declared in the parameters program block correspond directly to the variables being sampled by Stan’s samplers (HMC and NUTS). From a user’s perspective, the parameters in the program block are the parameters being sampled by Stan.” For more information, follow the link. +
      +
      3
      +
      +This is Stan’s transformed parameters block: “The transformed parameters program block consists of optional variable declarations followed by statements. After the statements are executed, the constraints on the transformed parameters are validated. Any variable declared as a transformed parameter is part of the output produced for draws.” For more information, follow the link. +
      +
      4
      +
      +This is Stan’s model block: “The model program block consists of optional variable declarations followed by statements. The variables in the model block are local variables and are not written as part of the output. […] The statements in the model block typically define the model. This is the block in which probability (sampling notation) statements are allowed.” For more information, follow the link. +
      +
      5
      +
      +This is Stan’s generated quantities block: “The generated quantities program block is rather different than the other blocks. Nothing in the generated quantities block affects the sampled parameter values. The block is executed only after a sample has been generated.” For more information, follow the link. +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      A normal linear model is actually not the best model to use for this type of data, but we will use it here to illustrate the first step in building up to more appropriate, complicated models.

      +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 2.a +
      +
      +
      + +

      Find the three mistakes in the code and fix them. Report the original mistakes and your fixes clearly in your report. Include the full corrected Stan code in your report. Verify that sampling was successful.

      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      You may find some of the mistakes in the code using Stan syntax checker. If you copy the Stan code to a file ending .stan and open it in RStudio (you can also choose from RStudio menu File\(\rightarrow\)New File\(\rightarrow\)Stan file to create a new Stan file), the editor will show you some syntax errors. More syntax errors might be detected by clicking `Check’ in the bar just above the Stan file in the RStudio editor. Note that some of the errors in the presented Stan code may not be syntax errors.

      +
      +
      +
      +

      Write your answers/code here!

      + +

      The author runs the corrected Stan file using the following R code and plots the returned MCMC sample. Read through the code below to understand what is being plotted.

      +
      + +
      +
      +

      Data assembly happens here:

      +
      +
      # These are our observations y: the proportion of students handing in each assignment (1-8),
      +# sorted by year (row-wise) and assignment (column-wise).
      +# While the code suggest a matrix structure,
      +# the result will actually be a vector of length N = no_years * no_assignments
      +propstudents<-c(c(176, 174, 158, 135, 138, 129, 126, 123)/176,
      +                c(242, 212, 184, 177, 174, 172, 163, 156)/242,
      +                c(332, 310, 278, 258, 243, 242, 226, 224)/332,
      +                c(301, 269, 231, 232, 217, 208, 193, 191)/301,
      +                c(245, 240, 228, 217, 206, 199, 191, 182)/245)
      +# These are our predictors x: for each observation, the corresponding assignment number.
      +assignment <- rep(1:8, 5)
      +# These are in some sense our test data: the proportion of students handing in the last assignment (9),
      +# sorted by year.
      +# Usually, we would not want to split our data like that and instead
      +# use e.g. Leave-One-Out Cross-Validation (LOO-CV, see e.g. http://mc-stan.org/loo/index.html)
      +# to evaluate model performance.
      +propstudents9 = c(121/176, 153/242, 218/332, 190/301, 175/245)
      +# The total number of assignments
      +no_assignments = 9
      +# The assignment numbers for which we want to generate predictions
      +x_predictions = 1:no_assignments
      +# (Cmd)Stan(R) expects the data to be passed in the below format:
      +model_data = list(N=length(assignment),
      +                 x=assignment,
      +                 y=propstudents,
      +                 no_predictions=no_assignments,
      +                 x_predictions=x_predictions)
      +
      +

      Sampling from the posterior distribution happens here:

      +
      +
      # This reads the file at the specified path and tries to compile it.
      +# If it fails, an error is thrown.
      +retention_model = cmdstan_model("./additional_files/assignment6_linear_model.stan")
      +
      +
      Error in initialize(...): Assertion on 'stan_file' failed: File does not exist: './additional_files/assignment6_linear_model.stan'.
      +
      +
      # This "out <- capture.output(...)" construction suppresses output from cmdstanr
      +# See also https://github.com/stan-dev/cmdstanr/issues/646
      +out <- capture.output(
      +    # Sampling from the posterior distribution happens here:
      +    fit <- retention_model$sample(data=model_data, refresh=0, show_messages=FALSE)
      +)
      +
      +
      Error in eval(expr, envir, enclos): object 'retention_model' not found
      +
      +
      +

      Draws postprocessing happens here:

      +
      +
      # This extracts the draws from the sampling result as a data.frame.
      +draws_df = fit$draws(format="draws_df")
      +
      +
      Error in eval(expr, envir, enclos): object 'fit' not found
      +
      +
      # This does some data/draws wrangling to compute the 5, 50 and 95 percentiles of
      +# the mean at the specified covariate values (x_predictions).
      +# It can be instructive to play around with each of the data processing steps
      +# to find out what each step does, e.g. by removing parts from the back like "|>  gather(pct,y,-x)"
      +# and printing the resulting data.frame.
      +mu_quantiles_df = draws_df |>
      +      subset_draws(variable = c("mu_pred")) |>
      +      summarise_draws(~quantile2(.x, probs = c(0.05, .5, 0.95))) |>
      +      mutate(x = 1:9) |>
      +      pivot_longer(c(q5, q50, q95), names_to = c("pct"))
      +
      +
      Error in UseMethod("subset_draws"): no applicable method for 'subset_draws' applied to an object of class "function"
      +
      +
      # Same as above, but for the predictions.
      +y_quantiles_df = draws_df |>
      +      subset_draws(variable = c("y_pred")) |>
      +      summarise_draws(~quantile2(.x, probs = c(0.05, .5, 0.95))) |>
      +      mutate(x = 1:9) |>
      +      pivot_longer(c(q5, q50, q95), names_to = c("pct"))
      +
      +
      Error in UseMethod("subset_draws"): no applicable method for 'subset_draws' applied to an object of class "function"
      +
      +
      +
      +
      +
      +

      Plotting happens here:

      +
      +
      ggplot() +
      +  # scatter plot of the training data:
      +  geom_point(
      +    aes(x, y, color=assignment),
      +    data=data.frame(x=assignment, y=propstudents, assignment="1-8")
      +) +
      +  # scatter plot of the test data:
      +  geom_point(
      +    aes(x, y, color=assignment),
      +    data=data.frame(x=no_assignments, y=propstudents9, assignment="9")
      +) +
      +  # you have to tell us what this plots:
      +  geom_line(aes(x,y=value,linetype=pct), data=mu_quantiles_df, color='grey', linewidth=1.5) +
      +  # you have to tell us what this plots:
      +  geom_line(aes(x,y=value,linetype=pct), data=y_quantiles_df, color='red') +
      +  # adding xticks for each assignment:
      +  scale_x_continuous(breaks=1:no_assignments) +
      +  # adding labels to the plot:
      +  labs(y="assignment submission %", x="assignment number") +
      +  # specifying that line types repeat:
      +  scale_linetype_manual(values=c(2,1,2)) +
      +  # Specify colours of the observations:
      +  scale_colour_manual(values = c("1-8"="black", "9"="blue")) +
      +  # remove the legend for the linetypes:
      +  guides(linetype="none")
      +
      +
      Error in eval(expr, envir, enclos): object 'mu_quantiles_df' not found
      +
      +
      +
      + +
      +
      +

      If your model is correctly implemented, sampling from the posterior distribution should have been successful. You can check whether Stan thinks that sampling succeeded by inspecting the output of the below command, which you should be able to interpret with a little help from the CmdStan User’s Guide.

      +
      +
      fit$cmdstan_diagnose()
      +
      +
      Error in eval(expr, envir, enclos): object 'fit' not found
      +
      +
      +
      +
      +
      +

      Based on the above plot, answer the following questions:

      +
      +
      +
      + +
      +
      +Subtask 2.b +
      +
      +
      +
        +
      • What is the solid red line plotting? What are the dashed red lines? How and why are these different from the corresponding grey lines?
      • +
      • What is the general trend of student retention as measured by assignment submissions?
      • +
      • Given a model fitted to the submission data for assignments 1-8, does it do a good job predicting the proportion of students who submit the final 9th assignment?
      • +
      • Name one different modeling choice you could make to improve the prediction.
      • +
      +
      +
      +

      Write your answers/code here!

      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Is the source code included? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • Is the full resulting modified Stan model code presented in the report? +
          +
        • No
        • +
        • Yes, but partially
        • +
        • Yes, with a few mistakes
        • +
        • Yes, and it is correct
        • +
      • +
      • Has the sampling success been verified/summarized (e.g. by inspecting and summarizing the output of CmdStan’s diagnose method). +
          +
        • No
        • +
        • Yes, but partially
        • +
        • Yes, and it is correctly verified
        • +
      • +
      • Fix #1: Is there a fix for line . +
          +
        • It has not been discussed, that this line should be fixed.
        • +
        • It has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong.
        • +
        • There is a fix presented for this line, that clearly solves the problem.
        • +
      • +
      • Fix #2: Is there a fix for line . +
          +
        • It has not been discussed, that this line should be fixed.
        • +
        • It has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong.
        • +
        • There is a fix presented for this line, that clearly solves the problem.
        • +
      • +
      • Fix #3: Is there a fix for line . +
          +
        • It has not been discussed, that this line should be fixed.
        • +
        • It has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong.
        • +
        • There is a fix presented for this line, that clearly solves the problem.
        • +
      • +
      • Have the red lines been correctly described ()?
      • +
      • Have the grey lines been correctly described ()?
      • +
      • Has the difference between the red and grey lines been explained ()?
      • +
      • Has the student retention trend been described ()
      • +
      • Has the predictive performance for the held out data been discussed and assessed satisfactorily ()? +
          +
        • No
        • +
        • Somewhat
        • +
        • Yes
        • +
      • +
      • Has at least one way to improve the model been mentioned (E.g. )?
      • +
      +
      +
      +
      +
      +

      3 Generalized linear model: Bioassay with Stan (4 points)

      +

      Replicate the computations for the bioassay example of section 3.7 (BDA3) using Stan.

      +
      +
      +
      + +
      +
      +Subtask 3.a +
      +
      +
      +

      Write down the model for the bioassay data in Stan syntax. For instructions in reporting your implementation, you can refer to parts 2c.3 - 2c.6 in Assignment 5. Use the Gaussian prior as in Assignment 4 and 5, that is \[ +\begin{aligned} + \begin{bmatrix} + \alpha \\ \beta + \end{bmatrix} + \sim + \text{N} \left( \mu_0, \Sigma_0 \right), \qquad + \text{where} \quad + \mu_0 = \begin{bmatrix} 0 \\ 10 \end{bmatrix} \quad \text{and} \quad + \Sigma_0 = \begin{bmatrix} 2^2 & 12 \\ 12 & 10^2 \end{bmatrix}. +\end{aligned} +\]

      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      You will need Stan functions multi_normal and binomial_logit for implementing the prior and observation model, respectively. In Stan code, it is easiest to declare a variable (say theta) which is a two-element vector so that the first value denotes \(\alpha\) and latter one \(\beta\). This is because the multi_normal function that you need for implementing the prior requires a vector as an input.

      +
      +
      +
      +

      Write your answers/code here!

      +
      +
      data("bioassay")
      +
      +
      +
      +
      + +
      +
      +Subtask 3.b +
      +
      +
      +

      Use \(\widehat{R}\) for convergence analysis. You can either use Eq. (11.4) in BDA3 or the later version that can be found in a recent article. You should specify which \(\widehat{R}\) you used. In R the best choice is to use function rhat_basic() or rhat() from the posterior package (see ?posterior::rhat_basic). To check \(\widehat{R}\) and other diagnostics, you can also call fit$summary(), where fit is the fit object returned by Stan’s sampling function. Report the \(\widehat{R}\) values both for \(\alpha\) and \(\beta\) and discuss the convergence of the chains. Briefly explain in your own words how to interpret the obtained \(\widehat{R}\) values.

      +
      +
      +

      Write your answers/code here!

      +
      +
      +
      + +
      +
      +Subtask 3.c +
      +
      +
      +

      Plot the draws for \(\alpha\) and \(\beta\) (scatter plot) and include this plot in your report. You can compare the results to Figure 3.3b in BDA3 to verify that your code gives sensible results. Notice though that the results in Figure 3.3b are generated from posterior with a uniform prior, so even when your algorithm works perfectly, the results will look slightly different (although fairly similar).

      +
      +
      +

      Write your answers/code here!

      +
      +
      +
      + +
      +
      +Subtask 3.d +
      +
      +
      +

      To develop the course and provide feedback to Stan developers, we collect information on which Stan setup you used and whether you had any problems in setting it up or using it. Please report,

      +
        +
      • Operating system (Linux, Mac, Windows) or jupyter.cs.aalto.fi?

      • +
      • Programming environment used: R or Python?

      • +
      • Interface used: RStan, CmdStanR, PyStan, or CmdStanPy?

      • +
      • Did you have installation or compilation problems? Did you try first installing locally, but switched to jupyter.cs.aalto.fi?

      • +
      • In addition of these you can write what other things you found out difficult (or even frustrating) when making this assignment with Stan.

      • +
      +
      +
      +

      Write your answers/code here!

      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Is the Stan model code included? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • Does the implemented Stan-model seem to be working? +
          +
        • No implementation
        • +
        • Model implemented but results not visualized/reported
        • +
        • Model implemented, but the results seem weird
        • +
        • Model seems to work correctly
        • +
      • +
      • Are the R_hat-values reported (potential scale reduction factor, Eq. (11.4) in the BDA3)? +
          +
        • No
        • +
        • Yes, but only for alpha or beta
        • +
        • Yes, single values both for alpha and beta
        • +
      • +
      • Is the interpretation of R_hat values correct ()? +
          +
        • No interpretation or discussion about the R_hat-values, or conclusions clearly wrong
        • +
        • Somewhat correct
        • +
        • Interpretation correct
        • +
      • +
      • Does the report contain a scatter plot about the draws? Do the results look reasonable, that is, roughly like in the Figure below ? +
          +
        • No plot included
        • +
        • Plot included, but the results do not look like in the figure above
        • +
        • Plot included, and the results look roughly like in the figure above
        • +
      • +
      • Does the report contain description of Stan setup used and whether there were any problems in setting it up or using it? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • Even if the Stan model code is correct, there might be ways to give improve the layout or write the model in more elegant ways. This optional feedback box can be used to give additional suggestions for better Stan code.
      • +
      +
      +
      +
      +
      +

      4 Overall quality of the report

      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • Does the report follow the formatting instructions? +
          +
        • Not at all
        • +
        • Little
        • +
        • Mostly
        • +
        • Yes
        • +
      • +
      • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
      • +
      • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
      • +
      +
      +
      + + + + +
      + +
      + + +
      + + + + + \ No newline at end of file diff --git a/assignments2023/template6.pdf b/assignments2023/template6.pdf new file mode 100644 index 0000000000000000000000000000000000000000..5eadddab350b6857e54ec929fa75867a25577d1c GIT binary patch literal 96476 zcma&NQ~^x+{rrJ_J_RsbLW7<$wLHQUNB%I;65&-gy4hV(^xUC39%g9 z$FEAG#*Sx)GzCtS(k%sR7XbaZRu*0y~1X3KBuHmG-bdj^616`pUOs(kn17vnvD zpMKw$){Vc_NCWnFbJ=eI(ssNU{ndxsleqR57zu7nPcjn)2!X~TWgx?!9*4J(hl9~~q!1PE?Ip{D+PtMHp zF}r#Bg#|*ar{MjqG0(0dM0LF4Z@P<{}gS?1F6sE_ezDl^ADgpbllKV~daUD;VA5mcgx^AjXsM8JsUUMoo=>QEeg z+DPja(qhE|C5|S}r*f6?Qcb~j8Wqi6;*K>2r?YwgZW19Pw~v@&xu%3$!XaP$9ov)| zvfbHCW)+a%RKrlVhg30vwWCP=2>gh`2%A8I+V_2*kdRGY7K-ivV||BUVRDL12dz>cdHdOony)4w6B zHh680Iib*}@Hb>R-&$$j#}pBxWMXKj^ZKFt8O&6uD}$_tU06x)O!lB@O0S06sMZ%n zTa~U6)dH@EVI3Q}rDDgi;lNZ!v6$DI{Vrjl&fR?@4WvkI6U!+_z&3PYh)Qbi^tj#M z4(!yQvq5i7e{YosGOyJyHM7r_xjXjhwAky*?CaM1oBLqt?*7S=sd}>Fn7pWoW}k}( z)wk+uuD;^4?Y9=!uQEpaMCkZ0*$)KPn^>pGUY?`bqd^e30@lBhkHc`=Zm+v1AA9#J zhofD6&54QR$W)4wm)n4e1}&KR~{ zjn${GWdt#kolR=y0c6ZCTk8H_F2BQ5kR@JU&+-4Jp4(&uvF^FzQBV?S@@OCr7%oh< z(auFWfm)@Awp0k&*JY3(^JH9$^XesG02wAWpuXfnKFgGnz|e-wcX_Xw#bW0Jiyil% zw1k&o@EAxx?#1PLvsZEn0BRO;M7CYiRcL0~52+l9?~k{leUna+RL#VHZ)umj*Qapc zlCMOm_HboG9l4636ja~b>FSuf8x;%#rAd+NI!eHixmJ|I`#9;1J@bmjS|o{7=31DO zw?-Bpe#J;9uxMmu7@M+1I+62Kf0+j$Pnc;RjdAuZC*0zd_%o(tQoy(Ntz;#txahi} zjQx=0*xC=Cn^q#EUgt>Ud9fe%KSIy%e(({cpNw$8%=*^|)S)?GB!}7n;{TbX@$CC_(_*+NVEM@{vLw7nn|j+% zbD4XSd&l4}+9x=d#{$TE_|E>Vh@|tg5e=&#fR1mYFo&n1!mZCUV+0wXgr15CO(0+e zwIk#tH6h%3s*W=aQR6Wua!vm|(1Q82K60CecMC}T#mX{% zW*nIbSqY4^BhDleCSC{>rd|l7JGRFZi*T4%M)-*`siKe8*^HU8aFM@^JU@jpjzNF4SR|^#*j8<~3!By)Y!K^wa{=6>@rc zn66sNQpEz<>giNs+rR@scReycAS+3?7(b7HIW7(swa$NuPi5u=b4;byb$2qj1U4}f z>6b`dC6mA!JKR}k$O+Qqgb%!M=Gk;DCHyyiSoZ*Gg!`Bw$p5xWPkOI$&^o&fO zdK<{hfCi8^=U+cQYc&nDAHFOs?K-t-%ljMz=d7-VkRwuo=Z7r`TKExaIv23w$}q3*)J^=Mg%dTmJw4;ukZ!fCmd z>9AL>xrs*WLUr33A)Z##n-(-6jjFIbw;Qh-wNy1+HZ7c_FX6Q;ccz9%Gut`Njb#-Y zn3n*6zN5-KO0)vw@EK^xBjIcL%ezLF`r5=woGU+)Oa zwWgHQ2XUu4;;^W~F||E|!V;7~heS`nKUGec3HCl=9-i_KZu(&6r^I^N3&vdQmT+Hr zdg?0%@^H#zqo_I+M-jm{yMKZU({xKYZ-BaOlEm*`pVfDl%v#S0t2Vx;^0KEhy7yMl zB#^}xJ^Gx?-J}!r{1LuZn8A}NLu|(AXAu6o%Lud1(ph85lKASTxN)HsF=J*w%MXC? zCY)x>U`J9Nq_j4=%0)2_S0juQHAIhpHhHxjDwas0|J(^PoUmOPzf$OTmmZUkZO=i)_II65Hju4L8!HvJQ-cG8B{VbD|pAuw=CnFP!S%JxH zzlRhNuw{;tbVzC`eh^-~6*D2P$M7}?cd zxr;iA_v;srt`f?1kMG!&HaeTcjxCaLc#}7N9j1;rqiUL9>~l`Qn{}eSKpQ7(@!)=Y zoK40HcbBhYHVF}U3J=T|O_j6u9?0fV?H#b=XW8%6yE8o2P_WamjBc;qC}l@{DQa6E zp~fq?iDJt2=*%G1^zs^GZ-T4KHn+99xp7M~I$wrIfU(K*8C}tAis@@U^|^0Jbl}rn zVZme*An zuZynL%A-a-W;J(r>v~K}er9=}Im2sP9|w%2Qts(SZ%_SJP>!bq!)(bh)9(^IQ;{ND zdNqnGx!aRjLmyh0uP&jjI{Fw-X>qVM9Kv-mOk|`&y{L-}a7cFy5;)UeUX3%3b!m|i zmn+;!zWH@_UDvzH|CscOp?HyLJ9jpdVT6}p+$y_;RG;mT!ow*-bZacmJi>$@ha_R# znv&S7JTDaG{ls+T>pfM3^R8|46EOD7V1jyzm&YrSH5_a-)bl%$bpCVLL(WV|Err?T zO}CfXuerI2q8~~1Jb8HI!4?@Y(zIA9++VNd7H3|iu3ftR3Nr$#Qjb-y>46|zf#ZCY z`U_n~PIi4nCU**9+u7`KP(o2;8q(vSWDa=zlp2-b3}T#=4`s?|Mg((qU1pYBA~`jx z`MBJ(`UAWiEc21^w#95eFf&9zSPcX&vy_kb z;6@&31q!`G2yJh3h5TdmlC+X8#j!fs#-HI#P{e~K`zScy2_KeG@IlyK{?)y;JSM}^KJRRN2 zIn7I< zvF`YFR(!5Mwdpt;UZr3BZfrJneKz$BikV==o_ey8X@(yDinttHL22q8ag|orrpOB> zTfVY;iZn3>6{sa!C~F|Mof8mrD&6r-DbQ6UNA9cJ%&%=%3Ds&(tk^L99GK-?&rN>x zrwFF<_G8lq*lWA~FQ=;EShd@p4qUWG8e>iLsqEMgJ1IhAXr=|q-3j4qnx=O6pP0Bq9JXO@=)dFl*i`gLFsXXW)xN=y6J zt8j%@i>6i-z5!#|)Nn{;%51%fJLEF1L9-OJ8-10K7{UtEB)K zm1oa}vXc_E%J5FW$W`$Kad;@$n!EQCzu%46>$PnAJGLeUH^wrU<6J~! zR6L#P-#vSsE8MT0exSPQ1XLJPJCpxAMgBMapShEb?SB$LS^vKQR7W!2q#eHROnsT_ z@6;wn0TUF+2!xL_<6i_p1YKR_*+KThNg{uNB1);0JU!bb3_>a=imLjJ--?GeUtusYyI}?EPk)t@~cpH*9VeRg|$Hd0RpK`rF+6q$pyS$ zXCUTZhR~Y1mo4{~bPAgmzm&AT?%Jtnwv&Uc;k|!}0&<;?93S>%;Zj;2Xb9X;)+DjO zfcfmr`hJ7U?$3I_TWFMR$V>ks(7oSC;hK>D zh-A94@~$h>!|zVtZwc=DXRb{|8U32fL>4szQ_(OA ziOz+jUSL$MTLoc^!74J=8FZ0~>D@2U+V-(f3FBr0b7wh+NWvRey5@bGSKRidMnY_uPB`{h;e3D$s9ST^PhB6;JvUY?pHxrQb##m+h7o4S{#!q#3@6-3yOhaCitV0nE;maD_7m+JvM1k z)4ZgBN$N8tQ3N(jt6JEj?UdrHfIv*of`YaF9{Z;!Tc4=>%k&Mp-sQBpUtRVt{bhk0 z-@e>n>=dX;|ETiS&QBZs%Pp8V`l@u#=zn;C+897=ReSokw9{W$^%OYshY~-{eI4bJvWM#SfVAeyG1k9O;26ZG6ZQFhbB2zX%YVw4g`5SEJrH% zyxQ*-K29{wLgD{A4^ z-Y8~DW<`CBoq&a2(0ZuFA5RE$G1JV5zzWJlp5}%&cpnA6Eyfq$i@6H%7nr~0{bQMA zX0!iVYcr!pTdDD^mD)MvM^rRjPFJHCFG0olB2Y(6kRFt392)h<61 zZQ`V0K;8t`lMccSuL%rK7|HH2|A}ts_tKgztI~mK1}GZDr`U--w$@KKP>vnOoLfn> z080p%CC>!Fm^o; zk_i42Bx5()|27nSr162+rCrOFjGL|KDoyYFY}wm4aS{Y-E0WM>?3?Gs))s3l1lQnW zl~dLs<6cbKAj&Y$iWeiXThxSyrBJ2(7NTYiLIp`{FpvyrVy5F^sVt@J=f*{;l#VW#>xwJ;!yx z>Axkuc1!$l>WwZMqs-^=vl+rpE*UK43urL;=7+aZ?fk0Hnv$gad|40ux(2pWMS_2{sWL>=7V?KMfwPap+Q-hRs(0c(0TyubRpe z&(Qw)QgpJe;ebgihHXr&9_UrY?_)wqRkPz3UFQzkigR(3tX*|h-^lwy4};-%OE$5h zxMO9!&OD7E^^V`jer<+^k6tMcp6Mps0JUhAuk!gITQFNa!zmL!_MOxIg5D=FzH%O{ zv#0f(iI_Oe$!*;$JeDIzj`8%K^j96g`lS>UA`37!BK*sGhm)y)qZ$;nrm9b zSW}0JrL`7GXI%U;PpK1za5c$8I8}x2)k1ZOH-1h9Y!W`*Wn@A0?TPm{Q&L|L)_a(j zEj0dK>eDl%4U|g*8fT}~Zk0P{h0h>tIHHHm?7dCeVlXksg)BhBFpTkvRmMOUc{tDk zi-A-PnIVP1ZV>h5*fmN2@}m~A z!GOFLXkx(dnnN%`DhAPdCv|DwAN5U4bRZ`n_+Jkvlt2SK!;B^?ExGVhEPN9}co;_9 zN^7$cE*@jeHEwW9YuM2YuInLo!q5v)AeP?T9}^0Q2;E$?3b+VeEv5BZ0HflJYV9Qx z54bq9M#E1V2Y!$Fv?=W3VA4)L-Whp{sP4bdK7RXVbuuDxwP!4dyap?5I4Js*+?bLVgBAE@YUi$Xo8M3IAH2dI{GV5Udt$5z@YfibuX@2rewABj}BUU4;BH0n10aV*& zK5~KhgFKPXCJ}X2vlP@-I~BM5LZBG>9pNv4LhBt3Ue&@v90gaZkY|qHlEOpz^P<$Sh^XK zC-_qvhtJuMG?|QQ2)4XO!g)VByms6O+il7kSduypx>QYVE8RC#@0}f+L#?20n^dO* z%%G?oFR|xP8P8lom7J z;$^?ZNagKRlA%Fm#78UL%fPU3=10D#gP--)`A@x`Hc1HRBnHf3MVBr3XOE1I_LSF= zB=(^(7yUT7_jRl?W#fv*Bxg9*FtDc|`eA5{V7~yBH9&V+`;_$zi5^D12NU&uoqa0J zmAjI}Tf_^FwoN{Ph?%(e$#ZI~X-Cce&#|~WyLn7O+6w8&E2;ZE#&^R?TG!Ooe^POL zplNpb?>wqJ#%iV;)cc=ig7VW~5(yZ=coTtp9R(NpT+Cpdy2Gv0Ne51L#k%Q@v1qQh z{cfEwOH>11M-DRuOV`x9EZBu(Uk-j&oUkh4tj!*_45z}daAdKkovIjz)KndG+J%BB z?4FjaVf5i7UCQQx*o7?WGd|}yAbAjK^)Sx!!gNatH83|#*tqGbgO(Fm4Z_F+eEEKr z)l!2gt>iL|v`QZKQnVH(%>3&M{IgnXT5uv;i&@nf@Zy@7qF54X4ARuGtzo=!rw&7Q z-5uj3Pg6AdQ1PPN#>)l{aZl)F>a|8KKkedsUe1zf1DLjGjSv%jnr@zP-u0JKK}2yU zFUDE)zbgYUaG=dIX`MQfB?hm~g$l3E`knw@>c^P%$RfgnW%nD;QftUJYUtu;0Alov znQLgN(^lRW1k)qeG;e8AAZCS}#s{R&W-!UA={6;gp1P=QA5msRxh4esRLlgct8yl-7@1N36Uc_cB$5w(U#X~HX(1^u?; zm5_fTuMuL{)sD+|)XI89ZMt-LUt9_xT;-)_vhzY}JIn!CFy)fvfr-x&w>LcLUD2nv z>h*H(D-9n4p-G|(kDW~^7T;E9ABo@FQ+zz@q4Ykm)uXTpS?+dW+&wvgiF=$vcz75- zfHP-pci&ZdcI{+UMd$`aC!lP>ikq_KVQU(MT@iYbX2ElR&lB#)1Kbd4cFt#b7S43? z)pa%rk}_^4R%X=$aL_#{z!A{k0n^Y|W4XwJwwwIATUP&VHek#4ztos}Z8cNAI1$LG zlN^WSuC!obJEqpX;t99`=PkqA+p_(LnTd~z7H1qzcmlp7gconk8$mFZ>9X_<>UQM;e80SskWYvE3(JwkkgrWj@N2nwA|Rj{NU23;e6w8{>tOEi9$H`203lp zZcgo(XToAexoCQ&oj+}M0jy0FIeOeK{mRS~KT=KYS_&yBOc$wWw&lCo7J!ohBQ`4D zAKQ~IZ-GwyEY8f%d&J!JSk;@Uce@CuGcszofy2Y=X`;}_?=7yI#yxW4aZqWe`*I~t zkNwLl+E=~Mg`a$ zJ_>33-Q&T4r!)(J3Jy=h4K$=T4KTynQwFuca&O{@&)uYeg8HsJ*IJoB3megzYnpiQ zgxB&c=T{K-h*LT+N)2F$Jc&brlTrs^fjK(RCfg9tBVNTj#h8IaHlQRN2Q(y<+2w5j zGYEzw>8V=$qGUpho{`m_VxwJ8l!ae*`nsAL$#but+~ly6d(dm680>fv{^4_;Lf`I4XRL>w zgq+qHFm0nFcVJtDfN~qG_-iv^Rrfx=|Gp)+KP0t3)gQ>ra}^xv_H5-wast*%m%`Ft zrzw0*Y37E$wG(R@E-%;9Fl!-=sO9k5!hCHOdxN^(>z=C0IS6e#91ghH11i&MN)0K0 z$h97Y!#i(IinP1(u?|*ZSAOeo$!w&DeP=hT%10q6m5ZJGb`i~4)4|3DIJ!kyl(}67 z(^CxNkKFE-@`VA3)sLiGY>vUNx-WAPvYUCgxzoDI6ErYLM7)|9)t4#GN^CiGB^j}4 zOJ91^nVyrll%O4^>;c6Re2ZQtalZ}Ep`(~?kir_fg4>6c>s(n*DenvX(@T-={QI@$ zl=Z|3rdC&<$&Eu5+Y>@K*k``C7n5loUxf4?cG{_SQ>&$@S(gpv=XLmPW}GQz=ADI= zo3Uo^i+bM<6I4E34(GyqdL!4Lohj-(Ez(8sjvzi**F93Eg9Y53Mk_A?@7uce&$B_&T`t<&A>+6!lLg&X#enJhV5`E)rB zds{-tk#tbHC7eDV2??aFoR_d0xa8TVuX*sdSC{ae$53LUY-ktroPENFcktZMH9xwcUeGK_;*WCW?{E+k2 zYz??6FV(FO-v4?^!YWUQ)$n>Wf13$8|Dje>uAQufJDnwn)9G85Aga%LHdbr&Y4-il z`{f$ly*;oDi$Jt$U7%ZDQ`eF*o6v4*e1T4d#GrI0HWF)$)tPd0Of3 z6Zm)XksJf+^Y3m=QMFoyJcKKuP?E6G3#TQ1Z45ectw81vVz1OiY2Df!>@aUIN~6Jw z8l=S!@dzwKVca%h3=sVLsQvQCT#GCvS_^?EhuF|>M>B9p-6p8J2XcZkQe_QhDsp>- zb-TcDTB+`>yKDE=&nN6y$o+t~egMp{tyW3Q=hQ0%t^dE5qsNssglur+Q^RY(|#Xb-!IaUX79J1ar?A>-=1Z~O*GS{tMh4|`lI$lq4lNih>}?KOUe)*bP$vg zG^jSFd%1(w=Fa>fbhS}^tZo5RXm0woZOT@GdPwswUPuMc1JQ7(Lu#04{d6U*cvP82u$!Z<84 z0R1}?0zw5x-|R|CtWj!UEucZ4GvgGIlDt&dccrVsx=!Y z=p&Kp{b=919{$Il(2JYM8_nFlM>%ZoXsLx^iP7OIVaHUs&YY^rSZ;L7!9Mi$y2-O? z`^fFpX|;@kY_!ch)ad2%wy_bOB&bbNSiFb+eg*-*%*l*pGgrltk_PMNOjz>B{T9*; zswmdl*Or<%70<#jKj2P<%6MLOrkd{D&BE$%iC`n%(@b&MBAdw;G~@I(VeD37x!@&-Rqx4NnZ+^Bg~3QjX<{&ojWklIu-B*?zVLIAPDPWcAp!ok~@WlT}uCw67$d=3IkLkTci_ zOb9b!v4}Is$96I9d=fLbHuE}#O>Ks@N<`MEcmz9(Arpj-QJbfqAt}s0S4?sw2WNy% zCF*9Il0&S@2&r&FRz!blR=1$xOqcnl!X;(|{ZcuRZ&WCgmoQSIFKL{YG<24ClQyfa zCB%kB*}BLX#j3GAg2;kf1PcOnZ2lsY1J?zlNh@mYCKFuIkD;NemX8B1^o@D5J}M0? zP?O*fQ)5*HZ?wW5>AYOM-lTULSb^nNNjXXi zFF%>*(Y+yEV5&g~)8wb_E9+rEg?xR20&XF9LE zt(UL;*2=asUEbZ$fM}DB*@h=9h`sw%&_cmMo@6*V4SddnN#C_vHeqKat(y*Hvbu~)(fXl) zKov4xlaVh$JI0=|s&37dZ3}lJQHb55 zi_$WewyVU5ojpI=d&=BC)IZO4H%8!=5|1Q7%K1USR_wuNp6W;bWZc8Y&5-d%C&lky z^{Q_J7lHblp$P6$U*UUT?WJ?7FE8eU&MPu#4AL?I(gUG-<;xNBza)UJkVY;m`+w1@ zTc`%9$E~$a5T+yurt8%PNo{K(pcI8@O_`OEX0*bY6_f7hBbvHSQEop$ti&s_U|vH< zUF*re$<3r!;r6iD*`nthpk)BbP30CS+XxFcO8?rN(q)r2r(l$=&oe%ws3v|m?*ipG z#HGBpOo#`H)KHye)QjVKi3`8VG!WDAwnp_M$8ozo!UJ{Uu!z)&p2_`Ac_!0GBH%9a zuD^aIu4civdR_)Ycb9b1TPI|#BOVzsOO~(fV+m8Td>U{}f9A25`5`3fCBLvm^xJOb zt}fPb7Zv$~T~NxpOn!`^LbZ4@=@i~*QO#-xy|q|Y?KrVfhl_DCl2hcSyC4&!(4k7A z&}~U`nSsG#@t_BXVk?EcMmr7$It==h66(^uQKZ8RvE-U|bxn`tF%0xoQ+x6zQ7Dw{@aCCeSPA;>WN0JHtj>|IZHL8{G^A6AA9zd z;$i0)$*QdMY8g|=PW4k4N|6l{vwfEF8kzo3*(fXB4m5XCnYLo0x#TCxPjEPKgjX8f zOV%lS!7&%^C3H#_k;P;YBD!XJdBMt5~NC3jc5XT z?veaQD@HqStortu_C5$w3h)r+&sE zGI)eCU$h)XV}``?*~8xRch;E5q55rBtAze)Gx^u95N7+bO@)Yn`hlprYYJBRTBSCN zTt>KUDNCIy1Yh{M*L-U*{;1WpIv`m*XB}_3uvLQpoc^!>pstaLAdt+!Zc$Ogm9m1X(#9WZ{yZBf_exs5V*%6X z3FfSin!z9uFJH2M-r>wW<`r9v;>~mpjwXxmMn5EJ?)nGBg6q$@GN!^NH9qq^FM@|} zxd9^cU-vTOu;IoMNtJ5pOKaDh%eh9F7Htxt6@}r1Ez^U{SnbZKtMWQGhBc8~OPQg- z4$;P7w;fML)F)e8jnZFLdG*Z{M4t+^2-U3iQF;-fKZ9*DlUBH@kUBK3D9kcU< zaN%jo=o}?iQ>)9!cwH)jn+F>QTp6;XPABh;fJ_&pFdZi%#a)Qg=>0!=h5||!(h_+z zXUn;FGd_spH@8hEc%t~Z^!^pZGnG3X4%XAO?b&iiDbnE?eImkee-#xo$d{+2l2OS< zr(B``P=w{R#^qAe7vuayzaOI+Q-zPeAw0 zGl~1c-Az{myS^oC_~o$hSA@DNCH`b$P`s$>@S?VRdZ@*GOcP1&YsV<#`%WM-NiwBv zwJ&=7mJq3?y~@wR%XO&9rF#)yrk4JTiLKGW{uu&osrrR=!hr(fmagf*f@SWM2h=K zPq-%J86MXlAb$8fcroz^EhWdUG@H7|GqHcK@HZr#(MX1>@(wzuI~HOKjob~?s(DsLvNsm~d)N<*+AuVWC(7}Yqq<-IeVT8vb@&QbA4#8Ik$YBu&=eFAFM z=O*B!D){XF(ugtyNt$tGM(0SjhMwsb(zc!;!pvKn1>nIctA;*Yn}Si!Q4>s-8@H$b zP%Pd|T^|hcj)8Wd((>0qtvQ_O>VSA?p>M$-S-bhzf$_x+D_8$la;ab(z82ImVGaB1 zG$yLO;XNUT1*u%w@a);)druFM`x1~AN5$%GBe%?f$T!07hN@?dyLUUj{8x-n@w^hJ z^(EofVV(S}-@AD{Kw&xEB;YF7^0v&Jt?#bNq@1_C%cP~4Ku2rm*6C;q^&WSuMr?rf zex3sy|8sT#)D0A|S}V@sS{=+lnIL5=@>* zqO`)_gEJ31Y9Nqd4(w0j8W0%7&wIE$@t z?||8D@W+BL7Z?=nn^SlHkW8;QRW5PiNIqLo2mhMx^BG-2-|HJSmO{k}(7woM3bU?+ zfs>35Tr~tyHrhGat2q>3(Q&j@U*@&kkgNvs7$DH!<7IKX-)R5Te5&Aiysi&n#+$oX zq#ESYD8FcY3=39*L4aSviJT^g@g>Mq;H-bR{)-)MZrcO-8l<87^V9Nmav&ec!2iSI z07*X>!g%=fC=tW@HYA;UX32Q&`;xOW7fJ`Le@<~3YPD*gKiM7#iHnWzvW+Gei$XBK z2i_j#iBG7~7zt^6zC`)ilJw)p!}R``m03~QwrypA2UZsnYfa2K7jvKlgk>uJICr*V zO+8;riCxxNtex|6#n=5ALW8IZPb}fqf7O_B9GA9Z->(B(CzwNsZJ7JaRgX`r&s$=i;dabdu2OF z8QYIZ6%kl$35C-3AUy(agp6!j_Uyu~g&|}kG)U9T)e?M#h~?6e8cI;2#339d6S6{3 z=CoaCnF`))Jvd^jgQ%d$dM1$)bAQS%y74*$FxQD-Spl{(2kiIk+|gb)7;MMoq;8oy zOr<|fWECd8i_<*Z+^87pK4#pH+QoB{umYsuCO`)KD0xU4R?m#5;mi1_U^fxil09v& z!(2<)IdXxWS*zx8OjjFUz!CqeS?7@aQP0;Q<3gW95@Zod*9cEprXOpQ(-d!HvtF$C z@&skQEm)P(^d{C@&ojf_A?I6?DB|5uJ^j3@S*nX`OX)~9Zy2VL`Om4(dphAN=O|II zi}I!lQZycQWPrddH8W|<#zc^2Zv#ncY?ZopQEH1K3^><3SWQC7rQ(G`iJ!Zp)nr>t z&_Buyk&{8_;MBZ=27}gtib9OWA{>3U;qXrImr)|$6-K0}x#-o#ibW4IuU($ zr|7d(N5PydVF$LH7tH@L?9DGdp)Ba!Z! z(1}SY7^|R~yqX#LbtJ>!&nxYA)d9?DuYg04LI z$$Bi2DLr2;$PdvKV$jO{e8ih)k^$}>sf)B$(kI7&Kw^qVAvzm`bL9qk>kskfaaANI zY`a~6q>JeA1`>u+Mee>((19ZUwxHE-Mu2CYzb$UPbX&aSt^9S)`F8EgiVk#6gT11x z(BwVhoou71A?9sgMkwU}Bqn#8zr*!q9vKRub{8vS!dbfWQ5EE*1KTOi@s-?MI%4<2 zKhIKt@UJm1P%gSn8F2WjS*GiG0oenAB-4yrQyzNL>24@e^o9U#e-Av2cYBBPc&rBw zIb_!59^|dka4@|)3HSkS!B^Ax1$~BeNiis8Fv7l^dV{q3{9g~oIbury9;}D;D|id6 zMo?D#3Pwe!RtLj8(q7(Qzd%1A5Bl1Tqn;kR;KQNJDK;>xu<~4wPPqVNi_=g)ASlabRJ5r6^vJA(+9aE(pSqDDldh{!rGOn}h?ozJk%DLC= zG3m0dEbXK9HjMFFKopq+O?qSTF*Vi zhW;YId-rj6WmNr!i~yihjB*Z&J#+S2yh z{|j8_ItExy?+`%+l=IjVGogX_LAYJjJJ0iAvEJu+y4RUruQ`)G(diUa95(s0w8BZsK~rQWWCG)w@`hnkix0 z4jW&vf>M#yu!VC(OyB9g)hZCR%N=Y44XAS}Z*raIAy>Qm`*VG_d;GbPf}$4m zGQ9KNfs%~kx(k*1!LVxS@0{Hmo8bh^Jx6+#WgTZTGm*kQ1hk$ijtQT#A|JwMP?(Fk z#d+Sl+EmR62)N$)p)tF>ZAaf;Fvf^;LKJkB|1NpYqWx=FD0qM&Ju?cwWX+M@-`+1o zdv)+Y_qcPGKWZEg^s2PwM3g7&)qYtybirRY7az}oZM%8Uv`S91$jsY~&tb(s9X>0M z-(iraFa!ysih0Hvj&X)Y#bnx8>aeH@mRYa*bR03u&kuPBaU2ER3$%?Cz0EIW1|{e$ zHI541K)933A0ShbVjam$Acy9xQoNH>Rs}MWm33BzDj4Aq_h3QF^PrNb3PE9B$v5_J z5s~r*dcnS~yL;xwCo*pV<3<|4UPNJ#?5Czc}(SShXe-TLKtxNc{lfjJx7oQ==m1sI)AIhbr z>~D)!47r3GV$dF8exicq5Jn6?ffh~E;Q3i&`Qa@5yf(~7G_POqIqE53ivH=!bQo~3 zOB7?V*DYs5#U1+N2DR|(vKze1B{xLmUeY&u^WwJrP<0$5UTvZhVZ?ove-T@#sqi8mot7@uvQZ>@_B^?3#s!) zgAgvC;yc!ZANa$s7aHtvO$L)qy-*C*1WomPBDQb=LeL21c(B2ZO`B1NUGrLaDv^ce zcnsEKiswKVVL%>#AV@pYCuzWv57v)?3&7Ze1a* zC+m8C0_*9wDRJwttJh6>0@ZEC+HIPXV(OHt|1K?kT;i^C&1n8Gg*_Ry2^rL7)Y8X% z2BX9nZNsrW32Snf)|5`WH90i}F~_hToK>`?{H2tWTC(c&%X^{(6vi!wIs2zeb#E;& zRMr-HYeXl~sY}PJG~vvQpscMq0n+%fSz+wb%mTB9pQx6>p)9cc{mqU_FcF zQ>AUk&x;Be`P_Xe)ALS;(!o_9qKRc26la?ZL%SAPm1Ss6np7sbV4F16=|Y!%aK}dH z>>Z&lyfS&9V*a?DqH{a+?g|01E>&Doxh{E(J%PxYMr|h|2HWcJeErvXFEu|SJ=6h~ z|6O)%wGNP$(~51-ghNuI5B!D^1nSUU6fGuX>^dkai-!bubwzR*z{OzMzy=4d$2{+h zrG*TnVIi17qbD)Q`?%+B&hRUWUNsh*isVn(JV|Ilho-IZ>lNVHihf+z!etFNu+ahm zMS?YD933^nx&~c;ds4y_3&%*SHY>o=_6GD-l0l~BP{#R+i{lzXb@NX!ayyRH`bywg zeHgj*&+tYuy$aI{0854U;Ox+BEjP#zVqTUGsVF;d1H*L{=EqsbNw6b=ADKlzNJ<2t zI#owdSelvQ%+;hEEaB80d`EZC8WwTFs)Lf>%0&|f(|9oK4w;+S0t<)sDNfdv?e>|d zFWKuiRbT8Cns9($lZp46e#r5#&N^~zY*p;71Y7A0WFy_l|LqrKV>q*Ab3fmr&$PM> zrb66uh@(rSmze-R=|=5rgU=b=p2rLr&SDF>;PH2WpUC`HoS#RgGtIW*L$zM8+g|_k zJyhakcJ96HUSSU^oov{AsnbLz-7RqxB@LLi{tPAsZY8zV<>=O8E?p^_-P8c9GMNl_ z=|2{iWesIi?6nwLsHq39i+R~4fq3+5{mnYCMAhx4ju^~I1np7U*`pl9eP7!Me|+pZ zn7)A=!)z(M=(28#Zt3zigsV(Hc}f2!);Y${8>&j7>H*1J$;(@COq8+I{%1q-Lohlq zN;*JL)yq$O!*f2~B)yxT@D?{sMy)PS0z=I(_T@$4l7}yLlg9&`YYrd#D|D*e#d*oy zCTAq`uAFLTTsn?Len*gOC)*w`@C^wosM)Vr@kgy>>x!y2wkdc2%Nkqa8tiObY=XT zL;1ZJr7qO*PMj0fQ$gH>jdF4PlQ6Lk#EyfMu5-iYFFzZimL|jezXka-V^V5YM zK;uK~Wa!>eUJdt(OG+<1ZdwFyiFeErNh|4@a;bGm^80@f1kIK{+qP}nwr$(C zZQHhO+qTZOZF}!IcP1ucZrpkJUoyI*E4r#*Dr#ls`a0u4@UGa4&mWA4fkr?$+~^6D z@At#v{rq+uA{*C4d8*85L<|H#KUJfbA{XP3((X>Ks{DLGn4+sElz4 z6Ssg2(`-P=;{aQ??91Ze*u6E49cu$y2yN$+dki$#`RXOq*Dm*Q(FvGnJ7J%_SODzj z#>kh{qv!MM?XoN{t5NDHhq1HUod>pfgBqUar=J&0h zAsqMNA)~x|6v8auqQq5I7%$a4gw5goC3^DrK68eOjf9hEGQi!|?ep3M*D9{{nlVjJ zImGP5_+y6;${S&9zZ>;2C48Mc`UOdsv|?$dp2rcdX8~O6(-c!e#i)*f?N%aD7s;4L z*I4W31O^tfhx}tcXoNw9)qVtY?**pNALA>Qe_R&;#g z9Rg@mJ;ocquroEM5&sW8M60`3AZ(P(^c!Ts&(D!7fcBQx#+1Topf|3K$YE<2(;2vU zuGBBv14^!k9Op|>RC0@ktB?sj>jiP{zo!c`%|-+Xgy-S#NPc`q{g8U>V4tQhp_3te zx66ONc>LC>X2u$w6hgV_qnSBrswtQ|i9(Gi@K#4kSrZ~<+?St}d3Y>Skn9j0Dt+a$ ztK}CgxMyT1ujfZ zK;6v&CiY_CZBStxA~Io8v71WCXw~3`g~NH(KA6LJ&jAbdG*NNqpBIG1vlX& z){&_gg<5mo9m2^!->5x5Q?+&1*g<_tRBqjQh{eH)f0x-z{7jrvL7Y(4Sdzd#eet zKbp$!-j3tmR|jiWo@`jfcL&hv!Re zydTl2N4{GYx6ZULR~-;G^8US(e~P|2s1|T3-pkvNK7A-&oOzVAaJV>H)Zn;nb-j&I z3W}0z(omx+T{lrJ@i%SefS6)h*i)~x4R+4pn@qp?YjhJ?49`pXwxM|csgekbaBNze z+ze}}Tghj~MPu|tY-BV&(i>*F8HNf}>8i%wBX*Er)h!bgq${-`S;Mhsz!N`&wPDt< zCJiGnInX=VU1X_7H0A4gJ;iD?)*yVhV}?TdbW@fohk4(@HMQ>Sf;gwMqo}ho0yzmg z$qELB0&Bv!o^-9Hk+(sHW#C^bW|UWa?VkaKvg!uymTqYz3a45AF&Uo83W9uAiCfkx z0du;+>pWXIyBjt7wS3APnm|>=1Hdh4smsLJ24W$bhJmL(mJ8Y_RU2L-qo5Hokm)Vf z4i7^TLWtuZu|kcy<3g2>oG}Fd#JHB<1DD<)lN+TQDw}IXa%eaqBIW7$F&)oxDnrl} zDo||#S{5oWV#I_WYUJK zYh&BNu@dk|ItqqTT+fSxji4IFqPB1zdcY~`eh7w&=XKLNYd;75&y7usQP!TXH?JN| zAPGQKDqaA^XF2zX zd&rq3e5?1M4r`1tx5JnS1+yL^h>S}TVs7w#0Trf9v6b(}wX&I{6yCHuOQf?@Djdk$ z6cP)r+mL1bcvAsyjc$#SOJ8Xkpj9=8BW?DYwb$(*)7uYXN0BgktJ_Jawj5F2Bc|5; z>g;S|v7~E1;dil&craqS1Vc`O-y>+lq{pOsG57vA9ANE8LL6 zpNXy?sZX?NG^xqTFw`3z$j)P5I~qU4VoeP+{E&JVm?W&UkZ#q*E9I+rj@Bc^=~&Al zB>S1|TE`&iMXn|n1y;?4d@&MA((7g1CaCfyjh-$dHB-3)Wn=7gP_F2-6ew=~F?pF^ zDEQ41Pt>Z;!&?$r(a$ATcqL=}IFM+c}VU11NZ#>51Mo(@E1|$EH0IBc8#)0U| z-^H};l=j?rBg&4Ymi9uO#qL+iG6v)L^mb^^c#bZhT zi-%Sv9X9t*TD`;E9a%7-*cz_%PV`M)6%8sv{-PAX+Qqa5OK5LAO^#vEl=d!#v9Jl! zL{*B%&c{|o_WBghNvdetMAqT3p76l^T>En-OqW#AP#HIykW^D~Kgd4xnE`C~BNShf zBUhK9V(xoOxuTQlqIAdm*NJQ--;w@rWDrj@VH^pxL3L?T4N)rXaT<(GiHF7L)4~@+ z4m*`@Bd<2z=HE`-fPj7KrAazr1aPbBq!zqJ$0fv#m?Ml4IMd}6269^qblQhrQm&Kg zHYY-YAUx!#%K#c?a+n1>!6Ci4(a%&ObqG+;YwuS_<0Ko_;a8)qtYS4tg1=P3t@g{Z zm}Xwu9{zl)p9rtg^?X=soo z*X6-(PW-oOrAyFdorWWm_{nfSJnaJ#ud2JBm_%&acDA7EG||D%&O&Rxm2GhXZr`#u z-2Dw+GjlMTkJwjQfk~EcH&2i_DtksKQe5&3_!i#0FXkwOm26t!camu=ecnOm@`9J? zVI3IjeFAeuWBcEJG7tiNKRdz&NDNPtCd7nJpWkuwUFC}o05N&^+lBtVC5AtEW@k08 zgw1Q%r>4pm=Pylc&M$!1`a8$AU{q5Iq*2k!4W@UoT_CI=iOQWPi80BI#MbX^6dlPk zeDmn%x4wOiycmt810lxj5T9S)DBU^C&8XQ2+?M@>A0G>GA2cMN$;+Z9PwN7&&2Zj489*;#r)4Bkf zegLc19@4rj-4@(o01pLVX0)#BH|4G@d8IjQK?6hpo|8R4DAvD0jH>Hdg5v_$WnWvP zwz)dcu^70TcO&+POtGNdZU^noT$ zrvQ=*y?;U(%=J0>cNxLy!$k26)hM0BF>`WuG4 z#-&%1BqYtx$&3>3MrHhZ^JJH@%AR!JSqeVuknzanU&`8+s`64Yke5>>WbEXY1f&qE zbDWVOce;6gJc&wP-%nrmnnTEZ$V!wHK`BZ)!`SXDSiWlXi}#F8tXANbUTI#K@dth{KGtGk{V z0mPveKjQZgq?`f_+0Nu4r@^jK^y*ORic*>y^pW9!$4t0MBr)foA>B@OmOFWbvX}#Uwc5 zVw8I7ZNQI!(Nf)@FrgAtR!fLasCl-S6H_}ok1Y)dK!)CW3@wA$^MWj+rTQV>H zoPLupQ{rNCiU--rom#VaJHOTBq+4B_&TaV|CIIH3!gSwR*$`C4oDlrl7an%dCC=}V9FHBIiTuw3-)-Gi3T zCa!x8O+NC}tteBdwJk}vftfndz$6KSq{ag~I;M!U5LJ)E-~PmlgH(>6rk*bC?i_+Q>h{fK z5L1}1kPR3Sh~vC(LIs;kTQBPzoPVa7R zF(lcNt0(Q3rrb5hW10z^X9yN$L9lLR5N$i*LUfYfFrs{YX&_^itBIOsWJ>T0V{JF} zr4}^E`3mQ|&WPGUyZ-XZ^t~l5g$<$#iuDV;g$&7$bPNZ9 z!JS!R)9B5dM_x%~jBDWwu---eq?Mh|4IFsu_yx68N&{@~;)G#xy(-NV`K(*G9K2f=n1QW z8Z4)bOf{&W zwd3?A!DIwKa#-KzCM-GH2V2NMguuCMQc7-c$XVnkO{mv5V8*@px>ZKiQ)Kf32+N5M#P*^j5^dZ3-mb5JX_CU zVkKt*WV;TJN*r=iksPNEflR@M>P*F{Y|NvrN#&SjOzuQq5}`nc1=Y4#=m*cEq~Tt( z-5e%U8y6p(_lRRtSoF>Qv!1ku7XEIt5~<}@nI@(}%4!B?2M&aQ0Qw)FU|$RIf9j5V zhDu_WropSafdNVZNs8IBO#RgD!^Gl%4XdespW{)4A!zkDHXguwb3q%PpS83Wh5eSw z6%2j&R@T}sB+=HbK@V9oU*r$15RCOeD~3iqKcuyd?2aN$ZOQ4*ImsgW3SvW)e#d$2 za8Dm~F}{WhXRtgW7*oGRSTD_dJtLG@jK8Dz)Pyjs^M`%ZM&0qIXEpY7nqQnrz}@gZJbghk1*2bOYNg^McgDXaM#zQ&S6JS*V>z168ki@4>A(uK zvX!fYBv%Po>`Hd^TF{w2Jveg*dom@GX(Z~h2$(M$L# z>=j%(@f{6#5!kfjqh7anszUcR?V$$;=^a*oz=F)FN#KX>>OG_d^N}YVTGw&t&Ti(r zFtjAOm^8=hpK4)mlII9*hYS7P8rR|0{yei79&1Z#x)W-N10zX}{>Nv`7OBzt=Ma@* zmi4OW#F#gy+|BqC+A$=3&x@(lVVP`zO78%!(X}DN*AkbzIv1z{!iSgpW*K(dp#i-+ zX@83$blU}?1b-dUV*2U~YWj?E4lT6OvxL#AQ-a3DzemW!nlpfLS8(YQx@TKdfq*`& zIkCFQ=zWq~5lUzpTicMmc3sXo<}QBR-vEIhx4^0(W4J zUFx{P+lwLlo4^RyYqJI2YlTGeo{v1OCJ>Jsdwl`f%hc(kBU~mRjC8U)1_&EpVILUv zNSC8Ngx_z`$hj)XV;e-B0IRtpfmC0rf$z`SJ=Kp~HRASFv|M7q7KQ`A^Jj?$*_sRJ zVVD98G&3s%XFVvnVJJ))eGKeM z2J};*R9{U&{sZ8mp#!5h}d>^oQ(Qch>})txEy(OA9!*afe7 ztsd>)J~i2ZCR6)>4~Bae8cCb3mnoFR4!wPye?yDc#yo{rsJq#suYKOZl7U)|u5{Yk z+R|v!TCe-v3a}nvo{r{pSFm;A!A5$UZR0@$WZsk2ec^5P0HeE54Em_WMw;#r^4`Wi z4KLA}TH2OaJ7jmBg)^yjX||_JTOq3t{?xUQtz_ZykaBOS`!xvaHCa?y;bR_eoi{ad zEV-Idp-$RBW5?C7Z4~{LdGWbYD5a{k&GzlxOL$C>R5bJwT{=^@j4JN*nLVn?(8 z?=%q98=|)d7AhAQeH~Yt{yW?bFamPfBxuMUH_#(XRzrA8%=hbV-(n*}m$cX}jHo*F zXu3NDUo1DhUN5yk`iBk#hpl;)4CA7o^-=|CSt?TXV1I*-KiNgS>B?cOa{J9-h!T{a zw2ga{R*#b+4Owa{jH#|3suI0pk3IIvAfFQ3^?Wc*eOm`2osEuVWf^3+6V*GR0KQ8mu zciS&ee&(qB{}gZ>jQ^2<Rt&V7k8Ti*zR9y*xAv)_d`o*Z|6eZKDBjl zL#Gcrc^>nT8bxq$tl?i`-XCp3H|buu>`DV!Lw;}-9baP@b$OS1c$aK&AeKH;@w_`6 zCo5v_`(s0Ld}D1&-XB8VHKv4t#;WZ>jkJKz{Gp6du$PSfD4KYeeJ+uH%NbOqHrX8w z(O$29>`r7TN{PM)CW&x^loT4_zwTfAQ~UP!U3zzJOKNaxy`O3Xj-Eagew-!gZ~~c6 zE*A6Co*2Kal2}N5Sf#-%H~8tOvJnNx=l1fvymVLdZ&H@a)4;b|^VQu3iWTBg=mypR z#Ein`vS-M}zaH#goa0b#x?^r+BEZubth|ArJdP(}ety0`Q%gnRaK1ltuk35UGfs3* ztpEmmtX8EhNCa&ZRe~0e0_F7i&@>kRe4S{P=F#vZOtE6*JqnBjGT=ktJtpZu%&xXP zzZmW*&Oqsk>WnWxi+r2}=}Wx%6BAN1L-IP5h|~HdOy@eJ5E#USj_5GE0CD2c$htGW zrSqxr;*y{jwH{3;`_ngM!#4?pL;$1ZBJhnC?x zUf1Np@P2R+i~EDvy*+mdKhB?)xM<(rzvuFNxxcQJfO7F%&J<8+K=bg9AErCp54J*| zetrljjjUNXTkU64sQpfHyI+?pbcSD*JOz8GcF&Z8U!iGKS67V!3Vb|hpB2Ty zA5F&kN$V;?oxe0^Q@c`F=*^Iy$S-2Vut*eq3y5wc7kvj+ZfY}@VK=cs*F=2vFRJL% zs&q2Y@|awo2JhFGpMX?xTbV(`pFCaXcg9Y(ny&=iv}Ob?fFJ_J*Xw-2oDn-$(A503 zbUb3nG#rNpRCO`T2W{hfULy%rU{di)hN_ z!w*23?XgY@p*@Ye6_>~;OEi^uOItW~WnPUbo$eeWzx}$Xj(ieu0rYdd397{6SeA=% z;IW#t&@JA3;g<($%$}uB6lyy`Mhx_D5w{*wAJw2ZJwqy(?W%wEEqL_D2*uTix?Mwjlr}k}9;%h(F+MtJ zBhGQwjf7&7Vtn3JxdJ%|XF{8r6gVVmTVMMrWOih+0GbxHNhXy! zn~?Gknp8Mr`(Kz@jbG-RD3W0e?JGnxNY0?BlA(@{zbrX%&a|oUX7&wQ*)TC(fd2+F zwg0Vw^~|jQqfL$LzcpgmBz9o9JNXh6)iW`oL#qlt;=cP#@YsM(8<8}Eue6n?=d9~m z2ojRDeUP0zics1ZEFM&p6VIy($Dcl}NC;Ew8pWal3EP{BXl36DRSgt@X1VNni+`Bzi3NAB6dgE@uci!>Q7d`X>k^3Zfz5Mi3yxvyMo2p`nrZQ4JiuV zbp)%kcDMC)8bt;Bq{3WYyRfR0C=rL*w{H;*x4&pxB`mTYq_fTy|J~dmS^?Tz`J%<~ z-?}w4&%bTAIfBmI?ie5Q_Em8poxpt221*^eA&7%FLcE-2?v6C$-*-u6OFZgu7XO<9 zKL?>~+6^MX*4HhFB?ZjNH|^hty0NK~eG0?}x%{8G)w`hS5g1HlW6`^hx(A&_q8Tl;IYe2C|PxqG_mL?u`|$vJ^oKhf4eih3hiZsBL@yc z|8dAA=YE>9#MIKY=3?}cygCHSVp>&(o~m~i--?}7hDi<9lXFPKV5hl}@bO8`+cn$$ z%45O6ZZR^T`Fz>ad?}iev|_Vgf&C$ zrwT>+1vUNV*>!E)@{Wniy#^$Eq`b42^);Ax?dFxMAe74V)am{7!mI0`ag-6Iteq=E z_Yb-V?E218bp$x)#uC5#-y<4W2l1Q5fH|5}xo>qqUPF3MgD~TT3EH>{yF3-DC$TUr zen3yF2rBrJP@-s{Q&z>eW3S{yY6({t*pjC{Z*nm>Ot9?9&PVB45Q_9wD6YnZ*DErg z1nVW(5c9Q$AR^pz{P=y9y3jdP1#Mne9lOjVPaZh$wDevmEPY5=(9t852d2pNN|Y{^ ztl=zcI>G%u>BEhONrknB1M)7ODa4a5(_I-9aVs z5)JT6BLSTgCfV*K+^4$nUH6NMye!OripH}=D6e)2XjbCf6S7i1m)1~*qiUg!OG+s5 zLdZM+_`N zPePPx$BUS-Exy+nGWf|BsvJqWGZ4u@7~+nC0v4)Vt9r^26=g(6z5IkX(5q=tX7D4j zwNz5vp5iGoqW+-cudn+tBwlqjqN28FU%kBCU=EALlO)5d!d4~q{8Chl~~74De55c5S{9cr!9shtC`=09&P=0$z)LVz{9LUe-0i0vzw z0891Y5?4}GI2<+Uhg&%K4B=yaaHEFq+{9bG_-@+YHj9s%Wi1%>fxnx~M;kBw&K(dL z{gr2X*`YDX$-N{7-;wG3g#ifbB-QcS`timIo+}{GJ`KZP2h0BqUg-1*FzY@AaVCt` zuR{+j6mcpIxl++S`nEqBAU-g=P%5zd}c13b1_V^}YdL~uzn<*(KE2PPbSN2KhTXJ%ffT)0jfP-AMv&YIixI3@Z7iDGIYX-@ElO9vQ%@E(f33>3IM7u1Lk93F zzBkkBslxSlxkL`mGt&75{F7dZz{}VMea|xq?wO15t?*EJuYTqOgINVb5Ii>m@$-OMrPW&%o#rp z$r01+GO4*U>B6bHV%H95h}k!}Uhi;E4eD<~7+}mz;f!uqakET~fG3C)!e1HQX_Ut0^RUl(6?w4!1~X`k zJP`scYM4%OkA-604*>Vv_?7Y4)}zjx$bH#(O`Wb=Dr2sr4WpMXIyjpiw#1#fu$q4v z{{9HpCz`7YiteADzE=G!A3D3y5TLA83$$VK_a&Ga!Gu@2v zk4uq$v2{CfH6}>7nGqYy3azN=k-ZAt>RmB6moE`SeP3=7!X`w7kj*d zCo+|>5yhw8@R6HVXNI}wOeUxl$|18TEAF0UNSE}pO7131>Md=$^gP#4<8q&Vg5BSk zWN_EEvkuXM{%iwe4=-K8GIMsu`>j=u3e_H~c16)m3KE9;3Eb#)b@>M%k;>OmO9hJD zMU*Q??m%vodeHf*i6U&}0G!&~n+s#%*L*<><-rNbQ%kNIHb@}eZh#SKmDqrZtr0@K zl;=o#>~z@C1kr+MxpN0To-qcez#}e5Kr|F9l|WPv`(wsAXrZPR*ogF%XRA!O#}q0| zfn+by^K zD&`gi(tC;3>&z+$1B-<{~tzRp#DTb*0mejMU3Au;^ZX(%EN^tZ{wq(yqtBHj@&C19YorjGWfa-MxnecH7EzvDrf8&N&L3nqvC}R zX^#J}^=P2H*9;-6TX!y3dzWV7+)gx4WchaOm|^BLP!@RFoa|fWs|BU`D<f3A*yfm#_AD#=m1$uA&05#4 zohq9<&I*%m=_ZlPtE+yzDtdf6d|H~@w}FuJgRDy+-hwi1&uPDx_Lvt$H6(HQct=pn zo7yGZ_d@w+K6ydnhI;Rpd5e9&8{3bvTXKHr(z|!tR)aI^{d7}hG>g=lFe15ElpO1R z4jt1fUXm847^yIHM@N~R7B6ujSCIBHvmw1AcG@bQlT-3x)cxUHF*`8vty#0bR62Oq zTYAzuq-}Dc?A97^sTQ+19e(0LKN<4t#r=JGf`S9?{dsLH|3~%j!9!y;6kM3jzF!Qn zvN6N0OPMcl5FhP0Y}DnGi8<;Zr;uW>C|0|4Dj1%Lt&;Shu|Tdz?e!AE`Gqu%tO2}A zs9B(T*BUFjlzWkW4KeS-pfoy^g-=Y~?iVlYlmS&3%hATxVV! zA?6Bm(|z~3+b50Z3tkES`nmpiKGncD%+jIdB)sO^8L7!Pd}W0c?%6& z2+br3%tSR?4RhUpws%ipDK*voxb%9uXOO3-$fcepvH6u|D@L+Ar^!n{Y<%|Ic)o&w zY#fMi)IhGpU%_tLBB7iKjUu^1;JdVgr9+fS*psDg8absdJQVqyWe%@_EdbG8+aj{` zpgCnw!^N?kc&q*{t~S;x%z5OwKdCzA{~@vx9BF%8nS`pRu!?v2}?$YC$*lX=V zN7w{0r5)~!)npT_5;8%pPIa<@*(yhp#9Big32H-?g5w3mPfTCp6LhYYX;U3;da+#W zbVNUA^)$|6;@MGiIybR5g-Os{q-tkgB5AWyB@Z7#ZO}5hw_L7UZ7sU0B(GCX?t0_n z@_bz$T3)@Z3C+0O4WTE)75Ild&c;1vjwFu9HP>Si!XC=DBk-dDB>e%iS#__3U74P} zp`sZwe+^b^uu}3)r*W+q)Ox;Jl*&+Pull|J!e5uwYW2JrXxza*Kt3*^J z5Q}&Wu_jv|+lAdovqQ4j@|tBY^Fl*j-2rVqiJp z%RS@k=gcw4eU5(98vai~y9;#5F%!Arrrhx-;Zl(9MG168xT*12oU+@}ih((9_MfHg z!ic8EtrG)o-<@#fjiFLV1TZ|tKo+G+eiE|kvy8iaKOFo*N)-RBkx)y?vaHOHM|cs1 z^MB>?XVre@;+VzY(o$dPTf+U1lySJC?R`k@K}Zu;&kV1%(sB30!O7{4|Hdbt24Gc zBMD%?8J$OgR&EhLL-bWAaM8Vz^V&D}I-7NrF%Ucxofx|*RzzZ*Wcr>eu1lqR2$Ym?HH!$*+w&>Tq9u&4YX+NC`g z36-_MoK_#y^eV0OJNr(>5Aq1V@30Ioe3ZhJqF$h|Ckz-@0BD18V? z@;I@;`6<_1^$wywpJuLK)^MYnl0o(PB zo4$YK*tr7+w{>#o-5U%hnd}={Ci4sQ_RR8^ffzQ)A-*mX#KhZi15`?<&kb+7HUV6k zXqP;MIi>3{*r>4i$!jA(l*!GnGRGZnmP)RZn{9+Pi#c8LI6#}xK``|Pi9=|Bg`VCl z_7lP7GcqNA=))*C?5s=rg)u4&koMwdBM79iI`S=orZ){_2Z@g8Q-MWy6377Vt?u?} z?8kX7u{hx>_RqoP1h#=yk0#zMv6=9XEOzIU(4U6)KtxX>lLK_y>N7-aU)%JR*sCp7 zlLkD@q)6&d>$y3W(3f_qBepL?Iv}PmmCXR&xs!9Fd6L?%a#glkKvAM!Dt7{1IFRq3y?> zKPCPUjqXtXO4U4P{`8ztzZ&~7+~XwmwHLCDe-HL1@;UYS&2QP=BNW<1^`*d>=_tVQ zC_J=RL!lm7u3KN;Z-z82PK>$iyR3SUqs+|amnS~6s@rS(Z-(Jf&pz3o2nuDlnH%jM zwKpVE%#xi8X=lw4tGJ`NnT**50jxk*=Ge*hd>Oc$HIiN2U^|22wAUijm&Yf~s?YP6OqhF@e2TAA_82}Lu-{zK%CClkd)GyAT}m6 zUV#+FD-YYo@0MRHFm)K%gJ=j=$AOEA>|BtLO#GFUWU;RSsBiZ;&<+ti=5}c;bFIbk zahxv*5=?5S0He|_XHe*#RpNlqx=^-n8ep9?`rrX z86z>wbRkNz>uk)@1F6VHDbm>)3 zn-0DF$8_)rf&r$Q@%o)i2NZZIy&bVI9ok1*%-fzHRs{{HO5GvmZ$o2JS*h9yHF+nV z&BI2>tmZW`_P#TPwf0zxPQak8uHuTt(@7KC*&SP(5RNujzukpoLD8l4SN0G_wX{sG z%P(b&``~{5v%JOJrh@a87G!o)vMIblwD%k(c8N-^@QpKg7$`?zlg3*;iDCfgv2pJ7 z?O9R~=nRgNOUoS|GIKDTWF*@km~unUdH?ZS08GxGR{)rDM9X>qh(1trewJQJ^ZwNh zEavvPtv&FEGPt(Hm-whA)v)W>XC^79 z<)ZwkAsRd7iMd8D@C8|_wUZNcH6_)??I1P|HVZ&FDS?&?u3V>tEF8q6^PgM*)_a1% zHd6a@*T$9p*kuVkkZR*5F9Uf0l#qAl4M3FHg8iA$6V$nz`Ei{)&wVU+fGtI7|Kkyh zf2_$>$Rw-uH;8sODLxHS56+V`s~qecWv$fy%Aw8~gxpzyCd{oxYy6OB^mMNam;0O> zl#H9p>S>-0wKyv@@fTuZ60Q}v9K7~ zl}$p?ss`g^(;?_Sii_WdOwecyLBb6ftCRW%r+yAWHIw-DXvhK)eV?RWqKH0 zqiD)V7$46RJoP9*uE#ZecmhC12Ef}G-UJ&^nyi_&#{`;JN^q5bN3aE}5YOZ`fG~+B z;s;Y=QP)I0e}pvncT@y+oj_(Js@izg_R>^mzs-?_J=de}XKi?Jl-Q&8U(dUuO>~>9 zqNW>Vb&zCgBM!35X)BY>&%xlYu}<=BEnMmI)*xD|F~mgHE-uu;)mqn39lMQGGv2Ba zmV#h<4!Z$+27sm44ZhNTfnJT_3IC@aWT0pGk7~1w9RHo4t0h;5-3HV5sx;lvuS9&o zr;jcYu*z>s3;hItwD-DtiJM*M0QdbtLZVP;YWjLz%QowTxOus~A5ENCNd6!;^YCbh z8sj&E2=IG;d`{Nw8I%`y{V1w^`;YOu{jj|oqZ6&FVb;{mMGH4uxwma75OS5~7KW#5 zVH2||uog$xr^n}h=ROAD3+ruiPkF#}0#WhrC>wKf*H(3H;JJZg33XxiOUvEbYpz}F z;SHVpMo}0zLZ)paAQ!fE>)X#IJm3rX^K$LBA7|bn5pQXAk(V1pq$_5*d(6!Y>$!W} zTk(y;8&~J&{rdgT<~Eg%p?VT@pYPbnEXGGC@-6ZkrOHay_hm=m_+6G_yLP>{>3Ul5 zve7FkXZI~LG$^@{$m#}b|w=4r>ql|7q3+gaB zQw^iy$JG(*5t)SX>?rv#2a{l51Dvfynn>$LDD9=0_G6Kph}5rksvi{43IoSitUh2 zvtc(0nh|!`TkwMWxnwyPz(}G8)?Xwu91*i|BxA7Jy3PDdk6fzq zQAYxWoYs*7z9Qli5#VhZ8ZL^4ce!3~B_8CRJr4?L3IFmb1HUQ3gr|AJzcw?o^zaUo zu}4|Sa0xX9d&a>zXH({J>Qp+Z+M;+g*5yNf7RoYDJ7YBq19*!pi(#5bs9TAM6=+Q& z)!%f_d|a68mqb+J5e81F~E%{0&Ue#kE%K}3ndg;h093X6WL$eu6G;|C)7RbxD9>K-WxKm%?_pyzG@i+W z+eH}N1 zRHv*KN9?pwMs(L~9BR!6!_Rx?v0ER>Q~RlVf_xh3FGY8qlaN!RE{sicS?LaC569|? z{0W#E@JouS(!YY8&(fI&Tr(wDm%7X6{|115BR=}l~=!hK#pQo3v=1Y)*v|P#xc8nm? z@E=1m+KfM8(llQ2S%wA6IwfEZo9-2)gxJV$C-(dJTzfG%Y>S;3fMwM6T;x>k*7QrF z-Lj^We``n$ME2MV2PB1<*mbn(o8#Wrvh71)(RvUk1GSxgU4 zQBoNTK9IXh#MaA3-J5haSKfu`($$i?Tc3P`rtgsT4MzexQI;e=@`c0VL@k)|&xlWK z1YxK(v_@gC723eRPR2Q!s9xKA}|u*f+d@k%+jUUY^v739)=Qaxt|g&v))N% zOv!K1b>f$k?@AmZr3qsfaVvsh706|>U>%4rSKRBhk_wS~0*n;v#lo72Z;SfL$XnEF z1{Ja&n$>WPg6Yfc*%xa zxF(5aSrLN{Xozohu}f>-e12sjH+}`bYMz$^GySpwo_kBXxdcW6q_c%_ zhgP!7xjzR49>*}=D*W2f9(?>;`4`V=*&Jxv--`WrIUr{G>=bN^CA$ens!9c$TY3+A zC`e^;LpC)Il>X1qo0^9yLTK@z{F;{E&M*E8#R3RtGx)OO*Z6Q}F3|)QF>z%W#Vaw_ z82=K45G@a!Wsc0L+@BEHA6iK&fx%RPM|z43jNzjm0T~E1=y=`w85DpD*unu6u!KaO zM!^CYh|pIGdI43f7W-1;0Bcw{Sg4Hy6piST{F#`96f}p@h=zGevZwGf3vGKsmF{w1 zEs?F6+0(-1Zhnq0WDYFbNVyypM?3B(K0f9G8`YpDhb``;OpAjpp~ueBO0S3Zul#g! zcCvKJWuy5G+EKckPqMH?<5-Dt9TiN_QCCDd(aMbcgB=0G1Es=6W`Wcb@3+3S z$7WE2%oGVPM4{9({?Q%yQc>;XkCg@z&GDO4Vb9813~De?qji`sOuc|O?bJig2+22> zC!G?xnJ*HnSrY$?v3Cg1Z40(QcWm3XZQHh!9otTJY}>Z&WXHB`+fH8YeVu#WJB`y> z-``n(qh_s|b5xBv#?t4(ph!!dB}s4H8m|JIYt5*1BJ zL7CkdFc%NZUaW?7hYH|xBUFI4aTU6a#kozb>gtV!3glJ3Ilm3tw31 z9|K?KSjO@Yj*iNVo$7-M?M%qSAMXw3FPUpZcsfOARsgOE`UNSd`kg6`yOywA;P)6K$`5O^iG{x_FM(`EmHI1OQ~t#H z`eSX}FWjiD>i}|Oy9K;wVfuhPQ*A9(EM7P8ovxKge{RuK8 z!0B&+PI~g~p3DdKu{)PXz#M%eH9fLzY%L~ExrmXqY6Umu6K~raWu^W+yW=HD*RMj4 ztRB%W+RL)#HlD}iY_>D!uS}2SNQYy~M_3b5*OQMjm4ktdzn)EX7E$jJ7kdw<1Mde7 z0a{&_-C@K>buCx1dLmZ}V;7(T*b^KN`e#yS?j>~}=jZOAT!YLO?xCzyzcZd)91>oM zD<4a~ffTiOH~tMM{Wk#@1`fu5OwP3b&*V)0_bm)Hs=y!hKemv-|6?@5RG=_2-|sVh~GR&5eDSWX!6q5g0;PKX-qJ75U#eRuc(lC!mc?D*Abn?3J( z$U#0DsX8t|Io#;t_ntz68cBjSRp{#Rx{Ww;N@vQ=cdUnZmmyTn;yakmdtr62pxXWa zVv?-5cOD-T9t7M}1k@fFq>VUCMLG+eb(D#Lx7hCk+U})nsp1K>3-_}_0d$DJ++W9U zA#~&QuU92sn>S}SBOShEG*HEXNrcRZxFqQqfpx6Nak5OYihZbQsa%AnqLfu}`KeE^ z?uLW1jAYUu-kOl6ZXf0p+`A0kXG|zOB5B`E)O>2b0OLYQ=|(y1_qj=WJ|YdB@6*TQ z+p=(gt9;+jr_q2v;%+%e8M26BOs1VqFO@WCyBdB&y##6SvLkn1n(01dipoibbK*6W zc#1#jZ%OG?MW;R_-5yLjUy`DbM*bIZl?;?m<7>atACTLjv<|BEgsoW68=<3;g|?lX zk}Pt1f6tC}sVu8rA5QZW!@_kxLz33&7mI*bu08Bhd4GTI-(7Lxgu7o2-rf2;45Z1L zkE-|%)#4AiDN+NqDZo+t%Vv$0BM}6TZq>G^(BJmUUltMLWC={{K%EMmcu?`Iw z2m%Sz(1`XXN@tao7tXA+rD+d0<`#BlbDuAZF3%RONQ?K;3@L%Hmxq%9>| z*II@4p~+YjOm!lbr7i`VB3lv{q-0XeSXE!(E#BZ`(cLPzWFPUYzsoDTg0NmDTUT(;1a~U>*qnUO^55^aLN1#jI%`~C!g+d7%i}6E2opQmu=m-YqU;ltUO{iN+;)1 z)XC$`T0u%|Fa=FbjvUue%S)5qE~YEv2M44r#x~)K7OrIr_HY$~9I$ zzEww+n=JIX#$kzB!Ai|c59ev`g8Qh6b2YZ}7W+NX{AV2WnzFkz%+nWa${BGTu-v3` zlA3wr5M1(XiDe@MruT>Y+J$<}Vlns9)iSLw6lPL1O63t}P;;h4&OORPt3xf^rBz}h zT07bCTE7H-8pIVD=H~f_KZ{TAhpLBUP0Li?9MFnDLAd zRvjRiaI_2b4QpdDy)yUP3hM%hevNA13@rXx`jUr)@GSK;Ss4+O}2KY zteV$(UD|>MMu;S)8p&(v>dZGk(IIM7FM9_s19FKaqc+h_^PFA}-wApf=OD?|mx+ST zR+}mFI->*8-Cyn_3aIv?B_I30j5IaeXz(8T2ddj#r4@~zL@BUh*$fVzOOIYF*Ge5I z#}?-^*GfWe_2xJ@Vqy-=>7Qr8Kav~ul|0Wif`mCE{Wa24Hp9OqNpq&>_lGE;VK6cW zldPpgC60iOL_>D?j`8+i7alq#sRbFz099ShDP6NQ$X_=5KLI)rneXHa;ABee*G6}@ z+C{;JWKjXlmK&$Rkt!IXSPD-n;{-_1nz4VWOkQS+CW(-RC28btn$vSa7ywUpucpRf zPVSEb)1Z5$_C5B9(FV$Z;UBOqGlN-(kVs*vWd@w7Tg=u|!Xm>DpWK(GC zoUD~=*ibS@<>$)Nrn6`$Z`M5(ETNpmHaCLwD|YG(79zr#3!|%8%#04)P{e#1(W(^Y zf~#|%vPb>t%37y6`u)qiDlM+Zno?o@=u$DPv9|`TaGqJvyGl48>zRuLk)pqI(YG%e ziZ*TL>xsu#218j8{HWEALXVUiXkOM_sooek+8bVXq)(GVW=Njo=p#9?=!Z7sFK1p* zWXvI3LuoW#ky>C>sYI|Yv8R3PQf$>_?lN;h6sF9+$4qW#ZIif`D?3-ZKp7#1IiG_$6d7jnyp6M3_M_kSxnK`Q$0S2yJ^l= zqbD(n>vaaXpC$=qDauSNxo5LR+rb|M6NKM(#+gMuA{CFsTGMUkeu#iWj$40`8Pib zUfir98HNRGyI+ZdU|J%rS9SvJs1A%|Ynirqn!s*kE)YosS8q?@@$Jxniq1UWcn*e~ zFIIARZ$OBrcpUByawQ|o5Qx{^NShA;fJQlycBSzTJAePI z|3;Icn*)wAW|-UU0S9Ngb0#6{@CmH6?D)xu$W)6xaudD*0kxd~u zW=b@I)#v!d#2XgEdt9tyc%tF}0Yagb2$q257}CrwOEnA*$Es5Oq*`5e7ozNLWs(mS zmb6dVvk2mMCeuAwNpq^MU2beSfnqc>W0P`{%u&JF6)LwHd4LJen3!KCrP?BH3LjFL z@3SK4p0gGv`*YBjULe3$nsPZa>-0SvAMsn8vRI)vILT~F!VH9YZ_|ZwSSmMx+|*{w zA!_VAX-f%VilWDs8ZG2XbB^#FQ{j}Lwfoy;QgbE%N|EYp7y^ILzQl$~xZKqVUb7vn zo!xg%mV^-kWlrIvbWv}9AG}gDOoH9{Yt*9fO%r`9iYvQUYP>J2gHLZ5gpFNobp83m z*)JtIC{v&m9cyjf{Sq@0=GaPJkPRJ6p&f?}0W30VgeF_m`k|3{IScGu5{oLkASDKxi2VhFiJDYY1x_;j zy+7tCSD-!ltR9;Cz)T=LzxqFnFlz?s`-lH5-s-xeKg8^&Y=_p_LR4?Ef|J=r?L#h) zVFY53VbtFGLhK~_cH@Efm|#!I3CJR{kTBoMy*tEF<7pVxcS(-S(#%X>7R_1ySc(-+ z%%6}Auej3#`m%5S4j4r}+_Tn{p5TWFlik=_%*>3h>n|B)jKiF%b*nq%9=|jbKwZ5& zD>Pl3nPMj3apEgJ!1A%Ul5NsRvuWmN{@YrGQq4Bxz^}o5MOnrSP`{vUR{lqeHe$~~ zcDzp8DJ|6RKCJrjiG$4qszEyTOaO9HG*h3dp;Et4wixD@mZ%06F?Fn&9s9zZ2__8|2b$@v za@%~xn@SfVO!W5z@Jk_8kWnQW?o5S{-K0RfZ~e(ZE>Hw53wi&U zV{pNy-EG0bcchF5JR}P#p&uL*L0`Mu6@|f_vE(*DVNaY7DaLxUU3>T9&U`tvvR5RS zuC{<<3VKIDGgU@eV`fjR+dMYmuZ+coH1IzC$q8le0toa}SF;B{JJc^T+6EM@j3+{^ z`05@!evF7?kI>ju%+G1&fsV zimB42_LdY<3{=}%>bMfsA$b%s_+_C~(OxfsuSIJSqLZ{x=HZ38b4+5eNW!1??siwA zU#7NacTe@=`b6m&hx+!1e$6D?aAN_JiwAmNaPN+0JpTq?{*%}=69@hO555q$!2A&Z z7C87*NX}rOK?VN&2H0j*#|I+{xy-(tH25E*L|?u_V#&mI3m1=K>*=dCmyQy3k62`p zFubB4tHg)=8@(>zzuyZEZwNVCJI6+!oe0y1?={!S*I&4(RZE5Ox?5Q(0ZmjVgMZHw zw6=IY>`Ihpo)K==sfws~TouRue)gj0gZjb&^kfaO!6}DtpCBcZK`ueaOJa~;!cXqw z*%hWghkPJTZPe!FAM0jzM|FHJcU-6RbZN!voS%G8&3t$1e%+b`yo?W1Nq$A%)*zlb)g^>NV;m-Hy}YCEwpYrDtm_QVDkFHIhR$`*)B>9_0nD)C& zW%2lJdHwB3Ub9NCt*Axr;(oT=;??JMSMTNVPt*2}sT5+CUGhFTh`P0T1JrEBT20U3 z;`*Cy(oGYjjcSC_^uBV;5f-vGR!8uTEuDMZU2YeEI?@-?a0p(C@$+WM?dHS(;y5%K zOXmGQ(YwQMp`H0USdb#$65!v<8Uv1QU&hOHy z$FM>JEWf;y9T?(=wYuM@hwt@duUVG9U$*&}-;pQ#%6p559~Z=TRIOD)sSTAC)^+L+ zvcfE)c+*lThBAbap=7~&ecefUDm91e1x^2Fo&-{)MD#OHx|;YTR@zsVB%$V?i+^tA zb_`)QQKiyWNvn`etIUP3SP>Cd=r}KVWSDD5v7$sDGMra%Z@$v45E|EG8St zB0e_yQtkENSe&gDVmT3XJHU|k}iCdaZk z=Lo;Mwg9L!dB+1&Yc;l-H08j$tsW zMwl)-Fjzzv#2&yZ5wtck6WkwKN9-sPLb5=XL1-KYxUG}F5DLo4+wYQ$TSM!XIu*hxV(KZoYnG58)gs&|8g90s zM?<354>^RtNY712B>*T*b6WO8G*h*=eb6!HNErbvC5){ik>FSy2y$%AB+i}3)JgX! znQbDqT8*3X7E;ie7f9qBNjA%vqZE=~K$Tqa`4t28>ur>K3?`xc5|!etlHFET`JsNO zHAPlAN{UoY*}pR%d9l<061kMLV(2K(#B%HqJ4_EuRNcadjJhL@D$o@~c$b0P^^_A-};f?RW-etu@>PrML$OU$MEot>0&9!cZj^=vk zxh5wXRs~Q|yRdmum?-#XtAV8yQ>Bn*dQpcu>r47$dri^hbsnA|fs1ElUOB9Z%h6fW z;QPU=fUyX{-zk5u(woC`8B z%gIzGSmmZ;yK;N}j)axdqQZMGtDRq%>U*~hNA<< zaN5ktZpCul+=}3qb=!uWwsjCWR|&cux{|p1!vM4d3dAk4`Dwm0MFkd^YE9YWzJWz~z z-)R30oPrkCr=W%7-VG^0o4MF{QKaJMecBGDQ0aNrZA)u}P(-cF-DBSnCF_#DEgBx1 zCMswne&N<4T#LR(>5`=RF7uqQgujuUI-W5lR7EBAEBv zc=Jfv(3QxryMKp>m4+&nyP`VN#%9X|l&mD9<$d0IYe)ZEz)E(nv#1B5`&;SLC>Vh^ zLy7lfM*-xm$s~!b@mFi*-ruj{ALp&(OGU3}`PdtOub7>)P-*LJY-r|@{caH}z zUo)2|8r`809lh5Cw+#|rK^VM8N~E3#C$9OTSD6qz>jB6cdHcyd#-5nQwZBNCSF?3H zDoP#+%mYBIN}pd}yXYKtbmQ0GIYHl(B}&$5dpJ&!_bnJm+i4qyy|lAdxweQKT6$*P zizJs?RoTA>CU6Co(UtA&eoG3gz(a&19kIi^SLFeLK)xv#xJ2JMzE0<&G3-6(Bg3qrnAZ|Q3_nHA$g5VH>GSgm##DJ;kz<|avMd!?uQ8%| z+f7FzCo*a&=;2^BMT9h|Kj#v}=VacHNlIe?bo;|0y{u7?;LIqzLfROHv15r>&;JEJ zIjySP%aer_adh9OnsB(-DKP7qGJBgU)u^6VK6pkfNJ_~o;b@?!x5)3DuvqfY62gB_ zT7<)K)2?D9`Y^IUwcYV6Y}~CrW?&DUj%_m!6Q@qXU9<|4V5+r|+cYy4tZa@OIxqrV zow{Eq{pP2s8kml%lW_>Vo4-O&c{*ljW@K0&m*B6BGO%a1V6;nHo4Q{(kAhaqi@rDI zvsZ}-Avm2@mgGq3L7y-=-_xMr+8E(Dgt)%)$S$zdl&g4RfVhbY(H&?W*?f7tD$(ck!VDhH!Ngq zWp#j-F}9Qs7Qdw2P0WPHXaE-I4K+OSIpYxsC-tbM1;eU!3c|jt0RZ{)1K7| zSBt-6d`_N=NrA{C^A=nH+FS=}ZX|g>r(R5}T%=D6nwKR41jC0qhDGoI1m(3q`j6!@ zFjejnnAG}8ZFH^CH$||U5!FOqApPD_)R)bcc0+Ug2Dw0Ak^}J=ZJ2f3+rV`j+gF{6 zG<-01ja22(Lhv!93$ju(3S)qVd5j4*b$!V6YF<%kvY6UQft#WXD8fgB?dt@02%{jDKvR$=904wny13ScY14e@B+# zKup}AFxJ~2(eKj&<4Y*gb-6rC_>{cIGc;;?Q|9KDC)eYrz^>7*_MmcC=o$zqOfPg@$;c0NWS zciAoNxjYjb#rh)Ojl%H@Xj4T;kU7JRiQDU|eV}&-6?H-otW~WxbBQB}OnK0FNSH^> z*#gKvo|Ho}Qvi(5->bQc#A-O06&2*wot*5G)5&=Ip4!9$w4`waFf+(>=SMcn5>qT> zYJX|ALXw7AAm{EP=5VBjONR*%v=>SKUWX9#qWX2lI^8Cr7%$4N@ z65Y$nYpp(8Y8*soylX?N-cR@Uclt_odQwGN+RjYl^4yKpH=WNSAn3@A2Cu*BNp#&B zJK7G}>&Mkl=0wfbMJJt}?wHNgf7SAvn`w&R(w3U6ftZ1wT~;vd0c)T6Y!gLw+rttQ zCyhR=HouWSxi8ktq~@{TNdg#ay*BB#*LNY(D70Q1-ik?qx@zApFNJiv9jiFbRcT@G zWLMtIoB7wozfw5whO^m4Sm=CdUK4*>L++I+n5JSM^$WASRv#Y=agHaI1U>>~L^)1h z`z_KqVZ63KZ+O7Gk(g$KsP(7<9uE1Z0EZX6k8bB~VCobHIeCuyE)O7hzaX=At7?8N zAR-Fpcbs^EW7R{>T&xpZh{lyLV%c*CZjKOY^y)+w_6?a&=$DQ?rH=aLh6yJ>{J5;u05)&H#8g zi`?bGO7p==zjJbpfO09%#_@lm%v?6I?20RLQVk;Gfqb@|?hdC02DcREusD^Cj7q1w zv<#bgLLcwq#`)&OYXNir zCpk>~Z~~REHhfhkSX7%daf#R2y;zB^NR~ReHz?$?t+PInN6wzycfw(9#IkLeD^;kp zMZ0dP81;x}-yj&MidN^8>#`xc^0hK*F}zh;{+y4f*L?y;w-&rNx~+rNW4SG@z^Op6 znD_tQu@~AQa`&Ro@JnUD?f64p3_ejljVbrNix|cqqdxpHFYyR{a5y?aAlo%mTiD+| zRtqYp26HY6VzXmF2ch}gQn?IP^&sQ{%Vzl_gwu&9P~33c_5I+x+eXgvFCd)ZKanjN z*%(>=?+oz}OKKXc<#tQ2?ikSU#pf3uFEWTGP#XsQj8JRI7z2X5#aN z1I$Vft+_sCn_aO#+qf_4uVdfL+dFNaE;?IT_ocfe6OZqMbXSGfyU)A+nA>yAy6wT~ zNF)T}hCUiab<#v(hTpVn+UrOYBOZERsHiFnh*D_a_F6WwS%goz#9%l^=Ha`gDID-YEz_On>`K zl>Qb>hd<))Blc&%XC=qWiP{IuZepJ0Kt}3=Qpur%+T{v}FJ)Fz1=+kI9B`y_%4!n; ze}{RQtT=r#RYrUPJ|nU;LcU080;C>;SV_{_iKYWqgz!%!iDSGmi7#XRgr=0zylQG+ z@{sf0MaRIky2b+6&n+gQHxTOaJiPAlQSW~5@Kf*utMh6VVNBg&&}T2s)aBLob=wux z*7g0k`Jt7<@njdc(O$vl3GKfT9gB8m7skNd4YkE1oao8Tg6^_#XYIqo%-lU`ch}U+ z4KlDEn7RW|L)@2wclBXq4&QMPjeUR~0diBFORC`q?y+Yti(%W3y8Uv*U5>oA%Gf^X zlS~hH9he+oLb7BQY||?TKDQ3S?}Ge+hBfW8rso#HKiFEo@TS9x<;L!G0$f|y9nWv>B~ zwingZmD3CtDA5Gm1fBR$3jVor=E2cAQo%qs$-=*_@$6hph7E+quwPr-EKwWTsi~7U z0&i}ntOl{oXsj~FIE{BqLzFcB!VVY)Jid&{u8d&F@5wv*I?x$G2_G&X8V8bgl5z+X z_*Yovk&~(Zlob*DGZ90E5|b6R)MqJ3`XHgZpZt zB885|ZUc%#!+G%sI4Y+u2E#LhgFCL;okCk@Di0pb?GeCu@t%#ej%IvrD0OmeXoV#s zZD(ir?ZY-*`jB_c=GceDSpP z`vJ2cV%7uiO0-#URPeV7p=I>;OxZlWcgm-m?>}*QhlJ|lAxS+q8Qv$itEa;e(iba+ z9a@gU9fY2TgM0Rid_UVPIQU;|XG@wLd&!)o38QBhj)w5lOmL=; zX#`Lyl$0Yr7IrJh$+zO}XGNyOUYKT^puqSY?<1bVQzkhnk9fRSJC9@+P6tm7ljW+dpD@T5KIaz!;CJrxFQPby@kIjOS; zrdas-gtu~U*K!&_-eR(l7v6wV*k*yh&`tU`1HkT3ph~538o_MGz<8FU1188l>28>c zpJ1sB6q?8Qn6RlaR$<%uK;K+uz&P6ZUd`Z{3;7uPQ6GYc!a!2~-Z~iyNfvheTIBj* zCUl$91o`=7;!JFdzkm?#B5@Rn#TubiF{$~70LvsB2ZR{2y;;J!LP>`9#^|tS0DKH< z8~4F1X^A^NNM^cIvWKoD$`B)eI-29BU?@J59#wBW2?o9wenVtWb4yuyT<*dcBd{ZN zX3ZNDf-#%ikXaiftH-~D@v8zEN8=3~ zPnYrx+9Fz9wL;FJ9pgBXny3qYNWLNL*sssZpN&R&xa%$)#xam6G~iH8N9owZ$kxPc zJ1!41&=@#G0!kw8s@#j6SrzTeC`d$t9_?yGG9k^0)Ki^5r&aU#c7s3sTjJ?~;3uN7 zX>SMg;?V>}n-f8l32eQSj&h0y)3_~={bbgvb27JBo%N)nPtHmDrrZyekpW~94+X4R zd_6w^vXeU<5JOtn$}GGrJk`8)l(=1{tr+oav_yIIt)60Rk{TCP56nst=%{_6K9M-1 zv(LkZ6yWKA+o6j|@Z-pB%$k&k0hI~r&V0#)*u;j|I81mxYC(v#jggM#R6N;>G)!E5 z8GCH3s+f&NJ5q$pV~vWzD;o ze?}Nm;{Pa*^c*!4&ASti9w{8G9Efb5)5&LcYe&khfikxQ^nCPR+tS=hc!&( z;6UxSBOG0Dz74p??_rwDc+6ioV8|EyPi9?&JZit71nfjYMZr(OEcoXT7XGXNEvTBo z_X%0z2zv9(qpK(@nMNWkSt3lM>J-d_rcy6n5ZaycTML^DGU2IdMg&XT`l!Cv{vD8xIUN88>&xHzH`smc?^1xgaa^YD(&uOn0$TMs~4Q z96GcNShab%0uD25+Th#0{>Y$vVB{=VyX4KKbY~Zs%Y}`Tk7|RzOKIcmT_LJL7u^aU zKBu&D4(yZA8tFhkg=klaWp%6tbPu*wIMXn_4zM?bj#gz6Mg8d)Iq!rouenUkS;}dy zUR<9)Uc`jkfaLF}3L`|d%r`ux6B&(rdmUn-Ri6RFTn5Kou0~O*&2yM;N<;}Z_x-!h zIWQ+INy)PAo#n{5w;EOfw6#ot`^@{}O<@M>t`}3z;14QLZpnd4*m$3UkJoOHeb(%7 zet@uNa!P;0-Pus#dLzJlxBpkoDJ(_x&-`+oM__}CmS)io#Wr00i_f-mAR6ejDDcWX z^zc$NrATG|u?{PgPzM8|$w)Uo^HjhrzK|5&Zu{Hi5Z5L2sbu1#W*<*zchsO(8J(66 zwS1d71#&4fF~LkBoXI92VGhEvl~J!HTPmv-{3M-&UfxCrjzW1mcU1?@0EKhQwZY-4 zcOg4Xz{R>kW#*@8=x;nNlp|8knE(U>onyW-5A!^dvYw-kAS`o(S@6pPBf;evNkpan zvXa=0Z`#c&wX?Fe{7nz;)>?&r749##p!O@CD3)f&euR1kx5;JXg%&B37|65pSlYe9 z;Pt};`0H=g$kqhz3SCGSsRD=pnxcHNVIaio`|^_uH6X4xdVjv+3PD^HYjV zb6^%8J~tB``I4Pzc)ZCmj&VMe)5&CRZhFU z_Z@GoC;CxwZ6Ag1x0C~uUDNkl7M5)d&tg$^$+BVXwr-j1Y3d zBmvG_XyFOGCFlxuGODCFH}4Y666!vvGN8$ird6PX5w?zem!XT7gl)MyaQLY*v zDsy*N(<$R}C35YdJs+ReVo?i2$6f&|S-<1sDSl^+t%(>t?Cb85Au^tT*$9^?OuAvo5n9(?c@1MNA;%|Lo8gNxq4(V)EE32LtYWHcy%hS4%pL~*>lz^o3f?lZz`P6 zN@KheS#(YYsPtN+<2~=&b;=u>rMy1dS4?6M;~ZASJfS}(jQgzCJm2(T2-E)M!c7@{ z^@L9k68)>`X++tsSIvS} zmS{7>=oD!rlr8c@ZqQw%vz!O*>u!LLYNo$ngWG*jI@O39!r;)L99aL9R2WL!cK5D> ze_rhomYx=K$H<_$xM}J~PHmu@bgjV0B?yFFs)THo6Hsj33I)`tGJG#?h@4d}GucIJ zwXM#}8%<#{FEw&LevJ?!)e1F!alqJTCtIZQJI7Y6Nz9N#tCz#U+GnQEUY|=3p7}c> zf?&xWrvs%`&#tgGrZLO8v$kw=F92D0kJ*(uLiKJ?j=jrI!SA1ih;!93#5)GpPiptmo__dZ~tQ3E=UZE^y7&h(aiSBPY#R&$BbZZ1Pba%6{V~FA>TN$T~vISH-X*S|`e zxK*nTMOc$5keRJkkP#S~YcHLfi`{Z#w}2|pw7CGNSEgNE5AiHGmgb~axg|zywI}2) z*)EZ4-pT8rb4e$af0mD{o)uevT1?(gBTNqP8}O3d<~{8O0e|51o_67(zs=#dAv zKat%x&<9`W%mo6MRNRV*>zL#jh{PM0W$?=?166G-kW+a2sS9@Js=jKwB+vLdL*`FLYQ%0y#oTt2&W zb*9qD)Ma2Or>Ff=Z8^5lrtR}-)numkRtzRS(}IR2_*U1OuWBB;e;iX}+Ev(|TqK|x z6uEF?8zh|GeefjyNm6~spg8><YSgY_4z)qPJur@hwZyC+r4vR93XH zS8|$fl-J{o2d?0~QR=NOX`RZ$n`^L-x@_7z92ww}#J?;qEB$}DzstzM{C_)2Ir{XBpXd{Oecj(I&bMb1_(nD$+<=)$kw(R_gptnIvL|n2mQ4hTf8>4Y4AikiIOwaRFH6zSZ&}k zD%GR-w6s+#uqlB2JB=?|!M#u1iU#eZwVFY^z~Fc6Rd5_g>0ysIYmpAs?f5486swRM zGL8CCk|#-FN@^qVr8rg1U}Fm@Ng<56$XHi$;mamfSf{ShTzVt^EM9ULop-r?=fKLR z*uBV)o-*XOaQCPYU*ga(m8Q`!_4g-$0)KSyzs34LweOhO{?WbDNz}7k|KAUZ;$ej` z{Cgyx6Fhi9LS27TG%LEBvpF8aVwHSKsQc3@O9+&S_+~!oilcpb*}iT2LWeEvB?T{i zOm=UfZE1bn?lB5Q%=1b+(Io#eJq-CPqZ_xN)vIb4&)HVQ>*Z5Hb-UZk*Bk3?t!Q+9 z{AQK63(uttwTj2!e3w--F77$w%q7jL$F)SDQZ)|#c0Kcz@ioIuy`_Jam)4Tc+tT}Z zYHzozvQN?(XIO4si!F?pGCY50 z5Mdra06px7x}Yn*;0dY#mq=#U4508y75YO~gTIPZia9P7>$84jjTMyb0wO38c1AfX zLzKrIiAB!rE$Q22a#Og8R{+pOcI=BF*lmWynQyHk=uHzGX3oSwTp%g0$SavCXu~%k zgE)&n&ZRB;)54$Ui|Ncj%o*UH$As9G>l^GWKmtu^AP)gVhseTI+1c$nY4u$dI90U! zITf!Qyt{);ZB!5a?A@GE@qAw!M8}W5Z@kB8dW{!mkDj8m`;5lT42<({3G$zW&RPCH zA7kRC#X3KH(Df&>XPTn_V@n4tdH~U|{u;A&Cifr0Djfl8h}G_qb+tKH@mxTx?!~JK zj)sD?0>)>NTQWpDPDbI;lB?rtk1({elg9~W>m=^sI_C%j`R_RDl3%jEGi zhWlN0@9qb@BNLq_+uilnrvs{pZAA(TDA~LP0?yBnU28!`X z#1Xp5xS5-(NgGb~A~o}(?=>35@D}Xhc0OLq@N@qY`Pkl~@T)MaWPVsYOJXgPpQ20n zQl}JwAtwTZlE^ANQwT15ih$OXfcXR$RNQ9RNH%RQ^csIMw3|4N0`@@|p{AWI!!^Ef z3K86BoOpSXPI;a*i;xs4oNFw1=uNCb3N)N-poJ@39%q3GMtPPvXObMJh%&F|pVCgG zU4kT3ZsLv9!Twry1l&w;IEuw4H*{F(Krp&F9(lBgfoM2+^pvq-vuQ_2jpX_Q=?G+hU!O=t?170`G5 zE_85&?))VwU~v{QJY5zveQ`zYxMI42L~^F?&K#}>%Wt^6JrI2DYg;jn!ro_WdY+AU zH%)?QM@Au}`=RLM*~Q|BgGyO@){uwtpw{?MH27efG6hmh7TAXS51-iGhfUWZ3hYrQ z<|EPfwKjdn$k%H&+$^7800;%Db^n%^O#f+~irfC5O=5Walj^F@2-$bS1uJys z?6=_Nkk#r+hKwxP0`b5@@3+qpq4$aaV9xvPo8apeUD|{}v%P1Diw9*jk~(($2KYB~i3ftq z*a_HTi}VXoCo@w1tBT^`tBP-0^?m!W%LVnGpu!na!r zSLCh_f{pfR8KGvVL=KeeruoCEZyLJIS*t-?PoveE)AzGW=8i5Sx;vLfiOS94Q+Rdg zLAL)E;{OD9S=j%ftEiJWX|pB|FZ#?Klu}g=zWz)X2d@YiCakhXNgP3o^DamOvd&mL zvc9}=PZ2@r=VYZfotb8ER59r>-*jyC<#}iKlDq)h1Fe|G}xqfqCM1`ULWI zoFi&quaGEgzCRgGU>uskZyN%rxU}AyLP=1*bApdfaJ~Z9JyT>IQGmW)c}pTNkrbfc zhy1jvu&%M#!tCnhzwK`b>z|aj;+u;6lPkN#H6j*JL{b7mtJSfoMRfz?6im>QoaPOf zb)^6I-%FeN%{XJh3-A@yO5^)$h_m}^3gKXT;wP|uNRsT(K?dhDDbOY{l&>vHe4FF+~23kfTLnC*7cfAc)E$ z{1$$|CyI+4VHy!Htey$U_2u&hf9Pch00_aK%RDrRjGY_Z6vbXSpmI0twxv& zJ1=j8Lw(n5hP>kj42?0m>`mvIXx7%b864z=5hMBy*5J7MBJMc<7S1CHC83PmjSaEM zFlaxMn3q@IPcAp4!rzUhhLCq4_pC9}-gps%SwebPDjUy2fnDT>swD@tXWj;x2x^>b zj9Lo)fLeOjsOhmroXv`4+?{i3yqxCvU_jo1!8CPj{XEr15Hv76ZC0d{y#1{X5!C)~ z@n!ul#gzGLgxM#a3*pY!w3PI`+Jiq zxv~i0DOa{p4ucE1>*CY{62$jf9?wZwrsuqdH`Z12;z1!@7X&()&bBO5Z%Y@e5&W1p z)0a(kdf@PKj^fgEPkI^Kd*1xgMaJppVNUl3ALhG*ml8Ee7H`4vC4)tu>6S{!u=U(> z76;t#1_*G7tg0TFCxPtdO}jb1&Zpsa4Npe`IWhNNhjw_waNdh1gv{hpsnG@_OCqgN zG8NWFw45vQ&xyYaHk3fuoVJIcoU*1aJ&p3(?G_X7I)T>+QN$4?@Kt^u1dIICK;epo zm}P=}W8hRsnIs9ZHdDR4N;ER`pvKe!bXgVlnfJCj!WPy0K2fPh5#w>;-NaEz*R^8> zh4BavnKM=jd%(!zk&=Ks#9mbrb-~9KfI4KSXW?mT^{HGz4Sz1K2!k#Zjf+=}AGi3NOgQbj>81mRt>33HD57x*zVN8}S^gj(M8%g$4GB|nu4 zSOjU!rz{VKV=wL^xI(P)S9@ytzUGcTy4bjKhydm!Q9xs+7-}x!_mm#_`No}|iH=j| z^sGW-7*k0haaCtF;@p~L6UkvAP8mK*AzO{JG^GSp&GCpOQXHb*W)-Yj$@z6xmsh=u zPt`Z@w%GIUvYRhCQLL21W4uVA(7At$@qfCqz{vj3zD1mjWk3D@7BWtk$oLo+b0~t^ z!bFfYYi62@vo%RmGpqg9pF%dMdSU>Gg)31rBc{!^E-C?b+p^dx0+yxRx0idJOr(87 zsgh`dPwa{ml=D0xZ11gql<)|CE7w$$5wrZc`xD~1-@2z6X4oAPynHz>=CFWVh?%&c z1R1TX%`v?O+oiHX3c|l`?JN1%-~X(3%%FMQcGFSKNID0tw%G)fbYVI6<0b_VQ;y5i z7QwcmvZD{pGCB{Iii=X^twgDcmJam11S_XRe>0vp%zI48#&gr~&@kq+<>Sn9&Nzfy zhdShkmlCdljwSF{M20$5fXoJ)VYFww-FUy@@TpB)FGbG>3kCAL#TE4(S4FbwqHN&> zmxlHKOOV+l`m4TD7u(6TtZ(}-X zV;fT^GyI>H(LZ7zr4FHvbi9;}&KM?HW}MkuRBX;wx}X;bR_tY&G=(uHbsy|1U)w77M(oW1+~aeXiMr+NAPW1U-$ zlxbUf>N(4C>$&qdBJ}2#K$tLYJ3Q%}5RqA_1ei`bGUhJ2vmflHAdYUl0eCvhZ4llk zG8OMM0LXjr*~>foYQPj|Wb0QB@Ti$T{2=c&PmU+Rhu1Kq+LxHuuqT-8OSho72w~av zh{87a>omYRR6e3BMT#f|QX_-rXJagdl1XP)YN1@1LRnL|xl*xo&H+zPwK{sfIw}H2 zO6mN-AUPpoKJvIAGL;Z=1)_7GS)`$$p}%2@A`Svxm3X9TAQc;hBFh+ZlweYPYIMfvD#A6NS5EfAeKsi!Ym=kLezn;jIXZQV|b%{_SQc2$I| z)cjCI3nIfk7J_NvyA~`#c67o&=u*;z{$cQjj0{n!BAv1m1V@Orh_(n&Ve*C?b@AXt zOYoLqc7{B4ek+0(#Dt+bf$^aPKMY($wm9KJcynRSJTxT2nn8R*vrxN3p_9-YVa?ee zlSHBX;D=DQP}}#ww+|VIs7&E%vh`8VIk!_8jXzc?7Yj3^LbEe9A!Q-Xu-oh(TzVO{ z+m0kY0zMo*IXrk@AEre9V$6L6J>3Vv%x+C7+r>zaH0H%RBL>y_b>ZI%4jZw5oF<$U zQ~tPMvR8V%6%1qsRhqcZ`6!PzCp6KVn31>w4nt4khq+GC56{6v;A ztpBCLm|WZu=Rbu!h1W;0c!2hYj@B3azAvxXd&6Hi{rGd2Ixx)urHk|(Sr1tlwo+Xe4ubC>eLvM%k2QTfdUU{oXq9^P)}9%6L9>GoJp*sTKzKhH{ed3#ZzR zt;ZZ{mXu}EQCwU-pDSH&@k&aPIWCQTy>BQm=&#avLLKZuM`OH@^&7u4X!>cpg?$~< zU26A4_p|;WM`9z>>I)D8_HSP?>W9Kd_b|~Hz44++iF&}o3anP_tl3b)dwRSuctP@lra3KR28xFViu+H9`VMwLn&5_Z z0@5@4tn&jQJY5)a$CT)K4r0pPk#oP?>1BAm*IiCYYU-!1Xwy3BAZ>;L(gD-Clc*Ys zu?d@~EgPt#3N&@3AKzi<@XtwJFPs1HPnUnn8F59G?pCv(+Xkb|U^iIHVvL44sx+Y4PEf5dD=&uf#a*|hjWfeYJcB5nKDM7&G?2^%)_lBA27VSe z*GO!5)W;_*ulpwZ)RhXsC(*Xr66eHS7CmT{Ob6B_qpQKjLNlWP*TVAiXNoI$f}CfC z3e*NE{Q#L=P#|;3ijtv?C6zt)MrjqXay;r>_j(mwKqXK|9IevPbfQk&^yM3M()R6K za=Pc)bb0igcKOr1oV`5IowuCbAy3lCmAxYLXY7c&!O2CQ)HbTJuYW|XlBOuil&r$S zoCSr2&t{z1_AYU$5BfeLCZIK~F6!p9>LcLnx`xv^i^iD)R@ae;#XSu&G!V)ok+*K+ zzzL-|t(@3wx<$!%=i$40_J^ z?LM33zs&tSs7r*IBKC>VPF>YuHzot4i$(l+Q_JriWhA`fAfFm9cfeA+fq|EZ{}LxJ zzZ5TJJAq?3Z?T!{i*tlXcG9Q;WXCfp{Z`tM^aq zczhjh?_+1p4G6pV@4UG0vH2Tlm@hg(itb9R&adfW+UK9_cfToleeLrTZ@0KK|4%1G z7KL8JO(6~c%3Ci(cRamV^_`(8Lx$w1K4-*Yy0XmN&^nl~Jyxh>gkB*;c*8n~y=G<2 z0EQ9#0^2C9;N=ky(GD0T%XHpWjM)LF6Zyf~JG_C`@^uj(=MWR~H10?k#l??RbW~{7Zsx**E zO-+|`e-EbQU3mauj2GG(dCvq8Ic2Nd+lbl1+zBL|fx7eEV7XypoX*>z>%(ztLTQ7F zl(me7ztrTL8ewcb6nDaOiAk2KsWu}=y@B9LJP`1a44f@!a}UhnL)6ap)lTQA$LI&C zo^YSXH95Km<;w=87lr;hy`?NGF0ZC~FAlbuqJb(S5l4y!$~zAYeAJ3nVksf?X{iIs z=o1+~0N%gn5qFckNYKt}V}wM}*4&&1o*LzidK1JR{C#%Ni`%X^wz7d&CRqnwPPqT_ zO^fLT?6?Qc-9ew*=iBj~lRjzd;nlj6lN+50*$?|BATNoB4o*sy(=2y2`eSM{NC zKqU!N)&n$_s?^y;4d`U0Te>@9>vfkIYv;s%{9{we#eFNO6}2l;&`euOC{G0GHxA8c zt$8{!Yvwdf1xYB7Z%~UdO7Rlb6WZN|yp)GL*z63v!%L)ASt2 zE7?`BVb>eRIJ|y0;!Psqzt|pJo58K3yA3(7Q*v8;6S{?YTPIUljdnyzYip*h?@yUK zR<*ye&17bDvx(RARtjF`M&*=+z5#v08V0tqOZb4fUH4wKJM`}M{7@-CrFdL|Vs@gV zCI{{!VV+GwsqMwkqR9n|kJSFdh9F$VsEV5|DeN}}5u`LRHOr<}`DC~E?&XUi9+h=P zUc_GuySji&ug8>(OHzjQ=Rmp15yaVZnz-iGa4(PNbSgQwi^rn5W^Rbfh!imIF!G&t zx85{z(~4s9i$`@uWf@#jJ^0TxcNe4hfHOqC73elCp3m4BTuiSN>Wlyyk4~ICMv9l9 z#Ei?{!a)yw&Te?;o4h~~BMJQH0M$#Fyk*i)ZQ;KFJ8zQX&?-K$)egGl)kz3Lh2P5I zoeUsMU_KN}(nLVqr;yq;vfGp2Pa+S~laA>DqpGxnMZy%vN1aYcUW7_Y*;ir`*RH4? zx?80LTY_j)VPy3;W`%TjQgTV@M%y;58w)n*l~X2yZ&;3B0+qgj-Wn~gzGaqY$!*}* zI0ZVAHPd>#)2YiN1(!!=9%?tZhSIkyqxyqo-;r-L`j0{UzaT?^Q9DB}HD0$Co!gtR zmrGLWLjG_Rpm!N3?Pid6{bG1W_G!5Ajjj@w^lcZFubJwODpEJv~3lCPd^W^LIexWjj#<}HYuDb!uwcDhD1JA!0+<|;v4!X3Lz$7r zevtKQWrCnvFmr4V#d8n9M#zD^VrV_aoOEU4`pqkw9_@ASTx_B(in1|_OV}A%8Jp_h zb<+&%&1K%&tJCxhmaA5;`iI)7B+rzOJT5J@HPush0O?<`u1le-Z~1Cz>)A1B^6;NT zta1tKUD{(#j&)q>#)M<$&YtzR>PxZ0ax3N}8M8n6hajcnhQ|iei&!3(=tX4aDuCzQ ztBVW`o082j&S|yI5T+B&hKI;h4%oKKMA#K82(jz{!;eVL^kE7K9kj7M8<(WHQu_yG zMOXsjV|CZLumeSqsG#aZn}JZc8fhsS+#0L5diSQVVRH#V-IVzoSZ!DLVWKm_dT{-; zLlezutov|umB9hJhC(=($5jM`pSewT$Xy^z$SA|?TRcL_4wRk}!zKj*dk8kd><~^K z>^;m-bql2B09U%V0<0lKdpSdTX2s$wR?5pvt!q1ANw;RF;p5uy?dy0Z*-i`7e?-~mN zcyM+V4Q>5uM#w8+@%rM!$D`ezVvAc>Zs+717B+Ib?!PGs|6k_k@Ba}*ur@G=SJ+jj z)nPo!=}Sr!g#;pxhYTN|5Ju@QMFV+6-UiAjU#G6-gbby9+4{RYg`F5%IMsJX>ceHz6l~C;8*&?AGmB+xy~knT&GC1gb^k@E-+AT6%G%D-l3x#OMVX*E z$MUK^_d8kg4~%_NA-U;>3@p>d7r`4%Ufwz90Y${zeFvy0MODD0tQ#fE70N^L62e33 z5dkNt@$M9_xVH%l^%iO{&1WA%8i(w5>uxIFek2c;SO(6P%d$3)ZEIMz8lQZVrVWbF zE$9S7r$Zt8Dd@L&l%LRGg5kM43&=2!FN&4n5>+^OnGB|}SQZ>(`<)ftp^^O&=n65EZFW!q?;) z{S!oekCFy~i>veN>MAmtyd({V6q7TyD#o(~GRY*1B~etiW%b zf4El9J6yuYX*iZTtz_Y-M&XOgQ!wo*7{OhRhlF6|r@Hq~9tTW!(GN77F^9vIpS`DQ zb|ZBxHhd)n^vkxBg=j-$BpSbN}WL<*N$$)V66s zm)rVK^Rfxu5;hdHW-e&KGll>LYJSbdIctKwQRSjQajB;(L4m<!jx4#Sy60d9E&q5r znF>Nsn|yMxVK!q~4v}kx5rGbGBP4x<&dW5}jk5$C<&5qeKcrYvECgdvy`{5@lAPY- zlb@dvh!Yz6SmT-3IlghY{kI_~Fwoo0TzqoeuFJS^`Nk+1z$&MJ?{mrf1gc?J0X1eh z9lyDZ$rwNA%$a?MW)Phi3McZ`-Q!u?S}=2QVabLaq$}GK`hLZyuPdD6(AH(B^2++4 zUym_O@ZaXd|Cc%U`+sAXb+DnfVFP z{HK(!KIb7O3QiXOnrACw?k{Ysw`gurqq$!BM_vJefdL`@h=me_B5x}=buY<|k=pZxf~fkK@(v*wt+62gAoE)MFoP z+6EvMl|;UrTKy0%nD#_{dyJgf81J&*^kfm$RzRMJY$!lYPVA5l2=*j5aWy#nlkWx+ zM7%F_kVw(l(J7ySgO!4df{lw@nt6Hsy&>}OB)g2OzP#^0ZI}>IZ&*;_A1<(Lq`s`A zzT7Y-(turoje}LNfr^U!@A^gU7&SpNrj15`gNjlK6B`j77m0ULaSsC>qe><=5?ns! zB{SEO@4uEWpz1ARpb$+>Pb$%D-&~qzC1@g&Z6$enoFBeMm=YBwg@%J#3=gvia<+T$T04nFcC?ZAm{*GuxX_G zbGeA|qj)&1L{g@>RJr7C1;U!(SfE42ZiUR6;hB>uCR_Tq@b4cpMf@dz6?}8JmQ1%a zU5T1fC8hjCl$LCDL09=xGD360eJMzptO_EUP>7OtIinR0nw+STqRKBcaWaMRC3tGt z-$GJb@_LJ9md64biExDLsVnjxQ>9br@3a~ADg@h4Q8B- z7hH`n1k?xA(a`cxv|j{#-o#C7&rd|aBT)OHB9c3!gTZ$!^yf+A*h^=WAu(Gi8QH_e z!aw|`<=8gIv~2zA@IlcH&o2qjhzxTUzp0gvQ}H2juv8{z511MvdK`^6d6$M=x5PHo z@OS)a!Q~Qza5GI>_CK(d+khq!{G-Nw34R3%#54Eo-*JiBU`rjOVku}=BM+S3oal}m zs2OhR*4hAMH&&N)d|m~VLfFD4cXj}jru^1$>BC_Q4^3?b6!_I9ODF~s_Z0dtIbqfu zBgQ!QA1U1AJKB-w?w62FftDG&sptpY?N3k&jP0Lo35{3W;xc?zfiQv~GmN-${gjq@ z5UEtx@?TKBDnr1kE^nW3NAk)&L(1*n;5`CQesNU#ObYOez1?5_qfWat!<&54qfTph z)CTpRhDX2neF?sm5@PE>UH5O1Ibf_0y}%Fs;_aXXa;-{i2#S~@;K?;SHolq0kU07f z?F|Zt^uks9Xz1PUPC5TMRK}dAf9^hIG8lXcfWYs+x)9vc6I)P9PC2Wl2G}M?>X=KHed+KW^{c$S5@PucrrO z;POmZPOa7)c86)uaZG*eCwT82=}^r7yzHxo+Fs6P3{b zxS|vz$!jhfH{!j-04+MfFO<^~&9WQ}zkjH1{(SJ-lFilX=^d$9oF{D8A%-6oq!C~H zs+yh%eR*bl!g`ZuvQnG-%wZ#KFgEqr0%f?X&pok%wg}!uBy>e#pdzyNd1`@r19@6( zaAk0NbS3a(Nqxpk<<|)&3<6Fp2Gctc3tqZj{Y(BVjNSZN?`OH6yKD^9K@rYHXl0yZ zgDl=I!W{_g^<#zvJhY+x zVW&`=pvc9%1F-2K8~>tt4Ic_!tn*VA@n% z%#;!rdRfc&1e{zb`d6TufhxfrZWqDu?P`=;2{no4HsYx$<8{v>qboi1?XiU^3c~w1 z=vldBP)6i(Hrx$)Z~VBf&f}!&w!EGd5Zt;BMhZSId%t%8eB9=?cUtHd^*F90S@j6f zBen_)_mn3C4ty17-p;_NpJv#@K~YNuU+xjceo9$DguZ?5v}A2}GII&=X5rPk4qp znXYmJ$R#h92)7|`?6bO@@g5HIg0Y%N%{xw!<+L-~Ir?KvD~k2o z6wXhy963E6qT!a3+k*sa$~nqLbql5!u2#uYyJhK-hoPa76F}`xbdUaw1!d{6{QrKGxB_ zJw{+Y{P23tE2qEo+0M72j-yAd{m5k!^QM0iWNV<=O$uWtMGeZKLObT+BYb@|@^}a)~ zvP1Bk^}=#XSKj^|>$ZiqCjwV!yF~L(u=cG#*jx2<3NpM+2q>wMGb~OJvrHFmw)qme zj5LPU$xIA>#C$5Bx}5k5gMd~v&Lc!;l&lYp%(p`ZwGAZY+%16tF~KfTn3c5`_$~^z zgzts7p+{mKj?7r~B23n}#&;b1)HT9N^-4vaDB~$2&VK;@{ik;cy3w-cdM?!Qk=H~r z<4vrknco|O6w}AhOe_aE*+yfM$0X67!ZAvyzgU)D_~V(LB1B8p$u9p6Y>T$@utaH? zVL~;&{aVCZ8vlJh(|H`->eF!k53CrGe74^*c_x0odeA5P`W0`vM(W%I=;I+c?-Z}pB?cNm;tG5f~{k>wMF*G5|K#2%+@t}0Edi+|&(1kM`b*$Qj z!it>j@}?YRfb8Qo&5qNCf=lcT!zhp7X~Jk(*p&yM=BUNzBYZt1XYQd%RT!sD;v;a# z8C)a!3o>`+N#5t55%v$}DU>b`ilDY?fEcG6IxTE>03FONh*0N<8D}=lT1ulw;$H-9 zn_z~uau>aCh~-d+SKy(x#GHHLi^1(twVsMQ`ZOnl^aL^|=-s;~53eW2?6gFrEB>2H z6Z2=1c_0k$q*k|U5F=-!uY5ATKnj|O<)EzQH|E4-`%G-o8|$U`4a4Abu#3ljaWKVZ z#AumbxkcO}n#Tsukm#lMryvlAhNxe{_o5A16*q8FA4u`m^)`fXZUgCHdIoYG8Ck}y z)+Ksa8VB{=96ErgtKaZ_kN`uqK4f?#ksrV2EM*|hK&5Z4+Fmadl$8k;*LV9{BUFZNj{N(dZjzgHKnaAe> zOb|agQdk&_eDJ8Odzf_ug0CIY#TCYR5mT8{g9pG(4i?3ZntQHWSiSv&!tRQ1BDW*s z^_?jB)dZ>g40{3AQpNy)~LH7Q~Ko}@aK}hOs^rW?QXR+9VyINA~%7%{1vEH z5ejywGwYO<*@TxU7cv#)_X$e|<@u{U%q_3@BzFh&tXHbTUwi3<=%#Y$t;p%W=k~5= z_l>tO(eEl8KX3I|7f`g*hsEPyvY-H4ut20nfAJ)YlQb+-buP!Wnk@>>Sr30R%Gc zDl=22Ll{W2Q47ZTh-r}ezazcjy?NP&Y0+Freg)U7 z-rI*X1mU}IEqXSLvx;@DWcA6xPS9Ue%C)l!PB?569qRP-_e76w*TITW+Mg8%Z@Ev9 zjRMGCSXZu@XQf_MxRYpiQWm)h}r5hlu$8uajsnxVT*;_oDWYMAc4mY1Gy{X|H!&Mo18%`hmbRC5zb*Ns zwF@5Yh3{hLS34Kl?=JyO2N|}Bz}qm6bJtd}^K2?(10C{(-2jv}Voc$t&Og_IQH&;; zXPCb%En4{@aA`@Z)yP(a{6SQVYm9MXHBoOO%)oC|S;i_mVO*Vrwy72&X`Kr1^Vw=r z5oY9KVbnuc#9CTcS(|jB+D^m8ciBt#yRby>O_8~3Q7|ZxryfRBJU~{)z&OVu zBYQz8p2dD-FNNkjBj*;JE;${SbBWzuknDWr1}lf{3_a@G%M!{Df52{Kn*6{V^?@N^ zWoj)Dgi&waJQraHjY!lBrJHeC1~3CqVdeF;Zn}IgHL6t^1&>zU^K_ncKbL3Ya@%L% z+A6Sg%$f&ZpRE}is<*$TcXj=Dph%FSO*jzt8$=@)ky@di+vF>1^V&2q6>Y>XvJi4~bsHx8uIzY~)`onIz1^%c@e%w~2kjQl9@jl9e|6Ib*>4h^9~!BQ zGubR5ab{?aczhJj*NW9n^X?9|qAstxQD-PG&DZ^j0VY!Xo8*}m6lko1O564Q5O?gK z=z%-qZ=7Y|2hrxe8@*c$5?hWqNfa9GxiOS;b3N9uP{upwiq1V5@|>hAu3eQ*LHP5W zXfF@_Seb`hVxyBPr{zG~T+?23{5tN>Ti&jtYpfj+(Y@R~XDm23@NbE|3Jd;Q( zllhZD>(Jr>0p)z8?A`W>$)v-Or%AAK%zH2zPJ_FT^8y;YqH6Af z`c14_kf8RmwLo$&wQ3ZZM;&r-=LFNuAu_`uE04v=_RoXc3U9(lEutEIz;xX?fr(h- z!BByTaZG>Rj>M;7)uiBu=0npLJ`WF_hg@W_ncO2_>W{_e^^NIhlJBC|bard=Qz=K= zM=3YA#j^U{51=j7*42sGa}ah1HT7aq;BLZao^C5d^kLDHtby;jp9Q2Qr+~ zN3|(aiD_AMH6@!G#sedsh^B|HZ9mz5tTm|k=BhAtE?gt8VI>Jbw9W-}%Ix^Xg+B!i zqbAOjBHa}2>2z7EI&|$f42B_R)7W2%!b2@h0fAUU?i;Vz8ojV4iT25^u&jV?lc_>Q z1!CjR>5t1M4I{pgc3(Mo`mZ2UD)4r!CxDNwgDCLqDS_~rvCey`sD0q*Z!=d-J=;Cb zMgj;kd&wAgJ!)TGnRM|3tX*LtUKusLRQ+2xnmJo7ipJo3C0#YDUg;p`PFGnc4-eeA z2KYk%7-a^^LStWSDPtJ&*Du;=ytA0w7ZAW~IiNQ_H`WzSU7vU${r!#=Q3j(Pxa^PJfNa z^ia08bg8Z*Yhz$zC7_0_Otc9p^ePJI)P(9pwQ=C z-YA1d3HS+)b0vcfl#|E5GerLQ3Xo<1J#lxtUKuq$Qi=~U>!XE;7Lle#Uy`sJX8vqG zwDRaDRHLU+-?l*B>wD2KtXxit;i5=53YQ-IUSQ>Jp;>f7c`kPF=#01R^!V#foCFr3 zJ}pupVR+t)Ewh>F=YU1ruwpExg!iQbN&z8GDizi1692<*ChiF zP!?_NJThev(~TotWpSxnANBaxupC5Mvn6}GgrS?3b{H5K>9U(0nU%a=BxWShNK$4h zV|wo=kGr$%?r-|mhyJdnkJ(J_!_$pVFBX!SaZrQ^@rUW;Di~x3L<|ADXH01;Z6E8D zqYLm(-VdU)u{*?pCeqDZ1OeeOt*IoXm zz@Fb=nhOq~ov~vRajFG{e4yiBl(=UtY)$!6pE#myGY@k53Ci_B=W-7Vbq@!L*>I}O zA?X-AY$*86^FxF~29w=(pK|hq1#*-LURr1SE2wDT%Lh*_0YIU2La%<7>(E>8eUS1wDFFZW{%y?96tZNi3 z%p>jzc_law?oH8CFKp!97=BFvfXD`d6A?2YW^7znzvd1AVMEFamL1_6`D375Z@K1ti2^`p z!^sMo9>%TrSn~z|w;*Z<)AgqsP1YT)!2rlwV6nk!v^&lxae_Y1}7q4qP>y6 zDBZ|k^ypiZpH+h^nz&X$q7hJvY7`yH5pAU$0y;!J#*J&oFyB;q6d8mODVIcINSZBK zHg0aYo2Gy?SY5nM+f%LOr=9J<4&5vKt?p^~R+>|$-qDC$Wl!I~l?|(Q&vMVhCi1_- zyjQ$@?bxYkmLJcyPZ|;a_}*68>FqrGmVe19pp>h0AXHz(y}X#q*##s75vhiZlt4ugLRdvZNC>Fbxp?WL14alINGMx;4t zJU^m^VLWj6&E%qqja8=FU(`7K`)xcW_JSvu=?gr>;3-jNAG?NXR&|Ol|Y;Uw$Yc>hF6=2W6Y`Xcp5+7a}D9#>$ojK zeyfO3QaZ4LTses9$ba2Ur)2y4N)JZ8&H(eAB9q?Y6=~BEE%R*vvdXDdg zo#k=y7QAL}v@d_`Z>o*wi1X0$JX%Ow3aWQgAo$a*EKqV7DtA5IqK^F6>W!A1$Nz?b zh{T{*9Kp{(QQlp?!}$S~)NBs1EMe)Q0sePgX>iwF)84@ofUJWir`K@90OBbTplZI{ zSO-%>ERl6mZH!*;`svVq=S{<79jsUVT)Tn36VlOnDA)rAAwk6X$(cCiypD}B+E)pN zO*;x2Ub$YLwf=k~D{=tNQ&{J+n8tGXe!)y>T546Icb+0RBlFKt%|ns(I;)kYz@b6Js30^NStq!EhX5nG{s#KT@|tukc&`j&R)$!O0DOi>Rw)VTUeD zT$T#S#6oEzosZJvcVNi=Rk~%#o9m=_u-(^Djv4^1Vj-y_tEzc7Gi%O1E7Uzg{Od`i zI}ahKCB7nP+YyUZU&$aqd$vvu5UPi*g!a>5=P|&Ok* z!_=P?!l=K{Xs7}#5bY|Q^JSBLdlHdj=7af%3*Wjf>uHR9dg)iXEV_AnlT%r+wGlyJqj&7gqq6*%8BkY-> z;94$Z4Vgh&#D_}GrPo1;vxJF#>4|%t?^pyivtX8(Mk|0y*^x*he{^7dpqUzNB413N5l)N zpgeIo-78(BT6`i-U>S+27j7n=ZQ{kN<@fxNL%a0Ln(w^xs|L=K$-tQdfovW(x!B28 zM+y@uTS$hHjXI>P9(OeM?PTE&;rGGzPR83U#u;`T9gPp>(gRzMO{t?glgqc`Me{`( z+m!LdX30Xk6PrvH&&@x`hD%xxn#{a0xgLrSqkV|Mp3<5f0&b(Y^8}9;;5nF~*mRyS z*YZaanE7ZjHDB_hvpN2D*Av^QbOB%O*V%xy@3 z9U9kAD=M8>aKF+2zyV&aBh3a?Fsp?EVQ3C;O=NRlq5pF>dI8B8o{nS>yG@vVWRNiT znlBP}!wIG0r9q#VUdhJNa7#nEr(kX&?d^6t$LB*NL1%)T!US!oBBH3`Vq>UDX6(Xz z`3N}FZ5xN;Z~HiF+|86I;+yy$dl(BN;162}Gr7s_LfIk@(Jk#3SVK?aAh3h5C6w57 z6xH;x!h`eD@yX6BpO7&9S3a*0z=D>9+stW&BT?KIv^o!#u()YR4uggH~yYp!KTG1>*(xA!(lcjcDJ5! z{za5*N=iL>ulqmjBCY0MxBC<%A+Of2BMJ$vN5m}=hb~$vusD5`hj07LQ|6VJTDh#`gTurI|h97bI zM6}j^eJxnSgiq_a8XF{#&^y<2}V$e+P9N6YN3Ahr$;zb-kMo*%%CTN4} zIGOp0DuRQdMW8*~@2d;EUeTo{1!u?Yg-J%CT<{dO&}`{oA&+0^>OTGUoC*YQY{B7` zO#lqUV)7GE6YeBM8L5rDceW`%;HTNmaBA`q>sQ}$9XU;LCE45R1p{Or5_ zG>Z)LE93k18zr1JWgOy~zGv2o|(FDSQeK(6}O zg?G-JH(PK(4mNrX*)=GAegakO3yrp{{CdvUR-2M1L`oI;%M_|~d^Lt{k!*KAyPWOi;mPmyB$y727 zG-ZD(j3xquj0=U>vtjtYmP4fDuo_xD@~6F2e!HNaDM;gXS$$Mgx5so%n!~Q#Ck7nk z(h~oJf)`0oE-9a_&K#LBW5l(bPc*mS7QjdW^*6mZ=CI|$5lXSP--A(8^D&XB8UT;M zpO8Q`?0ppwFAU1r2_KO;oRRt(3tVhqQgf+c*|f)<-EC;abf}FH=#1r+QTh&C`~}C6 zJv9AJMa%q^Fbd0Pz{e{q6ni0{#T}uWzbpPHHz|Hl)SbyVQy zY=OWxi!JK8J6Mcak4-BzF&F?3u-@8;@7l6v!pNa9eIKI*LjAoAEk8CUF;fEf4iN5` zbD!RJu=!ve-}JV9*EyY?&I49WGAL)L_D#mor)a!g?d1P=FWM*gy}_L7gUG+SE5mK; zqKQBCEf&9%5A3%;ecwB6bAS8M`0=9#OeOOCF23zGDra)FgVEh;)_(8DB7L<}4gjW#k-t{eVF{qH@3L$i?|D*uBUyVu zdfRXFm%foGKtjrs*J$M&Sr2h=inY%XF3{V73u8Oc)|ype{05W4Y_f5wO0rdlYGmka zNrz=f9tJ1(qUG9qrb~v|uH}C;ALUDsd%|N%K;qKcVzX!RkFf+1hgYWP>%S*ImUz1U zgm@R|u61IP-Z1j`KAUWT-hGs2VMqSkva9UQE#+T^Z{);;OV>Q0a7c$_yKCQqmZPOW z6Gbj*JD{dhxp-2d9D0cBkxeaFWAvv;nM3R8rIq-5sAEohKXzo-;$J)sLoRVjq`FP4 zT1rLfKHEe%fo~_@yeFX4zU}g@0y3)%9;P5Hmm3<<~sT65bPbfQS%W;x`wvYv{J0FZpg;`MQ$bF6rhB$7Bnn zO`&c}8Ud8y;B&x3j0!V{VtX8?f=`_{LbqM*R7qsDBXA`z70u&8R+}`)J?xv(l>FJ? z8_I!dD0wQsunLGSSflfs$gVsjqN%yyGEh#$w`+-7$G`!r9CAv{H?@ zH?JSqI027{Kg=O!h@2uiVwH=lcH%@n3NP}dQ!X#G*3gFglL0N!fqP)<9~M`88%2*# z4=70VV{-_@BH#5SQjed}n16-Km3Zfd(V5FInqI;x_bgzzu0vz%ATNgxPk?iBCzQ_7 zBo8o%9nl(*T%<(ysg`6w&wY{iew{m9e<$j2G3(|%&5SV0t+k__m#`nzeQ<@te%c-# zPD(Zj{dy?<;q^HRPWu?qI3JDfSuv3;FiG86XKy@{+;VyJ^s8^pi= zZ_rg2#(bRZmn-Kt-6fp3l3#?YIfoL^k#t+=RJN9xiedlSjiqDiCq_Uzz9}TskgFLn zHlqQ#lhm=F30gN(-!L61zgDGL&P4pQ3#N3x_v!64O6afA+=1^TMYbr2A~wsW+Fm6w zI~h&|4Q;(0?}5{f4ML5nM=o434M-tT^&xLEEe4-OHTg-XSqFF7z|CQK3lna8u=5~K zUOX6^+Lp^|)&`3`ZbPEm>`kSgbOTKel)PPnhLnG9p~CKmZtdT%d)JHNrvXLa-DQS^ z+uZ}YIDYnxJWr)>tA|QfdGG7QA|_wrpNz-o4>%TF!$}N!!?ABCZ<>7?TBo_M8ju&h znH(xWNdXk?qk$yGTSZ%XI;Pnj&-xl#a%0~Ws>d5)X|N?>{@0>4oa(O(p3;u0uKE-q z_$%<62aRBV7*6*ss5loBeE0RuSX$OFZ;ENKP%usjxn;%&G(IN7$K&LpozX_2p#bW$5VgY<_ah?$(!Z5cO+k#R1ufp(DP{^eHB&MS z{f;3m)6uf#MvZ_l|Isesng_CUHC#^j{SsNnRdR}E59Tat*zHd;QyF_01H&VSLuiNR z{-^9~1d^=Fj0vh%KI7aQVNr6(X4Mk2YLTRjsrSlmbAT-!iUpAu1$?^a)}0xYwF16u z7q)gz2XphtWD5_=>TFzQujSw5{C_dZRpv_hGI~pF8z)vO0Z|J7B}{Z1G9$qXBI!zI z6DEN?y?;F^NAw>2#fB%Fvj!CXJkeWaG)Iuh8><9?wqeBZ3Cf1tmvp@NZOlw@ca;xg zuG1~L)*8uvp;l#9?Fiha(Fk))8z!JY$*TK#)gYzif<_=kO5|iTsx7R!wg!+fmpmBN zPgF29sr4=etdR`+Hscp!M>%aCOJW2s8OmMqemK*Il`LnHwPaV;DJ;U3babZ9T=_Iq z%`V%m`pR;``+es68fLng65ro3Tm>rAe#FPdQ$8gURD!POpGssn?A#v?JwDNF(18P6?|3oV$r)QnVo7*H)6;RG1W-~DR# zj)I1~xRPlqz%KOKHDLEpQWDboi2U&mty8+bz>ue)4Ao8;ZbpQZYo@^8ruq4#Isb>U za|#k{QPy;qZQHhO+je!?wr$(CZQHhOcNx?7ZJ(KaC*r)Ux0UN9BXVWt|9?4;Q6WG9 zBZm5(KMs;YOUTwQSD+6GmMXIT<3Tb7Oo8+U_KEtOlmn|JHU;zaqzR0R#uOJA$j&?l zNK6(i!Mq5F6GCNe3_R`~X+csp`Vt;io*kWe~a`o^Ck_aB-4j8n%6SNn( zzQ8qU150Uoqnz9B5!u0XzciNLs5bM=B)aNgJhDNg1)}bnW;tnFq$N8sLRO&`YGVr2 z`dTr-+>()G=S-PhAhArW@IWm;b(OefuE~!5M-RSf+gSEq1FwZ3n(3wlQ)nV!;Onq8 z_QQt(S)g+?*0+A9#)i8a0PXXc$<+6#)wI`t^a!sj(Qk5q*xbK-Gtp(Oq=*)j5tAmN z%OiZyK90ln00e~O(3XfRXcmXd;2I&1&SuQAJfi$TLIEf`qFvj*;2iqP?e@u>+Wjq2 zhG~VybdK{Vbn=)VNA^A_$O$SO1&f?q{I70=A{41gLhy7=S~;*%GX#eGWr+guwzeT9vT%5P5fw1xPA!TX=BATrC% zxt1Rg-rQ^ncvM-VqmggWK6S@kVfZq@JmU=li6ig`G9;DBk{nFH#za`^p;Qkvr7A3e zi2KaMiu(jNnmYJc{MyoLz(cP6qT_dBfnO?(f*7k{Fl z4ly}C68HwjqkYLam7$^MfERFLKBbjT&}1l-DNs?wnmY3(yZ~z?)J#p}xn}(+D6S~`{o8)DHxx(87Wt9zcs90;S>yoI&i3&&6pKX@Ve+Q6* z$d{7PAIi_r_sdUkN7DvY*nk=bUC1;^XGAPPv|EJ?z^9?`U=;ts0hzpG&c7?^ z)u2LO?l_I-PVU98=6T17ot-NM2VFLXy!pUj{SL^mbMN?*uw!vJbC;Pwr0o-^f5=wU zxzHtQ^?W%ff`moL)FzJVK1jD0YL{7WqqZ$%&9{$U59zuK_;eE>?a3^v0i0ZsCG`_H;pD#xzgq;zwa98%)XDxIdlP|F- zLFGr#V*a~QstnuPBgNkzC?74$Pth)0u~u0jyg?l;`WV1%(Ahs;olI#ZRLQS#_OQ7q zVipZCO8XeOurgX70p#>%tNX*wScR{qzW6TBn6MZY23e8Nu3I(}A6$+zsj?C2pscMZ zh#92O>trhT{zyA-vIr8&aiR%2o$f56{BEpTQzxwMvqH7;0sjMAqO}J2qT2GkdZ$4W zhXTB|@}NoODHb(Ba3=m-=@E+JxAoT>U0N;QK;!Y7JtQTEyI5EVfeKDy<%LPK2ieDI z+~JOQJ;#IfNXT4R9eaH-Ij3ZexICpgGfZ;f@Ev>(C3vbpa^}K|7SIxcn^RhI&?~nV zuI7*+-4js^EBq};2*MDxiVYJ~HuxDZ-{34;woGkf8hksZ)C~YpZ+0VHx7f{(C9Pvd z!5TfKM4_ydQ3zr5FO=vuMz!o5Srr!lg`fDzP)Yw-c@EL0$N|;;OQU|Ml!c?{CUAMg zX@~Rm5yA?}4st@t6!^2P3-2St$@9fz=&ae<5js_zWmJfRDnQbnR{o;58ABg%ZFBdY zH4+X7u7+X-G>D^D8@HH##QQf2{1Aav5(j3Dv*BK&6xM!O<|J`>9Zy$ojk90o%3dk> zI9*irPC|w4wF*mKXeLlsTOhirJF=bEk0g(aE#@LMPm-f^3^r9i0Zr+-@{S9mty3l? zx81nTX}tH&Z?PY19aI=>whBs*MUH)fZ;B>MF)aQwO{0{Hatu|U*lrFf9l#sF)WDr7 zKFPleE;kKBk{jAB`>%`vA=|eZ*r(|u@_JyvdjVtWSYF~-->)<~EjmjXqs<{TGZ6%1 z1zWJ-M+nD#eb-14@%Aux@-$WsI?iI%z(`Ax z6fwS|P*oR&jN6Bbpgf4m(2F!8VN27_{d**Vgvmr(*Wq&Ic(S$X_R$DS#7|8VT%%=a zttJTpaPTBuZH_|nDHvgfL35{HovJ#b`Z*>-PLUkFKMeEN63Dr-&I%eD9lbkFVRF+G z^V`yT+2n-eX*UeXvI?~J?kV3-!ts@@Uie-^Oyc(I$AaVjht5vdh=OWdX8O39Gbhcj z4mXnHTu$3{hrb6K?CZN`4cb0ft_(Te{=S(lAF^Zi^`o-hFj^GjDxdPzTin{%#ju`O z+6nUoKUg=O;)<_xWi0BW%K*)2gh?Wemg(HT%^7H;(@v|_f!WMC8KS|N{q5CiQ-bPU zLaS7}YHC#Cdikx#7Sy%lb${V%%`iR3RYZ_h8{f-^>^}KIJ90mTI&~@^48W#R^kN z3tb5liQ@YD{G9Um`T)=|4M=%cilkyx6w{Ma4T`i2jEoBmOU_d?WmMx5(+JX4-S zK4o8Rf5f7#XLFMa_$Yhu-jw=hUdT>b_gsH+X?H;|I(wmfZa;id-aPrc&0M|pwu?k# zSmLV|D^6IbuTEZPCR^$}cbd!{*;lTNvzeQHJzk(=Dtl+^eqdkYDK@MdHctG0E}Fcb zAG_E&dvmXib6rh#|14v{V(U3peki=W$5s}f+ zk*>6`sI0Isoq3!2c)oVs;b0Qz+Msmr=~eQB<)Ui3_*mcV?5#!Sz5AM`oDZ!@m6p-b zmX@Jw=S}i-yFU*7uo3j4|f(3z(chMRjug zd^Vvvqoum0*xLgt2JpvQ;I_ykUjh{=ZJ(>fM8HUKn2$~Ld6NFY<#2al+q7K?zshuL z>wyBCA6Me$-UVsbtI=%E2u1rvPy0miZ%O$N&*%T1{S5!X&9>CX|CQEP1o#VC^;hA) z#N_yg=;*&qbOvVT|M-@Uvbj8xDf$ll+OLwPh9DR9Z5>bbbN;@XejpQpK)Q8!uYX5l7ftx_Co%deFhz7Br{ z)AyU1m+Qyr#*d!c#@Q~yv0XgGaN*h_Q=>WL>>536tnL(AmG>FNHuo(r)d+j^p?$)b zyF=8lc6#4R<)L0W6gkPST$}w~--3@-40^l(;gVGE%kTCdaXmC#z>;FycX}#ssDxJm zLUM3O{{aHz4mci!@LXdF7+N*tXUW5Q$M z7R^C;l%|>>co!TENlJ7@i6kXSMX|GG;`oHbWSOc`3ZD2H3Sx>7;)1_u3<3$k>Qzg% zp`o)$6$j1I2ns}YY3Xz7@bLR?wC?Y~sjIW6rJ|#$Dx>zDJhBKgoP6RxkTMiRKe-ij z_{2lpXE@}b8{o$LZ*hPNVIavt;C~I!9&bV_bKVO6dUbk*>;l}!y@YOj+uI|_gF9xn5FmPqkaB~s!?ABrwXV=YD`uXeSfO(Or?_Y{r95#M>O%Lj(B|b!c7G=;ktLTc3MhcYRzmI zVGBm9WyxUW!v_~i8JD~i8=)+%^sy{u{CS4oo~z06X29+cyfAwaz`4M|`dx2!22DG$ z@3&rp06SArYU<#NG8!SSQ#54KA~qp9FE$|So$LG?kjvj`aM~i_LgA88o8!rE(J+Q5 z?TW&4J?S3q%lBt;bfL$KUanX==PT<9XE}o&srnT$7~9(Mc{x~4500MR8qs>N#wP~_ z)#2-DXM0RzPgZ$n{qM#us9;Rozz<*TLzlR+n-esnr~$ga?gF z*J1g<6QDo;+71~qsZ$71uTV1nDdN`r`G5 z+wvZpMvvj512xW3R$%<*T=il58!s5%vmZ4a_*0myoObT3Re`DClmfo4i-2>(JHD!& zbf;~zck>s^LJ6-2p`q2&QLq@!WErZJ=VL!->Fijj9eySQqmov0H|izTR3n8vFTTNW zLsESb1t{3}hTq^HK6Et^FXgn%qRo}9>VcL&H@GcLU@n@}I+9I(#!u{YiRe{Hm7UGi zttgv5SDO_~uKwK-qfe!E_ z?zE72&M-GEPsph1=sYRNbm?!?yvL+&NL^=;?uR2sXFSwKCOwX2PWkk4`6xa6Q^6V5 zTMk(2HkK{@>UF-XG%$w6j@W6F8!|=-#tjh4kZGi^+py{7xFg$L%i41Mm0*u2l zqF5N_i77>qkYsLTb~wjRdTy^V;K!tHyki*$*G+S`S2Ta#SNXunk&qX|&XcIg-Y-XgRRhA7)#BDdgXiT4mN@UPcj>yuWsVN`R) zVte@&+)8M5Q^nzUQX3BvGTzP8jhy0mI+e~Q^wY8C@P}GTEA^{~(YUU*wOGn8v-p}? z>O&(1%UE*Z!uqX-x^H25dvbVoQ1Qgze6MGbk$6o9*Xo=iH5eGQmu+&Pf0AoWks|R! zGr_gJGq+Q!t~1kE+%L0pOL70$=54>F8a8F6;a6~R_KVMppT6s4Iui{|;Py66H*!QD zNuw#1Ah+rGQBEU|c<$c1k9T%}>1A%FdAE7tpfpz|%O$Ig4x3cIqPoY}QHsqCB${pS zp2p9InVz0)()gFoC;0;j$>@M$$`Y{!BTI0GWVcYaRJWK+VTlq`S^5&S1uILaM{b7H zbm55-R9Wy6*b<=yLvxa*Y<1rMU<;@$SeipLr8JcA6fY^TCQ>%|*AP49^&6*A59DY60f2; zxj2oYoTN)Ytn*Dy=rN|E>&>b>sKZjj3P-vbZ06g}?D?Wxad+9j8zCkjc6$)$Flg6l z&68!5ZBkvNu^H;mrsr)zyWfE4$)UZcEvQR1b37-HtDzF9$=m~zIZD4uQ+%Z;%=~2N z^b;9!*QjYFCt_y=F~SM5G$X_wk_UwB<1zWn`GHSyM-Sq=RR+XCQZvRzh)G98B|b0P z8K0nZbSGI_$vNa&PI3j+#aE?KJt#T&el%;czJh5hPct;Suw5eVf!{&BD4FG!IL-D` zRt~CQ37w)M=&TXgCOMj=tW-t00r}>ut#|iYUu5=GKh#8)QkYMi&E#uDmC|FFhefn= zo*o~4EH%1lL1H&pbOwgheGNaP#9U=3&4;QUDtQxK#5dHZo8vHk2vqIzZ4AOFAYYsg z4vL>^z+hc@FZ?Ldt2k_-Vuy<_7Q)hoiiUuRAK@axl14^OQAF!S6ecKb&GV=UwfiZT z0SF8d!V{OL!4Z zL`obW6pfYBG*#l%lllVmnMzop3XuvBlM{?+_rL?@TZ795%vk{v*k?+sqb(;bB|GCa zW1Dtxli75ni7*%1watwc+##f*pz<~C7Bsy|ftqbvV>re`2NdgVUjC4voN4|Ef80*s z!ooBB9VB!SIu;?yhj$I;OOgN*{YP5 z%Lb^WAZ6IYrpd#;JicS4IUd}Cw?}yyH#vW3U#$rL`3gi|^{4Ip(rT6F#lrz~8$qYt zYd^6wRc%)6B(KXH+LUMbZ?lBraILGGrN;ceDyhJHy1X;fj7In^kiM)7Cx5i$cg8NJjyG} zPDCOwKk#jgVyCf%T@^0Uk7<>ZvtbM=B@(?gjw4g%)2dUF%AA!YCNILs;gK}q{w{t8 zIRA~fdkERI%;qfD0IU@W$S%iCf^u$3hDzo6DRdl&sG2yPZJor8f^#GZn^KSvXv*9i zLUVTd%DDjp3nNt4kra`vSf#b4M zd-vjOo6u@}YPR4Qx8Wlv?9^axC8?gESU?LwXZdwZh#o)MyME#-dC6_`%!(VE~G?c z$m-z`FE)qM(IgvN*SH77u-LO~J|EGXY4fM6&Hd}7d8Qh6?DK(zej#8lV+WmTIJ+U$ zO%e!@O+o8neQY7Sr2bxFUI9@=!%RrU+F%q7w)OtbYssLl9gi%Q|Ax>Cx!IsNnV20* zscs6+pm~g9vsu%7hM9|ruT^vbUArXeQF^EI>;aNKS^&2ITy|$+YB{+;h>*UP{pG9# zSghaVKIQWoY*u0>i(?@>R$t`S?OwK&2g?v1ILt;E$902ZUdSj6HLDpFxMbu~_Tu?0 zjqkOo@Bmi^3-^~dfUMZMNJ)F-x8n{W zj1kl1ieA0)yJAOmx;y?mFy&AqgW&=yL72w%&toOMs%1a$gUy!@7HV#RBtMr>%kX$n zrE0b}a{mBFM@7KpFONYvH*8#nFC6X&W6rv_StS8zBw4;{Axnb|Zf!Tb*gg|HYORLjr5d_G zct=Z>vykaZ;>DaURxLCF zlS#r%+U(~CvR$4|qtu%w6|h`(YE zkcMlmnN8*>t-IrSg$gWJ@HuaO;iZZHRKJlWXkiFh)#lb}LH!0d**N#{vYOhwLmO60 zbwH3(yULDj=_O*6mKP&^#c-9wae^-^mI9ZsfH+vXQa%HHBv`ZZ$@q)VU5!e3+}fbB zlpHS!Gtg?P#69!WUqE^>W5*IfPU|FEyi?otl^x zsfH1oq?5wS(YEe%x-Nk;!gAnCsn^hG=SWT<6)`W{;G40YXS?hJ9_jLe90}1;(EOG$ zOz70v)*12QzPgbjp4?aKpdnbr8b8}BVm3yORC$Fn&_+(JNP0aYX~G{HNaDdk*y^=Z z=WAo|%)5Ch#^~x0i8^K;+egdifbE1-P37%@q^f<_Yc}hsTCkq)_t2R;Hrf_TO`k{3 zotA@NEz@inW-oES6`8WDz#phItaUosP=R_$eoHD-7v&!o9twVy>WVmapAVBjw>}>7 zMkms^yA(x-`t5uDjmn^!f@5In%9@u&o_g_8e0latPRo;{Lgp|$Pt8O@TEbqPk!Vzc zW_nV%6eScPd)~;^>ZxvWQ*qK(awn>+qMoTy!~io@BQchmvW(1H@5aN5YHRPZQ$KzD z1Tv&O+u?LD^cFe#Y$e8TK<%R2e4Fj6io>Unv$~-fE_wOT#`r;=&7iu4YC1p6r*0EW4}_+267@p9K^HonoUOk@DWoTh)!)-J9d+A&WFb$I zuc-{Z!ByeH7zCSM#PWd(p>Qzaq7`h2Ny)xVoQZ@&9U`v-ft zBgkOfCBr)J#|YvaN^Fr$U~`7lB7Y)Of*6X;Kw3TeGOCnjc2`f$n*FW1aUTqBsXg`& zh*dsqYIuJcn;4rUOIoNTJBWmBtlo^|sPVwj`h>o|O%n>au#QsFth?v=44ZoB4^%pH zj)bz=qdu;Daof=H_=(ZixRT<`w1c@5yzukM62SZ&7N|95K-2PwEr=^N6B2X(Vz8(3 zJ%|}d3e~V?xp&p@HYR-vj$tpPi%$f@ZJcT zT^%?Abq`JOxzQ@VDIj)v743w5;39;-aS!mdtb^`v`jVU-0t16bpV9vch(mmF3GZ!F zdsG4LMm9DLf2QyIOBI#_2)C16u3W=%dRul*;`P2p#J=U8tK|)*n5JK!*s| z?z4tR+O_I>5K*>;j(95uK2F>_5P3?;pV0lc#jA8fk^BtWeSEV3O11-n z#eTo)f8)7r&K=XMxQ+O2yo0V}(~|Pf$D?G`ro5AY376Je4E*eTZ?2#O_We-cgp@+! zfMLNdBDf)^4oM6|3|49~W}IBnyg4EUS&*qpvCr2!7=rLNBOt` zppJ2haZmarCntY(pYH1P`dmJU<*=xd z#m^0X{;d!8+l;>Z@ri>%{x1SPCuS!gY4;3mw7NBMiFkFuibsc@{SyL5{UQzGM~m1{ zm$ewR^Cz90`CCiRwfLvoY)BnCKDuhm#;PS;3XyRTGMvx15pCxe(s-p%U%(NUvSwVO z2I06&1vF&e#~pB1s92UquQ!^e_x{d`rn$GOF>O9JnDfXTRX#So;jL0_77K|<&hn)6_hjre)U_;!HH zK!xujlcn7$UHEOM^RhO-r~XUpM)PLSuTc73BHDo(Wp zw|!Grds*35t}>)`_xlR}!iL>}u!xX>fk@t?UsygGZ^uuCCpvhluIJ$(nD{Djnlzl5 zof~5gF($D=;+>HPe`4S`y~L8(#JkR3jR0{40V{_e&U@ENe6RS+vikl_8O2<)Pb6}t zbh+D2WJFmd*8yhq#-SzY}c^;y&=_Rrd;m!lDG5i5hPYoEt!U3 zFm;D#N6)*=sQN>VS5=$PH~J>g34qV!yh){Pbw@=-NmV^P1s_GGbrn~(qx$=#fnIN3 zoS6!BWGVIW$xUjTy@FWAV*DSlzT2--5bjAmq}-Xi zndpQHK*KDiHNq=uWlKgutYT-4V`EHIx&ZH=dZAr*yWpk%QAT8vq3I+^j?5bBA=m-% zXwoK$jiPeOE>8gN7IidS<+L z?V_>>YIpSZc|-Cy)`0@FF^SL}Bg9bdtHg4!70*9x++2ClH@ z01zHU@G==OrwZZhUJ?klYTdwHnO7?3ZGC-@L865FGZ>Atn>rer^7Z_i*nPKET{Xd~ zX1+KN#UzhO4lHv<3nJq#P4@M1S~T2VM9>hCLzp;mJn-Z;}h6!PLI%%wjyIrJKS@17Vlj!uPqjTIBTscW{I zYiMe=*DBZI*SiJi=33Ou(ArE3eTy|AtQP5ed`Qe%Za=i3PBf2nF-0N#AVpSsHO_?w z5BN>NLBUB~XlePpcC7J{0|i?y3~Ifr7GG*9I~WO4RyeqvC@Xd;*RMG~*Y3{}uFt&I z7PLrlb9A@0 za3r8y5m_QjQ)VV4FRVvtc^vUy6Gt3>Yf4QSYxW(g*$0d)Jm@rICNI)DU?mwP* z@0e&fk)4fPtPAprB@VWwPOI_>PbGq zJ@ULFU-jTdJ}la11duC zg~@I~^OsR`L2==~-|@vs+J}$2v*9>gg5iu~)#aq%;QFUjJ!pF6y5+e%vTEtj*xt}b z64b)HefU^{kL&XMsP-8W+Q2*Ts63~gCv*Qez z7#|y{!7A4}`hJGpjok0@dfMbMQV`pC^4CDkF;H~vD%gAXo|GgIV2d#o)@FIy-@YO! zoxG9hl-78Y05q1r)N$bUSltW8j-)m4;?qS;3Y1F9wt7)}zYg!XUt;q$*z4QF?~q4D z%1K8go$*}>N~3ZYVl4X0QG;){mj|kN?B88XVdZkMYUTOS1Mjg#MS!<3 zXZ4%Q_2@3TFB@&t>-PAB7A0_d>%e6@yWbWXehrWEkdN}EA^Z&A^jwra{g5i~PPMnL z2DkX8%--Yn=%9U_nJ;{c#tBIBpa->A_{uZvZVk+>c=w#Qj~Wh15k*rckzO{mmQf+lfaU0t4tp6b4P>a>6wG=EZ|~ z-r8&>9#WWnU-%jg!L?vy^gDd@+3&Yzi@8izKxEWA5}=JGer+m^6!1$)X5$i3CgX z>5?PI!hmKCPh|JB8YC3vQ>Dx|_KZ15aovaKn)Q_Fz0%Nhzc%^+At!Yjwgik?zso}B z9ftvCwl+^EH^dN4s%ysR#hiaVH0O!Hzd!1Nnkzn`9=W%c0CZg zF21eHp12orzTWJ*++ls)FEckaw;?J5KiRdq{%*j99(UyV)JH537$#}M_%_zSP^L7!T9yiMopthw*yn^w84pX4{!xXVG`hWchV}Q z=?)t1B8Vm`I_eze+_>nts7DU^zNeLm^!fOS!Rwzl0BBcIAZpI<4*qZ)ls>Gl`3sm^ z+~~LK`w1JL-`9< z(ce^+j7*zTRo#?4Okzs;3ysdT;mE-5L0ALUh6u~^<2#oaJzRUo_0H9wU+&GB@a;orjn##~?brGP3z zEVh!M*ySdnx$WEduJ^wdhDWv$r;DYZf zMywoz`UQWhf#aFNTU8j1J(#_zrmNBZgKx=cYNDyhVWDSyeCYZ3X?~%0tQ_4UG3%oF z1YOK>QI_Fwq0XT)>2lHp-5koIXnL+%ou6))Sq}P6yljv^jao50<&s8Se5@=)^*f(a zqcLaV+GK;@lBOxXs{mwmP2 z#HAWwd>+<_PBHjONS8kb9|oLkvOl>{u!tTm3mbyy^31D077Fk$8mIU3ar&B4O_N%x zP_JrohJ9 z&h8V^ovYE|56$QG)TAc9+k1DBXlKbu zqhsSx?!MT?<1@09)d$P(IjlCL(m_}>AU=63G|Y9m8>BXL2vyXodGFa?@5uCG5KZ-^zsjDN&4{WXUzZ-# z^4WWwc820ArYY4tguFq%E@?2bI`vR^>F(YjVlgUj8qC)}f*CN|`3JTS-o2why9st~ zQGxmDLr1d$r0UGI?c>y8Jhps%;qZ&9Gkv7b9-Un*bvw4YI^r^BqTqkq68oSnlo#N5>VJ;nmZ0Mek%oFk&}LHyYge?k|u zRNdeH?1}}upbq`UzqqJL#6!T^C8wM>{I6p?I@ng_}&ctN;c{(GmKs*eG_&j+3CLQm8RkQNT(Y) zkVk@1BGw%LA$pTcv?)^L?J^wJ-&u^c&4H@e@2M!h=Yl8j7o7t9IOxQel3E(teKfK* z(#Xd8*7PIFdd$v0>6}}(0O7O_tgLAm%hDP|u#M{*C7lD+RWmeGF$kkdmNgWgl`nau zA{7rpXJUjk)Z@|cN2hQ04X^TIn%wNbH2p@J0?6Z7>c#}}sHKrRbh4pZE3fZM62qO%OQA9>Xgn=lq z3Y1YpB1`3)XVOY!76m!UEHZCqHp_IBNS#T#iq~I(pm2`m`7wrp7tH*kJq*}uKX&r! zLCU(nf9o;*{<>-BXn)B{e9U=yx!HFhBxKj7eeqA0&?h=|u_niCi0DeqRpkzJz_JN7N6mwBHk zBg3hofikhP!ZW9(!u|Mhg+=xN25eeWLQ_Vu0r!Lta#vp08!je8mZq(V36OuHg!+Zq4|NlH}=h7SEX|jHX;FDTQ+57g^em>$8SC-G=4Ml(Cj` zW4hr9RbuN|`EzEBh*Bd_@A)neJ~biq_J6O->2Q6{F(Mhq#{-WHpY ziQ`B;ck64a`i<-jPcM?mW{C)CnJeG;sUL$(q1yT^`z-Pqw;6BbW3!krrf{N@ExGv= zhnBk=;k>Y1q8mm)(FyJuX;bBZ)Vb>V{Cc4HiLn9k%hy&iVcDs)G!6x}dOxvY;ac-7 za|3@7J4ALM?1AV*n|&WfQO=SGw%F5XH)2AL0gU?4^pUnSUY|mIzlG5mjL|4A#5ctv z+6JVzw3(A9SsvyPvcI^|ylL~k zG_vj-AovgF8UZ(UNg>>(9A&wz_W`yST>&!(s0+{_Gq%WossHr!CTy2UxW3o;q;i@Y9vzKpH4)Ts%1i z`ZL;!kj4%xxxXQCt3GVv>TT`sJC6?GWSA5y7AjC?vf$uMPvao&|8DP(2MgHhRg z!R%H7%LMH`=e%qO z&Mi2t7^;I$!PKR3yZBSpijT3q_9Gg8aW^*`nd4W1_?ZV?DQFW5pC>>4$QnGLy2Ngyg$kmFD z5NT>KerNv*VDNo4DJ-5Q!gN~216advyUbtN!y==IIWpUGSv&e6*XQi^;hqNe$ktP5 zgF<*I&glrJ3u6f46`}nhGBp_6V%Q&Bs#)-|A7<(^@Mt@s@YvzVDR)@~-}on-ypl$(47;ro_(Ukwmnjt#~*LI+hY2iS5^vv7&W|NCHm! zC%`KFRpB){w7SA6Y(Jrvaqg2;|75nIA&8anD5Js5x|oYjH*SIUZr`R&)obV(?Xg=W zdgO_hlv_e^+(U^ClLe|iUCx}V@&fe7L;xf)Ce0eGtuZSa@TJSgGb|adM~pO~FQH+A z5GI4iTM6=G&l@HmKFW6XHTo+Co5oe$BLE{GD>6-y?!#S$ajEjpDMWLr75-p3O7@FP(V{|+tEY09_ z#CX;|u33D>qu-?!$hBroa@SEZ=PFYDTIg_NkS~L>1K1mhEo!V7t^-F!sa~4a%;>~v z>9e%%pb942ht&3q-8a1ElF7}n!35uYm-q1Y+V&VVOp^jA1EJnK0H@wF*!Dc=snU1p z;N+rmcD2!RmD;okhnLH@VA~4sqe&5 zXSzgi*KbOukZ4Kn`9(hai!1WHE2;YM7BIB13wFCNJ!&mA)abzWguCLL-*f_uv5OKrZJRW28F1+8 zI)AdQtWBJQ7j;-DXQ9T2>m=`GkGU1XG=_T^496ed9SD0dny3QphFeDy(vq2HZ>G;5;A{0cWsQ6L4lXa1t+(sr;gR~E|*XqmrU zinGawFZ98f;~mkv;j_6zZ_w5LWmGQ#6^L1YU-iyOqY#4nl`0j>Q>dutcVHcFR}CnC zM4^tlkuhaOUi|_%my)tP9Z2os;ave!8?G3jW4DiW1~Q~1(`1vlQ(qBdi61NiY)pW~ zc=HaPWzhiHScvSWa$GjTk&DY-C*J)U;TF~R`yVFzgy=dB7M}K_*Oe0F3N5b0Xpim! zGZqv936$i*+=&$|;lGTV(0BY_EXDX>)yw+hh2+sAOvR9y6bSMR%OQ%f#ey54I5jS3 zA-I-k_;M^f_7KQ6K@Pdd70>&olUfzY*XCm7UGOVZL$LUr%A?B}=3{bw;)wat54Y%48c zJ_ecV&({su}!o6ivoGj52Z^>Mn#Qinz z@G@9##1w6}mEHo+9NDoC3pO3;E*%c&y&jrQr|4QkvS_Pl?~ueKae5}yb?H(}G#*8n zKd2fb>X0ox4OyHjgZNK_{(a>+wHKgU$#Y@CKin;Rg}#SM6h;{gQ%ymTbLZujADm5{ zp&LrS%<5EAkJ4OheARzAiTko%8f5`Dpm_YBp9|O`*sOQs3gf6+~@!KdgZ-!Gzg~rN%q3_9cOuEtP<>2lqCD zJ3v+DNo)WMcqWoqVdz9D;2As&%NXP+dpcoU86?TT6@pAYEE+3S1-s+i1jzQ?a#hhPk8*& zbub;6Ew4u_M%TfSE!4yl*RdjEqdUU%EHP5+Uvrl7!6AKLyTKkIrxrn0tRLl2t%$Eb z)koW&2*TSnAQD#gM(w(WanM;UUi1ISj9<;C%uZ|UUu%K<;(h9-#{ zgTelb^|yR0Y~j5ZA1*9M+g-@=zM3A4zJc@N-9IyNZ|0sMT!E*oJ|eHz?&XMpL3%;A ze#ECu6PKcN)`TEmq*TRYT@@1+@hZjylvFeL6yy#NmfjNYaL;7|pFdy6(ht-!|8SxX@znIVNzh7PPz&&S zJBco=ez@n9cNyX?NMNW{vpRYY4#%3fi)vQzq_7I2>C)`jTEW@wiKyVO>spD(nJ)$| z4iRM%N~!G?dmP^^d|20>2l~yZ@80z3v&B8S49nexCn?H-E5}G+w6Cpv+0jc2B_aJK zFbeV{3_=LDQw;NDeo%(GMz~#>h&DLO$QlA+g6HMIlQq0aYL7JCrOL2F*`-4g7lYs( zFc^!AG2jnb|4s4|vwi5`EO|RC3YsN6&44z9pO}kWaT7>jZ3;WY2+eAqap1o3fb|#s z$SRwJWLX4luXL55dk^;3ZDr(BfH4|tg-_9kJH3Y~Gf2=HQjhh@)a%nzCRasJg_TJB znQj^q0^mnnE^YL~0t9Uu4-Ztt5Ud)NbF5}iEF(Q(+k!lhz=GrgQMYy34$up))f>w5 zTpv8*GZQhW_k>dh241ONqnnPOS__elyt7&tiV;t70K$;Wh0BTilz8C%Y_>eqqhxzB zy@7C|cFgH~Xbfa1hptko6z>t2kxhZNqqrFDJFR)ej3KfI&}FhJMN?by z(GbG38Oj0{Lh|x#&BAVj#l7i+6!CR3B0$fN7T`TE5`HqPb-{YN2scD13Sa*Ydgt=g zfy)m0;Z4^;Ri1-hBTpA8B_D?=WFQKyc-HJjg5MnqArzWfB55r}_}Tl2u*>}{IWU_e z==~vT88er(iQ)uqo`Xzzy6lV&31fLr`JuB$DbV4HpmZe)v>;Q4{?*>mtONJb%;lIP z4@@TCbFLuceD3T z&!DV+VCdU*d18kw$3rIZ6z&t{CS%VeGL$kB)|!HE$Rb@z1VTnp9J z#Z&gLDCG|Ly6p zy}Fx$|BOqSB1noH^0y+h_mkqRjso|Gsr++p%S@ptHfh~o)MJGWP&Me}ORxH=pK(!< zYNZj_n)u8=3Wx;v19)QBwGVGagoB9$x3F7A&Rsma4zJ2?5lP+&Hfbhi{td4A$4#;S z9tmQh`{%`a%h76M6Tffh5ba=j$?(qy;Ha2bn3!1l7MNo#;{FxwzeXLuqs$J#FF>)9 zo(cPZgSH^SWdC-;2-fj$6Zi)a^FPIl=o#t%1ER`S@|8kS#q|}1g;b-mTS&*>;)dcd zR)CrYf47w2 zqz;yfB@jiIt11Ty{v8`dFAk9kW$(ZsO~6IsXYML_%;5KJk4Gjqo^NWGS$;OLoi$;J zEPXSmxBiZi1|U%IpqNmQj=h?M5F21bqyzmr#p?Qctc>aq!v>72xD*)&2d?w0l%b1C zCXIbb2M5KHpd9ePg?%GM$5GUkjg^-T?`yhaTy#=?C}utrU|D73XGIISk1Y;==)beu{0Q!Ln# z-a#QK_7H!O%xVjFg@h@c68&mp@!|ydR3jh#K@#wHWJcc6dD0`JV$*}_iP@FrRXqyJ zV2I%o#&q_nZFg_?X~XJd4#v1&5WoCUYq6_9+6W2E`bg6UQ-AFea`k56G8rJPuvq;X zMRw9nA?qNS5z;B%0XnbC5PR1=wcxuhnDYLdDB2cGf~xK*qfKjiKFa27PPseQpfKt! zO^qTe1(uCgTsS?n#yUT^TwAqtl*zu%+)o`0MTRh~MICdhaxzlqOQv7G99kGW)rV@@ zyoy51;FgA=MOB7kks@rfKU2{FbL5b^pv^TOz)8Ffb#=S^6SR{QS~bsI+=8K44LT18 zQej%^=M)cXgu0Noa{4YBAxBjNh?w^ut3@5A|BIA(Qlyw)2l@_Z5T1=RdX;g0y! zeDbN@S3H31K$L6Zrj5SqZFOm+E|2E0buskQjyLvpiyg!5ve(FzJ|Is;kLMsae@wJJ zIGK5|9`FyLH-dz-Az7*1J$!mxBx*(A^gxHp^5v$gC`l5HBgg1o!L(zt(;@q3WugTW zwnJz5b;jC_S`->F^4<`Xd~okNISkUiZ2O6_ST%B{0HRgf{HAO{ZJ)2)iRF9j$?y{PEji|41*+Rr?&*AG718`U$)@Hm;)i zwc_RazoTM)ddZgR4)eRbH{T|Nk)R!_xyWsEEV&pZLJOxWcbtGd352ch1@w?}y;2U$ z(rruTuuX7=o}}v6+x0)4KyEjkR|jiIICZW*@WK^;c2~S!{Q^YuP4yoxTYRRo6SS1E zWmo2Zil+0v0=3N7lkRI)H=FQ(KDrxc*2UfefF z6)$cqi#ThniutXI#wjuSr#**<(;Cm|b$GG#1;8z+^u^f6$lu-ntgMT?T3oDIt|al= z3)Oju$$ZKS-LjBHO^_y$m6p=7qBljW$}wMheb6&A?3%U@ztzNV>-x$L{;H*zDgVJm zmrgKNqVft&E(9x~tQ*|%tHWrZy?Vi4^kbwtl+Ia4S! z+U5EPIvx5693J)wZ34v9%I@7+lHmT$m8JESg^iUR2WASBztCy5zeE-2y|M%IS zf&M?Tzn&>;FZ_r8wDBN>dqk#MT^;Sp{}n zHSO8rSi^A~rC@i)LMHNLQ2$d(Z=yd$;UpN{0?-%?q)8H;s4S%^#%rV_SJUI_05!px zZVM$II9+&N^ZIpWpjARWH#q6Ism-9d;`PgdDTjBO`)Omlt;d#UTX$O4FI*^%k1(!? zC%3PgT9G#cv&Ua~OwoxUnSuB2XSC)xO`t(9NL1l>T)d%8s)H+3|47YXch*7qcbGam z4eIu-K3PDtPP39xf2w|39y=`q0-&9;8_=27BG$=uhmXkXHx=3cU5&aKlb9a+jh_%T z>~E5NSJsrF!anFDI0_2E_Gk(w)3`uzj81ae^9phNi?~N%(iY_ez~s-G0SS%b z#A&s{t2;&Z@Yz6zga=7w$vtMUlrmofxD$FqB<=i{7N2&R{)9v$g7_(Qu!7{dx->nW zj|C_mjD^lB?RjbnpSi>fF_Ew;w=iIGII%ByOc@A^Q$Aw@Hc zC&aqnm(6Ld7Bzw*%s_8HF+^l|9*RDXzZznc28y%bbNC7PoI4j@^svLWn!rXvoZgY? z&ym991Q*7t*)=O{D)M^F9OVRM71`eF8>Z{hEkTgZHZYEiaKE`3>}d1`tSIye?c!g# z4}?82WY6HbhuUuECt*FQ3eRNHC!mVyLiW~R z3&}f~cpnFS{`K!H7M!}9M#0f66Wnzhc_cv$0%p!)eg%jjxW_>oC&FKXf|~Oy->Ow= zT|Qvc#7!zhXCB(f9>L313rpo$g!DKV8*_AL06W)5#axeDj%IT=Sfzj2oGVNX`XzrA z>Wn$~z)OK$+BW`xkC{aHfxAlZ3jtgrqFfVK?$sVdg3tVev0wKllkIUy&=HKhDTynA ze`&cNn6u=g8)rd~DMYV0n7SUC;BuIW+O~sxx95^tI3)ZG-z8I=Sq1c%Z%Cd-p-LvcGy78wSBTM*)SFiVLhvb3&=!Nvm?miqqp($fH1BU3{ zZLT~w=4U^`2$xg>X_wY@0#4Q%jfP!k|IxCfP4&cJPE0ZnQsdA08XEW z+4upyr5w#Np7%DqA?UUi-6MR#YC$-?^hhXaA49$R=7Tq*JCG~4y?2NO}rYY|i%+LE8dOF3ZO z{w#Fi3OD($4JFw^+*P(!5YkP}uNFifMHd^fkaH3UVO`DUzz5&>8K@excg=>}@py{l z9RYPBYO)DMJqH-(V%aD3L{BD(u5`-ebVi&osAHXut{Hd{Ztdg1qGjv3OY3^3v@+@U zXX*TktqS}n{Sj#06<;X1bgsW3t4o%Q&Wh}Z zEb0SQj{ALI)Vj?)?p)2BK;vaZoZ+m-7}b(qAE6v16EM5_Ue{*qJ_-rZ$EAt+dlN`6 zroO)6Gh|73ciokttw{_icQtuAoga}(kD_o@w;3)FjLbr2=^$u^Yf|xu`-Tt6juYWU zmv}gmdl)pBgY%EpZnD4Y#eQjTc->WtXtf$=+sHDsSJrVtkP{SD_(0qG}V?P%r=Dx<0kw-A-;fn3UMaqLCk{?wl9Eil=Wza zNIY&Z)WUxoAU8P~AlI@`)$){Xg zz!S|Bc2vqL=K?FP(({>u$&09p`f~w|bir`JbNO*~wOgnXXteDDr$lD*c`8n=;RfXf z`CK?_pryZ|w9S;oEQRua4hbeL#SL4++Vh}d2mJaj*s1X2gD*+GnGR7un>;F142ro7 zBbfp&LyQC#7HPZ?KLgwRi>>+n+Fu|E*`~r@pn3JrD3rreK#FEaP-cy1xDdpX$g8+4c- z3M>me(jPlYKVmbbV1>Sd3O{)HMZVLpHwgbYwCiZJrup-~mcp+Jx+ ztdQXH#CrWGF`1Dfcl5EM#E=4xXY*vDX2J1<%d~``4~vo6K)%N~2YJJW-$p=OlF*4% zx{-mxF~#fgJN1t2M({90(%OonHQv=${MyS?!vY0^;13X>|DKh{FI2+@5@tpSIe=YQ ziW`6tz(zE~2b0c(qNF65)Audm0IB@P>91c9(g|V$B02Jo;8F@?_kJ*WgfnIN{4+%H z>DsVh{bGU?Ja=%+dMrzcOgJDoYtn+u6;|Zj=?ncS9NE1&3|PbZjeXoF5>+9l`~`%k z1Y#f&665PeyiTX)EaX$CeT<02P&vI({>J8U;R+ODBx1tP7fR+ZQX#Ckbkpnul9DKE zMLd`1&w%v&tU~?yqQ}AM9Ih!cb%0%kA_&?j$bbjtSwJBGDz*eNu=qF~#FZo|Ae~ogK+m%7rRB!-aV_kNWFL@I2p1m-RON^=%Bgy#4m ze!bCEraYd{Xr%;T7*G6s(moy+)>t?a5qDPJl9?!}Fj^Vifr#Mp07IG`bksxsD8`N@tWdvP=M*w#Xa z8%NgnnkQ>Ybg`3cXH~f8twT{o2*CuHL!ud+^;_>^PKERozQLc>LdLDB=`zIVyQDzy zth>=s46mQHQI8>hU?W!ugWfFfYEr0>XHlUkf)hxBy;*|u3|yX=(Q|#;$d5{r>jjQx znT8XM{ucU6Vlr38kxjz_35Qy|tjxxsAJ7AcPxq(G(6hxc3b^H!@X9QIdw7?gI88#5 zS728Q$I_%e#ZyKsX8Ls8lcNVSr#1*8=kB^XZh<yIkfWmjh7SS#&Zn}65NxFi!h3i*+?FAGrd zQV@w~Kb^<@)v;9DUy+^*R2!LI{*c5FTv--TV zqN}Q{*o`J@Fpu_-B_z=`^v{r0Ku()Z+dpD7$$f!iFJzc1H+cgoKEUV^ND})#4D{+dX*4#eEzDq zPQ@uoO@~qAq#x60Ov2lQ8m3`zfJlURIs9Bszlx%6ypx8>RGFDK9YF-G%!Pt=vEU#8 zzagaoLuce!lWf8+CXMboYs&Pm$T9^-XU&$=?u2isthSRZ80!|XtYpP4;TM^>BqK0f0w`yE&KpTa$!NID9VMX{Or zB^7hk)x{>_M-IvwP&-b(nt_(a4S})J98OYQA|=4(4%~JNNy(wMI$jJV#8{KJC>CIx|t@x0|zIiDSVxVRJR2-7Fi?JNy z-n_kxvpjJ6#p(UW>U?WAYGD>1elMO*6-8T$Q<$=AE%CjvvvPta`z$<&z)$n&x&xPj zd3^TSYDl=9?CNB^XbjWDK2h>6Ot^#xCgQ8VtpV|hq!jURSpyPd>8R|wmL|xN|*^~6sYa;{>>tm zPD^uk=0=z8EK>>o4z+NCy#D3P&SvQjr+kZq<9EreFI9Dp9o z0>_v}wCOWq)CoNLT5)59q90+Y(}au;UKJDB#I15<8j=_5V9pLK>5COrBZaXKM9Ska zEFxrxLF6xdaOE~*p|Kik3_^~nnTWO!1eM@*eXubV2pIRk&Y9Has@+VfF)~gK^0a9m zcBM2qfr;d%l=WCwqw2ZUgMF{%-abpqRGOq5ns&LnpNl2oz#jRA9FYn2$Dxur0_)7S z-*>k}OTWj*4rCjT966{@noq=87Pe!LN4rwn8YEA=mH9@zaAd$^Oo*@V z1{4XXaI&RO?{qh_yOlbJ|FQ5lTE~t}!yLDJizT%Qk+a{1mc-)`;qUI8Ow3k%==6n& z(u%ep3PAs{(GOsW2^0`*q#VgU&f?QAC98h@0UVA6Gnx~iJV^k{8J+;4ap!%@Ot z5bH1996@uH(DAyr)86$B1yhH~LVyewf_zbN6s)pMqTQz441{dEZMZ#c)p@w$&VlEY zGt?p2;1oPAPJ;Zn;)PU0Zkl*T$5%3|z`fD#{8P-fgX4W}nIfw5#M&`lTyZK^^QMk| z!`$11>D}7`vb=oc2LJ~G)ig!i$3ryZ2u-*zrk|>_N7*MLISAMooK-v%g$t3OZ zy|*Avjwr|{^faE0Tvm+NC`hljID-^sJ%BaK6(6fL>lGjOCCk;fj>qcHzx4Pt9t<5R z57;Ig7K^w8^%j7mp#4-`U%_GUP|fc@C&(jDUyOeLm5c?vYinNtX>CnbuI?%iTO`0F zyXHv}1}BQw*M_MgFBda9?2PMrG_LKM)^^X9nM z+jgsV)#v-5NCs}RydRo&m+d~3ILvg?ip@&bY?Z@~fxd9#(N?cY(c+V9LYb5;wL>M; z2cGLra$Zdxefz22BTZVdERV@rC*hynu?K3oo83bm15WcJ5F7K9}lbTR$1gE5WCX(R9ZXVGluG zsVzLy+Q1=zuv;zrf<`(5R^^mh^=iO$yJbPcBWQcE;pJ*nugP~>VmmDV z2`DX*oqGIf8<4$sW`DL8=)nl|iv?{Z4v5Y!Psb&c^58CZpb?{u}8+GuS z7QaUq$P=z_ma|)0->OrV?tL;h+_c+v12&AUPJ^w#1o>}6BHc6-ZD?pC&Lb>Kw^AX- ztniAmUQpQwC>*-w4x);Ep~JSo2W>#ZEj&G4Hy>TH>rK4q9Yb_!wVPRa4cl|{C=S3Q zJG#uX@0*B@jfEdHl@B46ISF4P<0d84eY~5byWFhRF~YH%kt8IXwfz-rRAqHExy>KR zj1yDQrveJi?q&PC4m)j<5Q z>V{hwzzwoaj9MYh7wh9Zs#gY``-MSaukW{nz!K=gsjsiOy+B}1>X%fCwUKG$C!Vc? z|MUK))29PsRA$@ApJLv;9>(PRMAS&7^9#eiQbBTjW!pxhF1`Ch0yGRq~ep~h5 zeB8Ow6<4v5XC3z$GZ5(R&RN~HhFyo3&XoOq+VaHFPlf#4X_GQ+nn~BU9}JaNx;QzH z(WkeZVxR6lWhX}45jn|hD>+L*TW+E%as@`JSD7d3+(EW&S72$?xo0v0dL_&DQ_kTB zp@%rGM!hm!c{2ZSK#xySxq?$yqb8|(!Rrmv1&ruAqroO-BD?Yk?u93eNKI{xN|vv zzx(uPiLr%n%%mjXY9o(BYt^Mc>dy9}NG#qDdA=c2JuV6`xkWJD1kfGht@aw?Yi1db{9G;QEE9Qa!w0_Ao?k!xhyIsjsqQ(;vd6^;zp_-M|D2p<559TrF($4VfiSpiynby5} zMUw$brXgM4+Z?65*p|^{NUQihYbuFss9^d}aM64yd7t|f${|+(m@L--lsXREo4x2j zyjs3{KpiptZdh>$%}YWXoL$iSNoNfzSt?k(^sM=K!UrYgGwvV~8oXBRGFu&Gc5h_F z!4ITf?qkeJP!B>^zJ&k`dYyhr`U3Zrg^A*iozc-hq_}k7dR^%038n$`1jY|_W#W>1 zFuT2C4M~WOQVW#A$XY)W%rdp%Z3N_m-1u>*c8CRL^tKMg`uVj=w7vT4Jih%oIiasn zCu~Q6jHFEVc{)2xBolqg<@RMyqb)k&%90kTdcE5(0LsLcj5H)EB`EMrtFrF!?%=s+_#|5ik*ooEk@`_$L0D=*Zt${E3=(y zTk?=e(;gc6(-?fW)iZsXlOf|uGVe9K=bIny{)IU+k9#H+UN`59J6FZ_ohwyBRp=xx zC!x)p{5$13r_WXFw{>m-8wPxQ8Cg>0pY5`wfr-NTS^axhzj=vJ-eD-<2||2GQvQP1 z-EIep2$G7d(~SNm+ZRvf5t?aZvC>$4$M%lgtK@GVK5j2Lp58*$E6Wot=#uN@@Fdi>=M7ytH2b^*eV=rxXw9asQ>`^B{aBNt&y=$Fq%%%^_g+N?)D4Ay ztlpiK>f(2KwF@|!+K|{{HkBjuj#cYfw+B+mRI;eXp}0O*Q&bJ)7Vz~ut=kxPK(AXt z<5)o(AT(Q{bpw<$v_s*6qaST|2cfEf&s%NSiB0#EcNO(WT7KUI({N7i$Z+fC6V#yZ zs*|5f+!HcyO|8faq^gtnTB{_!w(TbqPV#T_hqpRen4-Z=!_HRuiV<2>oA%EyOR z4BfC8^HwN@#SiaoTZtHtd^^zEcEd5B7)nX`JHu1w6Ecc@k@m=4qAM>Tw3?*&Eb3Px>FzB9MtT;SXwzV-~FdEj~x-OO= zyN<#Vx_6_&F>M+!lL&rCck5i^t0jU1|(xnr<l1?pX{*3 z<*8yd2)-hSRDbS$2yw7V8t7C+5$vMpP%F6>hC>4AkXk*O63M9?A1fN$-Tl`}F1FNblp&XgV8Ql!dY;_==eF`*;+;0J3ou5@b6yyx5Hsz$FbA}} zv{`1uyvtHK~4CdqU^2jXpp^$G=mxQ&S|;r~Y16#$Cn9>#idrz5i3nnt9<=QQ97}_x5BnnD z#Mn{p43J(4W4-0r>eD2zI7}vLG=O{T>t2bNT0wZ*_wJ13!3_hWLnko6`O*KA4RfDP zXBCbG9r{DA$HB=uorgt|jtkCXP%y1nW#0RDQ)MM4Js$ToFC=lFO6gwiB{xM4b z9+yxGwO~bh@Oe74(sHBEhClQ6fRf6C&XyOrjaVeF7)Iqg;$~8?%3J1cC5m@*RmNLC z3Goi;`kOon@IuE|FFYl^qGNuPH4yxb?^KKEy^Ccq??I9ivTObt`779(~Fl3*4Rybzh=d zxN$3rt3H(LKK@21vm2DU|k?*Zorp@t&_Z8toOHW!o zP2G8C*R?)*8K~Y%!i$|u=OaLz>T_jSg{pOJ(I+qQCi02b;B%RCh(*1SKUB-oOR1aN qW5*wb7Mswo2*wZA|FV@Go%9`?+#HNeVAz>i8QEb-NQ7lYVEz{>ZHe^& literal 0 HcmV?d00001 diff --git a/assignments2023/template6.qmd b/assignments2023/template6.qmd new file mode 100644 index 00000000..eda3fcfc --- /dev/null +++ b/assignments2023/template6.qmd @@ -0,0 +1,499 @@ +--- +title: "Assignment 6, 2023" +author: "Aki Vehtari et al." +format: + html: + toc: true + code-tools: true + code-line-numbers: true + number-sections: true + mainfont: Georgia, serif + page-layout: article + pdf: + geometry: + - left=1cm,top=1cm,bottom=1cm,right=7cm + number-sections: true + code-annotations: none +editor: source +--- + +# General information + +**The maximum amount of points from this assignment is 6.** + +**This is for BDA 2023** + +We have prepared a **quarto template specific to this assignment ([html](template6.html), [qmd](https://avehtari.github.io/BDA_course_Aalto/assignments/template6.qmd), [pdf](template6.pdf))** to help you get started. + +::: {.callout-warning icon=false title="Setup" collapse=true} +We recommend Aalto students use [jupyter.cs.aalto.fi](https://jupyter.cs.aalto.fi), for all others we also provide a [docker container](docker.html). +::: + +::: {.callout-tip collapse=false} +**Reading instructions:** + +- [**The reading instructions for BDA3 Chapter 10**](../BDA3_notes.html#ch10). +- [**The reading instructions for BDA3 Chapter 11**](../BDA3_notes.html#ch11). + +{{< include includes/_grading_instructions.md >}} + +{{< include includes/_cmdstanr.md >}} +::: + +{{< include includes/_reporting_accuracy.md >}} + +{{< include includes/_general_info.md >}} +::: {.content-visible when-profile="public"} +This is the template for [assignment 6](assignment6.html). You can download the [broken stan-file](./additional_files/assignment6_linear_model.stan) and the [qmd-file](https://avehtari.github.io/BDA_course_Aalto/assignments/template6.qmd) or copy the code from this rendered document after clicking on ` Code` in the top right corner. + +**Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.** +::: +::: {.callout-tip collapse=true} +## Setup + +JupyterHub has all the needed packages pre-installed. + +The following installs and loads the `aaltobda` package: +```{r} +if(!require(aaltobda)){ + install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos"))) + library(aaltobda) +} +``` +The following installs and loads the [`latex2exp` package](https://github.com/stefano-meschiari/latex2exp), which allows us to use LaTeX in plots: +```{r} +if(!require(latex2exp)){ + install.packages("latex2exp") + library(latex2exp) +} +``` +The following installs and loads the [`posterior` package](https://github.com/stan-dev/posterior) which imports the `rhat_basic()` function: +```{r} +if(!require(posterior)){ + install.packages("posterior") + library(posterior) +} +``` +The following installs and loads the [`ggplot2` package](https://ggplot2.tidyverse.org/), the [`bayesplot` package](https://mc-stan.org/bayesplot/index.html) and the [`dplyr` package](https://dplyr.tidyverse.org/) +```{r} +if(!require(ggplot2)){ + install.packages("ggplot2") + library(ggplot2) +} +if(!require(bayesplot)){ + install.packages("bayesplot") + library(bayesplot) +} +if(!require(dplyr)){ + install.packages("dplyr") + library(dplyr) +} +if(!require(tidyr)){ + install.packages("tidyr") + library(tidyr) +} +# Some additional set-up to make plots legible +ggplot2::theme_set(theme_minimal(base_size = 14)) +bayesplot::bayesplot_theme_set(theme_minimal(base_size = 14)) +# register_knitr_engine() +``` +The following installs and loads the [`cmdstanr` package](https://mc-stan.org/cmdstanr/) and tries to install `cmdstan`. +```{r} +if(!require(cmdstanr)){ + install.packages("cmdstanr", repos = c("https://mc-stan.org/r-packages/", getOption("repos"))) + library(cmdstanr) +} +cmdstan_installed <- function(){ + res <- try(out <- cmdstanr::cmdstan_path(), silent = TRUE) + !inherits(res, "try-error") +} +if(!cmdstan_installed()){ + install_cmdstan() +} +``` +::: + +# Stan warm-up: linear model of BDA retention with Stan (2 points) + +From 2018 to 2022, we have been keeping track of assignment submissions for the BDA course given the number of submissions for the 1st assignment. We will fit a simple linear model to answer two questions of interest: + +- What is the trend of student retention as measured by assignment submissions? +- Given the submission rates for assignments 1--8, how many students will complete the final 9th assignment (and potentially pass the course)? + +The author has given you the broken Stan code below, which they intend to encode the following linear model: +$$ +\begin{aligned} +p(\alpha,\beta,\sigma) &= \mathrm{const.} + & \text{(improper flat prior)}&\text{ and}\\ +p(y|x,\alpha,\beta,\sigma) &= p_\mathrm{normal}(y|\alpha + \beta x, \sigma) + & \text{(normal likelihood)} &\text{.} +\end{aligned} +$$ +In both the statistical model above and in the Stan model below, $x \in \mathbb{R}^N$ and $y \in \mathbb{R}^N$ are vectors of the covariates / predictors (the assignment number) and vectors of the observation (proportions of students who have handed in the respective assignment). $\alpha \in \mathbb{R}$ is the unknown scalar intercept, $\beta \in \mathbb{R}$ is the unknown scalar slope and $\sigma \in \mathbb{R}_{>0}$ is the unknown scalar observation standard deviation. The statistical model further implies +$$ +p(y_\mathrm{pred.}|x_\mathrm{pred.},\alpha,\beta,\sigma) = p_\mathrm{normal}(y_\mathrm{pred.}|\alpha + \beta x_\mathrm{pred.}, \sigma) +$$ +as the predictive distribution for a new observation $y_\mathrm{pred.}$ at a given new covariate value $x_\mathrm{pred.}$. + +You can download [the broken stan file from github](./additional_files/assignment6/linear_model.stan). + +```{.stan} +data { #<1> + // number of data points + int N; + // covariate / predictor + vector[N] x; + // observations + vector[N] y; + // number of covariate values to make predictions at + int no_predictions; + // covariate values to make predictions at + vector[no_predictions] x_predictions; +} #<1> +parameters { #<2> + // intercept + real alpha; + // slope + real beta; + // the standard deviation should be constrained to be positive + real sigma; +} #<2> +transformed parameters { #<3> + // deterministic transformation of parameters and data + vector[N] mu = alpha + beta * x // linear model +} #<3> +model { #<4> + // observation model / likelihood + y ~ normal(mu, sigma); +} #<4> +generated quantities { #<5> + // compute the means for the covariate values at which to make predictions + vector[no_predictions] mu_pred = alpha + beta * x_predictions; + // sample from the predictive distribution, a normal(mu_pred, sigma). + array[no_predictions] real y_pred = normal_rng(mu, sigma); +} #<5> +``` + +1. This is [Stan's data block](https://mc-stan.org/docs/reference-manual/program-block-data.html): +"*The `data` block is for the declaration of variables that are read in as data. [...] Each variable’s value is validated against its declaration as it is read. For example, if a variable sigma is declared as `real`, then trying to assign it a negative value will raise an error. As a result, data type errors will be caught as early as possible. Similarly, attempts to provide data of the wrong size for a compound data structure will also raise an error.*" For more information, follow the link. + +2. This is [Stan's parameters block](https://mc-stan.org/docs/reference-manual/program-block-parameters.html): +"*The variables declared in the `parameters` program block correspond directly to the variables being sampled by Stan’s samplers (HMC and NUTS). From a user’s perspective, the parameters in the program block are the parameters being sampled by Stan.*" For more information, follow the link. + +3. This is [Stan's transformed parameters block](https://mc-stan.org/docs/reference-manual/program-block-transformed-parameters.html): +"*The `transformed parameters` program block consists of optional variable declarations followed by statements. After the statements are executed, the constraints on the transformed parameters are validated. Any variable declared as a transformed parameter is part of the output produced for draws.*" For more information, follow the link. + +4. This is [Stan's model block](https://mc-stan.org/docs/reference-manual/program-block-model.html): +"*The `model` program block consists of optional variable declarations followed by statements. The variables in the `model` block are local variables and are not written as part of the output. [...] The statements in the `model` block typically define the model. This is the block in which probability (sampling notation) statements are allowed.*" For more information, follow the link. + +5. This is [Stan's generated quantities block](https://mc-stan.org/docs/reference-manual/program-block-generated-quantities.html): +"*The `generated quantities` program block is rather different than the other blocks. Nothing in the `generated quantities` block affects the sampled parameter values. The block is executed only after a sample has been generated.*" For more information, follow the link. + +::: {.callout-tip collapse=false} +A normal linear model is actually **not** the best model to use for this type of data, but we will use it here to illustrate the first step in building up to more appropriate, complicated models. +::: + +::: {.callout-warning icon=false title="Subtask 2.a"} + +Find the ***three mistakes*** in the code and fix them. Report the original mistakes and your fixes clearly in your report. Include the **full** corrected Stan code in your report. Verify that sampling was successful. +::: + +::: {.callout-tip collapse=false} +You may find some of the mistakes in the code using Stan syntax checker. If you copy the Stan code to a file ending `.stan` and open it in RStudio (you can also choose from RStudio menu File$\rightarrow$New File$\rightarrow$Stan file to create a new Stan file), the editor will show you some syntax errors. More syntax errors might be detected by clicking `Check' in the bar just above the Stan file in the RStudio editor. Note that some of the errors in the presented Stan code may not be syntax errors. +::: +::: {.content-visible when-profile="public"} +Write your answers/code here! +::: + + + +The author runs the corrected Stan file using the following R code and plots the returned MCMC sample. Read through the code below to understand what is being plotted. + +::: {.callout-tip collapse=true} +## Data preparation and sampling from the posterior + +**Data assembly happens here**: +```{r} +#| warning: false +# These are our observations y: the proportion of students handing in each assignment (1-8), +# sorted by year (row-wise) and assignment (column-wise). +# While the code suggest a matrix structure, +# the result will actually be a vector of length N = no_years * no_assignments +propstudents<-c(c(176, 174, 158, 135, 138, 129, 126, 123)/176, + c(242, 212, 184, 177, 174, 172, 163, 156)/242, + c(332, 310, 278, 258, 243, 242, 226, 224)/332, + c(301, 269, 231, 232, 217, 208, 193, 191)/301, + c(245, 240, 228, 217, 206, 199, 191, 182)/245) +# These are our predictors x: for each observation, the corresponding assignment number. +assignment <- rep(1:8, 5) +# These are in some sense our test data: the proportion of students handing in the last assignment (9), +# sorted by year. +# Usually, we would not want to split our data like that and instead +# use e.g. Leave-One-Out Cross-Validation (LOO-CV, see e.g. http://mc-stan.org/loo/index.html) +# to evaluate model performance. +propstudents9 = c(121/176, 153/242, 218/332, 190/301, 175/245) +# The total number of assignments +no_assignments = 9 +# The assignment numbers for which we want to generate predictions +x_predictions = 1:no_assignments +# (Cmd)Stan(R) expects the data to be passed in the below format: +model_data = list(N=length(assignment), + x=assignment, + y=propstudents, + no_predictions=no_assignments, + x_predictions=x_predictions) +``` +**Sampling from the posterior distribution happens here**: +```{r} +#| warning: false +# This reads the file at the specified path and tries to compile it. +# If it fails, an error is thrown. +retention_model = cmdstan_model("./additional_files/assignment6_linear_model.stan") +# This "out <- capture.output(...)" construction suppresses output from cmdstanr +# See also https://github.com/stan-dev/cmdstanr/issues/646 +out <- capture.output( + # Sampling from the posterior distribution happens here: + fit <- retention_model$sample(data=model_data, refresh=0, show_messages=FALSE) +) +``` +**Draws postprocessing happens here**: +```{r} + +# This extracts the draws from the sampling result as a data.frame. +draws_df = fit$draws(format="draws_df") + +# This does some data/draws wrangling to compute the 5, 50 and 95 percentiles of +# the mean at the specified covariate values (x_predictions). +# It can be instructive to play around with each of the data processing steps +# to find out what each step does, e.g. by removing parts from the back like "|> gather(pct,y,-x)" +# and printing the resulting data.frame. +mu_quantiles_df = draws_df |> + subset_draws(variable = c("mu_pred")) |> + summarise_draws(~quantile2(.x, probs = c(0.05, .5, 0.95))) |> + mutate(x = 1:9) |> + pivot_longer(c(q5, q50, q95), names_to = c("pct")) +# Same as above, but for the predictions. +y_quantiles_df = draws_df |> + subset_draws(variable = c("y_pred")) |> + summarise_draws(~quantile2(.x, probs = c(0.05, .5, 0.95))) |> + mutate(x = 1:9) |> + pivot_longer(c(q5, q50, q95), names_to = c("pct")) +``` +::: + +**Plotting happens here**: +```{r} +#| label: fig-posterior +#| fig-cap: Describe me in your submission! +ggplot() + + # scatter plot of the training data: + geom_point( + aes(x, y, color=assignment), + data=data.frame(x=assignment, y=propstudents, assignment="1-8") +) + + # scatter plot of the test data: + geom_point( + aes(x, y, color=assignment), + data=data.frame(x=no_assignments, y=propstudents9, assignment="9") +) + + # you have to tell us what this plots: + geom_line(aes(x,y=value,linetype=pct), data=mu_quantiles_df, color='grey', linewidth=1.5) + + # you have to tell us what this plots: + geom_line(aes(x,y=value,linetype=pct), data=y_quantiles_df, color='red') + + # adding xticks for each assignment: + scale_x_continuous(breaks=1:no_assignments) + + # adding labels to the plot: + labs(y="assignment submission %", x="assignment number") + + # specifying that line types repeat: + scale_linetype_manual(values=c(2,1,2)) + + # Specify colours of the observations: + scale_colour_manual(values = c("1-8"="black", "9"="blue")) + + # remove the legend for the linetypes: + guides(linetype="none") +``` +::: {.callout-tip collapse=true} +## Quick check for sampling convergence + +If your model is correctly implemented, sampling from the posterior distribution should have been successful. +You can check whether Stan thinks that sampling succeeded by inspecting the output of the below command, +which you should be able to interpret with a little help from the [CmdStan User's Guide](https://mc-stan.org/docs/cmdstan-guide/diagnose.html). +```{r} +fit$cmdstan_diagnose() +``` +::: + +Based on the above plot, answer the following questions: + +::: {.callout-warning icon=false title="Subtask 2.b"} +- What is the solid red line plotting? What are the dashed red lines? How and why are these different from the corresponding grey lines? +- What is the general trend of student retention as measured by assignment submissions? +- Given a model fitted to the submission data for assignments 1-8, does it do a good job predicting the proportion of students who submit the final 9th assignment? +- Name one different modeling choice you could make to improve the prediction. +::: +::: {.content-visible when-profile="public"} +Write your answers/code here! +::: + +::: {.callout-note icon=false title="Rubric"} +* Is the source code included? + * No + * Yes +* Is the full resulting modified Stan model code presented in the report? + * No + * Yes, but partially + * Yes, with a few mistakes + * Yes, and it is correct +* Has the sampling success been verified/summarized (e.g. by inspecting and summarizing the output of [`CmdStan`'s `diagnose` method](https://mc-stan.org/docs/cmdstan-guide/diagnose.html)). + * No + * Yes, but partially + * Yes, and it is correctly verified +* Fix #1: Is there a fix for line . + * It has not been discussed, that this line should be fixed. + * It has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong. + * There is a fix presented for this line, that clearly solves the problem. +* Fix #2: Is there a fix for line . + * It has not been discussed, that this line should be fixed. + * It has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong. + * There is a fix presented for this line, that clearly solves the problem. +* Fix #3: Is there a fix for line . + * It has not been discussed, that this line should be fixed. + * It has been discussed, that this line should be fixed, but there is no fix presented for it or the fix is clearly wrong. + * There is a fix presented for this line, that clearly solves the problem. +* Have the red lines been correctly described ()? +* Have the grey lines been correctly described ()? +* Has the difference between the red and grey lines been explained ()? +* Has the student retention trend been described () +* Has the predictive performance for the held out data been discussed and assessed satisfactorily ()? + * No + * Somewhat + * Yes +* Has at least one way to improve the model been mentioned (E.g. )? +::: + +# Generalized linear model: Bioassay with Stan (4 points) + +Replicate the computations for the bioassay example of section 3.7 +(BDA3) using Stan. + +::: {.callout-warning icon=false title="Subtask 3.a"} +Write down the model for the bioassay data in Stan syntax. For +instructions in reporting your implementation, you can refer to +parts 2c.3 - 2c.6 in Assignment 5. Use the Gaussian prior as in Assignment 4 and 5, that is +$$ +\begin{aligned} + \begin{bmatrix} + \alpha \\ \beta + \end{bmatrix} + \sim + \text{N} \left( \mu_0, \Sigma_0 \right), \qquad + \text{where} \quad + \mu_0 = \begin{bmatrix} 0 \\ 10 \end{bmatrix} \quad \text{and} \quad + \Sigma_0 = \begin{bmatrix} 2^2 & 12 \\ 12 & 10^2 \end{bmatrix}. +\end{aligned} +$$ +::: + +::: {.callout-tip collapse=false} +You will need Stan functions `multi_normal` and +`binomial_logit` for implementing the prior and observation model, +respectively. In Stan code, it is easiest to declare a variable (say +`theta`) which is a two-element vector so that the first value +denotes $\alpha$ and latter one $\beta$. This is because the +`multi_normal` function that you need for implementing the prior +requires a vector as an input. +::: +::: {.content-visible when-profile="public"} +Write your answers/code here! +```{r} +data("bioassay") +``` +::: + +::: {.callout-warning icon=false title="Subtask 3.b"} +Use $\widehat{R}$ for convergence analysis. You can either use Eq. +(11.4) in BDA3 or the later version that can be found in [**a recent +article**](https://arxiv.org/abs/1903.08008). You should specify +which $\widehat{R}$ you used. In R the best choice is to use +function `rhat_basic()` or `rhat()` from the `posterior` package +(see `?posterior::rhat_basic`). To check $\widehat{R}$ and other +diagnostics, you can also call `fit$summary()`, where `fit` is the +fit object returned by Stan's sampling function. Report the +$\widehat{R}$ values both for $\alpha$ and $\beta$ and discuss the +convergence of the chains. **Briefly explain in your own words how +to interpret the obtained** $\widehat{R}$ **values**. +::: + +::: {.content-visible when-profile="public"} +Write your answers/code here! +::: + +::: {.callout-warning icon=false title="Subtask 3.c"} +Plot the draws for $\alpha$ and $\beta$ (scatter plot) and include +this plot in your report. You can compare the results to Figure 3.3b +in BDA3 to verify that your code gives sensible results. Notice +though that the results in Figure 3.3b are generated from posterior +with a uniform prior, so even when your algorithm works perfectly, +the results will look slightly different (although fairly similar). +::: + +::: {.content-visible when-profile="public"} +Write your answers/code here! +::: + +::: {.callout-warning icon=false title="Subtask 3.d"} +To develop the course and provide feedback to Stan developers, we +collect information on which Stan setup you used and whether you had +any problems in setting it up or using it. Please report, + +- Operating system (Linux, Mac, Windows) or jupyter.cs.aalto.fi? + +- Programming environment used: R or Python? + +- Interface used: RStan, CmdStanR, PyStan, or CmdStanPy? + +- Did you have installation or compilation problems? Did you try first installing locally, but switched to + jupyter.cs.aalto.fi? + +- In addition of these you can write what other things you found + out difficult (or even frustrating) when making this assignment + with Stan. +::: + +::: {.content-visible when-profile="public"} +Write your answers/code here! +::: + + +::: {.callout-note icon=false title="Rubric"} +* Is the Stan model code included? + * No + * Yes +* Does the implemented Stan-model seem to be working? + * No implementation + * Model implemented but results not visualized/reported + * Model implemented, but the results seem weird + * Model seems to work correctly +* Are the R_hat-values reported (potential scale reduction factor, Eq. (11.4) in the BDA3)? + * No + * Yes, but only for alpha or beta + * Yes, single values both for alpha and beta +* Is the interpretation of R_hat values correct ([R_hat values close to one => chains probably converged +and estimates reliable]{.content-hidden when-profile="public"})? + * No interpretation or discussion about the R_hat-values, or conclusions clearly wrong + * Somewhat correct + * Interpretation correct +* Does the report contain a scatter plot about the draws? Do the results look reasonable, that is, roughly +like in the Figure below ? + * No plot included + * Plot included, but the results do not look like in the figure above + * Plot included, and the results look roughly like in the figure above +* Does the report contain description of Stan setup used and whether there were any problems in setting +it up or using it? + * No + * Yes +* Even if the Stan model code is correct, there might be ways to give improve the layout or write the +model in more elegant ways. This optional feedback box can be used to give additional suggestions for +better Stan code. +::: + +{{< include includes/_overall_quality.md >}} diff --git a/assignments2023/template7.html b/assignments2023/template7.html new file mode 100644 index 00000000..8647a5ae --- /dev/null +++ b/assignments2023/template7.html @@ -0,0 +1,3187 @@ + + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 7, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
      +
      + +
      + +
      + + +
      + + + +
      + +
      +
      +

      Assignment 7, 2023

      +

      Hierarchical model in Stan

      +
      + + + +
      + +
      +
      Author
      +
      +

      Aki Vehtari et al.

      +
      +
      + + + +
      + + + +
      + + +
      +
      +
      + +
      +
      +Warning +
      +
      +
      +

      Currently, rendering on github is broken, such that the rendered template at https://avehtari.github.io/BDA_course_Aalto/assignments/template7.html looks weird. Rendering should however work on Aalto’s JupyterLab, but we will also try to fix rendering on github ASAP.

      +
      +
      +
      +

      1 General information

      +

      This is for BDA 2023

      +

      The maximum amount of points from this assignment is 9.

      +

      We have prepared a quarto template specific to this assignment (html, qmd, pdf) to help you get started.

      +
      + +
      +
      +

      We recommend Aalto students use jupyter.cs.aalto.fi, for all others we also provide a docker container.

      +
      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      Reading instructions:

      + +

      Grading instructions:

      +

      The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible Rubric blocks.

      +

      Installing and using CmdStanR:

      +

      See the Stan demos on how to use Stan in R (or Python). Aalto JupyterHub has working R and CmdStanR/RStan environment and is probably the easiest way to use Stan. * To use CmdStanR in Aalto JupyterHub:
      library(cmdstanr)
      set_cmdstan_path('/coursedata/cmdstan')

      +

      The Aalto Ubuntu desktops also have the necessary libraries installed.

      +

      To install Stan on your laptop, run ‘install.packages("cmdstanr", repos = c("https://mc-stan.org/r-packages/", getOption("repos")))’ in R. If you encounter problems, see additional answers in FAQ. For Aalto students, if you don’t succeed in short amount of time, it is probably easier to use Aalto JupyterHub.

      +

      If you use Aalto JupyterHub, all necessary packages have been pre-installed. In your laptop, install package cmdstanr. Installation instructions on Linux, Mac and Windows can be found at https://mc-stan.org/cmdstanr/. Additional useful packages are loo, bayesplot and posterior (but you don’t need these in this assignment). For Python users, PyStan, CmdStanPy, and ArviZ packages are useful.

      +

      Stan manual can be found at https://mc-stan.org/users/documentation/. From this website, you can also find a lot of other useful material about Stan.

      +

      If you edit files ending .stan in RStudio, you can click “Check” in the editor toolbar to make syntax check. This can significantly speed-up writing a working Stan model.

      +
      +
      +
      +
      +
      +
      + +
      +
      +Reporting accuracy +
      +
      +
      +
      +
      +

      For posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).

      +

      Example: If you estimate \(E(\mu) \approx 1.234\) with MCSE(\(E(\mu)\)) = 0.01, then the true expectation is likely to be between \(1.204\) and \(1.264\), it makes sense to report \(E(\mu) \approx 1.2\).

      +

      See Lecture video 4.1, the chapter notes, and a case study for more information.

      +
      +
      +
      +
      + +
      +
      +
        +
      • The recommended tool in this course is R (with the IDE RStudio).
      • +
      • Instead of installing R and RStudio on you own computer, see how to use R and RStudio remotely.
      • +
      • If you want to install R and RStudio locally, download R and RStudio.
      • +
      • There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from RStudio Education pages.
      • +
      • When working with R, we recommend writing the report using quarto and the provided template. The template includes the formatting instructions and how to include code and figures.
      • +
      • Instead of quarto, you can use other software to make the PDF report, but the the same instructions for formatting should be used.
      • +
      • Report all results in a single, anonymous *.pdf -file and submit it in peergrade.io.
      • +
      • The course has its own R package aaltobda with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):
      • +
      +
      install.packages("aaltobda", repos = c("https://avehtari.github.io/BDA_course_Aalto/", getOption("repos")))
      +
        +
      • Many of the exercises can be checked automatically using the R package markmyassignment (pre-installed in JupyterHub). Information on how to install and use the package can be found in the markmyassignment documentation. There is no need to include markmyassignment results in the report.
      • +
      • Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.
      • +
      • Common questions and answers regarding installation and technical problems can be found in Frequently Asked Questions (FAQ).
      • +
      • Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.
      • +
      • You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.
      • +
      • You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.
      • +
      • Do not share your answers publicly.
      • +
      • Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.
      • +
      • Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See points 5 and 6 in Aalto guidelines for use of AI in teaching).
      • +
      • All suspected plagiarism will be reported and investigated. See more about the Aalto University Code of Academic Integrity and Handling Violations Thereof.
      • +
      • Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.
      • +
      • If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!
      • +
      +
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.
      • +
      • Is the report anonymous?
      • +
      +
      +
      +

      This is the template for assignment 7. You can download the separate model with bad priors and the qmd-file or copy the code from this rendered document after clicking on </> Code in the top right corner.

      +

      Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.

      +
      + +
      +
      +

      The following loads several needed packages:

      +
      +
      library(aaltobda)
      +library(bayesplot)
      +
      +
      This is bayesplot version 1.11.1.9000
      +
      +
      +
      - Online documentation and vignettes at mc-stan.org/bayesplot
      +
      +
      +
      - bayesplot theme set to bayesplot::theme_default()
      +
      +
      +
         * Does _not_ affect other ggplot2 plots
      +
      +
      +
         * See ?bayesplot_theme_set for details on theme setting
      +
      +
      library(cmdstanr)
      +
      +
      This is cmdstanr version 0.8.1.9000
      +
      +
      +
      - CmdStanR documentation and vignettes: mc-stan.org/cmdstanr
      +
      +
      +
      - CmdStan path: /u/77/ave/unix/.cmdstan/cmdstan-2.35.0-rc3
      +
      +
      +
      - CmdStan version: 2.35.0
      +
      +
      library(dplyr)
      +
      +
      
      +Attaching package: 'dplyr'
      +
      +
      +
      The following objects are masked from 'package:stats':
      +
      +    filter, lag
      +
      +
      +
      The following objects are masked from 'package:base':
      +
      +    intersect, setdiff, setequal, union
      +
      +
      library(ggplot2)
      +library(ggdist) # for stat_dotsinterval
      +library(posterior)
      +
      +
      This is posterior version 1.6.0
      +
      +
      +
      
      +Attaching package: 'posterior'
      +
      +
      +
      The following object is masked from 'package:bayesplot':
      +
      +    rhat
      +
      +
      +
      The following object is masked from 'package:aaltobda':
      +
      +    mcse_quantile
      +
      +
      +
      The following objects are masked from 'package:stats':
      +
      +    mad, sd, var
      +
      +
      +
      The following objects are masked from 'package:base':
      +
      +    %in%, match
      +
      +
      if(!require(brms)){
      +    install.packages("brms")
      +    library(brms)
      +}
      +
      +
      Loading required package: brms
      +
      +
      +
      Loading required package: Rcpp
      +
      +
      +
      Loading 'brms' package (version 2.21.6). Useful instructions
      +can be found by typing help('brms'). A more detailed introduction
      +to the package is available through vignette('brms_overview').
      +
      +
      +
      
      +Attaching package: 'brms'
      +
      +
      +
      The following objects are masked from 'package:ggdist':
      +
      +    dstudent_t, pstudent_t, qstudent_t, rstudent_t
      +
      +
      +
      The following object is masked from 'package:bayesplot':
      +
      +    rhat
      +
      +
      +
      The following object is masked from 'package:stats':
      +
      +    ar
      +
      +
      # Set more readable themes with bigger font for plotting packages.
      +ggplot2::theme_set(theme_minimal(base_size = 14))
      +bayesplot::bayesplot_theme_set(theme_minimal(base_size = 14))
      +
      +# This registers CmdStan as the backend for compiling cmdstan-chunks.
      +check_cmdstan_toolchain(fix = TRUE, quiet = TRUE)
      +register_knitr_engine(override = FALSE)
      +
      +
      +
      +
      +
      +
      +

      2 Hierarchical Model: Chicken Data with Stan (6p)

      +

      Do not look at the secret dataset until you have defined your priors in section 2.1.

      +

      A secret dataset, included in base r, contains weight measurements from 50 chicks from their birth until the age of 21 days. For this task, we are interested in modeling the weight of a chick at the age of 12 days.

      +
      +

      2.1 Choosing a weakly informative prior by intuition

      +

      We will first guide you through two processes for choosing weakly informative priors which you can use in your projects as well (though, if expert knowledge is present, we encourage to use that though instead). Many definitions of weak exist, but for our purposes, we intend to set priors in this assignment which don’t overwhelm the likelihood contributions to the posterior while still exerting some amount of regularisation.

      +

      In the absence of additional information, we will assume that chick weights at 12 days of age (\(w\)) follow a normal distribution: \[ +w\sim\mathcal N (\mu,\sigma). +\] Our task will be to define weakly informative priors for the mean \(\mu\) given observation model standard deviation, \(\sigma\) (a prior distribution for \(\sigma\) will be set in after section 2).

      +

      Here, \(\mu\) represents the population mean chick weight at 12 days and \(\sigma\) represents the standard-deviation of the chick weights \(w\) around that population mean. For this exercise, we will be specifying a normal prior for \(\mu\):

      +

      \[ +\mu\sim\mathcal N (\mu_0,\sigma_0). +\]

      +

      \(\mu_0\) represents our prior knowledge of what we believe the population weight to be and \(\sigma_0\) represents our level of certainty in this belief. To specify a weakly-informative prior for \(\mu\) we need to select values of \(\mu_0\) and \(\sigma_0\) that imply the range of plausible values that \(\mu\) could take.

      +

      We can do this by our own intuitive prior knowledge (if such intuition exists), or by searching for external references.

      +

      Despite the name, weakly informed priors can be quite subjective (see for more theoretical discussion here), such that some justification is always needed. For the subtasks below, you will not be graded on the accuracy or precision of your numbers, but on your justification of them. The numerical choices you make should make sense and be understandable to an external reviewer of your work (even if they may not agree with your choices).

      +
      +
      +
      + +
      +
      +A word of caution on eliciting the priors below +
      +
      +
      +
      +
      +

      Please note that in the below, we intend to set a prior on \(\mu\) (the mean chick weight), but the intuition we ilicit is based on the weight of individual chicks. We do so to help create intuition about what the mean could be, however, it would be theoretically more accurate to ilicit priors about mean chick weights.

      +
      +
      +
      +
      +
      +
      + +
      +
      +Important +
      +
      +
      +

      We have made changes to the assignment text and some of the rubrics to make it clearer.

      +
      +
      +
      +
      +
      + +
      +
      +Subtask 2.a) +
      +
      +
      +

      Based on your own past experience and estimation skills, what would you guess is a typical weight range of a fully grown chicken in grams? Justify your choice with 1-3 sentences.

      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      Would it make sense if a chicken weighed 1 million grams? 0.005 grams? What about a chicken that weighed more than you? More than a car? Note that is not important to have a very precise or accurate guess here, the key goal is simply to identify the range of plausible (or at least possible) values.

      +
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +

      2.1.1 Fully grown chicken weight range by intuition

      +
        +
      • Does the chosen range meet the following common sense criteria? +
          +
        • The range is always above .
        • +
      • +
      • Is the justification based on some sort of logic, even if you may disagree?
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 2.b +
      +
      +
      +

      Adjust this range for a 12-day old chick and choose a mean \(\mu_0\) for the weakly informed prior of the parameter \(\mu.\) Justify your adjustment and choice with 1-3 sentences.

      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +

      2.1.2 12-day old chick weight range by intuition

      +
        +
      • The range is always above .
      • +
      • Is the justification based on some sort of logic, even if you may disagree?
      • +
      +
      +
      +

      Choosing the prior standard deviation for \(\mu\) requires a little more caution; overconfident (i.e. narrow) priors can have a strong effect on your results, whereas less confident priors are more easily overcome with observed data. Given that overconfidence is a common human bias, a good intuition-based standard deviation should focus on eliminating the impossible values, rather than including the most likely values.

      +
      +
      +
      + +
      +
      +Subtask 2.c +
      +
      +
      +

      Choose a conservative lower and upper bound for the weight of any 12-day old chick, with the goal to exclude impossible values. Justify your choice with 1-3 sentences.

      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      Depending on your choice of range above for a “typical” chick, this range excluding the impossible values should be wider.

      +
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +

      2.1.3 Prior standard deviation by intuition

      +
        +
      • Does the chosen range meet the following common sense criteria? +
          +
        • The range is always above .
        • +
      • +
      • Is the justification based on some sort of logic, even if you may disagree?
      • +
      +
      +
      +

      A common technique to find a weakly informative prior is to have a standard deviation which is an order of magnitude (a factor of 10) larger than a plausible standard deviation of the data.

      +
      +
      +
      + +
      +
      +Subtask 2.d +
      +
      +
      +

      What do you think is a plausible standard deviation \(\sigma_\text{plausible}\) of the weight of 12 days-old chicks, based on your ranges stated above? Under the above recommendation, what standard deviation \(\sigma_0\) should you use for your prior for the mean weight \(\mu\)?

      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +

      2.1.3.1 Prior standard deviation by intuition

      +
        +
      • Do the two standard deviations meet the following common sense criteria? +
          +
        • Both values are
        • +
      • +
      • Given the choice of mean from above, the interval \((\mu_0 - 3\sigma_0, \mu_0 + 3\sigma_0)\) includes .
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 2.e +
      +
      +
      +

      Write down in mathematical form the final prior for the mean weight \(\mu\) you found using this prior definition technique.

      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +

      2.1.4 Prior by intuition

      +
        +
      • Does the final prior exist in mathematical notation?
      • +
      • Does the prior reflect the choices made above (i.e. \(\mu_0, \sigma_0\))?
      • +
      +
      +
      +
      +
      +

      2.2 Choosing a weakly informative prior using external references

      +

      Next, we’ll use external references to pick the weakly informed prior. This technique is more general and doesn’t assume you would have prior knowledge.

      +
      +
      +
      + +
      +
      +Subtask 2.f +
      +
      +
      +

      Consult a trustworthy source on the weight range of farm chickens, e.g. books, articles, a farmer friend. If the recommended values are for a fully grown chicken, make a reasonable adjustment for a 12-day old chick. What is the weight range of a 12-day old chicken? Cite your source and justify any adjustments you make to the reference range.

      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +

      2.2.1 Weight range by reference

      +
        +
      • Does the reference range meet the following common sense criteria? +
          +
        • The range is always above .
        • +
      • +
      • Is there a citation? If an adjustment was made, was it justified by logic, even if you disagree?
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 2.g +
      +
      +
      +

      Based on this reference range, what will you choose for the mean of our weakly informed prior? Justify your choice with 1-3 sentences.

      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +

      2.2.2 Weight range by reference

      +
        +
      • Does the mean value meet the following common sense criteria? +
          +
        • The range is always above .
        • +
      • +
      +
      +
      +

      Next we choose the standard deviation of the prior. We could use the same technique as before, but we’ll walk you through another common approach. Assume that \(99.7\%\) of all 12-day old chicks fall into the reference range you found. Under our assumption of a normal distribution, this range will encompass values between \(\mu_0 \pm 3\sigma_0\).

      +
      +
      +
      + +
      +
      +Subtask 2.h +
      +
      +
      +

      Assuming symmetry, use the mean you chose and either the upper or lower bound \(b\) of your reference range to solve the correct version of the following equations to find your associated choice of \(\sigma_0\): (show your work)

      +
        +
      • For upper bound \(b_u\): \(Pr(\mu_0 + 3\sigma_0 < b_u) \approx 0.997\), solving for \(\sigma_0\).
      • +
      • For lower bound \(b_l\): \(Pr(\mu_0 - 3\sigma_0 > b_l) \approx 0.997\), solving for \(\sigma_0\).
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +

      2.2.3 Prior standard deviation by reference

      +
        +
      • Does the calculated \(\sigma_0\) value meet the following common sense criteria? +
          +
        • The value is above .
        • +
      • +
      • Did they show their work?
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 2.i +
      +
      +
      +

      Write down in mathematical form the final prior for the mean weight \(\mu\) you found using this prior definition technique.

      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +

      2.2.4 Prior by reference

      +
        +
      • Does the final prior exist in mathematical notation?
      • +
      • Does the prior reflect the choices made above (i.e. \(\mu_0, \sigma_0\))?
      • +
      +
      +
      +
      +
      +

      2.3 Non-normal priors

      +

      The previous steps all assumed we could use a prior which is normally distributed, but this may not always be the correct assumption to make.

      +
      +
      +
      + +
      +
      +Subtask 2.j +
      +
      +
      +

      Under what mathematical/statistical circumstances would a normal distributed prior not make sense? List at least one circumstance. Are there values that the normal distribution can take on which would not make sense for some types of variables?

      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      Consider the nature of any variable you are trying to define a prior over.

      +
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +

      2.3.1 Non-normal priors

      +
        +
      • Example cases include variables that
      • +
      +
      +
      +
      +
      +

      2.4 Modeling diet effects on chicken weight

      +

      In addition to chick weights, the data also contains a categorical variable indicating which diet the chick received. In the data file, each column contains the measurements for a single chick at a given point of time.

      +

      In addition to the existing diets, we are interested in the quality of another box of feed (the fifth diet), which a farmer happened to find yesterday at a dark corner of his warehouse. To read in the data and select chicks with age of 12 days, and to have a peek at the first 6 rows, just use:

      +
      + +
      +
      +
      + +
      +
      +
      +
      data("ChickWeight")
      +
      +Chick12 <- ChickWeight |> filter(Time == 12)
      +
      +head(Chick12)
      +
      +
      Grouped Data: weight ~ Time | Chick
      +  weight Time Chick Diet
      +1    106   12     1    1
      +2    122   12     2    1
      +3    115   12     3    1
      +4    102   12     4    1
      +5    141   12     5    1
      +6    141   12     6    1
      +
      +
      +
      +
      +
      +
      +
      +
      +

      In the following analysis, we will model the weight of a chick at the age of 12 days. We will use the following three Gaussian models:

      +
        +
      • a separate model, in which each diet is modeled individually
      • +
      • a pooled model, in which all measurements are combined and there is no distinction between diets
      • +
      • a hierarchical model, which has a hierarchical structure as described in BDA3 Section 11.6
      • +
      +

      As in the model described in the book, use the same weight standard deviation \(\sigma\) for all the groups in the hierarchical model. In the separate model, however, use separate weight standard deviation \(\sigma_d\) for each diet \(d\). You should use weakly informative priors for all your models.

      +

      The provided Stan code below is given as an example of a separate model. Note that the author has left a comment expressing uncertainty about their prior choices. This separate model can be summarized mathematically as \[ +\begin{aligned} + \mu_{d} &\sim \pi(\mu_d)&&\text{(diet-wise mean weight),}\\ + \sigma_d &\sim \pi(\sigma_d)&&\text{(diet-wise standard deviation of diet-wise chicken weights)},\\ + w_{i,d} &\sim N(\mu_d,\sigma_d)&&\text{(diet-wise chicken weights)}\\ +\end{aligned} +\tag{1}\]

      +

      with priors

      +

      \[ +\begin{aligned} + \mu_{d} &\sim N(0,10)&&\text{(adjust this) and}\\ + \sigma_d &\sim\mathrm{exponential}(.02)&&\text{(you can keep this).} +\end{aligned} +\tag{2}\]

      +

      For the separate and the pooled models, use one of the weakly informative priors you have derived in 2.1) or 2.2) for the diet-wise mean weights \[\mu_d\sim \pi(\mu_d)=N(\mu_0,\sigma_0).\] For the hierarchical model, remember that the parameters in the priors for the diet-wise mean weights itself have to be parameters with their own prior distributions, in our case \[ +\begin{aligned} +\mu_d &\sim N(\mu,\tau)&&\text{(diet-wise mean weights)},\\ +\mu &\sim \pi(\mu)&&\text{(mean of prior for diet-wise mean weights) and}\\ +\tau &\sim \pi(\tau)&&\text{(standard deviation of prior for diet-wise mean weights).} +\end{aligned} +\]

      +

      Use the prior you have used for the diet-wise mean weights \(\mu_d\) in the separate and pooled models for the prior on the mean of the prior for the diet-wise mean weights \[\mu \sim \pi(\mu) = N(\mu_0,\sigma_0)\] in the hierarchical model and use \[\tau \sim \pi(\tau) = \mathrm{exponential}(.02)\] for the prior on the standard deviation of the prior for the diet-wise mean weights.

      +
      +
      +
      +
      + +
      +
      +Sample from the posterior +
      +
      +
      +
      +
      +

      To sample from the posterior using Stan, use:

      +
      +
      stan_data <- list(
      +  N_observations = nrow(Chick12),
      +  N_diets = length(unique(Chick12$Diet)),
      +  diet_idx = Chick12$Diet,
      +  weight = Chick12$weight
      +)
      +
      +model_separate <- cmdstan_model(stan_file = "additional_files/assignment7/chickens_separate.stan")
      +
      +# Sampling from the posterior distribution happens here:
      +fit_separate <- model_separate$sample(data = stan_data, refresh=0,
      +                                      show_messages=FALSE,
      +                                      show_exceptions=FALSE)
      +
      +
      Warning: No chains finished successfully. Unable to retrieve the fit.
      +
      +
      +

      Fit objects returned by the sample() method, by default print a summary of the posterior draws. These are NOT the results you would expect to turn in your report. You will need to change the priors in the code for the separate model.

      +
      +
      fit_separate
      +
      +
      Error: Fitting failed. Unable to print.
      +
      +
      +

      Quick model convergence check (as in assignment 6):

      +
      +
      fit_separate$cmdstan_diagnose()
      +
      +
      Error: No CmdStan runs finished successfully. Unable to run bin/diagnose.
      +
      +
      +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 2.k +
      +
      +
      +

      Describe the models with mathematical notation (as is done for the separate model above). Also describe in words the difference between the model and the other models.

      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Are the models described using mathematical notation and the difference to other models described in words? +
          +
        • No equations and no description
        • +
        • Description but no equations
        • +
        • Equations but no description
        • +
        • Equations and description
        • +
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 2.l +
      +
      +
      +

      Implement the models in Stan and include the code in the report. Use weakly informative priors for all of your models.

      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      When sampling from the posterior of the hierarchical model, you will very likely get a warning about divergent transitions. This tells you that the sampler is having difficulties in sampling the joint posterior and this may lead to biased inference. We will return to this in the next task.

      +
      +
      +
      +

      For the figures below, we use the earlier draws for the separate model with bad priors. When you have implemented the pooled and hierarchical models, edit the code below to include draws from your model posterior into the figures.

      +
      +
      +
      + +
      +
      +Data preparation and sampling from the posterior +
      +
      +
      +
      +
      +
      +
      fit_pooled <- fit_separate
      +fit_hierarchical <- fit_separate
      +
      +

      Below, we collect the corresponding posterior draws from the three models into a shared data frame using the extract_variable function. This makes plotting the posterior in a single plot easier.

      +
      +
      # Expect the same number of posterior draws from each model.
      +ndraws <- nrow(fit_hierarchical$sampler_diagnostics(format = "matrix"))
      +
      +
      Error: No chains finished successfully. Unable to retrieve the sampler diagnostics.
      +
      +
      # Collect posterior draws and the model used to a data frame.
      +mean_diet_4_separate = extract_variable(fit_separate, "mean_diet[4]")
      +
      +
      Error: No chains finished successfully. Unable to retrieve the draws.
      +
      +
      mean_diet_4_pooled = extract_variable(fit_pooled, "mean_diet[4]")
      +
      +
      Error: No chains finished successfully. Unable to retrieve the draws.
      +
      +
      mean_diet_4_hierarchical = extract_variable(fit_hierarchical, "mean_diet[4]")
      +
      +
      Error: No chains finished successfully. Unable to retrieve the draws.
      +
      +
      posterior_mean_diet_4 <- data.frame(
      +  model_name = rep(c("Separate", "Pooled", "Hierarchical"),
      +              each = ndraws),
      +  mean_diet_4 = c(
      +   mean_diet_4_separate, mean_diet_4_pooled, mean_diet_4_hierarchical
      +  ))
      +
      +
      Error in eval(expr, envir, enclos): object 'mean_diet_4_separate' not found
      +
      +
      predicted_weight_diet_4 <- data.frame(
      +  model_name = rep(c("Separate", "Pooled", "Hierarchical"),
      +              each = ndraws),
      +  predicted_weight = c(
      +   extract_variable(fit_separate, "weight_pred"),
      +   extract_variable(fit_pooled, "weight_pred"),
      +   extract_variable(fit_hierarchical, "weight_pred")
      +  ))
      +
      +
      Error: No chains finished successfully. Unable to retrieve the draws.
      +
      +
      # Collect posterior draws and the model used to a long data frame.
      +posterior_mean_diet_5 <- data.frame(
      +  model_name = rep(c("Separate", "Pooled", "Hierarchical"),
      +    each = ndraws
      +  ),
      +  mean_diet_5 = c(
      +    extract_variable(fit_separate, "mean_five"),
      +    extract_variable(fit_pooled, "mean_five"),
      +    extract_variable(fit_hierarchical, "mean_five")
      +  )
      +)
      +
      +
      Error: No chains finished successfully. Unable to retrieve the draws.
      +
      +
      # Mean observed weight per diet, these help to compare the posteriors to data.
      +diet_means <- sapply(
      +  1:4, function(diet) mean(Chick12[Chick12$Diet == diet, "weight"])
      +)
      +
      +
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +

      2.4.1 All models

      +
        +
      • Is there a related Stan implementation? +
          +
        • No Stan model implemented
        • +
        • Stan model implemented, but it seems clearly wrong or broken
        • +
        • Seemingly valid Stan model implemented
        • +
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 2.m +
      +
      +
      +

      Use the provided code in the template to plot the posterior distribution of the mean of the weight measurements of the fourth diet and comment on the possible differences you observe between the models.

      +
      +
      +
      +
      ggplot(posterior_mean_diet_4, aes(x = mean_diet_4, y = model_name)) +
      +  stat_dotsinterval(quantiles = 100, scale = .9) +
      +  vline_at(diet_means[4], size = 1, linetype = "dashed") +
      +  # Annotate the vline from above.
      +  annotate("text", label = "Observation mean", x = diet_means[4] - 5, y = .7,
      +           hjust = "right", size = 6) +
      +  # Add title and axis labels. One line to make everything so much more clear!
      +  labs(
      +    title = "Mean of diet 4",
      +    x = "Weight (g)",
      +    y = "Model"
      +  )
      +
      +
      Error in eval(expr, envir, enclos): object 'posterior_mean_diet_4' not found
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Is there a comparison plotted for the posteriors of the mean of diet 4? Does it look something like the model solution plot? +
          +
        • No comparison plotted
        • +
        • Comparison plotted but it clearly differs from the example
        • +
        • Comparison plotted and it approximately matches the example
        • +
      • +
      • Separate model: Is the result for the separate model discussed? +
          +
        • The result is not discussed.
        • +
        • There is some discussion, but it is not mentioned that .
        • +
        • The result is discussed and the separate model is recognised as .
        • +
      • +
      • Pooled model: Is the result for the pooled model discussed? +
          +
        • The result is not discussed.
        • +
        • There is some discussion, but it is not mentioned that .
        • +
        • The result is discussed and the pooled model is recognised as .
        • +
      • +
      • Hierarchical model: Is the result for the hierarchical model discussed? +
          +
        • The result is not discussed.
        • +
        • There is some discussion, but it is not mentioned that .
        • +
        • The result is discussed and the hierarchical model is recognised as .
        • +
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 2.n +
      +
      +
      +

      Use the provided code in the template to plot the predictive distribution for another weight measurement from a chick having the fourth diet and comment on the possible differences you observe between the models.

      +
      +
      +
      +
      ggplot(predicted_weight_diet_4, aes(x = predicted_weight, y = model_name)) +
      +  stat_dotsinterval(quantiles = 100, scale = .9) +
      +  vline_at(diet_means[4], size = 1, linetype = "dashed") +
      +  # Annotate the vline from above.
      +  annotate("text", label = "Observation mean", x = diet_means[4] - 5, y = .7,
      +           hjust = "right", size = 6) +
      +  # Add title and axis labels. One line to make everything so much more clear!
      +  labs(
      +    title = "Weigth of a chick with diet 4",
      +    x = "Weight (g)",
      +    y = "Model"
      +  )
      +
      +
      Error in eval(expr, envir, enclos): object 'predicted_weight_diet_4' not found
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Is there a comparison plotted for the predictive distributions of the weight of a chick with diet 4? Does it look something like the model solution plot? +
          +
        • No comparison plotted
        • +
        • Comparison plotted but it clearly differs from the example
        • +
        • Comparison plotted and it approximately matches the example
        • +
      • +
      • Separate model: Is the result for the separate model discussed? +
          +
        • The result is not discussed.
        • +
        • There is some discussion, but it is not mentioned that .
        • +
        • The result is discussed and the separate model is recognised as .
        • +
      • +
      • Pooled model: Is the result for the pooled model discussed? +
          +
        • The result is not discussed.
        • +
        • There is some discussion, but it is not mentioned that .
        • +
        • The result is discussed and the pooled model is recognised as .
        • +
      • +
      • Hierarchical model: Is the result for the hierarchical model discussed? +
          +
        • The result is not discussed.
        • +
        • There is some discussion, but it is not mentioned that .
        • +
        • The result is discussed and the hierarchical model is recognised as .
        • +
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 2.o +
      +
      +
      +

      Use the provided code in the template to plot the posterior distribution of the mean of the weight measurements of a new fifth diet and comment on the possible differences you observe between the models.

      +
      +
      +
      +
      ggplot(posterior_mean_diet_5, aes(x = mean_diet_5, y = model_name)) +
      +  # Draw the mean of each diet from the data as a dashed vertical line.
      +  vline_at(diet_means, size = .5, linetype = "dashed") +
      +  # dotsinterval gives mean, 50%, and 90% intervals + dotsplot with each dot
      +  # representing 1% of data (quantiles = 100).
      +  stat_dotsinterval(quantiles = 100, scale = .9) +
      +  # Annotate the vline from above.
      +  annotate(geom = "text", label = "Means of observed diets", y = .7, x = 100,
      +           hjust = "right", size = 5, family = "sans") +
      +  # Add title and axis labels. One line to make everything so much more clear!
      +  labs(title = "Mean of a new diet",
      +       x = "Weight (g)",
      +       y = "Model")
      +
      +
      Error in eval(expr, envir, enclos): object 'posterior_mean_diet_5' not found
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Is there a comparison plotted for the posterior distributions of the mean weight with a new diet? Does it look something like the model solution plot? +
          +
        • No comparison plotted
        • +
        • Comparison plotted but it clearly differs from the example
        • +
        • Comparison plotted and it approximately matches the example
        • +
      • +
      • Separate model: Is the result for the separate model discussed? +
          +
        • The result is not discussed.
        • +
        • There is some discussion, but it is not mentioned that .
        • +
        • The result is discussed and the separate model is recognised as .
        • +
        • In addition to the previous option, it is recognised that .
        • +
      • +
      • Pooled model: Is the result for the pooled model discussed? +
          +
        • The result is not discussed.
        • +
        • There is some discussion, but it is not mentioned that .
        • +
        • The result is discussed and the pooled model is recognised as .
        • +
        • In addition to the previous option, it is mentioned that .
        • +
      • +
      • Hierarchical model: Is the result for the hierarchical model discussed? +
          +
        • The result is not discussed.
        • +
        • There is some discussion, but it is not mentioned that .
        • +
        • The result is discussed and the hierarchical model is recognised as .
        • +
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 2.p +
      +
      +
      +

      For each model, report the posterior expectation for the mean weight of diet 4 with a 90% credible interval.

      +
      +
      +
      +
      +
      + +
      +
      +Tip +
      +
      +
      +
      +
      +

      See the example Stan codes in the demo Bayesian data analysis - CmdStanR demos: Comparison of \(k\) groups with hierarchical models for the comparison of \(k\) groups with and without the hierarchical structure.

      +
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • For the separate model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine). +
          +
        • No or incorrect answer
        • +
        • Answer is only partially correct
        • +
        • Answers look correct
        • +
      • +
      • For the pooled model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine). +
          +
        • No answer
        • +
        • Answer is only partially correct
        • +
        • Answer looks correct
        • +
      • +
      • For the hierarchical model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine). +
          +
        • No answer
        • +
        • Answer is only partially correct.
        • +
        • Answers look correct.
        • +
      • +
      +
      +
      +
      +
      +
      +

      3 Hierarchical model with BRMS (3p)

      +
      +
      +
      + +
      +
      +Important +
      +
      +
      +

      We have made changes to the assignment text and some of the rubrics to make it clearer.

      +
      +
      +

      The goal of this task is to discuss an alternative parameterisation of hierarchical models and introduce the brms-package.

      +

      brms is a high-level interface for Stan providing tools to create a wide range of Bayesian models, including hierarchical ones. In the previous section, you might have noted that with the hierarchical implementation of the model there may be divergent transitions during the sampling from the posterior. This is related to Neal’s funnel, where the sampling algorithm would need to change the step size in order to effectively sample the posterior. One trick to improve sampling is to use an alternative parameterisation for the model. This parameterisation is called the non-centered parameterisation (Equation 3) and often it can help with the divergent transitions.

      +

      In short, we sample parameters from a distribution with a potentially easier geometry for the sampler to explore efficiently and then transform those values to the joint distribution of interest.

      +

      The noncentered parameterisation for the hierarchical model using the diet-wise helper parameter \(z_d\) becomes

      +

      \[ +\begin{aligned} +z_d &\sim \operatorname{normal}(0, 1)&&\text{(diet-wise helper parameter)},\\ +\mu_d &= \mu + z_d \tau&&\text{(diet-wise mean weight)},\\ +\mu &\sim \pi(\mu)&&\text{(mean of prior for diet-wise mean weights),}\\ +\tau &\sim \pi(\tau)&&\text{(standard deviation of prior for diet-wise mean weights),}\\ +\sigma &\sim \pi(\sigma)&&\text{(standard deviation of diet-wise chicken weights) and},\\ +w_{i, d} &\sim \operatorname{normal}(\mu_d, \sigma)&&\text{(chicken weights)}.\\ +\end{aligned} +\tag{3}\]

      +

      The hierarchical models made with brms use this non-centered parameterisation. Your tasks are the following:

      +
      +
      +
      + +
      +
      +Subtask 3.a) +
      +
      +
      +

      Use the function in the template to make a scatter plot of the posterior draws given the hierarchical model of the population level standard deviation parameter \(\tau\) and the mean parameter of the fourth diet, \(\mu_4\). The possible divergent transitions are highlighted in red. In the report show the plot and comment if there are any divergent transitions.

      +
      +
      +
      +
      bayesplot::mcmc_scatter(x = fit_hierarchical$draws(variables = c("mean_diet[4]", "sd_diets")),
      +                        np = nuts_params(fit_hierarchical)) +
      +  scale_y_log10() +
      +  labs(x = expression(mean_diet[4]), y = expression(sd_diets)) +
      +  ylim(c(0,NA))
      +
      +
      Error: No chains finished successfully. Unable to retrieve the draws.
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Is there a scatter plot of \(\sigma_0\) and \(\mu_4\) and some comments provided in the report? +
          +
        • No scatter plot or comments
        • +
        • The scatter plot is included, and divergent transitions are visible, but not commented on.
        • +
        • The scatter plot and comments on the divergences are included.
        • +
      • +
      +
      +
      +

      To sample from the posterior given the same model using brms, in the template set the weakly informative priors for the hierarchical model you used in the previous task. brms has an internal convention to name model parameters and the parameter names from Equation 3 map into brms names with the following logic:

      +
        +
      • \(\mu\) corresponds to class="Intercept"
      • +
      • \(\tau\) corresponds to class="sd",
      • +
      • \(\sigma\) corresponds to class="sigma".
      • +
      +
      +
      +
      + +
      +
      +Subtask 3.b +
      +
      +
      +

      Replace normal(0,10) in the brm call in the template with your prior for the population mean \[\mu \sim \pi(\mu) = N(\mu_0,\sigma_0)\] you have derived in 2). Then, run the code chunk to sample from the posterior of the hierarchical model using brms.

      +
      +
      +

      Create a brms model and sample from the posterior

      +
      +
      brms_fit = brm(
      +  weight ~ 1 + (1 | Diet),
      +  data=Chick12,
      +  prior=c(
      +    # REPLACE WITH YOUR PRIOR DERIVED in 2)
      +    prior(normal(0,10), class="Intercept"),
      +    # YOU CAN LEAVE THE BELOW PRIORS
      +    prior(exponential(.02), class="sd"),
      +    prior(exponential(.02), class="sigma")
      +  ),
      +  backend = "cmdstanr",
      +  save_pars = save_pars(manual = c("z_1[1,4]"))
      +)
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Is the brms code shown and do the priors agree with the priors specified above?
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 3.c +
      +
      +
      +

      Report the posterior expectation for the mean weight of diet 4 \(\mu_4\) with a 90% credible interval, using the code block in the template. How does it compare with your results from the first task?

      +
      +
      +
      +
      # Draws for mu_4
      +mu_4 = posterior_epred(brms_fit, newdata = data.frame(Diet=4))
      +
      +# Compute the mean, and quantiles. Remember to round your answers accordingly.
      +# ...
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Given the brms model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine). +
          +
        • No answer
        • +
        • Answer is only partially correct.
        • +
        • Answers look correct.
        • +
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 3.d +
      +
      +
      +

      Use the code in the template to make a scatter plot of the group standard deviation parameter \(\tau\) and group specific mean parameter.

      +
      +
      +

      Due the non-centered parametrization, we need to transform compute the \(\mu_d\) term as the sum of the population intercept and the group specific deviation from the intercept. You can choose which diet to plot by modifying the d integer in r_Diet[d,Intercept].

      +
      +
      draws = as_draws_df(brms_fit) |>
      +  posterior::mutate_variables(mean_diet_4 = `r_Diet[4,Intercept]` + b_Intercept)
      +
      +bayesplot::mcmc_scatter(draws,
      +                        pars = c("mean_diet_4", "sd_Diet__Intercept"),
      +                        np = nuts_params(brms_fit)) +
      +  scale_y_log10() +
      +  xlab(expression(mean_diet[4])) +
      +  ylab(expression(sd_diets))
      +
      +
      +
      +

      +
      +
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Is there a scatter plot of \(\tau\) and \(\mu_4\) and some comments provided in the report? +
          +
        • No scatter plot or comments
        • +
        • The scatter plot is included, and divergent transitions are visible, but not commented on.
        • +
        • The scatter plot and comments on the divergences are included.
        • +
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Subtask 3.e +
      +
      +
      +

      In your report, address the following questions based on the plots you made for both parameterisations:

      +
        +
      • Which of the parameterisations resulted in fewer divergent transitions?
      • +
      • Comment for both parameterisations: for which kind of values of \(\tau\), do the divergent transitions occur (if there are any)? It also might be that no clear pattern can be seen.
      • +
      • Does centered parameterisation have problems sampling from some specific region of the parameter space compared to the non-centered parameterisation.
      • +
      +
      +
      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Has it been discussed which parameterisation resulted in fewer divergent transitions?
      • +
      • Has it been discussed for which values of \(\tau\) the divergences occurred?
      • +
      • Has it been discussed whether/where the centered parameterisation has problems sampling?
      • +
      +
      +
      +
      +
      +

      4 Overall quality of the report

      +
      +
      +
      + +
      +
      +Rubric +
      +
      +
      +
        +
      • Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +
          +
        • No
        • +
        • Yes
        • +
      • +
      • Does the report follow the formatting instructions? +
          +
        • Not at all
        • +
        • Little
        • +
        • Mostly
        • +
        • Yes
        • +
      • +
      • In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.
      • +
      • Please also provide feedback on the presentation (e.g. text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.
      • +
      +
      +
      + + + + +
      + +
      + + +
      + + + + + \ No newline at end of file diff --git a/assignments2023/template7.pdf b/assignments2023/template7.pdf new file mode 100644 index 0000000000000000000000000000000000000000..77bf248d4bcd00f9d6405780a88bf541e7ba9299 GIT binary patch literal 366866 zcma&NL$D}-vShn$+qP}%Y}>YN+qP}nwr$(C(f3FELBH-E+*yrlkdZ4Zi&S1jjFyp( z6^iuu{^lKunT>#fz|PPTiid|@%);8)#F1Xi+Q8XF#Kg$X*o0o%#MaE&oPe2?g@ca| z%E{T$#J~p1ee(uKrVgj=W>=5#49Jc~VXuEkSRtP=J_{O{7lhN@ZI27Q%zRt;&sRcn zd2QC0$17>w!5ZFmctM_oRN)(ozK_OJ;a!a$@IFuTmEY)!RrhY{rPFHf_3N!|s_O0; z$nphm`|-7%qwUf>4ctb}B(*IJA1`H*yM*U>>d>U#2HyRkF2MV4X({Ld&&#U{1*aUf zJj6$6vhR0iDbB7>@Au&q2UoLhf|GzNP){)HWFUP7iy}DvOb7t6D8BwDNg?h7FFf7I zSN6>_?oA<_NHJ$LbrcK-dPkwWd0MnY1DPLm#Go|8f)yHSTz#&YtPQJhWe94(Rj4Uf zo>)_V04I+KR!%tU2>D*#1mlq4&A9{|I(cs@o8U)5+(PPLAajK~n_k{FCSi4$9y)2V zna+}xvh&0bI^c=FrE-zZ&2BO&EV}udp_D!4DoR+_TZwj$p8q?XAKd%nKf7R$zXYjT zGiV5B;?UU42n)UZ{=ydNq4b0H)1%mG@AgrT)&bnlGU6^?0e5n1WsZX1#P(-B$m3x1 z)lF@h1@%?N%FSo$sN_H=3?eNGn z>jC}N5ZycNA&f2_X0Xd%{A!L4-=y`odI+S-BsLuV;o7F%lZfv3(o~7+W(#Fx^M!{IDD2Izq7OJy7{SD~u z1^1}4Hg(A|McDY<4?E(`z8+8%RKc}}o;#z67O-Wu*{xfRJb%l ztiVT3_=)Z$;W3E^D+X(-ynX+QwArFKMFT=iWU9~`b`VtK#$ zxWQ)$Bbw6~rg(_}JREO4q|HP#+x$2%>?MUU=o$hDhSD*Dl)yw9{fY3yemk;21ULrY z8{T3LI2P5~$2H3IELVo_G}F{9larwQsg79=5%24K88_~N{gADT>%euMCRa?CrXnWJvV#^l_FfA$@g0FR*v`&bxXiSx? zp!&@_6!>bXu@n+&3s6n;P;_Wbb|`~Q`G93wLiA9OOojdaR6Erf={xQzRxc8h)yx>JIIltC5< za$|VV_SXT~h5Q}HCu08zdse3*1?)8@bj2$hpa_^MaNU}e>~}JQt&r)wf|R`|a7gOB zf*W-%8r7^V3$+l~?CH~V&Emy#bUvYhtJHs|&bvzns!Vi07$rk}_2z(!w;aTWXW+1n zO<0=}g-ptU$5?tM7X|Ba;izlqjQ~7k!(}4cn_?jSIX*-iCj1E!?iqev`Gb}jXD9tl z$|3(<;>pi*zN_eR4eE6-;{oU9jK=624AZUsps<7gNKY|$=t{){xo7yK0k`IjmhKKP zB;O^9Kve*}rK+BgMX!LiQ+EMAUwQzaZ0(^;+HS&4ov$?!|L9H8n`&?k=DW2Gxdl%r*dw>(K~0!YYyYXCr%kI zajX5aIb*vWfd-u`Ql@Hzsiq*;%NTn$i$brQVxdj`)v|Y>Rv;GUWYXRzhihz97~MWF zhvUg81_S)Hdk1DET^e{edwC5_k@MJq%R>@2d5 zcLV_w4{ptR|j9!u^xoRq^^yk9oK zIKp7L-6{fOupv$}6=O6;Xzb)@u^aecT{MGqPdKB1v2hCTwl;Jkl3mi_dnTia$4>)Py{2Un#pwaLwFw5h3#uu$~6S8#R! zT+(Md=V5PUrlhLf2!Uurw)fKrL?ABWr}Mg9K>S>_Vm8n^e%95he}LR-|5UYwQB0l8 znBP;s5`oV%zkGrNjC1}9pdCCbN)6Pa?dgCl<0e>S1K zem1F`f$^C75l_Ct4lc|yfLevD#LyWph7G#G40<-8tAL9?ln#Et;RL=W4w_F|cpG_P z$~EXif`^P5+H4= zIara+x!JR~fS^CWQ2wbZo2l8Jo&Dk)@hxN)KE>oiiQR(R#CQQduJ$x5Dq)gyR-Tx>RUq2Vj|G>n#pz$C!3?Vu3P-BJ%;Lv$Zj6xwmPGRx(fZtS;?R zmifLi7b@BX0lo^XkzSbw(gj#1${B02*Xdo4V>VE>?TFay3*ECp)oao1G_1s%)zW6o zA(+*T4d?6OuVjG=H3I@pTl-`ON&!9JtyOPOyMN`!TSIi6RtY2{irL~KoD z0J{lcjAc25t-h7sjA-WVI+R-RA&VbkdkZbih>y=wW@(iVw6L-e5r39fS3ag>Up3yF z4fKKa&7`kL<tc-1#=F%)n9F+(pqF;#| z-ZjtuE3wd6a}Gik^Gjjgm*VKGWP$pulB^@Ti5~Gpwswm?yS;A&Z8jmo)pA!d&Jy%is}QF zc#C{ZLsjamg6yTlm)83 z8tD;-%i+j5{O9{ga2LdkXO4w{dB5ExEhApN1|1jA?C56M^>4(u6dwJI`e+&a9TPGg z>#Jt=&T<_qh=8?PzRjvG(l<`=0UPRxn_dfjR9NfdEvHa!yErD}KYlibEmfS_Zr*dl z#Bi3D22n%q-F1rx$JyBGG3IKczsXcaSBhE@m`WM(yJUzLGm&`w#+C$npW~A&PwLTi zq!IfDz9cR?+niP3&D*0|L-BIjjmxDR+E@;e76Kd=akF75iYT z{u3(X@RrpBc0${Vwe3I8Rvi(V%n(yt_h^gNCQ_s6O6BabPL0+NVQeP#Xl%YWc-7pP%iY@->E;qFBhpuC=*-b{~z=IGyQ*H$jbWP5F!f)!~a2u6Sc%`54m;o zoc`vw&;&dnfQf+KP7DHYq3}g-Vo5sdHyG*kjv15Z*rcPCc4X%&( zQ-Zk0zh!WOXMZOL4`tu4bbov+d)%+FeqLEctb^QM98^ZZk!YHKjufa;GeIb1qHgbR zfRPV=l*T@Fa(gTE|E^npDS3U|&eGMgCWqR>?)=96aviVSKH36BNNKyF!Z1QsflV`Q|Ra7!d8)V{dk($?j!qt zWmWK}vj2QJzNgDYL!;#=16AQh8|cJ*-m}q9v;2HJzb_twCULz#*KFilIeUv%z{@f3J**Udg7FFwE2LlJM;;nH0;W^DQwn@&f4J}xlk6~R;X<$J1 zWp3N~CZ7`fE|tbIO7m907@G^5r)RR4@x{l01o{lhzI3?i`pF}MO%j}Df{I6#d`1gs z#od**kbtB^dk<&|@}0X=jhE{^CC9Zu_`OEJE93_)ey>?(>t`q*F4ZN?0(Yo0#8;3& zp78KMm?3M`E&7FLy#zL#Lq9|Gq+ya&1I~fENaWVefPRXzBQ_UqH#jtl^IGD&nK&R19%F?r0!gaJ2$`LAi0aq}dtVdF^M`|*<0GWC zD{8nkF3eKD6d2r@m+-puzko^tl;(fJOl?+48mD~M=ak~Uh}>XIC?r7Uz zcucKU6w=xAs~Gl!i>8?PFr0a$^9^^*V#_nlK2EBK$a{}%;;GGKNu)Q*aMtRV?v@O~ zIY=0I&? zRzqoITg>LD>6nfJeB!7uae&7I50@IevM7?STacWIsIGUFUtn9Z7OLjMx~Ljjt$CvG z24A!CXNEe%o$0O;BC?rvWVqBL-<&gvx;(&=?e}@?;MVpLqwu=`0tH)YZ=gb!z!yNg zb~#iswsz!}h|;-C60N1)gN_4?Hk^@_#}@?n-=}Pl#TSn9i}+Z&R}^s!fxMM8O>lvW zWtzO5>uAoiX=PO?316u@AU0^iDLwaYHK&p&q4O~i7K;%E6Vs#XridPLg*n`^t(=Uw z4NkDw*vUsl{wh$?1(UjKo-@eP*qpU@<-D}#P(RdQimK7u7dylvf5w&0``;XvMf8m( zOTyCSTSB7Ct2ZObYgqVY_$O+nS7)2yQCq8ScKIvzHop8KRQglF`!_y9f}o_jS6*8| zLY6B+0Zm$2V!Gc&b^^3ZL0S{w$SIUHrlvpfM3<@7m=&F=+H}^WkP%EF6hL)02z%vn z(=cnx^`@xv%JsH&3L|7%tEqF>Nf5KA1xwo!aTqcSbcSU3*BZ|R7Hkw+g2#}krx#yD z$E#tfxUNI?Pl8X;Atwp$9nv<28meKwMJS@oUOjyW!f zXw}TM+0>T49-StrwK-`)b3)=}`bblErzkecAgmFPkQh+9ss@*YUNjYNnI7s{Vp2sG zvnsusQ5#GU$B6F;5O9VgyF`z8u|WcWhYwx&5P%<2XTr&vwLf>$K9|EKqO7)SR4VL<1C)w?E>~{$5A)s-ycf!b+sF54V^U;h zlwg5ifF} zkz^$v^=Rvd`?nyW4Ym+#-#DsrY#VH10qt%ZRYX0QzHLJD9P>TJzZS+R=}^K9t2*Ti01ao)&gOG;h45M7m?YZS4zxPSc zy@#3U*>8Kcy$7vfp`+7b^MN9Ihjv%Y`kKtps4P6@kLV$j766Az7PybRF^{Z&h+Q)=(bB#B((Pk+J z+K$?fak5p~4T828m8Zx8krbBXT_HNL6rxZKp7r`stu`=)k;Mo=H|F3etRB zao_UW7+5(3_s41_N=U5p`o!Sq(>>w0x6aa|B3)!xe5WD_=Ly#f zwMxe{Q_5ox)NguEwg}rFZI)TMcKD8Eg$zDgZTgt)l4T@a1AiapzCdGMZfCXnXi8Sp zXA@}$p94nYd?dc)-Y^SE<8!4$L#nKP$~p**Ugm|C)1>kzI=2B2pAp83#j08+cg zwFqbXyLs&p#XyQkELUWY_qaF^&dD5=!1X?`eGAVrrR86y#?KH4g}zGKyg7rpm+ zLrA|)8G4{mkV;#&2^)XSnwnWhdH`F7)N_8}6H8?SY#d~d|B0Q;`KmjZQ$=ByDE+qu z7e>N2PUKm@A5uI-GnW8RkW|DYkSZqVdUeS9eN88LmtM`CM75wVhc`Abv6I5a2P^Qt z!7QZ)ZLp+9nmi5Bq=ev2LSXENf(~R+C}s3zj2=9qYuNacqh)lis3bRKz*4=d6q2I^ z1V(EAf`e*;=9)H?%z^V*dg#Hg&}g5U09F!f3X5X%#&uVF(_QMrQ1zq62(rec^+0(O z^uHd$cS$zz;%s|IlA7YRd=8=y4Csgnq^=sT@t60j90OK(2<7mFWS%Wv5;%M7TZB^y zF_c?|MYzH0nk$(cSq<_)sV5Yu4~mYG6|bX^3|i}bD!4r;c=TxHO~ug4eW*9%Amf~6 zOJ4XD!@Ne?`;H_MEmuW3;3vK%v;>h`#;PUXfkXGzaq69!FWpA;_AH<14FaaV%C3x< z57%4M6vI=Nx(D_q3m?k9D{NuipIS!aLg+r>@u-&D!!6-oy%&z5I!_T9RYFBavc!MO z#nVB;%C%p(N$70Ye=|x;Q0acfDX_Qms+&C-J$|}kN$xnfd5yB4sAj;vTJ?@^TgnX6 zx#(TfRZ?>^w4f#)va(H-N{~*gFG8oaS0Tp?SH#aqV8U-#6K3x;SB=ehP2q4{V9aFS zcPLE->0JoEy5Q>5#dht`USr-!I78IuW-vC0obr%Ex1KhuRvh$i`z$yNkE^mnZ6*aH z3CSzIh~JwQ5M6MOJHfSdLk0VtL-D1NaKaxCcwq*)5!qR(BqT#Teol|FEzx!5rbz|w zXupF#4j(CWO_Se>VJlR1=!3@xabVqN9^6MlJfYmH@*mUkH`~dHa_YZD*Jvo5^Pam_ zZCR37hEELA9;~!g!cRDHGL1C{xt(HSnQ~^;SDX3!lbfA})7GvA`0>Nfh&aqWc|XqN zrwCmg)b@-x**osHhUw*}rB4#DN=@sMzdkV2dQo<3vLp6kJ~msP2WOP$TX=l$#v!gVgT^kt&*{Jh};y-(W(df!Ua60 zTu*6hwA;8SQ-Q@WEfQp-NN$&g@M?35saT5w@12O>>csORnO&?0$WBDlCgql%JOM*zl{2uC-qf>JGG^$ zryG;G4i{O+lvz#V$GC@%HV~7?GhCg0D_q@VXWdXviez`-gg=GeNap@-I95o(I%(wB zw9sR2^3wlsX7lh@RsZ2L7g6>G;id0xox>dwSZY_|?mU*eu(2p%@a{UR2jjwZ%p^DQ zrMt8ht#~9&y(iw7!XASJo7uJ*4{oE(3OxeI@g8^*qqhwYvSFdLf(Bp7$eApqsN z@4B+5w6E@OYSMNf1>{r7@#20;W_HWQlkE{hp80}>U8lSZbQ3qTWZAD1{Q6|N%piFd zBu&Z0OJAE?R*g|m@s9y;Z>OB^=NE%}G||S)%Z{%)d(SPq@xQV@_nKAOAPEBT!}p+v z^gaPN%u!iTu$5jppllmGNR^2(8-bpi8^c_jd=)G zU-t8&u6SC|f-?>|>QK}X#EfPl$!^Gm0?YwYnT58`3DY;pRzqAjqlrvQS#LVxp+OjO zj4#QhxKLo2SlJJZfQcw1q~%`qy_#IQVaFo$0Fv5=x3{buq*iE46zjh#6(GDyo$;99i?%rAlp}LbbPQc+Zu8aED|nVfjfgdMdX_lu zW%~uIcnuT8tbXbBSNiDSd%@#E1U6m^2Jc zr$|t2j$o==f4hx|xLkTyrj-bG*^R{jI;S=M+-jx}d&Ci3E-(u1>ba(=Zr>B#<91c> zh50baX4H1n8y=k;r_uL--9B44hEe?O%cv<&c!L03kI*O?-vH?3-^FyVHao92thkd( zs@Edo>)fy19&Tht`eAs+apVSq`p(jGJs&Sx_`DNz~ zoS(qE^Q<}klM&B(p%&kRDy$$mT&$+tyyI!ts7SYkS|xLE(H3&G@p#;7au|au8`FKJ!wrq@N37>lY{wx^d+>V;z-(Hd(YICIR(;Qd;wwv5eRhq z*}qIGjvFSOECJo2pmx&;I&I>J@P^wa)mGNS(?RFcmg*V;~I z0JUiK<`>)8Up*Qs)q6F1zxaH5iZ|~T&DfAJS1yb7k{7L<1J?bU%x!Mi8L(H|PWG5a z+PIv0u--t;Vw-rx%ThFrKFOcq^HNRTcH(}z4pt5ZyZngKPArSpnA{TaV;-!QWzUef z)>SNOR^U=9T}2wWY^r5Ynl>>Ot(}^<&RNC5{rKryOntu{DqJ3keK(m=eL@lcj5K@= z7m2(XF1DyGocKpW^HcQ}8@*rZ@MrxzehHL-`MK&8|YG z=fpOOu{=|l#C7uW(An%r0IQ}mKf_B`q>>2&Sz1oS43_MM*?Yy$_?M7OeDYiRQ!q9@ zEoOZ(t2PT2U6D3`)FJ;ts`@G#y4mbFH{(iGg?C$7Ql5JN6Ur}!~ zAZmi;%bwd%2D9&zEKW%mE`B~P@~b6SkC_#p#){eL4%wG|2j0l!Ey^Ud2z|U{XI``~ z2Dm+wraXi8WcSbSfhA3}=;g}-iq`QI zxPHOE1!iomzm6&wXP0Ty@>M8G10sS*nT_qeJHSh#I^@UM)zn&B9~3D&C9x7Jb=)n6 zhS){*uN+OkzTVtU;`B_RsYS)VVk8R@Rh2~5y2|n~gFX~XUk!Nr8~sydf~W#vCrELW z4w!pd@N?lF-E~MJq0})#l7X;B>1Nl& zIcA`nUihM0@hD_OI7d)tGl*UZyvtgddaI?aGNP0V>=Up$&4@zm#EFyRf@m#g=Bhb+ zacevtsn}MtH%&L$n9Gc#Tc(H%T&&Vzgl*~kklQSZ>Y-YJzfhJFz@%=Rp}>r7Q4nfKd%L6*97Sxe zb0QOoOM6Xqac0o}Z4Nw{qcm<=^nsxnV?u9lix0UvSF7oC7?$DQfX+9133Sw>KQh`I zRIuy8=r2K2<%tr_jhF8NhByp#A0fVhm!nsR7O}~>9CyH;Qv$uI5j*$2Y!9-avKVDT zrB=8)y4K6S8UTB=>0vHUI){`4Tb0Le2NHD(1-v4&E@wWKNH*PLN z|D+eNT_~*#xR)u4V=4g{;w?n>UY4VYbq$ze-kec`zBGzsmc<%FD^x$R_b!ZJ6d6xT z3+)MSu%moD-CG({DRTGqVIPm)jkTSbninJ=1|4H5Y@*NDC)#_ln+r5~AX@o19d?Y> z^((vsj3(7mJrs)wN0ZMKN0-#uMz{xVr>-Wzk$`gCE% ziH2X;3hXS<p9+?!g5qmdTHA0yzPv61bYZ98@3$uY_#JWl+X8Bu7Ir8-81Q(n@i31bT# zB>{V7$qf{bI}iwCzbp1yI|ixGS*&7}yM!idJ8B4x%x*N0;0s1*Hw(wb|5phM?TI=| z`nu^IcoyDst9x`I6zPm71oK(>xO~reLu$d+k&Ba0F4r@Ok8-A4O&7+{jE|rS;0ReV zwghss0+utPaBcO;5h%OtKM2Y)M)(pQ5Kw}86Fb8NG;IQyYSXDSs!rQfj>Q@gFTlcr z&lI9HYU}ptlM?NH(X15$Z*dZ+*}`UhBG%KOm;#%y|IFe;8~3vy5g@4VG$%GDsS!uG z=!^<&UN5MK=$%Mzod{%(=Y%GuCW*DpT)^^>vETAR5ITPm@4UXw0VaLZJUEevB?VZ1EE|isvWZ$=PvA{5~+}^ARHZtqG%Uh zD+`M})P~CKA0!8+ju|WkjiFb_AcUSAvz>uv%s<-4wYKDF@}8I+=@im zh%O&vNPk;g8E-u)UYX=7HQfZuEnG|RA1zCka>bY?upDGL>@f1c2M?~){YQ`qF+4?!P@CaD(xqeK?*n0a>`6UElu+3a3-o}Bi-zk6Tbk8dk_O8@?OC2)%wZI|uN%Phpf&Rdk7E>ZVB$v^pC zLA@36Mp{cGYXVf-{&7c7Eqf=^x%X8dwg+cY6G6wD{?AaWM14R`El0RtFjJ;U2r49& zS~^A70Vj7WFvP-@!WbK~qWqCsaR^q+ZwD0j#zwMx6nx~-g-ofi!ROXFl|k1FiU9DR z4d?rG(jj1VN9&>P=A7yI53!K04+Fr*@KMD%h0E@7k%iMJTGseOS1mQfGm==8#thS_ z{>$?o7U;DW`JpM?lRV4V7Oc^ytWJ#l?r|ASK+HXblbOR- zE5JW9tFcw+i%-GYRj>mOxZaHd*~OO`GMzn`i_hCAk}JE=xzb^@K2_PMqHNjef?K8$ z=sO!+r6Ok_f#KU(@T#45r7!blSpd^%pYPm}JLiL0nVuqfJ~ynSWz&LK!VAu&JCZqE z*sSkUR+Yk>1jx3at>6kaE8e_3Xw7s~;%);?!vyI{kMj(257 zn}XWnR|k9Mu&Wx@WPO)^rCo@ywlKn;Dx)eCCWt5Ej?<8z742&5ab!=tB(bD)4W^Tm zc%vANN&9!1?u`@u{aobgqICoh&k zi{A|CB*xkkzm$~2a_kXrf4?>K=X|3*VXrf8#!Y3wh*&F=#vwL=&)t`nub6(v^9D~< zq2_2w^O^LfKRfqIVZ%(%sm@{$X9ni z@2>U3ih)|E?3#(OK4)IY_Q?)a^4PV@u(2hwjs&gM=WNs&dp=l-c?aP-A?=;{?40^G zY$vtx7O~nYs4h7V4k?UtqwlOY@WQf2R=z!1Br+rzSf z(G=^KNShR(*yK#7@Z|j-R9loMwwKlPgo{-=tYi`!P*f8CQv_nir1hJ4n}X?rnX=Wj zNy9N5nF+}4beu}V_HCs8oOTb)pr@G&!@o?Eu@;}<6faoA@KGe*?u%?c&mks!78O-8 zVXBxZOZTceTG8T)tzi!sePUI$vQ8n1QYaJ4eXCN>ZL`df@o9}y`;kyDa5b7%X4MTJ!sau}-5B4hIYf2-n*vN%aVcf1 z`@s`@3Lt~?pPKL={iy_Jsh(5&mLTjZ9r=Z6&yBg1%2Dcm9Dc|qg0vQ^{dGrPGl1Rg z`yKXM0?zy{z(jz!Urxy z(NkOdo$LBt73HvsRHJ(UkpY020gM>l9 zhWY#krr`eV8D$9*0ozmKDy<$A_s+-5KReONF|<{OeJ2t2svSpKc?ljvo``9J_5=Su z427YOqV4@~db4}BaNgg>4KuZ*IbS6oNNOIPw>*XhDMF=oT8Lzxx{da#lA+96b#ujY zh}he7gTF><`@COu{8)UEIP5>|^|3c!hqCW8mU<{MtH5crOE!a_S*u635)SZbFDcW?b z^s_~F`QsV5+vf`Ig9Tw^7MHB#)plr6yGI6-_{XA+fb&v(JrRH1S1E(AhZAfVZ9Pz0 zNNK*de|eJ!zpe{F$P1|x25*;EHR1R1_!{={s9qPMX~sxWSL2~SQ`*K~25=cALRl7X zf?X#`@HSWMNvr(*>)-yQKCEd*)LsR(oE;DP5pZ>`}uzK|+1*lzT*j{3+Y!7rbHmnVD&fl{8*%62qedK54C#WjWC6 z!$h(}op!OK;xIbRwF#)$?-*lpEe6#OqxPSlit6j7$xzc07m=b9)-4|!drb}N_%^LE zu>|^d>#{IuS)1ulo6d$K_IfCC4j2Q^z$Me@9@?2#7B56}sn*O}@Iz9Yr%gtc8<_YT zNLH&J?%c*NPqoiD?vs_rLvaJ?7#TRP8d>vg1Tj`GvW9|ue(yjp9;+moRX|pwul77uS;k5btJ2F zr3oiFv)b6v#z{q9Dox4i6qLm;%1=M+oSI39=a@#GuEE+*eg^ z^2VGz)dmw%wSgLas|{|j>6zMZ$p-Ae6M{XN^H73zrBBZSuX2Xa+g7<(Wq@rW?W59x zgA)wmEWT_6(B>4W_t^;FM6w#frPdgfg)`=etTBg$oN;jt zwc(K62f|R`oHi%L=EyUD((0u>%!QI=I?-#OiC&RlD&e(+me2)cUA578+|q1CeRehe zG1BA6eD8@0k_Xw{mk;VS(6xx=O)cB*TOrn4=!k$T(*jNG8BsUqZlQ8Ks$%&bZ_n=j zHZ~RzuKWiz5FUAT;Luukz2C`F?HB4m+~?`4)mU(Tg_^BHg(atJ62;rE&CJ=p$J#od z(cCMMher0clr-%~t4+&%2H*IF3=oV!x_~1zmyiMCB*lYhqkRXIGe5i*Q^n)l7fckZ z<$QW|>>T3`m6pVYK(8D6)S)vQ_ls?x`>(%)LP|7Do3{aX&=OT3H=tf*$+%zW#e_!+ zKh1N=%%Ae?4V63ypJEHx6ICNehQG9L6H4P8gO!c9R zMkEw6x-y`D@N{A6qWIqL2YUOdYJ&d{31|LqB%Fzvk^O&{@Et6vxh=NG-aer-(CK&_ zz5sYJg?!lgtu~1Iu)?tQ#wB5;XNUE^K4y|IB9jSMYag3=l1P%s>^B&*P&{A!WrBw~ ztnN`iM-Jc7wl{Ylsu^WYiY>N%&37gF;hAV>&YRD}dB-Pg+0d zC_U;kf@m+{S>`nE69Fs42f1@SKKP-_HoZ@~Cb=%^J>OYH)jJda@YnWZ~egpxKlf@^8a_Wnhw1V1#HE)?ao|km<-#doy&Go3~ zf&CpT6Uev*!t(=o<>{_HzMMWzUuB5>rMxzc6(I}kqeuNAGI$9@?O^}ARVmRsF)e3! z1W8cPmmdz6?6U$A8sdIImL)D6NG1v;LOJ3XfYO0FU4=8hrp$3_b$ktMrvcwyWq(6X z#4b;p_M<3pEy%=V7h;n`SdW`$W+jb9$GR1%nzv{4*o=dW8y`@@=w%iVM3?Kgy5HZM zu!Eg93dn3c6Xl^Wr;>l7gbw=O52BLj#lg(Fo_$T5hY;?RHHnMC-V4mPDU0*0hi|}h z#q?PA%k!Szd<5O$Y9S@D?_^r%r}AQunbcRaw6>Xf_j2yC?it;&_VZkxp~4z|)6NXq zSVgR#?SB_T@W7yw%Av19g$>573nWy+&(;5gOf`Xw#K6u#j=SK^85ZK5M5JC(bFhA& zd<_tQSAUonQlpV)&kfL zx)L*@$gtTQ1x@))6;O@*RJG3w^tVHr8#9pM8Wovbt{zMN)5g(E5n43{J*Emy#0kPF z9u2eK;of;VyvL|we0*b}#gvQvo=|2QyXl9rcIMy4HLV{5RfwCbO34MDPOz!vh9TSp zzM?b!VdTe2>e-r>=JuX4{qzPoxIYep$V|AHntv83?)Ey{ro;?h?e@rQR3Tg9r?*MC zVl3Qwt+lh|sY1Uj5xC381Gt&}ptz7Og}Ol+)*b`dxemlY=aZMw}x+M zKZtDKsW85XX;D?@GP{eB#IxtENrvd}ErUbWp`liP9rzL&YAoXuB6kN&C;e@*%zE}t zKg1b}z-E7EK@vL-VB52@DnBat8X>zQ=+%3;>gw=dx{4P4%hn0y71!! z>voa3!ZlkYWk8?2s}C^FH>)+rPoThvIY9m;B(i}{zn*0mP5=3(w*;~;3-1D0fVA2{ z*6|0wx~TlYK+|8}MyUM0@%yjj!l4jJW!uHUjSxq);@qo5VZCOr6SLJMF zS)~zg#a6zO%@*A5iy?)E+Dc&;voIi1!u{OFPPl$`Y1GGqbVu_Fw14f1!Zhwuw~AirLg`_NWixh zfOJ7c>>xVKo>@%0pPEdzOg{nfWv;BGFpZ~7}YlPm@K2m4!RqAouy zcFWJXpO{+b)#tJK6@(^O$!Uho>Bl0p1^uM{`a`}%VFW0OL%&qcpfY<)WDzK=cPEom zo(bYJotiAkyV5K-S}VD7^#iv`QpTno`ZD2~$8rH&wkuOaK|?AFd09X&%IxDlQQ_2Y zLs_U#THskvs>{01Fa%d%k=BsLbY?uXc79SWn(Z_&WN-O)_Q4#85ZUJfVs|`)7|HL_ zUw{+p>0~q48e2juwX+bj9XWt2*63vkp`?eh{FJa;Nm_8>kOeb-kx2SXWs!O4L)o11 zTsr=ny10}tNpSt)l=Y=gp!j|L?#w!w)2R0ttHFI#Mky)SRAp;_J!uxeTY&w6cWa`N z#(S@^x0=#h!?!nCfd4d>Ipe16Kc%C?r6N)C1IBkjnCCM4?y`luZu9Kbqc=6Q>7ln5Zo$<1JnW;uSygx>ehe+c<#B@sD$G%v%<)k`q@#Yt|vI zd${qV4Ip}|zvC|x@M3BCM(CO265W%^!#P*zSb@t`{GX<&gpUN3!@^$8NKZ8$`=!#s zcuC$ybj$Vt;@2Q5Q18Vd+PK_@a%b8}jf^1^gRHR9KLyzXj=8lnRUn;+0R*Mb2Jl<; zv*6I)K`Aa=DZR%6*rVw!-`~R%J_TNdVXUVk=j5Wf=(@0UrK)IZm;Dpx$dL<+hH}A008*rtE&K8=6f4}&b+0x0DOB)V#KU3E*O!ysWirur!0_;6w zPrBp}BDo_b_{ce|+iAhHwUEEvbvj}S^1evV1@rQ}{6}*YPKRD)_QYfK%*YwS?6Y&w ztBb-jdhJ7**7d^?ji%R}`hFS0#|f_ptZ@ji`&W_9?z#`AbCUBv$_Uqi4i;6L;IRl9 zs%!hlLX*ZxF+Y?-Tmg~+9*f3O#Ba4v;Tac@nR@)q6Onw(sA}KLZDSM1rVrh;nE?8D zdyC_=T|rpP5~Ut8kuMh(JBIEiF?H1MT0bWVc<3Q0Y8QG7do4}mduJ4}zRNtK$NvvY#qr-*Di$X8|4GF-6SX95H@S7?PX2UOdj6xr2n3k_xpV{n z=hDsaJ)I@yRw0QZs))kA@^~jo2lRVz# z0>+0wc?R2c+xPeB`f+*ZnBW+*T6uC~!imwtWrbFwihlF>`hBAS;f6E__FkSAgbJj& z%uVi(Z^#eUDUT>F2kTW0eg z7VhHd$glQ@c>!AhA)XpTxytKGr&gXq7T$*3ih<{|?lSXB+S4B=U2S^weqLKklk|$! z3L+8BOjZAjk#h>tENrrM*|u$URdw06ZQHhO+xA!JvTfV8ZS?6s&dto3b1}C&_Qj6( zjmVuVbFC*STDKW4R7tM~%vIzlCfRerv_65al6CvlTx9jwP`O&JTMi!Em6!?!Sv_ye zhhhzSe<&0T`j!aJx6ltr8-1bLLBww#-@0OVl6Y5%@+gLu@JlwHR6L<?OkS*59Z71%;sB7M}S;h`-N;c91IPuRTN`c%*1C8Ug~hPf|z1!!jN znCRI`mM$TJfedPlJfn#vmH9cv`b`|<=mBdJT1 zd^~*YXVX1*qobbTalS&*|1S$`JHEnr)#$O=)%7nai@Ow(Mdh)@z_65#fmzNs-vB)* zVnWN{xo@hWJ;gR4FmiXvB6*5Ti5m=WKGc0{Yx-4qKMzNleRoam90C!N|I0Y1!UUGSaSgo%87c8;YT!H&GiqJfy4o4Uo_^ zVM@K{5Nd&rUQ~fl5er`O0A||vZ3REZu$FXm=UVHR7x&t%s?2+_W-PmKyM!XU2eBMy zHx{DNK7H5Rs`2hI{W$GZg;?^1)#;X_L|wL0nR3D{wQ>$3NBH7+FEQX%`1?g*AV7GY zT!{!k;el!cu~A*X0b!GI%(T;77+1C2jwi0M;Ero48IY{{BXYD7`@|Xe1G>)H<-MY9 z*CN|`+7@A(llL_g+(P>VqwYpK6mH)Rzgvay@Vki?eb9J>A>mt9OrMO_(OAss&C;mm zAlBe5m_uG_m+tcQF-X;S`hAGW%`Gg?E*qqr- z8g%|LO{|nXQ%%eH72?)>`Se{b?g}#50(}DUiqhg}|H*k7EziMKTgNcO(0u7OyWX;S zQXD-X_M)W;_QVrqOxq5|j@(cuk~xkIL33ak3+uFoBDxi*qvLSg!+DexZPSi&!%p0I zimk0f93$CVZoA$K)ecH`0qDl=;!kYH+mjz_aqoh*(0!Sh1k5>sZ^Dth3vOpdoZB`+ z=Fuhj$c^GMUw$c$R>IRIkO zTT@}Ze|t{OuDR!$iCb+=5T+9%Gi?&5%MPgj?Sb1&1N2C}JWw5Il2LQO_vqw6=^(&dQE676HdVMcJ;!UVl;%vYdq zU&NSkDeC~G+tHwer@u(-o&?OA2$9sx#CLF)Nc1<8IuB z0^{YBoMj-inM;QYw7iK)Q+GG^d3_aQ!y1I6!iAh;eZOA^M}g5^zn-ihHZRVCWPH)E z1f1CKtEJIj4^N*7$`n>k-1Xw{oYvfmEoLk?UXEiOFbek+w>W_+T&`V(0=UT)gFV?x zTcFlz$b)1WUlFfE1F?fNgJV1NgPIYlj-(^A$HZ9UaHr`Vy?aDwBnu12f}(H=VrH)^ zx>$Lgl7&TD4_4)J&4sxZ6If9Zu4fIJ5pSM+fF6o!M5 zl`U$ciY>B0cOac{{i(zaW^{`{hOnU^i{bCpng3GNsk!d74+kZ8s(~h1pBWLN5{ ztH?_G+MpRZCcV$7Uw1J*@RvDj>wI;K~P_ok~E>nz5 z@qBbMs#_IQ(C!ypTxpuWj>r`sZ`kXVp$NB z$pq(qu+~29Vf?+4BFWZb)j>XKmbi{)0!=p-B>!9{{5i9damS6&0_HY+Rtqksb0y*k zm!RyzIWr|x%kX&cXsCoxsGGsLujf$CDF;zlmP3h3&!oCqK^ae3C(s({{+Tty#l(pU zfQJn}NQ~@>7QP3LXK}&VbQdhxvRCS70=N{w6Pq_BY)_?IvI=SH8RIQnLQLjMl;vz! z4FDu|G>Q_pY2qY^KtlUDO2n(}>dGPA_8#x?sT0el*5z z0%LNrYokB4K+p+is=}S5azo`NzI2cntdmOUD)T4ti4HdiO6`4&X%`IxM#ML{{Yb(kc%3u`_o!t z_Vr6mv39b~ej*nXgkB$ef!(#blj~?X&*J~P)MKAU-8km#q!=2ss?O}q)cY|X%*hMRlqrZ1f|Er#^^Of)A zHB394_O(YGWpY`f&J>4C9|lx6;Svq4C=6?41KD<54e4&dy2|E4n%faJcb+=?dZ+E-=5nj0!R;d#sW7HzDdw!8m zx+j<-K;b4EYx}aXM(_+53EEAdr)*5png&{f_;sl8YSh9fr2jt1LgSaozeE&9KR(m# zsj$bNcNd-0*m;Zc3y(;BuD1djC4lK3A6uH{A)e-~SRR+y?g*KIkY2{r@hsV`WPGAQ zvBuvOEcbnB?h=tvoaR54^<(L*5l-xXcOi-`AA)Z_j@>s(IMWiO@O=Db%6;nks!hmG z_I#pFUEtAH8@`EC2o#$-l``)#fQlGL) zps}eE$CUGQ5jI-v@FzUFE^m@$tp;zEq{^{lFKx7sRjkK>2PWm zgVg-CWHXyXLa14N%F&sdOst3?_kcv~*2eF+u%M2`hVS$nd`GV$TVq9R7_{(X z!fMdbEnc+cp5iKpKm=47ajFB76>p73>`i{r!B%!l!O=#QNqL`>DS>b@zPor0RU-g_ z?kb-(YAwu14^5Hs`3>8!G;C2GUDo@ihAE5U@IvHkTNZanU-a?G(qB?g1hTeOVL+*E za(o#ARm*0)Qg!?&TX}S&4{v{C1-#43I$A^Zt|pT4?N3ldf7wIV6(9?(VD9{(2kU^4 zrJFLWqJJtLCnla@fW`hBq&Nayk&S%jZG%GH)&PEGzo1_nlpm^eqc2n5R@b1?6(CZv zr>Q*pg>A^s>-R=$iW5&%CW1-ju7AwR|PrqJ;H@q!R;YpK#n` zcjWJJil_Mf)LI*2-&K0&FJ~+H3^l$@7?zwVK!{6`#wLNeJn(HFohkx11(sI4IhQ7Ma6oohi6QE`g-KxsgjFLF*Egw~ z@o<*5YX9ZZGAaHobRptAS1&>u^0aesUhYE>2QhFn;Po~$ko7jJ@MZcmg@?N{FAjhy zOX`CdWdC@J-uWn5m8ZflVL~2H0AB_P6ZW-P^9clQry@Hn$er*hmhn zg*FxAU6ll7P~3N*YCe*D754Z)v~YW=Yk8|$;>h1EvIs5A8xg;AE9i17uH^C~9pojS z2~8n}rEyP7o{P`^>fl7I^|9TxX!M#OoP^ZTUb)A_bVbKhNd=ARgzX?EKHc2M5#tX7KTwo#nrK z{B@<{Nn4TsdHm1t3^q*e;o%?z13Z9t@#qqQ_Xn+x91&WOxx>G{(KPA)tX-tBWaTxR zxx1++XiST%Cdxj1cC2-N`j)%H{Jqcx`YLye?=`vr_4BLEM$0M`wqw_ zr*#P$zpP(0iyEni91GD~_IfwY?Wyyxc5St6%B=CHFCOpXzJ~8hxs%63?Y(iUUiHJS zn`YR~ZF{kIs?V!I5IYrfLK!&fhNV7boR>9-2}GyH#1FB07~u*>;ciD0rdrO5$Xo3B z^4n@o;(VX1O&yo~cw#a4rNjAa-TDbYOfhk_WE8P}{4U1hdPTfSw*Ps2T-+t#x1{^~ z=s&vwoeYt_P$aW9M#3tZFEi8xD|Olg9_}8J*%Y_Y^mHhfAzO4n&5doJbbYLVqPo~mUjT}>kqL9Ic->z6lHNO+^E#rYh2;|&cj z&&!!(eEf#G_xjd)#pfa=U`v!6KzZG*Q~C4b_&VK6tS?7%zCBvL;KdxM{nz7dU$1hH zkm#UwQR*GkZ)p%8fgq*t2N=XJo3g`-c#;u52Xu9W@Dfw@NIoaNr_Nvw3Ki!Iei6JnoKOQ+t8xFOj0d z^c=5mgvVI7wPYZk_e0{N#4MuStpl?WK^~7idiT39?F(D=r9b5eenDqqFX6pRphwhD z-sZ2fh`;*@U0<(HI_)bh*8QxX7kwr>>+RV&TB|iBk4bHNa&uQ5rcXS5C!Mo>gFQw& z8$Cwl1hgvp9K`uWkQ_#fFo6rB>4_rxWaLV7ge-~(?>E(nz;fz9aelTZj#Tzi{EqZd zWRMd`)=X)?s_rUQ2m`chSZ^v#NLTk%o6Yt2F|075#!BIO z&ba+$c$699+qR<3298sBrMXUW*2Bfxz5mTw+i;o8+OMjE&sIwjimad=Cq}-&?TY`b z#}q|YX}na3S&gc@;Dwy5o35WUVRYN_`R54WGG%l|Y-+P}3= ztF#!Lrg1sQK6o{(O~@&z=&CjbJ?IRrgyo#TR7g&sqPaty(wC+ByyI~5ug2F_d*+z3 zCxX&Fb&g=|x*TLpWUMcSQ$e$3O>z)qhRYGSP&%ZyvLS9Ebk?sf++G(oV69Hymc^wX z)Qshby>kEK<1Ml7@DaEzmH5big@mFRnB}G?L+*>MmAEhbi_A1acvjcKU1KDp82{7X{Z* zM(o(UN=8Wtj>S^ob$dFLXB<$cok^eH(`!cBsv8!Os|-|HB>vX&BjBbI@)+b*m2oHl zxa>Tti*$j{H}-V5tL9%wLiS!Lb)PBOk_cIxP<-XR!9#w1JA}7U26O*4Sn@p$!f|-i zt0#ook*e(@3o&QhJ&y_^muC2V1VdC3ltLv?b)*62%7+Nd*t}hqXu3kJnp+q=I`LKm zmt?9pA0TMn&SJUsJGqfy5Im*iB{|Yd56zFHU=s^BFd@GFil;|F1e)rZ!J3JM{LejFte)2dcu4tcJD$?z! zXJ%Wa*C6%ct2BOueldxbO0-@vOeA@#G&!c(!s9J?_-?kSTz*)iRnq%soCooN-kqm_ zeIRoci4B@o`sWdat$X?!3ipuGc0qd2d-Y;DBH9+7@&JSfMC}tD=f)5Ozm@$f4Jtc< zIQCDVXJ`SX{iDn57;Y8siO+#M4Q9Z^^SCz=Q(L6(#(QD>ehsKl*kHmcUM5R1!Cl5yRs$&N+2 zq!@*uB^f8-WGl={ev!$Jm$ zs-2lDsdKTM*xl{oI~CqB2;1%85h~=t8P2XE(pbPKk_rTNV*ef50FI`RI@aYW)3WEk3_T+p$e3cug(f zhecRx=~@GgCy7denaC=b=n9SX+1iE<(M%@xi7`aTf)JR?1j9Ky7p0t7;326p1A{eP zD%@&$NNx~@ALONb7Ra4s8aPif*erl?x#&V*6RGpwlghy_4EYhk63IOr6t5`}k1YIs zh{~U0UXa2A7?UpcNb5*{t*Y{dD4+e8-nEOD3VQ6(@fbFc^d8t5_ zlcx3v4LWM0-&s2k+FvxqWySzFr8eX?=A0+Jx=J_%a~LWuv4iwP57(1u&`u@VtcVX* zdQ*^M-QDwofBI!PinX|f22Ic5h5nXR@JtYM>5dt}RFVo^F&GQFi>!eeuO{2@OwC8V zB;)FQ6QShx9<5y#{>8m+!UQw!diL8vNwMo}!%)C^E?IU?!7dc3$`)uP-f6jH|A zfNNUCtRN{m{tgWJ>^GrOit?Rx^jDr!a_oJ^E^cLoPu~(7LlpPK^>9~-$ee0JN6ril z*Ii{Fb3C~tR7CAe{7_=3w_|`sJ=`J(ZAJ-3dFX|@YNlY9cXJ+7F#W=X!tHpuF%Fzi z&1tfYE;HP`ya)Mmqumxgt3=(f8|Ur>q3iF)amkDf?r1XW(d~*Bp)E0T2LT@dP_B*f`+N1UEu%A1S*dP^WjJQc;V6DDO(^!p5bp%+IN z4;nrHGPyAuwlb`EIFtNE4~kavjfdbB#V^d;rI}<3e;T6(9abYu>tPA@@#WN+s9GxP zgs?(CuFo}gAou6Y*d=L{kxA{6j%IBQP08d&REBjgzX4sRKaj{qG;%(|QMPtwoo{`X zJ>ClrtrR`go+P&7wTQ(OwggnUB2qDRj$Z-6$h> zZMV5*vmLq|R+C>Y^3k>SJt*NepW_;BZwhAvHv{jCoCos!xR1X!wpcFYL(`G=gsN9b z`qtrMra_k_xJ0TH zpM^_sEbqugf4V=PlFs-q(?P~DN?NhM#iQZ`4FQLu3RpuHrZO6gd!`Z^lJUrfqAZ9| z#ZJrwHA_4p!I5_QPUq1FKRZV5-HbQ4v2OQiWX~0TqnekjqeX(BGFi7Bhxn!r$h^$t0s+Q>RpuHR2|RJe^%KA z*f;n`8@wrrIwAQjFNZ#T;HDTGbUh?2R1=VuXles#j%V>qE?84FDACn}HmG*jfmkOf z<~cEIQZLJeo*DgW>t?`_aZs4zkDbf|f79XX>aZH$`wr4dc>3tiKYYgJg%-|sr?+;8 zSsp`s`MxJw8W*cVA8N-*$4pHcTz%Yp;>GaJf?HiazF4|r)+6JA^4QnRV*0=H&&{jz z{C`C5{|@}m&dK>-4U^aZg6yQD{|T}`aRyBM3$h0bA`!9eWe0*gG5TOh=1m*g4viE0 z^VdLDYXGb&$)Dp`J3BkIDl5I}CDdFWQOD2YC1vn_qQ)iPM#~579iBnE_|jGpkGOhU z`M3cYtX>=KeRQo2kA%ur={RyZm3z}qz0^sM{4*Zy4EcUEyH^hd$MmsJiyhRnFGq{< zi?h9bo5);$f$HYDL=vW8*fslWgpiNOn-bGH5j{RCzvw5u=TvFS0NF7nTWfW8>q1l% zfHj|O&sc85)D*ft!d?9@HreQ1-;3UC-)8Q|?cP5z;EMy)$dr=lN{n@>k@OF&SRG9Z z{i&)OSOp@~4!^8d#W-b>AEG=Bq3@N+tjvPk;}TNYWoSytGJ_Xj2rb8?=zseaiToSo zqF{^j9hhT*dXG#tHEmJqov3$?l!cQO`^zofPIHwWI!X)*hUI`;x@7!-s@-k(^7s5) z-;or2j{fySy~632q9}n5oTyCVxWcp#8YK6+3DqN0-bozGY!!SLQB(_+m|uVrf16!Z zM38~{r9$o-Rf9DuT0v$4Kbq^zudRHXQX8cqP%PPY2o1OhNjykxD05n-%0(w?pyU3P z^knx?>8ya$98?%!$XVwvIvIb8gX76||4Y%g&bAnmK{tmb;92YtfxwMt{oG)+8>BK0Z8uzk{tVK559?m$7!0 zyBW?^6u#Sh|M$DYr+7q4Qu{}f#{v*^8IDdWd8QOf9(ZWYAov4W=rUD($_E zYwRtN#iK8Z`&xNVx(XkCIcOY|O0wLQ*x`WWRey&^WC-3+(}`$J`FHE2Nx6^mE&q5F66sZ!2dn;;eM z9QhmROJ6@#)uVY@|F?EPNv7z5V9VuLFDD#0j+eAa&|q*qTg+f&+7b28{vQgwB$T`b6`h*h$gwe5>$Vl5t-scc<^kH@Lx&i#`r9T$*h zhU0h@7Q0=mvhmJ{?pL=@M!wdmT^JX&A0|i}ed?(%S{7GhZu5$~ZSjJ!MEc{>RbwI< zx|OEZXfpk4EJU)rM@fLkWKEm1%KFzv8op_RD6fakZ&=>ny=696rYzmBN1t-IzcPJv z)elv=QI?b8v(!`DSE65Qy>_E;%(JR(2tB51I$|w(?3b;5X{bTsceT90EaSx$t|LJP z+83_X7Qd4>3xO7Yh+9Ryhk9H^k}>ndBc&up*9k8hc=|~9ulum}FPw>kaDVX#2TA=t-%@XLIL&DE`V8eq!MLEuJ5*B}o8hML z*((at61YS0x!q_$iP+V%#Me=;gtx06L`8AB)1b15_#tF*(-V&o>8CzbA1K&0>3{%g zCgAg+^j5Hu@fCP$WR^-3L6^7a?*nzqMOXrN=R>EFPMxFW|7V-7aRmrf47!sQeI**$ zhx6`ME>N9en`Dt;T`qFFZ{!K{?sgWnf}OT>PgA(e1kOTubs}7g@J&3{5h<8k#I?6P zW491_3_G`D0_pk{cq$OX_Ltle%{9Ez1;X!>9|9xuP-aag1+WGy2tHA#Vh6%aD40Wb zZnzO)3ozjE}`GZpF7VVN&?h8c;<0>KJ{FJ5=JOi(7T)8fic%6NCo5U&g)D+Fi3uC_(RN%=3(#^-Uf1 zuLYdMuoWat)pkVHeFO=9HMHHoiGL~X9hMg@*OVnEJ zz!1a`;BNrhkGMo6arsCKad*l7=omB|(9!8aEVaIDyFBzv(9%sd+< zI2xKWsR6j2z_5bkY7*j=uDC7?S4bIqh2tBsA{P7eAe&pUT@2pk=>@C(1`aArg}Z3S zmdbWmml*jIQ}_)2#uv_l_?rx!V4eK{eSg>LFkLr&lS7a7c=QX1(Z+ZZi=nx-*!`YBv{IXOlttf4N*R1 z&;k(;ua>+JK2C~u1hR)pBr}Qxi^ev}D=DEIhp#*_I0LdRZ;bbt8SY7me2)3bvFpVh3!OLI#E7RfGAlp{#F;2mc z$6$>0>xZ<0X0s942Ak10pIni|6h`8O4zM}^giz^kOyT_|U6|0xu4IL_(1Idw(j$RL zxWR5Uu`x}K>P|l$5)vdSBB__d_eLf%7=}@xY0_QhHfK?b?1lSt=`AByU-f6^cmx`) zeabm>!cYw(15Im1WFbBg_BMtzV`S_t>PMo#1Pzty4Th?qUEox1=NSEBP}j;u zZ}x%Bku5s=c(K+`Pku~8)cXk@WxRPe?>)Li76)xr6IWpXxnj|FhdH|ec9tF&%n!E8 zoZ~s0``Y(l2R{g7!4A*u1$nWU|B#i~!kkP0s=;7pJ8itH;eLFGQ)Zt?fbxlQH=G{X zC^IQK1|QTR4uul*5PfwMLP+IOSmDw>x02CbG_>Id#r$MKTAT;*Yokgp(=#wJV1h~$ zMUk7B6MmtxG4MxZ&w-gpJaw*`Z;>me*cHJ1uK<*keI#nwLpJVIPTWB2d+l27pt!BS zykt3G+GeV&4`_^yG&e|>6P(D#4^PfAA<`T!K20C5k+) zU?c-UjJY^q2BGYcLQ+C~-)e4&Mb#-75b~Ij#~sp2yr?vIqVO&&F)!0q#k56{dOmCZ z8s&pOW4Scd{aM|%JAXKQg7>RL#*jO0h3_PCw#(2-o;pYP75eW$w;E$H^^&Z?l%@Pb zVckLUh`wH6{VR@eJf;q}HnX5WTA2ywTe6^%LWnjV^~mRt97~=fi6qE12|0L(i6Ql+ zmWJ6AYbOASGFAqLX=O|$d`5Qg%u>n>5eLxp7V^vtdyMc^$J$4edbf!Sr&=j;^njw6 z4aJBF@q;eX;uGJhi@3L_*UD}B?h;%3igD>EP5u)tb+mVn#IV7gKPPFsg`c(R%kP|yp1;~0#(ft7Y?9Tt%J|PXQU0mL zdEWS&h<}UwV4T|y!oU55bt&g+FI7QwG4RWB+w`?R#@inxChvh+PJlycI(w|Gfiedw zZnw^p^`DzfxPEMy!U@dUDM#Kv{q6bbzIJB5v%1nanr_0_UT%(JOm9z6WElBN4(dL{ zUQT-w?%5W6V z%vnuz<)vrFvvJZ}`}6amSo6h{%~i`WI@YBU5kd_=liuwUtKenUZ25doF(n*W?7>Gv z)x!!kV`*9CT$+tmoL=8f6B!x=RIjWZb>qnf7S*TWqD48hHYwV4=xkM%Uam7gZ&Kw0 zGZg|->8gFR3>elp;pwqf9I-UHhAP>|y8RqUCE){C_C)k<@kVitgWRl=Ty~?sguc&R zZCD2;be-~k$|{C)N~TKf)1$aklilyx5?S1H`u7Q*mqHv`<`65u^3tcWjS@{}WMRKO zoaMW52bNERj@a}(XrD-r|MRb2*vtO)B|l7ZSdCti*bglVv*3U!q@FMW4d@JF$(&2C z8f)?t%#yi=SvcDN&y!%``1t#QyX!#OTl36+dVQ%Hf2k& z?MfDUN{pmp?WxXo2)|lvGzhRjHhlJ=!`u_hRd{} zN8vlsH82yOlayt2YZ^Z}UgY9J>mwdIo&07I*gnwu=c60$wCk?*RwMnH4 z0}PTOnorq?q$>=&q^Np3m!?#;NRcuZWSOqT`YL>6Ob}~|)@bF+ulzyo&_6{mk^r-u z6P|RSWbFhntUpm&2`wdIbGLJJ*2p?>acck8Wq0f(#c;q5~Z*~PiI0soZ54H;N)!uqwY*5+DUlk zNqp{tA7nkvwt->|nbqjoj?}MKl&&pR}E^#If#p99b)J_b2UxO#wA?8)$5pVIP42J22=Q z(HWy^DGnh^kSXEUC&Ep?jM-}1cI^$pbV?Q0I5~#hJ@Z)RPsY&DeS8Mpo<84oui*u% zU(d-bWs=-3U@ACi%7PVoI;W-Zicon9<54z8^7iRzmpWllf5t=ZRGVS^8zS^s?BU%@yQxNh3UJu6kW>;Dlq7@9=aIJrVXkQbDQMayr6y7* zvyufI>L|3hH>9I~GsUBwXtqyR%@}pQzRYzx@GPe-PWl0>Yv{f6iGpxQ6E;T;{VO_edmr#;C(av^v+@b z{kVTBJ~N!>%;8jvc6t&(*cU(g6z3e-ySxv5Wn6^q;nf!xN^Omz8m&;JAe^a?KOt{A zO(=9}Im6lcIbi@n)L$^2Ncz4$BNKj-JA9j15O=G*&+N&j-S z+6zeo`z3Q#=h-rQ6Ywb(qUZVyBa!J<80v4`zPL~q=xEDVum{4qi>!3`jfrp4n z-Z-03Eq3WHKJ!=-5Ve-Vh0Om30b0B|7@JRk-@S>0Xj4{2jp8>FbKdB8Q8xST`(*5Hg z-a->v3&359bIXm1 ziuc-z&`Ca9tQzrc8La_f@Zq%8mbjpLcQpLK|8($GH^-{}qEWiFk zzPWJkS4ImH$46da{b8i95;;_*)OCqkS{_PC5}D=?{)xT`K2OpIJp427hq%(F)7k_G zTjE!eJ{2Y}6;WnBZtEjUXb+ncvhgM7PvHWUk6yXoByf@)rD>RA`>i-_NRmo-b=nA{ zi=uZkagne#77UZraBYlUL&TG?l>88@SWrPC@y~5?6ek1Ch(m|lp1HcmdWK*D(8sK^ zw6zOgmFOqyg>JRb>Bh2a0PI1x0_9-Deg*_t2OhqIgY{B&jqIIF(_X^V1X$Vw)Rynr z3SWaOj-|3ZFhZC1p+nd90<>Jkr2x0Plb7|kA3WeQ6>Xn)W$tUEOWYx5G{quhRxUz~ zFmy{Na{(Z@0TW8(Pi68=GvfB5)hJfa_>oxtC2N<&ne0|9Fk>DOu^zTMUngprr%0Kt zc4xAR!LsSA5ja$%cx%#u8B^kJ^I*V+QM~%T}Z(*rtZJ8iuZCdK?wEFiokm@d*lh|4xwa^*prFQoQk!tlOJU2D& zj=Cg=YrX@Vv`1rh^=`Z$G;>Ych?!g7G-jA;n-`V|9Tg!EcHd*24mZCk0r-Iux4v9`SbNR4$!@uh2vgB79US zKnP66HZBZ0(6xp@ZmkFZCT2I4hQUpX*=;<(rR$x$S6fF4cc(c21UR^%}aEMZZ88KvhO7Ft?AP}sZJrDNAyt)=`-P^KVBBEC* zHD8=Chl!fINsP6e5Rp=qTMP3g`Z^2|<)I5OxY|Rh!EbU*@kIg7$}hSd57|GMu;I9UOFY{qPzdi24&ECl#9*6#w%1u!-HdS! z)3G3HEp{;=-zP?>$Nqv}=Yzt;Hi{wVf!R8LXsH}?f~v`_3DJWt*erAfAod4fDm}0f zS=GqXsgvEVVvP_!j(Mf75UZx78+6XFCtsG}cA_B@jecsyN4w02YnOAPu~p#^#i8Yx zwuG~xi^xrnqNfnsdqqOjtjkKW*OQEj+A{rZG&ruI8epd>kSnk}85N{L87rTv-E`z; zoZ25!MxKWj4NN;VAaw~<(8I`w>dQD`@-J|y8F@2F&m_gH!k7bsVq{;m{Mx*!IEQ@r z`u7uB!Qnq<67DQAo=BykthL#qKP8HV7=m|VMpg2Fk{((a}I`F}(< zscQWBs|e?GAIwSvYyHqkiY>oQbO~xYCiZ)Hx)6Ls9WtBR@!M+PA6pG-LMqb-G}zO) z4QnP2AjJIz`i0wi8~wb;Z!e&-`vMV(M0l-2lM{z5Ed zqA^{8Mrq(*T#{n{USgvHT!N8;>&J`tDjsg5FhA?T^^iw(Tyy0hHaJo|m5#X>9v!Sz z9#UvLf25u2HPdA@zo=ZL80lz#VZfvhAFLuW1{1*1x2g7h!AKEDE{6ZuiX<)sCW5Px zrEB~HEOra$h;|4@$X9RjD$xO!loX!95B>~D@39xsEy2Tqs{pTS-4k&76}=0u8b?iL z`pXq4Ufd#f^GAZu118oYF^rA|IG?(oQ1pQtF{r>#bm&0Uc6pyXBqt!@vn?S*E*25K zSQ(149t^kb?PJtGJ@6Pdec zBdSXJ>d>7B{#rWsCkj1%%tbw9sjK-aW|lXxJ?yVrl4PC+8OBw&KNxXNaT`;a>HHDR zt7$$Z)dm}+(5^6xW@3)o~UP8~9DbFcK`nY|=EfIM>Z%^LXOZoh$kl zm%(zD>FNHXp+-6S=R&0CjL5!Mz0+pNRdlrYCiA(atFqf?SpIILsY%fHU8p>YohD(A$WU`H}wbdO}5q+stDl@BUkux6`=5!5H+MlRU@dTJGsR7DTVT zeRbe++Ry=&)V1KnR2ihxe?1tw*v|B|>#nLd^v&#G{7_6fSS9OHg8vec$(P*}Ywau>Y@@9h8I}H{`g0 zCia*~>AG54pDrn$kB^fRIn@pxLSHd~jX+$rVc|DYJOa)ye>3pX;@OHCjc%$=doYtt)RW_oog9nX|+C8GQpP~H_QJ(J= z%=72QlhAaog`&dn>YG?l-@uibgF53+mfnlLd*T-V&1w5fxeauKaHg<#7yp&&K>U(v zczZusCb`xvP_Z^I>T-YM{(mp2`3dy1a<#L6p(x@6boJ6($FrQNUvUSE1B$VgR%Rqo_V(R0=v6;CaxuUmACeaibYBcU4@vS zTa|A^ht-yy?$`D>QECwXrziQ5tJi9}C{Wu?%sLmh>b|~dWw-dFee37lX|}U)zT@U8 z%ifE9aumuaW_Y-;CkmbognRj!!M%L%`Bx*;D8L4belV`yY6Zi7s2yj&@k4eh8~RWnzvrL(R-2sKMu6*Dn##T zwB|ewpv=d%!nk3M2ye-)1w)<*W^l#HYy2K}X~IOhfjDXAc-HCsO=~?r;9p-3dmGP= ztQS>n<>78V9-eAiwYkE2cpN?N_+KA(A1T^iUQx&#`1^SlUiAyVn}j*pzArC^?#urI zFY@US{ZDnv$^5@jx6B;>55pXHG7hi({|38PE(E&+Mu?yiu-3AJft@t23_CXeG0dZ{ zP7-zzp9@4()tkL}jwNR|2r#Rn$raHg8$_aV{IZwG?&W3m4*fat{rk(^J$!3cxnFc{ zx@Qq$95Bjqp@ldla{aTNI=38>28ImE|H?t@{74gDI)6X+^sJ+oJf|^r_u7tC^BzAP zJ}u6Aa2uYwd(ck{i_+&jph_T{k`bhEx~N=!V@7!C|GoISaoG?HcuZCtz)Oh7MR#mivFqzfq}40 z8^Eq-15SXXX^De($e}=m<7-3sOfew(2hwq`fL60Gj=4F*j-VQQgOV!tJrF3WL`;;R zAX%^<669Sp&Qm#0CYW5#uRLdRKFwczvR0SAHWjiYcS6MMZb2&FRs8wKH$Qy;HA)$} z&Hr=CEnU~B0$XYulOqh~q-7z1V&NwU0Zuy?=ma8#tiwVq9P^t=P(YhyA@}1Ur;P~h z&os+ixk$t_3a2CyNzC1hC87Bel&SJTka;~6anrnl7Dbkryf5By9+7L6snJs9bZ$KY z62$|#8_E4Cf3hECr)ZT9+Iu`@m9zeoqE$XbY(=?btZ|>}wAyd0yS|WCYTc~cDUt8L z{N>{UG6+mszwHPozw6=`5&d5)v2OrNPaZu)hxbp5dQ#qga|E|HWTk8#=}JK(yW!#a zg#VGf9)X_Oyc50;%GCSwI(7HT^be>ZDjk0o@e@i5cV&InG^tUGv7G^4jL;`XgEJhh z@-@GZZlRJkaBQr7+82M53F0r@vI5gb>=eisOgAkCaND7L&(AW^J*miL6qxZohx3Hz zB792ai2aF`G!YNU`R$2*ARlVsI^<1M0X`Eq5%oo}|ERFj<|66^>iKbfuHf*3EUqzs z@ZJ`g#G{9&O`+lE-W5naG-F848=WgWYu@0T>sUhkBivp-?tY?cG(eu0?iX}&ZoNQP zB=DQSS_zvX)sY0%X0ZScAWWV@D($+R=Bb?=s(d`U z3l89Rcfm0}#v3#Bv6$+YsVPjUV1rpjKj3579|`@n>Y!f`2Hfl_t<@MS{b>Eoq<>(& zA{l7`AgD=(9J)R|Iggw|!Rx#UE_oI_sf^~YE3nC+t8ZP-sQkEkg0}{mGYA@NCQ7ZR zDwona`>5q|V!&J<$R)2PuZ%*Q;a4%=SKz#ZAHNto{;LK&?1&_b?= zrPL#}4`Ba>m)jCAj9K?Pa7XunZ3|^zX_8PBAw6}mK~AL#jT*l#j)U*}Ka8EzmS(}W zZqv4Hqte!&wr$&XR@%00+qP}nHmgppeYe}$7wZ+~jA$`Nj2`{-nS{V45rv-|6bjA_ z2oL;%=@nJ*1mv+ZT2#+ZhG-Yr?|J@XUg@F2k>RJX7Bz!+jh|znP9Cr+-XWsSzp3u| z0H`7E>>H{u3rPNumQd`WmRf5Bsl?B4tWdur8W_TddSnY8ICYji<1KW@-Jf%JRsh?$ zn9r%i#kK-XT%pG~K$dyfNu=DB48II0``61`AY~gOD{Wzb4YRqfZ!y!S_GXTZbwRZ;78DOuQQP3F|Nr<-}#DxUFtzw^T(H3$j%*e7C@k*n zAk)zWdi)w=KBn%MjVlQ}L#%B0hNmQHZq|+TH}=p-4jdi(Hr!r^N3$cUo3VWA!gwz? zjlGwgab(GgY01S-XF`%v4o8Vg)ZzTFsf#{{#`ggvxLmU>*2n<_K$1Dp_5-$P1>`$b zHuMb(wE=Q{oPhRQci&$^?ZMMWX`3Ny@CMIJZLkIwQTm%{Ci9Gyy_tl4H^Whcah*8` z+I>9{Swuntd0TdeZ)p8M+n7bdc;g$b=S1E|HqKJW{!63JIHWtWN7w^wVbV;Pbj|>hI-@OX zGI}DVcc>(2bRt9jK-G;dE+Wn+@Gx0l|0+YAUbkex!@6i^_A7fCXz7VBx!pr6cz1&+=%bi7I9x#zv||-V(>qbDTR%|J}+<>y%@Rl;v(H?Z-juF$}|*?$d+At0Fs$ zN41^*tqMQ&{((KbM|Aa){Lb0TZ4W^Zq4im9a&waIsPdb0+IRjX)og5tz#V=|YAjC( zSc%`!g+m}2Bz)zSIl>fW7pu4w;BbRBZ?3dM#)_K$YvVpO^360iTX0Ib6q4Sn+8!g0v;q&B=-r9C`n5Pk9;2uKOLn9ZztDX``^>9lPv1CyRx)a=Ax9 z@4oD4g4X9q2EogT2f4Ks6c7SJ0tKY-$K6wR561%Lx-J=SU(*WQ&nMV~KDg*nd4sqx zo2`cmz)}|XaU|gxVfy+*bNuc$=kTF_fQ$z9jjq$aoa|LB7|NkMubg(9Qw^8mY}~Nv z9tW<@Fv3*0^~$(ST%VlE=wvMq_j5G~ja&ddAyH`8PHmqpN)7hZ7Ffl9yCXvjsuWAY zNtd*n9J|KG;xI3e;!3cZXfU}k@T(B*cw9*toZP}c3q^ibWX~WnJ}r;(eX=hk>xcr& zE_Y~7w}sNV24|a4^@U$pViA~sQ04P$ZJcs*4%FZv{X(7tFhp)8Gp}5WAIjt6&zPUC^R1KwOllKBv zn#LvY54K53sZ)V6pl`7BdhhaW@Eu{yb2`J&SGar zUOyfNTeGQ{W>=?TOAl_*9R`SYPisnj1?TIw3AU8&Yr<4|XkTS8$2JD(b7fR- zeCNluexO6Nd1!Z-F_=uOO#f@l^sf-d?f4h1 zeeMjj;3M$w6o!gttLK1(_)i^97Ly(1p0I=W_*FroY0^OGH9bCH(%pKZrk?a-#y7tD zyj4sA{d)zC^*d?l0JHrIDv#miDPbqgI2pG?oXd>B)|R*y2`HN-jEE zP^;^oDu30G_bQLYG!PT5NtNpN3XV6)iH|tqyCpi5cP;2qz9Wui7?zqpuCLy0UM<{D zHw2mP`tf6+I!oBLTEJ zk;IJk5pw@3aWht|YNkX-lynKd6To4$vfyk4@;3sf1;wt}#w1=heV(7ZFrudPzp0dd zSC|+j>gAw?IjY{ntNVR0;@?lF+G;;i29FT@?aGHrS^x~gF|Q6k$Q2OOPLlW1m| zE^q=5N+OLZN>r9%k0c}`HmKQmhPQIa0u`0gfL;>XUlJ)e;Tojf&bQ(j++{j6x1jJ) z>`K(0Yg8n|+Ni$9Rl*PgL z)4UR2P>4R8N)V(7T<-ngWL>k5sOYoP>EA9*5UQa${l4zyhmnlA!`H;Gi<0-Z&`V zMF@y56AAB3Wz)KTD96Slg7UuPDjpg}f;gB$uAOSyl11?v*%uZ zKMG)WWXTAV(3X8wepE*EP_CK5w?uw%iPq@Ew;k@gh!<2o^Zc!ux|F~z)h#_{9O=45 z(XW|3f{ZhrR61~KEQ}QP=M=;WRpb4mM^=pkOf-06)kLchryMrA0|%@bLRsjEwJpo3gD3L zY*~90?BW-2aoQ*K$V{KQZgJ2Nj&|#7Pt~8r{`QIaIJ!T_M*ms;A~h9d7~M7VHp!Jf zLRQC(doeTZ!GGXrA-%o#Z6$@id}=Vpm@vAOL@aYV3J5oD?AuZcg2t`D4(l%B5Sry`enCfdiEh}Kte+SJM!;mqI z+Ob1gpgPPB*M99O9M<0!ViN^JSO>)Bpo5)ZJKekfsBFG<$JCGQ0BImr-ooumZKR!1 zmGJaxNri{5(!Jl;tr28Uc@P_K@o6H@9xU$lWfB!*-+VC3S~^kig)G65*p2rVH$pgm zXh7LM+jbf+nFjU(Nj+7OX}D{8JR&icdeAV zTqPG%^6k_|!w=8TXfqz@jOI8?-FT^nfLku^t=O+X!%*=vSV(YpmXG5p+cCn#x_=VdgCvs^VT{f={%RUwC;B z>~awB`y}wn+Muk*?P&nJBD-KJh=5%X<1NM~vn^Sd8#YNzW$r~?*k_!tODX|WDE8UOe_=1(Hgtu>>I+<=Pof_F! zrwP!62eMG0tiLtb&FW3TrKU(;<`3!+Y3>fxY}C zUPRzAPsPIIpixCgMYJeWI~@p|m>DRfA^~zU3KB-D_QFiSBn$MAbIQx4tQqRNA@z z3#B8Upojo>v18Tw>mqJBnH}ma8m?oLrP9kbXRKJ9bUhCQPYw2(lE2XZy6($g1eJ^?X1rv&dr z8MRPpxB5+Ho@8ikH!71Z7$~L7=u41Hb_bfAPq=z>-g6R*l-MY_Hdv9nDy)=Rb{ki= z2HvP1{KYl8F`RS;6~8!5Vr$Qo>)a8EX~Nf^UFzHBp$I+?{TS%DBjCS|JL=kiuGxs_ zP`8=RG|mN1^qg_Yp+KICXu8FlUD{D2&+H0@j+Ca`Xi{{rP&fN}k(5_Cn}m}`e&Qw_ zcd5b!OI(V8It|M?$9nr)NU|uM86b_Zl5l2+f8Nh3^W#q_57Fh68O{g!~#*w!FsQY;?fLq+aM(HXM2HM&QP88sWs@)k?u z^(PhE3s3&N{v+zMTdw9cOW}#+i{tG?HX*rHVrh$|S{8Kl%? zn6Q>c$llRo?TsaU%t63EJbZK3x*3k?%k=7MYbh5iwMoBIZfbhwK42xwJz(Y1bTIKn z+EfDlz~{3FrY+5x&*kkYnr5YeeN6PBDK+{ldwDHcQc3^FQAzj6Q5dOf;YbCJgiv&L z2R;=1Af}CT61Jv5YYmCPioo%p`7{lgS3}ljdp}e3a>eSGGidh9gwIB&Q^7P2 zrX1Ne{1KmE1+(r2^k#y}QXSWeX*_=Mg{!5uU5gE>09pu-kM+_A>n(M&P-xG(`CC!O z{Mq1qV|AYY%vPe45xf3Nn%*nVmYM%-BOOSf)$ZyLNiny#$-%PLsHwKN)2q>OgqTt8 zWo@*=8cbh6(rY+nWWx(dcFp=6ssnUPCz(|0$q%#JF$n{~7AmNeDvcG6;12VQoszEB zwdeOnxw-To9u?t|)l*DR2l+w+3H*Ol7X}GzFTm{Df$;q-7G~;_yzf|Mx#y-%gHvGcgp<;7gmOW4|b@+WQNm^kHtGIZK2S&tA zQ1iobpYRW#<^+-}`tt?EaM%i!mth*9p5#R3Xb`!xdLD z)`k3?Zrr9GqZkaW%d}5~c%@zYTA-5PX!n0hF+lgPP+#{B=C^Ba{sWa}S`x2MSpm!0 zCy|9Un+s5_nrA9Li#qNVZcB&0S*`%3knf3+iROPa;+b4WjwYaNe`O}*R?TRw=F3hUF?`$xlz*d zX_wf2Bi2!{=Zeud;aVL8+W=EHvFFdjL$_^tES@$!J3TJA`g(4%-XTbmflGt4^Qktz zO>6Amp9~nDm1zG*EArnFZ;YIr|Em?j`(LdHkTDY2IL`VO*#ER5tc}@0_$E2Regdj= z7=$~^(Pqm>SXtHd(lZpAcaTxXzxwE{67I$61&8!Ic>O}k5br;9_z64BKmR<9o$SaP zDk_m>EI&SU<5eT?Zj4wQBx&>K`gt;xJh&?kwJ9rkdAiSU4kpRppTZHw(BJa$X~xj6 z%S*jT?0tHa3BTzPUgX5^rtuwK-=iG}=2^nv9=t*0&?AgSI9(<5St{A)i|6XHxYZ8* zI*PAfk#}@!J;-pRSvt!NLD2UmeSK{XWtt5ottWJh5+`**^&*%xpXWn7s7Z0}^ZWMX zf=YUJQV`=zm6~5(vc|D5_Sw6iYtC+GJMWq-;^lee-ZOP0O^!B}3K6oh6k-fGBaU6v z5nS|89y{brCV80&JV01>p>K*&;S0!+Sdv z9~kRk86815gpPSQmUbdiarl-Nrwh+o(DvV{Q=~)-g6hsC5|;!;DT`b0K{?Hgj;I~; z?@5fdK);>%XiH7J83JQKH?)n`HO+>IebX%s{g!w_3aQl_7Pcox11Zy=fNS8{bmmmg zfkdR+PKgI$FQ5tdivX;aa}w+#Bw<*J#^V{tr}s!OJQG82rJJ}1TT%Y&Z(2->bprFtx$1>H26&p2URGHFDA9eet!bAM3&W@ulXiz&tgTPKI68;(KkKI6HJ zj?zt{uvjxEvvIRKD)dEtD8=S>Oyw`L*D#tppeEI$Uq|G%l5*ry3YSB;8!nrAtQmNx zD9+YvlPj>96b+7~(PlRymDS)=bn%xStNU-3JzAp%n{VOA z5IlHh%ho2xKU{X)aK0_K5H?Ga;F$ayl6_f5vO=YQ-_x!l(&weGgUa(_;Q$NpWkgWJ z4^Wd4flaGbsE2e@oNK-wi&$uiAeg6K2Q|&e2&RQ#1e&jN$HN{+vAqQ#qxkYp7f+)y z2daow1&l5rfn6n1ea;nM%;rZ9XgoZe~ZfOpu2q1;v>ZD%p5Gc z>@yHz#;3Tx*Ri}a1h@D3rL+2deFx_D4Z!Td+B3}omcNY>QM5isBEWDyZkC+%ZuLPj zrC}Hd7GN-RTsS@Y!GHhT$!#6Rx6sD2k#-+%fiutQFq*kjbzhICfTq+s-ld-u#ymWl zw7fKZzmPiA=s!St*yJ<;&R|E&5JDm_IzhxVn>uNf=>@L(f6!2Vt4zk!6Hu-Br^x&b zO4cq5j{HKE6A=RA*e^%@#vBW)n{s;CNqgA2Tseqv|4m6j3(Qrk2n9x1qfP<_8F7ti zHy=MY3WT_;F>X`C0m4}*jK8TxkTxPhTKK4YglW@kK+hChyU{XxYYu9#CAw04dF>NIZWoDik&^#z5WFiq`*U!~O=Kp9w~csf zr;F=1E9MX6=f?l%4uRcQP(>%6W`#m5=1kXEU~!r8rs9$ zwLfexZaxE=w(b=)*vN%4sztD$*>)SKO0!aI?1WcJ3qrkdS@o!`k?qt>+Zf$+@`6xx zW{u&l(lRY=psGNx#TH4YLLnz?t+`!jpha5m0gs_Bvnx|k+u#AEQ~SNT{`fA(sfkbp z6K%Z?p@(MrmA59|psU_Mez0xPx;v^g`A~vHPd_ou6V$VY2EBC|R3=O7CCZXU_-d(j z5V$68&r;Sh2zjwwH25^11%8GcI2VsYKB-2QD`3})8BtR&tCm_{|dYB1>UGCHBt z*DAjr6n5$ofzAs|y{&iq&#{nr_SA_@LOWygv>;ZvoRTeI*pKkZj5{0I5Ok=69-8Zz zq?eIjd7eWjJ~jX=Enboah5=OhUIImMX0EGF7nyNf6F8h^CpH#;J!c(Os;Ya7$lb~f z|9R#*23aUt7j$B)4AD4Z>F^ZE=|BQk)b!3%0DB+tOr2Q+vuD?T4hcR2oD`%1ov(pW zt@X!V?ToA%+S-7{w^!CY^kU(I1YgrI?%Bp}Ee9+DYrnbRgnDOV(NgG5zSP;GV}GX_ z6(Z;uYHNJ!r&O86bv{pwZ(6&=-Vhw15#OEHu<$1kycO~*n7ljr@^VuA-kyFG$e@9a zFK|aNav<%TW3dV4@OBXNYLzVy!An=GtVzEM8Xob~1Q)Bnw`0B%7PtSFsQI$H*6^sN zU&{=G^_*Xr7SiiA0~^mIF%xvM!36E+&wE+b>y`b$sMUVS9#NAyfd;w}P=f27#PjUq z4!wZexTov`B`5`tY1Cx#p-Sk6dGo>H)MYDKS9XH}Hq{pH!2*ZQxVj0Qn}Cuh30{2O z3*7;Ybcya3c5Dd3o*ek+?5WeE1D<<8PsyLp_7{$pyk4;}$27+&araKXjlh>z8NzS5 z+#7F(=3-=RY3WpG|e2)dbk=oRF9?Hhi= zrc`F_^u(cUK^S;@ei=|SYNK2BvtILeWUHm7;^U6;=~8aeN30M}BTB2l-ZVEUaU!Wp<)p`xsw7!n$ii2N{*_&0KgxZw zF=$*S2}_kefz_t->Yp&68gsy-Lc@0LiWSqtHL^oP2ydd^zr1De=$lu5TbfQ>G_z#E-Z#`be!2|l53)F zkWeFpbnG>qp7`P!8Py~lgA&I!xLK}@iQ@oit-}wk&p@$}=yqXD>#EcSJfxf?%olPq zxx%6wyCFPv>8Ht6-T||!=3#p!IpdjL8mZTF&YasXOR^tWGG%iKUiowhXR{0YXckFT zCN#cSZ6R8ZU)EWa6yIXS{WW{Ugodexp3-3YGGT?wyVu_^xNqdj2|WSHQKP9p6%=wK z%|21?t@k*2s})omMvXXdvK84NUG9n)iCoJpU6iCU=oV((G&9l7!-*WXK$7lOVOl)Z zM=0!d#8p91(A3eCF!rzm)vKQR&yf0I%Ojvux80!j)I0*xB+(oUlsf2vZK&d!YRA`j za|qGaD1G78Db_JzRRx(=7Y??zL&o=Dz^^Qw8xqja6T_~4hjq&TGvOe&L3Jum*BIU5 zBJM19@7BDV%X(HYgdh6iVA8FFJ-~7mcbmBOTs!8@Lw$`hY=ga7TRSB=^0v3+>XF6p z;hS1xk2A{$#f@F7h^5A|p;8<2fKj5Q)Ka6lT(8Ff+Qa@GoBIQPu*`>cR+M$3`TGPP z&bJyper2ZVkgwA!jsF$W(2JA<+yxI{++9qg#g=(cIq`(v`m1+A5mDVOt9NYzI!@Y} zG04hT50Lt`$H*L4HZrXz_F9<KH|pClj74? zl#uVAzjp;d;Yog6U`hR>m8mmrwAfz)-;k&Q%9{UwSHZ;iU!g`U99;jON|CJXKbDDQ zuKsb97YK+TB0!_RJ?{Ug6lb4feKl|&PUHIsF9jni#oguQXKdo!jpMqaN+2Z_lldbr zWq!+8CBDaH^6vLJdA-Bu?H=qgyxie?|H|u`jaeAfWZ3~A4P>cIbBfm2euz`1?y zC6AxzQ=9nK?(ME|aFi^3CTM&8)=Lw&p1c^lD9d{|@=w`2*vrJD33Qm0--LDubx|-m zm$hBfH@x)yDVuaJF|szy&g+LR>*K1x-xuH3y(T$~al!$JeE$bF$|{|4&l~#(8*zy5 z{%EOG2P^7TElYYmOHq|H%adO^hl^?YIBaS}vFK?)^{y11g;_2NM&;{}`pS|0C$)>C z5JAm<6~}7{wBk8eo0P`&B?C1gZ&%nTO+#X@0lqSWpb1bS=SBDXCnJ*IWaisD)9;QV zLgy60myyDg%2GJJcYpuyeV#tS-`9IZ!yo-WU%Gi)pI`<3qvI{YWUwR__;?YRCJJUj z+zxUg)PYglCXsI36p_GL+0IA3yp;6$LV=6_o-GkU0z4 zG36GQ2#^YrwgnB#P)GBaS}E=0YgO#z&8LtkxZi9eg;;UF$ywxUqu@HzpYrVI2{y80 z<9Q-hL%ykd9DS6Em=Lu*u0UlA=X_Sz^mUTf(ru7-&m9>w`Tzbg{5;6xM~`BzycjwP zj6n>`vnz3d`HS$6GMb|*@#>e4Uu^HfeRilA?h%>Gp%(c4?)W(tCaV8+ZCI;3q$q*f z5g13M27RZyLhF;LB)mYL50N7RUwZe6(9tc+@DL@xm$>;tT9#hyqzXG|Y&j9UjD!B5 zut}TZIl>!QGm&6M!*Q_@tacUOX?&zFO_9k}tb{DBDZRRI3H)2iClyBr?Z$e`Nq2kM zX;JZTIde0}Lk$U6m=GDJ|yfZX7K$awpkS zq6(kM=IsI{y&xi&Nh41n6()MS7(ZpYBJ*cg(Q4p#HU1>cT!G89)N8G>uN zgkCfgzHVV_gIpK{x)i1Q+8k0bZ zg-dL?Eh2rw)7xyPigtLHLKGx8zaj$E5#ei#YGer7@@C+emr7l(8echF8w1szG}1c` z9uGWk>HCVM@YXCDo=~h7l_P%qXBSk5O->jq-uI3}H7goQAI7H4%iMj;L#(6I^s#s4^KKPx zP;Rq$Rc#s2JAVVR-kvjGKJfW9ElMC?!^8l-Lu2AA99A}FYjvy&^LGbeEomTXH5Fej zqhgY?D^eY3)zRgp>^AYzAf#!=PS(iJl`1QR^TMbkWsx_|;%;LF-e9hkh(KW5dOjo~c2<%?|zS`lX%^T)-CWr_-40<;-+Hn8bIr*~=aG1UWVS(0&n1M#= zLMV_}(d)agwI2~W!XMTT%sp2xIg#<>5awBg+qDXHEJUm5M>ufy`{>gawocbD(sCb> zd@(wY>HrmKzPn730&54nRRKYy8Ix#6=1KGf=npiSdY_Q(6T(J&AbFo*{ z8!ze=ubiU$pXK}1?*nAN0=UOASRFjKdhW-+jA?MldA0&uogt*p4WoOXp$5GC9UkVk zr=I4T;hhb54k>uK@}&HT)J`wjUV}u$P$n6_g%xCrk8RUG0jH%Xd-WSI38#a3EwYBY zn7ba-SV0(6k2*V?v#08X3+Sy%gvxU!9~s#UNmhWnat%v~i74$=;KCJlP^Xn==; zJCcS$_MN3P(*L~JiM=ZkC+UXB3|n&HCg#m@0@lutPP!{y0_0rWfGf9f^J($(!Z}}# zLx6*}29rmljV+-{y+&f+mxwLm**N%x@gWStSOauu28zJa9~U%>5XL?-n1uv7`GK5| zQzB_&%h@xR*m(T4@{fJn>&|Z-$%To_zU_?|B@)FofH*59-Ux7>r=s0BHL=RaRWzFW|$ z<=RcH9y3K?o?7Y1}{Ye(5p&J5R2%#c#M*} zN)XO7M`g-7e3UnR`8fGiUP)O7RtZ9cCYLI>RJ`_2b+wsPTbclh)W2VKXks4jxOOeChSgJ-3Q==m-D6%V%SOmd+s@*pSXC6KA(f!&o#ieBh`s)6BE+fCPpj__~BNnRPhNcXrVrvj?~|ryizPa02*&N290jSf6b$`;QeB+CPrt!U?$$soG&d(8f?WT+V_%$l5VW z&Ja0C4iBU-XFDjf2T_hxj9~P=tU6jh*Y){z_=LCv+c4fgi5{n#IriVHHhQTmUgJzE zI{&o@y5O}4H1R7w7nr1ivCm`F!gN;)t*DDIXQSo-SV(P?)fJXSHLs&=f0+>=W&?8Vb$T9Q8dwD*4$Ooq&7{7KscOGlGl{w2{T3ND)WDM#o;IoF^xGBCfw%{*S% zShD?$eNnBOs;yAq{x!my3MQJfP&k(2bpo_=Ln~R#P^I-b`a?;%MsBX`Aw@>_vD5h? zl$owGh&cf~$0mSK(m2~6Oz9DbIT2#NDO^{Q8wZ}7*urHM^|dG1VQDl+@9R@QLD3@y z!Pp6UplRa#WBL<_v^DLT+EvzrhrvMt-fb3KCR!KA<&4LyB1D%)nXo^yY{` zL_5 z7(A{Hbb1;+vaPw7yR2dj>MUNL+{WPfw0xt(=hUx7cGIA%adk`k9Tqjq0=_T#U;GMk zbd=?#&pd&wJr0=~^)G*n8&`|PZc`_<`Abtkj*h99ee~R^mQAM6bQtU}j$8OMmLL?R z+{%{ml}@})<7v=8ZI)z(l<}$GxY@7U6tuH?6-I$PkFodWZsE&F?byz8YU=ty7URy& zeFiErCjlGlnioz2Zq$gDn?rWm)eT9{);>IU4!^Q~NnJH!V}C4tU2xV?dwvCXoCl`9 zt5A6N4{?S_VDez$q!TULN1&bz7KBeUSjmg<^A4U-CH*0xMI!AZ*N*G>Az zY`>fKO8p@RTOqtUuq{jxjh!YkJu4t*!NoC;T8r)DUw5oH9fZ32{n%S~jJTs|Lr!Tg zu0(!y(@JlRA7?)GT3pCn)cO?!;rFjL6)N(dvYDD#+44B+d~o^HkC8y0L#v4esC6ix zf)u2~4*RMJ7>mYB|8zf2o>ij~^fLI+{&BdF)p!1=Z1B+PRr!3!39!M;1}b8Bu3|vD zkW>8AtV)ovHIv8g&d2^Y<);D`L@D!Wd?iy@ckR1N%NR`rFfy=5fIF^V4=VHC zURkjJ=O9A^HC;w&d@dEr?fALP(6+iBYg@-(2!D`cTE`u#L_m3|OzVKWG%SBG^ zA09>L?=fuowTo-x&ZelMQemu%Bib|G52`%BT)z)=L`a`c&_An;$OP%gZi$1;NZd)p zMoe)neEm2YgiCwDhebxeGMLqed5t{?ICEGLl!L zu|n(ORHP?ngSsZjvBdw2k#Y8Gw>*aPwvM6yk6{8HRGKmal_LAD?2$~@FK3d)1^f4t z>uo0@<6q}YzpRrHT4ai5IqF67e};)(QhmSAx3nYu*F13kzb66=#xVaeO!PDiGIKbd zMyDavwVVXjqFXE?Pz0kk>fDvVJglQxl%%sRR(){UIBr9$isfq4e4mYmoh?1gWk?sJ zWe_Id@)`EoG7=TRYR|yybu^R`DPq&mpxT9759P(0229bbr|H-q$YYrY^K5tn!HU^r z;yvweomBDtd0Bd1+DkxL-*ILrl^+9%yN||Y^X2}2jCH2w-suzLKl; zgwAXDm-Gxo8-4%I|A%-l#m%myC}3Ut5IMF3vn5j)k2X5ZD|DBASNYc;I*=k=Pbb2$ z(hb2;g2rh(A9!j*WU<$W?EM1ksV{SqVDKU1YkB8&Fm$2&tFpYZK3^D$$mJpHL`M7J ze;P*G7>h=|J=79OY%{cc8H>~6?Ba!KZPtfONgm(dVw&IYsTEN~4$bf;;>LTIk6)4x z>(FR!{$zwS4-#aTS!WU@G7A7ho1_noJ?UgP<`>qzq9?{(nGNTF*IY{n{AnfnQB#1M z&}DtE$R->8RS_(=dm~{knB>eLI@qHnMM%xOT0PRbv?7GuY}TFsqSq?G8H3^eyS`YP zwX`{VT%xtp5FZfXPmQ*N&_8q)46TDkK@`HTBSU{Ng3~gMveZVqUPXT^2ThScA|P{H zl%ZpSwAM7^dJfO|8?ne*(Y)RoMLva$bb*DIae-AD?qc>T=4r$$I5}a`#eoJ-|3Pq+ zJ?qg7LZVSVeO|GPtVz;{1pL>ioJ9~q+4)9(S~)m}zBmsSV-+sD2c2T&{Lpp*;#EyG zhT0)HnJ@Vc3@;yRx~VK-OEI-UzAU8ls&37%(&E>JSB|4PctWA9MiL<$_8yL%0uwvB?6G1Swu8Jg7P z{EV3Bok~zfgefE65TMZ-4`&^gU9c@Ym1Q9KdLu1nyjooMk;tA6N#Gza;ae07v)LFp z_-uCf@w;n~KF8zhUoWSp-^liOBeTpjd|Dj(7oRnx=!OacFK*>ZR5*jNg}97iJpFQP&o5 z4+}aL%GgXUJM@`+1W3w0h$^W4;#9n4<#bl4l5)-bI%|Lpq&A8@uau?dMMxU?ldA29#c$M}CpAw>M zg6tQQ!HaS6gqA^VJcTtSRxX8g7-2ev_rFiOXtJ}9%Iu9p92yCvlpmgj=qmbpv%tj$k;e(Q4*7?G_!6~le2nSl%@Y^UC82O24?^ADE z*VbGRcD_9a{H7fg)m9P#J(Di7ijX9GmR1;cSy$P1LjQtjb6q2+pxI|V5oG)?8`S8j zS|ejVt1}WJ1suG>n?%!zYg^E9s8Ih74cHno$k0YN?unpDe&|KPqBXzP1w=0{3Iqi<-_G}iC3I^kx3=%N6MD`Hyt6rtUzNRHTtv%Ac)B^cZ>vtk+l z8qBVJ0!s>YW4HO=i?n{N6LafO);(+d)afZ_48iI|e61Q-sN!J>iFlRRW$FVD)kPa& zqBO};$5RpO=HXeji|XAE{d5y74BeI_MA@|yU-TO^ii3hBvpEZ@Q2MqT6Kg?8D=J@H z{CbHqhHA1+DGJkxclwCmrG=+&fj93KJq-R_T|zhMps#|9kYhUQ;LTycwCqb_zW}W( z5F5v>rn0JO@|nun`1UVKz-y~-P0z&U<6G3)JH0w}9lIje&Q}UFTDi~@W$*YmuRnqy z4Be7an@*W=Uy~iEv)qVhkcPlYL?JIAuxw;ks=I9N>2zxg#9Y(aY}dsn!#uCZ`kF!7 zC#i&2rPg7Gr_boy&w?et{iG?i75gU*AcPTbZ)Bq+Rh?sLDN4{Xrk`MGQ~|nG$;$@a z%GA^&bZdXZ!nHq@#^c1lYss6>(;}saU4)>kjBAP=ZUn(;QDDhC06@1=H~EVSDUmd` z6}5`hvnpC=C~~InrPM<8_SSq4U=G>>uykcg@|j_o5(LeU+9yqaI5k#Bnma>r9!pm^ z?W;O!I_29-P)bc#nvIj%FZ#c*4dYwo2lYc@qYOF znby^Ya3vjdgE8;5%cn54F}g1{%y<(`T)mK4>>MF*2y^`3i)q|Lzc=(82$G9cx*(6L z=@TPe6KP^4&*)5WFWpX5M%#Z8nO6)DLyr6d_yB`v$cl2=G2z zc#PqWOmR6t^DN&8;OCyn6{CyT6;A8Oqzsl49D*Bs+nT_#( z(P01N;J6$py?1rzPasC)hqzd97_cVr$EPDe-cU~W5~OEHkP&b7zkf&BH)hp{M>!o2 zx0+UL$Tn7L(D|v-y*_^pQ$+sWCof zs7fjGMJ#jQ5%H2sSFac(ya@k_?GhxK$_00#P6hPfE93cVd>d~@$uBi~-KD+mUa#H` z_v8h6U?a;opK?2<1tR}KOSy%%BLkl0s!lGglqH41L9&cl?bWp7WRm&V`=VZR zN$Zp8i0y*QbIKvu@s9kDXi*-OKy+>oSAM~dcD z`XC5#;o;8Ge_KVu7+K8d*Q&hl1*M*0N%H{>`s$)HN~qLeEXzeoarBH$`!`e@X(!%8 z>gTw^*o15QFv3X7|!E3}J+MRK{Ot zd3t{7y}vE5E;@5ZTl(2o%8lL|k{kI-4)42#Ylf5_q$*72co;o^#ih6m3MSf!`AKvv zyT5Sy5a;sqgo5lmofPj?9O_ooe^0^bBvAiVRBf&w=!xbSKJq#HhK!#wh2Q zSbbdHq!~byhjN1P$z|e02keYS`{=!ApmzpeSX2Vi)ymho&ef* z%is`RNsNO*g0kgwh{szNZx65hzI;S^g7z;f1!^@Zo_A%s`?B-{c~{Km4x&Dz3W8^y zP(E5ijavj*w3cMkL?=PM=ZfkF1F03d;B6n(WjH_i`mLPMI+yv_mF(7io(3iCzp^a~ zFU4Y}cE$HCh|d6f%j?6-A97LXaMv)&w)!6OqDNnZ1>$h5O)er5WBU_81Atf3El-DwQZj2h!k7;EnVOSu03H@0taPGnA{KI$ZQ&)$ zlcgeIpS{LCu{(Wp>tV>|Y`6mf#_*Qwj%~BFWWH57Btstx1Zpu<2nHk`*_pvtI#*ibb+0V*imGAV$b)1@cJYWf87Z`E zK`EHeV#Smox8K*z&i%rVb}HX}K|sHKYyvdSIFU}QCXo1@sPNQG)t|Y2;A=J^Vm$nh zLUPDhKadEBl!(aKx+s#2Y^*vim90f)As#sbYD6S6EDKVuGxi)RY^P3*2$oRa;x-D4 z#+&D?C_LV6s$Ym3ZJ(;m=UbQD!I^cgh%gGiwJFuorupV#qj8$m4ghkM4Ti$Y6*sr(v3xU)45s)Be8D3H+2R%Bta#& zQv>)MK(~IeQ-m=e)3|yeT>{CjdE^Fg*&E4hry4xDb00cY5ZuKU zTXSMDPzPk;CE9JCE;!Gg0G#}&*#-)i)spqo2?Hah4`M(5g)6WE?cdgQHwQ) z8)!jW1tTg>xlem}0MPs?`}XbD8y!)(#R_+XAu48?9WRSGA#vrL^Z>JzQXs=41`1FL zWvWRQ%b*KKZM5_)n4bNv1k(7BG$teo^-F}nxeRm`D@fTPK6if%`Dm~Sn;HTzF1>P3 zqa8Fui#6NsAz1aLlN3NhrHb9Ai-q-sJ~$IjXss)a)<>YdCzdcx9o1CX{$1Oi<8Pm; zRS|dZYWv={a6l*DY}9-<3~4ijXuD{JY+x_v`Bf`;w>e7NUoHw)zEgXWh&prX3*U&3 z9nKz8_MWdCk<8LyXV5l2_w#D~E#%++PjAT~%2o+vP)tpiI>)0%y#jTVsJOugrVnSf zT4fDCPCVb5#-=(qjqb03h!z5--Le`PsFMU}RSPJb`Hh{B;S3ima}J5aDs&j8|D z_o#4~Zdhcz9;im-yK_K=%#5Bo)p=9W=HQ)A8b+KMdwjDv;n0g6tC-#z%#(FGCahHy z!PE+C>C1lI5L!o4D_V%1ZxvKY<2WzHid;pmH^IaB03Al7MYJ6@W{JqkpG3l6sfbHO zv{8hrO5`DFFhf7sEt>M$5bJ8WNlW$f?Bv^l2R|9m8M5i}{}_9x;LrkY%{I2}WXHB` z+qP{x*|BZgwr$(C&7IEQx4Y_|uJdr-R@Hi6wdS1PH%8p9|8_u|)xrw{`BZo{5{5qIcRg<)`gqjV;EKYbtB`62Tyrjh@s7!Jy_*G=PMo z&$#Xs>3hg<+4XR^TI2hQ7gBy$K6CGFX-F6&=)4wVNaTVE9maBB1y@+ZIf=!Ecc+>E zT!cb=0y(W*m5!Pn(rZJeDr+zxLq?0ml>0_-G084*hK~4S6YC|#&@C#Z=L3Zlct&Y< zzT7+KcjtI;DXd{>R^4o*qO>9cq3E!#RVKmiO=COtF5^#V!j4jb5XE581WbSYB{4a9 zfU3?qohMrUh0~S+NNWF{6E53nshaUN6`ddb=^ut%34ydFKYolkXu$)df4eJmj#56&CnN{CqoY5Ve#tQ|1|!FH{yLZ5+YldIlDt3$ZO zJ?fxX&&9Fb$@L-KRXn~i%^z30fV8xgBOCV@Rth8Il2LTMHo=YRGu=q3VhCe4qu#;C zCr4kq9Qk#J^bToudd_|SuUeAUE^%jb6%-_1Sz1NREpLpCBk+;k#6p<=o7TT_aR)s+ z-D9IvVSV;k5;g!1KnNXoZ$K%`@h#P3@M@X{LM!hRc!H6sFr z7lyFQmt`n?RVm94QsfpwY<|ZBZek-n9>qrja_m?HRxJ!;%k=L$!9mA?J>n`CHVF=sqPdhLQY!17Ar zgf%} zUMw;y>j@(nl}mJ5G}lwJ$dt=4cJq1HO;zS9*YtY2>m1V9>mFUPT@8}PZ@cPODsFfP zfzq0`R#I|wenrff2B%Px+^v~`*Z;fb?-uPyMe?E}qT(P@tiL1^Rl47wu0lzuqtRA< z?!jDl5)?Jl9ETNcDSwj}b)BpFE}W`rp@p=LOs}?jXq|X0HEAx-Z#Rca6} z>aq_wexAh5cZnZB`3zvykf(IkNu7 zF(^wsyuY%ARH5Rs)SkMAU;eZC1L#Za;PBrJJ`Dde^)Cy6$}pWvDIXZmTI zVm-p*60H~meqTO`Lt17QsXi$WI7c85y5Qp&X94M9!zAU^brXM>9pQQWK2EFm%Q$+B5?D zHgz@+VE6m0EL!!*0Z60ni-5_;zt7O)&RbkGXzsA%!An3a{1-l6ds|TN zmn?8+@}Y4Z$cd@=&{ba$Ih%x9a?usNy?psRQhH6sc=s)kGa4bwFWYIfFHc zVEy#crTiC-F#{b+S9yd%N3dif7zlomx0}y7M*+%FXMor=O#Y#AX?fx+isryxTtDT9 zKl^!2-etvcHtG{dT*`_H72)b8CR+-%T={8$0>wSalWmWq*{)$+idC<|i1YI)_74i- zp;J^STgWMr?1b=&6i0+9c?L-L2g!q!5=1RYmhDk;NX#h}?EAF{!Mg5fc(9+2aXQ9gH&v(n*m39Y~C}0{fYiV-qn7u9SPNed^C-_!Ux;=mV z+2*H>-Vg{l|DARM-aV3#^k-O2R)zFaituk%1nMVfWmz&@KR>*KeqDb`anhYh#x}wr zm*SMWgTH58v(g(Gw^f_Op#S45o}GZed*eL=Qc!^GK5-~)>@!w(F`07UlA!+#{Ag*B zS(ogo3bhNQcuNVT{p6H|1O-C2dYXqgQgEem3$91-4+s8-bAT_TD~yH}cGl`2JwgML z%x|*W2CQUMBoKbNc|V$7>}d66mvk-et2Rg1jX!Tkwon_4F<09tm*-EK(VS{rPzXM5 zx}pAsvrwV^s7KrqWSs|8aEF2PQ~;3}G9cTZ1bTwT1wR})Uy}BhkP0gq#V!te@sslV z$eNMtYnsqM9XceJM>kP4?l8RAXH$-%B~RV|pz)|A@o`(3KCM;Q4i#~%S8gq*$LZ+{ zknho2ZneLto~$ZV^qOC14uN>SRK8!F$BbGMkV&g_73Ps`3;_4#Pvq0&b(>_Ov{LLP zwH86LNq?ow@`nNHSS|3Wg4;SDf|W^+m;k{n^KmxFHH?(_=EbsKUMNJP6$% z!{*AJ0)Bqcu)O~$8w)f|PK5a}qk&SIekQ_Tx?ho?{;8g6y3ER;*ZBW%JS zc`SODR{eRh*??RFV_1mMFu-|7EzU0@VCe^}d=%x^9LT}$K&6{=v3hZVFV$Jj(ASb; z-hE|{j2s}1U1#xSS8MaJ2vWsU- z(b{mEzm;Y%>0NndOi+BV5s@Ud`?EpORkZwy7rkC393H;c zfndW+^{E?|{BgKXIuBBUI!XK&5NI0_-u>S7k$lzC$V$VKUN=S6RJmoQDKPMyY~58V zBcY`y;03%u@K^8IDA390euz;$Cz6kFHH_oOYf>kc=5EW5D5sZd;cZm>K&}Qm6L@&{lVFqUmZg< z&FiDIP@AH^E$)$`x0DE364W#hF6H6V!A6MVG{e{v_np8h#P2WjcrWVO@tc~x%wnw% zb6wz=4{ml`j8S3;I81NQ5Ow#XtgN@uH3=DcQWRB`=Wm-8uxF471$8l{LKPee!I-$| ziKP?o&j^=79i_i4G-K7T5mSX~R`L_JYBk`GS1q5!{W4T7k5qs0plr|pD9Y9x#J@F# z2)>Xmvy#u*=K+RYJ&DmIS9H8`0^tXoLzYsW#dav&g$}c_Jg&L}>YB1+y>| zMsNfoUQk7=(f97xlZjjl3#k=S4>w&VWO!3nDRn4Q(Zk3aGwAuGLpTNuZ_}CnL7}yx zmNvF+_hZ&$>|*nF#yn(I$)H^zkz$W}L#WxeSGyO|X0K$~EPjX{x)kGf-7pQU#WSj~#aFqo z71bN);mY#WFxJ}06#haP5yZhI#w*!u&+(?LoWfe7J!VB-reUlh-07xJfeWkMUqx5= z&1-8h{@HZfiN2sD78@nW`5`7|db*hyl0~oYj*nqYEi@cpQEjTJ&`mexs@XZUMaj>| z0QDRwPEye|bv?jLVo!Fh7-w1#cO~<%veMriqXv~#yZ^kbNtrIA+Ll(nO%vuCI@L*Q zGx%9vx^xt^a~DXR(=hzu$u^2t8ebti^&RLid-i;1U->#?*Cp}^h~81>;5KO_Gl9?Q zpfg^=Anm~ZHeqtG%zb2ZKoN#HNU@^EuG*o-HKE<7zy)<1==wrNvPFfKohAFqS+K{U zY<-SV6v+y7z^tNdN0DW!ahBQ0J2mZ1hNNAOx$s6HP7jYQAR~v`CosU?aoUR{k>b&k;y%aF|W!98E$JUvl752g}pE#)P<#o;-J191*CGjx>&1*5jE z3B<-tpIQ4k{sHYm<^AtQK<58RG>eIWjq$(SzHr8CaQ-s_o;msFx6}0v1{n|_?qvc2 za$xYD(G=ns6FI`Ye=EmR+ivsNq4A!MryP4Q>1-R*P_K++X!KAU?%&B#%MSc_dwhY` z?DStM`F2~?JaR#A?CBNW)uK-F?brbLbsmk=O$un4HfzHPg0_{Sqk<%E(GGZ+7VG$W z>BdZcO4Xrz7Kidd;n&gf>Wl|)sUa4Y5AVtB?}%zcTZn3lfc>QL8E^ zl>u(xj4qF+75w-|McnFW99`C@BghJGbwjR!+k^xIJwrL87O`M}B*kubW)E6877_MW zt)XM%$YI0egge?V3xtx7RX zXd9PmQmS>P&f}1&`6&8Age8a~B}JSAa+Ri9%ZLYfY-;7Y-??7d3SOp^VVXOl>=-xO zJPnGQ@(0wwJR|yR<+3{Ty$+%p6DtZ6)ZNzW4r$E_>!Hkv1hD@uhP5lX#bLB58T|QDmHc+Y7F7IW>0=y!8xVy+g z@#e~{nPzY!m2!+mmee)u-&J*ceKWR(5%dCK%0YaY&g?3rWBJ6w0YiY!3~`mh&mU3u zhw$5*t9pSRxYIVzCF50*wZwVwX)(G;LHf-l@DJX?Odq-iPy@n+@IZY`lw2v?JboDn zNiEy%p2lQWg3R(Bh*e_XE8c09q+l4L3}0)(RSWV}Q62&iv-BCbEtcAz^9T1IEEvk` zCAd{;qY)WK)9s_O@}hupdwPzNl007;zHbNVEeIEUt)Y&P3Ph;(9bU1T^8IgtEtdWD zU<@AfxGaxs6NNfzTkVH(P$JOu;}PGk;bQV)wwC;C{>l^V4MwS@yohE*<=}~!WDBpZ2xmth-@J|G2WAue@t5hU3;DDT)y8~l_WB$q zf=r!x%#vI@WFvwGT%^L>YTeX@k++@mw~j9)s%K6A0<<3!6_ciIbOVBs^G=rk# zZ2R2w+3|4fq$2m=sI$%?g_%?viB6;u4l+J~&J%HqWG=3zg2!)-LK8=4fRu;S1>7qyCW_Mm|lh)Dah%0t@0J zs>eT{L_#O6fw>U7Gkw1e+O6~dlD0!hD?PRSAU-2P(@jf8%89_AMnPbZBzwh(6??W-b zLB8+PO#N9zYGd@ckq}i`5XB9qLTZ9>>R+Gu4zODjavT%9_6NkTPaH#E0=T4eA-6^W zj({WAun^)Ss_54!PEJ4=eS%wl>rs)^qRoOOZxACvQ$-7bXxM$Q> zk6Zy1q087QoFXVGbF&dohk_%v&|ed%gAs!=v|rzIxt`mMj+D+hT#85&bo*IyjJ{HX z&|f;5@}v~SCgz&k%nAxbG?+zil7M|H$_wgO@bg>Ui7Ke@QAt^0Nvx6w2C=fjGigSm ziRL_JIU$G%^i@p;7>*XK*<1LDqMW*-9iR0>UDBC5itc%il#zm@pB_VM%)=w z;G{H;EJhMx9V8KSPDP9r^;Kv&MxoJmju zP6xt?RT?@nVd?^}UcsU3zH>rbIjt7qs8<=KPav9Tt)v;Fv!-CvnuAogZ=Jhg3nzT+ zNTl2jjlE4c84BPV3BAL)k9^go8npzs&AH^`7MnE1ayhGQ_Yoc*D=kZ-`{`DxdC%r; z%p=&Mn9Pt5)JcXOYtA(~`UL&9^pg|9<y0O$vB`C7 za8~OTe~ZZco$j1LW$fIsQm5!EDMR8{I90OYJt1P{Ynjf~$5o#(Ssg-C@f;X6wXk+v z_d?e0Dy~nkmt@!LJlw7v(jkbX3`Mu_DkD10=sgU!)wX6={idj8o8iGTBckK!w&7e#;SVzs~rKmUmH?}Eh*vu-wTRfR*T(#e%zU^ z0UW=v73=N3+Lgxcf)6_{)GUzAjij3d z%=rZldRmUPj{XR;=+uS#yX?x>kt|+#Paj1AcRG}1Sz_-IF`3KIR|eme%cG67X|lfH z#cp$FRX;~J#v*5RfSL_!o(A9 znZ_4Q|IVDqiwmvhrVyI3FjCa>eKwbk9BaJKF*Hx(yhTlBbhPXS1Ds=9m0Q$VS!rjn z9re=gs1+qy6Rqv&580u^%+Z^@>CfPX2HQQfZ(zm1x^f2~#Ipaoo? z&*;(?f3JK4Dr|NSI1Z0&w+&g2GJpsjZ2LFoI3T2pjxc@nC&oHoI{7`+zb9mQ8ZRk5 zO^j0bOg&yu)bl#ZNfn_IXH)60{{ks_|GXE%UdNP?L zWX_@9Jl?z0A6-9T!@262ew+LOxUKt5x0=`*J2^X=7})&h$zZ#|933q<=Jr)t)`L7WN-#8#P)awW7CWv*zK`+Aku~^SNzl zgwQI#MUS<4{Oi})dirzxa$oxO#QXED{%^^AIccF0Vxb+L{`n}mU) z^QIpgz~PVL*oStnkJ|3me%^Co)YGg{O32ixR2V8%Eu1*x~MunD{gS}J-k?p8zHElQ$zd^*Kza;;qlMG+udTzbrpOQ13r!89ua~ zFQZLgQ%MRT5K@q8oGBxnD9=xp$)D|BKktvpQL$w3w|hQ44bPZjP4a8SgRehvjRRoi z*d7X^CT@AaCm>0LAI63O7IjM;X`9X&`$Uu9rO8?P$i0G9BI0{?ni=w8XZeHf)S{-1xxdqyaj($JnJJ%c z<;>-LG=vtXvH&(Rn5i9FiW&*wao!gGN*l|eUHQwLoLMv^rz**v7bdAn zonLVS`Rts$J+hh1Q0oE+&9wkGbu)gh4ASyLRQZ-GCUgUgM&xEaRfHq-i zjz95FL~V)*3p3x?6f!tCc6Y!r^ad?JD7gBTBM*heLZ()q6vjgg}O?PX)Rl3s7<$vmw zc9#m@EdsH;r`H8|6Ylx;b5^+fF)L=!09z@JQ2^xEe^dX#i?`2!Gao)*Q}{{E!{avm zZBoU4SnhuVyN;9#u(jFoWWrbGtx(*BGZ=k`!@+rhyODLv4H|@qZ$$+kckhprHKh%l z1i@Y~QHZOp@{!;szU3ek#uxSTfb|Kwj|(9u3#Z}-KLJco-PQmTpTKalYZn3|A=ula zYuw4UvVnucPSPLVyF4V+E4y>o7QO&TEU9YGTcap(r)7Tdihq^azRSEB7=~Y^h00A4 zNMM5F_@js$O2(~{`q*%8E5>WHOWaWJ_4|XzJ-t&Zi|)8|l<29N--!{ddUWdpgAS6M zMCTsM6YWPXOYRXlQo1fMuqWaY(^e`z4{S{`+up$0c|khyi6>4^#()^iuGOg|4PbUA zxj;XR={E+aXS)vsn+Lyrzi`x&jyGHWP0t);Ic5s+(Esjra+JKXmCGxD!%j!Gih*IE zJ_g!7bwPjYl^@_y>GcEobbOxA%WPXQhlmTjA z2hQsTnJ|tg8F)_vJ*+=Ts`oS;dzOv9d`~6UMsA4}9U@PnS@hUXp(>)XzUrqsEc61i zxTLTVTb8H;A`$_s;dNCXH{iUG4Q$3V+~n^gu$sp|pN@`ToaK+aEd{YKA%k1Yc~zij zgj5J4&xTB z+E3;C_tlA-)Y!I;fp2I`;(PaB%w=>rp;5YpD9gfzNyopKxSYCzALWq8U2Wl* zprfP3l~ZSH&qGlY$eX0!$pXGOmt6+SG1#i-sfl{F>QayWb!cOaAu2s%b%bIa20H2U z{lb*3j8&i;FqIFJx}71-T|5j`6StVE$EJf3pNA|VsAla$b(FMvSFe?@ZHBZt~8 zxG~nFhl4u0Dg0mXjq5)20Ah=siCWKJ+*Tom;SZcu2?L-|DhO~P-oX(dfoRD0VV1{V zQ$wJYRe$FW?J~(toObHCwIQD~m??xVoJgSUq}^l^N%u`YfRS#B=Eiq&?pl+GpB076 ziwlKwW=A*8jb>8>C~^b2fnBTt(B|yw{)DgQ@qn*}m=O%@*^r1C$wX!(piSpGPGw|` z$M_zflV~U)i-?zy`7(qzhV=ATnF}Sw4}tFLQ`+4@Hki0{z(9O}B|xOI_a%Wo#JkLe<}w+a|EK^oC2e?Yse4wJYr$2@EI6E*6I<4kp;3%fh3~qSdQ>iC^cnlOrjFsa!6 zNqSo*6z|PD-GKDgVhLCM@>8^d-_ru8>M9G2?vDepG{}UB+=G|$Dk+-vAt+9pi*&$i zIV*Zm&5Kz=VfxVQjo-^MugEU`0=ko2NgH!CGt~ZPDe9^$P~5g=mz-(l)dNA37B^43 zlBJgNdC3ZNDnPXOFN?7;mxs-EF^4xF%8YbXULKkax(hXj9Wv~(FC6APD>-_-PJ^W z1o-DUL(|4Id@1u%HN>YAtBVgVoTB5_!pjVpXsM^eaCuF?xsAIIVg(fc@dMVB1foiS z_OQ#4_$=F=YH4^k%x|6Vsly~n2rL|u1R1CZP7S#&{I9P35?WFtU0SzFZ1`_qaE`% zHZolYRWaSVUaDd#F)W(*MQzmCTsr>7g5`3VG)l>AuTD<6e# z5j5oUv*9_1vnd@P?#std#f>m)7*aN-e@no!HLJK=i6PE=RB+(#+ph5vVX=3vZ$%B2SIq1FTj%vp(8XoO%4% z%_NwIVMpPAggE4+) z(4+L8hLr#%WyCcV=u{g8IjcGKz09^c@opH%SgOYe$&Z$d52+aLSI-w?sjFlgWpYgl zdY4BYE-Rpe84}s(OZ(KeMjQ=y44+qnKmHGVFyOIAL0*E-sTM0iuoG4rdCeJAWcD>_& z8vR!B(>cd7QoboRpB^Pv8OAF0>Q&L&z8XUV`+D{4kU#gwPsrTee|zyCceNg}cz-^8 z-*0XQXaXDig4B2T=)g(R7JU&DB#u*FPw{u`i3S&Ycl>g9T&5^1?^OodlqLljv88?I zd0NpWN^>BK(H;)wvmYb3y#(oPQ1j6A4nC&Z5wo=5c4M<5k-b08AtV`&g>A-xyI^VF z-_HrEK*Qqho(x#aLIiZMmoR3InP5O*QNA?JB!#r}ErQn}{5Z*r_iUcCb{6n7FG_=+ z>>QbNbs0DfVw8oUVyX|HNV|+ml_5>iY=lX2aEltIBI*E4rpWRAPzT!Aar&`oyR2i{ z-XNaXQ$Kjc!-wvWeG@Yo0n0FLZL#L)`_KL9rVn4|4S1O69Q_$m2euocOf4m zsi{rXP?bqpVjJvjfo6yg78id?K?ToWfZ}V6>3TZ=nzHYC@-PiLVo;mpz>1tUCl{Q0 zOrA@@6^D|#j=l>KoxBS%*{xlVgVuC#05s_^d?|%9D%*=UYIj<|ZR&fB_7>H(@KRoJ z&K%K|-g$g2x|y`PU{30+ZUJRNVx7@l0-$1PRIcsaf zJvSotUJ#vUv#C}rhh^$a=c8x5Qi@%ozcVosaY|9DqrU)*uWy^=>YVId#uGG?NR6?@ z%Aurq+*(EV0;+Gto?o5@>!MO^UXz%nbrBm=-Jna?o#SrY5EWNbDFN=+2-SbgqLvF?z8SbpQL zVto@qHZT>UEq}<%@(??#_P7tops2%|1rTln!F@w{C8fNhl8Ra1(*A8Yc|4NW6zq+GG@$%4&NnJ~W{4!A`1^y%BT6}~26dRz7+wiwzIBZ1&TW(8x^ zvDXYzpVQEsFLtCJP>HB1lBE{CNq%en>JxY)i7X>CqkHep0G82)45De>%n_fSL@{YN z)$;|N)XkxHv0`GUNoRCpX7Y#bkLJ(iwbxD$s8~~>v)RfEv3;d+*<}O4F?be^JYtB-H7#)nll`@+X}5?3AG%!g_*_A#6}{t@68>uVC}LF&AsO&L8jMjcJqg z-&K(Sdm_;82ET6I4NLK ziIya|?pS?NhDywvNJBKWBMv0WOGmH+x^E?P2N$9NN0 z_!i!?_->%d683GpJo!l51au&c#Z|d1syll^fA(3U>2tlN}c_V$90CbKMevXt-x0@G+A|3JSC*xUx_$fx5$i>WK6h+ z1m;Svn}xy^SM;Er_Z*Zvd?BEZXvsBg=@a)&XD^Y30bwHoE%vFvvAnL_hL&#biXb&KCiaut#tZ?P`1sb(hPk z=40Q-nV!hS<11{3N?LR^o*u7YCZ^QkPRB0XpQ_o)rc?y4{s!Oj;4o|CZ!E$E>%rtG z?d|K=rGL|mSNCf=CKQ0146iP{TEXJ@uZkMq7);5}f>;R)7oEHP?kVBVtMfe`?`FHc z`Y&*idL-41b@~k_(KKI29Igujv{sirUa*piS9=9_#?EloJL)2@p?<$qr4vB>VqoN+ zj!6>fajh}MoC(>mA)^pN9#kp%8|(%VqsN+atfrLT{-L^+CzWM=RyifAuSnyvv?^`* z;Bz?Q+7{!jYImuoA1umZ1(VRDz0^#Bozg%}`arUioKRdMKp|Y3XNz7lKx|aI9$*e? z)Th`)J%p-W1)Po9fD#8mK*Eb@q@WNN8(!UDIJ7P20&OOWQwBUDD_oiyJi19J- z<%=OGf7K`ybv+W*yrQSd7dZpa@KqH*GTc#GSa@?^knr_R?8)1I`j^qeZt7IVK&zhQ z%Nqc_JrA8B6vYuUe!x)l{;+A-%{WpA4obAbRHGGfvQSWUbfcEl*g+Q6XkK;^KRImk)+yYU72i(Tg86aS9b*^3vE^XleY{OrFb_Qko`&FsoFpjwxx z_wOvN-UiIpFLbeD>C^`2JSYWPG*gvQ5FB(>2t<<3>(YP`>x|Zw{AMmC4G_HfWK3wD zpmPH<{Ne95ZSFV!vg@QOrVfzk3|=glUD1x`W~dS_D|H@SJ-X=b%9g0;H*SlSB)OWe zp*MwB7DZ5$BWlV~tduHRV9TlJl;;hZqoBP;1yU|`7b^R!_)WyI{__S5DOa6`ld_>M~ z4F`u!pKrYI$=+c>^rUhWzTI-v2O~7wX zh+;cV(p;q>)!_o4Gnctv)&|A_fj(K#CI7O=DSJr2^+)09ur&5T>H^pO)& z2sh}e6so#tUgVitX3R{A}(p&w#&12iRm4BMDC?lDJ`B$b3^A^s>JSy6b>fB^nX(J z;#CxAr`Na{i3G8}uG-z(Rz5J}xlqn`r?05N6nf~ntS&44tIPZ=X@(hoBp4+|$1Y_m zco1vONl=rL(t2*yH!lIMFe^Mz!OTGzWGcO-%LOlx|mB@inUj` zo)~tNExRbA5W_VWUaad$!)eh+-A}De$00SkNySlxD|wDTqVK^$;^<}nEOFZGJDqZRgkm`70=AW3P8Sty9ADmGmh3Dm)HNdbc_^0qDTc}yhufT+-P|Q zGVfsL!R9MQ+b}2W!Te58XRU%9D)9j`u&*AnNQ}H@sdUGdQmm>DB{!BY|?Mz*rMf!zg=IIIl zQX}N3r?tYiUeP zm>Z)KRVx8DFm}H#R*oR8@VBx(lNv|MHIX)ni$zP#Y_yHII4#LymDx^b<#3wATygwA$xa=q zSfWb;TGhYb?)sNb+L;LqW&a<}WlKX>;0F~2=#w|Pod!n7#^#A!frez)XK+1>g;+OxFu zM@Bg2$6;jA<>T@{*gfh+wY{hN3@Eyk!~cUdL5%e6o6Ue50A?D4VSgMj`7Q)YUVeXo zj^{1$OSE+>Z!n(dil0#E&ZbB5_xKupM(>qgT=(L8eKl=$MZfvx%24|cbx#>mhcZb% z<1N@ZBOnQBM&4;YW-L8k(yEBOq`Q%|E?KtVg!IcNO;V!c%Y)M7jM4YP#rFw;_}?n? zw`OO!8lkdzwj#4@o2%^yZst+vk2ml4^&N5D*Xd7B85up`#;1yAp%JOW|Btz6tup>g zCQZ2W0n)>J>(~Xh5ZEgSqvr4G~Q(&&<0Nd&d_X|dMwPW!T4R3UzqoFJ=OJNqwqX2 z@I7*DCjnNH7Uh=YK~}+DJgTqsWDHa(6@ke;Z@u!{^+rTdG*EoN(!VZ#O%j7Zl0Q6x z9rvTTyx;T;_DGu=jMd%^J}r9W{qgZhpuA(f0C1y{49AmaGnSZe|C{ z+|SQSC0WP%O6CS6TF7?)KS&HMuUNXM(*bLu~gHVX2YnQpg_+>Cm zP$jq!`dbB|FM)t;Yev+Ein6_Yg~;FTQrE?>9I_V7&!c9UlezkU5!J#{EF~T4K9Bib2zwrhfvbv*LI+>Pn(Pt^vb#ATS;Gbf3X)!3sUeJ*(h z=H!tS7i;JhB|kXjTT%;A9Rc5uDIW;poO^U=-O8)MKNod^-G+sV2Mw^)t{kdpSHoL& z8A1e9>UlqD`(Z9;`LK8{fkaV3MPYi~G^I>t>nuONn675yTt{YTUw1Sct4?8TTsuj> ztmE#ousJp7iH_#)RKf`rHJcVgf_wVX9ZK(L8R4Tp_rD8$RlN_V6+qyTtgIrHc2zi(8ZJrv0%^Bx_u|%IX;+anQUxa;SP#jydZUVtAK!D&D+uu6Xwou#hF+O?(ql`vB6EZQHK1AW9;4l4w ztVzB{f;Lg@!op5zla#(mR$zAL5xnN1k!%+$g2HA^TFx}Za7fO`_5OoS|s9+woiTZ(zhh_N{4ns9sVymCVNA?}#m7@*4S9F;E$`fD+9??PJq)BJXN6)xYATzu7wI*Kt_ zLrg>Tc>hR-U!!w~ypumJr&^_J;rFb-a-8grzCADaB${8afH1_o!>gLl{>6<<04oeW z$NJ&hQD;D%S+xLouZsn`EJsHh9-!JG86=N{fP6{b8`Z<{)q7;#aNZ`C?nj#)Kcc>_ zc*{;IYK)r_ZrW$ERs#w#jmj*N@u=Kni0^*az)csog&>iU%(NMnil;=(#KwnyB7GQ@ zxK|lWUSQLXN;rH^9{Odjz7RI4gIqIAK{+wZ`^OTrhIcS*)8jJ`*d1oLqZE|!{>~-X zwqlbOi{sGwCRHtzR2gWcYR&Iw`W`LKf=f)_*&Wl!R1NDB_Y6V2IGHD7-J4p&XDOL{ zfg!W_0c9+;yJ&tzq-R<+6_XqX6~!fXPI6KO_1#_H`4J7;F({Q4=zE=vgr3ed5EM2= zGJ(V-L^`7hB^7WjBW7%ui{>lZ7bQ5rtpoCeN27DGhWY)0Es2$)$Vul}v)1pnfc_ai zNB#1X2G-0cizq4h$KV7qfEOJ_T>HXRnm8&2dtc(UH*K{{TaS1(>|)UjyH}0`D=Um* z$*;ad+!JTH*Sp0=5TF^K8G?ToW*&APsjxZ zF5^W=lS;6YGwlTLOUdYXB+nW7TP{8yk|!ow$e#5v$9(s{ZWM^^*<)<_;nAiyN0tt& zZ|yy7;JI-n15m#rZG7kv$l|!j^VO(1ld%{JEFeN%(Q}0;L{iG%ymw27pW+jPjjB(D zknTjd5A?H=DWj6N-|mvM-qL?Em!v$M^Y_jJO=@ zx_04WlBjs+72*G*)#J3_PZ4jqDhk~0ba@U1U&B!7=Wf>smP{!r zRrwkX*M8!e_?!s#C?)j#$syGK_<}PzO%}vj!c;otzMo8k%hTmL z;zDjqvFEFCk#?6vxQw^$i52Z6&Xx3p+ub`c^Gj}1=d-12AZ@g>&z5-}*U$@f?%G#g zF$uw%w{mCmz-%@6Uh~Im)QT`_-MiOh!m1|PWO4s8ffbSad1{aMx~710j`aE9qc}^t z@|xknJZK_j(f@soe$$kC3LP^aziF|$UP6K`Jk(elc?wKRX} zEi+EhUYX~*5p=~ah6n)P$zonr-p6t-b^%vY(p{^iJ2&4fuzwZ1R!MW9Ei*P~t=I<*vYhxxCKHtJJ*&V&9VZ&_R(KKU!}GNO z`PS>^0%V$eiBx5SWbDdq@-6K{GjsKrN~q+UvD$`XZh+Li{MJM371uTLEq?gVC`oOY zBH;jM$E(67!CbR)qcL&S;WBh#gXDM{N!7;$E)9)&xH-h9hvyL2MK|0k3tcJCAEPlp zG6P6^CEE>fNk+~^e`FEG};>(zuY&uWA_#Ko$p$^ zsQv`f#xEv9ScDlwY+weZQj_N?Iv_*t-S2*ANM2=Y1d_ucE^7JYwI+(mUQS z&S?2CYmO2ZB$J%c9*(APAN>g!MYX&fOQO*YG+R1z&AJIz?ATF=-?v90(udC3kyQe0 zpI}S=!Zy=Aj#Jn!kj$`z>$-0*=g#YJuV2&_pg**27}VYdGCQQ=DYxv~n6>6XtI05Pii zPB5yQ>=g?-klh*iL!iM-!A@{vTkK)^1x5e{1A{DwrcTz24aWQxJQ}yoc?%auXnfG+ zZ#>7#QFYj+u+P@Gk_w*{w;lw|{KEy0(BOg=Gt5VhxfMRHm%b15so5Vf#|}beCDwni z^Um}LF;68iLr5wcTaAgVmHUyP{}_8!BCZ7MJuRkz^>aQK<1u-`HE;3C(q!c<>-BcQ zNVD@Ns3ld59I;=f@_hTJe$tdU$By1_JPsiNS)t#|dsxh_7DoR55L$3hY-oK9Ab5@t z_S~C@(3R}xKf&L5Xge^gX>m?2XHMaT0ZZW|ery3tCODn^a>I&P(P%9_$gv@lE5i?PZFsC{DEY$XGpW ztUcJfCgyf>!vH6V;II9*+tt`!GGM z`Upzj_^1Xw+LyvmY;rBd;HY@?h>eK}>Ai@)QAT8rDAG+PU@Epc-iE_FlZhwwPwv*( zze%`(08Rj-HJx=k<&3ZPQ+nL3OOj5Y?Tz_R>-4-J~_8DP3OHl6s$QNyV@addNoh71H&ZP-tHP?dZE* z#slJO80V`G!8=N7R3bP}BbrH&H$uM{iQb8Pg*^OiLgF>ulxBq!M|LOq6pggCn{?IyWM9eKf`ra01Um~h~9_g_X>>2 zS>LJ7;77lH3=A6lh@lYTL?kqb_d7@}26r10N(faBF9DWJNKhOCsv zT113N?pp%FFd;_JW^PiBN)G$45_uT8%p$%SW;_uh&qh0|XFrWi+3?rGMKl^^eBgd$LsKKtmosQ-V!tRgMF90{OaLwTzg(LMj zR2f(?)x&#!^hEQ7;*RzXAl-Dbs|V<6@yLYI^eV4w*iqQ2+MzdMx1z0n1Vy6sU7n4c z8{dg~q4>b^M`sgLqDR721d0n%>(k}LO^O1f8l~I>zMx%)%Jkahes2s`li(5Nk;Nlx zCzBU9`NB@+_l4M+_=F;pWQC-SD1J!P2*rU%{oAUb4S6>48bycvPii&l50q!0RA^=> zov5|s-3mfgS(UDow8~N{)pFc~?ZwZF(R7By!^(T*HS(2yIVl|kPt`IjFNks~aSFND zI7D1P?TCG%?F-!$+K>;Ye55p`G*k*Kku_FqnsJ^HJybsgAPKP)Kus!`=hxbr1=Lbu zgokHJ)=FkcMh)9zP~qp`{(;;-xMF_Le{g=_R;E*yRc=2dpJkt=DXE;@Epjh9pOu_h zoE4o}EoPbVo|&F$D0VGgoBnE^VjgI@ZE^euPsl$j;v^@tq)q5C@Fovgc|cn1XN}Na-nd~fd{2Drc#+W+ zQ-Kqk^RqKq^L2ATGmA&RhrCCS$BD=772E^u^OtA*hqebrXf9}CXej7%=mwwQ3jFhpPjLJnN?Vj8OJ$n*xD@x+3h*hO{Vl5#y%MiGfT6qSbHoWve$4( zF_kjmGKY-ek3#LXjD^rmV#;6&MnFg4enXp%PwlZXj@Fo>3!p=wYoX0n$5!jpw5~a9 zcrdfJ&9qrD^BxE`KsQq~n>M^GEl;JJukXKE)Vk1GYbxDyneetTwHatwGIX8JvLH0* z=xU#T2?+QVFqku@KlP`R=}-0CIdnunyrH#8rmG;gJ7>8I*Y4HaLYMln7w{ent3WDE zDq`f9d;jI#CC*+{(_xc?){%C;4Pt|ELz|6)tF~*jXTT#QiZ@D@So}a>VX+r;?ZO|H(Z>?|4EBh<% zdyV(Y-*>+ke;w#d^z#XiNzJqyMb#x@Q#%&;f>rHMR|f>+W-dNqqD zbu&vL_Cl!>Qwbrf@S$)nzg-4FdMW#cikG~N7cx0E#a>AqwE*ssxsK(MIizN^CcGwZ zBqRAmi=7M}jm=nSA>wySAM3)z%=cd5-#W}`TS%(rfUx_uG#7)dkj>Tl!Mg($g|{HPM@B z%f_nwNz1Li_Bqmwzz7%V<6v*JDq0F%qyz#Q%}>E^`6iTdBg2v^m!gqev)#36ze^lb zP1N;XjH@-S8qKkqP#IO(m^)fpZosEhrJrCRTq5}0<_KdbHWZ!AoqXIXr>`pC5K$%d zTS^04YeCysuCDG7{FcXS@hDYk&vKKKg2nk3_m)a<6@6NzP+3*u)}~SqH0IIqFb@4I zINUqMoAZ%?U6kX-ckH3LN#a*=?Lm*vhR=atD5UpT^w=0(8l7>uU1^^4g8KKCI8x+J{8Ee22VTXL?-$+=k256#T}oS3a%##P|Arf#brLq)TE0NZQ$kO|AT_E{I7@al-%u%8PsGA zEQ}4E7!;iioZhxYZ5^!t{&^cEVq%a}5>cZE6H#LseQRS%dIl$JJ32cf6GI1EJ31Cl zCQe39I&*7Ndhkb7|9n?Y-_%&f+1kL^0sh}#OW2s$3Y!}`5izl_fC;bygP@?To8}uA zX5nN9GhJqF1_fhBTW1GDV@Dny1~~^?Lq%gJO$Iq(Q3fSrHz#fI@z^+lM?{(7nONRl zbfUn=#~|Y7B&O&DX2#$FF-0cu&fi*D6~O;9vvGj8IR0k~0N#3A8sP0$Lbg`64vKdA zhHpP}1e0#?9^VRV;4$#%f8?8mg_RBP|DoSn&m-ejBjdEe*RO?YvQ-JUQmPiPAN3$_ z%p3I^*~nl&@<0I#H|B4NNc~3_quO@K)nkVqEFxRaG+ys@Uy5I!2w$IkUyfdbU!N6U z=%8K?To?GQ*&p{_A3L5eU+?x_BY#9af>vH5Z$Me#$a$qZ%2rwIIN1+)?eTr>c%69N z;(wj?eXP6yS)XLzcD$bWK6LmjJHOn&KF_~izFy1T@A*DgUQE1R=w{=*Dtm9fj`-?d zDZZ}kWp}*JPH^~8+`qn5zKYswZ>?!6$Z+vb^0n=bqr}vsEQ25;4qwS;`)g%W8?$ae z0Ah-Jub<`SX@`(svQe(8Uo+|WzFuT*uC-sFbn@>#yVlKMZC?gizTQUfAq4oe+hx9H z-690kql{jHWV{9179$^QrJN<&bsMjJZwDC=FP_2GzoiRV$&2Ss&YQX(nBYj_Wh3T)y@^v(;A7{Lmg%b$DSQ6RS+97u0lf%GfxPsn}reokGd>WB8h%6{an}d10BOlIuivbA{0_^$335snJ z1l@ZA87wTUABCR1IR|uy!AUMVZf$XnJ1dH6_*$bc8~oVbrD=$o{M#XnKetU<^}UM?D_*j__b-%dTT=raE%&gGo+u9w z4TSP94M%H}q&xFp{m6CWS>RkU$+JPS*yLU9QQY*?zP*^N1S!~O3^Yv5x%5elF9sSTj)l3cBGZ8>l@Fj@adFHM_ zYNg)vLfLMZYKR)soAuo*JbFnu&h={N^}bK`T1bZd=QdtGPeX7Q5~2gxDZOwUrDUYT zyszib>b)h7*U<9FA~WwujgFveFl(Mw_S;0 zMhY|6a@wBR+95Yma`Q6Vs^ffNF6pe~{?3Ho@!?ekmOrWm4qCwVk^LQ@Zrgn%U4~=( z+At^(#q_?U-R|N(i&zsYIonHoIQ-IM*U~BqAqOqw zpcSrhl$Y>LR!=tw%@g~u>dfv!PL7?o2mme9fUzK5NH-|*Xc6eLYM;v8p1v@SD9N2q zh)4_y;vfx(1D^8^rc}Ux&weN%>xasbzDQS5pcG#IRiUy8S`GhYxD!u?>~j3jrUxkE zC>wDO>$Y&W?umQS)U@{gqLT2V+_`1b&AcB^?*x|t2?>JqaWqbW3PLykS|m90;kK@0 zbj>KkLiLM~7cS7e>cXl;=KEywT|K2_2mZ#=NGPPA{5ewRnIfkBTAE#pDAaj~@1U)W zL=J)dj|!#NM-#v|TY})BM)soe%NMN&rbQJ=f+=VBhnFYAJg)^yddkppnu5dp+&%{*nI2BqO+w+xl~t|?k;!d0+PMK z>rOYcWC%YusbsXVf|`P|R6L*u%U!?2Gn9~p>F<SN@N_12fBUq!6Q!o`88@5Uw1x8r5Y+D~8;Jyu^7$>= zARd3Ywv(9feeToq)s?x-VK{{_nG7`lgUs`@wjP)xexW}CUoCJC^iYhvTv@V3uv&A8 zmU9XXhJmLjN5j8AJ#y`WZ!pyuUoXR34&L>9nySXHT1*JcBWUgIYh3`5WP&H zIYi|6^uvi?mR`w$F#S-5Zuyj z`k9tkCIWE#5#<0HjWlu>kkhbWP^;-k;zUOe>VU< zV$k)9g}-uvCs;E}{C@3JQ~WrEs!1~&LW=%ay{^#b00g6HYI1)A!>|VilP3P3GaV{EnA0b|o@2AW&#vNl z+<9ro>mXe6uIO@dJy~?}#)k+R(Pcv@++Jfe*(Fv{itr2p%+~wr?X(XMU3+hI&mzf?!se`;U% z=ighj<6ibMg3SN*$(s`?_-?m!Bo)#Z&cW67PvfjI*)h~dG8GTtO zmy_$$A<07SrN9SVp8-F9@L~sdgtY|@FE5Y5>K%tek>k<^EtgOxb8KfKQ^7!`A#$b_YY@F0jEo7a$ zxf=m`;p6>Tv-WcK$RV^gi%dXV*KKry?vHlVB&DdDd_dnsQm;?*;zFEZKzHGPET!D= z#crngB>M4oN9*;hA({bfq65LFT=auqPPIl9UrRK{`h8n#+@O| zDzLH{`X}+}Hg~A4?cstFH}&udfslNWE9(P--=Y=mgb01d$Oa^-Xp4zUrR~zz&VtHq zjOKuBk&|iZ|6H$AhIs}UYjbJj@z}cD^U=VnZ``teactccoN=;c^u03Wp&U^)$@CYQ zz~~l~fm3&m&E>O835L4^@FjD%>dA3C;X1qB@WL(46dLsoAe$Vg#8n}ZbI?-X{;?g3 zN&?3A{=%UJA7o+|((y#Y0QiP!#DC~1uVJ6-rYzPeLzlgj(J%7@%_rGg-MMb|uLqor z0YA1!kodaeEEaYB6;}XK$1V)N{+p3+nck}(C->S)GZ#rEqquy?prPHmdLs z=v}4Cu@UpImF;pFyFDf?)g7M3b^c)>pa{GWmJ*Z8^a|zfKiZ_6CDPWiU}O>-Izy9p zbK{QOY!`oNu-&nO6XxpyVvXrAL*!^!0&nTtLKnHP7bfiGZ=uC5nBIHJ*&Ea8U30HeybsJ3eB|z ze6x7l_37564MXF_ER&z!sm;UX>r%b6^&> zviFunz@aVEVl1*hVc6h=tTPI-PpukXkg}u*p_U}T(A*=_eMy6tIvlV$z*{5;LuxTD z%>_#kd>5&Cn&YJ6hH*oJb3N#|k!O(%%Z{wfR7|TMm{kUQ#nj+yz3AL^Q2P!N7aW*h z00d9;$5*W%qL3s_dDAr=4ud-H3ES$(Nr9t$U6&~UTo{MtQvMShL5c`9ntz1Uo%gm@QEcjMJ9f=mB_`4jyb)v^x_0@}7K>VPVDgi1yu$Af&ux=y3B zZ*|Yq0u^YHI)&m-GdR3j>fs|0QIqt4<8gO?H?RqAR(Lz>ahB2DRLTiPT!G-5NV>9I z;M{RWb++QiamIQZ$!K)K>RgXykG^vbqN=`Z;wbG+?CIs0znLHjKe(6-6&VvR(8(L5 zHo!aA-Bv-^BL2K#Z91ROa!y^9$Bg$4FE9XA6BW6?+A=V}+-5i*tBT*F@CRt~7|(~v zf&3{Esv#W7*Vr+Fl~Vn5UgF;Au^zlG9X%&t3>wL*8qUzFaQh=jF=MinN`dcM2K?ap zIlL^R$Y~Ov>FkzNiWeh+dWBoCF46t%U3-z>o&=2cv(% z8^u;j-s0e`aij(YWgK9$xwQ2^>MgL}P-@Eq)48*_hGA?rI>Qh3t1$}iPbtb^T>F7! zwDtc7%kYVh^S(m);BFEVyr>+(~u z42|n3MBkQ1uV3sMT#M3ckbq5m0vU}}Q}F}JcifI9c4ab|a-qrs+}%@{rY6rucW`Ay zY7z$Apc2BtO|Y>k%))quztzKtN26y~<(U|H zg>C&&^0Pi|m<7^3HUF35=8TSey@|lf*3iBhGYHaiSIoP>r{#X~UZ=s`nFj@T$Kh0R z%yI%m;Wbyv%BnM`nw(evu{17Q5-Kj2){<*JHZd)~hOub1u{I5uSChQZZqMHe>Pz&Q zGXe0=sd`m9nk}sgue2W|{z`Yv_B{XnpElgxYsoCU{`Mq+6SbB$?^neVXnPIwGHkJ` z!J6AW3z_7{xHv6@1e*(VnuX19#AXWK<6-%8KFPI7u(U*mar*BQ8wB<>|9yywJO{}? zFb(-$TPfnS#n`qrfUJ59HQBW2>LuLSZ7^_>N|-%|tZEF@^ZS?p)U*Z$n+B_SfawS} z;ZS?aXkC*v2Cw<8r2Hsq^4$J8efGZ^t4xAFgE{wtFfYf)e?%s>Q0}E}f6STJeqo${ z4Q<>HOCiB;NTn7hfJz0vL>)&J1qvb0LP6F&*fOR!&J33L|KR5MCGe}pw3a;qZq;$R z3nr}7=BL*v#$d|K0SmbM!U;7$jM;7+Vq}@~UZ1s$#iogFDtEwN+hA{uTri&> z?V2kIO!k4xkiobSJW~~i+m`RC@(c0ixb+3}kNJ5Bo!veh!5`nIFK+h#ON=Zek4s%w zb(02K<}v264Dm8*P%BJh>%>jeRTFF&vcx2tCg>%yDoNg!`WH{6$2Q*61@8SGxSv2+ zD!@M#S;lObBgxc2q@49ImIbv|!YbrXwBar5q4iFG%U{pVH3`vv-lUrQW-WO-W-V$R z9pN>IW;rvD_p$}GmE>N&KFd%7LwVw(srF3odl&0KUp*_iJJ#K#Rx00_H}%*bbJ4<6 zdIB0bA7z(?6C~K}LO0E#ldHCgj#15X{76$0w4{__foY{rG2Cf)oN8Rb$XB~F~$EH;I{$fU3R{u*L$7hNc9lfjQLJdr|Z7uqc_!HZ8UMi5e!m!#6R{_`rT3cnI# z;8f%KKVUVVIbw{hLX@D8$jL1{SYLz?Q2hOViFT!NFg612r-O#a ziZYyUoHVx?%*VpoQnk$-fF2K~qrcfC8hg(t{bPHdK-?>xG6kRBfP+X^#4p~IVs_Jj zLFW93u3ANL>rGEvSkUYU6{-!idss>npgs*Eog%6m$qy{@8f_)wJ zMDBr%(-_ajbMUko5jcBt67XQc;WQf(~nhhzk5sD|hORg0?#d#}Rq=vlX^ zeFfpVM1rf{3?JBwXxYhRloR`daKFa^3yK(1b?pT!!?|cGS7kZ5@*K;ucJ}Rp&0$3} z88>QtWGi#G5u3Poiq6Sti%~f^>|>7TY2%VvUC24WOy#d&Fs}gIEeUI5k;msui5TW$ zQ){!5=hl@Sbqli%r}m1{7R7RWutz>@eiu>17sY!K+}T8x{6;o1J&lFNKS?z~nKlP3 zmUw(3oY2x(8Y9X3lwjvM43h<~C$fVifR}dzA2Fj7rJW0rup6xP*G`uV#-9bL^Yp|_ z^Nx1X!hTxC724iS26brFU9@Eo-kOsYtpX=$eC$ghl-fP|LZ_2DuSyL zm!rC84d%S#Pf!J$0ci;MzM3tmm|A3CMZWh*-v?S|0jVfDWZ*XMhDfVUvm&ZJXU?aV zoz~>vrdZ~X63klCb+LcIVZBonYeIbnq`*h@hbbOi?j1F%AhJ5r@~;`ixj$=t7py}J z10L*0jU^E%U;ZgUg1SuPv@pWv51WID`{fko&KaKWJ` zjlB~SvkseDk7@~b4_vVTmrcr_p}I7#15a{A?~;}Xn^pV+av8p9$DZWcECgyte^3D< zqLsQbOn0&cN*OO3*i^w7uS<7$gTn?08j96Q47iO=Jm1}N6S_G*Pr|a^Lsa8Sb-TPE zDZgpD!~$5{83jQ%yXD!>z*7o>s1;ITEl03jw_fn{N3#Q=1f561X0s{__Yi}1#O8H_O9jyNVpQTE4RUle~lB!@qN-PF1F3X%;7luGjCGoXeWWnjl~R70H?8a z9dloqLf_lU(B)nwuhMKsDTjW?s3T?imT@qo-J7%#rVCc;t9?ugGH+U=5h%r~8%=^Df3A~1p&E@uDn1u(+ zJ=?UNPOkD7NvDHr_c24-^dRvk3ohI1@@i*~BekICD`+cDu6y^fJw(3063hTBm9hJ= zAkumLSB4H?)z;jC$^93+n@Gr(3^+G|oJNTH0T$}|RR>|$4N`2mgW>YX4Y?tNEyLVgzo&vZ+mJg<-*jEa)V5axj88ccmD-dalT z%Ng7PIJF=E3EQ$Cnjsq&v#y;{4UF3TPRW*9_hGte>B8|p-Ry3y5)W0btp|~@{l;P7 z)RADXnx#)*av8H|&G;9eUg*&UT-bb*!+rVP-mJ2A-{Jpn0lC7jZhh)en6PAY3wj+6WOi_%Ak-o zkhrdL$^e9=!6*PXjceFk;G{zSOBUl#_z{C)MDq6Z5WJ`f4@jDNeYIHcl`=MMhZ#yt z(4-EHVkkMY2*{3aUSM#*MuZ-Q%Fr(rf( zm_`fcI;AZ?L$`)CR5H>xYG7w$yz*^`5(Orm@?ac`tHymFm@w8IwRkg5^d%%#A;$#Dt_dpcl zpI|Kdv_rRc34hSPtMxZm5Bljuf2+nb+#q(0AXOr^90Vv*rzuO1HaJGJ$NE( ze_v9DB?mwfOawd>%Rf!gN79A+yXB0gU7TVM(3Mzl&92p^bhSoi0yi-h*j$Dj>@$`) zb5uphPE|nz&=Ex3v%KVmq$)iSjb_uCp@PM^Mgf@=JE0sOU8u`N4zM<9d15=$#PZ)L z;Zr@fgL(5+ZQ-hV$^=MAyS{z>8%OGL0XdeAi&fG4;3qq*uHHD(Ni{Wvw=pF;*JwJm zaezx~Im5q>OJ+S^LE_C72n7$F!T%WrZw{YAx1h{ofKrWvEPHT^C`l=+YEZrCLH1bi zUOiEcyIQm)5+@Bt4(tG2kAF1+$;8gO3^maOP1C zTzlZ{e(LMuBBz~Wio!oq8ABnUyt&>XQ`H7I(BbB=^W!kPmUAzH2RB z62F&kiFFl(7(U%%ptfvFO(~K_ixGa9b8Im@j>89(cu8CryeWB0{2p~DC5-O~$Oh@{ z&eNy4hU_^)sYn*S2N0H*S~J;GF!|9##kDijDDQ z-3Ls!DT(k?e|+K{ea1CIl($jFm-n9B!I!Y>3@_2>>cd`rl2mgXtOp;rZ`vDjfD1j` zx5-0*D9pzZ;VH=YA$l|{>f2;e$w#Sls%#$^OiU%|kv0G>Q-F{;!w&c&U(t9d!IhfJ zDZU{yUqsY%ZavY5V=z`->PCnE6_K0L9nPx4Lv{zyzRz#Ra^M z&G29UpL!T>1a>&`)thrRBuiYw;E#i&Hr= ze~TTa0;ORFD25^eG<%FaWh4)u{O*zz>qR75<`koM@o8ALD!@KeSM_=<8W66AX#hGO z|!vYRw|CrrRDx|DvMgHW{EOKaL7? zMy-jco*zrm0XGp`mmJ2Xdc0z8uh_J^BV6Qeg@kV|K31*9o8(m*`F;A*nFTJ|vZ;nw zys&Sz77i`0#v9ERr$M=+)LSO4i`Y&7SoOF?<=|dPdA!}AP0&4{)Tx#8$^R8ZLfQ7{ znwMc>WgswimJ4NC8nzM?nO>ulV;P}IciAS0PGCKs-~U-GN^ho@}@ zc~@1-z5tIu-QJwc=LODs3O|KbzXpvwJX30Yl%?o>Mv34;ay0i1V0S0cnS8eDRR1T= z0bY1Z8cuj_Iq^6EuC0|HB=YKt@}KR~z)K_NSp%&>?M8~~JQFV2L4hyXRaKXk$Kqe-+BjESzpj4FR{tkwT_S-x7KuEx3886Go;)!ENZTX&n2FW>kTkOG?!*H^Bd&w(3}y#wYpDSTv$@Q z=P6|o9_v4!nCjD_$#$x?z#LB$PQbo3S4vNQU)->v@xA4n-~<~crZ_KM1xg7kf-(ab z=ur7bN^JvFRYb^Ab*L*4^_-Sl!y}B%upJSOUrR)RAN0tx?pl4$kSPRo*mM+ z(#Nl0eLc*?N@rsP1bdTQtthaRs?{Pl9dQxROwt=SToSqIHmIrh{DNyJmYMmV;}HD2 zCiZer&V}8x0@lm|fPonJdyV)IMVGXaQ0TsM;m1EUP#8=-1B69?`{Ot|7jPrR)F&{L zWHCxZE^H?;N|T|w>>Dp2t0YA&z>;UAu9_j;L7XK4m$%+Q+0kF9ysI0W$cYtL|HW6G zR}pVlIoy=V68usI9LEk}M*Y$i_d~}aTpCU^DX&{!$l)p!4V{Kosb}{mO)}?2WNq=P39BV~ht&Di>{!7vfY-K%w zUn74RH9fD;ryE@q9XQV6oR2irKh!rn zttF2?OCBGBRjAI*9Ngc29T3HlVUxFk2`*CIgHRsy5{h(hOw-DXFu9It811k+Uj&e{ z9)pua-fjdlpCAZiGE%L%8)|1W{Oji&CwPjXTfZCob&Soaigbj0{56?uBf2P*{WFzV z5q6cpiCT1@fV!zc2ggeW7zU&B3d7Jn=~Yx&Pn<8BUmG=Kj}fVELrfx-`X>h1ZcSNMw_AB^AW(aXU{k2@RS1MPz_zlYUeYzeW?L_^!-`^wrD#_x1wrNdK z&1$9`XaYz1XWYfu8hH>QkWU%3Hip46=Q&PyAKD7KC-j(>QdMi&6TNqL7J9S0j;_wmi}1w;$tKu~ZKB zJXG4BWUw1q6<*rHjiFVPW~^bO3p1hX-4a6j>Gjp7{?(TlP!4}mOpIx49il@_oj(QF z=N+HWyzJ+0=P+>WG)}{E&)x&PK5ZkSoS@aW7;72cR%QH88lZX(x=$b@8y6VzP{WM9 zve-GD$0XCmNS{gZ%3YwY&Q&pz2-{+i)N9doWp(+n6!VsPz)gd$9{%PwnW=4}EcQJ% z-&m?8uju6$hs?=c?vql1)tV*-#_JK&ya5WpUF;j277^(7-GbKPZ^z(1wP*U!cKVlA zaAK!;@?w0fKK+qiAeqo!J15Jsy(?7ahjHDiO-7ww+o?hQ7!H2c-s+7ZfSUxle{nCe~J^v7M& zgY!leR2Vn-9Y&Z8Wyl=XyQPG3%Lfldi=2$($G!g-P*w6f8fpvtn1J@1z{SJ@Goz2p zBef({P9&#d#%Hqg?$z+fyr5@d|jsusZ;~al(fZmJRb^k z+p7&3BHAA(IhK(#)D@_el|OSPj`!l;2ot2bDcapO3|HW@QNwe!X_9skOGZr6Q{5u& zcgATnamH+&s6iZwCVp-S(NzA+F}<(Ht^Y_@tv>94Mizk0F<*4NoXyLep{Vh8Id;Uq zg3V5N$TGk_@Qc*|`EWHUBl*7y)D>FPcWLBSt+GtIdRb{6^;~yZr0Ju&Z6d%n(3bT_ zbE4BCp*r9rjRD8tXUb#Pj7MBHi-~pfQ8=o)_ouVU?BbswE9owR`p&z}k{;Wt)79J0 z1ar=D`l)`Xmr;quI_OK(h4OqHKw9X=Oi=r;ZS?Q`w7tX{uTEmaGb7+G+V}}x@OHy4 zgp!xCG|y|u%2h^zn|5&XTjTwAI!OAjk=nU%zu($b!8rTO%1HUDMxQOn-Su_j@l+nu zbJJ`OTIr*Qdxs%heoqfaDCwWgF)~Q&1wYOG;b?h*{YM{1NqFl}Pp4-p$KSt}8L;P) zu1h8d&;3u!gdB2LJ%zX_B)n;ekbB3Uvk)t-rIv4aQ+}N;A2U(pE1@*1&Qp+#y#hT= zzb+1Z72I~3UKQQlzB2RrSS8?IZXwa8RA)yN9R0~a7%^+(vww)ZWpBe9TSEdjwPAa` zWa7I{XqCK(tLOMdlN$t_dGdQ7n*(2YOJ&NH`3bTk~n`N2C$)Fh0zE$&OdB zfLt!MoTLB!E*Xs*9~+5m^jV&d;CfLm`QrxyGnC|{ndyx{$XN4zJ*!5!?@M+$dNY}v z`zeYF^P>NUsjH5Pq7C;dCEXw`-Jpal-Q8URQqo=0B3+9hA>ExzcehA)cP=R*eFs0i z_x`izaF#u@JM+%_JkPJDUQ$!ua}eR)};yUoEoi}G{DlpxoulX4&Q9N`X>cT?V84#sS!02&-PX!&v?t|unJAU-!pi?~#i zoOsmL8B~zkbcW|KnxuY)=p8~GSEuA~(u^2>FJqiAl)3f495ke;Q)%m%LP2t4BQHgd z^;%UHm^_0j;twfHQ8FgR3I?O7V`hvw6_T}10bc@5O%g9xqwpm#^Ej$5yu zDwk6Ho}#WcuAiMS%h}1v6L(AZ;%r{tQqqOZfrhD3mGiLq@-3jQT7VqL{@qUA@`@Br z>Sz&{=V$U|`>0EICqFI@eeKSSISbmL1vb8FJUj$WfC^!ySQsti^Is~LwvPz)3`3F#%BvjN^5crVQcPitf~5<=O<^$!_{ zn`-&J54MzDC)S!^(ec77&#N8{d4copa}bn#u!XLnBFpuCd3PeHn{3O`sJ@Mw4 zOKq$;sb0ReWq}dZPW&Gn{7RLcuiC zEy6z0>T)FoxXG;`7$PnRN%D=x+U)FkepuhWQU##BElq$+Rc3napBxTiWSc3k4hMhc z9VF+xw8-=#-wxJNpk82J>i)bA;hXHmN76dc34SJcIASMSQC5YB81l*~$3l7!OmSHK8FX4honS))3JH zWbk}e7|vfxI7v~(6gnD78%mOlY#Az-r<$1|&7XB*)fG&^ox<0-Ob2$^khYZjy6=}t zN2ilLQT4zF>?(gmZYgBy(rIgV1z{5>@nLi?oAG(rGe*|IZ(z%>_*7fH{qf_~6n7A~ z<$scq=&r7;&QdRt$xG*z;IO#?lnDF#u58n!@o!%?j=_O)pYDdL6UIasJn#d*hGiDS z2R%b|nnjc?q8FqG+4f<%-m(-y+@O_7e~+xOSjb4j`x*g3FM{g_LUz|_?^d2E!ltTo z5Az$NA%NEzlTw^@BkwyPqKT_o6SFiOAShwAOGF6 zhpR2Iy~@aSbp1x_^_!%DD7?E$6`x7=+VdQbco6|4whMcGqp?^yW3xoIpZ{4fc#$vM zwaij#zxclzba7S}?6+GM$KhKpuo7#Cdw1Z6i<@7%`Ux(#9nS>n1g-Dv`HOuIi{QiL zno<-d5ra0%-Gt7%xb%rUJB9DpawE{6eJeA=d{+=BJ++C_OxNv7Eq^+H>U3L$asgb$2Eybz>s+s%?MDX`w60MCSAxOzsu1lnX{P&_%9Um-DjpQ#n_JSy)JtxPd zoFv^&d~+f7>ifscI=L8q)IL%7>!uKYB6rE?uD}Hk$;;8fh31y;oSR+jApy8?b?y#H zUin0Y&89oE+U6=wn%t(c=zy&O3DFTf_xPpdjhI5$3vixQelbHgNmd1$xF&f*woPV5 z&fo(36bS`B5po3)iNTX8BkAXM?O?)kJkT&VNEreaxJ7_o$XZ4iQY@jZ`H*I*Tsi33 zbP?NCO$}9Z(-AQ4uy}b#HWppKIjcURHKgbAdzt-7bka8rGhNr2L~IzDvkZMMxmh=DM#Z-Q&f-jqw5&}0q$H?$FkSw|_fkn~P=eVUvS1_v`jq zHa%NbG(#Fx-hp>mYxw-+B$txU6}ls;@ClYnEc{vQ%F8S~?~b@> ztrv_k1QxEww(h-{h5N%|<*_Pxbx^Q!G{jtyB`HegjoQ267DGi|Xe=0s>AcyF#hJ&r z+D%dq7&)gPv?P8J)D#U>n&>RdFdfzNg9DfI`VHuwpv>K+0)fBDTgF+etWT+6!ns z^*;cXg{SUrzAIXHT8ASC6Ja2iWbPyCyCN`B^r7^-{YG2`oD?1aOiKfvi2fm)qE_O% zunM420AS*e$%R04u=8x}eQ-+Pr;#t~XB=wp-8a*Hr**i-8?V|?=TTEzOU`e-qpgQBD;&{b&(bC1<`|;fs z4K7X3Dh`z?b8gucp|O8V(^Y(|YI#;b*(5JxM1{Ka*saL0D|%uNR@aCzk%*w>9L0ot z+li}?KoMJc%cfS`O3to#;aO@0)uY6Rkc3S^%e^e;=RcR!kJ4?_Zf?+9*yHSsQVF$T z6ZH$eQ1k~6h|v|BkU!7B0V~@LwoJo9giUv|L3+Y>xcR-xPS6mah=x>b50_6W1}zi* zQy32zR}7AXM-nHi=xShzNL!WDcUQ5joMybVg-KTo_B<+YLhpUP;??v>5BP8Wbfy2p zjF}Y#a}gY`MPm0wdL7XhRU|t5N=)PBayDGW8Y|+(tD)PafaqZ8nFfU{p)n6E!vMAQ z6Zq2-zSFtRwqv-p|RU&*T3$N^>Xw8aWH z#}W+V1i;h+O4v{zRR#Gj=C2<4tXppi8NBHcwv<_ldT$@rXdHjJrBKW0H_WMm$D=!A z=9O)AQY<>OJ2l#-0aEQr1@s?(81k`P&1S?iw^WwcZGQHrP3C-Vi!U<2v(Or8-PcBi zYmKZXW9iZYN(yi~--`vz@*#+4K)3l{RYfA(N8dt%PnOug2 zr|@0|otI35f}_lS)STmmv}igSSU=+9h&^)*qW*FJNhl)^^~#fRDWSFH5isA)Z*Odf zKQ6#g%ck&8#9n1RJDB)F$mJi^KL@&g!MjLP1d-G+;C@mT0~8R-%}Pkp2luqq-=nox zY*Ljb&vlgMuM!EN##q2$YE1uTBW3fjj#Dl2sLY#2FZCV_j80faG zF(TPHiO28}Sys-W6Is6FcVIIP!IpoEU~Lya+6B?oNL%}Bp%|754Kph+D-i2h*2iEp zY->IYd>LOL8*3YupX=2GQGHT?Jjagn+(NZ>)-iX-3M`vCEEL|dJ{ ze&K^ySB|DSJ;Pli4@sQ)m+tT)gc_6mmoGLy)rGcu_=dh}lAsoND*nLwJzg}p3#iT} zhy%?WYIm`|^l25HKj8tWjC0Jh&~9BL@xzxn_y`23-L6!;_RzEjj1=9o%&PYQ3J8d% zf%Ks!LT*@uDQonksEYJ^zg%Jfg!{QI%?&;3jM+ED#YcFK(dqHC>{V009PSe@@QUwr zztoBC7l&rrw*hVtt>=y-Ud=_P@K$>IS;G)gU^4|=l$P?IFrHbzjxNTY372?eYGm18 zxbwK09yLeON*=Fo!k35zJ+0XN-iBB;)|RR!k2o3?I3R>3d_#H9kC~LL03r*k^nXBC z6H<9>k$o79XWz$#IRB&^-Q04Q_!_Arf;0a)CbN}Q^_qEXwsTrnyQK0@yf8=Rh9Uvs{%u_s#qD*108^zR_Yc6b%J4Y8{#x2Vt6T!d zSW^1oALNZUcg0abSnKUz{!4tZhcLv8@5C;cYb?7$wx4$0G!$2Tq7xlWWh)>xjXnb+ zY~ia-yEPgPR2JNYFYy(->?c=SCnEu2n%LXvTRvziXA#TEj(k0xF-4dzv}hh($O&C?3fU*yCBpayIY!0P2&2I z77bRSN3ugG0>|DnD?B<1NyN6=PC=%S6hJCGy7)8pCSS(B&d$uuM-U`YJcQUMLZt52 zyti-LVzZ2}9jGkdvvtg-U5GATa*%nJznLv^nG&Pq`7HRkFwi%9 z#&mpRTjn1TQW>GcL)+^~WK)1wY4bBy0ZDkP^uEo{QHrXUoT;Ak^?XPiBa1>w>uVXE z7gkR_vKW2stp7@OeC>eLf$C!bL3GC#o_5Y-&pu_{>Yk01SP`OCeZ31PK2MK3BaZQ! z#V?*B{5UF`dr~TAb8%sU1dr#MYeFbX2t7gpBn~etHVQZgXPgvdkoC@+9`|J~g7M{= z#JOjT+AE_bJCVB{PVOHh=F1YzTAAflST!h#Lr^YZHr_j@J1%BU^-013!(mEHce=S-|iFX^nUY0mdDWx1?O6-Q(eCacB+VWM+k2ZS=&)|F7=vun+5+PRY> z(3=pB#x71n*J(0-ClXFM(RwC#hP#iM#`sA0j8qq-d5)2Mn{wJgD-zRgU$w55jNEV7 z>76xgMXV}GvvRaR0$N-i-3*!8sr{$J!n-;jXF#{($g_y{;RMmrsWs8CX zb&0EcaPVy20umVHx_=UwR$0lQ>4A@8t6I^?+dG)c2l!Ct=Bx7RzEPG6`zqIDVdXv6 zn?sG|dGzdY*$)fdSwWD6Ax`vv4DR?h7`}LJ?7o=x;9Ih0J}QQ8Tby-R>NY86azVNX zX(sxJ``}`-DyRptwJ0VXc&Snf2jCc=47aJ5(bGQA=Jinx-Z6VFep^PZztB!pjUAck$@Ikv-`;+4k)8Of~89=oPLY5&^ZnF^qUTn5URj$N zC8_u~S#g9vwI#8sebpPtkLloLfiugj*!N*y1DT0|+X6~jEA!X5$je^JJLpVzuSeW1 zHeVcs)sV&;Nvx}+mH0K7@p{ytaV1Aa%XT2ToczpRTPUreOU8HS>4@hJIm`0~MTBa_ zo7JEt7&In$!ZdGW`Pq_ZpzO@cAV1AB)DeJaE2=E{qFN#OYyo_UPDF$w5D7qmJor!I z11Dc3uafl2Aef7kZLlSL1Nn9(@ ziv>=_|5#MP29znqT1igggmqMR?F+4LuqRZ!#3;(@=!$w8_1b(8iHxf-29sws7Fiaj zVrAfJ5}?Cu!}XnF9CyWmyGA>zGJEpL=v0)NSyW*a z+gd+fHq?%Xjxar&vB|5?wWTNjICzKNl77c#GFg{)Z94j}I6KnX=4p(k1(>85#RbV% z%#(yl3Mj%GL0j#LFxDN0pN;)Jt_%k<@gag9Kae*47HdpJ#T|Jn)rNZrqnP4!$NHFw z81y-^fM=>vH3E?R`O8rMypZm9n<$RZcvAAeF$>4m$&idx9jq|_FA{KTiA?4uf>$_j z>EoBP_yZ%lDAH=1ckq3v!<|`p$ij8cPsQzu6k96 zC#_IXM&tEuDfN{?KG0*HLOt|#@zS(L8!ujQ{vmFqjQyD7KoiV40NN=FX8!Zy3c5`wnlZvs{Ph>Y`&fclTT zuEc8sgG+m|gUP72l&UJV8*|JIQyA}FN37$vnNw64LX@5gcuBcg6)r+v8#VbN{u3QP z-8|`Da+^kKHKr8#9UaHi`9-x~@^~~HhJ_*mH$!?c;?>kAb3pUNpG)cL+96i4*8j=J zpDd_Y^m zl$JIUs4#yt&bMr17}Q7o9l}ZDVwsGMFSnHs;))|SzjW?=Er+f(#)R=Y+J9KZ$D>yu zlYE3o!(9fJ1YtPpD-9>;FFKLLxbYRKF-IwqPv%adSDm_`@pnVzKIhr zbjM8m0a0~V{*vy1(w`lBIA_jj`HC9!X*(RBdh}L_p|bJJo4z3UH8%t8OId~$e20@E znz+08mtpvwd3@nYw zh!O&a-E~?#eXq!+PL_WsCKYXcyG$|n*5ARw1*Ctu-YMe9m-ig@a?9|zET?q}aR*jn zYAT~ib;{@E>Ua7OW#N9|yPx#*lav4=ENjHXL?)a1z1;#gXnJ>RQz0}FWT!pEy;(0p>UKm8^dDW ziSL0{$GS010CGBISUF-h9wc1{@zq(*atuJM`v*a}VPOiH>#SxS{_Nh`$@Ips@fg%S z^yV;%ZiG8}OGNL zz3AekBktiRBj1FfvHBn`j|+OKAo&)~$bo%qR(=oX?Gw9DoNK+GDm!z+=5EtB$k|*s zEdG7>bTD!|_+dK!*v>cGu`=+Nc0F89J|z6)P*`lvLxk2>?)wu zZ7}=`Hz_XN7%>#&;u9>SZuNQUzAwK&4BX;HypwL3Ow0LppGb^g)Jx)za!gI1g1<6V zz+LIn@Np#`QhXIhKsRw zDKR0`>c*4^eMNEx!p!4ERwfvZ)>9<|3Q$E>rK~<5>xTyRxiR zR|$LGEt0jh?l4O>QiS|{>HS?%7Y>e>k4zuqV`ZNI&UPl17(&ype3uR?DCe3bjB1Hu z9n!-1X(pUEswRT4*x4}pg_eBRmDbX-KOTz>OBcGP&ilH= z<##hmH|2geLwA7Rf9u9aj9rtIpC145Ci_6e$vT0IkD;5CA2decPds@;?wT=+-bZS| zxc=`ZpbFT?MCIf`L<{3(GMUk`L5nT55|3^6jVSyD`jYj#*!3IX*sylWHVuQJ@+%SJ z8SC!hfAjE1Gy{Ro0YGq8?euUt-a!Pr@9`#vkWen;I}G3qathE@S0QrF_sBC+GRY6TP!~-6XoZT-x}XVi-GuQ0kgxO4f2S zYe=KLJ27M5uGC5^=Sdv*p+EfqU!!++8A+H!4lJf$l<)f^XP6YS&EL;%Qe zwc;|F^u%c9QmD_eFO>LUKQOi~p``*Dgg2wOWuK4q{7CozLk2tyW{-P9tQ;E`XhA3AYSi68R%LryD^|_Thl1FsmP_ zU;C)49DM1ib&N+Hez#A4tVJJ+JH^HmmQu7Wa8%X!Y39v4I_*u*{|KjBdgHk}>@Wrl z1nnSvIKG2X1%V*IY*CX#?6=$wk4q5NamplW7;g3&09pycQiuTm_-^c14=Z28?aPoB z72;!iv$RJ)5c>jhskuFVVBK}bJ@6#bRqiKu>C@X_d@VP)o>@*NF-FIszW)mO9M>~O%TGi<+T8J`#=9>DyPn#c03p!!n66J7OW zrr|0F^HfTv{a$^a+eQkSMjB)sqCvu^QY-kHauFIr?LvVsmXgase>qoy9|%kcslQ78 z8!m8hm%QpyX&FmCS0QCZ8D?tZ;%Zcg`h5{3w7H`SW|q=YVn^-?^H+TV!On*T^H&iP z{GCoqk1HLtFN?cZg4y{IMn00&KX>P_6TV+b8f#Ub@kywXLD+$5J%+Xj=wwB_4c%E>DZmQ*5MsMgMIM^j0?e-FqP?G_@3+ z$;M{MJpXt{8~obuSyVq)5;i21o7(gi{qFNXTTT-S`uvAno05A8-qh+ww6tdL#VlWh z$8Z7P)EeI{?@thkd@*F|d-v6b9uvq%dEaK&?Jc{v?v36j`~#ZEByDsGlQ@fbiNaJO0tYtPK3FNV0y z_v=+{jrg^hds$A!001C?=P34;%)_ik7Ja1I_4Dsr`yozkuTqPM6|GjZC3>V0VTY=h zTebAZ?J<91F%}f5yOYMU06~AXL@nSydxA+k43vIU=$kHuOnjZvQNGE@RM8bz?~adK zEO~B=>@L~^2lT$s`alYW(yMkI`8ATKwvgzE1=t*(f|FX?HsBwxwuno_L0uQ&E@9V2 zT+@(_6!k%L9by0!EQMK@GYAh5$NUtTI{p0L8NNz*vGbXtrT@B&P=j_X>HTZX@3k>H zVtY(Ynu8FcCmExaZ()U%PBk9nV;4Pu8!Qzh`tr*DagS@9uBA%cZ}yxLyOpnoss8$Y z-8@ntbXS_(9Nyry%d$P2+4OxK(0U@f8L7W5-epCR~f=th)#NthB*e_;VwH~d^Vd;rK z(7;5B-v$11#6#6kIcHINKD9p(9;?$oivb{mQ=S6NorBh$f&Vu<9|XaNpOyUgge3-|C2)Zpe*G| z#tyyeS4#r%kczdDz>57!^Qp9yu%VY^rGIi0dL6OSao| zt&!ermYzvb+F|d{pbKkcSH$Tm^@oS6w-S%|n~O)dfHYP2ioH?d77c3e+tf?CHaD{v zqc~NyrN@5ZV;fbkvXWXSY4ZJhf>(ybubkxO0==lqgV15@7&kTQyx>%|qnUNNS%uIG zQM-sG%8Y;hdfky%H&7$qn_EXOIORwYYg0UA6MZZt9)fHBG)Fa2K+V%HrRwNaj9g-8 z`_>iJF7~ffg&E=PmmZ0-u1z_n0t5$GY^%c#FZP6W7;mb!vvO{{$^I!VVy5D5w32#a z&&@AGPiY;%YBfubec`#T?(>Gbf`e;Pw*;Bs3`91$>#!d=VK(S6|5`)s9E7SMT8j^X zo6{$5GRaM1^rT`Rm`%tz1f0oMBk#3()v^_dC+CuJ*WwF0xRfI@KSs8OvJ}TCrjP+* zGR~WB;Z%M@Wq(Cuvq*s_m)R2)H)Y+vZj*?)XwcmuF$GDfau%1Id8IT9Guoh(%Y5<< zn{i*vP0j&NPNW^rxomqj<8I{k zT){q5kFBcmP+?}8Td#1YtbhyUBqjn zY{^}SI9|tJf|thMtwpEN3o?wlewmFHm4Z(hc$PIv*aw#xZXRp+?T_@o(|;cgD)s4u-U|)w zjpdJHpprWkN*&25Ln^_OQ}qkRB}wDQwKQ45#la%ZqR}9T>`gSl^eLkoP648Lv+`V9 z`N33t+L8k~nG?KE_$`SFT7uSvB;@6&^hoVtgZr54C^gTlz0lmisiEXafSL2@QZ~Aw zs`rO_;&a0s!AUqP)Z;7B65+V=q~y`17eD}E3EmZp1H+L*`#X+7U4t(H!;wH0U zz^a=9!G1D~yZ3VAykP$L9)iw zh>_u~6O>Tk4{--*qIH`F$G4SnyoJyR5e=N_n%I*p@svLaDhuHd|H^f*05Yg7_i8Bf z3w-nN$@q6)xTyzeHnBcAY;c{wdR`2BCTOE6OkSga?LICi5dN}RY_cXo2y7a2IB48V z!^YE6Q9fh`9i5?;@VXmA@uH8OPVZCh7*q7iYyox;yO52huLMX4Kb{lUkx!E|$VG5& zA;9qfx8_^Tb?0+m^4e>znOSBJyMLsyqC$rRwsI=nfbhpQZ9JZbafIkcO&kSptsUw< zFc5))xgwqdpNsyan3oZ95ZT14b=d2%b6b<0=QQ6FaLLo^etn(iAzA zMmV#<^vJnuI*2^V#^|h(;r21s!_{W9G4>suwwnK|3rAk!?R8L`_1_X(BOT6%EKWPc z1y>)1uZxgQ6S)c#NeTyq-PjG2%XbKydOXViO-N1kyyNdo#COBll_<&Z4eWdAo2dn@UU z$ox#dQ+4s&qDsBA1xhW`nbD^N%C$wQa%EkrQm4PL06|mh+G8SSV{1!TLtmC>?S80{ zK~r?QKL4EJ>gsBX*{V>i)WS1kNoLk_*pp3JGTZ=#XQqLFbb#u?*aoFXAq%_&KQ`FP z>Iz$$oo>E(q%+d*e^uSrhIab(zvN(Roc}?}8f)9j3r?DwPXVk>qCjn*ZcTdF9Y_`L zb%}~C?eDQVuNqpX!Srb(RXIiwB@QJ4GqJ_rW_@0O3EcHo!)TOTrud^X=R`$YNpw^1 zaSZb#4n25C4m3eBA@chQS<*vvLne)0=@i8bIyIzBVLC5x|*l$d|zVwP?*L|-qQFnp!O!H_;t6E!D$eZr|sixfk>O-!phjsc_vcIO}u#}KyVuXru3*tL{d1_FlAGi=jwj?!CZTZb6S7#!j?G<8EFR4KY#I#gyAX#oPkk zaxWH`LlY`VCO*L5$50GsR#1E?zweu%B=K((7F%=dhoo?I zyCA_n$(8>b?nXdY1q2s(Bwo^2X^YOa}QOg{-B@phqZ8_PbkDT2Y{v zz%l2Z_DFmrM`MBD`+^_x+?E+wjQic#^k7X}{91(-5D<)@MOJ=hA|u@rPa&jgckQIa zU1r;I+aY{)wH4Jmqs8_JXF2M3c0B}k6=_XgpC6QBuxnhG^Suf!-F+B_SS>q0X-J+1 z<*Mx$O(%O`D)0`SR^^GXK+sHqP=}II<)=x4vmYrWAH+@dfrKJl;*ipUqjm^8tGJV@ zz$E!7povPfFmh{GQAeQxDI1S_Mxp$Uq0gTUx7ZtTpEvp^ zQu?>I|1*cpiEQ2~mnSe^C!<_Ft32j4ifxAHwCs&z`pTwNnCJ+4AK9UZ z;mf!9am)U>eM;-uoxTMx@5#(2s`CrkPd$g%vQJnPba3UKuSwKyFcu^DCi&!)Y>)#Lu zznZqviX4yng6>c?+&(tkK;r~wWe3|q%GUDpCktGB`06sr;aZPyWjkF+C*4bVTZSmy z!!?8$JG%6c;@7T4h@Wz(ShE5jR>R8($2154V&Kn!ZbL%YxstE*8jg1U*SVCy zyYNZx@xVvn?4UG9t(!n<+`|420!xuw$RU{d|Jao(5iatoqpel-C4w$h&37 zJzxA<18VbAGV)srS~GfXbmC}Ng-p1G-_|yjedgW$9j>hS4z@QXMudNzRIkQ4Gx%tz zsBB#>wbf=VrNTL?OlF>E1&!l#Jn_9CphZ$==n;;SF)TiMUK&1LYIqcjufD!bLV4k{ zU)mmhrt`mot?wol z2qog@8{jsts)%NG$1t&1(td`+SNhYgIL6KS;VG6H$QFcWW~}fuL;|*zaDPO)|59*h z`;i$N8UsT8y?zGr9Ub~Ajf^d1Ie)3%3O##j+9vCDL2#C7TOsws#l{_f;;gbkR zCav~=$9pjD`?))F@r*^YGmd-F4swudxiIIV7ORf(ygbahqo@woQli}djDV2)Gn9nx zb{ z+NFPIo`utxj@&O0+2_{v={+qH0)<`CGk~v|wR<`yeJ zzV#D=dfe=jIAw%4rHiN_ihTr6r0=${_o`y$0(#Y;6draK8K&JG!!UP@ow6pJ--&h} z4@A>D-}CVQ_t`~8^fRu(ke0L8!N%+$f?QH0OFOODo*{*)gCh2@0Rml#l7a|&tiHO( z_M1yGLNsP><-ojuereG*QRZ4D=g%zcteK zj4&3g834+{q7C4{RyZ)}Qt;B$q9yXZMnfh~4@2&n!o&65!#rE6V0+HUa8m)_=l=}` z8UJgqZI~VSFT0nzJl^v|uTfSz+%nq@h8If%B&Xd~l-Cy<$ItjauL%Lb1r3x_@`!&a zgr5&WtnR{+lGVKmG*xXq_ftu;BW1bR3BOb=#oON-t!uth8#iRBywl!BoLjH=%S0wp z!&}A;F7q%V@+v28%C(AjQYCE|GJ6bO4qLRYuppbG>)E3taKxYsNjoI{%_+8q)21%y z_PQQiM zbj17ZLuaEqkQidoUyTCkKG`=3AnanMiV(Fifd1FND5CyPmpJVvT>GmIh8`<2MIA#v zNWp96NE4HM*HlGUB8yotPRi$Np9EAnGd&6O%kW%?7>p~6Sk_Ov72wZS%d!x)1ppk6 zpTkur#QX##$W%N7-wrW8ieX=ndWumu%rkBlXL3C#MQ;BW|LMnjjkAqh)i+oMsV}-y9b^Vsr?@C-)LzG zAUSH8o~69sOaUfsPG!#9DPDFMLP}`dwd}Afk+5+3R9MQG;}|DR_&ZG~X6y`2I?f^T zxn?PcqsunTaJR=G0AifGh5fzGr7kEJx?h#=ueRE=Je3Y}Da6k4wh+acIl6Ua&;(H- zS!}+##8kal;U$)l_nUT3f8$EbB74x#3wcJuCmtV7^tg?vc_V)8;5@$6DPT@5c81>O z8)H5zJTs9W|2li=sg8w@u>@6^-ngq=V7&7Zh!khuF8Qtub8Fq-{(`ZvS6VIU1)9VM zVQ_X0`C7Msi)p?=yU*S5kefJNZSi0@A%-Gpighx(3y5enCdX~-XdG0xiuo?bWH$z0 zj->O8gt`@%`s?0hdCr}q1miZJomHzBLTBxQvo)TTQMNcTbA1FI;<4$m*yE*ZO=<-ztui(3Pdn9HVglzF?B zZlsc&cv=I?H<@^|PHJVX@Nms~US`_CNj+LG(-q9<$Im4O=wSVgvNL|{*r#O|M*UJ6 z?I=grc3`0bcSf8D;s&u%tn$dTR9KFPyn#wHHouJ{3oO?bUWn$_j0@+`bLzumJ5G_F zPM~TD_r`mB7-Y-yfx72T$P%n6jp5PE^o3D$^ccPktr(EdME$t2`yK95w;P&I(J$xo z*w=>897Os>H<&kz{2@)jO$*^ifOOh;MDfFhS#_pBIbz*iPKWx8Q_d;BMJ`u+OY3&& z=@lpYo%_izI?(-`|F1UM(C71kD|KkFe3+>ZanoyjdELrVFXR~bJY^Q&P+fUXMMD#2 zRW&}rEFKikuMf*tAARSd49vWq)RuokG^qW^3rGAJn&)MDA>Gm`9OBNd^7$+U#OGRX zi74Z6r0v|CC|*CKd3uudSba!GnE=0t8*%K`X1x+kpDT5?GIjjUDJV4&)`xAk3Eh@ zyQY75$)k(a+DH=pem?kP<9W>Zpeh#U!*k3_Gz~k*J1Tx*59Fr17nd7X*u|37N>}eK zn(Nv(wl<9oX{)8fw7jKx!(;<}b2KvGRUX z^di^rl~uM?isp`4+W};Q&eJu7mvf^dh$T71c(jo-rwG%!2}XycTzH4_y!XJ->KIOx zx`J!h(ls}_n7xMjE?3UC;<*dp0|IV|u1zh-)}w(Fip5zl`JHw(KwP(SIw&B$ce#3k z)kx6ifLp?LWS0>AXQxG?T*miOCwtPGUBWi59LTtBlKGC73?;!u;oC*Tkc+YtE#Agn zW4qZc{0g$Rwkj^4wo*RI-iYx1%ojh~%=INc{noVOq478_lHRD|46BH#s7;f@RrL3M zu|S))szo#|xExfHo0^7ody`7djhwoWM9TUzG<1qib6$$FoCT2}Ezpee5Hy1-M#9*oOaG;oCNmmE>o2bWkIab3vUL`T5FeY&C}o4G`z4f;VE$?O{cX0imE zk^YrNPT_D21ydM$jq6VxZeStYVO?JErW>a<9gNj8p(1@ityV{ctN8f+3um?f0#1^l z0pSs^r40XkLas#t^flguagA#z+Q+9`?CG0A!b^2frhH|b-W2Z?#CJ8>GNdI_H`!{@ zitx(pg~nB9J*W~6%bTVmm=zh>NQLNqu$%vLpInrkJKyZ+OQRkK$xgg*w|npKqx-7r z6OG^H?U;aHTj{x1B82;Xi;|%D-^OsDyg*1Mn8QjuZRL#}3vcD~kkAv~_jHnZBTQY^kD=P}5rsv0!i9D-}+${?3D}i04 zRZz`4lhD|r`S9klLtV@fh^)1fqabh?{(bRT{n?CksuQ0b*1 zI4;hA_AjnS7MJh@ZFe3^p1c|TN}tJ8x}F*8>*F#*`&?*HqPzMAT6sXt>BJ;cODECt zpm+ED*Sq`%uER4NU@auIC{MwQ>PL-!(zKG)89L6|o_JFveOBU0M4|1%`xw^EGUZ;8 z#m=Gs3`>iw4ckg{DcTsgzk!DVtlTwmkiA%iAfz$pz9ptlLG4K={XGt*M{KiDczh+p z4^GvR>8K$j6iW|1loX}vi+$QPD}i0ppiTWpnE3^EaAuIhcLE2peB{o7wa~7i&>Mt# z2Q*APm0m-UsyAH7vqWYPEg~!*LeC!xilN^3!=78h@AG$B&NB98o8x~ky*i4E;M84a zyeAU79gD~?qW`%|9N%kHiOSGANo$DuhS>_!Gd}w!z^PHc1LxkK@*2yS6l)So5PtP`ebeBA zzOr0DLJ)(an#2sPYj!};P#JmT<}^pZnHDXDxQ0G9T;`?vJik5FO^1X^EPMh7!l&LR z1mGJsL@GuaoUU`bDr%Vqw-}xwKw_8}CkprazhmjXoeQ$+b7K1YNnV0g1g&Z&f>phZ zSYp(}m8)=z51+3fo|IWja4R3@qIy{p5>>+O5;y=$-mPck9xt$Nf6wk&8Ii+ zfeUP1nnvtxS?+6-p9@UL?cQLt>Z!ZzV`}f+EH$L2BN@@V{47F5mC+3l*N&KGVaN|@ zF-&;sO{ZHb>B-9*c*kF#HSkz+U|zo$?Rqt}@p#KANP9>(hY>#>0=)T2(ECGjI$n)y z_&CP@ZX>Ng;MGXXwL3>$0sJC<%1_;na7a{+?_GKo=E@<-VokeB=lmJiMROX))9xiB zP^qQ*l+`3#P#J-m8z(FBjja<_upC}~3Jx|eC~trKYa9_lgP9MYg6u?yR|)3|;=uLd zYro7UXw8-BR5Z3T?_`y`xcgmd#-_6nB%U72@!d}e?JVwxT}usxLBp5GTE`=}!yvx5 z6){Z9662qVRJH7lEe{FpC=Y?Q_^Gw9jEKfe#B(#TppnVG4(QFO4BaKp0X<$+|3Z{! z$~DhHNBtt+Nx_#>W3?D<)=c6d`?LY24yEdQD{Y_{k8w^5!%6khyXMAHAfAF;bH>08 zXWcS`d+X!BU9@J=hQ-QI5fx7;dy5*zSw8^#2#UW>1TT6BM8LwUVE+DxQ&Ljtu2xV^ zm9@4-Iw>_)yvh#?<4K$$Y@_Dizv~jML{+@pBA*%=gElf(t;Gg2Y2bC6@Y4{_5wwo< zh7=k`)jV>t80-CcA$&Hoh&tL_s!FI69%`Dp0JLj&9G7`|X)k~U@9@g3zVX*k>@vdE z)G?5pGx|CIkBskV@P*P4bo zeAHyE7Q7JqQ#*N7J=*8O_2!x=B1a%CJB^`Ebna2}@j2{UEpUTi7D1rQ^HDc$|HhCN zL1);2oP~CNvXx`>qBz>9)TehPBfCuu-wxBo?am4L7J#Gl-0!tmrkH3AyIEEy8X@TA zZDI&~PuR?4eOzv?`BdtrA22u6OD=8{FCPgU*r4NvN%@WY?WwL`YV=K%vMvcTvUkwP z6}!DhL@g7nbklV=F!xYR58;tiU zbRtcA%K}~dTjZU>beLrRM*g})^{AwTB}l?#94bw6?v%hmhmX_v9@Lqm0Zi+-H^}6S zMA!X)n7YcSD7$DaAl=%cO#u5C7ptFHw-DA(n$BvB}#X9w{+hZ^}F}}o;7P` z&78CMermrgPzG2iB86u$C}YOs{*HbZxqhg2dXsBZw4U)tLox^#CAgGhi) zF4XhO6!KC4{ldj7kcme{qbKhA6}>N^cu9!A?Pzo|U9PD%7)h@#TZCBEKwBwqpx62uwD zedQ%)so!cE@@0LRPt)VRD2>?VeDr?8QcM=Vq1kttiJlCEOp}pwRH2$$zp|%L zb_Lymhl%JDKVa_sa+MD;^`StY+cH5$^>z%~mfm?O#G9wiMtPcq?0is>c_znu! zR<2jI>rXuwvGzAd-@MyQ$r8(KK`@aBJ-Ns#z`?Iw-oa7Ys$P0I`=y1GGT(T9UhPbA zM?D_h^Y79=2qZ6Nj(T!4JJ1}oheQx|$7Zzan$Y#iF>^fCBb2odm>ju}^e$Jxw-eo8 zrWszVj+r-Y955qCn_TazDWj@BXmKP{`fxlwje98ZHJ=0(0M#N#1jBFE^N8^8olnZ} zMh7rRyaIKuh)vIj_^`#M5f9-L4VIKk-+23xCWG!U^X_P;y2=E{iewHkOeTKZBOj7- zWO$*dm%9gasvY?KWdqxq`A~`k>u4b;a}n1OOO(72UJEq4NYkv^m?E|!IwpZb(Eu2H zle9hB0s=pNxhQ)E9x=~ zBAULbbA+j+uGl4KbSz_(lUR$r)bf|1B8>8j z4)N&d%kqCkNO#|97$KgMXtnTvMh8H}qlv-hCE;`O)G2K-uZ7H-`3&@U@%jq@R~9-10KKJ9fC;-c4kH|B7kd(^w=+A(Zj1F5z9a)rw=%rcB`t;f$U zcL@;-f_hIaZmUB+D+1q~nnt&`B6?O=)Dk-rj-C=j_pVikE}O0Vn{Yp!LZtKyEy=?Q zdY-*Qjgsm=hR%rZMCO5c)|LD)6d|lMi)-Z^mWX9{K8l5v!i)2(Uys25_r<$z*+RH4 z8Pk`LSjg>${X^emn?(-YWKHNUrS)Vd(6-6yv+Yx? zcQV91CluR5y&gaA$#hb3Ms&vIoUO%xNja?y&c+dM5Sd`4t{`oF<{3bhJ+k4rksM1( zI$f?lht@|VEOI>}xy33$WHQW7Dyl=rF0apRb0DFhDoQOXB~57J2OjUQ z1Tm%1^|`kh)-!N@mj4Dyr8)e;$xk2W@CVF*eQ#HrZWKoXFp9!mrr?s;xua}U3Qg4+ z5grcg&8Hrm6;bQt8!O9ya5}!?r?OEgNX<&8SC}EIdVPu~JFAvVCV5AvyG@u@oRO+5 zN|%Ro0kx(_^BKd^M*5DqBHq-q=L@GYdApFEsfjq+DdpYt@)&D5v6UNY>^#2dV2C4vDl70V?L99SO}d9rHQaPiYF=K`y#ht3}I{sR4Ro zVI*gwRlrF;mo9#-g3sBW6}gZi`pIQbv|K-6T-o#Iur)m}!o&+s#dM>4BO=p*P@~6} zSjNh;rEB|%(;i5xYsP$E4<^Vu$~sR`W#VX!idY{tgER>K{GkA*IT4K3X9~%cuHi(; zS-&?4jV!02Ya60CjL4!lqS{i%vSgk8u(eaOHP3@3@$#ORF~kf4TZy`kLwaH?$v18V zIbg`g?Ypk3ySe2_Bke1OVhOnb4(LuPqXTrX-4f{3XRYy!!ef>9Wgt*tezw24lxF%i z>05Z15`OWef-Y2$?9o)dETcByow}CnSR}IolrBV-jpftaC(!A{tgh<~)!{+I@;z)k zTzb#?&X_ZY1QL?Vu|+r@BczQAl8_dyET5zc93s5+Mq#moAfj*hs!LKJ2YiQi6Q=CvyXzyPdpv9qoL6ySW-LgJN*cwY>qo0>q`N<4`beqmg+B?kNKUABFE3_~87*5;-=oScYElU{uj+ zjn4~!5a$V9Z(rCrMnu*{>5r;6ctzu15Vpo@`ugAd6QF@w&+|Etvau;O$0Of;w0ww1 zpG6@TsaT>&DEn_}euSoMUroOI%xSRV3KdA$OYNN|(x2O_mF?NTnr+vR$EK|%%Z5YC z0nG&}7FoInVBYD3f_SR!pPI{X!fryzyLVWyH;ZGMKExpu0gqQVNQmHW*{=Sbvl5hR zM8^S51Y&%WkPiZy42;E9EozkY_w$&Qud3f~miE}Gqecop;nmxFW#IKsmQYguK>ViL z;f?l+Oj9*#1dsEP^cUhGn64fGY>IX-|E2`+j|7D}9FtHTn~Zbx&?>tKou)Cv1|>Q$ zwy=KV;|`{T7EEp+Q7AwsvR6TKjOg+G zXs!Em1ZRNf+GSwQBhF*BWWy9@6Z&&JyAzmTUUM{N{TAbB8ec|u3&Ss>lKPdj0Ot9< zam&ssP{FXkFIe-XfjguGf02l+^4nfzA1U1Jyw35kM4~!!Q#z{-m{ix2=4)peUu9Q1 z?7Q}}K6z*Zn7KV*4a>?Lr1J_-OEDHVN3a_I^7}Mo5%(++(NE|nEyM~!U6&YPkm7+!UMhRp|L_&{~r1u8P3n~I2d&4eT<+-tI zsj~b;840V_2i4g<*>dE)H+DgJA^IR&HPtd`pAy%;>sdf$B} zD?yVQ^lO|5gmx`*EbRILKd@lanqgjGjDA~%+{kBTQ_u+EWjevF+tm9D7)>hiic#*G zvfi@`ule2{G|Da(?M4|3d~n;nN94oU>r$1i=Ch=)hLlsk&BR`v7cnLI*RmCx-@H=; zuIZ5I9Enaxh@lMUYeZ1BYt1*WFvqs~glc6Of{|a)(@xPjc`m?MkvQ3VK}c{Bj2N+6I?e1M z3DD+BDlsVc8`tM};Ivqj&2+ z+>EHAZrY_yk7Fv4^I98Sf8G{LiKSKiIZnFfa+7%h;XsS=Ra>YbKN1>OS&Wofcn0_2 zMll`K)-+{kNu!1c8)0>s z4Q3fG{yLrxIOeu31>ghXF->VLKHKmG(;e@;3UV=g8i3kqi9=P!Zx&I185}~EaVbd# zsbm7!LZHO(kton$Vcuy)OA`^-`qvW9H-{D^P+$~vrihvFNs>AqWl~_g5PUCWFKXRu z9nIuplSv~uQHcd;({}-tppX1?`S^`B7!eQ%IxRc#{+<)doaPN> z0Iuero{Vha7|bm;o*7M_orPbDk z>s%4Z?T?n6UCf+X4HW=R>Cir#NdDT(G6|+)(JIt`O^UKKAaDetD8u4AsUNxK_`tm& zCwC&;LHoK^ORtyVf5S?`0g2pq84dmbQfMFCxI)rb81r`$ubrFaQc@AnsVQr`I8HMu&YY)9U6(>PV|ABla4 zGXI9%9@uKoUFlm-spOH*Btps8R> zxT`o8Fd;Xeg!B=rK}859O;)Rg9%!!tjEBx=cXX0*S&i<)rr%nzCm8Q1spM1jRumUP0OrHI5(v^WQS z>S)SOgB$zb3&ab{X@ZqEcBbToct0tRtMd}XdK_0XVu0}C(f2@vT$xoPsC}F z;v^fDFR35@S3`%{Pdd);BDv2|S`DeIA^CMlMumUT%a|LCYc&&(aTwEG@`H({DC*<2 zPIjZ}ubvR_2pVO}vBiFFL+Hb3l}1BzJiaL5*@Q zHFSgz8_{vX`3f@HcGzC>z#fGYpoX%E{7pRhm>dYPh_tZ%1&eF~r@&;#mz?a>`Rbda zi=*!F@$voH6aI-CL~G~jNh3+Fl9-{KQLqRIM3_HTE5cmHue4gIp%usWh9qBPY&(JS zq~J)}ZfWFDelKntr}d&fm0ewsVgOO}_$j!QsxqPSN=Q(Eo5<`}hpUf>6`-+UIC9G} z?9lO6SZY6!0lItm+UMO1FGyo~orvQ!^qS;rzQ_c41bOiNZv*W6=Zq6)}?j*FjI10DrGDH>6gyR%3K zoM2W3;R}@MXGXrcO7aR%%f13?Z=ZwsZf?%uxO}ZN1-UYg)y{fn5y2WJ>PSG9;>A=| z0;5%6!QS#W=1-TqRnryd`qTd^!~y%X_~pR2)luXH2zuXmF zba2+k6EjVLdLO5LIrq*cfX`M=X$JEKmD~|tb<271| zn8(eKj#4#nh>+XYj;sicPiY_V!VjKP5R?{=ZD#!n5)Na>xhcL@8XZl}CmqHD2jT_! z*?IR#e-&&=Z5G{lzZqSFy-?EPx8e*lqes)!a;PRh7+rv+1|z0+QpjJq+>UPDpU^q` z?<6&kBdZB2u#1VYKf3aC#t898dT!*@Q{J8&ze~BQTuG|I)ROszYhb}2NjSTI8K~1j zpYa#?dp#;fi;E2w(RPRqox=7~35br~dlS7QQI2)qEaf~p1;qPrnt7u}z_#b!ktdy& zT|D%EuyNm z7HPxQ2=Xa6nd$gGj)oS3ifZwFX z0;zb`Gw#v<@jo)iZeOZhXLeaJU^F?%klECisxvtq)~(s3O^va94~qhE0Tm(YO|VI^ z_CD@s;jaNfWUEpl;@neoE?$(!4&0as!vk!2+FGf|^$gA=Pi>0`ADKLeazBJ;`$oXK zS~qX&mF45pL0ZBLmimGt#o2)oi(uh1@?hZwEdR*>;doN+8bZV`+3l`Q-&XhF9yZ z2QNO*?d`pRkr3@TsitaJsQ^cEwhO$+gU8QAG9%*^EzN70#+j{r$*l*+#6r<3k#K>N z7039zK0A&3oXWFZ+VZJ(+#Zz_9!@9(D7NdhL#Lgsz7m0wpr*e~Zstn_>3|!^@>-Ih zwBN=jYXj;7>(ra`a@Cvu(_RDPOB1U#y^azOFAkc{L;c36erU}lbjF>`YE94(&+(ZC zHqmmBw}*X`svjAsTS*?)%w{42Q%MsHZ5^d6Vgsdjy0}X(6Le017_t|qSGQ?zbNKhN zaz>;x&qc?~-G9dV6nR>bVyZ&NPPYo$DT>da)8$6Ej6%iTIaNCdJ-4sO)gar=y={42 ze(@qgfJq+WJ#&`~5l&{?qo97yg+y*81wlUjdioGM1)m!jfEM+n>i)gW9Qz9b2APLu_UJb1es=er0;P z;A2%^9htGsKOcy$VPG`oOrv3D*87@=#kVjP5cOHQeOPr}1M8H!me-NeMs&zS6bMo5 z7|`{8vgY9g;_7_!X;;iv!Qkhc42Y(1QinA3*iwrPA==`1SXE2ELqBsQ%Wh#Jep0Oc z9_-I=L^Wk0ngjE&(e<11M_pDt^>q?40ISdVpb8ktl?}uR-e@ljSy zuIALLg6$kZ|MN7}-mQ+}ympTSV*&b(vt@@4DWeu*t!qSH^VK(S4}bZ2zn#~$r#vy% z5dx<)n^O0QEyHWUa7yT3V69}=(?!66G%+#m41LE?B+_aeY;EqL^IuVce zU0!9#rH)x;Bf#Kz?PE6oA|b};G7S7O_Vd%YAoy5UONMG2TG`1?o2JriPuXoI_#(z! z5XZgQtK`Nh6KJX1V`z{oCc8*csM76c?ZY%%zYm1jWWtF(tg>8{=iucmrLMG7_x99H z*!1+RXY!HP|1&F4O`Zk=&n+LdkL4FkjtbZeS;sbcO`Hjj$kztZW!o!SVzM&nYaOOF zie`C~Pd5&{?K=j=!Gh15)ZBZw2N#p+UA%II)FN7^FCNi9%1G|HQ6w789#75BqO;AO3I%RJX@x>g# zSg2TyV_gizD|;R+ck@;zUaFK~>r(u2z}fEFHjC(1#Y=CTrRaK^!@a#pAhPIPQXO@<9qLV;~ zwfMX&N8g*r>g!rmAvHKTx)K`EjVeOpv>6VIBb+JB`G1|1t?Vm`Z^nw3<-oEK>s`{} zBciFDXQU?2ZUL|`v4dN1xa39Q3ronl?UpA}?#`^s8u9NXlgc4DI7)bcJv zY9nkOTi1ajQvjp&2?F?pyHx7Jfus1m41(S4Z9Cm6FNA8`4XCA9MP zZ+8CP(6;+v2oH*VvV3i$-@of6k%g>x>%4;VI5$x(Pl(81%JSnb(I(v?gpJsU_!u$PtvNr7oRwxw?ym((Rt~+BSHuW6S~CB6u;n&zA&3iw$b_6 zb)NbOl=eWcNADE!78>>5dQ#*TrH=2m%ld1dqQx*E(N?Pxh+9tp0p~bkbTyTkvEo#R z@B7VsnrZhgu2eYK+ngp0_qDi)A4g3#gGT_>3L=axeUpt0uQ`#N=gjMTW3nh(S~%qW zU!lZBA{+A?#VXy)wLjISi@@GH?Akd6U#J-Mt#YU8Dinr({>>auL<>_NmG@ zk!w@{#cToQ=rsiOERUf9u8#b|zV=YjmA7b}IrP5pVudbYMY^?= zZp*R(?`agU0S@UR9?8_;RhTN|PGrC?VQp$R$JDGg14x07UDv1^20jMJBv?=@)6r6c zr_|W8&E8QU*DMVJEm^9;fFeuS1Rb?UtDk@=t=W4CY(}HY43MCAEwK!ByHD5z?sT{x=?C=Ml@}~KS z);vlByK)jx?{smOC#4>RQop~BqGp329RG!rol7zV##j&tFRb%){E2*a(ENw5Eq9|T z@%8u&>)|%37qiKEpbrJcH{rXrWo9^HOG(FOcR_+CX&y^O{o?m+( z(cE*Pn}bUk=JVXZPZQF&2T91o-K++`{Kc9Fl#r%Rab$#pnFQ+P(I&9}2!}X~RIX1U zUhp54e*MFQp0q^?hfhAKaD*Y#3wepgJGWTd2IZsI94aJRkLo;2)|6!OFrFXSI1LjJ z4)zV$Un#x_+YRBG;m^;<6pB#b;xp^`k;d+sTBNAiHJ^>Ox{G)eAyn_+oU^M5``!ZP44z*_O>7ew zv!3)X4l%_kA`}I_2Xeq~gD}l1QUk-TVj=uhh)uo5pV94BSwZ%xOgm+Zj?bLv6$4#L zm}o$HdgYA{P*A$X>i$_GmEiCNJj_1A;V1SZlGTMh2|FtCj6D51Z5a`Y_cBS~s{)y* zD_DG4w=x2=@=m+TkbS6!Xv%nDr|*mJIvUO_SV4Ok9B5SJd_Ny27cruk;q4*=hWTe% z=wzwQskRmoEWg-l7{v)s&FdHL|2NhzCmO{IV?FLn#pa{zZ4*AzKVALC^d8H2Xj}Uz z!-uiZrK-aQqfVgu7E;c{r2<)oZLEG=u^lvAwLQO&Z#1t@hik z=#}T5q$Mp7!Yo(Q6Zt-N^PCx{Y{_Z&?R65kn8>IBAiEAtvOhi?hUz!MbT0Fmn%=XW z+Io8GD5&-@%gz@*BLME|>JRY*k$yDOqmUzYWOS}oZhy^w9?@jBYG9ak;LF~)QVd3X z%nXXN=Cn%v(qS*>DOC-xCDUn4t?p^D&5WQ{rN^=5~@h`z+)n)1~d2bDnlpE?#X)ml%m8sy0`G^vR6S=@(b&XP9=+ zpMUE6@U>uxQ6kSb$jzaCby3|hXU8l)D()Z0Y4;>_W-H4eMcTjtUYWIglh-7A?Ulz> z^453t)m>!kByRC<9M={vPQ{oXpflb$TKB=McIeUqx1}pI8$O;X1)&`kk5dD5Ov)FTTjt2ROi|1^}lyp>gbe4{KHidPa|U5ya#_xf3cSK z!ea7A2*vae?WZ*@Sq9jker_#A1TOXJVT`|Sk-0w>S6*TY9F3SZmT`{AuX8Xbgl$8Z znOt6mt*~wR#4ZC}qJKFBz%yqy(6fGM}Is^L(-!4aTS4$4g$@wM7CitydpeFN(9 zh}@VW9Sv?Zd74A??qL=f01xOg{WwP}erUP7wf#}59rm$)fS&1#9v$Ik_ieP5eSc>P zk2?aqu<1CYDgWt$^!e9AQsMLmLxr=9h{Q>Xb}D3Q8wA~s)?amUwVHn*G{AFRdPAV< zu9OhP^@TTA5F96Yk92&|ly-+*{Y=i6$^Y_&pKp$N88P$$nu}Oh|CZRSu(9FrA^~Vk zpX3Nb-7+^1NFwDa5Zsgv+&gB5*tO;77kQJ3PhH}>?aLBOTvaWU(d0gzMGhqhqL8+Gp^@!IJrG`86(et;E6S! zi)_eO3}VXoQVi9u87I;OvCKOgjT_F>>z0cSDdH1-o5mQOAb7b6_teWjKbg z&TKpjB8OErj_8}_eh~JrhD2->^y|j7V!IQr^P7&5(oU|UcTs1ks2CD_pr^A7J*oM) zB|y>s(UD|5ESb5O)4uGUy7)dgn``Q%ueOV3U67ff+u!QVMb%Sl>XriV_@d!v!) z2B?o~Lq)i0x5p+!vpx7;hdrv{DP@nv1EF$q>jBy8G%kp9Q8kGQ~>I>EW4k?O}i z3IXoyNpO-s_s@Uih=-zjO#Pvvh9K)Zs;(e1BOje)4NE0_sNd7I$ON1t7evX;zWU*w zaU`s4qMpyeG_JPaW_H*&Iht4OZptiAjI^E0D1TZykGq#h&8E>X0M;;m%1SPdHM((e zz^3wZS$MQ+N=Z7ZKk)=uFI98=qmnZgfs#VIJ6_e5pFXG{A^*epYQ7|+l9e7I=-Aoq zpWQ!ee{{d8>PkI?oMFvusn;jICU?Ds%=~=~=_1;20dXr#m+HJWrXUCQP`iG|lQ;R} z0&wdjsI7wj>MEs6+-3m|;iKy5h^=-L?9s?P*JLt0pN9vnQ{uH~gT??< z^JjKD8=V`C;8g?QEYn%vO2kYe2N38zy>$j)p4#X1(6JPYA9A*@*@Sn7c>;Z|G{J5zLs0#od1#%VG9076!JA+pPlMazJu*@+6VqFcl zq>9k@CshMVs~xgBGL0h0Ryd(dMcS+LvCb2EG=Ic3yIvYryH*d~n~~D9=~F_AlmS|# zNzYn3nKSsSrAA^W)S!Y|=Ne?-d<8x}?$%W2E69W^{Q~_Z-j}bTH1Y+i-Nw0FG{k;H zvLh3Iw8WC}pmBP4zn)%(qa`Dw#Ei_#7|3LS4>)=e&0M_}-}R{EvC`W!?sNqePg zV%vTCV+<_Ue18c!Eil(PLc{nKazh@UKnNFM;o(m63DJ#e$dD>7U?UOY<~m!0p` zAL}m8txorOF?l$V39YMY(|9#}LjFSdyrjn> zdyy|ytojPS%`~hRb8&3EpB$)fJem$JdUf=z$T!|k1ZWbO?7bONV~`8fR^Kb%QEuIW z=Mnyzth}y6O15|kbyAP9Cax8RtnM9FHVHHIIIY4?cJig2X!@OSwDkcR?n_$til-^X zmBBApAW&EsST+79!{L3*)N5xMt{__@&^F7vpNG=e7c#(ro%RV6`my#Th2gzw>gSSg zeZo?TW$)wr=T&U}ljamF2--j6_JTyaA=;+e<6!)2qDmAIHNAsa&9Y8uf}fkQ${xmJ zyZyBswSXVkL-LB`@9?Q{#M;(Qp2UKjDc{%n`XeOXIR+1VN3aQRNF4`Nm0A_4L^I=W z44c|AI|4=Uiw@fE(s z`0HOgdonWaBq#)UIQ%A^`O>$+(O!?!=8?qYg6}qWrid`RU7FKW7a{>@&U^mHQhy|263EoA=kxjpOj z@lk;gKEz_BXoVt4_32xIh*Cr4lBtAFi}@q>^G8pl zs~fp9p)>5-SnBRQkgPb6JyP(*o%qEK(5a?Rl0}kV`7KkT&UxVt zjq|u|WV_-}uZ=B^*$hk-b!DkgLjh~w_b{ekTgFGAANzhies#j0dZaC60QkF$!efwyvIXV5SZ0?1Q`02jH zfAnW^i}ZH6%FPP(ZtC+fB=HkfI|5JS4n>1<4b#Jy@J{xDnB1nz_>G;e*7-{1bbUxG z%D=g7y4-;_Df=tJxY7Ji;@^H;2b+{59%_o4otT> ztW!~Znl~?)E<-ukHs~AXqjF4r$%^*E%wyo%wXqt@bOzoJW>t;ph7Q@1F$tNd{fh|O z#7Dr1xc;yLkW!OxPVXMoYa_W#D3Nmo4YV-O$%MX_bD3M)V0mZ>?PZ8qajKzen*o{~Sx5bT<3O8|`ro?b4sbDH9sVVGlQI zYlQp?aJxaIQENhs#6c`XJAOzf!)1RLv;8YE)f;Xhmx)j#V_RcZ3^#kP72z zbRgn4HpXPeM_g)?I93vVHWXG83aTH%U1zuU!g(i?tPj8|XqFA>cLRzU;rI9AZk^y8 z^()M&MqG_6%rO#T@w%YEy31v|Q1%MUS;FE2U|a)V&zYMF2xOGdE45=YQA6B^mEm&E zv|R1Et}Mg1%VP*mkoqJOyI~oJG%qJ!g8Eu&0(&=I${&BZ@4V1`fE$Hor%zZT3lB9% zSmyTB{aD*X=U$*o?9_bwXsfQ$alXtlbwOE->{4Sd3IKoT9V@Oo5 zeq0{gQ*Gm%?KtF45Fx@R)vjpC4o*Pl2M!8hb)K#Sz`q4^i#nY$LS9@gqLd?vtbA+k z-WP^}Xe;^VgLJImNX zbcW*I6h6yQxL1cft8NzsWDgrB4!0XLrN?kR_kU@k0JMBZ7!|8X#WWp!Pqj*+{v2_JZ5jO%MiG44~DkrbWb(VEW&j2 zkH%mJXgA+_cz~(zy{dCOosby~kf2-u!^HUSD}~Y9q5bhG+YpHrU~r zv7nus8r#J)dh*L7hLZFbS1>~JW&OREUUkuevL%n3Fj*Ppn_x&5lUFfH-0RI~r+IDV zWl=f9`fbO8OV3wt8aup6dSOmNgxES6wvTS(yM!{ESR4F?)u3fpMvT;dFM6Ki`|Pt z$VjN3oQtoeNfzfjnYDoYL1I|rVNGU}W7y82JGm8v+_vCzD43}G1Z|6L0q^N#MQ=>C z^+qI>%-_{?e+DRpaoTf0qY%4YztCNQX6Zb8E}%~@?xaj)i&M&4?gXBvu*d#ee#3Vc z^GbVCwMAA|;J5s^dYn05eW;cvvW!;Rf9e#%POz5g%uaYJwCy<4I*LP#q6~sP?-I;W ziZsk8X$tds<&8^LzsoqfDpxsM)#D}qmdU`!yA15%YuKGOpVcfWC-d^PZl|2myO4mg zn%Ji^Xl=%$Zl!N8u-hXFpO$P8<#02_rc5A*F|bv~=y3-BARQ37hu~i}) zlZB1bZTcIQ2 zQ*ppfk%HXR{7LtA^;kj0$arwpTxY5tT0nHb(4PoYcK1K&=lZxkhZP3Xv7LZ`qjjLZUV(4~Q zafol})bLen1D4|`@BR$yXO`!EWJcV(NSW>tczp32d~zWv@4k{S>~Ew#Ss$cSe@51X~)Wq!gOzvxI9Q|gCOpPjN zIEE9jv`~lp=Q$7fo7{RiZ11L6i|;RWXSz#9KG^rFv3FjhJTWe;`p3kzc47;4@+tDA zGzS)NfEY3ffajde2FIBKwuu!zPp&9Rr$0mr!q`vG9A-{@a7ovh<)3twrE1yHgM#4^6(Q|UB-?#u8ijBtzTFh_Gq+8D zS#dJJEDk|lf~~zTGt9D$MAJ8WHA`EI58v7fH3znx92=XR%$LEcOE=B`nf5v`arxEt zUFw`zyD)b_H{;(Jb zqZ#b`M&c2~u#0JLn0&jko7v5~+VDse*f-qdHeZNkZkJv>t4wm$99&VE6-Pw!AN5?#3p0jln3i4 zlMZMf<)^c|N~3}fGLP0u1VAGHVu{v{F15ek1m8aLBRmf-A+DT!HAk+kcYj0mn!gkL z%Rtk|1s;}6G)fiA1^lqiO^H@2+7WY?`Jx4r7-HL>`up?AWtw@ZbGr;YZX>_h(_s}p z)2zAR-bAuPOqjZd4GK^ue-GFDThLGhhmxbK2IZWQ$e7q2dCrWZVRaEOlsSiY%vchqHmk8w z62fAWPBy~g^Y47ia@fz!rWmcSBq+goJpViySX z_h{D0_6)0OKa()7nwyQsObF)BBRSbI?<~0xbgZpbNs-JF^I6-=FhcNo_3Ef#QLgf_ zm(i|o=&uE)eCqvoREc)*b!ahY1=)TldD_GW`om%24=jJZP2~$LKZ(Q=WCnE@Dy7rb z#g-}NXnc}mAcj14;X1fHH743mD7*PUas0ML@F&!5u^JT_MkosM+}S41KkLxv2iSp) z*G_tPklvHm|0o=FY~ckPz;tIRAW=49pO#D zGL+M{ak!H&!2QK=oHNj+RCH}XAcl^Dc=!PC7{QYy)0I<}ljG|;+5zm|_@R?8a_e77 zYdAVDQ(o{d{iBEw7troMTsBTr_u;L3Pp+z}8Jy%+ zVKav@0=E2{v_Ip6$t%WIBG9v7f+=NcmDLun{H<^xkzDH*=>?^!8eCa$hMHViKZX-g z$0Rn3leKI1$J&4C)!FMMS!HX{y01C&um|1rM34r$@M>yTn78BH0ygO+t;t)Zv&+po z2n+ew^~-o*fP(&o#)3kj3u*~WXot>90=!xGyI797ioW=`F)?2)d$Ud0ddE^|j)(Wz zTT&N+{L1l0hU=^q?OrCzm!F1)j5RGs z^c+>o=3s}o#?|0ob*}e;vP^$hn$RzA+%#j4e6U2>jTc6;AyH_{39D&Gze<5JmewCe)xr)g-cG; zU|_f|W&?)&^3t5I22Rq4UPl>PgsMGaRF>bevgH6KqSuJz%=E1|QjPoPWldI5cjCwY(7Ih*3I+cqPR_?wf`F!l>szSi zzGkXDa3#|bEk3!XY77jbrTq*>5@nqppUkHh(WJDPj^}ZBRj0F|Oj~>gf#CTB;_jN; z3|NNvgC}$82p`Rf|E=8pYT7F;86Hweg716iS4m8@0DCh1--3@z$ucWloUc_Jg7pP{ zM^Bk9w#AxKbL^B4-`KWQuBdpYT~w`9CYcmOB=DugNm@6wREf>B=XI}2lB{$A+}?06 z+SxKVSD?*3mRosH(eQxWnnamlS6)agb{)t`<#i#H+}A$kcUkCKMyzx>`(Lnbh=rSJ zw~s0c6%r`^nVZ*=QyVhvHC^`F^DVn!V3%M}Z*IY(Y!go@WS{ z_($ZrEt3%P9)65jFzxn6&iWZvIVjE`%mS)?V-A)_LO)=t1cAEr2~c<8TlljJ>)xw2 zI{n9yJ7QL{?!Kl&maKDAM#>wSloQRR(W#wl{dGz3EQ^lrs-0={XpaO>%|{9JGx>=Er%&dr2n`HKLHG_gc6G*Mzb-% z0|hK4ZNJ3t4m-cTo)=G28aiuXDh79$O`Tfh=G(nuN41r56w#99TiKlS{TMvErmFj2rZ}^*cI1;cE5G z#@hL9iNyW?`P8w2C#PeK!7vp@Q*Sz$tMw)rl`1#icY(+_3z^;77hnm2%{$!PewElr zAN2?^P$pjnTY&mKIlN)aZrCWL;*gt!^=9fhoQrC|3-_(U)UB(0qt1`UK&SmsKvs%Y zrBDmk=K4DFzpXnz;(gGhv;^FL^XRQ!{k|&cPKM1%MKM6n?=lr}O& zxRVan;xn(d{ufI-zj5qfHv9agiC{71Sge01$a7`NOZbkm6X*Ipg%bPGrX>tOQ%`p< za3V6s$oDE$@sq^o!!9oYIHkFV^sBe|<%*GwN!Wh7U-n5)%?JZ_#>GAf0e|LO^0fur zeGrRC1eH%KTdg=jrpYb?iXjc zx`@eXw=!PA>kuu=FY-b_p6?4ZTfm!%o-cfHNc1Mv%m6;axl5trhRdC)Y-sPAb&msn z>CB6yl@ZUkAYzxKE>!}Vuc8Y5pW|k~ov*XX$l4xfToFvH8~{S7o5Q=h3~^L--%{hx z?XRg@JfXJpeOIcTBz{<3qe~D4<-2Eh^|xX+cm?9V5AtmfK9Tw3N9QEek;ekH>5w*4>4HEftGoH_7sIV~BsZ;Tw=o3A|Oh)>91t<_Y$Esp+%dP=hw<3p~$ z;fUcBi~Ka}?D$p3AwDLfVM6=J)V#!gNV!R-3F?(mO|AHS9yME>T;X(-Du&bKHig#L z3`DK(=`Q-qImo3ak&w(J-VEvxAWbynhuUe+a~TZx*!Ct-xYl3(u8*G$hZ|GQll3C# z*8#8*=2y|Xa$U+I+T@!42mVy#iX{kwpU9faX&i(gdlqq#ibK2>09Yl87mfQ?#?C^! z5>$Zw;WPl7p^_gU>p)k-E)qzHeFtpVm1na(A_k`Pv*()v=>kcv_NMT1bSFXMDa}6A zKN=ZlqJN+N=XQBwx%oLviXQtBTYo-@4tiBclakC@*&eQ}`I8PJV*x%TWKJi)yNM6i zWDK^ky9wHg=9FCwFLtZDhZ0}`QNguRzNBIt zYy%3<1IKrHHoneBiZVr@2RAqT-|y!Y6a@1C z67Fo`8}%FN*xAh*U{~U%&=4@F6;j4~J`N8Updu7zy$@g>S}|V{WlF&PjT`qrJe_4! zRDTzR6_E~U7`huox}>|iL7D-iL%NY}Q0Xp-A*7LRsR3bV3F(%SkoO|~-!HS4vSu;N z+_}GV_TJ|?_mX)5&+d>9Nb46m<#+YARh0T>+ad*ubgM|89sP$AZ(nwW&^gE2GVd7j;2dPc6q9b{QzHJJ1I>5(U`sa2XIc^Txh8h=ABGZ#q zOJgew=}|~+4niFmM(ESjV<%9#?*cnfU|$mp)^S{AwxvE5RBoSwfKR_tKPoCd={aI3 z*OXoLVf5}*&h&dRGqRBg>(R=%rVj9&SScF|Eh+{QScnJVVlq3xKB!0T1#^ZowVlrUrTM9U~NFxjHTXeg0>7?ZXfl#93coIYqU^;Ia4fu$(T zUTgYY^Lq$Rr9R-;V{^5Z2v^Ahu9dR9t8wi#Ol6d5u;t`_EfepOQ6Q>taD2R;x{rwk zr)mzyKI(EvVCLB12E0z(>}BCc&!TXJs^}aWlaHIQ;pL=ZhiItChhq4FCnU-Qfqr?; zIl6M6ijxr}uX>fy3;5W?N~RJ!=n0G{Q_9p}H6W&^9DC{{P8Y-YyX@9J$Hk!XjU?6s1sTiC!g zibEgZVH52!@1iksLbAB<9;#q6@2Se9hZ%c-x&a;1E;v<6FWxY2BaV+1#J&aZGmMUiP?6SKq0wY>vP(^-; zoaX@E=cCnTV9@U2&ay=qks=d4UBi`q`%BCSX^n`X@*}_c?$y}(XYdwB0*nur$(;oq z0Up~8TGB>2Zm;6>D^-za>|(t!8R-l zrA{xu8OiA7K98&^3GkU0^dIPyMMPe01#ei#kV- zZ#3=FV-QDsf9x8(kF9+(zQ<OInOR{g*;Tv9Ua`w zp1B5S>G#lMM$!|)hpnY&ZubU%mQ$FR_%ik14VYi$9?N>*(gKAIziQ!$sZo%7RFbYB zSoJ?4sN%)JnS)fA&6Z{T&AIC;vCav_zCjXMdSCbJ#1dd&JuV*~Ojj)W%;ydWD?>$$ zCyxFbJ*Ul|Qcc-tDWt>JeAaDzsIKZ-ejDg2H*%CXV{G zdK6(*q(7nF&60fZs;IP@pQ zyi9m|mwP9GdG$MUF4L6y$L6t;aF^2XwpG^kSk7<|od6AMZV>&0=U~J+q&lif449sM zIo1U@p0Ws;e)=~2H!pQ)8&gqIgR6%cz9Cd+t` zu^thas!1gwj}BIjcx&_YCxEmtyS&9Z_#4lU@$$+O$1{<&Y5RKQkAa3rjIVtfS0#|5 zp5n;U+cpef(?PzJ)46xrx;^l8Rd3Z60Ecetg^pW<@2z%bsnlKIa7@`rP~Vu6rcjPA zj)PCBg}$T`@w$SAOt>bj(k>-m9vaxLrW+Fv^w{37|D8;gN2mz(Eab}fzii80=_<-a zjz^i;Ae!RcyiY=wECxz+b>*d=&p;I+CocrM`g?%lWDb$tJ^diEOg$j}<_Td5S(bYaQph(&diW{=TpA^=sZ)*1@Tzj9U$E5G%q z3b)Fu_IRDMc7r^o(v)3Gf(pZm)R%xINV`?Z_b{;5aG1V1zt83vsNp@J^T=%m?qBC` zU;p~fPa9x7itt_F-4G%M242`H^*A10-&t+QG4NuUKdKjsWuVqHD&+zM7@#zH9NGcc zSA@1ty#JW+kw9{_9Sg#93$(}MXzol77xXWJPK z`45`{$vy9f%=?adwbgayJ?coJ3PuX&cRUq0%9}m%0}oQIKgId#IZzsD}7nr z8}gjQ@C3{1p!TpSYCs+Q0%U;I+?IeIl#|z2Rm90^BOG(>#U;PLoXKRIOoL7U_Tje+ zv(uD)gK_%-bB?c!!*h=v6YHMg+8z{lca9xo3lt zjGw=i=zDtY=O1uqeSfKqYfqDBDTA#KNK3(NP{j^UY@hd8hY!iF2aNE8$u>44-a(yG zDwxu5K-9*HgNue^?~r}9g9V+>CP!|~8wD)3AwfV?z{!Ng(euq74haG;7+`1tI~8DI zl=dc^9$i#deZRIPf3iBbmal%d{zktaen)`{IBc&wtoFNK%y-OTnYLQV{hk*t#|3VM z!VXOUtKs_42egwdrIeXItr%ME3%4T7kEV%T%i(EJ5zVXAh-onuK|1^dVf86Dx|r^i z5>&g&i1S1LKlOjchkW(dY1?I47i4qfPlwP;pI53TwXsCMuDj#hQXnbWm#?{fJ#j`Z z1!n!1ZvaW+FIrMvm_?PYB6F%qRT$bOHexfkcDzo7jGPs6tqF77Q+X)GDyN}Vj(te> zq;I@|luimuIl!}O>BR=*o@1W^xRMzpf5%0Rwxzq${^m8SUEZiqscLQR6U%C-7!`%t zscO>{C@d_8&iaB!UjGGH6lJ}~bzf?Q^}mdRGbeFaVtA5}_W*0WYaZ|aF6m2?& z(k=!|vm>-IJYb;D_1h;Wn@48yQSD*f2H$A+c!91!V1`Cjol=c9iokglp7vG}bzJvg z0S4~JW@VDyizZu*%l8+L#$~zsi?eVl;)`FlohdNq6Sg0k`%Nhl;>`#Q5HRnAISw;8 z+zy&+Aq%VOe#R;HXX>Hj?n{)fUXfGe{rHPS40yzmvN2_BVoQYlih|gvOw7-H{Tmeq5{3T#xIZjy#xsL=J9eVPo@WNxWok~)uGVxMcjnz) zjpzaQT>aNYM9U3w_8dyyEp{K!zPSGDn?KcA=S!>tb_<+Z#kn4mq!hMPHRQ$)1m@K& zdZEDBy_zRxnh#-6oSw(Rh;PTj_+Wzc9w;?m)Lz=oyje`_AGb3ej)z`Jb$2q!%^rV& z#;sIBQcmAcD2YACfb^Km>icYT1^SE_PrK{S0IHi`*T-xDKLv zJmXOP9)DFf*^0v4N+fi?r3lg=ZtL?2e;8qqN8aREhk}fY!ofQzTK)9zwv?MPA{*$w zQqmtb>k_|m=iwR+aD8GdRaKeofVsfP0^oZOc?kUjs2CK58<^_1YZMZ_>1B}3rK*K6 z#i_~-Kw7$cpPiHwOTI``kLQi%V$grlP|7P^>03U#x@>W`Fp0uU$%9OIQ$=fip9#a%HSH=Y(Fr(-rf87(I&L;JG9 z5s*J|It;EWFP}G$b<{DFYl2ih|LT_BkD-^%*H0{je9tyr$rT0)=x-DR+)J(kVeV`Y z!UZaFO<*JU-*IP46TBnqp<4FYW2P7F4$N!~s5WmXcXZoyV9c_Xk*O)8BZXz#FO==O z64TAC?_Z7nJLFafQna;3W>}`t45x$YAlGVZRadTZP}(RxnB)03WMHlV_*r1J0xW-q z8Tfy;yy<#Ryi0!I*y%vkeYY232Yj16+>8`yo?CMG$U}j?y*`8;sC%gYL_t5ASfWNR z4}k=InC%=MC+Dt>8cYIbY%;LYqf{rHXL?cK&Vvjg>F|3!38czCI*jXm@=TweucR{i zNQm{~yIF0)Xy>hL{yv$!qYmvpa9Uf2g8`#uIE11F*DVv#i;Jd$3$H{FHrjI#sxEuV z#YDGefFVS>wC%T;{0;n3duGVv&2s-AXM&C(Zu}ze>QDgCc1|#Z!KZoSM|z-r;wb0& ziW4_+FwO4SARkiY)1DRjv#V{9c(d!q zGph;eqsBFjmyFvkKkFeFM|$!kp(V5ExY-_znKzYcc80>P%DOw~PSw>dd*XM-!fTGn z#a>iPOHiU$qNomTQF2g^W440Y8&4WY!b={1@AC0JKWktUBF`2KC@nue%5=OYu?EZW zvFBayg}Ig`za^A=&qZUr1Y7PbYdw^k!Ye!4bcq73MIrMQ{lWA~lNKH4dCw zf7adnXwHwBQ6Z?g!}5!@vD|b>oG}Du_NnA}U;BkGInm3r(8g3^j%{wbAY6Dpdk5@7 zlnW9k^ITL`@l;JYA~E>=_S>m?Ry)_SXpz=T{JJ()0JL!&g{%aExp;&vsA*8uk9EpCQj`m;n!!2Z_R|LI0!@X5detEWd>8jwp;x})1rqBcfwd1DX z(2Yu(ynXY&Itb*`3o2`VL_Ld;DF1M+Cjyq)e{8JZ{*1iKdt@?2yW>ZRS+t5yDHHSy zrgeg(=P+@lS&0qXgvSH{(?A+S5<3@^WW!p2uCg+@Hl9=n#0vfb>%r3J{Fl06fk0R+45gZ^+mW^f1p+XhL2B6(-@SrlBq}gZ;*ozBWo+e zCj@A27btJp1O=7>Z;jctP;4#@5^fis-`V_?{omVjR3a>)wgF)4?C)6V*I`pSa^qsm zHO$~an!>xwrx2iSX7-?k_TubC+WDq)JPf(cA1ywvv^YP!8R*YwX0U-DbrXNp5iQ+( z*SX*u@|yGdddc1Opgu!8IJ$@{zuLs6jW-9JFMvFvmFL&z?6bo2l#aI#thB(&en zbL{H0pLR={nQ=kou=j8g-A-Bb^6#cd#r`ID4&?paa8>%}T~eMj(IoXXF|PX5bgz1O zA{Hw;Lqo(tE^O`L*02%1yc;E+tyL!itd+8V6VGFi*@tkE#v3U7LRF$9+s7Crqn_C( zJ@2E6keQ+lIg(#j35P@+gY9LV@$G;m7ZRhvP{%OisM19x0+Z=0)+!x)Gg40g?&KG8 z5zuku$PdnGIrIc<5*}%AfkoEwOe%nw+CcpT<@$ZPgS^ds(SgDKG*dG=lVv>^cm%scr(~8esOhQutf{?&LbQ zO8U;p7mtLKHla={ty}w+UQUg;x`kH#>6ldYcm*M_&@L$~>d!uj;MJ75!{at9S4S_^ zjKZ-ZsQtYGzRNmk2X2LhmVh%@cc@KLP@Oj-l`C29V|oyMlJ3;hzPZ6mWIKl`htvIs zS(($OWXfV}cs`DXRBMM|1;zr*CEzut%}So*Gn3uzM7?#+)47=DTB zf5-UIh$vbo4z<7WsK<5YO376=AKQm-M;g!4k>tIfwOuT5Yp2_`swgo+Uy5@IRmrgo zo^yMQaG{L>xeb^7*(1Y&w)b_M6#!wyQ6u2~lq@^vGN+5#DvCy!n=HA+kIGPGKjz0> zjQcn4v05@+$2&6f4{zShEIw|__;qXcjc^ne#$ktB6CH_UFmPjSlr+X(6u#6(qN^)M z4ZSTq$v^D$-jR=4dNmsVuVATMDLT~__f^)s3X`_WM)bX1UMEvH3KNI$U3ry;eK%-B zX?$m$M;jcqs)FjgT&P%}UxAtVxYodKS?tg2dU~*7DFse60S9?P{bEmd?s0rjr&iDI zQ0K$KIRXZr2;IO11)+$JfnQ?ir90x^`Um+>WlsIjfuG7;CAPb6@hkpEF|d)t zBcZj#@5ifjUHMNuj7n;8m;HhbwlPMp-X^&|VrVMs)52|+v(7{(N+Yw&cs|}S>H{<^ zk2QP68|j;3D%-pnZU9CE(%i&ZKx7Df$wPBM(y#cpuNTxP&f=_Luq8>yKVU!6It~2Z zB{#FS=nVNY;h+BTNpX?p+M?K~B~n$;7raW2Xqrqij>i4t2N?IY(F7PJR>hwTJ)^+h zt*nI+Qo3rVk<=#0dSG-Z<00M+yV_w3Zmfm#DIn(V4-Z{=4!qdEro&~J-}7{JbcywY zcZaX)PL$dmJDuW$iUTk)N8_42Fd(e@q(e_iJJFlHI*vosK`eAHAT3wk)O&51u}&|ft!hPsh}GBHyb7h?&MARh z|BYL$58kQH>iU!&W3ZChUj(FwE$QjuQhj@C%8lQzi<#G7t|0aFAbj25WQw1QDHO>` zNAGV*Hk{enG&d0vRRyH6n?pQEi8XEKM$LUX^z_=vwD^$bhC@&me?Dz=PJOTDd2!O2 zS-U%HMeA^tPSeDT>Ln>=WRoz)qc%3M@D14|Dbex|4wq%EqnidWj)prOR!p^vVK0(@ z?+%({D4hb%m1-v2)iZZPXbPHW<_S5&H4T`$I{N0qP&C^Jp63@shAC*VAcGR(c#1oKzx-Bv^~OVCrG`A;V!kscfCnDg1RaC)kgKdRJLVW|}k> zu6dT+hV(x3IRX!Nt+@s@5Tj7@1V>SAJ@-PY>xCtpmHbd%ew@T5?Za{>nJYC0y#%Az zGUs948A+AUjPmNwzjq)YRbV9kt`K7NtJ~%Ma7~?B`{pCz)V}c@b z%YmtDw8q)Q&()4{6}Mj1N$Tc;0N5UoXhH}I{T3z#`p_SD+x_o}js66SW3&0AUN%g- zGmSY!%-4MQi(=C;sQ4RjgK@;@ZzP7BD7c^dkwmtiqpD!#q z?N>DDYr*H+cMF5Dt2c~ri&owNOBhf^GuqL?o0NX!tY;%l6ax+4ZZ;k|*9U|D_t6rB zg?$Sk@>9qOZZ|-v$}OcHG>c+VKhi*S#^{04Pce$zKjZdE%_Y>wLalvsu@eAf%=wLJ zN@x3|Y}8GdK}$H=Lh#a-WXfA^IRTb;+6V`Ouow8){WEv{-R;vgofwPHob7?_hTk5A zPr-O~bjOrbJ_YVJt@l}9UIcJhJTpiwT%Xnh^H#6{8Idk)mROx<@C{UE<282uZ2bT5 zHhQo2yu1w>Df7hmJ82du%FpHmF|cdd6fJ+COJ-PDo;7Txcwn!2I%h6ket?C)AsKM! zYAX8IrYKvHj6+|m@yIBdle0;b(W68TzJDT@xabf4s@Xk4X6$3LA8?ydM{Hdkq_v|% zaOslbZ|X4jxy2bE+Y64ja?1mRrO~cRqI?Byrve@|h{0O_fv4aXo%wbg(Kn2hZO#Q& zxk*oSQ`&9!Ss>s4mD4$%0Zk4SzLx_5`*S-nY{&k&zAmhCSPa`>%!ZK}4gKFd0~)Tj zZ-_HY6>DHI-yoITe=pV}i{8(&7pl?%+&wrfy`%zdWO8l!2`T&#yLqn)dLGPOea2ET zZT=ckqAikEYiR-CoO>9F26Ui~Jq4p?ao5iL_ZLsLH-2_yo~|r##x$eWdU7#Qq^X~w zp^iQwptyX#jXPRn=aICz_?TE0*(00*X*9=)D!QWm<8ZR1^;Gg1^&sn*JDf)TMa2SLTaU7w1`AQP?f2E=Dxevwn2S znj3~Xyh*oR`(!L*zFwkauV$Q!WPk4P9t8ApQe%Imk9A(=Y!uMg7d`?2F8#?s%%^4Z z(~5TI*Ey1Q=A>S9AZ0%*esq9pI@EjKn0S(dzyQkUt zr&Q$DF0RF`naDhIZO~-sbL=Xv&MdYYZQr~P2`?KC<==&0*qgp#$8wIYq1NcGc66T6rPPqfg?8#=#mPDc(Hg`3Myq-P#s>&im;^s+q(>tfwQQ zc(>PCp3XF)W@$z?-*^d$S>nPG-|!|f??eX~gG~`73IWf>m!r_M?Q=BZlH(z8`rLAD z7C(|Fh@zOcIqeZ8oM{ha5G(P)BC0c!3zR$d#gO>4Se zmTr;eH=PWm&)ZTt6KHHmlj&^#&>?{i1uVnoA%+8J;O<%#kuU(IILl#+GDBsi#U4?k zP-UJexQ9FnT(McC+Dsm@<*Eu63PMX1^SNbS`R|{)P1Nxy$OS3F8>aXm{p9Eml9Np$6N=kB&_&_PMuy^Eq!Lr z01EX&ED-Dq-|7oUlC8F5Gs1>?Xs|&PwZsI1)hMJzrMsPNtGdQ%lCEDI>_nisX~3k5 z|L)l11=5FS*R*Na_$fC}nZc4w1zZf5IQXMPTpm1*6Au-d2BY_NR^CQfHy7JL9zU?= z1L>ERJ#(TYoE)WsAb8*@2`s?_p;ggM^#e3dk}={Jlhmh(V3kbb^kY<=Yyf^jLlo%E5ZSW$01?43@Ip@T4z%n4 z!QVP40p+qzG$QPdIB}-CRz?%?8>1YsEd@G;KijLWKgpp6N?E}YRP`UI0boNw@hcSy zS8#h`V8F3xhZg_ywhhEH6!j|PCYL=;mE2Fi4RumkP=PR?fA$bWEYj}2JDCx{s)nZ~Yf&%IuER%OD{fq9tM6h3C-&Fz z!$n`XgIcALq#wGO^z4#gi1sU$1v&WgKNRVZpcn=3J~SZhEdJ5LTgaf@RZyzFlrn`dtwvC$MXzbFw%%|?z6 z9;(00hs$l(u$?@WNMF;j>g6d(oPs5|rMwAYYW%w!@mEVeg<&Drb1)B^BjL3`Q`=J< znnIXmOnrf-2_QkSPo%*uS<}s=)Emdq_`N6c$e?{NQw235&|4Uai>#r*rJFSPJLN_^_)GmTnOmILM&T|yNA%WIdWIOQI26j!E1qu{gAti8jZ`omv zK_8K@0ZN%3xSrezhOGdW3UC7>L>LBg)5lE15^yDfO#I)BH7TQBy$6+JQaVQWZ6AWc zXrwN_x)8-`0?dz{vUO?z0Y8aWr+|wO@GVm~YJ3UCR$HphFKYl9(& zo}Wh?3u8kV*F8u&o=&(3_wX$PHW?N07jp5fqej0ni+wvsa%zK@{udkSnY6N^5DcC- z2ro9Lgyp`t!a}Grw6ET`(s&`ia7NfJmue#)$r0OFV>Up*z2(q2EFO$lPIG$ub^@8jc-} zbe|iIA~;uZjPJnTBpq!l*N+7j9x1GtcEs{|1M{a+v0QzeXpsm0e)%;%#?wv?kJ-`d zuRo3!t+}+4t*9lVO4h6f*zTzkP|PeuQ{AwhX)>@tz}!U}Pd^k>n}+IIZ^hLlBN{$j z;}2dj9T}cimjtlihz`SDo!-k#6{ivkJ3-h_y2vwXF=zY@y8_z?ctrPlaItT}0Dfrt z-y(Lvv2w^r$z2ML0sYnQqaaX;aLH zI4F#}yZZ500;{tK)W!HXFULR6!Jboky&<9foq#JiKbxoV1S=P(4dRc&e3VMEU+l+FCs8(3T)tI0IJ3FQi3M(fo+v-$z!t`g(^r^eysP}gmoHb>>gf^PqG3@|x5 zZSYShFYwat%-aGobaR-l9Cv=^bj5mr<{XrIGaF&0 zOykYZQ|WQE>=jY7h=3qAS`xh!PMt(IOh1_bTWlO@|H&QPKzJdJyB@gYFGl9*)k(X{ zpB;d*l3*K!?{>L5*Z@t~AZ=Z&r=LXAl@ru&Q{X(mD~ou+39e$7yEeM|`BwNY{ra$I zg{YB>C0_nZidEi7r+SaZk?0TMW=2K_FEED<{UmlxlGRML>iQiSoZYr+XASG`IsSio z^6#%K6^OJeAHtHm%w~b*EbD%H8raKEdgU!-P=Kd-V}sH`Li5V@&->^Gs^n}2n?ECA zE!icIrkMZtEyNGxpMCj@U<`e_hB6foP_ zxPIo^=@k}d;+cOaoc+02+w-ugJ?DCSHxf;Mpm0Yw+R3o2ubQMPH3V1#Wt4gm3QbgUq?KC+R!SUIFM+*VbNhFAiOKqGVEz%P;HT zyS|@kG|6mD_(ZEm!xc}k(0qbhNXYvJobNF)fQeE93kkSYo=*;e)CXBr6 zAoL`NCy|%GLiiDz>KB1lt1B-jM~NPF8o^y?=VU+PhB2n}7s}^Z+)Yx59Lc8wDui>d ze%e|lioTOjA{S)t?@v$&IYck|NF+)DNZLO6zb-1E&Fd4 zFK>stT>Hy6Cb!5OHc8}>3X20&QmPqxrIUB0HQxo}ZT3M~%D{K??{=f8bB@RvO*U*0 zeMO7fa#Z12(AAkk5*2<&kAIZ+K9>SxQl0qvT_fBcqXvfujdkCD`t6umzG~p*O&)(! ztGIq6o|BbKM^Blo#hIj=kBm4$O-g<*71y@8iv2Hal-Q;GUh#j@W)^L=VnznNyfGql z6ebwY+oAlEbHZ*LK6Ttu;}dwLsenEW`fUMZi_mh5g*syr`_{|ATwiWe{^2Z{xiQQC zS}woCc@Cb}ZASRIfhV`TIN7UTSO2+;!Q;Y)2$)-!oGNAfA^6N!}aray@=r zH8HeK`!TeSwsrN&e2*JT4s|vMm@YdxC^|LP+J>^vVT*I~_G2yY))=lfG{RaD-lF*To*PnL&#+zg; zu5y%9%dD{?`0!!ia7fI|?@8IkoJK zgJ*+&18mDGqMX}L+3%ootveOk-tzbdZiQtGqBITf42{e`#I(8sMvab^v)O~v@kiSo zz9gHA4+i@u4Ss3Uvp;r-!i8jzAz737t#3Z z9KIN?h@!>bW-RBl6@sAWWKlh^39|76oK`Wjl8f-D9$5{wV0n8n83PS?CV^#_fBA>` zp1|-9s|5wHQ+%9C(}y(W_zg&n(V2YTMfOExrASRu?XMy(8&f$J+e&Va(ajIQeflpy zdd8wU-axQ?ITwbcOsoEb`8?eGYql3sJEs|7A5l%aMFG8;$0w;fz{kW zwaY2%;jI+BL#)fI^iNa+{0p{pQMqA1rCZZR{>1#zcC8UE-;OWl44rJrJOub%J2-eY zCQ>8<2F}y=zJ2^k?N6&8U^jG_1U*RRh?oQ#{KO2C_?VDf$vvYaxZLboc|o?y&>~#M z*Lf%V!JXRhTznpW&&cdbmT=dc0Q3f3Gbu}e0=7qXx2 zQU4u3P5t3#$nxF!9AEmYPOzr`yZxzuSv7lY+gU0`2%+G%#6353LK#dVZHo#(vANHR z$U<$qL?}w-elrc3LWGdAKLN^;&!{RLxqpGz2IOvMf7%MW&3=^tt0P;4yKbQl1<3{? zNoSE(GU$!#PaamLIRH|k0^R1{`}K7$dHh+m>-aa3cq^Uf7LNM? zg0!_DQ;8@FSvkRZTU1nJK)foOBZJUfxZGb5KEyWvZ`2fRPZR^UjhFWI<&-C6R^S z-O*j!i#NF{rC5sAKwwYkO_^WQh4DsFRr%yF#G!P_^kvpViGLWIG^5>rbs;X~Nj=d7 z=leHP$*6r9)ktDbO+^Qn&j?yI9VS8JhPlAHH)!_b^IMF_BBO0u^EAO2G9GXJAc)&>SUSSY#RsF2E(iDh?Mnm90UWttW1v?F5oWSkIND+EQUrzPfQn zoF-|18yz6-V|}^ue4VdkRE3Ex`MT1t+QP(Mz<4FKgoaw*5{TsJM!Rxg?_r0}4EY7m zwjuv+C1ufgCNbf8=4q_AO6?rqqwoLTwW->^7%q(7{v9T+YsulvfiV@i-2J;anlHCc zQ@6^3)n&V}n1rZQD8|T1E@>8!iUAm}(zz+JCwaH1b@B@JZ@BnYF&E}{O>@Ve<<(=> z9ab$o1w_ReD{{H>%!2>4xR`V(t&6ML_+#kpyl|>+y(V^BRMnrBkmr2CPm+?b0hfL3#>@X&C1owVw@S*rN~L8$_9*t(G2=;_ zb3K3g-0{!N?uPo1ry9Dlw8UR!*J)h3@sDux9<&y(1&PP#@j?aq?)OAitNCN8-s>%^Dc2SygyR*bZXU%5!9WqX4S)y*3R+yCa=9!li9wF8p+^K1?0d&slI zK)B71A^EYENw^YCJC?Q7EsPZkg!(6opF8KDZk$}E0q<>*t)6LEe6KLZFVF44U3M{a z5D4B_V9;k+{e9h6n%@>33t{t9Uwx^WS&AsCk(D&&znI%)N~8gzIK>Mj)|2pkiSpqi{9gt1AnHNCvYW_MmFm;l-&w|u*6&FL?Z8SBX z@l-?j&w-Wz;TP#q$}J!|ED2|PRc>Kz!sPgj$h{-5d*Oncrfrdipk7bPQ3NkLh?ES) zal$(yS#_EsHOg;d0qX2icJTA4^u^2a@qfz{ZBU(`X{Nh`h))UE9ji~9Mz($mBleV| zo%i+PBvlX`%nmJ@Hk+l2C4d85w4o2-;ek2lpTMaaPy91ybj(-L-0}q(xbYApyy{26 z5uaUA3$dk6DTXonC4pI1`&%yV<)=olU{`qHhM(}7cXAZ^FvuERJ)Q7X+dYpAWKI6H zEf?>Dn0A&}N*0__W;w&iE;kJX-0lpBHbgkr4-N48V?ntN+u>4M8PgHOn{c%2Z-u z^+US6E?3|_6ky#xas^iUl@R;&mThjDQq(FV>#!?XB!`cr0b4;B0WiK;b~t2kY66y6 zg5~;%0?E1@YeHR^n?7KIsMYq@UG(GsB0-st9mCRg#A750jp5T+MYifDg1&!QZs~!w z`3Nm4hw3hlvr4@v;+ssx+@e3)*1?tDrn=~omhiaqUp~g{?)i<}*Lj}yOl4s7g9E12 zRU{Z(B+=P^Xf@e=cJ5u)_dFs7)!UHl=x`T4cawcyDCsz#ihw*_I$ISObKBN^cI)WI zULGif1U7wxBtVXj%Iqs?db|e-rru`NP(I5j3g7dWpa=QmIPet&d?jk!{~QXW)fj%a z=Y`gs2jW)T)WKg=*$D$p0bl9?V2?c9j3_h9wpnlH39&UDEzq;7+qQ;}dtOZ~hFCc6 z@LD6}9`veTyLp;Y465vO;;RS(8m!y7h{}8hoGPHh%^YEyv{pGHaOaMRC|*g*v~i{~ zRH+~L9FZT~u3-_INMtD#iWTPQYU{f^T9>VilfDap1gjdfoLi-+U%1I|0-?Iv+v~^Y zY)MNUd&#{oET9bRX2X+t2hymO6mqlM8G5wPK=E~i zSH~HohJFWsRuncph~(s90U~fd2*BEOWo{@;R2brdT>yF;Ycb*dbq zzH38J>vCF6X58!&@~GB^2I)-rDRRjugwxcXeg~iaQrbVDhnUV(aJ}U~>HT=v$%SAx zHPo^&QqlNXJX1&ar7MzL{K*~3a2yJ$DPycXp>*s{w8$r!1=oFi{)C4^$#UMZa0OG! zQ!GIu({EbQH%Clxr3>83%V(|aKQG*_?s2LG;3WqJjMBra1#7lZ^J?sTSGYa3)}n8K zRV$vxIRy6@(NqX19Z6!CY%9XNhF+guU(G+^QRN$oTM^U!@Uot5yc&*3LNquo6gXN& zn=2vR4=l{OuTk))MxQKX49W2%2gA{peL6T4H_lq_2`d;2v(CdGl5u?Eqm|taojk`k zE{8bZH?ac=DfBJp3MRdScRPoVaJGN)k<2p(#{vFIz zF(78PAMvI4pWVLaY5MCIXf_lYNc)+m&=q*BjrERq{}Rlnb%7^G&st<3NTH-gZ-i;{ zb`j6aUbY3IWfoavA~hSc(TJ-Fm<+Ybf=T#qsCA*zs{mjCcH&v&cd=vHuqz+`=u7hI!+UjQ?7#tt_`LPW4memN(~mvRS*j-`ieWu8z1- zHRmOwqI)p!ZukNMo&~S$GcqhwwVTg1bv(NN)an^AGDf?0$*fYYK|Vu?y}sB}R?R61 z=%?00$Wi`f7r%1!4CC{eGL9`Of|(b8HeqR#&OjRO@1B789t5`NtO3*6mrosjYj9+> z<>e(mp|vzk0eSp7bv31>wF}~U{vo&%gRawbKe6KZLzDKf(4+55$$T9_|IeZwfAg;| zmNRVj8ij@xkWgPap zDUr12t>!&7yhlxWf^#x~r$;pAXFL`68m?R2wo8*)=>&*Ccscn}s_aj$7y`xkU+w0o zR;b#^(%t|BUq*lRl3;E2bFR5@c;g3?{II2j7}Scw7$=30&(fw?eKRnkjhTO!tjKRn zjRRL;xeEc>l4DXl?{}8LEroEIWvY=l0}E3|+MWWgK_+Z`Jt>f2# zm05;~0C>OH$o<=+*V;J4v2jtkJ%W`Ud&|vrzqIVxGfpm(G}e0iqm>jG&{L24N|Gn0 z17}9ig6*`A=g0rA>2OTFp?F^^bN_zA&542PzBFXXokFAx__xn)rSO3Qz1RTTLHOBM z*=HU)W}_0ppam+6(tnbnh@oHC`_o^xLgypDPt$Xn=aMeyydv1OyT?kvu<;>!&@6Dh%WqEUz#3}B_# z)CV@FjKI!Byjm!seks<%?TVOrqrJmuvk{Je&7a%zo1sqwEqr~LVoEaS94*`5B8DLx z31g{DM){;ga=?&5vrj>|SZA@n2un0b3MwKM>irn6#cMsTU2Q!#ZEc)*x3d$Ag}d)N zaB36m8s(8??%12x2+{H90EU`Vtr$jWgM@=f$FwSHWSofX9OhO(K&n?%UNaHOxK*Vf ztmcgAk|DbZ>P~xRGJnz#2yXLC=~V|g14t0nWJwkY8Io4Z8N7epL)JK~AIbT>xdQUk)!B1pp!(seed>pOoGb-9LN_I~z#U%8yWG?5&sEr*3y%>6vmsXH)7 z%|t{Y6*x~G;!8Z7V@N+>xZbiU66jtk*0)Vd{&=#Zi916I^XBkoGnNoyE5e;!nI`6& z3+TWpr2xS0@@A>|$9Fl*Gp5yZ(;1Ak^p&V!Ca=!k;k9F2J`7XGRWbr%+KU77ALv*6{+%uZvu z8P})?XE{mR&7NX!7VACMW`faxKBQ`z1?qOBWgz$_7SHw-MFt z72hbnGdxFw;pySOzrNlBy2JU^orQkN z>|MKZo}_lS0XcM)v_0v{AGD7*emtWARCRah(?K1jWsbt=Q)xYQ%i+u2!^seUC^?mO zzhGu9%DQo%R^V`DID?ewL_K8u|GlGG=m1^dC*)Ot?C>mqqfduf5uQ5H=fs1YI&GE1 zoNvJJNX;Pm@fv?Zz62IWKt=Pnnd1E#9w*JIuN98F!RvZ1T7$SF-uA*U_mqYqw{B~u zU(77gD}%^0-LCy$Hexv*-aWS7+YaCuXvLEz>1Y`&da5(?=Ef^P{$noUwOsX4z?J=+ zDl*{vStm_F`ncK~C=c{2&9?lLC~_99ZcccIh{M-)9rJ_| z@vq|mokckf6aJ(z&}Y`KV}uG^avr`>_5p_}m>><-R=DD#hEM2}1Bi?cv@98l+I zRU!H3Egtba@=`%<5oNobydMe3Qp`rsU>9^rA zKPjJ}Ez6afT=Z;=sqfm+L4&)AZtCUcA3dc&7YA+ZbCOS1g8IC%WqbsB6CSU5*2H0x zlkWo0wt)oCL<%n~Yb5(QGVcUVsaa^^9p}y$t;oWAN}4rcfIm{QIn!6`h~VD9smZX= zzQJ7o@q4|b_0C*PLta3MtXHi(O;%JZY_C&1p(iIc@cgq*yx+ySQ;XQI=^S zolIcXblFO`dU!8VvzESIS9>V^o9{cJ*>&NmvAe9MwEA9-0obYDk1lK38T&R4Wm z!?%S#r9<;T>4Vak>Rr}opvyE5h5I?#8$pIpK=kqSbx_Iex!;1U0DFJ1-bkWKp?LZZ z!v~|RCzONiINOi1pNHTZvwKRSJhL%jzU{ODtJj(@dJ=jl32u^^K`BVtV`?E7!}%L; z)5}fOhNyG%!1cA3vilZ!x?F z(j0d(g7t9J%eiWoVl^LJP8VLve?0dv;q$#;!fk+}kBSSs{r9ka;_CqM-s^C6{(bn{ zCO|4MJt>+VV4v83ckppG98Be-gwk*l{N!QyV!Ira6f&~pXUA8eU79lwhuKf#Ezd4q zx?93_KxQ;Wr3~m8q-Z!c(l^p>vSN$Ck@qL?5~4&X`{Cutc!3qctug)8#s})JY$Ly8 z`X?t>XKa(%NB4s^7H?ycGztpDEd?hfq5PAlNG7veG!+koBpSJke%EQ0EyZO&&lI4; zNk2T;>6wUs{*3}dueDFViui259oL9yly$inssE~%G@_ob$?WLWKTzsg&Ol*2V&;p+ zhf7F@0qteK9y0P3{+r%mj*%xdK3B*IDyS@Nh^j!7DKwy@AbWHuB-dtCvk&!?zxUE; z*aykHF!w76G5-f!oVQE5*O@84bOf1ue&Z`Wms>`zKM&aNPNtE9&C_kq z6v6(;b!|MNwu&WFt|qu&(Bx6~@o&HrrAVfD#hSnx3P>fi<#O zmX#?^INdCe1|WDM0{!|10MLeAzMF5&0>I@Pz^{|ms}(;l%X1O-d!jW@D#Uy%BWgyf z0hWk5TTJn^Ld!^0xftL@D}IJZH`Gs~0P=yfTWi)D)z(dwX|I>#NUf*HD;5i&-?!{S zds!@;wV;#2%nmnS zgR6H_!ttDT>Tt{XAn`Xf`MpoibeAo@QY*H@>M^sc4)? zG8fI_+vNL8yOF^~0H)w!^}2EKJOqll!xDob>qqpxFzexTbC6`op#DlDK+Q$HJfR$c za}*x)B`R#!-djnspMn43Z@uK$jNu@0nTE{N!sZW;47-T1*tADk$Tu7K<|x%Ru0+po z#~IN+DM{MuRNKqoq*`6gl7%UCuMxuv{;@Ga?YR6Q)NHfbOx-gaojV|to+q2?40xNjB}F>f;mWq>+-lJn&rD2!^@9n}->0R0 z5k}|X!ebfHBkVLJC(`v`W715~e`h1t_Z?^7*GA4(hNn|%I(JVCTIa+N44nSD;lS!< zz&r;Kst0hLsmU#F@q;2Z9&RMsFK)F4+JC7)MkFFcmPfdOH3HPkKCx&6lyua&RzS*W zvowZK9!`lhK-_MMOwsk`-jfFntg((uA=1CBInDCRWAVG2!y1b>atIO_B(?ZmcIt?Z zfl%|7RG{LH#{;iRB*P^BS_I&p)w<)rG{>l;ORPMLbA*CV;0xJ+nn^C9={J!5Wf|sL zb|>48r+B&*&;1aZ>WJMX;aMd0IX$3{Z+Sk}O)@;XE0P<7(=C%Qf~vT48pP$L_9IH{ zy88$?i{}#HNbgw)jj}juY;5J)cs{d)?1gaymNK??^<^&Jzxe4f>Y%Sc&S|SnqO^CW z-QX9g?pjDd(zSPp%-UvO_p2`1DJYx${6Aacr3VvZ6Fb`-d$m(~|Fwg-+GU_$yEESI06g)9nz-OmQlMed^=@E{Lt!O+Zik?dM8ir%n6-jPzqEy+CH( zlVke4x3XbH)Vgx+rfL9+62`Bbo}vE&PB%_&5KP5XzS}Wvm@_FqdQxT3MIb9y`}vjT z=aA5E&Rp2KcGL!NoeP(;%U< zAs8$@s=v)c@j!khC9tD<2ql)Wt>98Z^Dt_OK?|d@ki?T7;wr%vF1bJ(ZFj^Dtb3aY zDi@~$6?(&1B^^cF&(qRML)zLYKQ7zJK*IaidLHd3!mVZJ z@r5gk-b6rs>;uX!B*M%-5(Vqze*QhOrGOcE#b*)g4TPMT#@`;6pTEabL;_T6hhAO1 z2;5vbWoDN3IR}QVNB-`zop@$c{ig@#&4QO5p;$|0HP4M%ecRbpA7<&=Eqv#@)Xrx%K28Wx72OF6ha*?&*@0rhj&g&LN3%ee|Uq zaCkQ)-YHgDXWr~C->Ti~sv^>91a zkv*_#9UKhlfGCU3XBfE5;cTV4>rlEXhb@?Nh=-g24pjrC;!WFFY~4o_6y;=t$xT1;+Fed0vcd;4VMd8q+%mCg(aohx&pT zl%rACOt8l^v%oO*8vzm|AWj&3n(?+$(+si6>w_Bbm{G!anG$w}wE_z*fkU((Vq^sG z?1eOM-EVy$t%}N_p6~?w;w$$|;JX&T9%1n>Fx}23w>44)ZO^PW4RB4j z$Xgo$stw;8C9R#^>E-*6k*_{Po zNlLU^O^W!V?mxL!>lvzL>*PpM)j!m7y)jo3A6}`X6@l{;m`5%b3M*=$Mt+kX4#Vnz z9mZsze|h@juU%u;ha{|gCf77&aH00Y+OwID)Y#IPO_pMs*t2GM%r6g~u#_Ru3GncC zi@@20eE^&{Vd%#8bDxYGyl;*KU+ zvKwlUyEN6S<}fc(L{J}yik1+@ImY5Vs0yxvnX|Or8>2L;cM}3`Y(K#I1}c-qsd^J> zD)pgKWC&5DoFiTq?CLE-I9SK3R1*FW(<1Ngj!yGid=EU;DYJ`jrJq`GsP% z1P*wbEnGy^Bw$gsShVDLEM-!5!aV1AFW@89o<-~B+a&%YZQ9ux(w0O^GTYE%2$V1?9Jr@-){d6aBWWis+)rp=IvxuX_~hi=b(m-Gg$Z z!P7^z>}M~I=!!(_)IRnw8J!BStx`tqsUb)XWeplyd>1mFPM$W2uF`5{hmise7vC)H zzF4X@CUWOKCzs6fgDI`)KlPCPu-x%Ncu%klSDvXr8}i}O%5W0%y-7-C9Lo;bd-(_S z5>|O*T-u^@+L7kbn-cEVd?qru&QmrSp%0CDbB%${(x(Iv9#cfT8eY zR_SkwzizccHO|WMQ`qe*yI${gEPcx){FAEM`XsODk!mYa-Ie2Ke%e%5ldt;=on9FuD{hic1gMAy_|-hty4z7UMGD2-WGvc;Hv*OjVuwfTkx&DinSqK zV~ZSUkcB4rS0kV&4MrpQ2DIAIe16FE;E1GZl@6DN{E!1vA}rOi)zJ2^I<4x+CdztC z@6gnOv}h@0x$=M4UcFRxkHXmgFV^!USkD(DNw9b&AHSP!Md;8&4OL}LdUWBaJ2@u3 znOBTc_Wlmb>>mAB`_k@PIC-lbQg&`Vgiq+-b-#iYU2gyqMsXWBaBh|OCDd{dlCZh8 zB!r1W|zg_UW!vD(`7Xfj+kX#;rZvhtO9M?LyZm*SO$r|ypL8Gr84)xxtN4pDfv z4nKex06wi0F&|#9hQd@ zxhE8@m%y6#k41c16BxPFM)O0ncEp}GZuxQ^?im&CH5JnjH=#IkGXQAbkwuYIbeVr^ zlx4v?SS^b(@Q-!!|3E{_Er$@s`!!9)d;ah(X{ptcE(oswF0rrkh>8|S0@tkJ-tuN- zHO3?rSRVLmeLPpEj@F2RYOAe<TIp71imW{1PjiBA8LyHPA?O2PRJ`Jd) zq?~}tcI5tjIR>=br7()fS8DQX`YOVY+CkLomZigmHna?a&0r0w0ay z$ZP8-#z3_<5NX4)|1aFY=UixZl8;D|PGS@(3A@dE9G;m9pK&xnLu{*wL0}{cC`byD zlS#+qr!>aU5G7jx$%Xxc>dptgZh60Vl@0P=i9SdT`+dN*zqI}Ky{p^jjXINO*zOUB zK&TPqM;s$7Tpg(Zd{cURgoHohJ#hVLy=2UmWf6VO9-R=i+#Q&=x36!cM9U{8#`sh= zuAzoHAHVCaP$M6jl#b*~Y5ZJ`n(q}YB9Bby&p&~BkbN(zSrlu0E17~pm~hapOmPOu zdtTawNqd=ofa?m=3+E2)CIMrJHsjHmT(Tzvog<+7Mj&7c*6D)vfx3B~LM6!Vhx@C* zc9$0U+rcDC+K-%sC}2ww%CCS?Jks|i#2+IK8pB2l+^{*oMEN-1xs0!XuYZPga8D`E z?>N7@6Hwy*+!1K4sds7TipiT2w?APnT z5Bo1vmXWC=^ymgcM&tyTUWFA+bKxprgfoYodi4>vOQniG{BQ%;sc*+1r-3$4Rddx{ zcHt&a^J#FFy+yejn^R@co6P4w&6_mffat(rZu#F`XtOL2#ENTn%U^9)7S%{lo#8%P z(b3>54~P9S#q6c6_Csc-F)+&>0Z&xFTspWpvADpF4;&h09b*S>283wmC5St-4!7)x zB?X?b1tK*_(dt-8Lak}-Sqb=4BE8NPNOCCB;) z-Oa8y2@{<`en6J6U;YaD9B{nWTH72`=Ql4(M9o_Cxwa%U<)HsqEZd}cJi9lC`45^c z8)B`!EwRmt0m+Z3AG@SGJ7QGf0Npu#KdIr_hYxWC%wSHMRElSC0}Fd^JAgU6x3NP0 zk##&jX{RJrwYXznn$3^)KMXui`jvUo^{Kb}*2?O?)BtGSrEyXbQp2}?(y*S_O>{+E zo1yeKVs4NjSX8VhBvO(E*$QcX#9zTzp&|3>^TE_PP$=8Hp@S_x7rud^OGefaC;dqS z2pU*}GsNz6Sps+p<*2QH0Z4_!09sFONih<+D{{IdehuF_^FH&lYiCD+;pNGah$RoE z=+_}~LHNc-9jHQs_Oi-8(}R%hvPX(FK`A)AeR41)ogMW9J(=?7DuvhCI<_OhYvHb6 z)$!UB9V>;RxGha3Y=tbR0>L(!I>42#`D|zi78Aim*qr?MJM{;gax zL2(vS=W0wRWJWm6z0QKYJAlRMo~-kzPJXBquyw>QV%xEm8T~C8EL88yP+mHI5;mi? zIMixwJ^#s_u%d)J&{l&K-r@z=5~~~>G{f>2G#0Sxk5Vox4K6+McIVjYp<9ezcjZY+_*TfyxpR{S>vEjs7u^DNw@ zkSgEX7+Rs1>jwuYw$nf)_Jw&jSR^}c(E=%*808nc};wA|3Z&1{pXt1*N4r&+X9p2a?8s5 z<1&x?y$MsjVtVKvx5jw}l?%rAd-LHgB=;xt&kqR0lJE)CAq~+A_Ak*`Z3Bl{Yn>Am z%%9G$5`q8gaxvK^=@4&T&C|Jy(Q)KHd~-lXljh;Lb}6*KRZ737A+NU-D!-P-5^(Bw zN8G+G448w2NT-sIhhPksh~JHGhkZ$W$;xE>tiHV1`R1nsa_uHgJ`2zAGiIv#W|d3N zv0aP!Bk5Ql$TC;z_N+0graZ6s=cR7xnj{qNG2R0eM>x7mbQ<%3BDRueA`z2(3S1hM-tU22wfV zTQ}*s4Tv@JI-(6M6T3-P@oqkEuOZY zjqo3I%DhHl)1qSjOa$-rHG{)Z1LaEkGArRRI>N?W`Q7Z(?aj&e?xrtZup@LJIq%uY zL5gIpjCdJNagsqo1nj@~XrI~Wd*p-JSl$DcE4@#k4&Zu!FMxKVtF9MWaPRy95FGovAfs|DFYoi`jH<@Y7Puj%q-vBlRjM)M3R6wUgY zjXFVqWD`S+*dVlybj@_J0jxdJHEdRI{-b3*VCHrY*Vj$YIIE6J1Pqs&;(K(I9=o3h zO68+HXC?%H1c(w&m6w0=y<&Ir?oeG_d+uaNC&@cC;eQ?rjgUendk(q>1c-lJ(XqOS zl~Qzb&$nR`zX(ViQOoPT#1xERyb?{xijwU|@&hsR7K$>6piva4x$N!1m9|>ds1h{* z?~=+S^upTR#?TT(g%nDk<~=fDIy%i@V^kwK-eb>X7WkBh*X#z;$J@{CH&#;8T{RZ<+wyB`PNQ0#a+>C4NkB^jQ7Le`p$*-8_cqJ!+d zaUpeY_(hlufrKbnA|03pm}S%b|Jj0zAe^jqhnr~>iAQh-6r+D)OEqV*^tnW{!f1t# zpFB3v-1j!3v(Mux&Dq___yf*Gv4a8oBg_{|*oz{vqRu-?xa^R@<~@SjbxsLBr1D;! z>>P;r31#!;+FzEM)?6}dt=*~-$fwwC?Wa5mUwAxJuCyp51X)viijMkspW_(atlN7| zP6UFKa63wT47()vCJy#Y)rJR^P7l08PCtW*7w9CNtxS2{(0khERHtp3(g=`vw0l*wO#c*Q#IOd1kxTRKnSP5V^LX$MK1>QWFO8A5yn(=0 z(i!2sv|^F^{oFR!K`x&(V(ic=ckllY!XFS-I0l4>(R>p#NJCT(5 z_5)Ij#jibue4QJ_0|z?0sh4rNZ#=N!hni%85TA!}6X+F$xfO>Jw_A3^J`C5IBp%z% z)c8tAF5|a2dAa6HPFX2ct{QdrU?7}XfI}g?i2J1&4pDitvAXt(*dUaxg8ko& zTxCK-s>3Npg>iw4JSN!nX)h>g+gFN`YDa5=7yfKJ#H?42)TxzL(PJ6eC<}pV(B7%F z@Sm`z9k&1F;7*ar81kVt93~x~>Zaa3qA|`~6n1;}Y)rv>?<2YQG?sitHaEQDe_^MM zjDusE%6|{T8LpATqua-jP#*@vO?BNUur2~XRxCb!jkc^775I09{{Ffl!S zy!ehiL_0F~N-Ob_)#{36)Yr!i=hOg;8&>Dw3JnaX zRvMgU^`jgo6xe#xOO_@|aKeT`5Z#aglk>;0qE(0I3H?9-R{Ujdin&h`MCWapvrR;} z6T1?@w7Ov?u^B$$>S}H$=T9Ynrw^h&FtHknj;l?~KasFx&X?#u3mU5+ZkOJC1{{Zv zHydxIv?`JNJw`O2&2n$_99w42n8Z$nX>5C|SyEbRk3JFwk-VK@+H5TYZ$} z{81G;6lwVnpp`8F>%e{Rd8B`$rG;C62R*GHCjZWf*$`Vb0c6z<)AaxXEuU&LBKl!zGV>cC8GKYYJ$*(=g4gE})o(E{;95hf(Uu`bz zO^1VjE}BcwINqowIQ-DJOp2T0pVaVE zOgTLu@N0fy$vl8D%>Nf1|0scjtryvZQIa1`h)Ej$bN!1V`^lktk&Ly_dB;t0~C9#p09xu}yF1mmHv) z6DNF~<$@PBtE}z1ISHN2VgQD#46?zeC810bo|>%3E1fChv8nbC59 z8p6El79h(f1pbBc3e{FJg*--4mTJA@k9%Heq&^(4p7~ADQy~=Uh4Y)ySM3#Y5Mxu8 z{fi8M{V9_y6kTesE%ly-%ChA@!~)BL7@O&N|I zA0Jadea2hCs#n!=Smc@HQ8cOJ!l$)TY*(E_fs)EYq?XxP*1=mnT4mW|K1NbvNggAxkeu-N(Dj_t!~U`E zLO|;3l_hH5>O`g2MEkMs4HnCF{P}Gmel&*o6m|(!Q?Bysp_su?0JEdV^#jgj22T~y zd<%6rH6o|tS(|{5E1_NtiEOgS(>#Soh+U}9)m{z97w016D8ggP9df!y((|PQs?Y~L zvM)|63943K(Wn|c(VISXo}=&l^s)y1PLLSCC&qNqElr7oTqtl08Vv3Vpw2M6kUyV; zUrOkji?3v1PoSU7eMC(^6_2g2nz0Mf5AL2ic!_Qigg%*>%?hkLPif1D!Kl-1hZ}HRjJ;N*4-(EPe3to8GqJN^Gd?bH&O+@_PtG z;ncSSdR@H_?Dd^}`maU*<+Wl?yS)t+(F97!}-Z9Aolg zyQ;HMZ4Hk%k>{BZ zkmQXr7T`yVh^u#tIVa}3`aO$T3T&79C!8M9{qCw; z#s@Lo%1~7c2!g2Q}HXoRq8J=X@29>~aWZ$|rQ&#T%kWTA0U6R+g5(9QW>|u-4#JOR_uJCQuN^v2?-*V85yM0YFH&&Wv$jT+f(`_Cq)tz`KWMZKR6utB@^0m!s3pc8WN>w-_9@! zS<-gr z%qYAlv7(Z@2N`(OHYA%6NfsIZ%_FXVp=Ty8cb{KOeR(PITq9XmOEwkD>Zpz;AR8$2 zK2R*>q@~A31Cm8BWDRJN&a3}K$R0R|nB<FSL? z`yPM~qH_*@vM(~!ei+~ZVr!W`>~cPG;LZ7lld0B`KFR6P&~1E&>sPVH-`Soyob)iG z36%c~PU2nzsgjPDU{q2ajDYoeq3ZAXcMBgwt?99FPLeC5A^x66TKvZ|#TQ-cP|zWV zkl+tG0cW1ztO({Z!?&a_I8f2Fq@uGbqyJrU_Bw}&G3AMi6EEcJ^RjEamxg;zFlBi) zDhkQb{b*jk`8o}4OJIVQBvL@f(3Ly&L?!b7s&hA+oeSdLM5h+&ShKBQUmY;6E$iYg zn>+NgB=wG_9k29I%BdM&jH>fpgL3^-j^b(J85r}0{2e+N2WqE}&=9#EhYwM2@ICN`pS zCXN>Nk*>%m%vlWaz5IhwoP?Qfw?$W9SwJo_(RtKvr>2e-z;{m%>Wzw!?|k(!uAIpe zzY=>n{AVit2BP=s-aZ?3075y~$8?$kbP^VKC**`xQE#tEg0xU`fSWm_a~S|H9dvN& zt93fnoL2UD%^9<;$Sb@=k1b;b)PFajwNnug0C7JD3T0);QFq-lY)$uGv{nv$tPeHE zu`9AiKQcecdT9g})#T?^2E5F#hXO5gTtZsVxme)R!`fC=71+wClea}I!vPX>y!!us zC@h*@mj-7N?vj>{eodcKI?kCHvv)pc(B?Q4Xvn$~Y5{LMfnpX(Phue=L+ROEr$?WY|^s+LKQV0Cz`+4M*Cx(Du784C4Hm;kH zV-5nPi|Bh$xZneCQl~Tj)xgM)@Us!}Bxc*1J!Pwgx65=|^i6M<8BrO0B1Kl`^mRxC zC-qyKy0x(Aflzeqp}LM^1!eN!+Zc(5DwFtNZTGY}A?&i1+kVeM3Rg-9JUZvKVZR0U}luSVpHj+{%$_`5DQ z(ShS9`ugDT4v&zq=Q9(OzEYKn+|ff&Lf%SXkbSfxWE*@@seCDD1!e6B#6~xB$LqlH zN?uiTbQ%_x^s?eAV(lx~m<=)xXtZq5Z==mJka@N7H|&rojxCy8Pq8#jKjotf`J9bu zF0p@2$QYQ{YZhW3R`pcg$}}&7durUe9}~Y2m}oEbUi|F>NV8EOeEZ8^evPT?d@y*g z9y$JUl1_5HGt}qRDMvdnU_Inip*?6tsoHe7U($%X(!d9T zl@4kT3WO$EFmSbs_bI+$vRggmIsy*gtvwmrEV+w$-G^ueAZj2*Z3qIR&0`I_FPl~; zEm5)F%Jmj8?d0HH=igsU@#wd*%z3Q`NZ}>QO1PKCvwB}~2v0!S)X8+if2=57EcQQ&|ngKEK*%fClAsKvHQjL^nU;JcgvZGj}>je zTFliGx{T_PsM<>uBc`M;n5y-01eETp!~HBhsT^}K?PAPG#CfF6$1kH*m9uuR3xPMhqC5qf6ULKDf$t3IqDxPb2CZ=6cj29l_enjp z_Wz!C2gao;ZNFk}4&>LU2HV?n(lR>=%d2f9V@ws%S&Oq=)WVCV3)0lmH*_qFI(Ru| z*e4ar{uZ#Ybgdi;zf%oo#1QbtX4v1`6J^E%IUnkiD+yS?3odH-X-6CFa)Gv>QrO)H zL>Ykp21S&7PqFep7LHgRY+y~A(KpP^elut-1VuWJRo2y8Aj)A;Mk;XDe6oAZR5 zH2VPS3Jj9G_w2kCG3iN?fi6~U^SY^T4_Sz=)F>}uF(!Og4qF94TX_wTyjA>}Mu-nL z&gLNt4XC@U$=^u)EwJ#JS7|%llrg$F)Vreba^dWS@e4Yp&hGSmn-$e@A#*vp^3p=5 zpG-#2kAvQ~o886zt!$gIs4Vly-v}O#uJ7$JXvzn*(5t?pHKQDoxfVSI)|Yo0nKJ5v zyO}N?p5{<#P=2N@q?+b&nc(Zp)zgq{xPV4CulP;glwfeyy*8g zh61F-p8hk8UaHC^4@jPg!~CxY*Jnbt*lk#P^0UzwD)dA=iAz`M^Txe$AfBxBGp6I0 zLt;B=o*?tQp9oN4Rj0s4Z}aSjruzpGbe7Q@$2oHaljKk^sOZv+9G@jqulO1Q`#k>+ zissu4aN(k33>f^>!II6vGh_Cs`-<1tYzO@JN4jo4oRao7puBL)wlzvQq_TPyW{ zeb_d+T_*1M=HX0jvSts9h>lHA`*w^T%{znYJx)aj6ddLZE>8p-#N1w0jT4(Y&q08l z!jK7y=5`jUzY%nzA;{}cdbONuDWZ82%dQ21Bv5l(icu%~VFQ(IIh=dImiMrZ%;*wc zlnd5z6B{=YI#Xh-d3icVr$TNQmwCzdGfc?+lkhp|tiH)Fg*1jd?bKcfoCgSc%&ss% zy!u+SNra)5Y;c`p=yFeY`P^V+|O|E zTY*kdUJ-HDuBSlxW&U_YN!EiyO>$dw%GXZOvFaGMeV^mXy2_kC&i`3x&ha*R?++qgrl#*?jZoO+P-qI3 z($z7`I^A7&C;AvG;DF<5-TNK3C-5~ zqMi={x+h`x_r2Wd^|ae}FLmcRBi{m${P2^q?NT}0tDGZy*JRoygY-YZk$|_SuR&2l zQGtfPW96mnsiR86f2PV>o4g{MBRkTDtCS5XJSWVkotoVwof_KTorST^{suP`fJ+R| zF};YGV@3k5S}bd5j~Cey^xpUy=<7^=8wfQ)5!lizO=Z*(^B}sQuHE6%NAZTpIrw|~ zXcm5#Ae)@?p~VPQ1hOhljGreePP09;=#8N_pBL2tz!*Bx>WL4+0nqDlpEN@|xr=S; zbksj-vRu{*#jX`NK-N{io&VxiSgEe0moUu%;pe?jpeaXIX-VwMVfA7ix1vXOU?et7 zyhC1XI`#9O`8H7nnL(FJZFnBLM1M5oqUJC=N+w!p@~e?FL_`=1YWq2RsE>P3no{c3hAq@p?s^m2)F!KnK=}h zp4ruz-sQ(%IBG%j84R2L;0|1yFFcNRk%F!NYiwu0ct6R=Hrhip#XVM@U}!G`@mR5* zcdEv7x6C!}4=g45V)0a0Xs{9(8rnr-xmSsPP64&6&V{5Ssj9 zbNF8;(dUHlVXOV4dUyigD+)>KApXB)v?s`{_6fO68-Zj=emMa3WQlZ0ofa}CY~sd4 zpCgNHn{@9tYKXseUY^W4E1RTjFXGl{ryzYXhNe64ZlQwq#&z-nYYcBE8L%Fd5dF6@ zQw9^}!NW-SM&s2H%sb{Gd*z!Ra(lk;Ghy49?(_?XtonBY>q-LtR`+lvy?+IqLBOhHFd}-)T%P;gaLS) zn%@y0u#OQu^LaP<;Z-f(W+US7zG(Z7Z7k{_OuzQf4#RwMFz6+W0RuS)JMsoJWA7wC zx%{X2Mzf>&$ivnNFB!>Vs?X@l>r9G%XUa=o#fe`OSW7B}5 zw)dZ0m8yF*MoIa%>x|sX$xgEwE#%AS%*6Oi+xNW!$qS;sfSL5meJIk@kC0RPQ|)#M zqS~{+zQ+oE;*e@SOz+$nLlYFF0_be}HL5V^@V2t_M{!30;C-|0V|{o1pTiv9-FsLt zTQ<<*O7~LgZx^XU$GH!2@Al8hWa9{*I}gLxC<_$-k$Qn@|CDqM;w!g`2?1_qO(wFLkf8B?W z=FqvPj|i*$mnkukCC@VY^L(ZD5 zk6*0uhrm54wz1pj#m`sKAO+O6v>H+^4i{`pF|=|9<_RYyGD~P{IpR3p`Ja<8Jz&a8 zNm!TK-iv?&bVi9^>WDK(YhxcdGb}Gq{ocx64HG zjR0N?e!g2A!|VtW{9lg$O#F@ z-&HNueai9v!!6A;=Lgi3MBGzy>t&YWr45IVyXb*_3yQGqe{6F@9DZN!geh|L+a+0L zh{9FEXd5qzXi-OtU-HN9@8-#wbn~Uq(5iY%cgcLQ(b}{xD)p6nmW7SV3st`)l}R-u zo_(FsskXZc8d}boc?Sf)CcO9&+U=09O3OY?NjUQYoKISOj!g`dot1^q zbK~v1==t@2H?fmJ4b39?6NDwyEK@=he3!>ZT~}(UQJI?Ua^GFGu0Ggm->a0~MFWSC z5;!Bmt?o(=FZ-EvZH;LFW>xejyX!v*EqGm3vXMp`!dPdAKbi&E+Mc;_{`ay$tp;=>%sQ#BukQ5&1HC&N z8>ENLb(kbe*}0KMqKf7wGv{8n(UN$FU;|CN?uE1c(sSIZSDV@r^8JKMuy7=(3LgJK9@f%O=8+V-q%>n z3?2ZTeUJVMbhh4Whs9C zcZw1Gc+Hj0ONLJPLuCyoR%;HjsH!%_y_C6B`Jb_;P>l1v4P&PG58pr{m7b zRL*7(%oEPO`u8-G)fGUEQYcfmjMz*(;4>+BG4f`fUjbLGQIakZ2{JPYC;u=kSB#J? zpjHON1lj09-afPyGXY!I$*r?Wo51m{Gj?GW%KqEp7l*!l`+giGnnNE@<~aESf!qj^ zByP$?>SPPP>f6lImcN*ZXVW4|{DGjZJwBWVXyk`Wty9yYILOzdpwOql3P_vaJCY*( zFQ3xZXzpr4ou1L47SNB5nw#AWIp831FXAW!L{4b@63#>*L@whL#a+N}aqR3&JHtbm zqba&TlIi1I?{`M$n|)k;{zO67Pv@>(mxU@>@z3k}JaOz%pepH`18G?QXvUoPxo|XO zYP8%+ES8{QA6c+npC??AeE8uoPd*WJwwp|?k$HLFL8?q>5TU!`aJ}N`KLZD_aky7< z0x~ZF_4_htE!w!-IQ-PSSX*Ge*x2C@i_0IIH&^-&J6l%W5mij#)IH8$Y_RO3E-g;? zD67DSjF2SLc!}Ilx}pBM^;8@2UQhIY3)48U_Gj2@7#V4^3{^;;Q(^HA@Fndw(*iJ8 z52XWW<}wE)bt(v3cM|CvfDib^{OxBS`)S{FAu_N8ugJrCAZ%G_>~#Jb^n)D5%M3ZG zrZ#a#cTwml!^p{Fz#)2IX-x*w{xt`pH?UOrpP`e-6`&I??!Jz>fJ%UBb3csA`?UF4 zIUMfGsG(#sT?CXjY645o7Xd5MmbCDW*+dc>aW%@D12%8fH4q>=tnZ#uDW>W*w<46H zqr!-pO~#XSm%S$rc$e&s=>?|+`B)$^=sukV-C!cATB0^9_}7xYGBEzV-HJ2_KUeY< z$NKe>K8#Vx6^% z_L|ab6Bphy*F89PUD5_;k>VhOosT4wHb963DKd`Lgdg%=G&T_%hUk5?ODRf8s*Pus zR;95`%hJYwf$4#0J)HNYLJ7RKl_s( zBJhldaQuw`3J)RVh#ZEnMuH0Osg;1A)}P>xKY|7{JT~a0hf0YVqh*)BZEh@AA!CLNDoYKHZkS2-D)rUZL{KXsbsP!Qs2fqpf-vpguHG#6i17u^Mp+REsT zKRJgMt+S#L`b9uBxvhtkQ7{&1Y(5H(gd(@vNKCT45!2}xOPMu?hHgT?)KSKC6)6*` z)!+rikX>L{RD#?DxYUGg7K)B?Nq>5a{~fb|5irQNCD$rP0a;&aXg~R^R2(d#bp`n9+ zosPEYa!uE!xm0Ch`H#zgldCmArCC=n;dy7yAn}VjGV*c7P)k-1NZ5+N3=jdlnBeUhsHx?EkB8YC^@NUq zGJ+nH3?doiwx$&;WEJul75vs+GMAy(b2^vtSF&w^x-;dP{-;8eiKN<j{Fn20EdQ)t750ZoX)L#Ui>D01c)p!>se z!*mAZ8`$p@Z2xZ7r;q{t%9d&?DKlDWH)8=zqcZTURT1sC^o z(R1X%$7+ztmpoceP5sWoe1N>pjl)|+;)htp_VWYK>x?9VWIgW*uh;rCE&$ zq$<>iHBCHYKpESj?LVL3xZkA!(EylYQ(5uBYK94@a}5`X&}FgL#VR$Ne>NK<>HGQO zxNjE({bced+f>YIpISj?rhJd<=osjA43mm=Ulq=(g9hxBAYC}!17C2dSK$nnU!&Aa zkzj0r514Cih`|@K2x&7i&Y2P_G~+=Ef8fTe2$;fNg7sNR#_Xwg9Yb4ReNFT7yzF1= z-bhL`xdksHMX)n3wVyDP2BvG8G4a-?ZNLmjRJ0Blr_}xFsSVbbC^BMR5fk9c(!vd> zhYBJ72H6hb|0-es`Z09tU0Y*L<~`FJgxG08iNSOMLJJD%}0>i$ec_HgXD{;L~lb9Fa*i+yDvrcnXnZscbCOp%JXL9 zccDm1vQp}#6wopw!z%V3++~hdAwy1HPZUTvmY`ciAE)7?d^{~;1z4X!S{-jwfy$+y1~z-Yyu@r-DE7oWbS~=iIL;L5|F_w zB{@O3k5>A0e!tGr8&G_`#Ui*q*Il2}r7DxNtQ?ExsDmVW&tI)5)x4~2Nz2h0qeTj@ zE1Keu;MpoM~XNC?%c-;4Jy zhWDxX3pBYz$OS(Sp7th}hm9Q!I_T$fM-qOhqe*{%EBC3R9mxbef$>MFzMc9$0%H+J6aM&siBSRB5auZ+ZYBV{cn)&pYk2#*1|9Lla*EnTZ_}<+sVSD`U~&pB z=koA1=X8e>VjDeqSvjq8w`Bfl*J`#3D{vu53fTgTN1z+s^>N4z-P!VS*i`)Z3ty9N zEJrZ*{eaaYM;85-=^q1%a{P2DM4QvTl(%QV0YXLK1W1pH^IMnP$nih8ed1HH-uT6j z2o?=;i++X+m!Hu8#T#XIWnb4P|LqUPJ6r>ZE@f|I``MJOFAFajot6cJ&>o}xHx#2H zZ>PXE54wN1e6haT`rYadC2@^p@qRFnrIs%-<>b^`KlSFl#WB`r-K8I_e@*muOSb|! zOd}Fu%|9ybN!gCp5?c;J@Q8UNEkh$6rwxjh<>89cnWF?!x!`|P1L|zMY@6mokyhVx z>1#acar=0g@gO`SCACfP(^@OJY0r>`djDh;l{xKOldC~g6J>&4bU}!p*-xjV2O%x) zz>>jNh$V9YRfnsk5HQo9Yj~K@!8J+CxqYk97iqC@nraNKqQHi%V7T{&99UR>tEaz* zZf-nE>!@Mf{rKp0OCBSTikwMq(2IFvTEO70Y9^_WmZ!0Bnsf=^g0Q?076`LheYhq3 z%|Pl{IAd9?%dIdly0!5U#;?}0aQ*Rue!a7M#R=rPYD6mfL`T@}{Z|Ee5>ar9 zI|_Oa-_xWck#8MV)GUf9$pLu2or%*%K_Pnc0fLP43C+v*?R?C4b{^DTUi_iZK4b6f zoc`y85#=oQmsNS$F`+<6u3Qb-Ear6KF&cY2vtOyeMDuMURry(9)4VEA+{fS+mFNmN z`-lJ79N%mT1W!2UZ?V~E;lHA6O z`hW1lnL;+LN9=d5h4gfu`FTql$?r@x#zi%JtYb&e1g11hn>zsUi!+Z^5g6d76MKW<&bv$j`HOQx?4evV-LzC2!K>6KZDKixtt@f@2a0+nT1NPxM&wYr;P9Tizf^4Eu+_TCrU(;+P79PEP2 z8;dsP&gw*HzvL7W5b{1}&37HS2taj6b1Jaum-6QDxTo5s4*l;12AE5ms%KTQ=a}fE z?7zM9+)7{HSq>uKhPVCVXiV}GsVuK376uU>ETp_Ba(79d0`(ao&JkmLoQol_vT*Im z96OrHsy6%*Vx0^8S!^xJyEeW-ajfSKC@Ug>REhpf#J<(T=>DbX_#_7#&6g5b`&N%p zLT?hDabiK9som8t&KW8Un?e}IQu@A2NyQ+@q^?Be6RrXs`VW+_ttEQHgk?OQ@n2yW z!6h=HJ4N8M+CFMSd7WN(<^ItbRq+uvuB8rT;P4g^?ntGWuCm2)0aOYmF}9P-8_MYL zQxfGXIRuKJXB zAQLZ-BAF6VGFyQML93H~Y$@`P4s73L8F1sAup@uYzSbj?QA;IH z-?)M09;ko?ywpkaXquYAG#O3fEtAp&zqcEoTA**2GdzyDJcaHk&cXQyhRjqHU{UHX zo_%0O^e|aktdgS3&uD9$Ts;z^=&PYfx8$QgT;|r8JCp$)EE+1-%)t?XkiV)Q_S)kJ z(p1rxoE&`dyN)B&>xcs|z^mT+$=p18ob-A?(6kIud@V_S`fq54%u=kNFLnZ=+$Kpr zh^VCK6Q`NdFL4Kc{q^a5*Co82bl~y!J!z$!Fq!GozN?`#DL!oIeMJwvPVPs&y++$k z$FbO%=dS7L)9K9!^%;f7dD%_0Kz;mVJhG zmpfM9ik#ggi{C38%>9?4Ip+3(wRBWNS8W!brXq|+>NcBzPktR`n{neJuA=sxS)xz1 zZgNG3U0nqNLcA;>3g5=jRd*;VuBW>@<>g);PMHykFO9=8nGqTMXDaSQtHCYcYBgKo zV-3Hmf86j3J>)N8#OuL}(%#L;Ve5A1L@5LE7;E^qG4uf6jRgOxxKTco1sbDWei@1c zTUX1*s#%cT4U|LOJBaj1Z;$}L?U(!8l=;fF`lrATn#&y(8*UwF@}p~&M%5`ta={Fz zFr|ay!MRl%sgnJD6r=WLHajIKPWyL2-ERjwxnkuLpJrF+{eX#W>Do4X{u9G9tQZgS zx00+{d#(Zp46TT|9Mgo|QB&&DI}J=My287B0PlW&^=-sxg72{s=C^^OV zy3yPd7Rl28>BkpmIbBh$xdwfqiWG8T8P3#Ua%$sP7(vc!jVR-2f6aP1DHF4C`5|(u5 z>*VUXidgz>^NBEEx@_$Sj++5pJdg0-A(a?j60T+_GCfzObOiBk5aasHT~ITY7H&V)-gMzN}R({Dp7{9^(F zSHOIEQj}C$*p{d|aFw^hn$s`+6>#&yy+93{S|&CBv{Z{6+6+I1C05yxY>4X5Cv1+G zSufE;B*DFdCCGqr@KjlN|^4!HR*J)PCA=j2D-237Aia%BU&OI6BSJ)_@hrV3eT_e z#2a+22J#h@Ync1uP$_qZ_^I$^KbEFGxG>4GIhz>J#H#d={LM4%&?7Z&$I3KYPBFfh z)~khqB{bB>BnAWZDZxdK2^J(Yhqo;-BUJ@u6|>`T(n}Y+QO5{STMA4h^42)fjmT`( z9H@gW&y+tBhiREyx=9de~;!7&zHBLmF!+i3Iki9S{z`7vx5OtmV2 zM5Ef%0ZSmPeRPSMQ!y2j(tH|1j8wWa8$xQ0w1Xw5Z%ssBTBakDIjdu(sNBuH7+R{I zeVgXdUf6HXKm?!H#c2(b&U);Bzgig(Q;Zlf7d9sbcSC<;3}c?wO1__%=KXXcO_xvj z8_fLd4{C!OQ^DMOd*-=URP*p&fu&N~2k@WCR&572hG<5h0L?^y ziBkJ;W`7*y8wG+E%zRFTxN)q3mY#Nxy#9udm~kv0=Iqu)6nlwOm2w@?0cSuXtf*}E zxuvlRQW4cf%JRoJ&QsoNYS4$)O?ClzEm**w(x??S1pXE(twBi4uJa zxE)_q_&0jx=}Nszc(}j`nm4dikvtZNgs+IDM0!Hsfuom6;-pHmm1F|@Xsv~PWWu{9?7P%P>sF> zy}7`()m`HO{1t1x><^b{S`5OZg>4-HY`2}hg zH?TpGm0!d6sY9Z+kma1mngpZ3~F;jaXk90toUeuLKBZyd~Iqn10O+7o9bhyDHZrz=Db@4e)N*7WSPigZDdn>U~bq(2~gd+zoiuNP*aC-TBx;~iE_YP&v9Fimw<+1 zH?I}yrwK96aytskP9p50Dsc{MR>_rR{aY$Gh>ea_$CWV-{%B{C2q{(g&#qPU@Gr=J z7VlRox(`YP&*sy`^i_!O&2Z2Q6aE_CApOX{TJj_#wKKNf1T9#>VhE@LC z>%~AQHcGI#99rVfha@B|1E<| z9RrItE^!xg;xyfeq@v9^v@vn1K=|vYg%2(`-y;ho4JeHD(o$TyxFM~66is(8(SvWk z6yd>Ba=4x4k=!%8k$ZeS*4?&ozwaN$?!&1RNA5pTQ?0j+S1XiwdM@PkY3~TnpB6V`RA}}%+4e&8L<(12Qkc5$2j8r-g(!>?XnJ4n_CcKa zllz;av;8a$yx3I+l~=~+=`asmRN56S;_j6}!)70y?wD5^=i$wV>asd^22&s(d+aU& z>cS(0AbESZevtX_EeLS+=AZ(cWEBOSy?eB07>$hG7Cxi}cto%-8%vI-1kT8nh8UZ> z2e#&sfHQ`TqK<7W$u@<(US%?bo|FZF-x0HLZnabp*l;k*Zytu{ID~YQ){LBULQ5^#Q8rny-i*xCTWt3E(rAW zGmTUeS3WMv=3k9b8~HW6#CfO+8s-&tYaRqF+6A&BOv*L<QIKGPQIw}UHUY~hMFd9~s*AgHM8q2yPFWT(x!O=O zb!0$Dr|UxR6g5j+sebg^*VC^gUQI&n2N0@Q*pG1?nXp>TmInhL`QjXUwIX^U&VU*k z9SGY`ZCWW7z3c)&x`rIZR`WAp^~9I)5?ZFk=4p@MR)zwoz*5@6@!7=tnF1uYS8y9$ z@c?4|K|_jbG8lPbF03{m_%^}V?$Sxr^ENI^g`7)4~&&%VheR>>j&?YS%! zm1y2xa--a|h5S|BspIHTJ&ouIvrRD`^gF05z24{mj+XBCig1tnGG0vzUY5XNV9_ulDp_4(9iOfJ; z2<~nYOj)Bx-_j&3+P`hMyA=ulhV;F6C6q8B_2|tsX#svcC9El>_m_b7VlDgGcwbUt z7Ibz9J=(C3RW76aaKPLBo0Zl01K@V&7fKa(!Z2fZSIlG`xL-I>r-52K;hCA9=u)s1 z4Di-AcU({;i+$*+@wb<5l1%uY~B-;dWMgOPgvIJ=%6t4qk>6Q!{BE$15C7Y-#fQ zZpDZN^l=&rvZC`y3H@&Cl6q0JC4d6<;!?iB>t<1H_?{)J^^Nk{>_gw$qq6%l2{ z5D-qNpVaX~;!?uz4Vu3Er<{7ry0L#S(YSVaChBl2_S99vkXqg$)vd~PEQV_})-`CJ z%O_unNMoXe=5rx*gD*RnR%0%5R3M6^6pAV1mAQGneK9pG` zPbZl!>M-quT^EoPZRRPF0deC4++ZNa6Fd^=*tVM1{;84HF%C%SkK*-9abn zT2)VLUAv%XM<4p%Jb9U z#{ttdh=6UZ*IE$vYf;LZcTsIQ>)46#p#g_VA=`> zxbX~qD-e=(x)i(snPGF8tC9VPu{IU9a=P4XA>p=o^UTdm(6NG1cW-2?LcH*726P8b zsyRc)f0Ih2#HvLCVvwTpBE^~no`@W#=c1(~jhRx`zCb@teGm-AfWgDmx@P{~ahkl+#wpk#VC z0kn$)Xmhgk)h=U@v;T%FpYXeDDm5uY@D4=918fAFvu#)`cBScIUVa5-jI?W;Xap?D z+I|i{T}@oxo_y3=r`!h;v3^db#PX$(Y&K>XD%MAN>`VHw%t3(Oo4U$SL48&` zJqZ}3-O$&?oc+}$0XN5O-lauFr*>TDQnPAqyErrp4?xbIH%w73TmInYjQKwkIXAv@ zaoSpmE5t?=E1X`?z)k4_OBp+2!~zVMFjy!JZYq30y7Cu2Qzri4SF1cNZF1HU8eFqu8x)UJxdv0e~BIQvUgENvVXMP7a)3X%#i z8Ma2Y!XwP&RZa$EGCT7BEfI|d%CT0(7F5(_<9K8teU|ws8&ofP?fiV>J=+zkJF1<1 z#lXvENp{lEct|hxmbl_9`u(+`4ix6BN26YasxbYyNp9up;q*+8{Ktvfy$KjuOgWPt zJvDZsO&>(NxIV_jgARaMlq|@hS}+wRc~cdiaTd!Wqe?^P%d2q@%V2N2Sh#R|eFx}Z zL7npPg}n7R-42zRwi}d}G4=>`H@6*9P#fk^#5|U#+V4=m7Zlj#;a4@vX8q+fENH%L z4l?w)PQY-#i%1W~Mf*HOQt1oYVv(oof0yEJL&rj!^O}Cko~;HBii=K9H$YHp{*NpJpgVqAiP@ZEoi6IDLM48z>wzLvuMwXm+ z8Lz@S8Jkew*odzWMghhIdlf{~Z_jC@ASv)@3t6&n6s{{e4R~mT2Sv;#?8vMpjYb{F z*R9-1-8843T`PCRVtO~eqA?32_4EefN%q6BQ>dca1m@ul)z!K3%;E!$4=t}~#W?F5 zO-}ak>?0f!@8{MM*mK?V;`r9;i_h82J9*#Qj`zFU;&J?^{vSRa@#-0_OI0iiElmeQ zHa~cD)lMZ`x%HxD|LdHf5+XWpXw2MlayD_Dow5|x5OpUgSj z+jOB~Fvx_epEvVMSiOXR9^$Xl2~S**ZYrbo=IJaD7xgXLk}i%T7A2B7f!>Y8g8yT( zXWlknEswzT;%VgJ4i@U6$+BCwelv1DS;ssu*;*Xs&wqs%A3PJ6TB zLaS@76zppHlzByN*j`Ry?|u{?^T$u*W3r7z*8Id=1JOQu`sxA)*M9mqNe%nqm$&+q zA&^^S{61_QNkAez5VYO(*xy3F%#`Eg@$-)X5dKhL65?NQFDkvTL&REsj5fEkS|_T0 zRq=EV05vU~-r}BIN?#1#mVLxS|HSBz?0f25icDALr9c_kqjb$5n*H{)zut|?74A>& z@(X>VRAb6B6b{$*iBNd{;rFo(Hk`Le{!cvT)8)9?u$16jIX}GM(424k$c>Rmwz&#j zPct`p39IqJ6q;qBvI@QU;{?n@#l=N4Z4flmw%}#V+RCxK;?{+aS*RguVrrTsYg4BIajDMW!0&>j>!s@*oCt%*kr`=>@jl`^1d$D+bd zXK>3QKz$0Ux6BA^em#HnpRMh*cBPQat9rVeLROWG*%R};AB4C%*^a3V0FQ*Rt*nA- z8Qg^iC06D{@+b3`4so;b4?|ijhOy$5l+)dEbtpBLR@wCmpl{*DsUgdtK2mc3FkB$8 znJ?QD8Il1}#*ZP7?yB+R=9#A_atKT(95z)^_9jC`7iGtLuq|Y-=Ww ze?VXTrm?}&FO-f=kU9GGr!#ajZW)a9d)9L1}h`zY=dnz^dJm zT_#&TB8lJ!U}0`35pzr6dogISUX&~Yus`_nVd*>j_L{d8h~80e8vWPZ!|rzn8}pIi zZeiFP{Ar`x->@%;RA`}Ldi^A`$%TJgdcyI}K~`fQ(XO)coyG<7;x*?K@X1=aNxN!K z%K94vI=I`JJ5`^#<3*Vb>Jj2^`8l9O-=;vO5w&_q{`WU|&cFEBZ{}6C^FvES`bX(U zLuGt?^oUwaW3SG1gyLyY*oDVq;nOhOLMQRAIGBJ?Uu^()vPz} zm&0-1CqchDFp-*iMB7**FQA56PNro!U|3hNm9qH3n*szJ%i#FIYMp!FY$d`)Evrj% zKCM_*bL=R=Wh#AlPd8ovdUBpr8;d%b`qtQ)6nlfZ?~5YMH|#kz>FuG79*xppY3iY6 zmw<=D9jUTpR!nzeJXto^@8@2iur# zY<59f|JOg6Zo8cCN=)-KoGp50{vKUiM}2oOBoN^H<~#}3Z_b%arldzAGVB^l~Qh{ z10{XRRFO@CXXjkdGrn28JkVs|0ISfSAW*U1FqnPTpFIx>?7yxpxiApS|v#}JqSHPy^@57>^!eqjoX0pSEMB$+4(<~$RgtDWeh7?U_l1$-t=KxxxG(KTq@Fxv*$~P@|4oXldf}5>OPWp9Y zf!pLo`#og>i?h28MmzvBzrd3wYg0`^-9ZvDuo@-|j85Z6%~s+ok#Nkn{LKcx^KY@~ z2S@kfOS_CV?T_dmXQMBRFxtt9rh&jb376lW4EIvV=025<)YI!eECapMGhK~t=49=J z)?BR5`(vDZ<6Yu?jQ=UsLaGt;I6B}BcrStLBnKOI@~%96MfIP8W`%>16rZNOQhBsq6`>I$DBtwa@^0AmgN=Mo@o*b%`cZ2YH;6+cNN4Om01r1dkmq)@dJ5YT*r z-i_FPNJMJL6E`?Nra=&7&^V2~?4hMNR-}`5EL2*nv6;udL-r9q5wL9BgMA)~8J-Ec z|K;bfyoW)TrqICC_F08iwW*k*)4|3J_SCtSz|=I)%>0Z=_FrjPqyBl4mf&_qxN0jByak!nZ> z+e=@?>W%nt{&vD1olc!I5p-Ee1?HFE+dISGm$U$#8D15CG9pO05&?KfUoui6N!<*% z;kKGx#@~3nVmO+n$rLV$-^Y_#hQZS|v$h_I%eA^tonte@@Db`<^Vwx3%_;d*RZDy6 zLavZi%T^4Gg8s=gPlHz%k3Q1@n+d2GQ^8I$F1y{BJljvH=DOIU3VxsJ%&fIB-{y!t zxUlkKYL;n}c9*|u5~$QIB9H!nSTl^8T&F{G!u?ic;T*EtR!=5DWWf$;~@mrXt@1@#@=6bmpO6vXQI|?Q=_5 z;PC)%_}t;0hMTPv%W401qA3_i9qIk5%L^;!*NZV(gQjBo3(!T*Gs(l%9ij#0P*!MM z&QE02VIh?}EN_-Z(kI_(w|dkFFsEC5$=jM;D{I^=B^1AvFc@e$lHLMqP&^Rt7K>o- zhs0W5(co@wuYXO-^2pD+c$NYTu>l1|doqg* z6#l}S60izwgMy&z_c=^<&!(;AQJ6bqD>-bat_pr$mwses1@hO?mr+b#N~XA$_&jgwmT(zzgJY)6ev>YFIH)P`C4H@1Urbhu=k9nw`gM&r^`YURK}>(##EsjmBfzNcXgikpXa#&@x~#tq)&JC*W=0?iBU z7^Vw=*U-{%rWNDpWl>$zg45%uf+^{bfn_gJm7hjj7EEJz~BG`FWb~m7Y2ca)& z$j$82X!5_e6Y}Quh$PN1;;1ko+@|0W^r(G z>&d2y-`Un}7&wbZ9^i*!%J7b|00*31o-0_{R0Yf6l^B_s_gkfJXy3TZdOqPm$kp6DL0Q3U;m8wDipu2~ z_fJ}KcD&w+?&uke63WI@D98Bds)m!4xBx@$DqQ4{`pola0Hgei|8DIOHVK+{m9c=A z{m^zDf+IXuC#UiKrs~=MsbUcgbXoGYH;E-Ua|Ro1x9kTKsZ3cItH`&Q1W?*D&zgQa z>&L-5G1pHnt0qg(k9kz+$*-}O3paBWxxS{hZ+>hL8*nf6@^7V(Adxl%#Q5z=iQlEx zCM4kt6#{0uno;lZ{Y=8Jq|5`|-k#VxyZT{mVa-cyG|kQ)sb`2igW%dUWT@VCkBztU3O3PsLh*ACKn*)@IhMA zZ--ca5h}32y@%^au{@yN-@krM zcI&4r(L(nr?;PQ{nHsQDnHr%SP570mU2Qs z^J;7>$oyM2T6J$>3)eG<)$#{VumnyHp#^@g#&o7t++IMJ z=Aav_pvtGFf=9&G@P`x(n;R>}{ztgkY2?naDDloQ$!fm7peN{zi9Fg6aJm}`Be+Svv1u|1f%rVq^*_{<0fiL^^ zDWsfx#}pj44KVq!IUHlXJeyf(8L7@IS0?<&;r6!xBQ6wQuDd?_{ws`QJT;Akw#pJ! z1v!w8J^4jMx?2j%{`v-02_9Ub{Nj_SDq{JmB_@xLua%)3FuyvQW^v(V;b^lqS+XDbfhcW`%I%C* z0pLz;+|}`>`no9c|M^059!nrD>nJRT4bd8uBb3726kcu8^kyPJ<%1c)Id%V zYP%)m68#lj(tPV1gn8nVZU_N(NEfi;`><}dV~w}Juh7B>1Zmyh+y5b$P(C9a{Uyp_ zUP$Hf2P?2hpl6#P*WPRmI|tCFpq^8jr@3-hVUp(n-K>7}zrq>Q{$@2WA*S7T-tR^s z_XN+G<%U_Igj_pn9tp(UM)xIw<(I=JM5un4Fn%VDRuR2VAk}uKFyIBd=OoRQ6U@CT zqLCTR8+NB@$(bXgiTp-(Og9LXh&DGTS)YBmchrS@hX*JN*cm^)!Z=MmF8q=M3HzD2 z3hv4?Uw3FHpWe z!;e5GJB9%1XqB^@80hpz&}ogp&rS@wqD=Eg4#ss^s*eOdARCh?&gT~;s{deuWvN>T?zZ)$X4hh4FY(osO?E;7?=f(@`6WD2NNec`pxvI^6rcx8yqYU92nPj zpiKznGDlF6t7FvPkpWHK_dOgpQH@Izad4Gf&Gd+k;1Fa{X7O(=K5gpPurA%%1toKJ z4GvC->NSpNmSXQ6ttAOj0GKRIJLe49J`uyTX`W}O zu7kRSx+9&mJZib2JL>MzkZ=C;e^dB(_$4<@`Khsia4;WB@?b-kbiYqNe48?@zyte$ zj^qM6(t4jnC`u;_dhK#>dhn3L@mI(_C9c^~&iNRgBiZ~{K~+UJ6HAkW`2UK6=Lq<`6lR0uv=F}gSv-aP7G11C zXM#%_mp@NQtekr*OV%z$gVk@YFu*nG-|-ol0GA?p_bCx-Gn<`58$sTeXGVzJ#J_z; zXzMyzQwQMGb}yAvlA6wGS&+6=N|mo%O8vv2O;I=6_g8R_afE~Ms3t%*?BUVUIO=<5b43RW|Nd`B9+*sTWXo zyCOA}5O42(HOJP(J!GmyyjfVxM+=u=Hx{wFLbcRr9e`mwroV^L@V*DAbgD>C(pND& z^fOYICVxZFsL@$=jMC!v|6wH#nvzv@)GiZA0R&iboa%JKUFlDFiZgk{n<2t zM?d=A7x1owt&CBjEW_%mec1Nh(heJl8mW;j{ zYLyY;^?o3Ve-CSv3*CG>Ipq^#)0>krn7m%okPjkaEirWoE*QdSw8evQ0=N!L=#uYE zDzqJz$!=a8VKhy>!ejRd&F(?0ANvi@q;Bm0lPT;ZUl;KugcFQFK6Ei-Bo$Qi zzpQf^_2PVOs8iP-6}kp?aTYsOH{-1lnS0=WwI=PmtBBvS#r4Kt=j)e5<{NcCN=ZAv z%NL7Ok zIYBl1su;p~ZR!pHLMqKvNi4m1A#j>dW9k0JXMQN>meBW@R_`Y3+I4&fwy(bsMFruX zZ-g3>SMY@)YT-@CM_{1}Temv(SE4t@T@$lwJxH+F6{g`~N5sbH67#m2B6oft`=?l| zE(5qE4NiOB{y~o`-QHZiiy|G#>+j>SFJA7BH8U9vNcq@7UVUB z#H*oCqYgN(RU@A4mQNa;Gud+O%4C$Pt0ggvVHL=FoM3-ZLe@{G)~0 zg2(*1{uL|^Atq03ygr;^MvNwCY(J(dQAK~?+#fE+7Ml(2d7 zH|C#-%NluDweHy9prp}OM_1$Cx}*sPC&bq#~g4x=l{{_m=PEqVX*3ch=Kh?gE?D|mOu*v{Q&|nIGxNN9w zsW^2X&^fC<&7j!F_BhtMFuQVj8Qhv|$<^{!?ode$<;|3un8&HDBuLOlP_;Klk~I~n zSf3xJD(zc;eP)O@@M`|0ACuQHjxfJ%tznVDTz}NsJ7fF!mdAdL6p2~x{$1-@^c%^c zoV{S&i}kNPI=m%VfVqXN;cHbHqMs^#2l=EkI>(re*GDTVM0`U5Bko#lV4jJKIB6oG zcs!Ji<2Hf*7zsTCk804-tBfa0I~?#X(lnPp5(C=j6GE?fiq!W zAhCi}Q4oJ`V)02u?5Hn2-g3OH*5TC{(zz0%7$VZ$yE4$82;-BD_idx^#y5iP-g4Y; zje3=Px+E$J(`ytgW4)+qf)JsWsY?TZrR3jrs&fO~H_?i{qF579VyoU9{~%rDRDW4< zWJ%8n)6&}|=HPscaD(h_IwXTsbT7b^EYDy`^TnV(gC6ns??lCQglvDmxui%20r2!d zYw=K&%8cusLVke67FWTN5sW~WVps3Nwr}y;n>w!z5--a8UTLI2?HnL+`Mp=MEaci7 z@@SvQcAr28c^EWuar<4R;DR5rR>=VzRW6EUV8i{_GiC*n)}-$<<>)14?wVq}a2{ek zYQDtOkn3?BJ7RW2ih?XIhD94UNfo5D2;fdZQu_}FvRwDdTx=JPrRnF_j#bptw&BKr zo0Z^aQiyKCjK`TJ7 zXV61K4LVCvsFb}pn4uI`MW(pNYB4j>qZn=ClAM-TX&_UdcR0Rg`xTk+@?fv!5$ie+ zrpZU&1a3+rVM}lg9HtpDezmxvPg`9@Z=Ipks`;LTywHL6<4kjNiM|=-bzgH@*p;LE zfw@02>uhLfFRil?`XZ!V2fUhG*i%@Nd!Q5MaB8TzONmYnmh%_kY$H}6Nin z)A;a{t1_xsl!3(zzmvJLYi0A;314;6iN9G^6UyLSi=e199fe|421~CaoRpejR{@3_4$z?^FN$r<;Q_6nV6#PKBz2JhF#52pKLz$7eI1r|b@4 zz4sMNu7%9IL)LWpqU7x+Q}^Kk(1FWhi25OoXSfXDsCcKsLwCngjbi>tl@0zu7kH`c zIu_HF@sd(fveo5>T^jmMEHsi7*E{PmaseI_q7#}L!rz+bquAj&&Oo1h(Vd_;|F!C% z^jVL=?ANmD1;xKB8%u>ot+y^UZ2UfKNjsy{Ki1xl;R1pcFiYmL)k%7M|8&G_IjLm~ z0@qUlK|p_su=htcs41<2U6Fm{Ou5sO$i`l?J-Iih$F!e&wCwQ|je!Y?m!_|>E^v1L zeQ@qXzcVr94j8&>7mbfHnNv28{>yrx^zb;Si0Bc7!7+?!tDH7Q;A!jF8MP|qaj-F@ ztx41;Tw7RI)>pA}fo>FQ~LDLy4x5a#ucQi+Hivb=|=Bh|F{8;{~ z5g6F%4}LDgMi0k8fY&qojq4Euex)i>@J$Txt$pj`t9sh=-!Gl9l4W-yZ%1}TVrXxD z8Xh;ev7bs?@D^1X+@(sW;*w3bL$OG-7Su0Va#`jQOS>&OG}7t6iN{<`E@|(bN8VgY zlb00@xM;14@+2JHD)sa2Fe>z)73cK#V~qO*8wxf?@-u~!WKCHUNnqgl`;t`ToUwMc z^mg8oL1Q96F~3y`BzST}#PA#w09zaMP)(TSz6s7n;n$=|DdY+!b7xg?=GR?mrJ^ZW zf8L6@r~i3uY3Mi2gu}PAnR31Rf{T*+=*0bfkyc@##)D0r0|v{RnmTd3h1`Z7HSZAx z#VMpC9;5DWat$RckLhP&bQ)H@ULxt*Asb>#r%}r36-%j6O2_-qFQNJIdY2l~^nFCtayzwD$Vl5#kQusjstI?DuOBmays!hskLT$|Oz zyDi?223tZFLMEYEMp+$ft&&yHwF8uZM#AELGLqWzrfRKF(v{aQGM>>!F)(ct zZl?R#6dN(|+{4Wbc)2RBAad`WwZzC+7l`H%03!ly^@uMetWrtQIxPhStZ)Gquq*NR3(Fb?i8b+Qog}w^-ZfVVxF(tx3VlDM``lYBUi<0{J|_f zhu7769C&M~d7Tc_)4x@bS?!a-O3dV&m{H>YF?H2JQN3+cML-acM!GwsQ$Sdd?(UK< z=|++6Mmm?SrA4|yI$av+?ndCd2)~){A7`AMox9xo-uHc;bIx;)HuKRcsj(%03}g`- zdAN1$$0Xo(SW@n1a`_j@AW&{#1khn}CNe&j*2d2bm$lUVC8Yi63z(-RkeX0`eZ#c7 zO>%zO4aA|5WxPY~P4jm`*;Joh#wdIehzx~whcoQb{QA25QUA5%GPST33^|F-In=)7 zT6jEb*G!xOd#o?Q0f_AM>t#FSJM@>UO)=8b{O8QbtCYPmEIIHqAzL)5zVW6Esyt#nulU1}0w@8ofq;p^~|Iv~LTbUD#<<2!Xzid3?JAvIqj)MSJaw zelE;@Ha%=IST=+5hheHq%9tOFEWuJR5Pj5~RmQ~f7`H*p1>$qGM32Pr6B6S{WX{at z>y*8ikt>^&YosN_S+iLr&wVOA3`ye?<52Nz6VYlfDPET97%F~yvX;^+cc*X(eN%Gf z!GRTTo%+oG(BqF|fqvCtg<^uUY(W9p($dSmxrCN)aQe7@a+dqFehtx;wl&ky}~y~JpMyB$4U zC(;6ukM$kr*i6*tC_w1^PbIqpHKYMEUL;%rTcUOB`=_Z<3cu`0CiLGuvHkcmS__XN*^DApE>HQ7vU$L zMQi0}x(_0pQB?q`ycSKakbedQS*Ag|p-HA`<8kyXO|7qE!!WdXH8?>oQZgZq1@&Bf5a1DiD9Z^y2U5-fUCJymw(J^Cd7q(7}(32(g#WiN>0h3`B-#`-~% z9&j3&(Q7}pZ?qST+_!u$EOW9=XE58I4+kLB>ZWq$t2hvVDU)_qWDb)C%8bnZX%bYn zR4lG!UJ}~VAF9wV`K4nob0N#_a8k{xl zYNaA`lD3JPt`l?L&D0i@>*dpCA8O?!`#`Bs!I5z^`gZr$&dM|Pd;1E8U^6ap#E zortu92cfNY5VJ;t=Rz;fN#GI8#J+<8%l2yDF>UqlvU9@VLlj%GNSqEkgIAXdi)#N$ zT*yM$(i{Z4Dh<3PZuaeLoQgGBAJ+dg@*tgcY`<`(RWancbmXvQP6c`E-nh&fE%Bjq zeUJ?9tUGa=nC>jY!gf#3|4G$dtrc2zpk7U-G1C+HB{lUY)+q>|pgl()6^jUhi2?|w zYG@;Jo@zh3->|g=#cioH$cS8hrA7sFa|{{8Xl)C+!o<#v=t1$y9(B`Cu0UkG4@TFek|7r}vK}4ZiGie{ zvFx!-9RlbgAX)%C1259}KgBCO^G@~N)V;Y+uSKQ9`^EUz(IG{k_2|??7xZDX!`$-I znNj>_)Jjr6M0TI&Tr3G_#Y3CSYfsX1r<~*Vf|?xZ=n!ATOs6le-wt`dW2p(9^zXdcDA`A z^a1St`TSGksxw9^#AX;7b>oHVZT`x@C2<3W4@incZ9Y1475KePw2BLdXMY?I$-!g- z%F^12EXTO!<@;zku^JV8Z;pE1C1wLZW4d>`7aT^_eirzwQk?MW^s}7iKe^6Ng|Ex) z7Gp4qFuI*E!bmW_%RIfZ;Ur1SbMu+?GSAY}?5)Iy{rZb`C#TyhJJ6&Ak)xm*Q-yKU z)Ax3~EuFod)4}hKRHE37uXf!P^IXCB-63?KeDw6g&LWJ?qv2A_6OyS#f$Owmna}!4+GvnX|4zO#^V!A)M>Q2f3lpdW?|c@8 z_XT~QVFClk@96P!K_8OHY$HKyvmQUesX>C zCHgrC-eH}xU5I34uVqdeLLt_Ll-}$T*Dv?uA2F%!DMUjz`u;&gBd;JGSB+lzzdPwT zq)ipJ(;CadfZ*qpWeoEamd)hL2u>I<-X=LF_ek!#;s0Fpy$cHk2appViR=-;Z*}Fw zIpW)IE6gao0%B}UwO8dCMw|^6Vu(vP1S+>rYZ-{hiRHgX%>1;YAx^PW6{x;X1){?WeWEVI4Ssj z0Mz_tc;-l^o}Ji^yX#O&!_nj?8z5;Iil#(w9CPS~ms?23TN0vaGBJ;W$p(KfauTr; ziqJ*T4UT`&CmH?$gc+5vf(-pma3cNMv0K>+<#5Q zoaf;J$rlldX6AW<8$mkyHcQZ`yA{dVi`B=CPLRT3$yQ$F6$c&chlLsIiM%E zLCPnU2$@{l%WjWIr7-})o&qUlx&ldRGZ(RXn5N%^K7@B!$Pd*JX#IwU^JE8YA530u zFExkn$n#G%p)`65_F5e{jj7F~Y3Tw-rTJXJR(2Gs%JHuXMpbC?BT{Qyx;g5y?y|yP znx#_(iL>!uaP8OUiXp25-~YI~KpZbUAIYak7<0uJA)bh<1hGqqPLsLYN?h6wSzDkt zi2+imv$B^gSl5Jq`SDIge%P)&XD#S6!552JSoQF0`gWeIF8Nj~|KQ`dTwLg^dQm4d zikWjg;a}`rsSBle>)^pui<%Kl-btcnI zO~%q-f4_?Rl`=^*1HNUMRmX zMZ!jYgyy+3`IZh2JGs`NhZQhOghka&uCYF6_@yzJ-@W1~hd@TqqNT zk=REce}ARfhs$4PP>g%-#=13m%eF^C4;Z`#qvCROT|xYtHjFv8Ua5-oadYkQi!VHc z3cvV`l~k-X{K#bO}19o;a|8ZJNngkv(MlAsyK5tRVK#y5D<{f5gE`9_8vy% zh3*Z?f7M{@u|d0>n5)KdLfE|_ZgIM)P2aR^kUZX#S?#bqbd?Uyuk;FAu>NZPpxsJ%n;zb+?E5B(rgFSWRmP63DXm(Q9GkPWJUP5 zQ2i4hznWd)DxsN3JT!YkD^Vj$mA&LVm5Yz)V`eO0RZ)5o$a7+H1MpVmQ=xV-vO zO47?RQU@5KjV9XfnMe|s`-gPVgypzEA{kdkCghbXY^~4mS0m7MBz=eTBfB;gOeD*c zqV(o(6CMSoY^pJ*a)~sE{u>s*3pI+qanEx=;~%s60T0AOT!FmJ*fp3Fi6F4P5O$)Kk zVm1cn!`8^OCBj`Bm%X4m*Yv!h4Q&*&Ztv{FPl=n6rPXqhTv_w>5#{m-w~qG7uQz{Z zk-P+8SfvK)$gwg~U>4MhlmiQV*AP=R`sZjB!-dW;_@bFj6wZZBenHSemeg1bOYXpB zXu^has+RNA6e=LXs2}7mU}RKGG5upu$|fQg^J-yr#hf_3y&J}`&KbM*+Ks?3Fdr2$ zwGUnGHZCbgbxqA&R;?F5ZlbCA*KHn~+i^lbcfD344jJ}3vVtvBP0AP{v@YJ+*%dG& z3Wu8>AsEIdJGBz&_4@ScQY}MW^+Mvu@3r?lnguz05~MAt$OQTb$MKdz9q`>Vl{|}U z9}>+M3owB1a&E*1>`{I#EqJ>O<)9DY1{OWNrV@BjuBJTe(Al)+ovac*3VKu5>iMCp zEw|2G+n*_T+4trdyx*Mwivf0Rqm#26-90)_^YOKo&KwVDQw6L19_xEw9P zyyAX1vRU;#dsGtC4aWI|8>;QX7Sqa_$!k0|owYve*l!z*mCT18HEVq4zu(x?iC|O8 zsQF@n(uSU^O_|4F{vo8^D?p@HjiIc=;lOHPh3qXMwnC#&f49y(Iuvh^?+VPBFvA7F z(e~G=gkMcHEbAW#9H~vI+^4f#gp=GH*-8PDYc8xNS#VNKen8UU@0NmAr=FcnjZDn4mRCNZhql4@Au-2~)X3s6!KH*MuixU2 zeepz`OnM|{R1IzNISI(1e(mphN1EV~G?Uy5KjmhstU?V4FTSIp2%l2qyqJ^kWXv~S zD?mM+t0jGK>O4D>$Py%SS6irJm-TmymF0agp^Mv!q79s2_>}6^wjKR|y9yfJoAB6$ zS6ZBsEG*8!^7TNa@lVI_rU~~IP1YbG+v>z!;ZXD1jX7zFQ!HToBXy#xuXoA&2>or0p$~CEls@sjvCW z`wKohKVPm@3bva_OEpeZQvD$Y=!(xNylt9Q!9V2NGR9W6Qd+=)Go&=mT<+>UP4@o2 zkeChPkb=L2=^qaKTLkD{itc$kJSI=c*j#P}U(qpS8D@S@4SM_9eq3n0AWZM%LW&ff{W0xj2u0{Cq`b&;hv|n#)TT7dF zMmXU5P09VKpnh}?4T^8h$HGa`Me|YaM*j6I%iR$lTPV)dBH4N@+#I@B51sxs57lBY zoit%)9@tC0gjrHDS_>;VLJ`HViQg%VaIg4ZRQ*HjUegytwfte>L7f_sjYyT@PX`$~ zz`BrG*u>l;bc5+sEE3wnPF_>_)oJ*r3`jG@U)g=Cw+?iVz<9wIVA@kphT3wb-pLuX z;xP$i2{eO@QHXn4oT{>w#L6wZf74MKh7qW}y!U+avD^~0I_m9GoXTgvD{UWG7%PAtZeT^k%*;_}7!D>-7=*~eSRnam7kY;vMeDxk2j}V1{_VA#k=Q}XLn1cd1XX8q6F^1M z>Gf5&O7Y% zU&^}+Rrft#7rQ5@osvrUXzERmFC11D(9LfGDZDLNw7O;VR!4|BK%Da8IPYWrrfP3l zR&R~yhK2d(XH(IN?g*Fi60OJXgkz_r$2Z7K@qnxp8W zTj(wETI+LjZ^g-1DTk+Yt6^3l?+t^~7BPpaSV%iJH)pc?U{%M@ppTm2B1Vl)rmunM z=u#LCN|@iRsuM1D51oP*Kl$FjG+kU~#!F9*8)fXjOetP;R}Cb6@mpl0Hh$(7)oe1z zz%}_IMDS)A1F)td_l$PIl%sPHE%5N!N#tS(FTp6%G4^*jzfs+#nZF+IXaWhvVurG< z@(5pMwWBEXy>DFC9;n5JhNL7J{cilt!^Qrm&**ve?ljEBkQCG( z42UW%k%C{~Akh8- zyevH;U5}nWQ#ZyW?YalKHy0KkcAQiRf>vG){=VY>B_NM@)l?( zbJH~fDIzrjAVhgKV(Y0^25h~3F3mhAd!D#!&+V3kBXXP|qv|3&Enqwv4%mlgJ8A)J zUn|<_<#seVsI}#~vl1J+Y~J=S3S^bn3chpGDIbE9w|#SUI3zT$O9`E;nQ>Id z27WSFbn6JiV@o68@g-pbh5F;*4h{S1DR;oaD`K7P*sBe8yD?XvfinN!+2H-%R{$CG zDL6~R!deG{TMwvpwJgQ2Bjr9<6fUu$Ugt_ zcj%(OeZGi^X)G%IW&J9gw?l`;i?J_ro2TgKDVMx3^o1h$I2J|YhX@{mSHTseThRKF zCo`qoy8smL0|FI9$to`+75UwJ51bg{o>~fiOW8L!O)OG?Vh0)~zEXbQ%K4Io+c|Ww zdi}w+&+Y)cc+H^Ic=D_AJ6zK7uK;1}Ce|$0{${dVDQB<;8jzB{n|l=UtyT3CysF&{ zeJc2A=?yU&w{6Ta*2clM^gr8R)iC6&^;-2qOOX|FRCE?$0&J64_G3&k*`8M{O!0Ty zL^~8d9Y#CexIwMoNnm0FSgcP^cNZ=$$}*i}F=vm^&sEzjkxRfxQ27(BmAM^1Xut>D z9vfW9pQqB-l0Tq#x7Sm}f=ctl{M^cl%oyiS$l~O}fTxOca4ezDvY$UYtDXwpYAQNk zROGJ;vGrnmn@97Wz8?oNtqkquW9-Ta1l1O&m;v~aEj};BU;QSBlJLc(1;u|t^N#OE zAn+rUUCOK=HK_9iR^LO(Cd)}E=(Z;@CxPs7L6kP`E+9F{WAoXCGwtLjA-@qI8T^Ys z7UdDBZh!E3cXe@OZuKndpYnY%H*1}BEHCrVtGbPg2s9h91SW|VDO&S`qH=CN3Mms3 z^VWS(2`N{qk=A;I1As;T3+rkUjJnSvpfJb7L&r82!i0E7AL#LjcSE@MkU}w}`dDM> z+Sje&&&TA{!;mHNjq?K^1;bZ$xQHkp!=Osrb{-S zrhx#bNfXBqEYHVQ$#$rFY({|v_EbQ-XY&QFZDQmFS%;?v@$DI31F!V)Q4nrWayah_ zvTnaGuhF?0Zv_sY%3>rNOjZjXFka0Hqp-s0_+qy8Z%2g|D~z?1>MZ%c_@w%wYCF;8Cyj-DPfA!Z>R%{Y8q2bZzWX^QOzzH_| zjh~D24Zw(}yxt$FKjOyvD=j+dxiGv7CM>z`lyo;Nn$R~AW~d`0z#qdW%zS(*xMsaD z)v-P%tSg7yftp)Ke33=o9%$6o1=)E`M&&@XO96U9-nTElP{cdr2%Q{B^?%#e?Pc0k zAffGY^i^O7uWy`2j3D)BiZ!om9TBKuwo<$8e+u7mn*8?#oDw#TqE?RbnRa%a$F&bXb)Oid6Y09F%Nz9>Ff$Gk%%TT%B zBtWzN;BIyktd;F;dl05&82CkQh6@jw(@}9zNhc^`9TW?ijpMRl@fcvx3lrF=F1~ zUH20uG4%KR21$%_WwF?9rW8M^rQy&=vy;fW5vzp=D|HZ}rx*i_rLn2LA496fr^242 z#B1nE7Jhgf!02e&f#m!f>V^2Sqja~SB_FoNoBs5oSf;Z#hWy#P;xbr(QmRP8BK4LT zve}qjA*Ct5lJ!m^t;U?r z7)ebSv;k`Y==R>nvefOeA+lWqh;{ilJn#%q8R8-yXgW<~ZVI>}Bz)pxxLeL$&yxoH zy2bl!Xk+PtR{|KX5%t4$R;tWwX12bIs#|VA4JQsawJ@AOW~g<0pWu_y=e`-q zOY*MZ^Y1BzRi1$3ZliMxiEuHe8nAny)5IDM<3uHt*0(@3i`PDW@p*ifP{4+>bb6rG^3GHC5$OjmyU#aDAMoRhAc7yP3oT(;6^=`GPKsa z^Fu+2F_r;p2I`Y2L35d_`zpL(7K3Q#ygoFkLfHIbcG)ph^?c)?3aQ5M|0=GKGoLZE zTr%JWOOV*6J9Hp)^M6k#F|_GBsrkSxar5Geq9P_{Ln?XsjI47($1EH;60GYnhaDbc z*cNVxj*=x65C^9Ud3mx>_T^GyFewf7Mtx`4W`lFtPh?~VTdxEwkpHF=@Ku@qS9W=} zKy0ixZu~hyTnb%ke|p(8qDe-Bdw->xN6z#rC|17zl9jit@?y71+XAS6E(F#CsQwnI zQ#N|ie-M_u&B>q3uQ$c5x0_}pie0kH44DqZMxaXoluI2hT@ z!AWr&0{9RG4Ie%vY|1zJL}$W+s@Op#UPD*xY1HPh@9Or~YvSh)oDW41fv%A%iha|I zgu$KIY!`i${RzO++6o^19b0iU!T`}H0#g%-2m=14(Jlt!a^R*vB|tTslt_!*o8;H! zpI^boqV!+q#(|V>&4n9#5z4-vB7p8QhX!}a7f3PCBVs!f_|rZ;R&la0jor#qngO5K z0XP=wrk-R#X-!O>8BJ7Y2a_b!nFNQ0Rpk_CANny)ZQgZkO`lBBk}T}-HyNM(hOt9srn|#J z6m+Mwx#^=9^UuuhQ?DH3U((g9e_1?WBY=1y;Vb3>`ZR*D=-p33ugQD3Hjf&Q#OI0} zoU6RDMwsk$|H?xuOD+t#?>@x=P!m4LN7N)K;tSh=t#+?1@lJJw7|EPC3e%aNZ4ZQu z2-Pe}dSFM{M(<0uOti^?qV)Hq)gyK!Ykze!y`lJ)mVIb{chEm7d#`I)+)DcjYC5Om z+&S-`Th01B4)4vYSA2ZQLsBxlt;~NI$j(Xz`0dF zxSF0f_|VfQ=#P=G{0@2RekoHU~x6-3NC;xC=@4dr}L@dZW4&+;e~rgxhI}WqN<24BCo_LjMAFm|M_J%lLTtp zztR*KS42HVE(*7bphU*gX35gezQRfY4_ZYyWpL2%emBnpCKxz-Vglf2TT$3smZ9V+ zMs`4X`4EcWv^sX1{CAIXfnYuf0hu)Q3Np%%&zBPRAeGKnk;(Z9e*9CQ+4bgLQ5HEBqtR>v{SWofV_X%-$%jGHaCCAS zY$oG(Y5d{}9A8G$@{OwkInAx(=QW#t7F0%BV&Vw3RlQr1&IOrZR=>q(D|r}dP>Wt5 zzs=;ixB#rSQfBpMUP9-nl)mQt8ZXwDnn@BsDxo08zn`Dv9H?jVsR`EDU^rF{myv*R@um4}Kt2UKyaKiOz1_;BbTYn9h88rcc1RH9 z+sJ>ZGZk?kGC|BhX19)qd~!Yio&xKsA@i+DzzmxeYc#C>$s zh|l|jD_IhJ{*&WD{Qyu)7Vc8u#b4*03ZLdjbL5g&HmvXiW7ls|Q!;pdQrzdsjjaD5 z49o*2ZWC?H8oS~lW_Gz1q@>`$r+#i|fXr5OeDWPX`>ShP&N3mN-8DhRm_z+F57#cY z5`YUE)+V($B=v)}jp{C2R{9S@-2t-dTvX5G5s{rgb18MUF8c7g%*Hs5dBVU|u51CB zl5`6n%;E6-FmAMb=ISVV0>B66n$UkGPK}khcTc#su%vIzl5M0i^MVf59rkMnsj;!_ zvufg7o0|N%*AnK*$6SOv{_QNaU8<5#@P%v)p^3fVTyr<2fwPCL&Texp<(9vT`%F_K z7bI@G|8N#!rNIaZ(0|brfJyx};k+nzW)k2Dwg&MmJd{Og!n0}(^|5Bojn)kr^+rifYyoG8L+3)PZX{5I4FWgkA3`%^{Q72fI>f2}W6-a9WNEMS&YXHm z^DS2QnP_VO66!^Z&T|b8fV9*_KfE8<%qHf6dJp-j(CB=v1~F(f{BxLik@xW@@@}Fe zd~&O$S#bW&FU^7I)izCPWZBhVM(*ehD5dNw#}m=4QNapHRDla+C)A+PC!oqw3%y8U zRo84hK%sly18f2PWt|hsx4*nqqUT>2eGj}{-n2TaK7EiXOt*osj1X-({I_0jzErUb z@EkRaIsLSZIIt&Xa6P7&eDx_i&&WW|%E6u~d_Egn`M)Po$y}am8SV29`PhQX{;$xb z=Nm*XW4;_tvp0?}a=fyo-U5MstG|JOL0@5pV+#)F;9oZXRZ$0$kl?u>ip6(hODLPY zGcBF%aJ5LWV3)NS17dw1V7Beevb;Ic;H#k0yFL!*a4X~gzNnmOR^vx^(jvz8+2X{b zg{j#Cjn7&OopbM%!>@hJGavsrj=e06ATaBDJ}mzxBU71%2Zaw)m+`o5lU_{9hj_F; zy|3E=Aw_5clhc;%)yUM*7`rVlowco!+t+y@U%2-6Y-31w+31$Yf1QqsLWxM)bdD|S z`0XVr$%QjUywu!H;mIhRVCwE>10w?^2AhK!;!lz{{Awn_6^v%E9Cf>*fj&T`s|3u@PU znq^OXWf0*YHZWD}g2o_fOt83I4C8g(Yy<0Xer}urmifpakY_E!%+5){f7To9_$XG< zjASh3504(9${jJFpr#KV8s+PED0+(n2q^oELPlJsqFuAcnGR1{92G8ap4;iTPs-w}=jTHV53<-UgT^%tnC;|5jALnXtg%`}ReA zG7Y3Hcp-&Vduambo~%@Q|HFqZ&i(01$OD>!7-hkTSf8_armw>`5>bdgEYsfz9fqh& z))ytfIhM3vYjSlDsno3JHPPO*Og`X{0z1Q+kr&M;$uH+~*^-nwnDMD34sLHEGQCvN zxZ}_PotH<36XwMfNiAt)2!KF%5IX=t9uL2lBFooK!`Oo}t&AN#pC$dh=cxw8Z4Y5h zX?2dR46i`2YDM+vcsYTwGs&vt(f3Ywpz)8ne8Z$(-#O zQ1jKPIGQ~h$XTl7G7X@}*)YtHhJ*hbYUfRG zcybAko-UmiQia@ZsAu~eaK=E-U?1Ok5p2DQ)d7H6JgV-GhAeC_8T_J{_}}x2S-unR z7|;vhS&F+FDJ#bzPgqq5W*dPjm#U)jmTqAfPzZf{Z$zw89r^`SZiX*(uS@CPOlZw0 zuj!c8ZZyd;CncL|&Ci4^P}I9%yknhqS?wB*Bhpo{Xr-fNcuURU%&KT%Gb3}`S9-rv zC-Ayh_`Ip*j%ZM(T1$VU4Q($Ry9}CN_QgWp%r?5S4mfWw52&1zW6l@@yqgK|V+5|| zp5l$e{2Gp!$4BkVM)Y7Aof-w6c@lmKmM;Z?mQnYRv62Be%JpM`P&N(Vy{F3UER&A* zP-Ys&Z0)$@;a1E#G4CQfHSPx?6mP`4DO=b|gc#UGRz{DAPDKlV9xh6E{wBZYT~UrY zeRpksEZxJVQW?9w<5HQ<+C=hG5-`lVv)=q2MAgQ%-&=H`A2z@2ytCxJd{dGT=RS8c z_Vr#){d8~~I;|?_FupM1<*)}7@>7{zmS8x`C`;^RU&0G&R~egXckwZod}`Qa_sjX8 zm|EHow5QA5AbG`V!3q?cg>sOPz?q&$LEzy<^(p=E>3U4x-^s^pWZZW1 zhg8ECnRZF{-qS)-QUS=vO3yHBiM-*bgMO+>FT;ctfb0k)1D<(54~#KrK|ye76(NW} z_djRpEX$t`+h4ch#!x@;a|yR5gO98?FP8%)l`keGY=pbU1ZyVyVCu_R96R`~@Honr zr`0%a_F*`SxcLJ)zK&yGWi-{9Wh{3;Wlue53;`)f&H6jn{c!P{1UL?@oNrFXmbqRz zdBc5&&+4job;SwPCEZvVWIEEns^?D!RWQnOKcND)-U(Im&J`=((cN2nyH;3s)eX&{ zet2>9ds1qx^SmkC4REzni(mIvs2{8o1ZdANP6-+DEUwp}<%=QVRbOm^foy?vQ@3Gg zxIdiB%k-t{A9@ky8{5w59M9^F<6gL2s$abS!a69YlfFwjt_C@p$%Zd-~rG{jICz$VdB))ShId)yb(X}~AC%IIvEoKyoPAL`#f+|S6@Ycaz z1s%Lfx#I_c8aSSWydLpz8~I%g&AJCR)sW2Z#=}*=x1UQ*7sv7-($fy>7Cz@shaj5* z60x;u`i%sy?byL%;7<+B%6BWr-O1^m$TnE|{-dkel!R=yE5q(WWEIzr&+TK-yhUG; zvljJ_5ASv1cZVD74XwmO)WV}5HQmj6*ccxe7v8;Aa}%x5qqTDzY)2l)u2}!Z@D4uNu8)S9r&)-cTMWS+bZ|Bco z#ZyWoVS1x{;A65jpuK|5?ET0i!~Y7+j>t8ZP~3kui~y~u4tpS!#n6tzwx-hoJnVCn zuX^tuY%oqJ4qA;_C^AI|D;Sn07%W3=PhHK zeMK^ZFNWa(#XmUk1JXSR z@y|A*bU=*|f3|3u2;6VhO9dU^7Nzc~rPfE+%8oS2xs2?sV zC+m|L2pog_rrO3!Xo1rq z&YpTtCjft{S3-{Km9ll0LhAj;;QcnQNw*>XE+V^Y--9yxp_Y-2Ks)aql&&i*(uD4t zzE_sI=EV=FYUuJ`hujDHYRUnLu%xZ#?!p4exLE72v~F#PaBQHOx2njPK?b%49e?hC zRVJM0PCFi*Fn29~60(-@mQ6-c(qZM~?}GtSTJC#Hm>BkXUznEHm4Bp1r{6^R&t}ht zhaw zSk=z*Q0R*TS~3V}sXlCU0JU7}6jSYobqfJ2A0WhfTO`BEXUm0Ekw}D7?crZ8uVJND z&!#pMe@@@1YCXg7(AmHs)N65bk+n#6!bx_SXq575mLqjoHufhesTK>R0ROsI3ee*Z zXEapcgW8VQ;_t(kHgLtxIJwZ-8Ft}4{W>L+71U|Mm3CmK5ax__v725#Y~l}n#m{c$ zg+q*3KvRFY&wTUjYDb7oT|8PsVJzZfWxFDs!WBqH43QWJknvZ;1F*SETUL%IYZ(Gp zJ&Y@k;|nt??Cjzoh9r$ZmlpP_kH#FOzvm*F5+G3@b)(1hp9}Bm(@Tf(ABU_0vPC6( zJ>Zpf!Q47p5s4t&vv~Ur{3bD zJM#e?irddl!6r@+{G#~;D&~BL$Li$i-2Wt(PxLli_KKzOpduxfo*6S$s zkyOjwXiKSwhMf$Mw5RvM)JTGMle3a~4^j&%gtvbkXsmdoly1(4BV-Vr&o*SfR2@TY zFfof7AS(&}K2u8(HuxVN;vQyhXko$-4vX;XFi={|c%1+2EBFkmZJyy>h#*xcvi62! z)Iat!AnI!>*prz@m>ykV*Xvy54heFx;t}NAC`TSF#Hx`l3Bbp821%?+s|VT-w)V@ zGS?1W;CrvlzwiK6&;#i1ZNK*8WT2&CQ&$-_AZqiJNPf2he-n5#-p)YDTnk4Wt*8hRUlkjamQQi7h3TAq#qp{>Z5O( z$GuTU$;EOIkat5mkkh+tDMJQ=4UCZz>lK*j(PNDQzb; zMh-ca-KL90v`T6o_2uHK`@+mN#!3E@dY@N4s&Z6OB$z!zLE_2&D8{R&0-L()5;k$n zdO}1PyIgwi@T!XP+J4=!%`meg^I=BtU7`=WC@?ZxX9yuNr`;JhcmFnor10Cv)66M( zAqG=ro_rU1@+AQ9V_=!*RiU71HR=lidnoijR#PCB|K$C4C&(z>2|A)d)YVQjtNTFI zB-CepfpQ1uVmd94#re9+>GywRr0HhjvlInrr3WL`gHH%$C2tbj(4`fV{P+D}rmbPs zw9{ff6J|>J?ZT%nbP_o!(v^yM1#Cd9Sdg#b1jxG+5x~kky`u`n(LzJCB8|6hwpOEI@jCGl4DSe!1*t(kS6vnTRDg z!QIeN7LN5tBQQS8#l{4WkNM{2oY3r0URrl*bM_2hzZ!;Gj7oACJ#|U8;17kko7ggd z-8;K;zwCJG(=bz)ex#wYlIgO_heByT)%y zA0(|VQg0gmJ`6%P>)|=_Rz<-f-NTI$z}(y;FJno#!e`EWJ@*JP132#a=V01`DEL~U z)iHf5arc&z^hZA9{KoZSicHsk#MNsnJocCunu%V`gy3O+N)=6bn*qeR#(W`8UJf>B zPw*#v54>cT`)OL|WC?IRz^0kE+5;wPHXsN{_Ic~5w;i&Y8wk&rd6{=W<{S^Xzl+0F zm*g)<1yxlWoE9PHTTDTL{{bM!KV6}F#2?SCsk?$Z|754Y=Hb^S@HH!P*z2NQv3+q| zYtE^FTE=`8NY!ddf!XPkVsUn?4F69ov$(b-m4w~W-zHJRg(Jpop}*4+CL?~ChlUtS zXu$eF-~Hv{crCWldLEo(7dG$vRpCFnXn46)#fzky35+l#x9^7dE7ntN^jm0=hq(+i zdK3uw%jO7UCk!6zJokSC)XcO}M&F+VK|^P)YlSCX77$H>&9zZ@*}lu%RfJXUS5YWv zKhl8{I1jK?qLgiiC?!*N+fX-X=>uGb8d|;Ob(+T~JvG5Jp=8w=!pXe!`Vfb5-$eO7 zhYH^xWxGMofLZh5F0g^io1S#Dzeo7j@4bXPO*FPJeago*4?VQ}R{nIfC~F6m7b6#2 z!E|W%EOf+tjo^Q4CWfzWpu;;o7LKU*4b3gjRk&0Ukj^z$wu>zj1y*IcuP7xj6f9hV zfkb(mP(;KcewH6Sq{IBjjOMoD41lSKSBl>~d)=igqWfRvcyiFlU7n4`9}GL z%ub;ZN_g+4ncr)NPr}x1I*2Q3J5E+}9lm`*UkFc_&tAZUI)yLU1y#}cXlV1;_Md6E zCbGoRvqW%-yKjn-Z?;cDJ`&4)XR?wpJAl>#i72v!!YlE`?dJiOF;2OR<nV}NUyG?3D}aLJCb_c{MYScJMIe5;6FE%Ucpb0fp+)*dkvch`PymrB zwCDq*I=>`#xl_W2#*S-ZDq**a&1W|Fm{?VJ-pQysR5Wc};r@}+Vx@j2m~JLIX|V)I z$ck5=tcxQ`p5Hu}k<@R1f4~Fxf@j75?bJ7JYKFEdlFjs2%BJgF`+?tR=o&h@zk$D{ zJUiEtAAJ~8p%|0?a*yf(D&_;Wk_&I#CkPU+vrqjz0&kH1+;JHL zdu*0hF}m$}9P33mUUdgLHZp|Wxlb?Jp`VDqHu-kNWojSEmM{|{fQ8I{yCcx-f+KTp zhWWX6rC3?B_?<~`j=WK!l&BES^PbXhbZKI&Z_Q~+`iIBh)l1NH!t{mw<%HDg&>|MAO65YJLd!3v~q+;-Y|=)|C|0!n%*az3AtYO zhm%ry39*?pGq@ijMR56}*kvJP(r};z*i{(5el|FrN#wM7FsUj{4hjM_V?53eNvAiL zkFVGO<5_Py-8%+h%E+Q{2S^d%VM#O+2ptE2XlKRS?s5 z$l$0rH68ui=C4sPoD7N~;xEmc_rg+D41FnSK4PPxZktbFB-XH&_;`{WY_u-4zRh2N zpFmQ$V4XE0&w}=cm_&gc<+pw{x9I|*3D^|0W3I+(`uu8i-AqDpnNLNc!>p#0j}PezwcFBRjF?dmx3NbV!V~c6&htq3L!V_5{N}Jaa4bW3I41AGA0{- zDO5^v-yxNGsk`w1(R7tjQEgFJ>28qjknS$&ZfR+xyIbk*6r{U5lx~zB5Qmmfx>NGq z5#AqkE!M1o;oP(L{`MCJ)lHH1m|cf$+~&iO)kPBh74}6CwT!Es)H3IANzto=<&crX z09b&)TqJ##a&)Z4A}VUbGrB&P8n~`HG@yoFziyeHtElEU}lNZ1nXB3*RhH)#-OSog&}c zy2jl%iEKT~LfzTyOoNGSh|tI37Ju4}2*Y55iASzS!!}$4-8(Dd!h}A#hc`8>wQ(6E zQF#Os#hBG@>lOptsej>Y0ViiijZ`8igZ}x1bJ#1})i&JQO22Fd!X3$)a4(VI%`qJO<#q8yzRHS5#wRU)*k8jtV;1+-&~>0|z!ijXWg_It7i-1H zTu_b_MiNEnebC&7%*z3_ZLvLR*xcqGO)l1^$~-Ig5-UArZqKXiaUt*pTDDJIt`U^z&4dEXIN+SRh07z7esdk3lf@PDA3O^7WMuWsvCAC zoU#O z1wz-`{ptbcaA{(}15KiHLtxL_sQrpme4$u2STW_Wl4O!t@^V)o2?vRib#DOoi>)dB zd%S3_5lM;`N`+9fpJS!~i~1i<%^6*6a`Lkg)X!}!FH#m%&m6WmN4<6_i5t6LRtHc$ zBOZuAT&v^A(XE|BE!*As|KG40julluMx`>>SR)22ZEi-*PNFhTTyzyQGaOa}I)F|T z&oiA%`6HnY-J95Yg(ZW`e`ENbXO08&A7}bYCDgxf65xes4LhvD1saC_K9CC^Sk*A> zN5<6qUDQXF91J8WgqWqHd;qx6{}K=Ms2kgd*08ni=KbwMDkhp};A+o#$7FYA&dqzv zb>&%$aqMNB%Euz!r0uL?JTaTDl=s65p8)luO?DYQk(i=!bT~0LkP%%RTL+vuV5*(+ zDgfEMp9OQztjfKQdi9g#zzyvuzo?RP6KZTW* zV`{K*hY6(y9_n8)n)4W^hq&_}S%B$o{2)hwY6(|(AVc)6n$$+jHvr)pve;sMGH$pr z092EDZ#@+_F~VXVD1(pU>E*;mm-_-dvNQgL=e~6IRVE%e5*H^NvVeluW04{)X~z>0 z73oW)y_G$H$lVXOULHPeK1Hua#b16KxrHsS&H2lwN*iL=?W;s4=iD7rr~MWYo3UJa zg^im8WpiLf0)%HK5p`Q!OcH>2dsA&|NBQU`g_pramqGh0zEPEUbNz=GJkuZezAjZU znW`dOU1QL%Z<0(%{Jppc>ui#`W@PhLVdhI2m}DxEC_lAO7-`7QCf$9G{( z%n8qk{Ln1>oKjF5!qs6DVILz6jP8%@QQ}=&wxvd2*A2Uqg^SjA^5n&BRNp!i2#r|q zs$N)WCZWk*$_o-?MlPF9YcPayGv{6b*qVm_g&`oy*)yLci5Xj(A|I=p zl1oL7;r`(+RT_y5U*AA=1_;m+KM@gP{J_x1EcgW+c&YIxEJje5!L5mE=!|4o)VSPu zb@TfQxFWHBdBKCMH|4v} zK4F1dX5@ChtxN8|ie^m}48I%~FIOHw?_q__C0?F#I#h}qeox2`q}U#7KCk;X(25?V zx=IG+!C#^Z>kBP7t_We1Rup+vS2YzDywOQ#bL-Gt5N7O#uYB{+(Nq#hAykW_yGG?4 z-%lWVDAT>TT6xkSd}N0BCnDwlRWbH4|W8wTbK37b~SN@iLkd1lPy`i|lp6+HY501&#qIsDJ{G*tc-(F!3! z--nJW71YXG>ZLsw>7GxQ`K=LLBX8Q5HN39{@4l?Y6?w77GzI%B0&vJGKhWcEMfL{q>_n#+|Ph10H*GjY5Xf9m$xNAT3mqC={}(tE^Ejb6U0NO3!P zDDoq;ex20E2Y66 z<`2jKt}D;T{qukTd^^hmphgFi8NG%I|I*50nmlIn%X2%pkeNC(Dupc9V3E0~rS$v_ z;BOt**nps-SREO;{$ym+Z|8mW% zvO>EGbyZR3{icDdr-J5GW8&O4pz4G5xDK(BfEZ5lLmQKx(|`9sjHTe~SAg+fNz`~y z^?GY=t7bMbN6AxUS0#m7Ng2VcKtXFEDy*arjFu3EgMPHkTRQy~_9Qr>z(|}sElfXh zF}FYKcWLX&E@-z50e=CA!PU7)jFHkb*4zbuu^|@o8Pd%TybFEvZS2hh6h(aQu%ns< z6U=G4+>J_pH}<7jV)Cp8$NQDgA!N6ZY8h0=FUPai0+1I%;;Ex?-8O4TUtIfgM@X@r z9{~!+C95u5Ooz7k50l3Qoq<^JfLPxFA$BVnL0|B-5g6PGPlNJ5vO8ZT_0mQ|LDwp? zRjA|L2fHSj2l>gWSe|d`@F^w)rw&OAEB}mgd>P!3cm&Fs`j-Xb;Ccx0 ztdx+4ODiZK3cl#dz3FQZMZf@G;-ZV>ymvglg2JuZnZPh92~|eR*sL2dJJue_Z(xOz z@A6!jZoe(`?<3(WG$xYps%6AbUw=_+dPiyO$9bd$cGNNiN;Y{K!uXp{o6{!(^o+Kt zMM~CW!1X6VleW`ZQy*yg?R$*1%^PesvDW1%j)HkT3XT%=9M`(qsMvkA+Lx7tM4oSA zq2md3pl@Fdx8xAa08R|~r8$5#g@J+% zkgd$imO6v#Fhz4sgX)MO#VRt3A+R%;;F<59EjAbE)RHy=azls5TN=8W>h>jfQXm{TI z-BFNozC?Xdx#;`@!FS*Vj)|g`fK6`X0rKoTetT`v1gR;V%aa+CbQdw%8-hKxM&{2eY=ZF)9N7fkpwM?Gk&zkzrR zoQ-Fjm(~JS=yD9_k7R_zeUE7_yzUV&NbaI;NEx+dm*1wM*mv;7zeD?3zuBU-gZ(5p zT!WbhdTu>zh2a*`vzo?Mr3gbBr@xJ7&Az3J6qZSv3}VQ^b&_RZM<>SAdKhmf>jg%F9wF@=S zS=1W%hSG*s=lTkEiXku-GX0d0n0IvBKyo^es)+S7S0aGx^2#O+O7ek899r^RySQlU z4~uoYXOAxZd!InAvLGxxdlhbv7Ac@PdnL?n`8e!&&!Xv$8k)~;jpC>u674WbQ^c9T zqR0Ii`l7LcwKfO`u%uZ=-3*wxl9|}G$?_EssHP+OHx``6K+|2eMY07?R$`6rOmkQ@VQ zom`j6b+%`cBmO0(5EpTq^5<>$Upt9KieWW04Z&`@;Of#G*-u3$W&=G1T;gW>v%S{O zbBu1ehAJ60^H^E0v~{-CKF3{8A(Nc55D0Y0Y}+1*C!=6wK{phzUTU5et9Q#upJhpQ;yHu|)$M)uS( z|7~X~s*8w|C&bb-VP+JsjMDT{fs!~MOzkv#r3{!CN=k#goKx!j8N~uf&pvrMWz(v1neiUR;l z%WB63e;}jW&19)4c1CFu$uTsDFzAL}OCuH^DJ**Q4UB6Svb0 z@;%Y&Z?feM?SfjEla>q`{op^K^ZiQ9Q@tmMQowR7a?jdYRn5vh(VzZA*R^HV6^kyL9tc% zDlwtt`}0#6P$Di?j2JpK6eBZ{XlY7dwMA96zdOZxM6Ou*6?d*h04t;4=3hCu4Lexu zP6Y5`4T8*#p0_vIc0HnN;QO@)(oj#E?w^v(=?EL7giD0$a$+(a>9v7#?w(QrXzPWl zw)TqO`SzL?9sq6Kud@Khe+eMacdqF!t#lY$@qrX}7e|c4L$yRl=n*}L1Kxpxp*rW~ zYvPd1&(f-Va!Agtu0_^w5%jzaOgW$JJ{j+R3UF4^=MF)=(F&UpzklzoO>o7A>)g(D> zdf-kpy${*Qs>7iCG*iE6HOH}0&s=nG^_wNKGU7q&X zhxau;;O*cUP0mH9A}!r$L8swQMc~n}o)+^TZ=X;bXK@FoB# z*2OWNm3hKn>uW9ma*7d(N<3zFG}m>YSluoaO1Jzyf76ENmv^yr2MFFsKser!I4Y7( zh*WvtP|Lo`z%$~r_vzhoBNIG{qc~aI6^V4qiu7 zYJp;a=wO4FeL=W*l}J9xA-=h;yqdUeMh2R&JFPt32yHdEKSDsnb{v>h%f^wsIDO(E zb|AHEdL=IL5sjnB8SD1$MPKp!k#XPGd@AIN(0OO6<$cTOSc_65IxJ zwPVf5Gn7o~PWC@&?G%BjI&yf{e4vju$vP5SqJZ&>nHfZA22>#d@;Ecyi>{O*esV>b zY~z%7&YO&S-LON>^V4{8fFRDtNFG{G&UAcI7Who>TIr=GeIS+;p6d3RVM*@YOw*F~ z=cpu#IAsByKWXH83zh++Xcl-aPy}5l7x^+SUQs*YV#9;gp1qbfgpUQ(cn#;h(@~ zLw_t)9aR(=m%P8Il@QZc=t#nR%B19Bml|3;+rasP8@Ds6B(7EATYV#M8^n!5^MYT# z`z#?sSjxQ{NU_f3^&lV#5Y78SU;OALm6Sa=BB+7gKIoDUfL^r~m~(gV(||qcp{a_- zlU)qwmrfv^=jfHSkjyoltDwgY4~ct4~Y4v1I^l_psHeG_F)+`QJF1uy%s%>G5e zLwY8nn5!`3t4x#q+yIYxsMEeILe!V6hQ$gXlv5DB-7%_P7)$M*jvG7tJ7Y%rS2EdE zGgVnH-dCFT0=2N;76Y@zev=Bzm5a41noKt;nOUl|Vpi=tJoz3cd3e?5=)@Da9MXAZ z(pI1%VcW)0SA8mhAAG;Ma50gX)Jf7rsJ?b&!dHIR}6oe|u=b$t09!*v=u{ zq+aN)7s8~D`Xjmz1~Z0Ot2mM80aSDc%dGIGG`Lcf#h)Tjumscb_wGZ?q@YN)atQdV zAgW?Z4%4w2eS2U@>$X&hZ&g450B#8w= z+C_-D!5D(pN@LN~wfEG0-|(#Nw13G8iE0jwH~)8KLFL=fVjN335ZgtRPO-hozK{Y4 zV#NYbcR5Sk+&g#gXt+?P5fV&1xn6%|Wk@a(G(M_pE%3K&O*vI!K_$e&TI+$7xebV(>=U(q~Emi0AFy#}!W)ePRd z;Pz;p%f3zUJhBF)4fD1HlxE_5(L{wGsJXXa^2a5yc8Z#7_S&4sQ>Wt}7=%U{E`h0b zGpm1k>U-7TFD9`^0Wa+ai=JNS15K)qVbx!Wem5fwj=cfW@I8Br>GPg|+{?&& zp?Zz>$Jd!TQ7`ILyMARkhe^bd?9{P)p7Ysq0=M<2k8TOdufMxm%j%?_N=dY}Zn zo}AajXAVcAbm|GiN!iM$_|0F3`u7?l@bIpD!gFm|;YeK=dr7HL@edBQV}w-((N;WV z=40{`TQM%;eJTE zzrP`wP2^oId+!Eb^=sfcVuU6R#mYB%eJPzxGJF8*BTwcoGi>&x%e~MP4ZV`RE_d^h z4E+mN@i*&y>({dW8Ya|BqttE~^Na8ZCk*+|L}K;m2sR{Fu2cHOw`CYOnfK%LmA+Jf z1Ea?~g}ZB^Z^)>p4_jL4iV}&K{IZIU#w88Yq~$iH#Z7KWuQFdcEHDK4vrLT0)TRnQ zLr;Q*L(t`}OU1Gp(=Mku)nsgSc=7vj6o~DVI1V!by6f7;06|JB)&RN%$22;82qQ$GJ)ZPYq3!x~tCY&Q!1@ zObklzBQEv~Qf|a;+vilnXrfHaRKxugw+{#N1<_civ4;*{sjC-Y3>x;yweUQoT-glR zYWVYdp>eXm^11LpZwxeig_s7~va0YLU?Jv$uC0?IBNxxi4i6UqKKO(hvdr!Kzkt9l zN|D$G?KS&LVZ;8RM2cUO=aE1xGVq>N@8{a|cQynYy5C+~{+2_D1f$JW(#q}WHbjyP zq+B5|6(uir(@xZCg$iNgR*SH~WFyTIXk8;L?bV4umyQ#1TdP{qx(LqZ5hP8^&z0#e z*`bno=MD@h5vG2bby84dvYF!Ym@5Nj&tQjf$O)|A?1;|v(k(X@SA<5*r91O2vzG-) zPgoW%kEXyZ7qMs*!{L(4zc~I#_i{rV;A1s4^iiyndY-*-ccNd}c#$gOTJ%RK?|TRG zghGf8_0EeQ77KJ0+Q3%w;GxVqpb%+ssxi{6b${po344n+#9Y^XfHs5)xpk#TQ>{X) zL*Xi^NC`p1Wl5y&o-z#-kS<5`&7T)FNyqJM3M@?T1@WJTEVDmZd6Ds@kILK0%;x#| zo89WxpD%+m#c$$A{Tyw3ik+prumP<#l*cSi%lXSoi?3tA!Y7D6190>O*uIX{b=L(f z_55}xyFA3C#G7X-#HMjHh@;wXDZYy&OsX&yV`WL$AfcT^GOrv+0Bs{EBfHP<%xhL^ zA1oTM6+Q5mX+MVv$ksmOek(sp9B|wkPsp-ue9YHcxj#G~5}InB_?=G484u3XG2ktL zYpoeHq~2}(Bdt5ym%TCi*^&DLm_kYhUmgj!+a&m+VAW*GqFT#xTk7AatA9V#1?A

      Zw81 zbq4YR!4l~AAbsp-b}o45)$D1Lp-;pw@`;}&#=_nP-P6acr*XOc!g?3OiQ+FzO(m3$ z2*r^pZQxpo%!r*pCOmjV;bSKN@PXE?M1`b*6{gl<8;IS!m-qJ%gRHz>R@#}RP$3r# zUSLm=xL?i`ByKXdn-+22#LZW_;)GlRAg?oqE(`BXVk_-Q5J%Z?nArMLM{DfRj5G{U`dV)#CAZTo-B_!o{3d4yfnq%5}C4_1`d! zVLK%ZQ-)r%9yoa+3s35@LuU@>PRNW=XW_L+es7&Y#p34lCV|4h(%tGVs#CSod2jN7ux3!qMeWH)hbSu$hc6e)Qpz~?B>&9~{Yusd_w`x2U z!nyR3ijfn32~InOI@O;Q1IeE!IL*Ywi{W8h=dQA?HcX(V`CRo5)*TAf6&9r6h1c-j zK7#_%!K860qUcBbVLi9iebv`}W^2uMTAtHyWM6cAU))_i^YAQdIzpudY>A>Vp9|yf zkPvaBpza=zn%Bpxw9B{Pv&RCKLP%4U-xMu{aidI1hIyr{%Ynec^@Ab&EMNWVO@kvJ zcEkhhLUG8pZj8QwoB|7letcq}DHTVK4b!Pa@#3O-3n-X>8g*AdXd&u?FhvR!$Ysd`+*7i zK23@}kT4p^zjJ2&<^|kOmK}HFMn4l^R_bbWX@@q|5R#MGUSJ?ta+-VI4EnVmU0Sm; za2Ayv5X*DY?x7QLkqV6I=vLr3s>+}lw%@lTX)Gp{3gh69Ts5u^1Wi&mUJhq|#vkLi zz0{&&hyN;ZGLdNxpcP7@C0jvNVIoij2j!zCp+e;hO-*`7;PN&MCJ>%op|e{p;Trzepx5;&uN%;907 z{IroCOmx@8_dEtQ99}Sy{BW9%u3JnhUi6vG5I=}64?V$8-R1dwVuvSMiytA6JFVski|u(;BfR9JTiC=D{(&gC7Nn_GYd{xQ!W zr~aa7Rb8y^BCg}+pJUK**+m@j6%z85kU7FMpimAl zdTgEo27T5BxH)_S;p>xMBW&z7VWKT`6`VV^YR|WJdad=LZlhUkEB0@bjdbDo0dv`~ z789aBeo=%&eiRxl1_{a2K3JzA2SpCjMvc-++>c>9c*0 zH~Go*-+amk{=4rSuNzc@jp;^QXBB9YWG1!n6>F#eJx9Lp^0*5emzb$NNA7n6wlpku z_}~OfZ3x^X1d5W9vva@qjy|S)_R#)d-%8u@YXh z{ya!rqq)ZcRq9}gK&=yLFd$Q`_-`>j*qr=EIrA;sJwbE)aG4xus8=N<&#IK_=bhT= z=rKcI(YXDYEZc82XB+GZZa5iZ7k;qSva8T4o?Ndw-|`urn?9=4b80@1K2l}OdTRp$ zQFPXbtn=bz9b5j2r;C)za_uO6u!9NpnFQ_?`x$<)8*0k7$NFdrJYODd)J_Zs4WEa6 zVV<4+w>53@Wf%8p*kl!RSrHOv-@v z``h=%7lg=*WRXaqQ}@b&#PfJzu`$L-6FT^)4GF3MSoCKIIX+w2XuM*+pZ=kjmV?-H zYOA%t?Jx5xH{D5XI*)$~k4pc3=~D$klR-FNdVE@uwtD|_HRLV*2JE@tNJ5F1 z2yNmx$;dMhIV1#12njON0iB|IV|7Y^>h^c}9;%mU$7f-iVSF*CyHTlz?o+?S8xfQg z6es@6KX3DaA1GYrMV4oh0vm6DMlfWqeNWFTQ*h2i5evx{FQTBxp6z|)uhN44yQ81> zfn6i8;Se3giohT5o=3fWM`M^QBVh^(x?#t3#q3czU#;0P@}9bnHGGPlLa1;cfy}wA z3%I8T(==%Z<`nJ-yDVAfeJ6PX12=)jW5n2QKWof`PWs7tJ z6DoQxDvh7BymsfGTAnNlX}@w4B{UB}u_U`fSLCF1hC>3zhm{KFoJtt2ZB%nqzY@0g z%%=9K=D7~YMk1|UCE|l!ddVnkP&+?mzWzuKi7+;gtrsi%ZeO(Lc=W+-uPCM8Pk<9dD^h8dgOQ4y@~Gcc`6l~yQDOwi9u}vA0!Qd=KY!L zpfw-(2A?0AtfBgzdtHB|embt=sQ9OkHA`g5mcWGx%-krS_>Ngdln@^uKSLnfE-xb^ zLy}Lo{=3?*T(`c~|7I`yho>)C6eI#B#9GI2Xt)_nvNH4^9m_Q5L-3q^OB;D~(uf); z;U=zXe*Z^1Z2^krQ7a~@~M*?s#RSgDy>wQQP zE{`rwr?bC?tiJ|2NQ5bsf!21;kX&P9>MUj0-)d4yIj*F++_Je8j93#8EWeG+EnyOP zJKZx%5E0UxaOU*vIYt_JM6mOR&j)Fug~*^v#;BOua{QP=9)vX1U7Hva8J9dLpy~Em z=SgBehLzSx8{%&H_pD<0uZRGA!pLESF1LwvJC#!TVsO8?hR?#Q=U_Ow3~;kqfH2~2 z46&#pa;^T1oQc6V>}a{4S34n)!gTYwiER=AI-7MAD9OG*j=MmaKMp(@5|**)@Q)uq z{)P>O=)_=Ja!Q%LvpN!?PDva%UZoT_bGU(x#q4}FVPDeJ5!YI+Lthj^7!BXBZP{?wnp1hsCuwdW`wy+@8 zYvqN9<1^wqFP?<}kSHWl4Enq2*`AkY#lrk;_OwvL)@BsEHjNxI(o%JM!>yTwpG1t? zS=oMurFaHX`fXaIzyx6wS0xONON^xi2@F(WVQc?2oiy-2854JzB`U{MU-1jRzh*d#mm8{!w>P8YUh zi6Cv$3c}*WaEkTnet6?!`QfX=yQ(d%`GAESHm2ublRsocOl`~zT%@X0;^^p~I^(F9 z-%?Xk$09}hdX)EG-nA>HB4+>2;_CY99{`DyjZ=RPth7GwI{^+^C0>`)_gV;l2^t@J zm%q6?w8J)!*8>N3-1V0~{YSm!$`Vs`70;}=GHcB}6JUF%*G@MJYIgPftVAXyr7C;1 zyn7NbXif2iG5NZC{cXtT(*1t!nR3QJ<$ML1?_tS%hpY$DmM-;KZDuVxB(MZ5;#xek z#eY^?-K35Vq7Rjf%rz#2KR0(uucw0uFh^1Y)blukw8AKQ<*Y#pn{jW(q z!guu?m`>8u8P2vl0RqLYMEo*6CK*5$`GS?V)*iK`=)0PayOtACJi{mFU&Yu{NrENb ziN2^$g8~9Rn%OO?EtYSgpYd5alWaS#nwG|xzR`-iQ>?TppIU1yt!^?U9}8V%$YQ2b za=b}{Hb;l0Oukq->uxtOYNxY~hK82i9WhyX({*N8Sg8OTW4(vhbT_Gz6S*9FDXg%( z?8kcqf3bb3W@?Vi>J7J6g<(Ad-d#a)PTyCZM(4jT2^eRuSd-%8d887+&A^HK_L!Q<&_I<_K7*@=ws~`meX{XD+#Y;2qhneu2bkCz5HLmj1WbwQAT3q8Q zWn6`hZyq!;07uDlscqWPYj?1FHS#ne@_7hFzGmKpEnb3k)4fsn0~{x@d}Qdd4`R>~yKyzwpV~;H!Q*6Jc34Xo8^`B;{#z=qD*a&{hoi*c zb~byyx3tb{JOO?mGl9u2A*0Agi&r0w^!*+Eu0*8U!sDOcF+C56k?A(0>_H~4R%ney zoOtuSKsSS!SL^iHy-s}A#hRC2ly7z1$*D*C;aXU`Wuq@u2ulht@Ba9W|6!=wD}|Pe zemDCRCrvV-TW#D35#Xm)h$a%RU;G=L1k}#*qh_hiQF^+mglo}bEpC|CLil^kzhkQV zZAlP-jCgp`q!_#>(@Taet2JfHEzN9%vOEi+olPX3B@G4FK*1Mw+L>Rgja_Cr+jb)> zot-ad-FCPU(Dw`;Z zNukt=!?d^cSsvB;R~paAuq6|sh7G+th|cQk&-Yy}!zg9J!9%D+gMGD%9vgSv#{@$* zk6VF@QQ=etrX}rXITS{WBuKe3G4X+HBwgko^M7~$!GeB#vBeQ{L%8HQG0NONbnpW&_bKzTX9jX2Fzu|dni z75=B|@(lcUq1~oYeYQk9&Al%AzX@h$IlY&JjnJiEXc@T6&}#yZ6Nff2C>4M*@jS1C zO|Iwj-G&X>{Jg^LtTGq~W1}eP*lY^9G!^Z>r+mBXFl{H+y}8i@cb*nqk-TnE%A3CU z*`fn4adeN?!UH-47GQfGe!0QqFQfRp@-L)F;knJ^DnyAnGT{rlth0})ONN5|4F^px zAU$LOtJsCK+AuwKl4oQn6sfbMwJir(48luw#+qxzv`X2>l@Mft?IBHFd)-E7-JU3h z@Y{KF`ix<7Byb+a+nf|p7Rt!nUN)@c{6wO3cXSfrE?B?~ihMW!M5mXL&)vhw;qJM4 z(oU|bUO5ig(90Q2feg9o;*VJ3KcqtYxXK;PZC-(lxvYDLk6SiQF_omC*9jX(wN0p$ zkMU9!RO@VDN$r#&>hWUj+}3%0)ur>RC4&qZi=+GT)1mh*#oGEt=Bl=wgz!(4UuD@| zM)d$g6U|W|>O8hzky}$CL`b5Q+{a~^kP(&bDgw<9tuAqNkxKR1IYfvp32+jzVu*ei z!)I4sU?7nNTfUS-wN7YgEAV&g7p{)1QXfov$$WM<;u=xKUS4owTx|Eek%Y_Y=vpGfR7U@__VR!5Q--9aorR;U*jHEWA_39sGLVk#2Ns>kPz=+qD30k4 zVvfkEWUKJ!#_G)1@XYG_GdCs*S}dTsWcpcj^0yy;rkr)v$-YS%`8WItnBZ|(j+8XS zhwvQm3(o-%-+iS6|T;U!Kh!N z_nB1n7BP^OeBtfcFZLL@znN+x3kc{XbE)$%1}pUf^kCaMG0z49e+hQ1)*0loLnNmv z(C<|05!(&mu5!LX`$+i-D58nQ`@eJ)U5Qq3yFY)K*>K&uBvlYjzb0zF3t3Q)Q1(B$i8d=VPuHZvOApQ@u{)w;EK`DL|R%n z(nL2&)ahO1^*wU*suVkIWR*EQSGxvgH*ut>6>Ku2YZ#K-t5mpEj+V-fHMeq^I<0w7 zvKS7tRe!5-8GE?c_IP*T!%mWj*81@`Ys@)P%D+PsfBjh9lsB?-sl_!xz@{B!3<(Yf zYAlaQB`klGFzUVL+snNSrb?Y?+vIsm)_uJr|H@?_lZ!?JC^$|FTL>>->aA8WYI9B< zld_w?sKXrQZ_}}oWVWEMLGjPRaKs$+jOLULq{&1vBz zbdgan{P%h#9Y}XRGi3@y48rMD3&)c+wN}|oo2QXMJa9z`vkksEbavwA;O#oWg-4a> zEtEXN1%TtLs9g%4(;m6pz42QKy_n;3tva0V-ojZ zJJ@MmQ+~2JxJZvIv&?uY^3_V2zZ0FU2BjMq^VxGk-3g|0fgn@KD=Bcdo_kvW1oCPFdP@t_545E(AC5M0_T#>nVC*(5v zcJ_T&yOIkTzogTWA&HMhjp%rv@M0$I*puUrsJhcDE?uUJ^=BR_i}w3v+xuRB;@0y;g^^5ed(_eMhmeyD zz}3>!15KySL#O|GkqanL&cfjrHM*-HNDuRPK=RXaak6h57!Md3;^vwjkr zVOVs{SwM!mv2KV_)k8t19X*dqAM@UUKth_BhpZG3A`m&DEXll0^V5zcK;yk8`ZW5z z*^*=|d!4Y>$-$zNat*M;ZWk=j*D+iFj_s+11=>ODFUP&FlTEM9T!Byhc+|pdV9>Hr zt6_$^A}Mp3Y*fJ~C<mJT$1UtOpZ$imMNI=%xC&WZ*BMRO($pb# z7{>GCDv=qJdL{%v5$JeT&u+CZdf1-CQ7u*W8y&pUV~HLXY(m({nrITTBH`1=%}Kx( zMnWFZUM;aG5pD9>mNV$Ws z+8}a*)=i#A@?i@3v8KNUbg}OyTvi;U@tSFEJ zsOt^<7vqJIx#~SVcoe%dTV{FmgWgA)(xhSG_!cwj*iS@+ET6uW`@XN67hulU)-WSi z!0!L>W~<3Asd&F;AV7%ihu{6^#_QX&Bqz^HGzQy}Zg*!9*3xhNu`AcHv5)+ZKkjRL z0u8)#u8E?o1kU>Dtpct164W#a5S3E4GBS zFDLZ;8p9RpR&R@w7>IY}O7``35=kA`OC3BBPMg6H+g@GQ<9?HycQ;G%{mcq1-tu*9E% z2GKlRCj@aNTv8r17f)jFvO?uFxu)!5;Qld(Kto}Eo?(tAuOHge{d&e- zU_%dHTuWtczEx#WDRtYEDa@uyu7va$zIg3yu!5HQ{Q6)zYst7C=kn5GeCGsikyuQT z+LTj$9lIA8VP;)FNAM{hpZ+D>zs8*s7|CwNC?N_Wr$Ywy#!uAOiO16+i_$rh%Hey9 z7SnOa1K;H8wglesfA~E-{vV2785(Is>wFoTo||a8K9`_})dPTZK<Iah)(zUU%PygigF%=)ERpLK^7we_^M_f>E@}5=o zIZ`GjJV&oWVC#bRuyw1OY&cujjN4Am^_t~N6>6E)#=9QEyk+Hs z^GEyWIKI;U>E5xJSU4A6S5wJpP5^_`uY)1YF zC0oC;0SRzP7@&CHdD#3r<;1EOE&oy79LlVmH#(1qnkA=-3bmr{GMve6kC2wq+QPtD zHK*3oZG$B;`LaBu5}l{cab;`&{g@6zFG&MMgwpY-FpBv95nz-EXu3)gX_sV9Zu^ zhmrocNbY@PZu<$x0IZ5yk~P0e>IOn8Z&mD0nNz`{?DVEd+=K%``A(`rEPurY#+XX5WcMRe~Pw^E`4+|I&Az4`Fuzkha35)C!mrnU1zrE;lNO5Jix zeI^P^8v1+q+WRgK`)b~G6lrAL+OqQ!2Zqmy>M!d5cY{qV=h$2P*`mtqwc_LD2EYWl ziE9JzuK1hy1Wf`(a#Vp!5ESJWVf24l0ONOj8GRsF<|bX+85|Riy)FZY@a;>ELbPhV z7Cil<_>@U;LP+3t=LnzyIH>)MvPTR=GftGRDd>AIM4ihDYJZ%v`zOOX{2xY8IXR>y zUIXrL^TF}2JmJIU(czSWj!TVY4z$Awkt?_i+(rRY03u?TK0G~dlsoVwT+ot zYRpRY!dnrJe~SMpJ%GJI2@`pD#ByT3$vt5BXe%A3TTwg9z?0%p%U`TclF(<2AIgf~ zp%QB{PR+TDJvYGEKG!sj1iG4>`2-b;=;Ne*z^A9)`oDH40}xK+7>L|hU~PMT$f zdA(p1F7h>^CDY&e?n04iqdkbFlN1X`JnalDWLHuJXrN%Ci`^BW6;P0e-dv_*pw7X} zz>B;;ug?QUmbLWeTGu#Yby5AF7tR@}8d%qb=@$bB@RsWC?J^Qbn8#re@JmM8PG)yK znsQGj7R%@dwe>#qhZJiW{B&P8jrk|$IuF)=7ntzPT4HavVE>|v>F+1Yu!Z_5*18&s z8D>IQmtLD7qGH9m;Z?A#&4mZyn*N;WGxpN~6HxeK(W#M`0SkkK5|WGGCHVT<)GTWJ zpu&EB&MY%O&0Ij#l8vNOjHR7LzZh2Ho}T%X(%QT4e&JtLEQxmbl3&}EFG_R>VF+&c=83F9b@Xv-I9Yf?Ks%-bARRv{Hg{NxmmJ^ zZZ)#f#Z!R%@sC;Y3ttJ}?xyPT1G69GN@&=L{xLV*UqZs9ICxU*(JN38VJs4e4gUaB zia{>Y8$rB(kjIv06IE#FJr%MdE@@i4^l*^>zNsAflz~!^|2TlP$ z9|3)~;W2Uiv=AMTUYtG0yB7qjoM)`x_Y3>Lpr$#M#S=fg4MhdpFQY^QnFO22oqWKO zE}0NXJp3V&R87xfg;yU8Dpep23B??|&2O`EgdSb*{tlHrhov{q7T!GPP)x#vO{II11a$RHK-v6Q(%s_aaKlwT}A3Vs2aAWib?8&|AOcd5K3 zV&fOA`c5Pb^2;bhv3(IO4Ek7-;U6AlIqM|dXv$_Q=f>B*7nKBe`v{?k67KJmFmM_< zccb4m(f_loeo&x$13K>-7(t*}woqmHa5z=|Xe|)aUO8I?c#wzZlI)g>#e!oscZjh` zZZK7Ze(|z46Aur5oJ264>LB-IPPH>w3aVDsWnHz-$Kvs(E$pW>J6F`oP21Dy(Ma>z zO1i@VlauowOu$tmhXK<^ahhsRJ{I^nHqa3$r4AhTJbI5OF;{%pSYW<%$A$X`K!Rc5 z4Q(ZS6hN4;D{cmCNG3kNm0q>drKtcwJE&{;;42SH7~-RUK;-NMKOz^a2Qr6tLQR&TIn?V z=SV3#`RLklyVM1@N#|?-KLo8S+;RR5L!SmL@+XsRTO4Qdc zsiMD)$9oo6+3;jGWjLTsx1#IQhn=eq3bLMR+Mx{f00>xvG7ZUS4)GE>BnK2^o-V+I z(kxnt3UWsIDX_k*{i^p^|046g1!bi+ zz+}p^Cj|~}s_uS%%F274!~g(1jd1VpY!iJY0z{ID5}lO1nsvIP+gv<7z61p;HfV@x zdJ9cdF5Rhsva$CtEF{N9*~`hG_~sNdMc?g2)re)+-RZ#1GgVy!dgreC?VWAWw4y~# z%-QR}fXRkCx2=CFqSXKH0)fiB+N)q`qYH0wrFycE<@u4Rl*Js*jJYL1k_1GAfA}~` z*6Um0%|l3T8l!9;om9f-!W!Bv3M4EuInJDf4hSVO%$zs2-*wjB`A>$@w|-j&B(UUa z@h9AemSB?x8OF4}G1M%2S}`0_+x&andIMMBTYbEaI?%gvzY}MTUBl+{aP#l#qg4VF%^NvYljFU!Q*}Tr|Xw|vDfCjhby#;AApz2k5WC9VD0K(x2(S%|T3#%-FvteQ;LMF$N#PfqI;kym4 z!YS(?8YywArgX7s4w_}6Tf3gY*nWVN`!H9|%RJ&x%2=a+8=3@o;xQ#9_08qJ0@!3H zXjG5w`U2O8CIsmuK)zA?I&Sf~= z=qV-^Jhp$ngM;Hxs7$ik$_JaxA3tX>2|k0bNFOzcN-gux`DT@o0$OAK_$q)JjOl1d z<7n5=rNb?jur9+0zFppHOy@cUwRm@#H7G?lKGK&#^5do10U_jmO+(hBppxSFRTv(-MYb-CX zQg&XXW(pN3F3#lxS?gV20a+Gr;1Wd$`Ql0Y>BZb% zzh+oN2iZq{~NoSg!S+ z+oV%J6K{2A6v{8(2d){$s@OpB)@PU1lpqnVtSP(~@|v+GI`AqTtS~Pj;kqxvHP0mz z)Hw!IPhQZBS>eg1Sf=mx$M{~fA)b~OG%|dfNBdEw%UOibz#SOLfK|U6HP|B9l3lux z1M53_oDDO3<9uV6Ep&6*k5g}C_eYCsY9Kjs{wlj2v)Frn?UV(7vdT>PVBIpz_6Rvr zKflzzh-`l+Pc{(?1q4PS40dMhG8c2ifQY#%_H76Y+;q#2^a|<%`I1k<3+HWDQ$kPO zyXJg*?hWB1hn0GyZ{c zB)Rt)SQG#R^P>kjyl>RLqqmq0ZmvM1zhb;qh6yO1mR4FTou$!|;l;g$;mamUK-cL4 zm0NJJUSaWtG*hoN*P>cimgKR}JBm!Ny!!{nX>1WH>n1asB)?G#A!yPl5AjVymXH z$bXeJ(^|+tsJI>df*C3inxnwxF^MAoj{r8_>=T5LtKf&_(g~%=uRe+`Ym?&}HPsp{ zgKL#Co|*wGwKl(Cu0k;T+ZQ18)K(rGzW}3E+h0Tfw>hedrOa??j(htmypTgZeuy^0GbP zr5$NL{iPQ0P(ub79YU2%xM&sr_S@BYrOOAVS~(e+ z56Z^8hmX=m4hKZ^<&4vDFJ?oHi)IXIkX;Tux0bT~w>p~2c?Og2h0HjK!NK7y$kV%L zF`>r4tov`__=FtA9RXixywu0mE*H+{dbke{6W%3ncyQ9kSn|*ey6H3GJ06`0-|c>H zMS2o%YdzI=vDI%Y6NgH~7@|?VkcXs+DbcO_KMVHH@W#IV_2j=5RUWM3q4q4&jFPbF zic?|vv+|b0Pn){{eHcs2bnFPy)YO}GzD%4YK-4bB!<)8%d4Tn4S&o5huco)p zG;pgpUR6J~yE-*qx|G;Hq zho^?^*>-jS+U~t!`!>=!hh_9RHDYi+;E5ghNZaovr>YZSte#*=KuU`-{8xf6n#clOx`23y z+qZ&7BX78vQvH&q4s6*wOcfn;yic{f1n4;OBVQZ7@k|>Mi^uERmHE3phc+P7m}4pC zzmTmp!~{VlgUz(FqOC$9gt#Fg__i-)Sz8`jyZ@e|_e{@3k^Nj_OIbs0Ua=Mk zGqe6Q$x%H!m-9??*~s826v^mkO$Aw3<;wg%%o%I%aKC!{Gv~`LyZRq#*nfA1CYSP= zA7D|lMFyTD8uj;w#R~?{)cMTbF?6*a;Ka-3KOm6!$THdLG zcW+$>$Ru?N^gSa_=;zHPxJ{zkig=@JDdq5FYeyVJp5=37o23u$Q6&oA>Jec3t^%ua zrhh(ye(lcI<-*v5-u5sMg+HXNa9hxLic<5MstO-uJm`37mPkw#OM^**3u;&S@qOO+ zda3w^o!F^ye~{MjzH)pvtAy&h4ub!HplGv#ihups+jcfv=OsM1S*d42h*;Ers2Lc} zoL8})J~s=qQJnl|gYmz)R%S_buKUrafzcp_)CuXSnpKDA(1kDXxt$J%AGN9$!ho!; zBvc|~d=8%=8&pO{VFmxytYe+&U?-p4AC4hWN-Cy1sRF2M?&uGi5yR*FS8ZgJAd=nHh8#AoB2~e*P4hid)w^0CQg8 zhE?O|YcTAU0NI(vRY|vuv!4|D{-dffawpS)Z3}G7yS4%-m~;J!axhw5VZGXbB@Qae=hpy-{T z&EonvfpQNJ{oQ73Awt2<{ETggc`ny!pN01bUUVvHPaWxWfGsv)dYBK2} z{n$&Vk9KdC{ERfUw8CJESc%xLZ^6n-_8-PnWR(0$~movI!@8 zxb2H~&19Mhf4D1W~S^x%{&9NxRC4g3?qr#|b}ssf8_h&a@UOEwism|1l9_DS6vAM!aT!?55c z+Burv*e8OxKb%{Qj%3dUkvp@!s{fpA> z0*Y!kzl_hP8)Yv;rO`nIju$yepw}c^A!Qv}THflp6ov~DS5{2hB;-H$6i4u~tg*D*%q$eqh`i9*7>YEs`odD4Ku zbHw|f>&2rvT7=JrY-J;b-z8?wtC$1=MZL?WsQE1lhUeUVAM;F&qj@LB#7dNSQEdfs<;583JnHj zeiz?4HwH1G?0gO*G!Js*Hmi1%df@jzb29E7ejWj=|)af~{Nj~is!H^6gAHq_G9K?)=-+u(KlTF;!JZ~`Kiivi_DM6+bL z6Jo(v(X9f>Z?dm|=rn*oCi5a2r75VKK|w0c%}UUZD_W!v^X{{0MvjgPi=)cD=4&)# zQMna?EE#gs!=?OB6AgEVMm$YE2baSV)Ru$^7iIA;Ho9m6d8F7$B*#G_P#|aR+{a_A z6O^kPmH*q4NGs%*vyXwIlbtjrROSnoZj5cSJP><7asIZb>v4lZdo*1e_iGK?zo9t4 zehEm?{;)j1t%J)N{Ce_h4HE2lWy>jg#j{ z_Nej9+WvQ&($u3l7e#P_F$)XJgtkq~Q>?t(TRgNNKbGTvsl`pDczaUW952*ocAejH5 zHvix=iW>K!v*X_tEU8tUL?*T!08{|&2d_0YD+}|E`ckzVopxS=DZGOJi+~uwK0LfF z%>M9e-K->J2M{!77RSaHgz2>C&j?3d829$bfZL4QfQ#?hDiFG;2Qrn0fj)|pUn)r9 z`Dqe7nill@5%1@h9=$uO3m0t+KhF1&#bl{vHy?v@>0n=iD}R51@>sH2>+Iu zrH9p8+*aLM&z{SaH(}A+WRQ<9ip74v6o=(dEbaGkN{5z!C$V~nOTijQ(g7QE=IoF*eA z{LVBrlCJ*n`ds-CZ4aTH5Y+WC7W^vgsUn zTG>x4J1>p)72=~s=mzUd^CojSiOgMn$P=yic9$AUUVvCy8u$ubr=9EqZ?&MGu2aVZjfIyHCbzMc}dRqKg1fVxkrnOvUSKL3Oc^L)- zE?jDA>5VKqT0Py8W+6J3gP1=nn5*j!ee^H<;HV7r3y+@>#FaJ(QUWonO(Ws+djdWF zF)XLLSw;&kw@->dMzu&iN4s%OaN_SMK_vC&i2X;Cq8~Hv!|!S|Tq)CJ`d~7#5svls z^F?F*CwzV_ycg)$MKoodbdy&!G*9Bfx#yqRI9Ga<%fj#+V z1?gm5Q}#0tO>Hgni(Aa)bTt|&1IcpuoyLSxDxc#A0B)h0=jqqnVN9L%)-6Y}A^Kkr z)EHSNM_I#n0PFQN_Z7ZRci9M&cWgVnFILoeaoe6p=i2|PSbQy7(VPQt$(Zg|`iik80WE$uGUpdx8f`9XiQz?m+hO{Yx`Cm6X=U2?0md^c z9wq^^Mdos$qsHt^%P}(Jz>ns9eh&*ze@921N=jLDBfGH*U$`~^iEa<d5lbczEZ#Fh71K&zrECcNGb0nRXpteEEcl&J zaM<%NYv6PfnaJ4Rcnb7yA*KhPX~YwBXj1bC;a};bmgQn}jm$TFTARF<&#?Kuynf!@ zSM|gBlBJ$qHVElUSu5TK#AWxJS5q6v#NW_8KW4!KL|REEst=D)oR5c0UNdA7;hi0# zMjTM;@if4f)G}&5M`SR+K1#CY+$*6kCCz$h@el2jz(a;c=CEJ^SFuGk06gcWjSNbS zIGRq5+L|;yzD^S5{XEL9DAjH2Q8oO|xyeukE7IVQ{e?_RRk<@1E|6e|cih7OyvO%4 zod2?EJpw>r_rYqG`Hk;tj3BAMQYtYB)KLimLBSvqv*ZH+7cIGT;!=+_l`(VS z95B5C>Ks#hh*!NAUq&Glj(!>3T&4V{sZO>-?BBhoFh9L)ee`?0|COPBN%77TTQiwOJj9aZj1^ zc9=78%`rmHYb$@Vh|!F1d(f2B7UsP$*&aUdv!&stSI>)Dk%U3~o>6260%cy@%gDu? zbRP)Rv^;s|cOEd8l&kLbD0OHQsVB$Y9>xx9Eg1nL1I-=>TV8^B;KNy)U-*YyKwAz6 z`#?VX*9pgOOp$LADJGKS$j@JaVfg2-H6&$6lL?qyE&-uhJLN4#MEf%!>>Wm4^i#&j zkv$u*I*=6X1pp&hQ6OzJO>wR93Rrs)|85!I%BS2;|BZO;ci$Q9zx}E|Nsi?Fas$ z@$J*fX_^ny)Pu?uyV`Ih1=|Tw!WIbJ0j8+TBtI4y$XR;= z_dr4{zR(S5O{l*vGbQj3+ayl)%uz09hG&$?emn=h0C)R6DUuLOZ%p$d17wKxHd<597#@g*< zEZI);XM5oYyQ8xVIeSSiO!1l>iNrN+NQiTY2$Xss7dT>D>HK6_i~1;_UYhZ+iFS7U zp)q%hG>c!3fp<}Kk!0nwyZcwuN@+8h3RWB+{euk-%3l@gl>zI+r7l`VLfdOVL3n%M zbcdDwO#qIb|3s?>NkZ|-tgs;=CXf*C$Pi%b?FVj^g2_&8C<{mDAB^~sz~`OLW-c(j zimS3@;(zz)C#LP~UtiUXd{*A^4tzo;PL2Im{@wh>$Z@W&&<|L0Fud4d%)^wrqFECF zzzj9zOhb1S`9FXW1(k&5O>Zbro`$~osGolxZpswb)+lx>{*J=Mp8Wqy5kW$5cnWA; zcoLpp!w*Oy7U!GhJvQaZJV>US$-SWn!k629=40OLv6 zZ;O;xOXKS4hR`&v#nqIkB0mPUy2jP6y>-!vX7!TlZL6NRf1X{kG350_KRr7 z>|m{WKjr;MOqA_4crHA}s6V7Nef4MihiTAm@7@adICWrzBJDfHS_4)CD>tX+vdJ<9 zEOBtx#0NYGOtjWEl7qsl#Dzuq5up?NLOJ1iLlJ(ZOU*53WAN{4gPKgVIEp)@Lc=GQ zRzZE5OlHJ~1K#-7x{ih~wN~R)mAledv0dg|+bZoL}2IAj>t-laUKZ9cSpbOi_LV7+xBFdr#=MvZi zV9QZW!CpljA|{++8J*K*A)9Ll!y9pcLFgs9ZRjY1+2;jaZE1b8?+9Ppy!iRhG~N9s zyxZ^*Q$`7XUj;+#2aCzNbTe`qis5g+&tkGr_h}#d+h2vTh~KWp$G?Ai7}jz0&L#go zx@Eo~Fpo6W<1TqK_gvHdKvVC76p$0A_~TdU`N^xvlPhO7Yl=tKDHajj>V1Sx`uw3g zj4!b11rPoP?_A|%l#gJ(#Pv5OoyzqdvV8S`{z6zmfe7?v#8%FJ&Rdug2pei7Zwz3{ z@N3GJ3Fr1f*0Inh%YDt*8~*G32nzO>_%VDYrfp18UV*>Azw^Q*w{d*GqB-9et}9SlS_s! zCzK;Sks-UjbrRmZ&>GF4Uqw_Bx+V#m>jlCxy&{QeSS#}!vlfQ`n3lO z*cx?i#)1;=e}#oupg9=#Y59tmVe+b$g$cuE)M7uCvyk?8M;~XxA3-%4M1S#O|K+M> z1=GXpakgL%_7mz9Vf)!STNB@`$OY+>RlB0(iOmzKHBBJWXW2Qb;V#OOo$J0-@C>dY zmSu`95Lg8PVW*`Lz-e(v&(>lXD1`^ynrU=N1q@~?LA`PZNTMn5nDIsWtcdEj#S^%Q zPj%S>Mj5%D#KNPPluOZNX5saP*2^C%^0W2>SIL${!sMOS%9_`Kht$UV8ofjA)4xw} z8?QhX>XKZa>kwW!hWtZ!!K%*EGSTpHe@f8v=TPkKSDhbU@WC8dGjUSh%<&JCVHPrE zu|4m?r60;xMbReO43|8*F%I*~F<(Pp3 zMo#*9KXG*;V2n*Fu=Z$7;fDaKt=>+j<^;Sk>z;th9s?cxN+(GaNn)SLn z27Nd-IG$aH`}G8Nd2wmgzU}9LaFge~0;uoq;Tj^*sV`JG}kf`HAEC>qfZ#;=JqKD@frmHMvR43%g2QTKX*p+1sWjgetkx z`3g6KevyZ}x0rz6eREXh`VvfvR!m#9eh#oF>OQEEuf(xX$f(Qi<+Vmt^UARsr%Nc7 z4v0gop1d&lIqpQKE;psd7S5w2CZi;@@Qg^fQsx9UNDlVKpklVwnvBm|-DTZdXIMFk zcfZyG=_{$?Wn|%Nt#;)ScE2C2>(OBW0>Ru-tIy4iEWBB))=w;U6>=ScYDtbYrR`j1 zPg24ifh2*#PfEUJdf3Plnz%cn5vl6y=1~pe^ccE#bM$hq$2kL4$Wc{NT3%Mqku~od z;uBEv@@8tSi4jR`^b2k^+3?NCx*exQM3}qB8M$}H&w&aPrh7NI>lQ1|>w9&AK?jc&bH>5)P7}E4v zSzAXROe)!z-~7JJ6lF5NYzJ8wZGP9_mcbL)u;ctZ3daJw2Ubtu$#VrtOM{z0bFiPb zP#5M$A0aYl0wi;7xlu2)dwZW@e)D};E*>noYO9=MEOZVMYzAgJX72Z3ALoN2ZS{^W zF$C1&$k(6_8?|$q=HBc{0XC@VL9Y8-dV)n{6NfiSicY`%HpMmYAr({fV6v0 zwT74}QalC*#Y*!@>9bYrk(s3ioW^y_WiKX-K#7~C=`5R`FD9DTX4pHg)6B*0Iyt)$ z>^JB(c}1f1$v-x#oihii1lN?j=#AD&(o>bK^!gC!U=?+;acX_5*o?@Dd{^Ye18UH< zX*Ux{HNM=qXo)whX==A;`usZR?(t^aoZzqxE;xUcDZ(Ol8*3`RJzbNfE~G<{&TY-2g?-3ZY*oLsYwegP&j0WJ6irRy)c6u7y0-*detZh zI+SH^qoY)qX6J|GVP#I(wSl+AThf-(647Fe1rReE_`x`!7hut-bxm}`! zUTb*)=lIkAUBCVlvaC0IQ+}wEKe+ksa{79WGmK@?5Q_{uPMW1Dfz!Y6bFRFH`_UY) z9jcXcCwV8?fHA6_7{kc?A(A883_HosxPk^%Cg+*>meVsS1}RrEAx~ekl1Z~-fE+2s z^N2t{sW5Gqe(|7+j~yhm``^sp28>hc&zlvx`whMIs0HCKr4#1_PAuITRvj8#@p!Ze+@+8dd7yNal%U z1gqVSEfRF+CSB;;#1cF(6i^TW5f9h7U0r-mvZ-{{lC3U982TkL75vl|EFw_oSIt7F z2V2U4{cpvy5PS~xz5bHbTpLtSL~j`XcqAC>j>9P zpZ8g!=+E$9fVgEFe=EOYC0pHCgYe?jb`~1zr}U-?1pmGJG3r&%Oxll?C%*T|-cP)i znd#+g+mPY93Oc|8LKcHw*ip*s=H9?^bDUY~&0FuKaS-VelpuykIngfozN_(Hc>Uc8 zbL)00U1Kvl>;XtDuJtgOac^@~{>(+59^Cr8Nhv<=!*%3??_k*Px!Yj4jkybV|5i@G zFGB{tF`=fn4ujqoup5ZgSGO-NT2le`xwob9z8YBc-hahl63sOdb*=B4`Wt2A{9}zs z&o5t%LuBONMR31cl@#Av!yb3dQ;MIvDzDgr^klNl2yzJG_Wv9MTRsuv??rqDe1~s< zqenx|U^}5oen^^Ak^N9hQmf7=iQR-Bm`rL30FVW0- z7{2#~+bKWXm0OkJ(z5D8L`YDKuWhm#gB(U{~hA~E8HuQ89Iix zL;^0%l#dgLp%n9N)7|z7-s(vZ1O`MLi{CUfxuP*Q>%<$M&7N>ETU)34@cGJ>Wp19` zC=^=ji*6j=*i-gW#1;9NKJM)z$2Ag|P=*b9(kGT%4S%ws;C|GPRr?{=9{!G_tfT{x z-(WRgn<}h(*=;6XkM_Z;=f`#QuzN1Ne}7;bY(6Y;*Hk!EYuoy;O8W^i++`^5_@0$s7rrd@4AKk z&4_CaWGLAraXC);qzKijM)Yj^`t9%C{%F^zdg~&7x6Vi~;6o6p5qkOk@w6*oM2|hi zn`C!Pzu(vDQhKnE%yD=#6}+GEqO<>Hu*F^sfmHnmBlvJSl)3zEPeZybTGEG7k{Pi@ z{&>u-0&*En>8REI!d|SaC)}II&6x)50wCHrrw zpDcHWB|mgiJKH#510v=|I;1?tDs*Fs#*D*LwEX?N0j?Ac*PonHpG76m1i{8@%&}3AI<%16deGCd2rW%t8j(1&uA8W&&ra?59gWQ+`;5L zdM-2b18*XCE7w2!KEB!TjR>}_lVmfu;^}j7s>pDZ5O!$#yNxlzzM#`Y za9}C)Y6>B{V(|hx=92^A-3qz}aFto;9%?T{t7?gh{2QF!3IB^ApW3=7ee>m^$G{76 zEY2u7;*ZY<0U(7fo%|#+9#hujE75>6Z>qX|49sna*N7gsA+DN=pB3$h}v7UcnS$;wKoO}cJia7P}gUHitOGlMxLU*Sk>ekYR9TKp=5yOF$ ztr`<7_J@vy1V+;Ry9ifaCi(;d-4{x{`osky0(s`1O)i7HIDwKmo;SgdZ_Su~tV(|L zT+ArCY&-eIm`$3dBO4xg6WJ5eOPiMlDM=jN_?;2_+?x1wl^;`vB~95r+2JF!*mnD> zt-uk%pb`AH#D(Aj&(@j;`x9cP^w&;lO}-^3=5gA4CPpZz`|<%4Ezbe{R9^DQAMrx` zG~$YHo{*-PFpX2g%2yBBGi6OxqsZX9L$Uc+VK?iP+R z_VWQw*|C%(DT(L;RSuyv|Ia<-d}=zdjo(4nnOgJjxc)J31|MGJB9A^VEg@>X#o`4b+T=fUv5wklxA%@~UN-06|D+2GTq$jUW0`L(5lD3wT7PM4P#E8YeB-P_u3g0S z>j1aF8pc8BRzwxKhFzH7u&IV*CxAr&%cBek9dqIAPk-3L&FPU7>|yyOT~%4GSVwVw z!|H*7$!X4D=Zvl`mR3vU;~P z>tTWiVmvv&dfZ~&%UH7#^)vzP83^q+G>|O9142#TMW{dN;pX0t^$ZGrh4}6=0T+}v z^lTwci)6MkB5hQ4%^c!Qav@=th<6`5=m&2hGG@o3atGLH2t-93yt()269NlLc^}gLkidt4?xnzP+ zIoj`Vjqcs*!z*&gGkQ#n@<8!D3C6J24JiW?Pw=ML>!ElCm90FVUsv`yyu!Ty7#%M1 zSDi&A9lXn4ox6Vz;+RfOB$6QL(lGn-+y2#UH?!+bns!+lj2a6)+mmS9(oJddIe6-* zO;AB${>@CI-}%Fzmvj=2K7;uIu0VGc$NFD#Q~31n!oJj?*yA?dK)=sZEJfXXl0)xqTv5d1UUySfhXEOqVl(dhct+{hePTlAot#0d7QmwwI z%|xb`dU$8Fof`VY&_oxbIq#Migt(|X-5~o15~-`6mBFknabr`Txe9~Oi(EzX%NdN_ z-uL52d2E;_i}H$f!N%)I5?dK8&ykq-hilgw9xNLq$>JR`#em*U(_rT{L3~yB)BXfLo~nVX zK=BRWbOsYlkID|h0*@2jHNw^xf0+HDruNd;rN{{O;LoIJNqr6Ozw8)RgFFd0j3qdS zvK9%%;gwEkjSbh>*m=IZ*G=ADxCrxEYe1p$JED*WRYsF6WeA`d)ejR-rH=DZRejY2 z!EcOFO3tT>(B?1M(}zVtx+pN9XxL1cJz#Q-5ffU!-JM?0mo@~VwQRS>zTvvP@*wQW z`XpEk3L$&g-#jxuzaAWP%%VigXX9k3`D&SoU?(z?0m*qek|1~lGpXZBO5ZFfht7z- z3G+MJimB2YJBZv)o{hn(w?cE267B=%JGAIxg4{$ls|WM31~I0F)v{wE zEc^R^3zFG93=Wt{6{WnHo>i(V4P7wnNF3A|e1n=UA6{_c0~Utl-F*+D^S5GLY3ssF z)-C^K=#iO?i(G|&0tIIVuN0|2^fVWR0Nn3^dFzpshVwkd&PLm%m4n_!Tqax`5&BUG z@+AdMh%Jp-5`QE!;D3b?XZ{2P!bI=xR^aVlZypZfZI)rhyB8?zfZv9{ek-4m;Dg7b zK)|h^O*+W`?j)l_`N>4fAF>(L!z5|i%mm`PdcY1A4QI>TsbZm`ig!j$gl(rjv>X@Z zxw!YkCEzOA-winYIinN;&$pE#j9_}9+w6!sFA7p7~ zEfaMpo$~WI8+jm4P5T0LiZ8b%?)heQz*(#P=2t|$THNPGep_IBtv=?j!NT{lRKC9E zrzg9v*S+#5HKoZ+$Dast4}m{!ZfabDczA6<-j6fUc@v2iS0^UeDP}P3!(dkSV)*FZ ziTA<$X8^j0QqW_DqtQcop8q?%(WB87HE~oy{j+=W{+&|w$?Q)*X(|^WhO|BGsCaeW zWbRCtJ6;`@D0UuvXT-1GZM_)B1I`CMJRc)bPT@V1e)Xazh?3T)-Z)|s;0$}^Qn}Tf zOGg!-jzvQ>M7}h>sAKxHoaID6^`?jtZ71@qUZt|*p@buIuztOoDZpmO{*So(5qxjOZAu`Nk;)mFBb){f>zEO9pvwk z^L9V+ru!6YgJCb;hiyDA7bL2pC0jrZuWt}5*cGbD1e;Wg(S8kn1xAzkzB@r=eMe(j zmd5qQ^ZV*c&Snc4=Q<7tP`T&Y+zCjm=fsz1Q9J1@dhS_{ z(KbjJyRzC@>WR^V?!CvsM1IGgRT7s4gx7YgEd{^%muG6jD>}hw5~A7EG-c&w9IuyW z-M?0pTw@#<`QHp-hR7C@-7j;QV(=((|M3m*iP=w+`1F()k1wtH-aMhg*+~?@t_iuJ z3yK<2>O$pz41Xiu8g)^fwjKbp2OZtxO}2g39{rfwdU8K6z0!R(Wk51N;U>?MU1}>@ zTQugD;5FZ!2DCmlO4eBV31%Fnjha3TfBg+|KYcm~zncN5V&O@NKd1hbX`HX#X5Ldm zHRVn5di)J8#;Ph?ZmySt&z_Mzz={g}-l8G_)6=-_^R3Cr{+4Kf4wUk=9aQaRW?pnn z!3_SVX;53y8a00Nd$w~NV5faRq$@PJp}?WqDlPlF4|{LXG~e}$Pnw7LyFtmD;_xM8~O6bb!( z@_{jK5a0RuJ9*Iid)4QUW3BbrTt{)}p^$8^*%>0U(>-*0X>d1d4<qd61vt0U*0NIGgg; z4`lPbgD@a$=ARq~if3T!>%sd86`tFF`y9<>xL{dN0c0-!rD7t}7aibG!M(iQ;3ClZ z8Lf>nB-_C^ze)I5L~;mI69RNd064M`3aOS29iW=ptu+pm)_%hVO1lnxMEIFWHMWi; zL0W$kA9p2}I`l~1eP;~2uJC$spd~b|$8MxcgrkTvmp!qTd)X|j!y^;nCC5z$%ElfE z*LF4TO4s{o-406p9$j#GYdD>*CH;)M|G)&bnrX!)MAveo5E;3aebkQh(?)XMS6^DP ze*M8zWQ>=BCIcpt4hPeh_Gjdb+AK&e88T&R*i#Z1pC;)f7>}zjk1+@$G~hh&vILO?A>c@A7B-8k4iH8jG!8k zx@1OaON)tUZF~FH6-Q9Kd2KM-Od!qnUz$fye0Q;zt4CM5B3AQ}%Ogkkj!p%1)CZ8KYPu@z=|mN+0~p1 ztX_ndUU)zV$?4M)>?al)RMC>!;=161cxUo?ON#*yYgC=y_Y`?omqAZua@uT<%kosuhs3daQqniaCu_39jksF}y0&gB=rU5if!4L9) zg^`F1nF!qe=p(d(MEMBoMuL*eFS_ZX0&28WeWkxBh?LmPwZ&o*X8ww|TW(d3NDjiK zZ4w2TSf#nGs8waT2S>i`nLJYA?IC}OT`SZcV(wWKgJEGtGZkg|~l&&X0 zKAhpjwX`knT(=xi_(1vf9{EUNluFBIlCuANZm{a=#19ZHCF=soQ81E;pO@* zI~hs#JCG`O64T4kz{oYYE!}_Ww9U(Bm*>Ec6sIcYlwgv7_;yAyDu0o?es4lU6k*#k zeNkjK>o7NIZYC-FWi2#C&%n>u8vvRrUO1P4TwB#~mY)+8i1y_&XKY#*4;1G^VlI9W zJE0!h56OAACgtmk&z7lgWWIIU#H4H$OZ7n}Oq>Ge089`cdQMande$jb z4H6n7bYuRX$c)bel+UwR)BOO7qSg>v(Cp%3Yd9`Fl+tm~e221*LnZg4L2WJ|@-prOLPzJ{n3uJKJp6|3OD16?N=uL;rtyE`JvuEjK8Och!yweO@ z()=Q>#QvTqGADO?O6)IkR36+Kl0BEqG{xmgNtb2M|C9zfC3ZWLMN1tUYkGX9fx5Vi zJkMPLz8A$ui>KPeecbHdGnkaKPgE-*hs|VM=F>|k>rGq*b{siEIdoO>!UYzPH5i&` zV=T=s`UsTCP=c>$8&dJ(07IHK&j4KGVsIgsov*fCRn>BG|3fIU=V{}p0kTcWOO&Tu zp&NXGhoc`A7Y|5ik<7!KOQD~)2@F#pSK4ziGya)+%cF7b;~ zfF#(@eF_2zS~F{b>B(iunT!;`*dw=`^##uFB+;4iNu=&Jn@v|%wi z;K(`-qF`t-MfhELaroGuS@c$A4PnPV*->YWJ|YqUuPP}4Qa2z4UpRql9T(A`~&+7!fEP>vwjS8`eTZ2ie$a= z;$(hgC9$=tk0`rDrw7t3M@BxxG&jQaO=NWv{8=pXhyy31YDit!v#bF=*~geaMHU}( zo}c~Ict%ch(A`hYivNT^ZzK?167)>2w7BB@GQ^Yybs^c3-<*F9TnQk0bBl&`sm9T) zf%Uif(k8CG+@1jv%U*+}2>&a@q@g$u<)HluOiQ{?#X7>~gK&2A#0M~`j61U7G?)k8 zQQlHo+M%yCsR?NK_s5U#g~D2QfqM4EW6p$e`Lvk3dTfQ;Hj+`ha^rk3Y3M8~Dyf)S z$*c*(RKWy!2Hb_``F&7qXuPNsoMAUN`K)T&YKEgHG#U6F4VuWHlFWq7{Xy;3C|cpO zfmy2Tug*_dD2wqejh}sgE1I{6>}0@VrVeePVTRTtX_7yzE4*hcp2{Ly=HC*H53 zpOz9JXdufS_8bt}m*St>3J3<_$0O2U%&s_ea;#S+KXz}|KWbd>la0ETi(&FT2XJL~ z63_6qc-Mi&8*cjCFL~Mxmb;4+>Y2|I4r4zjw4F$e`kv!c0KmIz-+{jwBBL1%fhaRz z0*9FkpYoe#?`!33!YT^AjeDtw+d;Cs+ZOu(ax>eCFDTCojlzWetx;>S;MI2>bP+=P(KOc5iR zbKRw!7tYS|%)HL3I`pY8{BaXiw*YAisOO}XKDCbJ(@IR*&Z=e?BgMA|4~yqN0mw~T zV|C=z_LIh5<}4>5_dQ8!08Zu~S9Eutc~me)Ii(vd4PaLRI)y&wW(C+fX}#0mu` z8s3H<+$PVTCiwZrqliT-#s+!O8BV3gc{6T9@Ul2eM^C2i! zy)nXV6M~uP(!CIPE8N^ni!x ze(O=^)`J>6)80>;B!laB1`JQ1fMmjVaGx=3Z?9YUxeb=~+U?MM6a1ije<%|Lu%#Y* zQnZ{cg20ImS@!s;%XJEEA(r8F;aw|a&R>Nc!NLl<6aF6Z`4O*#3C_Z|7;4i6;O zwEKinQx zu7haJJ3}-M4*!fDewV5j&@&Lw3tgYI?znFz7)=J;0q>7C3j?&olSjs?jt&%axnL)N z!lpCnAUK;t>jw~QAvC7dMHc`gofY=Ak1Ct$z_2yIPgqk={Wo)2=ITyy;iz{s5W^V`i zAB(mkN%cZD0KCHez|k)ph$ZCEcjUgDZGD@$*+s+jqsl1s!kP^MqVd93zN*LfckGjSYH;HOTNuRb7Zl zIr;gA-)Nxcn1h+_?|;HYtPL48`Bms1{PRP^bg3~POZSm`#U_1ad(s7e++XCNu2|h- z?PN-j3*bu~UI!12Y;r%&$cXiTZwaV*T?faq z5L=?^-qog2Q5_pqKVctmtj?y##KdI~%cgAVB0AKY)>FKGG~SoV@$Q)F&x1A*3 z)|_t3Wg?dOK2_e0QgIN(*T=8%pu%+W&oQmLHPi1;x`6$nzT>vHh&JS$;s@7XHj-CW zkc9>pqud}OGq9x&a>oLsE-Y8t8w z`iz6$N9qKz@{DR`=?~w_vI00&E6!Q(;b+~yqWx{^G`U%aTrl-ehHk{(5=n#&SUc}l z=YDN8xx6p1DvE(9XTGwrQr3TOs~~RIM@U&@VB(hmDQFLxD3^E_+j2jO<< zarlot7Rg_Gzdc*JSyGvl&#&XglO_#=-=J|pS=6Jlga5MiUp78$T>}cdcLEa`hm*vz zPyv8OvtB2ho~2#27apbbZa9h^AFiIdy%MSoKp{$8bfDp+-lm#t%JIJ_<-nSDhIX7) ztrw|X;3UA6{!}^8!(fyk?BpWr;d0L*u0A)w!;dXXF_{Ty1y#W#c(R71O1z#e@Fz~s zq{%VYQX(Mu35xmy?)*n%pR@kmry@(`B1b`{pe}fdk6pwZG3eIpLiMpltcK`ywOVTn zPtpmN>H6>4HH;@9z>37gp#0lk7;VjtA=0^4eEF{Dg@)MW)-ep~bu^}vMH?D8IGxt= zqSQ@=Y^Htda%wC1&vzr=9)je)xGCH$M&qgJe>8?2>i zbCGA)%F1c4BQi@-DA^0~oU6ULZX>D?bjo=Uz_5>X(OPmk6dnMhZ|;G|ITwj4!vH! zzOP*Dx8>lYpee&w)0)zAiL2MMRac99QH$=c6EdaskxOD@R_`Hn{mR_bi@*wIi%t(! z;(fmM9<#3@;I)e$O!p(u$w#W&3}8Y*a32Oa@BqRYNvf@Dx$}$#Sg4wh@o2fPi6qz~ zG>ezB7!UN@8;i_Hi&ziK(KCwz%hXHMEawt`-*zBNYm7xoMA$!b+GUVYkA zeasLLp!WXGXtSJyLf8kDl7}MHUD(v-5>*wfVGgu_wZt}N_damqJ(ugj9~w0wb_dS& z<2l_-t=CM-Ucw8Zc}yyRqU6P~i<+?9@>%uPXd6`jC~6tQ4E?iE6T@4XYCtCYIQrw9 zV7*J`%&^rKH@&c?(YGz!{QYjlX_vdM)*@_&rMf~QP<1IEW_!vW3vJ2Ik3sIAV@Sjk5iu6IC`GNU^Ot9S5QQhNy9L6QaASk45F z9+e?slOKDsekc@d)CLa9Uq3Fk%>yhlE8TyV4&ET=#IluabMOJ@-``7t!BJt`Vex|k z>da##U5IPvr=>+n&|9a{%HpFcv&GwbjWGA&(f}06@b{o4pUZzt;wOc>jcyS|jMb!Z zz%{9(Vd$^7I@TkS7q&SjB=wMF8gwJGLe`rf4*>q16ifd>ZeV~YHaK)@e6aEXB?OOz ziO}r4*Jx{M725G^p#b;t1MZ6_GQM`vjtv)s8~GS3;d4Txsj9G_pn7_Uca; zH|UwN0tjj$L)_owkZJuXR!*sFOP@q!`2sMl5Au`f^(CV(AUJkGXnD#^){IG096n3; zJ&J&XsS$PKUCg!PE)p~^3$id=L#Agkpvf#+d?~He*H6uiypGRlWzOL3A4oZXnuyA} zWWB|2JGkR$5c^vD!K51m>P4VQ>)3$03{fb)+phVziRdyVc6?Bu0~Y49r!pnXphMMR z_P4j5hyrq0&bSNoXg~gbZmBQ;QCx|rsbrWW%c*t80L9igGoY5sB=>*LtunzlD#do| ztRL=vp0w8hy(j2XN|O3~1``7>;Q8h(#tOH=_F|i+Zn%7Ges@V9!0E;V4EWrhKbUm- zXyi?-nbnm8fhejeVH~|t3JS6z?NaTl)A>rbnj(o*a35s*u50^NiE1VH)1}#I-8hKo zb<{WWhrb`UJ_n91Xr6TtCCqxA^d{YR&l|1&0U=7fpJ%w1nR;*D#OI!ecPmkYsQJ>7 zG~w(olbP`1W81g0_2E|Of}rI9f(GJF)#wDaqw}x-agZN1EKi3?>9OyP7A(f-PR{^> zL4suMU4)lmtH7AJp zzz@v=ST78yIe!2n+tu;aL7oPqsLY>9qIlsmC}ZF?BN7=D?G-yk@=l=ajboV|Uth)x zC;fVWw{-e*e^#@iWQ*c==pte&sF4wDUH=IKYCp=DsP+Qu|GfZ<`91K{aUbKn;86P@ z`!I&o&)`aylZrR&(rSa=6wv>t0IVH>-cs;)Dd#5_c@AdBo zax~WU`9ARR-yDdV-T|n(speXTPI9~9X8KG{$5x=eMILXWAeIqIoY9n>Il87zB0~CU zzPTLQ^%VSF`^v~p5=~l*M4jR#d~$>D=f;YB2|Fej4IP4xwl-%Ernf{cjJ?uX=-BRU z5he@mL~iQ_iGIAbeK&_R=Nr(K%#pai)blerdp~k`7=OMv?*Aq^%GFQ^RWIo3KCr6{ z_kvrpm5PS)aX?eme+S3oqJbIZKUg_*H@urGOd5A))B7u&&VGg6t)zq38yo*^L0t{@ z?H6yS?Obz&C1oT;26U)=ZqVSO`1sL;^*{ss7u`drMjiju?SV^zGjieuR4LN|Xh(X# z1=@hvF$-aRI3LE7#!W;`JDcWKe3g^GQ>fUV=(wzVWt3ZL*(N{asZo&iAXqn{O7bd# za#&ljUg}sx7ZMFeX-hY!lR8)-X6fl3v-W$D5Of(3+^dxs1WJb(C5ddoT^MC}n$xZ6&e0&XJX2-a#PcaSxijV>yJ^KARy?r&pFz16>6bVz$>g5T% z?2w=*+>kU33_%XBGem#P!;;9$H&kd{aQ>uUB;K`%p+;`&_(npE-kO7loqoWf%C_V5 z(y-S755hvpj zNovd&rcc^l%nuJl~sP1MF4)y>~*=h{rK8 z#5`f0#8SUE9T{z6wlvPOd>puIOx7w+D-#7-m>f1_NcuwuEI)Me+uy$H)!@uNc@!9d zmB2ePkkE1dsU7t`YrYr!rJyo!emh)_pOk{!1oh@&!Y%hkbU(VSseR4B0L3HB3$%NX z9ytc|a3B225KBNlnfE-dDdW7lF0yOB0kErq>3J&hAZ)W=Y}(HA18`lg<^hvRNXIOx zn@>8U5+`4cRQo!vuJ~>ut*V>by(|F!7hc(7cdS-noBm#+ecS){E66x?IQZ|xVl6$n zj2t&xEPArd*W$GU5MT-dMa(-}aht9Geg@qKwNQ-x1GPE`zwg1zFc3p)-sXttWe`{r)9+QlIC zG5K1CNjLWs<>V;2zc$$vqKW{&ujCcqx``W4{+St@-E`EJy%&P6#)4!Zw^oLEPf)7Z zIkLS6zY0+c;D@~ioP>_R$QM<-&4j~9x&wJ2=aRO;VoSl%YE|f8XrTdm7m!wEZS-8J zboFGA^CENu?IUhm=*!QP1mB!Y8OmP2YD9>Hl^XBGDF45)pHJ(O{AZ{f4{fo6W;SEU_L(8K(H2P>YG`Zv_gDLD(^og4s z&URaWFX;R(dPhI>AQi74J5ui2JKieA$1@ky6dG{e|2u0>vH|YeXU-t>s3=Sl@K&&h zGrf%dalkPzGz&BRxtaduz+~KeTYf9g^Ka?nJpZHoB0)FQlqt0=C>)T|{pcF6+xRq$ z4wrvt<-DwH-2!A(TLHaV%m|=E1XPIpk;=iUy9;bZ8o>uC932W3n~uXfDT!L!Du8X9`J>1)y_rFQ#Ou@-48QD zbGg137G~Hu2Iv5Bw^xfqiz17|-Q;94s+<}(?VOMZZBY#=afK45rx#hB*R|drH2o}j z1FCrzq91}qk<+>odG}F-ZhHSCib8tcYmI!E*v%NtQvkU)ndYp#J6t{;P(E2t_hY}g zAtAfFE){Fo-{BOjV~l+j4xt9Ygk}Kc-6!&6kOHBP%K2c3JlIM7<7PRozCN@yP=-LV zsN`3w)XnPdB6Cx5GSKv?!d7k1a7lvA-t`3xq`H1GYW`5I5{DuWCqpJCS+2 zb2M~Rgih3>ce)+$W%dy|fOMapc35vDTQAi(&&OR1Kq9J|)+3}$!VUmCp|6Hpn774G zV0H#EBqHR48jEX?*ZU~M5%YpCD6nv1zlSy)(p7>-uAG@=1pjGY!=O@%K@a6t0LAk5 z_cOK{iqaQ*o#>IXtUmaAr$mRWa`w%nugX%~_`BCnP6{S@r zC{|RrxxV?lxYw9KSYvDp4dkc={ZiR7l%#F->B&}GVic|ffn5Lnv*nNtY@Yr4cy3sG zXhCWJ9~O7yv=8Fpu!w1J5{JYGPeW z;TaK8cspOMAj6$xTV~NwCv=-eMJH~-a&cEw?(w!XS4bF$mV|=3Faa}}bTYi{23`0u zGz!p95<*AmNy@pG~N_@7AnVJkOjWOMZH`T&rUWmdpRw(@#U z6($Sv-Pdcj?*BX0Z*=f*aFQ+BelT=ChjK=2=RZP+npI(;lVPE?vwX37AG45$R~?Rp z_3}$NSX=(xSkM!CH1zF(edoN2i6F7FfY2~igtH)0d#v~*bR%ylSHxu`TV(0{>aYLt zhsMt1xdhYOn$P$HmiM^hb3(`GH+$J#8cPe9pyydr`@Z&`A3DW5_kU^R1XyGhrrdYt z-ELQ?9~G&&hvXo?zRf{IYV-+O=*OcUSvXy*Gs zE>OyG-_b~#PX12>ycka)cP>GZra{d+uc{kbE@ zl00i7W6E`b*Y!SWkkVk6t2u#uLCovSHkY`XI z`RCsl2EK8R^Nccn)`R$ebg_D(flaed&@kQ7aowD7v)lH9rZv&>aC6VJx7Sj6+&j{C zNO0N;=&ueHSO!sA5v+4{?OT&1Do_vCz2}9Oe|GA7SD=FiA0WI@5xtIZIj-+knDqTC z{p>M3b`*~ozY^i3FvwBBddaO}vQG+0aCK)yYHfpw-~B>hf!XbPXXi$kb+kDzQeTeT z>>Eghtk&R4{vSdh z?|(P=Tvn&cEe|PRn#K#9?H`~ej>Zm=sC1}?*nVT_GyR3q`LcccTq2F6h|OYS$y)z>5;!}CspnSPF&|UXG z$-mvQWia}h+CIH$YrcJZS|j2=-_v=uPhax_S7gg#%fD83}v$ zs`YP04_mFY(R1?RG<4?8l+rPw-`xp3krlpO>kpIh!*taiHL|&r3Cx`|{G=||46Rcy z`q?YKb4WIIO`OSAas&^;D3f$WmzhJ9v-nuF_?d}%MA3JL&v@@+u)l?t|DS^!RTsW! zV#AeV%wyEmyZfrW!ocTi-1?V~$>gD?bOqL&w|>WR?+doC#-53O^zsVaQ*>>2G@qRW z+|<0!_3~iU6av*7s6YvL3xobnH|bK`s2$^d#lMm34eII^H(Z&ubypF4NWy|R*?&vx zc`$yeqx88gt24ROI7TVGo|@ZW{O^A~l1 zaVTF3mI^<3!Srwz1jc89f{^17;eT6l)3jGGH{x-CsD7C$qRgR`;&~)AED7amWqc28 zUIN+reAZ*f%d9o@yS$Xy!PPX{;U$6B!P2WDzp@}^{dHbF=jbg`opuPf_7X}c5Ci*G zWl&3DP{VXSOwQ%vuxHAU+}H`A%A8q>I7Ml#%k@-PQcMU&3n&QR(s05!wmBGp7c$MrMe=#r?qLgOlQvw(g_(!in9N8pfKj9sLP7idbwlzo;BpV?kt z;<>zro&~&&cGGbNzq~lCFV@$jv9c`j#xT$k*>b7H`C4+qklYbt!$yEgL0PZ}5inXz z_}KJ9*`hbgL${~>GirK%P|w0_`&ge_-dR72hnsgv0Nzki^;RIi1G1$OoZY<(9XEw| z1^gY`DSVsNx0-B+>$7Xk`+OaCQ5R7>LK@`pR(AWXv#i6u5QZ#quluH1C%U_{{A_A2 zxUR~pMtJWYPP`=vNAX}|W9?!(2UtX31~VxFH?XY+2p+@D02CjwaHP8~XB66vS|tAl{Uop+(8ZD#9v#1?M3(Bv3t5x*!e&v)!O0#)dj3d8K82aAy) zDpp9bJ;BVWY?e1al5^KdQmzQ1Olm{Rl1qaDaRvfNQC=*U6j=_oUnRUmLvr)7^0Qbj zpPD~Eo`R}0tjFltHV4>5PmL?sFi$eng#13HEGq~jgTxJyyY~LiPQyujA_jvXS zFEKZUQKPZbK|NBDsBf>ckA@(1mUQd(E<=`<`A!E2hR&1IKv|+e@Rc-O0S5d)mX%;) zc^bscV|zl3Ack$EcRPrT$?jVcBZvzfu zXUk;SIN959F&Z~nUFD_Lc^*_^_jng{aqe)`0*_eYl{q6GT-$FeO@y0|hxVYyHr3hA zn&Bh(hsR@$a6_nkOt6mcw5rU4Wb|1=e} z_~P|dH^DM<_%a%JMj0>?i%;%TeD8S$^Hk_`*&MoWhFC|F&Mqu(8NEL&Q7TU8b57cF zDK&l~fLiEV8~Ve}2-Y==|9Lpg=-V*|^Ck-QgeWgA7EoyPsMdFkh7z&sS|YgkLVf<)?=v=ooUT2YG{z z6<6&^db6SlJp-W^RpMe#6D<_w3p^^BZT*h+Su?A|`>!YAlZ9OY*zWhtahTD6H=YIu zL}2?RIOB=Nu3)9UL6&RRr;LokF<(v+NPB&z^jYs#0%;3IVL^;zEq)^xqSSQRBa`dL zPVwdn>s?KmTY^_?kQdPJT{ncVk1o9%Vo*>Jdg$Izho@gy(c9AnoB`~|Q<6gH9`oeX z@j7UTpmW^3b?9SqjnTk3Uu~KFf~i`4kyB#7pf7_eIK97M-S-Au*u8&!82*|q7SMKZ zlqqd)7xG$QL|(9LztW~DTFP5EA}c4mV{W&jadp~t03jZ3V|n&>*AsOER{#Y_PO)Zk zr|t?d%&c7-2c1WdQA4q*GJeKF$m>9Iuv@LWYwN#PW}UE6@c8xNDxSeYpDh*#=bc>i zQrC=Z@#3HN)WLtmiHw8&9jJ($jRo^}z{F$b(Ze5+1KkI1 zS=mKT{+td?o<6JqAI)`?=KHIa2v>ZeG1I0w`<72=?E&6u8zof>!j8KJwNJ`#>i^Pj zM80NZRDyZ48MFsI6f~z%LM0c?+41OVvUr5^F*=E9|DF4gQB2-PqEOQY!nJEdh>{u+ zv9&FjP5QDl@Y=tQm*FZDAC$j0`8<4AOL8=EKVxFDfkWi+(8W-N04ifSF-KhBe}Fr| z&6Ol*eGvDZzqB#-6=jmM&j zG7GVPAk)B`u($Am!75GznZ{F5B>wui)$UoKm1J_6J{c5{18i0>!1dQJZNt3dRTK;S0N3p=!(itV58uA+6Nukp`F zjAQtUZ5ShZ`$?FvR@ghT8e;OW{-IJTd6fQFTnNbW%lGZyKgt*7nW-Z5G0f1@4wvZC zW3$X4!0J$+V=I5|9zv%d%%e-!P3W%dSz@0AO}dr-&~_tvrw6cOPVNfIz}?YLN}A33 zAV}tG@xq_6-R;>t!(qpnn`b<^n;1G=VC28VsP???bpWzGqj)}4=?!*~tFz^upS0sz zsj={7s?ci@(-&&>`Da5~*#TmStK!0F zH&+%qh!ZcCysu?cUD4$QxcMT8qRn%OER%Rj)ZWdQOxFqV?2eUoHQs=XS9fksuxi!6 z73GgIH#sp$f!4M#P?U6y+$Lbo=FDQ4&b>FhPSnm`kDBVb7pBCCD98v@5Hof>RZ`>V zjTV-ldrAl>Jy#M6Uy|nhsyTo7Qml_m`K~y=~#{TQ^*Sfx`TO_DdOpla{ApF5B*qZ%uyaL?>m? zL4*ats{2aw+f&KYg5x5E5@YP3s0*)I2EsR>q-%yU#r|&MZ$-nxYaEbg_g&)`9UKrC zY70sX{!Xdzk=FVIKE*ZV}TIyiYD;RSpWE2PqmhM_Tj#b7WF76h0C z+xazoKNbmhA7NA#^SfA`GzuQ>G!U`VC_+c-K+I7DBcRayg^wWq#re(QJ6)o^RqI!nfySPWWpWWO1ivVhf%snZ^_6Mgy8(`Z;CWY*r$RNNcSyCX7aH}}173=i zC8G(}MFP9mI`lMCK*If1J?du3m+KqxuCs3PZdI4`x*q4BE-|*ev-hMms&Y0iZ)?Fp z4MRtwcWEUyy>4|YFrY@d1|F+?P>5#nXd}}(KQz>*-0DgO)OYL{xiLx@z%IV>+8pR> z<8CTP#YFPXxlngw#myY{l*ENUf6CKsVnpt*r@``5)ZY^7rtzUTQL68wiqxrK{89j* z@SKQs338niH(I>;I^ceM*K>P-HfeP6nu7=tK8rT& zJt{uSv)tz?Uq;b~pDUr8iTj`1AkL!{6Xxuc#AMkU|GFPjURaCbZ5(krYnNQsl;Wck zuQ9E0Q1odR&5`;+5|WHD76_r`9ktdxnq1&hyW?$neH`q8i#`jyPG9MD-=TDQdn_ync$wdLrO%#7*Q8(6>Ld`#;3HMG zR$?|$r>pE)raw0f@cFg4+~ra(n{D2crDT<;_a|VE-ewO?Q!qnQdv2$mJ!hfqa#03X zQ6Rje!H3&{H+yl(Q&V{v{ipk}OVH=>lRMFy;oh!!%2-^mOjc=*YA7tVHj4%r5lr1- z%&#EDh7=Z)U@d{H9hrvOQFfSP{zET5B=(^TBL9uWxixTWbtpBHqr-8oGNGA=wKaX` zv7**DZ(d&XJ(QaRRm(~kxhSXjGdh0^>=YJvjurxfvQFw!>=%amcq-()K3tU}=d;-> zp-nJW0*O?-nHor~^3(6Cr60e!2%-b4c?@TG3oKNIM(PIU%MNeUHiBL-Pv4+d4!G?! z!v>xzbK39h8fns*B-+_yp;mInoPx)5b6^W3jo-Ub{*Qd9EHW6;O+7_X+rEkwZ0Ub1 zmED-CyW4^s{5LpUdLB#u^a`2^`$Yj&D)_bf$9tiIZ3I_a-V6@K=p^A|U~oJ=88`Au zf-Z2DdS@=#*SI*NdfcrBO=>Zcb(`Mq{u^e`ecFw3O76p0x*Z|$7$Z|8* zU-)+XMUa#iOzFQ6s^J_Dak`x>-c2$TQ~M_1vtD@**fVT=!0i3uyv+`t0WpCPG6o6m z8WB_$0(MtFiV=G0HGFH{ns+fSI-<*wFX#4c8ri%O#7Grt29UD!s{c;$H|%q=r>ir= z2XTRCH}_${zHvRO0|gt6o)}zxkPShx8F8f@{iC+5^H$R~YU#{;nxz8^ozj?g8uer2@5OG1>MPTT&&% zPSaOtC!~A5Bc~^^_F#}CoHA> zS@!TG7I;-OlFMi!Xhz7+K1csOxTwPMosg(su;k8FnON>vJV&nJ)}Z@Y|AUGOQOk(7 z5gkll^uRFa--7vR1|}p4HWYxhaO(lJp3; z(9H#Z))z~9h}2l{FSu3m0_P3eNcEs1k+Gzs#{73jjTA6=hN&oT2A4?ToM{ZsfeEgL)DMXn@>BZ0ctphdBjF`~g6P zZTNxYu-s(YvPpRL)UoIOzRATX@W7F@OUu!Nll-RkaLzW=C3 z>gxwxCj8ix8Ru-4^{R^w=}?Xxi!_`F>sL4Ys|WsG7m|}N#7pz*m>}z?YPv@@ep0F* zH6^|6{dY|+Z)!zMPDlGmzh)qi2hqexchWa^(tQ1f|E~q;7$!#4)fIZnk9uY$lVX7h zhy-wAEnBbT4OagD28U4K4wI^Vm+_KSS7-^-`O5gJlLNpd32edxemB?u{Q!zft z-00?d5=0?kwaHQx|8PbalBeQj;25*M_EX8wP9>|;;ANlP83oTFKnYsL-0DDp%A?01 z=tcU>RF4t9feZv2!Ccx=j3rcLsZ~AlGm9-vv-k+FBBY|)A*T#CgO&}-L-w=n7_1gk zYnzicuGIMVO7K|KUt{jOVL=9}bOzSGRTU87W}Q2ywM{DCn5;?%v-#bEK()6OF}W9* zWy!?@&-2GaCFC+~xtUWUIH5vocs$YzD5Z!6Rcf$}4C- zM*ob^)b_%bj)6s(2+_W2_B43gPQ*23ACgvmP*2Ga}Hdj@#z@MxJyrK~%RhG3+ML&ZD{|^$9WV3bhxfa;yI=j#< z@Usgqwhw&`y*zRXDlA|2UBz}X>Ac)_&$Y+>@(ac#OtYiOJ;ZFW;n6qSlI~Lq-h}x8 zka>wd^u1azfoorQ3gy^W&q~F*CW~VSEz)t_vY9C*Po;G4ktA_t#V~LUaA-C4ZZ{=Z zT&tC^x$C&|ekDaZM-R`Oa9N%c`7}ltzx!o(?+F-xff0k2@I)?6khVdZ0SkSBcU-47 zn-Bp+l2HDHIIz+EGHLWe8){0#gFbu}LX_}TipHUd$mHQEqlDn3<(ZEpqA>XG%Efun zYr~?>>m~^#K_v*BF`nZUp8o6IBd=yy{Su9hCI)Ws5<lFNcRutC8xxZy z++gA}m*$kk(Zq2&a1%rF_|5Xzd|3(rulK(5Gyza4o|(jsGJa`V1_B%qhMZ>qJ402L z!sqWz=~eEnuFA2VAUD7Je4KTjj#DGB6cyaY31W2{kpQ^hZ3 zM>%E5+AZp7hXL&RDSGpNe@s5Ve;uxGayQ+`JJvoA>q7}pP z_G4UJGFq7ab%DDfkNgEa;d^m|1p)uder{$`vk%=&dv4Ih?@j|);9;9Z5&Ddot4zW6 zpR*pdieIdDRB?RR0|2W;7nFywhw`2u)>$5L;fQgf(g8;4x*}b0}mRn_#F@TNznm1AXNiE zC2IujU#SnkP<+K$NCSW#f~H&E7r7R>8>Vo8%7NbZxcd5*qY`+S37 z@#<7wqvy9ATS~k2tG2e^hXvZ8?3sS`Tju?Yw~F^o(&~B1lN{}c1ScCwLh)1xR|(v- zC4Ke?0sWFAot{C9)Eb-MG}8{;VA;P!TUEMnke+bMbg9Q zXrLHEreUp;FP5p_AYlvwV;7jW*GlwXinKXn9`TA`p^eDY3OZ5^+Ud|T`$|m(hBQ2@ z$VL{}2-~IQ0!2m1lyqtCk8TIP?+PZ3Js#Osg#WXW^t<*gr&trgdR%@V?6bXQw9XRU zZ_7#i3k4>=)^6a#i?HNxM=3TXY*0GsHubf}G<0u3HRMe1j?0-8_RSQIwewgef+S zwE_T==Ku~Gqp)bBah$Z1lHUau^eZ*{u~N$pcT?z=aN|W3w6>0Yyt?ju*H-OC>cUF} z0&Acy8FJ$+Xj=_7&KCyn0hCS0min{OM!UoKke4x@gFz0P*NR?}gg%a^!QDA98nk#* zc|big69>;%mI1+17z2JYJTeC6Um|!3W?P`8Hd3@gqput~0@k;Lx&Qm<1;pM)mI|u^ zFWMY|e}gTow?5T5OC?Hlp9i}CB^&)g?vm83-nE!3B&7-!2My6k*(wUS!;+xJq1r@jse+R4bGaV zPcW60;t$sg^n9c#L;U$VN8+;$3qkH?T?=7a;w|P_&7GmodhEv)sWaCl;4F_Q9&_^r z>)@d#)fuk{5nasc_}d5g3%t>WkLWE-r>T^RJcfzC4a_u)EuhG85IwoqOoESc!Dxt} zV`TWcm-RIO%o@Y+hyFzfV}b=yOV9nV6$}G|hpN*iDs$HLbouPiIg~W{^X;lU*~QIM zG{2V}fI>i4GsN*+e|>*_kp?rDhWs&psCH|UV8)UDil9!XPB(9ghp?`3@-A}V%o$^> zkY}LYH9ItUpZrc-fJ^}v`o)=J;3`I4CM8A{8H_zZ6@e|)SHHMBJ#!Htyw+6Gt(}5B z<*;{eL2Kr8n1?pN$p$5$*VoaG8&Mx6WGd}|d|I^`CFy24ZQjXxgTHSdUflu$c)>g~XlhtHbererQ~heR>C*$L9Xj;5_PXmi z-+gKp(`_$(+bUmpJ}n}2YqW0Ei>23B8TRSKMWX?LC2Jv7tvPdr)3d_?$d8KB+g%sK zt)<-DZXZ5Ep?qHw;Q@r6R-2ar$)s1K*2&S>mb4YG@R1(}(eb z;S{IV8@JfPnM+CLm_S7yU9P-8(Mx%8)!4EZ7Tu(wCmTI(Qe2}{m#~xL#tK=s@W?_$ z^jpCwf*JqO*R&0tUe_4duUlO(exa`tG{^-o24h)P)?D?vP?oDLRy7oS|v_)5`4PI$_t1fSPFFnKz~>zhL&n z+UKK}{~@k?1tgS3yx9|0ZZZlwOfc~B<9kGja#eOx6`Ded3UglDsGgDq9CX4<8&V`@{?dHJB* zj{xI_^a#9-U2}=P6d+F7E=g_rY;`GcLWVoiPFiSx@jp%262Y;qsBz~)4(u<i&d_y@Y;tWC}~`JCLP*4tN;1H1<0ux)`XPufU?$F##q4&b^1emz=Ewrj8d~Sp)Q*U!$41)n@{Z-s%mHR1xOD~1moerFuQza$ zUKm5qPVNXAM5k!GGsFP4$_72BF(+0;27_r7gz5R=?gmKNMI3hetve<^`TjB~Fj*js zUC!eXq*a&NE=dMP&|bgKEZX;&-~aCwrQY4Acjs?LLR-pPYVp_3>PH9t31s^$ltJB* zh-FU1rli@PfhbW~tEK2fFfcqRc$>RmC}?NmVc|5_QcEq9@t`jsLx|=JI$t>18B8B1 zTnPRn#!I4Rb?F6o><+pAoVpq&`}roL-}3E2ZlmkD%tW-S#(^nSzN3qxX?(Pv4FtBN zCs(4ga4oj8DXjmODPR&P&->8yV6MiA_oY0(SZ}9gZovn(|1))_fWEcuHjvR4OLs*x z947@H_9(s

      )^uznU-SYgvh^Ahp?$1Feqe~XpJlR87u zZApBk%Z-gC)tE%R0=_^ZHnRwy@Cu-&*+qQC6o5ANxgx^tHR_|r$8hqmR1cafvl8gf z{G%j*?L*JNPsc)q(2&Gi=a!~%Xd1x;dKV%<&HK%Hv*KgvT+YazFTKwmdpTb2h#A@Q zT^;XlT3gp2a~a(tHK~XQ(2Eo68AjCE6p?K{(sn>BGPc;fYSLz~r6K_PN%h*kk`Z(~ ztO4}|+Z>&i#Z3fiEcD(MXQ((;2p|Rsa9Y#J*gML3wx#qwRTeG9?(35GNU+3N{QD== zg4nu__M7%dS#yBurk=ta(3>ALRWbBVzh00vSvuziyVGT7Z$5D{4@ybu&e0OId~Ry8 zUL}kk?>fxGpXm$&L_Zc)3tkwqdu;lg;Okmud-i<hf9@dLtJ+s+&nsGq<l>x&=FC41 zOfcV%7R#A~ds}H10?Aa<Nh3Ml*cizKWB+e9_s8i-q)HqHf4crwJcRbv0L`|aeL2)I zDq0RtU)WFKNW1}7oJ674*XHRq@zsYL%DK4bO4jT%F*5xAwN))x_kN-H|6co0PELU2 z)M_jiKFP=!I=nEKv8fYvJLwcblEMZK$XXUN0v>cF{L0mP;TF152~Q(D!OVeAX_opr zo>Ev+@^D|Q*oDs`a(i75v_<OO9*S)i92JLgz@9vrkm(EQ+zkQ#cch7>r>|FW9Cd5o zk1UmKA>(HQMEUNQ8YUgjUEyhPe>_v<ZFrW7*X-Sds(lKP9+MJ3v!##VtBRO?p{x3$ z?Nwh+X%WHIw33=9mAmoug(uSlKqPojTgHFy=6BzTUmODH#&A*(t`xbo>-Sa{KYwws z4$T0qb1qlG`#D~1xG=yDQJIFBnS?-k-B}Vnnv<rZOfkinWk_y-ZP=4etFE`(GZ^mP zv8U~^*_&&?=g6V);jb;7ehPk+8NyWkQwcT#z6E_IbvE63@faFy@~^I4VURjLeX26O zRPwy=-D=71`fEOGIjWMXpkHX8dv-q&2qAt{ahYxSumcf<Osi<;Yf4J3?OY-UbZ49& zD-%J2iEy$R%qPUiA3FR_;)T5oyl$-B>Ens9exan`B8OP%XILFjU`gdbsKdFkp{4Gc z+g(DS%}X7tR6C(eYiZgXb0P|uX%y;G8Z2|qPLfXsF|x6dd60@UO+{P&be0`7w+1?9 z5*XwtE%Dbi++d&UQj3h1pzW)@Nr&2ekLIKrWB=j6Ne}ps7_H@=2Q-O$?gwM)-gRk{ zuu{@9l32-eFho;^BwXkS@DaxuSQ0U(r^QIT?0z4SH6mbQYJY>Mh~T5l9;0bSJe-xs z3p7dg$%6ozMi7rfA$GvJV7pH2AS<$9Bm%`|^2()aV~X;UZ+?43)q*+~0W@V)YCY4z zmaH9*Dm!Ou=?k;vMi~Bm$2|=T7}A^_iB3=aT^ts+u=;SNqNH3q$G_vI#15|Utq1Px zFkq3sQ?a=6s#vVA{Fs7YHPi2!dW<=BvoFttpP;2kCsP8#`_sANkAR4m{+s@bEqoIZ zsM@P@&RG{9%tF8i9zX};0Zq9Na@Lyz_t0E=-sUC)pEq4LH(o~vL)W)%3_8Em0w#W^ zx&FmzQAp8RQ;Qc$d#le0N*HeLNV44dPk=;1{B1~9YJYK(2K3`05a@KZGJ`JDCW9ZV z2jnvUhsB^Z0LVN3ZFqp><CT_6Pup&|I<L?z&1Azc`I6VppbbE^AcJi3+K$!Kda#k5 zV-uo=KUI!<ITX>^X(sapWc}8~*Wc9d92dR4HcaG|eGIE{w-@(%Y?wJ7fw=2FKU4~| z-o-C}s6B`~-yvQuRdI(-d^~f+2zV;T?CGs4G}Dh8FrJzHU0+>mmkccVE4GTCKQG^T zt$S_bZ`;(^OqP*<Q0qCrjZz^WOfd`^H0RFyJQk)Fc>Em@{=(^P9oqpUHgKITtIG(W zona0mM%B2Aikuni+B(k#KO-~)he@G_3VJk*madYD<)q-d%st}`BIGFIL>>bGD%Mc6 zRABjs8e5Hwez>$W)m2~PD8vubu1#`$>QLk9%9c8okae7~wf<_z^8P=5A?xjY<`-2x zB5w0?y0#Qc8rD?n>EQ}4+++s81vun5dkSkO#LK48>+kr4u62fHH!WjBE3<hu=xEa2 z+CBVPLb0)okU|i~=L$uy+K%cvOi92_RZBi2jA|K$0fBON=XyotW`+cc93np?eLwrR zeqAf*zjyt3shuuU5NCtx{o(p&HY0nk7$hEmn`^1#|IC_WAs02cM-o@7OW-kmb!&6x z%szIu5zhFEtI@xc?eQTE$0$XDB`2Y{wTA%283!HbJMf|571U0_|J7LCPp9V-TThdY zgE|p0eG=%>{logI0s4vX$NZD%1b}2`P;%9g0jt)tu6r+&@QB6l+;`(2EDVnM0bmi2 zY?_Hm@)tj2sdlQBBJ*e1pTb~E2y>s?PQUjz2^54bZ}cSWISDOAkSS*ly&-IfEsYk& zrhxOw;~b@~_ici5j2bXk=LP(0E__*pQIhIv5&|LXlc)9?f$=~QzQ&)yl@HZ9P^`*t zzh#^z<!CS22Do%OXI9jQFGMl8w_WPr@QS~T{l_H&g_L1N2qa(TrmeNy+U)<5;9Q=b z|2HKrnig0P=xy_T?7Zu5YT^MNyF+g7?Mo^PYxr8XTP0nkumdj|0i3nIzD9km14LS$ znfS{t;AJ(R(LjljxF;A?cSZtjV2ESRo<Q)69!1PR3ZLA*-x=2p+<pqy>n$z+Ixf;h zQMJYZ2nGOsH`EemD~5%YHKTdmcLw~1w|7-wy5B*$+6fF@1C5C+Nxe?&jOS@sGCDMs z9)47x{Qk}*taJojtW5^*AL|wU6i-qFnfx~|H(71Z*SfqN_j|Np5ycQGGe`op-!|6p z_in2<X5C7g!<-OnkMB53hE>q@I5c|TVw@Z<;wvPFBqDk3WRxz&jej6kRw4$rqOtm@ zV~HwWU`GmBp;VJ0+p)?{Xs2y(=2$r$db<>-`ZiF)ap!r%-_oo~!UP*)m=^UE=9I8r z_cA#w6S~pXd_=nOHc$)L$QtZa))1SpH+34VKX&Lb{iw9q1TO69=*+|&Kx&)Bg&x8H z$49Y_-TV^(FXPhVB_ST$&tZ5cy|FR(Ho82%SKv0=THEad==h!nfrbL;j(JW3sZ}=t zs@<uHk|(~5CDPG2g`1$M-x90$X--Xu4OUzW#z~e}<!$Kht=`o^cT&EwrF~@gM-s=I zeGUOBij3^fF73nBu5kks8+V~0inJX~W_+dZ#TUK_U_jm6SmOU#Zc?5-9SFeVhMC&V z=Z%s^r)`7$^DrFWLy|3C3UKXZAb&&zz}&X7CCbDy#m1kmqMdbQy!0_<LUAgY^fhVa z5L6c9*<F{4n`!`y8&(zf;uq8WPZ4f#cCt!9L=_TKW|koXLJ#KyGYZ2**!q$LdY|NL zN->v8Api9Ree0-Ak3}qK@;5RNK?=SZwt2Y$2ZkqWGuZGVdx`-oN*sdr7kOL>0tz}& zG)?&#<sfOsG(fOgTLl+NQ8H-RqMr|@kkO>dOf@%~I5d41)$M2LVFb0V(8fckZ5c7q zd1XyiV2}$BPbqfeN3v;*N0=g^MwMdO0fQ-H$`FkWO$w4L@7fRTR|`AO<Kx7G{sPJx z2Y-`_+EP0<KMo6TA=;0$5+GtWZ7mqH;>yk|zAjL#beylF=dlnCDqhHO0hUB(Dit#5 z+I+pQNhh<L*HHeuo503{JiG2OG4dczc35$oY)N^`yeT&)dWqd9-b^SR&IzVyFQB-Y z><Qd~A!5~39GJozXgtRArj|lZ6X%7`8ywAI(_|PAb>=!xgN1S-mW=%Uk(9rFx%ku3 zaX_4=z|VJp<MsR+7*ZsD+j6_Ys`<i6`hrsc*Td;-h<zQ@dI`#uhC@R7Zg3#k>Waj< z`yw`J8M%fne)5DizV2vQLRXDH*G4+Le^18ePJkRYjB}oAAos+c{k_#CkVLJ5w#z-1 z78*iD0z-wTLLLCZ1Obc{Ajp2Ce7;Qf=J)o(OpuP2`=j@Y@okmLYnzbc+SfWO^^Ga! z*UUoDSuHS>II-J!e*D-jP=wAA3y?uZ+obzwh{i#>3nSg)FNZJ{U$rYf+g8G#11gOQ zPS*9+`V#~3z|Xp86>BH<Mvb2XXzA&BQ<c5mCB2@M-jpQ&0(kq5_I~f-yPnV6PMD6X zOPNYmdB#ag_Iyj#rFxo*L&Q}^x_qHF<A_B)%L&8GK@Je%*_nm;{m#c}ck8@AuRqHt zQLixu{6+ki;np8N<<4*!HznZY#15AXl(-*#0BE0o?rK89*%L3oE{&b;nXRW*_`nB^ zQb4#B4#>m8m|E^IgN_(6UvCOrCN-m((??9MYBqZA=XF#!9dciEqRCH$n55(xk`E~` zruZnY-$ez#ZP$^dj9gua0uY?ZdT)n2)uBVRx6kT!)eK-R0!~j3O_un)z_;<Z#?gBx z6#NoON|M=r^=iZKd~%p%l}k8gap#+2q2JQcux`nP)amE@ExBlG@i)^zBRbSRN0FBt zl$f`1AE{Ot_yExoe@QQdDZNma*3@o*Sm!8mQ(+ym*XWHBmezDWs);#^clF~`vVm-c znMY8E&^x^enKZzBne+5^%6heI^L_5e0EacbP`8SS#9SiTc2!md2qe62BELIEwJsB9 zm<g%QctDQ&ICp08`=U$EwOL@*M_nT{`BHI&hBS6s1Pzmm&d(_PjMr8Qi^k6!DlP&} zM%B{X4V<H!+vjIK5S8WB9(@v8{}{p<ezDH-*il;*D}`LtfdPuy!ppBXFl5MAiYVdF z92ga997#)yts+K5qcP{iQsj+f;s)bIs0TXa4qliQtE8t-y-F(Rz}w(k5HS)+Fi~qW z3RA&{q40=~mr5)ka}FfWnle$u*-!*ot8nM@tT@gG@^*8N{E!W4)nlH-$xmBjV=9eN zcjP`O75$BqtQ5l$9R7!b_5Q<@Xelz&``r+%xV3bS%1TQHwI6#6j#GRpTHv4ci<U*! zN}uL^(Jc6L0S2cPJU0vEu&l4GKQ-qD2cN0+3M-+7NNId(bzSH*5RU%XaJm^o<Is@& zb<m730XJGpFEKnt8RdP_utoe=s#wJS4c?J^%u;DBzRa}_6DNk~uN&f*)7?qk(?VFD zx=)5ZkOoNrF<g_dQ4`A_iIzob)K8k+u5>ex2g@*9x{cT>Cx0&?d<=dLF3h!e{)_d~ zoeZST%{7coLc}h27B<tg;P_mCz!ff3E~h%wv=m@#+E%+HKF7cr4r5!yL=Fk8bz2JZ zd7%gVT^u$XHs(I$js1h^+x|h`Ua=F8o0<N!@XEXzFidOp<ts_>OHW5RsPCdH*!T$e zJ^pu_Mws270fqP5@R?;K>h}NthIzW-igM3<EOkvP%0^tg)f~@R2^UrP9fEBz9WkB{ zld9@^55r0_e~9@Edy04Nxd8nweAq|zAgl#&jXaNL36RN01yYcf)RtI4=o~QP(QS9! zrcE$s7oR3{taL31`Z*mZ?)5j`Ka%V9pjFKK>4Vybo69H(7fxYO`<5laP$VgQnTgV- z4hXw#ZTl|Io}uqWHs~{eFFCI+?NwYVlXNGUd3Sy{zj!fv0fwg?7o(>Qp3|t>R8klJ z&B4}|9H*8J0`YYb)IlN<Al7k!e{lwh^ErQovIF=QFt$n_S`uFyYuzjis-{F0jB>W` zABA4esajoaHs1I8{RNgBmirxRy{WGMp}BZt4(Ae1YzX*K4jg*S^6@2Npuf*GSOAc4 zL7Y_lIjYO?cmENc`M}!A&X_zvu;5B*M{;GI<IO?2fS_pG474TP_2nNXFkMSbuo680 zw4c6xm(!x|uFscC^W*q0{VBhqI=*_TherENtD4^U&?JDD%mf<`rmU`iAX2g9lrm0w zSuYH_d9HF!*o$T1fDpm;orXG*hgg~2!MU~H%i1<bz`!tOq__e@mQJc|(>pmFl5d6@ zwGMXNE7fe!{SJ2g(tb;BEOgAoA$AkbWnJ;R285b-AZ=Yf#W-z#oLDT-PY?@LgkFY) zAduV$fmE{41J=JP`0$Ah!t}7BlPQ`Cqc+q9c=1sk8N1q|#=mzZG9@?M9Yu9D`J%SR zGP=3-0WE@preGYPP0IfrD+>tftc4=D&PAys@S5V8XyWZE7kTgwC}Lrz_Sg!(cb8_3 z!+;zB*=I=_PQES39z#NxE4*?9Vx#p{DSR*y0j{rLpByU<mp1J%68$&5#%7Fd{7_0x zaU-nBb{!@rx&tz?p|PnRc!o}9o<>1I2m0YEtG_48FJrIO3uE191unRI&tPVO2!$FD zC!GS!?8t81j&p#54od0Aeri`<%a)~pcg@dj&InVMW7b#F8KdQKnxJo5a}{XqqUyqR zJG4omj5~9!Evrw9tVSOjhFXMVuZ*Xo*r5CzS%l=o2}w~qhQiuo!_iS$AFj5Xf;L>` zegs~{RRIbD27?Rgvej04rIeA!t#sye#U)Ert}O31#$QEgr>apJiZC!|pA|HibCngu z&U#QXxpN?($@YAnquUe0s~m?tzJ(lRhVU&@usjCJe`8~Pw*e;+gp?s^9ZD5(_$jBu z>(~$2Ddl+hH}aOI8j6ZPRPld>m&bd()lbQ^9@1jHu^)(@xJ|O#;&Fy9`nqZW>}LhI zhu8HCUFA{+xXMx8??#=hh&)=1pikL-bJ1J4(POA=;*DlzJlAGyWZTm`km3hcOaP(K z)W*|exef7OH?}7LEezOIkb8bj&ID935m+E{B2Z#gv!4zb-<wiqp+IXT0SFK5e|nRE z%mbb|1Z4u;Q~CA?;X+sN3wUpGk^TPo=*($pjx{I##y#hc<?9xxuikMWPbiQ)|2*i4 z^r$tx`~nlD_i?-FBoM%>hZIWgK2Vti=4-RvypuIHY&w`mQx(}92M`%2f0N(9STyeO zDGz+AEm~W#+*;S|<C<%dg6~R+31Ep6FGos8B?rZ}x$X1?`@(;H*|^ReQI8kI7Qme= z&pi|J7@PuP_L|%Z?+Y12>IY-rm0?mEgYl_Z(-lXgw!AUBzsm19xB1O|cQ`#JeE?>L z?k47M72AM=Z_k`bz8z*`hqPcE&_FsorG=Eigx~qJXrw5?O<@lwOA%-zSPcEUjIaRE zTW&U}`{J%!d^4C-nIU>OUCpNRDJ(eXP$khq8Ig-@5(_>?lSXOL77_GKg1Jaoqq6u& zcz`npqKO(~^#!7-g3rcalg^qm#zeC9UT5AiBh{5Te*k^Ea6vJKJ(EsF1AB;QJGloY zDRn$UTP8)%*;`N!d8AA;1l!@Yo<WTXjOWza`$F+f9Ms3a!@To_jTCZ3+)(j7MO&Bo zo3f~tr*c<z1q2q<mbWVrV@5ni0*)$zK%m@KdX}6sniP$8G-+S^(aGeXGv^@fbUQI6 zFuol`4-8HNGw0$X)IwT>$<-8NM@0<LCjr^>c?1w+l6pV}HO;i}j@Z5RReA_u$_W5O zAG(HuJKo>vm^a#AidxrKh>4I_@+KbV2_*4kiz~H-p|HP8!|;^wt{&VjOP>ki)-qJ+ z(xqz2`f!Ug>rxdK3gdqP#O47~j2Mk#ira9Y8WJK6K-4oxpIKo^t#^FV1%oYpc=<`( z^nY1oPF%HBqwVqMwU{4>H%0{<H?{*`r#j0?^<{i_))z(qr*KR}kp=CHU~6pZWk7^s z2(V<UmsqT(vwfr-D{?(>BONiajdlu?f-Q^#uEHC0`g%@La7~5gHFk8gPXM_RaDr}% z)8OC685Yr@uEO{WKX+;hk^isrg)<7IJ#$7mFW$fOEjLNo_Vsr1^xyac?1Hu*9Cem@ z5Vk%HAGHE_`+pJ-fVSaKQ2fRrc<YzDq07_z3e9|55PIS;2^gE62f)Cg)TNWqS6k6= zE+EkmO2BV0PN{0=yfz1L1J+emBzD(aL{WSz)$|HWKT2!{HLl9_Q#2p@OpMXcrE_*C z^I7~j!u1V-?125_p0_W$m|)NbE;?{L6QUz_Ixwu!!ULko)7y!?b)UBoI3LA>j)YFo zw%w)Rc1z5$vo4ij7qD{`xAL4C#R@=S%7CN`uYpHx*8#$UD#{-Vgr4Mb!1meFwbNp) zVk1XcFoS3Ey{?Me6UuA#{?@G=Nxcsab1MQ_59^uBv;J!iD4_baxEAxmNi69d{f&rN zIj{fEhdiI>rPf`(g}~?dZs~SpYQX$%8UQy+x?R%D^itPGFUZu@E!)2)9OO7#W(PFL z<G({^i03Nu_uKQ#hlTm}<7;Uwy0jb%0?1T|Q@<n|7Gcv@QU)1jGq9GaY3<O2v$d-G z%I5BQoC=jb;haA@2RdaQii$XP0SXBz0`>qnL`Kp-nkk};mm_2VC)EmBhGP*OGXhvg zFqCkOf|=m`&gB>NUq;)ka?Wps-FJzp-ywIey?c4F`7>kJ|LX1d>+3D)Si{0#A45<X z0>)tAF160U_Xp_?9mX?Yb!<s#nZ9}^8X*)YyV;W9hjzw0<vn$yi@d96jV1t@Y3dwk zWb^l24?d|X?>N-<bny(F*|RX1|Gd$6IV3Nq6ksaIm(JmHdk?DvwVEK(m|aqPZc%v{ z`*VAIOe!Ux($Ae`hfKlo+4)~%p72gU!>6fT%Y4D@85|hfUHmAz^do#7W@;0V|BGRY zZ#$^0Uj-Mi0utQoWBLqI4ds$((`0j7g3F+;Xyn+Oj8~)5z!UXPisZ_$9ORAnXxYDl z@F;XFmks?&TqC6n@Ct?zwK#r!>)9R|7eUgDv~tje`o~uEhfLO!<+|}<)hi9!xARVm z{Auwkb<ib1j-GBbPh(XD<BA#&d*LY<{y_xRrgc#Vfw<|t!sdRyUeT1*yM6a;LuM=# z@<n#lufK*8brkb`<X`^a@0s|VevxyG<Z;yNWHZK9rPG>Iv|?CLcNG!b1-Ce@=+IG< zUGBx<+w0dt!oK;Pm=|fXbKF<yFsC`rd}@W<)a!00@$>i2CScu06YTuNLXO7m#LaEJ zWkWcxV;O9`jeaWh4VX#n`PY_9UYii5DpGV+vzH&Rnv=NT=P8Gv1oMoe#Mbaj(#QO2 zLYf=AGW+=t`Ug;idGg3qLwU=wdHgsgaGI8kQU;$zp7kET%QaR$mZxia;HGZt;SZQ@ zU`;ZZxlly+H&5<6GVwlseHG3b1%)))p79QD!+a~j&4zQy*ry~f9IG_0JN)4DZi)09 z3RxBr6ca6QwyO{Vk_vYyCr{kON%W)#!Va%uV`o1Ayc_t)Dw#vaEfUCdKvECNNmw{T z3JKksedV{Uh?`xIZQOBPX`v4#+az;bv5v2dwbz~UVY%DAGZyDhAKzt-=Sqd?&%z4B z_GlS&dA`}05ZP{<3_4FCmboZ<T>NsR>v%-GW1a2~hVLV8QbZVf$lE6e33_57N@9@> zQy0(9YNzg>J{7LKUPjF%-BkFmoVnZ=ZfrdL*)2%+=xP=siyMEf>nDb)mX^y7qm;{* z!k2|w;!6{A%0_%1-Yx5Y4@U$yghef%l6;7ufH=ftaoV2Ml0YYkMPTdx6`x)kmy}o@ zN5R<hILD($6J(jLRGlT$kBnmll0c?~;aUNQ4CHC(jG^QqI+z#P!eiOjCUFfZ=1h1n zC>HNy9v;l<x#_X$8V(4RKx*u3L>}7G7Xlw+TLU&7w6<}hYTbvhsD>LVx7$>X+0$Hy zh^Rn{*x!hEI0@+#O^Ne_K~z40@~q*io--`pdE8-rG*TpHggn1efj~(0%D8y==<nE4 zNx}axsr4nz$pv_wiB}uHTEKy*&|zVsaW(#hkbRWPC}q(MbWj4%phL0Y+;6tHWW(qV zGtwvUbN_OIJ~Pd|k2bsfmyxd<a47OVfp56hPW<l2O%u5P?fy<B$!S^aE6a~MV<8cI zBGmiFheosPG*ojc_^kcGXWO^FON;pqS<sEsxQ<$3@+9{J@y|xOr$F~JnRF>THlZJ7 zC0j~`ZH73JhtHF*;9VeWm@cKVWg<OpNl=qi>H1o{$8OjGr;kyNQP-2#X>D$!wS-lZ zRIA%Km<gzUxwSdn^qx$f6~&4T^^~-~++<c7fdGIAkW`D+_=Zp^FCX{v62V*F&K`Ls zuAfuABcn+*a%0=Km#u)+sBhYS4a?a|WUzP7CkK>ohaC9hpH+<EHB8eOq8JJTs2eW& zZ6?J$*KP{i|5}Z-y=pb$^>H-(!ciiN==moI8k^m~K&O`0m<wn~8PCKt4cpP!5y%TV zCRN>V=?YwQ4aV4hAD2=N3!?cd?KW0(O%YPt^Z%Io>To*$`2C~iOm|EjG1J}M%yc)C z(><mcrn@JGVY<7!nQ6z-9G%1T@A-UxasB>y{&Be+Jny*g`*puwH!kQLg_sQ67YPBR z@Hdt`4HUqV8g^jRU!bOy>MkafDA)k%Qu_l6Iu@>&B4yr1-<6t~!#os_!I6=@K}8By zh=@Q28IhGexsJIqdtoc74cB4Njb1*=AfvjlKwTZ;SweIeiKE`ea1V09vk`lv5R)c2 z5-k}w61j;8xH79u*I)YLy3PXbUaCw*Pq?lRusg0*u^kkN$LF?j2~u@<%`liL8>%CD zN(e~gk@16<npnY0N4Kc7iAMQ;>xI+C0W%G3{W-T{U(TezKMd8K*y~IZS$j#63~zaw zbc@$I5(mYSe;4M%K@g}B?b-!{N+~Pu6Cpjhf?whgNVY+7MMySlL4lhoq^Om8I~m|- z5Yd3Q@=|`qL`J3dC$X;t*gB$4B-kJc3a9<m3cMgQx}~|by*(e~;0E6LSk>JzE9Ge= z*KtHS$EjJ(SyJZspt80vf9?szTXv^2{UTk`GRJ6Q65F+)aw@o>=wJ}2AjVbqG2UIm z+ld)XD&~xJ8h`#QgWjgXh-Ffcd;V+^9z8dQ(u)m>b95g<z-Jkm`<+nb3fe&j4Jlj) zAIfI8bA4X@b*cCoqyX6$z+#8egs&8boAHQn@*sk|^R>XZ$isEaS(|EE%qi|+Xz*2! z4E-5Cu}gCLpY^QI{ibWaqhzX2I}hw=_npO7FOSWEsu;?jD-N<}N4|2F#fD{%R@i1K zB+BOHWrjN%+>LtBnV^H#g1WmJZGkCF6IOK9{3|u_7~dQXG9$Ibl8s?RFUP3t0kGHQ z6vM%^D$^SzW*uf%kA5Nn;*h!T<bjR4yx(A*{o*ZF+tI=g2oU2xj8>%=?`84c$tPGD z1l`^lkwa@84O2tI+Zcuf@GjGtv<o#FSw5ryX+|aPR_6?!az3a+Tlqj#u-5`3yR`jw zAZ^+%kUwTnVFl^~<8ZM)XdBOWbG=;Gi$6ZItG*2{>8stZ^Yr!gV<_77%MbLUafSCk zNtcp2|C5o1*_-iu|E>9do5rseu`1zm%cXJBZE!5uxFVh-Kd8B$HJ6k4LGO6!vyI{7 zk6<T0Q{cwDK8e02#e0j}GrEIKFw2%(SKQxVa9IEeo#;5iIsZZkGE154&=}j*q_v2% zB3-CJH)PSh3@c5%P*WxV5jha%=DX`B)1k>o81)oa;j2SJTW}#Z+3JS^Snvtv_Z=D| zIy@>7K>#BBko3;rD@w4t3WeRu=g}H}N~`6zdCkJ@>5jRF%<AXIrZfMk)H#Ftg55g) zJXfeFHfbg!Se{(kCL7<=dF!kD6e-FWj$9Ip<`}5uh#03Tk{(Y~)oJbE)j4oe&#phR za*E8?`ULO$zmiNEFw3x>jd0((hR7T%l9I@m5s#wjh;USkhq>#1je`yr(7f(_ijn=a z8&yiCmlRoGr%k(|`TeL+Gb!PN&7^to(VKZ*2{6ZJUN}OKnb!Irt;H5qd`xPAL*21$ zi`6EO#m`p~I5O%f$dW`HOM7ZeFU!@i3e8h>LOcu$)CdTKMs3`3o~hZRUaJPvIBI}o zJ6mG|gF19C{+C+R%vz~;0h0=Dkh>k!{oVs{Q;m(+N@px&7#sX+n*%GtY|4=?Du{Ej zeD!x?K??<DHrEe6e$O8%NK%wkgNQ^yv_E}BYP~5y9Je$qDQJ?wtj3|Gjgg<*YW;4= zl8_`8$imVZJ>#WTZ34vyN0>hx+Zjeu{hE7BUQ<6N@<@~8+mCe%{m=BKTo{@-fKi60 zSR>463UkA8oR5b>;GY#9I*{t+Z!4Qh@EWHMb9U}}s_9=;+YP(v(-dvyLN+E`1US}Z zmbw#`#mr(jhpGnqakt|G1NVf*pZce|INz&F*Phq$me+;36>0E#QaD5lW8t_sprVJW zD^h&pEFRPFcO1~J8zAAGAKu^BlI0h$ic$ZVR`wQNk;1GLtISf4U48iJ@gBbJPN#ap z+Y8sWeBZ!oUrn=v;L1WK@KQp>>|Ocqnu_Y_$u#$nV!Wx^ApaDaBLjXtSP-n>?Etwu zFV4y9-Xw1JgLBt^?|YutL)%E#Gmm_W6+$*t6PBw_94d$f@{X^|OS7uH2B}rDe6DCP zm?`);EeY#}9W38jWk2-_Ac3rM{V(!2_lSQfW49GWZ!dv%evh4ja4=D{WVt+H6f`++ zD5jNuVvJKqG0FGqCE*TbyIOx&(dPD;B&V>6p=?oenX*07b@nrNsoRhBLEmM9uX5a6 zIBL+%z%LBK9P$f-A=FC0)OQPzdw<CaZejIiL?GfuSY@P^ai+2^H1pw0<wAM??Vha$ zJls~hN)H@~T}^#^scj6Tvm$a^&6nW7N#x$UuSK%yLBOXQ<?0*Zbd<$|@yX7^QIMac z@lSpD#9CSlNH_I70=MR8)3dl}#v{Nn>NLKVfuQjy;|X`U+QZ<dlnxxkV(p%~6a@~F zOz8EA1|tE0OAx91>m0v@FtZY&hkfmm;>?=1bnF}>|0awjK!A)}N~sD_Tb$#NC;2lM zyO|r%&+#_T6eE-rp7t@6HhAxz1e6gz)9vo1-z-}_O;%kU9d`eXzASvu@w){=huF@= zxngE!cw(m1^F{-4J7gj~ZznAhbWXYbUJ7j1*Sp!1DP7xes{!QeIRAG3d8N||`4>`U zCLkB#78fDW$6KLcZk<XdwC`(R0i;0EF)nQnW<(U2Epzx{I_<gAr*oc#&_bJ($9qE= z%0h6=t)g%>w8FRyrU((f_EQ`Gxyt&=S;vA-&9gLrf*p1U&4T~rwJ(sAglJ|;%{PF8 zXtl<Ofx(Op{ahZM^^H!0wZOE*edw^p^0(ZTHm?S{Uk!X!-rJdERULnim+L6xNr1xg zNL9~T!A7=g0G)J1w^-dSnRwUu^?1yjQv1N&*I=Xkq*3Bh>BiFcDirlbeRYUng7;d4 zsvYz^hC$MJVNH8&wOYj*EXy$m2A(a=c{p23aVGN_(!$U!fd6bV>vkWR(g^{_qLtxv zM3pu%H;N8pI>>A?YLKsvwbpy+ojd>2y)&%;;AWor_I5jj)5%~#Y!$jLEbv_JO9>>k zv5WLYi}?J1yC5jlEewsxAZ?UfQAS;dFpxn2in$i%?xcgsNLd!kN*>Um1BB@jL?h!# zGmdlod?HpcX6gSuma5<jyPvv2awe^Q?b$T=u5r)@<$D`Kz=6w`^9KG!;7hZqV-E4B zf*jvcKcGm@Qb5_PFDb!x+WoOTrl*_W-Vy+4WRb8DM>W}6(`$rJ?&x7=@?ynu(9}s; z%AVg{|NR-F?#AOE<nN>hbyc!4q`7m*n6;|B(2%XxQHHt#y+ShDblua1gqN-6q!GxJ z;_Q|n>SOG7tW60)i);=0C>agQSq}8KtoyeMd<*uwiUomxHv=7jAQemyPW9`+V^Qa> z-COLNcxx8uCiqI!cnpjLp^FHCpn<8!8w6~`;-~#X<iWU-6U4k;+wb_#l;|`m?6K(_ z_q)(R2@sd$HWb5|Ba325%pB`k0RqXZ?`?wHsd)UJvUuNxR&Gk{&GhL(5cOAbHYM`} z`gRe+Z?-tUX($32aD}4&O^~mL+a$tRgoB;aBH33n&%I?%QO`lbRB=ll4ad)48pLfg z;s`Lf)LFI5+CJ9V7Jdm0=5E#&BiS4z*Q2ktQ@C!E9(11`t!=fi2;LB#MI)hJ{5#3# z$TFd9IoI4kLTJpKF0gHsfI}Z@_A0^^i)32@d<EhzTdf0SKon&NA`56})D&4~wFpMt z$UzdmD;fmxWeOn{Z#MKHV)-d<Q@Hd=H0=SGb6juLf9W)g&Zzf$L===YeniXAU{a*v zRYIJoNQo_t$=5a1txVYQ@9S{+4Zkg0_AC8)kVPLAN19rT2j-b;G<Lapedhnr>J;(3 z$;>uF%zWUGh%_gI_$^!0_pRmCF1-0x#R@&`WKK@nUbkt$zW-*bceIoR5`%*$+gmvH zP`}B6iBBSI?%&bBec=4~uWI02YkVwD@QrU`0z1KZ3a@DNmyhNl`a<gSS)VxeZ`nvf zqY;77lq1%ij)1p#muI%PNju)>DVXJJS55Bmrp?C@*|X}st<}QTM^(>}qe>RTy@=jo zj)^Xy%FMS|nTBURpM1|gDO>ahYxaZl!<!aPPuc_8FD`Dop01q?SGytqkL5?mhM-AW ze0?8xW2ecOl<<ZUGgP`!8MB`1W1~i-27KU}neJl0t=BxJx??9>sfve-XQj>UF1QUv zP!%)YvuUpDsM3Z)OY7{Xg|2zb*r0hfFNM}lJf{vLL6O4KCSH>0QHtmK-2qiptAnz| zli#R>qOG+^>USmgDU9*WZ1*X7?!ow{2i29V!>X>sO7?MO*si0q&`GT_^dWqRe3-|f zY;NwO>qmqyaVX?qXlmaT)HnA_zI~wiGdSN~{1TW|Fmv)`Awy7*=;E<%7Vf^5Oy0;S z`wY<|k^(dODsRJ*3$op#KO{k-3O;6L`jr;t7Z+3K?jN+D&A?YdlpwK-u4t1L(S+;~ z++ejS+4nme^jryKUskZJ;`&LizNFl@WzwPBVC5u|laZ)UD-ldfQht|71U!;78G9bY z{8AbM)`VPIi?(dBmZam9ILH!U2CL$!SSF5e!E$GNF^RZHAq=xNm^RMHBPOyGvJ_4s zsE1-Wc9hYge!E7B-sVs!ZI{%Oe@Flnfrt=fUS+0Ju9rj?7~xuV6mGi`VK!fg2vMXM z{!CJo%}oxje<a8dVqij*aDQ+SWG3c7oayG@a{GRQfMes((%xNLsGMyK(cUR0r05s* zH)sXR^qA!Rcts%<^ydKkyE+8#W-N&=@k>cOhz|KxPz&7t038KnAzvNU`<vWTbV#s} z0QA0Yr)p)UyeEU<Lvo=-xNMP&(z!PXgv0@>aX`f((yHFM{vPJgYD95*;A~p&7FS#d zNodP*F;?~-DU(axSgiUoZ9D8Wh3(NVX)4h2%l4{&YU(tfEYN@b3i?1|Q5FAGw$S$9 z?LnwKPD++3QHBa4c#jN{O|vVMJnLZh<4pf1N`%eUw7r8ysHo3^CvbfGLgw7<3@m3y zi~bO_JCf}m>tyF&?#t)RYj^gwgMK3@?gNgmh3mz<uIIFu`w6XLH5T2%kAc$0mVs*l zF9SwC&$iud@WcT%Qx3eFFswPUyiA2m?WY!AG8F;qJ6yxHZg9-Sa2_leCvJ|yh+IBp zK!T@&Y=N8IWAd@>sod2=)RgUiSUbs(UX@zun_@$_AfkN7$>}%ej;F2=Cr+9u%I+Tu zU|f|_3sS9Wm7+hX8l|NcD;F8uVuC_5%S7FOLuTW8R!rE={EjjMzj(XTv^tu9`q|a^ zWs@Yge_%wfNYBA|(Py{FhRP#v^T(OzyNWf@^G{+qg8Qn@e7u7U{!d*#d)1+Bdix#R zaYy&pPX`x~ZN>hNQOf-!2NX3J{WYaOeCV8ifBqGuK2VKi#T;qLBq($j*PMNKhus~^ z;uA^<GV$s=)a3VYIt%F8RKSwIA@1a!as*CJK|I?7$~RA=)z3a4{;o!5!>-E%FaPU@ z?q$)0ImO+q@PEfsaWk8*p*#{=IMl1Z+@>VcU}M};V4Oa%>lA>GPDTnMaLNwpizbe4 zErLawD{ZWQ8>9`KnZA4sPKd>JoYKbF)6+{~bYGtY)K?M^P7JwX{hb>N9)yHU`>Xqc z78NjnPG5f(MO|ROgP~V1^{p{Zkl-p8j2KtWO<+%fu-piF{O4Z9P^_rQMO_&(Evnsb zm)+Tn6NV^{Aa7|6OGyIE$|wdDnwCpcZUS!oez%mY{R!q64FEYhTXTNrW|5DZN0f?j zm5AV^N2kdm>cNkI=!L(hKqL7$IF1=>NKZop_j7&`f;XgWH_2M+pC89+m8zqFBnkK` zoQhIB&z2}+!u)#^=stjec=#ecvlJ8p_3}3jJNv0g&_0Pqt|Wp`1YDNUKiM&<zE4`R zWjk&e^`yq{r9xd;ggAwara~6~uNUAWA-bD@&;#q7s{n|eMAe>+qdg`4Z7&yVe?yUr z))FmtBnVl(0RstVD;sIZO~Cq6sZ=ZTP0lZ8<Cek<!MQ>o6>-<=&BK;20H=0-h9U94 zoCa6*zE)52+f?f)%H&+&*5+U$wB!DfV*B<j;E5K<=2XP|z^%mm=4MgumQPzSE$4eS zkPI^m3<S1Zp30+I`rCuge!8#HW(x`ZeYiUb&v9L~BF+uaJM}D5yuPsU!cmVIvd6Aj zZdeKQa@J;s|5^4{{?sd0XwJr;NN&>Haj`Cb9jDeqhW7XY-N#q!4xOs~_``ZzrLS3y z?U#pVa%6YSgVKvg%p6wJ$A4Dx-eE6jF-kwL2BQwICR)|cuuVA<_Ni8LNsRsvp^3B0 z4G6d$Lgjb%sr|rT?C5M)*z2xh7&tg+!%KxFdWF(@#jg5v+>HG>UTMC$k-%fPfr5_F zNizNy6LN@7sa|D@ybr2@aJp~DTI42fy@BZG>som3=ZW%$pSmF|k?ZZJ(qS)W-@Z3p zXNKcCJ8Il`V(^vu*jY9hFy*;T)SVf><S)<6SQek}?ByW!mm1|CtM395@sWxithM4b z_20-_lfM(_#>S(Z^KehcJYpH<)LHz}YvwGmn^S(Oq2&9yhxNLH!78{H_WLCAs+_c@ zCRTff8N(Tmf?syV6gcLY#We3twBv>gLlYG90nMfDs9IGJ>*-dtbK8mn_-}gNIrEE| z{C1=tiE$S>!_CyN`<}+~Ix#^U@9%C2ecqS+qi*Nt?ZaJGvW3qRe7jkjeeS9lC>@Lb zw{hnB9~{<;fXqS~+87KNFmw+C2k$LbPbQRtHHhp45tZLuri!23i(xRsWeRil(ud%^ z4hwXYxbc&>P<C|aBftN4a!Rf6=@TlqhfP`y(&t%(P)MlK_$VPDn>km-6S}tow3+l> z6$(hIrc5D)O%aWg<oqyPe-vqnsQ%=j3Lz9Z&-C1<^rPDB#@uE$QXd8m{Rm^ath!K* z+0TkGa)CyVWAzTouoIg$G7t*wW?iwcfvh%7Uj<xBPG7qmqI6D)!agKW6h|{^5|5Z| zU&IBGp$kJ2NNG#;93lxm$N>yBX-ZC9V=WN3sYDB;LUL*|jE@7X$=ZsmwULmK#H`NB z>ukd!JT)6*n<J{g`?Fion@5U3pNg{YkzLQ3y8xVr>NW!xLMgCudUs^xbO@jgO0%Fs zChrbCoDr$Gud}bg`j$SaoI=8=TC+Ip#8IhH*7#gd)wmTbkeL(?$YyTB+A>5&zezdy z7v;zGG+!DVK%zHGX%l2;Bv`-{%^Mv$+}`RCb3YXDX?zpSvp}hAkh}gem>1Z75ed`^ zqz&yEh)|GI>UQ>j2FsF1MfOY@y#gEn<hOiHICLQl8j8xZV|(K<uKf7DBxFD?!m^S3 zooq?TpSyU!gFuY~KblNDK%%iiHp{eL+!#1r+gyLVtF1PAs^V5Pc|c2lT5U2J&VN>O zsp{<&=?E~Dw*OGqK0IQREZULZs-HVAY^D?I!K6L5yVx+?{r6%#ooSTKS>S0&wd<@P zZ#BSFSJhO2D0=9K&Wiq|&r?}7UR4Wi5Ln$#EjRwmD`Y0)jnBzRqp3aDGe+b|bO;hc zhJJ*L9v;$N_w&_V3-*8{@dDE-*N&-mtI6L2kf=kK-$~$_+jtK4+RI#1sb7&pZQbsU z;(d?8VI(UM@!0@t$i|P?cLmc<K1eTmg7y!|IyZ;CZeuK0gml9TaTPNih0|=QMT~0@ zLn8`kq?9T(SkoKobf$Jy*K4-k@%#0qJ~mR6hzkOF6FEx6<cePdrav0(<m3MJU3a;! z9o>9wm)R*gs*(Tcu+3yf@lMLeK}1xnwnEJ9@_v{93I5LDP00t*?c`Qxn8)p6pa)z$ z7y2~(tx2T0@FkPD{pERQp(Gb}F_&gMiOGAU+x$h;&iQ4erze7LyiTZ_JA|04wKmw& z=EF&PbpRX~w>oD1B@x*#H<com{bc`$io8}y^V;WiZ+|CJk-6--_pU;WYmHJe_nvlY zcpG>KY{A0l#z9U=LXw$1*2FW%;_OR0ZE5UZsOqq$U)TDJq1e`S=+48PyCg*@?L;7s zCQ_{0&frF?>C<-|vG2Zq<EO^3(RD|^t>sGCbz|a?x5t#zcQU)R=e<STm{JS;sYkAh z_rM9oY=H7HgaA9u(ut&p<nsPTv1R%fDh)<95^4;N+{QIS6boVf-4A)6VZ*8HlU8N0 z*!91u^{2a9jZz?17YqcG;m|~c0I?(tIKeoQ4HR}6Iz<|l)^)Ls`A6cuVNlt}-<s@i zUk!!KjF8iELO)~7aw$b?gmVD-;&mC*gshbzf);bQB5R$lEK+&^X+xuASMMbFsGq2= zjUSBAx0%JT7D(}mHv2;nNX=L}XS#4Irnm4wX2^t~x`adUAR}CSAA4HkeGLn@c&2s8 z{?IS-9zJD#0st|_GYQ8fD=TxcfW`94*+F2OZIbO})*~=A4Vat+1ot5XP&*2AD}0LS zt&<if9N0N}tXZCHa$+Bp3;A~1Pq}rozg({1$LR+w%i2_Yve#R~J3Ia)5TN{kVngY* zTLgcEzGMHdR%PgQ?S&b`&uZ^{_=y{{|2Jk#?f%6?ccjad<9Hg_b!@OLs6fFyUk^)` z_B00#f9t}xd@!k0yVS~DT_%(R_$Db(9gBLWoz*PYt9dvQa+dW-BE!lpt%TEHE)qOD zf(B6n>^@Xu@u5z{kSojGgfUI-0o7Castn-!JTu}<<K`Xo9skH6784v8k~lwQ#b>Ef zP;<R6zIAsrd-2S6`J}RwxO`U_qOZS8l8b;aa^WKP!rd{xeoxb^#EGBogjz_}u#7iR z=;H<d*<1^do}Ci)gb9{VUJW|0HCe%fA{8v;eLIRcjquUuWeP8Z0tI+dnXj?poMAI$ zukRKr^eR+`Lqx8m799h9Xb55_68B7S29I1FP?zNf%40C%3F}(j^7Tgc{%n^{$dq-m zEiKQSPqLd_4{^tP9Jn<}mC(K4Du^|X0}WT6d~&Q%#!`-u@b!5W-Rjq>$MCaWv#@k^ z$5LLz&%x&Cw(8+GBbiR;0<-9w{FJO>#;7goz+%nizD{gMHbWIi$1f)eXdPPSu`QWS z*XG}CtdocrsD9c1RMzBqElQ8&UrvVO#TVa}+s$5DJ*%1R;r^~YkrHb6<?uW*#>T`@ z^@FcJpN$`ei7^1ab~W=)W%-?hl}zobd96~*9Lh1TsgXY-2TABiCN*ljtr#omKF#<K z7OZ@7F%!5RZ>RLJ8)vI*YkuFtM%1=(yuBW{OlIVIwiq?!{Wp%v=%ECa5BB9OSsIuU zZbHBDx`~G+aB<M4^GUh-J1OhhrN(r6mnSqW2PuT%Rbe6!+>5Mk8CQ7Z<HnSyAhs^b zag)fr{x{z%$8;W;c)53G{PgwEQive>mkB#A@}a=IVo|~<X;xEl;j=qc$KNgfT(_m^ zeSk1@U5JZ611~d;IRzi;1upoh%LAeD_6v7%nId@q_lrMfBkt6#PPVMRozX(B!r#Z8 zn+KD?``YL{{hTo(nc%qrsgT9I$#h1Ga9$W;fdWm0Ormy-y6i0GxEz?4288>RuV!Gg zYtERs+R$n5(tGOPt@||az;+KjZ%9>Dt)h$Eu8s5V`OI8b2rxhPAosi)15NH1xq>#b zX+gT=v971D>Op3PL{eRM#q!Y4*yb@f?g=J|7M@q*KHy-w4^5-Y2c;28YyJm<+@5pX zDkkn{7VHG>cUj>AO5dGr!!)d#__+{&GHB54Xud9~`|+KRSD7|FvA<SO>U9j~IM3S< z@79*$%Bk|PEGK&3dy5O9A<`l(9GSuLsekjXQ<s?-a8TUWoUiSi79paDGj*973^+^p z{q3^8i;21JPMJg&6Xiaz#ADn3&pe$XQ-X*CHYV%0Orv$jW=gm?$g5loMNXFSR{EEy z$ew2}9zz+K%9_&H3|qeI0jK{x6W^YJs7miy!FLm;j}Pp={Y_Q9!HJw_hf~E?Cuz%- zwpJTT7;<|?a?m;}gbO=$?n(Elwcl#Q{&wS2y{BDigcMHdAFh3%y47zE$Qm$U8Hxzh z<oKaM>eeZjJ()*PVrSdK09#a=zP@^DFm4QkRoX{$$qn)rhNE4LQoU@_JjT6C%|eS} zr#ES_xTlm^$E3N)K>%FKB4k|**f{~NE{eaJzPvRKaQWu7?<83c#;sC1CEY3p^S?d` zN$IT?A_n2=Sh)JT#R#Wy3d(7*t81}<k%LW`FbUB^p*fWo$#J5aW#dy1tAVQ>g@F}a zmAppW{8T00b3<`_fdX^936D3*w>*Ou)pR%Ihx8zFNI5U+Je=9;%2~uhx~S~kz5MM6 z`@K*)Z|B7XX1b|Ic-iClWE)iq`jpsn1HRB%$L*+m?i!y(TQH}Xwe}H;4b@8%e-8bW zSA@|P$L3UtUU=)s2`daasL+NFK2rbJ*a#?p#F><}-L<~7++D!iLS_`CeUGvaV<Azs z;ocBDpy4yf#_M?_olN{?vzekwI$m|J>0LOTES9_lH~Ye%l!<oc7?IL=ZsamZ;x#hn z`1zMzXm?=jV&UrFqi&ebt#msoJr2D|w`zjSREt$+Wd7)=(xz(Q`rk(THGiPGX()EW zK?B~ojGk(FEZ`0w{sV0JJM*^$=S{qejmN?<HMEJ3$BO}7onAZ!x`wlJ9KL%CWEcZm zje`#PzMuZtbhqZ=Jmz~D*Ene(-8wyA^|&x4lIM2j0dMVacERXs^8<f{f8#(be}(bQ zFwhfmBQD~0*8iQ~`J|Tgofx(|0|W<U>$a@17KeJt_2vTc@4bJQnTt77^KMZtw~9gi zh=n>ZJII0@6P1QKP@CVg-;F^Q92v54J#yesTX9gV{8pbnR6v4Jin6=8s<al%n^AY4 zg0d6fBZT8Cn2TLry;+v-(#r1Alh^B=w7S1QL?8hHtP%1^#AbnJ47!Nfu0e2Xn3rx` zocojjl9WuaUa{@>z00P1!PeJM*8sN%(|TD^oY#hJAAf4P34|22iptFK<Vd9n@ZCf> zDtmHQoBFLWHot7nz(%!x(f0|y$s93ga@6A+BKa5t0;Gk)HY?lIsGRXCr+8m&tMNFo zk}~yi0whWP3ac3IL$zVtU%M%P8&5pnk=H*07LendynjvljJGFaXax$$y`4fy1p`~I zl8|J4{9+x^>lQ+T`F#q~WWx8$@pt$|QwnDiHufEjwbqt2?d{d;#2DfB7HdJK33MQ{ zxmw5XD{(BZ%L@303TJ6g3&3F4Z+#WduRu$t*Ca@0F|;#!bSB(2?a+LTj}x4=4&U4; zIHXe4>lMqjH(2%)tL`?6OuOzWqDy7-JjdFAVmRt|FZy<03rx?MHUqxgKaFU-p1nu! z>Ozna1nMwgrFL_ii=J~{Z1(rh*Hl>dor``?)=LY}`g&#!L$a7KE7?SCtK}8#<ihRc zxu5xDQFJa-%20I?6H^BA^6IO9erX>O;h)5V3yxqxI6&KW47Cyn2i~E^fElN>Acwf? zK+m7KpiGAR{x520K;Alh5FE7fHM!LoX<DrI%YUfVbbZ;xluXdGzYNfS_Uu)=6h$tM z<3^QwsnEQUe6PW1ZzpRU-Y3}vlITG+I2;Jw5akdXV;&nUs4OthKh4+e*^Bud>=Nf* z1ltGJ0Ly*tkBGQW9yJcuMN=9KY1Dbm`xeIUe~>`iqcF0*Of=0#W3juXr(@&$m~^H3 z1voQFig{C6-KLJr^8+Pg+tOuw;CCab&iBAmcDQF*48buXLqC}gH;e37kT(9wNvVvX zypq<KA$PA)yR=Ls?)nr(ThmmSTm%Y;e48fV)B1!RkA+d<*K20s3w`FPr<1icZtd{$ z+M4ps>o{M<*JT$Mc~v>>c!mTDWZ;3fh*fW04PnmyDGNVQ8)|`=$)?rKX%T)gXL>mj z7rSpB&OIYlUTowEvp27&Ql%KrB?pWPNx*PV_HMUpVbfTHzvD$kwZ%oQA5josHC_KE zp-s1O3ynPT#5yI?y`S`SQgdadRnJ-i`&Z%s32yCfo4u>1@T`<oSe~9MEQtu~ekIFp zTI9=#tGy7`N53C|p9*}<Sacbf>*mymmuo&RBcREPRlALaYsZURC0XeQ;owBlf<Vyx z1HV!YUMU1;x*ggFHd+$QcdwGBJAOC*19j2AK?aRC0O6`T*9`T9W!$YvWS!$t$GKcy z<g$1-zd{Nn=qm0zo+5Jr5b1g{md4C3XwzHxAHc&7Xr1ZJKn|(U+DQxcL!c`+Dt9T2 z5-|ZGpOVt>h+<)r2e}V{i3s%-G2=fs4Ni+XK4puFcXvAbaltWBveLa`Ffk;>oPU<o z(6y(^fz0BRF?00OXkIJw7*%S$-0!EMn+6s<+yI)2Fq_a-GZ__?!e7n!YP%I6o>3i6 zLL|`S`14&a-|L~~$HkIBSGaWd-PQK4qV}{E>qsyJvREH0ByoPf8w*?^L$3D1Yk`xu zUYIIsJp<eI2*Ti2*yg-cY05Zl%tGZS!HaCn^?!X2&liuU|5aV8)}CD)9UH2M&Y<IJ zj6|CK78Do1S5jHUUl!)4ozI@8R9`sK#^`+>5J312`>*;*STwa$Tz>14VNUsp<4V=Z z^IpE)TLO`Q1Z==aYpP$dc|Abq$Q{pW96GwuN~{}KDZKtPx-K_#AOb|0KC*?1$IV4C zz*sq0Tuc7VNpBWF>!O9}QU1#n43Q)jF#`20vttNDH6@G^Lp24Jo1M<SPs3|h*1EhW zfn7JX-%tNR&-lb@f&IkI84M<h*jU1XJ9zqbmW`xm2ii?<0Mnzy=6^5Xt>A}HZits| zt4(E0f<DIJats9_Az}qFe3jB?w)taJEkxc!){`V7n4;Y7Kt!P4z=%>16eU-TR*3D; zbyiCp2?0!z(5yo-&w0Zs!D|JEaFIqUU7AcggRb}&*&;g-L_~GMR890VXSKJ;b>-x| z#`0$e(2m~cR<)L$N6jjrE(F*@75~PU0dJk{6)GJ`EJ6L<OytBmRp7;c&eBiOrps$! z(7Xoe;db=033IA_O3zrF97xTwbXPk$^3G<kaO`B#6LsAwvVR!GhC)1Tta#|%n-v4> zjv|vv9kjtuhLakgZooIk;yRa428^H*TNCAJ^n1!eVm67c(}K?Z<`wV*B!+-nW-1XD z`MfbAUwJOf6ZDq^hD)P6`^h7OAfO_)-&@jjqq+kitR(m-4LC_}ec>4MzWqLV{c#lL zsN8s@OEqBi#JdA5N#G|SCY}cr+}aYvzj1b46HR!WsSIqrZqFMe$?-UjN{;iF6)%su z=oaa?Yx1QeB~?X|pvgRRh(-!xiTqDaiSLB>p>(FdJoePDcU)BE_*)R|%IFYOqbhqz zx+_xjH(U)WHrnyb4_hCtw&6bjq-86;`Lh)|wH|Y-5kl*7pc{GCWIDz;aPHF+6@;sR z=Jeh13+Q;+P1E)dyY8B?jsD&z@5O7;$-fi7PW{dUlZir=A&taqW_3DL(2>;X;c3y4 zTm$vQ*k?j_F|#?50n<|%A#2_gi|Oo5RrGXL{nfkXW1tj_c~VKTy|?Q)Xyjt&vC79< zsFkrSmxw%bR_R!QEhhzoe(r3kU+1XIJbRp{@*Z!3A^DF^?rO-Q$?gdRBY}7^+7q;8 zVq~1B&v$N})_}3Q0ha(T*;#0(^4W;2{7TEHn8|=<68}ewN*F!|bV2xiKHK=0-hFih z`-)%dZCpX^Bn%vMx;!~tuRs%Z$8N!zQJnX4+QeT($DnKiljUPC7yZJ`^x^0S4a0C< z5hmOS#}$KC2h#BG9sgE%&(hvr{Ka2fy_!wMe%US>=0Dk|AO~Ka#=+xnOEJ2{;<Oe4 zXCE3Iv`mBf(v(DYa8EF&?wWJ3GZH*bN1YD1-VlNup{%@{d8_9a&-rucP+wFzde45e z`*}?J^v<KLdT16F9ktlE&5OVA?&s*<#8IWzF_}z-0douzmmfhv!dPmkI8xcP7`(N= zhG`%C4<~Hsz&nTKYxjX`e)pzS%a`%+&+#!O<5`ri@1VdTFJuK9bQXELarNI(8!ddF ze4zA;ek&jm`8{%Ii>U6;1Xm}0B2+eT2pu!%bQQs>7^SDT_6w)Y8zDS80t}=+kU|2o z6xd>-#$m6?1w9HUYDR+yoo?YbM+z%t9q9ly2Uj9O&@%T9R#6P6h-nxe2sZ?|x7N{= zV*^`R)kH6RrnxX%5st6{)K~FGwJhYJk|!h}h=FeM{(<k`Ovi8JJ=KQuc$g3P(u|t? z*7q;B-%MsOjGb-u7G~;xeR>&5AkP8RCJN(D>D{Q)E2eP+GJr*f?>b&rU$><R7<f-Z zr#s=!s_(*I`S+SZ$XC{_Q~uOGTiV#e<kz3}3MVUW6)vlN_x>}Ot54M%;%meH%1cEb zl%NgL0Odx&O1>ZNsaO2aP$ul&vSg#ER3n`Ol#nQMnLH{^v#C0#0XO?6`|Y@{#Ixr| z)$aQ>xQV-d`;#l+CdHRd9$%#BV55i%t;bIm#v29P;mm=S6U5A>|As07{pMXbJz@MX z+4-PhRy`K4XQ76I^AYKnodd_kz`ZDdg#_HR=dN~Kk%_mK+jD5oE+vrW)!2xpTEuV= zp-2KMF^4BlroDYxPU~?Mi@xkEad+R3b>FRf!uI=N^kpN4Ce>Sq{0eR54>$vv{oLc0 zX>ad4%WS9|#Rm(+3lr;#*I$;<uPlz8VcyeK&+0fbEQ~#ZHz=Q|`^RNvWRB4}pj-23 zkWi5T5Egl`;a4~YNwQ2YZQ{&Y@YF(^z1U+@5YS-M?i2oUdA?`U{8_aa{c9m(e}lVK z&g)d5{1PJ*l2}uvU2Zkm<N(5XJG1SDiGl-SDBBY7U^2`u-Hr@#nK*1h&GoCb(*Yp3 zHnWU+qC^laU|ZCJ9r|;;DRp*Kq4xpin!G&Vvzq`72>%(#kHq}L>|g1ZY1w4=_@WNK zY=7&9iVCbXIAjW!s(@{OMY~{O6&cJkq?Wg_9JC&P5G{mvKePefpZ_+`NyzN!-9h)$ zetMvf!>kIdhGUO}8wY$Drpxa9ydgX-{xH}1m8k&2voP2}3ApMoW^aB)#i&!KCLwD< zmpI_`_@&WSn#n4SG)$Cc+3sxMKB-_zy&}YtIB_Cv5hnKxlNqU##&?ybU&dU^flFwE zE#|=j5NPt*A3u#xAvpJRJHYH@wHwPg`7-Cr=(kO3D1PY#3DU^Lo;c<Pb*GG<9OnI7 zc0OHCR0w!j7vpfpcK8+D!rF^Yx!bTUyjbz+JzcZqJ8q|3Eb5;=opMz@4))d<xk!4& zlcfFN4^dm6{YRpd7#lreIZ>%69MB^`CRApKpll>h^23(3>mUwEWOuCWkpX;;a;w9o zlbmv<LG!bXbK^k&DEEL*r$$!Ff%mO2_S56(oe$YpSqkSZjTAQ74MR^W)5UrVATug% z#JwmA7C%%u5+s|s&!M6eb55^HjAjtbyv{g4EvNaYgWI>Xp<dS*RDQEhL7V|ER&cAU z-Oc>Xg;eG}2FOG>Hy<a@pJfBDdBD4VxrxOtiew?)alJNa*e(c<-1+&iRkpB_2b4j8 zm*s!+HNC?4E{fne?H?SnapiZC<rVlGZrFC8+|bBqgrAc~QIFyN)A<K2r4ZofNY4#C zw6B{g4E;ZNTX7jCytVL}xSmrAFnedF!NhrLo#qSH+{|dGsXziZTQ*oH9mT4IWsR{H z%T1!_cvX?Rv#o&7c-rwu^sc3!aWtTXgi<xWs4i-ld%M_TInF7gNg5X-38B;`vbk5m zMU#;N`OQX0>XP)NGtFcBZ^~nfbQ)jytO)B)B^p_$SkcorU&s0Fws-R>9VLl&uWQ3P zHUk5?eO-VA;>n|1o1u3CR_-@3I0{h?q{Scgs`^_W+ANkq9NTqG3SvIH|8eS53X0qN zr>zQ;m?-NW%0f3lxXQe%pn2UGdwrEB8&dnJp!}f}{(18CMsvs9)#Htcl#C)H5y}vP z46g5Eg@JV#2AZ52Wa5KhRcfmhO*K^{p349!k{o9d+Q-5tq#V}9m)jg?zoRejfWH6; zg@aoFA%K`FAgK@tiFS^w$(%>>r9+pNE<V~nk+Q||Q=1I(?N&jo**bo)e-+mCd%F~^ zql~jWlNtf^cp7w)X#ecLzgbliSzAfjKm3pG7y*0M_j80rVvmDuC)M-i+DT_&<78~` zIr%te?i5k96~N$-!FN(-HkZ3)d>pmqfsc15oq$`(@1ii>@6ez4^K~rIn9%kwzBh+P zYg)w6k|52QnCh2(uXvG8)<h-hP+9#UWOsG*I6+RXL{e2olWK<dGLR&?yAVlJ1{`Nw zN-CwpWghP*1)Q)jMbXc#`&wfr@fwRj!0U49`>EyDlFH$S`05*ZKGU_jN@3nqe%9gg zvF5d>b3h7BY-{s&|LSYZ3Uwt%3qn?xstfTGGZ<6vXGlk@y%&m~#xIS<yus{4H#U8G zcJ8_^Dkn-Nl>z%7;HO`|9d5pjH4EvhB>^GRP<Lw7evlOu%Bcn@ydWQ9LW;l5AVNzi zZK%LdHYZ(#!u5$Q7-5RRh5$#3gjUL^M0!e4L$t$y&Fbo6kKUAHsmsU8S$7(C`?USf zbKE42t<84%KktYwewU@)9^e{oDO1ojahpP2b6q<YD^=@31;t6r+6u7>8(-y>DDU@? zB87}pOv7p^KrWgpnMSXvm5BIf<2dkS^40z@Sbcjz$=m+FUVzn4F3Vvh>$f9mGM8bs zJ8Ih^vLwVqOZyUke(CU6z|Pb7$;}&I&fQ+Nrvsn9c{!a?q!PTvdCkx2>@}$D4s=n& z@kdL%Jl<75jX>Gk&;Ks^6jft}CEbk7vOD@vbBd+TVlw0Xt^DLH0MswuQ8i!wQa<hW z`LEsqlnVj(z|JX!e}9+~n-Tu?tH%%qF1g7v^@&~dgJa-a_>ZN!ocP9P_zlgB{%`C} zUSxUo7Npm~90?f(C5)zHjn4=h9P024(=!`*sJpuuG3$aGIpsF9zQ)KPf<S1C19+qP zfUCx}0p<L_;i5X;;ck09?|_1wKXUauxqJ{q5#Y!$)8lI~I08}1Rz<#o1sg6G()*we zy)%`gy$><Eg$Yx7`?RwYIG8MmnZBXGH-c)NUHG=$zv}kf7G)NGV?6qG-N{cxm*HDM zq8S}VHom&0b`Ce64K`RJMW&ylKFm#Ehn55>NQVunXS^;EDd@T!y5@PI@3r<|8K~+! zerd(6T$$#G1SBPGr)0G@#Pkwlq0pj7?3PhtLwH2ea<A_DU%VL;l}ZERwHYjEfWAS- z8<ZgKV*8E+g!ht^;)}dB$|f8o^9PCLnJQ4-rhkToi+=l##N8Ju7o)51s@o6pZ9apO zwANR);zN-oNhlOll$9bw%ru?!ij&6-aBaFYo-pDpkQi!5)_(h3EjTH2M?whd^`Uh^ z?zps58Fb7*D@QS>m@x6i#hs=0$p@7f)jgtYe}y;|v36c+Cbx#qd06g4cjtNr{7SRM z1$6Cua739&qm`rE;lrb(!tKbNw9VSmGymN(3*F|@vO{AA)Wp$LvFF{q)t5Ow^(25} zA#HLHae(#>8pUVqwRoaKj2A#Ww~=b^ZDih~$<k)vxRj~o>s=dwEvvomgR_ttG1|2( z(+&Vn#4be=%TZQZW`<FB!2!~l_x5wuPKd{K?5g*J|98{Fk1?&mpLl*)yS=6VvSar9 znq*{eys#9*g8Vh&E+~aMG=UviMTc1%7+1|elt@tIcpViC69py!Jx~RHq&IdmTd4SS z7eCz%Z#!G7Ep%>4Vjp~SNYlvMI+vneDwGv2N;%v_0o?>8(M{%xB4AmIp*Kz9N`-_9 zK=frv+!cfCJENY!uAu<jf5xI75P+x`&vBM%&%;wKTT2UBXJ8N8rcc+avkT}~Lo>v5 z$;|%G;ikujq=0aaHq@s)p8h@xnVe--iSWZ<KI79Zwitlc15IxwbzyHntIxQd8o0NQ zHgqKDh@31oYYZ4JimlrbWnQ0gv@5khX8QJ`AccaS;1i0Ef+R8S!5h*e#}kmqzT2u7 zm;9fi7k+(nv2A;=^47b(VB}+iTRS5yR{QY0fQjaplQLbmivGdEX@~ab?!ehprFmX{ zIXim<grd2pWO0Iu%IfJ7ZeW5qumfOqbd;BVy)POh+s&}6b4M?6k#|Tap#NIY=EuKx zpVz*)E7?Hp8`>6QqSw6@4K-oS&TZ|0uEZ(8^PrmJcyTkeSI#DW259=iZ@Sj1S^u{s z)HP*Gg}?SGMSicJ6s6~zJ^kT;McR0h9_h4T8Y{U{Xp<3xVDa1cGBlRYBIhCAPbQ%K z4{=oCjg<5x7R`^(`KGX|h>r%qugE$pXHsf3Bd7#T!j*Ipj-?o4EDF~yePd0xQym)) zrmwL%-AMSd7gkl0x6aC_s5y){^MKK1#<4cnQs}(%(Eaafy4#Z%B=T=(L58dGF{2Ui zT;53|D9`5D$^M<hRK)E&HFA>W4hg`v=|~s_oE_Mbaz_C7<Vj}k6*oCtOO2SD549_( zE8rNzMO2|MoXu8z-xJ|I=VA;CnZB#iZ-Xuie^38>%RL0f{jV#ShNdJ&GwO+&PO(7) zaeSi~0n{S^$N1-w2bOaIP`<A5=QYCgYzj2*^0qINi_QW2nH0}1ziJB|i%s%>MbW&T zYoZHG(6G+37Sbg^#zSMldE)v;nnh`%Lxq0UnE|-|u5M0$LL#w{WRPWKda{MJ_*qR@ zvchMUW)3e-=I=khz|zT0If4S+uGm0eS-3%=veKSMe*-xmEh-o!qmHm`*IK}K_UX(> zkW-}2%I31|<r${T@290be<$4R0AG3O*nKW(x(n$A>P_6zoMB3zX#~wPiF61Ov{b-A z3JOPIxPE0CQ;}4D7kx*SMe4S|Q-7%+n{u=ujUp&}Iqs;P9`#9ie8p0`QiqAw|7*E{ zoj9Nf5sM5zxjs-)K3!BlxA~eGCH#~SAaQn-1IONAXAwjkzc0E9OL_&eQZ9+1RWh6A z-RcoUJ-r|cI|gix3`7VZsnGD7G#On${`?314v?%w!m_I=0XDqLmzVX2$pJ04+IB;n zw=uYT6C*Y?2ilL4iyo5Mo@6^Q`mHgAx(E_jat>oXO%gaQ+d)Tj5gaa9U=Y4Ul}Nvd zyO;{NFwRk*$s6IB$`?-Y&P)6B1)lAkW72%<z}Nmh2!xjv6l6wRL*0iWBYW1#z;sC1 zc{7dzZ8Z98gV6Cqp*HA`Fm-;Y1fE$kY*`Fia+~Qayn8$B<yGIlOh*<$;=0cM{E<u8 zeNULX9WFQxzw_(ay>9W#9o4%ZJPpQ=KM>joVa{^hZ4U69#)nckc|G9TCqmSQj_r&* zg*p%dwf#?)TzK&OdpRm!9yZ|)@uRaU0$W|f&B{Ny*1nY3QkE2I%`j3&6A=B>coo!o z-~|FrxsPh;+Mn3It3VA}IfS@yVEBvAYPhROF;Mer2QMyZR=$1+eAs69+x6u?TjC`+ zAS1AP@7XG&4k4Nu0~*4OD;wW+9}L)cd0edFBUg(@dOUv@zxQ|M0lKHG<9XPz%w=$X zVU3sJk&?8X!ULCTs!sBT9jXgRbpvk!R(X39OaHj3_F?hOU_KfmJv}3F^o$G>p8rP< zp{Kk&!50p7jgDOM#-?j8@w>i-9RKgRN0j6_Dpr?R+P1$ib37at^-IVdKbYz0F>dJU zeGKa-FhsWBZ$tG%?cfHHWFfE}sO^T7MR}}2<M_`4Kl?az*m^<(?pad){QI|aSj+^g z`IEY<czOaU_h|A~(0N$lWOcjta$b9Utm>MPsVOeA^?aBc`86fj2NtOF+Qh&?qyy3f z6(H)0nEewwQ7K&MV3%{Lzp|^Y)7DV>`=AA+-or8_u2zdhwU={C&n0mYqGavi>=kh> z!{iTEf2Aa~az3%gG7}-gc$l(IuLLw}GfI!%Q9!Mryi^1sLDdhJMLFef0<ONvd&v#` zscnHowb|lIfl)VtID@v#Ri<S`zT)f0L-h$Sr=}CPvN?zL(kBTgTdq&v<$3QBO7ja$ zBQ#dHy>9mhWvhn-S<F+HVL6ek&I#5AxrcI^VdzPuN*NmOx3&ig=r+MT;Iv<7Y||H^ zOKW`HZs*94k&%oVZ10__A!a|B+MEV71)Dz*-d@^{7i(tM1L36Nix>ZW5>Pj_4M!;! z(5}Xg_B|A`CebPVK|EfV*gJH?H(fz#k|GPr9ZgN^NGeQ@RNz@yZS{GM-HkF~(8h>n zDr@_3C<z(ivKipPm_PXCY+I+~PLtO4l*_7Xbf4Qv^*9AAvqLgZZzE+2UpJhn<wq?K zC4SarVjN?qR}nZ;O85vPWidu7)>%IjG%W!TAaa0D_2mJxS^V$p`l@j12#0xO62o}X z_|X;0*Jm|_#fH*-J+{<SyVBP4)md!2)2GE|(Z5Gf%0sdbK)K|h+*;~b@h$`cPWq{+ zQeyii3y3xOU4aAZ!ib=isFRYd)u^JwJ2*VV0SUmIN`|=!r#)_Co%EXI_iE)EUhZ^F zJCAy8sFv&8b=MgzDmHYA@kpi1L0biM+#mPG2P0&ev$WYFdQhek`rrEaThn8LvRwyA zA;@|XU{~{C3L*Y>zo2C!u~3rjD{LG8U^6<Q`{U@&amI~6zird|Z||&1H2<Q=(I>md zf93ovJRdZD;=#abFEoVu?c1=q_~W(l`r~RC$YpHE^P0C;p`j#&ePXf-_3_lGwt_4T za@yLItx=w#OUS6#DX)^MTznn%Sq82yUu}p28g|yZ`i7dvZ0)A_6#Ok5t(Dv*;4xep z(u9U0(%p7C8!vu!Np%+J13%5r<P1m{sCihTT@iPiGE@-_c(M;nlkTf__I0tbWYN;C zr;_FZxqK0w_iU`jP<nh!d+54N9XDy-eWLgn<A3t4+xN5YnS#iAz`#mtw-E@!SZDhB zuD@4_W?od}E+=n|^1OB3Z`BQ7V~xWsMm1n|C3(H!=BzWJKRp#OAdFB)KuK^jW2$Ol zWkyTP$k&Xp-73?dRSUN40xmQabDJtPG})&hIg5`~2GSeY^!uRtv*mVA&SFk5ZuT3x zsBuS0ZYhMG6Csz|z3a{H>TdU|tM+gU?uXZkuSp>>xW|7X>UBs%g76eB^q$-RVq^qi zEouJC!8*CWz(-DL$5#6wWI1*H8w-L&ptqSkAO?$*#K@H72GqjmVvi6ca`}(Te%bvh z7NUqgI{5jfN~$lU+v78}A{ZD5I$F9^Yi}s_5_x3;%fgjP&k4NoUGsT_VT(84-5Dd% zYF5h>q`gmIvG^wK(N@cVE1a2=6qU%F#^gCKS#47+Se(k-b7wSg&)iA-;tG2y;tI>Q z4lZ!hMoD&=-AHj^fdKTt0)s;?DaI0I*;sE#z~V<Lisa)z6z9D1HT0q}id%<MvJX{a zb|(d0c?D&sL8kE~73L<F_nboo3_2dPIjn4ND4H?2c}WeM%T7(#yu$s*iz{K`Pm`jf z<|w|81<-niKy>D)0<A<1^>G^@2X-YzW&Qw&U}sS9HqE;+%16G6L2~%BT;OC-S8xog zm(c^sF;L(5ssYx67Gbwr+UdZ@kY?7T--e;9kHf>Xg%>xpH%7?j`pLBFu$mMzJr@B4 z5Yk9e1g>8AfmUi;)(-}>IUaeR2j^~^tI^@ghpl(w=heiW58YMWPx<e>FjNMD-3!fs zPRckqgs88~8?+Y}pVR|F|LRvxZ69En0SCdVc&@{VfoR}X&u<<WUDEVdPN|R)Mx-fR zP~WGShX|lRNypq_{x;dRdDwBf-W#z?!NdH4`Rh3Q27*M|0Q!{RNr<}&;9t+2(i}=E zeT;W{9FK!ZBW=IO$~Nm&VMYdN<09bXE8W})g8C4VBqk8)*dN<i{ZB_<Z)Q)6Pt^HK z7jI=ERdEa9b{}opcwr9yRBOp#rjY<!JP;FD{45{~(-=JZyr7Lrwql6d=6f2rH5ff5 zY~g92!xEYI@UK<#VxmW_p{Tt7*^;S_;JlT)wZN974rnA7u#gkVSCp!0Gsr!uB6h!9 zS{g_!C+l{(dpP#mJaHDh;Scow>CA%rs}wIS=3RzwZA?+IIdDI_OU6{=hW-XFO29%Q zPYmEK7GnmTM=@P#<q=QFS?VJGEDg4JBNDol_DQh+o^<2<fsEVig408%FGbqz?QT=I zlaHPKEwF=|oMIs?`VskNo~aNt(f-2q$C<MixBf-!yvjZxUh`${6^OZ_rf+j%WnS4) znb)9HYYdL<4d1b>C@;Fnu_5;Y`<t$+T(_Hc?S#@oxi4h?7f)Xu7S$VdJCvk!Djm`d z(hbtx-6GQ6-7wNEAs~ZvNjFFi3?SXz(%tv`zI(s>@c%qBob&E?@3q!mi|4N?BWt3d z8|*Uc-`R<r+t5l&*+wh7>ASNQ);=@8g%Z}7DqGNmT3b%YeV2f$!-~f%9y^ALwL$CR zu_LGmto{ZJSA0V!gF*%7-wUs6Nhgw&)4@09L(i(9T%U6_5zQUSBvdzs(XB~z6c$^Y z&(Gg!x$|&xY7gydmEeI2x6ZSYEjF;U`DWXmMUmWCacFk_+HW}#Dku(bPY><m9AB?> z9v04hY1bvV2)O9=db(ItZQ{{!6EBRW%UB{QOD4lq$EA}`CeU{gl$I|e-n9~Th%1Dn z%uw)Zm|eWTTrxR)odb6A56GT1Wu^>G6FT6AiBb`$z?{{oHI%TA90C?#yk6Eg!*IOV zV1(Ml0*a=pYfFm2rRB0l`z43WbawpAv3yf;2hFgl0=<5CMj|)>XaHF)*^QfL?ap_r z$!gveUczeFlN>XFX!?BLqS~^^Pf<(#3x6p*CXbWaMU}ZrWCxE8uVSBVu~>bAgk%!N z;@FB(wRy;>ep}gEiLq1Bii!&S7Q+2@^*wSyi2ppxY4z?;J$t=R`QoHVDtr1$;F^D~ z8xvvmm&pB_`I$%3PzLI7_o-xQ^=>_#nbz5KIUdjF*A;Y-W5z>AIeXi)jp@S!0fpdY zxQAV~qyukfkq%$ZD=ej|{a;Sk@?Aq%*(%AFSj$0m2hG&ALuFh$f<p;UIMN8eH7P2! zWOSb>eayecc5}U$X(hBDBK;|HdpFlKkFrU{1Fg=AQr9l;1s$Ich+ZzID5}oe@YS75 z>!1Y>Pk95o1KLM(@RD-aNctP3AarpS4%Rl`ri6!JH#0C^9PrnhCGrHkC1zQq;vUB> zFE{7P`cqiV?P9C9SIp0N(y7Y5)-vijm@?W{GCEo^9)h&;AC;2X(~Iz2#2JhXSGa|* zyHnWb#r$@MfdrM;fANqrIj5ixdD}T~;vPe%u4Q!$#I5FOP+tp!Ps<1A(>${XAUfKQ zA2~(&muCzvcY+?*mz7)%HOGJ(K$y<TmA_Swq!T2{Ny^J(+1J`AmB)PIBG9_{K0(ZP zEW0tXugn)YIKvamuJz!;*S;&}IgI1xE+Dnef&ID*)9$e?ahM<|U`dL|_&yA8{JEFF z^l?YAL){|j&t0mHfv_ZR6g%-%R9K7T{cKylzeq-FuNWdT*&Tt7-UbH}m3x2jDG5me z78qP<FxQgL(c=H%yJGR&^l#&bo+k1|Uck9z`J!n2b<pE=PE45O;5Y?e-=h^#oie?c z0GgT%+>7<9BD+VrChP7DK=XRN3=IRk4=4oBu<b>255884+$$r`#&rUorH#mdaLH}( zu*HHsLrD`en%e{xRtOkh27}<>VFFa{FguXtpX=mMZ(YABy93<qIBUsLnS*()zdWq} zsbcigX;l=newQA!wv=>hTH}CNpbFM#H};LznU@rAsiuGXYTNsBeV03I0qYN;)x{!) zaKl(qvLpHSO}eVK7GImUn~O{|t)5BO9?nlG=AV-3i6@u|Dvd1Iu=4i0qCvFsy~Ib6 zB#NK4Wj6ne6#va_I6f8LYS!cO1BQS=YqP?}QcgWXGR4nv+478O!sKOke<t*)!a5|@ zF<jy~2oW*-2Qq`R1X*{!BAl=X93spVh-^kw3Q>#nX>L5UDgbE{vA-t<C3I2;Zf4Iz za9A^nBdL6zh-u=m<J9Ew`S)71m^e9CCW%F@w^~)l6{b#ouI{Y_Pv744HEb*o@f1rV z+72Ud4<FMR$S|jkL?l-*rD-rOtIxG02t+_yIY5B%hMms5eI_BYIH_FmC?gUgN?a&4 zjRYbrtN44WGKS1sx6c+42yFY?;|Y#O@3T;l{ZB==_`AjdP@&Na>r-LvVmd@bb$}`# z1`j`6pCJYhB1D9>IA*J8!-1T-OZao2X;Oe0L8!*pSoX3t{xir73@nLywVNWbcXDwE z6T0~d`?Z|(fq#W?D=_YnQvE@KLs`qv7vzY<meiZTn8KWt4mM+>Ic^By3_R5zG<AC> zJ1~lg#o#XqC(bru!jHD4R)-76c6QVUb;qElI*Zp^o}pleE`&>&<#0#V03K>21f;P0 zY;?O17@MF{`|t_Vl^bkpBiClDD8bu>qEvMY^^t!?f-5!deO!?rj>-c-XUp+JX&Jee zYnQQ#tH&+^fu7I~k-n|rgUrFxG=iB32|ivEhIi=^0y1nFeLG-Pm3P@DjH&!KgH;aq zvwQ4<m)k|V?7L;E?bSlK0nSjU<+Ie=a)Un+f#s>m+gdCFoDSKMg9r1gBHp`5rpI5( z#U4{F+4%Q<>pl<P%k~gz{({ljGp0*>@KaBo)6o&PJ$&MGTH+<nh3zVuG}RY;bO*Zi z_k8Yh&^Qo3Y4dTl>hr}cvgcJiJjkqPotU<`@F;Cq?_=7{n<tOTF-3A6otYV#Rxh!u z>6@VE46n``>ut0h)+Nubze33)gdCq5v_tsFS{{B{&XFf?uMn8nyqJqV|91<EQI+I- zZzHc=?}~|>jhd+jZ5@6r@ncV6#XOLv78Px&s=RU9UY^n;>b#~m1;SAsf&$O7@<PrR zKF2ZW`h0ZMyJSBVvfPTyLOW}3%D)1NAEvU3AHvJ?lI%ft`nXl=;gYJ@`LE~Y<7;zw zu1PWBQhqYW*Sr-s&J0;%%l=`E++B@Ob_~Ebw?Zpzyt&TBk?_K3?(HYCL)T0An@G-^ z{oP!tB2EN((%74J7GxMMDu+8}FrEIzLk$DMryOi3k6bavpT*w|ZCbP6kIJcwT%bIA z`4@m4Yxeu+0`aecCL=@w^}+f%VKPe9Qi7+)^v~<%6hc}{`#_C!T3lo;Re)ySC{d?n zX7X^!^BQ%?b+7{>2gPi26=iyPwy7D7M<=2#=$7l#dPdM{qaDAVCRs)08&LIN7NCQP zLn-_f-kYev1^t<Y=-Mit2nwMbf*+WkkZ<{t2F1iNeF$mFyS>4K3wC?iPtWyQZrcf= zH|22`;U$3n*#!M)&gm&j6eG>U<8Kb=Os|TMDZsJF_O*ybhmZcNmFf&FOH}~Z#_wih zb>03h7j;=RI-9{8@5GH6Fqo^tLFzfyXs{14h+FB}t?Jyq*l$sy%CHP~Z<x;UyNP*x z(8#HC2>?(VIpOzJ<qc{0{r)DZ^jX&G;r1<2xjpgLNKmdBWo$&1tnJG<OnS2<jjy)Z z($^<1oC^EEOr#b*S6!AsSKkWBh?9}<ct=PT&SgQ;8e)aCLDvYq>8A>Zt!%!%1KnM+ zUoRj%krEfpU2OO~MC8fw=*%@rKQ*vG%UA&03mI!q<;+tD&_{H7LU?R^eZEQ!eYanA zw(o!xAcJ&|p_hePyM05kmw+m@Mt-%F`9NUxM|m8fp}TOJqoy#}nvw;y$C58&LIH|g z_=-3-dzMq173nX4m7`dN6iAY0QCr^Nsk{VN!EoZczhEVZg)+>xSCK`b7b(HGg8}Lp zO@iCaIgd4uAFNBQi_!b~5@vJ}!u{X;_<Gw07!KA(X}l2!ZXaDchkn)tPN(`)7WkP1 zyDHyD!}#aBsI|tXo~Whbm(wP(>-*DX4&vOC)06WkDe^8;Pljlz4_V*@Wdq1?4W&R% z@*o*=Cd6F2ur?&AROn>osdC)Zn}7UPW5n||VIWyxg#$s<%f`?0S|Tuqsg*ot;GcK@ zj@e_L)^8;4F8~MrdU@1ldP1ge^>=l~U`g$L>qVX0>cj3^<c6|23fMjG+}iz|Y$Je# zh4S)-9IACzs19%gQ8C27AS4k+)aldAzIJ<u9mlS8GCE|3f84(cCY6?(v~rpm{0#Eu z%4M|xm-W5G&pvdJEh<_+M=nu3Y(1-fC)7`E+4m4)2W&gg$3>pCkx4tz>hAxdv)|Hl zBPsKhNxd|b19lsjY$%^2{@<Kkalc8w=47y)C!3!j{U9Qm&yKH_i^+lltc`YNDi^<1 z7Ah+`Kg#b|cWR>O1+uDcQ1@~IB&*c&GF8%;3?}w$E6~{&dno**A8qMLaat~cUATSf zrJ8$e=sOBh0D|dwqHz)<eY50w^6m{NA*ko9-j+Bx@m<+pO_$Hvv?<ujCO`Q>RN~!$ z?OL?nXDTR0-;Ne)!TEFuJz4sn-$S~cUY9B3o_4MMGAC-<LQ!Kw)>#E^-9txGu?UDP z^JDTz(i!iCRz9<d2&cVF>jrra#K^`g(``+ix88T?fI!a8M#|;7oC6rjG=#NE%pV0i zJB!Y{y4;7U>_b;vPIm#UYGO4OiONW~G6Nc6ucG>g&Q#o;jb95FsfP<}^l@cI!vnTJ z?|)|Oq+%0?CDI_3`13F_iwvx(y{w`=P7q@&U-wf-`};j<X{uh!kN~oHYcP%tNDdTF zBC_@K?Ofo!254wI_CMg0tSypyl6V7!l#L0R>hf9Nx6v$>Im;VB8<&=?s;7<(0=8R~ zSdtX26(WT7B0s$yAs!gob5~QKSZMF78?xTZw>~BFdoxf&$#2XC`h|9{Kw!*WK_b&_ zf>MSCy4Q+T_q2j$D~dYrc2=3l8a{I#EzwNca1C4iU=k)EgVJhD(^AID>C{rfJO4=i z{*IH!gat4oB~zi(vlgmz!yKKq6}3c-row5<c?Yy$kddEe9Fb}kOnC~Qdv=f{)*(Hp zNb0;S)Tq75`qGzOEwOz#B&6~5rp2TIreIZixb9l5{oEzMKS`^ca^|h)v0YOgN&Wi^ z^b=*qCZ+J&U%#~Gl;c3+fcF1uWkbiT33`J4>irnSbEluP<h3^`RYpW&q2RxGAzo#X zj17qS&#gK!L@<a@phR4WfvAQL5#^Gk<SFZbFq{))6Cup^mUg(e{Wm7ehb;?p26@eO z6X#JM%ktl@n5fPy2Fuu=NjJ>MD((>w9Ij0G<TA@Q)-66%B$(gB;AMZENGTjBLZjHm zY_wn`*WvBCyGi%{{&l&EDCCIDhE&%Sk0q5UKq_Te$wYfQyQZtW!$mAY+1TTZPwZ}) z-6>#Q6-(ICfcEbk7U)kMOI$Fe968|K4{2nh9VIs=X%!VANC0C7o-B2}Jfu+wV1!L^ zwQMSTiC(OyECKM$@;8(M4>Dzn=Lvm4hqH{gm$<exWAJ@C<LL0Kz79~|pE#h8<ZGVC z<1c3;-Qk<=(>#2FB97|#B*g|TTzN2{eFK;QU>W;$d2n1H=d#<W`FR5{PV#W(T4{6~ z!2UCm0SB@S=O8q8?AhR|AC_#y`&;+FT7UxnkNnGxo-zNt7B)b^-b_tiZ~$1{b{-$q zWWQ8-;D`7{G~uX1GyVlYlfDbNk>o1`z6kMsqTdYILJi`W{@rS<VFk-7{jPcMZ^dJB zHzqQE9PNL5n9zy&1`%i)#kzK0_B^k+29Arut7Z*AU&^W<{vbK|?HxD?=B$nN#r|*2 z!I9Z`pZ`1ryrMzpZOFI>Mpj>}Ub;LRX36Vc=Gg-epC2{$$PJ!M=91M7-TW`zC`jJr z2KpbJ)V}lpX4dlh6-wp!iYa}QHxKKEYwa6-ry|!*E%Q6cquWHh2m&@>4O$eS##DWD z)&G@hONGu5MT^9-3nl@BianEcGzZHHRyyu`MQ!eH#v8;Q`!o%`WVU>Qv>7tS-1@pP zkxNr;TZT9ZpR_4aZvKf#%H^ymaS!Ac)SwTg9|!Q7cg-Dx!I*yjo%e#F0vrRF8R-1d zk8cFCdp$=M%MFiLGYNeHZ72vM^y{ssCssdzRX=Z`ihQp_3;iLO$N=Z;i1YOe82iU| zG%US3V7CucW4+`!kjYM*dD>xWNH+1d{O19PawPd5R;(jdWojt|rxG5+$b{Wyl<Ql{ z$EwGj23-)a4*fI_gst7puEb6){9RDz8FJ@hW{RyGwSt&$*BMlq{X29x`QqhggZq<n zVB^7Hp@7h92MNsDUAA=WEQlQ{Jsdj_mG9?s2GB$S4@IW}rw;VmJW{DvkH`f2W#yPk z{oJkQa>=xEo15S02?cD@Ebi~#lC8at4Bm(pJ+>s|FRc)*i11`7|HM$PCm!si92)5z z%Zd7_NeM5<b@Q;twfC#QZ~@;LM$ptpBpxb`(x6n-i|G7_t<$Vim>v`7!>FZPE5k1f zO63~Jq>bHdhr)=9NENJ==akj)Nz1@EZ$JSX!2@=KFiay29_Hx6!PB`-`Kq);OGu<_ zFh9t~JqZ$)j!rD@-g3+rp#iZoC{;sg)TXF^;Uze$zKZuh8tghH&#tg@K-G!>kU9Ta z`*)CvArvYJbwsCNoe==&Tj1dkEXjtOvRa^Z^+~L71=ZM4@o)J?WI($aQQ)0bu0*y@ zhD$T8vw?=%3cw%&)2F#P^5php<f(JuY)H+gZb*Aj;x?(@V}xT55>rVtjuDMj`=6%g z2ke=q9P~DbbzSz*H`zsIjp`;I2O)z%?8oG*yd0i0^e{W%a*ioW2hbfOkNZcqz}GBQ z(c6)m6JS4YADtZw-@Tx$w6;u;g>|}wp=`0HtpE7(CLV0^STDxIr$v@JxxSVS%mP6G z$iB3SCxg<~PA;Qe!=MMzW&;H25U<;WT;Hb$yH4+O*WKge$geFm%b95k1;l8ryR^jL z8$E;eO1!S5EgQy^dk#5Rgf%atq>3fY%@}-_O!*jN-TUcIMepVwd^xztyAEKo4}&QV zc0vS$|6~mDi=&co%l@XIb{MG)Zf>;pN3z^7=d+{3gJAanF|ZF2qBtPQ8wg#$YPOcy zB~_9-eXlIMCgQ%fwN&+Ti`8*kvBll8NnrZgk2ikX{M;E&laR@t>Dp}6sn-3gnv5j= z(@R|z_QR#!%dwMS=2=@?Uh~VYpI>B&jQ-7?e}nQjl&w_rH1r5Lo{yqw{_Dd;|1oE; z7@s1mbN_E)xkFy>upxVGoQn6^?au><MwNlTJFz%dZA*rStFFB`vScdnDf0)fp?1}G zy}W$aSgJQ3x89+FO>;ENXj`MxU`aMzM*KDdyEUH&7t_~&NKq3`rxT&r1EIj23JR{l zMNu#Lo{FY5*Ue?mSj~WX63nhfa1kZdEl@Ig>c>lW4&dmwBApJ-Oj7`As>7liD?^j7 z{_|^nqGb+x=Y$d_DLjmy3g0puhZ<PcCM}~OM#)gzQ6BfmuX8ch<Ps7U{yRT=xL{XB z3?jBpp`qE4beU0Sr2v4ZooZ))ru%KTm5#8jVRsYtpV>99cW>=f7McT9L~s;8znyaB z&qdi-K#v9nr4G0tSJzezrjX(=Ud^g#Y8_$nN<CYr()#kLjaoh0cXsxsXPoKMwY6-* zoViT4g2h^?(h}Ho)utB@-`sJt-Z`6r^Zb?e5<1Ug23k2RpA_d-uYgjMC;r1l8@)F( zjYm73MUoS~T<d2VS4k?j0b}~3>FUl!Yex@|m-8w4r#+VdFP943FxzSNb@|@+Rdodb z^}U^#PH?<~YO#Fd-1Q$9{k!Mlf>~>&!>uG4O^HTq3F2{smqxK!-bv(h+;6_E-D^4l zSC~$<yY#*DVH|#b;2ooQJzMHLFIuDjOG3;1)uU4WSpIGN=g++SO-hs>dWrqoQ?Wy9 z8DeuZxKlR4mI<ae_y0~)8PHNu2*%8EXe7k*KywO8%<r=hJ)1)iY%utdF(ER<eaW<3 z1E^G~YVnlmqj2yu>Gj!y*8g~SX->Ya9lZf5>}z0#sZHsbj_xw=P@~}fs@MF3!e309 zC}Ic%Asb{J5wJuj584GWbAHmKDKci|%?R2)E^HRFyL#>;?z-6v^8OD_DrQt8fDdjx z47SFZcq_#R;7^5=DDax3C^R~3i-&-Wx`)Wh00|?P$d!}|Te>@%`^_}`((j%P$->?^ zl5!r+MQhyQY4?B4*Ofq;p}?c5_SzXD=$A@^)@-S{v$_SCO}}H@h$Fn&mRdZy(0-xu zaT!{@&{$usHOUJvr=8eWS;j<IGgvy(9SPA)5~A?4y*<0_@?9uD>j%0>SkQRsUgz<j zTjRiQpYF=4;-7!o-bunK3_}qB?a~V?U%+d<w#3>|smUtQe=S=B#Y>|NEn!7zSy{DV zDw_HTQRLtUv!xSNlYr;9Yi$?77sc9R4L4RPI!r=0c>#ve1qVA8oYN+L(l*>6D_6i4 zeY{eHX6jq{Qu|9W&Hl29)6pXDvq%8n>v=6+youYd3MEWdzLoo-lY&wpnM7npC^*2P z*_ryy@JnJ|j)L-_6z|LzbM!?nR*=u6G?*27N})Q-!-rJfcX^AOntbKHxzjW3^t#<> z-}&3^b^@q0-clh0jg53tRQTEsM@D$Z?*V>pADEb4ZsT5cN~pRXp2PT-U!2$U>VPMO zjah_rSkkIcDvV1OxBRTdX4-oGm~Tu1#33^yJ)tpIoF#-%E866>Z;Ym3-DWkl9<DnD zo-M4s+{YN62G$jlBqdF@1RZ{@tTbKvuax@yH+TwFIpfSwnF2$pg6V{1s&+#m$!MKD z{YT(7Dn{eC3D1mVGhd!pJH8y#;@z<z0qt&1V8#Of{2pNVUiwS?K9^<Z@=qPHtS=V~ z6;2;czEP2XNi4xd1%-g4QArWM2J(Gt%9g3rGUlqt(8N^`zh-npE{Kv8ZAPm_nB1>R zQmH&~tk}ZEBHM;^&F46S%>?2tngn}3eO-A3a)ZIO9eZ!Y9t!H&1W(;1x?7%b8NUDl zyUoVNWPg4$72|TUg0Kk|4m{NrqFVjx?z8+)l~!*;OogBK)plkf*?QE5WnWrtml_s! ztuU188`#`u83+A$VzCxxPk>^0oVNPw(3Q8bY4N*2h9&{Wtb$B38~h&FjaEU<#d(CE zzBpNjO?4-kF^B;eH$A2_5DKy%vSre*Ln*ap=2`+)Lqaxy@w=C}o~4)JJ0AL7he{L^ zy+(_M3^HgXlf*oYcqf9CqYP&QA|@i>wIa+mNJqhc*?Xy?`?*8}=(j5Y5y=GPxF}`V zsPhkCBc>grY`zeZqXKi#b$bI2u?2x#TN7#BpwtjLltS$xPKBgCR{j+~*LFC5$y7Hm z=cj13*c@^dmKvoW_}K8!n$uAMAV_flgk6Lfj6g^$4-e`kDFWjwG8H9=JpYvejIB_R zO$^?b!~M`;Vm-J3+#v!Cq0Uyp1YF?z#J*vHdc%cLOx?Zi-&}l5#OMkP;n<LHkY%xS zPS(Ic{p!_=SI(0`dXuf)t(p7cfhTf#`9DK!$+5TEQ!)0Pdb7$1Swrc6+~koa*Z;u7 zl4!$zn#pgZ_jtTjB8#?0Kfoar*RGv<3q%G@)D5vnF=tFoolAc7(vsb3cy+PW448S* zO@k5AOlGo^(h}Ax$edibzLCSdA<#hv88IssuA@fy%31*6g;8P+rJ@OaN%;53sv}Y= zMNO@Ywo*4`(WK=@ySuX2*7Jc=<Ca}*`Bs3)jF1*QJ%7B>>>yG|Gb%8e#OR%b?6t1B zzRbMkEzkry){NVH7jg99F0!!6gZ~a@UeZCNc4g-}ZvCudzSqoRRc((%@UUG~*MHdk zRdB-nBvvl($24$!d{d=y*iB{JE?6}o-m78S1RyFFZL+(7lprBr*|3J0$FfxieC<j* z+Y>VK7NAvdx}VgBdZ$%0Lu5XRb)lP6sdZ4=4HPhyvFNA5h}O;I@wJePbV}87UN;I- zzZSciX)9~4<T(u<2L&7g!eO$UQI;?N#;H*(JS;n)N5}6;0q^ivC5ANo;(`Y2wKd#s zct?Yk*}0X=$2Puzed7{R+()p?e+73yi2NX5uCeOanLp!8jnGO}V?(Ybf>c0X%G~o4 z*4lk<7wH9Wd(Z#VD-mFFmQe=*%%aiL3wQp~WLvotPa0!%p_(DVd~<<i-=el+{K^ZN zz;3iBh++3)=9{09m2jXb+jsi3x_{rBA|z21aj~g~lKo6H=`s|?`U}YLX|~QoHss^g z?Cmx9Si0rZjOD7Gr?!bLWp=>hDAC89W-vyoRPLo;3Vbn?D0&(=glGh0Z6f$oQ7CEl zt%<{Ep_B^LmZO*$rb{|rH>I+sFB{xair0I$pS@n^wO>8@xP_3V<u9W8D(&XvlI@up zA@vJGU)t4LZI%?D*E$}GM61z340MX3@eGQqW@ay}5c6JpEJBbl8!|{u;r2ye9zXlA zFWZq&0r0uPmK1OX_UpAnoC05Z6LK!oTl`*5s_3aF^_CW4E!2dTKdE(Cb_77K&C(fj zja1t?ZqVLn%dfWmp`srp;A#fh+j1nj{Dw2uom;YXnq;UEv`y%3cm#NrQ5bhF(rw|K z<<pJHy}pgd(az9@a~Y@<U%Q5Ieh@T%QKQ7ipu|YGRo;#3ua!P;0`k)TF~443t7=90 z|JN5k4mJ@$4Xk+L5hqjeS%gB=KW8ab2b;VpK`&<u2cc$a!lRhW$e_5fIGd#c)<hU6 z<{7#<89Fit|MuSSQ`%!im^I~Frz}q=6}n38MMeVoUgZG;A>3vdmKDE7{_*1T*P+xZ z!6FAO@?Qqn1D{vMSr{q2335DpaR9=8(n?T|%%tuGAn-b~5A9iCu>uT466q3&fO+mf zH&;t3kgieu10@(yB}RMHt>f>qk;gxr_nm&%vZj`@w=p)R@zR#x%88=Sa3rsJCA!9e za}FiQ)fnNl0K3S*O@Tg%=ZHKf;aeq?a=*zL<9#oH{09XYByZtsThnF};MX@<F4zTp zSO(2c4FVF7R+OeDvq5JxA}YRz%1s^L@<dAkjrMF}cMT{Q`x6M9j%IK2I>o_5lRtHN zKVzqhURYD)btM*bwj>mIv$JE=2i(3LejHgaZdh30Z9sxUoU~=7v0Zw5z0AH9OYs53 z(Ex?2O7M3mXVR!@aqN=kTY&3`$7;Xa{!c4>YEkvF_5J0-_0`)$voCq3?Jc3p|4i)x z|8*ceUb(LSaE>2?MsM4%@BAp12xCOKMS1=<m%U~85E0l*nVeLpo%itHLtgVh191#c zEdC~=GHS@k^mp>73i`TO+ZMzkh!f;NKNKVcJPaUA!)G}zvelT4fJPd1<1f4-x`fNV zfHJf0F40+*cc`1^LyRoU;XQz(vIo7It$iu<Sjp}vzZDtZ^x*s5h;enpDPC!(bGirW z|CGEVu079DDVx9Qv(ZvQ@dRC=NaYgZtp@~!|MM%HHD#B~ytaFkm&Be{r)I15d$-&o z1a#2;hogNP?U)JRDbjD~ciW>?_#yS>0WI;(QHW7YuTpYvvX9CIb$J0e8i;mm@<0if zDm`e{VT)zUa1e2jLfOe_BOO^jY1Cla<6gK{E?+xO=Og>4>2yk-8EeA|R4Q|MNxgLx z>5?TTA{=DUC<$D6FjqVXdpE~zofr=J52zG#W)-BLJQO3(y6N81;Mza!(WGeWR0X$Q zM>{(gt|Hucxnkq^&uAubm<31kH=m{E@VNh02JqmJ%X)d0zg;%v#g_TPcRB|g4^7Bz zpD2^w-FCTVvBdbw8}?e-GyZlZ0cG1fetX+c05Hk!#dXzHxl(C+N2thcmkru4_cu`B z6O+!HH(g;FW$Ea}8iM_BiS)tvY2&a5>Tv!~q~gv#Nwn_|@aZ8eG1oH%&&|jJD~>_@ zv>FKNf}%X50+Jk>-iO&HqeMH>BRej04ZJqE0_8?^{JrG)hn{>qbFgo4z&C|Bf@NfB zCW%I}UqZY(?o0SqrntGtP@)9m1udxaCgZI8H@Z<c2P!P`Qe)K^-A1HM#Wk#oQjtO7 zG9Yncx84fZ2<}KyHg#MM1HJAgIQtxK1skIY9C-Qda1=InUJnyCN_{w5%Jm#KGkmyt zgjMc@-ku?AvO3}_yLV80wYB}%r-zejqw@lU&Mv5V-(sT&*;vwkqY={<R#bYss)w<I zMAMhjFJARY3@({&CVO%k;+tT-v|&zK6jI7<b#}p1FmOOr7ogAwvxONxG?bPO#d&#t zZ6u^bYn+ulXOMX4pCsd4nsw68KWn+O1J_X&LZUqB#s#)WEq}^wMpmV(n%u<$dMD)- zD6^IP*K&BE^qkkJFa6a!h{-G#9w7cxY|6stp)*8@xbA%PK_+<!Bc8#MIB^pnpWvTh zmb&9RV1_ETc!jnJB^Vg8;mZze{nz9zH{~|x_y0Sgc<etVpTBX<C!4c*oW}wykwnT2 z<3_naY`>{|P|S|!OefIB=FqjO)KVjh2QJAL_f{w2o59EYc$Ggv50$E9Wp0JmT*8EY zfj0RSWd(=NKG?x4D-OTnFl3z`p%4VZGvcDtpzAvK#<QXN6~KI$_uKW!LXKQVVVdi` z1)DBgI!UpI_RF=M!KZ;OKvYXDwFQ`M9e5m9+8Us3qu#;YT?##7HNlIfF@l1B&t<50 z^Y7o**!S=#Tj!+}IXIbT`TcbEl~Gitk3am<ZofJ@_n&UBgZ^Db>7pu~{npzz|HQKO z^wT#--(LZWwWgDOp>3omfHMPrUXICl@|43R4q|OtZKIdfKdf7a`x|W{vPJ9vfAjO< z1G?QE)r7UcaZQ3TJz76Ur_#q!*|kTecl}P@FUOl+w{KN3<Ks)K*bK#3Ml_l`KL~JI z|4jMX{AS_PmmIt)Eo)mC^ZdkhOu<G~dNwng&uwz+m1OC~{1m&$v*h?6_cE>7XVJN` z-NmVR)1ZN2S@}ZmBjfKDfJr!Fs5B~Erh^6d010vt#=E^gzm0>iC4-S@nT<RY$}BP> za&YSti?RoTi#4-IjClyr=o~l%J+8Zg&Mx!kHODyy(%pE8Elr<S0qp5*)Zy2!?=lD* zn93Gs8$Q$ieSLy;imkq04ZO88A<1Oey?mVW2ez}ui@AXJtAxC3_2re1qUnU5@0m9r zrad!rEW7iiNSg^#Rc&kc3-j2guxB41)Vzz8?V3sce(J5_+sM+N90NALG0f&PGSwAO z3rG{82*vP!nPCWHq=G9|Jtv%)q|&J7;j~ERA#Rv|w!<^its&ey7O3XZ;@zvk)QWJ` zc1bZA6-=zT<@AxC$QLh0X2}9%a!0?lWD`mRpH(#EZKBIzmgK2~mZrESaS~Z#@H=Og z5(qduW`X2V30(4s(-7vLwJ|;Q;3Y%(X?kU;O9bgZ=#VPS>9KtihHGm@hQV$5%n0$- z*?!)ST{F}+#rwGtV%*^+_Vh1m&F`>m7lH2$7K-G48Fc*UecnC^d4|=(j<LmnXfCsJ zHz*iUC`}pk1B8NF_oECLgkZMCe;T;xbu0t!B9BDfetmZPyAT>2L1zf*PyR@vY8M%E zEL4-V;E4%{i4`O=ug~*E#wAhYlNr!5IX~}5GR2f_+h09&oi8M`Z(W7)UoSNmAXsXR z?tL|U*Zv|tl1{Hj=;|}!FC_j+zh&q*mvg)^c_@-Z_cVt%b_)Y~$b=+~IO;Hyr;nVd zCCR|V$qVEreQ5m*LAA5F8h-T#3!n&OePtms@)vgjbyAfMUzNUmj-W#O;_p249_{1r zkK+v@B$iuKrO6QVLWbds3f3+V3J$av9#cox2fj1u#oXIx-LLCzYOcE7>^@_s;c|M` z5p)&-|Apj`!-<1KM6lDtCf_y*ft&}?|Kxkn)qVBzy4Sel={F2a)Ix^RSQEzg*%J4o zHVAPRke{!&>@WUvQsa4nn@RK(b4Z}r)@2uh{(?`DpDc#|ah<-ln&-Q)XFU_6dB<5R zvui8$rKV<$hdn>~oaiR%FePANdVSP=Ug|$Bt6rdqo4+#R10k06#!<Ml^KTJb#?{q* zen{t!GXx(x!*{z|=-VtKN91Pfug$jR2mwl9J@?H6BHwf$$`@6r0$f)w8gsi#W~Peq zwJ9HFLjS`jyu2UPos}}Fw6K-}+es@?+;4Bcsh9!}IREv|Co0T#Vxy1o{oH><>aFm@ zlk=(gRJL|^fd&)2WhgCLb`>4O$`rdCbBY6BAF$iS)P}=c&=M5otcBDbKA-aYoQ|>W zJ>B?yT=RbH1I+5wV*yKo#<@Af1e3X!GtH$IN^1E5Orm6haE?9FXqg6FV!`TEoL;$f zxbdrzVBD&VmQpHG_~9|7z9Cx10?ODQ{8|Y_anv9VC>OL}viPFj@Z^Yu`1PERO^gAr zZZI!UfQx6txy|m~O@>k&Qi1Jt*-+K$_t&d=-70>-xYRFluw=#L^hMLzwG^ygT4Cz; zr!_w7Pg^78oscx^cLg#t!vP<E|GM&qo99y_j*Xn*G>~}CTrA7B8w6r0gOke!7mTgI z_<b0+=@mhRMX@_mF?QXR>g#9CQnfMBM<<9m_~xzix|{}5LI!i$vB#G#EfpmlCTA%= z41}1%bu4F)c2c>dBB>2!`1{30u7lij_bM0da^nsl@W`^pxh>LK=B>8vaPybL<Ut3t zOgNixN_lv{wm1+r3i>euO2P6;>_t`>1t!4Pf<cyM;54*goD%$K)bQZG7%gO6X)`c3 zwIc2$vySLE<GFXv7+E>?0QJB|Yj)noFksMl6PNG*+POv{ik+LCsj`Pw{9|p($h0B< z>+8Npc_*OJ?R<rb0f8vxhjw8zysg#;t?~^0DB3(UDI+zmsK5HNo~egMQ#iu(-lU?{ z4bpoDd?+f5UiH0*oHOabO6bp9TomCVryxl<f@I0<t+36Mo(N=4xldKC(#d~9$%6C< zP|9aBiV`Ehf?d1effR^3dQ(6Vs|I7Jjb@6I=o%cdrd6*f6<oKSgNGNr1>U+_46$_i zpCW-yf?05|o?mJmU}@VAK6x4{6<K?pzKBsNa1*XEnxVAT)rSFu;Yg;@1a;X})_9B( z$tH&+tGXc%eWq(3dmV-VDd17b8shxrrN9sdU#a!+w<}d{!Jn@udJejjrS_A*qbZ~7 zgikZU2+kjMw-u9@|4xd|FWmxyhdkiDuPzaK9`Y8({np^l21UlC+IAN5=*v;Dy2*cM zw&fx8db^bG3n)*PPJIp!97Jfgrn37JDH+)^mX6RPp2#!$xW+6xIXFm8JD!u24ck2W z>LNZud(u~lcU><JP58d{27);DidjcPIKP&m*Oyw=R&aicNv4g4Z(;!@S`ANJDRBX7 z5v|$f;{fzY)D<KF+MC$_O&J|)iFyi_aUS6O)IGt)jyXV#UG`<5&SbTR<D+fKXEvxI zIeO?nwab3jPCbEeb51AW|Lxl)nKbXVXXcz%SNCr2btoECvYWJlI=Ruh2=waMWNlk{ zV-Weyhl9)4ctsJ6`w;>PCVb}p!KUl>8azvu=umlLWb6=^xGyobw9&~>R#Z%p{L|bV zt`UMyF@`v~Wy@L=u<clh*F5S4>g^-ITcNhZG!{JY3~W%@MD^|b2~}fE)2NjmKbwZ- zB|YYQC!tb%wj@En*)-Xq1Ov7rpJKx@&~vyd_!F1-G{Nd4zj5~oxHHVt<$t3U;R}$; z0jU?`bc*PqKbXo2QgMqn^C?ya1iH>2b=gdH{Q>R<7|h-FzVc6;cU3UFsQu8IRZhuq zx7XdSQcjVY9GG!<JbbSeTYNBi?oobN)%p~0dFr-feHzf>)yyYYz)uPb5d3&~_eZN( z&B(+3(FZ+2aan}`#IQuO%=-DFRet*i76?0-7OfCiX(P7Gar2|>*>lkg{~F2I*5S*g zGrD`D*^T9KtM@^oO!F)XUxpLa9DLc5Y?xXjChcZRNjSuWTQj}|Jn2*DNkQTJ`GZ}E zHbbhdaGwB?Oo&_OL>37Mh-}(+kNJZlKud;PrxS`NrKTMotX9ZS=eX~`iq03q$^vQ= zh6i<f>nwf)fog)SNG#!K2bAJCLw|G4L5&hY-S8^>$S`evcVww+KozJ@R?SWfR#p11 z<4Q(qcg$>h-YFFmyHgV8O(9lgVAaJ)fVy0@Hgd1}PiN0Y0!lsKB<`pCQ-PTSwU@^S zA+MWns?zi|6^SIZ0y~glRJc#ry>i$R$w?KVlt3Wl;rI8gS>uu|+i2lm7?%Kv-N9~o zqa*pd+?QeHpa4f%L=g34X2B8u*|xieHUW@m(HoedxkC!UBN^kM(<hWspL2(SVyG=J zfQV`u3o40iFnked=5aa}sM~j}aq54y00KK;s-Ghk{QKzlMgc`dFoU%RURLBbSWws9 z%6R+y6t^%*Rkh16TpTOfSm|<SNwe8-ctu<tGNn{2AZ!X}U`&CeCVJUq{<d3K62-?q zN3YmlLI=pwVA9N7yZ`M2&~vBlUeInUU-?%Kd3+vuon=Sv++crBP65F5rki+tH?~!N zI^x#m52E;`qOW@T*LO!WeUsl$ytjk8o=d|z_^Y#x3NS#MbsmqQ3~=Hfbd6NtoZJ8% zWx3%I+tVo4!ysNynVPm`ZrPBVDVx5w<X7z)L1Cbiu=}DguuL+)$M8bU0!0kIhr5VE zt^77q5KPbYjy}DiNw$<W#^D?9RE*Mp?v&<P(P^=nN!#u$0s<?5QmeD^ek!B$Htf{* z@+rUUOQg9$XnTbhS{$&1otesFT~o(LSQ~uV)t{ClKW5~~7Ri8mqgsi7_Gn%lY-%1s zuuAFwA1~Y9F-`>ZMGb6>GJt~H!EO%Y=4S1BqJEHkGEnVsj88ZxOe#%zY7>Q9f;u$X z3Kb4pf&VW~aVGBYFYH2+)Pu&7R>~|=Pw9cchwpxlfWjjISR(>}?J36*liN!%(VHtp zsi_6+qgMNT2Zf<+XP*4w!$>5cH)M+)+5yDy;asChl#5c(<<)2?T5=g>#&#Ol5Lz-m zOu!6mY@(LSlFxam-wp5Slh`-L*pE)rfCJAmtieHhxU<@G4iw-=F<^fw-HnVGun^>; zL@9*US3o-W))TI<L|!%4cuiZq{ROY*-P#J1LRx1(c$i0pyXD2xC*w`!vd;Xs&l0z2 zC+pb|c(S$kvLD%XCG+NM_Ir5k4H;R`AL`ok7)il;mw+X#mrKjIL-DrJ3FgIR*48Sx z;2;0=5hMXR5D^2EZX27dMQ~MIhcw2K#DXB%3h5CY`k<NSibRY07>a_9LL-w-=y`p- z*G;J)rvul0>Tygzz>>zQM+y4j|4~<x+t3grn)|bXG_H&SV^R2m=4_#TdMpQ-lf4tG z4R@<f(o-M+;>*P<A==vt5)gngNopERS#xJRX)w%WC*kNnP$H_ZYiQ{cviALm9A*vs zE?5|j2Oll8?ASE^{ud^DHi*btKJ{m*ceX~OTo*S7*L8%QV@|9MAX$xq(v>R6@Og~= zNSCMAWS9N)a<M-PSuFdp7BKm!(glR8ke1~r?d31wWT{wL43id&vZA+GL~v81!UOKz zy#fdWaG?L(UgSJrDo7xZY#BO(c`<3`n~w@r!GK3vr4Wrxj{9_H)qNm9lscGpp6nJ3 z(-P9nY~9Sx817hn$m#)ShaY_I=csg^V2&v?H_!v(7OlW8Fc3{RXL%|JE}iZZYMm0T z{IX;JCDMaAOu$+=ZJ7SUhZx&DZ>7ER%qx=>13nr<;y85$#u>7ZH^WDJsV-mPK)BK) zE!GBQEP`YTA53whk#eZ|Lu$M!WB7Yj5==%HyQ1HG`XEb>7t5lJ)X^x_>6kgU=I><1 zv%0uY`!gsLT1q(bZp#Q&+cxGviG>6u>TNIaUMMBYgNCLu0w}|&=aj^W1N;4V?~R=h zR~b{4<p-*st<{o*-DEXMkX8QPdThDf%Pnlr>n(D*6aYDy-TD!QVwX8N?B)#8Tl!Kj zOs{%&(`bPh2x9+RfC`25A%oACRQ;v^@LFRkW^tG9Q!OGK-)sbPb`o<cdW(OS9-H=o zedW=Y@*rr8Y~cP%$v@-HvRGP_%t`C9P`Kbt=Tv4vmeX9;J#^4S%i)9}(gJ%pZtJbY zK=ORSE%VIdi~j#zK<0xtY&;G;PlM~<_~o=@Y7|?+@b=gtN$z#rvE_7>&&fNtBlLxE zJMKRT_vs0R;!n3&7TqZSL5hyu<|0ANyT44?0EZ7K)7Flv$}t0ht!t-+Mxm0Vo9kS} za19x5R!K%YBo=7$knLC3Y(2r+X7=@JOeFY?8V1E~iSpE~1A9mJC!40_rnaDei|nQs zqj4So%@*rcpJ!TC)YC!T)7O(P1s1j78cLrhupTIfS;e_I*lium{bm^+xF1}F+|evy z0vC5aqEJO7{9lm^>fS8O>&}zy@zO{w!a3OCL?}ZJHNhLN^|vc7>DtzfYfZQEd?m3f zGcz+St+wK!!Dz}HSi<7!ga7yse{o|%NOJfhIUhfNQp<n9i1ryR{81PjO{xAv9#~)Z z*zrD^9lOnIzI|DxC@E{*uX22cjhtf;bX9#cD}VcQ(Jtu75S?LVrX$GyYOt&Ic!nr{ zDiEU~!nI)oSyJqa%nJiYB??H1Xrxs7pWSQVfmpz1nepSN%eKo&Z<chx*{vYl-MC4; za+q?y)8*RQsm+RWlX;Y+^*B#tOSAuLM;cgmiZj5~yMl-N`zWOHOSl{PU9Th0(acCX zFIkEGyyrdgs=N2hQS+FcX3YF*Qm<0M_8m2Lp|%~v4{;{UZgPEOdJtnV?6=-D8amBS zeAlXQ+TwIxW;P`yTvtL>xGi)e;wuhR;flj3Xau#la)!dpch3(E;1Us>F?{A3-#BcE zDK#`HzC><nw5MQ@G&aiGAkwoCC1?xuh0hQ#tZ#@o=?Y2*rso|HrWV7dbcm*tEd2-q z;+f$Et-x`Vh$tc1Z@}`5;o{VwDo$p2&^sx0ws${1k~b-fNs@g(%GQ|vom)IjC&qv7 z^?Gri>nDqsH9c@_=wJ%NXO7=A>(}Ff{Y)M69lJ54nQE=#Gw6C5u0GM5$qMjZL%}&F z%eo;|rJBOv{@Wmk!&?Y3sr*>Znt>|sh)3Kf{f3yHj${r+N`<tHoF{!$y?*h_Vkbo^ zT94uC?ft6uu`yZJl*;ncrkm=DD~80EYshnmYS7+$vGz$qM4eQbLgk3DRtHKc>4mS- zc&Md3<Cl9Q9<Y`p<Vf3yjBI>L8}Xn2K1fZc=y!3IydzMu5}yj@1R)k<dcx7XkwmI0 zKjejMk9i4SeWO^p<6{q6wRCU`=tr_?F*%EHdcFt|>BF5U*S(fTBZfazU?M?OD2=vt zZzypXL<W&Su-<*(5LQ?x4L=@)$SAwp`<Zzku29^++q#5SAC7kJ=V%JL9$1v7kNzx* z*|~hD5u;Z;dj;P^lTNNGcx_<q7%#I~MX^6X!y+j+@<Y3cWea=GOB(!PGXy)Vh@0O2 z*iXr3*QKbW99Z{G2Vyy1JILYS=RAMkNbCCTP7;}P!;HhcR`U5+>$gy<sN?iznjl&% zNbw><yi>KUkNfD4RdW?HDdqJgq+RFpSi9qqT|W12L4kd_LYGD7TEck-t6i+`IF)mo z&@{*Am)#bYOm8l_d|~R@HN=)HWD6@&Q`Fdlg_$*lI4pz_E5eas#TWmKf=uUH#sh^@ zf@Nh-4?RK7*_B1}yX=w*2Lg^C8kk7LJ`6v<>IoksS2OGNpaE)Wv91l+(~#0Q<T^o+ z6il~y?*0{`*J5WAIC!x1Djaod^<&bt>S@&}&~@cFkP@@@2x^TRbbCnDu^llk=+7W7 z4Fnxbs8+QF>{UtBuBRJSHf6I8s@wOu81@QWNM#Si6=$cz_}$zfsKZ8(fSKNAG%DOU z8H-wbzom%~s^-fA)qwNCwwrIevY&nVoG=#J@Tsj%g>iZR3P?MnrNjoy;Gt6+eo{!* zphX11QFCBY;Y=w{xMRZ&nQcfRf|B8R$qLm8PzJ=Ou6Cvu_a8(lKMO8Ci9g*mBAfWb z7=bV6-0~Tr&R($AV=LR?`z)zzY_DgJWx@lxo$rQ$!@~C5%k$rS<DfmhK=&>C(l_Gw z8<S_T6)KIV{0@(6T`x}_cDt3y)m_$mug?Pw5iN&*?MhM=^nBOba5hvh2npH0m^xlF zv+*B&tM*>4vwSyr?eVP$<-_0yJr=m&SZu9KXBCWMh^_y|`xr{fLTTX<fjF5;$T1pK z2tJ3yf{m>FPNThe<mXh-UGh{v_PnGv1>kQl4uYwv*EcBb+0^f-jE)LaiLIT)%Yif) zmA7&@KXVRx$|;D`4iN7li*)n6mGB9b^T}aIRkEw4<s6_<Kj7cy;mii<nVp*V$54?@ zZ>M|(mb@yx<yeZf%p*w?ErxiM@uY{&87{O)5VHsR=DV<gGn<!S(&Bdd#n8)3R#mrn zHamy$J_IC<m>il&^+99W9x)Fu=4)8QBEsW<#IPQ9-dE^5$c}I5cS1#oacOr-)t_M7 zU++iQ;3y%kzYb^-6=Z%T*2;3Iy}?%0Sof<!4^OF|k(_}TOU=EUbiO{^pXLY6%Afi@ z(#bNWV165W+Ug3p$MQOLL{d<-{;en64wtGSDfgG>0-?<)c6;$H^umaU0rY2LA--4s zJ>tTz&}3oUEeM=AKH@}$1y@{a?HNC}mA&ZbxZ5xFDFH>V-#de`rcXE3pFVsRdpgk- z)4_awP=pCNx}6S+-afCbzWgw*mX|h?tEtBjv5*m3`ilcSdu9Tut>fXKw_(MjQA>g( zKPd?0WmX8a7Nk&*UtbhOluG(k8L?{_1{lT<5zwS3MawR`ik$h2yhA^1_*6{JO<nUR zhh;fMmr?)S`0pl?*@D&lR$EZFQSnPAY#6U6YkYZjZH`x?Vq0)2L39ufH0Epkre}DG zkLAd~m)0l<`rje+GCeIav6G&yZS@20Dh|=4<1b=p%5*Y7miTiAS#{TT`)m5Y4q2Ix zxp&=SFV~N+mqPa;8z&we2g_UmaCt}ZSQrlbFwxhF6cd-1tOVb{Jh#Kywbhn#6DFIs zc)$Q%Vzkb`ZKjMb-DAW^+Q$>-(9kII*vzf6c(MOI06g!qc=OUJ1|CcMdkm#_WRa=V zdQ%J&JZ>gHZY$a<^&YHVXUDzoi4ha632M~34wy_=c3hhFTjc)uiZm^zd!`kfdU*19 z%MHUD+-yKg9I?I#qiI@eyFE}`m!-E^d!A$-{1Epz7*}c!v6=EU=8GQk>WKNuD`vo; z9q7LoaG%h5+n^YwU#zed^!mu>b@FaBVbs|;LApq3D`ZbQ)(y?)cZVB9%Wx)1D7>@P zM6HYm7(Wf8_;fSB=jF0@v4@b<J~Y}3*3iFhnXVF|*!CC3#Yk{l;!*kW)jNQGga-eV zTnVPr!p{0cDIpKyAJRa<PQpkDSIt9C+TS#FzYr0ZUJ<7p;Bi=Z@uY@M2-uvv`;O;5 zm2~-D?{x-#J4Hsob3>U}1JLK=mg%+je?II1=k<hxK^vno*rerj8qM1lYd;|88TmoG z(3e92U~%IzY|CxOm&d}>%PQYz6C%STBdzOyytmf1n+`l~;gpkwW}q6n0(Y}#kv8kt zy@|1$M~?t~ZnH-KTgv==(;+yek<_-?D6_nCE6ntv@A=W6N<5kH+hJ|E-TU4&N+cI! zTs2C$t#>vWfPZnc?e9GeP$F0ssJUk%bZI!;>DK&tdrUHB#NolwvMxc=FiMct4^Z#O z)8=+`qU%?Pk<+3HHi*LvBU)UZ5?gwND2IL7-Fy~gd3pZt(hDALD+#7;QpuA278j0@ zPTCB@C7k6Fpt_)Jh5;UGPk0C7Aosl<+Z%2;Tz~vwOB@%XL0g=h%uRTBk~JVMpDda1 zDM9PyLPYhhXK{v1k?3wWAxOxujLt19KJO&`I9{0`LJJfe93CxvWkC<7lN<TeFkp$w z#d2o6!ht(%<?}iH!1re*O)3^*;JPm+d@zbQBL~f|_n_dM6nsh~u7D)dh;+E{=vvwt zsCb#1vZ}1A*E;gGg0-2e=V?>*5;w<9L_%j}i64p0pI)Qu<I~s8)6><W)agQb@^4Y` z>(SlBQ#{I3iz^Ex)=TkB(u<3{QnyB@ICS>Z+SSRYuF8CWZJYEcr9aEaqm{vu93ykt ze{m+p!bcgs4+RD538x+DuSD?kJFn|@wb_i7HS%>`M98+5#)oUhuX$hVuDvdlSKTkq zRp*xS6fGF>r14;|;>58;{v~OJpsrmCZ<CVH7Y9#KAzuGj*mz2~d_6T-n(Dau!6bAR zmQ`9RSs)2U<<C~M_VSy(4E2S=t#`Maw#0;O1c5-b;ksFxoleDgxgyYcD<(#`Ol#3e zmTt?z8&<nVzN>B7lgcz^+2Igm5H*vM%Jr>BMAq?O{3E$2Fj*>$2qQX>9RtS#CpY0l zY@*F4tTX2%J2jh>yy5+~u@c9?85tWfNZ7sGCX$d!)vRHL>3#i57|qP45u}4P8+?>a zmF8@y(qUAZIsz0WA(gckr&HgVTD93Y6X$`1Adkn+bICFhXoiQCQSe@CgKJB5iSd^I ze)n1S*!y^^8V%+Qz%x~Kej4a!*nGIYTym=}w|6!%i(QC!7|DN5_^^yEp_Y@q&=@%L z-?ge5NE~FYSD?!5{nzDarLFU<(iFHbNHu7|gB5dKS1r{(!vd<pzdey&`_#*3jmP<D z2+0?UzA*MSrw(WRP4PEUCEOjkZhAc;a_Vq0rA}G&erhZZum;A4m2?k#zc0>+C%$*4 zuUm$?{%5RIeA#)dUH5gbe$Wmd?*Bv6Rfa{`McbF|6zL9;k`8I<Mgi%P?k;JNmX?r~ zmKvlxl$P#h=o(UDXzu&n``kbL9Ole9XP>p#T6=HugVlEKT$Ko<;g*chRR;{GyRf(t zUUDK|9dCAydSYe%0k~(+dS*!<;r8-ui^g)f^l<~f^yvwVYN1Y@@Uk+C=H546lT9a) zmqAS8in_6xVIG0Fwh#dUfh^CP!Js`VAO5`r3BbThC7W}I22zkA2wVUUyZa(Rq(+Q8 zAI|EvKa>PSMtvYIrC(gE)1PigK5aT2eXz;bEjRMM5X%dE&XQ8I&**RE&$&$^gI>g% zM~&m$qc%An8r{*+Q#ZB1n@2l_A^%dJ??&O(EtaNcPRD7ZHQVn-S+_(}c{N&83iY!n z$=`DE1e{~#Uj4=LrnEebhjraE=sexw;l0v0IO=b#$^X=(Pe<2m%Q}uSZtnUmiYN)6 zCpNwgyQ+<WLM_*heB6pKu;M^5I;!s5wBdAfze19|$UA(~*J-(3D!pXZ^3-eGqkxOz z&5winpO>iUh}^<@4hy&}h>|7tj7*9M8VK|F8T9llis<yf7((Lfc9z#3hp0?ZwuDj4 zQ-AOPhmw@yEaNJ|up;G~@(<F(@@$x~=FJ4f!9b{Fi|U!EX>4&VfIf&Y^XC#kNE&Og znL(g+-6ra`t3d|7Y6b?<V)p&TgLHU87miA{5;Vct5+q?-QBj5lOVRjVP-#(?@M?We z-uW_o!{uD+ESG>!7E7jd_M==l2@2>4;3RV!j+8qxq(0hu8jFi>i1}9leds3wdL$lp zB)~&@+|$cqY3Ws@e4yVR#5-X7ue0&fiO&(i-;eZn_wb<e-8L^pI>qT`Ta-W>vAAq^ z)p;^$$bq(BsX_Kfh`qY{!MPAVqPd1ribkV;`6BRsg=@sH&4n_Va1>pAXRyJtK}PKb zqI1%l7XaZ8i2YECq<}$r)#>r!YP;+6T7b#@Zye4QSGNU=r|;dQe&YtlQ?p5rM;|4i zynM$P<95U4k{8io_+E8-9BHAx3@UZz3Q{4Mh!&Kz+00TuzHI002GPEc;r5EkFLc_k zxSP}7``ftnQt9I`Pr^3I;9G;b@&Gg6v5POkug@O3-4&E}?g3gc`TESXeA(JEehNW$ z5rgd(>fXzf_(FmMyN-|c^@KHp8nB5092x)ltT#&%qNy}wg4n!n$eHponmvWa!{P_o z-^K#w&J%1&>WW#nvh9~@JeKTRtup0$w^yl#LX7;D+uAga-*&FMNy)_7IeM8bdFNcH zLB0AS*B*#yq&qi5>*nBIk9#^0us_@wUL5=5M=;}wh+pdp=)*F;Pj-)|HmQvog=yyn zt(6@%1yO<(sjJPO7E71`e5qIvAL%WhCj?z|Wj5Y}8D%r4MB=d>xQXmkTsOHo+1X{O zN&}9%S0TzKEdj&k*Quh!ToI?Ahx-^_)ZHd=k8;KHCD0awpSe^o?7eZJ4uhVRI`=(e z^<ajW{Qic{GW#D^0Arv*phbU7pRjf{Pa%N}`h#h$wsY*LK-Wb@mQ&Dr3|<G*$TFCH zQPW6uyfGg*bp6YR3aH*kL5$R0{r6)|*L<O!T5p<sjZSMnPAl-WIxX+!cieB}ia{S2 zM?n-QI*zw?e_r9#BA7Q~sZ(vxCNvBo`WRz5k5zA&W}8WZK942DdG#i?v{-{<Kvo9q ztn)**z^QKS=R7X+8IY(@+6+N4?j{zVvM(-&q4@FyOo+2ma`Va{7cgNold}GbMt6z6 zpY>1S!_N|AK@vE9BTl2~IbrIL5v8DHdl&(`tt&34kCCI#Qd@XaEYs`4zR-zjxJ*Vx zF$_H$u<N+0Vq1IBx|@Ap`6BQ!5^cDy55k|o6G2;`<O=DkhGp}{dkWo8tR+<h`t&?S zZ?-;J8dj31Z!L{dz<1CfH%sFJRR*cUj9_YR$#w=F@vHkt=ECUSOjQ`Z-f92U3+W!O zx{%m!L>7V*F~F9j5@vC5LE7SKk|NWt=ZzAJn|@%ijMD7iRJ#TUH+~4Z@>>4kcLf#} z0(1n=N1FuFCi=?R_mH@At?!IrgR9A#OT!*7Qgci#-CYz$HzU9-Ej%h%QfkVdP~;1W zc{>-%cTo~_$!W0x6o5M6Ypu0x{Tc^_L4$9_+L_q=M<w(;Ltq?f8hI4xmsI#?gy|1R zt(umxhoP_`OCrlM7WaRrPkx7AZ<l6iA(EDGej!$^^*Z-g*<Q=|+YM!C%gL??4LNz1 z?b6AO7WYKu@90HZ{ENSzRZUKkWVlpja0o+wevDP=uhI^vMpZFyEkUFqlkZ0eu_ad^ zYXoSgO+yeE%o$M<rA*P{kb0PrFi06NlJ<XJWA-m*;=uY*BZJ(RzdWCcbhREirn5gO zv0OnCjBm3HPDnPSOUSyfT)s&vAxkNh9b`gahJux2PECd~(5>9#HgSR${)niE{-S>$ zcq^~fELQ6FhzJsj0RRUpI1y(0op!c8CfA)0djdNg9XXdo2tpFA>u8kIhN}_?D-{e_ zr=hX_cU!?J><8=5#WQ|dMf1XmI}yPT#6vdCzN$LZT~1r!7kU$2v{&F1PMy(gT8a=W z7W#}Ia{4V<Wqts2hkw;^H($6gYU?f@MzYHqAeJL9%qR_(s0qjHv>LGQQ&vn*Z(}7y zaa)mP5^%d4Q8}&}4W|hsLA^7pAW!@OV#DY~a6I*=^(BMnvw_vrC4U`vdg9O5Wd<gJ zPZ{G2jZf#<ohaG9e@dFVuKWJW6|ave_6_S|6G~2fr_If)^vwrY48*TG1x4qCt5OcR ztNsA<RR`_+DAo@*I!(u9ncp+AYw6QU4m2>vy;4&i1B}LnZ!iDLV1|7iMQ2?OF|s<J zZ-<@Qtl=Eqr@~x3A0YyT1a+k%@NCT{G5A|%acz<Apg<VYeZ;Gat~O^OiC?~}OFhr= z3vs*KXM+(ZNAc55T_?qRJpHXp(|H|-nfDjw#Tj~R<g++A0OI@wWhr=<n)$QD@7CtC zT{WKbPAF(%c-0Q`x_<vdIu=`P8H<-biPWwV7Za}O6bV?_UHk99$uEsz64ywr>zpxe zzA(AjXb@Zz<I>Zwv+bdqDpT>xI&C#)*t$)+2gBp>c>7*W=O67~p|W8g(QEJ-E`Q>O z=o-RoBSpM-pKrPYdtxeu5&iIfw=`O9-94N<{Kug5af)v3%|jc4Y<MzN*lWG%SwE5& z+ZE0_5C&t%wGklvFtl|U)AroP|LwXfqR=D8-2(v7tAu)!=~_chUF=*(esZ8YUAH#! zC08;c0*O-9h1W*@EidA`*BUrw%DOC;`n^0`A1dZ-Fi?8agwEec;Nr4Nf0Z3EE87(g zw88PbL7$3|1Czi^Qp%14$STdv_^JPfxieC*j&buAT37Sc(}NGsx3_L!7SVmQt+jp& z;@8ewQtTcn|MTUp6%o-6J0s}ikw3cVxH);7^ZW#g^TXgFgc7JUT6JA>SM#3@7XfEH zfkEzzz4NM|_KMG+xkPxs<`B+uBk`-!!yP3_(KAFnjyf6gw}|+A?5VNE#FYU7;}pw+ z3zhRx?hNGeMtDVplD$mG;)(RM#Hs*645q?6C6tf}&tnBRrJ!mF?C-^(`^bX-<1a(U zu(=)V3?j^i#5}ftl!ORl_uC9fp|^fW(s}K-gT8<rKM<TjjL#jBZA%nafQdK{J3K}J z=z4qC2Ms^r;(SG<5%tc!KuS#hLF5)O*&F)vX<ctO8}6}#*;mV}!}WGocp1k&<169K z?}ew|9398YO_h&rLAQU#ItqawWUbbI#y{TgsV<|?OQOb((+F%%mF!JOQu8A<m!=Rl zB7G{RN)>6NRWXk>ARvxo*is5N0<dv;Zf->zzdT1w<0BUl(QYZTBkhJXw^n=qm~6fi z^lsm<95>2ldcN5Ux+yey_?=YL_u_BkJHbSE-S?P@VETxTNIQX(;|^i2BOfX%9$I`m z?vzoI``4=A+{d<LqSlBIQRqEB?fm;`Ktby(BU8T_srrV01P%LT&+FvmD9Z6_!J{Zk zE8*p@n!HUb4KS1EkoZ*}GnSa*CBY#7=@EzG6}J`$!xplP5?$ygm(>Z6{;)l^flpRM z2(}*t)G<>SH3s=<Go3rn9FhMhv`@N$6w<w~aGIOXG!Fqmv5O(ptG$pfgtxzTXg|AO zZDHm<l!`g%G!vSjLZrE<RZ=LHq(&`!D=Nah+SPdRaFP4@br5cEDLBk++_~9)e1eF} zO24GUo+mL^#Bcm$1LnMV+s>PJ{#)7PRwfn(y@}bQh<IwLHmS3=Y3I{aDB{)T3&ob9 zHMsJvTiZW9UhtXfXA{3k8%W}tOH=(D5^Y|up01(90=||1-EPj$8+BdYqo?U(db$;E zV6TClV$Q(pI`zdnUA(O>ls*>n`NRMB0%%m}LdaSJHyb^Jk|7;7y$_oMYt&!;x1LtN z+^+g<9(d4a%&6v|`_J2JRd^LHLg%l*l|C-F8B-BobACQ|9}|DPaelt^7F>PmHk)B8 zs=VqjF!s3~s%||y8rZfuyE*IE5tX3+Y8bdP?nU*TU6o`LEV9pt<%YryuH=MLe{EeJ z(>#~Xi}f+RR41s!zj-OD*L>aIMw0V0{goT%pI?;?S%PZVI8cxI6TF~Zzr5QCgQo|y zme4NjBErc=2ObIiM5!}#uDTiuRbZj{`U9m?Ugk}o^XXW^NadPK@2_*&?`f%HmgF3J z-eA|*<Gi&L8V-k*PJTmW^ta+-d%m48tYkYnM=T(bRDoqz$&+RF5MoG5*H$lx@b=qg zlsi+2rAEU^OFlh`%sLWaz+)<Fga-TzKxU*h)R)Mkfg!yiuv3Pj&`#HazrF|S?(Msd z9bo?54Xyu7T+etYdRPj*nSKa<JPlWJ7-=+zv+dVG?P?Q|`hgbM(}N@Y=<P+ua_vE{ z$n*7||0r-Iv<P28h(zd*6wDXXePtPruvU}n%{^o(%CBFi9LgHq=YKenAFL4E17ZU? zq?Ff`1Lr8NRolq5GlcIFX)?e@caecNUk#wQO(e$uHur$;D(};O541VMhj+h8DxJv1 zVE4V5xpED{V#1$9-qe@t3lFIDzzwZ8T9I=l>P4UqZ+~VT#K$+-x1tVMg>6w)hKQ)v zW|hzW;?av5pc*LdCc(z&79xz4=bOqfwIe*XDq_IeV4Rdf^jg2qf0HZo!;XnII(yjn zBNqR5<lyUF=8RzSm+xcb>E%Rmfn1m(od?^Ywz5}6YWU|I^gV2RI`X{;j7}2b3IsAb z=?%6v#W>6;A-OGOcyf$9Ka*C6Sw1%6rXg0=-*iKZ@{g>%=HIfk_sl-H@AaTv$Gxn} z$%)o-^Yu4OLY6__!b1q=HT<!7LFAg09FdZBJ^_DMp9x5+NRKJ<N^OZ@BF@?stRjMW z<Co+g7W<E0XWwl<UGS+NL=(NnkjaG5P*3*qb4<^@3TwZOkNjgCOY^jeH^1iNU3PHp zp=Q3ne9cfeNkE2X!H7tQXrVGKG~c|3K^^CLx&KWXbWi&UIs$;|JlLk7Lup9C8UXlk z0IfRQT&&D^E5;cjc1l5dM0)xD6#OEsvLzd5W%scv-FgjswU<i6*M~GzXmTZ-k4@Dp zz9z<kqqDHP<P5EwC*}gHDsgV{MN*bve3f|x%zxP~QkYTb1i|5@@rXfBxGACj>9!H6 zYFKoR^Avfx23;lg=RB{b%6wZkZy^;2acS-zW12Z^blq%Vet1B^=|B0FxeKHasY&y` z_7}*1It2-fDlK8B(USR&%l6_t5y*2qUf{v+jvl0M#gGPjjh3T=Ttk+RoH}TwB^!-s z5&c%3|H`~YlVUFI--z#}YzYQFWp&+bA>Bv6mJlTjT!YT19u0LoC0`hOPA(=S7=je$ zs;c*~(;Q5`Nds%Lat>j=*AWJonw!8Q*KS$qS#`3CmBeyltToRIWwgXS-?Ptlx?i0J zdJjnR_Wj+A%$lzboLnqze|X?cm<e@_9W2^3x$A{K@9PBJ+~GM_&KcY$)%2Nw+*Xyi z(=oK`<bmW!$o62lk|WE1+~7?hJd2Yx4aQq%X*4gqJQcLd(?2{eago97bT{P<X}daE z4Z#OkC3t2*HaBUe#M1!!@RuYPe)K}S9Trc(h8&2Zj%hglJmp<IoIrecC&)3pCQaKj z3%if-+WQYs!bOG7MqUU$zQuDx3F4OQr7Csoa@>3RYgkqVi~8ID8DHyb@lz+no!XoP zs)_7<yb>8pRY>ukCu`_b<m`gt1pNNz7Ch`+ti}B$F%2c7U{;b=VXJ{|IEW@amYS?l zrcwM(2CH%JYgK`alI<OVJS5`fJ0{UK{;uZGFCS$9Kr&(_=JkL!BrfT-;#+keAdyay zUITQv#!Dr_c*dq$R0OEdf^$zAC!-fjD!!bu4op@`Z_Ob|Bx=a07K&woJQuIUUt7J1 zv_W=g=?io{=LOR~>J^FeC2yn7t@^Dy!OQH6$}N+C$wg?}Zd$-?h=a9XV}<#of+EXX zUZc#c3|vaVa`Ry?&c`#IO>X-E+vWcrFV4&n&aZwn<e<{^DuD4IY}FzDn5Ld8fvjXU zEw$St-mzk7>jT@_<J8E}<L&u>VQ)**9R%F6ct>P^!MMFxzj1bK)0$@MtZX&?;tNBS z{wl}I=9frgIj{I&IAq9MXc0yd6Xxd@2FsZrkHcHaw{9~buB+b@!l$P!bPEIqR<s-I z9DO~cgg9nA!d1}AXg&cPqBLZO3RhB}P_-B{G?ZM&5Z)^xzW>`$riZ3sDl6Sr`;$md zl;1i07m-rA+)MvFiq=#|yy4+kcNPVNh<klQZ9yDKfFSr&f$hd`NAwx~9zNNsf}>Y& zIrvm2gjm8g8rw@$?F>K;Vhyqp{U<knsO2ETht*b}m=?8jzEVJD9S-+&Jc3b^<_dFt zJb^)r40g|Q{R=-aOar}tQe`9?f7s<Y`!N@%ZIj_ABGPlIXkaGQ_z>cJ;Sg6+Vwu;j zLS+{h2}#IQ`x@{HK=V`nQ&-HW5UmuVVI|t1c0r<2q<Q=B1ZH0C|Nc;cLf+1)aXJkL zX-2lBxCxm~<TWD$y-S=7En=R1(%Hy;h{7ScG`47$;cF|A<>?lO4h>Ih<-isd8QNlY zlGNo)5(XfVFp9msw)rLyK?dwlCpG9+4C*|GCAdJJ+i?xyja$PxB*Fh`?*8AwwIO^- zej$sYfI9l84IvVJsilo5dYIkpORiWMyck4Mv|?aJ)X$lpl!qZl&Z2cpYDlqVNta!S zna6gNE4w7Fb;nm;iw;5Zrk=X1hIu4bbgSrT-o$OKDd?^(q~l(v`t&P}RijeTZi)3* z&FN)9$kVoEwM1{-dQaYMH5wc@ftZ3Ke%UvQO~f2zb5%>Gx1^<SlhD@SWzPNwFP>e9 zN{8fSpCfWP1CNgDikFN;E~e{t(vBPVGz{k8+3f*6FY-snMJ~wZSN%^1M;zG6f`|(J z3Z_O>Kt}0e%)furI_mo{BkqvgXV$I%Tq*7*UDqK2=D{|y^j~+*9|lLB@`p~1F76Ya zr(tSh8yImu{Bd1(1@6XRiYY=v?eB8xQlmA^x0b7#<NF76W6V*P6;cz3xRu4PaL3W) zVqac)Jl#JBn%C{Db@{pYHd3Nzs17ta8{Z2Vay><whj&-6EB-!)pKzqvMSI+RFqb7W zKdxv4MKy`Gr}&qMU7-VUIwt<t{DNz#G%Q6tWUHb}D_&*q&nUt8tp2vw=g2lB?RYM$ z@l)o2jgPq=0YFNbgBrXaYO<tKqhY_4?Y_##%^r>Q?oW^Go8P3#QZmcuQi5$LF*twW zA>IB(Q@R+lKXr1_I1oS0Q<Ri^9!*<yklS({oyZR_LVi;wau8kQK{Z?M+N1lkaZBoy zHB4U{kx{n%!@DqxHxz#d5xV&<8^ox#f@kI85OrGBy1CeQ*~(HhK=M$vqO`4Q(#=pp z63Relc03%l5&cuQJk?&6-c5`py1(?R4)jL8`8+}Ac{jd_V!r)u(>*ZoF-HU*pN3gi zVtEj;aUWQ?s38?flvyInyBM*#qclvN)!_{vylOgm$VwMGt*ZV!IaRUM{6zEA3>(Y2 z1+{>l+oZ^Ug=LL~K5l<d5GBz4IT?kvkfa;84x&?XRS<$Pk?~PF@jfUE#zNL|Ed+R7 zO!wO)+CGEAj#(KhAn&@gWe8iX&)0ZOTxwl(=D6%lAfNe?i3x3rqoS&i!-}l<k72Qf zys7Vu4A8mHls`a<QEGf4Dv=pA3*)d9<R(x5VVjK<p?yJQEF|;3lVXOITQg`p%f#&> z2XC#;PbOAfaeJ@<2q|LRh*YwR?bj1UDYB?S>}0E8n(^S`;KHUwW*UV5t_z9EDoM3B zA&TT3E5;{c9ZCNcY(xLaZUt@>(@RaTAPWGZgwqU3Ka5|*<Alg}7J!9`SI);Gk7NdG z|2=Wwso&o|O7FUd8Jzeo;DMeB{C#2NZMC<7Tf<`#7t(o8Cr>qI&^gs4T?Yr#Uz5K+ zGnUBG8-I>Rq~S-x<)8>RJO2D7;%tL%;{`B{{ZEWbWdes@RQJL<R(8uqzgEAX8%cJ3 zi8T68vQy}7sdU-r0e*U9Niu+X5^B(-0=!Ox0cT&KPc@Tn$r&nNgwXpusDcN*@jR{Y z3{J?HH8i4rEmRQk!>&d<sIXmq{IjFnjE+I*nv!^>q>4<9j*u<=S{|?GA%*@ue(Rms zlra$*iBej5oWrYk$-uhnjHkp!gMDDo_?m@4U3oR!MU8Y!k!*-ax5R|SAdMyL%zz(L zG`9D>;I7UFC1P1NvCkXxpG?X69#6k#uzNgLl&V@3*2&Cs#41Ab2}<=Y5-2q|!bnB9 z>OZUASG-xO5n?-!7c`^|dsyRd+J;k2u$y;=sRd&raG!~iMSW|6Jns9M_@P&W_`(Rx zi`LgwEFb4M<fqcP<F1?xC9<Ji?(^&5b$vNTE=u6BtwAFGe97FLR4fFm-)eL`Tow5@ z;FkaWSXBQ>&$VQIY3%%wS=@-|U*y&W^r5dQ&~3VNa?#M+8dB$eko|S9S#z5AHtF&7 zW+GkUdTstc**|x^(?eC{v52Eo0%OrxopqBNRyiGie<~hRDyWVAfSF6Q5_p>XpWUb5 z-0h=c(e&T~75rFCtFt-uB_%J&u7MB!TWHIjcMsB+jx51Lc~aatrPM#Y+tFF`?eJ6M zf7arEBrqHXkb=!EPQfWgXu&1NxUr*<wFxu;vNumIKp$~L1@Q3}7^YMDC3QzO@IVeA zG_<W;c@D?`ZFY&JP4tYY!F!F-Q6eSYx}qW&7T7C*E_i763C-)uX^AvWz9Kc#!-%7? z*J+ijL08m<-=YB=Pr_@)Dl4U=5rZG1fDsb=p$;{KM!k2=S-<OY)Rf#;MN`#Cp2ear zf*dQ+AOb>4zgLn!V4em;f$V)VXPb|g9f7QUiGEL4q_s8e9uNE6x!!6e#}17qEvjB^ zWjPB?lH!(d17}`ewyk-btJFNSiBM;L&#e$VE_0Lq-1#!j^SW}>)AP+aqE_l+OGn|f z&f{4`nbd9JX@KfYMMaSNz<;;Nt%1PG1-%T}v_;D`Q<aUFTV>dGF+`Bl9xi5r{+ofD zgE~EzIVbIxL8r!6@t;_Td_j`Ts~p?$DzKfCN#Hv8w0K>#$~(8q_d4jvmlRg%Iji8t z_hNfJeI9Rzg*<d_*h*_Q9F&nu(pu0m()+4usx#gae)vMI9%EIgS5>vxZhS;hyGop- zG1;t)3G|%RB`UIxhgjv5tyfy-JuIbX=g?3(Q*f$`YAbxMpO_I3k}2t{B&A1m<CuPx z<@t+ZyOCClhX%REMl^Z!&8$zPumck!t$z7&Ouv~G-{x%Ax}S}{a-;Ny{vcS&#5<*T zaPMS0H*?UpmwPul3~ku&sP*z3C|!f24qVYJiHI7Mqe#_TYl4K*Xwl|>3Njizp{eRH zrq>MQ5-R83Pmid08MB<W+4K<;A!G4TAiQ?iHc|ManT$x26!NKHHP{6gF)9T+4!%e6 zlvJms_A#bNln~)9uACXb$Eo$fF7Th(xd(0Hbj)|T#*2x&RQy`YHV6zw3e<*0o4s$+ z+Nl4d0gj<7ueCtYLbjV0-J&I`6(KVsB06?_S&m0eN|8m{{XObT<s3Mm^Kren`r*vF z6W-lf<J*!9J5;cmZct*XuasuP%v6IQsl5P#?epcRifH|jBjx)^Lp91R+j6(0mJaPC z^qXfkNHbm=2Eo)IFi=CI9$O2L_(g@6WSfbqZzzoW^N0CI>tfwTsz}kuKk)%Fi99My z$Skq(C-Utj_+;i%N&{CUDC1>@jUTJq%wJTQ<tN8lExAP=wd+->C&W4Lk7ZxSjy|8= zVc|N()p&Q^Zu(ABKaY8iYFE5TTjG|K=}`>;`wB0@#(j75D|gFj*6=YM<JYJnVm;wk zyYQp7Lo~s5(5mNKj#G?(j+Fj%HL-B{c>fAGJ6nDU05(po@3XVTKf{*bU0c<8b|xF7 zuE%lSK`>@P9F>u(W2nbXWer)4?;IQ)r*8D6kmhLwK38dHQe$B9d+YyHuTZWZ!@@Dj z(}Z08*u!>>EBZZZ%sQ1v+Gj%l#Y!$d0VMbd*}}KeBfZqWmg(_87|n>9s?MI$@|<VT zeonP8@xKcqnO85ZW2yX<J}-n)*QQKJ{?vAE3H(8UW-#!X9W^e~%`vvuRgr>2dWJ79 zif_zF0$+-UDQuO8gKah!1%O`kqeX}gxFVIw7Ra%y#-iks@PGFZn{<djp#e9tB>#3a zf;f(o>HtJh>z_$)$~97Wiu*QKCdB6X`P6_AN45b}CY)&nFE77NT}nx|GOPZ9ioU6M z%|=6TmQd&Q7Z@6|vK3<iez3hUZM)=5CI?b?l@1F!`}F=|^9lYCK%hD@^6^l$znQFt zm<&rn()7SkAZIuQ%N>vEd-KEJ3W?{WCZoH4tkZy-Zi8pAuhY%lR^xx0oNe8&3#nkp zRl_}zID<i<ZJkXQ4V+?d^St}to`TRU8V*L@gIrY@2iug#%7N6|Gtv2mV+|Y`4F0iE zbT>61lx6(~B9xj2rQar>i!Bjj+}m*6Nno$Uy4BZ@hw2!_ORru`p0QGn;^EOgfU8&H zjh!_rn^s@@_r+v|6{ADaZQ86A!WS-;d=|FH3f)TjnW6V%G)j~(yc=hQwy9)*hMFL^ z(4PeR1wU`BJ2P4EX$a9z#`%V%^Mg8*bI#O~VIe_!f^jS<b(a|&(`^6ru*6io+`kdH zUN*A7x$?D934+NGwg<`FaGD`mcMKx+A>0vB+kO%Kh026CKz>Ktu($k*RcgI}S$-i! z2)#w~_uwDs?b<I=^k*|3pY}LKMD0Y($RcNIqxL}#4?Suz-V6AdrUc=P^$_qdnknG! zT4XH6sM((K#3ddfP$U3;YEz|zD)^sYOw=Y7WjcG9WN({d7hu?+Cx+_tn^NK+1t)S# z%1P4Q%0uV~W{1<p+*fmy!%0DnNx30y3o&@QHWj}O9@lxvk@tG!V?Z(DI0`|O{zqhS z7L+J_AABD`GRj7dD@{^WIs#cTCIy5X+J6n^yxMm+-E+Nnd3{@##m{ePPQ<u6t)CIb zFQRNo)k8mpH<6Qr>Eb^_t3F9{S|%0@so;_=e{4o>8HnpVoT4G(wB<jxqq3v<Kg^Ju zUv@paIxK+8=RgA7gl-$CGp?Hb_FRd-f|d5aLL5M4q5D4H&8zyY6EEt43#-RvD-fUk zSXa%e&V4%EVI`BAj05a@uAvB)ftjv<9!24VkmLsZ138!SVhyixJaLa(Z|By>-`YP4 z77hQ@M{(23Fk<>wFN$(~@P7{SzyFrru`y!pWMF9Ds0BKxoOI`EE>&a;CT&EuzgL{B zNnA7TgoqJ17&qO$0Q*`Di{D-ueVHD$t8)CPL!YDXq2)Mt=+28$Iw@M#1=l?F>*?<- zEtXd8unoE{w+CI6ogBlz;Ic)_ZW@2V7vXsToZvkhWO&DyQ?C0vi1Ys-3ZDTk@XOrA z6O-WY5c%l;<~ev{i#s$v(>pp(N6ho9o!&n6TmodOuRJt$G;ZVVn=&8m+ZsKpo);uK zt`90kr};WNo7~4IQcis%Jh54Ju3iD)7cO6Pv!X%+G8?gimE%(IGm=zpXJaZ;eO^Tx zGHZ|uRPdg(I<Z0wB2I(__+e=f&&$e9!xvJqCloe(4o><>V`|&k=%Vv+y#*C*%LN4P zJ~jp1f(BV^?nau(?+OJtv6z!X@TFwj9YtMaDt6{7-gO`vG61rGQgR9-q9irx-OPwX znc>&IN)`IeWhYA~HPqknns*Y9AziDDWle1i_hWcL#gleI1@YOD=bo(Sh8nbp^glfM zbs}*Slx8E2ePYjx$^LzE)XWO9|I}EQW9tuJAB=?DoQ!wgg;e{)=kMjPj5_Rbtxvyl zaa4FuM+Ep?2OXmcZb!ayZaoh9UG}fFDvP1!c3z)|Z2GVW@T8)O%zj0CI7HM$PmfP@ zBO_TA@y{VKRQB6<1v>Mze1_0}Vv}~QUiNM_jMJ02z>ZR3S9QhvDyrf2HE$!Rr-ztd zU#f&R)4A>+C2MIbwhka#$b9>4x!$+<W2H|Go)Ml7R^QbsxOp{uZL&AXeo<I7b;A_| ziH{}-QY|8qj`ri_MnaIJr3lQiZ~S%N5(cL*QUO3u?@w7Z>AAn6(=|e$!X`=iVZnpR zWHPh_wDb}qsd3yg#YKC;f$vcX>5~*KvmAFevkh{3d{D6&QZjiVN%X}jMD#W@-R`YC zHF<%zCV1AT!)BmscjRN00%LuYy*5Q~HwohMrG>sw<3Gv?kJx^N@>}-vFOsI{5G2T# zSaUwqPI(~Kb({RPtWq*Ig$g>c@=%(r02c4z$BwX)aBXZ4D&XBH?EH7#kdvOUvc(jY zG7pt<s&9>!w?9piYkzmchjRVlszu2A;HWQtXeo)o!L7dwxXs8T7UMLM_gLrU#``QH zGKgvMlh6@&>k$vC4eE9pINy>0AmQeJ&wF~iN`=?)`1tJXV>hN?+5FPALoy;7md2Dx ziI@<U(29_4zF^CV5{~F6v@l}AHU`q4kFzbM)WZ$BF=$?R2$J*x$mU-qn*&Y1UxZ~J zpwhaNSLtREwc7S3XVWPn0E0qqP9#|6i|G2Q47X7@^aZf{e@SZx4H}mBCH&5Ju)WhI z39s=lNJ?c7gUG-o+_OO*<Vu|VVD`rTQHw$Z0o!%ZJe@zzu%?0pmy_UMXo2OwcqP0R znY*5L)Sr4V4Ccf0PRU3a3e33!u?W<e5N2{i<eASvI(nePPyQ8Vu@XaSY}Lt#*xpRl zvAUc6C1{JjUc`Gm4hp>5lQs_r4+M6G)geIJ9;^Va%~9NQI1+ksSbA_N3_M)6F2hts zrqjN@qAvF1o1Zk!VUwu$zUhp_6a8&<^YUT5_kUeDp)LYOs8S*VxHSE~J3I+*vn){5 zIh%8zLC49W20uPex*BEE=i|J&G`Z=U`?aUqi*di*`5=!ikRA%e&n)JR>Jw?aY`<C2 zTsy1XdzG-#c2nQ|);jxa7z#DX&4C>T)PKNz*P?rL3iG{^-4p#~-E7R_eSL{6MNfU0 z51Il0!oydScj&(|z2i;XklNx-E<o2*>p;}#T^8o0as;^e`N+Kxvoa`YUl(*=spOOr z*2u6U0u%z38S(O1426H(gS#s}%HW$a%1HwF4I_;zJn4E{ZBDi&x^IYc(&F$@!;$1s zBi@8*d0~l;qqyw-h;0t^bOJ|UkmLmXD|T-G#gWCHW(U0+QpM4+(PkWNIsFV^g7si# zLqhmtFO@@Rh<3{%Br*&UDPaoWXb4uEc@nGbAIoI;W!=&}x^_Pj$1JlNmJC}0Z*{6W zgWx~NqPOFhIxqk$#$=cSw8h)Pzg!nS+v;d=$;3Xx<Jte7B|M5f4S6-?s#fQXY^yd) zv6P;$%$ADaPd(;pjEEug$y=rNPvj9p4BSnkIvE`FTmx6Cn$>ABjumZb<dZbGrL&+~ z&rK?xO>@QgO9pfF^{<KjN7_{x-aj~++Pf*I_p>ocLx=z^14=y1)+*&dm{DWO8$n2) zAek@`Vee<wPg@*yftYVnEZgL^t;EW~pOokU$>KrxA=~8BQ1pqIB=ce43~Lc7Y3_P6 zFbKI1IfgjVhL+eL{rW>hSY{PB1mNVHOLH^``}yJ57-qY}n5M8NJl8YdYcvaB(1_6} zURNKtA4)(!PhDGPKc~r-EdjtN9}rB0K|s6p)y`#mWu)<KIE&qEDn4m6B9EkidT-C- zPq}ZRB*D7$D6!w{kqE+sgZibcMF<gnej3RmN}2x5`eA5FeuIl5?t|-!#E%=r$b_DU zUO>RRJh|3lb+vh6$UeKv>N!r*`pHG6T1!g}t2sWcZxmgzEQOJ260X4V9=SUMB%gXj z<zvC1GvuUEg?&Itud%M&mXB~O6tMh~#{Z(=RG5B_yvjlp+_%%!W@-SG8bHluhWeMT z6o0u^wP^`XVx-Bp6htlj)>9VR;uOcW&ehq@lbyZ1&#~#|1buEez$L@TpRkns_2Vyt zd}>9BgFGIJVX+J%H-lUd0;EX?^5~hVbOr*wh|c=NlO?q(!=<T?Cr{1*CsC`^ia5}4 z{GNS2JQ1w2!FUW9);~A$+gcS|X?1sLZFhpD_4FYAL2@uz9pyjH4>=EdOmH@NoP|@g zq5|$a!odD;RV_PT&mdkLh^^)ItRRNZhwwo6W9L(1sfa2u0QBL9M_K21t%$6-{JvX* z6jnYV*OXP?57Pv}K*vqX#ZyS+KZaRfEP$u%Msc7j=t+<HKi>_t-<JhV{Qv5L0xhh1 zT$iZ>KJ+?R8wC0sfmSSix-&K(O5OkdYT!R1{Gu3@pY;Nb=V7NUt5mQj>~|?_H>ZDY zw9eVU3BzDjTK#u?Tp+gQMH9qtxWd@yze)%UctgPO5-8GJEuZ7Ys-%~D8cl0^T7l-F zhhhBkj?GZs{}lSu@q|*hgTASg+Se~JbB{&MmlgL!VK-nUMy<6?xu}8Y{!6$5X$GYm zHQ!<R2NW4T2B{n1hheEPTLw8yLEbYi{qX8w(v{bY-~J+}J4OMM4)GJ2zNnq2_Xxa} zezP3XC^JL3RL5D)O;>ze-+X4Cq4Fwyv}lWbPlo8`4_uVaLU=D-?Ek$0y)#IPhSP{; zlG6<eT6-#Yo&Q8%-V`A#erM5^I7_JZ?-|a;0%R^ZpZBtw*3#9RK+_>CtD5)@fop<~ zioj^ucFqoR`WABP8<KC|iC+Q<f4q)5BA_CU$BEe->ZKD@^z-%(oX^dJy6oj{WN7&f zI4Dr?QP+$xq`H71@kI~A^iKcoRudJ^KiszO2mmQk|3nOz1ZM6FKA43JI?>xVH*XXa zizJoGiHpr|lYZtZM7#-JsjX}jXwtP<fAQNS$FCgUI{_yivRaFfbejuS)geK3V)%@{ z$`rQdlk}I`?bMPeBoYc)*MymoD;<1BnEy^ptU!WCK&IXl?e=a#m4jM-6dg46H$z~p zCoR;9D8b$Qu}oxJgIuvYh{%`O-8Ju~xzoCBq!8Fq@$si=$>n)5M_F&*_~5$WAeuCg zn|=o*mCWdi%bD!7KC_RR5A`Twu^gl-5#12<NQO-Ypv^fLHl^UwnR%Ny^JRRergr2v zz<252WkwL5s_}Vq(Ul8I9#D_-@-c^&rRLkQ$dk`5rj1%Jr5Y^14LIxhoz$uC!`|}A zfc@a|g})GS=vQ)rwO4{F8^SUiXGVM+Q=T%YF$y=^Es~fik|jxm>%xqPGuT$LQun~N zKB+dI2L5{J7lsf-LIgJ{WYuZ@>Gx8hTCtzLC*uq*>v%VK(`b<k8mJAf;S5VLdV9&; ziIWmA<Zu^!021Ssr2zWg>3tB`F}KAluxEakKt<$Z02I8WQ?c^pXs!N{<OTdC5r4Xl zHzWrRRqsPq{}XUip<RLS2`%~Y@`EI>Ud?}8GhY5@z9kP^gm#Ld!N*-)9;{5%!C=Nj z{rwu|S%=r9WekqSU55(!sPexjO?K&ajO*77W%lC=X7X*f6=K}qq+YV_xXAH@X<!QR z5~~c#;HzNc!mE#c!D~lK-e)}>Eq_Ia6?XGC=<$_=zV3Y2XT9srC{VMkSOX7n;N`GH zm|5h+vO3kZY<$?69RDRl{P8JN%m+j+u6tk5NcV;uz{2SU!|9Zix<(_;kJq@**N~iB zJj1)c1NqTHUR?d4Yxx>0*V~to5QBL!!L3`J0e|voLlFYAy8PZMZyt>dY~!hj4h=Mf zcBwotiSn}fU~V4q#-E<vKMo!lmN39yC(!|^Ezjd?egli1sX9I5b#U?HYmtthv8~&f z{rD82+^>itjioR+X3h{!mG`h%B$G)7)8GH0P(sfSi^rHXec_P#yLnhHtvHE~JWeiC zya}r5{kc<OENAkkz5w@v#hiMO;p$s>uJ8Dwy#!3po*;_ad+4*ZvBOI|Bmavf3W=LC zXQ-H03P$emp5wT*Oh#{DVS}~*-IyP)_+tX~6+}?<xeLycd!CKu6$`rgHohPm6+ggC z?q=|wmYe$f`{x~3k9?WSxix1<D$0zYBF1n-z-MbX&uiG|{yJ7&8iHO*hNB-&NSjb` zf&Keccnv)w`WG|0`($g0r-q=r6qD1pmu1z4%h!cQ_qeQxxt!sjQfj+m&An4EI*gcE zxh}%}PbHy}+U>jH>Q4uw-U+HI32Gy61SoKpQBipm6|y$g%*^U&1=1Y*mKKaw|BM!S za@Fv?`;-z}@lqmw?WuG8Y0{iVU<LZPMG^D}>xf*56|Dbc#0=oMT0V+KZ!yN>(8&?_ zX2?(s*YYP#Es>hpBy-goM$!?IEmpQQ?vo4Ebf5U(@-+HEi;(AHEeN%N?gkFv7suqX zk*MAT-8W?PiQ0~DJVNAE06@AI#y(1F-Vz!kMRgMuO8$~344syJn-V)@Qm&$CRU>ej zHKo!Y0r-9#WBA5ap!{lAInTXse_?VmTBQGUF#($aiWWShiVrx%E7If8bG<Rdv$P01 zPWkIfN{~cHZy8Hxfu0%PBt4$xCEZ|<$d<t<C-X@}-_{)aH3nd_XxoIy9$7+gAcxaz zx`=4yR$mD*`Fy{J9b;)T_Zstq3*rxLDkD7Lw~Yp7w4^<ze__Ml-4+<Vxuj{z%m-Qn z4&2Nyw-@Q6RT}ndbwO^=tA4F$ceQ;|rAXP`&J6}vt=#pV7H2C}Fo8-c^unTwl;u{} zn}5n<CcFzTnE#oG2VKo~dP`>y?)+l_9B9aHdP%B3Z<^Cw@9K#0T9&i;wtbEIE<*rt z{Z8aQ-1kjW^R7_r|8WewC?bqPjM9GkllWQh7yGoGWLrk-wD}uv_F*c57TWjQO|<dx z;jLsy$g%Eeql<E0IG3q@z7~WpLOvW0F8Itf5SQ+<e@gdlLkLFSWs7^A)VReJ;cEGT z83WxQrImd=T+1%WtG!el(J4ZYc$Rg&DSCOoISh<5bRLH9lS7FQ7CevP?YHXC>r88g z%_nKi=euHi=k@?~edwBq02%Y$em=tiBaRm(j=9~yl5>6*!g9FK%oU1<;V&^2zlWj3 z6r#H#MqW%Kc!a^p?SE?qPd_Rg<)G?Sv>B&gOlgF<0mQLPEsPEb`GDzIkvI;XUXNtT zz3<8v77ik6{f$eG5(2_Gqm1;0albgmJpo#qrqX_90UR%}rztGso7my8Kuu>Tzko^E z9wy4^rRwDHz5%aLtKTWVM28sD*`pW}pupKx_l~lESsqnw553tBx*_;*#q3Qbq<;cC zHsEcpO)6hlo$az}=HYF!cQ_QIdE$}w|GSeQG@SbM>gMss2@83ZBul{V+sssj(r;tz z>AHQaYLU=9lQC9mEuWhfit*J}Cy&j!C4Z)uE4jFeL^@WxW6=MuWEY-#??=(Fvz7|T z{S8UruhTPsXl6d-sdEd(4dl@WUL}C@0IIN3cfsbCOHjt{>mc0!R)kBHalhLjc(PpA zW&NvbVVX)Nng;Z=&?EBHuEs7OUkHMu@i>B79k;juhgG46IUR}nJn^ehBlGG0t5`n` ze5xdeCX0&PA*%?%SeM_H^gWFx8Cia_Sh<(a9k7>x%UGJHj`-7NMRnH>=hMc;#Z~vH zmC#-zhnrq?%6RS@re?5t;|UFg1ke3!(B}d5zy?@XVBo-UTYu&;0MwGf|4>nQornv) z)wGNq$Xr<qv9xL?RM9my2@;afag^r_n2rqm*8mR!11MZ=Bn>t4RVm4fvU-7R-etm; z%Jhb+jGoAfi?3nW*zaaghv^5BB9N^|Y87nh3mfuZyHPSj-Uw4-?Py%z^vm*C*_rX+ zN*D9F%&076BL&m*=*ug9SD5`9{^ik#t#2)`&N5LCQd-}*=!&<fEuv!Jo+=O#6^meD zqxUMhtWyEl_htWvMyJsrWD|~_*xT<sY?YIuWO=L&N#x6_qSfbJc--*r@`c_^wq2{? zZ;jN3r8l?}BTg$)&azSMc^9e@kxK3^DP{xoq~9`&>{Vkuv1jp<f`fq^?D{NL%*kO* zN;-P)4#p%v(iK?-uz7gJ6`}Iun3i6a&Ne(gGUKJVqjGhc*gityj`Ax-1!Vvzq>GRG zsri|>K#1$L3L(lTEd!M<WZ^0lQv*Zg=KbtAXTQ-pu=n2cL&j+!EV64!On^Vg1C?wm z)V?^_=6<jn1=iGlH9H<SWyzc-S8+9G@N_Z_KgwGXY<Yijtl#CRJP^pP$Qmc-_{sH@ z1hU$4zaII#J3CDF?Y6SX{9>si(yD;ggEu#8H0;Bw!Vo(apun<dM+#`4D1Lz|Dl+0A z2V;jxekvWi{mI{uWlF@E_Fh+RXoivocpY8#k(s9qiIOWms)$L!7W*Ahgxov{>tjz3 zl`O^N%m#yfq_3m$5w(b6wRYS6{iaMKF^MYWfT@B#1JhFc>okp0?BY0$B~rvNzG`Y9 z*x);-W}Q+XgIIJhrG|8eVNx=B5&KRpr_Yi(!n(VT5qyZ#sLk3x(?GjZ>%AgjA7(Qx z-NZ2W@<tjU&7(+*%W|o@UugO6RpbZB4^ba%rm!4X_y}Xi(qkA51Zfuh)-RyVPg7qT zB{m;MOWQ-T2}yFA4s^Vas%Em7D-xpyYdGkql(2@SfSg{*6qap#y|P4{0$n9r&SKJi zA$rH!oz02C)|ph^?5thm2%#npHuIXp2dN5UI7OAEcWWJiyR9R52YkSH9MXA`W`q_` ze18v9l}PvOQ>>z4+wjRfZoVHVEx*#%VF}uJOJO+RBuE@9P+AWY2^`P=Sbb&Ps$OP; z_2-7_^!W&aB!54T>y4NFlMn1^bVNq(!n3wk^CbvAS)E(wx!O8wb8;U#bC9Su<(-XN zMrctivB|3KdacWJR^cNV9OWEz?0%h~ek$&xwJ>)enr4x#LM_zn>3FJ~cX6ZX6<@WP zA8)c+1OH~y>h+uyezh!Ut;VW=XqsP<J+y;MMfycVUg9bI^!Zdrbj$l!D&D(x7)}t6 z=)~g?=hOOFfP6e<rbXIBudu78e*TA+*gDUivlfE{J+hAVg9Ozg|5J$|OS2MUxul%& zQtl&*SVc216H3`zkfxY_*(QvVE!W_CQnJA;aiYsoqBRK4a2oKxtb=0VK-*>9#;}>U z5V|i78`dr(@7loFH_)-MqYgV}r7zf9^21dDWd#}@i~4t^rKc%J0T}z&m$!AABHjs) z4<&8Y_kBjuJfp9p2~(40>47Ny2Dz!9b{VuyTso$~C96f+sam;~wV1-G>K37rFd^K- zmt6fUJCOphluZJmJ@*5d4Xsk~#OiSq!LDN;xZ=|$mU<PZ9MG1&H+<<BmiA3m03^rA zL|jv7m@ojIF^92~DSe7>$)A|s>3(M`NUtS829EGKEEW-kb0Iof6LQ0~Zl96Rv-Lvf z$&V{KpRwpcm}H5SjDhn5gFu1*&;lD13;*4M9FrvSiojA)D9RKj$5$0*92{+>uLQyF zg^U9BruBn6iSFiRG15x(T&SDD1?HQq9=tzZa)me%YaIMjif}h;Cr9GMdWVI8j*n%8 zj*9;Jk|jF18|piGTP0Wbu{!ctl0|k2lt@(w2i}ek?X`mu{wg{lU_rzLzCt4YSo>eZ zw-$W#^~yhq{NUa4%j*|>#SummG=u_+P~WC@rH4K=<vq=LHd(o~jFKGb9+1<rZ&>oK zB0bi9lMiZfe}49bmv){dHR0lUtYB8RKM;U>M4gjMrr$I-Y!#|)aI4xjg9A)ClhLP* z@_u?j@ET=KqX5BdubVK0u0DrPdvs`<A0SH|YxqF<VS-U|WLx(Ynu<q>2spVtF&abP zRE07u|I|CX2LEksEbIZ=^>~5j|4<&VB@bWgkhfP=k<{N5ByR>dl>r__bkbr0H_70E z1qQ_6t;AzV!fz@rZ__|y^ZSLOS^vVvCGW@KGs*F4C#auA&D&prjxD9kHVwEmLJCqp z()VuZ2?&z3BY;G#zuOt<{G;SU$Ow8Z2^QFjDuGz|Rfg0p@82!EABQy9JB(B4c6oU` zObk42-RIq}XQ@Ap=Ec5NE5Ev?5p{qucSg<LhMznIz7ig3oWvyOkU%%5R|+!uK#DOu zRTW|X)vN^@5ZjTeds*M3!2K!=C@A{i?l`#$wO+oCpjsxjwqkR~Qe4o^#P0EJn*<ib zdANRgj>1f?XV^G{dKZ7eX`YVa)&0-Wrrl>jYbv7}(Yq=tSuNRK4e{k^BO#<XZysD= z<jqX0(&vFjh|eX8_i<L`$mkXB>Q`>Rs@m6E+nZPd)hUVWTVFwjQ>ysG{+qny4o(IW z)@xk6V_}y|^SrJ*n&*G1@Yd1_T@a4#n5j|cN>nTo2MfglrazzSAwMg0`^bJNt?Qgi zZaf?_oci|UJv=@?F0Iv^LppPF^M9vCcv<{3E*n!<btXFrTw&VlIAIEU5Lub|C@MLz z<bN{_UE~$-u(~MGtbyZ(IaV#V+dk)ZnB1O>=Uo*kt5bij-c0eC`^I@Yi6fGr!a1f* zj^4i;%8eXC|E+;azW=<by35h3^G-eJ>ThIT8wQXvMRKxm*7bZu_Fs&g%L*)*{iiU~ zfMT6^e0*ra+kTX|@>A=Jm3>b*1&w!mp&Rqpr^*Jx!S7SMdxFr%UXtgle_6Mc@W=#F z`1sQ{M$=kD(D-j#WQ+LW9KQtVtqlK)Ri8(wznfL3-Gl}z)x7E~vPG;zQ-NGuJ*v~E zR|B;u$dY58b-3?_WyE!H-^@2zs%R8^xHYr2xKG=<j#{5sn_QCW(-k0ABC4m0ZcxGI zam4>%AmuXl9rnr<`CYxPJ$n;g5#M+2z<;Dh_FoqAJJQy(d8<?_&DKLL-PWz9w1Zz7 z$>-?2W;Z^XYCu`6bX`tW9BFyI%{%{a8PDl|!HiZ~zWhcAPsq96Um~hl>-VOpP4u5X z4k4EAGNy-Ev@h!%&0_0cO_^dVgiEnEV3xM~*{;SWaTB4K)+Z_1S8YW-2$069p;D0u zq0uK}^b&+4*kb%a{KOG7%uV)|YWZ6{eYY!}4VZr;^6Xm@{6<Gm#mpM5>A0VFBp*tj z8y3pQ5S^-=n<@chs1@8VAYTMeg?+|8&Wjz?Ms^+Zj|V;u=iY^u8uK*i{>MRnp3b@V zj#E1#&$&7D4#EW}=B_1n{>iuRlO+uM#M8*+JxuX~k;LlX?bWhCUh)_2{s_4_?tW(w zy+Hl<zvkTz2o`_E!SR^SdfJ>Z4EU6UMSzz72}2K(I<)^98AwxWqXma0O=U0^Fu~j` z(4(YuS-<gfRAu5AA0obwb=QdbLk!fKwY=y_%S9^=4#uBw)6LDYGAb|P;Y}y>;gO?Q zH5xPVSo^QC@on|v*91Be72STXmMtDSEz4Z=<}4;2C00P@Hv)dzF<Uf{G}T0zo{XN1 z@6hH>V1pxRsz>{l05rph7%eBi=IQ9jT-JvbM&ioXY%kI;s%46$2Xei1r3C=%J||5R zWEK`&?r%s=pNM`On+jCJUe0e8=blLEkO48P#o=V|lga3zvT)v&2k;*FA0JXUHSgqR z+}ho#HLPJ4-kdG`##t6<dNj4NqEkzjdGUgn2X_!Zc2XDv2~%2Ri@2=~2zD0`T@ZWQ zfZrcIxl~Usr^K-^c`jXqL-NPX;f;{8X^-UXP`X4xQ-#okLEv_{0d?R>NgY9yVzKzy zxwHRitAQM|RbAi1`ry)%RI#?BE~F6KhRJ$UUj!X&&)Gayrd(a-w_mF_lGk<f7Z&t+ z9`a>6!|(*#>+%Esn5tS%o$G$w|Il=mQEjx{Ho@JCySuv-cbDSY07Xl2ic6tDgIn?9 zP~3uhu?DBO7Kh+k{O0}Ex_{?KX06H0dCu8q3s1<yXb4l`+0((^^gyE-ck7+yVBSmj z@@oI&$8L#tz*X2~rSVV+iEGc{0;pQ4YjMuI7E`3M`Gf&6gEHT&E%sdwlOg&OJGG4D zc1%d(<ma>J5u?*Z0o`1yu^o^2eR}@PU$TwW&CB&R=g8V2$7Yr{RVnK4D*s9K)}Ag( zxO;KykC6PnBhUhg`Dll{p4L~mnO{L$y7rcOa>oNy<k@d-U#~LHp8olWWQ)D(CeYHB z5FwaCxLhy+(GI60*W(>H-S=+N&wV|?bKWAW_YwK4!W}x_K#pJ=tY!_)h4H<{kIdVx zAG^)H44Y<Kj^YkuMm>dby05$^C2SV6?58Uk#j;Pp??3MxR2lf&*H0T-2XKEdXLk4V zdw~StJTGATVqN=?xe|q?h*hGgo_;P}BhAlA%JLHiEg3HJ|3KVejL{_!MT{CDwZEiN z`fJ~6m+eECjApChzIeE72R2Jj>P5C%!ciNdTo0*(=<tCX<;YqGJ2}}@Rlme%*cUPB znS^6ba1O`xmzz4LVYW5J$gm*;;=N-7$mwfb66~X`iC821iQ5V->1WDruw_eAM8At6 zfD5KQua3HCUS<Njq#9h!*lSK<+_EBnNI1Th($~2d9@#(;6HmEN;TFV0Vi>Y0aeB6b ztO!FDgc|E6*u^&6N{A#59pdo=6{>OokZ}QK<M7b+fn6BZy{6N=`)CkVMvv`bG<6Fh zpjQl7oQasIz?sbgXrde;RxyHIeY2??CmYhO0*3LG=`;we%Y<mt<*RPBzN<WwZm8S8 zl3r}Sn^InX&Z2pKf=mW&v)q9v>E(Gcnq9sLGP!s9zQ4Wg7+$|B;PK748u{e%o>_QN zgr7iZlnhHBbsp!jdcLNMP-N9(@_uFEb^L3$7c}>=ltZ)b7>Set2^uAu+^on27e{&k z!Gt<lcN39yTy!O=^+^2v1pN)9`)IwPg+BUGu4DVNj^s`vp#V&#rY^zUFt8eEeHP+@ z0AS{|5{z4Z8gqdd93R0h%v@=g`S}Ikioq!gfv20-TT>5zd!tP&PyDHi+fMrB=tl4y zkZon0MQiLzi;U=y@Q8t-hK?liWeZ_^w&63eQtug=CjAQpzcugmUxQT%PVM+o-svUL zSueJE=zo@cKRjQjQ@V_B&*dehCPzzOk}@bZOb~fm)0brTj6?j}4$$tp@S;!P2Ra~x zD@HTApJ&%V`k@XI@pWJ3#c>!I?CgRIAjZJnKZn@(*z$X=h7ejwks2fKDHISmJJYNR z_c{$oyDbj;8o+`xi8QB}j82vtsv<}SBKrCVM>5Q0I2h`j7i1-I1>Ah5={P!qxlv`; z)NFJMxsJv>)mb|8%da+maUErJM4sOH(?7EOqVE$5HI`d9$-|?hK6v@I@H!eGeVH~r zjTqT&DUl6|PG@Q$^S$4$_6PYtozFLS)dq~F?SGVt<aK&2IE++dNP(K%c40!2>I2(s zvDTVAuPclsFT1J3UPt|w38}ruwcTi>#m!hVCaeA=y6a`vR&7A`5?;=2dYZ@02G0op zS4@m0;eZjf&&1HAh4(XVNU(DA`cWsW%}4t*`5UC?AyQj>|Jb0l(vNkEq-9+|oKK?D zeaD5E`^IZhd-CaNufquaY3aYgw8!&KRwSEjsavR8I-i$Y{#O{>m%Y)<H$i&0<m_W) zy<wJTX&78njM}%&nyk7ycs~{84IMRRPr?*vY>phHVnF<FV59#0HwIlKr?GLY5V!x| z$XNJ>3xV#W&g-%!MaHWwxMGs$R6<fh$V^u+yl!#H|CQD~k8#G`La}&Tw1PW%ItmR; z$34{`%WU0|TABgpi1mu@sfP=c5;<lv@&QaOhi*GR1vBFeFvd$LImqY}ri?qy;n^@J zq$2|Qp(;J9x=3V$U($#vN@f7GqJ-(Z3ODH+`rLTB2akC&rP|Zzj_B0A7#*Sjs>oi^ zD}Jy*wV;EdyNX&kUj;e23km7M3CbWH9+0G$i-?%?jl&yGL9)!F{_u>+Voy9%*wQE) zcJw{H8F>{007F()fgK19HyEDmb5I;AzA=_TiFTwDYEDH|Fg%ch@{fy;lBU`Z668rv zhGPjJpReS;CIfd^5^q6JZda}SNpMnf;;j(tC>a8M(ghNEAzo%S^v#3+)shBZzUKaC zss(Qp)b@vmQe2vsQLcczm)||xSh(Z!?Wm7%d^V#CMp12T?_<+GomwDmR$&&;K&WUL z+`aCEqRYLFbL*RHIs~4QkmU8Ze)<V_yNY<dt<GO>ANJ|;HWMz`)tEGjU{$i^bgA@# z3c?h~BV9+}j*1>p;a7}WP4n?w(IbH3w@yfa97I5JQkvq}UYt$w8)M;iGPob%j8lyC zmBE({vBI393_hDrUM}VwWXOHDNnyhl9_s;bpLQi~HLh`RZ*j1xb4|W91+V{o<$PmE zyKfr`mTk<@%~z95SGzdGtfsq}R1e{_)mTKSMxTX}YEBI?;<yfvAYpypmE^5yrZ394 zCXUX1N!60a<imle>sp5kBfTXX#6zEECt7eZ@9{|g?VdY*5wjHefL>O(gcIz(a?lfW z(%yv{KPIxg7Sz=>AP;4>39bxsIC~kn6XM@N-~xgp_>_j2(Y*1Boi`Pt>dQ?tvBT?3 zt|(d1`ls%SXyv%jr`XaJnJJu8vh)iLS4T$fq+jD;&$Rygu)KiV3#N_Ni)tgQ5ZI!D z_dwh5CBvFI+zL`n?({R7^$G;(y2#H7(qMBE<K$EAy@R@|i3t6DWG?|f1aBe|$;3iz zF(M;tV1Cs6d&`Cs_%@Y?BBm0;Slv&bwfzS3pQhPFT$~^XfYT+-WQ5R+QLq-JmUMG$ z<8To*<R*#aW7mhLebn3I$(w7uFuYaI6Z0W6lT!X=N-~NKNcS1jWbo7Tyr==Jx<eUv zl53t66tp&oIk}`WmVa_@F?a_2U$OX<`mL>{d(XrzcurslXL4*}p?F5hB9e<izOul* z=kB|xI4a-+s0$O&58)in%dBP6dyblD8k({Q81g-lf;ag5zrwmN2T5F(+W)TW&C-ZF zG(GVIJ(fM<OuD^&%@HWui#4}&th#rt<J=P+gPO*F1LG&f5|TA((35=Fr<gN6>jlsb z=@P+Tn49P9NwRy`>vKPg<X*pi@QEJrbANBUP?=e?!O_9-d%QusVX}qOBdLkaT)ugs zsSFMh++*sK9miaYr`mZGK%^brwm6O^B?bS1-zxOTADOIhH#F5jY^r|nR7X((Zh5_c z?4|0@AD>1?5o#t}E*c|_)U8`B#PO~|@Drv~LNsY%9n#)6)gpWHH<qW0Lj^@%^ErGI zibRpF(noB&Ww@H;72obPD(8|_J><GLGTbRnWH`9eBPs%E&|0_YNuB1{Ff!6DmQNXz z;@IgCp+hdzk&z0J{okTKT=<X`qOaes(ip+YJ}&s_@63$<s1?ErcdK?(4qAzt*f2(* zrDyc}4p>Q+rrE&8;yOcggnEs5Bvkrzp6~WlfM`5$UrOXJFx_^=uqY`K$|sHI1O=}^ zdCAcE+#VBRQdfkHFRnUS#$OjjR)D~r%g7|xY^_Yi-=b!X?zUsNcT`yfH7$<Ah9cWs zuf#K=*D6kytm1hr6z{m+@SPH4{8Hq!GjJP>F%?;LMz1Nh&8bec-oZpxxXr(zK8*W+ zF2KUmjJ8)nhh(P>W6385pN-Y`Yq*8c{8&@}xTcurbczvB`0=2>nz<%@P#)V$_c?;U zlY*LN)Yzsl&_)1E_zscLNWJE`Gqi83)4BD7HDKLdhwqs`6w<2h9PjATw);Vm<6Tdv zB)04tyW|l8);!3?7uU3j%%M27_Tef%mkcq6<%~1*(m=qc^-Lka4_3hwas05lDIakG z38kb|qTymj4?1)zc-D&=82}qxa*I+YDV;{mKO8Cgr5Ba<V+Vcq0(;E!=J|{Juy>~m zvl06z?isu7f8WbL1bW>5hYoxYIm<G08JiEJ_n@kT=s3=0OUWbd=H>lZ%UccMO^V&U zv<;}+x-Q5lU@Yxb&NYTK{tfqh@^2LHA$>UUpStA=L$gW6qc=4yZNbePv0t@ZAkLA1 z?6wKhqnz9>E*7{wZDw>?3>tNB#;{n0u`nbZrC4>^U!Sjz+;VZq<6RBTU`hN8-1tp0 zYxdR7Z0I|y7CF}|(#*STGg|(Hj-AfbGb&NR=lP!3yUhC|uj*VjZ$9Zne$^+Rot79@ zKsiIr35V1k-+s@1+GOW3t`<jvTQeeHbIav1?>in~>T)2!!s88eYT5ke+3I*HWKq`1 z(78H&(gWFgteI=b*q3d?VuIm4rIPY6?x5_y=qnz7_$tLq+R$qu4=%{PUzRw1+scoZ z#Mim=cg5;1nZu~^{j2={;1V+gkP9s8?*<D&b8LWO^)w2=o!P8mo0juiv{Rf<R<5V? zkJOiW+>o2h+ShVD=iEg6X7{z;|F9n@kJ#%=&{YJ6bkApByrIE7ZkV7&DqA>jUS{3` zJKS3?W8CYm$`*Om{Ung?cIBtxG(S3QE)Ir5>xO+>9rE8|@p514FV^h+aKk}Bd*@h; zm=oI`2}Lj|h+dVWR%eV@>%tYXjpa%y)(WGhompOWCU2sn1@$J@aq+;ST=O~mE-l8O zIz#|Gak3v;$OJ$~RW>XtgpH*jD1n+9zjzF26TzS=4Nfx4k`^aq!ia>Q?ZKPrgZMH# zm*O$rq~%8lJn6H)JL&XH&B76_2?kR@+b90p4c}V++uQZLJX6GLXw+;pd@iBvHXbpA zov5gNL`R}6@uCFogX?YG<BL%yrpCi}i`fi+Fe&2y0y@TFO?!l4(UX>#uMp%EZHq@H zR~cnh-zG(DGps-$M{z3bk`+ejCh_<P$zQh6a<ytmd6ABIm7-Wh)n|K?4aa?sXQpJN zR0t}f6W^$nLeP?M<1rmJcb154!oaf5c;F_KiHy%%9(QnlC$Bp|ft6E6iCwr_91w0- zuuTt45>^XK4ko4Q{BQ=Zy%s@bI))r2C8@tSlX(7OM5OsQuEogvnop1|3gZo?eYVaq zF+4KLN3sFA+nlX}56WM{-19izs7qP2$pOh2hL&Z&pB$+zb<ikqNrOR|c^@appsfb% zP4U!orV)JcAYUW|h}no89Mc=B>o7=cAda+Ab5x~($B<E)rn?BMs^KBPJ;rC9aY<p{ z7ppn%OT#?P0sGN-9J$T^oUN`?^VhxZ4t^akb7jwLXHB-(xH74s4+Do(*fiv~XJ&gz z9fQotd--j{Ls^e;0&rLUd;}u2lX*4vijn3<%@qN4>Myd3Q{e-FZ>^ogkV1t$4ViS? z6=EANz?!JVMWJR{6QqL3sYFNL4w13l?Y86=1zh|1Dr~=g9*=vyu5g1d2jjr1o8L#5 z;x(5U-HGlC!~=_ktyH%}!GyY;j`rRN8~TGl0FZwL8A{iKt|UavF+d^wBO_Z%k}X0Q z^}In$v-^Gj>Crn|uR;KQ(Rfy0-Y#pL26s#FO8Rra-7_qsw(V)=N~DHD^d3VJ_#b}v zu|AK3Sc^9hKb`f?YmzcomE5~*wW1PpCAP49T{6CR*rrKT!gqb|Z-(?8I)GQK`F#KE zVX?Yn7<0|SY(iSw7$N#8edDJ{GOL~*dv(9hrs$TVk>n8;T%7lNkP=Y7O^7!MU?K#t zl4!xquVfgscHsNv=MN%lL7P)vCF^7Ur!w$hWs)<$qc;hXCXjP$87S_?4eqP^Rc=wy z*M0s-xp~}h-ctLxwoGGZ#2?A6?K<va&9Jx=*yHQw--L&+J^vbK6<cy}OtTXL_av+y z*RhKT8~YnBOA75)zR+$LuQ?o(y&h^xC|g}TN&ByTtChSOdtnd8{jbo}$G(%)QDJCk zHU#It(}_)Yy4Sx$yeWO1xC`;wKaGIjzu`XcwY@nVl*Grc#Y{{N|LN_N#>v1LrjUz= zeUq(%AXvw4O%VJt46?3%G;=H`RL%+DPaiGJC`n2E5xu$Ru?!iwKlH(Ci?`smhYqg7 z=Q{76R#>dE)hBUpD<iho*Up^;>FYzc1S(Ri7Q5Movo(H#3i!e}`4^JrWIgJ9t(1k8 zZ@n>I9!rr5a(8RXiv|-@5{h2`Zzoq7wCjcge?a0xa9ExAoCSZPQ)JQ%2Jbf58{7v3 ze%Vw?GR!JOYtmX$KS1S=pN42sma$o-Zw5Lt?xc2rWYB^v%oJ8+hZ%;_-j9Sn8Fmo6 zt+(4hx51<@^A@gCF<VZSrN!MBrsW9-DCT)+{DvVI_gKw=WWza)#SOh;0)U2ghmju{ zeJ=F_8#6zJ<gF>C5}t@vRIAzd)Br!yZe5@aNM8V0xixtXHry`vH-m#CxcFio^$Jeu zq!d8=*gsX@?XlI?#u^ev%VI+LhT7^x@doFRXWFM`1w{WWycNt%XV2Uvw@K2NB1MQB z&WNU~K8JqU!fONY{s<G*7Mg1cA3%fy0yY3sP(AbyNtinx@t*ov1OBu_q-g}AIa<wD zxo*Bx;4g<+0l(F93pFvRxA;wn_9nV`oD)V-QI9|wN2!*@XoB4;G_|INw&DgEKvXnh zxuJdwd2ut6LAWPfbaWx(_e?j#pG)t99c&qs)L5Kmv;MNCdtx^8Y85i+*AqFu<Jz$J zI8RQSqQNFTWd^C*&cPJOD{5j!u#Gm?nX(7RxX9Y_OX^4Om9a6MG!;wi7Y@j1*U75D zmPTTla>su&zUAff9$o`QbG8WTZ@0zoFYC@4nR+e=oCqt@`K#aQ*#gM*&xZaK1*20< ze?5^Sci3+M06i7)h<R~rdmUosV&y?zM~0|qL`{T!0v1yJ5ZlzmX$2HAiPA}y!lt`C zw3uE}Y!uh8OWf`@?nC$nL_c|dw277cN%wwsv>nRmxoS*!di1@e$~&`?SWVY)zK5I? zOAdz@CaLPxBG0kYHexF7*&9&ud~*q<+nnK~A{!%4w)eJiQYt_bO3WA(^=PC{(nb2{ z>$VI5MJJ2K5Li(NG(cV#&(=HxzM{a{T0wg-X@59}3*{~<+vk)j_dAvNJE-y5xpl|1 zOY;*_rUfS=!Urt;0an$HKmaX9KLaYxM~jumBa*j{CpxwBd;hI^;RUDT;SpsX9>Sb& z4M~L7Y|a(XXdJJ+)>?Jn{@r)g7+2Gd@j{??Xx47&MMqnHfzONM40l@ruYkY9A}<f} zueT@nYC&G_iSfSFH3{1e_1w)$bf1sYNMFTdbl$*`cb$@2)spqwyVsYrvyB7WPR;$} zPy99WPBu;u;T{$7c)9#gIe9t&bTMJ^?d39w^e&vHa@-xYM=%YC+SR4oZT7<|exDB| zy*K*2tNA_pDD8LmXayY5Z}%T~g^Ij=?Fry9y4dWO4<PD@efRX%W-@G)X6@7dNe2$+ zeAbYTw$b1469(<T<AF1M@zV$lM?vd@uOC1;Ma^nktt}mXuhe6*q&+XS(idI%tAFhU zC?=PJ5lW89C>=zyK!ho9%ky!Y)Xp<19;rvj5GozKWdUrqez<hGizv6K2I99<`!8wb z%&7*rMib%NV>GO_9!><U&$vG>jr+b{edvDN`e5;LL?U&VdPT+KzqkD#l?L8mHHUbG zOv;29h47fkT9Dt^&y;8Lo|{+tI`ldaHmzWZCGjcr6F@*^7I$Eq$*JDsu!!Go^7USq z#M}|lO?s&cXa{~Dr(6o`_;}<^fh4&z^!zF<a!df|G1G4UFrk*hN&}^t;EGV@FJ&Cc zCQ4-{{%C^qak>=SCa!<(AWns{N;Bjd7hx56cu<%MB00(r13Fmuahp-+5wiAgdvn0Q zkq#@uP8dkK!_{r)YtR7Vy&hjK1L*-5vMlKzm@1JU#F}i<?GdTB;q%xV{qc~pG5|gn z5MYXvPN`q3ldLl(Co&)g!YVP4p?Yx5=qS8jimWi<Cl`~q9U@H;p5bXJlEAU`z-!WU zP4ZBL{5nNr^?nxMS3P={!WbzR>@eUzWK5TjUie*a*aHe=l2vUYV~Yg$dE^TN{mC$v zQ-4`6IfwyJi10xb$2N`xeW84RJ|^=W*s)>tl3tq|9%~M+Aq|^S1Ezn!Y28&yYrC&- z<jGd$YAvG8kr3Y%F>@y+;MK!O{i%UmeSdFm6w}s53y!p-G76Qmg;bZ!s1_E<Aa~RC zx=`n05%#M-ql}jGg3ZPq3W%Emix~Img?R-eXok>1V+~Xj62ict#2Hhj802t)KS?yh z@SSJ8v!{@tkQrYToL@M`IsOrC5)tsxY(&(t*#&c>!kR~Mk}DHQ=BEk^J>Y$`JZxc{ zhP>w`!*`C{)#h7T9LuxRE^E3CXJiI)kESdp73yLv0S!WF*M%wJKAMa!!0}6g9U*>m zwhR(mfU<(Z>_<IHZxylaUgM*WDoE|R31Woz^cYD5-bY?aUg8fx09Z-Ec8oXg$WVL% zvT6S5)UHa7t>#^tn*Cm-{PUWGFU`}z2e^5qNAUCQczlM5s9<C$M`h|*L#{^)MxZs= zMSBRHOzrX3s9X*Y50CUyd}gQ99EWoJ<>_0Nl$d9G%0VnL-_^8Iiq!_z0woDaL9rJ5 zx_~8`?#fzU8~@uVGoO4-(85?CHo*Ms*OCU@!MAFy^Wyx4Z^JE<5rUz3>X&QCT%B2X z^z`2DWAIA*dYR?Lh=Jkr8tmg+KR@P_N$e`Bw`<2N0KcWN&GzPiA>99cRWvlgutQ=q zfyGA0=gos(E>j=#>F}8&lYhb`*iz0~nJlj|+X7av(>=k5%Uy(xk$UdWkm}4p;UHtE zsG~vUBlCXGvz5qNW5^{a<h30&LH?zz`)MGaX&h4Rn1#Oo-g+%7ukXdM2p<xZ#wv53 zUA<oORFbfG0soqVrROgP-JY+NMUEv!_19WKE2CQy3Y>S>wjOQuL8#p~16C)C4Yy0$ z-Pa-;&F>@~`ZgZd?_O$JY~ED*IWV9h41Et!685&|G$22FInQ{x7ue`J`YMt@ot2kU zNtIiDA|V(w;2Pl84Vs)-L*-e#NNi%6US4eua4A@3_sKZ({`>I0#KNufA6Z7O35K8e zQ+~+(!?=X9d<3k;Rctpf>_mL9=JMaKY13v)_MM3p2;6cf9X~2}U7GI8w&cMW`O8%n z#a+Di4c2wz>{oO+J7jr`6L7940-y!7R1ubPH3{>_#tE|`sf;EH=l2x3jeqJksA}pT zNP%-MKKQN&ox5k``2PM?BptXTmW~I%hD()KGsgXIJblBd#p!17F!T3V4#r9j-;nW? zlac)glF|?RWu+XRS2u%dLG^mMR?!2C?o>7=ZRS27ot8=E0joD!VunHrszjbhYvn5l zjrV~?(~xg=o8f{$vKb89a7aYFx(#NNEDxq%ReDT?0;RZ+T#?X+Mg1|9x#jsAM3RqY zXQt+=hsvtm9Z-8t)#BZ@5pBw50Vt&5^PVUeQ*I|c4Qi)aNg}mfe-<zdO;^5;G~Z)` zFC7h??@w<36%?i2-y1g1m(OuDUb#2gB>y5T7eZf2*2RJh#M*`0k@1%JtlJ9G((ePJ zA)rElK{y06+MS-T0xcA+Z4>NCrEE=<#D^rA%}}lHcCQsoN=pDI%F3&}SCNaA<0o%I zDAHwScBrr)`1_rQc;0O-wKO=nK#Aj^Ns|MeUkNG;RdYP%+wkDG#`4f|N7F;tXRRth z^J?6p(VZ$}l$+o+DmJ9z%1-kSz1odInQ3QuAU6LLAI{LS<zvR=ZsexzZF2#q)>a-m zTMzk6-54|D_S4(4tM>cg31%~L?r=6siuydO*d;Hrs;asqUg+Uo@w4p?#J|4vSb;Q% z6&b*3b80-Wd-4GV6Nu}IFsQ1Lk{&c7wlBx3`J*H$xryB;t?CVBt)5%+Q(~f6jl3z$ z9~s=IF+nS`>`<bS9BSy$mW$$H%cgC4WN}6d4>3{*=E%63cQuDkFUX`N-V7@3j|nE~ z#^C}{uF|P`bdJgBtmqKLisZL*#nxq&NYOHCvo#C|#J@+x81W-rn<%dv0MR+w5A;lY z{P9bY9I13EAWLEaF)vAL!18xiM!R00FuoluKp!6cCpd@%K+;ulN9!lBcy2AsP=iBG z$JS%KebXZf@7S9u+%^IRs2<_V`(5=C-dLDse&WTp-H`Zs9Jud-H7%1Cf#gtf`r-l= zEqbg$;~*s&YxMV?H&Ifmo+F2mHKZsmNsrAHOou=#ulL)Y!=)LKt`%e!P5Mt(X%ob~ zKD`mZqh0Uzx}e!{tLcM#eWgF{hXG|zhw@{nGP`$ht!S#z6MhYDhVTkdG?|ioG`V`n zczdH+8>r-;@zOiobMY<rao%P5)81P)z$XFA#`Q$q!26PY-wez$v$6W>fLl$<TocY4 zud+&b0s6h#-~VT<|Jubnxci;+2qS*FkhD-&LCbmn2lLzih$CZ_-L<rZtg$l-5LYu6 zvW(z6Ws#7B*^TuOFPoD+Y$^E&2#80zv2`;uux527$jd+Yt~;h8Gm?WQ<RXacy)@qU zTEUkinx4A-^W&(Km0uT)l3-7sl+g^e!PA=ezDB+wXGsjRasF5J3F5wDcAK2K)h+Ay zVUs6sMFkpyz6Cu@m*UZ<K;x(+B_+&0pQa_eV4r-Mpf-hx#&bc%?{jLlfc@-YR)g%p z`cF|v!LR@Rz+Nu5H`-6<l@hP9aj|QxMCyE6eI0(Ru5A0Q|1sa42pDo(6Z2n(+(02s zxNop<y+U3e%y2a{K3v@kB*-=C>7%khs?Yw{1a`k&1XyqU`y>4V6Tzjlpj@ht%+H(U zpJ<GH3WG<!c+Tyc-#ZMyJxSS<)!GbkUy<@%6|g)wZP4n${PwN+hb5xTg-ckI5)u?* z<N^ARu4aoS_CYRjI(0-tIECj8=kNpxW=USnXpyJyn&&5<8jsywlKfTuuhF>DZnG&o z9jvfrel7E`&)NG_mSdvbGz#_fLut%RCG$~<z!nwJC`>yQrWv=#YNt8U6ds}oNIp_` zdMseN;gcd;3R;sMzm`i_yNRz(M<yl07n>a-=qe-(3qNUw7G#S>mC%He2>>kO_^5Ew z%6vtqr43bM+}99-naz8>&b|8gJ#O4z8ohmuu_4;Hgdq+%e>I<sS#hn1JJ*_?Du^MX zb^rDSTdtgyKxw)Eh?@lBLTX9v?q72?Y-An?@8;jnzf(>2R+w&tirw|Q!YnU3IpCU; z`(QlbBTeb)@1tRLGxERnBm@B}t^*mBtI;y#$w;jLo3emZj5KVzZLB7HQ~E*!jIJC$ zl=QXj^eQMIOoCgS+d)w+94yOBOK6ii(0c>-Y=s|B^W6H(CEgOzO^1vwVaa3OG48fi zgl37v1~H`Xhec^|WL2lKOoU5cY#moSz;LpU1|Hd-`j8s{-yZY8?=T8TPqkvdBUenw zJ=Wkw8Kz-S2<NI5DJ%^(SRBods2Dpe(Q@v!ejg2=XCzc1*o4r@M}6PSCH6&WSfb?$ z^RzsL7h3G4zC>XqXRhXSHFeis9~I`rU%jnO<|~jvNAZt%NoI10MRl&JYK7%GoSZc6 zhiy)HOc0n3LFIDz_|*8`abTE$`HQlu2AcH}Ad#G#GqQQxgOOr?41zS26w`m&eHvJ? zBVvYZWGpwvB^-eAm|ok$s}?`OsaAmoa3M+6@I`6^Ow3jgBjKgfy0V_LIfNUsx&VHN ze(^yBOhF6n3N}l1naGNE>-0p#PcLu1ZdW~~8f4U_2*4;Sc8)xNBzVdV3{5?8zWp64 z$j^w!^mZmqCECF~&vJ)9K5n|i!z8rk9ZcDtnCZMPsTn}3q*_UZw~5~3_2wVD7H`T) zE6ls|F8$wQJ&AfEK`NuGAV$%99dux<izSfVHGN=z2BbA~prBN3ALJ8k<J2xLLW3-u zJkou-#e};Nyw|ys?GwKaf5#$gE)S`F%+EdCT2e;qm|ig{#!COLe?2jNjor7n==SYC z<|D~Zq5cc^*iM=ZY{4IWY5vfFP0t@(^e)p3ZRKV9@O~Om`ABoaGv{Sp|NDr`5^vyD z?xW9%RBGv0N-BvaQ311Bp+Z)zWJXm3Ql)V?axXyvS>AWCd<=WN+x_6Dur8gG*~?>? z?dE@0=94g4wbChOBzdEO1gctG+Z9=H$MdUsuJaVh^Qhlo?*4pI8|*!7=^+q#+2wav z+%g_BpdTSsGHf0=5o8K|xAD3g*K)=eZ*<g_;r_#JMKuR)CL(ATE{s@X4|_cUy_4&K z50>2ZI*y%i5>C(nRZ+?MY2OXZkXR+sH4Uzlk+Q&qTUDQA`aM3ry=uel-tBYT@DLY; z+zd$vJOu8lqvB96*MTa7$eCT5#5~TY_Wqv!*X2@WFRUlL3EJ=ZxGeBis_r9~bcLlq zg83wekFSX7i}uH-8-aYU(P!g@2%zIk?S_m0((D8Bh$sqxh!`ITln6dn1*ql}A5+a< z)Yk!Maf){BI9I5by6xV3y}}#E*X?ZSx4BlQ%LVJcJ%@@RH$x<pd0Dl8Ory_Zc%H1C zYB18r8_D2qoP13d=^Vur@}}Ouy-bx(4DIZ>V+f!GaPqua^^f_Vhm3ofoE|_l>ybnt zAiK%2sipQLGqYAr$#LGleHXIrQ2mDYu!S|A_k%IB+g5bAFa}VoG$kJLK0A&ts_7zv zHAYz4!<k)(C>;0J7Z|FMtmnJX|3`zUNt1cf5NjA+My+IA&si)fDH$F%dP*ww<V*8> zv{2jqH~;16o&2)}l&0;v@Fc^si3;%ZCY?rMZMWY8F#MmSO+Eh^Vw%W1IcwW$2mCQ@ zFNQ-6i1$oxF_)o<d!LRhV;v1fq325Z9t|9-Cz4B~+ijV44})tlj6K-x!F)it0;_ZN z8$Vwh`(RQo6bBpE9`jy9*i#Nu{>U}Y6y=wxH^Mz&gcP7KftTo>&VK^eRG=X_z?X~+ zAeksIA=wep5jqz|BeL3i75YtLQ(?Bq9K`o5pMwuoYF$3#Wx5zwjvSI<AKc#Zt!Pg6 z)mJMj4An2%nPOwCFuU;U&YS8gKwz{042r~1^gTO?1-jx2XD_+YY^;KeB1Xd)BAF*J zw?3M6fThC+ztvNyG0699)Hlr|Qj+f5lQ1Ly1qHLJxml`z2kJsCa_{v6evT@e^4U*a zQd&A7aGO@t^dq~!wqu~UR8g8?b*b|=uj4#Re+fuc*N4DmH;DevZPe+-zhot|SN%Zz z*tMyj`UJX-vF2V_SJ5L5e=ufLxfPPpoig_@0sCV&q3(qLQsMgt!=twql_i7(s2bJ< z3f1C@Kym6NVX`=^&!*Q5GbhZfG3nUg*;v{KuZ7eZH8pzuF}r!Jn=hYzkMnfp%sU*5 zw}V;*@4fo@SX=>U-w$%a2t^XK0tZQXwPcpvLYaAyu!{A16~wbY9oK)eej;YV2RPBj zX|Q7}T*W-x)jl80cii^CuqWY3%(J(dZfm@qLAF0;oa`<?OqGKQ%-K`b)kcGS*Mg=Y z-W#v00b1z`n&XDiBNA!kA!Kn*-Y*AD;1pI}1%=*VpT~nZUn)4U`BPs!wp-9mqn1u4 zU)1Y$My+|3aBa`w>0qV_Hh2kQakN$Q6$}hd=XY!=-mni<_~Z2TZY9B<%qDfU$<u59 zw7xB}UAVL?XQQd+PM754=m+h3=ls`6*coN+G4=6e-n1kx{#TJInywFLAy4}WR_E8y z;QjIQio3ojPe|@~KfI0}Cl!gDP<GWixBX3DgTvi$?UuVRW`=*evhv;Q)85)-*CpSb zw_>GVxpi8vba_E@y59PuN98|@0n$dv+Q9tt?vVTC$um+eA7AV$v+OAK{7#L@DFFVO z&*ZO-z;n#}m#-pko3dJJTdzAM@&iXjYM<v8rHY<m^F&Y<VX?2lyaE4Ih@!G-x(_vL z{g$64z&)+rBD6bdk!cm|W%32)%K@94lOLCFcA(TgwV2M;XB*5?Km4v0SKzIev}hMx z<RfPBU|RN-I0>wTqH&(KkZu?|(hJwf`bMexq#E_Oy<3|S)6ibc%w3Y~h-Ka91Ot*7 z6?jQ)8Eioj*!@Tp5pOA6KpK~b-yM39Qe+X(!AJ;-sYc6b_P)ZJ@wpvt8wT&r?zV5o zP+aNJ!|t9IKjf{i1i|JtZ=yVL<Tusx84v;VLA{i>)#R(Uzi#1N<Xa9NsgrY9TX&6% zmC>zyewX7_N(V*Q-YD2<K03ODpH#iSfw+@bhOL?iWA^Cy7W&PgB60q?^6};QtmZj{ z=6M-XFJ|GL>Bz?&S}=vg&p0&@u{POuo;td;<@+%t+FeOOjl-4_pKRYgCn6s!Thk+p zGtK5OrzWG^GSV-4^!b~Zf-F?Ar65&uzgXxj09ILyRe}Yy-p+ct;piykXm%+m@>I;H z%s*$xG*l+}cJvh~nAB<QEso3&TE;SJf${YMAcuW|re*?oe4M26^}f3Yj=WLwO1rN_ zub}j<lN&%?$--Im(K%9FAd)<2VHYJ=Q6ryv^zk!$mHRyZkRn7nW&A%EU^0xaG!3b` z8LK%}hA}9=Np1nifud{V`RBJ5k||*%Et0~qf3>Qr%z<TFLy-U~z@KKJ3oWO>j@%M2 zT(4YC!rrb!T&}`2k0y!$zgREJfEI`rDu~o=lUXTTlfT|ow%aNbyO^xdW>aW~&+Bo7 zhawXSCtJ#7F#_d{)i4wcj)Gbr@%WnLORD5VvLMXKdib2)5iOCk003_$9a%UQE!L=D zvta=ZX?jIC9vXfUmKn!V_i{!;<63dp4<ScvaDijWzQYEls0hwVL<AOos?9k(OR6d8 z&H#GTaz?gbidsNV-$zD*KyXM*nj$c$u&Twfoj%$;59(lPo?&DXYqonQCZ{kvq(C0$ zbM!?JxtV{2cWK&jc-z!@!_)hB>&`JDHO-QMkOYl3(=+X=6dy~P(vVKH4?sg9Q}Uj= zIcuk-ch=QZ0v_0t+qKs0G3woUn}jLrq59iG^_)`SmjMoGgk9v_E%3}$7uA|GY5E4E z=_t#NEEJFaw*=B$@}-50eX%FGE(fxjQVTY|pB_S@D|v-NLz%!Z-gX5Nt%IfyC$&^~ zVU<pYLibtFl>LIUHKlR3*OcM=#mQsq7%sd~RbDL{KxjF7ViVSMUE<%%6oOQ}Ir<Si zQcw($sW6?gf`Ohx+rfz0nZHY*|6i`!02^_#p8bNPinjO7dprE2X&mB{Qm)%#WjJu1 z|3kt{Mh&Oo)tZHJpr#SAn#`xeHWpKqkRy&#^J?enq^pRYY4}dX{x{|~OWHQO>^3Yk zd=wkzH`=CwlX9PJkGokQ39lzNJi#v|WoM6FwyRGoFsrBDz3KPz@|^J(#d|ra%q1$$ z)uUP^ioz^``+4IM>;Fz)pRRkJ-tk{>K#0{Ux?dtXdaiRNj>hM2V<LAa7j8&6XIqbA z8!ZEF>>eiw;Kgg9C^YfxNOCK{{JRo+c8yR@{_9r#MqA_9wRsFcbLDN;F6uTI^R0kU zthh)*Fi!`|9$u!SnQ|kE1T{nN8eyaM%8?=)GC=S5hfV)OGMoWkoLLcnQcBFt{OLqJ z;cVqfa(}EId57wdNCBbt4}1G}Zf~NdrRuiMad+eMYLu!W-jDxIe5E{Y*_6``g7!As zGc5Ya0#6=&&laUDo9t7Tz>aVnAgVy$xi!AArsvb|3znw=3ag*CQ!XgVFN4nosd<?^ zm^KaaT)wwo$r?kg1N~ndw3Y;}sE@~(CdBNXA@v=5Wu+Ytxa%NCV-yAO`;ss^lJ^^W z>B(x&)&Z5@h+<ki2SlxLB5jJVmXsR3A1x9jAD<YCC4Dr<;MFg{XCl?#2v_rXRo)at zPo;SF80LwjrzW6j*bTMF3FAFJ8@2KqIv0`l8OZ2<yvl#xig7Bc5OSXo1%dxwz>K<& z6iM<to{o4z&i17r?ios)2wTsyaWD|;G*yK4Om^FrJz4e2w0(7oG`N&MbMd+|W3gfD zskL)a{ab4Ne0rGuau{V~n>>HXW+|WpH}+p)Azmv@nfPE)W@5ql`0YwboP%JL)<E}~ z`g3;5?4N3s1@>tZm3>bDZ=KJ0|IT$#0^IjOI`~$4BcRKbsvxt@)YYjP-^7=0B`XVc z#?;BS%JpE5`xg)LT=a->M{_U@Jcj0JEz}k*CxSOdP!wBZf4SXZTHM5$UQ>1v=ZNBs z0Ud2^1~f8W{?f3aqIDnDve^Ya?~IcO<AiHKN0_p9=`tK{x>_<?D}v{x?CT3Ry7PQ; zztY!_QyafQm_aI*MIm}P;qycUgre_+7xs6|gpMGwl;DR780c~HI6J5wYKmhox#00{ zp=6=ZF;pkjGqnf;=rxMVO=m2>4R0~ZmoOShdXWQ=qR`QbiGEn>`8r=M+f;}YOO-?c zfeTs;4q|k8-)zy45aSfc$&}?kaZI>=BTB*wDv2`mdfLve{p<%lb?qqo_;3+{>$X&) zp}vAn)Q`F+K@AWzTYuk{r}>M$QJ`iUzz-e_%kC8e{4m@J*a;x=<IL>yBWNo1k3`V^ zZh!atjVX*5p7;WTkq1s7vjjbUy>p?VVH+RMkb0vM2`<`vM6QE3zIYF`*t}vRa6rG1 zH!jfk1A9g$<=P1p0LU~HpOIf64^?5~#S#Q}B|Qea3ql6`;Fk8*;P6CeMKE9djN@-5 zO%6NWR5{WMQC?<wHhEQ3&j~C#QBX{4uIeBNf-ZAXObRMa3-`g9#tZk{`$~t;Re_jj zsHTYDi8U2_61SRkYyT!4W#L6W3V_xh%8N9GCw6pCJ(L_U5LErH8BH(TvC#|1WJNnE zS|z3Kq^~c}zoNm;>*>KaxU(ZMms|L@OZj8>$xHX?(@kyQtyr1M;>%hGajCty5v5j- z)cMoa>gu`m0w#~d$&WJ<sI{px8Pen1xU?CCUt$~+6KVS-K_%7k+#i?lBDKpkR(|`~ zHc;KG)nEV0Te=H6rpTGTFFSLco6mat@9<18$m9T~yK2sF2p7yuXqegRUATycO^Lzb z_`6@L%CE41kf4(*Tu<7sas%%0ps58K3bGZxcN)9=LGm2fvq-;q(TI=Y9<FmjW-adA z)-Mv=g6|vbj<3xfgX`Z96OJrScMcO){JE_kMHNZN^LhGdW%H#+RxpbTJfeZh(JT1| z%qNZZv-x3~@K5vnoPSD8k?G&2yZ(BE3hD963|h4C%?!)_XBuVxOiAM2SD+kPl4P>w z0pHWaw2Lqq=t92Lh6d$MsvYFzQQr|VIKA4H+tnrEbJq6w_awvW(^0M9*ap+f-lV11 z^b$+ZB~&^vaD^1$lK&kc6q}<%T%15^;CZ3@dS>6k<KgdN<X73QB?JKXKi$1XvaHa9 z`%7MtjBU|rs4?0FY=rRT_R|2&>hf27#be9qUvsaTgU>%T+{IJ45p?jZ39vjv?!^(R z-_Re=xiW`Nk>m^#T$E{n#530FJ@4kHD>BU8*Z(Tt<h}-3KmL-N{QdIX?w}WS$Yg6X z1)LKxuf}FWI;Q2c7QJN14|hUJfk#e2H!e_w8azF^jjtl=7&6E$XY(~#*qiqxq|fKR zwj5V=(D4_ffdwaJ^~+22VlhANN<43Me*8m=<;Opc+4aZiw_!>r@wVhAK?X(B{n;4b z?!QM1T~ABeOrPNnT9Y+FdjZ>o`Vj*#e^gYgS@wyEwq`Y*+VJW5Yi6!KTzX_tHD(L@ zu`#1|46<3gt_Vc_)Y+?Dn$?RD=i2V;^Vv5EEMGSHu^7mzqZ!a;On=^*&>>90L&)gk z4c&5hC@`90R>5J+Xh8rOiLe;PId-B}orUjXoXxfjpK!=kIZ~5XQJiwwy#B<d*_Uhy zcMxdT$0sC?Gm_ZvH}A9eiTk&w^WZMvI>)7-K~iB+-O4s-rgZT9-593r`x?2|qjx3u zgQHXuZ}1CMWky6lg_WZB7dzo!>rqH<|9AsPo>9mW5Y!yNlq+G}m&B4kY@dEEFPx(T zhN^Ri^YY~(%$gs;WMyOq7$;;=WXQ!9^pNw)R*8YM`|v#`a#kp#jM=iA<4=Z0VQMDz zWiQ+zbQun0ez3}d>wOSS@vLoBSWb41b7=dv?~dnW_xYcb0DBUS8y)8%Y>rG@b(BL> z$BNX;Kwo#QNCK>s5)TKo<m6NY1(~5OwoB7LP6z(TrsI&<4&E^rOLl%N!#u0Sx(1jS zNp6-_+4{{;#yE*|*XQ9>;ce@o#4E%+L|3xU3&5ezr4hD2DBjtQVcK??vt9dm_Q~)w zP}7he<>%-4kZaN-voj(Hx)hd>`c+g&H6%uqbjPb;6MO+yGtX6q9;7qTo0h8hdVR^W zsurPpU*+(o5gY!uT8ItcJy}mWO_;DY!)Z+9>P+vscytPgO6lY)`V*sNNM(?^apyfK zd?bdfV%JxcaRGQyL>Es<Ku1AMTAbyGUby8hZ_)NlwKyw!>EO&gB!K}y8?J|BOB(J; z{0|5e4BRzZO>>Ug8btz`vmFZOF6n(9{&Nsmf7=h8lysfllxHA}a@^~X!1b3$?w0Nf za9NA(ue9<Q9rBh(U9*2a0<Q2|l*LAmryIF7Q7*V`Aav6hLdkjO=OWYtK{Lw`tQG#E z3iZ9q*u{~5I{|MmZ+M;_H(X2?m`k4z_7gNF(zgzGdZz#Ym6B&#12y*{Ecs&!?HXgD zR%h5q!s+T$8P8+UdJTi~)TwW1LFWZrWmmmI-2kc=8g^UF7tc_!6Np^TJG_XYx^qdp ztjz!XYNZ%w@v&}%R3HQAZ*<);DeWJsGv96%?wwgA1ydS>&T}?evfp0pdC~+nF92IT zbSVq*-=i@E+V?IGj@gtYsj&7^$1G(VF)ysgEh9s0QQ}_dqCT<LIRb&<b1!;~%>?GL zY_lrKe~a;LgR!YU88X^oVJ!Hxxs%l6@?vRFT2O);MTq@Sit;a$G8ai$YMj8;E~;<> zck0gq1FEGz=mYZE^Vm;W#en~k!*%qicRMsu=n&pqW)6(OwJg&#IaeR{zTjeC2Oq30 zJm19S2mc$bH=I2*oz7M%NnfZ5+Ygw-a8OiXm9Lk6XE~s!NCGIN)nUVsw2AfNzWU?X z1mZ(tUC0^GR%G3M&Q>M^wN1!<4xYx7<lRyTRr#0tga9A_$%tbi)M@P5)XzjWbr-$9 zect&S)RJex+Vhf|-?|;fQf=%qcm9yI%@v>EykQqZM2eEkT#}kfPByvc-3;!o3?w-r z70_q`nX4m)M#{R;Nq3gMUeN@qPxg7`0XFT7Ed3TD7>YzTgql6?dY9)cIQ(bZj^XR0 zEjir|EwevVf~t{}aT@Vu0>P|ZKmOkL#pcB;te#SlFV@@bP)N7#d-H_Ei*iPg1B9z7 zR)vLoc&#qOr|LAgzZj}<Xe#Lawkr)PCRLU#cD5$Km;a+4<r%7C`K<|sn>P;$L8G+5 zgkhtISB3*63K=d2D^E1fK$x`t4r8w}7HE1-8kUJlk+}1^yMw>fD>Gi|Q+hmO8kP18 zgaU!8vmL|!hB#=@oGh+p%3-byRfwwPh}b8sEOQ>xjqV~*fflFjhneFXr3rqry7$wW zOiU|kk0Wpx)~0EMS(8I%h)e)G3CdXMJ$w_6mn7&2*XVp>`7Ew2!^njEwhbrp?H_rK z{a(llpZ$&vGZq>VD{>T&@m&`}l5f{M(e$x<MRDh!H9$00VpAb6<BSYBo~$uvCW6dV zZ0eU@hH4;?kWE1=SpEKO1s+xeCS4lD^$~NU^BE@H8c=im9m15hdWStBww?3&rU8rT zyD)UeIMob4YF?o@jEFAWkq*?ZJJ>64lU0E=v=vMWF}FgttTtGhYCO`e=^lfe%xY5y zZ>(5)j#Ioe&y+_T>e7#MR#LS(X@=Fp`Tz28E0mv-xFaeY)kOS;Ik|A}`1xC3t?~36 zUWat(lKD`D;ixNcKQuH4B%%5zJ<%A)#j%3p*Je1MK~x{y{wgg=ZGl1yiW^3I9#}g^ zUoEwuIN>_0!m{0E(KaAif=>$gk_XQ$j=o$n=sIi<{*g9Q90N!!uq)zKjl}!sFq|R2 zi+=moJ{=RLpoI<Sh4kG45=$<TvYe7r!~KyPbAOS}W|?xy*j60Rr~nFw0M!h@Bsgu; z&PEo2d?_5ikw~Pl)qu3W;RKF;=vJRBO8H!!;F^D4BGWq@R$?)WpY1AKSpGU((_F(z z{B70~hJpcirQ6D`3F<4bAAp<)Xsw_Bo5-|~7=9ztNvqIX{?}^WxmZYj9|2p=v5ySM z%7jcfs!(O_Z0M}T$^;0tk**IoMXn9lXe)Dl+9t8Meo~+Oci06N6BDC|RDHX3=JzS5 z=M@+a^ku<cz1bYeH}@Vb&{~qcsHk0k`gLF{nMt`?cN>c6QZ|S^-D5v@y!cQ1G~{w1 z|M8`#^H~T`=W_ii^~~KidJ>HFIMmD$;<vC}Gb>&gO$BJx`qo5kDR2(O38?FV6|fA; zN!PtsetBPc2$-IdxtkRhlf`STdDIZ4diDLp87dtG@)JK_9LY-vxj;>DSwjY_4DA7| z{mMV=FM{_`w7P7F#u!lQ!F+TI6?#T$(u7s|!9v&G`&QS=JvN7;LyJGdPOBx#5GN(T zUBCHF$C&|DmP=RJR70}~DI(P`{iqvHcQpUbrq^ayAZOM&W_%R*1GH$*@EZ(MALQkj zU}XuVX;7-ICjeBO*Q$WJ%DxM-BJj=}k5V-O<kLOl)oD!MM|x#0l4@G)5~q>{$e2a0 zW28m_lnW)Lr#q65+Lp}2p<xRuR1?H|S-*h*Y2RT)?NSL34nu6Z_u?74A1ft$ejL3? zKLjXjnsXqVlIIMIi#PA9wp2(OiDOSKH;ktR<qkMMSoz&M@^n5`tri%W%AMc!Ts3P! zDVD_AK+u%P^;56694AP&g8J~N)lGf8PXl<P#hGyTCvJruX%QhKO7m$~Gei26pCV@P zN9e7<u&X{H<_^8BPdX$RN;XIPG7|pnt6Gx5NvJA^oC1<ZHXu4387gZ)WIP&bsyUTx zhrx=3PfPOsgmHmx0a&YO`E7aEQ3jxwjNTD)!#<SBJ60pto~SO}4f@%sqp{yu?<Xl< zXjo)YYmk=uA-8qUHRL6k2cDZ;6i}+1w^|w+sg`o4I2&J&gn>zl0E$-0E6Y`ybyueT ztPx32MM}EYz)I$U*hF95CrEcb>Ny>+*oCS<4*b3ujhA2ou>)&zvBIa}Yylc|1duK^ zab%c}oQU&gi&s~_F*P>k^47_hk!V0uDQ~fVCIT)4cS~w07U^lF3914f{ESzNtXoA@ zM=~v93dOX>`aYfr#BV-o-_<FaXb{ubFW;4^#8=~b=Xd3L=S$MC@$$C|KD<XoEsTRT z|NO*0L4Ay+WuKhu#_hMRaQUTYb?Nt2C5;LgM)zG<-L7006lGI9lZDn_r&~c>nWkCk z?-qE)kuk>_wQzmswfA$J3<J@E!?D-LEH1hDjguT5;PXnkHV0g}fK>fGbXK@J=*8~C z(=>9~>c78mBNQp22Ip`z+H0~6o{g5k)8$=Xg(19Df~W&F+t~`gF5@F!54WxtCL=5N z(_^`Nik8*qD=U}GOdg)}Pd|-YWOl{HJu(%>-nOQO>izcZ>h&(cB4n=3;D7^l)6~cx zq;i*H4hMCbCGZP5Xi^-1awg8o49M6|>tSiDCk1$gH|v-2%5dv^-x1VBvtK3$n8c-` zlz3PFnh~Qy0etbHr+;dhB{oe-1_SX?K04Q1-V`@rO7%wWx5X({f<g!{4TJ?+ZBA}o zB^I@5p2{dJZ!TWD?d-cdU18CV!&TqMNihd{UB!!UO6R(2{VxVXZn8LVH@tjSAJWSE zANs>p_QA$E*(eAOWbD-{qz=PEx~y-So4Hu=8(B(8<k`Ap_=iYA-!<ea+jM?zTsA8E z#!UwQH_xvK4T?%v4XwXbP91fjSb8~6&+Rb)NVgc@Kit7L59a0pPo)D)&UlYeQ9jaq z9*=9;R?o@bM5@h}=8}M+z0%7l$GvyJAF!#_{4#8~<MdXwucTmGou42u@UxA(U-^Dv zqxO^CoyQB=aM0s0u7P^VseIzztzxw?IrWj)tH=q0AJ!x*97{|1OB&okTc{m;|Mm4I zZbj*Kj2s@<YVZHmkRDV*`>Ah=^}{f;)9&xytar-CJ^f5}g=Kb|J=(3C;O(A}VTQCV z-L4h(!L4(hN#qYNbpJ=wSw+RwMa#Nz4-Fx~-CctRcX!v|9^74nJHdmyTW|~RZowgq zyX)Qmx#v9f6JzwCyXUS|v({G~YZ_=S{*UBbFX!2Df1l>UiM)I)+ApAM-AeBhofW)R zQXt(AZTIWlp6x9x7N6SwBqpi0D~ZcuDV9J5rYQ`zKYhrVM+^pmVlB@#tG|GRenNvx zai9Z?e<Ig0t`ZH<O;>xKq5X;g^`P~wgpMxH_X)#1ytf`g3ffCP9;#t=N)mslCZxbk zmQ^oL)8dU92lY0hrp%6G%{ESR{L+9a0!^dbKHLP&UCm0bu}xIuxc3@Agr}?Ru%G+y zh6`MGp1(eHQM)TD#>tO1D+1swQL)|$H4O??fGazqq3T)vp+8Jz?H^<|9m|9!WtB(3 z`w!^t2$FMO$NWZO%k#If047OBwk-b@N~pb4Px`d|7sXGvJyOXrXPn>jrA_-?XwJ-K z_@E>!If{{c)*D*Xggj&Izmd{Y+ic%6V#Meu&1&r}Z-M@yH$ega>rV7I;32K=oli_e zbaW{1D)2tb{`R7->Eddt$Y-_A_qHFk<|hBhNDLA}G#_Hk5rZW~HDX9c25a*Nvg&eK z=dD4L+5ZGd6=JLs`PpsOXaTi8I%u_aLZ3rx#VACrv?TsE|BF&5Gm1{QAw^X}1e4_l zsOYAmdQz3(OI3?b@KQ9K{=*!Uk|wLl<{gR8&kS-j0_gx}pMuUnyt!MpNBcq(^x_}U zFc`z}rb5P`CbnX}0LdcXKVo5ydHCw(nxu1q8mMT&)@Jce#ahn?{_A>`98VhPc*QBl z3=fQ4r75SAXJ-2fha6upWD7|W*&}qIl11S4a0;bu#Kn5z2NGAErNc(=8&%p2Dw253 zcDL5vcaBgd`TZWBfB`aOJ113$^-)fi@Cj?(UWOE6gvXyQJf}mZXL*W{5J7^`^_DW_ zIe@|p8!+{@mdWI`!WV$l&t?jahhTzeS`~e8i^Nx*kfm1HfDPpgE}VW2LRf2kjVhwR z^pa=4D|6R&8}_rX$0qsO##LM{u5RhQ+x~})Jh!8moxdG(mO+cgIHN3B#oF|mgA(r5 zdhJxB_=!}5IM&dUYY;*Z+DF`i>7^z%S+ljyo0*6Fp{T{Z`4M*vaFSI#rc{9$l;|{U z*pCdQpA^3O+OVcVuwk7pzY57qP{aDbbjb!)<w4Wq|FjDkBF1lF<ezaVK|%}(2S?}L zPWSV6?sjjB)bD4Rz$^{U<*zlF8lQc~FAMDREFpG3{gOsV<y)ED^?3K({gTaR-)+%w z3<n~q5MRL3`$?7#KMU%q^myK(Of;6#8M15Gf2=0{&Q$rclb^+GNG{P=G<bJlXL$J) zKE8HWa^=c=kO8DcqaJ6zYxZ(JMT{hpetv`{S^vu<3%D;YaVO{ZeuuzWrQ4ccQcywO zVCSO{md71gykp+P$v^KrdTHZdw*AWaeLH;!{np(9-@8(S&Vu(Ud}X$b%ev^Q_>+x+ z$76c;iGjiQNA2AA!PB_&tdUR1|45yTF*;IpX;YTm&<q?e&xzNsaAJvupdU=Q!#0@& zURE-@yym7PN<KeppqcYsJzLjuQEJesZ`yedL?${dT)?{>%<^K42$|3QAm`kFBmSd4 z^%VlZ!dFcAitB;K4F{GA&2ojRx~t!LD3jc8ESaxFfvj!=;wAcyGgdmPWh&@JN5e&_ zW$P_I+k;Vtcd?9XL+hbDIZ{8wf=CT#OBa=4#f{@5R_K>%zN#UYX;-16-x3(f+^C72 zS?XAUj7}$w*+Ptf?0iN5$BfE+>wGp!9}7o*vQzc4#}Y!<&4~ZoSnnr&z$AX0-sSr& z^QFjzDd}O>{cM?49T@$CzG*oTw);<CY?p{i7BA?;&8d4>0)#%oR+|>8RY*tnuxPOb z>pUtrmutO`%DaDUG+TQ2c|UW1+y9c#z9wv}`)~7g;R|#7)l1E~4<uaBUA1UYECTV9 zqx~9Lg4iGwiS2y91X}6(I!d%`5&eGo$jaj5K&Hd<z*tSk)`e@cX`kQ5KuO$5*45D` zN>n=>6>GB9V;^iJOFq{t9iYTMxQ~SFMg>Qr7{C{#gPe&iiub9$nOY9@#0uk(#V16N zlhGbF>2w{76ZVzl)ViH20ju-wV+#PEBf!rl&@^r9x#IF|!sr~(^`pffLEn!F(S5g) zHgo7TfG*0(0LN%bmK<m?qf*cx6>5GmGAB9H_y9dg1fnQvVVh|$=~)60NDk!`$Af60 zf*~75EYf;LOy-az`PLi-7cbg#f!6|chn7qzOqTG$?w&bkQf70mD{7nVE0L5mh%7hX z{<{%B9vzSC={##fELAGdRs>Bu!@`mSKWDATjY0E6CuxanGt>)X&XcX`u4c^<)#plQ ztI2~G#mJIR!GJzx?31i|nU&YQmZSLx44}#v)}YlAf-*BjHw6IV?R0qMb?B$@c-T=t zf=$6Pw1FI<cp*i>J-R<(28BZVk2T&P&l?w&yLSz&HqCmVtswe-&Rtem5?rsSYvh1| zB!*VQS+qdb{`nCGSc3x|;<vx@ubrXSQ`~0=f}TR(H)d863}?9b1P;|~*id`#NudxT zCdt9HWl)vBv!mDctwm||8P$>9wnJWX(NnGTTo#cmvf22bI{9Q9u0vmwf_0A5>n^>@ zcHl5^Op1$8jh7usx##hVTH#s_QL7D2mfh-R5mPwrWNEFPB^noFkU`K8a9Epx@C@vn zgfTR9LhKVQ$t<26Bp&57IRI2;>OwHgLt1O95>CY<9}mSECM4?v7K0y7H^z&0K78gy zOmN0<z^*PpQIxrzr!eZOP|C{ge$JzQCHbEd-4JtIshZXJcv_IszlO5FjlONe%?6Zx z{I^4AK!y`<@-QN4v%#QB(;^q4`sg!?6JdE*p*79wIE#^81u5|lgl6Kx!zLoJa&*{R zFD(OH8{xlY3*_G9#t~X%j-^8am@uHCSdA}?eZFzFd|oXLE=+t}Gk0pDf5s;H0KR(* zz(w%ZxFddx>VhoLFKl<ITL>H@;?9;pWi_<CKB|9YM<F-)7=5jFx0QaT(ZJJWGj(Bf zpJ{lXFZPml#(sV@-0?)2=5uHB-fjUo>qWCcPuWEb{_X^+-cHe9>b&AnY@+556QuZG zp%wLTnGKZo7U!P+q^ri;xR~!@BWfr|>mSB8t=eh%yK*`5sRA9B{ELk%neSEcX5H2i z`$v7k6>AB^!vD(x2zLIvQuH}Y)#q~q(zf2EFD?}`Su5;aR<4`6HU1;SDnx}FwvT>4 zr;2%VXBBZ8CiuE<9sD1w6@Bg{@6|JIYZpkU0$6A9l3}alMgKIErPyc^NBaIssm7Ak zhsnk!E<3IPw%RyRS$pK~-wENzS-4HcP5r>LY`6l}`>`}tS-2u0uyPUJTyX~1*zXx* z6!f>|e*mFWgp`7slCfMj7P+GLeXbre-GzZ@SFcj9rJ18!DI@*fm-_pvjXX3gyx5;_ zj_gVMePXb~rmr&6%~|@YQ6|nQtpkd$r?;A&H=fTUS61@meALwDpEF|9qz3>(7*UJg z_tI{Z)1PbK3kkXAWYM5u{fY|pBtO=9B(7aHw{v4G<+<qU92xSry)wSvr29X&3s%i% zxNmg3E<FG!|A?WJPhSZkIn9o{tIbdSBSST3CsGri@eQn?Dscuehj|!}mqVdi<&k}q zFyj-}NLrwt2i5ybi>0f~P0K<fWEnp^Q-9FXr4d5J7+IyI#U4x9&dV8_^4DmTcF=tL z)zu3;y6lMG&vlz)rr5)JV4(w8Ja`et><GjX=T+d6S)86?sYxz`W#UQMgk>0M5gXN~ zS<>g~5d&)~#N~<uqlPc(ldYZ1XHY~w!}~Q5v5QL@8m^$dD(R$>79sB^>hlNMFACEN z!3S7o0N1QVaDz02G9rYmq6ZRK*R54>Kp2RD#b~hem8v+ufUR53Y8jMR0H>k>&d<p_ z8<hr$TjViUiJU0JfRRRIy^F6TWK~-Hc|I-t-9p0&&N1VvJ=~Zk;E?)#ZegQ+WWCx0 zA1ISwt~dH56W~^G28XEm&oGvdL>by5M%7j$yuQZM9NU+#{@0N(`R<^D;bN#&b88*i zNl&E;x*{zGN1>Z8SZETCDmkjhy_^;Qw+F5+@7YcN>(us^n5h~bzXG$hk(gr$6%~Z4 zq!4w)bvl;OYVu<|l{{hyNMX#TnID8mh~VSjrPcb6dGq}!P0#1nd1{TTvJ+5a4lA5@ z2Y1rOI4hH}cZiKd#OsHg8C}rqo4qF<TaS*xK=)gyPn%YyT%0^_)#4;0xxOfUkxCYO zZ|l}Cj!;I)#ZeN<@5ZKV<=RVZ6ti}U&qW`+#Qu0-?$QcPH_=J`C`QV%qFmE1jA+JC zOsp-{pvXV4H_l=o#DVC2j}F;1>j7&qxPb}LK}*-<p**yoppcj%0IbS&0wW(Y|1m7^ z-zegBLP!he2hBMb*=#-~cypcC?jo`4f&wB0iJt;hR1osq@WBruayBt+u<{9|-}cIf zTe&0fG%`Q@0&80s-UF%1E$(&+i2<iF5NU#f``zte5(2!p@D@yu>LzXY(1{2xI4-ON z4b;aHLi+DBy^hV`a?_HY-<;jOAU|8`cwtidO<tF{j^a5HG11A}T$;YU?iAukBfEmZ z`{Gjf9!&1j<nZJ=;AdMnOm(3l%8UU1o|V0EztNISb=OTRcJ5up={~TLolN4R+S*RY zR<u9I*GnHKVi8xXnYS3CUaUI!{qkbbxdVs&f`{OO+Km91`^5dMFU{bPD-!?=)?C-x zi+23sNkEp`WWRhnd~_W9<#9!)HS7E=n({-nxgk)2N_5nE(m}49_P+TCc=OFBw(w_O zE<?k20L0uj&t%iON~4XN%P=dG*kI*0OjGbaOEs=s;6e@_W8HBxRoDM%>ov1QGCMW8 z4y^(Rz~B8~_I>j#`?K+_(kf!A<6Yjt=QM@*d501B{Wt9cA21HR#!+A~Kova;{1k3g zo|XAi&DaAFdv}5Z%P*k9q|4pK8Xu?o=rxzb!)QCEuxj!hBv8BxBW>Dgm88w=aDZcV z5U6p~ZExNDcqU=}Z|xP(kT4x!wIWlIzVfYM5q4ia%FJju1SGVE<wmx#-c6RE@X4!f zF8$<SS65k<DC)R$N)xePLF~&2CqRKku-d_*nk`GHdqnp+;#&{3osa+P(((Rwr`UDB zYnWW|j4QT~S@mPZY4b?9<#1X6o=3PUUoRYIH$9f~3m0nRaXiFoHXsBvcb!t>|6c7) zg!f}|$w>wp6c+BaSYvQmY*WL3tlgjeC`X!RB~_`JN%yTvk{1FZQ7@bb?K5g+f+m}S z!)+9mC!LPXvr0IJ64I?BNFb{?p)7jZ-wijrgsKAdSaG~+96z8@XSKx5%&R&A287^c zk**{)wq~{d*H#<U{0izEos4<6ZT*kpA_(3*0>h-KBqa)gaY!GN$tV+kbOwS&Q;(;c zkYNSXWqaUo;JM_;PPttPAMi-cbvt2RTdRYz=oym%4TB4jEtdavOnKpJL~x4JU}CAG ztjS7-I2feU^p!oYrbB}RC=EFJRJ&t2M02AI%(U5!A7m=X5oEodpdKygWU`hrUDwpn zCUzycU$rzB!}sKg{K%@UAEE}d>EL?6BaIA`>A+R$S!mDd7Vfd%(<=Ea($ceD+JbR7 zX&FNFumd>Ay`iKbq#O_;lMy+piw-$DzwLB{%XT8XgPkm8oaIYE#?9+^GO@S`-E4GG zfTcb{{|uvX`E*nY)Kx0_?Jpj-CKAT!Hlu-tYuzo2Sfb1Hy^~cXnNnZwR#o$%q>qK@ zgu--`E07AusylWA?XCxo7zI5qM9;hISMY5C87#PQQSRRL9;NFZ%Y`3P-9<FlY%xgn zSArd6@9Jt@1hdp2m!L3+^4N$fDqA~w*0<xsYRNNK&`$Chl1dmBc%`>sowz8w{vyNU zN)j^+!a)oS!@!_X`f0fqfGT3hbwmPVpCQr3j!H=@FQa;pgsfhKSSVF?=SuM8Rt<B1 zo~EpV7ZFI+dp~G0rundETX*<d*4#D%1RHqQKVp8mPW&`l0(e9C8pN@)`v}_wiYFPm zrOg2Dr%~{+h<KyjQ?j|Ce{v5ZtKMb$W~o!GqQ_Q^Cb}R)VwM~yH2Hfg%eiJhOlD{Y zL0VVRQ^*)+p!G4d%xVW3Bx?W53<gA7=Ch>Bz}Mu})qWg+E!?036OhFD=JW+-3FQuh zpN9=+S6OC~O`9pn=h;y2^$gw56JX?YEd(E)2p_1ip_aIvT@pZ&qW}jhW$G8sZ3ZNF zGeP!!&i_Sm?y~u7m+N6z{xrHyEQ}a+74gHdpl|P&DZzKm4LFmB^Yf>M`?sMb`_A1w zJ3cp^OMvjoYWoopdecGeC=l`i{Z{Ywuk+^9Q`$?$YR}NcI70X3Ain<+a0oSdc$KJF z;4MXd)khb&JSE;Z#yIDPZCVER-3FyX$Vs?D&bfn(kBoR}idsXh>pT`mj^FN{Dq_E; zp(BfR>}4hCG5<{0|I5y)uTA4seax%Spu^0}Fd3@|FlRn4RX?<MxBc6fOh|Xr=Xw%F zG}aE^&3sj0;c0jny!Sb(;CelgbQkPWvRd@jcJCjM*&QKF@}@HHelB?C<zqY6xIKMN zIh*{Ol9uhbPXB&TPCx0}yKkZIJz-{%)nPpK=VV-uHdQVIp~3__^D^&Zmgmu1)_?8~ zX;Kb<+0JVs!X?brrU9NkYO-eC`%Y_ARE26{jSe>oI>EEito<xOG9x>P5h^lBe@9&_ zaZVI1X7j>U1~NWcvoL;+l0+LC4o#4grPUvDwf+K_Pl-_t*9+DY!=_a}!mPm|y;VO6 z8_+w{!RcntF}zX>?DO3gwqEzk<La7O>}}ppt`6^Uz)16SaT#3zv-Bg(T&UNrX3=Y? z<HS=<gCDx2C=yr+J%pR`p**WUhC+#zE6+^eg^-d2f_u<RqXRPRS=d{&DtUiOee&`K z0v7C#S%h&@Y1WF-v4X!n+ZSC%TB-f^y#+J1D<gfvQ!}9B3j0b^8AU;+hXk_!0-Q|= z<nb$U@Tf9ABa@F3{!(k(CxMPCAwxO#MfZGkfldGiIezBMl!IeKoa8s2kaY0z<@A+O zu1G!ZzWkc&<?{TeXH{K;K_eqGO$CZf5puUa#zvk-+E-79FGLX+C&Zs%f1M=FoQ<^j zR%`}kK|%>f1P^6pmWZtTA^z;_m`JOgw|roLp<%`8t6((hJt8Oz&x7fEZ#`VZzd%P7 zOvDgyn4L8ARfZ63bb)dHC((Y1Nhq4g5vYVBCzA2z7`?&}bkH!%PJkGK`OmE;l4Km& zo_d*XR2o!3a2hu@z!$QnNX$uyso;S_z~d|vE~&}0f#Et(7~f;Vng}`zz^7#(GHCfi z7u^+w$1dA1qAj1`d!N+lIV;c3k0+yEW2_kFJWP)#hni!Y=TJGUrqlzcc4#>mwIbK7 z(pyDNZ$ixQeAfw!?N0x)7K<D<^5^1~`C8}va6!fhPOb3KTz0g_)B7$WaoSI9O3*Za zO9y>v`gw<z{If2DM)P@w-^q_`Af!FNKQsU=#4HF~%!kgT^A-*ca%AeX=+&X2b4H}g z8Z}tQ81`mqqoz)9b2EX&_NYO_h?GrHqXrf{{LwG%k{;^885U2nfgL2w&#WJ2ntpu( zpzJu5s$kNaGVKzLkBykkcJ40Dq#<C$(u^-oge1^|AY8V<Xn;iOv1&uQYb#AJW<wa3 zM?xDc^k-+B14_syku7>nqv=cyKX%sWXPA{vm=$6_xR2zM%u=>?CI8Fv!D{bD?^|`r zh6XU)0Uvq&-sgaxYt!vL8{PKx#of;h!raWy%9|IWtu?cG^`g^2Dd(I%N+i9E+;0?? zmw{&bSE`U<Z70j7DkZt+r!gLaz*$6}m-hETZu*IF&pgaShCfM`E9PXhwwXga5@eww z57qc>RXx{pkG3wm)>S3<(GFTGx6Ojxbh%&4KLjDRY+O#?ePw?<s}`kQW-JjT`vBZJ zJy9~;o-%klIp}w-c(NV)`<1i7W+~*jE$iA0U2XH0E-Grydr;$kkBJ*7TiNhkpXo@< zQTT5UxdX{U1L@E~@tR#G53oBrzbc*E)U@pxZd|UiD{fraoCP_%UGh+Ws5x}tAS8r! zgfcM!x`^#+<3}k^Q4}^^b~6nhudwyLC(FEb3)2+&Y;xs@>;Og{Q7qiW(09~srVpQb z{2$xhea@-TUGMH!o^eJ90)E@^R6`J;K8D%z6sqTyJO|jxIHLez&;O?QR{L9J#l@Is z_*)Jc;=ba!@5z4{dPukDGj^Bj^M4Q5JVw4(l9O{roN#+z$v+JWxB@_nj}Y(0%kQ3$ zo{&JRHJp=EkJ~6FpLf2Rucv=pCD{WkoIvk?4*uK%2<Ov#JG-!XzQ%e7OOnk6z^rz; zaVfcO1+Km?J&dPPyTkO9Q4`QykaJI&CDMEG0yCEy72Qf6pdYonDTWAJ>ZEEN`BLVa zHwiR(S8A8#xb9@c{e5^!q5p7Z<pWx*(Yc)SCiZr6fd<b#X6e>EE1;ZeVI`e>%BKdT zQ=nCPy@7g;4Pss)Dn~|WwUU)6V(;Uh@o!`3+>k#wPQ53v($Z{3(JR^OG{93PaF?WB zr;GqLFXbFIgar{iUCR&>tR57fFe?{YrWeM}B&BXWf$o3jjV@3}z4vd_)#ge+d&Gq| zM}~_1P|qUoll2se&!(uQWbEJA$CSjx#F7R}9U&d{NUVndR8`#6Q6q*QZh91|medif z@yJbVas?GNOSN)y^*bYC)eS}iCv`v4FMnvSv7z-6d)P{rBB@IOx9Ba(2o#HjC3#SY z)W`Ej0Kg!sRMNRhh4e(*oz5=`8u2a^nLL*GIvCx9CJ7RI#40r<#w64!zr`^0xBg?! zYC`UDq}P8{?(a7nL!$PdyxMhRRSjt9$^x9F3R6c;?DXqs>?N_XpaKmRo$mFgVSiwW zy<U$QcWC@7@JC7)Mx-%oCSRJ{%$(dmTA*`c<?ir%Y?TpPX!{r@V-tf|ip8TYG+CeB z!_zo$$^j-d`ODI$A*&G;5aAX?Ifo<r>yzl52w!ZSm~NuJv=M5krOk}wqGL2U_OsL% zl5bcoa3o^Mz}+)MQDomnTPjpC&@724he;2d3C<4`#Qun4i9a6$O8Z&Z-c9Pn))WE8 zQ2gcHdZ02)w}x?Pp<1=5v5*cqw)4R1KSn;k@6RwRa!#-1uSac<wnuprYqI+p5d*<q zgvsV*sB8*$X}t$RK(OmjDl(3J(X#DOEnm3|zRLkOtVElv(=aPls>BqBZWASoDseFY zPg`vOVUxT?x{6AaMa7CQGfM9U3meta$J);?&u8Dvf??Cwcm1)VntQ2Po^k)=<l9`D zIj@OUs#$~&)xuhe4HFa4w!oFa2#2T<jT#jKr5C>#Af<vl*~>EF(>v)Np{2LXi9_|1 zbJfuZHCc>S*hUG{OezrF7$lRorNQZ7w&v;zi&#Oq?i7#Dkp681buf`EJ#zmV83!sp zdDZy`M~jJ$>eh2JEgO=qS2Z+zSkVu_6~~#=Y4__1WwDE5Z7xJXj`-D?`Xip!C0dcu zmT<*+vJ4+R{=MV%Y{KE;S<wgBWiqH`3Lq25c+h<jY&oEn|IvsowS<y9`;GSd`tyOv zR#<$jC>`t=XMRY~tP1TQ4)#mHY0;WWl?DTmv$ZSpyqiT!1hpDX0Z~SC8X6h997fbL zkd7xJi{dx}j<-57|LCjv-$98p7<FcA%f4~3gP4xT;ISNE7>}BLjnAK%d7eWchF*hL z@YHrXUpk8Y-Krzl{x;d<bMtBD80ux^FfubV;!W&o-0NSzTyNet3qF3b+*5?H9pk^& z#y5EEL&^2Nv`Wiyp9R#}<7%40U7G(@2Vn0qJ!axx82K*&GUz!gN<qKddcd>fgCHcx z;w!NB+qi1O?)-No8@EhzuiIA#dOIAd`~39ZHsmvvMI;CuMa<@f0O|(=R&iN+{_f)+ zmhYV`i22y;R_m2tBCnn8`+2Nhdjx?Rh0Mh&pNz0Kz5&HE&lB?8b}P5M4u>&T(96T5 zB=X}8zQJn;Hi1U3>s(t3vERL`!q{4~jdhpS7ua(qQ-F=f5=(LQ?j0DaavOH<clXBF z4rr|QXH5cdfi`QqgC$GS6c9LkJ*;`N6jvO&X5x8e>Ar*1w0-+kbJ45l-?CwAxAs)X zg4W;IsA3GZECP<K3V%Izyf>eyeb>WP7uT_~8i3TuYUpe@vDY_-wUvak;RV@GE!^lo z7?}2j$^5Crz*%ED;;mJ`?X1X{mE7E!kukz%ty&evTwi-w<b{gO*4i^IoXQDkrWOL3 zcaY3+Hg;ZKZcwczP=lpH<u&;}&>SwU7HV*y8V`w){gD0O`M3FN$u?)Uh{M!yDz$l+ zi_JP(8@vVsWU^50)_ly$Gf&OFlr>#^6Nx|V<B0jk(7d$O=0G9!F|07742C3!G3}46 zgHlQGrk7Yqs$a?{0NS{1hyU${-@J=}#p>Nb^UT!C)Vslbq+mUq4KJFQSpT;=H|eaR zhVl*}dlZ}@56snhH(0_WuN0tTVwi^wMh-<PNp00GaH&rV^Arb801hhN+IxT<gGRb5 zT&N_s_Dq(zYrD)7cM0Xp+jQ+?!LDvg+!Uh*(Mp?5wbld{GP!PxccdB^6NAadSCX0| zKa_c`6-KLg`!Uc!rz|N^c`G)W6!Pm!6O6efes===(l#Q!2Kpc-66j}UmUU~_oD=yu zt2_sfu8STq`I0@^>HH5+lC*V$rxmfJ`)9A}@?;Pw3Ab_g7gjv{bS;NvH03l4P%*s; zWBlurLks*?BHEe(7!+icw<gxQB+a@r!aj&pI$<R#Hb|3b)FU;Km8x4m;iA#Xc=gq& z)HjY&1>>AoWdmU_fjzpAG9|Ll7TITdRf^)85O<BOq++A_@-cK)lgQg?if`j$cHb@4 zSz+Dda)lZ&^v|=Z*rt&qz|zP2buB9&b)c-oIOJ5V)-79i=c1w=VdG_JJ-0feBY+Ik zAm(N3$YGC-bP2A$H>{W#YCw8%`pBgg0SG7GN;fZ#G(T@1@Ra;7bp>0m>e-#s#ne!v zhbjfVR~ig&ccP}cpH5?p?7!d2^n;5@1B|{w6o9qdC+$atF2#9jP|vMtgMxvqjG38} zge`OTIF=rn3=(fDY=5B>MzWZx(GVDyZ4h-#hT@L%75uoL=tRgOmow=!mMR<|7R@ST z{%41jODeQY8$A;ZdOpl7lPpuAoaN$GiGI3{!b)7W+<usc<T@Cf%48Zg%%fUO4SR=r zGxTu;h}><y_A>jQnm8D``E>%&<P9K@6B|A8&%4c&VaC!EjceW*EEN+r0A82T4u_&S zT>!Uk6%Uvob+zyZNbv5aVY_yg+hsa-VWICrA@QluRchL)4zt`qTe-T3XT#|s#^<3z zhy7*<3m4IPRB$kMbF}}j1OxK9JgVqgas487sq>&`Y)9(%L)J%!$HU-{C{c$#XA$@< zUl%5M<MICspJYE)qP48w9!#CBv9(#WX;o8ybOS8&ELARn`<*#IP1Ymk(6@~~2k$KU zXI{-aLiKO2IBz7E;kEf+fk>Ts{)R0SNU%{?J><6?P}MRunMOaMv&CDG*@Bk}6`~R* z#KAw`@OHE9?=d%qZb<VS+&lFCoI2&d+iYjzJfhd^e|qG>MjH~(=90ZASJq+YBU$$% z2>f2UchNM7yQCQ~T5@&#-(Y%xJ0SnsiE$@fKer)#7^#*kRE4owvc+G&JO}*JM+<@$ zTU=iy{`17SDZ$;}4(nc1g!cknzV|MszzqRyi?22ht!Y_qz>@pDJ~>7mW<A&A9N*sK z9CGI6!3W98r1C=3r?;LHnWLIig6Vm;IG^Ze<Qt>Ay!G2`DPhm$+nkS=QKu}6hwA&O z03(4XjFs#rCM53YlNFxZ-0W5`YsvQ&`AU@_L;8gHB7mkBiUnC%Y%m1)8*8F-pMPKd z`k$Xoa-EMC<7L3OA?-O7iYhDa0NU~SZ|8=4rwxx*#WmJ=lTH!O`i7Q{a!R=pG6<ty zPnNb&O@`Loa+z__5{>I5!(;C`@WQ7X_~h_w@kELtQ@l3H*3qG+n4kh0Tjhi8o{BFW z5-9tbTt>(r#Yov}ZgxTmQ7FAF{xvCd&*7(3Ptt@!U_X>kuYO9u5t~^D@hO+V>|OnI z{jeX?a6oP4DH89R^xdJzv_T)WEjZ@P(yM&2V>%Y4pmf82<9_;w;mf8212URj7UTzs zlSIMr3Ldv)&Xi|g0Tec_I=)h5%=Q~RdlIpV8sn6^Ty*v>nIz|q@l=c#N4h}{%i-T* za_IBTFYh^A9Xpr~RTLAO7XYkqv-_>b%l-S!e7$pQC^UO8=OQ1DAqrP>m9v{OhnL(x z>W}xa>4+-QOgG$>MC0qOAzvPdXwg+-$@fQdn-}jmf4TY=>({%3lqqFq`OnZTigiGX ze8Jo!KcTq6TLdmpV7M7`C#@BJgr3Q(U+66A_*fbsAuxfkR6K})AegW)-zy41zmPRl z{WDP|(fLu3rT|s5B{Yc7ecO@7i7ZI%L@4LGI29t>MGQSNqI}{T)!N4qolY7jPCV@( znNK8T$)IRfTSna|#t+b0R7JFHwDnCz{5L6AuZNGV1(2o9r!#anum1DL=9=_O`&1&6 z?yEU~@O+IA67cm1U^C9ANZAi>FoDS2ogoMxZdyf4Im=sxNl1xFvyEPT<CeJ=iQ{V% zv9zlfDcEr15HkSlf@;H-%OvP6^|8uD#`~<ko<Q0>F1EMdugl-B5ga<a&C4&<729u% z-fye*m&T#FTROJ0Di&;-en<~ptu#3LYq5kjTvITsYa-FomWy~2px^$Yeo?ZY5v8RK z0Wa#%Loa2xt$*Q!+sEQ48NRRDtuoZ7`XSG6RA$<68lE>({5QC1kWxcR8XA@Ih>`2y zK)8jiWw}x_+!3>cCn<nQFUME~oo4Q4)G=`)yeCjTgSVj5y8rt1FtpXU#(ige)cgE( z@A}M(Eg)Pm>)Eiz^H`KRZ7qrqzP0X=g`Oi}tHTKLtLe~QuDbZUo}aswj09Um&>|Ks zTu;Tq?Jr35Wc%^V%}MI5>$d62s*lN+cq|Qi?X2V#+@y(N)yRlQvNR2ueI!~$a88MJ zjOntV(|a)Jy=3V8J=@Uh(c;($VJls+)9m~#RFwMsxXPi?ytt;`j34KYZ#~ofwELU* z#{K+~;4!Txvyg)czTwDn>NN10OHU*%;y)FB-u*sZb~k=g0N)`?s}p1GZ`Y|GmE*Sd zrgI?wB|r1-%%j)e^9sFd&r|UFmAT^^_gxzC#!alZ!F_7?S0{7drCV={8g0aUB`K(& zcs9iTLACbP(p-L5KQmWy=9@YDcfFyJ>L6x$q}MX%ite}7mit7Xd$i}8$%@w=u2qlP zt`Z_wYm$pjYJU53RU-daefPg!kR*GrLoVOjsn@L*en@)D`3ldw1H0bOY<s_TO+lWU zd5Myx>QLEZ-{#Lc4U5C<Ol${a$x1SlOq1t--Sz!_O;{p2%_}G_2DKnrbtmD%Weh|^ zk|}lul=^u6+BJ)y9+3kI<ARmI-V6T7^8D4pQW;~K{76K4ib8fc?AAFrX{()OGo%Lg z)f=uhiv2VEJ5L$yV})Ep;^@Rm7LvSV%{$3f)b7;LPwDiH$$OQeU=h#iO}GZj=Arq7 z^oV3E6ICu@lXv?ewhPxpZj;r9-R5Yfo3ik@Kd-{ZdQi#|L&1oXtsVhn!AwS|l~BRi zfipBJg|tJWU}d!;8MGo)UAjak0wX5atE}umH7t$NMa&dl@h=!+6qJ?5zlNha+p+Dt zJ<ow-TzlhN|NHBEC!{~O>pV|2+wX)#OzYCx6<e(gGXYx&aWxCm!d$-xF90s@#34=R z@`_kS#vG@BM==kjchPFXGpHU;UTps-D_`26{dDMLN=bG5V^8r5n_`1;OMmprKr6!% z^;EUBiLzT2W=GloWdWL{16IsfJ>P!jroFz*!fx^$1U3BRk2|Vz3@26_-5r95+V_Ft zlY;xkgbYrB_ekRXV@g4^tBz2SP_p-oB?jW2iXSNCM<xeLVP_SwMRe$_x2pU;LsZ%j zr?a%llE+LG6RV~X!|}{fk&!NA$<ZXfwm-;9!eB*ERrRZ)_1V-)E3#rEz>P?Wc`G5} zzPcxV*;_k%o8I)_N(xqXI*wWL>tFioc=UI*e`sp3H4IWvX^?{bhX*<YY>YLEB>h<= zKpMS0vi5v+Ky+yGgVP*gk#wp>tHRv3WK-!Jd=tWm6a>LvrBwNJCA3lzI<g)|eM-@+ zkAvkzXsvRv7ailq1-V(=?M~-IL{D3i0(Q~fJB-h<xdvU&!~&@}_KmurD+WIQ9kpV8 z?)L9I-Uvoj&Wj>++ulr5%UA|QT}^Xxu(TnGDvyB^syJU4B5V`V@_vZtZ4>C)BpGjL zBS_EKmXXvB!sghj73lMs!ws{d1Yz|Z_8k($8pj}HYRfdyQbY7pdvI_yLXxX}Mn{dk z!AO`Ud>#;ZLT>8vTbf7!NS@<<vV7>)dG)u(i!8wKEnCq4Je;^xPCkaCq!k{C8Iga= zS(<+m`-Z=qvuvYSCOaQbTwNtH#!=jUPV9-47KsdO%O7NtSq$EbkV2eN-6uEOQQpu- zr%=yyE$Zks0zg&Y*q)3VFOz{3veRTB4>NK>%$LPv&L?dZl=-Nf_nS@s0dzge$~QWa zeBUJ|zmu;1A;m0|{0pb&jjK$4+yO{jZinOjU*`7*cY@`2nmos~huNX#kT;aL(+@A4 zfcoys$-V|9D!)iU>FXLt*GUL&H{-wmi|JNT39A^A^ncu5E-MoB*lkD8HCS_=yH(yF zmEV=AYKHWnNq!*mo8vq498`7a;#WHy!+(F+R%CbfcKcVSH7_?cMdY=$CHQjvD)^8H z(Kl<b_rEE2|9icG?&oCI+42}(C2_0mF7Rfy`E)YGl+z8XTJ_}r4v_k`&tKZm-;RT8 z9y+_ZJ#K7G%HhJ|Riw5b{j|#Fbz|7Zn`t;khj;324u40VZQOjnN+!6@zkIG|==>es z)HZ$LgN2K@7oN`pN6IDXx566$RyS3v!>=e3_$&e<laIQ&@oY{FDqU0LpW<ujm?4Y~ zi8sc=vy05%a>UkW0ZmaCE#uh`mQqCWRE81@#p>4}g2iM;I#_!C88Lt&NSv&H4*pnN zz2?`)q9)?y$15sKUb3a%bPgs0X{owhV2EA#U}8?zFRGdD(z<ga3JY^=S4Yoc#1HPJ zh7-D__93eufuV~A+vjT}KSk1I4LV}J-_*R0Fd|g@j@m83EFXOEzrcRmf*}^9NTE*Q z7z|aNV=KowE}cdVYNYrI`w5G-gd7LOWLY~JK2?Z<Gy;kST{xt)Jm$-)9Q;<5Z6jhI zE{ZC5!Hm9pFcWQVHZ46g#ol<|%VLRv%u2cDF2CW|mW~8G6T$=%$}#WlN=lH5a@i*c zBbqZACtL(rqlJTV?6$V3jtN$V@49wWI+{$>HD9vUJnEWQ>8UUU3RVOvz$EtBC_?5F ztX6YD7s(a=go@b2A}_>J?t<x8vVrU;Zcy9zb=Srcj4+XS;s<f%gFdKn?Pvy4GV4Z+ zg(7M=vJZ5eV>h+o9Kp$Dj?`0jYIse+V_Y#?*LQ9G{_SY0<A%%s(z|?N%iZ8U%`qWK zO^hQ4J6^?8hR$`w0m}(KnqetCF4wtj*sIgXtD2%zCv%n~kdP0;Ic7nC-XkY`@H2`5 z1-SN^wYahx*#Ix2tQ87L!TyU073*?2(r>W?(D$!SM%{g{8$eoIvEC<@m1b6?eYFSf z%e-JDN;9PdV<j0Py+;soP^1)PWfP+cuAVVn6;>f)RqpdR^(P%-!OoX-6Ua(i2fvfW zHbE$<^c3F5N52MT?VolZmCabcFIH7ox}|EG=51#+#s1iN0|k>JZ5J|BI8A=eLglU$ zL8K#m^n4j1iEn6bVOmx$QW470UHPpsp^pCr^GY?B2Y&0}a6fM2o<%x^H{IrAa{qO} z+$sgRl(@3|{L!u_0tgio(>OE;c?c#gwmv4s(!TDbUos^U`=OX7(EvL@-Qcr#?V>iC z1Wsw$W9uU!Uo0^{tdN}bbnFVxF>TFyWfR`Q8w+l1A_x5_-;TInq6gpSV#9j?Q~vnL z@5BR`v3_si-TO<1&v(H?3V_Hl$Hwktq$*qdIXSB1?)n<G-mrO}4-o+Lf<IGkQ;eO@ zz_-kv|CA0h|85yjqwRctcssceYD)QZjBk|uLqqp(S69$QxWij!@KD-kw^JXAJA*#- z;7}WPB3_{L-N9!n_w8StfA5ELS*TndpQGuK{jXf>7h0Tm{nIGHyCrE!9R3t78~5wa zWtv_8svHvud7CiR>HWZ<!l;*vvV}OGr{(qciy30ym21P7828sqbdPd%|83`UkFAT5 z0{@q4KtTSRPZ@*SkMKSmIIV>F`R7j&0f;1mpR%d0BeXo_B%3e^JT7OzVtfu7O;?hp zSjJ;pG$XGyA(i&T5~B#ghG!x=49V+wV>v_r29HAe!ZPh?Uu6a_Ev<4<e49bsi-!nj z!yWSj5%%g8g-(N%U(voOiN^2(E<y^P)FpMW&YCk;(8XgJKh^Qpe40KwuRf+Sxpc8i z#U%O=3b-j1h(9brfS!j!MrkciMP?z5NE-4bY%KY~ba*kISjiXp`}Yrv&~joNto6k* zl$1BS56^yQ3-|BqHlUYThwejQSg2Jk?at6}F=b_A=Qt4B*x}H?EGRFk(YeyZh5Pm> z7e$IR&@O9}5eF?>;+)R@F8xAEIg3$ADVW@(vE{9u%6AM%glHoU?6M2rT98tWCU$ja zDGJxYJvL-D5aRo^Y=y0cp&>2*)Hx3O4MbVzat6(eoftwB+$)2BH<9^0)J)Uuq=>Hb z*eZ*N3u7EbnR92z>zT~hBm#E1RTyDa3H;C`k?_ZU8GF23=c8Xh{jzBly?0({s*HW= z+Ojqk_jiu35DDLU-c2pa{SiR=x#To3E#uLVkK!{vkh0sDjQyiYmORBha}crtTO9{2 z&c}Af6csIqmc+jPp$E*jT(1%I&b{Nety}lF9S+N8DVbjk<a*mnNHFHpszLBpIeTp? z6-C<HJ6)D?xF)zHv|~>Z4dy3#@l;t<V39@L*cENfz1DM2lRF|YwX%;9u9LjM4dVeM z<P<L#(}%9t8*$@uTp?i3MCjoL+uOgM7RYJ(99@h%KMODL7`4k-`D`_&`-WqXGtJXJ zdO&^;H;_ci<*3p3W*XkI-xKn`O%V%v94xm!6Y)21;JQ2&Ow!!ar_|yt(koYJqXawV zPHVg0J^WCv$^9hp5Lg~2Bc*R?!QldBGu#TasBJbCbk7{xx!5L<m#g3wXiZ9M4S9Y` zN&rQXpq7}&G+7xiRJq-q8C>`{;FL&bY(CE*RJm$+dZBnDDBbXm|MZ}b9BIL3k4XOk zi>PK3uwAdbv5sf~$!4P1&Ny~MU*sEjq@<)_R{6H;nS+||Rl)OBP_wx!hLvQRg0~lo z_okE0H7Ei&vQ#J!6w)h*NrwAws%k!_TuMpJzVzpMlxAthiTE2gzb0)yqxs)0-rt5_ z<|+D9m1_71l87W=TV(}2F1|(yzWTo3u5~3lZ8g`$ylX8}U92q+LQoXF`(pN4w7Tc) z3>K!vZ94t@_W$`V`7q(;z2~t;HUI%bQI)d0mxAXmj*?XyNZPso!JjJ~cjLR6Y^N^U z+8KQ43!;X?&3j+a@p|vs0kQ^{L;Lf_rq?<jF>fo!7cTF9yB3=FpsNX;HEnI*t>wqf z*Ch9<%3Hsqh8DKfNQ-sPHN(z(a_Y3D4AoQFsu?KIzGOoaMaq}KdkXf49Y$IGwmN(M z05lwZ?jaGnw4(UPa#utit0;LPF_l(j1aWv;@g_K0r9rk(<%D8T2(jhyX!>$3CT`Wx ziGIxO)c)r9$3s`Gz=kX;rXQp|6tc(7_43rA%UOQJ#K9)uLM#SKjz|VUr=zXXrEn#1 z;@3DR739@u>hY+c{Mk1jpAR6R=u&u6&*}a8>{2Y4AaF<^s|xn2)r7VPMd=1S6nOv7 zZwSEesiy3^vrU9ZD&}+p^0=*W*7yEdpuFkK&ZW^r+XfFI4cneT@L$gdlHsdWHaHBq zUMuLK`J6nmUE{RuPs+hB@w=oD+Izk|@9EX+4kItBg;gE;5F=8WNU(VI<~F~Hoz$pT zXWMg_uXWUg)ABLI(P>T9Vby<qXZs^0G4Vok%#!09C=rK5b@YK%K$~_D*TJm*UYssv zB>qJM5z1zpp)jQRyZQK<Y?~A;3(wGG-tZWdE7yrKTR@Xi&Zcdvsp+#m4&yOeH_sc{ zH+VjL4;h)>NwZ*_$pn%x8mq*sj`YL9lUu&<^|#e486s*LHk&G0)qvq^aW#x4_z;&# zZ3qxIdzI~M{x#TmTv^|wVC3q_$YsA&P1t1qx-~La<8%9dFIn@HK!f~;g*DiK`>Xro z+`peyoQpb{s610fXzXHpryJepCqI%L2{J_rRH&zjnf*u+Bkg)GLA(e^D_KFw(BCEa zAXf%M+Az$&bYQgq&CYN~qVFNrf;gZ)xa^IuW^Ou8-7cMSd%V0n&5o`<QrhAA(a?Rl z5>3o+Y}w;*6}RTYPo{{l1|=t^u6PQtuaRx;(6a~-n#dhgm@^)swRZ|Lz<#|<^;PWH z4-z<Tc{|9i@t9b1JJb2Shg~-_a5+VwkhIK=C`dvpjff!;mJIlLU&SS`*U{XVh)^MJ z3?De#B(T3v7LiNAVHzRW^nw%BivDq}k*LUMn_P>ahmHK}&EakFy7-f5+nAz~d9rR^ zHljikmp^K1YGT`kv?EQP1IpLQjv6;Dn^4I#^V=E-Hm;fTJ+fPRKT_;`!1lYA&*gD* zbDTPxK+48ck!F!$7cYouD#jE`8|t(3)7G}}Q54_)q#{m?)X(kvy0&q@=)ReW?KS6q z*OLPWdal;@0YvWkhU3{yYtz+K`fHi*^_0)i#OB+}dxy<XQ6L{M5;%$YnvwqJXc7dz zncIBtOR~@;=Jg!C?qJK_cfzTf;`h0E(r4d%x>bB{k<a$U-RcS+YGQ3NcW%)9{sp{{ zfoA^pP!eYwllxdNiJPbSB#W*68C|k?dc4x7Mx`P&ZJ#h1dY&Hs-1nv{-2XXl)AL|{ z^z8N7rfQJ#T~mg~d*WNw3b)hVgYL$yBJh?w+OFRh909AO&FZ~clv=R4uAcL&f2i8t ztYF_iT)2cLDpZ)`tmZT~`LC3rVBWE8lhi&P1k4i#T~U=3LQOp9CKTq!tP&bFL{c4g zaAXX;mRF>V9fuUS5P~~)Vw-?HZcp#cENoWOL7@CO=ml&vslrX)T)3cp%!!|~&+kKf z@mVF+%iP?6uN|udSB>OI9zzXh((0>#sV<4M7Noj`DT962t9MUtknOFs&uS+zue2qC zv=H`JGNwwgS(~d`-sKh-C}>jKqK!ZmTg4*>m3$kae03N;oA^1`Ke>3oT97oLDiE7{ zikMiDhyIK}==btKFdf>Y${ubxDs$mK)cZw!ek?z!+t0~EmjMmQ$t8GI8V$;<R0{PB zOE^mgLdw}qVYE7@cW1}UweIF;HSUuHd>fUpp_~rg&!VfmQ>tyl`pVp-QZnW}xLRZ5 zrf8$zp=ihG#ym1WB=8Q~p1bUA2OO}&F(rRw*LX;W+T8Vjo9;#0R(8~y`(R}4>LsZ_ z7ji9vXnK&#21z}Qehsrr!&XFX51Xzm8`jL{>WWTIOrFtvmB&*(1zfS=Yi0l6E=Q;d zA;d~mP|QXd5dxgf2$oJSMK!wo0VXWy5{HM*Hr{R%j3=v?hvXIpj~Oi!jrbMoc_R&# z4S0<foGA>bKSl6OmU$;JC%<u{Fo&?Wa+bsrST(MRL<;-=5m(4j%t0sJUOvo<A}9t) zO)w^MF_9!DXJNZ>1SqLhIP;681_>F%35$(VQ;z5?hK_yPYc+Y^N^nNFJ8g3_J{qpu zO{EZDsFT!h?I;RR+Jj?JCvxGDH)2%BA53YE7!9nP(N07rQ#w@K2C4NKxs@x&1#RGR z950M@8;3CD{y^#0TW)Q-rXRDIJjgf71FEQM+iI=)4)UV$DH4sbCK=6-=@0HAJ8CHk ziFs86e6(~IsYxi{jHfN7&Y{oMbJF%#jBsqSm&%PPk-dVKd739fb$#qy31EK7#Dtha zmRsd_M^JETNQG1I;=DXt`T>AHXR1by&vlOB`(xT`2{qA!VGr}mIhTOTRpX48m$6@i z&=vv|i<7v0XzidHv_E9$hFl(Um|v@Nu9xL`g4_d$c>kxRx0{pMr|mhL7`N+;<2xF| zy8RdiLKp9F1*T1x^_{V<+m+3$4n9q;r&!N6b(Hy(*{>~i!0{sWf29J3`(M8;$?oUJ z8oyUVVgVl)^P#?*m%o&AWBmsHkMrriOLAWi7heS*J2xK&cqf^8HMqP$FGG3{==odI zBka0E&E1$RTyxOVhUci>oea`YrlC;aC*%NZcxS%PnWvmoGP`6`MYiK|`lC}-uHCn7 z?gac@jV7BpV=K>8`PQyWZ^s`9y&mr0rwsjXvs)G_G*QGlkRuMT{q}U@vUQ$rW*S5y z@5YPBqP*G{^mV5s$%Q1kT3D6@x@R5F>W%1ykn4Goe8p3A6hvr3`CTWKagwp-1DU3m z*hXzQKoLhpZ8>8dPQraSd}n3HeXYo&7xp%|U={uCPf6)b=0Y-YW7?Z!7AC(?BFoL( zS6Q)FpK=Iv;}v(#WP^^PSv|L<;?Gs9)Qfo?)8i2Wq(ap1$fMh`AojJS8JVBwq7z5i zX(~ykluc{f)CLq|Kd@v(h~cD&a%WN6&xbqPAG7!&vl2v*fR(dxOQsx#SumT5OA3jA z%}M-~%#agHzZRIq5jzu05=1(D-8wvib>Sl=o`N?dN_1DcNFf+d^*vQea2mYcd$3CA z+@KoMOLL08LjerKyh7V%xf=4KtXlW8YS+}MEO|**l$Dt4?$-Oaj_IIm5+S-W3Y-4L z<Vg6duQ>hMA`63sc9TWH&>;bE_@Z5ccSDdLl0B4Q<YJojH)Vw{!Rz09tn^|@k{~fD zcZ+=~9|=$`D56SrtmK+}Hw^`xn{n>Uz&emf{_tSwu&fdg38km7ww{qqe34vrLp@%I zu=WU^+j9jZP2#m{5(WO3^I2sqZ97Ex2@4iWW9Y;;@vo%tK_Y1u<J<#$!5;91&B=D| zyq!!)g4B0Jl&h19=M)}}^3<rLDU0P8?zPT^(nr=`z>-<Z^<NM3)_bO!9k_&^KR0<L zP^c-0vY?RBQKKY(vuPRCjR>Jvaf{6dTLm$MCg-z$VY*L_i%+H?$Cbz`Y2I|@eP2=} zq(ip(Db_S-&;zo=J6BA_rH#{JuWldogrBn5XARDRA&nGazTql4fDx?JEO4tRE<ADP z1u-c~z$#JI9rMFvfTB4qVhN%o3;MW`ZSqyf%Y*{HWI?h9vMAN|5PhViRi0GY507MW z+=W%tD+Y#tSj($fe@A8Id5MyL2*CoOA&54g{b)Hs0EY&eeE#rljJHu79{flev4u04 zy32%3{I>j<6Eq!TbghQD{@Y=QJ=g7e>TQcFMfls4-_ysRkD7kx?;Gw9F7B?K8}{N0 zkxGfMNN$h66q~%NFwgXUA_YsnP_AtrfIOa5iSDKF^@6VHvx%Pumi!*N$Zy?_pLB^^ z)ce&Xo!uP$rVj}PJfChIymMLasJrg*L0UHL>t`l^-#LNfLxs`*cN`3Tmbe5fG|>Ey z<2D|9W*YFv=$j<SBSgq%TZzz~c$q((Xg{pB=iH15zLB{WDI97d%JIOx{zSRnr;lBs z5H!T~m}Pv{P1$-GQT?1B&2?Wv1hR>lsJ8_lpO|*9uX(N$k&0suX&kRPY(Vrs2VL~W z`ThHoo+4B5CM9~9SvqfBm7e~_;<vQ<KIZN>*YGwW`S$zR{rx`^E6x9TikREWYyNnO zfyov=4C;b^il<rpb6CnFVMB~g5m&@qNA2Qhlwp*9LZ-6bkC$IFG&^dawP%j&!Qeig zoLX}b2m@(E9LfSC<l?2C(%=fiB&LC>e5rCWlA*{N1|+>d`s;j*9~#%FAP*%`B_z-J zgA6Gm&lHbr8IQUj*&xSe;{T)RtHR>wqGbnn7zn}L9fG?{a0$URxXT202ol^SxI=Jv zhruC0a1S!LyWaWFJ?CLw`|H`=z4lsFwW}!7<=48dif~P=61SJ+D>k+`Q=`4sNDwKk z?URghgAJ_=TZQpV5%4jbxx{x7vgi$Pf9tJk0C(%may3od2R72B5ECMpiiDZwQDvrV z>}Sz+Q3HP<mz1Kx;g*AxG+-zg`+}<w^u>WQGBdV2qP21i;6Z}CvM`$c0tyHP?L5(+ z&^a&h<d5ENg*{df16;&wuBzKJ6NkdwkH3WDibycRr}&R2md)s&hz$qSQfv#?^$gNS zUHu$w)_2=RzYrYv&P)g=kD*P%OZ2;I874>#7HmlC8Z&rh<BQ{ue0dP9EidbtZD9@? zhjDVRZjtrx)k_P;)coC#1)lYxlt(p<i9+HXFKT#ppU&1jgy?E*0Fx|6!Gis$*sC+~ zN-&HTRr01k<l|xVsSB8_<a3IdOQ(sdqFBhkx7$=xe*Aswx<Uw+v<ovc?A3uXBk8uv zsLlNO3QqNSn#&Pq?%~000_&o#PbUT)wvBDuE-jTgLYs!0;tA%3L75yIqtuWu#h8qJ z=!`nD{c-iJ>`8y)(INPwdRE+N{{kp6lB1AFundIb-w?tkWH8Gq;7d_{;7$^LR%eoB z<C#FCn!#!AaCf&cbMcRS2^?2>3nc(;JW(5XKin=P(BOWhESeJ_FvUGv?HCZSB4zeU zP&NtZ@>&1)UHxG5xuJ)1VM>L^Nu(Bn61U0>FS6~jNV?SE>}|%;#c`e`^m>tC<fKy~ zmIyKC=uL}!iD%*wIw%;qiupSKtJz|G@cxtmjzumNkQObindz&3K|^bHJO+!s7qU_1 zv!DBVLl3a#`wcL;U6@?@<<d?WRAg>vf`R7M2UGNYkdWRKK+*S-#QqLGe~yKaEqNq3 z3@!@q+`&D&ci$<Ww?PK(g@(gbvS53+{v`dJ+W&Qph6c)Xxk-~c{^sYkm-;GX^sx4R z^Lf=i6m-_}3MLly-AuSUIr*29t^F&e0IVrgCM}04`m*n_0eYVFQH;tBkh=-Lq!$C( zyLCBbXWA|}iqu*S_ZL26I6#S5vj6QLNH=eqJVb9V`Cex9-|oo8UJg6|?D(3{;@i%( zkS$&Nv3pNttF|9T`9&L>CmVh<Jdj(jmrlS(x?_1E*06ow3C<9^xeR$#FQDu%C;Vt= zehZn;tRA^iL0aFi@w-`pdxoA!gs$;LXGhNW$LhC3V>15lu3nJt<K{DAGW4D8Ke$8` zd*x+DRXjwJ5qE17`AAr=b3MWrZ9q@Jf911e_4fTz$Vpf4ltj=|=dqg{9&p_GN2U() zs~lP;sfguy0VVpk{G(TrQEEo%wCs_c4P;NQju0N=I`<GGQ;dNicoa&ym^F=`sFuxP zQOPh@!z)3`rd>SEI8Tccsu&10ELBUM5oOKG`CXEvKbME#0%a_Ok)<R@C}x=~D^9H$ zn7$H4L6!v+9Vdv3ug1X1WEjgj40}9!V9wDxh2T$9V#FS!in1DZu1;{H@huN-*lJ7_ zx{SLN?m6dNYKesIj^99-d?%EulquGYdA`3sTgoGAkQMxjd1fQ)v%L~_hyVBKHaq$S z4xUoMzdOT5bYJg-I)6jRr=pW|Fg#^F{6ah=1le@(GD2B}>2pKpAMibHV1_$2`b$ca zW4<z#Io>dm*yZS~hxmi3gRP~hO9}V#m;*~l;49RjyEr>$HdH9fkb-gP(}$n?$@(J0 zHvJU8dBB%WfJf2NL5qc_!KseU+BC1_Pl?#kbemR|Dzba=V)MilD2ON$lBqPy@~X`x zUVlI~8oN(F`A#E~NW?)dPk-C?)QQj#(WvyrndX04mXC=GaHQp<psVQwUDca^e;c$p zWIT<qW%b-x5_9Tb<Ns;M83+O<W)I|rD7*%%zNM3MVY_ht6Xuz!x?4!WRXOHYTR8IM zH|TU<oap!MnLDj=Lhle6S26<ZQI<te0A_UZrwz0M%2xh_utiRwBS|#SzMxg<X%mzR z1F~qdO1X7Y?a=|djJ=vpS6cp_%U`7Z#Z4!{U7%yQnXD2GIILO_&ES4RTifi&HTI7z zE4FEAO;$15hAe!+i!Q}T`wGaEQ)Q*O`bCG6=kz`j`BDSNdUemsYVLJEWUY>$&+Xu^ z0w>X}5VS#-0jgEm#B@kD#YPaZlHD4n;&oM9Hv%MqE~))Q*)+9?ET^^f#HXWeM)?mX z_3$!vR*)A^?xQroL-eskjcR<3^;#sUrszs+*c}dU%4j6TxtaunagqonqF}2f;BYU^ zp8#O8$kWhsxoNa;8YlYlGkl7z>ONe)Ls!Vp@mA#C_hoRbJu};V3X`w>(z*<7av}#J z*Q8LmuF)N^Kk}2<eae4zQLNDZP>gBgxlff;*j4a%%3V^Nju%${#jmbKGC|jq`I><H zxm?$4v*l~EzU>{z+r{Mh;{`n#)9@f>wgFq|nbTUw&a?4LlgGNtanB;se-)$t|5prr zSRs7qc-XL+u{ZRJq*_^dU*DOYYqR<Nb*d&l@Lq1HitmiFK)nac;MBq7L*bi=WwZZk z&@q|YI6HCY?fSj{7Bv?C-d8==NgDPJrGBh|$53B~kA*XrA#ztV%b?W_W^Z^B0T(iH zo3Y-B_4(VTVv7nl#u0YxCj|xpE-^8eiuua_(*kty(-#T5UcEs4QCl{lQKvP}Lp?7Y z0gumE{{OhbRh`@suufJVPfEooQA0K#lX`?bZ=`)JEiH$A3$+NN6RD<ODF6+G7`J8Q z-t{6vP%C}V+geB^=yP0wU_HS^5}$Q2MZ5`QizOOHJPCcb{wty-?OydzhAnM$=a6X) zUu3v+Vu8YFG2i6Kuo!&n48RMqoEJq{oC#IgxK~#Nk%d<A>o2)9+}<yV5iDHk*;8&k zs_@&-{ntOQQB;@Bll7hG5+F$sD4oZa*NN8oB&jBlTv`bNr{?woC}{M@btk+OBqR5~ zFS~b}XLF=8xltAo-(>Mf2U?IJ6)h{j`I|bvB#x{13jk=~vqBqy^;t4j5HMdqngq2r zE@vemB5A^D0kP1WLm`Q#VM+k<BYEr#*W{6NvZa#H-KkyEQ6^mbj-zS0xl<DwrGfB> z(6OuSR9|pL5tVL^Yrl-F1Uw@pJORx|2;md4rjyhdr(g~r8uy3a2Vs8Ah>{e)(J0sQ z6mtq>E25*AN#FR+v4omqrJE$SK*R%SJqH4t7d#$N41Tt<_1+BYZ98-GgO$sn6Mg0v z0~{yBh7i!sG6rQE$x7UB$G<IYcwZWd@e0vjR=>05DSY)5z31yy(X`7NWFt%j;@88G z!qtXgGV);7(Q{5oT!1MsK4y!$p17!XucN(W3_VJe9{<3-rAt;-m??RJo0u3xci##9 zIG=TRxDlo-%k<kj#&S9PPWTYDPugV3Ut1GZ-9}sqRcIj|zyF$j_c7%R3;$XVRvNg1 zE%lilH3f1g%zl03`HzAl2ekB3P9dGshs#Di1<KcyuyrWx0bTYJU<!%)oD4$Y%+$y( z6GunzJseIEnqSGB*mqltLLuMx@H3xLv~xY^wk6^{OOS0t%sOGE3qzzm;hFf!a~uA* z@&baA1i*_-c*rmKs$65o9Jx>+hLnP+O4(+50U{NL=*Vp?yHWFcqBx%N@^^SstwQ>c z;?t;_vh61tX#u29q8897>g-Ur%)N%Xt?19lu3H=z*&uCs90xu-<M+x^gI3Xr*hi=L z%MVz7SN>Eu!Oi~DW)1^lpjgt)TB~hn|MP6NdHo`{a!TvD=p*KOuzS_SXY^jy-sWAQ zTfV50WB9mh6}#boy)oSSE(goivweF0J|OnK8Ztc1JYCWB%b$SdWToxbktYXqLw~%u z1pT*L8(n^3?;fk|g=#1)0v%v`pg_eo5b<r!5gHljhie=O6;W+?Z>@x@uwb-@$Udt- z9bGyn4_%%OpRe~=U7~?JjlZMIj*`C*Z9?hH`g<3?YIoV}zOoTlu?u!DFDjh38~b)& zHf7$N@8cWV&@*O+>Rii*SQ16T7F8lXH`2lc=Aj9uyU?(1VJdg<5le$jr}x=QtysJU ztxb;Qkky`wugpWv(;dF>&Z_Z6v}ES(R4;*$*eWXBKoVNRsqtf14?%RI)V&yi7L~S+ zPUa1IGz=x`YnvUOB_2em;#lw}CGLD?;s_pNB(Am6?iiqUnP29RTnqJkxsoN-@tUlY z&QD493y+g^(AC9^?_ZGC&Q*ks-Fn%yE-cmZFPNCFe1xDZ>H@vO1V{$it#p^nSO|sX zUC~k<$2vKkO{!H_j$&92d{H<D6ADwByPetc#ZcGwmAE2lD_iZ*4|~_oVSr(C`Zn(! zaiQsOHcxJVcnq&%+mP`&EI5rJg5k4FLK}-aCr|@+qP_LsIKLC6<xaqiz>h%k;J|t< z4RCEt)nY^u0iU+Kx!1<w%~Xz{)%R@{Db(#pz%qA}Y_9RLvt;O8!z+K?mU}}<5lb3s zVEtHO^7p1NHdp;!PSp{#3_{5~^l&VxDUGz)F*8zp(xtj4f;*W)1X^|m<T0TGlDMa= z(pn;#zJ(!b<e)OtL=!f8qUN;^!4&SX8Lzga0~^L&=f(jC#l{}j7#%R3kJ<P9i79^+ z>$8IY2q0-2+%#xJy5f*IFNk|VH7f#k%Kp95G#`y?E193C$&MWOmc&yv%p#G9NwB1W zk|USS@DVQn)6o91EI$CiP?H7{5+pw-mD~E>n?&Z+sPZp8G>`Sf@48zB@p+uCev6`j zd%s@*66t9@%WpkB!hj<UTT6jTrL&WmplGH+Hg**re=(q#wn9h0aRoVHiJ(YHP6UV{ z6PP!Kf$+bdSOgV!5=g?r+l`&I*z%IjFpO4$>V4VL<HWv~^=t&4Pa8Fu-8U`Ti~Klz zTxL;LB@=TyI13;HA3{55o37`YQf*oP1|Ii8267}NQOwNlpg^Ez`E~8Ijbx5kH7iF{ zStN&Rmm8aF8dwE_yC995l5~2qv{z1sVV{F$mHU43{sNt&(~t_2Uyg*Fe4aO7KpV%2 zH~(1$;!~&!s16rrOv*(AaHJ(saWsG^jG^*ofQB!V6}9){64GK<hSLGlBIF<JzrbOC z)$EWTqwm#qnB!Lb274cVi4_1@G!%7mlcBMBD@TfBoURZJ<~gUeR%yY?7QWtA6~1Zv z@UYmqz3${aEP|D*tKaIb?PD3n#<{!t=?E(}TQCG`een>(_<4-nKf1Ib#^FV7(CU)4 zHpamoDuEDt>5b}vk{zLYU#up+hTbf!6n`kif}#+8X~O4d?)JvtJI^;%F=XZKECqjS zy0c9w@z{3b=>9sC6oRDp1%m9O8Bt?6sLFFLlQW%K9fv>OYoWk#=-W+`2z1wNjArz= z4VidreYN962Dr+m4P@B-a;mJxK=Ly)+<N!vMt{s{xAeEYk6kv2x}DKpcNy<^yMbnl z=)a8{s*2WHLH%)fs>%Z;7tEWe=oqyZ+p&DFf<9o8*2T(HQU188_<D$B&uVp8^ikyQ zGz=IY3~+CzF`?y2R6t?;M{|rJ3plFUuYO%bk;sZ}ZJD|ZoJ()`TU>YQF#$%s!j+6z z;7+Lt*;({aZ*StWTDcbTkna9x8kd;=trXs-Fp9+vu^+>mjjY!i(#kO<zzdDrbB{%q zG$8oL`r62z*Z7sa^dC$fda*Xm$7uJ3Ru?7ipLLfa>cAlN{oc6M{514^Bfx+F_B;s+ zn=8No^B<m9xh|lZe@^hRP}s~){*i_@rR#pSW<xi^MQ4Rhe?i{<nRuPcs@`arrf&QL zK9;i8ynSUL>yJisPyfEZ#57iEe6iVjM>k;r*v)I<y{v|XPYn?HuTFqJg_J2?J|`43 zTV*T2Q-MfZ>A(h>kLmfijJZ|KU2c2_&N;od1R=tE>YHv_0*bu`bU`k{!EE9bVg&RM zU9`gG6|{zT3)+!77Xv$<n7Vua8wtR$Dmzp+MDn#lf`^LgYk30D;yU98P$L0?QVtHy zNG!oo*D<A9AcVs|;NxAy2dDw#@oRYiUo_#kh6^=Z0ELXmLw`v^XLJg%l9}LY^g6aL z`6|kO(Oqt<iU6^~WbHIyP})W}+E{jydGK+HgrP1`MfD8SMP+<4#rs*~LUy!H(g_IN zkw+LaSp^h7%+jJM%*%%Y6U{c{GXrActU=gUmM&Hry3FLV1sWSBU_0oi!@2)9p-Z<d ztom!a7o&a1xwg4+)=*zx)bDI-SZrQ@lR|8%&S{hOq)VDW#>cTef2E9Ez@^)$N;*hY z8gJGb1E`9K%)2b4%;X0jPaeGWo!4l3B0e#jwpiK+aV)%n<CmOYM|W11SQ1;dV%pSh zwi~$$ieRl1<i6*iO&@EYmc7$%dP;ZOenWSD04Ci+6DA~S=AoIZ;gfT0#OKeH#pH-N z5Jp;*KOv$5py3Z<9c1E(`(oE)Vj|v_tk&F6+la_ttkd@~Gb`59*Zs1EO`zewYbV}f zk8RprZ%|m*Y#B1<J*|hYS->1aYzSkj33EZ<;s3GoUFyE;ko2BJprIR5LR_+MdB`dB zs@G5l-Jx>~h<&fPhK*jIJOX0LTcA5WqgjU_Q~_nbqX_#SIe{?kf7G%0KJx*KeBJL= z^jzVI@5=$#aO}CEy~wrA|46I@wy~~2!`@aGZ&>U1396*fwh3>gF>@Y@jjX#3SE+iv z%r{1mKP~k^HE}f}&Ts(6p)=Bk<7|mizV8#dsSfL$H(g^V6V6_T6VyGdhFoG8CWpHj z=KQ!h<WQG2CrNvyne!zUQ0Aa2GKX#<7CCf97CUe0jo)Ho^!5_mpU;D3tFFx0efr|M zP7ti7YN{M>&>YA_{on52P7LLs%+`}1z{DLLwci!Igd4hO-FEv?=mc#qM&CUNP2OlL zlEi`quXh0zX3qzHtlqv$$ePDi+FDt4(%57D>JS7~ZHyQuq_LL-N5KCq8}rv0`>oi) zBvF*i;w^trp;w`6$6cW3us1=Njj!v`wPxw{=Qg?1A96DBx9OT|QdQXbW@5G-!6z}I z7=&&qhVE*$e7W?^zd|S5tMdG#2C&Y}LR3Hisqp8vtY7}FWeGlD8>!grS?d!>0ISw* z*S!<uF3EW3tAo#!U@NDdGM7MnD-A+~r|PRUK_UW8jk1vp!vQoI9gtDrKO-cC5U%uk zu%O6>WRG&Hd;=!jFd%>S&YQ*LureFlwxXhBn%4+oN0!&iGCo8PlP7r6Bd#64_C2YF zJjUacFv!&`!)ny=uqlt;Ge+wGhor7x;XkS%nkc3a)hA!0d%6D{C-4$IF2L<dibs#f z7k}g~`4yWT(lilER}OC`I!dBd5w4OG@GvL<fC_{#_iHr{tE&={D}|HyPqp`WEsiKF zhkj_zNt4xkWg?3cNI(qCH65IxKmuiP>j-6$^>m*7x;~t{GrsIdA;Vh0wXz(UCkG+M zG>M2K$=G(Vi(iESv4ul0yu8=;K2Cy$l8Ko`m;6{uh)Q>zW5Hl_7*3HUOAKXLXlOh# zEbgNv)_WpaXVZXT$$<nA*%`lWS?V*BGIKOx#TmVSd?gRpvjW@M^5OIL%B+T<g1Ml9 zND>31<C4gt6|+ddbkMPWT;(c`<jGpV`V0~o4*ApHeuL)+4f?VlHu>Y1HkN#%H$Qy? z>Py<b5C3RF51Wzzj+t57p`*ym3&uUg=UgNsr4GVt_^XxAS2Ywm-j}PkZWF3@Ssy(g z=iVms^<3v%SNI_wOQ^;v$RjLSlVJkC_E|iNi=$HIgDtQD42UA7xAqlpq?^u*Ul->0 z9zysw{B{Q)Z5z6M-u-bjtv}G~3V81@5{CLS@)!&F-5Hbf---F(Prsk=1^iS0dRfSi zKtbLB6lXv&Nj8sb-}|a&eSNg}ew&{(-r=-HE*nSilPYD!?RA41i^LnMQuV*SK3i+J zX6AMfmA@{ePZNC2Pjq#u_FJ!hoK|S9i(&V(|M2i%KVZ!C5K8{o9CHTD^*q={BL8KS z?lh_7^?{o9%Yjj8gNy$jRLRh?-Uvw%d(Jj~(ygCrGb>F^TWnuRKXf;no@#69JkEXl zXGlJB^$#kGWF_|Bb@15qISvvLyO-MZoqIFXUi-S-5y513r6k=jH|bu%OH%BTXk(V4 z%SedmUkG(24`^-hcelxAR|+%!A(ZPo*G2Ag@#iNkTIBxl$@-qmg09;_Vlvflbzow$ z3BP_TKV#$#-`j)Xf1<T#=&2xg5#F@IY3z>bjCHrk6S#1d?mfeI&)tdNkp<a{20PjX z>NPFx^=Hu70<Q&vs+c6ng(G32_6@=LRWn;nqcVy?>p)={O$+y8`c7alfbz#D-pMNk zT!2n`?pci!jhF0HV)Ac2>hd2NnU^NQHu}&vb#^afvO%FsBl0uxsb$w!^4qXN|DMG| z=LD$XF_4oz(kMXF+HX~P@#6}5w%(EedojP8yIZp50s&)6gSQe!Rq><_zge#dBW;3) z0;q36Qh^MErq5fn4z%ueCxu$z3M9(JKA;)@>yh_;f@BfF^Go}ACB+r&=57v$Od$^5 zz~2YTNOYO)Fp(MSVC0<){|%Z9=U60C9YqOvF?cYi%@h~ghn;JJd8TxMaj0ZCNt58Y zE{<olIDt%Hd_YtmLuAU;$`XyL9Mz21d*G)HR6}n1`Lkub=B_~no?Zn1s1lG$H34&5 zSwewu-ku1QqvnIDMXf5JT&98DZ<RUl%T<_+W;uCzpD0IFLOLgWCQk`==kjxK@RmzI z2|6RfpCuA(6J!AK`u36RIXhIMa!)E)o?PnIXVlvcP-kT6(bRN|9{;BDq1Fr_+t8qC zZh^k7W!In~IR#+Mh0%e_Yn17&#j=yJ^ES|dk@|gEO-Jesn73_(gmsl-l7AgsIjRyp z+==B&|7?Kcj~LyBHP#eMkykc$sfL9l&2jRt4`^0{1e?GOPFWl{VD_X{QZW;5*djrZ zSF*p6A%;Fbv-yFg8PoprsOT)iR>%9bSW<vq!`yi3w6~1wB58|3i_i82^kMi5f72~D zq<r>cF4E*$WFZmuw{&UWW^OuP2`z5gko7poTJ_bi*5Dx^fAm}k9+L~3O9!CBBK8Sb zN=Xb2!MXnW?EvT5EjC|0-AoL{H1E^+a$K)Bv|s*4vFidP|5W&&bwIzPT+a)0p!b5_ zQa^vMZCWfm*H<Rs5%h#+*A7d^Z|3c;X#u{j7o*VXqe@5lMk?eV3D^-N4jiAs(Vt9+ zImqHf5YZ>B;K<B~!DJ!5J1%r`t0uwW(Ev1rcpyV_yFO`!)K_iqM{v^J{jlHpS2s-# z3RBzHnVz$1{reo^4L_^wt~<Sud8sgJV&r9qirV4I$BbcNru)W#z;u0Uzq^XfWgq*) zPDQq{&FgCFwIiGF=f}Jb=+E2h9afGn8(sHy_?u-Z+kHj7)+zc)IiKopg0{ft>q0Gm z#_*M<yNh>P&5jq>eN66*dwj1mp~;K^yLn<im%KK&vHXwP^&K~<=OdT<JPWTnOO4*_ z*u7+%e8tF9d0vW4VtQ*#G3-2xdff(%-)8LI&vuO89<1J9b6$s2Eg?U4Q01(vnl!|} z&)nTE3ZIWH_B`QVy)DVH2zDJv<+h(OFTPXY!@&jCxjS|vAe&l(OX!-7E*RJ^2&Guv zmi}Wr&obKfy5WZ39`613bX7%T>ho6Ppcc&Eq&l`bjacVZ`G|K6J{Kox?w{Py2tSXe zb-jw@{!tKUlC6e13ztsH*kLdy>y&dA;QRngY!`E;2b=9JI(0+b0$$?CyYDc>js$&U z&4$yA--pjTZgb#n-IBg!^6oZl*Urg^pS8vwD}Wm{z&dB1!nJ~^<*PI`f&LuU`WEO2 z^o0(8AwvbgSOQUjtZU6N&(B*i8WeN3eJIp+(RJ`f<-(1)W?sGglv2`^1W1|9ncd8E ze3io~s7%a@6`YDm9EkPu3sOHq>Bj9QNCbit21{BTT}kUqZBItlG!o_6;Om2S@Z)K# z63_s_EC_(JhgfQUsj5aEqJLy%xS`I!F;ui}1&cVDwU6|Q<|)`G^$LWsoUAL;z7z`Y zkoLM5PPHL&gEdlXS?J0s&TUnwD`@eUdl7Wdz`-Ws(z>wfpS22|>kLBFMK<-2I{<;z zatZ|#0747wc$wkh6#`6zU1op7wvkSa5dZLG?n#6jw5^8;EM#ngaO`bqf^1Azl?Z8E z`sJIO!G)M45C|<Q+X6O_-+UesX7@*uH>(ygJtYGsBPt4z6zNJdAR}nT99;*kf9M+m zDSk8^peTVB20g;pXtP-wOl4)Rv~g6~2pgDThNj(f7vLAL7%fv0N>QaPco9Qu7lcOA zY`f||TyhyWNhKu>!~`tWD!N4MF;(JxsRZ`CQ0I>S6(EnEyX0U<NY2xk^^O<qC1{61 zHVyA0Xp;3SCrF0>qCi}q)zFC+`04MgEfucs0Y1lxAPk@)2$_)DY((z@_VWi0MvkE1 zLSyk^TJed;=7e}`=qZWZPCzK=cge4jz`8<k<cnZM+4)!73ROHpIWVH5cU$awqE^P1 zy}fsFgu;TY+1UmcXz?s#`EhT^@gENulSK5aO{Gw)IyK5lZ?TH|=vpooEU#cbszLXW zf@5kF$5rRkosbRbke;-xuB;6z`sgL_Y932bnt|l+*vDXk5}S4oVm1=Nk)Juvqjw%% zw_i(}Kw=)pH$LwWCnyF){<1L@((e|cQHTCVu$!W(fSZc7PVHOHG`|Na%)$|kmgzK8 zsFv~fjS`RU$CMM?^#|RHn9Q@kE8KMS53lYa)Jm1P8x8Nh+STuUuQ(5GJ53rhs<A9N z>nct^S~oZA+>XQ!bU{1!XX{*CJ(p`pe`SpAxbfm9*PV~2a+zSAqPy<=a-VO~99R4f z_#p*qj6&6BRVg;@kc$`Biu=bJzkAh<hpVI?ly(m&L)6|lonbtc+oc%M+fF@K5TlzD zX3^^uC^B)oK@Eypz@c)?BI~)jLaX-LNP*aU7cu{HY;}XY`%VuJFsy?-^VOKV{R1N= zLqlo4P-ID(p}%}nW7(b48U`JIFuT2!1-Tray$-)!ti&x=6pyouoEP~mRM6Jm{WZAZ z>SNezo3dFJ0z~sMCG9l9ft1IyeY=@fCn<f5)eA6{N8&-I5m~NPd7U+zzSBON?~h{M zuj6D#dtN}#XCE=IV-Y0qf^zk0XQF54uSJ1afOu6=U8)z1RHF;LjkHbjxI1NT0x=3B z=Ozd>^rH}O7zYd0D7R4keQ)e!68q~T{btAch*gg_Xz84Y)+;}lWE69WM$VZ8Q==r? zBCcU&P{*yZ&f5gZ<MfcFiN$OL{sXMQ^f{5PNpN!guamcD%&h0K)6m{kZV^$T&FEQl zEp=iFMOk$sIKmsWScr4jf}RGUjNhLX>@_@QC1h|Y1WC)1SNY1)vM`y42uK=E3?5k# zCiJH@&K$ue39>Uw$Y0PKN3Z{W`S34tI1>RDZZ^@8iURr50nYUGEX)kMNqKw!Ty(xs zRHZ}@AR5Z4(tbwK3)%Trj>?R&!A(&R!EwSmtbq_sS4^QyF>b#$47C}C<-ly)UbZ$d zm)HM;SUK7Mw!QAaJ!UPUlQ`1ro+?v3rSP#TWs-AM*K$t~1g9W5f<x3Svpb0z66-!a zkcaGr$A@k0r|^*^0d1D3a#Wi<o{Or2t33Mg?6f1Zt8&fyhlajlUSpG&Zss0>)gS1I zfA~2gx<VL2yvTzm3V2|?mI?Q0bp4NZ2bR=YH6vYzQTD$KJ?jUZys^>w$Eyq9j8el> z(BOHM|G3aNvG8<AI#0Vrrns7X+)=8S0C{fQRy8h!a1DKBLxG1E|EwDsv36U<1AzYd z;~*so{?1Plh0^d;wRki5q4j6Y42tE8VXh*J{#dx=3zgC2gj5=Ma8jIlw}OMDHEIN2 zg8PP$$5PH7Bs%*bgdQEB)K!M`O#h64+?FdlW9qni0m=x);#g6}Skck<fta}+$*g@^ z#vjfGeD~P)Y%PtvS!m#l#KcC#?aH$WaszDIAmkrXubA<nd6EnJu^%4Ye?%uM;O|3M zXf_o#NL$!_IK0Mhz&7_K>7rF}>UGJu`%>imeXYf5IYY57eQScjj+;nIPgnXIiv&PX zda%zmFv`Q;50Yu@a)_Wm-MBjU&&T7xZ#-Zs6sydkTa%T#{(Qad-oFJm*x2habhF2! zWYvD2e#)~%Afl{cjU?0Y1qrkjH^B-c?i^qn)rV|2?6TgedWzk>_C65YbhH0{+ehrU z-saTY=6{@e<Z0FfkY?`U@bR7A&fx3bfpZEN7|(fc9480oS8s<0=SB{DW7z2osNxYd zT@~YJePKh)Hkv@l>2VwQz}~Yp{N>iqx;FJ}#qZ+JOeplak3&uyye(@EN>xJdGx%u3 zFoAoI2-3UN5N^66ty9Oc#^pxuuyFon$3##!=zUwP^KK{idAKD9H>kmFhXz3NT6P1_ zjL`i>RM_H>BRJ06q>#WR8^I}0sLRZ?8=Ru$uHscA0Fe4lVw$3{VlQGf-p%ne+tU3$ zW|wnWXe9qQh2_54cATe;yx_3X`t*LSsIU?UhrA`2^+~ma5ty)JI)spsFcF9j{6zWL zF1(}PrQV4C%NV1!%e-%FgdUorV#DzCD)(DsZr4prjo&A;6E9W2HT})kx{Mvx3eIhO zl4+})_zX_@qNg#-^7F`*!H1iD<%;`;_cI@#?ASd_=F~L}ufMMn-~)z4(?t+TW{FLU zkM;hNfIc6S1JfQXRf$GI(-`_~8D}9sd{rBdF6d_^Eo+}%Zpe;6-7MWn!orFhQuJSp zKc9(*O_YJ~(hIhSi(|6Hg-tU=$UnBS>Lj<mDj-ZPUk+*gvIIzLz;f1T$(=DcL~GD| z(Ih0qSOHR&*;_}&Y<XAeAWTEIT|EVA1?aaynwwIQTnsNQ5Bs^702QAAuIgu<fpI*& z8HSDU`0<5WrT7xUFdW@yFs^&LmQJ-ASvNRCSu!4{5=QZ{nB$cVIcOx^*aT{FlO&rw zsHeD(K*gY7CSg(1@S{3+_-7$4g_NFD>V5?-1w3B(w+~a$LJ=8Fbci5JLPoHE3djPn zwQBL6-6AXxX`Q46x2`5+j3u?B%z!DGlM%g4z=1QoCy5Ktd)6a|C&9sB3q3A0?q$jI zM=AiOkN9B7qMXvu0?@yHq|;vcLPSZ$&-Q?T3mZtOn@Cvn^DC2)9{(>Ii8gcquZlRq zv|GLOA;*tA3N8VH-VsM2$9pY+Gaf|;uAfwMf)J^G1OWxf5Gx*o6T*TGgx#;GP;roS zOZ{9D4<^7x4lDALap(iiNW^CoV0+b>|NHFmYe8q<t1V`YLecR6CSFb~Z~k_)&xaGU zFy#Jh2B4z0;yG2Kl0N2+k9^vD2b-ispOL8Gv?}bThdJHGfS>)dZmfGpahAC~XIP*G zOjIae5#+GTq(%ZusD=mZV{aYeG-HVanMLa=>f!`%`S<Op=+1WkpBCWpD)8Jr^OXC` z+3Ta9V>(gCokPvCkMrG={@HTV`N+41Oq#=LxZwf@ef#@fJx)CAtBbzV%+jfK!Ph&! zmoYQ;4gb6KoX8<dB!KXy@gsWyf2286lg8S1^)dcfs6k*a0mz_bHEvdE!wGS9-1w!j zX483i!)$nb{<n^Wv^P^KWdAE&jd%YL#9q&80`BX2ZsZzBQ@EDa9sraCs<+@PN3W|^ zPX=JVOv?3m4pa$YO?k8!K9tS0Oe6PW&*}4hWG*&Dvf8-Re)pX!akDyF)E`hqT|j;z zTBr?^1L|c%k%!0Q-1ila;@LvkOH%z(eyi!Wqq?5kNQkN`?^Jg<IoCg$=Lg8!t8urp zndtd4SA)20N6xAPFSg4!Z&I^PftGltQ&kl%%GNE;$$kc1dw05F+X|1b#N=olUB#C7 zUyM5sQx=8&ZsT%XhiErDAFG%5_TeZmvWw{eS%!4@^cfI=VsD=4q}F*#JKeVK#8U2? z>~9g()K_6@ia(-bsxp_{oX^^c&pl7abDs0q7ee~9Yu@{EG9EEjrv*kaMHuk>v=3PJ zq{ylJ2wSU@H7N7|MoiQd98jxy6J<^@Vq7%h76%b`XW4NU-7K@%0g|-JCI!}ep{%~p z)rFoHXjnqFv7dwymhT~2wKq5=?r}BF?+|UXb)KN(ex%@M-)D!)kH~upUh84E{h*a7 z#T5c+XM>hS+j}8HS79T<o$3Z}*{Cd`lt>1=hW&z_HqP;a&><0*qZGwLam#QJ5_W`r z>OpN<sp@g7m_1kq{3p;vHYw4(cpjBPdjyNBFN0^#+imC0fve+wjNg6Cjj|PJAP>ea zp+9a?_(U(aFgw#ms|c?P8>mvwr0@|SPQ}=Sftp+lbYqOmqmQbN8~I#f9(~%vK{UU6 z%_LYaiGrG<{(=_|a|Wx&kbK38lyC)Lwu6a|8%sZU#J%lhfDRrX)q0d|(4&Kl^Jt2= zM}@#3PK;={9TRSfZ*`G5Xg?14jjBuwtB-E&m(pw!lZ@38lWEQ>g(cgHb9WLH5-!(V z0<X53^N>yB3fPi~=`Z;SibnDwJ_-uqjY>GPE4N-X#8f*6_y9s3MHj5Z2m>sFalak= zHTsPFojL_lXp;6u#UL`^0HK$_O%K<7<~Hb)G*L8@A^`9T5NMHwqtFS74N1{Elc>E) z-<yK9k#>nI=yo;y7n}N<bSU^!Bi(WHADuA->_?ZFdU<qRS#tmYWyDt8ygG@`6f{-Y zoQej`fQqi<K@2+&4|)x1Lj0L#*S=oVI*bZK8NN-_*NYq&p<DRu5KfIdw!luoNgQ6X z+9;9mQQ?O@0}MceQO0i;HTp6nZ>0<_Q0r-=8?Ic_s92API8*<qL}S^Yj*1JHjS?1O zu0&9Z6gweiyJ`c=-#DA1Vey=baZkqY$ogeXeFb)x-l}Q=ZZmu>Ua};a)&zaL;i<Ft za&3MZ!7KvY+U;>hiy!llxYO>j;j#N4rV!vWG@UINnB@G{i~*@3DqYx*+Uz_%=G*We zo(fU00|0}?_WK>CeP_*#9xCaD8#!G!5VG%GbnNu6qb7%F3vmHO8qd`L0G+3Uz5TaW zTzpu8{T{a-__tsXU)O_x*z<CYzm?^C&?F?Ad5WX+P6KrK@M6Zkbk(libwL>&z;m_l z;1GS?JF(O_6QNV}qS@$6o}vFV2&vihvA0<b6;iP{r`9C8Wh_72fJzbGFP5=7kKM$k zu%SIlEDvnYf5S^caEHfq=V3Pa!&LS&0c20l&32p)3PgH~Dm<M|b&)^)yKPy!p5p7d zN|@_&yBK*Pe%tkHxSo8*WXEGFmeyrRh3B+$ODq|kY1?qE5dGvBz3-oZf&>80+(I>S z`q{NwjM?0*nL1)!R*>o%|7Rq6><24@$Ag}?3;a8h4dUCUA%#a4sj<YyrrPhzv6Ile zgP&H*_LW9-c6>^_?drk}+)nX9JJro?k^oB24L&r0^q_#$plemTr~TQp$N97Rhllgc zE-c{qd{Pwso}L9+hKgjV2B}Qtr#^KFqXs>ZX)RN7<gq5bd;`(@#3;S%sMBH#M%p75 zMK0r7(p5eY$nSBZTg7S7axqY+`eSa*^WOW@6=eOP%g5tftbOeW=8qfShL?47dCISB z0i^|4@u^<Ysd{c&X)Ok>VV5h~I1*_(W#!bw`CiXd+P1c4OdmRB>HHA`{CL7*rPO5> z%LP0Va3{sg!X=vjR@(8cch_uG;^U5@{1QE81fqadgfw16zBr&3F<H}wgpY1G6D_KK z?gmUpfltqMV_-#7YM|rD1&(i2rj~Xd3!%*q8fu@RfY%z%Uo2VEAw#Zk`}=D)!o0bl z7$4RE>lJoa`B~s~{E&gdW|RaeK7nxXENF6kiiO>!h9KortWvzXI35Xph1p+64HC)J zc&!nFCz%_#E!ZmPX=;La!ja^H>Lvta1+TXBj};Qd)j|#*Zv&Cz;izw-0?|);T}b)m zwqYTEM+4F7;Z2af`HKb86tKY2OTPb*59nU#<)?=&Og?k}W4l|1vIb5^jsz!a3dYex zYgSoYvBDXLsttU!X&Y)FvwRR3b|$ZlB97Qu7#THL8u#AiFStNMgOC$5R?#IrDFByD zi+C%`F?I@wM!Va8x7xmnQc{8<PgK!J3rNKAA+7xT=USdQvOU=X06=CiFo7l}zyNC1 zKPz~}$WsYfA0bh|7Gh8UcBot20Tgzw9)kNwxc3enqmdtRVB@Lr10(cSxjAh}S_?Go zzH<|q)oEI+)pcPGCMbUce#=AtL*%OO2@fooE%TB90IucYLQPL_BMWpQleiD>K_LJ7 z1#W!A6`$>T$qW*Dm04<#B7IZdILn+ubuJNz1W|8gDR}GPBf#|&GL>#^>If_qql_tj z4BilG1=O8pK&a^`sj6vytSVXSy7+0(^ZKFxcC!l-1bj%MfDf1fReM5zfIzKMRrnaa zLrTvkJw>5&Azx4Ty7@ynbz9a^Znz(X&zNJ}$|;uB(}vR+>6CWG-14^gcpX)DC8zpd z=|mR20>8EJz3$I*4da<Wf?n^>bX&aqn*966(h^-Smke5#+aK02&OPUto9)wmYw2Ba zu84pAr~~Z}24Od9FeS|;-R9!FzKFf9ws@T7X0Nqw+^THy@kyGkOLr`H+TG_vtA_AW zY&4H>!Nr$L^Z$WMcXu|r<ou7T0ziu!g-t&%-G~=!c-PBS1J@f}4j(R8?@7FNgf;?B zSB<VeZ(W4PvUNU9zC)UQuu_iaLF{d6A0|ljx7H?aBh6!u+zJ_#;>hO1UM^F<2~nXA z%X2Ot-IUTDRoovUbRR$aU`@F{&)Bx;OuHGqAK|m|iq$*4LtU?@uF*=dX4Er;>)(3| zo0Ynsil@n(vZ}NKHUy4)Tz3rBdyFfzgyo8?N#%AenuK$+>QXWaoA3gC7ZCu9_b@J| zZP)SD%W$Dhe@|{gomH+*;Q-tGO{15)2U#cFU0{>gDa7u{34+2DR}v&ZWg^oFQjU;l z7u);c!&CXnZmSm4*{u~8>D%)7)ce2iw*!`@lF_;qp6L$P^5rh*q7_?uT;H_YZN9g; z^C`v1ELv4h`^l!7rv{nz>7jN+f7<^FeVH}?YQM7S*lD-7Vju@O_Ku*|3ZBH^7Q<8Y z64{Li9(ds!_~sZRSJtWb^mNuj?=yw6MpPDTUS+{4`<GayPWT%xo&4;=?B#$QUv@{; z=4o-4n!BD#m1B&=_QQracD(%jsf>mt@Rk4uA&66pV}Kw@AyXJW=aYDB3Q<#9uk~!? zNH9?CHzxXWBiYsV*DuIaYS4j(J&-1NO-j_GsDX|To*4P}wQV~z9#<zSS|aDzksBGQ zwO3=vJ++VFyPuW=zylG978aawETvY!l3y$35*=+?ryv~`0d?cYfN@wu0!YV(a#lMV z7Ob(5vgp8>_x(!g(~n9ag7y}7;>09|tEPhl&^Qq}(`lGY-ElP90DDqbL_k*lmJ%^q zG3Q})@(+J}w4pUz3=#4lTxtx!zCUun5!esZ*KjP!3>b`xwVDXxe-gb(0fCa($xuWK zOaW128DJuB_|R|}2>5fYj>iyXQDfCmsm6dj?ZD1Li7%e&P3kH<OQ;hiX_60Lox5td zTPm+732lHZCK0rL<8b~V3XE_u51A0C=l1*ppx6oN1`NaHAXAXKqae4zjkqES0WO5C zz70H$aL!?XNRgS7(~mRuVReN#^(Jny0n!SbQ*~-%oP^CQQF2xpJD&5uQ*~DyF$N&( zYat&hX$vKo=X52{(k08+O>b?>4Gg?g-Bb0Yzi(ai=eJqxk~9_=;lmE0(gHDo*pw7f zj1EM>O4xm*na*SLN;ZIy0eVyT<@2ZNve@hkSPv0Z{;7#N1Tz+~z4hDPgw;+l9h&l& zLCE_nw6kaAQ-uN}n+%T`v(I;AMcgTRXky58^lDjop7ds#J(;rG`G(Kvgp?1f8?SX* zrBIHRxO6!8<{^p<wB0->2x*Ij#)!ODi9Khk`fU?$u7XS~jYybN75i^1d2|!$)Emvl z+oO21?;$<!c32WG0ZchBT=;&6`Yoh(yv$gEy&jpY6yCEt<ZoX6aY&op7W5Q<&!*!5 z06?9nXt&k=0kqxdlHCd@sFU4VtPSH4eu?;ZqkR6-Yv>cF;<&~k>i28k7QEaZL;OOq z<aTiJ-(5np)6Q#%YqHyy<1jQ1p?J(|%es%Xz3qCt@-a;9`bm*S%<oSlt@?Hxi^`ef zc|2MCF#jYOXa^XAKA;E#TDy?|Xo}fM|BQ0{<}G|MNnQ`Ey4^O<x{`=XiIYCi<61=s zPA>G%EMG%yYOdwu9_NjH!OO$%f0@}{pD;W~4E314j*I_@m^y5i1z8vSEizV3gdMWL zNLHx?l+QOTsKm~LkFYF=P&u|bJrR5MMlrsamad-5)z5vmi%}o0-$ADIOk|uAu+DD6 z^9xsXGzds6ig#HsFle`a4&!^@=dsd`^nX9|3wXb*S!;R*ViVe7lIore5mIqd_7Xsc z^zdiVpNXNIO!Dfg_d>{8$-nEH%<KQ+<U>I06o6HS{2h~WOi3WNYZlwH7GqTtF!s1( z4K0>5Q_;JNlZt{w$hmCuOs_se)2pE_`k4V9Et2<a+%fzahIneo3)p&F*SK!LFW7Rq z28umd-^6-mQto9X=);_569`7?PNR|kdnld?U(LV`9%V1mDAnavIxmnI<^($T1s7m+ zh)cT+M(%wi?Q}+Tdzj~uXTA1y{VqI)Q;Qf46DvjCZhDzPNlQ88N3@&?v+Gk>8#RQA z98Lg>Er_W#9C#gsuh)&lYpp3ejkJ-cl2iZ;#&MNc&@*EN;3}kp^FDIOnj@y}7yip@ z`g<PSWTNa}9}@fB4kkY3H?BKljCjcw!a;jrR&RXr-|5d4-ZN2V82#77bj}~8J_PGi z6~ZuM9C%2SG;b1;%(@``;NsgRC;W>Y^Ky-hO$fIgtdYlaI1wg75fzF9yW)>D3ZOzp z5(yx%8qv~3FZ4-zZ_+7Y(dxqFWLdORuZim)(g+1oqA*7F>fOMxd<E^jn+SXTBEssu z&D(^@Sgs8z7A*b*%sX#T2X8A(tY6e-748559`HnkMV4Og!muc3PodXjO{`<)vnQNW z{P+rtvqS{bPI#%z6R<Y&dLc@qdbOzp`ux7;j~p)2n;@OKf<&6*MgRdn8D3;B!fu#X z!~_wsOmbKeZJ1&4-b=8)pq1ZS;>7HCFaJJ|rM~68BhL_!sE0Wop=4@0x9k+9cBnOm zY>-yq1aU5IF(<k(1VzC3m2+0z`X2)WqS>*^TQg3z9cxp^_Hvrq^bf7lfH{W_%UIT% zfg%G`-kRJ_D6v8I8UOw>W;0~uTb%(5uHqMcURu+^{LIGH5d>zu?5Cx2TEE@3Djsou z`Hs=(?!Bp3u_Yd^r^DE)FRQ$&U1wj}|GS8)NZE13f9!<O#RR?Y!`x=;X|-S56}h;0 z9k*LwNp1jmy7S*r=|{A;@}38v^ZW<4oL^<<8Owf&=#x6cvhuiA3U*Y$EP>!AO9=ZK z?<>@=`YPP@K#t$rv~%gi)1Tsu&kkB%Q1@^EB>chwJ^Iz#3DN&M{cI1*iCtF}Tefg6 z@U!}m=L;@;-q}U!uzY)iGQO7t`MD_XSE0nQ6KpBJ=b`NkWNt~x79cKObu%LU%L_q^ zVTEDVbfhcARn2HmYlXn>@h7RDSCwk+)Ct5R;5D>K;jl*RD%21uj&*tp-_BzCx`8{! z`;{iPvN;G+l<}R^1-hg;HxFpjR6V{=AK2F${l865h`g$#fh3rOD8+0(M%RJUdv9%1 zr~uaGfm?r3EW{K<A0Ll<{0B(Gt?=dE+iYG38**OKjlE{RklWu?0z0)BkEE`p-IM2d zVIkkHy;iZ#*YU#=MvL^zKW)NMEMhk)Ts~YDH?}G15_uMg3Vh;q3;zDaa(S(9V72r} z8=6M<t<rV43kiIj0!8uZ4VleOI^MRq-k<g|?<XdNa`Y>;pc9mQ78TVeS@7=qh!!K| z7jZ-h!dF<3$efYJYmUmdLR{2vZ6dG2rc+)RV3frT90ipfu7vrrfIe>=lN+?{BN)aH zN|kTFkInvtOdz#b*efRvuc&L8B3TR|)GhSRPCyJoWO706$cFZ~3AEf`1$hlR7xq0^ zpiWMz+-`e;uqdx+*VKKde=-YihiQ8H8Ygqw2T0IAf0(5B=zJQQMdD=H>m5pB!CXqf z?h)J{R6{7}v70@sN4Y~^tEKqYkg5V3#t@4HpFmDA?@N4Qa?ung-gx{V6onm!gFN<O ze~RNHUZ=)o!yUtg;wfe+g3;D2REP+uKIRx;%3>7VY@soTr~^E*L41=n`quAPxImyz zxdcu^BJiG(Q1qj;_3dBJ*JW+PySjIe56rj;xx#)0oq^FLzum?(qMwp!dl9Irlb__e zpV~OqasK4p3QkW`XD&_6ip!oM<u#>H62w%i%7z?cumBLFsF{(-Wv4M38E8lpsK5p` z6pCCoe$FC@;%YQie{Sn^NNbG=N}gciwUWVkoE&sDHc1QCtgSFYlzW&FKowt$T{puN ziyVkV+ZGS_XXS#dortK>HSGC_FIUP6nr~PHx&__nuQiHzLFK?cR9Nv1XH#+cu;_R? zx}!;dSa=&Kw`rOmU5yk?y%P_a{{Y;nG@#uqb&P5p<c`&=a;{frLtsjhyC<!DoN^T_ zkK^IZX`np{KOLe)8F?*`r>el!L3teIkA*^LziWpL(%Ou=d+VqWsMJigZ`-@i9haJK zHGir(eo$i)wO$Zx`SX++=YI(W4jUJ$?*b$SOJ7fld#>%o0#*##Ns!_uAg;9<UG8T? z_>~7`^z{8ks!bhRt!hy2%22!ZOE-RWlWgnOBd;>k-t3b@X6TM}aXr6C=h_Mv2$Elj z*7KHV^|rvA6R>igJZ#kYT8Hn1Rd~~zurujCeZO{lOr+2E7H_CxDED$!)8p)4-gVxa zUj>~gf&-C%Wg9iDw=9%sU^G*snNBzT-g>@Y9evM*J9R_`{ClhXAUA@6CQI1zA1h20 zWIRB$aKSO4_uN+F=P{iybj{Wl(6>7HR6eC~U9q_NR<daHI-s`_fc)?u(G2o5eICM( zW{S6A0`c4)F;JNUj9~uh4A<$Geoz?WkNC86hVn(6kv33lhTm^=4~oma%E$FwoQu8f zWjd~Y1Rq`wh4PPTz#&Kbu<`rudmf8GF`Kma*Ju2kmPf3B`<^V1si(O!Ipnwf%}#Ik z?lzzO+GFqdB3a9q<U0Yosxi*Zk5C5LK!(uW2jC2?%@usl_vah0!{@K&1f@Qf`&|^y zzE}Xw)Kh^@=kJb(b5L*?%l|nI+AP^zolXZUy4ycOp`!vLo!>bn@p}kw0{Ca?A{-y? zpKa`Z0+2tAep@%1bx~N!n~BwC(5_g}0TW^utFJjU{X$c`4Q^RG3V_ChwXD_AZ>|pN z+-9hHPt+J)M|WDwN;^G9#ra<Ecic_#^4W`(YO<1d-gmPot0QYMKwg);vUuiZY4RsI z)f~$H>Zt9ev>$R){+vPcbRco<w?Vfc<cJN`IGYd6qE;7E*vHfNA`41pnxrv{ZgX5X z4|49*n`Hc2#B0t%MMaeyn9SY9Ypo1E;CHu!2mIcgQBT+R(nrhILL-pdJwU1!hmn>B z6BKjnhD410aZP6>PnQA=V=w5zZbj=Wjyzh&#>UzuP|DS(wzHP~?IRVX908!mBbelU zycOcs(W*6}-KE@iL2e5osTbDBd~%?Q^6FgsJZ#6Rhp&Kaqu`QTK&B(P2)B({IRn~$ zJxp!nV9+4ZNCjft@;`2o@;SAY(vS(xV<bRUy+n%{X|eIfyio8>7(Q&lDt@I=)Cg8L zK_A7fL;$l3dt9GfT1cCmjXIH;vBY#f0cOy8(aPEYaN~h%{#e+~e^^XdDKI5ZwQR5O zu5R4GK*C~qmE<6oGk!s*Pk~vRdYnWL93y@s8`lFLW&+WDBx>fqC^RT|iO<XtBtU_i zEUc>=s6(3W>bV3F1|B(~)OI4z<F^k)%A8V*`fZ8)C&&N_3h9aBD}YI(OdMRnf|i{j z>dQ}Ap2#m|tdOi2wx$^<3?AAGn30(#XF2$POnqfg8-28QaJK>_xH}YgcPmAU6)95O z-3d^nxKrG%xVyGRTb$so#UZ%9``o#A=KYY#x1H?l=KRmk&Y=pK<Nu~;x9;|RLpDE! zzX1gmoHBV0iQeomK220eSl$wOr%f_xmjo65mPVB3p{Xaz-|6wAXZEn8rZI5YQj#rA zC9ojD)3>niX~br<8DA3EAo8v;=7D^c#mL~ZR6i90!GW-jQt}t!!(?dinZtkOM&ylo zOp0rlhELt>Md`9<_q7q_bAJu-sbH#nz|WiN5DbSav+q|+)vI|=OI}Xv|Dy@<)c9Xj z^kykt4|@53ZYDeaN{OHEtgjAFgF%;i<C;7$^_^X*q6%82PQ#v>5~%(;yFFKzDfKXU zyZgg_k4%KbUB!{;gwM4~UO=f96XCOhiSu}<@DWP1m5ImV_@kxxz0>+yr{CGH!Ry2j zCMB(k_Kli-TA8ephUMKsYnAnNkAqaFwi_cS0G|*&<03xATcn`Ffxr%DUSniX18+sU z_jca0rvK|&`(AIiJ_P_bHlm!y(y5)#+3ANLORlTEP6L1z<CzQdOq)#5-`}x-kN_jp z)2nbh`b6+=IP}DR_z)0Psho|J&661l>qf~UL7)#Ty>=B1bo#xHNBX?UK+pF4`;+l? zx5(|w&GO5;_s!=RqzsHC_~tc7AP8T}`afVIP~FjF^`q6^+H;Gp#Dxn{wx@)e{|ZuV z&^1Tb?Q`CG`zsTQ=JUH-ov1m){M2dX#~N^@?vGt~P(sPx(-zPePIyn7gFaU*KCjI8 zJbs%n3VQ5DG5eAuUBJn&Uz28+YUW5@Tx=-VQ@4L!(AslU6#aMnKMf8gFfq?%*SsfS zY`h2qqm2F>v>`YSCEpLrG4}KExxWixUD&HPqdsqO$TjG#skeHq-}MAm06&8u*@^Wa zPBEQ5i!|T*?epP~qk9llqy5C@J!z2h`hM@t>VFW7!yk$-{`Al3zjB2ArxlRvm^K9! zZcffTA2;s0ppx}J3YJ1V0ya^E(H#~_0<#2B=212ibgI;YH~%(sBT!vECk_&W+HrL% zIhD8QSP_j=00m^QJdo(?PnM6yRXcmHAlB#BgSJ908(~$&W<KE)4<^-NYnso2!9q1y z%hq^?@u@7J1Md$T9g_UYnnmn-g>+5aC5|YSSdzS&yQvN|B(kA6Kj!W!hY=Zvnq6eO z-*&*gMW@Q{_Xawm5MBoQV2r95)3xgSloPfjoqV1v^ib_{<A`BwvmMh^dOhPD`8X-O zFmsVH9}A=L<;07wNtL=JDRFpi<Qf$lY5nk`T}Jkbd1`JdvMcy2e`ird67>r<YICMj z1URL>eAE>rsyZ1dIMO;Zf_GG!y$A+yoEGON%bs!bqlSWM^``Fk=iiqWG``=TqnXB8 z{rx;e$I(8MzZ@#{?i*!hlh(U!0c2$UgP8UjYQ%XNJEp@7Hu7gCoMZ$$H-SLOaG)}3 ztYIXOZo8Z!hE>fY(cr!VVJY7ZNX;|Sa3T+fz|{?UrZL@?k8MA@KFSP@_~A<`&FEW} zkRXQPCmkwK)#<~7(k2rup_clVvCMaCga5dwy;uHfR(z$kXst|+Y@#vvQo6zIE~dj& zvtlxjl40p`0QW~gBrPFw5;iqv^q||zuRxZIifc$@NNFz%ZLy4}V}A{CgPtw)xZJ)J zsSsZjpuNtf#oBa8oHQl4ouUlu^!R?=whVKHtIm>jSwOG=B><8cGN^|&YWuoEHLGie zo$_|cq3)*17B;s4h|_*vCpjjzDiuSAUuYgS%4(K9tONahZT+7KK3$inJM?wL&Wyn@ zyjHxfa9(Z|)~?fZ#df2TXJ%jjt@i}DJ632{=8mq-2yz*?O&};F)I-uBb`F=}%<y$k zOB;D8x9kushAkn{v{tvG*1i0rE#Ixi+M1Z(>n6TQz*EV-L|5#LllR}~(UJiP|E)@| zGm&Dn@B0`NRyw4l%e?i<_ccrcgY!<SUAz)OW2-2}fUWd#veP8!Mtv^NeYUbhdSk@> zUvc_$MuIFJ$UfT_gaxznMl}Dwg5+|1#|^p*Lm`1t5McOO#!=*adeFc=v>*PsCFMee zk@v~^dca$~+rs}^fQkEq1(p|ThBA#Y6Xtg@kp9?rLFU@F_BvEqwV*AVQMO7hk#+wu z6Mu`_KNlm{TFF`bF>wnga;t%4WyJUNb_dX$8fpfE|MLPw7@z-;xQ{gn96vI7#?UI` zT}J2|3*2Omwf&b9^vto|ZC<OoRXnpPMLl6T8heDED<WiEsjG5-6Yb{4ty0@&KSUqD zbomnWvJ@fl{CC;wuZ6zy`*YV-Uq^}5=O%!XKAM}}(VKHw{l}g)+I$#*g8e)f(NpJG zb#oBiGFK_L57%@E2uwqP=O#7FJZ`#vHtm6yPPv-ZZz2HomBZ&0|K<4gv01)4yOvzB zq}OF8XT4`PH&kIS>m;z9;H!q~!9j?Wczd9k*|T;oW1bA_T((J<`B}Zhy~Hc8oBai# zLe2z45VaaL{d8H~8!%fq3B|24G;w%I(PE(Ce#^;3!+qGS+WPls``{s;@Bs7k0<S4A zZj9|XDg+cm?Ut==xf-aADq5||LVw+v1{x!DH>APnbL$DBagZ~%JNWWVc_}a**zlxR zft<Z;oW)jf6ukuAk8xw*$tb3_ioul<%qM(1)+boZMTb|(KMZcLq<`ZNUX({w<mXU{ za{WjXN>|8R$c8LwK~_b)@Z(cx*c%;^Pzymjrc*c~Nm-4^6}X`iHhOjq!FI~W4cSQK z<A4;F{kDU);++H}+8yNE8`%!Qa&iPJDk4Nl`H;;N*@Ti}?$2aml-=;es!H%mh=!Pj z|3csV5>qzge9NZM8kYKyPZo<Q&pac<{AXrZ$f_BcUM#D0>?BvW#zIm)OT#^l_>N$! z4uOG^He_FF7Kxsk2}^mmXcsIy{E-k8+N(!pH+kWzB5zy+a_#?q+!Blm`;n3OIehJ! zvuceNFPljXe4JLa5!vn|hQMvX3*wxo)IJWQDx!{7t;LE7#XWfNc_7!r;HIxuVs;l} z`^bE_SQi_Eg?X;FgN7)nlu`=;J5;^LNc}<NO<FoAI<KMZ)q%&H)0`D5^3HIBObn53 zlBB7@G(9Qu<B;>YtE9UaBWeS*fiEpmQqaehqCsm_*m*V+Bnu{BR)Mg+={_Ki4;njr zn*NW+m<ZTz0W=WGXXyg%%(bq~yG?T&H;ojQ5AEDb?B<bu#hULnT2zyPm;Yep(yY_O zPCGhPxm}02`(7=C&+^~G1;%(r;8bI+;0ZG5Jcsi5rI+$$phw1yHc=GL*=|caPPJC# zTQ|;lZ2h<EncTB8VL@2LeBkj+&@D>kvq|Iuz%JVW2d5iH&%rDMQ^pripOM;K&nPgA zcFw@I2#k#&gNCw%q>Bodo9=0rQS7`mA7+AD%I~z|aen^#d``4>+xz;MF@8D(l70H` zKRclLIJ{!kNz_@~Xp92#*9C>>va8vDubHg`2{zl%T0H?w&Dtdq<^7JybNtN1`SU)= z-23+z5y$m_w)InOlCt|k3A9xmt08CwqjBIv>hu5S?f*W7VGi1Oiea#2q+V}Wjt~55 zF3jrtj0kGm08JiV`I%-jZ{PJy@6FOX%ZA5Mfs*N1#x74~?J(g8F&Gu0+no07Y+^Sd z?6qwVUoqRYF06uJ|300HPwKTguI@?2I5W&0`|~8Tq@v^D5kJUTmXlxC2CVNpwe9Av z``^P%eE!a;8RZ6@YEj<u#0$Nuy&eML=zmUEKPg-Zq~O5lrztA^dfnW-twkk^_j?y% zdF|fIXWe^py|4R}_fW6Xj<a(bZp6*ISQk73I7nm@zfGw@PGIJU>I{AiwQ$X+%JrVd zbCs9nJg0T;u*l`s_Y%8kM7>u?x;ejh<J@i{Y9BcO5#JA+0s+F~>}`;lWs+;s_EcCM zboG#4ZCvb3e(_Xh^a6ZxUt!^&ym~g()_NCWEAh9NzAwrsRB;(P&%;LNlnXSCTWw@2 z3>G_IHvp5d&phGvhzrMgb@NywtU|j=lX9u7wx{tY8!ye3|0RN=d6uk@1|z-00)2Hq ziDpz4T*+i3ND+jY2*eQ4Ib&w}N37)x3Y@<affkc(vl&6etlIXy4zYVB+^l@4!A<ZP zG}~PUw}w`~u;BV|smu`}!;x&Px>ci!rTO$bnITfoKAZ_pIIKKW4Ul49UpQ|hFt4H= zH%sk$p|i6+IvG*K7JQU+1M)LG`jEWXvV&<oqCPT6??-mu8VsG&yl<gAfSin|i3B+G zw}s1DX!{co_8;qhu1`l5CO{y6J_nc{$Votw5NZYI6(m3#DOX%-Qb+t#FfOL5@`qqa z<*0{ZdYYfg2wy`Br7Wi`E1(QaofVpfkzL6~6`Lrph+f{Kk2^|AfBdjqu_b8k5i1FZ zC6!QR0nCGAUskc?pi><mKmXQ1C7hZjM2CvLqra~%!2Nf)mwg-CFHmAJBBHb5VEahp zqBWD}XZznz@5aj4k={+>)aixcFPIa4kvC1ZKt|N7(WnKiwfqcj1^uH%@RAy+@}b)y zX_%nuobvQR5<c1EtHS#dPqN=F^T<@rVmeitYrAo%*$8kX4n-77HcKj9TwIq#l7Q?f z-_iwAhQq@yrY!qnc8?%~h$>CREg8MieTYV6;=Q)FtAhht!T-y4gpZ#c-JU_~vM_Ht zEE+Ea4;lgE4<R2sIUJb;UTX!N@o@k-dq>|}iNKq_3mtPa!)z%AdD$WCaqE)Y>z%Q8 zLiInHBATz#Des;bUr&|+&f!^_v)!ee^bXU-rhUf15w2CE)ysN5AZudzH2XuKiOuZL z*4@o&gxY1$qT9xTS)&$Hs@v^Ma>Bkcl~qgu(H(bkF+n1I<K^b4#Emku9lH$wLv^w` zsU6z{`-;n1Fc6Iq_#lz}d)XKqw7n-{t}61bQ(L*Bq``uG2u=C7A-=%Cukea;%F{fd zm(-))S2wkwr=NTqlnBOG*{nU+Ii1+!<LP!EMZaKK^KEfrimZ+}9G&ViHiRn(-Yu`c z+(h_c{^$PX-x9QpxqmT`nUeXnB7Kx4uuf>X_ulMZGVb-y@@2mfSf2O4_^R!9N=Z)~ z(x_)C<LBEd)klt9v?&Zs=~nRq$?tu7CIopri@n5MqAKWyF^BccWpP2=8A|JfTHCD5 z%^I~q_Ui>O0ky9CUSk;GlolIX09?ffP7)6##y<f0mt8_VX_U56<yo-#Yt8;{Gr_yB z_yq6MIP-sh@IE+S8F1bI!D#5u5`p7?)~@EWBDe3f*6mf=K6``o;REksb5wl`CBtgq ztWC=v4&{kgN4iPd^(ufuiF)q4IRcJaLSZ@e6(eoyjGOIqaBlLl<HSVLEMKbsaxb0? zja3_`*i0*z=}YkBaIU&J-*jZ1z1(=6U5ec{C9jfc;a{uHY<Hez2|1rzlgY(x3;z^# zqe1WNZkJK$_zV5d<y6z!^-u_F&9;#cSZz5<?Y+$fOh@35x@8PM4YJ=#NrM_>Hv{D} z|C&2$_EUcla-dpbliOS;$1b-B*UX%Gc8;mK!aH|Uvx^cJ(UTH{B%#L0ZK}UXhUW9_ ztd0v!XuL`K4*7m09Jhgq*Khq3ckqa?!hOM(xI(WU(~v3w7u(#LZFl;!XksgFp(-ui zC%x7Ymv&sT>4jqEx1%e!NLC4-z)Ts-p;P&jB0CA$fRWc@{AnBuRg{|y8o_*=IF-QI z{Rsnz)^k!RqFTTu@-g(gz?ws(?!}I&xT|7=kKp#Hc+`o@F~j<#eG>F6!)q?v>sJnm z%lJcM!w_Py$T#FYZ@pbl1XLxJc%u>uOh9)1Z>S{K>`j>JrO`sUeJPw#VyUYYOWBy< z^tq9Zf;gp_sbi%|696*}b8J5e0lW&K^U70ZzOy|U-qb?JH>QzDHv9pwT@`ue4i<XW z{epca<PUPX<Bn;DmU;t3koz}PhQ=&{g<eeoE<}-=FecTXQDtk$q|3-|HU13<d~D^u z>Pj2HZvgm}=`y4<^N)mozfrPDMVyDTu;#T!ii?g@fJ&!n_F`ey>-B417h^<&`jC9Z znfNAU1w&F~cLX_`NE>c>OWRN|R}FsB)t_Bf9}Q_$j9mi>NE1EVvW&ty1gM$1#hkFS zxSlc?&tsg6DWv(nG6_kJCK@#00?JU*;zn=llg3NP3C_!ITS+akz}!A|A<BWJu)e!L z*6ne-T`L;A5PmM7i5?LAIEvbjQDWxcpUp*A{eA9_wIwg3j6wXz(4eQr*O$x6yg{(B z`^#R2dGv|SZC`&;V1cvktY=!O0uEV>-}Aoszp4426TZ`b$G={-&Lm(QCT%Y3^}ATh ztsflLw3*UH*S$oY>hWz(@8&Z9H1I|x8`lc!Se1Pme@75q{d+f%<7wB#JBsINtL-@# zVf|s;C`qJb)TT%5W7_o+d35$;aMCDP6|t`!SSxXcHeV0;ie=<2zEzEIYw8D7C6cD@ zPbzyXpFp=<Nrqeq&ayIKVqUAVC)9es@H8^9p{z#p9@&phnIeSqtKLKNPHi$6tz1Hz zC{hL5e^jwP?DxmT9gzz<w`~Z$wxd0jUgLY6h`T?IKWkd<8l1eB_Dvn31wuHzHd{eY zP!40~(^ASUVBeyCnot~U^7J1G1w54H9H?O=6qebIHt3+OgJ7N6?Ldi%mizyZ+d_ls z8_*W#X~ehsG>qIa7+HS_ciA-iG&&v}7}$yylua~7CtIQZNA+%+&W4@MBQ4#_KEroT zCC}s9EzkR=$i!=#94PZ;t&XEsuLfB_Juc$KFMB+7ADgRcHmugUnc#n2_h@xAmbd_d znR_-~k0Dm#roIgqWkJ^yfJ86S=EniIkZl9T0tNT=-BJYo^D#|%IZAh06IfpH+$?$< zH(sjgS7v<!*btxDlo~wqKnYy)ut+`&H!dbZfxK3uQhh(0`|-!P?)`u~5qFCh_FkBZ zRi?A(K6Cu@>!RP8^K#7(d;b`r{U4pVfsP#QN{(;d6w~HVMMAU*3C?9kt?r*v7#{F1 zG)B#l<bJD_Fi|OT5g<%U7p5R;Ds|qj1fDYA=JqTfHpZ+|x}5}!ci++>mN4bsj=<=I ztn!-ojqOgm=S2oZ*1Y_iF4B7MhW|WW&L$QOXB_#;(!oN8$yP*s{?T#-z>bVvr*a*# zUVM`FdLM6sp00>`U3>$-L4}kcHFhG0<=Ps>`mMTT5?sPULOpIt)H4vJcQf8TE~oF4 z2)jrUs9C>D1m$?@k-))W5mAvPAzd5vfn9@5360hbY_$@#G!p($od#?A+xt6%K%C+5 z>wHk9vFpg=fMz}d1&6A*E`k|z6TLXYd{sV_ICX65qJ6Aih04m@kdWoM^gk=s+{ond zxQctv1@`j%KmJ;8z@wHcI!I8GM{H3L+PwO}9rvcdGgP&8+b<%h=hEUK7UYn%1b9dJ zrCg1&^gUFV_kpdEJT*U`n-2lx62>_^*!mF#%ZeM~-|eD`D2FYdy#2WuPBP&N1eYk) z9enD0iU5%u3e5*B#!B`b>^hZNiJ=-_e(E?UHAp1HAKU|qzc)WuE`%E7f&%6ltYWKn zozPV#O@`a{^urvNYS*mJ2e|nTab~ntzACKiSm=almbS&L0|MS`R!drNprR7aWmR*V z`))8f<;&Rm-Ei6Kb8OH9bv4~@u_`{uMUMkqjhh!u9br^Cf+QG<oA?+ULp!R8DW}h* z5v3S9l_C#`ltOw&chs8^>h`c$0Ea-izo1oO!xaNJYyp=A;&2<*0)37(<wnLUDQNag zQT%CGn>t*j{+>wQ&iNVO^5foYbkOyqzqR$4j<Rq}LM0;-l98p6sloBle3@g|380dI z^ho}MDgZHr<<+5=)1P_0FQp<S(_^f52PxSzUOBsSAG+Vh#q+kDthGDLkMpW(zl-IH z+y6r$(rz_$w@snn!i0BmYw~Ee?pD)%x>rFv6k<>UwfF6bM{Qs#^sJr#N4COqkv}AQ zpceSJo8=oCu(|H^dS}(^X&>mZ{w2MQ)b?3P2YhtG_*H^Cw^i3qLo~?NcY+@132_H~ zsu$UcJ9fv-LzV76aO7qhgV)=)2Zj(J0q<xrN>VhFP`^7PH;bApFTZVK0aw4zbu&k1 z<u%}#$TRw6K+UaR5XnUIu;bB6kta@icRC@quf!3wsnw0LVF+9O{dZkhn6JC;aqE%Q z4M)A=V>@o^x|=jJ`>6=abp*)CXH~^=FWsr_K0(L#F?W^dP|){eJmX(Rv{#Ji?GWYj zPowcW$`E$=-Y|CiO_Ue}zgCAlaISFocgDriaY@nwbYc(RO^fYKT?f}_*mM8OYO)A} zLg@z%&!wEI1Skd;NYFeaxgl^?@cS5VN*U%9<$7**PJuLYwV+kT$cHA~kH*#|*rz#N z?w5u0J%{Z$J9gJ`ejh-R&H8at@2WiudGXC)qXM@9l1$V7xAZ7+@5%2wae`ik^6n-b zwtr?(+!x>opD!pF2A)k3^CIIRa$5|OPhh~m^Uf^}f+cbU95<SL`p3|Tee7l^pfY{Q z%nx~JotDi12HrN__{3m9wIJaV;AA!*H#mHLQN$>IAC}dkhWR=$A$r|od?r)Vc3^(? zP#x602|en$sdge4&L|cF%~o#ytnIk7QS%<2i*G+1sL+UJ8aKZF6m(JTr<VKOh)!ms z4Ohnj!7ay1=pAx!(HE$(k&s^+*G|ZY;a_sGJ?At!Vk%mT01}&kQD@2R#~&`ZAu1(s zb-ZXW8BDujABjSWerk8oaK0Iv#6Qu^gihWBxFhP!pEll+sx!e464Q{dq+T8I93p<z zRvtZZXq_4s0)eYR!D#*Z|I|yGnH@$RP)uXsw)6QC;VfE&LtA{t!C-hAZsevyM^exv zM)@*B5uVT;weUMvY=dOB{9#4FNB6r<^I;kek_M`C)KNnmV75vkmSAM85)H*1&ZZT$ z!c0s~Dkt1%|I{HN@90-&;n!;cq1GWeK$<m10&aJK42c@|fd@O3H7wE;3tUz%qx3Z< zkqzR4%A!|6t*&ndu1bC=L1R%tJMc;Q)i5u&11XP%n|<cJoEGmR*$8D*e0y*w$cvuy zb_CvF3|D6o<ALW;QSO62rVsK$5ZbPuNa1z`?^3V%)qK$AV(W^}6>BTm7G^3<0umh_ zH1lRI1sV!Ti-aS=_b4Bp!uWnf4MIo3V^&SXs9W=pi(+ZgrX*J2K&0aCc!mDHu9SJU zBY;u^rCe{&*q0KtV2VNzf)x+vrERx(OD1t1VYkM#RsU~hC+q|GZO&V`LdpcqBYZ@t zO##8|0()c?l+#Xy;a~kAYU|=L;&40G0YY`K%i;bcPK~`!)yuUs=b*K$Jfg|VL(VNl zhLPhC8Cr}>DCnd(9%?Y+-b`M$SmRLCvyW_wN-ep5cXAo+<xpJ8fBxhW-v-QOx%>0q zsdn|Wp^I|+0qTX_dt4TDEH@E2AgR%e7p5I_{W9@hmE*Ym%ItPUO@)~dlp>9ZSSytM zR&M2=+=*jzyOP3cEh5M^(8c3C*_ThW&C6A2UG@qa6nG#~lO>N<!ps#X-It%%8W?<H zDZBHhd;pwN#w<DGX$Rx|Tm05^uJZnC71O09yJ6(V{VUCfDULPw$JyneeL@_%(wA)A zYVFRfKkO~7YH?TsKh~LRjrAPi`budLvOxV<q9s?#m7NuMe{itEvzmLKLrnrsKCK1# zKO84^;>?AU%=sF%VdL%EEID{I2#U9PU0UT{-_3U)`bZr74xA`xZik&$+=tESFp@ax z+#Z8_w~|(GJu1)F2|ghPVtiT{z@d=1&1THeH_Xb&Satgs{Mf2t^gXN7{dPf3Y`Z>d zjU}M9u4ySF_tT;Lh<Z`r;%`4sBiz2nfjs}Gr-8%nM%E2o{*LVhKfEs<6S9%kzT}+0 z2BK)-hprXR*2RQ`4datBL52#34M9V5@jmCUyqE7N;G>2vsGNn4G;_(}%^TUS+L8B? z;ln8`PgLNX?6#wY6%+}VpQM5Rkg~)9Y3t?JP|fq9D~E{l+?P4|p9h*IHbIrm!aQOk z5&{#39OY1uq!JotHDim8GOJO?DMAQTey_M0jw$LZT7(}QcZ~&C9p&xM&$skM<Qc-3 zUI3M-MfsZWm{Ca(BJo%e?|Y*~i3GCIp&CHYaO$~G6F(o}ShY`~p>Z~Zf(NA@h*ASr zEt+(`4qV7HHtvS~zHe+$FHY6Q3{AkF@rkQJfLO%PFV9+q)UA~u_7f8qMUx2*)kWnx zeQG)Cwy}^zPPj<qYHX=$)TZacU_spR+ik{Rl}h{~uf%{z6sNu9NOzzRvs@Ai*RW|J zTbvr>H-M9|pUe#cDC6e=4IzQRnl`WyBNeL|V-d>9@(VAY#!3mB9F;Rd@^8tnfk><$ zMf5(%BY+w}PoU;P<A@~G$U039tEpJ2jAZDr_sEV<(9`m137kS$QdA;g;PQ(EUK<6S zm@<uh%vJL<sr-5@1C<3?b732ba=}p%B|w<~Ki?KXnd?N@59I(B1j1y=M<1QOmVWOu zp1_}#1TsIOLXF%&?9=2%wr9*frsv;hZtJ&J_C*EFA#=w4#fub9p~t;tI_-z}A%O5) z<K`HA#qlH)GiVgpE0_c!xW~0?uZz56ak<7UKnk0Ndsu54eSk#Rm>IL)qnNFvSa&>) z)M3jJs;p#JL<ctab@*Jk)1z--j4>Y}wOAN5Fnj>pBbmfuI!$0xM^(oRMdw78rNU50 z!qu!r$OgK|bFldgj1{NdzczYIsn*<=JWE{N0CRyy$5<8q^JlAhhtCv5fLCXyd|nLR zAs!sdkWu73?$$@y^>b7K{yVQ6XizZe1A4&2@u8e9S+;}^i;_9vSH#^61q%?t@5MhE zy8$AM$c0zCJQzSJ5kEo0>2{_S-L1#zdEn9|7v}eawZ^g4dcdSV#PCzP|I3Xq@wj;Q zrwo9_(ORWLf5Z-k)w}Wctq^1G({^0Tx3o+f=-2Qc`B0ZkTSQ{)wPRbw@QCw?5&izR zf!gT>OnD|*O%KG1U>MvwNQv_85(*iP;UZN|*cD8AHo=#Z1oi0>rDtvzmBmw>dD5QV z_y79Jj>l4x5UpG!F04(t49wiSyqdlGt9*3(G*uhcfA4N!=k_SZ7^j-2uYYt0s7(A< z2N4w6xkh&zeDkZmx8HbK!R9gb$_EmArs>@Wi)!8*c<y1<zUL^m%2vGtms09aI2`|- z=FfROd!c!4FO(8KGD&+{Gi4~f!a!Ag{rT>tm*a6{NaAui;`*gkp5w#o=JtHRB}_oy zt)${#Sg0Q(+-HmOn*l4a&HdcRU$1=!LqV$ccz5jfrWg|5T^q#l_p?M!nVCJ?$Nw@M z{5;oDBFakc!%l6Fs2{P{(y^Z;(992bOnUBV=L2^qr!KQ_@Pzg|TjQT+c_<%eCj3|W z#GlJ@FWS@sfo?Q@oJ1A3>T#bILMv$gXHYo<P=SzTFa0BmHqFe+Jy#>v8XU}u6IhgB zmfgI(;w}%z&GY19olT`p#Ev@u^Z1N>K5Mn!#O{|8l_CBLYg_lrn7*;`_P4+Pvq<XL zaU>9UaZi-HdF0e}R5TxWz3_C{6Z$19^1^L&E<1W}_<U(A>CO1cz#-7X#c*-vH>b&& z5_3^OrcwqO)KE+<xMc>_rN^w1R@U#}pE$wG{64oA?Y*ye9!?L<M62u32ejvuldWf1 z0;|`HM@|}=i4M}?&DYcxbpj8VdKtsjK<s9lH+;I8aGInWBA~Fs$z)*HF)T&uZp0}I zb#a))I>R5}UJ_P;ywCW=e=Y_79_NOQJd8_KKbT<rDY3i7nQYy|Hr3U1&bFj`iAEon zXfWY)9s(jx(SoKm9W|_$15FZ>rVC;pDkjJkIb0HOZFAGBo#IoF>V^-uapq&<fz5T^ z_PHdY!6RrUB}pP01Ur{2!hu-%FzrH<6qq%Dko(4i;EtqS*cOEan!c8>olUqNi^nr= zC^`tjg3Q=kCB6WYK{UY9L5&<Hm!_-EpC2@s`7nTgoxBF>1GAt<br#ccBAX&bN)mqN z?Vxz*_c{5Eu?pg<(#lPQavp$87HT5ICuHmTx6^##T_r&u)oWv=un=3LEE?t`sR@OC ziBTa){dPo_{H088lxHEOglK?Q_?HJ|sNREK*<6{XVZ<2%DNh78*S&4pinGSVVKt|_ z<*d@2Eu|4y<)fqH)e(TZIT^xT1(C-$EXW#tMqTNjl#`ttEQiMoPI``dQ?Q+)byXr{ z_^J*q>ti@vtjF3+sP0LWIxRd)C&a3L@Auc@n`+C1TiQN3O~=u>dnVy9*cqDyNUnZ+ z@i|dZY+}HUB#mN_Win)Ojr$yv7{)sYfqs=-l1wWkf-j2w9p)hv%Z^5jpo9pzfko;b zF{nb*(jq|?#!Wi<9@d;|7R}5W*?&2zPFMNhKqqs}#+7_MuN%NITSOH2V}Y?9IPP@~ z8%ROZReE}k^fo;W&>XOXYmZOR*-<M+W~T8%eb8B0?^gC>O%cB~oi{G%C)8GCAEsFw zpG{>(fBt<G=QM}xR|u%DKiV@cmKT5_1o}NTTD}(c_BVG*31Lb!I(7>uqTmT)dynKn zhFI{vC}wOLPg?h5fq<y6ppiW3x(C~<i=o#<3DI9N5tpl-Cz17Aj#pq3%)fq~y|Aa@ zUjJQ$c|)h&=bMQ1V+x7JS#E<{ZhErKdvUL?Tnt(IJtvdEbX?z|c!`Swr>8k0V?ES` z9YU-*kmT;P3&o^Y@E>|m3|5d8ckpW|s{d`!>&gtUq)BX-w3SlG-`~@vgz#?dmo-cS zr~PU}P9$iu@-cTim$uC0wdJ;^$|FA8_{XfB6n*wWw;R2#4VhYwv7y8D%Wj8L&$epq z(`F>$3e7ptCcO<jcmC=<lx5rueQ6}^^{5)Y99ivra^8MoA<%E(^kT4Wru1FRZSDP+ zdVPrSH`{MR&%mMgrTR?7-QLpHsEuC!|GWUc{TE&NB(Bsk{623~RXP4->-X%LIQb8q z^-N>;b;fx=o^@RU&&JqV?*6c0naq-OnBQtx@a<~cH(K4u!5atDY7+0$jB+0F>F;3D z7KJ+1EK(<tC*8BxKU2vt5NF$}P@7kSF_u8;7oeMrjA1L@?$CcHV0&k}Eoy!LDq9@p z3>S>CiL!ZVYxSktFZV#h4wnAvd@_4AaH@jScIz-yUhGab<jlxn(Mc*&qoScnhenMu zsLna5>9zbBvk=n9K^m@DOt;Hyoo2PTG<|t~*HLKdZSU_BxVhfza!VR?9k%|vIIs79 zXd)-`6XK@9z&9z6WE5%|qGAH#Y63ShO0Z0<UbVjQkZ3x+qR*h{`hz9VtN0KLJ9HmC z&>*GC{sQB$#1wG#K_FaNgo8rdgTwOg?65GWJX90M=&lc&EsM}WN(3JB2G#_l0~Oj| zG(hIVj}>1rl}H=boMa&}7I2aWx<HRGA-QLbNv&mL`_(EE+0X`}X>PxKsZ0ZMMnTOV z{>Dv%U_i@_2|pcTf8J&yB>>8rH_GJ=&raT*9#kh;9v4c4dzS$CdVvu*5FPcM6b8UB zEl3>egB&2eY%<e+WR58$Acr19yHDk2%PvzA<rtZbpfHV|QY=~|ibN0B_aXFCI@|`l zq0{qpb`U%?>%310T}nBP>_cTN&dRw7qHJH-Zg`2CI87xVvkD;E8BmeoV!NO~sx(B2 zkw9Q={btYcMmOXzWJGtPDx6?vl(?9bE2eL7s793CkjEbC2A=yAD`iVojOaeF6EuO# zI!5xXR;xqx>ZqanCn-=N4T3p@=Uiq_7ea0I$HhBM1vz|+!ser~`a4LpxC)0FE)_f{ zCvpsO(PO)>UL2t{yrlBdK`a6~C|{J`2t;(?eD1&bm<^**<<U<7@sd<C<iW7!5x*6z zO62po$XWz22NRwb>1gh^b3ssx(I?RplXVEZ>i7|dKmSZZal1y8)If=8V7I&+$QQ~k zzBt_CMnwUm&@=zL+{2}!h36!h1WA>pH+9yJB!w;BqmVCL?9F%I1unS{e&_Jty-^Fg z$nsk8lfD)5>?RRE#Y^wqxmQ~QB*DK<<T+xEE3rwI-3<Vbbe!?{N2!@5pa@IwGb&^l z7Y|?aZMWc;0jY3QMcKh}UJlMfO{SY;GD@;wuABe*1K_oHbPT)=4j`3yWREIzCKveY zs!Ur%uS2rphVtxXfvR~_E~7sH_WfC8;oj21Rw6sty_x87^P#x;hP-upe<9L-|0Q7P zRQRfbW9@2dU(DwAh6^Ov*>tni+O@w>!J}11RC)dI>oiAN(BP=ZDm|GA$=t9%oN-8j zVbB3(4LoCHN0}#q@EZ77k@36t`KJjv0q+?Gw3heqI^=NACy<mHRyf?yEy75lXtNQ4 zoO>jCF@-|{rhmfeH;Pbu23Cn5)tI}*CT=3&^gMMvd`SG_)(F#@x$W8#SiA3$2)OPs z!j~xb2yCsB+i0x|V}DBTyZN>m<o#%843s<yF(C;L>rtH0Is?48qT&zRg0b77ehe)p zuJ-^QO(i;8elZHV`JH;h(RDh}>$<G1UVXf}!DAtE?vpt_KCY&^e%&ztvgr46H(&K- z>6F}@BXAA>^{IQ_HPtE__6MWwXlcVsi$Hk7KjLxDc|JJ6v>6>Fm&UAryv!$*UokkD z*Lyod`Eu0@ls<1$Jxbf-Hfs)Z!?(W;%ZPG}kL6!oSLb`K%X(p#7m3#!>k;AyePuoV zcD1X-6qH&9%W}5W&C~oj*dW{lm%%nr2137N$3JguP*u}7<2mrYnBDww)vI-|{n7=8 z3d)96C7d|^L1LuQvZ$Jt98^?ZHE0(41BODb<@RI`9{$v30@>>(XWzGQ5rZoIqWEm( z;U|uwex8eO75I_x$c2Q0wjCm@CfJ6QpjEmYON}QN@m*$*zZhUotahultFDpXouAaL z(1aXqZ~{#OKzKro)rzb(xWFJ-h~_VHnP1N!(EHr{8ftS{<lzJcyF+oRJWXcy*ilV_ zclhJ#MVXdznJT)dJ*Hjw#4!KfVK*A{uPQ!+GsBhl(L9Yx0`D%5H*&vu{uOCln$brd zpf2hM8<cfCzi{qLRuR-h5V{9YXoGFqJH9qBbvW?zI+~F5wPP+?RxgixksyHVFu6FW zK0>${RG5??5KOM2d3|K*&w4@;@U%<c9haR;%Z>I%gx;Y8-c4NW1qyB=Nkn9(BMp*I z4XQ3gMoyAMW5l7ZY$mDKDRl7FlNWm3N=g<D;KG_<3TNbDNjs9eKOb$?cVx92CWGsR z7L_9Ya(MfEz}0AzMRV17sCSBKBNdH_sh+G7*og*&O^nHFYBlD6Qi)oLIOAyGPx)w5 zE+>3UCn!;vTNK2xG3Ei~5+o21st>wS463?=K~AI;9lOffQCq&ufrsKAg9_M7k%+(p z5AO;0=TaYCUJP7@7Kw%i2+nmJk&$L-GjbS7fP`;*SLL19&S{aw;P;c7P=5LdMg&<z z<gYT}?^|P=kxS6%#VjycJw6Fb&3}=GFgORiePh8@f(FJKtm|=uyJ{xt6S77!_$etp zdpl8A8VhiM8krz3PShzdi|b)a-4bXhRLZ?z^~6AHHkhW-$%9~^Vm>w{pO0&A_Rz5; zvzpB=qcWBLt<Drq0>)?Ah6H`r!*h-FsZfr!`%;sjsb_Fiw!Y!xUx~ZNpF>t<r9@x1 zy-oYTTAE+V(tCVvzug8Lt7KnHZ7wCwMBiKh_;NhgC{=mJvH_TWhq!O^uCc3b5lx## z3sYvV?Q}4+^nGL3@Y0*LbLegN4N>0hIV(p?UZBL|F=OB%hJdOnr9q|%c%92<jbBHT zMn<DLvyjtAUala3QWS@nv51-DeHuJ5!&d>(QL%LbA!6EZ?Xevxqu?2nM7$7z!_?SA z_IJO|cNV%C$Nf*k0V4LdME%lX_o2Y+<+`JgVZ}VQp-+4B5o1UOk4pP?J1zCFq31G2 znN_keudtAY!z{7+U*JyE1NQDJD*i3YzZ^UVT|D-BznZ(N`Cg@_1EySiM;~{yrx)58 z&}R=DG*C_8@yFZOI`$_og-+7m7l*S>fC;**AumeKN^qOM^)l%Sa<P0#^8*5V)o1r* zz5YLM*MlxPqpQK~0FN&5-}l*D+qn%PwSX(<#xy!+o{p_Lh{o@J%L8MV&-<^w{aR~J z9qI35_<Ns&dt{hOf_7tpa9r*B9GG~`<05b#_CAP-0FT&wz$NpijC|I1*<O6^_W*z% z`qH@-yua#l_RTZfFE`qNiycPiqU6S1vyT}cdm>url<>Z@q3*l<MWylGtb*v>o5y4c z@A)B#n?-It>*dp&RD-`b@DsP8$|YQ)vtWu$kxtk7O|6Ky+`z$PO7Xjfimz+)PVHWS zrXJq@yitvGe`C1}n2S(GHWel1lev^V3@C=a8HpToFR|Li_T9Jdi`o>S;)7o9O?qFZ zCRTYn9JtF@@|vVr=k$$cARFGr9#ak@q9`(5nn<8k17!0$gCXT=wQ1Z(O*fjqWb@V9 zu<~?z7l(4{hZ;YZR$bT~K)BmJ{u(Zw@B@ULpd+01*H+30fP;IUBXyE+9b0AW@jcos zVziWSJ<<J;E$+7%Y;<kVek}dt14qx}@V}tDJC7)JZCeI4;7{%{#<hoGia&+S?;#f) z(%Dm+@-_}Zwv;I*<p4!6|5xY`LNGP=U@`L-v<?dIT=GLpRL{V<Oq*IK#{LoTG;&lE z&E3n0<=n0e-)lWi_tjjj|9EsBtT^cT@^7{05E_fwB-78NDJrY?f&kTMmrn;kLc&47 zJQ0I&jzD-ls^JDqqyDDJoDlAMNtif|IE~u&c@Ej&r$1o0peEiSi^^_7GzV%~^|zSi zpixg=Vp(L+tP!ii1+mQh&;utbSHjS30D$#y!c@2sj>^jjI|6;An~<qKciB5Gr}@n? zNa|G6dI7<GK@et@Q(lf-t6e#it12|bnis=vSZJ5n`nTcw%}#Gl8bZZz!SEzTVtTc= zs9K^O?6qou3>3)}tF(83vMU(w%voM|6s(hv?k;BRkiQ?wU+g-{GyDelm_>CaSn>bK z=8Ncesoo+dMldgLL`Q8qovJgHaSe{4-rn%eM`z(?;#Ss@>{G@%Qe`TdI+>G`l$}?g zmQ+f3W5|dJKjF5;Yn4svAj!<4ne`haAL=~WgT>)*XU_)WLUti)k_y+WFtve1q{t70 z`Q;~Z@NkE(II5&AfY7z{WKt9v*h&g1-+h@>RAD_3TgBXc&>jipX%gyN-YG8^mpd^a z{2<Px>Z2@&+`trXsc_M_AWNPglwcYo633a^apd#+Fp29I3s#xtwsd4&$Y8=B)kH0l zEV@EqL`wlp1WnL+iQn3@!s~6|Wxd)sTh|sA;2TxF{T1bTyxi(=JHB_IXzp!oZT}17 zY5dTDb+qukC!Ol?cl)>)ZQJH%;|{2;4Z^oVWqS8<KKtmTs<~5}qFCxjO%Nz4GKQLi z6JSI44ee;74LzZC!-P|RG#^<7R((!91lGNmH%BfC0y-HeE;dvgd(01iRkXAH9k2~^ zQY=Ugv*)N~k*wl3RPZJfvMIHo7<y-ejg0G!TW1TbFr^_Wv8c6U)M{ejwup?3dG^=V zWUc<$M`<X#DOg>yYsv0EK11<*xc=H{_j+>kFnnHv@Q702m}9(hD65RWV1d6`&Nfz9 zK7ZPjrfWeRsw{`9K}mAhETX}&)aka>xAs>{jt$`Qw`Z(+eD=A_|2!*9Flcl+`<@o0 zp9CHqnUIJ|&UCUrMVuqVCq5qGJRSY@qWBmm;6nKg69j_H$+O35CCSmB2kl%wulHUD z;MC0puMfO!IX6L-KF{-kZU^n@$4l^a3W~KZ9LiqXw)qV${Pt^I5Bm5b5vmq&L8`^L zH(=}WxF&Xc&lZW_=|v#tV(D@M;PTfojsRqk=*?!jNt4wwa4;=<p1B7|Ot{k1d$k=s zn6fvC4i$Dnjk7aq!%hL-{`s-?{!+2=)MtEEYlgMk9uR6Bg*y)(UUF49GDXCnOGwXN zx+NaZMb@sAA7Pd6mTwm#OvJAz<~jc4Qg7lVPLUAH^e1lSKT8jOFPG6&qSHDQWmePV z*X*uCb@i-30vVq>G)0@1L=C&=ep3b}%veVH!4X%BRDRh=qx`J5I(f|=&|bZji9sz& zL?WYK)-1@=yFbm1GVJNSf@Sig{O>=mE<Ed0*wytEU;&79g_U%?gC#@(zx{m1hVqYH zro*Z#@|Q`#T2@WldpT{DlWBDKP#rPORs+{JZOi!A^}O<k=Wm;-P?n*grNdw%7rbj& zx$aN8F&LZMz>oK4Ox!aL^-H+urqySo1@0KtOs62w_6iK4B2{OJ(2$c>(9&kKYM2-j zd93Pl&?(1~d-FA->$ohBd$ycnp)<f)Lq6ijE!yr!_aSe1mn|VERhxf22W^O;{a=fe z3Zmrrdy-@#MOj)5Wi5h`sE{Q)Tm@X6zKd$s{s&GT(2h&{Qk?<ICUK}JJ$=|d5D3N; zQt_SY@FxL55->PPFcXtfeihTXO3Bj_=~2R)=MN9#rWhF+?!#)LO>?&52)~9J2iqdF z9at4K0t=26QhrND#;Mr6SHi&r(Fnp<${Yw5V{!iaj~ip6Ya>a(gCrtt2hVwbQV`%K z$vCh|$)Wwmp#rv0MhToi8Lt>-IxTR9KEwV}Rph2WwlgusPChI+ecd)I`Jf!)@C`vy zJ-A%OC4QKS$KrWfl+r(+x1cQo%gfoA`QID7a6a6dhyaK7k8c;$L7>l=tbB(aif_LV z6cQ~x$B^DO^HHGMB4QTu4^I8cJz=#IJNgMy=buh=tJ0}Rl}Sv)hTrd|KJEu|=xXlh z<l$sD=39cO57o)2;h~w<Y9utEB<e2&GP2`XRJiAZkxFI>LN?#J{NtURrK}J=IT7I? zDTOqQpgp8WRDJsf#IS9?2;Ks&uh+tE<oF&;vH8QiR~T3Z`UvpIv)0gpr2~eH543hR zZ~?c<7JtY|@R~b5nB`a%r%q|#JfW5Dzg>S;Gx6RkqP*In?6z(5>De?CP&S6`d9Aze zUld%_kF1Ia1Zv6VoUVLJ4&!#Lma2)bVVWc+CWeP>e&gDVY|pr-i?Z5F{}0GU!aBPx z0$uo$lQ2PV7W+{eI@96I<w<SO*$MG7$`u+UH@#y^Q*7x&*D{&`#@#P2JMd+O5*BXa z+wb>sFmHSdz0EZ;5OJL^Q0{&UWidpp)}H;=z`HA@hZahnEFw1l%}?wjfq~t4`@T<L zwXmNh{ohN`v9H@;{gl$A;rgaLM37k|85gTXC4Py1z1?!ThyArE4(`Oe>Q(0%BftqU zfDuamIDSuJWPDPr9~?Od{)}lDKc87T&ytcfNatoHQfViGb6g2MO7`<qRV5ENQ|P_h zR$KWc<xFb~8{J<EocIP<@k89iJ%bPWXufSNZZmSM^1K}CitZ0owuezN5NHNmVh8{- zaL3)KligGVaGejUz-4Nm4<~vz4$oGNc5mVSSKbVg1Aym60IBA~WZ8?u;nmj57|vGf zzva!H(;Ni=#7|B5?*eN*cok3w&#zw}?`PbiBg(A2jJkS-I=*FpvJ(q3^ZjC)2tNCA zxTb{><K}T`pGH)yU82K&dEE2H1$Qy-*-wp3_zB?W|J@{o?LuuUQ9#X65?tCj5{;5I zYH{&~b+D7u$fWNLh{SKUGPKIbCy=P<cT>|(+nq@!4Ypva>}>)NG#v-%^zV<!r75M; z-<{1q^>h?Qg-jC&S`jYeEGlLy&+r|0!bK~8lwWO|PnI)1Nr$n8b_j6ka4%%_dR*bW zK5X+?r2&W{g?|)Wgheyv+TPM;(Uh^$%u`-x(8$#jusr>=m~|@ZvTSrViyGrLbltY0 z!~qRYaC5lM8@y8OMMLH2T5OE615uUW)oY@8oq<2;IW~8?WU62u5j0az#25_Jh3BHg zgsP&`$>=NlgbYV=afiDMw%d^<`8dXGY6|J=6r<T7pbochKVENc%Cig3*gX#uKIUGh zC^#A_Q4`W2r-DF@A5`SXPf;?}Nu{Yi?&Q-k$zcY&jk-eK4;jVUuX0b|Nh-=~tsop0 z?3<}0NN$j61J0vMOkB<?DdrM}QLQN9$jE^y8!}$IY#3eCn7;M+<2d^8S5D>N=@dqt z4J`T4eJ!ihV#C(J#;$2ty(Y?dFzPc)F`7njOmfn!vDCPf_lBS(GocXkHw4;WG^|)7 z$D2*Xyi!B`b=cXp`26EjFeWu>wGj;EsUFRZ`_Guc122ITS3YCSiyEFELGTbbcR(Ci z;aPpFb98`2@5czQ@ld0Yra22oQ-uR(5>%TiGUNg0yc&f=T*?1F4dSd9@V#m=YYJ*q z_vdTvEF__+lov_1N&Y*%-~8v3H|$n}FHb^5-|318(NRKK65v$(+8uh91H{#N^C=}0 zg+HtB8Ia00;eFku3O_1xuI3=$WA>IZnFxYQfFq6)&Zk3-Yi6L%-!@2>x`ID?l~|w- z1&dO*HJi#>u$6yj<I{*2;P;nyB%`5f$nnAV=(pbUWsCMmOGrZfI^YtLfKRCJXui2v zr{;rhBW(~;uXT=zq%cm-`*$kwgDFUozJl7!6lqcD4FUt1j*}~W^al(N%OhT@U$!aF zt3y5h05<{<KY4){Zh22pL}DIAu?Kz<m%jnC!GpTna&8VOaZ!rv>8}bl-P6fB)JoYD zEB#JVzN3PZ2Yz{Z=-c#08kNh>r^ll&tIOb@Y#ifk)%uop9I@T`DOQS*KuAn7m#jPy zaS0mJ$k%fP#td3@W_^O@MEN<wA+-trEtr6(?*-)xbWHrAX8oy;Z$9Xl$K*sF4U&<W z3oziW-gMe7xP;SgcPop8t3>JTapfPg4N3-xmuFtv#xA85x?Nqr!ZiCshrw=Pl8Bp; zG#m{y$Ph7+Az~UT?!kttyI=c`O&7=eDg0Z!A9(B@;t`q^nW&<rSe-21m+8N`1>%G2 z9vg)QjhkWpBN<^cFqK=L4@jWp!HCzLSdO6Uv);!RnHd)jlI5Oi%}VT=Z-1iaN=lkb zQbRk3Odg&p^IorpRwfEs&SfB<PDKGKsM?qaC;#=#*I2Kby}G6B!yhBh&-1sYKI^pq zE04aqxEJl%wUTvQ*O-r0=1BjzNZd<BxfT7VP)qWP9cmf`5fp0V^s`*V`3bX!@rP}9 zq*{taH7=iuzZ^u6Awm>hhUseqc42ETr)m`9zGfD#{_e|&>&`(YJBt^cIE*&qWMy33 zT~_Pw?5d_u=y`aoq6C$v{r46|Msh^L83lSx5|xul$?`sl^Ld3HJ?f;Fr*H#ar(*3s z9@NUOff8Ly>bY9ev?XAxwMno|YRmk1w(v>Ycz<{Dg#Rdm1`Il{`(q%~i3g3lCBUzC zRkiTl8?JeoP4A-ZriSto#Ci7Tl4?r|&@hDAFIQ3>n}O<*>MKpGa85yeJ<S-5ce(o+ z;vi)LYp;F1ST}S#`^Ez#<^3m4Q$PGDK@Y%bn$pjf>%O^ECi&gT(LL;92(PG7r_6rZ z6fhy=yi4eL=xXzFd|ZzYk{qB0F<tgFEyoer4{Wk4?vc5exf0;D#^UI*_E%&ejR;Ya z%xjQd#`ro!<zG#5%gV-3yKeGl`gF=Q)QJaSYB=XsSJQEyHF6+=riJ6TJu_u%+@|6Z zQH&aHyO64y{Xn?dtjo8@`k8r7wap%H>`KreP4GYi^AjBhm~BZc16W2e75jt`Kkgwx zFjEk@wRaNeQ}$Czp>pd9a3G89xy(KxFv75EuKEfReXvW8tkl8DLaUdJBQ^-)zKGeB zj@1Xuh)DRz(Me6n1(s2=z`+0pqaYAZW?EqTDEmasA^XBnK`12+Q~nq-YoezNWaFtX z_Uy&+smMsw!A8EKDkuM;R#j9wtSY2ja`Do9Q$zth1mBhqtM8?Kluk5lmPh<-ClG^R za2>k)^Rp7(Vj4Hs%n{ALdc$J2uY)3ubHENf7=c+yMG=1*9a5)>@S4qr012!TLf|f) zm85+`LtO}M8XrLe|FlKua2VB8e-jeLrz0uA^zosTve>HnI=|`QQ(m7Hsv(53a62XU zRma$L23c9&K6EibmsHNLWcd&T%U`+DUc%?ZhUisjS;hL24<fmgaeP4$oWGARtm&52 zBZV7ktYk5H^=&{%ZR8F|G!Kt-tBGxZx^{`nD!sQcBa06!xd6kbWMHHIKc3DqsI5NQ z`oZ0b7AWp6#U;44K!FC=;$GafSSjvKixvqUw0Lp1;BG~NyWTwW-ur&YOg>~Llao37 ztp8rWy_YF^16`&TNwRi=Er=*MxF3K}CgZszC+B0;KqniF4)2M|56IJvXMTORC(Ne& z1F}1Qn01agIXs9+)<hh8N%zwuZ4XRbh{M;-M*P*#0=vQP^S8d)2K9+z>iZr?FY2Jj zY-2MVtwQ0)|KL=2&-<>_^!)i#qdZ`8kx2FIAP#030{UBZx0dGVwKg|IK&T2Cw0zNy z;)h}DxLuo=;EJxH6SFOD6mnFY6rhm72E`@50eM@NJcO6QO%pSQ#H^2+sveif5M6JO zWxO%=6ulfx{o^}$<LbU!edX+uyZIsA_=2$dVUhY3`YV~)nnbj{SsOz!3$pIFAL-nB z`S)TGMZ3&kSXEB%SF1}a^t(djVPWqzob?>@-Mt&q<7DJ(5G9whz`m!+dUG5Vp=05b zM#^rVd!ASVU9ypwtz7e+cj5Z$lXb)Y!+t3tS9ZC%I>UrlV|gchnet0jG6cG(u4dxi zXE~>j1Hh%uZVy7l1K_o66?DGN=)B%g!-0mY#WH%u7JR1-T0YPq-3VaAEdBKPIvwcu zqy1IA>)?JDE>yp-;>}tCe@DQ#AT%}quXPds?epRD>(eftp<6)G9@42hKp0NA!I`if zxBQ#J&Wp<lo7s+b<zqZb_|FE=_yYnPNmA{IrE+uh8jz^~@FW!G_eZHs&vS~W8CiM; zy0}Ng^LY3*gLQMojH>^TyLa+d3C(4{efw+6l;}fm{%J?g-ownv*xM=KpTDJFj)fam z#dkWyuj02GvejQ=kb<YIEX~Ybc3Al$LJEux(&_Xl<wV^kZX*<r9g|g(i%4mEC3H^w zZsH{ldq_RbJ7Dl0Zq?P6v-KCWK(ZL8>>LTtq~PFi__Bw#>t7rbA!4RcQjY$Aa_v$2 zmCB_*lDe&M91{B=07k6Gso?B0p?aV&;OSB5<i7CLYiv^sOYG*<F$Oz7&qSrz-7uaP zHHNp8mJRa7k@4utDn56`?=0y*(oe|BY2!1|jJ%(ZqyN4j0G*wdui?;X1DD12BE?6# zOaWCi@~7^7rKO%q#9WQ0(LPxmebn1c;hk8D%<T75E^>U#Qagrs2)9TYWwf%nq<n|N zzay_ph6y2cAK|MXHgq!f5zM6k7AzAMS%dF^y!D@|^Gx{5BM<;&mKpR7CflkSauWYM zLa_g%`#)3*AS2HX6QO){YX3Ka1Mp=2dL{c6NvZYoPKxzzM(y?&T?D?A4+(WK#z=q( zwBo4@xORA%JurqZlqe!fq6G)L$kBjDRs<Lk0PobkBTDU1va6nrCwkDlg|quiL>|F# zh@MX&IE7gX5K~V>vq?jPuek!Lz5eH`OD%ImpnGB-CyqQ32?u{lnz0NQRGqfCNZx86 zPQrKPg+plF1K9WoJ@f*8?=<Oa98|8wgX>99mBRqK6>xl(eNd~e|2RTvh|dP+!O_6{ zxD3ghW}@3|LZfooK?Jd3>K_s*fNrCiD!_WNWBW^hQZ?6tQX?NleC;$Y;HSmu?qiX~ zX+TTMb!Ox=RlM6Y^0SRp5#LrwOBVS5Sb$Z}?Y9LK$hK%R#vBo{1wGg?M;vqW<c4^? zm<)-w)l!g<K=g)laLCWp*h(bu!Wpvf%e|%_t>E~G?h)F$S2Bkppu2@Zwb6AGErpTE z?ps==W|PQQ^qM@<gg&NNWp*OO_5_ho7kHorgP?p`lXmcrx(-v|ZlxCuX{EMT?<W=3 z<k8{IHZaLWUK(bMG!R*Ka8W@AS!?HhDVjF|WXDmdhae&Q-eS_F2}VYdOPMbjXm?m| zVvW6ion}H3`d>#)ru^a4<sXv#DJw_YR6vZ*l!~)BF<338`8}`bj^FssiIHtekqbAY zotrVn6U)$WJqI!!Ii1{lc#)H{py6j5-qxMR*wd-yMys)7f+t}NyX35*af!N~&iVl# z`tqM@6>$a1bLu0Fd^XH<r~tw68q|5U9ON;uIU|VFTQ(=Zo*W*PqG`*OJ}>G+>-90N z$hNBWT^x~MwnmPyY4g7G)+5G-uTz>8*z^5LC1WlZ;CM+;l)v*>Cp5M%)>CL4%XW-) z0vJu-1?2$9=?bVYwx4W0`F|?=s5${|XeAYgF)eiZUGxT>M@&2~gY(;8(w0v}em(35 zosNI6p!S=akbL~Uuh;Id8A%LNLk3WQsZXe7qRI~LJ(*vOxeoo}{+IL@Q>Y+(?q6QJ z1<NwSsS~>xTv+QJ-TWoKG>L1=j3YO9JM7iyGFGhQ<=D&Q`rFuYOtOPZac<H5;3vl~ z?lxN1?8}!#<4DguL~$9SB2B(0@A_x*uWJ6gFagw$)1;lQilsV%>>P|O+|B2`&uH8j z{^?Ok@73#NY*!B$<p9Cr=n{V&JPwY_GF94JYyI-~U7gGXhA;=NCtV2OD-#?U`ZJ;Z zKQ|z3yr}ZHDv47{$T{hSf2y2~dg1H!Ym|~<V@v<(?XZQN4=3N_TQ4ToE)Q;o5C1h{ z+`#+;!s(k$O_l6HJ1C@~gEadL!e8SohJ}CEed~R^xb|2msnTezZ-wd^wSAfI;|@GY zE)e#+6nj0GEUOp0Jq6<kEUz{%e*jG4D;E<ax<$mmtMTHYD+zObsTJWD?93y-jWc(% zj`ljy4!1XeXO+S51bH?6db`yI9hSq;ZGGlOSKeo0y>m9YPt)cKVsW~X^&2RGkg2E{ zarUBZ-<3Q<s$gmh6*i<lYo>XpXh)$arP}El^M5sHn~e=n`YS1bd{)`XmR1>G2X9p= zE%h$!J8zrvpCi|o7wpTmpL_*I)i|kug2{3ONz&jL0SbHUbexH4DCNf{c?(n#Sn;nW zSlk<cED>dPVaa?62dhCt|EF2@>zz74|0EV~<xgIwLzd!+ygZZ>`1($~;QxSn2Yj#m zD8A*~LUAOzD<p?FUE-^jW#rl=z<i<8k1Z-b<BL!I1aEB}FDNf78|a0|0iW(FdB4O1 zy;CjCPyo-EJZdhafEs<c5VL3F<BPcerELDM%Ip(DAI${IA$(Zr@1RYC2O&)aHbJZ) z(@6mv`dhTEIW_<}=r@C)3KAdSTkx#2lYx&QP1;|{5BP7xAevWB^Q@L4bxzpu{5cvo zcpg9k?-AA~{pt_O@F6C1X&eB{2b+YpI7=f`vQXY&hi|=&;E{w~pJyU>WG*RX9`fd& z(%*X)7TqT023w%zB*N_sbDn$aYun_Ae5Qb2a+=a20~I`R>Sh*{S9xhZwBlfFdu*hA z3+oI7sgZ86Ou+|id;}Q{CAv>b=-m)r1;V$8v>ZS9Z5`?w8kj9&8h+8yXVL@sBR~{H z+RrpK^%$bupD9y6T(FN`PF>?C!g(q+Wx4W67(~w2zR#qi{vDnX9?LIrBtCTa@c}W7 zHGP5p8oO`dAOH<t)SxhbYb8vis_k~8ZzeK+&GYsgt}&iROzvj=;`1c^507{9jN}?L z=p=z&g4_%(lGp1SjT{IuiM;kOma%BqcJH-*bHMA#ee#U*?1#b1RyuA5gc`nI_$>9s zTwlym=OdIq{5NE@oj`k7`TO_w+&o$f%!JjE675fyb6kAC@(sLU<TG@cC+__*X|Fn9 zq^<gO?^pjnC9p<5&_mR~AY`uwo&5$qZu=|Oh4`rghCy&@i(Yc6ta)Ltd7-bb0+WOb zHS|vuOBjz_I}411lNvs!H`m>6(s_O6BdZHmV}Nw4GS@pWbW2T`*#8qgse%{{NWisI zAm0<0Ft+67p`tka#Zs)Z+|Dq@tdRX$_-4Bi0EqQP0ib5at&`{<z)@Y8$@6U=$^UZ_ za(^WpLY#dj27s@zKQ&wa4Ueqg<O<E-vR^O#yZK%}Q*ZLp-`@F9(&_UmX3T#RkUnGY z_}^TYef8tss-ha+(+&k>n2^e&??ZmjwU0o!K0E^qe9eTmge`B(QYPuu3x?wxhycaN zL%fzRugTPIb2|%@&Mz10&;8sT8~@7gi&H%-C|=jZBxj?4eBka(5&Hs}GjQ~R2<p)y z1Y;9O{UVzA*xZ3`uWwm_HL@)RUG<vaYD(hpqSO(ValtK$nVxj+kpl}7{Mx47{uh2@ zyuQ|*PGF+I&I&UU<F$x^Wl*+wuitnIb-eV8Ik!3<j&9jy5%-QQF+O^UA57`IESOXK z-%$fQ#l7}kJZ$P%()K5eeGc*<+Rh!sB9!&w^sKSGKXK^j2(hKVI$<9KA`@JZTH(p) zBT1!Mf>Y<%xt3m_^PTUp|9HL5kisRph^RxD+tbyeczU>Im$0q*t2XPH2w|w7Ed4=` ze@8QVtQj{t0ifBms@fuvxrOwh$K_CVY%Z0=5(A6<A4*DTYdsTr?_c2?qt0P?nr8o} z6-LHbUa)rc>dAeTlm!Pm!uY{zB5w&xFhBlDzi%gRNdjglW>KxNQSEUqh@$4@vy$od z7<vXiq(mVn%h-P`d;Riz=QAwU+S}EEMfD`)JxV`DND3-frTfZ5zn-X~kDV%*rxFpM zYb;b_Y>xf7y;ZsNo{zbh=QrIcsn$gdk!auscI*yJKx-#0fWS*nSGrS1KWm)ag0&fe zCS;Ct*}7IfflhIt&#v(JC=ZQ}MrJ;;M$H92vha-!fJp1jW%1TVelXY#eg+C|(=8*^ z$Pdr$UHf3}qajfDlMabU_<fj)X0`l(xv;9e93#VgQ?~~86V@>z1H+Y-!{wE1316rj zrKFJCqcPPM3OE}t%}1^i*#jIk9uMa#bPlv@+n0U|Lt>+&=xFLmKJ$J?5U_wIxXJZX zS}$CZcRZTI2nj@pP~tV&-koXz55J4oPAvIV2W<JT-{NK+B>}Vr3_eVw*>mwh1sLBc zQEv!ii<^*xFQ+m_49Ul2@J%m?EUjn?CU5<#KM5Gfx_odig_*{(BhhX|67>_}hAJ4< zmM7q7kQRu+MC}as0Qd@U?yCN;wdXYthLhn#h6sg=QFq3k&PvPD_sLwx<X@-`*7Gn= zhb9|27BSI;y^_nK@`0j)i0OX)5gGSoa5oD#yFA0fC4v;Ya2c?Lp{J`vR$Ji0{q~(h zGk=dPK2ow;G=3wO8McyX_H<nU7mXuFJ;(#x;7*bE)`6p*SQ*U{0kqh<Qu}6dm@$CT zZ`yI>oA_8oNeQHJP5+w!5o5usIjCOH!SzC1DZl6UrlkeFT4aG(ERPHbo%Tt4z}_pt z{U{ad#D!-`srq~Qj8DJ57QR}!*Fauyec~At9t3}D5=T*e&F|v%9t;dxe|PJDR(P8x zU+cd2G#uX7yn1;3sC8LS(d*7b##?{ZJMxf+%tR-x=__BHrY#u$bM2}j<zn<1FPhCj z%&#9)dD<EdpBw6&sA%R4I#JUk(YA>l-OK&Wo6vs?F50h$lni>LkvEdo{h~%SBMR5> zzBulSU-4M)^yw!&X?eXm?3Y46FPo5j>XIeZZ?AGo<?rXn@BHNC_)q*&pYyE(LlKQP zVxMV+t}!OE_&U&cCYE7$Y1%b&uVm2DA7=Q5)>1DuoBe1`xP6m#z~t!<bLTzYTJbgR zvx=>jHiYI2t>-d_U`<tsM2n4@PI2`4*Y_0HHxufcSYi7^+zK*dR4<^7vzJ9e#ap;j zYkG3&6Od<#ZV=Bpb4ME2ju?pNx6n%(A=G*8Ea`XQuwwhJ{oqbOOSkw6clE2gax`Ah z#SVNm5B2NPMBw^%%O8GHZR6KVXOV!w`<+G03A_RZCfbH7BeheL&e!egz&@;?JF(X$ zSo!fr4|XsgJJsc2f5zO84;4Q?P;DYn16w$;#9iFiv)3--bo_Vg1J49ZW^DVIorK-D zB4kg!PjfY+Uq-RRgqxc6Q#|zSS&ONW<%;YqW6Z32p=@c&6}sw*+23G@l4H>Ym0|c! zo_`f&k0+5o8<iIFO6~YCNX!?V74bk@`MT$jpyXy?=H08$K&^1dlR?na3GnF$o`p|~ z!8Kq*ef>W12#<Tk^SCRZH2qIkev5Vt8vs;si6`OuG<n?Q59@4sTvJ?oc~Kv~HYjcc zY2eHd94#fwpl=c-b0GBf^HKCd@l8{zDjDf=tt~u6$t3UpCJMd$tH^hGR0XU(Cbm%v zx2>#sZA>3(>)8v9zL9YtjZDjog+L!Vn3L1SHGiep2#9^UlT0Z)V*5x3xJ1J%DRfD- zK1P{6sT25Z-`>KeZxo%Bs~su;wJg^=QnodCw;7p714=F7kdt^n3cc<7o3m1U*^Q?( zc>}9StEj7kMmP7BTY<Fj9Ukuqm`-e08nDBDcHLGA8C7XhKP*@SZ_1J<e1|arq-oH= z2i2gb@!R!2nWWPnzg0t=1?Qzglj5?s>Y!YO*%fa9Nx0oc2v*kM{X=8jGf#PI0=Y@n zeRGm&UV2>$#Op^RdzFzA5-JLL89MCEdw?81t=%G@Y^ywMEo{EM!Y1X7i@jJOu9(}x zkPnh+Nl`ePHK>q_^0xE)H4~mR02n-#V-QV;j$oewllvl3wzdj@zJttdwuZ5NZ#_f0 z+UHr>;6uYmY%t=ZEV3~FNjxurfiRJ-^tt5H1(iq7JSyx;>Mzu0PYR#E^%;I|*2%%D z-r<>I-)n5!?jI`ixJ0qg+AkE>;R*c)BAK_aMIp<7*HZq;);#(>>d$1r*Pm6*96yH@ zSo0dVXIkwAHYq19wAGjUqtii>RZ4=f&ys@#bjNW=c}LkF`?D)mapcVK!=*LmkfV6` zWTZeg;_osS50*;@$*YbWu_P`KgO9zFi|{7stprh_H3BS{=!j7sFphuU2R(Lo7<>}J zt8we}=0?jsaS?<+WToX25YuP_NEnJn`)&V4vZ~mF@nvwDDxv6fNz+c?Zn9hSZj`-y zT1Llc1As7vi(moG1|3>`)R%2Zw<0`qQ!qpU<bjV0aL?1TT0HFHoz46{cw02bg!#1E zYhY<s<Q3?0eY{0p6i)+XXb{}(|4CL_k)EcypgCNoRP`V>=(O)Uoh%RH20KuR)m5(^ zaZ-xdMD~KGgvVT!;#akq3uxq43TRf&-{ce>A^fEI0(Jl`6?{6tPs^qGQYla@63lWo zT<~<+*}k2eA3)YMR6k;hpDnZa@=Ml71CnIp8^{&2^<jTvUS7}1={WF<1cGG>wH#P& z{{GjAn5(XYf9uK;`gaR=94|83s0vr{!93RykJkabKd!Gm?r$P3I~vD6{kBJuQnEFI z1h$-`&l3Ym&+Kr?P~`;$MR9P)#P1s^ssaZjjyI>yVwRmTk$~?i--35jBRX_sKpv86 z)=mpvBeD6_Rxc(@H<))4$7XmY0BxZNcx{q=+6aeG<bOR9sJO+jc}?uS7k*q=Wj<}) zm)7|uf!lmL+d}=I?)>sMz&crN{~xCiGtA=gs9M0vK45#cWw+_&{&9k{>Sa3U$w{Xd zxVcyO>~u8S0y1Lf_Wq1D(^@$WboUh|=l`|@GasnJ+D118LG61tq2arJLE96OF9(r< z*QFi%XCWeh+m)b)oyA>QAu6%X2EmVRv=(HFU)o4gq2xy^s~L+4!B>ZMllo%Wts43% z5Z7Z=!3fCB()Wyyk=oo`Z_Q}}-cT`>>j2C)3`U^(PW@k}XCWzHJX^Clxs7!7ADx5F zs?a8?Z>&q>SNyfeBBw7u8(9}#9WO1x|EmGqQR5~akC&b=X;xThcwudKo1@~o>$*mN z+@Cf^>+@Z=fKP4JkA<C2lVvkMJ``^LGM`5h*0M6lMzV!mc?JIHnrx-TLmG8}gg_cO z#O*t`GMk<+)H`ne;zR<l2Nn-5M@Z<ZKNo)_3s;~pVAmP?h^y!THmjMYixO5fdZUY^ zIMRfZTrlT2!7=K{Q4KvHfjrJ0&{Gt0!EA!h0eR~S_7&u#Z#+HWD?R5;yv%F^Qi!3K zq1qJvDc@9g^dKE{d$(8<O)6zmU2lCcK(*X@zWS`-2K%gLC7`$DmS-<u-B^sgjf?J$ z+|qZ%Bq+_h=M(sv-nd>kIl6w{A$Fo?M4gJ-lQ@A;We-57Lzh;)%e3_$abNX6UBAY~ z55tH}0B0wX1Bk*5E$~ANNb04H#I}#7pi-FS5EoSvbY;*GXh^Q-)^a*RpmCIEMP`}~ z82sVeE#d-iQ4vi~QAyA4xV5V72J)sEGWZiHc5V5RRfR<*YkgP&KeUI$@MG=_;>WO) zgd|UD!v_Wi``%=sV$Y`Y(d0ZOM53~oFBjrkX(fYZ@IJpsDC9f}?y#~tY2^qriSX*O z8>Jh9jz&h(!fd=865T*aryADerj5SY*ONJ^SHFR=n<Vp${okx2n_5-ZrS;SlC!@pv zLbG<2Z8;@uaPYC{Kw3Fn-w$KI*nc7=f;1{`%nRzdD?Bskf_CoH^+b-77KKtpqCglm z#A|)K*Y}GrHaQet>RV~5ib|2QC-2{dVH|{n0_12AXaRd*4?s#o*XT|tHc>npc1d%e zWk|WybjT4;9ZF)=QSM_^YI3ui5nqNlwHaa~4`zR`k}pCME<tk@DASRv+Si3L+_4zK z95&9+)6G)#A$a3{#|O|&&Jx~Q=b@}2lS}m({;rU-5j9X(TY#XT3(s%WpJ$`objk`k zeOW}Km5z^SY`Q3V37jAd4VzA-et>CfRpKfx7DG7Y^X9~xc$V|B#e!^C&wo{x&)F2! zVcT*glb}1mQoUjpA*{$46PGa%3WM$NMM;Xh!=^fMG=e_PFoH0K3H!h3TmlJ9)V|AT zsc(YGadHV*!U<5mQ=>|6)C-i951%h28LpG3qVi*1KE_jx&p13!V@6K#RF@Y+%8dQY z8rKgSott54=U;`_$kTkPQqyD}%qCAfbhtS5+b&&}4sJ<ssr6gF)~@JYC&jHFOjorI z+7&Cnw_HDa-bGM9G3hu1kA{ST4ny2}W5-^Ou>sazr;;a?i}xu2K*Z74Asg#IryLBG z5R>y2W|+&y?HLL!=C|sAA%5WV#<DgkHw<{u5^&&s-_u8^NMd|{u`f}ge`X^5{|n)N zy2QS?bk7Q?2tJZx*uy;$yB}Qi>Nu?$C=E7Qr+i*`y%x)FK0Q7T3AjYNH96<hRf7Av z>j$@Lz&rGlKewGPCnnE>osaqenaTN%oy>0<jenZmHy-Hc#p|XXR%G$w6*JKh8DNWx z2RCwY{~o2MZ6{6)bjAH%;L(ej@bcPu|JZraYFr9w<VEHoBkgTS(0nj!_7mtyE+VF2 z_s2jqh`?X60jIEU{HQ}51Raa2Be*k>c$Jq&W*aad6J{NTqK`uP5Hu&9XbVu;K-JFJ z7X@KN);f_w;+tu!WggOGsBW9HD_47m4+mI3=1;R*pZAW2%O!nIpUo&El{t{h^oeb) zVq10}o~s`Y_uEe()o0@O<<)^})X%$U>UjZQCy%bJORR4=iEQ<88Vgzi7@|U2%PV<D zgYo5L(4|AWDkBX-IhBI~?5`G+t&I>mTP0U0V{isp2o(qjuv;|!n@UNPqDrI@5O_Ro z*L3XxYgLKkFZA<eDzTBhb`9YyBrZK>VbiML*n<~!gL`?zeMdOQrOzf`7O_6qZ~tlN zf9RmTvQ~MM6FV|z8C+Rz#`z&W!$b6QAwrm3&L{kC)kXvx6xQroSk*N8asY{ygdTic zWVxHVbGz4T^>T8EKmD+^ahmYi);o}&@_j^R_`Vp5Xrd{+Mb=*jX|R8YT}Apj^-;1r zE{IF%K@Nan=QT9cQh_M1oz95FfTRS!{Q`NWfI8Z&R5*k2Q4AHBWoD$vjL0!48RFHf zEnwOMBU|T2Bs!o)%%Yuc#Fbo=df>*>w71{rN#)zDjdP}=RXrMGrdreupWo~(C{s1> z6B-i8v*U8zeifz7pJdc2Ee(x^1RRm3AL)Ofb<Y@7i&qZqio*t29nd=UUXGb2`(sQf zibl{Je(X->A#u<<%Doe{o8B$s5ASB%XALX*EpMjOYE_(dcgwR?{snsGe<6GK>ry5X z`ia<}w-5mXfmK!=nz~0v4`cvl9D6SXGJD1$jfzvfAHtQ7`|XkG5c0dMdO@^WIw`51 z2+;GJ#lF}b-`f&w#_<P#w33Y|bm@8Tp{+IG@io(@0i%#LCJW!gN_S)%!G2fmEp`>A z1%0%B?ALEmP4Dg+ckxV9L=aTrsS1E*HW7-<aw3Jo)myQ5i?Ea<dqW~^144#Lkp(^j zzBd|lNsWaoLb;gu^CEQw=^`<|w3ng8(K+Jk44jBd%CphEhAQN^j;UJsbyvgU%=U}A z$Q=+U@sK9Ex(a9x`^3wjgBf8*-ow_h;`e9#0S`gMW$iceAtv_Q_jzaEOnsp-{$f-M zbj)77Q>Xy*1@gwx@-Tt&L4=4Dl$l^2;0$$q|2K}Y=wX-zK@$^hc(5bY_guX8)t6uZ zI|>lL{q6jCa)<lNS18&wQW5>|z$hi7i<fVCm0d4Uqdrjt$jBK-%lx=IfM0GFcH8#M zzPNYrHO0wE+Y<7eoEa{%e#@2HZtAXAS+sNClMK)U>mGFxM!-IFJPnyVCiN3vFB_kS z-maf#Mv`)SJV+e)j0=Tz=k4nq$(gIhfB(T7lcvGpDS}9DnQ`Cc|N3bBT&H-?;PYe} zBjNF|^{^N9mR~D3JMJB}q;q<X#8dr-U&nRv>HXQNSKv(|Ph819b*fTlYqR(oIc4(! zbk&LARi(Cx{<bDk!XKge@<fYyg3BamWGsK;hgiF0V)JF5mdP<l<f-4__2CqFZ5rfc z^|BG7=%<PwF~92GD|?&!(AyNWVQ+kOMG<$5c9vW1dk&u)K2Nr$j@BO%06uW%cJfeJ z(qW4nFlY!11r&qYuKpZ3HNR{f)So^s1iaol|AFnBypmgUh>v5@xyWDRcJYqIdh!~* zK^~dx*PZdV)LME^906r}C$GW7ueacBKRGFPlvR<GB&fQ#tW$0Hkf&+q7BE9*K(OjN z;^G6L<pE4yJ>{gVW%66+i!8rZ>9pUiQoqc$myXY=WG*SlPznoQChf1i7_C1g!4^`5 zF$4EJ)?a#o*V(tZlGd@AdHJ>;ZMzRv?JXo9Cs>Q&)ocfopH+Ut5Bc|0!eQO&(fEl; z^Xt_X_sd@X*hi1fEfJHny}pONL8*Q-B^*_Q=C>k7YmCfqMjPKsPLH!Lw}vu%)}u!K zYt44jZEtR<ZPg}f;dJ9h7dNTHj^R_FAZZkma65()e(4FuL3;i7E4+AajDvfm6)~!3 z(8^qk<jfxvkw7k?ha8^GUZ*+O|0!BjOBE{2Fa0sP`rUh^`=OpJYRn<I!uPMo2gSnJ z_U6w{>vtiS*>2M|Ok3~NI0e4gR&-;#2(-1<zGZ%s>>zlMF}i%oT{=)gL&sfn001e6 zD8kB^=5ycDOwm@ci&06Xn(m8NBUph>XJZ*?!zj4LHg8k+m;YdoBmX40QosoPoyl7l z4#AcVhU*(L>?8*!v#>apIHLf3Iv!PDLaH2T)7dR?6b|wH_n$?l<;f!hojt8KH$u+) zq2BK`8OmnNX_bBD9B}Fd<U)%k9Hif9_Fy>}@ft+yS4ASynohkZB2NzTdLT(7Q22xi z{hH~*8{w$1P82bIkQ<tjBp8YwivCxD9`KjwFlL6=of9P_48Q01Qe4yT)qJHz?saho zpN76xCSVwTC0mi~p_*z0Y^=cWpRf600<IqW1rkA@WpTu|cwA2%^pn88?Mz9T3iODG z5gjo}62KJ7YiKp7B^dGasiAcg+sF;%s^>s>+`>kw6Z!+2Ci;u3h#Af+btR<DFb6kx zFQ*4xvz0j{6n_o76v;p*1y`P(mbPHA<%`E+y(NCXWttvX33c{BV`b^yy%3|8F=hyl zcO|&|(_jh33{2J+y5yo?q}Pqj@Xmss3Xj#c7msXow(H%5uDL5p<ErQJv3`b&tw+Ug zJ0LnEFTh>|^Bc?6h^SD%5^F4kh%t1rMAnND=H2Ddr_f7gg@h{Jshq(aEHb7TKf7zg z6RH6-b{2PE!CBTNX(r}vnP~W)7~+8^WB&6W+S+W6$7c%ZDjDs5vJnT)@Y<_qS8-iY zKgojz512Ss0BdnnL3yQuEfrqqK_J?^41T!AzkLrQ;@z848+fUkJ96Nv#t}mE(Cdo* zhtd-mNux&T*m;bizAV`TYodBACl$YT2Hp)_;^m9@Kk4ENpQjTe_~d<F62{a_CY0Xs z^2$QjrvUBLDz4vna0@pC-DI)*`+v3dxNLgek)Uqg<}ZA|{$lnfaw2Gt(Bu(pa$jvE z@XQ!<5V%jeer5!`O76U0jO708!yELki`dY&cy{>yN8uQ_bj5Wi{bk#0U~1n!<&K-= zBG%b|8+c28Qxh4qI(TV_P9PC&a+FTCb^&}n`Q<k9SS5BPa({`VG-+y1f3xe=aoBfZ zm%0ID)fPf^eo6%{QKl=#QJ31cj45!uf#(L(0F>pVKRe6%=Fy0{Ik93qlS=N70K!6E z{}L(!18>V_thvYwleMk0b5!I!^f>d|erJ@e#>>2J^nCPJ4W-s-Tc@aW#ziaS4(fNb z=C1PpSM^A&3{=~JRHfqgkoES5MupWZqK~dFE(&8JI5@;M)M`e#nsX+-uXpYcTD^O4 z09WIoZvR|v0@-?SZZ*<76Hd+HULxz7&wV8<mxN#G3OAUuGp@#)it<KFAGk3>zn?x} z>l9=3&f;>$XgxXm+xzdm22Ov*1Nf1?eqA5^^~_&NCHgve@Z;d?N_H+EgzZvhKNCe- zNok^G0Ig#{1!O?MG?64M?s|Ey)=A2EPG8C`?*7ojZv1fEb|P|pbL;<+KYX?SA|Y&Y zIJN9c6U<F3yqp|F`!uPp5BR9@PaJmBI)jxS&`k&56S$n6IUHH|>1^|U&7b?bI00H+ z6&rg%kgsQgXb|^ZhoYQJlyPaQ+%IO7u4^b$0}~KGx9m6YUBgmZw`LC>i>(&E47;{K zOaTune<}S117ohTaXNeH_kVn)LcAiZ*|BEW9;KkXr2QXi6M}Rmhy*dxMm<<74xW$c zW}M}SqbUvV2r0WPHcnIK#)s7eeT<-A^OCLz!cOv$36O~7CNcYI(3MoUu*Ma0VjTos zTb&vsAPD^8`JoA0jZyke%_@278sf?v`wCM5*U9_3TOb6~dr64sNq@5eHoiMfp?u1* zg(^WepN*I^TxNM8T=G^HYd1|vH&d5KR~DZ%n3pHd!JJM9$AkdzJFS*4ZAs$7|993* zqH1JLDT^ByAD7z~BqeQP6xtL-gQ>$-@N&kDh`E2q6VN=tdJ=P*o^}Xt5Nq%f0nuQV z5o573l6ldCP*yRC3I(B|PXBE$w1v#3k1Jn2N`ZINb#8>R5W!wPPx1LJrui&N1-Zfx z9y?L`v1@{=H#`2L@~DMFml+85l~9CcGF*qWHx!#_b->>8y>biqLA=sVn{hbjlE?!E zyy93RKQ2EELI8b}(!h2!C5my1_9;CuWdb_zZAL99)23|s|H~mQn_)hHT`{7|G4!B= z`t+68Nu{M^@DtfCCeztIWER<YWZ}5=^=H-4vP6AKt+am=+C}6=hAd6vdXcK|@{>)Q zIOZ3POe#`nlAwr2H1DW3`VtTb%UIriPaUI)g^9S%W_eM$eB@qQ>c2j6Syz>MCcZzZ z90&l(9x=JC5o~1AN<<qFF%tC=^%I3vp=ie_R;DsP7tN2)5RIPo?%_J^qfa-!V^x1I z9OjO0-gkvvgeQfL8L%#ZVQ<-dK*5J13DAVJDIEx3Z^?N}5@4`altWc++hF!3wJ~Vl zbWN+)sbVh2tE9AO<tmmljWe>1Gma)kKXQ+bQ;YHlh_!jz`UI9gKb*eyubS0P1P*gj zKh7$HNUX;>`jriB4WJNrkqa&{8j5poIk}hF6l`-V!T#T^f+`w`R9X2Cxh7AE1Ia+= znD*0dx7$2XuUFZ9A=GWWmGcAY*OsQId%shCeF~B^l|jR0aHVLFEv(Qh|6x)Q2=lv8 zZZhtCJe{JVjNt`=?mJE&<GaV6wl=$Zu9BU_JTHE^;pOYC7#dVu$jo_wJ}=t*>8NXU zJ=wa(YF~B|zdCxoM{|<&Jj=IFd<|R3?m9KY^SeX*q<tMW|KKBy-aTpw3aWi;L)~#H zY2PBm&-rJ-*dQp-b9ZZ6@uXGVemi<?*;(SoB=Et{1nzRQ9IegtUW2teDVp^2xMOQ6 z(zP$@-he&dpgr!Fis@K-Im@E+wgqj5@RP1xhp0<le-~0nnr;njaL}X;qrNNGt`zuY zhW#Ni9l|~%!Rjc$7LlE(2!DocZj7%}2<a0@vn2nu%6y9_*A#E$w#sf=$4l`pY;&~7 z{3G7Q`;q>G>4%7f9?bYBKpr&%j6XYE-C?{sZu%)V$ZMYa70zStpK<$j&)}ZsKZXl+ z!a^dsbHx2Z5V{r8i7T>-)TO2JkUy1YrA8xi|7*ls_a0UC7JXiueKO2S?Swm-271)9 z!&1QzPYY8-@%0&%T3+{XP8@=AOn^|OzCnCrL09%_5NuQihz{tuzS}%~y-9!Gqwc6E zA6qQODHMPhZ2v*zp|rNA;6wkDS#~n|SrKzer9k@)nA1oz^aD_;R6RIBlfAFaaBC26 zD!<zl$zwMnjmF9f0V`_cEkT1sbpKz`AF(dGIrv4KKWN-{sh!oeSNAlCf7kPed)jGE zm=`x!5g@CwEeM)-@+vLczFlZ_Z?p5dK7og~;l@YC-K~x$WYczfl!q~a#cbhEBFe@p zK<HE~ZDtA~taa(UJWF>7$>va#F8U36^>=G#1QMDkng$QsiXP&#SYBk<pG!*}jcg{i zl}j%c92@cFAv*#EzUZ;9^=#4ZJZT}NhtcBsVKu#~x=5%+VOQjF->O<z$lkV0k9@}! zcizWdNoJJrMD;jHiQPI6UewI^ltU9kt|N#~F(w}!n!y<zBl<jqvZ#%~BXx#!`0>&P zNoMecV_v`-Zk3Xz{fG&3Ut4vG4CYko(rv3ne8Ygk+dK>|Cy*lwOF-;@!&?#kgJ=n# z0ENJQ%=fPp1`BO-6%AwGJ4`~R&;$ks1GxFLJOn`t%~%R(MAavtct0kb?~f<rY9#GF z3!i{(9A!zU83magAsWNUMgn#ea2E*;CY{O>zN?>50Y)Y=|L>Vyut#cKyEaAeyxm-( zbn+(_Mn>4XwPDNUa*Xy!{MkcOantQPBC4>Bp_F%V&TkYF5DO8aV?ev3H_dE%!Y@cl zN>*)+ybgVd_zeOdM^sQWY%)C(AM>ty5;B*S-_M*nVE2PGqG3v&w3U!EaZGv}Rlt*! z`vccYFxd8Z_Zzwf)<G~tvvti-&r-3ioLxBE3$+r3%!2uzAXb95qRy=O&SmCzY7%-{ zOO*#<{TG}Z9m9+iz1BYs;%z*5U3QEFZAUvrcfBs2W3>LDv`Z}*!*{Nn*2&C6uLm8g z0i}s$DqF5RN&6Jvd#wCDY?DR;#qOZTd+G;Z&;hvlaxEE868iw7q<pkEr4qu5WknL2 z;Er9yO0m7ba`uajzK`AHWo5Bq!O?^Pu3CcjgZ}LQC;wo|j}Ln`0rtA=Vr@a|AxG7O z>5(xGRaL7&H`CS6YhpS=5x|##^}9O`S3DDzyobLOulw0STd$AXUaxcOt9mH{rfPXc z|2d%U+;-IeIu9#4p9I$L3OtWKSS&OOg{=2dz0}^B*de~=#jgas_L9PTb-R$QztxD< z@D{yk)$Q~8%LTXR%meq!O`&tpI<pntF%~eMLRxOohSKk<j#Ls1972?6cHXn(_P6^t z0tTDO-8|jzPVLdW!wqPJG`gYTQHk=rX7nO(V+*G1BoDrxI0p{>XUDc`OSe7SIH1sm z;fI1D2k0OS+RCZMDl`g;LWqFTPRP&9@bGW*)Qe-RWOxyJS$-}fAC?*i9gU>zF=Zx_ zb>bc}kEYVp20r<&d!SXns5L$o+kY4#r4~t!?LWRpPyXsT?(AhrRGW|$7PD2es{G^d z*9_@@3ey^R{ddLPtpVO~p6|R`R2O%-n(VpySWO(hW}2bbl}<-<v!G-zE>p3ZC06s= zbv^IXCVJ&UneTfRQ$_sk)bF3nhM#^mY=e$Acesns`&NL#{@5E3YU2^5<meRkH#aco zWCMbAH<mhg4*mLScuFmK-c?Hdrx`?kRDMuIA38b4$ypCAsXTnoZJ@lPTxRcao>*@Q z-fjs<>vjMOs`9Kg8e~xTMGy>!9wo(iVyvAZd8gyhF`=+((08E%s$8p7-iGm^e*|eJ zeC2O%P(#F{`^+fDTGxiCsy9B?6l6bWA91++biZdgswzEBvQ1D)piCiyDJ_FJ(8NSL zbm^E_P^E+}hXHvkm?<n$1>?%|Vktv=$oUlh!mLP)_G(b&&Yr9sIwT4^avoO=3+Tej zl~q*q&qBXLy9DbMLn%mqG;=Zts3Ca1iBQCGY%g1{<83Htj-|0tn<MtN#I>jVA*}Lc z^B$CS*qSuGzOoW})iP*?)1&KNx>BZ*@hRog$`@vQ9&#u?K?duA;QZIyo%x|@X__<B z<VDSu0&UXisS6aQgY%sfL<Q-2WSS@?^fzrdScb|RX7BA$CQ4aIz>WBC%0mSv%gq#; z5sj7R0ko`L!2+tc-8N)n9z&Mnmc#N9t%&^LzjCsOVaD~24QZ7U(%Rl%>~I5>G~Zy1 zD<n`Q(o7I)xuKgUHk7T(lXYLp<I~0DuF`~SY(u0&f24#d!l+2!>V3$S?Bh%b<E<qA zJm!G{g4>ftp7AT&$4<pG(qCkhX{|i};E}<amQLPemb*ifC?PB{)j93_gf%cpc{v6N zE>|*D%}*6a{s&n>NK8y|1nxME#zY~pZgWJ^JNL%;sDT^&ZhBAyI2STJUD+^-I;o#M z)kR+T?9DR_@0vfpqtjHGhkR)?oX?4;Df)M1hCMHU^6TG(l=pIlJqsHYex~G&iO^2y z_;<B(WgLc~T)jwjf>D>&=*W?yQNT+iCpU}y$jko|vS`%a_ALS55Z-0w^q+<ZKs^*z z?8?h;idH1}y*`y2x72tq$40K5$*w;g_)$x`dGf|=+rKbcj*RSc;X;M-UK<EI&j{Dw zD(bvQUj>{NPXrB*4d8+-hxGRgHF&A8!2Z%2_@l7we4syz6QkLN{I7N8tpj7R#KA_v zeBY5ole_Pyhn`ir`nT#o@cgg%*KZ?CUXwdp%xxWY>sU4&iG3YYbRcGQ6?UKswd%I# z;_#>>&$gMPT*<cPKYs*)Gr;rem9D3J%GWncXSgmz;<vU<9S_9Z&CgKtrd9Wy`-$dj z`HA-D<<6II;LG#+T_tn=!X92A#>R*JkMNVLgg9>VZhvprK;2X`Q0Ov)o2zbxEMO!y zk{WGzvEMYt3i{yF-R^2`|Hohs{%x=7zzgu}W?Scp(dp|#cyVkuOZK5x;Om5>E+?2; z(j8_2VaGdqlo?LF=A`}WUaeJyQ$BWW<B1UOic*yF(cv>=k!j%*TmBE<sGb8;D@XHB zwJSk8XT<BKtHWRoW3q_)%enq6R<|nl6L*Id*FxHgSTJU4+yYr0s*HPyq~dj4>W>dc zAJ{F8rF;wK2*6cW?fv}gmzBG%RU`Ty2Ir$M&$l_Eubr>Q&aVf~Pk%j`v!n7ZXAS;) z0iNI*`uYgIOI*>pxk_xVdRUX4z8Jfw3$NP6{!drD0XX$KWMBE<QFEAW!Xjl*7*$FN zKf*&#-<*?O#{<Aqh_LVgjx*J&;!^C0(g%MVh%>&No!+#$f9hj6;{rPwEe*?+Rx3r* z3Fu=@&?_>hPP_Ek7pDsDb5&7E{NY(zu(1E5ZE%-ok=7qB<oKgjo<5cYQATrm%K_Wo zXivP3x5u7OAZtj7Y&7kXNWt&9qe6$1BFm=pJ2@xE7V=`o46R40mrgK|Tu!N>&TrRf zeKnkpkr%sCnLR%9LYiW9L`0vE38<apAi?Zg2JwiJ@%Q0V<LK{#6NsAd8OfY#v^^V? zpWl{VI1MK`e3ae^n^}g%tR@H5?3SArlWSC0h%`C2k}r1Pn>kcqE`GWxh19AthjL#w zF#|mMKne^jwg_z>7cjnBAWWDyLhEA836Mb=F{lPLF|EiLb{^U9JB*sXA;3>c3gWu^ zty?8lO~J{i!PO6ETkkFHSz>;#_Ev4!2YXe0JJoW|YJ#>5vPQq%VObet{h%zZWE{*Q z4N59!RRMfzW3S{rz?VB?;ON4hC>(sthzVd|sN5{y5dS9VG!lZNBY<8oQ~Vpk*-QhZ znfL}}ss?M=K;8}IXPOab5Zv*gs#SM98_X(=dwK9gp_p>G!=QNfKLv`=4nmOoc>Ss6 zqg!32gJ<oM-InZe<xQ=M5hBjuW}Y(F%NX14v51mVBUCEk^xNV!hv!@Wgu-=os*(sL zM38{>YUQGa1_ys~0?n5~X}$~tn!PVRLr~%Y5}73Ya%}~B)D*$2&Cds;e-8jqnkXVI z5L8bOXW;(n<0;%x`oNy8r;*`~jtW@<{9;p9n#%o>t{9Sg>2@FGWd5lF3EYi3Et~Q+ zaj{#}qXZwhZHNP>g^9XWTdk`{f%aY9@{Y?ugxGi}veY2#d+k{O6yi$F3bGy6R3KoA zPHkOlH>arN=E@hYJB5plr5|~ZMbrT>_P}eemy4H3b+6Kg87w#DirNni{c&i$kPqpH z1^(l(fuLPD1u?aA1;~4?WEOwbQ`cQ3dx1x7KQ0PA4-M6SFw3EAJ-5M+=qH=k_<H>3 zy6*!;g+2UC_*!amdpMx@{4##Kdd=_rko-7dm}Q)iFIJ=OOT`a#bz1C)H3NUNRz?`~ z#;Stm6`dqI9uMM^?#^Nd)bhlyO@eN#jj#SNd+5gx_bvAV#d^BdU(_y&qyLYA3nmpm z`X2N!9-pIUbTpv`)YoW@9ZQA4xjB*Cds2$=BnvV5V_vgZgeR6i3Qf(+YQ|41%mUpG zW_LHYD=o|O&%DwyvyhWpeK-F0-PpvkBUd-hoUHaeN@Mtl1_UlYUyg7&^F(e}N>?9{ z*3ai2_e$bSf;I+%PC7fUxq)?c&COr`@wIEW&BunOicYi_af+MVSRH@W(gzRFOHjcA zEs4A}nuM0fYasDkMreTT?yuX^DtdD}K2iE9?!mAujIS-b8o$eZQ;54iH;M5>T6v$^ zfqv_Ffde`w0S&1TPJlF-%EX5y*uWn{t{f3;f5bi9V}q9F&raaT3>P<Vcq@Y*1cK^o zXLSowwD1<Px_*ud7eKv?#Eq)>NHV?oZ@T4jyL*z<)o|XxM>SWn{>&e5n!oEWBgH5- zDsrtQPpQ0*lgk|UOdV9Ca|~d>j?#_!0ZJUlz{uaNtBYk%8{kEh=-$k=Xk$Td2b+|B z`!l!38IiY?YvJP^*tn(fFZLHt%8ime1SvUi6_`z1V4A?gS8Ra4e6wJm72`Wgri~3V zp*Om2??JQ6q1B!P<ro+KFE)0v-qwg(2b=||VTG@1VyBbBwipE`L=oAa1fnU=|GpZk z2rk8;se(R+Rosxh9nr&FmTMCuttk1M^|2lyN_)QCL(3vf8pee&^`3hHG5Nh8=-dX2 zWcJ9sX-*`nB55&+IsxB7&z=}LgtTdRGwm(*BDs>f9B*h;?9v>y?VEY&;H%$aW8XY% zP$u?UNi>cRZ<S%fWf+UDnW0ho67!LZf@l`Z=4&S==*nQ+ctP0S!^wN;CNyD+AHU_5 zv!!|ZiTN7`Ti7=4i6Ux7J>;e3+ROH!&AC=MQ7kG-4>_?5WXK^l9zNnbY|Oy01jBS3 z!oQbNe_O4DPWHa@<wV7r1uG?;)@mD)q%@a8HuKaG+nd^Ckb^6xYyX<PuV;MwenMSx zj}Iw~P`4I;%<3yA0|=hfJUh-vBW)(9fjEJt4DbM<NHd_QA~S`C&F|n&-xSVxt2mg9 z?P(3e&|Zg0Xw|(b4M8>7z)z`|1w8*$LEluVoXE4Rj@oLllU(aKamWT0S+Ej{n#Z6K z8aA<<Y>+z1j1w=XKQCR+w-Pp$()b$qzeWKC+Sx_>P@o=-0M>$bGdi9!+9G~=K{JYd z3!8U?vb3BAHZb_=CmR)x?i`%F$#_Z#2f(!x2&1@isfedUyHuoP|NClu-bnvtK(Xws zZA-_NS8LC$JpMGpsv`yT!kcG7e_goa>$AP_Jskkvgr5L5^IT#%2QDA>Z|or9VY0&K zHlT<4yvy(#TH;xGVEwMJ+Bl<qdf>%wbmFRGvm)>Eid*cZHUAj~XI$0R9;K#j2f%W^ zc>;}WKOBS``^B%Jg|GJmFR*mrcH@Bf29W9&=>D=F2va`=w)y|-KWYNsDcb&O@YE0Z zt4tIz_dwo%aMAMPF`ja`|G=B4d_>cpQG&I&v-!^p>1oHdSjVP(d~Yb+rc~@TM(B)$ zBW+k+Gx_dM-<jj`#2;&8Qz4lF`5&}$;}m+wz{|Mnch}qjH`_He0d87=@`5M-XaxXB z?@b@P6GeTQT0bLU&aG=+%|%ch0fE{`h^<~roDO#1qm6SgyZjz5*VVf)Fv?_bk{M5P z1eH5DRPbRwKP%$4{e<jGJVVnvYtF9&dhr5h$`naXTW{ZUOi+t9j}@pdIRddqTuMfg z!rw#P_epU_uP>%pC}LAJO}#tv-St<?UWWUM@5^o;c(gp;ZL91t0IZBfI(4C0O1d@k zCu(%#Tu0;h8<8QL4q3!#d)Dd_cZ16>52u~C%N>Vy%YT?&ZrvWxjXf=-0l2Vy1Sy7_ zccRVyF10I$=^Dq7Wxg0>4Kn%iDvz{Ge{6dc1FPluLY<&ztjgW^z{8!PNUDP?zvs-% z=2RsUXlm=-*}=K#&&)7VvYOhD;5bHU88Xyln&2Z$>B0UkK?phdl;Ct_m(AZ`R0p^N zN<t{>?vPG^m}g4rw`WoD5pGF-slpuB;`u$d%C+XH8pv5npKU!koS!$fxWI-}@e9&M zNtoNvc834_whht`!Y%wgCyn3DXKhX=(>7pfHbV=NH!q*hL98!Nh}C1)<?PKsFd*68 z%gS%KGX0TiCyEJ(LFJDZnmW`ZI%VVcI`pygIQGWUW7`UQ%d=!T?gHv!vGdwAl5V!- z!pe^8N=w3Z?*n0g=+Rdf-28HBF8n95Gr5Jd9WxWF<SW{8!v-A8IHFT3LUV0R$Q(Om z>&G3CfBrHcG}zXifwOs)%#B}NDq4I-O-GQ?eKL>o_O({vnh&gDMcEg-VAgi95xDF! zTZk+pEFeG@Yn^SbZs>`@VX*z>318tXAQV6`OI$vk_O{Gb(Yu<sR2DFs8=;XCJ9Jql zBv6Y{RFWc~rVWdDswb<Woe++~M;_GTUuu28_%^q5?|>cSnL>zKpE5=y=Jab+Se@0* zY`?Zx83!oh!xQ5Pjeu)O+)ZS9k0JT-a=HV0HI|RfTnVK#7zeWR;#4(LH1LDG%o<9I zTjC-gp$nQr#-gslJOqE5g)s_{gqVe39<~qjr33u@6?gf!CKp~MV?5iV&}$rw&L<Wp zVff}BL97J*fo%rys8;r?qM1@;E?Q@9=CjT?VJTYtAA86RbUeruWunW=1<|&7&XBg= z$hjcmHy}#OeWxEcR9>`sdPfn9ao>URX`Tr3dsUW<77iyib1^O3CJ`n!$l?2Rn9K_( zW4sB&ohR-`;&RiaUov8PlP)x#gQ^%GQJMN-q(V`aE*P2cd^E<ADz45&p9rK^nn{kg z{L5>nYvo<O_r~Ol-ui8x_ts$kE0kjGd`)aUXu$eJ!lSCv4ge<|tk(iBM~v?ptbx0K zL4L<>n`a>{K<}CO=OHo4r%315jeh7L+2!PY>UN~HyjYYq-k;-e_2=958_*?x{3`Ap zb2s-Z)Wm=9*AKWE_(x31IcL`r96E%Ch4FTLG__)cg1zFv=68APioAj8UZg^A{!=k< z0VwpG#2s|8U4IO(Lw3i+XYi>2sty4D6g>Jf6)(^D=}ML~jJd?Bddz1;;h-;aV#U>c zJ^uO8+1vl4W&ZUJA#>bGTMa}&;CA8tA3pBGx<B^|-DPX$I*(0Mz$f_RRCb)Aj`hBA ztiyZMOGlx12xm|57>56#Fem3>_bbzYc1pZiZvY_Fu#XJIcoKFDbY)T5iac!#Dt`z6 zRJhQ~Ff}Yc-*+$B`K69<{&iSAVB#onuj%yZn0_0+T&Byvboml7A9;*pl=OdiI?JFo z+h}VCmqH2d5Zqc^i@UTGhhhba1eXHArMSCmad&r@BB8hyC>mUg+n4v8Ip0iXlF3Zu z&$FL>uYIkxm(#zSYTXpCR4wE^H#iXp#^0X~RkD8_li$u%F=*k`uZbF73y*y^e?t{} zR8Bu-TJ<aTi^7+WK^1Qt5ubWFDy*{>tG<G>2>-)$t&AW~5vf9Uo#ocvU!w`;w4zg9 zx8S73rtq0?L%r{ST??|4%fTNHt@+&tvR?YG@E)?QUI({TWG*t>uFcS%d)FEt6#t(4 zUMAlYw~e-TF2VbAIsl-0Y)p@>zf_b@RD9J)%%}NV0JZ<xPS$29mScJ($fD$v8>3lb zDP%mQ2_c^UnBagu%#g(#>vvpKcvvCwo76Gr;LbfSpG}K)Yk8Z3TB^bdfy|`lGFkOU zD9-|!9<Czk;I(m}VjQuA7AF}#P7ftI%Y!qdv(I&MK>53zo8G|Hs2-;D9Gt74W7NP$ zffe^5$5Hnt*7EPG=nTA1jQPY5Y0$-_L&q6(Ofl8Fu#Bvba;cH6j;FfkT0~jYaz<&C z>WJKAwArN{0R|~=RuLXXWG8xLsipzA7ROZyOGE7t8fFuD*s2ORFN<N<#z=b0o2bIo zf_(2R0Wtx4l;8V<?C`{Tx0U%bIsrLTwwvvyDMw1mhhL?#j%$&chfw6CM;UY0s+g>t z<NLWQ$joCni-#w&3~Q;$BimO@GCQ^fg*=_Z!e7OEWycQCxqlWaE85J=()!~LTk4w8 zB?*zAATHT{KyFC<c{L0Kz`IDXClRYJ3K+!vEc9W_2j4&ZwZ$q}wnont$$jdTC9GAi zv>`#l1N7||vx6BoxzNku`=GYJ$MVa#p(5fRUF})(nM4meehA`1_wH!Iv;*vw@044T z5Sb`Ak*oJJBaSj##)f82r1Xbv@dr4LZ2sofA+1lkBCu6Nmz=S-YqQXLqtYwoUqo*j zHIGH(X8ErJiD$WA&k~!3#@p6t^W^63QcSZkRsg!>plwxCimuFit47kdm82S467F$` zw##2?&8wKvcmIhfD*Bt7AC+r2{R@)Mhr_MW2vG=m;WUjzpoDeka8@lUBXUfLdu;(` z85?(sRIXV7XS3Fi_8_>S1VAu2cOvPYvP?pU%oRxg;|Hj)Oi0)uw7jeuIJg76(EUFa z0KXa;(5uJJUCRejP#JuWE=gp|cSNQKv$44?PPc8U5P{Vj7oe<G?zD722l_n-_-!cV zBVEnrFvS|S{Erm%`j}Xwyv51EI+Yk}A?*dvJ@XR(e!F%nR^QHLws*h04(BPnex-_g ztnL#?klfXH>_)zv2y~wF;AC~dy3x=IDhcIBVkq2CXB{G|8LA#=H`g^_V$Z$loZ%%f zj>m+*W+)xx|LBV>o5nVOzGLH140vfomr8(()~<%pA(1u(xp%=Ej}yNd#2?m-n5c%f zE#M=-{BKi(_VDMCEk71~VL-#|T0tn$sn_3Q`20Uf7I%2sUY}cQu_7`xWy+}azWx5p z=X$*Rz$WMRuF`tr&s>MtUARW9!KV+|f9tyO-(?H=*}l&G2Un=H-jDJbsS-p>R>M3b zf$Pp^1LHRO&&wkz&qg1-HbanRYo1eTIyXmO=tB3z-A78M-m_D8zKs5RG9bB=ic9Lp zr&Ziqck#RF?SJZf4!n+bE}>$te^)Uf4dz&Lx-GkXdM-J;yYumT%u^BF+@t&N+bBwO zb1cA9?DmzF)kb={MtYw^r3+k`5vtx&{eh=^CaK>GPL6DsGe<Y8|Go?!f-B!8>z@A> zeQzGupYv3*jSP;al#T4dd)n%ooA{DU2KCgE1S!jyYAy$m0C7M$D~na-e3?sp6^gFw zJ6D}fMvjUOcxvVz^Vw&gYTr;EJ+Mvclws%Q`IAb|>Ac&<?daNVHlyV8a{9sjGAODL zM%yWP-c^`9!9H;!?%BF_Qq9gTx|?$3`!Zs*?I}G{BYqAKse)q5-<;(hQR=0UMRVJb zN_y`UZ=>N%zzQygA5x<9kF)Z#RLF1_8EjC#;4;v6T67*L49L(UrwZ{z7NXb$gQjpu zWWFV2$RT!w>=+NEn`*nk<JpkgL#i|TTNT<AgdX7=Os_0g>+8k--A)SWbac$FHy`r5 zRvfM$`Ue1HnM#?%uu;RX)dIsy=^g0#xkNHW)J(bmk>VB5Np6w~BOhB)nPbQ>mj<Z6 zDbFjn_nSIV@q=`<FMFTGw%v%q)~%z}?{>Tk<f5H#48dnjdwO1H*N@#sJUia#4i`gj z`EWMsnrN+5DV%j{xoFcB*jj2+QE04tNi~N^JRUqMf84s`Ae91bO(>V*;|PY5n$0Vu z=?&9A7WE#NCul01SXno-MCB1E$||WPs3%G2{3bk_`B?vh>)dgn22%%xMN4@7{vCie z;@h{{d0+V1%*rh$K$Ulez|&B)&dnU@O-*ABPVMJk%`v2!D$V1aDUtfyKWKw-n?5v| zP^sLEIr;@wL=@&jz*y;UsXoLN#nAJ)!Lrf&9fe2u%OFQD-T6fs8j?9eK_8LatYA=0 z$bOEs8ey$Ay(xEOD%Gd;cj^xp{FS?Xs0v{>yeKBv%`MI5VWXjMNls2~|2P7QO8J7z z|9UH!$XGce7FqGc#9349Q)|&gL{(785De$@z1O3R*!tim8ulcdkrg~^Ojc5lAY(vS z+gx0KgxCHpS66UPe$FZckSg?WB%(+S3@FSO%;U@l(UQ*b!&jn~F-NtM^gR?xGtCe+ z6@v(x<uKugO!c%{mM=Oo^eeLyF`=T>N{k3L+0Fz-$JRzIY@LL)MYsiQ?9O-*GmJ*b zdOz8yZhrD55ok03@B<6~y?C&b2k6pcDD;vwqvkjPg9fo^SnT@s1okg#N6b&h{-gwt z^Q3~C-`Qz#p*tb^JFDb5*tuGe+>##h=p23XzA=fPKQk!m6b6+6Oy2dUjYkFLms!Pu z4rsjWNYq*y)1HO~JWwlSDH;S?kN{~-4E%(_@y8Qm3rXUVtP#xUz(G}nqp=-2QL+R+ z#nLT7Jax+vkX6tawu70LI9qIXcdO&+C7L*70~_s@q7$-+U)=k!zwiq8G<v+spZV<U z1P4d5y-8i95^~za&-J;R&GoulI(XBv@x3(Oew`S1`pMR7<1`&cA>=rFy-2ar!{h-u z%Xm45dad8WeeEq?ZY!MuQO)%Wv%_|-Mh(McBU!ujvh6lC=r$Yjc<RV`iITvPwdnPt zakhnaVzJv{@D=lm@4^N(en(B#N=~oCBE)WSqqY0Sd@B2t_w||M89HNqyH8C0CZ9Qq zj<$TPek_s>4MN%O@f!QwOWt!~^YyOsBq3?b$Y)Bx(7-_0V{f7_^R0Mr=Gx)zkV%c( z<m6)ag)4^-<J8kUhX>U45khI`Zft6PT{iMa&StZ0?0D|6=yNijgJ!(=^zYUeF2AjK zor(Bt{p%*jIcc?+(n<*AW`l}ADn}z`mTLK$yryF08v3Bg9!~al+xz`n_aE6D+)qCG z!PDGdH%;GAKmJ3)5%KhN@+c6WNb_i)r7+*!-MwyzrKFRb00scQL7*ROqLVHeS~l)B z)-RBzgub5(ckfn=i9Zbn^T2M`9QRp$!CEPRupm<+nTdB{bBQt=xZbvSi9mT`cGt&( z5eMgy6ZskX!(79h4gHYm`JG6~mPMnp7*wPJzO-y-xlGXx3xucDGrxfXCaBNml1Etp zyq=b|rI)o;puCk$$rbiJJb$5dcsyOS!={KRIOnVJeu0Y}PaGoO533wrlXt)R?xfI( z{TtO>hkUF<il#&T^*E(FZr;}?^Xz5LBCGYw9Dz`wEGWq_M0CBPYi!VBJ<|=Af03n% zo{=NZzhkS)B=WeN)sr0i4d@ilqn`-YWHThZq-d}2!k*3;?HqAdwK#QaV+9e)()5QF z$^ajvCDNtI(V2?({<5Irm+>G;BFpiS;iUyAxD>O54P!da;hW+Sl>ah|4HdPHxxQ(N zO9K)9uwHLfCn&bBMWA7}qlr>Xwf$tr24b*lpB$j>wuJlrxrs^9Xoe0L7fFqQu|;hL zT7Y;00w#kL&<M1Cn#2V+2#6_T{Kjs{no|R)=9Lj-T!WMQyF5BaM40N#gv-jWHjqw1 z7nc4w5*##bzf@Ez>2%ySvM#sg;Vfz6P3Ip}IkZXgF;db0J&u=gm^L|U+QbgE5kX0J zo++B)hSFd7rAY>rV!12283fvrp4h(~LEuc1(u%_@6*_ggW2i-)h(mC-h{ty4^`Fmz z#U&I5B_#2>|8_3;u|E+8tvqu0$!h2p91zz}GJ|tcRq@?&Qf^VXg0oPL+yt@W=ovQw z01aW5+jnrRkTw}yMput0l#J$o%zG(j*}R)zlZ}2GW!^jig-s=@<eBc3%W%QBkGeOR z4iWi;iZ2e03e&aE%PREA_#@#j)iu?oB*-*^B@tgJ;{A*StCfJ^H&MWVCK!i8f)ct( zhmFCWy-ypIk|2olf*#ULq-8ROxFCUwr?6G4I%7S)@cFI7(O;jZ-zn7To6f*Ta$Zq1 z(!0+oY}}k0D*=nIk5svJQkcDUeA`za<029WWQVnWaGLkY?4TO5zri$}qD<=~Vj&$Z zop8pKvR1jOWy-R5U2!72T@)A_L!Q+BZ7Z#0sI@>6&xi(bVdr3{7WKN^=-giPdk9?@ z!G$OvE*(UQ|KsU-Ie3gM<NVWhwxV5f(&Ox^_15!QBQ+(q`*qt$1ai~!WaQxEop?L0 z1%|#yP{`CFUwd2@cDQe>@^)iHA0>svR6j_Wy-m35&9jLS_dND{=^HV+44{LTzI|Px zfRmN#$^WfS&vr*_c8F&-w=wAgU8m+6Cl;XK*>*~_6Tvk5;i;bczvM=@^|`Ngem7Zk zXgRxv9~%8`$MhULJWl?lzj31Td7@YsYH``zIxHGmjXi!$&VBAH`MqYB-8<ssGSDXq zUp-}7GG%~O!1+0M$qRlz^!3<$s#-j|52p4T&&j^7e7VuD7WT2P>zEdHJ?zxv{+xiZ zsFpf^P#_;V@MjE^ow?z4lC#`)0Kyu88wR7x+Ljxa1-(u$XD(MR_0EL5?<?$kc7J=i zo%a@iqnbvb?1o=fzI;7$_!j~t8!)4(#H`ZPX3irJCX$+HCU4pB+#e3~auD|Zt8wdd z5x)%{ueWtw0Xz(N+ZFV*ub)*_>6+pWl`54=1UdaI^!|?0(V&fq8ICj2)O|`g<@GeF z3uHE3>u(z;X0LLwuwWd~C)`ahVAAGzf8!Zg&YfaHqDKy_<H~J?_4#<gZcj5roeulk zu2L)VBWAwXh5NNERK907)D!gD=5v0%<Kwv3*|<_xY4z&)cjV{22&P);dR;LSF+G6) z{XiO7j9H5$VjR!PCIxlD$a1p^#o$b5O~2a{hZx0AB3(8M-X|>BpNiFGM$ruR=o$F* zmbmQ-1ZfB*Pzn(v@Zxz(g&6eSQ$-*C=7v30#!||V^d<ey7^hH=&yWH0;4HLFD6mc+ zhtUTo05R1i%RDu0us;pKkCe+Iaa;xd4G84eG^L_QG$fkN<vw?9Zn3xci=3OZriSyp zwsU~>%-n(rSztYn<GW%DH8W$?1Vngiph^%_*gyHWmcjDZkBE;UFJ}r31b4KYag|Mr z?9U5XV>PD~=F7=9elUh%^j_x@>rM(=Du;(3Wc!8J?NWfH9X6DqYFVCGenmBbC7;jl zNJwRVGo<Yvvtyc8D}9+XKeZxAcz-aqO9v<o+<)G2#$xetmPfaoTn<aR^!i$ZWVdM( zRny=}IfhvL4c6(=miwgf=Un%;NiBWjCBkTA#D*8XNb;bhV^GYu6ZJI*`7Pm3sQb8T zauzrXTXZa#%UG2_gF>2xWODc?t7@_V(Yi=(RRw}2iG~fPq=M8ZJ@IvbR1mJ2f4#9` zgy1eMQ(38~bfzzf=56h8&!rhtw49cs7ADI!rI$p2>n`67t)dNhWHR|`ArQGn<2ND3 z(1fdWpL~t5z}tM{{9P-Me*<z{5=cTPE0#G*b_P`bC|{VAIuphTx%aQYlL~8m|A7b2 zy2{W-$Yh1dMFztS?=-gju?9UH)X@>0Koc1ydxWzlG~;LSGcjg*mtV4SCdaD+m9Fm# z(KrtWgr+ZD@QBm{kh9>D@94ujTd|72w8T=X1a;1~(I?djScCs6TfbwnhE-N~63{En z)=vM{-HWP@$mgY)I#Z1<7LboquiwruM=ZKAXb_Gn&;YYj2|L{kwNS6u4K>+&RNW$p zzp&-rKV6jFFF%JmC}d)ni3|i6s#`U1H8`(ZJ3q|@%g4O;USqR&h{0Y>Z)3)MbtVa! zx@^2bqV9f-PbA*EJ?@SO=cgd_&{bl2ZYpbn4964vCKRfe8P*0&O$_hz#_WMh0ysr{ z_WCW8x?YaX(rn|1=Z!?&pRSBVuKyN*Qx@A5DfoI2pAK7?&Zm6sRQ|TubTl9NHRN-; zUmY3U?=ALxPa^zSVF+`#FBT2gdaa*Z-MC>yeLXPD754n+UNCz)@kw5hwvaQK3Oi(N zo=-!I1HRml<7M!cs@wi-R(!2B$L-2h{JN&+8SHoO6Pu;C@8ANvIaZpPWcQ8Vtw?3R zUFcXm$@YQ&T9YZnnpTNG>ZzoqXE)VvJFw@rPel~6_viBdqg4lK5Y1AR!B^I%B0(!C z^fV{e!~4aqU{=iiYBMpG^7Z$~sj&M=HICm?_biMkHrvpC>eETrsXu1G$2Z_;z6_*z z{y@RE(#gZ|>fAB?aulvQI@E?=o(|l)-K@;%VhRM`>O0kXzif>SjnhWStZ;Gz{vL)o zk3c1DBnxw9DyB9vwLM}4*WCDuepa7(Y%l)t*&vQ(f11D7D5+^X1!3qJ7#NB)7*|OH zRVx_skpcSnN*PK6JQZv5&_8~QC1O2bSd=<9h^q2k4SQALB(EYoe?^P%o;lRH#n5jO z$9GY{dy2eg55uUX@}G~9AbXPSl<m6B!oypzjVBMFmdzPGe}T7hcb#mkKRGyb8T3uu z9gGG%O0eBxc3hdGu$#(&5G_csaxTWLvh7qLni!b6<HQbx$$TiL!+)xr5yGSud}H$q z$x58nUZuk%w<5vo=p8z@Kd@A3fgw2FQl&xXh(~Cc{`8H^T+Uv+1piiFNLmK@>#AVm zx&slTs-);Ld8Q%4Ho`Uihj&&Wa>sb(Fbvo3#)h2HkF0;ozZKBX*HxJBm~w_(Y~1ZT zp!WLmy;Hb*Z5?f$fD8ZiCTG@ribG;%Dx+j<m<Y7$vq`*5`p@?ZiaB)+oStmpjL}De zFYMnTDg9|dW~Rnin*QNSK36!%mNWez1q2%!<d2H1glZGZ0NGOxR5qEUK}iZ?-C?b8 zW`wk7zS`XrNf{`aKQ5EVw1{{&jdmsrKoXhIu{w_+Uxs(JdX$q)A_|27ANop^eI-cu zdjZQP)`8R!B2vPHm+)-<_gz}q^f$vkT^TM4V^&R+uuTdWk_8)?T?AgKzsqg`G>x+H z+Un*VvYAAc6?%ZPNc?l`rVvutx5f`7E^C(PEI`@omrqIP$4vcAi20}33}xeT1}U@= z0S7|3vUr@!VZFwXH9lTp+RulM*LC%j(DrHnNDA!+EKpcK91tUy_7CJT*s*Oqs>YyU z{`AxaqJ>eABl#B^LpW2$$+T#(5NfM?C4dnYXsl+i;f1HtXhJOsD||Tr);&!PJxOB= z9Vj0guqb%P$7q6_DdjET;pQ0M*CLgGs>5)UFrJVf1b|_AAiZXIZ*o|DlOqUaNL_ID z3jzVl{KNld0Y34=r3DKmJlwCpyuL&A3X;I_=qxB8%>u2PjzNmEKR)v}k|gbaZXOES z4j^EQVY0{H;a5F()#49TZZGGBx0hEvmp`VwU+(@r{W(Qa5iw-SUqie3vA>S?`6=}E z=7-U98?|@;WX|rTQT@VF#U*A&w0jcq@E2T6)T}y?#HiERWdw(e%{xHsFJYcpHezCG zPutC{t(A4d1{ix)=aHNE!>=hZg9Enu2m5Z5ja#3QMZft-hi5$M4Tz8V{0*`%ykI%# z8>QplRS}|Ex6fv!TZ?9f@Tz=~3WGZ=s~&GAYAPYYJYXVrh>o^EijJqv(W6CX!^ywN zjmrq5yNi}TcP{%rN62Ckv;YCBKaYPh-{uH;DSq&}9PA%HTrn<KH8j+3cd<I?XP7B6 zwlBOeWt!@Fm3H$xpE~R4glqLbM5B2b^HW7$N7=r*yy4Q3oko|T1L-FXY=#9`-u`%A zJkI!-GYC^rO6Q%$XPWZ8%t50T@+mWGdp*b2aBgtQsQmhM;z62Dv)(i{iq^D}fIxmT zC%ZwBA^}KdmIi%i@H9Fi<_0TydH5ku95GfG7qd)eBZmZ)FXXGV2vMccM*_2aCZ*3Y zL!QE_a%C<%yncI{{pcosH_Y_!OijJ}DY%6~)akSiAI7h(t+U`s9vKN0Qp&97QRY6s zq6Hkc{!Zy1MAXv74iQR_k#));{%m7n$3xIjOs-+&vJE$XK3CPi1594QHSW{zV?XXy zAN?6hzV+GHNYAUXM}f9&K7_!Vi<1Z}ts(QbhBTj;KP#fg^M@m6m4z<JB4|jmM5sro z*OSR<B*m#W#V-xo{+W`>-tPNAp|SF<z=U=4<aZT{Fwi5K4RDzQ8$LHin#iC2Zmzo# zQ(_mZNh$%1$CSW2@^}e}4pFZcl~+Tzpb1m(_uwWjZ<>}I)WRsxWlfM=;|3UG$D+n5 zxohyM*xd4faX4(e`Pd0*sSym=Hknv2Y|+881t{p6ZD4kH>?aaHg`NQW2;Q^ez0NPx zS~*@l$CxTPtvq-{#uy?rKsAvv>&n2Wl*?pkLopN=1%XAD^=Dx?H`q{(WWg@!f^W<m zdXJ7gofDG8><pmw&8JBNOGLT(iojRQAu;817Q?{<bPGZI=8Q)iqn75@WA9hlGN(+` z%*Ho0n*tdLsPX5M=mxGspO;?L<ADaroP<Tn(>bUZ{HR)r^fq0M>OU{OdA7((g18nK zYj4E})DUZm8EFd91N?&=q4qI$<^Xt&#6XZlr&GW%ea?vIt0s}uar^|(VIUTAL8<sf zevP4Mr7@`JGk<ZnMS7N*`z8@nHJOtk{-;I9sdd}?${$ss;(2pNc+jz%M*MzD(`<9o z-kAI#c>nd2b@=1S&yPE#I9{CXr}2uilQEXA%uznPqGfUYVF@8_GJi!v6Z&COZ!SZg znBO#`E{9!3RRmPv$wG%l-FW|kR%X!$JjIviLp)-9kl_JGKW5FplI7`TYx{LoTv4dk z#jT6|jYvF2Xp1Ywgrd^ZHx)~O@Zjlj%n=CZmI_i2?m}d%;|&cmh5ZsJm{>3_5n+F| zsMhkQj`dsovT67veEHGF-;e-R9n;R1MD~TJk89PIzA&n|h97carzENRLus4Ys&HUk zf_TW;{)79;sSp51wE4WE=X&#N-tC(E{x7izAHLO-7dbaxikAY|pT9^(Ig=Qj&hUWD zt!WKnsG(jNE6=>W*!QPnrZX>kEB>v25fG1`nk@qFnl9vMhDm@JEPrZMWK6uQE4Zan zweW&FU?oLKpqX}S=63syYB&}4nwRTw8~VC+Rnb*RP>xsbm~XVa+q6y`o7?r8w+)7J zbUg(Nh>NxCQp>?xuH5JUQ@X?(Jx?mWo;Pv$oj&8_cHY)dcQiJBP4cuT_qhAbSJS@T z+|`k@9(MZcP<E>0LS_9~!_NgK`k%%WOCb)+BFDNK53DCd8;}xMnas&s|2b#w`tNva z?Uwp^wnOZe&f$4Mp!22(VBh|-;`Z`*Hhy_|mmWD@vG#h=;r8{*3Dt-1rOWo>*OA4O zj3gC--WI+V`NkaeogM98$zt3l5`lO?Cj%l`zqF#RurTcf&*7C$-YniV%edW;qy+We z4-w?7QMU2-o3Tmiai;pgRWVfmj%!12ut<?rTyjmGE$c`q*L$|HH_m5DT8WprR_`a_ zcMz4Ajh<(Hzq@b~2LO%C%+J=ooEkPz5Kx`Ww9*u83-3la%iE8%w5i&!8G-NumO5o* z%{RLmbL=;Q({;ZhDm*wVJ8SnZ1TaU`vZLl#`~5;)E9KM7hBOavuPv|I+gX3irOYfo zJ=-X9$g%~2%v^>P5EmC`^Ah(~Ted)1QR&@M2^a$dk_9%1vJRq_ttCt?I;vJLh<3^s z78YJG=F!P`JaT-i7&s7Q2~c@$&ah4tK@^r#kW^q9;5tHFhF=q5rjWP3bdu1_`S}k| zp6!a!DMwXmx}d1Ga*=)$jd_JBB*WMd06M}MaCkclGBrtv%(8@o)V4?8Fl|6cA4I$V zU6XB-Qrh2D5r5_f5P607vR|eg8!G>G_4pDO0ZuTK{QhJmP5&Mz<<BrCzFGlxZEonI z*FG-pFJ*~&TMfTJd8EUrN27(y(h+lnI7<kKP_dSv6q7$g)A1U4{Va#LE6{@%^t<@S zMxmy}BtOpMfbZ*IV62|Smw|$Abl7G%hJDm&kTITPH3U|1aw?jaZ7u&{Pw^<on}`xY z3Iw;`2L!}b$!g_KcdB=(7*kuL^{!5n1J2jK^KDRJS$qs(Tc4;U1{g=b;<Go0{Sw9S zn^CP$QqU?XW0B<!!BmJ?`N<WwB)o+2YkkuGNb0k%5?)$FRYf=&R<GU5mG-EB2~nwk zrIQp;gEF0+0fsuNfP735wP*5LJ}ad*CX31<>x`Ls5xVVj;hAc&s@OLmcDumUg(TTK z+$-eJ`xX;~oF8YIm1EpUezU9>p>e59-S@J?-2jwQQVfV%n6$_!+}sL|9GFjbUa%tM zhP8LdRaxDo-xQYY7;-B7EdNvc2AFZ;S$GzW<;u6I+$#i0;Vgb1rIIWT&lsW{AX7F* z)U}|I1(&booWgI_WV=PGeP&JJeaBKoZ@+e29S@m1Z2!&u9lum>pp%+Z&m1Ab!8MO) z={fReng{&4wI1s2|Hsg6!_URU3BIHGI$zWy{%6~oaBPmyBRIG7^}a>Si}hkCIeO!+ zcSOu-DzK}s_~XZt`PP@e)zXU-@2jhfcI7LQveNC_u6?yq)`d`H3{s4l5?%1SkhFAV z^D?Xj;Cqb9)F`M$oo@pDUfSeia)lufkCAoJh7O1UUn8}PR|zzGq@<^|ef{-J{Iyxa zj;`k9LAdl}+_IzDrsD-c`{x{G3w7J}O^@!klUZ#7R0rSZiuI=l9j%q8J!<c#p4S`s z?6_b5j+?w7D4Q1B%OnlWt^fXBym`IQ@$>U&x((d8#(ufr4gc@3m&`Bz4BdDW@N?Od z?B84Cxg%klbQuv*;kIo(eLZ$1%FoIU>3y_O`T5N3>{W_15o17HMHaI6B_B<qGcx$h zH|ueeh0voZJ3i@Z9#xotg4K1k(OH5uo8SE@bs)2&siqp>X_(g2Dypu(U-oghXR7f% z6jj-_bgeQXW5TF}udRF*ZHjwg{4)3Aq5eaGoV-{$-dr~&TimUVPn3{PAI(9?8@|CO zG&ZN}=#<0zHPh&^(Pq~w8e$vT+}_&gy{WEdEfbC|rA?zaWUHpd%nezvt5mO$b_(nR zeb+jz$A#Y#-v$NoVdXcnfDG1QCb9BJLAZ)qHc?F$kS5)X=|B24&$D9zRTVyKM?h{z ztu}6HHBR9O4W$fv<iI1BI@S{Ao8K`C5_tLpAX4W28Q^?A5`-R9c>bW*Oq4LZ^VI?% zsX*U4n#C?K(EQYyo$hr+AOJ)b3(rnR;MpUXbGfa1&IUCj)3T(6Mej+*R{cP)h}Hrm z@dAU8Th*wweiUv>@{tdJQEE@$mHjK3+CT%35R)W{SEV{jENgwInhgB_?=^bGOvEBK zNnb>Ua}z5z@S~RFHJb=@ZT-=QYp1`W!-W%csT!i<#>qhJ)0)}2r((VJRO%kD+3RV4 zS6SBc1%J~!K8v2jpMqS{leYa9<GXZ6QAbq~g$I+XqV*OQc=-^4#*pftG<Osp0%Amn zy~BV=VNIO>V*#*6fC&l@M1V?!v}_tvpgqEQBOwD42)%DPu8$z(JRE!5M39FkRu=o3 z8&RDWU6GX;#jwt~)}oVx7aGx`8qxoyd4)Bq(iBDkrb|Ews6E}|Ow>Hy$CP|AYY7Mw zwY)9%&os7(^xr7Sh~52@SSW#x5!Sx3ISUk(mr%fz!j!V0l~kpXjVJ#%$|jZ+&?M4* zepq+DbgLp$Hk%PSVOObIfI)a}iSCzP^j>L(&7Zk}+(m7#@+12t*+3$49Z1HBK8SM# zU`g+!tEe#4Ue3SJf1taFTf719YPV2l7%?!Y-e{$%MHz4fnOZlpL<uCnRqtJ;2G(iX zvd$1{N_3a(c|lBXm0@Ywgvb)e30XjAVeqY?AA0Y~R(%}pXM9*9G3jucCW`Q0iFb+X zQR5#W9UE$rShP#ukK36p5(R6hj>rE{UXP5#UGO9-X4@X7a!NBaC;_+P-k0gNPj2dd zchg?$_wX^^{vZl%d^5Qu2|{JX;nMQ%Bh?2&7BVf!(uqJx_1$H5=IM@Xa3wSA$$R3p zTBfkMFLFB+N98V12DMJ-NJ=;=8zT-6kXUT^{u+NYyN7?5*IfL;s-e#DiGWJz8tV3X z0M~<xISw#w7j+cuknZ5RIQ-G$Bziu2aNGG>twF3))AiE6FgM@AtyGr1cx<Qa`k6xf zIp=o6^?W584ryF5y|({1ACysi+M$b^T=}A3QHdYj%w@`9vuDzR7Wb*TRp*?2S&v*< zD)>j8*h#v~jALN+`;Ue1Nd*l2){<r0y2&P?k@wj{W9p+6!R5!UfuBPkMFq(8Y+Nho zww1q$^OV0U@!oN{h_x3x|0sUXp{D|#xXO#&aC@2<0--la&*daoMZBk)GgqrORZj>q zvlyvnW{bg_9Z%ula4^$DS66BV!(y^Ko-+N;FC2WYBSkQ-SgdbjtY~Do#sFW9^bE!P z>VETQ<s@4buwt6N!<P(+L-3gGw*8ALDjCEHdB%o@0`a05HB}23P=!MUiGE1MH?XS_ zt@HG<wX;}pN=%$r>R2cs;-{j(=x##5$mK#!#*#^m%u0%wv7clJ`bc$l6vzst#0Q9^ ztb1`}ZAO_0g<*Ep(G__ZJOg@{eP>kdUydp-0{kNIF~9kDjS;sS7kDfc71Ctb8Gqy8 z=!0%kfAVi}2GJbe0EJ`Mvv<qs2~{hkB?qBD(#PVW<<!C&)i@&gj<t|XeZ+1BT1VkY zEXN@9;YwGULPWB;TKnI!TCMA3_wLQ0a<>URK^<6}Ll@D|(hn8cQYCh|CXC#qpS4tr zkF=@@_3Wwy_NKuzM1}rwK+JEQp`Sz!o#JuB$lkYB6<>(NTzo5yLtvSQYXy$e1jB-c z%ijrELA01s5<q=^RA?`Wne@c*`6kenW8hXvBt{F<{?o+Gsg3$v^BYrf6e@_7HI+`8 zraNLA$%3O;Ktob9Xorv_x)j22KJumGNDEmi%hL^s^$irYk}VEN81gm&grt;7zz~Ok zfy-JRG4lfy76wWdXaU>!B)&049ChzHw7~}mGaa_z4TF3>1-20J#!ur%S=^LT?JQ}1 z&BgI&4g-vQZL-Ja)0?yGYalPDkW!r~z28~jj2-}mle~=)&Gg?&8qccAoAysnvpcDk zKps(*$+<)HN9NO0MW`3UX)h!wyo{tPB#`19u%rx?)J~GsRr3m2AX0<7;ba*Vf7@ye zP=TeP4a#StM}I#}wplhaM;+xp*Dc1lm|BNSuPb(cl?N+IDE*okCMi&+V5JUBb*LQq zk>UNQz!2|jCxf<M{|(}lHQ|zh&)n^Sa^D=EpmIUU>tv4(PgSfq;zRmoUL~(ydQQq! zl&r2^zT0%lvwY`Z)N=#pL!Y}lVzLc$RvWw^i!oIeuF%$|qN1WVsr0KnBP#3etCMQ= zd|Pkf`UU(LviGNynGO2DDL2R!FiNsr*|ac}XI&WG)nU=nEag&!FZ+=^@HsS>r0X$3 z>7?VO9Y0p&M&51xs(7*M`1i}2Q9j{PHGHOzdcN9ZxO#0~3Rh`+&PU7Uuf=dDCmW3% zSFay$#p>u*HU{b!p0_$)_NQl4Z@;?zz1a7GE8-rLc}VgqSr1cZFNr#x`zbE(T&Q<Z z05rMrMD|NZ__)D&<lC60QG9a95!G37!mupo37~q$2klG%Eg_;~F)cvp*MU$+_qWJD zW^~E?0oomhw;!^J)YSg9b1SN)RF8g2Cst$~fQQN~q;-M}KMNGVHhgD={SF`P+b#|g zfB3%A<%+e}k__V}Cr532a<{fsG%@ikqWFvEQ8sf!`|`M(XXHlDf0)8HUh_Kq?jF0Z z%TwV~G{di7IX=Rn`F6;ZcSrg<#Qn9Pgu_*5fq2S@nH7KP1Wyee6h>>~Y=I__!xf6F za9(@lX+uwNwG{HfF2<@`v%u&GM9;UX&Z1)lK{fu@0m6$;slddPis$b;J`AreY#jQ^ zaJpN@4KyL(C3}ZtR|!PK(y@>V16jr4%@4PqR7Wll;D0Fxg#(JRT^IV@Nv5FN9<<FV zqBlr@k!D6I{Dz|%N%RQX>6{;NUlBfnf{;Jwu|=U~#ZoBnu9}8-o5?pZQDdM7aD9aw zh4=^_jb(|1XJfGbTp&<n=v7xVr4-0$-q@{#g)u8i`sZ#b=}P;HY}3+}mGWuLb|Sdf zo_s_<{N&sd$qlmw*ed#5g}mm#RCKVtFr=h@t(>xd2GIxYaKlWf+i6Mr$wFZFY!;zP zk6(VQkZ_<Y1RqnBCoIPU=k_H^*+PbWElxK)C+L&u*Sox4?q<wO_=4yO;RB*X=N^6N z{S(gu;lt5f`fi;!C7{r4_<QYJ^?q*hNvMa47w5o-Y9)9AVF2y+dWNNP9a&%z#stz& zwo`{*OHA4*VMct9K|-5dyAuTd3^jcwpg(gS=l3qx{e*O5tnj#*;xoBAKJ+9IW<jsI z@)&BGHP)F#`Byrad;K@)Jv3=!K>6QkOV+2qOg8=g)7_#wo=2dq^72PUZa^<o0v#R_ zu|+##**hF|gQZg>Fm+oYDOJyB{N{4+rkikReO|Kk_fXlKtQW-7$7(2Cp|NDMjQ4o7 zZDq55PtCs{egC`^79u*GZf=9321LcuG$##a#nM#MPOej<+f}2De!Jywr?rEM^*zR9 zS@W9j(|<q{t`*X{*9JbR$n}68?H*j~rw|LPe)qd^0vWt41SGX{(LzutaD>lu)~s^G zd}!DrBaRqRFmQ){8OJS`2dEd%#2B(ES1*go%P1)!y5oTr_$rJ<Fj7~AP&w5UgkZfQ z_b>I(X^p=xBgB1r0$h;infVd%t6s15SJ=o@4V<tZ&{8}D1mRtIxd{lLB;ts(R*GE= zjZ}Bp`++SyXO8g$;9pLx^uf;>K~5T-KDr#fr07QieE}y>hRvpn8A~sEutvqruAtIo z#n#m#r?{uG-`IYtT3*HIt~XTt8UJ;p#Rr4PxTCw?n*4tWp$46ar=C-v{l#@J*nx8- zAcp-NqTqL9Vt?|Q)yL*D&o#I(JD%!6oGa;b>5Ri+@Wr}OKYO|49(wcn?r5zqRQx4% z<7Kku90%&62Z&lwd6Zg!r|hwy<o`NJa_j42U0ET~NG9Yd2pQbYH1%5@{HvGxCJuOF z)lrv^CJHYn7Wz03=4y==#gjAN`N$qX41y!~qeOJu63{^tPJxXVf!8Pf^@r>lpOs}{ z|MBr7Ca3{sVr#Qe%GkyL0*KZoTE!d;%gR-Zaf=QL;E_W4Dr#RzSN0_n$M?7!!=Gd9 z5Q+NbpS;*bDjf6FI|>5P$YjWH_-(%D@O{}tqZYo}Kj0~HG65?^84^Yt$(b%)2)@k# zA`>uWfo(gHDZ>)j&XmIyYUu@W@+gC8gk@zYl1nFNm~DAw3AD}mzB<dZg65@Gw!Gm4 zh7wsAxi)%gbSrBmpX0<Zu+Iz$6OnU36Jm!URU4NMA|0XqM1g_kzkE=Cqn0}n+QpEg z6Q~~oS~Lo6g5!q#aH(esRZ_`;Ud|+lvwxTjCQXb?pNx}OaWeM2zy2d~BKC`&Lv-h~ zc7c`hu##%S3AnbId07vJr68rmoe^rduU@FkxG6M1kG{~__o1_RE%1{76}p3=Ik2hZ zPrHfXLjEmA?-joLFyndV(&Hmbe#0>(v_FkjQF3s?fPjF(Shr#;x@z*qTfa}}%YfF9 z2Wl<YOm!wmo!3|Yp8lRoop5JhCM_8+Ac*HJJ<F$3o|EOn%rS4;2>c-25V(_HHFZUQ zi!~g?Kyg^g!&x8iW<yS06Ksl!G<_%tVSck{D4V37V2pU_I%Iwlts+(Lyc4CulKW4- zy7Tie(V_W4_B|(QGQJu(LqOZunh$|N8NDwD{0-ZTx$|#7$t47mgJAN0Nh)k5-hOL& zk3wI1UHd2N7o8pDsx$$88eaQ&Anso|Q9vPq4nt)Trxd{tv$bxn47g=kl3u1^av9yc zui)!5LTgjgCfXSkj#`6gkTJ>%1y<&?=uIm5-_Z}Tl>NNXby?6o8X&OF4;ndF4D3=< z(3OBkNyy~0V!{kaf>xIDxt;Lv0Wi%{dv9pffUh`tl;;uozzb&>dHu98jf=Sia*>E^ zK7Yz>H^xF;S#QjHI%>o?#lXVa0-D<eS)1V>7;ynX5(F|DC&Lq(A6azG+9+=zpZPMP z?`D>-B4Hd1R^J*K!I58ec=eq~cxQ%lvU!vicJArJFO`I0K`nSJaC1xU?`2%ag<+H5 z3O0jZcS!v)5UlOnPvA|3!u>z=eqC@?cJ7IH*|e9M_L=u>u2^$z>)Eh$to&Ib9AP=K z7y5n}87o&y{F$TDK+k&0C0~$8{V<>6E$YCFF=GmO;5W$Bdg*c{YvOLOs{yG7w#{s) zAXbWY`-%3-=l*G9%ckWH8yL^>ud?OzqATLFmvN34<Yt5?$g`cz|5X%C^CG{!o|pC9 zjpyKkH<3;m{KDCyXgGjQJ?%jITR7-<F-vUpdhPa<`+BKt#GaZ8Z>&b(G&xMn@86%H zA~o%a&n<B6|F+5KxnI~`ymQ|E86IqZ2mc`7qBxyS&H<&fJhku(ajuUgey<82xL8kq zie2<XG_FC+Fe-sFEdN2fsTd{3;Wz1Tb1OU1in0@D>zay;QOutqy8r<7!lYbBc@Sn^ zfH$wpFxmJ{nxQQ6NEY(+@u!dIbzb%lqt}baS-BtD9Ph!eM~{$6m7cqs0S=!&WtB}< zx6>_5|HfsKn}?XT(a5R?L&(I0tz&ZOB3kmiG8&BnCiuO6?axQ*4^AE)cDFIhp;Y>J z)45(#7d*rqRoI{+RRnZLtcuse_~6y*4V$R<k%*E6y!tOz(XP#mvz}w+shId-%vSTv zpHWIDwCv)4Q8eUy@cg+&trqbS-n0X?m9mMyZk$c#j?nF2SgB(kPdt!Smc5@%0ulOW z&y#sTkrNUE(1FIVN+;crO@GqCn4*9MdK)(e^tJ;h(YF}e^*iO|C(B(|6vK=r>ldrk z(VBCoKU-o<s87;=wL-EEl*IzECtM#qwfe|1!N>1{<5eT%k*YBP&GtA;5AXB>y>}ug zB>fflQdpMtl=Q;#!-Z}bmpZnN@yV23Dm?vrb~nkcc#L*4_HK#j6_`m*Ob39nIjPX) zxC}e0f4wpNab%QpKLYsfO3Js?a<duWyrEPnSCF#^S^g+LQ_71%u(2tYjGHSqGBSdQ z>4F<+CzN!1xgI!YTd=YFO+igYO`W<4oPqwU`<nCE8BPG|rZQi)J8xor;SO8j$-)sL z|4HJ+MMnL-i;SM0jIvhRFR+1TWz${lXh(umWgis_M9r<=!=%HxuK06W&J7#T9|pJC zB-t*JjU(X4f5H<Wb5a8-0e~1GNIXHv!*V{|D#+DnXIA+4agXF_Ipki`i(Q>gt)R|= z%`d53!P9ZB2(%GoAPH8#gM>Jd!@SWoOHc+S6}BKXjZ)`ea28T2<BbaQ6DXHzYn)5C z*IGl<2URBPli2%UPz9gxnN010Zm;nmi=1dRW<39LTm9%Zr$QpHa{l~vw|ayK<?zbS z={O}<3yTjtJQ~hCU@B2<J!0MrP`-qYIf{ii?DounhQX`pV@@Ag#5dd$Zsh_&C#c0T zx~%;q<_zOdxbtyZvP+j_ancU0QJc&CunnwdTfh78$jIsOQOxC5)bH6cB^BD1D4TNd zjWs=cgUd_n#=Rrm!lSI|ZNaG3r0m;Ie;BHnr{-}Aj4!dCuTSHVI!@hROkR(i9mL!h zMRBk@o=Z-QkVtMkjeSp*(U@W@-9lfF8gO2B1DR6b>27)8;*7<U)$1`~d#~&9Tw>JM z$Bjq7n_p8LHLk0(8Y)L`RxMjBASY><wKl%(;-dfx(XPL*2ctg>Pi!oVF7oxoF2j37 zTs`RQ3ky1#S>Fd?^~Wi=XGGRP^|EVRbwax2K-|QIRp6u?w&aK{ch@d)3c|@@9eev} z$aD4_zyHR6iVC=(()IO5{7F3b`Dt1sb@6t?-KW5LsO31Os{?Iq{Z|7_{0^229{~L~ z(Dp7PztKtN-!ts-f<216xal6iD;WOEf&8iOc|q>e)8^4l_p_aYC-jbe2R;A-kWIb2 z5VPY|7~L-6_)LW>)p<G8vi{f`4z~)ol^p-602#Zt(=j?b5F$${>1Y~{(3j^oinT1r ze?UkZB^HgjWZcmweViab{+#N``#s(q$YTqX%O(mku5e9p%1K@*a`N8qtsdHq#(7$X zAIug!6U4rS^M)I_j#T}Re0#!X1fnLU+#ojtj8&3ghd2((d6mIckqJk!uui!K(_}~G zKYYU$($kg!qSF~9-;=;Sm*V1=$~C^zw=esCLat8HfpIGuQo&R+g5n#q^GG98Q%!gb zMHv0%bCM*$__}7IIHdI+Y(SLLJ<$9sdFL)&?e=u<580XCK_#CA7kKB-|9%%m9|>Iv zPZ)v<1~Z8R0W@u_2)$&h8vqPU#E48P#RXF}o3@Fv(Ia4!AOoQNdmxo?2*s+84oX5H zRquy!8Pipv@>}o{5^m9?a#SeBmmv~SZn#CACaRV7m!@jjMrgQw)}s%ihK&;c>akAq zyVe#|7MkRvngImXpMq6<=*Od9sxgz&VY>;_e6B_)#{!=<^25Ch*6>KZ2BWFJ6@$L9 z{Cw}CD}cu6d8XXnCwL1rI@Cg8v9f+^3=J{Z+lTp1K(&UB*g*M(l9TU05ObZ<AtN+_ zIS(7kI4OSrqfot?S&nA9VJ%&(V)Y4YpSHhv3Lb+C!4@GS(bx0B%XRH7`M)hqe!D)q zPNz$g7+$1X@Wwvm2=_u&`Es%z$BW-h8x~kZZlTIz5TleMLi^dKilhh<F@F;1f~R-O zWpZdpA7Qca$Ml7i=BM>E3aSO7@u8m<a{K2@x;|4=7>UrMEa}=LtFzi=ymN+6oeJI` zyD>_=2cGi+{S34erPK?Cj$21->!hm6Ja^cW&lu;hLrgXviB$`*X%9b{{NAmX5G%CE z3~O!vKyR%q4fpfA^Zt~JL^FiSIqpSl`gL*j+E&dczwP%YU6D7moE#1yRhw8}nu-VZ z3+eZeE<2BmoO!|&ST@qXSv2!U58N+9T}nJoXOz?qm_Gy3yo1;%*AnCkmaPcKk9Hrd zd3o591JKR`mPv>Lkh$=~RQGIoNoqqPqpDa?ee}(2c`-1+aX4zb1afip%-rCAe`jPR zy;rflUU%L6w&Avcitv3Q0ZQIs_L^&c&jGJ9zhlFm$Nw(ez%}RA`r?)7rqiFL-wlZ@ zOy6S`;+x4KZJ4Lo4ohfhJCzof==plqR9M4J2`fjpzH8$Sx2v5GyHk&F#7+N;!OEDp zU&7Y>&@SBf&;@@R=`TgkqmLUrLeaaD`8xcn0)$Sptos+fNBipU>s@y2%l_@_w$7T< zs)pER;zG%(*MB|8%YcALVsr@%Hbo`+a+oT5HsbpiJNL1_4nBs;uiPtM71*dfLuoOr zNiy5pcqmXY_~4V0k<A&to9rpTQsh$q#c<j@9X}G3H08eYx8=`1_WyKG@Be@Ir1qb@ zB>s30Ck#E&9K`Z-_E)R<=EKQ<9TYG*odxz>jrd)NIy_~7?KU0;j^%xCMByfhho!dU zbV_G5hY#-tB!Hx*^_%<0hbz;;k1DzP4`qJOCmV3!7rAzw5*QAa0wH&z8(xR%7EPM< zpBp;d9pd;rb&n7ct!ikPJPp#ElWb_$^H~wd;Ln1j8fKxFgo!YUpr$kfO!vg*5yDgy zKv0femUDa^yQpUM135iX98eOJ7?L=qHy)FP#jI$cMj`BTv9vs{mJ!BGs6;w$%xDu) zKZ<rwy>Y$#NF{ia4_m*Bp?)c8p<3^`mR+qfb873TTX$XXpg5B5RES$Fx+Ie3z#BvQ zuz(6czNkH`EV2OGN<p!nUgX8Dx^Xsq?8`n{@z^$-|3r>&f?A%e^;BZEP3s<Ce<3IQ z!caQ;h9=nApummg=ueaP=rT~OnGL?Z_}}q6oJV$YH7_!;XRj@;-Rb&J0kO>J^nCxB z8=^Ng7tE_2Do2>@LDSVOYJux!4F>~I1mrRquZ%?0+XX>#%p%0Hay4py1#)y#WCWZC zTUG*;qG&zfDTx{Bde*0a^d?3;Rmn-mn=QMjybk%~CciXE5-%Agwf^I2VPjURw@bQk zsmPYAH^wI2X=TTI-)dscQhkNYDBD;bogtW}NEv<%<U&V6=+mMpDPCi)s9NI+*`WGy zMb!C$g+_se-(q&e263V==#~S7pvz?JB=!wLAj3yw*9c+&OV{F`ke=4m@g)^DndAZS z^X}Y@-=gQsy$NK`#59+bYCR?EB`BG*H0rxj(br5CA!{ukl_zCTMwUFO)8VN9=N;-f zcDl%<$VFDmZs?F~)@vd|pZ?wj!$w!9DTWRXC9$AC(Wj5&X$`mU*uzJ7vKS032?WM9 z@r<N%e|+I2Ws(`peJ+qE37+=Z_!2Q0l7$m4na!ebpih@LMe-_6l>ZsuEN3)1+q58B zQ%SBa>{}+dx`*b&tZQgoUkrwf5?9BE9J@I*VS42+(u$a1AEYqNFy>+a5ZNZ1U2SLG z`iCB+0tSs_0GWotduQFSz4>+8q-F)18%hDZT81!V7txuTU7>U8G~@-X-7IrFz8}&$ z^riOocNNpRBQfd0>g!Ra{ZM0Ar$`@1T*8b{>frQ*<{STo1&xd)J<<J<_>7!f6ywIP z`g&Bh@Ldm~Jnb8^1$jz%VgC6FC_m;yHbt&RnN*b^Y7MwDdDCRj6fFc8^QWzY^ykG1 z_~wBm?B~ZA@0B13+0Vem<ELr?@9RS9!lXY9&K6V9bbb3jE%ghJ+u|L!ccvqduMKY2 z_OtfUVK=8~Vy@Pzl@37x#So}4OgnXPEV{|k6Y?p2v%E5^L6Kl;su4l(2%0P6?7k7> z_fS=nky|x2`Z33EXJOzmmi<pldn<2?7jaIfHU|e`!Sp0Y*DfJPI|E0#-z~M@_WC2W zFvQ-&+7|*JKPAdZD;-plW1|vlFUGKow71q@JUjTF==WUlsa#~KXfqMB2kw)8?w_?l zl7YWA>Hxp2h+f5R{DnK3`a0IVm{Ns=VZVv2OlhkT8h-Jto%Ln##*EQ|O`leG(mNZQ zP$gjLuCH(aIwyZec>N-V<5tXe5%T=nQU4BKYVZOgeywO@)%2LybGI4`58HI#aXjBS zZBieT>u|jsTplW#cX)mfP7w4ax|t+-q!Yi**?1fkm7YX%Xs;9HAq>ishe(YHDqBD% z%0MEnH(LerQ-3_~dYd|6FYvBR$l1x<{uT;W!2i<K+33~$ym00{Y4%tKq2m~PL!1i7 zlI)dTcM_4y9p2U0S5_m=SqbRte{;|TVhQk<=R2~R{X|vBAvny-p#F~QqzfXKLZP*9 zU1x=nRt6KOBB0P<pg>;sR=I>}1;|=A{VM{ZH_0&T>!6&%gk{VTGrXS?YM1d$cFL^< zCsf$qJzvA^w2!Y#URUlPYwAD!^H|i|XoUHMlxvu>Y7|8P(iK!u5lDIcm-v5E>eYZ| zK%RC8HSa+YN=GO5<eJrCQ94PV|Bl&7n4>37n4lwb$6=Ovh;8TeI8|NWP#>*69&2ck zk_GrUyh5+W&vcl)?rsDseW16UXIElVvTumbSm%)o1fSPlFI$W{w#97H3meo;?`YCK z9(^x4&i*IGbh0m*T1j|K6oDv<TBN|jx#|wEc^FW0NYW@GYX&E&gIMbgU~NvHmdZ|p z{V!DsD&OG#Kbp=es*Q#V*TKEGJEd4D4uuk+P@EPkQXGmC+}+*1#oY;7pg4u%4kfrt z@ZcUe`OZ22MedTxtXVUAwmkcNWu>r-@Tf&u>X8BXKJxnOwaV8*VWbzn*l$TfxklsM z{#Z+m^nGg*?;87BG;t0{H}}a+4bEC)m9)oDOlsUc#XdroN}pKc%2AGP$iwxB`^YTM z;VC{7dKudoO4+bjs!OaMB&q0}TfinSkKL;vuB9;fGb&@7kv$>UF}mBNH)aGQr!Y5T z!8yIh?Zq`5_z5VL$-^I}sRpXS0Ew8(r8}p8lvlG$Cz;OqaX^X9DE-at@xZeIvr6Br zF1+$OnY%4{yg1+SRb*mm9Tk97B#cl*>tNz(p}otu9<dvOOwc4NVt~t1v4M&+fkzi; zuDpHG?HLJlnWda{_DGJtjQu5>3DEkNS;GhvK>{ew`4LE3j!itjD?T6^M#M^I#Hs+* zxGpi_5sl2NqJo$PnTgN-Y=?I9hpddFg4HBwjHm@eNpGZ)yClSYN>EqtYf=({`+SY% zEvi;re8u%K>#vIzNrw1weTG~J%BM>in2irRR1^+U5aOShii7P6MmdXApQLmr8+F2& zpj+@<wg0gIOswR@fyw+Sjg~53>8`(#lW4J3rz#EN%X?-2of2skcj4ROluQbdG?c$) zk*~S5Vd_y&`lP@XaBTDqk}Iz`p}xbefL5iz-kjdcSFyY}houJb2xS0OH>Lm7fks9M z2u=Pl*#Sx~>SAKCt7WdX*48l-G=>Qd5s`*V7FoyEL$ux&l>Hmg?VgfVNCUsaKt8!| zg*@q7dhPy&M`&w*&`GCG-ib)W9@7Gmr|xT48B!1-dD%z!k?3p;uljIzTEWa4arE}c znr*<B%#C~map@QT7$(3MI0rfh!wiAYs`3W6c`l}p<VDPWy>5?_aC9V<wr4fSMN~?R zTzu{!SFMG0CW|#6g}b)4wsOv#0*#^&M6rYloIcUWsr(tS=0OFD=EMi;R7tltk1Mb@ zFpK%0sR~8s-T$rfhiSeab`pz;r1R^~by#uQ*hu;+tx;jL;O)12yfst7KYzRo-&=?8 zE^5I&o_8F&ui|{-xvo8o{1u8;wQ^bY?W6M<aI^SN>U2e%ul`M&mO(A39=Vs@{@96Q zuHAG6=pV$<b>#CP5xS*oa|C%Wewl3Bpg*5~DZ5>Dd#M=E&-#*-@LlZqh?&>A5Ch&Z z&udNO{oTTTZwvnT0Ltl@QZ;P6o+_x*S}sW`<6iFEUGLg2_^S5uf@b<T-8>iSwbmES zy6_i2;R|wi)R(8a1?DsSC_V9qu<rXIawu7|kcBS(v*IqoiW8q-V%c}BOY8;r@#Yyn z;JGia!!B_-<`$MCkHV4;J5A?7SlTlP`|j)%ye`WP*e33Fe(dyE^;lUA1Mb|o6=+Xn zcOFK^*n6+3e3tNsYx=-MeJj_G=s&pX%M;2@U*$;Wnp?)_d=qQ;+$|B+yLNPHowaKD z_d5uN=AX&j_nhb^sV4KgD?<=4?dsh=w_<=IsbS+jWeys`DPJUOLVrpG8cAzbLjEAO zH_5YON950Vm?T_7(~IR0JdHeY`V3!avNSVLC7d*8AlS+Y900pb5Zi2nU-FOhD}lHJ zR*ifQW7d`NqI5qAEbUO4kM(-7@P^?1+T$z$ZUciR7O9j?C%zJ?|64xuHN$e1OyjVm zY(NE2<LpN0HOn)`@meQS*ky-z;I6PB5t(<jK_Gl@*OkjNlNq)={|+Y>6M=P5Hy5fi z4PevkHH^%=l+mA239%GRF-~~nLPsOflh`uo?1o@O$Ybtyl)9pZawA21pBJTFxaqWs zN5bo}Y%NC>aKo*}qw0FU9(p9xMdNynloE6qEv3cDt%%SuDGgt;mj~*z58~l`CJ!$+ z+m`CpRW{v6_QHnJ$Oh6!>c$j~{Ok~6l}09HMIjMEBUJ;XQ#)aJPjqr8o%v3DhlnJ7 z)YxV+HD!xb{KUtDrK3f!2<dz_1Vly{m)7;ReN6AY9K^9G{B3DDU=d;PGq{i=Y}#8S z<YR6G)3yNGa)Tl%>JAz+^Fj~B`yLpF;I14_6ym~#F+^8tRG3s!>ODXg>s^X*_%A~$ z?oF6VtRC0~9<d2rkqi(8CV@_jVw%kt^)=5kAN1V!r4{yK3k__q#pI)aF6%g{7U{_9 z={IC!+5OoiI~ausJ>CyqXyjg$0UOUKY?0DMUvedyKmuyheejgn9y0Z$i$Qywz$Vo1 z;Z0NoB+~jjQzB)&*~tCFOwnVne6l|@g(0Nu6K6DM<rUSjtv`>H)nPN{%!godXn+zW z)=JLzgR&YV(}P1Xd+YsBezYqhd!gs_l@$3PEl81*Nbf8#q!m$0DUwHUg)-F9-pE7! zH}p)gNCcMsH>is;=HVn>*yiJ0N@_dm50$!TjFT}vmo{m2%L%j0yzp1#USPF#w}XBq zR+T()cfMf(8PaL1uO;COL~3EZ9A0#sjqI-7RS_tnRL;4wxwgNud}<a%v3M1>cmDqQ z)XJ*?;*+PYiW3~buIS)l-fc__lPQQh3ohy3O-q|-%=JCFkJD#rd#)VK^X*G3ow82W zNGr#TXP);JnXd#wE9Sdyv<>%t_>_`O2UYaIc4`a2cUwuu+X~aw+R&wIfq2AID(3UF zv%74W2mc3p+3_&cU1TH9vYxB`?FwDJr4x6(+i~PkRlJwvX;$1(b8tKys$Uy9oYOvj z-VS()nHPU(2zWYvkMQ3TciA6X%JuVM%{i>E%$FtzPxFRP6%b<}sOs~Ic|jY}r-Y4= zm$MRLOUPb}!|IvdZcx4J;c@PX3%A!M{{&+2AEDB@y{GaD+h_Q>Gwvpq2(`JF3hOOa z7i@fN(tf!S<Zkj7i%8M^M>@7$i+z9<ef#O*Vg7RGL92@YVZuvb3i3-{KT8l|Bw8Bk zPn@;zH-X0Jc~1;L7Z1e?gnWMN>Ady3&$@le%JUmZ@a!gFU0i<IGxeYcE@tM4IK7zc zvQOR~flJ8|dZYlm&$aaUvr;J!TklWTF8}`UR^(V99#naEyrfnYioX^Ct99#n+MYiV zg*q|rs~En_v^=i|1dOf+oclzmaOMIvE9QXfrlZ!$W=;(blf84~uty1_$1R6dw=-_U zpGKTYcuud4J~`!BJ@%6$BK;*0x<)0qWR8-Ufw{9cmhw~1FHok$!oUZtPCWPU!2y*4 zGo3w_4fFT<E-;K-)u+phbAp&|OfzJfz}oiFpr*;$LIM{_D6kxIX*f^p`nVbqaQOw+ zwfph_UcZBT_#fk}^Ga1N3MoxCVSpz@l-?zk3)-a{3m6wkennbugWW_&jcqxpi-(2^ zWtY<61DHlXhqBFN;-pZ`8@a7*%w8UzcJV~o@=4_`Dw3M>q%vTB8y^ltJc;8eSdr)L z->@lAKtugj{hve+WA>_jl1%wbb47w7i8D7^<uifZ1)hUC18~is$Rn&J#<((?neLb# zFTZPw(DZ9nI8X_<7*WnpMj>iezqx)v)m-8+Ktt+TC60u%_G>LeqZyXy#eaqEUfF*$ zw&~_s4DdKQj!=$zM`b7cqiHz)OIsD20hoa_OcR~B)Z&=+Fq97?QHLFsFx)Tk9UK{H zg8yQ)YNKHm(scDz?=@(Vf+(3o6Z6k-Wc%A<UsNP7x=_>*w;;|<pi6-V7hg{0wHv;O zfnx#Vn|mZp>a!;-l{Y+PSX)SCys@RarcbDn3TB@funY0DynybOfTUD{<iWo*+xwyC zVLf*^@<%W|?Vp&Hg1_65!D?zNFu+8HQ6j-axMLp_8w+`uBRV*RFxG-!Dp%DMopaGk z!3=BgH51Vs3qW3>iEM6x1?zJVXUOnoga)YRGQ*0dwkIWEFoL%xfg%oARIa7&<KbM) zK%@l<Her|cNl*D1;ioJ+#P5NY!I0hffv{+2bDQ0_haxZ^SSdKtFcg|nOZ_==n4OuO z5?83CJFv?A%kgdpppBtqfdV2Dsk#F^jN1F`6_{d#EcF3-vPhf~@&5JD@9??5+BzJe zil*V9njefDJo50?#Hpy}GHz0q>nN6?sITvwi|1@`wOf287gR>&!Y|6b+}QBT`EWr2 zr%*Nv=)h;S-PN&!!Axq-JNUYx6jD8(87JFr0D`cNTG%<=Bhm#Kt$Z!ZiV+7=(f;Jk z74IOJ4-!AQSMFXI6wPBb;E-P8HqHpXo*RN=@?ze;_JC2lkG~D`hYf8h&g-`GtotLf zk`oKOo=M<kxP$-gbNA!I4;au9(GOatAAp<aS9vO}N^;X(DWmjsiQzmp8$8Vfz{kkN zVC+!6Y=9>sC0xH`?LL2WXuW@wQ>Oj>LXe~ygz?c5t#P%*a`WQow(DH;#bUig6x;;s zxKF`|&s}YN!LCSMq)?QIQv`o#u{$!rQ0cmTxxa!vw`Y~+9pWSO2kHOr+7I?}20))V zhf8Ny=`p?1>jgz8U9cU0pDbg%q7iF1A9N24W?N~tycO!9FvWgXEL>)@o|`A;G&P!1 z+`eQz-b}yqDQ<eSZ1S|*a~UV^vN&R;?~CmgW4*%0`+7vSHsrK*g^hLZ_}qYuSw%`9 zLVZck{)*<qy<Wi88bZY`6J)4ksJ9-(ZyCatx!wv^uL8S8fI16!S;hsc0>`ad`5D+- z+1TbPNKM{k=UF$?85fUJH9FrMKgYDd$N1?2o*UJpwY!gvfKb-jmm_??o6+?SR^^6^ zsJ4LV_|d$_t0M>RwXcO!0mofp5ea$l9ccG8+y|D0uz0rcPY+F04_8aHMBxk5(F=yA zTzw-Tr)+Gp-ns*5QrDcztA$nK8S_Qkj%GRN@tIT#^48hL)s^lD9yzTf+u&(o_t7Oh z$TrUkvuu+5#UAt0`nZu|ba(S4*uBAS9=1`whY=)X`%{tttg~#eE6_YV<<>cbLlDYb zlBE;I^?PXJxSF<vR|InfMgUm1O!>ri;hU2%Nra_tvm#$SEau|%!bR#TNpM^q+TN02 z%2Tc$axv(!c+|DOO|D1rWsb@cs{yx-ZM%J?6udbdXrNd}Ftv0uABpPYPgzmoLZSDt ztbkQvJoa<5_7*rVDR6qOiz%u8r8m!-PiKRrC5?z*PlVDbGqr5=URP=N82=mj4rVf_ zF@)DZm#Y0o2&UJoKn~5nueqGrnv{>hK_yZ58T{wLg3PF?y(Dvt;cvL$XRM|tV>|bp zZ>VGZ2m1pVY5&}gX1fEJS2A6xvpeQXU!$kMLYU_=>(V0-&;*Hy3M~deJvx&gaG5`N zfN5JX9X`#IiP71RM5i?pbvo>YuJ$d6zOZFPCVsjuH4k8(Hh5WYPZ{Xs6l4&Q4SvHU z%x8+r(sF(jme3&IfTWAUc7heU!&Jm+QZ$U8V}f+_y|1Kz&%EcIa;1>)q&&7K(#*mQ zMB0Tcbf$jt+t^sW#!(X^!eeY9g#0WY1xj`>^2t^QI<*8Az?AV<)kSH;P^jZlE#8^? zX^{D0<PX7{)kx7|=X;wek$TOv%roC)#RtO%&vY=_&&JeVE5&FYmLl_-%^kBZUF{!p z>nAo=Hlh}&X1tFV-iuSeQvZl4?H2s*no7zseW}S@4U|a#8_A#CJc#M-!|U(MwnAKM z0j(M~7FD#@kBj-#sNxB74v@jW^WAT48$vIEm70A#V_T>?*=6@Ubo*T`e$DmO{Mdyt zH->G$e!D*PNT#d*qb5MM$kt~-P2=z*LyfKs|6@%fJ$)laeJn+$lC3M&{*#<aF{*q- z>cirXWxVF_xbemngnDr?J*tc$!YX#k=y^a4UwVU<s%hlDzFNo7cLUaaSC9~}J2pcF zV3%pv0sZ4J*<W|OCe?%LDh`L;-)z(Q+#{@_`k5c$!3#d;@rY>R;D7UW9e(xW^!Ijd zU(OoA$11hXo9Q27+X~teh)-+L@1rhL%XA3GwRee@SedG`xCME0b+*paigwpyn~|SM z^6twCu@Ss%`LqKzRUrie@Pi+=YrD2uRl1+g=k=W?sPi0G5#e%Y-W!zjPPAF<P7bgS zc3;usx~mrDmwcnRZ8mknQuK{HGqR(nYL5CkWA7InFR8pmSE1JDVW^%hI(Q_^!MVDL z6`!uv_HisurSo*8vz^`<9}%7+{;~wE|78(6FGAzT-@Xdge8TBn?YfFMPjIaje^zOE ziD*IO&9`)KtIwzeNwrpbz{8h7x;LGYnaqY@6OF{Zc(4LCiBB%i&g2C7s$dF>jsuwI z9r#PO*>dx*N$dW`-IR!g!;ZU(GW~YgOb-4pRv+%g^TC&A@=GatiKdQUOJM0gy}mvs z{+;P6(gAmwdFx%~d$kf*88BM$de;lrCd02?irXaWY8qt%;S;1s9Xybnk4!fx*c_@e z?%Fgcc}u(~0Ok=9lfisoLZut-qY$0Ch8x!A_9F=WqY0WUqAlVYsz^JQ9cv2=eV0Lj zf~IQqiDg@WIIeU(cO1JpT~hrQbo`JAispr+d31DW#dHCTtTbLwqgOy?ELY#<+-3Td z^ygNl#AJ&xlE=h(yI}G9nK4koK@Bs}7z7Yi=0*Wb5EHOfnm8}SpDPNUzE6jnK+q*4 zJ%@C3b#W=ihZASj*gezLf9>^<6)_%VU$~AbV5$ewj+cKpm-s>z3pA<PrZ~GucB~*H zLxv<a>1W2J&1_!$W?-vS(?HQvHl=eVl>TSs!Y9>@!c)fk#kY6z&u`6FAd#3ws=u#= z&=wHS7Ey3i4+Ta}P^c6^B7Iu5hF9RM`Oq~PJk%?GQXIwfhku{-F$>xP#g2%k&5@5f zndmQS3G~3i4Npu0FC=oT2ln=_(0f&+g}_CT&DWU2IErAmWjT+qM${-3wKNPr^sgEv z`3;-ptfB|uW7PcnTrRol2$PsmW|!SR*Y{<UxsN0V8bs-FEW7-Hz)vFh$Q0uxFhGva z-eTcUq;!TcG#FPA_F>%*gI7qITLmX=47?JY%1nBs|4;8TveRTuu8uaByxPr)l0(0f zVSZvUuvna21WI|&$m+L75vxsSNTF6TQAF2+fZY~MjJ%N$3rC};znY}&y?Cg{i;&1g zk|LY!^H8I*n4M5|s&VM9t@%`CQ4!P%Ut6m2XYT`h?aS00I?E@x36H#EQc-ufVh%?W zUUn^RKWazfQ;)kgR-(Ug%!;eFByuimXx)IbS|FazYG%%AV?ZrGQEf|Rn)f@M6Xv(0 zkv7{)#4K*z=Vex+`$(VF{N{Ikz8#s=23(vajk??2=NNTcBQlWnyY$<a*?E|l=WS=F z@{dJz)z=bK+Kv?ICV16v*b(NUWyR%?XwH*bw-hxR&C%;c104fIu(EjzoYd``aWUQ8 zPLX3KO)&?@0LhsMq&&MU!Gb+G81Y+3iN*I~>k`esmQd=<o4t0|VzLXyHn%N}E=xV~ zfQ`-@3*R-svUAZI>Yx<daBCX!FtXsar|=($>0#Y3XFw>yr0<2`e;>ew6pC=S!ZTPD zpHA4@{pd785W-blEp!;7c2T1ze(yp5s2D&&FYK-5oqIu|*9BXc(e8G6VHFQ}#M6es zL$qI>{%Yg*xcFZ@-1?u*-qMKh^GlS`Em&d%PQ=Xh_sbbIZ;MFW|HkQJQ08lPzrV_G zB`LcP-yeClk;_i}zkNV5mLKeuS{%I^y&FS8kIkn`i@8~1a{YO@a%Bm$lUru6?HfcH zY;@;1(T506iFbLQHnxQ)8md?Qd76e<gzBSS1V2iTd-v}<*<XDM%0RTf{>}PJpS9Nd z-`>7l?ZIe8zGh_5+IXr7M|qL^Z_FKjpexClb9D>jaI1uj7RWQHM^`5)df|vBm+-Sp z+I43+4#$<je4>F8Zg<~+6i-(vHQpz0=^q@LVHKk{w(Yi)VeJ@Fkw)--=+o8LTAxV_ ziR%)F)XoQCRT=evdSES6pPf;lLi^jQK0_nDR~As|Z^N@=%%6DJq66zgmw#R_`w3&4 zY(AWrq{*R}vG;OJOnS0Pl?+(Na+cVv-h9X|QH|!%#Fk1H4-MpPmQVUS^#SH#mwSJS zvqZUD!d}fX`ANg1$mAWCjyeltB2*|Q2|9)@GXc*IM%=<~vLXpc9)k{&Gpmj%1m^Rr zU(!*C&H3enDaPCv$m86HGg%GRFLXsg4+nw@fFEKm&CFt>V|`q^?A318>UCtn^755} zv>2}sl13YxFRTw1oBGuUk1(>!zO{6ja*4K?(g~jI?!~_{2J3*-4?FDV1nNn4Fw%!A z7}zkC-~oKW>WSND{Ch6!ZwLob=C92Whxep|q8$|qSpUG5N;DTjBN|uuEQtyDzGBe= zks%`L*_J(jxLK`ujjRw@uFH6^td_TpgxJ61P!cMpSjy2%3=~{}3CFlC>xG%i9}xA9 zG`p6>N0sG^>H&fnnFTF=w+BxH{Ci|%rPNEhl+DYu9a^hU+10F#7j^|$Bv7l5Qfh1C zhJEHIa|838Yoxs==;MQ}I@KgHW_}<uD-u3f4ULg#j(mk4qtKwGIVUryp1zACMtX1P za6=Lui$M!PC;Mveg$w50=fjGw+`aW~AQY<0Y#Oi%^xVf~AI9G-W*VD9gJPBOvVMXt z%Bm07AvPvlwaV2=O_)<HFMBPp$VK!}nr(4)$bt*)MEhN*+PFCR=Q4r&_0!Gkq;V`E zkr}h7_QHj!g9)|tft;Hr2^qte1RBG)QOwK8GJm`#WTMsRO9`%pMwl>EcY5xaG2c|W ziBhqxUmlM8F7R7(I3IcOapM9CQsta2j#gZ87bcXrPQh+50%5!wc7dHPsl3@N7E^=( zO%UbZgZ?Hl(U!msufxHbMJRf^|8|Ll&vFY)PtU-VNHw>7j#VTF^&<dMCs-|rwfWcu z31e1ovVp+zfWBsvYonb#?*};PB+|&1@-kGk$#QN0pN+SY2Z;6WRTLnlLzfJ=NS<BV z0L%1t$kMP8S44>1WXI*6ia(-lBmCiH!{<<8UgA(k!s#Sy?IFm)4`v0P>p133xCp^p zy%tc2rx$hF*l*Dm4S1MGERBV@c!I}UVB)Ti2DjW?9&t_l<4dNuMo*zfH%4`)-7^O$ zXCV<Fg`==P7dEiTwa42sEpKq^qEgKYz1GNwBtiG76FTuu&yCkcK<Dr02zYDvO}o;3 z+lij#^PEfGm6627y(tF1k!%0%77`UYWPvyWAGRv;(hCJ11V3K_WSufgbaW{SfVI=f zCi~f<wrcy#5GPxe97??KcCPk?rY$$a<DYh7u#AM4h)Lh=wbz4M6WJ9ldXfam`Am}$ zosxW1C+${8c-lrU^hS@#803Ps--+?*C8UtM+uFSMrwXX;f15n~!4J6WtMyquI_-Y( z2c5*ziW)v&{OG=Es=bB>ysAC;g80!(W1S@wvfSmv6O~eaF*PA@?ufb<;~~Z=x=0Tg ztr8nt^DuOG;-2nPenB=5V<_B<J*ja9lK9K#b{Diy;1)XigW4Kww+c=Ugt5L*`P4P( zYM9;U&%<inYkpgec2U=OUc$PLlN5bB&2D??;Slb<FmdniPS#Dgx%g`je^h+^3Jkz4 zS%9hXN!uJzmnRKNCw2n^wY17gNOg)UN8Vx^7t@H32@4bEuryCIO)P8hg_>C%`i0cM z9rF-=V(E&3xhXql#Wc&V$TBNB0*4ip7L3Pm7x<?To7V3*Dpd4k$;h;bF_pNhO^aGY z#y%;{>p;3>E}gd;2VgD%THr>5Df=AnK?jfh6k|nO@hmBDn7H_s4NB^;C)q7>&a+|) z>51uhV#70SmN3;IqASDf*mdtP(i8|3Dj{r@X`Jeq7C1zz$w&wZ$RFe1b|u+lCuFd5 zANX6i(#cHg1wP_pQlJE4&<;_0{&_f>?EBEq{Jr91Flr+^&%T;VI0LWAJaHV4@iyb& zCyFmkESffT5c7@{Y{I#rrbWrb<myeczY1g4xXmTGI^=<2Ci4|*`5cZy(KUUrLlP;b zFO=+h=%7;%!cvksg^CLuCW^k{#1sk{bb?gGZF0eAE~27FqHm^eR+HM?MZ`*O;6<V# zOlz`$LGh--9T^8Fa`=dnxK&(@<h*=PMj5rvTqvK<C!rB{AP_GpP-6$fp2<%gy-+dD zrz$&Ek@BhS*PmF+k3CWhN+Pta_)ve0u^|^>xhwTo3?sqFMa*l|+>qbcDBt=r<-IVO zn6SQ+A<LX5FH9Lo=Bk%qtCu{jQ6M61{f?LZ4ksxZ;T+X0DFMJN3&=4JWgvY5jO$Rj zdrfU8HCgxmtrk={{JyI_5v;KUtMLBH@g|kI=gStRM83tSt7vvSCrB*|i5LITzB(s` z@Q|4Jt8DH?9R~VbCW+P{$}uj1K1b;EiqW<}J%h6YC!bIz3pxRW33JnbQp2WPsA_z1 z(W3u$r=mn~T#BS(?0X?z_s9k3S9Ovw*<77YT?>^&gnGgrrwJG>N!!8uS~k5jL>W4j zpLO-9lj(m`weEKlv+jwQTB&e@HH-37Y#^DT!NA(xBkA`8fY0ilJ5VpJDhPT=kmWVp zW9=j&N$^9w9B0U{MlC8s-983%%)h8a$;Ai_Su+!G)4(_OFoxi!wy9AN9P9!<=f?8C z#Sp))(X)rIZO*D!+BBY`i3c)`Ms)7N{9kt3?OO$>JKUhnV9}Pm7gp}r!kC)hPh<6n z(ryA?``qWz`7#+W+pfw*#UF6>)hGZuo~N&S@?Z9KaffJlsqMc!b$c$w7@b|YY?;Q^ zL+$qdB*x1+wcwK;FSfL_O>Y^>PiN;?kNujU5j`()SiL=z@SR_OUUX1CKJ`E8pX_|> zGR25rbKhBebk}cVjV*L(p<ykHry1Yc;Z^Y+tL@&g<hnb!MJOsAk;9BDq)VvcP;O|7 zHTYsXy!rL?l(j#g9(O(Q5o~Qv<<-LJxnF)vcArNDoOcEMhEIfy`EKkxdFWa|ZI)|S z;0;;+hlui2GTVp@Q9SyqKFMP~&38Xv8$Fa5wcW1y)OI}_ik|*9y|^=i&lz=Iq}66W z!79F%t=$d0U-Lc!=RN!@tDGBG{fp?61?T|p!{5SwL#MVzbbmb-VEKA@nXl)D<#|4} z_W2}`thtSX*Sl^Pj(Z`pRe~d;fS>Q`Hd!VqP<FpI4foZYfTMW6&vVV90iZLVrDQMl z8U=N(e2|?o%UHcvdu}lo5Y54vdxP#X7nR3;=!@B1ohUv&aaY-mVS_2`jp!D0`%zDQ z%IMoSK^TCgW*<w9C`9Xk?}O40If$FEnywk)#v{iSoO$$JAK!=uD`?f~gWjk3!@T!n zdg=_jA*K^J7q4w5X8t{$gp+F>N@0rbXD};^RtZJvkgL+&BNYcH)}iY*PPDe5BYPpW z5^4?F#Il$QD+w#D;tBx}W4~}KXQlV!YpnQ4fQxLfla5w)8St10%X8!!f8Nq5jDc}c z_gkOtkJ;v<ZCl^u|FHmiZa2Dr2U3ab0X!r^6}k_3gnwvp8pBHX%yU*w-WzXz?-QOJ z%DQ<+f4dX6Hxq#mV4VE<?w)bMvG%pao{qfpQA)<;zt*IXclsXjb|RXm8?s%EsH=iC z^D?RhSnZ|iwBy#epmISu6Ex#fFdu&yX{F%kw%de>{Zi{veqC?pD{^*nk&N#K9d-h> zZwCh9mfAn2(W>1Jc5#Eb*i>}*UH{Z?3Y4h727LSa;jFcZ@r@?6y;g@niAyLyoilJp zjlPC7fbJe~q=Rx-{acg;Cw|{8PM%KL!B4n5_t_;wGfvG+rUH(=2M2NdgxU1DdWX_y zzC_6}**+i*hd=Bj*`9wY&cS;E&}l$vU}84zd~N%59qz%ofQ-l6#jp&O7#98G@75M- zMK&obPccn9ocL94vFJ1jo&t{USH(b_@0Pj;5j-NPa+1<%nQu`60$lFA3m?h=@fdYv z96X(xJCq7<F!jx}<T1k-m?n!Z_60z30`&^n<QcZV6gVbt4Ne*Ka3l)DcO~<-lZIW0 zf)~|GBy|uk0|^ERW&k4PM)^42jPsMT*5=@bTOS^i>9SwrNY#fkgg+u>_|54LakU_4 z-=$ryVo?#>Qgewxl`P~UqX~(8fGiBPBko<HVOf?n^~89Vz&muY9~-JQxRS<XQkZYP zP#t+%Mbo77v;X0QJKAaZo-ePzJe^<+?XP^B`}xkhY6AOeMP`_RC=u1vHTTg(Uc|bz z=hodWYq`<osQ#;xoC+7!=wA_*HEc**WS8@=L5k+|RA)ku>Ns9q#q~Y3K!!8rY{OiF zyO*mQe82r|qx<Km-LTd6B|VGz6b2*<aqsn8(U`Xly4(2|A3q2)E%{HMGL62X6-B57 z`0dI_JdyyEs#dxE;kl2ma`X?bP}bWKp`(mkJAvCBG(ONQ){c;#ow(rd^nY1UzX;On zzKd&Le+oBRYc}r;l8{&isP5dONnFwFOWn@5g&%Bnl55g4<j2d~t~V~*TrSqGUfy)W z?;N@>&`zD!zXseqawqg|fIMh~9Vdfy8`T^HJ9}7VbD<&j4hu&rA2!La`uGRBo+Y|r zLm8UgYdnUYx&BxH`3hruMm=%SLwv1CF7E<|UtQ0YooQ^ponfafFVnT}!0ry+mm3)+ zO@%y-Cl5unzpW4zJ-x-&F`^1RJ0Bvx%W~+tf5Yviphf}(`tOY)6kku)#b2(C;D_1> zTEQPS?%;p<x{DPt%4G4E|28VHdvS@f?KSE9<RgApaazB9(z+N$a~d2OQM9HDRTJfg zAC&3ee)8W(OCo=OaQkP4W-oUE@`)Y_VAiH(g6ZjtZF&KdC|DExpz0$j5ryKp)>J|O z0UEyxi%J?vL8_(-5U!wY(DagAMejCDT(kTlFStgJDRCb<c)BDWu(59dS8ka$oP>hL z$Ay-_r-w`V%SYgv-K91hio3NE@^_&@lVgb2g4j2`Z2`L54psN8oI2kr8L)yHDFuE; zt*9HJ9?Gs-(JnTnzH=}y<^)k}FNZnhAj;~|M=ui13W)1~fvF6yTCOv2qY%KaK+mkC z&;UYyzm#h3UKifmHtw91!o?#~N9(l07K}0I2f%#GRDEV;j6vHRHoEQ}<USD`59wR@ zO)}h$r9lM9T4`<PS3uiD8XG{iO%czK`ln|uO#>)VwGu){{c*9olm`6fCcBtzUWlBI zyloQ8P8t{%1nOTl16Wkf6*Q&rsCEuR9CMlCGw@g%Y%F(daT|U%1_HZj2wTumA(RgT z(MZ7V<0GnZ8FYg{`Cog4vc`MUfpLry`j#+2aqzU`H71k1iokMddvM{#bYSJU`m)1G z+j;vZ5x*}({OZvhZftLgzoT=w6=NX;%u$-Fabk0pBSVSp6QOENtu@AZvDGLV6-lsV z!w5OQ3t!Jae?{`2v@4u-+LBP;ADrOc=e&C9Ed?M;XP0D`#rrh!CQAF4{L9c|$#Kbb zPIu1z+9YeZk<Jw&uh<;^2-?BGWO8=H00~bf4pie<ZI7K1B8-&l%)jPOWe-lZX>6#( zn=}-!TC-2G^;tpC*b@q)9*kGcSUEabOEx6w+Z>CwYZzn<0V)OZ!}t|zoG0t!B$L^~ z<abEbd(3;!RK?7U1PE(cPKCKczDf|(=D?SE=rwn~;_9n5gr(Siw5}-hAKIWxu88(4 zLWpfZT;or{PxmBuiNO(Kbgrt_43*A6V~~u-8wvf}^{mM6EIVHnD_efIM4R<^^|mog zzLsE{Oio2C0WgMIY4p;zH@ChjBOtjm%-j`Hf=^Z1;xflzpaA%)%WZPNa|*bVuSqc_ zhxl9g+zfkko6)6`=~cfm?%HKIz`p%#8lVw#cDA#|8Y}IV&A-NJHgO9=B@8tOArdug z_61#Zqt@HP?)%w!SMQKc6+g6U^GV_+bkWfP=hD8p$c#8A5ieCbc|iC(6t=A()^fur z?~obxy>7pYD*A^z?N_<Fot`gi8yyq;Jvzw^7s8cp-hGJaprce=U7Zg!$mi9{(=;~_ z9;Mw0htt0-K)bBpwOjb)?haTHO3y8}LYnWdi(9BN8~OFz_gLfUM9*3s`W0@vS~}Wv zxFxnK;XjU-8yy>F^A?>=h93kFCF46zjB9UDwlJuAZt2^oBDO=0+bkkLM!^3>ICP$r zyc}kvnA~{_dLPkuY`wt$YX6r8fmVY+A)<&Q@ibbFj@o-eE**TgP(&_#k6qRg)o%S# zc?7?UWxA+Lu951!O7K(0z3cteMMk4kq@NF&;Zty#O71G(viHp_7tjE~kpY7}L$RJ5 zg?;C$3<XVKvwb2kKbX%WTs)9g)ctAK=y|udx7TO=am}M+n-+ioeLXs!uWR#ia{SCZ zEdE0^@ByHEext7KMx*;vM0>Kv{Xr_S)qUG3q4Nn*?vJCiHj6Xs#vQ)(e;#P*IO>ad zMc0L(0R25TdFwb8ROo;mutM<5V@#f&AK?8wJ(0({hb>82lf^jijjkXQ6BuW=LLsMD zcXTN=TtyO4q*jqgo<Eet%EO|kqczvIZrfg<MJYYA18&Wjm>EehXoLm*@=6d+P42#q z4)8iWKJ1i>S9DTnYPJ8$TAaPeC(&r`f4)<ZBB#>(vs`_#%WYs7>1RfSUokJB@?R)@ z1C$U|zrmHtMa_7j5fWW*<<%LHVd;o9R<h^IfscD+_f7b_QI$)2s)&tASn(1M($Q(c zksb4EW!dI#4vW1(;*;&xEe3+0^>EGo4p%U>YdOR<q${P9>K2A+On3d8P5$2AGb@bq z^<WsP9{TKGw*)WFYA)97McvYR5}=X^xct3&$v`t=lS4p~tZ2yALq`C*@pyW|iS~=j zbVi<lvr#e=5o1aw&U;>c_?Jz+zR$0(^O=Ku2OWKoH#$2NF}x*r;@c7^wL$b3mA@w< z%-QRZcRyh^km-!*^vcBhW8~uVkfVhLlK1GU(@~#rUX8@`;xbmuad{Or?OK5FT2Rbs z!$U81-&(F>RRh&37ESU}eim|U5E3#YIrpV@@sr5Q)}c$Hvh&)9hM>xjUZkGXAaUA& z`R*p`Qw<}E<(l?1dJ1T}U2wVcy;B}(>29QbMq88dsXWrKc-m4u0VSHbPFh~yAMkdu z>eFW_N&{6@qk|C<Htxe^<nJJ}zfO4(ei}y_6;2L#wrUkAsq*27RIqWFi*Tb<0)Y?C zg;Qk->V8sZQa3wtzsI%2iqO1(pA)(F9>lE%fO1ldC@%(q?xV||cP4l`6SnNp3_!Ej zkW3pq<#0fhZiqq;X~Ify9_HQZQ)Cl~R+9Nxy3Lo(h~}0Nh<eke;F2yi3({{HJI2Ti zN=_>N=I&@FC{R|lDbZHoB9%iB0sIw;sg&|m#i-ILpjDvu{5SX>A`(I)O!LNG6Q1E~ zbugoooAsF>NCFxOST2g$ODg^$BKB38tJ?e}-f9^4K}o5udD>=nfZZvFoWYsw+}{U6 z7WNJsGa+V$3WZTxgP8faP6>hGalX-ejhigYj(y^#sPrbwWk}XSz}4xe)Koa{k6~A= zjSo-=1(QikEG5n*SQI990dnws)b#-Dek~eiX3U5b9u-#F#IR3F*062*YJyopVcg6z z`WdJmoEaA#6Gk0B)6xk;)QO1M1}ylP)+xZMNzG(OMlI7~w5n4UeDTrwlp(rM_xkL- zaq=ZiqHDXysX_zfZZW_6<5gQ{Q~#SP;B+=6>E6G^x!*~4ISyZ*?Y+CYA1_9g={`JU zET8(%<^^nYcWnMx-9}JmGZ|X&p89?PWjekn3pXdikDyV`KxKyo>eyu0PB-q7a_yo; z_rBXyjY`4yWli_J^DzHEjd{XeaRgWYHRPcFhlAa2^M6E7MLK@Zm<&K#A%Y2AJ8gsd z?tfYXvBb~sm+@)D+AY@&yNU4Rh8dJ&g1IPcxqxqqY(5;r7I|-v%fwEX<cuCR2AdG! zZtK5rx4d@Kyt``-7`M1wh56sQ<UOtof2F@4l3T%t`9ekW;K!CIzc<6FAK=gLT2}a| z;?|yTTDmv!96bMj&_gqMx9+tu<bgP+nFAc6%f`4PI+w-gQFp@W)mvJhSv?8I{e=t^ zxk*IAP8xY#Fq`+X*ZFd{=%DYiTjJn57emJ;cKzqP5DNbr6vF!7jCDN#=BMXzVl{5> zXk$LQnl{&;Qg(Bi8SosZ^0a6PUwG~Qi&~B4Z!FBYm;})cwee8hY308*$scmIz+oaH zG6W<gr;?y@rbTk_47_Ud764SQXQDBrVx-_OB4rz#K1JR<1^>s-ysUD=$MQO%MHr_N z0`2Dh?vKHlZIbm%WIC^k!X_;BuAP)ZRp>=Z8&TC;g|8Iw>HezH&FPup-iiXLzA;5t zQVV~|m1IZVWQKVsbBoDHu%Ij@XJfdjVw3T}kwHjI73GjRS(n^JGikLG8gKOVGKQ@} zz(@bTUcvr9D%~vGnuGfEKyqTrrbNM1Cl~n_sIu+o>>xZl&ws1|F{Vly>I&`<P)Y0} zR$7eyU6+xAm0fj{xyc{=4Ycfd;kfY;N*%jG-Pa|?qiB7fF_D#Ve+5CK25^f9Kgi`e zIfNbBRU0t`UyjY9;rk4!V@l4kRGYICgvy(qdWcNQbJ+Y+TEDn>;squIC&upiN6b>B z7o;j-@0j3^eYe1gwJ^;YZKicq7^xQ%bxQBCiMBa9IVCD3;rTI#7u>`qI+^|`Ch*3~ z5aGZbU*G;4NX4MUfN<GrJ)TraCzHI_usbUsT#P*ASFSXEqzxpT8|g(Vt^Q}dV(FfR z&*b@fLVa29U73{pM{g#~Z;Ibi(+^}MXWo_($s?nJjB$tT>u`UOwe@%(=H@Hr1lKXg zQ7?*X+NehRfPhrJ`xnunq=EUqGic-@)o9hTqKPiCpo!EU)t_kq#m+(q><po2>O|jw zRUqVVuIPk~g5YSKT2WF8`|iUr5mS!VA(7E?9hncPAJyw2s^ab5sC}(isWsP9AMbbC z>tEq8A}$i{!V;&2K_Wdv<(^DXR6^!7b3Sm=$}ZM?v=Gv;Y94Qj{T9N*Z_IgtTj1JF zQ|&e{pEmoPt8y*0#TZQ^`?|bNu*AauVZp%u$(6m2R0ZtB7_U*m9|V?B0~nkBnugX@ ze++IQk)7B3l8u5BXqS|N&>Wq!h31e_-zsomGfi8i1nP*4>VCp3E^6RHb;anMJ{(zT z4igxc%(qF2Z7M?IbxBV%OxQ(p5^TNb<@-jCh9#-vebAi2hHH4<)_u2UfT6=yDe!S7 z$?cymg{#+8$sTU1Q91}AQdfqJ(z9gNH#eotAkWUdRF8%b54{~<Gya#E1^&lXEiyTS z8+eAo7@De1Jxd)+bKlMI!~^vAK0g~SX|=;aJeLTCU9bwRcqZsoi#_QG|A2)T<N%*? zq1pVC@kqQ9*9X_z{Y#_vBhhtH-|HeSB!&`C1pcpk^eUc4tQi_TO27XJ>2HV$Ss5R$ zUfcj;SbHf|<|WA-%AgIcZ>4*q<3KRke0bS7u3P25(G}vc=3|!GBg*!MK46>_S~f0* zi48{d#_Fy*6v5bqIm>(TdAf8Z8G?|@&I5mD6j|!Gsc+P(q`NPVULH0BMi4cs{3apG znbE_{j}?3euTee2vtaVibP_%{$0sf8uZ&GhHV3F3vVqT;^BsHXdiF>>VjPH6&~{4> z6?9*e_q^0@|GYC}1EaynG+2fPJT3Xrw_Z1k!X$Jm<~<Djt-*_Iu)bJI*GD-7g6w$p z_CKI(cHL+3zY&eZ!?g6(W9{=jBI<Yh?_A!}i8Q+&x`G$aeChLn<Kgfw_GmeS2Dtfq zu_MHSLmAz$=^Cc?1o_wZ`!4)(CfTKku9Y+QSq!HoR8z|t00^wFRw6gQ@Vx-e>P#0U zoqf_|Klzbu_vqTbk%#eLLk|HwBTR~(S6g6W&27IlD&`RNzZ6kf(eo75k;05udYN^$ zMH&x+l|k%StT_HQXPk$W&;(JUy4!zZ9=e^%-aO?<K)0`J_KoAUz4HEh?se#`>(GPZ zDCUl4qE95~kPSoQxoIOWg#5}e|66n(`PddrwVUX2{NX+^7z0rNvBwc=(ZpGTk}R`X zZS531!cc!+lIWllfbiafCpS1ZcfV?YzpAnuoc;+eU#-?EI{UY%X^NZhz|6oQ2ySYk zjweK|gslE*rMzZOV6RRzVmH4ZJ42?skz|nI{F;-+-`p~wGqP$<D19t2Cv7W0&b~#c z_X!}lq)HddzC46*sX}BLo=c{aSfD|1F9agufF>guf0>00sY8FDtwgva2dbI@Hqgw= z=65KrJ_e^6%`92_f8)YR{owV!01Rvn2k)(6hml5Ceoa4!1ws*$rOM3Grsz_^NTv%5 z*6*dUUl)Jk!sgwy^lCoU-&bzXn6Uni^0UANLIpXq5~gKvkd@}z$$l3rlT^Uh|5=~6 zmlVx2`Yl<Q-mpDE;8P-pV4w+ZY|w@a-X@$N?ZY4n9bN(R-16>W6Y3<ZrMVm`(Ta`< zQSX;Gbz!^eGu&n(4M?g@@d)5%&{1`%G40tgg&2EB1mBw{{BYb2dhhm1;>$LrRI<AM zj@dgscgkqoL@3e*=O5upJM7o!Y9wj|NXR1?{dLECocazOGzCOErRP!d93`nEjVn~9 zi@o@S_;$4+QHf>?tR+ME1{Ceh;R`hZztsO(F;bpe0R$C}UlZ-fi~ndO1&ZV$&=SIX z#-41JZ1aCsy{*~=syks^%Cut5Zu9YbpQ%53G`Z~UpNrwVL(UO#*S|L`(Lzg%-D>JD zVW!iuOYY|{2`EOq&-y+i8jK%6cIXBZd~6Bwy|-cNj`lG+y2S?>eR2fS8sHGlO1zQp zT-f}_3fv58rKf2>5&_NGrP-_ly5B5v-laSbm3801O=F}m-}>E&E9e|X^&+%vJ%>6q zEB_J9{mjS?$(f#7x=)i1sua}gGrUD`U6#vk0HeDHgZ~G>A`Mq^xn_d8Igr>?N~}N7 zyg~488PoJ7MJr<yO)V$v#G{WnHG;C5l~P^^H6<q8MuC%?h&jcnpH%7uQezJ5?i)k( z3I2zm_#PC`|MC$8r3O5k=B9mlE;u2FrIXu)u=Y)#heRM7MezVTf031CB=TYQ;f-aO z{8DcGUNSq0BQ{_8{n+`X&$NkuYU!>3mTpdQM}D&6e0Xe=PHvq^gtZxql>x5DeTCc| z+3%LniZFBg*Y;mP3YGiWLoe>T0C$}I^8Sm2|FT_6D}C;HtmWs)Swo+bCPjAeb<%4& zx<#=?1i<F>D!l0G`sLow2oCAQh<~R=-2`rT_b$Mf%`F|&@>v&k-kUXQd;Q*h{tY=| zFX01RmeJg$c{SUbI~RC;-Tn%`7vMShxOR~lK~LJ=MJrkRu$$*MkW%wpbsMlnz1}(5 z2DIY=sx-Ac-8DV>?~>>G^}i9NYkl1XSfN!Zn1`8%5s0>oFV2pJsC_q`mq-5cEyBrN zg#e%+d8(|$v6#)9vs<{Xsb<!c9#4UE$qyCu^=J47(*6K%I^{X*M9h~kCUd=RX6bJ4 zs%q~L6z_j$YibV8E56@SeE)?%hngL&c&9_y=jxk;auLrMBz;yN!$q$oH7HRheYpW@ z`v>CodNIRCyOIXqOW<RXX64rQbEwE~UWZHznE7KSEvf0+$KD`3yg4`8+7Jy@I&u+f zyb{PL;LRjCGb#1BmsAtW3?USa+Q25QZ0QG6WuY#&s6WKfGOjgH1CRuLT^{)E^B>*I z{0KAYG<4wP8`{&wR=1{Ea;+mta!4<J^+nV?Ysx4I=vLvH%yohX-~!wM5|8Tyicl_2 z_s|lenJgNos{gaB-gilNq<S4UxVWBjWS5VudLU)wOkv9KMn)5TV*8f{k?DI4`nknd z!jzI;J7Fa3%Ch=9`yQjG^~=?-OJuVq6e)+Gk4LCJZK8H~J$1w_z6THGBwC3jH25Nv zNm*Zh-d$3o)ZM|3JH39DSn9AoApAAqrDD1DrNzl3*&h=n8Q-}EMotA!y>smMQIo7A z?WitowOWpA_zRh9`)F^}+13%rcBM{J`zsn5`3U<j4+SrCVlkhVCPzgj|LH;2`etiD z$NHLO-d9bNed8lts17IF%^Ec8rv3KWfAW%=OdDvOEzi@T?9X9+vy4wn!an~dxtTsN zMT0@0^r}&iAM^%uGh-(^ZkmVTJNBo*p7c0L124}{$q0#Rmam^C2%|bXS6&6t09-Qu zP+=oOAaaaCuv+GCIM5A>SsHGDv7AXLld09TVWv<nrn(@Z>+_J9h%XtpM2u}}^xtaG zA3%9`<R2Dov})Ov0-kK|Pk;$$O~>@!f026s4o~;{EQviua}HG!@cFFt=@tmF_AFc{ zwvn{a?v=><nNb3N;#Fo=WjChIDl}GtWs({irN?B#`EH|eqfMLBF%{V*Q5j-igJP$b z(36UAHBVVjNc#2DfJ^Q<;tB_{%i}U<rRP5zILrWyACrqSP0!9Wk|g6QvdT{TSpN~D zF}giu$F&Z50*lv}LX8dh`4t2eE+2x3v%rD{W=W;*^_}+Rx?aNioE|n40#2W|@i}R} z38m%6%9@vCpl&6GnK_75fGqJ8D7m>rJ|@WN@2VoXc{3f11+=S{!A58ne^wzo7Iu#j zSY7kb)lGBJMxP?{zn{wa*%%vxRf@`r{_(qyz#`R`!eVoZ$Stw0S2iAusFtP^EJI(* zBRhw?Arn@}azQ}HgQV%3vj@|N=av9C@I{+dr8cD8&FQTbrTk}6979#rIq3CJsbFTY zE(psISof((DPp@pXgb?DH!_%qqsrM2^v{m<^8HO`SU>;P6|~D0Hi0C6KGD+2HCojU zlW==ky?sZof5P=HRPATnOeJRwC-)^#<+6&)V38{FWaM`PcCcy=lwS^&l&!!_Q)^p* z6$&WFK`+(sV9_~m?e4xkeN@4d)uE{TR2B1H>|}|$wtWQyHvay$i0Aj#{+~@@>iEWn z%%(jBwnh7XxU#c1AJ2OJ;Ise9Jh7$<PoRX`AxYre+#KYzuADM3;HEK8?BzGX*2bTZ z1hJb1+<VwO;+rjnHg;=ImoWHtf}glz@>~1gLW^+IZs)rxIDR%wZEb{<nRVM32A6TS zqOj)`k;U^<4u02>*bA(-YkRP}^>yoc+i1Wx`MPkXna8S+v#Ag2#>PnR*BS}Pk*{6I z!^?Tw>4*}NS<&!Qh)I48LLh(f`s75dGVYSC^W3gd$s&@0;f=LDo1CP)+L)Vp^i0|t zsfxJP=Y;}R1DC5T;mVHk(+~dNU3|uHO;2cz{PuA?R$9btU#VkyAL40uU7=0-9^mA< z@!sa__MfUeFO0q<(8J$%Uq=MMkLd44t7n|r{q`4vikA@zYhu?!Rz9k>)#M6U7umhv zWC;P1k%jq{O_ytXR@q~n*g3ie+B?;68_)qzk@xQ7fsIpwuDic(DAH1;2*&kiJ<$hN zXk4#6tJ%55*9j-T5;WA9xL#7#Qy)II|KgLI3B!(}WL}`cj6%qGNurYsG@iI<o>}2c z2qtN$#dN5yM0}kWgi_9<sWh`6L<;Lz$t@pcC5T;oGaw1>F$r}i=QnlCrz{s@MnlH> zYiDK}${V}a_Dc^Wjp`l;rXBKN@(mP1NXV&G;TgCX{1FL^LJj^X9Yt-+x15teLl}*F zEFVhp7jGzI({JEkV;hniUb8E+x6%&UFK`XDLt_mu<=u1tKc2}mN1QQL$xjRtM&4pd zJ>SC#TxMKVNs3lW5cY!&khtA0jEFXL3eouWe+xr8I3j{oC<Lf%8(;sJ(CU5i?-gmR z&9W|_uHY}KEG4@V!|n@D8wb#cMEs7cG*(`uRJnr=M|R-)4{Wju)Fq-KaZ%UTND8>A z;JSY#Aw)<Ae81DVkD(tBcM5!ZJzh-#5PZgOLnjROv;>J#Z+P`%6c?7Dba;hV5kZ{M ziLljszCh<DB;_~xPdw@#vM(h{O$}8-ZsA-|-@0H1VSqV0RDMW|2sijUY?=*~=Q@z# z&$014V!?gd4W?}k279!V_)KLgECMOy(tC}O9v?2%b|uN32HpgWT-Q(Py;R8K{~o13 zQh4fyzT^Uk7o28MF7SS=CXVR<INwBeyr5YUE6e>mVayB6@QwkD*y`KcT`!&6bZ3!Y zV?5ub00vSzXrmih=}dSql59O>C`6$@<;y=3{2m)O!?ip*!J9iR98*C1XHYD>=(S#^ zoxMdCj8J&0v6<kvaU+!FWUh9T8JJKjlamV0p~lMx5wO{-QTTvg1+~_wl4%+=)~lCa zf+>fn`S?<X|HlG6?y_s6{U4srGN`RK+QPwuyA^jW?heJ>DGo(TaF^m*9E!WUyK8YP z7Tk(E#hsh)&fGivVum>rPEL0AyY|}aaUII&H?iug8rZI&+p6pCQQLo-&wahc7k)T? zzl1N;WOTy>c>#cf^zj2Yp&AsNjk{fCJP5l+rEWchFOFHK4Uq%nS=ew3Zm42sU<O%+ zkR-j#uCfDRPzaVOfjug%R<+gqu~F%r{^hF&WTz`!^!4A`g|OHCS@}Fz#*(8k{%3($ zgkC0dZIhFl!|{*Xo<`pSw%CdSVofSbVm-sIWu}J(zA691IFY9je=kt=6e;{)3mI+U zJC#d&JB-<Hy^YJ4Ur%l9vRvfH$W?>rRWyX0KEJ%J);cuhm;kmeA8v$dD{N+VTQ}S@ zKSoFamsxA;>%Z+gJ0XAa<~?w#<Nq>q+3_GbcWmHyzW7%NgD+z*#k{V~hA!BZZ&j$Z z#rbi7{R|<FG#y38-{(cxxchP;X36kfiA<$;t>;O1t0J#$q?`&NwWj-T;x65c#jadu zD>l>T;<no>`Ha+I0gB?AwoyGRn?#A<)i>3TQtJ&`<#bf;EsGaQEeJ9%;XSjzytjX+ zKlmM)<-W{yH}jZmE|WT-(iNLhNR_VrEEuh?jJ(bXpV@SJ_(JyFsM335SKA4x*HL!o zzgqpC-u$nAY8=9+8hH)<Jy8xjw^%ZAJNSJ(3)aqwB}vc>1WPj_T7o|7D!jw5{)%~H zUKq?FFRBpJs%L4hG36?Pkd`^_JxzHE%+1=E2}n!sOKjan!0}1*m}SAONL%`_0Et8$ zgU+zAt##p>g}G>0Vi$qijITCss>!xoim2ikNFDdX8xRr>cUB>J$z}lp-AyMIZr;2U zuA|6-?ODa^f_WbbPeyusZwMPan=n?!FBO&2JX<+9MOaYzVlYWvO@2~@KG2NRjyDC+ zXnL)=7G1W;2h9~OVIl@3;0+!ZBCG?GOAwf%Z!CbSOGmvBD8mwD#HaE!fO=o0wJ23q ztiPW6u%OgIvT@@RA>m>9<U%T%=k4(8UHBF0YrIQ=>3SpukfDXyoY-FS4sgJ5R}$+? z_`KS}27WcBFpU$!RV~f&*k~hK)y0=n<i|k+xBWn&JYi8K;KjOFDbtqiQ_G6SVIdhL zh+H$UAh0c%zx!!0U*2gf;pjDPfd-N+y}U-577O*e=r%JxG~8kf-|8w71*&2$>#x5! z_8+eysmz-~OJZ=qNbXrsiKIImNboXI(95^6$iW%lp6TmAQcglB#0(B>QRE!@`Sb%9 zZe21|ka*nz)BXIEV~k>k102iZL`Y`!b<h+C@$@&=QEp1qf3CsL^YAf^28#w3CMDz& zS$T}@HT0QmX$7NX!DclRa~;Fl0Y#9V4sH|GN-Fd1mL+na<Qbsy{D2V2EF>Xf4Fijj zniA|bIPWz7u)%p~C90yq3aC+lkNOT4Xzr-u*5QX=J7cCH!3>#<Zky6mX=q@}qIM#X zLRrw#QsiJ5g?DPIV@`(6Yi5sy<3k#plP+i-wXm-ouy+sx+OTqwb+prtO)p{xJu3(; zZ`(>ZMVSMj%K;|n?U=0@R}<s~_GEd-5I8L~(Qt%*R!o2L#PEQJP`{u93xT?Nt4cO$ zm1*rUJqHKmnI2y)jKlrzKGB$SJKg#=dPY~iCYM!zvo(C9g*P<Z4#7@0)DgG7(Qt$9 zY-4y@N07Vk1NTGI^RwM*Mv=h+N7U8sndu{I!DEg|Xfo4IT8q@O@(dPcF670Gr;HO5 z!X=IGDIyaSUfy0f5a_D^hp~Oz$<^BCozJO$p&T6MFk|EZeY6Bk7JsAgG-&rbx2J(o z2f4bqsy#ZoTfyaH%gFrV%*pTL=GOPWkQlX<w#!>@|L^}2nd0Eoj;bohuNMxk9>-kb zvR2A$43mp%PPT<^ycnb?J%rO@=$6O?Z}&i~FW&b(#xHjvOV}vewH+rFjaD<UBfBv% zF^h||?BCc3e*B9vhOMisbKH&Lo$h^~l_9&c{<xm#^`fpberYz2GlpFKaXxP2zVCRd zGUvMJW>zpjE+Z9^&Y3m<v%i`?)d)gnnmCa-sFeKn^e1qaPR0KkEch-1c>Vb8{f6Fk z^^P4U{5pEf<j|%(SvtaRX-OeT3^y!L-K-S;Tk(7oE}RG_#ALa_x*4024`lpa+vD;* z-zPBDs4VTN_2UTp^5w0!=WvHpz1+PwGp><x1|?X}F7_LVRQJ$D;67Zy4VTZ}EQEL9 z=j96#8}B||hf59o&t6e;47c7xjbDO&RC2n{GAae$49%b@oyL+=TYa+U(M1ftp8`87 z6qU$-o90O@+7F$1vMI0BH-=dOjF8;%o+L4u1@R>18(hvd@_+FRIdM9-;^mMTnOA{M zSfRElVgCI2$xbDOT@vh(L$|{TGx-~K^PgJgN;E$V1v%Ua77Bd+=+ImRlk?tp>?7ed zG?=p=V3LsVKknmpL$OakaIlFF35o1Nfx&$Y3_)qDhNo$1rOLKFKIE1UBkQh|qqRip zNarkb^^xCJjH`H-Oi+EmO=(ygZzb-PsYJ7ZxoZmI>KuZk=(<bPG>vHm4}?<$7|<A~ zU|fw6Ps%cY7L=7I4;s8$5_xoajY%^R`ik|nrO$bd3|yJQZ+z1p&wd`k+7K%TSOVA> z^dSG1e{?QcN(2~VMp&$v^_qg;y#fw}3P&j*DYS{%D`Uksu5T;JriZ`K$`|wLznhRw zmHYt+rC65zA);~2#>Ui-ag8RohTbHw{p|X);u~94KAUu@iqruNGJB)S8WsI=0<Pkh zg;EC?SocxrcW1d3Sy3U~;I7vJ6(f?mPO5<KW<W`~@Kr<JRcP$c$VAc*lR{HeSGW(% zwWrGR-5v~#pv((^$;p8RUPzfj4JTii=7Qn&1`HM{q*sJExfem6ES#}&1R4YybAQJm zd?R@^hlJ>Zu|MXz_I6EOl*MyecA0Aag&65ACR{=BjcSEIubzR$%lu&O<JEn_=FWu^ z$ZcY58|`ZF9cR8G3G~AE4&ydR#u)Hve4#5_wA?Dv2t08Oraqvo97j=i!f4k9-Ca`| z?Ftj3sBC<g?2~u+7B2)Q`?bzHPiK3(3NtYoVsm~0t{6A1g(0Kja(%Am*9cni0h4=C zFns5gNYoDh(OWeyli+Ol&m5%%r@3q%B=Tt8Cat}6hI%C^Y|e0!*ob+TQu1=`VAqI! zkA^RzTp*jCfHv~qS#<bt{gFxZ=J|;%Ljk?^DwV7((m4*UyXMZs%;jx%q+(T!KA@dN zvJ~A?&YYkH9IU37v^YChDK7^YUiKDJ-^0_<p)H(kmr*{gU;*t$L&-rv46b0Cc%&e5 zh%<D_GOimsdR9F$bkivP?G0V@p6T+XQHFPTqj+c{judggx`(r;UHHfCZz|fEigWJ# zq-e64hMb7@n#jc78$#o?a(g?M$Kl+kn6(Sfyv{bqDGmE9vP+NW?)_kdx!K1+>{2`| zi|7qKeNoqy;<#S%!*$5(-cL-{&v~;mcDaNUoUKUjpu<faW8dbF5d_i4{*_>|$36rh zt^dXX37zR`jj87_kN>q`hHpc3y`B$WtWwa)+6X>>W@QQp!I5BCJmv$*tPMulRnK2S zwcTv`*Yx1BdQNNPzMb<fNIi`Pqp$Is(H+tR`PGU2J|^f0)1>@fZ<aG?*z@WsjWs|& zKK$!Y^d^k=bvx>x+fwJ&!_LF&<_KiIA?Ug?3(9pjBao6_QidPvS4b>QCYP^RwMC`1 z0=GcfxCxBZ^jhwZ=J!IDVpZN!w>FnQW%u?!yuFWHc75EA=YR3}^HPPUouY$AMoIZ0 zOdNXB=ls!kJ)o6J)^j#`vY$%YwsTTAq0mjQ3axlH%Fo(NW5p`mbX!$wa2HKyEHx|v zheOj;r&x_9^!63P!LoVy{TB)ra`u|#X*y^KX~bz|=PbT~;k7DN9X(&CIgKQg#G)3% za><*XuVw&BIUuS_q~?4-lU|EYd`2$l-BW@@r<N@i(+6qdG=KVbKUp+&nLz>&rw#@B zAQw@?aC|p(-e@+(@p@dNcPPH5^-`k0Z5kC_%oF(%05k)BcQdrh3T{55(*$E7Vg>zn z)kw2JdS&p@Yi7@3osxD*aMHy<%thfPsh@Ti62|9tyU+Q#_U2pX)_0M7BL1B~V;!3F zG(!_mjv*C~r6qMB(Go?P>g{@1wUkRGKRUm3I5S{PYUcz2JM)ruRCDvL|D}XmJJw8P zQ@Az@D>wbjAXOdv)u33LXwqO0)%!tbF*nG?Pb(ngL31tN@{A!@27@jpB)^q81uYTj zD@b|7zHMJxKMSp$dD+Gq75Xlv>^tmZ6~{`IbZ%~Ixcz(|TNvk*b4GiWsdq}uAq~`I z2Rvu=KShUJ-GGkYPy4<8ML|e%p>-Ki12HZ9B>7d_#HZeuU)?Hj9WuC#$kcQ;XJhDK zu77=WggJ0rh+le*ODU_XcP=%}9U#&g@#f>)r9{Bu^GAmveK&=ZUuh_l9&Dh`YBsv- zb6Y&4i3T|8cI;^Hb}e80EDmmRjz~d^9MYQAmz=Y-RF<)C`rLIa#uM0zm81dRMxK$) zin%Pq*fy*@kTLu;Fla&<`EA5NX?Xu0k8^Jz@#ro)9`Zb17eLoJxmWYB7#W}yw3VI4 zR3|j^AO%BeM$_&n!FloyN`ZS^atM0#ddznD6Z+J<oD(uY=V@WlSX|b|P09lbwyf_^ zoNGdh5i2qDYJk!m?QH)d()aqciJfn2JCh&A(_0oRl+}AWM)c*<Z@YEt?$WCMuqWq+ zgcm?yZ#Sbo>Iiz->AdW|j1^Q7eRNDuHK8T@m2PElAW5B!5=1VaxZ1HpE$Zt&FPLvz z>yXxfq0X^$8;q_(+m0vR)bz=d6k8Ap=a<Qd^wM3D?S%c3j<Qxt30TL_-BU%~P!0UC zlPco41Oxf-lL$GVao~pdc-l3)XSqstqK`VeR6AX?nXsQ$D<NKZtUWDp#9AD*cHi`F zxR1afS2D@e_I!J1DXTiE?%!J<Hc?N1&mYYEj*I1xW%zLWI8xp`AD6Dzdv#FyL>>UC zH2$yNL3CHOzULre+K=|!m-a8=Xx(QPtS<xjJy*!RSIF-xIz89PH>~e-sXezf9^Dfk zFD04w-rwTPd+$NLmTqfXTQGUOuBL1JmM!4f+g44Qa}K5XS;wdC6F6hCFihZSCcf0; z$M2{JzvEKlPJV)|k1I3u4d1Om1@s3z{GX!}6X`2>Qo^JS<%4XR$O^^v<o)Y)UlC2* zZ4Gysq{}A$mXsR28T(&svD~uQP&Ji`T$lI06vnMT_nGPI82B45L{>Je3w3JS5RvgQ zCqd^W;c(Q9+i;EjrT?mT1ns(=NF|*KDcIY*{tvaA|59{j9O^3WO5g7%B*vq@ll_1b z7n76+G8L0MIa-)*LeV1yPsCO|S8F9tM>>0!oVBF-{S7yEzJVl2&Cl2P4EjIc310eh zDX!8+r>9rnway9(Vo2Pku6t%yLJxlasuYMN&r>dMbaGbGXl=<ivWL4A=B6Z}N)Q0M z++Y^)Ga|`(mjbbX9v*SUkfTtkF3h3@-lD&tzM`ZEro3&keUgHj=5w6wcUp^F<%LiT zaSR|$Wx*bKU_IX7$pcx?;JW8OC7HT~qGrL7Iu{Y3-?WnLXF)2>2=cuj(3ZbHW71@) zv@vElGSt2&HxM4r1dT@k9W90@i=b<mNaOlq5z8|EFl$Qfn)7r|&$H)QXJFn)pK>At zK8!^&4S{?za#0h+XP<mUV5(VYzwnaI4UDs-wQ@S*kdJ7MSwLY(IdNXvt)r$zB}L(^ zNB@<>Xbj}3QW)20>WGP7CaWepSo$PRo`P0qwL9{e1$hq}cEV=}dh+Vi9r^Z;pbm30 zKzzI^lBuFo1I$5a09+7Ino~RkGZbNY!64PVI=4YW7AtX{LO<&G8X8DSt$=t5D=x(S z^zeGiP(nHDN+y)L#!FlB3}kh*DsHpHA&fpa#^~YC6rv%_+gQO=<y!+PRvnD-5Uo{d zS+!RY1p@S^OO@|@SYkgs0T@9yIABjBfl?}UOasJ#>LGJLB9JQbTixzI0Hl<mUuMO9 zZwxE7MP_wYL&_$l{lcO?s}GHMo65HA=rwJ$b1B6x1=-$*r8FsT8-EkXzX)1lRTRC8 zd7y)1FQuwMI_#B+krpU=cgEHbZS8mqbUIm~A8*YqnMf3amM?%e2QX|{BLm!?iKTy= z99FDmtq~Y_JGM`{sLLxanHnt~f)PeyNo{Fn>kAQPY8=qR$}PegnPK55x*CI%8b?u9 zO=n#Si6|-K#$w#0(A;rg-<^2CwKlRVuSS1jmm`Xn<+`k-D??oeELgmwl#Ii?@Nw?9 zFgjqb1~PNsx3)ZXs`gWRwsm_U5VXhfL8}yPou5aygLIK{dJFL6zwHtu0jvz)^w<80 z5q!o^eG5e?EMuu`s954{<)3I-;>DIy?FXm36xYwrRorU$iu0(nPfE?vGJIttGPB!# z>agPA{kjEv^?LbZJZJayPwv|kL|mSh@ZTQ|6|b$w6I(vj0Xrrn6M@G12Youf1N1fQ z>;xcd7zTPrw)S!8HCYc(>6N`tuR0eHIceR7r049YiX_Ey=owsA;l@wrjsD9%r&eZ8 z7&6gJHT2mJHG4{foc{#BZh79%*LY3D`EBi<dGy|&>gz$&cK`RA+>fq9;Y-fkCq><q zTCXY4L2k$2NG8jE=iK+((k+OmcHMo=&X1$Ft?jXdxBK{~aN>WGR>oqX6>qWT;Y0_^ zS4tq%!oCq*l&+WS&CF_R!F=r2$29K;#1$Ogb{D&go-M?rGIE}xE+0o*LjT!`7`A$U zh-!p|sCeHb$<iXmkm@T}t7Kn)@w<ocVR`Q>nX%7U{(h~?rI*^<GlHn|>%waNY3)xv z_JC>^kVSFudr;aSTM&J8K?5^y>&Tn^+5<isNw+x%@!R5u#|x4F5zURqXOB&n0{T<s zS|9PBzpM1Rm5D1lm?e4VIz*nf8JttHwbWrv7fzZx-+GXO=uryTj@%Px3rlOe&JuI| zc9{y<9@o|`+YkHayZv~LMA+mT3o80!QNI9LZ8!UU&sk0)?W80C1I5@)0@RBO*=U=H zC}Nzr_=$~(SzqSD%;H1ImN>{qarsk2<JFr51TvSIX`nSjOd`dy%yNgS5mccRQQ;Zj za1{x0W9Epd5&gU;r}+&RroBA=;Y<^pex(O<pLoaCM#0NJ<uRXO9Oo<aVJ1wtti(lZ zXMG_UyC?ucYgm>cfvcr|ZkUMeT%&l8yW>HtJ0%1IA<dRJ#u(5PHqj9t+^{&Rk;H$O z;x5(yqCKkkcyhB`WLrZtql-An3_lP*0WCHNiqJPmHAp6~=RtH&n<mLbo-jBtFlU2T zzczsphozu^&Dx<1wmTxw$Y-5jpbE$q7YJEgxR{Ct@Xe%=3_)fa-nbI<HOS^vCzowJ zT;516bt&y3HBcCc80>-zxF<+nk;=9GgVbVZA_<i&{MKC;^v8faFT^jU;bRev?Bz6U zUoeQ2w7<Z`Ti>3%OHA@|ga8_O{dPHSlmi826bhb<n$V;h>s2HF!iq~ua1adVv8-4} zBSgrb+ynZ(E?65fQ8KlWIg#bmP`2g~sn}lZldL^F#5-4L;5<1@Ks#x0^pPgasSL|6 zIC}1Qf65e;Wpd^u#Dk86oH;Oso`xzpiPaV)1a>N}-)Iw&)CMf3r8O`HbXhpuQ-bQ) zB{iWcf(Ft$kmGIeF^in&UE_l~e4|_WNuW>&>zaku3yQc=iyx5V+gTD~R`e1h1%w0g z?qxfG060t?nl#KI9J*}=l3dkA@49AGOF|yH%A|&2Jgsa?i&B#Cz>e2M7%-&o!6!$k zLo#hLIVImAF3Lij&(z}Y^`|gFy-up$agC5j(5zwtikt57lW3%j+^TeclVuDGbSaXc zbu>IT)jAW9Yhjs53^2Nh)SvcgC=X^r7QKzs_xn%AzIsFFJDsb-5GP>%tWOL7^VrR0 zxNQe-3GVQ_S~8=YBn~E`sh!Ap<XvNe`j-0?4bj>zcIgsE$iHzYenUEr=n$mn8pHIT zZAy}=kufdcF!`a`X?+dz6%*eZ2(J~gK9rsQach>_d701*nZLaU>G^s-hqi`&HDInB z!1Jp2V>xoQ!1<MUmZoGEIbi;scockH;9yGgZ>g>R=|<(p4n(a=HFV)tB7_2E4xaB6 zRW)O903|XGCiOv>!!0aHHOj>PCdYjz*MZ57<9k*Iwj3*-X9fu+kaQ5-%lDNfE3c<~ z{Y$>amSoHQ>u(PyW-{;loVmAgW+R;tkqZ{a6L9G@<74#t7e80X%XtQp^!CtMSk_L{ z@p92A`m!=Jo#XwowzYYB_rK!SRuIQ9p2g<{DJK$428M}MF4X{_<g@`7vD6Z78hX|1 z4Ue%M%`EH3$dcd3!~2Bj<IT*Ece2=*cmiE~E833vOX9AxG94slR`*oAjzKw|oINi! zLeS2azoBgHMn^QFcVRlOFH0Y%H=i#^OW&UxKk9_DZd36x;YH0j2%w7eAX^O*@#^CO zyu?-_02SHxx~@H9{{v)WuSEriobK!OVL%@#>fVoJDK*^CnrNQsw5%#OH!bdI{i!zg zO{5SE1q2<PIAS~rNCV9W%JrF#*^Gb){qHZ3QGucNB5rr_P;o;ef0`{iEm+Te(unk| zRFiZ-id~na$wz>wvjW4k2}T4lKGD;jAUQ@2S7Lm6E>V+1wE<T~JWn}Sw{|{y0tdFK zlb&;r0kJ?kT+fj5Tea{cC0i;@Dq$p!I=5JjmyV@F%;69+&>6ClgTN}O&JK(wk8E43 zY~gK}6_&_sm%v24|8|*<n%-!zCy50(8P_}SerAxT2Z~Xz`tlN9S&O|{c*a#SyIFKF zy-ftUp;qqft`rw&6RB}b_}qBBW|bNo2(4muONIRF3hU`#a~qQOId#ifD)e>_1`SNo zE4DF~Y6rnmlyw48+8Djs<V+RSP;diaqfIsPM~P@!a8PloK%Tvz)4tdOSn*M<z>VNR z2CC)!(KPDj)w-0Z=+ndiLOeS?CJ7GA(@%p+C%2d(MvdE-sr|8%A==>u%Z(3+DAnzg z?Tl=sdBq+_<D~R9D%gB+{u2O*&^^sL_;$;uxV(@RYi&v>(T5p8!Yg=|=b97Ur>O31 zXj&Ir^hIqQ@EzdRuRE-@^LeGblTH5$mK<8oaIQF46h=`la{@=3lOYjn1Fbxu5s_%h zVw1d`KA-+z7Vi+dwE4(2KgjUXPs^Fd5+npU+lHtrqA}h!-4EwY3xH`FlCndQFs6MK z&e9*}xCHxjWhHP5n7<N*P(Vdsd43kdaNdQpUeWWpP@}AC&35o8(TR2+i;Vz4wUEzJ z0|l6#C;l_<9YTH(FR1`3x8!~3H#;S7sVhrWycRf#MXp}(@aK{}?7?t98^G8+0NL}& z@M3ift!f9<8xA$~kU+gNj|x4|DR~Gsmf}<^p<o*=@y-te)V%!L;LPbDmopmz7+f(p zu13uC>~{nCO_qx=I*_6$s^9`TTUKMC-BHE-sqjNdH_Z8y_h6;*Yw~WXvWWL7TeW5- zHtS~{tts&Iba%otE18%;!!dz@0#$_&hy|Ir>a?k_pkk>tOj#DQl}pa5N_~z@x2<iD zXKCG2lA2y#D9l5T2qbuJDV6Ny^xTiVWazi8RO@w2Dwwv5F5FSi4N+?1IAwv*`>aLk zf%2=9*h3wp_A|Y-Xj&Md6A0*4M$X%Tf|s~KXw@v>)goPXkjqRe&%wRmWvY7f%hW$e zV~QgEy;zAr%BKxRRo%67UwfZ%{&aLdfb4Z#SR4o5bTqcI!4+)efA;5&*YG2l)&ITr zecE{4?Gh2d`Q_y_jznGFZ!7A3D6aR}r^k;s>pwNCCdU)t|8}>u<@a*_Ujm27^K6{A z(((26wa?~Fj!xHK+{50sweucG*XDIsY3%#10ny4JvVM|!!_s%cMv-utdu^tla|Nzo zd4?7CwEdwk2DF2i0k!kbce$RzyTg?^PP<yGX`G<7L8p|%MSZ^=--jH7sK41zRqD<b z^{oxd0kCG(>?}m6Gcm39Pt&EnPi|WT-UyDTTN}Qwd+igoAQlrt9WVhVyeoxzuqMPJ z!o?&Mfbi$SEpF>$`(HR|wtu>VSXM8bCGXd@bv^whxAU}#)js}~3_@yHn$JkP!|*FB z6*a23`c_K~vya;rsrEwd_i{R<@2wxFQLiQTy*E&lv${txvVV_`c8=!0Fbz6E-Ymw7 zRsPmN01d^eola`WI0X&6i$D<f9`<Uzi%eBf-LC{D<Q7`ljtxFOS5K|@KYCWX^^CM` zx<F8BoDpLYah9-*dRSDYwk-Uz?*02(&~{oP9vqa4bf@*^`=`f`V#{Gf#gU~P`b+L5 zNlDdeW#La99R-y8MUAJvxC4dS@zBdLkOXV(%+pULCz4Jg>&}eitSlxad=wfkIqf^N zi99D22`(d_BlTjAR;_usOR*iymCoN6c4jWsyhE#Hf`tg%$HZ>Y&z4<Z@bxBsL8W~M z1FqTf2nA<I(~aD!q0Y=ln+4*ryf(%DJ~`t}E}W=iI2k%8h|5P}f1PM4VuOyDAeO{w zWr!x?<+IY&(L8`S>d1*O11l4i&gt$=Wa0&lrKTkqkSHOCS9^5~@(7B)??_u1$DgO0 z{!M*Hpn#(o`b_HJk`qKtQ+-f<KNjRd;Wc&KxZ4phD^e3(EhP}7x^PTEB)%j>2r(vI zx)VFJjK$vkjEj}Qfbe7jNt^^SY-|WnzM=*UqzSwY_nN%l$ckZTsF-#QY5nX7YQ$+N zTNKB5-ca{P`~{UN^{axMMw1**+q0>X+u-Q`yZ}=jO~DQSSmU8%^O;)kCUHW5(4^=q z0!JC<V&_JUvR%R5unhYU-)x_O*zUB=%A0?vZNq5@bl)_F1Rx#?hV4^fAUaPWeOU9P z(k)3j28Zo3_DyR2?1Uo8rJgVjp<onS5q$~Y4#%O;ZpZa28f74TNzn$Ecu4SF6Xw=( zgJVhz#a6}qCxBAzPV~vZw9R=8cIF4iupWryhHpydJ83u+z!JQw=kVhXy&X`U%V(#2 zzDMT^morRVP5Zy#vjh|hT-f?@FD~nrUFM%R*Hq)tm5J3`%(C=fkwKmu1@2@w+rQGH zf*KL4?!WqF9WW_$!W&Nhc+Ho&>^l5Cd@n1X@S6g2jBT$-ORL%L8&yQ<t}kVx1ndM; za{z}{>5||dJAJd83g!6*<&nXvA~mh=GLk@St85qBYGi1JPzW6QKJ{d$g~TqZ?X!TP zzXgOi1V*gyZs~ElSa*{_@A~VL^9IA(N!WRMo2~@-H#B$x)uiu448Qt`zPzA}<)%0o zp*Tq@Mc*ufKB7>$bxmJSGjM#qsYd>AooVY)VG~Ch=yWy*Gt+%MtkZpa0Hcu^Fm>)! zt(5lr-O8J5jOdnh<gbM2I%Px%h8j*%SZ6l)LFDonJzL;37b$oMGNlCdJap!Gx%<A5 zeB3=;dOa#8QFj-I7U~$&6tPL?5|!?r$JD+b<oX>%8T&rWydU+5zxnwpoc=_(0%&V% zi(Dtf+1lD>@i~2SbGuuvH}kP~tZn-n+1hhg{ofM%`|F|T$7ll8R;1Z-Eu>WH8hWkd z_r9DAN*PgCBme63&Ia>Mf$WNsYFMBo$3js}vR(8+M37m@V`uJ7lfw??2bFg9)W$=u z-Wq}4VG4d{t@rVi|J7lx*HQj2ncDV~pd5esaYiPvO0L&+a=8EXh*8f->EUTPq%j6G z2~1T-&%$3>YU0yV0P}2=OYuXXAh+k=>qH8^4<LFo*|f6qIRSyJ;<}&;H58LcDw1D` z0tV^J$*n9rH7q83TDAnn&ms+r!f$M(=)K;%i>ci^2*yA5Ey7>5K1HkJ!r#mxQa(l- z0H)gus#JtKj21G0)G&{af5}redPvauX4*zEhakiDz|SB%MO=jO(8#<BW?_%(y{k#H z#&cu;vv{)_kju$>pI&8kOe*>)pLPH{m}}J%u-BfzoZjK97-q|*ui&HJ2~b4ri1{f% zEL%4Vkd^nhX=vSs&&*PeNdI+V8_ClhjIiAC56~fv5#c_QVMpn7oIm74CJ2XRn#dP_ zL(sEfR^2X3r0tKR;Q%Eupt1he$pni`$xuF@8^hvJ!-{xWCGCU^b{5(BA=zD?9*X`a zC%V0+tB`;OswiW3MuRit!P98T#M1Da4~*X`VF(TlPAewuA1x|CSgV%CC?~u|B}{qV zL>OKT_fqj8ux?R=%g1I9trnRam-3jL1Y$cS;9b2R4KKg|xBnAkX67|P0q6(iZBmXS z4TUsIR|_lUK@Cc3a17bol7uW6AMD^+nay}#DZU&?P0{@VjCh?~yQT_eW7wjYv`v=J zLv{)#26T7ra55AQ?Qp6Og!bVb!d>L;WT=-r^PWJ;K|!O3tXyAg4+v4$u%*ap-0(fy z#)ehb3*ITce0syW1{N+{)Z$fqZv=lurf93}(Yx?;)NfwNU_$;e)qX`naS8QS-WU_= z<zfEZQ)mDjl)g_w;I#qwJ<@!8YcpF0JF4UYw}KR7UeP=k(DkS5q%;*UALriv&+F3* z9P8W50Amn4+iDa?*#@@L8Y&ndj?A>|1bf?*ULL*PsmI~Nh)_U)p;TyYquW0<j)2Jz zgw84_ajA~U^sZ+A0vFg~8<U>6L<pz~Yep$Z_gzgI?{8H3)#w;oNj$k1yq+9_^od3d zqk&z-H@Fx_4H`Efy|LcI#ymhaQPX5%Uhy~WoiI=i4p85y<R1<Ug2s)$J~{8b?(BU4 zi5~YBX1S1kOp10v3`0I=>v$#D+o~p-N8oWN%rLNkSqT_E=RiVLUY-IF(mnL;JX*G~ zaLJ&(g}=(iJ&>wk^Y6e(arped<py%O9QB<vkR1#hO{k5B?5Is$C?l^01P4TqD&pop z-E8U3YvemdWb`I1di}QL`=0Shi34z`GJ05<4WW%&KrC7BMAC34+r_C_AM#dbKYcFf z4tt*e=(^bmM^jRSmfs1Z=RO@-^}Ztbzo##K^dTF6RN!N&rRbzp+@^b(fi%Ga9YAk{ zZGZVh_X&QTq{U35n{Hm=w+=|@BPiP+%E7qp7kyfAcx~<Ny1ac(V2b_B%=#RfYAL0C zL=5GDKV^P9HsgOsQ|mh-xOGn@dev~~SNQe@sZX_yJv4yLrIV8rW;uJ6?mb8-$C!fA zb@kdE#KY=0wdCT^@o(ZmsH>$XnYfcJ;L<&j8fijcUaylm=F6gCR~^$NWICJK;kPrT z(s@6Q{95&XQvqq)F5mu)ydT_nc=diWR!1^B>$m@L{rHB!!oO~;m-T^dwQ;cGl6eTO z>3!YS_q%<`xoZOT{(M7|#-`Y})nl=Qo{hr6)IGF>RktDu@LHh=IIZb|730a7B%O8h z{k!=B(G1jxNxsf1o)PQ@;)`ljo|jils>{krQb(kdU^aW#v21(0m47_zbpLUfBAA$T z4Fq~jP8V!M>ZHCL@*wEx=S=rVCaETs75~{cI}`^xf6%E%@FAu`3VbZFb1YfM%Vyfu zEuAq#@mIr(4ad9LOYeJ)+@}SQ$gNfG`~KGJFGzD9*;bvds0(Fsm?7xqFtUx%3kbq+ zLOv!qYh$qrGxa&F*!;EuZ6fN9X9|6&n9wOiH3OQW)x?X?$DvV@NMpCPnIWJnHuq2e z*{3X@5IZu7CLzy|lmvM!tFlq@nGzGL?V9@Y3~{^*;Jw|RRr}Gd(>HG9RwhYf^4mfg z4=X6G<Yf6yBcr2mrk^635BfTg9nsQM&=8hr<}jC<OJ5q|z?`2t4k$~t!~f!ivJZG# z@(&-U_2Uc!`mJl2pq*Cg_T_-?u|bY9ZJY6|C6E)NGP-1ziiztl9vv-mN~?|gFqN<y zTC1}(F-kc;r1F}TPv&OY5Cw@<WF*v^9gqiY<HkqilAwmuSR?+sX220!ogz9<A_t`_ zRj^qAM>^&uqegeBj46r#G*ZCV98&nfFj!dP3v6RC_wS)a(0T#@TnsU3pF&Cd8cwJy z3BV+9Po4Xl^RBxDq3>=OY$$stvFTnT6UE-yuf?K%1PWJFGmj%GIU>2ts?f!=m1~i~ znOeeA06DO110*0h#pc~{<qJ}gu6r^Pc!rBAY4^@q+Rc6~p>mzQFdcylptq@?rGK*; zKVuGi`dc1eOvmgwqIxRJ-NlxIrG{)VZ2`8XydNDn3?fq7BahJb*i8J^QOIx;l>avX z`TIno!uf&G@TByqC6|(9&X8GkYT>Wem@8vUA>qdo1~AHr8lEFOMBj8uP+usa-?9DO zVc&ob#nx#%$3;~IhiLO~kVI|*X~UhgAcu?;RhRj|Zy0I>hygK12D%N?oBn_6RW_gZ z{qMT0_N4CaJw7h1dLI`d$_UMdd+S#3-ndyw4VkbLl6p$4*`c1Cc{XQkGKBF1JGHBo zs6LFi_I#G!?DU<{E|||<(j;vaplS+RUd3&T8gjb_Cr%AJMvWK@b9c{Ek$57HWEXSn zhF9Btuzd4A6jSTJh#W`Ser4C|;n{rfcla8BS<Q0Syi!x4rw1cefgFHSIOS{HQ(1OG z4rJ*(x!#-$%4+F#(?aKIz3{%8{J7~P^S#<z`M4%CYHa!gW#WoTKA~V2opo=+`gQZ! z2ySQKdhQ>>e{RhmJMFw1e4K6VyBFbpHy)ziTgP{1ONPIi)&LcHxrSRT;~iCQg@LjH zXO7-xx7ZFJQ@zibYyR(_MLiey!^sY-9zeZ4?cPC9uYy}o%77VfaHD<uet{p6&&k`R z{|6WhhAcAqJ%;-~{uEC8PyfHZb1-t9|Ibo9LdM@**O6opGU)!etzN9elkS*6x8eRF z1elr5=6@Qs2E9DZbnTS-y+TK(`5WE+w>z<M`F3T9E+nt+>fOy284*%b=_<so_wXwZ z`_Ia+Qr_vT^ILCmoO%~6EsH`#!IuS4T+g}E*2f&a&}rtHTP?(0!!GE*L@Egtv3{}h zRP!z6+aY`vqdXuS{cIcu;)osR)*<HiyEfoaUh78V%=O#O=VH>VBw=9&fmZk(#!(rh zO3^Wv8(bX0PiiWSOtcbBZGF2tj)^%UoyWe%`f>~Ml!d2Jr)&Tdi}F<5#e4efl?C>n zw5Vl^xN2+1iB)i&Y(TsYIfAfQFCSk{dz!c6;^5E!=0*RF<3s2;H*2r?sawu3*$<+g z-c%P48;WzsWjynynTO#j39+(zEGjE{=Gc<|HV5}DamL@B3fmbYU>iS!r~A0o0a%IE zcQ7iMu~zBIq!T~2Wtx0Y*aW{~!#bZ%>fw})_gkM=nT1Wz8JJ^WF_Tk&W`3eSU~uS# zl7(d0$Zc9h!7fMn9A2;%hh%bWYK3@D2Hzc2aBOomdoP@b0a19`81ppeod81id#;mG zNCAm>L!V&-J?atkYmiu6ricIFHg}}KFEx&+NiLiOL_jR<^<?BS?5Q+@2o#bIP6#?G zc8ethq<st1e+VKe#p-5FEKAjrZBdKOV8w4(wBdX{*Q-mKP$CI0<iiVGl$1>luO>C| z<vyZLb7tj(SX}sE@;_w+Ai$7HA>^Y2w_Sg0{Tz$;j{3tr9({`Cw&F+@K@Xh0P@Bs^ z4atW-xn;2L+@bX;XmCj@$(X8vXBe9Q$zB(wrffR57e4f}^sO=NAlC;#CjIAA2drDB z$yNI8m*Gx4F3e?deDVUeKy}Ax-M_(PpHyn`r7)NHE3n4SbOKnQ4-n6~Xov=u!%4WF z?9`&!R^?c1wacON(_ddsxil~^xJP?2{W?o}`_Qy@zLWbA6>PY4{G|*w_H0zSAY}+a zPXT#k8b!wydf-vF%__woa>6o3;Nj1WOgo8euHle>!>~SS2U;37xCHFlb`3&XYooY} zv;eHI1Ej2=<cPEag?4`oJQ1j?5l{fhapi`F#dHktAZt^Uc&V9e_bWdWii(t+29DFR zis?(*hNi{iO&oI?xZnI95-V%y=guDA(EVOHjh|}{f2`@h-@Lr<RH6(2u=hL*16lDL z|JtDkLL+@69MUp`!4;Ir6FUcc&TQ7OF-o_ueL5kJ{Yy{+pEnTTYYXi}5ZXa&#-%?I zK%+U0<Zj9F%@9)-$(dOeh@t0n3nue<Qm}uzAAuScv9BJzj_U5y>0O$Rgg6DR<uDmA zv+>~^V%je!Ja8>YsK=UBdRSJJa8U~Wv~G}jUs0@kkK`{7@%CO=Fe!BJmV&F;zZ<1A zqj?Y}U3}J02K?1tKYj>FH166JF{{cj8a95(?rnqkI%R5v4lWBD3cSzGEVZ>IBG@8- zN8A6R-Val_Ia7hK<TT>!U&m*<-b+gT&+DH5lgi5WW<FkLL<2KBpAIrb@5)uGYifFq zq*$K?KKA}gIYSV+3S4vOeXDlxJ;nB<hUjD;*2#zM7?dKHsRy~rLu$+N1uvwYdwXMz z*?yPbCLK-BkJkBl1b_qNC`m{mNq{9S;nj7&+k9-P4B<<`nvdpO|G}lpws)0Akw?1R zXHoyt-Yu8E>nAkfaYnxT1J~-MTcC%I?xE1+V1xnsRnq8GpX%h$`)_oK(+M>a%l2h8 zLLJY8TMu0xZ<D7G9d2>!cGIEz?Lsgv_vHRXoB$d_LNRQYgVj7Se%+^cKP_hVocdnT z4R9Kl-F<!a_dl61meeTS-=cS|<K`k9BF*c6HTq;{htAuQr8zsti2dCzozM%ux_pfe zH$Y4xG0E>*6d9A6QsqWdK8L@NqJQg+HTNL5>#YW%=f~xkd+#aw8hae=)9}5g8K|j; z`&0Csoc7n#6g&a2fT4K}Ga`nQgaqFR^!iy+h_l|2Uh2MyPf{#h;f`ZdvoI-2Ys&~^ znc$y_|2q?8VF3qGPxox&X8YI&a!Xa-uN`J=(Q16I-Ix@RA#UmMZ>+4R4Rb~Tis}Fn z`e|_>7E~(XGA7`VKJtG2hgHNDq4LOYG<m0VPR;^J*XM%yLS^G7?;`Urw|BADla$}f zhj1TptSvQhA<S}-;|eM#0{b{lydW*0)yglDRgxM7B(nt9(Hr7}aMNk$bPWt{ClDzY z#|-++8zygp=GoV!c{OS;BL0)xj7Eq?CeM+PXo;pMX<(kE5)pEAOaGlJqU6;k3?qjO zN~5vH^z+c?0DdBfS|)p&nh%|rI6>?NSN?kdi@1<QTv9HxASA=o!UZUZ5DkBYk#LyH zJENjCY(i_ba#T){o=0vgfaW$P9aRLwZDl!~b_x1p>o56-dr7M>fwrKC=2-y;@>}$G z>+_pjW`D@CJ+%~KmW9S({Skz`x&yH4iw#m`u2HuN?5f?&YUw9KgM*6BQEQW9%(%&? zW<9?W#w2TEG5@kp?x>4_+1wG6QAp?{c=QPzQMUi(AP@T5%i-qK^nDA3rGeJFdme;? zEx~0OqEs2Fidz?^XGkz5{R@d`5hlB}|Cr`4Wq3J*jT#03wmd%8q}uwf4x9Bdm23Ia z0xlfXxj7*qt;eFLlx=q}SS|Ug-%<;zkOBDV*astjy1gbJ#QIpOYZlS3)xQD+s}rdC zoD|rgMu(}YRvhDCq@@QGhoYIsqqgWSsY1!^=L;YrQpf=l6GKecq7PhQK@7mY=!yUg z4PER@F7mAX*?{U2a-8mB>Cb;BC%pqYkc*%bkr=Hz_}?3D@gO@Dn0vi}mL&kceH~mK znkQdeejN*}h|v9^iQ0BOM#7Mt`{yuDZ=o?!r&AI--eHKx&ysZg;1@GVEMJ6XqAX3N zUhqy@u{wT{V`DSz3}h-gr!Aksg=&hg^WlHLDYV{DS%v-H4XPH-`KQdSQ_QF($4CLI zW{xBI`hyr48}Y5Oso+Nw*|wx$p3>T9J0|j6`O{J!Mj=Z2@36QOm;>Y#@ob^-n)by9 zPty;RK3@l4-s<o9-9Sh#fa-^xF^#Ow84*xz_q52V@75L@_K2L7#Ue*}6K!!4_KK_} z4%O0WT{Cr&qDC@UD^Y+Vd(b3_jL-A6@rJHv|0l24(7b|K$A;%pHkqjFt8Mp&y8KhI z%S!zs$Vn}!a1mEO1$#}~$}lGeoT{TN^rL7La-^>9^z!$HE67FCEL;?D-dk7+-M11t zK2X#C@raEsSBx}K*wwY*@3-5)DhR5_(yv(|3=!{LtCl%=>AhhvD!#n>=i-08^s&x* z-eM>yu9@__u(EGzR6!0bl(jXP$0Q#djg~gW$<jX-;qyP!&vm`o!++f}{|bsK00u#t z*<L`+aH?=m5XLhreM)L-@9LMfPdd9>&O(>qQqdo0lY*Cz%Y*17>rHm23kU5ny{6Oc zkZ6K^PGnxA#`4873n_m8Gg!bD<$d)6(SxloSi|8d8DG?+pyb}|6WP=6K+&gD578es zPZ@77EM~Xz3pv?86CalYg9Eqqu$B_7({QEK1P<;l$Wb&qbzi0(-b#pAWGIhr!ytWU z>E-idU}IEecfWOo)|Sr{*ui(stoOV;4t3bN&jIp1a?yRcGt_)nWaKi9>f>9SM2VAq zXKi^=KpVylFV?Mnt|=YdpSQN*{MJIZ?(77&^YNVG@Cf0k3Vz(9X9>A39C5HJ3AL{5 z{u(*4fCJ)4^7Tf+Y61#bt+TNBr7uPaU+^7XQiqbK9eQqM9?mzPt4c*KHeX0Z8talS zDj(nrhmvF2TLw^{NqkajAK>M1l(|oX8&n;`%H~!o=79A2t7=<(e8uKTVa<Jf?%<;W zlU-X~QURxny@8WX(c5EDp9!C=eWk{8YBY2bL4EU~9RyMvC6yWbjXeS{HSfJH?v!jn zhnWjjB_JgnMM7K}$>JI_t@Qk&8XL_+r@=vdWK~#v0r$BE_x-bb5WO9_T|7%$=X41* zmZk$=Mb#PNS(xzGZjYJ!OTPo&w<$r<-`btCvfxklYyi$;rTgWBpCr$oCzUuOytzYd z$nw}n4f!$Ny96E|ngGg3n<TJ-2daeXDqvXA@Eewi;q`Sp5`Y<35fO5A2{^6P<-ug( z<Wxd(8^!$AVX3g#JLNlS8t#(30eP-GW^$ThH(1QbfmDLw+YmXVud{ZQD0V-(4Gwzz zl_h~x6g0$*EGromg+#P<854<E(s|pAdpt$d?c$obB+M$GdJXPk)&9XPKUGCn7t)8u ztC}2QK)^LRV~GT*FpQZGPRg6s;;Db&Qfc5QY}{DF;v+xVl}#{Oa>j9QmTms^LjXUn zLb1?*qA!izTq+3*|FHqCTgNnUd{w}1DRW6LhPRzp18zhIk3l)@vpEK+qw?B)xsI>( z$t;~!dq=9Eyw2fZ(q^j)n*k}hDrJ3Vk=sR#yoL;`-0uzxn`B!^m?3y#y5#aBxf6Yl zDO!2Ho?k?+6`{)M?Zog64!VpYrHRxO8T0P5PHUWW#cIXmQ^t{1>ezdZq@7}HKG#a1 zQ_w5(lTn-wTA@kw@w+R_s;TTYMuD<;*dW2!BzKmJ=UenV;;?20y)cIA1R6egLlNOH z7anY%C?kh&5yDu$g4pO|%h(MK&2yY`)CkmlkqY#}&u}q-1gH@apEO8)`*L3YBBQ+b z)5FS*rNo2TjtWN$_^|R7Ph(a-XP%zRH^;)lsV$$!Z9d0+JYSXXcgJ<B83APz##u8f zJ`qW)<yb(o>4m3i_&$gt!6pWN8}a6f542Wn4raqqUln>#kN_eT#s@ac&kjOiN}ZSI zZKhS>>EJX=yJ&Q}+nPGPlaLvl-fmr;q!y1^=&eiM7H+*nLq5n50_sM)#|#x4UxX}9 zp|E}_bnzVZwLT^p@7d-$)EZmI#qeouQuhmR*V^W0@(qI6yV7~TN_p!nJ^9!Ei|$vt z(xJoqz683rt)iX1fHD?9o&G<10bu@ocq8|R_50&M3CY?k16~R^+$+B(z5&U2@>|Yk z!!d;5_t7fqIYH$AfnR&QQ#+i>-ctnYXKK3Bk3iOSdxuS@yzX_FoqKZ*UVVCc^0{b7 z==*JYVPg<en{9Fsj+XnpT#Ck0>(<z{&b8Lzv^8D&WB2{>hEwxH50Vi-7H6CBy?4jq zW4~{9Ug2<h@ly<2WZKH^@Jh$X#o9k)*4G{~ujzSFr;mIH!g=fMW<&?<E%9gF^)!<V zf=d>9`^S5+_O#d&!OC6b*86dI$>(@`7VGQ7`l}lT5Y2O_oaH?2<}%N!yN@EiD))8X z@HF@3=#A`g8Rlind!$wL&Z+mcfNYt&<dy$$^EDRzeShuUf^Cw?INc`m<ycVUw%jhW z)c@GZe>+{pk2wHR46xsCr!I9x{nULFMFayBs!a`BS{OlYxUlLB&}l0+za&jN)nH8I zeV?!D-#S}g*HuIW+d_zCA<<AwtY39cg&(heBA~NUMR((85S<e6gTw|Nj(A!ENA9J` zY1muFQ489RsvqEoKH7J43hD6u9+uvBAN)psZF;V~9K?ybUOyh^?{smgkF!OFR&D+z z)(166SkWo3G2@fhda5KLL1Qv#bo|&$E4WXRKSleaCpe;-9}R+dN<P&wRJ#CDItgWO zZCf{NQcMT5QNnb21R6c<^F;(lP$-Hu=a6Z1NR*>9D`P3hSLbUw!zexWv8338;)|fu zATbm!>4VnSH1LFxkhppi%>qwSZGA*DI843ybzO_fm9KU858%5_NB4(&rP{X`{GNBE zkEXWGRCRu<>{?_DwG8K8n1J5|NFt=)lGUGo5C7ZSmrG5JS;<53c-Mvk=wH+Xr`srn z<l{g5?f+!O-*@<ncgFbv?*gnnt+HD@pdQ%WC=8R=G+i=ip)4LzL~DZ@UnadrFr1jQ z=d|=oyJZHkKlMzG*WkNVjGMT4NYlaR6<@f(G~HC8PZEcYcxpi$hwmNMQxb3n<r1F# ztV6?DrEFh0$GY1GisLYM#Rn{;8E<cGSzH37)C<XpiLl$oJ2RmeUY8mv%Sur%YN?3C znz!XH)nLm_P=(rjyE>Mc*1XoB8S-toj@XCaZkVtXS=3!`JRec>0J$&7;^Myv#8M+N zlE9D@7^~2X`9sc`nA_`y?Tb%}G<MsF_xM>Y-pCc+syP}UB$3_o8udcoO#|QE(TOY{ zlCM;Hobg!GP6;<<2pEfcTBt__ry3OHfZ;5%$vyd)@+-843a2*PzBBr024z(cInj05 zWicuPP*>JQiE1WKAuXu+J{}vw`!PWV(|G8}$;(1jC|;%!4vKJ>((0jr{|z{gd{qz+ z(F+d$!h4jMgtNqV6-F{yvd0|EV#+NiH^mSj)xB>Xpq5)boVN`0CuhLmr7zD9f@PET zeZ&z43KItxmuV~O)^QgNjQ?t=m<87DA~A@Ge=YXU8rDsKgI+S|Wwl#i8J~f|P-_)6 zIJU@aaX=1=@*p?GfpW}|xO|g=*>7SWmZf3kQGm%}ffZxKkd(5*oo==|e3d&nKR8-% zAiWPpT7^kHv|NTs$jU*TyTK8vRm%<OznxrI(0tk3p+YAUyb<(&ZPDp|z5cOG=6B!P zwR_)r7`N5y`FwUjqLWl>#NYZySJ!uPx7O!|tmhTd>yf?feK|}4N2#l{63PEudw-&e z`jRbDu;k4{z>*`tNsJN=epvUv?FlZ8u1BizIp8W-W}q3Iu-%z-%=6jc`q^@}zN0dC z>5AqC_Wz4-Tv-ImHjZRhg(3kMR1+CTrua?8l_f<mfTMjX===X(0Bz7Rk<jDSSf}XI zpZOfec`B3_NO5GPhg8w`X~E0ae`Fv36pVY%Th{D5&s$iJG?xq?9QqSaY+m&vAGUly z$a;?r>86>L6h)xUwz_GQ3O=shW?p}i{Qz4`Od3y!OR_%KUwVTz$Q}+Iyk=xX{{8v7 zoE1-foN~{Z`?`$(w(N1fEP%X?*lOTWuCPweG!4N5wi4+KjQSe>HY5{uygqZTUbI#= z+#K1ob~(#`GV-SmQsv5I4yDM4##Nw!t)I1M1>MZ{7h1*U81;PQn|<6Y8C~s-T(UNM z4PAC02a~;=y^a-^ryp;;)W(6zF$VNFPta9ZYbPNWxBvboC3<ft`to|2WwV%j9rGgk zww+KMYC%z~sGc80FF#=)-k9$e3vvS~VuW=t7pg*Dn|Pjd@Xj&S$h}=|``udZqwv;! z$OKxCQPh9mirtUA?~oem(vI;&k1fHrtgF+n3KuA5R!7F^gX$hnPBRjKTzd|SMJZR1 z{y9^G+y7eU;}Aj%1Npt<vU+X)4^3wo6i3%>;lW*lySuwva0nLMB|vb8;0f+70R{-} z?hYZi1$TD_C%D~ytM2z>imIVtx@!9DK4<T>*7L&t_IAZ>UABNqJP}P38cH#g6x}@m zUrT2*m)+F1U`D`UTF(Nh1{kpG`8yF%Mnn)M86E+Iq;g)%MeR|M5{{S>YplU`7GWY1 zx<Yd*vj(Wcg4+gbnJUVecABCTE?MD%k$bD<I!ghBA_|%voPIL*zV`2$TC)jEf_BJM zlFkd14$2~6zQ*{9Hy&Rg6U>}PS}dxh7&q_KgJqRo%yCn^bDRI|>5N?0_^jF58l*4c zv4VzhO4`g+<@@(Bj=Z7iveiXWYjxqKlpVdgeh3ZI<KoZYq@=te1lM#`&)CGgAP*Xu z`eMTPaql?kCdQ-h6<sh|7UEZuS}|7*ZS+}Qau_tfsuooh{7>4ymQAwvr+}iQ+ErT@ z%X?AVnn2fXK)i<})1~6|2kPpRZ$+gW-_gDQ9&(j%Na?jsA{U|MyWnR+snXSGAGdb( zTv0P`G;NuOL<yr&?c~#7=DQoh{Y{ON@POCRBJ=ZRM$JHMm&m#Lg<=(gr7$x1TR$Od ze0lGq4LFV};ui{4-(=FfVUh749yWR-SL@}J0C+lfO;Kk`EM!a<y#x<{<ji^a@x0Qf zgSQkU^;@5h7MN9a{?4uVJ67_8t)+~bB1S=eK~V2gEMDa{P+OT~7-cv$x8|Snl-Pj4 zDvq%Hlq4YtSk9kK38ZPKoYq&E!a)}S(**Ce$Z@LPfJPYOkJ))I{HfkcccLE(QPb{W zUP*ye%DJci)x*}Q{0LV)2&j=Ts2wygwknh{64Khf{eo-&8OxPY9^M(xa`F|O)&o<X z$+KB}{H6SZ`pIZe^k{2<h<W)NHSLcsvhJyBMpVkxJrWEddsNycG(&iofY5Y7VI`L! z3YzcCZi-=;2~p7`<A_pZ{XrtE`CPsT!OJNtdh|spie)s3?V#P6Q&Ll-lbreDxqjoo zB?wYcK1XGXL6a;@h(M$k!Co+y!EWNaVwn^%V=2oh2l9R>4t8=p0ZaccLzAWgvjV`O zUB6sWF>b#+X8_sjs*b_Nf;DCHg^VlTqJS7tkLn{n@(QohP$f0GZRYf2jBj4$sfu1K ztM=><uBWs0bEwsL52&)g&OpQ-|0)=z7<f9wvo{V*7a5EAx3{#vwL-kQ4{*gr`PVbE z97Xqu?^V&i^>1#t?ESk=vm+}@tZi=WbiQ^s{tB>mKT8tWukzt12>5zZUbq|SSw&kX zEl+R>zE9gLFGE)B35K@s?7R@nzC9h)ouBw<f2AB4N$pOVArd~ijp<+BkE1iIdIr1u zyf3v(PB<=$1pZs{75Cemhkdj4BiyxvlX_1|@7${p4XJS9E$0~Qep20hyKmVP4fLb5 znd84$!y3dw;wlnbh1{yL#BTTuJzsRczx(e48FV7AZL0UYc+Z|r{<q8lLSti()Fo-! z?b1tJ{9S>YahJ%07x$zBPjRc_K8r&b--ro7t9+{BHzO@C!)`fmx5FXte?@b%#k*@? zS47j_xo^s-<(^*?qdv@K4iaD@;fCyH!oit|2$wvs*Du03Ujz>szm@m+0RqswG_Qcm z|H|id=;X%G>8AXr6b;^$D%p<t3wI1M(KqYBo18N3E<M%F!28$Gg4$_kv;6$wi)!f< z96RRf;VL$J%q)tCWQHWk;R65+4)8YKd9!j~E1d!clydG7@qf}y$BP{j=C;27UH-An z;6AAbAsCl7K2xw)OR~0G>d#XE)FT>j)YiDL4F)Zshkq|4I&W`TfoF#S1VGG4xackm zFOm5Sih0ViJaA?P&?g#oynN+Fjsjd=Dk9w0LKPtOf-1>sp7GPp#Cl9JHAU!QIn!_k zya~MgKP5banaCHaG?_ql!J?5{uvo<}n!J=slB^*c4(pHb$tjKwBVO%HT;&#b8Z)Q@ za#9hEg9T72*phz+HH#ey=sl!2xYs^r%V>D%4SE+ZF2-=jueZE%E?)SYId#^mE4{zn zbztNecAuvWAyS6D8aq`%gc}WMHQ|JnDh>Ih#VXtTF4a^pig^piB2yOOMqXq`d^qY8 z53LF|iaDSpPS>8Oh(AfnSJ}W$KPHbw?S2AQb2af@2#$Q#F68EyKNTb4_lEA!VM}=Q zNJJIyKVrh4y(jBnU^R6a`+ZkynL|0j@$&Mv%33C@F|2(|irm43OwwQ~@_IJL>O6w0 zTAd%U(crFT@?8Eu<#ZGG75;XOGjPsoQMPEC7S@d0sJ%4%51z;Z27QZgT9MkR@mTT+ zn1*R0r+q}K6!h3Q2^AbKxNDhzbnzVXrHlQ{hOuCyz_w`JrK8Sd#9Wi}(Lo^Oozdb+ zedxhtg+l1bFz_v7W|1t4B(Q6X9$%%k*G1p3HP)ya*ie&5cQ1+wLbM?bX7du};Z?fD zyT+==I{Y{pzB@)ZD+CUvklzMApr+c#E~&>Tjv9n)@rM!P`N*S;mp6yJ8#H5rw+6xF zo;Sb=IqflAP$QsL5tuSus7WB2bZr^4grc%l`55Jr9bG<?%4XE_Q7WoTFAaIY*()^~ zRVI!`28<bE0pqZYqn!?|rod|7e9ORXDG4g1AXFpxk$qOJu61Y5ml`b8IUj^v#+l~M z>+{hcgTWP)qoh&A`E6NBJ+*>K<&SRrOwSZG0Re?8h!_Iq)&Bqs5<Sm%ikTc;Dcz*E z`snK5;eYMZ*@`nba*(}Bbf)d=xsY-=YD}M*8CnyC9r}YxO*=(H5tm_VY9^S>fL_y7 z2x5xQ*f%aG=4-lZo9O&_VlL7Zxm>q^6M{o;F#^j`z=C{e$XeEvg`4n6vB~CnAv`Yo zp~LGHV)@}4sH1u6bvn?0JJ5UGKsDPy(9cw?YJOJMh{-Z`LbhMs$+@35tK01UZSiGL z)nq|>J*xyh9XNUFniv}ixG=GQTFTL|F|wnE`+~UuIrgYJI1WuM;yyIw8^@a}ZDb2d z$XF&Q857V{U|sI^Qcd|YL?)#BMK2FP6Exee*E@7h3HqJ_+2e<!`MO3I1`tpL^H*5y z22G?D1a(pPX@7(`vEO|<yS9FLSG2U3Roak)ET@f!Q5Xynkg1iG6=Y#*k=N|`?raM1 z#hC!P#D0v_Z9w00jG)Hnb+ZdH>5GwTwC>U0?bFb9rFynZ*i|6nak}?%r5Ydb8rXI0 z(Ic?_)=m>b@AB{fKmqqGp88K)-Y=^zdY<1NcTuFNVyN>%<~`s3>^xrxI<Jav-hL4O z=fM7kv3VmykQa!%`*2JPve~`fdYnAbUm%a5z?n#6MDt!c487C<NfrzYB7T;(aoy}o z7Qd+oOtBnDbb~BzG``nE{{Ru4EmTA9Nx|a(gx?_!8d2eKxgB?5kg!1j6Vk~L0;E|d zNeYOTJd0+<ew(wVyr!f?o~kx|KWELlb9`*e^}9Qy_TQ{5u_58DTyve^vp6+P$u-cQ zjl+@=n$pF`ElegQ365aeEMxlFhD`>O<TE<XRb@cAdE4!~>9uIR5FT2|J8a9;U~j_^ zLPOhkDndZU5+u=ByzJ85ZFmPS{Y9=I(ZE?|8*V0JIWEg|&pT^@OStcg91Ozn9gi?U zm7e?^oxIqtJ35O@%C8OAS9FYLwusRg;{+n_XvPBX(?uB@Qpuybg+1<#>F*7c24mjv zK@k>7IsA6Z%XKb7bPC1z2Ihyqpcg_X!f$E1froV9g8{qk+)TXRPA>y9QB_#at*>L} z_Am^_t+43B-sZEF<;QccWkL`Q3<DgcDXDT_m>C*II}b0yuY7AI^{d{{kS1J<c7`Rr z5YA6d&>(2N-S&z~w4j6)w^r~zcEncS&AP|pMI^-mMdeKSXj`rRx^z;PyI!Ks*8oDb zD$YspfPe)KP7wf5#B<+=&AEZ<m4~E~8^B3X<kn`B6H6#WQCS$(x~2X!QHRd-kOX$Z zhl$YhUkODPFucZ>LF0uuO~uUFZlHzVg78|#Fk00rAT8Pb<ibq;2mLx~Tx!MEVF^<U zc}A*j8HufRJpaV6)N$EEvHsB3AEQ1Xwr$s5C0kS)49WnFTPiZN&Zm2CRq6cEVA4PB z(ls9^@CM3C2zpT#bzlRaDwwMRaFZ}aP78+BI(9CwXc^u6Wa4fu%lR2qum%{EQbG^Y zg8gnsp;04lZlNg?`TW!0G%iJ;>`~L<?2+vH#w{nawUEuD^6S#b)Y8E5Y6qa<8%9JL zTH&AuAlWnICMMkfD_V&esV{4okDWbAJleXGEGCeWjAM^l2qaFF9C<AX5(!R*p_Z$i zPmWS(Hu?MoQ%R~Y>HI02`!hUiSzvoTBu|KqEmgZ<+AZ;hNz90fYGME$)-se(B2t}) zgARe^AVCRI8^zLUVmw?DY=$rDPN7@Z(-Rd7TuP*&l}Q=A6+-G8SHa(R{(1kjzg^H^ zz(3`<Jg28Ofj~|AFUV&$R|dJx;pX4(>vlfADL3dkHv1atPNfJ=E;VT&7%5RhiU~AH z#HSC<5M}=e#vB!-&xhU3EaqMKN*c-(xpQV<#TVBiDC%+krwq8^zPtGq#rDNjaR=TB zvj-gZtleN-ygt}kgG}EZj)B$}h2rYs`0JLJ=q=pT>z%$2oQIIsa+}FrjZ7LlSRgf> zFLRxR|F7$73bxtdf?n0cQ~j3urey&rE<ys4sOj$X-}u3VwENC>|GJ}zblumcT>)^m zSPzUcq=^QZr*&>Y&`YL01|y6$nnO(;2ZgpUWvpUdPT&Q?0N#B@CwZNN2~XE<9~a@D zeG1E}?s|Nx@eSBtH1bnGdZ}vp4}RF<=r<6k8gNn)aKZ~Xg421bft_Qw;?<<E*j+V1 z^zgItnELb_JZ3f!%+Y!9<PYGm-+Q|d-XM^-gWLDlf%rFyo>qZ|+NYX(5$At<QYHMA zMOW2lZmPf-=Kf;cWjPpVRk8;RkZ%SoS_c7qxx>tZxfBA6m``PkI@)9+p6BfE=UqT> zyYFqydy3B=p?^A}V7FY+Z#&iT<iP*E?u!p-W*MCvRdlmuYL|wy_Hbcj|HRYMHkU?- z!_fWPit=ky!$3m{u1&+$R^Nw=W?yo*-PC$7a+@x`4u>%qIhEgSq>JZ{DlJ(OU1=;e zo}$^5>?k0Yj)_|#WgGY|D{PT7q<HU@4}h+6_g?&pxVi^haVLMN$sb*Uj|58{v(&Sp zxpRfpy(~!@r)>;=hW>I=D{Mxf=fjo%N9eV$nBh#yvp|bd(V-C)CE2nIY7FEuaS}8N zUaIA*-cp1iqhQoyFtClHg2jSJ@vIzq8S$B81L!M}537fJ)%j+t=EG@a3*V9Rl&nc5 zXkZJ!ID}AOHgKv%%@Ea7LXx6UxqdcE^~HsYF2H>s_3+L|KKE^&taHPmrTIv9*Xi)B zh=}!PER=99b#?RGp7&(HnEd6ECgVN@^Tu5@M&J&2_zuH(l<V7YhJJ<j`9m2)Eb-Z0 z6aV_<7X5jH@ev#1a^1xZ5TVp{Y`HYp#p3BbxQ@F(>jTkrg8F`Oh1{$6ogTrJk0QwW z(KUyXynfoAM^nBDo-MD<7}G4KG0rSLT=Zg11=PX0(wku$6(P?UWxhaUInuu6sHf1U zBZPowtS?SXMNSz<88l{Zk-?1noq<rPDYAUZq%KgVsPV#~WtQk34K&HELHX$uHTl)o z-hL?FRjsEp*36%6ia$kr^xbk`FlVzA6g``-t?si`3$~R9kV@*zGn&X;O%z%mw>h^+ zzEJ3MZ|suB5uWNq<OVJw4{Fc`oc0>-8%bM8bbG98*{V2g{m|*sF$t2=yZj2WqrlOH z3Ce~dP=t~OoI!A)py?Q_1>PdG5KbASPFo6YfTaV-=LZ;hOH9!KW~M!B7)-l4y6W7| zAfs)+KZ9yuHB5C(DpV-*f<&|~B642+!_>nnmoDBE!QYs~_4g-HV2@z3C_k`PL8jJc zS3PG=?Ns9QC3yzh#>uR+NA}j5IE91+!##Thnve+W66mN|<o3Ghbh9KvMYz2+gA!RF zYC;CRY;KOnVD~zvw>Hc}!3=D_%$JsefR!i#M}JkLsquLC@)+9N8hKWCo_wWkS;_eX z1Ns`Q^Lwyg!eTxQrJG190T~(>UZ2>4R6>f0?l6W|HXgpetnKEGs_S;LtbYiVIy*DT zCUajuBri7*3zn&Bm1PWAkdthPl%D77ZhmiS3um>Q<;(E8it07AzO${f#CPxoZzuYK zN5zV3?(6534Co|6mKo9se`Z<h@?H*OIA7T?e7>M2L(wEt*i|-YbAP8nU8#CHSiY0l zho_VV(*&D!w{K)+wTUR8Nf4ACiay)CUxoMV?zJ@m>t~@O7+7d-khKYZ!<*sP@1M9G zK$bZ`om8@({31ihvzmOmUI+6>mc7d%%es*d#=3PFQgv|JTqTJa;^OhLGIL!DAYOho zVujhZYhm!)LqpE!5c!A)Vm)&#L84OGzYnMd()muL9*5xASSS3}L*35FH+?U1d-m^& z<|k#=W;`42UJgahyj#R}D+D?Novxao^Ll{&pdICP{>yBS_x(%cfar5gkNur7oZ0ia z(WCRfY1Ih;o_n)+mf5wFXhQ6AeR@s)x-TAZX^{)(JZ*6g9Mhgc@dGwx)*m#o(%<8I zT3@TD=2okKdW40qk*!5A?y$O&nIq(LL~!oC<>B=0u%`0?aMYnZf~SdNHr^ATFWN4) zb`-5S#t*FY)l12Q+-<$94%s^yVl7#+#ajFh47=u6I^CXWVi#rfVz@MrrG7*!1i36@ zP*GZ@)Ux)|=ouNK0ALt#e!K!fZvT@dh5v?GBRw;vw6XdcDLyH<gSzn0w8;Wd1*UW4 zB)NgDdaA~6`Q$G_bY_dqZ2)uQK$Qhg504fJtI5Cv;<JLBG>Y3c#*JLSDUwB({|~gp ziIqptR-bU|UX*Jcnx-*0Va0d!L-O?W37fnB$96AjnLJ_wjnqEM{->(^rDG|~v4ut> z6KHM)&Ph*@;W*|23(Sw5xv?S64wwGqpS`AxMYkKLIcttQ>2S2W7iHWcr&>YQT)$|F zID)1R?_Y`GT2c#TlYJrfJg2RJbg&fin&@ZqStRlFLm0s^mYyQx6Cdf*GO~51Ayr=R zuVy50DD<i=#U)8RWT-csyDO54iYJ;*+Q03I7uCVFYdZ^g0_1)A<@`)U4Htj3Sts(j zTx(k76Cf<U&UAeiTW|xnb?5hA_}CpW)HQDC4!^K6YV~z;ULE0y<j_vacIO(tHr0Zt z$*HRQ^mHcxUQ9E5zoez4>Q0b1AN+zkfff>XM2P7j6J|%}Unvp^%wz%z)NK;t*no5* zhp+v`(mkK&-Cy96)o3c+PQd^v$mb7>{%0yRQwjOITZ#)dM;=Jh4w}g7h?bJx_9LYP zY(YkbW^d{_=obpjap>pKRI!jQ)6>61Qe2=4O1KzFYusCS85^y<OBo4kZ=Nkb#Hu`; z-w7dG`4o&;MJY6DluLa=u3=-)dV|`&RRL5^C~`o|Qa@)59c>w}=nrf)0#~s;dqhgV zz-KNqv?WRT@7{CPE_sYC(+P^oPVEw*DvC)^kR9l>@b`_Aq-V$}iGqSUnwj*t>Dc%% z_XP$5l@zFm0yijO@_A}Is8Sa(=nHQCxC|yuRtxcvzFiL&d)of0d@*LyvWs;_ND#8L zT~ts6D1;LW#bR_`M!xL|HGk&OI<u1w7Z_Jr6d?nqQAB91W1m|qC<v1d+;;`&v}J9E z;7D{@Zg7RrjZB>T^=vOFh~b*{LV|IKtQEE#kFveO4j8iBGPry`Ne)NHU!nUv+i`cQ zt9KE9eVt#ZPN%@af5;pSl$5jO&DMi3e}G6$jE-O>u*dO5CfIS22;i`WF+(PgjNHx+ zMGucvTld@F?+~0Qan%ZN8&~jI@$xhUc&T>_bq($iDNO!F^i!Z}iN+dCtfUq?7ixfn zy0)olE_YW|p6}0FHBh$euO{L<9D#!uy>@%fQWIy)!mCPpA>v8wh@mj#OKCn@!m|K! zvty2!#hLS!p_hk0B**B``!r_10Y%TOl(#4)=J&7VQim5rT-dYaj8N|A;!P|w^X%C{ z*=@@i2G8o#>Y=>M^>)JVO@sOk$8Mj77r({S@9>)d;R8NXFgNsg0OvN%NVuN?+C?v= zWYHIRM`xk^-tXYjF7U=WGoFF-8*jJam8Hs-$!)m~)VJ&8+?RdPv-wt{c$Kx=D;Q?G zF4>M$K#}c7gH#6`{vWA_HoS-A-fyPF4yOq>@bUlqn4ZU#p0~M=^qK@fqu$e~M~7*@ zaxARCVhnOKbm4z=d7R$4wUGOgXZ>m8y4lPB0pN@!$vPZ%+tq0Dq3=Fq65o*tIbSvh zc0)S4Z;74Su8=FQ<(MlyoP3_Mou0(K(B&Qr<;@xwRwT+96b_ml>>7!H>q@<?hB6cz zP1gY!m3MYEHY!a}INtCQVTm3KoFQO_1fu|MmI8r`n9-SUmBnu7R0yp~7Afges0#Rx z3`+c!bquI%>lj6`KA52h=s>LcMPS~7|I}+vNw!FX-^pBtUG*wTeny#Wi}<(_>rCcZ zW!pK?d?q5arqCB<KeC_0j}hVP45)@b4?>ZCW41G-=`4Q*w3a2rsEGLt#rn~jy&qIr z?7Vq^#B$Q_%Q$dJ3Hd~$s5C>Z?wSmaPAQ)>ZDPFb1y%We?@~bPhEn1eO%sjhv`w@Z zsx>q*xT!9LYEnpQsB2cJZ4%$WQnB+LK+q#Td^x?QENViU3Ca%k`0&7tgv8iuYUPSr z#Nd#`24<^lvh~py_$f(V{KYdA2IA^|tz7h)iw0F4apa;wd17PXI)O@o_-Br;rTNeD z_fK%f-!U&;y)64Ce-lmr42n8^;`+%LRkpBqYpF|tT7lP|%N@^Ct#+W*u1{Mb347+y zI~2G4##IE16#v(%Or9wUaBAA4jmA{%=lA~lXp`-mt*9}n&&GwRt^vd6dJ9!iQC-H) z^ML$I7(<$T$|F>!w6hh;b|SxHyj?mmQg+NkM{sJ1NYR!`g&=?C*KB4qRytf|D9*4P z3-q1qUomTVO63H!L^LdV;)E&Ghd-x5Thky3%LKYq{4Q!I*zYa~-&jOE#eUH2)SG&m z9;&Z7<Bi+%-godEQO8JZSgqAER{Tyt@CBA2mV!d8&9@7e%?2&xG={VYY*b&vy-Sl% z@yt*Wu);7<rOqs&483?iq$vFeQQ8GeZZEf44ynn|dX<~t2g(c#q-lpFjBUF$YQ2C> zxTcslG}kYIgS-Q?T%xL|X;3f0q5({UysdF&PPUF7hCCB2)&LU5v*7_EPSYVBsqeRK z<%=g3SOZt%2Wu2!G*2oOiqzSS5oNW3yi3Gfv`W~`HM)G7eUac4bDuamXmXxM4AU64 zD2gaQ3{6ZV%Bnhx&-@7*2}!YZMpB4~?5)G&-!<%cykmlUj-`HQBHvQb68EOy4Dxsf zX%~24CTR|9f5gWbOh!m#Q=&Adj6gK|H98|;m5#Ozj@aq^%Y2B}a=wy?CPz;u2F9nW z<Zn4!)32eGDQoED7>qy(WRWHat19bkXa<JI=dX)rT{iF6%Wl!ulkjxpRmT<(yTK(j z4vER70hRYI^0$AvUHhWJYjalCa&a$vhEK%w$vohkiF7<roK&0T&D!A&_nyD%>cmuC z@Y9a@`vz%;mwk?SH^<T4NfpXbY<~bbDq%^oZS*wJmX&DNSCrYx64#*v>aMuC$Nu|u z6T8NI8axfuj@N*aXa+1P-NPsia^WV5qOS`x8OOy=yHgIED;NL5`hS?pVhY<4p6rB2 zx(%GT(v%5`?vFja-m-mn@;M!ttTB-@i+L^D4Ctpn7k78hYd9PvPFjIueEL`1X3rz! z{qG^qYu(89`LO4CX6gegP!LlRdTtGRZY@RDx&H(Fi0l$B0)(IRD=^SZ6tTTJ@bcRt z-*_MSB;0I*T;0v{n?c`5pR4F?`@%aag)2_{-hk}2^}ahi@T%qg{xy7Z+;O$tZL{gt ziaKVO0=1t(k@)twErTK|K3l+dZ|T^FHQ@AZ9TZc?{!Sj~ve{o!-S#HrVHu4B(oif4 zvKUfnaNG2UGx{e-A6D>^ZhRZ&wQ)6#fS$`M+2}pg{7JY4DSz7Zi$a9{>_8;#bZLnh z$w83^S40+T0z+88dQH}xof%Fne1Aa67?XJs_~u#%^s6u>eQbPLKPy%fCrzLE_rGF6 zZ$0emup>0tbrqdH-qk7wg=%*K?ko*RJxhHj;fRy}^@IVxznN>~^Zi-tP4$$B`%z(2 z^@c4XwhhVcVuy@%6_qbB%%S|~sQwyCGvP!qS-s>hoE?2AO3*Cir{t7g_<M^;%m1_h z9EFW4>dI!)k^+O-LLAhnLq9bD5u!E%fo0!d0y2ZjFhBM#EK?<BEiS9~nyl4fJ!M%! zQsz)QjI!%Et!EsFGGyK=Db9^AWZGWwD2WN?i{vQ<ZjpyZxkf-vX?7w7=kaTOibiR# z<wt^8fvfg^ru^sK-Xh*0$<n*)Ex;|ZY)f6{4d#eJ(*LZ2$cD_98Eb~E9PmPM*vY^H zDE2lkzD0}UJzRs&IoH=yobd)F(ivRYql`b*$D3=?n%?q(w*xT7aY`DoYDL3Ba}hwk z1Ta{3Xm;gnM}^gtG$9g+I$y3AP<izuus7KOUq>T6_7_%s!b8GdoRIwG;==Q)hpo_> z0r(-|AwyIJhA66d!I~(#w@qSgpU~Rc%p0sSwLgrZ053y3nua#XaL+j{1~`^KCPbqy zV_K?^{lcP87(KiJsbj{u(MvL!8vXu?ZT|AKm!uU6eN}UWT_A?UnE83Dj?h;Rs0?8g zl1vnogYP$(KF|aJFbTy-ib>r`y^6Csh65bR`**<myxjwqik3l<QRUlTxS#o%CU06O zi#5?#>v;mVlV3FLA{rH3q?&{%%oKGIJOKqghA9u?up7ZAsU*!xrAh8R>LYB+u<7q| z{@)~9eWGpAP@fI)Frg*oHJ;?4;GkZVPp}sf+-mXKO^vXTfJDbgTdux!Ediybuu@*h zt-1w^)FUAXE`uqW9U3K8NRYg|;DQt=9qxW%y>_aY#%_xR%6ZbpAsVb8p_r89S8U+# zqUP_9xK~Mh3uN265qYB@GN>pZn>gO8qRtde$VvZB1aMRY6|rtCMeg>?-mfa=90uX_ zA-p&;`9U~+xd`pB4H4$oxfi+L=0Bin;{BKDVT!t%H=>!K!N7GS6?2S{!@dQk#+E{) z!qyNfFmfUtpZnTIHRkgQu<BQKxb!R}7tedD*UModew%jjvna9_wG(uZh0qb#v#q*u zOA;VcKCN$jT67G2iR}>1Hr7sIiYnoom;j0uI8*=lUkAj$L`usEdzb(M{;(T<21l7n zhAKfqJ5p_wYp^^j*z)aU{M>>2{dg$Xe|bin`_Ka9M-Udj)#tfPk>8d9D5`yr{*;9t zDEk&PzL|D)w6|B=dZ=>NE*#e@?>Y~qEi0iw%ziB`Yno3rw`mhCe9V(8Xqx9mk#u3& z4GD2ZwQHNR;uw7jRtC~3@=~~}7Q@z!1&QjWX^K#P-=tNJ^G!wFrbY-<7YW~=(Mpc{ z9V}fzJjc6FOS<nN>i3I7@An7yozJi2;>~lbZo9YJ`}RGl8nK?j#OR|e7Z?o{KF{$| zB8t38eWriUJew9e06>Sk*wuehAF4@~O6Ul2@jwA=s;C`xZTIJbwu~AX>xT`~e~_O0 zVuX0`I?x@wJGBfHEEN?d9o+5<4u9Wbf7`x_U-sSY&d&AOk_Xz0E&9`k>PcUxl-YB{ z+%Bxi&M_Kf&!PyAb$GzLChuK9Y#}Lm)XW!vLgXX1`jx{_PnW4m>45JuroMx$x3`a( z2heAwwKT?y)B5{0Ddq9$B%^=me%&>h|DtSo?fW}FmeH3qJ|v7HT$*zKY>#wNdkbBI zMEV-g_~C|6OGBs7skhs=BMoZ^;EMEH{7=_iz3##J^{?PtuiV8u@X8hU^YN}Cmg`Gv zE29^E3;Rzkd3U<@^8CIZY6lq8@5P)o(+7ZUxshJ089r#9xDcA`p8&CQVj}XE$8hXb z=9!dYIj<5TM^*rSyYw#x2cNw&ZyuX2nfASaaE~97@h4~)e-MOqm73_lH&x##L#WN0 z8Bmb(nF`2Srhl@6Z*5+_xrum|X8I9vgN#xf!LZswUnC`5kdtu23ZZo&+W5W7OqG+e z#0@gvVug}|NPh^H&)e$=<}y`aiUCA~>5x6n#Y`wRF829J8c>AKY@M68HXFNu1*n)q z7V~?`V!kYA`O<?8sk9n$j>QGR<TY(?K$Q8Hk9@R9=AMOAn0=h{S(R>+ZbwO>g#vkv zecoXK2vQOZh;4lnS?Y{u!p#<{54L1O*k8ob?-a1Gkop#`Yf<c^-NJTKyr~rlLF!;B zxTC5%wh@$rN9E5Gu3p()Z{9_k7y@I!d_)&U(6LeF1)6^?Zlq@^`p2VZizXt~ks)*( zDdVvp)BxeNJQSrR0jy1SaPQZCOhY`8qw87>DlmR^cxj8Fb!fN|<|m$wSD`HhqGBcf z(<fZvwwpcw<7kpDws`|$iv8Ww&x$yi;YQz*Iuj~UHdBiRacs`e-h1(s)ieN@(QVss zByOb#gxM4Uppi(U!!sZ<+L+dJ-#Hjt**1Fn!xcd3yYR+7f)><BBxSz`b5<%n{EpH< z&6iNu_$X#>r>5;3h>fkF?1H9|H*O>b%MAy`Te3{_Pxv%i&KTArDN#ODBB{<^5p&7* zpYSlCO8=x_Can;g9V)D<4C2rxq`*|K>U(9A^@q)i$)`X?gyP0uuRivwFjq?&Wk}LU zU5@Y=0Uo2jHYHauZ>@?JC6eJjQ|hjLm7s{iPWUBYCf?Q8Dl<NADoO+m%dSH>5MU;3 zE&tF?*)YvQ(~C2(feh6z)>1;>M3%T<Bqo*PLhw1Iwm~Zr0Tis+E9IQ=Iimr!oYH4e z!Gt-+oQ8KYthz(0NgK}Nhuh?FJq>bEiXq;bUTjK?{%6ElburY+ZpWe1b0Y(>*WSdu z4-+o@28x{g>xPEMI5Jp+iAz5zKYRh_lc2S~7N+Hhxt<Q%@tL$(Klcx*+&2Nm1#O~i z0XFgPg}dHx?J`><S}H0|$S?C0Z&t0TpB6(4`iJ&QUsJMqz2H_JWu^@btPgYULbAGD zXPP(fQVhD^g>zqkA%^E(-bdkkBjS?z>i$n(D4;AV*~SD=n<qb+DEyLB5EPyDd3=8j z-h63=yx$u*y+5ytpHRqCD1N}r-Gt&YZJb2zs_k@)$<DGVx_!zat`YZmkPqy#8>1q> z(;|5;DP>0X<U`kTEAMicauiQiDw#~tdyD12@ZaG#e8<g9u5o9n@_aua1q?p6Hk%Xt zBh1lNh>V_w9fyB|5jNj);$M#L#VmkUo19z1JNhp3&)!^Nuk)I>lNzyyK8y|j`}KY^ zONsqJ3c%NRH!v`8D0bi0w4wuR<;Gh*h>zc|9>*zneuLyh#WfyPGl4Kq?Br|GB5pr5 zVNB^;Lshj1D1HLAj>;B$u5#b@w8Zaw`##(Z;WwW?z3|8&HCe3__+AblD^=~1XFse4 zKK%tG@C=GcqWo)WNP{4ylBt7G^wrsoLuEMRkV=Lr)~YEL{)uZJ^%QlIvc`j`-<f{< zYv#V5MBitN<ZS~A<bnz@cU-e!1HX`zbHptP(gn~=hq%bsuuY~5>O!vn0TF+u3F+`O z(wGSp%$##iPMiMsFbMJQM{YS+H{!4U$+o{s$ONuC0$o?9lTiRFyjxru6Y`~l*V^;o z>V_AjMf@r~@D5=EkUzf8IQ4A*YfF8c5-A;<;Rv!KRyVIII*5VP0B#BHQ{5pII7Djc zIxQ&9)}Bc~DJ}1Dk<Zh-eod-^jcAd%vM0n`iLwVZpfIoLnHD0UQ2>l*S5o0}=c%VK z>A&-nArw+wG+B}QZt~_Dm`hE0#?(o3GgaFcK^%FYaA-^8BSXj4qJo@v>`g2$q_iU| zR2`T5eAv19^tq8ZZfe<!tumx7`36xX50wzR@i<O78zMB=RnR5o4626>6DbkPIAtWq zyYWwE4}4%CO7^HBA>=cIKY6ZRJiNiq1buqaobE^vq+Zyfh>ycbRkT!!8egc%-2HM! zEbG+evLhsthK|YYX}1Sa|F*IkQeyQk1i^xLH;9Nos!Q2SV1)Z;x??G|E$m2!XHzy` z!kQEQouk8{-lJZyoc~doMACOEZxB-7UeZ{1FJ`PFCi0gehWY3tK?fK6qV`hC+d?9; zj9c2yPl<7s5Vbt>u<5jH8JuL~)`s8xj;VXXD3m~4g|ds&`mHcdND5#1L30U4?XLYF z8F&kM#L2L~a6p$tN>{GCPK3zSD|UuRhOrC;ok}Cgxg%2HSb^F**}?ZcLqQF!p|Q$< z+zZ5iyCgQaec^?p3_|RF{Th4W+F)FS92a-<4X=zLrgc1$^~><<?I;6f`R54~9xk-! z>P<>qjjl+^^yr|F{4zbRVr)`ObNju);V{R)p>;R|bD8km3R>GUp)|Of?N_J2cn#1h z7-JY5C?Ua-Rrhu{m_a-4RJiJ8*g?#nMx$CMK@5nkEWc1beu;&TXh<Z!m6YOJDc9Cf z#5Rq|qp)wxlwGadbSr?8g(;CrqyZuRu`uDY@|20Q->bu}94r65^RIPnXgr3?+Rl=I zw#l7`M1wD1HacS)jb&NumlqkcWUW&ho}>T3Y><3{h9duJb;sZ<y0DVuQ7CIRXAZ${ z8`9StNL92Cv4$2~FpumjAkeH&7q7L$DZv?}p)LGkF(zrEYtf)iQhq#<)qJ{w{?}$9 z%kE?<@WK*kg6VWVeJXC<QsQ2B+zUOw3ztc&;7B+T2{2$tMN_u+_SoJ#Cia|I_j^4@ zAQKDNTYCZ~f6j>)`eH;-h)L2=-f15Q@L&b3V|i2CLFy!Ml9-bYo9_SKR1#y`D<D-F zWzo47#J}|$+z-~?)(vvJAhYD#wd|q+w}94hZ0tW<$Ro^6)p6OvxI36eV}v0=)-DTw za+wB|Z$gEaSck@fxGHaNP5JrZxafZUHp9&>7|<f8;ia()#eAngEKHFxuB^PzXZX4> zEAZ)V-ETG#0po6Q!7#CpkPsf00<+1=&1%f*!uU@dzAE5-HuRaXxbMC`%zekrPOka- z-zJp3DPx1@9uYo3OcQh5e*NE8V#E8tZr}G@K;u%t-5J<&g{!bt)l>tZ7EK;Ub?%;D z$H<&7xB5&TLQTFME15iv0tx>6?17Iu=BWQEg|N0ow=0|DQAu+{ripspA=f!yOxB$z z0WnbgRIXwBTV4Dk7(sPnqMD5b@a2c&r7h|#_=19tZU%53te>v+Tjmb-GWLt+Rj|Xe ztV^05-hQiXniziZeoPO%-+26h^51Nl#+N<XeC{GylS$NsN>fn~(#Sc!W;@sZYL<8? zNdQ0L+5D}&p}iS6+fzhczp3deff|wvgP4&{xmQ^}E6!!b7R_2y9J}otLcuB~aVnFP z;M=o|<_m}ge&rxQ!j<NB<5Ki%pqaXsk6iZocKK(<;BEWkkScrEdCyCX#x*eWngYc3 zt712ojA=jQi6wCkS3nUo87v(ae=|0=K4OrFTs^(N?X<j12L{{-i(Q_G`#;yY*)dfK z;`V0Jp#Bt;=Zj5CXNh+9j0^d@AP5hptz|~$KXplzgwu2~q7Xa)FJf1`)nMiWO7V0- z@@d&=_RZ}WY^Rwx4ye>|bZ=P~A(fJ@$&T;X_Go1Z9^2P3BD6o%9@~v1%xlEbZ(^WA zaH~CjXIN88=3q|Fo6u!$YXzc`t@lb~;G5FrtM#J3{lA5`9RD>|P^abDe?@3she@kU z5eqSd;s*!{3p#?w2TF$BJeUe!Mn>i;$aw#xi1Ugm7FrVNnk<%w$p}$eo&xDd$UhH_ zvofK1a6n5%u3OywkfCqx=TGu~XcnI<ulyhDA*W4?#%|SZcls7FCbLDh$uxu&HZ9tz zpP0`pYZvy?w**43TF+{|p(+g1AeYe10ZwpVH~I1r)b7l{+Ne}ejA6k+DVRZuxaEAU zo7*g*+EVg&iV;2_%oK^Bemqb)pS<EEb|E9vM-5S25cV;Spa`*2WVqQLA>!|wkX?eJ zU%d58e<-a91#`Z})leQ5VAffXHA*1GeU!}DO(+n9OErh#5F{&i{K13;&BULL=MHZn zaFQe}_KOB}5-Vy(BGIu3>5x&uYd$3o`769&j*-*l*yW3q8YYKf1QhZyL9(QsD-Dy! zd5hr5vd;%*IK~l-Ed&zJW#kpTD{q75zk(pDAJZ;D5_1-*1*^qRrL<|$PZ5zH_@Z_b zb`#VHhPgT9*J;~+u#)4zC9>?Y9JI!><UN%djQ|b$Bmz(yS-D3NIy_#gOd;o!QQXH> z5B9XEY>g?ov?acdTbXcYfm4cTv!Ai`^ebezTDB1%<31K5DdH0CpvMGhfCs_Fe+5&S z<_O?mgmxWKq#KzEhbW+ips*|%!;L02xZvl7?%Uytd%wCG>4H(vCigBij7W(jIXXe! zVTN^M)hS=x)BZ{B#eQm+<oLT~k-ASiwb~fq7f_e|g_dgM75!fSQUot3Jb@(J%{Su) zl>-x9h}FQ^ynvA$QPmc%O5pUv5;^H+v&ZY{8%$S#vZ;DmLjq06h#T7iU)^Zyrdg46 z+i!ihG-?y`<Ag)vAxewNB`6;vV~JEBNocM?As1}!!?xpQ>83DO0D<*M4FoPy6HGL9 zNcaPm9#5k+`?;;4S&{0I#m6@o)}oZAA)rBH69&EQp=htme<EPsHm_8#yx)eI6f$sO z$5*_n@4XYc8gQ&N_5MeEQ^5aAz;n*JHJuR?kY3JF&jZ(BMMpK{0!rZ3HuWsL6!n4( zDlmqcFeOi_k_hfR89z$y{fOZkLMPj(Gy6Bn%+~gxj`zof^pLdY#w54Z`gt?pW$esR zpz8tzD)7iG=FqIx^qb1fBw&1(V6a>|E0_~-y4fS%yyN$^J^-9QIVIk;Gc%8b1KJXZ z+fM;W#WzZ4wrw=9iI@Q+20i}47wxm$ZW>Vse;$S(S}je&vNv`{+Rhb~n0Z%9V|Xe6 z7Q9#P{WyJ2&+Rsm{d;&+meZ!ND0j<iJ_`Bd;O%r`s0DrZYuED>?Pa{D2ousv&HGbL z;1&$|x8Vt&u8oVg^9wRDzlZ;J$N?axT|;p65R0e10S3kC{R=`Jr4cccj$TrAF3D@( zedPP+tKPg_<}>3WeHSuW>z@%P)YRjCW2Cd%{(lHw6LRbO;1x0hPa8HLZtnesqGq=@ z`JH}#n|5P+T}~H$R?p5gIREMB)&F#Kq_60`bPScSe{J)awA-$L?d3Dw{0S2BOS{BL zbZNU)56qGc_A*M>JzNKJQTtBy$!?daF1++0D-ZH`cW23-*aII0HiJXssI6e2t0W1C zs^ZUumms0}ntA%v2-hMdzmLXJ6!#-<lPBt?`=8Nw?z%1>x2$s?spEYi9b!+t+k)5r zXq2v&g`T41->v#3GmPH<O5I;Zu980X*=@XL)%Xv@`=2)OgAI>sR@*b67(*dKsTvfp z6H=^`>{+!#^I=UP;qJ;c{VwE#y)I>j)Klc6t9`ng_B&0ma>r4>>~}Erki~059Qcq? zUHywOt5qjB^HOctDdU!0Mu1t40($dfmHRN701}pmI=PWYY<-mlSyVWuUNpdS+}3sE zt`QycbkfJwIMjymYeJTQ!6=8K)@NS4KcS8_=2u=-f>YXbLC)i?5{MK;H{)5hzNe}p za(6LGFSJ102oJEKkg!~{!6mbz(Z;R))~nvaPJ&X#>bm-au=TrpsaTX_^z70<eN6}b zNDl$F5~QUBlj2{73`TY`HbN36HOGs~Vx63|rLin#MZNYbW3oaVnX!~q%=<DESD$}A z3hd8wycho(PtzmSgx5tvjq~o^NkboDvkRIATNiH@EBd#l=joc}IsU@EUjdbBFmI@p zmlCy#X=SeI!T+pe7y(&v=@JBIq7!Q)8-o}Hr{EB!YSraGCrg75ooN!cM65yWAeRL9 zt<+LOHkBU`>QiUzycVfjETyV&3fECY#bNBdC=YlGJ=|KMpaHH1QX7Ozr7yN{HH959 zPZ8^aLs%(PQ|#j>v0`W8p)c5m7-zI9RLnaZdp{FWTQBZ)F%`mXsYyHpq6qY$=JA5i zf@3G%B~kk;UB3=Ur`1hWnzfdO$ty@MClR$STJg~saby`=-y+OT2DT~2y8JT$)8WYM zJ%fMdL)fIZ<pUMNf2uIbL)C))tR}IUbQ+XL3Y}1;t0+aBbmK;n=G=-dI;uQ#L5qom z9jDJ=y5d!-Dg_#WSmheD)E`hoaDuf~2Y6TPAtO{L&1L%gEc*fYrc646gR+YIGeC9( za9gJoDa`2ONM=-#h2WkvXh~HKUxA+xk#=Y}6~11Bchx?4=X`|SeH{F%QD(!=B|%e3 zFWIL+DREf5SyYNKMLz@s^iR_CWt5o~f%3`2*@X@P5C3paC|MbvdC=@jKmZjg1htFv z3a+47fF75xM@H(by7Y|=kHgf>Q)bjFXXm~!HtO?p-hoSu){aBh1LjD`MIo#Th*14D zNwsE(_3*wl`?dO2P3n3J$8y|5c+C!(G(RSiclVRtd;h(Se1ga=e##kiihtT3p_ZFv z*zg{i6!+V$n0y(O6Nxy&6@QDt7d@N_?Akwf3Us=-YTI`dZ$F##AA9{`TPenMjp=it zUXwd`^=RO=$qkh1G9x>_idfmSVvr_wN9;icd7_3qW9m${vA|3zkps{vo<!jbJZ0Z} z!6$zKe{#_|zypmoC^HU7VJEtS1Il|`XN^qSj;m3`ALkE6ZxoyY*2mtfk{aKKb|2Qb z5G5~b1(I?uP#9TBZw*DtuZHO_0fOEwhi}ciZ4CgfV()&~`R`}$!yo#vRgry0)#YY~ z)$wuE@Ap0LuLjNb-eU$E*Ae6+Z36i33#~i#Ll+x-9^cGt+|6J987~t~>l;Gf;HDe> zTOwKQ;Z<R41U+D+YM}SCrx#;PfPb1~kT`*clTOV7YS&LHrC&b|;TJ(P%Xx>~mMCHi zj;U`N=<&o~2b^9X4FcY#XHB}!CJ~CQ5BPxK-4XGrdYaG1`~OBm=TQ}B#%nV&3F^pB z6*Bj$vj(<D3K}$`qAqS5#t%hkRreqD5)p+WZ;VU!d}F5*cf;dO*F?5E&QHe^Z#<1C z$U-<UD3p@+liiYIUFlWQRVL$AtCW&-Egxsr{Ay-H@tuo`CoWxn>Q&@>*)QF8vUYf$ z_BcKD=f0eDyxno1IZ8{pW<nF9XsG8FLQ-H{4Q+H2{uU9*tpi_j4j`dySIVvBR;hoI zx9|h-siQY6TGSstn6abwi&a8(V3LHB+(+}o=%KQ<RvNZ8p4mYg6kYW3Vy7^o3o1#M z)sM2#Ny5o5VS<h|s%+X>|E*jqX_n!dT0wBF8zVbpu!(PF{6kO_M6wP!4H5;b2*Z4v z;Y1~*F<P(3QK#gH+|rUDxKC~i;mf0Px%p&6@)lNmZ6`x*I#pIxX-K}HL>&A5)@Uxg zNJamuE<SF99Kl2$P-C&yjDRHLdE?U8Yd`H#sZCY0)Z`G(??3pQ|9sDy4E^>j0UtAp zd$cCigs?8<oCd;7Wm<(ZDtE4#c;##R@R7MSe@t{wnBxQS2T!=HU-~Kqe+V4Bp)?&R zKJ~&|50O+!wi$4WpxpAWBq4?^KiD=6<e&gMyYHY>Hxem3CatZ?OfEcD&s9&WkNZrO z{H@v&>dxCd7EOpnrJC@tjk4-$)K)4<nwWsPL>-kVF1*oNXbkUruPlZiEL;{zHMK4E zz+%S+W4j9oFeCmZ(<0GWKWxRoOdUlWO+c@}lTQLQ(DDB|So*F$weW_fq2DRQJM`DV zjfnD8-2v8A#X?@8>EJl-tKCQW@_1L@$XznHB6BWQ$d3#&hEnx5b0g63EoRCvd!I`l zE)rBf$-Q9YFPt_qt%^#wQZOsEf5d<@>DPWH`k|(<OAt2>$kj-|QPOCHdlGw6gDJIa z=KBKp5C`^G3Qe7nxNbjG9p+QR2G3dJ5!jdYT9HYC681%-x^YGyq|d0JrbutIa31PO zSyzQu6dCE8LOV#eIz!n5%g(@Yqfhxs?+`U%_cy_Z+sZspU9m=!pqLov251Ye?@qJ> z|4@Z(inY*8hY=37l<hl6SDtV1M`8eBcf4$H>gcR=k&Rk~{Yq;!zBTiiW1!8lw!%+) z2dSjpK8&sQVeZ*8=Nvut{yYP+Hnvf%R<Q`Ra*ESLNK~B%g;_f@-6y>Cv}YIWhmEHZ zb*SXQku)@6x*?)C9I1%fRbre9mB`+EzAEDEEYZ5oPG~-%#RUYHvJYMN<lTn1+50Mi ztJMw3)kTn>9N3=O@*}2XwJGq{$`Kj~B{uvqR`F8}e5z{=ua-K-clhK_YyJrF>=UeW znI3j(<*tCKFPUSl%i%;W=ON|&_PNHN<(V+m^>XL%Z8$pjnffj_@V*SP>2-#0jgK#v z8H-TS3Bxf677^<3U7fQtxmv67hfE%4v;nIabm=Evs+puMH<ZYd4d=^lM6Zw(KoHMU zuH<%8IpN0M^9?dM((^>#<8$~LUfpy2%pY*rZQ!_>1yaG(l#?B#8zhcp`pz=pb2j<5 zi{e}JI%9NC{xl~3l$w3$@J-WdZ#ps{1#wK;_ZwwV%+5cao_@Ehh#_il@4Zh~Ugc}5 zj<NRy@1p%$D^~9h7=#7KyMHC(uRjpTzV#DtI0L@{eLDmKHlG%Ix~Cs{R;jNHU*0L$ zx-UEF4O<<24i-`$2l77ObL`NJ)f?JS7g6v5mmR-ZcWiC!3fCLWoE`YIa>l>e?REFZ zJf)C2cIA#0QvK~@H}}1g9u9*z`fXSihhBgfbkX-a-}E;_+qGW$=>{Kf!{5v$=XTqb z3{GEj&Xe2WqpA+iIOVt+)^TeapX-OUjgQa9@8K7|i{vlA-GGKUxh)9>7RneYsO0#} z#tq)x8}lwM-<8#0ofTo;HNom}q=1QGggMt^1b7T+R-|p-wB)w=UtkSQ;HF0&;dBeR zZCvbkd2Y2?K<HJ;M4Rm(dlzpf|3zfq8$Lf0$DfP0+6;M5F4z83AelNB{?>O8neI8W z6!bqWfU);-k73}d(X1R^94USM$_A%!9D|lAsvaO^N^L$?2Y=xnI%u)~nJ|;Mf3m%M zW6$$~-I?S}3N0|Eytd0S>w*Z(zsyE9rPvw^?%!T}Ufzg}p?aUXzZRt(;<Z<K@?p|) z4fcNhaL=eJt;T7FPhlJ5>IFxU=8D@V_NN>pbU*Bj|Cj@daX@=}1iFw^uagyCz>6KT z3G2K`Fg9_(*$*)Yb9}250edgq6sP`=yH2S_xI4;HQ)n?aWu(B#j|@f2Yv{=&D)Gdm zLYU(O9cT|hB?g8cYm$y862_8SlzcfEyMMLuk~oxkQ5FvczVwen|Nbr+7h;mH5vnrL z5fO2A<qV%SUXwwEE^N<}%7l~B))c`b<;{AYVj4S&W*XXE#o08Pha>2?4RYFlQq<Cp z>f7_K#33H=mW>+<UW1X0oC#@|b5E1;Pf_Ww*Q@iWQmzRVA=cv$*f=*rxX3>D?AU7+ zni{zkh^*Yq$z~MmDnPD;>bmKz{cbit8yT(}whe6-R$Imr>AD_b6!#1+*?YW%p+ex0 zwWD!?GRFX}DBAN#4bPbQ+K+&Prw|5uNn#(Sxq&YY(aaL-lu|$3jZsi(*hP{?B$tVo zBf~hFRAHY<q(;rqVsM#^t!zOe%{7w(S@4s*BC;a5sJKH4l}QIn?hcw!!=;1V&ZWkK z@_0&lUPyD$TbAi?4LLO(#pEL=gJ-2#AkKCxoC4*i(%KR_-%sjoDyc$VX?pv6Pjdu} z<LKdku@yAS6CiGLP4?*JvASBay4^n(){M4Am{IY2Bcuq>hG=UpiF6x!BO74VdrEsW zf&IL6Qo^Adksf6v?|#GQV^9fP18!I?3p@dJIWOQyfp36E1g|>HojyV#>RFK<M;ON6 z#OOgOSF5Hny>KnO)#`j_k*on83{&BhG@KIVUmC@P+8rA=oSL+9J|HdL2Wdn`@Bn}G zf-QoPAkDITR63<N5bf5tRQS0Jnque*%!EQuKO&_P!z=QGS_vg%SFP;?cHebbbyj37 z^{hYH1n-08xtHKMl;#nfqTnA`&R)GySrm4PV@%M{u83RVaEd}b$5?7f(z?N7*VeKs zJjY6<QKQ}1Yq-k4mG%Fl=_-TTYNK>;mjcBdifeIqcZ$2aOR?fw++B;iyF*KGiUo(_ z65O55x3im>{K`x+$<00IypJ8dW+<2bd2pMa8tY^;u|pG6Bs=m@?b4eSy>^%0b-Pn8 zVt4OKRxzQO(|zV{C!|3pfE-ZqbFC@yk5F_t2P^UVz%RtKy;?*Otlbt%jK;5%kh$ju zhU{f7u6?7r6>8yja{b)#+b(u1v&uSTDVF~}N?peuMVtmyiEhA};mbu&VA)0tfSp_2 z@AceKTkwuj!Q}Pf_e{@iG;84Q{c)Cn$|SLFzb8uG8Fahq2WK>^|4^y6FgUsYDUvl5 za_;K$-6%to!>2h*O9sypJh)Q8ipr%&_P)=pzhZxPdQQ{sALzULEwsi{L)5!{(2YF> z=2ooT>hd|$cq|=Yg)0WrC{Gi=9Xyn6-2%y8k2L$at^yO7Uu~MLTCB{cpA|iQ*{Th= zz-jI)FU2GYF3=y_7=e)0I?&5~{x8<TH(6wbYKK0Xk;1n{D=RDY0e969%c%c_-<JN? zGf3v%Wcp9%BgKwaz&>p`266Yxfa@_|+^ia4<WjzS>Et#I1W0CjD3#S$__8xaL^J;7 zLxSvM$GXq0np;qa0|63EuSUqTbu*=Z@s<<#c<uZ?r;z_qqd@u+yu4P#|4j%iMmh5p zuv>gbvIe>kbRNE)G^k&!d=sTx-Ek}D5^>Hf=dK|$Y-iXjZ?$7)^3*@0j&5c5TK7A$ ztoH*}8@<+O_n$^H=KIcu5=?x!Bv~TE@Sd|7ECqiV%>RN|ZbjdB*rl$>P1t`sKhu3G z*A121Z+W5=_{zhx<r%e0of3Zy1H2QR)U8X2YDE_;H>hPQFj#K&yk2DO-O&`en#2=6 z9D8Hy4E&gVdsr9g3o!I|_)UW8JJ0LH%-nvE@!c^G65!%L4!6dAJ1og@&537ZGTK0X z4V`FVKEQ{^ug_F^`AR;~L>*(L!h-cPml~TLX$7B325U4-C`B@eTzlwFRu)$hbsCHA zk2DEi-{qOWz4FXt?N(c9^Bg~)`+`lLMYMso>_pnAE+QRTtw(wYY+4ohScDuRVPV?R zq|snZo4T6)mT9rA=0db+$PMa%s7#zGXGzHce(6uoYO~tto(cTxA5}bsI1k;qG`ZG$ zaF?&Y8f)B2=&Mm7H?(!AxJ$s_g0HwZhLviiBYBYfuo8s7M-6l618;)7a@hc6z{_VP zr1G`=WNQ{{N&zJy{>y*@7>cLE^i~KbjcQa&kE;JymphY6I^Q)t*@I~_pEyG^o|C5f zZ(Dj3Ysp#6R}@Uw<yJ#rNVn74MzF*iOEqy{D7Ew~U#i4kC|T9spUN>e8tu4Jo#J9X zty2>bDN!kyx-=wNK->DoO}D}O;Rm6=31&8yzl5Wfvkzxa;F_{=am%$ZK5X$uR_ba7 zeGZ3!=z2K;KvL@K*xK^9RmX6q)A2|gq#Wx5J|Cz!WtZ&2r3gst;=8FLCja!i>gqE` z6m@Q{Sh)JzvIUf}H4EnlbWU-VnTPymrQL4}J#ZmdL!^<8K^3bOjvZ^z9Ck{8$q4y0 z)0;NLZn9c72PKqXH?&?{U{Rh>lL@Ys3EepPOhsJqD;AKVsbm0=7yX$4a6LgR)AmCm zPE9rGJKFbw1{VAP(fHvr%lKyvk17OF0(vR;$rfBbB{rr)UY4}#7Ub<V7fg7LPSO*l z+wR;iiF0)pZn@BY&NyhE{ek~dy6(&h?O>=odJ*Y$N6o^Q=gnQ;#qks8$`aGCp;6oJ z2)Xw%DnP^wZKzsr<YGoaWuen<!FYe+r56>TytLz4a$yrK7%qv6m9k5jh#55LDiRO% z#3ZfK>vk7&T<uqGUyjEq0p*y8VIFzZ6VIl^kJCe^jRy2;l^J%6Q()RCm(xA<^lIpL zb51#gMgC7&9SMTPg)MqQu!Wz0k*0<KIaPtwqL_Ta^=_ZPcbP71aJ9Z!8{a#;{Ddri zxw+UBaKAiaKOTKDr`<6U8Dq+q#RvUGh5nSo#4(5R!^@%N{3)M@y=_6|I!!BA5{OQ` z+2wbrx6=h;nEHzUM=p$_fK2CxvAv6i1Q@4{JHqfDlYfH)SZi18eZdH9TubQldU#K{ zsSTA;X7hIYvF9q#e!ASYP0{RS{`m2BNF?%j#p?Ak`@T}TJ@nuFok#WvEch`vZ~WoT zTBA*-@%@~F>aw?b>%Hsz;_bqDqmlJz3Iw9oI9Xg|XNQc)ucuc`N=BElF<Vav^`FIS zTKwFmW@Jl^i1c|n1^W}3rk;wihXml1Oy~t{>jOP}Tp!ZMwgQJ4L95;GD}ExL^Jf^G zv?DwYYi^)nY;lM6zBt$o@0Z(x{*QU>-m{Frqa@)G*Z1^FuyY^n=|e5=7DhZ>Y-U_( zaej;p7wI<adl$H_nYFI#q$*M)llE78|J#}I+le;R4@imjvq;#3K*3}z5S`WaR^V>= z$Ky%DR^XBB!r2n-$YDCaZe6k>5`7qX(RIgST8(-XOk{${_Bc<v!sgHY_oKbv_drAZ zRC)3ScGLbqGgI5=Q5ckorSk&5r)99u>3Umm)R5DMsT0|EzwUM=Lzhiyz{eRE>t^8N z?{_Mh_6#qf%xuH->hPyOHCwD1ua(R>5rNLEwUcB*Wv%jGrPPymvBr$DAs3;~71)cA z@3QR^_zVd%huu&G%76jaOwBv&+#zoCm$`yUc_+tG{#G!uhp7RdA~*6Y64n}FI&79e z81F0f{-^F+kFTEXQ~3sV58d<}03`S%D!AsKzHhV_EB9r_KgLx0{v88O7Ox{WpTL1v zgERi`)$QwnM~|<K*zsUQde5>JEdWcW3m6=DE|ur>c;5eZdMfVcw)@;yL^q8YNlm>1 zbc$KgijFFw6567rWW8*rK8r+hh(CD_=inxuzrc^dtL28A;Rp0Sg_d}nC@Gt5*q7^G zm(~Y*J%B2yCKz2s6z3)@7vzgQ2`$J`snr~YNNGP^=Nd%He`zTCbr(r#&e}#2Wlr=> zFbDms?$;oXXvv8P_E9r{3$fNy;US%@JTIx{i7H?Dr${0AVb@9!0CA|u7u$7G_qXk& zZO{E}lE*+qb8IXH)+G#Yd_&c)?l^-?JKPN1fGw(773aTa4IAIkTKP6LEz0<)3ia^B zJ%q9?X0{QK5X)(^QV}E9<KU{+Eq&4#wg@;X$kd7q;0`J@un^nl?_xaiQuX@BTP|TL z7sM62&1p7q;>Bbqng~aV{jW=vKt>3YVn*9?SnFjo<fJ&Ni&%!{l;Sk$?1f->^%_0( zTde{RWp}etf&<L$yxw*gQv8DMnV!Kn<G>f>;S_fZ|3bV#n;F${6o(QblprB@(_GAe zB){S%*Wp5~(~SF<Ps2zy&rg_7*Z|1C-28cx7W&ge_up(NCRR3kn>f0#-J!ce1R5hw zHY)t6?N6Uw0F(naI`+Li<b>vl@o%Z6J{U1nf37g-urPnIRkT-~O8$*FQQ~Eh5z1+a zDRk&!UXHz*WY<@XU}r0{8S)dx{!DYmdHLx#V0=21Sw&x`4gs3!MmK6G0<!8HYeN`O zgD6TKYmluaWIBel!$lMpSSp|PVi@nMVXVZ42#~Ad)UluDn0A+q3~BN-6CeQ?+uWg4 zEzCMnAdR6Ey6NXph@rY*eb)TRH8F7T+a$C|PmDN3w?mj1C>xn2C%@f6ZkC3pm>3*h z&Jy-HY8k&a#wV#x^9w-rNJfVPj?YC0Q++|k(+|m(a>9}%e0%N}d{XKVMvt#%<JcNA z%}+P9biWxB9Ce%#e3|G%zGPXThyL;PuS=nAZ@TO{+2)?!1^Hk2@!D0IGC5qpPcre$ zlD6mGq%eB)+!3|M5~cFGLkv{r|DL3JRSs!Ro7necr#UwCQmL@%63wsxbD71Y8k-Ip zk#x7#f|fH79D%pzUEt-sM;luXcq2Vxp{k`v&p1?``tz9~K9PE{vN9<+zb;ihbzJ!$ z@C<Y%5$R>n0>q~(A;)_At_>K%hy`_ZGZF1dc#h4pT1A|&4CBvuN`vU`>>STK9{y!G zJsP!>)o#3o+;I2Zf1dH*<S6g}5&DZLZa&u~1ibh?sE}pVa}j~t9g)U^Q@<)ShdZ_R zws>FoiTK}~`PKWbu@=~7K3|&eE-bfd_dh+npHe|2rWVh^Z}Ep|<Ce$rr5@`Tp7{`D z_b#^l^eKhsBexbuV?4Nx(avQO@^Ae*(t?|j{KtnNHCJA$qmQfYukJ4alH$cLcur4o z#@=I)5T%9fht1Z9%l1CMe((#pT{z5t=DAjX$mwF_V%_gyb6CYYb@4smNOtb@_p3Z> zEO_yHq_UBb#qX8JsrT@4=z3W0pMH$Of3@>!0Vo0wd@2z9ucH4O488xepJDv&($;_4 zG(ikhlRsN)zeo~Fc6Vh7IQox@b6gmA_L~u5s`I$t^ua)p>8Nudw#l<bLd}45Ot-h? zy}kFB^Mq&rPpQ-0CNl0y&DmiUAn>BE(5c4*S?*J}ilGRo=IvG?|4t{~%&g|B1EuX$ z=ttAmu@(`=RdbHDZvO_e3RjKhF-LyWVH#_|L3y9cd~ojz_Zjbn!%*{&*P|<MpRp9P zU7xiGejgN|3R7ODg4=#-l~^;40UiLxHkX%Q#Jh=0h{Nmlame^%49vQIRrt_ZOpDup z^M-(%E+Ch!6wCde{<j2}_hDjnig&i!1%a}LD$Q#az~b^GG7`Z0ox-d*)1@T)UQ@r? zy74C3)6F*Ap`{w_&BtuKw>ieZ)9GFrr;h#2i_O-Ly;o$Us&obQ=vgbz;k~2y8_-O? z&NGA=eoT$=%J28=z36oI-(?JZ{xb6nX%;`g-46viI%@JS`F`)9J8gsSvlI0{R?i-Y zJ5D4D)<n8n93Q6DTbo+ugp%s_v~CS#*&tgXbRVldh+ps}gTS3~IH98$&|hllv$<Vu zhJ<CK4wnCxXO|3v1mqEs<>x$a$LHj`ol(8Il0MCm<)m86&&o#HDJ93BGY#MTghgsN z%wp1qW5zpP4RUtKF&X|j<pwGCSjm-_7G@B*I9RL>;Zipl7WhSXmo02;%rhpQ6ADwK zPPH>c(6ZD7KSWg0Xh6@ECw#Zi0DGS>YGA~IUc-s(NS8hyJ7(v=z_nhfE}>AP@G5Rc zP>Q&j{V(6RCe0vZEM*TPKOVfH$TJIKkjZy#hhr`DO_9T~3^HBb8+Xk@Yl3yk+ZB!! zLKKVFr;b!7r*p+}wf<>`cCB*8iUgJCzP!r>m1KFBve>KN>Pp3y0v6{DM{DK&Zd>zp z6Ru*FynoU*jLEXLNTaA>N--duk&CxZo8=3m!c8+UE3T=so1OcNOOC0E6u$N!w3A8Y zNwuK63n5g45x6{vV=~AFZ2*7GBfK`t1}>;1Y**aAEjvUmHfRuC=1tr-0f0D-WuIsi zn+FS<$>o)fA~0+k=*M=y6Mhy_MxR-!A%*3J1>Wbo{=ti$Ns&wWga>VJgEJiV_ZOx~ z{{o8@D}YGZJP~uBUo<=*$Gyr3z)?Y7JD_tL+<+iAWSSQ$rjASErvHlNMjr6p?xP<+ z)dJMUJ@Uqqsa8ihvvMT%Z3F9$YI=T9YK)vxq);8LPC+buSlF6?y`U>F!Xpay5D9+| zuDT;=zKuG>BbtjimG2yK9nq380bwv{?pR6SL04^&irT966C-3n5u$m+B0cPoL@U*Z zFq2{w2az$T;Lzx7#Uf>y@N(Zui~exYAPep`jG1f{9C)PUzRL+&iDFLsJOX9|jFBVW zIagR{?4NF*OOfsWjJV{_4m61on5ViC1M9WErR6k`6$ox~$&_9M!`grL>^gH|oYJ(d z;hU>aj^{!r$xE1<^b`Vm;;V}9*^W3sR?!wJn&Roo=l3&&jYWhcS8yshhu<iAX*uwX z(WS9YW(hLBu%x|qhJ%>B6h+>~!gn6*15P^0-X@p0qC%SHZRCM)68q6;qj&$jhtPN- zJa1`jDK#l;+63Uo44i1b3iWf|xlsFtlRc>JFnE-(=D<|Ny7HXqrye%7@<f*|xTV!$ zj@l*9(|k%o=CI~=b*la1ZP?53W#a`M`=@;GK?V#(>G*ZST0wr+n%Co_h~Y<`NZ`aw z0Z4Xf^>wo#aBp>H>nJV6v75DF@jFEr<`8R|-PFkMh&x)V_<*x?zmK&wVV5(_{<n+Z z43&5;;p=lAL$6(ukH<gGTQ>tqLu90N99o@wzitBWEob^(=Y)piAYe-9N(Rlb9ZXO| zz*;(_5V*XSj5k^M*m^1ts6Ii;_`~~HeV)}xzy{An16z9}EI!uk<Fn^HNAuE#H!yGj z_8rm#UXED<!1sRW7CulWw?YqN30vEKPW3`t7amn2iKoPO!_(K}`EiFIzZ2d@&E0xF zDtA9A|FgEXhKf!2?;(<VR+<V1)d~c>J{CztlCDtk;T`U5VP_b39j06aP9*d`_e;<N zgD1iape_aLS1VK;GLgqi@8^(-B#eUO-HR6M7wxTSveKmeC(cPQPB%U>$ezk4SbJS= zB7h5Q?}r}~?ic?5MvIDp?H84=<nDe4DKb`Gj(I=s6bc-_96|Lwd9td^ofg!8OyAx@ z0>9MA$e7a@)n!YsE0&y@S=-a~Ef$_h1R^#YYX9t)V!O*Zy*A1n*K=1Qx)9S^H#@!2 zklZ=-zWmGixXre&e|KCHG$z{Wwg2!Fd1ie$6F@fcwVHl+eQ2wkwK{99_daI~cqKR| zXlbz)x^umFUz_nrPp9El9uw2fiW(`SnYv2R_4`AXLo9s2SPEdtc;%chltHFw(Q<DF zes|7!{-Z5)G5M1oZnK%S`-nFGffF#2`BZv;*ylE3UEf{0c)aDd6ui9+)nW27!t?$b z1Cf5Cv^!@#pDp#iwi`dVS;g<Pd~M*6ZGJt$_?W*<dSb@QHLlVEgsJ_Ca}{Kr`8p(; zvB`~<rtTwr`?#p5uUJXIX-M$<4IQvXO`I<a!2CTjfS-&tRAeV~(VDR)q(q5NASC2x zZJwNpo%5Fg3p#nZA#sRadrokdn$o^y8jvF{haM{UTRinAFB(*$HX(6nnAZBm0G(P@ z;_kI5n?oWQdWxi33~YLxlK5$H$=RKREH7UR3-yslJj6K?Z3hzopp2J@?{Wa`p>j*i z!`CU~CooB+>umFomgPv|z>Y>W<COjJQC3&))V-Xkb?lz1(U^W?0a8>O#K%hThN5Pe zwxp@Zv<4dy`9K(r@b0u-^fc%S4Y&c<-y7Vym_{c3QE_7Fls_}kkRl1G_I#^@tjl&p zK;*ydV1~BOkz1_BO*p@8H}{tLfRon%L|?N3ZbE*S8VtcnhXlbD1~I;8R2amFf=gGg z&$7*1cBOJ5ypomB$7VWZjS_}nv@-X2@x;QSJy`eI&&J(l$qj%m4)Q4Z&({;-dfn_L zUzM@rDbKwe(>umttS!6e_YgE3ado@K`IHhza;<Gx)oPLGW1eTTb5m+_z4Mb3FMqfh zXd&zAze771FQq3cd)*Q74(m%@nZ}LXpETp>;dyw}I<o)5f3$r&G1XqD88*|TNQlz0 zhsH>}Cj?Dw9QbMBxp-=ufFz+!oLKekczmGB*`Y3f;7{e@R-*z|(r92?%u0Ecc$Jt| za|ILTVHtoy6T^V(Q~_oX-zXGk$egHHkSXV6(6C4@DMgl8fa<dPa!wRZP3of7zkrOY zI5WiWBcj7{2Ms`5aq53h5HeDi2Bm-ITiYKEHl#>qNUgGHf{G%JydegpF${M$+Mvir zo-M6FcI9$}G|7qo_D75?fe{J9oQ$~1orjG#M^TaBhmQ$n{xWQn;x0}7D$OBBwWqu3 zxDONSPaV!G$M1G?fOe<Xxq;R!h^Nk9XU>YflobC>zF5Z|tyqpfVo)uise|r0vCvK; zm2na?j(uK_Q!6Nx@1hN621%L_-0m>m<njD(a;eX=T<KrdlMvaf1FKrx&np98x%9&< z%I;OUWqDWtgSJ@I?osgCg_Ck@ymMximi&bK&9QvJN>DgETgY-|2^pak9VD6-KSx$O zT`~W79}ZbwqYghtOiiA)F?whq?OnE4g9Sy7@r*Qx$f*zf@UgVD73l3`;bvyG`#is3 z1R1C=XU*peUJiEL4yi8Qr|c~62>x9N`@cDQo!?B9I(C204>p4a9P{RQ<$9SN94WPn zT*_z%zP?>}53jWOc2I<QZ#T30L!M{%#pbjbU2ireYHOTaT71KXN5?9gZ<VZDbGlAS zPW*7!8^mPQ3Guh9X93+gmX)ozT0W$a+ZS&qfqcw<2$#Lx4=}vnoc`6Q*>kFx-FJJP zeR!c>B_(|4fee(wzH50e5Ftm&F6@4jM+u1GT*m7xXM=aM;@R!~-y{g-yI^LT2^J8D zLAu%Nx#9deq%fU(@_*zh4`Ez*c=-PQJ{u|-mbkOIj}O7X@cQHbD*5_6h93-M;_D0a z+ASsW4;+@S4Ek}R2C-*$ex}Hkg<R3Y**M~A^MAvpvOX`@U`cS+@wy1!UHWnTEb?Bf zEs`$beQ%l24{2=kAKt^K!4f&&9Ym^isW@gxvd-EC^zR*frc~aJE-%!h+xw5L^C9ZT z7m@ovrD^B4@89Gd1b9@k*))`W%>0ADfAbL*@nahEU}LA44$4HPPo$c<R?6WasCDk~ zf3E*{H+}~?f1J9&m`_4#e7L=cI|Q-MHD*}Mo{C#*|D={*ZC-nRo79>1{o*<2{KpL0 z`<yK<Q;PXihVVtx%lknyZNj9}YM<kB3Xy($UGtng|65J(X<Y1A*?oo?H|W)khWQwP zcl_uoqd=K-zTeZIVF=kL)lKxi-Cf`7cQFZhYrEb?rwN*+2c4XKPH@{QM0NRsP7=5u zQ}A@K)VmIHjj}ltI_+}aY;0Js;~~Ng8<})X{*=@(w5nIDb^cQa(W*GDNkz7dJRO^( zSt+gtAz7RM^OSz#FR0;>1{{+Jj~ZZ3;#}0?GzC%KLl?v8u(0f!#$S9%e>#b~h;Nm9 zZ}E+Ey7ml4)Q7*0VhLcN5+OWaaw7S)f*@}m@przNpINV1c>Z@3J3eU5`B^QdIhV55 zT>eVfDUze}T+g=mABuNs9W0qjUU0Uk&~RTKONaFJEptmp)j`oIIt$XGuxYwtuvpOX z3IRysE?C7&JDe0ebh3ZAV>m*Q;Q+^~{;+S{w2iuga*Kp%VDdqq@m^eer2xo>4zXC% z6GsXbxKsYMi^&8)X`Jl&65sL7n3xU^H<<iOLPBI9zVc?%1*DomqRH2TN($xk{FvEt z=t|_#U}B}&a|~>DLu)a5xaFv$UiAzKiqDQO1=}^S<Z?Ok+QF|QHs)7*ucyJodi!O~ zOef}vP0Ndk<4zg4!7n5gxeRyEKTItTPst<C=BW>;+wwH8VX8nVX5ky<m@a}P^idRs zZicXy$>_RH&Eemz*~^hC6c(kEwqKw^u#%&Sg?$~Xc%X(vyW%rzNq8RgMj;5xFpCdV zCn*(n8eycNenAMkDsr+GhOKup(;R782eK&JNX;Y+Y%w1@KcAI=OCpvJ|0SHkH+1}l zY*SU69yKUMlL?+#<a9eDn>(}vt!hmdWEda#Ak&Uk*y?qyx)79TflnQ+zok>a>YY$a z1SN%vu*z6rhRWuQO4h75i!?v7v(LW*t`*oO`Dy!G<PXTatI+DM27fhq0DzX}VQJ^{ z**B=Rzx7=6-RhO9!~;}SiArGcea1~OeBdc6*pY#|)Z+E#mMFTG-!uQnAiG9W)DHrJ zQgcfkXn}W;VM%?H(K!FF1z5C~;a44(M>3&9vhmWhPuxYC`GN&dOg~A3a}#P?#HNo_ zBttPK<0Z5M(d-()f0h{^u}LY3?dq){6MnEw$l>D`*-|=b{Tk%ND&O?VxxcX3DhZ86 zE^6NZfzNI%JGBrM_3~v}r}IABXp-43WKTf`J=+DqbqmJ7x)+SKybX^v{|CjHREGVt z?lxN6zPa;<VO}|RG*nq+i(s)|2J^O6*B(B$Urz4i66L?bSEy3~seo4#Uvi$xH|kEj zJhQ1872b~|N$(Zg735OOuT(i`E{T`CAc8_g2OSYF4_wh&J$^xf4;gL$*Y{y}qM0>2 zL$G`49H;iGEQNu#)=BFP%Q~0ezrRJr?#}%uWD&#{T9ECB)=u94Mu(p84CzW1o(GBT zY~MgrY9c)l(IG?~@<4Ghia`s3eDm|HtxMJ*kV(GV6m4Dq#pT%S*ws9$S2!kwrDP0) z72SUd_B#(8g3Afq@v%N;o?&ebPn}-r6;#Fmx`(HtOq@ju#mflcW(f4ZruRQT*FHRz z&K=|(E)iCLeRt?sa+)C%nZ4{`im|#s&sk>U;^yjXqqT_D74B^Cb~_K5+N}>b{(QK4 zk)R|vg!Brk)yKod&3t;<`gs2@L?d$j9kSR#AsII4bF~O$wil6QyP^HqA33IS7a;xM zoq2fUPz9>t@7pr`Fn-J*&iyS{PNW>q^JfL1VV;trKzs0Um)^bgJfe-Rzn&n5Is5Ut zvGgA%M8Y3%+1Hzr!@VFQ4HE6)Jqf=7#sl9jk5$%v?#O!26=5<n1TQLQAOpWs*V(4C z|3iR%EB{=@`Er{n5OfEzlBi6#X+MoIq9~~4@-MDttq8!Y$ZEm4*xei$b-(O8ufH?a z2Mi{ne&k~WoPRU!u>Cll8@ZXWkL6yPyBYy0mAJZD930(hJDuJC>hC{kw@dq`3?wqT z*=-L9e2%zS4^$t8&;gE&`m&9d!22wO`-hjJ>8~u>wfbL?lI-Cd<A1T8rcoCdSX3K6 zz);2}FZJK~8+TnztCzaH@3I(x`7lh(hBfLpRz%!yAs<gK*Zg1SnqD7<AZymXR!(5J z@VtEW>_JI!_%E|(F4-n=3IuY4owIstu=!~Exb5tOKFZWOhX6Gf++H%m65wQm-aI88 zm={M<uUe3H$x|u4j4`Gr4r&x5Y?mF0JNp_3k~3bVr!ajKrfpxAmwsHMTC4V$g&nNo zI8>ec;@BYl*QD44buKdnF<hXV%|}^0L_2LpIjK)!p0ana(9bsZ*wbMqS9airJPMU+ zX88c$7Pj2U^l-03LqAjul5B=NUa|1$ju%;}o;iCLhU|LiXRUV>x;$ccja${?Hm_9i zq?MLLVQb#pGyW~*A^i|3kewLMXB_YZmByH!1;zICMa@1tO^Q3(fz~He8+#CA)KzXD zR7eEZH?SX&L)^}$);?y$js^HF2Mho7B}muajTlpBpZH<Sb=wD~P{3i1XVfCf(`iW9 zy3%!>^K=-4ykwSeq$42lzH1JnW@!HRGbDuhbpR@brmWY-9&LCLmI8U;J5JO1;6G03 zog^Zh36oaq2}naZUqhmvVblO3Ux_OyLPUqk;<EHrXtG|O%t%PUQuT0+xNb&SO8Cz| zoUu&IwFPAS!~Cnb;9dM3tz(B-4hdizAtqyGY!)^uxQ2q}F#VhAW6DpREInAA`FYZ^ zNK+=E4JdhdCa_D)CA*$Rn0Ik)@@{{^3w<<${0F@02;cRZwf<HO<W|JK0zjO>AX$9C zKTRAMpnpYAVot?Eg#lS=7b*wl_Z2ochye-t_xP%U2;Jb#tfOnbI3vRev4#t5*91VV zRJs(oJp+&nE!}|EA%(Eq4nO(|#Sm<Y5A8ziMx4rs=tmqm`ps(CwIB>;iM~(49<bLj z<hFE!>LZ*gDVcw4lvAaIxl9-1Z$e1t6m-^V{!DU|3zFri+3Z3-h-yF?aI=oy!UR&x zur>ey9L-vil68^dB_<t&Q=+?2l9=(sdd(oz68W^Mw5z*sGWR6QjjpE;foGrlZ{qC_ zx*9i3Q%hj^m71q)Q0OorJCG421IU48vFzcglI*Z%Y<w(8+lkF@Lx%C~{G#+E+oPc} zhr-vD;0*l@qCWqn-j@W&)xOV#5Gi8~k>$vH)~-(l6eYb)93ZD+QK_9dlw29>h`5e5 z+Z={e(iM?9>|1RU_$WZdTDPq!%&xen&fqSrrG;?7wO77XkHmJlTLo*Rq9X^CVEnc{ z6Bzh>^n2tku5s3hRnO@m`4*>MS7zL*x5@McBr*STmFMT&Y5r`RaSDG~-@Z=r$JYJF zB+Bc2%ee{)C3~Z(9pt!y*B7uxl{_F~0kQo&N0apnev~_t@_E~U;RMJg;XwHArvuw4 z+$ygND6Cs<+{C5o&s!za3go4e63!1%((PnZ`8p@}#lEdQKEscR2Z@Y#2VMp@clsCA zaj_73^{ypc3BpuSElT^}|J$bHnTl@r-uXQ@_T<)k0tXc&C^u|0gYUlG=IQ)c&kDg5 z44?25z#@)<L!G}-j30+C0v@^noA+()8!p3W7@dXneb06;J2HW{GJ%)rhdTy>>HnE) zP$u%+N>84wdAQ=bda1uT6~hOKs>=@(OUbpm;cj_SNR=9)6<cf-?LtuR=OfbRO0`;8 zvVcS9*Q-S`;FOmNS#DMeP<}Cbmrt*fH&!$KY?Hh7&^E#EkgVr>ZT`tB9o*&(M0;o} z{(Ph0h?&LpcmG@-CCD$rCKt_bzKsW-;?L+~Ci{W0bLY#U(K|7~_-W*<;CV>tC4sfz zp~KKR&!r#7VXfEwexL~4=l@XfexcF>uI+EQ->~X+TU;}Gi1>i4dbn683*UxZ%vR~p zs2=j=wwDlu^Oc+kigF|*Tg}v1_L{F|EIxI+{BIf`GY<i7m5crxGX?~-D<lu3yu$50 zE$f7~8g0(H?be4{fQv`43MoIowj(Du#Cs1aXw_?Og#1Gh?$2Ki!Ts)6;fKAqPZ@b_ zgM(DGVj6WzAZ0|rw(njS%>=KK&42(omVpN}vw`2=<#SH}OuYkF9f(@bJ~W!O;nY%; z7fakb-UWtL@oP$H*ZkL!sKQeXqVSRKGvqGPaV=$fMJ?RCk*G_UjSIK(aQU=X`70NZ zqYgJ>z3nfF{~9JtGor%Ctw!C_NM<~=W%u_G!d+W1>9SA%M0qR+Q#poMG<%&hHEU6m zKt$KfwS%(u@|4PyD5Y&>zy*APQaFBqANHs5)}4wj=2+$BVbTh&&l-;2!Wtub7-bHB zMX})`e#t`6+|KB~fZx(o(~wwjx)ib?0v|iwDGmFtp9C>}?l4jG3rb?(pxHt3hBjO2 zKI=jQ;uQe;tggA)OJ68jDC?0it?3{1qykm;*X_Tx3d71`@DKb-tOq~vsxU9Ddg$-L z{bCo7H`k~`<tQw5_x^4=|9qwXuQrG9g4V~{G=CoU4P7D9fK1C#jA$B5i!W2Eb41UT z7y|!qquTMq@P^OcGo^TBp=yH57cI$QHKtARB!3AbFTrqd)+;BSMGK&F0Xtep<zxc@ zGh`(o#Q*{bzf6^;dk7trbV&Sgmi>up7xWUei>QlQ+qo8!CX3Vbk4xvYT`TvuEH-X3 zF~U9}9OS2-#yX_uBW2KZL+F<h7nN0y9!7_Jt!{{C)K_Y0buK@0$eWJ;hFIoLHV?cc zarmBh18-8%b1%uzUlA3?X-H0oeAawybLwl4>M<=8s3uC@vT8A=elB_*Uzh)uBy3l$ z61A9jLI)8GnvE^Oj|9HLpww*<df`mU^Mp0B)~sfB&RCNefB6qu;9FSXGh!6)xx`_R z34*L6E}EMVtR?a|TZ91PAAW?>)TVLX8BEVg1O1JnQnuxuoKX*LChp*w`%ryi1F;ew z2jn(Ee2XNRQ1R`;cw3d|7L7vj(D^<Zq?k{XIAuqWvDSX$!edz3Yd)VjL*!{ly0*sZ zU<Kdt=86MnX$7B~oSr<2!?OPJ+p^I2#E}M&Bxe4FIIXKX3H9Yj=KfQ7#ga&>W&aiJ z5<s>oH;tdquV>z=eyyd^ptekxl$HSCMvbP33-3+@V3QAyDy6kYOHTfYyt4?1q9~n| zi?Z9e<!4ZWXuuQVowNA`j=7YQspEN^c?*JaoVsW3dXvV+sDOCCc$J!RWo32AWn$Uo z%2GjRPRqHOnfY07fx;hXIRjg6FSih7BM5=LRD{`XiYBS!E*^n&dL%)%=c-l2^`ehz z-nh^6qxT_BS+S#z(GUVVU=Ur~zJ4@599*RvYIYv+92mTvE9-k!Ij3ldi>HVNg@qx` zA%zg8Ne|K<-I;ndN=W(Rb&``K3QLOp^^+pS68i+p8i%HIq!=ceU6oR$u~_+@%fE51 zC2~l7k<fWB+}%YTLA_qh74WopVR6xWZ)9KB3CiBW-+Ju3{aw__Bv<c!^7-Q~jaBd> zLs6yeHh5P$2c;AsJ#14O7qH;4m-$rC_gb6q<78rM(`z)-t_@Kvq5H>Sg5bxq^~Pmb zg8#F<9|kcRQR`H9+bmpcWH@A_(S=6y%Tj{OOrP1|Rf>W=R)nd}8fU<8O5J19q0m!u z9!BA|7dz>QcP7;9gz@_|Pyf@DrEb7Bq*LT=J>~KAY@<DxGhO9B^c<$^J2eLO?|otQ z@qXAdGl;#Qj?dSD#WX5hL=dgS0k9uIVT)TxCE=Zj>+2ZUDNT^=M~Qzt7(a}!^|k&d znjAXY+7$Uq<NC+@Y<!|^^R)+D;5E;MG1BMB32`XogZJddBjgf6U87&!43ZD~OP4)k zdGPCetN8@FKhFIU0Ce(q=NLcizB>i1<twnJvOtMS=6Id+de3YIKAp5fa-0XN>({xS z&(F_@gdZdOuh*Pk{*gQo=L)$*m0bQPAm}x!Ni!>Eo+SUHTKZYhEo6X<XsyrRJ)ipJ zLI5HxeT-xcc&mf(H)oHh0)l~K>GS}iB^5#NNcG1R$a%xd&GNy#uA`u&1ndX-RWtK8 zK4{5aBdxc*J@Ipc>$C;@DL`Q%HPQKoem+x;KYY}@wD*7Ct^&~IJvixBUD92$gJ9u4 zd1(`9G1#{hvLjOr=)s)wqa#sLATIZqp6tEKKP(^>b1i0T*lU2-qnFX)p%m3fhPDIB z4GfFe%qHIB{A8b9gk&?KbQp0UJK))d2nTWxP0;>Mg3j_3%jMUEAVT%S&r*YWpNJ9J zE1IG7bh*FEMQX}PyVj%Bj$%lf=T<9w8xf(;l#`3s58KWlU*u_y)leT)1^yf&9EX+~ zu~jtnkJ?1AFfdA)I{Z{(n3Uy+lu#AmFS6HxKri=fVBuo0tu5|kum>2$s2VX8*<%vJ z8pf#ZB~T`yU>M`17$lUYI1bG+=(jt9V~CXuVqZUV(-lwr`I365`X!89<d-ju?U3Be zt-xMnn)5m)g6_+CQ<&DTl_s=-+*^pazD5^`ladnajZ?ta&GqHLv+vMpm8~*X?pcVM zoe|E^O>-bjDu@#CleD<K);JEmL|)OpRnBlJBO%&6IC(djO!uxy?9-+wVjGZ%Yugu= zkw69ChOEXvCsBiJ_Z%5$cwGjC`e$z&fez)|^Pg2vu=?Vur@vk73J$<Wm^ee-w2Oo{ zxkREBp1~)u$^*CNyNRwSkrrVucQh(>4V2$vS&>FsU*qGtr>z5WFL!yPEo<~o0$Kf5 zElsth>qGXxG?Q4EKS4Ow5O4l?$P0;`lGf)JH7?<tPCDdsucFV8^+F(uZ^~V{Bb>PC za;GkWRSCKgB0!;OY}8zwS_>GBF<pbR2BmgewAzlzG1sxK;;bsEf;7Tf=lZF@wWvmr z<v?0MAJtMFub<C?KAoFZ^a)qA-gmnzw!EUx?HP=Ltqsb3&XF-KJLe2|d@a8k&_zm$ z%7a)s=@S3caPigM1xK<_!1G9R=a%MLYpTEk=(nHto)!&~>+Z@e6t)RYQT0tB>dUOw zfcNdGVWSI4ad|W)X|Q?$FDE3qX_EDQ??E8`$BsGc({moe%Z8ClaDWQwx+tQ>I4Z!0 zg^|k!ot)#ZE;$rE$s^Q$BLk!U@2{-!n_g@&*b?z>p>a9Z1~UR~KZ-`L#jAgGrrf6- z$8jJj)Dnn8dsuO;8Hrg$6N^Vn$ArU}6Kkgfn(3PiWceDTX{~V8<~=eJX^EB$M{y$X z;`5f99p5m74=atk&PV}qS65WD%3iw~h}#H*x)bnLEHPghzt*D3zOLmxe6b}Be}CO! z0DKS!Z23qaZo>t%7yOpHKe|<`Z}B4nDRENO&&MT@^3s*!s3TIm{jE>n(ya5%yU%yz zQ2B9+z4e^)k#Uh%KpnVfx%P2v@Ac5VaR6DY`)<}h4|k)PAkS=Fy76+y^YQ1uB9oWn zWx!e^6%VE>oeOAs_**G(&i9z4vf;b;xO18mo~M1<iRs%;5w_gmc{Aw$!n)CTOeS(W z@)oJW#Nq`|RN`b^X-tZ1q}jpSRf~xv7`WK%eZdRZ#@oD#_X2p&=WO1xeq6Kumv>U% zecsh9+!pxp&eL}lNA~&;;p}7c$ITQZ%CymP$L!S^2Vxq76v>T)IE>5AZI}fX?aA=$ zZnlyeA!5G=)tyzKvG3U~tJ2)--q5&ww{|^Tjunl5Tx5mNHt+R+FCGT(zB#qCgPN)_ z-B>D8%F~bq+qqR+8$llT=O2sCr#Z$3wF#|uanIr0?Gz=Mn;oY2mq`i!2i4Y4-T-j< z$mR#g_;Icu!bt@7oq@g9yL(oJe9hFX`LOv~rP*3Z3xmNOL70|BzTx=-eGUFM&sWEl z-48Px{zsBH@OO<`n6ThB2Ll$(IWQS--|d;dd%3_^y5U;*4Zt?O!N@*7fw}&^@A0lX z-*29)*m<$|Zzfkap%~7ik=E~#22}C#P1U!2Bg51wBtq{QbXPKnnm3XOPV^2pEQs8O zgW3w+O0$#@9aXkxas;2P(W(OnPHetdQuR2(EVWTZ5>`x{Bi0ZXfr8+VT){lPcyxp5 z4mS~_0Z+p<4W$TXD^1C8P=nI3RQ|p1-Po~1slB4qXBtD*bi!g?L^r|fA1IbeexF7X zF9vVuj@|v>q=&C0&55Zi_#-HaO)iVY25b`y5=vkQZ{tD%vXrHFHXm?OXx}VS%cD;4 zx4$lLR}I{$4o}{TV=zKSgw?LJvw1Buhw&PgU!!zYVzTrVlUO!NVrU~epE+|9MAyqJ zT-&%(?&4q~q;KyFtBmpHe2ZMuDb5?!_7D&yAeNsm)Fn1?!zdK6c4)G4Z*`ul)nVYy zos^U>Vc72V_7Az?CRTg&*Qt!c%mQ^e7Ef2-6a?C*c|)M{XkBM)zM*xo1CkiWek$VT zFqJmd<f4-#5Mzjm&OyPN=%kHufW|!pOxos9VH$o*EVWei5HEtJ>Cn_Ut@knC3cr%J ze{}|wz+(GA6$34Gk<jEb49L`!yn`)|^#AaJxe$RAOQm|%@{~Gl{UnaSVi0vQX|iw_ z0Ja<{mJ(RLicj2L6|E1;>kAEL#vg`|0G|nS>Y`xUaEw=Suv>PNiA<uiU5M@Ci&S!N zJL&%Fiq*Pm-Jk?3<rghkYU;V5bMHNkQfI)?Yqr(__I%p%^1G{R<SB#o@_G`9bscpM za(~w#<HI!N-G|%|OClCCd>V-mOo&1CiFRLeVQL+0+ILKaBZ5f|HJuGrfFT#h6sxZC z4~50h1Tg1}*dYIsM{J&Jpaxu0S@=&wvQiVtWrnUy_OH-j$Y;tAc$>l|LYh;5!DlL^ zlb>sbDh4H{UHVn=#>tJ2C$X!ryO~o5wU$wmS@4IQF%y#hAza(EI!%SX*{OW0W?6Y{ z!V`KUSQ0`XaL<PXGWkF0yVI(iExXfCztEAXhMQ!j=pbI7prOr`wi$}Ip~>^lxsp&w zCXJxl49jH`m8uX6;sfb@@`>%0rxcYG6JT7@{p7pEFe^C6_!%KGxAZv~Of(ymVx9~! zJ$0gFmZwh~M755qLl1%!vi8Fxn4?K0nL5e05=eRXFRceY749*#hc9Q-WkNZ|*F%uB zkj?(QyqpKxvMwK%QV;(R!4^cynTJ#?TQzyrWJ{n5vtgHeN+~L$t0}<-$M6B1^cNGd z&PU^dk9M9uaJm2nF)c-pRZJ@v9bE@glX8Fesu9mh*Zp{&$XoK^>k*1mN8)GnAZy_> z*Mj$<ev&L>oA`E@d!>(>f2B|Jer+>9F6K!;8px(~U41*>s*L@X4xQJ)GP7+8Uix|A z+fKhX-q#y<{V@FhU?bYak@I8t-PS~%c#1@$lj-w9dgb+ozI1O`^skNrG}aNSPZ)s$ z=MbBGy8p|)|MPqS{ADY|Q_nZ!6Q9~NTXBy5UpRE5IS>~YH=@0Nf~EWPKhw}~9}(WJ z*$>)TyM=p)0^Lbg#L*3TLq$!DFYo}LZ5a)<J;cyscaNq2rr*Gad$fTFg!dzuKPUxv zd#n&t|MKUzJF8}fuh}={w6W}ZIip_S(8I>wSHmT!%l);Bth}797JFdm)9k_HV`Zng zF~pK7`)!-RbvLEH=W0y5uEkH}^@N9vzj5y=|9g*%@382WBeVZGT+?KXQ8G!Fv+`ZH zv^=Ywq9cSHo)s_E#sK(alXke*TRD~QcW^)4Ahtu~2AM)Gmy9267fgVD*EiVAW=<ku znw&efiI^rPp{<+j-O0)SDrm?d<dhGqP<gYC(|PXI$u!7BXr9)ZmiU)YYVe&vA(!jx zD*%sRID)I0MPAR=YfV96Jk!Q5xwNI!ixM+w(TNVgp-NL+F=z`pY4ez9Cc0G2hEXBJ zsEO6_l=Nc(uomzS@734Oe5T6CGn-6GQ?<(IYLrP~CjBv!z!G>4`gA0bzu*t~@aRjZ zPMC8c`i`1#J2glg$Fl=!k`4!;{ZD-}^0#=2q4Wo|gmL?|-q{G|R{!N`{}GHeIqpYp zdR03B4v6nOlPRs$cg3-pJrP~7e;kADTkYTmH?2P=9lyJ!;%CpSX756fa#^=xJOU6V zc%_ie!JG{ViJ}PSsc35CFL?nVC<HMeh*LVhnE}c$D^Wpi$~D<SD?=A?HoL((TJvYq zUXv(kXqLiRR~>s9-Qv$;TECbWTce<?5(}CJ(=iKty__bM8dF($7${}~Nu_AJ;_{!b zm};SO%fAhmIkQNtP|_o=9dOqY6p8u@TI<L}(+u`-(D4{xk2Px1;u*8CAqkm;*BS$Q z`eXuHUpiU1Myg{KOY6CLQQDlyxFBlnZ^%Pc7eY0IG?c9b>J(K<vO3>+xb*1Um9a;; z!&{>TOi12Q-ILsKL$gAnhO!r}$}7-IJD7CRj#`s$|G{aRiPN)uZOgW6rNKiwtX$L$ zBO^b)IiWOII=O+^=y4v_()j(|Ulk8Rg2<A|D9_ycW7H`oFs0K{3c%PVfr#-k;x0+w zl7<D^IlDl6&_TPTEmgN)YuCwdFt<~{n(cYp<je2b0U50{toXmY{N!Bcs&Ve*1_<Ou z*yg-1yCub7fl|8am=r(x;>J)Q$`ln*NwK)0Q7lo&Zfdu5H(dAp5CD*Ni?%(vFjAdP z9gtgIwpGh75D`oC!dB%W0f5O&jtL?7Hnpnqe$;IAwmZ{&v3{FcUDsg&K3#W&)UN7v z#+!;gv`<NZW=Q79GH+|wE&{r$YS9E1xd@_dL$IlqR9&=NKqpm~ZC_K#wK(jjU%vkY zYNgXOT}v!jvPOT}4c#Trm-Akr9IH1-FX#za$`8|F{_`DPFJVXn%TkP<o2uE(B!!H6 zmT*g>&?+^TkQKoFYgNAiDnrCy^?g6q)&jwr`QV!G&#Nw4sUgz|n~~eR=tL~2tSnxT zQzJmjORI7&1)~blIK32;^W@|i@sEtKCwT4s*8Jt*pqzVB(J}Lry3R!=^^`*C4Rw4* zhJM^?{1n*vy$^ixF&ntsn$YQRShmvX%rwKQJYCaWpu#d$Fun75U2fz$+?wFifpHY8 zD*tgp^Z|ra%eCCx<recbKJb?+E+T=tW%tW`|GfP)ItL>gB~PsdB2T~rsbC{yDwDAS zvW|qtMUoA4*S$1CQi%R5j@?^tPTh%fdhKgz>%Yzt$wriTHg1bB{B6v3UZ>jsD~#=C z;4)i)tw`TrgkRD^m${TGj!W(AG?xZ5-Q>Z7$M?UoK=~*+1s`O1TQ>_p;qz;fW_M!& z&)cJj+8i;H(&;yR4m=-H@9A4f`$zB5dDNiKXCmzVsN^+yG6`qvnCjl9e`DsASqbco z5`{0V+kc$5b)!F-{=FzSI?H9C0|Wt<9u)hJ>TB2r3v|kZ0+Lnoe0Z)y2JQ@MJ2LiY zanolQO*ja}n4w)x7j|^(jlHJ!w^sdZTrIyuF$_*$X_=R9%tRa5Pm#wHN+$2JL{H*m zNhQ!nA%@ffb0p$n%<)l|WRl#I=2mz7{x0yJ+J6z1U4q#A(5$9-x%zcRvMzr#!FyT@ z*S4BEW=1VzjkeOv?0$s_Y6{v_)i8%QRYG=pocV|Mb4YLY!XrbQlloyT{d6Fol{g`s zytad>bCmBalyRs}>f5i)zZ3Lw))i6QUCurCDqrH1<L!}7Elks(w9^K~()<y34Sy<% zF(NwivVE@C)E#92jV@Y$2EpI?1K1*%m2dsy2c_y-#B~!vQFivkCIIm$-{D(7;)le; zip5bwiCTjLS!}H@%c{N8w#dc0X=!(Qi|A7gTsL23I!DU?mB<W^w$O^H!Kj6vMo9K_ z+4K|aX(F#lsL9boC0<Y=`dC7BF(ogcg?M=KO<=)?Qa9I0ZaC(pGJNCI9<Mw;fE>FN z5>A+76D6l@OrlQM;N*S(Uke}^^5U3sYq=0c9!o9iz>Y~Jn8z`5rJL+fp)+qin+;DH zh!fU82y0IzaM?m7o(?F~vo}HJ4cUzJvuFQNJ0>-vt4L0RO1!&(XlTy+0{=ZioH9xk zciq`NJuwxNCCU^v<I8}FL@VxM4on*#Oqd?b#$q)0FPyo@*j`tmDz1OtQG;>?nqmR6 zbCyAxYMwrbV&ZO~!zSvPa?tN5d;dwC1;CC`&b-b7VH!_&s%Cja-iaxiYl5F6VGh5w zi>jCbM9|mC1Q=2s(;T(?QBxO8Y@@&W+!OxLwMR)oQP~)=S)JX(K!GS`=nZ9nK%V*~ zg8(AI_o6n_6#blgJ9amU!k5t5`y17bnhWR(e^x+YST#1z**H0NBjs+!De!w;a`mud z;*A>#%3hwwq6a&;I%Ue_+!IkTzGr)tG2s033>lxqZG`btqd6^}bN`{sUkA9l>T&hl zA`w~zn0e!HhEi}>t*d~2EJz&DT!(Srmjy=NR+Hh|9=ZCSOLnDT<gS~BHMbrSyX?4R z(UyXGack-vqTHS9Ig9&TIXUdw=^sLo$}VkfJ*>sqMs}%6c}FIW^&6q()Gqds<($|o z5#M!u63L>}c!r6NrHk6OI1rD4`^tYsF5`3=v2Z0S6_lG1K=ng3@zC1|YX0oYDn20N zY#o;T{Cn>)Lfh<Av*PDJU)FepP3m3+V*fiPBV2rRuXKjjW}G*H*Z?(NlZDqJMePo} zO&|Z-A4md#FCXVT0rxWJhihS&{cka>SposiYY6e5W`955kR4wS9nS+*1mBx#|9kDp z>*uCW*yFNwU)RIHY=hBO%WlZ|t>gkRk#qg`wC(Raq|QPB6s(|Kzh-w}##%3mKe^nE z^QQmh!f{#;9qkCA-*?B&PS1lPvXMU>E`pRH%VL;4V8e^&E3%I(ufCf+vX4h#?ewee z)o)titN#{jLc&Jp0-bNp{&e6ch@Y;s`fThipC&y~PW0S#{*k=v+V#;DVV6Q*n%8@Y z*GHL|dDIi`wQ1?wUIhwfW8EfrV9s8=J*yBGKr%~75L)KMbS73wzU`Tn<QKQn$E<th zX%&MA2iJPP`_0@F*q5!IeF2=$lm$??fT*JeH&9?6si#CB7D6O?k|mhA@ud7gX|bqT z7FKB9Ga~LL;RER;<+)}HPbmCaM9g>`>K$q@@Yu%_InuQE+4t?XW~ty~lJ;$dxxkR` zyPMfY3)lw`R+#0v3mN1~b(O`xetK1fr?9R(t_g~}gr*s+;#3U2V3_J!D;vQ#(3V6? z`IBpjlNzdJq3>cm-$4U}Lb96DrCi4B7<Ds`O+38V`6kan#D+pqlB#FVT*{Sb{%aiV zyoT3ZQ&jS_3zIUz+#G;K86~L^shJ6_!@mcIBbob06OVDQ4U<SyT)u;Jx#4T5mP=F2 zNpzw8tRGx*WZtcoV)oA{0*SVJL_!>Zw!FC+9nnA<5iVd!>I;_(dJxd0$hovUjLmh1 z`wbdSHW7}^;4BDph)`zuPHJMm16U<mZbC_k#MT^Psy~BME0=Ol0l5)ndD*gWQkxf& zFSik>g)rHPQu(fPb={M`5q{GEb_&?(?wF#zp=ZFsB^mZ%1hXfZ*x*MbQrfxAF?Tzf z6Ve=OBc|Y#gtB49BhZhsWrUAmsax85bpH=cXBpI1+jZgKUbICE!J&9@cXxLv#T|;f zON)DPcX#*VRxG$%aSaan@_aMzFy|k0A~R=Y-+QlhZTv=8?8WVlqk&=aMA|L!L+1pj z<*I;B7fVQ{oYm=G?PfA3oc&gGamA27bCR{=>*u>y&Tx)CyF5;n&vwNjR&Ixp(}zcx zhn4ouv@F|<CV?aY)!8Ox$UIqy?ibbw<YUgBWtY`>GMM}<k$qJ0rN{$v{iJnOxHR9Z z|NQaR3ps$N9|cGFpY0=M4XdCgRH456i^N=4jG}9>7x}}KIB>E=z5>$YzDnn478+E1 zDgJIq-UX0z&MD}Yi1{?_hG{bR2DRKZg}Z{RARGjI{4G>p?uAr%``BG_U_$d+q_DoV z{L40oJ2AzAAMT_4y#IU!i$_Q+NI)6PCoh(>^5;{KPKuL(O;*?@61xP0jBK^@otCOu zRxtr*EV+sXExn@0;+<BQD;rivp<HSl%AaB2ao(hD^IxlG(}_ta9f59f-;?r65U|Ew z3klhJDmV6-hde$TBFSUyd1=_{m9rNnPvgv=ixBT12Yk<-`j;ZvKbd42!^rYtjaWx+ zf}ZIg0chR4gB8B?usgxEi&Xg{=&^eTicvS&=04rADb+UPMfsXRj=&q6(v(*gF8B6L z<V5!6o`!257v1u!tgKoG<pd_uU%8LwFe=->taB|er&n5`hrSiAo*kr|+l5^JW0&wq zhl0g#gMUx@w{2kaIN-^IdYm>m)3)vwMlPQI;A7?*5#@S+1N1i3K|QIHipqXxaQ-*^ zC>Bsv6ZW6!Pa^iPBQAJw5$Br*ZSZ5BWxqj{%l-DYrnNm9ZRnu0wd)ufE7;H%b~*|& zg=&C}h2MgmhM+@ul9A)}g4o=t;Kdx1<8!n2a?vm){^V;~zzYjzNuwcOVx*iVbFDiW zdLZ}e*@_VE<B_gpmVwUG-z~^nb?bSvm{_CBE%ZPQSZ=Z2fHFa<BJ!GD*)D`hMR}ah zo0t3_2g#;yU+>o(bF;Gzb#=!Y?7n~hK3}4^WazQ+48~u<$KMMm)G<0|Vyw2Y2PwzZ zX4+xTVg_u1OVidy;&RtJd`7%d<wBudUYiT6o({&$BtUBhC;4<^!FZzU^?o^nyMyOq zRPLJ<$yg!5e@(*|A7RJ@<ZUK4+hE<tO0sW1yG59H3LR=@<&r|m;RjW%eD92*nBbSM z>?~;&I+xW3)G6>9YULaq#rT)58R=bkbV?lyOj)d*FTGy8^gM)*^gbeR=a{2mZbN&J z`pFe+Ah|vGZz+HH6r(Gef<>s_`hK2#MOW1Qp(?_MY%>WIovfPKACn(Jz)p4-;GVcm zQG&d~bfv)Yq`kNL+nkvTJIx#W-sK*CAc3ZU)uL{RoBz6*rKU+S-~@+K#gE~T7pvQ% zEHS(oPK7r!V+`mmT!R1V7ki_Dq$@hdH@KRI$+J<9&?kOtCC2L1*1*>!tFp(cPphAL zmS9Y<A61xeL1(U_P9!5>15+NBuLyM}i4w8eqP3!EV6Vdt1gluvx!+;p%_aJkojsOK zY*LLTrcJZq#YNs|a|cbB#VV;l-5`#Uay=)8w7moZsH5NykRZG%r7=icZKycnV|fGW zBz&DJpyJ)kKD=|>8OdDKNF>(MXEq|yEo4Zr+K=a0)RvSlSD&5-0G!zVh%q!!-vryx z5Ev_Nnnd??pKv@l1{NEAkO1}cyB!V?k1zqq0^eud?`2U>__T9X_LI;*l8Exci74~p zS73ix$iqLNS5I*_%%5SbezUh<`nGA$bL1>eL{kkiiV5i{U0-z33d-mQR=2gJ8AWSo z2at8gow;Ry+z7OS>bRy0Psl!+EsXyWoNlbx5L8t8giax?rW3N45RWbrqp=`;fCwTW z4DkR5MhG(wG^U{MpO|5c0#o|eR_(X|-#GUpRzn|fYa#@KOh$ub)>P>H?affIG?Rk0 z0?XRgO_NkmrNkMKVRizMt#cdU&&_ROb(`#hm}Mg-V5@dKsaTwd%RP~P$z0Vn4m$57 zvm%1>*wD!jyb={DDQ$&^D_A!^w)}F{6MbF`7hCp1rkKXLsER-B$CT*+?lws1){URJ zR;!^;j;b@G5onHWqeS?UVZjwn^n1ZGW`}}^NWOg}8+9vZ<B}P}@Bkgg$%MM4#va%F zNcj86CxKyx^3YlJ1raMU4-Xz=o{KV+lHxc|$YNDq#@p4x5j%1_LPLH1GUL9$Dt3?v zUQa^wk2y3EGd^(JRrjfynR(-8jOA@F?Xph)a-Hus`jqq`5r5MYoYE<D6>I$b_V9jQ z+ItlvPMg-)=IF?OZ`#AafG@-a7%y0mTO5S0q?AoRkkrMahNE+tRwFN7vugOFNfZJv zt1NTlYiyeYZ4oC;m~uKgzq_Vdz@cG6d%8Js4f{r!Q5p*)I(&;@9FKesgItX<8=%oB zI(g{c*G8_YCTGMrE?5$1a1+)FG)U%q;TEI!H?DE)dN`Kpv^HS(qa`@kajj`OZS>cx zfI_;9*b#5^ShFtA2BH)6eUk<ZO|P`qGBYtM)bt8_d(FjZr=@xr_JF00ulkr5wq)0x zXY&0XKBL(**Ow!0L-=y|yG<-E^G(U#Us!UMfbJX)-s75=0jDfI@7ZL0zIG<=5NNjK z=n3$P!qWafHGc{<tc4V(ZS-=!4dOhI^0D={5rJ$lmsc*HjsA6}&lb<=8Z8?vzDeYi zIK9Q3&XBf3z)t}$-5vq^IfJ*ct|z8U!grP}4!V<3ZS$GgnZiGI?@HgFT3X)^l|OW! zG7o!@#(4_<eRwMsJh#Ri#(js*&ZUK)o$s}C9|tUZAE%%*EKK99bkcxBaGcNe!`9W$ zfY;}<bwOyiwq~pA+5lZxh;z}<zO*#W&8MEN+2O?Z?Oaw^$bBn+qNVC(B~2J2OciG} zk_rxZnl^sF)fakL%6*+X>)*@fm|A6M(ZcntIrZGD_9pO@EEiZJr!bwo4vAn{Yq_9x z@Gt33xm^AV2RwdwyS>KOP|f+B8O7gSrQ-h6LZBC3=wY$*|F74dEIrQ$TMrHR8yp>D zJEpf<fldc^iOi^t9UApU#n68CSL=dC4bL8G5jCu!Z=Mp8o>Y;ew{MJ>Xn~Q59Nfd} z$`riEV3@221IU)}eOIT&k<*f2#QnuqlZ(Dil-6punl(jY@bC0ng^|ylS8C3fd3`P? zrzLCMMKZeubTTqrh}|DX1U-cqNv&8YE3^;IG}&40u%jFOw<F7pwtUB8+x?LE&Pk)g zL2}k!7M&5GVLAj0^5SZGlzLDdicF%oz~G-2ke^n+E8UsIq(TmD$X~DlY!RN?uLee4 z=rUh(>?I;81`u1*E=768A5iXC!$`#A9|{+=x!)@|5)<eR7TB*?-Ecrr`0p*LN*{jf z(&NnOiQoQB=09#!(~^&i@&!al`TtNfi{Y73Scl>%+K_Fv!U3rUwJEaCbn=Z2GSw(8 zM4o+EJBj$qt28iw!};YWi|Y>589rLDOPKe|rbSxWC6YM)me4VE)*o`DP<k$DL@kw% zjVS9u1S8R51E6#^&H9d|ppQs(Tcd<?Js+T}+^@%RB1MCX@`mA``jJ^{b%rGNxiX4p zOGbB|;fC2F)6XB)=o6`105ViNNQ2&A$Fov)9U^>l3uvOH68di@kqEk;&8X3Z3fOhb z0HfE4hv(?u_fa%-tuct~?T5eIISlPbdTyI3g;YS=@%ISX&Q=Ku-p~xUKP}pZr)0Lu zMa9Ck+<3OsOla7`{?UytQm!7ec|Z<vfJSUk=Q5)3%u%YB3FZxhrf3NV-#+|8mvTuD z`BN6#w^}X@rmT~mLO%|M7wzoPE+S0h4Vzu1X@R4zN;q|yJ8BToMSmGEK_`i@BW~x? zxUII^)a{(I&MksN)Db^zz7-On{OD!m@(Hd^&vjAabHkS}KQJ1#oZf=s#N%ufZ^Ut8 zb#rJf=%&1gS%EOe@u$^KKy>BwQ|P_ZlSrLq2@F>7789udgVxEZ4S>n18%1@s?l8zP zZpV+Q#lP2Q-eX{^d^&(e`|}HLTYYb$dSBIrq0g$|lVR@*yT{b@+a_7S{(oMaMF%K| zU89ndb~qE)^v&Jlefiqe+GrueNpQw(TtLvfO&^aMK%>eFDG!dx%;7^sWKaw`@{B!g zPaQICXmUA`So+6)OphvQ!}O*D#h@;uC+ulEAV_Fbx>%+}WhJ-3NvaJPHHN3msYSP( z58|a?jt{xNPIX?qjOM-$ziBLG#?Ya^RpnMvIWy-$LwkDWmWv+L#0`R10Hc?aOiN5s z2<W{~ZG0HPb#<PH7pfS7`b%%S$~{-)6Q@F>|4nHH`MG;d)<8%-ynyQRpHF+VJ-#Lf z*|VOL#rlq3548b@QCp8A`j?M~8%RkUNLXR-i`p07_c7YS564Sct&_KPBSC|-Famk3 ztbuxsA1Ihn0~@=#0sxLp7akq`cO|p}hv*-7;@$_-wr*(2phPLwZs);;aIhs~JQwBh zNJJb-_S>K8iOO!s)BTbF-ytl7a98+4{sUAa0~~#ijW6FfgkPOX@n@!|UR3`*k&2kB zPLk?A4xGOT-KW>SFJt;DcM=DfUK%7Eu<LVoZW6X~70ZpdA=qN7WEU?Y)N-<2AZV`8 z#w0BkLu17^(AmE5b1<?0Zba_W2Jfh}5K;3LXRY__e-*I)`+Jn*`(7_^{d#p+(3V}Q zTw1YEx52S7vS`o|US*|us*%g$Vr|<K;XRl*_w~2nnq@2_bDXkr4w!@K#@Au%-9IaF z&l5LE35&jXqTzQsX|9!2WocTE+vT-K7i2FYj=AgND8Tj6ESulIV>D_H3A0kI-+2cK zPvT>Wc6>anq{(j1IQuvbBFYki-RHDoJc)l*Rqm<U4Lq6^ROHcWlLq%b6v*lAbZ*<m zPWkgj2Ahq3hsVn8H|wn=(ml73r{gW}HRIhDAB%?#V$Kt1lOGsMw|OaYxJi~`4CF<` zPqE2VRDI61+9l8oZc5PJnAF5RO0rlEY~ZXxyN+y|=;DM8$9S+NJ<3!$IMdw$U(K%5 z?qU7x{lX?Q%AisW1xItOWmd0JEhr{=ju@M+f}_tqX8t#fM4sqJ|G)6PEkQ6<a-YWP zEOZg&=nKJlM>r_~UtuH)HaX0v&1K(6byFTiKR2J)8KaTv{Y}~<1X#=YkH#1N%U)SN zNot-lt>#gVB+PMq7$?R1vgY*jnc#u{UyYh6y4nrVnlJn`L$NkKxfykdef2hU{qjW- zZN?tWPhR=Iy7`AZB=VzVbh(<HGXS1AUE7-wR6X?ba+ui8Zz_eF`42YHk5y{i2nof4 zxbT%Y8=8;wizA5Vhy<yFQzs26ccnloVJdn;2|bqta(Oo*T$CSFYw5UL+b^~&u$kHA zeO2*lcmNXo*vjgOCep`H{b?~G7ord<T|YMpD?{E&lpq1|-YIK4!TsOxzwC-c^b$TV zx5T39QX@3&HUP<YUIy1-M+93Ep}#xfo@G9LluBospF%EbMf@y&!{8gIS$6r8pRrKs zy9YMM5@&6pO4%TomVrXQv@w=30wp+`Qp3olJi+dHF*|J&x_a5L<f0s|a;DXJat(L@ z`)y=fF0b(CK0?uNhV{4xO9>LOaAsMhMZ_s;dvz@{=p*?c0_&-YP*4_i3ZfADX@%*~ z-6~eF0hzyunwT62(L5FkyU3H58Qb`1lNB;mk)A7lI)3TIV|Bl=qqlWGL#!xT{k0Vn zFLYm^{(%hd_}eervc$$BoDX#*?<Qiix9yYF_M1)ufXYLFCwX$P8Zd9Noy2#*ZS0o! zxLhr1kCUd9x!Y{*>I`4E$I09I{@*P3YcH9Qzs<3w@%3xvy&dF=toz=@xMR;g;JLLj z`yDE}<JOC|9#D4B$MLy4KEPMfO}fhI51G9{@}JAt6jfoe!WJ`N#J=(~H;q;}(`B%P z4((D15VV?1eFHD~p?VBl2HJ14U7et!jwYw5XqDl)^2H;x^h2dUX8TQImb4&e>j4zY zZ(P8W>|SvaI2!#q4|%TksqH+xxmEN4SS<{KaZNWod#qTJ_D0bNd%pg<|3!~hOIl9h zxKMewTg=b(cEJK!cI-Z9x$L;KD%{9kubU=2R?skS|KV-@v@l@42I@YO<bM0>GQ(Bl zy}Wl-kFZ{=d}Sp={|3~tejqhVYfIjJn(>^w&Ap}qhyx(m=a;?w&=P2+{VClZld*%U zc%Hzv_%_PAw33Fb56<y;A$azAg<HsELFsbZ&&4rdYvi6xu-j`Xc39_h{YFZo_Pp)2 z!4&DkXFfhiXTYO&FQh|TD3r2;;3(V|x*!R%u^AEN%+`Z;eLds<=JCD_c>%qfj)S=` zH+j2FN;uhOGYH6XbBJ<t5S<=JUuXAjXCOJW-mySU(q-Ya`#p-8D8@Mcjf1fHTWMvx zTnB>|mwEOaZ*$#b>DU}S-tIQ&9NNwK>FzqIGD?1JsoCAp5CRR(-a_e>XVQ9g`<<jc zM^NdcUJ`nr<A+X{ez*#qyEk@e0K~2AH4^Z<jk=oXG@PHN6(P5nM(k7tGYWA~Arti2 z^7#XP1L_rOTUW=O@&7%g{aS&LbQ*ffrgA9x&xd$P(X&U}k@M7as-2QnIoIgkV5B6p z_c_L|_u-<~Nbj83bo=?cUDkj%HHoI1I`Iz!Y|g&$iNt0c)sP}efT`<-M`~QQ6$`U_ zhqG#G#@Kk7i>{640GMRN8Z?MzP3W4ct@TMs_{lk~>oA3d?~>5N@Mwiwz{JAa*V>x% z0*s%gRgLj`tWiXb05Q|ue$9J~xzH77L^cCIOl`Ps2wMMgGD!N<oth4~wU5dm|1f9( zP3iTg&W^*%^%Kw!EevCDVXzdF<Yw5gFqf+(oLXB{r)bI9p7SRH2G5>sK|NK9E4s~1 zz7{k~`nZ#YqWQU?Z}8e(9#S}HeYP=ade+4;AgM+|b2)8ySAZ-tT3G{5ZHpysRrPfN z+dogT`};LWbh*TKSKb#CeIIsv84)?cP#6)Zl#-<|HHlCPX;NsrpQ7<mqKRh53*eIO zqIu?qME$3K`Y>Hr5QCg9^2?eRI>Blx2nKO*j!Y*-C8L0^ssvwq1$AvST41jYt#D`= zFSJZ<*BV`PAA!U}majmlC7fX9A0nBV>~j3xkAx(=0$v!+)d6~p?BemnTRbTkAPd%> z`bV3FH;7pLkvc*DZ%%8D<H$pTDwQBEI8Jc?Xh<_x){zQ=0GXPWk42P^n%Kd=hsaQp z%s+IDttpx~RG)tcl;P;<lfn}!npDI7fCqdEV$+rk0IVAZ&1%?cvQ8$_%n`uj;8al2 zOQ<vsYypEwT#a;kq*6t&5IE5*uJQNZaPnnT@mj`$4KN3E#Z!(p<dCTZ@zNuSG?`1D zKl0`|Xp{ufeGMGt!y`B>Ql2Z9!KJD|ll{1^+p>a+dP-5HPN1q2a)cW?1)s2|=0ai) zQ%znJd4iQVJ;uC@J81XKb%>2cE!%RKph42DxT5?!hsZvUStE*_av7Xv9wX8jCXF!F zl4L@XYdNPVn5LcdKeqH<JbpZx#z0Vtdv?tQjyX&rJ#uAiU>j1Qq(;P1u3*t1q&Nr} z0ed{FxdgcDAJGV}rlx}1j0km<a?&C1@ccp7EEok+=?Znd;h6F$k2xPRy1o6{E99L) zW*jM%T)^_DE9fZW9s{>;!LTDVJAMCgTVm}9Um!DL-IUQR^>(#`D;+ljedvr^Y}o@1 z*SOZ9*6a*0-4#`|L)fOL;Bt@kb4H~*Sq{HyDgv5`+v9e`ew!0X!zWU)`1qXD&}J2e z>hvtV&mt?ADH~jHR?$DbqYToDsBjqJd8bvfa+!Mj+|HA+OsGam!Y;*Sc93Wk+Zaco z>t|#lImc8HgBYW7ny0lt!D%}z*DqoQ54zB{IA*jc+8<%iAN)57w_$-2l6?e`$pzy? z?Uq@I2hlBxe=VA47lZYd3COmDHheGUYujyR++Q%D?ll9ygNu*|rMyYZ&jKKQUB&0O z3mYG=_q&1XJ=t1Fn>;t<M)_@9x%ZA2e>Eb4O$d6jz2JBK?!6a|MBg*7Z{I5R@Y4IR ziUhYUJ?QrNp)=ptb^B_}=aN5zP6D$4nM`5_3UX9WZno(5H@Oh6-GI)+&aTt!-`<wG ze=Ml}<KB7>Vp;ETw0Hpx>)19GnsG#y@p8FeUCk<W`b<F!6!UH4=m;!Kzwh18i?uBQ z3pUOF0WU4PAF*}?FTG~OH}C%|eYJgWFG3u>W~3iJ=WKP^TDo+(fjVPPtF{`-*+6_w z+kZ!dAHa}%V`KN5yBp(x8<2xAjHmm>znpV+D}-5vQ^^_saj5*-X%?Z$XR~Yyy`-!? zkn%St7d`#aF@<&tlmo_7SY9_v7i=LvAH~%76h$S5>t?Gs8_br|PkcW3#1_lHAL<KT zjX3%?hxLm^=Dz&IKkL5y7u0SVdkWImq#c0f%_wHfu%1nEfekkIJx9^4CxgYB1d{qJ zD{hz2e|@Q(5jqX0%`&=p9S?xqQr_BA)VU5lF61fy28zUM{hItj`*ZlWDv{Us#G1R3 zrny+=m(n%K{Lsr6+`T!>FM;`PJzZsqJr^x5MC|xwXG0sCW9^07XX{s$kb{VDj`k!p zhFr*M_SUA4r*$)Bm;v`<$6>_=x8Om=C1jHpGI_e`cXrwHH|zHu>=wAI%qWhCvk;u{ zhSbP2Ew{&|ucSeFydO4Ku`jUKAd>K7j=f`FEhq>`bXCupCfOXF8eBB;g<IBfXW4nl zEdzHC5Q<0K;wb39we$5j&VKoy*9VbU$^up>X=h>g#7f(KRu{#9KG?f=DS|C)2oJ<2 z2PqWgBn>$sWFHS+L7rh~HW@^RE>@>psz{&wxUfVNJmyRg2qZ8SoWy>hi=M`sBu-@r zga6%3L$3?vFBUKtgu`Isms3&6mSdo?J{xM+siV1-k29JghKlG=%7@TmLH(>~W6o*w z1lF)y5v~lcymUc{M~Pu=eMAi(;Y)(7TWA>Mjf!MmC~R0!>P&3&>^Y8j(+HCb=o;=E zX+*GO>eNPY0s9fDY=U~Stw{dEJUkzGnJa^fit4Rhwc93VFPC>|@yii3@In_d1js&S z0V9c+u$<RnehZN0HIv@V=9*ey&@@WLv<RYs+;c>}&0oSQOrg}o-{&p-#QwsG%{koO zIv!3R%_Bc+n19&ToM34hoh<<PmZxa+J>q{}0FH;w6h%D(QDWw=W^9!>@Tz1X@m*bg zlKm9`+#@!Pv5qf8N%6?A6v5{p|Lt#P^i>L`t4ACqhlG7`QZr#OUym99`31#SfjEv4 zO2}5GNU5T9UnMwM86!yibubdxu!2)|?@=4`fjHn#Yov~>MdEsSG-C@q$8~CvKIq~0 zXmqzWh<dXP{fk3^OyA)`!eOfs0M$BjbW;@)KItb+$iW0w*%;5*JQuoSd^ci`Lha1a zTyM<0q?{vF+5Lp#Cg{J*L4mG3=Ys^yKU}r9Bb-Q*5snBYNq^f1qu21ufyr=;q=xlG zmJ<?GD%4Uu3@bQyVu1l8%~Omr>bM^9uCj9Qs+^`Qf4b@(%1)A#E}9P>o6Lg=Oci?J z3U?wXDimY5rx{#vI8XGMS9pCcgFN0>MsnYi8JMOzKOy{g5dH5O{+;5!^{~;Pq5KwP zJe4k?<DtI?r|3C1%!)!jN>zXC(U<iRHM@sv*lH+Tx3Zzr=65-#<b_wU6iSVB4BJI( z!jKvN(}Y^6TLURBe0(yvL{FFFEfy=$cgu<t=T{T99!@lUs`5+Xa7k%~si{{g48b{t z05?dng?Xdh8tOCuG5CBCHq_Lp=eo9!R40}xRXEvB2k%S}rq8nG_u4ZUIb0L4OGp?5 z4d*~B&bOG}$I+wrr%De}z7Ak0mKdPFV~lC0?Y$oQS<+8wW{jc*#Z1;7nm`|>S&qH6 zbavvTGnOH&;gX|AnpnczufVd!Q{CE5*R!_E(d+V`jVubo;{(S}xU^7r<xX$+Vex4x z2o(&CL3P@?PuEKBCE>3AZtV4@3Z(?uuk!d<U8MFx<~X&_{pqCL*ruZ+K5TEjY(A_C zmz0!*1N<L%#UrBt@81RZOwfD5f&nfMezaT{%kIqHWKs)dj+@PX_kI1s&waGQ@9$gh z<!J&(YcC(jgt)dYhGX>FpsuMAVT;nRJbC%!lJv1$zb7b=?O+D!3V6-|*^?~Ahl~?L zUZ>$kEL-fY6{9`YDs>Z+CFw(*1Zy{KIEIG-d_T5<8!lIh0e4H>!k5pzFK61lzAu}L zO1<-n3h9@<w-<*xwi7jmv6oehj26WomSzHF7z|U3FUR%ps`!%*K1%E?gr|32@V}Rm zz2EivyFd&dKG$*+F)-Mp+U|RYfY$+^P((o&(^kmj#7u@}S(bG2g=kcMrrR-!Jk8Jl zDB_FIODu0v<|S)OS1V~_|5B%&li1^Pj59JZGG=FNLBkieM&JTk!3!J!!}(^X@Kw3; z+pYcZ74+10H3%IizV^SoUr@7j&03weT@0V=SGJ%9Vvu!SI{7qH3J7QED#PjjAeX`I zzaGVmv@Pi#w?-%5K^Pd|vXHShuP3OR^rZMP{Myv*dbYjJN3-N+C>^V)m?Pxh5UH-@ zo!M$AMtOSN=OSN7O%>R%G;56mDwyhQCEIKj{%NW;{>M<&Hu~EDjPpiCr*4fMkvPM` zsRHbPI}L%=gj3BgyHu9GR8qV2omiHF@M901l&pIhRL>v;+Lk|tOd`z`<SL)ChCh*H z2v8T(RSbfw2U=hhbbq8e;dCaJa825+wl_20b#FatrJ7%f+e9bugybrlWRoo2t+sG4 zeyX(Z{uR017D;6L&kvcinVcS`qN^fQgg`W9U7u4I_EQy_ekIwY2*0*Ukl+h-j`8ew z824!dxtz)#uA+7R4;nDlV=jM5q<s<^lLv@IvS^?)Cx|azHzv(pUAyr@Cf|jIk5H&D z+;|_r<T~&L2oRz71d_{WNqES|gyU=MdfE2&TfQ=*w0#KUjP(fwvTRfAElQ%=;z`tr z8R%*E0CWwWQn5X)dvJc3#_y?g%NhZ&B;Ay}*L4Y9+i+!(g1_}ikt<di1Vb4Qw&C`5 zwZIxs)h{`6Wn`-%sU&Er{$mx|lTFpo4`Mx`)X5ed?B@CnUBh=6l>D47>4R7Vq=!Pt zzTuU!MN<e@-R)Od`_>NHN$7-d%5%e!`{{!a`(4Je#Vpe`VTwfqwG8(6+f?Aj{K!Ru z?bW`C4A8C}=QYQxK{=3pZuxkXp>Db#XNuu*qoKpJga$UM$YGE+SCG{02@YT(Gd^}` zZIK}M2S;d;9$be+f;Jb}xt1@LD*Q;>24Sw=qof~x@amGiL*fgDyw0+6tbBF(uN-!@ z^~#zUR-9mk)~Pq<C(&ZjJb6|C%whj#Y@7Bn(`QVn%oNE-7zPAr^h&k^Ps#)uJnjG{ z@YpPjl$LrsKQHBWfqT2o+6x^~$g4g~%lp4SVCLuqA4$)jM)2FApQ^1~;9)P0xq(l< zE*F{aAb*cnGR-z0W?du_zk#r3w{pqZZSxd>pa`}3&;l9{ZABqgeHb13Bx;}t{Y8z{ zNC=q*Is#YKZPn5t#jRl}FK@fangw9a8PLR!&oR|}Ek4uj0LjOd*4~ZbcPA0#(6&gI z{SG8G2m)duaV})KM8utPblzX5>G5yQBKuwrv9!HIubz#VJq7Ha>2A35xKq+zV@>9J zc!3<U)0JH=S_Gyy9F>yud({wAz$>()doS3!rOTlw44mk*QvWnm0#2&7u;1FDWQd9~ z#oaUMrYSB=k@J4LAD2t8&_3UM%@ls1oaxv>DO}rxp46dM0w`*&2RLL+1+A4zV@Y0~ zKR0UO9rN=IL^;<Zy?=kDjn;SUJlalBS1n}Y;`D;#RyAi-|Gb7$v~Y7@p5=}2?w~&p zZqRYxMF6fw(<mhR`af$Y)RT3%|7Q{u0|>*9C*JTLn|`@S_uDe|J1m4;9TcKfN(^8K z&=(_%{ju)cINf|#WVv%Ir;C&;RxtTJr84!tKAW9o)av^Ey)gG#P7qa3JxR6}2^OK5 zv&c-gT60V@-c^S|r?4C-(rekEk($nR7N^WN`$ReiU&@(}P8stuA@9>WoBcb($#2Wb zaNleFyq+zt({;k}Z6K=m(kBObyQf{f_b&V);Ju}L&UtuA(XsbcZRx>;X9miEYW2G_ zd*_C9tzI<l%!b!5&PU1C(vooh*5iKWNmiqyCP1Cse{SH+|D-IMSk<bsGdL?KDH%ay zb=-&9$SCOjsKdd9D1uBLTvqd|Xif0PWl*}kelRP%N-ctfS@Ktn)Qy(uIo7)tg9gf~ zMUdkrN5Gv9QEAqFOtMD8x1Rv6Nw^Sh3b8pPeOoJhF=X-;R@*7i$fh$W^@6HO)KK#N zQ=*L<)Z6MzbAdfbG1olQ!^XN=#765kCkGD^_HiV2IMxLHeBW#aai1Tb`AwIr-zJZ% z$jZq4w!}inSIr0i!uTL+e`j=Aj8M$NvyQlSuiBpqvfa{3zMo~#)~k*D)uK%f4EaU? ziz53arKln?W2R}u(O}RAqO-Mmv>>bbMT|(|#P5cR_UNp;*QD0*^75glm)ydXoGSCz zh#xWqVX%rk$_ep-d-->J11!W@gHk$FtZhbqe(HMV^Pb4E`N0m8N?RM}g*>_)RkD%- z)*9)Oc>()gcJzB8uN)Rd)sT6%=)DR6oSZ5_|NKq52?z0%W^DhLsi~KGT1o6Q!mcNQ zsm&e?xbBz-w@+-W;L{4q-B6LjnCn1VQ=YxI9Xf|Z)JHMbrt9Fwu_L=9(Po&JVNkop zyZjL7xyzwO?iX<m;+gX2G=#vI!20JW-+l|h-p_e${m1Z{vbSsT$~^MCnND2f<m3n? z^x*)yNWh3uFy%pV3zG>Wnz-Cgr6mhfE+SDG*`&lng;m92Cr#i?+n4r9Y<N70Z%Ci) zI7&@Hi!?FtgL+u11dTO7WY7;TMEx7ydj;ZBw7?qAbxT|NXx+4C7vi>9<<2WcyVtbz z5pkBfqn$5Pju9GlsZm*OvZDL5{7ZR$^D<jx$yfy|Ew&THx~G~bTXMH?O)b-9NGDd} zSRw5)D^?7VVFf^}^PCypBLQ<mXWpoeyWN0bAbh5;QM8FI9Ws5iZKfZY%5WxDD;_6W z-io`XEP!)W;3A~VeKt25OTiF53;d9U@7*|MWZQBkIYp@g)7;5fXwsre!D`hqS`fMm z%~^SUA+o0lW`?1mHkqPPk9cmk`=SF^zD%&mkrbgZnHv5^r!~#zY|Y;qb}lb{(Q^b{ z<hc6@aCuso+w+2(+dhJVJ;P$)L|YeTgC$Y0;kMWFO@<t$N*b=^0~MV$hz(6YooxT5 zhzg$CKC`$=-lmB_B*7)QuDJ@WMy{ddKAnR|t8kJ4h{I_<sLR@jBTIP=V+tYwbYGaa zfoi>v8{hwhko6udXBSpA#I)E<q1c*WG*Z%sp_=3IO7W)u-tneY)t@wP)o7hx?`}+| zO1qZnwfZdR{_H4x9X7M^w%vZ<hWN=Rn|90TDl_+GpK01APIboT86yJojHkV2)38k- z&1apgu5re16~kDX-b$9F=MJIO|N7t9V&hTTy@1y9=fFjmqwMBduLHE+(}NkmB_AQD zhXh<{rL4`@z(FK;0dPs>)?KZ!+vDFHrWwEeNmSC-OaS&!3>8bo!D4?-b`<0{T!$Kd zISW}IG{^6FFU-L;rd3OKQoA7h_WZB(lJCdv`h_?W*-Xe$TFdA5%lA0{=ZmGTn=nYB z$JuEIjrBEc0C=pBR=cL>IK0|}L0=9zmgq=Z`+3iIi!*|+J4Xfl@IB$El#G{MPoLe~ znq<U;iaH@Vrl_4~t34SvT7|-zbDFu9I8t1>!@sSAW-vba$0U3_7ALpQEmL0HXgKx9 zhGY$kFY$Ps%(0s=h|ydzo38_#*_LE{HOq`N6e{S*RI;`nm((+zU~sKpx+Q?Q76Z~6 z@L()-{Z#0J23<aPp85H6AP`kQdwO@eSQ_fq&>^d1GuQQA@~~+Aap9|)?rB~6fYK;A z4Qg<q3d5SaP98i%npKU~bzfZ&C2Mx(Sw}~sW=cC6&<OvT-JH_zNfMIlb(_z@6ua(1 z<v<mqB~M>mL6Rh^l@dc|*Oci~+cQr4m+@lVAx2louVa)U2OXO_nM36JAu$qG)}Ak{ zZAJ{w1gduGSBFGPTio{5sENdN9RdkhvFBGVRs%jMO;rNbb*JOs^Vq*gRK-jp=|6uq zpOzZbP$3_PRFsSPgq=Ux{$&N^DysG?ScQs-@{d#2&g4mupuCsSS0JI7oF$X~>D2u8 z48H8YIj=MxcRTb<>;v^u@3t5jcHTwaMmTn#f!hVOOc_>^F@T9ej8?WG(hLU8oTmN5 zhH<eHrkKc=UpUk1d55OPS??2FY*f<OIfh5Dtm*{pk+&$xH&*EdX7fPL!hgYOu6XcS z#dQws-dkOVr-?Y9B5}=3l}4Ntk3x2l%TQUx5%BGXl|*M1<_ugWs8RZ-aYBgff8j9y z&_IYbu^gL!OqcY)RuvPgWA>_>E`jBUF83mUzcI7M!Gm8o0S(8Hj`N{W$Ysdr5!5&* zxbR7x(aG@;dydMfQAD4v!`SD^TO19;@gQbdxwXsi&ZwkD;-XS))tZ>9d^Gs@t)%ED zFp&9_L1{FG5&=pmgfZ;5srgdpVtWKr(1yZ_PgtAvaRZ?Ys{<aJQ_qcWV-j&|Nukv- zniwM=uRNZJNrM`nzSQ*OuEf@~uvvoL<AK6*<_rr4fxP)B5B6UJjTNg-`E$RRNVBXA zGg=KQX|<|L>@H#&ZzMCaMy}1?>ES^5Dl8RTVq#R*1j!`UI4*{c_P!s|inFdl`p%us z=@hZcv(PkS<h1gvEa>z%w-xEaKPOe-O#7^qrkE{D;1QwpH=7mJ)9(Vs#$SFB<4K8y zeY314w{2%^5QRMY4Q<-ipjryqPsVcdRhy6?s6PH3w49K0Y`M7sj|4pZbb0$}<$e%G zAD5|iZ!_U{!$u*cy-F1mT2axIA+TZzI$FPT&G|_w!}_~`U?nt$h60rGxdsMn({b~b z2WXWssmIM<MP6QT0V}H+^L(V7lPc$ikAEYJ`VDe1g6avEm;72z<^zrpdJpS2W30yT zxy5rNG;UNJaS+f5MzasN#e6?mQRaR1{IN$CP>nf!`C9!D@DJCx?ebAKzz7idq%3@w z{_yrRlH)wl?D%Hf^D=7+kzQhVY<IY<v6og_7bN_k?-Dn(<^f{L6>@p(i-jB;3q1Vf z4X@RD`}ffEDh{<mWk2Lb>&GZPBo-xJe{1u;KVw=tf648=Jm60|gq-pRy!Id|`@hEe zC}kV!lf~k9ocndQc5kOEcie9eg`6T4q5z6X(^3Eyu5qf~2z>zu-~+hF{~Y^q?+0s8 z-c{{4%bJChXPbq$5hXY)_ZAvA<EBIlaTza2y*ebs<K(nQ=xN1=!JhBd(9QYU$Z*p4 z<V<f^LaYq<Z_<N%hHsaO*L5TR>y{s6<3TlbIN0N2^^^3Dxg)F$vZ>vIgAz)S8bZTd zYAFG!z{f+SQh{$H)5!Gck&2o>;_sN>hh_qq8AfVWteDT2hoxqaUJY4%F4P_P@aWq8 z>U{<|U$_E-y59^h-~JrMxwkT%@i|>5X8@5Oj6K|(AN;I)11@%wB63^>1FxU+zMv+K zfAU&1cGH9VeSF@{jT^?+x@wSul^Be57D**C&-T@3x4!vXjxKdQmVu^&0DxWBcDw-a ztKhjNP52>}g;dbX0s*jnc$l<zZ1vqRnF^`4*Wvc1!SC{-ZH340Od`jkX0(k_20@Ab z-XE!i;wX{MYWl&O-(A3SsrxVWGFvDaY?8(#;+f#E4VnW5D=}u^3Skj0)}M6&dFtT! zc{bOd3NBii!}YzkX^F+(kK&K6F4ki{X^3C|J^*h7oRl{_(4A7#N@uE9Dkv!2Y0$-D z^Co^}ubEXJ8RP^-64}F(->{7*3eFG~9LnP=mV?W>|5=_|-_x*%pvY$G&Bx(?;`|JK z8p}8%1P&+$Jw>ufiwZy_u4B+NX4%v5Z_&l_$Zr;z+AJfeKxEFOjHG0{igJ_Y+jUqw zL`eyJ70%zMsqom*n|V^k6-7m?hhvcw(Urj^TJC4Z<Hs@_YiHO|ob16aZ;ly>&>4c; zC#P>a<x2~8>>_8#1K_mw$rZjEMiiWdjJ>fy(Si+Xce^jl^3&=%@+LCpo5>hEHob$2 zeTj#kwzb;Fp-M&;lCBYG5m8_kqW&4SAf!Qr@4LDfvILtXTLYUm^&H#0*&dZ=kYAy! z>^yOfC_?juR17O&$NqKv=^5gU=OQ;&`()PxG4VMf0~Ne&2(XMAoxQC62?<kK>U1(S z5pf73@UNX%n!zE#k`W>&?xx<QDkh?K7%@1X0hyw>Yy*K{`o?T@TJ5(=p`@CFS^E<w z4!6oDfs0!+_^T#mJW!Q?t?L!XyW+oO<TFNor2N3(;5N|2W70QH<-yxF1$rf}mVZ7- zP2k4tTfE^s&}<+8({+dBrC9?1yC?ap?nkN4F)W~sn`cNp#mPPzRw<=LII1YnLZ+Cg znlAQN7qC(S3qEl&PnaZj;|=p{z1MM_OhJm$(3%yEeot!d!p$cNO(@R7&9BL41c9oD zkwrM*K^#b4;ABfu4jHevc&>p3Amq<yR3(V1;Axs4&sbz<@<`rH8cZYukacfQ!XS^$ z?-HTaT(Xj4c(xOhA4KVP;Z;MrE(6^RQVfb%rAqh8S_zo!7(l5rIXo+8O-Plt(1Ogf zpWV?n8WUg~aJ>^iR~02ry}W-kGtQG>BB92{U&@eKd}e?X#()2rq^g?C>)%4|+j(iO zi2RdjT-M8VYwruC$9m;})61sd`Go;in8e?d9CYcCX(qC#zL8h~&y#H7Tk*6M9R_O1 z6sG^n7&`-|z};2QY3)yDQTT6%>LanI4bLT(Td$tWX^<kDk(SMww?7Zv2lxRGJ<yfP z=PS*1O%nJt%k_KBP@J~9WsPv%?YSd#Ra>zaK*AL&7Nh}c-46(?!-#P+R$D}uG)~kQ z?<i#qc+U)A3~k#t>`>1xCUJ`5U|BspbMP`s`qsAF-QzJO?euxiNuQ~3m2lQRwC#xJ z3|I5zc6WBalJ2KZr$@H%wG$g*61$p_QL#lcA{OU&$j6~TJPP!@X7GEPk#Bbbn<9LH z%Gk!*p^`bJwywC@sq7TOK^A+8`*cg@*u^;-V0EJ%>4Kk+q%?=AxA@|5V3xnfi6c5G z`-POjG*#wI&~@?6xXWkx5>rbH$@Xp5yY~wNvdL|9_q!e)s<>x=i|HJZ=FYSE=QJib z3yTqayHJ&vdblFIit*S8C2guAC0ejO3x9qv|D|Al(Q6-+(>?zDFAj3D=dtePYVOx$ zTJCdb5Kt%7_7XeOa&(w+u2r~U<Gv~uspL_!+Pya^PFq!vK3MXdtW}9h18exY#gD(0 zi7DIg*oB~Qa>G;NoL9kwT(*C>zBzRDC_H_`40(p8E)@#e)ygg;4P7wIt8h)q&!vD3 zgl->u&q+GNZ67C*bs_TTIzE%5VAUU))>^Hqt>L#FVC6thiVbde$od1~vyEv4RkoX8 zh#-q$sV;~tP|>&dj%z7n9I^3d(Ie-3+nfZPGB$?b5&zqW)BL%8vcn3H({qZggq<&9 zIAOlIA*@0D8gm?8QhQe7G(E@!Fz=sEM7NoL^bQap&Dk3RD1}6Ji@}2zT;VPs1zSH& zvbOk}X_9yCM-ampq&PHvpqE7s#SV@yf+aBjSs{|%37u`k+CYQ@yP9%N2e-D9^aD?H zI5S!Zw<CT9s?otHB<&PQ%mEFZbXg-4OGJ_~LDej9BI}`-%0XPyjbt})>beqXNG0xI zG)fzf(&yXsyzp%j1oBnEXrwB6rICd*l|n`5##ouFczNVsIPfqeJ|8<~XqI)*B@E02 z2m?h`#hh^)+(&7JZ<xNeq*jB|8Y65Z;u=PB!LR_G3G?BO0=kkm)dw?1^~$JgzF*O9 zVN&uEY|7_bZKKe?FD6|)lB$J@Y7LwYU&Gn(q!upv30Zy8emyJRBViAP<`7q#ewD&f zdAnCmn>rI%dO3a=S^VKQLnqs{DB#Nvw?|Hl@$u2viL0jY&|*KJzcC68&~?>sd@1+6 zu@IfT${eM@8t(voP#(dsy`N~A+(Dt4{5!}Rwome;0R=FdjT9*jx1X*lhxP*mtD^RW zdT~Ilz31y$+}vz;EPR(jc%)*=fjL)BRgNGg;$QEk$cJ^g-l{M8!AvkP=>IBy3{QHa zf+evf@{&c9X4^V>gt6t2zn@aB3pS&IBf2aX9jUIci>}TEM-+hCsSWf|&E}V)bRD<x z><w^v@UpV9xI=#wrOX4U^>k46T%J5VPx|+~GK}0#7iT<g+|r)muQ)Tz0=!-<gMk9B zdl;vc45vqF+10;H4k1JlatIBaOKUxr9?5^4*?E6JS3$nq#tEtd{QX${_h!2PlQjNT z*52E`o+-O~AiB@mr_Ly}iPD+%>ta*kCn(#~Bj7+0>A@l34FB~%?Sk6^?`}bo*5Woj zTt|AkH^Mek8R|!G8fi(#=I``#eQtYw_H1+F3m?BMMdiBO_Cm%k-=2(pwhS?|PFQNE zrydfu)DePa`ErW}!9C0qnYAmojgUiQzlmFiryH(%k0Xje0mY=l12*19h6cvX#kHR5 zhXeZyIr|z0z`LB^peBy=b`;OHQ3VM<{m{pWn30<1cY;3ikxSb*XVqgmB?WpFQQ~aC z>auLck)(MwHAOL%Or%t$!bqj%^kwJ$4KJOhE(~%o5E&M$o(oWfg@<Zdr3}o)0Q$vZ zvNKJ4Bx9*XYE`m*W!2NS4^5sAbakKR8*wg6<k@UAoyCP2V1;F!Xx&o#@9U1u;%R;P z8^pA6A+6m=$bIC!ci=J-M`E7;8+q!JOdnA)b(VQ$`z~JthJqR@;Y!8!_+MAMp)&#J zxh<?|L{2gK>0##2A)+P<CK4uRmfQQ$m2#Go!oEBIPB&kfZ8uJy|Be21878o;a!Hld zTCJ(AsjUTnWJAFos^@H(bV>apQxFDi!)fT^ogQgtp_VOj27_oiTy5WW;5XyCM}dnA z=+Wt=*N(xycWJjo7F${-@?t7oW4=95&C^j<93%*;sMpd|GWobYge|G{as{U@pi`QV zkPQ4GbvlNu_i%rnfj<0XMwKKHo{%gy{#Q8Sv!&h7KQz+ZFaVQKgQe9=ri1zrq)`7T za}<kTM1A2KpVN596D?u(B&bpxae*^`tzfpt2!i`2y|iu%PQUZiNWaC(2Cq2t!HPKV z$~IihnPdJwaLv)>&$1QX>H0?S&yK0ol9gYLoPXjN%LY45r~W@BJLHy=UAwgLWBn;M zw_UI;FjN+|Y8LA!ZjyxZ%5lEVoA|u~?CI*2j2wSOfC$({9EatT#=A~V6j4*d>kr|l zKW&M{5-RPBA|wbzr9)mRQXzLcw3QrGa0pgZh)|hb7r@lwRW6?mjo&;Eu*f}xA(sh4 zFQwEGpK|X;Kl!L%M+Rx>#2aE4>b>kzfi}~It@_N3_?Kl-#DS_I`U-4J?90#aj?C<& zm^=CSC9dcIc$)_v;>H>)fjZpyc)%jto<EE{0<6Bc=1)4rkO_2&hK;@SmMuloWv{~4 zpR5IK{gP5WUS=G@b)dDG;nlKZA-m5n|AfeGixcyRW<tJk;HqNf&la&lUsv<zSY$>u zp%*-8z?o^6PM-T>FvFYvInZOK<Qg*ZA$0}irtszXCmg_b*(OrNlSqDJp%S{aauObx z@fjW)+r(iLLu<o~Diedwy6To0&n|}jV<;<CuoAZw*HBaMc7<ALl7QkE6mi-1_tZ|e zr%+a^$K`iyB?W?r+E2O$p#D7J0%9&15EHD~C&EVpMFM;io#xvz9j@})-6QDM8z*Zx zVrIhy&?{&{r)hzOGOmY`SiAwMkM65Yrqo3C@veLRi^egn=c~%Rj{oxl%<ZWLxSfND zKfM1rHKt~M2m?RlcF*W7<>aa-=&g3UtWBRoC3EtJX;boe<=_G%uw*4VaetZeNGVr; zZ9x6;=0tn*t+W*~*q!~fc~N<9+{CUVvG#CA6FIZ#vTNV_yt(zV$ZZIU`G-;aa?gVr z@PY~HeTmK05%j6q$c{=3Mb<lY<&cw38hmNpdJWFpe3}<t@6q|vza-iHDyiIgzkOl+ zQXBC8klTsbmw-fi(<|)zZDe<PvoZI_<4C~26m7EQC-dI-+g#_p9XNg^#@ZPc!yFvp z3(V~1nJ(}uL+iY<j3Mt&?Gxe}cV=*(!C_e1qmVnHX*7tx1>6(+DxY&jRQe<>?Dnt~ zaM9z!@ODj=d)ZRM-*kik^@`3r^myNYK1Mik;KJ$BF_$#2N>M`<1zRN?pWQq=C4W`X z@V*~ap~oJk$%K~Iw$;80#ETVluA0;)+ZftOQicC8vuh-<P{jyj!d>0en3f8hEt?xf z^M>Ev7kyd}yvD*5KXnw!9tsXdsY&N2s=+7dWnH@RSC6b*wC_bplS{ndG;|0|gjb#> z?dWJz^Vd`a6Q*kLaK{1vrX0G$8YW;xiostGf35&kF<3Aq{}^uIG($%S0w$_?`kFLd z|53%6JHS<<1y(fIp4mr-CV!2j_^urjzG(HhME2(Un`$G>D4A;1WiOA2>DTuWyJ||y zY>=ItlDaKZ6wr!8!<LzH5#1C4weT+u)1r-@=}p0SR3agk*d%!UTlPHmnjFUwP(rZn z7TwYoTC^D^Xnc3bX+*)-^&7zqL^dBTB#$g#DJhDvZX;rkZyMDl1(&9KAxaK^$$~wL z;eYm4k^J)%8bdBsxZ=RIW=Y1YSyMfX7WJJ7S5ZV$lelb7vHbub$##TmhWjfKZGF^| zU2TEnd!KXq0Pi0R;XQN1esy<2VlkP(ZFGIO!v0v8FY+MjimZXMY5577`I?AcTO?)K zN4vh`!0LQDsjLNy4K-K;TX0y`Nfw5NnyH%|jkUtlQ!^U@7UDh?ag1{>7y6nS=%x&_ zRu7XBIiomMapgU)2<GFJS>N$*jcwV9Go&S>_KWmBb3_YI>Aol<B_S6jdgNe9#Vpl) zIF-{fLQMq30c5KF%{Z0Bh*Jp;PM$T1WZ<K}wEc`0F&0SuZ@Lg!pa$M>m9)Uc{OjDp zS3>~$o-E7<C6`oZ-33)kVhX1k%ggh2jJppDj?Z@auHFQ=_=Hsl4Q2JuTE!u7*rB_= z14(Sl3DJV-ufYdM(8D+3l%}ZWf%@GjuSH3bY)s2iR^g;!dctBP4gimH83|*d$Q5k> zF~Q$`HSrVlRwlOj45(sc(XIKHb>V`jZZ!@dtZz*~G0g_jMwdUa+0-9r4KM-7kzxv{ z%wPZEI7byYjeoRECQJ)!MF&!h2ENS;>i6@q%FsJTpz!2)sVU6zW2<5{xH&A)lGFdv zp<`_<&#QcH+eO4psKE+{HXyAiGGz=emb*`1Px^Gki*6RpL5L<|F(oN;*0hmO03<55 zlq$i`GSwQEQtRuW-lv7b>jszC@|n+GS3B%2Wjdoa;d5^zs&jZ#AK>c;s|H7ns%pd* z)7b~zEWbeQqd4S|qM~@PMKRzF8HlDl=@NTZ>$kEmfMkyL(f(LXstlJLZ}m)M(1!XJ zgd9L&UB_&otFcGU@Dc67e(N>ba>M(PVref7e06;A-zkl+tyd^rtf|xG{G!;!S5FZ@ ztCS5Hhk1n?nRz`QxzsSJJKY|deW^-?f@q_|AB3((x84TRjP9y3Nngx={*yL(Y54D! z-2Rs=LXhGJ012-@Y#&sW4t=J=D&1eN9=h)MjqkHYSgzhnbtCRCU%|OAvq_d(Lhd7i zaal%$vGYom^#L<bhr0jX-Zh%%nfILAi({L`RsyaEy4K6Nd<0*<J1&n8w2`OXyZdCk zBUPJR3mrN@5tWb|+%_@*6sp!LP|xC7T(cl~s@qEXK8a7JqiY;TjNf{&Y_R7~HVHK- z9`tU$>!!L~U_xF^FTJ+5qG?tR894wEn6DccOJ^^w!q3^<pM?P5Mp{S%8%EdK_9Hx1 zlO>D01OHl|_Z@){t<6!WQcw%q?j>EO_4Wu<MAPwCc<en|r}?;+#?x<?J}(QA9Be9^ zJD3P5s|ylIq5U5KSV5=0^_LR?@<L=%X%~lqWH(%2zxIX$V<neIYrD4hc5Lfqc~NO= zj8RgAVUWb(mi9qal>oLcUW5Z?j9u%GgCKZxaErC(?1_`3{-7u|00_axvau8=qBUng z(3;Z`bOoWP-K8*sAFx{sFf}`5wHpq|S<gJ?d?LagTWg#J5Ql*bWL2>PU`w8iK|;(e zLQ1v<43eY*6?lpS3DKG(>v%FEc1D{r&r3(~(oQkuP%v{<R@NAamK_fqYa&9@s;n!s za*`FY%&SsIO+kQ=5>h&2JYXUf$lf+PTtiv7vVaN@gkZqgI<lKUK_I&e&N<QPa9Kc1 zZ)ct3@el;+EckKmbXGSblPhX<k&d`3AOth>ctEBS&9?WrVu1YENozMAz*KNn2ueqz zeb-)H6nTGTtyo!Btya)%I})a<j5UywjiIXCz;(<}0fjNDg0nF-I}B{~8=K|lO~$M> zlp-np;GMJ7JFZcqb%ADBYtF`870{LIF9V<;q*fQs@_4}67`mcn2U7zo5J5>~ITs_g zj+CO7XL~xZ^FCo<N1;b(G3OJ`QreItZf3Ag&!N|%vjv#iJ&e}5Dlk|@vrQLbMV<_p z9fb)+8^5pJ>1&#|0W(E0*(PTb&QfZ1rgVK#Q?<Q}KTSbCT;O8mydxk{6cY)?v_T*Q zK=2NKMD;LMsoI8sSxI3X`QF?Ha`!tAur=N(aO3wv)GO@*`Z~ioiefGc)*AgaG+Go! zHPzog%xIpZtTmVsC{9PHDr&Y61e~Yr97PF5$%ds|jqo=~I{<2RTv@PS5TG49N7mFm z5x*P0yHVvx#~?sRgyBVK_Cml~sDPwGgX%=XBFAJ<3(JM1SR!d+GOS4}fTu0MbI*MY z#G^^<0Hh?LSQlWRDv&g1M0%2nnTZ+fd>a8m5D|(D?ASS!1;9jtjfGOwYJ0Lh``wTM z2?1w08*vU25+v9dzmh?Mlmts84P+CP1yl$>NhUBm5`tN5^buwb6vhA?hGA(el?Bh< z0{=M6L<}O%)0&z=g2I@Rg!42VjZ~`xhSsJUk6Bj;V$tcb)!xU$I_KC~OF^InkrN_W zSR9Rp@A{n&Jpbu8Zd;fGFiDG_e#h^9^0W7*6(dS0j!6bY#MZd7Kvi&-I%8ya9)g%> zjtLb2Qc45?&CQ$TGo*FECP<Prue3HG;ih4Dv+gqiY$_N{#B53_1XYD~)`2JpSV*5- zNK<Y_O_<;fQw(afT%PG{62wVc$w`{M|F8dk->z-9+;G)nfYre$#ngoC@sxjLe>l19 zBQINj`|&&PJAQU)@9xXbQHU0I?KtwlvA_A)otFjhzHYw$z`K9x4QH3v@A$&eb1VI# z)Y}$1H(ayt=EDas%S!k<s=d3meebJY^n|}G5xwz;UwP!AllPrCDFfBIgtrtsck0;j zswiIY%qKnb*2{=BuGHhKFCW0a^{sDx0`~(~0Q{BuYSp*C@F~Cb-v8b|d3IrGNj=I% zc5^xFR?eKi{@~7U`{rkS)pqZnPL-AZnRopDM?Zb{k%!OEEzIw`?&>&BgcL@bbUZ$> zvU=pi9S<Bo^D}RF^|yWVGoJmF!-o&-IKDDi+`0WyJ#u3#{7}?rt1Bp}E9=>J7d$~o zsU%5T<<c5+?%_w;b2nZ}@Gw|gAFi$4xc8bHuigJ=AO75AH0muauAM($j59MCtJX!n zPMFzR8!EMa_Uz&P+kfbLUh>gT-F@W5xjfC1X0z2y02pH){X}2m!SL{b9k<?i)uaEU zjdjjFnz^UT>fxggjz$v_GMwwlq{(cH<+CgzF*onY;V#d(sz?Q*I}agi(IXK{>F={C zh~&aH+g}B12*G6$DzPx%wYHXc5Yf4nzIJT-BLLK%gHrxxPDmk?^v5No1jrccRld5) z$Nj!jVZ3cSZMr=oA|Zt}upnypXfhI3qsZdk0t3$2vdF=#wU!KHEQ3ha_m1qG2m-aR z-A+b6vx>B?U6iGyAf%)vk`{<zEs+#K;QZX%Ii8G|Su{HcBj!gDI;Q+*YPNi~GBui9 z<eaCr$SI6SDJB7SR+p@eAjmMXQR0eh)E}^OOM7;QalCrwTs9f&@ra2)66}0{9G5x8 z%}pv_rq&z}G-nfbOmP$BcR<t%YA_sgo^p}GYD(q+Kx@uZ5JbC&=ur+1K|q~(<YP`p z&<0AO(E<@<AUgBxmDqz7@&;*MCZJ1p4qi(<w@_Qc2?=ZA9MTbthLAj5s}<VJ$fi{A z>2mbW-Zh!lPnDg6bx?|Wix>^KDlqDUB)stzGfc(0gbZp&eV<~r=}-uOknAk1rAC|c zjH`mUGX)BMuItzd9`%_mCCwVF^41Rt&c|R!fr3;u3ZJp8!9K2R!`RJvlL$e~Qjqo7 z5(I*C^@UTvuII5Ug)PMWsR+L=KVc4P@ivz^yZ}K3^_19ZwyyRgl!^d$%w@*9s1w(P zpeU{d_8uN@+TTsvlt>y#$D~4Lz*^2zYIZj520-K{0}xXXbD3X+7U4@uSgso-elt_% zIVr{7sE>%|7BE=lGKW-{iKsm+6ryfO`9V5OPm<?oF#84>%8VKvc+hT5tuFvrR{)V9 zSnJXe8zaI<G~0+{m*+egQqn|})Ns8jNd<L)qN$MQ&>m@9A^{aZNM^@cBaF%Cla)Ee z4G0M(VGW$E<s1GC3n56TK)F2CU`SOKCD=kL*_k5|uyd#iS7hXEL{v!LJ;Ykp6_*(o zDM{&!9gW5$6r6S0m`I4uTzz$W))oNA7VKC{f^)XfZZ+ERokt$|{rBJgldu1m+L)jC z`QLu;Uwl#oL9%Tr*RJlN5K$0`umP*xc)(R@`)jhdh`LV=E;42oL1Zcof@(B4&s;h| z5(|R07R1w#1^+K*W+J%JpuWtdVkt%3AYD>bAxdfsPixqbP>O^QLa_7gmT4D222cSR z4aPXlf8!7S`XisZ8$i36eCNxb^SbZ;mWwjRJFNz$CS;GNtg(osH#z$X>vMNM2%vN6 zY5(SGbvi`ivv)o4kJ`k}rTJIB^jTld&V9qzQ=W9_jX(UV|M>3r-~Yg|ZM%0a?%clR z7AQ~Cvk#vt()3%Od-L1h^xCi0e*W{TD-`-G^$k}$w)I~9ZO^a%^dk=+JHG$gt1s2l zW#-ezA2wC>;^*A_r0e#7m3Q)MUd;UVcl|#f{q)_(&JGUUcvz^wSgRc?!C@SQan#$k zu)e%{_p#Ie{@4Dn+i5-T={H<|_1+^VJ~Lb&%*|iip=9>4UX6wVuqq5y5L}{%5-4e; zutcN5@cgMW+xPCa##n1r5Qyn)VeS0N`BSHEJhbaSy!rblS#keEr;j~y>Z<Dx@44#W zi6al>!#=YMT60^Vg06HV;D&?J>Sx~ijMu*MMPU$p@xJ4y&z|3V^+jO$=Ca20S5|i( z*zrxzx%tt5P2#YTM8?nPrU&b+d*p$KMx%+0ld!kwwefl|bdE)<4XLCM<aAkN5JYpm z3#Va3L`=df@<|BUT`+6s*)iZS9&Nw&!0fF02??x)(WC;AG`RMcf^+ODZ)yck0Pr#2 zB5B#Gw3TUY-%S@@2wptm?_wE{-Fdsdj4XAnwg^J0WSBIHbnHr9X<fr=Zwbx}Pvs?| zI6)K%fUU!12q&oBLlhIh?ASW5=yVX^X-JZ(NJ=D)jdAg;W>ZT4henIXeP}IvOPr2f znQ@u()box6Nu`2TM>d-Ic#JYL+N_;h?k+9%wk>uS<{x?B*l=~tItLP5bE=uEoT3JJ z6W9}iIz1k&ay~&-pwXnbQ8TLnu1aKS9WE^-=Q$-!&PHI+T#v%|qEc@^nTNH^DZnCW zO&_LcejCy;$^u5Su4<w(fx-wNrs+AU7Z`Io@-}<yEGkdiR&bV!3{p~~<yX#zmfJTS z3NP3OTSK0OJ~vNQ!CA_>LRDO_0>c<VFbjv<u*dVGJt1m+yR`^I6gm5MaC-Jom7J}! zvlK+s>TK-)hNK&?nzIzvQhSq-(j!gJe->)`wt|^qjbFcj<tdY22mu0npS;-%u%juD zou|Lt`~v~(Y%SaN`Wk?O&^sfbDr@aG7%HIl9FcV6K5OHn0b%R-dXn+fJB^@%>2lrL z%VRKwF=vx{{_h;;8HL^+ua1=GB7@`FGp{OYO~*w`NRO)l0dIN+uZN$W0Dl>Fx^|_g z`zGxCMS8)?WB_hztvCJb5<+$t-DHS7hfvgL)oKoBH*^uc`8Zgu=`haO$q<tvI|qOH z`(rE%lCriT0H8u@hrk?Rs=c=cjxk<mW*E)hQPLXD#-h6jz<1@iPB<r_R1gGG3N~7& zqa+UG+(MQYcDN2^h7eK2<B=<KkU-p^D4u?j5CCGwWzKoVRVjod5{}`j3d~623qFBo z{V!%V*0F0Q(XQ?DlCXB}{D(jBg`fD>ulnWx>;L`Whd-m4!e*z`mf69ABzdD929pX! zZ<`yev8mi-DB4{RaWRH9GKzZhohS^0KuXs=anBJ~WaIPagSiDE$T<hY8{QTGoVCL~ zYYpc}1wm&nY|oJp<@&0tG^v1u0x_&(cI0dnCp2w&G1odWYaPjejW$MuX=&H?HBEV% zr4KKU)BLYK^4VYcnIFFK+O0n1`*v?Td|=1<H0>^4K06&io~CGa_V2k&I^E-`mGvQr zg79$}oeLpUsQSZ+HYRx7e1R+VmDFor`9dY>9l!Y}_nkPizP!@z&P7Qq1nJ78<551z z4)5Q7%L||Uj-UQP-v+u;Pe^_Fi~Du2d)=k}w7R<b!4H0LV;f5C*|TT={{1_4>^OPy z<k6!?S65g4pSs=dyWaJ#ZQH(58OD{mQvay>u^)KF7w<cM<gY({;=ZGM4jl-$#+gFv z>ddi6($VN8&$;Pm-tawNlb!t9)(1cQnZNz`oe!Q_Ywy@~@_b)!>bnPl>a-dQ-S+&_ zHl@_P$4>ma|M&+V_?@49!|T5N$U~>@fB2C&NuuN;*72U6rzc~Zr6i<kv@eC;eUWoA z2%O`S4<0{%@)QXv1c68?6-1#mMwiu-uig8$H@@Z>w_MB2&w1+gNB-m^Cm%Yt_t3#T zS06lm>_j#ink);NEfK{e71&jIVX}!e<xPinJ@eM<e(9~RlT!T4mp%Lce*f)9PTbdD zS?g`Pv|x|<^od8DvETW!=j^zIjp~ip?)&_G4`*rCn7Zq)oH<+OxrpOve%tJR-WC}^ z6eV8YXtEs4)M)zg<CdWvgz%AO1OXu_X|fv&%T8C1Jn-P2s}6dyqW9Qy9(~10ZF$Y? zt+{KwSEFkS550tdQeejyPF9&&SDGD2Nj3%~KteRzZag$u8qS3PWE2Y_oX*+KO*NWS z&-7~QvIGMpp%h8)&@N@8>4)w0pq?lSm1{MM(FnS#k(H0jntEkjpb!RNr#@uf3*B>r z+g;i2u&#LOZzqB<Y9xZl7z-jP<U%`HK6@@q;%29<%c{sSRzYKN$rgFJzKT|d2%Kd+ z8B%+$resg?41>Uyt)|JyO-9~4ybg9^CKXV-$JvCdf`@(2rWRo`eFry{HCz_3#_PR_ zh#j*o5kyngH&NU`)F3!-Nk~E=2p|>40~8roWo;B^3{Qq^G^COX+W~^JY#jtpRW2QI zI)W}KN}vM2ia-Qwxk$OlU^GB5hSM>%<^UjwXf7gnH02;9R|QXowTD6taXo{@kW?Gm zZXs)NfmE;-*@S%*mbIu#)+Ma*=ywaCtxt{CJX(XPC~nlL<5QD72Dr=sAPm_{`h^0C z8r74R`8$tBg&^zQzv@<0O}u7iK{T^1ooO-ZiR9)8H)q-FCKh)3%LP`$I<R%4A*sMe z(24E>j|c1=Nr_g|Lwb0d181jcf3<DcMXJV!OhLp(!)hL_Q>z0N)J6tAuRc!v8GxxC z{Tfss$V?5vAgWJ`w_cylkl8ts0V(CF96(sVz=nX|O&ulxU^=CDAmJ_OTsGm!kg8%v zpkQljWUdRJB>@$X5cQ_nL2D=lCOF607yz1c(_!+oe?pk8sQMSJF1vLAqCE#0@MH+B z-MBAW-KlE>d-NVhArYLe%C(hP$;F*Jy4#mdon0O2O6M8anaLR07$m4YS09l#bex?* zpA|pqyQ<_Y742^Avk*ixlFFu)>Sitg&N(0d9yglHYs2^c+28%jZ@qt1S=C##5Miv0 zHpUosjs&sR-ktzLh*rl9*Ik}cqs2zMbR>v&9oV;Hd)>4et@jyh84<A_uBm35rScha zfCW3QD&!N^6__au!})DN(wx4HQ{stN$}0tHtmUdIqbNe{cPSimRawW(#3Tq-2T{1R zXSbJ$nM$8Mb>_&4`+wxE|L41Z=?z;j{Bxdqy%03&54JxJDtnm~MV{~5eQ4jVC*bzp z`jh{-`Rqi3nLQcjN_}<eRWE(kHT#!-|NS5P`_CV-)*U%<3f?Mjp}p&d{Xh8Xmwd;! zJoB=7z*p)YRbM`U|J~pH-HZPI#EBCxed$a6&xZ~jdh?s#eA{ieB^RbF-f_nrKlM{T zb^GnN4+evu|M{Q4{r21U@BfCIa9*jeVTFPEPj7pDpycPj^w5zn-8VPiYjrze922Oj z%E@3fT<c%AZ`;*RIrOXl$LqfVTZY!U-+J$V|I$NeRCoT|+7N&cvKFYbD=MS484M>o zmU^A}UUxJeO|n1u(~tbv_rKzYUj35y{I|b3df)xK4({*tx?5hh5r?wOs>wtt=^Cxa z)-NzSR~AxA1c5apZJ7yV!Oo(nFv%K9Jo$!$zw?eCzy9hy0Ep-p{`Vg^zdHEKzq|9; zz4tHe-F5Krb>~i<Oo!uQ*oOzN%m7-EJbc~WA9?M|e(<|rQX9($>TPd)?dscp^GnB0 zg1L7wKUHVl>EjPi`h%A}@5w**{ja#hKJ(LVzV_31-hcl5a-($+fHh|Q{7Rv1vVHp| zD=}tkNlGR`1nZou3J_7$*mR4s@o1WY4gXY%5=zHO96tTY*Ni9G19#m!zhhgc*9(*c z;40&s1IUj|g$ihsAfEu14C~k$_IE`>5gAjKu*@C{5&8SnjSwb3kP8!sq0Mv5^&GRc z22q4Ox05lo+Vyyg$T5T<cFb%T><#nXWCTFOP5&4$!`V0r=DV%MUWc7~@UDB(BCki6 zVrz=>#u=GeQu`C40+b%*N<dH$L4|%33}|h`P+6lxDOidZJ^Q8yj-NjA(DChicaQsn zqSQgB=c>wN89PQgMi?<1tj4%ctscUVKuq9l1TeL`q(UyzS`GjrDdD63>PRzziRG$< zRFpJ%D|FX98TnMa3($eHJXoXdB7(4n!L>?RKnX%nbB2v!66_rL@GxCX&F~mXvC*VL z))gD$@8CtV&FPr436}+Vb2|d8t&Pg1pzZ>6$!W?(h9I1&#5V@W04jh8f~F90x)hk% zXpkU5463K;B)|kIxyZ3W*9S?#j=;==RWw=@HKxwzfHRy;IL~1#3PS2F*5_sBBUn{j z6hwk#P!lvrP#AGla5h2Q0N7O8FIuC`RPS3K370t>Ljcxp=*(*)dIz&<A$jtMk6!aB zX!WTGAsGM#85`}L7rDsUF`VUTr(;Gu*?7UnGQFG<Nj#CkF;@kT9mUOB7-9@b2_Yc^ zl8Uvdb@GpTiFzjiSOZHab7m)em>*DsUgsbLROrL)DU3D?E9zE&XVG)r{$Oi7nsvi< z0=zVai;Q(eLZS`}^rLbOAt{Wh)uE^{J!*C<XKGHq)m)V%Bwf&&0kGxzAP^8n6ojlR z2nF918?B?roz`fyNGgCx2@(WnbUM+KaU96Gh57j%OT%$4r63{5^L_FOgG8$Xsp<|U zyj|Y3b3lYJK^r_;=WL9m>GKOWg)efw&S(241UoJ(v%EH3T9^x?FfXc~{>9%L=Y{Ib zN6n@`cp)V+Yto6UGTwwCr|J)D2WzlK06PxsouPMU-ML3jv5<|0#a=V&udL>y0sBQl z0?yUfl(Sw}MRC)DY@PumrDO<9*)db<kOUj6ZACf=>!gE98|O(G&a!nx6g3(%G_Jy6 z_f`9&IQrtzlW+co_x!j2{Fco(KfSruw><Bbdw&0~PCoch(rg-Sq!3{ox8^#*mV{mA zbEi%o-oO33|Hbnzbq)NZYTLpb7^c!&H*~RLcDkzO+Rf-OZ!oUZ6JC3FF8;#5{XXOH z*}EP*x6+@a`O-r7@YQ<`AKLS^-nD<8CExz`w?Ba|XRUq3D_(KeU3USv?Y7%K^q~(u z{pn8+9+fP$d-v|!Zo4fAg4=Juz2EPD>QkS(?Y7$<+i3bqU8yIw;wXIii=Ng<;^pP_ zkofrVQ-hV&{>tiTy?<b-vwK_j`@i$WZ-3MG&UY{F$+5YzEE7V+j~e5D{nqEd^x$v& z-Umn8nIKjw2%|^^N-8OpR7xqOjCEyI<#{QE=*{<z9zAX<{n}T)@ToT)GS;0seg4?7 zlatYyonx@Iw#f3q>e~57PM29m)~HqoVZ2rPeqrg+(3AzMh@uF_bQk7(yLLtGcHHSS zyWJ=bjWNA;vOXAn%X4q>W;0P3y!=H^8;vKU;pm}bC;Mw_OoB-O%+|o!ZYw#kYw>Mw ze9bSu<#o?}+6|j6YIg5f*u7)n{-X~+bnIk0o{$hh5RxDwvc?Qn*H0fiUZm+uo^#W$ zz3uhhxM)^cUjETve&Rp9=L5g^gNqjq001BWNkl<Zpa1yNciw;ek#qgEK{iRHQe~Ep z2Lr?n)!2{%va@C~hENnY{CyRtV=zRk!&{Ln)p%sHHM*3Xr=g_xyyM4P&3JXKf8yb@ z{pFSZ@=7@xxiVvrh$2X}1-;i>w{=i_eV1=EjJ8ra628U3Q>vxMYPHB#2ol2ODLKb+ zqN~ap2dTIyJeGrFE^{t&)}>%4B-L?VBskBIr;t*1dJJakU`?pxLbttRsYg_gOvi(P z^TBeB2FZ&wmkFrHS+h}|voM;%m^NF!Z4zrZYn`(Z+3WW#yyiPz@S<nkbpHbnAAk5v zIvg<xr%RJ(&RPfoLF63y#)sCdOF!F(HJpw~Dr(JvKtV)FgPI*`v?xv}2%!Q<S>N#s zi86y!b=dXnoR>Kd*Wm}(jV3kPlr$-dA(an?;xY#bQd5{JCHWioS;`j}rb3y+i{U** zS;Y{ZX*}V4!es%Yp(|7+SEZMKlL~9^ZfC)cgrX=Boi2smam{+VK7=F{&Q4%mrb1be zR31BBFahIf=Gly&&km+SkwFRyV~P@r6OptiX;IwdGDlUyXwFj<8HyCyn6n9thBK5j zX?|$~dOKSK%ketcQL{}!=u_fINC?4Y4pTt}QxmmX8x5M$@`+%r9juW*btEW?>O-p= z0kvFw!|x98Cy<gB1)Fe!Ur|bNS)eLWWo!+kprk=6BImrh1CgkC+F}#o`O)QjF=b9c z1R_-B)KvjwE%MaA9i+mVe-1#Gutvm<4GQ?y*K{D_BK5Obu1bK(M-_VKGUt$wJ&T$e zEx)L0ZN>~z&u9w_PRCr8M1YXgXo*gbT62(!ylJATpiAfq&OinfMAThC7*Q=j01<JX z1CE+=&?T1zMe#<5X!e=r&#nJwy6oX;0xF~+fDjZVum(nRRomBdRdSx1@yJzW5{FB> zb_VUa)92SGSw7AR=a{Pkp1Kl6wS@jcFS1SRnBgfrx`ft{0j#08Nm5=QIUzwpkW#|u z(m7jIdcM~lt@qbg*4IZVq>ASkXU3&mm3pwoRS6IU5k)bg7%Bjmo%M$kM&W^L4=wH3 z$SPl7ULN%aRtBwJZ{Pmioo<hSEYI0k0Vc4JO2i2zEv`zE0W~^P?*n$$Ib%>25R$@( zHkLPec9mlYA*^+^)d(|BMr<uffuz-+<XW3J417Dg(QZ{`DXd}U&3<DmYr{`|_TJCk zb#&MtjfRtSoQ_B1VlrMozno3dxRLk}SyNRHA3Zi)TW>ewgZs9hKD##GZMR#=bop~p z)C!$23?GdSE?UPPIrou&xF?LGq<MKoeL5ZwSJz(gO;7#S7e3|jy!e%RLdsfOmSqqG zt!Crk-t9LXKJe6=u0DMAp2hjcav;7^Ur9Z|0RDaNd*84B`mY0c@rz&lM}PE3>M`{v zFL=QV?z-!)BS(&$K7IPop+mRaa?2CACs*o9UABY}Prl*ctH15}hp*my?SY-w9o+Sl z8xOwh`M3V7?|8va{jcBsf@eG_czj`%|NH>_FaMW6`Ov5DL6pR;mQrd9s3amOr4XX5 zbX8WZW>Te@gnRjmp4#oSp7G>spLE^+_5R4|>cqom2CHlR<<;TZ`o6{1!d&Bp&%8lv zySz4_D0vM2yeadtzYa#wn-Al}rjuqf*>_-1x6|y+wYqby`GsD0zI)=4v!lUilI72N z>h=DKVW?j6{99N1qkHc^k!N{2p6If0Ml*A--PpTx+t0k=d;Wj+-aOp0tEw0MjXCFP zcYDsMK2?=UQ=|a`NDm4EPkDN;;?;Lmp1#XduMdHEukGg*6|c(oAv_*ld^CcB;8RdQ z0YfW@1SAOrLX(hGDwR~<oPKw!oy~ZE%(eG9r>YX72Jvc*Kk7Sm&f0s=HP>8g&oRcY z`SJho9B+DeUK~8I=gE(I)Z+50t*fI)Pp>U5tuHOFoLyWyx0DS>*X-Z<<3I51*Z$g1 z?pWB8n|=DWJ8yi&n?H5S*KYpep|wdlDUBhaEf;x_4F==ksH{!c>5Hv96+Ip@k?``) z02gBdQLD45Ew(kB19?Fr3Ik;(;{g0yzwl%K>vul!dC$0knaAVIY2%DB#xMy4kxEnA znn-XXZZu6`yi{IYva`bPbO92Ql$<&+&(N(zLJ*NFa<-Pk*!Q1F1tL&fWL)H2<uIC! zhBfRH$g*StS2?@`bEn5dunz15QLo#QQY<d7FRcz&*GJ=0n>>fEAq1kBR5;z}&mf|W zApf-4%K%W9Yz-wHYTVQ`mnG_g%K}ETu?)20Sd`g(C;6rS>j$6tr0XAj^`3i<oH%uM z)j9_dB`LMLUMrqj9j~?SHMC%AHZ_VI&Qj8%1|1+9&*~<3#YSt?t7PXB3KS*nS$@k^ z!Q%mlsNJK^T+;#-s?qZcLr95+c}}EMbAr>Gtw}D4plev|hbr1#(dkp#CJ@&pq$1x4 zjS>oDQX%<I2T>4+&OD{<<^<CgH7@G{Bq&Nzm#8(YhDQeo2|;iUb%mmUu80K1DU^bg zUN(Ho%Jf3(z6oCy#OyiP)a_FkLn)smQ<Q)my!oGJ5I76xh)B#WP<s=)-WmX`Ym5f$ z93?5G9n7*rz_UV7mt0p6QpIT)1^}FMAV3IWu&&*31<q2OvbC_9yuOz&HxQ8ud}@c8 zp@6lVk0D63`xo}lNh-3I%N!&qPDOv7qLku<(l*5@bj|E22;k@E!P@U0TTy1vHAM-G zfvJfkJgg>3y)Gl1B^gkhKu8J#R3(f7!{=ta>8&u639KtFG9se14Wm(4@OFcq36N)8 zSEQ6@UQnD&lUR0jg=~y`jADYafUZ!N-Y1WOQ1rLW*y9vNl(Zm-Og%eCiejJJZ&?ov zu1i=$QN)f>RTRc_9)Wq5Vfu4v%=3h=D3N!606-+-6hX+wKv!^<m?I_I?bfzk+b_HF zz^F89!*Nk*kWfJwM3K!irz;34(hj8Z#lFq8j}1%_05D0#bp@-N@|g;ulrJHX3P?y2 z(<%csG$bM<QMkIe=yVMsnJDbd`?s`JRjn*K=O}5(-aI8O1Q7)xg^`F;3KQ>m*KQ@d z_U#p$5XFlp&y2?zwY%MRyVpropt|$@%#v1N-0cV5IgVnMimM7nBW{TxBq_a2ooB3Y zRgkqJZGl9CG??n}0puK8H`VhmCR|qp$W|M1Qfo8G%W+mHCF3XrkhWTf4<8#2M?dx- zzSA4HeC6&3Uh->i`m0ZT!3jlC!ci>Kc95o4NL|-?mX8Mm0ITN~j~~82ACDc0wNd`5 zTkrbFCqMtDKmG7ue&lme7~F8}0RaDq1iqEVH{bTP6DQBrRXtc<9j_1aNd`g?1{Y$r z&K^5))$aM9`qA$`c*UNF^X8Z05s6s>|1huVrTC}EBP{Unu6Mo5|M03;z3Smy#T#$D z@%`_AKY%~`vp;*$i(d4|4(3u^iiZ<v5<Tykk9*!TANQ>u$iI{*tNJ5<cRMqOaq<vU zHz{Qpg+*1JTV9Xi2*BdXVBenY0G{#0>z?+6Ywo)D#OJ<v_nF1D(Ij7(>l{3==h;tt z?4F(TFMrLSy#DPUEC;JjNfBKnkv93HT3;hTbbDcvcqq8D=ZoKlaeVosuD<V{d;j95 z&wlT7o^<`e{QxFe`Kzyf$E|l9TANg@{`^8KAtC%eDIZUcoL+wITmS0j&)@m#U%j}P z$_>{Yc-Qa$@~3aR>%)J0+r1B*URoKZNxWz0!c(7c&G$U#iI2MCeBZ%$fAHqtd)o)^ zK6<t{KX>J$uZz>B&#<~aI(ufZ8joFGkd(Y>8l7`SYX)E~JoZ-z2nD0r@dinA);*iC zc0oiGg@LmU&UU)3o!k3=ck9<)|MtH=b#~?6<L3Y{2}i;wpH6F%Y9>v`%xnz%>_td! zHlr50CIW>KHzaDqc5?&AH@Y23G-LKTl2k+lb~eudf>IO&P?1o9@A!F}G#;%3pfD2c z9t8nFLJH?B5oLL~rj0)-_Cjl3vdbFOC42SnCSRF0duQZSp4K3=hB2HE5hh$_zGpsT zurf1|VB0oT_2kDLyz27Z&be!^x=avR$0AI`+&l?IL{``A9GEGHs2_9E!eE7sX<ET5 zpdi}t{pP6)x)<x-5?+~%F-6|OIi3swqE5fzuAir+2BIh-6}izWXX9xSxY0m^CqyU- zT|r1n+MdnM)^a)FEQ1UvZBZC+X)Z=FS;Kk8S|b}$Z=TB>b;;UHQ5B#dLYz`}j@MV< z9P0|EW(+Z1F)$h=*jnMm&}KwiDZ#?a+LPDG_Y-3@356);GQ)6<dJ7HlUMj#)s|%2q zxTCm@Kyfx<UGZo@Dn}SK`J1&c72D==Kq}v_ZoK6^EI*35%2Acb$LzFAJ1Pv>lC`=i z9(gmfIH9B?gmC$Uhila7H<=ikLQvEDW`HeEhG3>v@BC{zU3IK$sDR>>k`^pO*l8PE zAWD&sxh$y_G?H=`Mg!nyE(?Gt2%RT~O9^M$7}4)gtH;*3)pKAwtpX7B=6QX^6=QOm zJd=DgM4uh!W3EaNsJDP15=qMq*SIP%9#W?d5?mJ$k~(vk3|UtguA|$BF+3UY%x=SH zd&V}`T`20#VJm)zCnGK<M4-6E9%<6*&I&7yWV^4hMG@<YtD@m<Yy>q^-z@K`Y#wHn zy5^c}xk18+gkV5)dKAVx_iW#>(AQd@Ja&3K8X03r2u%`UNMVGeg{lA;GC1#2&NMJ- z<GD%=@MOl#(G`LK0Lj_?P7R#igU<yS>qetVnU}COZY8!hAXvwy)_Qdjj;Y<Hq|H-& z!z{@ZVaUCCo{T10apLfi?U(O2))7%4MUiC?B1w{VYoim;X{Y17v<z5dt>NYyfhdd^ z40Z(RoCO0?Qqn?^+3`^J=Qlz331A{}Gevz}yKF+nsCGA=-wwdmwW-T|Sez<~YWv*I zo!e9xwEEpiR(|=e2cGiyN8NMe<ja2j&0jrya&G(f9s70{r9Qp5mX{TSM3e?e%jS78 zT0egHK5r99Gv)$N>dIBs9fwZ5>^I*0_V;|^4Zr>3UMsx$^I!kMSC5=s9^^&U>$a}k zzw0}m{OIRC^Ks$DS|-b@!}ovu)^khiMV1w1J)6vUaY=>Yj?4CJ7S&r@TFyq}12<gx z{AXQizyDKXoE3k6``5p8=aH4Qk#oFlzWccAu6Wi{A2Zi$f2)UfDS$^jf%o8frPPz2 z^rVM#{8OIt6e*>(_MUt0d1Oa&DK5pO_=kouc5OI*-$y<-$_fBdeFMc2DW#CI)<#$h zpw=7KYeI+{t~+qUbq6kd)vvzvKfd#QpIlrWl`D%fNmSYv9_{I@ttyjGY+Vx=X(#IT z2yo5<xF}&hh{7Fvci(gL#2@|n-@NWO{<Ajb=YRVT-~HjwMM-ky_1DhQ=_YpVEc4>% z(c_0c_}QYY-}<{hd(rKJ5aPMdxZ!cvT;_K>Q51DL7pGBt`nEfN?`<Ev=lHpOS6$he z+XAXznCpf?aCUiZa`uchrY=g$3=p$p<~R&QyH!mxt_wsdd4R6b&=p7V#&&nc=e3qV z5ag3mU1UV`ghyZXra$@cAHVmL_Z&Uj>UA%>>WZ}85<=d4<aoApj&;q}GBZgjqyo^8 zpGnL>^~}t*X6K+3lWe-({xD22($kc+q5HCf3dB@o+pe#$)(9fm>9cR!PG3S{M9#SJ zi0e`XVchL8c^0;<3S$9gD+z*~v(D?xLDwJwDN$EQ+D(>@&AeH7ICSF;URTTx0$f*| zPap)T074M~Bq6<IQ<)9cd+qcGzWeC_&MvL}*H^sd);kU(2&p&6BpdZUYK-5#HUUL3 z`U_ZJ@f;BUv5g<~tf0_bqiJ6bvu-&tJDTzixX1ud+G-%gTXL0IQU?S9B^}O3oKLpE z@4c^>lw20<T+=u9FVq$183c*m0#rD?aJ1oo9YoZN8;|$pGwgk>Jh>VKt38*#G5uyM z(vGKjv(;0$b%(-;v$30us5d`5)7i=UMdWWA9uL8cR!T`5*0L_KzKmAKi?Kl{FjKpW ze9T48W<XLQib)8r3a$&3d6O<$(<E6^v8ges3Gg1*ly;hiYE{6wq|=F_urAADusU7P z%*?Qsq=eT3loDZtBIl}rvuJfGis2mltLa}>mnbrJwn@$}3<4LK?`c!J2W!9%ZquC_ z#i$C_73!eD8e9mX@mcO@9qcGhSy$7}zatee*yUr<?t1(MTT4bGlmH+V^|xWP##PC6 zMJhxPK?+Z%;JScgfJAozDg-n8<JXtD%%?RYrZ9pK)ahY7<f_1O$;=ScP(qseog-6o zU7;-4S)L4=5{%Dw^9dId5|X<8##=7(g6-3r!9TD3iU<>?F^XJt`m<u?#eoUF9EK^Z z#upSwY??!6FNFvoN&qT~>ddj@YfGz@mp_;-$O0fj+yW6bMvnrUTJE!&=uA?i!Hx*Y zWXL&o%vI4KM`pMA#v@?18hEt490`_jD#M^CbyaJ}aFYR?qohSiYxXh%@#eNaLv(s> zw7$MR%=wgz69DXNQB<syAnJBDD$5IVoxv!}%gVnQseru#sG#X{h+(~jr=nKZ=^9n( zMg!69Z{+aI&P!u3U~0}rWVC8`qJ{Z-v~KdOksW0&Gd?|7TR(Gl=f2%(k^=7d>7~bB zd*GK|`L?efKDlG>o^88#0cf|>Rr_}>uMLOeoSDm7`%`5Zh&ZJ<l}f2F5K>M{GF*>_ z`DpO>U%cmgU-Vn^b8Q0dJGrvC-uUsG@7Vc{n||)6UhrMt@r2E*<Lie{{NgMB=<n}1 zETjy3^O}STBPE10T9-vR$<5JY*=W4yiv2{iwzPci#Hkw&?tR67{n1N$Y5$a{wRy*T zKl!Kc|GT`X4jnr;`~9^Cc7=iZk?(ufPrvZ_7lkoiihs^{gcJD1#YF(Y%;)JFMZ4Wj zl4LTOEG;cPvLm?^m*U@A96!Bu{M6FgVAAWRm+f45)RpJAiytCBecPRX{fW<i{>%4P zwLWoXd1Y+`P(2)k{cYkQc?3$SvZ}Z)faE-E`GZBLojmpN*L?J|UkRen8C|X}Z~ki> zD%oin6<ZkyA^^550mSLWr3Cx)3ri=?+;+#Iyr};0-5>w**YA&8tpnE_6c_vcj??6d z>mGId@O^jPd;Ilp|KKmb_=g_OfG-+FS^w^v-h21av-_^TvU4$i+D<!ZrMn*}^TEoh zV=I}%KoUd}N8L^u?V3Mw*FE)QETaSfg)x^U*CmA!Xe-%x2Kp5OU|rQV&llS9zC8<X zf6pflpIqL5@alHIp_yrINCh(OxH9K5r?kV?IsinCvD2)j#(=ZPM=*w@0#EnQQo))j zoYeuC8Vg%4CICdzTnINFu+a!Z(OuXiChdqCi?tw55yjQ&k|}dN83vsmGgn2)&QV>u zy7bn>&N(ocEtox8o2!DWVw0?z*yzsrvVwJxlCv?GsXYf<v$c(r*;L{lo?9G5GKvaq zUj63x6=n55-u8jN|I)pV1hu-D>N0M$1Oc$)s`en~ja|F5ZnV}wh?VjX1_)vgY@YS} zNkA812NrBJ#VKaw_GDTEn)UE!mw~5-T&)($jP*u~sc|n8f}G=Q1b~t@rs8Kj9uPpC zIe5ahZ(q-{cfkKl?GA>TwWc(tv;!5)PL`^Q^9gHjROYzMm>nE@!EI`_skcA?R|Ry% z;{kR1JQcAcqNdsE_0RJO*Ck0sNgG7en?p9@BFA{ZlOd^D!dbJo9Cr*D6xnnl1SEqU z`BXp#Bm}~^8Lc%`SFCFcR}q9nU}IXX_=;<<iQ;%N8V*<2tFp32gT#20`OJmO9A#lW zq{Y-=W?f@4L_UEErUG(yCI?7CL`j>rBx)N!bCEMhw6@sbZScmOqjnGDb<QVXP?B!I zC^lUV9u2tm`0&t8hVUtw(ITDW$$*QAV~48rECbFn3Z`3RDQRvy6%#+t&{MNSW>^EE z#KI2mb>Bc{gg~c<;Tq=?c$8BEX%W=vBO7s<Lk5(#DM|q18NNvcqyj_<@-ejL;TrW9 zKm_YJAA^Xxb8r?OJD{d&d7G1SKRH4+1*vQdfOSR9F<X@D05tZ5GvrZSftjR)u`|I$ zo(y0#2}#Us&HAZR&RPZ`Zc!MKlwh#YTo+tb$j2aJ$21+-wB^3(a%`yy!uQ^}E+Hhe z=4?#eK3faH8)O0RiQtc~t1_F!lDZ2ERar7mOj%M8a9Kb|@>Lj2>jYESJv9IY1_-SV z4_52(IE+#TyV^QqNJ?$(Xq?YFoJz`F+xo{(FKOpI=!vBCW!$D7WG!Q=Um%3&&AY)0 z7rE87Y<CevQxX!hv0Ua{mBcRS^<|Rg=gz=71}Kav3<(5hU0qGG+#Wq4m0Hw#Fv{Nj z*EcV&3_5dtpS?E&Q*!r?`JLP5vZAcY>g@dw)I_q?;UE%1oaaG9ps3rIK~%0To?2Wz zv$Qt9bNk+_uSh%XAPB56`6N5Nyn5)^p~aQKq5Dt$?Em?F{)NX+FWvYXZ@&HONBi3s zcJ13+YIEw$N>*0Ptl}hWwYjRR_2t3pYF$<&DIbk*IJoz>e&NS%xbBMcm)WIw*s(Sk z|Kcm(cITmE_a0yBZJXPB@X9ERL8z;0aX1>RF4ceasaw8u&+onBr}yl9ScZa^;+qtY za01`!^_G{Hi=sGr^5njK`@Z4vCr_T7OeO#p79QNX=~7&ZOYz`gjQ!vzZhO}UZa#i` zOBHO__PHPWo@c!91<#HjQn+<#b@1|6|H)VGe&Eotb3(}|NyZw8VpwC!(k-6}+P$E2 zzLokcgp^>e^1R*Jb6}I>Ypu<>rS+^Rd!5#fg`PK%o5goN{jq;@%bopg3rVXr84T;X zvf8OYMrqpVcT3GD7gvKO180*@;!s_vY43vsrQJ@g&24ua`iq-BbLjZu-1coJ?|;D5 zT1cUSpxx_q`h67y&RSj9Mw=a%?Kyn-fxrCdEkE+_pSAz8f27IH`#*lm%G#(qKX=jW zy_p;#w(nf1CgaNJK(+Vo-qudz4Fq7jU9S(^a835Ni8yuH2xWmN=EhNMX4z#4L{hQ` zQW`Bxwf~B}U%d0k;S(zdt~;1)Ds5QD093nUO>L_ZQX)zl&nKWU#3sPm20&X^AYyCK zH0x}GdG<78DVn~nknn(5$0BY6V541`gGhAeo933!9*IaPFtahvxiE@Mw{O>1>%qEA zJ9SmDt~eVvDDp6Z3JGAJp;^P$5L<T6@4_i=HNa_LqtWdwoaNDgt@c!Tt|~}Lq!7jw zMl1wb$EN1GAYCdM^|sC3`nCJN_A9@i*G@`FL4+`5c0_(z5~P4*c8-e)mjwtUB}HkI z#97zy;m4X<ZAv@du4w~?i)Mf>n?NYALzy8-p*5H(iXpb%KQq|yR8tDpLP~@oik$0e zOS|4VH(F=sC}|@Mo0n8YqbRNdc+>3J@f+-7KVbq%3vLYOnpEF9u5wgGqp;o36Tnr~ zZ1;)aQSR2V5Y(OL!75jU8(2!a2!f51VfLveo0>>cZ@!UTAfVl&DCJ_zb<Mhjo@SdQ zs5?hVN<O3Zi_=;Z89U9)6og1S8<c4xAV%6jT_PKCkx3;x{ocN-ukv|9yVr}S(pEx< zbIXI3m9;uAP>k6cAwwBN#vAMr!D!|hbvd<acVPHNG=q7#BGN9VdXr6`mI!`j&fpKz zlWzpxy{14Apwq`_z{Lc0i8!S=Z8-MUa#bSFm@TP*(l(EWFoxP42!+Ye<s*_I>ynLu z^sQs!x<r{%oNmlR+MzHetJzoINFX0GK&{RO)_vLrr!a;L*i;0-I@A?=(FZAE4OB>- z4h8YFCq1Qk`!Wy->dy0M4Z7xhLah$+F)>30Zn)YkS0QM&>byvPlju%4BCQr|%~c7< z5RS`?(ydS?|2|F0iTo+E(G-LTqGnk-!{Z@4E4)X8F`SJIBWSf;(&3G|8z7a46E>Ph z1Fj3ubX1#L^cR*7{NNiTKc+^Qh9^U6_uw4l#;x1HPpX_JBUoKoniQq=6_YXt5&#rM zn*=NXcq91cK{53yAQ8q+25?pqtgh{NO%SnTZQQx#b?e-=xuz!D?W9slV?9E`K}Zmw zD})IM(}uk8L<Uj;`rCLsgs$vxt-&C8ID=31trk&gt5S~!%uGT+NH#SHB58}L<D7%l zbvAZc(TS9l;sYPQ_0aLfs~>aS`BMi7L7i5Tt*uIeNLrk<{HHYait}bV2r2C%8?m$2 zm{zClW&fm7oqn&=?@dOd`;HuY=llM)*J=HyA9}8H{41~e<J-S}bYb_-oqI0>kV<)A z-_A3OYeiX=Rpq}Ds54g#R?B?pioH9(^I4Do^`HHbOWFHBCCaM)FTeSg5B%*HlTQ2U z$6mi#_CHGEPQSN(_pX!2jvqSq<@z_?{La_?{J%kyrhhr{2q*AYUU}v6@-l$8yyY#g zeB~>@;qia)2Y)bo;UhbeOK~awEyTIy^<VhyKRSH$^r2(t;xtJ*9i^l-w#c(X#~05n zufPA}xBfrB{+}OA&E@#%rJs5E8$bJ{d!tsm@8DJKZkGfdI&#X@nw@h+?&?C1htAZ| z-1dv+@C0yK!tt}7@))0`-+bF$fBDhReerAe%@FmiG=Aoju7Bb8KkKpA9`L_;;rBoL zJs<k}uO2?tyMF$%D-UdbLuOt%deTiswR4&sTkEU|=K2re9}|QjfIt7xXTNyo{UpWN zQ)f5-b-X?}%_o#nZfej4z!-DKT@U=f@3`sz{<WWcIP-jAeCl&wJ9O;a71v+$(1*2q zJt-yUWmQ&XS$A3+sQ$U#yGEli*R@?=7TvyV_v~<u#{<#Z)_Ai!o+)NGcz9<-K7RC- zdv<M~`}FPiCd2{k001BWNkl<Z?ApIC*$PZh(z_*5w6LRGUUWr<x~3#06*Odfurr3M z0{MiEK^Tdo?Xn@~83_fYFzdxx10friX<hMT2x9?u`AD>TT;^a<tK)&M><riu5rk}Z zZv^KY5u&tJ6os1%i>0$1M&6uRBrVbI!n^faL(WmsVxu`9ySj$6V1aA`2GX{lfeqFy zJ06c%SFjdQ%=rieN;?#{n%qMO3W<<{yPS=ysu&MOma#s{y8XG)Bny+&!W-Q+8%+YB zlpCzD7hP|6DT=|w&P-tlgsS3vf@}=O!lQ_18d1I*Ruyawg&{y}YK({8(+&?N=IV*` z!b@H|ScXtO$wU}8*=AX=F5yMa+FeglVDIrx0%1JOf2PAAYI?t$=noX7oK3jQk&O_9 z7!R6#{|ruV3_IhU;VFn%SLD^d8vAQdw~O(J>x%UX3FVu*Y%Pp#nD9YB-FcE~OLH>_ zNX-!e*1|eC!;=wP<Ga2P0%1%5jCR@BV?Zd1sJ8&A2$*`CO&R-Aq0_^7B#FE8^XGN> z0F;$pSsxW;ZCFr}0*)sm*2X#uYdu{9N_pshGe1&N7&n&ny5fA|vLUgfR>x1BUmK0? zqtE$gbL;aW|0mD=4rA&s@OYie0(Hg1^;u~Lf<Q!31d?t%fUYTsC~o=X!Bxr1D;N3_ zj37a5G*5<bOunEn<^LmyNJu!xqczW}Ab&c*>`q}&(}%AN8w07>=td#J+J+nvZz8g8 z?nwKJ6p`r8+qFd$6G~DpOSZ-*q!cBvmQ4-6e!O6N^SBT^n<5Z(=P({}k->N?hoC7T zdDXhjAL^wI$3ysf1QDF&GUp<PsX-+AbDU*vJY<4MTj=!JSY{?PppE7UAr;MS!^&A^ z=DHG5!duR3BdwfOXSgn#i3<X-qaXnU>xze~6ebi#9LK&u$#v~9GH`~%(AD*Llu@fg zQZ{eGKyU%Bm_STSQ!JGqkaGwES5(FFSvZbEMPaKb>p-Ba&EoRFTGvYBC{T`B2og#_ z2xf2?VZvOL6eP`g%%uPQr%8q0ytEosVe*XY3W6Y{2to!sYn(12B!Y;7hy<~7&^1?; ztt*OR(V1fzsQGPreRW)w@BYBe>!V51YK0G?(aVm9%WFk##QZ$`R}4FA?Rg5;*0HgU zk`@;koGpuTJQ(#B<~ASG?shM~_Tatu9Dc()Z~FEpUw`*~CypFDo3`6KFWcC?gn>G+ zcgG|vMw22hN@E;@<89l@)s=p)_0HG*LK1&tpSer%5b^teeAA)(Po<sq<<}g%sF|w@ zgUb(Iee(XJpSb1DSH1DQulki2{qqm<Quug;Rp=KN7eDo>PXYMc=RWt;r#|)StFL~D zgFp7MkG=GzFZFfF8*jYvna_OYBRG;vaVh@U;#;Lce|Bl@Cw}RFeB#!-a)W&buiAdu z?oO}U>U7$@?%cL*z4^H_%j@?ZIeGh64n6&e*Ij7lG0DoG`PDc4-52ieZ(rDd^_5YQ z_~-TNU~G(4VZc&S7_ru@Yj)PN_09{Ybv;<^#Of`ty3tzx`QQG-cf9YDpSbm|m0_M4 zo@h6ilqb)we*P<mZ@K;Jr_QcC<4M;kDO+hA$KieVpFDQ_Osm^bQ^Cv8`rzb!_fOUb zR%>>Sonr=sAn<T`RS1!^(+kO^<Mkn#`b%HCFVhw(47%O0Hy3pKLAxWuxSC|TENknG z1FO)<z=5oFmif?q$ImUVKl4e~UuYOx6ovmmDHUCyw8zZ9`=<A;j`Cgm_g;kTx+#PZ z%v??~Q&&OS>UTF7w${4Bk<}Gh<BF_dJ6pq50ia2rnuaJ5n5z=`=-T}|zVCl|%GVE{ zSRI#pue$uauUH|(`e0IP6U0#v$F?lki*;88jOME3e8Tw{RSjlJTC%?lzSXHKu1i4B z3}Q`<&^ng|XCpXEQ37TzbFOkOOD0gOJI!I3h*TK*1}u9;C}w6jXPF6g1yg%Zaxb3_ zFgw?fV`qN#DuAwF9SOzYMg-m(vKB@|m)_f)oNYQ$bp<IzcR|E0^6GJ5l7dJO5kNtb zN-4`MbJl?bTjLz7c87w%>k*Kr(*vAOxX4K<>MbA$sUb3K^t366D2!2;tSctKe*`nY zUSW&JL$DKRhr$@TVqKHda7<CW#g?qObL>XLTufc)tVLa+s!->gPq-{l7bKNvbw#^N zAXvlW0oN70F;u(PK%*NGZ`pup&l3p~0(A+m<6V{@qBs@ZIcjw&PAN_)ZIKM%*rVJ5 zhGTdmJ%;Z*Q<6XgWDTrQY+YS(Rlyj5sWV6IKBT-DLK;o3?vWi@LsxK)!jPs8c|2U3 zx`+wUU1-4Vvxe{%QFoF_%T<Lgi~jb7nf0u5ZZyfyEUi!S(mId;>$<VWBVxzR^s0cu zi24f@#uP+b?eW-W!d#Wm6)CS??h7=I>l$_0Sc1)j9yVrsngC1TZ4~{jh?#o1vwmfI z<clveiEbZ3<oPMEhDd=eq@o~f=m|h0*RN}D;t0T(RJhDB9>5w>YAWErY2rO(dbGw> z(fEo*DJ3lt#|T2yHG~lD&W1_hY_@&yw75fptYM=G#AODhC`x2+0dWdvN!JKMPpzL$ zJbeXQR1LK5&>hm<jg)kEHwZ|BNDe989ny_RNq0yyG)R{cLw8Ac*WKT}=iFZ~&z@(` znzi1XZA|IrLI;A|sJ1>t2C{bJG)u_Br-q$nKb6n$?pv^5>C1j2s$xSCFxJNYcG~yR z$NY-f=`kTOTfHZK>&uLwTJ78(VST?1$OC&v@^v=z3Lp0pYaFuU7xKC90p9(f8aFI? z<XKI74@9dJminhjo?COeD+-~+lzK8GGmPr92fB6&yL9p6m1~BvyBVrnC9_f!m%fRW zcN<@J>|h%g0bL){b$nJ0%ZtjWz(r#r@v<Mm2jl|XF<n_ambrt%87#wc3JggZbCp-` z<RZL*HANWU^)zpce8YbCkxGRvyP74AGl27_ev;*p@|Z4Slop58aC$i2{-PAvBF6#; zb~2f35F#;h`n=-3ZpwljmO2!l!>|X$6uy>Et#|H^!fhg~cbgNrEsgkfH*n6c@~y9S zIjHGb@}pAtPV8nlg}?w9rA@X_`=w!R;9dT<GEz<ZUVdyRN=|@NUA+)lY!@IB_tjff zX1RWQ{%_qx!lLjyGF&&9=jC2^n^Cp>A-0L4-ug$S=KUCd*F_xvnpfdn%0G{GC*S4e zr4!}8h>Wek(ff3|^TCCTj%U^XhS+O!c&DDJcRqdA#|r*+>pw5@>g15K`#b-6?I~sL zw~Z;W%S;ZxPP(SMXt=DGLAmXYDtByIdvZV%+FtR+c#KYP>f_1*#7IA)Joo;4Wx(}Q z-ivnk^JCWQX}pW&osrAKDcsY3GspGb{^K$sfyW8*_P?F-;<>q-slbP|eet8^5DC%S zB{)`a;lMx|?OmSPkmir7Tw@W>t&h2S$QDHoNzKf*F-7>z2IFO;1=%VU6^GZ4`~F89 zIbsc6eBWmYTq>I^O3^Knr@=+@VAe@}8LlSb)JECth@5yOL&<h9vAc2L&1oUfBYFHV z_1b(Dg@~2YgEjOZy!JGrX}jm?X8|9u<Y--}$u**?!+yNLH-n_9RFm+5RT_WDhyXx< z2;w3-Br{VQaHznFdcd;9-mZDRZt_T(_jnH$3%DXTKwNEWLldv5P}NO!*2RJ@7+CcP zo@Jc2*wkUd+qs7m?lwmhg?!}X&HPbGX3%eQ1~a(`Ut&kpw<=f<tyKBd!gF_TGKG@S z$Azq+h5gP@IZT6@nJE_5@C!_DGPZ42AN*u5mv^OCP#B#6KSjGe@=)S5|GSZyrRs>k zWk-YZN(y%F<=jIL3*1aHAJ~pmW^A!K?#6xtMmsBQT(iaqY&FCWu?tVD+zQxL4TZd* zf^LVH%VsBhwcZAe<d4HTijdpo6~xj>bk2nNmj$Y*k09*^zPj{}3ksy;Ykwedxq>C4 z>eOb98S0VlbnqJr$XqR*w))&x&S};8RCM_rl0ph9<(Kt}$-!*0^lw>^Fjs7Nu&h(A zK@J=2>ZA*wm9{jpg5(Ff;tsL&yB1n}2?RQLS*`)*F_5H;R1XpMFv;Z5vHx%^Lji{A zuM*(yq4FmWuD-jD_{B6>#fl0mAg`%p>x+9IIK!-wauOPb`Xy&ylc=%eFuBkrz|mX7 zuJGdqkPV7xv}1-u%~ujmjzE30FPUtm5nhhBzyp_|0n@SG?#lE5k9ZVzFl7fn`~uOj zFJYz|OJu;GTnC0m$$-WdSkG*;LXee`Ol5&U@=dZLd%6plI%%C`?!@S1Ot*naAQq_2 z0VF-o$?LZIotJ<Z0Dv(#2bh~6ai_FaACc#I_K%`NBpQ8F8x@$b(iy1R-iyR`3kF<$ zuyG_x7)=i#chQl^zz#|N=(hi?Dl22O2e0z(b+%~tm=BemyBq<>XiqHEvd|p8hz=jN z3+qfE&zUR2RU??gJt+|n9<P+fLAw$IY!1feQYa$#vey2w8c1qD0NQvT7Q~(p{v_=J z;q6?<o7sBjje|7o%LDt9lfb22{}((?G@$NfpdKM6W;72}BP5>Z)kB!)&35=r9+Jp6 zqH?eKt3maa-7=d&OM#jGkOg$+JDb*idlrtZe5B7s0bD=WMN)5Wb(3>VE|Xj-AC*v( zr4~MiKoFOy6ulpxMb5^<=(x#RD~@k{+0}BItm+0$%s3qQ1yU!lP>Pup7x&KxHLwTs ze`KAp<%(K2eG@wIxZ84ETlD&1Liq`w8d(vW$XU%%b%VU02u%WcQ&kS-eH4MmX=~k3 zR^#+dahhLpj){@+RK@Dko!GzKEZvruDfxt4$k+9Fr@+e_ERXZz`-qENtiW4!vGYuT zjuM6E`V(18PcH1?b9ej7o#!UXPJg~0?G;9S-R^l7a8qgeGM&+d*JH!;*p~OyHs5vI zB>vnl?svY?TUp!nBQt?a@aww&UFTirnW+2W?6FR*_XODEbmd_<eg{B316MEfDBE|> z|IXN!c0TpI#?a(|K#kk=tL{2%)tKuSYwE8VdH1i2l=U6Y00`-O_H8#bq4TwaV_262 zi?OYNFN&6()tY>ud~C>vCzjxcUs~MX#RZkY<nP6g>wz1K-S?y7kHF=7O|S<{&ZK7N zz-6iSb--mBKqhvv9(ZP4>;0e(@_L99?{J!G=6?&Md|2`?oy-xjjdPb8cBEvvKCz*e zB?^~9E-JV4teD&VdkDe%dKdiCz(4OUYCv9xXWkAD@uGD%uhC7f=E7sF7e?x_-OlD+ zf)9obE)cLQW`k0`9P7O;pLK1=bzdb%GIyd-Y0Qvc^&`_jjz{78(}cC^<-2Zg!i|L? zuCAJ7%FIiOsR=_hERs=%icXH~Dm2zcd=&GR2m;>+Kj<|qLX}M)3j*(^->%QruJWf~ zTkAMBExOiCOpQ6xGe9L&sh!>g(Q&yX$y}uUI=us7->?}2a5<*=w!*H^-8VZ|deO^= zX?JWZ94KV};L|%y4q+!3*_)*VjP}N7R->hUDd5z|Fl{zgB1XLY^BB$kUXl3b5u+=E zDh#A)oL<9X#0MK1CPPGvOcLV`*2tJ8YHs-ns}(Jpyl4=l$fSgmC(gf!7uuR1aXBlX z*w|jfz93k;b{zXxM^?%UzI<j}2NOUtuRi+P|BzIB*DHqGlpYea1#gK7{`tANW;4Ue zLLgEjNy|B&UfY`DAu0yl9mN+$^A8xFk9^5id)`JtQ86n9Wq_Hhy~1p}{B^@`7^;E& z?X`ons{b%9JI+R#|E4c(1d|Gtb}u<+`D>s-f4@$1`j;Txn2<kc`R`x`zv=*H)kZZ% z=|ci3DW(0U^$jXKI6AzjMSZWE-&6%^Q+F-=J^dg<xMC(-Z%pyl5Z*YgoD2~gHJE)E z!-dix$KT0i%Skb&vW57|J}Kp=lErg7WPhxnz%b^b4(h{Zp`q_&DjXZcHbD!bE_vM6 zZE$k&jg8TArlQWwj1vpQTyzl&{)i`M_z}NUFGapm?CRaBAV^FZ2?fw3g)NEl6T4)( zBqdRf@Qme@7ium=K*v=y4|9;qgcGRt>=kl*j`i<=Zkw3CvWsk|AgsP^%bxLpFn3i+ zPKU`Ul4JPN(k6<<k2E6RErpImjHA&R5}g<tT=51|JxB>!OqJ<cYZUb2v`9*xy#por zC$h58N%dqo^i8ceZz8&a-fXD<oM>gM2|j={L(ixrPvQ+(vupBU;e&_3UJGc=EE;Np z@*zT39nHf!!A<msYT*>tF=%GS4H=vEiNZh}Rnc5FIY@H$z(qeXm8XRql!2g*2y&So z$slZlVl>JiV26xGt0EXT@atUYHJ5|b4v4gHk~DCFei^W2HZL1wS(K(T$SR)X64eOT zP7pIlX<*AiAr(wSH8t)(!zilip|&mCRprohK@}#oQu-cSB8LcCqSb@OTNC$<;cv28 z>e*a)r3wbxu*j2GI0gJ?(2O>ABmDBlcHgPVku5FFG;<wOXE)r*Pasu&q~FdHO>jic zgF^dNt|o!Oy>Ws}VSj&c+#)E+oS1NM94>ul`bJ6PyH2K=4H9T?ymiKWMUvH@%j>$C zobubO(YDr$+^(9pH4a#ew-&wmI~A~G!EyNcO5EM=bu1FbsFBOr+-?7HUo9JQG8Wl2 z5(>e?B1w3D^c_()sqg4`&gy>1dhIS%%kfz~GPyHD!u@;pJbBh}Kfn?2JJJPE5p|z> z%_BL9x%pj;%9}oIEc)WM-<o)w<#=|V(dPMHB=}ENp}e(mtQpTigx9<O<W{fSR%0;~ zLzA>L$pBi1=GTJ^0A>>5gjC=Bo~J{N{gu$|7^r{v6rXE*BSdI*)}WzuBJMT!;<+AU z*!8%`;rAk(duaoD8^RL1Ywy}d>3+M-T6->~q%e%%Z~n#!Z#Haq6yn@JB?WKZ;jh=` z=i%>NJaabXHm|-G_#Qn>!BDbWd~$SAPR`oGng=22c$^m{SgWdO&VYHhZI(sD_wG#8 zXR5O$@TMza)o<udY~MW76xOELg*EQT=b*q&lrVyqL8(Aq+^(DNwuZJeLp={6IIM0k zA8PMjxx5&7Ug3s|IwGj2^5KjqFK)1ZH_gd+e6IU?MjTm!)c4;)Th0?l4Gzn<l`qI1 zsg0r<>Dd-E$OtHj*x$AUb~k^F4XI*H;O2)HcqII>sMI82C)Fg1dFA`$FrTq7`vpUR z6J)KRL0gEx6Cg{Ph6`N^YD@cF&4aiR%RPt+6OBV%yr6KuS+!m7wip#vHWy)yz>mQd zfeI{IgJnwWu3Rk`TD-?P#xP-2mo#5qLrb--ZPO!hx!|Ov!kJ>2KkIWBi;WOU1udo_ zz@-*t>DOa?_%VDWf{XI`sH%|4%`)C^n$!I#xss&BvE-*BH7Llyn5cg;`PZ6}PX!L+ zvjmLFQxE1~U5$d$JI3bkb$<)y^6NKfN(I6j*ry~5l0x)wNUDzHj^mo4xqM&mONPdl z5~-AgjP%N4<n(*qY+DDRTB#bocEOISR}9e#?!z)7#I9o0)J!KqQ9yM~OM-SZj?6Eo zwv?-Md)$A~^Ll@?N~yAgBlY#psW7a<-q}t-5QF<l%p&8U69{*Bs#l`>=-d*J8b;Z< z`$4Wyg#>vM=2bnAe!?ObiUd4oi6;FQB<t1+jXjJ8e+ZtW%vx)FR3DL|lsT%TS;Q|R zD<eV?V(Mtpz2Vq<Gahw0BR#yq*&Hy@&Au@n&EYj@kH(@-Wl6*s=np|aDHq5~L@is+ zG7&2gD52V+p*037IHUosyI+8)bW9>gsshS>>$s$hZ3{DxeWP`G`OQ5qJ6#93|2l|m zvBbTj{HLNOtg)m8svT94!xvf#tg@EsUIFC4A5r`vr-e0(g*XLa?racIev+PFNTEHU zBqIF5%~D4>2qiS<T9OJJGFUiqERx!9u;0B93%>``7KNdk@y^p@=`zJ)4|ZvvWJ?;m z81pyuqF0jEV$_l_(W~#WeT&MW2a@CpSwI@?+YE3v7{yEgB_9GGR+R1vj?qR_K~iV^ z0riTC^2Z2=2^n!UOqUzMjXawg9TiB|#PNVseQ9dmsz)Jgvu#Sl)?%R!n`>f2GqiFk z+X}FL>#e*RxgUpPtf$#7*bs2cg`0#_g#C5-Io-C_6{?2_M9j4n1W_p&nyEx?vgYou zT7?)GQ`BhYoUOVS;}y&~B<NO*czu0+5y03@St$P+-MtNuQr$Ecv3WvL`VB%0b*Fvt z`jv3^ZZLm)l<4VP`S5kPqpWK)>FwwJd8uPyzp!{?htP_BG2%vH-s{#W`IY#cHiy@L zqVeH?trosXw%Sl8Kd)D37UUwW{d6eh9{WEnk*y0=W~$CD{93Q2ncUm@jLzfXBw8$& z1^0R5y9oY{&9*83Q+^Bdj4iEa<*0sn_5T=`J95zmh}dCc%Bt{Q-mAmB*vWFu3nSE# zQo!YOb}>yrb$f@V<N8V}T(We2B<Aq8c8wqIJD@0?1y~^V_QRg=A$iR|Cq*KYhZU%W zOtCazV|-aA6%cDrV$@QON4GF>eC^`jm;5vD!N}L!TWQAhnt*F}tQWEjt&^peyFdPS zZx_De2e@9K_U0)R#UHk3!7n)uXn?t_o~a_mTCV~^a1miItVn!IFxs>`FjMLeD^7wQ zQCW%Za^ADs-$7y>-k_!g6G5Cn-jKcd@r6JMIidlIDhZM|rwUu}f9R41u;BkRR_DM+ z{O795I2Gd~j_;ygK=1M5?6~bY&3m{w^M`6vy!^^KYdwjVw$6Z#Rjl!?W28P#=iKEO z5L*?xB$qTeHe(meoqPflsOJ*bRIQzt`PaVO<XulzF7H9+DHfVO8db6O3Ao%V=*;2K zN8wtJmx!w#`~ig|`do<^?S2;F?OIDcQw%SXmED_Yq55wpWL(qz0fPBTW0QEovQUp< z5wua26sFd$pS}2He0(rCB#2xZ6vQ=Xa}wLUMpZqRbptKwzxX_#3~?Qn%T`};&e<a% z8Lijj&_ivoPlzi0Wa9yCXTRW4r@`k$<y1hf0bhPH-OtYQh(K_luJt*rmq%4Vp#H9p zTnsOaN-SY~kvgPiZ;4&sFe&)MYBFxjpfYYGDuzpTxfvE*ihJriHV9Pq!MXSzIuGK} zBjaT)rFp~ksv3%|7I0c6oZc4bV?kytgBJQPLy06Mr0ThN(pL9IzQ>g?<)4<+#3aV0 z{RHwoSc*IdQ>Y1v2bhJA7^JZ^D<cJhopkwqj#ZQjRxQuk#SEmKx`+|DFHux5a6~9n z#1(k7{Ji%h|IWa!K;yUeVqgVo7o0GPg0kvyV)y)3(53Z6<`gX8dV(@HHTLiZL`drX zVuyra=Pvc2*IsMxfq;Wpv7MUtez%yeNeFKsJ3)VbSZ?;9pG!~hQnCLMDE5QQAoAvU z%6`xBM2-X+jr1Jrqga(cg%*WQ??)O3^$>9XRi#nVDq>5HMyj;8`=rd$gYH!?SV1<9 z#~9a_?c{a&(fRNGAyf^`a2A=;OJw-t2UnI4@|=j{&d2qCk8u(|M&T$e)kTbv_3Io? z@XJczP~~D|RYqUE108bwtkE#ADkz$;RHM>WawEW&HN3nf#_nk&{*afMFEvXa6-I>* zZ$Ro%qe-yvujeU{oM=Ml9Ho)V9^=r?L&0_Vkuky|8rLiM+Xs35pR4&j+wXfQOdFcf zIm2*H*!OXX;y4RVML<L+c^}`y7ZB-$L!`2Kim@+S1N$0R$Dy;Kyg6~yMIIt#@mY-N zT$X&A)gB!V)}luIDZkvC&l&sz5VP@>269gEk!ta@0OTvB(f#rj32_XZ4X(|W0(~$3 z=-Tda<N4m}(XI#6EE;F(V(9%U1X&FUFO04@1T77OEvJctps!<D=u){X_~u2WgacTw ze&7co58CXL2}>YrX<woN8DO*a7-S>5mu81tGDQkp^CeJ1@vRU}1GrX=fBTf=lfZp@ z^K$m^#~O>=6u8izFip}L4YU+1RdX#%b>}h3+n<i7mttO9_9s-%Uh!o#b>ns>`+?Lv zQg9Upg-Y3tmLK<a7ViO&46^Qj)_E6jT}at^P?F`?wws>9sE!#aO)b;C-hEh6nfrQO z+P#6m;Wg=+d!_n#4KUqZyDo1R4c&M0lpVlAIa#@C;%hcP>F|=#`EUI#bb0{Le2>V2 z4*JvM6qZk<htx!!w^rT<n;KKXAhXXxVL``BVtTsnf+I)us0A8I`5_uf%f55?itW{~ z`g%79PYF8SuiwEGPuGklcl-SQC95Z47yRri9*><=sAnQ>_TKLQn$#-{0w1Bm;i=2F z$Jsh7%hg|M=1nNoD(dYtu0fzoIw=GllaJm>sto&TxzVXI*d7oE<<HspOGM1lrK}$5 zeNoK;wTamF*$q(r-{u><n=>B5N-0Qc*}{PQ^DQ^>h~-Xn%6l3x@m$?!y5^V=Vm*Xg zH=39lEV>Sy?u%Zz0E77D8ZGZ_hQsf55AJo3+w=MM=<S*HF87nE$-(#py)8{z{nAd# zhz+OnpxE{WlIhiDUhAuwG?~{pZwB139PLK^#F=)+?uBncETXhmJnOf(!C8AmE75$a zB7t3+Z5l97OYou?8r@I4MnqvmO(NQ<pI}`WxcBhk?+Aa4tyuW;BlzOgSPUQN7@C@7 zf@P0zb<J(6@s$oM>Y??aS+Ou0(^A;>jU~Tq2_1>Gv?}}M3TrfWx_ng@Iu6$Vz4Bwo zS$!I_gCji_0U0vcxigVocriULi@0|lbfY#264F>%vqhDgqxMK+z!vv0jU&;Zr`k2e zEQQ%Bhe^8J0z5R^DPLBc<}?uKUBhKidb(2b#X=|`0da)U-VRyOR_J6r6vl4i!a0*s zng#|oT)Wc+KN<a#UK!dFi(hA&7^auHSWrRh$cQ`82_@F}zghqf&h(hr2A5D<{t~X7 zAMXyV8=cY0K<3db`!rYIu$v&M&u_<_-mR8;IvkIrt~CMtrPZ!#H#+5sAEj^<E|IBO z!n(92u<^rvZDr!_)=GJ9)!SIQO1oG$+CB3Am45xzW|GAUiyEa=N~20uRQ^$`oMA4< z!?QB)f9$by;eDi%>y;P&enk~f6Yy!<o`G*XSAgmmwTsaaj{68?t)rRO9v$(BeQMKw z7%GLFEM|B@*V~KEEEz;a#9-y&6*=;<YNWf(!Qa-Fm1_jQd12Nc+(Noip9o5#<njM% z+`yZSA$Sr@2h<XlZh9N;N2hLm{tbxMCA+XVY$}L|Ob5`)xI@hoj!<P0t3S<wlJLgs z_4`FkAkYx}$+1*m<KHyL()mUO3$pm617Mcp5k*MiL4Q?!+b+snPi$bLmW)qpEqHon z$&hQ(CJY(MlC;nY_QV|hxdm0CuNRm+WU-NZgv^`w(5IK*7wGq=6-Fzd(jcRJwwW-X zrOY2M<Hl$<0xHdmnW)7>_S@{@mA~ujP-*!7C<r?uF-s*@bqeJ&+Ka>7_3k}I_#BLA z+JkYQO%%i{g*<iDgaF^*n(rC|HR$1E4TEoNXe2X~5+E8T5<ANkwkn}2@F0|!S>TXs zW=h0-=gAcP;}Ky2<z92;Yb?$s+}|9_rNbLD^UQ+uY9&0{OA!GU460)EzB(2(P7S@? zGV8ct!YBchc4Ny0A+{+<qijh-QuUab5A>rY8G=iD@o03|@XSXpYWqyiTs-ekCK2bC zUfMg+KWA97|D+?*sYRv|3i9jwwJSr)=AtVr;CuRn-zGRSpB3?kgVRGa>T5<n*tW!R zHE`!RNM-w9@4Oz>bk@;R3~FM_4w%6kHzc0!57?kd?)auC!L)00H)zR(C>~ZcLrofo zO!U&`FZZoW(<ucl8`CqA$gKMR_WCO$VflHV9gfACzIAp#7v2SK<!c{3)%Z(IFRs{l z2d`t4v~$nk&a^uUKisWf9uFNsOqaiB9eh|G%XZ~-t1cB9NjrW4<G+Pmv4{O%U;Gwf z_rlAC*3@C~ma3D_%<=KD`txt~=dsvRC8KYFz4yz3t^16D7oDDzLhoe$_SNK6t1Vyo zgH<yL8Tox8<8zEnjsjoTA_I47^m45e12X@T7J=B`8a|ve=6!t!PXSuC51zuJwwa1| zV4SML*D)q2PMtQesMb+(5hA%k>^FJaSQ{{OY<(aMIKDZ18ZN~m7jAF0p0~s-nLGJ# zwOLqd1RHo3Iy6?{=q|k9NlCC@n%O2kK3bowrKFyW4UeN)b+!2yiJ}oovC`5hu7VUT z$up-2<wLYICbnp+f%zj#=0EHYwu%pRu9&guYY{RAVFA4U1Ily5Y3l)`5_qiJ%(NM6 z0uPgwVs+A#l7WN5A-_s>j@s^jO-^W`W>0<NxVI->dozwclk?(>tG)Z8FX^F39&eXt zK%~vfb|-X6T0WsYfpVp#(bwlmIqz=v>@}WnT+PWt+=G3>xFHY_(^}8;)``wtlSPY& zyZqbaQ6>J_sv6KER|wM*^K0?@b_2g+hw_GIhK)NPzlTN0`QG4cu=@+BLdsakUzm&6 zsUl>IO!I5}??-qJ)lZ8=D(;4buT&>k9&9RcEc8K3Htf|YmawcfsF$$Oh8W8P&TRzQ zU${mFrxvedD#1rO?5;{nbjVVCu|`YvSnhJy(-s!r*<!c%aoerLBm$VWnyZz|mN22^ z+@fnCGeoy5Mb}jrgG5f!GISe2sgK2QN=Q&^+P_wM5w^a%8kSN_P)|BS6J*1M8&_tP z_!`>E{_9sXK(7<=^iHA8(p%F)Q3o}M`oCICv5Rn~&|Si^b2|q8#`S++qMH@zKPfj$ zkeDS9<x;VX9D3y(8kbK+G84oGQj0XgXLl&%j7U{YS>X*BdOV-lQ9$X(lWiUqP)Cu# zrcuiFq^jEW8&(P~yLjh(q-xvz;|MhrBk@aRkBa0lX0s~Ldtg*lg*Qm<4&{BIc6uQ& zB!F7k_K|o<Sz?Bbp;rU4aR21w99i$_lCs@aeE2%uo!`?HIO9=Es$T^JJKaa)wUKEk zFzoqoaxx>F|8D3an{fhzQ8RA_rbs@QLx`J?w9f!_dk`spXNP$~<=jYDF-!vo#l~6_ zQw_<CLHtXl+56|=Z!&xeH{ZxYd8vXnkk5^Zh-!dBvW*bYv<euBNA|03Dr?#>uFH4( z%<d(8M`)+sl%~G~wZJt>$kZi-KOTQP5n2dPy6B%fhc3<RAPsBjp{`uQQiJG#o!VK- zb1*2XiKg1dhv4W(oRyBYHYZ7f8>|p^y?HGsZm&=~Dp-{H8&woKH%f23-`^lh8=C6% z)bwONdU8C$X_zW28b<G+9!7B>@0!y}zS$aWs`R$;oL2bIRj`1{tQh&{Bu|r3vU;{P z#_jJ;Sz{MT1xK3)twu;ThIgx^;!qo#(iC9`D5OGl35i?wo63?TS!j=3Xc)2xe7?ex z)t?#nful;9@3~p4zXEHsuIvSbUjHO@437p6#|X-+ewAMGzX{%oxl6Z<3zC_pSO0+G z&^tc(ud2+8=d)Fd1_|N{!T8mJWB)|wOyivbxSA)3W-NoC)Unm$j56@w3}XV>s=L`+ z`0{<*37Vy5YGLq<B^@XvtfiP@X~hsc1A{z!np{EbvAc6XZn$I55UPMg`!_T2mD{oF zY`A>waOwHB_$op03>SK<JHO{SvHs9VO8GQA7VAqPaJw9MJs(MFyc+n@v`PQ_8|h5D zG}h~=?^@tc^}O+D`Q5rM;P^g*qih!@jfXUt<|5{mGB<Rd9u8I8e5LQ2zCXlQ>nb=V z@A)tE)Bow#SaGBFcX!+Uu_)Hdzp1y=PI)zs<0Y<^R)x<EV?cl4?25gZ5@o>7!rSv7 zaUZSM;k(YuJQtLCAwENa>;!T-FlhCbVJ*NV08v6m_e2@gBdUJ7+ElkjT74%EU8<^4 zHO>|F2niEtbvoFHf2n<f?spv0Po0YhI_{a)T$fSagK8akzK^Hfhy|gw-^n!koAbr@ z&BX;nOR7kGNE@1#*vG@BULlN~kCvXV=Tk3}&Z4eE9FtRJ4PYIeBxt(6(a#CAj2&WJ z`QE<gMxu2Rj&l$<@$@eIyO(i8Q~%5HCF@gRyK3W=CRf&T73NL|*FP*dOQ-&i__4%z zhqI5^biZGQM9!2cUuFpdU+!KnBfIYKJy(3lgG7Z}UiuO`0}90-cdSpv-90+R$M>v+ zo;=uAT#jx|pt5|}PS5fClwv-I!{6j<A+H9^qSdp7kqKX96?4z%s`M)d%ZwCgdgXXW zo}n0>*TYx(tV_qV4!b`MD2^h9ja_u{D^bU*?3PV&&23_`BT0F9kq$ynTHO&ZMfez| zD$N7E9+NEQPu5?LYkj9Vy6<X}C2SCiF%%M0OIpya!nhPEp<l(eSoU2szpd_RJ>m_h z?1cTv$Jal4f3!&Qp~6-Z=M$+^|2ryXeZx;^f(+0KR8aUkQdt+E;iDqNM3zV!FJ=Fi zu00PBASat`U56-B<N4cWNjtmIj+~2IaY|KJN7tS>0KOL9utqtlv1+-Iq+fruBCKgr z4h;^0np!m0R|m6BB6rGczQ?m`@#km_8^3~C?2IjxvtW_PS4<Yg8cz5yrHRJ&!W%<X z$5qIzkaW()lfc0YT@L{T=76{67_;$=eNzHHg{YQ>Gv)kKT4HiR(L3h4^cgWj<p7Cl z%x7%FTv!&gNjZBw6;&6NRefZ|iY>R{ie_1c0=}bQI6A<#C_<^qNf9bczCvP!1jG5m zmo@5ha;_>8cCyHb5>VOn85!l1S#mM10^np9-|+iwo3}&u?AizgNdVQ2L=)blmU7kQ zdoxyJVXdWdb2})9<8?$C0VGNtq!mGQt*@L;BWpQznW<Iy71{D|WhCeX7NpIH4}n}B z=Q}GW><i9GS7m2QeQ~HiaXmFq<B%vO6=NCs>1_*#+eVqu-^onCOoX_Be`aE{YjJAN zhOBJu3=zonV@37q3>F4|&+K23qFpuBu?GtT$q}`)yU|vc;um3Y>LEP97#O4To8bwp z$lSMcp-EyUuKPJyS>)T{ghaXV6_gWGk9^?u^nlg%Oehjo&xCOvcaFxr^j|iOtk`^* z&7l@2N)Zd|PZiD<dPf}_)h=>)RW@Z$6&A%GF1WyyOc4UIaR0XF(aw^my@)qm;{RXJ z)w71Jta*>6xjbAVc6GXnkR%bR<RHqc`kt<WAh)#-xMbXa3hYE}-2}-o);kdo_~)Dx zuSVu$W4`~na`{4Jio|#CzObT3pA`0!({K@eK~$La;y*~e<)r(;KcFb?Fv4Ck4xvBY zQye!bwU3R6S~h84N7JbDY=h%v|BRw|AX3bI>hBY!(MrRWi0q?)Ew5~&o5TsT2VG3H z4TF58LS&he!Z*%~<n%+Q>v`yY2Eo+R0j2%5oALVd@5-(x9gh3+p|h^He~Xjj*TwZV zgshC};No2OA=M1iz`*1Cw7ZVC;6iJU<MpS7`M6{+m;K2nO7H9WwWnUs=ii>9>>001 zgWQ1J8!qrF6PFd7k<wGkQA@Vcay>5W_{f5OtYpMfLq%EhJIzakmZO65Dg18b>Aal$ z=}v8G%J}+w(ac)lDlgXR+XiLexpvF?*YnBc?ydR@0F?!ezV9C29upC7b+Wxn&ub|a zd-xIhlpbGuvq!-3kR>m3)v&sFpa!(9xw(7a)r4nsZ^RcnH1MxG&&@ar3S1bwzL~R` z9*XRT^Ad;+Z09*xyl3ySKnOZ;1XrZQ*3*oQ8Q6jsQ&aI5Te|L#-hlrge|=_<60iNa znlMnE(*)sSLgg-zbVN)bWyr;I<<2ReEa4O&Mf*0<Jh(g1WgK(nw@kYJc)R{M<QpIB z6S^4w;Ndxn6{=~HE!1Qbt7UDeLf4V0&*8|0Vu5Z*8%3#4OfKYcdwuzswRT>w*Lh8R z8rCoaP_uXCAUXYugLX=hhWd+K@rQrMZu^J+%T57XFwFempPp+0+rTP|5*Rr33n}5a z?XhBR#(JhIQ8A{e-V#BcC+|3PM3KqC)>&0576#HsYAv)Q6ky+|y@ME4)M&;>0*z)$ z3U;a-O((H$gO;=?X~q<k_0|gQu~jL_Cy3N}YzLEjcJ9fVzNH?$J*Jond~KdG`3+Ju zkHH%h0z1|yQ``(1{CVd$<&cr%+o1}+ls;5RA*|E2=j{zmtc!)vSpCuEtR^d!P}7Q$ z4687!rly;xS6}F`*SEEqklp)HlwBHSF&P2Wjk6|jGHgnN2Az%bM;-XI7851f>VJTj z-8SeHZMBf6tih^IIR@mq(Ulz|QDj2o1O{BGS=MH;`tE!IHT-4x^Y{x8n3OX~=KbH3 zYFq6|7op(YUMBVrlM&4dL!ZCGgEcd1Qq)Z(RuA@|dhXih7t)85=Ve%h{0>*y9E2!* zkiU0!OOxC12B;s$Vd;vLdC55g-miJU{NjrpzDmSst?5<s%3EY!&>u5!;R@l<pQCXM zh1U}tLg_&B7BvhS9sH_~{qC8_z=iL#l?{fZ5pj?{G9EFt1-4&aGJ8nRT)u>i3n|rP zL^g(vPrw-d;0{_4O~#gPDv>}-0~dKt(U<DYNDba+ki9v>8S#=qhYj{d1Su~Pm}<wW zqJ;NOm%3wOoEXHd7oL(0;*Ry8@QSbT$9z}94ToJS&Bt63B8ibhnu62wWsBX54L5(L z*gP-N|4@zJEx}c8vM&89RY!H2w$u=lr=hxH;>s{Wr@4i}szo!EO63zeXBCqz|2T=2 zKw5|&GAF$Q`*cLeJNWnT^Y{ZNh>k%nw5#9Jo%Gc(*=SyZVAA4a36su*d(ldPF7xdW z63~|4ut5r?Lk<0ue5!=b4$=-nyqP*?|9YJuP)!dgYw?Y~V22oJW5;ci9Fc%R>X_Ni z7eqc^?z!>)D3X=5X`m)#-cPH3VR2XTBGJTgE9vZ^%!46B4odnr{vFah_`BK_-VwsB zt?cWOBjV%MyvvqnW0W1s<*t)N*+`g9Q$Jt>Z=6nQdu1`CA|s_#38-Y=3G#IwO$sxK zCCnqgE5hqyWYr19zVAKQX2d)-d`u_wfB9H?v)p|TCw}SLeWh+H;P<aL@`Y1niEZjG z?yqHfhPTT^?f^F{DY(B6(`WWzx@}fOH(K6b7eA^@l)mV^FmWm8GY?Ufll^j=|JS05 zxkW$%3CuLn^@l#=<$cq;(fy7mEHSs8^Q6vsGGz87<=Py56H}A6lZeW$w;PVme=w%D zRaJN5foJc;(M$HND7QIvDnCpSrw3yNKA+CT^)@eZ)J9y@isS|?V<6o+0->0vuZNG< z%`r}<#<7o~nt^rBb6YWaH>tHt=QY2*UFd_marCw>V*iVvcD$C?c5TQQT{FIytaE)^ zla8c(t?hmxRPR3dX38wKyAf;*%oXXO3?1XA-U099l)AxqpHO4%81>GFr4iFL=aV&2 z;bveK@sVS4SY8}TA+tPolGd(W4C;x#`F34}6H?SQa=JRNPaiG_yo|}|q(*HOJ79P& zy&RW6Cd={4%sMcxdZai3&)j9_vp>NPM5sP6in|8tRNAMKi@Pwy0+j^TrNUa#+Lroz z%&eBx#as`VAYcTRw4a2xxqe@^)TD}P<`98m-O6r{%$wfidUov+t^@Y0ry*Ye9%zcy z9<0||`jEnFua9Wn(depD5P@XMs>96IXX9aY7;ItvHs<ua*xXjW@As0j3IpH{FH64S z_kY#>HNo4nxWG#Q`^SNC{b9m0U`Y8awy<Yn1bFs2(ihXAmjtq|yH`ks1kLv!<xsuV zL7X+gMPUUVL~(m+5^7H~Fk}EXKm^W+z)TK1Xpvc*-vHooX1)n&m%MjRTCC?(dl~yc z$c&JG)cL6}dziZ+=d{`Mab<bmN{HXM<!y~NuOL0uWEh)oYy(H8SR=k?M<kkYX?}vD zr6%#Vjs3(q6bQA^kKpxar7m(4q)VP;u=PlpQP~(Ih?${|4LSd5M}sm2hw`akj<?e# z*{ok@4;gj`SWR3;bhHgFCCq^=jd&lUw7Nl`t|p8w$gf3<x<ovNY|LXbICO=ep}t_L zAOv_g_)2Oz1TH_Ul6SJ6nC96S`G+M~itv$WQ3i=PI=xUWsw})54CL8E9==&nG#kFC zRWd~r<h*l_UAU)N7cYW`x1HX)u=;I2Dl>~KxpSnDL7q#{+TE%Kl`(W351FsjzfuH- zDH9e;UuWTyMPUn1SZ0%pH-|OtJxoOi5-E>p_c!D}OPf?1-tnI%7eV$(Za|!{MeBRP z6E2u(TIzRl*ryF7Is+AZy(9x{N)QQGHl-zJTD=O}K6N*wBUstVim#W)%`K?OfXuOF z0|BFQ9Y)2d`RpO?sFgPef&Coz`*(y7{WexG9yD(%k|9hU>=#raf3vO2zSf`;sjd>A zfBLp68idgv{6m<UzKBjd2)hWQfmoX5J*bSNx3$4vGK%w;!`LErXq+6(8rBb<S(_SE zJi!KfY5>KQ#DtE^uC2Uq+DD5S6tXWGw09k<oaKNYy$N?|JS*J)pc-(4?W-gd>eG9( z6Kw2i^aG|X7^7N?(Iw&8QK6$gzy@ERPhRz{T+mu~A2n9Z;;Ua<6%1r(Bn+z$ROPYT zR}KGkp)=_X=9G~9eVX*Kc$JBYPO+BRD#>DR8Rar$3S0!Y<NehxJ@gMcpF*OUBfYt< zcYx<owz8qHI%jNVCYx-M^`WMdKznhAV{G}D&)wFugL;>h6~vf8r}&!j^<XVc%%R(E z{kd6?de}yk1bs|IU0z@JWBQi`$I!A*ViP*yMJG?ex}yR`Q}@*54cfyt79SnbP$4IA zb8~*F6s@}`9KLHOAjrv%Ucg>W_e&(lON;nR))QtPQOcQLW6AAt$Kx(X>$afj+s<;= z!35xSxsb?mlL$a&HhZ7S+6Fsac#DU!i6oYk=u#jT>L!p)ckZr}BjC4#BD`;M(O28P z8vzGeyRX=%6mPoROj!57e?{8&d_OViguAv!tGhQaIx=%$cD@6?dwx#nava*yd%p7j z``@w6?P~4wSTKbd1Pn-@NBd06(}aqe1Tml6#r4;14&T?4^`}EZQIr1rA7R+n{ht0~ z7uu|M<ld=tsuL#9?M3~Y<?`{yElvlKXFir*!Et}n?kfh;;9mhCbckE*z9mo8&F|rm zwDzrDzPS|QQtJLZJL(^)zT)M)uIGkN{d>&Rc}OnM?Qy3Z*yWKl2xQX;4ZzHz;^@h` zVAxetQP)A6mky`awua&Yj<EZL+LuAxQau0$xPLvW^^awd2z0Qh>$>>8s_u2eFMd^k zv=VUD1d4ch-KxpSm`=+H`zr*X5AFN8UaI}4?WZX1qUt66e~VK~r()bVzvtTeAN=`c z>OX~4VIb;ezxdC`!CSUbNOMD(8aS|#FpmYF!@IPKf0nys%vhF^A-+!c37&IW0C~a; z%G&CXfVYh9XMyhzf09z<<MS5(m8!SzLP|vregKKngp>l0uL-X+a>fIiUmBbH5(o%d zAc~s(ygxfC#vr!^w}hB^UW=rGw;OZ9+nmFfhYN+)^0K=Ruh-8j)48is(HPZN=0C_y ziAyM-H`e`bbDVq&;ZO%P&nv~B{Ldb%#os2x@Bbvp%PR=!=(M|~RWT6rWl7%+gi|RW z%Vg!G6O}E7@)_t`{1n)r`VC@Il7NSu*RjCZMIjyp>ODr7rU#{np}c@pnf~JhCPuFc z6=w=w-s^M{|LgGEm2mfc38mMI^4i<qK!c;Z0*9DEmhInbRhxbaA!WkSo3cLd@nm?~ z&7O|RSowZrR#$k>hW_ols?sw0^805I2J_Ho#h#*kE4EV68dfhDZ!voEuYKF`A`Te) z%%dTTIEu{??rP?ACHuya-HLvUp6bYU>M*eoXd!TG-es^~*)FxZpjpNPA<K#Kxsk0+ zi^(*fi#5Jffpv?KOB3D7EWKy<A#Q>=MPXb!Jy(v%UGgS9mhm*wvmv||;+!xCn(h6I zQ6dS+lb?w46cpg8+f<f`g4&3FX=2N)wplr`(1G}(Mb1_j6G-x$!HT01VjG<AYKE9Z zn-MKxaN_KQei+$Z^75-QL>T}K&eyaQN@{fKPKE~e%K*sU2iE~YJ`&PO=V935=Du!} z33zQlC$Q~I26Qni2SgRAN_xe^d83t~7D=;z_@u1p>-teM#O+VioOy@ZWw2o<9bG|P zTRqfB4-hzo&7Q{hK5rXD(%SlpHEuzQTI1M;o$T53Txd=zWTAb%G}$%5Xa@kZhexg6 zR>OJx?chO<BdFK?+lNSK{G61OM1nEOGqxicW^k<%^v76spAGH{%+il>?(bU!C?lcn zlk!FxsTleSocyycg*l$0-Y}#Si&2%yVG`izE!7Pi(5Fy<-`w^Kt8j*e&+?4RjEMzK zl={>%);s@28yk$mUNiO)()_=F>1aaetR!V*eh)5e3LPzt$k8=$H&Nxp*$3t%^9_u^ zi(>&dh}cdAJXJD#kw_#~0Ul_7sgBukiLO?aH)S!1O%LG`9V+E>EN015S@G_$C7Ln% zMGA6<9K2`{;ZZ<p0fUN0!?(9o>4D?yS4`<4^ukj)HjM>K9p>z`T7oiV&qgW@pV_Dr zC`uY{1Z$eM3yibE-a2+A)9Jjo3E<Z~=K;!PEad!dszN}pKNK^Zm76uNa-6hn{eF}) znoLzCB8gqukN`P^>Dv)Rx5>^<{j{sFxAejpWFc4B!7^G3bT0-zT+FK%c|`rw_guNI z5_U8=i;K@OTKkt^pxEg9^bEh)5;(QB#2I;}=iR%T{<$C(k5RE5ocT>-F4{kRnpVSj z4s=+5TzdzdsxfM}Ugmb}-bCu&-#vAeifZY;;cahmdRhf8(N3&915s}VJNf{kPvFW9 z4IOu2E37&4d;{k4=~Ct7U)L8?6l;=}#ygr>NAL+ST@!pd>!CZ|A7T}J&Kvm-H)p_S z_a}F6H;moqg>RdN-3Nj#q9&maheK@qWcR<`&a0i?Y6HFAXoqHAoq;BI$<`4U4fjqD ztF{)1&uZ7n+d<R%b?ma!JqhNGlF@&tYns=}*6iX<iZ!%=ZtZc@H}>D;IGK>g<&3G< zIjiahOvm2tlpl~==l^d3ZV0TcSA1la(G(Ah6_ohZCm>)se!xw@K)n6yn7i+p&qU0m zaDT(8*YtmbJ?|ALcJ+JPG}b$7*O<x8oS%AMn=N+r8%{Xj7U^xZ7<+G-(8{Uv;!t`> zY|+p#&s${yKL|L*Gf&V?JKSNB&ze(~bKNF@uk5h4))ck*XWYo85?C95piW#wA0LQ{ zYNzybbFg!?I_s@eCl@vOm^OdP)Ng5=bt8!r$?e)uS$R~?ZdnNzglxbJr{bP`CGrea z%Q3ewJ&!fym|0c_;tK*Fu+AP*64+~RV1P%4@{Sa8+R$qn91N_sN0O52IBYpw?Gw8h zS{27yTG3ck^QN=y%RW3H#p4b>F4KYg3j<7jzS`cgQ`4st9MubXZ|wjnFddsnfd`)J z7gl<ESbk^!;kcc>|H!*vg6meTOrcstKsJ1VhqRCV<N<nSYy&MU3>|6AS8>pwj0*^Q zZblB(Sm~pCVb$)121ON-?JEq{Pe=6bAkiShSQTfplfco@Vfl8+S7#nz1s*Cp`2roW z>tGYIN3rp`PhuDXi<~fgiDCuKDW8^;S>Yy5f51>fxSP8N-4U>@X+N_S?<?w)f@9^< zxT|d3sYUHQwm{X!0k8*}sZqbo#Q0G#Kz8=yGt~2_ch;Rc|EmRn_FWAZ@22FuEG*lv zxLVk$Uzzno(~$A|hU3yJqhU59?Ny|OZbVRV4^?0+tlj6QGbjq=6vj)Wso_JSmdL;S z)`6*(u^ude`$Q`NB~e)C^&P?b#QH@#dMl!0V~@pAdd^6XN$YT&hrt;$cbSY@;G{i8 zd*y2bJg6%Hr%WmAqD=wph-2RzRP+m#iWGyUIl`EAjsz8U*eoXdX26Rl{tuOZb9#x@ zM)oFoi74{Oce&togJ|4Y`Xf|ZjDsZXb18w=F3l?5#*qCHk7YIs!!JhoJCU=QLh?Zl z_0fGq0YR@Mdg0p5q!}Qo2yPIVZp&-IqIsukBjo2nO8a#QdlDuve*f_fJI|Qy8Ml9b z{<D~%$y4)AK=_)Wg={KT8K)9<T$SYgl>cTTh^wh22r#zp(<%uy4=0w2>>2RaS#L)R zr(b0+)q9T!xV-*S0nO>mgi%WWW)$?Bu_p{M-kmfU+Ayn@M8|%hcDFLJj2_Fb3@HL` z(pC*e0|iuzOKFOmRu;0obr-`=b4=X2yx%t;@EGwJvQqtw0qD6#e?I#*A8e=UP~MGA zWVG+W6ZV&`SiUdF{RiR<_l~!FVE+XbRmWa|ngJyhb2;}6-ocN0HVHGZO_dC1W~kgo zpXhriU~}4q1Xcb<pneF}rvFl{u~)@1sg?MX$;F1Y*#H?w%3#cFZ1nRpep^kx4z^eD z8M&BG1;c?pX=E^0GYczqSR%&65FZ*M-SCyDdemnXjHBwBTtSzL_h95;s(Q^v3v-X^ z>Hak{0WyQ)5IRj0vakRg`5ce;;bnF@tZZT5qdMSM^|f<;=~skmG#aGyv$|o73|AZK zMe@p#?z)_poW1U?5?Z89O}On@O}3<3?A2F<GPUk0@>|)i9bsK|*nhkTrTW(IC>-Bs z=3Tu`T4Y(w!#tLqFpboGPG5)@#Aw{`)Ku#?N!oSNW(f05DyrS&s(?`RC=eLSum6U` z{hb0At~+gox=s&QIRc>CCa-;^qFpTimZ}TTOc=)fp3kKRm@41*wK;sSTcR#%q%-+` zvh<;QfA}EJXa3CE`{9Jc`*B;KsP=2ePMdm8-pT8}=j$u5+y2Xa3SmMmz?P|~swnu6 ze>yz6djrz=E<=Q!UJMeh-_HIAi*Si)s1yYyu=&;Vt|VFO`n<)0o09)Up85<}pFVa& z)2HgMJ2`R8{|)th8_25X85^rCox<LXsPqIFCKFdpzk4kIGuB3~|ECD>DH9dt<rT&q z_;nsuqr<24RC(mCFZQq`D*lqLC%&tw?iJhnJQVmA=ed423^zm>XQ-HJH2ouB;mE0~ zYR%`R>+JD%-{Iwnzw7Yf?fd~iL`3Hf-JZ|M-b?7uu^xqr)Dju#HWAw+>r|%=aB_H_ zF7vlE{?qz3BcG7g8RzVnMJVsClM&iT8tL*cqdyoOmRL@SxzJrW9#A7pkxoC39<t4! zh)yk?X#MJd241OmKlRG1kqdQ^wHQ>Z`2sc57!IQyL>Rg;9bt1ILyIqDDV~@R`;ZzW zsv_&kB-Kc&V8DDgwh0N}e+X%18FO0z%udsOQ@lveRLBL+Q@AxkuFro1@3;D${GXgU z?=sd{_y*pM-0kG9Dr>R|`p@PnA{pt_4Q^`kbF;{kSkKsBe-k7PAr4sJl*nAPL<1~D zyn=|_^Y}Vx*sxFo&Z_36`d_0TQm6#YZ<CL>xw#v;|I`DiXLo19$>QhhZ(G}xj|=;N z1fqSs_eN7PWGuEw-W(nL{X{qS+=@aCo%&r<K5y)So8gRW!_Grx=R18;)Tvk>fORvZ z=Lp*8hJgz8JIpf`a^hrpc*<m5!?b)O{A>rU;b^e5&e;8+lR+5Qu8phhC@DpCU^crA zDPpo6F0oXT!9#3rLBtkOG*`*76?kpPdaI^dE`p;`i_FF>KjICv-~|s<e7#5B_E|D; z5t1^dMK<FhWbP>tMaa-=k8NCD$Z~N?d&ZWO=!?|Rz|Rmo9MwdjLMS2|^8_N&(Y7FT z)%>mv)qMwX^@PZEi^vAOBh_=3q1_k-t{U7~Qa0Oo{$CmU|IlwvNdNtm0n?>E<2oE+ z^o5hR2nnp{6J=;oC8JG9WzjnRY0k>R*sX+$E<;d(XYr|6O5t!4_~fzd0{GmO=McGm zgNR+pgheePO;0N@Qs;x3qzt#Ybk1<Z>>*$Cm&ur1WJv|dFvt!~aZx8q4FyO3L{%3{ z8++D6cOsu`oFWB1x$Y<dF-&$TNE1(cHsY*JBs+EwBBNhd!*v{UiVg?t+eKzP*NNr{ zC01EqM|OBQ*%c(g6gOmju;x<czYl^$D9wW^BJ3kn$D7Bg;8iDhpHtade3N5^YXp`} zLJ7-IYgiM*f0=3EY0oP@S~QexM&dR7v_to;0#_&*&Y#nD1R>kMXC3M_e@Bl4wV-{k z7n)naVn}d$`>QD^1Y7MfxC3Oq($ShdT!0-vFCjxm*HG*lp++|xj7g?Dutz+PfWjqL zt^&GM>B0&`)frLiH&yseL8=PR+)0HFlx<m5Wm0)IR(w}rcKx@I3DG?s(=-8{7he}8 zN?}V1s(Rg-Bu!)aQHS;Ka9=$x?(WK~r#0QS&mhxQ-#kCNS(o_kjT`jVO<OorbbJyH z_~>T6ty|y0035mbXYDN^<i7DyoX90s6*u^+rVWEs=sEY|{NZpBmh4*WXdmS6#n3c~ zUFQ>CFXI9)(E#4r<Z@HU`eORnO<w$K1Y66JVr5Qi?axN8K~%{u#&0$*0g&Z*q(YI2 zXzJFSFr+(nfQUaiXjwgvCiGwR?w(8mDmFG5yWe!6mzimCb8*137IQU&i<>#bzh@0W zx?`(0?l};4eU{-GwTrS@hIR1vB0nC(dOkhAEm{pY&!;`RpAc`~tH_B*ICtVXZM}iK zJ)FL6W3Ao&`VR}H9h%|^6vjVUbGdQt-W&n?G=<;78QzrqWdHx1t<ZHg3?4(%v-QY( zRI>1{esk@96t7?MQd|y05uwyd#*>jjpLXXZGtg;~epu2Id(u*1oJtXYc&UW|Kuh;y zE>=|)7ACnM<i-^1)DUtqGT*Tqx9(?lb{iAmhr>^?;yGVwde3_H(6cEW>3O{Dnjgl@ z?exC(eV&N_%j=2wRl1%NudFL&;GA+Ukl*s^DUT`MxPJ&|zVh+^@N||zZLra{4(<?& zd!Tr6cPn1pU5m7Mad%2_EiT2~g1Z!Vcb61*x0~<YbME9%CNl&klX+S1-fOK#Y{9#4 z{?=4=5lYnHBkLvn<h%W>cf6liEZw&a4fz*Cte_}^Y!US;R&S@(W0!hqJHG6!{oC6g zcF@TMa*!78>57Ob41C@GZE|vQVsZ6m*K6_S)py9Z`=#1e5s!8KjmOJL;Zzp^q^d3! zA%cXsqW+IqWTjx++Z$awTaPmo=KSpeLF<w-ezHK>`c`DB8jFB}uW^>BP^!jy74O1m z&%eK)W$q~2wPa!P3Om}$^MrhE=AK2a4pW5R-P|n)BdpBfu>(WnOn8DZ*txqbuuuVU z(RYNYEwWiU#4dJ7BqpO6qhz>E^h)VfP@+$~#3v#tRnTnvgmMnGjEH-H4<&s#^npBd zotD->8$@kADvnE(A3b9QHnaHX%(IoZ9!gQuV349ho>!n+Zi!~DBTu!%j^zfXJAVd= zf5jBK1ci9){aq&Blc|MxhJQ?samm)x1ec{_wbZA<7vMrt=dUe~*cV335QQklaHSO^ zM%Q$D6oVSAf61^H`_6G=vj@xgHiq^76*#v6qR3?(9ta54QVHJsIFUf@p`oq0Y_yXy zYo>+GLm*)f82*x$YuiOsy`H+n(k5y3nSOXqiJ$})g;+BBjyn>Kt_;*eMZzwFJr(X9 z9w~M)+y;J%%M$20X-<2BPv`>&Psb7|9Xt}-!qUtH9M~(m?@hh&rgJf-YscbJUwOe% z{5w-RAF8D&K|T;oolUgb-)3>*IhQSw<{a-NAeIE=>}Q4qIL4di#&?B5R5Km3e`s>; z2mfNqnKr<m=!_AV%{V-iOsRUz0cH`|Ea=Ra$XB5O<3(xHa8%nyJ60?|{`i6%5VzNi zm*^EZlNoJ7q~<6>HTl^?ymIzd3I<hzMQtK1F56n!yqCr41SOys9y-kkZ>@jT6sx)R zwsmhABfIm9;&d=qJF&@rjk?BNXhp?nse=vw&p@T0Wxq!)=a?2Kt}3yiv$c-RIM9oX zbHOi^)0=u-U#m}tc6`Ja)F2^{#}~M!CJbZ3j6hignKm}J2>}DR5ZcO-gDAr3f9ak6 zc*F%`tF4sPxnfLyB&w^q@TsBMR&~c$%LEe_2C%ca%_<nl&L9qC27j!<ACRT&<tqcP z{pLpzSHD(twX|W6M214J<m3g3mt5!zkQfSY#7ag+I&?ySRB<4UzCiswb!X1!>aM$< zw)4{ZUps#Z^OMaQ1L=y3R{#q<VGT2#6dt>S%i<{AIwGE}8ni2o-80qY0>65@aej7s z_zP>bIod>}+4)z}oBcg4)3RNzv!GP0gh3WpL$03H49=b(!Sp_}?70RNfOFluft2*A zx)*|Eh<G;TRy;F{9s7n9j~z|MMW&|>+NUpnA>?DT_4B7mnjISy7P|b~FF3%#ZH?l2 zrCvMmx=x<awed6aq#s1N^YVw%S?AD1VN2E*W5oUYE<#Mqw7Z}B>!zda|EldY((^;@ zAa)l~?AdWjNlo*owwrB`H<_4@-F5#v=yvGw(>%|UHl7@5=k{v$eVBu{k$-As6;@OO znzK6Obgk;|B2N|dh4zlTkUcx^EJ7};Af<cr{bSnTOkA6_&Zxs<+UCn11Z&bhW3$m4 z;^i<$VL4_HGdiHUg#-qRC@il&P@KQ-{Wk@eY5ejO<g*KQ@ZOkpczm7|zPQiv-MYDw zPA7ma)okw0eFjc>4T^>#CP@f^oAOkqH+}aMzfB3<1)%-_m!>}3E7cX_)soSxBD#~O zU+3?4#iF-V^C1)-eP6VB5g-1pV{Q0byE(0nH9m^#Ro#YJR0=cvVdN%8Owa(TSkWq& zRUNlB8CBgzEj(ixwb?=3L{U>>bGTZWQq+;-gBht%&<s~y{{0khB3W%^tYnwp*X7YU zR}6FEmj*1XP`tHlK0ZLmGt)CxYaJ%F+{Fl1^tw3vjdBr5*q++`7rZ#Vk(SVTNC`7` ze&@U4pimYbhtgLDcVk&KX&!&lG^)rJ=xDYg08r_zbzD!uVZBX1i?YjYt!FWh)^X3{ zVcvW~NUD3~p3VwQg52O5LRTXh(Xip*dbw3u6`<No5V{F-2C>wH^yg1NonyD+L@h*# zx+E2D@Hg9z5mHZiwccxbTU8(`gX%sYkI(O4<o&)U%%TQrW@<auhp`b|Bi<KB22+%U zZtIPc(`Y$BRsNo5#qq3+GCU_(SJgB7yrqLLe)Didt8FavL^QXaS&eR7(X_ts^C*U2 zwrAvX%DTc*0qDboPmE_|(LMjGGc3%Exn>__cX^PkO6G+loWh0h-^$AM-D?*h&$;xB zsb*VLI*jaL=9tusI8e+Z`h;J<?o5K;QzYbP>wy=B()u_}9?Ru5tR!}At<-ckQ69Xh zB(*6<Ik8@CSsZ3ABQyYku9^%jZC)r5c4m?GiVCE6CdbURkrx1dDEpc(_bI@U;T+`$ z-}R-UOU==+P_uAH5}|V_j0&N1eEd1@x}HhJ7?uZl6j3mPnN{%5X+XA&DZK3=TMh{h zhFgRg3&$MZ2Snlvp@I;Q210oHiEl!UqRWGUe>9=wT=veJfE6_NMaa!^iD~yq*u{!X z2VxuETA+2GnKqXm8C8ysKbIYpBt*P4E%vZ2^>i^4%npr}XS1%TU-;_G&OvX}(qR_g zU6=G&1`MCHQt}8TKxC~?B#@7|3@^ZJc$|uZmEj>yxmb)o;s^2<m3n~-pA_dh?zy3^ zl<^bpYd&!ug(43jas~$Z=CMD_QtY9oi9f;OhG0hB<hkrTw(n0DV*v<gS3=a#*eZPB zVzy;|rIsW-B@t7hHU>}XGKa4DFxHl5l1mGVi7d4pi*uuv?66rP(jKa6G*&1(%g<uA z`qr?rq3gjcSDR>Ti3d|LNdb}|v8>XfY(CvlHG7dRg_9GK(WpoTm!b-GEr*>C=;-lv z@|V`#(t~pC*JZwHBYbir8v&Z92!S^RRhmZgRO9#OdbUkFP(T@evY92Fio*!0nC5Sb z!k{#Mj6b9Ds572^H#c(4W|A{MdZTTb7xBtw%7|OF%m4NSg%bmQv&R@Xq{2Unpbg9S z2zQOA)Y(Q6&`mcYBxGxj;D!RH7T#tFu)1zfyKaLwpCd-)GS1syi<JEi-qb&p=gZ$C z>8dVP<xLZ2=;+TevX*t<yD^R3XfIZ+gD+m7y2nEKSu>{mj_Gu>!{gu5vTbT(D@L`W zxkX_Gv?+*lI^Wea%Cyl5_j#9i@a9Fq!QvLW%lYp@T*+(nI#2%EC8pr6KfC_v_0B)~ z|BJ`hHiAUHF$%+uZjytYcuX0nU^RRX8I@0H8u(8JeU?!g$XdAT@RpsLX-o@kIjo>B zmnX6*1O}crB*@Cw`t&}J`O5g8cKKcuZ@gs1I`wwnpS8aZ_=o)=<9vV1@jqGjztH}s zMGhTD>fxJYS@qSCR#s-g2q}B1{pSKpq7&X$bnsZ_P61|M2fa;FJh?+zaF_b;uOFfF z+P@>E;1L}}Srt1b7}bBCa{4{a`lP5q)~2Nf#=~KUpN(6aIE9&oTkICyG#8gmbPht* zM&O{InaJtFs`kRO4N2eU!3q0J{$mz*=v;bj=H`@_;w6x`{pQHm7}0oZ=QG9oi!c^x zv|i;hStLoY21(yoHr+10LS7v5!b+W%U#3pwxOGWgyh3`8@Tlzx9}U1ZyN?(iI}}4< zT@i-(_G2Tuc?F#m8>co?&W4U|hQ8hnEQQ#bJ%Xvr!@ttx+n(Mv+<;Yw&bzJ7!rkMJ zmVN}*3nB$m^s?OKQ)cxfQ1~#-mjy@Nypbh6D)CdIlr~gLbv#>UoALY}{#5Hp0#&oC zdc?|oSD_}AqG*LAn|AQ=5eY_NF5WTB;ZjaE!)!ctMYc#K6A0c0>g+uI7FRRCN61=1 zX`+s~;+j#303*Q_GVhch+s#B1Fwbe#s}@h-rSH?8)<Sw?r^(%Hoxg>fSP(+ddO)2{ z(mjT`W<yDhf`UImi3Kml1|D4kAp_0#8R5R0Ok!T4elTea=H>|_jnn_cGayG~i@mqn zey;x}6axaFEO4W+D{1-G;bVBMF{203ctE3`1}VrA-xb9d4e(UB7rBYgYy&{KAXw~s zUJyJ2I}J(!7G*AOIcixD0!ojbvuZ$^p5b@*cnn>Jvuf3~JhmVRc6fBKY*GboeHeur zRNQf2`D8n`oYF)jM<cWzzoP-Blqi(Abm>ttpTqWALm(gR#lum$TZVgX{(8h_UWjP) zTl#$4*rBpN-K%l#<u4>TJy~0Wl_u=t(ElP1aLAjVG)E2Kqcf(V5(P12r4Y)+7C@#J zqm$i$RLJpGV|d4|AA-pKndBK_NfdupMRR2E9a%1km+d}SffrNL%LfVn=nTLS>--ej z{C!U6AV807fjbKS^jpebHNw?t#DS52Cl4<emn5J(5Fq%tO!o)%5L!i<oQ-TC$Z;oV z4~Z>3oW}x<c6Y7a4xg}1RY1A}GCd{~MSCwP*b@p}VnHwQq!;kNqhUBn6tk6`G9r`8 zKafcz8iJF02}jE~JjHD-pdA=RP?Q!!<8K)nF=YK3L@E2xpaiYYVyWT&vcnU5lh$#$ zpx%<795R_Tb_>P8J*3X08OCu}j6>c6LYs9(f@~S3W2d?q5OzPbumErEs0K(axl05S zP&v#wA+0iU-|<-3-<%BiH>O0OTQp<JC#W1i@i3NYx&Ldn9IC6Jx7_mM;EIZ<1vOM| zVlQ~j#W<t!zYSE~8uHOz=u}ocQySJ{<U?3|5xSZ~()2%olu_MG1LvPCdGx^Cz4xWU z&~hs7dQ+Vb3FY$0`|ia{|Gt}#FEo%5)Sy~yUKjgc4^M9RLr!_$&a3^0%}FY|F4CIb z2F~C2g|V`(<ns$5NP$AyWV3qui)9rN9Ex@VE3bcrah{X?HUF<s>0kb6EU9Si`;$$< z4S@XiCt!GwGz(;@)er&e|3(VOpProqZ5{p#9hIKH^L}{vbXooXB_j3%lqqWb3|)-e zFD_U%3NI*=0SwDctDB$~Lb4`5&*7)*9jx~qb7=Sp8W`x2qtHP<s^3vM_E9)!%o2P$ zCh>oC&+(mg?>KQ{%_lbByqnm3F7J9?`-Ag|^V(Ukdc_#eQ-D-cN>#godqHni{-t=$ zWn6Ic&T!GN15!IFE%~3JA8P7!cpevhxnO;HqR{q~Qj<WX6c&|lUA2r{$t@{J0x*HA z@CLJ5^~$~bTr{AQ?F+HFtgH=Blbo{o%g<QC*HBQ(F60d-09rQSd&PNAA=<)0XfeBf zr|JE>bGwo5Y|~fwM1;Wq=1qCye(2D|@@;8&{s-C+6{?T&$m4PqF7(OxNy7^57e(E= z1*Nkku2xs`+anI7&-E+%t+kT7w6Vt|`ZkmZa)&f_TKzSfIfm9+8f!`bAuq3anhRco zwnbNT>DNFralm47=K8?$&;bJhQG_kn6jAKc1B~KiA_NTm<}h+XJuyK+fQ1?hWVviC zQ2=(a?}wng)WpV-u#zu)J{~|b+sys}P~FtX@HByyGK%GcS}mvZ44`Bk&-Cv?O~csu zTPjQ)y4(b{Z4?j1s<C;HTbPR?&nEBI4|7GO@o62q9$cw;eQ1w})2jPn&#zA;(NsSv zE+kt<DBlg`Y2kx^iK*2Q+Gu6eHZN+CHro)UOJAiEv7s(F+Cib|!Wf$nmzp#IC9k&> zYt`6bSy>+Z1s>`BUh^_jvYSOb)Pj$=HPdq@(?sIbdGKO=*97E3llzQ9CxOf~cJeE1 zhyxcTgRZU<7NG$P29_p8cet)as!*0_W-K2?3!>%jr!%iEiSU-t0a>QQ1ZWi(#)zY) z%1j!e1#f9}1BUXS(llhY{3?J1ko&r&;aUNH)L>E43@4>?KZh7LXldse@2?78yfxE; zLH1D{$F`!{ne#y!Jjv%V=$T6s4-(yJb@VwI|NUIl-MmB!M`%Co1v5el(*N3vHSxFu zC{GXSzWqsJ(oe`A1S$e8&5<dr7+98|9=SZWn+2<rmDuntKB1tSmYcUXWWdpii~p6f zbd?hS3dXLZWa9NY&!AwB$p*;Lf3f_stHoo}-xrO-+{K`POO$}W6f|&~RC#Y9G#7>{ z9#VU=Nb7DM2@jyLyYdlSt65g@5P77OGczYXz(kSF8CAH~!j{~776-~QTyZok$LS!c za|(Qs^UC9d3s?$Bdx<L$o7>@#5eW(=2ewT3n-8CP*8GkRQ#W$4h&0VvQ3p}wfza2n zBC1fETS<bmyeZbu%3yx+b=^n<m6898pOM?DtQ~+rpDGgdm{9)_+YVogabf>Wd-Y%T zzJ3_3DpR^?yW6m8-#x!CheFa1egP#_#1O=NmgpHP6$Kl@%|%I97m6C@i(hT=a5Goz z;iYm_CF3c3@c-t*_cEyuX(Y?5UB6_UIUWdC+z*P}zu9XtO6}xh7c9{EYxv!-IZv!x zoqONw9ShoScKRJDBoj0;F+|iaObA$#D_@t{hs&Z)E1H|zauV^|G;k{f^~Pn$BgUf! zTh?KU-5}awSZnR3E2`#!dO=qcu+%i=am&~ZUT=*h06wDdMqKVyMn0Z>hH3;AyDEOf zQZY%C(f|}&mx;5$-Q(xCE8+KtwAZe;gmXdGfC(8~#FP^Q%<$1^>GrzM!V3CI$k+p_ z!dXfA<9<xWFCCM<Nn0<I&OUvMB8TT^54a*;liSY}E6%6$)I;Bylk`H?*`3uFRY6D{ zO82%LhBK!CK9`d*$a5#_K#Gom!WQd5|AWB*mhWO$>+47Nb5XB4K|+J6KUvD;B3^yj zWSg%qR&Ii^S~nAezh+6W$OVXKezBe!^M&BP7XER5*;YRD-2iu8u^ava51e=0EkLWF z60x$@ny;R0c(oT}D1<cTMZh$10iZZStNFq6mG>jj=hgSOa@MyBI+ux#TSE%3S-}n7 z;V<$ZmW`>zPjb_=Wm+~Rf`;@~=P(2j182zFYNO2NkJDRgHT@3uzVoCTc+KNchos=a zJHBeB82QhOu75k2J36p)_gUd1+zrVEA-_8CbK2OH52VhI)1!AgE-)0*$M8?uYL?k! zrIr$p&n+)m%fienVTsTU=cmzO1H@?Ml9eOB@hERu<N~6KnK9ImFV#gaDv@HdH~hDN z?ubnAQPS$_D>$knuJgp8TAS4s@ObHFaRRt;C=2-Ab8y+r<V11Bgt=GeE=5&AQ8Qlc zM|0NX#z<n4EfFK`>s0jOACgb-K{`cb_%n7Df$&lc;qB!<$9;41-)*qrLG}0xB2McP zeIJ5-kEaf4f0;+@*w%leBT4?IQGD!TURUZI#g<1Onj{G;0bIf(N<rYo8z7kzTwPpj zs<!lXrIjG;<+A1SZ0K^%4tGG9%&4De5YqgB>#is01aW5Hh8*^WvIw;hrryei?nw#U z+j?V`ns8;Bck3&AQgR{Y!Y(aXl1ltg2XjNI=!d~%E`5)4$K@ZD7^1{rL419#!xj^o zC;_c-@@f%g_TN(xCmLJ>d2lRi>*1)kGB)JJk*D<!hG_*4sPgwrlf^&8)tzR-8GId! z$@_|?RTHXlPcaCH0<BSLH|^R&5V9&01%HA7;mh&bS~fY;Owj~CR9!lR2?RgDLn+un z?Ef%?Rbjggz?I`0uOv;a3x0td?RbGT_W$bzK+Q!p!H9yAg0d(JekuWviN}m2qZ5*{ zg4qLtQT6|}72ix|GljA*((p#JhKx(+zXsT1l&1X%q=0tQfBS-WtvrY;UHQv=)=@n$ zT)<G?i&^-uE@7Wyzv6g5JhXi;LJ+qYq(Yj{*fO@w)Qdb&<L(X~h?W6O@6<F6VWRyD z)3P+nu8qX^;_<JD{KOJfBDi%J4o3Oihz+1LAvyspibS?bs3&T?8m`hM){b)2(Hd+_ zv^vF<&RUpnMQTB3K<m60k?6aw#1-}Q0l(jS_s~cgw_5jXB_tK#*ByC^lww0|%ZMc< z;;v=!8J3A_;6BSzCjD5bbB#31J^iSHD(M&&iGs>zIYT^F0K0rx3S!H!p^GIyzVS9C zMPXoR*|{>uBB$roDxD3E5Skc*iMD_hEZ$|aE;3i&iw6wna$&Yot=0^2$u+vY&8<`; zyt9j6d!iOj9Xj(!=&JBK+O05bGo=uP)5}i;BDI>KyGbB;akweu@!~oci&-L<CN-bb zW%VB%6yK3OPO|#0zdy`V_#UMg$6ogvdSh)g+ylR)$<AezR~;g*i!kdj*Km)!m|ZJi zV|iz_-I4okfOFh7)L*X=v0qpGpE`4%lC|NGD4MO#O`bV8Cxt(zE)&``#7NA`?S65~ z{GxP|969cE_t<$Jc}as$fb$UP#4eKJw9B31yV&G+YW#LfhIHot@9MY;bNBjTxONw6 zgjABr7v>d)dY`UI$d73-DMW*HN$#d4XO7PV9sf<$&c@zK5X2~NK2QDk(^#bXZ71pF z%A`UZX_nMqrzpy(Z|$Jjs3SG2#PN2oQ{xWE(Wv|D4c7ZHTILktvoovrD;Y%_B=BP~ zWpM7Q3{YV31SV>N|G2wq>_;`JG<0>N5;#mZVU1TTE3ow^TPfo3;ooPZ%>BFyR>yuB zqKTIGt2*8&+O$Mf(tc;ScAlgkF&RZw#LS_NF>=7tsrV_^{k)KH%Vj<oXU{$Sw{ho; z9e!hiQ@5#e<WN+Ab;ta5(+UWa;1YMzXJvfzx;p2!Ow=3lXSSSC$uMp8vWU?B8nHde ztvdjG!h}tUY{0WUjChL(GQDEp9NoAeWpJ=!B2`INpl<c8akapVBdjP9BQjrKCK3NI zllUm*zEu$l&YJ~e?h&5&aQZjyhD<_HQZ0<C_@u>ltG^{zYqIk3EVZ3n5g;>uyoSr! zinM!~KZ=Y*`v$0xOIAMv8~*813aiJ@u=El>CMgEnO1$>ywzy;@>f{Wl18d3tFvb_4 z$u)~wN<(O;EmJi&vU`Xp=y1dA%t^r$mF$&t3qtC`ti?slRAY^M5;d2<Bs0{!21Mdb zSR)3;2Gp3kV}uX<F(2>VJ>5R9zya(Gc<y$$q|R3bVZ@=pGE^LBK$5Gjwh1Gj4+ffP zOvG;Y323mrZI@vGvW0A_@JZ0~l}npOLrlEBUv-J<1*h9uo~0Nhp7pkXVX_TmqQ}hU zMwraszyh3vOX^E-5Hn`Rt591G99DjP@>yzt;SAZa9czUN9A!8VxrP=j+KKZ02rL%P zU}rvE>$OfufU*DHtXN=(iUXWHd_u1e1&9MF@tc>e=6@tfU^M=&iEC{FVIMownH23Q zgGUA>egzhMUtRZGOHWVpH6|0EIv~LZiWShy%kpMMFB8eP;?kV{zzGr%{t$GHvNS#7 zR>e3nur?Q!Cp?fYh4-s5b6bu+q;Z8ih5uqv_#OoZ5TUM(Z%aJG{d`sEPk=2e!AQ-J z>8#k{b)o~JiAsJIpE@QO#0-Rgf#69>)KOr@rYW~FfBsr8zrL*{USQG2r;VSfJiP44 zHkZh*-?vaRjZ4ddPFVogTuKxG-ebZ>p$TT=YBh!EMTF!$oEChSktp&-EwJNSQe8#F zl0%TAqoJw`{>~xdyz|#W+ZZ92_ur^k9{rk&f)mvYc~X#h0+pItiiO_+7m4D+h+lPJ z0Z>AgZ}%u6<Ad6?fo?w8GIN@osB?IDLd++y=jj;H#}Ma4MVN4<$q9a@w|NeCDHd6s z{4~mx#-<2rG-YCt<%ZuOjX3Vc^VGKSLnZIpRl4!fWFtj157dBSNbxZE3`In~LiLI8 z53|ayc3k(_;enDdjzkM8WGHQ`c6#C;y@o02Y4b?}=b+Ns)miM@Lu6;+dx<+o&ZKPO zKTX!xUz`4?f*W^D6s?e+T}@p|NkdJrF`H7Jqvz6kr;yLXeQN`LckX@YLkr75S3z@X zw{cYDC4WrL<F<pKlNU63ZuRc_+<3atQ12_nGG~8%d2@4#<Ekq3D!2H0#`-?gCw`v8 zJ&;Hm;4`;TY$xn-lX~1^F)#VYi<)L$`*pePj!eLHI5{Op;D-yx_}7GxzGSIDtq;_R z8noXyi3oPbjs5qHg?CG1y8xd~@ceJ?1V!8?1J(04Oqy$JzsZij{NCn{4i9JcaY!%t zzW)`u0M>zFFKt8IUrhdY2FX{KuIJRB_uH3{rq1*HoDF@O@|~@<6EZ+M(0fgz0mSBH zIL`#%T{N_m5#imK=L~dN*uY1J_$W76XidsEToN+bU#fmhBeZS1sw0cMzu**ou{-xU zAH*UTG|&1-MR+P*K4(meSO3pAb~`0PKsd$9AjL$cgXYd;-NPnV$oxahFASW-2oT;P zLaP2gbsk71+DPTwL0Vdkvd|7@S#L5;UV+po+V)^>zt*#s4lrKBmUwKx2ht~a>^ZKA z#zR5(M{lKeJRz#J!&2Z71JTX=b7I^p4SoWQ+6QXuPZYluem}t}$W)LdA@q}Bp{HF& zdm^s8XSYo(<W?~#txoPI(v0cllBd{kLm?38gf=`FJd35gwheU}-O|p6am4iwA=;Rt zn*!gzvo+;p!5<SFm5#>71N}&m71VwJAIw+2PB4e>HFan$QX#`4uvvWs%pK0^&MBrR zhfN)|Ld+M4EyUMFx=X&KMEArXeo4CXtUt0q03kHh-K~93NG#~#h~?$a0iCKR*jo^Q zgJ8A!wGqVTD8{%UP11g7jOSTn1XD<3`ibA2xX0Q$C2M|{C$!qxAsbzF&z?u?|I_2t z=C3ftLRM~#qdbaooj>SnwFh_dt89K`nCca^B)sDPDG{fF{3}|VT`KKk)CzpIXSQHN z;m<o5mZ9?|vlDP^dvmxRUs%R8&=Scbv7a9hGW78X#e@<D4w9M{6!-M0yBB5oQG)_7 z8j`d(EkK}-3R~g`O=Es*I^EW$DFp^wMDge>0&-!YO(ov?J~?TL2!IELm0+0>_Ec<1 zePaZ>TRXHE38xX=K37G?8_?at)|4(4>JGKShn~ibHPCt-DBkVX<L>|!rkp%7ibNz; z?Es|Wf+u1*^*CYhm>Mp`RKKS-EF(QDbecn6A^X{kN{(R}W$|CdcdKyc8pH)PS#exB zn&Ubb`#&li#=_T+C~lhB=<bo?-KU$)jPmsdk+?3;UIJ<MQR{e0vQ9@!PUX?a9}%bK z8mq)$)!6##oELft6C}`ox2)2b5A&nKQi&ItFDf<Eg_E1qIbvD8_HCNuI>+~Mg{yHj zjMLTV(UQ%RG)sfIPg1uGc-%B8;o~)wc=LD-#x_>1FuKa91GXEJsYVB8U;I1v&%3s5 za&7|s+wUnvTp%){uKw%)#@q2FtnEmDO?#v#6>5C<v?$4tUQ~=+!$y9}db@ILw#!JW z8$+`j`zhkI$?LlgAtZcgiC|L^z0YTTh;i^6(BHi6N$Gm3%xJ+Z1bq+(d1rm)`xn;p zcyD511Xyww?+9RR(AmuFJid$de@OJkq7YQqXeeeExh~}uz1LN~;}Ia(%>n+8h#I6U zd^k0J+SYzM+-$%6y?XBZ?;*{cZih=%d@HJQbVSd2H@PkQp_#7p2GaE&Z=lRd`f7yQ zO?*usdoP1YP6i{wTBh&t{O?)R>%Q}644wsZ;Zlp;gQjxprGCz}hC}s^xt;kBh%Ztw zeOY83%NL^l>6ts{(0ohmJEVn{=)*newCwiWr_Vn+|Jujc|7qjre+RAC#lw>(@4CnP zy0`DoZ$--+h@S%tR(Gypci%KAO?pm{PbZ`c4b>NEGnDGCrZHwd4p4tGx<9xl)g}9> z`jvtRO;L<6R8zGP!7E2f5F$-thPYt~$W}XonLODd#SUVdiw<*+L(h>hLn}S{v+}*M zVT3NNDkGz6)j8%*B+zBvLQvEP;ztzXs>;E6P_?B>{dKF!*WjRv(dSEA!+=LtWg)f2 zAPAAuW?TzLOhWz~i$Yp5q{wZIO1_<1Ew{k6cY={g-^2kim_e?2#LiF+H_^ecarIUA zXulj!0(AO==fGAni&DeU&DDG(>}N(yZbPzDD)mBLxLI~oq!2i&Milw!wT!-7(kd8P z7J0LwXd+<HrbPbeM*JF^mJQS{-MVi(V=4a#FQJCp^vlM(z{Y)Oq1kq9Z0=AM_%Wwu z+V(qnbt0}KW?%@kPgqs}*h#{V0}(97AK2o6<CIX&Go7FXc>m-<G*MVRyKy!`#0^`U zGr+G*Z_>87jx}zi-QK{-7!8UpViOVc9@HXm68W1&8N1jrf?cvuLYiAIqxutI@48DA zG)#=Rba`S5XBzbuP;5RiSn@*>1%VR2ha&?~vqyx1xJo6-c0Z?EcUf@ipnf1z>KYM$ z=I}9>UCdTkDSMf~;$U8Zihe$QY?304{RGnfkr-V+=fXZEJw1{kg&zvDz*?NYPB9WA z$shmLr*o46g3k!MjyfjRoTgfZoZRqRbVwbv>7p$LqEMSKd%%#0$`l2(j5O-4rSiU8 zsjJGz!H;wBP^Ri%iMk^BaWs7%Kr{cB(~in;>MU}=SnSu1jGkLRx{EP~_Z0x#fiHqV zVYL-EZRhs(Me2MdN35{>LvMjXIg}zH8vt=F4_&JZ{qZk!1*1Evh&E5Dsm%uRgEv~y z`EWg_8OK(EN6PRi;uQan7&1LVzA3XD0vnom$F`8ue%>YZgH(&pahjwmm3N;#?>gAK zF#X`sMGr680#Y$5ZBD2dlxk?m6+=X=$27SEe}na9F}qK#x|&vy<<ByhmNJW5I)e>W zoO(CJPJJ&;t>++Zex&*9APsfM1gAcJ)wj$Ai8v6lnbIuuwSlG9Z<a=>=qNf!l-QDh zC4nowFd>|))Xfi^`e;<YBYH|0=eS+QrQu8lStj)g)rzxtpkOidpQGag#BvNfU^iqT z{Yr^&dfUatnDw@Mzk@UAQF97yR=nSM-BQixMw2p?l+&j9RihM?6u=TuHdM*}Wwps} zwc`sf2DCgLUVLb*Q#{M94SL?yo%fg<*Pyh=mfxMcOtSj*SSP%{k!&<Lr?S|sx*5^W zn?)@yI<)^-<jlTGZHRu83Uhv0;oZC|c6k0-_Z=#F5U40aIq@l4AThD)*GHoMi~bKi z5dVqgEMqDs_P{Pef?a0{i7DmR?k16UlI%N3Q~UWVMVq&;^U*swVqf)3-7(Z+ZTxyt z?bn+hUn=TQ;8ZV?UKKkkFBzjNM<gTOl~FY8x%C8yXm7q8F(g=sy}hhj6}|NK|8ac4 zx9a{cDNYR`(D`fwj&9?*_Icy&49ov@(P#Pnnxb<RZsV-|JiwXd)Qv}b@soLCmLLU# z_x+!ls`>Hw#PX)Mb(yZ`$4Q?DnCi#KF6evB6>1yv4}Y0;%ORcCHCBOlND(m?eG>if z*tpa(te+V{rN2(dyCS4k_%i+Xl%mBuJ*98IaQHx$cOD_8exMP<lB(EdAsyMka>DvA zN+@>7S0JZYP}Y7Cwm1+zP;Erls@}AV!UB;ENhGx_>T~j)03h{oZrYsJsO8u@`@O=s z%82(V`&A~&boscgor($`g=Ab&uIMsi?oC#lI)7=LxqAu5u{E$b@>-!ddPsM*PS)3k zI2UA%mlYr;2T8TkI(pOf@O4Xw2sN<@Z=rD|8HY6P0yaZp)ipvh?A3~8$^=Do4MEUD zD5@w7$a6?8(%5Qs?^cN0t*I+9l)HL=p|z1m#$?cw(SfZB%r9;JMjz26+iG-$`d6{v z0wMc$l8z+YEFysi<GN{l%%aC)ftCjpmwN^f$svG0-eNjV&kJwpaoG{>la=Smp6Cep zVC9%rYcDH{YSw+}vUY^_WTt4-w~uA%p?O(9s(9Klvh=UgZ3|Z8k1we!l=?!U)tEsS zf!1svK{Y`uv>ZSOUn~r7x_awscNv;d7V5~0xAXOP21j1f*Y3xp4Ag#?Pudy59fd*P zOnRLi%(J}#B9x{!LlY!XR_hQgEK=)^O~8>$%aCWCQlFjk0RmxVUDjkt<-YC7^Kab# zB&IFB;3<mX6P4ddZcdnk-p3*UOP1od-;xefmS9Gx=F|OIWVY&<-IM;C`rLN3tfo=8 zGP870A5CrwqnjH3;M0(^LeWS2?;gX#HhMTP#(-W0O0yXIg>={cW%vo0-;oT^%WJsG zSkCQoWDJ8+bEf0$6jfy~5hFZ|G){auv`$W$^(WZiATzq8t3C8{&zLo!SDW6012%Q$ zEofPA+<RJ|7i4*xy9^7Dor1TdimN<2lBu)a;`{B}6b91h{s3bN5#UOT04+8oFKPVm zKF+jp_F^7zfJ%OekSn<hiIRG$#a5wUNf$NG!;?laag=2lACWO8Z@Y2-5!vT}LbQ;i zPmg4944qQ%I%XMtDLqVa917KmkF%|xpcQx662(S=L9?k8)hhusvNvQ`IIuj$A*>rs zo$?R5#@{F8F6&e??~t{LQNx86!GOY7%DA4-9k%f>mUUxYRyh`z^yV-z_n0`HlM~}O zqM*n+MmcTy=AwlP5&%bpW--YPVk6WiFx)bmz3k6lB**p6K4MczsZ?ce`;{h;K0I&V zjw&h(tVeQ8ibA6SWTvY+Tp%gWD7TRq&PvIW@g2x0tB5Va@;^jldpo_(ese#6pZiRw zjFB?wnjlD5l(Fl>(XoS~Eqpra@X)@#L0~%<{q~sB@fJ+cb^g|8_1n$1>!^rihwGN3 zqn}H#wz2X20?vlSVa<Q*!M`2Ub!C>x%R+lWuxs{`6Y+^<{W4PYF{|qWXS0@lWPz7% zU8&Bl<^7#5t%Brrg!g3}D);_e@>P#Y$I^1y2;0SgxnkVxjU)0+E}17<4hIfsyc?nJ zuZ!}x6T@oXYddI`o4kU_*mV{|j_y{U$!6@U^Uc;T_2&(jRk)u@omY!~w)YeJ^S8DB zzm`kuy_K$BE<oZe5wY1s>vw_5!a{)*%Gb&pueqqfN?q?$)9MRWGTG~`gyi(i^y=^) z9W)7M*d5T46Vn7ldEck(pV@Z>B$jkr-;6|PXVzszJN!5QsB5ozblAHzu-CaV=U?N> zXF6vWDXI1H&v7G%s|A^xZ}~3z4)n$_q4CXGES-9|<e|b@Re~|U3O|TFF{eAzj%v_9 z_fc|Eh&q<AM9>Mp$-N(?DeJXA_2d_K-4`1>EpEVRt^RoB(uWhLLYMRh1RReXJB*5r zuq8M#2IVdrIMgv9PzEjwWLJ1&@SuK_l?sB|pwO}d5mK!X4LJj<HU;fr)**@>CTO40 z>i0Blh6v$%w9dAJhj0Wv1$KNQ$|N(zWP@CkKJ%{48O`Xr{iL=~<sMY3bQP47-iwOQ z!lfqVl!LKbzRXj(IJp~w(5*o|Jow}}4m4LTS&^hCxv+?zWeNK%M>M4vQ%f~<@A7s` zP;uPS={^oIBqRw4XWL336SJ5K92CLAehA7yB`TS<NU$@W%NTp4)5ptH2B^3LiurTA z0$Rh>5yMv=Pi`SFV!V~)f7m-?q$H@K+Qo_a(JKEO-!V=|ki;$R{1g>xBnPSj!A#=0 z69IWOr|D0yL5pV#+zN24$Lktw#EeTvyI-U_VA3#oxhrn@pm{WXxN}kC<hULtxm>MN ze|s*#!69<MB%al6<Z`e+)9?e{c_aa2?gSvFg|Vh3OerVNqr3wvAl!AA?5bpTw<ulx z#|m3|#>i-~6MrE{j4*IAJxBk&!iFWX<+I@U{60W7kSz#N*3mG2nmNB`?4_qeu~qaB zuV6{}f}mr$>BQO`J;z<0GrZ2Yg*aS}DJt@J!55>a4ZR8J$`$~25D-8jY?CUJ*TqHB zP84f$x5g0O!eUCiId_YM!Vn!-^E+$X3^ho$Eg%GSoAj7CF&a#GApcmpgi0gu#Z*CV zrBw)UDr1921g`6=fNj%ss7o)83h&+KkkeflKb((O<4{Qa{=v}@iv2V<K3^(3qk(G8 zqlj|!PS=x32j=cQJYGP}?l57i=?4`U*XIr+t4W&G{^iXNemZVOjn5A~A6as|Kyb_> zZ>-dpHTaK&02;#&Gm1PeJQ%HT_10{4b6$Z7*4H+W6Bn+5KA)k?24JtI=6tH-w-#<H z(>P#f3MMbk3jC7pcA88(=<Qsz(GbX8(AX_6ApsOD?@emJg!LRw*8ZA!a&x(Bo24-8 zSOXtW={Ba8)nIq=mClXlS5Pw1+^5me#A05i5H%P<E3wNvLn>qd@}F>c?Fn|0V=?4j zdc9?+Jzr1Mvz3>ypabkAX5DW*bNvfmxX5wBE{bE&-gC-ZA^lED_Y)1pzTb&lY}dhY z*TLvr$6=#678!JFs7XCB_!G9QPRQ?KYPYI&uh{?JBgA6WR}O*m{ph^w@V~>Z`*50@ zSJYk=7!fY;YE-;A+N4O~@o$U7p~cs8$$J{D^DXDnzKd|z4A!5WW#D}ol$Tt%F`{-3 zrts=nB2@H0=;}Dwc!iqy4Wk9JmIP*#R2`52Hg@I;+{0x>%N@=Z@!DN(JN45~?_N(h zli~(BI1c{zKaHOcR>}EV-TH4AU7xI87vu|nH#(41FhLKD2VsiNXDk0x?rQIT{~OkM zO-*jvBT>d|{!%e|&&gLA@{JE&=YjbPtxDBh?8A|D*rsOXGs*mUb5>#S-TYNQs>*m8 z{wu~e9g~Kuz^7kZ&|Bw{!@U!r4A?DRjLp>P*k7k;*)_i>745K(!bn;Hd#`flxLtQW z4pc+`Tq1%foMK)8wOnhvxqh0(xQF`LlBZGzL4ZA%AT2{ygTcN@v4HS2g#ear#is>s z{n3~n{4oi+Vw<W@1!RCA`taT&`%HEaB^(U`jJ0%zNmISuPxhy!z+j8tqR*wguM4a% z-Bdoi%>LIsIZxHqM(de1DjQ`H1!j=uvgRs!<bIQuWWx^yLET-N7{Al&OxC;g8u1ut zX0rdeKmznF-Au=JU90^DfhMzgaNz*10jB!JX6Dj*JH|V$Yda)Cr8vdr)G3qwmweJ< zdJdgYK;1C@2pJ$S0aL2<<2FvsH?3sdfr(mYTe1`cw$Jgz!Jt$urE)<r07}B&F@vvh z310z}OZ*Gm%EgYY$)=H1sAd7C+ywlKc#Fgh4&JC&9)U_oR3O8)!&JNAx~*1f%4I#X zDMu3Na$7D0Y~68@#b_LdNlZ(=zG!L9x@jmmH9Qi91dUhy&*T7?!KIx-PIN#TxOT9o zan%K{-fK>x+X_V*OlPb!-kQe<C#cM6q!WmCy6`*o^hHgAFi4Ce7qnFtWG{r2(PKoB zeGPS>%B4h>X4uX+>PPNojl$OxdjPsEHjd0?*fWU7hUjdWUA@5M6`|ZlhMQ=k@oJ#$ z)rZQp^$HY!EeSgeE1ZB5K>#O>@TAay3r?s6VM9HF)s%)Uv&&~SH3yUot0mnlNkr)4 z&eSlNSynCchi3C7qU$p*o!z~kh&6guUE|7!5J&rI!pzaA;|~M%02r(Fr*F_Lqf8u( z&#9$Ni<*8XgEU)u=-wr<=gu$I*@t>XR5k31gCc3o#{5=ITyyL3L`A+YjAFQn=v$B5 z6He-XMs#`YoudVO=^K(;CqFZkp-fDZGMpkUPe$6pnu9_{i#in`4Y<pM&`|&?wp3+X z+qCs}Xlb0vN}&=35VZP(OE0y_+(wph^0$>b9B4XWV3<pYT-@e})rR(v54o?dR5^Pi zJP#oLw-s9)8FA6#OUlJ;K={*V^2#<_i5NKq+h~H-j||&ZonRp{@B+Dnr2H?C%S0BP zHxl4vt;5FI?qiMuKZQe@R{h1zGH+*t(6WgQ)QwFD2CGn3G%D&ZC94tUX+2Fi3j-2n zh(88xF;Q@I6OthXrYVROSS|sxnKdaxg6&LoFXAvf>|r_cUE3g9Jewa2LqJq498`H{ zK*y>vMIH;cfbaxa<l2^2)clM?T#2yPZClvz$9a8CSU0B<ul4%G0YFs4pt3_!w3c|c z>xOmAZ!Mp@jR{+EX3U6XLOQu{vCuDH<_DgjbFV6&wU*vnS6#TJhF1fWdl{mIR`<^P z-E+TpI#Jij&ja=NVbC%t2>;~66@ky}ECoum4(}6LlkZIjMdxw$GnTe1oXNK--w~YZ z_oC|Oh-%-XT~?od<HtjP_ltjrU9a6%m}jg0&|yB^p{^aklDx7qN5t#pNqE)&LNLb} z2He4#<uQqL)_xkJEb8*(x@^#}I%unX(B-M)lYRTyTgUzTB=5_)mC$}sIqT-FXXh~M z(f{llq=3;ptdG%)9jA@{3T^8)4xMs{SKS@=v4iTuM4`bng-L27*6JEh52d$I&AII= zK0rcZQ>-NX=%oGfH?s2)mJW(zct5kT?|8pRgZ?s}(`<c)d&-dJlk`uqCrwbp$KzAe z%PWSqF{+q%!DfEktofi5p)3wRWPyhkQZQ~qf@5i4p)U&FP96S2&x?_Qu!B3%!m-P7 z&7)^0h$5!m=7S0;NGMzV$@_D0g*YRmr|R@e71JHLz|(JczkmDHeyhS*<Vf+TundLV z2WLpJ9mg?(n=Z%CMh~ZxZ_@-K=kbj$fVy`0_&6>dqZPhMftH&8^#Xvk?4pjMZ>_(r z>bB~QP3Qts$&S-U4N!@gtC8_)cteg|0M@&toKdy;npTRqBbN0raq{W_33-Ol^JW2a zVmCJdH%%ghvLWzz!!1emlIQiTgI_=E+mspe0hZDGV)a9QQ?=rkqnq8g1m&{r%7V&$ zpI$|C-ie`YH`#4cn^`U8DE7k<%n9jzk03Es2U#b9)r!VdFYNxf2-m(CN_cbw^+<aB zASlaCuj^E*UTN6wPe3#xm>?3CGl;NGY}S#zu)b?)G4q!PO2h|y#`rrT=E&5L5L9~f zmRnh*kRUMNxc%$w2j7mVxfhoc93BSG0U!WCNx32|P-M=VBQ?>>k7|B&(<r%{M){eT zR#HsFRSMB^`jAQqq9hT=5a=mjk0VqGQ}6MhL@~>LoL&%;WXl{86&WQPkSa{IZXE#X zzE#K%9O8XlB97vzsqe6B=e%~A<@IAw;)5b&@^~eIJ-U3BhK^|suL1xL0C=>>F=hhJ zg#Y+m|AW-(6kJBS%y9@9pC}U!g|P1gL|w>05?r)5o$k(_y8fc@DVxm7yh>gN?#h=( zTorxYG1=Krg-{&vg47{@nK(c$luIYfSx9f6D%jbM%6EcnksAsZm+7Dk0={)*K_j&j zw6<I$KHC@g=)GelUqY})prr)idQNX3K!1fzN!$~*mHET~Jw(9|=6LD*T&O#1zEW&t z6mnb;4D`&5ZuGB$O^66F$=BCuV_{Gz;qA5+Zj6G#N@!}u<DOd~5CBmlpvobc?o~rU zy^pDMA9WO`nSLT|F_6bF9D>d=8`9fVJZHptwi#u3ir(U|>y?+epo;&uD~6Q{-o=*+ zL$sL6P_TiGtQ2DaDkbuSxJ}JBimGoW>6M?JPE_e7RYx&R0GKc^uxh<|+};EUvbkjd zP=pCrN@zLMM$#+m@;qkCghoYK=o%x&flLYt0cP2QwVXr>=@A>cF;FF3kc5`EE(L=1 zoaB`YFTb^Oo2ab7U|&UP42@Y7HY}*gQ%dG58flPoR2M|`noMe@oIl?f8t^zqDNP#N z-^npA7JdTXk>m?ncZnsL&DMMqs+U0(2O+sF$P%rzswD)8!Q_JV>sr61wydHQf20d? z^!tOq0S`b9QaKLG`beWoV*eeLN_y1+(tnkvVF$OV%Y`Sal7Py<hkW9Ketc9mLOa_^ z@6c&^pXktez`Aky<|D*mK?7~_uw}OT=}R`!|3`ku`ab3^#mm=OPoqICuso{)Q@#}3 zgc=ksdr`qyP#GPf=2SM{JmkF21!+D~lG!C;*}R-LcKS%}y>{OnZ~S)3OD^JP3B6gW zm4RYp<EoB3kd!yt-iM$<^EJiqs*OBbV)L@r+wU4{)63Gg{(OqzPXXQDai0|wXN~00 zwyUn}v!?leD%x=|V;HMqhS-|*5bJ+k>~~gJ{eIJdb=r3RR=;|P`6Ny#068j4w~ujI zUvs%VqwwD5eeHG^g5+HMc?(70?0SkmUxAMD@OU%nysZv6M$7BCR%B_s`+9t_vR)Fq z+D{8b@ALeBx4lwDN20v+HxnAeU$*jgL8>~C5{>R7NUE++Gldt8?9SRmCyQ(q_;jcW zHFCx1j}IOWZ_8QMJKdnL>rzf$L)YQ=XU_Mtx-X4}TYLUbclR5f@A1iB+(gvw&Vs|; zjC~(p-A{dIE6=@m{r!IdC3uZw&%ue0l@0PkG7`<)dKCP%0{h+Y?CnEx4qMX4nb9D4 z0(B2!=e0j<MPe|2vuzFb#!f1}m3>%Yb0#d|!*oA4ICR^YO;jZgS6*v)zbRRAIy~!X zOa|Hd%et&bEi9b#J6^f^-$MVvk^1+uzD|7<KMZ@tOpRt|L}qEbllMJ;V`63W79eH$ zl~$9<SxL?ZQO}_a`SNMwEjrwCOE)e~&!!yLv)o96bm)ikIBu=1Kn#3v+c#2~9vA1i zD7p!~x`Xs`mR}MLR`+)V9b3ma@0rESu-6+`6Ih*h<LCS>Y3dGy_fL}4Y0(R(h`bRD zQG6uMy3LpAIx8^U0*x^}w$Z<KWocD);geis5!&On9&JA}SR}@<aM*t@K~@}hrQDGO z&JQ%|4xeCbXc__eAupitW{b8!u?|XQUj9iFGS_GQUPB=qtdtJ}j_Ok;L<JK^q-cjU zIXwy-CWg-HFzD%}e{<$pEqKDRaO6>_Eb9ObwrU_HafzBliBxE9K!h1_#RC<rN0_z) zc0!0!&e!f)?38}~?~d86lX{V70oM%2t>YgG^WK2VNv`Ym1HO1a#}!`DaEp`NQeh}V z(8cyfDw4Aj6SDeT6xPX+g_ds^gXf4Yz6SRsVFCvv;l=F*q&3;ZRHN9ah@dq>;L?_% z#@02f{;1v4WZHHQef4KkY6kjKuYQik-xZeYxzKt;LJZ0!foY0XhGs@6RhCgQApupt zv875i`Gg5YE*K_-$Q#%&U*Aq<5d&4@u#B)vi6y`2(XnYedt}AOGzTnV%AhRWC|Nl+ zFpsr74>6SOtg^B`<B)>-fy;mrqGQ7c2ar%BygDF8Ljqc5<aLep<31MP(H-B=A9fRO z7)Tk0Z=)t|QJK$X_V3+)#t*@DUHYif8zOG~op%`kg%JF^(J5obZ{wMwiO4L6T~O=N zWVB$5+NLtk-)3qz57H1acjx3R4akGnx;{W8!I0G%mkKMANKG)YNB4FOrkBc`cx2+7 ze<D)oTt({E+@P&05*PVq3JaEkdiWF-#lw|yf&#uMZ)q2p$$MY;ggidkf1jYM92B3q zbRm(2sccE@<=<Gl2)b~t6pS!Cx}p4Pb9Yu@(>@aBn(rEb62MMfNLn?8ZoHL>qA@Rk z+Qjo}n(0_<ew9g=F=tH4ra!8AI8w@ssZ-D@W&<sf!$|nSR#1OTYySH~z$o3m&SsY< zVt^AmgGCY{-jgXB-2RA!{5Ky7L9&)8S$bqxFlU$$MCh=QC;EcJFDNa#_S!-kUc49T zKpY>S4mQQ56Z=A80v&9o3t8nS<6`i(F7I#vDo2X3-ZQF5#!XR$q0Yy?(}2lZ&*NwH zaZ{O-I_y-2Lq~RY%|lZzh2HdohtEG#J+0g)&tFHn-WMQ3r*!_0nl>4UjPACT<&3Bw zCG-!z^yV%qx}6(jr!)@El0q437KSi!a!(hVzJ*B#VOhbziCS}HDk3`T5g!gR`_+-? z;(VuMf<>SH23{j)B64$|e>nHAFQadZS@#r&=w8|z9=<E<P{{qr)!y*zGp6W6!luXi zm$!3=_X&r`mB+S?moCu@!RnU%&S1LdzMkaRHj&f%^B)ryyTd&=boXRWL)*JnZ(G{N zKC`YVqBDgli0j&2H+1$Lryr|dM^`5*Vqu!jyD0(CrG^dUEV)?dvNh-B&7q}xwX4AF zy$44|se*QWf<Igdvi4LuOH!;=$qgtQ`1{8!mt~Z9<HvJk*F8yfv&-PeOy~%f<o_+e zJEzQr#@}BSR?kI!4pvy(zGbtAI=SpCE>ieziK%PuA0~1{Na7{}3o_b=?y^M~kd^(` z@cy%8x3Q&1roC?my9d?OU4#7{5XJd)h!&zZp0}o1yAI0)@5#R+TSc|!Rzx=ZUZ!!H z`D#wJ(zs^qqe*fNb=o+XXR6K=vIS0(_YtlKX2h%?FhU`A;cpxTdoA{{=hme_*T6ci zd_{IbR6IUNMgHwH{8j@eNr}zJIc{YS1II>jC1B_(Ysc4`|3lMRg|*oQTNwA^Ew06# z;t;er1&X^BC%8KlFD@xA#oZg+DGs5yOR?bYdh(z1oa^KwU-D%3>@{oF+u(oRi+KMh zp!*@x>EUPIYwp$h^IX~)!YNBbM>j84$azIpjre8H_co>qo>FPz5hmL5*!iZKUqDYR zS|MHS10S2)5Zs9G+}d*Wm6}E%Ny0=he_nb6t~3jlVf80qum8#E?wUxN*O`7qAsu>c zmwy`AF@Sfi{?oa&!Akmb@6ns@TN2Nd^T34jwj{Bjb+w1-UWt@Z{rq?;aH5j2Z00i| z83GwWWUo4-zLB^xOQP)|F#=nW)C$%IDO~u5jb^QX(aau^)KW(1*2JSuvduk*kUrr9 zy@`2Otwd_P(w+~(L~0?lZVzG6SZdM=rE7)_G8#U%^!z9?3TsQRE$?y<dW6un{1Jf7 z7Ly+yZexAK`Uk^o)mQW!2F7xc>%VMqMI)(sUJ@4-o#IOM`M$WppN)2Ht|_Zw<+%PV z9Jcy<di!3Q`8vJ2cs-GkY<2bz&!b1PDkZ`i@9{WR6$f+dz%)h*QYhEVV+dm&BV~>f zk|Rrl0;@6Zz$}UPXEuC0N0*@`BrSMm8K=bxnR|v>%^fM?wTfS6r=egtt#b^wbNt<% ziw8PH(wam~2WuQGlCQ*tGyN8S&RtL6Psi_L8yVH{9Y3|jG-gK?z~te&LT8c`JcEAy zLbmc5x#f?Auqf~lQ?}9UxNwR|@K(<kQ>&P7A;OEFbSz4!FCXxI&=8yG=HX%Z23qP% z)JDdCerK{Lt9zu2^*o8mA-MC-NlDZQEiA_w%htI_A?Gb#C<^ilYFOo_SPVkx%qNLp z#|Ct(sS}OqT{m?SdIh>fnoF2#S{B6&f&Xu2PUxA87b=WoDaA>O3I#}KH*z0NBkD4t zF&{|bt1?!R&62@}JW~x5B3J)16DG51un}$^|AL`4jgDv%#A=}5b00kIDKZh-Tnar7 zuf2ssK(G_f{oGkOg{#1ntR%}&XLgoX7a<C^>5Db*`-X-QqFpvA#GiQ-eUuDa%QAN4 zg%WJMkDQ_ALRXL80)><rodka4K`bMqV9AFER=aVK*3`|H)U0J}^MLtLi<uOe6eeA8 zVM#yfeZ;p&NRzV6Zn)fKO_Zyrzv9a6(3pJ@F$$J-9Z73PnUk^6%2;*ZIT<q1%b*WX zIDH+uBC{Hz)J4SY$jLh@sRuKNbTZ^9OoQm6!hm+7IlL*{&Dv2G<g$ek6kk8g9UeH> z(e*hu#T#gct1HUe7R|P8m3XGWo)R!a(HM<BahRVSr=~;Q>#-F5F@n217_MoVRC(UY z=Vr^~KCk;~OuXUjR{XIa=Grys*bcZ`4U*1ckx*r#50_7|v0Oa!+<NfV_Asv|P;Y6o zFb|_9$sSUaMHwaTpKnYpa#N9~(fn$u!HK(FSbn4tnPAjxy^;{LaYb1PI{O@{`r7Bz z`493U=XKg@Z@JJak}9ac(fK&KKJ9$=y}$cqsQGxkb*nfCmaFO)2<2-&7IlAY0M?vx zzWcC28@A8+?g<vBTR0@{yYN~32^e$<o4YiMXj4v6$}3)kIQc&Qr+2n`y(RhGQR!`D zBYj`)bbDY{?Knj^d&G~04Uc-dK9_nLHo-vP%32gY|J6|~b4$V>Oc)xrORXhlmhrX9 zT`wDNgJ-X!3I1z3qW|)anz~!I{!b<*^6hvlyaQ?RtTy>$qp?SCS5gIS!`fo9Qiv|_ ztEHBCI*B$;WG7Y7l)&3QX5O7%&Y?=RW3C?6kS#PxUJ)wo#kF|1`F(QL>wKu|%qQqA zUnGItgh$K8*hqkCyo!t>vX?qe<#6v}!6Z<n_Q}I3aPptIHS9)wy|p2;yj!vb`1t;- z*D$YJs;k2?Dx6f*X|PPsLwaMm;Zm<ewZoi6%0&?b6WMEf+bQw#nTkEOkhKOD+3|Gx zc68@|+&bxhX?Wzwo%{MT;pquy&Exu7AM{6-jP^fCeP+u0Wrw7YY*uED7(Q~4E4_$t ztUW~T!yXOw*W?^mmmwjq{`YCet?mXID}y%G4q5^}YC!YM!EC`sm+Kw<Ib!B;kfOW` z%#mgMde|JW-I)7Ku<^z&()@12d+a1{-HUGDQ;9nB{nsd_*aDU@BYrF3at*aYYDh+s zs*#w7B#494!GvVdUVlDw+L0J(+~zmD8g7KON4FL(cG^)KAA~<&>QmghVd2k{j$J#5 zJ-dM%!l$n#6@pa#Heu*U@S7$74y^omq!W`f)b<Q_jWfqSiYu@jUK?@mx?*s7_*uiZ z!lQ+7JG%WT$>;jkbgmNZp^zhn$kWJii;g7%ees6BcMp+AvaKjcj50Lp*H@?Mvr*d2 z?D0U>=oe~A4Le^njV7pZ)1-$eZc4IPz(Huyn4((71*tTq9Yo8*!!S&F4ck{riav+Z z*W%2HWrWirYcip*dj8&<QGqbpzYBx;1x#-zehb=W)WWt^;PY)-rb`U2qC;`VvCU#> zVQFQW^?Zr0#*VfI8|jwaDupaP@xCiP9bha`uJt^Zx?|a+RZYV$Oz}oZ_2w|&wTwL$ zKxgA9OvZ)v-(WEAEZL=eKQTusAyXK4NaEfYH$pN9kkD4X6ceem3lBY}zebQT!(f&n zbi;Mk`^vv{PzL^z^;u}|4nUA6Cl=mFIKbZ0zn{^PbN$UJ@SC@>FtX&4lJ&dn?;kNf zPM!EXOFs#^E4wI4?lXL>Bd}etKEsUhQ<}rUI>g#!11dwnxbI;*D?22(2FXb0(-(xL z0AuK<NQ|<XJQ^`#NwhTy77PSkE9=DDz4A|cCJ}DTmk%#RMzI1dEDFf8CU!T_X9IaP zI%Z`ft#86s2@LY;hu15kkpBLeiW6ah_po%@0p)krcwr#-6}GlHF$;v2@|NLNHn<3^ z)^yz9-cK?{j*5f?j&`^fPR<aSbQ0-7;e22NN*jj?<;Tg^Iu!MXDiTFCFA2#-^;xJ4 zEGCq>Z&+E*P{-4)5FD47oXk;>?w^5gdNTE{ILkij6j$Mp$3HludcQg<cd|&dKkP&1 zcJ2pwxVk}c7ic!2)DZ)AXmMbh&+{Kw(lC}a!2ql6YmznIdE(|)6dGm~%j5``FH(ZQ zqme&z;pME&p2GV2NeUQHIy{l4c?D)9HR5o)6^QQ%s2bLsC)eoIX4ih3e+NxTWt_zR zaxz26BaQ$>Hsr)+RQ4GY_uqO&9O`~)HJP({TAK`-9}>UnVLbIUZRBp}Z0C*c6B@3p z%4FjNb6d{YIKVj$7E0hxJp`$uqZQWG*jcmlT+v$oqUWU{Q;nw*be}jaK6^|p4Vrrh zbmk=QzNu&qv^)EEl4g8)ejGsgQcP1b7=T0Jzr^}>coOui1i4T$dDwfx&h0o}u6*q8 zec1TC=<!f|e2gj%e!F|!q2PRaIO{%lz@3^9Fm$<krvsRO3i^^C_um+59VU9f7F!yH zAdhSAlcy(>-lNJUcUr36bjfc-Dpd|&;E?{!2k>hJIG??Clv$87ig^89npK+O%~rjm z6uxoe40v&RO{2PhtbJ&hyrT%h8zgc>2)ddOI9u<0YNYal4eh$G@BbL#9E-RgULMu@ z+$%{%owR#7v|Csw?Ruz@R$Km3p%SgPzKhR$s}J%s9=dVsI~s{h*pjC*BZSvoBNjin zSm-!k$$M$9Z3U;RXf+3|GjzDE&Uz3I7Y7PZ#W}+4Uv9Y<yD_Nt@s0oW=&v6uS3FO3 zMH}NQBtT8mHpjXGMF@vDorjmL)^}@45&NDw<q858nZIU`P2<>gRO`z_fAa`LiaV8Y zEqV;(2H=QY%Q-!+Trr%dovo*)-8>%5q)hES^F*k1{5GdQxpg-pD=aM>8C*u;b|b_r z7HfZIbHg241x*Ib>vTL51^s<H+0OIXTzDNa$rc2=+=UKRdq6&8h4Er3pl$7ImXvOf z1k}D|;RLy!jRjpqu0Q>o43;l80^JlaaR|I?P&-P@h5=P26+J(+nE}hk^MMvAr<Ni( zR1`cs%)8`If$j6l#2<?_6_co~>fE&D58at3v+t<B8Pw*M6vfba%=ZfYP7cY3lzM(* z5LAb61gGG=1RZzUrd#UiF+2tWt3`8!24k}ulSz|VN+Q~jqp{+K|FXYJSjLJr3hytR z-uKwVKwAzVvym{U3y^S-)@*~vtM8GmWlAwMQyb@#eV0KZBxfO=?K26iK6}-D%8nWz zty0{#>*eo;mY06|=y}=*(f89myX)L|!mv%jBNtdq_ywSauWTJ|kvAh59M(?xi8G1X zh#RtvH@*0QB;4Z?F}3eROh`#6hIQHx_~9U38Out=+#BzKGAtOkCW8QygZWh*G<a?! z5xjAFZ?<U~?-?I##yen`O)o!q%yKRbk)Uh~=13omzf^{DPqT{hV_IPV4K1>ZYp4P- zm6sHTIxowoYW~cX_T;czqeEev-4<^Zh)7Um)AIGqooYo~p>WR#w^&rLu;Y`;if}$j za3Z1fFh0c18=iSG<FA8d7ncj4`JVT<J#$t69jg-;zQH1~mI8>B{n~ZD_$1dOD(4C& zg@YpN_;-;tH`Y|J#(x%3TV(YRiyW(0Yt5OnYDbX$kjm({S)l!1hhh}WuAn!^SDi0A zR{x8+!X?Qy$sF)&etce2ReZTvd=Qq{cF1n$Y0949OAy$C%2_tvUoE3o2Qh=Et>B}0 z-`a*BJ&yg`X0l*h=!a3Qn0z1c4s(%owU6UTr+UI-pSQYt;Y6VrNKW$I1zc{?Eje+W z)i<<ehXW8Qj4&5%r}cf!W4FkqxF7nkYJe(XhW6$DP@`SUROxbUq6*iZ9graGHaF>$ zjPgE&oc?1Ko~c~Ge)8c&b*~eSb@(QTxj;Bg2&X-9nx04+h!QB65v-_NU4YJ%5E&3J zH}_u4NnJOTZ^y@Gf|jy?ZM=?A#BGH!8A-2Sc<jV`97%4WS^qQI<!3xTLDlaecFGt) zE#^R$Z(GM3=%!ItL#ft6s;df1xLY(s9~l`X)p7s{%Z-Lbfa8^muZmihs1k-Cdn_US zE`pvvpzTof1!VhoL_&CyK7)09#q3HPCxi9tbAHg;pj9o-fZiD~uN9-_4YzBz=C!$# zxT?$NR^<0c-&`AEoo``zD4L8_irV_hIhPZO+CGn4E))&nP6|&w3{xa!W{CUbGI4Zm zz%W(ISl0LS+b^rgg5{#}keo?+g9^UGki$^Ax5LYe+Kop1Ffj?8vz4ingrV?t*b#G9 zhz%z{{d_DdJ`q#ptjePc^Z^8O6w}h0Q9TPsv{!{uA<5+G0X@`$f3kzm6wH;K0s`um zV&t|fZ^z#@uW~Q9IbTc22D*Kr|7zEL1fvSVb41_?^~4VE8tG;%C8fM2|Jv}8RWqPZ zWghT~<iJd?Z_hgpK5CA)vL{O!+EBA-5|P^zl6Mh#&rh|m)Uw<s2OW*4<7%&tZBZ&w za9e9fL)!~9=&H3AGQn%|Q26#3KIt>s475+fSD{5EKvr+^-}?U1CAr*p#>uO$Q*kq7 z7}z8{wYnxZ`5f8&mcV-VCjR6p-f?vyesvE)KKEL68EW=JOWSt!m;2-E1=oYqA44G_ zePdN9=3+;3g92CUgnerqa@T&Ow6P8YUjFkAfb1NLKW~UXKX9(!wAQYtRp;GULyOck z`gMWTQ?fvc$BLyWyJ!_pzXWmT8yvB>@|DTkjGz|LiD*dQ>T3MJg(;{Ay-24#XqO}% zwpiTo?M>x=aIT~|S<s3W|0eaI`iM^Z1||Kb4Am%Elg{~Ye{`J{N9>P)-Nf$>>K5~d z#ifZ?&ky80Zx?c6PmEM=Pd|B#<h3Le4+u;>GU5hhauuA+Cwp0iG2H@jV^KrdSdq|+ zcS4Pop^;!&ba=^r7cJV?nC_RYtc{2KcI>=VNhSjxEWEJqplQA@sfA|TvDNi{wE)5W zTgT3qb5@f#k!`wn1&QH{U3Xy146lW1a81aNhM**ZI{NO%iYxELl7mZu(`gw9T@+mk zSMb+paMSqwz9CuWJr!mM1~9NX*Re{W$?atCP<ApFl`w(noCXkyeA!zvM=D#XJp=?_ z#=Rp*U^7q`;}b#aQ>@KpH;`0R)7-WgmvOuTJ^!6L_=j9Tu<RWS*!DJUR!ZjXx4A?- z97m+)G>uk3{!5?0KXsf)g+N`d3)EFo?;~b5jrh22I23Y-JzYF+i}Ho=ULreIa8jbI zE~O9&kt?$iG}AJQnT@*HTF@6lQWJ)mcu8JlZ4^vH%FfVRNQq3NAk<q07d4Z<ZB|Sn zBP|u8>`_jpELC?sTyB8Z>p_eOPYdCJF7J-_mwZBc?^`8ZO*f}cjw47}u)eBZlvk#u z<0ee$k{XP}r!W0Sss~(?dzA7A&YDETU%qVgIK&j|2!9(snHy~NPZ!|mCjNkSPjeYt zG!!qLGl(YTmBnMQBXkMsr7J2!u3=F+X&rr9){RH4!aU6>u9G!JqnGKlZ2&bQ&HtJ& zqF!Fc7H;eWz`GUGpbA=hs7I4J=vaAONl2IR4cjn=Cb;Bf@=!|#qH*@L4Cz_%Yb&7j z&g+kTF|^`W!z!W9#3f}x3XIqHK~DbBhqg@<yGM&G5$9RF;m8{sUQ{hdf)`ER=3aG) z5lz&ZB3=XmNdI)F#{apw^x=noU#1=53Wu7?H+dN_3P|Ti3W<RW{c149Cml*;JjCqc z*=zV76=MDs%js2Xp;FQO&EH$(S*F6oU#M$fc09VWr9DZU`6yXbV-H|URh-S_(klwI zRapbi;YjFPk3K;{3!Bj!TB-RrSbkC?VztjIV{zHKGy3Y`1ApgbCA}G)xo6|QPbPE{ z)J9T701m+z8Q^??*YBuEBc8)CE7bA${=Sj)EC<v%#%xd7f!x|poY}E!z~S3@C4Boh zI0IE<uieu$|F@Z-)AyWT6~(UFDZQ>3U(I%RmdqTLJCX6X46h3Sma%)(gzC#`;%APt zL}{L9>0@KA0d9%At(xl0s%W3|q@-`Ol~{xpkC$j86Q!7ON4OHfRv82QQ<}iPO|wOQ zZA{F{YVJ?{)4I`znyJwftML?I?M5QTW4~+*vP$a|msMj!aylP<5R4Olhm4*xXf-RR z7xI<#2Q8z+3ncuVVG-fz)o91pWI`GhbE6`%(gpdyxevFekS+7tbvfy`D-9Fh#}q2R zx!z8qZ=O4H|L+9=j395%nA{Iujvhh~pGF&WMSOf0PreIPhIzwLU;n)93||wm-h=L? zen>lOy@S0|HZ^UGwGy?~@47$N1dY3$D`;|RCa-OmY{MAt4OaEuI-#nsd%1<yq$jtz ztT^+B9tW`e@DHV>?Q6T{IQF-%JMn%xfx8>sJ2cl`-JSJ<8}MKEer{SinSWH(zzYlX z+Y2dBuqR1gZsdu+2aXMG+;k;$pLo>X50RgX58ThgKd-FcHpw}Y!x>*?E&v)BJIK?v z-(vqRBmBY?yX7E+RLbUA`}!y8raK@qT|VQh8e0ej4?OV0F%QUXTt!&Fos)Gn`LD)5 z3Rj54aO*^41We+*JY=Nu4wQdnT`;b{t`xshXG{=}Gw5#XfSn(2nU&96y35^A*m}TH zi&HDT-MgbO@Qy|4{&8B%a>Ipm1FGjY4Z1M)Pg#}&Hl~+fn97A?9_kW|#VN6lPUasr zELOt!mf5YkV72&8%%ebX;JIm|{UN1!HSqq66ZBQ|yzge6i}m+4s1`tMg!QDCO%9u{ zuA$=WcQD0-r2nY)ZMkgcj>z~tIToDZiP%$ZVi0&GBJO^dG}pS;-lkBFc@mlL$DKm0 zRasf4jpgeC5PRsE3SBVX_E|r{$v#I8KZ*D7s6%&U^(C9vS9AK|o6@}8$4K4J%|YhC z(_opJ3@)<34L1-&`0iB2eiaf2|5+iw+L8gYXpl6S(xqLk{naJmah&KhYG##(&TND| zqV|_XYJa6b_+_W|N|kjH!0vaxrX^mpRxm?yS9LQr0R%r5#kotFj=IQZq7Rg9`Bx@9 zya)*$vK8$&ZumYi{FiUaHXe@eaU|i~Fiti+A6Xng$<Jkth}q!1j6M*h9z0KKV1^G* z8$Xn74TFJOQ+K*mRH&<UDyYRhWo4I=Ck*41plS|y()0uq(jggqj>Gn$gv*Nc0c^5` zmQoWwW7zAsL#Kipk&wdp@MOMrJ-sKHAdnPc6g%T;)DW`<qW`hPhBHITe*2nEO&o&k zpVu-n5;gSM8-6bHyu<D`Jqel}pOf$_-5@yenBkADq0Yyg?7&qhUBopL8mp}%%^H3p zhY+Pp(uL_~UXjH0)bjU+h>_pm)T0L37|l5_=*<6W+oB96QnhtpJ!WZ1^}g3BE}F-h zPQL=pq?giOjZ^o^ngceyCHma>4}JoP@a9O%z;Mn0*`y@R*=&1qikX%2jaGWcNwdXW zS~=ko{YDnPg%y>$&h;oyqxubr8nz8!135AL&T<p?z`2H0Z_z7O4~@emfKVu!JXbYv zzvyFAIlmyJ6&VT2jHn4jfCR_ocu`~$EO!6=lwRXCr?3-UG^hF-mU}gtUG%F0;K;B^ z5*)s+ElFQcHs})p2q#E)C&ws=rcwzBL&6J9(#haNNg>i^%*!1S%`ieXR3t_$FVo(p zvogScFc4yB!iAkAr%sFB@@6~3SL5TBBNvIv3V}?^Zv3jPOv6{wz=$8FinzVC-<usv z4~Q}_;Ol@3MEGWLA&G#zQY3hzbMM$s%`fllCX=8VxUldv)z;x9-8+<BHmk|cnqK<> znEk3Ve0qI8in1x!_PGdX{<UjW9{O=y=divJ(J5$BF7HKD)%!UA<?OY`gp<lZ#Cv~q z?$ick;WHSxsk+h~j;qdM&g&-@5_LHn>BwKeK)ay<JPL65l3M(?nB<n8%m^fV1gu#M zxZbgo?6L>HFcGTPb6W-xs7Jy6D^q6j5(>;{nXOE5m!gw*dL#A$?38h^aPXPq-$b75 z4plWd-loOG2`UMLY+)&0-18rNAoj>Sk!lWR3XIzw8@mlmkD}d;mIy=oSpakMMg4wq zq~6owa5_q8ou4PWVZGN-(srf#bO0k{-Rqexxbha#eboJSbCb}1Xzk?N3$qvZ(El;I zqd=uD2DmP`W?Rq|M;}VE(v_Q5^I2vvED6rZB@FdX!9vEvK@biVUt`^Nn-_CGUg49* zQk9MR4ul?kzlDGy)$Ao=tZmQAK-0;s!rIlR3I3BH%!}THm$kE?bAr1Z!wtW=!ps%H zx6vz7irOh#`j{&ma^r`6M#pNof1EJS+pAXs)F6h@&~G3gQE5mZ;z}e9?i%7~5spnn z#1Xp=55!{T#Co=|m2(QX;(3GN;k>+aji+}7IlDaI-j)}-Zt=)bIS}v1T!c9AG2I;C zWYoOVWZgNh5XzM2Ae6T|uz-3tDg)LlCE+(4E`Yn~!Q+t8?(4GS{M+%J@tsDk--30w zd&1vkAg}zx=v{#7T;bo3E8^`Ra3U8(?G}!VAGXc{ryumr!Es{2)L8K2Y~xw#dBVO` z<Tzh)`$(-4)f1DmJrbXs{1#Zz(Y^t7)2Pj204utfhzW-`<Cx*lF>S^pNBgSW0C_kZ z&U5(fHgrS(b560h5d%jPJu=Fcy^1np#9sh#)4I~7RGPj#4XJ}XC&>-=hED?3eLIoW zd|PM(8!O7CObC1_8m_!WPj7&dO!>z33RT<DaK@U>@fm}qHYgA`J5QVOQl!z8a_Hi4 zM8gl8lK35pLhX>=RK|rLBFA?6;vzsm4`q@7jKV-MPawbtXKF5)3LkyQ<fah)qlK-$ znoJqPEUa#@IEX2V_8-f!{S2jn<j{g2SpWPUSbM)LI%J*pp<f?K!pC^FtU6C$Bwz~! z)~EhkXjWXihuRTNo(?0x(;@MgN~pclE@UbjU&3r|+MfQr=7x*QA(J%ter?&|PpQ!) ztW_H-gpUTrfFyDIMx^m1w9i&L{YuuJ4@HNH30reCO+;a~vAB|CArhFqjK`VfG*#^b zws<HU%`j#eUraAU8gc`uPXWxO+DpBw#ZEc@vyHH-UPWk?w2A&V9PvfEWR2nYNO~iZ z)K|ZzhT1GzymBVHWFl9<4gh@dRdCJr03O{PUcBr)|JoUQSnN#QoQnzV2ke5bGGw?X zU9hz(EcLxm*pJe`TdLaNs?Fn@%Fuj$%SxjG<51Cl1;B2SHqHm|yFb@v;)^h}S$AUY zlP^3NaXK@G@bobmhSt<nFI49EIFl<GlrqEZE*Xfl5qiyJ_m$X1jas#ZsiIy%!Az4q zl{tTj84vbOvmB7?dn=V8xF51(?3VPp!-A!jq|UMzOs=!~&g+q;6$0E%fw)c9*6=W| z)cDIrixN>Q>!IUBzxKnL5H>L_Elmd6I9*ZYYHp~9LhyvPL1O>2C3<iO+;|;UVe7Ye zdo7KTRz&-tVL^Esx^}B~*3VWj>|XjmRA+UB6<I&Xp{5f1@LlV0`8aE`6g?w%#_xlA z9|W4EjNdZgYJXg1bjtUINX|{0sUf7L=$GV@)sGlu77R4+K{!UvdJXDz_Kn0N>DBb~ z(tg;|@&veL>lNNd`UDaxg|CKK;+8zrBs7!qKC{^whvUi-vR}LQ$6Y_|dH)Gj&NK>3 zESRs;`!*OrL!Yk4RQGQRPT#F?cY5f3gxpVqdfV6r>PbxhpY)c*-bK$YHA7^fDOvrs ztDUY_jNQ+EZ`-v+gk)>^c*b7Ye0F$<`dMrfMIb4R(wiPQ1J7}6NU}dK2lxVH&u15> zKT8qI56M=ReUbm>;&>X}DUy5n=d%FdU&Y(C0aXX|PYFgSfb%CR$0s=2vMK4%8NNbh zW>B(EDi3w>wGqP<j(qurcZciN7u!V}R-`#1q6lk9@TOn>x9tW%SM6c76-|d)KD$Bf z6w;55cH?UStxg)i<em)oe=Rvd8GKLn(C^H+>Uy0sJ^R_hUZy2-sPg+$;W|}$+qeU( zr80q*v+ZX8m(!2pelwVX*QmMSkuh<ne?P%$3}C`_&gQZD_Ex7lxVE5;J-VY^Z1otv z$lpm&kvw7ZTf)dyA0_~<@~G1*XtVb1xYqIDRt_#zM;nJi7om=8A#mhQ{KS&ef6y}~ zOpae$rRHVcPu%mYz7ZAM=sn*d5ujw=h8$Lao?tEb3)Rc<jAM&q8_83Aw46z+*FyZ# z?$0?3a=+ZPQf8mrmZ-nUQ_FhiXp(SXE8+QNgD(F&FYm0LX3;J;=4+UAVTetX&}sDs zE8<5mw-ntQu9}5jk|it+d5)8P7i+V1(tGP-=BUydax7f;mY*;_W50MpvFtOT@j8$i zaP+zsLv??m(+x|%e;pTJ?doV44gSeOL_1HP4ttp8yY!dt%L*csb3P3aDV(w{^r}5I zMBja<#xjR-zDJ0?)##$g$-9qekdPR+|7S-O+Jv^b*+Mej`o-KkxKCA*Q5L*SgHe%* zqs>@9Y|kE-W#76tp1p9g4^O-I6oU%n7i{N_z|Mst<Z%Ss(MC6!!R&JVmACA#7b`&* z1GWA~h>QZ4|Cnq{1U>q&O40sSEKJ8WMq;yxzKkTmj<Q!XkIsc-_Yhg0qiPHq4u*p> zFDvC-?DkH7==5~1s8?<Em>~9((W%3Sn!N+NFP7yCsxf6MHw^NLS$XW(RfS=`1xw74 z0jd&=<|HyRs?0Idg48?F>jaj-6f3yN(?#xP^MBu;5>9g~C&2}hwc_1wLz=I3^A(X@ zEHhu^Ej<)QiPUm3B&8H+f*aVDJ{h1WH{FkGIxYE!Hi9}#{UlGG-=(p>2u%y-s}B$) zlkA}KHV^Cd$)Hr5RfozpOkK9x&lWUy?UgKa-6X(%Rt$M(U4lT<t5^>OnL*^u(cDqQ z&>8OO^vSu4Z?RF*;n^wNeQ4AW9u7=({6IK-u85`JYGnet&!v_pnlrG4(j`*L8|Juj zZKws7q(ROI4hy{$nw<xiDTgbB0E6}t;fR68uII9~f91Bjf@oP~bQ4Luh<XRWSiDH= z8gdn~8F`LCd8fv=ZbDa8e}PMFH=&v7?+8!sory43hXNELarsmtTS}@x55GrzGy2l6 zSh>1Xipc*%lJ_4U7c)+dj}8u$mXRi(P`<~8pMG(z0)cuTf3S2OD~!%6J~Dey(@CQm z+X{72P_;KT1WihN`I6wbkWAhCpK@r@%JHb6fms_K39MU$%MLmfl^ii(M#F`C6uL2A zCgX5w#Y34CntE<2Xmo7aHo3iZ>*UTO{EZQ~<9=Bcfh*kyW)=cOPzyuzyv4rs$w*3i zWBXCfJT`_A!ax+-Y>1ij&+tG9kzmiC7&R8>LH!iY${Wj?JqIZ=_!hed&xFjw!40uk zw^Nf3NQh9lN!b*F(lWL?toGA@VnL;2Qwmrzz5!+-bJ>p!J^WE2!Nf~0=KL$oAQv+0 z^=jLnA=C7w=83=duy&+X>)Sdit`T5}TmEc1PXKNlcBn*1%eAl@|D=0v5{Lud;!+cd zrXv`s-Vzi(p`rU(HuA>TFR-b*3x2mA!}D}w&A$1W`uBJxkZf(@^v6W~2u~tzoO7c% z0`6mO@+XX_jK%^}l=L4x8m?WS5ohl^iaTDiIIE9rjsCpE%MBf`%ZTDvm(cF}r@T{L z`|;<~yP&Nu0&9^88!pInN1g2!`F1t<RGYwblt;tL(pa~U2FWk599W?(K+XDdV%pJ5 zKKE=N2L`UwB;@Px1inFpnzUJVQNJhB!jeX=eT_l1Amh%OtJy!>?kB$&Y!1EcGZa`b zr1Ak)xCWpHL50uX3mJ82wEO~3M~93{0R!WM#Bj={E(<l1wSJSM<!_Jc-F2x>&-rJa z_vUDDAY98-==6Pc6KqJPq<tUQQU|K8#TIC%#xGC~W6zk5#B8!>-?-duhdCIG!~&bv ztK@DTx7OFlS``Mjcg-u0vO*JHPKY*ME5%&~)+y4wAx<o>D^G8aHT|VTcc)#%zFz+# zd#7JJ$08HDjsk)nBHwnQZ(gxGLEKUMrGYySr3-Cx@#F@p%>+HjIhb&|Rz{$tv&l(q zAn6=%OinvKNBAj0U^OW7q8jl&%dzd?Tlezf;{E-Qc-IYy;>l8@_1o)<l9CdmN_NXx z*AqWK|7xvp4n$=AB0fBPOdt8b>dc$_V3ZIrMCJdxyNkQq?I8c%3Y>jSZa|&(>gS<^ zj(wBYgQ2&;hs7k>_O;B`vcECl+nuDJpP#&*7nQos01VIer4KM}bG^u!=&erP!=-~s z_u2T8WBJYMm!r1IThXKPgdoVw>%ai{CRCUmPI#d~TQnv!=hi&e|7FVW>?CImDVTj9 z+rHKvPp!EBkMyX11fL`!MaO9($dyY`YGWofpE@*HIm22{vwNSce%Q@>U9<izl<KLy zJ-!OU&W<uAq=2hBk`u$DgqhR9q~wskloC^lO?3-Omg?Bn3A(ftza!g*4QtNAzb|sI zq3Sw}HedlrkOSdFho_IIyk7WFz25fP-~4?nZ(!#e0i&%pC>Kg*9?L(kZ&h<WTLe<? zBgK=}0~|WppDwl=DCm_e4IT<d;m(FZ8;@KpWs{aIV%hTN*_f$<E5EmwTYSYu`Px8! z8&}VuoJiM)L;icAZAU>XgB@rNA~ZFKf6T9iNlh}^vza%jD%m$kbHLuD_S4p_sReII zxL;Ft3gr!K43epOVQR>>QK00ID5Re<z4ooYXHLXYg4Hdq!z9OuelZ`0D4{|tFl+5t zutO9`;%%}(nI}%pNgB95Y_atV#^Adgr{@D`*Yg7Z<43~q4EI6TBt*C$7&mdghC9w2 z5wFsRU&uftM97zfru>=F2-1MVUcBn!kjgKghCe0v(iKM?Y68!HuPc3t5Q>4#7Msy& z?Iyn!M8sYF^&5!MhP~$9bAc9!Ry>T^GM+S;h_D;#RlEY>z9_H2fTYqOfuSR|xmtSU zT*2Od>=`3Gq3}LK1o6FJ)F@_77K-){ce+aCG^)P?b{nV*^Ji0kWg-@&1VMU`<P9is z;7Wc$<`dm1{jr+Rq`1D)RVfjcrBA9bNZ=A^R6}e>+o*x8Y*1bFTvT&vh5&jQ>|nzP zOO~N`*<(o=JIMWs+cZQZ`Ek)~4m6zrk{lsl!sR+XI06Mv57Tm%+=nnj<>18WE73a; zwtp>~M?Nh5nMyD`N7{h>Vtj=U<$F0Oc=eSBL#nhsa#QkQiTM|O2(DH>*<#7EDU4F_ zedFg*aaAm06Y)ZmuyNWc0O}uBIL+iFrIIxFe9^l5av-Hz>&UD|dbg$rEOp(gk^O+6 z?pjV`WK~pDr*hJ2H+o49QJXBEDLl-l1u~lGbFnSrR}2QKn5TURQ{Sv!-E9puhl|P_ z{sd9K{g@nGOnuuSix^j;Cu#;}D5gfTjRS!7wz@Ft!{-!zPAD+_C_PLqAHH|+8f$I@ z-Slc#VoLzsw#I!^)AaA{Jd*?#zLYC4i=!>N8Xs0M9jX1b<!^g&$p`am%O5Z^7xND8 z{P<?!`}Zt<h~e_~G<%~l=;A=Y@NP8dt`_Hb2_a7Ux~f#{)XhZigJq!ehI$ZjZQl4a zNS^7gNG3D=0@vPw&k13?1m;4CHlqSZD5*av`tn(8I3*jyGvmqVsnvMOq298oY<#=X zUv!*DDJ&Xx6F(1y7-kMKjTLN!UrINAEXV|YrL~d_rb3#q;@;0HKttv{S*e~4-9$07 z3KWaAyIc3$XkWieOX$9hW;A^IYR6}*rrY!htz>`A(mb|)9-Q40iIgP3ljm5KH09Pf zAqat`#he3oCAkmpV%UrXB0`t75;|`I8+o*2s=0!#9j-$OosZ4yPbPt{cthv5+Rtm% zUTDmm12fH{D|+JZ*Xlc5?L6G>rdL0TB+Jp|zKt^m9Hu&L#(1p<T}xYjfB01g6I}4_ z?E;(LqiE4f_+s>!f}RVp@A6FjkKkT$-p+A2@2_A;H7EcobUK;fJ6mY{a;UT6y&X5z zgn<*h;@A$;mi^XB#a|8ryWa){x-Mq&UawzYa5Ns<VZw5r!?9s@KyPE7|6RMd@804M zQPeweBocc7`7J+x&9cjR@!Q@(THvd!=yO8%d4KnHiFgb2JbJ0y%jzEjXJ`YHs+cpK zYBE`_^UK)l1P_OIu2Zk>?sDZF0&zk_FMn6CCJaM->f-d(E~cSO_m{JXOs*%L%A+I& z3)nuc6rtI}lYw=R7>6<mNm0Z24;i}YSYfZTs`Ul>f>wLv<hm~^T2A-_CZ(#h85jGw zxo2RY&+d-3Q|I=7%25LBRDZqym`9r6C)6y@L=#5V$d}rie+JG1w=t?x2tBq`-ac=s zb`9(MJzYj?ve?a{SU;KWH@MgIIg`0!rZ<e^gIb?X4G(9ARIvElmx-Aa)Y#KAJc`Bk zll^HAzGnd_T|Qiy666S}Q+gMKpGqWKPB@c$a;0@DbMu_-Y`|`dPKqBqihCP2EUPWq z0Uj0uq$%$+Ns8+axZcsP`K;*dd2yTwc}t*iHv=PuTv*5wdQ6#n*`ffdLTe1n#Zk0{ zU=A?1z92XI7+o>rFaMt)l=-?cz$8ne6FZKdscffO0J;(FBu#NUKO}#)y$;KY2AKrm zYi;<8S%)>$A3__qjUOG77*;nzoXU*xV+5Q3YwC{A4ry!Y*a@OxDQp7_vgl0OXb|r^ z_K)e?9$gJax4Jqo^%+--^*k)S1_^AH$Uu%`%Bv9MOD2xi=@y>T5nS}mD0vPyx{owX zi1DM`;NGWF=CVBpu7UK5VYUi&7BXe&pX$xHQ2zpG;qccT*o>}R1){TNlU)qQWY<D^ zwWE<uoG*&HiAPgm4lp%JJnPqo`7qhCW*3_&Si>o<g(el?+IFUbe}*IuyUi1bVmD(* za}6f-`{>s~l+=KW7UPBR9(!MRvWx2mZv`q0G?|cSzUa-Ra^~Lc{K!Q?SAY!sdJLxz z@tAm)Q9$zkj`bN|JpuJ^xYA>=9-QRn&*CNt-0&GodI>!Z{q6AY9E#A>z*Apzfs{E{ zC3v2Hb2@al=sY=$f7h=n0V<zzS>~LcdK@+?*%&N5t%r5aZF<_$@zdaB%hmR>2X~$} zS@d-I;FYzoAg#acZ-i7V{$)2kyJcmSq=jLQ)$pJ0zkHC+m6Jqb9&tG8M?<n;R>Coh zlkd^D0)lIrUT0<$^Ah`f6xzJL6Rb3Ukit)o!J>|~Bd{91-sNsREuH*8E6w-kBeAli z1f4uuu>7cvi;n-HAT$#+6#oY)!m`eimRY87ZrNkt6`W!n(a-%LX>QiFR0Us`s+z5L zmVi%Vi7O*r7ibE$!ZbRh#wsdxR~uBwwF(Ebfnx2z2LR^cSg67*Y_uiYDVbSx<9mJD z+%>9EAwY~t0~_FFeHw6l%(o6Yc5-}K4qzlZx!p3%nz<;ySWJ_8sMz=Nz&EhMo0Hb{ z@}b2?DEV#MXB&Hgdy1)gDZ(%|a&wP1AUk9mXa{chT9{XIhHlxHzncb3e%kd>e`sT) z5uHjmE4SBcyKZxXkCGC{0?=qJAAPWNIXtg_Sup&8DWh3?vf6wHgJK3A;fUSJbw6Md z0S0BVEfRC1NG<jBBbV1c5@{|a;lta*(ZWwc8y3NW3y$-S-ES73NEZwyA_axu%&*J) zhje{&2Es*kj4w73pSc#j=6b=~rCsg|Qzrh~ey=+@-Ot0W2Tt8k8?{5((g53>+u3Ye z`1@&r(>Dmxxm1)u=c8QE>sx?Vw#8j-HqC+FUU^6%c;2QOj2<v&%h%N0o~3SHfa@+q zNlR&l(aF7M$?3QBa<_rAIY{Q@f9AKr`UiPg(y8TNglfQ{hEw2G*2Z~+0J)Is4n3#O z2vq#d=WN=(jB{xB-kP|!?c&Ml=`kR$_2hI$>Ugy|je|~9m=a5c(%9$vJM5Frh{M)Z zDgAps|AFZrr#H2}7Y2dQelIcSs_uHB_Li?sd>|;dTPj_@V|RO3;KcgCkob#>Q^1Kb zj#G-~$OUKjkqb-;pfEPdGs-S?(5fh40!;E$2`Nc;>Ip^jU`mDzXDiX5^!O-hqu#Kn z?KA6PhE@@i!TMLpYj56fO`}%@`qlGxU&L#g>&-?l+jG5#mGv{<Gfvvychz<%`2yzk zmErEFMBi;z*S4375dU`%QFX+Ysb&^U`$?_dV2mj;!E}0~lA{YdJ9C`wThojK22LG= zioh5C;+*bYTn$>1s)<#CHSxq)I(=6G4Dh>p<`JFnMMe4qW^wF(xh!MlZ0|)bteFP3 zX>fdPCVT1^i+PK!ntW1)_US?Rfi}~Nw*oA2j?l1iNOYFz7qQhHKpK+KVaIHRHV!F; zI?JSMg060V|J0I3X*=+!F$U9kKXiB>UmYD^DzOx_>e<?+$ilPGXA0e_0&UG^#0k<I zG3_t*vCNUeI8Bs5Wf;qMVou*@5m5qMa@4TaL`r~W#)~AAWa1fl)mYtg=Lq}t?kEl3 z708En_^#z;uwoePkz|oeIRhlhVYUp>F{nfCs_t{J)n3jY(o%Dn10e^4j_bJ2<bCJQ z0$I#lahe!=MDchbe3`mTn4<z-m}uFfm6j1*@UzH<ToTRXzxI@7AHWW6I9Q%QM|LGd zx5J3X-xXbmd)VQG5h{&KJ1Iz!LdEr!TM&-;1Q$E2!WiQV<`V)E@sX^&hLCVDAP*j7 z8Qzlavluy5lU2wPiC;K;Y||qH-&FIA11DoyuB@29PRkh#rmm|W)+k+(8?`RXSK@H1 zgIAars?95>F4p`>`5kPpNJsxWBAKY_IlH^h(K9Sql70?5I7~g)Y)rkvYQ||I5oD?| z)<=kZq>hx26gve6N*?ghliK^Xh=W+m&C^`(iy{;M*qWzjIbwL$7Dh!I*E&8jLffJl zGi3oG5fA5^M;`jfrP{I89E1b6X)$hzZT?FMrDfQA7LmsXzQC9M8ZCl5yHwts!<BgZ z{=}fh{@b(-7kgd1MYQHud{|LuL4Q1<poVg<!0TE8O@C9|ln(zX!8&ZOA>k)Qj*3#~ zDW}vAMc2xW8s6ndC-`vk|6YJK3PL1)lm?L9drG&MzIpAv!ue#VQ~N=SB1jO|cnu}R zg^9|!1ZUb~_v?-6b+{(ia%OTxfq3wbUb-n~-oVY<_OSv}{F|j#iYtn{If&zJV+Wyn zn=j16sqJR^%OfcT>X&;)V*YzdN?sfd!iY-z5ov<`M0dFvdQLHB()IHF?CGDt@w$+8 zES{8S=FQndcTMNPhS(E~DfX}gOLKwEpsqyTu3w)LU@TR5aV#m516oe^{FKGy#2h_u zF&zsI1U!(cM?zmF#dV9k9vZjLMEz8%p1h3ohaxZuqiqnem;TL2-*lG|Ch+Lxl}qKS zZ$~H$RNcfw<otz|Mn)7PE3Ry&BG359su&yk;WDoA!dZ|Ki;PIE;9z{hu_mYUYTf*f zLdfH$cZ~?Zpwgh0jhAHQY^?o<HPg^vMN$HdvAB2q_#v@^DF!OG?bmhw(=R^HI6xOJ z=yvCTc2cVl4DIQPp^|}_)*x5Ue-3VN{I45py)W)WuZ6nH1&?5qVWk^yoDgT9-T!=B z9|a@i`0dorMVx$h|0{J)Fyy^b13*=S(d=lEH~$Pdzng1845yND`~L6uVnjd6+=%l@ z0Hqn+TRu*}{=9(`@_CiD=+Rx!+Z|`rdg;aELia1H$;0S`z{c|cXW#`Q)qPK#!210# z_MWR@{G0i=k~Qz4+LxWmz!NVRYUGZ7`=Sq$GofOjDUmrNcu?bj)wU)_rTdtX_ErfM zy;9idlj}GaQeEn{zHsP%vWC^ZPX8UII`DfDcT?NDUL*160_)e=1i+*p7v5<Q4Q0UY zI&4H&m?nOiaWeyqY4=hIa)dEA-UphFhHU5Ccvh^D$;+ETfNC6W5PUAX75Pg{w-dUt zMsJHj#EDfSgE7XHqrW=p6|F`hd!B52ww|zW6^L{C-{)byGblCq$SIV!|3DcWw~i~Z z>DT?Vr}H}G<-hr#y+xF@vZ%4n7{@;kZNSF)a#q3WsR)SkTx#O~0E^QkhLb|GD)PDL z8O>nhG@Ju57@CM2=MU2$@nsUu8gl2wmGD{tnWAu|kw8BGU{r<jFKO?k5#YXRMshf$ zQY%Oo9-xZB;xg(?n=E+Y@-+oTbgsiy20j0VYogIIP0&Tbe4EzgwRD&^C@Ha?Y|}dk zU%#lE-c6GO1Gdf;lS&4h>l(p=&DQ_AKFZh;ThfHO9gfcv7lOGNE?)*7npQ|55Z;uD zINHe@tF%H=1)K({y6jSwn3(58JLQGtiGCPxT=F+PgBOQ*awBL7L)@Nes&QU{F?Vg> z060TO!~Bw=M~koiwHmhKQR$$Di#}EHY}<T^0F}Tikd5>}ua@!qV60h>C@U(s)d?3; zCY4K&=FvmXj#O2S>!kZR$t^=8L+9T55ih>!#HzBuOdf4y8y;-^?}2bm0gduqdfbd@ zseYsWIkP)zlWzxj&m9YxPB(oo$!CyAB^lq!mPk(+_I^3zHd<%EA6?Uk*dWjd(l$<< z>RS0%Kj3H-DR(FUR%2ySo%JN->&zTX6?G#(bcpvfAUgaizTZ|kJUo`n9dPPW@|S34 z(w2~Zv7?YaQu#U#Q>-#q<&WjKb0e4~m#!APrQ8XR(8l%y1a{1sBZ9$Tn@o9(0xnfq z`z0V>XvV_<$+IWphGBCdyi$2FEQDY0A1Q`=c_%t8O9Wzy^?64aGUkA6;rMWtZV3;I zsDBT<6^32*puDWjgmyzzn{-k?4vkGr{HagDdc!t6<3~c0LuJ=_tkm9d%XshcwqRW8 zuupQS=QeQP?0%PuGR(<vyr0WNBO|^MR5f!)-mZ*sMo3tF%TOz+sg3AElj+ryU6<)W z(FtSj@krC9l_J)vz#T8bgt&o($lgVueMaK5fI-As)SaozzY@-qf@J8sHb3-SseQ;E zEUU4mE&rtiizdS5nqx2>`i9$QCOkwS2z^XT?u9@o#y?fDp?hQsZoBJZa-L_gYgHy) z8y;rIF{ijJuUI77%|fkL;(U>Qv3Ud$L&I<T>&7w7u?(!B>S}hk2u7)c#0OY}G}Oi5 z4$<zBRAn{dA1QJPac!c&STnH|GAHb<a>X}x6QkFw?$<umm*K0om+q%mD(`i#yfxwu zsH#}K|Jy&Sc8BV@5#sR=bi!_l(ajfvW%wE9@~XeB9nPxQV~&qWeH6dMyZ^>qz)F7a zTPTu_;O&)LJdmN%-USP!aGUA7>f}mR$5j)>FqqJ<RI5kdqKiqvf)OaI1ZG~XyaHan z!BI+|WMu6AoN4xdIE{h7hgpLkt-3$m6KdMpnKmeySpf|xzk?7A7%6?m($a!nJj7vw z$@Jyuf&ipy;;e(|U`@Z#^OCpdKf3QXilCW)94Bjy{?Ik5$9w31a&v%9`jv9HCj)8P zF%~qQ?M7xPd;>in^gNg6cc60yc-F~#^PNc3W&&0xPv2=ZQi2UUd`^+{%_BQsA%o8v zFevp3-(C>Q1sdW#j{hd&DUOrRm;nbY&!9r5^KdWA3FZ9tuKSG&z9;AeXwrVtw32&M zWo_g!=T%_8z1u>LgQr8e_|WC`JRRge^uJy4m|Q$QI_J4UB1Fmj8aBI2Sn}HCe7nX8 zIMbkdV-Na6P$PQ(`u2F({WiUp*Lf4ai>l&y9TDf-@|)|*NEL9sY7IERw>;@y^1gv3 z08@;ynzZ@J$a8mVcAESwl`^pvM>0qm#QNGPBb}Q}C!dld#m|8`bC%2(SQoc|J=@na z<MZj5JIa3};$3%scB(o|{!Ps!C~X5C&8Ju1aXeoq0D{__oKIfnjSrQkNHKqj9i-OE z^wz$OvWf+*7zN$`Q(gBt;}$uXlO_b;LPXCpR3Cq&iCH(zWRoA~8Ly1bU<C@<UaVDg z77piwY$m136l^o#n_v^}vL%$zY8oj$LW1qnAF^qmQNRqA%+b79&~V&hSmZ6pKE07} zoEA-TXL5X$X;ffAIX8LA(4li=mq2r~9`6fFw#lOLK#q-6){;u)&7Yx~Rlhf>3BTvU zTJM3FyqBLMINdL6L0!29MyYLVjA2G7xR1u7*IsPnymmCfai`9W0>3ReqN4a1&D$x$ z^_8RwU`|?THD~UMmLp?{35d`56^mQ%_z2oKSR1%{LMdFg1G0}%Co}&YzLD#ar70<G zyxH^$hdY<C)0AQaw=Ic*LCbHRMf7JJRsp1HScy%IqRZ5(r92AkRKFnYDX3ADmF@Y+ z+8HF!ubkxiY&s~FD^cD`Ys%qDJ@E2GP6f}Try%{RmX0w0CUVOMFMCyoIi~64l6&dB zUpBD9_|Cq3ebX#&o5oOEKDUxaoFaYZN4D;glU^FhI~oYj)*i2<@HcaLMI=0T^y=@) zm2}AcS7qz8lc8U65!&c>B}Yf^JBNMT;y@LPXMys@@+W$fp0Ep2;Y7V<A?r1zG~rxx zR}08gLcXF|P`M}7gL^{QD0olwU3CV#7C$OAZPWZ7Nzu9WWPQg6NqMz*7mK(2Q#L>9 z2Bq2xT=WQ!XPY8KDH47lEf^GAF4<?jGRPvjci6cw>UevE!<_>z{W)A?BNIc$$fXTG z(Cz!<OEMuT#G@L1Aa<uPKmi;Cn=<UGb&go}9;Blhp-J9&dgOdruz`V)%hnOdRKOIT z<?9vGur+_nv1}|MWeNO0rXjf5^qQ4UNA-Eq9`v}2eWWdN%GUXZE47ZZq<p;>i7DK= z8n{ah5=kMw`YDN~O@+!JAvV}~=b;bx#cU!KIU!Pt*&7~B8euea%044wgpY=V$LFv` zQaLZ5m%Uu|fQ6qDomQ_B-V`_{nNS6m8vV65Ii5PG>wugFrw3g6go!g9%2zb|YlRi1 zlTCSsjuULf+_)NvMUAYWpw=&_8qM{Mrl-nd<U>)>SlQ^vmj0gqUvr?V!{r>G#3vR7 zgpb9}TR|nWscATQkCSK5GyOx_{|&ERXE=ji-}`wz@11R|o+R)u{GN&^Dw0K&YHKdS z)vTXrPE8^C0%k}+6`mYsg8TDfu#OoW9&X`H%Pys;6{xV%_J|-(h(+__>t^dxvR1}S zUrI9jPf%}z+{#DI&Vj^IEtwj{Dc2b2DV(!JV#w6z`>v-PJc0T8p$A4vE`Q~+`lmG6 zI8*xao9d6+_gHuX5HcK1INtBJsi1AAp!2xe*C`(Bc9ZtIFtDfD!gMJ5q5jcNzf&H4 z)au*#fymOrC$q0WUjDXzKT1KLwK*KMnzy}gfhEZQL(^6GMbSW8Is~Pq8zdy9LrOXY z=|;M{yOHkhknWBprD0bDmhO@+>DV{ld%yQD%<kMd_uLbOEYS+Wy<^v3P}ASPGI`a4 zwgK=Dpk!0h62t}lm*2$EH?x+CIwI%9DqV_2fs0;Y@Xx318}G!J++S`Mj3zGmR-Hm; zPdg6seJPfb^f^SHx3D(65AqiDU8lbwdRe@#9*EqHs|2{1o6{@J4i68LI&^G>v-@pL zO@&i_-dGmx1Q_3(xZ%#*^Pa=B_5k|_cF~(X_J9{dt&g{#-A^^1@^9uw`~C{32%Jkj zv4&x9AF2dQ%@#ao%6#w1zy}0uJvXg<FMo1gH;?Zq5+aAf4Y~nY3$`>|2g}RSgWXF_ zbHZ&lEAbpWZb+<2H3r>}>F?r5kQ8~8l@?wwnW$=PgrXWR$;B5<c}DtDDlurz&#C71 zpXBi?Nq3<T*qK(({nBjUqBWp=V`ta7{h*)*CqxM8oGtJea#!iz>H@~q!^OBmApZS2 zcsT30ZavWO4j94fGBvGG-J(hKdIIDA)Z7tliIxNA(qHNWN5w(rVep}=BT=;kzwF}h zxFdL2@K@KR<&oegLM9Q!|F#4~iAgMT2lFu3SSUs$EgUVres}<EV!8@y=uCba%_ZU{ zb}go_e(!GE`fz4?0pp3&)0(HKlOHU9_>0!r%jW2-gVXcL>b6}jK^c_okOC#3grb#X zCd@%_@#Jl@s$yaIXQA=>ywBar)^@GI_{!2b1G3V&v2YAE^c6G39Ls-XUB5VYJ7ZAX zEm>`$!n<kWLmtmYKflgs!DSZM>zInEDfc!dN_b5q8yh4i9t`9h5(*vEr;lUtD|pR? z0=OQ1j)bNv=Zr+Q|J&~_n+Qw2GVwNLHSyJGS_5TXo7qtKC^;<-fmVba!SR9gSt1}V zOoX}!Lzzfgi{f0bxgWrP-z^jZB&T_wgCaizVh1yI+x}|?<Um9VwUC%x)0n1GT|~Th z407lQdSBQI+#MLa%@g;zVdI(@yV3p1X{>0KOGTAqxxBe$yu=dT#XMZjNVy!>;cmyW zH}9=}=}efTTl~fK-rvtUVx_ndh#SWeAQoik{P7o*r?|r#*vhee38xc6wX7?Tt0BL= zI)P=$38y{+KQ%S%1UJcC<#>M92qs=h7}Hh$7W>E>C#792_)cE$*HAG_R90A_#b|<! zTC@b(PGoL5kz3_@&9ANLPDPs9qPL3U$e~%nl&W#FVKSkth<%6Q_(;3c8jr~4hl1<l z82Tx~gJ_a;pW{c_*qcGOy{EM0*AVsd23|%CW$CeRUhoeh`o7*eg=0%3K$~|wIabmz zP0f<oR49e}K6s%kX9|DOMfiJ(RIMsHo`Wea2a&iWm9q5D?st`Fn5IP-ULpxTcC2!H zN2g<4Rqd-?VrW%7{1i(AKPy@#LFfqR11!|`^LC;<@<@xiMe2K_CXEIRDXkWx3%|=Q zQZEqlKI|2;*R&Zk_JLfjtxYWan?;YXCY>jwxez7zO>n;dohcOM@W<7VSkkqMV~He+ z@ky~^#g?3FILu6Gv}%#_*36*Fu)~GwiXm`7-|sBO%5X%4H7F0L`{46n&&$fvB!{Hp z^2)`S1cLZ{He^IvU7c@vM6W|3{v&w*y=sA%?M6Khj=dL2eUBmZxF&Q+=+ye&!jNi| z8yf`joDr;Xg(8Ketnl!-(VEdQu6H!JRMd2gAEW7nDEko^qeHU7&s#}anfAi6Ai1Y+ zrJXfXB}2m9`bnk|fu8eO8BJ->>z`iGwzz?pa*qYKGP@Hsyi9z3z=>mDCZVom@Ihq{ z;}37W5hn>|=T2+eaP0g<MG3jfc_A#%r;-h?mjuv0Yv8}MZmo#5*VXuNpYB6%k<e>y z@*9-3o11V8$!T3z=T|?hg&4_N9n=OFms1?13!si!1&xyevs|YxG9Dm3_!j(5ieLpG zKCJeWsw1gDQ*dY3T0z}omAWo&2z3jt;$KOsUsSw=!ygy<5~~R>MJ_6}{H(Yyu!YVT z7!4bJk2E^(6MON#{1yMB!CXnFA$N0-3xb?M4X5o!UQFvikV-amDTE51UiR^E0o&77 zsJ`nd&nQu!#a)RzLV|(cLA&V7`9|R6I%0vS%jSUn!MWh<gpGaK%IDtamPtt9{71uQ zcafpMm`g^6i_rv1RBWUHTFEqSk~lg*>2Y~=W$HlWwAmjlbl!7q!Z&&S4A9X%H&8vx zJ^{DCzl**^iu^0W0=?eU_gziQM)?*DvmI>f=ei5;$YuBtwyWhdamPK<w#GdDjC1t= zv-7$Od#V5LwCB5dakbukrYVjs-N@GJu`DIm)S&(DX;6pjuTq4q1QUut?G{k@MjdML z4eN<HHbplr=WQ3LbuUd(Zz;ce9+x_-k(d1{4pnKNaM~#`=X<Bn;=Le_g#OL$WUt>s z=*~dHlDF6I0b~2qKWlo*tsSTh{2N_9udy5r^(URM&y<fR9WA(Ei%LZsIPVx9KH^aE zxc!!E-f&l;Q81?%^F@nM@<gLWKFyaO{fbWOV(%m`oW7YFbo3IGfANSHBNghWE5pWR z#-HW|;@&-=1m2ZOi$}kij1EtT5V!ynhmFbcPoZ<6tJj3UOAUaQ!YH`e{e1q&AVhq= z-n!G0A*$Sbw%jnL0G_3L^S<3K0&}EnJgn4B(m5|VY%;_hp3D4zd3d>Sst94jDd*4_ zuOE8VVYH+#!1wp2-XBWPcjYR&iFJ1$<2j#Vm71f&l@7;L7WZ9Q;R9}OyPuk^hrv(V zH_jR28gi=e^zJy)-+J3=)r5(^WH@0~QXwG+%gi;q5)3aN?5;~gbf@TMfx`!N2hFjj zaftk&0m__JFp`_N2v<^anA?s>ZZ+A08C;ndl5Gd`TaID(DxR&(;;`iq8C(5*{e3Fc zPBZUrM+-F^VI5sU>_I}DMG|dPczonytK}giILBBmrOvD*?R>4Hy&xI6Dcw;!%!EgM zvx|mPCb<Cehx4DyzJMz&*j<r+Uau5^?GxJv*+_f_I(kyp!NjZ|NIc729{;-D^#3cw z{}oGpj4QQ|!Hv{_-QZ9XBn+3Ce2tEV&ya`<9>C`%$6IOmMh}T!(y5O5!<mxW#53x= z7XQdGQZ{r0Zkq`z)RnmLP*<?9rItUc!C?Eu8<9*B&bj+9*Zr_QDK0pXLPo6heF(Ps zxOu#4LH6leB~t`=303Sb$igR~;?8lp*97<aXeio*PAF=sx&69!bV5@<-S+qy3-O14 zjPf+hFn-efhF!)3CoV5<6J=AXz~+)F5RQ|9{P=P1FICjvu=2<vi~`U%BGnR*vSEcq z`<;*38(Qt50NE7`3;Xa%To1Sd#yZuKx0Y+m%uPVZ#~=|>B5<yd1TMpZ+&awLL=ue* z{$6CQ&`+2eL`3$v?k58z>S^L1g+Y;bLX*n_y0+817l`?i-^sZcqxQa6=f6cw*%@^+ ztO*Sj;~-gY2*n@F-0q5{LEDNow^g;sEn_2ZWHa{_=g!vOS0>DTH@qq=xAz0lDZT7_ z5P62RP2}f>G-tcX!6(f(=NbcPg%ORIR5c6c$@rl8SF@{hpmgi5_dbg-ue~*0QuHF( z@^rE5zTR^cCg!-kh>k0-fl@1x*!*q0{pbg++8fnDXoD+F-6a41Ub517mn6{H{TXvQ z_g#?z;3#9n9C|Cy8JXZNW36dLD$R+`EI(u@fJIe?T`|b{h*&ZWj)81w<0Bfkz;g`! z%)>u_&cQnOz3|HXRmPOZIX@(lXLWoXUsXkeBVh2W$Y$E}mV*DbNG0H5A>b7ic2X+} z`ziYT#J<|)cpi+(7jR$J-EOx8GJi@B#|k)V3%~fMY56KErI{+VmHSOxOwt#N%z!i& z((|H4ex0|U!q#UD#J8h>0-i9xhU+MfSo6xa8}&Z@!BBxky!?Da{g<`xYUd+pVA`ll zFJm~}Kxk(f{m=eLX4)4SsHP@+pVLZQz3(1W>DuzK!j&^dMj+U+edXiFk2>k(!d^}X z;5@AEmw`~!(H+j9@bFPh$;-`wP`))cyn^@qp5J>OrX6o9@1+P0{+(Egc57Cj0?kM} zlrXRCpM2|HJC3kh$Ma=(7tkq-hXCQhwrv8(*DYE+-KYJ8QG<pTN7(4`##19Ca1+ny zc_RNQZ%4yK%LlRiy3D>C$V*LoHyV0&<i&Aop)8%8R)jIwFwY$-PKI)w!>8e8y1#>p zrE;a#B6#Cte+QnHpP2Fbl)o!gndhn&&4EU8Q|df$`{H}n`*7_U07QML_-+d_A3Pq2 zz6`;x%24AeY+G_9v7{m=8I~H_Js#pQAPCJD41w2MAk=vK4gd95kmryUm`mPfme=<k zO|*rTB?1r#j34BQe$~}Yk=P$Et8Gh7Col;`mkZeYMMuunE#FK?Me$ZZ<wxGv<XURZ z8wYgSAOqfrip>r>q|RhG4WYOX#jTp?IxAv&R?`qxO2Mlv_H%#W^X4~%WpsDQzIM~O za{kSP!&KTXcJB;O+AB&o;+}>-=$612zL(K?kML_a%*MT{9nHAphq!#mSR6`jnZq0d zF;%pzSF_J(*Jd$Q+ioySxp{{*#+8d_)YAWW52?Y_vNm)70{DkJc3dVh2U-i#4`l`0 zSu=lQ5XT*CnvszIAWp^Rsy*2tTOMQZO>^p*s#G^6EDT>lKFIE{zX$#o1{$tf685(+ z@A&|ktj4Sl6l!WjLqn)hXzQc#6`C^G)Ig_N0|{93l&4Y{z3pni<Gq@iFNIWmld)+B z%O*={A%{58x7>b#T>&@nNJI7WI#YBf3xB~^A|>;K@*jM{hGObk-)p&$k#R_r{#%Jc z^E363`gf>RMksm|nQJQU!SD_s$wAVzYw@`EcUr3ZvPU$r9hwK?Sl%eqCbgtk1F?(| zt_0@(A0p41`LW(d(J&&LdI{4}Z-qa?c?p3kbEsms#0xT$xP?I>N&ua$_@e`*GP?M} zC9`?FA1r`^T$H=<OIktC#V}LY-g6l)0fkl%-^q3)osM8JOW0Ei1x0QcX%`R7K=DJQ zx*A6g?E^N(SE8YB-p5L@D7h-e+yM7WQ{#z7PAJfn<oRWn=F2&MaaeH}@ovqvZi1R- z5Jo|y%8ye9#t%W_iY8M!N2FI5thUrq_&syEoDQFg{UoN}=b9QM8>_*SPKUA~Q_FCo zBO{O^8liuRC=Mezjf*tJ3N(H%fhG>srhEGr*Um)#YB20)A=OU~>Y%b>iyRq$%<hU- z#>&vBAB@(CnEVPRZ!+SasiYB5>}tzC#R%GaD9eun?F3-!<dB|${6J~90V&l+BK1v- z5^SKoTtRxJcroyRf~F`7hkg)G8;<|@5Aa=3msNr&8KZ_=C-?<%l$LHq7_eaoos8f1 zSV6k?hV=K_y0^_S7Ipb$LY6Xn`u3YrGc`cg&2z^WKW+z6rZAGIJivmyP$s7B@Uro% z#&zR=F?^uobJzteKcMnfFK$_Q5IsiDP}e>z^_}skzPLK`_jhve?0I8cbZ9@MSKcmo zC973~lwSqubKSiKsf#^KKcngykUpM#j;3X|JH!y2b%~?Jz5KIZyfV!HS?&s@-;BG< z?JgYyvf^_!5Tur);=iR#tzj8(wzy?#@kv_0-gvPmn0Bj=5IGpRnd?v+*~NMVx}^(? zX+K45@EzS3?YWHj4|?siulkIB#;S3PR3)<0wG(~$k<qiMqw<;oS-b2n+FOr^K8iSQ ztsYH(sy1kbU#)9(pugNQ1#!jwSsGU9eGWJ3dRh0yqNw6I9w3gLePJU1e6a~k^yfLO z-oHt5(7+wjS&1i=jjQa1-pjnZ6VV<|$a<-2J<ky{S{~05odW96=;^ZCcshpT<1pn? z2aymV7EZ#|5iA6QO<P9?{vsYoyx<Gi;iK?)YVUhFZ6>E&<GOSPl8GpVy)M823f_qq zqL8}{m}G7DyNoeHa+>B@cphYb4yn%z1Wsh5JPZ2Qwtcs@QmQ>W<mVliBcy#J2H@dN ze!}tywX1F;uX)eDiz>C8w6j7{MWevk?$?KFUpv9%>sqLOH_rl!ajeNGbE0jin|EtL z-3>n^gi$@11S>-N7{I=l#uYX<(%m4_<KlYf7QGvfV{VZPg_X7w5Ujsj^!_mJJk~Zp z-~o?)1#~`SB>cL$ReO-vh;7{>;&uL#k>CEnVDvgzpWeeE-^{++rh+04n#Uacy&q2c z7D-6{D8M9=V>zg3CwfgrQtcBL3q+7eGNkre0mhu;0@hJDk(K5D_-qJu=G>Ay@-4+5 z<%lS+=H~rL_BNOEB$pJ6)4+=WEP;F+Ek4@-{nSlYXFvCZUV<&zzTOJ+gzZwwSl^a1 z=sWFt-3^3BHamBDkG63bMn)@s7&hZ~3l+zmD4kj4)p)6$FJ2cbhW4ACJQ{Ge!x4K0 zTk$ifi^cJxQY%T<C}g_42(9f*h07MpG7I#1&o(SPU6J4UA7S|BU$GK`o<a*=7g^iW zmz(C7X1++szM&1{EdJ$byCl$LQR1sl!1chkahLxP;C+54C-1&>mD-FRMpKqJH_o+~ zcdcXqQTut@lX>eQD+?9iN~s|l<J#!W@}(3mH0G|MTfO$9UG1_lf7}<wp?9ZqX9nox z%*>FWk2Nf^$PC<F#P}n!By>nv-HdN++E=sn|6dC*{Y8Gm#gdwd`WI*L&o{eBa4!VB zC`(aCwG$-u5_8p+`5cQn6#tA_kKVp94MUIk3|)rMn=#3LC34B4m191;Q@7}0j>n#+ z`^&7rK`j6YVnc;T=5&AG0Z0L>X+lP$O(&ii5G2DDJm0se?cmAfG0^fZzwO57tI$OK z@uu#arDnfp(+`t9l_*SqpV1Xs1{o_1vHMh+9}!3HYhf`7PQoumNc)9`Q63{*-D$o6 z?!H~k@yJl!mHZ7IF8ZT`GFiM{>VqMvZ>GOr%9GR7wJ4oa9QO1vEyw*&g>Jp%T(*p$ zaf$aLE$-K<WG`-%6Xp$HrcDFNS?cl<o2VX&B6R|~frJO2(PXNqFym3D_fU-nG=yO# z$9F1fKy?s&Q10Gk;w0G+{50$L<i}fg`dUr1-+TDwpLy^v7%_utk$JgYs{d#fDoj%` z{-BZ+Y#QRJJBv5-Ao9pUn$J$1`|3zb?j*SDC*h1hpy`fUIcDuahHkgU4LjYq{Y8}s zpv8oaPmr$a)Vam!CgD+NhWLwsHbvb)DwVjnm|R{DPnWB)%#^%bhLWP-_ixcYDcSbf z?{#I-c<C#HvRT6}yQn5dq<*FrH~;mi*575Dl$BSD7Tc{M{kI75XfQVeKaO~HG@u)Q zrbtp(cP!}Fz8ro3D?YA~f{2op#X=@V#qY7Lc#iaCYMXJf$=bS1=x<$IEGL0eVb}RQ z*?#n`%V1SzF%fgvyn`^enh*WLrlb^~<?6uGxhGU!JfwPn8|twj?QLC5myf>x&=!bH z`I{b{NfMitWp6a$UxwDfd&1&Mr`TqP-+C)8rk5@57yeHPicQ5(I~Io}VeQkhLs=x8 z9}Ohw-)6O_SB=qZS8@nT=v2iUx_I5d55o^>34NO_4%gjn?C@i=DWFk?oy!5=JH6WL zKT#a`;%K;bwM<IvKuj^ENY|g!zDvS@zqXd_k6uRvgnj?QAzqM35ntHa-C5V)!MG-o zW)5A-9?!rebBNyrSKa52!`qJPb~@Ql*Bjoa|IMd9uRDf#wmZ0!&rTP>TK+qpbVYDM z6s8yW{ABc7U`_B;KbMzc59#&sxE=-&%&42~0mtoiy^lwPpubXBjhCpR_XB_zWE}RK zoYAv8^BIq_@6NYROXRya8r-=z#20Sv_y!=NO=vMTCqCBq+%DU0-1XkA1w5TT-JOfV zp0E4T|8Epy;g}S*IqEF-ns40&o|Xq}yZ6B!gwEKT{3h$jU;XQUp3dr4gt*YSB}uy6 z-3~vU2lm5yzr|3^uWk><8|3T_IeY86=Fv(7JSuoj8(xS6JVcxexz#)^t=#Hawx6&2 zSCy@r35)o_5D6Xfd|&6aUdxZ`UTx}~H(qH+v>oke!xB|bxDMn4NyX+L4kor2>p_y{ ze}{jrR($Xrlu-cmbDdSzz-wT>bS{WmkIY(3BscW)OWVjDsl5o3kHG<%x)^hq8XW<U z$&>L8o$*RIc5vyQqnXW}425*hbwZ8Z6V==LEO7I0{WI9;$>?ldkP??x;cl&sp^m`> zzgmpg{t?t#%=m?V83RMl^E`L!der(IK$3%Xzzh!dX-BNlwjwcgxoCq#;6Y52R;roI z<NE+tvQcsT4{<&v^SBapH_Pk(cc49TSYn1xE8nW`W@bwCclZd`cis_x2*h8*KUxqW z{_dh!`KQL$AB!&GwJjLVnSt!~gJq9}o_gjY+0I4Yhv66cyq+*cm)!}9!B6Dm2?jj< z_Z%d~L`o(-&Tn;bC}TZB9p-iNN{tm#a7x3}sRkqxWvK8pBrd^MR&h(J`sEfeHO{sM z%1`)68k#J>1obx(+T1Y{|53#sk{B@ZBOdg-<Z;hrk1jJG5HG5_I*iO4)njN6?Z9Us zNAas{k<IHC^PE3^6eh-ltE_15Kg@(n9#F)sM{r+ZLJf!rHWCfH-kFk>L&l$9jIRO< z{1mbL_G9!-568EK&`@_YQ!_j?jANh;AYTnzvs-(o_C%O4G$uA?HPk?sIr_*!ICBDf zBI`4O5))$DQERI)RU%m1g6-O+cI69p1sEX#^+vM<#Gw*4^h8PbfwSEhBx9g|-K+~& z*Ecny&V!@qejj42%Z^PK?1XL}Z#QWEE)YBq$6Uq36unuV&i2)8-5LuMNXQ7K2}+G6 zrnekQ#nXW5-V|porrJ%&*NdY`0uMJadfAl-OF)5BzXVLP=*(+jA&dS&TaR9yxl}i_ znREC@-;do|RLc#mDWtX${)9uP_i9b*rF8Sz0byC>z~O@I5YAk>R-i&kIkE<W0?X2y zl<Rvqq5spY;Zw?n`^_vH>ctZK`O607<CKdh@BnMdeDLT#nx$Mn&<$BB%W#lLB&*G3 zmvG#MN=h^|+tuFu!Xq|b^;`-wqZ+gx%!=D0qj#^sJ`uyE_!yv;6BTCVxw>4X5J{Ix zg#%_y#2&W#dqvh|W*derj%~HGt)yqB#@<zZ!r~1@{CQ_{>rE914;EkwQxA^X?qL-1 zn5<<FIQs_AGTjdUw@F=1XH;HpN52q1i32K7_{l#vpuCX{J|cB$3fkXj*Xljz*)?Zd z{lR*Iku3JZlof9>N8(WHz*W%@@X7}M3D--gulwBb$6&Dqsd&q3J2yp5a5UYZ%$+KV zOk<c_Y@{*ct45qAF9~KBNJ*&e;aFG1@0Zofprz<Ti$rHNh&qTWdXQgtwM}3JR!Hhr z*(`hXPjHEi+%+jYc(uhfhm!k%qBrm^)v=TD$I#^ffo*JV9p^~s)`0(=r4&<&Pm?*` zxO-b)j4jSm$;(NBsPB`?%QofnjFRY+)!s#Y;QU?fZN&XxzVGdc!D3Toa|gC!OrP|z zxTF2eSYwPQi{b0kC~W^Y;9hmEANClgc4fZdJw4fbo$Y%|*?ZSNV;DGRGY5=7uWj=K z(cF7jC%?ddlXo=WWOV)CPrf*5+Jn{q)NXy3agNVf1rJ$_g5J6Z-mm|`<F}4pp)!Xp zy0xRSA+Mbf|2oe3s<M^SfW41K-cfNG85w{f&jAkN18ue`7n3%+A0+HO_diE;0zfpR z>9TooPd_)t^%89-#6a)$U%S!uGGFg?@X)01dC$kXd7HRw^$DV!xX}l??teYggd#V| zu-k7NAlT;R7a6VQ9{o&P5Dd@ge(~VeZmH{E!;%mjE{%M#Tk>7xp)|t!p#C*$-@hT) zOFQiG;&Q!r<=hGa;nA(7!p!O%yE5r3co&gzwtiK7AiSpqJD!9f47Dwj0+lmj;lV~T zBMN#G0Sjqmv-G4&!CUSJboUk{KxZ%~x>sI<&1X)6>02`k>a4s(=ET9&@Mc{!9GPHK zX0kzPu8R5E#-&1x<LEQzqSR^E55>B9+djx_1R-H`)Ut$NT}%5ULRB&hK*BW@!<gt= zD-F`DwTj#spV<MTc=&B=)rHvkjgTjZJ`<^6j?cH^1n052sCwf!IyXpvh-(^4px|Hp z%dM9e@19FYkB$=|zI3KdEkJr*0olPp7^bMTe>;IYCGjSj1n2Tk+q7#;3_}9@Z@YG~ zYZ=GRH1pqvncbULliFi1s0n*zTk@~=u}w}=`x?*=0JmyvqfU9PX`mf8e*mk&MSVwb z&38_hcw;mDg;^W%K(_Mcxgd&!H5rIb!-D?KznivXbAhvai`7L_=~^piqJ6pUK0f@b z%=DJH_v(*ZNZyWkLg^K*TMds825ybQ_x;PDys}bFrmhD}n@`&T8QHEE$D#$fDmvSC z@`WKY4sb<vmis5R@8L2lXZBy236Uqve{mugZN%1!SLzTty*H6$4rBYetB-Hx&S-t% zH3p9E6iAMK=?9OYamjm_hq3+q;m@;Dgs)E3vnD2DV$d{Cu;c&1uvHbo|AWmQ`v4y) zy=wFH3!AJulco;b@JVAaRoI6%ly~^U_(*7YXy}%3A)NE$xnz<OoC4ZI;P*P<6waI` z-{<?I%N;`sgjkx%eLmI@=ab+sBh;Ac=%$t;*G?yyB=-M&_07J*%MJhJFPay%&4}a- zi9*Yb=O?E@tC*=AJ2gy#moy3UNok&oi~KEBhIGiRCHyl^!0o0{gP9#Iy*v&7N<)}q zh?sX7@wIZjxK#P(ea)6%$h_%^2K4ByiYa^&8qN7w5Y0|3)c-1Wzp27*y)+D4nUPQu zJB^Q|lm<ZxJ!FhlKMGA%0(wzlG@zYLZqqVGl9`-|oa7q&X`|D9%X9q#@4&uZzeM!0 zvYyDE8ZoG2Oq(#u7GIK%zS*=S$+8ARTVcJUhlf&;(9y7YO;=UW!ZIsr5N%q3;$LDM z4*iKYzZ41(9Qv_V{$Np|KnbRUML-kvRgp+qvPk}jN>W_=J+j_0)JKjs7>I?BwS~)_ zhr^bxpu4Mn>e~Y2a0!hXq9}){im>&1t%wx#8#ymIFb#Wg=o_9U%+~zoRmP=pnTmLO ziNAPOEf8Ob!Ha?k%|?>N9UpT~|1AWT0*_p1*Srnop<x2HPGo~N-^uHI?_pBI>rm0V z2+xzJeoLQ^)z>-cJ};{28Knp+<^_4ond1UN6u7FtYpOuZm4`FN!bFcqy`Fw$o_-I9 zDjk~<T85qz-%#MvuBu(((%bBH4A0C<k__~4S|ciWym&{&eutA{b+T+KS_XW>4x6fp z%R1-YWoq(fkitj#52eD~&o=;CvB~|84bI$<tSc~3Gu6aWd0vI;;8<<6NH;g9;GCOc z)sxcc??NEVG2r+nLHRu%;|&z{n&JqXyo2q*UVi~C$+cu6RsYQ!9?cB;Ov=CkXh!d5 z73_9)<JvJ>+<W|Cg<SylFFp8R8)u}%@2TBk?eQlc=y1M1fG23n={|d*XP*_2z)c$7 zHpQ^_-WSKPec$&z2YGJv`Ul>526_TVxh2E@{2_dfA|;=97H|P6$I!_Ed*H()R$l*; zI$1w~mcH|mk>~mPnnOEk=zv{w^UD8?<guNe)122w`}(JDV5JUxnVpVI@J=9>rb=w_ zaOl23tqX+S>HBIF&dug~joW3Y1Rk;>>{jkeTcTCc1#Nk`B!_^(wK0yqJ1VdBcmDgI zDPQ#~r`MluA+K(SXRLZ`ORq=3Z*c0G@8W^k!hdDq9v_wL^ZEP+{+EKDUH%F;tBftz z7`FzR$pF~9o>AUrjKM=V)i7t76OJ0W+0+t5M2d(VHs0|*Tw$f1)qYKw%rY{;v(*$1 z2(gjXecM)-8LPtx0Hj#-6QTYS<SFea4i|3}TVnP7PT-S*7g?pF!prXdOdS8`WUSFp zGkvfTuNcI!VVH@ySwng!18xL@B3R5ArF8JYB=6ryn0sdtW^)j^b&n1;G+X1rL1N#A zHrTc4r*^oFnZuu>YTmSmD<(I59@Rattv1)p{nQ1=K@qEHO*T_^?aAg~nETdO(~4h4 zT(WkojMj{HLv!y_NhylJaIPsc0q^7n%TqcPx}56ZNPpSa=p%Ajp5sEzb?bh+c_rt# z$w7>WZ=kJ518oJ>UsFye9{_^_`?@A|ZmosK#o)ckt{$`o15ndmdx@EZ6~i@qHja4p zn~STdnt}qQZcsM8lCO-@iiw=#%;0bvvSY}8hLvMR;Wf`z#*!_5pZJA}GZ>Y+-DHd~ zLjM$LD|jO(Ytw?wAc-)Q`%XY%tx)Uo2%diuto~>Y6+`B#dqVjExXP~j=hWFt#i;9w z#=N*M8gN|V!#69ppQYcQ{KM_h0l^^^hoycuXu3Y~+2THBa59HeHY5^_Vpa=UK*<33 zdRr>m{4`A7+qxgxviy@!Csht~E!%$hpJuk3ih?BP-R_V!3=ecBos3^-h-ux)YbYD= zxN}z59gxF@?P0|q6AX%0ShejVN+W5a;gLtVe{@Srsl(icC~Utl2emq(NZ3D55lay_ z!%%&<gRI=XI)cwI8h2Rs+@^NmYl=#hfk&DfSL73F!wPY%C!!KZgS<8nu;fmJFqp1y zPK-nQOQypMb@PV8!r<&1TB}jA#f%BQTH;W|eIou=OFgK~LlT^dxtpRWXTzJEcGk~u zL3w|`-g_`qz$zPdt+1>OW(bfOVft>0Fr{e1lCo=-%I`fWAQtknn}D}VoPj)lWaxq= z{wvKrt1m48)5_n>QmTi;P3l9xs^tJoO<s;l1}Ox;A)QbCMfgbE;lj82HzMXbl@SNX zeH-cW)}#6LAA_OG6DU$Eo`R1#7k=524^Q&dA0AG+xs}Q(Yf_r7tOfI!NV0gw`9))Z z4Gn?D1DYuzG!jpqvwo4CVFY^y{0kVOH*3DP<UKFFUqV$yZkg|njnFF`IEDC526UqF z^5qn&f{+fI=A=4Z{w+4FbZ>8y^Sx{*<jS>AweL+120~^BZ|x%~g~M1}cajt$6RArp zw3VU9%WuAZwS~gPqJH7`9HyPMhW()Q8i*8m*n_ME7^y1&pHEgwkxyCpRZD_QzI@Bt zwl=Cg91HjoCq4HePiLz!Ij|ewdjI`z^<HjcD-yq}jl9<s0FHE{5B3dq)hR?N+_asO zx6;nyw*rWBK?@?+E#Kh}wncS?A8&F1{jUaaNptiXB7KHY2)g~Pb@V^Z;{8x;1iLYU z9TvPE%DixcX(+r3LpJl}TpdQ^$wLP=2T&=Wb^rHVwjr6ie6kW)+Rcm9(DJ)?_xTh{ zZzv#^26HYj;L!E;TA{!d7CQQlLg(~05+e@^w1ys>3;WMQRw7AiRfa(Yyc80!Hq{uT zn=kB-Sz7vcmFy==&F2Gq^8sYxIT`!;9>c>b59u+z>F`TE+^B_9u5h&v%DfcEGgR3| z{{$D{8hOmP)%z)Asuc3~u$htiz4v#;xR<Bmky6!87D*<d$=Gnm;u{3spe60qCUnUg zA4N$p5ra+wiX2g{=Vdr(FKy3McRr_S{X)(2B!zd>*us`oj-&g##7&z!)LKiWIJ`66 zvj({^PQaxnCrvPxrWvXvF`s=5$1!r!cbxB+Y#nLrV2C8gc|zblA~B&Gs_|DAV10tZ z=B=|67^DIcLo-QONA+!X$i6Tw>A(ps7?@O>mz+lRXmy%gp~Vo7*qCx$C!tcbh|Qh- zigQ=abB$*vW(~o{XE2WO+g@lDKKbSge}p+ZqMPw<lZE88l8z|lD?XCbd*Nd^p|&7w z4UFm8Oj6b}0)0j8jNkOgCM_M~B&HFFP~==ZaU}jkvl0N12m<NEAvT`<Fhyxs!EHHR zoSbktp^P|cx})iv<X~9QdIV<DyUsDyUD76=0!sNnRR-T!L=pH8Ov5d>TPbX6^89U1 z7dPP?ADD1{;YS?5@k5%+rV1X9n#D1Ls|IErPk-%AYlOU=qiMX4+U>hKpPAY6*y6A- zw@`=SRu3^%r_@cw0nB46`WkbKXd5`!BrYy1#Kw3rIfFS}>}DV22MZp#VX2Wr*|4qD zQ&EMT7nbU1<Xj~pmgEmS%k%GbT>)}5@}+lO56J|{LT?w1mR|(kN(`w|ve2tx1gcJg z)|H#}U@zOZ`G*>=s+HI5yod9yIsi=~+BR3EYD0O1;BM;|S-|6^J}2@7nFLLpz2ZId zdmrrU!pVGh+=x;M4`lkcYSFcMA)5WtTCuJh5)cM3mL|5E8UukQ5^Al1h<MVqmt-T( zDY6i8Xq39wcY%<x_Lv-35Bu;K#fYMovPnC+T`?9jY$WjIr2}lzb9JFYCh(#h)^gY1 zIDG9vZb&R9U&Y5%>8x{q5}!w}(wRZ6B8@Gnx?R(pyoYklK^=9S>;CSzTo9gupQ}hW zZ!$Sc?hyfwsw{HdOE0X_1<ChC;kLs)QIUpoxLDUVi<(TYq1h1qyU(|t2pY0lS7>>A z45vHJlGiyI{B@rD=!q6+dl+^RtU`HwS28?J`o}t78R%Iic8ZYkN1#GX^(JCT2X``M zZ8U~rxB9q@;}sMt*w^CFX~t6sL62dVMuC5`%SDT3t3+S74f^hn&YupA9w|S{Bv8dx zYL?4yxnz%Kgp=QyV5Z{USm@xd^F%~tCaHY5TXSA0>*f=6zS~*<7bEI2Y;O6h!m!0x zuUw<=DcIZ=5OOb73{QI$(fk)KqKM7~k|tIob4`lewW&o3I&0kdZ>@Z;E^zyawLt_3 z2XX=rWnhzmflsG*6uGe@q3a}a#JmgE-=}_?Th~@fZN=BdQ1r5uEw`9H0SE~;+%0-( zMSmgEW}gr1r1T$$y!=(DaUZ%YRZR%x0_F4qP4N~R22TqSS)3ldvwqLRLJ+f$PHYru zUWyh&^{+?uB0Izoz#L3^2D)31Ts&!-Wb<7C;(dD#KA$)8M>a<p*8fS-*VPp~MR~mo z9q89RHuwnno>9*{(WE&0uX^oR-|uBex4W(FHcli)hT$EB!Ap#1;8i;NTH4<6<f_Hz zP9U5Cbmg1xtDC;Oz_6b^v%1rUNN{qbh}di1INa~Wk69eq5LP)zlB3e3Y+F4)yu57f z(`l~rhPtlnYOuPl$7$z0a%ey+5c#-qF+S&p-+$99iSYEH^K52EN6>jvCJ#Cl%RyIC zedB44E=`AzG_V{EcOI)CQ^S+o1$@zp2K&8T*=_X&=?tK@m$xw<2W8-xKe~h{%#+c6 zH(qqVt=dER$!?zL%oor8stH-<<-B=#lV~K8vgsE>Q{I8XR6?}~@=sCwqYRHQS^Xks z$V}jrltZJE%`@r-$@kwegmBWLnfZd>n2&q`e_)a1Xvc;gNgp>cE;XhkhhY-h)G<b% zeL8N0vjgohzp`q;xp>fgZ8G#+e$=1&)ZJv<fIaAd?R7n4ba>QM%8{;$(6C{gOrWa= zME%ve{(5Iz#j|JyFq>mi11}m?JdBkEa5csUADC1|II`7c#nEg{<YmLDs*-60%AEAr zSw~J}{?vDdho$Q8ma>#4*T$<yhq=Y2E6C{YvzYg^XxwSW@kH6o{S}+Qa{@~=o*Rs! zPYmX4HS(z2UOBx*NGo3Xfo&L#_lvU$eWC}K8daOHlx7YWkWY})R3?30lx57j9kE0Y zo%{f&Uh5!D3x_{Er&Bmlh0XPsgR8j_?i>CPzyt%;If9E$sxDcf!A)YdBFA)(h#JI& z`dXBmG?Aw4Wo-f9#bxCHCua|~zJ(bnKe{c~Eb;}vv#kI*f>^GYeA9bzH1-lPNeL=6 zs!;0yE}>^PPh2~BJ`$j?VZ*3yxrPg0)H%sHDL9Ly*4@E_NUbAkfCMOf9RFgPO81#U zt$D|fN3u%(a(%;$Ao@WmH*T#0t6D(eknZh~{Kq;V5j|FvqwMb!WQiZGup@%zj_Kop zKuAroMtyT|`Sqj@Ty9(z`S7^3<cQ*SP6%AB0L3k^*RqQvk8!cNzLD_K6G?b?B}Ggv zhkQaNbnJe@s9eQqij5=Hh(-&g$6DwZJMDl-eTW*QV`|-EcK;mQFQMjSxHyn~bIgd+ zFDaYXZQF7Cxba*NtaeBz>en->dg|qPvf83fZ5H0w@N*l-3bpoQEj$x>Gp{sKaKT9( z%R~TVPvGZwJ4643JaLO$wsOdQ%bT6ig1ihL)c%U8BPdLsirDL{Ykou*Pe$C>TTFdd zATtjEQCANMha;p-8?tV#%dXo;{R$Sa&4Y$m)um0XN5tgO#pCOgEOdQ$mb1&0YWBg? zv48r^AJZW%L8TJoHl-R;x%)<EsDJej4I(opJ_6hdc*7m(Klbc-<Qx{*=Qnf*&+lSa zrW4cslEex$`{9oer1tAV>1(KIG#m?|PEe^L8d16aUu399Sz3l(!1DIobll7OV<^&4 z#NcI4LDY4{AISJ}SngG_wXZQ}s$9oqg-3Oy+ICi9gXB`!I0+IdNm~OD-*3=crSrK* zrbD>fcy!S5)kyRn_Po9ka0`8Effmm|M{ooz8k(V9{9m1k>{qxc?Yz*TdP>xLmc1<p zV>3H)&llD4%`um<qR-MBh1zHD)^F}8VF!@)q`kcph195gr|~+i0Ep{<XJC<kXRv`1 z&FZ`f?m)Ur?KD@zix9$9|GPE7rHi`$w0;-xI9nj%b+Kv8fi2-Cn1{jMb5T`Y_gHuS zSO@qTIumAQAZ$%FA=G)+j60RlF8K#HJ})O84^@MA{k_W|@bH4@tN$vK#cR%8z>xv$ z;s*#dJ-oDZ=HiIST-7X6v(IfIl(O>ys@1nGweiqX9#8`LSF~NlVB~TcKa8r?1q98c zm{gQY2DW01aMktfDz=|Db~i)1kI)PHcKVNIOmjRPHvHD($MbxZbj6q@Ic58az-o+A z0Bi3$5p4$7fT9yE9Nr3uTRwT3l*SNAByvJYm4pcSjxdBg$#jVE%TT_ieh6|M;<1d? zbO|`#cMcqT_epu8xCM%n^z{!0c}fsI&DZEGg$3Twe9{~9W+fBjnmlo=+?^SIL^REe z7emHMmVd9HJN}K6XxysyJk!5ZWwbQZ%NWWi#_!eM&{&MJ)R<c5p_N!!ySDjF{iMZ_ zMjOnU5;?%*NWs(>p|;I?E2(d4QLZ3I6E*maAUfhDz>s9d2JWl;!`nY{`5A&}U#P>` z6l{N58|v>|2FZT?vnjmi7B!w3I)>5H$V2f8*I$2MO=^M}#fYh_>|Zvhh#SkNC|bFh zHFfjzYcyb+rHeXJ(%y+?F{-xvQ?YJ{y7eth@e{oK013W8D!{(RiCY-IEd^%86X6fM zKLUMZScB0Dlt{+=^CfoNajZ3aEVU%dlK7J9j`_J*hz$|VjZ|;4$v=}wFx#~8{&5Me zTKY?RlQ!;G64zvGTZ!{UUY<oo4Lowf5}kX*+PC0V2!-?ro?c?Z(Z}I|!?LyoElr7j zGH!i3*dhS}`j1{_{XbV4GVxEQ%vml_%?{A~zZL*4DlC+?n#o3GmfFx$d-0yyFblHG z90TUEe9N=kJa8F~+OTt(c#R4DitWSl8C`(2H_-~x*{Z=`9+yUC$$*V(qNt|f{iz`F zP_>qxrCT*&GIj!KtIHWt?6*KB=SLg$uYq3YKk!1u!l=ZOz5(#$vIFZo&O9{hLW6ZM zIBQmQ_-$o7?{h0jx=kcUF~>g5mn3m!+3~~Q)4Na$bu?=9O_Pkg@HahOuWs3j3RK24 zRA|2qH^mp?BI!!)T1wTZRkQRw3>_flb0cqk^wTfEN%`;tm<JtGKv3476VWc{-<H_{ zelEqNUnn1V5Ae+Jg5;2+z9$D0@;kjaNVPVMhzkrOm^HWP9}6DHB3H~aMajM4w=lRW z#IPlz!ck9wDzG~3m5b3KCAGdsg2&pvfI;C{Tsg-x1>R^>3_f_6p8hVvXos-7>3XjD zT4iQD@SEe-&;%{w14p6yus8^D3M7EsSFjI9^IYG?;Nkw-k{w8H>8ka?UHHyHFga>g zTV(V0P5Ctx2-DAvLl?u3(OlU>?rxlPmE~d0!qrQW6#r9E@Nd4$`yhVY>$y?S!FMU9 zptI%oWA&Zim8_?_W2?-Ih|uWCR|m1O@t`Ajc^hW531NocZAz{ZQF7UAp2O{dD|qYP zv(+yVSWglD4>wwYn+1J-qc1X{{5s?o;Ksy>1P(g1+4W4<+;_-0q46S4*dcWtRzTb3 zvya8y*v8hzRfj>~vtIpU7SOY!5^(825WX(R_J#l{oY{)c_Bt=(Ur@<goCVu5Uets- z{SMnn+RuObGVcGfwu5f+U@)K(nU?yf)`w_Ra`5jb^7!)r<A*j7YCg<ftLK)%@X9f} z5tcbZ+bAn!FC2l$9M*BxbzIk7_os|sZucRFBf1!_FjWw*()~kVo_Q8z1OSPy&TPHb zJNALE!GX_X2j@b-QLL+M-C7_Kp9V7(d$;D4+-R*Cc7Of~2|U7@rSv&$?weuo9qD-9 z&dV@pG2Ixb|JMxyZx4R4tDJ1|Jplx`eE#RHko&H@b>L2wY%6ll4tq@VeYZd|ZBlO; zXU@KT(mMJwI4wwr1E|PjsUZte&7mCoGbD$fs2IPe62qaRHMC`iv&3v)1b<0KLKin? ziy0&uh|l9mKLgnsmFPfPaZI*rXvGb`XXKreVL&i|IQ}J?gMSr{sJ3Nn*AM$sO;*W- zP!h!vb57MDPO#0fQaQkZO(&^O0en$^MY}e#F?0k)9-S$!@mD-`ta}l*M0oK`+YnDi z{O&6LtXV86)}oEprwQhywi1zIB6I7dZ8zOt-h%KrVbL^YKlf1VnTMQg^IVVX72lYS zz(Kz@%c=fKNmY_F?>*yC3;~qqKx@M~P5k6wikCBU-GuFX4&(A{dyz1zGXB_7Y-UV2 zY+2?#c_q2G>rCW@x@)GL{?XFke6CvZ7#DSMam6Jis39F=n*^I;hQW@@#Y1vROI1?& zWgH}*jNz+zehP3kgFB}>rz+P=JK~oj8=7Az;3ujt;pynd`w!en|Ly)nF_7?5@}&u8 z+#k<$m!pYD1XMhQUL7MToTbGb`vb#4GFK2>h0!4%kMwO_b7RAoUJ@iV99tzi?64Yz ze_9{8g!_UW<rU;GGgSB$sy+M#&ETM%h=-ZNZwe=tRJ{GUTm?}!oB1hf#WNi2!_|YR z%&1LRYfQcciPIJJcew%kK_MQtbSgJan7U&z%c9^UCI*}D*I-$a)VZo`aBP|4)M3<h zs(QcfwUwBXdVqC6L#?M(fwGrT(^7wsc6qB-XB+|m$ZE$^II*7CrkE;eGXp*dff>d| zPRMXnn|H#Gm9u{f6UY~q2Ge}W`i9NPg+6H2pMo#`w_0{8hzVf%xhsQ`Nm9RCTJ7V1 z<uQ55#49cKNr|*|;<ajpmle3SCZy_bJZ9zM3dfnxVVL>M7(13arnb>g-=3{g#PpQ{ zgvfC~+=MSVm-&TEWo8X23_o^p`KYpCgorwib)hSsoJaQpOgKMu%un7g1o0&u6vvXr z!@+=;g`k>@(x`z2AV`;D&Iq}d_GrT=rPxqGI2kMo-op-@O<yCoho9llC&%8r=F}8` zt6=m1n2%x$OaJdzkAZ#+q7cBn@aGXdLFjzY;MlIoFc7mCx~i{VUrQly=9XU{|Ct~- z57Cz`=IeC24R>DX+dP!aT70@NY_&JiMG9Gxayz^9)rsF7tPk^169TrIJ?(Uk{-K!K z+KVVNp@lc1nO4pBzjm`-7*S}Fda!6DX6$(-I~tx~W@u4(uKzsmc>KX2>Sh@q-nkEf z-QV!NY<1tQwr@z?6fWVb+1Qi24pUJ#aMo?mwl!%+zM0(8{rI*1<?@)l+iH|nG%=ym zW9O3a^!~*D&R#cL23z~M6yK!K#@TD6ECBm{pzq?J-Ev_2Wdh~HGv)Kr(;c}kaNV{J zxK8HZ3Lh(ZwSpB5QG)i`=38f!>Ys{S1+Nnv{9c%8Hg=bUf;ccQ6I;b<Z$?-l4!~j? zCF}2+VhBctGsVQoLzddkVP1b~WPjd~>2-o^8LsMRe>_=kWZI2Q{I#Xu-Pq!<09pf* zWDx^j&s2c5e`Q_;bVBOWi$x&%G_<hx)Zf^BONky*I3w_Re<Str;sup$x%a{!AS9pj z7__Eq2~7|vx`n#=H(vKh0Z%b#ul{z`znupvM?Xkpg2^=SZlvD|imW32TY%?)N&{Kw z)<PEO+Y7(sP%I`V%yVpUhRQRA<D=fKsX)!jK9~-2;ERN&;m_x|<^V6CpYeIG-={-M zJhVeH-_y&RV*-4}R?bRvA#ya;Tdirj&pqe8fE`p4KFCdYd?ZEe4Skq9SVFB^>64S~ z$BVD7L5qzubo5d`ETc(m^Ef5x#xOXB9>BOsiZ%|yk~&@?+{b_3E-?Gw1IqLuS3As! zkZa5ls@V9tcUqbYxbz5e(t0I4Vh?76G>K|njbb!S&@!EYsWND@`s}wCIcA!EPIWkj z$|5wwq#U>pOxh?^+ipk)i#D;3H8EB2wq(F!KgPbk7jahSI>i!Is@B|I^ajDQb`K2+ z8W9pCJomk8r3KZfF=Jc@Vd!a|6G%cWfv+*gb;F&5Qnvi5$!3GiQmd#{1lcH6@xUp5 zUWqb`1o~e%%V~)e<lau{zXwG6mO#C{&*UK)oLN7(QjD2CuCbR``*KK5k^B&iTS=rA zg<hjc*H+v%zf}0Bgr#Dpie;&qhrgMPgQAJ2bkJR?SI090-XkrAMz5;XYi@_88MFhO zh$ZKPfC6EGoPL``>^x-bMrZ>Hyla*#r#O+Ce(22N;z`~bXgo>@oyII>Vq$&8K?lPi zNYY&>OcMWFZbtwi9kvve&dkT?+?bFupov{WXSAE&Ybj(rYMW&K=tAwpd|)Z8mYN?4 zr^dv<cu@u<zSR<7In8}}dp%n)RC(&DK1(`3g1;aqn;%<E@>b*VVxI5EJpRJiN5ZMO zr*dxCn~!H?rKMt==vG69b)Y5jq((OHTygo4M=~TN*(mAAT9bp!x3$%zc8po~Y@jz| z#1=Ai@NWji2+Lg4OI<)aCuHF`Jo`PiR1aJS6KHYj6@tzJ`lMJWYTl^gVz_9(fyTBd zNlP5&e}ssRU51Tcs^l;{elkuqjDl60zo<4j%dQ#6)s`_9?UMnXFC^-W&dEPV)K{*H zI^S&AtIuPpD`nBzNV>4qsH1aDEm@N|Qs$IL-mI!zZ@?z8jG9bmzkf8OF#DuDs2giF zxjQBfW*`g0r*Fnx`A3P;4;>&@j-=+qvEH$uu!!^7PD4H5V{IkeM_p^ZH2%8ptz%=~ zFM-q=QN`!SsVtv}ogEbxmGW!hM|9ebYQ_6DJCW03kideWfXlx&5EdDKiwh*!l%=$a zZxF2S@f^j4{NqFTv6DJ(NSrhHu}LnQKq~#M59peGJpkBm>B78ry$53QUv~A*eT+A{ zUzrplp~O`Shy<h-2Q?oRc8Lk`IA~+}D~H7^a@Rj)D7yH2DEzgcg;&L|^l84l&_e{1 z6j#jJJV)v_Zul$&i#}Ilt@(CzUvFa^P4C;GbG`_*?k~4Wzifi;W(-hY?;S-Sn??P6 zN`hgV&d{YxK8q@)4=Kfr`}_O7)H0&qygG!q2&J5LW&Kpgjq4D1{+G5J<Ph$jg6aEx zHg$K`kY74<>z!e6x#g5^ZimfBp05USpRmNrf1wN0+WPJR-YWxNHL1q5+v_Yk51jel zuHDH5z9bO}KUr_IWL8*;)Lu`*_D~)CRyF{wcJPCe0-z}$i>uez7k50p2Lw^}dL2jO z8NFv3>_Qsxbt^Z~cW6TmOMW$B+WD}W^4GJ1-t${uELWm&>B!<tV&hS0BIZ{|2PakC z5-7~%e0qqrdqQw)qZ_(Bn{}>!2ThbOQ<Gzcmq0=LfJBOoJ!niKX>E@*Cw=<<X6qZi zC~23qC~7_wi*iLp49TzM$KW;7mnY5&O!#0%^eF1e#JNNg$F;2~Uqf5a2BmF*>v?Te z81@_46rTd&@$t^56A)zC_Plxh?&WQslJr+9?2ks0JZ<KJ%5A4LX4VOmf`96e<>x<* zbq-4b`Dua*e}pHmScLrl5y4fem&}u4Nl#7Lm8G6(X<?_9|LV-f45&80Qn$FA&p6F( zt6!*5mf7)XPBYJ9({|e*zb11J?22_|-ne*XGEc28E>{p77ztX^t)$}=3$U79wBRHn zOVB2yiTd?S<64Fx1-D2;;Y{*{@Zm6}6Pr|?T372-(a72!wS;bZ!h-e)YecGu*y-w( zjvy-Y?IO<64`!nes!0`P|3lMRI7QvQZ+mHwln!Z-4r!#j8^i@9L>i=|ySuxkI|LS_ zyJMx6?vxJcdOy#1-rpa<3^O}>?|onAc^yY^x_ds^1i;vE+|Bs}j(YoJq>%m3;s%|X zsbqZapZ0)yP`L0qr+gMuch8k~Q;TCuk_o%hTiFzNxTb=m^u>&3A*7RUJI4nVO%0O_ z9g7MGf4;lcrDfA+57HscEvIvtvUmxj7mi>nJP02;eGFyt$fSROvz{mzw&ijSqcvv= zcAzJ=^Pnl~G$B9ZY2df1II7=T=QCH|vE|tZ&`M19@Lw$sdgnedh7UVVejt%0su4V< zPzH}%anYwZ;5Lj`^y!ouGld5qF(c5RE)vI66`s_M6^j07*=!QYxoq8W%)5FgD|HVj zT06v>Y#XH>lkib(2%gDODg^`88%x|N$H3NMUv`j$^9qnXUhrwfVNSU;N;w8%Owd+G zzNO7^aA}eE9UKwK*4t^sPV9W<{FnM*T@3;%M70JJ8@pVIeFr`l$=@_om+v&lC#gB0 z8hd{-W01p(HVT5ZXAiW0QkF)C|1HB&7hLPJbRG69Y~hralm<3kf3uD+aYakusH>YY zMUY(JNQg`N3tM8E!{{w5966aDID-(8s2R4MgaH->Q?ce~gyWJ#+F15eyk3LqeSvkJ zP&qGC4?K+6d@+0Ev9cbK*cKxhu>m1cs}P~|L6Dc}ht@DUK%k9fvi9$>>K#<q?%O+F z^+-PoZ1*QUQG60-EbWW?rtI5&T0-k&=!p^Pz)T*R;jzHrZ;gp6)1PgTja9{d1UWAl zyOF)tyZyI>P?}miRiz|E(S0j}6O4|&c=#sn!4?w<g2{x*4@3_Dg{6}Y_ptx(DVgs+ z^mWJ0ujf}S$1+QbrVL-ArXmwj69>C(?ZZ{+r`Bf^1LbehE2b*~M9BFoc!dYGiv{84 zOIOQ8&_%o00@AmhL3b~-rRmieWD*vH(!O3L2Q|wQx|6m}mJETKRZ6B90i(iVj_1Rj zInK2n_YL|ndiXLL|NhV<TgbG{8B-r73{^FpKK#S|K!r*-T-h9G-ar^KAv@7Go`7KV zT3So-G@>i~nn3xL^pSm0Mm%A+TCS;PY({xv_SUGWbjDX2?e$jtv(384@;bSIljjh< zmtIaREm<z05zsvC+^UyyTYpUOyPJ-CU8Y=kyelO3e%xCA{bFcjBnAxrF!@*N?kBqL zv${OC$=2OppKtYT+)h{S|C4LY`<~2G&<Y+t^((vk`1k;+v4#Bx>|czmsb_E87A?`1 zq%iXK>e*{s+nLuNW+QZhyET$HV^d|rWU!yMwe!WKT};O0$joZj>xypn?XfBM_vfB7 z8(y3L`agMYtB=O^X4NoTL`Z!24~^I`TCLQ_Th`}g%JvIPvD^By)K*b{;P>El?j$ad zkvUK{gfH)FV$QER?b(dxAQybW`VZE2>Snd{!q7upiDay4ljeQgySb#XXNXH)x`^L; z5_^(n3`*Y|Ug>DT@Ec4CI{fbJZ=fQEv4Wp8M4C&&kipO9Dw6KG(bg4)VUUk1cDW?g zi+cJyws!WMoi}KY?5iDj|4I!Y?J%!LBkzBmg{4<jIM;lLZ{G?j+%VZn*zjczgJbcs zFG)bnk!~NMFnq9iQDf?+aB-*zat~ld9D$8DeiN5Y8Be7AIovXwPj^q9OhZjVW%GMD zfr0arqK0MG?ubJ+=jU)m!bw351S%%5ezIB0xpM3WjZ{9Wo{!Ca?5s)qeb^&cm8bNm zR^w)q+i;`VncVsx_w@tS>BeEj-nP}q??63PD4%}1!Q*kBW;tRP$t%YD$L~C%_Et2o z(Zg|OKHAvwAZpAa>Z{_hYhLz^W-HsQS%xMiO-X)4E~9Zm|G<VLE-&y#gd0(#W1x^i zXyezVy1gb&%V+`%<oA~Jrgmq^HIjMu)Eo1$l>W?q?fOYO3h80ZOWFf~=fdX<`-dYv zTIlIj33~j-St{3zEbZ^Ww)nTdEPHw-aZSMO=v@#yDixZT|2_iYDBc7ZU|p&VUu}9& z1qg2zq>JM+GXtJld{yP%3_)l-#v<`3?wzPO4lXz{CNhN#0S@KzR>ZoIMa_jDRkJmh zyO&hfXHtt@S?3Jr>yoMkA0t=d8$`<>)>Y%XBlxnmJtokk7Cy;za!$ydxokv|-Hage zk+uzWblF~jjd8r!y24H?e0=(WkS*FRYa$g~Axn#kjl6t?u4J46;py7jYr??c3E4Ef zkNqD#M*m{fJ1bOm8tZHY;<Jh%D}$YK(W&K`mHK6!Nu`))_4P|W$rM;Pkp@fFu|p;^ z6w+GE2Fs#8x2|z`<W^4A&84v9$5TlRIwbVyxn8L&CJTm_!B&Xj+|qww_#akdst8$p zCz@la?Z3e&Lg|jU|3F(6Vr!RSVZH#7!D>pj7}g@j9OKjj8mJRIdTbzcp;W-A5zzL6 zBpn%FU0vqcXT#IC7}DNszWufy-$WW~e5;5gGCIoOGk3G;{Pby#9Hju_yVtIlA*1I# zjxOA8+ft8vdZAMhZ)T+#2OH1!Moz6%*&_j!Y3l>x?0(SaQE#5ck#xv+2x;5xiI2RO z_Se8+bf1F*F7#dKcuRtY#wwqp2u0>;g(Z(n^@n1ggk%G2_Gw`?_O@@2SFaPiV*ggi zCOfXeV!Tep-Uqk;JFKjy1N_w<iHDj>^c~&yP0JG*O)KN(W`vq+&aZ_({9FG%u-u-3 zKekV287;YDMNYuv2e-L6YFdvAGKN%cur_Miu-DuUq-V?A_PQiEU{~$;<Vv^iKE9+; zc0SMhy~uTPm)^RE+bhBQ4UxOG@A1~Q04jmnmc7jXDt<G!>n}IWuPe~!m4AL}*#Z}P z{9X6J#`qnB=taa3yqNcVO(e7P)7^!$`SxU+Z-ePd;oWe^Z=5&?U>~<Td)Q!{f3Y1x z4{GqMDoUnFG|R;v9EsSyUcA3YxD`A9%i(?fE4v%P{YFJs?0!_~<zKDn#RYVQmsrKK zF@Qq|U9IEcGVjF=+O}8Gv3~0OXUTgvS4vK;CU(%O4cz5E-<wpsa^!TS#j=Y1bh6*+ zYYX{RSIw{LvpxeOHC;s05>)?1E81*v@?bT|tzo14`SwlK-oF@~1T%1ERnBLMn}@4v zOS|~vC5V>doc<S~>y0Vad9LW*5W&sgwV-sBT*4p<#R)5ePpcXdl6AlMptcD_t1j~> zYX@+6U?yw|k>`yFUXJsZQ|H%dt2rzR5dv(y_XY0$?v}-L)ZOFYKrRb(x@|NUun9L? zmOSb}AlSy71uYjJhM%(fi!WZY(VQ{5iWd(M7=bozJ%o*Im?|`8%ceD`zicY-4Bvce zVO35o(?ihIt42z|`G$e;HAq1Tky;?eglG1Bb_jy7{+P#CIUf){j4`_x4CkMW0xhgJ z-k%BWw46|V=xUFM#Q@e*r~y0q!tb+Qj}HoUU(T=yB_$Ls5fY8ZlHO%UC2zl#anZ05 zSM(Q9lLzcS){T`~%!)gLf!Tp&huLk>8aP!*J&UCpI3LR^*e2}e2~#T`eqIh^FJ@eY zxV+`9h`9nB)>M{XM!*dStl@9WL}c9T$6s(k-hPFd+tOX{{(QliU`qsG7DC5K`&u?7 z%#7I*O3irrLUQhNq?!>hR$**Vn&5P>3tD0M6is=2>F`%RLW7oAgv=-mY5du;PhtC0 z<M7iT7-&_8hEd0BY9vOTG1d5xZ9Qh?Qq^q+N#>(Cx2XE-hGasg;@=5~k#i@YT9avq z(Co7Ys26Y#Y5nr)mHzoo8F4o%!(-WKTewfUh1~a`MzG370EtthL88c*S3Eon&&E@s zq;WFTp*My>tiZYv4OTyyU}lTCPhz9;EBF#9>&SrXr3|}O*(1;XAX@C4lNEVVn?$~` zqo$i9g>eCnEmT+_;!J3CK%sWs2fRNx63hW;Wc^${ip5n3jk?V##-Xs##t{5$dSmoN zeA}Nyl|vK;CjQ~5uqBPWD0swF>)wrxiuIa^27KQQMnO6{JPDg+Bh#iLZvZ$gW$n5^ zni#pV8ZcrKZC0(|p>B=GwIHYtThWSrJlc`dt}Lu4FxF2tFn8s-WR?x4J1J^Wkj+Q! zb>bnexotXGIrR|ruOqxSDQi%k&C*CHxsV?M7#g{8!WKD__Ksk;^`)y0@-zc!I`&rE zGXyuvyM@v-?|XE6-^-LVkoy$&io<$7-cVf5iqAda^;yBJOnK#)Y4o<ILqY>Ym?GKV zn44Ry>oHPkcTq7liE(w@v2+_HOPv3FnH;y^-SvsP<@Ve5Zk?YC#NU`2FcAUGQr<OQ z^V*ZTkl)?sGfascug>+0E=SXB`Fq2}J%voQd!#twnuWHjiZNG8flIZZYeTQo736Cj zPQc={(q-|t7~1tWOJwvF=J-f%B;@eT<1u%2y{;SXCpW*>!$QRJ>)%tOp%BEE_JMn~ zjsG_GIv(a~bDg?M9S>*Ajh^R>M7$oMelJ({o-<j#XScp*?Rg{oWV(i6M^9kW<doYV z0hF4Smh*Pt<@vEICC(rm{o->}*Ikxc^{uRQZ>`w3=X4MUs=(M5j}0#k2!+z%1uJ*E zFuEmUkIeVRtm|nhjY7cP)&r8ZyW7-qv+L#7L<+IL%@5lKkUg)D*uGEbg#t(p8^f0` zB1)j8i3dO(wWr(pZ;|r(Uye+<1rZT0p~IGuGQkDu!q0qoDhU7=7?#bTZLg!G+*I~4 zIeC8(_>g{EL#KJYZfkGDIvl4mb4aj5*}ZNp_H^uyZs~D-4{!x95rTQa_S4!XLQrMD z7?r;(MI&+Y%;r*heU>}rCbVp?V*#`<pqHGhHXVdhhum7%0=N7I10$5mvhN~YLA}~h z)>B-Xm7c_1v5|DjGMX-ee!+dz9$LSDg~%VvM4L?)CtH^q7*0x_UO&nnp8cT#r}t=l z$A*PZrIAPyHD8!d&*p@1oecaYNIbjPST?sCdpJu#10BuALl`8kQFzJid|xq^w!$}E zXpYh+x?iqh8d<U}tk9Rf=x7s!%1)5s0N0JzU(Y`B*&N-XjbM(d!wStm3Ip6bGMp+1 zF<<0W>dPz)#|wwEhIsthodQW?#dW95q-=BQYqy8ieSIZum<kTlpAu4VcJ+~GcRJAg zT$uc|aN?)UOmGn*H<=1dyZ#2lc<Gaf4M~~>NM1f&rPY#-3aMM(bXG6^jY&{qdJMIN z<RIbT_od}VU&MHS_C-sE_qsidfuy~p)9KsPaSv2qyU{9=$PB4-UWND3EC5w$4BvlF z09ofukpI5MXIinUQ5?;;{xr@s-Urnh7Bv+@I2x5fzG-9d;83pGe>Z#yKLkkN%et{_ zD{IB7ZIv%QfDma;naTm2_~9Hrk~BV;N;=gs_uMkvv#r%Fc*7)a`z_dXOC!aLMP{_{ z=2)62r-x87J{gsU?w4t7-7iM|Yzc|LA`m)X=2-o7<bFj<$FI3$ESg{yB~Cm<8BC#f zKY?VGITl%e2kjn?IEB3RgKBy$v+NtEV>nJcFpXv|Gx}KQNGb*mJxfI(gb{s*M4YZ8 zVwkdR$7M@ePP)I9=b4un9a>nXs`>UU!em^~O!^o`Aw@5#3?}aAFR|mYAzP+!gTKKp z0VYJ_Ni4t1;dj}yHIqiZY`(Hksm=Pw%MWG`4CB4ubj?GM#z!_R<i=|lRXRe6q_Tv+ z{%Z4E9;I^io}3_i0sDz(OlgysNC+aVBDc*2ePbt&qmU;rj_SlKU;d4l;JJoUTa;Y0 z!VV}X2zc)_VfzfypL4YB{`I?0SjK*LzqC}odw()VeOVyv<V`=~#H2%f4<r79|DGaY zPLmk{2hDsmkw>jTZ<|^d-q8>7=Ui1xePVCx2iFF!jCtD#&QTPftm5IB7$$p+g*%D6 z=GSv*8=(-?<6#aP@){P=ecL^58$t2bGL{XUnu2^PF5LG5sAFtwTp(amT=h|T4inOH zP>Ll)52cA*UlNJ!Tg7dOzdjCbnvQ`e%qwiM%C&JqY*sfNvb|A08O0?DKo_Pi+@F-X z{wd8I`*7pjuAcecItU=vIqy#bz<4RQ6~`gy(>V0ESO-9XNas@Riu(2Y_iu~K)Fzbw z>jFS2K+WsEkBhB8@}71WR-*u}+J*l8|1M+YjF6W+$|vn?f-N$%VBC#+-%rUMCagur zH*)J4+)pqm)YilLRcPnmk!Il|CbgD_`m^q{A>A{Pr^~#@6S3DLHQ)cz9qjsRP1Y~o zQ=SS#o+DzbK6h&0AMfH`O4pwkN>7CyzP0dj7cy(qs6>o{H4<E+vcuoaE=@^fu)%fW z&!4P6&(z-axINuK$xMUvq`OD@u+3X;EcPbH*Wft!k19(TnaVUQa(gpv9^1qg-9b2W zqy-{!CNarhzk+r=v~4`mqqwYhia#vH8x`(hK=#W-l&Z0Uzal3Wl&NauWRg$WY89$L zkP#iZ>YsTtMHxIEIN}qFo3`nqX!2Z4stF_?V$6wU6g|Fououx32k$4$8SKPIX6B&v z=*Q#CWm43^^!@_xt0_K`Umt2P$C?rsOxA`APU?ni6&`FcZs%?72`+G~#{UD{vZG&m zzoC^!+EvlJjkY>vA+Y?~Nr1iapr;d*DH!EZH`q!CEj2F<>{mjPtIU-zaTfkMuN6c3 z)fG-7=m}Kwo~GEcarc<ULv%C|c<?1%zL&f(=6oAW8EK9J!uE6(@Mo|5RHQTy*`z@r zmNa2Tvf%lFrkm{O4aXTwRlaeL<t_2atG}epI_jO_Pd##Zv@cFv3glmi<{?9+s2*-# z0h{o90&UQ7<g4%mv<K$20>Fu7I?x1~;k8`?MssWm%0tl%Xea_R3LZW^`xTT)0PAAr z08*W&K_2q{sg60}4vtsvt1H<(HQ5BP?hwG6{k|?#SdB*rPse)+WO+vo*=MY3;1xdj z^l)?PP>qFnQ8y+dtEo}Q+v0*YSink+6lh$K5W{qBd`UUhS94PRi-~+EATZuL500Iy zt#jOF%=J(8kCy07M{I?yV}#+W#bnn%NZc)d_wQ#jYE_q0GWb5@N?#Mo@XDh>3n$yl zc$q4q^pXx$tS7af&RGL^*`?N=SeO2Y{b*Jr>?3}^<sL3<Vx!=(6Lt#Q_-5P2!sx^( z6ZjK7Q{0_7Ny4<+YqAb0NJ7(t4)C#dbDe)l$__63P9u@RA27B!@css~8@AN*F}j!$ zH^<{mK}^1DqStka<wU@@l##aDRE8?0OW|aacWmqREV_cOAhjs)U>!TNygU+fS;<{8 zpQMC*4tUWrVIPm1Y@$^=(bb^Q^bGGtj@ubro>CgD-560;Y<*qzXS>H?+nl<`pDk*Q zQ}we`VGQgYuaLEGdDGR_(qxqNvYTv_P;W@Fv8&;oX!^55A)uo^iI30gx-zWB1g&e? zKVRpyyS|>LY%`?AkvGHi#)ed@>A^L^P;76ekUHdT!=3VhFG3u?y*k&$Io7^Y_Rt~^ z$ESck*}P3@P7#f&JVQVRVddD#7JTmW8qLP$JR)AmwnsQH4gi8iZ>qAvIM>MHRZo7M z`{!p*7e=p(uaD)<XRjuvR?8Uv!ef*pgP)e`S@$jU;`HvH9vDs@7lBo?T_U!3g6HD) zb|)BW*q~O%I5CIcZS78dc(<L`F|}{E47yg<+os5(;fCde+efu#)V_pY;qJE}yvq6g zldG((1TCH1w5?s&{KsRM5%W0@qWr<Jc0cL1<}}6z0tmpNn-1>FcFhBhPeXoBLtPhS zU5>tLdm8=K&1(-$%^lUtC;x2%djX5Wf<CYP5qPIhw*Z@RfI!zfin0ZVXzLfA(ZeBv zV<HQEjK~qnVU<I#4mefcG%Lnl(s$2GK$W%DZ|kP5^KSR?6AT4xI1X(z*PBrDxiG@Y zGq8tFd~v<TOYV{>X=jbZlT&*q;1tKvy}=n7*a$L?abcOo)V$a;ha7RXH8D%c|9v#f zAnLu6-$=|+qI_&<<~iK#K~aNKSG@i-?*blW)Py)UVvV}nM!i#vxUrqfX@DIj7HwVl zLqaLF{T&JyKb_jd*IO4OzKxbmm5fJ)KVpS!Q4<Nav@czm7*HA}B%?}lg(iI%UBQCM zSYSzhA2vYHl*gr+K##*DK``I+z{>vX-cU4)Uul&@3@FdPbX9J-w{ZjAK3ltdrmDhW zLA4&jtnzAh1(Q%-*Oh%P256})S*vuWc-pc5Iu#75s6a2MsKTiht<`lY&NS_tqD(H- zD*Dt)Ah8`XcSxzM5kz`|26C;(O2$>@L<aYQG5%_FFcpO29XNfFPNQpp&;?sU7kfTh zFum2NhLb}ga*C`dF2llgot2_k77kU%L2Rl^ng6JOWdGF!(^ip{A<1s3yK2eN7NU@< zCUD$g-E{I3#f}QmCWfa(7M+TCJD#w6FnU*b`v)RU%j6vFyO=UsA>0;gAtyXbB1Q60 zYri`H@d+2l<K?AMu9fc^8;qyyg+#GvKYW9FVEs*?)GP$k`(hD%C5dF-aI+wMu8~^R zHG^NT)!U^5>6`HItp?3n_GBum)vQU%>{BIDq#>cjeRR(HO<+3~oiT#WKS~k{=CmRQ zo;U~fEcLTlJ4ggb<Wz+%!|!PQ#ZhVM9J%6M8&y~GISV|a+E{QBdr2*r5H)Pf#~Qvq z^gG<4a`G-Q^6sNW%X)nRsY*>*R?8u1cCs+41CVnz`_9iZx`4Oo%kG>eO>{7kHUXu7 zLvRDW*>^b+4Vzx{`2B1Pd};lgJ-vf*DrN{vB}p<8ncXx-0v){qW0K0Ljp@ot)u^-9 z4^Uq$N)=`=a0}1PJ`7&bAcxOYJ0Ur(rKO-Plfo(eP_>!3sThMbWWrV&p|k|YO|DEc zBF#gvv7oq7`(1=7=s`Jm7se$h6a7;a5^An^1>gP2lnsP4ijdFf1k%ge9<#|nN^cpi zx@<%O*<}=e#q|I`=!eL-;38OlchaS%F3?LZx*vTo9@=8{XSq4`Ud}Rl3|;qxlD~R7 zES!{=<)(a!kB1$8t4iwM10PgogxnXe5(Sj;E7#K`XsG<vOuIiE*)3k(cQDciEQ4w@ zM|nS<*H)K{sdh&`lU2tkC6X{I+OZ|ERH$|eG|2R7hLd}_DivdiI^02D_W+G8H-}Hp z3{<qguYabdWh<}q@)}~uQRTA@8M6En22pFfxwJpTvFKNOIdD!%eBFk=%!`D@*5nyj zO}GRyCTspJh?Xlf>GB(pS<ZF3*XerAd+n1EBJ8|4?QAZX19WwR0?ae~7+TgKqNTI_ z50lRDuZvJ$SjXM-`s*|0%O+)RXIFdsQ!$4RTKDwyG&;}={`*+#_k3jEcEShBD!*JG zaNpz3yN^)w-pchlz3)a5t?TT30oaQ|7=6H!?d|iKpI@q3=ULYcr1lvm=0wfjZ^}R+ z;B?uYV8(%=@~Lj>-=7_RB2C3gbeogO;;@F#e!|k31b%mGaZlGnqO}k~hi@dH@CBz_ zGuCfDuIAtOZ@BB-0E4elqdjyq;{2{BXa^~^Wih-rH!ZEzx<b3d#p}J~s2S~GZ#gc` z2Yr+bpV7HT(rcU~Be}xsy7{p;<m}^lK1)r*k!v3j3KmUF4d(wOm{(5<kRwPoe#H89 z_^BCWfUA^ZE~M2lptnp@$`z)bZDBxIB%GGb4Px3%El{n?$;h+=VAPsIq~SNL%o}{@ zG{tn?t#yuW>bC=*O)HwAS~9;5{n&^E!x>SbcX<DCSI6Ouz^E0?%z>@!Z|4-4OQ}&R z6ZZL{dXz`;s=?;(p>m&tcx#CEf1c41+$SOEq{9ilrIXT8gQG$M5UV{fD(L%FD`e2F zj-~UG<%*7l5`0Nrp=kDm%j~zXvOP4f-kAI>H0c6C)6u|~n${y&ARL%2IfKNP%7Vy_ z)H$`DDW9z>00*e=7V{xyq9zK$Zly`kvu60_zth*Z;si35J#ss{3iE*Bp?EQTLsH++ z^p!L^6eml;c-_F}7qRl}q4<3rvaIfqQ{U%gylu}38Hs!p__^g3kqI-nLJb=Y?PbOf zb-M-Pgt~0&p3bJaGtTTz?9Pc4bEI_`A3}ue3wGP6Ehik@LK+ZZk^q#Y(g~!WUOiLJ zTnro|D`SEY&5a&Dl&#`8I^=poRQyZ#RJH`cSyZSXzErs{FnSL-UJEK27xL1lkh0ji zSdF--z^Z&0##;djM_gxNswPx;0Urr!xRN^GP@xA|d9;%fnzFTTUmS#SA;`hT=IdIC zi>QH@fG@}7(WYRLn!0pODvi6(k^=KH5rKgiYB>y%^OqGB=v+#Zf(U7gnnB9CF~LHZ zB9YRcj`<Jzu-S1ejZrG-%As2?iHZ!HlS15M$HO4imNz(%_nQiR-Y>9WkM$%jPJ}Ev zSuu}x(Ge4Kzn*rWvuRc|V})}roHE_pImQYd1GMf;0zS`3iLzm?)5O08y*IXIE}Ypc zMWw((791kk#5k!y%QU7>?JTnXSRL6_Wbl-%jq}~YrTe?2f5G^CP#oFmN;Ddq>bXn_ z+ZM*gGhIR9Bh5HDjRUv6X5r=HQqaFJ)3k1c-!BS}FI(6zabn(QaxbS1M)wc-c;Fg^ zcsMvzpIzRgs5aL|bC&yGCsEwHXgPbu75w#(qOPV+_o>P1kFM>WhyRu?FST;(_G4cE z?&jTZt%67cEa<1(sV<9?i}@y#e~cvsv)N!)rtF7YXHp^x-5LVmrm&a1uDb*574H-N zV#(JP3xmg-t~<-yh4Mu^^h1**S#v{?mUchrG#k|Okaqo5aGSyK=GZ2$?iL%!9otSt zQ8&7KXiuM?y;5(+PoAcT#I||GE?3N-FBZlZAUxPqF?g?U-EF}(SFHB1Le-<TTDKb! zynVp{u^$KVUKf$N?O(4R|3jy&ME&R6%{n^)O1i2{#Sl^NyYqXIBsn5LDcK3YSpXT% zY1iwEn(t+j7KSiTf-`!3m_J)?KGT2w-%~Q@;ARMP7~`2r@KK@N{D{okf4Jyx&HbLr zyqK%cMi;^_82L+Y*80VDA48|Fw~MRE@*0Byi8S?FRSMCjCT~3!u@KMmyV2Nz7H0_p z%jL=98M!#3!5TLd^s5|Cw($qr${4D2W<LvDeO*6Q{2WX)&D`lFPVW7Y6tC3WSNj^b ztnrCP_;s?lP}pZ=D}O~cv)$v~LHy?$RntnP$V1khq8wCC?zfQ`sT!3Z-dm~7rT$n3 zNpnv6=;cpsy?iWX;?*1eiW5BZAi4Xm(eV;bMc}_!UgH~pVnbk{DJ}v8gXRKdOulQ} zHLnMyFM>>v53-}>LeD$++14GG{KG8-TztFkUwxa37ugp`n^KR<rZE-{gp<nVayogy zW3X;w&5A^i8NqZ7I3tE3F4uaL8q#YzW;1uFh5u7{K_<e!Gof<^@ZGxp&sbnrq5y!6 zOeb;ERx~@nOpvyKJr!KH@$WxBqh8Xg${Fn7%TfhGY>8o)bX~^CPySE-;&q`YU&3me zo^_IuexU8@7{4(!#@r$F8nAZw0j5tfmKV#+YL=<l26THT;7fRSQS8=idV_DO+3Omu z`Iw`Di-Cv`p`Ea~4MFn&rM|5X4f$ngUmS7^hTrm1(OY~dLeytR??+G#ojk;bod>&0 zNN5Y%=M8Xg3L}YM?;*Bup3JqH<nWnq;seq{x715~6@hHL;~tn0!JJ$mY3a804tb4{ z2Udrs!U4ju=Ixum6LTU$1MlO@%w;s<_krtC;5$dTX1sXxfN;HrgIdP~YPDf>#;OEu zVTz?G&<85~0@BFo7&MCaMgAtAr6fSq>ZyDxj1~GlAo<_p^A#C_(I`L)V;}M)AFO%< zZ>zK;Xkit?^A?c5TThIJI9>^$^}yoKg7kzbXd;*@oKqKGS^;Iz@SDRADY|s<fHQs7 zr$3Y$jZXa=qf_aVTxaly?13`-2OTH1U|~~08k-JR$sZ{Pi^sdFt<WaK(XMnREtFrh zuA>*L;zU;+TtDGMjkgB&y^hGrFw5ncVVTk9)co2C**b6mB(03h?pUms$@0TxCBj`i zdSqj^V+H4d+(jlC)x3i%&ilGiJV*h-Abr^2O&coho#<N?T$B27nR0~npkIp*dIux- z#WMCbRtpk~P)qyo>wJ&;_U?1e-#c$g{jRZpaC~pnmqZmqB|Z66J@r#1{!EYfc!AH$ zsW@v7DOs1$OqiJWBOCwPg>hqRdv@&L{1=alvzH~Cn`6E48n*uu!upSTD=p6d&80)M z>+5G0f@Mui7fHX`K+v+TsW8$tZ1_H2IXfo4&dG^BMv1u`^-Zi*|1x#FF>7AY_Px6) zM8P)l9x%f$Pr?=jf-;)1@9p1Tweq|df#XVQAnE4JWB;uEbYWzUW5s3Tt{lS3v2UK4 z1|S?BYdW?xhPQp7{S#^()~`dNeothPPjH~nRSNybf2D@ke{@eIy=NSA@$OJ4y>YsG zdnN5yj+`>P*MH0q=Ezd_Z*6Tw;4zeByt;`14@Uj<2Uwin(>5RjF9j0Gg#G)crzb!% z^9n%xzBxKxc>C-~8iWtY|2FzrwumZMXe+FJ{ZT|)3<cCJdqjstL^@M+;YbWNY=7zM zIO@x5ZCJBD^_s?;Et24gY`9LDo35YFHIYpuU{I|+OGV#*$S8%`TDX|`*tz(abT$aA zD>Mj?C|U&f(RDXn{&c-J2m8a(hcmNhu%j2FvtN=&H2`-~70@Txqu<m1>-wf?X%uS% zA-;6$A5f$J*oKSWge3xUvYdo=%QaWFHz|ny&3oJ)SYWFXes#H?^Y;i@Dgw^8qwv73 zM)UK!tqHG6ZRN@coaZ7<m7}oq$M<3m9d2msa(zxbMO?M~%V+mzUGCe}UEXI2yEJ3P znc<RZ^1HFas(~w3I(KJNKS$S@WorVZX!q}v2NbX0*GESo0u*|2=1a*-AKYFrKOVPG ztvz)_x9X`)gI=OOL`|zl@ucdoQ*~NQd1_U=GQVpQ{H9Ql#5pyAzZ~mxUu$-qH&R0S zn<AB^fu!C@GI0yuA?41YkU%B{K8gN6b*UK=ICQ~OLT`~kXrCFrfN-UK!|OMMtJy!I z{mJNeX@cbs399AXq|-4K$TOzY)^g(UF2`3CVEovtYZ}+%uA`1AQ9@PF$RVv((R_v1 z?zw9j7Kj13{h5C<T}I3#u;4i<ByA!|38DgqT`VhmqG{fcsaKHN@L6nWWeW#W*4da9 zX7cJ=(1JoCMfgf^b|cvDPb4$_MJK=FwnS|`4x`!vw@U|6IDh{JM43%i7;{1A6fl$S z*IE)rQ!t@#LMcE~=_YsJDt|xeaEbsBLyXB4qFq6tT(ua&I21;7`FJ9SRJiUw(-L`* zxh6v5xM18vb~ISM0RQcBJ>3Y5Si=Sl+EDm5ay%7WoQfUXIf~d*Nv$T4_%6dk2`Qv9 zwmGXH7aLj$!ZOCsIH}S0M8rdW!!+VC3UmhEGi{P?%Syd@3;E4DV#$t<Pp{OYz#3%v zU|aqjn}4^cH+h3Q0Cts3y`?A^i(QL<gbRqlfKc^eLpC2t+r}xCilh&n<#TZ5n6yhY ziZF$`O-ZW;b79Y$X>4s<BGp0F%EY45<lsc*Vs^zs%(4Yry6oG>rs0`v2E3&A@{C^# zleC7OZde5+z+-eFrn^MjzsRo<=t)m*dSg$rIJg=nrg_dSnkMq3vP8zB7F}m#*(`V; z)TgXr$%#P0OCf{k`C{|&v~rGYobf7q@pQf6$ADJtU2W~_?c<Ftio?KKPMTr+Gw`x8 zo2V(iPhwdWn8?VGuY)KjfhVXWhNty5T=w=$__vO?dY^$5@*mOJ%RpXhN(MIh7g3Ma zEc1aCW#_Zg;;;{<kN3JA2P{THKQ@NbV&DDtn=ejtw}4xTo+^!fN9O9a?)Urxz(%^f z($5|z27w11MVP>SSj1V|_t)5gMFhE166~-^yo>x^(rwUN4zHeVrLxy$a^SKAp!5|I zckVN2@LuoYUJnej6T0<n=3%fpozv50{P{0#t6^eKn{xHV$(O16-yNl&<%s`(gNyL% z(AF`K=ap&!Vd%R4m$CWz-g~?Kz-Ks+zWxnNDk5$5@?S{HjUb>&?r(d!#JgSbYlPVz zcRpzj5uRcW+H{yC(0ORkgumZ#%qY4KV)#_^`$w99jl2-L^J)sjTUfCHUi{$E3eXC4 z{sOp*TAwCr=#W3(1tcpfrdYHLYh}^TpRGS<bv@yAmUcQp^ZB1(UZSrlkJQ2Q*-V2{ zI0>2n&O=2bwUB~U>oWqli0OT(f+|I1gt1+Uz3tDO(%-tuAw48`ZH(~2!BYnKR0W*b zHFB#A{Ffzvx#oLE+MRJ5cv-)VG;tz}6PG3Ks;Dilm&rB1Y{X!<KhnNIo>o%o^S9wb zC|jz4wX%y53m-UUBx%kbbT5CVN05fRCm_LotWsiEIvmfh?D<)CI8*;2$(#!4Y&EP} zzTZ4fFkxGcfD-1VEUEMiva6+Ik#ql;1gctsa9lXHBP}&$e?d%0Vsz^bt1j6iiL1#= zE!53rt-rB0x{vYU<mJcSJyfh#@mp_N+Y7`ta7MnVj`_9YL`IDo4+&Krl*fB>bd05| z5VB}Rf@oX8BNSo6qhKX5dK)DHB}A$i9j066K*!N&P?6}5{Q;t);Iadu@nI(W!-OfE zb3ft;1qX8|D6lKyx8Qj(<d=z{e{palfQd7`p|$L5Es|ZP?%@A+g-Z6#MWC*+qJGPY z!$&i}?8mzj-8!d=<%6E-A8WZT36)A);nXGd?%zPIi29RURIA-z+P((QXrx6ZpJhKS zSgOj(199pT&gi;8Vh*Ru<R93LcOperqWWCKPvL2#qd?{W&~4Ae)n2~p`aRaq-Zi`h zy`+7DMZ^u7X2b63(#a~QYo`u(38IvTZ#7t~^P@a60tl7X5`q2qj|IFq=u5tFNgaSe zlTAuCcF?FJ_Ya-)dZ%pb5>kamGj%L3KdUHoP|v=|1u_3U%tY~v9i-q-ek1Mmy#g5u zBFbPH*P#g^EBXPiU*lx!CQ3*ck1K;rtx;*0ociv#EE8997T~U)*D0Nlh<EGZ)^iCk zI`x}s*nd((pxN}8v`z>PPR{OEMOB|Aona|RZX9o#{j-G1l=97{er_hVA8R)W=UiKd z+6DTiu!r&C2p@Y>jx{BSZ$X$_PcDBxH*48(<dhr4SoreC`l`{UR-kmt(@#JY2>ve$ zoE?^+;d=PTs~tZy7v|g>Z8~SZ&%yB=O=;D19=AY$?+Nl7aepbpn>sRl-U`CbZG9aM zN;B{nC~ivwm=v)|<A2pue`?Sr(`hAxnQb;#rknl-2(RBFyq^D>vG<w}6TMh$17^cB zVrUZc29Vo14!=o3YG0F$*B-xn5~hLqPTzl>e$RRq-)jVCZV>W<885#I6aUkN#Y{nc zmvrpCu52iwO37#9cexKC^X)r3e@_8w;&IERlb8TMaX<!8AJ^QwZ?JEDSYj~noU~)_ zFO0g%?l$uLTU@G|Ly8p!49U^ab$(UMAFVnLk%K<wOycF;^-nBQiutaXJrWstUjUCc zbVp!rL<^j6u3b1^XHS6J%nOe~!y1)77|7Rx&+>j1PeiqMh0<iL@?DYDdJPEP-nfUa z89)8k0P8Gdd93M-lqWWg<EW*#$|ayD$P6F8VmYGqkEm}KxZ5aKa^uL+D6yUR(cTTc zdO8Ris{U7BfT(*XRkIY0VZMi}=bW2JrDNZnY0Ft641ukk_bd5c=^A=mr+9Vx-t`}? z{k!3y6!_R+XW}>?t5x|tgMw#+f%q0t!D`S4;F0A3el_goy@jN7<`}zAGpl7noci27 zT~o5Lh!x|hMf`SgcHS^E^&|qm;IjUhXhK_WYSf*%qX}32`?b+ucxvt5*#2o<=X-Gg zJQ+Ltc=G!?jBIdQz^sWbS--v^nUg*`pkc$6`NxT1wg!@`yVbk{8MgYj>}Yix2jSk| zY7>gLm4SMAsQsEfdY>l>MYC{0M~TW{vrm%7o?pWGO5s4i$Kk|1>Qd!=*tz%<@#iW( z!05>kY~({{GjqBTm3cz}t`gZ|niPw2B{Gk~d6kkJ+b$D{U3I{(PV4dJBNH|~!y}>U z?@Ymv)F^oIIVYk(Ys^?V*9C$c!TlvnVrAS!rnsCTg!E~qxexKRwF&+qRO`D?JOSwh z1P2Gt%O_?RZHhsJNp5y0O*n6C$zHA>Js!wSbaW8&VeFM*Dddgb*oQh&fLG!le)Udz z2Wi$;$|E~EUn$qRNcWv@LqfU<H{#dP%AX@jC}#WI&db%$t|&U<#UdAfaOfm-JVH>d zFid|UBE3c8br%gc#!wzf@uZQ$fmp!N*a$`mlBhj2XVtsqHbz0yJ3!u)R%lw1Ol~Y1 z#24<LS6d|ENe3lWo<>THu)3x79B5hlS|$XYq{{{4$X)$sKF=O<658@c5Ifz<D6x}$ zGuNX`V5){B52jXE8foLrT$O(cx~zQb%KNrhULGf6@?9D!cw7dHPdTtica_LjT!N?P zl^b2*L=Xe^dzi68>vPb)$)DYN|AwT4TFq)e$SN%_`-eXGBez$ca83zh#35^S$ges= z$wW#WwW7aNYA9?K4Ii>&r;Oxq5-989sS0jbZ$Al;>wnR#me5SRd{3k*V1cMQShF{f zT5YCpVuKhUuW0iFoJtp;BWhMZ4n|WiR50Z9fp55ymX|Xiq>|7}A_2?4N2OlS`+JX0 zbh6aMgqb@|b>uw^Xb_wqE1R>ff$<D1G7Kkmom3j%a}C(>@O<|BeGS`RWkd|=$zXva z;upKFpnS}?=)7u*Bfm?lEjMqY`(XBhN?n|&$t*&V+~-St*LHK7pg)#eG@EZa=J)W@ zCFE_*2CN$C(FOl0jtwjH!pdnqIt_xhUL3wYJWz^}we#`MJSD9&yxXe!zb?RYh}-JT z#jVc)H`wsq-2=jm*vWcBW240~w#e<{%eGqkIsE*C5Dv8EKJ$P7&6!l*%R|R4+m|02 zg{#7*L97aD<bs)l7gs<D%ulq|KO8;aD!2Q;F_3fK<2(QVI#pelEL~e`-cYZ#ZC2QS zj^rFi?5^96GZzkax^tk^?ydXvd&xae{q}(7`yEufasXEy$8!g+cV?AiTo`7=f+|9l zkP+OheRx-slKWQOu7xX#V&1V^aqqn-Hw%xcjJzx1buLPgmL<vo$ziJKXm&`@m@56x zpH=K~+y55IA*(`!O~kB8me7eDQCIKAR^}{j!;beU@W#=+gT(WX5JEG+9`gf^Ix58s z6ll5MbaR#Kcmg!E!fsC%4U-?z{I1lxyf+SdYsk@;(?GWCe9IypTydsZX1x)WDM&?O zdQl%nJfe}`Y5Ts(&(-`n0n0r{w)bY~%huS<V;5YfGuU~dMI|*>!ckSK())%!FpcQE zOnSW}BSd5{0c?^#-kgCwVKKT0zaK_LppP#{4v$}kV4rRbTW^OiQZ@yyi|WQ(XLmxf z2l$i}m?pJQC8`&>ukx(VNq{OL#N5u0z>0P0DjcH}E%XcENW0I%<$DjZJ+T}%GYt4I zlPQO#^Bj^K150Ryt|Xv(e8fv1imC>71;trC{7}TNUp_+ZCN)(DZFxeE3Pex@FN#eY z=sOzClT0(DB%J4{n@NG+b&3Nk0`t1mltKyhN)k;f@J<MCX!RzK`4^`I{e*DF#OqWT z(tgHCwT>#BmS<BuPH_E>MxKj;gfxWE0*#0%&1?Xi8;H)A|6mm*!zZO^J@Ioq{=I=Y zV?&I+2?pwHX4rnias-6z<9+PFh76;Vswr;b$18#@Jw;Ah=%(FQR{<<BeNLUPrtBWb z-CEclf$Zvp$GBG1EW~_j?cM45V--(3t~98rAM$Z+b0<_cZ527TzKypAU&`1Z_eeXe zfiFBdw-2xChRgy?;`AEg6A#%g;VE3f`|_p$FrB#4_R01S-rHa&t$JodPN|lqFnUhm zuEbNVeS=}UiM5QyOw1U~e8x+r3hJ1NI`ry^pB#GRfyOqWg*)9n+fmLZi>g{oR=|)o zqhannhrjj?BJWtXOHWW>V7xVEDT;>A+w!02iEl>3&I*SY^RW*xBS~#}#EY_9`iiz_ z=&kLdTeD-!MNlrw1^fD3*wHKIG<Jk3oP+}}1=K)r@cJrMbyHqLjj381rtiCb({ab? zIu1Q_R7}wcwWvgZr>6u{bXfM_cZyHeQOI@lX#lQG0#)o=lP&8nh|H;Zy=9|djK{3$ zhf1XTTpDpEFfgNPdT(@;!5XBA&nMjgDRzJJp1N#J9B0XdNM;a6f>^Iw$*#kk%=c%t zNYV--=T$_IT%>T@#lv%<<HM2tb3+g|JD{mFr(No_yZNiua){FP+6sKfKt<bk21z^b z5@LtAPtLb;mML;KM2H8%;&Ld4tTO2T8|yVt*6+jp3E?aGfkg%3T=5t=_4GpT|EPN9 zn4QUE6f-tf<6F>NtlwR@cD`}3eb=k2_Uidc-t~N?;ckx9b35zz6hZW|Pz@BEh+eNJ z{d|l)AQsVI(rx~$gy(u}CpFnW4kjO?J9ciR`5w}nY;^1+`1wIMX*<vOEk2sC(cqea z`};J6-<@>1UmTwKP5Zry`5j&`UEkWp0GFw*L!DYD!TT(LLtb25Ow@HZVDz*_w0@b| z{JX33*o<Sj{UXP0?H<<LIoIL4G?VM<3;l0^gbonJ_l>R#{+njmps0mH4z|W_fiVA* z8hcj#_(R8EzWmw^FWDmo1K$hi)7@29l*QwhIHA|;00g;IH=|DM?!R-ssYH_UVi>5L zl0aab@!i0Kh?~KxbBX->GUB1>o?|8g4$NVtnX`V1hA9PK@r^lg<ycR5KkWe*hPFs# z!JjVo{ic22R|v;T09lRK*AUsq?sebOoxk4;XIueJIkn}yj1Xn}D_m0SBDO$GkAwNK zap*q6xQwiZDZKpd8!--%gT%3HZ6D9nIWf&ot9oe~s6A$AP3J)|d}%9mZ$j9fmaV~R zbm16exCM3i76T61kSxgBsNTm&4!^?}ixr2I#{>KJQ#ovM5f|X49k=4<=jAJUdVTrw z@u=RKSx@OAz7Gc!avg*9y3;-Pbxjp@O|_Yoq+zmr4Gyo=l;V2iY6IyULA-8`@y#Tj zrAnt-!xgBoIh02NN1{TZgj$@vZH?;BrF*w6Q^ke5Hd=JEMID&#4F>8RHB$)Po-m{@ z_kh(OBw>pI?)&sf7J<Dj9iGM@aMNjzD@-dN`)KEpjzFKbdLoMF1bb00(wfiKzuT%8 z<{uuFJ=TjB6tx#ElXsQ;XtU!HZ)isR-5DQ1r)E?5IwJ?lL)7ntDSooT*|f2sTK5V@ z+B;k`AjJNS_wPlvW@C1)vD^$S+Tz)xS=M~cIJ{Rvvoq!y%^t%r<`GKSpyWoP9-^HD z1i4Mb?K*^xgqk?rqjF$}gf_=*)^exg5%4diu0qlfm-!vUgc*jQ_&JfIpM)@5ZHo#U zxnV63ft*yDFa_Woo?1#LK0U=LU>=p1`R|s~GMrF~4+DvN%pRZDK`+7syFIXMNxJ_w zFJs^=WH0M}b>9$X5ZiGN=8@GFGQ}qQL#jWaGx?RX551zJ<sk|u{IJ(r=$%9ELV%;c zt9i0sp1|q}=5}jAd)pgo#;PdUu{r#1yzC#jG$f9>y`<JqdvYFsW+UY{lA5{Xu6DwS zs!Mf;0j6AiXvS|4RO!+L!3enL2ybX&<+4k5?rlkI8P&uCz4ON4Jq*zpzaQINu13fY zM`GJ!>Z7X{EBvK!oB28ct4Tz)K?VNAb;Y9e@^gj?j)y2Jqf^#CUH}rjKUI+@o+NI! zmF?qE>&t7y?b=kTnT5~B*|JyOk8Si6DP5iY?{vwbKLaEJAvm;sINvz7sl(w2LnUrV zWs!q^A=iD__+=uDU~Y*#W~_vPjK@YB2tq?cqXuiTG`8xkRv26xc6gtOIF{PKEC9ZN zLmd}m*0-}~M~0PNb3%Yd<!jFR?Q^d>TQm|HeaJ0^WGl0rMu86IvD{f31AnAt<FF7} z9r7_D7RSC&(#O1t9#l=iqZ@Vzdu7U)Zl$o_UnvWA1H<PRzl$?T;x`GXxlevK`3$~$ zDqYVpwfBhw7w1pAStV0bGto2qW-%EmrHfNjepidoZ?8?Ag7-~lkL6-_GjRh}o?FL@ z-t}7eDQqR8=US3clgk1Mu{lCVMF#7c^3=(R&#WH?YpU$@O}7L@ea-}z*1d{1w|?^< z8hKpOIP8Y`U8ec|qx792pReOQ^qZ>`eXTUSzK6EUp<KVKthhdWa0T;5ZTCz`p=*jV zd}+Yh5;A(+<?ve!61%s5oe86OEW)|#9~j$|!_F0H^1hw2e_qn<*z0<=pL33l5-Zy` z%=-#@9o6l;B&c;CpnSccoOgK!78za7;wE#1__0&HhJ@BGg2e8EfR1Wg-#1@i=I&DK zwOZ;*kK&?^a&5rOai}y86TKa{UH=WB<1f@$^8|dKb}j~_!bXKTu2w8ns0id#bkv&N zL>~iY#BMs)c_>6{N33kJgg{$#-y1WOuVk0$#(Iy^QNO!7tJSJYBhD__o{SR?1(iK! z**aUml7Ru-&Z<Sz_nNf(@jb1#3;|c;FwYtPgyIig*XJS(zSkBnQ;S+|oC8nQ>wahV zN|m?m8-xQJTloXk*He?Q;EEM}O#j3pv&@R{kl-m>-tzRGoN_LW%zP#dBKg~3ces=G zA1@5Y84;E5Km#Ppp%^%!Pl!u72hPh>4p^G%pvK91XRgRCx|$<TQycg%wFVtGy<TcQ z>#tAEd(1(GsZYmo&mCuv`(5Y2r**&}=9`-VX2wk{0tLmG&-@^<`up<Nj0)Pkt>O<l zV;uR-tiIEunI(SABZOf0o4NN>4^38mCou=@PRlil!MJ<9Od)-lB~;%n9SaXMS!$3* zN2fhLhc&|Z^R`1*{4tUpQCPzd^`?rf#ylA_yl2u$XIlKEbp^^$yn4alFCxW{6F3;9 zj;4S{BjJe8RN%;+)%rKKR*{+xjRfP@KtAm;`8*OoWPR}`qaD&t&#{QWw40H%W<LMV zs&&oS9{hm=%-`di!bSdbzDw#~A}(l@kP0{VL~p*h^|?)XYDiAyq8W<9{TZD_a0}Ak z{CNGqnHh62fcP#OHE9(&Ks_1r_o(1HkiJ$=1b!;)kxu?rMaJ%Yh`lt<?O#Bwp)ASi zMcfDbnVw%ES-@ZHQ=?S#hLjzC;o2Xxam<$LRARCkuZ>S{i)mj2xNslCwd%qe+E#+U zm>`Ku2YooREl8(PrA9=JkF2NAMIz!JMSe_wdK@D;CV6arWI?Qw;FWR>-r_-=)$;3# z(00Rn5a-z_p_|hCLmgd$P=z_`FWXQf-)CQ~u~f*2WgX!p1dYlLDSGjjG&XEDhX24_ zEF#VHKFbz!)T#{w*(=H+StvwIM)4bh(WLi>!k0R{XwJQ!QxlXzL>Dwu90t_5wAMh# zapmbpGwDE2DdlEx+Rnp|F*A%_id1z6gla{BWkZ3U&RB%iEIsN$(e+Qb@|xO_fvl3; z`t$WlMgAXlcp~As3VKkPtwIPu547<cPJ5RM;7RSo2r4N{p0tMUNt_@-&vm!yW!|L7 z-~1cidh?zbA3f*Gvvg~9X2_Av6KR`{y}x`iOW=2T?#?g`(i-#7@H@X43%a=b=X3in z)Q5?HdtRoc3DV(nuXp|Wa%%af?e$+mO69!jy4QEV<^z~so9}kOj9ll#m|^b99yULR z>515#h5b{I*z<ye<0kOE3&9y@u&=3FHTdENi=^7t82tose7Foz8tK)n#`Ncj?KMKx zF~qrYXm=p<v{zDed02DKd%DBxdY#06uI{=Bx%z%B;WIks_1fen@}O_;b%rAPknDVd z;IIJg+;FCN39Y@~LOJtrJwgO=+*f(|-V7Pu_G_hy-RwX{s@N+Z77~iXPDQQ@!cGad zGHRNG9%{?gKKP@Y57WlA1FJrrKmJa4iUH@=>qQZ_p!@N!q5nFilYaj~`P)tYMN@?S z@0en$O@UPBdCcgq-_*#(K=wJR^-NQ`M|Uf2=5^)9qQ=4qQ3?}yn^-STASyQhlqf%5 zK|3GG#DG)n)r{kbqoo~N{PXd6q+%9h<bG`wmqOpTb1v%~p#<~5_zd`0`-1tEt?ltb z3CTY%In{SYADzAdWQ|sc9VEa`Mcj;ojE()>M_=1|h|9~?HUCRk^YgizUtj0I%F05E zgBkBg{WqhZ>{I2=7Rt{N_2c@<GWFZ(i3f4soqaQQtQ6Kmvui!Xe3^jb>0*z$SR}IH zW>s5ZoEzGAn3b6oDzA<k)a^2$BVomH{wIjdpc_huB;4SvtgQG@fk-u@j4CmyHV-SA z&vN8Ay`ABIepoho_<sOCLBYO)D_`;jFFJZ?0l;|JzyIv1fB$QL#6luYMb<+Uw{M@5 z&Gw~S#JHV5Ow`V1nOoQNuKU0)1f&TT1Vli9YB5C#Nr|d}lwzTCOC~}#fVEtgJlUXZ zAhH1jb!`bi*Idll8X_UaOMW&1K!XvHxb@wf_e|>n1`QT?YmLhy#J_<g>zZ`Z>Ztdk z_YU5$x2?@}Hh@rE<!m*)hv!B~77|e+#!G&(?Pn7bLI^>lC02@{C{Fxz8|9R34i%A7 z5E9<9bHSUCl%m0~?b>+XH9iD{p#BJ2Gqe~jva_g4w%Tv4Bh3J?ZYWN6wbnwwcg6>M zyDHAHvm~Py61&zHkWB+As5gZ3WHskgb{bJ15PQdx)E`3E+|-y&XgCIF_XK$l=O6^6 zWba@a>@*Be6j6VSPMqIT>Ye3$#=3$vl=OnBAvZNt(dN&E%cfg1$U_Kt=GhJa#Hr7B z!n7H?arD&ctAYJY5F$h|#R)eRH8rA^z)wlWb<yVMq2tEyxmeou2H^nFt~Db8)&{CS zTZ<y6{s=~MSpcH-E$=pDbbjf9F92XP3cLdXK`^&I0uEA%!O%}Eq$GBzOJA2Q*Ty*r zA<`b=6dbZG(OLk^{U8L<!ZNnkxGpK}K}9ePJd=t!v^KgmQExz1!MdUTaK5MeC($90 z&wC0FrO@tFiUP~PIj(XFw2`b&fk(4&Xx{kq;9GDp5!V%)hE&AX!kW<a>zXxzjNm!= z;dN_aaInCDF&vsrU{VTE1P~GhE4i%N0L9(3!tPp4QlC%RG_EeBRZ<Fa-UTX3XoAdn z{=0|fmNiq-Ly@y{WnP@V@9zF^c=7Qk*yyM!FP&dw_Gugeh?Km!zJ1MZl$KB5clT&v zVee;TgMK#XFC95_@u`bvJWum-wmn<BwtD2$(|XZw-dx{V-+cJwec$@EuX?&|0Q~B2 zzx(4)UdaZ7Q}>(=0w^LneC+U~wq>p3EG3XOmXe;^TK82Y(mG0eU^d=+>zwyo6|tbv z^5Qdmi&W~!$>ZlQTzd0wy!`;cf0}A#ZR>k~>=!=%<dyT6R%H~Wy;KNkjjgY&z5lU` zzxT%<{F*O&`S*OsYoa@gboSTrBa8Q(J-IJ~?4Uk<^{EH&4?g(d```cmZ~o?Qe(PJ` z>b(cByuAF#Bagi1HLtmS<Kb}l$Rm$@-Pe8Hr+gU)bx;TO4E4@G``8<P{7oNx{IZm4 zxHLX?*J&BaGB0>_t*)wS!+dgWEsm5RdhqPABd3<X_~kGB`~TDba1f&c;Ly?tfYv%M zY5;OCH;hR22YNR3#Y_yl*C}QYlu~tF=VcuLd{I{Q&bA^fA3F*n6{%yVPaQjTQa6p! z7VK3LCrKJ!?3RukUcbKj&i8#x8@tbEcx7!1K+@Z<jRcTn+39=lx%SkB*<{+1gu}}g z7->Q}=BDADP0IS*RM0JJfP`Qn;5}Cbmjy*J4M#)~2P!E55bK7E8Q`fmW*>s15;hIj zC8ZrZ!#l7i5<*4n9S0hAZMc}id#{_~##MHXoB>2B#Ct#d)O$bt)PrY_{p8QT<u$K< z`RiW$6~Fz5@BhL7^UalIwXhUrJzJJGpM;PwZYoFxcGN1LeaCs`*8Z(K9i7lRnC%k_ zDGnWLUC^9m)1WTddsvNV0HSuDAI8Z5GgEI6DA_1;U*)aOyk~gF?7>Vbrtu<^U~5P! z#K~Sv)`g9=blY~$C?zEc*A?<9Kr|Zjber=D4aUg&K=+0}M-<+1Ib&S~%WFT~>RJ*+ zLU`xcTG9;zP%*rP_vw)nUMXW8Gjl%Wrh<woPASb0r?3`al8Q}@B4=w*&O{XRJeNyK znx|xEJ<K#)P1yiZiYn)(qPhZrx<r4l-##6ka$&yyDhGh1oBx9W;<^Si$rzqNKoleE zV`d;khi>*@`0)~UHn}cgH2R}<G#dW3hIP$#1@<tGRYYk<gN0jCzC%ex!!ZitstDkg zMvJ_)9;Tzz8$w8c;N2bwU2`#I-GBsFdGK*yAt;VJfrB6=*lK_v?j&W86X=?qp(vi8 zQ<4!|Lv#B;-YdLsx8W*h_B7|hgr9}D#H`O%!Q~794HtQ~#pM*Hq5d#{%oe>{!&Mpl z6sbR?I70x7fnqKtJG60?Q7f$%qeE~Ftb;XN*Fq4Yhy(v04DXm|cWOQ_A*eSD(s3Ft za5*CYY3~;14get##|RVk;CUJLwAC!!dKI-93W|gTh<c;ICScQqdytZht!AVB&IT<U zqFp<~Jr`nCaGAq7ap<U@PS_a=#FKVQ-`?!Z;LvO6!tLt{)-VV}6eVyjtfcj=7ZMc6 z1@lD7?kkC)A{vayGrWbQ#l>+xoiugDN(KAI-Q~3%I&QCb=h(ZzRN^QmtBr2JoTLc= zDa4?kPAVNGNt~r|9J4cPD{EeeZ0Yc{wgb<%Pdno@J^Rpo7eD@q6N~+`$Coaxtmvjb zdivD905)sP+O-=y8=Ief->HA`{oniy4shQ4fA?#Dc>eP0J)iZ^p2&AdA(j`0eruxZ zhNbi&?sK%@cQ$=l#Dmt}%u4SjJ8ZOJKik?NMwBM~(eREzRHMbk6?yf&A3R?-`suv% z4(k7RUA%hp+yBwOe$S&%rv3hz`|s_KhVxt1dq3IO`oy)BU;o|rT)w{cQ~&fk?ig@z zP=C4gX*nf_4jp>STi&w1zJBrI#lwdWpFMka-{bz=xpS|7{p(-$vX{N`m9IQ;;>4$8 z4F`2l2laIIj`x1_AO7gifBfRg^6{gGj~^GE*lE19bo{Q<#cX!t;uSlc9UAri$FF?F z%U*cT7k%CfjvaocX8H4~Ui8qp2hSc`pG=Gm?{~L6+@j&gm8Gi+NF{m$W(GsZ5X25+ z0tV)r*H&y@^|EAdxDJToG>vZq<3fo3a8Q)>#j7_TxclVZAC*BxFYYWb>yHNK9=`wa z|MIA@#!t4vK4^3)PDFp?{lwQLHzj05LQpoKB!d*}IVj=LRBSbNwlH3zC}t8cO_*rG z+IEl&kWv_qczc8MNqDjD-b86`uSFyX&KDE%R;kEUC3_DdPO@XCPaHdX1k74D>)Vs< z^%e7$cfI#RpLo~%KAJa9jmP9nv$n#4Lyk5`jM5D3S`YbFsK0w0gWY{QQ1vZLVlYV+ zr0L8aLQtF{NrNaI#RQ<eQTE)8@hR(5Z-BbwriQi54$gtvU#BF2kkCz_$adq&E+o36 z5bs?b0LU1q;9Q%;MiVxg^9fl)S$|KsH?!89PuXgMfRtS3AfjwYSqj;%mYhLdab3dd zmK!Xfq_EEUGWS(ZLeh8<B-<D^_U$k>&Y%($Gt`BjZqslfPylXmTa01`U<`T^<f%6d z9Ss68d(0*@>K+cAOG23Iw*Rkn*qGvYKHF!fxvAhRI0>AHF2Yc@zdoOch7Xa777t^# z&AP#Ki-|}CJ9^tj#5og=EUAdH0hsrum3Jlr9_)jA95)q;DGkPAyzIBvxy;ej$a)kd z!7q@RQCF<%Hszi?f=3>;2%qK}irtfX2eK$h)t-9Q9T01FapU~A_BrPn-Ja;)o=j}( zxGDjn!6Jyb$hnvWQ#9y`O@o~VB%ws$zp!&~7BZsoBE>1tiOuIFB`kwIBLuv8iWDnJ zk%x2KR33s<jJ=OI?;s@K>fa6kX@+8orh&}aXi|~LdSGVPnP}`e8tg5x=emS$yw$rt zc5wpZ!Z8NA@I3ZiI^%BpAu!>oKg4VTYux6l$Oe>VEwpxybrVb+VGSjzh*R{PpY3p6 ziBZ~VaDr`tBo#rbIe3RP96}a^K-v?dvER7a5e5j%EEJK1)dbHF``T^Yo(dL`X1+Ns zF)O-8p1AeU5t!K;4#WiZ^9};fuMMK>7cZ50E~BJ^dho?Bh|~6Oh?PrMSt`{Z8j`cT zx?<MuI(g)F3@@cRaqg~5=b!wXhtHlldGzMS_7fj@tUnq?Y3c!Mtf}j!EFU_1^x;$Y z{mXy+EiZcL-2Rihr#||`<&CXre>B|B`2v;~hecIaP0rqvR3rq&DGTL|W@kw%X4X4f zzRck)0~_lb+Z!8!>Ji0pe>55{jK)h#aoV;yNKkJu(8gX{*$nyf2lc6{Sy8?IhyTrc z9({80@S$U8PVak-5kf2;IW$}tUwZPB_~=tV_S3)egWq*9XZ<TzpT?fb;lqdLNpkz@ zATs@+4(czfuCH$Xz)!sS;}=&>o;y3f6Njxo9NzcYpS5;<W#h)m6Bn-i(|_>w&mf0; z9@Z;g{=$Ft#^2moTk`?!+*%}LvV5pszv=S{TSIA|1ca0T2;@8)tyiyHn{90g?~dPf z`i_%_+bj6=u5Ik>1Mo`=!@AM4S#{~!nzasKrBpAAM}uCP#N{ksy?TuS7J^K(`{r1e z94GO3v91b8MRC%iGG<r{076ibAx=@1T$j9gli~#4vv;tTq6A3_Yy51RqJ(<`NGbYb zpYQnTHYF9MeUg%tA|hsHYoTkd%Pf+EL&wUzEXykDkJM;E8y#nT6)6BJj(UT^^6{fr zFI@V_C;p4KMkE=Rg|#ktXi=1sB)`205cT_9RS0k4QM{kJ97;&IE->6VVjxITo!i|q zV5ETPylWNv!EGMc{n#KC?vKHqt?}DyAVF!0&~9OF?Xp5z_`KTBp<R#$fWfv^<hDs# zMx(P^=c?ekBpLFtx+a1(5R%f=>xxuFqs2Kq4o8?&jA25(p`UD$Zs2`0o5c%@u#Sry zA$mRJsJpp~{_f$T;h5pMu2AMQ7=z~6mk8j{9%^&K1lUu51l_Q6B#4^|Gory5nA^XJ z)~jC#SmX08c#pvd0dj-5DY%#+$bF3_3f-12$S}aFFzW_(u`UsfmPprJ7tp#5pZBgE z)dx0vV78-k@~4(;&)9>OrJ(+Zb=^|Fqln^!t!4oEbnf4PK<)@15=OpK1;4#8)8-Jt z5E>2pUHxvWJ@S)wkDP%sEk+d*K7efnfa{X;DVS-nKvE$D!ZGt~t8G9?NyBA$a9wcI z8R;{a9oWEhUq_&<Pot%ddb4*uUB9dKP4q2wKXh{?m>c#C35w#7)<ysa9ZfKPYiZ!~ zt4Kga+|*pmKt!VjW~N{YuvdK({PwNoo%L`Vk`V1)dlwpHtvQ?&AcAff*zE&CGNCmc z5E2X;jG=4NHR{4u`K{#ikgyPixwlAr!41)Gtb}BT`I@-H>Xh_AEn$R&L==nBA|To| zdnQ2)Ku}=Na9vT>Z})WHx$Z6r=R9lOUd-WXuuGk1o=tsSwo8qZmWB|*5tywuYu8uS zuC9=bj-NSo^kfTSt#w;F`Rd9lGdS&msA{Y+_VV?$bEo(Eq;Ni+&9-)`qBL4R`tb{2 z^tms%|J<qRtX@+_x&Qzm07*naR9xHKo^86?Aq^Lx5VNBChOhbJ`_4YgMD6@j*8ubf z`vb!eh%&?e&ZKbO!&zn#oCwhrwl3Mj%%<!toE34(-m&+NM0h$j#x<MU+gm%?%FU(2 z%STV04D$H!SHsrM4ES>c__fWQwT+2V^2qXdY2gkFem>XF|H|90-dG<lEF3?3`i`AP z04k2|y8qs%9y|Y*KX~6)e(C2Oq`3c8s{>NRK^@fdtN!md{q_eRzkKNUu{)yoc^x@< ztS-xID;vN3mUq4OZ+^*N*z*4B*RjKkU-hM*|JWnHZl@E@2Dfh@;v_wEtl3)kRpG0G z;+T5_qZ?OOy5gs{)*m=?WE?GDxw-YMp1|`8@7w#VT-P>t9(nWcT)MVaS}sN0aZu~+ zDK@uf%4t2FG}=;>$S7hN2R1v5;imLPH|r}9l9G&u3uuG2(7s^{A`;9@{UHd!LY$-u zVPI<Mu!sceMsKfkIdi5V1S$f<I<_-34M$N39%Ex*4H2?5K6Lz8mFHzutHCf{STe?> zaTMLUQ%cGcXYbm)x#1v$v7R8(9`*Wc9XrF0!Iq?gjFET*-hOoJkZ|{?ajVxQ!SxIP z;<QC&?WvN%;jGmXTLWG14&g}vevY^p3<9y|d;$=x^<^%Ef>L1Lrs#!t_W(Yb1F|A1 z!=$YnQ1g6CZtB+cjXh)}MvH76blrx=13(*UO-bT)MMBVcX>PBu50a6RYT=OGT4!C6 zZJMg~We)b#8?-v=r?*U_!5B@$x+aXfPwvLo;c)Gn>}7ovQzRLgCX7;%^-0Ac{~Aot zHP<zpx}`A08N6pxp|08#vEdkX3Ei|nN6K#0uhEUCI~x5S^eYwhM(BY6o^G?QAr(My z2JA`7wwu$QHQxPQ+7mb@K}j0i(GW!t63n7E;^0W<9qT%{0|1~XM%tq&Y5NP#^2F?Z zen8!HC*^-wa!Uo5?fU(0)}1e=)YOPGN>eb0p*M6BTrg=crmV*Rfyr7w+h%Jhif9mw z;yevT0CQEs7zo<Mu7Y44lmrPHEzdL0Ll>i)VRs{OA=tb2rjU|-3r1bO)1pch&z;6d zDs~p^VR<(tp}m+p=7kVqxCEhEv4D{59l&jLg}3mY>jESx$*9*S6?Y5?hHki+u`@p3 z5n>r}%yk8T=By+spduIpYuW$>FlB>mamm%CYieh$w+<ncPQ_?yHpT9ZA|*F9l%gm? zk_jmRVrQWn)(wgobOUy9Oj5vudP4??7*Wi+A*<1G;Hfv@rs8r&ak|^iXgMRE&^-!- zK$*{PJ+_XL-P_hrwxAmllKMj=*<PUyH5He+wdTr`Pmzq4j~xl<-Dq>|^3}=Kw$+-g zrL^arBO(Z4oZFe^PhIwBP8^ORRTag`<!g0O)Y^vSOe*uc@BT<XmfBctUE1p}B#}~) zkivO)eRKBa-+24)zw?7X{)TUT_`bVte?)}Z+?k%gw0h$1vv>UIWL9{viX!J6*t7Fs z_S!U?o1qDUC=&e<Hx)pX^(gI$I0X@V2d&vORa0%<T(9!-uKVwiN;zkNXwbidM(k-< zxIO##zxIcJ^q!9deOah;r;onsi(dM5U-gRqo#bZEw<@dVSN`*#JaJ|Hz860Hbm%>l ziqz55C(d8E^z*;+2QT?22LS%BRviHNgF2|^QSD5Nx4r8_GKvnJIQDGY(y`Mg&wuRk zUw!MJ902%z^}28R@;`g@iQjqGhrM$?jc;eLizJQ~#?AV=fREV8I<Fc7XU0pThwnZ6 zx4+`Qv(A0rzkIW<8;tMx4f{*i4f-m$yM=n<!u9X^C;!j8KJbL~On@R*y$oR(>|8aQ z`g{r!$>LJfA2fCCtcM_oh@w~w`dpT7I)OJ(5rpVo>UocG8W9nspuyNTHG2;sK^828 zZB&$r(a2kEC)=<_NZIT6v%z3i>87q>G}oo?=BOmac)WP>o^#&WjT<W@RlKkWz&i&e z=V`;bZZ=nMPIo3&8}AG}ymye&*A?m#VSNE&36HuIy}mDUZYs)pP%(D#URND`9ma4| zkr1TfcGyS&iC~3IBv=V#eRv1mV6cE7nD@RL?V=r^dFQt`*;`6dkl?!X`8LHFWm#)n zXWMt>08{{wR1}iTy=$kQ;pjRG??_7aU7%VRNcIP<P5pe1rz@WBurUBI7`JIvd-k%M z=rJ>qlwvS)6XUd|o<~zLNTmJUapQbe%)Iw=hy<q@%7S%G*<J-Kw_$7{J&q9c{~^Si z>yo0RHF$THi74c#IoF;k2BhG+<ZuSVcSSJ`Mvze;Dzi066ai2XsfevX(@>J3wS;Rq z#q-I0+mSI1dq+u1!$r0RWzM1b((()T7{c#<@vfI3sTiohj%3Ef@XYxRk`zK9ipg7U z8UU1}NHSQ%O#}E4bxr_VO(a1cKDf|}PRDT@h7S_-ARqAUiDqXhiXj9yHH_wRIzQNO z7D7_5M^ZsI>@7D<;CoY)(0B<54w2ng3lf7xHo85+QW1NO6r}@hO4fBqu<Itkp-;D~ zEC`2%n;Kw>lJE@h!7{K#{(cY9pGZdSwe4?-G;0@6LXMY$wcGqMYlraOF$i@9?-0c_ zSfDi9yNYm)(P#m><|60m7L68y?*k=S%Wxs0w8v(`#f(OaEh=WuLa6=_B)BZR*MXPb zwTi&S%rmiV*cwVw>W!cz&?Ysu4H|2Bw#`PvdodVsQ-X-nj6>@qPSMm{<`lQj8K{VQ zLoQ~1vMI((EF^Wl3E_aXB$m45x(xjfXAN|P)@zV>wgasZMPk&p<hl#JYg7%!s4K1u zVt3-y2{5m(tlqeC-53XO%L|YS%*;&0MC6&Lv+~llwZ&e%e)U?_Xc5Kn;<8Lq59qoP z;7L`$+9ZynG(L0hJ*uPE8Le+zy?*}E6My&n{`Dh2`nnf9aAyDc1povsI^TZw0q1>H zHAEs#VrDpJy>qSsOF;tOdo^A_oS5xRkf8BG+m|6CB9e*|f>a{y>2g+YPw1%&XYRkZ zE-JCuKY48Vj*Gdye)IR<`x8I+>mNFQ1w?5ti=vnbrf$w(TD^Gn<}bhHoj>%ye*G7I z&cn~~(>_z{y&rm_ZuDqzK|Kd@<#=gn^~$yPfB4C~sQ+A@l!N+o*8zY(sDpYQ)q6hh zxc59-7(W;0cATbJzjx#2)+aBo+;iqYfwo)YVgFzKz_(rb_8<MoQ`f7TE6I3KrWtj~ z#@;k$Hg$EC_0l7!Ph?rIsq6KX)kA~iyT0YCzVjQuTuSl5kA3pNv&XJ(?<^gCc3(hi zOqu70?mK?=R4bTY+noF_KlHPI^1)9m96mH&Uc7w%$!4;nl8mHeXMK_T*#ty18e17j z&ruwE-+0$~<FlY76+`y<gv%Lay_WmEm+1-s!3Ao@-XTotgd`$8otW8#BE_IAjqf^f zxYtXcxU^bKCZ^HeI!FnUBwEM>LS0vvKk;N7$F;Wc;u1j4Iq!WEr%4=vdF}e@#?6~` ztwA6aA?*`0oMrFXG!Rns`Vb1<L)XF7&Fh-7K9@6|?9jqen8faxgLnV+j%Qo&9{pj< zG9YSa?{iqfo|4oRGqy&shlpCSefv4>5%I;0y`?y&-UtLl5f?c(6*m<L8FJdm=sD&m zAvuU<Lu6M#cR~OHR+Egx@)5R<n;K2QM*G>0P%+Dnl^xE6j0j-wC`u^F=vH^PJ?D$t zf8vCc^u|bQ*?S`5V0sr=`chF82bKZfiZ&@uxGG>Yb^$yCm`_2e(*d_%%?xMQSyD0L z6oR-eIgCa@5JYhb2(V)?2?-UEloY23;e~;c5EgGuixRUwPq$I#P|+Qj0?YwIgBe8* zfU*HV6eXOsLW5g3o=ekr+fwaLg)N=uV#-wo0uw>&_QIc2C)ja0+jEpcSHi<Mo^8>1 zxiwAPovU|7^x;>mVO<k-(f|NLa6W~#=nuqjiFM7BO?DPiQIrJBH@1eWitBo}-9Q5U zVbHm>y&m>l<?I}#J?am6d!3}B{*Zb@zjc$GrL4zIi84nTt{EaQ2V%&rVr?*^E&w3S zTCzz#1qq5`Si{!dlG8>YshE7*2%C#dgoJaXR6C>Iy#?oUY36Fi)<Q)z7*mpVRQFEc z5QG3iQZ@j<#f*10Kmvmy6SZ0fBFcJP=0TDp(jJ4rzR62pOxpZTA)yomA!r<!*;<!x z1E4sg(GsL=Z6NldP$C*GBA;;3vv{<r0RX(GD72O|7c=x)GB))G><sGK?`$CLQ?Cz5 zcDB91tme9cX~MDhEZ`hlgQjX*LUjot#Apd(E)eLH4c>!UN-;cgDBoaPRU0d-&bsZ* zEn^+^2O{mkSvT1tAxK5=p1tqFDlwbR@*7hRACDKKK^O4k95W0Mj~3OEY_>Kg+tVvg zee&#s_lK8(D2`9vb8e%TJ^I9z@BWcD{_;<M?;Z1Ej~!lo@a(a*s=ob4##jczrx8IZ z1*MuCq?8ckqBI^aRyS{eK%)gpGBAU|)Cv$tNS5rJkH(9bY?rfq<?1z~^$Q+2^Bj|F zfA$xD=jVRu_nx@CwtVd9^3fxE(W$QM)s>s)FJE~55C7a7{{G+j$}j!A=kkG{sdfIT ztLHDRo;Y{s9?kwD^o9dt?S(6=pZ(C;Pw&bO>d#XL0REs3>UmVxRyNLGT0L?0xjndn zwBHAC<;MB}fZtbl-*xOiz3~UW;BS7<^_yGG)&>b8k`N-uMAKMh{p|SJyM_y60N#10 z&1c<r-?xALtEChGUi|Rg#||%^zqDHBMQ`v-Zzs%r?ebNv?dsb0tG?lX8xDHMk1Sre zvihzMJh61-@bR;E0T?eYPc}E}jhjTm8||%O5|s5Jl()8aPAMgX;2>fr!C{^m#UdN{ zD(7N`mPOw|ZUA6E-9}S|mu8YNlxpFRvs{;~EqOay9{t+S{$r)YFaE|m-uTPEzp1rT z3TaOy83!kG0vlad6^aUzDM%nrnb~NQ#?g`GF_^Diygc39s;!GgW7Qvepf0PH3*anQ z1&m?c&}cwP!S%>{E^{^wszM~GZ))CIr~a6dTP(Z5o|~HM0^U=SQj&!OiohJ+C5i_M zce{6fHWA|`-kqjWI}dk;>xxKHZxo2)qy{4Cag_%TDlmgQS2^`Z?Ua}Z-h1w>-2(U| z;;Mjih!XY;LDcUf%P`wvYk0az3y1ga1(V=l#TO?53C;In50>ZdVga*9l#p>gpTJpG z5n00>o(#x=qNoia@7(ejbDFoGe=`6$!-2Zrsr_3N-KzQtN+3?eXn{RLNUjQM4;q41 zRlBa>YnAqc>YGAbK(KQQI`FW<D5fakx<I}|{c)QSIB(04fKqUlCtK_-C0Q4-#;x=N z9kczGVfd|miWXpb22kZeni4)L^j+9lG$m`(cC6AKrD@9~_l}L_y5OebGKUZ}T!i(z ziwy34-GSoS1fJ3Bg?TRt$yE_D>ba@Cx!HQ}hvB)^Nc$8G$Qqwdzz8XHBqIcuHFSe_ z_FT@mso^ZN_B-orG{q_PhGAzJAR*h7_}P?(yUd;LNbVjHE^~IClBD%W_l|W#QB2u@ zXFJeU8yVQ1)D9<hGiSC2>|tuKN0jXHR*0zcAZQH*@)_7ulysE%R@#3{7eEMvc=@Ve zZ34@BmsMdJ)`nE%jYd9U=a6OOJjy9shbR{Pp-2+;@YaGo5m;+f1veF<n1&-DbP77# zf;qc@0U{bKV6x$>A~by1yI}o5pycq;X8oowb9f(oA^;MjMV2|2GcISonn5Z+fB<Wm zJrO}lN;0krk!HSb*jmhXprS7LU<9GCE80hUirEw4%*i8-Hq*3^rn!0TIzd>^NYb|1 z5keMx_bo!O*6^0ubCH9+T3Fge??H+WmO=#o`E>bky|Gpo<;IQGBd2zC?}v^bYpP~r zYx>6j@cXa-wy(i$^|>#)UkEYV-a2~v)IR64Hbwl_2e4~ua@Mj+mlsVw_1;r9q&VH} z&b7_F&{`FMv&M@4u-e(sS8u%F{?lLcWiP*d8MoK(zT*Qw_e;O`iL2{p9=NwR+%Ij5 z)AYo-GlTKy@e7xK^rwI2u9Jsf{P5k+<zqi1YjbA?;JJ+7Lj|qh#`g4Cw>+r7$T|S< z2X#=-qnhR=0HN+|T7G*eB>|q!%4gs7`B$e;9Qv6b`Ofe8k$-#P`g)us-a9ahIL`XL z(Zb@wp`|dBFJ}4mi<cfccl^8m?rY{*EJDzCe8a0(*S9};;nLj?KOk?*S@qWE`81#A zn;Y9rJ|pj+yn6GK*EgBHXC`O0buv=HhW*6Z)3cq4FQ+V2XSgNBU=%p#?AaJYKoUoB ztQu{!w(Vprn5)-ShdH~!JD8{2+*Bkbjg|vyf@cztQ7nX@(a0CMo@|$8y}3R8yq7$1 z<;MEPwDNH(vOXXf6b6qBAWBHZ&>2s+*cqMA5G84>7DoL+KU=$gW4gK3c%+AqiJ(8< z9ac+H5hWRyITtgYZHa}$tzLRz8M7U(OISm_0ha~Oc6>2Kly*+$7Ihuwjg$?jKWKB& zoCPDeBJX|K3`9;Q0i*qFn|gzmWE<qY-g8|6j5Gs@xkow+f&NJJM=*__O}Qz#si7i@ zGlp$HdOnhsl8D%7E~WsBtOqcJBq<>o!v##Y*%;&#%KBjz+RnVCVsi8G@*bK5fp-1K zx=V+N;k|{3C`yp^Mb_gEoO4s7D%cvH?TEn`acc&)rx(yFqzNHSXd4Xb4?{Bo-m|XZ z9jt|S5P)}Fm)>Y(Suo#X6;T``$w)>-fb(n{)FqnQ8%?9d02H~Yz@Ah*_knBCc3=nS znjKTGM`;hc5r&@gDe8imDT=ArpUc`QCZ;Kz?NYwEorib3#JF`YjfS->1Z6$S`Un~I z&HzM7#?HZ5QZWt2h|^94P7sO`)f$-1b~v8_MEzlFd>Hfvun-dLdAh?^QxsE@2CB0! zb1r58iSaV)nr(xo0s!yeTo^=ih4#X;maQd#Q`tr>cpuO;nu@)Hvy}E=E!Q=KpfnAw z0SE~gHkt+_>}akF2GelNb6>(;Wdb9ga9x6Z8++;5Pd33GQA|n7m4a@d8zkxc(Xi)e za=TRLxGdON>JR5mjR3f9TL^ZJ^H#7!X||t!zspSNEF{55dhi}f!aJ~I-JmXgXFo|q zY>h8x)KtMtF&Ye_(E<ZT+rXSBAxJ5fv1bp{P?|wTAnHu}f<%bggoto>iIHX~3wQ$; zbqo;*A!HOqi-(%cn_QP(*OU&BBqSsS+Cn~MW5`$t0*Jj6Nk;u4WW-g@42lwpdYEmp z(b(Q#_8=j$^cLcLxDr}#e4&lC)-eN7Y?}&Fkq|JNjdoShT1Dyx&U0OGUBX%BF26JD zdl@<JWk<Dh)?zPaBTAN*tD7sEH`kVq9#+vVmOFa-#1kKV>^FYzPha;<UvayC?V+X7 z=f3Fvk6*a4y}q$@<QDpvye-Mk<P-K@3c+zKBIU{gfaneQR<%>eYH1(FB-lF#Vj0^i z7bL#?OFjqBR%O-vAOGez&tJZI=DvGwNAL3*EiF3lKK9g=|NUov^%wuI?|zOBvY&aC zCJ_Md{j+Wv$~y;$@LLD<SEu9;{m>8nWv}6&4(hLWm1QY}NYlRt>Y$H5dF6NC`DlMM z%=*3Ovi)>xXAp_6e%0rnId$aOxBd*Os;a{OD5a7ldAiN+KX=l3zjAYPW2ZQL{Me~` z&K)^<VqtkX>-UJrIlF#iW#!7X2ktuZo!|K7Uw!K&;l6VxE?&L4vpu<Z=|+D%R2_!b zb+dBi+Kr2sx7Ic$o7+ZfaxRMFI7<(oIDY!RyA8`pso6PGRaIV&78iClH>cY>)<X=2 zP%(^d?air0(L?}q9I4aC4-fm9kfLsM7}LR7SVM74vYU1?hXErANsEVf!<?826h$gh zN(kYFWRN%J!lfH^V}9wk-Z5z`4;JD$;Z{KI(dMrcksu`?6&uaEp*R*o9y`3q&R)N8 zskSaX)S-948S4VuU&<D9L<!hJ8?Z;5fSE`lNyF<b#i<yK;5}OlXJB-IXRsFVV!T9Q zY(*Vox6_QzQ?&wE<*E>I3~$+5XiX|26_e-;*ozsMMSlntb=bN67a&N5G$SFnsbCF= zcaLZIR|pVsQ}JvY-cxTtaY910S<1`^!R)$*H7!|yIxROl7(-FKm!G_M{56034TfZ# zPay=QJsK`h6wSx%AR?(K1auq2y51Y8&Q_zTTfhmxXr64cca&r_7{Pfir<_mPV;l0l z=c#YbKx<e{Q7i^y>J3Rn5CS2LAWo3>hybn8RESdo@oXE+Vze+1!)u{oK51v90<f0r zlFJ-*8T|QSf;7F?qIW?c2>?=}DcM;{2e)8|aQ*N3g7yH;cHkZLN7NfY2$GUoDh9(g zT+Ap0*9o~Bxwq#tNJWTa)(z?k-jh@TxdDK4T$O>0O+m@*JvSBd3F{glF<L;@qqIlC z_RqNxN)II|&Zz6$00L}bEkev#U4+R$y4*D)Ny9Ov8P^pFN&Qh6EE5syn%Gm;rznAG zU^LeiLiU~zKxdd2V)>jC{V}PSo06y7Fd7W%4Jb|_1)2)Fp(G_KcN-u?08{7L#>I?H z1Lui7grq3$I2sIVxhlAr!D@g>sWv8He)sU6A$Tj%X9VnBmjtFL;bO{l1!js8%6gRb zkoJU%*l3sr?2)9@A2{c%Z7nL}I8L&(rHK?XVh%k@5`wyp6$#nK&V{=vNa9IwQ^9!< ziT;qJg7*ZHN?B`FmU-vdS{U74lT`s-vo%7gcxgFVSZ42;SuP%?DCW>`@s84rqC{jF zH+2Y5pg2XcCy6ZtH!y=iLJ**&m=(2kp24t|;#7>6sMkl7fCyG|a3ZJ*7z1XgxV2gk zQVd2Qa@K($rF71R9&VhbyZ3?+?3{2W&eE*6`#vC~Y|1K=^uh<uo;i7kzxU7Gb@biu z``D!`tAp_{#G|yoC}?XZH`a!BfU7IBvz0_jN{KiVDl+*LQB1u-M~p!y%4tdT?On!9 zLNGI|A@(PaEkB(ge_sFbt$*@I@A-(4@$&Jb&%9;U>*dp#)6GNoo_@Z))y(VS)tmqM z?H@>bS^w#q9eZnIWo@Asf6LdtYH|Fu+dJo)rir2`iVkr8Ur-$Y_=7sA|JwR%1mL%J z@<%`R)b^|%EiOF!*1+10mBoJY?O*@u@#r~;&^}}8IRbb9pZAgnhW+f)m6eN^Z*1M% zDDzo4D`q>B&DFKltJkYp{^I*jfB)b6+kfXPzi8ht644ia&cjb$x-pwfpM2`F)mjKq zOlMc0y0Eh|F^-*#k)|?9Wv>rGx~iL^m`$fvDnl|IEi_f-byLjposG>#+w90u)f@Px zX5CQIqn2F^0)&)Nq_i=OHpdPxE{yt(HjOq(lCU+fjfkQs>$PM?00CT$mjj2HfG)wi zwRR&SqfM{h8}~EC?rrb-;I)k@1`A0qV<Ok_yD2cb!;5Bsd;nP^gk%-fwbs+gbTW&E z3#v;MX23K$jM?|-mO)Vxa?UAjFGUgpQOtEo)=-*JoKnc~Rxw4fNVCAurZ}TGX@LQ= zAd*q!=fqv#!Uk?azP*DG#Gb$${MBv4;bpz4Nhs<MA;d25?`R7gIKWYYD1okF40Ho# zsiOAP+!~%ug43Aj4MlH2En4Y<*@1REs2fB{7oF9y$Lo@mnyZob2pzDCsltT3%-LIt z)0Q|LnCG{e15gO8G7XHTIBWIHRSv5uO2|7dW?as|Oi4zg1z5+E4c1ND7w8Q{oKcb@ zPAM3m2i|X#&}act0SqB%AH_CGNeJi$x@Oa`H56x}H)yBt0YC>R=slzo<3mspjE2>1 z^m-Iil8V8Yk}hy7oJ8sllx|vRG_Th5?v{mcF=gFAN--P*f|Q)k>cPx`={;JYfRxyW z-Pyf!!+(PLyfrYIb<K4JU2{{0s}#1iLf|HZ$v3dNJ$fPC&>604R5NxK&H)Uef}ovx z1L_Sa>rsD1X%FCFKo`8eD9OZd0Y)=>>J1?z*CmDgJfc=*pc}S^grX#+IOU+e)(xtH zt630zKsW6y8UXwDPXLM{Fe6GRPDm<vW>cf7DT=6lHJ{rv5WM5r4mUNJsXu_TtQ)Qi zG!=A>a5RjD)v7;$X9%@N{XYM&y(w&=F(#lSmjwX`mx@$kye#@diV~=Zq@pAdS)c2Y zq*4ouaTE>vJ@35toMf4b6ai8QDW#iDm^}>^y1T3kz2|mU2x!4DGl&8u0YXAX6t#1B zXKk89OAA9MA}=FEii9K*6e&0>gv<^fQ~e=H<*L$KE3zJYCb0B|t)(P`lp;zf>j%?E zN)n2Kr)Ci3`>wyxCJGqqjCCMEBv6-#;x<80MQwk!Y2YlR6lqV4m#8-kHWnnL7%qh7 zNMK+&YY8lsRQsr2M9plL#L>R@0b|VN%QwF8We?sl6aMhhI8EZGE?m2C;aZf$Y4_+R zqOxwvx)FkWSu~p)l9)*7x^Y&!x?*b)CxNp-Ver2DDBC4}fjyCsQgBn%jlOtg_5O1w z&pspA{;6Mh%iG`g_=&T3?QJMLT?rvBUc7el=;A9r|Ao)G@n>Z9vh*GA`S8un$<pEF zTQm=MDx>wyYu8_J-|6rC#=o)eiN3cE0Q_Hk9Z={G>Y$!S_41cK7)NS0S$FQFl+SYe zS7q50<=L0qch|{hH(LAjRZ-S)tfJdU=C>C!pa0~wKl{)VYnzjztdAU8c<`Q6FMsKS zbDwhnYnzkns~gi<wKyJ}J$+;}cuq`&J65C3dq4QZpFR4->iYJ5=T0VZw6-}>Qbd6# z-&YIgj=b=}v!_oS{_x`$-}m89ER6?;m&QpFPxFF^jviWg$!Fd36L0v|H~sqCe+am( zp8x<L07*naRQ^A{EidZF9(!DC!$MFt2=j9(MU*6g2I-B_ldXDtN|PMJ1rbH*p`-Qs zs@~kROlmmRj@dT8(~Hi*Z+L4}k@DVK>$Y}ghn7ZJnru%CX0M{C0kLOiObd04X6GnQ zf-0E9+bsYRq@;Jw8e@$~ljz9u!mt-V{-KX~U2~GfS&xLUjbUbzl1OqZ*~J`aQkrp7 z!8A&Zi@K?2+W@KlZeO3hXLRE8y+wkO9#=W6MihfRdm^bQirHu~7D@%{BvOh<z!+lB z&T~^z)@u{6ya$n=<5(bIX!eXMCu=E=qh3E6jlDLun7O8gF}&CRd^b&PZYOsOhn<pC zsKY*=aydg&ySf6;!@HPdL|G3}EL5}`EEjee01;FKA$hig-hkqy4Z9}6Lcr)Ysa}XZ zc#_*Orn6wCAYc}vg>w*K*9CXq!nCJeAG&5;L)R21u$r41&T*9o!8}Qc-jI?E*743d zGgF$;U?EVZ!9Iw(k@a9TCR?l<2#F{G0nWi$7NUzb?3SAKp&PDpSVK`PM&tP&5WscG zRY4$@QOnW}rsV*nqTvDs{lZ@Fz1`jrQ`T?Q&Qem6wc+YuxR7}!!q;$JaaF)sF<u4) z_70YT;50@`wKN23#nQygy8@H$7=~};7W=UmP!XvZl2|jsg{&kSO$-)-JfkjsRdnCg zim@q*AS5>xni{<U5w#(LLXgZT&f3;Xn|n|2o}DEX1p~A8eh0dv&FGJKvgz{)38FZq z@shBbo0^R#=K&8Ppd#p+jcEhnq@pCHG$Zfa_69mLHuU=hhr05UEs_zXS?e$89P63` zhGeFNCCUb{7F7Y$u(N;*j(6~mRphD~>{^4vmh>@yDs)G59!Ccc2Y}gmcu!GGqvcM> z(A{nfZfYVyN#-H6vDTH$Oj3|&WgylDuS^dTL=+q)Tfw^!@Sa;MzRpasZH@^B!5WlP zR#8x?5NL5cICgjupjB-k6=hNg;j5B$BjZG*9gdX}`2W~@^C;W0vQF^#?Y+-<$G8!1 z&V2b^&OjomLZ+Z1lLIP>lvcY`M3;7HX<KD?Tb9~Z)#`2s%7xmi9O!Z`6crf+6+uxz z5|WvOgv@-IZ^$=KG2P+Jd-(c~eeR8TLqb|zD-n!u!CLtuZk&6DeeONK@B0m4tywAp zqBt(RTY*o?kV*_jyrshjd_z<!5`u`F(Eym)Sf`Y-fU8Zr6t6CZQk3=(#Z11BW{KH* z?2{1Qlf`HaKnfw`HEAhQ0nklz)z3Z7-<)LEyklFhe8r3EM*r8>zw?pfCpRvy4M(H6 zlSrjHftZ-O+FWDZ5RoNijb*98uv)V<WE~qrQf@=<+vf3eN`{m|fgDk9*njx(3qSws zZ+OnLZrlDnepNks;+&8&d2-+8oqm^r4}IduJKy{9y3wOy?~Yq;*uDJZ@?gFw>efU1 z?!4uOBPTyL+1MP6MxXt~m(QNR^QJxD{Nj5)3wqzF&r9t9_?_CRe@4|w<CneU-Una% z=F4Z!d;ha1Dt3JF)Y&@^?ftHof6Y_2dyC48>d*h?gYUWj!6V1d){O?RYk6?*-FJNR zi=XrCFS+fye{$bP9{ROE_{$TgFCIC0aq+`D5ABVk@H@Zd`QP*M7yjJ`KKYh+-2d3) z=N7*eg6@9$&ENBFFMR&Jcm1PwkD1^6j{AT6Pu{t{IotkrcigmB8++FsH+{!9ebr=^ zzv=Dw-}jM+{0pqLrqN*_iAXakC7*U^FMy}tcJN=n@*CgwJOANzZ+`bL{>B?ur$sVa zVHK2B69hrHEht_DLA<=D-dxjpPT3UQE(xKMq{=gjVkaY52BDR0JA37P0|0_BsLFCY z%~nSJemC71&uVRi(Mc3U-A-nlvy3)V3J7Dg57@26RLh|i(pe*kM#J7{*abjJHHB53 zP${X6b)K3IX6yN&L^KbUch(sLshrV55FBf5L>SSw@unB%5efg$yk(sQAPi9gMpK-! zG3_x15p=`Ol8C6K+=I)^<uf5ARN%DcGN+{D<Gvj`G7PX3QiXw(vS}JU*@Sbl(@l2m z@ej%}Q8G!u?5t_ZQb|=^KF{m~h?(2b-Ij!K3)2w*8HoPSHYFJ&qu7=?NkwVb4-eTG zuyfXu5DcCNGPS6Nf`}=DGc7w8M1q)o3LT&u3S)Rrdry|0GYeW_b6qi*qSOz-d7=1q zTV#PnGlJ4C>l&s;7;!O$H}SR_LQ#@XX8;ha;n|oMqj*q@-f3G-n+&M8glz2N+(dW4 zf?+M3Yopf|W^$G(PFwZ+aMZ#oFsyOe3{44udP^u~Y})q)0FodgDM13;b(?eAbIUz; zjs_zhuXB;XXzC2E!1-`sZUgPK_DSF^*4ln&8w~=27(5>flK@+0w@6>xI+H{QBUl3n zfGLP*w9EgTtl`NzjP+2G7n^f-tEomp#0e!SRKSke7&Z+xHG9Peh_>1v)Up7a12gAS z0(?GPyEE2pyHf~KQQGAq<LMYlDv~Z#L@M$#Ss2Y#$#p>t(e1aP1AZ>;&ohX1)!Jk* zi?kPZduBFqTDyEJ@y@@1gkT{kN&!GA>J8dO=GZIw!4A_6t}8#Wr$t+5G5uz4r{9Z% zWro!Nz>Y*f{n5N}*2dX`z}B{!|1k0&N^Jr>xGpLIb^;KJ84wc2z~8iscOk)Wi}r`l z*TDStpfF<3rJrq5ci`8Ff5Dzz!=kLGS-}>zsd=_31o>P{Um^@Kv#zd0+D(&a_h5Lj z%*&>sF!7cp<V_!(B`+Fc29aoqJPgOaWgtidQRr&TRs*0bV-ekK0*2@g5JbLz$70@G zq-_l;Az`f`1cAIx^4q+HdDV}tu>gksE`ZHR7Dr(cUp?9W!SDR~XWnt>SAX}d$4*{2 za`N=z=elZ~(WC+qCt<HgL0s1rgUDLDaT#p9x{8JL+N$|QnRmyW*H1|QHI(+cQ4(*A zXK(uJ4?IzvZQba+s8kSq&S5eDW9`~Fs~huyk3DjEeKJ2`^t4-V{QiIWk{3SrOFrio zzBuaNeE+vRdg9!pC(p!b8a*+4baQomvcB<*8*h8%D_;0i?%qy4nc4yHJGE2)yy{<l z*EhWT{!e}IQ^&$MUfz3sS{gH7IDNXzvODj+^IO06E1u##e8+n~_RGKZ=i_O9<m5#u zl?nsr?2*%#@B8?pfA#ktdES>l?LYnacP%gV7O!`XfAx3Y`X_Juha)F1#+}aY8xKTr zOoB|KFHC3C)0d~Of9I=z^Npin@5H&aFiw(ADx|Q+6j}c8i3^|j%<<=a`O|*x-@Wol zPUEY(`A@&{`oI6cr;ePu)Ef>C+<YiX6G5aKvp$_}u8mK;^TYRl{E<M(Qx`XrZg=;M z2WFd-d^&YPR!~r(3M318cG@&WdF13r9zJ^d72oi@GZ)sTWpnVBL(6-1Klb=J5+aDM zVFMDP(Xwe8){QB0FgKGih!DmUDDwVEfXy@3O^Y1doX+k6fsoqRy3t7-cG9>S&rDS+ zNu!meYIW?K;d!1DiTTX71&0I>Gy6dw5rVlDqMu9(CH%DjJGKtI^<2mRSz-ct7dMYX ztdm5R8CTAQ*s*gAG5^E4RFcqI$FsErkd*9^q~FP=BBfX}8_jhEc0!17I1)ivtzLBb z6wD&+LP`l1LTF>dI2MAy%=rv;ML@i~a`l*tNT>kPs3;&I+2>2EVE&-I?ZUL}lJ=+E zG``spc6+t1IZ9-w-}3gQgk?5{rEJH`K0AHBB?1t4Nhw!ku!b#D5K^3SQ==?I6f-=e z=Q&lO-BluTx&||;5IoOs_g8Qp0oYzI2AC0sAc01+o3OPM#Bhe4g|l2$Fa}Xd#H<?% zLh28F0(^T}#I}bAFIw&nd9sc&=Oo=CuKVuKc7WjJ&2`1&O#}f0tQ${`AR$F>&}M)+ z!=y+^@6^D~vN0qyt|)?_*4y72I13V@zvRZN?X=lD8hZAD(P(OR4$eRbkNUP2DCSGu zBRVCqXdChN#JejF#M?Bq+7KaHkm;|8a{$<Cp40D{h}eOo2xE$4*J!RwZfbUp(jJr& zgQ444<Jp+x2&Oe8BPqe`>I$ZTbzpAo>x5{%3<x9xHVs(=8363>3yKnuKtAI#w^czZ zXw3qxX_L~drNI()`hK488$AqI06_#@ahXxl0ke=&C9z6Ur?st1wg!%^V@m`FE@z}d ze~j%~bk<cRni9q`I}(Dmh6+FeU~gJ+)m;XuU~StHBl6RA7!4tiblVfS5cpv3b>|qK zrzE9g$5p{q#ZH4UH@g!QMMT5^o5uTA`kRy&A8y`7aseQ<0W$(6`y;ox%1wnSquWCe z&hm24%1{b%@W8H<XD-dw*IiYRb0Qr;1<cIWn5s0hDO*c*84m{s_wP#LaP`bNt_!jT zN`j=P!L!yd+8aP@eULa$JYaxS5D*}xFm=s9n-S3NWCPtmDN1_&hV@IXZK})-5s63$ z;hP=SItRj)>}F>yfFQW~i>Ao(-NVis{_=gV{lmZ3#sKJc;(MNT`%7Q=>=%5+GZ#(a zXFdJ!tAFbI9(wHbkz;4iUtXVOWnNV8|L8;K)-xm>k#;Byg%Cu7twR_h2w)7F+BpLT zq#zY;$zl9~vjdTkvZ=~ARB5jpMe&h`9{!tu_{2BA_&K9t57$(nq?F>xSh8h#dG69i zQPs}5+R|#pLQ2y#*=+X6;};%2dityHdB)HE#49`L7l0h{|7YEE_wC>J9WVL)KYQ2F zhacO2^G!Z3XL~X8+WCvC7cSm)>w#bV_pkcra8AD9Y6rmY)PHAbW6odNm`saqC*HSv zbZvunr~YZy@>1`Ye&+js^k-lD;L)>HQSQER|5ci$swgj>K3mLYU-_lCz2;|sz{j3F zW#yw>kDR(RTpk^M#+^x;pp{_T>3DMD{KX@0e$TO!=YR9(f8@{&tzFG8{l9N|(_eq! z=(+V9Z@cBH@1fz!@?bi9^wSS($E$_8<&N9B{q0WxoQ-EE&YU~)=J%YxwDEhd`L~}F z!!z@L{N+D-_x%qZzqon$>33}R{t07r`rVa%dyhW&(DBn3MHnBt{pO|7==8DUWtKIL z<Zu~5#9(W!ac-k>o$jDN7#uyf_NRaOzSZ?f5J#h3yQ*4S>x2+bFijxUAL{kX&13_P znL#ROt;kxfcnB$A8dw9VJmePC;zRGd+h`Mo!QNd<`E-_R%`&VS(-_<OuK9QNBiwmf zGD+#df`1w|)@)94|2Q=_p&|yX(OZ1`ZPM%Z$;{aH>D*aU71GC3%`K@t<<<BsqB%4C z3f^)%$()NPTUxkd-GH5&nK>U7B1%-R&q8VEkoJ*ndK)d(=@~{CC~d7Z+UZ7TQ)jeb z3l&~9<MQR4V{j6OI*zJ5=Q0z$5eN$hWA;afHvfq|eW1)>3@O#hhW!l96L<-&vf5hj zPq6KM*;&i}BBmV~r>@LV6@Z9WcH7ysnU3w|y66od<(BY!QP#9Pb|trUB0N{w!CCKp z4I$dT2s06}t_dunnEFdxS3KQ>V^RT(W;<hRAS9v$W^Sra0?b_H@R9@}Ac$m$Frp~o zsz6nG-}Sl4S&Nj|QwEs5sUFukSM%Kifr#1hbhC|^Vx}Nuqg!r*(Wom#@%;4*T+IMO z%9b$C3=$+1TMZ_zi}@)4J0@ZXDdLpts`YZ)&YWn83G;tq-uP&n5n`()0fu8N<RR>c zBzyUT-?d`KMFwVyVyK9M5K6)^OwCorP0dD&;W9d1Hyfj=IUCbp1z|!`vaWdbLd*Fl za;-o>K*%}anjr*RYuC<;&VZtXqKHkyMTSlv&Us2UgrpD%0yH(M3R(jV1O7Tv5CFtY zL#cxh1jW|)qZUNe>zR#;i;PH65UMb+);VjL9RNc?yuPc5f`~|P(~vc;7z3ar^`Yxb z;C#jljes}NG#czEh$)I)HbtHxjN6`<PpR-FCF~-k(4sEes~H3>ZDD@DEs_q~Fh~Yl z>n0nl8xWCD2z(F7L2Irmuw!;83u<H4hy<~18#LR|I{>aSfGCWa9rcFDr(6|0H6&GD z$E$$=TwPXnGL^bfaE8d_Gn3C2TOen;NgPFiV3Wonh*tLR(<e_=`Bcay1cHbtN!d(X zHWP!Tc7+4%99u{2i6P~sSWOLGlbnB&_`R-60IeIyoD4!Fz)VWAHNy89+Yz^L)>`Ly zeiv?iU{pmMs<d;3!OdirtzKG<1Yh3FWuR0TFte_kk3Dqq-S<EEjN1?XAOFjDe&~TC z@4D}SBgfD3yrpvIEjK*>p1c0+?f0!`_2JuZnKrg4>#C}R5dN!)wE+<u!?VqW0?7Jq ziZ`~9ime4h1&WQaRS_i-fYpl^>au?8-+u7O@iRf7?zs8Di=OwaSG@Fjy-urH5JK!( z89sF4yfx<9JeNgHv*P^4^|CP%a6$~0hkI^3u=s5@ot`*#79V-&U;Wgt{q}$UH=l*B z|3y>(`g>k#t$p2_-+koh@wC?)EDxh3QA%lTirH+uwyx{u%bs@A&;7(Jzx<iEe!h2h zr>;{wCU!gZkFHOA=J>Dt_FI4c*Wd8^x4!pn@A}Xi-~RqTddqtrc<6W%hlg(1^UqKx z^95vL=WE~Y(LHzH{^+sO(wWB|J6UA2rmV}nm~M_QpS!Sn{=zN$mY(;ecf9uJe`Me8 z&!La{A6tL%t`Gm}@4WTsnYDwr-LkxQcd(5VM?%DDvb1|e*ZQ&JXO2C7?xin$b`%DG z^ADf+_5b!)N6)PvzVr5L1J$jyXO14L8Y7YpryW2HuW;j|Fph>R%T-Z6eDu`n+U7UD z@Y#L=Kaq*uoBsL(fAr_?Ieu~T@YC+NuDRWGb91u3VIZhCWT8wk+gx3%42$6kOVwgs zApv&GjW&*ih?3PyYfW88{o&HeQq}0`tl&i|&oxC-nId!EQ7nvLEyXF6^61D<Z@e*b z8*u~(A|?HV+zCRrlf+R#!1%(2fUR||m}Qm;N|BH-n!V>a3GcuxR3N0B`^giC*jek` zo|Pehi)Sy`rcrUnf}FMf*^{Jf>CMzeNqH(bF}#yD8%yk5(|{=K^%>CGD^^<=CZxc; zEzvFlU8AWej46tR5P_0P2$N^f&E5n1N4rLyepkkc>h^;ql|l%D6ci`XXn7O}z%)&s zyE3<B!DVT(sjaJ6iQ#A|?WAQ<`G;VWXL>r;v#FU)Y*m`N4nws(8U{kl##6APAP_3p zW+TTgpCOxYF+)|NDqJx|(*P{vB<v4Oo;hPg(%Hs{p2sG68TmFxFD_<e4J93qa6}jp z7)BedU0r*_GuAZ$P$8*+d>prFxGY>TgR_uQ^oAs*H`!WT0xZb(^DJ>Nqb^~M><l0k z7a6J&#(*saA$9uXEE^3UNk{@h5WxAAvk98ohsL!oZdC!RDU4XxL_~4AHIgOK_AC}> zOxMsFAV@({kdW{=jsfRj8no_%F|_tZh^<aO=|C!wXm`fjiGy3qF?JwuQ*%>72)Vou zM5yxCh0ZhZ0XWOnKx-1@v8b10x6s!y>6(H7LD**3`3e7GF?%pCL<>Rd61pK30!(R# zWB_lvPJ(&^O1cz82t$&Jl%g<3oB+(aMwwF(iL?X9&<)oGXHz%}8TeO{3fknb7H10b z_Wn@<rHCCIb6KD&(KN6I&X82TmqAi4n8_ka+P{hua+aN=I2EH^tTjyI-QCgD-h_{= z5kz4evoWqJyn7skv_>0a-Mp-|+|-;;;Fvmn3L=2v98Wg6E+GV^UC|v<cOa53S0#iL zy(Mo+$kq^p79XD59~h_=7jQOZqrpr{QQX18ou1hXO<Dsvr(rY%x!DBPQW%QfQ1pfr zrxe8$r<8Uem3Q(7J5q{-Bq=~*KI{cZE=>7YH^`?TP!O?ch@D6~B8a?cLcnI<QrZhd zFH$$`Ui#i|d%-XK`&S*laks7-f{T@0>LqvHy#Kqt<psa+ldn2|Y2%Tjr|Y`u_IqG1 zW?5a;Y_z9Bh#+*{-j7Ix5fQQXHJEcagpfg?oHotos<+T56}F+6Kx^XA8fuc~fC#08 zl-?nq0dL~a_D<&+BGy_Nv;-n{uG!pBO6)syaPeKUF`k_{amv(nl*WgicKhCgH;i`g z8tvY-vTsk4cFtd1|I|Y#{@a`0^{Iy+|ImZSCuNg0Zc^#BarW@hGoSeMW5-Wjj61!3 zhi)A9JE2n6GT2E;rf%G9v$Y6~LP|OmrxZlw`)*pZ55^-QB!yAXY^;R>LWs%w#$=K? zB9^Mq_VQ--(9ts|PM&}3-+XA-^5C|^ZG!#dXD;3Mu}8u<dZKupy3uFPua%7sqll{_ zf?L|XEA4K1uY^%FTwXqX?xLydbC=d%{FQfKcROE9MMU?0=^c08a>M$@giUku<oWU1 z`o`te$=dqC<?g7LyyEM>;y?fN_g~k@@Y>ojv3u%kX9B-d|A;Ee`v3kffBLTb9yoIH zqL4D~q)I7kY*m(@K6duQ4?Oy1cir*}Kl!SaQUCM3r#tmI>X~;Qdeduv=5=rR`#*o@ z2fbI#k(1}{JhT@{@4((e-~I9zyy6?4r=E0N{Qr>J7|&kwTW>jX`tqUMZ+)UDS0Xxa z^FinA>2s_9_4V)g@gMls-+0|$9XWaNraNvA<LkibwF?(@-N+;fM=MQL6;(aU%3e3w z{u&|04YwYC{NYDG^2x{k?){(q+OPi7C)&fRZah2S=BM9zwVf{jfSE6!Jzq5@UfE+9 zRaNEVjk+;%w2K$$*B^*dP8$L@#yaPOP`YkNJ8S2h@F$k@NkOCnt}9X@g%LNkXDPeZ zP#UewST}C6N&O`N*11NTAW&Yms-&>io<07!Y3f&e!*dCE^E>Wu%8K(TNy*l+(Wpxy zgBHtO$p-Kk-dbmj6@olfTbBj2W@lTAwIHN0zVhi@kR;X(o0>pM!satJj)7t_feO63 zRe0sLSF92i6CMJ&x&k2MB#Z(uYptEu(6v<JhFcFU;IXx?svBc15d})M<e(e&%*NB{ z#^&X7=OaPAPP)1|>-Bp34;}3Edv#Uiv!d8oBO!Tfp9!V{xUTY<#9(PC6<KR|I(7pR zQA{9iYCGNVA>O0{?}$d$FljKmy4JI)OcI;ToEL|;goXA1L4y4Z(U;NO)Ff!T=UlWj zDleQvHiJ@>rjQZJ%n!P~uE0Zao+n6qz6ylGViW$FNyS@gd2WpooP`jsD*O)_fRtdt zy77VbV2}#@Y?<rQ%_d++LLyE`MSjl7R--DosoSOKjn=l!Oy~cf?~c~3ik`vFLMpiV z&^U^~@RSNJW?(={iXsFd=QEy7XgJzpJGXmFuol*~LGD%N^#WYCnRAe8oBJ9u991PZ z6&D%TmFSP4RGWGT5>e!Ga9y=Yem-~YO8>vM{1maZ9J3@Og$Yc<#f*q(IP$`HNC9ju zW00UuA3}0Ib+a)IN0=u&08C+wv_nzSY8=4e7O-($a5fR0K9ZE87-<i)G1nzqM}Z;= z*czA5M1RS56XvoPZmBFvaF)Xx9Ht#G#9-t$*SIOUF1NS?y5VAGHW?(Ol+I}9gW}^v z1d(5s+%#MlK7Wq714_I8TD$26TTMYkgQZsc0I+Gmj=~sW2<NEN!*uM*On}kpZxf|2 zv@*=IiKn|W5u~Ib@c45s@E0Hu3AToUkdeD=3ZW?Jpbe<ozCofmp(t`2tK8H)o1ixk zVZaNwJff|OV;Y`pu+bz0=Mw--)b?VOVrx2S@?+okvfayrJ-dc?KmF!73IW`E_Z>g| zBj0iD>iCua@Pql!{QA2;^qJLj7o<``N*_hxj6sr$I2HXRx4Fjo%sER**OQGHh{M2I z>p-?F>+yQ5gzWbVQc@5coaci$%K(e*j+$t_55pK$fx6@<7E#jPE3S1vaMspE8KnsU z&3GN`mR5EzoZDwvdG7T2CYwb;u(WGs_1p#R8>~^3cDtQHZ?t>YY%<x*O@Z0rJMZZB zwz}bUSsi=ycv+hSvyIEEL^RzP>pZu{IOn+0Ab}{7oqqcP==-xogaH>B7c(~<i*7&Y z_v-aES67<2(pCgPI9j%lVIXfhv_DX?D$0wOSC5=J{vUt&k4~Rk{o(I<DS(%~<es;@ z^Zw)KFAkPR*G+f7v^Fm4CI~_SuJbGigKN#(gc3L2cJuLv9{t<*J@D<{_*Gwa*Dcq% z>%Zvg`S;%SRnK|G0}mblz{egwdtogv>*ZnZ=7W1*@Z4uENRB)8PqTIa{7yaD%JS-m ze)`uQJ#p^%h0OyuAL@^mwnrId)5+uKE*$x*51hTQ_B+4yZ};zcN+-8F_1{t5PW&UU z{H7oN?r(hf=;_nvS7%wdH0a!N)4p47+V^?cpVz<jy`OmG)M)SSCqnP@qJ4)BKK9^4 zZ+XWD@4Ee_^OrU{gMO!foj-BTZCqZhv`t2P2v9*-)zx^KT?OC)2qE?!yz$7RkG<~A z@BS<R{{D|YvN4|Zhl4o1dJDd?$y7IujAI!^<XpMA&b6kr!$Q*4lz1XPEg=fRu%1}} zjxm|#p1jBW*%W;(SdC(|j>k2{>B7MZB*b9Zjn~jrytzi*E>vUzhGFX<M4e^lk6pZF z-{_XRZ~68A>xX-t<U<cU_SmTlLMU>M*g1gxkblu}2xF0ST5Ilk)s3!ZQ_p*JRZa^S z00MF*P|~GNZ~KH9We)3@SzCZ4DPn6}kyCE~W+6lnhK`+S3_I&hl3U-Zrb1Ie2uD<x z6~J*AxT+SRYzz^$9@?Z7*AwhfZ#d`;`;(2$d!BLV4}Rr;d)5E?D<6IMWSQrkeise^ zLr5k;X-7mUDa8!72D(O-uU%dnudae2NWfX1Y`8du3OJj98F3=g9;8}69Wnp_AOJ~3 zK~!oT(E(zIy5g$T)3HiZA%rV33M21C-GUZB9_Klc+c8f!;T$?WZ*#@QFwhtVz*15a ziT(&6q^T<l)HQ4a=RiOZk_zA~mpKDmSCn+F0i8rdyl56ML)UX$M3i<BMnWjCW7BX` zqpsL1-o1@NUGj7cVxM!iy}?9?5qD6PTufmcgjuv+w(}JHE^t2Mx`I?BB~;iB#@RtP z?E4o{B1XHoEV#<hG=QZ32n5tM>l(f%b!B4+0&o__ayDUWDea-II2*IIqylsYZKR?Q z-Zl>^B-`OCM_s$|8V#1(;k@4&sn}?08idgkqIbV8b;Hg#4lL3>*l|8(X6g+gl-J~A z?mvO;r!4J4H(ZyPjM?fIeuaq`EHO!H*%AxwJyWMgLFlrH%cmlYpah7hzl0faRX_&R z@1rWX%H3px;)LQ379B=*+!!ur&<%tTgApLu7*rXoA*rAugaHZF4#17(rt-r0I1DST zp_#3*m~B6H7z3rqTdxywm7{4$24b)RF-PM7jBX_%{v?Dk^#;f$uFR>fkaQ^wAtc~n z<`HzdK@ie#8JnxH&NrW!<~EIf#rXz@42Z}%M{!Ku0kfkm_`dC`2`NUq-RcF_HD+VS zj*?Ehs{MLk<}!162GbBppF`PpD?Gu(IXLH>`@!%0x+lpooMuI%^-?!ko0gg+L?HSh zSEZ{f6wVeINDwhw!$n3_Nnyl6m?Y6sCt6?KFhy>ijYGA(XZLW=p2yEzEE^L<q1Lv= z@R)1m7vvQm7AORD2b@iKHU^RJL$z9jC~B(OI#*`7&ui#*)7>|;Lu{?hsbeSV$%Mex zm@|)`!TfZ?8VCvk<*aiggTazfYLZvm0eldJqT82{RX#oW=+Q6;8|!@E(AE`5B1}Z5 zJ5PV~aw>R21>%%cz|#%RrgfP`fz$*G3es*kTmq3POPZ6&;xyTR=-^;9I(qEH@BHcC z?B6r`mao0{nRgy~(eu9K$RGdhxf7>uyyfs!-EZ%5M<k>Y_1bD2$kE<iL3o`(v6O1} zfqh3#oc!arzW1LAfCnH1efcwQ-Qmf9!PO3hey5&PG4oIU!tejd+wU(d9lG<@q|>?L zYm5-a@zTn&r#GKGbKzw#xko(#0r-orzThbI+lz>HuMBTHy#KB{Zo1{Beb+UKd1~qx zf8&iO&aK{X%gs+j9bc3X!f2C7zPvuZ@8gf|+P^nWuS1;6Cez8<28W62bO4Ybs|_<R zFZHf{2n(Zdva#v3{?@Piif$TTmqPz1Z+qXL|J_Gd4(wed-(FQ4m)FLdlb|;cK}bY; zGKRCFJ0ztR@3$C5vZqZl%OK#UVcl361YtND_BJM2qm7z#9j__|bT)(0vNwbZxyWG+ zqLdaaUq9T96ZYKEy5y>0U2|2sGUp;IXS3UH-1XwGeAci2$N#z8Nr>nTfAzkzm&Vb` zE~%8$+S?yN22dfS00XA=+-gnKnueT#X)c{QrHHJM6vl`<l=dj;kk`0c<0G;ujJ>Yj z<r!yVA6SJ>Uv&FHw--y&O-&#QL$7jILBP(kV-Wm7k+p8J0cO$Zu@Hi2H0Z|U>gjaY zO&ZI+VgJb_0GD~Od3o)5UwYfCzWpUnzwO|sA31UC#M#+ows!tPS!<P~qCbQPy!xKm z2|+RpMVvV6oH0w?<ko|G##u>#YZ@*x2%^rAypQ)bCv74jqJ)yv)un418K-QGt4at7 zsapEFrvZCWf^$6GfHfkDWq(OXg*Ho!z|Ivj5>gIUd`AP$`C&E19ntAh(xoVFGpoJ3 zm9<DZbGxp&M0VSGXgRdm1iGd;5lg!%3_)%F7RV>AC#~MtYEq$_Z30BSA;q1mt^WKr zgMgG`UBfz&bld6LHk~;Up_p+tfmGD#`PgcT5(*;`#z;C8gfN<Q1EZ<eCmH#OGDtx| zL{WsMX49aqAO!gs_V$)wE_2Q&&<#bg7%X#BaZ{5DskbDORCq^5e>htE2m?|9NU^D* zHASgM?*xJnTx4KFN$1KKyerEwrkik%gaBA{`mmOZj8s6~emg&3e3Z54ziqG)h=PEt z0;VP*0YOU9V40-!6!G>?{B7v>JP08Ox`A`FNGyvY)FtbN!ce4LkRa2rZn*Z;`Vv*e zWsbUlvlN7KX;}mj0L~|_sz^y1EQ@ZReE6Rb6oe{CgS6|6Vdso7VmK0MS4cr5hy<xX zgmKX8yQTyLf`B})VYUfoF<gd}*an`tsi7N+)7D?Z3u=O}C2r`NtAfi6WsbUJU4tDF ziEf|bl$#3HQk*~#S_=igqP>ZulTvVzK}hNjwkKI^U!U{S&MX9ZW`{9cWY7()@!Av4 zrrgx9hJuiWE21~_%aX#F;*^pU&ff^;xnKUYn-A`N!X+`U2OoL-hkxcbKK}5jWH{V+ z_)y&Ii69g~7<9T}uZyO3bv=(iB%cn*O$Do6RW^C9tCDry>vs>_e0a2Hw^C9FQB_S{ zH?4w6H)J%0A<3|%ClGlX0umyK6BPtpSFS4AXqs!0m;?x}EIFUJriRhXZnC~v7u9S$ zIdkG<on>$iQn3msN-0T29K$oPn61{1A-X-4cG<DDw%<(`k9k^~%}HiSfTXJ%>ukKT zHySPzk!u<Rp&TrEMt{q`+4@H0EgMMPNODmU*V?MI8!at^$T??>>35T1e>>wnOuL<9 zC(fKaec|O__Z3MT-gEcu4?cY2$kEe9o_Bk_?U{L#X`Yugvo)LRPB*<_@4(?hPt=Hs zl6d3Ns&1O^dBqE#VgsNr=-Q#sKlQZ(;CJdt)q6hp;P1WRUDL`Qy7Sg2$`2=^-f&Q6 zxvA?;65svwo1fyH{Cw3HG=TpnQXAvhZ@lj9v)Zogd$O#p<Ht`+!sU(Gt{e8N>wRa; zHplC0n?biH!Vmxf);cL@*za8Ti@7R`ZXoWx`}TwTcU>32zwzzwf8ddmyZ7&J?S-zX z&C9DrUIzW4j~!|zV<yPnuyy}N`v3!A&KGrHW)NG;O$8xk6s;`vo5tj2MIdp#{bXi6 z*#x_IWrZ2eV;=C8<8guzB1uIU`l*`FZ5CGFv~T&9FaMgK{?UK=z5n9H!Tdnp_mPJl zeE7Jl8`snhpiWPu1H=i%iAZ~tbP<Ly8d|$z#$~}}&UKk@ZnAS$g|a_Hl#mJ_1gU_O zq9|#@-b}+yNl}N3oTuwhiaLEtdtz>|7xy|koB7;e1R*<Sc0m+6=h!+1!x%SN7hu)t zM#B+14g-;}p02Jv^VS33{cSH?Ti;xt6xaIbUR!GyFW<0~eB0MQ_t{@^`+>d7U-g`4 zoV#%O^y%~CtfDZMy?%=gm<jBu&ru+y5NWU5iKDVC@4D^AK+(puWM?6yNP8kqXh8#B z5Ei^YISC3vt_o+3NV=@6)?1rFQjnAo#Kxe^*i+M^NDh47HM7UA1T+=2Mv{s!ZpZT6 zj<!fjkR+e*Oau`5IB@{%M3ig|eXo34B@h==u1b)Q%X_hHUe3;u4~S+)5Vh`ibp_9- zXlL(y^)~%~dz|c%NfZk~?K$!Gbxp;y36T)}VQZ;9*QK``l8WL4O~a-EgMx^HkhMpE z9gv_nfwQa|)E<{ss7n-?cPNC`AQGcp5Q6g=h(xE4I3Xc~5MbxB8RrwO3N#g(n(GQy zdnY^!0;r%BhY)d*!CDwgL5M3Dx$`4(j;9-JG(|Cjh^(bBVrS9RlyoVKTcb5^Pq>BN zx0Mj6OBh2z40hBVP!N)rI1{dj7ZAb&ND5=rB^xc`r1d`Vo7J^vVTdq77{h89>%9qJ zHQ14qqC1d-rPeO7sa!tu=)H|pn8T`e1+WX^#4&qqLbALPq@AGK3w!;r+Y8c;3L{%p zuBiy1IDu)n%qfg0UG#sM7$AbxXle=~3WE6|5n4u13KHZ4_N1gBqBw?-Yz!qG5(H~u z8h|K_2()c2Q|qkh9M=_xF@@0_7K+77wobQma8@YAO(TR*N$RSSbq%9oEL`irPhldK zcQ0r}+pf8Q-+60~9zXkn=RR|3@Yy(GkDs~pKmF*dKXv4k3<7IxmFEg>H0<x+yK6M; z**vTA!jPaSp|mT~uITh+6f*(Fuyc{5d+)wAi9<x4MNCW-2J7RQHm1!10nk(cQ53`3 zt%ivZLIqJ6$S@NA-Z9!0xho5<D_7)P%%E%5nuvq`P#f3OO+FcSLs90XwU(lox<l%8 zMVyK-q97DuB$5t-5JtCtia|&ujJ0tXF3jGHb?cimV=SbCH3XJ%EW)rEZ&+*OV5!Y( z@aNMfIC%d{?~&m@b4(pb$<A7)c-L-!-!yd-1!`r~kFShn38K&%6T&Jb?|IhkaTGrP z-n&kmI&bUxv7@I<(=eDFYpvH;H>MlwF3Vyi`oqD&TW=OmJR~5Zd^YO@@*7|D>?<8} zcIva$4uF5^YllL=Q%|b?;EjKO<mAPJcij3}KKK9-(Y`|mk9_8l*S-1O-~I9zJjEjF zo%+J9wT&r&>jbAgLHSqCvI28w^=r#$ABVQ}TmJxQ9bfkwMg<|j>zlLd{SpAGx&c5> zWDgHG>od$3aNUtm{^`U!0MF&X3tu)bQe}8NQ`b#n0IZDq)2t|KEu^^i=v-a3nOi~< zYni6DX;76cBz1ZVvTlnS!dL_mHx05e1A_U5&wJ);e)b2h+U8e3`{{rBw)fUeO>r!T zE3IDIXm*ZSlaLfdG+c4BF;@k2-3CE%gCLND<u)J<05cl{A&3No6vL65ZgO4P^$Xq= zpE?7PcG(!_R_<OKC;Ll0owzbbT~QcYrHEZ1g|17RRnU!(#ZpP)ih`@6swyMtdC$7_ z)j#!pcieK|UGMwEBPUPA-870LrGhXH7htKXwK0~#N=i68zPxtht@~d3f-m#Gz3uS+ zpZ&4#{P?Gjk1G={k6M<uQc)B{VGu<Dn5C3)6vR<z8hzxGllOk;(_yHbZmc#GCln{_ z7uMV*9{_wZw%?ozDDHBZF*Eg+kWINNQCD+%`2yLINc*DGYgdbPtt{NnFae=r5ZHS3 zE?So|f5Mqs9xYL;sxX?Xf{Caz*s?C)hPSz#aWR9nVrhllHhXzc3*>}gM_@;37q;QL zh6>1Qj2C3^E4K;1;G-0E#dSqp$8Hfr01$IFVL)_xP~nwut387ZfCTlIu(`@rPC<wu zpg83+=PIY93n8gLBJY`3SBsoHk`gjt$3%b(pldiwL4YVCA&AHonad_%5D9qBwx3w) znmu_tn^2Ut`)Q5$sAFAYyoR((aRTy#Wrnp}mt1CWj>3rgBW`L`1&k#)Cc+i&7*9aI z_no|!XQ4r&r8<KJ33iTs_TJnm9fIH(%!pFtGp=h&m0xib#=r!|z^B}o8Cy$&SOx?z zI|6~(<r6p~x<ddip8`a^C4ZYUw#Xv_E{cL)Cz)miB^|Z~rm;n)I#)BZ!v4Tk1sjd3 zY`Ya<%(~*TfN8ud1W2@Q@U{lFk)%j~9ZN->9=PjG6J!uL=Xm`RoORPp@|knSa5g4q zMW+v?TJBQY+Y+uW9W#XyNWiD5k@F(?wx#A96aF7UQ511m*t&|sux?5O5me}>-=sn@ zT)sZxf*A}ECBs4YlaHSMe}4CE|K<Puq3d2$Yu)et*}Go-n{T|hx@kbJ)~GcAY);0j z>rs-(K+eX~+A{S=6h?5Cz(EkIKmj9TOtZO>SH%OLdHjZbqs_Io!Sa%KX1%mFt{N>{ zNs)sLm;~3AZ~L~NJVYSD&ee^Mf<Puo67Sb}R&T7q8c0b}2&H5kv$2ZJXwR;w)5)i^ z$>mF0Tk9O6lzKx*A+GIWNJae-W@BjWid-Ze0A*Eg{ay;K4Ff_c>h|n--Ij%nVy7FD z3Myoy+0%}M@ShyaOe9DO0q?+X5JtMlR3KHS?`2{}8|Q2ogoEC7u=MiY-A5jL=<h%9 z$shgRZvwD?&*=AG^W(q!hQIyOzj$BW=p#o@_?I=>KsRZpyX%I1%e!}fmT&O+u?7G( z#<QCaTt8=br*`U}LhS(fo%-B$X>I(-u`^*Dcl)2)oi2=`Zm&0)<qte`;yKT{?J3y3 zo%$ju-|N}3dIFqtMr$F&b*Jn8nasE3jn?7y4B>_F+jLj{5!4g#;+(U9=ytA8j|Z?a z8nkbBJ;S`Mqp+5|Efx{jdX*wCAnp~IhY3U^5D0`3*Hx2Eo#QZ2yGH%X>yx^!!zj7} z!!zsYn4E<Qo2qu!38}==$WAs~nZY)qJG^p;#9Wmwo50znrM@xd!ADMRjAvJAC2l>u z&)cwx&cKfii3loyHE_({j+>d%E}Z42h76!9QYzWCM+9M6)od38a)z_>Bxa(t<B9YD zQ5cJ~yVx%gs4xtxqJ&VvXcw26Eeq7SD_H}E2n5CKoF%EOZpyV)0wlp1^9^6~oZo)+ zk1_bS{`j4n(+sA0{NYEVI3gky1l^?}MM+jR#?CY9tf@EFmpkFtKmYFSbCth)|0gf3 zPj9&C#?hW###%6>lvlx0Ys~qRr!QZ)WVLZXT^U$F1qfqyd<94&YQf=RqD@3;%4Nn) zMbVIYLrmAXX<E;=FoKj6#v)3#=+<C%mcb-dYda6LwswyF?EMM_`t~(WL@Ho!msRFe z*GRitNz2TvYZMvl2F6g*feN-X-fZUr0O71<=GKoe>cCjq#xK}9*eyA3ODFN8V9)DD z7}NZCIGb`^Q=A}-+7bR0ovCf-P)c;V$fm7LW1P0b_GG?tf{=m`J$NVf)*rsExGq^r za*oRqL<r(`@}EsykpV>A9>wW)V?TgV<Xp_Ssj+?mamvo2sbCGIU6A0WL_S46gOCse zc06BE)ai=OkbS;8(0bhi<R$$^b5nyEa3rLY0fjNmFLC>N&rooV!f<gFTAXve69eZc zh?r)qYjD~ggOu#?a8+=b1LVmso_kM3#9-ZUIdf&fjTW6QTZ=HFF!C<|`#4GplpGCv zdsl`<S#M4<CK8>28?TxozZSsDB$aVuih{FgD{(J#=RYVwBqfnxXUST2mh%i@()t2o zPB8$3M2qv;*{0^nCO0*tA|as^gdl0y8m>!MSJWFIN_?-OWeU{Ayl?2*p*w@wZaaI7 zd3J!OnzJ#X66v7dtTwKx;S8*U5J*z?b9g@)-gccl>stuA@$e0gm-+o4f8@mJi`NqA zi?aU7U-<nGe&Uf+mo_;}l2K0tvENNw*G)bv$5U9%LW$))Boz@c5$nbn<0)NADYa{N zwYf3Nre`m%9oo0+%&`*(Z@WbV!DN~fQIy00oUztg+wI!Pn5Sd%p_1ILJ)fypu~t$j zDRfnVgh=Cb_ud7I!B%CxzG~}gbYSmj*jrv29C_eVPDs(~L6Ep^5}S`_A1u4g%Ul&M zOh}M6Tc>)Kl{9ZQd47%4P5Z?W1ioY2@{)Xd;5^Wdo%1mzpnzrQKuu$lQ409*4V^^c z{yodrWxNMr7{&4FbE}hC?h$^PL_hX@FZ<qq@uK&C^x;oFbYg9DN<^P}_{9C6JbL5p zH$RytSOC@-;QB3to!Y5?I<*7fcj|N3qsPxObLVqdi)~eB&^vPS?2+SVb^!cNJ;~a& zJRqW`s++prxU@POPjuaO_l1<*L4Rpwxii@M_N}WLz`^~y9zAubm}T4ZU=|fdVH_&c zG=BEOfOAgC;E9MKRbC+O9@x9Q{fEr_@X^yB{KS#77uFtp<nduAUOj)|z~MvcdKNfQ zngXy*C8CHOLnv4cqgkpg^zJOz6>IHzn~;h)p(qwnYKz<z+38bf4;{X7d8x0B-JE1q zRZAt6QbGtY*PCljH&RLCtYS-HP&HbrK#X?rcpXh+*DpgUQXvUq&o{P~oarwO58rv` zh0~{<<6|c;+;jI8Pvn1h-=`cYiW3&1wWso>0`?M3Z!Ina^_H-CnX5bqBqbdYgaAkg z0>Rm~ZL#Ie#vp;T3v1!*6%1QJVH6P{mD0K)lJRJTjW%Uz^32v%chHMEo!Y`mS!Fp{ z3qO2@gDuWq+W6mp?swkz;fF44%mA<qA*o~t=eRDWvjPOs>B}S)f?QRZ*@R59Va?m# z_0c4be&UC|-M2+P{^?@?JpKN<wjFg*oj!JKGR*;^v@3)ZL5N~zo0`ICOJOb~FWBSr z5U)0`-a`VTiLJ|L>=;rKGo+MDE4U_no}HhkiTP~bld-{$8NA?hw6)-~qg~`+f>0oa zb<76Ym^1i1xmGUg2be-qx4$i|9n8*Krm?f_S{2gMbUB|fn64eUFI>dEkk$XUl&}WV zO%7xBY;)bf8AypJ-ujdIw3Bf4oSLG9^BI~N9rkdJjk(^t3&{4A`KWO3<Oj9@NGT#h zUAZCy2{9Z&g+4ca>yQCTI;0d&$J|uV%@tekFR|%ynZwkuh7H>8Nf1z&K&d&xv)mGM z2mo}=`E<b!m>*){Fr_G_PM@SCf0garvEOsT{l;jXROh=7+pO%suJvm4L4Z<j>FTXT znM081jwp)Q8aU_gU<dY85jWf9rm@p87+YA{IWL-sqhQ$YdiPmvthSCwP^d^s*EHNp z{jaEaWlwS8oYM^(19A+IR7iUi#d97IqtPfcZYmzHqdzxLXg>>Ef(8?zX<Rk|KuJnT z?+Wh#>$uLjDtWR&NlHl<)^J^LqhT!zf^!Qm1Q3x=cJMy@bCyc`KgU9fxZA1of`ud{ z5yf0&5Q5@PD`>I?PPDBS&wyYDpx;fERKw*F!0-F;XRZS9&bgm`%^!Z~fg{H*Y{tvG z4M{m?laZ7vO=X%^<4rT0fB|ECkClj62xjM;TXbpT;Zo7mS&=u5x$VI6qmMim_4{Sx zf~akWNhOJ`)tbR*D$FLLzXU-{1VO|t+skO9H^#26AShYBBHvd80RUaMt38`cSx7_) zLkPJ&)$*z$C`Cz!%N)AqD6)2|IX=w_%MeofxjKYkXL<1g<~EKI?G4X>0E7^Zx&77v zNGaDYN;XyHoJ-^Az@AZ?Byzp-)+ej$)9rYB(Cd8Di=OjMFM5vu=WGA)uRr|h6LncV zDFDx?ic;<B?cKHXxnI0fJN5ai9RR;mpS#w_GXUyIctrW~?c~owMc%2Mx~h7e<o3h+ zAAI!m(N8^8d+NIiND5fzbW@b8(~ZsUV6gw@n|yxTY;$twp}jAA$vtN-tev>9vAk!` zwY<2_um>VrmHt7@8Ut{*bA77<-RL6AS8m&X+o3HJ{*OL*?DyXI?#ItuK63IR0LQ2s zP0r@CY%m(_zH$Fma<ATS5QnNR@}S$d)*=j1YFFme82|t?XJf9)IbLA~pc`A4?GzD? z4X>R&r^{;pp&Rz@T8g9K^4i2YS5*~^arumm7Hox7v4qJp>h_u0ItLOoSmCNbUA6(; zbBeZeE{fyBcithC@O_81&FK}#Zp?ij{Y)4t(I1rB5SX=QL2U;0T-FT|t%f#AP|S?w zBxz}}!s7&~z{Z1irY&GbQR3a&TWUa?R@NH(Nh!7V&i5b{1ie7UNqPB#BPuDVoEAXX z>kA>AHhMPJMF#6W_TbTved;l&5J^IDXTFPIA~;4>qRDwSc1`J++1eyjOE(;h;`r#< z^MCRe_l;-e&;PscC8EpgV+e6wM`8fFX-+<NG|LK#V(Jb^D%OqnRRRDNfm-@8J4aG7 z7|y|(c~tnERU#!!!_%=Jw~9{RZLY#-n~i1v>V^?p%j^JxbpW%qUi$7C*SHEtF>?$0 zL~GaY3<OaSqp7JofYq#PSj)~43C91&-kV2RmX&p)zi;n-#ydvbh{(vXGAk>oq$rRX zWEKz+RCvn5MnOdJJ+#%9wx5c_dMe${cI#7?qCS?-mPTz`MY~mSX^TiR$V@?H4Ox|Q zM8<IEd!{{n?~i@%&B&}Q3T+X29luotRgpLDJ;Oe?_V<0i!AGWB2niKlZ}vsC!Ja2n zi}`L_ND{=>!W!(IPcE=Xm9L9)f>i7*%6xuL1d{~eCIaKdjobV0Li$Tx%MgTsH82L( zbkx^>x{r1zK&ZXO?*v$17Pgn5>M3`vZy^FPf!LdwH`>e&MiUXd=eafh#!;)|->x3* zdZvkQ(D)0YH35(T2;`ibj=d9v_tvfj^SY!m=Q2lCqO(-r0#kWod;qY<n~*^T{zlgt z8(+^0QO5)tLzuU9EVGd02`|o&3PfuOO0m(HJCl3KwC}!&){-0dxyT_UNeSoJPqTq2 zRLh;#fz|F}O?ff}fgl68lC2?e;|74FOxF+1HZO5iK?W41)aqQjLH>>g0R>BxXKps) z$%sf&oGjkEUNFwO*%$z&4GNPz@8Ih^qNGVG;@OyIQ<OzLvy}=;`6LCB3SjmziVTth zB<pto*SF7KC7{ak%2Cu?(~j9$&Sw;aBm^MX%l_H1Wtz9)$T=nDk@X&cwAngy&%F;^ z*qkrDy72y^cYok-K6uvyo5SAGBNsROLHH2elXVCp(d_bU<R$~*0}kq2$?O<=)Fe@N zIo~P=<LPU@_W6JQo{xO!t_Q8Nh!QI$0B5w*8deiSHCoPSH`;|#2xEkGn4+sHl(~P3 zqu#1eHyqD=^bG)*jz&a;=;jIPd%yrFPC1)FmxyBLt`+ckQHgq?GS9mwzUjl(0Zb2R zj}lQBDr2m*j_Yr-nzyAZouqLZr|WA=(ZhT>&yUFgP&c07b$HfO?l^sX{oMATcVPA5 z+Y>dW<FVEHiFck{$ou!PkAI%nFW~p_$Vj3PHNp6Ef@flWmZs@G_HhHOb%W7N2^89d z?T$)Yv>>`On>;Va!(w~4Eb`;0AH|MGgTblwW3T+G=X~U@vuDn|XLs}J%Ap%MjX@AL z+wEd|S5K#^(KMA#!r<X-_O~uwK7Gr9uX*9q{D#Nn35WmyAOJ~3K~#*H-}ZZd`HnyN z+j}o=CymB|qer4NmO^f9?GF0Gyex~2tJBfw=xw*|4ZVxgq}k~d+q>0xY=clni7j%@ zGe7Tg<36l|AWBjM5rh<Q>?O6ex0%nD)1%$p$zTwrX?MB1oCf2`%w%I-ma#yiojmRF zw;w;U_S=8>*P}cWLL!XGt7MrdZF16pb8togK@gb9Fb-93{eUmstFoFH_mNNCA4lPl z_1>dyJq+ODm7VFVXm(oha=SmA6qWY=;cP7Yuw=0t^95BHp~#4xAHM?-LXdTybj{X~ zvz|#lul<RHWHKNo66~B1B<DN`p(Md?Vp$LY5K4i$$Vv)L7{%UkP*28sJap{9#C{VN z2BN(L75PO{&)j@*kfsQfn~qTAVH~x3OKXP@`a2aj(g)8z@b16)*s0@(UiZo`ch0+Q z-E>j#rL*Uzvy9>t&5jQOoR6EC0l^MJK@wX7cI>DY{jvi)>={pav1<|sRz{VKpcKUo z&L*7aPL4&Ro(r+F?78by^VK=a{D-pEBz)r9_2X*)+C^4bRf3sR2qn36M4(o;J~`*y zWQ2S|VGLt<&U|0|J-1q$w;`PKdv2yV+Z;Ss8jEWmztDzwV=Cvs7S>RdQmYMbq%Q+Z z2CxPsuVdX`U+XPUH)1enANabP0HYU_hx#WxkG1zs0Z9W=LI?(Y*$ijlP0ki?y_c-u zTMv$*6ooPC3Lu7s1H({RAdIMPi`Z*wYEUgab`D0P$e10$aZ#|d2m)#?)g}@1%SvH{ zw8hzkvzZ(2idL6>=Os#fcAD3i%x|MW6r<6)j-5dg0&Fz<392XRTjQ#deLE&f>g!)$ zACQpbX&27HIVPs0$wdxkSj$9U7J`~-vc9&|+9MrON>Dw@#i9>|o52xL7_(yvV`?;S z@=E_zlB9y*rXwErDLk|=%&R3g(=nJSPAN*Uh)y7?!!rH2Rw_rt;{lrrDx{=AaROsm zSEvd!+x~og`W>t#S&!pua*)4;#;|o2Q@nb>f>4&^9P!+15JW^!RBP;=^8yDc#nD46 zVHf~VfpU!ZeDJPs`0k&*cx5{;s!pqM;^=|D`{aH1U)s6#jz>)kvsh=>T_|fEGvb)6 z;bP{psqn`PVz(!%0RSMQNGR1GO|>z9`0GFX>{oo>*$bNyd4dcav3AZ0l^!@G!q8+h zJsH|8XQPoV);0+#IEW}tDY$Vb=9%pa5?NK2Afg~(YuNF_1TRqiu*(3%Y%SrMzl^nx znMsgRN^9e+fn$mS3IYa0m!S5wFO7L0%^M8{N-8O>b6zw@&OuNb$fJkX8lOW6UFN0e zwbpvw&+?i(Z@=aA$s=dZeR$L#JT(6Ox+}wc_41X|$Jbx+l4m{QNAF`FUs&uH@cVdV z96YcLpv;QT@%2SsoIbvOaBV*dejlGJe&KEJ+}s&xQlj0aB&EGFbt09fDoM)0?qrf( zxc4jwr;n|@_Um5IY{YN;)|Y?cGY@|J-is;>x+}dK-gfQCq3L8&jE2^6lqO5v)=k^_ z{jKfMZvW0>r(XMt7x<t2=I{Ua|MbW2J$t2p_}1gy-nEr{G>Qz#SyrGdX4&lgy=PB6 z`cZph;SU@=JROg-@i6LigGM9MshdsRcoz;}rX;0C8$^uScMQUkR20NK8`Wm=LJ9&o zQ;dhBGBXf&o;-wZe0aV04KI7{D_-)fdmp^~ZQuV(rE!50CZ7@*No!9LN9>uI;Bq`f zRW`e=m4gTRSGRY!wx+}JSc%{LllQ*!-5&t3zPj{^mpt>f<A(sKAYAKpopZzStf;gQ z5`vwb?=DF&QLS7R5<tCW1FU0XZ9VR*<)*cGbP@aH%K+i0#Lkisi!ckn5p>R3V?4Lh zI>!vhE{)^bh<H3SlaX_-rl|u^foOCgL(Ida;Oj9@HYTDdkwUofAc~?}Za+CM1`x*4 zk=t&)=gfV-@jLH+=?k8^+UqboQ<)ny5!%@8&F%4U1QEa!DE1O3NCJkPA*lc&sn}aI zOX){>V6OS<bpVwOqv+J*?kq}k_QHm>7IA_i^F=k6rD%2_C0onjdMfKIPsgZAl8WHC z$`M6%$+~w6?JH7(_YvfL3TDjNQam0&YY1X?(1wf5d(rV^bVDh=hhfVg0pj^=pTNF+ z1!Pc{yL)^k{4dwng&l;1wP3I=F&$IdtY!9f;k~z6!i#bEb!X%Me=aG9HEa!ug)U<; z=l22i1VLPB_8DM7z<w}pG+P7hz^Ft1=7l9K$i0iRAOM1*gv*>419nsLbVQwHo;Nra zT@?VHu@4fQP1rdwcsycj5QL)Hg$nB@(chFsQQBxjNK8jO9YYYDWy25x5EMjE3Jf^I zx<Zk0nNzbvaf$`$SV;KvFULYkuwds<%-}4Pth43#TFFg9kPrk3u#bf!DM?B8p7wxJ z>egci9_soLM<EfMe~hiS0=<d4gn=qAxXeiiN}Jb8_eJBb?)m@#qJ*lFvx(cef;dGG zF|)G<WzPAGqLAW5D8--!nS8M@{PLn8pg884mQg}U!!e+Uf&j*Fk=Lg$1VOPiY;7G} z$KK{1ZZ?6@00qk{+E{C<SjjkT45q`mufbx4D7M-w3xYr%KG5^F^US=p)2}N1{*T=o zMxl^WDrqik{g02`%huQ+zPvr+T20~@a&Hk|t7$-Jw78hMV&)5YW(Tm*#%SXu4^l}X zrBI=*ijREi{<U7`;M&qge|qw<k2a+yA+|1G+1c6+J4-%YMWqduG_uW0PFIWILlH(% zvsvba1B|sd*uL1Z0FX55=fb&b{S?08(Oy6hEb0dw!ml4Gu05|FQV=UyWix;wm177M z+OmY!P{E>CIPX<08oW?aK)~uU3<IqznDTR}-t#OoRdvUyqn~|RPDJ1HtuMRx!7FFZ zT@1r0Y2IAi&dgUHJYUYTCp_;7U-qSseZ)`S$3DKW*e~Gs@yK}0sblSCIy=8*jgdDs zIN1Yco(zWv(&eW=@%De3!`sIfJMO;!;_v+N-<-X?d+Vcbzp^vT%L)k84J(Z(T3RXG z)$w2`rF`P^pZJ=ueLjHOjvxH-?|t=~e)=~*efE4dovt1_w3iMYC2@PHQ(U^@#sd|~ zwdEW8^v=4i%UAkWw;p@jk)M9k>l$ec;6oq3_wDceo3k7JV~@IRZ*dMF2-K1Fm5UoY z84&?lHobWN+1nob7{5ig#*7C8=Uf_)o{a+~;zlzwnzI>%qO?KH4p3WtF&Ng?8=5dA zwSr0Cr>Qwmnj}G>imW)e(t634J^3|X`}|WU4gsjN`GKGM&5z%6Vg2~gAPg^`eK4C% zQI@jdrKiG=Nx8_}Y({WtBRzQR=(#iZm3f|5hE>REG85sru=#9u=KR&o?Ln)NmX&7b zh;VRiIf<j~-BDTTva)lte1acjiF)Vd05HnDP*G@o!F_FnJ2w=+rZo2BEHL1UF%^b; zi%>xXBBPCziUjGh1Xu)NeO2>JkB81!U+eogA_`*!fgg0UpYZ#Sma=Am6A;D}#(7bU z`@_zjE=&~1y#s5XxcB1k{nz(C?)33L{;Q8n$Kyr!M{BdSI~q^3a<FTRrFO@c0PMi* z>KLaWAYGy?5cokWL5Nxe?oUhz@}yYjTs{TRU0v}JJ1gDR_U5)NGPc$awmF}fd<r2c z3@J*%j;o4oMIadj(aNeG4s@Pzo>8-nMNb6vV4R)z*@7#xy5Nr!E^+{DHBSe7Cf!U? z1R>`>b0y7rv-No`?urneOAHp!Wlcl21}cEqQw;kW)k_BIp`~M8Q4n}?G8;`QfD~|s z!9G!JelV`)IWHdZc}>sGurVYgKwK68BiOS+_YIDP!MLt?HUgNUl&wKkLRSExEVvfd z279Y_I5#(3q`7p(*AR-P5&(O~K1ntP(=j#MfVlQb%*X!TH?GWxglM(gbPS~^X+lb{ z1A~P34Bu130~Dvw6=&0WiISwGK|u&9F>h%JW|vPnoAPAnog?Z=bydJ>5W!aL*FcrS z7?7YKKoHdi2Q<GyetBpOFNyb>fgt8=0;7{w^T0~?rk<T~6e=mLHn5g;MMBb^>{w>_ zd8u>G6*)6goWS!_oFyr*kIJ0iTS3%laaFL<m`$Jx3jj>aq!gl*=Gupc5@LK)#uFA$ z7Q{{kfvzfMrnJSAAy0>-R9zx^?*?ZHOeB0`%M}?H89<O!4*Fy?z)q=xe0;hlKYHf* zFkA>YCk3^ejUZ5-A9V4`&ZIwb%-!Yg(c5kfqR?5ly>Vsp!e#9M6^y32f1r&qj-iy4 z^BR};_JC9bQ?afX<O^nN?Lw+#tsxSg7v#fPdfm3ORtgz3Lw0U9o<dO2*kk)b2pX+& zJS3s0)nVso5zkg@|7&uSznW$?jYHM$cKsnqrBLcUUlL4o!yNz#3G3K7@?Y;#f+(D) zkV+v05j$o;5}}+)A;LzZDhsCq&Zfx5b7urvP-kxV5Iq^Qwe4QFe|5W<Osk>@A1Ru5 z`^x6&<LfVe?vp<I%K$w2ai_lh)nECR-}-O&+;iW7qlcGPS8h1Rswg)uT$qg}&w0}A zKl%Nyy{Tv3KYuvq-v7}v@A<%8XU}i+N7F_U9bWG}<4KQx{xiR%_3-Yz`}iWoegVIa zM}|`J#m{@vhwge{dt-C`=#kI<;=%TgF3YDq{`SvKYTCy>7I@q5{>9x7ZX7&*tleos ziYr(9d0AOwqza@I^<=;~Yb-|%E{bj|e)IRfdf`R){AWDwmwxOGKlHP|H5g6LeDbcO z*@)su2&u~|n@p`W#}BVnTJKIqXYcw<ySJ1yQYob|CYwx0{eji`sdwJ`li&Z^$KP=) z0A~Khx4rY;3)_cI9QCfhHy}--<A>KSZSIyz=0!dp3_ty$k0y<nA*&(-<MEF=`l9DN z@%<mYd#6A7<b9XCl9QC8IALS3m{IedP+TICpmxs<w?RUrt+JSbb=qofkMh5G@5f*N zs;}^${)d15{>z)Y&2DF9{Q!V44Db8Yr>i2jHM^J=+h!slj76h$@%{&9Ss|iWEp@{% z=q<HZdv#=bRg{-5UYb0(A=t^epuO8}1WKN}v_-;uv(+|NL~}x{HNNO^y413^toOCt z9s_L#M7<$5*88HlA`@Y#)O9|BesmuwDWxcjLWO}X3INLQ-k8h5wlf+sAQe)QdLc2T zO;Q2Z-f6B@BYWnpkZcV*3#kyNdfXrG_V*U>0G3u)b~ZNO^MOx&-y2@>`+xer2RFC6 zy&ed&thl_nJ1a^8*|G$Qxl^4lm2F*yg)tWy7a1iD$e_NDSWv9@fPg&ne#*O7x56mW z!#;{BtfMf3QY00egVt;{7daP&Hzy;ZqE07hwm=kimu*?NB4-kH4PT2K_}VoubDoZg zNVJw91Ln+|4zMwhQZ(9bItCGiF{JX-W@Ixgvf_!D_wb+Rr^8^*GtYVE>6p69fdBNp zgY<c2Vl7Wc0FX3A7`ovOtYHQUUDst*fjWQ?a1JE*)@pT`%JAI>L@}g7(TC9pLU?O8 zcCZ$bAOx{+`IKj47)^~1gmB{#R|TB$qH*$uf{Q_)5b#r9Up;s`z-v=MKoGMKofV!8 z*k~BTRe_16))H#{h$qAo8^igOiyX#4N>}D=G=(vR(ZXBXu~$7%y~OL2<l0xC9R)G9 zmmvkLCu>*;>E#0=ZE+B}QJ-g1QUQV(Mq@k#h*St|$T?T!$i^T+0uVklt{(IHve3=O zTx2z=zHW`o^$u0O)H?iddLjVJ-R9Muq0J@$WRhSmdbm!pY%S{&Bq#`Jt|?$^>uy?o z(f5cJq#_|0ptM0kf?XJf0h`$@Clx9wjWu2!bIlRZe@Zb!RkA17IOmGo>4HcQ5sLt6 zlV=k*++HXbNC<Y0oeRQ{+3E3!vuXV>I`%deGK{Sd#yR#RqB5s2_O6Y7DKMOM+#gM{ zya)pYqVY6yd6q=s`YlI;DAZ+j;r_E_mTTicB!U=H5dqe+V<((8u+D{nn(IC0wXu}Y z>?(~wd1=x$f&()<$JVhn>|7Lu03Lnn=)2zc$?15~Uh3vq&d$m(zM=e8&6b{xT`?0; z3>Ap_0rd)dc8<lI5KxT<Y;9|0B}(i6x<zp`o8{0N^%|+4=)E7{{r2E27X`qi6cP5) z+0r!5%F0=1hJ9GOy1v?4TboStJW`|Skgau-q3kTxgLh`4>+)YsHq(=Fnnc~zm2rQ# z+>S3jaPIi&M?G9dEP(#j_H-~j^r$<&_A8(9aIe{m*S+$~!!Y>8x4rW-4_w^cyfj^9 zP+M)c4X!Qj?phoQ#Y%8@C=R6%v=k`r?(R-;x8Uv+FBYs=ad(1q^WK^7PbT>hnanx+ zS$pp#D@Pnd)<Aff)n#`P3RM*<gN{?QmX{~0hvt;s>Cvj!JTkH8(I?-#YQG<M&!H_R zdYhaZ&<GRnRjQs>ZBEaHMG<IJBX@mV7Vz~T?)8A^k@)UX+JBBIt{WPZ=ehYeg*mox z$4uDc;iv0EfU{fnm$&kdUEeJZqplP$sQlT-gRw8^T%w?knmf|B=e`eaEwW&`7D}c9 zX3Wf(CH?W($_k!g;_4U(BwcNk8k3gcyU-t>t8JAvryYHn<E`8E#qN6&V0;bhPz}kL z%;(cD6o%G4C*ygKa}J(s|BWF%Qi=3Z6+|w2hqk89TE$x}nwnPZyZ3gdU&=rFTpuR6 zfR1ueINlzG*ZIpQU`K|J#p55*;F>Y-Is?qdlPX?_9)hjC_6Hc?_dDeEeHiI^sWiEt zuYDQ=$(Y6OKLqV_fVB!{^nzdJ2PDN=5;3X;B@_fmOK`1u&p1-_kP8dx+Zz^`_K3ue zF9E)Lx^LrN;-1q9NiB~*yQnb@)~4LKenNgz)6>!vWA^9Ipr(1^%Pg3-uvg~KB<3*K z+LMQdEqX;+M{8Bg8NgfBbs1QL8&@<XdMEZd9Y7Ylr*onNodS&rfD1byBp%<6;@>yN zh?*hz2iSV-;Zj#1pk|XDr{8iPc|;IY-DKG|XU9KRP*qW|a~K}u+Rg*E=Kt%G5`bB@ zT+#?fK%K`!t$%y}Th?_kB?5bATx6bGx(FWxR>-=gYx?-hIW}Ai8`I5|VJocX_*mR? zaXHR!56-fLtJB?riLD7ekXp@Ez^vE?zPaUHRtLkP1XO#dy+AO-VVVM#FHpR)6U`)9 z8_gV9kv;`$bVjcdwenLv$r)feA9zF>Y3`wjH-3q5FScv}twacs4l0hcCC@k8d^S}1 zF}4L;DyiHUSo%SJqqG?+m+A;W$_vR9#<3`{y#LsN4X;rEV|$zUEVu>UDQ#NUh{Mtl zc+i1~0n^YD=DSz(Teg=jLij-UPyZ_Nsq<wpq<+-o);0uXDT@627FU(&U>O18rU=yI z>wvYgR@ez28Ncb~#g?lPijX;HECK<VPTCqNY&2T=+4Xfz`|$jkjdC;BQFw?=T-Tt? zRZ%Aa8vjgtoZ^dfc8025T1oAAUM^DYQCKC$n<YS#P-v(z<s(jR{zfdni#Pw*Tdn7Q zd@|-S15A>Po3k!5>~PuiLs=J-<(Jl}JWKB!&QgR72K|!OA5sfs+8H}=4K^Y^!;dN9 z&Lrpb*j9Ex7<B>jFJ@YT$Lt@|)!_r1p*0X=KGM-C*Ns@&AD@n@(P1HcjrBEzI@mbT zj$rk!qt4w`ek$~K$c3abTNwD&>oZ>mDjfks3%R(V3dqBle(g-5cAK2c+=dC&78W$6 z>>=V0<+<Rvl)`KkNwOoI)G{dJb5SZ|Rb|ca8~H?R51xn(`=d=N3n6XRk#g*uhv_7> z3d?6hZD5DhvdA^f&WQ`k`uTtmE`Df2vjAsB#jIgUS)^sD$L1f2;}cj*6eFuy3M7%4 zB2EyHFK<^Jm>S{W;T2Aub&It-rPoOLlUYD4A*TV!YxTzlz_2(-Cr$Y6>0>8xK5R+W z4Qrm<iqlj<+kNpta>I-E1L5ICKc&wi1N*tcffC<hTwtpznqd5O`ETD!l4MA!x=tY> z7!gg)*(xzjYQOLc-p`kfyR&~{p%3qpE3J_Ft3*1gUrUC#SmF;`ZM_)PM7nl(+{{<Y zleZXHJCuu(L{}8}JC`Yx#TQ*DGONJ?M)X9<k4Bke17Rf0WIe}mo8t@5^Zwn_W%t>W zpF5HR62!t}S-PA?9)HW}-d<&m{SJC#X4}FBwpFP7?ljNY$9eL0--Vz|8)agKf@kg_ zx5WlnwZ1T2%|F@Kh00FDe^Kw>9(rC*VNq6o-Wwxl<Cu_Ga(!{vo!*&&aofrm6)!hF zVK3ipm=cH*)=>T}71t3{iavXzuWGW;^Gsdd-+qB!s-399)*3>;TIM}raPx8FxueBr zF92n+qN1hw4tvgl^7MU8cF&Ke`lj;-NZN+)@fPPqz}a@xI~Wp9PWj%LiIL(&9x@U~ zo^CPpEtSZ^BANh*s30)gx~5bbv?aPfwc#@TurG2t)pb5+H@I=B%=r@Q;CUECRQuiT zmd!p@coNpn>z8f+2U9(^#_qhtZw_I&ap1DCWxo4%=@FcFl}@&Ddj9r%4K!t6L$2?K znlKmCQfv3!WSLz-S>rdK3lE|}>bIEX6^ge*6Ce7Bg1r0J#S-}&``X9I#qNJdD0$DB z5+y9CfIwJCH0<geaIl>iCle>FMz`VLUbpde!PAPz{tw&F>1{2o`MeELqeF3@=5($% z>*);AYVlV>*K!qVGtis`8uX(CODq+2wQ)njAYNC)i4l<ZwODShE&?4Fy$`aYdpEn2 zYu2gGqE;a-9JOv!n7Z1A1V#Aa`E24L>uhc&T=mPEtkqkzK{J3a$2KAjF(t_wth=Bj znPWjr{mGv&K8Wjba83v|=2mn$QdMA?N@?1Z9<58xj}_JD&N2g5e+eg!*)(b%{d3IW zkB#`+Fv=%#;USjqKHIs^#npz-<Fl)uVL2D7WN|VtvU5M&lVg2(E32*WPs=iZR2AFe zMu{uYy2+Z5C4$5SlUP<A$JQ4<VYAHSfnRhH)CI0#@~BRee5o2rptfce#Ds9ok0eWW zUqd_MD@+s3s0*bS%A^0~uT>Az)i|Y(sr-(sT^9PfA5k}d@|o3g#AA3$16u=MJ>Sp| z12SLir0maR<Kodeu#AYP0NXK;-Oif%w@wJ=!RO0l6*(0eaX4eXo4w;V5H#5*8<^wH zLZ8xT#{^&obL%o3CThu@mSka?@x>v}A1<W*7OE@PgsLgByYratOC|ph*sGu~mnt0@ zioV8_)*<Rx|6r(q4pc~U7ue;Y!!FVncKUJqrw`?<yEJ{WQD9=iB7&=eid#I^I5>DK z(}cPz03n&yA5AVRT?ieBNE7L8Ts&=b5}e;klNd@3d7&VVp$;dt=JI=t?5rD}7<sx@ z9LJ=EkRqZdc~0Jor;II@*%5y=enG|w43EnA$dlh1z#Kq1K<bZ;IDeFgogQlz)1vat zKYDL8yboV`{=gLLDF^jWN>+?|$|@NdPkfl_U-)=uyDFqjTUJ0xRUm7NitwHjNZ88F z2wQJ|jVqkoFr#f0b(k7eUJf@fgXY^>X}ZBW&s`0>$t(s-F)F<6#F?qa9+JNxI#$)s zfzL*5E47W6VzD9=g{;)!1<C*LH6*Z)BP%17EGjDw&Yj}F)b{GaO%MOcY?Ar#*X(O3 zwpk)_!q`>dKYD%9{F*qRntWm8uwiPpGK+nmo`#L%4scX%G+R*@cBIK_R8a|G7Q{Fc zjck`kCs}zkkz&0({(=eILa`r+#TlI@hQE~4vj#e22gaB=EXZG5ZrpD2pb!I%)+l@r zwxMF@hjCr7n>fRnit6M<uKvej4-TvSN`uo}J=rO#L4=F}tM#!Q#!|zd?S#rPz6g;w zzssn#l-->1ERJz0Y;Gho>S`BPj)`T-Lt3ZQ%EWLZF$v}`y877u73|krWh-lY6-u)= zOXW!zQFz!*Y3*RWGcf&MQ!)*8;zUd(v>H|eLdUWKdKfXpeb(lCc2BEkD>U_E&(^-* zX`GlNGzjW_G^c3Gc3S*Bc@QXPlnNd#@^dMjxMs>0yK{J({3v=h!$j%HB8H)oCvuhg z(eDXzc7Q-73a($svlz0eb$+Ur&2`@&4I58;*^hI3o0RqY54B}D>tf}!TGZmjqX$}I z^R1rlBG`ha#r&Z@wCF)pZ|k~#a9A!>Z{hzxA8q?5q}p*kx$$&F^)}?@{ck;L;B;+j z%xT4rwYZA^ft~8~j1YVhYk=i5VrzW$-ztRY(G+?qjX?FWte;HTiq!hAoCDAX^*dp3 zGZ9lPrJ&<Yukzc$(ys*v?}ux#r%OA#cYwdiB3P!^{l%{fr@+;^jtR)YVQ{sDn)O!s zE73<czuQy4yY-%@o4jZ7x5X6&ke6HIytT?iqw6rTb8!xb8M}8~Q+#-*V)NoLEAqoB zr#wO9>X21>Nxi_{KwkU#MF1tQ>}3podWs|p@ltn#I;QIcU$V7iD4g8NXt+c;smw87 z?0bqYzQiEv_T8IuRlf_mUDKbheHa7%pO8mA*;E5fMOk#~>P1Mncngw)O+^RoPQs-U zIRpz#2{n+_zi6*m8=?FjVi|)UZnc}3;82c%uwrJrOtlF{yFC`l>$DysYRdzW71<!? zR4zl(aGGtS{<8x7z^jw9p<hpL1hc$IgxeB+O%f+jjca{HtKUzQJzIw1t@x7`jQ2t7 zHy>(WbMu6~JknrdOO7HKnGci_yT!h*Ipr)~T@3}dBLYCndX%SX#1bL=7VV98tTmA< z{6?r8&P<3)>evy*lw`-*DS@dSlj|B!Cl4`~>~YESg>Xbd)X@mpaHi4CdL^=w3s#}0 zH6NTom>3eV89q@GYOsLMaKUPnF73Vtd>u)o9}~GUHG!FkXKWn)+SK}r-+49<i7f(T zqO^9#vA87DM9zpuCH}_+$ZFt#E6_oa_$^hi>bwni94Xs@xK(&)I|4V+G!keiKzBZH zE`K}G&=n2y!rJV6f1DV$nk>L_Q)2r*)z-7KM&tn=_(P8?UF&m>1*&|EK=Fqf)&uw{ zpshcPy*l`vB~?xcb#QsZC|@{`W-x-zR$ATY@6r}e78JFtW~u&nL9Kx@^*>sabP=It zA#}POT$w1#utF(84BM2?*odsC{q!^vQ*DP;TxRT>C^@%BP7@QcgCg<XGju=R1M^v_ z>4z>2QIx!F?pL^9SFYZh*P#1L+rrET!ANK`c2P2`^$2jlUaf2prs7na2!dRZ@=Qev zj~9j&6C%I9H8=qaS(no|L&>sY27<AR$c&!Cr!7Ff?)%fC&1<~$OsJ<xnBz&9`aiP* zgMFWsWgB;%INph-Q{kj4ymwt2G=@ITFVa7d5lN6Gh*Kw$awyXF1ErW^I1HDkt~3mo zioW%#$oydlRBLQ!_mMumozsw#Z)_a&(0Tu4sQej7&mzqof&)`znA*yx8CnlU*tsfc zN2AcmF=QICIQ+fQADPz=T$a(RbAb(IC#|8Lo`NHWgeR-2Jeb?ed6UCIG-xCo)&A52 zYS?WR@s9fA21S8jyAQ#pv>0+MUEias&5RPT<A0qetP7&m55xGWQftLIj(6j4=YB8M zF#et2g|LYSY#wU_;=FxN3E*;D>v)x_a#6=sl-Jf#DSh~<pipnlrEB^%R+7L)Usi>( zCqRm&*oLF2B#FDhv9+;aoHddTX?~9pBO;pLlLsBanm_R~`RVZfd7Hx}V`*G1RE3;e z8DtQ&{G+AE)5^!uvg@{~?|V-f>%!5&VR8)N6k@>DJ|&YQsJO-Rz+cPe`X7U)w#n-W z(_hD<RFj7YzX!6O>zbCgEt9kqF=uF(7uNmF<t@|t!{E8s0NeM~q=!dnzkcmCKTO^0 zw{-sMJaA@u<=}Vdb}rW9crrg~S?WBuIB4zk@8%Thw>OdZ3dIsXW^wC05K?_+68r7r zEmmjJd%k@hQ0sn%=OEhris9h3k0S0m4J*5MuQRYIZ)u+I2${*-6_e;)Gw1x)>2?&3 z1U1~nKDow$-hkP~!{b@zE|Pzi!g*-N3#=l}{(w=OwgW0zN0j7)3IwBRSr`n=uSBw9 z#h){-r~MYNUiVEN0zQ|kun`1Jz)R#$xLaLEcO7#A9HdRYvBNIO9jG5*vgI$U{o%}S zEdpXP-6!AB=Rbp9{yJFIrIW*ZL*o{y1cd>}y>>3r>a++8$ITF(_PpH!Y4v#{z1+L7 z)ieQYCj3%B{dOB1U+;uP-yDvxqWn?B?qF;wU2b%1Me71%`4TB^yuv5*HM^rLmQHWc z@Ffxw8N29lSjU6Ul&iU7L$7~)Xf+{?yvL00^7p5dizv1fe(@iMxUlRPK~x(0=(|9( z`BhH`ImTn5Z}u^J`%i=uMaj<Jc_xW&<ZSJWE7vvHVu1kFheS<Th%RMkBLzB#o0|=3 z6?CJ9b!ylS6HUSz!AuGWhuCbW%?zsIk2bTFXtE{s|AfyKnNXC=T{$8t$MVUZ7Eam@ zlNThtfDrBSr-b-6r-{B;E|cBjLs)aD%VFf-m`BFEkkjI?AUr@~svMbA|Fy$@rN7X$ z`zLw;>(wc4q^98AksF6I#1rQ=j5*b5NICQm0oK#WLR+_pDM}%Y+)tgo3KvV7@;OQF z-O+S=y*O7NGZ{pX87wch!uDE1+%*fce7S_HU_tWx?7sIfnB^)1OY^4LrHs#@%M_g} zAd#?m(jx)`TOD7L<=p=id9|vteE?rtX;20uQU7?2O;=glXCX~=|KHwO@g&qyPwlU% zItJV3n;8eFcHF>RFwfuWZ1)UMz_s^v81k8wL}r2`U0eY`e!YB6w$fg=T;b}>XzU#! zWZMTo!`%TxYOO)pyY1C<TZW=`p!s8+@b>A3`xNE^5((xq{~}siTTGS^E?1qP-zi8{ z4#cPPCgc;zeAq)%q<QpilQsSs6nJH8$03Qsx-AWTy)ld~KSa^K@bYKEQo6m@)5Pxn zJH7nw7O7r;<vmoZu6rfq6t>AwxJ=}wRr-%723o1K++EuD%OXP(?7Fpou?eCO95qPk zEgcS$bgihQbyQ>M3RF<z0Hqx1ga0hg>mU{3cKh%WS$a*omM7!G$CQ|*Z*f?f>%f%* zq>6xL@qpYIvr>Gfs$?={;`o>n)sEJHMEht9+=h;SGCl$+6n88zM~D0P7#qV(cIS3l zTpoK;BYTr&{J=<!upEXrZT4+MDMS3fb@a9$C#f-&wT1SH?Q;H@(lC&0U$OM!GhkD@ zma&4~9esNOu>L4C5|ov1@9fsGbMV>g#vrP(6Mv00@H^-*e%O0^aua*$4TY@q2d>cq z`?<3e3~ZCQ1b?_UErdU18EkLWjYSnOr&GwcHO?C78(peUeKZxwjegpetW=zox#}IR zQOab<MyD;_Yxl4e%{jPK3tXPTI}?0e+jw4($MwCb0UHR@SsEK0ifnN+<w0*oa=Yp- zU&J4>s2(QTE=~Uk*FjDigQzhJ$~rnbyXwoC%xzrs<vZsUHnTN&6#f;>Tu7C|a>ZWv zAahi1R~_9Cm4M)Y$JoWrn-or;JCp8nJgVn=QQev|ofURBeYfmScb%L*CwS)~4}abw zUuq*-Ue-Hc&dCq!0Zn0*>!Mou?_qI?d%0eIyDe`gA=94EAa0_i5h9E`jC-Hwmmf!i zzgjvUR;P0}+^1o2jBbZEeuAfsa|0-z(;h21u#azlE3S*{;e_a>0kouVg}S@hBZnM( z#Qq#N!x7tmzi)H?emuKdz%w%jCrX*wP(+=4Y9W3>;G0WrK`c|TFy+=foxS=j?z@?` z@u;~WFQs0_F1WhlZ;mPv!x(~t2FKXE;=Jd<0~?wZq51C_DB;rg_huZOIg@#)-=^w+ z6cvb*>2SG<UA@*5Ac=9&+nqc7#^)-rble<EZs;+Hm!?2syTt7jRv|T;&lMbhLavK6 zmZ-dIi!gHrG0!L(<=MRKCE%@blG}|+9TS42K$)Omb`DFsXoQgQN>84j+C!SBZtZj2 zddGkw$0hwEM#Zj}(}25yO6f8eV$F{6Z5q|ba9rX^X;>9&dhe|o+hC45-)TY1;S9iM zlrApSt7qOEd7;Vn+DkgWczfI&s@%4Q7#W>aQ!TA6k=i*38xU=a93td%;h*k$jQ0}J zN8(D$_b*3-(QMy+iTo<3H=>Y6lFky&V*iW%bh84>3EJ!ol>Z`}v+JRr$nVMn_$(ik z*w}mz9bVI*4QIBwu>0nc;$XsnTSxeiTnX<8G#eCq)z>w&w8I4Ot<r|CnPx>rCkE#* z&~#o>Mv}}9H^Cc(e6>y)&yFH*56qbUYKws|I;?i!?<wJ=ePM@88>t!0jRf}%Km)UF z+BMv%OARi%<4F!|T6e@Q`R7O#L&)%9##m;>DTo3>DkI5im<8bpK^x)@1hB3bj+ziB zJvF4};|E`5ySk5cz~+gG)lCLuWO2eSJM*KG=MR63tSb+*E3d3uJ2fma*c5vg^lT;M zBrsX}Aj*#?>50fYhQmsTdi$uK`#%wdn(1kG3`8)Yyp!cMuS(V!10astjRT9{0jA<O zx*GLZU8ln8KZL$%WfecrcXl1SzRukK%ThgG?sIdlz@4Ct454;~c*=)R5mfpY!4}Bh z><t|-e@l$E$&!M(1AFres!DW-Y0Tcq!yUJ>!eJ*Q^QdVUKwJEv8UL*xjUS&&Z^DwO zU_L`DB-6pzx8&J!Arjb9;L%ogHV(^VzL(vCE>V8k!~jq^%zFzq#BG3ROOM8D#Df*r z_S`emk}?h$%}DV8p(JsD@F||tjIO88UNFZ-q>a&cwCAY5A26+>ioPt-Hq?C1r`{Zm zuZ-;f5?Zg(PukJq@76ShQUu@Dxz`Xuffa9Cs>qd{&y1e_0YzfTNXIPM!I%;YS&T-S zF=prmUEf}mvdz)NRhMwEm{~p=GHkWa&K}K=Zn#GhZC33uA68Qb?TDffR-}$hni@NL z9Gk6Sf%Aqn)s(`GkJ_B>M`KP;BfeV{FmuqLtO0At`MBly8!k9%fEukZ$W~EI#}vlk zYoZG)DI9(9nyPYH9ao%u;yiui9231u`Z0WJ*wqfM_jpW2aPWQ^2kBiNpSv$Iop<b% z7*_Zf(c}J@(nb=Nh0SzCUM^c+mdH$A{+4c_Z60@DWwcUOc1=0FK9l)9>iWJ7<aM4; zv|-$Sz3axBV$?{tn>`Z{UTcnr#XPx1KiD<9Sepw_if`T2|Hr^-Y^LfuX7^7izJqZ$ zP2Lu!Umt6I1@0Vq1xNfY*W)C^QzVb$?*GYjWHjp&)!O|xJM5{wF{OILtp5-6Q3WQo zkc)VXi^q31#`&BKMHHgwc;)c!e^f4BkOZ!P^tf{^!JT}=fix-1Zf@_PD|zAtBjtEu zDpV#L=_&?_i$l!OPY9aU8AZ(#M%o(KV`u1I&8PfeMgTT2SaE!z?yawb^1iL*wJ#v$ z47Q*b#Q&k>s4yvD;w74(fzQB|LWZT5TGfQzDnN%MrvUN(r{-YM=3`pCYG9MoR%cP| z!AvyYV=`-ZpS=nz{8l3G1~y9+g30PSJX~7mT7aW`E*ZMtg>&JeJQsxgBj}ODrqYO& z0MgtaY8}P)4x?T6kS=23SeTW*6(SJ`+N$sVwv07e-XP2=Zk4EE59Zg-tv4&*c}$># zjYx`?%NpBS+r~xQWD7raM-?EdPf4p7A7m*LTJJCR3C}()C!0@|0$^V`b?C7@px5DJ zu|31|zWZ5P6)L{Gbc7JTU9@cDklTSuGT6mH!mvDy1R`fBKe(%@r6GEcrbVO(TQAJa zR=knGvBQQ}++^x*A&7Fws6a~;b2%0kIXOM8T~omiVF+BBh0^N%zWN;afU8SHK=RiG z=Rz?eUdwP--7mJ|@XPa_UiLi~;otBzR~mT$Y8^SYMkX>WEYTv$6q8d;yk)iaJZYZ+ z(t9P6CiYGO657=A@*#DZvIwXW@&g8E5~#S5IRVMZjm-9!?t>+Rb})HtICFHofLe+O z3Cyn!7r%5JJ}wa38gJ^WKmaDTf`C5zE%p4@P5q78p<<}7gP6m_J`#r^){(ed`+S_o zO~e~adJM(udG3H+w@#f66|!`?7DKxjxzn9iX!*Z0WKe;`ng+;xtI@W3$F-Ax{{%F- zXp|Ss8gvxmS&L*?NEa6hGFsB2eaQm-Jp;m^vyVr_(qtFb%RI#wVvfhpgKdV{TkMna z42z8;6C!TSbRZ*v0RA$Ck4sMa;B%8Q{{ksKeL%;nK%jp?>m4s>WEd3<RUK;p2`O-R zZi1URvYd6`yXqjf?P-+@Ch{n=9Mah*uU*)UE)Jud{5PHMs}gh^IW;3DsU|_~r^b{# z{`-=5|5MLeaGw#Oetuw`$=vsangMOA#Qd%TPmobMkQ@i2{fEb@zNM{)fE1}DYN=v# zYM_-_?Ex9W)I72$PyqlD8d0)Nio$HCw`pj~tyhKAaf}LmT)G4@NF}(a2sTXV9TSQf ze?J@Dr!ttaLKvK*5hg;kIsM%yDDO0>i-MOrCMbigW1;;GNm%#H*a8GIry6C(RUk21 zb~I^BB}Dd>ATHx#w$vjoQz1Pw?8fi6mN49lPb~V3O?UAZ1*5Q>m85E^##Mtwns@|6 zDd^?`I*7YFR26(dad`P<@^UKv6w&g0X8K9fnl%uB>zLe_IqFo(a2F4*;?E-D5PKZl zqIz1~aNj#A-gwyVX?yCsHb~?6`011ybLkgr<g$DJN%xMr?0=o}!|c8|QZGjC1A~Ll zQ{LN<m$<7%rT94d8#y{lX3p?`Vu9C!Qdov<56lA9Bes16R$+W^nO=8g&p$oszHQ^V ztvUPJg76WqVEil=6DOMvagY6u4Zp<~7|*bF*!qZ!+rs#uLBz+~=S4k?%K53D>b32y zwM$sPbJeEyx*sI^+GGL^<kSG&Pk)@s-8jHvvIbv<!%b6G7f)q4r-?n6KS43>->6J` z{9zo*yUP$noUZ#e)s=M$qqQXw_wkvb=_YP6T@-L9Giw*K`&!jcy=IK-!ndtc@#nR- ze`s+JBl|O=uzp#NW%y-g>{pN%h<|RYtW2qOzC6@tL@j6CyBR<eUgL*Xo-AjO9P{54 zRMq!ydBt-p9ZBOV`Ny?DatuQ@0xjlL9T*6y3=A=(Z|}qUQiVqkn}N~>yH9DJ|F>%* zGhFl7iS5Au_HIe^E5J@5!?^3Go^ZI1E+d-KZZu8|p~0j!oVh&m{Ar(FZY&HK+R3P6 zlGI^|FEZ!~A@;#Zg=;L^)nk^WzQ7Vn7k)}eJz#3%5Q6DSRa`%Pp#9{wx4u?sP`!TC zw|!g9IX1THXx>dyERB}d+{$i>DG#$V8;xI4?Cxh$TeB*Ackv<JLm<#Oxmk-?NBYok zvcJpeEU>)dzdbq(`8GERXIg|z8xU%o8L#o^j~D$St$sK&R4eqU4z7x`p89~a$sU5! zA6}Ul75%UA)nk@k9G2l#eZ2@rZCM)L=>@K_TB54sUzg7AO6b-yo``D$5FjRMxTa0k zgx2I&-u)Wbp7|muJJqni!MaQLuPUc>S(-bNB#i;_0U%=2=+3v}jf^{QwWemXu&<r+ zT_CU?8`tc!_Nc}C!eu={Sh%17OJ*(ee!7b&0W=^`ah&*0FD+g9c|07k03Uc!Ha&-< z)eA;@3YDG(^y-7l50KwY-qv{DhFmnAWg}owX&=0elDq{q?cTlJ{R2JsJ9J+2LXG(7 zowr>c-vi^_o^)w~si^{Vb_@w&3De0dT`NX;d&OXG=Sh*yn$^{CB8!yW-Jd%CW{qam zB;;Y-c)EoFR-8sjbzWf63)*dLNWTzch4|pexYuN$GiK)g!sKE))vN-N>-SHAHARW) z_%=p?!AMD31#8mD`2yky<=6nZczRdFeRCdfu(aUF3h`Y{nAu51VzmWhD%|L2oO)-A zVw{R$r}HGJ(c@^#b8cFOlsdVT8L<iPOuR-7rT#}EP784M&%@A;{{7Q6faOODN3kGo zd_??GdPx#k(r6_6Vo8Gs^1hum!D`mbRmBI45%vQ2X)-PY1F|PPq5UH4SI5wJH5w%( zRNNgZzmF72+(pUpkwrl5cuZo`JwYuCJq_|FeK*yUU2-57v)aEu5$2UBiy%Em7xNMB zfiH}fdkxH8VGL;m;k|_VS+pphCk*kM+gV9Jl$C6l;`Kr@tp&)l3cK!p@Q{I0T$LOn zncMbEOW_qXXn|tjhm)~ol%ToNBZj&#r<B1h*d(f<DP?N<ZG~#x%^LJ_Uq7XxD<Y+( zow7UhMAhoj^%My59aZc;8RhhO)ii$o%k=Un{Q4Y3)uEg9(7_;o{QC+c@Alr|DU_&o zGDuo=-RT14d*R}78RNF$ciEp(&6ed;yfbP5iK8^^I=%0k&iVQ<D6G1ky!%>F>v31x z^`g4*Hsck#osri&r{M{saic7zzTKURy`;AEU<4N}qYj{c*4741IdntmpwBZM>u){| z?nAmg7v*`|rEj%C)oV2V%<bh(lgijKIR2HZ1Jm2wr`vhxPe{*VclB|cT>r^I{(GO_ z-g6tw>D2fLz&v&YQ-E0;V@LEd@xs|Di><`Khj4i=K8d;P9&N(5*FEn4(WI%Mrm3GM z(_k5D=Z`7kOWocUFH23KK)uwm-9GkN<lxP>xGw1X7Iw~Ysf}|You!AO3eC0(XUU{O z>U@9ducm{?(iwg3D8p^W0o)>SpV0rpo%1`r!(@~~Lsw9fN&FUp?mGALqqdQeP+r~i z6x(yZ+uMD0*L3+&L5Hja>3*jw%&s~ce79m-{bKM`1$|mS_fdConD27>j);Sn*fhMA zM3k1c_qCcQwSAe9W^6VTd9ATl(B}>p$oHwH2Yv64KN2966XWi+cfFXbW*K2qdfM;N zOY9lTEvI!U``DYIw9DVjEvOIO+i$Pk`*NbKv#wy~TX9i*INtei5#5Z{N>dbl%9kaQ z+;MqXU%t<JP6F?-dL*tCfZ>gM4cuN#E7z_6A`-Wj@znWxHp7CPc#difkACU{g5%kf z8HA35jPy@E0KoWU?dc!L#qy{Ej5pHDq?k_yGocy*XIy|^y_6Pxg%Vbk6_%RVa8*Uj z*Uu;QNz31!56G}wy#`9XH>N{ImgRK}zZ^D1QZsYfw>zT%(k$o^e*)>3Rt~+dAlDTd z2XJcDqa{)aG#P{@sL3TFJlXqdtcFO5fjM+s+Id1Lh4s!Ve4l>JDFE#W7F1U2ByOms zG@y`t_T(1%Onumd#-kb1_6OWtL(3qw5Zw-?Cm<VGCI-^V3z3=e1hc3)Bq|VVF9cO@ ziEQ%(ahsLoj2ARuHX;Lo{{PZ#<}NPsy|7MqCk_0|7PijNRb`6kwDQ>HMzRImc?R9X z8vr=PO<b?aw~WxmWj)kBh<Z`;&yAMewhs^A{9C94=@GjcL9`Pe|2aJE$#y*<<h5<* zf~V@gLlWYa@$sb#meH=M7siX}^(3>u^8Dio17F036l8#iywc&R<&^u}1DOq1s<>d; z3(Vk%mZ_lSWUgX@6LJxfuWI@rEwsM@UAl~?Q<wP$O^c=1JPQlX68rypyT3kdkrL^B zQ50D+wUy}C6VFfzUk;K}uxVyisbopya-tQGMkdI)iv<+(A*`pG#^VDORN*l-Q;R;b zd?iL2!wC8!Ywfvn-}dLZ(<bod`D)fmaAE}SoSdMog)JE(NmH&5^q5+XuMPpzsti5T zO8t4jV18#2G8=AN@Oz?e#3QxZkQ&#t2KaG+|ArEi1&MgdOEZ~P+5MBgszUvT2+>30 z6Qdps(6`KC4B=pitH@P}DOY&*KE>&<j9>D8TkK6&X6nQ`m>)3fX>aYZKj!J+W1dbF z3b@0}dhmv)k+-JjPnfT;iQ+Zf$&RV?S`ZdL+1>7rM+eq9udg%`ivHV^RP~;i?0FjQ z;m(~4VNlT6?}UnZ$DvCE{E6h_rpvkY0-X!3FW3K^>)S03VFP8E+;=+YZ4f^%3yV43 z4~{z4^0qX7u@wNSGfy|XdbV^lcy7N^sJhR`)VeQY44^>&klpp%rM+#tCsGOdp8Y$L zAwSHC%E_u(^IGV6Z;k82fc(li_`0U}wmZ_Z>Se5Vu8J<aVSWC^?rmYi_sGTJadn_n zm(cap@XLC6vo{AM{WglNW!>j4rPk+IzvYc?<IUdWR`M}4v>u$fhXDLxzr_B}yGuQp zu{-U|i3|&S715V$b!m8!BuD2Zh11UrmBnzqrIi1p+g|?)^LWZE>+Dwj43YGVk#cgn zf&PlikB#A#6^fCm?xVM-YuGPk+qvoLYh5K1I2r|(-cCn}_>A`WP05P+tb)4T4Ow8< zED7q#FxOIA2q@LD-}FvNN+XiQ=-r`giXbI@0rA5<L^w__yl9OjiYL;%xCqPgu&lXq zlLDiFIe^6|H-t~nU~j!`$n|=}<l>}mp?ghH{PAVu4#mOet-f&N&cyF@K}h5pCWRdd z+A;(ukeMr$-)hhAO=R!xS_zWA3oYV1CO!$l*Q#u@`!^zq<K6tT@xhzA$?AhYh0^G7 zJQNePx=^N&T|rRRVydJ_5UzPjpC=n-vnuA3a}E3O%a%J=RZAvBAHXi9zCsV_>J#Kt zz>bJ7Q{v-I#TtT7CEX3z3cjO_M9b=j>adad{eqibr<-n@0REt0a51aq4;>fz_#m1# zb-pn}sVGjYx_*_bs!&|OM@T=`K)we7<E%>@$J6ab_VbSGe<*7jAU`iDC2eMADGDs$ z3NVy+9RO9*A)__(RFKdLN&@>m_OoT&ZD>q(q-g2ol9F|K7D;T;iv$#?Q=s4HjauZ# zxmP1wQTFRTfalU7eA#Bxb)igja(X_jQ%-7MbwgMEp(mo*aJ)qop{vEg+!q|*_5w1F zPA4U4<p)pP$5l}Q!9}gZ%i%G<zJzwbBP!Tt$1LOfV`c0t_}~s{Ib8ohfc!{M$G69U zF+Y5cT&T1T`riHu9h5~5Wkqj_qI#IE-}b4d5uS#G+%~ybSC8|m0w+I&;09qqFt;Qz zL$^*nqLH&>xc=t1N#~O8Ip)?wv2l}Vh^w0Z;51t9Kf9-=J=|bdzNHo;gr|$fnPM{V z>$E%l#Ax=G4!w-eDQ30=ag)G;)m+ws2Pe+Hy9Td23WS0Uc_hL;HH+RY8klP$;t3s~ zI)3n8!rZg|`?7ZhmyY-wg-VbN7dt{uZhB%p>}plVX^P-ivYuIy%KN;|`wQkW=`pW3 zLAb{Al^`-U+hJn=W#VR^a2iWobmVNf&+4p1ZlP?5{)j^6Alc314}B*il3RvWHDDJd z<bW*fA{~8O%PFP|X!mcYTwf+FXu-ANj>rkPg(os`D5p=JUTJ1PUkV_o{Iz=i$di*z z(I9ioicU(=9Sga0F3|OC)!Djh<MdtBtc;^ww4=w=Hl<voeo!KxHyh17zm^hfLF-<a zQ8VE>#xF#5`ta~Be>lJEZOW_To_q7!*PIsBXd-K)B7XSbL|(Uu>OV25oQk$%XT^$9 zUTNRkE_=IL9(sItIvhGJ&uup@7Aucm24rL5u{Au;ds`1Tuey(+uVLpe5GubuaP2+D zms$oa<fo4`RvzV=wTp9nF9)FSZ|4ra=W8GxEJHv0u7%F8ip956K3=4!cWY2`ueGdo zugO;<vu9s2IK^vwK#6xgA+UrQRQu?;HQ$!f^STKVe~5F->8jHq&0?HsLU9$nMQaf` z*Hg_tH*5nmJ5nt%UaThW@_zjv7hq{vp!?PR2=Dttah_+NtuOSng-X=<_2xl?IfGsS z?aOg=eNw_Wm|o*_C}j7=3vS{A2kt?vmrB=Flfz5p;+uET!r^tLgAa5>?6pnU67Q#D zQQk!vSst{C$vA=7uP6PS57sslJx|m=A6Cmwxps)EJ8+GPd_2Ly+@jGkJqO08_6J|8 zPj4lpd<H5^D*+D#&#=POvm5vJ9}685_BD>nZzw<CHd1)^M1;>~ek|tXnYWoR{JA)~ zIwJaS<=k`6a&PkO5@8yaadFy3_41s+No8!fF4WRk)|h*0FG60MEuQyIHm+wk6SmOZ zgZiCd5KU!oI8XLfGg(y|oW4gcjDW63hZZ|()gsX}LaP!p|0I0C5GVaw^7|cXc07Ht z%V2H}gC$LIeJtDoss+x~v_K#D58c%|nfXs}ibE9?(y_2j3Ws@2p1=4JnMM{JfaZ@h zpt_&U7G@8SgDJS>G?Zk1%l_t_;$6RrrAM6oM1&NFQZmsAmC|xpj4r|h=_m|`NF+4x zuQ=zZbR-Ot_D0O@cd*%tW%VvOnTuu`lxZyk6O#LsyD~w!3yiD?cjazr@ju?Lt8bD^ z2)?_UVv_%wa#KQor=%H+Sm!oDtsRoBe0v3cTd&+FS+S5>7R2MRXj|6E6>@Q?VFPW7 zg2R%N=ksZ;qyc&(jG+Cc)E|RV*onYtJ-Jyle$tedY;bm*ytU2bgKt`J@9q@Fg77S( zeAymFLAY}u3l4*JE;#}{b7br9-d;Y(57{MU{GDzhe>c4+9NRN6v9QE>DPYNL+`Zd4 z2(&72cMrki<R?X1Aw*Mxv^O0_XwA#PaLXAZC2U2QA0S6eTeJL`bqra!(#Fat?juRu zN@&H)!pLP46ag6#8E7edlCpr`LW1MX{-9<;NTQn^dhj>{y;msPvKJS#LfP`Ld#^{R zL|Q-n`wD#mE7o5iWMRr1(|1Mq@<#KSMf`vny&r3^U>*%Rd!=bb|BPfOK%mgu&lFr@ zpeJaVnC5qg2OcfgQZfLI!k*zmYA|IPzzAWnwEe4$lD3F4U|QpdB=;NgZ0Od-R&+Pj z;Cy0-jTldji>tsRFVrKLq7rP4%At(&?Gzi)a^8Sh(LqrIM~MYVPM#JQ_}luE=x2In zjae@a$<sJQgYl`y@<s`%daLHBS!_L;ka<!m!@cDB4AW|ZbX(X#ZsW#93Yzk8&Gk|H z@>y=HYN6h;yu-Gupiw;&mDas^TP(e7y?_}Rtu6?<5O^bCMO8M_mp>w4UKhldzlH); zLJkTYH068Pc)Nb{x*7EN{3Cf!k0wP+W8L6|61!=ik!V^y6=psLt*gXw2Tc2}6z1Ix z8mzz7`#lbd|8<-my(W862OF<;*lvx+`TTbCJ~lsJYw^P_;JaJ&d&@Bq^Kg7~(KS2g zoi~UPT_k_LnlbOWdpf@_8TotDG@kzuI^crhRxHma1a7z9{gFp}8}^aH(D!~4rROfp zl^}Vz`!4S7kpiaT${CqLh}VZ%5`kMN#e7C!K`GDUSY7ua(+_>;9xDh!3HGL0y$<GN ztM2ie!g-hXl256AhaWetUgLb$4fgCrvLcmfQv_xyyj<M~i7Z!P56EO)*J<srEz|y# z$x-+28db-3t~2$Zbw%S<Zj}7pP{*|QKW8_Q$5dOB7hcZCJkNZgI?&<X@!h)1%}L$H z_EvZiCVO&D4$FQqKD^;Kp)mJCWzwN3GXH9VL{VN@$4)N~v7?Hn7zv$ZO}tkB$UJNu z7J^Ss>q7g6Ge#iWyK{YSSh|?!u`?x3*VQhkNS)gVjEjfjAnxgU`yA4$GpFyhAKCe1 z`0vjj55psC_iW<O0q2}yao@|c0j4;{rj`Dy*o&(^E2k|DH;rU~Jc}Xm4FRnhr+G98 za*g48Tfixk(s$d{M_z(flwXdHPfvi5HN29Q^-wWt7Xwz2=0@Fq#rB7g0=yJI8>i2H zp+QVCwUmI@2o&|2UQdX}tZDaX(s7}&c{fjL=d^?55ti=~`!!ON=C_+JL5DtA=;U@* zj^Ac9!nraxSnjxNktubAjjVFbm;6wrV+Qu}gXX~!7K$rRNqn2AuorwVJ?@E}m8r1+ zW)HuXx3l0^{T#EMkN_1k+3$k+`gB(RNG8^&jd{InGF;|Cg&PLggd{YGjc^yaC6SuB zALwcC)}igx68h@ZO{2QSw6s4kwrN0g?y9$h3pOGLeaZNx^CwCXsrzPeB=c4YYKWhY zCX?2j0yRs2=Bj9GHC%HU)-7u=2CA7>SUp%sqn8NEP&(^fw5r~^T1bem_QYcswAaCE zPIfr<kQmi<9To^?&ymfmVarm?yPH2!a-&o*lkM?~JFMs<Ji?Sj<lz-##mBamSZ|=? zm<J)SM_yL$D4doy5Nf!??Bq(Q5j90yv}Y<&il%|<l^YEl5K$90N&PILp)K$ZChh<5 zdz;0+msEhk({}#gbGZ$!M0iD`nF8hAGU;r+)pSJpAppfkD!GmV#|vi&Oduy!MTZ+{ zKRT7DH75~cgM%ia&tj5UG1mW{5eq$>jY#jluG7@gyh~&DOG|xwdtK*th322?Hdg^s z5|W`wiiaNu)i{AalfwnS+KwBi{acw=&FyjntZrTtDe(mcl7H?xd|FfceqExpN^xPK zL1~E`#*78`g$poJ@|jp$4Tk}(^0y}=;%FQg{tx#R+P=BM@z(g5ewvg%IuGO)WnHk= zg+8TWJK(xzCe!3R?rK)bQDgV-zB!j>Hf`i*M2QQ;yA!mO(EPD>q8yK&dUVUdh!5A` z5mk?UB~hcpn2_Y+TiP1#1UFbHrJlkskhQ%54MTDy5{!NYO}S4QoVm_@8Qd3riZHPb zLJ@+M9!^93V}9WrnSEc8qs$yv@LXGK`z7o?-`Y?Le(E8I0g30Ou)m)7H^XBq&r`)u z>#Y;lW<47#&KHhxty?Dh7tLQqM*XhRO#GhGR4GNl&F0f*cmFzbSN;$td0Y6{Z_j6J zJQli93Ax@8a6a{&ey&7;e~8qDWefUX!rHHo0*px!u#|wajbkq|Xbc6$sj=V9tLi$$ zriFA;2LI5r3zF-=d8ThHR>xUwvivsV_;Y$j(~Vs0vUq?AD^Fi<1#ElX6h@fp=1NGo zM@R&FQq=U=7G>MA=J5>ST)R#l5pVR#yKCdMyODi6Br<keoZ%%iUp3B-YNS0!S~9@1 z{LQQ^kNlz0BF>bCv51z1#T_FE;6821g}qs1e9k_#INQ2VRsMNq;DnDCX_(=gbbY!9 z&)2$1p5&odiX5z$he{|rr=er8)XjlGjn7nzm}`x;`93X>ZRS+J(YgEKRMlrb%H%#f z&u8>n_!QRV%Kr5}pmGp)dLGm>SE^R0if({aPCe^nh&s6<jgnuGXq5g31<m)Dx>A@p z#pUCSDLt97106cDzr~6SMiN%K%+0tmwHm(JnxW$`p(c;QB!<96B^FxvfE<*7D8pXZ zpVbU`zu1BOb>vFJIJwXfnTGYe*_vE)R}m$jbce8Dx%=4$bvE-S{l82(TiVFv!~}?` zYV*W3yUuLV?;OtPxtNmg(;hI4Dm-0WKcH?I-8AKaEnUy)#Nqs_u_ZN;R9=WbsgU(l zX)M3*z08*_Q`p~eXGWZRjkb?B#rOkRLn9j~ZKz~AHYTnV@3sz3V}#}ksYnI@z!dP{ zPrZym^`X~jMbwN3#H{E+2U3U?RroARbuo|3JdwCIuGAKPc$M5#OjQ-sv+F*XDF6(2 zifC=79a8DjJw&Kk%4cY}KzPg~?2lGDRj4^D;|&L;J)^@#$#Tc!FuRHvmgQ6$yy)Pa z(Qqb7N-S^edM~Qv%^$Jw{MC(Tb5WlMm(xcOup{(*)0>L$n?4y!Yg<dOuGy_z5(Cw$ zIetp3u~CW9u<nOeTf=M6PWST(tHQjnXFoOV%d_C(YDijZs1LbxN$PzbS)eRJS5JhI zo#2~s#ZZes2a?)X@Wa3Xef3`Z!15qVwuNo$?@i35BsbH#QEti$_wX?=MYd||?<Fq{ z*2XFp%yoo<WjN-dpUP>dh3uPa^Hz1NY`9<8Sc>bWxbe{XwrP}DU<TZEO+S#=k>C{X zF}tAIG4IceA0ZB&OQ6@oaB%Z-n*s@+ye*mS@en;71sKArkWV+85cyS@R8TWgM%e1p zlF-D@Co?G#)HFE&w*G@1eRxJhbun{-0t{wBK7p#Cxxrfc!uzeiM`2KO@b7yC8wna9 zwMJwSrVTvmArsw|3R6UELCWpxu<871oJ^9)xZ-|B?-X}-Q`dLg;}B7=$L+sCH(JYD zckL%43kKM84f@y$?pWxd6lU+RgE6lu3TA#4?TrUk2P7|wpZrp&G<Lw|&%~FWJLmh_ z%d6<2N0%GWz}(4Q{pIx@BiCo(mngJ*Zv(saWt?f_PF(DA&&}s%^8E4ON$fFXdc&7* zeEh-n!xwiM^_$QZzXOE4cAv%9E`v#&9^9hTk=PvL1HRmsMp>9F;Drns<?iJEY1-#- zJ|n8S4d%c!!~4Vw&2Ig^`1ikiv37_!#JPqUz54c~W*Pnb0c89V`tfa&X(SbE{ikH% z-1-rARijO#!KBL5PWkomF<EiFs{2li$t~S;OW5iAXMyJW7!;iD`&~TX@3pY^j7?9M zDky4|AFIG4D#m|q_xQ2e4kN<=v@_YZA3sfEFu}kNMwrQ~-`h;y3uN5(@I{3A%dzj? zg2R1p=~-11X&9wvkd}gib<8OE<YsMzF$t626f@~&{g;A&PnACTeYRGnopm<e1sJDE zu5y>cc|4tW*jWGgolH{y7h1T2&-y{#Y2!{KhTA1!YZsv=Pvy3Ee$p)uYr^|}cMQ{S z%V{D#t7J6}m~-^{`c@`pXxA56SY2le;+Npsha}Yv*TxnIKRvlT!H5>2C10K1UQ7VC zK1*>jc*<a8-Ah8{=$j);$4@wm(KCf<GWg_V6zEwaWGG<_V*rp<a0DOraNT<qj2&<W zPmh>{!AFA0wMhEzT=XgecPD#Xv9M51;p@K8&1pnFewD?!hY02bD|v58AHip-PZ1&U zQrLVi3}t*Ocwnt3ht|7^8FPAuVi!%q6F3Rr@3D+%p_ZDjtw1$>XcCSGXL##xc@r^M zqF-3hfsaBq{2LAG`j>Z_-E*f%N{8)f%<|>ycR?JClIQlLG1UL$j&IHUP+?L}|JwB4 z)L743!ihQwiVx`@Q0WnImXwpOrT%R3js-H&X=ENLD-m3slw2<?h_ro9Rs&DIyraaT zrsvn!yn7F@bArb%rPfMnU!Sp)@f-H_s31a>yxK}L>qC{-&=Gr>YKS*u4UlVK@%Zx& zg1n%N_xDN;7p{3zf=E6GIFJPQ{@sQApE60gycn~0)KZmnq#uftn>d2M3h#@8!@ueh z`kS81qxx5>zwg<dGy7<(DT$h#I)V&T11t9xU^Zsl3}Y6TcZEx&jguEr^6yt12C<Cb zTL)ENZqsabInxuAV?#CtPN9K@vNkrH)On^nzy#-9q*8ybHtbJ#f4F<=kRkOHt)t<Y z6p>%w2VsKyA$-<Z;mqaEVloNW-{hJs%L0@uRlz`1XR#U^v!-^cJMRSD?+<Vq5%k4H z@AsFk>Bo&9%{Q(?V5e!hK^!`Z+u54)kX=~(*TsOB(larAyDA3f>kilRlXt^Gj(fcO zF>nY9&O_@)L+dG+ZY@NCmGmK8f^=I(^LD90-G^?w|K4-^{K0ypMz*DpcHGHe0p-PP z<y2LXga-pWTnVQ%<apBhQ-pBp`7LTYwsPj`lQm=)HUVA&7KhjJLL}%C4eKH;5KaX; zxgD`I4Rl%u1v!>R#NT0c?UNRqme<tUx9kc+(?WUF)tcZK9C;R*0rd-x5d2S(y(ih` z=jqE}t{qzKm@q-x>iYUr^~4jSsu(7rZa7D1gmcf`quaXYe*FLw=l7R~7!+5?+`ag7 zN2%z!UL48~=%q7t1x!8lE$`M6PfAub`z@3F@*{hVc;i#pTMMXj%ihoJ<jnl3wnLy> z-=@m#?Bp_O+3MyGljsi8#>>3lOVBeF)oYll-`2QeCS~i^Cr8e?4gaE4%GOI5LZWy8 zyLs<qY&`$Ys$F$km~7@Aa7BTQsPEIhb|AcI59YltgvI5yw>oc7dICr**t4o~J51$_ zpZ<{bBr*u&@C%>XB|bDzOBf89uX~+8M6wL_Jg=&DUBBc}lJuOnO9FKy(}82mu_=&c zQ!C}s^(2)*I3Be2zcug7M2zJF?4(NO74VA<z8J6QJEdwgW;XFfWMB8r8;<c3>GfN_ z)r92vUP51wrr!>(X8$6zSy|(9PVgH{u5`Uzz_D{qib4<LY>O_5z6*<xVs4QWwT*+r zzgX)z%ty}35sV8G0^RpFCGjX(V|{YLZm^Kwu@64FRtz>xMQc@YOdbw`IKaA=^ytq; z`lm<jiV_;=G%Y{lBbM>fnYINZ3EenrO*)ffhNTMFBU{&*6$X?PDyflrqbJe(9)hpA zI}2NNkgQZ0F!kk;z4j$9n!r=~w$TX}9Mi%1WK@@R-q|sa2&G?BBLft;aaQ{KOifUW z34})gER#d&)gbp~LdOs8kuVO-{X>-vo>lL+UTHWkv;z9#MwZ!6(%e6lfc^Sk5YDBF z+L(JOrQgH6@?2xb14Wr5BczzU3<K0GOf4zz1eMlFB|p^=@A2VaXh-HkgDBHk?A5sP zDtC_Oym^$Q4*~K7PKR>R^XdG$B!I|ldwJ`aB1Q=sHEj8Id0lwNcR#i4jNicvQh`}m zY7$}v(7>Q*lsbWQQZ;<dYKbPs|KsT^!`kekWrGxVDXzuc-5rV)cMb0D?oiyF;>F#H zI}`}+?#12h<~z?h_ji6IZ<0NGtu?b|O57?q>Ac$AQqRCN6ZuqIhGU)+SE*x;5xJ~N z(&C`JEV<5YaHvYZ7ivNR0yJ02l$6nr95$#kKbHD@qUW>x6;uUyRd7+N{i_(IJQ6zb z7hY_cm6}0HFP1H`r0l<Fht%&0i)2~$6*=)C*Tm-XS!LA!1Z8EN#N?b3F*`*1CA&m# z`F}4K^PoFL7gLGV6tmJet6+#Z=k>j!MTlnO<n<EM?UGxls;L6zj>9<?MFl~7WRN~e zr}oQx4Mq<X*lN(_q`jctl$`i&qRwoGg@D7Msen7ir49e1dY`y_qK8+}9(H=hgXF3$ z{d^?pdQ#0Snc3Oh&bX$=8eG&J!C6=Lf#Aqua$a>iv_2me&87CyNI!wr?eYHf5^kxo z`??a^*hY;6nOSH6f$GB|dN4+Du_vDbnud{CDzz`y&UJ!VeS8<UlqY>jO2Ny4V0wFg z3{QR?rxC6UDg*``{&Pc9QQnjb`cTCpX`vC9_J)&5a@SN1OrMJoL}VeZN=1|Tuz2>t zy+&it3^+Hnh{siKh26*ea+&uir+E>7FZVn7g8iaulsQB9X{J(JJifhKhfv+~Q2?j! zzvR}gyVQWEf~iebhV|JCeg4Pum3oUua6jc;*}h1U&*O5vJa$VxRU-r*6u-?FzHO|M z>aM#5B>n~f$WLmjI5FOV%$|!&FIe66R~Zrd9v8bWFRR0Xk2yD+l5<~RdU@9_-KU88 zGvleZJ|^Rz&NVyR7JhF$Zhm;R#iMjSepndXQs?)a?th%tv^$iCsmalK?e6n>ex57& zOf2p4d@>q$K=s7h+3tykR?y${avAUkj0NqQtBz<oX>a|R(}#T|X@3W`cE9ckzxhpd zp4aS=JUt2feLNJ|5I|jeb<cS|DMaL5?@RlxsS<zLj^BFd8z^HU0t1_mCfZ@z*T!qp zgEL-W?3A>cgE3b%5~-`-fM+MEb4g~5O>@%(;?c&-Q0jr7CLI~UeUq}%Z6Tq8vrW#e z|DJrnWzCRB_Xm!B`|-)J<fp)dN7mN;#7NJ%U_ic?&U*WR4t;7&a`C2pW+B7nn{#5U zTO(!YbRt*DHHZz-MwVN5{q)9^f)5cX*uxQJaPfJEhTn>b_p%R7W%)W|`Sc+t8mNkY zM94n^($ts~QzN$~XZmiQ&tYBU-_y}>(-xuM!LsyrWpUXAs+Sj#fk@Oav!d_t7tK-f zWCL3qVqB>orDX<ob$mV2xo?i`bIjr8wy8<dQ08R=@FCthWmW07WnhQna{`L*%xd&S zj7CAPJPJ3m!$zYrJl~S%O?l&A3pu5+Z!xY4Pu?_V!T-5iPiQh(>B0rkD{uxcMWo(+ zg@CxW=fjU^*9j`=yn<1%)Q{Df&Sd_i@!{1BF8E<4A-9OeTorOt31*O3SxhWA@YgM> z{jC{Fxmh&?StqCHKLUn-T*=So$UAM}4H<ETN&%ej0a-BBsyTH;H>UEF54Hs4eWD3d z!L89JjqvDXiabx>psk#^%rE=$T;*dmI4xLj({PefN{c}uOgWM%3A45cHz=S8ChtyQ zy5?*OOtB1Yk2eJ93)z5qVq~VYcz!(356h<?zAJ2s%oQvTB0d!pEojRqDy*e7v3jxN zQ*fVmh@x=C$oTe-iDc1Mr)j_Hke0FfSc87bOQHJ&V@W`QSUXPWCLgMb9JjHC3I#{# zvM$)q5=o0K-8vOLr|$<K7S@blf__%rgaArWej<@cG!B4wHNjbF(d0?^!J%SYgf9$0 zb5G{vEE435$XzuG&Qa}x*fCxZI}_FDa4;z}o=q+I)>aC*HT%5h-t+}eKqKObF;z}z zFvKz%n*L`>SSr2sR8=N)D4yThyhcDQ<SSuS-K?>x4JZjp;b>mpS`Ge2o)(;g>hdZ| zDXK#Glb<>r^eQl=0g|5N8Y<_6F(RV2jm3*Uw?vawrfRM`Y@aAYaWM|eU)i@$aZ*M@ zZ=$-SjU$N78o%xAF>YBmkVCLMFL^MFvmJbf6LX?j;MF{qi*zmiDF936nF7NcGr5z( zSf=J@D<(n%mt-~2-jAOy@fV91Ujd+FQ=Y=UsB_x&?MHEHQiHM*U$s=0#K@(NWc73E za!2#UJIQCiw6M!-u1EgGL%7^ua0e0Z^Mt&0eK#TmCi*qO%r(l#PD@9?&eF#jXz$45 zY^|})<>;(CB`~f~s)Mt&&GBa6>TOTI_PML4s-(X4Lg=v-`>eXd5P9P>7)`7bJaO&3 z*uD^cyM5dOkBVNxzSBjgsBFGA(DeG=7U*w1q)5NNfz8CE-cP43{+#~HM5N!)De_mx znV_H6*3;tk`DpxfH5C{;)l|i_1%}%}{x24xIjVe>)al6QtAF&LzYL+NSUPxbK5bqE zw{+k!dv|)Lxmj1h)4n9yms@v_o7pmZ!Izn-^^XyU*X`T<+hThMEeFmX72$x#p!c)4 zusI8!`~<b%oaUQb?0t<`VmzwuOG#Rne02fy1V|dp)%tDo+8I43dLkIovV;(At}j&p z;Y;nUy9KjLi2SE@@VD39<g&GynXMmKRnn}%Zn(y>S76VPssc?nKI`K!t}+HE=cL^x z8jsJ&gL+6RVs<#oXTb<1fZvZb5ktdtlOt&U;eZq<NI1|z2gQ(0197>2+!4R!Yq`YS za|cW8{Qi;uR<abZJ!eRF9=Mlf-4dpuT>Q7;&TFTEEQSoDVy^yOh(KHg9#S`3%G;@i zHgvfe=#TRwWmrdALQb}N|NOIwyi<3%Ifk^`3}x=A4M)5trxg!rR@wA#61?147wkh# zjv#lQDS2|k3hN>}yX@F71Tk?!(s&N{BKWAw<%Y>6J1`z$Vy&1tzlgk!sp^z@W0tB7 z&aOGLJuE&s86wC&>O3H^_y`j_3z1_`aK?zLL^O_4<tS;<Kx0QfIx>x}%F02%M=shj z`iz{_R>_886HrwO&S^Zvl`Fl@i|5VqDGlqz(8~TQq}}o$?R6>Hp@vK(LFom*V2Ae{ z?vfD$wuLR#faQZxo{rYU^5#<7)ZX93|4S%KcM?n5zimu1G^o3m0T4C$o1R%hN@-^H zc$9nUv7((&OcTtwBUoIq3AbG+!kQTys+OZ`H3$!z>XQTji!mfitWg+uD^f(EMFyit z;8UKli^dnMLNNkK6ZRVd9|Pf5W6`!yFwjiCA54W+30b?DpS{bm&?rvZ-qua+`Dg4L zjb+TfOkfcKLILn9S-XQuQlrCqUu{Q<v0giAC719p@WF<`XewYYA7wG;N_nb5a_iaE zco^I9xg*W|XQ&<?kaP8X+|a`}66b$u1SrJ9F2+gNfY4uHy~|?^weaq1_ukmO&P~9_ zw9Ds7SN_XrS&!$^%-rT}#V$L&pBCnVHAN^bVkv!3W#t6Q6nGigE+d<iwkV9qzK$%1 zk!z7R)G&c%!2g&ikR#UmT(Q>ZlqepiF5JhayJBAclygD?Qp_7DBRy}sbjbhn{Kc`z za6hwAL+(H(=KCpG5|42*4n2-Cc5WoJG9e;%_6|%(Z&=GFzv|AISuzuxR20Sjyd6YE z+Tkhis48Lhz{`vk4vrk%3j5e3Nm55Y!17UEELEw&mu;o>HLDWiDWL8AV(D#jZOTB4 z-}i<*^oI)T(?gMk@KZT+*PdU#_uoB|m!HDV!C~#S;^a#d^#0dNTdqg-w;iZNXAB@i zx9m1>Q?#?1EFI_nFWK;{iD068;wLN{l;Ky(#;vYfIq3{L0BIqP;OFtwbK1z;!IuBc zUVg{kVCK(F_P~;`hh$=x+uOYR!H5mlt5Y}IRuUnvr~M%!ACiPrDD;IjM&LR4F#ErK z>p?O1*%JAWjR!OE#1ftp12ykw)nEs%cX~KqI7aS8)<zY!*dn&6s`_F##;#8*F92Qi z1)ulLX!-Y8bKn$bL{@G~0{NMj0B&Bl=ke7T^QQaJbt64N2Q#XE2U2KBSI45JMs)v` zXRn#)J&db-YAm*_r|?Po3eAkQ)uXeIv7$`9|M9M3T~OHnX#q^wh5R1t-?{Z(vCUt- z&fiMzztjImoTq;*KfWpH)xyRkTQEb&)KcZ^Znkn0#5MMX|B$09S7S?*%`-Eifj4yU zYK-&kZz*mn*frJI_@RRhw15$8p{%z^z>E8>feKZFWb{z`cokO-PFG~(-gMX0nB$55 zmWyM)6!*;iaX9Y3hq`$W8}JeIonXM04Z$F&z=;kJUHE%}7Ei?n?9zjPK9o0Yz1Xt4 zFr1jD4M2JkPsbLMyYzjWwdTTy!tQE6xzBX=)JSv(c^x*4j@veTzSw|>`C0K}{gg?o z#U%v}VCuq1%=AoCOL#M0^}j-wCs+ibX(Ugm^m_69H0j@T>7ieBkvYxt!z!1MG_NzR zx*lN4)|)5LEqq<Z!HW;KMTReI8ct?~j(QLf$%*Hg+CF#vlOd7wBZ+S<1TI#T9Ai3b z-1(%HTRmn1S2}~#D4t&D6CC^zoTLNyMZ8P0sGGz#QYyREde5S0V?qGWSvdi%Va9~4 zcOuUSIUbfwJN85YI-q%lqF-K4uyN3)sl5lZS0Hbb+Ui$*aa)fU|C=|$5k=Iorg;%T z509x$6m^k2TG9sv^m;)FqQY7N^zsuUSD--<iCV!y92tLafiXid4;6Al`@#b|C9kUv zugiprUTkW!tTT}Ui$w*#&iga|RJ5M`I)Wi6<edU(at4c>w*>m=gV}ZZves(eFm{sA zAL+8z;5cHXUSf)6eBtF^<^*{V2$b1ZU{#iP@*E$`sZlMoS&7f?H&nmltMXV`_*2r* z->nJ75}Femj?Hwt5-hJXzqm&~u4|H=Fj#NX<8q;H!36t%1hoH&bPsiGQCR!pB5kn_ ze$T&WrGS~+e1o(H#><ywg01HQa5PxkXq7D9-~>hMAcuTy>5sp<Bgte{#=n;TA(Z4a z8;eU4${JUh!GQ-lIyNn9xBO{LRrh{E34AxPahJ8M5u)A*VHHMAV`q58D&*BrCSBY) z`8Mav9rT^`%@@nZh?G3hK-w>+ldXKC)EZ@fR_1jghK_$uXrESpftUXdoxT8Jb$hW> zND7%!(+ver!3oe!1HZ>x*iW+_oGE5|FWO*=KAo}(J-%+olL-Y__wFmNtze&>4U(s` zT5u}12QmMaW$WXXr+(K892Em-RkYUQ>}_bk;qz)^Wa=GMY2e(m`dZ7kd2<o(<}>in z|E6hj387N14~s&`>wT7`j}r4SJiL1Y5*W9&0?1I#>6~vOw0(Hv^!|r5OBYW)Gxbf= zA5l1hkJJWtdY4{B!q)T2^a4)ZOmJghNp|vjFijkw%Kg=F0QkZk^#AJ{3xVgv&-cm8 za|0dy<$6^bh+iD;)%>_|)c)Uv@F1eQXumI53MOPSsivIbFnf`K^+(OzTicyP$l)zC zosV?0R$cB_!>1kem1Xhy4Q9t1ezH&1^>Vbem@SK$!9HJ#LuV!SyIdBj5~Gt%pL;hS z`UL<)l5(d|J|0*lyf+8m5cxeom+MLEC?Kii)Z3$x_njj9)z3=d&u<+bn@dGg!UP2G z=m0m)^wr|D3%;h$w<y);mkMhRw@L+yVl^EVLaWQnQ%3IfZGn*H?#RF7;R#op=_Txx zUo7rvZp?yw#dH$w$urEpOxZdb+1MiFA@wOP=<>}bz1vAE_JFlZej~3!_cp?xMYX=q zi1{DI5uaB|Jr8F?_84Wsq0z3Zzd6_JGASgjavxh%4f$PK2$6j&lc}yXqhU-BU8t3k z=`#o0fg=$6$uY8?s^N8kKHNJN%oL=G7^k_UIz4Tx`ug#^JaML(I5iCICaS8~em{!o zkqhaJ2m?72vI;Y@QlH)LUC8INaZ#1!-+oC?rd4nw0^M?SPQ*R?K(R16O2NgQvu=$R zFjfk5yJK)@V4Ex%9%;H#wf?VXnF{bW+HjeR8^1gxGf0Ap5h#Mh%Y#clAUDy2GPI#P z+N_cj!MkmG`)V%OV@ftgBSi%ywh4+fvS>qOqS-4hnZ^PLAI6awmsM!NUE*91D-@m^ z;&jS3il_(xQYMR`pjs)`(+pcY^hT9MZzbsR6)e#aQ9wE+fM^7oN3~7BqX;7Xiws7u zmlSw+;ec(xRD|!o2-&2RrbOztfy2j~jWYhlR-wc&V+^8nCt*RS8?sOJmoo`c2jntq za8ZF|5_wI~OWh)BhnkIO`AKz|`1r&GxQW6`Ddh>WP}BdMqzzwj^m9X!jb@9u6(#I5 z3)+O?%qocCS-570a*UG}#7$m2<rX+2qmCyO^s`ro3#QEwm5t_sU{Vcq;KK?(AR5Aw z)bmt4v99UzISR($_;(+d+vEDgEaZAO_`Kz}5b(z%=^1?dx-Jv~URxgD-i=bsB*!Kk z7vo2MFAVrVqmEWz#7s<p923KwVA%1Yhl0O?0}G#mFa1xzYS`L<Tc0I_v*iw-2eDHI zxTM_k+CKIn&I-={Nn99+ZNei=CKoOGVo3O-_hT1&pLCq;Sgc-e2cEI-CCw?=`fAPI zT*Pu#Ik$8bo3f>x+=NfIV$I%Wk&XwH+5P<a7SIzp%tLqbg17xOx$hTJLWJod2J<Jj z`cHtW`^dh$seFOdSSfD7ozj5EGlxIBtNt&DhW?Y6UFYM}Oy}TDlBZX;5H)Lir~1Y^ z$B)7C_<)bAafADafCpV>2X2xdSAR7TFJJ#1q2~W_-C#s*-(sATs-Ce<_|?VFN3E0t z9=}Arm!{=~+Pdp}?{J@FSgB$?#nH5Hx1ah?6x5?3{pkQFHoYVn?4&N=Lr%PHYKq1_ z+ts7h;`F5j{(tGIhfD1jkcGfUjquwk_^@1bJp6Fr>26yck4^%M{3_1=Ec0K&2wvt~ z2?<1Ra5LoyB_B{yT2(Iy`JFxeUP6s;^Rh~ofrv~pb$WER7@0k3N3_9Va!otzNn)I? z3dlTLPelcDwquGa)3xOG+`6~9&$-{7<uI0g080L6U@sNVt9!7B@?3hVM!z$oI4T<W zP?LeRm;#n02|11z7(Ta?{MpH>RX6!T<D#ZG`Y2{$Yyju=uzYPh%^lJmNlq0dle)Rq z33%1PucSdw`pc02MK9==uA8pZ-u0mFx5Cin*O|bdDjfL5AybWyiyF@sX7D1MN2q!o z0W}){7Q9%+Tp^FA{UeP<Z-=+Zbiwl|)Yp5%rx`<V4=dp8?e;%-xE|B3)*se>XxXLf z+F>G~wd$r&Tzf-3!RPTvB;Bx+fJYu}o05cP6f}lw22w_PNH`JF!&t$(>RyovxQXb# z1?#7dAHpZ95$OpCx(a{}u@(TaV8IkBGIVOJh==mqE;kwlWwHCi7+HuprV2C}o9QfR zKVsx6H460$!eSFuHt3+0Ot~8(f%9T2vK_`FU;^4CS4dkAsMLr*w=}H+<IWstGimGI zS{MXM4osQl)g%gWF+wc>^k&g5P4dHmyAn?X<WKbY*Mdt0KoVbU#2HdY0yz_@S!yi^ z$y^0ruHMc5JSiRF4Da`H2U>BNA}~88qjd8$J;-&U)K#*8ATcJ?f~hdF%lJ~3E-*1R z3><o5VmI{FD^=>Nz|MH^c(62-oXSJDwKnV*(R1gXQ@K{=a?S{+{GY+p;wKDtd^He1 z=rTe=1WPBa&3k##MCrjCKA-U@Negsi+%8BD*hSL!m5KX|P!gWfO(jV@ppAhSwHrW6 zhBnm4QNz|%8ADvLDGVWRG=)X@6|S(WcO~OzPPMTGO*xqy+WJftFxf?j%v`2i$Ax;T zS~2v(@T4C<JQTb!Ocs(b)Rn_5E}~<3yp+XamKp0Kmp**H*38q|ww#$S>~S+ME#$HE z-=X{O=jS|K;C3`f>3Mna=)A8L_MggBpUNvP<Ou_-84cxSev}+8JFC_`8ky@l2S6cN zPbS70S3Rcv&FOmoxO_R(d`}PfEKu5%l9=#6U1DQj)?q&h(dN*RIZb^aTKMygD2n2K zFNg&7{kQb_mjYLV)m!>g*rHsg;)o)6CT1H1BIOKOqstg|9f;}4wA>iqJY}rJ=u#Kf z?7Yy%5a;(i(#WPASr&G%lPO$@U`bPo^OoCEj)3o@DbIGpd@gUnoh_L5TJdzgzFV>7 z@cs+5e~bNm*=uYN6H(6k1jl<hEk*tGK_O}j?sC}Vk?^VE?cGKVcmQpA?fLj$QyV%i zOm=^5Yy0E$@@B2~og|W&Sj45q<?g9mha&cfZCpJGp+wZkLO;<0M-!HyYv>@C|KZH! z5X@z7);S#e^t{WyKCUaRK64S<F4s@DgB8@?2132(<DC+OmwLV;DBYj*!2gvCI_{JR zKM1yNdcA>n(@MakR=qMKx8kvkRr7t{Bo>r~GvxA$3(n%>xj|<<k@?;=SlLEPCi!@V zcPao+JC~9Yr^0iopLY<VoSB~@E2fhw$-BI4Ic4|`FMA3X*!oq1T-L42-)Ji7YkwnZ zjiRQlA=a0`gOca}=>)w`iZ<^+@xEv5hJTtC5qq!^CnGjIx7(*Y*FA)9;pOxN4Gt=U z9itkqDZomiWaGol)t8qc><0sQo>N~T<0*4_c|u9$t~s6c=0-tb*aX^f^6@G+mA^bu zMHG0pcNgvNiqyqt3^JlMOZQYR8w_<FRs_5<zF}3ZzuXMe0>*7(hx@W?g#&i)sJk8a z%Rbi#HlGNXeLh_Bz&jZZpJQ9=Zg2Z9B@3WkU!7W6aMiqGIjd{P+-TdqVY!%m&t4X` zwqcNwt?yz^Y=5Uj$Zvcj7JT22f-|H{2zAAFV+L<SR|{!VK(X=jkDC8dNH_FUD}nHJ z;ZgUlnXu<b;+*g!xISZbPe`9MXD3mR+JlEe1M}LmtZ-PwgFk}>#HGQSK3St*FO79< zkZ^Q`-sABv{_{AKUI~HoMmH)62^4Uf5RijcMmBKa5YZ+xXHR2jUMQD5DP%I_vZUBS z8ALHbw4%W~y!k(>@g`cMWULP=h;bl{F2hU%c}OtXWuBA`TX2F6$Zfw_Bj?BRX7~D3 zaQ`9~UN#DxrIJL);jMztvLF{r`Joe`azz}%bVSLI^Ae9FQeh-4#2+~R%E}Jg`S*f^ zOx=dg8cjkB4f6}+5jC)-B;hZT_okN&r8Vc*q!jX`Go)w+&!rH-s<3%52n0Hw{*i`T zfD#GLa&bJ>OB-dEQxQ?SLAZ=E)nY$$)<SfEFi}lXld!f)&kGH_-ONDaYPYCo7xGY) z<iItvWlV6<c61A)f0T$;m4czIO!KGdwpARxHJ7E-k_p#5=D~gHNWBgEbmBVnZMZ*+ zl;PAdklZWW?+>I%3HOi~B!z|~k$@Jn|4J1^=fDhi<F*gcpkXCA_OlUZ3FUmFym{5< z-?r6M8L0a0LwECW?(^CQ0!b=4|0!%~!+q%*c(jzbxM%)dI<X$46+!Ou&ZIQV0#-lB zS*LDM_ikRB_CIIz7H<C1K{SdsF~3}*3Tt-oS{gw)*Y*FqM~vUy9X-o)6h>N7oRmZj z<!->CqvjC$6u)AD-gGDNi-r=0>KpOBm45_=b5eTxqIXByVT_yD=(u&W1gRzM9#0k) zCAuu7?BCylny#AfznHV^e*dQ9yH-ntf@~yk{RG=d3V>=V|6pvs=D3t`FI8%nXg5%y zF5|8RLWE2jv4rEoQJ|o~ZBIbKABVbPu+0!*z`1&qGK<LIVnPxjxdyVVpb*!`CYqH~ zsHe)Q$a3~P$5|}Dk91wCTYdFKUfyW-7am*mX}u79T)#cZ?Rs3bNsP&``zc1Nh(S7# z-~>t`X>X|`;*SEZxwV{adik2rMHO25r)hIF5>;c7<-o16MZ4P(uiRD%UcPU%BISxQ zzfAOObkwagsK0`+yB;r$UFW2FRzBV|NqlePdn|4DBj!1}>*k>WBkfv=?J`;5fxddp zEKY$4Qz)?U!U6KYqtG2_<<5j4PN}~C>XX<0su^&IE!=ipy8|0K?+!kuNHrafO0al) ztvVOe%O(6=AKMWR^TRrTo^Z~pov|<#vd68D?YO1S6Q4^T+kT^QrnGi5W1XZ~sgZ)S zCYis!AogMS{^E@b1}5Dj6ICdY%FRd&Nih*L8i`81dW4|`y9|wT+aw<QdHKrN(PFN1 z?^`{H&N{}C+d}g-nv!NG#+`Oh``>%ObPXr?(c2HL(gD4rMq3UaXO&w{Bb8~V=Q@pc z@T>wqo_9u1gpRVld)N{4{?V&M$yMn~VB__FlG%S%F3d1%^i^~;PnlIlk}FK>cbDR} zAH{B*Eiqe5^Rs3rKyQV1TC+rU5*rSLAXT6c6*DI^Tgjlm(wk|i=80a-bu?vJv-{TI zrpra;)bM##&)@UXYsc)hc<SKOcX3Xz`B^X(s|1QsA~EzU*Uy%I5O{4c^qw2<@m>06 z__Qhx8%LPS@4h~M&_>y`SWgnJY)a;&tLHp~Eq(O$o#hy&2&qfp3(*OOR(n2D(5w;J zuH038WK4l=t1BUExL>MRvr3Mkb?4p&N%v*_z_YW{nwbybk|3*F)13V`94(rVY^W}B zON9bdkql-CU@tCBsydsJAu+T)$^alm{`?;&fb`dCy@}yhmlNpN8GnLyqh|~!l$cC+ zsABn_x1)I8U`byLjCe1g{Yx66DXFb0T81KGTk0emP^X-ON1AjvgVi)eic*$p-6<$0 z?%Q6gR(EJ*ajIhZM!BcxKUJ*KFj*``Yo3UfZ1oM*SDQq)Ftk0b-wBJqC?K6j)QtmU zJW$VfU3K`XJC~c?wcdqj!y-p<DapPtLQ@nWL5$<DYEl%5o~mIJW<sUKwg+1+kewGv z4eHg<n=Ku<Je>40Am*`Z{&I&ZL}?=?H9zqf20-2DVvW?ju#zXGl?uhTlmB_%6#P;4 zMdDwZ+}K{SbW>U!(1|Rju8%%YuEB*I%9wTO8<`QS+)+3WEL7&LueDyf0Zpowp5QmD z3t3r!#L|FRR1#eA#0`2(NL@x95|EYzn^$^xY!Z)l%yOR)SKKJ&5OH=mw8~8&xnaup zc$SxYxPgK6YQWRKyx!jxfVO0}>1lb1ng8DU>i@F9txi9*^-@dnyuL)T7$aUj<-Xoj zmHTeuDzM3Iy2=?Xo&^8GxDBb2>R(NIF#h%Lzr#j(5=aSFw4ifBL+h@~%MWb0EXE!K z8)(lQH_falU=jjD_5tEX_nkd#=veXITw}prqP)m(ibSWDn%uMKe#G@(IG^zeOVT<b z8^<<pXM0|G4Er`SZF0kDCyH$3Ijh3+!1LfbHYI6NOqgMZkeT&{^^;$qBvVs(`xLoV z#vfy|W9<j+UVu8iGA*V?>ymc8bSK+g5h>&Pgf+g|9=o}J=e3<Xi(o0S#>dqX*x&r= zZhi4P^Exz$_mY5+CA`~d%VX=Rf`Hjm0Dvn_eUzSl!njl)0ZT_Ke&QoWPMO1+e-unI ze4nNyQDVJSnwt)G!~LR67>0gSK0?x<w~3*lrHiBlveV(dsz^8d%=74e9-E%&3ctio zx7BWS+Z%nl(<@t{OZk2z?CIs-XX!V<&aCURh%@-VI3ycUzw;qSI~B+PGV3T`om^P+ zTl#9y++cqje(3DCvu`_Z%Y>**dr;koUI9V+&vn!?n$z(DIgaI(!GvzYeLX0#twqL3 zX4n<K`WC5neG4bTc>T9%%?}38qm>2;(PewC%52!$4r_}`NeRN=X%(rvz}K=1KhMv8 z74S+$LC}qx=7pZHw-B8ussx7+ugm4YYka<*^{a77%GMvJeXk|`7N-r~<1o#Ol|SGw z6Z|xl8qDhK&RKH%iBJ)Ixq&Nj{2aY1{Pcl5G0sCt%6#_RMLa^@jwXAQy0;d-_f*R3 zS{00wAUTD9aMp_{Go!eCOsibL2?|!r+=VXjd>`In+u;l@s>F&%<k(RuuDIAs;iv1* z=gFq?+mrFufV=meZV%rV-L1`l{U^OjqO|DE#n_^$cJnFh4z6#z%}Q(6C+P;CQB!`m z-O?zoZ!`o-Gns}}u+i>%Uc5)0YNOA_RmDvVKUu@$5ap6$6o8r7^r3J%MWdle5P@Xn z8scuNH9$NdR~!lgXzQB#e{d?bFUT#MtMocs-b4bh1Z)>5NdoG>aL`7@h_}9D^Gp?T zf>dK04eZd+X6{Ed69!FrjgZ*v)9J#U#Ni?bd9B09Ax8%EAey+&sm7q&zequeqkRoK zw_oz+rjdk+`)PolQcA&g4)c{h^mj8W)!42b`G{LG&#aRzA9A>5`fEbHrPbz>oeBb@ zF<-74GZ7JLm<%TznQUZW6Le41hQ@<|eQ-*!nqJ_nt85$}BfuyP*%;6dnHsoQc?bak zh#~X0{t*u+Q9Qe@#NA~QlUP604!=gF_`?R00<G$Y$uqfVtv+Fg5>${AgE}ojARw2} zv2r~6Qu{BfQQPWBHUj}(8HH#ynHxPRl#?lBenJAGqkyZP5u8eLA}J*WYjZXQrUnfr zWV3FH1PwIvWA>qQqXzw9t|CR48SOYEv-G}Ms})Ca1#x(w6AQi!RB87voQ~V+-9{e- zTb~R;5gWW;<hLY@z(AMnV6QJSLl7MSY~vyl`{XY6nB>4cOgBjsJSXVtUf1!D%n)zQ zbmD@MBc*$yHGkZpSvLkU39~vwI=9D=SKI-IfJc^Aq6zHSQexWN$l0Fh1}(RY;1(-R zneW>hQ{8pbPBY{A<nq6ok2w+w)Q>e~eI30omOh`v6K9Ln)@`HZIQ4l}A0Ytx%&L6Q z!LEJ9ypeguBqr8BMc9IP22GUV&?#lnq#R-7384Z{y-LL5YJt>;>CIfqxNO5S*MY5> zGgz+jSdeU{<*|h@fbh|-9Q9+>tdyi2Rt1VZiC4y1d^AdD5sH$cv@QGRJR8&+0@{bv zcoLxo`(Jl2YX*)Z=iK?y0Lq1fuPuHkc=L10zf(p~34Lup=f6Nb6;XfvxMnx(IqLI^ zP22KuI$EsPwg2<L$=vZ#WhZAL8DIzxC{Do<NQ(TLp6x{Vtx$8+1;iDHyojHB;QgHd zlhWx@rgfEsnRzAcY0snc<8_p_YDYFWKVV?IG;UHso@ArJqRcE;b&?68e<=Aj-HzmS zWzFzqfN)b4%Ld{Ne-XTtP4pj7j6LgY8GVk1BTss7I5eA*N6BcBr%$E7&{?sp2wN}V zq?-sM=~U}9vIzX(JzYtnVb%GD<G$6aUG#`GI$e$udP|+CMi}md#eekgpb`a{F)wF9 zbi4gR<US`gp!$AdKT$tB{Ic!+aAA$Ke7@(c*5Q4i$G2<IGG1w_g!y7s01}XXx%&29 z`2D7mdCNa<>=}faO!9P<t3=4R__}g8B7C*OUmGx-XZW6}S-d-tENyWa;OgsMa0q)X z(%b|bU!L0hm@Nmoz?Q{p$DJSCin#jT$dqAT>4A<<r=q0*Y>JWcLg|kok=TFxf7dBz zXXb2ruh>@-IAdl$?=?0L4bjNOXaHnHBLFkkS_N<ni2ez>fk=tU)1{+I)<3m~25a_j zPOv)Cr}*2~XD|_^l^AUC2_ON(%c(vs2JIH7?T0(FL<FDX0WVf1cm2-n>g#@=5yFoJ zN&!II)2|?20McD*7Nc+^B~SqK2Tcm8r7B_OA;vP3mZG(iSyM2@qAZ-wkpQ(JUCU|g zk?`pav+sFdh$?lb7`S2%H@N4FGcgHXAx;qOW!OH0U#&JUvLfNn<iPzV5~$`)gchi> z*d;%^{WYvkZv>651eqKik8R$K0d_V4I+74Nf`$x`f`J=+USL*2>`Z}~#2P9@f&Nu) zUagp-i9m~{$P5!tzQ_U?$&swmeEJJZ`z!5OXAVCL7Blm49gq({G^`!+kC*(ySu+Ib z6`Uzjfszw+pjK5C%hsHKkh-aDlin@_UWpI#Rb;|ohI9X1nlm{7s%h4(fxI`5LZTR= zh(*G5)q%jyq`WR$gGD(|EHIt_CmV)2A0DaMR}=U|?3@DKEzk?U(L%{we>1YIL;)%i z83Mb4kjy)xJl#ENC@BvcfisetST&zy5Gy{M%rIQ!a}t?&3q90|?MuHKo(0kmErG;U zT&Td&r@uxFqV;S}q4rEblHw+K<HVWrNEq<Piy}SOBQ0u{XZ!n(&`72#sDw<|fIYe# zy)I5gIEn_RvUPukiz1c0n0ad$Uly29Z4H_WC@FC0z-&{*10WpCKJ`V7<YjofZtXwK zJnvqOs_-{;P*~f^*gysTrY!kB+Mr!O^@Pk4p8C?;(AVH}zYGwe{G)CGDAa1uQ)<qZ zDE&6s`$u`jzI9b7G)Vs#DzHv{31HMNp`V8ciK`$5w4TkIg!sl{q#dZO3bThqL1PBk z#wwBq9C+yIV$qucMvvC*vZc~b&&}5~<!nk4>JzQ|T!>2M*G&WyqaZ|f9G8GKuwsMt zu68?Zie#6J4BRPO!7N6ET|2SM->ogH-`tn2m?v_on3=|S+ILUBf7~+nEb?XdTcVEN zx3CU7Gqo^e3WW_F+?o}}vVLw+cfX<LKd)jYQ=@05Pr;9H4O5762nl+C9dXORv5ZOq zuL?M_=9_Kyb!www(l{|(G5M;-(115m#bU@*&$!g_BLD#X^)=crHJC&~6qmjPLIf`F zHb)VZmuc8`yG7Eu_mItev$=F-I)IqxHZ<<==i#SefTgvs$-qOkMf34Fhb}c$nTI{$ zTPpX~pHf#xRxQNsrMhrVfn&!h@z>$9qu~}icjt>A_E^JGQ{K2ozP4+JMX=QUiZ)(~ zNcZVe4B@c3iqj_mbQir>vCW&&4E+j;W=iwBiNXElG)9YieH-p99c7ToszY;H`fCKt zlp3c};lHQB#OiOUNBSNsmG%bcm<BbiTh|w;_Gd!>{!a@aEF>i8@5*FIhwPxo%<wZZ zt*}kqCPqoP?s9vE`~3+q;NzZIurZeyAoNkY^>#_}{Pt0<O`T7$%5r$%Ebmx7ud?RA z#0-w@B8V3dx>ju!1V<DNKavQ+04gz|TPRy>aW!-lVw7TRamB-p%LW+M%1viFSSgYR zarOWD00-VNr7eO|MsZ@~eR~>NT%2uBsQ@fGB>V!{O{<A2<muche|x1tndu{9@PIzc zXw2y(6-g#zU=3W_FL(9|#+$!^2U-?F<-V+_05FEm0f+%vcAwz7>vOOGNGoex*W-Gg z%3ss%`+AaFgXX*8=(gd=nRv2usmKEQzL64*=4)Daxi7{T4P0x%1M1*uFkoU*{S(<H z_^MLIjpS;pjDJy!f<z3C^=Kj@Fz`6N-Ta6kA<WNPYw)q)Tjhy7jGJ=JVyq)HiAm|N zS^S7TT(L^(u#(Jz!-WcF8ptf6G?Bp@mz9v1a7V|J-fo!==K%i26_cnA-KMf6FwLL` zH-0f<_C=b#dQPd){15<Zg<L91^d{X-wqK`+2@>=3M)2kx<?#8+Y~a<Z1Q)w;+EJdU zEH}$Vh``yDpt=SrL$=~5RvEKHRXVmdUP~rb!a_8w5$C^LhGf7ph|Y6TQgkDHQat1| zC|OfT5<BYbOpXp?B<F6qPeKvd1bDVQdQSi@Yymu9aq&4{i`_VntXgot7_+n-dg;eQ zrRkcw$s5Wj&o~1M3fwP>l8aMX5S?)(Tn-e38-6b?OI$z9$d`Q)7*jDP8K=m&h<1Sl z2&i7@w2EoH(qB+9MRi*32>oIJ=e|%PJ2+%CtAPY|b9fmFv(_ji9w>5GfoL(fRilo; z1YS6_gqdDka-ayf0p2d-fgYZw2cVC^6~j=D{Z7q#wt8%m`$x7{i6|<kOlaI4Y4s@p z6e%|qH+SFS#|$F_u#9{+G|CAHt*bOPUPA#8=J3_mt&gT7B%%E&wS@jvJnR3n5Ut5z z2or(@dKkAS?AWR?I)^Ot2bL%y8+787?vV3rRkD1qbDb8|_(mJ>-{^;U_ZAi7xwGNn z{HT|XzqCw|M@Zo4&|e4KVG$@?NO?EpU(|>W+T?OrZVC{txF<Y+(-DT`(hv`0knhtY zUdElsmE;v_Nlrf}^L_4>Hoe8kE?fBe2>kE;9tE0eiD;QJ>KOJXS|rFWSAJQ<<t7jb zs}pVy3F)OWih-(C!n~dxotTjD*SKQ9R!3mFv>ASYsUfUunzXOGDNN{*SHAzHAIaz6 zjd<cLZNgO+4I)CLN*KH^I}>9o*T?S;uhpL)I6a?>76#3y!8rRlf|q~BiC4MRb@d2w z@r0%lb4jC%LU(bAI(}%Axw8(MY@S+?m)1Rt`1$YT!9G@hxl*!v12K1T!2#PYJN8~j zUSBE?f~>8-S~j7q`ukax>pPsS3fvqnb^m+N6#A4FTrPuIgnZ(xGDcS7Bjn{m1+@2v z(Yl1GSPir=CcmPD#=h)#L-~b3J*z0g6*R~7*J)RJ;46$A>J+AS&_EJD-T=Of)iH`6 z3`9`L`5klzL2w^AeW#%faWCs`!)oFO7kPetjWth;t&ahZ)7Qh!)ma8h4KZ9!xLh{( z!_Ia~!vz+GU9U=;*Wm^<n-2s0{;vVP2b*061$F1M8=!KO2XWxHNuBrYyX$!0mrCWF zx8XH=emmRGx3JHr-iS*9Pg|#rw8_+<?uFNTv2u<!drvF-ot<}SlC@7`WCl%!lovXJ z76%|wiHgg)du2<8jASSfD(pB)mKK{8MDItNng|y&Q)A~9*WvFP=yJHMfi^Uppnjri zJYB_z>OhE@qeLRGUa^qMH5!KCTSS4Y5L0vz$hzN3i_(GJ%h4+-H@2)8M{ek$15ba; zF2^CJ1t?woSBwev`|*Ef|8#dCU$Bx0Dfsw1^)WwL>pA0ARsuNudZL`u_Dopg?9H5h zBbPmNV4g836CNC=XhIR(<Xod(ffXB5f)Fe^?y!K*&yC!3Ky45c84;ILr@utM4`F$| zzrH)x&LS5H7dlEV_zxyl@X_9-0wnDIWz9PR-Rv6&Uv~bqG@!DnA@Kl-7t_erZbeE~ zluxn$%v2}1u3imvHmNyNHMeM{QKM2OX$<?8mdjiiqc^3h5*$}F?O}^PlsFTP*y40_ zAy$s{BI?q9*vc<QCAvm!Y+L}jE+#<+%_d<gK^2vJM$9|n+*8i1vR#xMamI^LYTTKo z9pa&+N6L6aH};n@Spusm(WNe@YEK6<fecwYH2J~DBTEE7H%EaF<=ciWD_fB+SG@hE zQ4=qlP#(h~DK_pB%xD7F@p{q>8caC`1WR0;xLk0OwpkXEWg}myc2{77ml`~2ajE^k z!#M=^saIq%l3<h}vV=Zg+5<%>z~Q**31F}y#Hv?b!g3`NiFZk&w=GfDnj$Xp*sdmH z%n30}Qb)8h{Mp%ohxQW^4cU~z8<PW%9P71r{2Mu1=8(1uMl)6L1WBUe&ZbA~0RTV~ zg-bq_ZdxfN3fo0UO8v{=sQ<Xp1SyON0N%;9;M;BzStYROS|QHQBiLkVA^e@U84?X_ z@0?yZX;m&3Kqtqx2=-+oBaapjbrnN`BqevYPp2o>oMuz@k4UJO6GoGCGU>QD6y%R1 z$&)Lj(aYeJGc!kn771@iz*dHXCZ&u5;6kzu^Wr6QcADx#_Tr{>=A_8UnysY86}5Hm z^DT}JvkEkR+4%Q+PP@ly{50U~OP&psNO?lX?Lg1t82{ymL%`?r2(`I9Mn_%|-{F3J z+#=t?gOX;mEw_3ZV>D$VGx@-Tq$DjvTK$Hr{#pxjCw6TbVvI4yNLjHMD3&4)Vp~9E zljLn)v)lQxD7mq@y2E4j;uu?*`^av++s(`0>2h#_|MQMS_~pZJ%kko)ig@#F703U$ zCIVG{3VZyZQA4}2o^tldZe+LeTnF@J#I4;-fhha*Kzs2@Ez~aRvGZ1e<a5cv|0(~o zYfpL)7De=L92pd#gDXD9cI*A2^<!CKN%&k^aJCHT{{vNV>A{<rWE573wPAfNd6ORZ zj~pJM#+PdFI61rpB|oE5P{<3CsYzMJcocwB(s{p_?>S@9^CnVsKq4gIw94CR(ELv1 z(Rs2;?-8Q}dRy7@H@^%zzCH$)5jFZ*?qwU?_H%c?lrA_+1l)mxqQQ6+Cg=5EEx7j6 zs9nd+rF~#8LfGwSL-TC)t?<ZT!RIpj@$$Xv(eG^87ihExQ+LjzTvpym%H}AbK?8mN z=crDBzZJ3GS)`<gkE6xj{KeAFf99*ek=DId;Sdr+5y$t`Jln*-I3+;(!wr@g%uG14 zj6FO&x0CyW=aOOPSX@~9pt?vGBf?a2(m6dCa#J{(jH86QM#v_4nm8H+03JXEBaw+= zL8ol&n@x3JzY3Yh-C+OP=f98<MFwKNZmpV!>aFgD1_sFJ0ngG+Tw%VRy7jitnQLLs z*YldjeocoakiF~HmZqz%ldUtKEvIULcAcFOVU&ohTt@)Jm^+3-B8eyDX)Fj-4V1R{ z3LwQk&(9SyFw~1qX}OWaZVGbRFQjK2W+QjaDoemnRJHh?h>(YAT92^z3j<KdL&fM- z&#*qHtIK=zx8aM`ie&;APT`@pAzgS~K}{YYj(P~RpOh+pe`mlO!?Si8PmCXlZ)vKO zRIEx<m$oO)?O`qye5e?f1bA8+xwe5X7TCm{uUcPAU(G?Ja}o*12;=rKh<DCdPgu_x z%r%3UaN7LbkO_*Ew{X0BG2k-{0bwe3PE~m){&fd#7GX4@u!&AFc4&T&sPLEnEHw~K zWI0ZS4dvU2i!`@`H4`@yuoxMbgEopQKR%aBMZrosAQslnYbvAs3!jsPFL{Jpzi^QD zAA&6ft0Wm5;&*kdueiw@%FF}@2Yv1Z>QI>?7^0dTD1<@vh_Vv0ka37s(i|2^WEdC# zZ4{c+CVY*OKPMG%rZV&hP_r0KRFHvGhvU7T=_{g{-Q;+4_Q4txZmfnJ<=DJz69;5> zv?w!^K|yz|grb@!LgQ$F688K-dAJTOH7C=;UXIf$y>pmntJ1M5ola97PSTJ#3*Igx z2E?SffI(#>K(Gs-&Xzzt_oGgB*VKwQ24VylhT%BVm?13^Eq;?-j73^l*TH}kB*ya$ z`RHurEZwXtF&J%TMA*bOY-vZhwBdbRv%21Y({D0;VM#7Sf!WDTh7~3yRW}<IO9MT1 zFyn;5X4-Vtlz9pfXczU-ZBn!nwYv;WMAW4J9Vxb&K1Jy=njEMoPqfi&^<-i2Sjgdh zx$~g8dDRb&3*Gy?%{F|Gzg&O43L=d`#@RlccAjpS%@U?$r7W=JRQuOxf|t<VV#cdc zqGi0WJ0G?3UkPye(!4gMl~yJK_tCVW`=~S-p4&^Wx4hA{VF@1HBq0RmM`5~*lRV!o zp%59aJGcDniul+OWjtuj=eY^$>ACgmd0j*_aGhJ8)-`zC?Rni#r$$w<Z8KfdUb~MP ztz}G%$#r&eygOU}Ge^phD6{Y|FuMZhWaC)@K>u%Q@8GxN_US)WwDt1vk-1W0&j0U{ z-hPF}7d&JS*m0@p^y~}c?ESw<d!!00C!=OeZll>dhb<w&+qRGYGq}T|jsr0*>4tT3 zbFF`#S)BPlEOZ3yrf=R3&dXM(wnhF8OOk_Ap75FSegSEA|67fCP!wvo9Gy5*sl>d~ zjMn8s*>c=CSP}**;ip}$wtQTEzAX`NaC<Gi`;1UqfJwfbqZpKX!PAosZlTv`=j#-^ z#iCcL9<NV>@%kl)4d*<$;JrVmt@gyio=*X91331chX*Z`7haBATmHM>4L=uw-_PM( zo}a@nVc-EgEu71S7w9POq&gMNSdG<U@ajz*{K5^!?<efkPJ}N(Fkfj{;?BLLv}+s* z$=QYz76Do|t{CM_tU8%2a)lJE&{9@nF&MmV+h};?<L1v8w>R2dYE;mXbOpZ@<RBm_ zAD~*%Xd2DjZ?#y!Rn^^?r38!Y`U&(<OS;fMEM>I7>?yAYumsoeedHVL&(yyU<BxDQ zl(32PST8WI198H<oXA_=^0e<3J-3I%9R;oCpbTYe(3C16<X+(q$TfCB??4Ttz{0?O zkuY@nl$+Fw>1&m>fL9W~s|9916o4by$<LqnLnT@S9!AiCYSUyzKJL;fH#O*ur6!cL zalO2DO7hzOB9Q`n(MXkX6I86KmoF;w%tTovrhvt!SYQjaFQd4bBDJ0`d>6xd8;545 zLrLY#CloNcmL+ye+IFB$gY3-mW48rgPKQ{MtTU!~33Q$k0Vk<ZFf3sfxvj?LtIw-G zGDExGVm+lufYA#nNCOuZi`uGXaO|jghAoc95))15D_Z6-#viXc=U&GB;3k-An!7QF zpcztzeL@C;1Tp}Ab+Znb_2kAMI9<Y_ryOwshD6Hflnn)t2l5p2h%sq-0T_dhcjcdN zo#5I{sAfyuq;RA+v9Tvc(dVroff@9Ld**iNnac*PchVAibxaUJKF=}wkRmmRve0zK zHR)M71*}P<&N&j+<4$`tKZ2%+a6*%rL?EGbRLjKK#P+oqlrfUzf42`3qT1r%LIGuD zWlU5sg4#|SOeAXstorqW3IT-xhHMeiQ>L&xgf2IeCaVR!LiLK`+4pjjU@Hb-c~aJ! zC^sLhI4S0wRj_=ZQ>B{0`Mit@RrTSWr>ZPbnCMJ%v4%u=VCXi$G$k%QeH88RXU64? zocC@pz-UG5x5zYACIC>0Qr7S#a+Ii2dUMGMF0lMa&%^5*fMpnFF%~HXg(N@AAVYuK zsBKTSTpstw@)$l^+bCO$j#(Ol9VFnp<4TokBZ!FFepl=taJj%+6{EdHtJO@^Y}<8? zGj()NRhoP&U|2!vGfFq#<8Z|FchAjYzVDc{&^xCgeuJO^9Tb~bcrX-1ptwDX>rB&0 zaS9RaI{{Z)oc@GQ4tvq$&Dq-q>e<|Cj;tIXGPCzZ>Xw&@v$?(h-h&HWh$&E`qPwlh ze*7O|p5Kr*>eJxSg}1MXxufl!fZGjL2(V~U=llZp0bDzMUr-0dx4!RxR|J96?(ZW| zh<TQU+19z2w_F&>3N^aw9e0ZnAk8QKRA*<j^)i-C%dv+)BO>2_3WX}GIJnc5yrGU% z97cr5(SEL`3qLk92VBH^lPY;teYvvH8o<wUU1s5f10<5@q$0vz>6BB%MZC~!>i;>f z_&%lLs3pwS%fmiA%2S_voBKn~D&`O_tW%fHGtZ{ysa>=C#SG`E)a%7;4W#~0D|X8N zc=P(Wy}mkoiuno(@T^k*gDF3!cH?#%^HJz+5U2ZLI_Mj9vKD0PnaLM4Y`h}3lu@3< z0~34K-_enX<C8RrEqg3WC>H#aL#tOW^{G1AxJ3LMc%k*`42kDKakO!5+vTpp=wlR7 zyA&~dX(VErLVTyOu+YO%GBzPK5n*hrib}l<Yj=p?OB#+3EuwV8=pYDNpAlSOhp{;- z=2FoPp%+RpEoOBA45(%uJSudhg<e)1-oQ{pAM$?6WhY<*Tc$bcu+r#q(o5#KeI4-9 zFWBYZp4ca}hLK2;H{7Jh$GfFhLy6y6fKJ6w&S917WDgPOq*0Y%mhB!Q{qbiKc+l<a z(%$kp>gs!>ziLUT;9|v_^p^<NIPHr_Z$c6U`_{!5su&13SG^?o=jzmFZT*{bt6~CR zFp5>`YB3b%TNUF9G+>!qVAUYwUN?857Q_dnUP>iWs!e=PM@0KdiH^qvqOnP-z;=o; zYyr*@wQjv_d!S4*&0~~zcRgMuCXW+vSMk^X_=%Z{oBO5CDu7j7=1XfV8Hjz$xn!2_ zvYhV<Y4pcD1m#QvtTc=Qt%u1Aj}@|>QF(q-;jb^o5&bB|e#fT0xNP__Qfpzp5R7FO zROuh6+<Ye-NAXiMyg4XCPDIsBi&>+AtW<aCc$I2%z6j{bC&~^h6qs;+6W9$*9vkPe zmkNaFqZvuKcCcM<wDDD%!-`AT5RQ2|7+Jrd+Eo?_nHZo(M|n2T)FjCOSmS0r3(+Ah zH0rL6X&fh7G{MQ@(6izFfu>om|6oCVPT;Btffj)bp@18O5@NbW?aYK%9?MaVaxD@q zqt`czPr;g-#c<-~t?^78N9R~07jIG!Ri8UCI>EReG8d*i^yH^yhY{~DN*P(Yu^9M7 zK>KKV)y1WJk*S()A;mG^DH2*DJV`=<C|4YqrU=53lESwWwpwh~_;;XDg`iQZ@Ryk8 z@cXn?upBA8X5k%E?f{Ks_;f>u!vCY`9Ngpjqpd%&ZCj0Pn@y9(Y@EinZCi~S+iseP zZ5z$RcJBP%_uhZtJZH|Fv!A`!`h3@hpoSJ5(noP}bS*J(_$xllfa8`(-xt+Cb6>A2 zwWSCx*11IwKXcNX^sPq2&!640>7IrNBcey`yL%3E-%?a|3n5mwDn0u^Bt2@eW{+Wx z(MH3Ms~Zrj&$QrnD$iPO)cV%LMa8}gdG*Fl{gMnVrq|fd(^|@AZS%lv?qp1fK8{TG zbplI6ise)2VM{#TI#Hu-KEQ_iZIg)C@#g;g>uHRlU&!$TBZYw1!AU$yNL|O_OA}%j z=B&Y^C@Q?4B%Z|(m5I3{pnv1Oe;*I4pK7nm|D3MPp7^;7tY<WY41*uXS}h|}VT=6U zh?UFe3xv)n3BS&`fDsEcO=+?-Sda}yh$q9rtVsXKT(O`UaL5%5e2f?^ZYucLYrF8W z+TL^K^efe65V`DBG`ej(J_GkJZ=zk{pC0wN{dHgwN_c_L4)9wu8c*nkAsSTB@T%w` z?Cac-UI|e^HmOSzneQ^0??O`V^<GcIhlOvQ_ScyIA<K!voCxNSzxAOa^KoqGGsRYz zvh#8mYDBx?@=Wcyyl`WiSH$fAZTmBdO@&rvp>lBWK1|x&YtuM3#N66$kJ`Ews%BEG zg?I?TR0zlTIKHX{(NA<9gFG`!C|TxGv%(}cYK?+$Fb)D>s)RWNL?@?gY;MoMQA7Er zTe|=YP=#lDfB?wDNB|@`1e%V(PF%x^tQmcj^2!hEZYg0)O9|El1+{YPqDZeWsY*75 zIg;tOi72oMS+~;iTnk6)A>;ry)^1N&5h!?U*9Ce5J|jf#FY7#aIgz~Z0Q$rJK%9&- zVWD~J=4ijw#w0bCsVQl-u8=_`?Ql73N$8P8YIdpd)<pJZ#ca;i>gA)OalcaM01bJ5 zr!%RoqaY43>TciVK0rqfr~h!MNPCBCL_SI?yR$RCEZB29tzMCZXFP9>O;KYQ&r1%Z zBpa=FUZll=D~zJN$W!5^F%9f@)Fjoxb44vD>7)P4pgc7L(xd&mXmSwvr;MJ<ESGbN zDRf5yJbi+h{z<TT!sB;+=<qSPkA$+`idBJ(0Vz3<R5(l6tbzxdRl7hy$tELH{15jS z!)N~&J#`j&BREGLERZP`4@7d|o59CYc+5IcATmVB$<I_SSH&5kj=vMw7%+;3BhO!$ zPqr`eqAzBoALC`BV@p{zo9p3fOJVcoghw97OgJNBSVPHRV6XwBany}M>rpnsxp1Xn zWh`~?dc5w|`|<g<Dv%OX^ujCP3<>+yiGS3lZV5svYVo_1#hf+k>w#MYtZ&Wwmg#?e zqhy1A@-iULOhS-Li%^;liAX?~0st;Bn)K?JA<^;-&;VNW5vd@R5>q{KCUKhsNQy~1 z^aDh(@V9vDwwd^uQ8(c$Kq^<%*KdJlGfveC0hHX<d82(ejObzLu-Gu@u7Svo5P>5w zSJe!gq33c#Dn_CNB&@6iHA#Bz6@T@$<n5f8jyI{Js5WCkZj#39hWIamkzp=GBIOkX zly`^=wdylJ?3a~|OF!%Z05uI?QviE`pkjf0MO`CX8$JtjCLgS^DpT>kITFr10pvlj zGmTVCuzT06F>*nx&+UJckFX#Q$KQdEn|Nl^|IDBKzUK+Bm%JZQ4gl~|Ns2Yw+>V^2 z&n|DiY#4d&Gav6g`X3neKJ1vnNyc@|{s4N>qSp&7Ci)BDho~8SH~P)Yq!|J06PwvA z*7M!QfGw~s)N{G+{orkHTS&w!x49x7IbWWEb8JHCs|Vp^jh5|mM}a^Wo>tGQj<!8t z$3_;4tfh3XHnFIqqwn6+5HT_!@(HN5?Rk4!@bR^v?-=}*h`O7w`w1VTh}>4@P50S9 z{&BvA3iuov(tQuE-2u#0atEI9FY9|JX?+%of4Q$S>iyile4g66rmCQ#2H0*3dC%W# z^<FF;`v=&5N>x4voVXOc&-J{PTR;rB3$e7%dcU2#`6ZD2$Afx5D=)t-P4`($Qu(3$ zZ(+irR`dI)Li0b@OAu}i__9g4lHPtZSHtRmF>mBQ56;~}7Ls-XPl05=(}4-3r~>{M z-S7UoRi!B|U2U;jtqT9%xrC0hg}ZnYh;^)Vo+Sj~m90W)@Q<tYwCC5X7*MjhLD+Vh zaNb86f>U20KmCelZ`S=!+NY%RmlzMyzQdKP(A(Q>HZ}D&W7CXH<=wPQ@|)JCNIB6( zrt*BF^f8leW|B*drNIUO2*+Fakh9LUOA*1HZ{j*F%@`q;EIR?@lxB4epb-(1jsr-q z%mG{TOBI4et%XeuQ!}&<9xzX8F_9t9A~8e3nvl6@;Ul8Oq_yzvm-!#SA8i&U-td=k z@#0n8T4B3e71IeY()Mz$r-d||hodsZtW{N`;`kVnu<g9h{V%4@YxVw7*m-9pDkaRB z-LAN1k~Q?3365gLP|p%=RWTuyl+x7}T*M)gz)5Ic{Px4`ki_SeqiIE13O%aCV7r!K zg@;a95vl;tfpZ*o=@oU7>!4mWSQ9FFg)4(i3wkOkM(I`v=NeHEI|BaT0qq_|^OjhJ zlt0^5w;bkbO_h=c((R2c9Wj>}NC5#DR3}Pn0G;)`l+WiPKqjFt>F6{ff3r44zOF^_ zY1m0B+;2h(2jB}z4-0l-Qy!P#SfS*Gutx@td_|#5+=~oGmD9MWt6p#ZSlN~DTZN<` zpUra7s}ul_{p}Tq0#@d__st?`BZ0r$>I0q3Vw)+7(<rLc;!elo&GmD}Ro16;$C8ra z0ht+1c7>_wGMEIah-x2w=W5tumIO)|JrYOr7D{FPvf*!<Yi2>#mxE(}F4AMVj%+K) z$k||XQ#4m>h~&=ay9Bo6yTla^Ul^a&W}VOYkOlqWh}-ytY=c#*X6MdjjyjLqLm3~S zNBGE#KoDNW*!WQT<d6y#`y&po@K&)9GvrcbFR*~HMvT^4R@Iq8>M47+JWGHWtUamo zGhZ}=GBSj*Le4aTF{Q?)>~3I=<PS?+XX`HU6A*P2?vdI6+(gEii4J`J-v)}5@x$dB zB8k87UZ(D~i?%wNnWv{z9AkeUz8ZMRxZM+yA39~S1-@W<@*jEkm~s+ye9w-LWqz_I zk!OG%URuOWH|c}YH!ciTsU4U7C$C6JfU@Q|ZQhErl%bIC28yYD4ddNvd=XkU?AV_V zcwgV{4!GpK-1d1I89nq~Zy0)+4f@X*J32P<BlU5wnKbgfatY#culV!y+#80GgfCf# z4ts7<!_#ix+|>&YU}=1PtW<1!zZNw7e7$^q+8X4X^zIQ5`c99>k7qroShb{`Z#1LU zd+@?2a#brhrQ}s27bd~%)F5trO4_OKV03WJ5dOm0cXOomHkM<ALFe4D<xWzi%kZ-X zbnjh-<$F@l%j2~7w}0g7ng30<YG}1XSa11#MKS+b*x(&5t_Lpu?E<`i&bgOIM3~NY zz12=Em4l!lKPNN)eId`|6I^1BXn2L*eFQA=Y5Lw?1724?Dh4?f2Z?yUzr1>Li0M`x zIls?bcT5M|4@CW2?fXbElAB+$c?ux-f4~&R(0T3uu>e=t{Zt8G-v(Yq`MXq!3i9_Q zv|FVEzo<Nr=6jtqNPa%8)_v}-JM@`6rjy;X?IsP=^?H47y+<T4FY4BsqTOrN_Bap6 z6nHF-?C`fZP9sjY1ni=;F)fO4v-7uj9izSy`=0?bv!bZhhhH2zuCq7Sd2>Ow)9ri7 z=Q*;&<;OA+u)@psZo%{#qq-V(u6B%<hj3M;`w^&@TO2Q@ti2aLgjX=L7omWDmfAfC z@T%#OO1SI%@=NSi^EvMY0%>chW_>zDs!}fWyS*(gUv2~GyQ3TDRC-HebD}Y3q);|_ z%vTW#*(pxmvgV;Ic%`v8I4K~s6#*2$#THU5{lyxjE;p5HZstre<4zyX7BzYy(q7xa zMNwofp8T5{7MKB=1a5T42cMflecp@qTx)&oTqZWf6dC};I&?`yg`7T%_j>>zVEoh_ zOdSA4J*FoX?q2M2T6kJIU?j~#^Zp`GR(}5%9oQ@byL2i5TQq`KB-3Nya1;Y0_8a-3 zfDa5*;9~83@$j%%EmBp>Yqeg~X+UeV%#QNG;Lxm1-Y%l&;t>B4v|lF9Fq&xwDfN4C zC%tB{IHcATYWC*MWWj1wW&I2GJQhP~+IKT#ax1ZMccqGCrYA8b?qs?e^@?-*H&j;z z9Z~=S_zn((z5wt|v(JC+M>tWo@Wd8hM*P5DCOjYbux%X<e=S{d>KY`OCI`7u?)(e~ z8}33W=)AD}Uo~zUk%QBL4(i0gO18sJx6c)Hzz}y?_6uZW*%+5*0oIf+&7}hl#E^i_ z4$|dfA89CHiOLbQajfP@<~}3?rJ8s|7ym^kAn{8PL>qb_74>;p6xA8`5fnLuJd8h4 z5xEU39CV}@gM!HkVH6c!g^Ku#&WMZ&msxNa<84j@?3|%DqynXsSvrbT<L38s%_)~9 zJMehhx^LTUwmvI~MIvg;%2K<{mCl-BkuYV&5eR9(T7^?S_s-atqA98xs!zJ62Ba9r ziT!TIC2tb!A$kKX@hhkNSDX@niX*gtL=Kw=L?ksOZ!;E(U%z}8Z>BT@Ddp<2xghg6 ziw<$DU1?05trC-JGSoPN2cbkv8_%piY#_>!$dbG}@FDfj*m`!PdbU{5pj_&z<hun| zrq?DFJW+D!9(?kM6w5tYnLN7E;!_E9P15hoM?}leVveL?H1OV<K=`n*^stg9T2wh2 zzQ|ZGnF$}5&A#gumg~7zn|3*NDa8I9_xf-l=;`X;aKZOr+;RuDjqdl34Hh|@ghc-n zZ=LNC0M))n&U4DbGyk$;?wE(U#k=NhOCf|X!u)^TnEdkI)pd==6FDAp8(jRn$tWN# z$R#Kcf@ClXZ2Sw#uK|G<n-KJUw63dgn(D<h7p~<VWjNWFY>RAr5Ve}>m79wxgl(MH z`PyGi8x`bdu62Ww7bWPb#DNn^q#b6}pXo#e4PbKd(c_*B`adby;q#v;c;-<5o!WM` z^$*9nM>_xS_1oFo(`?1I-{r6c-cN^@Ydpg@>+O3yGH^$=aA)GPUfLDrr`u@wJpy)o zvDXybO2)rW6}<1mZQZwiHgSV_sl)$mrrdqO2I1!wRKXgrQ_+mpYPXLpOTi^ZZive9 z)7i$;-TrM%z&%~xb2w4KJC(~0pYOqe&&LsG!g+zN-3tr=&DZkHLFB<f)PLN?|GM1a zIp5RhKXct@IKlUV5sg^H(GfgQskJ!kGSJ<<r_2xUldm}4$8WzpFXtYAkKJA0zA;rF zJ{nG#vfXIt>8o2fg%-z`FAWldzvytU0HZoiXIBRgZi^W`I|N;=ae19apPw<k3J`#1 zA$61Uv)`;N7>Qb6_-l~>3@-Uot%oL&e=tk1YY?yG!RZgYGExT~zQ(cZRqn>{lo`wC zWe<AVr;5doi|mM{w!7b_1y0a0*#6Q(u0uhaF_9p1sASo1eBtPDq>q<lgf4%DwNSnX z0@?tW(SMq+wK3V}VjKG2PVm<Kt-3Cxy<zzI@c=4Qtabj^n|;qfumw>kTK_4w-(^OR zD2d+61CVjkvkd}(c^oDAG-<nBP9XTh6(ffISK&MqyrV<}Es;f?-ZSU*BjZJmasRcf zA+$rNo!_`y4-rlc0Uru^7N3i-nA{KX7qu)kG>d1)js@mRB#6gB4u}>pNeIvmD@xV1 zv1>MobpHbLHT5?>`ZvV|%$cwSSA#2@L3^PV0z)D-1k3IK&)>5*co{hgAo`?#gzOwV zx~wd`4qf}34!-ws4)0MJY~g}!_VqzU)Q#h5)ZYZ=t0avh38OgRP8X^s{@RgCs%5>H zXliLiH!BQ1U}RBhXBx@5!Op18Rh#2_S6pg2{E7`xpuY>cR^t1`IGv7AZvz9{<jl@t zitNmI7vfwI=!Ch5n|Dg?Ld*f1ND&<W=Xa~zT1gr52(uZyOp1~!umsyWPPeZ5F7@|i zCpnWEhq{b*UhW*C_o;pTmtGi2U9be)3vEV^90(6lG{jG3&T?$K(z@v0_%&B+B*AW# ztK(8^)`C+u-r6)anLuZ=v2fj@?`K#(s>LcSAkJMsgMLl{0-s8G={8xT5~1CA2oo^| zUX^X$RuwZ#B_*S(U;C(NnY$AT@RK(Rev^0{hXTt03NS)S1HdF0hu}p^`YLbcYQp6m zZ@_RE0sEy|@JwRsoDpv{6C9Pvmi~fT;t`z151FJUwhG|D5~tiDZU?ZUePNd;W}fH_ zp`wT82-nBY`W5RE_NOyxzU45M9bBiHvq=DAKY~D|W|e7F-W}2a2}fpoJ^PBjX3w(~ zVYKtE^CL^;>50#OMgd2=JrQ4Dr(O>5F2SL`tlKYtK>p{<bwXe9bN31_Nq@RaVB@-{ zG{riZCCAF6z-U21L?Hnp|5#ar!|ki!{Lv$J*$KAYhr8-JUDp-uJzr{g4Sd8!HuDvE z{Li5JuF24ZuP0w0MVwAn)N0JvO+0@&Z)ylS^zNP_xmTinSCqKoi)NilL@i>24xBA? znM0onWxoTrMm}U)qFt(>r*8p9*U8Kv`}T{Qq=D*?Gj3MDr9vu~vt6i^SG3yoMt&oK z%>!=KK`hyL>E3|RdDiF20>AqqBX920$thv93m-5!`^Q<*hEr(fu~}FTe4R$arJL9O zT`IcI+kybs%fC@c%0!ixk?<?=oSj~#4Z8e%P6u@&FMVL#ebW<_WMJNL87d)QzqcpF z<sOVg<c|kLAT>A*w^G5O4p71M`aTx3`V4UPUUq2@e!~2JT9l5PbY1jbmh7qAPrb<! zV?=rc2Pr3d-3BSfhc5ne%STk?#d7f$yC}f19ZcZ&y>2B4d++?-_bSfe#Z{pBp(BMY zJ8RNoC@R8u*$rxVSHJvxZ@Yi=L-Tv>yN#(E_qm`0pJ#tMz&I|^I%8a~jR9~Z<!Lfn zdAQpV_8wVleg1Rk`xiXMzHHEPi??;v*!MQfN=hs$)b8)<=m~$FTIblen4g`i^v7zs zrEBXsM)bm?m$!2V25dw^EzUj7detoG^ySC#jMTR!I500qMVZi;vb5(PuSo#eb0;VA z!O5ry<h4>X^3;4~EFuaDY~ctEoq=DaG+D~^+!Uxo3mLQ-6^?o;bu>xh=&hgt&g;|| zoLNIov`KjkRdwl966lZ+?3>l<(;H0l$X^*V@ZI|p4+TPs2Zw%cgVnOHe%FRtjz<Qz zAmd6H{Lt%Dyw|ZX(U-X8OFs}9>ymC(IgaJ(R`&1pKg!U*QU@;TaZ(~DFo^-F-_`!f zRL%c%E7C5~><?2Y(G-Xqj%61M#~I62g%f$ULtGnSR*+O@fQV!V8cbK9CR3;(fDe8a z36Kmo^29x0%!08H4tZD^nZ&}3>ALM!bBi0fm1@OpxMeDPcBvma$lspr4n1O1J0w_c zB(Y?fw0?2r6vKB)c|ey;?Bw_3t0Guw(Bpyf>bK6MqV{qHYhz+5#JU&2yynW52io-8 zCS6}Q7}pj3oE9~e;|#}^rN$a>WJt1BjkMOuoKR3w1boYs-v0uzIJxPFIwA)g!S~QN zMRxOBc1spZKcTSKNk^9_wyBx5+N=(tz$Rw)&=8uPq%B>%OtqWBx01{a3Q}p(pwB?q z^YqF;jt+!|PW|g-8U^1!-sFp+V)s|9CT=^J51LZR?Vec>Wtl<Vg(bEK-4+gjPOz`U z2m=U2o>K|gq8q_4zW=niR32m&ta6@Z@4d{~%&yvg-&)k7(Wtol3oStf@s03as=pZS zFYbV+@MC23Nmy~PvmGC0q_dQGXfc=U%at6STwr2iC>MC)QA^dfM$4;xOVewoQ@})v z$N5jSmJs5}p?49le4){Nn<<A$?ql6sl6{g(q(E%9YMwwbAYiq+gV<9=wJz3v`!p|a zDvcV!@uEY8ZgghNP#Q_+G9IJ@$nSvgVcyudiDMT-1@Mcz5l8&a$dNHiB2Vxc$ysOY zPO5Izu2fYIQBpP~MWi_>qT?Fj#_~e{1^S^XMFD8gYJfUjMOS5&--LzXLTvfsSbe`- zb-4GOd|CKW*^<h_Ojs&rbMd^ScA1xSz9^+>34O!UGKoYRDq*Z$Vn1vq-^s<Qppiza zX<^Kz^{;hOF!z@4d~ZS@bI1%uM>3Xk7z*fppXOVTs3k{i+RXTLl=NYOpI90;IvOJT zAGLjz^KlS@Cc?h^GBDE0Jfy(S>M_P;$D19Y!c6?sH7(-3^VetVfe~+Z8mfOoB1E(6 z0s!dela%6+TG|WqDamy0yakr1VR4X#>hkTE<L2}6yziLGeq7Ic^uEW5c0D#S<MGo2 z$oJ5|8XB4Jkp|xOS+FCC)8Jwksi**sn}DHq<erj^T@>_j(B;eVb9ZY7kxwhiw(nrR z+r=m7@%*zY;OT9&;<+U)Nmwu9^QlhMY4L)2y5q-V{G_B{8*1M<uhIL|W55NHhcKW2 ziK8l0`cItc$I>|`?BP6nTxmVns%h^B<$&j<<p8|NPp*{9&y@^O|5skliYZ-S>#oPg zrlsNaT#kd!<T#5?UI+QdnS;pl$Wz5Y!|d(q>zC-mn=+DhG*aOQ%YfS`OM^ZiVbEv) zaIcUEd)MKO0p8bX^V|g6bs_(&D>#vdLlnqQGUB%y2R~5XBOy<H&}RTuyeTmA^WaD2 zHaEDd`dI4gvD{8ds>xy96Cetu*neBO9vvDw8aML26(GvoW;`P+@ElzKu;1Pt1>b?P zU@P2@Af))nkr}5vlMem!OHpC&$CUxB^7149yD;9`ZADxR2Y+Bb=;7kTl`_v929-`l z$(?ZW_vR|U+IE-A*|L!j$l>E=JcJHor62@UyYa0GJ0U+)h@E{g(`aJudzlU)-MNg5 z{ZDUei;G6(_qN`XGLQEU5ModUwfx5yiqK;}2TXkxW#*0d9r0bhD)slJHQ?Lc#=+gh z=;+YDtf7Caz&|F0<*`lAqt=isjix>qn3tX^ruOWLoZsN51L&osYPg`p!gF0x$^=fa z$A><4DF8DH+(&rG&fiW*G62orAtBNh6hf9tXlhH`Yc8;EwtU(ULh;jskY*71;V$k7 zlg)gl_m&_B(=w>65OktzBjVeD>6OQ^ak?QBi7wM_?)n|&4puYw-9LLsJ-Xzv<xSya zmvK<5IaV``+Mi!Gt1!I*R?VINJ$t{mr&ui9&7THCV8V)AU&rBsb?AmOESSo4B}F2I zJ9{n@VOH+WxhkhDOBrioea3L6iGN}30L9r<p07iZM;8egIBSez9TqEi@86~?3ryrZ z;+t^Os2UoeoMWEuK79;$?;{rQJ_Y}&n#D=#`pa%1^@%bD1hPDe6mej8ro1$JTp)Uc zK3=<4qo@CCGIroitDU_JVChIE#O$_SU>u$P6dD!j=e<f1N2%~OR{V%pjtb@GId*gy zi4SYtf(_l*Y4`QK(X64N!-uv<5+~>kr!#B`mi9?`*J<YoNDN9S%5_7^;#su%?>J$U z?IJG_tfBn|L~R3@<hrIKR+KSbF9OHUs<4njM47qkDTVG(qX2S5ybw->1sp|ADWEqs zE_~AQGF}P0&Nu<$uv4fQvw1p2urd~9zX=S|kiMRO`e`2f9VCFVreF8Ymr0`mJ($NB z+ZjS8WM={i{Cf>#t2SU01}nezN7wO<LN_9Z03hUOe`6<$?{<b6-#*j~>H+_*LIKq( zup;6KvVt9lTOHP&pH;|DS_R1YSW|Bvn_s5ahy<4(s5t7wlOqLd;bUUiZERK4r){lK zs4)=nkaiV(@&JJyA_OR2oj<YzXMa(fv%9S)B9S3VAHDRX<W0XwPE!FezLW+pr31k6 z8p@-(2;D^Gx<u1%OVOSf4d0QI`Q+D`kNEzA+oW{w(t-^EHTZ*AiotwsGWv^PZhUM2 z1TkK0v%GEc3Y@{+X5oiIvVv@6y|3os@=u?eli89S03LK`Zj(tGJCIKnNN^naYz`Gk z9y%lQny<(76uFXVWGuGb{dpY${CW>&O4nML;U%Z|DJhE_bL+oXqC8m2d+%J07Squh zJp>aOJj(MgX7paqfHOg*MmE&E7Kbqsb!_MhKKNdbGpie%;Hrn}|BiEm1)CP{)k8tp zaJWGQFN<Dw|GPV=gxJf~4(sugQs%ur8%H3ir`g-zid72}fp6Ulr>$M`*`pSMKU=7z z?u6-#yyoJLXv-hZ@criP>ag)hZr}hm{|vx+go4|jS+9>|F(`KlsNnnk{sPj>nx99y zjhUp2&wV+1|GIHI^K=d_vrq}7UPFone&bEG_FRI$?ys@bV_c9XhYo*lCOKuqGT<P6 zOD4_BTy1bG>1*A>fC6M1{rp%9_{;(G7bihjF2HNJVVPIih}Up9#l@e+IeGc{1$hQ< zFW?-+w^-q{n;~NNsbR_21pl3VqYJqv>*0r(7(D&$6l-8jg+`3l<*NJjrph$)=VFA& zw#wvHx?;|RVC}kf%j_wh$m?2pLP`TW?KsD<Q!X7r<Vyb|F%h&s6w%Z2-Y0QT-~NTH z$o-IyX$+Mf%d8eFHqxf1toc9i`D%yF=Gxt!ON7*=ww~vnM`3qc&+(()q(Y>R685Pt ze)qpO)8r+jcny7?)dl{pIBt&{Io~Sg2Mos73{Lm@Kca25KWd16Y%KSj4mo(9*Z8om zJ8Ra@lsX<B>KWc`fcn>{6%ZkzWU%PU+a5B07JAHcclp0+89v*HF3&%I7LZ?=4*G3_ zvuMldjv4*jro6gVh1{O3d^%?T0oQb)Hqb|uq&MwtoaD{b_%4n}dPI;ZF%x4cv&<>s zr$wh_K)FYbQ%#33M)kWj;GigSDgErM`ScqMkgsWR-0&<l!ZQR$P;x4ezX8Hj&ODK3 z!8&*XK#>0Bq+JZa0kfN1c*q|l+e#~ei~(qbPKE9R{Q1Ys?cfK+wyTOsK>*E!jYOr# zbD!@`kZ!Y>r9Qv5qSkZNnSr`*%}cnc`C1-u$3NZe&kInRW)8Rw8a8?@d-MhE4xYdo zmR@w$p1F?_wtYWBzLmSp7bY_GBEuvYOsoAhsg_*9E+g3MNUW0H*sNb+roavq<Llua z;o|_}%Z3LchlYrcAWC0B0>n%kv>{m8Xn8|S;S;$DX_XVtl$X!EAIZ8u!mB)lKXtTZ zzcsS;dA{78-E91sJJau)<pMgA*W<cC@bCA-bh0330FwDAiu-jrU<p90vs93(A~)mp zy!V0D$O^d8g=YR`&7jvRsd4HCTc+3iCa+`n<;M>69~G_#Cx3$^=?eIK8&kfNs{(4w zHV)%Ko}_=qxTL2BQcF~@nk9A{O~Rb+5MhQNYg%ZPZEXk$WQPYNFpwx<DLNq#A(oP7 zBLN+s9gaaRl!{Ksy1{tAS^^`*GmW&Md#<1It@<)zWO@=Nw8!>*RSR^~t5Zp)<vX1W ztp_C7>z40`N2bgE!UxtOfe$0l>)-kAKsHO+)X%}m1bsV+hzI?wsBXwCKdgafxXZqh zTCj)I!POjalDCkf#V6b^ZQOqiGuh2eE}{`|zOo{e4!XSb2Xc$Eo5da~CBu7ZkJSOU zvMx|C?zTV#<$yHtbZ1s{aR>nZzCZzw(Q5u4i}rZ5`OypGk#7&U%0RjLjj7Ebjs$D| zQmzdVm(r}LLxj+r(y7}B7Za${pa^!P|CdPP9KxiYM{n&$3CTCiFp2gyl*MmmYiu^+ z779Wf$YKu%B;B?Q$x=cVGhDRi3pQI<w|(CYPL(#=cmU@JzYF@m4;y;E_tM3a6=W_c zgq7}{j^`+j$8a|Ng~5$}UN`&Uv<OjRnHLcocmoeb$p$=dIf|Kgkq4ixb3nBxB*6!# zru5{nYgR0$@U?Q-c<di<-j(2<BnUaZ)xMI_0WMz8Vx#kuXebq*=_ki1MsyWS$2fN3 ziqw{Y(D_|nCEIQ=<N~#N=XIPE@p+j-j#him)194~9f>=qK0!XDLQnr#x7MT7Yf!vJ z@Pb{EB3#YX%Cllqs_|czR@7zV4SFj+c>|sgwa&M^M>jtX;T%3kEc^V;oSklK&qH#6 z!E6(AuBRtb+0=9RxY#qya=@-Edyl4&VcN%Y(QJ#;bBDLp*GH05*UoRrUbT9asW0KM zAjuHK)rpN8$po_3rT16A=^l4K7E!0<P4KqjE&t`gh5<XRv&scf?d4$yQSC7f<Kd~; z=fcL^0C)=_DgS@FmHVHgLt=KQ3VJ~5Mqb8_^H%7Fx(r9{7qe7YL;bH`MST$z^Ik~_ zKG%d3zFgD}r;`D`(;`7WoNaVlF3;0w*oX9guA53q^aY^^`8gf;B*cH6u<t#aBiILM zlY!@W_q{0}veyeUw`~%U$2733oe`a;;CEtj4k@+K?DAUp{?+%+W!rPHX8MyQU$He7 z#g^ce)Rnr`j?jBJC!m6;6iw9M)uNXo?X)VbuG@E9fH~%ad!@nrsoej}i>&WGhc2F& zQ3L!AxLB8Ys$RjpWbIdL>!d_et=b1W#-_{jqH4}rfgjYmVqEiL(j-lrrf9jAEFgYI z0c7Tc+suM`m!_qQo9nXtIPabj+c471BO?#3(4@qGvSFU)uRy6lHKH~)w@3m>`6R-a z8g!4`#tb+L;up?xsM}2C6bi%{sGfiibSlpXRuOJsB~MN*QDftwe+n_Bve9_gk8}>O z^J-uh<ZrT>W~qteNoRM3?(3K25jXXBnr_`a7QH=X4cOmB^Si0q_P6r=(UE46OuXEg ze+mSMjg0)v`+L%EhTuZ*5d94wBX8F{HYvHJg$6{yAD_}f)XR7(36-ZgPL1ILbtKSH zo5en%=f0$yW}a%(-4t8ILSC3&wk`vZ)YL`NO<qDii(5AMICk(lueGD%yd5X|I9PrV zcAD5VY3~#2S*d_VHC1AqPaeDXwT^|CDAzWr3PYw$DXX04D48XU?jjx$@Zafr-aHWa z<C6EANcn5-lFq3kaL|M|Egp0v%~F+m+NwnSn$OwjrmoGRV}n;_nQjR_@$BLhzJzH? z;F4)d5j8*Lb<{~o4}YXht~yu3&H$rZ2)b6_*7BqZ995gQU*UtL=x2>|UUUM>24lC) z{lgMbbCI2PW>UJ}x(0sw1x{G7lbiksyE9>3jzi$f=_w#c<0Y&P5{g3$?5NeNC_{2_ z_aXpzT;lWl|I~z(P%UX<Ng-YG9{iz7O*8NlAQf)L1>jh23Bz>LYi%ic{x#XNgg=}Q zC@lXc3%PC`sJYYb6_DlyVIC!q^{t}JdM$3=Wz8f7E5)ga0spM~G<s1%!O&x*q(wef z{D=8dsYhNx;dRGw=xnMvAdqoLipJcY4q*hGN<)=M01wymtGq_`tcM3L#}T4dR;*fo zT5xdUc4E%APDP5bZLl)4kM|RGtvXiaVDQ!q!5IlkfrFd7i?46xtS;^K^icosq8;@( zHx{AaeoY7(9HAgNOs8JqG<oJ{m|y>G9j9A_3;oG{rz?IZ=u(-?(p2LUht=z$EUDL| zfBQMz=<VIZ?`_LZb}i1Lw2m}g@sHaPEnQrLHat61O0uzY8eB1_ef)x;591)Le0Cn6 zFt0YNB29;Jm`OvxK~aMpys2O-sn=cq@kRUPF*q<3I7Rel+6mmNw8k!con`_39`E67 zK^}IYfHLJ`P>wz1CgjL&gbu6*DKd~uRUXbfPEiW^NkT1UMxf>U{+E^9EBetAQ*+fd zwC#To6Yx6ADy=3+tTDGJ!=F}p1to@xs;#It*1S162VFE(JNu$&-?6*o*50{wyAu@f zGGQP~i`RC!nfH~*ExTr3HlaKVGt5M_j{F$<SK5-=O)#%6Qo>gi@L@26g7-1M@$<i| zxGa4SmE=NIG$P&B)eY^QjwUaxqMkm<W6OOnG#UE9E|II%Vl2)d9o>hGd7gzYz33+6 zQ|BpkDqCKkL82d^0Do}taoV&*MJ3IH4m7bg;1Yy~ni>kCDrf09+;b+{u~lD;`E$K- z9i@&mUgKup7j&s;i~fXSyYnw*7%dMv)D71>CQa><<|~HO-Fd|DW%uLk`#v2}P3?}a z)i3XT?u?#;bj9^u-)ADU1aQFwyWcbkd+jPMeXNrQ%a`k)H+Z7f2kU(((S@H5I!D?= zME?Jl_RB5Sx7R%0R-h4fm*JMeBQSz^*4S`Skx%XEK<+A}0*#>To@Yl|Q`_5GlB1bj zd)`I`{=+Xu7=8!pt1O8ZT(;@B(L)V+>q{JOYBh5|J?1r${uC_|Mg_8)P$pPGN+B!a z<I2m=M90cVxEeV2_?qw(z_%_aS{R~4gyhR`7ew%OsAVT-HcL<dwEi?`zTN_OekP@k zbbwxmZaQxIW^42aZ)0kPN+o4Ohw}BYFpzq+7$T-xl#Tz71xTCADjVM0&`+n<I`2L5 zBYXbyo<QvVw!+13&jj$OSCygd$D|CzOPo+@8ye#_W>k5dDK-OGDmB(5lc)IV8n)@h zvZs`VnNY-m<&xPo8Rm;S3eyfv19G+eFLfx=%yWo<TYktKTI263<jzJ;_R2lFZ?kwC zo{JYX9vkl?>s#*)ei16{Q;LhxTGjRy57wncDs79_gr;*$_i*7-yJwVmlxUC_uZ{C+ z=d@Iy6Q-z64kS<V%$-W2w$5*JaqcKudL-ZK($VrW8zN7<2?JwkO?|bXhm2i8OC~MV zr2=jT+JwUu9F)k?;$pZtOfI41qV*dMP8q4G3P&t=&!vCh2Qa`cGadkdub6EdM^P#U zZ&)pct_x{XL)E@?6pJZBAM9As0dFR*Ft07OONrr0$_87DCU4e+9m3||QP*&wSB2ST z#x;r`)Q$((7h)=nE7d)*CpZ`NH6iQ<R7+E6K3`R02-mpok7gUT7AzTa<AYscBr{?p z3M*;r>hz;}RSW-__33C5LPFDG+!18_{ZhpJT%;f9-_u9jp$y<uN4RCuI3|zE%J3|Y z#6fFE%;R}~TPZ2pFFS^2$cTyZghYN6^W45|8H6uzBI(y?v%|uQD~?e@H*e5D+QhZM zCb3ggvtzr_D<*Mj*4~eJTw))^JHbPTCR!3;Qns@keZbT^d;63HK|hyOb;3v;1jk;y zr}gVf<Xq-b1k*64Wf@v=3C^kpv}iI^Dj~{#mkhA~xyJZ3<jg-wO^HZByxd?G<vl!; z$1^$sKl^P#$Ldam4PbxLAC+}&ngX_S2mtymJ|NkTo4C(gvd=@K3*Q-CLH`4Mz~67s ze|Ad|O-J5?=a|PZ>9KvV$e#0WyhyjIp3udcNTesrmU!m8kIe^<7sRIFj*EEsezm;c zWnB2(*R(BE4c#(EP4_rC7}fYX{~V=lki)uwt8(~zuV0gu9^J2N2Laz0n<@nya0-+o zTDNjr&ug#KtkqJidL_jtuxI5Z^*tM*`bymOF?OGNSpW$>9|5=hq4nuwQTWfB<yeBi zJb9&r-I*m=HI-3rB$i`SMb9E6?a#R371ZZ@-+PAQ)FH;K&&TfVK2}qX$N9vnPkNd9 zFx{L|N6X8a11Cjji;OiD^F_PK^uRk@*-?71#E;kfaaJ}GV7&+*dT7{SM11e3sZsCG z$0f^c$06x-C+D9ZE*={m;O=vo+lO^zOY0$~c)gW6?;`I}q%**GFB$VugNdaLa6M{! zJ1rV}m8(?g&fDwB<SSC#;J>}G@zaG0<wKN@2mTF~=ZXskgPB`Uf)A8yeXP$mRq*qh z``gL^85n3G<8%JP>n&~ujSCOnef=tOH(J+omrmplx@Qe&+$OEKD~3xz8b)Aw*>8?k ztKslJISEN1dG?^Y`ZPoj?gOjCkELCtlt4Bn1^^XJ?cG)!JK+1(M$$lM!#%jA_DJ#c zcNRb^h6F4>wq9-ud)ZR{bDb~sI>_Z`VY5huELDpals!GS--te#`1_w)yZF?zCiXe; z&zi(7(dmd!34ZypUw1O`y90z+<R2Q^L?#Z{D%`PWBLb*WF~-IPDv9Q7TiFq9k#H0R z^#xcl<nbQigCE9#j(t1^1b~@s+os6d3f7MfK0X1$gED~BxeOM(-00L>_wR+Q{Udo* zdD>!X1ABL1_^ZAw7hc9OU3u+Ri?w~B*W+LWGDrDZIYBuvnPw7+f*eF6hk!?tk=pz% zN8`mC$uJ4LnaxfL+6Fu^!fRJ3=$NEUq#yZdeSbOSET>J=6oZ$yjUB3wjF*l4GQ9?B zW%vh);S8tG%d2=vlQ<qbLJ4?*8DN`znK$ZuRNVIcy&0dN!hDy2{Fs2;#O;s1qy~zj zYF&q|(dZg_-|@w>5px~as4ppQbtKN0FP!T%Ma#=wZL-7f-n+`56urf2dn+gNI_eU2 zeC-l>%5tYRU;_YxpASts3~SI(53m;K5=d>h*C+0S3n>ot8BoL~ta3{2RngNb5fKFx z{a{<v5=%H#N^#<~;76@+WNG7-vK^;F>d`&AV1sZZaMR%ftGR(3OU3V&MJObAe>hzA zptE(5IA{Q7#MR=%P4alfsO|pwlromlB31jx@R7f87!cO1vKS~CaWH8r-j+O22@mLr z12?YY?<1`~=JE-M2cqLB1!@-&;~I1j;WPE<FzeNZ2$6I$)|44d9g(~=`SF!?6gZ@z zkG$=-0pq4`fKYh1CWxiq7K5154Wi1?)ygScG5fkF#f#Od+EdtOlfJ^eAaauyY}g?a z;_}v>i7_{0_|TboP#yj%0o0P}0&Go?)299}aw%Xng_+g-NEreFlx7!HF|71uwUd;X z4Km=)_7oxz2>_@umTpLhO=<0@r7+U|`Vv?bk2Av8#M9TsfQI^)TU6f5875hogS%^H zW=$;pY?J-vjObzGb>`_QX&*dQ@Ow#yNA@@1Ib<=jW>LdJ!!xcu+~M-{xpGLW1$@NA z8Qx+|PbYB9Xg!DUcE4x^JeYfkUV(FK)L&7FKlcpKWKQ^M8KK*lxW0|c7#!7k(pSF^ zops!)lkz0-;AN$6p#9mS36H307)L^?IV_!zTUy_~y+#YTv580L)$ak(v<dB-v$i|A zxmKwm2AmG(FWXAfmEkr5i?qlNY-DPk4_m+K%3GUTq@ZF(IS(N~O39d|@l>Q*R1ggP zTahE1CSa2Ab2RqdTQGRM_}s#Lx)kz$!t=k~L^{V0V^itZUuG=&HfKgKs^qp-x&9*< zienlFvEn<^#tYT7?pK-jf#ULnyj+Ao_1{4qgHy^X!}3R|Uyhe3A&7@ZlbaW#kb)9^ zAnb(#_Uy6qwdN)<LU&Id?BEheeIB<1E_9YJJ4QA(GI~E|g7!I~a%A}X{$>-Hz86dG zW0m(gE{A~VuJS<#c*2I2FDW5R6niupFCl&!fRQO4vmW?Hru8N}&)<EWQ|G)_eo-ip z|BbxLL6O0?-3y%}=sLR74(DHb{kK0pKSV#AwhPt$wei<Gn3>W-_W?<%jXfJeuHGO0 zaH4(S;#&7{)ry1&kC(B&lnnC9ur)up5+VZ!aAbpwcELGEuW1g;Hl-{A+Vr&Y?nm>7 zC;avu_{a;45{@=CMpYGAW?ue<0cM`ybf5SxziIQDLkm-XiVOFFFIDp8*6de??^x5H zL!WPhy~l4C1^(cGQ~r-9h(6UTBoR}Sj@dbdB=#A*hMxr>AFuUX{`^snF^)UGK%5kJ zfEcw6gl4$E%Ul&TKy9uiwvgz~+ruoXKI0i%7Q0Q{Mw2N7RL6z^)gi0DF!?@Os7jf} zP=PF-UGaPKoQ!~wn1J8Uw`krfk%|uw6>8P~N^KQEaU_#n^Gn(oy<##zdBN78!^PF? z_d}Y`LkzhXYwB8OZGkpQEY?BNNa#o)6*NuGR50|qZM^~x!6nRQohy;N{Jbu#X+M&7 zp;c7%1azPg{X~AgS{5`#qM#XeMXUf}7+|<bKX8IRE{GFZaRNn?wvAw4sEw@nx1_Za z$F3g~)O$<Ra|iGbrOO6M7i-ns;#3D)_Bo4V(4k1=I;~>Up>*HpA55b*HEwI$<_DpG z$JWBO4`7vE-fu(Z^EIBv>~!CE4Z+qp6lOD3vJ*PWVVC74h-2FFMtY0<%SV(uYV62l zr1)ROwd!A}@M@1CgBNrKMNH#)PGBI&iySwcxzifa_pVweOP#$w-_eR3JsTRm2haoO zEK2dbX{!)J5|iPZkHR1cB-M`m+>DVoAxEJFP?#QTpqKJAI;i_e(^_DmPnS5@pp64F ze^OQjU2`^V0|Auxlml8PR=uRaM5mnb4s%!zm?@n?crc5h3H*hPo~V&(C5II%<PmrC zB;NMjO~D-LS6U-5aWZc&ksTKoENfQ*y!o&JV$yVzZ>wS9;!{2SP6n;Xd1Z0jx|3#c z^}55JYZeuDEG7+*jMc@*d}6rGMfOD17(WmKmC^|oUq7fP<egZTH?1T)zV2qt%Lv1u z93mV*NZTpwZ`5J}X71$}$JFk8IuA7-wz}R49v+ON8li*O&^(P===#%mcn6g#hYoRD zGG5zI-<Lo}*F{itA9n%%d$Uw2(7zKy_6b?~b=9&asi+BVUtUN)ndlrL6LlGiB1lDV z;vfB9TD1zIW=YSgdT&anAp+6-_NofHZYhogo(VG@r3&ebYwdWnOJVV@p3KZp$X9;H zN#SO)AMI&eyBG7j+%$jtl9U}fuV#$9_9g8#L1pW4<mvNeA<yCSyuhGm+3>LvZ~MI; zi_Q{vHrv+8FjYaN!L{r~ro`N$D6$d18Mj5GuaPkD5C3txoQ2NXDf&$MY|vZk(f5a_ z!LK@BJurlxR+5ao_kC~$5s(nYdmP-tPy=Z=)GFP_%h+Ylh)AnZ7h2Tjhrjyo8TEpp z$u5?T+gDP4E)jOY<_-@Pvut-F<%2&RiEG436sBtbN@WDqfeczrn&61<k5PCbK&nle zM1||y!Wp<x>iE}5*D~7?u>Au-zq~YLtGIZItg_X2IpfVU1&-5(3S?4V=7e&H)5xmU zU_oDXM6K;}E~k=eYgtje=%$bSJ#Q5s`Y!4?X$~@ahVA{V7vJHn4=QJcef@HD1zsE4 zZq+D<n#Mrc^-*+Y3iq}9c^cgA%#IdLn)(ff*a#Zb9;f}pS#~)tx9D|!Ebe<rfAqf- zcK8y0+<BKJ<m&NW_J|D8ukAC6(wA_(*!39qb>gDiyYBcExI&$xOC;q=Oj`XzC$^z5 zNO#G892`pb<A>+1ZXIFuf=!zDBtDjhfch}4`^DPbdf&}hfzKh*t!Tih!}i<kwBP%K z;6*{U0c4<kD$@{2{7#0VuJxj>nhgICrt?$`O^P{o+pLon%BW79x?v5gYMZi5@o`cr zco|?q|1JBY8&#uB$e0)d8)4En%#h@r_7Qw*6x}01soi>KGI$khiE~&Tsy}R#b713o zX|8e1%pyqZCAj~RF*5AmYRP8mIWCsU*S0z{Erz3*oZ7ADQ$3@r-hh{2&}*xziu%82 z5pBCTh$-v1aDqSp(=Py}YK1|zB&*mo9k3tMTKWqV0|tZ;Sqx4UHaJiQ=!H2vr;V&w ztu0Og7@>`dTl<A$jj|NXy~Ee74JQlWsHc5gHOz9cP_5OWwOvq2PZ#(R<fNjMXk=yi z@`k_X&f5Szf}j3#iD`|A(|Y0^Ntl*0x<0j;5Or_Sr}g70#@@Rz1_dMUHd~Zqk}yWG zf@9$7YPClJx$3@pb0QtD=Ys+gJ>E1fZf{|&TW)?`+ijgkanreBX?fe8CkkF4Z|MZ) zH!o}N+HV7@QFq}n%&Js%CW2CYOD|!V7@8Ap)j1x#25s2oL5<=t-wYkdO&*=WV9bB9 zu80#q3<2>-f#mAR4Am``Cvm}b&#j}DYq!!mP-YBqNffM$a%E+kXUe{g@$pcM=^th& zn1y7&K<#0e9waoSOJ#JhZ~(DJO`A<?t|%+eNx$IMTg;;KbwI#Jj#1a~Ed65S$;-f+ zEB#c5BT3pQ{bKbTTpp}>#UdgJ8n_YOqB9jUFEPvi?$8KMru|l1^o{2N)A<_{$F45$ z8`xOPrar0-SepO*c}51nU>~MfZsQ1J8jy&J>_;R2r?w$2s-4BAo%HJw-q*0BUJT%r z5jlf2waR%XaWZ?|?Fp6%A0($c+(9clOAP}uRj&~N&kb46=6Uky_LrC=tP#J^zuV~N zRzb)BWR@OtOI2>NSOa{<<=$~v{T}$&nRo?b*)KYQ_$+*YNCo9GhTj^@gF3|dfPO+E zx7ict4*b%r$vO98o!SCDsqqFbUQrM4N=sD^KJqlg!9QSAQ4HO!v%IW)nC@Y6g7x!R z&oF1*GCd}&@2ST~W$R|k!T<QzqHc>`=ekAwa?bE5M->MEx@PA7{j>wlJhJw3oGUKH zwqcg^w-%uPnpo_O6qTQqSFrDvj!eMU8x={qO<x*_&~If5);De$v%+W&B!=_a*9kUT zVK6M7{`rszSjG03xlc@NZ~#0Rv3}%f!U3dIJsXEZ-V_^&$^j>#U^i0wJiaA8Pb(nF zny{ryfr0Y%DQTYU`OILt{bxBJt0vp<*&By(ora@4{P3>C#1!w6WRA;*>n3<9rl)V= ztTtNEWwWl-L)Nl^cYi(p%XHVjv3FUzjAPuFaMmBg^ZNP=YFn=7hhG^|J)pJ&v>o#2 zVZkU(fX{!I5L>XWtuo)VZ}n!?fotXoxT;MMaW`}R&$8Vu)OfJ3G04pqzFFBHejv*f za+fHpSUR<N6mlQ``Z-17A?iF8s~OM(2~eojdMs^32He1<erAr82>6<eU3UvnWxHrH zJuNzGGvFZhdQ5RjwdhwrEJj^-sH?|?4Y|M_zzf73-Ce6^I1u<g$2b_8UjopdE^Go` zWJMl>wqNhIdk*V9Pg+UzBBHMIv@Uw~!a+cHTNFqwkM+^B?;N~#d+_~g*(*zG2|fJ^ z<9Y1=A+$h-IQcST6ndCk2pzTL<PrDm*3J4nT4@6X6OL>g#_I1d;UzfK4d>1DKT}di zU>G&E?Euhlfd9}7K$bjKodfw|>!uZLmNN*dKl50im#n>(F;LYeM~3HTj(tpHYDyeO zkGa`SmB*zZAG;pu3Gb5g6oX<)7(rvYoO-V(Fp}cXX&wFqhm8peU>;@1`@2J`#yoP3 zoYNRS3==!r42ANLB2uP8Nk_BNMEi7T1gh~D`AdYSUt|~#0KihODzPoQdxv>56{BM^ zgxM*gJ+Gr5t4ngxIl=0_&lNrI(mEj<mc$NeJk&^|wt10aAou*+uH!^FD@`)Lle)<z z0TOU716A!7UFyO#;I~|Xe8;}LsDnE_ZDE}*uN)}<C2fh(1-E34dGRM~Z=3b8yP1{p z2XOg2{&Xcmb>?u5VRt-|J~=ot5`7>u--8zemvN`Fq|}c2n<={ko;v2YHq#8e-|Ljj z?DUC?#!TKYnzg14!SQhMQ1Nh5R$Pd)Hmt`}KNvv(U=q^V>a0#8X0@~_1c9}kE($r4 zVgFC4B8QcV`zGhSN3<qg(H9u8UraD&N>@zsT6>51&OsaEzyVBnaeui#1fnAM;cY#i zHjihoU^|U8&k&4x>_+dIGT#tb(}tSIYP{5I%K*kOPh0J}tOb>$yQtNr{{D*nfq?Et zoTGxo<V4}A>d5Fuipvb);%AK9h`q3CG*l&nR`of^8n~3`DsC<Xtse*qnq9EIuMK`P z0vn+0BltQ<(5W(JT#4s#dDUKm9qB7z)H`O5+V%NxeK@uu;AZRV8<>?4T|NoFuRMO1 zqyAH*UMbcPyy%b2I2J5yWF%9Pl1X8|*6==4(Shc_XLIe<xo3iZFhp(Y+6!kIrE$8` z{;R|wyI3W~3|1!O8?}1$8hAi<)2v8sz1TVorGct$+2DJe0RU#KTaQ$}ma6&OL)2{* z7_IbRdxzHRZ?qmaf|VIr)Vz;8(f5cH_1otvcUyuFqsx~Xt<R_1+HPAV@?T4-K=8}z zK2M9G4GJp+y}rp?(LuK7XDIY+oLQNYlR49RE5QE48-5jiI0R!Vw+b|OP~e>xJc?>G zoW)A{xbo0Tm>nYE6(two`9TW!Mjn}BTd~@4@UhPY6}Xu7iz!OIVpSSSKXOEO42z&0 zgsGF2f3Gu~cM)|xDEmm3$?x^kdGGE<O`Y)N>D=RU#K!+}u;5LXcJcXDi8E|uxf~uE zU>tkMj|AHIh$!&r0Yw7eibSfEd?COb<-aW9^>CwyKW?Qh+h8Z#5Ih5cWvhQOc&kit zDIN3wL(^GB#nCohdvJ%r!T`bD-Q696!(hSP-Q9w_y9F5t?j9@z2^w62OYq?E&$Hg| zKj<?S)2ml^Rozur?LF`B9sjmE^L`|_+!K1C>)`RfD$Lkz5~Jv4NMx+?uqH5&paE!L zo@I4d|6BBW_i*c5p~%+T;<K6>8y-`}(>9^~J$0fQnLvGoa)nj>WCR*|ioY$+xe)i` z===ReQQ$Cs@KbmHCx*M*%+L$twm^>nGo8xn?nJy^r{-SkwM!md2ZI^Zezq&EDJwbI zCnC)>nys81ejYI%&6@O^sG8KKH9Pz2|9-o<!Dle|^^vT9d$K(q6A$fe*KO?X)eRai z?*>ENAZ^@y%eE~Rxj4t@ITCQ36>X7{*hXykwqu1h`s(c}y+jxXu}7c?8%PGub*J~| z0Yb2Sb9yRh2<L&~N4!=h0YdVAB*5#S6BYX-*6VC#W30JxP0gs;<^&w&B3M);uUw<d zMdsIxP`<3K#+)7;IPm4h+kKjAXkWfE$85>sJc>qg2UZ^*Z9P((az*oc&3GVNv6JU> zYz+E}9Rysjwdy)&CufK}<_S^eNrAb3eyV6Z<YMzMq(*}-_|M)!yXHENgu&0v1B#Z- z=|}WdtOOD%ovMt@Rzl#s{)z+&%2Ck1;f!l22a_gcx1dzthX`RZvA0+<-z5aGr&=#( zPZDe%f{8f+E7c7hx{TEZsKh(xDEaV+>=>d<JXdOtey*GtKnwtD&rDBaX_p$)@=v5n z@Y5-GUV)WTrNU;9NPk?$WT)=<=9gyhn@PO;77}^h=n=wrGBXV9hacNM$)m+IwmBD- z%j$eYk#UB}@dK{<6-jl|v6uk%WuBPy3J{K)giczkuQ*hpS6VzuM@dUIO&vh4SfZ*i zZ!A0As5K+92^9ke5lJnTo^tK1bfBrPd4U<&cYCZa``jqfeul(6Qe@W9YcAS~y6!DN zXC@pN4$B$-T@Xw_a_8kAQ36AIM+idy02<Aj?e7k>_%fG)J9gw>`Xw%z4n&#@I<DWb zv%dj~D=5jwu=Pt~Hri}iZtTbend(qnWi-P>#1&Va&;*d66IZud4tld{yW21ob40)h zDo!X*ueuK_K*w#ed6OQdm3Z%|?i2O0(ENH<bwc;jk>oamIcd<#?-z|5O_QF(qlLMp zjjYK1xwGo(<9W?-ek>&&1xZA7NQD+-8;-~fP{5iuR{pfu7;?MV4e@Fw*|>rPirrk3 zf&J%Xqfc}lhzs=+3BAjI8g8{q5AZkKX|A`bXU&09efCFbIEf(VYfZKe&%C4hdJJ@v zN(Bc9xob<SIcZgM%D#bcz6s3t*vK!f(nL^D4blolqpzUH(v#lc+uFx>l9Ps@ZIbtM zD45*;n)poSv-gQkHN6RK^4u!_HX$*=i3r+`38hyJWi~uYoDO`et5D^u*8ZZOJNV`E zvq=(nTKkr(*q?PK-Bc&D1a-v}n$Iz2j%{QqG{{P_R_;}_Om}{w3Y&Iv;elE7-S^r` zfMScFnXq3(tXi{%2<kII7K`@4mT8lW_druSFH<YtDLhoUhfrd{5c)qI<~yNqxaU}b zZ%kVO4{Sm2o`>?7&!?76qoBYE!iNA1aE+ZnKvU4$BZ&0t>)vD`mDqiP=9sF(M(-)5 znq_m9>LhjV)#{`ZlqSAA^Bv3F;d_~bTm-yZW0Hvqb_JdyQ~|mm{}vi!C;71cgLaG? zPjP+?5kK^eA%<=ZAQtv@I9((jZgzOT;CfHz3-fe2PNpU0&fk7lVA;nKyLj3V8eM8W z6#5%v5n$%EhHt%k=gKGOdt{Spwax}F1=k_FKCVS*=@roCd*<#v!@~W(Q{b$(e<^mG zZ=aN(U06^+yx|p_tXJ!3?rQ7e{*LC<XC=b)(kIO-P0inMace>D0w4Uw)v(Gv7raIF zXY@B|j_XIAlm6q?jrQJy3WB6V5m&!yFma}0EkTmYcWC@6Q86C{u`HfRx_9EP9B@v= zy9qJvz)Dd9AmjApLjgY8<R27|o*uc#a8);>;YV*8^*wNH_#FHRK^HQW-J$?k!c>Ow z_|%w;8uE|h{>?$+`gQZ!zAzo6^wp)Tx;e0^@YaPTvFUU201JxP>a|S8QeI$$Yii1` z%6WKz@iCRXLzV5Hn2cp%7a>(r?B%@Hf3Q3J`KFmx2!m0wh+h!4P6ag>9YZ;O?t&l( zLE|E1fA+%2bc}zA_s<ezAu5T-sLdJUV!D`WXIk!M8PW2~3s=GQuU31(XZ`qO9RG>X zHZW=kLRug{frstwNFqYl=zt$N(ES)Cl0=f@z|30DG6xf)ffJ*gc~Y*Fne4uuNI@Q@ zK}8@8BK=j+_ScJC$$<#&4zZV|^z(oKojs9zT=fEA+lAVGkchLAPMd!?|7#V)IM44+ zd`VSHY|Ap!49Zc8gjp<@P#8V(+W_P*pSf*Nmc*xtEyMIziA&@x_KDb~&C;7yM*Rr# zlo^gc>rLDYkK^DX4^cFIwjF7OfwH&1l=+PV#fwA{@+I`9SNu0w_<9S=VI~29aM+ZJ z4)Z^lnf3$lkgh#kb*Ki;C3MernDWVqQ;dwJ8aEUD`kUdk5k;C_1i{bg?*Y}F1aK4R zk#VLdAf$-R^lQax=s)4dY|Tvg;gIT5(W+B&;W|BgC*4^i#4@jE7D<T~7lM8xfNh^b zA=8*3gs!e-zY04_@`dUP)os9mA8)K9k$Gk+nahkED>9*;xuw<33L&dcE9O$JDsIzv zD+N|@03|2lIHeiHc%{Ys`4=7LX1nu8(oiZ*C87G?EC~fUCV%Y!@QaT2ur7vpb=J#r z7Ak59&QRp4y7R2t%;tt3p!NKm7*E!DIC$lb{4zDu5ynxO*24Zt)xapn>hU)kl#t0m zkjbkk=KN7bjhx~DM9lMcn!(ayh{PC6vCYi#S^C>4(Eqh!SAydGfC2z%y%4OpF$5#Y z%B@aLJ(CICLiYxi>-N&9cA?+S0Ro?idAyNbTetcXTK`==v_{+P@r>vAprfdspUb^J z7`eD?c*(6&#t+f{axQBQMVdTMj#*=&O?~RL8a<ZqKL8p<g{F|OBI~r+ai9^GO1$L% zX90=~m%m?4NXZ#)!67f<K6m*aRzi!U!_^JNUg(NUFs=C@%s5g`oe_zk1ibzEk7b#^ zOExee5a4m=#BoJVrxtPhQhUvCduDR61{2nzQk7~xQIXGATpF^sxGlr(9wslxw;{fJ z8OU_nlw6(6`Z3N*Z<YuT?F-bl+x!_bA5`S?d3SaPx;r8Cw{vSoXDvsw%0NkJrt_@{ z+WwuX3!Z7{x_jK<f9*~RI^O>E$Fx)H`~qz#S!l?nK-$&bwR6qxe1-SLy&+(S?d_1j z$j_VjA?W{t+>*~^@aysLSXKYyEWbX{N>^k7-xsU+98uS%d7Hk=9RDqkHKyfeHT&Zf zx<q#hRHmF-@G+EYp|d?muTgz8Tqd0MjjH41R#rb`f=)?--_C|FUdv3T7{=7zAFzUM zo3}t>zCDJuM#6uc4i*^77LxidN9oWO0-wq@68i57;IPicx;oa|mi{eIE*m%gfl`Wg zuZ{l#TXD?kH9MD9PAQWWPyyZEiLY0AL46wuWYAMz{{nUCVBg7qbs$TbA-qxoFCYdj z=g4LH*RUVtql~Kq27j0UDT9JOI$#_Gq&VD0l((2ieuZVin>Z3?#f$_%Ccxh^{d8u; zGecZGgm2-1tjLMufSB^~j<q}&*5zM!06=ny%Q(F~-V@9OdKxkzBkfCQ=*!L=jzYB~ zn^11!Hw%(6?ksVpK@e)aU_#;3>J4E^!fG-NHCnF}^rh(_wThk6I6!)AE?!y%Lk(gZ zx8cMoE`hTkmbz~W((tN~B_Whm!(t347T6G~YeZ+~=_lclYbc7PwUkB!#~w8bHfJ%} z!OG`|lFtO0ho$lI61*GOPj~LL@`4qSP(aY27kB67^qiBm@j4KCl{Rl$-65Dq<k_X( zZJ(iaK1%rN_J)2=&|}A<Chs<>O~;%=&8uHiiV21tgMlP8j)vU{|3z>bgds1(FYmpT z=)OiSJmu5b?YVY9D_y5iS76Vr)}kZgM{*>ORp{9E3jvJ&<L5r4_Y;mzWwl^%Nz7L_ z=9_>bS?6r<@Y2i?<<ukCE{Q=LNr~-C<hU{D4~kBot5Co&l<vKCYY0(CK1Utp+N8Dh zEaI$U6qJw~bJI@|%oH@ga@Xxx@1vRvXbBUBOzY|R|K!8m`%<(RnKMtZazoEmIEiVp zu^EK!Gun8E=hgsn&IMyi^H7c$uy5lqY%%aC5`=f%3AYP7$+Koi4QWyps!Jb}eX6p~ z0?e}Lf)1NH9sVRHbRTt%^Y0J(KR(NNF!87}uTXoU1x@{dR9M=3RC0shmJTTVc@zBi zV_%pQnZ!p=!+rU*JNjb5<eKaevTy)S>c0phyNSJ7Fd^H!4-@*fwho8WITbp1Rn=O6 z7*m8*l{H6GprqbJ8vPAf%DO;O(?T1OcxDfv0}dd;0Ux2A^ThaMR{^af?gy?KmS!b8 zK~?&x3_qrxfuS6?aF+q!5Sb+wygqWU3pV++YE4p55|tS!C73}<n|^|EBs=<+o!T_2 zH|+Gig)9;pEnvQ6yt$XI-gq04k%Ef&1ECb_KD?-E(_=-YMrDIejjmF7;G!8tT-who zzk|p{KNJ7z6i;xdNyoN#@Ec88%P&Q~1A;NH_@1NAWs%3%S3DO#D_3a!VlzoQCG%Hp zFrq_zeB?yYu&9Y!l`F?;->B^Fq#}5`(EpDyg->lGdxvd0+Rg(hK#wNp!rn2yv4w~w zMX9E4suv&93jeto{o{cjE5IWc@?Y4~5B?kjVK4#P0|wk9PJIp7ws<_vcBh}QUN(!~ z=S|*!Io7WAY_BZ8Ocrbj2(*7Ah3)6={{}tbX`a*j)ZhFS^C2;RcqmDWCKdWba>TUA zSa=8rm+`}?dn4O~8w^!S!VkXk?|;!s*foL9K`we7ZcKXKo9U{cq6BJnuk(eD!{)jU ze#7?8uSx5$D+A#FQE#>hp?yF8TLJ99ioWPS4TanAsuKNeQlmpMgFv2RRbbW4(f_&S zZO7W=6?z9otpT>ONPq+#UHd;in<rdTLkk{wG^N18nN8Du4khB%F8AkHxM<Sf-Vgu5 z!zG7?Xn+d#hmH4Bx~*%mx2xGkTqvNJQ9}S+O{rMXOoLSH8#wjszQ0AH#q|~)BrCoT zi)~${%mj(3HVHekjX`hv!l&q=n#_Om)Z{f)(xuV2|6?L>`Fz85`$2g<0c}JnSnpiN zADX__9oh_;h3`ju)jan{*h93t2k|WwnuObb+qSi&0+K5T3B#R2Mo`Udn$hcImZye) zC%bnGCxz5~GIl%-Z5`)FrgQFv)&KNGPzCrg9B4!a8Z(Bf&fq82%eiKiVzy>A3eNhc z<6_##jE1>{hG<n9i5;Cbdc!6wuJxpJ|5*B%6-jf_qKqRXA+K2W=QHr&)!4W$+bet( z<LiR1|8m`@7JXFLXhW=I1M?P*(8GF0Eri3!0j2Vvxsw(woYNcY<sk<4<KR8(ggDKa zm_~xJ)*)?_>1%+=iYT2x@><|shbZ7B_$<&npIX=RuJ@u>v7no7tYAvQEF%(!p1cl# zj1oHj8Ge-a_h(U<Htb)Y*=dOkLQoLHV}@waV4B23%4JMbbZR$NHdYE&CaSC4NA5RY z-@X>EtbCOL#ZTpn9o*;rJvlk4IXMx$FZ55;iG~iWsBzkeBfz#&F4E{RG4!YvQS7{M zbaUWpAH9v_!Gk*yYiE%Zq1&g$4Zh9G+nIp7Xes~udx+6_IgWc8mwTF~2Cg2jfC8&B zEIEW6o&J*IvefK5s^d>?ln_voe<$OmN;p)M*N>E^CZ4PNJo&i*P)wd2ilu>5j0igl zRrMpUP_P$|Uj$A4^T$J$A~z>j<|;5%j>teTYWPgaGH0uR&6AbrjjP`K!Fz+lh`a$2 zzT?QCk2;Z@5*~4!J)^`g(hffvn|99C-q|%8m$CX3A2s}UiOK|WEp)(J@Yxl%TO%SG z^OLfTgcO(el!AD#qC`j(KABjJHu){K04-N>1~Be0FKs{;A4&mcFx^SY8So1p5FDN@ zd3kjdmJ$xtm)EC@D{RANsp5==hNM@5QBLq%J}OuIQODzU{8F><HJ9Zv!f~`33{RfQ z;3TBpN*PG7+at@Mpdd{<N64hB=iyF1ngHDuEC}o^JWV9c|4I;-$smaIB%fvg@h`lH zrXVM1W7+6h@;G{tlV*zb8d9YeXArN99U4$O%oF>V65o-j!zg6nd0L+|jy}JeZ$6YV zbZJF5ZZ8f>E)buWwkU4Z!GSF*1z`Jf;-c6G*aa0g3<L9_ixi!5MQg!V*VayJq8;Y% z7Vlk)iRP+PndKVb)BPReae!n|>3}K?SV%DI!UIknnM1fk7Zk?!qbG%<VaE<Kd<`ou zT%;Cn>N!VtPkb(7bg+ZFQLT&!@H!)X8$G{Ye@jF1`b)SN_f}_g9;q}FJjYe!g~{C2 z3M0;#rBJT%CMi(In!Pggi;Qv83$pm|21op~TIhcl`EG>sq}U1r$VWqnE5RMJzJT(U zr!}9dU0zQL%M$hzWqAt%rZWi6Ub5CI<;MJ%(94_k*YHA@KV{B)2=d>y(n7dlA55wF z;Y!CHlb2#GqTD5Nb4lS@9OVM^)3w@czxUgWf3v=0+`4OjwY%Jm_F{`17Q0*5Tx$4B z`f<fLH*d1Nb?{2vh<;IN|1X9?eb;Td)k0QTvQqE~+1quq$?LDIzB^4ZWTbm^7Liul z;^yA|^Bgsydp6^@pMNIGRO8WRHr+M}^Zu@hKHNN$5tHVz>JqPbxM@4D$sFdp?X2V_ zq+N0u50WA4s7B(~ZQqleB6hvK4m&>_S@#EyZLE2dWasB)gZ&uaT00Jo)q*yd>IIC! z&%b7sP)q@U;&f(w0>H0v(hIMhWF9|jlbP+!5`+H7wCn-60Wy)hpU0ioV!?0S-O-p9 zsE?V6UUbLI>gnJLPB8%zpG}0ShWE=g<Gb%cb8pt_%!^KbGuB>z1v(D59okxF+npe` zc>oZ?j&cQ54>W4)Wuh1B{Ow4{cw@u0Zmnt9b!5caX{$3hz^yBI_z(Pxtf^LE-i67s z`-HEW-w-jGv&OdHRlhX1h#>Sa-oT-V(<@ti?Su&_ri6}A=SQVe0V#1-56xP|JRn{d zOyrPw@lkkEZ1YxOxb#IF^3R;%l^Cw6FE|-SC%3%AU3OhMLt6En64LS!=qTJArj=Yu zX=xgaBuTPt)+4#et~g<mCcYToWn>AWyVg)D%bga!3S+6_6yUjF4vEuA7>C!OCI3*I z`Z#}N$Hq+N=x9HYd3Z1+i_r?6>u{s6z)M;Bo~z;m`z4O3QD1DJ$w1kzEiXwJQM#Pl z{3ka$Nz}U6uId7Ic-D$mDb!nles>)QT?*fIkj0vzECqm_BTs!MNz2jaJ%096_<U&0 zcJ>u2Q)o!P{C1P*kA!p&s>Js({yIK>fX~IA$VX=eun@@B+FMG$c)V%unUx*S<%y+V zP*jpiUi!R3FBKzs%$tcel;9yNL-B~Ad??RA4Ld4-T8S^h{DCcI07Co`CWpGkV6DRv zE(8%(Nyg2-WD8&#Y6^Q;%p)C&`J#symLp75S<eK3rOj>0$6To&c{KzgR^Di_r5&bT zgtLdZ18Hq!I3wsoD)QY`BxN*g+0m_B$R#a?@U9%3dSpp-?LJ5yf6{{osEe0iNr;Cc zl}jLJGJH>kBb14PzIGglL-2&1H#g=t&9ria3>tF<Aj>vKY7NQ)+d@@oJj5<ABA|uj z6OlX>->;?;eTjJ>BJhz~ijm-#LWw2U+OHBdMICEvT9siSWudWb)OcqOTej9LXKI41 z787CANGGzCSj}?02O@~huB%CbhG``7n~pnr;m^a>?(RQuH7%QBoQs!IJHG`{J%P#T zSD&<n!9X+xGsm!7xHWFKV`@Nz1UVI<^qi{M_ETf^_mWRSlai*Ngg^ZHs_|zw5{A%i zn7!E-8h`P4UOu~3{@&WCX`L>|oXm-9tn9yWHoocUf39jcTj5*ZT%I=`SDnhzKkGw@ z2#NXH+x3qKW$nbMJt|fTuSM7dJ&-Nuo1_V%pejC|IM`1V1~!y-KpKZoj$BpnvUjC= z1zf$}+a<OX&8Ox+xghPm-Wxc!J-$8O!j3-Kn9@j(j)XP+viD~6?mHH^Zzsii13uN~ z0>b+f-3i)oHbqkXWQaj-`FC)blbKi4^9a>ZKZxz$pi45O?SzIJ>N0UIO89BgF>fP# zX~1wqvRjV%*}M6!nz7Hw#u{nw^Pq$&h@{u3(!9HZsEbt)lQl?-lCl~E;6t}imZbnj zE;gCR1o$%nxKCPV?{h4#hHnrmv>L7Ksy`*hx88eUVV=Jyk*zmNZxfmaKj#w5j#`n4 zun&S}+CDxLbn4VAqbE7(&%g3D_-;02^mN0|1B2h@YE4|GG%q&WZU*J<r+#K+=s+IN zmZspcj9gYH)=}~S`OR_DE7$NRcT5lAL#Ux9gQ#x=#mP$V8!Bv_SC4A_r<){LVqTxE z`p^Ldj*nbwM*b@Z2G3n;TDGDGtDs?a2h`5feMTD=90g(35|Ki+xJOyeJPziY#@@0K z4M&ENJ<Da2rM1QDq@tIk$H<fIdWq>sb_~idVaf8&L`TB@rz;mv!EA4y`xgCJmoJwX z7jNy(TX)H6ijcJ~%g2Gd{omDwm5^HZ01FS7y`3Y+qKA8|{vFpz`eotQ36qzZBJ{*F z!|WU;kB|2Q*vGN2!^F>PCLZTB{R)fb#qDL?W$ZpKw6}q#xn=%Q>wX(qtK$b*i5-W2 zU-9LuH;52OCy+JuG2&GGSzv%F?i?u0m`hG?6qHf%wc;s=^O8c?(W*Qmmzm&s07vVH z1vpw%hC-Gi`vXHPU>zu4+=@6IF^@+J6nDVvp*NvB@7(Lgi!4SF#|^bx0D#!By_Nph zf-`>t{&X2rv`ZLM@y;cAGd!@;TOKs^8X39L(M4VOx&KMq<H13^f%S~hB}bl*8A>jX zkbw=4`N>@o4Mh0NdgEkB$vc^3&K#L2Im`_*+vbsGl#;HbNbCrmF2@~lTg2L+PgRyF z_N?dG>aSeBlVZRJpiGmjnZ=YnNAcdairk;Xk=~<4#yCI55%boc`);wAY>9C1Fq!3q zeF$rzg#be-;>-t<(J~q6neE$4lx~=}gt=M`;K)bf`JM9XA~0e1{U=d`y>ZstDh}0q zzr=FeLTorfKeBtVAi-Xq;30k&x93J<QTbP|z-4N6)1)(JD&B`=cBM=OD{ZwZobd~M zYNvoi>Y~ahs1+3dy4RA(q*zYvlK9B$LX6k3#}{%mi)ubKZiZx>O)I0pB@q!36VE_7 zt*7iX{0Y|f^GDN^(XsEMF6y#)lm7~|&akim)D>UK+0h*opK>y>aTG>F46^0RQt=`M zQzdLEYP6>U;#^W0k-r+kNAMS8ht8^+F~W@(+dd(E7NDkqXYKU7Jc;>i)oj{3^htiJ zNW_PIYsEA#N-LGa{7QMDNj)ne_m5t$y^ek9ak#lt87(mn5D`Y+lFX-W*MGB8o1~Z6 zpMdc$=Sw@@?g*j%M3r_U4kAo52{P=ph%zDYln0QxzEH+K2Nr5eQxyPwV#!1XfNp3| z46-NdGjqimFovWF8=>wPF&6M(I2<=q8cj2GJtt6<&g#vuStB}ppwU>Lyz$K~oxRG% z`*%K45~4p*6d??IQI_GfBz|-55~t<n_w@$7hNpXr#7OrTwxhok(ChvhetlM_ekG@* zY|#WhZFd&qLs`8RqM^^o;&_XU#t=@|ZE_&9>yY0DhLpe|(vKEh=glK#e*!{TG$;gc zM$!)QH3s?^3lE#=9n@f)%HIEN;3N8RFT**)B9tj}ME_+y%5I?x%$1cNd=S0$kMXp; zSCx#Q)^81F0Mbp$l|sSU#-HxtfT^Y~o_l7YQEg-OW>I!_y|NI!`LAYq{pIS}o7Ckr z0Vohs=@&@|i-8s*Z?Az013HYd1yGtF&CG<x<9+jiZ!oSO)kL3Mu1ilGnr-|^Rqu0b znCtpBX>y*S!Lld?HL&qnJ2inaCs1YjSE^RGiq_hB)sI~Z(Gu)pJVu2kzlCQXqjW|6 zV;{vh_L{5h8~86)nG(;byTb5abOyH`r@i0QoQF|$F8hh=PdP`=(!QC#W28)$PxD)z zYiAX{_E;O<LNAX+8tZ~S%c%);NivvGm$iQ)Nq+^he^_G7*JUcAjWo$u{8snU=O|CF z-0oE7WDR=8;InLk7M4u`xq+T0hj+S0*)z2BC};{*BveIBP-9Z#;Qhyj{;QSXx71qA z*sZ5GU$g9d{f_&RjeD^s>-$-~My<(1jZ9k~W2kS?mBB@a_cN*PpMlZ47rhgnQQx*t zmm<OUec`4+(Z36n)@KU|wSV6ix8G7wq?OAxCJ!l2F`WCf@(NiJF-TlaG2p@NHItkP zZzj#M%^!_{m}L3+g-qH?`?9S>IL&K<9UJlSv;aaGK>P|O808D4R%)769N*Sg{74wE zmu5;L089bvq6(%e-Bw<<XZ*sR;mA7^yNmg<TP#LuX4pvKbp!|7{LxN}@X(8w__6Sx zp_QIhn{QlYt4^+&zg=ny>r~oBn8pAo`vWo@VO6$H6byNZDa!=+FZP@?0K5ijIy{4f zlC(H%Xatx~u|gJN+@NJ$WkoADYE4(=AS*)hcr&vqEGUXAjmnIaOd&O`SC`{_P{Dzh zpI6C1teuMLU|o&!aVwj(o!6%6p1pY1-qx9ic^J}71mJg`vQCu?q{2yDbO|R%x2Uin z>}hUTR^_jxaF}dindioU>_Lw*33lgUT)chH32Z#7)55+tU423qz7{SPf*VUtf~uOX zD&Ga#l{IZi@)B_YL?2{e#(lo7Ma<H*Pe%-BvHnYwi^A(D=W*9iN%IBF!AF%C5op1u zBpDXla#HN3T>nNZIKfAT(?Si&KF{tH2GCbXijg<eobXV_Xm<mMRFG7N9rI{3Y{09K zW7!M~yywM|0)C4JwFp<?*IfpJnbmOHMhhZgtdvIO#1)hS>JUIcQp;{E9yx6)CZ(dv zXMu5<7qAN6m?Aa{rZjt0BSRVOHIeuL4xuu&zF>4*CTg6{<9CpGyaJ)^77}5Tbnc-6 zM0r}CI^N>TiUPZ`WHEi}ot;)gjckG$iUJ-CP^pq5!x4=9u@cdGfS(940!D_yI~DJt z(zaYfq2CydsQy+2AF(_GH9)^1avy;tGB#qd-AP5Ts2NwazE#FWRU^`A*lJ;`(0-D( z&FQTF?F3EC<t71b|0!?{DMLev>r<kmuf&lb44`a)j*wGG0#J-+ZUd$zmo@!bt}Lh% z>`i>AtSHbJOl|4PmV88ACv7Gmq;<6{z$>v0n`YZW(n7+{%&ly?GHGuT1Bx)!s)d~X z*u0F7Qx)6)ZC0Uj>R06Vmm!qQ4};Hv`(!cqnrQW2c_FMh^IzMhr+sD`AEB&NlIRD; zg7E|1!Y+msm+O^uQ<vqNjJa`8?gudD1hVCK80oW*q2nxhggUcdA6xxsi*TcmseD~L z7#$WgkM~wJ`N(!GM)}pO=Bge1yz0jl{4v=2ZKxU0sSL*9YzYySqk<r`r#$)%3=J@$ zS?rIs#vUVbn{RZ-=Es<Y?1HP;CXdq_Ww_0&-?&5B(MghqhB@SgC*=7Ul`kC(y8oRx zcHYJ{^uhy%<o^n=_xam61o(-fTRPCVd?#-Gz?o(I&C?^m%F3!<uMPmTkqL4@_#uwV zxhHG5BB7z7qbPVO@grbWKbtKtQM*BFBg(owPmJbjMiWoAjX@B6lXGi&=PF&7QOgh~ z_M9}W#KtsUZ?X}%da#Iusp`gZe@@Im5O=3o!D*6PlnYg<CbF5SKfUm|CpNjRn=E?S z>PUMZC`m^R8(@#ui);zog3%GYWYQZXqh#$rx|Q?7Qd6C}tv8@5Lk1-B;mH9M6^Hrv zz7ww*vV6?IIQ@MPR~R?}y-)xP#C^73=x9}+3wHiG3W>dD2qE4lu>~i)d+n?k7(e_( z)46X|Qzq#5UJidAJy>?!aHAZgkeoTumb!Z?==XW3nCbMGe0sy}zo;hGeI4F<xtbz- z7z*#koK~LBKIZ0QrbXYnFJng+NealaodB79^@Unr-v?jLN4G(f#`CEO|LocoyyyX1 zL+1nW*87P0Go5_eZuHB}hjx<Ob9+ijyiQo{FNk&&#n|>@DKN0iiQcRj_+x2Z=<3LS z<s_Pwu%`AH!(`?!s3d?%KqZ7AIOKtE>69N3hyYm}b9!M3F?fhI8t^Kg!P&}Gd}f99 zWx&?bS){Eh*@Sen<8_TS9FTQ2GwmE6LNN+xHFKg@R(GlA=!_-loR~N-pN)+fs1B5k zZ&Vz%hvzgkXtV4}nX~}$Ccy1(igJ9fY~V?TZa+m_6KOS+rhT^}%a%W;c@^WSf@^Wo zBAK)~cd*W1p5$rJ@w$dQnpZP2&mWyLpKbNB#ZxLMBbshMSK6jV4cyo4yV-gLNtvug zHS-1Bk~D}4ubxQzI9wcE9(gdP88-)!2YtsXO}Qdm#tNhiqb+hS#F}8vIGk_>N@=rj zNM}yljsmgO?JEF;Hu#Z23w2Oy!rzsjB<026AzzJQ8m6JfWH7d<QmNPg_F-}gExb@I z&QwJP2;L%-AbN;vrgF2ihJRsw1|Y_=NnBjxWEEBh+buDcTbcra)Fv`Y0Z`17oLDQ5 zEUqZ|QSU3Bjf$zfc#ODuaYh(D<y>(_ihZN|<7ZRjC{w(M+>pUtf#wGi=O`rBG(xJ~ z)NtO)=IFfSkp@es%4;gMrzQ#;yH~i0p(-dWF1^X|xT{IS?24ZK@G4Pqeo(q{<q(N~ z4m*Vdh)Aumy`<GES&qQBBw~B>7m17`#bJ$Jm)LZL#}N(2VQjkXz@S@jWOu5CJ^tV3 z-&w5E+2BDgR=-!K`eU0(mOCz!;6FTAe}8*l3_o`O&o>Gh9VMKt(O?&hw(gWKMf4e( zv_4>W0yPxz6<`(V&Nl0HhJodG53`|nfsi2J2YXSm6SwMCTFL|JbOWmPpz&CsnabNv zT-wqdc*9=#^zsnvEH|G8YCblKHoY3)q3JiATNvznU!(&4R)Uw|$ewQbqQ?$XkG1S| z<pi_v<*;MJ{iC5aq-hh2#5!cxGjJC1t`y2^Unm)1eA|i@-RB^27H$*X$wG+~?#8Xc zT)e;fP0xP@tUwmg6Cp-py|h9TdnXB}_h-NHnVA<9Gd%kAKVnz@YPKqdbk~9z{S&&- zY1oq`_B#K%*LQ6PItM*o={!W36734;8qd01tO|f5EM#4xkk!j~f2)E=cVk=XwSnvf zGxwhD=Q%lh`6Qr%xAunj2kZXzW4~y(RkY6AeS(6ZKNxDxEFYIxE-sw9@5-EoFIMwt ztq7DSbu?tv<r9c}Fs$ez97|vc;TdmRFIFn$t>)E1oYT(+^HTm%7Syrwwvf^oZrcjv z@y4I^Z2|xEK8Q7f%9k#?FoR##=lKF|H2Jpvy_&p0dw4|aVtqb=N_E6XT`#5cCYN<_ zniE^|i9@J5E~yW_eZ9tm(DKk==uX$f=aes))5k^4(zGP!p)^UMog7t?@`n|Ul7k@w z%IEwJnM?n-(<7uEA<>tL_pZZ~!4%v1M$MIYQ*gN!2(i`euJP6T?Y2+O*mro}l-e6Z zt^MAEr1`$@V|??{-|3BE^R4FwB+{$_H~=>FM<&ZJk#<vYNDBnc<)9GD97sX$d9RVU z7L#tYwH2aV8%EM}z$K(X_*8-Jnnj5A<J!x>R720+W3Xo3qbx0koVFcEioqP46Ib$c zed!KA{QqYGXtIkq;KXu%cJ?)3hsKlwvJ!}K0dav4j8OP;ZgzO_!JLIJ0C|SJv&-&> z0~-!b)tKT8uhV!gsywv7q%Z(L{Ftf@BV8i{VK!odn|AI>5%U-0=%8v?Mlm=iAS-)7 z%dgR!a0`)98WEOclHNkI!cQRW$LoqxeZZJp-_!Ue$EY-K(W&FaN-VrBYJhW-VRiJ6 z55hI+;AbRCh`DQ}E%GF17`t7EgagGOm#vtpzWL8-tME^-$vT{s2vbv3DvPO(-wc(M zC^JyQ0fd72)!<HUk+s!DSLv@27rxD9=E@VH(*d*vAR^-EMyVMmqN6k8jk|Sg!-w1~ z(LZ}DLICK3=ikAU<HWapTZJn<K^um=(T(w3s+TB<eA}%udNX8M-YWE31xtaXf@6@R zKLtTV%3Ll5k>sasTWWb~8A0N7f^3~ir^GiLId&3GM<+UAu>m^;Ia9p`!DEj-o>F=M zt4|+~Dv7mf*b8E0NqxE=t(p@?x%BXNWf%b}R`Sbn`{I3WgTDjvBOEZux#G1Ce*oBz ztmDZ1WqNoj5t1NCfes@AfHKA7@RXeDGpq&t<cOT>3i5~kRHfcab^ruOIF6i19lhW| zP6eTo0f)z%`6EZ{Lp;RcDI&%#sI3Qwgi{gcD`%0!GnLtRH;=!XQBazf<LB}s6kZ3y zbCaL}Zb%^Ky#COT_4va($ZMI++l``2=g!LQk&50GPbO`cDnar5OPuQS_?n65_i{Bk z`@i9QTMtj(K_{VOQN*oae_d<NG}HJy&vuq{`{wcuLX*hQ`Vab)OxO<d?8;Pm3N5V` z2#2AEYUoK17~VH&d~8}Z-S<i1@t9k0BVA+!%qdGwD!N~o*XD#Zq%|0(`K{$OqB2r% z4Oyu6diD@aI$uTMe{;{SfX92DWOR+aM;_&tHT(q)j9*Kc*!b;lOrQ!%YhGt2**WI% z70sPKw*@gL87J#|%AI-^QH%Xvt>$D+WlY*9K_LCM1VFxfMQli;h0d~~I>f5=BX~}} z%CbzSLCcP(U8gqfg1F7oto_D9P}|0tW%_5r*-H1ng{jzul0n@0HgLBfKoC$2bvxw| z^qQ`=-~87_Q25!gAH^x)Z9e#+`P^=cpMq-a0IHQCqiE~-8%vDG4u~+JWwsH;V+w>- z@0{})H0cRm4rSP5&QT=JRFF0Wq9;yoK411-Y(7r*2cBc-lKq9_;}n&W?p#`WyR$DP zza~n!HvDDZQ7qN4-a_4iG5E2zwYj&V%-qYZX~SyS*md)7p!vJ!43)cfQi|DlC>5@( zV1^BoMLZO*wxEU~FA|7S>vPOu3!Jw6@2V&G`IB$nAZX@7S?60=+SvbEdO&D|hBWvO zt_!_;-iQA3ps>!9l!X~E_4b4ZMwV!B7Pzc}F;^y^F|bl)ovlwV0&3s=feMdZ-Y=*B z3ZC!PGM@PAR4lRFr|IS@R(3ZVW7UH1#wwviMw%D{)3&mxn22DX<MVbb0aa;I@YTPW zEw97BJJlAv8*8g4-A=ak^ciMDfMI~?wbtBEi(TIZ2PIL1@hMeRk#F{U2^WuNhhi^L z+9K!uf90mFH60@zXg=j$4cv7A<GCCVGma~LIa4S)w$VFA(78~<`m}Sx=Q-hJ^26iB zWyz(RucmV-_zzWhyqb|>$3bxh;M|xN_|dG~mS}fpN`_9;>`qv7&;lbbl?OB1mr{0M zWvfSY{VDz|5w3!Ad8TqVc1nw+IBRz57m)dJPtDIX1Dbi*X_S}`?)@rK*-<vmQ=BYu zijKxx&j<If&#yw!?v4<nTE9Oh+UP<%7HE-e_4Oh`-b!L$XOx`;Z(68+!(u;5P-nnG z=!kewd)TjK$kB!H=}8nSGNhp!rSSnq4Xa@S#}>;qo6wCn=%iPrR&WW+BT02yq{+LE zTPW*?B_v{sFlp$kdaZB5D74{ZFuis?*uKfHTes<XL6wA=h^NFet#57cmOsBF_R3)G z(Q@$LG%L;D`)u9+n_dmdwBXv!VPV_Vm$(_j4ev9n?e8AgfU^;5fn~H&+QS}li+n0u z2seXF@t+hV0PJ3I;NCiO3kn@YxC|pEM-dH;Wv8L((02Ta0#lJ{;zb^2>A2H{Srh{o z!Wy@Z=Rrlfq04+rgsptF9fq@=*Pte0O_pPF0ZYzKjsk4k_f7Llhd9P5jqTH2Wv&vI zWyuifkSK|vV)_N+aDj<~Z=FDDniMA|a%}QYbOxwhRpI)fB>Nf#oh2)xwZ_?%Dzaj# zZc_LWK`4BS#}X_M2z{EK;_w#IsHTLW&OZ)e0Q7%tpIFID_mh_fZaFH1D05IJWgy9D z^}+~I2+`UoNkQ1KoPdN(l>|oeQLf=iQ_RG8xFOxQeHG`Ri$hXB51Y$@L2ya#w57_V z^r)oRS6#*oGh1js{fTQi_y{7`bPqD%Yj|6aemh~gcpuu_i5={fig#z)ArFZ!zYZM! zjIxJ5=vn)LRzra+O_ea}D@*!mh9bmpv!&+dr_#*BSo`_|o%0(Ax;0wi@b~g^geF#w zs1!IPo^`;U0mBMVmsR8#qF-1{)xiOoPt<*zYK0TYHw8uDqE!rrbKRgVB6*+r9}*h} zC_64gk2--nRD8XsWhOyKze)z-s6yz`Vc@UYTbq-Ysv|Pk_A)Di6supzr7hxy-^W3W zGB#_U<nVpsMv0~z4`Zp}om{=94fNOv@dUw1i7;ZYBCov}kEJXRgM%fK{`Muc8+tk{ z*GA4xZcREh4n|wgfBE`6HpG`vbnf!V(-Z?P51=}kP3>wwb>YaFvgBBm2Nf>$PNg+| zfC*v6GQR0LgOlPHf9%tv%h4TvAd-*^b}oT<b}A*Nx&_%C==zUtzLgkEE{;MEfLC*x zQ)sG`gPq$brgZrM2KIQecZxiyk_=L;5e4$)O*#Cq1FF=BSn+sn$83RTDi_`Rr@`Kn zd~<CnwhW*!p*GL-hH(m;3fSezN};SXpTyV*bCQeI4rpKRV&s1zPTch^C(r3E?y&zp zv*F?+QPPmS5+`S8MW+o-Mm!~Df#UDL4TzaK=;K4*h3~6~{j-1JgVw)yX3^^$XJ_cx z)S|x2YI3y9;54Rg_Lmjy*{lCO7flA@e9%h(zs-sH$gSb=cf|gp?(=Erj_jEK*um3M zLjs*@G}66|g-*%TxCKRD75Z?_Bd2*?4qD9b&3TLvEMeZ4!lc0S`HS~SlY6R*b*@yG zx_{GN9;q2MO5#DYcv7pCgBTPQ8q!Mbit9}j9+sfC11`-Qngi-;_4x!;C4vy>w6hIj z832XoY$gCL>1_<DiLIZi?N!RDnWH9n?oqI1C~PI+snXymgS}P(M&p$;{GR7nL2vR} z4Ghs8+pawy5JcIdVsA^w{O9KrTVxT3*r8@U2$Jk{6&pmpp33FB)ST0LoTk=X69Kd% zz<(D+>)f*fTn3N((>sy|_RHd1jW#%XiM=}t28iCm2TP~V-haW(mN(a;0+fPnginJH zgW+IVT@$~=)93l-3TO>H*~UV<PCg5+CWoI3gE>Tr3YeivN}V%U^5}i(%zA%Rs?RNC z3cg-iyLcHHHl>DH*dG6089J@QwAfgEpH$@i=&75}2Jh@VQP8v_&oEX9ha3FbHzU&K z%{|Q-f3p~RbSn1ypR>vP6_i+*e)nJWlxxo>s>iwt5fG<de7Nl)j)*da`l5&*A#r}m z4Tt5}jXhPCaFvqdER2q+72f09-2irxDzQT>hp~Q)xGh{}TXGG@=hU%xxcexU0)>lI zwC$aM6Z{%ML2ionpQ~@({*m?z&9v7jD)_TPpCt7Nq8q$)ges1mrHvK?X;e~s6vvlV z;;V@dh+4H_>ErzDh+rmIRH+nxi%1d$1i-j}Ery0hS^Pv96?>K$UQ0b|2rV9>48<rM zW%T-D9+M1Wc`K$Qs_-aCjhZJ!hY=mtG<(ulUN}p70J&v5A5@l|!YlMP_MH;u10n?% z|72?$EP%p+=x8tBdVa!S^Yzf=?cYXG|M|4t2Fbcu&+QKtxB|GyO#&nTE2hHxTPQJ) z=qKd#T9pTdTTKGrp{|PS9C!+ZVtri=f97u5H!puytwYmF(c2F!CFr)(xQC;cm+k(_ zW@|&hAlU}A(H60tXpTZbUHw&q*L||5qfwv=4xTx0d65ww!-%0|`wG;fqp@s10CbF| zo0tB)QhEM6o`Wvu=Z9<K;f?<Hfux{+OryWMo&6>_8X7l9BJW@CCdHmx$u@c&58uKy zgFu9mxA!dto+qnjo&Oduw$@yIhK1v)nU(zD08+@M@?&FQS+HW8vg07ee69A-ihk;k z>GD<ouB3J@EXXWpTD1iQh2YvX)&(Kc^t67WquvKwk|zl~_&h|x?xp*e*F57k&zpfi z_2+zp48%{+B%bxUzb3lkVsE_7F?kS$5+A<Ac<FhxR%vRb5qP?+*9NI5BrRYE8Mu@! z=JA22Q*`lJrR7Z27}GYnxS{*;LH3TphiNmvL1NnWK7awNECRyH6lZ&i(hBAI3M$b2 z19$^2#M<a>@BLx0cepuYU3`lJM+8%@vqQYR$n7r!9j-?^G-{Cz|1WB}T%CytHguQm z_qGSTZX$V4X^S*yS*Y5%l4d&0%hRMn=^RU6U2ZPkMqBMM=$G*>*0Iu$f*G$G{O6y^ z8F7(`|BnM)<UfvM$3%LbpYM%lPmramaYHyh%>4WEry~yf+1#eJzkR;=y*^Nh(b%og zt8rzAVFi-y5>TLrmuq<;&n{%5A+c8w{JpuM&6E**_xtUcY}5bmF>w$?O~j-IHpEh& z<vg-2)1h|<$&@-{H$Epyp7snpoX4aCEB4I+4O<<#pVbnt)w``b=u>Ro7gO;&P9-bl zNkdg*3s5K!NRMjB5+89+jpNm*aVTj6mFfjxOd{^)g_#bgClE1M8bqc2@c5vSWq4WM zSp7H{-b@)8vyD{ZMJ!Epj>n8y$BU*64yWCVcXi4Z52c07sut_EfAaQfM;RoUY^kHs zbjk&hqKNdj*Lqqwth${|znM4RgW4P+8!gb3xv>~|-A5vXcJ4UgF!~K$0}nB%RjdAI z7H_?s*v%Z5D6~_Z=(qvx3<NyOtwA3uT*zFkSv6Fc8sw!!QSglg;L_z@`z+|+4gU8L z)c-cK84Wm2cYj?Z_+6Q!Ku5)3aFcUa+sy|#7m+wVtXd-tJVokzxGYo`N;%T!O8#jP zL189f?^x1f?cudt)!%D=KR&j3S0xt#8eu?W)Bv#S)^YcUBTIo`0l)!v3<fHIAv%iO z7i(OQCYbG@U*gP3+=&D^#9el^>AYi(K#K`{Jfh``A-?2#TYohXUx~o^RktQ2WO}ED z45DC9o}fw;fE5Wa9V(TC2Z(29PpkJzE^<b~C{>1DSw$K4B%g+D0my&u=~E(<OW3>F zGhUWxaM!W!87dOu21W2Y6|}60LpX90<WP2DZhvEA$)AFuazFw;WQbY~=F=g=r<l@2 z*dCxyWkWz;!CLIp#F1nfji<h4hZ{;@iVjiBu4Hm1EH*m!&aU`FqnZ-<pDa8;mC-aC z5fEVvP#{%nMjJHodbOPCeHwah!xFtc`edl=z+|B&W;rEu=pc}juRi)aBP-u?pT?S@ zB5uEiO!}Nff6dPAjkxeJ9XiW<FOiG>uYmJ{vIveWD_pAj|GlS~;9cmSnSy8!jmr|_ z$7B=$pJVKf$tlgNTQCDZ!60Bqg?>PsKnBUtP2^J(M5U_lUV_8Zl<PKoY~TNic)#41 z&=vJv>1P%Be;-X!nGSr3YkyxBNwR_bK_vh<7%u8Vc$A0PBLM){2Og7=*qX^c5A;E9 zX^_GQ|FL*f==RhAG9?R73N1{o{C$Ioe`=3<wk&Jf%Y(o1^Sq<b+i9WPE+P+roR+WQ zwEHBrxxW8tXe+_wr&4|QZM4{0(AxPu$7n|;P+kn0-1$S~X;9A{SxC;In*a$U{J<ws zJ_rW!GU?Q2R`O4)E~F=K642W~|J&iR)8lD&%V9HvjbB+IUU__`vFFLCc9o;C2*2Cb z(Af)$1{fe7^$Y3~k;${c*7a`}m$?lZc1-@SSSog%wmo%ze%K25XD{Y=DAzA+;u>j* zw)P>6jzlO=mD#d>G&?W5K8vY0@44{3u1d7Ay>@BCpLD(T_1Ei71tT_eGEwEMf0OR6 z<_l~5q=vrL@mgqvR4Mr6_x(@gZF!UJFm%}5+Vts1YfHY5DS(`kQ1;Q`#OI6z;Pg0j z??sY*2Hxo3OEA=@e=gy^flPK|<a3!KvmqaTsEHm2Nh(=CZ(k0Qy}#)8vxf5h@j2la ziMv@>cM{LEeUL!*WV;MB&5r9_9S5DB+Epmn!3TX}g@F#`KrG*V&)BIesOP-qPy%$9 zYOU(=VHEcTu{lPSC$%&fDm;{b?r!XLf3286_`{qt({k_OkKui}t!E(W|Ef*!UlfS4 zu3ed)Cf9IxQlTuhr6BzgMn|cELkOzGPJ*Bg$Akfa$;9aNSzejXx{*QbzAg)pB~}sd z$(q78vaRlB>+^w>N_{zs0)=*O&twB7+Os-^@a}u&|4>AC75lBpqUV+@llPVfz5a() zCF6i|ntAt%>Xk@nvzNs}=dNWYs|H#{k;i*sB?O+zt$Cqi2A?C{S69Sp;;*#l<)qJV z&HsC`7QKUZTU~A?^b<+CqqnZ#g10!he?ifx)s;T!8{n@d$J*}Z*-cSV;Q*-N(_^i7 z;E6lgOYQ!L`*TR=w4|SvRU6T`StlxBm%R<Rc7w|hDG30M1A(D&l>r^L=a^cxAxky_ zz$e8Y+4iV|t=kkKi0D$W<&N`uq`%rfR+k%969xf+*a{e~a4svR2peZkX_?S*FRu&s zbN&c-A#v0PSpF(IlmNA7QkP9bS;je>KkH#0m@G(u6nFAc3!;p<l8Y&2&fx`VFm5uf zMmfwmd@3Te6$dW_Q;9H6k*Itlg6|_w6fxM$(!`$-ABuiA^pRErdPf%=b5JX7q-CZN zcZ4a7G0vy1RfkD>?UQ{ws+gOBSjvXbJ}hvkj`a4Es3M9X$9EZL7kFVmbkTnr@C&(s z+_Gi(R<};34X;rK`^?NQTeZzBTPvB)_7nNOCtY;OTN48I&H|&g%2H6sq4H*C-J^$~ z@UGl5uU$k?AMKllr#(LYla=5MbMrAO2wFx8c6tJ)&fq7KT?ZpdS`a6#svVfszD-HB zRVx9bj`W-DTwJ#3`W{}HSVi3hj$e=4<hG#aq4o<=dUPtI@%uW$ZAp3t>(d0g>Yme^ zE&D0jbXo|O`$`PTVQRQJdXx=eR5Tz)Lvi0<NsX`^-%QTlsU9pgG_VUF!xmU@-nrbn zoBQ7t>BdqR_qdT{LAC3@^>RIN90_GD<PY7C4P_Nr&`nn})0DsK;<Ma+zm&J^i;-;c z^yZHptA4gHxZZz!Ou5P_+UUQ57J{$?xo@ff7yE>?b;fq^7WZtYQ!#^e$MNFwIVsUv zWAM<opA~u$ROA&ONd&+3Rqb~%O>cecI;7sRL1235kHClRhlZCDDde{*w!WHPp8Nav zmsV&tcZB3f8mwWX%P9(Q392)Em|5>RfrFaKqO_oeu|K^ydIudFh<WyYt`>m>Kub2q z$$*_^w!W(<+zFxg?n@}43-`T(c?*{+WeUFDAU8*h5cXn;SlVxXb@LAkG<^zRj*AXA zU9&(YjkS>gPGkx`5vE_|mrm-PX4rfON4&YPE(BdTiTgi7Qv?7xY#V;^)}v+m%e7?Z zK{U)GDb@MXY4ab(+t;t)3UWn3TG$SW;XITOG;VZpT2OJS1c=f$nX_iOMx~WY+Vrc! zn8x`73%9ynK3#~iQeSTsQ_l2vHSG_I&>LR^bIt@WY5v1d!%SQ^$;mw-I=aEtnYcHf zd7<@R{*o>UPl4XYzZ42==KX{oFjGXBCvV9We?^ae+6wN~*jU)=+d0D^^E+iSdB}Q? ziLc<KBg!_EtZ#L3QM<~mD)JxHHy|bX$dGAYDiGJVvwNc|(p5yLSy>UBhSJ?#cDWh+ z_~d;7?L1z#m>I61>>(1shI#-Ijm<09vzZp{Jns{`$)2{S8iWg@bQJFrlLCCl`mUz6 z10(;Ldsk$Cemz}^$0Xrr7ks^fZZ4|?`-uSJ<7d{dFShz`2(Z+qGKDcRz8;Ss_=^&( zLkGe0z-|hFZ7Po0e9%0sMRfdZMyV{q5TIi))t1B$p1y(;9trk~B!Ha35(G#&r~|vh zY#$X@d(3gbduM1V;^JIN<$9$y*%A><ZkKgLd~eK&QH3W$j`%EHJX@Kmy75(WmYgv3 z|Izf7VNw3y(@V)xvUGQMNViK$H%LlIcXxw;q;yLxog&>W-7O{3E#1%keg4<)9lT)K z>yGo8Gc#w-Hwi@f5J<Y52{qpBeAXFpxMqziE<86KOuKa%oQh2-+w=ZIs_nE90(>5^ zyVcym)RQnA_0osb5vvU(5KRu!V1Z98@w^wlsIs{P;_PO=Hf0!JRhT_+|N9AkLfH*} z!C;yxfFSA?@`32XKp32X#N2neZ*Rcxsc}kkZW`7B&98<cvO(Zdm|2!HQZ0{hvYOk? zf_vSsKY%M8=wB(0SNKsu7rY*`5)9N1Ydq(B932nGRY&o@)f8ye1izhcCB?g5>q2qr zcjReuTprq1*@gC!SvUkQ5w90U*+ovw@*W*JL>9YD*5-a$ZF;{v@i-~R;7~G3Ge^6> zVNEQM<2JY8V>og*jVW>cMaYCVdu%7<jJWY8ND9dOv#|J@0x(7Ts24By&+)+Gl)P15 zk@=PR`IWW0cCK7|Cbz4bF(oCXcx5@I6nVOq<0D66c(?{_*>*JQ@9M=&E3GS%Wi(9N z&9SB0%e9TZfULM0c;mErUwnNxt0jf&)oJ}#pTKZ``*O?K_)Z@h=(+l3<E5OxbFUs? z;%^O`U>$28=rCp}m4eR}M|Q$91nEBeQoS?2){Ap(5QJ}OOznB5@pQDszME)#8srrX zrI~f8%9W$&Gjb3tN^WrZtd)P%E{*h(di@;uxI*%Bn%DWmcV8mEqob;A+o_6FOCcp= z`l4Yi{6Ca8TT$a{`e*_anvJ;sUuY@;c}siXb(`U3dpiFjJflTX%#wkWy&3&KqCaI+ zudF1y;Ubj3%jNlSh~h~Y9-!5-)-N-LZsJY_1+whN0Rx@cM?O%P38!JTri|q?AV}sS zd-(q)3;c(eDa{bi`EAyfu8%ujnNWz{<=)QQr`V_}cdQrfoh$IFa|phE7}DPiCVPxz z%n@b{m5;#U^l+0Dc#F3vl}o_tuF(RCxm-5gF>kaKoDgx(p_1xQ7wPd6qXvjtZYIlW zT{dle#U3GzR0t^5z5&J|b_OhwXy2?8Eo}0C-4phR=Ml+sb+J3W&nF3!A2#PB2~VW( zX5FMtLhF-bsiKx1;b%>9Rn9DMQA0MOPco>#=e!N}X;?Y^tGwDi$Q_H>aji9<>HA9K z3y8S$q;?C@n#ZWs!5|`3$$pc1M9Mx@`HY`cagD#1I)!H22YL~ZW&ZF2R@|{GTq6LT zbNJm1s1+SzY}BHQ2yRvE2!J+ywnnSFju+RqxYj*K?Ke6uUqsDZS(9RUh<hOb#C(pT z{rkfNM#^jRIJ75QEFXB28hAe^{<H(omt-BeXTR@9>xNsTgvJw;$Vk5yL~>cA%Wx+t z7i%bJo9G?+>5o=-Jc_?wx8?dh3`UT&@8xy<ryH7N_IlKAneK<?gz2J_%Cn_d>vNgJ z8G=82DA)O*U|}vXykwiu3xdb|`G!ijT0#vmsJmH{I5~Nz;4R=lutA9ok_$qcZ#_aD z09Frn)Eb}#McT8q3_i7^OG=U7_G}{x6wqsZ-R6`#qW>Je!){7TW4)RhnbQ<wfGeQK zB=x<!M8==1{8Qb(APEP<#R`eAVx;2On0(GiFg!&wraZhg<y<WBXd_fzeNzqhk2>#r z!u_Rg^n^qY+nD^sVJ@l|bNWiH&ztXYzkLID3n2XA+M6iBHq2p@HP7W`PRU5*5|3<7 zaziDeN3Z(%4d*-EyXLrLR6mR5h)pTl6#9bV2=R&9S>^@dUyPq35-0w`Z{!hCY_zu? z0gF#%Xm=hRT26$;Uv>cJy0!3uU2A<8CdlIXyLR<4d9IK7?KxVt_aTXqH=B4%=S5RM z^GPa)9|yVTmpi>8T+r_(|MR4#^_Ox2ql*GdW4|$$4}jt)sFOqCf4gUvq*2jiSBa~z zV_Iia7H(3TEP;|b@QnzJfa-5S_}im*2HqvEH<HB-WFA>qxS#p!uWM)@a+5tp49b&T zoy#S1XRWPQx#e}anYIOyC0U2)cN0G^F9)B_!Zu%P2JnRa>Q%2QQ-|MVf633JNw=RA zdie`JRvsgaw7LER-pDc~B?>#+*I&{K)vByv6N2`AC}T?jLjwMznH+w9ivyqj@&{aW zSN9}36AH7+xsPU6TN-#woOp`rUKHR&?xoRWOn|zle*K-H0oKpYh$7R=$P8&au6zAC zIvLyVkLYaNGjQ*5Y1yb}7w1p;xpA?@VZY&D3#cw*MM|rt*|H`}rJA2{?TPo>fmUtf zp>^*yS9ZSo6H=FGW%dK$dqT}@K8?OqS*tzF6MtO;x>)S#O>X?3<x}o!DSNNOXf+~r zQ@80(9h>fFPm5>2uYnX-y(afjmsKMclM>hE#@y;U1e#D9OlkFi(@@8|lQPuNc_FN* zq0umXs8EhMSdB1cFS?}>hj+_%N4`q)P`B-XC@sge{j+IBeYKXXKoVKTt=~S%f*YCe zzYF76G0v2q972|(K+G=S<7Fdb;I8wuW3e|?s%2ppdfr(SXVdrY=K7x(V8L6=dbZr_ z?M-&o(d(VJ3PRBIaLd;8LA?KIoA7On%#^P0ijeS@*Y)83RIp58J_1EHE-GA%Ei5#G zMUJWIy&i0K_yxl@t^QW81>5Ik*WDlB^IqGx*8`ttFr(4t)z|3g8Z`UE<KU%Y`Z@^B zdN~ug=u#HsKS)b34V@m?e9+xRAL6a>UB9wioaE4aqO=*eY_!`KKKgKkP6eWLK+9`i zQ)@5U%adz#f`8g9!3@|N>iW%J*Zl*DKN5Xb<X^v}#V+bEZ_O%jgz!yl$Hker?<&I! zpMUbpldq@P`TjbW1Gq{1QnKZ$**;oeWA(>LOWA=8Or|I$nFeQeGVtV)!~r6=yu7iv zzRK3O-)$Dk+Z5NW%Z=3ifu+jr*r!`SBM}<Ws#eGd`a6EZt?EioLPY<~icW3_|0t-j z3W1|E6%LGn79}C`i;%Kj5h18R?jfI}WLJ3g-zW#M^^gpnVB?k#mK+MA(5~ImPe!{3 zGH@v5z0A1o)qqE<wmdVNz&1Jx=NxeYK#U=FJ56IcCNlb97}kJ57OqzGkvxpc23?=c zxTQ@b8c>HJ2*x@Dx<Y7~l+h9uyMHApnXVF0)KPz$N6~&LiweR;jS~Zz_SW%Lp8`&# zrY4J$UHpKX&Gkw%(w_A-AAc9GIZT@RDeCOqbyfN0jO=QiqM1mESZ1PPL{5yjNcFPj z=lIAX9*A?#ux(JWfp5i`@3tf|-&JGBAMZ5Bj~lnew=b(}s~&Ha*jYcCvFF#<l>AU# z=NEdJKYOZFcYi%CCdliygabwHKj+;I@;h`{o^L8PCKxw3OH${=@DdyK<z#TYjU%u0 z-_;ksCH1>i;t<?zp0YK*8AJ9&$B28f@v~~SJdx<E`fO?wVByfi6Hc%C4Gg#|&kaB! zQp{I=@bK(EV<a?=ktsgF;*;!bmid4^XDNRI#l4SCRy`@~4vq!ts>=&&d>wp*z#&m} z!!N;-LS<0Co%{EM;W4WUk96g!_8NcDzEn8{*yu$}&jO$;6EHPqaJ&NB;u~QVH0y*Q ztLA`)Q}2N9$!`!tFQs}XXmRRsG=Nh+&w1J8z3uDv{wd>sUb*!K$Eyirk#>N>v#Vnj zaC98c>2P10&2y1aV82`wJ`*42<_Cd$;GFXfjD7x&e4TvSCA-Cl`~5E9Q<3L*x3hrA zxRSC~^gtB?iScy^OPtp!&~xS99L(q4AI6{F9Z1gmkc!EEB4(ZSc}V50@#(?qIwf5O ztVn_AEQkR}K<S~XG+ukI^L#!S^SjSQ_KZ~-UnB`o5bFRYq(bWXUITB|g_XZmv=axM zcHp%MO<w(NxAsV>uT)H6MU14R4NU;igwk!+_kbaUBwaFLi}*c*go@bhLFm*dXjH*r zVKdCt9t|r~?}P<!6!%mwif`jHb8>QGu?aiRF0%t~n$~#dQ(9XmF0=QtQ*wT$fEj%^ z>ww9i``)`NXq`d4^myFD6_TZW%hR8C(ELq;uKUZax{oYaN6WP@wUcq><u`V^fJuN) ztm9n8`1wLS;Jo#<xI<yE5TMZW`(;Bm4b+l#=hE}C2N5Zl{xzvpjmIh35$)goQgWP$ z7ty15+f(h6tj0Tk?Z?!gA1?sDdE`4oF4S}iSX!Pl`%`>W<MsEz(06c`db-q_%(-&f z^*5ld<Gc|PyYD%AXw{?evKzuY3;3J&N@HBj_szMYjmC9rnZdwg%UYByW6y{%C)?1V zvJHX3;cZzNQNx=?yAh>{ITpMoqh$(0OiC&V2-me#YfDv$E1j=pGO)%G`EkYJu6|VP z;{I&oa`WBtaJU!qGJo@MWO@qJ*}*jPT{OA|sstD}1Q__};^onrpO+dN;Tgb#9{Yr9 z_)J)5X}=+^k`f~7Bdo_m6bOS*SAK(pq|M@kD4)LXx;@d6+7I68bUuzAOR+DkXj^$j z7m$|O6%Atd-X@x7n&8VfIKJ)&zwVLM7`AkuFa0*`T9*(1Yrt3xlU0%e2jM2GEqd55 zk`X6TB7N#k-+xmYAzSA7?mZE-G<lLFQLcb#zM<OD{EV}qB1D5U)~rBo)1^yR$kXn0 zi4u{UjkJyuT(oJT3sT3xt^=9%5Z!g6i$F*X^u5?A!)Un7(|@oBznO7OAi`5;Mzn1m z6m)*3Oyj61H$8Ez*>Sx@l_AJ+|FdAf9DRb;1Se%UQZU4_^vTLk0)Z%^59O^1g)W#F zacN4BARCQ|E=(<=6AdJ{n1+LfRibb#x*Vg4VZQXsh*-|ZWrd$w0+*41*7BEYvj(yv zWbpf;Lgtf`dd|g^xl!V8!)(mHKcL`<{HFSyn@Ru8r*}<Z`p-}67bId=9EF#cQN?q? z>WRrM!+@dnr@2i=2O1NRS)v>*@qER7$hHq9tTKfvw*b9&6}%0VrxHwqLShon)P~~r zi7`T=j?X_i9%<DGy$&83T~`U81zH`UnO(vfbJ>*^5rMs+f9Dw!m8Ds2-K;h`y8Lg# zVnrQ0|5?4IH*VYRq<H;zk+^KSu{roFnh`EcmDWbOK)V(8+07i6e2qL_M(km|0@F~k zf3E8;$}>vkX{aM!O#Fwdr-r@)1RRFPo`7qhZrob^7gs=1cjuZpO?`%vr&a>7A``zg zlWSslt95}82XyX-3If{9+f{pAs*IaLq*|^Cl175@pI%8x_sfE!ru0b{=afTci7pLW z^TczQnud~~pW54<1X22Bc=R?Y&^pd8r-$A3+m2^muF<DUTlT7r7vpW3?dQ-e#=Xn? zA4m5_R<5;yze^07Twh|Ga;`1yTd#U&<9>Jtvf3?A)qj@61T`Dgx&$bJqqy`Mzlzg` zK`3`dMuZ3N0t2tez7C8y=Kcosr{<0l+muwX^XFcJYPGUlz9rYyjdiD`K?xzE$MaYn z|8qmfrFuu^G!9=ed*vbIMRyqXP{K})3C1f<t<2_PZ3J(njIHax*t9%P5e2bk_r1NY zmwJQF_GH^|=R3crtGKP2fV1@`!|Q)K*@1_XXMrvoZYIye`f)SBG2niE8-KjwztJ~o zcpH&sPkQHA2b<P}H3(+pjByRdm0+H&ydB)f+shLY5^S=xqgE@k5L)5c?lwcc4()w{ zwj^x)UVQ0n>e?-ERTddp$(+6D>1;H0QkCV${<>g;aoQqpevK28j18$QN{*Gs04a+* zuU#A;GoxSqe7+X0c>+KnG5N}(;FPECg=L{$7Fo{HQqKKolaUxV*Xzsc^|d;z(_A;m zd7t{`mquIXQ;u=_V^!Klz#alnQC`Ngw8=kc&9?HRd&TLqq+EU-=)Ogg+k_4zIE?>v zr!a>|Jb$t=cQcfI&`Qg0abI2cCHJ#1Z(Qo~o^|ohFRN<!satEWqk|U=#()P|$@k-i zGomi=vJrEohSdNg<YO2&4P=K(9q7>W*4)OmLf2qmu9XhPszcJyy8Y1ek2|xxzaY_# zyBuPwa|EjO_P<pSSeZN_&e3Q5c+uPkrMj6OBb$>N(a&B~B+N8;TJ~3I-+R#EsPNt+ zPzb!A=Fl>Xz?iigsjU3>NlAwljTl3Z4Gz{Hlg>s4WEE~UVg$Lx$}KvRG%R1BOnhvm zo1K{z73M?f9Q7w)B38#`3Pu|wN(xbsNp#qh!l9?tT=`0wKnYO;nSr{4(hVg;Xkx<6 z5C(t6Q1(fI%jys-aAAhX(rJ%vKf)kdvj!WJY^iU2Rv^%8`G$0T0sGp$n^m#%zE_{S zT^0YYLVVG%RI5uk%5Lx#*z2tTMx<2V+ja-y+!OGG=psT4CVIK=Tc<af?7<*-2s{-e zR!A<Y0Hw$Z@S^JJi9&Thek)-imNHYVk(-cEOSFK0bKt8W8W;nbgF%Gxn;Szx!3C5t z5U3p0Mf!ErWZ-Lrc-wL2qJbP(?6d1D-Cl0;bI)_V8IIx6L!Yowq4q5)vTdd*o06CU z%G@o6lC}I`raD(hoq?{Cy~>+h);%iX!e3C39C)||F-l+?BWoIjHi7p$g){Sk`^<mU zwz~Z)+gR*w4A{i+_;sM%g7}?@8|k3-nEYq%3r$n+NTd0NQw#(kTBK&pc>|9_{8BFN zs&Bh~<7w-;Z}$FWoTLxyn`FLh%u7!!jqjHLm$PjS;j<!F72%kCLtll5|1Mm(<GTAT zg31X|)+Ib~D}O{1F(FNnHCPrAtq1~%Q;>^-EGQwsu_7&zz0dsl<Hya|Wgpz<Iw^RT zFFFgVgO>v~Ri|<ZMiRk{)aMqru{%k_y4=$<$-qQbeMc0xk*C1{>N#-w6qmWzP=Hk^ zEbW{<I<q<K4jkLAcaPduvfwsb`P+||a~^+)ds}T(ul2@w8+?l4RT@J45=a*Y9vSGa ztJ@rKakpXLSoP*Pn57_x$v;;ci{GCoal|O^iil5X!aC^u0UFiFbGZdU)ZRX0F8AVo z`zim5lmH~O`WCwkmQ=Uu==;i+_k82pCR4v`GR{fO^%WAXw%by@Cy?c%*UD$#a^mPH z@GvP#byw8Wne^r{plQvpkND;F%|Fc7bIibFdtKnSE{q{(&cTQa<c6f@K!i?@A^+D$ z7V!X&+va#VeNRtcV^0N3Syx$o)<nknoQvV#{c}(LU2Bd0RzkDO_)4UONl~2eVGQ&Z z!uskF`J$IkoeWKwN)xO?)f+R(PyQGX<;fiiZ;P4&>%{$O3pnUyQSY&zvBIC!TZ89J zoorq{t`a#h5fLM{RKU91V8ArCgKxR_p!WyCkS)*awZYMEzD|MM^Z76e3QM#TJO3Vv z^@Am)8&i{|ky#@8jV4tyOz?wKx*xmc5Ivt8f7ffoVp9`o8p;N9*rY_#Y|HdC(~v`0 zv>Rf&+Dhp>e#zcH*UKy){p!H&(Q@}amW{`qoBV?yt18i)lMYd~oD(JcDs2(%(xt*A z*VSB#+}zO$?Vl}G*Hf74n)A^^-1cnAR^N%TOMkm!{rY?@b{#rn8sOn)>M#3ntij)T z_~%{cRZg3%#n)&3x2U8tV62c1pFU60@o3X<)e%U@Y20o)9+#W@eYtLSPECsZUQXu$ z4S(kWqkDlmOpK39qg+smzr=#T7Ncp)#~>(yvgogY7hJ`va^DTEV)UgeNo(foLyk_P z#oL;80o4B<eDU_%C@YN>m;t<yJSQB85}IyH(^F+Nrn(7ypNKsj`Fow$^9EzbHM~|= zigGJhvI|q9h1^8KX5^>J18iCt98`{9X@Ik?`0={ca#foZKWf14t${o`C>zeQyA)jn zojd0P8oS^&CE|j+gq%DRk}TwAu<lCKXqbj75=+g@8SCzQxj?F>rWU`O^epG#Z&%pa zCuy~xumIt=EI#Vx(SI~6faIR6$Ca0h(8U~)CC{5Ok}mf>gp^DSIa3<9ZX@k!gfM2G z$v60vP>@NO>OLwKUw2}%!VYx8yzmX!NrZ_Dj)@D3+S6_X7v}7D|C^2IIy|dEBoaHI zsP^bPqd+F24D1Y!(oXM}{H89vbb$aiO(s2@gnSs~dNLqu*dE!$)Bg#N7Ukn@a&)s; zocbHSm;K%LP_V>)rNxr9&2glGjD?&g4A&JcMP4bEp{^V*2*Q2t&m>K4(eQZ&oNq<# zAj2xdbSe5Cf#|N+`n)@B?n^iF2HYZ7t(@+zv}K;t09{GfNx6>SamV77M}yzrcTIt( zB%b4VM-sS2HX)_(Cit8~9@#eY)vMD|ek~+5rOarhs3J+qqzg81pqC5dfb*jv&&F#H zX&l+C)4{OPRz5yHL-s{@`L2H*#sT-jU3Z7KXU`X+@%H}g`W3<*hHQ1E-WP%lMm}5C z&ZB-VtK`J0ijf5e(L`!EC~O(pm8HZAR&`;-@vf6e*;IWJV6zaS&%jpYVu4C<yn&20 z*G5)U$JW0~fXwjz({j9E?^{+NUGU{#WTjf1w@tTt)c`D^tELshSpWzB-f*#s-^Trm zYkry3(65U55Sxrga<~jT`B20*Jr?#|*Q8m8KC#FC;8ihTR7=O!!`#Bku2HXvqwDS} zqvdHm-?`0bh*C>SnlLmW1Zm6~ai^e&hxlth_Qge6I6&s;bR5U*NOXz|o!;H|@dqAe z={KGDyRE8rn(C~5sx#Q&&+y$JHpCRa@axn)vUBt~Ual;+Ep|W7Z|U``uAzHLW#JGr z*?x~;TAbgti)VT3(Kr?Kk22DR7TQhAZBouqedhP5RnvSe>G<gA-tn=I0zKPx<5o*c zE8h2?DMlB~g3!4wPy~%o1KcLf{sY5X8Ge(4?kssX5U9l*cj13H*v}k&8cF^>v45`u zqCjsk$nbJdA>OjRhlwEJLCwFk_y%-g^|zd5A`tjbcWXo28*T$g;vJ4hQ*P{u%H;lo zlhunP^FFH&H)xY$?=@1|I$tg*fF+bQ<N*$DE&<k2Vbim9FEeN=zDFeNg1Ip}Y$UDv zSxL*oNQ=&?_1=|IzoUoRp@O9;4gJA|{VfUV>8)j_djV+g>Vwa6y#Ga{Ed*m;oZ511 zw0AzDZ8Y23u;-EG=-w}UGS(mZwD;)fwFY!to`DZjo&RC{h?Mw&^iM40^?&NzY%TtV zi^6S>lgYA-P=>XxzPne4g{c-Q+ra)!-Q+|UyA0||z-<;?8!mRf{K=|r`?J#Zuy-s~ zZMof=@&cw(&#-7)C`}nL5-TZr7hNEbYs@;I`k`S{gkMx+m|#*U|MeY(_v190s7}|z z)7jJAOa4Jd^pHPX7-OqR^%D*gUE$b8NLkc}gB43dkA>l^$M~aP<S_=F@SsRW(6LwX zX<b3c_ws!B?kfW^kpWE6i(a&4l-X#+%$>UVkwD<jHRZZ9BXF$M*r)Vj)72)3K%39L z(&!oryxu#1p61+&OOQby#`}xIVN#S3Xr<9?g5A+Ux$x=nFT`6?{N|-vS}L#^6J0aL zZfm|)R==*g_&I45=M0+!;fanQ%QP^R%x_bv{w+?48eh%5oAASy_R(w#b>bi3f>8LM z&F5!(xp;7qzjIcWpTxs<;^}1mNCt-M`*s~&sZ)!WmiazZ0{&YNco4hDoHRs2$ejtP z5&N4JvYhv(8K{f|*;%~Kl=AcI5w?U7uPUy&-nRz{grahR+=v}#A0{}eG9uk~MYalU z_)C0X^26aICF>1q3JQ|Rm*XZl*lWO%FE-cFhNJ)FhTp#<8k|c>VNZrk^=lU;`6!+g zE_Q*vY?4guhJx`jFWADT7=ZdqxOrJ`nMNs5D}hS^M{W|*ge4?kgY>dAjviLTeMeXO z(0-`bZ(Jt^cHB<yWk@j+zcXc0gn;CFTK1eLT@6>q2}BkRJ^y@fH3ogNau_)!^SR1c z`=T|yNIa3WS}&!QG(P^Nvkmn^6CP_P7ddZPR78+Z2QdsxZ*UHbgNZiy@7sF*z6BoB zz{?bZYxjl;He8}lqA4<o=|1~mSWqw)9X84###SqCxK7R#FM^q0X>^t=018%oxbuIP zIkYWD8TbZH9?k<%|Kg%)p3f3$n$j9+ZYN=!ih3*Dx!Xdq5jt#>^UU7ijEIhh_7xvd zdwy~9geM&Lk9{&Gv6A^o<9$D1$pib-^gJ|4Z-Jk>7|+FwYb&-FQEW2Yu5NPACaHm& zLYv85l|vR?JQkxQcHUndc)t+%{A}E{la74TMFNdfc{##74cI)$A0E(DxNOB~+<*MC z%?O(}wYIX^D!H{kv9n!SS{35UQ{aK22<kmg-?qEd@gy7w9;bt#`~MUsnxDSC!~dEx zJ#0{CfY2kPH!Dgup8A>W^B+45pbSmd{a**!ZZ*c1+<6|`7C}$o%U>m~t{h{r?;lFy zA$A{w_y@^ASbH;WZ#Lten&5|OnSv;G)JOY{HR+Mx5oRjv3&azmUEaHm@m=q-mwktI zHx^$WMqmB{UoMA~=xn+9R4$&r^JqL?#eUzR^PqK9GH*4qtm`sUVZ(bIHs6}Vu@Htk zUUv6Y9svqoJKr6}M@@-}Dg%)AXy(?<I{Bo>i3}OY`oer4h#l{qnp34`4hQmV*w|Qe zegCzlJ%Jg+mPADwe7(vwtBe7<YCyiwp>4pWO5K*$RNGN!^gqsRvy$y`aPL1OJLcry zM`V7o;gF@D)EAoEUAk6YW6sYhr#)YexqtG|C0*<{YcRl_Iw+J!7cdsJb=>#Xt27^K z?RhrxewMWyEOsgWOqPG}Md;BNE?=+i?~dydC!O}ljt#d3x46~ZQ3^Cl!>8wf#PM;J zB#ud4slRfu^H1g8t+G&fd+LPM7oL6yw7gh;1H;B$p^sykVfYdOlmL*75n3orh_?pA zL~@{*+5#*?@lSG*SYQdTC4<Yn&;Al3ut-tUgL<*U#ISCwjhFasF?7E}g$b=R0h==w zJBaZ+$#2(mTeJfB?<rLC^8Kj94K}dd0&ilEjh3J(m<lx|vy=Gwvt0j77B?`8kD#-{ ziy}vzU;-skODLyWlZb{_ACXa#mtcnLc@NQjd3#WtUnYbJKY3Zc<3uSyDy-xFZ+Fq? zD!9w*`JY@bjmn8O9^L$kI#WvcS#-B-1Y9{BVra5LjuSCu%zISp#U9si2TH9zLM-%e zF1tKMXCGt|t7%w>b30XqyWyGP5(-#xyr>3du6&o)F)`>tL0sUc+F=fV5-cQ!tlOhY z%o!(|m_#Bh@MEmJgUev_P%kc*sOgpCIu94m)9>o(|5`L4@ADAgQ=0&7f8*r>!SnZZ z?H+Q=aArR(m=N@iXMWC&#ndYR@}tMeNl&L%XAF%!(t>%IK6X>_w>g{!uBjB;EH|)Z zIB$u|WqYXe$uY0}V2<sX;(qMpR_wu#C(#Kn#}^lemJ!y#eQOXzH-QP|V{Q;taXee+ zOc>#z2^*6`gk)xpQ`{8z2TTg=QKv>ytnIM3*Y4pf;F=sFx#HCXUeeG000k${G@OJ( znS=$^ULPiJ;uMW9Gtu(ax$I;V$)kMXL=$?QIB{8eNcFv{H8G+S^2=nIqu3S4od%5_ zM_hZY#@x7tmKL>(z7XsG$}pI|4o%@o1yLgL^U!5RdSYA&dlddm;Mm32NPPkBkK1}i z7KhMY|HAIyB~1q}yGGrzp~A$t1-ChFhx=pC;=O;%QP~dC=(Ds^CNT>mc#GF{VY<}0 zR?31HUywAx`8MSyA1}<IYk|H8`v-Lu4aQHq2c8DcBe`+gs1}cBeL7u%XKR=uqTD)% z;wDMX=gDE^<>U5M!^Kx~zr1usjThH>-f^$jJFg|Oqf9Jabzb!3rg|E=9!z66=x2Uo zQ~EIB-D2?Ke>zFLa4wE#ix}`<0s1<)_<Gry^Ju}HLnf=@O&48o07%mJ>b&H_dhsil z2Y-(Xw(r$V`*?i#tM#oLm6>v~a)*`8H~jyb6|6sdBollZ54<1r$8k-_AzT%mTVFIA zz+6FM`V3PYQyQ;4k~0QWQx0KTe0Hq*IP6eAxAxN+*E4@B{hQpO5}CnP<Tt%7O5;;) z{BIR8<CkNJZw&^bQ54;jqNJ51wMN3B&H-HK?XD_DxA$F-U*i@C*mCy_o}OM9x-Rm% zP%rmV5encolgFQd)0vk=|H1hFl;bvTvg!7gR8#_t6$AMvIGR>IR5YGhuA90%oqD%o zxzW^FLt~M_LV*lC2H82k8r;aZvLGhEd8hQ_27peH6-+wRc(T$dk43|?w79U6)AHxD zW#`#Rji7Q<OU^RN2rL4Ng&=5f&Wf~(@ei1I$|t3*I-f}~`t0?%NypfEE76T2KqAjO zU}MgpQ?ra=Tia59R<OhYb(BcS<g+YTQiJGoK-GvS32oRIDhI5QikDcYz&R|@oD@`) z9O`es<;uDDr|d*hmulK88`^j6Ctp@<n~iq(s37D53QOf9KWM$m?soVthhD|Gng&Yd zo}%f!E!(y!`w3BC`iyNZ5OD09YgjR)QH~C;suhB`T`j}en~ut^iSf}HyDk;EJbaJ3 zCzw%PP6i<cq6W4!kT)6F_Rk?2Y9yK0+q}<ySHL)LTGmu}zai#5J2F;c-zMX6l2xaU zQji7eG*|Rt2lQneOkK4Gb7GvoI?Q8rbZDt>Vu0hEC=<T;bj84h>4bP6i^yXE>zjz% z=4v3MC^;q+7fcnVW)%sh+C~=vfz}Ww-+*ux;CqqbCvRN6a2J$0Wy(=y`Y+Z1MpJfU zCKinIyCdM!et5@5*HIGyB|{W7s7(*gT3+TCyDoP0^VS~oRs30mGi;Ryd6amSI@X=a z-B-~V2MKWsY=pjT;t?Qje@a*9m8v>K$#pCpHO4L|FH_Vgu5jJ!%)ktM(C2?z{=8~L zI8BpSef`{L<_d<hpR;bDr3KOJ@^h+zOdyJ0?4R8%+}gESJ*&=iH1W&~s#d>r<O058 zP-(>J;~X0NAmX5$mR$dwPMI7&>W<!;NhC<kv@EP8kQ9XqH%f+P+NzxHU900&8m4HQ zua}T;qV36PfmF_9nl*$}j~4+{$!x<zK386#7GV{#Kdt#M!5E*3z+#s<{ExIHdM7|q zeyPE@`Uw}LVcXq9?g5j};Zlw)ASHb_=${AL$HIYxWf4b71FaaG*?-q($33C~DX4>H z_N;Sfqwypok{<g=`FHya!6%>U%^kEE_viuc&p!h%WuR|grDE~29qh57BIiqS|CI-m zG;cLsR&9JVEs&M9ayz5S?AFCHAl~r*N4&9RUD2RFGnKE@J3o7Q$bqdhGYu=0%x~SV zZb@6)XRXHKlqzjijNK-pfIIV<!`pKKpu^h{E3xi)D@`ys-X_-}H=RnQlZqy=hB**c z6ClDF?zpyLLw{ue0>^!Hfhw&g+Ye@DC9V1D;ForVM9!xFc>%0X2{Ruyt2Wv%Hyj0d zY>w{o%SO_~y=R9UAK673ScG}(q{ghc%Sut@&P8jC%6?ETP33q$YNfSbyUW(w2B1(P zzRnK4wCgnm-v5f57WI8cW`E&^YDO9*^VnpUnU!9d!V=ID1o;*wp;e}&0@wY?cr`Cu z>~8wj=n{L$x4|LsZnnwM*MwHM1rjAwc%i!|k(bPU=5y`BD}2#EaojIl9k8Rc*nw(h zP|cUS!c}CY_v64S!yELS85Igf*=iR1Y#@3V!w*sw4@yt{!0^_-k`12)^qs5^3J>E} z8s2pS$o9N!z661@m~jS-8(@6b|DuI~yo;v0kwE6=II9l(!mZfa#ACvK?qgvb9<LoM z+90iEM6r~q_MU_>Otp0GIB&h_dW!T;e*9$tGw`|ISaiz=uCg@Bs{G$!THZAPyeSMe zc$XIWG+bK<5L132g2L(?K1oXxD)i7{6rD}`qyQ#38~k7u#ZVtHUHL#y7Em(tbr829 zKSZWX>ZfLzZ|5GeSV{0-zYm*LN43VU@wiIxaua>+9Xq>RuoyIyXw;wt+%O10;`A`? z1+$3iwDLJ|@rz|-Wn*C%;RZ=)G{}viisZ?%;zoUtP?wVcnNavL)#p&MhHt)ySjnOB z(y%F^EKUAN#Z1$%O^?7|;gV-M3v?UO>AD@QTD?&x){IuLM#`r_(B`E?grk(!azn7y z^J1CG)Rz`x5Jje?CIqfzt95y%w$ZP)I2yqeWrPnB#Y}V|Q=$|_e_7|o&;}(?L18F8 zgztJJz*1mJT0sN}aKa|3wNR<vzDd_y;YOZ$V^N3fR*Wj5Uz0X7kbhD5JY+oo)2(<I zbH9dS?PX!n7`v0OeoVaM?y8N#%g3&I3O7Do&DNq*waGBgMTtMP3N>REG?7pMx7W*p z5TvPDOq>oGZuz7sz@9Zq74v?UVx8~m_>!jajK85#=vs(AQir$~a|nX%C7pu=Ql+IA z{UQ{rUe^1A#y@KjjVf-AX~#g*#$z1|DGNS`Kvhx$4n&1pKL!-Q$}WLwKpK7uDvO3< zh4guk6JgamI&F7$NX}j&^|au{mqj=T8;yG)P(bT%wN$r1C^J>*NOx2Yp)(<}>MRsh z>X4w-*8|jzv*FMe$JTPD23mii&zBO+SmVlUZ*rUdk*k;Swg(X*>rf$KNNuvDTFbnB z@+;yVANbv?vHE3~K%wH4HYM}9M<oE@Nuze-8dE1c1eS{WFGMO2eOR%Q|25c{S(q1i z&bDfeveKj~ntPtD-SqxCgKh#Nwg4Nki4cF1uFuHUwY0q8wk%y@d>f$<S5o<OEgaBb zX;)p<^eA^Mib&sF*yZUpIn}~Y)%NgD+?z@`cddaxRZc3&S!+=u=*;)pWxi|?P`BCJ z_OH5LkN7D9MfQk+va^A<0Dk)K2ZAs8(;rtaD!trbinnr{)b!;GhN~V1uX2c;x@BsE zV6|EZWltn&ZnovhDlo1~P|>vE{c8MtpVBqTE~WVFO3}6TBHI-BEFQ=!)&Zid$C(9j z0!V<|UhF6t!?EMvQ|z<sG0H2u99==v#?8xr9U{4xoveqSOMr_Wzf!>`nU*te!mWv2 zD`qSu1~bC^)ZP9AhU%`XUJVuDE!bFxFhE5Qb^6^(P7)=`y{0OShTc*E!4BmB2lMyp z#B=?udHu`Fzj89)!LWqsK5Hw{p{f+-xV2Bo)DqdwNN|=sPs#miJ9ycyiyoD^yR9c| z_!S3IZm=?a2q&m}e`ygL%9yGs(BLDV!r*wSKxbN*beWI18B*U!Iw{a6sdD_A-_Yvl zM82u9U!x4_kZ)9`zJdH64uosoj}uj_*-D4=Z}|AM15>ol6)$*$m&g0Er1K-=d_*yU zSyUKNtjF6c=aJnbhmOpRdkXQ#@$Jb#z+Gb+V>6%*QANQ9P)1Z0k1_&ixW!5nNI*fm z1P2p+<tv}RYHgeXGhYp2c9~{#r#$?~E`k1nxrR!}Thox%snWh7?3;m;0-GUzQ!6h; z-KIWnppi!UDgGV<G%ca6zzy!D7b`7K?#80*f#d9r{7{<898|kJO$Ueko{|s=geVt+ zC{^@bj`IU<SRJI-Q*?GJQ{zH%j|p)vrcO~PnCl<H1Ez8FHgIEsmhOA$Cpyhp2&n+9 zTjV_xq8JyoPph>Sib^Es^jj0f%vHVC#oI;so#na@i<nNdZ@>zRZ<?q+1}UO35i^!2 zVEd^MY7@RkR;P~9Qj!EaPrx>VxS))zGIBj2sv;8PiG*YqI{p*|_lR@*%A*k1Nq22M zzk%7Z<Mn)o#?NUeev#sWX6M5v%YH4U8stAb*EqFLDXJF3At2H)khG*WsWq|oFBiiY zuEUhk8D}_=1l4N<sbpy9QmHl*0r&TBkZ&X3C41jOpz8BZ)KR2u+7&7%BuGq{EE#2U z$FG-3$bh(+TfkBtjH1mOs{nz5Ck(_(R~_`}Q)2Y*P3O@{i;oJnNHPmZO=3RIH#DA3 z)E$Gt#f+#u&22RAc(ZDRtDV9N%B84Aha|u~j7b*BcX8C_9jc`4c<!^Bn!Mmrv$kyY z90@56|Gag-BYs~YZXF|^iL9FTUsDZD2HwssE9n`TC(E1=BfbC$rftIQ&{H$)5S!(x z<l>u!P#aQkI6j+-NSa|v$G=#Lr^7`1WhsqTnCrD;Fl37^3L>K?w7ui%QKikY_@}Hd z>ot59|7*DX-A2$4XxVOafDjSzPGx`nlIOFPSmFVsQlv4vvzWRy@aF~Y0%-tFhumyk zw@s4)yQAVR2I9gkpVBQ#Crdi>atzYP@dDi@3n_fhc+(8s9!$hV!?qvd#oN9>=u!k_ z{P96!a{bXm%ngGjVo!}*bs4K?e%}|Ie&A?~qM_e3xZ53c9z3wHciqL9O&9>+#`dnm zEVdi40oZyu>)K=-4iVcRgMxIKKTZ(9Pr|-5I{~|N3=dNgVIlcU7jsy=!BvJi0B84l z)mg=F7#QwDdch|P2i^biRk`c9V0Nh3rR_@zKI&&f4gD+)%iMOcoEW^X11WIFUB<dt z+x1QDW<$Ak6l<4D3zoMFCv?kB-0K0;f()JaBVYM$UIWyx#GZGAZ(}DvM(N%@xPLiF zpiH)sC($-H_SgV?MOS}&UR3ql4##GKc8e_zQ{)NT+Yy=QEY-m}?-1m-emNNgdbkW; zJ|zyfH2H73f&e!WFkj>{Zp#j?z|OzQQGaD*`6vUKGHuawBKBOr1R7lHRF~Qs46~;a zARTM=T8GrID1j^k4#a|w0Fu^N^=V!4Y1Ne=G6PddYv}k;6Jmujj!f;xB)i<BxKDPL zkpR0o$s{$Rc8f6>a%xAA6E7!P>dJ<iFrV+ojd|SG>Pdo7eqjHq-Au4FkOF_;x$uz| z!eB)zv8!#m9@jC#%`J1IegjHYZ_~~rB5NX3p+uBHWFdy2L*<AiHWh|abH8FA&{=$_ zbs+5A`#>c?5aY~5*9(rK!vcXg+pshhLeNxsib&*UA!=}NoN;ACId8(&JfxARo=kgw z{WOi~Gk6mP=|yxyAVuwrXT^iSQNeJ*-w&KL(64RqibRf*W1+t={SWm4?Sd?a<Jw_m z(^-($xVyZVQ68d7RT!!EvBqigBD&Yg=Hv2cvN}9Q5yXdfW@i4Bhq&G>$pK<DoNPK^ zB~ez6R`P}?fd^c2ONBmoX$ZDvgM!W2!^)X~92glov+s<Mn*>2wP`>i}5Gi$erZl%3 zz``djDR)HIi|VAzWcbl`j)opI#)hv$7OcP_ax%JcFKun}_P!S_-GRJ+ozCo=S^_*G z{96A7?3jNd914a?5LuF{vZ6#YlkkG#w8Evfql=L}LZ>BM;xLX>Z#vyFsL<7!qj1@F zY+)m<)eC@tVKUE+vFf`h`*Ph=;(;7P^QpDEs@;GNR5Esb@MIdred;9!O@}~5(>@7Q zKKn*W2}x^)xAK7fq&0Z84vri$j9K~Z7Sa5OS(it@49!i=MOLHXpV-HBy{Jt3@80{j z_*n<k;qn;Zs{$gTu88SJY2&*T8$f2^O#^0o;$LQm*1b=TI6C)wEPvn#1N-KI*?KrQ zn1Waw3&;2G>e!t%3}y$Z^Z5QU{bO;;V`Bu`omRr@DralaDAp$jA(FL$Kj1+ilOnn# zBP!#uoj9q@J~}~y+h>o}wJz_676O^HK!{d2j~%9&h)*ql55TTH%ru<^>;Xjr04SZe z^&0^PtDa{$zhL^A{Mjxct$z$=gV@LRek9=pK2B}`fm4f}r`RLu$=}N=0x9YX-@$#> z7Kx54)I$YLOHm7Rb$D*f{nsqyb=(wKdY-Pfc$(&`YU9CplSH<Qt{E_Is(9A{6OlOn z|KJO9%fGE1-AIO{^78w*qxmDJW&!r0OF;rcvn}u6t~6XM({564i>=C2V)*SGAFJ!q z>^K`ySs2J)69n8xyUX<76eYvt3-y|koR6eG{vpEwIOV|Wb61-B0e1#_u@SRW2SP)H z=jHq@4*$nfao>}05Hgq2Vq?i|EUz5_R>5FWKWA-$JRr6NwDiLpFI_`FsPtD#<`INL zT+v`Q4ZHZL>8>gX8PTJHm&Z@8z6=0le}oa_-gpLH@8a-ZzrAS~*FG#8<2uf<!LSt5 zaXZ9d^~zz%LGTBj=|OyAk1B)TmnX&|4`bCTfp;f+Id%7Pwv5_`pxScFQmaF()=0VO zhM*sMeJGEg8n@T{j+#8sl^WdKd75fEEkqUpm#Xmf8=P8IXAmhRGbQa>#Fb&>U~Nn0 zp&U~pRxqH|*66UTm0TG=wtnqvDoCB4&Rl=T$1lk92Ps)s&0H5db+`zz4;m7>no!Ng zg2YJ;lAFhXa;o9VSa05cXUr!wP{#y8)S8bFQ@$l&OK(G3`^`wjrWBA&M5_mIj7-$t zh(Yj}h%x<Y624fWQz52@30{6D*<65G(#-0iX5f6|&ednFVg4>hby<%F@HsWDe`9K1 z_x%5>6vm}*?TBcj3lQg~H1oJ6wQ$2#2Vn(&H0v1&!hwEFE0$st+UrWUhdM~sk<;oB z6L;+XETK@;Ywj+sg$31AlOpUG6!=CO$xM_I7i)@28K$WPZ)zYn%%g+{1^3Vu2GxeC z`hXOW`Tm|h`lH?$qdmSRs>3@mwIo#ZZxhl;{BqVwE6~ft28@6Ozxe~j498f8E!yP` zx=V54X@koD=)%*&Bj(?W5I{%h`ryMLjiyjklSR5c%J)&aOPtaTy(GK`!oBl#)*q;f za4Bypkb5Vw)!`YZn~j+Ts$a{~a$0QA#4p0n)*kmS>&(@`M$FpjM~sOGBk+jdOHrwp zE}sUVf~=y>8#pnCQG{x9@>N^NF|Nv-+FEor848{VVd$d;)f#MC(A*lx%-Z_#f6nKn zxFLZwb?g`n$*&(Rs4d=}{TeFRWmpen`+Up+xG1ZSR^cjFYsIFMjh1&Y`~p3E_=FRE zZ`q6={xGaRhpV(7<?shy4CfSf9yMOOeaW~S6<4JOhuC~Td_TwSyHF#X+-a%^>h^dm z<P2aE492f?NnbFa41{K3sSK=<4%ASCRTDVT<MA+`U|iG1^S=Q7;NU?mtEsi<t{8bD z;LwMq&J51fdw1e58eI;iH(dP4nEC@)2fzAy1ZZO9S$c$-ddJJn?8L@~G#b1O9ZkZi zF=yoD9rp{4{uf!Vcnd3krhk<&ptt`E(RjTonC&x(h3-2$`K5S*z-y?`JzOQN31PEK zHHWJIMC+GsU7G(>uSvNN5J9T1&3eV)LMfro{D%!srlL8KbUOTuP$b^-?iy`$L;JG> zu~u>p>?lxVR7Us)LGbG~Jk?xsG+Vse3;9KoFU5wi*v9&zE3GZ;v+jizPs-TNsL9<& z2&?;C8HFN7{7PJjRDmA1y98VuWX6qV_7CgWheKi5%+G?W>!087KEqE8{5>{>spDKn zS8p~3=PC|;8&Ae9(5sG_nCL59Ww5~Syo%=^EKEF}Gu?cYO?00lIkl_aU$6y#Z|P|0 zsPVn80+3%r#XE8S*W=vbuKU0IomX8B!0Czsq6}N&<+(nd@DF#1<;t~|7pO+Y?hl~5 z=b~x>1?^nzp1oY<517)eCyOO_{0G%9J}jao6xa;^lt_0D22nwNyHcG?RZ)io(S8GS zh8fCI6>Wk+m8GRKUQ(~Wha7b?aQ$zXNCNMtT)#m?Q&MHZG&<)n-X@Jp$j7Mhz)2;> zme*EDO()ACf;5$OVo;cZ-YMdOAe~>Zs9Sf_6rk|Y^uYXMm?UQVj!Y>8yDU1xx}IP+ z80iyHH&Ol3FV`SO3Gj?tQI_s}m<h^aVl20EQSc`wft>=qCNnixn7Fiq1>gDadSyY^ z?<FUpO#!Y}HqL7(Sy2U`pz1O#joXknW~_hZfMirSI`x8|gmV=F*zeQ9R07+TMo7xr z<KtzD#d^&5)n9oHqu2v&X+I$nh8A=17D#^SlF{NsjU|p_;G)l`5F-dtFD4SYMwo!# z^6lQAX&BE)ChiVic(fskgMhG2SOp4`^FxnJW4IH395{V$CaG!r!?Mxw1sP5gwTLM+ z1%Xrrl^rP!Fb{O{_{MVuA)>^%GMRjkgad<|Xz2~~xtRr#K@)<dZ<I@a=;1e@Qo<8b zXzGBQjO8Z?KZS6`rDuBA#{Qlaj-Uu|Nwe7pyo7#>uEdQxY&c4?$T&J7b>-HbXQ9dE z#cxu+RWtwkaicWW6TsmQ;^cA9SFKYlgbAAL>(Saw>%r8@dZWcW`sdPQ*}{@X@nU^i zm<7Zi=VA#917G6vj)^jitnLsP-jW~smK^xpJ_P@P2JCen=!-p`oIQ_@Z`?m^_?<5} z#wd<idY;i`;yW>cK7@H~Dh#44aj9RNUL$;YqXiE#!v$%tg#l4v^*AkYo$Hcmm?oL6 z+sM$!T9IgXg!D7tbrTdnCgbytPcHeSw_az1*V-a)!R5TGM!@pLf`37)u|BZq5=-Gn z-@1@0-MMJ#*(x@($3YqTT{8Lw3<r_qjxXm3nKj;@WL$UDI}PIL3&2>!tYRIu$3Q2u z7O?jm_`2vQXk8o6nxRT+{Y9Im{Vt`@;#bvwy@r{||9Xw3pVhNdyluJ0Ol)GPA(Z<^ zc3c?#rsk~6zvq6hw|*-@$~{Y#hj<m|H+Z<qBn_QoGn8lMq*u<pbu4O+_$+cWMjqxw z?QZbKaoCMnSjdPGI9XzC@V?`K#^Y3$fH&TZ1>rC)n3HNcxil^OEOpPK?vwv>&gfbd zkOJ|~^u149Sw-1yv7+p1w0Qq;u^VefIyu>>vPjy)@7r~c`BB?gW5rmNYX>34Ky(n} zXV<UNlh-}&ijw**jga)sg;VA6InP+dwSNG`d{;rS)@pyI)8%>gWXj~0j%H%rf7{+` z-~fAGN~CQ59+03s*jsB#)vt24nwg{b+i50MOJSwqVQeXE57|ZpCbJzBq&DbJ0iMRl zA;wY`RVxeHb7HDZ(G^r<!%9z-+gzy{A5NHeVsGr={5KbuZ!Fqs7=$PRg<5G~n&@MZ znUh6~m7@DO9R@+Pc|qM^lNh8ubufw|DwQY!4mBY%Q!N&pbP6TbV9=)>XWc^yn(m7t zMh^KQ8Es8&=5PsJ5Z*U+CwtPmpXMu;$;h3hsm>x%Ad{Gmpxv+Y3EgN^E*i5bei!W; z{C<C)7uSIyj9iK$eeO)>&9;q|Y`2c?YbK~J6(Nlj5dk<~PIJY*Mz5zBN!@gE@Y|57 z_P)9{hfYV(!2#~Ej^{i1aL5;I98v{|23kK^O@U~JL<jgmbuc^a7U^Zse7O{7Txxm? zx`??{YRoa09&s2ZCaRwNM@;04;5YE*eU>bOd4|B&$YS>|Y6iCDGpozo+#RJR=lFY3 zCRnrGQb=K8DlmwgT4FIAXoW(J@_oc(*c7%eGN_x-x)|MWnCSR+sjrp2vh=5IZ&{%( zya`e&s;Gh%5hTR*J?9L1Uo_#px;spN705y75l%cZSd2&E0(?|-8hW}{(O-R9i6~e{ zb#S2wv;u{&=;$C8z4^~zDkv`7m{jsNlpdnnkk;*c`;4Oeim&j^_HA+XBcW#2Uv6GQ z<fsVtcHca%7<nGF0NruG%TbBUu6#!pALAD}-_+^3Oq2KLSJicaj}shX&s$CYXTX+- z>mvprx2>?xtRC>lkbjQ0W+c2aXI-25X5%3A&1$TS7x=t|TQYNV<8mI*r}>yM`ToM< z6R+f%^F4Gdc)K$ETGZgPz2agzDy6C_Lx0gN3(i5;`yT|H<2)#JQnZHz1Qi3{ijOiT zU~JP$H1jhef+8VG3gjjVc0*aicx019(aPu=2<tP;8CLQNOvgTEHUU(^7f*K8cf(mV zlSSJg$lZG4jn%b98#(AF4@GH<D|_P^`C6SNt8pb9z+MNepd2X+n~;eubh!N|(4LX~ zPpJ*9E+fcp_&hYFY0VX=NaHi<eB$%`bC%B!px^ut6~rqSPL3zm06sk8Eokocq}5)I z9d|}>Doc(c%icvMt*~*yiFPSYr<#vP5;N&AE^6v)g>H2o&r*}8U#E7pX-tj}LRmS! zI683OCt7F)rl*5*d|FglC&ycM3am3DKP}#n4kfDV6(=6pI6Bx0x^0F)W;z_!ygc>~ z$okTZ{RUGpM3<vVEM<m-A0IJ!WyjKN;<iU*=2brcjyjm@l6+BSR!4+JHE;F9sLCR- zvIjLm)PSCEE3ctsP)IiiD?aVTzxvDIJ-}d1`6bfKki$td&lL__YVS%lA!@I2w~*^U z3zJ`q{#cRe6>^zThca2BSML4Mixrj(B1}mBZi`BTwO%yyhx(43k$A=(q>5VrsVtLc z#=7KO<aM{<>+-+d|8HWcC46Q*D*H^M8?gvHA}s+vppPDaW3zt;Wh_clcQMz4cv0To z?n(+aNkQfMiE2`V)rzct8l|Y4t|h30=!2$QY(0svCBP_BaPvXk2t}0ANIfaLd`z$_ zgDswPv&-&94eKuT-Qc0GXmY%&{ZK^jTw}mR8KE&kpbIhhe>8n{P?YcY_R_0#Nq0y} zce->-cb7EM-5?+#NT-0*A}O8Hv2^DGQqmyZ@ALV6=lu_cnH_fbxzD-Jb*}IkD4BR! zGp)DQ0FWmEkt8y~bLv-B1r9)^GU`0K>x4q3wLMgDHMs3iRHcw`6G>IeM}-3KTHXr2 z3$&Ra9^F>FOa2;W9*LsGiK_9M8DSI2&6^nkIb!5o4^Qz6_nA*6Mp+mE3Jxx$ImZGd zrTM4QNrz3GNBG2F92wyc1_9wU6+y(Lo0Op&ss`c!kk+I4gY+tDB~9q8cBlUlSb{O^ zRbk~}Z2E+f#PBvX5$?K&J($>)BQr;WzJC8$(EexRG$z8D>xEkj1(#uU{|ONxLRm@B z(+pvNo=x&6)0r7H7#I$$APH(5Mi+S#7IE2{=PHM-?*!d1@Fy_MA!)gC25llFmJJre zhNH|n%C&_)5}pKcVW-iux$@m((Y$Oj+JxH1ErAg@GTK7uw!5&X?;VxQVdtYmdM~@( zbiY0cN$~B6oY=k12?F+IK>+pklp^2d^jPS%KX%f-V|CidjYR8Hpi8idoWs2e;73=& zI-YOH)Nz;=9C#LEoH>4N<vwHHb^<d)sMKZ&RLR}T<8S`w$%>~llkjmZIa<HpZ4G^u z;Z+PyjcI(>>n;B%q3<6>;d8;%poR}sLP6il?8{sRp-_P)pF1P*rmr7WITo6a{fsSW zdBseBQj%`sB75-bdbCTb^J!}f_B~kuXNxgw8oc>Ylrnx$>C0U%-3;JW;oTK*=>Id? zTx|!1XwXv9uzDV-OXGreVjwWh>HQV{f5cQsd1D<tz&}Z|Q*1wE555OjT~_e}0OA-d z|Nj@Pqyi>4(9d~`0H`2N`sFZ*4s{y*&Svl}s=wiS;PDQJ#Od}g)upq1iQwCXM92IL z{l%_mT+;<{VXjk}9iK%JP%|c4@&MPb!I#fP^R6HeRnt9J$`ZivLtDR!%Jm<VE3pAk zQS^*7dvV7VMaAz3e7p?|-xBmG4u*VanijL7f8eQuh$|PqZdX!J0F3&BBtyN74Iqc$ z2)+sMKLt$hF8xUp9u5ahi9N5agqOF<XaCXJY&`TEB`h44R1Ihh&z}?(BLRQ$7V8-M z@QMpqg9*qKqNzXm2#bkw@1(@`Tj-x9b&ioq-BqM~s9cHENae<Y`EA(iBVDhe(@ltW zo&MD1S039z_#OANih{uXOO6I!txf_a3~6f?55$bjDy^HvV`AP7nxCJ-1cPZ>OCqxF zj5=7}2i?6qTHO3c>#}9|vwwZ9v1SfYe6@P><4}HL^Sz{o-48Zgyoj$G7(YM}Nj4yK z9~>NG>>Ds0eHq6p>KhDJX_Rpx6m7IPNyMJpnsKm(;((xh42CAEIA^Su%6*j;fgNg{ z1(QXLy~1s$A<G|W9<PI*@-N>Nk%$mDLt-?5_-FUv|8SH0P%@KzJ4MiM<th-E<a2~> zF`jzdWI*T9J%S}~oNsSzEa=t5FCzEw4ktkMyZ&6F`}nlinJ8$Ok%jm!1m~UfVkByW zZgfX)Rf}{;F#$C)HKH`adoFd!*Jc<Y3N)NFnQ6Nvjmm=ADuKby7Rl3+vn+zCLXw%d zVPBapiiv%{QXi4ZN)~dxi`e5Rw$%A2Q#z#=yc>l+Zs3I5)LsgSE@@2jP%2TcTy8)u zMv&jgNqvKkXD%35IYe_5$ovNjp(k#tcnOUL1k8wMfy2ZGiamznw0P#qoaQOq10$Gw zEd_RAwHuGRiKp#*0%~ewJA`y~kMF?+RiSW5AKT~-vS&xXFm(htDJ=Y}hN77kbsX&{ z?U~;bhk&IWHAq4Fy%v@TRRV}W<~`WI^K?$}Sd9I@=Xx-2iKq4LN=w!0hZzys{l{&O z4kMwLdd&R$vlYaVJfC-8UMcXFCJG&gajEha|48{y3T$}&Am>qE;u3U2M)WVWHquSg z;ZR+d+I@y6yVbDDcPz33kwADQ3pk4Zs{E04g(blaO+WUH;8)Bbu;L~T+6U(C)jq2t z9R?`8YhN-sI%SicwDRc8QbxPzRkaTDDAm^!|Hg0}oG~zy2yd*XxM`!9sruXt4DO4z zs6Frdaw9rn*L0I9(((2iq^v;6h4y<iwFL@UYgKIZN!9nND`Q=0<Fy8F^$)s6xbHvw zXqwb~n+bP0y_qd-56&63;?7h?EMx7w>6O?X&zw2Uyl_~rW>W%5YGHzu1G}#4KWZW( zJ5uC5KQ09O4#Z^V!G)64Y_S|I3}icuxa=FoRm8#rj~iNjpNN7k|IPro;7q3(_0rtt zt~5C;?_J7g#+jvnyU;;E%s}UI{-EQH<TUxcJ3n3)wEq2lIFYiq|HX=FFuW=F`XOmE zDd9PfkhO63Q;FOF`<me9-!0R?lNb=rnJ?UP4&}7<APiETHJl!aqf+ZC_*djqg=)Pn zaJ81=jygeFX<or0HMW{B;BtV-vf}y$d-FRLXt6u>C4JK?NEY&ppJ4KEaH0A*CYI>3 zCdPonxcoXT2m)TI)5?rMG-)ywo`M@Nr>RPqZ*>J<9#GI}Qr*vbm!e-?cb-T&FC5-D zn4E4qmgoos`^<Re-z6HJ`a2#@-flnk)fbjW;3$?CkTptKBda*E$E0nCx}7L7@4A6{ zaGJZC{Pi!fK*`dDzzR{CV;jR*O=Ya!%bOdpe7|dT&f@PU#)lBdc#g;nFnybRQo}5E zzO5E8_Os!}CCQTK^JEhMGwq<4sE8#!aVw$|t_JdHfIx-z(pR9Otcdo|rygS2rGQp@ z;%lP<xLET5*%=Xx&ryT+E4|X}mS=mAP9<2$Hj*5xKLkghrVk9{Ek)z^sC=G>Qa9uL zz7!UG<4qp9A+0M{4~#cyyKhS}f0`?lU>Uz5X(d6612T}>tOJxmlCH5vm?%y8hF}_; z*RnD#)Q;Z{wYRauENN(>*_7l3OFSQOpIrRLGWT-)W;L9K6t&-?_iye*go!80jqSqb zT4^FUoyb5q@44|x$@$La7jolq?{8HEPKh(|GpIkm8UW!pZM-7x?abPPOo$j{(5Hjg zQSYKx(yBY~fmBEG5yDr4%UML0jV0G<_T^ebyC@C5%wNK%IvBUBv=F?F|ALS?h&V&Y zG1~rIV--_=U@4w{+`b%mZVYa{_C%|Yy7u7h-4eO9A0xs*F2Y@C#Q+_o+BfKVg`mq$ z!Iy43D7|3148-o(M(TtIA0W{cnb^cM3UAU-auAQcoUby!MgH9kia;qQF6zV#&l>C{ zsn&(^xVxve(u5kZEvz18`!jA0@4B)XjO<qI#9EW)aI>+-miV^k-DL`?lKjz1*5OH{ zN5+?R`t0_u)Aflj|LLI88-6o8StZu_fs+`kf)bNvTTr#bh?ywXK^TwXFrj(h(#0h< zlF??m)!g?H-kUjr2r{MSthcqYatqr3Y@6fLH#}HHc0U(5LuX0xB*t3G9VtICs{I;B zcv=9+kwUPbzpopCUrXla!{b+c#O#$cJ;XIRJ;L=%4%CU>N)s2&SqKT_&pYsS$zAm0 zA0#UT!5T@nGT2P3w=YCe-5T`X7^835rEo<s&?=NT9Y(eAhE$WKIqMN`1}bPofGiK# zf{)~~@l!26dAL2#?d7^k2R~d-37K-bZft$RJrD%!B*NE*Z#s9hQ);n;4py4rcV!3X z<bP#Iom7dh?r(1iL>n$z)q?j9^Zh53JU-h2MZp{*emAW4>~bm<j>_TUVLV7orDt^i zu$vJdcxS<vJ02gWs=1OxXkDAJvFOG1Etewq$mvyn(Bpl!_;Z4_CsJa`KvB0e@Ag$0 zaZ#(Y>O_fV%QOqB+q;WzGixf{3#ON`nhA#DpC9-7Ip6$TqgT+tHf+3cLDQ#gdfAMb z+V`NxmB<keXwWK8Q>+%Zy(rHX$O$;w$g6GH^G*;%G_S^Huhrazd{Cr-=~xf%%`GQ$ z-N+$-Gh)e&Muy)-T{N9!`MAQo6bVevYEteTSN<vdjqW~)cW4_IIsUuFk1364vMXp3 z8PTrTSIyA#Y*es1J-0MF-|BY>#He^V_PAxdiGO$!KL#DMf<6!q*N~&vXjW^^fFpW; zWm?o~Y#|b8r&^QHY^I>E@*)PUXQ`0!c6r;g@QI|C&tr^#9NSbX{^1B485?tF8xDP{ zCyM}$6I0VGOb6jo?4?yXP&zFQXOd6|VE$6|J&kI}8bktluCb*!NYere72KW-*lRp; zaznv4^SluuW^BWCf2MFCtDlfPBb>NqzWW&qdiAkZ;2|iedNqnPj<uAf!yp<pC7%Xx zWgmty!5~mvtsV}CTo^j%A@wjA;RBkT3H3C@5`p>$v}ZPSIYYi@wzhD?ECom5!^6lI zlTSVB4yAi_OAwi4`QN7qAulZt=e0}9qM1fqEOf|dPjLCg>T<>3d#`->iu8o-jTiEr z@47Mr?sx!7P1U)FgNv@AOOs_*NtHY3hkXbaE#7j|0|?Sgicq5~Majh&Ck&#d$#7!s z#-Wu4hjP8X6+P&Tqp8CvGAO5^2@&pT3~|>z3w}SDplSZM(BwU2NW2R#)^(f<F_G4~ z)J8*dMqC>UrG3R)P4ukqI-qu$0Gpi<AoZ`+dmU$vrXIlZ+`u2W(u?9~`hQU?*PPw; z;Iid$b!VE93zaBRr^$0lR+(nugm9t`A`HsLw(_EHJTrQ8K%K&@LmbX2&gkN_5_hpt zm6qCjBQcYqBTA}ZGe|o^Fg@;<Ci<<)VQB~M<Y=Yj6eVkvqTemsR|VlKhG5xa3j{7w zbTs%aaP#z>-@Q)rd1u;_qpCcf=60v?&Xk#;Ejx_;eDaVZsNYuN->wxcfIVvNuRnkK zqN+}fXCN>6^S*K~hv-*}XGbMb&Znc!U$K+rgD#5=wr+cQ!-@rL6|o1Z`=|Z0@k{41 zZk;v0QWFc}fldw=ZVs0r6Tdtc`gm6481%2nMd#<VmJYR9_v1z>6n$y3S#9d>v=~Lw zp>LFsj?d?%>9x!Fnwp?Wa2#b=)vO0X^wEo}ESL+{mlJ8p<^B6@zM@EqVkouc=%M<P zk~0)iZUCKUkkMaO+|p8nLi@hK9<ZY6<KtDl>5J044rU8BhilJC=C;&z{p@Nn-0g2Z znmTOv@Fe;_r0xY?JpgC7z}6w*F9|uYh||(Zab*+cO65NE94vTylq+O_OA}%D4r7xw zwoWlvCp?`fjtf?2rSEJs(?uGur5}!pX@UVRI9&JcmsC4k2!3p{Un5?wMaPHG$GDG^ zqk(`V;m+%@Z`J;T4p_Xzh69GC-q#d2&LmljxpVc}1`lrK9zyx+i$bnrhZ9dcRHN&3 zrMWfd&u_g`|3xC1?qdB&fnj^SRTD9%0}Ul#y1YE5nXW(mbu5sj_$-{@;Mm|@M<xoz zLr42FH7TCRjvVs!(D4XMq0z&WGQi=11~xL;=TY_H(~IxuK&K`DHG*V=vzCJ_8{X~n z#LHPy@Jp>5@vAzwf*}$*ll=bv?kpEvNaZk7PZ`9iNP`kC9`O`}ES(lz<FqncZh}UG zh+qm3PJb{Je4O37N;snAcN(m7Tw7LSjbFwBQQO_IqJLuD{+%94d6Jyq#PL+4Q<dRK zG3=%myk6MLL!+l@#rQ@ynoDYx3VAnVOCBN*4`fhONNbKrVnZo1m(fPgbaY?zKF;QN z+@Syn%9a5W?kiR@yAZvSS7|Dokh)glwNQU!V=h;O2MFUX2-Kt397vwQmg<fq{dJen zFJAjKF+Lx;4Ah3;V5qk1{2LHYdY0K=ba?9AaxiD>(In8DmMh!Q`SZ%G>swT<$WFzA zJ#rD<!c|Jey=|x8VO7lC_;Zjhyw1TX-_meLLtBvl-|gC~$iT)`So=CC!m=&aBLpmf z!J4jJsJ`jN&Zh8FuT_6^8)4Io_9V%bE8TsxmGdx!%M2q7eIQhQ1ChRmx#6|%K*rYM zH}@H+GV$ju8SnUsQ__62khghjPx1MyzDtpByG|>K*lm*D2|g{lzyknXu>23^#`<_8 z9m26KE+s<x471-To|+h7cGW-OI1pFVI691;Pc?D)!_5<g7nu-a0fbP1GlqmyLkx>~ zLOVd&YXGReA%EvsB;7t8CKoQIIW3L{v~C<b)3Ek$f2m+eXGN6MA=K}&c~^N-UDgHm zCa?H9M^En?PO0L1lxa+q8~7M$OX>Y=Hz@im&;xeiKfP3FzN~USc^^8iDNyb0L~0yh zf(atFMQc+_bNRvrI(taFd5sc~ce;Mtow$Da?Q`Q1F)3xL)zaY&uKsQu*;T7k7SPJ! zMfc9_n_1zQR!>`VL=p{7K7)UM9$ejG1+5<x<5^rs0WY6m*yZ5S`T>d?hhMv~OSfR; zdS45W`JPtfY<Hf%#Z)kL)5U<SQ-oiafv6o=h|?T|YmOE$W>7(OR#~~4uR*Nij}KDs zfBPIx_7PQemFQIkKG=4x^NAi{f2KWe7Wn%%!gXB5m}4)tKOm^)*Zw8GK+w^X?szeJ zSM%1U*v!&%{GqM_vL!?q)$hh}1@Ozl?mX$yO!rmb|2Vn9@t!Wk1-NB=+54xP>j$@! zd)du<OX(A^GPE6FEI_Dl?-G*_Ofi5<#pGJh-$`6hfXQ)5V%JtKVClQ(rKVr9v^vFd zS{<ZJk(HOnzITz0y6n>aoQ2d7KuSJDNR)eD(MAc}*gqF0%~|J++=ZD`UQ@0$F>U=Q zS2VR%s^Wg*k}&THYovIG43XES?^?jey5D~K#*J0{+gFnf1C-VHeJLp8VOWUjNY(z} zA1C#OAt(KpC?w#c5Bn9?e!*>D9BZe^OrA{WOL#*U_Q}?PwnCm~?llkQN+T`=6%_Kp zT3@qRUKBnHulv|l`q9AObfRyvMz;rbC(Z7iPF3>;2o||2WSR5Hb#Isgt>U0F$-doe zvC+ks#%7RFTSg<ipjf3cmNvYCAR1@Sg2o#W+>W5m!YP#=_#i{D+DH(VZIIk=MEUAt z?B`(L!CsL84f!<YB;+()$oG)%SQXkRvtK2^CR8A|BJYT=^tg&7Y_bjs$Nbai26FO< zw5MO-#`N0Jq<9c4l%&F?5|qaN<}!70<3`b}5vDnZtAd!>p}v6Mr^ha8R=--b5pQK; zmjYZ21DsqQ1Y9}~_jB>5c1vX3Uq`qWHZ*7~GGkEKbw;9olJr;m`<xsA0T(484@OWc z;Du>w+S=h;5js$ImlYf~n(HX-DAq1c5xh%*N`ANe-c;VvkTRwX(;lpg*vMdl>R#L< zrA+&kD^s8Wcg6(d5H`BGnK?KfMkKxd8)~-Rp;VU0ec!!nwEPvW>(t;tT~ShGP_^9C zV3V=Y?Z`xw+(6p`23smt3~xVsZw))eU09g=31<WsV?-MfB?uV}0ocT_4`fOZq!BXw zV2Wisrpz{vL$d7QMxj>Tj-2<eSKGx2-PoaZjS@AfQ65~r(T0HU!V&1cNzIxYv836b zz^meLb{tLUaN-6L%$eSdUAAwd%ZslUnuvKjLKo~ROPJ}2Up<6%7sQmecyvE8)A(E@ zAyvV)x<A^*n#BP#^mgDMivv_pJ%1$*?|tBMy2SbTXP|OjRG<2L4Ki7tNX1A}x0f^> zPhY6DUOs-K-~Wys+tA@e6|~?0*pr%`z{RFlm)<D!rC%X(4sg%7_d8yf@lmYb-2@v+ zOuhoeofp5qa_R~uxV9mAlk|psP3QHtF<M`T9YHYXhj%&|1>ry0R<sqDxKojBW)aL} znuLIdLjeHXxSq!aa=J=Nk4sKh`P1KF#K$3mAbMad5b(fvmW(@837)E?=Y?{0Zo%1C zWNq*&*;)Oz*k#goK5AMVo{a*l`fZVQS0H#<065#lGvEy}-j8R=V3YutmZP6dMqY0~ zi&$b-9f30QSKa{+7pD(rwq5zd>0T0DGelT^9VWC&qXkhW)u|N@BH8?2SgSryeA)9? zk1dHCr{7MlcmJCf@}G7?&y#8a5lQ&I(Ba(j>h|nCd>*^&u;B~eu%e2KlI)#(FL$YN z<tJtEo&{mjra?I(NDjjbNs=3v;z+gR;Io5{6$vUbL6g6i%zbO}Ne~1^^Y6X0wV@dz z=m3Evw3s>~3vX&R!%?J>9@pEMoTg8RE<|W+wxsXZX`JuVvzg$JS8tW&?cGWoRPxD2 z6q7Oh(M_G3Rhh#(P|ZM+6eG-rIES*onUO+d_Bm+!jus=z56KIztt|E_@#4roa}Q*O zJoVa;aF&$36EqEg5zTHkMv58mr$SR%VxlK_kI%JgD@&!WQEW7Y*6ML->Nw=tzhn#R zMU|xq_Q+qbNuMI)$5H5kd5|rE+q+@V9-?Th8G$*nMYT|-!!JxAuk$uM&CYG*%`8n8 zT9|r)U-mWQ>7{{_oBceonlC}2i0Cwd#D@XLb4LQ676_vza0V%N<hokD16ZuH8gV2k zY(GKdlIdx2M=~cXhNuiadZ5)#nkRswx8D@{Helq07P`qY#1SU$UOimdkNwmohvkq$ zTUp7ERI6N00Up15*Ug25;}VxmX34=+mIx7++0<YEPaICL@$oS-PYPyxIW;+8q8KHm zmZZ#|*t(F({-arhFNLpW9@lko`trB2#57?1ylv3Nx#Ou@OsXw=*?>-k%R81PIhv4L zzsQJA4{a_Smln(=i$c`HXCM_VkL+&0z(T2Q=WL2&@qsWCXS8Lbk(pSA7-_&c`6G=V z8cqWHf%SI+dXhV-Ro--!dAaOtXmN76t_p;OFEAC<nZc@8vcEtuwx?3h=<c3p#L_|S zvB&S=iUrD|Wu|0+XT`nEX6fe!&0;;+fk5xOynD08b1mIvE3164icU-Ph>ukB>h8Wv zX_q>i1Rv~P&9!ogr?R9t6ofRfleolEDCam!n0Rk8L!vo?9vUf%W+FZKi7_2aIA|g? z<f>;`BJnIQf6zU2xjxM~Ut&F^_aS^2qC^F))ThC(vsf(SnpLo8g*Fn9kl9O&dTaH> zQ~B)))if{a6zZ+Jm<8RT+A68N=i%Z?M1#11=hv3PAQt@Q?>t)GBEN7ZOA53gq`E=K z5BR_Ka=k_ihhYHi5jn){=sT;CB2c=<N+|>VbpLC@8`YBk>&5x;L_{5JKdJsc_Ak8b ze0~9RGHZA84bGr5pq_P~&_{@NrVTl82;LpAj@!+`O>s`U?vs;-eSMrKhQ<r5Z2dX$ z4DP1~g(gb5m+ofGY-b+eepBaim76&)&!M(Ko_lmFUTSX?wdohPPXI;YIm%=0ZiIx# zS6vf?NDrGD5nsSA0<_Vr@)WUQUw$MTRdGtQ*RBI)nnL+iNGRkdWjc9Usb)hCOVcHF zFa@eQ=o1Zrz6Q27H*~*5DidTD5?yGn00Dm*z<_b@&g?+M^OX4;8rV=L3iKTPtm=!H zH71DmN^K2=mq9dhMdpxZJFbycA$Lh&9}|Zwi)^XLytmruBwJoszRJxj<0eBD-<p?| z!+&tqxGUePr`eHL{J@_*qS<7|BuM)YuHb?|j;?_BhR>c)|H3Q`;j1y5*|^h;!3?D> zLi{K3)QamWDi1YXUBe4U78j8OJE0J+fA{ZoWGY8lP{OwK)QzRu0%Z>%XMhSd!a7nP zH4R)wiDPucPWvt{!;%)qOuv?0iIee?WkBzh40BJEwFs8y3U7N*@J%b<udQ$W9s{M! zGjv<V4)=Vg|DtS*0FpFW69%lFf{k@?E1Q|rGfMF5U1p1$`1<M;r9vMlgqwwxyMf$% z_C0tT{dEzGvXW~oD8m0UJ|eYIhu@#8U-k+hJ${v_@R08eq=NU+o%1D3G=iDYj^b_` zKP*xCw9RvL?XSvX_Ny8KzaS#O8t!o+#MXNn)WgFGjXtmuI*DXJNqL;TD%R@mb0E^R z`qbHEvK{ms4EMF;CBNMr^FATZ9v>fn=t0n)1DwgqGEzTwu(;39PQ5wvclxYzC|g{@ z!>FZFbQNpN?oc;7y;g97>A)o$_o-WmSl9vs=T9Urp!c*2t*wXw%_2m6g>FhpbFxUX z!FKM#o+SkxZQKfVY6&vA8!c`WJ2aG3RIeKQalXeMgTDJXaOXs)yS3Q2IA-&^lhanj zLQ#7PTtyEUjaEs%eY~A?B2x0bYI*BSmX(o}>u@R}-P&lt0=T=JP9e$tJT?d%4w<<4 zlic;+{0jg`o!7nV&c4prAfQXO<O2hxVYmuWzWZZ?OS^08&%sx6)j+!$Cs5qH?d0;0 z__}^LrIIb=vA?sCK*u!q7}`&se=zk}@RdtIP03o#^kJG07ICDVDoq`sJ><Zh(6_~^ zO7>}>%<^qvLH~n(Qt^eF#O~uvqW;d}-ZV<YS!~fiv_e0vh%-l)V8Q=uw+z$&Yqw2d z>!lsQ{A2tupex?w?&!#(UB3Ums|j#e_#5AW>9j%=N}p8yc-SU>(~$piqNauwA2$p= zK)<(^!9`^2{i(~6Q>%h>{NizZXyX1Hvv0Idm;dlQzFA%nlk$TpYk^KQ$VNYEC&Q+| zr0Q0xps~~0?KdpY%NfocXUR|Lz6vl)!1o=c6kVSN|BBst?0((4x$}tP@*7ad4nPy2 zqet%AoGaC}zaO3Tunj(C5%x-^e>JW}BG>zQa-u@(YRMxHJ%RI_aRo=;&HL5K?4eCV zO17F%<IMcZzKxiuI0wj4Z)R$lJkVmL%qeSl+)I1raq~mqJEv5o?|va>lEffRNGz>+ z1ieBX#R!RYPIg0U*#ho+zsfYVV&yfUR#TqG(h2T$wc4V?{f$a?MoZjU_lKZ8Oj{?H zd`Z9KbGY!p2oMN(un`xrY9YcdqWxcMX9D^J{4u+YiYj;fri#o++3O>8b!Ew@Y92<| zVIV-R82K|~0oyNi0Tw&YhKupVI;dN}n9UI#$93h>9*P&QjggHmnep4iNl<bz9s?!B zm8m+lc0>9?-lV#Q0>sJY|7jecYtGMDXQ!b}MHeb#90M`N(%FB$ymxER$|E6}Q6aPH z$5-pKn6lFR;jCAZQcDr*s9CMM_m+_YW^eDp5J4RgvuoYRa7kLNEt!miNY5JbDg>m6 zQv91df(t8Z?JFgM24T5DIqBT8U8&>!lCDI+2Hg&TaXoDHPGG7yW|HIrIx&+en~B=o zq+=25Fs<q?Yi&8H2v<YXg_FuQ=esc^-Hv;Yn>=Z-v3q|D@a>)(N^~3oY_?@A;|#|H zpXBawz*cW+c6i^86zl%+xrT9t&!k-Y%Hj>E9Xh={LlS#@NVtHBE=bgX_ec446v*7> zz$_C~;((8hD47<+5zUJYa-Bg&7(rP2)|ltKQWx7_mpL(K(e3JyKbmK^)bG}iF`T(m z7aM6tt6N2kA>jQwE{R_0JZ-zXju`ZzS_iG|8<JQ>ZW&U`ZO)cU%TuT^{)Ek*#u(bI zIGaW0?&{*UnfE`W1*5t@{rB#*Rb5+$`GKdS0Vlv)82jOt3Z?vl44Ct(3OPSn)ZUws zH<foWzah<1K5V$3Cdu^S)vMeuIW~)73%bcwRM7nKLA0|uV`H^8_rvdsmFwA)sYduo z|7pWQ#hVJx0b+!jSYKyD1HsAFmVf)uv=Qpxfznjs4XrWQ;ufwTu+k3$k=3QosF<Yf z1f-{Zn54Y7E0E-&PuZv@e=B6e3DvFkHL3iz0L0)X*YE@`%-bzw3MMAdcCZ&Y+*VoW z-0zv+{d;M2P4V(LCznTYeH&mL?ht@L1)9bL45A$Luy9AAI-`#8#>%{IJ}c90I=74c zqkx0Ot2L^p&#Z3*?(+mpZzsQrc*TwTKXnp56qD?Mzp7W;?rF$fHkkrtqbi8NC18xi zd+lX*vaj)Oe<>~DI$UqYeWea0`N!g_$$rLdmm8&*^DB<L_RSYK0?2%ciaN_?hkGZ$ zWNy~SA=zD(9uZ^|O%-q+{<8OLog!Zq+i890+@FCK!L!+<Hx?D#rUH#+YvI@-rqfPk z?w|dnR~c7M@kJ)91G&9meEu1j6|RAy|E!h+h_5Y^BE$rliEB=(7^V>_q=AzhXSU<e zH>qjaJ$PM1xfttuGQw4m)Z5zFpQ{&)J@@b42JZNGE%Ax3&%zr&+BUc<gCoPAT_-0Z z<!!(8yNy9ioJlqW8}&=I81UXxN2u>zvAAO8&?)@$t-pSz43DYHlL506k6Rw0!dJO* zKt&io5rIge66rsn5KeBV6^c^RR;1za#u#IN{>uSc^Oy13%vHw`qSs7WiWF}}(%p#7 z^4G~Q`ir_F{YpeIl%w%tamE~Wf3@7D6qciFUgprqY$hNjNAPk?i`GbMQE@RUQ#gLn zRg%}>goN>A3%6^DKS#qkf{u<^8IcL~@Ba)|mCs&Eh&Kj04t^+XU?6_QKF-W3tJDH< z<}Ws9La#5mndFYI`x$}H1@k%y4p;&1X1?ba&nIbQF3qw6KP#oSS|E|`Nzsw~RmYH! zpn#PQAadcmvz`<_53qLc!K-WjPTp^LV}}3&HRK){#im|t2u2Ut^J0NRqq$)Oaj$5I zEy+2jMZq-hnO#{9w2>j#Y^Rnzcqf$PocX?#89Y4PI%f}$1=NhqdeFm$EXyov!8hdP zd6@zIKM%>jiS^=FI*nB{NeeY<vTC;vPXZtmTTmI<{N!I{e$zB-W?W3H>n186c5t`A zC*leKg!~^D0Pd>7cvH;2GDu?0ZhX8QVhva(00xy=34Mm|L=HKe6#q=a@q(ZFt9=T( z7?h^{;g3+|PEle0sb9{=79Gag+j_hitXgb<k`dE#dzNLCw;jQy-i{{3Hf}sF!LT)G ze<>TGyDDiPFqTKPOp;_`a)2s+9WB=`qaK_h_!AQ;a_^_BY6Tt|D+Ovx#li|UJ>EaA z19DXkLJ;^Jv8Tz$CYk@BYVvqc=X>CXXZR2y3%2vp^W*qAq+AiKDlMgJbQ!A_umO$9 z)T#o2@Nyx_rTVIsV;%wJ2dVtK6S@hk&-k@z<Kr?4{MB+!cCn+ju~7{2f&&i4iY@#+ z{P2bnQ`fQuXv<QHNd<-2;@w@auc6vtr-i?Zty}f&%tr@rIi@$C`ll6B{TiH!qxvJi zN1bSmoQHUIlML23vE8^DL@g8r?Qfm>Jjiw4_cf|3EdUETm|xA60XrX`lGEEVh1Y@= zUCuWDtb6NfozNq`*17FaDb<lH5HHPM{`K*5hBquXDzoaAMM!n#2VKztkY0hIOE70D zdr2KbD5vW{g$!Q8FjVon$y*l0-Q8|rn{YgpGLtCr2bc}^Po4Ese2ivh_!o0Wbt~W@ zT^e&Luz`$bj(cJ{nHfhIUKsk|8)78zdv+Y^0|w`1C~_%z)ALGxu&KBIFPuN!>?;T~ zO>+S|TadD1=7Wom`$oe*#49vpi^INJe@54}g*CihXotJ9P0zv^S?lznv~gfBzPV=C zW=T-kg`Wy1+AA!hq0MMK3=V>Gl#j6i-#@o3oa%~E4%`7dl;i5)m%qJgtyi`gqi>ke z_=w|p8Sthi3w=Uamv*q+@U^uqKk?)%sEu7ywV0^$br>Pge5Eh?KoE_LKCoZ&9nLr` ze+8bwX`mH2h{oAqD`P38>^cFUN%#GZ*0>VATRGF#lW(TaOHzhj81eBFxIgVE*~}F) zi^-__TJx-gb?ZXO6G*8*$h`#xYrSet6#AsU+lIIiLL33FS#4X5mKKlaz9KXrBv!X$ zYvdw-Sy+^tE1yFrz@(Cy((kg|_(rVJY2h}&OT4J;brRS;!$}{jShBp3B?W2jFnIzS zjO(;nLF1Thh*hoqn;+TocgBV?bqZ;IJ#<c*yG2VrQ9gP1LYmK4#nfNe(1U4BNO+<= z9!JMoh`>eBtDYqb6=G$xx5rpwANk0}=*1RrcJe7HE5~GI&SR&)w53S9O}3=V9k!Mz z!DGe2#d7md|4UW;ABApSmvU?SFTQir{J;sc=d0{QXNrncSog<1B8;KfQDy<mA`Paj z*3PQZ9jEmCi#!1e+NYbYaT!||_`lV>wv%9ckA)BZrimi&kw7sYqcwD(vnn&vY2BAu zy4uSRez=g?Pb_y9{Hc^5zhIK{oXx3qtsJTcKUPRQZ8u8nNAd9rpHzhk6Od;QDQfyV zuq_4D?3wua4LBtW?`L!q)$cv6Rbq>Gtdv#SP}WA9RD^~+pAgMEP5sAtk)sQF$sYJb zZoKf)bW_+}U>=tW+j%+e_;|KA_$eoSA+>To{`BP!d>#HkU+g&H;dOq&NAW6Ox8opr z#w2*E-1(ywX)AyaJZ>-CBr1>kB8Bc=d-c}+4VxrYw^}-#Th1yfH;NG+y}XTd+SAnU zfFgm%@3Io4Pm|Ubx^6t5*4Sa=(=DZrqeQXmojZ92wJ}C4Td!_e8F$E)0hUvQHTZy9 zRf+F5zm008*8fk`jWK+!vo7<S68-n5y;AsjZFZ0_e=7W!WjfR@YeI@XMrgL|u+h45 zUmk-};_H|$<%+P*I8pjMOS(lyqq)IvVgb)Mt}+&hnojx%OOZJB0{hv?7CUo=%|`Z! zMSk8-BgIsmyRq(7Eq{)_ObFX742|-=Ts8!#Oa%n}((zUlI>ENcr+R~i8DUnksWp-# z9F(8VB`lN;tc5?bDSWX#T8v+dtF<U0uv1K_@SO1?&^9KQmm@CEQe?JHc}>%-PGn?; zW0tAs3X=tQHyT?~qGYFi8-GKnjTAv_I2H-p({5YIuG3Gh(#@8Ff0(q*N`NX(xtjTj zr@x!cS}~+k`2;eH!;Rq8_lo$S6|X)(LTFTDKq$#nx6N4~z2!#T+}vyAiWt2?c>Vsu zm&9_%Z6_+Yd9?oBl91@r<@J=yYCt;550^C%<Iq}R8)rAMWuMc#2v9@~6gM$ZgH<9Q zbAUG0BFQogf=kcpkB^3Ebk46Ay^~b(iZaB2MDWJ`-<>VF=M1JUT0ovuP?5x4C~F>^ z|9-_kKj2S`Sd~5zNZLPJP2A=z?i+v5t-Hi5y5~T%l)kY5#b@q!;BF}GUHdXO89%KO zqM1E^gGW(`^~;TM;+o%s6yKWBV{+BLJiy`aKJhm7e2(IyAiKXof!OBNJlCPC0#PYy z;@6`m7A?C$8Ok2F?aR5?&hh;HN-bgf@4z_8F2iTw245j;2nZrc516)a;q`bOT?Ulo za13PO$ISomzb0Sd_jGr)ycsin-WcD^Onh9y=0bE~nw_0Lz(z4b=en8hOIEqEul&k! z5E-BY8ek$2{Eo#zEhb{foSLw2>c8)s{iT1p$))9C&s((4pG69Mj)IiTh7KC6JNUN$ z)?4}U1kMg%LWN((g`M|>4e+~Nf=-t6AMZog*KT-$vjZ=i6VrVfyf*cpyBl;msMe{d zFdgecfxk5B9z=~(t~J{3<w*+SL`xgp#f7kBN{+eZX~ZJ$K(Z+E%~I4qBSv>u?P?|% zx7`he=0D$?tdt~ueff4899V9!-ssQ$jRQ$?^7O7(YT`6Yp2Ra;!_Vx_7@U`x$zkI@ zSb5lblJ&*p?|R)>wjb4UomlEH6fF*TG-<w3{FQfv&-!N=a;eO~*FXH~h7k$O*z2dc z69;i&ru{khNzo1r!;<~4OhmcEZ@Jsqa3H)@v+E2w7roxn52m($;y1O~&Mhy)YkEBe zdi5REavD}RW`<r+E$H~Rebeg2?XNb8yY2;!>rRc4py!p(H_AI<?Cf-!7yh|vAP{&U zDE|#6TI&j4YL<E>nJ2Oh4J!i0k&}p<@lEDiC((<(c;YQWmuJ{J!P+j?yZG$jm(lCm z;d1?2flfr^EH;O3*FyH;%nZfS8)c_lg&m2&wN$xEQx$6#T+GLXQn>E|(!}#FwjrYp zH*mv}WZb~S@Tm4ZMtPeT_zzc2R3PW&UnL#>H>W@`rMId?<@+Ue86T?4>b7HKVQ*|x z6qVY4M&dMDw+R31JG4zhkOz+=17eme^HcKNmd!5$!G~#WFL!I{jD_!I(!w@f4PA7_ zQ-@2rWgCvPV0y{8j1brN6f_ZxO7M@(K-!HMk6}gjgfo?hUvDR!lR^Y=RF3mrd<8{B zsx^^AI0qj5#px81859Z|ok)at<M3%gNCS{)39(w%Tz1*sXLMBw12E0-^vJc=L$BaB zYZAIy0_={v>6wMgdWwz$xuoL3{I!c1j`dbsKP-ImI9ZV741wftW;t#EYyj6P`F>Yr z+P=9DEWcw*`@!JPDriZql*LHZOeRf>ReU4S83?RsH8L&A4e~R_RZC-Q(`+PJj~do1 z_M=p8OsI#6IDcK)mv3XEA<%r_mHyEYb?y8b_4r9G1k{b9q4m|OW~^x5JNV90m$l9# z1N%TFJU1IvL};%#)})fGAY>sImN7vPiIekX|1QT_4`jB4er2Vdgadis_4duHqnS|r z6D@JWRc98%``h#&e(_wA%;5*fbICQoLK=##&<vDN$-g9TRhakF)sAh)<{!=U-PC*G z?CQ4N!o#YTq52$+VoJ;hLVZ8LTp3Wtkc2a|Eo*+`ku4v>F#d-Y1Lf*<jYYu$LD78M zPh8P(!f-U`dpy^mX&2>jPD_<y6d<O2MeO=P(^}u$EkWQyYf?cL>RM*`eUKtu&&vsr zag;gfLa+SZ@u;!8nC@w;iD)kH@Lb4N2925xmR7fE(Egn<?YQb3Y)l*{%obUO)c&2` z`V&XQok?K{*n?jkLTdj-DP13`W23a6`omb){gz08$4^vLT=(Z}N7gbqHbql;@b@+p zkjcAXFWlc<M*jP_4kEx@^AxG!<m2eJuZAY_r}pFT(<$z|y5kRV>h7YeGgCRtDO9U< z7ol&xFx2)yX5Z<sK<DyjnCUt9CjvQ#yXG8i8-0f^kNb2J@dphC^td;l!>hu?8gdPa z4MwfVVN2}=hcgStnbE)uzAwBLfhlpj)8Sw8R%&YKK*p!Tpn^c@aJh9t(7e~&Ig+c< zFR!*6mN38<h+78r`x~iaQQVb@`JDFA=zCY-zq@vNg@SN94*?$%4JLxs>O3g)IlS5A zsWOQ}XB|lC5<8pyK#k{od?M;<Kg(a4IrT|%!SrS1Tjz7jO>1DKVcv@S+=ELFGs!9$ zkezO}U>A+vO@f94tT<vL-&k+THXa|@zka^<&;O`IS$Mj(b8Z_2znZGXRI_P+pHI&$ z-6NgGpumVXpqH$@w0E<kk$H6VcuwXYeAbWc)yRO=p%K#JVQ&9UvyueZ4YU>cmNU=Z z1V4WUdg9*6urk{cff{3NeKkuz2^m~Whn;{|KbG&Ug;S-aCi9FNK$1cwMEuRqE=yt- z5seI~fsnGHTfHKPmxt2hj}!BGnAQIhT3y29(7s|Bs!B+=T)G1UtZYkZ9UGhRl2`YL zN%HN?B}{H!&f<(;5}$i_V5CsnU3Zt36D310Wmj#>Iyu8(u`dQ`sS{ur1Q=?2q~}6# zGzHr6u7{fqSgsoSdG7ES6ej>NagH#|jr$I8<`OKH<!47=%Hm$kz4V)9edpJ2$RYA@ zf|mc>BM{u+?g*!PE%WV_>2JVWcp|+bnVx3Q4NBOpN4;@qFrzy{WXo8R>Z-Nups2>| z=_o>p<yAkB?mSz61SwC;&a}RYm9AmuMEp$*d<R5XEUeIFKzpfGfC+N^oS;&S0aNE2 z^W@^y;DJVniJKOD=m}*ST;!`TtqEUu_{Pv@qALWn05dI#fUEwOYYrE&976|Bwv{E< zasSdfLa+>O&wormSEnOE%am6*L5cHealT?KpuY|GeN}4<CcY=}0!Bzmoj*E1d@ugx zo~eZZRv#hK(BuIasS8G*PW<5kn+GDAm1KJz`&(^{(@1j8yq=cM7SsI7GbPj^nq*)E z(@6@v_rz_(SaDyWBj6B`Sr#iTjF?89#C4GdTdRxvJk#Jk)QHIn_;vZ-XWM%Lr>{HV z211;&wz7<hEdUp;#BTFr^bmLHY}tOJHI~=ghc?5`v#AOZ1AK}5Q~#F>Iq$e}qSpD# zYNoGPAiqlf23wDsiaRB$;D<kwBE|Ja?;NsrFDM{PC)N>mONruQm$y7p<&L$^dbO@* zPNpj)Zz-o1=Kj3<P?2qtc>itX`SL1%wZ+|0RcB68@P|DqZN{=!rN&%E1JLtT4*i_l zpY3mIjhM7u?#Evq0g@R&{z3XZ9hK63vdx;XewO6j)mY5zS7U6D3rrIS_ySKJK8y=3 zB@^yn(amSC%Gc<SD9$H>ZpSJTmv{ygi<2K-OsW^Qggnf<x?zYbjTLjy!L4&YGM)Dv z8NE{(f?s7(o?UW@yp72ouk4J<yL3(7>0WD^-Yp@iVMba2s9zP*+ph?cQ?n<Y4vgN| z5?u}fQ_BZ!O>nU!7TRi4ua1#)HVy#5!h|X8DW=o{%R*2<0d=>Jk404nL(m3enz_j3 zdgn9jyalqb{QQAeV}!`<f~2k4G@PM_o&f!G_8-H>#I@VXmFEkd1<LX6Mg~hX7<K#8 z$c07H22tnTy5VQrf8}uke|32=5f;;mbseJ2X?J<A>IE7a5WjyE{K}!@IHSQ!NYh6? zB7_uIL;va>auG<+Od0a(CsQ3;%hs_Qrxg%9-G5-z*oW+K!q=9pU0hzN@(<-AlG}0? zfU<rd{VCDRQ}pGPLE+*}g3iZT3uwzZ{JD7f*9cIEMGU>-!W};`N2T|vhM||5)WR5C z$qViBtSVR+89_Kn^wslIa~8k{KgA^{z_b{K9--T5r<7{IV#v)#MiWPlMne!Q1F0P{ zYB9(iv2yErx=#%D9>oo;b*&N7XrOSgSg5H;W>;RZz%bud-<A}GPp>g6Bp0$|(N1-s z2#ljNP$U-8r)_IS-~i8*RykP%OGO$kBl+;+7GW|y4kAvp#z>~|%>JTuhk?WXk>0AW zOd8&l8KY?<n<fx~z}15XcAoW!h#@^&DPa)Yi)$Tu1lWFo@0vk4U`cJOxl)5!<vpd~ zG>(6{H)7f>3naxX1IZ=q#&ig@%#u!}HW@SSOI6p5D%$qNBWB)iGp&@~0AX=c?j*gw zq0}Mr={*y9qMi6@UV#|UPN))>C;k7`9_lP*eqZ+omYj`=tEp<m_?7H|Wb;5CpJIWQ zysc1D4M&KWc(;%@3{;i%+awf~P060k+(u)6p9J#5bB!H<aACdgUyN@gtPQ-F-sm&< zp@ASjsv4dO^gIF<DD^)ix*oN5lUykH1nLg1R0-}Kz$O@w_g<%-K0W5GeanPnI$*!) zKnhtnbvfQ&7UI4xK7F2uk;86n*y+ExaPvi^!lG0Wdq|<15Z@UJXU947@4T96>jY-~ zwo)GUwcJe~$NkMg!{ickWmRR&wJW_AjhD^zD)d{?TKTh==NZGQ&c_@H(Z?g671@~< zJWHURh`AY0ER~YCoPR*|uW;YY%$8%^{cmUo(%ci87%f#)GT2mN{sjo<W-C=6+xs0J zj(2XvS?ZduOk3(JH}TzynCZW6=r#@gpE^Z?EH&$SGL1sbg=}~i7I)!8?=u?(pGjD6 zj#Y6Emq1q&mv~&{k&1;jT>m8RXfumjdGPmkS@VUtP&WT5)NDG<YX=O5B5`61DQ`Oy zKvw#+$c81U96H)EuTa|S=n>8W&TDp6Pn*4AMy(r(5l;mheJ8jb27FGj)+80Aw8+gH zv*sn{qa|WlVVu5?O9ho}jQo{{LCmFyp#Sz|Zz)7>*9=cOZ<6*{8#=gYDHGq4u%uO3 z{)&{R-OMX4(Hp8e%5pX+VHoE2B&Pu>B;!yMdn)|}Thc2f*Q@1VS+Y5hGU!cL)SJKv z70<2kL4sJhc@z4LmdhzPv<}=5F!G0PA?p(3w~bTeXVMVXOOG7a%jMIx+vk~gFMAfn z&Q^|W3VO*1G~FakY~w<la{tg8d@la%5JEuUOdQbJZM#^wgSYrqT(6yQszPJc_Zc0w z1&yUbJ57D{X!<3;xuTKtv|UL-dfz})oq;-Eds6>_JuMX(Vy+P>@l+i0S12C6Y-tXt zJHz7%A1@&35fTK*5gGbuxHd+DX~irWqHkueUr&8{SF&3dWtZt`JPVbiKf3ZS`XosW z60}aU3saWV(F*>}va7U24&ZtfmY?!1lfFyo*BbGtC;`3M=#^L~_<abyz8f1E0yU02 zXp8)muaz#shmY^gs|ZARK>)vQS$kjhYtVJvSkPv67j#7{mBD;=3IUfH@hc$-%@4!t z(SWM9%JK{tpC|pe=sp<avvGbr;Yg+3k(XL@)A5l~&B1%2Dyg<Q;8fr(rC4<OwuQat zMGU|v9Jhh;(fz&g@aFA0_S{>2S!}GN<Dsmcpu&nORM%Ip=*J@(!jC~fq=~RLh~w%; zVa)g%sYC}trj@_Qy0Z80xp}StGPLV0K^u3uTT=Mt*Uz23LNxFYH65$Z>IyyXEy9ox z9Q(%H|46A9B7^I}R}27-cePYdu2-iord7%Jf3&gkrK4~|uN=>RCA~}c>kNs2C<Evy zzifq9c$#$#?fw~E__U%eC@03PJq^vP1>Kbj1RhbG>>-I&a?Dnpa{9i^rS}zeS3hke zIMMO6w4`w0eBhM<)v0J!&m->vE1uwuETyXU?fS01d4Qi)L;F7fI~djR^YaE#aP!^5 z4M~X@Z<4`d06@kl@>sDZ%6mK!=;YpTxP(0wHv`-+;H?1*FR9%wYyAX9i?rj%|A-yu zE1#$P4-ORE<7$6GORTNkibE!P1(773{m*FbX6Ot*Giu~I+z)=f)*9hs8#WM)nR~i4 zK;BcWw9ta#4T#9vyxgAs;t&f#3)%I#jS3EU>T19Fw`K{jlp@h_(a})-3?!~2se-ol zg1J4V;H+dba6E6Nz7p$KG$6~6jwz9W-^6BYusZ2${ODw>OyQK<@I}tiR+Fj&@oE5= zDnDRkl)n1tGc3d)DVauMX;YlSlQWnHzXIfEqOSQ1*dCqd(>z_CFfr&tuOr$me1yMS z%k?a>zAs2PxXStQPs3M&mf})(`-zW!HdV|dgFX^Swlj4zEy;G8GTN`YN9!`|d>&1L znKH&xUl&8|MCggr=wtTz<__&nkNGYQxD3nY4v!UfOeK7FZasF1yhV9=g^F}53VcSl zE)?sI&{5-+$C(Hvuk2$9Fwy=b1unJTDR*<SuM|M4U(-ZOl--8cc-!R4OD8i77Ua0I zDA*S+jr{nM`BQ=bBjRT6>|0DUbZ99clgnl)ft{GTFUE>g81xZ(bYl-poCTv^WjFxw z#8*o@iBJX=q$&j7oHB`1oaBB6E^v-inNIsBY(J(wJ5)vCGQ&5;@^yVe-b`fcJR{_L z0IUD-qYCJE^@*R=N7^~AN$(*JJ5Ido+b2uSa$D~>N`Gky&=2=wm#53BwiEy50*`Y9 zk;PmsE4!NNwVI>NsoLGf`Hz}~1}vHU+K{A<I#4uD4~Y~w#2v<IlnQFnet&hxRs>%n z4Zd)ga9hY^PeG8>(Piyw(^4#Msa2Tq;!J`<_DRXVM)xtn_WgwNsalVpOPk`G-Gw*9 zS7_N7lA|%>6V_iA=U-fqe8&5O175C;w=RyKI#^{--+>FR;dxWJZ2+hE;oAhZi}*hd z=N7-YiV4Bv+xYd4tGoxQb%Tm*^nAbe=j*=!&f>R6_D;`+b`rpZyLkV1GB{Ep<@W^> z0p1TM!$1f9AUe%8Sz5+I?dm9^S(Q?EF@B6KetkLlAB(d$$JO}^0wgc3g`7{<*b;_K z4NX?9b+vD8YBm1FymjjRQ89vr8}^DOrPi&%d7rT?ua`UoK&=q*HHNlXc1YEMDragx ze;mfC6J}0ZVZ()<@H8|dMdi1*`SYQM8o8Qkac^NvXg$E{r6bW9MiBdD?={WrGyx_` z0B{v)HK&O{h}a+pg>C_U*9%Q-z}>(*f()FdJ;z%aP^G7_4Ryw&9fsCf1Vo{r$vO=H zC(a#PwDSodZBsUn-jz~Z41E(ReSLL(6`la355};K#l@w=wAsl`T7QUad}nquiy`tZ zWXR0RYH;+o_b6=ZB1%J!1@<yEj{550?lASXj2VLRmJUAMG6F?ySp6&8o-%aB&<p!= zZUMff)%p3hAQdjdMIrGgAj9u^3A@X8Yq_fW>8xof!1tq%hq(Z<T--muxl+5z;YAJ0 zGlR9VSr3@`Vr|4$$U%2j`p`p%rx}FP5(21#2Bl-9#{&4p#E8Hs=_dj7+t~LV?(WR^ zMZ2zLP%_W#J3jV}8$j&nTRn;}a4SjUJTr^1QH(|m@L6hYqpY;!1q8~W+&ui|Z`|zZ zRdt~3N_9W>+=jTuCGMhcOar+<dW{#e^X3rx;J-D?Nj<fHC;Mgr>YV6x^z&dI$^GB1 zm$PyT{0R9_d8VZ~8U?&!k4~tr(o$tF&(m>CXWHMtm&!ER)>wp)ke{3bf_qiIp%WGT zMeh$rb~RZ9ab7t<@y>kR8l4SPjRgV$>VI_hjZn(9YNb&o2?-CoVgLd=adZPc(f_0A ztD~Z7-)IM<BxIBhDQSl8Mp6lpZt0StyF(a40YMoW1O;TsA%-q#MoOd{QW~VY@A>ZU z-oMUTti`~Y_nh~Ap1t?8w;n6-`Qxb&J0UYQhsVCr-@fC!=UFE3d=e8&lUhv;uac?v z4S;g5k>Et79BgaY0D5pUSReb{^+@bJA(jlNuAxUhaNgiin@vE-$gX3&+B@KsIKr~w z`A>AfGj{P;6cFmNS(~2W%U$kT-XFfy?wsy$Zfor!RhkqD7oc{3Iijfv2t+~`Ioc1u z@`pP0-Yw(t<Hr69L2{#o*jL9i9yIQj2lqKRc&7m;0$|SNunB%t^(&ZvFx5G0O?~*g z{=28hM3+ahMx}Iyz+43&#|5N0@$5@WF=~GgIU!IAB5n7layd!?<2fNett2+-@-pMt zveTy;TNy-`&bQ&b=xD$i<Y9DRQ3BY?!1i;~QJ98Ni~u&ya&dse+v3z=?i6a(3#)Ny z0_$`Q1{FfpEMVCA{_u7&r#Vnol8N7=Ypeh6AU&KuE1*)BvnhA`w<n}qAvJpK_U*uL zRLl}qhb5-UI3d+yS1(u<-SmT85eNxNWqA;>`+B|_{3DfBaH9G>u7TpRvgX;<y2FHO zDKTm=#+Vw8*Mmdu#a3G!jC}_mNlJ=bu;_jUBxqMOgkE1+hF`<vZ{^QMq+eCmEZi?{ zoOl<X&%R035{pq##KuzOXHiz>V&N`~vUq*6J?YZ%x9yEe>-K3$VO#{u_wR8`OivY` z=)J(?LUVV8rQ34CMviapB&=tlXx$GH$9M0jTD<+%C0zkg-_fPp?Dfw@QdTv90p0d} zpYhS+`l{cHtqt<{r2_v8V5q5_h8<lKgi-((vWfQ}3qN|KHNno*8O;QpWg=kd^@J58 zYFHTLlp_=eIMb6XrUH)Bt8RD5q&xhtA3WyYCk32=Y9JZ;UhOlpwDQjLio>h#muH_^ zM1$QslQ~yO@N8h23{NMHXiR;OZlt|6BWqd$NYTmi&v6AUf$MtHZ~jRnYB{`zIUlAr z4lw9+v0-&?D!XC!-sRu?(IzF<#IYTB3cdBwQ;myq71c~iI!|<fi>fSo^&Peieo}M{ z`2Sh}WLL^bK`AGS*8|cm#Lz%aaw*}rx6#JZkF5ZVV&MR<KQ2gVLS?$uK_Bj%^oaOv zb8k>6+<G(SCd0JI1ZGd2KDzVpf(G`m*A{|4-&@pv;F?7#JzAn2YfY`dX&LhLL(Db) z;eTIbYH2fS{h2%A5(!>kEG!?BR_!WtoxRG4gBF-jDinSD`@&I&>;Sk1sD#{8h41ar zrO52T*PeRIWeX8cw0?8-5xAT|Rl46SiR;M*i@xC%nFsPeMr23u3&BkKi0=^}#h3Ug z5=^CB40+0f7v{d$)>{m&8`dlH%LI4Z<WbSURDpmE2kRgB-N&<tw#GJeS-N^r!d!Ze z@gLKMfzZIxIBfsZB1eO;ONDUDa7@B0hpbA4*gqv)QCgY=DH>MU(aR9US=gfprz{)e zB&iU!kYx|%v?<?VKFVk-0!hlvXb_W#fvR?#4)>p|?W5)$Om@W^?*N%vTlf8V7so%n zdgNC}rvR)!u(wOc3@R}05g`VBDJE@xP)$5h18HFG>5in?XKIpd?G#siz>x0YVVN$z z=^recVEv~V4_;*OentQ%>7nwo!{WYGC(}W@P80!?daBbKWnv-%Ypn;E-&z)E3Q-eh zCl_EfMj7evW-Um=msip)J=U*?Mr5FN=StdpS6BB7^(BtqJ`M(9W9dA>Do`(oFc=o_ zwV8bZ4onwW8GDS4vS+-qgxZ3J1tO^?)k{tJM!^TADLNK9(-m+0w;z_7ryh*ywOn!N zwp)RC17@?EbuxaUAnr1b6Q0MeU$^><fuLtYizk*;BqLPT^x7M_d=wk~uVscF-t>&c z*>9Sv=FyrdK<FX}=pPi0{Q>`dGXRwF6rj!Cn3-Z!&QA*Y`wB~jO~xvB*UVaQu0uxi zl*23XAedS=^WszS#e+ls`_;^OS*-kQs(>WhdA<~TCy;<<nXUo3fjBQ6$QVYcvakcs zQ6+BJd7XN5VJjtNwz5)`$}e*KD~m-q#n6s~bBL4bA$!E@%NW2vqacHU#v4x|;9VHp zmIR&kGo98(t#TGAh^JU=^!cVtFlz{_GsIzE7_ci!{q{Ww^*Sjg`6IGQ=W8F`hpdSI zu4qR{TFZHrS&*u*hEbI{XKnOrC71W6Y58-_;o9d*NFGYsbBmRtzn<~*Xk*wG^(RKp zV6;di7^FB(UijTu$)a9=N}VlX%_;28#z;wg4bg9Ke}^8m_z7f$9yY6>1tQiqpcHvn z%s3CRHC9ScyZ8MM13--ztz={m$PP~S+AEc9gLi(1*ush<Bb+y9>f+3q;gOtKXSg68 z90Dt7Cd#!8f|jhwx56g>D=7wksGXE#tu^jV-847x2M4U8Lk?~+?Q33t5>uSymrxke zWyK<S@-Jy`7MlTN$nV~CSZfq|i1GioMZ-l!=$0P~0<CGPJ;0!NCs=V>R0>M@{$2QL z#};x%e?NX@(NNxYCw?wlMCV|`<ZOy^o+V&Tag?l*p8CCXcnx&8MI3SVEO6V9=U+-> zNd+J_P752g6eheBs`#;4a1;>G7Ms6t>dqK;{jYFVJh$CVMQwuAz2!c>;##0DzKfZT zth<g{nHp9Pir8?($pG3C;!mAKf#HgAuC^d-@~&^MA+bAuM~o6&F{K6Lx_tgeo=+|B zPg=07=C|3h#mY5r&XCAe4_i!YFVjrlv(Q_#S>b*dCbJ;I@eD7x8Q=Z>_AAEk-06z> zHXdw>tlRogJLO+D<w#^7{Tf2QY5r#bscB${Wfhe2zJK34P_|dI(wq}fqbY!gQ>Wn( z+}7@)P&xonLJSqatU36qJ&>Kt{rxx*tDCDy58ibd+bxS7y@nvT-nJVDu4Zm%OM6bD zLT|$w1PoxVm;fOoNE!vUvhW)y{4qIiHqX`?w-KXH@!W&XzIwDQA5!MC*!GI|RUcW@ zap_BFrb4a4#Ai$|0Snq&K|qXGLl4rF(9gc=RaE-b!lx-wx86K;B?T1vjo>Rg4`{3| z?vT=5U)`SOP0;5OeRy(vL^{Q8lSO=2iccv^@Vu^f=<2r>>Cim!k<JcU(Kjo<aY7P- zs~o9pJ-X(fmB<i8!kYjDR*BhJiSJtOkhwa~iU^<FGXK-q;IFS&hg+Up{1Ht7ItZSh zggzuVC^Vj)lSrYTs`->7Kk%Y5vwkl+Bdx}Qt0{21Z}d(51$*3@MpoVoDjd-qU=78n z5}O&84UV6%EZ(n0g0KFN?Ay>>MfUr%K9S|C>L)umjsneK>(%-^CC)Ww{~I7h{aob1 ztJl%&J$*QsVrMWDakmvzm>BH|VOC&{b|pd^jEPzq_f#ig<+++!Ws-OCC6~CW#D0y- z`MWx<@7GR|7x*j7to=0JJ>-5buM4>s>8UjlfnWF?hX6!CzmsZ?{Ag*k>Lun#i>ERH zK{tlH(RrdZ4~l4ZS|T&*Si4Qnzy6n0S-Ft1DBoy*y|Cb60ijNe;~SKGx;6gLOgv(3 zv$K2;4@V&aY&HKTnzJG!pPC*nvxg}6Jx%%<crON6fo~A)qp5gC_cj@{H}Yo3Pft(} zq=qk}y2kIYc0BeUbPGVyEI1K`U=3!4o*II#9#rmFs_tZ}(n?B%TBUwMW{#_gBh>hC zp5KxznO>bJ{PN2GjI@YhaX}P{8Sle$FpNP}BEH_fv@n>iGP#fR&k;X1=x#m42Xgo> zl9Yv11nXA4gdw&VI15j3km~)xG%o}#G8L0s<E^taGSk?%_IDZALKas=r^~p<*{>6o z_?_w+GIWXU0UZn9bcl!DxTSv~(YE<Or3d+{kHE3=VbK`(`L;Z8SZ=Iz+tr4DcQG~v z5CW+qQx^g4O9TP)0%{yJ_9iM3PVnUzCD}(fWM~v`(cA1PyGjX(R6o@e4VLgz`we}! zYww!yYTw?YSq)wXqGkkWm?@p^r5m9RWdB3{H>a!u+(_Tx(-2iO1r|wANS<z!jdMcb zCd2vT_AK?w5J#7r&m=s_jkWIjH*!=U<6_A+GFL3<L==^cl3Jo>r4QNy@W*$@I9_n+ zl1uH^`7(x%#)vAl(26Eui(*-RRZUDEowA5m7Mg5-t8-iQrXw6X5jvlHp;onR`B7Ng zw6;MyQ(b#%H2<Rv4)f)Souf-DGbQaXxu^jJt04FxnWAp@S5rZEL!J+-g%XdLm4S?K zYc2z*8M&BvxydeZF$!`GY-M>f%~k#$GM42pSS%Td^6K1rFCELh`+B9z&F1+$%EOe^ z%9Y?ycC<joM~;Tw`{7XSr!6&rtFgkqhnS@UwG`!9mF2|YTed6-_~li}V(8H!Pnb`? zW#7c5vKI~rs3u%Bq3;W6dd6OS96R|Y!lXQ*z-(gzceeh3)p-czai|sR>+~QVwMAn? z-&t!vb!7r{?nqZ^*t4bFR+AzGU-gf)r^Eht`z84^&HE`O`S(C2K|!AD=$vG0QMd#T zC^Dv>SyZX6py7A$!A)9LNpYA3mKk9`3|dN!K7M89zu>$B{ov05lfk;zw~#`4a%HoD zK2OW51ppBpK&l*Q3D*i37l9aYo2J~Jgx}p94QKPoxOC^J!k%|*@NVRQKw76MdkZP$ zkrI*kpeRf866dU>AT{E5#nH0eU`!za^URNEV?++)r22}JmYQw3<PqHa)y<3nmDKR6 z9^=VZ_mEZC{mtysiz_Rm263>*Wvfj84y<x8LAR9K%U8u^{^icAo2u~e{SQ*O^8)fm zjQ0%<(zD|5GI#e=+}jbMnwT15wh!bgDe*R(N~H=Sgw*J?pL;zX-VpF<%V#f9aGtb^ zOn0PWrGAR^%mTfC*f;0x&!;^8^e^B?mkJV^1f>ISixAr|=UK5BFj~m%<v|cD+?s&7 z7uwGC*Vgz?Vyj479G+K_Z=mcN;_q>DRG796XT^{Z55cpQ*@VK8Gec#-d(qXI@SPPz z@2V#~Jf#0zZsj+ZdEns|uxF^x-T!;7?XDNxV*7PTf#4-cqE*6kKGIZ~ks3#H**NRy z7v{s?5J0vQzC^+=9(yh6sEBFu`ix=z_w~GE{|=hJyhg~~%`LdLkiJ@1Pe7<ewNpIR za?JDjX=B=NMrRB9Vwl#eKW<CslCbUDuNe7NyvTR@?k>FLaLV=iiYx03@5Z-cSftwu z{R-{XWW3$H%dhQ<xlbHz-KZnm@YpN|s-m(NTAkD1byn6s4UvPG!#tIGonY3+V!6D0 zLih%@hpo3apMb;GHoid4l5_KDM2A;K#Z9P;YkPam<<)%k_P8tlP)y;cI#ShVg{(zt zeV^YN@KBYYs3c&;kDt8&f~#+bOF*4K5E>AkxgXmv{OSsqIRQ)z3SXSK{$wc|u-5As zvN?48bkJx0rHgXpv=20E{h#Eq-V8NeR+3;JPB#2@ZZGf9N6w7%0rT<~cNQbOh><A? zMW<cFS#q2IahXAv=N(OdzW<-*jTXGS_7cbQ$jEDkSvU{RXMP*K4;Dk#7GGtA&7Ob@ zBOI#jpM0=L1rr9a!&Hg2@L`TO%w4<KASmsOv+ftLN-cSR=465?_lGl5RMo%LfQ7>w z(u<^n53h87n{Y4!j8#9O%=K>mJk{aBa=_2A)8)J{r3sOVV%!v>fX7-7@SvG6#P=e? z8qLRwCFSyv#MvqG9cZGq;c98k_S@2ESGs`5<F%tiSc)L5z8Npoox>+nqSdam)%mmY zwZ86){Ck&}wQTXwo9*G_z}M2HUKTo+&D4clW)qQMAm`jBGbzZ?QDpwLNVia3(I9yu zYlGRR`UoS5omJ8N=JmhLoAi=x#a9EafJG|2h2iRyk<mz`t)vAXlL5j5McUG2>FUq# z`)&}f(L8|MA76LOVshz+4F4EaS-mk1=hox=jA*v@OnrYAFzhvsF#P@2cM$PPS?AKn z!44W_3{zp6`t8vZ^{mNUP&BmnSMk<iIUrr>>(<`gdz$@4g4yglb@8d<^A>M<5tT{d zORuqwV$J!ny5hCO7+nK%pXc?Psh}6^Mpp+di#hxY6N~w)@2u6@yl=`s@G%E5t3i0E zNdzJ1zenDQ-yQ7jhi%b<tZ3H5+YiDfYR=hGWv^SJka6PRC0r~WPWjAnQ4(s(hkS(0 zu!1d`c03TueilwrXvVXih<vEbTwNZ27nbiR+CO^BA7h{KEc8JxFVbc4vUqyGP6u7% z-nNk<eSgqcxIN)mimd<~Mc;gL^DoCRX0(OJx00Zou)l)26^E;KV$?*8NE*cFQL-p; zSL2sY2j8qt+5nwGf5*xF*;x`^VTzOO{7GY~{F8)PiEQ<Kb>i^#J~Q{Lzxc0YttZD# z3=(PYv&JlMw~g*+U4U2YG_jDAT;<{W?9az|D^wk~7^h~ia~yy1DJ_UFvwX4FGIUn* zXJNkjJ=gc`f`6Rd0yi?Gxm8>e@c8J~>t?*vLC?Wm8%O!72OtH(Yz>m+@-3&EeE!z( z;RF;1>K_fQ*0mxt2ggsZ9Qh|lc-V!kaj8t|g`@kYG4IB&nsvoGYTEYX<qnhZ85a-J zvcv0r-8<C38|x`qxaid(<;)q+ac*J~vgltXe<=22q?S1TCQ9E=Aaj0=-(W{*|MN&8 zqHv4G=pmMX7FvWjN)THCrK0(6qtV91kXQp>z3=nVVYF>Zf<uu|uk8H0(cR4&==Fsy zobT80b#?MHWdnn(;*yb4VI{ZQtR!CPmi#|~)umr^pD1g_*;DrjVS)dyOI$}=5k41L zrIK){zGfODW+a@AvoWTWbnu6$dD8cK#T8=#%m}CuO^AY6avBd&t$M8`3};VOnf$&f znd;m8G`jngK}*AJ+GAg#h=mMJ_2Y5hTCs7Gjd6m#bDpEQ8}Vn?ZMR5!6Nia9-Bpjy z;OS89#1ijFryfbSOCOXz_p?D+vlnEVAX^|0!ZivD93w&LLjrzm>q|0BQpiM{SlrJc zBz=CC>wAQx7mtMj`Yr$Y^VI`ocJlYzh+=&T<q7isY*?i02kIc$B|S3^a}SFhoCq-d zHLLwYM+nfxL9BOw{M((|y@!!M<6Y8i(LoMs{yJh{rDMK^)l;H3q-dfh8{eH{{QM9% zel5NJ3aI~r-9~#mKwWF!u3W-L?De+Wj4Oe0h50&(=U<#@nU#rHP!KzsXshH!{=hl6 ze2#S9u^vNib*ARm`C@$mb?(()1#h-U+g-UIkb=fP@~3gp|9eWyptTbrP-vWF8<=Mg zfJ4q%NI@|YjSBsQt&^;zK5uP{>ym!Ii>T+;VM-TUo4_-{AiwchbblsfdqCMQL`GI7 zN0Aua@-6c`*Oe|Nr=rv?eWs?on~E5SJW?;M@!UN!W(9$;M=d<ogS5njGNU3q+}(w; z)g3w5y-Q!xf!EGhV9SzjuuQhTnK2&>s#+_e5M*mZqaYmNgz1|_K1?W{ul@0UQa7;C z-O4%iU=G01?(g0gkBIgePl&**8+#`|-FtHxrD=!l!mk<U+dIO4tVbK$DwQLdfyX#j zF^5z0+p+Zdsq5nWd{Z6L^N#)AX{N#6@w~kU-0fXhH}<kY)4N>0sg>=lXs0qRno?Bu zghIEHdpc|nU%ELJ0B)RYZ~uX13O}NEmIK19JnC9F0=rD;=6?N*WdUqLpL)eCNw`IR zcT1e6Lb>iVkJLbSa~MS5Vz;X%8Vz;SM1&v2=i=k{KNue<#LIa6A~~r+T-l-FTl-YN zJOBx7I#qB)v&M2<;i*E=>ujFQG^v${(&h1g%5P79!K&sDDid9#=lOID>&KCU%j4a1 ztu*iy8MoxceIh)WuzaTYm3Q5{p7-`tZZ=L=eT)mAsI#C>?unve2Zc*Aeaz9uaNq0J zI}eWl)}kS=(WRN}SMqr)8Ex^a3-6TZ`KhTfaKIa_fC|seT1h+yIVqxYm}+I9J|M)E zRl{jYtY%!bh)pO+T(AY}3*e-*#<g||unAx_KyV7D{(NtZitz8u2wB1J$Q($c`(xVb z_Hu%Rj#C33Uy9X@-Ob`CaK;=Q_yx=o9bm2)Bv85yTRq49!E7=KRy<CFkIA@~5>ELx zET+@sZ#oe#dhB9;boD0UoHz5L85myr`k%VM2G!l<z>2@E{c~)!k|P5`!Yp+3wxBMy zKeyiEfznx7)h0%FrCtztu79KwGEp)7h<UJCeHai8w!uW?@C7IkD~*dN#!=H6Q}VnZ zITdUe-66t{Rr{4yD8Uhg>MVACE0PxMpeD}5O`WJuh-+cstm6e4;{s6JBkv?`rDrYX zOI%M9)MUdL(VkvK>ej&%FoW?+wxJ4t`J=DW4AkoBET>5Ln#Kx=Z^4TJM&b*luGcc^ zf+q(rf|w)?ISqh=0v7~;6N_?3b9c>fhpiYlY`T^4!*WD+t4GEJ!|<_b5!5+IfU=k~ zVNF6ORp^tXRti^^SFo(NDz9MQ*V}h*>w~&zcI56BhJ}+fn-Di={G;3kG?4dX%30F- zQ%NAOA~|-sexh#t%oLL6&xnk(miB!dG=(d_H>UKn`Y`i3u4AR;)Izm$H=;x4?EG$( zQ;?*5M}dHuS^z~dUvBupCa)xJ6>bXmt(J)e7jk~qOcL*j(rcj5(&MPuX+0=EeV#A9 zl%gnSB(li|M~D?lB&UO_AsPfoR}2b@so_Nnk&xLE$0-8eG_fMNpicr>k4J_*HCkY( zDMT_~jU1Tbtwf~RaES`RHHy+jRrsXNd-yH<drvy|c3yOv!EZ~e?*AEuhZVnFLQ$Xr zIavQOxt1PzZ}o>&KU@}T&?X%{CfI5TKslauHB~uAzYg{e!Bp;bb$O2S4jWZlVWwUz zDg^%wA8+D#6Vz24zLcc3!qE}rv9tG%y}Lh)mU2e(qcU_Qa+P}YwIfu<p|4C7>t3~p zeJNS)zt*vjXU)>2lW~(K%y0Vn^Hj=}+~R>r8}{H4E|>p$8y#Z|&vF`3KzAJ?VaQu} zBK!XJRMl3T8umM-l?Q{!5Gg%A^0GB`uIzkZ%I4L#KQ?!18nhk46^)+rf*OAN`-`Dg zUvwcFZs-4gSXqp#23_l$$hme8jfQOQPKTeC1YfIW!%^A>Hlq>6&X$}K8T4gvp64Bo zlQj+vta}U7X50pCT}*v50-Bf_$V8pygb*(iHOLsghJ(dZ!)62qS>rO(mrzqOE7yLo zHm0`KjKi=IrfxpGz{gY5E7i2MX#84n$M!V;5+|hHxb1XL4S@$}_6eA)FfmR;)zuZw z%0^gZiUc|cV?MGX#n0SAqBhi~P2UX5;)<mV`O;Z+;G*3k&aljl56_rpUh8AVd{t!c z>*|dx{YL&8h202h<o#*yaJ2f3o%Jx9b6a526*D73j6s>REY49M2gu&uDrG{Ke-UYC z*4({8);aHtR4#Ps)N@nS%-V=KW>ap`jvLru;vB##SYR7QDXs{xO-5<;qjCLeUjH#h z!mBRH@h&9}DcZ9t<3A$7!?_x?`Exan9!@`3&L<$Y+zIUHIO|B8Vl~E`(qMAzk31;E zi`3sUQ|rV}>omQAeX3hfW6B3L5@?+F2X&u)@2|b@gz|K5;V1V=-QZ{NjAm`X>>iV_ z_v>y!B{p3vlW)$G!_s+pNL(xQwp)x5hIVO8J@gBYBETxp>>91-PjH_@(i74YUm8(B zXV(;&^GB?L9Wu&Ixuv&nwMxo?VFr0t`Zol6oCa0b+uE@cxXGjVs3M~>xGr09yw-%F zL7Aywf{G0-U;GAcq~mvEiI1C%gJ~3&PCAuVnTHSad)n@gyq_^MYUu$i^jGoB)Hyyo zv*yB?1RJiJ3WN*`1P$By``<rzy9?>x&~=V?<X;TgJ~=;W?5Qt<x31-oRkdDx06O{W zB{FGIy79tqH0&s(bJh&Xl?XHAXU+@)Ng@e2UX%<)d|W-{wOmm54yo5IfR>qa8YT34 z6>z5WXwWIrC7B%c?o<Zs7deiOY;?TAxpD0XJ<(2vR!}!qc+W!RRRA!csg)t2@Csiw zR#i8>_44y2OXwkBlIhD96bt;20B?LPOE99=lsoy11f>#M1{V$AIo_9+s)wQyJ1%ym zfpS^YA0lZ}{l=?>@KcjllUJ`wiDxWhA^=W))g?Pn%Qq$cACBpmSGV4-h9c2&2rcM* zT()_<rRnGr;-`O?*t4*=n$IwMH8;{@S4jXOR%#IM9hKP1(BPM_Z^oULPkKKh>p1~S z^S@g@RLh?ih7YwJxOfHzcLV3&9e`XEzbAxSw_g{z;O1d!YNf~1030|kB7H3oXJG79 zz0{l+E@fu3GhKc^wNcd$yg7b;Z10d6{T;7+*;VvNG)&3xpES&!j+u>O0<QWd>5_I| zu;x>ysk_($c1{Lb4G=nzok0Wi=X)8g2~_1)ugnakgM{;+u>hRT!<@>uF}k8l-rkUI zBE^YRR8Q9e<AUG42}jlAb!W<em!G*~wcHg6Se{#U?!3}&6nX~8a|oiD)aIFSBC4IA zC_<u~2@g{_)mcCnZIy~mZ#Sj-kG<apWKj|8Le>a(j2eKGw3pvGhFm4)<_+C=)Tnz# zv3*t&j01<D4=1h@S;!>PqX<ERMw>(14}HR}k7e~9PF@)w{L|{+lNw9cDk2zW`T`!6 zezz5;i!`8l$nwM-6aoH$!<mrhmGKPJg90n2IM;S@Wg*;MUiqBQ9qq&}1nu?BCN?6g z?=_|^4vVt)G*2G&WYf)K<>wCW6wyDKUpkZOJ|kepu@xXGH|(sLb3+E2NcYlTnR7gl z%;f!Ho&i72&0oOCO6V+3aW`#<l7m^1&d$Ls<Hy~Yy{hCGO?0Zv-qxalfyo5%r+gl4 zjl))UBlM+>pG-v=!oe6w;~pna5Z^_vj`bXTN3WdWJwVxWr6HWDf!;0AMf+xbqw;7Z z%kd7qD7!uP{BRxiwlwFdHdhTX{1N=_hi;&y1a;+m3@mMPI|zzC=6m@umR+k`qL8<# z(pkNp)?!M6Li43#0&zdDS*>YGnO75FSjHUfKs~tYb=@j#N8K$%u2ixi`TJ2Uf`gN_ zsYl(Q9zw*7Lmopt^st-BqZr$!nqW+%5JXVGMSc<tRzx<(^*?*$b6%%<YxE|hS%Z9K zyz{UhVzJQvTJ^kMTgA}5<9z&`(kBhWsxO-{trm)h#`XF%4CuM@23L3a`_)UamVZCA z_+B;w(D42i&7k(H=GHgQ$-#=n&O>Vn1<t@-1GwjLJ>5dDx7tg{?mi8-fnEA^H{>rF zSC-#(8_d~tal#t_S(1Jn0VFQfH})l$-`@|9B<*h#>|IIXS4VDuhBpyXZC_-}O_k7J z&+D&=SPb}FHYDC2er{`a#+u5d5Vt0gQ0zJ}w<zwnxFWrO)4jqNcAi}ovO}Y0%?3b% z&F2<A^VfVs6x_3lnFXaU2E@%?Ni<sgIB!4dl9#)g(+)ee0{H5inWq5R7rB0bzu>t5 zl(B`JCj%3s528Hg71=c(MR7LYwuc~V06uoGzv^P$aZwsRB#Wv*i&R{}9ZKi{FGt$q z7|w)Z&RSg|v^`#24D|?=LaYW+G<diM;YN<GIc|6rb8lC9u{w3@E)_b@BV`N%EfII2 zcDo&Xgo&RLUvX!Cu*U$b%n~*nKN^f1@ledi?k(K;i3;Gd?3T|@dAL*j5K-wOg+>a) zB*_#ZbOg+A8V=TW7Msd<i{dG}>-_%hu1Qw9I%~A+R}3M(7K1>{f7p)Xs$8zP&S2Q_ zk*l@R%}=qk2`;PduXh<4|GdQ>zQ&HD@+FP~e{o{Mp`+zAC?6OYn^B-9Q&0fQ7A-tP zLaTX`Hd+_D-!`eFqt{L~*AqtlNy^RI?9OUN<)?a8>HfbKU?sq0vi<f`@cB6jQEE?o zlnysp(c4mkFDAezQ$y(<LypSH2}K~z*0WS;2;nxXcJnpc(Y>eI8}niLnDFRVIODs7 z(MoHGqYX6_kR_o`HZOp+z89)Mt|c&1!r}UbGil>pSkG~@Ljdc-Gq0w>97DcLMB(bc zV!(-%sOrta&0a$;;8E2-62_xA0N_7>6s4IO)EN4vVbmqFxcEEVS%=(4@|90h&H#3| z07FNIzRt)@z=v`t+iqJe4Ku2Qk55u*8Fr!Z9mf?VTDZxYXrQ9SNyYFsC7VYlgY5yW zud2WX9&-miNJMK|-GCTGj!T}%`Sz^?7E^Qt-iLTsG7KJ6`dUa-L))uGX*^D&&~~{K zze?slP9w<T;N<Lqfyr?U_DE+;OuR@B*}N>NT)Q_G7Ac4-rzs4e7v(P}--QRS2O0?H zP}5e6yto5EbjE=Gz!G;EgxLO9G7}J(a+jY|U6(~tN=R=1+fQ22x2=l*x4EO`XG|!R zyGNo^zizeN+P=Cx$;mcAuOTB>6Q(X4<-G>WQiVb*1T%R;FOKCy0?=~sjU7|7*5`|# zm8vS8V+QB;dItR6FKzE%Z@<qE=-1&vkmAaWn17Ec;5<1y)^6X-A@kn_O2{wrX<T4z zU~g?S*xi|i_(J;t==4)lp@dQ9ZB9T)yRw%P01JFdwtRfh6n-W@9lB1};CK3nqq&(a z8MEe@j>s}iamGPZl0o0gs1eM-M&i72XsKZ+&F@3o`uuhB^qMDU^2g_uMjD;L^Qm$o z@vbsyO2Q=G-~1JHd`DL7+pshRx}rhP2_9=gqHPj=fm-FODa{rm)C_43?p?nc=&>u% zPZ70HBhUd>1_wu=Yo<>ImlA+IE&oGfJAP9*9NTx-1?VhEh%r1=V6~b>x!U$W3^}7< zi(>(4rdi$m6DM7~p5_f*xn$!>_b$xf*9SzS<=fF#%EF&FSz1AB*co`0aD^jKA!tk= zBd=o*itAaA8w>pJ-tEpK?<8?$K;}p5dQzrzZp~{84`jP79<0RbOBQwtJ+8@-v|CUZ zV|*BRD|{_PY_Shb9GwQ;ucB__?GUB5d!xCL^0cq$Ux@U;Kp@~S*FYt1w6GzIA7g63 zX#A)TJ0A&EKw^DJV+l&4vIHrqkDu+EDkRTV=;SGL!+$OtbBky4#Pdy`JaK{9&$l<Z zb0#mQQ_~0auj}pDb}85J$PV?=?rcmQ;IPBg)^wX(wJ_2PUVna9bz||PpwQ*g1Q>27 z(1cSw3ZlC3^LnYMp>%SY_gML`oM{F}fW4<QCtt3ztCR!@DJ&ykdP1TdKKdGxIx~IR zGZpGijn#2`nb&I>n~Lf6_?NebH7`IllHdO<vMS_g2yk?;4{pYrm@O>aM#gn`zx*n^ zxXh_niio%4ZniqV_ThwMMI^M2{qK=}^1nyAD$Z8Qti$J)!m{mh8vp83nl6{FQU7~> z%CA|?DY-AGYBDJ*d>O;{*TwB_TZ`$$LvG=*4gZdDLP%U)g%O;A&*Q|!FS@(h^V;QQ zTkH8~8`l%WZ)@SrK!KL;F;_#DWG1#z_KN2CZ?;Zg7grdcq`a!qU4Hm=^P+t9T6#yg z$R{4GkK;dC`=Y5NdUP4W1%81UB|a(;YX~4G3H!vrA2?xuC9*aiD-wKkZqH!$hh)X} zv0D!EX+PKbT};B$u+PZ3cAPX%4$>qhF|tofG0%}F0EvtpD890o_K9?CV<=rcG!-+{ zw}&z{+1Ya_ewU*>3AAVmG0_p_h$JQeal&jR6To@7+M9g;Nd_Xa#71)pws8MgI>Yj= z$|9G4^ZMV`JF-roY-sosK;Va$EX<3W%3`1RpE1$*{}Hpl?)GDLaiLWtPBrI8iI}nL z*ryM~t{`U_SAR-pNR4~fIH>FZnEYFJmdgf5zwmRoygj#ibyHf=$4)`M^d7H?;;zw| z9YrqkL;4Pft(>Yewtg&yqsFJCtuc?;QVO?xfLga1p&1@u2>yBcDB9|)Id+zHXe8I^ zBM^?&kcq<Qo+6%fQud(OexdMCuW5ty9MMH=c5k+T0xl~-iLE&smAk$4%C>dy`<4|2 zU8DK{y$AjQr5(1fxYBtz7;0CG`QHe)tp%JO{kN=TaE*l}`qa@H=tK<xR#veDycCXB z7}#FpC8`?QffHcaeJ}6t22mHUIR#)xfFxffkHF&!<0^F(u$Q~#a>;ODD_5yx#rDJE z?+#95CU|@KS#BSJKyfR$9|rAEGx{B`hqE4xB9B8k7`3qF{2g6nzM7~lkb^+biGR>U zMo(Rb|HKSp?$Pd}z^;4a9e7N$qZGDp<aTGkZlwNi-zG4R3P-`p306=F6g)}B*Bf$P zTV<(`P!g{VMh5MZWOW8@+hFM|N7gE)cwTh+8BnZxO)G8WHTx|)cUC<Y@Ox77zVfL8 z2qcCo3F{L233w#?U9M~42f@g0zgo6$jjRS#I={?D?-bDV3GqTPGu3s2o}f;C0&YTP zg}Bp;2#2Tqk{sD;wZtHxH2S9<7HIA{?o29&to4WfAUhBy{yL;yZ>%V?`~7^&7@mma zJ&4j+wP2~*ep170p@WVo{QB9PW&ds5jMx;w|3VWKAxcCt8{`F0bIhd>e1n=(;=wA_ zJNpa}z*1o?ZTQR2i3&V+ar60oP40{Q;+A1=QqSAtMXy9Q!6@R*RXF&<hneH8O{QNH z(~)Ltlc(Tr)o~<P%1;FYU_)Lp+vo1#ohr*?=F1UV14T95Xx@I_%(voz4U}!EITDCZ zX&pXIQ7laWt4!3{^Qsy#!R&d_ZskO5uwO|Ak;m9*A>|1{=HJWd4F+6f7)3s+l_2B? zTw82~8D}XP9evwi4V&<D{=LA}Uqr7`dYWS9Yzm2mDTzVRoxi4<%{p!ewZm67o~>l| z+_{bKKCyVxEdY1sGBDBmJOVeq_SA3#sFGqL#Se!Fd){He`<~6{r6-bk{tI9-T~0#{ z3KQ`+t#GFVq4!N^S7X2cRl`A60tL-15C&m3?VPt^(%07`@YDG*c=aZhlY$9{*$#8| zLEJj<k!=pYq3tmhq%}!^m<Y5^q&VDnDQ<(nUH5%%rU$GWqIF<*4MBhKP$O&SF6BK! zXT>t>e-g2>&WHWHE$1BfhnNnTW56Pe^w9^PiA2_W&H{h`y0Rfx(313Q=c$44UgP=U zf7N=DiC}(^|B{NJIiviT{MqrM%+0BG$MyG$gERr5yi1Jm=>FWayhJK3^{Y}!2a^%H z6GqR?hyoyYhGaNIp@efgV`K{0fA^d2w^9cG5;>T%=4bsD&3!HMTI8=vmNiJH2NhrX zSV<hMqNu}3pNr`A70I4xxkFUfe7*cpD>iq(c~-Cxxo)okn0q@I=kN<Wb6CD;dr!aP zM4CTsU?7r9RS)z%{F>UnzeLuuiq}L`c-M}3XyKZPpn#V+w|id}KT+q^xn{qK-mfz+ z#Rk?*s=F?4Aq*gUtnAiLoU;mPcYXjXm{4d<R|`SMV?SmyGvLD5N%mF3c?~Fy+4ZT2 zeqMRw>rG%WQJR!LxgKj72|t+yxL6L>WHX=P;43JamXUT3ni&4CEt?m82l!IV0|$TG zyA?gU*W_70;SdZf&geP&gpR#R+S+Q|8w96SW_)fic1ktJ<~c65Tl(wr0hGN?Y(s2D zn$VaCZ(zyw@hqIpqx||{C!Y+*UEp=f<c1&Hh@5>AUI54g=9}G&%$UTEDBS@z>maNz zZIXA{jA3Vc^75ghx7sB_xFAqx=WC`Q+P@Y1t(zwrd=i1&*|{T>;hv+<l3i!B`3--~ z>Nc@(_!;271ZcE9pcdoJgjdk8$8b9KfS7v>hl~yTICgLGKLJpM1B$Vr+pbbXDDUyS zTa+tr`m&OB7L^mBj>xGE9X2*d8NpV_MZiq_n%Br7$El=IX=#zkZE{55#e~3&icjog zMIV(<f!w)VLFRwQX_oJXOr{oIQ<1R4el-^!))u#nc8X{=8T(CNPe1kk{)aP-OQ!9% zb8N=0-FTT=pOFMmq+I?&nT7$hL%R0=X#C0N<c(!~k~;{E5yZe-cB3B|(eD<FbZl;G zUyHu8r3qpPUan{%t0@eOYVRfQ$NQS{bEZcRbKY@=Rzn-C1<T)0+$OvAX8_F}XpET5 zR!B&MrC67tLw;dyU?e}a0<I2hyS7HC;RfJUqPI%cO`Df<5Au;oS0{r#FO2mHEY_F8 z26;S2|473Y^pVZ4|0z}S(6T~*Ii_{2tan4+Z?@Be&?;c5^SK)3uOIKF5<wDQ_i>Wq zVYjaeCwJgSAu7U}iVAu1vi4?EPK#EK8aG)y3nG><KWokesnci!v%Gy?2k(NJ$3x-- z?0~4RRy6FY&o&6ZpTZzr#!V#sCEX~pA`y8w*jf%qklsZS^nw-3ZAL1`So#m5z%Fhl zu^Ufq4Y|^R_S40vp5IH&l(vwu<?Zo#xTmE%uvw-0rTahf7FC*n1>>jx#$62QyDH-K zHF|Tt8@a5{lKEHp`DfMyYe0uSM4_VNIzhcDHPcw<I^<;|2DjH@RU5i&b^8O?B7RN$ z1%k=ZbmZ=}F?^vyyRDKp;qxg|40~)!1WMa^_^%Ge1n{0F^rKfY!rdth9sJ|+joy}v zA=vGL41`y*@db6RCMPU=x9X+80onOp%mcJ{`SI=_VF59r6kY?nj_Jui)GqEx+V^FP zcWas1;b;AAZC@31QZ;O3<ltk)&RG;qx+&wE)GypreU1wy4BV^+4a`0T!o(oJ^jd$v zZqxnUdD%wY2_0Y+(MfjTC6oVD+qvnbs+X`EX_OM(GaTh<Bp^<Gt|PK@npyPYLk2E$ z&zQ)|53SaU&1LBgKB&IhqMB8c0j}3+YjeuY=8)2wD9A0D<)t79;#`UeIfMDP+OId( zPc!W|Uwnukyg4{{fj%lC`qTLF_rc~7d~=N|Z%F9p*v#sGqS3>RGi(KxOs^n_RMrpq z=HsgWc!=dc4IRIAz5qgVkARAB``-Y6?i<_B7DVZ4bp1zpVi=!c@$%n@vb&d}I3)Tt z>n5hr?eah7qodgN3V!`$P+7=e(Jy*I2S1^ZwV{RE<=wNb^lhau5gM9N^ZUtsxmJ6| zVSz5=Z>|O$qX5R}%<`!SYBo*Io2yecS)9aH=#o_8p)`Sx`Bf8ejJ@`^B)4%J$s61! zY@+zWjin+pgGiYdV2U%A6-Na=^MByM)iCPE`^1Zu0)5FC_DA(uz7Y$S3rM;>6qi5i z-Jiq4oXIbW#&P}mfnx#}Mv!2{uvm_Ague%FS8cB_ch?LN=$jxRpR675MD<M==&0XT z9p@ttGtlDhL9^)K>0ZYhKn(ZjQBf<_{ST#HuhO~#7miAc_SUxL!HR3Fh+O&R9swWk zP-Vk9U6m9HEe<%KiC}B$c@ZiDPK10sFe<AtuT)K+Vr;QN0&3yP=GAh=(xCpfWVWE7 zHmq<adau7kIAmG|8cpWbLJh5KL4bU`vi0JmOg{AZ?Dj$G^hEpH-eq4#yAVh&0}T)5 z(1n%dam}NwOxs*oG3n`vAvYmYf>+>Q5@fTn@#KdBWSwrBsD&QdK#7t3-SZ!UFgFjG zWUw&;N)A+&y<U2|d(puDjNK1p+&N4+ddlE~wxHJSZN;41|MZgPk3!t}WNBO_qMS^Y z9+?7E7BsKP1&BK3Z&)}U=qecWu#nNG@{OWRLrB3#fNn|@cZU#R2=0C@gO5{P3Yer; zxUh^)Hi*AZ6&aHTnVsETjNr=$O~%wNTI%>Zsuhx)((`|dRddyw_+{{gGs;O*z={}0 zk6>J86koB2ogF0C8r^QnO-AQ#jtTtTDr4yj`0<cF+Mk)u9!w*iu%R*4IaO?@t$aT! zshVV!N=w6QSCi%T1hk~`ac;%l!l)ilCCZC<j^2)j>>L|a{d1DrZaI3=xEl58{$yZE z*=xFI%)>(CSf(WTn_53ljN)xg+J4)~zy5s8^;-7cTrRbP@d(u;5x=?#a#vc1S32A= ziu<9X|F&L*0Yd`ra@UEH8O5rJ;hg`|LDI$^&cNHm@0Kdf3w}wb7C9xXNkUil3QqK- z$<AeKb^&dR<>hMHt65f%-LXAL;_v5mt{nVZ&B~K3ii0(T*X?xJ)d4&dfN9#>?A1GB zx))N*zc&vCw;C4dr<HZfhVJr6JCY|o(d_%Alsi0L#xJWzzAg*dfJ*JDHOPN_!B7t8 z$+A8yAoz=GHc5bbO0`3^_z{d9eRlP79Ilb3j>G{?>Xv%iPn7X2VJSSh%x=Gk1a9>_ zZ>QrEw;>H7h=2)1%M3eh?tL-V&ydHnVqDxLm-?avYO%98y+#^qAxDb#%CJ(J9J;hA z(%**0|0ln&Y+1HA)>1Yj-W@*V0eb7I`;%2G?eOEHqJJ_gpoFHI)r$*Hbhdlrx{U|@ zAJDppb9R!(6Z2F+60hiK%%{fE9%A4hC`0t!AG&h5>fxyIuY14Us=aXMvhnVgir3x! zV$pIgeK75bY$%|$5kU!pf6dam??QtX?Kl2I9Tsi}_o0jO;19ijwN7hqs9uXOlsY+x zX7i@69d_AG{K|ZegF(T9uXre8C@rF?aPvs;LO@J}=6V)(5S2klEU`ree0T8W2wk<7 zh5=$gD9+i7*!DpuQ4p~$bQ5p%7vIZ_=5tarl0vH?ZX1RL|4Yg6JIvWeu-g2aee7A& zsKEfQi#Y!=;=8M!5wrckZ~m;9U$e|jmc#;qb2da|Ta4;kFBBmf+-$PxNN#&Y5CNq` z-<t1qgQ&FkdR98`)|UEQ*uHJ{s9Zslb#ZT&ZK+izCFr92xprr^wj<D_6mvGaffYFu z3RU7$%<DL@Kw<`<jJ;-Uf=v4SO=zNJz!XenZ`y@Wap1pEmGP(HG{E>sGb?`8z+lml zg8zA{0gof6S=6A1WrsQU4yAQSShfvYq>D?u^rO$sh{U8sj#P{P#1@O!L-^wK7{TLb zmcrG<-V;<+gH-Nee*RSj+eo--|4Sc2i-}*|wv)Qfw}`3i_JHBMy{^&QY5rzBy%bop zhsB&EBpQrC&4;-+@)`bIKRZhd-3|6f5+AFc_Lu6cFyh}%R)wABx50p>a*;DZQRg!g zeSu(k-%b=J{C*};zBTx~>+vUtm0_*JVwi^vWrCX0I48$LTe8{Q>np$AUD>URk%&<e zkoNs;XKl-)s~=q|R~kkMD&lG#YyZe-ch=pw?@GK^NcY;0+Z|=F!Y6*AwxT`()V^Xf z;72;xJO@%vr_h+bSswc>hH_0lA>~{fqT#5#`q95AXt{_55+Hv1@Dg<s8XhE+j1zx+ z`B)K<qH79d{yM;UL^F*f?yfF>Q(=Sl+3xP}x=j<_j!h<D{=ZVH%S&xa#qSkdsC}y% zM*#}=@7^uSRc6E&G5{&Jld?YdEK4!wx1FBM7&*}kk&|;$Dt6&sO_VMts{a;^*_QJi z?#*w!;{C@{nJT;7xMtDTJ?T}{5gu(#{f4}x40l3cqWfzmGTuOA+x@1YEJ@yh3*^)s zxc|<K&|p}8G_IdUA5BqY9(El_N20_?Pfup?D~Af@oB`|>u7ZoD9OYL%li8N4V!qBU zw`}fmML<z=J^wtPXNeMC|2x<3#}HaP{|ZpvNL*e}$hTZCmozYrJ)Rhwk|_yhQPBYn z;0*l+>ZF`bqEwMkwyhMTxtR7LwpU<a(qZttUJ)5RIzaXbXeNRaHg4ami}>tn)6E1M zsrevJJ|;Tc7ZETn0!Y+wlMb7UV8%`(xdsR?NlS_Q-}OW|Y38X*r!V633UD8lyP7?_ zeW%{!wca;rd2z8uH1|9<v>9P}U!T7xC-G|z*(1s$5+TTCU`I!mwHE0R=gfq8f;&QW z0t{B1R%q$*c)q>H|Fk04AQ7x)UU*O@4^&<wu{MIyz@QFavNSb`+O}=oW(_qwj&Ecq zyXHytDtD|06Rovz<;Ow0K6ceByw6@~#bBn_B5g&?&7E42f>R=i))~E|9T%}S8B;)f zdzsl@(B?iq9tB<0p|Jq%VXRVWe+3O3L1${f=Rg$c5fH>6Cn{t(vgRAr__~Mv#ZpE9 ztH7jMcl8H;>Mu@+a6q->xCv;dg668`|B5D?{Wtj4{ftXv`a0;-n(j*@eFMXxUR?($ zi?G-@127jgdltTU;ncZtH?|R8UE*I}P{Bt1euQ8Eh`<?G^VHz;zwbQgT37~*`0q$2 zbPucIT`|p-wGe4byQaRfSG*7YQ{~gf1^}*W@{PNr_^}*xe=u`$q@C~EcgU44m7ZG) z2&B-5y><MnXW6lKmhFBJXr7drS+FIbX6p9HN9zGqOTa{x5dakJJ-7wLTSY>+n7-vN z=Q9+pK&c}a3_k4i*sjvvD>OkBRM?~50(COnb%T&XYr?53M#P|0zpSVRvr$i6o5OFX zyOjhROI?A7Y{<)b^i+-j3^}IhTd5=K0}+=@%3&emew!$yD;XLm3oDxb^wk8pl3w%^ z0tG?96I^BInqU6>BoVM=wDpm2G2*?PSHg6PM0u0Q=RdDE$6`v)2|p^4zc}M)*pnU; z2A~FNSmk@XS2AvwIsKPw&nJHSclZqZhXw8LGtT{zmH5oS@JYrEz9E3})iNsca@2sT zbpN8e-$j&;>uH#6hcHZc74$YQ8W7_4OYIH1UWZ+_sFBHrE_{&(C%s@uKPIo_F)jT# zTEvkqt^y499sMWXwoj*s!#<xn7HdCkO{}&2MRE*ux4s?$URzmd-lX#QK<-v&nNzdt zMO}!Pa9$RJh7d{Z$6+jB8U2d!el~6y!<^${3Yo(V3^}mg&&)KUY76-4<ONyFOj$Ak zanCb4A1!b|(i+S2{OM=2VtfYV^VLwg3G%-ZeQfa%B_oZsE#4hK60o&LCn+HSA55F$ z6Qn$Imq4umFi_@C3ir0_6lLvverjUn?o<sgH<1Yu^rfO7%ltUlwApX4q2u7L_grNW zfG$Fie~IwS-;DkPoB|Ov?A=}vbVR2MyvwGxy`op#NR#8gAvi6WCf7wE{`eP-qak@? z;*Qk$SrVKuX6ukC`nwbBmu$aEeL<1LwLn7VC}hz9vD#Lan4nCQYdIhn8-t|ty2xMe z+K%3|?ezQ01<YSB9Hnx9w^#XZ=>Vq%CSXLvbP59bA+?wGPVnxg!7bQp=k6|E(Pg8C z2A4eYg~aPhVupWu`n#P;xfQwSRxC!v&&7zC!4D4B>|ilX^j1g4E)iKmKcsuEJ$xy) zqxC*JzipfI-w3*xkGA!8T^qo4Dmv~~J`IkGfI#2~rLcr_i^i>^;Sw*%amD?4%TxSR zVBT!R1xnbkNLN~gnGgnaW_MmI9c{(_t*VLBwEwTn14<Xf(SN_Nx2k+xQxqlQF9u@P zU!3~jdOco&ALeuYApd^GerMVTXwK9Kd#z3e)JKJQ>$%m^MW5CSdPRSfzjwV(-Vd=7 zGRk^$JUdJ4-x7WP#_OzQ!EfCs_uxRUr3J6=E6M3^85@4uqhlbXgwmDHEa!_p`rSM* z>MBh(Vu+glZ$$OKVIdXM`g+lRW0-?^p&KpSSyx1hIe|&BI+2$QtQc45MEDrG37mId zoFZe-J62kgTQ{PN{H&5Xn@Sk`fu`eBTNAHv`B_o=OW>IR`deVUXZ+)S4UxEonA-J0 z8D96;{oOcPEI;%|#kow4uh9>I+=p+;8)pI>Cx8yGV>`8WzLKge(kV;o`m=4r?#^h@ zFEwbJA-6%1ZiVG+Yf#{E7DWa653SqXC1dTS*Iz4AV6sL8g|yvoDE@kw>n?ly45;?} z#4pNz05ui4!TCiiq~)WG5&`YXvLL9|9LNkE++zrr=sA>O;`~+%Lp*-|*VypMWnVx> z){aaK@zaAQHdOt+LV7>%-C}rH&z8qR=$HF*Qn~A~+G`mI!sSCewxh{ek6pVy{9(k| z4`Q)MTP(uVPDA0QDXR&9v%u;^4tMM}gljmy2QAI{=T>-T6~B_UK2=-rejcoM(;|Ou z+iv{Qhfz7sMuHN9ay0=}*R+Kl&(g^qcQtgd)^>BC_B2@aDtO?dmx#)2kU-i`M+*ko z{8Dla?*yP4$9ega0`Q6U^{ed+=9j%Lb-lh;?VEo?D$F|x1Hb)FgoSM~E@JT2nHFsy z<;wJXbu-!;7%S$=NADbpOsNGV8FCLPi=|U<qZe;>l<zl7szNc3-%C8X{VIQZYMGD8 z6e!UmS#7!>T?p*!*RgQDS#ZV#Pa-O^>QmXy-E5)NB-8?vJ_Na-0y1FOA3N|Nb96Mh zB4<JRm^AeVWTLd&47_f;g&Px`E4Lq89|NiQ=8OC3GW^K>Z0~30^Ok>-=Q$f)8>7(1 zy}zG!*<$rZy(Fqy8-j+5Wi1wrRpup#`vc*l4!<DXAOer5kArJ(>xTr91)<tR-)iQE zD|DNP)71y`*)_)F6yt5blRy8dy88lAS^UIIhW7d>`>FUFzqiQAkN(5SIOHlLa)BeW z9HU!Xq|H}1;{oa=I&g9t{Hp>d*zL(q1^BrZ3hBB^Y^c%0c=Ptw-+%F=>{OArvNB-$ zgU!#v0;Ji3s=}+;Q-(G_s1}*ZB5Fk-2u=+S-TiRn;m|SF|Do!u!=j41cLy901Y{@) z>FySg?(XjH?rxBhPHAajq`N_cA*8!ON*bj59`E=2ZafeF@c_d)d++tGH`Z3FsBXY( zRBRSXkwqsK7?qnibW7FC_?7SP4$i5g40ze9{=QT*vVYAmLvQCpN0ufG!q2+?i4~nE zd{CmK>9q8;AfScTf*<f;01Uz`A*mD*E>iu5y(W1>{$DRZoi=%H;zp9ZYG_ZJt6Y)} zx0UW{T|Wo9b(2u$uqmyorhRl--H<!iyg@V>Z2~zX3=ZUMzs}DOBquIhZ9b`dOrE$g zDefw@fBuEI7o_F8D!}z%{pJ%{f>5?>T((NPv*%V)ylrsA(qCARpGSJ}a{B|tId+Jd zgyoZT)}xj|&31~$df@zIwK6pFMhm^C);_3t#H9K8F}b9*ay}(KpFPO3&kEXHwc1hE zxr`NEGDELZJImvxyE^r0I_4L`)iw!Xu4DD|PJMbtd@H7iagvS{&2RhA`4MF$C8rY} zg-OETHzmXNGy9w|lR_?-t=Ke3R#qf3ld8yU1!IB*V}bXD_*RA&566|A{0bJ}f^l3~ zD>@|7m;x{v90Xp(7$MKBRi2ji)e%^#RhJH3D#h!0-K{;Bxonw5iyp_;BB?WW&&P;2 zJC-VoxBGT?xzxze>-u4Q<>6dQ4|oHsYsb+8YMAgWO$3%oE;(J+mW@xrtM$w60ub`Q z{xQj*;1#L;2TSs3Y>;qiJw+}W1rkV@C!H{_N9jA1Ctxx*LDSKt(JO6M9WBpE3ZuAT z5IdTxZxWmtRlkqDvA{Tj6t3>bPC;9$!XS^R;CQW9ph-U?o4Yu%Hu*FVX?I01n+Et6 z>4@|8Uap3%SUMW(N|ryHei1FArVJ-VLX{~=?mb=d)pEE!!4={=o~l=(J+dKUjaJ{i z<L-9923H&qp(^<43+#Kl)&!A>V>D`7)#)5k$2&baCJ;;6TMC4K7048ah}&^iq`Bs5 zM#rx}LrJ6NtRY~N(Om)DT$e|Twxm8eom!g~Wq6RWmYf%_82yJ~(Uo@)u*yCs;|Q=c zACTRs2}4*V!~?UUkUOHHqJVq1{TrY8%0{$Sd779BVoY^YLbh(JxsTe67a#MD>Sjn{ zJUm<J5ACGxhLU6Zi$aVw0`7K3aEa!6F8VHhtR{5S1lqZkvDkXeY>QVQP7t7R%3Qg( z=T<RgGG0BJHSaVzgeCC=Cju_nCozb4wZ?uUJuhYj^IWyx-XwgaN95OOS`dg95>tto zhg(P4?@9;(MHHygk)4UA7vragK{j}(GcZr)8p3<7miPmHMCP_TX|K)f8g>^EiT>2p z%u%CTMi)W4e-ugZk~O${)okca3-9qdQeIa6+xy9HPN2^!575K$fV1fN<t07`oE=+( zyaQB)WC0=r4T<}Hn1Y~1?@VvT;BgbtSPKd%rW`z|CbaS$&YMg_G2rr9{~{4Ar2db2 zMzy}nTvkdJpDKl2-sqEKfXVRUGnTG*DSays;_b$K|2R4EEb}6?#vnraoMU@lYr#W^ zH<Q_V*i(BPmL{*S%MOhmjIVGHy+%@FhJ9hrb$7y$@EW0snf<3eq4h%R>q3rrptNp* zK!h-o6&TIyag<tdg1*`gSvccrz!3FgO$Qt$3?dt0qsU9#0fGKvTwVkQZ21JNv05J- zS$k%Eb|47z+$aKOJWJP5rWAaO)nTy0W0r7JO(S5Z9ERtWL}ZsKkt~|}=2jZvS~6v* zH$69XKLgDt7J?R3@CWVuF6iz&pB!d7?kphpE1$C_WLG9Sf1TAHp!B%cXU*?%fip4? zX!v?;*n=-+|GQ@O=TAROf`W_jf=R!r$9!!eJ%b-{G3PqGf)%OQ$<#Lf+;zKQ7V=mF zjyLAEJ2oeNI~Ms0u>y7AAuYAtC;Vh0RN#LGb{{>1d#M3^+DC(cfVGJvR9W%uvWPD| zpMixLY|gtpyG22%Dylm%9#A5=W$&=ObJPW_%4x-%u0T5u?dE!DNoPZ;XtL56>$^98 z2Av+BhXKv{JgT@mn>(MHwW`*aR*n<2=5|;ZAgVI0MQzQU?d|g~ku>YS;z-#UU-w8y z3lo#VlLZq7CE`n4=wN_IQ)Guy-+)6tl3kvP^cc&~<ZTVPYdSRJd3@SOBP6g4+pWGa z@*8=j<g~Dur$~t=VVNeGV)uSmM-V?DGC+_$C0AAJd2lr&Vf*Nc!esGxW|H>bp$s91 zlRv7qoVxWQ1*(O#)Mx%&DREMTwZh+;R`|VipPrfxZ^It^kV7GI=6LBS;ii+QVPBC# z%w${DnN#Ai3C3MOuh1GT%9xh;R8CJ&j_eOVQH+nHcQb;F2Rrj?%{7&R&envwb5LKa zw8Cpt6p(HU62rq>7Ex2=k@(9dzr{-Ia%r6^+z6x%s?v9MHB^}10+}g-%6F}*lS@nI z^LuO6Q07ejt~aQ*jzT;Tuq+kN_&Ehr4;wa!6p0`7XYD<Xx4E|neI$rB`6p}R;+Jl; z$e!Au=jVH=JpaR@G(FumgDztADs@xvKs{k5l})nyLgh{zPOr7;mM2XF*1op=*>XuQ zYXsJAa$$~fh&c5J9NZ6HS5FVK<0Ma`IDITPb2NuSx~(OBSmobHq);DhKS2n-zx$-S zy0-K@#Rs)zkc$t`yNjq~Qp`{)Rkai|N!~=xB~GEcc^JX;rcR^8axqe>?lpyjd|zMk zKR}*#LG6Dtce%8D3sE4vzD;1?N8NY7V=Va;NJWm9?l=GcEwdxHFouN&oBa3s06ZY` z-)Q=59f6R2!;_t(8)jHEFSnx#me7fip;4POX3dsQsIGfDxOY?f;`Vd78xAz-eekJS zv#ITsMw~|xCxUQPs`?_IXLC;@AG4sFNPt47N*Q8kPmMj9ZXG;J4QG+&FpAbP!H>tx zEh105W})PVSw7xcXKl#smSwDv@^oETX;s_hPWRe*P|(Y1gagyq2{8)@DMl3ZF&+WL zb2KLj`|0Pz8&sUzM}m{VVx;cS{B)Oj<0~Ly<%bIbiBirZ9@XeE5SC~$8eP`A;Sx1k z@nN>>wvhx~KV9i%>tw~iu#np4zbMFVV8V01Z<O`PgU6S!3=!8fpF<-Y+R5jX*t362 zmsMbszV#6-f<%}h8}aNjP5FuRAVen_P8quvuOU?^^c)rc?<*v-82Aue9%2w_+J<ds zuf8f}O{jk5Td*iNCRKe&iY|08ZMg7n-7fRIQQp%=Kg@}baVMF)J}|OAvH+hyU%yb5 zISrGi??i)b8=nBg!;e3fq)7cSB6CXlL(E_D5VM<A*Ud~h%g)QOin!(68AAyWp>=U% zTE7)zW}0-Vli!)nTT)PAi)5UvIYa~;vWK5FWIpH~aqMZOT3%Sk9wpqlh<$KV`Orj{ zQW7Em3`@y;0qXHA(YJ5aM0CcWV0C7O@(SlB5B~Ff^o0Cb=LL)7`zMoh6OJM5QDpXd z1k=7eRB`7t#I(V|L?J>X;VAGA7vvB)kR;uARI-~&_J$}Q)WZ1+LQlIyLJL#}A?+;B zg-XQL$v;p`jJqLH>N5avl9O`h(#Be32najw^vq?di}HJprvc#jUdSmhNj7C{uBrDk zk>_E{emsC<JRSRvX=_|p$K=zevQW*g(J5$c8+3Hr{Df{z-2xPJiu#_{hMm-E!^b$A z5>=_wFul7b*_NVi|IEy%D%gB;ZJUdHCDQlJ_mpuIEYNi?yWDTZ#Per_2>h<-+NrzU z(aLQ;=EJfZ`!hew7qqPCE1b`}3RxVD0Ige1+_RNnzdCz@BB_%;ZKr|OxO4TPB<%ge zo<ep0ht})Exc0fDTpOhd>^f7Z$w|XK)dda7S}!=lqTTN)M47M;QZHi1!iLLkdUmq+ zo;ctjSAgg#Ts;B{Gu@(uy_{4yZ_hfNVjoq4L$Y(Jc%5a`5}zwY{%}}+i@r;1Kbya6 z%A^_5lr09g@O(zFvAc5vuVR+=N>@X1G5(jiPDFV%odgCYBp!xklPg(1PY(wo@oyc% zl9^M?`l3jgT#J`E=1Pb{7Qukjs*6B2NIgxo{s9hT9kGKSvHNv?)sC6@hZL94G=T?3 z(AU;ZD<x?Aq=`@sO?JXZwL?LJb`Feayzf5l5Nubv_yS6WbN&QUBq_@haOtlyEp#yC z&jqmWINt5mBI5lBZ;OGQbjB3_5p?3gjvFaSP9`rhgf6wL`s`P-SZWii*_GHH3!A(J zM&>xnmu}d^yoogJWd%zobz+Nto2amfSe-r~c2*iZUpzS8M=kmAJ`$B;yH%=DwsIQr zM=i_TiFT9s?w4K?$fS3S1)e5I)lDVuD1Zb>MEX*aolqP!?vkTQCk6@sW!ar?h=)TD zU={mx3R)%?_rYkM;*@gu`LYzcPD4Wn5;0RXadC6j|LJ?=5z)dEsex}#V<UrD(U+>l zAlr3ria=;shhhGBrDb&S5Y4hKRi(O|zMlEZDvw{xmi3sl)56?u_q(Hb7c&+F;iCCF zUtex}J2+4dtJRNelA!5h^gpo?Y(Z`j{(+IJzQ0#wA~6q+=W`m%W;>xp=rFcM!wfI9 z5mo`B+z<T`^@>>m!sI@YpJlGnQVtkkhBvQj1C;hsSOV(mTTxJ_08LRlb_vR??K<#V z=T#atsu(T_x6iptN`gLXmEen;lYgt{NM5f%tz@U~kc%3#QQ&V{i%=Z9rkBlpr;i5D z<bIiB)_?Yo-rkAX(|>}_AcdOX4Y&|WOcqGPhfJ_q$C59cmeaB2`9E&=lGGy96TIAR zFLwp9h}2;-kRpYWB84kMz<GNzSti=d>CzdxahS-&m)>%}mW(NDHy({ruygssG%KCe zGcF&<UDH&_Q>4vHbIQK<TtGzF%iWEvxaFoPM@3P?@CHnPiA_CIU4cgAgdZ}ncNEIt zKp^2bl~ebtfcldC8p^XWmaOxo*LJ#ouXI!3BqE=y!XN}!1QBt{*b)$)6j@_%72B>1 zc0fSDqI+B5*lj-y=e{6aHp<p-GWg7pJ-72liRA_nOSyair=nw>3>XBJ#biE#i-wq{ z+b9bi`q=sUM=coxx4l;r&`=D_<6uV5nL9UmeqZg_tD!lIHjj`}7A+7TIFJ)9VOOW$ znu?ZBZ_2y^@WrS>o;*EAX%`)clsKCAXzrsLO4}j{hsKUX30KPW@p$Ppdp{nxqMABy z=8VRdpkGEc<m5u4Kf#9L;^N@J;-9xJ7EG&#>?uTU&96a;u>-)t)`0v$EFPNnmqh&1 z4(TI4nG75^JfP5_!lH9HR)BA|GM#^&=W9b&X2e#6VU=u+ytd0D0>@V*`#E)Ogmibz zt?W#dOi^ch1nskvVMO2gK0qDr>CiO1487(G^bgBkk6$Qt-Y;G_RoU-fW2%<RLTeXC z$lxikb7d)W9J__EAN;SHq=MXbRFn-N;LX;T!1G^+3|YJa5D^@DD#eXZ(h2Mx_lG$L zC%>1^aowGFp&dJ~f@rTdu&SF|IxIfS%EkeM4d|Lm%%bhtBR0VFY49Lr>`$t|Q1@PE zQL>C(-V%xsV{%Nlg(KV?E~hhOx-6N}dO`(@B9+X^n6D2d$sMGuoC;GqT0z1LeLq5! z--$iItAP6{UFl+g;lHXUJ@-To-$*wIDoK%ERlb9WB-eTyNqMCgs+7yya*^?jp#&G= zhwOny$QaW`OP@NQI3;l7NQ?93?0xxr`_5M2zR|Pr9{=2b%*giRYag+#i1hkoJsTsR z9z&y=8JsWtb<LJwinOQpdvh5JM*OcV<*P`er=zdXIF`<O`aJoO4+p8iajJ0Pw360n z<~)B+kF{)OK|LK$N}YMEp`@Su$zFk6d2<Z}y4bXcX)_rSK*Gfc<#lAP2q`i}wBeAv zTJO24cUnqD-JMOA?iNYv{7EvDBLv4%m2!tsu8SXOE`38!@&wz>R;&eN;m_Lq2zS!u z#&mDP&`+bH2=)F?|H+ss<O7__>sw5f#AXb^1^e2xrrfE7LeR}WKRv$|b5H^Szc*KZ zB$ZS5?%dPW8FswZYdRXCL3*Fxi&`_*Z96>2exfkcauV}6@8r%6`lGlZhpVVITyi7u zJUmCO#Ry4;reS7chaibf@0-(eleM~UHuyR6lCWr}KL&-v@&jJt(C3@35I-{<6LdN{ zCmT2D)Mv&*+hKR-_u}*y`9iC{!gIf0_x8PbUv%QUU-k`4pEAu|<m5p%$EV)DaPn#k zy7(hkEAD$&ei6}evtAu|ZJ<{@X*p_f3IavT>zcCw4e^jOWZv3sxfKcC1%7<Wos^KJ z77zX@FG@(+$fWahcjwLBjh7V1(J{KfGD)nQIeV7L7wxDC{LQbZa3P6_(s&UvFjE;N zOjkyh*;Mt^iiWHZ|1hh&zzn`W=QW(mTgd5)@~s))7#G)fhE+KWW=&#3B0}}Ak>SF> ziAvC>sq;Y4z*MT`g6sCuW5G;$@+4DOBtLWK^Nx>>+^Uv#U7K*V($VvCC!yw(&xXK? z=}Fpmr-Y;q1K<iTLJ^j7E*);wiZFdh+<kfwc1?y0-mI@~=3Na;=?smd`e+EE2;%;# ziZ2S`l(AI9k0=ceXFX*R?y1vf&t>`<!}uCFVPhn>K6yIgz8yzF3Uvj&!+sMA4>DH; z>}N~S9EJfwjnj?O>!-D;u?xK7De6JZ%K$I++p3JHuy8XW+~Tuk;O!1@#b5S4Z@V1* zF{_b)Gz6@az(=H{srdaLQ&B`x95u)mcWWm7?>GX1#te8*XKyt5492W!i>KnP!<msp zjkLTRTJL^y;M%H7i77pkPS|M(L$o7$B{d5PP)C3<kmcCyAYqHltE6_8?!(QOBj@X4 zQ)IJRjRN(ZWRko+wIOvzh<yL=EvWs?<L}4vxY<amjXRF_Ykv1@FCBL~Rz^;7RM!?C zFySZhN;%byeAa%G_0^Jtf`K~KeZIML{p>6e;9z+ADpTLF`u+U!<l^RE!N+m#prE}H zDdsQpLfRK=F>ypsNil6Mn2QrkYN)Wv5-QoWC18-*!t|+Ty3XsDoe9)-*Hy(R@_{G6 zF}JaWwLC#~VvA`Rd1@(O>?~x$eP(auwv&Hk%=%l$VVgx<;{!5V$JJ0<6>+{Ov@R{J zeVGp{nsWcfSQdvmWykUhg5gFvV}|Tsb4_ENOi2wso5w`XSG|x*mHa4i+VoL#Iw#Vs zY^Cd~Ys)(9syWo*wca(}j2f+B;$D~NHF3nJkiZ1p>b{6_fM`bnZSXt;-LB2)b$F3X zW-2Yf!YNec0wZ!nQgyf4hlGe9Th;&O8!)Yo2{74KN|w)VH*oDUrp5NBoO>Iz_FJ+! z^Y5V#<W#MN+yM2*wDIaFWl!I4awu}Dd~yr<K2#-BwLo=9td<hy(&yyQ`b}POz^q)H z97kz`*RJpR1%nMWO$J%e%G3xH+H=7#w9x#!CXvb}v_~0r$0y$Gqx+06)i??xi~^}p zeGs6WV)*Z~8A3O^1D9t;*}pe__r47lV}Ez!-fkxwyO$rhGMU69@a8M+-?DXm{CH|j z2gegzo5pl(2F{A!#tnOVoXgumcgy4=d!WrftzIZr9UlHX>M=_twVt3RzO5}TzaarE zMGz>sr#AAW<8r|7rLny}vayyo#l(A>VuUpycXiRc&BbvG;0&Kdelv!{;giLYy{O+A zf3r_FTeNL=Fg|s;#)i2ithuglRlB!zjLp3Tk)dP6Z}CLnfJI{9(^R?a>dZ{xsJA~A zP1ByX?0#Ra;+<YxJVcSKr*xRI8_;-1LNwoL_BPAp<@tw{Vn%g`r~cZJ0I(aWG;oO8 za~bCByEiWH#9WK}Bq-A#=Na;WR`&XyfAIk%TiG^fxHPjLcv<dc`0`-zN}(R$^yJf3 zD`t^+Ir*kCW7$9bSf9^`r-4f&OF;$&lOloNeAnDUC?oNDDv@(B7b<WPff)J$`}(+= zz$j8KI_BO5NS%1|h*F!%lOqD^+Ag~TD!ljxLTC@CkKob2lkyE&IH4SyK7Z!ix9zB& zvMre?lNQ(RV^btJa4;?y4A*LlD=N)eLZ2cl2@mIXt{hS&PARIgjce!CaeaQ@3nTJ` z8baH4f207r|3>%<<4Si{4SoG~=>clw{{S`TJv?$n6RfOS@xDT!$!&LM1{q7K?d|3| zJR5W7QZY&97FC$9UEYgnv0c7413r&9c^U*9pXAO(lg&Nl3+{shZu!hHTU=Bl>O)v? zc=uHG7F|L0Q;VPFG(IU(Nz-HlD>{5R7zW@Q<?x<*P6gp1>Fn(e0Ao<~s~}3CE_KFH zUSp031qD6jcE5}-IgF`uR&o8ow#A9x;vY|0v?s?LDOG*jeidqQ;naTctMC0C`e&8u zz|HYy;G!88$K};c`@<e*{VIS&8m>Xj9Am|Hn4&Fqm0?eNI&>r9G3d&%k2HkxdhM?O zRo1(B`4b?0c>D*TnX{-7R0O_^$eli1F!1U5Z6!sGnXB5W(}p623MZSh6C~We+LBf9 z;5a01->V3_R^)rb_+|EX695*Wy`q@6(yRcnfcwjl(BE0#;@mFiVJDJ-`yck^ZoW~b zL;(Hzz$%6<r?TSaRK3(ufAzxxMzYqV1P;0SU;%tZ9)`of0E}SiUaWNhZUIi-K<F)A zhq|7AqsIrt=`M%A2t~4$k_DRafv(v7@>Fx_CwX3idO_isw_bwFHJ$yH%~=+I*>=Ml zCB+!A_uYY6K+Bv#yKBhUMyzi@iGzPL$ckNc?pg@4idAcQ6x0YurYX~6U{&4QsmoP@ zYLIYe9)9lty=E9m%uwpz6=W4`rYc%)-O+Pr&NOLu&e03Pcsbw~@Do}Bqh8}WNX_eJ z&cMlu(v<A@_)4bAq&C#p3WFf2DaNYFx0#F~AX11cJUWPwR&3)9PPQy{VJ#W5KRLlw z+k<!1fb^KEW}$L9E8&(;-Y;{3$uHBZ7|~SCr~8kq$G9YaGEhUz0OrQMx9%?6v*E=4 z;Em*OByoAftC@j=eJmJSj>A%T*5*A?q@v;r%lx46jGc8v39T-9TD*2turf%Lo;Y7y zFYs7`20bWXw>WEj{xn*u5J1SkpfC!y$W>k^-KT;T(Jnlb+S!`+`t`3G5vFv>g{-K3 z&i-c#$RKCNk*V159&Da0(InMumyOx`tU9f{maTFv!H10z1wt4fUmK#K>q6zVj0U%n z%YBd4W|??Z;pOc8>DsOHF|!r-I7%p~Godl%usD01i8O6ysacDB32O%SYr1rKs~pE5 z;2b#{84Y?qo^4DM3N|c{8m#@1aP#^bz~~N6?)_}V`dk^Y{<M>p9^d8Z#S#oUS*~_l zsFc8w7*Wdg+8S3R>ZiPe^>plSF^qgyoFDV%DP)V?l}lByD(qF(Fj#cn>@??n*o7VP z#EVg}w|B~y%)UjPtK-B%`IOxrz|!4b(Ybta8=&>_WdvWylDu|%YrN~Fe~Ad_ZhB!x zFXo+Fm1!uJAD;j2?P<sQAo9)yEFZbw$yU6v4V|#Q5?r_$O)u@kx@4WRUqS;-WX76R zfkA(MAzGE$0TRnA8M!fO{?o5Vpm6oV<}A0Dcq#HlciZB+B<MW)wM-ToY0}UyD)x)7 z6#L%f7|~xbKgM8zkg!L$8#lPLN7cFHXnre~3|ZQQi~xOvOdj*AkiF|B>?1d{k@D$j z9d;W1?whuu)b_@(SIQ;RvorIkYnC*Wn2m~Zx=gu5xf|I;crk+RdsIdIDM^X4Q9u`q z`^%QlZ{MW<o7O83UIajTsQ)$RMN!4iB1ev<bmE2^XNPCemOo%fXBpOm^6t0DI0dxT zHqKXn*mv>g^zw?KGz(GwRCHOqRYq9aewWueeIRIbLu77~-M@h%$xb<1XFoO%+Sa`R z0A6Tp51Q|XlqkNVxz>kyj7!~Fr$Cprah8ue*-Q!!t53bo`qXLIdT903d<3>5fj<<s zAU`B7sF||3>GI^;A3~F~e~_R)U9~0{tbM~w)8vk&xjrQ}rETkO9^bcZy|1Fl3*0Vk zJ9s2W1bDOGO3WA-7)ejg>S>QpA<*XIlgHiV^fBTf#>^xcWT*_co9c1$UCQTQLaO;| zRmAJ*xei^%sU|vMnw{>OmnVk#)3afw-&Bi+9^SF193TI2P0e)bIBFovJs^awU!7f$ zR4tV%Ln{b~#3Z@d;JKH+6BKo|cVZnm3;x~K`^P+DbTsGF0w<PU(9LDV=qO%%_GbtB z-1J0XymUli^0|2#?9_j2#6WT0=%n59v88|sIbaO}66T$Y_j(H!L!!fop(Z~sHgw~8 zT7v_HlDfAA(8ecB4GH13$|8gQI0qQj3|_sj$5z|G!H;oSs1#e-cpWvMrkF9V&pU8! zz?DK~^KSkdX*i{V8)3dz=G@l=#6ELML{(%FXpsy72o%|P&w<(p99t%+ut`n{Y0B1c z9CBI^;YdwOI0$q`c<Sg-hNoCDo2IdNQQD~5`n|BKslN59epb&)$%D~=$Kmq*-MO-k zWtwc1JUJ~Ae|XgB_tP!!M5=Pe=-+rTCWFDkq~mUka%EHOsClebzddmG76V^{fY)o4 z&v}?T&fU7yK4J%*G)WM6JyO%@V9>a;3mr3Z{SyZ2`*=~jSRK?-I(uAgJEN6`^QjQX zvyKD`<s^{uRHTl?`Zo5|85nF5)CUYb@@t|1`dKVh{aZh87?>c<R5X`7g=)NgGuMEK zIJe)LiH=y1JxnfY>R|XQti5m14JJ1Jd^6PUHp~dD5-|vt_rGOQAdFPTrK#ZXJz1KP zes=Rk!rObXrgDdb#eZdP75#cK_!WrIlR<)mx)G4I)ttEAe`Z`D#WKs=qj)wRJbbTZ z%lokXu}`B{=+<?*X_W|gTn(kR#c1R?q{DU<d|7%zkFFPVD5VPd-nZGVK|jPzhxCZO z?+=+qZNtVi4dYRll&FhU!_+Id-v^v@q46y{J*`f&2nPBoiZ}#|(*yJW&e<3N?Iada zm|^brzg_^*A#Z*hxdxgPl<|kg&KY(m-=~jdzbYBuw==aulJ^<=>WW6v&=6rrAQPS} zLLOBuHFz?4DlCLNvRvsuS25>Xe-mDP({PPk1;!xKY`>}jZZsBFX0$Sjh~-3tH?i?R zSe{CkE*^B2&hp!UNAFp?;%8w+9d*kQrKe+J_YIr$rWZ@0RD>Xff<j(9pQ`hZpI6OY z+w;aT%u?<2e=PXhVa#KwZ{gL{@N~GNltIXSHxWl1{}vGPt!!7v=JK>@zjI_l!0Ah| zz0%~Ea+Y*i7I+}ie=HgZj2t1H&dkImaQE<DaxwJzj*7<X3Q<JOO3MveS?J$V;7gx$ z=6<8Td<h%3ZMi%GuGZ+Hmu0fb=ifV4ns4W8AGWjoPMtejOhFf6p#uj(l_<d^6djzB z_p-_;T5%nfpn;|#Xv{s&dvEnM2CUVH7O^kKNS@DfEXL3#zX{(O@4nj^)neq!!ib3? zWcUxuFj)I$93{x-<Oyi9w%qS1-?ZvNnX0}68f?M0E^T(4gyl<Hgpf}GA=0FzS`|oi zaB#&oyeaa?{OigF{;Lu+MqU1sHPe5`ySjetUu(_G$FHqLW3)7WUszmx`gNH98Tk?J z92V61bd_!yCt{?plQ$1V7u7ar`GmA`YXA#V>Uf^%<9-{cQKkY9;z@sBWtS@k@eXnd zqJ)ssA%aN1;>CSEF)p0OdbU-Y*319S=e6IVSIt|LxEKkXZh++4d}50(iOD#UiFy$2 zkw)_?bK+0UE6}zoGC<QnKe_RvfJMr01KZc^C+6l;o80{XnZPyweqK5;)1EhzQymS5 ziR9}~TQJC6&5Wmk%-QILV_Xi|KXos7(_3P-<@)sc3{}CB&M;V=I!x9gG|`Wng~~Zv zUe)vi1Z-$%dUEq=8b6s*1}wr8v8jxQ2BwRV?Z;X)Cn)rm@yYaL+<|XZEuZ+-88Ub+ zkPAyh==;~w_-<7-8CI)S_ELevC+sKwaK?C(r^s5_MC^DIi>biFzFD`_E_se3(8Muo zMVKvMq3ipdnz4k9`sFZHx~9pNt88MzBL$c4n{z6bP6McT2CH=4ZTe2C3is*SZp_v5 z`lFWpiK9)UM(PN*YdQFJ@~K>5x%bM}L1ojvQV!oaa1Q_zNhoQ@-B8<gm$F2_G3}z? zTRRz-!;{ixA%m9-x%8L|9dhzM3?ZC<QVonA{pF$?Xyj(raOum-)lZ!Q%9^w2k}q3U z@RQ5wxiS^9wEc}_i+WP2?(aAVs=CgK>--Bx6&wUY07$MLUoL|PQa)_dW~r@j<-?RC zj((oaryLvW(s=J_!eeO8GLqeiZcN9dNQJ5A)#$V~$?N8N+~eXGjQ~oNDUIL@d<F8( zJGD6+q*SBq+p=Y%Pf_EnOqPQlbETV@Z93Z}yo@Gv+Z-OeET2}rrwWUqno1D5SlhE} zLdTyBx~Nx(_tF~8)b*MlAE%>Z&$>L=b!36nQfOcyij~%bK-m^T_2<9=JvB2oy|}Db zUO}`&8A|HC+8OV9h%<sqA^p5Jr>s{sO{=#G7h&S;FJAd3hqM?xP=|^RiQ0_8puBW7 z=BZMK&f-njVEZktFe;d^;|D`XzlA5-&c4Z&%sh+)>@vSBV`w-wtpRepF0_X&Cj<nz zJ_zLUxy9jsCMwMs^VsGN>>sTDHCPsgU!R+O*=fsN_Vl`i$AAMBDGJnf{RY4xO+q#O zcDNLrl*Z7fk@%qFuvr5KB8v}ct;kk{eX+hCj-tfds6FkgHtc!^f{xx-&OEM}+qHgG zkM>thLEZP6FcO!O_g&6_5|>h8DtmR6!7MO^Xb+Bmdg{#wh-kEB-G8gAM73N43rvOt zub?ud4FvxPJr4n&!fBVuUC7ew$ApQg$@i!*i#HN$)!)egK3*Nlp<}yz62GWMC`HDP zkz|I#7J>^Do{!Xb);sApTJ{HL;S2|M7tfT*(k0hRE}gln26+=QFs0VbI<<ga+7Z`x zDNThlp=K0;FQ+yhuRy5>@bxa=X1@94IoTe5bR4)1>&Sdz>(XxTELpard%t{%Cu&V! z$J?&YFy}~;(=(pGxN&Q4phR2vfgqxLWcqlFQmr9)kkK;A^yB<_4)=!$GfAifbiSRp zP1tSzRglkdLU$Lx(=b4qtogrmYdNljy^Z}NM<onGRVc%ZW;U9*8=D6fZo;bH&Wg>I zT@x=>k~SHyXSDQ;N%L5)Cim^eV<sAkl@jQ^SL<@SER-HG!4D}kak**dV^?=OU$*Rr zF*_csedW=9I6yV=_<Ll{zjJ)dQq_>qz*x2hC<V%4cItnVhT%T)q$|)QUu_+q3I>eZ zWC+!CR?dG{ld({Rhn@K^hY_UdSEhP!O2jxs06uj`S+TU);y$*cd%x#>8Ra5<YgWv1 z)T0Z_&p(rc?r+)wsS2R^;X&7q#&3T3F?0t2$3F*kT>HcQjzxduqR8<^%g(R`aS)#U z((2rbZG&!uB}LOIR1y+y&QE-Fp}KhVSl*cMa(w{5`U3*~con`6(8PB8e^wV)j#0#w zu^aIkfhKu?=-=@pdOiP8{baqfTW0jILK5@Q;Hh=%ZTqaTs+J;=*Oo;Yk<cLxEp<?f z^A!+Kt}_vXP>`w7fj0Cz1OF`z{P_P^SP1=;IWMX+ggn}wJf%iy-xB~gG`;b&D!l^~ zRc79cTlgU4Pld>U^-AA@g%vM{6tp2WDQfjaqUq!S1VXjR!b2|6d_}s_1`Rmt%}lYq z!ABF1{DMGjb}mjSdoFCtE(XQ`hgjfchELdaIV}$$b#ydUKwHu5Z%=?fp!9{qWKd#j z=n`;#T+NnJHyT>iqZ3R<1}Dm1s-}!tqh9)Pot|_&^;!izeZDxLk6C)?0O;=))>&f! zt3*&}?A8JJ9nELotJ#R~-T|J+fM`@Pr4lJ+D8+_7mrN)AmGFji@<=h+I8)Z@89<VK zY<ZlS-CA!c0w^E3V(Cgr9rHQBQ_1;fR#7WkoS8$H$%lfhSQQ)Q!_I_zn{;`Gh~)bi z+LPa5T%lRna{XKF`T8+()v&s=%5vKhu6KSKW<GR>LM`MDqiVe$Y+i4C1tMi^80DkU zSDKX9N?@VM2*wC6X%H_N^(cE4VX1m9p24!=A5>XibgFct|FN;QttW-#qcXP7CAXH~ z)j=5`de|yS1@&wtNn7BBoaYEz)bqnW9?k7zl?k}RN?!T>MS$N#KVpj}Jp&M_q7kQ= z64Wna8V9Lg1u#A|s=bHW(c7DKzXWA#lLM-eLcat;6^!-Q;wnj8S-iD6P(o<`qqn*q z)t)Q^my(uF*+wi_puHBsNEzKd^6b318-UkyaN~%CXTipc?YRJf9`TZv?%5znFi_~m zr%a4O+87gUQo=o-Kw}uO$Oh4T&dvc!L(3{p$X@a4O<u>k+|>7<#={n;oDwof@?|QR z4@Pe#Y76Tyt@L2i)d5`mAukuxrvZ)SGL_Tm>Wdc%e<&tYbx|?4mrG9o;8SmX@-tma z@bu6%O;am2waArmd3o)amIENFG2?9iNapBM-`$V|o)4xtbvB!tsrliKqwvRwf)N1k z3L^wOSWlhHn<rhhT1T_zyRdrrGE#q9z1q><$qn%B&Q4$7wren_r0TkN0y>q9j;#Hk z=O=3Zk=Ojh5rsQE<mPI?0Zxvc5j#K;(v#Zu7pO+?pqB0LpMV+=Tsdkm>Hu((s&~q1 z_VH$&Ctcz^>{hCyr$IjZ!d`uX86SL$QP4sP_E*eWue_A@wlQOl9(3Y2!37-n04MZy zz1~7;o~S$M`VQs@r5!b@;mIOJ>e!r8Qxb9+up{}dQ*Yx%N;poGA$wU*J)c)=KF79N z5k@))2>Qq#2p@T3P`|3s0qPW~PK`DquqHGsEn{DLqoW?3$p2&HfDs=ybMYB;B_9ln zzJq$`R-@?LIJkw-04AEZ?H{C*5vt0hF{O*&6*(T20CryxPkbaip4!m9AL+J_;X-#I zJ5cQvGV-r~1_`=1d3=dsM1&%UK(dOz$s?Nb(5JZ&!X{$DQaG;Vi-}e#It40n+jVa< z=2uB*S)SLZI-#(eyR2i{_+|Q|qJ%%$4s+^^P0RbdFBut4?H&2m4`ZuKHuV{peT+MR z7#*bLrI8f){3`+=0TXY4+Gh}WQdm8A4CY5i5P^q)F-U_G6KQ7&N+cC5+4+|4NuFWZ ztDVpLShgntM?1$%j`E^-4uCgILK?_=vS;sq76;_^Rt=|FsDFquIi`l~2iFo{Qdqjh zkUKSgoEsruQLX8~&n1obU3N}33{~{wTTQe`Ny3Bk^F~(9g3iklh`Db7diV^z`+m_- zr_r)Z7OHaCfSHLZIym7@pBEeXgAm4?qw;d=R84%utD|cU2z)wT!F#tD5~r_|;%NYf zjhoad(1hD|I%3y~$;q&R2j{5gpAx$7e{VHENn6&)Ig}b11f5h@32`S4hm#|xiCRvS zOOa?m?vT}V&EY`+2o5={-)~T)qGKZPqn8rj4ubqo1;1XfdS#d>#T-f=E}txIfmtq3 z_AEI~GXnx8PllKL<nnz+1a0^T=1LDU9w2*Mi-rPV1@FpMWJBklY^3vE7-)eku5@vD z84uepkFaKB??_&*uB)!QYFNH1LjlzR4^evCJRKWsD7!(BRyg?mJzcq)?F=Y*RdId; z{5<01$?4_ui>j&iLLMoOE4#kP?RZx}>3RLi>-kw|^jKhwx=a_UVmrelf+YM^h93WO z$(BsyYTIqg(9OE<rgX~7ko$Gh>-@#J-&~8|x%@uD>KI1~@ghv{R<dvLIS~W=q~-zd z#Q6+Ez7K_rnoH80`QY&#1z>oH5@(*pyUbLtsGim^nT&_l^rzs*SOVJ1iU#n&%jbND zf0PS#o0rQ}KQCX9bUvQYTj`aF7ES%RVsC}-RZh2H2gES!Quf7xgJh%i7XKP~T}91f zpnns(xQ_wg0Kl|&Y}e?0KHBBT_|^41Rib+pXn=?pF_vxEZK0&aiN_f`u^<E*VLg|g zq2zFHxo3lK*4Q3jd(Dcgrxxw)<~N=->h}(yx1P48@EcW`mnxz;XVUFvV>G?KCY}n! zTL2x-Ph+f61#$7e|7VX5xxWJizguaHFQf&LW)8pmE7w*$xbUZj&mjBv=0f7#!De^> zT;A5Zu{=_`?_~O5(1f<#%b&yJa&J|;nS@pz93@a*{zlDSz!gvcN|gw2fag}VRP(v` zk2E9xZ@3T>p7^2SaFuG!L8)mi81j$(1GE!6*RiDclUg`Dh1Dt|QGkoegv&ZV;Br@M z{o%gft4p>-#;V!RIIhpJF`l6ncn$#OcyAGOyEw1a^6*MFx2dI&P&f*MhwCUown`na z59)axAtLE&8kjU>xy7IKrPDDS40v!i7t;Qn$julo4u{T@$Q94h`}oxQ>=rM<k+kbo z>2m?#*=amzVH!wxx-lO`d!(GSTz}tmn@0-G@mg{jc{je&P~<T()|A6vYzVb=PaV&n zG#;J@)ajPr9sK~vbaHt})r~XPPWb^`+S=}=UtZp^&|&(->}GSmfM^3DaL}~!n+IeT z!d7rzVdk+P??XocU{kZx(Ab%4JD4IFis&9pAOwe4<#O^7D%{?8ay{UQB8CLAjJp7K z7qT>n6wUvOo395KgX`r*1`Jx$UY*j1zh~j|Xr7)uIZ312DT>;*P%Te{&1)ODuJ)H< zds||FdJ26~)}H*un%Ap8{DIlJfK2k&O`4grxP6KdxIRDk@-esWQCn(#KCD!l>wLJo zXQXaU#WpEA7}|k=fz+<JtN<h)xRleT;LRpph{P6MmI*RpJMfR==C&GN#LpQhYLR01 zvCh~|DP${ily|vaUhiv@KLMW9CEu{wxGgCX=E2e_+K4*5-om2USm)3hjdVUezC54f zi{||MD_Wc5P@TAo(%GPPXuxW-!c&(sf99l3Dqx(su!?meEO1N~qbCEFG9$l96>XzF za2oGDKS)^VN$DswQs#T*lAalQIk6KkRNAQzQh`8?o~Uu1guqZ!QS+#U%}sJhyuig$ z%($i#1swrs!~G7RvOqod6F?a3hg-%N&S;y&z%~#i@OJ8txL!M{Q8%rN`(_FFfr>&l zehpOEvGCqmN6?VFqLKw}#sDNdp`Us>K&oV_+s*`Zbk?BCsilq<vP?7p#xMubQH#Bt zGr)1Xq_^}B_1hJrK@!CItMZmyFAV1M)$B*jEUDQs0nnYTZnW?2faKd*^q7bM5{K`V zXV>`H>f2)f0HFj62AC?a=jt?W^0AL%CwIOA{bAgx(PMhxOK~GK8uWV|3<6;5-d%|F z?zsIIp^F~I#;(OFagOhj)vy6s1hZZw24V41`O^Ay6@l3_+eZD8gLAM~a~n;31#g7O zpCh_>xa<gJ%38n>2GoFS!01hHuKHPq+s^fP`&=VZ@JGOEKaJmG67a|z99#&P-sKMQ zOjwX2`O~MPdh@GO^Le?B=AU*R%&iNc0XI*-f)=wf^2Nw(i<|-6zu)ua)b%^=&_dZb zUHS~25jipJY#FLtM<Y_g2cR7wd-VcP1}gN$=xd(64(I~wGdpIq1G<|0#Tj{93&Q!_ z1V~)!xI(TsJH8Gfnx*9AFK+)OpkR;qXm1~My;#3<5DXBiC43SUhP>r0xbGiV95F8k zD2Y>h2Q8Zq1Yw4y>R*wDYwfAiVi5Z>&Fi|RJb{iQ&tvLHtR?M5CGg_&#gaju1Ct}t z*GbEv2NE^{q&wex>Y3EX>s^#L@<ad^N`WNbj|I=tQ@civB+CAdK{YdCAp!r&mK2F` zbOYhC`b|d<YpgDv&`-<xRmF_y9fnH$KH881n=En_)JUG*I>HgxA}?oXBS9I|3D_Z% zShsMZNk6*{?=FkdvV9Dl+x%YvVyj*Gs5|h<#_|^@Hva;37hB>xwSh#r#nJP%2r1Iv z4I*5vRGqwlfPSDJew~++rs9de;8(I3${AVOK397_ts41-hz2_cA(>rUqk>GTl2yM2 ziIaU_I$H%&B@-*h9NNDIev`X*|4_zAqw-tnRGh!o{vC}=(k)P}Sr|140^GnsU3-5Y zUhX9slWf*ki&dc(^f(a(gngFmnd*#VZY!}7!%`<*`Z<9>PloW{lK+LPpslHHVSniz zibTV}q-VEH@*AJ0xLK;be9sj)19*`{AYmd{Q1u%ikg<_qxkLtGMji{5I4Sg}z^ST} zB6XQ=rR{lG6(6^p6VL^bne?r!XzTcMs}m=LSOz7@8D>AE@G^P^GUnZ#{kif#6(lr2 z>E^ztc?Tv-k^ki1<<9@HpmaNAnVFz7$&VEvy{}W-cB?cdm8G4y;<|X=y{SdzF#Fv? z#%F*<c-^dJuh@^pd$E8yk*O}b(JGd~iYkEx0_ETpy-DQI3Ipf)X`;d~is(hQmu5Oc zq{-Mgn{QU0C+ZKInhWqs*$(9FDp(1zyhDCj`u(Wgbv!LSRxAhl#k5yp>j3o*C_nnO z{wka8pCCUN#`XM%L(74Poaa@k0rAV)0%dsM?)DPLyK&yYxi#JFp|5c8v<=DR09R<I z9@F<t@*lzQatj?@?fU)3&+sEE;B_+8JKjIJv(!6ec{y#}BWb@19>yns37Y{1K0OSg zIR!P{6;*eQCSMwR$VB&g0@k0Z&Oh5ZTVa4YDE;4^0{9cW^!+>|mzP&&KW};~%K7u4 z_Fa0q$1!{`@Sh7+T?VejHcV&E@%+6KZO46jXDO$a&w{OF?oMD~k?8>-Ux29T^O$_C zU2FLuWOTo<m4Lc9@Cf@%0uU+AhiO)+I3)7?LR3IRjQ;_aO>%o^=V0(O)})App-&E{ zY;3K&;T^fEyQb{&Qi)4s?dT7vlB+GNi@#4YpsA{hQGy8S5tlc<2Mi9}&qp(4EP%vy z*N8sneh05xWb(`5F>(I1Mh{>hB_m(H7}LUoAh&F7H*RtF4}|O8FED9gY=H8^=CA|- zzE-pw!Pds1k`MTdB~)R}Sv&Mpkr*~_@6AjGsYRo|&)H*p$5Y#sEq9w(J-jxuZ@VeI z0P=|JyBdhJ?1xU>yT6vJKXT-fg(bC!QWKrjan)A+KE}yTIlukVhzE#KnV8;zrcaxf zG%qj|l2hmFFEO7bG3&9xB9P!wL&+3#HNEjNBPW65pZJk%prm|C+mgr95vBI4gZd^Q zWO5Gfn+#VhVx(gq%TZ@YiK*})CpV+`pLU26U`kFpu8*YhealKZ`-~g$J~KWbFCmk@ zi@x=Hu!}*vD4kz--k+eXbfyG%0dVzm!h02Q2P8t6(ESYGsejYj{$DyyTRn+Zab_`< z)RIhRc6=0xoEL*u2QL^&;8i`~&3?;Uk&n1V|Jms7kO<&@9!-zq9oqR^cj4c(x~m54 z0H6R^16;Dv=0Dvuv5kU;=wAHyQ?Apmf7`aJ=9aaj#M9ij=>w*Qc|&(q1CRYgEt;7{ zD+N!Ubv>dpZ$_&AB7Ft|)H1B-x`DrH@8kt0cp{D2_CX*{iJ{aOm2?xlw;%}5+cSP) z6+$sMyh^j20y<EzjF6-qH|*R?;PG*eI-_>bmbn(qXZC&6PfQ!cLd>F1(GlQ~3<ey6 z&bJ^ST{*F}eB!=-QI=sAed+UhVGmG!2TLeEBINLR{f3@apZrDeklgx`mRiG2<LUh^ zEfo%ab7B6ymkEyvp`~xekm|WPZ!Q^rI>38COjUuv(Kzr!@36d+;K`ir0iy~D?;C)O z#QdLgO;acEfIm+5d}7^jee)>#HuOznOrk6qympohRWe~8;9>{hLg&R&J-UHE)cN`G zmmlyNx{8GK4fTqYgVvE{q$yp~rnJq`d^?tPSAhNl$bUb7`a_&RI+%Q?=9=A1DS-k% z*#25#^4Bg=CBSSubIL%z%ob;VEN@!MGXkCd-T9one<XMM-L=V+wvnK6l2mP&4b@7A zI(vBF$EG^xZjBy`pj)rT9?Otl1kkW40w6zKzyLzJi)r_a@npQPcjEA!x%H+Lr6!aJ zP0I8>oFH;_i6qVjwaBJG#vI7ud`u2yR}__ILmjoF;1=dh0(=S{AE=6qo`4Wio3FoX z+OR(VWs;=nkT$sj8zET=IfR@S3;*xy`}<j4CUMdjles#~63HF=)8`A0Q;jrSGz@GW zZ0Z?}Uzxgl{(E*oM%|5!<4j1QJudt)<dep<xzbBC>Ur*@2B4z)lVwX0$c!%&;SA2W zYtB50jD>WvB`6po`eixtH9Y8Sy1KdRX{gN&a51!)LI8I7|FVF6{|v5wZ-=ecZ+`<F zAEjz$rxX>qltU?B*=_U_4apAbKSFTr@irT92wE68to0fo6|^oyY~EH~ueFo-Y_66C zQSd&!O}tS7oGBxxRlZkGvzd$^SQ8RC&MPVzpZj;p(5=hRL1Z0wF&1cz*WH3QT`&^- zDkEiewV;u-5y{0$rp8R-_M3`j5?@QZ6oxeEFZP-xx@mITV39$}X|jA4A|+0B+?VTg zlv2*v0)8zd4x0G`PT8_$CCfV1yQth3h-isquIvL9VUgyLln~7bYqWHOydJ0565jg& zlFAjpLviHMC`Nds9giZ3NjWN8tO^zdf#{P+fxyCKrnzdZle<LuB(_HC2amSr%Tq7I zhh>A;1}t(VL&lWxq<}uOd%)A(_PkQslsDSWM+VQ--=y!2Ju1FcuFjji46@>|;Yy?B z`c~Ctd@j;p9~<7z0zhHeimub4GMiEumb|4j5=KtqS6be)2JbwYX>IzHwilM_eznY` zH)8+f9rDQka<a=`P_uxJ^|2~He|l>25WSx^i*5fyqej2&4&MH#N#x#LP{&y<fQjB~ z3A7!huh|b%s)aZoU7^qEyR7{#dbi0YmCx<|AU5uKb*sAymj*cERU)={#>1SsQlk2E znT_nUUP`R;ou`49qD1hIg$1^%Qxj+9Vnh2l?prA=04_8Pe!1{|Ki%RdD>i$Pu<8k9 z%ek6wc$VEL?!m#q1$ZHQKohPbcGt;Gly^h~A|*S6vhdIm1eLXqXl#CysKLNeiPnGP z6R%LBZpJf<V(4|+qB`9ww-^7cBV97ITIm=|y4{!F|9c-*#sp9B_S{qz0UxF8H*!De zF><8{2}%T?{u&SnOUPymoau=Gh>w5f9<9UfLw7$nDbjF{*%BI-FTP`RZqJX)P{*LN zMJB&C)#&0$(=k@kykT=2z=D7mLBj#BAd+_>m3;HE(<tB|(5&BjRI@M$5D6eq+o?L? z_>HgF5NdQG9y3|QV<Q<-=q5N-TEFY8+wi$z@Vil)^HKqf^xvytC;ZP5c1IUnC@tpT zBj#|2j@OqrN9+|O3@B@q72J4k(W9-<{jKUQqU4@>MybhP(rUdz0^Ww!j;H%qi1n0} z8VvL!->;K9DPRTCzn9uyx;*uuszv2_%H8>*?TTh~I8=q_*N!*9<|)MA&6v;Sc-#iZ z=K|+&v>OevzCBJ!I)E!3u1Z${Pvm+VR3KgY6$smP|7TmwO4M_K*BH7bVD9F!w{z+0 ztY~j+Y^X@a%gaX*{Yip){UFQe+bTb`JgK9p7QHQ}i6C;;`j9-S?Q(nzW#PBEJiHfE z$=fSoUp$iu$)Sg93#xt9>jFx_&jv;<lY(T#MbtqG=r{w@nW$sT^I4<q=(Hg(K&=D9 zl?+M4JO+ZI^!-%-;^Pv{?ta<Jeuh3?vtnL`_dm9p1<o?Gytq7$9giX4kk=3q$UjaQ zKSaizz%4qCT&8T~1xTd>>31c5=i>tICTn$95UANn6o@X<OzB|vM`4UHo)Jcn18(-R z<%>URPUD%nWf}?8R{#60xH|s_k3|h`noPef`xp9;XLHI418i}wne9RwXyP%y?sG>C zNP-$I`sUJ&DFHn##0;p{xMO+Fb3^qBfegL9B9p)1K6+EBX5y|tAM~+sOKp|+!bU!i zX5@4_FBWFrJnok?F6(|k3~>1*P`%WqTb49zyPWIr^7JQrXbbwbD0mSB`SGcqhA~F~ z4kXOM2s@Wjq$UvA=<_lds5t^`Kb3yE4b)+})hWZpNHMIODT>rZ&ydU^`EPXp3Q5;e zjT<nC!hxyMw_e9=CWwWAC0Lyt<Ihdv{;wRF4?(S`S!^$X>^k&bSDP#<oUh2lBfLk& zkU$$B9S2QYWf1_Yjt@%rPR6>yRr8*Zt&5L`q?w1A0NE38g}P<^)01J@h}V|W%hkp) zt`Gnv$GguHx`Y{Xq~(xM;e&r;wu%;TS<mtkg)1X)5`?YI&LMkx@!$S@kG}4qvuUzj z((w~;Rfd%}=vJHQ0I?%6kkt9z7CymO<)Zm%&J@{{>VTSi<pz#_K4Ni6(f=5V#owZL z83UfNHD++MJR<M`{fPbUS3hK511kkY7QclQQ^#2k?Q~LtKJ+(tw*iV6keKuUZwZ2b z4_!Vma8)jLwD;`*#%_3+{ky)7{VRYS`p#G%|95~$As4_k{+xNP*I;b=5_M)Vj8uz7 zd3GQ>yYduLW_b7O<>hGA%lQ4ylhB#eRPJ>Xqg>wKC?>wK;Ba|%vJkK|UIBR6(86CX zBz4kAE~II5g!>bSspOaFVs>~gL{u6n(;Su#%&S~ZZfrgY3_^<C@}`aEr(CP<PMxOM zr!Y{QdpN;2@C=bo&CKT>)U^RF8{-oiS2uVV*AmR+F5)K(D0}VC1bEx@Ogn-wYtQo0 z*Z=<YGwQtWwaout?7d}FRbTWrdPG4=1O!QGkOt`nY3c5e?(POD0Vx#@jdX)_gGzTC zx*O^4x(k2*_l|MD-Y@Ta$GH28XE2WY?7h}pbItiY&zwupoJIAbWzu|DmRYW8lM@FT z*~jm8|J_XQX1Dq!Cvkzzj<pp|xM-FCkZ9tMMdC=&F9`EN+^>l1FD#o~f6^Qoj;c5c zOLEP*u{4<jAz6Ie*3DMs2sLR?=8f-bEHMn>T{O28JJ-HJPy}-ItuQxg&OxlpO$#Gj zlv@lwig7l!AvZM59X4leV_t*6HHQQnS~}zkidjX;vfwGp&M*B_<*?J@w3#a4=IN0V zce>Nh+Udkam^Ys>(BtTJN8fi$y<InXi}4D%BKETaRo-Qlcpm#3o(7BAC(qm={>%Q5 zmq3t=p>31g7E!Cs4(&q<&GOSZnQ7@2*ZMWYw$?Kip4M>)=i53yV_|81xg)q>YhJV9 z(RRFCcw^jr(gVox`@}8+=0pY^qG$<4)HcFGi>u?tK)ce#3h$9GK<hbXC%-ZOywLAr z_$1Uy`+HK=3eswUQQ7QG^Fn9tga|u>4400ADW5>z8L477rK3ktN6qF(S>)pWu2ly+ z9gjguX;YwoS&H(Bvr+RR!BwNnrVO4&F_lZ<DW^UUu&+;fsNc9f8RA*(;B3A0P4C%1 zw6E7;gi0%i7rcsyXG(LJ*!>{l>--K6KSzfa^wVTk44JjUteax@IImOPPEb(j&I|h5 zf^&{XC50F(g^&_ZRx89@wXsO7lEeU}AP|*X(Q-6F@>D^#Z#!?Xy8aHq=!m59DY~#b zR?g4>`}kPP;Y5fs>fsDq$1UC~+Qpfvaa*L5X8{TcOt?#Pgnc0?^TGl-6P8G%Z0Sts z$jLK2Zy1?8N1j3`2;ul35DM`mDRIQGAmO0)vm$;%RL)r)c7|f5l3sdd`}!`5R~eGo zoNKgf+etGalY-ac&{C~>>;0c&J}VmWK5JWUf-^tc#>O&6v$4NJk;Mc%YwWpptEP*R ziivHe3<|A0uFGnvjk~<@Cm6f#qFWs6YQ&(>tchIWhc&V=in8p(?)$7*YS_F9;0}!Q zNeU&E6Y=p|XO&~&o(PEN#FT3Acy)|U2XglHjV^fHUAgHrjx8TwiNvzSDHSQAaSQ4b z^AWiXRvk4)kGZ+I<d~Ry)d1^DT7ehFsJU2jkB_|M;|r%#K9>atLZzdBjf;If6yaN8 z;TAeTs!n6lOFEISzB6i*s;fKCs73awFIz;QQiWy{B{;5n0L->&=kObJgd@Spv{t89 z3qMs>{S1nr)7IDg(!yxGuaJ>ck=Ny=A)THxZqD53OHUw}j0Sy?pszPmN;&ha`LKts zgA1vt=EU^;n<!DBx==IlO+Q@_p^w{mjjh7&dV3NlU#uGyG~sou=Wf*|LEt)8Gkp@d zdg{T=zXjY1tV$fJ$d*yuvvFk(OS`$hh?87P_&xgIyLU1#u|3XX)4Ih^)%&wbxF_S% zH@eH>fT)5fLqi79qIybhnV%Az>QJO66>)qz?Ku#Zdy!DYq^Y6y<G`{yC@^DTmeLS| z)VgX?>4X#-7%9GPiLF2E7R3*m<CqT*B;ikTf46fbWJzS$*4sou=){n22j;|jczGgV z2tAEfNnEuSjA^3ZYje}rj4!)zc73P!l3;I^AOI=!X-(AUA-cG5$8coNL8r&_8b9n3 zhJvDqz<&$fVFS;EO^kbQK2~yZxxK4W8yv2v@Ojzz^%~m3xF$th_Ey#NqGWv!JLQ#d zevdQRc$~!rh55NebsdVYr+xvk5{mU5V#4L-2N_8(TW?#;fXBbPP3GqdA2r>6?tw(r zi}@$RxI&29u+kY-6Ek`RLwHVa5vc|HQqdsoK79S8Yuy~*%F@fsJx7OZ4Hj$96|d7~ ztKPmE|2Y_MI?*SM^zQ|4gSBG;*C6+UY&8QRkviY6hjanzB-45<Cmpl<fcDo8yW3H2 zZ1*Iu2a_(Rh|7j#zLh`G|B=ORet_Jli&4hA>-empI3S8cfIyMj<f;?10f^NUn13zX zS6TEbGXV<qTF4)?#%ovTrodrJ>=Dh1&ovcBkS17G=pLP;UxO8%vLz8+Hy9?#NpqzP zED{^zQaPNZW#cT&C@3zbrR5NNHwZ97lN0Tj*|qe&y^My$F893Xa6{sXzR$fkLtg6W z<W^=2&4lyy15UrALV#=;k(6SuPHx_au&)Bx^`nX~o!IX#>UsLj$!b~a>0syf^@JkL zM$}IHK&qZzOh$1T^E5Ay(F06WxJ8H7RFh-v?3s0{0aSzn%NS?lBJm49CK~4?2kr@r ztwudpn%FDh<<EVqS>~QGTS#6JB}O=roj2*}Cb+_g9n$@FP4%!o;`#^6W-W1ykf;#% zC-U7R11Q&*)+)5vW^1N6-|@EeocN!4-`g`A)Az?q`O-wZhl6~f_!0m{DX9J`+^Ke- z=Xzit8AWW%(eZlV?efR`f?PRD3>Ti}UN%)e`MxabSQWz^*ILcJX;0Zt5ds*$6)qe3 zCF=PWNZu@YA$E`z=-9f|T@aTD8jW%Ze+KP1jBAWv<0ANxbgU}!>5*V9AH!2%qF&ur z8UDOl^s(h6&1SayS#)hQkkK3R_Tl6xqZi@Z^r%<k$PeD;ro&PKCVGZmydKXwox#P2 z#WVRkv%A@J>!N(S8jjlV9L(?yi7brLSv<60_n^4$Y!6_tNAF-`S956-A)Ug_miJ$f zpk17@PdiqR-E}zjrMKB+of4>Dy=gF#mZ3(cP||{eW{lX;CpdCm=haL)xm3D(Xnj9X zU#%-vDNta2Xz!9A9v+{tW&1mr=;oQJ_XYy-6nV6$AjNJ9E8@DN3Bh}-%?zH_$-IHy zuiX^<f=7vnFq@ri%jz$EBR}c4&Jq6B;mB=v<#tqXOK|>DAFsZAN*bnvzlpl3lrv{+ zE1+>@<nPACzm|8_8RGs!^zYGgLnOOHQY895SGQ>pUNqt5vF%(+dS1Y6qFWC~MjAK* zG_nVJFr_JUh?wvrujkV|rE7bd?tT^=y{y%5upT*$Ee`KmUGRa4;iT~2#a(dPENU+w zAs~_l4fD_}uAgI|ZP{P(&d%f@!>7wv(j&pcF^0Bnp5wk~aN3mjSc-~!D!V@X9NIUY zOA|d&E0z_TW`cu2_azsJbVSIXkTqTJK_lLQS9e-!&tg6J2<z3$dKK^S4iq0d?~y4B z*6*)h9;Yvkm^iucQsI2p@mxp@^K^kg{=RrZ1o?{F_H*O46?DD>tWSKgD7{ykFU@gN zhKT39@^c3)FW^5}23za+noifHaFOrS-S$6}Hs9P!=ob{*aHy)Dm}^nLcC2rb<RU!0 z)&z{^uztCBOHO5D;gR(DrC0;P;cArz(l)mDXhVZ;5PH(08(d|;;T4>)qy&`pTs~1n z6fvyxorJ#@jZ;IDKp9=l{W%GP%|uj;AhXL#9Y%|>&*+5BRQ<;E%R+qK)2sTzs;UL3 zJta$lcp31VXp^;fXT)|W@TV*F<UXWsI=&m*UZrRfWDI*8jcp7|utYq|0@2fnYdhdi zzs>G&CK7nz6TE2Xub7)H6Yx8lgRSrh8Rn*|-GasCR;yfq=Q-h--uEr{d&8}P1XMOr zK-9}ClmQ=YC{2qt!tQ+|mu}@saq5i>)d^Z<0aYGz`u64+fmNleX0mo~M8*B}P0=%l z^yH@y|5u-Yv;R=g+;)H5nA|e$kUzV%HJz{6HzeS6TunDPk^jw_`EY8)vYh|s8b{ww z5FJ?pk(8>k!+aP+7<kDdM!laaP1DYV>d}?X77w~!lOZKH0{51aE#xkOk@MKJD9%oK zP<@Y)PoH$=XK)0_f`UGg9u1=yVSpk!Tnf>c*gC!6Z$rD*V}EyD5JynblLlSDJVI0Y zowMFgE}zkbNZG&%lqmJy)(k38<9dzwa@))Uaoo3Xr~Q_rKXnoKvKy~=9`0`L3Ol3b zR)oWJCgf4jfV87ZK|xdd0-CpwrjeBXt90ooi-uP4ExF*^EVDj#y1@qTt0oX=zD(|) zV0<on#4;LZCPSO1@YM}-^97WV%V<6%)n)IsSd!=A8ZlDnUh11GJX-!x*zg?LS1E)< z@81U}E>%_W*ndHZT+=HC3w!S*&s}*=QM?UFRim?5<Ty2Qb(&x@jL<eD2{OIB*@Y2| z!)vOjKHtBkbh$FrQoBV!kpB_{)sg}S-W7WV55<Bius_T8VoFF1ORwUC0^ciVtvC9N z?{MxnJ=91KX}fotLleC@Z08>izu6HL+io0D7br1eMVy8ZYE!ScG|EO!pe3)u%G}EC zPGs?tGTuTr9P6bw<aJs6EJ<)J5B{D%|Ab#Hob}boPfN;kyWK%Nu(W!1y3+NO<j-$~ z;mx5Q`Y)R~p{kxqDd?DJ&sMF8k)I)v@|ys2>Rq<ian%-=+laxjUMKVQVk5&wO5WM2 zp4ODAZg9KUlBAxSo>-VSq3fFzbl=48fY*F`<SM?vTITBtBFN;_aX-(8Fqwkkzb?-U zlhV9aBc2~L8MgNl5T@r2@@4Jzv-Zl}7059$rSMnxpWbiOgme~vY6|e|tfYr2*)a~v zweEi6MowG<-RX+oshWX3?Pja~&ESNm(}&V?unoTG3PPj}KE0CgyXh}VZ@$^8QQ$Hx z%qI&%M+^N)Pugxi9GR}``(Oj5l9oq@_)`Qwn)}AqgYR{(S29?tqpW9^sqvFm90!sV zhE}!vWtP77djvJM7voTR!VaEqgL(P~zL!0<v;%uviPvnp2({{FXU>@~ukU0d8K_QP zqCqdl->T&lAV}*sBf;M;K;L=E2$qQE#3bRDJV|dID*o8DV{ON|VUog&klR5!IP~>{ z=t3tN75*D<sw>>uHUqZ5o{W-~u<uTJ(Ph?C#+4fEp7S50ji;j~CXmE5S5Y;qBW-d$ zE2|5{$UulWz+%mee&{jR$v0p3<+gR+X}p-mp@d&xTZd?IVqU_7Ej5?G^Uf(!&aBqe zw|eiFPi-kW@`^4Tf7tDn8+0;hwq@SR5SIfM<8&(&W=}n)WOnYwN2wg)=d}k9C$M*P zy{Pk0Qcx&fs6-1JBP$5%S`{P5Nbg$xTj7;jI_iDr0!{N-7efgtFcpxU2dP~jbZGW) zuO;<Hc0w+c30+2=?hDAc%;Zx9>eqrgF+hO*VTu2ASR_mLsgUEzmA4L~I(54zH~I33 z-MPTgN<-2{Y13D-VDb69O<HJQ9POH6LDla$EjwE}hTfh5e9ywe)vLSvsTbjy&px?J z@V>3y4w+E(^Vu>Fq|D0~${Dw>^YIG?Ds_b-kqiYF-O3Kj#-&}0yi4iSm7_~GRo%(C zF+<hd0`8}7!miVeyjrsnj;uuW7x)4XYeT%1^g9<f9()T0yUL8vS;MVsTRX~S`{%78 zGKfd@{HZp3-@bUXHlKe=i!RD0vAWsMI@?go(4faX^a`xzsO7Plhf%$5K8ju(N>Y-- zr6NTAU|t%uA$g?}oM1=atyAuNp5<3p(>?4ad;HGoW})}R;y%jBrQ`T8KMj|T+^<a> z#S~aCiW5Rw{m)JF9E+qO`P>wy*GQ)F3?&72CB+uI`@7-dnS^Li5lJ@8BQGD0i0YDz z0%m1)JFV$gel41eubjA25|yQ1Olw7qcZLMM*idWC$ts#RtaYtxd=u<BzNXX`*xG3L z%ryF2c<{I0<3~SYg417roC%MU%IgGjF%X2o!Fb!41BCoD^Veqbm=WVmo(4>{#{>;+ z!q`kdNMekbv*DtSvPJsv7}~>wO*mwT*!wu=ELYr0&mmTl7B4?hl(DaWs3^bW;l_y= zm_Aq9yV=7v>7AG3RmN)@-QU9lX6)-yif@}@7X5x?-WS>2$osgK>!%8C-VoEu5_`iw z7WOdE{<x{{?R9mVp^s!RxoQaAzdpm&RJ#u8d+pcaaj-nYQ6NkekH+;$5I?MnBOwxD zzC@jI&nLGhCiQ4@QTINtORuQ7M0#=uc8cdSC=x7UAgx^4IQy=oX{lUrUPyT?d-T?i z@0K8%Q(<;$!o&^fvP!Rrv3u|4S9w`;n=Okri{t8^Ap<%RlEEzRZkyIPHH)#?t=pdN zP}B8vLnJSGY<@vu!zN?ado#(t7Q?Gs0yV}B7#3-EeaXq)P_5mp&)CfR;Z-0qMtWu) zOF>-~vzMX8eTv2E5MLImz8eHW^HTp562m4iT{XLJPd8RbTISuWDpjBa_Enqf{a=9F zlE`gZ8=smfzY${Br&h5F)yRl!TQ*)ZPA;@uxUs$|c<#;!J?U<q3?h%^e{NNXrk-Dg zU#~@p6;`Js$Ax)RKX)F**xJRKL45<_xTKhXE~Jdf!h`ztuj3Eic?}JWbc-a)XHLE3 zScq)n6FA%B5u0hgx1Xjq`*~CQ*7<JNw1IctP1R+|(V>2Q;;ur0d0x*)lvhL{pRCH_ zyZ010u)Dc&9a;=IMmpSu3yyy8dlJ&1zK9DR2B<`0|G>SFIadU}iDSX#{VZeieMN`1 zD<O}@^zg{~nj<$J{`y$h>V_PXdM{;AjQRJg$)fa@`ukb(>XM+gj4N-VjtG{NpKm|9 zJ*OaBUOR%X%>7OV6g#(=OO3$dI%^xzlKWqaSbX4%RNcZ?mYt7(6N<4ET4i&gDEwKt zBs}kVu_$AX`Tg%+PiWU$Xt?}QP7da>AaTojjvGhI{Rrp1P`8Ta_>ErHdv%tQwH9rr zR1Hh64jifCh{43^z0=#9>LEI-oouOKsVt1X96q9G6WrFJgDN*(o(8GoDzh}j^UcMQ z-3w)1w#}*vhx(zW^Xc3JG|{XtJ#&P!Ah@SU?2W_eZ#M1FG*m2nu_&qB^93Q50V}G~ zhXRWQ-`S$q{jHAV>sZOt(6;Ku2Zd?N@~glMwwz*Sc|pI8pvR?f*_mN)Jg%=lS3aaN zKbn}9S}>M<cB&jHN+y@wTsYle+cvm;UE_DRH_^`c<~amngbwf^ipZo84zy6Z_;zf3 zN*2vs(l#9xT64=iwnT>dj^HEq&Cl6}AqL5_4V^ff;9N>&tOL$gy$ZvvM17mtR-<$f z^X(s9!(dn)SDGhgatR&{4%V(%t@r8?;m4;SSx_wMFfA-02X*T@@g|6*;(?5d2~P7l zX8Itqd>=kEnp4uUxqV}+TW;m2>ZA>wBnIz&;=}^tn{byzIetp`=^*s7zSK0lNy05X zD4lLTHBCR!MuYfRXUR?a{lQxswZ<Ont!Z<%zxP+YZ%@o*>Q);}d`$P<0aWF-%gU~i z8f=o|6OyQa6&IhOnq81=xh=afFIB(R^V|+UxeEp0VN#a&q7eVFHs<2Cb#RPLJEuG* zv}^s?og>t%4n_KjTrCv+&uYgF4k?GO>#kzh*W9lqIvj5674=BogUcLlo>%=eoddHk zeHwS{OX}zM?fY_8=yhjy3rxW3$c;K^DA%FY19QI2=<<b{0GcJM++Kg`KeYPd^43Fh z^;)-s1WzohKgmq+aw%eus!}X7#%yB~NtBEzngC70+O{?eW(vARHHTV(9VaQx1m1P8 z?D}+PzPhC56AO9Af!`-^T#91^3IT0V>qEwI1cTs5cv<i|As|HQ3Fuq@9OO;a+diFU zq8Sn<rBwRr*dE{zVEs_wo86dG2qR(>q~4%ND35WUT;r{y-L2SjP3n2Nh7L?mjTuwp zbuFX1mn0Y@oadTmy?47ai4d>&V{mqfLhN(caXzD_t@oi^^#0^D)SEQ6I~%{bv~r-L zHuLDh&ueR1!ZuwaNgmPTet=2VRN7VXx6l@UNZ;z#i~8K&!p+57$E{BV8htMyB*7W! z*bs^r&1!EV#s6f~nN}fRKMkVPY#=o?c`E#w^lh8@@D<;YuA-S{>tx@mL*;Y5X_Sv7 zVDG84)+t@wvngO@m3i1)O`wJ;&7z-P=gJY*8sC4%D78<pp7yw$m#-bKnnBI!%Dx~X zM3YF)nOrv}F0`nB7*Pl6U+BC`U199&!}UAa?^B@~v=}|vC9kzreRi0?1DM(f{@()8 zs8z~q=1uEl^r{{Ck<8w~)i0Lwi8U`CLpa4%+Zyp=iI35Z0xL}=$#0u=>NgX*tYY-T zR!A_cZ*D&78u{DoGR5xDMFr|kh1;Zh0-xMwy_uZn>AjV*ktk;yvwZ7uL63D$@6b95 z!p`gLK}l%A_ct7yv&44%TJ!D9UsM?1Qk2qdE7gBNcbqbolN^9Rm^pI(EQ&!cgX=() zVgm1}-N=p~hPuE)h&;=~bIDe1{3Q1Wv6ijcbumrO^2ct|Ey5<sKIVxHwXFA0oxpJe znGf>HP1o&(R*XsNF&WmS1w}me`2`K7ISX?ds@gtF_R_i{0dgKECT6X-m#H+YGOLoR zS@j*XUq57rXO!ib8JmIQ6XjbMU>0te!sY^g-J$Kn-YsAmR&mQ0r~yKCmKg!KT=Dm% zw$qtgI~=>#g;w2kjQHj$Z(o@tS?x$WR?$HR#&e3q>$)k<8h4;~_I2kUWm)y9V~W1t z)fi~jR4)*o-V7zMx%}=ABiA9##>~+<E^A$AaG8v~5V)~D$e1~d&Re^@MZK!(=>Ydi zb<mPJOP#K7?FB&3+D1Dpfe8z_oy;j>eD&m&@YI4X76P`_hrGX-kKI}V?K~ioR7JK8 zb(sy*#`nK<G*dNW-l8MlupwUFmAGvDSoE8@?WxtPc2)_O5fApb7JS%07UVzIGSL-D zl1nayITaW+m|yt_NE=lyuIh3%@5XwS;dN+M@K_Hr@S?rpVApDFut*xsr2$?niMN?h z_xju5+}1isVQ-#hoTC8<Q?-{8<mwqD3n+sh+DE5l5i#2N^KykK$b#CVDn63nZe|JJ z{}}nvH+<>`2e?(Gr;m2{DmLcfRNoGx<bLRPF9Ix9s$PjymG%<uiL@j&x;?KhQ79|{ z`tIa(D|*iDh3qoj{<9R;180GBPmqe-&=NHAHe@5$3(>C}xyLF@?YQ1F3mEB%U+o@u z-Ma@$jSOMwkpJ2`7dYA8+~L^&ES@M}Wga2+iH=FjelN!?ZyR|#iyA9xms`W9s-b7! zUKxu?BrAoZK0BL)PH~6{^BBd^CCsx%aqZ+euQghTLA8Zc!CHb-M8L<-=$H@gzKl>2 z#GaA76N}!RzlNHwf0a$?cU-w(F1<j4%bU3U1VZv*DHIJt0TlA*yAKQZ6W1l6y=c$+ z5ugXW_QC$Q-E^AFD7g8RveKy4e>sRgf!pD>(qpLks3XJ<pf;q!xZmmr%!e(WRrDWu z02g+CEXL~IG?K`dlQHeN**4_Yd_oQFQqHkDmg*dV6X>hR5E=%~j)2$O&bQvlZ`{bQ zNnj9u%0LoeiILGYP3Oy|wUdjRUp@dF*{_t_55&1y8Vk6~FM}3tb{orT_Bh9@f9^)l z&qttMSDMPVcuzNJe4Wh43W|}WCfsxq7sepVsC2OalMcL1xh5}L!<XO0D^+fxZ~-53 zt~^Vwu@+uHAYWV%4<Rw$=HU(3UxT5#%x07Kg-@~1bX{>sMT->W5*6573^5p+(vfYF zRswj{7QFf>1qn-SDrbD|KPE|WFbY<32^y&D$O{8U2KK||v*+J*N=6AB-J8<g%7v)E z(_n9T`WQ7&pLRq^Qe6LexKm^Pn>mgC(h9n|-`b?0x@c*+9YcfVDZ(gwg7+ur_K8y- zz)Hv1YaX_5xxo@KuNvI?0^fM9&JW05T~}z2bq2h5i-M4b92XW~3#vEHYXujsyB76o z>?hj4{-O8UlsEogS^yB|y40_4XPB*j)STEn`h1EkBG<{F&Uj_ol@WgJ8m2<~6^$!L zpBlZ2tp*@}KmjP2aR9t-C*f^ByuUH!60H1PRhF(KGUnmdRHlzndz*YqJ$OOkZ}D;I zvj<<bs{HMkqpXSxOY$wQC;bGQZ*n8VTe?+NoW1-`Li0HHxX9vr!aE7Bn%^cXU`Fa~ zx^h|d%O3bPFyJB!+IRJi6gji`+z%{-rhA{5>n8Kbs%q%r6VwsCLVm{ZI-;QbzU9H^ zYM+2fr@@|9R#DE&%+r;MeGE@rLLKK-<Y1CgZyt?^Yo{)!&gIkzv6}j%DK@TguP;^k zg$Ex)^@~+Uw#j0yozr7sVPFtpqM0jop>qJR!F>M+-M+IK`knOVM#ejU88+<a8NF=J zH64649va>9aCHvSVG)TH<)ft;P7d%A$^{iDs44g2Ss)GiH2PIb`RqE9_bn7#$Ns!3 zmdVliO);QJmF<Xaei~!rVp;e+R2~I?k`YOhDPS8<On0~N0Xsp5v?<a3rdNFK#x7hN z$wOpYhJu8&m*)EomsTyT*$T&L9cb6ZA8i6!t8LIxK<XRS*AFz|I4>mbKm!s}C+?Ka zrZ3X*{Q>|C59rcc^!eF4u}2kz2!C7Qz>Q)itJUHjBAM_>`6(RamWA}!Q^>D`^XUzK zs!GbDU(9QKdRVdr)ms_%YehECOIwVWyT3y{U5WGWZRO$hsrzZWcQ~87hT(i&4O)6s z?hYme^!YBT!jp3C+=vQn&G#xAvoSLmb=gl&N3U4lc2i^qq>*~OLp}M+dhn*yW`w{o zTK<6FSV~Ooy`GrOUDi<3!|0-4t;^(yovXSAwHEZ-yj{@C=OVJ~E~^#n&@|3jjfDBi zyA8TQ_SdF@N2AvpHFC<jA_t+s1V6yzsq0mJ+$kj|_AZ|{2GpibxV%&SoIRKGk3x&Z z*ar25Md!s5x}T@y5FyKdtj;@|$pG3v>%CYG3{jNIG&0z#ycfynOY$=y;WILm2}xns zrH=y>ms>N4Vt1>ZH$Ux_$t&Fb7`?hHdV_$fR6~I29%<^^9{{{q;m@=y70~Lkx=Ytf z(J0f*@a`@ilz89DbIx6NnYq3xJ@N9Hp>GzYq7+R1W|%p$&*-IYbyG(;0D?`o#VI$` zZm`XOyvKIl$9ShSOV%c}#uh3})zdT9pQ@IYm~nr%4XrsS!}u(!34g_s^NAoi&fnxt zPhVRiw4l86yt~g$$L+T&&gu^cMA8#DCJ3{u7@4AWZF26Gz|QDP3J$dC(GmWBmmK<d z6A)~EYFqD7aY%iaVct+tTAo`kLJQqKb_A`aI`VKsUR>Yqo!crK1@7dW-9(K&hWRSn z9nBs$@4rod)lDFlH>&1nQ&GJeh!Vj`V_j{vI%ohPnT!iVZXtenF1#TrR9fuMvj1dP zg^Xsv{jtf(ex0pm>j|6^mfdpk2VivD%_IBv`aY90dpA}pTll)RgYWpMxCmoazA_BB z6{V`4ZTL0ahUpav-1PV4olkVdH*}ucG)5<B^Q738>Cg`LO{95<PyZdP1N9<vk7Vx0 zUF2YL&|Zqmf$7J<GUi}(pKaR*`vxB(JAWpucBg^49miQ-9!*C1d=+eb6tB{^C+<ON z!%D$AS$+9sC2t#}_)gmiq8I%3h9eT+A}Q;lkcwu0w)!nxE(1VWI;&(PQb5cW$<N)b z*Zu>y@3UM+s71iRdOx~{5_o-XRdJZ;yT?-%C?9nh3|_R@7M9JVZa+9!a>yEo6*QGE zfW;4R4NRFuUQ?*5E?xt8<eadWH0V@w)n3WsUYAo(L+>l6=Q!vyLJm-22ySCLS%3z` zXHnsxpMf%W<K%=$uj0+e?qnuj938sf1;x0lg&1YZNH=q%huh~kwy20-qin*(GPhRM zl~#mX3tk?nHv&0B>}9w_V9D&j^06nA85bg2sK}8;XdgkCC{1|Rx+9b^p~3mLiXVyb z*6#ULAbvHUZpjiF-~2Bjt(iuF2UDi#+%pgEz}oM$SW>b{ZR<Xpuo6z4noCiA^WrOz z#zgbo?PnytZc)e|&OedrJffz>54&t$K(GRQ(yF;E?7*(Y9S8!lbZH<$D>-8c;4mvm z{?0$vRG4R8-bZZbJi0+KM;%Y~B7=Sx#IXoVQV_nW$QiJV3~A%bNFYalfqChH6_@%* zou+%O_SsW>?becr_LncW{{Hi*#tb)P#o@+Vii}iH@U4-zgKdbo2PR<RkAYF5w&k<o zGe&b7ud?Ze^jL$Ay}!S?XS_3kxjiTHJuVS(vB9gK4qngM@=O(Fd=)N+Suc|{i5<nc zec~8BQ7w4g@0D&n!#~pj2caN(lwEwW01^^5eCPA1!HndJ;`teX*=`IaFyFf5P?bym zkX8@=1Wx_pbC=F5;YANW1cya@_LqM-szebdxqgh6Yy@In(Fq<;XDw`l56rlq^BgD$ zqr}O0N@$nK5z&(IWlbYgXrlALo}UeWyM3+ZM-uitL4&7}*mGq-%E?R4z*j4zCO!Il zo1z6f$m?@+qaN-i8)a=AyzM{=jQ!7EV2`t%`xTJ&M0rk!@f=oWzc$l9vdJXt@Uc|q zWP7moBK7e!SO-=ig|=k~`HR3%NreUY*R&j1;zo^YKxmjcEG04U1@<KfUA>k(t<yF% z@Tc`IY1sI`JmGy)<<n8PC#2ahj&=vOc>aeCC_szYJey^>r<n1=baKac(8jCyPPWa+ z)d(QJy8m;pvh<j9UVY(8fu%WvyAJgTmJ{>iCN>s{Dk)CD5i6NiR4JApf2v;>)70IY zP$1z_NS3rt5@LiJ;Ks%P7!<)zE<jQUvD`Vgdm92^Dj#oy+~#I-{5OUQkT&L28;}y! zI{zLEg1+zY9ArImTQ@@@#bS5%yD6u^MYfx3Nbg&<aGoJ0$lI#oOIoNn`AOF@!U=)& zzyT@|(%Aq4zlOcS9LoBc-0cQeCnsumnV+baw*%E@doN^PAy*Q&+)Q@<*&QilWnVMS z)pt4ivyyU}n{;iT|FAzn-zT1>NF^l-=Nlr<zUI^ks##WXwbHSUE2{c%25_NS76q)8 zfoo>*Hdf|ef`oy~BaHem0)wpu#VC-Jrriep%=j47w{AY>;8IT<curh`@=Qc2m@n<! z10kb&?so~Yk?(kQPe8t-`4@!ONIDlqVmu|=2SdJpk1u6HqmF}xTZDdLQmwrV5h2Zb zpGQY~w{uX&XXCwWuAYQ!+w5qeYs5S4lAW7LOHQYpp?I-Bh8`x`z{@N08(m&>YgF}! z{*VYw43TupqM(xJS1KpHps^)$;svMLq%k(WdBZ^{`1%Y!K0n&#pDmMz13yNBD14Bd zo3ZWI^5|lA3@6TQ9*O^1{*VLj&7<jeQ|;#bO88kOX{XgG`e#upC+TFDpT9{UkPmM) zTic&NmY}9Rw*{4X@y+$1(OxaFxp_?|hvV4jXl9DjW_k+%q<WHNI`IL%dGX+Ox60&w zx?r}b%E6|UtWD`i)3I3@^vuUMeNq}%oDl;7PmM8(PSztu4rIhq(oP`Hc?5R1nV6Ec zwF=Qxso5>S?#P6N9v>t^THCh%cbj(b1Lt>w2?6^oB}Tj`e6VnVHinoxNsIj&HHpZY z=)JI{dh)pWa4PS^>2kiYF(BB%HWy1^heN;!l|VeYdQON0%D2B9Y6INuYlseQ%X%** zkQukHAGu8H5~95o$s%-waHKpViuO8SfYR$Sp8?o$e?}i0`GIXpn?ez1doYzVr)c&p zT3xW#&DosAB~Vb60t?U)PI1@M%F?0D`xx1>$}M#pQP72}?Ex3<PZ>W8t~X0(0OUpo zYDz{mYi~UZRLBT(;l`w<*ZVf%7iY&*W@F6gSL_i8aV%<GJyQmED^g4%a$hRHBNr-( z!GF;(_zQi9{Pc5B8@P!_C@KVUit=dqU!!$s<E1;Ybj7ymKncXk5a-qHZ@{U@B`g2R zbJ0>&)T4s-S=jE(-QN8UM~ILq!20}rFrR*QVoWFH+kMf=Cbe;!BdI4Apt=AteE?)S zHTyirZOd9#&_I)E)JRJu&HJXUb#i9orQE)uX`df6#tZWrs>!+u@^Ad!q*3bb#Yfeg zhpkpToZl3g(}ww7V&fQN2sbghrR+5`s%s@xaS2*+MZiIDEk4}xg9I8vE<}$h!$|kH z^4(k3$JozjV|>W6$jT`KCHU?v$4s+kU~X;8buC`5&S9OKTxpkDfhM~TXGo*Py|cTu z%3r?BXGuK707NI_p>$(-T8T=G=wV!hauitSb-J$7X2S=9&1?sDt*x}vq0Cro+m5U- z*+{kYF7kM(=XQjLS3X2#HC&C>I)mNcpF@~g9-|G&lCh54*0hb<Y{LuQBHF^S24@#f z&!MC>`nI|^gW&amCcrKHC=9@qEop15_W0Ge9qewmJL5wO57u5>nD10o&K^~wsT}vG z06$eU9*$NEMsfzZI%l;@5`p%ybOiU@lTg&3^st37<Nm%n04&c1BtL;r{0j~sTzG_N zoARx?iRoEh=VwC~$w}6GYFfYYEPTI*g}{-<hk@z0_!jZtcoByi%2yl&cVC#y*kE|o zR95q5%H>Dz%+}%6Q=XEBDrzqfk111OMY;wcIo)f*9_b0=g$13-7~Pnm^|M!lnjsc8 z=BJI#Caj(MO~xDDI3VCE=A!34yv~83hnAKyhG%}4S~tgmLo%wIHe8H^3lO6E7U{|z zgNxcWwdX33&IBcwq0)fPpAF{C*6ebPRr2_2P$aPDI0JO4G8c8V-G#ny##)dOlL|A8 z;;RaQ(L)4wm?$Ayr~>tOqDj@3*{%BJv^)-9KY$8ZI<c%HQ*LRl#849D_05dppWfie zF?l%*yqRIUwIHI)95HtTz;TTz8AeAlA;}kq42AA>$FL5=a@<$2FX+$Q{gs0u=~$VH z8vurXPP^T>%P1`AnY40x{0G*F<5-`vN<jWAkK)-S2GBU{qSZ=v6DMA6qc16slRQa7 zUpc-ca^F1z@+}!tl;})ROr+=)u`I>bNt_p<Mt1^gi%!*2@7lRMa6cd(79c<IUCTh> zhh*0Qvg5Gt0BFBJ9A?9!?O6jv9j9y^pbdx9@=D@er#pm8(K~4r0BViMk`91ADG0T_ zzYp!Lo$$M9Tb@Z{N27^61y2Y_0y7{+%F-r<{5k}AsK3g_@#X!Y-@|-$YwwtOT<>~A z6QO{<5F%3WrvcZzf{_^uC*Q`CZt@E~20Y_8^dP1*GL@xCWzQMgd|Bf*WixMEt&}@i zcqoeo$SL3%l+>sR>ra+(7VZo~h3IK<?XZYu4dhE?FT9%1UPKz(b?EweEGM?kiz_yb z&|*U%a-TFPsQY0!8##XnZy=DPU!(Ytn2P(O<E~Iz0#PN4mU7XlMSI>@Q6&W}!+qyH zUZsnJNkQT(WUzi9kd;t?aTgT)N1v(JI&WZMpEiyuphCO)XlRRV_r0y|YU2m@V~f!r zzr7Sh^6ROPCBV-4B`mdJEG*QXpUZ{W($&n&MV7la7kA$z&OCk(A_oWJwd~vjzkG@y z>M;k|&m{^4GNyfQUQuXHivPax_T{&!vuexn!lb06_xQ!SjWzlC`9tFICbhQn4Hht} z%IV#Un`*7SDhm)&>6a=Qu)pyi0W6(^yH1M&y1WqxN$Tb}ihSydz)4M@#fk;up-**f zZTepkxPV{V<3%rt_@*jz{#_<*AulfG-4@q+zP-{SfuKg3XhshWt#<Gi@rAanI?fY4 z*uMsin?TzdDfFf2W!FZ2qL-xEO-+2Ptd)x#K&mtp&u%r*KI)~YIMU>C(r#GZV?5L3 zQ8~Gz+w6I^8ZDTXoXk5H_f*IZfa4|K#roC$VE(~t;P0ydoUJS+!Tspt%^`A_aJTO~ z8C%PA>K#|w!;bijZ_f9;F7_#d`V(2r#tT(}02;l*d?b_GX@d_i^}jzJ)^Db1gP%AY zM}^$c_QU*Y%VsvuKIe>*65PxY{izTOxtE{)H;rH56WaH2ZES4H37+cu3IddO2ayyr zZ0&s3E;{ETq37FMCe4Z<bjQoX<&cmNQFUa9NCIc`ocXYen{x-Ot}zP+B&^AL0&}YW zZkNLL?9!;c^w$ZH_f=K71F5dFimEDx@Wx;&-Rp>(Ij=$P&30Ss*&2on6S!Z)gMwB` zK#n!j*latr#K6x8?OPtpr5Q?eyY3zXXfYUAOfaw*jc{d?JKQN;;scnN(g#5?zBjW3 zs0hKrBaL{FFSzBB_M0#IB0caJs?U7O+<uq}MCVmc=vWTV`@n*QpZHPGfyP2$qDgU| z`hA(gzU=SspP89?DRBAAngcwaWX@=2W@hD(fY(NUq7OiQI67@n*<^KHU29-l)|Qs| z6BSQ>=u6|slvtR1?X?Z4<|duWq-qtdANvYe^@!pnkI#&oGW5Xo9*V@w(!=1%AAjtl zjEKLW_%8BoEV+d1?$k(Sd1Is3P#VA2`EDYZC5GC$Q7;R(#=9=nEEo)S<MU_AH4lat zDK7s}tSDVHYs8+*J2U!IY!|Z(2|Df`?GNJCdc$%hMqjXVMvv9H)M&M{&@f=33kwJM z5A7Lfx(XX?yqVOsKdNWFnGYN>$MWJZ0cv3Ts@zgZickE>EVv=0mk4qU<v#d<S?qDZ zzkc%ZR5DKz2y>T2U-H_~6dBxe?K7^RQO?D}!cxE*2j@fE%yOg;)f#o7B@fh?4kV@Z zY~S7!t4F>@e0C?0r$GH>9`P9*FceYga8a`IuOGjF9yMN;{XBN}YcMG%ef?UOo0oBV z`Z4J7=)#w9iF({#g-5+8n_HuCPxk}}0}Gztu&D;O8KfM`y_?D_pv6T+2>d-#3WrI9 zg&ZuLF;Ys_BblT0>{5BWGDJsHbDH@6Fm&qhETNC7_4dH;;btUDqNu1y@cwcYg{g_T zhW~s|L~%^WXoF_EOMdF$B3%?X*r4uyg~gj>l(yKDo#bNI&`@+hA7ZZ=D~$Dc+x=Vo zUyz?&rkj|V37(B92gMW@(+fN#)EAFgo)xMV**5Og2$B2*P9+UOZ1p-){JG~~8f%wN z8ahOrNLG;&UNcMg-{SxELD>HxQG<SPXo&c)UZgmyQRf#1?HaIqLi;G8eLeF0Ynt&d z5CZScGY_^%#$eF<pu;Qg93>CTmqD>>_FV3KX);s<d%`3JDRO4kO>F5yg1*6$l1iv; zbvlemxg*51U@mu@d5mh|;Q}Nn@aH{A6f;NiXZJce?P<e&o_5(rh-L;LqzjLN)KITX zof<1mXX=V_2k*O2CIG{PhEz@>BO_l?$&dt@vn5TvP9BI)O!T-FvF0Ek6{U?!o5OZT z3x&auh&x$!3si#nlcfxmsSVO|zfOhK;4(rZ_>&EP$}4|3xG$WlETA~A#lCT-FnDwM zYWU=#V$=JBtE=m-xU{r%>&q}3V)Iz;NAm~A6>u%f^bDo>oNLz3rpCrPoQ<nr%>FRr zzDSGM1HQGKKq87Tk;6tS{rq)APGe&-x*;2WXpZ53|M{}x7xra3H(`{`Y)$jS{msC@ zK-VG|0k^#wF+>_#+HFl_0dn%TkId-8HMaAfw<@m5oOV(331DR%#sOge@oIgBcqph{ zVf<mYGl|`5&erXqanAPQl{_DC)7*rEk(>)tH>FcwPF)-C1~?aYo13evUFI8Hg3z-@ zG?bKBnsT20yNytx2+no7Y!aKrNT!&+&zY)`(JJ`9_k^a|`ue&US?tEfMu~Q9r|F<h zgR_OErsjdfK)RscYG))iHugdDMcRO=cAb5O0(Eh5u{YRDo(4eDfhK$-Sz_zOKaU9! z+Fm+M`;Cno;;~=9*>Zc_w<`ELDHoXeaRgJ#<t5%js@$gj{V^15cLKA)!pmSk;s+LH zP>kE@|1W;~xuj29K5bpj^aN;t;Ng@J+L&D%Q-?OYCY}Ui{i?9GuEr7mEJ^VPE`Wv{ z69mp^;A!HdBpP2!elcgmPsR&JCySN*`PZlyF<2N>($K#)8tK9aq&w_da;&di@Z4GH zh~TuDasE4;QCeCGEGRyn!(pX;y$^cP&%GEboS{)^IuP=LpvHQ7bY=!06@eXp;5&_S zJcD+8Z0x%~cK^L4L<tklTM!xL@sj^b%130k1)3N^8Q<i7{Ws2#B^<PGQ~&c_ipOfD zf0sYSzmlcL&oR&bMedIuzd{~CoySWE^AV}|cS*uMf~Nnj50J-1>G2{#0&&NGAOHWG z{%;%8Y_50{{)J!W>R^8D3-d=9A7|vF24K3%X6sHG`LS)(wAp$OEqY^8-`R;@ff_KY zvEz|akUK5~Ju(^)p+cmPKhgXb%hzSDYGbvp&_XjUh@x@AL;+~!eLL{7%<pvI1(cx$ zq*;V$W>s{+FLOQlXAUt+Kvwy{cW5mpt1K(6E-qIiT#|X|yj!Y3GCXg=t1y0i>L*xY zYkoI-P`2S1y9~e@i+?5~v<+z38)BdJwldd<oY6l>CRi^0@^4xc5@NsQjOFiGZUZfE znXK|-b=<#jdP&p(lNY>~<eQz=nfe={Y9abw2FC4g3tot#nN2GW><qeg#j{F^Ft$I~ zVDkZy(&KzcVxYD)T}~h<XR*Top7i3JJd_E`+=+#bU?$z~qz{7*aB@pn{|!Pom(KW< zfs>T6QmiP8v5|=uesm@fq;w)Xfz?6(Z*`D}5f)m5@;oIm9qD!lF2XQjqA1bfh)3Aq zQBDE*_0!4g&NVdIWO{^=qQhk-1?c35qAU6JNl1d6T^d8msetQl|4n}i9<A+@LBeCc z`O{@FEpYr^=rg*oV$<<T(<AQocP>%*eG}=c6$wQ?VaeOg4;t~LL2aumo*-(Yc>efi z{_REVwStG2R_rfqs49c|R!6)AmhH)w4`XL00LfbBTX*%cR+k4Tcz`b2vdTgVFm<?J zDt)?%Dc~~HvTz48!6RTIJT7FC-vDaYJgddIP~`~E9-Uhu3zO+wb_4|tKYh!}20*D| zaSh<*0b2c6eRBwJT}!#|JCc}qAmIHahsIt^Cm7(C%`!~T0TETCkPWzP9-2?*<J}7i zs!ssV=%H_7<QXr}>YSoN`askCN|*~&%QgOr(bZ6}s1Z27m6*Ly`(j!`V+KkS-j^~i zoq41Tk`m0)t5M;n3L3$scb)-oMiT9xy@j1#Yzj>IWDCfq$EFp$4T9Mb)Jw(2rE8B2 zw_K+mJQG>QC}pmm_dUA;`t5-^kS8NpY@E0^&J@22udr)bnZqao8`%HMI7NRfXe0}W z$_$0%L~g)KX;CWE0-?hhfm@V}O)L6|>31f5zAS2Go6=&m%iFse2i_Ff@oGwsnMS(? zX6-V(<;Pr24*zlHh5lII-~Z^bR<we7xg--SB*|H^Xtyl*+CM|S5vzZw0q1z8sO75z zk<3hgq#iUhOdN?cR<eD3&%ChIs<eQvXMDlCqaK>(wqcF~gj@D-%zwc@BnD9`?3lvY zQXYJf9hjifCW8MN=I7jeiT!5J%#lMtYU&WB7ZfI;3v;DRT{{9KtBB2OTo%Uw<ev~p zo_|Az1RLKY3mRs7qi%&3`uZ?1<7eOMH|dTx?P(^|(6)M@^FJBnF#^zk%dGOq=)(H( z<(QPFL8<RxRRw${)hL!P9H{9&{;kghj4mj{olh9C4_(gNXiOsn)Vs@|y#nPaNA;DA z0&Wuk<^U@N7xyVxR58qW_>`m+xVwJ)RRS6zNTI@x1sW7<FP(J3lf@waTTPf7Up{mI zJKDqb#Bdb;+_i3s2mZ1e(n$OG^e_H<dZ+WmZ#3aRtSwF+OPW++ZDs{3m$WNBZh!v% zn8JK`OwGYKv9ONeq_S3Wy=~4J?624*VJIoFd6Hh%L}5p?Aq=)K|I2@Fhho&OtocXx zkBbH!K$^zhm$p^X&n}DsUAr6|(`Dbhx+9lJ87_E!h!8V?Cm=$GVPc=&5;rBrY+4QM zjfX}R0#T__56)*!t_TQ(p#QNi01_9WEf>0DW6J!*pglF4lhVklU&A|2I-jZ?;3)mG z13)GZiTT*zJnnbzyV<IDciP6}8bpqvY@&ML1(dp<5?>v(Yza53@oPPLE+H1-$30h) z4<uegc8vAgE5XSvygx4#B6BKv@lDt)uSAXRHO=IJQXYQ~%ngL(>ffuO;^;PP_eQ+d z0i`4(jE^~)(i5uk|Jj}YU+&&Nzsx0cGRv^xzuBYxXinc3(zg7VL_{0l?oNOIT|xg_ zK=xnK^BB|$`hqYPsg0SxHfx0X+`9MIi07y~9}(1xMIFZ7{BZeO;}t5xyzRxmZ3;Xc z1c^LO3Itpq_|Vmty4Z-K-(rRVj0gAA;=!h4JzT)YDwKdAq-SvD-;#mgbZ9gB5jCUl zLx6j-3&UEyxG~}c;y?>e=ZFAN16(RxRKv%Rn$v!lLl%Y=jQW)fpk35he+2lE-rj{R z2NJ=k!~gtdKJS2Q5+%cX%mzGtjln6A|B|;bc=ufxcpqzd|2zwPklcxq#cKF>3CQA& zm{)Du(WMV{!54nVKn^y1qDTKa+LfUdE1~@ndIi`2mqH+Wjrccv_>iyKB<LXc^cL{@ zUqeg)MmTqCgaH9F*kt-6^JkF6wx3(<a)>EniACD-$55lT1qqXSKh47=EGeMH2Mnaa zE-W_a(Xbz{m}kSm|Hns!G1un@iw|>7L*rv(UtCEc%+Cl*0NEu$_bdO0cq3S-1{Vun z2XD9?v$L~}=jt2+*{p1AbX$FWoSdAbrBT|LLH02{J>3Uo8tUsK_)ALP2Xa>zSgx#T z<@CXYRrQPoESEvQMJGq;McWNT(&vb<q)4p<pO5wb#?Zj;g|T0bG`Q}~fCRSvgb%9g z3Jzhp+gZ@IuYyB;<lU4~rmY1$PyfaYEO>0Dx-I%}5~5vLze|*%`et#mF#!Iw08*>& zW&3MB3UtI`z2@ts-+}zvTK_H%>nZz1p9|SEK5j+3CrdbFgIU#}&9i7ao&=qcVTVUm z+T$w+g8E8-m5I5z+rL@S74*FBl?N?1`{1r5L7zo4SqHhYva>}gFcSwhA_+JV-~!|Y zt|(YpPrxp*bCUmvxA_`iVPg*@bIQ}d?t*Lme}HW=2Ph<G?H*MP^S04l;D8+_rlJ1+ z-P%YU#)C?D@DOkvPE~RV%mG82FGqhFmJ{+ge?}kOgcFET^ZyNkFd^ib8XIjVrxO4_ zL=$qe7!v^y1Y~Jsq@q;c9*bm}{XWoZ*X))y?mITlKjv_s;8EHQ9fovgYwZ>r-Iz#? z2UEDgsINHI2gQg*ydFqo-OLCjLPiK2;=h;!=ws;m-jnQ@S3FuD%K8rI)Js#i91QuG z0<y44Nag;T>sA4jPb>nVffGM+!D)y;C?*&MM=qJ8#Ecg_A?afPD*0ZX|7>j5uGI%X zcJ9YQva*r$wr_*x?Au=Wls+}Do&i~90y-vgFg`xM=VG<(Jdf~aQL_5G^I4--W<x6Z zv?k*oOyTb3w$K~CXOJj2VF^0Y?2-}&SEC<&2VHF=$T8?|J*&`Gz(g06l#H9Rfn?a} zV2?}dNk|YKkkfs7O|JpCN5fj1ht_7Vm*K|^1YAH}WPpJf6wxaN506akVmK@%^9JjC zg3K#v+0oB6uGaL3k@y2_Jf>LBsVqBjF=a<Pzb9tLQ&4ppYKx70#>Fb{#JBz);UCUU z4P7UL0=11`TJ4bal!+!|I5-i=FO`3j&uqxaG-^Nkgl}_fQoqjrxA3~vWa)=60B9w| zBRqdD9R|{80A@;WH8eDUVMQc09ZIulqG$RbDS6o?cuyKcO;7)w>G?;sR@0)(MdYS$ z-@et>*0S%hY6oPDE>6!R7pa%+&(_LkC=_c|_qwaGXg{$+|Me6%KuKA7{q*W&li{J; z-pwsKBI1>>yQgPT{6dS5wiNC|LX58gB5A+CZvrf=wdLiE5%V=mh$pOUn)bdH?qGA% ztf4GhvtR9F{;69{QqJTKfH-nsTWOx#1qI4^_&D$W`<b6^m1d9VVa+sIiJI5;7!7Gq zR+f>9%J&p~Wo2?o&snLr%*+Z|Bi&XvkdW{yxPyZOeMQBi4jg?Ib@j>d@%sAu;Gm%P zuCA{3_S5_!Yj`5+=P!wh^Yg(Y>jT^(n#`2$;|n-<$mNp~wb_Y@iP2FdRn@cF);n1q zThE@al$}F6QV0Dgq~1P00~}=QR&4kHl~`J`Kk#}ng<=8UQdM<&x&?DIH8L{#@b8k5 zk#TgaI5HUNS6li$GBb0%m6wi8`iKX?Le~;Y{Miwgo-93&dc%9Z-+0hV?BngN=Y7;c z)aSXkx2N<6xG`&T%W5qtXJ_ZShK7aYG&olY0g=+2oR0bVyAcWER4#{1Faol&vIYjr z^Nnuu=>od?`mH`Ut{yjZrgVo(Q?+*bR#ru2Wo27E#h<2;H9{do5MQAT1uibGzs@{c zMm|1wU=crk`m`&O;O*qr?k<)v7Z1<*`RmfG)rW_jnT3VHXw;AS-Dcfl;^L+HtqW~! zB8;BP!8i-<tC0Y>h>MF`-`HT(sZ;1RtATs@87y$=#$ifI$^sQy7;?YbFZ^eRki(}) z|E@Q0-nh891P2F$iP#)WZS=l!G&Rj_+A9HOhAxbDENfA%wVDJ85&ih_qncVgIvEMc zkFK@j<72Hx*S+32I$j<gG(s+t=Z9c4pOm{DEC3|N-`^kLT?r+>tl^7)b00!JhG>-# z3Ho{~DUBADwG=8)YiVl(eAH-Fi8Sc<$C!8&nVzfT6JH2|-B`Zj?|+x6U(3zqWq%5{ zGUCYa@bKImy$OqU!1MPaA|mhK2cR1+G<h^L{AB&l2K_0c`Hm&c&GXS$03w7C_`dh_ z=qMKR?Ci|6?CbIT+?)m_WdE(liKPdx6_^1MF3;0^xjbdsxMqe{6kuL&fO)wNd}Q8T zX!e>c)s=`Q+AER!`0)pNW>Jy!48Qas=pIq$(6&pd<ZJhQ8B!;)rf$40y9-|MCo8C5 z^Q#yc8R-laJ$-!N_mG#rN@=jdPd0~$xg9B(n7|>z$4dSY5fR@(Z{iqCfH3Bs+08cq z9Gf}_@#Rb6m3_GLy}OG=ztu=if$P6n3$)$OMQ?6yq>)VNn0E)$1@+a{-v)h-h^SPE z1jZ5wA@XldX0!N;o>^E3$ba749Q;Ue9%KP7E)Bgo0#;KQ1%(*&6~GJS&h8Nk`szrX za(ScuB4KA|$A10V_x@^gvP_?o0eHubjt=3^F)`>KanaMrsEx1Q${~`bq@)1jWl%Ay zftw)lfBx}cWpy<eU904LuXZv1Wky_8?f+HWbw)LrZtFN4ii(JclyLw#${@WL1rh}n z2?Iz`6ar*q=p|Atp#(;vQO5#;AOjeso=8;)p(OzsVF1M=3|-&=Aq>S(3?&6PJI?uY z|J}9jUF*ERvH~l4zjyEb?C05g=lf_u0Rf}*cu%S2YVzj0y0gPm4KH3yKqfAYB1A-d z{#i_tC_6DRf#QFB#JM`NqwzJi<r}S6iGsDvOogfZ%*@O@D|qBq%~AP#<6CRAHfSti zm6WA#;~2a%Qu`DX0@t{f{_ie4clqwHWb>F48JWoE&VuVI>SH!W7YP>EIT#cQb<5V( z+dF>px1F;;)1N+7((2B7+t#LfESiPd=6zr!3g+hL!Iw)flrjaJ#t%qASwTT-M@Pup zdk0!$?V9hHU7h;_|Ann$6IWAQ90>15MMXgo`cDprLD=L278m8skP}uqe*gXKR4G{5 z@MT$92Ad6MDkyswF3vv%HXZ{TLq=a1d^P2_&G&S7@7>xI#Amd%w;T8|n%d8!i=sFA ztKPNYkjPO4VVy9TENfeS0rGB_y1M#$!FqC@gOk(M*jVd?jVs>X-jR_NQEBKRQ5ehZ z-ye^86E1!`twyL%{Bt?WtomvB2{ORaiMsmwh~b)9Xs(Hii$k14^*oe%+)%WZ?rJ_u zg+agRi3!nhH#IeZMgQpUhaxzCW5XIe%LTQ`eQM;-`J#uoW=ruXE-ZXUhQmZ{L(p93 zeEK*WJ2p0k+FE`@#<P|2iu0;)=~vRexl!a6GR=+w+%UeCP-gU%wcfzKx(oN4fMuQx z=p|YQPy9t`llOq*h~8+HfGi|>ffa+Ti(XXi0N@d=K?FpcXoVwo{8cXfKYR?<kMJdD z{HUlo^9njcQ$kN){OL{?2M6T}225}MJaq+rBZ<Hg1%mPIijToWS+KT$`$H8D2fqJ+ z==+=LRIocF7WGpE0utWAHh<kQQT8$b5)z5Dm4aL~!GWqm;MZ${;mkPE;$K<+29fOh zKh7dq($-zH(p#`foQKkM4u{j$cBcG-)hCr5i00aTa3)uP0Zov4q5`tBvu*DPg~C7o z3<jVesSz#~xrs|iAfe|2aNL%~Vzaj<6`4vXLK7gUMI<I6K?or)kiM&<qXXT!q?L5? zeHE+zw{JCcb;Db3isR_37og!m&TE1utfX4P5^#3t5OlP*w!;4$Ida6@++0IrdVG6} z_Jno~dbQxY0}KYk*VotC*%_GQGqbP@US7l0uz|8~DL+HYwST^nsk(o^$+d-xR4)~I zc`mmXo=(DoM77(qsH9{ae;>oVZE9lT9(r!L1#U2`riNSl8x$MMF2kX(4*)YL+`eUE zZ2bE5Yp~GJb^#pC9tpd!u&~RQ^M`f;R6ujwSa86{$7jC3+@0bPXuw@s8mx~gxupuM z=EK0iz?(%9uozlR%|!+k$J{hObf|e@I+V(XX2*ArTTEAhBrO9|H5Sl~jEv5oKi`$9 zmyQI1(YNsisJ0`oqobqvy$tp&>>}=9v#Q@7M6%f+Xwc*zV}OX}=l?yW<q&acb#;%7 zjJ}ReSZL^DG~_WAIl0F<If6b<zn$v2d3go-`Ezq~tm%0WF-&fcBbmStc@zlQ52AIi z%JCyJ;DBI5K0j`@;7q}#>Odzvo@ce#RN%3e@STCCrlyuw2bOEdB#}tf)n5PvxpDN2 z7}oD;Gvp+sg~b45y@m1+(_er4?YH4!uh|huboLLvy*l0bWNqylg#>4lV;s;4t$GQ= zNQIw%`l)GcIIQiMzP`R!d2M5(w^S71B#}t0s;b&Dx2jUlg9HrLBgz6_aeE&`PQ3Pp zxYPEIvPq!ylFSaoT6o>|P0($lX;~DFw6rupShqCa%5i%9^+y4|K|wRLaYAEtwfoB$ z=se%uui04y`NL*7X|^bf)iYELPcp>2dFfS_mX0u!n9J1SU)lhPz<n~&o12>`;ZiG` z9Y{G_+NU5d4;TZ0`26{EnzwstpRJUnBnjHww{J^OYO1SE4j;CA$SZNmF^^3NHB^#@ z)?1pO*hAYQeDIu)PlTaT?D0_;B!EryPI;!T>MW%wyQQ=k26W0(Oi`$$V4N}n>nV!W zy7BvB8<1cduP?6sqbjsdd&=_5(nPC`w!DHuXAwz8#aRD%{92jthb`y_apMvng@N#s zlanjlwHL$@xXA;@^~G_61ILaX^J%*AvE~c-Ban(a9zhT!3Xx6}5BBtQcJ0z!X(jrA zhxU1Ud;7(yKTvUWq^YR~qcUmh3%S^4yRVX9mW&{z+J%ZRP<o#^)R3^2@N6qdFqDn4 zqJgh&2{~yCf6Ow&2KvJ%Po8vZc>TJk?ra<lBV`0<4chi81G~s(*9Lu1g@GgWQ=p)s z-5)gzdR9~8vcEt0;SW}2ZWPv5Mpl-09aY0IQ^{bU3%Gs}@j@vKR=m8Wz@Pr-3%lqf zXnR5Sy{QWO?IUkPB|QE6Roe7P87&0D?iQeS@{d!WKih=$>-Hv09f|?<7FfAw=gu^_ zo{`bV-QC?{k}_v!xm@m;@43Cw(is-fR#B70DA(xdXdsNR05EW)nTIc?ytP|2kNh+^ zLUVjoA!|#Z5SC<At&h^kxw+xB4^vWF0Zjyb3;!a?Ba&a(LXv2%%C^S89!i)MkG?w; zu%vqRCvZRDp<jKYT{ZsQ8&8+K<LA*Jm6d1W@pz}FhChP$0!9TIfH2r#rMu|X=tjlF zq^kv6OfM{a3fjH7x;o(Jcz5Pme7CIt;y)&Kq5XSCidxSO%d2x94h|iM4(>qQw_dOn zeS1`N^j!7Bl9H0uJ-&>DOX#}BMn}z8>%|QXUg#Psm0DZdP+y;2z9vFR=#9R7`LejU z81M^}#G6~YGZn`)#0F;*Q-OKwYv>9mPDo8mPRhy3o^yBi52&_77A6jZBmym~q^hdV z?1m^KiVi!i;KhrRXj3z@2tcOJQqymp9tD3{7^)UQHi5A9d4wj}pFXCrw78G%Tlq1# zFqVv~mlPMjq}IH*FV%~ZpMQCEu1~B^7J=O>a(Ja<g(SMbv9zx<B+r=^J>7}goONjv znR;V+O4I3AdAL8bqM|1T6OPy8Zvodu7rB-6UUJ6+W9g?^Z>Up!!N1(x+`PR<5EbHx zK`~KEJ|lx4jc>cJ4BSvG_{Yz~)MzdezrunAcG1<=?%W9G|DtFh!zi`u?(MCH#3AMC z>S}}=v)*ksP5NAJ1fM&`exC!1aDH;KXKak%!jwW_3%<f_+TlZoPM|T3*CG&E<A7xJ z^|ACG=Jw_y6C^&&<UkQf*?w`aF0TXMMH<<u-r3n%hPwvAM0YQ77M<GoIN2U%mg(vc zTv%2r%>f$li+Uu=>C>m7zyyo5S1r>7sCHvR15q}V8V6avSn`=8i}qgas7X+FhMXw) zf`Wo@eP}eA^QqoHu{z~DHytwz3j?19kIDh~Q+#~<`g$}XIZqV9Se6nH>e$#C**922 z0A22d^3qZrEv*nR1*q;V`1<LD*?qC<L^9bASIQY39p&+OcEj^8mfx9tID2<~ppprD zq@VYOS{U<J6;`TO2q1c2UtdT_2q=WbMJfUz0Lg%8zVjMDOKW+#T`lK<KP1S|(3i37 z?8Zg`6jfOHz(loN0g}AE!{Q?B?c47i&|&b{2kR;7p9Rl>4Qg6jW6-$a8d24##yK#M z{mQ?cKeB?oT_agNvXHpap$UB8!JRvUP$NnbNFb_oL`>}dQLyF12M?a~XlZG|OXPJ< zF4wiB7v=->E>>Z|h;H3sm2~#poVK48#1Yj?j|d>WTT#C$cJ?vmkB=WkI{ws|Gl4-t zUD@k#?lgkyQF+jXk5vT&!KP6CVzoUui2GEhP7IES*aYl^WN8uk=_qlD%U$s7N>T1n zWw}oWfaY>^aB!t~B=NfZFc=KK&j^wHmz7VsYCnOk@7cXO9m!^~egHuLlniDVVxpq5 z&B8L9O!FQ;Ug^}SRPvjjn`?lXAgx3&EX>`3Y8)IKtg12u>IUU3;03&m4dKMzq|~{L z%*@*)67X~(VHBe_IXMYP`S+sLxI{R(x~Qp7qoX!9HXtAb(^-DI)W3Jmt&5rICYV`0 zRe$ok)kL{Z;~JQ0d)6gMTU;1NC&0J>sC}68cxE0koE-Tr0&D*@LPLa`o4?$<r=X8H zIs?LKye`TPnJb(Cnzy++Fpi&5=?(L&!0=YO46H0IrPQS*?7)#BC*bk*zLko$z}9lD zu1CV4-^xU&=pPrVKX7<@mm=Wmq3l@E*w~ocJ3Oq7szbui1u$A3pT9;MYLTYMPG&KM zMH!%Hw)pdvfTbD{7F95?lCJ5}{i~VdR*n<`p>Rb8nD60K8f`txk8lYC6WHl7!i{CP zj9MzyDc91-)YSC&@#A`W@89^dtbqP85_mZ{1|F^!u&}$^8HHlP0T&h?;W?~8t|;@S zRn*jYP&}N;$W7$vldFI&1W1bzQ)<>XmLOn&A^?{LTyo6RbwH!tC?0K<5*KlXb`9Y} z#wjgTP!@x_0%RVjeh7FxA4UQmO2m<ok!p$DG_E2%6GYeD`rOC|AeMu7LEmUTyOIAP z6e5YPw;+aC*z@S0|B)LP;f{d_B?(|g_4PxhN$Z@^9P@}>J9h#nx-Sx8-h=(Bz#DEz zf^xws{lh~Whr{(IXklRF&eVGsqAJK5@&v5^NSRguKD3c#Sbv!^CkKJ}*R!d8aqt_s zcVJ!+Zj!w>6ZE0obyz9quOShv*bU-;SrWnC|38$~|Mp{qYF*o8nJa|IXwj)ToOV7{ IVT--_ZvpQgF8}}l literal 0 HcmV?d00001 diff --git a/assignments2023/template8.html b/assignments2023/template8.html new file mode 100644 index 00000000..991e62d8 --- /dev/null +++ b/assignments2023/template8.html @@ -0,0 +1,2519 @@ +<!DOCTYPE html> +<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head> + +<meta charset="utf-8"> +<meta name="generator" content="quarto-1.4.550"> + +<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes"> + +<meta name="author" content="Aki Vehtari et al."> + +<title>Bayesian Data Analysis Assignments 2023 - Assignment 8, 2023</title> +<style> +code{white-space: pre-wrap;} +span.smallcaps{font-variant: small-caps;} +div.columns{display: flex; gap: min(4vw, 1.5em);} +div.column{flex: auto; overflow-x: auto;} +div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;} +ul.task-list{list-style: none;} +ul.task-list li input[type="checkbox"] { + width: 0.8em; + margin: 0 0.8em 0.2em -1em; /* quarto-specific, see https://github.com/quarto-dev/quarto-cli/issues/4556 */ + vertical-align: middle; +} +/* CSS for syntax highlighting */ +pre > code.sourceCode { white-space: pre; position: relative; } +pre > code.sourceCode > span { line-height: 1.25; } +pre > code.sourceCode > span:empty { height: 1.2em; } +.sourceCode { overflow: visible; } +code.sourceCode > span { color: inherit; text-decoration: inherit; } +div.sourceCode { margin: 1em 0; } +pre.sourceCode { margin: 0; } +@media screen { +div.sourceCode { overflow: auto; } +} +@media print { +pre > code.sourceCode { white-space: pre-wrap; } +pre > code.sourceCode > span { text-indent: -5em; padding-left: 5em; } +} +pre.numberSource code + { counter-reset: source-line 0; } +pre.numberSource code > span + { position: relative; left: -4em; counter-increment: source-line; } +pre.numberSource code > span > a:first-child::before + { content: counter(source-line); + position: relative; left: -1em; text-align: right; vertical-align: baseline; + border: none; display: inline-block; + -webkit-touch-callout: none; -webkit-user-select: none; + -khtml-user-select: none; -moz-user-select: none; + -ms-user-select: none; user-select: none; + padding: 0 4px; width: 4em; + } +pre.numberSource { margin-left: 3em; padding-left: 4px; } +div.sourceCode + { } +@media screen { +pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; } +} +</style> + + +<script src="site_libs/quarto-nav/quarto-nav.js"></script> +<script src="site_libs/quarto-nav/headroom.min.js"></script> +<script src="site_libs/clipboard/clipboard.min.js"></script> +<script src="site_libs/quarto-search/autocomplete.umd.js"></script> +<script src="site_libs/quarto-search/fuse.min.js"></script> +<script src="site_libs/quarto-search/quarto-search.js"></script> +<meta name="quarto:offset" content="./"> +<link href="./template9.html" rel="next"> +<link href="./template7.html" rel="prev"> +<script src="site_libs/quarto-html/quarto.js"></script> +<script src="site_libs/quarto-html/popper.min.js"></script> +<script src="site_libs/quarto-html/tippy.umd.min.js"></script> +<script src="site_libs/quarto-html/anchor.min.js"></script> +<link href="site_libs/quarto-html/tippy.css" rel="stylesheet"> +<link href="site_libs/quarto-html/quarto-syntax-highlighting.css" rel="stylesheet" id="quarto-text-highlighting-styles"> +<script src="site_libs/bootstrap/bootstrap.min.js"></script> +<link href="site_libs/bootstrap/bootstrap-icons.css" rel="stylesheet"> +<link href="site_libs/bootstrap/bootstrap.min.css" rel="stylesheet" id="quarto-bootstrap" data-mode="light"> +<script id="quarto-search-options" type="application/json">{ + "location": "sidebar", + "copy-button": false, + "collapse-after": 3, + "panel-placement": "start", + "type": "textbox", + "limit": 50, + "keyboard-shortcut": [ + "f", + "/", + "s" + ], + "show-item-context": false, + "language": { + "search-no-results-text": "No results", + "search-matching-documents-text": "matching documents", + "search-copy-link-title": "Copy link to search", + "search-hide-matches-text": "Hide additional matches", + "search-more-match-text": "more match in this document", + "search-more-matches-text": "more matches in this document", + "search-clear-button-title": "Clear", + "search-text-placeholder": "", + "search-detached-cancel-button-title": "Cancel", + "search-submit-button-title": "Submit", + "search-label": "Search" + } +}</script> + + <script src="https://polyfill.io/v3/polyfill.min.js?features=es6"></script> + <script src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-chtml-full.js" type="text/javascript"></script> + +<script type="text/javascript"> +const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } +} +window.Quarto = { + typesetMath +}; +</script> + +</head> + +<body class="nav-sidebar docked"> + +<div id="quarto-search-results"></div> + <header id="quarto-header" class="headroom fixed-top"> + <nav class="quarto-secondary-nav"> + <div class="container-fluid d-flex"> + <button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }"> + <i class="bi bi-layout-text-sidebar-reverse"></i> + </button> + <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./template1.html">Templates</a></li><li class="breadcrumb-item"><a href="./template8.html">Assignment 8, 2023</a></li></ol></nav> + <a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }"> + </a> + <button type="button" class="btn quarto-search-button" aria-label="" onclick="window.quartoOpenSearch();"> + <i class="bi bi-search"></i> + </button> + </div> + </nav> +</header> +<!-- content --> +<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article"> +<!-- sidebar --> + <nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal quarto-sidebar-collapse-item sidebar-navigation docked overflow-auto"> + <div class="pt-lg-2 mt-2 text-left sidebar-header"> + <div class="sidebar-title mb-0 py-0"> + <a href="./">Bayesian Data Analysis Assignments 2023</a> + </div> + </div> + <div class="mt-2 flex-shrink-0 align-items-center"> + <div class="sidebar-search"> + <div id="quarto-search" class="" title="Search"></div> + </div> + </div> + <div class="sidebar-menu-container"> + <ul class="list-unstyled mt-1"> + <li class="sidebar-item sidebar-item-section"> + <div class="sidebar-item-container"> + <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" aria-expanded="true"> + <span class="menu-text">General instructions</span></a> + <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" aria-expanded="true" aria-label="Toggle section"> + <i class="bi bi-chevron-right ms-2"></i> + </a> + </div> + <ul id="quarto-sidebar-section-1" class="collapse list-unstyled sidebar-section depth1 show"> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment_instructions.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment instructions</span></a> + </div> +</li> + </ul> + </li> + <li class="px-0"><hr class="sidebar-divider hi "></li> + <li class="sidebar-item sidebar-item-section"> + <div class="sidebar-item-container"> + <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" aria-expanded="true"> + <span class="menu-text">Assignments</span></a> + <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" aria-expanded="true" aria-label="Toggle section"> + <i class="bi bi-chevron-right ms-2"></i> + </a> + </div> + <ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show"> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment1.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 1, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment2.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 2, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment3.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 3, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment4.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 4, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment5.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 5, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment6.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 6, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment7.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 7, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment8.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 8, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment9.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 9, 2023</span></a> + </div> +</li> + </ul> + </li> + <li class="sidebar-item sidebar-item-section"> + <div class="sidebar-item-container"> + <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" aria-expanded="true"> + <span class="menu-text">Templates</span></a> + <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" aria-expanded="true" aria-label="Toggle section"> + <i class="bi bi-chevron-right ms-2"></i> + </a> + </div> + <ul id="quarto-sidebar-section-3" class="collapse list-unstyled sidebar-section depth1 show"> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template1.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 1, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template2.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 2, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template3.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 3, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template4.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 4, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template5.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 5, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template6.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 6, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template7.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 7, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template8.html" class="sidebar-item-text sidebar-link active"> + <span class="menu-text">Assignment 8, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template9.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 9, 2023</span></a> + </div> +</li> + </ul> + </li> + </ul> + </div> +</nav> +<div id="quarto-sidebar-glass" class="quarto-sidebar-collapse-item" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item"></div> +<!-- margin-sidebar --> + <div id="quarto-margin-sidebar" class="sidebar margin-sidebar"> + <nav id="TOC" role="doc-toc" class="toc-active"> + <h2 id="toc-title">On this page</h2> + + <ul> + <li><a href="#general-information" id="toc-general-information" class="nav-link active" data-scroll-target="#general-information"><span class="header-section-number">1</span> General information</a></li> + <li><a href="#a-hierarchical-model-for-chicken-weight-time-series" id="toc-a-hierarchical-model-for-chicken-weight-time-series" class="nav-link" data-scroll-target="#a-hierarchical-model-for-chicken-weight-time-series"><span class="header-section-number">2</span> A hierarchical model for chicken weight time series</a> + <ul class="collapse"> + <li><a href="#exploratory-data-analysis" id="toc-exploratory-data-analysis" class="nav-link" data-scroll-target="#exploratory-data-analysis"><span class="header-section-number">2.1</span> Exploratory data analysis</a></li> + <li><a href="#linear-regression" id="toc-linear-regression" class="nav-link" data-scroll-target="#linear-regression"><span class="header-section-number">2.2</span> Linear regression</a></li> + <li><a href="#log-normal-linear-regression" id="toc-log-normal-linear-regression" class="nav-link" data-scroll-target="#log-normal-linear-regression"><span class="header-section-number">2.3</span> Log-normal linear regression</a></li> + <li><a href="#hierarchical-log-normal-linear-regression" id="toc-hierarchical-log-normal-linear-regression" class="nav-link" data-scroll-target="#hierarchical-log-normal-linear-regression"><span class="header-section-number">2.4</span> Hierarchical log-normal linear regression</a></li> + <li><a href="#model-comparison-using-the-elpd" id="toc-model-comparison-using-the-elpd" class="nav-link" data-scroll-target="#model-comparison-using-the-elpd"><span class="header-section-number">2.5</span> Model comparison using the ELPD</a></li> + <li><a href="#model-comparison-using-the-rmse" id="toc-model-comparison-using-the-rmse" class="nav-link" data-scroll-target="#model-comparison-using-the-rmse"><span class="header-section-number">2.6</span> Model comparison using the RMSE</a></li> + </ul></li> + <li><a href="#overall-quality-of-the-report" id="toc-overall-quality-of-the-report" class="nav-link" data-scroll-target="#overall-quality-of-the-report"><span class="header-section-number">3</span> Overall quality of the report</a></li> + </ul> +<div class="quarto-alternate-formats"><h2>Other Formats</h2><ul><li><a href="template8.pdf"><i class="bi bi-file-pdf"></i>PDF</a></li></ul></div></nav> + </div> +<!-- main --> +<main class="content" id="quarto-document-content"> + +<header id="title-block-header" class="quarto-title-block default"><nav class="quarto-page-breadcrumbs quarto-title-breadcrumbs d-none d-lg-block" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./template1.html">Templates</a></li><li class="breadcrumb-item"><a href="./template8.html">Assignment 8, 2023</a></li></ol></nav> +<div class="quarto-title"> +<div class="quarto-title-block"><div><h1 class="title">Assignment 8, 2023</h1><button type="button" class="btn code-tools-button" id="quarto-code-tools-source"><i class="bi"></i> Code</button></div></div> +<p class="subtitle lead">LOO-CV model comparison</p> +</div> + + + +<div class="quarto-title-meta"> + + <div> + <div class="quarto-title-meta-heading">Author</div> + <div class="quarto-title-meta-contents"> + <p>Aki Vehtari et al. </p> + </div> + </div> + + + + </div> + + + +</header> + + +<section id="general-information" class="level1" data-number="1"> +<h1 data-number="1"><span class="header-section-number">1</span> General information</h1> +<p><strong>This is for BDA 2023</strong></p> +<p><strong>The maximum amount of points from this assignment is 6.</strong></p> +<p>We have prepared a <strong>quarto template specific to this assignment (<a href="template8.html">html</a>, <a href="https://avehtari.github.io/BDA_course_Aalto/assignments/template8.qmd">qmd</a>, <a href="template8.pdf">pdf</a>)</strong> to help you get started.</p> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Setup"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-1-contents" aria-controls="callout-1" aria-expanded="false" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Setup +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-1" class="callout-1-contents callout-collapse collapse"> +<div class="callout-body-container callout-body"> +<p>We recommend Aalto students use <a href="https://jupyter.cs.aalto.fi">jupyter.cs.aalto.fi</a>, for all others we also provide a <a href="docker.html">docker container</a>.</p> +</div> +</div> +</div> +<div class="callout callout-style-default callout-tip callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-2-contents" aria-controls="callout-2" aria-expanded="true" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Tip +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-2" class="callout-2-contents callout-collapse collapse show"> +<div class="callout-body-container callout-body"> +<p><strong>Reading instructions</strong>:</p> +<ul> +<li><a href="../BDA3_notes.html#ch6"><strong>The reading instructions for BDA3 Chapter 6</strong></a> (posterior predictive checking).</li> +<li><a href="../BDA3_notes.html#ch7"><strong>The reading instructions for BDA3 Chapter 7</strong></a> (predictive performance).</li> +<li>The <a href="https://mc-stan.org/loo/articles/loo2-with-rstan.html">’loo‘ package vignette on the basics of LOO</a> shows an example of how to modify Stan code and use the package with Stan models.</li> +<li>Also read about PSIS-LOO in the <a href="https://link.springer.com/article/10.1007/s11222-016-9696-4">PSIS-LOO paper</a>.</li> +<li><a href="https://avehtari.github.io/modelselection/CV-FAQ.html">CV-FAQ</a> includes a lot of informative answers to frequent questions and misconceptions.</li> +</ul> +<p><strong>Grading instructions:</strong></p> +<p>The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible <strong>Rubric</strong> blocks.</p> +<p><strong>Installing and using <code>CmdStanR</code>:</strong></p> +<p>See the <a href="https://avehtari.github.io/BDA_course_Aalto/demos.html">Stan demos</a> on how to use Stan in R (or Python). <a href="https://Aalto%20JupyterHub">Aalto JupyterHub</a> has working R and CmdStanR/RStan environment and is probably the easiest way to use Stan. * To use CmdStanR in <a href="https://Aalto%20JupyterHub">Aalto JupyterHub</a>:<br> <code>library(cmdstanr)</code><br> <code>set_cmdstan_path('/coursedata/cmdstan')</code></p> +<p>The Aalto Ubuntu desktops also have the necessary libraries installed.</p> +<p>To install Stan on your laptop, run ‘install.packages("cmdstanr", repos = c("https://mc-stan.org/r-packages/", getOption("repos")))’ in R. If you encounter problems, see additional answers in <a href="https://avehtari.github.io/BDA_course_Aalto/FAQ.html"><strong>FAQ</strong></a>. For Aalto students, if you don’t succeed in short amount of time, it is probably easier to use <a href="https://Aalto%20JupyterHub">Aalto JupyterHub</a>.</p> +<p>If you use <code>Aalto JupyterHub</code>, all necessary packages have been pre-installed. In your laptop, install package <code>cmdstanr</code>. Installation instructions on Linux, Mac and Windows can be found at <a href="https://mc-stan.org/cmdstanr/" class="uri">https://mc-stan.org/cmdstanr/</a>. Additional useful packages are <code>loo</code>, <code>bayesplot</code> and <code>posterior</code> (but you don’t need these in this assignment). For Python users, <code>PyStan</code>, <code>CmdStanPy</code>, and <code>ArviZ</code> packages are useful.</p> +<p>Stan manual can be found at <a href="https://mc-stan.org/users/documentation/" class="uri">https://mc-stan.org/users/documentation/</a>. From this website, you can also find a lot of other useful material about Stan.</p> +<p>If you edit files ending <code>.stan</code> in RStudio, you can click “Check” in the editor toolbar to make syntax check. This can significantly speed-up writing a working Stan model.</p> +</div> +</div> +</div> +<div class="callout callout-style-default callout-important callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-3-contents" aria-controls="callout-3" aria-expanded="true" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Reporting accuracy +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-3" class="callout-3-contents callout-collapse collapse show"> +<div class="callout-body-container callout-body"> +<p><strong>For posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).</strong></p> +<p><em>Example:</em> If you estimate <span class="math inline">\(E(\mu) \approx 1.234\)</span> with MCSE(<span class="math inline">\(E(\mu)\)</span>) = 0.01, then the true expectation is likely to be between <span class="math inline">\(1.204\)</span> and <span class="math inline">\(1.264\)</span>, it makes sense to report <span class="math inline">\(E(\mu) \approx 1.2\)</span>.</p> +<p>See Lecture video 4.1, <a href="../BDA3_notes.html#ch10">the chapter notes</a>, and <a href="https://avehtari.github.io/casestudies/Digits/digits.html">a case study</a> for more information.</p> +</div> +</div> +</div> +<div class="callout callout-style-default callout-tip callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-4-contents" aria-controls="callout-4" aria-expanded="false" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Further information +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-4" class="callout-4-contents callout-collapse collapse"> +<div class="callout-body-container callout-body"> +<ul> +<li>The recommended tool in this course is R (with the IDE RStudio).</li> +<li>Instead of installing R and RStudio on you own computer, see <a href="https://avehtari.github.io/BDA_course_Aalto/FAQ.html#How_to_use_R_and_RStudio_remotely"><strong>how to use R and RStudio remotely</strong></a>.</li> +<li>If you want to install R and RStudio locally, download <a href="https://posit.co/download/rstudio-desktop/">R and RStudio</a>.</li> +<li>There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from <a href="https://education.rstudio.com/"><strong>RStudio Education pages</strong></a>.</li> +<li>When working with R, we recommend writing the report using <code>quarto</code> and the provided template. The template includes the formatting instructions and how to include code and figures.</li> +<li>Instead of <code>quarto</code>, you can use other software to make the PDF report, but the the same instructions for formatting should be used.</li> +<li>Report all results in a single, <strong>anonymous</strong> *.pdf -file and submit it in <a href="peergrade.io"><strong>peergrade.io</strong></a>.</li> +<li>The course has its own R package <code>aaltobda</code> with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):</li> +</ul> +<div class="sourceCode" id="cb1"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a><span class="fu">install.packages</span>(<span class="st">"aaltobda"</span>, <span class="at">repos =</span> <span class="fu">c</span>(<span class="st">"https://avehtari.github.io/BDA_course_Aalto/"</span>, <span class="fu">getOption</span>(<span class="st">"repos"</span>)))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<ul> +<li>Many of the exercises can be checked automatically using the R package <code>markmyassignment</code> (pre-installed in JupyterHub). Information on how to install and use the package can be found in <a href="https://cran.r-project.org/web/packages/markmyassignment/vignettes/markmyassignment.html">the <code>markmyassignment</code> documentation</a>. There is no need to include <code>markmyassignment</code> results in the report.</li> +<li>Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.</li> +<li>Common questions and answers regarding installation and technical problems can be found in <a href="https://avehtari.github.io/BDA_course_Aalto/FAQ.html">Frequently Asked Questions (FAQ)</a>.</li> +<li>Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.</li> +<li>You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.</li> +<li>You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.</li> +<li>Do not share your answers publicly.</li> +<li>Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.</li> +<li>Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See <a href="https://www.aalto.fi/en/services/guidance-for-the-use-of-artificial-intelligence-in-teaching-and-learning-at-aalto-university">points 5 and 6 in Aalto guidelines for use of AI in teaching</a>).</li> +<li>All suspected plagiarism will be reported and investigated. See more about the <a href="https://into.aalto.fi/display/ensaannot/Aalto+University+Code+of+Academic+Integrity+and+Handling+Violations+Thereof"><strong>Aalto University Code of Academic Integrity and Handling Violations Thereof</strong></a>.</li> +<li>Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.</li> +<li>If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!</li> +</ul> +</div> +</div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.</li> +<li>Is the report anonymous?</li> +</ul> +</div> +</div> +<p>This is the template for <a href="assignment8.html">assignment 8</a>. You can download the <a href="https://avehtari.github.io/BDA_course_Aalto/assignments/template8.qmd">qmd-file</a> or copy the code from this rendered document after clicking on <code>&lt;/&gt; Code</code> in the top right corner.</p> +<p><strong>Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.</strong></p> +<div class="callout callout-style-default callout-warning callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-6-contents" aria-controls="callout-6" aria-expanded="true" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Setup +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-6" class="callout-6-contents callout-collapse collapse show"> +<div class="callout-body-container callout-body"> +<p>The following loads several needed packages:</p> +<div class="cell"> +<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1"></a><span class="fu">library</span>(bayesplot)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code>This is bayesplot version 1.11.1.9000</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>- Online documentation and vignettes at mc-stan.org/bayesplot</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>- bayesplot theme set to bayesplot::theme_default()</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code> * Does _not_ affect other ggplot2 plots</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code> * See ?bayesplot_theme_set for details on theme setting</code></pre> +</div> +<div class="sourceCode cell-code" id="cb8"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1"></a><span class="fu">library</span>(cmdstanr)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code>This is cmdstanr version 0.8.1.9000</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>- CmdStanR documentation and vignettes: mc-stan.org/cmdstanr</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>- CmdStan path: /u/77/ave/unix/.cmdstan/cmdstan-2.35.0-rc3</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>- CmdStan version: 2.35.0</code></pre> +</div> +<div class="sourceCode cell-code" id="cb13"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1"></a><span class="fu">library</span>(dplyr)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code> +Attaching package: 'dplyr'</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following objects are masked from 'package:stats': + + filter, lag</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following objects are masked from 'package:base': + + intersect, setdiff, setequal, union</code></pre> +</div> +<div class="sourceCode cell-code" id="cb17"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1"></a><span class="fu">library</span>(ggplot2)</span> +<span id="cb17-2"><a href="#cb17-2"></a><span class="fu">library</span>(ggdist) <span class="co"># for stat_dotsinterval</span></span> +<span id="cb17-3"><a href="#cb17-3"></a><span class="fu">library</span>(posterior)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code>This is posterior version 1.6.0</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code> +Attaching package: 'posterior'</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following object is masked from 'package:bayesplot': + + rhat</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following objects are masked from 'package:stats': + + mad, sd, var</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following objects are masked from 'package:base': + + %in%, match</code></pre> +</div> +<div class="sourceCode cell-code" id="cb23"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1"></a><span class="fu">library</span>(brms)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code>Loading required package: Rcpp</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>Loading 'brms' package (version 2.21.6). Useful instructions +can be found by typing help('brms'). A more detailed introduction +to the package is available through vignette('brms_overview').</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code> +Attaching package: 'brms'</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following objects are masked from 'package:ggdist': + + dstudent_t, pstudent_t, qstudent_t, rstudent_t</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following object is masked from 'package:bayesplot': + + rhat</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following object is masked from 'package:stats': + + ar</code></pre> +</div> +<div class="sourceCode cell-code" id="cb30"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1"></a><span class="co"># Globally specfiy cmdstan backend for brms</span></span> +<span id="cb30-2"><a href="#cb30-2"></a><span class="fu">options</span>(<span class="at">brms.backend=</span><span class="st">"cmdstanr"</span>)</span> +<span id="cb30-3"><a href="#cb30-3"></a><span class="co"># Tell brms to cache results if possible</span></span> +<span id="cb30-4"><a href="#cb30-4"></a><span class="fu">options</span>(<span class="at">brms.file_refit=</span><span class="st">"on_change"</span>)</span> +<span id="cb30-5"><a href="#cb30-5"></a></span> +<span id="cb30-6"><a href="#cb30-6"></a><span class="co"># Set more readable themes with bigger font for plotting packages</span></span> +<span id="cb30-7"><a href="#cb30-7"></a>ggplot2<span class="sc">::</span><span class="fu">theme_set</span>(<span class="fu">theme_minimal</span>(<span class="at">base_size =</span> <span class="dv">14</span>))</span> +<span id="cb30-8"><a href="#cb30-8"></a>bayesplot<span class="sc">::</span><span class="fu">bayesplot_theme_set</span>(<span class="fu">theme_minimal</span>(<span class="at">base_size =</span> <span class="dv">14</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +</div> +</div> +</div> +</section> +<section id="a-hierarchical-model-for-chicken-weight-time-series" class="level1" data-number="2"> +<h1 data-number="2"><span class="header-section-number">2</span> A hierarchical model for chicken weight time series</h1> +<section id="exploratory-data-analysis" class="level2" data-number="2.1"> +<h2 data-number="2.1" class="anchored" data-anchor-id="exploratory-data-analysis"><span class="header-section-number">2.1</span> Exploratory data analysis</h2> +<p>In the first part of this assignment, you will explore the dataset <code>ChickWeight</code>. In particular, you will see what information is recorded in the dataset, and how you can use visualisation to learn more about the dataset. More information can be found on the corresponding page of the <a href="https://www.rdocumentation.org/packages/datasets/versions/3.6.2/topics/ChickWeight">R documentation</a>.</p> +<div class="cell"> +<div class="sourceCode cell-code" id="cb31"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb31-1"><a href="#cb31-1"></a><span class="fu">head</span>(ChickWeight, <span class="dv">10</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stdout"> +<pre><code>Grouped Data: weight ~ Time | Chick + weight Time Chick Diet +1 42 0 1 1 +2 51 2 1 1 +3 59 4 1 1 +4 64 6 1 1 +5 76 8 1 1 +6 93 10 1 1 +7 106 12 1 1 +8 125 14 1 1 +9 149 16 1 1 +10 171 18 1 1</code></pre> +</div> +</div> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.a)"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.a) +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Create a histogram to explore the range of chicken weights. Describe what you see in the plot. What is the qualitative range of the data?</p> +</div> +</div> +<div class="cell"> +<div class="sourceCode cell-code" id="cb33"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb33-1"><a href="#cb33-1"></a><span class="co"># Useful functions: ggplot, aes(x=...), geom_histogram</span></span> +<span id="cb33-2"><a href="#cb33-2"></a></span> +<span id="cb33-3"><a href="#cb33-3"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb33-4"><a href="#cb33-4"></a><span class="fu">ggplot</span>(<span class="at">data =</span> ChickWeight, <span class="fu">aes</span>(<span class="at">x=</span>ChickWeight<span class="sc">$</span>weight)) <span class="sc">+</span></span> +<span id="cb33-5"><a href="#cb33-5"></a> <span class="fu">geom_histogram</span>()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code>Warning: Use of `ChickWeight$weight` is discouraged. +ℹ Use `weight` instead.</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.</code></pre> +</div> +<div class="cell-output-display"> +<div> +<figure class="figure"> +<p><img src="template8_files/figure-html/unnamed-chunk-3-1.png" class="img-fluid figure-img" width="672"></p> +</figure> +</div> +</div> +<div class="sourceCode cell-code" id="cb36"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb36-1"><a href="#cb36-1"></a><span class="do">###</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Does the plot look correct and is it readable?</li> +<li>Has it been stated that the data takes on only values which are ?</li> +</ul> +</div> +</div> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.b"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.b +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Plot the weight of each chicken over time in a line plot. Add colours based on the diet. Describe what you see in the plot.</p> +</div> +</div> +<div class="cell"> +<div class="sourceCode cell-code" id="cb37"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb37-1"><a href="#cb37-1"></a><span class="co"># Useful functions: ggplot, aes(x=...,y=...,group=...,color=...), geom_line</span></span> +<span id="cb37-2"><a href="#cb37-2"></a></span> +<span id="cb37-3"><a href="#cb37-3"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb37-4"><a href="#cb37-4"></a><span class="fu">ggplot</span>(<span class="at">data =</span> ChickWeight, <span class="fu">aes</span>(<span class="at">x=</span>Time, <span class="at">y=</span>weight, <span class="at">group =</span> Chick, <span class="at">color=</span>Diet)) <span class="sc">+</span></span> +<span id="cb37-5"><a href="#cb37-5"></a> <span class="fu">geom_line</span>()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output-display"> +<div> +<figure class="figure"> +<p><img src="template8_files/figure-html/unnamed-chunk-4-1.png" class="img-fluid figure-img" width="672"></p> +</figure> +</div> +</div> +<div class="sourceCode cell-code" id="cb38"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb38-1"><a href="#cb38-1"></a><span class="do">###</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Does the plot look correct and is it readable?</li> +</ul> +</div> +</div> +</section> +<section id="linear-regression" class="level2" data-number="2.2"> +<h2 data-number="2.2" class="anchored" data-anchor-id="linear-regression"><span class="header-section-number">2.2</span> Linear regression</h2> +<p>In this section, you will build a model that predicts the weight of a chicken over time and depending on the diet. After sampling from the posteriors, you will use posterior predictive checks to see how well the predictions match the observations. Then you will adjust the model by adding more complexity, and check again.</p> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.c"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.c +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Using <code>brms</code>, implement a pooled linear regression with a normal model and <code>weight</code> as the predicted variable using <code>Diet</code> and <code>Time</code> as predictors. Try to use weakly informative priors.</p> +</div> +</div> +<div class="callout callout-style-default callout-tip callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-12-contents" aria-controls="callout-12" aria-expanded="true" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Tip +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-12" class="callout-12-contents callout-collapse collapse show"> +<div class="callout-body-container callout-body"> +<p>For the prior on <code>Time</code>, consider how much the weight of a chicken (in grams) could possibly change each day. For the priors on the effects of different diets, consider how much average weight difference would be possible between diets.</p> +<p>Note that as <code>Diet</code> is a categorical variable, the priors need to be specified for each category (apart from <code>Diet1</code> which is taken to be the baseline).</p> +</div> +</div> +</div> +<p>In <code>brms</code>, a regression can be specified as below, see also <a href="#m">below (#m)</a> or <a href="template7.html#b-1">the last template</a>. Fill in the appropriate variables, data, and likelihood family. Specify the priors, then run the model (by removing <code>#| eval: false</code> below).</p> +<div class="cell"> +<div class="sourceCode cell-code" id="cb39"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb39-1"><a href="#cb39-1"></a>priors <span class="ot">&lt;-</span> <span class="fu">c</span>(</span> +<span id="cb39-2"><a href="#cb39-2"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="sc">&lt;</span>value<span class="sc">&gt;</span>), <span class="at">coef =</span> <span class="st">"Time"</span>),</span> +<span id="cb39-3"><a href="#cb39-3"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="sc">&lt;</span>value<span class="sc">&gt;</span>), <span class="at">coef =</span> <span class="st">"Diet2"</span>),</span> +<span id="cb39-4"><a href="#cb39-4"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="sc">&lt;</span>value<span class="sc">&gt;</span>), <span class="at">coef =</span> <span class="st">"Diet3"</span>),</span> +<span id="cb39-5"><a href="#cb39-5"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="sc">&lt;</span>value<span class="sc">&gt;</span>), <span class="at">coef =</span> <span class="st">"Diet4"</span>)</span> +<span id="cb39-6"><a href="#cb39-6"></a>)</span> +<span id="cb39-7"><a href="#cb39-7"></a></span> +<span id="cb39-8"><a href="#cb39-8"></a>f1 <span class="ot">&lt;-</span> brms<span class="sc">::</span><span class="fu">brm</span>(</span> +<span id="cb39-9"><a href="#cb39-9"></a> <span class="co"># This specifies the formula</span></span> +<span id="cb39-10"><a href="#cb39-10"></a> <span class="sc">&lt;</span>OUTCOME<span class="sc">&gt;</span> <span class="er">~</span> <span class="dv">1</span> <span class="sc">+</span> <span class="er">&lt;</span>PREDICTOR<span class="sc">&gt;</span> <span class="sc">+</span> <span class="er">&lt;</span>PREDICTOR<span class="sc">&gt;</span>,</span> +<span id="cb39-11"><a href="#cb39-11"></a> <span class="co"># This specifies the dataset</span></span> +<span id="cb39-12"><a href="#cb39-12"></a> <span class="at">data =</span> <span class="sc">&lt;</span>data<span class="sc">&gt;</span>,</span> +<span id="cb39-13"><a href="#cb39-13"></a> <span class="co"># This specifies the observation model family</span></span> +<span id="cb39-14"><a href="#cb39-14"></a> <span class="at">family =</span> <span class="sc">&lt;</span>observation_family<span class="sc">&gt;</span>,</span> +<span id="cb39-15"><a href="#cb39-15"></a> <span class="co"># This passes the priors specified above to brms</span></span> +<span id="cb39-16"><a href="#cb39-16"></a> <span class="at">prior =</span> priors,</span> +<span id="cb39-17"><a href="#cb39-17"></a> <span class="co"># This causes brms to cache the results</span></span> +<span id="cb39-18"><a href="#cb39-18"></a> <span class="at">file =</span> <span class="st">"additional_files/assignment8/f1"</span></span> +<span id="cb39-19"><a href="#cb39-19"></a>)</span> +<span id="cb39-20"><a href="#cb39-20"></a></span> +<span id="cb39-21"><a href="#cb39-21"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb39-22"><a href="#cb39-22"></a>priors <span class="ot">&lt;-</span> <span class="fu">c</span>(</span> +<span id="cb39-23"><a href="#cb39-23"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="dv">10</span>), <span class="at">coef =</span> <span class="st">"Time"</span>),</span> +<span id="cb39-24"><a href="#cb39-24"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="dv">50</span>), <span class="at">coef =</span> <span class="st">"Diet2"</span>),</span> +<span id="cb39-25"><a href="#cb39-25"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="dv">50</span>), <span class="at">coef =</span> <span class="st">"Diet3"</span>),</span> +<span id="cb39-26"><a href="#cb39-26"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="dv">50</span>), <span class="at">coef =</span> <span class="st">"Diet4"</span>)</span> +<span id="cb39-27"><a href="#cb39-27"></a>)</span> +<span id="cb39-28"><a href="#cb39-28"></a></span> +<span id="cb39-29"><a href="#cb39-29"></a>f1 <span class="ot">&lt;-</span> brms<span class="sc">::</span><span class="fu">brm</span>(</span> +<span id="cb39-30"><a href="#cb39-30"></a> weight <span class="sc">~</span> <span class="dv">1</span> <span class="sc">+</span> Diet <span class="sc">+</span> Time,</span> +<span id="cb39-31"><a href="#cb39-31"></a> <span class="at">data =</span> ChickWeight,</span> +<span id="cb39-32"><a href="#cb39-32"></a> <span class="at">family =</span> <span class="st">"gaussian"</span>,</span> +<span id="cb39-33"><a href="#cb39-33"></a> <span class="at">prior =</span> priors</span> +<span id="cb39-34"><a href="#cb39-34"></a>)</span> +<span id="cb39-35"><a href="#cb39-35"></a><span class="do">###</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Is the brms-formula ?</li> +<li>Is the family ?</li> +<li>Are the prior standard deviations reasonable, e.g.&nbsp;around ?</li> +</ul> +</div> +</div> +<p>Next, you can use the <code>bayesplot</code> package to check the posterior predictions in relation to the observed data using the <a href="https://mc-stan.org/bayesplot/reference/pp_check.html"><code>pp_check</code> function</a>. The function plots the <span class="math inline">\(y\)</span> values, which are the observed data, and the <span class="math inline">\(y_\text{rep}\)</span> values, which are replicated data sets from the posterior predictive distribution.</p> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.d"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.d +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Perform the posterior predictive check with the default arguments. What do you observe? Based on the plot, do the posterior predictions encapsulate the main features of the observed data? Point out any major differences between the predictions and the observed data. Answer the following questions:</p> +<ul> +<li>Are there qualitative differences between the observed data and the predicted data?</li> +<li>Do the observed data seem quantitatively similar?</li> +</ul> +</div> +</div> +<div class="cell"> +<div class="sourceCode cell-code" id="cb40"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb40-1"><a href="#cb40-1"></a><span class="co"># Useful functions: brms::pp_check</span></span> +<span id="cb40-2"><a href="#cb40-2"></a></span> +<span id="cb40-3"><a href="#cb40-3"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb40-4"><a href="#cb40-4"></a>brms<span class="sc">::</span><span class="fu">pp_check</span>(f1, <span class="at">plotfun=</span><span class="st">"hist"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-error"> +<pre><code>Error in eval(expr, envir, enclos): object 'f1' not found</code></pre> +</div> +<div class="sourceCode cell-code" id="cb42"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb42-1"><a href="#cb42-1"></a><span class="do">###</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Does the plot look correct and is it readable?</li> +<li>Has it been recognized that the predicted data include ?</li> +<li>Has it been recognized that the observed and predicted data ?</li> +</ul> +</div> +</div> +<p>The default density plot is not always informative, but <code>bayesplot</code> has different settings that can be used to create plots more appropriate for specific data.</p> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.e"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.e +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Create another plot with grouping to the PPC plot using the arguments <code>type = "intervals_grouped"</code> and <code>group = "Diet"</code>. What do you observe? Point out any major differences between the predictions and the observed data. Based on your visualisations, how could the model be improved?</p> +</div> +</div> +<div class="cell"> +<div class="sourceCode cell-code" id="cb43"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb43-1"><a href="#cb43-1"></a><span class="co"># Useful functions: brms::pp_check(..., type = ..., group=...)</span></span> +<span id="cb43-2"><a href="#cb43-2"></a></span> +<span id="cb43-3"><a href="#cb43-3"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb43-4"><a href="#cb43-4"></a>brms<span class="sc">::</span><span class="fu">pp_check</span>(..., <span class="at">type =</span> <span class="st">"intervals_grouped"</span>, <span class="at">group=</span><span class="st">"Diet"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-error"> +<pre><code>Error in eval(expr, envir, enclos): '...' used in an incorrect context</code></pre> +</div> +<div class="sourceCode cell-code" id="cb45"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb45-1"><a href="#cb45-1"></a><span class="do">###</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Does the plot look correct and is it readable?</li> +<li>Is there at least one reasonable way to improve the model, e.g.&nbsp;?</li> +</ul> +</div> +</div> +</section> +<section id="log-normal-linear-regression" class="level2" data-number="2.3"> +<h2 data-number="2.3" class="anchored" data-anchor-id="log-normal-linear-regression"><span class="header-section-number">2.3</span> Log-normal linear regression</h2> +<p>Based on the identified issues from the posterior predictive check, the model can be improved. It is advisable to change only one or a few things about a model at once. At this stage, focus on changing the observation model family to better account for the observed data.</p> +<p>One option is to use the lognormal observation model, which only allows positive values. In <code>brms</code> you can change the observation model family to this by setting the argument <code>family = "lognormal"</code>. Note that when using the log-normal observation model, the regression coefficients represent the change in the log weight of a chicken. The priors have been adjusted accordingly in the template.</p> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.f"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.f +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Adjust the model, sample from the posterior and create the same two posterior predictive check plots. Comment on your observations. Does the new model better capture some aspects of the data?</p> +</div> +</div> +<div class="callout callout-style-default callout-tip callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-19-contents" aria-controls="callout-19" aria-expanded="true" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Tip +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-19" class="callout-19-contents callout-collapse collapse show"> +<div class="callout-body-container callout-body"> + +</div> +</div> +</div> +<div class="cell"> +<div class="sourceCode cell-code" id="cb46"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb46-1"><a href="#cb46-1"></a>log_priors <span class="ot">&lt;-</span> <span class="fu">c</span>(</span> +<span id="cb46-2"><a href="#cb46-2"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">3</span>)), <span class="at">coef =</span> <span class="st">"Time"</span>),</span> +<span id="cb46-3"><a href="#cb46-3"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">5</span>)), <span class="at">coef =</span> <span class="st">"Diet2"</span>),</span> +<span id="cb46-4"><a href="#cb46-4"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">5</span>)), <span class="at">coef =</span> <span class="st">"Diet3"</span>),</span> +<span id="cb46-5"><a href="#cb46-5"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">5</span>)), <span class="at">coef =</span> <span class="st">"Diet4"</span>)</span> +<span id="cb46-6"><a href="#cb46-6"></a>)</span> +<span id="cb46-7"><a href="#cb46-7"></a></span> +<span id="cb46-8"><a href="#cb46-8"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb46-9"><a href="#cb46-9"></a>f2 <span class="ot">&lt;-</span> <span class="fu">brm</span>(</span> +<span id="cb46-10"><a href="#cb46-10"></a> weight <span class="sc">~</span> Diet <span class="sc">+</span> Time,</span> +<span id="cb46-11"><a href="#cb46-11"></a> <span class="at">data =</span> ChickWeight,</span> +<span id="cb46-12"><a href="#cb46-12"></a> <span class="at">family =</span> <span class="st">"lognormal"</span>,</span> +<span id="cb46-13"><a href="#cb46-13"></a> <span class="at">prior =</span> priors</span> +<span id="cb46-14"><a href="#cb46-14"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-error"> +<pre><code>Error in eval(expr, envir, enclos): object 'priors' not found</code></pre> +</div> +<div class="sourceCode cell-code" id="cb48"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb48-1"><a href="#cb48-1"></a><span class="co"># criticism with ppc density (not grouped)</span></span> +<span id="cb48-2"><a href="#cb48-2"></a>brms<span class="sc">::</span><span class="fu">pp_check</span>(f2)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-error"> +<pre><code>Error in eval(expr, envir, enclos): object 'f2' not found</code></pre> +</div> +<div class="sourceCode cell-code" id="cb50"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb50-1"><a href="#cb50-1"></a><span class="co"># information for each chicken</span></span> +<span id="cb50-2"><a href="#cb50-2"></a>brms<span class="sc">::</span><span class="fu">pp_check</span>(f2, <span class="at">type =</span> <span class="st">"intervals_grouped"</span>, <span class="at">group =</span> <span class="st">"Diet"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-error"> +<pre><code>Error in eval(expr, envir, enclos): object 'f2' not found</code></pre> +</div> +<div class="sourceCode cell-code" id="cb52"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb52-1"><a href="#cb52-1"></a><span class="do">###</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Do the plots look correct and are they readable?</li> +<li>Has it been recognized that the fit to data is ?</li> +</ul> +</div> +</div> +</section> +<section id="hierarchical-log-normal-linear-regression" class="level2" data-number="2.4"> +<h2 data-number="2.4" class="anchored" data-anchor-id="hierarchical-log-normal-linear-regression"><span class="header-section-number">2.4</span> Hierarchical log-normal linear regression</h2> +<p>The model can further be improved by directly considering potential differences in growth rate for individual chicken. Some chickens may innately grow faster than others, and this difference can be included by including both population and group level effects in to the model.</p> +<p>To include a group effect in <code>brms</code>, the code <code>+ (predictor|group)</code> can be added to the model formula. In this case, the predictor is <code>Time</code> and the group is <code>Chick</code>.</p> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.g"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.g +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Create the same two plots as for the previous models. Comment on what you see. Do the predictions seem to better capture the observed data? Are there remaining discrepancies between the predictions and observed data that could be addressed?</p> +<section id="section" class="level3 content-hidden" data-when-profile="public" data-number="2.4.1"> +<h3 class="content-hidden anchored" data-when-profile="public" data-number="2.4.1" data-anchor-id="section"><span class="header-section-number">2.4.1</span> </h3> +<div class="cell"> +<div class="sourceCode cell-code" id="cb53"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb53-1"><a href="#cb53-1"></a>priors <span class="ot">&lt;-</span> <span class="fu">c</span>(</span> +<span id="cb53-2"><a href="#cb53-2"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">3</span>)), <span class="at">coef =</span> <span class="st">"Time"</span>),</span> +<span id="cb53-3"><a href="#cb53-3"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">5</span>)), <span class="at">coef =</span> <span class="st">"Diet2"</span>),</span> +<span id="cb53-4"><a href="#cb53-4"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">5</span>)), <span class="at">coef =</span> <span class="st">"Diet3"</span>),</span> +<span id="cb53-5"><a href="#cb53-5"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">5</span>)), <span class="at">coef =</span> <span class="st">"Diet4"</span>)</span> +<span id="cb53-6"><a href="#cb53-6"></a>)</span> +<span id="cb53-7"><a href="#cb53-7"></a></span> +<span id="cb53-8"><a href="#cb53-8"></a>f3 <span class="ot">&lt;-</span> <span class="fu">brm</span>(</span> +<span id="cb53-9"><a href="#cb53-9"></a> weight <span class="sc">~</span> Diet <span class="sc">+</span> Time <span class="sc">+</span> (Time<span class="sc">|</span>Chick),</span> +<span id="cb53-10"><a href="#cb53-10"></a> <span class="at">data =</span> ChickWeight,</span> +<span id="cb53-11"><a href="#cb53-11"></a> <span class="at">family =</span> <span class="st">"lognormal"</span>,</span> +<span id="cb53-12"><a href="#cb53-12"></a> <span class="at">prior =</span> priors</span> +<span id="cb53-13"><a href="#cb53-13"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code>Start sampling</code></pre> +</div> +<div class="cell-output cell-output-stdout"> +<pre><code>Running MCMC with 4 sequential chains... + +Chain 1 Iteration: 1 / 2000 [ 0%] (Warmup) +Chain 1 Iteration: 100 / 2000 [ 5%] (Warmup) +Chain 1 Iteration: 200 / 2000 [ 10%] (Warmup) +Chain 1 Iteration: 300 / 2000 [ 15%] (Warmup) +Chain 1 Iteration: 400 / 2000 [ 20%] (Warmup) +Chain 1 Iteration: 500 / 2000 [ 25%] (Warmup) +Chain 1 Iteration: 600 / 2000 [ 30%] (Warmup) +Chain 1 Iteration: 700 / 2000 [ 35%] (Warmup) +Chain 1 Iteration: 800 / 2000 [ 40%] (Warmup) +Chain 1 Iteration: 900 / 2000 [ 45%] (Warmup) +Chain 1 Iteration: 1000 / 2000 [ 50%] (Warmup) +Chain 1 Iteration: 1001 / 2000 [ 50%] (Sampling) +Chain 1 Iteration: 1100 / 2000 [ 55%] (Sampling) +Chain 1 Iteration: 1200 / 2000 [ 60%] (Sampling) +Chain 1 Iteration: 1300 / 2000 [ 65%] (Sampling) +Chain 1 Iteration: 1400 / 2000 [ 70%] (Sampling) +Chain 1 Iteration: 1500 / 2000 [ 75%] (Sampling) +Chain 1 Iteration: 1600 / 2000 [ 80%] (Sampling) +Chain 1 Iteration: 1700 / 2000 [ 85%] (Sampling) +Chain 1 Iteration: 1800 / 2000 [ 90%] (Sampling) +Chain 1 Iteration: 1900 / 2000 [ 95%] (Sampling) +Chain 1 Iteration: 2000 / 2000 [100%] (Sampling) +Chain 1 finished in 9.5 seconds. +Chain 2 Iteration: 1 / 2000 [ 0%] (Warmup) +Chain 2 Iteration: 100 / 2000 [ 5%] (Warmup) +Chain 2 Iteration: 200 / 2000 [ 10%] (Warmup) +Chain 2 Iteration: 300 / 2000 [ 15%] (Warmup) +Chain 2 Iteration: 400 / 2000 [ 20%] (Warmup) +Chain 2 Iteration: 500 / 2000 [ 25%] (Warmup) +Chain 2 Iteration: 600 / 2000 [ 30%] (Warmup) +Chain 2 Iteration: 700 / 2000 [ 35%] (Warmup) +Chain 2 Iteration: 800 / 2000 [ 40%] (Warmup) +Chain 2 Iteration: 900 / 2000 [ 45%] (Warmup) +Chain 2 Iteration: 1000 / 2000 [ 50%] (Warmup) +Chain 2 Iteration: 1001 / 2000 [ 50%] (Sampling) +Chain 2 Iteration: 1100 / 2000 [ 55%] (Sampling) +Chain 2 Iteration: 1200 / 2000 [ 60%] (Sampling) +Chain 2 Iteration: 1300 / 2000 [ 65%] (Sampling) +Chain 2 Iteration: 1400 / 2000 [ 70%] (Sampling) +Chain 2 Iteration: 1500 / 2000 [ 75%] (Sampling) +Chain 2 Iteration: 1600 / 2000 [ 80%] (Sampling) +Chain 2 Iteration: 1700 / 2000 [ 85%] (Sampling) +Chain 2 Iteration: 1800 / 2000 [ 90%] (Sampling) +Chain 2 Iteration: 1900 / 2000 [ 95%] (Sampling) +Chain 2 Iteration: 2000 / 2000 [100%] (Sampling) +Chain 2 finished in 10.6 seconds. +Chain 3 Iteration: 1 / 2000 [ 0%] (Warmup) +Chain 3 Iteration: 100 / 2000 [ 5%] (Warmup) +Chain 3 Iteration: 200 / 2000 [ 10%] (Warmup) +Chain 3 Iteration: 300 / 2000 [ 15%] (Warmup) +Chain 3 Iteration: 400 / 2000 [ 20%] (Warmup) +Chain 3 Iteration: 500 / 2000 [ 25%] (Warmup) +Chain 3 Iteration: 600 / 2000 [ 30%] (Warmup) +Chain 3 Iteration: 700 / 2000 [ 35%] (Warmup) +Chain 3 Iteration: 800 / 2000 [ 40%] (Warmup) +Chain 3 Iteration: 900 / 2000 [ 45%] (Warmup) +Chain 3 Iteration: 1000 / 2000 [ 50%] (Warmup) +Chain 3 Iteration: 1001 / 2000 [ 50%] (Sampling) +Chain 3 Iteration: 1100 / 2000 [ 55%] (Sampling) +Chain 3 Iteration: 1200 / 2000 [ 60%] (Sampling) +Chain 3 Iteration: 1300 / 2000 [ 65%] (Sampling) +Chain 3 Iteration: 1400 / 2000 [ 70%] (Sampling) +Chain 3 Iteration: 1500 / 2000 [ 75%] (Sampling) +Chain 3 Iteration: 1600 / 2000 [ 80%] (Sampling) +Chain 3 Iteration: 1700 / 2000 [ 85%] (Sampling) +Chain 3 Iteration: 1800 / 2000 [ 90%] (Sampling) +Chain 3 Iteration: 1900 / 2000 [ 95%] (Sampling) +Chain 3 Iteration: 2000 / 2000 [100%] (Sampling) +Chain 3 finished in 8.7 seconds. +Chain 4 Iteration: 1 / 2000 [ 0%] (Warmup) +Chain 4 Iteration: 100 / 2000 [ 5%] (Warmup) +Chain 4 Iteration: 200 / 2000 [ 10%] (Warmup) +Chain 4 Iteration: 300 / 2000 [ 15%] (Warmup) +Chain 4 Iteration: 400 / 2000 [ 20%] (Warmup) +Chain 4 Iteration: 500 / 2000 [ 25%] (Warmup) +Chain 4 Iteration: 600 / 2000 [ 30%] (Warmup) +Chain 4 Iteration: 700 / 2000 [ 35%] (Warmup) +Chain 4 Iteration: 800 / 2000 [ 40%] (Warmup) +Chain 4 Iteration: 900 / 2000 [ 45%] (Warmup) +Chain 4 Iteration: 1000 / 2000 [ 50%] (Warmup) +Chain 4 Iteration: 1001 / 2000 [ 50%] (Sampling) +Chain 4 Iteration: 1100 / 2000 [ 55%] (Sampling) +Chain 4 Iteration: 1200 / 2000 [ 60%] (Sampling) +Chain 4 Iteration: 1300 / 2000 [ 65%] (Sampling) +Chain 4 Iteration: 1400 / 2000 [ 70%] (Sampling) +Chain 4 Iteration: 1500 / 2000 [ 75%] (Sampling) +Chain 4 Iteration: 1600 / 2000 [ 80%] (Sampling) +Chain 4 Iteration: 1700 / 2000 [ 85%] (Sampling) +Chain 4 Iteration: 1800 / 2000 [ 90%] (Sampling) +Chain 4 Iteration: 1900 / 2000 [ 95%] (Sampling) +Chain 4 Iteration: 2000 / 2000 [100%] (Sampling) +Chain 4 finished in 9.6 seconds. + +All 4 chains finished successfully. +Mean chain execution time: 9.6 seconds. +Total execution time: 39.0 seconds.</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>Loading required package: rstan</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>Loading required package: StanHeaders</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code> +rstan version 2.35.0.9000 (Stan version 2.35.0)</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>For execution on a local, multicore CPU with excess RAM we recommend calling +options(mc.cores = parallel::detectCores()). +To avoid recompilation of unchanged Stan programs, we recommend calling +rstan_options(auto_write = TRUE) +For within-chain threading using `reduce_sum()` or `map_rect()` Stan functions, +change `threads_per_chain` option: +rstan_options(threads_per_chain = 1)</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code> +Attaching package: 'rstan'</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following objects are masked from 'package:posterior': + + ess_bulk, ess_tail</code></pre> +</div> +</div> +</section> +<section id="section-1" class="level3" data-number="2.4.2"> +<h3 data-number="2.4.2" class="anchored" data-anchor-id="section-1"><span class="header-section-number">2.4.2</span> </h3> +</section> +</div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Do the plots look correct and are they readable?</li> +<li>Has it been recognized that the fit to data is ?</li> +</ul> +</div> +</div> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.h"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.h +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Have you encountered any convergence issues in the above models? Report and comment.</p> +</div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Has there been a potentially brief discussion of the standard convergence criteria (Rhat, ESS, divergent transitions) for all models?</li> +</ul> +</div> +</div> +</section> +<section id="model-comparison-using-the-elpd" class="level2" data-number="2.5"> +<h2 data-number="2.5" class="anchored" data-anchor-id="model-comparison-using-the-elpd"><span class="header-section-number">2.5</span> Model comparison using the ELPD</h2> +<p>There are many ways of comparing models<a href="#fn1" class="footnote-ref" id="fnref1" role="doc-noteref"><sup>1</sup></a>. Commonly, we evaluate point predictions, such as the mean of the predictive distribution<a href="#fn2" class="footnote-ref" id="fnref2" role="doc-noteref"><sup>2</sup></a>, or accuracy of the whole posterior predictive. Whether we prioritise point or density predictive accuracy may serve different purposes and lead to different outcomes for model choice <a href="#fn3" class="footnote-ref" id="fnref3" role="doc-noteref"><sup>3</sup></a>. It is common, however, to report predictive accuracy via log-scores and point-predictive accuracy via root-mean-squared-error based on the empirical average of the predictive distribution. To cross-validate both metrics on left out observations without need to sample from each leave-one-out posterior, we use Pareto-smoothed importance sampling as discussed in the course materials (see Lecture 8).</p> +<p>We start comparing models based on the log-score. Use <code>loo::loo()</code> and <code>loo::loo_compare()</code> to quantify the differences in predictive performance.</p> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.i"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.i +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Answer the following questions using <code>loo</code>/<code>loo_compare</code>:</p> +<ul> +<li>Which model has the best predictive performance?</li> +<li>Does the uncertainty influence the decision of which model is best?</li> +</ul> +</div> +</div> +<div class="cell"> +<div class="sourceCode cell-code" id="cb62"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb62-1"><a href="#cb62-1"></a><span class="co"># Useful functions: loo, loo_compare</span></span> +<span id="cb62-2"><a href="#cb62-2"></a></span> +<span id="cb62-3"><a href="#cb62-3"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb62-4"><a href="#cb62-4"></a>loo_f1 <span class="ot">&lt;-</span> <span class="fu">loo</span>(f1)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-error"> +<pre><code>Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f1' not found</code></pre> +</div> +<div class="sourceCode cell-code" id="cb64"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb64-1"><a href="#cb64-1"></a>loo_f1</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-error"> +<pre><code>Error in eval(expr, envir, enclos): object 'loo_f1' not found</code></pre> +</div> +<div class="sourceCode cell-code" id="cb66"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb66-1"><a href="#cb66-1"></a>loo_f2 <span class="ot">&lt;-</span> <span class="fu">loo</span>(f2)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-error"> +<pre><code>Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f2' not found</code></pre> +</div> +<div class="sourceCode cell-code" id="cb68"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb68-1"><a href="#cb68-1"></a>loo_f2</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-error"> +<pre><code>Error in eval(expr, envir, enclos): object 'loo_f2' not found</code></pre> +</div> +<div class="sourceCode cell-code" id="cb70"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb70-1"><a href="#cb70-1"></a>loo_f3 <span class="ot">&lt;-</span> <span class="fu">loo</span>(f3)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code>Warning: Found 3 observations with a pareto_k &gt; 0.7 in model 'f3'. We recommend +to set 'moment_match = TRUE' in order to perform moment matching for +problematic observations.</code></pre> +</div> +<div class="sourceCode cell-code" id="cb72"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb72-1"><a href="#cb72-1"></a>loo_f3</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stdout"> +<pre><code> +Computed from 4000 by 578 log-likelihood matrix. + + Estimate SE +elpd_loo -2253.7 27.0 +p_loo 77.8 6.5 +looic 4507.5 54.0 +------ +MCSE of elpd_loo is NA. +MCSE and ESS estimates assume MCMC draws (r_eff in [0.3, 1.5]). + +Pareto k diagnostic values: + Count Pct. Min. ESS +(-Inf, 0.7] (good) 575 99.5% 63 + (0.7, 1] (bad) 3 0.5% &lt;NA&gt; + (1, Inf) (very bad) 0 0.0% &lt;NA&gt; +See help('pareto-k-diagnostic') for details.</code></pre> +</div> +<div class="sourceCode cell-code" id="cb74"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb74-1"><a href="#cb74-1"></a><span class="fu">loo_compare</span>(loo_f1, loo_f2, loo_f3)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-error"> +<pre><code>Error in eval(expr, envir, enclos): object 'loo_f1' not found</code></pre> +</div> +<div class="sourceCode cell-code" id="cb76"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb76-1"><a href="#cb76-1"></a><span class="do">###</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Do the results look correct and have they been presented in a readable way? They should be roughly .</li> +<li>Has it been recognized that the best model is ?</li> +</ul> +</div> +</div> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.j"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.j +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Assess whether the approximation to the LOO-CV distributions are reliable. Consult the <span class="math inline">\(\hat{k}\)</span> statistic which informs on the reliability of PSIS computation in PSIS-LOO. Plot the <span class="math inline">\(\hat{k}\)</span> values for each model against the data point ID and discuss. Are they as expected?</p> +</div> +</div> +<div class="callout callout-style-default callout-tip callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-28-contents" aria-controls="callout-28" aria-expanded="true" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Tip +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-28" class="callout-28-contents callout-collapse collapse show"> +<div class="callout-body-container callout-body"> +<p>For hierarchical models, it may be more important to think about how well the individual group is predicted and how many observations there are in a group compared to the number of parameters estimated. Also check out <a href="https://avehtari.github.io/modelselection/CV-FAQ.html#17_What_to_do_if_I_have_high_Pareto_(hat%7Bk%7D)%E2%80%99s">CV-FAQ on high Pareto-<span class="math inline">\(\hat{k}\)</span> values</a>.</p> +</div> +</div> +</div> +<div class="cell"> +<div class="sourceCode cell-code" id="cb77"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb77-1"><a href="#cb77-1"></a><span class="co"># Useful functions: plot(loo(...), label_points = TRUE)</span></span> +<span id="cb77-2"><a href="#cb77-2"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb77-3"><a href="#cb77-3"></a><span class="fu">plot</span>(<span class="fu">loo</span>(f1), <span class="at">label_points =</span> <span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-error"> +<pre><code>Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f1' not found</code></pre> +</div> +<div class="sourceCode cell-code" id="cb79"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb79-1"><a href="#cb79-1"></a><span class="fu">plot</span>(<span class="fu">loo</span>(f2), <span class="at">label_points =</span> <span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-error"> +<pre><code>Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': error in evaluating the argument 'x' in selecting a method for function 'loo': object 'f2' not found</code></pre> +</div> +<div class="sourceCode cell-code" id="cb81"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb81-1"><a href="#cb81-1"></a><span class="fu">plot</span>(<span class="fu">loo</span>(f3), <span class="at">label_points =</span> <span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code>Warning: Found 3 observations with a pareto_k &gt; 0.7 in model 'f3'. We recommend +to set 'moment_match = TRUE' in order to perform moment matching for +problematic observations.</code></pre> +</div> +<div class="cell-output-display"> +<div> +<figure class="figure"> +<p><img src="template8_files/figure-html/unnamed-chunk-11-1.png" class="img-fluid figure-img" width="672"></p> +</figure> +</div> +</div> +<div class="sourceCode cell-code" id="cb83"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb83-1"><a href="#cb83-1"></a><span class="do">###</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Do the plots look correct and are they readable?</li> +<li>Has it been explained why the <span class="math inline">\(\hat{k}\)</span> values are highest for the .</li> +</ul> +</div> +</div> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.k"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.k +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Perform a PPC for the hierarchical model for</p> +<ul> +<li>a few of the chickens with the highest <span class="math inline">\(\hat{k}\)</span> values and</li> +<li>a few of the chickens with the lowest <span class="math inline">\(\hat{k}\)</span> values</li> +</ul> +<p>using the code in the template. What do you observe?</p> +</div> +</div> +<div class="callout callout-style-default callout-warning callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-31-contents" aria-controls="callout-31" aria-expanded="true" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Creating a dummy example plot +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-31" class="callout-31-contents callout-collapse collapse show"> +<div class="callout-body-container callout-body"> +<p>Creating a dummy fit just to be able to generate an example plot below. Generate a similar plot for your hierarchical model.</p> +<div class="cell"> +<div class="sourceCode cell-code" id="cb84"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb84-1"><a href="#cb84-1"></a><span class="co"># The brms-formula (weights ~ ...) below is not one that you should be using in your models!</span></span> +<span id="cb84-2"><a href="#cb84-2"></a>dummy_fit <span class="ot">&lt;-</span> brms<span class="sc">::</span><span class="fu">brm</span>(</span> +<span id="cb84-3"><a href="#cb84-3"></a> weight <span class="sc">~</span> <span class="dv">1</span> <span class="sc">+</span> Time <span class="sc">+</span> Chick,</span> +<span id="cb84-4"><a href="#cb84-4"></a> <span class="at">data =</span> ChickWeight,</span> +<span id="cb84-5"><a href="#cb84-5"></a> <span class="at">file=</span><span class="st">"additional_files/assignment8/dummy_fit"</span></span> +<span id="cb84-6"><a href="#cb84-6"></a>)</span> +<span id="cb84-7"><a href="#cb84-7"></a><span class="co"># Adjust the chicken_idxs variable to select appropriate chickens</span></span> +<span id="cb84-8"><a href="#cb84-8"></a>chicken_idxs <span class="ot">=</span> <span class="fu">c</span>(<span class="dv">1</span>,<span class="dv">3</span>,<span class="dv">11</span>,<span class="dv">43</span>)</span> +<span id="cb84-9"><a href="#cb84-9"></a><span class="co"># Create this plot for your hierarchical model for selected chickens</span></span> +<span id="cb84-10"><a href="#cb84-10"></a>brms<span class="sc">::</span><span class="fu">pp_check</span>(</span> +<span id="cb84-11"><a href="#cb84-11"></a> dummy_fit, <span class="at">type =</span> <span class="st">"intervals_grouped"</span>, <span class="at">group =</span> <span class="st">"Chick"</span>,</span> +<span id="cb84-12"><a href="#cb84-12"></a> <span class="at">newdata=</span>ChickWeight <span class="sc">|&gt;</span> <span class="fu">filter</span>(Chick <span class="sc">%in%</span> chicken_idxs)</span> +<span id="cb84-13"><a href="#cb84-13"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +</div> +</div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Does the plot look correct and is it readable?</li> +<li>Has it been recognized that the chickens with high <span class="math inline">\(\hat{k}\)</span> values ?</li> +</ul> +</div> +</div> +</section> +<section id="model-comparison-using-the-rmse" class="level2" data-number="2.6"> +<h2 data-number="2.6" class="anchored" data-anchor-id="model-comparison-using-the-rmse"><span class="header-section-number">2.6</span> Model comparison using the RMSE</h2> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.l"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.l +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Use the function in the template to compare the RMSE and the LOO-RMSE for the three models. Explain the difference between the RMSE and the LOO-RMSE in 1–3 sentences. Is one generally lower than the other? Why?</p> +</div> +</div> +<div class="callout callout-style-default callout-warning callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-34-contents" aria-controls="callout-34" aria-expanded="true" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +<code>rmse</code> function implementation +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-34" class="callout-34-contents callout-collapse collapse show"> +<div class="callout-body-container callout-body"> +<p>The below function takes a brms fit object and computes either the <a href="https://en.wikipedia.org/wiki/Root-mean-square_deviation">root-mean-square error (RMSE)</a> or the PSIS-LOO-RMSE, i.e.&nbsp;the RMSE using LOO-CV estimated using PSIS-LOO.</p> +<div class="cell"> +<div class="sourceCode cell-code" id="cb85"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb85-1"><a href="#cb85-1"></a><span class="co"># Compute RMSE or LOO-RMSE</span></span> +<span id="cb85-2"><a href="#cb85-2"></a>rmse <span class="ot">&lt;-</span> <span class="cf">function</span>(fit, <span class="at">use_loo=</span><span class="cn">FALSE</span>){</span> +<span id="cb85-3"><a href="#cb85-3"></a> mean_y_pred <span class="ot">&lt;-</span> <span class="cf">if</span>(use_loo){</span> +<span id="cb85-4"><a href="#cb85-4"></a> brms<span class="sc">::</span><span class="fu">loo_predict</span>(fit)</span> +<span id="cb85-5"><a href="#cb85-5"></a> }<span class="cf">else</span>{</span> +<span id="cb85-6"><a href="#cb85-6"></a> <span class="fu">colMeans</span>(brms<span class="sc">::</span><span class="fu">posterior_predict</span>(fit))</span> +<span id="cb85-7"><a href="#cb85-7"></a> }</span> +<span id="cb85-8"><a href="#cb85-8"></a> <span class="fu">sqrt</span>(<span class="fu">mean</span>(</span> +<span id="cb85-9"><a href="#cb85-9"></a> (mean_y_pred <span class="sc">-</span> brms<span class="sc">::</span><span class="fu">get_y</span>(fit))<span class="sc">^</span><span class="dv">2</span></span> +<span id="cb85-10"><a href="#cb85-10"></a> ))</span> +<span id="cb85-11"><a href="#cb85-11"></a>}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +</div> +</div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Do the results look correct and have they been presented in a readable way? They should be roughly: .</li> +<li>Has it been recognized that the RMSE is ?</li> +</ul> +</div> +</div> +</section> +</section> +<section id="overall-quality-of-the-report" class="level1" data-number="3"> +<h1 data-number="3"><span class="header-section-number">3</span> Overall quality of the report</h1> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +<ul> +<li>No</li> +<li>Yes</li> +</ul></li> +<li>Does the report follow the formatting instructions? +<ul> +<li>Not at all</li> +<li>Little</li> +<li>Mostly</li> +<li>Yes</li> +</ul></li> +<li>In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.</li> +<li>Please also provide feedback on the presentation (e.g.&nbsp;text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.</li> +</ul> +</div> +</div> + + +<!-- --> + +</section> + + +<div id="quarto-appendix" class="default"><section id="footnotes" class="footnotes footnotes-end-of-document" role="doc-endnotes"><h2 class="anchored quarto-appendix-heading">Footnotes</h2> + +<ol> +<li id="fn1"><p>In principle, when comparing models based on accuracy in predictions or parameter estimation (if true parameter values are available to you, as e.g.&nbsp;in simulation studies), we want to use so called strictly proper scoring rules that will always indicate when a “better” model is better and the score reaches its uniquely defined best value at the “true” model, if it is also well defined. See <a href="https://www.tandfonline.com/doi/abs/10.1198/016214506000001437"><strong>Gneiting and Raftery, (2007)</strong></a> for an in depth treatment of this topic.<a href="#fnref1" class="footnote-back" role="doc-backlink">↩︎</a></p></li> +<li id="fn2"><p>NOT predictions based on the mean of the posterior parameters, but first generating the predictive distribution and then computing an average.<a href="#fnref2" class="footnote-back" role="doc-backlink">↩︎</a></p></li> +<li id="fn3"><p>For instance, a unimodal and bimodal predictive density may have the same expected value, but very different areas of high posterior density and therefore very different log-scores.<a href="#fnref3" class="footnote-back" role="doc-backlink">↩︎</a></p></li> +</ol> +</section></div></main> <!-- /main --> +<script id="quarto-html-after-body" type="application/javascript"> +window.document.addEventListener("DOMContentLoaded", function (event) { + const toggleBodyColorMode = (bsSheetEl) => { + const mode = bsSheetEl.getAttribute("data-mode"); + const bodyEl = window.document.querySelector("body"); + if (mode === "dark") { + bodyEl.classList.add("quarto-dark"); + bodyEl.classList.remove("quarto-light"); + } else { + bodyEl.classList.add("quarto-light"); + bodyEl.classList.remove("quarto-dark"); + } + } + const toggleBodyColorPrimary = () => { + const bsSheetEl = window.document.querySelector("link#quarto-bootstrap"); + if (bsSheetEl) { + toggleBodyColorMode(bsSheetEl); + } + } + toggleBodyColorPrimary(); + const icon = ""; + const anchorJS = new window.AnchorJS(); + anchorJS.options = { + placement: 'right', + icon: icon + }; + anchorJS.add('.anchored'); + const isCodeAnnotation = (el) => { + for (const clz of el.classList) { + if (clz.startsWith('code-annotation-')) { + return true; + } + } + return false; + } + const clipboard = new window.ClipboardJS('.code-copy-button', { + text: function(trigger) { + const codeEl = trigger.previousElementSibling.cloneNode(true); + for (const childEl of codeEl.children) { + if (isCodeAnnotation(childEl)) { + childEl.remove(); + } + } + return codeEl.innerText; + } + }); + clipboard.on('success', function(e) { + // button target + const button = e.trigger; + // don't keep focus + button.blur(); + // flash "checked" + button.classList.add('code-copy-button-checked'); + var currentTitle = button.getAttribute("title"); + button.setAttribute("title", "Copied!"); + let tooltip; + if (window.bootstrap) { + button.setAttribute("data-bs-toggle", "tooltip"); + button.setAttribute("data-bs-placement", "left"); + button.setAttribute("data-bs-title", "Copied!"); + tooltip = new bootstrap.Tooltip(button, + { trigger: "manual", + customClass: "code-copy-button-tooltip", + offset: [0, -8]}); + tooltip.show(); + } + setTimeout(function() { + if (tooltip) { + tooltip.hide(); + button.removeAttribute("data-bs-title"); + button.removeAttribute("data-bs-toggle"); + button.removeAttribute("data-bs-placement"); + } + button.setAttribute("title", currentTitle); + button.classList.remove('code-copy-button-checked'); + }, 1000); + // clear code selection + e.clearSelection(); + }); + const viewSource = window.document.getElementById('quarto-view-source') || + window.document.getElementById('quarto-code-tools-source'); + if (viewSource) { + const sourceUrl = viewSource.getAttribute("data-quarto-source-url"); + viewSource.addEventListener("click", function(e) { + if (sourceUrl) { + // rstudio viewer pane + if (/\bcapabilities=\b/.test(window.location)) { + window.open(sourceUrl); + } else { + window.location.href = sourceUrl; + } + } else { + const modal = new bootstrap.Modal(document.getElementById('quarto-embedded-source-code-modal')); + modal.show(); + } + return false; + }); + } + function toggleCodeHandler(show) { + return function(e) { + const detailsSrc = window.document.querySelectorAll(".cell > details > .sourceCode"); + for (let i=0; i<detailsSrc.length; i++) { + const details = detailsSrc[i].parentElement; + if (show) { + details.open = true; + } else { + details.removeAttribute("open"); + } + } + const cellCodeDivs = window.document.querySelectorAll(".cell > .sourceCode"); + const fromCls = show ? "hidden" : "unhidden"; + const toCls = show ? "unhidden" : "hidden"; + for (let i=0; i<cellCodeDivs.length; i++) { + const codeDiv = cellCodeDivs[i]; + if (codeDiv.classList.contains(fromCls)) { + codeDiv.classList.remove(fromCls); + codeDiv.classList.add(toCls); + } + } + return false; + } + } + const hideAllCode = window.document.getElementById("quarto-hide-all-code"); + if (hideAllCode) { + hideAllCode.addEventListener("click", toggleCodeHandler(false)); + } + const showAllCode = window.document.getElementById("quarto-show-all-code"); + if (showAllCode) { + showAllCode.addEventListener("click", toggleCodeHandler(true)); + } + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { + const config = { + allowHTML: true, + maxWidth: 500, + delay: 100, + arrow: false, + appendTo: function(el) { + return el.parentElement; + }, + interactive: true, + interactiveBorder: 10, + theme: 'quarto', + placement: 'bottom-start', + }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } + window.tippy(el, config); + } + const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); + for (var i=0; i<noterefs.length; i++) { + const ref = noterefs[i]; + tippyHover(ref, function() { + // use id or data attribute instead here + let href = ref.getAttribute('data-footnote-href') || ref.getAttribute('href'); + try { href = new URL(href).hash; } catch {} + const id = href.replace(/^#\/?/, ""); + const note = window.document.getElementById(id); + return note.innerHTML; + }); + } + const xrefs = window.document.querySelectorAll('a.quarto-xref'); + const processXRef = (id, note) => { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + container.appendChild(note.children[0].cloneNode(true)); + for (let i = 1; i < note.children.length; i++) { + const child = note.children[i]; + if (child.tagName === "P" && child.innerText === "") { + continue; + } else { + container.appendChild(child.cloneNode(true)); + break; + } + } + if (window.Quarto?.typesetMath) { + window.Quarto.typesetMath(container); + } + return container.innerHTML + } else { + if (window.Quarto?.typesetMath) { + window.Quarto.typesetMath(note); + } + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + if (window.Quarto?.typesetMath) { + window.Quarto.typesetMath(note); + } + // TODO in 1.5, we should make sure this works without a callout special case + if (note.classList.contains("callout")) { + return note.outerHTML; + } else { + return note.innerHTML; + } + } + } + for (var i=0; i<xrefs.length; i++) { + const xref = xrefs[i]; + tippyHover(xref, undefined, function(instance) { + instance.disable(); + let url = xref.getAttribute('href'); + let hash = undefined; + if (url.startsWith('#')) { + hash = url; + } else { + try { hash = new URL(url).hash; } catch {} + } + if (hash) { + const id = hash.replace(/^#\/?/, ""); + const note = window.document.getElementById(id); + if (note !== null) { + try { + const html = processXRef(id, note.cloneNode(true)); + instance.setContent(html); + } finally { + instance.enable(); + instance.show(); + } + } else { + // See if we can fetch this + fetch(url.split('#')[0]) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); + } + let selectedAnnoteEl; + const selectorForAnnotation = ( cell, annotation) => { + let cellAttr = 'data-code-cell="' + cell + '"'; + let lineAttr = 'data-code-annotation="' + annotation + '"'; + const selector = 'span[' + cellAttr + '][' + lineAttr + ']'; + return selector; + } + const selectCodeLines = (annoteEl) => { + const doc = window.document; + const targetCell = annoteEl.getAttribute("data-target-cell"); + const targetAnnotation = annoteEl.getAttribute("data-target-annotation"); + const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation)); + const lines = annoteSpan.getAttribute("data-code-lines").split(","); + const lineIds = lines.map((line) => { + return targetCell + "-" + line; + }) + let top = null; + let height = null; + let parent = null; + if (lineIds.length > 0) { + //compute the position of the single el (top and bottom and make a div) + const el = window.document.getElementById(lineIds[0]); + top = el.offsetTop; + height = el.offsetHeight; + parent = el.parentElement.parentElement; + if (lineIds.length > 1) { + const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]); + const bottom = lastEl.offsetTop + lastEl.offsetHeight; + height = bottom - top; + } + if (top !== null && height !== null && parent !== null) { + // cook up a div (if necessary) and position it + let div = window.document.getElementById("code-annotation-line-highlight"); + if (div === null) { + div = window.document.createElement("div"); + div.setAttribute("id", "code-annotation-line-highlight"); + div.style.position = 'absolute'; + parent.appendChild(div); + } + div.style.top = top - 2 + "px"; + div.style.height = height + 4 + "px"; + div.style.left = 0; + let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); + if (gutterDiv === null) { + gutterDiv = window.document.createElement("div"); + gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter"); + gutterDiv.style.position = 'absolute'; + const codeCell = window.document.getElementById(targetCell); + const gutter = codeCell.querySelector('.code-annotation-gutter'); + gutter.appendChild(gutterDiv); + } + gutterDiv.style.top = top - 2 + "px"; + gutterDiv.style.height = height + 4 + "px"; + } + selectedAnnoteEl = annoteEl; + } + }; + const unselectCodeLines = () => { + const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"]; + elementsIds.forEach((elId) => { + const div = window.document.getElementById(elId); + if (div) { + div.remove(); + } + }); + selectedAnnoteEl = undefined; + }; + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + if (selectedAnnoteEl) { + selectCodeLines(selectedAnnoteEl); + } + }, 10) + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { + fn.apply(this, args); + timer = throttle = false; + }, ms); + } + }; + } + // Attach click handler to the DT + const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); + for (const annoteDlNode of annoteDls) { + annoteDlNode.addEventListener('click', (event) => { + const clickedEl = event.target; + if (clickedEl !== selectedAnnoteEl) { + unselectCodeLines(); + const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active'); + if (activeEl) { + activeEl.classList.remove('code-annotation-active'); + } + selectCodeLines(clickedEl); + clickedEl.classList.add('code-annotation-active'); + } else { + // Unselect the line + unselectCodeLines(); + clickedEl.classList.remove('code-annotation-active'); + } + }); + } + const findCites = (el) => { + const parentEl = el.parentElement; + if (parentEl) { + const cites = parentEl.dataset.cites; + if (cites) { + return { + el, + cites: cites.split(' ') + }; + } else { + return findCites(el.parentElement) + } + } else { + return undefined; + } + }; + var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]'); + for (var i=0; i<bibliorefs.length; i++) { + const ref = bibliorefs[i]; + const citeInfo = findCites(ref); + if (citeInfo) { + tippyHover(citeInfo.el, function() { + var popup = window.document.createElement('div'); + citeInfo.cites.forEach(function(cite) { + var citeDiv = window.document.createElement('div'); + citeDiv.classList.add('hanging-indent'); + citeDiv.classList.add('csl-entry'); + var biblioDiv = window.document.getElementById('ref-' + cite); + if (biblioDiv) { + citeDiv.innerHTML = biblioDiv.innerHTML; + } + popup.appendChild(citeDiv); + }); + return popup.innerHTML; + }); + } + } +}); +</script> +<nav class="page-navigation"> + <div class="nav-page nav-page-previous"> + <a href="./template7.html" class="pagination-link" aria-label="Assignment 7, 2023"> + <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text">Assignment 7, 2023</span> + </a> + </div> + <div class="nav-page nav-page-next"> + <a href="./template9.html" class="pagination-link" aria-label="Assignment 9, 2023"> + <span class="nav-page-text">Assignment 9, 2023</span> <i class="bi bi-arrow-right-short"></i> + </a> + </div> +</nav><div class="modal fade" id="quarto-embedded-source-code-modal" tabindex="-1" aria-labelledby="quarto-embedded-source-code-modal-label" aria-hidden="true"><div class="modal-dialog modal-dialog-scrollable"><div class="modal-content"><div class="modal-header"><h5 class="modal-title" id="quarto-embedded-source-code-modal-label">Source Code</h5><button class="btn-close" data-bs-dismiss="modal"></button></div><div class="modal-body"><div class=""> +<div class="sourceCode" id="cb86" data-shortcodes="false"><pre class="sourceCode numberSource markdown number-lines code-with-copy"><code class="sourceCode markdown"><span id="cb86-1"><a href="#cb86-1"></a><span class="co">---</span></span> +<span id="cb86-2"><a href="#cb86-2"></a><span class="an">title:</span><span class="co"> "Assignment 8, 2023"</span></span> +<span id="cb86-3"><a href="#cb86-3"></a><span class="an">subtitle:</span><span class="co"> "LOO-CV model comparison"</span></span> +<span id="cb86-4"><a href="#cb86-4"></a><span class="an">author:</span><span class="co"> "Aki Vehtari et al."</span></span> +<span id="cb86-5"><a href="#cb86-5"></a><span class="an">format:</span></span> +<span id="cb86-6"><a href="#cb86-6"></a><span class="co"> html:</span></span> +<span id="cb86-7"><a href="#cb86-7"></a><span class="co"> toc: true</span></span> +<span id="cb86-8"><a href="#cb86-8"></a><span class="co"> code-tools: true</span></span> +<span id="cb86-9"><a href="#cb86-9"></a><span class="co"> code-line-numbers: true</span></span> +<span id="cb86-10"><a href="#cb86-10"></a><span class="co"> number-sections: true</span></span> +<span id="cb86-11"><a href="#cb86-11"></a><span class="co"> mainfont: Georgia, serif</span></span> +<span id="cb86-12"><a href="#cb86-12"></a><span class="co"> page-layout: article</span></span> +<span id="cb86-13"><a href="#cb86-13"></a><span class="co"> pdf:</span></span> +<span id="cb86-14"><a href="#cb86-14"></a><span class="co"> geometry:</span></span> +<span id="cb86-15"><a href="#cb86-15"></a><span class="co"> - left=1cm,top=1cm,bottom=1cm,right=7cm</span></span> +<span id="cb86-16"><a href="#cb86-16"></a><span class="co"> number-sections: true</span></span> +<span id="cb86-17"><a href="#cb86-17"></a><span class="co"> code-annotations: none</span></span> +<span id="cb86-18"><a href="#cb86-18"></a><span class="an">editor:</span><span class="co"> source</span></span> +<span id="cb86-19"><a href="#cb86-19"></a><span class="an">assignments:</span><span class="co"> ta</span></span> +<span id="cb86-20"><a href="#cb86-20"></a><span class="co">---</span></span> +<span id="cb86-21"><a href="#cb86-21"></a></span> +<span id="cb86-22"><a href="#cb86-22"></a><span class="fu"># General information</span></span> +<span id="cb86-23"><a href="#cb86-23"></a></span> +<span id="cb86-24"><a href="#cb86-24"></a>**This is for BDA 2023**</span> +<span id="cb86-25"><a href="#cb86-25"></a></span> +<span id="cb86-26"><a href="#cb86-26"></a>**The maximum amount of points from this assignment is 6.**</span> +<span id="cb86-27"><a href="#cb86-27"></a></span> +<span id="cb86-28"><a href="#cb86-28"></a>We have prepared a **quarto template specific to this assignment ([html](template8.html), [qmd](https://avehtari.github.io/BDA_course_Aalto/assignments/template8.qmd), [pdf](template8.pdf))** to help you get started.</span> +<span id="cb86-29"><a href="#cb86-29"></a></span> +<span id="cb86-30"><a href="#cb86-30"></a></span> +<span id="cb86-31"><a href="#cb86-31"></a>:::{.callout-warning icon=false title="Setup" collapse=true}</span> +<span id="cb86-32"><a href="#cb86-32"></a>We recommend Aalto students use <span class="co">[</span><span class="ot">jupyter.cs.aalto.fi</span><span class="co">](https://jupyter.cs.aalto.fi)</span>, for all others we also provide a <span class="co">[</span><span class="ot">docker container</span><span class="co">](docker.html)</span>.</span> +<span id="cb86-33"><a href="#cb86-33"></a>:::</span> +<span id="cb86-34"><a href="#cb86-34"></a></span> +<span id="cb86-35"><a href="#cb86-35"></a></span> +<span id="cb86-36"><a href="#cb86-36"></a>:::{.callout-tip collapse=false}</span> +<span id="cb86-37"><a href="#cb86-37"></a>**Reading instructions**:</span> +<span id="cb86-38"><a href="#cb86-38"></a></span> +<span id="cb86-39"><a href="#cb86-39"></a><span class="ss">- </span><span class="co">[</span><span class="ot">**The reading instructions for BDA3 Chapter 6**</span><span class="co">](../BDA3_notes.html#ch6)</span> (posterior predictive checking).</span> +<span id="cb86-40"><a href="#cb86-40"></a><span class="ss">- </span><span class="co">[</span><span class="ot">**The reading instructions for BDA3 Chapter 7**</span><span class="co">](../BDA3_notes.html#ch7)</span> (predictive performance).</span> +<span id="cb86-41"><a href="#cb86-41"></a><span class="ss">- </span>The <span class="co">[</span><span class="ot">‘loo‘ package vignette on the basics of LOO</span><span class="co">](https://mc-stan.org/loo/articles/loo2-with-rstan.html)</span></span> +<span id="cb86-42"><a href="#cb86-42"></a>shows an example of how to modify Stan code and use the package with Stan models.</span> +<span id="cb86-43"><a href="#cb86-43"></a><span class="ss">- </span>Also read</span> +<span id="cb86-44"><a href="#cb86-44"></a>about PSIS-LOO in the <span class="co">[</span><span class="ot">PSIS-LOO paper</span><span class="co">](https://link.springer.com/article/10.1007/s11222-016-9696-4)</span>.</span> +<span id="cb86-45"><a href="#cb86-45"></a><span class="ss">- </span><span class="co">[</span><span class="ot">CV-FAQ</span><span class="co">](https://avehtari.github.io/modelselection/CV-FAQ.html)</span> includes a lot of informative answers to frequent questions and misconceptions.</span> +<span id="cb86-46"><a href="#cb86-46"></a></span> +<span id="cb86-47"><a href="#cb86-47"></a>{{&lt; include includes/_grading_instructions.md &gt;}}</span> +<span id="cb86-48"><a href="#cb86-48"></a></span> +<span id="cb86-49"><a href="#cb86-49"></a>{{&lt; include includes/_cmdstanr.md &gt;}}</span> +<span id="cb86-50"><a href="#cb86-50"></a>:::</span> +<span id="cb86-51"><a href="#cb86-51"></a></span> +<span id="cb86-52"><a href="#cb86-52"></a>{{&lt; include includes/_reporting_accuracy.md &gt;}}</span> +<span id="cb86-53"><a href="#cb86-53"></a></span> +<span id="cb86-54"><a href="#cb86-54"></a>{{&lt; include includes/_general_info.md &gt;}}</span> +<span id="cb86-55"><a href="#cb86-55"></a>::: {.content-visible when-profile="public"}</span> +<span id="cb86-56"><a href="#cb86-56"></a>This is the template for <span class="co">[</span><span class="ot">assignment 8</span><span class="co">](assignment8.html)</span>. You can download the <span class="co">[</span><span class="ot">qmd-file</span><span class="co">](https://avehtari.github.io/BDA_course_Aalto/assignments/template8.qmd)</span> or copy the code from this rendered document after clicking on <span class="in">`&lt;/&gt; Code`</span> in the top right corner.</span> +<span id="cb86-57"><a href="#cb86-57"></a></span> +<span id="cb86-58"><a href="#cb86-58"></a>**Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.**</span> +<span id="cb86-59"><a href="#cb86-59"></a>:::</span> +<span id="cb86-60"><a href="#cb86-60"></a>::: {.callout-warning collapse=false}</span> +<span id="cb86-61"><a href="#cb86-61"></a><span class="fu">## Setup</span></span> +<span id="cb86-62"><a href="#cb86-62"></a></span> +<span id="cb86-63"><a href="#cb86-63"></a>The following loads several needed packages:</span> +<span id="cb86-64"><a href="#cb86-64"></a></span> +<span id="cb86-67"><a href="#cb86-67"></a><span class="in">```{r}</span></span> +<span id="cb86-68"><a href="#cb86-68"></a><span class="co">#| label: imports</span></span> +<span id="cb86-69"><a href="#cb86-69"></a><span class="fu">library</span>(bayesplot)</span> +<span id="cb86-70"><a href="#cb86-70"></a><span class="fu">library</span>(cmdstanr)</span> +<span id="cb86-71"><a href="#cb86-71"></a><span class="fu">library</span>(dplyr)</span> +<span id="cb86-72"><a href="#cb86-72"></a><span class="fu">library</span>(ggplot2)</span> +<span id="cb86-73"><a href="#cb86-73"></a><span class="fu">library</span>(ggdist) <span class="co"># for stat_dotsinterval</span></span> +<span id="cb86-74"><a href="#cb86-74"></a><span class="fu">library</span>(posterior)</span> +<span id="cb86-75"><a href="#cb86-75"></a><span class="fu">library</span>(brms)</span> +<span id="cb86-76"><a href="#cb86-76"></a><span class="co"># Globally specfiy cmdstan backend for brms</span></span> +<span id="cb86-77"><a href="#cb86-77"></a><span class="fu">options</span>(<span class="at">brms.backend=</span><span class="st">"cmdstanr"</span>)</span> +<span id="cb86-78"><a href="#cb86-78"></a><span class="co"># Tell brms to cache results if possible</span></span> +<span id="cb86-79"><a href="#cb86-79"></a><span class="fu">options</span>(<span class="at">brms.file_refit=</span><span class="st">"on_change"</span>)</span> +<span id="cb86-80"><a href="#cb86-80"></a></span> +<span id="cb86-81"><a href="#cb86-81"></a><span class="co"># Set more readable themes with bigger font for plotting packages</span></span> +<span id="cb86-82"><a href="#cb86-82"></a>ggplot2<span class="sc">::</span><span class="fu">theme_set</span>(<span class="fu">theme_minimal</span>(<span class="at">base_size =</span> <span class="dv">14</span>))</span> +<span id="cb86-83"><a href="#cb86-83"></a>bayesplot<span class="sc">::</span><span class="fu">bayesplot_theme_set</span>(<span class="fu">theme_minimal</span>(<span class="at">base_size =</span> <span class="dv">14</span>))</span> +<span id="cb86-84"><a href="#cb86-84"></a><span class="in">```</span></span> +<span id="cb86-85"><a href="#cb86-85"></a>:::</span> +<span id="cb86-86"><a href="#cb86-86"></a></span> +<span id="cb86-87"><a href="#cb86-87"></a></span> +<span id="cb86-88"><a href="#cb86-88"></a><span class="fu"># A hierarchical model for chicken weight time series</span></span> +<span id="cb86-89"><a href="#cb86-89"></a></span> +<span id="cb86-90"><a href="#cb86-90"></a><span class="fu">## Exploratory data analysis</span></span> +<span id="cb86-91"><a href="#cb86-91"></a></span> +<span id="cb86-92"><a href="#cb86-92"></a>In the first part of this assignment, you will explore the dataset <span class="in">`ChickWeight`</span>. In particular, you will see what information is recorded in the dataset, and how you can use visualisation to learn more about the dataset. More information can be found on the corresponding page of the <span class="co">[</span><span class="ot">R documentation</span><span class="co">](https://www.rdocumentation.org/packages/datasets/versions/3.6.2/topics/ChickWeight)</span>.</span> +<span id="cb86-93"><a href="#cb86-93"></a></span> +<span id="cb86-96"><a href="#cb86-96"></a><span class="in">```{r}</span></span> +<span id="cb86-97"><a href="#cb86-97"></a><span class="fu">head</span>(ChickWeight, <span class="dv">10</span>)</span> +<span id="cb86-98"><a href="#cb86-98"></a><span class="in">```</span></span> +<span id="cb86-99"><a href="#cb86-99"></a></span> +<span id="cb86-100"><a href="#cb86-100"></a>:::{.callout-warning icon=false title="Subtask 2.a)"}</span> +<span id="cb86-101"><a href="#cb86-101"></a>Create a histogram to explore the range of chicken weights.</span> +<span id="cb86-102"><a href="#cb86-102"></a>Describe what you see in the plot. What is the qualitative range of the data?</span> +<span id="cb86-103"><a href="#cb86-103"></a>:::</span> +<span id="cb86-104"><a href="#cb86-104"></a></span> +<span id="cb86-105"><a href="#cb86-105"></a>:::{.content-visible when-profile="public"}</span> +<span id="cb86-108"><a href="#cb86-108"></a><span class="in">```{r}</span></span> +<span id="cb86-109"><a href="#cb86-109"></a><span class="co"># Useful functions: ggplot, aes(x=...), geom_histogram</span></span> +<span id="cb86-110"><a href="#cb86-110"></a></span> +<span id="cb86-111"><a href="#cb86-111"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb86-112"><a href="#cb86-112"></a><span class="fu">ggplot</span>(<span class="at">data =</span> ChickWeight, <span class="fu">aes</span>(<span class="at">x=</span>ChickWeight<span class="sc">$</span>weight)) <span class="sc">+</span></span> +<span id="cb86-113"><a href="#cb86-113"></a> <span class="fu">geom_histogram</span>()</span> +<span id="cb86-114"><a href="#cb86-114"></a><span class="do">###</span></span> +<span id="cb86-115"><a href="#cb86-115"></a></span> +<span id="cb86-116"><a href="#cb86-116"></a><span class="in">```</span></span> +<span id="cb86-117"><a href="#cb86-117"></a>:::</span> +<span id="cb86-118"><a href="#cb86-118"></a></span> +<span id="cb86-119"><a href="#cb86-119"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb86-120"><a href="#cb86-120"></a><span class="ss">* </span>Does the plot look correct and is it readable?</span> +<span id="cb86-121"><a href="#cb86-121"></a><span class="ss">* </span>Has it been stated that the data takes on only values which are ?</span> +<span id="cb86-122"><a href="#cb86-122"></a>:::</span> +<span id="cb86-123"><a href="#cb86-123"></a></span> +<span id="cb86-124"><a href="#cb86-124"></a>:::{.callout-warning icon=false title="Subtask 2.b"}</span> +<span id="cb86-125"><a href="#cb86-125"></a>Plot the weight of each chicken over time in a line plot. Add colours based on the diet.</span> +<span id="cb86-126"><a href="#cb86-126"></a>Describe what you see in the plot.</span> +<span id="cb86-127"><a href="#cb86-127"></a>:::</span> +<span id="cb86-128"><a href="#cb86-128"></a>:::{.content-visible when-profile="public"}</span> +<span id="cb86-131"><a href="#cb86-131"></a><span class="in">```{r}</span></span> +<span id="cb86-132"><a href="#cb86-132"></a><span class="co"># Useful functions: ggplot, aes(x=...,y=...,group=...,color=...), geom_line</span></span> +<span id="cb86-133"><a href="#cb86-133"></a></span> +<span id="cb86-134"><a href="#cb86-134"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb86-135"><a href="#cb86-135"></a><span class="fu">ggplot</span>(<span class="at">data =</span> ChickWeight, <span class="fu">aes</span>(<span class="at">x=</span>Time, <span class="at">y=</span>weight, <span class="at">group =</span> Chick, <span class="at">color=</span>Diet)) <span class="sc">+</span></span> +<span id="cb86-136"><a href="#cb86-136"></a> <span class="fu">geom_line</span>()</span> +<span id="cb86-137"><a href="#cb86-137"></a><span class="do">###</span></span> +<span id="cb86-138"><a href="#cb86-138"></a></span> +<span id="cb86-139"><a href="#cb86-139"></a><span class="in">```</span></span> +<span id="cb86-140"><a href="#cb86-140"></a>:::</span> +<span id="cb86-141"><a href="#cb86-141"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb86-142"><a href="#cb86-142"></a><span class="ss">* </span>Does the plot look correct and is it readable?</span> +<span id="cb86-143"><a href="#cb86-143"></a>:::</span> +<span id="cb86-144"><a href="#cb86-144"></a></span> +<span id="cb86-145"><a href="#cb86-145"></a><span class="fu">## Linear regression</span></span> +<span id="cb86-146"><a href="#cb86-146"></a></span> +<span id="cb86-147"><a href="#cb86-147"></a>In this section, you will build a model that predicts the weight of a</span> +<span id="cb86-148"><a href="#cb86-148"></a>chicken over time and depending on the diet. After sampling from the posteriors, you</span> +<span id="cb86-149"><a href="#cb86-149"></a>will use posterior predictive checks to see how well the predictions</span> +<span id="cb86-150"><a href="#cb86-150"></a>match the observations. Then you will adjust the model by adding more</span> +<span id="cb86-151"><a href="#cb86-151"></a>complexity, and check again.</span> +<span id="cb86-152"><a href="#cb86-152"></a></span> +<span id="cb86-153"><a href="#cb86-153"></a>::: {.callout-warning icon=false title="Subtask 2.c"}</span> +<span id="cb86-154"><a href="#cb86-154"></a>Using <span class="in">`brms`</span>, implement a pooled linear regression with a normal</span> +<span id="cb86-155"><a href="#cb86-155"></a>model and <span class="in">`weight`</span> as the predicted</span> +<span id="cb86-156"><a href="#cb86-156"></a>variable using <span class="in">`Diet`</span> and <span class="in">`Time`</span> as predictors. Try to use weakly informative priors.</span> +<span id="cb86-157"><a href="#cb86-157"></a>:::</span> +<span id="cb86-158"><a href="#cb86-158"></a>::: {.callout-tip collapse=false}</span> +<span id="cb86-159"><a href="#cb86-159"></a>For the prior on <span class="in">`Time`</span>, consider how much the weight of a chicken (in grams) could possibly</span> +<span id="cb86-160"><a href="#cb86-160"></a>change each day. For the priors on the effects of different diets,</span> +<span id="cb86-161"><a href="#cb86-161"></a>consider how much average weight difference would be possible between</span> +<span id="cb86-162"><a href="#cb86-162"></a>diets.</span> +<span id="cb86-163"><a href="#cb86-163"></a></span> +<span id="cb86-164"><a href="#cb86-164"></a>Note that as <span class="in">`Diet`</span> is a categorical variable, the priors need to be</span> +<span id="cb86-165"><a href="#cb86-165"></a>specified for each category (apart from <span class="in">`Diet1`</span> which is taken to be</span> +<span id="cb86-166"><a href="#cb86-166"></a>the baseline).</span> +<span id="cb86-167"><a href="#cb86-167"></a>:::</span> +<span id="cb86-168"><a href="#cb86-168"></a></span> +<span id="cb86-169"><a href="#cb86-169"></a>:::{.content-visible when-profile="public"}</span> +<span id="cb86-170"><a href="#cb86-170"></a>In <span class="in">`brms`</span>, a regression can be specified as below, see also <span class="co">[</span><span class="ot">below (#m)</span><span class="co">](#m)</span> or <span class="co">[</span><span class="ot">the last template</span><span class="co">](template7.html#b-1)</span>. Fill in the appropriate variables,</span> +<span id="cb86-171"><a href="#cb86-171"></a>data, and likelihood family. Specify the priors, then run the model (by removing <span class="in">`#| eval: false`</span> below).</span> +<span id="cb86-172"><a href="#cb86-172"></a></span> +<span id="cb86-175"><a href="#cb86-175"></a><span class="in">```{r}</span></span> +<span id="cb86-176"><a href="#cb86-176"></a><span class="co">#| eval: false</span></span> +<span id="cb86-177"><a href="#cb86-177"></a>priors <span class="ot">&lt;-</span> <span class="fu">c</span>(</span> +<span id="cb86-178"><a href="#cb86-178"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="sc">&lt;</span>value<span class="sc">&gt;</span>), <span class="at">coef =</span> <span class="st">"Time"</span>),</span> +<span id="cb86-179"><a href="#cb86-179"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="sc">&lt;</span>value<span class="sc">&gt;</span>), <span class="at">coef =</span> <span class="st">"Diet2"</span>),</span> +<span id="cb86-180"><a href="#cb86-180"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="sc">&lt;</span>value<span class="sc">&gt;</span>), <span class="at">coef =</span> <span class="st">"Diet3"</span>),</span> +<span id="cb86-181"><a href="#cb86-181"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="sc">&lt;</span>value<span class="sc">&gt;</span>), <span class="at">coef =</span> <span class="st">"Diet4"</span>)</span> +<span id="cb86-182"><a href="#cb86-182"></a>)</span> +<span id="cb86-183"><a href="#cb86-183"></a></span> +<span id="cb86-184"><a href="#cb86-184"></a>f1 <span class="ot">&lt;-</span> brms<span class="sc">::</span><span class="fu">brm</span>(</span> +<span id="cb86-185"><a href="#cb86-185"></a> <span class="co"># This specifies the formula</span></span> +<span id="cb86-186"><a href="#cb86-186"></a> <span class="sc">&lt;</span>OUTCOME<span class="sc">&gt;</span> <span class="er">~</span> <span class="dv">1</span> <span class="sc">+</span> <span class="er">&lt;</span>PREDICTOR<span class="sc">&gt;</span> <span class="sc">+</span> <span class="er">&lt;</span>PREDICTOR<span class="sc">&gt;</span>,</span> +<span id="cb86-187"><a href="#cb86-187"></a> <span class="co"># This specifies the dataset</span></span> +<span id="cb86-188"><a href="#cb86-188"></a> <span class="at">data =</span> <span class="sc">&lt;</span>data<span class="sc">&gt;</span>,</span> +<span id="cb86-189"><a href="#cb86-189"></a> <span class="co"># This specifies the observation model family</span></span> +<span id="cb86-190"><a href="#cb86-190"></a> <span class="at">family =</span> <span class="sc">&lt;</span>observation_family<span class="sc">&gt;</span>,</span> +<span id="cb86-191"><a href="#cb86-191"></a> <span class="co"># This passes the priors specified above to brms</span></span> +<span id="cb86-192"><a href="#cb86-192"></a> <span class="at">prior =</span> priors,</span> +<span id="cb86-193"><a href="#cb86-193"></a> <span class="co"># This causes brms to cache the results</span></span> +<span id="cb86-194"><a href="#cb86-194"></a> <span class="at">file =</span> <span class="st">"additional_files/assignment8/f1"</span></span> +<span id="cb86-195"><a href="#cb86-195"></a>)</span> +<span id="cb86-196"><a href="#cb86-196"></a></span> +<span id="cb86-197"><a href="#cb86-197"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb86-198"><a href="#cb86-198"></a>priors <span class="ot">&lt;-</span> <span class="fu">c</span>(</span> +<span id="cb86-199"><a href="#cb86-199"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="dv">10</span>), <span class="at">coef =</span> <span class="st">"Time"</span>),</span> +<span id="cb86-200"><a href="#cb86-200"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="dv">50</span>), <span class="at">coef =</span> <span class="st">"Diet2"</span>),</span> +<span id="cb86-201"><a href="#cb86-201"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="dv">50</span>), <span class="at">coef =</span> <span class="st">"Diet3"</span>),</span> +<span id="cb86-202"><a href="#cb86-202"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="dv">50</span>), <span class="at">coef =</span> <span class="st">"Diet4"</span>)</span> +<span id="cb86-203"><a href="#cb86-203"></a>)</span> +<span id="cb86-204"><a href="#cb86-204"></a></span> +<span id="cb86-205"><a href="#cb86-205"></a>f1 <span class="ot">&lt;-</span> brms<span class="sc">::</span><span class="fu">brm</span>(</span> +<span id="cb86-206"><a href="#cb86-206"></a> weight <span class="sc">~</span> <span class="dv">1</span> <span class="sc">+</span> Diet <span class="sc">+</span> Time,</span> +<span id="cb86-207"><a href="#cb86-207"></a> <span class="at">data =</span> ChickWeight,</span> +<span id="cb86-208"><a href="#cb86-208"></a> <span class="at">family =</span> <span class="st">"gaussian"</span>,</span> +<span id="cb86-209"><a href="#cb86-209"></a> <span class="at">prior =</span> priors</span> +<span id="cb86-210"><a href="#cb86-210"></a>)</span> +<span id="cb86-211"><a href="#cb86-211"></a><span class="do">###</span></span> +<span id="cb86-212"><a href="#cb86-212"></a></span> +<span id="cb86-213"><a href="#cb86-213"></a><span class="in">```</span></span> +<span id="cb86-214"><a href="#cb86-214"></a>:::</span> +<span id="cb86-215"><a href="#cb86-215"></a></span> +<span id="cb86-216"><a href="#cb86-216"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb86-217"><a href="#cb86-217"></a><span class="ss">* </span>Is the brms-formula ?</span> +<span id="cb86-218"><a href="#cb86-218"></a><span class="ss">* </span>Is the family ?</span> +<span id="cb86-219"><a href="#cb86-219"></a><span class="ss">* </span>Are the prior standard deviations reasonable, e.g. around ?</span> +<span id="cb86-220"><a href="#cb86-220"></a>:::</span> +<span id="cb86-221"><a href="#cb86-221"></a></span> +<span id="cb86-222"><a href="#cb86-222"></a></span> +<span id="cb86-223"><a href="#cb86-223"></a>Next, you can use the <span class="in">`bayesplot`</span> package to check the posterior</span> +<span id="cb86-224"><a href="#cb86-224"></a>predictions in relation to the observed data using the <span class="co">[</span><span class="ot">`pp_check` function</span><span class="co">](https://mc-stan.org/bayesplot/reference/pp_check.html)</span>.</span> +<span id="cb86-225"><a href="#cb86-225"></a>The function plots the $y$ values, which are the observed data,</span> +<span id="cb86-226"><a href="#cb86-226"></a>and the $y_\text{rep}$ values, which are replicated data sets from the</span> +<span id="cb86-227"><a href="#cb86-227"></a>posterior predictive distribution.</span> +<span id="cb86-228"><a href="#cb86-228"></a></span> +<span id="cb86-229"><a href="#cb86-229"></a>:::{.callout-warning icon=false title="Subtask 2.d"}</span> +<span id="cb86-230"><a href="#cb86-230"></a>Perform the posterior predictive check with the default arguments.</span> +<span id="cb86-231"><a href="#cb86-231"></a>What do you observe? Based on the plot, do the posterior predictions</span> +<span id="cb86-232"><a href="#cb86-232"></a>encapsulate the main features of the observed data? Point out any</span> +<span id="cb86-233"><a href="#cb86-233"></a>major differences between the predictions and the observed data.</span> +<span id="cb86-234"><a href="#cb86-234"></a>Answer the following questions:</span> +<span id="cb86-235"><a href="#cb86-235"></a></span> +<span id="cb86-236"><a href="#cb86-236"></a><span class="ss">* </span>Are there qualitative differences between the observed data and the predicted data?</span> +<span id="cb86-237"><a href="#cb86-237"></a><span class="ss">* </span>Do the observed data seem quantitatively similar?</span> +<span id="cb86-238"><a href="#cb86-238"></a>:::</span> +<span id="cb86-239"><a href="#cb86-239"></a>:::{.content-visible when-profile="public"}</span> +<span id="cb86-242"><a href="#cb86-242"></a><span class="in">```{r}</span></span> +<span id="cb86-243"><a href="#cb86-243"></a><span class="co"># Useful functions: brms::pp_check</span></span> +<span id="cb86-244"><a href="#cb86-244"></a></span> +<span id="cb86-245"><a href="#cb86-245"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb86-246"><a href="#cb86-246"></a>brms<span class="sc">::</span><span class="fu">pp_check</span>(f1, <span class="at">plotfun=</span><span class="st">"hist"</span>)</span> +<span id="cb86-247"><a href="#cb86-247"></a><span class="do">###</span></span> +<span id="cb86-248"><a href="#cb86-248"></a></span> +<span id="cb86-249"><a href="#cb86-249"></a><span class="in">```</span></span> +<span id="cb86-250"><a href="#cb86-250"></a>:::</span> +<span id="cb86-251"><a href="#cb86-251"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb86-252"><a href="#cb86-252"></a><span class="ss">* </span>Does the plot look correct and is it readable?</span> +<span id="cb86-253"><a href="#cb86-253"></a><span class="ss">* </span>Has it been recognized that the predicted data include ?</span> +<span id="cb86-254"><a href="#cb86-254"></a><span class="ss">* </span>Has it been recognized that the observed and predicted data ?</span> +<span id="cb86-255"><a href="#cb86-255"></a>:::</span> +<span id="cb86-256"><a href="#cb86-256"></a></span> +<span id="cb86-257"><a href="#cb86-257"></a>The default density plot is not always informative, but <span class="in">`bayesplot`</span></span> +<span id="cb86-258"><a href="#cb86-258"></a>has different settings that can be used to create plots more</span> +<span id="cb86-259"><a href="#cb86-259"></a>appropriate for specific data.</span> +<span id="cb86-260"><a href="#cb86-260"></a></span> +<span id="cb86-261"><a href="#cb86-261"></a>:::{.callout-warning icon=false title="Subtask 2.e"}</span> +<span id="cb86-262"><a href="#cb86-262"></a>Create another plot with grouping to the PPC plot using the arguments</span> +<span id="cb86-263"><a href="#cb86-263"></a><span class="in">`type = "intervals_grouped"`</span> and <span class="in">`group = "Diet"`</span>.</span> +<span id="cb86-264"><a href="#cb86-264"></a>What do you observe? Point out any major differences</span> +<span id="cb86-265"><a href="#cb86-265"></a>between the predictions and the observed data.</span> +<span id="cb86-266"><a href="#cb86-266"></a>Based on your visualisations, how could the model be improved?</span> +<span id="cb86-267"><a href="#cb86-267"></a>:::</span> +<span id="cb86-268"><a href="#cb86-268"></a>:::{.content-visible when-profile="public"}</span> +<span id="cb86-271"><a href="#cb86-271"></a><span class="in">```{r}</span></span> +<span id="cb86-272"><a href="#cb86-272"></a><span class="co"># Useful functions: brms::pp_check(..., type = ..., group=...)</span></span> +<span id="cb86-273"><a href="#cb86-273"></a></span> +<span id="cb86-274"><a href="#cb86-274"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb86-275"><a href="#cb86-275"></a>brms<span class="sc">::</span><span class="fu">pp_check</span>(..., <span class="at">type =</span> <span class="st">"intervals_grouped"</span>, <span class="at">group=</span><span class="st">"Diet"</span>)</span> +<span id="cb86-276"><a href="#cb86-276"></a><span class="do">###</span></span> +<span id="cb86-277"><a href="#cb86-277"></a></span> +<span id="cb86-278"><a href="#cb86-278"></a><span class="in">```</span></span> +<span id="cb86-279"><a href="#cb86-279"></a>:::</span> +<span id="cb86-280"><a href="#cb86-280"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb86-281"><a href="#cb86-281"></a><span class="ss">* </span>Does the plot look correct and is it readable?</span> +<span id="cb86-282"><a href="#cb86-282"></a><span class="ss">* </span>Is there at least one reasonable way to improve the model, e.g. ?</span> +<span id="cb86-283"><a href="#cb86-283"></a>:::</span> +<span id="cb86-284"><a href="#cb86-284"></a></span> +<span id="cb86-285"><a href="#cb86-285"></a><span class="fu">## Log-normal linear regression</span></span> +<span id="cb86-286"><a href="#cb86-286"></a></span> +<span id="cb86-287"><a href="#cb86-287"></a>Based on the identified issues from the posterior predictive check,</span> +<span id="cb86-288"><a href="#cb86-288"></a>the model can be improved. It is advisable to change only one or a few</span> +<span id="cb86-289"><a href="#cb86-289"></a>things about a model at once. At this stage, focus on changing the</span> +<span id="cb86-290"><a href="#cb86-290"></a>observation model family to better account for the observed data.</span> +<span id="cb86-291"><a href="#cb86-291"></a></span> +<span id="cb86-292"><a href="#cb86-292"></a>One option is to use the lognormal observation model, which only allows</span> +<span id="cb86-293"><a href="#cb86-293"></a>positive values. In <span class="in">`brms`</span> you can change the observation model family</span> +<span id="cb86-294"><a href="#cb86-294"></a>to this by setting the argument <span class="in">`family = "lognormal"`</span>.</span> +<span id="cb86-295"><a href="#cb86-295"></a>Note that when using the log-normal observation model, the regression</span> +<span id="cb86-296"><a href="#cb86-296"></a>coefficients represent the change in the log weight of a chicken. The</span> +<span id="cb86-297"><a href="#cb86-297"></a>priors have been adjusted accordingly in the template.</span> +<span id="cb86-298"><a href="#cb86-298"></a></span> +<span id="cb86-299"><a href="#cb86-299"></a>::: {.callout-warning icon=false title="Subtask 2.f"}</span> +<span id="cb86-300"><a href="#cb86-300"></a>Adjust the model, sample from the posterior and create the same two posterior predictive</span> +<span id="cb86-301"><a href="#cb86-301"></a>check plots. Comment on your observations. Does the new model better</span> +<span id="cb86-302"><a href="#cb86-302"></a>capture some aspects of the data?</span> +<span id="cb86-303"><a href="#cb86-303"></a>:::</span> +<span id="cb86-304"><a href="#cb86-304"></a>::: {.callout-tip collapse=false}</span> +<span id="cb86-305"><a href="#cb86-305"></a>:::</span> +<span id="cb86-306"><a href="#cb86-306"></a>:::{.content-visible when-profile="public"}</span> +<span id="cb86-309"><a href="#cb86-309"></a><span class="in">```{r}</span></span> +<span id="cb86-310"><a href="#cb86-310"></a>log_priors <span class="ot">&lt;-</span> <span class="fu">c</span>(</span> +<span id="cb86-311"><a href="#cb86-311"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">3</span>)), <span class="at">coef =</span> <span class="st">"Time"</span>),</span> +<span id="cb86-312"><a href="#cb86-312"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">5</span>)), <span class="at">coef =</span> <span class="st">"Diet2"</span>),</span> +<span id="cb86-313"><a href="#cb86-313"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">5</span>)), <span class="at">coef =</span> <span class="st">"Diet3"</span>),</span> +<span id="cb86-314"><a href="#cb86-314"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">5</span>)), <span class="at">coef =</span> <span class="st">"Diet4"</span>)</span> +<span id="cb86-315"><a href="#cb86-315"></a>)</span> +<span id="cb86-316"><a href="#cb86-316"></a></span> +<span id="cb86-317"><a href="#cb86-317"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb86-318"><a href="#cb86-318"></a>f2 <span class="ot">&lt;-</span> <span class="fu">brm</span>(</span> +<span id="cb86-319"><a href="#cb86-319"></a> weight <span class="sc">~</span> Diet <span class="sc">+</span> Time,</span> +<span id="cb86-320"><a href="#cb86-320"></a> <span class="at">data =</span> ChickWeight,</span> +<span id="cb86-321"><a href="#cb86-321"></a> <span class="at">family =</span> <span class="st">"lognormal"</span>,</span> +<span id="cb86-322"><a href="#cb86-322"></a> <span class="at">prior =</span> priors</span> +<span id="cb86-323"><a href="#cb86-323"></a>)</span> +<span id="cb86-324"><a href="#cb86-324"></a></span> +<span id="cb86-325"><a href="#cb86-325"></a><span class="co"># criticism with ppc density (not grouped)</span></span> +<span id="cb86-326"><a href="#cb86-326"></a>brms<span class="sc">::</span><span class="fu">pp_check</span>(f2)</span> +<span id="cb86-327"><a href="#cb86-327"></a></span> +<span id="cb86-328"><a href="#cb86-328"></a><span class="co"># information for each chicken</span></span> +<span id="cb86-329"><a href="#cb86-329"></a>brms<span class="sc">::</span><span class="fu">pp_check</span>(f2, <span class="at">type =</span> <span class="st">"intervals_grouped"</span>, <span class="at">group =</span> <span class="st">"Diet"</span>)</span> +<span id="cb86-330"><a href="#cb86-330"></a></span> +<span id="cb86-331"><a href="#cb86-331"></a><span class="do">###</span></span> +<span id="cb86-332"><a href="#cb86-332"></a></span> +<span id="cb86-333"><a href="#cb86-333"></a><span class="in">```</span></span> +<span id="cb86-334"><a href="#cb86-334"></a>:::</span> +<span id="cb86-335"><a href="#cb86-335"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb86-336"><a href="#cb86-336"></a><span class="ss">* </span>Do the plots look correct and are they readable?</span> +<span id="cb86-337"><a href="#cb86-337"></a><span class="ss">* </span>Has it been recognized that the fit to data is ?</span> +<span id="cb86-338"><a href="#cb86-338"></a>:::</span> +<span id="cb86-339"><a href="#cb86-339"></a></span> +<span id="cb86-340"><a href="#cb86-340"></a><span class="fu">## Hierarchical log-normal linear regression</span></span> +<span id="cb86-341"><a href="#cb86-341"></a></span> +<span id="cb86-342"><a href="#cb86-342"></a>The model can further be improved by directly considering potential</span> +<span id="cb86-343"><a href="#cb86-343"></a>differences in growth rate for individual chicken. Some chickens may</span> +<span id="cb86-344"><a href="#cb86-344"></a>innately grow faster than others, and this difference can be included</span> +<span id="cb86-345"><a href="#cb86-345"></a>by including both population and group level effects in to the model.</span> +<span id="cb86-346"><a href="#cb86-346"></a></span> +<span id="cb86-347"><a href="#cb86-347"></a>To include a group effect in <span class="in">`brms`</span>, the code `+</span> +<span id="cb86-348"><a href="#cb86-348"></a>(predictor|group)` can be added to the model formula. In this case,</span> +<span id="cb86-349"><a href="#cb86-349"></a>the predictor is <span class="in">`Time`</span> and the group is <span class="in">`Chick`</span>.</span> +<span id="cb86-350"><a href="#cb86-350"></a></span> +<span id="cb86-351"><a href="#cb86-351"></a>::: {.callout-warning icon=false title="Subtask 2.g"}</span> +<span id="cb86-352"><a href="#cb86-352"></a>Create the same two plots as for the previous models. Comment on what</span> +<span id="cb86-353"><a href="#cb86-353"></a>you see. Do the predictions seem to better capture the observed data?</span> +<span id="cb86-354"><a href="#cb86-354"></a>Are there remaining discrepancies between the predictions and observed</span> +<span id="cb86-355"><a href="#cb86-355"></a>data that could be addressed?</span> +<span id="cb86-356"><a href="#cb86-356"></a></span> +<span id="cb86-357"><a href="#cb86-357"></a><span class="fu">### {.content-hidden when-profile="public"}</span></span> +<span id="cb86-360"><a href="#cb86-360"></a><span class="in">```{r}</span></span> +<span id="cb86-361"><a href="#cb86-361"></a>priors <span class="ot">&lt;-</span> <span class="fu">c</span>(</span> +<span id="cb86-362"><a href="#cb86-362"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">3</span>)), <span class="at">coef =</span> <span class="st">"Time"</span>),</span> +<span id="cb86-363"><a href="#cb86-363"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">5</span>)), <span class="at">coef =</span> <span class="st">"Diet2"</span>),</span> +<span id="cb86-364"><a href="#cb86-364"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">5</span>)), <span class="at">coef =</span> <span class="st">"Diet3"</span>),</span> +<span id="cb86-365"><a href="#cb86-365"></a> <span class="fu">prior</span>(<span class="fu">normal</span>(<span class="dv">0</span>, <span class="fu">log</span>(<span class="dv">5</span>)), <span class="at">coef =</span> <span class="st">"Diet4"</span>)</span> +<span id="cb86-366"><a href="#cb86-366"></a>)</span> +<span id="cb86-367"><a href="#cb86-367"></a></span> +<span id="cb86-368"><a href="#cb86-368"></a>f3 <span class="ot">&lt;-</span> <span class="fu">brm</span>(</span> +<span id="cb86-369"><a href="#cb86-369"></a> weight <span class="sc">~</span> Diet <span class="sc">+</span> Time <span class="sc">+</span> (Time<span class="sc">|</span>Chick),</span> +<span id="cb86-370"><a href="#cb86-370"></a> <span class="at">data =</span> ChickWeight,</span> +<span id="cb86-371"><a href="#cb86-371"></a> <span class="at">family =</span> <span class="st">"lognormal"</span>,</span> +<span id="cb86-372"><a href="#cb86-372"></a> <span class="at">prior =</span> priors</span> +<span id="cb86-373"><a href="#cb86-373"></a>)</span> +<span id="cb86-374"><a href="#cb86-374"></a><span class="in">```</span></span> +<span id="cb86-375"><a href="#cb86-375"></a>###</span> +<span id="cb86-376"><a href="#cb86-376"></a></span> +<span id="cb86-377"><a href="#cb86-377"></a>:::</span> +<span id="cb86-378"><a href="#cb86-378"></a></span> +<span id="cb86-379"><a href="#cb86-379"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb86-380"><a href="#cb86-380"></a><span class="ss">* </span>Do the plots look correct and are they readable?</span> +<span id="cb86-381"><a href="#cb86-381"></a><span class="ss">* </span>Has it been recognized that the fit to data is ?</span> +<span id="cb86-382"><a href="#cb86-382"></a>:::</span> +<span id="cb86-383"><a href="#cb86-383"></a></span> +<span id="cb86-384"><a href="#cb86-384"></a>:::{.callout-warning icon=false title="Subtask 2.h"}</span> +<span id="cb86-385"><a href="#cb86-385"></a>Have you encountered any convergence issues in the above models? Report and comment.</span> +<span id="cb86-386"><a href="#cb86-386"></a>:::</span> +<span id="cb86-387"><a href="#cb86-387"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb86-388"><a href="#cb86-388"></a><span class="ss">* </span>Has there been a potentially brief discussion of the standard convergence criteria (Rhat, ESS, divergent transitions) for all models?</span> +<span id="cb86-389"><a href="#cb86-389"></a>:::</span> +<span id="cb86-390"><a href="#cb86-390"></a></span> +<span id="cb86-391"><a href="#cb86-391"></a><span class="fu">## Model comparison using the ELPD</span></span> +<span id="cb86-392"><a href="#cb86-392"></a></span> +<span id="cb86-393"><a href="#cb86-393"></a>There are many ways of comparing models<span class="ot">[^footnote1]</span>. Commonly, we evaluate point predictions, such as the mean of the predictive distribution<span class="ot">[^footnote2]</span>, or accuracy of the whole posterior predictive. Whether we prioritise point or density predictive accuracy may serve different purposes and lead to different outcomes for model choice <span class="ot">[^footnote3]</span>. It is common, however, to report predictive accuracy via log-scores and point-predictive accuracy via root-mean-squared-error based on the empirical average of the predictive distribution. To cross-validate both metrics on left out observations without need to sample from each leave-one-out posterior, we use Pareto-smoothed importance sampling as discussed in the course materials (see Lecture 8).</span> +<span id="cb86-394"><a href="#cb86-394"></a></span> +<span id="cb86-395"><a href="#cb86-395"></a>We start comparing models based on the log-score. Use <span class="in">`loo::loo()`</span> and <span class="in">`loo::loo_compare()`</span> to quantify the differences in predictive performance.</span> +<span id="cb86-396"><a href="#cb86-396"></a></span> +<span id="cb86-397"><a href="#cb86-397"></a><span class="ot">[^footnote1]: </span>In principle, when comparing models based on accuracy in predictions or parameter estimation (if true parameter values are available to you, as e.g. in simulation studies), we want to use so called strictly proper scoring rules that will always indicate when a "better" model is better and the score reaches its uniquely defined best value at the "true" model, if it is also well defined. See <span class="co">[</span><span class="ot">**Gneiting and Raftery, (2007)**</span><span class="co">](https://www.tandfonline.com/doi/abs/10.1198/016214506000001437)</span> for an in depth treatment of this topic.</span> +<span id="cb86-398"><a href="#cb86-398"></a></span> +<span id="cb86-399"><a href="#cb86-399"></a><span class="ot">[^footnote2]: </span>NOT predictions based on the mean of the posterior parameters, but first generating the predictive distribution and then computing an average.</span> +<span id="cb86-400"><a href="#cb86-400"></a></span> +<span id="cb86-401"><a href="#cb86-401"></a><span class="ot">[^footnote3]: </span>For instance, a unimodal and bimodal predictive density may have the same expected value, but very different areas of high posterior density and therefore very different log-scores.</span> +<span id="cb86-402"><a href="#cb86-402"></a></span> +<span id="cb86-403"><a href="#cb86-403"></a>:::{.callout-warning icon=false title="Subtask 2.i"}</span> +<span id="cb86-404"><a href="#cb86-404"></a>Answer the following questions using <span class="in">`loo`</span>/<span class="in">`loo_compare`</span>:</span> +<span id="cb86-405"><a href="#cb86-405"></a></span> +<span id="cb86-406"><a href="#cb86-406"></a><span class="ss">* </span>Which model has the best predictive performance?</span> +<span id="cb86-407"><a href="#cb86-407"></a><span class="ss">* </span>Does the uncertainty influence the decision of which model is best?</span> +<span id="cb86-408"><a href="#cb86-408"></a>:::</span> +<span id="cb86-409"><a href="#cb86-409"></a>:::{.content-visible when-profile="public"}</span> +<span id="cb86-412"><a href="#cb86-412"></a><span class="in">```{r}</span></span> +<span id="cb86-413"><a href="#cb86-413"></a><span class="co"># Useful functions: loo, loo_compare</span></span> +<span id="cb86-414"><a href="#cb86-414"></a></span> +<span id="cb86-415"><a href="#cb86-415"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb86-416"><a href="#cb86-416"></a>loo_f1 <span class="ot">&lt;-</span> <span class="fu">loo</span>(f1)</span> +<span id="cb86-417"><a href="#cb86-417"></a>loo_f1</span> +<span id="cb86-418"><a href="#cb86-418"></a>loo_f2 <span class="ot">&lt;-</span> <span class="fu">loo</span>(f2)</span> +<span id="cb86-419"><a href="#cb86-419"></a>loo_f2</span> +<span id="cb86-420"><a href="#cb86-420"></a>loo_f3 <span class="ot">&lt;-</span> <span class="fu">loo</span>(f3)</span> +<span id="cb86-421"><a href="#cb86-421"></a>loo_f3</span> +<span id="cb86-422"><a href="#cb86-422"></a></span> +<span id="cb86-423"><a href="#cb86-423"></a><span class="fu">loo_compare</span>(loo_f1, loo_f2, loo_f3)</span> +<span id="cb86-424"><a href="#cb86-424"></a></span> +<span id="cb86-425"><a href="#cb86-425"></a><span class="do">###</span></span> +<span id="cb86-426"><a href="#cb86-426"></a></span> +<span id="cb86-427"><a href="#cb86-427"></a><span class="in">```</span></span> +<span id="cb86-428"><a href="#cb86-428"></a>:::</span> +<span id="cb86-429"><a href="#cb86-429"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb86-430"><a href="#cb86-430"></a><span class="ss">* </span>Do the results look correct and have they been presented in a readable way? They should be roughly [</span> +<span id="cb86-431"><a href="#cb86-431"></a> model: elpd_diff s e_diff</span> +<span id="cb86-432"><a href="#cb86-432"></a> hierarchical_model: 0.0 0.0</span> +<span id="cb86-433"><a href="#cb86-433"></a> lognormal_model: -395.6 30.2</span> +<span id="cb86-434"><a href="#cb86-434"></a> normal_model: -642.0 31.8</span> +<span id="cb86-435"><a href="#cb86-435"></a>]{.content-hidden when-profile="public"}.</span> +<span id="cb86-436"><a href="#cb86-436"></a><span class="ss">* </span>Has it been recognized that the best model is ?</span> +<span id="cb86-437"><a href="#cb86-437"></a>:::</span> +<span id="cb86-438"><a href="#cb86-438"></a>:::{.callout-warning icon=false title="Subtask 2.j"}</span> +<span id="cb86-439"><a href="#cb86-439"></a>Assess whether the approximation to the LOO-CV distributions are reliable.</span> +<span id="cb86-440"><a href="#cb86-440"></a>Consult the $\hat{k}$ statistic which informs on the reliability of PSIS computation in PSIS-LOO.</span> +<span id="cb86-441"><a href="#cb86-441"></a>Plot the $\hat{k}$ values for each model against the data point ID and discuss.</span> +<span id="cb86-442"><a href="#cb86-442"></a>Are they as expected?</span> +<span id="cb86-443"><a href="#cb86-443"></a>:::</span> +<span id="cb86-444"><a href="#cb86-444"></a>:::{.callout-tip collapse=false}</span> +<span id="cb86-445"><a href="#cb86-445"></a>For hierarchical models, it may be more important to think about how well the individual group is predicted and how many observations there are in a group compared to the number of parameters estimated. Also check out <span class="co">[</span><span class="ot">CV-FAQ on high Pareto-$\hat{k}$ values</span><span class="co">]</span>(https://avehtari.github.io/modelselection/CV-FAQ.html#17_What_to_do_if_I_have_high_Pareto_(hat{k})%E2%80%99s).</span> +<span id="cb86-446"><a href="#cb86-446"></a>:::</span> +<span id="cb86-447"><a href="#cb86-447"></a>:::{.content-visible when-profile="public"}</span> +<span id="cb86-450"><a href="#cb86-450"></a><span class="in">```{r}</span></span> +<span id="cb86-451"><a href="#cb86-451"></a><span class="co"># Useful functions: plot(loo(...), label_points = TRUE)</span></span> +<span id="cb86-452"><a href="#cb86-452"></a><span class="do">### {.content-hidden when-profile="public"}</span></span> +<span id="cb86-453"><a href="#cb86-453"></a><span class="fu">plot</span>(<span class="fu">loo</span>(f1), <span class="at">label_points =</span> <span class="cn">TRUE</span>)</span> +<span id="cb86-454"><a href="#cb86-454"></a><span class="fu">plot</span>(<span class="fu">loo</span>(f2), <span class="at">label_points =</span> <span class="cn">TRUE</span>)</span> +<span id="cb86-455"><a href="#cb86-455"></a><span class="fu">plot</span>(<span class="fu">loo</span>(f3), <span class="at">label_points =</span> <span class="cn">TRUE</span>)</span> +<span id="cb86-456"><a href="#cb86-456"></a></span> +<span id="cb86-457"><a href="#cb86-457"></a><span class="do">###</span></span> +<span id="cb86-458"><a href="#cb86-458"></a></span> +<span id="cb86-459"><a href="#cb86-459"></a><span class="in">```</span></span> +<span id="cb86-460"><a href="#cb86-460"></a>:::</span> +<span id="cb86-461"><a href="#cb86-461"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb86-462"><a href="#cb86-462"></a><span class="ss">* </span>Do the plots look correct and are they readable?</span> +<span id="cb86-463"><a href="#cb86-463"></a><span class="ss">* </span>Has it been explained why the $\hat{k}$ values are highest for the .</span> +<span id="cb86-464"><a href="#cb86-464"></a>:::</span> +<span id="cb86-465"><a href="#cb86-465"></a>:::{.callout-warning icon=false title="Subtask 2.k"}</span> +<span id="cb86-466"><a href="#cb86-466"></a>Perform a PPC for the hierarchical model for</span> +<span id="cb86-467"><a href="#cb86-467"></a></span> +<span id="cb86-468"><a href="#cb86-468"></a><span class="ss">* </span>a few of the chickens with the highest $\hat{k}$ values and</span> +<span id="cb86-469"><a href="#cb86-469"></a><span class="ss">* </span>a few of the chickens with the lowest $\hat{k}$ values</span> +<span id="cb86-470"><a href="#cb86-470"></a></span> +<span id="cb86-471"><a href="#cb86-471"></a>using the code in the template. What do you observe?</span> +<span id="cb86-472"><a href="#cb86-472"></a>:::</span> +<span id="cb86-473"><a href="#cb86-473"></a>:::{.callout-warning collapse=false}</span> +<span id="cb86-474"><a href="#cb86-474"></a><span class="fu">## Creating a dummy example plot</span></span> +<span id="cb86-475"><a href="#cb86-475"></a></span> +<span id="cb86-476"><a href="#cb86-476"></a>Creating a dummy fit just to be able to generate an example plot below.</span> +<span id="cb86-477"><a href="#cb86-477"></a>Generate a similar plot for your hierarchical model.</span> +<span id="cb86-478"><a href="#cb86-478"></a></span> +<span id="cb86-481"><a href="#cb86-481"></a><span class="in">```{r}</span></span> +<span id="cb86-482"><a href="#cb86-482"></a><span class="co">#| output: false</span></span> +<span id="cb86-483"><a href="#cb86-483"></a></span> +<span id="cb86-484"><a href="#cb86-484"></a><span class="co"># The brms-formula (weights ~ ...) below is not one that you should be using in your models!</span></span> +<span id="cb86-485"><a href="#cb86-485"></a>dummy_fit <span class="ot">&lt;-</span> brms<span class="sc">::</span><span class="fu">brm</span>(</span> +<span id="cb86-486"><a href="#cb86-486"></a> weight <span class="sc">~</span> <span class="dv">1</span> <span class="sc">+</span> Time <span class="sc">+</span> Chick,</span> +<span id="cb86-487"><a href="#cb86-487"></a> <span class="at">data =</span> ChickWeight,</span> +<span id="cb86-488"><a href="#cb86-488"></a> <span class="at">file=</span><span class="st">"additional_files/assignment8/dummy_fit"</span></span> +<span id="cb86-489"><a href="#cb86-489"></a>)</span> +<span id="cb86-490"><a href="#cb86-490"></a><span class="co"># Adjust the chicken_idxs variable to select appropriate chickens</span></span> +<span id="cb86-491"><a href="#cb86-491"></a>chicken_idxs <span class="ot">=</span> <span class="fu">c</span>(<span class="dv">1</span>,<span class="dv">3</span>,<span class="dv">11</span>,<span class="dv">43</span>)</span> +<span id="cb86-492"><a href="#cb86-492"></a><span class="co"># Create this plot for your hierarchical model for selected chickens</span></span> +<span id="cb86-493"><a href="#cb86-493"></a>brms<span class="sc">::</span><span class="fu">pp_check</span>(</span> +<span id="cb86-494"><a href="#cb86-494"></a> dummy_fit, <span class="at">type =</span> <span class="st">"intervals_grouped"</span>, <span class="at">group =</span> <span class="st">"Chick"</span>,</span> +<span id="cb86-495"><a href="#cb86-495"></a> <span class="at">newdata=</span>ChickWeight <span class="sc">|&gt;</span> <span class="fu">filter</span>(Chick <span class="sc">%in%</span> chicken_idxs)</span> +<span id="cb86-496"><a href="#cb86-496"></a>)</span> +<span id="cb86-497"><a href="#cb86-497"></a><span class="in">```</span></span> +<span id="cb86-498"><a href="#cb86-498"></a>:::</span> +<span id="cb86-499"><a href="#cb86-499"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb86-500"><a href="#cb86-500"></a><span class="ss">* </span>Does the plot look correct and is it readable?</span> +<span id="cb86-501"><a href="#cb86-501"></a><span class="ss">* </span>Has it been recognized that the chickens with high $\hat{k}$ values ?</span> +<span id="cb86-502"><a href="#cb86-502"></a>:::</span> +<span id="cb86-503"><a href="#cb86-503"></a></span> +<span id="cb86-504"><a href="#cb86-504"></a><span class="fu">## Model comparison using the RMSE</span></span> +<span id="cb86-505"><a href="#cb86-505"></a></span> +<span id="cb86-506"><a href="#cb86-506"></a>:::{.callout-warning icon=false title="Subtask 2.l"}</span> +<span id="cb86-507"><a href="#cb86-507"></a>Use the function in the template to compare the RMSE and the LOO-RMSE for the three models.</span> +<span id="cb86-508"><a href="#cb86-508"></a>Explain the difference between the RMSE and the LOO-RMSE in 1--3 sentences. Is one generally lower than the other? Why?</span> +<span id="cb86-509"><a href="#cb86-509"></a>:::</span> +<span id="cb86-510"><a href="#cb86-510"></a>:::{.callout-warning collapse=false}</span> +<span id="cb86-511"><a href="#cb86-511"></a><span class="fu">## `rmse` function implementation</span></span> +<span id="cb86-512"><a href="#cb86-512"></a></span> +<span id="cb86-513"><a href="#cb86-513"></a>The below function takes a brms fit object and computes either the <span class="co">[</span><span class="ot">root-mean-square error (RMSE)</span><span class="co">](https://en.wikipedia.org/wiki/Root-mean-square_deviation)</span> or the PSIS-LOO-RMSE, i.e. the RMSE using LOO-CV estimated using PSIS-LOO.</span> +<span id="cb86-516"><a href="#cb86-516"></a><span class="in">```{r}</span></span> +<span id="cb86-517"><a href="#cb86-517"></a><span class="co"># Compute RMSE or LOO-RMSE</span></span> +<span id="cb86-518"><a href="#cb86-518"></a>rmse <span class="ot">&lt;-</span> <span class="cf">function</span>(fit, <span class="at">use_loo=</span><span class="cn">FALSE</span>){</span> +<span id="cb86-519"><a href="#cb86-519"></a> mean_y_pred <span class="ot">&lt;-</span> <span class="cf">if</span>(use_loo){</span> +<span id="cb86-520"><a href="#cb86-520"></a> brms<span class="sc">::</span><span class="fu">loo_predict</span>(fit)</span> +<span id="cb86-521"><a href="#cb86-521"></a> }<span class="cf">else</span>{</span> +<span id="cb86-522"><a href="#cb86-522"></a> <span class="fu">colMeans</span>(brms<span class="sc">::</span><span class="fu">posterior_predict</span>(fit))</span> +<span id="cb86-523"><a href="#cb86-523"></a> }</span> +<span id="cb86-524"><a href="#cb86-524"></a> <span class="fu">sqrt</span>(<span class="fu">mean</span>(</span> +<span id="cb86-525"><a href="#cb86-525"></a> (mean_y_pred <span class="sc">-</span> brms<span class="sc">::</span><span class="fu">get_y</span>(fit))<span class="sc">^</span><span class="dv">2</span></span> +<span id="cb86-526"><a href="#cb86-526"></a> ))</span> +<span id="cb86-527"><a href="#cb86-527"></a>}</span> +<span id="cb86-528"><a href="#cb86-528"></a></span> +<span id="cb86-529"><a href="#cb86-529"></a></span> +<span id="cb86-530"><a href="#cb86-530"></a></span> +<span id="cb86-531"><a href="#cb86-531"></a><span class="in">```</span></span> +<span id="cb86-532"><a href="#cb86-532"></a>:::</span> +<span id="cb86-533"><a href="#cb86-533"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb86-534"><a href="#cb86-534"></a><span class="ss">* </span>Do the results look correct and have they been presented in a readable way? They should be roughly: [</span> +<span id="cb86-535"><a href="#cb86-535"></a> model rmse loo_rmse</span> +<span id="cb86-536"><a href="#cb86-536"></a> 1 normal 35.88809 36.17574</span> +<span id="cb86-537"><a href="#cb86-537"></a> 2 log-normal 34.77978 35.06848</span> +<span id="cb86-538"><a href="#cb86-538"></a> 3 hierarchical 15.79850 19.85490</span> +<span id="cb86-539"><a href="#cb86-539"></a>]{.content-hidden when-profile="public"}.</span> +<span id="cb86-540"><a href="#cb86-540"></a><span class="ss">* </span>Has it been recognized that the RMSE is ?</span> +<span id="cb86-541"><a href="#cb86-541"></a>:::</span> +<span id="cb86-542"><a href="#cb86-542"></a></span> +<span id="cb86-543"><a href="#cb86-543"></a>{{&lt; include includes/_overall_quality.md &gt;}}</span> +</code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div></div></div></div></div> +</div> <!-- /content --> + + + + +</body></html> \ No newline at end of file diff --git a/assignments2023/template8.pdf b/assignments2023/template8.pdf new file mode 100644 index 0000000000000000000000000000000000000000..6f988b685a84ccf99ab3d9776adc152949eac4ec GIT binary patch literal 141443 zcma&NW0Nji)TCLqZQC|a*|u%lt~zBKr)=A{b(d}1oTnpZBHoUk5B+WbfEBs(%C(YQ zQB<6snSmXK{OIob4ThDAh>6I-*cyh9k5Syp*450JQQX$Z)lAgP#KF{zQP#}f!qt+9 zm6eNGKmf+Y)!EF*4#soiT1P70v<<%ZRHNG^FsX%6s0bPCFXWwFFt9U|@7cvg7T&0M z4&KA7NK|2KnYMT7b<ClxLcztk6)|<xfrQfLT=oXpR|UQ08)Mrk;r=<kuRz*d*UfwH ztzf`f@4LF4Hq33yra%toX=s!?FBNU^x<F2EK!P%U$y1g9h5$s~HMGE;9ozTI`MqIx z#Kx#(g~A)!-h@bQ!r7)E|Igii*EJ&{!$Lud<g8UODb~K)2Er(mjVtjm1a)q4d|14H zu>2e!TGAmJAGPQF=^ve=Rh~WuKz@t2KN|{l$}qZf`tCn-8df)R&_t|DR<{Z0qG|U# z?K4AOX07<#fdm{e;ASy02x#V0iCpj`M@s?>n@(lYXr{KIR}K(vC#k3lDQ?Y#lp*XT zdC?J<lYAQ_RQK;?b819VuRt0uf80i(Y}L51Wl^_U$uT?WD6(W6DQ5x-RrDlZQR@17 zqdQB26G{@`h*K2!+vh2hJXN=0<sNm~4t$~bSdJyfQh2pD=+-;mVtc<8vm2hN(lcp) z7n&B7)qYM2$GX{r=2T-8a!$ip*L}D!X`1oahFN_ItuqbGE!oAjovupWU0>Yr3gp>$ z5~`KWe1gb7mJV{hL{Wxbrhf1bN@M%<3<O7D)CFP7dF<8VHfARUF@ojcNfeuy6V~2j z#4dzXh`K}aJZW+EG8n61w8aZ8X*U$as7_=-p{PHj);~t;Zj_!hezAKMVJ>$3`F1~- zT@Q!<s#1+oAY@=s^OcbpMo7Tx;WOX5=i|Jrc63cgMTwKMyB5n<=T$T+A(pCa&&<Kk z1J}EI*3>{`_+RG}iFHeXps58{i%k#fJc{pz%|i(6mkz@ooK~X^=)<XUWYy5M1Y?*H zZMmbcTXk{x=wTY+HM87q*0Aq%87~!a09k1g4$GTyJ14~21t~*4->390nd@K+nP}TD zxA4*DeQ1q*=?1q`*`Uwbz0L}^RsFT`UM&?{y_>ziz`gSGAOB4!gSQ$qn=bggYe9`M zVOWNxo}PVQ;f3EjEuMc(Oi0-Q=)3a0$9TKSp!nlU3~DmuaqJ4oKp&UDSGyhNt{={> zTpfbO&UbDo9AAYY8bWZqKJ>ZVlV%a0#AQzqq(ij}E>|cAjiYXd5xwUQ$6C&S$YaeF zYMNH_4so+GYVN$DgzKe06$y-UfbL|G-vw-DDF;~6wCJA0S%}VoiFwq<9;x33tA^j~ z;`?Un_c9u*Rw^Xif;OAF;W5d^`*n7JFW>L^J9PPuz|Z9`OAmtzeSf4vMLH7Zdbb_< z+?N=3YL6n1;%u0*=s($M^3m*2a&=xdK&rR5ICcLYQMv)Ke+fvKWRgkI8B8}GrG7`{ zC>ssS3ceaAMrS-YvP8B!sd*1vv%G0&>XFR$s$Qr15lQxw8V6tpa{;E{5>q3UvQb}s zoNA}`?3B5XQnO=U@Cg&IQ`oAW34;zU-kJLo;(p*dG+BRV#P@^Nh^LpldW^2eF?pgC zs@7P^Gr;q%!l0&cJE#mQsDR-ldH*_-|Dk0A$pqp8XWAgZ!>uFaDc>AP{*cU=1*X;k z`GYrEaW?q+*8i_l5>NsDmnEevi?R~_&|u6Blu_CTSvDiHp|uj&$Y(cSDo#$+n3nV+ zxJ3e@oUb}W2ozddJkcHPsNYc0rFblx;X*8kdWwmbohhv#<)lp*71Pd|riNQH)r!v& zGEmfnX%fmpB`g&$cAp9o*nb9?v`7c;P`)7Kqn)j;KjzJF#|2J|(2DJnyHxp&GSsJ< zxRqGhGGcGrZbAb7Wp*a?$|Ta^DCbwzUpI=Gk>^qBn6Qsx@_N*lH>FA$h53UKh#z08 z4{gK8WET3m0xK-?!ehK65*R7e-)Hu>N(fUBJYfI_ZFE3T+!Uf&H%MY-9uX}xU-*7K z%$7X&aRmlaaU}}3wo>FtOm_6~Z@($Ak7&N(5OXbEusVWLCOB9nqwxGLP8&Z*1`Nc< z*a2BAeC}b)(4R;J&>7W5;z;#1qe%7fUSHe-#tJ^Rd13?LvdQ6Pf)LD6&%H7ec>|i8 z@QZpl|89i8ZOP*J9l<8;CY(qMGM*#fbOk*`l<XCYdUG@02&d-+`EsORnEf0MHsVbp zaVfMl8haFwl57k{88rvaZs1qmCFEa5%1v`cM^knV=Z5{};~iE4{LLRTNK3~vH?+A# zd;<4A!_5NxEEpI;rz+kW-EL2M&mE5j@!y$s{BBH=7*wt~h}lhjeO#SNdow=MDnMOx zr&AyAz3Zc-#z1gNl5?jbb4G$w9yxi`|NQbRn)dfH<3f(mBe6ccBU98t!zalPt-J(q zEnM%1PdmZCiwOeOe64*UD_P?LkH;HbT&2^L<Vq#u$CJ*-7F?5-s9C1S2)8D~H<`*= z4>;1m^Q1MdH0D*Pxmo!rW5lqr=^XfAx-&GKgjJG4O7?anRl;Yz<r>s?=h18gO|Db? zedG%K)w7IiIt!?mS2lUsz+*&YdDEm+R#bKs7|QVa#qa0O)d7?%DDhpvdCkR6n@Iw; ziAuBDo;3)XcNr~hm~Ms(Xy$xiyqwqOU+9V8lzd#kCK?x4Q|Harm-4yzn|QO+mdude zr9;;G?0Bzxq7gWBvOV84O3<ySR;>;j&C8KInIe}t49Wkr5mxbeis#qYCj`fasA`k2 z5jzRvD7x|vZ6;qUwD`$mho_Gcd9Yzm><}>SHG_iX#avB#fhhke<&;seUl`rFVJhm$ zmZ6lNhMON0i=xe-!5<}Un{IL6n^l&7yP;g?4KvKXRJxfCOx45<ZeK!iel%Fkw%8;J z<RuMwzZfr<?&iq*)rPYUx2YZLAV^QL%=d`$RP<5MMAHrDV%ekScUk4i?(^$#5FA}W z_yL-|=#!M|wn2uRVexp2(BzFb-Xu!Mj^7td`L`)hESH@nNN<y}o{M3dPxX|N&F>gl zii<H+2i2>(36;rK&l7tT2EW^SI>oAV@NlQKEhNj~PoYozDow{?$3VAg1EzNR2VEd0 zpfD}6TifVg)*cLXs5&><uC4zvEI2-Sx(3Fs=Mz%q9BmW2C~^Nj(dP@heRx>KQOw8- z-`ZMH%IvI=TbD!VNC~9nFIvlLYoMK+@~6nGTh1@lJ8Qw4<G@Kh8LFL4>*9WL%y^WG zRjgkIy62R`SzqY}WH@V^0c$*KOM2hh&aS7eY<xD-XHV(~>=ld*_-(mZ{*kKq)T@(2 zdTuFOyi#!F((@EE?o*11VT6jK|HsZq|B@@~rid{mJ$tHonl>0ik8Lw>(x-`m!3yL% z<9SrT;<0b!id{>0y(m{2s?n-;*l8ExRi!4N`ESjKLr)J!y8`*uq`1K8ZaA{C={8BM ziD<_-$yes1+fX0{bd0rlJ(x<rOUMnP;om7FUiCagLd~O8Xs6k=ZylMBM>Ol=^ELef zaJ>A?w+5xaYuBTd$%UWxLG3F?g{hRub1c-_ze~o|Fv{{_*NEBNi5%c{J8Wy*JDC55 z>tQ_iFWc%|FKwadG*4C&roO>zdlhm&gCaUSP#S_@LJcS>(nrzdh4dTr#i=%x6z*2D ze)&=7$xsvH?oy1><&G;eSamuo#UsXgH+WZZvG&y0GQtWjohdIWUxa(8oICP*MH<U^ z#L2|!b%DL5Zpg@A4|I|ei;%V@S{A@1`ufRLNba~{NUYc9QsYWw{BftmwcDA*4u?>Q zx)xELlEZZvc)yS1L^RbB`ZI&bmg4OyRfCc`ku3IDZK-l5GFf0vGw*NGwSa?kw+pGB zCFWBDY7PN-`t#Up#}hl<y>rpAj0bs`9h`OnrZ#eC*Q$uTXY?PZ?62#(_>k|KTQt|a zGM&+oXL4Gx>9k{I27;E*eDC%Af{aE57yY<xaA62v+uE&5E8tk>6h-`U6dpyy86z81 zZ5xA(hgNq9rXF{UQX3TK(-FbNnku-ABfxC?=q$vE@($v;Rrk7*uSO~X1!WCttH87H zCX3N>Hc!{3Y^Nu!yh`b;u))iTbpa1$uQ!0f0v_3mjDh$4CFw9PT>`tYuP$S~6|UXV zYmYM7mF%uphor&I0lV3A$3kM|5PYS;->fRf9WR^M(HUMc^8=P7KYe{OKc2_p*-a#L zEKP)N3vIFsXV7&@N9d*C_!nK`PpxUy3vD*(CC}u@%LMIUS~Xt^geO(5*0d$-E{mDu zc)ep9yupWUOWg=X`HCLzs^`#Lh(~rm_`}_h8tLB#{Ee!3*VXI1wYVs$4Bvk4r(+t_ zd7GZZ_0V>fI@MqI9rEZ5df3^{SrgeN{euy4Np3=Aw}C*sk~xIv{i-OunZ0&tvGNd% z){iU7C4LtFruLGJK+9SsP|Z;{NQ<j=Gn@TP8S7&ohuN+DnN)2V3Aq<i3mZ9wf2nho z!pJBG%!K`YX)leuDP`d9*on(AioA%_{sj?WRBYJ%r*OVTQOC#4^*YpPRf<hxaD~@M zvMBx5UFiPQ+53pU!0;MjBrs<7rvEQL{rCD`#Kq3}e}i6ZTuhw*8+zeQ)RMN{=he+~ z2U_0167hinCjtAqFbN@qBNn}iCx_S#CyV$C(qTl?HLfS^u*`DBjSXI!yHpuBxIf%Y z3FDjolpzS8{vPk&mwml3{0abed0*lJe6ow!2YG$CXiP$*FtmT2snBI+LeMD0Jl<Y` zqwWK!P5tT=b^(kMS1mu({C*y%85-G>Lv0ba0pkIA&X*qVZNZ}C^xZHKSYd!ru+W0n z=3QU*irb4mn7vh)HsqB6=62-Kq6cxC#D@SU-}iIJweOe1H@gql?uTo_zb53>FyaG5 z$LyZSaxlP^8E2s!qi5R(8=h1tgSeNv3=M-N8Jj|56gbGKjC1i3D=7K_e9atpQGGx1 zYJ^iczy4fb)8%5}F$&cGIh)Z2264Z)9L$sK0RPUf^ZSrVeBX~%JH-~ojgn@SwSi(1 z>OuvI6A#SdV2>)j9UQM9HPzA{K?1BJP1OXmuzQO29fovK>{L7cSCnud^|uzr<>UBf z*?L+_en)om;h*LvAh6mU`V&Vb;xQsaEmk^ETkI7hzfyAAD!$qacfi=Y#$V{Y$d_Ia z2#6_HMQKwu=l$o?*9eCnoIRH$Df}ISjkn3j43Fi{vRegZZSoRmL<u`Tf7l=4h_BUS z<zKLp8!(0UG8g{uyP;19mp1I8Y6IL*(9jhE0QWC}%N%o?^!)13g4Nj=&efC_7Ia_M zmV<xF390{5X&kdGe+8VWrHExl7H642LM&LY-=O?+hr51&A}Yir(McA#WOT_#jF3+J zZD|V`SO%=`fVQx}nJ3M7xxr&fd<#^-OC+LFe#qk2s&$TGrs}~`UGgkwhbB`(1sU`) zA0Lzjs!rWvz~AiW;D$5UC#aruY_e+LIdC_ryxJM?4@pks=3;QOp1Ymb)Je5#Y+zi7 z!3l=64f6}t2DgL;r)EihYeEk*C)B|sobW{uY0cO_7N;FzdXAyKSEP!9e<3Xik<#0h zwLBUZW@(=bjBYJU_}%)S!KHyp^FQFGHmameQ@`qSOYxsYudybS5}|Y9K8V<=70fCF zybL-<cXt30bF}hGSSilfMC8qC=tRjr%k}5Z7MZ>8Ax)}<mm&VeD1w4$-dsyErE5f9 zQ!5pP432_o#{H0Dsb+pmr(PKX!yU7@iY&7albT_QzGE8%8Z+5a8I5w>wT7iTC4&e~ zQbu0%%3ljuw8dFxC93l}m7+WWf#RTyqvVWJ+r2wOi}e%@Lp^@BISGEaLj<&VqBX76 zFj_fQv$-02=A%F#cxo(MkO`o}rA9Ao%H(TSWT&F)YhC5%xYq22>iO_)>c%#!-e~-x zSL}jW;jRd$`YXi992Om!ZuO|wXDniF_wW>ZeO}x6wSA;$f^NVdq1L+V=+GsI1yC<t zPL<599eE{U3~rMot7&)O<3OVgrxfK01wny#sp}L8g`<L^e%789MO;H*uO&?rJdom9 zX0K;@+VdPb*%c}xmzqw<4cZ7QPraMXX=Eyx0!+lk;>4k(jF|eVVh21CPB$EY;}MU+ z2{t<i#ptLXC2EFHa!>6uCPg~C)Ap|1=k{FM`x<O94MxXer#RG)_|o~n>w~h$zR?tE zc!qpyXiP=TW)wv&tANbFB<+mq918+kTlI~uK;_=X=O3iXKpMor#s_FHv^3AkD;sF& za%C8hNgHcy&)cX@pmrH(TOvFKrLxAfj7PqhGW8mZqEmId&YDyTqA8>Tn9c?fpFCbV zR$YbOR84+`-nLE=q%2zvP2M^wQqJ^HS$h&LV^*Qgu*|?()0yCc^+IdNSTfCw;`5l; zHEvsF+^1ktovwxAY7+?2M8V3~p;Rgv7!ZFGl*+VrYmw)+AUm0lM#?UmzSG(<=LJ!n znz=T++R~T9lSGX+7adq`Xo4(1S=#PY<wiNARU$GnBWic`(30@;rs7TW0|RSpny6xS zl@|+IqY2Vj$!#Gb?!TyRF(W=4&_IxXhtB<oAP=bW(Jsl25%o$cp8+HJmIYzv(&?R= z7cDc4u@Bu@2=W%~Pu=uS<p@b=EA3j9O52h^rIH`Zl^gxT{MSTph4OzL6MA&9sj@Ol zaKNx2Q-+Z@EW$)aoW?F<Ez2LXQjud*iY=Ivks6Kb+cGg^LU1?BH8f5nN+q$W>g7bG z*-1ye+WHYB7Nm3`7UCQmN7at(L(QyUJ?*25Xa_U4%;=tCzorCNBe<oVN?76b2dX!} zvKC-CPBz78gHedzHQKM&t9w=34`PAG9K+Jro8R#VYhq9`dwThg4Ak-|bR=jrZ|7;_ z!6(3NvJ~{q9CelFP3$&hG<6Fx)fst4LA;q^Nt>BRS#rh?HPCUQ*1JIj`xg3p9}PTv zSXrI|wr1OVFd7y*I-NG|sbaS2cf@V4D2z?Y{>J{2+-K1P;nB#0b~9OCZwA&UOn$CW z0AMIcsLVu;>Nv043vR|p#DQgwdP&w^bo4r9c2CWcDYbruxH9Y>Wami{ejw96=!;?; zXakrh%SBF1yr&Z@0>J4|7}WGD4*D{q#*>rPg(o<+3u9;>_gjbdEvpq-<mIBFEytDj ztiMb_Rm1SVZ2-}K#5=E!jSfFN6MuT^9Q{gcazm#Z-4Lj{jyEbYM0X^&E0XaZ@qN&% z^vttlymr9@rg!Cwa04-BSw(7xZ`lA8h%p+|M;sSyBN<wRdvJFJTJs9qE7gZn@?w4) zDBFZwa9U?02_<*N*(h2cfDSF0vid385DZ4SXL@e4%I}!G1_DB6I3G5fYPrzO!^krg zm&wMAXbU3<TZuT|>aiTOXWn5J8~ktp#~30$(^Fi_yDYJR-#NRJtB<iN(W*V&!~xQX z5u7kq1_~UUdAkz5ztXlWX)X+=g$ExSG@wV|P+gD#bV-S8$xrQwL&Tz=1E^S@bO5~& zPuG`i)hK08nnVJBL|?#^3^?w=0-ebH4!B*L-~x|y<f92I5rql%5|*h0@YRDU@U-@4 zuXYJ`pkbg=XO<=V-^yiGlkT)o_B6S-;(`|rU@d$sRKNeBjmOo7FQh|tVY?9XhYdeQ z(jQ^uu|EJ>5=<MPC}^NW)C;&O2E=ydkL{cKcF1<!$}8Clksw}gY*1oH`PEkz@Ey}> zN;Srxl4=<$4CLeD{1-{#v9I#lP^BR>@#oRH2&gWRBQI`t@i~%`+?0MR%`S524l*z} znY}ZvD#;ofhOkn{P7~Q7#{lBPU0R~pi7aUx>J8f$y{&bRsW&6__v(X4I<r>8<@K<l z9VB1!Y*1x+F771tMH@xDMBkXOVbjR%75*ddujkqNEJ!e#VN2<}YXTHVE)EZ<M>0|v z4=gK4qm`BCQu(rK)PWK&m@wazt;LI;`@v}p4oCC|hp-4(aT+^n5jDp!pGM(EdFz(E z2<rxgb&R(ysU&*din1WDe^$|wB(E6&t3E>~KAWS|n-f3Ab=a*Lfl*teOas97^nYoR zN0T(OOV;XJ_Ih(~%I<S4ah?Av7Ry4|F7eTbw#WT7@o$}X&b|hJAw?AuH8<)6skQRS z05Q$#ciaSQcI@v-g%$X;;Nm2Nhb8Ux&h(BTW04eJT%3Xy<#$vQa38&9$EO_)mib(? z-U*=O^dv2~k&m)$J*6U)`_h}(W%c=wbH+2WH*`qB=kpP(Z<?EycD$A-Bz_1s>W@d% zy5h7Rlwchwo%tf?R#=aT0Ce0w`V(t->tDR`P$Q2Xj!X8ObRS0?1S~I`vi;4*`2)#G z>pm#|Yqn55$anic8tMCrj@w3(Dq;}@U!L(pOmm{Maxy4MMtObQUS-;&8mdhbioUP` z`@QX7(&<`e{uM*ksjIL?4|fuvJCEJDPQ(O5_%`Lf=H>48(i4<)ze?_~QFxa8|Lq^- z$l)8juu8kL(f|csabpzgD~<|!q@*)ttSfGIijHP>dd%h=UG<2P#vf2|nLBg-ov1E< zx3|#Su@GkM`8=3qRb7_ei^D6lY{`EGAWrH=+HA^<+lP8v?RxGW(VpxO34Kkc#bBx) z<r~b^TUD@HQ)lxuWxFqTWcaiWGdBm%a5*maN|uSy1*bw~r<?qRZZ(O)xjzLPH;4fg z>FJ-c#-yETj=ZIN`XYEMmSY*SMQR4QdLEiDneXC2h+FK^vG$3))NHUTdj_KU-DbRx zY3j8)xoA_sMKR5iWnw6==SGMc3d*TCVdlwsRvg=Z{H_HbavC4oh5yJEh&{-ZT?>=I z*aHQ+;R+1771p40yhDfi0G(d~ZT}PHi+iCXkpf2fqfe$1UaD8>${8ECw4bT{M=R?Z zORE_)yNG9)EeoPx49!$mtn2CaK2KuBLSYHGMN}yn2ZWxIur}A*M5uYfU?rquQ-)5K z1(o+esdaRT{UlzTPvmed5mhqd+2yDF*?o5A1<j0PRu^H|Ysj5k;n%ifxg@-UZhmDW z9qu|W{RdAz@1NSrZ+zwg+O9C7?5&+^gcA}w10c@cYncZ(i#mqDfroAoA!5sXQj2i9 zb93RMd&10j!o3N?8Dx;PO^3zE9>#*$E3hoju_rNF$JhuL9%d6{@VT_C(MqOjlg8Mg zD_dIE#?h`OO*c|VF|{lY!H--{pHedUHZjyiFht~K^22ZkSvyOP%NFTZV5ZX?x@Ugk zm_m}movj66f|mNvBoO~b+SO5UF{FDvP27^w)P|?m;-ZW26UTd(6~GZm6!b4*C;HE> zS75tEDjOQ^(lZy#O~YG>N>OG5h$|aQ_|wBT@erzW2mxPZ_k-3aujqc$!WT%1jjcC; z=I#n_#u}E3y4Ys|gX$Fg+S5fyGZ%QlUx28%=ik$rz|6XY;-xi+G443ND}>-*o!eIg z%QtR((96Ms5o0LttR-~wrMZf+>7!J_l2OkzH#-joY1g?NEW54KoR&J=kg?IyB;3!| znJ|Q+MdGnu$WhPF6H~G-$Nk>xy<$}1taRImhVz6{j%diDZ`Y2n1zlrwIKgLL4j2x% zy}T&vp60ZW45JQ)6pcM`6FKOzD+-aoQ=n8<k*(8$bS+ACFn4WOk`r<cJ8nc+FlM}? z^Rh`Ew3sG#%e&SDnilGc{Cz{;CWX0$-H)gWvgReZfyxTQaC~PDi!=sF8Jt^A&m0u# ztQo~Q5~(6F+jWmQ7SGYr5Z}0mEQP9^G3#@?n$WTVqlqh-0sjSbVgt{yzX~MvvUKGF z`dlHQK@;Xvs<mXwOrI5sP@g3(d5!Uf8}0JTk-0}(`>yo%|1{R9dKO2Fi?sB5lsg>e z03lfK1m+t_H5O70a+(!TzMJVj)TUc>?%h3TEuSajF^pY%;o>$iFuNN7q0r!-%OGzG zxi%J^MFlcclo&3zA$FBm35u=yBMgFi3uiLpY=9V_W&bQLkj_$pOf6ih$*F=XC@8eT zrtJQ;tdt^3ctk@+{#EHyH7^N?$yUZ?tpT9f*lBbSd)0pQRVPt;+xe%(y1f(EE=;=< z^-C7p>pADsD$#k>r5Q6KFH?vR45lqx!px|o3&6-(Coi1tEr$U9Lz6^bAZ{VOhdeS_ zdiPjnvHV4DGo$aBy&jq_C0T<w+BIE6l)zXFA2COWi1~MZOVD#_e)V`-71|B5S|BBX zE~mE1l9@CUdboXm?b*AiDDam0DcXjXgSgQ-k9jW4)Wt_{ZW1Cf&~i))V5_#%&`(N@ zq|64z%Bbma69Z+v^twbZ1?r{`pAmdYZ|c3-L^bAw_eYiJ5S+KihMulne{`qodHy@b z(=5AT)5$<od~&RM_YGe6bkzh-*}o5qzC6MGFR&(*7Ww#EAa}nW_8YCm8Le@J{Zvw& zHi;mQA%pI411oaBD;tjQF-m5<k2kje=1yOPUpKJRhV$CQwnz>m3Cd;l9nH))XD{&l zc%HpC{n3x?c+L~;_)b&-6}j;uEzO2~52qG&`gIhb^zLbM@Y&YOd6VUS6sBxQCg!+- zdb>m-@5A|koCd?#$w~dBJ~Zh|C*@^p4khs*h`r;oEX{E@sA^T~N-u2T`JZz=d8<yQ z=CH*qrq=KSR6>n~C#I-}77v|)p_UdsTvuw9T>96Ig{roL0d1>C04~}1`#wWUIu_E3 zwSNOlFaKCz`D+^3(`V%-_v)l5a&AwSOKy5m2ju7G)r(umCE}$nt8zU=8&5-M7r6~I zC0xz~yvV4XZr+-Gu}_~z7umlr7m`VFngSHd6n*Hr?U#&!4{dhzP}oO!WrINRqWY*@ z-459Sk3N^6ooms0u`l@AU*HOrI6p0SuVR+u)SaF&{YMkY=WA$-_1!nUU`=V!)y>;s zoU}8@I++gVYnh^5=<83rK@I*q4d<rTNJE*`H`;iqt1|ap9*PF(g!|*pNfV|Dyt{HJ zuG<sTpM62xGQF<<GYsSSzY4=xx!KtMw=hh1B95#Lx#yGi!8Tuc3p0P72~HFAjAIl? z0E$P}t!flfs{SY>VAm8Z1db)MMJ|51k*-25Rkn6OlQ5*^t9x9mIN<m|?L&cXPO!Ah z<NQ|T-DfQCzNv*9tB1#Cv5cweL7?r&D=13Q1-UA2fZ<omnfZrOT`6y>?e%yD*oU5Q ze(4i;tb0wBZkKM?KV3jy`O@Rup%n!ia8YcKvS{NPG#*%G>38kHl)du#;GlJ&qt~Gy z`x#6-rbbY_BwfS&jrtKmm~QsEjriTQ57-~<3Lr^6wk}>}K};fyy|-DGKgHo$Q?sf8 z$Wyal!;D-sH*ln807etkv%3Job;3MvKi$h|@AnZUtrPKYt9ca{tkZ9VQxB+z82ceo z|MaD@$Cx?5TE3E6kE;Uwcz%!Hi)8<c!(IVlm1;D&hs`ncNm0W%y354;I*g|N9Fr6a z^HnLr7aw2U^=>A}36s@UF_zk0swkofr7v63YY#g6xVy!V|C!E4zIpvU`54o0CwV{Z zstxLEb+ND<@65p{C9XQUn&!=Hqb|dUPyFp0Pr=VdeeIimHwPiNV>#_&-4d6c{lU3D zf6d;HjZ<qS(GFiOM#x;cBx$>=3pq`JZeJg?gLOf_*Zu5c2SNt+6nlX13;eYfR86R2 z*^?fOk^Ecw)U*su+3RUpNFzl{!klK-udMeWiT|HVOkW2OfP3W=`eNB>Nk=X%si%a4 zv!27<5_Aq`jPi$5<;oLRDQY+U^vzSTuYWlAB`M<o&dS~!7Yu-<-uy!DSS=v_+B7Td z6N+rMt471dnAq@!K|!@FGSf1?T{VjZK54?D&?LlA&oiKO<z|h8B$?th8n*01KQ-(~ zfIao(_{i(5(TO8b&^q-Karw8kj3qsAGptBuTh|)?UrB1qY=y0}9`tlqbLhQ_40>E@ zFKg%VvlB#7%Sl82Yx=11dzSz|ev&yKi5m;;K5CgE?SvbP8eD^WyRbl%A-<}z2D1Q> zmY>XX112?Ef+%C|`cz&5M3xf_X3_MS_$F!DsAkfpQ=AaaBGh=QU7t`6M3ixW>f(an z9%1v<NvmMp<hAUUGyFzaAr2O=rm_gcX}W}BXE|(`tBae34IyKTsD^w|VI`*i#?zgg z(OPG&*6+`^-uuIptw{;g#7_AzjuCsRTZ<1&7IKDz*#+SVC>d<|I@@28vjp8CW@LdS zozMGoqWD#<!oPuGT9VZHCU}eH{w}K>YF=#=799pldLYKfS$fNmV8u2Sy%s#5TWDoo zMx8qmN~<DLCQAATFvqe+K8C$2o7e{KrO(q^l_`#CIN=s_VGfccDe)l;*4uN<+`afM zUJo=J8#y25iySIt#W5{YbVhEM8E7Im3;`%D6N;MPC;bB8Zp9PIg1P;|QY}Nw>EkA- zOV%hLfD-=7$_mBaW)mOnkCRHgi+MgqC#Y7t%XH4V0Q>X{kZhpB)?p71Xz94|*d7%{ z=i%kH>FlES6G>iAf|}4L_r_JB;AxYfDqO1!u`zc*Dy{cMB7I=qHt1kjQ9^tWu1wK; zAyBri;`cO)mzel70@XC^3VysLVZL55LF@(}AoEnfuo!CDAa=gzyd%t##!{ROoeuT- z=*lqrY6#-NUYHpy>r6e~WJcO^q1(}(+mVa}mIqZeD%$uackj^U*1PgM-yBeZIm#?z zlT=0%axY(yz)}h{%twOmx1>ZD;~p~0vN7iYvtgFTB9AYHNuqPA;9C^UB0if@5$Ydm z%!&5?cxO#UljiOpz&R1S8}BeDxA2F4gmQws@QE?&fb8VOJ|VF5k)##KV#Fohz=xBm z8M9d1YrC?Q-wM{)Z0yhA%L|8Il1_$Bx5$}CkzKuOsU05-60{F9{?3h^S@s(^s%!ym z1Dx8f_dKE|$~g-HJ>h-FN9p=`aIRQ-yOl&#o+@l|m0J*}igclk4><ufLoGFp6sHKn zKK}znC!xo}@FjcJnB^inc~*+$--Y6e6eYkeYNVZ8;N}^SM{;G&f{D`Bn*ENT6#QL@ z<=1KF*<zDp=u5Zb>A+?;rT)Rr6_+d?H_2)X2#K?6^b(mpv5p<&=7Uy`?O#y4Iuyu_ z*+>zGE+9>40TcGOCZF*Iw+igCU8aPEH_rDS^REUAYlH6+`N{XBTM>m~Ejv#to~!K6 zQ*&^3XIC+Qs1(+uoffq>9sd0d$^&To5Q^)~<AZo(_?vk9YTh)*uGr_+%X1xW48p=@ zP*<TUKdS+F@A2;R=7Wmji_%`#Eja8$_$yHPh-J`Mlg%BWd8}{MORgisy=1IF5pCvq znsDP1+P3(d03**RvyXk++hHa>n2;!h2~PxK(3z2P0^60@dcEYiaR(uL3k%lJ#Thug zxk#~_0(%Jm9J1gYa5Jke??9^Ki{QF;ol#6lIP*%7a6nKgAQ6Vr`dlY^z>b(X(rDXG z0;rKxGXZ#ZbA0ES3)nWI*?PuiV{k%F%hu?il#Xk0j_7D+UHJ6W0AM6sH`pPnpRI6* zm$<rJ#iu8kI4km3cvm$KN1(KaY=UAn8T9F>LgOdoVk;VOj1+zaYy{q)uIR%jH?MCu zuaz^>TO7}NrU@_26>`E=Ou)=k-(0xeU?maQLD%0X=RS#7Wsad%NP&z}AAX`z>NvGl zQ?iRGHPt5HrS_KK&QPvqGvsccf=jE${1>dO?AXTZDqbE24rG*{7N6FPKU{K3jV^xx zK}z&aDz9D!Cf{pXi%qY>YTo>hT_Nj$&7%}t!4mOAeS;HRelKC1|DfYn2-S3En6eRL zcV){vFxEW*!)K+X6zM~U+eW_SD$*0FVh4s3ySCr~{IeXjxRN+LGfY~7r--YYbp}>% z%^EPCFH8R<k*;?C8%h{*XTI%G@ABRdRgqxRDRpT0HH<}Ci<2(Cc#pp~#G!2BLwawP z`j<~E&Kfq?y?mYe_|&Ps8X^1imN*aOSQdNCkmpHgVVHn=wc-Rvo?%l>qGD`E{xBBA zp*YQP5I?h&SfhQUR;g1&JG$%gpC++X_iE0&l>Fu(&p&y3_n_dyrTMd=+z8>ei08Mi zf3aL3N3E85cw=It&vXp-D|%eQW4l>YZH1x`Rx*52{#_oxo?6@!bUGArnFJx|e@*9! zZ13dp1~l>iYmfUe^6`KFvSFkS?4MVGw3^X%W7B({filwbh`M1%-l<y@OmUd!WKVL9 z&H}^LjKVP_<L;qv=U%edY7Ug=)05Il(B-M`*-s+V6q;?#3F!-}h+zqd0*md6Chywg z?q&ytU9e9y+GIv+{%>1RARj9j2dALD0+x4RGRURla;})M^U@)`#)waTmoHd_K+t6B z31k!JmyvEh0hjBb+MZ2_K@@Ar@Qhbd8?B0lZE#f)gw}T18O25EUYsz)rU#}iaa*F* zUK@d<e*^W4=e6@BcteFxks$qe9<UL2@Gkv6BACi(0<sr2YfIvs_G7?mk{kQ(jeV(J z-C80jkkC3~{#=5xV&Ju(QJ)7Ag9RXT+*hh)3FD~iy=zM;Cp^3;am&ce-GOPy!fLMb zT30ruDKEE~QXgbl(lMGS8TGwWpH`l@#HxuYz5gm@fS_V@PFEKi^-x{c+;XSi`!&5D z_a@d890zO=@y!iz@|GmK`ZY<da*A~Jev(XlWS=*YH_X(<E}c-7p*mT%>mG!?w$4_h zy21&CZRaAcbSjm_Ell!2WFWuZ`(X4f#qx6A$NhQdvy|1%&g2OvJC*H474#5&Gg!M^ z?KXMn6vw>D07FcBZRMpn<U4DW9B_$ZlnYAPz)Rpe!n@^Vbx0|W*WKjC!cF4h3x#@> zW34v;WeY6eAnwc8O+=s^g2=w4)a(FmEs;+@4z$D^6@!|lu3Rmd5rPiWVFz)`?ks%q zLKc>}RZchqVymSZGX+nBJPG{sq1OzBIyUW^ckC&+#ll)`#Z7V6MK`Y!V7Xn8sMwU} z!j-3O5ofpMo!pNLlhLydJl}FFFGxx4ec}$3t6q8m2$r)AI6vEg8d-F?uQ1;DqbGHJ zxMz;As^c&|a1kf#L5j1575-EiQ>8db@{o9xff}RYRA-MLd+H;JXQN9plaj(8!)!`9 z@S5e>IMLtFLAgemH(55y18>iaH>L7j5<*>%a)%@#kOZ@<lf=sydj@>$dI7TN!<=4B zsyp#bT{tA)4&@Q>LsxGhDBc6{GELX0l^iUYdoj!sYzu_%ko1R@1n+%`!l^cuNippo zS+lmt!APtZ#ZC=zmQ&vA(H9OdNR0zmKEMeu8Xt0eh!SB1Jye51rjSmIAVVJ^O^4rZ z=2wJK(8~Gm=~bgPM?XwCJ2EXh$WbyCc+?%i#qC;qjlHw|yips#)Q0HzRV$~Pn^h9j z#>&)_4M%UzUGvSX&0Zh8D~fmPv+_uccQp-Jgjb-Y?8z@4Dm8phm6R0a<*nX&{>`0l zJrR&eVc-YfAkt>Wu%MB!F#(B!4dh=ytK!<1tVe<KLZzf-4rItzgyQXeu*Oj9Jeb&i z=28N5Q=m$Xl;~%kWxP)Jb=FyaK@3ceO%!&~!4$v4eJ`X@MYB@MoHdcdYjQZF%wt!L zsW*B^x?+9RV#V&0j39!E)}*?}6zywDA3^8-kSwD&;%ALBhMNaOt=Zd$?8B*DrBb1N zApdXrKrLWiMY@aoM45f(6-Lh3{99cewzCf_UP{E`;&H?6)BJ$)Wk#!u;`_ZSPq3cZ z;2zUO`QN_FEa6&pFB;tMB&-CM0JANG`Hv^;Ds@8Z{WIoIcAnso;Ky}N23ul7mZEdE zDGPWwx`h1P!qo6%=pFzBA`8%nKvY)(zhAnu&bU4QHph>`FzNa^6ll5EW|V_S5fVPp z0&R55w)fg7i7<))?z>aN_RJW@g4aBAS~%L#PZ<pk*IHu+*H&W&ma{T@sqkLk!Re~8 z6{M3Mn=f&!ab0p9aBHDG9&SX3gr2{+&<XT!g04g6FSFZBK;GX4x5m35Hr$VAStTo; z?YQ$&_^!>Mkr<S^SoFTyU@$|KP4-{?Rj{>b3pX#=8c>8g43d9x#A3ouQ8Y_2uoy%R z{UAw^ag(uf)VbLxh{>m4I6_aoYCc7usnwZLzFiDJP_q=X9@aoet{(d_i?E-UDu?m+ z<%d}09^-IE>V<t9>WrW^>>cCF3>H=|Dp-6`hk~wPRL7@5Y@gv@{t4nZ>9PIJcRUo# z`8q_$=|$$c?`6Lr=Cm?||0k_;GX3A2t}wH5u>4P2Kh~PC$KyomIi>YPU}B5r1s;F` zAp`MMAtHhtf_%2r<`xyN#(VgzI9N1wD9VguLot?7Wvn&__>5?G&h#=Hf&>I|NA?9@ z6W(9ojENAe&baZcSh#CD*|2S{1KorD`xz}XOfe0v+Jpa$Sh#+oZ69BKzoMACTC99W z(&*$?I$e+e{~Q(w7#QLg@QXEph6bCU=PIop67wq{E-1IDVXQY@k^7lI+NE_KY4H;~ zf<8v5PD+COIvvA|kExmc=FZEOy^fpyPSh;D&yde$(G6mcD^2Cpr71buu=6INf8;eW zsDcfF$ZDRok=xY4x?M+Ae%`N(_$m9w-*Z6>&^S&CVIyX<&O<1caAD*-qbn;JnBh!2 z51`YId~NjC?y1h&mrGp>B|lHFX`>zPwag0igzQ4CP=C^};hmH_gAxgdE$qWsb6ADt z{5P8@TE5|2MgFL39foY=>Db)Vu9)V#nEYO5LtvYl*BTZ1Nf8-;lYceWb~RLoln8+w zxcvfJkl!BCZ+|Oj0A0Y3Kpm?3N0S)rYH49T-oRe4!N4BZTM1UHC@E~_I7(my-f6p% zm7;=#9pRZu)y@ekSC%<&6*%7I`E-emo1nlHG7eOpoRl7?@MAbSmC!>xtLhx^NEB6! zs`ZDAT04U5$uE(~b?nr{N4}SP52hfdLm@Aslzg?;QwNR*Tubp=;k2^wGC8(UBwMOd z21_z(3)MqPbMOx<8TluM;6z2OrPSP_BB}gRCFri+VjZi47-NkQ%oItD&9xN4dOraM zGvnz~?#&NW)7+CA{lt?jNl_}hV<$q&dKvR-@GHVZqHC>gDQ6d-HA}RUdnlTf6RlM1 z5Da3kXmoWkUXqbXT@v<!#k#4F<+oh;2=Svm?l{#0cpCmw!kCrpME&;Nm8-aY5cD4R zO%SzgHnF-w*0<FT3C#*0`!2kw%*K(OW+exj=}W1tRMmjz<W5x(UPu$}UvEHgJ7|%k zd|!H2JLvVo`H!)hQz6sJ2m@u0f8L$s`>~C&5SF975?|EbQ?TSnoN~7^qaIwz{Fb)h z+^I+GF%vb%_hyRN<W+X`zLSEjk-U))<1_Yj%LG;yj+#<p$*>9E1)uF~ky*NF=34b$ z%M?rK2i2s7=3iNNEBt7z6ou2~wu78;|K82vv;j^sMBFv)_&8*j=rjW=k13*d*q7}i z`$)$1w{X9PW&TA>Ru2Oke!y?r_{y8W>;PI-e${#?R(`H-qetyy@>xtnl8M4`xB6=~ zcXd9WZ6rcT5H2!BYKc2#$zx>i^!m(%*d?)-_GN2WPLJwecekiMPYsIU`;J}!eq!QJ z?MOgQg;Tf`hw08sBI!p4Si2V<W&s+JG6$Pe0Yq=ixzOo#4w@Ya4)3$!^KZ=AqIEjO z3wDy5O2Ovz#$b79TW-TNvWmX)(YNw1p4>RT@bs}iS)_%d+NH(~EJJcd%UH_sbV7xb zLExf8dPNIx9GM=2T0FXPt$u))?(F(6ay?)x1NOk~xyA8#zOydCP^I=AwIJ?>&SoVJ zQV>x6i6Z})zNVGMw>+Aq@4sKkA+S{MRv5Y#%{%EOi@hJ5heI8+YwSuP94DM!eUG6R zhMX5su*!Xmf9HjE8i3VezOtVeB5bt<vyaYOl+4#wp~6C8NWodB-k<LGwh{Jumi~Ke zEWj2`qLk2w?(kj+n>6&g>5V|mko~8^W9xgFms}b(LC$on(y(_9!d3F77KFuqdD{bE zL5(aY<zMj2^qZv+w*s`<iBunv0t1_>5@a%*#+e4l=z8BbP*x&B{{PWsw*MPlW?^Mx z|DU?NtvwNk$BEK2r*Y&JSlq!VRA7X42X$8i2|qn>S75V*M>nvD_w^Y^gssb>1yI{w zZ)8f6PMshz@oF$-%2-O5lEwRpnvi-MD;uJ0{{;FM|NdCep|I;VQ;psvuF&)lEXC;b zoK7tt!%8`;dT0LOGPwT~&zg7p2r&6ElUIGzD1P!JovV_0f0}x_bhvX11rYABE{cLp zR68c4C0R*Ok&)9>OkGMS^Plu-4c)3ajWqiSjwB~F)k{lb?8V<Y2*@ps?E2pZ=zOsm zykGZ0n+`NPN)w@W1C*QcJJ7kryoQRErS)-2N4AM9)U8YmMOjh1T@vdbqP&a_pN(i} z?_XXkss}coDqh*1k<5PP*!*g5P@4b3<*wq8M&jO<)fuJ}{=9kq+~3g|evke3R9Be( z$wC?piA`f0&TJF*YUhlD?Ot6JvZbO3#jM;SEET_JLu*)+)k1gGgCx!KDS$oZSv)g< z?DOHx{gqN5%qQ|8v!M(6Zsq_Q2;G>3Ey`7ATRVurnu0J{hGV;~Zer4Gc5+y1nejPq z>Mgz*eC!Q*3KP%bgJp4zXAnYz$Aq&c>^J-QHez~v&dbcNXq~p^20ytft~MGlIx*5+ zKfi=l^zM#uLRKqWNQo@SEA=2{dMztEj|d1N7T)X+$;g`pmk%OvC@VXx<DG4Zh(FS$ znWaC~#anD^LhR%JX8HbF4usWJ#7QNywP(CjnFd<K=QW|B?TK(Ov|FjZi7>tQ6Z^&n za~7h$ycGgUd`deF4HIy#eL-wWG*1^*qoRoNk!7`%&9h2d$b^_)<j||~%X6b@nze$M z<?xQZn;NwF3x;oxv6BPg`A;9Ca~jB}qnd89|9Kp|<H95eO6}oY=fox?ZRC>WGGT?3 z{+K1>SR)DFVlANqKiSsPpyMD13cnQit^ov6UJSj`u-scs+^n7C(8Pv62a-S`7@}L| zu9{fwv=~HOzPYFa>=6Y>$#O4;3fkc~Ig{lf-rJO+rwl!xMN$${BW}Pth~(cGws`Xf zMXtR^G#2PFLV!niI(MxG*>4i&gk5~5^8&&-5j<XOdoph*UKr+lYnf<++sYqUf!ell zS`x%ceFxKU#j7e!uv8q0J-bLFys|nZmA^o9z>{q&jIlDpNT_{t`4a_4B-x4<R#K<4 zcRjF|c)`pHYbBSX<#VO0dU2g`%Dp?QbP`%52kw8ljF=JGLtJAbl8|TR{&25A(cZgA z@3NS~<<7W$Mp6CzEJj6WT`|-YntJEXRpIqRdy0p9xCA;Ocrp%={$?1k%wS=4O8bvM z^9lE(f+=-t2-6hoaH#+M6SB^hkc~RUB$f@*&-YnX?oj<K(S=C9Gu%;Tq+R{OEb|~W zFktFaAahwzle^QMk@J^km{&zzH<{S7<YIHpMTT#=Z31-0S;<Lf7J5XeDmB|&9GdDG z_gNt_PXQ4NClDQGaE-ZbKxF>~7i?0e<Umw(*CcGQf*fr&I<=k&e!3vOsw+TTy`;%2 z`F44#A(Q51!Wap<9U|~4IJwVqIJy(;#WpU;Z-jQ9@U5ry(ZQm=!EURfYV2KEa^tPP z+bQ+0PNfBWs`|3KQPe3!H_vFMF*Go^+9hHXNvzPztMu68@k+y(d%d|2G#R#AJv}u` z?2AChx3V-e@4FF}H|aQ_No$t5G$?<p5&2XKh%|^Ij?*7ZtQCN5LZ-Y-JGI4834fMe ze#)_cv>?{rt{cbPP}ffS%W*(ly(~3HlbT*8SER^{sgFLR+G?FDg>Ll@Y><S*Y^bwn zai|xsOOO5sF{NwQYokeT^-6!7sjpx0!cPPMvoqzvy{O8l84x{~F%nkiYSzN*87xb3 z-uvv_sc9`2EB+ynHj)a@>F9o9Kj<4wCD)T8s@v?%t<mHbm}^D8Hhx!0637qFVONZ7 zhxX_gYu_pkuSnGJtcDllZoINZb%<6LL@JDlUEP2!s%GjN?;9O)j+ekfo2?4NYt?QS z7^KBhqHD4(I>?l)*0NttGGJ)6+kOlkbR%-Oh_v23u&3<g!1RvAbGJ<@=ze$6td{sS zyZ9ImZ?k=u-gZ|Kz-uOvPm#v>kFA7s>C{BZ2u#GIuYG>?CIExgt$k!)_+EFSh2B!@ z8&iEl8F(<)5&>s%t`^NeGzNoS$~xOz(T8=$xe>dh@HR)fi>(OF{vC<<zB!gejM}S5 zkQ3V0J`3DlykSqqhk;NWTk4J4cI=#ERc*N(I^4uqV^#n<&?OgG(_+ACPUxFpx(rRv z2E1_3-Zuksrx=cX-Bmy(#P8uilOnd=WRs&*i6-EX(M`4Z+D;+*BibqjB{cOr5tdv$ zL9A2HPM4P0138B)E6yPy&88K&IZ^@dU?5tb&(yPONqdUm0U%<LNrtuxx9e6g{M!Ab znIHt`$EtJ*2l~u`JgCB3Bg+meFY!s*cEeV~DP$(+2l+uSj3tf)!yl};Mj=Te6zr}m z$IClM`$?i<!~lQvBU-Oz1PgF3+`dAimNQImI96V19z}hryx0Dw_NUP+20^AurbQR^ z&e7+22-9{-H*5pTP@734VGohc=7@(Uj-svDPPr)$5QeCEOxwI<%W7RhY<lYQ-pEWU z{O@iOQ&)sBkAzlKOfWuU+w6C|FM{EL(g^V8>*wlUo3g>4lB#WuA)#Go?c*ZOd8a7T zvVCCj&?y*ND{B&`!$J>@MYvtDoMD}~{~?!R5;w%L+254@-;ZZa(IhtyUYJ5&4T<dx z^c0N<Lba5i#YB7agPYro6;jt3DFt3`9mwCCQM|qTV!Q}fI|{aXWPjSq|NNr&?`ZlQ zJ^f95aYi9FV^rUON#)dp7({?#SD%qLuayt>VE65s=8*nzIe8eh@kKA*89|*ltW4k( zph1#@m!9$t2)X&nr)OZ*Q>j%SjSYkv16z*q3-6kJ1Sw<x7U$efXM9Ykk>Zv)<SwHk z|0{hxtQDm>5*#tTSejNwSLAh`v-;xd!s;xw>VZZQ&3i6jP*|l97Tl?&uYyL9ID$Dr zQbSkUp`&{o;p#?_Hlp@AWGL?XObx;YdngNkGu6y^?S?T&9bHGQ(4+#)@zuI&D|B#A z7yxV|>wx!v+AXgCVYh_;S9jk2zveunsF}N!iJ7v*A4Yj1*8i_T&%(~l@&8k>{~tCi zCpXPQRb?F`Vy=g?M==R0DrMfrQW-=NzDF{Vfrc3xNxDA)h=fB_)lpO_u@s7hYA>)z zB(Z@cDhybu;Svm6blJ%f4L427v<7>(+v|2FdzbLl-{xP>+_uH7-%2M?!dD3RpsXfz zAY6ea+WzUt-`HpiLr7q_J0MV7pgqT?rau^O;vktIzH2eInW%4=J)H<d@1HbFf-wU? zzyDG?v`CnN6f<H@AKun=u`wsO_%(9K+Y}};TG`}gnWSe)w1QdGlU*L@bbMbj%@DaC zSwi`+r(9+a%<hi1C=X+~QF>z%4Y4s#q24-JdMQjoT&2Q=MjehCuzlq@fT)tT7*1SN zOl|2+lBigM=?}et_9Q0^?iLv}r{_?o5JzUGwHZ*z%Kl<g=&FRrCZk60&&|o5MvqK0 zA#lc$9x$(EVr${;I|G@|eQBY2*<m-5@UC%jb1~V`+x1c{2k3oeC%w9->4yf~V2cvI z4ZUdiXTk&3mzuS#e?-_>p#$k%0xNcXN6Z*90!20Ux*_;E5p??MD-R#gS<qH(ZRyGY z|FfZHJiGn)hY%oQ;5(<>yM23X<oTG)mGu9x_l`lL1Y5pu+jj4^ZF{$EbGL2Vwr$(C zZQH%uwqKvQCt_w|=Ds)gy@>bee5t6cs>rOYh?TKw{a5~$BZHt0o3*ifvC!b?^uFyY z%-@`l7d-GUCtNhd5901nx<p~2iDD^yspKZjQRGn2G=bpXFFENi@B?3kYi-G4>o172 z$!b7F1iyZJ;{uRVBH}}O7*fq%dqEG20>4g0%%!Dfz0df6d8xKaeT||K`$QXv3Nf}K z$xmOTe`o+P;{yo)20r_Zbpnjs3)0++*a`r@3k<|h9tvWo%dqQ@5(_AVkB;Kol#7w* zU!_Y{3g(oH$Q;0Gi{a>Ju*=L2PU|<J3$h8QKo6JgOK}4=`5PfHXcPfeA;b}1a1^^f zNG%rY5ExVtQ4Tv1f<#b23<&l2d9Fe!c6snwp7Dw13Ay91b^utxmRxyLq&HM|a3Xrh z;y#U9L`%>HU0HUB=s@(ou^UEqJX-&j-XvRKPlT&L*@2W@L^UWrzY;`W1VqmK2zo@c zei4B<S7Jy+f{IwALLjr>>#?|ncx~ZgaV4XgC}6_E402M5(BpWhLHqg1c`A9V1?BSK za#^Lki^_}S=1`A_(jpf5Q*+ZN0FKn0m{}3DBC5F=vp6RWCx{R1Z>V4ac?OXT(HK5b z*rccpKn<7;SPRh{L72mldc}2Wm7L4i=i#tJ_O<$!49!p;2p&itpj^>j0Yv+bw$1E+ zw76wLsRosIHEhXjRc(=5F*}jA5w0WQhwg7CZjD|<JmI||_@Z+N$dMx<s{_RZDD`Oa z;%7zJC0iw3`H7JpLuCeS^L<-`)x^1lxMi_Px=G~4jEPw({D=vx2rkL82)78k@Ds*F z4B_p$)upxttVweScF20<b1Bs*LC9}VRHzoo9VxZsU5i6inUx-tv?^0;)bd<~?8I)% zkaWhx!m0-4HHwr99F<Ok=NlQ7*F-p!I0W4q>?7_#k3><ZheG!S_vFLL-^oqL4U_`Q zWsMZu7M&JF&eYG?VFj6rL1z`riW+T90~#q%!^5*A8YQwNqQ>n|DRA<z=73L59~j^C z-kjdJlxdV@mAlVKmsppm%4?SXmb#VRE=eq|FNrK}moY7REiNp!l)04cEc`Z0H4C&j zG{2Z*uef!Dvx=U;zRHZ}2sz$d4rG~PCSq1Ky;{JY&0L;ezFQcdFQ4ZucvQ-$zRb%i z?-G0ud@6)f9+4K!Z4f*zoHhuC8c2wnE;W2$D0XCV`g9^`e{2tEXL28Qmv;|xzjS|o zfPAC=B>u#C>v~fJ;{+oB0|l!BYk|EDrXD~U&<_3#u8E3_(vM`taKhwaRAGXnpJuaW z>9!DHwPRB^p4YXXLNOR;lxEtpa$kdCZD5mRs9?Zi44J~21pV7F6+$zMCW9sr0TzKJ zg|v{6HehKKtuap%Km$$FL7k(HsWzl()o|AGW@=@VWxZwUH4?0kY^rFwU~peil}5AD zJp8n-b*Ht{R&ne+<7I7PJ<_sa;Ifcyj;G(#*S+!;5Ks^>nm464KiA7JSGRl%7BLKE zU}c=;BEaRwQRU3}_hEUhPyNDk^%WhxSTbEQVxqup`2OYo*Kt(aS)0Aqxpt8?Op8!U zm$ib6wo9}}z&kL!7ksv8!bo6AnMwIE|BQ*wvJPPlT+NE5$&<trh0Wl`Ovj+dY{)+H zk>aJpj_M5CTFa8l_{_FV&<=%9qfhKN>o*pl2H>XeU*EFdBfUv}Ui^i*p!`ex@cvW& z!hJjhwqm-YPq7{Mu*cBHE<ygYzO$Ek&;5}D$w6Lt(U9=aHIP0SddTt!b3MN8x?}#y zpf!YDgcF3<LTN(c`R)a%1<3gs1%F0dM-oTG465{1hjqdiLXiiZMhp%L4l?#j(BG&x z+ibb}c=Ooz-Uttb-6CkIm(?=6UtW-gNHR%8k><h}!f3*-Ir1{WrXS{gi<%@$S}m_= zuaL9BZNP2fugB?*Wr^EJlgM}^oTaz3xzqNu72@ucdeM}ivrFDemW#S&prto*o+x-o zyLf<8;!^FD#1M-i-x-^j?ioWGCL6*V3MVpCF11)mppaOM1lJ<!JBFCoW)^)1h3a(} z(+`pr6YfdbIG@F`?X&4^blcYMq$kMkyzYB+{51Ns=QMLQYnyc)i;l<NlxNF}D%@4i zYiKoix`%D1{F(xr%q)D!8)>QOJlklEwPoW}=F;=)9=*>sBT&PIhuBzKElW2-*U4Ae zTg|SD%cb!oT}jX-t0bu;c5MDycfTY}sV4pLT90ous-4WUoKcxn*;_u}*lfWeSEZey z!`r~E?{WY)5FLw7;Yzval+#m{Z;7atte4cl)LPRvl51)@^Kz1S6pK=o_NX$xEM8yf zaO<eKxLsXPDN$C{c($(5y`FOKd7B0+2oCp3_2PKPWfft2@|k*TZxb&lYdjtB-t#{7 z3kCL?ik_OHNvAQYvaKj|y3_6No7i#nS=bu3tgtC*Nx=mQAr8Uy$#}VZ9N-V}h^dWk z^fGzTwgPV|C`3Nf+U8hFnkTu8KF8(#<=WUXQdDx_F>(Ejx4@&~pmpTB2H78$kDMd( zHz$)f$?5F$^l-tTOVa&1GmOWfimub<#&UM;{@8OS>-718&u#nhqYio+JzB?5`=b5O zw#=c|JNE$m9gh<X2aGEOJEWbCOZy5lo6U1S{5@$wwW}t(1I_kwe)J=5?_7SxW?QV4 zplht-^+e^Z>bS+hdS+AI0o|+RFnhi${5|~{%bWSLPWud>hxd$!^G3HXfXiUBj*QRf z`@y^Ogy2<gC~#Wno@hgKgw%_Sj!);s^+S9)A+2PHkLp|Nee!V4rN{Myksg(c<xA_~ zW1%MFPifEU_xzR7wd3l;rz&QRu}(^-ypO{!&AHWgN2&`lQ`>djH5Ff~_sJ{9!|hc` zq->5i@N?k(`+xO7**N|^;HTtfYec6et8Z>(;7F(Fr0@8Twup_r)xRD7aTlL~PEJW! zjrIrhWF(_!WkgO(=V)YQ`w!j|`yb<<iw<<gW+qPdMl`mD#&k~B)<4e}(ioUJSzFLB z{XnCBu2TH39^~{)jAWdw^o{JH{@JIvwXuzmnSmod`#-cH1v&u%8&}PLoHB8+;xn=^ zYSSqgIoLSa8yGqKpr+*PZ44BR95v~FXjF7cMy`(9KQC$R_zwsbBNRKsKYHNhr4x2_ z6jgNmc{^_IpO&DFrH#F!t)9V8lg{DCzs6^0`d<(J-25k~ij9fk|G~?yQkJ$^qDSa_ zSAFTtyY5}?`08#3DwM!a;w=j)FA<g0G(~JI^~tf@Pg%_^g|ZbZoVuvyIZzLI3^VpB z>8V)wnv)5Qat>y<I0rJC)5j($@zFYU_{@dF<Ll;{A2AsRK;G(}iRRn25PMVC)-o^P zqbQI?S(djP#rV{T+9FbHe$!b?99#Y6t!#p7443FSY_UlULR&EjX~0bu3VHaMDR&T$ z034+Cy0s#fNv96_*SE>IGg#XHMa)>HR4+kSn>Y>Ge3h1;brMRsi^+}Y+6BghcP%c8 zi90w7mo=ePB!<BnDW1q073V;NUOW*?*n-<qHC4Z06r(wue!5295Jpot62(-(5GEsV zPN73Ib)>y=<N4r<pMM{vf|Neq#3~JYAXef}MeJxX+z|?dHTE6^VQ~oPr$P`vdKTyE z;C>k5bQ{cX=mPxqa7JE^jXpcMl79cX8=i|%sih#{6J2;(XLzoY)de^Kvzdr4goo2| z!8-k*02<_#s;p7jsREjuc5}(GYrU6&hrvoZP8AHWhw1>mf?69|FtUyN<}lY8&D8|> zh$-RU1$=UVOJ(c&iTC+fAP2)d*Gh(!<drCI_lBBqdHpv?&y95}?2p0zeKb$OOsjOy z!ASyIl+7>wJZ7rVE&22cCmaT&q!F4B_@8<bY2V@fqIJjITEnP8QG>M0{dRLSc_lty zygHuI&0CEbcju`)M(gl9P~OrT=K_cu%nKHgBq_jsTYm4J9yRcjA~x5H8JDxKK?<6g z2@DO4iQ{J)!SZ%#Df%tl?0b;|a@Z>95ij-*iTli`-&24eDT2Dgtpm`hO1Mvh#;`;m z01BEk73B>yP7X~h6(FZ$8S9?kS7RMJtn`BeQ|IICseS(F;3I4;9dyT7R#CjI?Vq0a z4`*(`onRS~T|8zkE&AY7^)(q=w%A|$H-VA?U>!Dmc-db|Xb~}Qpl)smzW;S`U}yO; zkAJe={zr?$zuWAOWic{wXwymSIog}KYW~9@>GA*V_@C|gpUcgUL5f>3K>gcl^bf=R zkLIoY)Be9B%l(I6;B~4)MkRUx0YOl02Ly@fqxt7a7A4!UW2i$Q0A&KutN&(-tp7g6 z|NS70jBHH*ahOZ2i66n^s{4=pF{sA!J0J`ge=Qbpn;Szfu0J;S*1~k34D0p}M4^!U zOkR6y;gXh%r;ew(3`sKog)$t4W#Kv@o%o}a;s;+>atUtQ6@31a)a_!`?(<FG^~Rqj zE*@v7urT1gu13_^kTBOz#>R8u-JUSN@gDWG-dC`o5DbFv(j!kxKg#FKvnwwy9>d4? z0ikG>h!|am$)tN90}u|(nvgwWtjKSY1LjDISV}gn?Hi48;ZE?*Tw5}m`TO-cq|7V; z^d}G_W*|?~BdZRq4w~=-Yhe3iAV~d^B#`Xj?xL_^4Q$+GEM`+qBP-$NP>|u1;roPX z!GZCHUFiTVr1TRmrN<-@fU?vc6clvw`~Z@-8JFF=7FlEMf1@{}@TC8Pvmpa*wsmHS z9D(&uo*65z)WV$0^@vM@Y6kMPHvuA*o-#cYSzqyr0O&Q#6Zz#~eAw*Gu>Z>4E^a)a z$tW<DE|>H_s0}u?&kzl>p#;pOVKSx$k=7^R2=cMF42dQlJHS6MGths)%$Rm}<5nl7 z<}fVhm)19(GK%hZ%-)*PjOr<6G4h*EiVGv`-XOqk&U~()cC2<NF}|<9cMRP%ihqYV zQ#>N+$AV&7U;^Kx8!0_OIOb;hDG140YU*{0L)5M3rBp8}Vin;hhS#n#o$w&-`zw|C zr_v8|mHZQBM%5hvYL!*9;0Klz)2A9wsjI}>2Q@PI2TLPJZVo<I=2g-kl=bP`P*D_p zSVWri^I37d`@K40I)V7upnF2s>sv2?0barNG~9UE#QVJFkKvq!6f0!GK1Q|6o|{_u zbXp`*w&265i-I|@3xv-S+7&{fhEES5yo)G9bHu~28=S)NeHHS|W^rPYfaGbBr$Boj zBo>GEoDIJ>l7P21amEcM@p(Uvzzv1IMgw@5MLhSDT`uaqn1NlU*CE40bM!zUFcVCx zWuYB2-t#Ea)w?>?G|trA+h29ymWP8bI2@~05q7oUzipRr9v-Hk+U^!-Sq#@@Wb?k6 z9HWc9=lEA-XQxa$`4lsLWrzeOjQ*rZVxDUstOBA;l3fCMl#&2tjBn95SlY8j7R^#D zYtD38Fqp(?p~e<8)45;*oSr&tp0TG}IJ=&OHq??l$qZ%cAk6`WugdEw4?-_$vZAiD z@4;L?O&hPO9WoeS7H+BU{_Y|4vqwWf=y``r4>>E)y)h{dAU?WXH!1;Nz|=r8(xeo5 zMLGT`>*=Ql$gY=cDN;IPEP3xq9q_R+WG+0c66$I$KsGcNeX9=f*DYBDV2q$xuU0`9 z<0W!1KuM9cA7Pdj*P`uzjmup&fl;S(k{u3lBT3M8=yqc84=9-kL1j%i3SR|mn;+)u zAE-^|-YI|LnG%;_&WZ9#()w&lhooFCO(hXqD0+G}{ROrl<4CXhGv%$JY7as28%exI zX@|1xivG2><j_&4;dUILgz7M{$JAr|?D=QeEBVv#==!O^RqL@uE>lDeBzX&-w8wC6 zWBjB@a0g6OJi8Fqwo}`aaWURy={a5Ls0Tp{x4P{upZh`3s&@MWNXk7qPL8EF9JsaH z-QyK$%AEcgb~)k><Gza0?$KGDqmPZ6WH7`qIhAFy&z!(G2zzvMdWTEc=4v3nHNfu{ zCY(dET?tCRgsMA{b#S~F%xJz1@r@)xcLH8IFFzL^&qs>loAW$Pff-s4X&@i=b$37P zM?@rv1ZFGEl{+)3B_pjFv@}OG<$4jK&%#wVb^iA1YIB+!7Eh1QnX4;sk=)jYM_^Nh zp+<b-!|9NZsCi}L9qw|6vrq0FVIN=p)f#1$H3x<PKIqlY+z8HC!DXK9j7@19Gj=cc z%qu;$o{cy?y;^3#{Y*a7T3uQCJ(H%BpbTD24O4b|Z3L@oIPojCm~<;w6IbtPr1U_? zedh>rL#H0$8ah?TJp65fX%po`A(0u+5Jbj3PpR6p^KCC6^XpMl2D)2r^IA8I5ux37 zvxd31M{KhPyUkx;cuV#aXr;ny*8h-)T8p-wP6P7duT~vO=vaDpKKr8lV_UdB71MUO zAFp>%Bv%^Su!_k?@|hnk<Y|DkR)@c{qe6#DhXBFqYPmS-?6o<QWu-PlqjC=A8=w%% zrV5W7co=z>6oxTr6qd_z5^zu0!=`<%)EJ&hGF%>;2Ha$zGxcNmwJvTv)<U@uK1oWa znKB_*<T%-?8cDfe1;S4^ixfWMwJS-$e{$#F>~j|Z$)t7bOlK*IU$j_mNY34+IG5TZ zsFQ$sMhUdl;0!q>zB)@dg{mOOH9pk~?p(NC+vMZ)FK6DFgu}ypSz{52$qM(nE-w4N zZu;epg2K#sQO*t3E-OG=x)&YW9hIS#>ICCjOwEm2{(jUeQ<Q=9@w9#wK2JQ-j{l|- zx1ZcuYPL!}hRwgk^w-6VHg=1H8Oi$_R<S;z<iaviT`CSU#R_N2WLWK2hyS9*QGJ~< zbgsF#xU!F@%>L&8XImn?ZB{*(f19iNr4iO27h098)l>3F%X=b2DGO9vm7E(lmrs>K zO90J3_I84_-DzC;UhAM{+<{6yhh{@F=`#HY45x>)8He=Q+Ns%wdWeN_RV~J(pAG`p zD<=ljst?}f6$5ZsE=u>_GctEeT}p)S&_Jkf=kMq_TUvI~fj@|o#Qj1-#H{9|UD_<e zbJ@?QpW~=_-vl4-Bb-0t1;I#?t#!Ln41NlO%ftJfb(aF-AsqeAnB=?^w}M`MqRdp! zg04Pom(a#OLc&PPa|cz{M=5??r}meX#546SJD&PW9MqH5=(%@NL5>W5I(OVeHp0Hf z8CQARDa|Nnbk%WAT)AJO>vqscx`O0j|G=d=J5u?xY%bDo`f|L(8D;Y7Z9Bq53^_Yq zIY@ysbNPghLI>O8rdwY~QF)6&pzF`qyP(sXEfxAl+wLY@OSTJs%DhZh;!|+^uy^o% zi)vBf$o{FxOf~Ph7K$rjXlSuCy*R-4h4!X=&TR}I;O`WQ(EsWtar{fD_?J-eFQMXJ zLdCy?ihl_e{}L+xB~<)NsQ8yq@&Bt(!T$f7P{I5^6)HIXKMNHc|5KrY<G%<MKlwn+ z|4mr*KSU`rn=~e>v0D(gW>g;(G*bUoysoZ?0YiuZh@y}7-;B#!Vzz@}W8PeMtUl_- zF=cKLtwnGVm9I@LES1P)>BnqrTUx)ny+7X3d|554Md0NXKOMR3bbozYzt22HNJR{} z_6S>OZF$}r$7Hn3C5|HZe7s!ycs6-`KIuybrM=x>u6+A{OB=m^-fcZ+Y<+puZDc_A zwzeAV`RLr7d9ZR=&7>e$zJtT@X>HHz9d}Zku}3WhCQ5HDfnYyFZi5>b<orHh&ErfU z+}dG^^4yGq9nk~lr%;JrkdwZlZESJ{f_)6^#5#Th!9F9A65|noXuTk9jYbbS3*IxI zE5{oC*}~=0a1P0CjU3O!3W<$v#=QLu{xvDclLvxqpW`d&HNcS0^MEy+myU2@t&jxC ztc2{#!vPSY&&lh>n+hW45Q7Y~lQnk9O7NS@xB5VOe_+3WOREQTZq3}>iu!(pUI_Ww ziVi~`{JYdT0GfCw*ww>xabvTzX8`riouHeMHW6;OUT$5Q+B|O)NeFG9fCfZxMSnkl zt#5p8sC}%k(7HCg)S4djph1I8ukpRT6`@K~diESG0bZ#Vq*go{ZDlkLp5vt#zFrMk z;|>&D9YP5%>Ke+yGz63>BuoED`U#2&9Gv0U@?x9eJ_*vHng+ukQ&(w&0eG?1WinGf zGA$&KV;@;-c&&|KTAA;U%_iqG=1b*%rq=>iA56=xOHi6F{oim^(n*$79+yd$?ISSV zg-!C(+(?dQst0z#6BM%7*C%!&v2Z3n(EiSYBuFNRGdrW<%vg@dHfA$5`+ze52cp#c zHhyBm$+5xm*1i}l2GxjTB;(MedmM)<QVL$KQX3V-UvL}sA{-1aP)2hw+tN{#_1F?Z z6f+rw8B)?vMQjWeqsE?MAoFX!fVs1rn)E<WPEJ%+V$Gi=e+63$P&2;<!AG;o*|pM% zU3gIvP(p$LB7YHUh6Op;&f_$-)>IbiL8GA`I94K;6OFXz-yoQS-)Jc%+Ik2s*md|L zYV3DwB8ns-=Z0eK?icWHW)cN%^r<Q{9%Co|F2aN@gL4&iM|&Mj2-~7Y3Cv7@i*u+) zwl_hhVB`m<i)-+|BIpb7htoM~#TJC0zEI|WMr{bmdk=K$@V$x+g$|cBOgkjXf2j40 zU1YRvWxzwVg?C=I*aeJXx{=#3!*O*?kasI2js60p4Anl*HpDx{rAV_KN~j{(<kfdl zXpNYjhS127Y49AM7FSfmAmM7rhgwx;#>T!0l|tBcniT+F*hH|Uhob{{wou=L^49Dp zE3OqozL9$L>Pw{BMON$u2`Tg&0PZ|s2G*ddKBGQk!}$Y8TCq;FsCEKn`-@{{OkK<b zgTo;pR<K>TCKj00W1EPHLrfKel7i3;Y7R9bL|FAAHGA*Ggv-(PtDF2pZU*cmR#3T( zF9n$`_t-T1Y89#chWc+|Y$W#EZsU1w2?M{&&Af(MYn{>I4MGI%n;bPanpdnssQP*L z=iJdoL5Rkv^qh*W;kQyIzT<nAa}kUgl?eZOa6T?D{Hc!G=!uH!R*;a)lTrLAg+WQP zpZ2n}RSJkPkzAOhmJIM47)6N^Z&Bv>_8`rb7$V_j<q?X-85pNa^xar1j|NGyvom$z zh8`HCwQO~yU4nG1hIz=9-`fWlYi?x~I~xo1W`RKSg_BDYPV{-GgB|K&?TfFcGvGir zz~Ps7$`-KwU1+2yUi+6tu~JrrrIBiDkqDx-N*Ny@+jDy*qu+&?DkhuSaNv?$VU{Nv zQA{ks`o(Z07a8FtsPL|qb@Us1hV~s5^r8Mh$J(RDnjdrkuYH!uVXTeL2sViMHbMIV zaCLaRqHzjVXpnS|!V~&9MJ0|CmrDU@lqM39=GECA%6-~V17hx#s=iD(>F8KJg#D<E z)vvvB<;Rz8jZJs8VNcV$l2k#jIvkF7RaT(=4oLS(g8)Fg&~-1s{mP#pB(wwykEbxI zBYcaD&<N7Hr>Ip9y?WBZt-RLO>?}hR(o6=~7H)2+%NyB}hD(@US)o2Lp=_bz(3lz9 z*r|j0_f2~T?$iEnqD0ugQBm941%D;&$^~6;MEl|h*GYIy=}w`4wK^Q;gd?+wq1csw zVcTs(YKRrNob&{JERI3Gj%kELN2_fLQI4U~6~?!i+9dc;$|OYX!NQnvpUEj7qa~FW zlNXItqVJ-Xk-8t$f_aWFZx$vtfH$uuLyX~A(baF)+E>S-dm857UW7q%pbUWjilHK7 z`XS^{GudAWVsKa?L8{N6;Oyl)%Z-br&y2#0nZ(@}V-u8Uvx~@h49zogNU82|c$P)^ zCF==q=<Hf8@sG5q;BW@&uLL!*;hI>|u_2nY^K3Jq9AX<<Ke;Z1#yX5pj}rZ&;J>nC zp^$y8<8_jAkQo!6ZHupdQ<A-#<}blcygOuwY31fOKB?lmhLYF-dLyP)tmz~5rL@3h zmBixfWWAizj~6!zl3-C<X6!^Vui?+iZ+}L0O3Dktp|Y!}Y-=1}UsrxsDEM_n+-r*3 z3d9icyCg(=u?;fq*{ql}P}poN{@&hI+s_et%Yuk#V!)%)+OKUYmj>93X;e)jL%ukj zZ_sgi(qE78P+u0IjX9|wseB_+`xhiByJ0iwOB4_BCc5?|+qlK0gC~ZP(fCvte1rB* zNR-0yE=6gJ#=K#5b8$_qq8m?2I^C(>tmmG<%&6OU51WhI@9B)Ih^qP4n5bcB&7x=F zBMJEX8(!V@7K@&wSp{#S=D*#GF?4#Z@JUzGgj;B{B|MR1meP;+-iSy<-6y4=G7tJc zUs5D{WPHZHy%4%vkM!{4Z2zw$hMayy-0@z}J?dQ0suu6*ZG=f#Kr9<ktfOS#fdk#e zRX1<CV&cv?qrJOb(>m2rq9!5T0hm+VPDZB10a&x`v*0LGxv;491jc<|eQ3c^`?Y*v zl2Kj2+PGRpl99L?ch4o?3FqhY67r|<c}R?$XMolFz~}t|e2-T52iR{**>B*(JEFP+ z;1K}4`FiXgO?UTg9e$mj?QHMvkI&QAr?i9&mSFnkhEK9g*w4dglMwHxlEHo1Fwurb z0Gg(dWqKZ4zDqBJLQOswpWRJQ*GBJZ5AxU|$TrSbza$<6>_|(#HNFRgVPDO5R-b6V zn1wgQYwpIa;3pyh!@h<0V;3fWa25HKFM%qEH87w#C~}3z4%MEXVBr?k>+SEC1)G|l zo$T$*wxgNuEr4+lwA<Kq+s*5p?VfilRJ%`)Npv4!wr^afi;-xBgr?M%W18PpfP!KN z@EguF9Ohk`Hks2^=v%j%zt!PK=&D>SB(FBzad)go-Pyg(x-_H4+a53Ejo#haahE*; zN!c10cX72g{Qb@C4<Aep2R~T^tS{%|-h9@6;YXoDOTA1i`v!wCR#YMKwM0^X)A|5d z-(3&=H(}oY_kus$Pm&H3+yANH|8HLX|DoXjpSB+UyWr0Rsx29Gs732Fqa_HM;#vKh z7C@N>^!mS<<o`_aXXp4&d(SVmByF(U5PvGxJ#h3kzIp@rBY=$kTFn3g<e+}iHRGP{ z+aAmi{PHdrLsP#njuBDVz^JimW7%5rT>MF}P%AjSCnf{rv%iD-ia5PR=I#nQ7i`<E zKfdD-HMnhAdf6B|#j^n)+{sbAyLY6wb{3Har!hG{DlEuMvQ0p5V03@`{B%se%3g3e zQt^1ALcJ!Jd#ZU}$jB+oCSF97mw6`B6`h$*7Y|bJ&v-weV-rYSxa^~ZcDX{NB?%m! z82Cio26NY>uq^{`jj@F%shVW2EW@=p4e?YDusT#w6T~SC^ql0;<FN?3ky98j66`=} zJl{%<t{SM=ykmG~rVQyM#SMe5qcy=froNSl*Q2|3uu4QDSvq@KdCw{7+3D%UwKIh0 zfHo`VI3aXSr0VCUHyW8F+`>XROH@}X@jQB73|DOfS?d2)%BVn)&IXAQ4xAevt|8wg z!A3$X6Z>~1Tn>;#WX4Gt5$CAW0Jkum24$)o<9)VV@&afibowBe$J!Ci1QlIdy(4*W zH^@@(kr;x^lDW#{{2||}5tNf_UA!4kUxy~txdHTu*4<--8!*wNw^s+PqauG%5hwC} zRd(M?4QgBDr9wD~-H7AesFJiPTTm%t_}=rueL5<u$u43TN1Dv298-OtB>shcfUyB# z@RA6kQriOA)v3**>o-0qZ?|*h<6=y~_ytqBlAHs=oxfgFLZn8S-+NR_)yfR!^2|7G zRp~Z5bh#yu7JQY*E9Hs{=BF;mYU|2+-V!yD)XDf1Ax5_|w+*b%m+z>))91d7aber> z)eWz#6}qOXD5@?kBH(j_jrSXINzW&ibBxO$8+Z$2Wc{r{e~zt{wLv&G>0Wrt@|BKa z9HkzG&L=%Ik^Fr=*)m<qFw0@xl5c6T>F*)xafh}JDjT@ArMozd_Kw<_2IZlL`-h2| z8@s@Do4sG+ghUvU?y0gS2{@&YbLs2VeEVnBA1IJD%C@l>f8ih{JC}Fzc58jX%%0J? zq1|HPQfeT+1-@_0(ph)BE_P^iaHfCK-&E=|qaNrPe8yv1hr;<OspGP@r~@Eco!PB) zo0!BQhZn<>ZrG(ceQm^6O!4B3jj;lrqssN}lr=1t(oKl>@tZ`I&Mt|_kYuZ%4bxJ4 zJxl}4_YIIJSNcXgn@lL*QXB7Q%-*Uvitm6j8VU1h^Xp0XrP#V&XF?YK;O_8ma(KO5 z!zX2{QdrU@2El?YAjF|q7Q<K?iSZ%;0=+Uc9b|^;!_l6_lCPhpI!BE6OKr8z%#;SH zkK;R$c>RDP&}(^-!Y~S)Q#zlKltt3SHg6))^ajq&U36)2g6xxuBu=7o%!K!;|5Rus z$z@!NO}-Ef`D2vuC6pYXh{$AVzr~m|Dq=0?^2KC{+^9L8VElk)?O?k%DfTp5n8dqN zo2zx>hSUw_b8$8TCSRE@bv|A1HCD;x2ToO9Gr$`4YEy`&oD$>tT-H0Z%0%=`;1QpK zD3@xXL&U7|=0{LjIZ7$}!~?WchD=w-H6dE8DSe%MgZ>upRznJtj00s-FG^8J7h){V zQ9)hI4O5h=29_v74o)GBdzVi+Nfnl8q_6jCfUqE`Wf1O;6cIYFe|@T0tB6t%C5Shg zHL5rj^!^s3fEk*;A^_gH+Is@fW0p8`8_eESq=}!z?{biG_YXV~>Z9=HwDY4<N`{f@ z2-oU6JOj5PZ183Yk)9;C9{iF6fk$m*fee}u<Tg-Q%vXhV8YxKL)K3SBzLd5Pd;q&W z@HD|q4N-38qgJ2lWl|>W{gYw<G_Yz6WJe~8Qp0%9Gw+h|CR0_yd(R*+VxB)hooum! z>mZGR>=epE5+GOBh<-`4ibWI36p?L*tcgu(kAnIu)|<l<DQGc(o#4Fg6#sPv7|n%k z$wcBv2CJzJjt002E2?uM#9juCYG+XbGcP#H<blV7(*QY8!^%MpRD8S8HDv009;6@~ zo|56NkN9dFoP<Vrts$hmCl;9e@BleF<k|G%LRXE5I#a|&CPAB}C1a8992rMv`B|-l zQ>n=LN~>_X%U=1<up8HxP|)mX;e9sgP#Ufw=54td!h_yvtfS*B6m5tKNAHz54Y=?w zxL2!0Y1}E3li6GQ7qPsw190<pWpeLj89AM6`^k=c%VMATOWj|wb1@cdcoSfV_dbL4 z`k(Yyf=BnmuE&YfW}92i_SHCcYR(WN!&)f~aKy^Dasa(^dp=LOcXi#(JN?E|hQ}hg zdat2rd`u8*&eCfc%aUUVzr$_)Kgi4{b2ZvGfd+1{M2wu;x47_Ja#p`;g=VOGNff~K z5$p2gn#@G<w`-u$B1MYfyyzi_OjFnUgIagty?BElHJB`Lnob!C7#^V*`o_tT!?3#M zb4^U}U5l@LcZE>u>y;okAB4_p^HrKC^H^uZvTjAgy*Pf{)n8Et{_;gK`A!60{nMja zz@R-&g4d9Gm+h^jAQO7QCZ43^YOCb$u46a7Y65^mam4+S&H|8Z&-5#0dSRzxI3lhx z4V=^Y`J9O-<NEMQyOegIDPn4D5NO1@PkF_SH0=YIp`lg%asKE)6t24hWq%L~j4o34 ze3W8@*RUmFP@<Qg29U_8Rt4QX2t-sQ6s1xRxbs=F708J*C>26c&NeR9W*_QS#SU~! z*1%dqO-DG4iGY8<0NvK=zJ@?9jjv5{TPt6M&32!$C0+F20@*&WTU;Kw##x9Xn_#9^ zI6|rk?%3BFwPabEpp@y_VyH_#p9Z6|?kKs)$YYyH{7#iG8`#JVKQC(SNe9RzB0wJp zj3Cf#Hx_1{EQ0}!UL=mwR&gCbD$oC1rx86-s1`<|sjEjjxMmO1@lAqXx99C&zwV|i z?0wsWSFEL{3SK$HW~lB~a_nmOVWABt1m^Y#_7&`nxV%GpOZWPtAgHdFQXnJ)-FGUF zw~WaXDdf9UgO*11JC8@L4h=+20&T5>m!R@iL+ksBv+2SdCN=UF{SL{c9mMc1eX?&P z(3Nr0GOU6LQw?Q7$dSUeeivzI2(0og-y#^&2%|6zDiKj%<wNcuPh7HIFY~hf)$;wj zjcx?1TfD)pk)TMLDkr`a74DHqYyhus(qp*)y}FG8BRUnBNh($RKKzaXlX(^$>zAMX z#R$dIpxJu1<n5O~HxxvAmzqiyU?@w+Z`2K}0;;B%#My@;-5^D0=ji-Dm-gh!@QVfN zxJ05{FlINf6DAl#VZ6O)Tij$a*uSv_wy3+a%GcTCDPRd3>N#U#Fqw5vZH}l}vr^%O zoX`sk4&4)@<Cg*eM5?{aI3>)66e7iG5F-Unu_>%4|GaXD5tu}bnd11$D|Y`>zY|Tf zBLpv#Y5A?1W+VV2{M}C6eK>56h9S#I-|Y?B#D_22*Un4?&ooh)Fxkg$T5SUz-l)ul zv)ps8SoF3&rbb!|gGDL33p_HOZpe*3(nO~i4ohX}UK&RPFTE%Y&qA_f7F)kq58-Ha zEIuP$)I2n!P`RP$kusTvo_H-(NQOg;uIy!%tdo}>>Xhp!<sgZ|F8n|r<7VjtkI&E8 z7sa@Y)C3@3&^FPhK$`=a=LTX@>M6ZX^*NiRzl)exjH;$^=>^0xV05CJMt;BuNWQZ3 zOZAmTuN^h6a$O*^>1GmE8;bgVYraKgt}ME#irGjQltD@>GAXzi5s58bi!s?*Mz0%J z<tGEHNKQ>bDWDTQ%*J38h0Pi3Z*cm+kwkzkY+p%_U$4n0X^6VfoAF>=)M~n-(vmEu zjMOKVy21%;{AW-UiE&Q1!#n4T9TsaFv#N`S3t`lNnhU2Zx5TZJK}%QO`@%P1R<YcF zLxW<V{}1UU|NAUlCPrrZ{}A6^ztj@1!TP65?#sT3zPm>N5sQ(U0SwFm^LO{zP#W$D zUk2{=hX<uY(@ers$1<(2slv8Y88sBMbaAH9O{>3mqe?B)&)41Q?bqOP^Gf2g?R0$l z9)p*R_jQ5Rr@qTijVCj~Ph}jXlW54AdNgobLN?vxJ9GPb4A0kpB=EQbJ=F@VaVk*8 z-hxf*?Prt5h47}ZuXk?i$xBYRC)U{?rzjid8-L?wHp1$|>?svb`iJIEt&LfneCTn& zgY0Tu{GfF^Yl)871kU|ynO1mXCHAa89Bvw)B>1t+Q$NusdHu!M?qgg-X}@*CfFuYu zCU8$?JY*CNj=af40sr>{0sQ@+?V|vnNH7JvfyzWjd@F$E5<)VGXaVA++m+GXTu0sc zwIh5KroxIz`_pOzOPhEr&SYJkAYl+v$2_x-`@R?7r&=@a*z%{L$~ux?>Xkt=ya|SV z@a|9=W!MHgGToa4w<ZST<Swdt2ZY!A7IvnB559^8$Tg8YCyaw57hK&KOyiadrOEQc ztcln-1YZd7ABv|D>l7&z-OQ5g@7SlTT<UduqpLWyF$X1mi~WUr3wq2Cly6EVWru&V zu5QDZ$zlR1?-y{zConHhNTkQ~!^hVL+hVowvb4sm_m8JfRdqH20QDgF6?{vu<QYIs zVwiOq%<AJ}#nNK$n!ff=n3V;4?<jvY5NP4{BjRIVjg(J<qV+E9`4rsvWEfwl6HRWP z*L*+~Sfni>b$99YmkWdT5w}D*r;9_XdTGc^ylb|u2>UUGU6$)g^3XsC!v0wf4?vl; zl_!0ity%`K<6^Qko=v`+-*rvTnKPazqF7vPFJv>rbnrdZ7gn>2rE`&li!Eu?)*O?H ze**xZ0}8Ez0rs$g>u&_i^)xO6lu&CRjCSaDjisIF?9oItN&^g|rPBA((k*~`b(NBr zB#qLRcigiUZ!+ksk*19~j{hl~f__9oV{k@F56f3=>D{xq3^QCGqU(Vj1Y@&E2*5i~ znZLPsYfU47;TDFo@#g^i6U$Vn?>!h+2_d<yY4eW6%`=ijTf6juL)5ST+%#>l&SrJj z^rBY@3~V5|^@ya7bp$e(3{0oisOLRa*2DODq$_*EaPeI1I?@e2u@&={(;fM?x_}es z(p__ApnV(8gGhVCf^hmVn*s0W4bcl?`0;F)XT8KTgLq*p+$$~6zL$2iqS6I#SpB8? z*`6yO`-lni7~(c7?kb;<%>XBl9q|%k>(o`$iWmO2l;vrdyWfiNOrGusukUDy=kKXh zg!tr@8R4b6cEkJN5WKegEXp@-!uW=`&sDG^ENm^pCtyeThS<I^7qjk(`zCL35#=4Y zA@oq7!-)5JvdRncSt<eipr}XtR%PkRhms_%jF$?Mb&Nbb*9SXxA+y_M-2YVBNH1V7 z?PU<~WPGL@QCrO8y6XC!NR`n`rBZX-*H?JdOMmsy%=#>75o|fG+X&S;Cgh}y#@LHp z3LhqGBy-@5#0xji$RjaT#YnStUZUb;-%QmpB7P|^-J>x)B6|yX=$NIOY+7|(g<++S zFb<Xz-bt!C7IUgK(1O%}lU9pEjk^*8v}6Y<Zr2`Q7^bQ+oW_zN8Cyq)cNN<zgtmZF z6o^Kp4u}Rb4H}oi8217C3FbANY5Xdw(?It=u`w#ir*xg2hd>$W>DjLaVKvXxv13jz z;b>>aY`r99&r!eD*xLa}A!JBU3Qi4o4g;%M&_&T_xiD&H>^K){|Ea?MPRiBJ{S|l& zGebMk-;$VCATZ?IZ|)Dj@)CSTzZ2ADj4h()gFd`U3g&yHv3*5(d&YZ7^EmrzT|QH# zUeq)zl;5UEz;4`hVod;sZ6X^MFUp@Ln~Ka*O%Pavhs^%%*tK=7#anhnwmC|flou?Q z&6iP#U~7A1*dL~}fK-$A`=GFZs-(DbK2hs;;hyUZpqsvkrj7&crpGo@TjAnlnGN^( zTDF>vHY{yjWtd-smw;QVLH9C+L^<70<#VnfbFtxpWQtujr(A~=!m^Q9Zzk)U8C>gt zw7Twrd4Jrk&+AO>dTb@R=vHwwD|-n%nwi_GD{F5J$<#}OQ^zF^FRb_E!uZexQ=_D6 zSu9ya)&mVf!c8HH?<nbpicglvQ}D4yHtl?~H>K}z$Xu(MhO^Dn8n^pP{rh;`j8gWs zlC5G~ukd?!kVKgRj2ez+L*uMHTI+yzHx-pl#_CCfJ06M#Z6scbh%n3?D#0n)R}him zbMQk?1(AjXUdYF;241>ydyjQ80uH9@1cc-f$PE>$$0HQCJzi>BYO4KvTynP@!iOaO z>1^`TFxf<j!7c^!5=U{WkgK+d1xHW<zQ9j-U)XU|R!f94kAY!fW$O@F0eezQgnkFz zfLJAOT1&Z&D*&uT{1`vj^2KP5(B+s9GqRK3mY7aY07p5IhP(i|9V|}Ta(gaEgm|XB z0EBE{oWMiNlicPlK+aNrTwolfG91MhN=GfDVXnM^eD)Yu{wT(DSe(GO?O8kdq>a3Q z*i1;Az#Hrnd}0$p@TN<+S$^0%jFVi6%hYd`JOiWQunj30hU4d4nAL$!XfC5(`7;Nm zUGht9rd^fFr%~UHdE<3t{c&C2oR%7fqb$L^v}6`wcG=qc>!^;Ff`<SP1witVj{55H zFJcl7nsbTU4>&XuyuYwi1X76B$#buxXUL8>_J;3|$@7IprEL{~%Ij^K4yx8VnhkU0 zEiqfb@Sfx#37cVafouFWH2CrMHZn@C6B=5i=z3Ps;&WfGMs5l!P-9YR$yrmo(y6j7 z<@^9GF`fcmVMm!JGAzG+PlhELHXMXt$?-FJeWG25kCzE)tDw}3j5Gakf1UezY3~Q! zN}w>iHhlaPNB#$bZ03IM{bPbae(F!${5zGKcLUWQZ!PaP%<kyfcN|ZV^iW@p2y6Lh z{#d!QbP|$ZWtU$>W!uO9gpe@{$pe&Vynpi#RT*P@dbRJ1j|J31ozL~*$;x(9PyDsX zIkl<Cf%^fT*o=+(o9zJvbQdauPt#;Ys17>FX#@1@A(Q|-p`l0NoA=m%wNq27l+-t! zGO?N&`-d#GFjLw9JSWCSIj$(RikcTS)xK@Ap}GA6M`;Q59r<1GFt|`EcNS1`x-dOa zR5Qouqn-RGLs4QRu5b_Vn$&-g)7aO30^aBQ=pke!2B`h}Zst3~VI#A)TMXF3$s}vu z5dX#zTcxEk`&j2BN`=tPEO2%e?8qRZo^o)M|Ci7Sr5C3t6+MAxc)I?A3CbWl9F>6? zr9W!B#afw&@~lje_pAk$tuvVQC^Q$kAY`a)gjiD^-rIaKi_BY7^%6vq=ZX-RkD;2} z!NdFh5rp<oUIN$mGwgbq^l5LAU@`w5wZ9F#Lr2EK?!+L(_vwKa^B?|Ym)cfBb857H zK3R)FopMOcp;5hC3T0ku3KJ51JQBI0YjK7N7jyYZn_#ZQbE)#)4}=Na$fwB_7v?`( zEI~>%k(p{PLoRWZo7JP@&rlA(2;Hjcql~?q7*mdzYg8eWAM22;sU|ZX2(;-=8=UBJ zpd+`5ne5IjjGVtLMM5>|T9cW(^3Tkd<eObm6|~n>N?4b}qz_!pS)|{8wH!KutgV<U z*OMGSL3VjfZK&L{kTSnEs_U8eEfb0+zN{{FZPh*%;(xAq)@IAC=qlGrt!upPv1m%K zcoherQ6}X~k+{h-RbE=GC>I6zoFz=x4b9czs0@Q~*J2DgZ)}LouO+i-Ls5wS)l>3b z#`x=1B(D<z5E_-_<TTw8t!XM$tLDI&J;q%pDPni7nMfk@E2)YkxInj_gdxYx+ECt8 zV=P%98V&o+=pv4aYs7x2zyGqT<=lO!b7>W)3ydV|LdnWRIBt>AJFG<6L<BFn?&`^1 zmRXUz*{WU3AH!SzxS&Tn$>Y<Q0{fr=egYVTuo`RCbV&Ad0@A3*@el*xYr19p93sR? zKRfM<F<%@qB8&?e8sN9&QdiuZl!u=IEAr#bA&^NxQVD$4s4Xg!LIUNX$Xgr@kV7AB z<h_d3!`f<zlX7x*W6R0ig~M#T38ab$JkDX!{@zC=07uV!7gCcQ=1)N#k<35Mk%<Tn z9&Om^{Zq6^)}{m)b)5d9wA_=HvlV7W52LX_z8D`(beKD;Qg|8hJwu7gFmL4o6|1<g zNVkB0R3UGZ-m9@c-P@Z<8vl;Q%H>h(ApErqMp-GqRUd1StKkp`13Nos5gtThsEA~y z>SXq&is#Mg70}#NQ-hNUvM$joo6`Mo`3CdsOac0@0t5s7|EyLG13Slm`rW~vu*Pot zDcpSG0ATmO1PC#hizz=pY&4G>Q|1nEk2oi|*H5K5YTouWg_vTJ7@8U$u7xGybMbmL z<%fr3Vp2Gt!9(JYqlHfsS9kE7ox5Z0`^;{O9IUET7WZ~Yv~CjTFNg3;{edth)Xuao zHUjp~qsZgqk8>|?hXk;xKX!%B8*;qs39@{$Js(hiL{C28c!_w0Vkdt#ZcYcv69)_m z;+S`R{}dd0mHm4yv8E!W$)-LX31Jg$mB*g2emU*3e=DL!LIQo0bB)I<yKvSa``NKp zks-SMnQcg&iY5aogoKx5vJGxgCk_N+oVAFQT{%B2B{0Bz#2Pr?B5+kA?l#m}3wwhM z#KP3awc?w^CPi6f7*G&|NMJV!G)>Oe^gF*&pMN|I;RDt{PS!KBvxxU4mG?0%eOr{` z(<A+>^a-;u6ygWVxI$&!nbYk{@bQqdBjeNYO`iL0^ZiM%VO5_bCAMJu-UcXsLRvUG zSa6JsyWC523352Ok?R>qUI8S~$Xsiy`nJF{?gzOSM42lq7H)@)#tDRI#(b6ehAA5~ zpIosFMoCX!l}Q7ExZ8CTR0?Do<*S=^Jg9f6VI(-vk~<9)+z+ZE<3lnq5)>uHjrsCi z+OEhn6A&rpU&rh1P-4Y3=a-@bx8v6y_PM6<^ys3i#qX;%5sA_@k=FhFrT2E41GfQ+ zJNU5In0qjAo1!^g<vSDSP`1luOMA7aX<vQ01xxL+y5FlO9)ecV@rUn&`}1G`XoWX> zIw@R@-cRMuEyA#mYM&5#xs>a4SJRK4Cd3AuKF<4mU@OY;gEdSms}@y&_-Wy0V(0HL zBimSjsd&KRUpLpVUlKHj1dshY(a4yqf}8srFdRoZH<2%L2W3GCWj2J-^fcm0ZXkv< z>#(bFPpk17LgWfAqc-qmA-tr&Y^4t8UOKR7=GHUC)bwX&^%)7*cVH8A{B%&6I1Sag zJXD39sq+!nDveNeQNcTV$O;uy24wvQ8I*7Z@lMOo{l@o2lZlL7sp_iOk`6`Pt(P0t zbB~3{qlI|lGZm=}X`}HglH&t4<9`v#&nwT8PN*N}HBKtjk((&>#5?^K`duhuUpZ<? zDeA@Pwo0=e&KX8DrZ|L(8R3pHl^M}LYW&xxfdG|~(97>e#Jiq@Q}Pn2L|ssWZN1ho z#?INxlGK&xdfeTz>h3opHY2T@s;-+v?(FMiqb7gR;|sQ=7!Oi}c%Yl~pXhe}kKNDc z!59Zsi$Mqc$*`{W5BVJu9SyWO!UZA1+gK>O$J{T{8Y1y-qHMqJ_g7vPwYt6Ca$>a> zSlunkiMMU56AJ2pgy~8$`)o&``c&~&uL3OGd=*b^Gx6ekWz7l)YTCV3b315#=s2uN ze)vhhw-(YA{QDu{`&Y`ZR6SK>r2|ymj&ZJMlZx>q^oHy^f~so|*;2-QOJ*nXf}bjh zmiZPULT@614$V@6=~^Klm**;7iATJES$uafZTD*3>a(P{bT_L=m8oBk)&L*&GLp9V zEVIC(UbA`N<e5<Zy73!h7=JT!y19L0zQ3>!gS3v)zlZ+f97?j1aCgFJ3H!y7$rRW0 zVMGeG^s!n)R7aV$6t{rdYiZseyrpQ0-XDlhol3v$3PmJb64c-fAxG-$Zcgk>nqfGY zvmb1t%bY5fHokh=nZ7_cIYn^a2^CFC0=s3m1{TTN_Q;j2Lwn5n$7{uypUF3q2N+l< z%<wh-5|u#sn@ol~O{@_hfi}<0TVxaAomenburPT~vVGt`P_ZDX^<2P%2=UCG8kW}) zSP)RT3n3NE5zKUXs)b3(efS2dkdOtA*>wf#!NBX^*{d7ZfkrQ42%Gsh8QQTtWOJN5 zFF8nYfy9!8(BjLW@7Gh%uw}rjQbA@jf=!oPG8;@`g}w^L^nIahhZ3Zgh8RB}0b@vf zL5UY-)}23-YTSJFw=En?^D#Rg6JKiOm9}HKlq_XN>7Zp!#)~HmbE7)HG46okH)={@ zr&p=5DK6BMXnl(FQSpGNbEMchUB|6>Q7T%qrKbRpR@d+_+cw<qL@CLZO*mTCZa=pC zLSw=gRp|;=_UDNT%8_0OI<ZC;r7oplJCk9>aCy$+CZB*v%_;WPx2woMiq=bhc9M<* z4sSDi3ZN6NV=-;yAo6c>4hf+6aw*S5x>M^(c~}T~J=LD&j@Tj0+__w6#JI67MT$P5 z_hl&MbGxB-W^aq@816xkivp$t3Kb7Pz?0ML>a&2o;RuEVWdIsW$dwZ%OVz><MlWDL z+Y^abkI7_v<cpfh6xk&R=W}h*@@nut4AK^Cv}ZhuAD*_f3}j~f-;Zac(vdJ<D;>x4 zS_~YLW!oBg><iC%Cz2#k8VaYaQ7Az5jQ~nm1CNFD->Xr=s}OBo#k88arjeOTaLq-k z|MpPO3YRQA!L%m-nZrS(VAmAeXVDhP`xDN4)Oh%$+br;E@r{l7q`d@O^m|0f1rrpi z>k%d{S4jqV2%|A)<Vu_<ao0;qc4iE$@vtT2on6@j#ssoG<NFx0{oLKle><~OZT+=K zqMd%N)_c&6a)VyubZ)GPp8TUXKRwguF{)ES->2$~-_2t~q{O1Uh<J}WszEJOf2ZEQ zu;k!_XQ+$32dX}Dd7t`mA?o&7n9PD>7zJ68K+cepWK^E%{saeGCiTFU-VA7sojkv! z@FKE~S&Ga;s(ZICuz0X64M}+Tz>=(}Q-LNlKG|;Nr-&C9T+&LSFs>EM=S8kY80T^N zsaiYkyF?tP?iBdAV9%^#-jFH$*|NWJgS<A-&IxZGf6pU=pt5I%EHw)m31<vrbi|># z`O*Rm&Lp1|a6*lTSzi7oU90hKqqaq7Hllf%&<~f}>`${|p!k8GP&Y?2F#C+m<@6KF z(2{_z3<k1<I!{P}#SKMM%J><F>xD${uiUcO=D}uw_xd*=Yakv_(I8aL?hGtwKH?6Z z)xUtn+$~=8#xPy|x|#%ydS%K!r?6*nDwzKldv6&VNwB8rn%Qk;#x^r!o0*xJnVFfH znVFf{WoEY9&~7s`+v_tkyP8>@-C5~M_t(iERh5}hp-`zJ_2K)dRIPGyN&G<1Q0&zu z%z;L%r`NCRsd9&jg*lVaC*3{@+v-(V)^XI@dy{|4btu$f-@zomjjiz1u{Zilo8)lm z0#4=zJyP?^u}Wz`^oPiG(*>LsZeMXx;d1|ZtWd`5kzR$NOmj0!b85B;nyXJLKL2!1 z+4C<|b?XLuOCgDh50ywIbde;%%Z&rJwbKth!(+gftC4{_8-9xIe#hEzFd;_Zu_Bja zHEGMpmyL%M&6@`%Y;+)92dR0fiGhAhzcpwI#g1FZ&!`|?c{&~5MEYx@WlsVAP+b?N zUHrvAoG7}f0}Y1S_D7JbywSE-vc*5UfA3{(;)%8yP){pS{K7^kYwv);?|9uaD*oF* z4Z0Dso&qdCzB}<NuvQmKypA2izHB86ww)v<2M+)|(?K@pm?G8Mqn>I#d*P)N(>_P7 z24Rgz&2HCRKRu13UX0Ebe}E03E75V3SEYZ8S5qU$soFUqR_<|?H|Jvk*UF_}b}|st zR9Ygpsuup@aXB^=?|@X%yK69)%Kw?Poa_h~chJ~!egJz*iE55Xl`dKp64?NP#5k!! zvpCbwK>mb@YF64KdF8yXFo}`7<Q~!;!V`U}nZ6v^6E!4?@Y?@=*9dh>&@1Bb4m|^p z9P)yzQ^w^J>deOVLJjBU@P*(MYt6P>m)mGz@gCjn?cFECjwkLnP^O`=B1n(|*9u^~ zn+H@a(;=s==#x!}|DoQ#6j=yz`VjA{(~h>wHkBPeqaXE4zYs6^>zkW`GcQ%q^Z0uo z9Nz;2`<!pgNLHxV8>#O=AD018TN1wGI1(sdr!;KW6KYYV$2z^XyVVd*@YPZ+Wx0-1 zsY|ur%DmqZPLKof0D;Ax-qG;J>?<=aih>EixyhR-Y7=};WNxGY1wAeE1)l>0z*bL& zqM1*drtERclkR#^?tc-@l{rPJcM*2D`K(xc|GBpeiJEDh>MZSksRla3u+0&)%Z;K( z!sM&@1iE;XZnUJ@EMDW4SNf8!937$dDWvGgkAB%$dCUs0_GVd4IR{vsFK1K;6Yr}; zKCk+uQl}g@MLyRA@y?tbEr~qo?ARmu*`*$h*Pm66s9P6#F6dfUjt?!dJ0IFu>Ur#> zYTmyqotY#!z99%KTWU;%R+sUvd?Ptiwxnt;RPX5vMiTvnBzZ3sy?QS*_%nn(99^N+ zxB3S%ZL<ecG6Mx)4O|RfC%=H}5up|SiSNSrkEVzJ(1iKFq-q#h+5U^~qAeBozfv{r z-uysDh+zNAdBKb^%?@(=hx77QL9F5J@?>tTkaSaPGpX2=^>7HFV(UuVL2s~srbhp{ zN1%uA8&LFg{gTXom9_u*R!8uytWJkcq|P8pN065qq&kJ&Losg6FbP<cyW(gQn~4d# zdg}_>!_{mKLLcY|WX>Eq3I@2r%xdt2y50cod|u{PkKoVgO*)q(x~JBbQr8pY3S{1I z9wIyn`@T9q-2n*F`h3n+?4x#Rt_d~K;FJc<;ESbi32BR|^Zcs>YcnkQ8i8l{_gI$- z_m?X~x}#Pl)9QwuE|(NpIv~ew<ccBZmFO%mUhvyqh<%E#ek_;)lT^e@+*rn%cNd4& ziV8UttpP-(bBAT&<fT2PXyrOEa7p;#jsHdruQ7}<c5*@gbUHdda@R~eN-BGHM2y73 z8$+UciUtcBdyEuj)gXrsB`%{zApqs64kyk(Ex53QW&InY#;wbXw5c39FoB^WB(k7j z6-(+DIqb|!pO9G2A@xz-vOpU<emh5h&vW{R3wlY3nJ$)EMi~dZO!Y$2eU?P)F)j$m z!h9WyKCS{KQ@u<4L);*CHFi*xhy*-Ry10rd1(SEfIHk%MP#t)_zBr!?S?MCGP&nN( zkvuoV(#sf2=o?K*<%XGfavtW03RMyp7?1e(xtKFV4!L*Kg-a#utd?Mo@K)VNs{kA_ ziRQ7$p;mSO25b4w{HK1Rh7c2kZx%9fA~Tr_`t&t<VaN>4pJUt_%-K|b#8Or%p0xMh z3#X{!A3n@!+2VV_u`E9dl_F^{JT%LF<c`$Q)=rIMuCOC%H*K#0E2P*J@dj1tLN){K zsag5au^bF1%ZNYAGi^AQp~+%Y_eCIv;o2GUs$AJv5-E)a#)JD@0$Z7$j!WfEFrn1A z{2LWUQH%3aop>jNq&ULzX5w<=eCQrciktW?N#=hmXa$GwVb$pvXex@B$gSu$60E_K ziU2zLgBiwM$Sh8ORhADkPvs>BD?D;tw(*$b-N~Ycou8N)3v0{tO`UWUsE|x#w-)|_ zf>%)AC!c}iEA>UlkTrK9u{nD;%wkMwDYlYxp-|Rm&tf}c+4a&y<cFci`SnEDZLHaD zAl<{U)y|KAXC=K)KWlQg+-QQN6wJeH&M7J$yGVhBWb4G=bsC@+CPS2m*C^q(9@$YU z-y@_=*g?r0Hv<8Ln$kP^#DOLX5?k7ozA~&=<K8JHZ>5Vl1T4gC3cONBF2+kfl^j)7 z_?&K&deWG)AO&Vd<dj-t#j+Tjcc|6E3b@P6O8Xl+NBKC1m-e77$3vkrx{cbw={I?x zPy<te%N3rFl?HM)w3DjNKLTPI(82#5H+B2>xM|#79m31hzsF6(6eD?O@78O*UmRXe z%$~UfuD-W-vw#X1g`@!sb$UT|5f?k9g2ctsPU5N1XBMk>RU~z3%}|BL(9%0VX$xdJ z|A;y_nFp$>*ckZp`ExhTWS#e^gP%Q{i^u6wZ+r}-jGQbU8lP)CyO9Br|H!Cc9Erx* zaB5K79K9@qfg?)+uy9>ZGeLbAQe%_X0DpMBYfzr7dH|o~Pu7@dmnj}79;X?xdDNO< zTuCEuj11xj3V#|Arckj2iLh9PzgU7W&-JC9s%NDSK}#%j)FN6Bl6*Ib5$;d$`EhbW zkMIQY>i0V9mc?hMG#<=C)Qnz8UX;NmV6iakM1L=9^^=p;@z6$|uk|~$&}wc`Xe0jW z9IfiFye<?fC6lLsxZe&{5&=fiS#;hbDl#WpvT{=*Bj8h_LvfxzAc0^eUc4~JmABD2 zD$%#mf>{u6m&tWxhlRf6{>mJ}Wrzvx0&}vHx0svhfM;xs9Q|;U#ZAGH82~@9rLm{w z#!|tzyMmK$io}KvyJjim_qMx*?Ug{Hrs_dPjs8$T*KwA(w@?En{u~zK{hFIR*R4PT ziwITN&3K#Y5KuEvxvYs^Tu3&g{Z$Q%pk1o|Tg3j+`sVa^SLd(o71WgeQ`eCnMQJ;= z;b&sXwxfpQ^FE+dhE@_yv-N0QJ+bI}myIl4Acw3Vr7!J=t<;^#Y1<YFf7ZEaox#_0 zR#ePg5VoQ}uEsyJtVBsMXeoz_eAi?DVqnmBvNo2tvpsUqs0>?bPRxrjr8bp00*tDz z{SIXlxtfY~Q=x7pU3If%GhNY|s#~jSf~CkPl=p=<X=_$fB3w9oHRb&<1#G_cJgq(( z+z8x)(wF3Ev|cKgeTSTMTj+@f<PRe^>Jm;>MXroTl;+QX--Za}?Vuy8a40@gBYn^a zS%ZyJV3ei{pjal7L1Y0eTuX`#EG(2(7H2Sv3z|}sg1u~L(A%mF2uUFT$zchD__$C* zz25qbFWaRw<+nlLTtO;^<nYZJySfefKsKtD*fO@5hT#~h^LzoT3uUAVmirkw8yzI| zE_4#q+m;Hq&s2lH-i<HOoE6o#=Y|D?W{8NO_YBD|Ew|e#V&_X-oG5u{LQ*#Bk8n!l z1}N?3_x+E#YqGQ|11DO4(wOz0-8lNS$}*snmo?UHz#=7YUW0gj9#oIQmvhFBb&H<7 z>~5wPZkgza0<|G&HFlr2BN?WumTAlIK}>%(U|o@6oR-u#8>=prK90eWPkXQ@LNnq* zQhsWINW{9Yq;O*_kfIc|c-j>7t=;R%9W4pN5hH-oMr}$+Bgs61`6NMA+EBYuc(rj_ zP{VY$F(8CTmzH}tnT2{iCWG`z0Js^nUPz@j{ZGi}1d<xHqx@9AJPy{hBG^*BX>o6p z$AP9wWYcV=p$}L@x$vjY==3+0wl<Cc5U7`-lS`iQyZ^p=YvR%+Yog_ryPpB6bYo)@ z4iZno%de$+oB8ryQZ<WDi!Dxr2pbbhWMDHCk6~yB2Y=d2_s=#~nAd{yMo#OWj9cj` z2Bz6ogRnBBtjrwC(_d%Bht9m(Les5C%3f^U$WMVL+s|tKJ-PGNTW94v*iSQ+j+~b+ zq-K9~#oYNWA6)x@FQ=Pa26|$PZ}05u(jHXXSH13C?CVy~lP@QaUDIwIemn|9_A=(% z1^K{Wv%0kbdIRQ-&(A7$FyCgX92p-UNPimY$+>eq!n@|h`JmXytgR+xhx-Iovk&$T z6x9X#1et2Bx$$GXt+aLnKT3q)6zBrKd5ShQ)D`(!opV=B9IUM-WJmbm?Y*q6Zhk<l zvCpo6zi}lpH~eEYYyVhH{kMKE=$mqSv`-Li9e_yFQ)Pm2XqwNYRQpbkMP*g-*ls6A zUX^+Bq(JpUn81@ycB2_3fd}J>E96yOVGD933lNu^DI@u_aDjg>)pH4QeesjiQ<8o( zRMwZd^D?<ujYL?Yep;rv@lG0ZnTOlF4l*RD8L{56n9l|L4KW>#B<%J6^r3&$Tiv2Q zz$$IFiKS==(J|ZBf|HXEMJ+e%tulRQsbrrbxAb@UG4xYBvqT7!oNM*e1B!hH5%=Ie z(_Zm-0f(LwC^WcD)a4U2TimHE%%6ZwpSLMv&w?-%tvxr;o)EL#s5HJx9uvnYfsLl# z>yx9Zg&!Sc{mzqA-tm5YeCZg<f+fjUZ~)3S!AYKy7K7*X5nnd@7n!{pH@pjbNCHQ# z!PNWxA{Q6-CqT_~cLZ6|rgKZ$dF?0#4Snf44|UwMtbGRaDhSrWi|cP&4LUP7JB|I0 zLeQAtg}QE&zshU}Ne^~iNc|LJOa=9&F+fbacTQ^OpwFEhWx)YR3~SCBymb|S8n9DZ z0gL-DHwuA9Sw9w3D(}CQ4~;uy*(i<PRO2IKF{N>8x!4Rc7RPRVizCK4?Ty&lKhi?A z`S<sw%(8XwJi~$cStHIl<Js-Q!gyNaOoqjnOlxG}q~T3=>f&risY<&)@ba}9cD00= zsll4qlv(bk1P<Q6gqXek1uM`pQ&#2LT_jn0K};AZ?eHY)+T`(MV>8U?(#nXE4pO1% z^}sVAblHEE<_=L4E%rAHluAfcv0B`en<XEzXEvGACyXGE)h2T<yW0_*Sq0GY)jYeK z+V=1Tmdsfo*@ahflBY3jT64J7EdD)};!3E@YxxZ*8HZ+5-ZlBDI;HEu*K$pg%yRSQ z?OFA*q_H)u*9JZ0T)J#ERkjH`u|i31tWHm{L;n1_+7N&UVQp_u1r(Y5;NIbrM0JJ! zwfF@TL?mDI&s>v#G)e#Wt_cI<|K8XU_uVD^?~NUE-u(U}#8B~2*D?YAxNronuFVqy zY=#H%eR))gBWg`<ZmymyM%;;_ygD)~`_zr%=vhtgjo~3fdJP=VU(dJCC|f@MvuW=y zb6aIrHBNJp8bxVA^;1>>DSjG;9qRUb(%^QfUv%QKUmW`{e131~dAP`n-Vxb+y|RCs zSYK{GZinLRIRy?7t~1t&0*zJMMI6Xme!?Zfr!2dEL?{y6?O5-`WY(m&+9qUclzrNp z;><YLcV*>B2Z#L!%F0(Wb=pkt&1|S>h<Wxig%DjDwhRnrKnn%aP1h*E`>X~L-}XDH zLW54ku<KQ+1{F71*lno0Cixc0GA(^Qqf&VrDp8VLea@|@OxQ?54E?r&EKx!Q%u0@T z&3&Dp>5gL~>2l5HbIOb66TSBCq~Ti|qsSFY1CIbD5-%EdfaCtv<>%+|I=LU@f2#L+ z=l3fQRGEoL28xzXcmay?DR$~^3${n#g5@VMWL3~@LSZ$G`22#tKix)|mv8{^FF~{g zHRWLrIzgfY!(q3jp0;v|jr67V9wH6sV^oV>{>%0Tks`rkojmjPU1QxEO$LhZmAZVu zsWSXInO&M-bX5qFoql;bYAo9*0Zsc60%2aamK_w<`}^L)d>jv|&xStfw^0A<LzpTY zW)wthWu8RonI1pw&c|<qivA#VKHi$<XXn?wSf@K@dOYomi0`Dz1m`MpFTs`H`~Aml zn;iAbo3xrOiY!sO{bP#zAgZbaxEguTls#W3Qmcf>oR-JDT5{e1#-C51eP~Y-``X-H zk_bbV=Mkff`=!*M5uSeWpLDz{srchYwf&1?<HAh=lHp<$akYMylojWiSTj0%GVk@> z-V<smO9Gu9-r&e!2CJmAgY{Jvd}bfi9E~lim2fCj;RHU|(?nxSjKD!~+H4hp!tufe z2AfuwEPQo*sU>{6+#yw~YJ``}R-c@HSXwX5%dp?|jF{^pNT4jW%-84&LdpHALmsXn zGZZAP`UQWm%!V-?7O<|?pm^7;FLZ1U=0SNpfaR%M9-2c_D~v4@l`|#d-4cHKw7mqe z8ntou6s}uL=ljt@Vx-?MombnvU&=S~vH2(-_M)J<{;6er6-L|r!VEN$vw78GAzH4m zX%kP-NR&krFpNHk-APl$-?XNIhg(oOA7nEgX~q>28e~qTnjrV4(!H(lY$fz7#ujCt zr_fC5)WkLytW?xltNepcWt4&iI85vW=L)BU%7iSyq$5iNb-tWnDCnq?rLz|wM3p+` zwu~><syL$1L=KUr-ng;k^Ng|<FEJR4zO`JGwe@$`-a^7*Ua|+NX(bl&vVL%<C7>S9 zT_UUWVrETSEL+()-KK3W=lhdTXi)>ZmXGkf>(7Q?NK%|u^Om&|I7ONY<%sF4h({&o zAn*B5c_{F(S(`#>1CSv7tt`TFUcq)!DY<EoTes>OAYeX{pTF=JyXGPnf%8%hE#4ss zx(N4iIyekRw$vej+v;Jfh#Hza<rYlw@Zo!GJqoyfe>W!iGqMuPMWEQ0!m*pCFtj6f zCEBaWbB0Nike}bERQ0e$=b30D7^1JOWMhso!BD1;C5*zP5|)MQ5jp_mB-mZyuYQ8Y zrJ0JkQNXM+IJ~T4U}4V@<1?R*eV9^R6T2na#A9LF-w&9fK?GUR+)zf@aFD1I!;^_Y z8ezvH=Tes#z*S2cL!@o<{Y9?8CN^>3K59&(nMSpwCmr3}a3UWUu|G}~Eo^I?H;s~n z8Qz^v^~kg_0=C{9zn!NDerSL-k(B`wvthYi4o7obDb@+p0lZgD(p`=vt#6;8#q%{M zH-6vTBaRSNY$<cO!C;g*#cP9jGwEfk%)<1vSrM<w2&H2;tHZ9TLv7aAwC7Pb*blP& zg+$9<Z|^vBVfRwkX%Ij#Q6n|k9Lym!?sAeIEN>u*jZLZRq{qCSvQWH3)gV=`=9nZ) z&!nljvfm(Ac317%mxkCJ-r;)0dPsl<M%dSqajnJNI(_vcSoJFxJA1BE!mIGR@<SzO zB4U9wh`K=nQq53e3>}&_gr?lW$X8U5r>lhFZz}Xbjg3u`)?ZQOMT)>^$}9cqIJHat zfKO?z%=D+1V~G8X4-!!;iZEBj>l`n$%aMT{9o^1KpOE4EUIms?#h5v`(i*eFQi%i} z9b_3puB8sGY5UaSMZS~M3*a+R1@u5l63zHLV70-iY$4D}rCzoOsc}TK^Y%~)RLKq8 zH%Bs?c#M|kVQZ7>pe`%L<^-WE*Y(8TvZIvHLW{pA+??PeEB7S_N{7#craO=K({rd! zj~;{#V>pY+_p(%*7vie$%&yKVzl5pDHEqkQLuEZ!C!Vc3G?^<g&<R;Z;xF{Z=K-ls zDT^ijMOuPM7E3lTWK@Wjx{Z~sy1Ru;4QXtYJ8UP2i}4mB>m@x#kvKpRu#<_|G9JCG z-9}85hf~$I$lYX|G*+*<Ow1L=5}wG}9psu?s#*YY4;^E;xrdA1-wJcCV3dp;fT9Y~ zuJ=hEU0~-#{%;^z1PSx_25S~6V56=6Zb>JO4@=%PiUNy)d}VwpCWnwQPC=LH<lIt^ zNGC=+#3LOoljD7#+^yd51rP>(v&l(D)MzzXoofHUK;q00)dVqWk*>iFXjhzUn`Hp< z;}P?WxWFa%<?xa*$=b97i_Ro23N`@ZsOfQ;?oFfZW#uxH3OY1crjRxQJ+L|^>y0V; z!?Qs)$vvSB*8B_BsX}1by6;8$w}?K>lPN_0l&mKKsx%xZ6`jw8kQM*=QIPD6uBkuL z3f$Bp`lhAVg`!Zh2?UGhI^x-WF?nWu-z=vk)HetkSEpTF=|cUQ<nL`W%3pGZnyqk; z^}}v;FEgjO4R|xC!3ydY+>4=+OwU<;4>n87MYB*h?+)kza6W~L)OsX{>$i=J=DIl0 zq@w1|1*?P;8%pmG`Y3B?9O9Vtbr)=uUhyuTDGz1~SuG%4%+vg#8^mp*m50E`AFg;$ zR$^TkGMxNdE;LWkZg~42pt^ByXvEvT>S^(-4a&ZK>8od+HTmBjf={8Y-8yBB%_Iob zUyt`61@z$>VZDmy%n&O;S4eN30$zaL*tZs=ov6}mf;X;IuhHJvo6m+izz0l&9e=gd z`I-79)|;nJ9om~`T(8{u8Ew``Z&;4e4$LI=Fdxotlwa7|D(nXLqsvwu-kUDV!TZ{3 z!xr<SOY~Em5AUT~xX+t`j-ejFadzz=EBc4e;$x_1w@&&v(tVNJVAp?p%c0y@HTNUi zRc*K0Ltl51i?{dK$AkF5-)mSlcFRp>Niq6TWa){R-py(T><NUt=jDB#EY3)is#H({ zbpc=I8wBS?;EJc5;W+JwR1@2Xl$j2|(DsV>W6@UaI@^9_&YkhANQizyo9}$CeU3S| z8_uHx9@WLIjVPF93L$zr<s5OLES~-O_xaq}Qgub`4$yCx{7N0<Ln(np9Q=JEiliCR z<4H4^^-<l8VbPza0(&s7fSq6R(+t1pm5vXkM@v8Ku*)f(oeQTeIE+|x(65+m7q=?a z^xceU@h1{Dqf$OJRj?X#5j$petuq8T0Mdw?PD$+Ng0nL((<L~z>CFW`WYkMWg=~o3 z7jFXhmvVQnBco>;vy!O+4q6*Fe9j_bnHy@{i4d<uE;r6(l}XNUEIEVYF$Ig<w$r#M zUyj|D9Ob6Bd)0@<N!4Y4{%k@&w8MsBWm=&$AQ-V4euv%ln(g+dW<Y@n!V?sSQBqq9 zX#+s-s_Ev+j^Q?7ZJ%{K^$8!x<i$CH4G>A=PWMmO#@u(!<*dYEIW2ucRVH@IRaEYr zs)-BO&*`Ksbqv?0J*7k1a71T!tkXLRbv~K8Y}=wTVBx&l59mtina^Fj(mlHjmU!(J z7(QN@hUjkBSPjMa5qs8IzEtyi9^B|#<@9>)hcM3Cj=&jMas6%u_GZE7vnrq_{@N%n zJbr5ch$9f9{xetL|Eb5DgZ01kk{@VE+2If&_CBfE*ER<~2}KrGD&kPKiKlvoJNCP- z@RBMd;lDm{V=}a&l&zCx1sdVpV4Ch`0SEIL-1}1yUzdn8KO;4_2W@Z`t4JSdJ;a;k z$l6yI|H@&4z?tcO1l4rYei8<AvLbyA@^*Sgk~ZW`r7J3iRW)jDb$*#()Kexq2GP+G zY6ZJ+5}ze1_!hWe{Ud2W?(8V^E5Qbj?Ru-3Zl7JS8jTYmC=<?;e_sA4+5ncINvlKX zIRD&Lt@Y=rZu|$F?&Ap^Dyx~gx<Lkp6A9x!uBli4x)m5RKVs)BQFEYY!Gb7MUv~rx z1aDxKtZ&ULJ*=33-2*qm41>wSMvVc!-8%;ej$wKD2Ut@5v+LV^-eURo)wpkcZndbp z9Aw9|QN7SKmSLXg2B^ZoDVUm*Fr~Y=U7n1d+3{cQ16|vQ67v;1@?T^t(go|cr^$$i zP<y;Y&H~~3@u_Ax#>k|JC5idL6tEw^YQ>Mw&U*Wbbs^7b8u5uXLX&MMS}3QRv^SR~ zq^TTGTv(d}vymmbHJ~e5WKpHXfjcCUAXs-wXKKwbtil{=LUK@zMmc{J$+Z|wafBKv zH^y*KsfFIi{Gs?6GG+rTJTHp5*uaQxgtDoCj?3Ada6vJ_(258^jbg+ck->40zQc`b zxHWq4fcgq;cjNb5C3MV@dC_jj-$!cl-4DaFA%L-PwRNPioN9Yt2y?Z7kd>Vd>&z2) zaXy}AdVTVrbaCz=Sn1NC4LXDD^5n>5iBfPIFZb3jd-qc&YXkgEnD74^+^&sPYYD3A zESIg;-4{t0c9+?vJ`lq|yU!I6!K5#Oly!Yh(edh_<<KvA>4pED4mqdHVNE@)pf|rz za3RC2%0K;EjHqRB8p*KIza$ggfL2)xWkjN^Gp|__P?_~SW)WOLtyvkv@Q<<jr{u$H zKUC6?Vhc{+H6N679EU18)v{49%hS2slBIL35-PG#)i0F4KU5~6{He^TZ~{y$b)aW- zO0@mQ<*YyF=HV4i1peQ*zRGLCjF^>kxL?Iw$Plv(PPZWSPqnM0f48k4jz8jjr0w#d zKYpb&-Z5$0@xztrD<g++P1BNd@xmjREq~ImH+|e=Y=mur{j<&apQPOW&nZMkRz{Zp zoI+gIl(55LNB!QN*V@0}p1>&r^M6?pvV($nLOI5ZCVGVj74zO-rNwcZB@|+fW3A(d zpY6YG^EJ=82_rf5p;{b%LY?aBT#fV6-*{BM?lqmSL&c_`nitVLz_-0|-@<-K3Ny5c z7JebZh4BYUoC8*zve&^XZ-$gSKL?m+ZOM*FUhmg^aJMdhK1Kh}&B<Lz9zm2((Oe20 z-SB|xM>5<(e578^O^iUnuIw;c@4{bt(M`<4`Bai~CSx-*^?_F`-H@ND!~xcsDK%A* zh@EQxy+N~^D)yQ?ut?P%h)Qsf)HRD*eonyyLaBBx<+q`K(^Fgp*t$#d(_Zk*`Vrl? ztVN+M5tPRu?n((`2YottdOTem+!t&rw0#}yOp0TbN^5fSsTW8Kf#H~RIQUdRhxF<r zcY`WfQp|q*Q0X6vPfO|7cA%c%V>b*hAXcIyLHlHC_vFp-mC*z#6Mu!;IEH<6DF;gV z3ueE*WFJHgzk&=#*(5pPKW$)hzo?Y4>R7d0u%h)z@&~Nl%!@i)KcC#V-lSDlug`A2 ziyzOC-RAoN;5Bii6oiFh?)7|+Lu4%m#g8P&EePf`yZ0f=bYi+h*8=9kd$!WyAu_0W zJme{15LdKVvW%<>E!Z6LQ%R|#Mb7Dghq+>;!z;R|=y!QmnJ_XT^>0;dEEm#ZZo%~7 z=1mZz(~qMIF?zY!l6tohDDRmOidX~N3rv(eC&pTxxP44IBe(?#X1l2PGeH<WG*~Yn zMs5>MmaYJ;uk_5s9q6vd6l+-n?aWL8j|6_(x@90Io7oN4QZx}BA{V@pAArEW%S7T| zmKJ((<PHOe9MW4nd$jxnDtqs*4DqCmvie;n{i;=rwnv~+cTEA~+<%xR?Q2#?{(|Ut zv38}aLs<9FwdQ~ByN+OMDc%Fui(q$&otvY~TbrB4aN!ts)#i7GUmT{KBS+s&R0ZDD zY>TDpYb#op&@_5RcbQ-k2*gE6GB}X%ZnJ08RgMk^wHIl-raT~CJ`=9GL|H!w)Si8h zA94BpAvm+YwSpGxWP8?+w^tf_cV>H<K02H^hWlF#*K`au-U16!akT-iNd5?fR*t^* zzRD#X_K3To>NCVJwO}ozCO2h>B`AY)u9#xM-$*lR9BxzrDTCS-tn|`O@afJ@Fa?@= z4|TSrgDgy*fQ-7F=7TBC&l*xso#QSqKSqBdLwb<ZIUm;D-_{{u3K$x9EL^IdNmUwD zdu$O1MY&))3{!#yGpmIkG9cJa;~f{M<#jLFh|$EAN?_V!1y^5F-(;chL^K$!W3HIb zVrlB}<PX2-^L?Y)X|w{4W@H3Augr8}AnV#`v0iQAV!~NY&BZ)2Tp`KO<?dK*&T2`U z2d0d3(i?c!IML)@O6{n8Mq}*l4fN&GQF}~A#-vj8R#&DZC)uVY4DcH=pCCuMkon-^ zVbeSZ+;IQ-+xjX19qWgILQ4%$<`U5>U2>zR;Se(nOXoAGSVIc34XT-w=&n%Zb9C8v zvrbfM(1<64%_DX~(d>Idj{%Y5Cemug4ADf7ta=!gX7*^22rW4pXE3jZ_8U-#`X8M2 z0fxEu$D2kU_W+TjJ5O$i)Q=SPm8&_~?m@yZf$)-~l9jnTt*c5ZbjMn6@v5Zv8RJNy z2>T1TtJ7?SN<zC*fFhPhRwVgk*M@K9Gnxy$xBCsg)^AUTALh}UinX0TOziYj&KWc- z<23Dp+yrf@3{wjyU;#HUO(_HEj2&B^Qd!zF_u|?{PD&ZXAW|x6NBw$($uszwn{j9) zw;XgoJ+eornb#<E!I!T=<g+r<S}CEG<G7;aYUpTT=CNJIv6|1y7XBh`e<<_Edos%j z_~`BP(^t5Y$wfuGqva{q0&~s7?ZKurKdGwp9k?g$Eoa3_-e^WwPf6ZjmDVNaM?2_X zszD)VIwLtTw7uY&3ih$TKAx_w9Vg|z-itfO1a}INDwr2_j9lt4sNjC$yC=TseL`;2 zl>M{7E;G~rOJJ9UndQF*c5%NUJ%EdU)XV$ZtiA!$pbPk```bx^{ndZYU!UiITn|tF zX7p4WCXAc{W};n-t7+EpXW6>&z0sm*8ckmrP9z5UJR>1Kl@|ByuJ2*^`dVkHZ=!d4 zW^<aHu5CLP4P<50W(Z0*YT2@vtetKb{mMW_zm}>uoZik{yqv;<TI;wL&L&H}8_P0% zGkrh7zng+y(7aoZ=hmkL0OOVG?ZQ02uwUihKG@?ue}CHC_sBP1oC{`0X9_j%;I8XV z(}iUv#gGn4Sxsf{<+1R+v&nQ_ZO2`q*InkiKhYaE<mSYxrb$c`%{E1jr$AgVg4dw% zfSq;c2^s`It}F3F@W>{~xXN-luf2gdHO*3v{%9GW9o4jYy#_5OmJcH#lzG$zfiB?_ z8c4UN@EgKhYT{ANte5i`mh&qujZ0zw$}ZjMQp_x$h}S(BjI{2aTojA{MELrAxK9JL zVRwGL=3T-0L>8E?j2_Xv2ob8OS1OX;CQ5Ex{DPc<F84pRRtj0ucM9Oxj|wn7zv-|y zfPk==%zpw$B1oBmBOW&2BD*9Ji7qFU2-oos1irksCgev;L5M~I6`d!kMvDIXP&);R z?+fHIZ`Xhp&he4a+`UGpXs&$3pF1Y&BVlG@n86a%i|#T5z0#__m_H7R(rZhJ@*6hj z;cG`TY9Jjq+FVQyx$o=M^mPxQu4$6;aDUi5_-Fd&$gAZ2WI*`&hgeB;h+RoC^Yzo- zUK%^UjGtE%_6ytP#H4ZAN>l8fpl=|oRZPg$y7A)L3uc=2<}sA}W-%c45N}M7e`~;3 zu{a^6@#iyUpgW|aL<xK^{5wPef*bkoeJhOP6wc-!F#IcoG{%+%1O+}w9}<G~7uZ-O z#BnnFDUXLsy|jf&yPr28vWT#dDczA_LUM1ldpj9Mq%EUtY-nJU0KBxnh?D2QSV|D# zF~u{ah7vh6S5mb2X;)p*@K5wRpo2Q6)a2WvR-Zi|4NJE_M?t*aOp0VPuU#3-#u1%5 z&4h`97mi?hY$cc=bg^A|Q~D?qbwB{*ztjI>pjn98Yq5ww@bdpe7=Q{x#OH`lJR5)k z4c;HFCt@-zhYB)(1`fvTu2yH}*7*sRSNmM1`jSis&(?Q$A85Z=%4xcpV{@P0RzT0N zWh`t$NDM}=FJNZk!4;nmGonD0jL85)U?4=g(Dhg!6iV<*@L4PR<KF*{8Z8r!qp2dv zm_YGEbv~qwc&1Kgt_?2Hwtc{G_~fv>7M_zD`M3y@HgH<{vol&#&|x5I(x+1bs&jv! zTX_3Wqk~4{4NOWXw}$|fAo_2Sr#a&fhNX-*?B->5R#Y0KxTYu6uW-T}^?f29__62Q zqC%9I5MZM$$~kowh&}_{4a_iy-dLPb?h7Yt-czmBZLU%G@VZkkI4;h|-$wr2;fU+a z@~vQ%z@W?D9cjF<76nx(^Ug6jPRql@2Ha^V)_-5Q+)ep#uNMua4=dzmBad8p7UjYZ zn^zIBL+P_b&z-he;-F@hotUKXs%BFax@h;ZC8jofgMz&Xc|tc)J_i#cw$qBT&||^W z(`3&mlJq!VkBx6(f%n%r22;oBgCG3^!w3@f!UqT_a-MTaj!+_jl&DHXTrE*vkx?Rp zkJBv;2T<UOiw3lwm{$MxP~l#6kb^}JimfrNE_E`YxIYuEk_PvUteF*~_Q@9T{w#S; znS3eLsL!%(#M~cQKecL#gpZ+5Qr&vc(WMY;2`#AmmZr@zP1^riG7?(LM1QEP{`a0@ z^GJDXGGVVOv1G7s6pFGA6mOL&h-{2151H!Elp@Y4YQj#oCx?1dG5{YN-5r(z8eGO_ zpP0oOad8%dLHw*^8o8d;au%#s)<)Df>xM?mUpP0qFo7t0^^SG}mGjq7hj`T{V??UF zp_~At?dVE4*CCFKk)(wH4WVeFfBZE%_}xuZ4C?a_i9b~0Gm5#;<#{R1TQ0M+BOODX zb0*U!SJUPtiopXC(cTMS!2!ZB26kGJstCcrgu^1<dQ7*33RRaO!y%a)h?iZ+U8S^- zzl`9^u+S9$Ucx-te2bsyw{Wvl?=I!c?{Z+vDVIEKv@+5<y)m*2)W$knZki)1#-^M) znL{!&Ml6TPS+zQ+GR*Vr#Qt&ijN*F#P<h)oD%v`x3?zfEmH#2IglkBbe6|i&xRrG$ zy$DQ0(!K^;`ceo|A^CCP9x7B-oYA1Hs;ZMh3Crd}uBBbH9hIWg?7!k+$EmKsu0FRw z+S-V~6>Qa7zL2f>D@ph{$)*1`_TiNd(`*0oO#;VyB;12BlyWPImN=wDq6U#`-Vz3M zZUE8lUNf;i#H7uvBuvj5%y`I>esg8<*AA<vku}(C{c#NNDjY6zBk0k?s6PUR;yg~$ zA!f$alv-nkxC?IvPk4;9i~4Uk>NZ!8u)t7vhRo(QufhS<lvm-`V%4tOQHWvF9@ai( z1{)9Mlvqvmw1KF62LKt7*(pafjsioMadoQ5*i&NsfGmPnHiP-v5e)AzK51R+wQ1J0 zAbQtAOl*u5U`WJEZrCtS;K_<$`(P*b=XD|^hipmNbWb7=UeSL3ZT^Oc-%eF?y=T;h zLcjuRdHrcy2<1~C66}e(Glb1KL>8SIyP6JT=9x<fa69#z2oi}kb`z|!55~4`{bnfV zh9Q?=D8p*F&yYc)06Toml09D9IF1K!<CF_Q1#NtFDRn7#fmB%Y)2=1c{p*tNWuZ&E zC2+b_G^Q+GiI<jHq2P$7a9O9A9EU?9pjd&sYQ4!|W`lnCD_EhQldd4PNpMt8SVvs} z1G_3LP)g8Xi-7y&laL1}qVUvlL?BCr8I?l8G1<vJ8&HK`s&Uy4RZ&&mVK_6ko5h1{ zx$YD?DIfO8K3I3(M7!Xy%zfBX#Rvb!*V|{hQ>T0H^2S%&V_x<6^M11OMsVkY&|OlX zSkudNCORb@1g9(7L5_uEvz3R59d4?E4!Knh^^C1*+$O$SCP+<JZ36HS*r4a-!C?O& zTo`^grrjEmFT(l-z~523(<`w4yoq3WnX8JUc01jaj3lm7%`f(75B|2j9Zqp(xaM3d zm5B1VXD%JDAY_W2EcPOH2~lHPbc{xv-ugr1;8kqbT9&7>RB@e!XcnYHy2m<G1klOj zW_~no?mZ(4n*8i`_VzrTD<)z2yU?Vi36CqW1Pn%&-DoY6-_EzV`&<*FG{a{8h{u*j zxC-O+OX<-F)oL;U?B~=~KVizZK1y`LB0g*F%K{~4565jm4Lzolfqx`z9*n$2J^WC# zo%!;9lCcBMd!SDPCaaAL-mZiE3W4vEDi^70M+fdUiqhupvMtXavBA>}C36z^Tp9bO z+YCs}bHJp<q`?Sow$8-;)cxM?UQDXrUB?#SxoIcCu_pJ9PCB{2&`Cnr(Wgv3K6}HY zq?|m`^7Sy=C$cK<n#gu53ZcS&NL3M5iLk|v<BAh$yopeA3}?4h?fMVoDUA}^ziOMn zv6JIWV$#6jzq5<G!|Aiy$~{R@?TGuXj6YgBy3Y(mS>B=^%1?p08T*S1F<F<h>YLZ0 z@9se&8eWH0%ze!)N}aNU4A0c3&?SCu&S9wc4TQra7Vm<?aYYT<#OKHAqS`X+qw)=g zcKcpUNPmAZ9`O_1h`+~opBin$iR!-3RbZ!aYqzz_nwC8r;(52OdY6!=wr0`oken6o z?Q;s&#Ib`0f3U;x16fPtnNFif7-^;8C-q+g`qHg7BQzNF^1?y_bow9A3@aRCj-GHK z4<E1n<r0oL#oLkZ&QtZ2qcP!5%+^u$@zQY{gNNz9uD;x%K3w`+(MGfg#<d+jKQO1r zJE+gB8)GJGlX0w4WGPlr#*OJW1wi;{>Feyksv9|e!ntjF@kAzmYBQdwMB~v+sDMiw zslB>@3B2(oT@y!z?;aFvruSK<z|$0ze%<Kk@tz^)T{wYp%{t<sNy!K*GY9a)>x=3{ ztR7E1Qv>5@-keiqe^8uRqy2Dy>3szm0gM4FIa2QetTcTopr(O&?z!!pcwHJbW<^8B zhkW5fANIM|lJ)eMIg6}{p7m__eo@4=bATI(n$%xs&>40pQ9@o1?dfpS@D~F4@bh7K zc4{=<h}VQQwd|wcgBVdh9YtBpWU+XGYU%w+>O=8?Vn&%`W*}Z(uLAQLjDGkcO?qa5 zsX;s?Yw~VS-H0qXhv~ip<YJcTkq}X<Z)dbWs-S||gji4D-R)zId!1Q|x_g~fhA#2= zv2lB?t)?cK%&fv2vL2`g*DyMuoB^%p3T`^exa8%UEdp%{D0*@Va9)d$-wa&+np}qU zXo9g9b5@ugkLNah;DX#tUCWPWO*;&!Vlf_V9UXYQoRc09pxeofv6=eud@|`v&E6f6 zHUM|2+LGZ6&ujK#{&t%URVKM$nf$}CLXjFl5^oaOt1Si`i~CO~ixmk(Cr;~-y0|j@ zmIU^A!e!ZX>9F&dcXyI@Nq42wJ_7MWZ*@w}0!hiMYCB$-am3s%0!q%XTMM;VeuuWy zYJSR(RI;FLxi9|<SXfmW_Yuxf|1<spzU)$N#5vp)4HYg!41O|ogql(CR1NV4=Z1Ra za;Pm<{ET>XGL7Ns35kMP5jB}cY9(nS?L?KK)bp9YG1Zzl)+ALc@_2~+YAptqC#lR@ z!<Pq^#==WSG?uGxC=SW_EkY2Pnvw|7(!*RDdM1#LYJ|mxx!uhXwP+(*=OXazokif- zbRy-C^k|?43K5b&SX$#n2EZ(08ShK1Ic%EuXT2q86ncAqv&$9s7p%}wW^{>CF#tkb z%Zhm$*rRG&Pg+}5+6cJuCztIwqGTmZkl7+iHdZ5J2u`ap?;r|{4Q)+q$-4q37*dfD zG2radJR#^<_Q(}zDBykj)blRcBX!03QFNNqShbg{J6iLfkMr3y$Wy|GfUOI-2;O|& zx*xhs=_bE_d(hp)x$+t2?>g4VE>c0Nj`L7S^IU-qjNp~Ts@pWab@T&<4i5^Exu0S= zuF^5XWs7ga>Dujtt4H$U6=?(dLDh+`@1ikiOeea@vn#6aQBWC#O!+RRJZpPVteOx7 zH*3@uT)8AA7k`2DY_gyP!;}rewx}}a#S2*KKWg{bdpIKLfGu8veEvkd%vs53<{%f+ z|Cq}RwT-aN;;r#-%It9bLm8=>TTT&U*cKu`hNFHuFv58|%em23m_1&NSD-sF#7`J7 z!fbP6P?ApZ4uilsKN2LZ7Cr%OJ@pK2I~k+v1-WsA_2-qW_jV!ftPf5?ZXdw`^RpmY z7i-n8P^i+Q#Oo|Dk@;5G_}L?_SNJWC{LxU<X?HNZq^j5{(*;NmnnLMp<Fky1Ebnlv zuk;U)L!G4x(ejDj-mmuNqnZ0R<d4VU*WTd{Ep&&YR1q!XBg-$Op1U8x-E4+eCP?Hm zSRw`LVG~sjjqc7JAgaNrlpX72UH1{Sl;<^;E(ae80(%xxx}Vn-@}D8A)MDpv=bq5e zb&}^Bjg78q4N4N=^h>W7WR^LE=Lp^wj6ByRNu4uE$T;_>y?+ZJf!&uYYymBCTk)#s zxzy2THkAQY609OziwZi_kLh{s5QApje?~WvBV}h5e@WNz+=zrHoQ3AQ_&LDNM#r1F z)v^7)o1AuVBN{^sr)ufO_4h60baFFl9%zJ!TSS<tt!CCZtgP%7reovYA8nu}zQIxQ zqE3iU$$+u49Z#IBrMLdbTzs*va&>)#c@Hsnib0~t4Kuj2#eeutg~_l`3jdR6JM(|i zbpAg_+nE?R|104bd)yX}{d~JF-6^2VT+hFs0;U<lQOY1cEI+KR6q4I~LCCMKn8GrH zefH*Vo5f+2Sx5m@!eQC{m8U{tFfKDN^viK$yML2Rn_$vqy(g_pd}Yth?7B^D(Jl?P zpZ-YSH&=B9*6yLWCZ19H-%zc|Xmp+5Pcts*t67asCfX3ucA~9Iw0hs(%<cEesbc+H zY0FM7AOcZ$v!8e((hi*)KJL^d-?e8VX**IDAUtPL{I%OMecHdp7@bm5-)P^f1H(lz zeBo}1P9}K9qf!=sa4y?lJWu!I)Ke|Dj_txs4K|g$c=oq)X9hT@ianH`41rDoXKpj0 z3$_5mNiidCmT`6Rmq_7OF`ZAC=cG9xHd6E8R$k^UVXCRZ?khEk{*-nHHqy=@%$90X zFWSM?*k6yr+Uw4!OW92Xq}Gxo3QG78c0i8Z!oU<OoD{Plq<%LZlw{7&vgNS`x4usC zSqaddXqWLKE*@)p7z@orMhd2Jl?pwFhdE7^x@kH8a{a2d<ag63y26m2!@61jIXc{e zg;PKgF%LK1p7=Z&+if9W0*A!ObCK3DhJ0EI55pjZTTVq(H_UTD=)wU**BG`Wzc?>e zJvz>lzW2r%P>+3J1?Md(N>t<d!ULC$Da=cK&s(8HouvQDo*AK6Cm=}EA|K!5PNm8R zjevGa3(?`*tj+VCl1jXx^uVXZiGy8o?)Lq3hI1vUHk1vt<b;;#Fo`GPekBPyl5WoJ z!agD|9-HAi{4u<zQSjGoLK2_>J0v)r0UkF!^*W&k4+{)nq~AP1Og;<Ge&GnhHz{J} z?cxgLvc$^foDV@(Ja2M`hCntdwoip6F!avtH)|*-S&s}PJ}<36PP3h0Qc;d`g$;b6 z9r>$t0E!`99gJQlMwerwwGIRJ*Q9plfax&(s06u$nl}{{5K$0%t9W-mY_lErreU~! zas<7z0SUZHUH-Fqb+D6p|7kI_BssVeSg|fk#{`rjHy+Q9LUWxZQzlc`z`u3_#9ts7 zoxw5OzpJ8E)7d{@c4C1lKjTH!a-TbG#^_}Wr-=SRvet5}IU6MCk<b{iF}EyTv0-Vj zrzl`gv?E>zIipax*^nzJh{3J==e;?<GV3ofu9wu{!9fUm)E)a`>)#Wh$$|3n+DFl~ zPa_`+fy0$x_M~B*)#`;tiYEPCjrk-76V(do+o(}$BuvS`(s(ay39W6l$Zs(w;}d&J zRI7+X#EvJL(R{8lqw1~&Q4Hj8CC9WlbAtAhUg&I^-_NBjn{{n=gcJ5n`QA{`$6}QS z8e<BhRn=xDb&h<mheFVG_8EB4maXbZWPX+xQ>FQIKj(Aght9gwJ1q5Lo23etQx%bQ zA4^>ZsT2X7xhI<a+wiO$uhq<u{Vm3;3ymCkSRxdd!IVhPRxR9`cAnG5PK#+~bX4s6 zNJmbjR<5GWDeJb$r~{=RENh7a^7Ebrp90`3go&^-G6Wrtdl4S`P+<)-^<JIs?AqqT zEM9~sq}jWUyC!SjwTPY8CVNyUtOn7P`hnPNeJBp2DwnX4Y686C*fh$cgoiLFH5BK{ z5t=9Ju#Htj-g(kop&lTnS&c(e#=U+a<76KufYlzM%ppvRM$ETGG{;sXxu>p|Uj;{U zdC<#&jA-<f?>ts$2iL}nXT8v}2o`}?tDGx?BUrS_i$5hRdZjSkP6ujABnR~w8JOaS zh9c@<b4Kzw9-d)FVVkRdV4LCe`Q3ROCXv$*bSNGfWA7dk>6!{YQ5PY^Tkcz|!zrSQ zuAt0;>LIX?K0dV39SWFxuWk36i%zAFnFsn_<UtSI>%nMjPcFVOH4;}Iq*C_u?Ps>h zrYv@y3=!CG4xCH1r;;i_w@L{Vod{?S?KDY*i=N)Ulhtmg<q_{$p>09IGU8B)pzMFi z+uI2*T;72HBvPBesSyeEbMWrSC`~e2-CwgdcbQzvD>e>+OpS-MJ7zWCGls$<>BE6i zL5yY8!J&B)R1H*gF$A|R8y6-iyoGm-VW1`)44%s;=Nju9Jr?Z+WrWPY7xHL1!yn^m zA&WOL1<4D5m>piFL7g5@>)hZjvTbtp%`26gW^joYU)aM666Va$4i^6w=sw%uE4$Df zxR3MmQ#-k!3Ne)AK4#*EXB^X@fFWyFOQ4@9KZic<=L9VY=gUYZ8qEqugzbdJd%BO+ zM3fXUp*qIKau5&<HAZ9}bw28j`xfWsPI!%}V<5@bhbg6l1cIfjpq4^ou;m+w946Jv z`c~&2cgr`pOGAY<#Pv0n0wDeyV*SEqqoBhjk!!aQng$)7Yj4Nc#TUMnhhnd<cb4Xb z#=0kvG)lqf7Sa6UnLSVk2L*jn&9vy=JPa0ZTTvyCUwLe=-pL&1<Wsz5l6tvZQ81*d za_JY^kC>YYukg<Yc{7~DO0D!t9_0{AK9#GJT|}mZb2(QSVb`+CF2~)3<MSkj@}{6R zb!-71pJJlRuMUd~Euq0<1Q+PQ$tv0m@pz03OVgjF0RmhJRA=dp-Fy7-8#jngT{J>i zWU%MG6^I_(QzHlsTotmg-sdS-4^Fr_#sXd}{FVrr=z<>cJ^qlLzm_zW_|zX8e|a9o z6@}H_#0(S0xF)VZHxl7|&R}{a{@z={qp`AIxuda4w|xAD40*5JPCtn!w_3;)e^N8& zZ5$v-HP~nl$Xc`VzHBFBpx=Yi-;=e$J?R0sN2&4Ja?buHct*<|>@7*mukM55XL3^n zsSS_<qxTcB=V|1@)$zZ>9>T@E{1cml<v-aR0@ltZj<yEQCiKE4t`<fnieiHFvV_d^ z(k8ZM&gO*Q95c56hGUkK>ZYu;jvhAK!`>sGh!~kXXJxJkA`agpo<K*%2#qM&9}h&# zCai2PtdLL&#YC~|UnG>!KpYtYtk7@<h9$h@V2_HEDq&oMwbSi!HJ!CX@Z@Wi*E9Ru z?8;}Q6Da;Y2z*dl9oiqRKpl1OXe2x)%1j>;815Pf)Ea2lzNtwN{aF+w1H^kR+ByT} z8KbB32jR;b)gpiN0MJ)na)$;nBanQ0^wI6}x;7TZI0vs<Hd&k8zi`3-!Ug{e7yK_= z@V{`u|H1|T3m5z^T=2he!T-PFf*G0rQ<15%hrJ2Cx}2e<iIFqCl8d49Kh8z%9BuyX z<sWwm8R_MfMbzoO17s$$1~w)Xbo9<9Hul!vW-EuD>Gwq^dQ%HC7e^CXdt+027hBu! zF~+n;<}S8Yw2X|jjC9|ZDgS*6c>^;OSr;2a6Gxc;m{h{n)K1vK$eECl<^MA=n33h* zkiqn#%-^&92NalI#NAm;$@zP&JUo1S^g?#lc8*H+21ehf^iJRA_V>tt@D&vKzK{QD zb~7@6AODTrUE(8GXV+!(``tH^xfzl(Rrq6n$pU%!R}}db2o@L?X6)j|bklDh(2rNN z4s=SLA*lCwf!wB<W!*kn8--$V$!dbW=W>F+kLNzU&%O7ZS>I<s-`fj7&+n<kJ5`Zy z`^)!f^=tp#B_{6c=^*dxpve3EEba9s>dvq4L$PK6;P=J!pmYXEoZaT{{fg)0%R>Bo z0|4CoZm)hh`LcaF)x2tuedS!+Fg%q-ZvtIg%$>gCQsW@@!q0s5-LnCCV~gkH9h`vf zZth;FxZYY^-__v`>wR3CLEMDteOyk?ezxWyeZATdwD{Z-ToddLx#)K0so4?e^?f}{ zyqo}5cYI&6>So^a_%$c78Xx}$V{a84M-y}l3M^(Oi&+{mGc)sunVH!ZGqZ&jGcz-z zC5xFYW~QC*?mp}vaX0q9bj);AM0ZzLXP!J+nTKC@GTz%K`{sOh;bN43bHdv}P-!yW z$0wVqKCkpG-dks)>8o8Sp7`OOd;6NO**lNuRr^(H@v;1F-&a)8IuF5?>V1atAJfa{ z!1Bq@TVBGi3r<@5+ehQ8yIG-^yzP$<PvWoFEW^)xzuow}_uB1`&v2p7BQ4^e&rjQ5 zH>F><HxD>JcaJys8)NQ-@(?!P9edyRnS?&C-?rZ`<9|9-<x+p0l2!?#)8(1pZT@)u zGb{ITEA-=Ibo=M~b??uYaKoSPd482&w@E?ZLPFFoMX`pa#BiW?Z9*?kukDZmUwZMF zvu{@+j*vXIDxFAR+t6xuQD%^Rt>9a<1pKwnh6bo>4W!%0o^2$4pSb<E;b-9JO0C2n zO)<0DFK%Cdl=93a_D^04^R_M;hZp#A1@BJxQzdl4W~w+-oz0#>cXFdd-0Mrd#lQXb zam9CYon<MS-fIT0dX&fG;nmXp47k~LT$w$KAMAl%;nCOp+Blm>OIDgWpwAop;%olG zW8ulHU0T@uEcXFw@?Ajij`I>%JX;zL<D=Hhwv<Odc`vff-)fg~aDR0|LJtaNSMNwb zBI~AzX5p}B5Fon3d=vXfxl3={iQodWvjo>3XGRuFoV9OoANgGq&|f!8Ui<?YJb2JL zCq5nUnEs(ng?oe;0d2WOaEx~t8p!G;SRG@AJDDD0zSlWoNeCWntVF!N)wiQO%@~o+ z-&-=7kz?dR_TISSc%to#BRQV1<~y>m|8B%XJofYJz8WUx_{rNO%jD^}mE-9O|H`uR z^<~~QXlKe%l>J}HV)rb9>B03>Y9b;e67#poA5qM>EzflxKd6Hj#i_RIR}3o{RA!iM zh1qdi-f;(Qa4CYrMI4x5@a=xWOgZ)$tt|F_?0Bv{N9x>C%H6GU^5WY4fGp^5GHg`x z{WcFX@q5})CQRi6?cpWr1qm0iQ`nyd7qR7aRkNo^*LYnpk}ZZ16)6sku4I2m7_Uib zAvwP=@aLtz-5M(N;F=(KOF;i_$DR4g+uFBl=aua3i@3oSiM}70`@$<%+*7m2GZwa^ zk1q<ih?85V^7#<Z;Wo8Ih*7<58xAwh;a0!%VzUV$&9D8Y{X17z`=C#0z;!u5^M}+m z2r;;)w2{BG8*Dgkl>B{;AUn}|b94!Zdw>m4-<R{_!8tu_TINT3*xlHvr#0*|0Lk() zySM4i1p+$jAi$`s#kWjq@x>uXc?~O@t?V&9l&8JZ83Q_)R&Zes9y+-DK(u!wt=!%O zoENe1+qYnPpziDPh%gU-<s)I4gNyTz0jjAH3K+yN4bqwKHsO=J#E7F1+?BaMD=%EX z!+rrcn`bglqP~q;c=??z&@LEAAz2OIbwEP*yN#?08?9Z-$7a-p@6a$kP+q;i{o0O( z{n}7?AtWIFfYfO(<on=>I$JSx-?s*ux*spNuI9Dwodh?nDGe>G=Sgn+8(fuM4W?|x z_3+J?o<V#pau0Kt6OP=~+`{7^4*Z}l7dF-aiQ=uRlZywR&|O8ux!uol{4Rp?>u_^R zt4?9O3>Tp^VxGFBKddrhwrUBX3eH*#ZWxmhr~xpppRNyWV{BGsJdj408kRK2xeJUL zCF3*W%3rxR53k@MB5S4h@5ojeCDBoFkl?pP2}EJL?2SqCTE4Is7qe^r?W|qaT;1|5 zE*EuUz{(<C%)Na$XUCu%5UQkQed|Kl<ohQd44j$~f}Lt_xM{;P4Y+w9`Xm-b^wKP0 z7DEoEtz^AUT|8#b=i+8kGm2@ygm1g#U#+Rq8Pz;t&UQ~`#)U@Y&$9+kucq#=o9i2u z_U|V7Cg$$G4F6ZO?+47P(3STbb?56}=&0jazd49aX?9hP+)@RVoML-l9G+UwnZyNZ zHFrzrdu>UYMZ1Q71+;XLGDF_})M!1woUvJPQ~08rLJC~8c^s+HQIROrbJXwag$=~k z6kFw0a-4^i5D5qejBxh`k2oEL6|$a~0n&AHS+7G>;=#xot<xUY4*2YWJ&=b!wkE#$ zg6(j@{Tlk=+5}F=(1*+!1vdAEv{YW5Gop<dmAYE)zq62~PG=Tsp)pX&+ox<raS<U| zNs$nt?TzWjowl^BXUb<Ce|s6|+eYj;i!I};FEdds6DsAkBZd6TEjg6mM2<-yeX<%^ zs44o3{eGq3*^I@Ut7Yf$2pyQ^zIZRymFu`#!7w^wL?9!~4lD_oBKq}x57`=idDu8( z(o&KGS{HF0_B$qg;7XA)taur*?rt5S%ZC{zXLsNqlTJ!4oF5_AT^2Mn1UGOjdW!uo z-L6u0!Ga`d1enkY0Lz||ld4Ne5}LGck_hh2%laR$MtI*HG@(Q3t0VQ3vWOX+lxc=4 zuA_N2+W#~N;I|m`gx@IWAe=M!8HRT+M(n!qyAZfaQ$6Z@uG$MYa5yDp+%{GxBn{PF zgkDx=($TXNWE@k%{DuBEcBmacdgMh|=6P4!Lqxl5%tl>-P8EoqNlv0n188TmrmI?O zf*E9S0$ct4OK&yEfE!qXwh5~cwjiXtbsZ<T37%~HM*bbTFQ?GRQNsu}PBy9?qA^k! zrQ=U@KDw-aI{<Q>v_INt0+M=igtMAPo3qGUkjb|swwgsWi3fJ|cNTiR2344z(Q>Q@ zEp*Ck-*3|;Nb2#hS7$czx>b$+o=Vzg6%%FVo4{4GHj{G#!P&n3oG}Q2(i^dix4!WP zQk9Oey@`e&cO5kw-zuhn76?;R3s^<o<k&DXH`4Y;+iIwc18p?frkSS`y_R>~>$zsm z#oB6{&!e^pV=`&lkd5Om2u`NsRBkN9=|h{isSD*Dn5fi|ctHf3nECOR?M%8Px7`Ut zn`UvVW}O`&)QFJBkH#{Ghm(+h^`BZf9H)@80qVcbQR{uFlO#C0B#fLr2R8Xvg`52e zl_QrMbpTH`JG)oLZ8d%4dvS<ApWo`tF5I8k-fJMRj&k1EEsWS%N=I(DiE_j&pEEL= zHx;w+Q!>65kqq|CwCAKVzJ{nIW?`I$+sHI&FAcz`<U%<Kv(o~vF1Pim2A_B!4e@Wm zvH=LX)H5_D%}S|&8Wihxg6MHbX6?)~b=qq_%ATWMKEb-k!J#VhcWdMAPA+W+c1kCZ zw2<-ckutotB+?WW5g*GQI&mL|eWP}6&gDft-D$|=t`62CW)5PVegtvnfW5{0<EfeR za=0nyNge6tLU4W|Q_<Lk8_cAhnF>-ipi)oDbLS|(!Au3VY|lOYZ6#pUEF<ZGqt5jo z;xd7a3kt%cKd`Xk3MVqzJP4PSu+8un=dZP`#5m7Daj?d5H?4Q?ijg@Uk1u<VHFopb zCJ#Ca2ySip?Wp-R(o2DALQlT6Jm~2f_((8|<ipn%gvXvpEqsF-B-|2s?2Eu;b5Usu zAeFchG4|_{abvcUoddiP=jv{5_#%3nVdJ6O{Kwg}$BvN-Ts9z?=moa}PH1mwa&N*_ zSsI@LB0~X_uC>23*Gr(FMNeCYf&r*Urs*@|=Lxol2M8-Jx|;&(c{9$W-$f%*9s2R) zR5_uE;zORX8FIc~#75f$i-S>5hGf{*dBvR8FQ1MmHaabFNPlD2=BL`pS{_l<lI)nc zXzGKD(x?z23rIHaTTdkJyZNC>YZyH3l9|DDX-`TO?Q1oa6hucYn5KSCwz=y3*+iFa zapy7BH*O;9NjIFkLPoUT0HEOop4*2wQl{21*sLInred`Ii1i3z^_$KxV~GS)#MbH% z4Mggy5t(~m+=P`ZB}MDA+pE1SaW^j|RAT$xxG>FNRu$F)g*9-%O}Ctl6O0L2@Qc18 zQnJ<32$4M<x*LrYhngjdb7d0(#~2^8)YlRWtrl_^EtJ~NayEN6`X6!rRrp9Tx6b_I z8!l2hq%dbjiS;zO)~Z_Y9V7Hg13|f)>Nz?$PnhqDF$CCJf>Jw0Wtj7|fV?|sg(28* zQls6-e`P(?irC1JMvsFzH6TjgRG8r<?3JVsV;*Rm)vcn9fzHw#*dsUK3Z8jhW++lC zh~y$c6#+>g`|KL@r*m5YEYD#QHJHTMY6()^Mg=*e>xkKa5{r17eRXo8S#{kSlIbfP z06VE%0}VfMup+#PE0G`oLp7$H1c}OYlDk~sFw9b<jN^tckCU@3Ye7d3G2)Ln|AhHE zR?c@`6!%mqPQQaq7uV28P?L1*&~eylc{}7Ccf;1ljCdn$24?MwN^N-;ME&%PgK<_g z=ABMql7M6h>wAX=8d2C6#^VP%AFxo`1Xv?ZYi52f4Z?bc)Q1N7m6Ez-D0CIai3EY- zIt9x*8jbCR6XgV1?AaZ!sn-Rp3T->&h;{c@f@oUllN-hb{h;|gPc#%P>1a<<gV|1Y ztpu?>NMW)OQ?DpK5rt+EHW;E=OSiYpFiX>=|CZG7;&};V@N<{y^YY7wom_Bi2Vki2 z-T~5_grcSG7lmM@ro)p$52(zB(?o|W!&u217;}>_bY*!S0j=KgCj?!kmRLdW&1>z? z-ki5|ekt`du#9<?TzaUpUO=fm)7**v#?R-V-Io^?nlotuLzok|goZVQ26-v3zzn?{ zzq@k|1zvNu(-h7xz9bf=dEh^Ftbwq>vcgP=t@O~Q;z~eu<nwpj7^6+Zb=@6^OGxwS z&szk}t^F^*|A?V(l<w9YfsA;rif|rmiVD8abtp)-3J>yn+9R~cH+gHr8a5k1a9RO9 z8MadGVz{hcY^PW{Xrd@)#9p7#^*YMH;udEA?aiD;Xxv*s{@b~CM6x+c1$N$_Yi+p4 zJ8(UB%??%2)iMBBf|;@J^?eF8Vn=QbgVhUj-{$`_o2%-Sf_(!u&gYW_XPHKugQT@^ zO9D$dRJc1_R6tLZY=<8Mh3<0H@==8<?yBSv_!5f2V)@S)hHfF%8Jd%L6l`2LvDm^- z2twV(aUmZYYMAqX`IJ-^W}bf_G~{YN8$0LVeP$!8fXvoq=8_(CZ1B<Z4SbHEM;R-3 z_N+zQUyuW<vkk^l+*n)u)lHgECl){g-)F~)`Xj^hp5Q>BdSO9kgt>0?gzr}Db#UNY zB0j)vtIF~nD;MWnj8CGUB};xK7wcC><ml#fuA;}g%%1*~IcUbz#EOH5Z#t-quV8EC z<o!c~#dF8&^cFJJIKpOb+SGbcLeK{SPNRy-MgvZBAB|~YZm_6>(5xHp15-v(pHx_x z=(6mJ6g*DD`mPFgqu*7K>mI|DwEGUY*)-`ts6+1XV>ShjFS(wy2rqf4EifdAWbE7^ zw&n58e)r`vL<87yCp!QbGV0e)7_GUa9;T~vgSiQ&ohOWee-7^J23QZzAX-OXHvO$1 zFM#CHEq$Pm=`bvlEG>!D!gN(yPekt+SD_o4O3qzkeV|eV@FD5Z5ni^5r!i*IgSKPF zA`vZbSBJ~V@aYG37kiJ}0d5R(i>?yun{N?{1Vk6mdSSlB8%F15aF7j#X>k4#AIdvF zS{=j9P0{)Wgh&wk?8wGyF&RGsm-Szjs0kp@oemLa7s(aV0=Y$g1O)yQ;|)Qc3_`$+ zduB0aezY}+B?5=TwGKRXKh9I+^itT}!%u+SF~b8=dmwHC>$9Y>E983+{_`V}2fDZV zk~CYNh&jh{tPg8I50q>G<Vk#i8J;x8lDoFNiVh8UZRe&g>=YFn1iC=jOx>!qQmHNq z3>%Q2@7b9<uM}FZ09FFZVELyzP|uZhxE5J@D0$y9husn>`5kr}AarJ$EY*q(J5;GV z8q|TbiU0hkI(!(*@>tLxduZtu=?*DgUr)$y$KCU-G`@sJBH`5<;J`K!`<Y!j#X^?K zQq;%RC=_chB8c`a4;5slRI)ee5QAZexR3?;-Iw*E>h!3-nFuIW?2dOHnS>mQcD*+1 zAy0<DK<k)sdSXu$O3tXkn_~J<To+0!Qqx~(QBG!pUMV6LhK5l#^iriR3Ih4dcYWAz zP7N8RMNQlQ>8{*A8dkC;zIc=Pf#a(Aj(iV}J6UWN0QvTiF2(=GG26R-i{5u{jcgRw z#lGw=@eIvS=%OEU9T;neckqPd@@F!p<rMrX&9jA+hj$MzJ)TALnOAJD)k&N{(auQ; z%bK$p{7Z?+7goK`-{-^2zl$}T(8df#HHs!oi1?0SQ!>6<`SO^ux++;OYs7gXy^Cp4 z|7~lwjMGkuZ@IP|Rqf2Plb4UoHFkZm@2)0D4OJyWkDZDFJVODR%r%E7yw4{+caU|m zu`q}4w)GMP2{#wN7UBIediLyBT9dsv`J^5Qmv+>I#)F9+Cw6>x$w@g_82ep~`R9OO z$zV9dPh@9XtzXmN40tTfC)@EE3h!B+IaS|z1J@}PHU>pu;8IrU5(D^&v5%PL>gK$Y zC(gSJ`dJ780+r(O7oT%sHTE|hLwAfu9*-UwgotRmjEDi_&g>VOuLoewLZYX<MxKn0 z;k#v(AJ09rB!mo|gMo_NSC{+Dh>ptL{VpP4@?o3jLy)3I0qX)TFG;YreUa_>u8DVp zIsNtGX%Uy`g8iE({cN$pOOsH-jxHqv4Fc<U7KpoEX@){j`Sp^3r?#_39N=Zi@`^H; z57k-+=G1nGqK<%H@JXD`r!_x@Wnw5EL;31?2G5i%5;lIs%c2$nTe2%mTWV#?Iap5E z+ghg4DI_(501MAK!UU85Xt)HLWeBff#_NBdA@D@~IIx$H$3cq64THMx;Bq*vb~qPN zcdWsx>eO7tOVe1X8ZX?<Wzc?&*an`!Veb{!yi$btHb!0_VRiB;Ax2<0nOFJ<wrcss z1*k_X2|cM3Q6PW^uq?yZ<78%o6v6{=!=H{zKIg~A)VMcFE(K`Da=RP(8)%`{=EWR* zPg4QGe{tyOIZ?zeM+!@KZVBvtBDq0P`S6#$#6^+Tw+ZqpyeA-`ud0O#0fLxy`JZLc z5!pgn6hF24>SRJi<wsa_@NB>oQ2Pd4Gcv-ufd&y+W#>U>1!Iv+2+mVwA2_PNasD^w zH5c=<2<bnNhBC(RdKV$pZBWipPi=1Fv6%qtz0_9>8+yPh%U`RhjR2z>+Bx~(&@`Fl z@`T}=w$91H24@?ruyyV7H`o}e(qt^f>E>1IQKh8G+kMT6g*M584~4O2OMo%Est??i zwVr7okBXg43j!nwo?rda_z;OOm7S#{)UAH%ce=o2vw=Z4C8&CHtjo!U)uGb$FdDGr z;`YQy3ZPrMq@|C7he)nvDLgMg2NbUj86evLuDf*p)!D(KKEh=cT%TjKkUXNkh4jq| z?z+u$7P?AeL=5<KL3$ijb=<&);(8hGJ7~38dWnwJz@mb1UoM_`nr^fr!R1p*qWk<q z(cF3m_4g2$?&?l*!>0Lle6NizOumBA6jk|;(2TVnxnj^Zed9CSj-a6iJ-Uk`qS-sU zhB@)6*fk<!E0;x*p3zN^^+L=)dXhYi(&Ol*R@I<e^xJV>e19a&lyvwP#?D`!zwYUd z|0_SB#dl(A?t&3vtg-nT(mB9x2RWL<!4oBf+0v0<;B<^+Jqm2C4bRM%^qypj1fk0T zdX-2yVV74qLeyIi##d}Q?2P1kpLYf0$FKfjASpb^NugQ+LjjP1VS4jV;uDsKZEO9_ z_@L;)M$^<RaJqZRp_CxVyAF8%t^<lQAi;0Y#JEVxt)J{rX4-r=sH;^m*P4NtPf{tO z(UeZT*wKWhca6x`g%xrTMlOg#?O?skyKOZ<z7b9SU>GDlc(CODIQZr_^i!DVOFkM^ z0aJz+Qxtk;9y(-W1cl+gtDqX`3q3@SmB1oAZf#6twQqb7XN$!;32WsW`PSj(Wn3vm z4Cvx$vSbbqmv?^`j0LzbY7t~WD{vS&R)B2D_QrPDx<IsXkrPvZIScl$Z3twfZKvA! z0IpS#e)cd6#eYZ~>W$mvVC?uzvy8>A5i{vpPsT`WF@MBJ7*!}89T#B`FB^~$@(Nt_ zK*duXJ%QLDqF+Y@&#nmo4`ilf$wCBm<z^HZx((6%YifN7Ct2Fs2^E+;+;ooWqYPPV z`OoK{R7O-<QYpxQN@60nz}BbOI+1<FQZ;e}ig!^p!O43gI`3&Zpob&>n;c<C7bQEm zQOQ_<v!-Q6hj{9AUI709?l{^({r3T`L%IWL!2Qv-pX?`(@Wh;^WX7PgSlY0I9j^(2 zy-#xO2CaJyzh_<iiR$-jVs#k?Eb9foe)dOqQV-J{fxPjlhlMy4m_6LIIJ&-a48~m# z)<nPGQ8$?i?~Df2lI7ObN^%QGTVo|_1@*=N{mG2-(_;#Hz$;hdPt=Z0QkKS_1lpZO zvjp?WyeahIn?<Pg|9A-bv?y`wS0{|K=4*B5ih==7TPPP0=FBS9gV9EeE(*1*l{y@w z5<s@G?U4(PI`qyQI(x}S4}6Wo<8zv`FU>Jlvd>1f2?Y?qpr&mtAKFvC=c66R3|u$l z+xR4hK?w1njIjPT;qqZO=6bwOSXXnf=X_qpsJ-XJkKR+l2be;EK<APL-c5(V70XHM zLOy$c1FCHDu|BW5eXQq6xeqb+a9j<{Bra(FNw$>h4dwXfH(C`vPFbgLWQP=<tlOYR z+*e5^MT?XU8?Ik#RL2LDb!2!lnR&5l%KJP73pW(sc*uQ9bwMFKb#xwm!Jnk(*S6T< z6tg_wQtYsaB`9XoTYN+wq`FZ&G|D;WZeezkBBv<WM6fw8UmW;?P7BrFNSiF+Kd&2O zwE@NJ%)Bt1N0AS|wlECv1FM%4W<;_9(Vlp4+Sp8D-hyBYe4AU$X*GeX;)xZiq5@V$ zH6h)`IWhDd@Y-%LifL^}l}Vv8g<9u0WYDo{6{2JTe~Nr20*>Joko6@JjN{g=MdA=O z9mQiKlS7yNjUSNxw64O~CNHVP;%U&5YRbb3!-@1O&fP+bwR08Ox?PbQ{(*orMgdha z03)sBakAlN{c_CunjAH`nDnx*=zfT6_4h8$ZCF{Dp;v8$jaO|KIo-9ZOiH~S5#rEB zvG_(rwR-~@i-n^{$F0|HSI!X+`9E@muqKcl+1>mL;vn*5Ps!~L{Oku&rX$K9&Q+u+ z;!ZdtrAkuSHyFzZ9s?4sDCLnuNVxNSva2@_Rqej_5_)Mxh_#1jRfjKHubYL_w*<eP zFwbb7w|!zQe{Mhz{$+4D1RK7O4zJJ)yFmIa>{O(5bz^;|dsBF=OdPUr6MtGywC=CO zdM=THXu3`*(J^M^B=m944L{lRs>zYf)(!-gfV+{VXJgI$()*mMjj<YsPZIz+?^HV! z>@6%!qO?#X3g{xNHrP=%GJ-^|NK(?R*$l6zY1#`#dehxM*9MG}Mn`U>2u!MQrK$CR z?-t<&wh3THoV)J1Py|6kPb=B(4I;wz2Tl0UX0_?&_t!=Np%(x2+ps-KqJ7#qD0ph$ z#9I1T(MswUpho{5p16r2M~8>R4x<D=*-ADAVI0PeNbjVQ?uM!Ts=5APTl>|9o&n%M z*JSPptmWz=Rlg`rrPKEK&-z;0`T7L}0>x^UxF7b{oxi}iAH?LbHzcDQss6FwNemjA z<=nGjO&M{fHA7O%h1W-c`c8G@O^vYLP$O^lowSU`*)lk21QOyr*Y782X0+zvAyAS% zpv=SHeKrm~L9m<tnhRYSXO{*cSQ<A{57xj@j(NaDFgMI-DEgl~=M!!XbyK~FV>ZT~ z#%nhL!@#ux<Llf%ZoabKjw*g&!`7>MBTfVf;h0?7Uff+roiWM{x;$?DCR@wqzudZZ z^hwbA#tWQ=j7Z5x;D-G4Uu`t&s<1N@ES_zA5DEP`%ni~asm>E6FYhk?h>y5ET1i5? z|1@azp__D|V6n_Ef!T(x@MWDsjnfUsuY6E#^D(1n-(_ZWPAXeiQbd<fCrKYT@)XNh zwn;LjBPDpwSHEaFg5waY8DY*3Vp;!|q&&g4&fl-8CC?e&^Jo1@0wD<PvetGCiQEFi zow73G3GH=t*hL0<hRn!530lb5cZo`(LpHKmhFpVvxuk`B9D|i6A=oEgWsL^TrIa*y zNP`G(Bk>?ICtSLy^1v+x{e(_=C(v;|y4#??UVug+QQ9@`FB<_Zm0as^BF08gN<}Me zirHb2AekPeQ-d8hiLKvIto*-+E{A-q&M{U><}7yceX3>1J<Tg05-8cE9|u&BJ(*`x zEv02PoAKYDZ^+lrZYo%+V8%SDEHEO^ChCa35&hD)00bLgcTI{zEO!&H=B_ELuVjDg z;i6bSOMRtrx}hL6;XH9>BBo4zW`R7{`|hSa45D{(e^&@J??&`jh`xW*xOjjEnkAc` zg97xON^e2o;Mc6#Id_9o7@na2NWi_}fLK6RI^`bmNCBTbTV2dcb-4vz-WkhtMDa%K z{7Dh*xb}{e!yc;?h<JDkH;p9A1>HJyvAI-kT_Y-pGRy*Ota7!fQC=Qis+;dvIRvKn zxc|4po`)^mfG`dW-S;B}RuBwky(A!$O-_TO6VWE1BTdx+gwDE;x?c058kD3FHIYTD zJr1V|g71180!o6&@F=yztY+qjv+lPc-qp}VdUEGLF9_|&DH}X^gtBFGV=3GOLHLET zQud;{HJ-L8Z-T)kCm;<HV6~kd340MlQ2Zvhtz$N1$I7+)hH0|p(GS;Zx%C*uEIy^X z_c)`Av<>^dpEFN#Lfl$Pg}f6hi9O2pu|Lw#4@xwVBK4VBClarv<kVc(i3_js((=u_ z^$qAol0}&)v6vRSHC)g1{<Z2B)=>PeZ0$ePJ$e#$4iQR#Jk*yd6;honnzI3F=%G-P zroTfFxv9Nl>A7UP(SjV@C5C@0plq8{HKw{6ol`>ULmk}NdHMG;0eZ*m7pyG_jj$cW zEh3?khBCUA-d1|j3Jkh7CuL$=3w`7!J(SfhQRmwxeZaUeZ9&!#Az^#ZthoDlfq(iZ zjEHYU-7S~eQ8crTFnY`FF1*x?>2vP>3tm$fRfIvVS(v^ieek7zs@DVV|3Z;jK(tQi z<V;G9>Yk73*%HsLgkmzl7vzfq{S@F?>xyOKCkK2dj7;Ov!=vZNF8Lhzf>Q~-4C&Y7 zP{@#wKYPGgKq$ZeZ;D77_;k8p%cZ-mSJw!T1RBKK(i5Ou{9cG#evo@e#i@nW-rK`! z2atQl7)3^F9W($sysjCMaB4SfnX8kbXmg&yh8_$;tU*ouCXv%NK?a+gj2!5-QYHxa zn~s`GT1WDPmAfE=Z5eotx=)vN?iQ>9XV{NQQU4DKJ0??x{stU6X5s@e=R~S;o4JEf zYUAi37`fMF({ny2$D`{ig*WG3jyi?@B;dbQ4(1HvNK$I`;-&iiFJiZzz#|iUA!d2C zaW@Umn+#vKYEgcw{~ME$y8kUcRaqJ)yx?Ke+2@0#$A=qk8pe!%J~a=@mqcMIJ}XD~ zwo3-(kg5yGK~S1mrfGu0^BQZ*cCq8<qbc0UkN`3WJ{mMWr9UfbQ5asPi4yrFY;k<b zBNT<X!RRct5-wpC<Q*`DRM!}Mgbu9qOf`0cP!P;KRj{hZ4iU<=(LdXIR4ruiAsNYJ z30@IZJr!~H0vx*k6=(2Q2e1^<G<E6<DA8hKdQ=AH)otOT{oQd3rUB(5qMED~xs2ZO zy|t;P)xU-s#RZphpb(&s<J!M%<SMUaI2+@&{A(nMJ~Xg!gj}p|tsDqEo7%2QH*ev# zvjHsTkk9TegawIthj83<^yl9BU=1LEXJSJ6f0K4j@eBn6e|q#g!WxZ!W@L!N+4TIw zZSV~X{n<Y~7GZ)a=LMqxEQZPh8jXc_2nF&C2`+}v2YvlJUsDqVHA3@6%xqg?%&)BC zd{_YBdnj{SJ4AA^qzqwXe&MY6u{mBYBP8`TqV*V-cgIah@+9wXrLSZCXf4sX-*tY+ z)U1O3KWsvl;YK;6EsY1LsSfUOV+C#3@9W}5=Ar*lU%vWJ@5wBGN7NeC$*p&?@A5<p z73+Qy#D{d$4=l-MW6fKbWrKQ6l|sbWCJ%eG>7vHL-pY1Xy1cND_jPgY^HOrijBFg1 zxSn&yU<IMvE^{a}F_U(liANtOh2Ja31NAN5Sa09k%!}3PVSaE9gq!a?^M-ru1K0Ul zAgL`}odVzZIs|4q$l%#XA@^66<$D)qXZ1(tczR@#Mp&I1z$+g@5XZV{a^1;3jBF_< z2lN@+4Q7eB4qamZw$XAekF_V%tD4HzaI5Cp9(+$cg3CLj8#7wfvYic$NfkN9c4k-} z6#6jAzD1`b$4gE?;*Y545{;bmpWA<YE*qYvcUpIm0Rz#zI!_TVN6M3Io9}x1dOMbg zg}pe>tFR)qWE$Yt-F>qiOL<vDYc|)&TUkWs<qsS8sL$;u{lF$6&922x8xR*3qg+VM zDp@t&>KoXOR(u@WYcI1QnBqI3;Y7^n_^#mR_|Adt?{L7Lc5@M%&8d9Rp2$|0(kZJX z;bIwwa3GxPtc^9nF%k;ga#o@6WaXF#c7S+L*TXe$SoZ5SxU|^f!?gixNYnq4ZWwC_ zZ_Rx^gT0l)3?n^1MUc1rztCxxSDs*Uxw2c|1Ii4^s?CfEE5;J-0BYgB)%~ob$@_R6 zNO%XGQ`~p{+o8p$l3fT+-RYrRDVdZ0U$>MGn@@#6{mVD-ZGR!zX=}UEbP$O^-~~>Y zqo)Wa&@}Jhm`}0mWXK5jTBHv^F})ny08?)le52tm6{+99emXRo?!cnxYZd^ds&K+( zVnQhqS?_{E&)}J6rTyZI*fDb#-a8nfUVrE@>6b>+HdUEvZ8=8!&<`~E?9btI%TT%J zCJo;x%y6Z}ZjwUq6R?sfg+bG=$e3B7K2eJWWBrpY<+CdsB6Dhx|L*)d0)6&OT?~s? zUyq?h>KoXq@UMcP3%q<m1mx)X&{{9oPobW@!%^0hWiyOdJg#<%=sz&TZ=0-1*mq{> z+$!I=FrBMsVK(wfS>QaPrFA-Ffpf^ITYaJex_K(5BD_{-3{EgxWPBIc&B?eeLBz5- zvjuL|^G93g%gE*%0ihQOyx`dJqvOpRI1>$jl?Ag7aflBawfk98ly;<E?9?sB+wLwC zTd+!rbTHeZtqGnZ4H|{@zc<=vY2aP4tdEd+I!|%l2w1EGix~B#vr_T$HrTN{=o5Fb zpPj|)mG$=@T<mANh<JTNqT;HDQpkFiC$*_{JLL|-0Q_<XkKZ5k$iREG$+W9$-0)em z=I3hh2BJJEACm)@o5KpMHsfBJ$imM)QRVn<b36K)`5Vzw&urodhIhviH?+6V5P&<L z_k4;tw0D6XQDR4s7l0d}$vxiz<6R&pT}#!!#(5L@JNr&CahPc?(GQCiI@w(;)+&)P zXca`1G|1nAC;3$tI9!Wd40wXcllfyFBk*|71{QM#eVYTRR3i;OplHsSm=Up}@97j^ z`peDgb)9bL_tv_`Ic>36W1_^#oL|S3JQjtCb*y|UB2qoC0UjbV+VZVm57sX_;7*f7 z$wZE9S%Q|2yfkQl-VSiDM(Z;7uj%fP)c~FMKu2|8=f>v3mh&mL9EM^WDmB9F<%}ry zuy*f;fHAt)h$89a-##;AtTAsPVJVt=ez8$HuWTm5OX2Rj(BeC%M=$_^ruj@djsIv; z_Xw*NC|jq(3CjZ;n0N1*);rkGZp&&!)?%rrb5P~<-{Bysx@>LUi?6GG3NJ%JnT*wx zZs=kQ*%1KQs^$vHz^$>JDa*xEulF~2^F7>k0K#Ef;|gX9`Ews>%5gq@Oxi6)bW?`* za~u@3&u(NI;~IPts|cUBPL>J)xg&ETWVykyoa#ZC3T8xTLg9+B<~vGef#OZCNRt*z z7Ik*d983rk`!dgG?)w!zmN!O`0^^jhZ9)cLG>N0WL0L8_3}gDfDXXS<IYW02@&)o+ zMLcErTfdrM3jZ3Eihu~YXl1D~8Ba`E+QgyMICFjV=4(azNx7|x{6~-CItN1TDe7l& z8lV#s1ZGG)4xz-|z*hR6Okizye1Wg^732@oE2-5k=$}zL8z?MUW+wvYu#vXCpO|Sg z(enUR9WQfLf{GCyGUSLbEy+AmwK_ynghGp5y+#q67%ewse5Th)X7#@dg>M@0l)GD@ zj4B~Yzc(?26gOzfr7A~(KsMDoePDR4L}}xtnT`OUkQyRc5}s1z7Pq4gGY|8-g%ZER zXI_DhoXUA?Z0M4Sye&Zmbm;NhMPKvL);8~IqTGcqCT&8<d>$3en3m2v>P`2lTtSOL zyf)vSTh`IP1~S9JE(O0@GpxT0lf3v4hMT%lV#>)(3$Pg5kd8qGJ_dd$g?z@sTf^#3 zZ~4>D4BtD_cv<-rn#-dBRrKX&4RuDh8)nA#6OVoY(~~?b9rUW%o;{ai^iG8f99OuL zifZ-_ln7V<qKDNBB#GTk_9`(bE6#2-zxV(0GT}6i?ePe&nOX6%D20k-9xosV8LpxQ zipdZNKW%vh<fY#U0|QB|(4i>+MQu7hd#??AOmwJ6pv3}kN{-usLnV^czlu8ZdFd1r zdxd}>i*78G(gGvpgdip!I+wCraR9<M76$n3*cG&?LKMbD7VQer1{c8*`~jG!E-S9& z80X$_`-*K`N?+?(-n!6MI@O9BwAsGJ-DV_Li&z4a-3~yQJkwyjRMp*>#QDWAfbXB` z+|zea0c-3nP_B1uG=xTta0Y3dLykS}J_GcM<xex;NS2bvR<E+_YT~PFvUFbNR>=<r z_(FjY?}9M!2ShyLy>!aDsf<QBfQv`X9X|RV%fLMSdC5GLrj@Jx{V!1{!T?zc&HS=4 z8r4!~M19v*l@khr4Ig?VT(l;g2KCMPiCK#xC#)rbnQ{9#CnLfv=HXmBE!{5#699q_ z8e7E-H!e|FW}UQQCG!*dEFXim0aF)v5Ik=!moTuX_S)g3FP=+S*+9v=Go&v8$_$d} zPbr~=OP{Yu=#G~u5pJrib=z`2Y#f)5A1`zs&R$Enxp~)6=6Ts7f8!uq6o(ulK_!Q6 zFQG+dsba&NaoJr1;<LsP*`)CK`w!8ywS6QXRSr=rUqfu@y|5$+(%W(opiXTou8uS$ zbJlNRLnfBCp$|O$zjh~6tm)9!|30*Jl^Yt^Ci!osS#iE+lyg_Yrg1<v!Xexvor;?* zRG}a&Qei)8l4oE?G6g~ScbG7qcM(5%uebd$Pok(X99Jsx{+QSsyLnCRe65n!>n{kv zH@iY(7C~y@he-3{kA{$InX@zk$Uzj!(Eln^<#Fl$x$ljtximP9x%91>DldyJ<l$wn zC%UiAmff&*!Zc!6euFCv_v|heI0zvW22@|Ob-I)}^LE|t0Jy~%c}R8l<jx5AcE7@# znpTfX;S$hmhA~6`2&vDvlQUH;XNMK<T!lb?c*$^0crHnWr#~Z2CI<ZYkX0JZtP{** z=Uzge-5@}qKYIYS5!fg^TJBo-3$E(%MZ7gSH8vRN>nW|rAVdz}*ojd_&~~tK*KcXy zX{EOl!w5AsEZubh__{@mB6VhG&#(__QWdc~kmY(VBYd4+7^{{&qXT8sm*`o#Rcz6@ zK|9FMJY@c!*~TZ-HRO&A$wx{b;y=82kuf-RQ_shQW;X5+)Gr+<5+^rR0o$pxIpg*w z7Ob~aCE)_Z`IimgRG078Du><@!BSSDRc(VB_#MkRM1J)Enz4afe{$L)LfwmF&C~kq zf}&DGX{!Ry1fnUb8ma3e6Yz1Ki&wbRt5R0PQJ*X^{wQ~wU(Y3z+)GbUl>vFY{?Xoe zQBj?qD~!yDlc3#=%!DkyLYrC!TK4KTm36kF&a+~B5(++oRX%WN63SKK;bJVUR`PF< zi$=DE`+~;8qda}9x%C?%oFRxO!9~d7LKCgax2Y;cB@UR$;$AS$DQXE3M3)xtqznU% zrklisa<~Ot<F}?i813TS<O0f;aGq4Cdip_X<GxYq<cVmO1I>Eaxq!SIaO@4{T|jzS z<8r%P0@_TLUZ%u=cQBOTb%!s~U&8A#IH1MW`cvJ|#m^gXuMsUG>?8kyHPDs1-Bm+D zSE{Urb~s$K15LuzKOB)mnRdL70UQ5;n9rfNALL7`Svi%h%4DD(&&JI?tD=7+j`h2t zDD}uBMu9YF*6awUT9Q$UJEc}NuySpfr{u<m<5}DcV?=jZ3%ubqE{#uaytjg>fXr4g z>d6BnrW-uVEtVVrfx>e~mAE&PBBth<Z5KC-^H<3N1Pb-CzO;Bd4mm;v!z;^yNE#g8 zth<)-Kryo<RZc3+@g1Iaud1j~W3D-4g{I{!n<0PyoOBZg6)5_ru?&c(4&iv*%gDLM zS82^143qVju<HEQGkX5b{PDeKTol_Ll(6+#)b{!b_7Tx!kc4Ewt-}|RzX7atud~1< zBCP3Jm2ilcaA+F@0z+7*LuckwgO5aa2-wlmRx4%G<t));yR&q$&nlyJ4`{ZuuFe{! zh@yG}hd(HN{Nn&i)X{=cCVzj*VK1SABnwFq9}Ic`fF&*OP}e<zl?Fxl_dMlj!U1KX zZ5^qT3G^Niu3t1^Dsv@}q=QevXp9^}BgZXQ>AGT3Eu1olrJ~^lk(|L?ZqSnfBrV5~ zbyGx3bu(lsADIX$RZM=EfyerAh4VybzwsuCKu>kObt;+G?^`)(uAO@jsUSMrkW4xy zfS|?s*k)vyNf1lZJh~q~QcvlWgjgi4CK~bZLI^T;w3sK_?yTv#x^*ZZxabQn0ko-2 z1p<NYx0<U-G%KSz`hmKg2vSlP*l;;3w8-&_Ll;K|OigtQVQ+;PoyQHn8nuepvp<(C z_X>;*4OyH6r8*Uj)7CHy`T)TiG;)%ELZIH(Bykz)HgvyJ$X;+{YJ*PaF+d<ZF0NRK zgZKW3<w#o_jIA9Rpi6mz2Kq)V;@2HLR++aSUARenBQBW^;7)mvr~O+4ATOZ=?R~{e z+tR(Ei#=g@Qb;*r@Iy2Ane>m(Sq!G5E$~t9l2SiAV=sZcIu_upfMJ;VBvo-Gwfr)A znCM?s(wk&^Q|YC=1Y=KIgiMAyq@OGRm(yE+F!o$>)V|k@1@QmUO-($c_eB&`)01tl z)qOK9L&D7UbLhv^Jdf^V$B4I0YFyeXW2c0MSBmpRR0r1AHtHzu{8=D*d0A!>dfO%b zx;!TCecg@jHh!r)t6T~XEqEG5>3!Wy&-=LW-rGOx_4mp(8UOknu_RibbFmER_wl(; zt+1vf)bsf`x$WnE`E|Yv8^###wl=7LZ1~Aspdx+Q6fQL${<S;#1@rVBt>=GN>;M0f z+W0>zv=S9{^wRyW5Q>e9g@l!bRi8=0*v-Y-OZUIZCT5cVb<}54HFtG%cQG}01r;&< zKc!osUo!SA@c(yd7pR(vN!i8GRL$H?mq}S%QXlmH|GT{r+y77_r$1m-X9g1$gVM)< z(idY3J<wzHpVbqCO82V~W(3m#LKFP&o|6l7bN|2Uf~*{D|Fa3Tj-2CnF7%$O+JAQt zVs{^4-;B}B>`AzozMYefiLe#k5FJn~5#2tiNi>X^c*axcvQ2ntwXARIPfK+JhhMoD z(q$CTKPzaho~cVWExq2rmP>v7jjj&2-t4N-wzS)P^ScIT3`;f`xw4CxX**8h;l>a1 zFdKT7OXD9VOAvJ&y^G>!vu^+7y1ZJyzTmW7<ln)xEgdM!Ak+?+RZB;yD~talC%ozz zSQve6jq=P_B{25Sh{56w`Qob=!|Xpxj@B37pmA)%hWi}4IlN;h{O}O^k>$U}e|sS$ zF)RzjiW!i(=8!Zlh9<o_^F^oQ#n>GtIQx!XAUob17h9J_g@M%dtk@})iNz@4lrG8f z2hKj`kH42B8S<@{c=75bPomeU8p-6)H$hMXY7E0h<zkecw8~z!1^uO&-qMrh%e3(d ze&dKGlawUJkrVLmJDXQ|$X_d)bpO6idL4QF^-6VUE>!pM$&%u)QG>}|3SuUR@{zMK zRHFW=VXwpQD~LudA_uu0_jDCvhp4LjlI)O@)Jve_KxdKMpYbN9w25I&Y}>_S;DMXS zKk3u!v%QWjmc)%Uw9?okGrU?$nF}M9o_e;8f?`4bNv$=CDygWi_xf|z3Z|tdc_x|S z*tBQTNWgGqXDS%G$5Sl%Ut`<DGPQOLzS^}YKHnwn<VSec$>v+YbW#Yz^0aaP$n@ti zJ#BZ8EmJY4lagu$;YM@HlA$BXfN^wn$Uh`Z-;c>@r3E2JY}XtMCf8s1n(&hMdV{u^ z&7vL5_SsH!n!^?LDij8i3wIBa)F_6KswfX~CbLO8Zgi>x8Z5DmhqvgLr#j>UeVr1? z_LVQH-kwG}ougYdaWDd>!2N&Rc}Um#X$a6Muh=?-W!-`)EdGZ$$D>c@oNq7Ldh=6> z2QDdGRycCRc7gjleDnHKanO|u0Ut3=oEkY~O8#N2Y>&5a*%}=xjNkV+eK~*=!TJ0l zxG0l?D0okv?W7rsa!w?V<K^qTBh23%aONaVZ~xe>7O6;S3+e8~01V1kU5<ne8$X2c zLH&%id)Es_=Yy)O4>tHJ4n~_MtbUj7vE;_vi2AZok^m2c|LFPXT5fA@uQQp~Y?y0^ z!iKU~me4~CB+xQY(IJl#qUsqzHm#wr&dSRC{eokoM^X_lDGcMBWnt&Hal&qJOIV)K z_&FokTIwDvKTPkyXR?(**w*d3UL~g&ThCZy!h0H#Bd<SmfInPaHoOC-P0bDeOZ+19 z(=LZXw+vS#9d^zukg3B)%6g2Z&Yd_meYKCm`FBy@KKN_+_LEh5tR=&6U&o^@t8qPJ z6Q)`ca`&NQTD^l+l6syoSZkJL;X+DU?^3vToUa+cyuUQaN5d&>+FR6Zq`x47iDm^) z>llJg5#R-B^*1^p>Pq7}fn>5{0pW)Vt^zvTX=D@?1?}%HSV9G9SzH<d`LiY1su`;$ za0RQsaWGB0FahAly#POGGP|KY7OO)iqBE1fvrtxBn6H@J7~=BdS=u?hvfbiNVYr7J zzHGcIeXL7wf9X9)D2h{T5jh~Z`2U1Ob$i;=Sq(Nu<>38LC}#q*=urxGHiBlVh4itR zZ)+olH19Em%tL47wpV0`Ks?Vc&=oUt0sO%Y?&DwR6`X=a!P1tl%s_I^eA<`Yn&#@I z{~gjl#&bpI&j7V)J(s;tkcZHWvd6P4!ykT>jtwxYJdNp%d#zaZl6<Q)Sire2*(dBi zD$LBYkvhkVTMlS08_>}%t<-EAB*2PO-h5ycWXo5ePxTTLMaR`pBb=QOwG)N<P$oL< z3n=`QBr}%Da30`S1^@nB=R3pgVH1&Bvb$4m6{#E*^f9IlK2fPpPYx+xhKlq}ns8#M z=yZO~4vv-HP~}}PZnn@uZ@_~@f^G0&BKh?uscnV@V{XD}QG{oneyyrW%7E2xBs)A9 z(KbN`&-EK(yC(OFCPfA1SEec&1#>^4N<5tHic;S10`PuU95@GLg@dc<@;PH8eQ_6U zR(}J<c5BF@TV=nAs$qs;`O5nq1yhS10vK@u2Qb0ipqia;)hz>lXl+coYWW@K)IB$U z^*be$W0)ul1_uZCS<GQaq0AY;aEEY;SzpzT-CAKIt&l&l0zyP*T0~`koyzZKXO-bX zg9K`lcQtvsFj1RtcxYCW@#JU`@Fu4;)OU9rC4Azv%9KO|yrObi)n*Q+HCS$fp07C= zdd>cg>mp@_9-!CP1y;ZWN*dvwa|mqo6CLj_%Wti41b(Dvp<v$1t+ZA1TFljH+j=oP zr!IK&T=~R^Ml=Ro-Z!f}3aG}ZAb><RW6#<P+nqc=1Pp7kIhrTa<$*q?azV|yHC>hA zWKpEW<>H|e`SwXW5#eNs{j2XLDED@RM5`qt7r)lf5(MTXzFQd{*ciKS7h(t;D?9yL zt-3(WBzoRendwg=hR4c6J<qESdtLRs&PCRx>D=WaOzW5f{v}BNIjZ8uqMUnMn!-Aw zu61Mda=3*tBALgDDYbr<sLg)vaN&aONk^N4p&I(~ys2df2%G`C5Bl<n`JHvebTD2_ z$%?XX?#ylM&$u7D;H;40sH2FGmQ5WxfnN$e!K)@~YdkGFyiev|pULu0aE23Qp#5q{ z=(HTS5f6YKYk){>(UF-e(S5Wj2x~LWKV~Sdgt_gw8dw`Jh*1->5%3*B5=F`DhA59a zuS{;f-e^%*y3yd;;Geu>uoWENXsMfg3=W-dq0wE#xJ6w_8rBzp>Cin6N<y~|F3n4X zT%`EUnGg;t8o4&(ocQqa+0SNFUEj>IP%2zC4raDWm8G%e$?I}NDAAwy7n0AtX>p_^ z91df<0y7>B{S)XBkl?E7H4c4k4yXG@(!^n@xYDStm|Hh`qm);7{H~?6l}l;N6xtpV zBH-d)6C$8?Pfu+Jxv0&0#9-V@dCoQ6<1#SQe~*sAi8+r7&O~WQ5KPOI!(%vW!Q<US zG%DoZlY3{VfBpz~@u8ifJUC0NbUi%#Rba?xIB38toheX8q|GL}w6}x0|3Ma~%-@|O zRdthc^bDsU_0KN4dUAzNNR~94s2frVpYA8&jT{u$y@$Z(f-&(I<q4o<YpH6v=XabB zkxe-7d0+T(0lw)n^3nCRnY@^(bgP{-vfFFtO@yRldjnCReLRK8nzHqy?rW|Gs25*D zVdL)8lB;_S^*-gSZDbnd9LKP8SK8OJ|0ns6?hj6-gJUW~s&^jtdpb+<2RsLx33|@F z5+-EDE*5W*fo0Dtp|g|G?c3dP`kXi~$B>}#G~0aju)lBcrQ~O0Jx{2gIof1z$B{1k z{kY7#!Z2Azpw8#X2>BRog+lw!>v`_lw}}56sL1huq*ubm#qmE->4m<GquKuwqV949 z`?G;#MDh)M58N-y=szLqzcvpC%$$4Uq(6l;^r9WDA4JEi>+M=Q4ZEe5Mv8lUC^$X@ zBO?cUO<d4F_ZRkSogUBx4R4Rh+ZDH~r*br>@C7#ECcChK&rh_1IK<i9YW-O!KQWRP zerDhJ<^1%Y@VrzlexYBwKVeUklDj=AJvlbqu|)|L8n9GAL8E9KP>5nH_pcY3&(~<y z{~=MP^s-&G9b56A5OvajLey?H{|QkKE-KOuC{R)&T*qHA{m3bq_BDL-ZPfLYy8Ph# z1!QK(Mj!jeq+qn+9gA`x=NNkJWSq)r(O?Au*~4^5x9gmlqBVuEZe^HQ@(XUOT~cF< zxjZGQ`ZW#{Dq<1K#P~54Jz6>zQdZBbZ(CW4HZonMR2`aWp;SLzin!4JlS84mS(27; zlnx2SDvBf)d4cO1q*n6c^1Kd`qTVz7d~=vHg-(^1#(-#6BDH3xeX1!tZpZNnUXwA1 z_}+v(Ar;j?M<O8?4C$6Cs9%VMiz{6w`x+I5J1S9DL<TJPWc007!AdC;-%ym+405OA zx+eDASfNv)ysuGes&Z1T#j55kTl6eCdgW*gLJ#jv(~L9KvYspF`T3KPuZfYc&25Zb z*mwBoJO91?d}%(Vr=-`q0i(|>bd}H#n_+O%dF8@W^6~qRr`ZJ*AznYaYm$=L@KDUW zC!wD^8{aRBgB?4M_2{0DvTfmdJ)e60KCNFzk0qu}2U6GBOHt*yeG3FgLo`(TxspXJ zTm?JYS2f{-HYTEbe)~ZfM!fN5D9sTBy1EC%127BwnTYaaJng%a%bq;ve@eGDGqfHs z;_RFhniZ@n=c2}6^LKm-)1IsrGiP_|c$TB&rH8*)Cvi)2#Zv<dGU{xTELZF3%X1sv zr@51C=ruSo;3J5;nOX~6I#zk`C8_qs8#N$#09n2Ytl{SZVFO>+h5rt)B-v`5>zX;` z&YqNR{_sVRajyhyu<nsA&ugILl2GNkyT5O(?1|*@GQ(%OrB~*PgR9Us+Y&YBgr?9l z97(I)yMD#M9sZmYI?}%a>Q9KmS{ULWapmss)UhC1w$X#BCZ7%m>;i`|SVQ3Cxxc8@ z^_==+IQBVuDU|_6_emQ(hRWa3MR(ASDZ0pwW|~nWmI_jZ3%X>_jP#1py)@6RtYsqB zgGNN6$52I;5lgWUt3Ji;-W`_J&|FXh)WGWQacy#Zf??a?Wz|o!l_F<wsp-Y;3j!`_ zEB`Ob-Z99wuIUy$g;Tces#CUY+qP}nwr!rWZQHhOtLyFPj`*JLr|*3`V(%TX{;b%M znKS3ioFm6jjH0&y3|qk`m2X=uxjQi{g#U~FV*mF;I7_6~J~mE_c4^oKjQ*0Y=A)C< zlXMD`{aZK}6-!{p2giC!zwl)p0x(^m7aPe-O;CqhKA87(lJ{8HssnglB=Q_sI*^zw z51}LcB~U>TaA||dQvp6q9QV~0Cc4a&)Pc-Z?27(bKr9F;QHk{&+i!y&sLau0=)(~V zic0<^Vh&7e)EFs|Ab$;H16aNpx=!(f+Z+tKCEs|UA6lOPMH-GnfA3hT6F9rVbkze* zYJx<42{q5?o>F}(EtcU9g_XBFqGJiQQ>yuJL0;TxM0s6q*$m`4|NOu?UjRnTaX`I@ z_E#Rz2kiv!{7C;jH|#KRNIi#fkC038Ye6!RI!Y8$nh0<_JGmoJfd3N4B3zken}!;$ z>Du(F;W?}8MMU!r`4qk3U%-L|c>6RnOkhG9(UDR(Ro~tdrXM#Rw**GU!su9P0!)Xg z(j=v#{dJR;+yN`P$dPpbZ|wFRwjskOgx;~CIMZ-4gHljWSUwX4pGtT>i{h6RBy=td z5Vl_FzRhi*9Ck^FcWb^l6+<s0N?0?SFL;E$gDy5oFI1$M1H_o5?FDkHh(a<zibNGE z7fx&R7rc;VC)=D*c9X@h`dtCi#YuH<yy+sPf8=5JI#SrXqQ*)BU3et9vbX?6J<-EA zuKK{>V*GYIjJ($j)!t{Gofn!3pTP=H3s40%Hx)4!@`cSR{K2(y;(&y9N=V9AnCo)C zJbd`*0L%s~Vfk~|i<euAp0{qWbF~#@rOONS>u4@<m!Qb%EJ|YAt9-~@{{xkhz1Y?} zDJ%pNdSUNnb;xHR{6l|>8u5xy2a#7?21u14kJ>m9SDcug%2ZSo>Tsa5{aOHv+|QKh z);rj5_c|6I50L^%uzh$9nDQ#juq}D~DBHRbM-#VnuFT0BYP#3pH!oL15W~l?*Gyx= z39cofVcclxCA^AuA=Sq=l$74Z)!XxVigo2Qp&0!^!@VUpW*TM#sq7999Nyy0(yoDf zbsZTwxzH>rn!hk;(0*|ww8i{Pnu8%oZX~HKOZX0~r?!`vjgVA*dtg9zy=1O%MY%Z} zzZ5Xp!1z})hcv3$9OaEuDxZD5j{cP`Et>)w&TU+PM$XHb7=7_z{+&2wA@`oa4H?xc zF0Nf|3J{Cm!_m?l{osy`$HLUK_+a~emS)r_C!VKKGskD@0IFY9e9bA631<A`Yz#Tj zPm{9YO#Q@v)QIZ`hMk;gYwDwE9}5Pe<SCNF=9uUNLyH7v(UjD>rmhVb+TZ|U%zN&? zq5$kz_xrPj0(^7vi+cn&`W5dOYfw+E{gJLA^zmpLlZwgk-cc!C4!X2yvFq*JBQ>~Z zoAO}DuYIEDhju@@TFuKBrqRq9*??BW#10yp?<%EDP&Uj9l02$hw$DLo$&4hD7)U?N zV(p;lVG$zvXw5-mmZpnaHH|3b{1V$?Bk^Ubk(H_{P0M@&fi~un(5@hm%G!5%Av0~Y zd2!%wW=nS0C9ULKBDbW-mhP+RQmTXaXzqRP;J%$U^H9nC>va{z2$N-*oI2M;x$-hs zdgTli?CX)h7_r@Q8D0By9|vLfGI_FQ?V4;J7TmG{Z9FbkW1M)xY=d@zq!#JcP^}>Q z&|9+R7mq4MQ_!8pIF4;5UMtp#*s0!~a?yIWNwplGG|hlIY$xdj>HM(f@cA*ZXKnEj za&;hPiOeh;SjM7jXPA^O#@qS^$UB7~)vTsYkynd1$*98(uUeKA-P=Z$faN(?KsK%7 zR<5##Aez2T@1%N&tKY5$<c5ATTGz6?s>I3~(3TrB@h}xphCP(4wTb*vJ*kGRQ^xgM z&$jbM$DOS;R6kV|4H)V*k%=^oTNH4li{B{ivFx9j5@Q*qOSex$!!&@|BS}zwQ6r#$ zVrTnceN|J<<5lTjhHxHH#htdYo|?mV(ZoZ;=|j~{RB&MtMos-ygW{$oM8?`Sj$V`$ znxYKW*NJo>sC)-(broJ^2<lof^=*N|nFI+ztIKe!zZk?NuZP5Lh%Z*!V0uo%S;Wh? zM%n&i1DZ-`SMR&A=VCKXBzN%91OZUL^95Lfx%CuakrG&OIr>T|;lPqINM_MMbBy@* zm2IH1Cs#%B4ry(Fv}#&Vn)H?~f?eE!;i(P@up+EyeF7TqM68Y{8=9Yw%Slu>5hdJo z<PjExD$+Dk+tus^z(l!MgzI=&E(Gsg9}9QpU_N?VFTA(P{a+6#Q&AWkt=gWpitzhN z($Q<tYSs(+s9D%WQN~Sx(e=!5PeS9ba)vQmWg%jnGko&u*0=+V4>zS<YS||JRVT>9 zB60--pXrBL494moA7Ev#81*SztE)EMTAR&e_)E@TNl#YEQBliQnj0`zIRc|v<2?y- zzuGZZqnv^*NGu52Ef1TIaIS0}dj+;y$c{96DhaWRDSMD(p2K}i0}3lGFlquf*J?1% z&(?$rQw0!yP2<T%5MNLf)A#nN-nOy*>T}SA>7l!-_UjWYPx0>yK%Qp%HT<A78q-|f zvM6cGpna<`2EaO+={$uzafZYYKJ2Iu=+eSD5nrD<#sqE(SqAhsXa&!tGCdaJ`P!J~ zsGTcE;ur5lDRxSIrTh5;rsOY0zA*8H)1+XLzjF-nzB`J(rbVHO;0upIOM3mv4H$XK zGNM`c%TOL}5Ia%qm+4w5Hk-4AbmuFlO!_};@Z~%Vkg@};?`V`fL^L(n!yBbh)9fJQ zD?Ml61~Eo{NIlXN#-hCHY1^#BPPFe$uHuN6aoObUkxk}o-r>+*<VT?TR1$&n(wHQT z&Ys3C#LI#Tpc=$X)Y$u{0UYDXa5MTg1Zq~rN~uZ}On(vqx7V{KJAIjR&h{-eZwQ;B zqq6Ho*J=7gnwmDbViBhd@AVM#C0JK#I77>b@S7eoFgfMQdQthS((cgDtFw~~iBM~$ zIA<nv)O1fxD=OSs&dsqckQmVgp3e?DhK8P0FXv0Ll)K#Gk#lf&w3z3ukER5D2;4Q} zA69bi6rUh<vi4Sns8K0_Yg)$mgH)sd;j)1ee)-usK@$<lcOs$S{C&wK>d{czSZiUh zYuWQLMfk<@yM~{IMVz?@B3e2597NTwk+T`P=EwqL!dM<wl_4&7UY-db`6`Bs`A}_T z-0pQ<HV&{5-A`PqG`jbKg!ngfw3=0eWgQBjpL~*Vjbf1!sRDU5FoB1F<_8pI+NLd( z$QU%a9wWvO{Cw33cl}gfV1pW5eU-c6q74IRH%25T2QLX)%9DBLLK>UUUV+Kc#53E0 zfWuqegKy|tiu~KNY;xZ8N!zsvo-}v6z?2L}9wxU&j~J}aC{rYF(K_OJ6mwca^jvSZ zS^ziW%)37U#|Xt(?9<CA-C^8uW@<J$%v^Hjx8`|h$-QCl<`PyeyF0lI*AH<-vD5cd zo1&;~tfq&R$*FQgvE*}nBLFznCW6FZa*(qOMO;Y}NUO~=9|I~%(^0+3T@!XJ0Q9y1 zYw5A7)v|WwFv|>QLAmFb__K;%2T_UT@+5M{MlbOZ*OG<?Ql}yb*pcmROHj+?X<brf zb-RFaScbSJ!5O01-TnxJb&~JgZ!e5(>CMdp`r)eDhq3i#Q-eIoH9&VH*x^by(6^F8 z%GLHNm(R2wL+qX-{K4tfy|M1z25cCf5Q>y36pR=!f4x3@YKLS?#71`q+t2ZDfaTjg ziGM43{|Dpq|Kb{kp7Eb56F(B2n8UZ(KPnTyqT4IBd-UOfMS)+6d3j-iVF}3AK*vLq zek3{<l|C~;T|}oKDAtoruNE9#Ix8y5J(xb2NBDMd*;sqJ^;x}!N?cxE$-K6hra!cf zu^KQcXZ!j5F_M_<o@{`i3*!RNlx~b)w&8j|R3ZtuN^-VJSU|Ozyk^C(S@t^Em7um^ zc|JmQOfo-VcqB4MeibBH-<UJfL;AUuQdG+55S)3vC7^j$cvi@*tL$gEaf(*_8uI;q z{o1{!{oD0k<iq0T)N*%al3a_`=qN5s^kBM4%FBuvLTV!{E8a`aDs|<n-yn_|0LPWS zlT{Fe3^6Ss!ISgTPUrrjPh`7|<9TF*<$|C5#tGJ`XauGL&%0L_;XxRB--SFoZ2$gn zd|f{+7<lFReEuOPOw{F91yH7D5RKddIlNtE#ow<73CPY9ChJr@d}U;eWC%4ZnuSrE zal+y6xRFmuqA1+$2Iz9)()vnoM9LyK4``%AzBoqyZRo6rym6Q0R|#B@m=|Y%0PS}9 zz#xZi*1CMAdCv72wm)$*@U+GI5pIt0frjU(f!Zdcs6`w1u6uY>?eZhx(Hto#-H2To zJO=1Jv_t!KLYuGW^%@xO?gM$pUu8e}ZR!fzTkG>p>-j9BNMesA7~3Br0bkZ&$_K{w zeM1!3#fb}r_5scfp-03Y{ZbiJWAXuvk8}Wk<Zok_I4CEMLdvZcm(w5+x)Xy^&&K2Z z^1~h&B5VfeMT;=0$r7{d<|}6a(nqP<E2x2|k1LEnNjkDb0f9}x0!tHh<!?Mg{TB;T zeIGQM(iU0_{x}5QoCTzsJ#vV4DU?`0fGs($&yJBtGwN@}Z%TtZT5>Co&dhr0n|DP0 zhY6JrQm$ch{l7{`{0Xp*u|^#TADX46@OL9kEeV@q26Uxk+VP<v7yD1eGnBN!I7CBY z8y@k4*lM<S14Hn?Pbhs7Tp+w*Q$oOHof&sZUY=`R3xxlaNQh+E{`|FGM)EEl4)tfI z_H_vpJmHYAC4dLhUXp{{HC;xQoA!L>;Yjd&g^vk%-{~)XM1Pn%{WUZ>yNGML2KtN) ztn=9Y#r`@+XMk@;@igpDNxcDEp+sv?gBm2{x1fT;e5B{Kq?*0H1tb2B%~6nWE=)Fd zTDMn&wNTFMT`f-cOyVA|B`G`M!R~O}BGCngmJ-}U*M<6m1Xw=lVg!p=#1fTf8Z*EB zcgd;FfXj13QfS`8D)!YZ=kyd8?*~yaamIYw7_rnC$O|~()O=cF7MPWo_Qm(fFS{tv zu|e&FohvOG-MVGsL|8)#ST_fe5tvi)r(Nq!6>yO)hnsV{OY|6i-R5iB(!$b{yT66Q zl~hJM4izhKI#-C=;AYt3uV!5xkBYDJeW%Bb#GhcQHV+bO`_ZSJJ!iOUdwMah8f!!+ z4{M_o0MAF%0&iPoweJ>hdTk#`gTIJLE>yUPOG%$Oh<e`0bw|3pHMGOrD+T<$R*x6} zZ42(cV27KOP7aM-nzrX=L;Fu6h?|eOS-B}BQ-PT*TEMSFLFALee$QY5A*r6JIUINL zT6lC(Zu`>zE@5#31Ckyfj>;Wkzsu_%Vo2o?QWtbTlpHXfa07NU!FB)LW=oK7@`u3P zo<Lvckke4uyI;QI1yF(TNJbjj5p3opURIRcSNj#}d}{G*fgrHX6X-0ln`q@7wysOA zNGrWw30^|&LpUM|1l#juN_jS!1K;!9ee3?kdYLL&`kHb`ZC!_R*G4>MQ{OqWRJ82* z5M7f!hqMv<QRC?J1)J=~eC>{Tkc^lKsd-dE?<(r|C?9(Wn^l#ObiKKOUU@?*%-E@7 zC^X=!XV2ydnbQch=Rqo7nH}$Ey~9~4NO}J}*p=dbf{aPr+L21DkC<29hTl%HI!4?( zvh8SWsCM=WZ>DRpQWzF4J7AgPl&d0t^;}s1_pyrAeg9IkrB5EC(A-^HMug#xOkEs5 z5i0em2Hka8vu95}DY<YI-Kp*_yRKkdj;Qv<2%4s%1v2U*7fnlJiMD!R{6>5aq2EW- zZi6J86Ri^}H76MX5Pxw2)&~gU=+dIwxzy0&q+*V$eACR>Waw|>@-=dWRrQmWyAfvu zRNJm{swkLM>$O7-1LKj0j}H9u=(I+kCo&vu@@|e@eao5JATTeuMQ7j<F0J?5S6$%M zme4ABkM#q^+mRkZ1!fF9CX?w&%%uPXnbC*8Qd1S0+4EsB_~0S4U~!CoDXLfR)S|-} zf5mnyn32fGJ~1HZPinPwTMGvM3U(?Rb<(VBs!2$yW-|J)b|u}X;$Br>H!sM`Zbi+F z?brig0q|Lrq?;!U<c=)>n#S(~o|EqYRx(*?b%)Twcc(P<<>+s&smn4)w$PbvE@xBh zu&ij7CN^m{zS;Om52(`_M205{52MHtRPd81_w-afSQ@LeB4cs=tql-@-`+NUF-Csj zE!cf7xaYDs(0bM_k4u_2;H|T<U?*bl5}(&&s&~r(jFJNNu$bo)6L6uuE`@wAD>{vh z;34lW1v#yN;V5GlkHJ^MG6PGw)TELR*qbnNr_vgeDmUn)kX!#{r`RPX#Y9?pmb-Lp zwT-{kc%*b1UGaC{p)m)YK0%@-jwJM)gW=Rmk=q;~S=pzxHFjJ@RX`+&su7*hMKC{> z-kmzVU1Pcx=_<R0EDnR=w~o%NO@W!Ve!^kuR+tDG?XePxwt#3b;o+%KhJ$BDZ3gK> zSm<_ivNXJn0Hi9$BVrK4G){Sx&2`U!DE5QaXQ%gBT}9=CNL4$AhMz?h(Hn6@Dow`m z0SD*mUfrVEnP%f9npYLe6WI6O<%i?#1&GDmEkvkNvxWi-otgqga@YL=qi$0INxv!4 z2A?`dT-C-g1rHHbx8wUG1iE-s-`1|prr=p!<1%$Cz8etwt%}Q)ZMXB*=T?Xik9E9@ zn+}iCF_^fP;YbtgC`U{4#+!sM>Sk<8+r&mXC%?8O$KMa<2pV!x)~dJL3rf67W#%cf zYP#w*E3+VfsV>~y+fT;?S;?l3N_>24ci|UL1|=5zd?bL>DpKgbiGMoi51L3Bwf=+v z1y^C45lJ3nNTSuPpvp*8R#eux<~e`&YGg^$e%1{uX2yxn8v?&hIry~2Ie@JYOciDQ zo}-i0OqME@q9xr{TV<_c<^Pd;FAcNyYcSm2n|^NJ9CntL!dJ@KOmver6s?OfqOcM| zebhBHmG&5mANn)L#CYlMZ)_~u&o036ni@MuHz^rq!&PM1m*Ba4fZ`KLz!`GFx<pv7 zuMsu6<Q6o9bIlZ`)HE7xXl$^@6p_ut_N>4i@<ZByaOM!YI3qeJFkT(9nx`FDZU%Nf zWb`;ct=5cm;Mla!zi8YHVVt1xnilXP)O;7E!DP?KK)1D{f3~P8$s|(sTpWIW#dh0& zx!yf{i<-E}weG{S$cWT{$s^mCQa^A3)g$7>a4oTMVBl6xUXZD%aa3lgBa$s-a&ssf z6Ww5P=oDjf>FZg>X^3$W%r=?~P5TD4@}$d^oUt0+b36`cMA0z4xHmN^iW=bmzHn(R z!G~{y3#aSs!Y6e_?f6u=t|L2<Eh<t*jh&Ck^`kIL9X$eUh|A($BwI^KIB8N+PL?Fp zg^175v_PP7s4SG9tEyz$Oo@}xINl_8n*Xc5!>iF6WQ$u#WWo8AO0zs}CJNjp=k1EW zD=HQ{VdVbl@RDE@GM|gL>y{6(+D%Mm&)DYH3Y0W%d2Fj4RsLQGv2(ROzEZ5asaxWH z?<+f>AZkKcj81v2L`)FjHOegCv&^_iYs~|Et=gjL2)6DM71Ff`e5qnxIp3E+Ff1ow zoUKDI+!%GQQ<D*z{I?Vg_Osm@t3&U|7V_<j1&e)0>gLGptGt2(2Wgx}0&Fe*#C_&m zlV=`67=g3Q<pj~5QHG@zs(H6=69O`vMrKJgW%*?jYgd?lx_L-NM`5TXW1c0Hnd3Hr zR{A!#3aEv-Wjosx+UBAC#(blsd|jwTnOT{Z0WF;|1~;00W!*78G4Gs03i6!gvUb5Z z=FtT?w$#tng6t-n^(D&9OOx2vjHk3A+By>Dga%FmAm1#G!I%pO83z~hGuZLteY~y- zw8@FR>r95eba+V(5!}R6aa^Rb*DM=A6FZ1wl%u*AiV=F7s74iTL#16rCV+9Hc)hb6 za1OR_P8POf*>b}#8>&`qaZ4(~r0X^ronoQSO{pU>s@Wz1dpg;s{?*?->XHuxm7{YV zXe-C`(@PZI=T3owSi%F_Sju`xhdJo9auw!}nRhhbpv>wi+W+s0ho1hws(2U~*toeN z931V9^sFFU*R&EOEY4}+f}X#S)teF#c#2T`@$C@68lJV!3}=fBWaI@1F;~?NwwIUK z9POZ)J+p_?(9KW=z3ZDVOHsZxRZ{579V{^a2)H;jmL_PbV+z)quelSw+IUsI>B@De zeCC{yD?I46zj1PRcBUj@=ij((da+Co_fyZ6$1!liK5HvVZrO~z(~ddWOlPT60~Mj* zD(vYwx;)mHw<T~+eSftHYg*8p?W!hz$+(@r+q8ybE1?~<%An>ov{@LQRH$nj(I8Ov zpN=ltvv9fLHN8$}V+3YRJ*pfUKbvy3hUj4&W<$teAXV#1@ZKyGMwPVuvf54acfJ88 zhPOl~4US5571!nkVTN}1i^{IXJ2Er^85k4&8^optNeV6Z2r{6q&4<wdl9!D1SyU>N zP&!4a_(zZ0{hTa7yA4PWAszS;xPFQ@jI2lDY&13(hvCly)c(wNq9qA5mw>-^Fyj0S zLm|{zYU7Y2baBP34!_I^@kH1cl(dinwi?u;*g}69nscB7ZE9oh0rWKUgG#cCLs!TB z&?mK~mxHxBKzFit>k*e}<%hNP_M=0hkIyfT)2rKmbN>GTJ^p`}yYy^K|8V}SoJ9aF z+^-!MpFu9?$b7p>3%<a`Dm;zmswR&Wjr2@v*#x-9yl?OH1a3;*9f_;GLxiKjrkV19 zo1I9~+5mC0(;B8uL@?C9NieEV@?qBTIYRwba7P~2Jgxz7*;`#cPdYKz?*(Qp#<w4# zPCkd$-rSd}fCv=f+?$mAoUJR#%}xEqGf94o(7*cdr5dx^doP62A-N+ha-{PW+JaZv zXg<YPH9Q7EoIvGbjlNig55Wm*8#QzH+lKI>g5&twFojWalfR!<6P?QjXj}|f*P(Xh z8g$cCu99N2_2=Rn2rD~K=C{%lW0?z)$)45Y_f)Eh?%borEav<LeN;)h9?FJp5e%NM zCs8{c1SmcbUrAy<WihU+O{1{uKb}Edd!w`e&Dj4H@{*B-?jOcZ<g+RGS!vfF5V-B? zO1hDkRY>?nV)goq&MHzKtC#?PgvdeI4q|<}cb?b!35e&8^^Uk=xC%4OHD0X|PIG7( zJy^mFj@Ngl`iU8(u{O%?!zP5*nGngoSiHDMPLIlPa?ZEH9&V4fkI$B$hf7lOsyipF zuR~&<o-UpKM44{FS9fWP{IR!h+|-#)IH&Nz8Zb`+i|d+5npS8D&v4?v+GsYqbTQRB z`4HRauzIpH@<AVlUFP5kqa+(wmG0AEXt?5Bih^w9X*Eomlp#}Ye<edaUjN=x$G^0- z+&Zu6puRp{uKycrR47FRH0Cg1AIl%vAS~%8I~Xe~RLQq4daqvydVrjZea9<KP|PRG zLKKh+pf(`-pwIWfpTC72>YhswP)`+l#>1=lXVb4H#NU0Q00+FC2{w+=JRKVhdjY*P z)KCmVdq>isnQeh-!C@(|Z3x}0R0H9u#7-FGy`IQ*mX$EzQw^bm^kJeWg5L#tfoaOr zT6BW2H$orTRc@i5YKE03pi33Oi@$g7PuSGXV4cKCgpdy9oBpm)UO;jdOHK*NzSR^% z*&gZ56pcV_<lQn6OA6f4Z1_D+h;v%?RC~2dA8Vw9^2aAoZpAOhe+v%Q{|1)J#QM*b zn7A3f$NLi;_efrB<MgQy)&5}Vq$5@B9QzYM1BFgN1_*1eyX!V{$FxA0vM+BXXPIaD z#;;u~&69Y>KKv@!pLkPJ8lXPsS9y1P2Q*R{hVlziOtE`DPE_xP$+%-*DsGSZ${((5 z9hP0+oE^@~b(3?)Dn6|~iMy|#Rw-(7?+nu2T<$bPZaP@F&AmF$m#v87Mg#+v9ZMU* zH*hlNZ5*#Q^J~|#?=uakw-4F4`(w9T&$wS_>wJZy=E(g<u_{iD-H%3x0;}4db&|t2 z#L4Zq8pK_d-|IQ|Yp0r@RQ-;e>yg9riY67JZbXprW<;$ZVws6}K?#LSPe@>NRN!>T z1xTT30ZlC>d>k7<Wl$a<ffvbv7v?Z?xqybT062+4NRalS{OS8R2GqP0(jqW|B1GlJ z&gCFxOHk^JT$H>Iy#An3ZKkd@M5RrbaEcZSk^+sya)0jS{(vVfYrv7)h~4Ct{>CBF zp6KasK?BF31jj)tx7g9^fCI<D3cL1gLt~8}G1=kckMINSPrca@y}&UJkq)S;pE(ts zG27|oFCnZIxba3ALu%`hN2gaMWjFzh$hIXqQH%u73SZ5e&rP8;zZ6xB@{BGQQ-n79 z`ThHc{3LfR*B_=F8@wF5ZMZh!7RGuq`}@L!g>2iZSglvvac~*E%CcK|#_V+=$Q}cT z(8x}HgfXIV#2F$nfU)!!`V5vKUj%D5Ye+F4lhn#IfX1c(+OQT@zg?^}L$%rGap6_F zcN?<L_pbzYIoN*-$NwQa^1s*^SQ-D3tKy_&`e~tpuRoEwVe-mw9e)>=&n?N5uKk*g z@<?eZm`fKlb6@HHV^@q_lPDU)v$Z0v%B(~P0<@cw{8tF*6R%}RY$_ce>y|MTPudrD zLNm;o*_j+{T&sk;4Iclm&sO>J^ZTXspP-F&R(0!xG#c1<_9<V3Ylmmlpjge;vbAwT zTT4M2{AnQHn{{y+VIAGtqq|U-spm4bGrmk+J5r6ihI)AuEIG7L|9rgG6_#P5VKFBt zr$5qY2XT#ncWdhKxjWx`GF@jY_1n_z7cC8|a*2aM1%^_I+^*$bl*HmJ+2k@wC8+sH z)0)JB%8?@#hSP#EWRDJBt4>EK?(2Ut8k_ECm&_cje>%FC28oJQ;ZwK<m_h9SVqu2= z3<>;iarjKE|A66ZCCb>W@xqB*dxmormlIfC^AO+{0{e$AG?<CGyIcgRLo^xf#M<cG zypx5f1D>vKWw|k&r%|(1NUdj1Jh+{dTd}8U%`XYCJ0ItXA5mRqILD(FTbC!8epJI4 z@uX4bjD3l?i5kCIHGb8<JwCqAD=a&^IlpsUPG29|zQ5H?1(eN4r|59M8A99|H-55a z&*{xyu`}ezM5bvcGY!w*=viN#Ur~9rZoRWDn3=A1wz_Fq4|A+LY<HIkn9Go4P@?QR zv#ly=Wkq|b73Enzo6%2GFZWF>r&!R5S$%Hbr<ts-SG{S#EHB@OjGwC=-3^M4$N8Vw z5q*PIiiFF?MJa9w{BB2zHA0Ou*+hVt0Yb_{W+cqc-sE$4mH~#0bApR&RHCM!SK!3T z46p@@O$s1AmV(to5=2`?Kft4}e?eZD*gFOc)PdVIY5e1@JbQ?W{~ETC1l2b^2TH+X zM8Y#N8pE0OafSC9cH^Kpvx_Q-_PcG5)?RV>=Oy$AqoT7$M13Q>JG2l4k$>s?OLOOO z3dSen{_{xbb%W++enb~e;1o&j_5rc?^L0PCr5KsmSCIvekyGT%;ycV|7(v~kBR?q~ z9=WH~MG``Dvjh^BD^wV!1^^u&g|NqSpK%!&g)qbxavU_5!TOuOzhei>Di~)B0H0q+ z;;y)4h?3MOnpCnRr^C}2y|CsmMW7}UHzm&;O*dI_&f5;NH_fJ*6|zf@GHk{LvvF=| zx%R*|^Ip|mh4Hi6Q$AH${w)^&GpzEzjYWFaf1XU@<ShE};D)#F$*yV*5(gNq?%@En z`0))^h3Bs}&x#N+kPUF&E>W2t^!)p-KepYTS*p_8;`;bMtdP!U_-Tk(Sj$Ig11Yuw zBSj%JY1?CYR(YL}RHznn9C<_6pL43Lb$HeiFiMF=+iD-ESKjQo<FRco0$x65z)t(5 zHo1f&1PDET3&8^nl(asXP68=|R#m<1>FWd+z~6yXNG!gJvY2@d0~7@jkxS@A2VSM_ zv6_#~$h!5HiXJKP+hwYt=N)`s-N!mzuF^0`OO>l-5pl?~ivwA~WHS#aG(jhV80AvJ zD*kqdRP<Og&VC9j`Q&fCHgWq|>R4VFV<ZMguN{|LY%GPbFCXZY4dZw3u<R*8#s6mB z{|-mV@Xur_FBS1~%I<upu)nB7ic<bLV^=9FuQ;bPc3x0L6+kbb<>S0vv*0$hGsgCK z+#gNSBC=52$JfKR>eQ7WN0#b!B-1`56#7oh&|m4|E=EQ((9>Lo+HP3N4EQ<vZfx$p z)O-1S;t}q@cY%yP8+K53=Vet1Qp*ejij)Qq9bwr3#`5gbS6lc0z^^iJh{FP6E9O>c z$1v3`&%dB((%%!ul5SC`q}7a4%@Ot>uy5eqq|-4tEHetrgZSVe;%`tg2NeDYiRDS3 z{i@E{qsVZwJ_!;n*dlE_ezh~7S;~(R3KHT7xLM1^qwlH*>U!rIGq5ydZ7{b{UUz*^ z^j13Ycf$&FLrF#9{}>KTmh0S1Bb}4Xyl!yYdBx})WWRc+s2p<b?5cpY`RrEWg6bR} zCO;)A!YET~QA^II*uQx}%tvJ(-_WrjEv^4IpZrI3>VF&Z42=Iwzw!U6e2{{+Kat%o z(1fCv8u0qc6Clo+&D&ittFvScL@x!tKN&^dYJB@rGJlv}uASxyC=@wppVuGi3jLTW z%b_>l+T#YM9L<vU9h95xQ%ApyRLq8@o|C@*vg==2yR01YRO7yTRl9F%pa?iw9o{)k ze1<MA@OpTf>U$m$P~bNEwed4?MHqz8J=3ahgWT&zG`I20k2gFUnbTLc)eMqRT}rzx zzlmd)`MF8Qt8(Cuj&>DiR1u|#YmJ0;+7VMu4JWY{p7|VS5?*YKY>!FW<3!p|N4V;f z)e$w}0gUl#kOIlVKv4b0Y5)vM1|0Zp8%8jL)!c;Sp3IuKdr=2a$wx*C)EThT7dJjO ztOnC}*$31cL}>jRHF{aNMQfq~U{?q}5s(I9L=sG6q19c%t)$EqCa43Gfq67K+Uk3u zOnKI!&9S<K^!*cHt-2!r-+c2QnXmt?Z|MIYg;MOabpS2Y&^2dJOjdFDFN$>le5YLL z(#x;JCjfqZ)xvl|0GN(XQGfT;BEdJdoXZ!;i1NRMX!sw@;ft*N6hG;x^d}vGaNq}! zf>5ut#J8)-IKiQql=GOyz-4oLM<3q4I(C(2k2PQZZa<Ztd~)UzB(t^bd||f;bUiHp zd#pFm6<_I33Hht9ND`_bO|SmAy!TJWJ3ZD<<IK`p=#u`i@DbZ1kuVl-TC08JJDMyy zpco1|2^$1mjUeQrMi3|W;Co9!XR+ZT1*1ZGPe@9%ZJg?olQ^yfRit`APMmWv`$;>^ z)%_W%J<Y;}W3%mvHcD!Ul7rPEi^CZn|8}=ac}=<X9@I$Qm-F9@`d{^V=$ZZ*@UrXX zfwV}T(<+(6R7SVLUI=;>T5#qXj-S4%SXR1H{0pGpU9FVwGeF=IqZ71grRHbC;n4ZG z1*$QalKl1o6>HD}Xm%*^L}a$TO`vxy8l@z1i}IgBsDY*LXlrd=pOzervS~RSna><d z$Ggr__B*V<?=F85JP?bM&tFXHs7xfJ-vAZ{oy(J0wr#dddlBnin9;%`=+Xj<?^4|s zUc<i+LFmXNY*GRpCG9ksj7&>2<B)2z5W*|6;{RjM`do}ZPZCiE-9^dR!)o&Ei8_E| zfbOuQkJ7MF_l{be6}s(o%xN?e->ZX&2sv5iMOkAxJiuA5|9WEkubL%{bpJrZYbEIX zCuIz7e<HbUpb1DZo#ujNP06)c7ijVLF0M<b%E`aa*zhDcoa*}b(fC|(v1JFomaC>Y zBmJn4pJPYut)vglwRW$h5BNz}g6or|H{qmxG+&kDgWXFpb*Ny6)p%-EFK2`_Pc~hX z-#@ez%^#N3#k^P3E9d7CqWEZmBE-8XT~z(hZ6~ok>DPh<f|XcZx;3cSHCw&`ZMN6K zuE$zUifvrpXW_1D1@DHi(-(yLQ{ErymsY$7PYEa`R8EBX3o&w~sV2@R{5DMYxvyty z!j67)G1|Oi%}ExC3uh3q2Z_%$nSoMtjb|$z(A+a4;Ug1u6Gsv?hz_$bhf_)O5GQaX z<)tg<^lJf{$NIqqEFXBW%H09_oBtM{#V6xC$xTI&VFxUl0W>0$CYt3Eav5cs)#~R9 zg28|xcNE>t?L%ioEHAXRWlzm9@HdC%VOkChNU!MOn=H>$5GV<j?le5MxjNso8K@4E zcpff_@GAjUe7Ug|*NoKsusN-!S(4U!a2XihAg*I_Y!?>bY0>)n{9S9c+Wc?p<iG0D zFwp<A9~v)Z@qbo6ugKiak@44sL2#z?$nr~8jF)=tMNM<RG1gf}e>!5dNbae<!Ncyv zX)4YU_9|n}x>qT39sWN%0}_Zk69&u$M6)uxcaPwBNZQSTRwZ^b>(X1nm2WH0_Fx`o zM;ES4dBvf7tCCA?N9MD4A24GfCl6zd?vcF;*Bd~aJaf2FT7RlXI>d8;Tg{+wDMiOh zy9{AZ!`%={N`7C4`NA6v_Q=n+kZr)0lRcE=tG$dRNoBKRxYb~v{KE#yfj8LQ(w*O6 z(eGnnaOh1p%0+YQAkhm$MjHBr6cO9!OG+XhhL8^}pNL>ZCX6)cW<hWk+krnw_ox9+ zELa#>=7EJrj3dvk5QronQpPxRk_GMrE0!idnP^^I2*t%{;@rDtX!4Flg&UPNF$C*t z&=B2>knJN#VO4MY4bUx+i~Miy_#cJn|1EhbASNhmW9|5#DQ#MT|HZU4BP$E-|Ey1= zR3TLnmz%N~4gJOC!VH)K7;fcomEgCPE0ie0)scTAp994`zsJSiknn<uIfIGe1^yb7 zkS+5i&G&EWicvb3V_P;~pH5b`T3lCuXSHBm_vqpPu#7q8INr#(mY}a^Shc8b{CceR zu>siK;|Bu<e12Yj1sxtYahK7_hQmC=QX6!$H;BdTrvn~_U|qG?P{n8I`z_;$xaH#D zR*RW)OXR_+wI^f%#t+A}@aks4+R`4iUoEWdlCgvJGH@xyPYD;gDIEFr)%<;$<Dq8S zmtC`%r*|7pDzrvPV{^@RO-xiwEFvUGZdl*ZX(Hp`-9@EwMXZ5{g^-XNKP))vzb{~9 z(P4Q0^FdVnFio_y=kKtTQT-{JTPX20QQ%NWCE`Me$Bp1e!O6nz$h7NxM@U;GlVY(5 z_q!AN_51w~_44WxUuJ3y(+KD#o6PHdd@X+<8vIY*ilV9=oRZ95ZIUFgkO@NMNMVpB z6S9SZuEazl6JW<VanqrfKBC<Huid8<EPr8BzrN0%J(u3!UCHE;>uv%K)l5?fSjm;I z9>s}tw%|S@NI1iqL(2vn`yx{LCWwsT>%(3L0Qao)@oPg>`8y;iiIWj2!juAOYJ*iJ zew3O*qXtO&a=`Ea!!8BkYBRt{p5XKZk>I5U;Oqne<3x!NA^61#!NL9JgIRVzF?<gB zOGA$V6LOy$537~HLLl~oWVD>yJ@MD5+oZ?`GX|)taH=9StpWrCl3~QrI9+XDb*)3M z;pSsQtR*(qHoM%tp3ieyV_dp99fxPO^y2!1`p1L64{Emzx()vp8V|g{JF{MFWhfQ| zmT_%JC*`^r5gG{#t=WT!*z$z2)9=THXG@ju&0a~Oh;+P&6;2AfS2Ei1*wa=XY>_xl z^y2)^1A~d1R1k`Dt|<Ru!eD<Y5JsWE%j~l=WD!)(B(<S1!?q%tv@fKQYiV<6JhOf| zRp8@@3>4ZSJJ@R{Ersu=<eY4=8gA+X))7uCSu88U7#B9+R?ua%sBBmr=w3;{HZkYP zn^qEjuZ`Oi)yx}C@T8`EZ+eZsH2zb8Fs%B+6-;QDQP~kRnB6U>Js(TWTHAODs{5n; z80k^n{f2(*O40(D5ZE~<q39hmBCkt5a|#WDolqL7B2=NZI2#vC>b}`lu7H10Ro}YV zT-a>6`DdCwYnZ$2Es%Rbv6OoRNAX&wTA}SMLJ|bgiYa4K*m+w=h&X64NJui0YYoN9 zu2E13S!h0igjA(U*GsurGLte(p5t~&eCYUTy4>U;j=7*R$*K{%ioIicQPGgRNp!Q7 z@{y~>N5*ylJwD5%w60I#&3>q``4Hty&YC(Qt;=9~{lWENzL929hpT%l6@GcF{8Fei zwFx;11#>kYVf}Y~gQ7yFcHe?^O#SPOYj_H*H!RJC8iWGox1nWMFHR{fhL!ve6j$aI zvjhJHWDAbplh8?JLzk9>PGW>806$ENK$;!{hT%8*TBJYJvj4;eE74?Ap7@ZoGG<f~ z^V9x&zC0*-d3@V*Q!b9RPRtIxr0=$_e+>(Kwrq~cck{Q^(R<O#WLNNzlA&NUd#2Z| zAeLORL!ciyf}>8qAeiB8V4P~<(7qi~0GTyzBp!Yfl7}AZQdawbzyTjiVJYW}Z4b%K zK!IMvfl5_P#9nqN&w}EWUf*cV#)T+K#Q=7DlbV4UR-kPUC<pu&6mCs?`!L5v3Hyqz zh&6-51u?;u{3$7o_MjmV#RJ=e;KODX#|d2vmgR)fQr%T2Av_%11KQF@9|xn@h}W_Z z+kh4X(&P@hJEt6tziufKi;`Ll_Gr^>GKJoz8G^lIelq*QVDbaa`CuwQNcXu*YQ~by zW){V+SGqR}XFFHAFTL*#D4aNngFR`9@7hd22`vIc_WhJ3Cp3*~9hh;G79;LgVkK35 z`h|SORc>CO895``z3Cr}1<TxR5Gg1sH{1w&9L@RKnw-DuHk_mSc}ejvyRz~K9)pTr z$Cz&s;ZYG%9k)}7!?K&uwXnb?zClVo5NyDF3k92~sEc$mJPq6IWI<x{?Kg0gXsF?x z%@<nlw9#pB)$Ye$WKUn_#5vn#&sRMfP&ly7rBT5>ulJ87-;VQhPp`*Ip~#YSUkr_k z-F8!!pF!=*vy-5(v*nAC9Gs<c_Jr+vk}itPBCwI!!zHpq(AUVaB?FHj28l^=!0LNR zqzOm0@zLA*s9{NQqy+isi*+w?s`;moJMi**>!^G?A%Jb79u($QQM_!Hcwi$Sju&qs zi*99$k%GxKOsA8MY;{Uc?-AL2qAZa<M|L@XFt#|vNK!z>kRl;o0Ays6QIAH^Z-RO4 zN@}ZW0Tyjc>=4lt<ly@D#`m<Gf`@|T6|Z%pmsnJAOR5W8P-*zCqa(DG-rT?}W=|<G z*mbHWX>{w6!bPJL^GCa*!O>tHx<3()=sLWzl}mVzK9q25kwLm41Bkmce_!Ngj_47E z^=`P<DOtgqBqx-miN^Ks9iYw&y{3t#kVst}(}|*sh&y_vfQp9c=zw`6OL)d4NCVfg zHYD_2$I*haOJqzaRUz;Yj@Gxnp+|ZFPI_U1vbd6;X1NCYL)0o+%+j(3E|@|xUWnHY zY3dqX?Z*|8Fc;GvZO>^r)HAn-ebTnm6=`1;a(K~M(PdC^Zhn%~olS6V3aJRQ_ep3< z5cWy!ekWgDZB?>+Mo=BOO-<Zu{@I#`4&e1|OK8&*XchsD+<Dav{AfL(T^^9i3vYaM z$5hY>4WBz%v0@9SZ895P+S_!b&5pWR$2VGE%U>O^MJi7!R?oLUNSpAlG_xqGMb@Yu zVh}^ML1RB1--*%1a^0^5o4;_TCxBe7U+LR>2nQ)!R5fg%jei%*N|A&1!ZIdweU}%P z&_>r-^k2CA+qF{8GD~b6ku+$BSoTY+G$y9%^22R@R-;)`4`70ZW+0J<L{2gkYV*vJ z-wCQE9-%j7xSqfj!fbcmd!G(Vi47gtn(cj}n1__Y*0=8NhHAuv?E!+zdqD=J2G)Al z>y!26gxE)O@3?C@>P_`lhLfTTC_5fGGukFQWFUT?2eh%9&FpwAkaFl()WI)-F8b$R z(ERZ)84{PcE~`j>P~0;%`zsQd{3{z&HT`7xn*NMqYQ|7o!bgHPN~_@)l$PfdJWD@# z$GNQ{Ko&TU%m6Xfp_C`&mA>l3>ph=_sBdZ<(mie<1RDyM?6qfcM)|?pqXn3)$^GQc zkQZXCQn{xpIdJPfJbV>d34F!$af<lESO{%eZ9^J{H1R?v^29+)qIvl^`QB%EO61=8 zFR`TRw~prRE1ErV5h0->AmKgY0{L=R_M&!C5vpm1s|~IP#An&X=@%(2#j=*E8lOJ_ z5fDNfw?1ivuFP;$CUBV&oqz>F(%auBlGU6%JMHh=eeXEWuD}A#{j$_J!Qz15%r7zB zlYbHt9zEvNI3c!`K!T@7Vz8|6?$w_^N;xA$dM4#APw7abw0XtNwbQiqt%-<1-z9Bf z3R*0e#VG$i1F38<n?G;4FG#X17eseb>KL+EJ|6eXuhFi(^zl6%cG~Hhb@r4vTtNFF zDo4C;6QVpgKk<!&|3wCvtsqP-LBE&mbu_09-x?euSENgqROwIiE){}qxwxB_^>8h^ zbW};Rk3cm4p3eE=eY>W8_5#08m|Bcnf3((TzV}K0Y9_t55_|P;_m~!o+c=*>a4JVx zX~jz3h437Kecx|%?RUBWa*}n1H5Q-^_@g9W4;S6z?MmohBeG2Z_KRmF^rkpXy6!k> zJ;0g|v3m`z#J$272?B-ktoQylpSb=;le61|Z6Yvj+p!-I#AB_@CAJv~@njd(Wj3H2 z(9f90dCI?yZQ;`8m1LV?PcQOk9(P&1F_@5Pzu!ydN&qxKG3YH5i-d}h(z9-hiAoF+ zch-MQZM0W_>L@<oBI0gv&(h@E5r!XA&3Qnrtn<s0)`A;UL<W~w={Bo7WiOsAmHm+Y zNx$Y)2T_(l60v_`IHwO7rJm4h(V{l7_iD#CkElbgt9Lk!xI+@$qCG49QM_9e(S9+O zFH5)vzWQmMASPTl+Hf`ByE>%4+SoM9b$#@HginA7caoulb6x=-ET)G*NL|bfhOnCd zs8fC>)XFI2oc-ijn3FZMx^?`72XYzYh<a6*k@=$^aPoPEt0dYJCVSnD)~g43FAT}$ z5*a;>ybJyyWX`OE4QN`cp#@<&=+Pub5!cH27DYP@YDeTwy*nNY8b-X1kd2DY`_Cr{ z;OMLYSg@ajk(Az<wlaZ*sIVE^+}DiG{%c!E^(%PjvaEn#lH@tIM`)i!u7G3Xo){)n zLLW0$h%=q4fVj68F{&1jUpa6d8p@6VL2Cij;#|t;8M$NVphBzd7>xx3&e%>|EFhtn zZRKif`ty1cjqz-PxB4Dy@)?o}p@n+iou=f4F4Xe-ILXms9XcMFDxvq?>ukl~gth^^ z`A!BCPpxmods>bq>p`zAzDqbN-A>(3g_zUCg1TI|o7Se#>9P(glMZV_=O<%=ni(T2 zlYd#?fU+kcIXRyYiCI{0s^(O~-x~(dx%wL@;;ov!ktr|or-I6?*5^5D!)0>|rK+Y4 z45L)XH%+aFkHg77&2&##T;zq24Q-Ox8Ehhj(<1I!imwuZYSW}Pne!|&H%t4Nv;i(I z_&Q#&HjvRDU=BV=_Vj2HTA>zV6^8ukgjBu6RRB$~@da~F{lp?R4J0Luw5?4(TMSCp zcBK(%b+Kp$2%V4;@HpRmR+<HwR$*-At)<RfrJtlUqHTnVh!_Vt-g=-0OJ|b59jmyj zdwS05?U@h7=dVWK6TG{ym1c4MMCc@O;5M3ZJC?m3`F4R~6!7*n4q8HJtr16v=>3<s z%+Cn?A6+R3!SMk3^;t;jjzWgk!VRk8`36itd8n-No|#YT&eg1P%9Ef7FGjR`ap0E; z4Gh@`>B_Cd!bnqwF2S0ovwdr@>#m$HITok9JxA?tvysLl6AQCb{XLI63%pkxy1(kz zBLii9{FGTyS=79$|6;y;j$o4aHq*+FK%W&#x?Au;D^xCO+?iJP%F6Z}RUj((o4FY; zmQa@BhWemx)n7dekT&7+Ln7%rz4-E$4x!lVpI>DZ{gFK!mQ4Cd>RxkxlfycAM}EHo zX-`2-N}Q~@ajd)P>!V-q1os~!<WmENQ>uFnJWCExRqx>(@B|g(4TMC^smPnsSGzqO zF_Y$(#S3^w_}2~kRo(dOxTUL^3o#tsRia>!4MpeQD!zeVOD*RSbSBNOQ;n7?x-8AI zdsR;+lDB&DGaJ>-oTvF+fs(&oInXvm+I$Wvr#W@OM(FuahD}6<51r(k?TFV(D2>9I z=tPC8=|gWg5rlhf;|x`W+%yz|`jrsezBXR#VGDP-F~K;=>=T$BITA`%(c_Lhj4w+) zBg$sPQ&7|{NtE|o>f2slnAG#zpLfF_E&4rK{u;gF)N3SWL_D0%eE=xkK0IHQboEIo zfP=W_)Kou0mzKu@0Hjf9W4D?G`S|Tq0+ncgEzq<?hZ?2qd7E`abzK?8YqP<ha-7?p zC2dW1GL#M(YV!xhkGUcx_UgX{xl%mQr!G*XT^8JOPU$Sf#rY;a7}Har6Pv&0PwDa9 z?xD)r4)Q5V`G_oG@%|xKi*=Y58gwq0EjxGeikF?~d4+6cwPtg|LpQo}r&P^Kiyf98 zI{wq|CKn~F(4Li?kTy!n7xHjKi4xoa7v_&GWlHmjdYm?A2g)-LCTJXzz`o(Z@NQCh ztwnJGZ8udeAyE4ejkUQ%>5PAs3Th(M_&dEV%dr@ctZt=a0<VJ-0ahKjvLM}I(a6IT zIj#I4s<yim4S!8-%lBy>bYv<%+`!0k^HaG?orf7iM2$JCr+&<(ML01{VS2`ggv0X5 z81ubd;&B57A5}*p2?@nQ9Gw%ksVAdG-msp~TR@>=Z*xPc_%L^ZQn^Bl;g1#_YN#C3 zsd<4v3_-nuY<MuJ05_yUElqY%b2tQJ(3+>2IF&su_Q5W}{H}Tvs4(X+q9A!l)^=hh z9yXKLoMK2o_t8};aOH-%iRg9#2BI8u0>5z~o)AgJJoSK>x{eA^8CU1=`=*RmHHj&C z)2!H3A~AA0qmViZb609Y^+K6bYe9j-oQqX)0WwTQI+NL>Fm~nS^5KDoayrCn=A6Tu zI7V<*aPK2A<;3xx(2>33LbIC0=@AawvuXB9!uHl%kL%ZZ!ZHbot9UP3_OLC;lprf+ zy(?5-Su8*rSYpo|`!Jsse*_bNWW4lcXQFoTSC!nbI02K%?7s7<k>iidu^HoP*JtDx z&ATVE4hi)V@52;IS^NEhJDNzl6qW$o0Ov8?!!iz8<3<&ED7!9w{Df|bFK{#8h?VHG z?hTf`bIzbXV|sWLO2X{qrAT{L_x`n%al-ofHzY*!Hr&6o*cku2+uwg6k1TX`V|8h1 zJ~~{-W5Q&_RoH(0q8kEL`M0<KkBhedzYRP(M%I7K**Phh$s&m$WgErd*CA}$L0|Pv zm_`=SX{Ha%6%O#a;p-ynhb4nTM%KU^>l!B~%_(uJs=2H1cJQjYv^w9AQqkcMlVpeC ziBU2c<r^s>C=3aDo93UcGL{*Vkh~EV`}|DgxmR~TdtEy<gUp}OMhP2?jZ7SgTUp*E zzE~EI$m#DZonx^nM*|7VlhCEjjW`B!DpSP#h=mnA70R(N0%3<Q-ggsvVFjCQRF^v( zi<UA(D>w(g4&9dLExv%Dp!=ECkXizx1Ptm0tl(k<47~uJ1n^Vmr0I;*<ZJ!SjE_xx zaK=zk9$k+J7jhSupIc~NaAVI(=Pg->ShAJYi^^)M4RUk`%u3@mv6CJ&FZp9nnKg~H zF0MSkVa^^hT7(VQ59tU$%{CS&2JR?btCgFD)g7#?oK2=@38)~-vBDo*GN>P%-R>#} z!xds6#NMynQv)b4JUrjfL+e;enmj2giG(c#j-`{>qJ9gHAd$@m9%iojkr|}Mc8h*L zZ)`%9o`qM1e7cAwgG!%2sZBuiA+mNHOc_nnn4~*aqhGs%MEP4{@JRQ*Mw1e@-XK#s zP6}Okq7<UEznn1+L;9XbUvI#`s?Is@Dc`!V3gi>r3s;m@Cf*?{-S){8T&5a$SPMzN zALKLJDjOta@vuzoxEPM%p`Id#LPwS(co6sPA&;SFUQDcIavYRD8DytoTOvEy;Gt&A z7J&HtoCQ!Os)!NwhA85F%{m~K$q~qPjTBh79=(#KNAx9&dyUGf)OY<8+vS>7Dx|vq z!%u@xzkA|Kx9dbT&;(LL6N+_NvXAkD^W^`a>>ayAiMFN9vTfV8?OnEQ+qP}nwvAo3 zZQHKu{r0DGdz|jk_YdUyl55P&8BauLxJ2`)cQ;z3xOo0Oa9+8!w6e3X;MWCNQNnM@ zvAAx?{Ym~)3T5A1NM^Dj4b6D@jsH%amv_N=NFFiw&<QL`UL7zg<3_=9jr>@=1pk<N zjL!*dv^T{o?rqFMwS^K){nZbj#v!xawwKCx5XplnmVv$HvaH2p+ZL9s$|u*XVS_Am z2Rs4a<xt3e2K*x)<tH?hU~u8i0yM(oi)?AIL>UfRE{$O%mIceuaj$DN_MrugW%a5! zj~qZUdK2avam^@b4S)uN!2XZ$e=6ZQt1Zz7`vC|Z4mx6V^$6PjkQMZdh^h>UgB>O) ztbC&RF*#f@S&|3P(*Rvi(czw@?vy;uQ!yM6vyTkacuTTE|NO{wY?5fcH;J7WZch{~ zP6QeTmw5$K`iOv2uR-(G`eu||*&ilFsS4ED*64{A!kwL!r=rtv(*w&LLP2bj@HM_c z`vOwir=W)C;_CXozK)D0D@lVQ!5|kDJbts{XQWuAFiT7EKg0>4u^(U2`MCZ*#l{}D z%FB5I>rOzraYzkPwDO?4i$IBLTe?~Ao;j#42O;sq&3JMImEH2@^dc>=wQ5@kEAU(A zAF0#z4wvw88i}P!D_J<MmH+1Q6ij;#hIg0cA;w?%t?4Vx<ACZZ`h|ow;&8b3v-ecV zZla3C;xB*qm4{~boYpb)H_IW?+h}O5p~irq{K`W8(R*s<JM6uF8Q2`AcvB{u+BPZZ zc3U5ASvIC!!h(R*$OSHVK^H(r$*;Y<U`?<$tXdQ(F7tH7FVJV=TXXuo6vHpCA#StQ zQqwUt*sOfH-tB9X8recgrbU{v&-BH#2QjdYcL%Z?LOhX*#o>u*L7f4G*OYLFh)tPO zFBu9q3@c#kHFs2$DOO5&(Q@whZ`O-A{eXYoCP*30C$diPH@1W|L;AC?vhQFDDfe_X znF@qomwbA-VLD?`0hVit9)SjDBP4Z<#>+U_gS`Y8<&5SWKdewvECi)rv!%U<oSfe4 zlb@dvh#eaGRO^}7HNJ7Qz0(*J80hV0CO$cC*KJg|d}|nN%_=L8=X1sT46JTY2{C3d z9lyDZ!4N;>%$a?Usvn&g3M=y7)9YE+RxopUX~BjSq$ATC`f<&trz4!>(B5sJ{KopI z*ML5a|KH}s|37{Df5_AS_Y~5X*H^aGH#fHj0f46h%K2}P{trp-e>;L$Sy=vuo*SY8 z`A<XI$VEsLjLL^8un{vWR6$7jxA(4A)wUl&RZh;&&nIZS4aW-BAA>a5MTu8Ij329v zE_bP0rlYfYcI{eey=hxo`Gm#$IsKKhxA59L{qe|^PIQ{dex$wqH+t9;<Wp0VMTi=n zHM@zJco+-|yC$p0Y6MRTJPzy~KpIa(Vv#%|${P{HB}KiYuFPqB^ljGj0^?xQX0dHC z>97SA5<#>cpLZC{Tku4Cd-w)C{~<G}&lr)d`6S7xtig)%k{5WONEh#f%t1u#AoLJW zvEk4$Qn^PLH+&wh#>$S;XD9I-%Oq~E?BwZnx0R+Hm1tnLFj3Ocu+S=?VjvZ0ot0=^ zm8l|RiSzQyYhw`0p?mTDHCf6DS;~9^y_Iikd+F-SC+TBv<?3c?DRL6#)l`g3WYVI1 zMuBZ$;D5ouD-MVQ1C5j&2nQ-XsC#^rorsAKlywWRgNO}-ROslaRIKgmsYvMPEGx6L zw7*PO$I_>5v&J&j+iGUfMmjTYoie(dBjTb~1J`q<x_NaD6AzTLh>Vm42OI(lw2X9q ztrye!C>{(e_LnFwU@dW2b29}x<ZF|$SralvdPI9<WJ-35cFIiU@s^}5(OB~|C1?xL zlqM<dCc-rT)co@&wIt)W<U-{GRlq7Eph}0x7c8MsMQ=!kC?zPPpbC#DKq@n}=rCzZ zM$75iDcEIf>;EYgY*cyZ5se=qSJdPZ*R&W{CsW@^nNCm{FI$v-(*3ANsaY1PGOTh6 z8U*LX?6$rOP&2MW>3LZ5OmJC?cMD72bl+H7qpR;>UUECjF}Q`1YIAC}(%&&ac%1Xi z{kDsw7{LXn4?~7q&0jCAgNNLs2){%k^~vLcI5gK@BTrhkaxFw*b9D1`1dD_H{!J{g zbU9~U18Knl!!)rmi@#x@pEF0IQaMS+2_s}GPt@y=ZG^P!Xn5wkFx<2w)`5<*69@$& z9~Xp+VZy$TUO}PjUkKVWY}|woB7iuG*5uKxDqjz9wU>e^Zx(|zc!GDLGde|GGkwjv z)Jl9|XH#*(lcriVaq<Aqgdx2`rww3!llP2;JG~t=N{%+=fsy&SqAn<E$~59>CHmFt zFnaJIEl(Z&5ui>#x&N1E>&@PZ0|-Tyg3Ip6=5rb`Auc0NC(#e78=}M@xltBE8VRn% zH&BP-D4?R-YcK3!_MqktwaTvstNaU}t{5fgnEtVSEzXk*sz<%^s>KsKbR!Q3ecXe( z`1St%Mm-`Me0^^Y=QW_9PP$8;?=S4_MDVaeVe^4e^QW18;9=2KP9U})FEo%BnUpVB z9klz#5k4-Xg^Y+XHOLmrt8{YdX~Y|4_>~{!tS99d)r-0&eexWXm)cK%;Qc<X|8Z?c zFvhzus2vvZCzD}?`D`hd1<&y;^?MXcwn;ze9|ONrdYdVRkO!40wMTT}S?u#3U%r-R zAhF&6U2?`*J=HIq%F(#ETl;O#TF2M*7=@o=7A@fO#Q1uDd>bX#D6pLukYUL;Za!9N za0$Eq%yTbCN+rFMl9G}zL#s~4-Rtf<!h>dJgnktb>_8ANHx^n#0IZeof!!dmNw?9u z*%HVbXkfx%O$1|f6UoRRq0ow3LVDTcYV4>x@B62h<^++$B~Ne<ATrf4r#9KlJF(4# z^h&X}e}L9Hr7hd2@~%50{jciVvlntd>JAr#>U%e=w(uTYT|n27m3^8}rg^~`lm#RN z1SBMcIpq0;rN#Myeb}+y-?12XQ=n?Bc85-s=$J@3;aR%ZT`Z(}2fw?BQlDcn;<Q*& zXf;w2EemEBt{SEqjvD=0yEgw*>)eS1f*%I|;{AiFJ(6o~aDFNRs5oFy-O1-!PsqG= zM|I%CaFy1(wekG^#GI<Z6^F;Kovqg3k=O(HJ&NDAO_Eu>-jO!_+)L)+VCceReKGkw zHf#jPKm9Z)_?!?=2QW*2qx$BhSMlcp)fR26R8MUPH)A}J<A&?DGXRYEc~rGl$LdNj z;p5erK9k(6?=l7qu|b4uafHh*Hs5Bz3d$3BH}TLEWB`hY8|H}w67<Dcut1eS?2!~f zPb_v#*Xraa8PV}MA?Z!;LCiU6{p3*?lF;|!HTj&>`Z;F6BlQEb&;2Q%o9^O!x(Rln zG}nLs^<liFrsvPf&Zw`2w`{oHS%y}S{Xt$^-2uP+RCGWe5Eez6kRG4dDn0%}QVpgx zzL((b_6-bMe7GQL?o;scnReJ|won<-Mw83s!Ga%}$QvC%Nnd&{&dvjn1eHxQYs2KK z%B<PA+?2vn$4HLRgJnc05eipi1yY7@w?Ju!WDtsf>7k`lOb5OCJr40F@pvvIwuYC8 zzk#6FN3)Dwgoo0j%8*Ug242oj97@i7z0c<bap_C!!G}gLNsNyc`vz!LbO=~0JKOSh z?qn_nYKV4v`nQzApH*4ZH%o5O72-msmku2jfOeOlhegvvTRA={toEi;Ny<$whB5zB z$-kz&ELhK~P24Xji1S6`KbrBlL@S{R(M)H|1Z9}kMRX{s3tNPHPJ)7nGFl=QW-+uz zsf0yWdkidl+y0S+MDv=%y)}eu*XQsC_<8%wo;f?6sneV};&~OCb0>E7FI55?g`Iz< z*F8JVvKt|1Hnm`Zm*;Jf?SS>lE)Wv_geTkw!3Jm&{1V@q&E}>)C~y;^_^g!|bws}B zz`~)pkgQ~cU!?|GW0vt*fpk1Tg;|4V!>sc()CW8B;B5@yIu*pka%SU&!8XiRH85@A zwHds8;PK?08hnvI(=Xg8RTTG5H}Y@O{LfhYc-`!3vnoZD<I54MeYA_R^=m{m7n)dJ zuZL*3h3xhu{+3pXj&=RS#MDNK3R6&#;Y8Bq<s`KgCk~rn1KhM<lF^K4PXr&QCyI~b zCtGG;EV#xm!pKQ}${L_n-StiH9U|4Cetb8gu{opN;}h$_0UMxX?$D`I6TT-dh;%}J zNjP(0jsgJoUUc-pFeVD!z`u~IU1^wNz>T$!@TJjOafww)1TjHu@7T>Br$7+?58kH% zZ2@43D?RjvAO>{Fvt89z&X`vnJe=9{{n~7gx6wq0FU*C0S#n~lAdC2|i}y2ml|dM| zRUYtyn6duqutY@;@{lS9se6PxY;hj0UlS^9Qq-LAK*z%T?6Zae%=e}rkvLcpc+Pp@ ze~lRK!JX^2M7E;>H>mk(V;}JLZJ%IU4Y2akxXqjpQKICToKa>O$K3q!#dMh=^^6ng zt9-~_sD5d&;KK};HlnVaFxw)he5s~<pHZo;A}M9;@%6e0b_xHQOoD>&!()njoq1S$ zoZ(|j4_PV1h7O~DJhKT`CNEg9P-YJ>nxyE)Fyq{N_!LJOv2?7_B8`ofjK|hI(OMd! zYafd>cnL#Iy_1w+*2ler73|7YBLf3MJAcHPO6eNvNt)8P)#}R_!otW9Ct-kX*=`Lw zqqx+?79D1B?%Cwjc-ZHe-N5*~HsQ@Yb9-N>D&l;&#k%Tr5AmnBWt^G8nv&G2AE6Ed z3Nz{&MsNT89O!+0`pk|9FGt+=J>B|cB*GG0!aJrLEZ>o<*J$ozPiM&W-0#YLV=L<r zx8!0<T*kw{C^o<nq2xPXj@TW#ZH?}&-p_5y-r-4q_M%&JTI*G(M>B+AP7&ny@<+-h z;~&7OxvD<b=j3b(RlZlsA03KA?fVir2!cQHR5i{)(Jl1qJCp&@{QW_eJN_u^hM;@* z15*QZU+527X2lpbLJ#9S^Wn*z!#e|1g*%*!UO$l-ssh2V2-GT`32EUsGgB9{Hj=`~ zM19UK?ARSD;#IYgi9Pf*FOBz%7}4+Dy(8bGDag>sjISlOz@>@)JmypzBIZ@2->MZW zTXD!#G%i;bf|!n8QpSQYG0_(P9PhS#Nn)0&$0d~B;h@|<Zxw-*hc79_-KiK`J|?0w z{2hb`9@wG!z~{c*QXR}hW<aD7n7CdyVmP9TT8uuY49HSUgd`oYby%}1MuNBci#EuO zQ_BBi;Y+F|Z%p%Zc(M_u_y!pbh0zL1v$X3dKyUv`5+NhEXu+hQ`p$-TRsT(R6+upQ zkEO?hsHIPtmRY%KM#U=H8Tc?Wbc~9#uVu@+_bl=r?afQB%l=DN{^>hZ)qkwdZOLzo z^nC4_7EW#>Q$Oqsm^~;Xohh#8)>#OkLQ-aWJvQewurcz1!bXRa1AmY)iRFH(h#n0Z zfz*1y$N)9EXFPS-;EoLEzrTj4Sd|3}dX1BcyT*P^H#v3pRsss<C&>fX17#PSGfKag zdC2a^koWuy|GbFBvYx@y%3Bu%$)0k3_OoBL6_nKWf@31LE$w}YF)O{$Ji{)lQ96vn zS2{NwY$n#ghbcq)iA|LSkF(%@O>Fx0jA=StaGiMCEltHYScNjEeZK?dxy+&=7ydd> z5*!wjD*}SM&W-t&TV!&*9bCu@kEYjNA|ckf1Y)}`rYFPE<$liTjw|Lvr~US@*31f$ zYN|VL9{3lKhz)1pP7lHZ$6@OyZ)&^OZ(B_n`5`-BZnNNYDFg9-|7t-;jhp$s`rv8y zsbjP5jRowg1*j^BoX)TMY6NX}-$eUYJ~8>{n@L_ePM&=8-P}JqUce$)(0LsZWn+vz zB)?c=0@VCEMV{_wY-Ahvs!z&qYtl&2nXJ_tyl>Kgy3w1VKwy0_4M9t!dyHJp|6lzP ztaW<B0n)tU{lG-%axV6&`-lTUQO2eFg<j+Mt+hFuPYIm0?}@ykWU!;KlA*A$k_vag zKc-n;AWg#U4;^pttb~Ae$TL*D?Ds}b;*b%R2{v>OyifTRm;L=|ou}~q9TpuMxQR+b z3q@OKm?-cOnNFSDqW$H{WM>*Z%@gsI%gdVrbk=v(!Fz5?7?S{!SC(_yGNh`P;$`7? zitoJBZh8Ru74WHZtx%lf;ktTp%;CL|P=l)qimBNty8ZTcV+;Q7a^josE76!|1ni1s z)}S=ertzvLs;jO^;xM~l$(f`zBxgS;Yw)oQeal92U%k4#Zg&(_pLxvP_^~2v=+vpB zFDt>x4NWr2aEe&ik&W?C1NC5??G}0qeTW^r#q!RYt;vFKgHgu95bQ`?bni|}67}Si z$Y$Oo8D=~!KlXLS0fvrG2Tk=S$;K#KAT^LU(RNEAhyy>26_G(7Qs|$NMV~rKdw(7{ z?&A~dQ)I`d5DigPOAm;dG{}cSdMPQV#+rx7KCxpO=``|Da#E5}t(ei&CdQ~yD&E=r z?jE6=QEhggDR&yZJt+PPuH6MdTZZ43Lc`?kLK1Mx&OKs`kJfVxm>Rn#ZZI4gLK6+r z6@h#p<=EAGgxC!H+Za=jhZL5vs?LX3d!cK}#V{JD!h?9a+R)wX3>?&2n3@P{tEw8i z9*nnn2_Bq2ZqQR%YVSHDI(FeVrWYvauOK^t@x%RfC~=lW2N&hd9cNoD<WAj!V1u&Y z#n*%|WIzRQLKJq;KV<-z!M!EO7kQ*JDkSM%Nt6#D)uft1)%9mq7}GmveGxhm?%6~r zFFank+Ad`h{_WxHeZ~7Rg|GG9W7(pAz#sd7+{rh1!8$bk2Y?>sn}Z4>;g@=!y6e}* zj?WZf!D06(;;)WsN}pw|Mq`&XY{(4mV0Y-%eDM9ACyUJLoPbL$fzmK-7;3MvqRnlZ zKB3&v_g04>K!`DBg3_&f51fZ-fn0BzDlg6KDD9@&B|N*-O6fi6^BF6j&2<*{ov5SS zu-k!Y#i6j)?P8)@ujUTbcIO_j8ylZ8JgZoIRI&C4gjvT$%L9!xD~KHzb~!#P=hN8> z)lPAq4zr*yFSwGYC@;*_4?p_jDRv{^)BevdKFU<r&!e0vNWu>8%;1>nzzvPPM?a=P zGZaUuHcb%50@?+V8|_A}LCLavz736QBD4*8S1g+rqnzN+HtBvZ(iuA+xe&aA29Lvf z!_r3S%f%r%@N4ObeG6>O2-%D3D^Fa<z$4G;-5NglgzJ@vM#O}1<~V{`Cima6AeO+l z`1)=$-g6V7M+}wS8op3xq3AF=chK{Y^oD>c@HY$G0x8tvk7}r1L9@A0>d&ybVnvA+ zL&)45(7N1x3^#|yjGU}nmPe=3L$^@AfWLLfVDteo^#^&yc}>T|2F3<01NQwAR|eJ7 zV&LjdW<P*WxvAX*@`}uUo;!(3EV@r#xsRp0&pND^K04c!a5vu;rrb3jTt9lxt8>$~ zwp=!gt7@5Zqfm(-y-f?fcHk^SOgYxX^OWIgiy^-P+-{dl&s=zQm#;$whSgWO1goHN z<PYFIG0}wGA8@d+zr+co=tsr)`md>l8-{pPBjSw<-PwbeG?W_0kOvr!{_a9lI|MTS zl!6hFGb433;)IGu!L(R;Ra30EntDWLd3tWrv3q&k)TDDMmZ_Vz)RE-mLdDkZF?E&U zA!P&;6A#Y!v~bQ^SZf<K@CtXbsi#m{Vgu+v+9G|j!}ZngtLk=p9~$l*Z&iah-J(T{ z2)ZJB!c^g=D;Q46+9XggQ|#9Ji$~{WtYYDb?Gx55mMdbTlej=bOk{msv#KGaN4lx! zM@Rc}d>X0o**{fAmyVGWj~-&bAd<OziTtpG=I%sBrl}_<DB0|r2Kjnv%2DXW2kdZz zI9PJP{0Elc8X6Y5KW)_lUFTw1aun3#6BPSyRthUO+jd>uCos*`IS>pYVYFjUDw)ol zx^F61BvO*=(O>GUKBI5x2m)N3l<e??isWx$1c1<21kj3;0~=Fuej}Di?y)#<EEe|X zX|dt3e)|w4`8g9)Iq77)9Kfu<`ynOY#D`zTzV`-?C-s|6Fn^tU8OlnlMb~k(u(2=` zP>!gr+wBjxMw&i3A&|dKOy0$s{3K!-BhE|Xq!WvRt4J~;Jb1O0c$S2@Rt#(KZXNNg z`ZoojG1ucCm<dlvix;}gs!z1ry#66|>|Sbmy92je5x%@N-Jx{o*+;$<9g516csCN7 zdgEz!Ld3f&d{)$W(0Ra07KsRC09pQtnfNNxsH2PSv8sJqp*eWteV@(Gvcf7Su~>AX z*eQ()m`eyYTwC(14vycXgA8E@^MdXOr%w+75jBX`;1bV9>2j+l1qgV4ABFeGb%F(d z0*9+i73Iqrp7pk+H`9MnFsT|>Vu`2Vm!^Lm-PbH4M@&NMYb(puXJA{OBAW4ntMw4U zg1%Bri{|ymW*Co7@jLZxXpdY{Pf)R;9UG%!R)l}x2Ulq}|J#c8KQRCQFTeSJ;{5+- z`^!)-$L3p4YI~T~SEY@?00<7yRR~V-Uk+gX50UeKy94H6Wa9YGgL5>&)lt;Ca$PcT zt;?gWoc~VgOI5EKMWDv$C?HZVc-cvzs!uc?U(xlfhLp4u5CrzTiWQ0>OD&nxP^Ow2 z&Qyo}`rTX={`E3)y!8t(d(PnWnpy38{Wb+j4*?}ZfT&ih*2YFULgR55Y;V!!OB86c zUtAX5(!Vj9i`vJCHUiC-VYdyB$F>aMJ15;*o-AC1yT*&A)+7Ehf<Z2R-RJL;xf%`7 z6@LGXk-lNwayC$|Lrgbem-c@i{xAe?h-)BU>jNPYtmB8zyv01YX<1sN=2)O-a!tGr zhEzfe4*nbZ`Ti!hA)U!!@SwhU3WLq9m1Sa!2S_-N2<XdZJCMsZX>Fsru~7{baZ>lO z9t{K8>hSvD0{zqqdEcsW+A=SOw2z8saEOdY1Q~;2V%0RWN<T=(MZ(h``pdpWJvT`^ zIJqc>bajqui+p}*(zG^jkTYEvzbBD}>Wim4fT+uM_;-Cx#NA{4O-w9w28W+d@xTZh z>4teHOAncmuii>w*nRQ!FKwe<i|tlq33RXe@m+|Gv2<~an?!p|nObp{o__GPp7iI< zU}gLrL7PDIZ$ZOAIxHIsc4*AszxqZE4(YUPcv;~xgJecZ^%ZMoYb@4WY`|F&KC#mS zCx(yp@9DU$09xU+gJ?!l^(JeM)}XCOS|RI3RSm3bnp1#UVVs7S4KZt`*3c)x9s0HD z*e9_bhPvtOCsFSPKk5Kz;h+YD>J(_9Aw~)5AW?&c_3AWmQKLxpB3IG+^?U3Cw}EPb z{K4JO?|Ch2nn}#G_2z(tV>e=M)W|QWU{F=TZM3PH+Jk-l*dj?H4uv|y>O`B4O~*4g zk6zKY4z*=Ev#`8Yo<Ch`_H~mz!k%vG`>LWoXfK>AZkoGwA1be(+Z*$p$yZV*iE^Lx zSGRPgBb9*P;NI`^PjR_$G#G1~6gG2=mP{#P@cFDk_X9gYeedr3qravX8g?(}SsYn) zp)`08w*{-A?{Hq6-M@DVLsnw-#5`h4Lt@lMPz?PtV76Ax{by|b2vTe0#_W<BDCWcW zgU%+dJh*l7q{U5RMUSUzF?gFeDnURI=$aA~_P`C4+ImGQrxmPMd~b+w0cR9gVO7Ui z8QD;d00q(n1vb4ft_$V-Q>erd5Ssni?Wkq(7Y8u)NBe*|E<-M74(FA*(np2(;c~&; z2v&n8ihl1q(qLSO*ZIq3Ar{YD%8enp4PzD-@}k-@IvS!ff}V$}teeVS41EE7?h8&x zmonDM-UaH2#+<YC-a*i!l4g96{JRZyt3QsR&5vW{E}L>{xwId#qIvjeNf!;!U)k(k z?6_PzzTh)shVCAFaSB_3<^!T|=#EkCDF@yjvf6M#q0R!W!1S}zV|4jYB_sD1k_gCu z3HGB6Il$><r=+6O$Viz+%;7FR5oYD&fiQ9Dw^J#mC1_<#_Tx*!bs|TL#}*SQ0EDnG z%^xq>SipBx)3wzT_2kE_gPivK8`_DKs>TYW9-^Q%s1L<<uyMK8EbBwBaNRE=ww)a7 z5<(_NUd_CNf<dQ}9;DD~6<$Yo#emaiYy*}HFR?1%H#KD5C`z2t!v$>X!=r<P@c7;$ zM1A&k?jNQX<KqR1^Cg$c$9HD?dx;)Cl1gV+nwHOE-S<N=hcK7qj*6#jjSXP6W#Z9h zH*C`CRksu>ZmhX^YJzsISL(P@cLFlGk9=!kz#<7bFEEj&U0ot$%=S!xVABo)hL5wG zr>#%pJPY4(@HDo1&#_>=eqK-_*Uv2*+7|fMG9aTL9^8um*qP;Bq(ZP2Aem26oXI8w zyZAyn6+XMmvi7ubPW{_fI;_^ZlvPLXAO$&O3)&x$qIc?;<A5U%dk}CdKpBryfx$|( zWCVabQ8hb&^T5RQ!*b6E4Fo}+B|)(X0;7mJL(Zu-GGtJIt}Axnkd!cGog7Z@V8h20 zB=BZNk`b#N0rCqY?^AJHQyLeL);(EP;IZ-9&O^Iy1z_VrcZ}DUanNH@C?-2*BsRe6 zrXI=E<#l7rhAi5);ZO6{Jy;lSqc-M?P*u}()|M7Jf2uiYo#y)<B8Gkx{>+LANlCEw z>v}|^viPep9Hs2-P!np8YD8QTR|W+U69ooU5no(ZRb65_4;|32zS$LcD9qib0MIQ% z7DQ=!6BbSnv9qzzRI@a9v{O*i=gm(+X&fIIQzlg?J5tdq<!abJl96Cg8<8<!fPw)U z-{5+~A?HEIVDAAlYDbxKAWnbV-#H@>Xv7B)?_0hs0!m;Q-8N-F#^`pPAb%v)V(hyj zoiKRPak>3zykqF{a=BSrPv+Dt4n+q0w;n|o*6(7q>wAD(h^oTVC+L-!<{NYDLo^=u zDhLFMIMH9l632SR;DU-ke0L^6(OK&%5}c(Y9rKX4MubjY;0U$eMmnN#D9Q1$bQP;N zu!&5vQI0y1{?`2~-_dlBvAxtgz21K^3TQ%u&(!pO#c9-T=D+CP1J3WC^=u!lTZN8g zqu<M+9c(>Bd_Bj51?!1?j|v|_{tlSe;Hi#Amq`VSGc6r#VTUA26L@I3O4u5_93_+w za?A5Lqn~mM<0`X+$|9IDCre)51+2uiBO+5t#w$uGrNT7iLmp`CnKb&6D#3OJaAsbr zA0$x*nlg)%m+w2~_+|f-^x?xolE17=L1UISC}@~W6Ij%EbKy2e|A=rs9#$%(Xm(YE z-i%+#1A-bByrs$^wMDaixjZwh{P&c0*W}%0a)20j>F^IZxi^<nuTAyej_rtXIZMdZ zQH@&2+zW<8tOvvKTZG^D8T=`sH=*tor>GwKppTuwHrupYijo;!>psWl!B9|XlQMN4 zznxG_CG_krr^@}o*KW#>slS(oFW@x?wAygs*MY5FAmq`9!D94p+S-V~Na-_rB9M#( zT%9;5O<Qt>2afUsh0kbTJvP#(a)mZJuaW9E=n4tvxt!P__BjsO?TpPdG&C$Lc^21O zfp$t&O3-IKHl`JsHloNsnIx)z3A>|SvG@3T1>k)5?)OfD?0IoY$+g<~+i4A(@?O4| z<%kq(Y&roo&s)U>=BKc}ARVvO<=2LVmU$1-y4w&LXxIH<m{Cn5#uRiI=cGWyFL4o+ z2Bo~QFgUgV%C@HGA@fB?4?l&>SzZv^+}Ue?51O8ZF+`@Ix+7|lXB6v$?Y!lSN8GN# zBXz0?Bh%}q>`eFB<&6cl3rO#W0)V}mM+j=t|0Ir*g(@YG&bK^|pe{$RPuFiQGP>=N z;eMUXpvwtg6gqF1Ukc9_;(5QoMB>MPe>%q6S7E$l-{Tl)X&?IdV6+Di&{CVA##q3z zTsgff7^D(0$B=dz2>>pjN=rVSoRPAu!#=KM>YNXkS{?()AI&6;6R_rrf=8&wYbMvs zo0>3?zSEBO7R8;l{XMBC-NBlbNv5xlvp3=)?jCAgaJ7odjWrtgcvRM`p~|zRSyodU zJ^x1bUTkeNKJKqb6MMYgei)&TXE`6}ieR!&GzaAI6deQY$21%&+d?Y@G9D?TkUqx9 zIe!`gHh4!#N;+Xy2q3cAM4Xdt!v~FQbrb87qhSe85CTEfcH5dzCuZyi0cIcELgVuy zU=izgZU_)ih1xn~&VM!l#tskDtYGiT7C;M^hSUgUW6!`IF8#~w$CDY(SEK(^z|R80 zfrtI4Nac)~1+s&XodZ-R)T(Z$lCvi$1?A>ptjtMJmJ#|od?k7+ii|bE3su|8(oW?M zDu~J-l@<F3cK_dN`sBpm<fvn@NU0<&o+2IN8(Wx&;uu?7O-P$A^LZTfoHV{jnJu)- zTPaX9Ps~Eh&vpPcc*}t%mpQ1Hx9hu@(%>QN%k<7?t9~l3E!6VGHUDS|Vc-<NN=fSU z_!Tx$&hNt#sa355t--1_-0A5I6PEV`6l36;$b^Z-l0VAY28w@lJzP<P(1@gQDxucU zW=KlJLfz+-`X4JbU4$EQN$Dk^9V;(f=U)fP5@@bg)|IZ>?H9}C&~W)W?aU_eXq_~j z;Whm$tkIQu%>21KBQFtmzG{JC5QlM+irOs;HIn>tD%iqNdLIMOuUX;Eeb)Oe2eYFn z5OD({e%p^``A8PnbPg2`XYBk7BYeC7XhOy1@4?gVzQg2Z1noTGuUsKLb%^R5VZ9&M z5#U;@)XxOAfJ6IDOIZf`3}JbvM|Q|_RR;7#kCI;ZrOvyKMq1_uLG05c26WMC34FU8 z4+h`8M_XVd-R)p)L2m^=l>)uh$%3EfbiJWcY6z?M`gWXm2H=D5b^wGi7^Uw23T=F4 zNyq&8*69AoZJN4RMPP5STT+uSV>BS!wteVq*<rc-n<lBW4{041sJ62E%h(jOB;0S+ zs+_w%;V2Zy6Jae)r9G8$Z=>=m+ik1aUGb-4V;~WD)uAuair6af%iR)P6SdVxTr?*a ze#bikP5@fmoN(Sj0ql~^ya7k^%QJ3k*aOo>T7y(|&o(JwB?{J>EH_X@uXQm3qi@`R zR~RmZ7Oc!$-SI6U@S1g+5S5UoL;fIbZ!l5+2lW%2zE<~#EKlJSU>Yt`OQsn$;E^Yl zGiJ+~l;0lFRE7r+|HsGz{GIt}hvcLf1j}k+-?MfcmMz$6V(IuiA)g_da;BW3vc%Gm zT1d#SXoxKvg7ba413C_)vCpA=1YCK+4fUKs38(wwt+c2msC(%6Zsj4>zetycXx~t~ z<j?GaBBt8R(J{j*e47>3aw?b*Vm5@3d0q;Z3lO$Ma@9j|gtD`cq9xWWP(134D3bAF zn6PMm$o5Xigw(;H!`DZ=YnVC}nJk`BXPm|Thi6J-?ks-xY~Go<?LyWLXx8(Q=uIhR zW^_E+9fLk0uds;hnULmY1aAJBS?N3hkvNq%8Gze{(@T~!Vcn11o+=sBC?vj1DF}jV zJndX@iw4=vE{MnZP$Tp^f-modO!LOlzyVkKSI%9_9k51>Y1E)U6<drbVUC$Rf*aE6 zy$esGSkrEc7APWAc4*eib#2JD3>zlg%W9)`Q>K5TpUV(3GqcjenYWFsFW9boOpk-h zDe8Qex9xl6?QD%6kSMfWg_SA4q>Ei*#_uJ6I*&Qe3q0mE>gbMKdfu({CTB-2jDa8d z*zH_A|Gnw)?g^X6-O&2CUll-U;abX-%T_d3FOh4BtQ+V>?J>L`WVX=yOb3YPNXi~4 zC6x<I%n8U!R3x=>rD3aNf$E5S&at0SyCM;@PR&HTgAsQgjP!&`RpU8Pyv~dxc!XyC zFX^Jn>rNB0#_y}>ZH@-rH~zHZuNzgCfaK$0m&)n$9%FX-Zbh4|pZYt(i;n~!|HR?K zreV48uv*fJO{|Nn$yN^W_K8CIE__k`$a?FGl8Q7y08*HZ4)SUFI^x9Dcm+MH2#VA} zkRneSj?*t*<ogXf23Y+eepK0KOzzYjF0C&$2maXKR)1me3L||#6KJP$S2F|Tp1S$j zj$~5WhCu&lR4osCPuS_Wz&7bOl%2>E!pgEab*RyZX$F+{@HcFZY%8%cvZaYa%0ldV zTs5m^P)ucC$yyfO1PT=f=6Oh*nx9Xt1V2NaGvWt<R*uY1^5GCAktPN1T1BeFqhuC# z(moNb^g5H?AaeWmk6SxYS3slUKv%=Z)T-%&2Y)R^qwHGt0o=4Svf*!a7@c{H+;%$Q zsCf<+(2hrj5i}Y9s68eQFxk+VsXHP@Dq(y%Y<@5W{(d5L0RH!j86OU7!U<MEw2Is; z{S&Iq+jReoK8%;&C)A6Wj~FqaUa$y1Y~Ze;oj$%}hpi`^26+4Ac7_?Gv^|;TDyidM zc{Xo&j!o&7K%-@^bf1<_YPWeWS1E0)H7vFIzfnxW{Iw(Y0ph*|tHE2%fS~|}g+zTJ z$Fhja0?6YudjG79a{(eF7V=KP*GF2NL>5HI`j%d=19YCNK2Dp=P8~U{cijV>=cMgr zK9IP&iGCQg92sxtWB7BUFrLq9K%WMC@jzzC_2|RBUNdm`dm!$%Ghr$GhWaY#%U%S5 zNdxiIWEcS}*n8@@>|^oyZN4s$sau4fy%`?SzM(XxT^$mI8E^-*mhFkOP6pgQyQE<u zXa|1(sxgSt!e_1BzFxK|i~%mbN1EU9bWv>zq=iW3)#Moh2|n>_`PKc>dp%v520bvr z3f9V3Hw!^$Wg+)<lF3$pWV9)RJ_IiT+QDLr^0#Hp!9V+b|9Ly-%qy%rR8x5z7>U%F zu@%}#NV3JIXT*Erh_eNKX126a#m!92n|3!b{yuWI3D>-ZqP*yWJLK-J%k`v7PaZjD z08vaDt(OtY6^@TZ2|4w6?5&||Fh~3msK__Qe5mdY(-VAPal&w=_8;t0Mo(gfXN~m@ zuT3d>rl&vGayfO@?%DYmcG~H*pM7-4rA)yBP8{(d(90~8lu>1jWojc(+o1Fw4S`6# z>er7e+8z3_hj~sjcMCOgm+zgLOHR?6ji#l;`X!c`N$A~+I5%*Gkh3-;FCY{)WhN&9 z3{zdi2G-dYhBjJ~TxkH(&<=4xp$TT&<ux6HxPrvtK|QWF=eR%^eFGgMefqoPGxD4g zQ#0ypYxUp}b-o)sWd0~nev}wrCH7Ct-n{q&xz7q%C*{ol%Naux7ApoU-$$M&Fga<{ zb?HK*`K7CV$8(y>LBJ-0G(bWE7R)v8T7`G#-FJG-y=vPcr!k9<3ZdH*9{7oG<MEU- z^D%rlp_Zjr<8$Q|h7;zH)ImQ|##39Q0HM|4jwuY6d#aWqZ;}~w<8s*XsxVY>;EDy+ zZzz}QoKhPb7ZYQWN*5okC(8M_C95hA;W(L22BgW~v7kH@Px)v`O_jAtX}qZML>MRf zP(B9`cd?gHI|WSt??NB{ox>m2AmCSkQe04;63Vc%=IG&kzKesjKB!rP&ca?zf%jDO zIlO|sKqu*p;xm~`yEP%l{G#K}s!Q+uLS=^b%gWP;Cy?9-&_nK81P7rjNCk{zqYve| zT6EQJ&FNL}?1~jdvTbx%7?x&96ckb?s00G#qAeP)0!MukHYXG(cE^VE-GtF|>FyNY zu*X=H+d@#kwLEPaW(^3~mah4iUVQmUt<pw1mN2`4@10cxNCjIYFG?PwK$x=WZ1NEZ zrnGr%afS}Yv1-2pV73A&`%l>g(smFW8{en8e=KP$Q(-9Y1Ju*F^0-2Ad0$({zH`FO zyvZIJTM|f>Ll2yCM6+d8nq^6$qKvuMiCP8kXp<>?zslh;{!r+`F0k(XvR^oE-)O$J zaM?*sG4S~LSsIjqE(M*P=4sE>aFTWqT(-_AlLUq0LM$F>9E%7Cws>E+l<{Q)ZpMre z$K)RZ%>!q-^1Y<I`kNJ&aKUoC74LZY7kKVl;0Vx>>niwrL_DaK9F^e*HkZ?uGZpS# z3QA5vhSla(zilca081<<5gx!K^-Zm*|6DRYd5q#{oYFDGBqxn~O^lejjuft!l&}S< zm9Sd&#U+r`LxsE#x6gm$?2^$db9VgJC|xLoiugUI7<f9-v~v0QI9d#t#pF2E*6XE` z%0lAm^TBGdS_*Y!yKARE?H_X=qFwEfk1;MfCaIxLXEr4IGlshw)lAxP3Jp!u)M)1~ zgyk9T-pLP{7jEu19GjmQ@Yw64Z-?iU&QZ&o>l8g+PSx3Vic`G55zyhiTwOdx5Q?qo zayn0k>>cokAId|*?eTOlvHJ0+k6_>MHb$#3!!j^#rgu85YSYA*%QOqz9<F+)lzKgP z)AR3fzw;9QyhQY%JZQ7_8?h8#*kGPtAn<yG<vm(G<xE%u{6;3;pE?LGB^o26*B~vE zrI^rDc&V3w6tL1MZ0jxS#6uYkz5ySSqpO$!L*y-qcye-TjHkuE>$@kBc(^J10t#Y! zxyk-K-Oc@sZgGDLv6-;1N{aR!0`rxjY;XqgUB7w<zBUCMqs(AI1(?LU)<C7GNbG%# z&T24<$2CdLcrit9&5wZKg6J@dn+Kq)qSqdlSskA6f_(EZ$Tv0r!bTXeBt7T}3y#t? zd>L9M7sLuYUp!bPSbNdtXS=k)=lF%By8YMsx;NuDE<@k=v{$6N^5g(8jw%1p4F98K z`vgm|_-Trcl3)VZ-6BuKi$^2H$COTL^iDEewR}<>T~MztPg#2Z);Pd_k;HpGjB4Iq zBQXXkQ`Z|xX?BWj<arp6<JzAcKb`5G!XdRk@yPI(a9CVWS?8^Xi4lJ$SPkf`=g{~? z+b0xLunMG$lvFG#jU_W-B{O&nH)*593kISBb+k`Ya$iic7GOJbl%32)?L`CvCxh|R zgaDg8pUy%&TwT7$UE0rH^<Y=ReEmMS-9>s&a6Gip=p^AKo&M~YW@NUaNSHT^JYA5& zkqewmHJqZL$aIHPBk=isk%S2gXl*FZsUm9~W>tbvfjTu@s83RU%->`%t3Mo^W|`J# zjpw_J;ipLkFa;h!AX<zfLq-H}o2~7#YG>T<mF(kYoD~T0?j}G!WeW(4`|+(nKF<xc zz^vZpg;DiDvVdq3`6@~9d?7|kV%mU?ZHo?6i4d<@ogkF1e**$<eec{EXJm+{lfNP$ z9oase=eal`GMY>pc3C`pi(@pRf8`QvcHZm&ME;?{l9>WS-djWVx|msJMuv36t4pVv zc*_u!x7{LQ0n1`l1oJE(G$&!AbP-X(MEg@hWh{vql<Fo%2re5m87Tmke<26NJLKe) zC)%wW&QjB>4%h7--&6C*ikFmAK~XHlnjxA&6TR0<Z&^|EE6E#fx9Op<<^ID%Cpc!} zI3#l_3RXpQPFV`8sr;V6s2r(Cm&Qaa57+1q+g?5AtSLiHaVRGY1d4Z2umaK$F#Haq zp-%`MMjTFVY_R}+J{Y~lliTeJVt1sPa&xmM=cO}-UR4%qFWfZHdF2Aqao<ucHIgr& zg0OwuMz4bU!<a0cV5#WfT*jR_NP18SW1>pd@{Ll?Sk=B(T$p0P%K2?fdPk}6qDRo` z#Fsho$00>ErRIBYqiEN-*bBXWu3|B~%)Dhh#5sYiD<0heEDh4k)%3e9%6r6Z@8*Df z()F}u!TWyinuGxb8^q-AyHJsES_#Pj6{L;TMwdoO6l|%nKt}GEv_J>3hwwPGa;9`; zE2{FHBaG6X;DC;+C8Yw{Nkc~CSN>Ic1%=O^x_Us_qYK;NwdPLw2`@Y<1(3T%%{;!l zP$^pqdpTK@+iqR`JE-MA3Fe8EW>ZYp(Cq{qCRElG9w^vj60Uwd-QH4hAoWpElJ+%5 zRYjaJBIv2zZpWj(%QS(olh(cOB8NC8+Az5KoM#MI0(x9?h4Kl>U#0u;h;t^><E!<) z14<8pBvDlKQ`K_J#&~oDr9A~%OBss3uSQLizC54MVc8df^Jdq%Oxmgx1s;R>C5$E3 zr&+RKxtS#MMW`rB9iPMXx(qx15vSsidnPJU6Rq+{LR1~2ybaY9NAAzl;Jq8(0>%rS zuds!1hK%AG5;9FHspLs@7GRaak~@IhztCxaR4$lbGPiBOc`R7`^|ZviQ;1=y4GP#l zFvYRM;R`Dz3}cDvQbJ-uoP+fa%(P_9SmwxRE=#Gqpq;a$20Fj!I$rBC4CGV(eb0|m znRp^SLMq;KNQF&4CSzhM%Rp27;%7MI<Gek1aC9mm^kV6eLuxc<lhu`p2R34?#3vL{ z7g!of5*3j~2+mydh0V0(@Mui;hiqwoc~2X-K+?}x=AV8%(j;Hf9f=8eEe>_yQ7X`l zC5rKi%=JGHIz7tVE2TpjVmhmkh$_8{y%1G(gSr+KNCabXc^y)Eze|@PHF})y;U-k1 zoJ9k>1g>y1gq5|{-c`P-e$eh(P0?$aCAZJNxEi$HSoaq`t>-B{GLf}To0#78V)?}L zz1SSjdaZ>@Ww6^SE<z7K_8Xo%nqIZG2+lO0T7J_vR6oJEduMh6aJdrzdZqd$Rh40L z8;YkkdBEx4K=p>~USx8aUVzAN0>0_>LTX`shG+S>aa6nBCzdhO4!~s;JgFOZ02<IB zeZP{63elqc{K2k!-1$B&lL!WU_D>xS0{(pUy`w~utVAEBE<_fl$l&T`3sE2mOeTRs z9D_d?PTIUihhG^1IJu68O^m~K2~@+K8+}^cooIjE-jkPbrwT1SpejKkx$_NZKU?q7 zIc;Sp7guGtk<^gjIo3;3*Huwz{C?_uc~4sPw2m^#B-*B8n?IC)jgh$Pv%GkOe<efw zY((DHP=5YtM!IHQFqAWq6k#Ey45ybeb6+@~wR-;Yy*$4teTv_3V`h}#GiPH2<OqBP z_t^R(`KVDH;{uISqg3(tlw)mt%u8+(<@E?j|CK3#hx(Q!=@2wT8!rp;e#jO0CG$3J z*DhHZTQ3A~BPa<Y3K**YopW#JXP2{X3<<ybJZ$@{Wh^$crIn~KQaZXHH&C{oX;sXK zh}#Xb0V)r+5whiuM&H$Tby%r3nKYg5Y`;30jzYJ~)C(P-hXf#JZ^*!Ds8ymPboZQK ztjjlQ-m}8ZE@STL-y^7vsCtf&l}H`O*a@csNEXFZ7JgYhon-{oaf*0~c0PaVC=c^# zdAuoY+`s~>#lOq*8+U$rtpl+aT^;`y%W|I)-cxJ08&FO$F*#wlgcXAYAQPAkC81Ss zNSb7fr<Sf8I@b3{du71&&i|W;su#Lr`TeW1-aMLIi_W3?)mPHS)ML7qR^;XLz!++v zBts8(q9NtH6{v`jomYa)$V;;l@^k^``ONavzNA#PlFl}@V%}`#^}Nt#(Zr&mS;NLm zU8HvV3-q@^5B9&o0srAq{(q+rnE!_n?ElaQYx;V>@2@|8+`HdCuQ7m77?^whL4f4( zzyQP(PzL|)p#Lzr{ckA*HunEVKD2^_k^)BW==F}yg)P_hiE!ukpvX9jRvS2@P_|(z z#mZ#4u5%kF1^Y>6=Mv{xNsdWzhfHz_L28!rS=133bT9)>0aBpdrOaGd?u^5$=C&5E za@fDjz+e7T{@vFhaEO*n000y=uFh?j9-+9yfPVH)ko_;2QJ*fA4$A@2b_^ykYl3=2 zeL8R_DsN4jwMQsievFiYbC-++g<T}*NErAg5DjSrkckxH{HHT!CowTj!cq}RKeHJm zEP#i#gO9FU@n3~y4P4wo)~dPd)~-*P(hJF-!U$?5V+TKH2fTr0BRA(&dv6m~JqxNj zH;zvoSFN-x>Pwo_AKwo->{&{hE&9}5rSVJPxd1FwK$L2-B~B(P!oLEb?%v7}$nEri zNRZ8`@}#l{irv&HijWq$BR=Lb7mH^fqP&I*i`enodB!ERLnszneF)9l`6ac)m~Awx zw!&OqAseBSU9B#fo^h7zM~Y=53zYbmicB5t$t=2J+|~q0aH0e;juj9v@Zh0mfQ*u0 z-oAbC3#iHPAEUqqn&jIF@0#$_67U2IMTp6&1#I}xKE%RBzMca@q22TQnD75u*MW-) z=1_X#NyJC<LJWd`h-}S=*{sd>OWbWLS$*xEEt@lZ0~h32=VO+0-ny1XLv-Fy3tbza zR3fec?_C9G5Irc^7R~Whn!JNDUg2OodxDUaB)shXo0X6y+0IxmVs*y`7v33@(bVR= z1);7-*QAHgX0xVw`j+DvjoH|l{{~t(9N*D$llKq>)t>KYXi!K^51ywDXn4X+j&ROK zBQG4dOhEF&2gz!dt<k~f8A_tAW-H;KOwPh(Qz*VR?ut1uMAH~0#UqWMW{RF*EKGWR zBM%XL-}k7~%$WND9naE={I|FNKYW<~@7Ij+f3P-I`u%V?`Y>b+6#xJjssM-o?XmyC z4*hR06(bAF|Hw7aQMQmrHpAFKSOX|+ZVYx+-`4R`KNsjPs&V%Z4=0$Lv8Py}1ZyPO zUyE5M_=AuML}W~yZ&)7!!a$)<8Q^ZO{QEQ)JL)b=(<0KWtW}0<WA(jK%ikHGVD@n{ z^LqU_-SpXe+ceuvG`5S66d_VqY-T)%l2faPgWZ!#r}8nQ*zU3Ats3coF}zO{dv}Ny z-ofBkr99k6k18kmooBn>=U4c-iphW<C{mi{bNSQpE1`#u2UJ>O_rXBz1D*ILNJIev z6);GM()q85HzLpEkMaVjab;rh6IPEy1P`0522u^{1q)S6t~wHS7t2K3Uqq{8k<7yS z;97l2mf%1|Bnw9(VOiq^)WM2SbrB^IzzWr5G(=~_1Q}bh2~5RN1S(veS`(sUkygzi z1k~o*U<6lO4M{2t#XrePl8WMI%OnYjNhvbbWt6-LwUi{3p(KSxkb#7Mglbl;)P{%8 zCRH3Y%OWX}IHaY|X(A%-d(eA+f~Ky{o|cM_rmBrQcJj$1&2bAzo}pwYiGTAd=?O@N zdCqVtz&0RE1m5F;7Q#VOf+7C-l0DyrRpxvY0`%(jiZ}#$j{A^ELa!dGU;Q2A&eW2^ zQ=8x?wUd`6R9IP;4Fw20Qk}B&-tMtsA+gHtB}V%Ll2oI=3oE`4+HZ!)qUE-xXUAhA z1*R@%%6PDNn(EwOgjdYH#IVEW08jDIXUcfvG1Z0dWnnBTmMGRVS-Q&Y?2kr$5q1K@ z(s{K*#96LDgLE0qfUJydBWu{KG+cmN-PH^^BYN8|2-N|?v*3Gnvv*ocVe8ConcxaX zYh=mc<RgX_%9xhC6`P=~to5<2WCD0c-d}1c@Mpm95WTVb5FxlBzz5uJc81KlaPGHW zgMqrzP;2WEiZh!auTwQ-(jzw^yDm1M8eHlF8c`}fXmQ)4;KSfk&{`5GZqYGEChdzO z^1SFD?ko0Za&=+Gi(ju;yXLFvi)OikAE^ia716YJ5b$xbo*o=My*HuvVvkP_38}-| zdnNJ~=;`^`9}g_odyG-eFp^+1G?z2z$2+qI5^&07Mp0JJ7Jql6lr-mIJ##!Lx#bL4 zibxq4X%uy?DbP!tr<TJ!k5m>3nJCr&%dKaXUoRXSkc4!+I7uTOid~tYi7q4MrV0H> zgixs~0q)|HVxC^Gg^Pu8xyd6{;URAMl=xOf|LLC5>(T0=x@|^xZ~_lC7H(eluK)!7 z&EZB$Qz>U>z-TNORa`9<0WCQbOUYN}j@5R(w{7t^OGdT_4i88m#vKd`qo@K@3*vaY zDH&*R$f83(WHm{|jPc3wmuUai_`uo4^|WG|f!@iHekF6y>NZe9a2%a-`5|;#w02<~ zv1Mfc*Y+{SqCAj`!9RLa=Wvk66%$+8DsUus_Rk6u&3$nCrq!)nPi8#_^~aOewfnGQ z@ChhDU~PvSh0HmWxKB8R;1p?Ve)8hOJ}hBdP>jGYLus8!98%Trmc3&xDvTa~=zV#Q zU8C1<(UAuCC_5-&bFSvF<DCy2|HYpM9^xrnR!%$b&AQM`Xi9-V*HzG^@q<9sUb@S! z#i!+)b)l5clgQBe=_o`Tcd{JK+Us$Et88{G%$^{Nkx5Cbr3dYjda8-?|Dx=if^+S< zE}iVywr$(CZQHh;?AW$#Ysa>2+fI6S^~w8nzx`KzRnPHyj_x%_%`w)v<azN8h8mLU zlPEyJzSsQ+p7_w!M7)*LGK)5rH>>+wp006Qn!sE&sdXfq{7oL&=@QYak}5l!t6Nbv zd@naDn8?9<z9)2YFZ#;FfVZE2c`HuZ{Hh)AP%jm<Frci%meQSqbq3;E4heFEC-I<# z#B+hUZh1sTRY&JZL8eQ8o8mnpbw}zth4eTWK0M{2Ha6{XDs#@KkIP5t*_#Z>u-SCP zQn$5g=~J)sW2J#HEOz4V+vYe3%c$-#cVNCrmaM(3*L;B}Yg}5V^oh8D^`icO^OdUJ z`<Ds8`j2qu|9`MB{@>jJyZZ9R`ugw&`p)(M01z#JeE)XzKcwM*J6zb98UI5vMtg$s zBdfLkP}en<g^#zT;5dbuFA^`W8lq7P%P*4uE(pZ$rlE$CS}Ue?N!j+QB`h!;`E3$G zs$s<(k33{<SRm1Jm@PrO<Mp!!64FJy^FuR1>vWRhbi;At=6eGDtA8*U9vs++b$vq$ zsQ6|oyLoAVYH>%U#7=ugW`A3M3O)=x2Ejf>bTe~!(-<i_9e|FBX*oUpk;8E7W}c6^ zpAB3v4|m89vzrfea*Fi9PbN9NyVx$xh&7p>g%Ehq-Vm7~Cry}}tnQCG{pFM7^0gux zoR(WGe|s#q;r3;_6IxX~sK}^ySJzR>!|`-BpVCkJpyQLZ6xYg^ucAnJZfvntUT5)^ zwbaL2N@fvc&(g@fjYVGZ-}3s(-qPa5h50_CQWNv=FzUg1DN-01NDs4?;-FT!@M1yA zhsMKR6Wnjy8Uozwl>C5eTt=z(*03Y6jaClzb#b7h6fB=-FW^vj_2~=~3yl3egEN{` zFq&*8G2C+&Ey{<CgRvKg^n;xp3gZ~xP3p|4Ol(t|CY?sxg%+2_qdi9{x$?>REuri4 z13bnLKfJ5T3mHWX|4P2TUh{8t_&)fQL1RNmhU7F+X|iq7ZGvqQQ+TEbjX`TeScX*h z*fg<8GE{h|2$8{$K|@1``XqHxYBE*$|J_iHVjxpRx(sgxfwd20$YUV2ihva!9n4c7 zu_|p%z)ReMxB(7k$W<R?Pwa}=8NM}$Ye=^z-3I>wuGSxIPsR-{*PnSy;0?j|f7-3_ z3De>b90{Z3;rE1t8EVD8n}b&KSIQs|L_S;fEAYoh7sYKJ7grbA2L?9>r-|nd(e^M6 zl5W8*B!?qS!!@NvO6p6{!lKbpSuQX3@L>74`q!;<(p%U1;vYm=qq}Tn)4?+JFq@5& zTpwTOIz`o@))-1=2uJrRn%yqb>gVfijDEzr)V%$$d8SP^@eashcG$k(fh!>>kk-kr zv)mQ-X+31M=FCn{5|?EvJdKvIp2CIq%904uSSOxR^m@~8kN;W{WR3bZ)0RKQN88Ha znEDS+tJaewtdWrk_eKr!qK4#^MR(#gitg;X#doDZe>oEFps|;gh!uy{mV`)|Y3OJ) z5M^c)voppXG#i@*`rT<6eh>x-8cZUm#rj`BmTQj3W(`$2Hm0|bs}#dXqp^EP`5pz! z0#L0@sAewk#fAOt^QaDuQ7Rq7CMLxAw`g1I-zdITJIbyu{3^;e5=Oe6phuR>$!Fq9 z+Jnb)x!Esz6T2=H?u#`Th?L96M4h=ColcsvMC0SV@6ziA9rYPDdupE|)Mf*lMDQxe zXGfEyv(L6*vCh5=uu4oAPSYt|l*2cEHPhi{OB6_V9~0d~Ryc4e(!m&P`k^|R4bOjT zWQ3ijVR0j*l8Y7UBP1d$iDAHF6z3cuJVNHA6`Bgh!(bCcMaD5g80nb>5mgXXG~=?9 zvx6`*FQg*RJ~v;}2uVB27%%a+X4N%S2b5EoRZ^uU3HFVQY~fyiPZ-`SvWTlb3s~7R zz^joVA0r<ri!-j3e1XU65=qytcyAJq8EN_WXzaZ5N85PP_YaEobE{BRmY~cbjNb+h z60!gV(xj~tMk$DqQ4)_??<xQn+CeD=Em#AQ+*R3GQEg<bBt1J=^31=xt8P29L|clR zIh~Cc+#`mz0)j6DHZJdL;gGv@x-3f2LZ?KyblOo@^RHCOW!<D~t}O;dBft`=^jZ7+ z;b@IBKb8lMl4H~!c($YkFefAg-D=(d9rK*RcfPIlL~j2wLl;tf>8)vbF{!vks89Sz z0RdNn2MsTh?y=Rqn!F7KaBIe2g!G*iXqiq^3hYG}o%*<&+L}iA<^{hLripmtHGkSw zB>QNP0Kr;zjjOH_s=*mKfSbjC-Sf&r&val~UaQvH`+9}$AnNcu>KAjXt<v?M6mVET zpZ1LK(<7lY-stMqxIursQ7J%Q?yQcsp%OlhY_?bZLFI3=y<EvkEo_r0i4b#F1obKt z`2{87LV*K2b*io-QCTvLOd5W^T8PnpYX5fd$jaHt*x5o79IYM(GWS4~-X!drs(ha_ z8mZzbLQuR?!_1LgCJqfzCNp7nzQ7-s(6fb1hXPVJeF7B!xk~bck@1p^dQ7MI2gSiD zoD??1yiUQ>GL?cFiKT%ICsY3GIy!yZnb;4v4`u9gu26Y-LM;&O_jBqiPHLfzZ@E_j z$*L&wsOMgJxp*&UZGD5-jv6nu0rT4Bn&=qP96`&WJOw3(v#65QYM}4ePU&srggXhj zYxo<D2m$xQ3k7{5b@_o$X0K@-%~@s4i_v$tz+o<q8+<_Z-u6X3Wj2GhBg#)tzMh4* zTX7Uys^+$~{&8>VZn{v7&De5Q7f_T(Rm#K?WX$<4Wv@LuHCk(EUHzRSD?Lhgp)TgW z=#0)QRu|L__j~ordU3Z@Wcp~-W0`43bajQXKSFYY3m}4o!#QzM#$<`;gfy1Vi|Tbz zJ$j}-M9Tn{|4*oc{=3W#Qc&~O3gq=Ee$h(W18_haL!3<1Zz+{B1!u!oTr1DHjLe-J z3t)s<6|q(KVJ)TniejtE@r-L}gY5bxQ*H}h)(=}sbpWT^5yov7edyJGbim61hT&U( zCWKb7#Sf3s&o7?LAUNzAD+__wiZQ+Q$Ad?s5{!XJ&iduA@CjcJ|6H-eDi$uW#GIg{ zXRiXo1epUx!USYQ6A9zBfLyvj1U~7B@}@vsoTP^^6hO40I{m+?OESXC=Wzkav~ymS z(_NIdc=~S!^?t!^zS}yuJM!&#Gy94YV(`veVe9e7pu18}x+Z_mG@HW4fHkA3a&y{P zu_JxekgRs=dpg_jlX#gP+u{#%>NEx<CFtY;F+Pu%)*2%indtEK!=Z|p0xn~VY}|0O zfe*t9o6Lv(WGl9vb06P_;i-%44eYqL<O}^GkUp1gM%4(eV!GQ!P~hu=<-^8``Ro!0 z2nmKcL=O#hAr%{g51+6NcXwV(w$shrWDx>51lHf%b>o_d3DFSh*Rgeqhgnyu)!b$o z+3C4jL>AB#N`qb`H#*)XBx%Ehatg>)Ru-lgl5++KX=+&?$0fjG1E_b)pEzOD64O~6 z>)EmTCOhtTvL`%Ph6upFd1H95yOavTM&)VR%xT=yFl)KWHwp{Ccjq|=y9*#&)<-g7 zl<={%A@b>U4~IqXR+V)Ea$q(i9fjPv+v1eLimveo)@Fk|4~_`N?TdT{#EWs2o;obA zl|Y~^V~oVd%XTCXn=hMZYWmcxK~M(U;Z|*g1tr@sub{VZ>58kXrhSoy{%|x@1loW( z4#c`+<1!d=;tt7Qt$vnT;D<t#<}T(p(`!UgjdBgC(QOsYxJ_)2FL>b>SsBzW?*~r{ zfU$gnu_PuASl;n;RxYcYMusM4r;_kQ;_f1>UVa@(wdSlpdC(WwYJ}LV8j^Utta)#P zQ0MS|1JZ;R?pHt4Rw68QtbZG?ywxz}^0jqs#8VvS?+m+c7z*3ySZ@?B=)Rq9l%}%T z8cz1zna;=nqK#>UZ*Y4s4bX`vlU-bGjiWN&f@!Rdw=lSuNMzDs1>NEqN74D!>fl-H z#tmJ4@;E({sO9exT;wxs?sg2JZ89DlY$dqmVPj_ph(QLiJXs_7kQ2R_b0$J83r@XF zN}&<^gpfw(FDY7>mnm!Ftgou;Y?ZlD-!Aon@LlL5*6QK<7q$!EQQ<^mEJ|ACj=P1s zP2mcQiQR@s9PU*3A^K4ng<n5ixL6rL$EIVs@NqL9w~vb4HJey3HY9tY<>4%dgo2#E zg824tEr7xRTaF>-NHqgDN}6Ii2fe{tv+~LCz6RTfj(J?$B(oHMmbeeKm>cA)-l~IH zaO=MgsNTs@`3(+q>n!Hmg0}=}GPCz|;B7dBkOwB?k<Uzy&xn9wa*o%|@{p-*&}enO z`J9DrN-2_3QL&XO&J)wYD1i=k(tTUvr2R=lll!w;M<qDX-B)>NtLB!<kP6WG0W=2r znry9d@{Uh|k&sjpZfei|ErgCYRYFPJ<8h7(tdUknRwxMS3UdL*W(qeL^i3b6)*4<P z1&r}Yy=Z6KgDPtd66PX5V<!t^$)iqzfXjex5);2lJZv!o>v=|rug^L8zMl$agEz*Y zFf3eRHnR9b5fw}_^iHnO`0|aYhMCzNVqqQ0_6;Q$jF1}3vZBnGUsa&jSf{P5RS37n zzK^M{*W(PMssq(#I_FHH-Kqk1;nJs;;DV={FN&ni$|j(VwB5k7Ofh9fR}hK>qOgtP zb*5oeje14(Km%b$4v2t-f`^HJN1JjqgfGdnzMlStui9|CB14Zl{Js9gQcy*+K{S1B z&CfAcvvf0eF&b>n$`hbK+Azcb&BDRj!d{(`Y+Qn7c3ij^HE=KcewMw_4b3uB!O=s} zfS`i1Y>H|j9n@g8_~xu3V}KO2Vq|ouiiS3FRZ~ibe=fRwghV#2$K7HE_Uo5XedJQl z*+O+pF8K_XeI8=+@=?9psV;m2l*e=y4k%)XKhxg%;8DFsg>^8QF4C|mNnMq2zA~jD zQ=yd+Mp~OlT0(YmhS16h_UMtA$AF51f}nslZ2yiwn4GQ>^PRJ@dlYw;-O<>E!gtY| zo<S8SCxJF$Z8*i$#Oxso(P_X}f7fNfCghk^0;PKqke%+1#ne{`$$_$qP?vuA{Y4$q zGw9!KxsQ#Zix1@*d=M7Hs?;!&vK=-lmY}LA^ewh4zU=v01rVJuE?saGT0cnAp&VB% zo!-qQ5^jwC!cLrO@&tSfcP{mECj(!SLx9WSL}%EH4ta{LsQTXa%{$DyZX<NJdsfwv zf}&rj&9*0Tm&ouf_Hw68Y(nd3KPwO-W;oysc657nmoz9JK06A0kb3|eTpvP#Tu21L zN*K&nny+@p$NVpE-I`?uP1~10#)<i*xq!Q4LZT23Y`7f2&@+!Sf>T3@?Ur|X3MnU^ z6q<e2x^;U;Ne*zJ*vqc=<2gNRhXo`Odk~##@BB&W$>}PT<uJ8LV?xQkSbW<L4KI5` zb_lI`8pgXQ$L!h@H{9ZMcj>xmw~pB{_eav&gIQAmK-pqFqKfD%Y>`pMJb~TuVsU&_ zr9ejW3&~NWK{7M(%=g4XxR@B>Wv?oH4LI~q@M$_?i|Q~h+Mlg+fnqlZp8<3sTN@oM zeb@DgZB+q<_hffmbwHv4;;XEOk7jU~T3iumd+CC&&3fXU0zwy;N*pi@odkVDX9RCU zI_Lo>k0(o^Ffe}A%t7}coZ^dS@}8=SW2$%gVhF>H3Bs~VB$T%9BqId`j*sQsV72Ux zfTFyEDP5ph(6L@a0D9SFeNiKKs>HaCTTHv8Sud^ozfU*Sw|8RiAJcwNP!CVL+eo|U zDS1g~a$=u&+<WPH6>e_4N4!}A?drnld)SF+Vri?%s~FPu5owYvX=vT9F5U~ENbmHN zVN%B;k%!+2WJx&Xhc*D3<@MP4H^f_wRqVMNak)m^hrmcdWu=J@WM{(q7p)i8*)b{$ zS}|Z#@-sdwSAojpNbaGGzAz}IdOeu&Ii4hbHv2FY`nE4t379z5bPwZ;S!G6PmC@!! zhT4bPrA41t;&j~mlo!yX&rj&Ha8Xv6!V$K(^IO_xL5Lo2>J!UkYew;#(E^EeS@@@+ z>?2)M3xXsq+Uc&)@*rUh%EG3~Az1^TFWf>YpW%Z#MRW~-^l#gCl3qE`U-^Yyo?Wx9 z%P3-+gw#nO{X)=Rz8BB<oIQ#U&2-?0M=V&}di7@PV28vkFeBI;Df*YuO+?|p`r!4K zgibChcS7;W$d=;j>ghyIb(Awy<=D_nu}#}9Ip=cah5>RG$Nc!^B;EXJ)_zWu3qSb$ z$(9~}0_1WisLw)Ob%{93eCnQ2pQuj2*aqXmqg|Nl@0y0(iAnKhfc`#1oZyrt<mR*; z+F&|$r<1WjPfSlv)*&sAE`v^?AO!jxU%6NC_;s^k^arB4jm~wo$K`GwCwJ4wx$@%q zPPDxMS)l}M^Pzu5a<a02_bZeBij;c)pcpdiy>BChI?SS<33PFpjULyS0S@^}gWyea zosWZ_G+N<)@~OJlMu!9ZGdB*wJ!96QZVwzIM66z-inxHip@O8aoE|4Ru>Cf**Y3ND z&w965pK4j|F-4#%K)Xu{45sVGYXF4-8_H_%d6kzM9B*W#BJd9`t18<c2IEAs7PFOM zTd@tppn>DL2NM-DqqH=q%R;FH+vkNqrBh1<DFZm4TAJ<rV2aHFO`8O0;+<3%`BE`d zpKP<qOEm8cTgDF?ZcwG28DJv%_iqk${7mdSYcDD*s}HZ4o^FSO<*N%<Cz$rycGO7^ z$MnJ29cF)Nr*=j~x$S-=Bg2Ha5yFwxTjhnaraI+vVbvUE#kqK&SKxCkPBmuqb0#nx zmqJuU=sxb`T*YaPh+GZ6KEmLmpQOY9cldcAeWECWzQ^fAGjGdoqueRzN7ABCQC>dV z#vnKuMw-dF1(2Y=+}VKQn2g)r39ZG*l10N<KBSOgza|&9``ihgq@lRLRF+<>jjMe` z7gJ#ZyBWQ!kO+N34-a(oIPXYFC`U#q;&zGTz5sW;9RG*gaHX5(E5S;-%?(wl6*HCl zBpBGUs6DkD$3NlSa$Pe8TwGNhg60|pgaR6Q(~<`I45&%FA+8B$Ica^5+C_&>F2%$I zS_&(`AMR*lLdTJv299h+&I3ud0$90lpCvO8e}X!xeRsE;H^vTxDpAB*vd_4^k8lHT z(e@op(g}rermYZGe!Q~jIcQlVXdvjKE6S!Q=thNSZ$H5LCqEynu*cqdb_U&eYOmLi z+K2uUF(=j<uheb`Hz$sM>+}~hFziK>agJw3{vHQ<#V&1@+rb=cWzAw&n3GpmM>xFi z_$;7XbN*>IG{V<@uOL8s%W#$nr8vAeC&&pTiv*QeHRcZS){zOOpx0QG8wZu%t;z3F z8MrvacRg*@B)cYD%f%7(%qzifeXnL_P3J^Xa({HY37jh}UAL-0zdRwvJp45Q>X_%T z$$qC=N+MNtWy|Z~sq`|`ok(R9&x>U0PH8;1wed7$$2p$hbg(~o)gZQts{nVGDciE~ zX_>5|!eSB~BJn1%CT+BJmPPb9Blh_jBxKZofX?lL!DZJwm>tc#o|WqZpBy2Zs_W|t z%aYu}mYupw;*<Fk3fd>cPP2=C-SO%iDrd`#gNuHV(1&b*mamwIuq?h}lALOR-i7}B zH3Iwf@JEF=h%beJZf{CDKaSz-x8Nmy)Vz6r#wn?cN_nV9c9GUCg@5(5irQG|+2V`# z5Yt@%JS(g0G-y$Nu=0#Jh1Yq%n6<4p%x{YXwQ@-5ay>rV+F4ie9*w1-Fru#OpA?W+ zUVN$yjWfW|_d?Dn7?<SLdO#Fk^1LdBbNnxbtC27dlRtEZWG8SZ1uVN>nMIztIjap` z^wWLRIOrFvwdL*F$ZUez7*5uA(=Z5FII{u>F1@)j7%;<gVQpS#@YibG!CaUZ7pHbU zZciLh!UP$NA~-ra8te4(T+Qr$1F~+KU{TWtphq)gZ&E`m-7!PR1g(Vv98}|}DRTBS zkLFx794j8jsL*ujN4e30Opu6FV2(Qwp_^>P6pZ+Q&FwaH&L#ErOZOrda%;XAe_4*= z;>paUzUAup4x6ne?TZwR27Hb-;=C!Uwwfs^s@Gx{R(jAmd9_t6YG!D7qe6gU%?c|P z^xa==FDgS%EvVzo!&y*K2tQDfm7fi>U?Kf~CgC7s#n0iIynjp_`0YV|FBXZlJW3T` zpiycR%ZmIhcC}`YP8~~ipL%1tFaLce{YvN=Hn_0hcAaAb0%u&tP0^0urWfM|V|bWs zxegVtb`r8Eig}FldJk=sgEy=*2Pu0>i)HWYf3-_DHa`f?8t`l&G=QO|;O9|NfFOVo zQGF+hhaDVEOu5`zT~(C_VIsga8Mw4wS(1Eob~c2_Q%`>mnrNF-s;S-9{OlzDy{RCU zeY`g0$`JS9RUcnyRFugS$QIdq;USGj9W66%n2?ZwNJLC<^!vSIyx~~3HuA<0;)f|g zPW9lA@e`CV4`5%cUI0ey4U|o5O}*32BBi{xji*h0(Z~AQ46d%aUGyZ!%uXp5Jd<*D zl<c9~y&YCQCuOuuoN$t`s_ID+vI)`ay&IN+Y<cKZGW2Y>oU`0pZhd5X5kWIe#-oh* zt%+)+u39PWpF!T_1Nh5&T*brv_Q~M<<SJpGD5O&vA6&ndjXpu`X;qJpk`NKXkEUt| zM^6&3o|pi4b?&0&rnWF|9X6c?{kruh^wKyc-lq<ym%Te(p)blWPIe0#*+<)Jn)8so zjxSEiS^12v=93B=rgP3k_qT$>>vOp}@XYEBn**)VibW%B2SZ;;P)m#Up}!l^oF_+E zc~7tqM&G^$<yz&1>M==H`GOsEP7%d7y6Ng4`-PThr<Yo4cAQCLlOtobo@w@zuUmqd zr(wUZ$MgW-qT8NjC`O&U7|Fd)uE8fDlpcGE{ySop_w)9Xml!;j;vAnvm-BZtMEXou zxXgpSiB#%)>nNHFu$_WeZ0CwY=LwRIlke@fi!9zI7kzvBZQ>|7acM<~$Jk}~WDq%t z@yDkJgq(uS1p#WmE|Xd((>wUkz+NI68yp<B)$AWS;2oAo_g!-fR)CRQ&u;v?GBGFJ z9`8qFQ3Cfn$}m>tpU$w9Z!(4PzWJZZ!5=yA&9EZQ9WBg*)+`$y|GeYcBiJml>DiFY zv(r&KYq3RKJ{c4(SvYPO`jLspCur_HzD1_-{<b|$0h-J60G(lN$d_gR5m+qYQBg#w zTOMkEul`{Ik{p8|`)%n!a6Y7W<oh*x9fg4w)LVbh9f(XYaQ%KY?Y!jz0Mx;OKvZ>p zo`d_R**w0TBOyWHv%p@7)go8v#Cr~t{U@H?q!b%XBs#N$Gj<Rx%#ot9mt7u-=MoEJ zRn3rhLdQeu5TOd$i6_ZhICJ9%bQq7$T1D}#m+1-<sIxA~7RKDM(RT2;bTJtg<B|sv z?0gB9<fFw#4rc?Jjg+CyW6BT^7*C5tz91(}0gB6SSXV43jZI|-CvdEQznuc$d$C2K z)%u)cI<Hyu(b6@syeJC>?+U__0c<!UAC}Z~2fk4WC|yx8_Oh#MKV7=hp-i>IYIj!J z1KolirlI%bKFmaNTGNX>%gAQR4+$n5Ee8ha5GC;;M_rp&7{yEJlPsqwtQSnT-|l8} z0J5uqS+uu$SbY&4Gv#2AgdY;zsHndn?4V*3f<nRpRa6^cqMn*m_#iGSJt~u7HX(4u z_hS<1v3sM%4nq3Bh*e%Xa6+GQYk5O{Kt-SS6$C9#E6I5$>wf2RHbGEpH*MNhi|}0b zUwHiibyZ04Yba$|C0l1=5WJeX;3y~Tk<?+pT0}bk-fq(r&w2Txos2S4Qiq`O;?oQz zcgYJ<t6-c;ni{7{kXLm<IPyNY%Nq^XUkUo)(#r{k07-|Q+;i<^?eo>{DOq^1p=}cS zbiVbN$J`_j#HAHX)9W`qk%A3v*aPQ#$Eu@+-^=L%H^@qmiAsD`ZbT8+v%w=jy3Igv zKF<rv)m<m(VPx+Ht3mC9IYm}gv1A+vE%96C``Ye1yCBdBw%e68NF$^nY4G#3Mb^lk zQcV#DMI3JAWbdEBE0aTKlL@(71<#ab<M!ElWWt>>b0MV@_~klU!XLHMGBBW4RTs2( z%PPIl-R5<2%;nC>xbkDPWFEts`3x!mFZJ|8o@|Vu^{1M`9|a^Ggc#FyAD;zlI3s!% zb|so!JEMB8w}FzWacXkCVxGx~871R0vii-GsQtYDhveJOixc7B*dwg}2*mvl&h39> zbpChpZu|S^=V#~d&+p~t2@pV0399$s%-eqij{aNomVuT2KiDJ5Dn8O$D=2<&9~vOq zW)_w%cT(G4GOU<Ix5=ho;$${Dk_&ObqJkU9%@Ww3{$bI%R(w%GeR$j(X>K+LaM0*L z!w~_y{7QNG#c`yP$s}7P30JWa)g>k6?<2g*Dwa#zBe?6PtqNpUxfUmqCpliu(>$EL zUei3}gsDX2zioLuFWEP0SX5O~aE_ZmODJlqP~5_~0utaMgozd6DdF*wBRUTUyD`_+ z{3xJ`5R0uPD0a9>Xm0+jf7b{6rQ#x6k3CGPs+VmhCn6(_=N_UMjpq`=A>)%P23rf@ z3b^9?i4iNupnk#MXyACI@KzN@V-I9+sOf67|KMA3nwe^9a#-q_936N)d|I5V9Vth* zNX)ouK0+6>oR?)do~v`HOt>C5K{to7D4LzAR_CW1W|o7#6E7L$PoY)}O}eI07au7L zQ5ofPYBc7IUzx7+ThTPdoYSA1GYvJ*FXp4kG0V?1ipFq`GtY@a$s{K$B!!fetHv<l zl$GsrYL06-Nr^a34=WnHZjUO)zfgJg)U@PZp6&%LHIr3LaA1kCG@43^IcW~-Q~cQZ z`?0Sy9J^Knj?KXu(<z2r3hDC4;KP8EP4p!f3Kr4BWnn`QU7ULN#X|jJ4D;^&e3-hT zRMVuED%7i*7-Zh8j(PZVfE)}<=TI=>n$)KUwh%!sE^0RFlGX=`h>yN3?HaP>33q@L zZj#AcK0=bNOnj9rnWJ9*y>Qe@wvsYBoX=Kmw`(VB+E94-+J8%v7Z1C(==r@G0Q#x& z&DN;aSZDtU>A}_L_(b!0H94V)@BZFhB>7JE3fi#44a^YU0KfH2!Th6|-6GfU-tyeC zGSXRc-00Len7b!-{_u<}W&OcoG>g?{d@||%teBz<6G+{a+?^UCXF3PR>PxV}4j$k+ z3h_xRu<HpCQD#>ik2^w=+z%i)Cr*wV9_O|T{hV&dW69<bY`ZNU=(}C(Ff3q9j*N|m zZ_AH_3J!9>&vXgw1H0Sm8F6CW5(D%KIAlYv?^JKD4;!Y10zcNoXLj!PN>j9p<mu!F z9S|U_ug@)>6}GghJPK9yY8qKE0W-}}fbW8I+YNB*vsF~ImNkIBJ%QJMMXT=w8%Ru{ ziCoUF&n)Q+t3eG9eY9Umyq+9d!t6~NEjWa8sudSetyekl3BN-IZkt2y<*KKLrhD*y zurK(TeahTkmi9%@TrcVC4e`la@wWtyyFqGQhfqbWn)i<F^_EO82GLAk`m5}b*_@~f z@^$fEEuX!|d3!LfVv17DQ^*J8>w*R&t5Xk!m+tlrA{L|ay1`=YBZL97oxgu;|J^4F zw3}f21{IjEK5Qf_P^!*C+aXRJ#&grx4-UVmI@4GB^ufi|O1ERPt0OLBItt#%j@TD% zzD)n@CAqEs>g#T!AzJP_%*Frvnzw&2Q}V*0l0IW}u+$K3bn&S*@3Z9C*5`cbTunCD zmhAeLPVR4GALfRx(I^WXlNYGn+2Q(CQT3Pt6!SGZcr5U*Gy1!*yNG6LUXUo-&Yfj5 zGCvBPk@xPvnOcXT4y6I3xd`%l;Fqw4_%VCWk5No;SUFz%r~UgWuGhbKahrSe53eyy zi^CrWPFGFJYYRf0sNR(d4xWXE_f!vcOj6}}DUG(5&a9yhI1@u;+KS$4tx7BIg?{vi z%xR^8<Dc|kv{fEz3JO-aJJ9V~q?Q-XfGMPBk+HML{B)^@Z)#i&K%@cNStmr{{rJ;G z{)8@Qsk$2T<4YFof;#l;fa0Pi5l;ad*PL?Rh?P#h=n%&l45FQor&aIEpjf-zo59$N zX43LicjA>oO*PIp1Z}y(m7D%bHxt7bzaE&**w^$klx)-+W*EIr`X=m5vXed8OHIS~ z;ZApQAkPHjM66l<1N0`DXfve9n<Y3btaVHq+kI6rqsb_~=YmJ@7o7t9IOxQel3E(t zJv6d5(#Xd8*7QTldd$wJbk0pXzzAALR@O9(C20*J*v7T>lFt6WMi0$o48n+#RSm^w z<x3u^NX5O-sTg4m^;k6g;mMmr!>hcQCO11UO`ox*0P+}?x(R_iYH8#)oov`Iptojr zR(J(Uv|&d_<}~nNvO$TXAj8YOXv(KvK-e~j>3^F~|46R>57Y1e%`NSU>+7fe=>stS z1pr3}82>Lvv;89y_1}&@MkXeXfA-yVt9mIbiQ&qEOO#}YlE|zqtWP{?cxm!iZTxNm z!=r%&X%1=Om4}8GmlVf`2*u9;AUHfuB?GPV*LMd81vw;GU;ka5WTe&EQd)iCS+wO^ z*<#yTZFn;Och`aRv2%Ua%jI;l>2*E%<@?~%Yj+Hti-s|F@bLDqfGpa~s*_r}XtjVM zsxnD69;g^Ch<7bzfL0e95Nt?+i#26-2JV{gpN%(WA^|LvFzSb=Lr<bXe=;2iW(R?H zaQB*e9K2EP0d<@#ff~P}F+nWVulG%%F^(j5``YEv73P8bw{08ImyqwO_n>-W;fP%6 zK1s81-P~8EoUP17larTqZw3O(dC0W8gWse`ttMO#14(FI#kogTZYP)H>tpeZ9<`f< zDSet@;lk)lS;RJf+L&CKPsA>|m?`Srv6!@VQ(K&>$zzXBYYFn|%h!`5BC$}Jg88k9 zHg{UtwonR&m|G`r<u8OhC%l+R#S+M7{tU|EevyhrGDIL<EY(s%eZ5R^9!qa(v?$R< zlPJ4nTE!AZl9M!)l{~p=+?-k$3C)a}CVc4(YX5!=UMTDMg(0-<){bFJi`8tnsMy-w z!D%?MewgvVN7qBLP_UX|@LRz2JB&3p3Cz9G-6_0Zfg9t7ASdgkbaW>;7Cg0ZY%Ruv z6c8adslBUxk6HM>!F`}>=Jo88KbW{c4j++ObQy9&<gB23-$s1ghu}z=FBfgMww;p0 z9UbmK*P8{y3{W?u2Ql%Pak|56>B`mX4-jwX3@kLg?C_XKmF}PkU}|s<N}}uUiGGC2 zEm_4rFkVLla}-{F|1gIf?x>_Da5D#l#HdK+x}a?BU3;$0$*mK*uz1xiG0o&j6B^$f z19UKU|KNuJtWDZhC^2c-5VK@q``SM|-#a%D_Qz>mBeVHSn9!OwVfm${g@s`Wv{W#% zGjR7{WOscMfSq7|v|(1yRuy!vf8XM({y|mOOF+^}v-ZP9G^l3tWj|ZYn2|99%nqXx z6ZJdozU+kb6RN~IszYVf)T?kmPcGPs1JmM~YOO}HN8<I5-JS1ysCIu&4Upv@*-L15 z@$dm97QjrP4T9%_-#^%=1HNp83xgcGiwO-dch%kmv?WUZo?nm$7bmhMB0uSvl}>E? zV-Qga$x^^O!$vQB&Nh1jKJbYmC-a5<+tUovY-iSOyku4F&a?e55xK!cO?9<GDGwRG z72<jeVO+iImlD#+9$B!+-3mJenKoK0;{ncX(<2M4TY9ImGRs)nz}olSTYy6wVCgdd zFJfCiS|%Ka^i3?m%4BCOcq&wcqmEjAK;8L}AwIp!D9pb2na@BZJJPNAdR136*@S_o zrpm}ze2kG!U*}Jyf`zBj9Y05n`II8IKog$)7X2A64S9i(X<g1mxPe<;iou`|k9Oit z^V0QvH&rf}D42?DRx)KmE1V|zLc+DEr}sa@WNjd0>zAiIbuA)K0=YcM!HH$PZ8BEm zo4MWls*uM@>YfL~baMs)cSORw^)tZM1hR2qxMpsMf4{Rb%Ka2esC`n?#k{_1fXZNy zC>NY&H6qOCtRMu%5&hKwL9d~Uw9xNUyFt3(!z`e>ARm5o(`j1E+%5)T^_@WuHl^Og zFH!WHc%!xPjV%9l@V5<VE`>1kkGsupw{lqYa)^p}>k>jVS1V4+z^Rd6K}c(Mwa2*o zxJQTD5G$c`P^|^^yJ0tXpXO_JceEUr!B<BhB3iC%(Q%+6NGvkPt-F}mp_ScyK44S! zpn_+o_Po|XIO4zYh@{B`U){s`s!tK6y-Lx>dBm>rz?ctE(<%FmVfZij+0qL0QPDdw z93IR%f|EU@pPc;1tL04zzUHhO%W$-7I!v9Btb%QG$pH4|^#dsNEz>fTZ9Tq8X(Q4s z(#`qq1fnbFkL>#d8Wy*D22SbPF7)s}F`v&1`#@2(5RBZm^-{Jo_}$}XHiBt)fdqTE z%nJL%VJEhU8yR5bp`~{*4f1A=a6p35e%C#wu@YcH|5-#8ie5m~{lV1&!2EOM)=Fqm zz!FaO?LZ#>AXZ@iGc+kTY-i#&=4;|}iT%cKaJQ8N>#AZWu1xjdn2d5t+bJrpj-3}( z*V7SP?y8xsFB<Hyuwko3azyVSWyXuPyln<N%<2UIE1>je=M*Yy`0RTcDdyq>KZL%* zMVWAo*~oxeKcrfy{bUy%+XfcaIfhjmpK&QnMg?M8bHvwJ({3{b#>74k@I8NM<Jv~F zL9d%;H^lRmz4|0Qbaroh`#Gj{WIBrz%GW+%V{H_k#42tBLYA#@K_M9owW&7$l6+|i z2|Fsq@s}(D_M0p5Xbme!paRcUi&jM}Ch4sd-q>|?J=p5e{lEthiZaP%WqF1E<x++w z6C=s>F)M@>)pJ*xptm7T2q61{<K1BE)W9~VxljY%h%6ecwI5}!mZr)YIR8@6#FZ8A z``2te60sf)|1+MCNklcZTmBo$=-&VWst<rUylj)R8=m`C1JO$}VzXi=)boI?+?zg= z!qt>0aVL{1UKt;7HM#O-HFHnB-N^IYXXGMIn^Pec)SL~g<f%`h^}LHX=L69Pif>l# zpY3F`tS#<@^<2$5jre*XmW<$oY&6epsP5ACJe(CIuUej`>nXR+(J8;)pzLdSX{uFa z51my}7J03S)tBli+D&C$5k)PS4Fk2Eob44bJzQ}ziw1TY*rs*mID_9JQLD#|D+<21 z9y&e8bYfn777%T49lz{Rr^{qfawf25dcmV-Pc3ir##+8#Hf#xGvEF{biCnaTE<urU zyQ9!126zj6UlcqlJgi`mg9@S6@mF7$`*;_lJp|>Hz9j4tYrDUR?_}ApjD3>WE0@S4 zHxwI`Pn&ME>qDhy?XjnY<aFG0*f9HMAbi9|-SL{#&nF@jT&5{e_ERRc5jd%h<p9de z>ze)`m~&q~y90$yXAjnQ50zSN>?)yiZ_P#j>I8ExoCUkOn(C(c3gZRlpTDKBr~N21 z#^4yeTMmJ9u_`Fh!ZY+sN=4+PQHO%rBBUK5DKQl>Jtu}+lrRl2ex9w;|8w%h`u>SH zHhW3%lc}4#bMf?X(UkxuK==jsakHQEZ~E&Wx$*x&+Wm*lvJ$T{K_BD?jKTsPv?a|* zTmM5J3`hhJ`thsa-~QnrtCRm);jyv(hp2Q>gK|bv!OUUKw(wUkW`ShlWU50(DKeSU z;a>s6$ESva67fh9#IwlkAw8TUw!tm-U`a3Xm?M^1V10~-fA{|t0{IJ4g^E{PV|IwA zbNu{Wd*uN4=`RB8QdV>J8n=5aeRA{TWc%l*=jP`|8#gHf^3J`hlht}td`Z4nr^`IM zpiWXT>(VQxJ+?g;bsrj*0XUXGDUHM1)V4xsbil6a1no;Kt)G|nkSw^I4aRyu%+1gF z&x;WJjH}tbr!A>C()7`FaC5)MSWIF+wRqgGyF3edPG`7a0X=>`d#j=?U3(D-6=GdA z!Wso}<P4IvNHo5V-wBq+2@Q@Q?Z$Wef7PvSY9dwR*i*<*a+0Jj1p$<m<ml7d;jpzM zQt`eg$zhN(j0Q0+T@@usxgw)nSGMx_5F>{MX<?G$o6wrEZo9B-1-S;v*w^@=%D!NG zTd?wSQn*P`fwpwbRtrn4w$Kv!C`^K(L$tOut)_5-V|^O68hKId(II(~$y!nsb!k## z{E4y*=9p8$k5-fELrIqi)^fFGx5dS|b%>@wiXvl!a20uy@>t^!-0ntfCb@=-0m@+W z4*x?wSYC)cY!k32vL+-C2oFqka83xTU}nBHIovwzRp_%IVi{(_9S3&1E1k0);+%5$ z{+$O71qB7~H?%M94_<lbB6=3kf;j8Fh^Fg$NE23|N+4P(O_r-g2S}ATTWo-p5diK% zzy~dmNZ?GGfcB%u_J*9eq{}^|H~L?s!=`L3ShPYD?u_Uoi!%sHVbCCXL(~@ltLi)@ zPX<eh7YH~2^fBNsy#wU>QAAdgDc7q?A%Ji6q8Pjj6uz)hIxHZwL_OTu*qtwe#9krf z#QBb4>XEn&B$tr8V^q7vGq=`GE^VA&a;0pz{9(x1>j2w$oSx+Nrs&)p6I&SUFvsj5 zV6YtT>|xGSt6a@+V-bSSWAA*t^?uDhEgF`!MV@E;6TLPesELc3V$4@;5;icX(IPe~ zP?MBO&44-p4c1>a3>|*I<t87C<OcMm7Y%J{75GlEpWQoj2)IEN4cx-mj>Ue4c%`LW z#%>Fpt!}BjBG#xIEgiO&$J))bm`&4hY0#6{Hg2^we9G%J#|0au=R>z-NY`pWo(((m zw&nFk0#@GNu;P(M!tKMT7N1+FP9MYm(uZVk?9Kcx(vJ&a1?Ug?#HASrfL_S>hf2Lm zUNXq5uFLG`(=)5uL{$XpDbg%4zIb+hp01*w>r~M2rBl8{IVi6d#rETKi0E!Gb%%bh zLZcc*Y>GSRq3C+=bK{JF&TweTA=q5sne%amd__%oA5*81Ij(h*C@1ExhgVjwS5r!x z+}yurZH56@NcSnzaEF=~w>H^BA~Z(s5+$S1vJ4A4t%6Y3-)diT71HHcTM$5B*A%GL zHR_NB@)i{KJ_W*=qz1GTvf5Bkt#*w#bNt$c`xCVi+k%R`D-kx!5ZA{MOy*B<N990Q z3b=S+?+pJn`iceCFEsc8v@M13*nCAqwU(|un{KUYYo_3g*W+azjQgG&mm1`Mn%*9| zv$r(*)W?^NF$CIi{)}+88*<kh^Uz~_{yO;~9co^eRWq_yi_o1$ONW>D1>6<^47U&@ zOz}}?E-%QodnqHVHv|JaZv*^_2?6U6bXMgVg@F#lG~!N_>+k2=Z$`^RCOks&HF0vb za&0*%gK{k{RI{rg+-WB$BCxMw4CRGmy72eiWG8*l&>k})ZEPb)@bD3h3rq8dC8Vr^ zoeoxyZyAUk*BawKRy(k7){`5td-%1SBR_XQo6$B>O<vy00W98twnAreohFT^@|^C< z(gqI3AHM>2An&9)GR7^wdg|u$CDc!k>L$eq4C|h}TvyP2;bSu}Pg$Tjkw?q#-C-LM zMjaeApzm9%u2_8QVHwPpbMs6TmFBYn2067@FfcgSZeUhGV5~>-qc@Pt>`+L;1)G}I z)5X*2@B0Nk*dQ;?JLg%RX`sgRA#d6%T`9rod`}bxaZ>ps{NCTdpb2HN!uD4O(0Ovg zNa=p2k9;6`OzL+h=f9~c8LF2z&TM%0BjJ7g&U|rfxvn3B=N`ObttZy|Wh?1Bl<#oe zq(-BAH+(2JBbvdUS6DQ$u4D!oTfkdRGo>jX-;|E%{Foq1UiQ)tagPxcYB`INC`}+; zDj88DT1FDZ8AWB&ma-_1TD9XepgE~@tyHVGBh%ej|I+BfDw6@g8=WW(FSqzor{v)8 zk0Dnz<*=qs&#C4gcCbOrH)vAaCkr9Ik$s&pp?Z|mv`PjiWpYyVr4~0NUOQw1qEhGB zhDO+~D3+5__Dh?JeK}NnYFh+_7S+yLSPRC?;aI>7b-5QeSy6|7#c&q(**0TDELra; zH*8+ff!xNtbl5%WAYw;C=Ws>3fMQZXLav>y3-(vln_JC&wizEbN}v%n>z}cw@xl7m z?)!|ky-gz2F^y#a&Ir-^zui)a>&M|r&x^~C*4r7#g}b`Xy4t9du$5z0zrwn*e*US2 zq3)jY`b&N}tbf?!9+dZ$0uPH56|ramR0(~$+S-2hhvEY>9nkwRyxAdT87K*IDL7<? zlWueEOfe<(Pp@>6g-7vewSBa31?9@l9za|xtmNBmspSHIJU*~$zlv;4lku_a+@JJ_ zd#Bj#_R2S!(B;lfjt<C*@c4wdB@#=5!bb5)`dMarBT0(tpP_)v@~n~<y;?vxm)v@Q zN#te+V!+!zg6Ki)<HTW<N{luNbh;@)rTx%A)+a#x?MOj$q}Tz#0i^416T^Gw0nNV? z0OC)apmk1{B85457$6xp2BxQt;9|AEKaOZ=ry-5Rv+QRaH&JJ2*=K<QXWmzZKpzRG zZmN9v$okP`o|)g-v8rxZw`bS_(1Ky1g(SJKxEE9dkV^9B*Kd&;|H3sM19d~{1r~=; zuM%`u7BZLxp=M~cs&r4=Fi$vd>W)w8AIT|HPB$!Hbv*={Kd9rYZ_5%qpm3hyg<zjV z443?+$&5~fi-=Zh<km~1rJowH3N=l7(b-5*kIyjKLxCgK<FftMf1|f$U4`HJUVgim z!Y$gkK$&f$lEZJ(2i3vxS}#^n?!H$!{XA(c%SaEivTEV(NUwV{q<h&_X<q;#I@L{$ z7+13`mX^}<qFB1)wEm@C8`@$yCSbc)WY1j?iZ%X^t5=`EvBV|U37jDqY8p+MOKCOb zH1zG8TzOcoA#GYsVn+)~q~pc|FAY@sA?;C9o|uW~g?DW?uM+gpyTRvB1!$5+Lu(>c zWvmg3lPK0sd$nPmMhKG^j9AdiU&ow++@-!7w$5vB4RZkj`k(YQ_b=q3bq73iIjV$? z%=UeWn<MGaD#NLTkL2inK~(WPJCT7vX6$Zrtnc0tqDr-l98<DXzWhQfnzNsds`}+4 zD=U=0CF^lY^0$Mwg>u06{Ni2T!v=099h>pc%|*3fs-GaGXu_spWeF*zP`uP|TjF`K zcrT;fHzKwx>-erAUh?s5?J+AaQJfQnFl_pLo>9GEDjHZXYx}T{M2j_OMx)S|K*w~M zFL;h_<J~vzbiK_UNtDo@mv@KeXbFAx2mAE<-!{hpJgGe->&%#6(_L(Dh4a<|b{CW$ z$oH5v*^R6{4Tr@?<E?4Kc1}<s={U7*$zE13!M#G<=)rEjbszN*PtOJZO)&q%4g4P@ z`G2^6f4xS1c+^E>?b-9W`P~8l0JMCdqJKO4ADi6&R*W++u>5DUhq9G4vKo5#04*1{ zXfRIdFiv*+{zku`h0Pp#eV#hr>@Tg~MV4x=DL(Z=ZeS~7&h=Cd4yeF*EP*t3s3{VC zZ0q|$>WG!)5<-znO%^Z~(ZljoSJ|$wb8E~`Vl%Nf+g|ruAK6~M*wAH500VVJQ*R>L z#be3Is)MS^Tr$_->10#!$B@7@bNq(%5TX(f%8I`=V@Q;Nf<51TJj`VuU;KVhc+dbY z3)AC086f}(Mb^qW3<ZMO1*w4<6aau6^hw<zCIRLAqsr@6(VVuKow!zEOqYi?UboUi zqoP(E+bgzgwL+4^(lIb<OGM8h(~SJFWR75`FC13$#!N!7VCZ)MpxA5s*LM-8LEP$8 z6BmAQKruHI*R2n9@YMBBsi=9RVCKzPKJe3>xbmC0G|Da?8cfx#o0x9JwKmv)bq<N9 zjkLSBt*K6Ta8pZ51<ejL%#J^(P%SLHokIeh)QGo|^W-?6^vdKsj&?V7wL(Q%WU?LB zP?77J?YiB~_P6J!AIY$mj@<eg{cxe#UrQz;k&gn4`~l|$aNU)skfrzoh<hguleLT8 zf_V|^No9!~0g>>)kDlySSOve#77(+oBJmbJivy9hs;A^u*Ak<vTF+gVx!%%z<w&CB zq0zQgDyGJKB_lW@yoPtr&Ec^2i$h_Vpbp&vf#cH*tP%Ij#W4}I?|{z*R+0QUoI4hd z5kgTMzS#G!1x={ugR-1mqiMf9ATcP)8Rn)ON_FmtOOm@h3FoGr;L&?bI`<C^pdO`7 zvlZs_4>h!c5M0O~kE8T3$B1xU*uV7V%u^VvcuVXMvQhLiO2>2g`2q=#(DvIuUd4|z zS=@AV)e$WRJIu=&X%?tE$4IPmu3dZkB>7?I-T1(?jD$U7WY7%eAhM`Qy6xvTrSK62 zIRzThrVUXirqxZhHn^^{Jqv=jN<0mFC!C>Ry#?1>9y-Iw6zSu!{^q?!;pjpY5m^j~ zl8r^cTV^q{&(Rwbzuo4;N|_JSvJe#<URL`UMQuIu_b<a|C8C$10=S}1hn&uNarI{r zKRfAv$(>s;mORe_^3}SzURzyRTb&i7e7HVS2+gMNNX1E>F8h91KRq;@^qJYrj0xjk z39NPCu|?5Ym)?Yl-tf*Qmb1X=wsYXsP*1ivUtPhrw!FY{%Bp~!#Y4Sd^5%<QJzYEe z1iH{J^mI!XC)QH2BR5{u{oML~^&IqDc&a=3wb6$V*a2`@R2L7nl{|GM<DQ<wV>lYi z@a^oC?LQ}#@=l0hGJnj~CL%cW!<jptmzQ<(CjYp9AWQm6Ka1lPJaLwi?mpSwUH!gW zF@^G?;E)R<Pnw<g7O>`E`B<Ksi`RQ3_r2rch#=jGk5Iu#H!*|Dv4mpFH4y)3rU{J2 zz4+?5fI6Q$soYM>O{5taV?x)UA`?p#^I;Lp)}mv`2o|p(mPD=>9|Nu9PC)X#nr5YF z#c&{tX|_0JZ;mH21R>Oo!it3hAu_jyUdHQ`fX@#-&Iv6kgn5dNmKlul1GuBV3iy}n zjr|{P(*OVJ{J)!9002Som-Wr*|30qY2K4y1WB;)v`EPGcHje+;VCX2?h$|T&``)m! z@!6(ih-7YchomTMNJ}Z6ie(Ia0_zYUA5CrfoVIXXcP~)0phYxyHa9et4gNNrDp~&h z%TL|dkU5at&sYKZ5fB6+xvSNduY>4Z>}14g+JhZ0D=Y{w<d;5rimHZ+6qkfreoab) zCpIw>*+ek40Yxm*FF;@#QvUQhX<BME<lTD%?YoO4_W0r=zi)AMNPy#Pyb&V{@ZE`G z@n@8o7^JW}>^O2DbaBv!KEpT=UO<FIBZ;47YsLjH^1^gS2iF=Jz1-B+nk3g&2G`2y zpf?W>5UYK4V5!HtENkl$tu<3FVjWZUnlKelb(vPlDxBka+P1KUcvz?+npxo`Avh@p z>L$jfk*S(_p~R`_e$@<%&;&DbFp-8N3{P#--vL?Cfm*Fg>AR@wLw%B7L`Q}cWeWnM zipWh4S)Hr;yWFZgQ|d6N<)JL>-^lf$?zy&7GR+cd7SuGAHB<{uUL5B680IDH^Vj-M zKNs(8wIvv2X8;LHfuyt4smuw|fXEKb$a%m1vJeWzEBs%}=+UE_4apxxX@OBiu$0$6 z&%#yF)k3`7$rKDG_o^`)DIddoxvRfW<XP^r*Mx&KFuK?#<Sa?e-g3M&Eu<$_g^C2% z#TQmLUpnI-W1TLs=LtMSDdBAkWzv~kW(Je!@3@g8yOn!qWg^?sl6tGl2psk4nVIQ1 zFEQ-FBDfB2-V!q+&^rY(<3XikmZ&--qS$nLSYP6UFl%ckR%*6)W^##2l4@^Oj>8!b zVi4V)@5*)7&2O#E#d-R5tsS{u;@ibl!x-hSPhxW;UIT7s!GO0#>r27&dgvStke7@# zlf*c?hM#K&uZ4!Z!$hkT3PN^7L$`-R2c-J<GLhsK$z`O|5S9#&*9CRHs;|GL)If)6 zoprZlq_w^6zv_=a4u|)rxTMA@n+nvNN&oVPbA@QERZ52OyaMw2)Wm-vmZk93N?Nnf zBxmqDZU#L_;;ZQA+!13-g%kCPwV%K~#l8Y`{dNbLWAval!QX?rzjw#@@py0kS7q-M zq-)eQ3Dzmwwr$(CZQHIoW$P{5wtdRhDciQ~n$t6L@%`O@_r%=oizn8Ocp}!0wKH>P za=f?j7yNfU_aCs~|Dl!tC&g93FEDU$5Fm&ipt=99=6_69|9|_Km6`3oG;)e2l&*@# zvOf_iLW1xS($!1ugZ>CuTNHZlvhtsD)fyf(N09^|BEmpHWcR>&iVi7FQ@BQpK*9*< z<Qn^urE^uDX8D?{l{qW7b?Y*1of{MShmT{hX7~4&9EbZ?zTM+ZpP8>bm+zD8$w6H` zCVT*g-NLb5l&6$%-@cu)R-<mAD}1e)MPn}rKC6rg?V!mp{pHQuC9MYQV6gwxpqnqv zc^=j2`$zk(2j<A+gL98S=Eym(xs(6ftIw1ZyzX;)bVr9F?-bs{fVm+{!v^L*xJ|`x z(?TtoSh$m4Ix{~`t?c82PVapuFlxxvteRGw?%ANzb!}nVBfzsI&oh{mSw5jMDjH1& zxo`;Qb13U;NC&lI)3VyLhgb-gC^liNXgJE!soph>Q;STka)`Nvm`kapPXQMfr3$%> zI@!tix=oonO<HxH(#cskS(QqCRC4%2xD_ILg&KKrU#=lx9yCR@%d<hVI#GI<$=Yon zMkcj9$;=P>pJt4eqDY%K4^^4YX<Dbt{UUXDIBOZAcCGPuY#z59U7R}Qu#$2Mse0}G z2Uk7dd#6xwMCK6lB_s0h2)a>p16jJjGj1!cPGEOX&5*iLRl`bs>?*k}3wlU*9GD5w zD!eTQdQ_+hGA(d)zj1>nEs~0{H7(d=U!&)X*Ukf1amNg=Z7zz7Ms?81-{_MyU0_}8 zH~vrI70DF`Q2HRkex!apBZTYlmySJq<~ARdWd*BD=k?zuJ|Bym04#hje1Bi#ITZ7m zCw<|%Op20)daFJkXx{yCbt~EmJw@}tZ}b}&g8?)R{(2N6+dYiJHq`!h@XOTkK1Dn@ zkUOMVtYr~`NO-oJ($u;H+hh(iO*^>Q<(_)wK219jG`q!dq%-DYApAldtw-%_9Yfjs zY01P{&`qhX$F+v0XYEW)Ix4%QC#6)FV+G9S_vDCrT3xJO|C{e=jvbsg5?x(!pT;yc z^w*S<4d5alF9h*|Bk(*v;3HyAyKlY2273qD!l<w`M^*!p_=7YW=x4?QgY~=XhoG-G z4m1l&PPER=FqU)+xWevGo<!oa_Cv@wcxu`8^%~>G%z%QxkdHfX!}7`^2=4HUIHlhd zs>n1Za2(*n3Ava2v3U61OXeqT+W{ZFhfQ^T6@}Jtv(^FhMe+Jo+quor>zIzv)8R4# zSiBl8;$@fS%26s!$YaGLs#Ps#^#@yQqp3uBV#cg+k=G0X*YRfo3aYcYx18D;z#@br z!8o+Om{zFWd5d^xNvY}StMRL5Oe=vPgu5w%o$ZjQzZ%P{^SjO$s%C#9Bbn80&e{Iz zW}KNHCpw6K@pge$-}ZD%MoeqmTEKhl?7BA!>jt3k1p5WSMGa3z4aoP35;5EXlL{~N zJcX(VT;AAJTCndA`NB>+%0a9LQ?VLBBP89(L>CW`==db17xQoN;2j#SSzSPN7Ilm| zWuEgT5VtTbWeDayBbKJCzcz-hxPw?TDD121tEQ$^(NQihxR`voK~&5_>Xc=2F;)w# z$PAba94pU0Zavo}Alz&6;_yY9`wAd<3(xF9&`ohmMkzKRzN>9kH>p_6NW}vJ?{Ia% zaUExWLEvsH`l4)xq~lGuqU^-(*_KQGN&-7@nA8c;h|RP#@A?H;w$d+MaxSR&(PI?M zX$Nc8iy?tG(AM4hD~Kmgx{1175#<xtFz6k6%O$rd{EnqbeaV`NFh8pUiJ{X<(iwLb zk`@q*#%b6fVs#f5q;xAbjxmJ0Y&NChD(g*}PCng>ipUBOdX2ufIVJJU1FtSSYQJ-h z-6I8qs_9FJs#{if($NpJhi65Db{sfacJwEZo2sl{MAKmI7|!65X09OGGOlu{cRsEW zMq+P28=zp<G<>l4k#S@DpyPb7KG6w57(s7(5QWo<8w+8Kr46%}kEu*iRDh`Uankrx zeN9-jKxO=#(BQ_b!!5VDd^r&lvn|u}-exxo;r-kH-CAKCXRgL|<$0xlLDd?U@t6h5 z%&HZ>v35~cNyI`M7XqTZPN3b_PIE3pZxWY}39_<+*v?OhyMju=rlO|Gwr~zSBy!Pk zkA+n!@-5gQ({5yXutv6M&Ae5GqhFW}<n6$|(2gOTt~3%Z6RZk+W?8MrBlxYV9>n|1 zz>xC<41PN5wqQYcg@*ARy1-~>S2vZjUIq%+8yx%~FOXdf!%joS#$BcEDsqk9;_<dM z{`A8tedP=C*)Z5B0=shVLY@WQw;LRm(Glc(Fi&33v&?)(9oy_XF`uFfj-z+7Du|t* z7n~z{TdehOJ4H0eDCSK6!DlprgS-dj9a`sk5$r|`0h_wNunw-U-4HjTd}tj=DWtf4 zzW~$mSo)p0Zt0|!5Dk~ZMF;GAdC#Qa#-N>(?|{c)Hv-}D7uZlL02y6#B*#_6>C7qY z=wJvk^MH4DI7*nFJ<D&gsdxMqTx|uWc@Xw)(fwIR=}#pazkW#+z(K90t*y0n0ma58 zlbZ=O26?OA{e7^g>8CI9#UHKgm-TJEKF1W;LJpM3=Kd!4B(o7j#=|HCMbv05XKcfR zgvlq^DuU}mh=z@{=@UP-BfvB~$cuvF{?yreI5+1*8S{%ncp&bWpFCq^rxjKSxB;-k z>(R<@{kIPDq~WqR=@GZe&y)$`&wM|D3@%DEZae*9K7aChk{zSH#o;R-V&+&(Z&1;X z*#+3rn|8c-0mhO0UVIA><AKDTC?fYt$Mu@_AS0XU^2M|x_7s>1dst2XTG|K!q%(X< zka8tFuC?K+&?b1;^&CL=E%kuN5AenLit)9|;9El+J-35|Z1)4DiS{#{Fe*>l2H-O} ziQP0=dU-WDyR9R}j7#l1nN`2m3Q8^dvJ}vb`rJdm)`I@p^YgCN3aLbFnp(kN${VCE z4{fU3>Hx9mjcAq!pI==IMN#!jo@}*ZR0p+~>H%~i?$I2ddar-I&B7pi+z2zguR$xZ zdg^uLZI`X4Q5U$&(2g$2D%X8K0<FP`)ABuzKXd$*s7T0dUllJEGhQXzYaBLf9{iQp z+L!fAE)ll%(T}$38=NkXvD}T}8@(ywP9Y(A2E%!0IG-Rf2|bu`m%bxR4W!WMj_-Nn zG>{h;a*^7NNZ#UJae66kc!>O)SiZe?%d52^?frF=1@d6k5?)&7&BvVj<{FIu6Z$Ap zx}|i$89OrH2h|r2Jke2#2R5iToK#QQm^CHwNQ?}OYX+299}=%qk_|$R41^~Bme#o} zVTH$_wzhOaMrOjlk$!3qogYd@^d|{K&s~@wt~=<Hf2zRQ?QNa7sI@D=%ZI{Mh-Hom z`LDcifhB#RWln2*d&DC415K5KACQ;DX~9O#ju65;)`M=xE!WVi;|i8i*2I8Q5c3`r zMg1t3A(}h9wtL*~MnX-u&@sb5bMSK{?w&G{GHFn?S6k{xB19fTIw9tS``f;pB`?Kq zwgkcYIiMM{V@}3Lq_ab}q>GmPUG&lr!w@KEjwPh_5G~dVCyGE@;sSr(@A@A4HyeI; zcyg|6oSK$E6d~|a1g%nCCKblLKG)YEkDIgA^fHiM=WF#Ie*SP6(GU4l?($L=Kefx} zWfc80pJLX|)Sj9S)|YRk!F9~SE8Pgh17Gcyp#OG6dN&|7H?$=iJtm=YC|^IjZ8B2B znVQVZ)t*aty@R`-&xrO9D^!X0wK-!=Dk#sa1Ur(0h3&`bFUSV&<}VAFmanVks$ZyK zGC9eLrXrRPE~Pc#ektjnohL5!_y3KQUHQsdBkV!C4Cg8pJm%)3PX8Or=}A|R-)=d$ z(UuzKu#8zW7d&*gg0Q!9)3BVr%;wys36Sl)@qXR1X$0-<_kINeUkRqGMbj*3!&3J^ zI>kS35jrcem}f0xUtj_lo6uP5BulBS#UkR-_I41e{`4wIm}UwXz%HAIo3i_4EFYtq z56rgJE}NXBp>?)Not!kLdRz=#`m=AHq@9={|JD$c<VE3vV3WnNN&P@)rR<!+FqWC+ z`XvjmSFx0K#JMDA5s#4j>%MXlHZ07$v$(plw0V)P&_mFsAYWq#B8@X>e0LsmpYnNK z?pu@bk4*B!lJ-wuXa%K~A;v(!`Urb_ytO4rr*vu0YJ3%GM+hbi{B&Vadx$4$CnpQ> z%QC(huF@;5;k7HdYE?mDLkPS2x*#7I20M9vfVRc1<Dv-XZmH@GK`rIwNi7i19or{1 zKNYr8$Zpjk^P0`>gEw~TU<W)ahQ0Fc`w^21y7g8v=iQ!xVisbDUnRdB3Vm89eH?cc zoE!tq>5<$#i+@lK1+)pIQ}by9PHq2}hXbr{Px%cj+|TE2R+ZqzOn&GqI3ZR<fy#zA zw7g<jn9g(yQ`kwUZn;`%y$mjIYi`cquzHs}15mNBJtK9y??Ne$FJt7?(nS>8qpfOG z$Sn12>e<AE)P>TlpvxJRZq1IuFey+{3<`lQ(40B=J2B-LEl+VxJ~ccRLK=%B`DgQ) zsfJtHUN0w#tUU*L&Z<041qcMC6*{As^TWquOJs#<ZLOk?AcGLOfh7v+5>QfPGk1)- zJ;zlKWW3aP$JRdQS)BN9bu^WNipa%8F|A*eZ&sQll&l~oP*yzr1$g^bU=W;Vn)2S| z;ut!A1(Du`;#I6C*i?=aD<_bT@p<p@xQWN;sOB6+N~P^1NVWl4GcU=kPUnrfPQWuf z>s-FHxQ7XMeYsQlShrw8LST%*$iBWOvqbB2Yir)yyCYQT@sP-rR_}*SQ=OTgs?013 zDyotWzIP?PPA;w^&W)Xwox{6B@|nd5MS_SC%uZc*JxUm?eZJwMFmtH=%Uc_+RLQs; zEo*`}OLGM)ZjNt4R`d9^q;mPox(aRF)mN#{Ha!Y#q#$}k72|)^&vGsoHmpyJ`gnHR z-Gju)Qjs94oIE-7XL{wE8^S4s07=2N=LxY8u7c{a)=@6e4^{@r;kpG{ietm%gf%(& z<B`M$G_&>~rIi29TcNbEf>VJwnqW|#M3iN_{A4UPaXOJrKGS-FbJ7|sH)}I*b7M`1 z#|nYR?%%B`VHay?YRm7r(c<vaJOXDz_%Zr;zX3KP(!GQ|{UegK2xqBoJ+<2!l+nd> zR0-j2Dosc|ztMw1f7TN|i(h?`Sp)_mm0<A&384I|>@xNR@pU(xT`cqS$cb4?trac5 zy;g#n?FxBos5Rt|GnI9mt?b~(CW(;Z_6uNEZVf#ga6d%c%J`dpH`+Smo3CqJp>H1= zy`tb<nEE;Q&pq-AmFky46zi9PXrbPR&<}hVxWzW((x_^kmhTID!DH=Y&KcWS*8@Ob z>e9n`g@+!0PP%TjeCug>f`tC|YN9k@UCKuE$E)7Z%(B3FQx{O&@ox^>qpZ!_GOeu* zdtt}fas3Ubtq$_7`}$NAuw%_^@62zm?+PH#bk5WHXHcw7)~yG}jsx-{|Fg!M2>G5; zvF@L9t~&g)ch#p31KWIS1nZ;c%2c6oe;SrwT3TEfr88&=)Tfy)Q482X#vZXNT0;L9 zH>s-sgYuZqh4=j+l{+2XPoXt2_~L;X#&^+mu5*#IIR%a%2Bl{9S9pDkO>>V4%v08_ zeJ6X}n$cMSDotQw=lQlii#B{hZi%ckah@4K@eRev=6CVm0U!TC`~2_0l>eF@|Bq7I zMMP9X_hmfU41thPuV9P^B?Xe)02lvnHsJaX;PwA6vck;5$?=~uem!+7Ra6c1+R`-Z zV!QZ4xzqW|C~3mT0MZe*^a!PWWJOcEm;hH8$oUX(>|{0cGr!rfbx>0vE!KbtcIZsy z#RyVT@tHX(SMwNiRukr=c+<G!RDO$T)TF75sYSqx{?_|;jmwQkuTO1A{5WK!XyNvw zd%BZ{@VoO4p-HCSIx_7P(lId_31di~H0ZRHr#!Xi*ewh78Cl9@1sLG3QWuZJzni8E zVxnH{Le+2da<zw{qzAU8AS;pBiD*JHWaXp1x4%XHpZh*7+wFt(`VNva(&H08YYuaT z!!|KkUKvzU<64`O(dgZcj^29HU~f)1$jB<O<|@|EY4Nou?5|D^A5KK#O_p+dzA<N; z@FLE_>+;j>NiZCuE^Fi>rI9idtmYQ!`nLxINh-40Yv~yikv^qFf8!0APdhGMyNQw} zrP&?(k#q(-+(sU0?Ny`;iMC94eSdRJn=(3%YiVK8e10`GCVj?aNPY8&#f%GFVZ@L7 zzvtd`&c-|L$X%>d!>x5LGth8EZ&*zoK896?B(o;%{FvSgFoe8L{j>S>-#0U+Y6#Ml z0!4B_K@ufJk{CkqCJvP(bB^GpBFYd~20bFpH5J8TqK8WEx;eaNC2o=KO{Pm*8vmx= zq43X-P{JkBY7{$z2C?4r?jSiT-#vHig>Ev!;#4UbNU@h&(N`U?trm{e(_R(Z)_K5s zh8e_1|GAQId5?Q`gCkgTsh=NF<#1nuom&Y{(l=3&>H_XX2bAzL(!9K5n1EP#Yn|74 zC|%CL*1c}|lxGb`=Fd(IN;eB||Fh7|zd{#fW3+CM)i{9_0ty0psWU`tfy91iT}fmJ z9mafmAJYHQl+gJtf+C_<rCG6qZKJ4uSyxWGl)4&?t%Ls?jJC+{k_^0WPyiQk;)1>- z4@e;$ELRfNv^&7!!PJt9yC2%0qC$nUUA2~k;yfXD7|GOsv-MaLn?dh1m~Hi8BedS} z-d00F07pdG0f?%|JE_S8g=2mdF7SN9bEzViXnF1-@LyI5Pj=0X$x=|!Cu%hhxD0OM zue-d|n-XC<O13L=)m#fI21<*<Mqy_5InP`$R$iE-D0m+3O{<Q!Jz$<@zGfkbgOxO6 z;Hp~|mF;@y)I8tCi5{S4a2?dLDue)JN$hN!dhUiywLt+S1Qp)u!-PRR^PtCHiki^M z=Lo{dK$%KklDoXJwxi4=7Ae={xzNiAyGBVKfTD>9+FsDozR=O8Qpxzu%9~a;ZA4-8 z=+FXmR19_0%O!H$zx>RzD@TTl3aO}fJYJB;U}QIbV89_}yJB~MJi*#93Yw>AC0@K> zvoZA1^S;rnDWS8wHQBvCR7ZbKA#X;qY}Wp2R1@-*e0A+@L;}*QG=9`QqIw`EBtNAQ zbTsWG=v?b+I@3Z~8{yb8WN1_8e^0&B-7gpk<p{Cb5BPZ!#SJFZ1NB0OYfAgS`)s^o zX1TnQnDA`{X>XelrK-Zb-0{HQ=60S3Y{9<-e%yY4ZGJ2Y?REB9drt-5{1d-}b;x=Q z@VF88_9#uVhY-kFPg=M%Mk%}79PlV}J7=u8Nbfhb6s!ah1r@mWW%^+BV$yzk>IrN# zks-g$GDR%{FLs6hb)e^4t+lIj5SG23m0W{_>oGC#<Id)ZU+7m>@Y%7cv#(Xxe$knb zX~x3y(#r|g-m!2j%`@j&$3zU^$HEfJ^ZjC5#~cl~uaHjaWWk;3pCQlYWBP`&HZm*? zay|zkgGPhup+o-6(d^~;p$it%q)Xg@D{6W}?2j&{-{UBg@#wPebR89QuM)7S<(7K* zt3DY{`(zt)n{*sgAizXKMP|Qor#d=rA|X*4`s*N0lz)yW5Nj8fr+@9>`T(ox&Crst z-%M`C__7jajKQQD0nPKtKZWTEf74D-Z9>cv7^)G11Z8x?W!unkgCXzGnh5{oh<BVr zrteImf)NA5+M32r%pF_+q*kgPKGo9b2nrIILy^f2qN>um<=J?nCwnY?-*{w$1M%a4 zk&YgM?HPZ8$?Peu&3&G&raa{<_MnoW<Q8R>RgwO9fG5i0T$;l_T`mnx8+yX#nIpA+ z{|c+@j)qe;TI1Xa(S4Ab+yStpT|if_bIvoJXJ>8f_xg<fDw3}LH6%9WPzU1e1=R&f z8zUSrx<zs5kvaW&zE5i-6qz!oR-6&*YI!!KA!d7bGfDpnOLgPE#qTfifjIMuvOU22 zwD{}pk)GTYdZU40mXYt1q>^{!K0QF+ku2Qj<%)j*pPhI?XI;*6LzFp*i&@J(;rnej zk4MW_>2^6pOMM>=)*WT<8d}p@hwPsI@Mq!=kE9^<P+g-w;SjWZri&6t*2;*4!?<}h zp^_rU?Zl7CSsO9}sl#K?Jr9luRdh7X^X1YATqeTHi^spiw43!1a%*>vp;Qf`siaV` z{upwa%!N_IhQ|CaM73KgxmhzY7RSU4Rpxc;GO?ZABu05o7#cLgWehEs)x^;%9Rf{I ziw%P|w$Fw(0<NJp_iUhy_Ux+BaTy1uCal9aPG+UGopyqF0|)<}QPtWP5~oBSNSe!{ zh!K6e^|ZujyaV}>nY|E-UQBvqn&&67Em_5(W$2Q}25_CU8L`w>d+;ALO{SEeyBY-k zE+#x6V1#y{nU{y_v^_A;2f(1OwIC<(TBc=aiQ!Jxo7qIvz>+0G><P_uUM8oDyQ0_0 z{a=_JoBoUsTpy-Ik;~_O^B>A^tNNeAf`;keB2Mnlx4V{dJimQtP1iDCpAwL0+4o?* zoR}IjTRMaxEBt6jH*g0q8Mr{HD{f;~^@i{*r$oiQJ+#%_xT{F!AgSl0x|<6_`sv$| zXTsp$xby?{XpW@JO*f{_$)zCuCnnM;aDX-Dj*iCENAPXy+uUpbI6NvUv1?%wO+55F z@1CCv{NORd#a$(}rS^&FB=pXZ9(dPf{U|;IF7-IMC>{#urH;t8Hhz^M#J0mJN2@V8 z#~bxn)rwj$ScGQvWqK$P^^^L1MU&gPZPC-37XFH3%DQJ>k7?1`)ZWNj6#|2w4M$C- z_}+%j4u&i;<L4%GRfUqJ6dW9Z>U<1w21AKwN|!x833{uWKu%Y&?qDn;==Q2yBq=Zq z&nRgoY^~?iI%;})ZVz-R=el-Jns!Y!J*5?uYHSY%ZJ}jF|J}UyAB^_@VIcf3dY}I> z5E>e)u__uGnOs5|Is*YA3Imh=uf>`EgSk`nax`O5Ft%24wPTPcWM*V!5Vvx6aV2Ep zWMTiev~@LeW)QbEay1h*GjT9AV~{now{W#2WM^alFOKwAx^^x&ZA)L<1`RAZvNd;( z7&n@(%()V+`>R%)oUKXCMy%MGx>D6twbHehuR8)KKr+r!35}*Q?&}q!i#<T??F<kv z`i2cOa^%cs%oVo}8R+CmX6CLL<MCP!EG5hszNN0})(KQeU}el^EaT|5#lX~|ve-Dx zbV4w0iYneZ=GuYUjv3-;1#YE6lHkcj73!1-`KPkxq>@w_Sn<#B5{od(7Nw*T{7t~c zp0V^Xs2M4QL=#hqq^}Lo#UWF)l2An~7lQL0Q`!*&&Jm_LW4Ak=&7*WG-jZSD$gX`s zOCzT6ay5f3p_lQ|q`;ylbWls4k)?<e2dV7D!G77Hx@3~vj9Nj(5=F>Q!dCf>Q!tDw z-ndF!`H?}HAX52y@r1vOfX@RR!Nq(a$Rq=!O8R2s-vsT1+m$(UH6MY|lCG4C7^sv? zrL{rv5~D;BN+5ic1Id#2M9u0!&g)Trxs%dWfL@la@xe*@(Q>EO%Lia`QuQM(5=zNH z0*Qzp7mNSYXP{zdrYUkJi^yW$oAtMumJK9gO?t=aX)9B$4J1ktc`-l(@ra2E`R4<r zI*QqskmKaO(C(5=QsR~{tks5m-$GdY!cLo|CXKTgDv7Z`RRftU7cLmjinRcDlT^W) z*)FG}aRg+lqD!VI$%O>dt_=)e3UY))JK?Vm{9;NJI4Y;OFX|HJA%wOlCeS?B5;hSM zZ6!QHR+hn;Sw;Eyb?PNv3tUgn_Yu+f%S&10j`Ck&yI+Rc2|l|>(j+fk^NE`hAmWwV z4>6lQx>jfs6mYeYRmH<-ZsCDYh>Cxb#cb|Jds<3cWuDDXsil`$FjEss+4D<4FR)HE zl?K<b;yjmWn5t6<yLYwDBeGWqP#7>}8L_67VG1i^ECR=zswpBcc16b{a63_OYl;~n zE!sr_29ycIgn&w%4U>ea&U!q7K`3KT({YWdqV_;x#qhX)4XNnCGfrCCU~rLc@BL+@ z-G@?>dS<%U!i=SrioT5`Bwm=FcQjq%N*z*`U=w%V7R8Ws3HB<1jAj;&v=9<on!gRI z)wrY0%mpWFKA3$$3PU2C^G$uRlofOIg6l{wOkfL9O0)nUj9jFJAPNK;qeKZ5RN``! z`BuYiCu0OAP&l~~lyHg%hu0W3LWblQ3xM!0Do-;6LJ~6rhY6*!W)V$F6mSjXhs5C& zTaBQGC!<7k4}d2;u<{iJErCJ?DdGtNV-_z@hUKfqIhBI~8;BuavNeo=mwABJCWl8_ zM~E27FJ<1BEc7F`Ef<$TQi_|4>8(~xJ;b1eBvjVQMS5B+WyicX@Yn0|_SZ-ISg`u% zBF>=C(e>`f`}^NyYEfjpi~(7?U+<~RONakdREQA$o7G3_^KqZb|0VPM(wEt?l3BoR zn%oBgAC;lfXkn#f9Iq%AmTMFvNEcoUE5%tfY!CwB+ZCrfkNxl4XPp?6r%n!g@EWH8 z7DpLI-Gh@JFYl@V_A*A3ms_(yI;$H~`phWBLX-9SR5aSk4?hlFhPqj8fftRfJf3z6 zNv;l=i{?=g=QQ0ngXedvpIR>^z6Yy2Kle5b{ClA%uRT15EGH#&x*p@+WH$eeN_)Go z!%rut|Bh;tFXs$|s<I!izLiLb?qCDXh0CiRIU^Ttl19hNaVsX)(jdpFKO9fVqztIg ztFmCI{`fIC6vlmnE|rfC-w78{AwaMoQv&>(m)A{(JbMzYiN#fWK#nNrBnE0d7z^h* z8OlEr3NFWF*BVT8Ajt|OzjI?`V6C3R0eqn=HwQHd`@n2DCOpY{8fM8SJa8#%82Vy_ z+T|$2Vq<f`1uOuJ=+~MZe7M&July`^Uf#^e0!m>kzmB6;UoT<N!!T}vbVY7_ErzZm zU(*0f^H_+8kz~IbNyXS1a&VvtwLq{4ca_AFslHs_WP2_;!0(!G`^QNyqox}Tks;j> ziZYF)4wb9$Hq9}!=)5|&js@z;%3K3|Dm0zUNRwG*(6ReBISGyd)t%nGssg>fhp{X^ zW*VF@v@z8dh>HcM;uBYgB2mNKIY<G1@RC2&?>?jG^atn5emO&0XJtd(>*`PB(+*Ha zQg$yO&FnZ#W&Pu9b#Lwa2jWpBA^09>72zzM=?XLbsF?{c;R=x`J49pP75H*60F-Ck zn$YAZM=!@tk8M1isqTuW5^p8N)8)~dp{7yLI1b>#D%cyqB&4vC-c^Qjd~+6~(&##} z$&$mg@_0qXTHpmek~?$0H(7axF@u1QQCGQ>wSTs@TkM?-kFc<JrWcmGw-#~IWDJHq zqz_ocX#y?AhYX&@X}p4c2+}?Kb9iK||MwWoIT@xjHu$tH&6cR<F9@^CiRyGH**d@l z2Z9x*=7v=)-gp>14Ar7#1iLRn%fB{*&r8VBKTJsgcdE+Eg$bKPjT7^LpA{VeM`VXt zM6-VU6h_65pWfrWR6w9&2aoLu$@cf-z9l0bUbm-|)p-$?v4M)*w!t*iZ~S)VeAnqG z5I6;g?jHmsVUXI11e?fW<0E(1GnWc`J`<k0lLPP!Z1K52XT|t2QCgrfTR3VD9CE+) zU5Tv@fzE2iYZxbg4de1|erGpe>%ktxPwT`P^Lvf23X{;5)9xk`fjnsG`I)P$3Vs75 z<2v|-gLN}t;Tg+yWSFL_tlgP$VyFeLl%=CoSsm>ZOg63QAN$1Dw_AzBSUk72ZhX~$ zU~(h~K5M=82)Db1HZw3Rg4eQ|UaB&D@6ajK7Hp~3Gqp^l4WMh6bdJAk4<TOx2|{TB zh0Ktg9ScU0LC6c4X3wryzD6l1w1fT}e41nki2&Sn6?$;rInlkMM0qUJ=@d<ku+4iY zm`^F+xWKdBnzG@W?QR|V64a$;LGU|w-Vi$l`jMi3SIwum3#~e?8t>bs?)UalsLMM~ zPJCJK11jDpQ(xtVb<clhl>N7;DqHxt-VVxe<_n&4kH!$)(Pyu8_eoAJRKmkz*tOFn zX|B3*$FzDGKlEBDht7DWBIpbmexcbHpX!pPk!`u?K|9`LmzKN&d9d3er*DRc6%v<Q zKUU+%{~i`z@6-WqZV>jAW<~}-6o~G|W5f{ezEM6i1cyEZ02fk^Uk@L3@>N=D1O|=d z81(J!)$x|*Bd?oSPdkKpAz<B<M97BH9E;wp2b_W3Ed?F-WjN7`^T}Lki)6SodHU2; z2m2|Y1pH$H$HXn-m&m^H^UQcn3P|kf-w~X%PH$->19E)dPbW21J?PcG4X48X>^fOj z!>8Rbn?*vw9q_a$qd<syr??``g6KT>)6o)T2YXotm3QM-3r@<v5LbNjlhY8@2;YuX zu&CNKpP(kRr(XorZ2;zKsCPhL+dQu{z{N;HoE63F#&w?R0QclBY>uS!?dZ#mwOw4~ znI;1I%!g=mz!nLh#+;I+WBf?}yl5o0JFcWB1O5VuSL6<HLRbHjIrm!O<lyM3|MeAf z8+guWo1>KzM}gs3av<8@z>!-8k3;umuo$?@a13=!XGeY5&~r|8*pW9F3P7=RBgT>& zLtU&kh-H3VXMuK}KW@lrx*dvjQJo1m5raRCsXPdpoEWahj-^QIzdt@3el%tL!<hw3 zpIOLXQMQC5>m}tN597up$wEgo#?$!vu?zd6mdu7OP(kicWzLIB`_w0gKIi9uj-f!n zXZ%-5U7Qrx?_6=<Z@kye{sDnNm$~#rrv)+1)sNvr9&A=U82jFWVH4;ib`W}QDGE%d zWTMt9b5f9)@1qsep__s||M*ix%CEu6=<E&Iu9Oa@yaJ!Agd!qwpJ1%;)Qp7mj*h-= z#a)Wcqr{_&{txI59LwoScT&`o6N$kE>sNCVA$e+3oz2}t#u5o&I#GNN$coL^jSL0% z+vaQ@;AP*&l55tg_ROq5GUn{T_i<}aTP}@euYQlrKPOX1J(AR}Nr99L!`3nqPL4O@ zPI?@=c{4otkhP<40cYhR-f=MsBuIy)$hCXF7nv`X_^Mh)1C;L?kVo3woGNm39II#3 zF+X%}v~Jv5YlqHoIi`o?$~!!;o4Dlsu8Fn67jW=aRHj&}+Kss@M~8Qxc<sUae9IB% zsjLiv`~BxnmzJXfv``2{2ZTnq%*<+OJqnMx({(UyX$aaTiJUF6v^_=b=X5tIT5i`y zrjH_iB(yg-x-Ir+<_W%>xh-E8O;ibD0f1cmoS=a@s$&C*8Hgrmu-+|^*t*X_4uiMg zo#&o+@!x7ub;9Wm_C)n1Q96*M9(96j=q^@I{UIxu-6VUlWIr;V4qSUj`d7(!e(~|! z!sRdZxiPIu7l$*<N0i|NJf9j;@)WBMGlHE|tQ@_a4BXF^R^RrY=DzSn@be@vx@Zi$ z2R;@{hU-~BAHX8#ma5%&qjQc{prN`$IbFmjJ?aRCY3G1J(t9W8VTdR14w14$mv;qC z#*h3KmY0r&8hKD{+LNv3kB6j#hqZAVReV-Cwk&iAG>j($-w#K%y`M0U447;LhzwDP zGj$)4YWqX_t%<E*h>E+HgC-}In;o9=a6U*bo9FACA{SCfpKzzk+LSvx;E4KE!#lh1 zCm(CT4PW)nf{!mq&<pY#-}H}qnlXT9T4RNFCC4V-)rz`%+MRldZozx_p)lY^w0bO^ zuLrB4v(;yF@=vF`k1vU#+ttf!*wA_B=7A6Lq>bYdk8Tl1od=WE^Yveq#i=FmtlfzX zG%Us=9@$`uoxKcNH%)R0ytqO9mx~AIIV@JKi58w+?ixqC`VPu)_7jY{v=$+w@$1Sc zSs3FiHZ$#^_2SK%V)ikQf4?1YGpc(Ytd~Y`K4|-B<nj3HFN9MEf+pb@!qc8Ifz4rO z=~np^TtIZ(@`j*I|0QKGa?n?O4L!?U+nwe1iHxizj)76sXtOAqfr0j%tXhto*mkp= ztIiTb<?|afl-`=a_nS>=2LvDa_(Jsfp`#8_7ti$-ZEJ+Aky3V;677*Pl0j16p`}(f z?Kag&4BhCM9wLTO5$;1aF0viXNos60Dl-Dj@uB$(d;?^#sm@#LGv1!E&txnd&6cE( zn@`ht?>s$6&hydJ$BuGs-EthehRVwK`=$d;+i~Zn9TnUDgt3p?&h@#me~Vrc&bF4W zzFo@guOcW9J4NP-LEc;(oHiq3G@Z2IL--_~>)JG)aGV`eMf<8@<BopNDcTVn-w`1; zhvU1H(IwD;g{nG0)qx4oKf8ae&q~)vXo<)jMaXPujCJPl9VZ=rX}2z`Nr2W#|2y?4 zbtO}*urrt4K8)|-^NnQjK91jp7BLQ)A8|v&rTd(j&y~nz;aT$dbFS^0y_k_+9m*el zhsI8PtUsTX^u6W~y@PR?wv*A)zM?%|Gj-GBqd{p`l{yHuX>VR}R_4Bc8V9qxgE|g| z0<c?T?N^<wE_l#HZ_tNa!JK$NsW#%c31cOg>nRs>K;K0m9o%6Y{tSHJ4FJ~VWhcji zthTlZS_aJulEF3sNrFm{8%FKcDa7kWD&(DA$G0Tbv@?Izgx9u&J8Bh=(l90}7xR`- zZ>bA5?F-zoEcRUZ!3+Ml&N{Wp<hWXO>33XF-VDTs7lSO9z^8UX+8NaF7fxSF*Fnwk z=z6*e0Y;m=nq0Ye5RPRgjWd7$GJD!A&2m^G|Dy@X<0`4Ob%fYF8=f}4Jo!O1-V*a` zRLWw*wimad5QS$7Uh65<acN=>N(07htd?0=0*l*x&n{@Y^tnfFWy6*aUsd`+O?pqw zI)1tJO)S<^lC4D&A_Kl6N1n~CGNZ8<^T|N<;oX?M`uMXJd@YJbYKG}f7n;Is@}_w& zx1vYhrKNe36;QX@7VS&^l%f9hDir4_>0BI>XmAt}uDVc~$u5<mjOrIag1?DQzA!Mv zmM&X`jYs|zG~R5UP|^}bOQ&RNWkxImgRI5l<h;S@xN_8I=R7+Ot$sMaKFBs!A{Kq^ zyz|g*MBP7Dy-r3sf@O$2(M+uXE_vpX{n<i;g9E#!2fGFrHWlV;pXF=S;}7R-=JDNW zO;Eex$M$m-?rxneZuSX3Va8RmN>y%9Mmt<ue8etQLRlv_YhWhRLS@oyX1NvUsL|4* z;}m}ku9f*=Y8BUHc#$|#vI#X_PZW;ILz!-)GRs5xYNN6mhqFeHZV)cq{x)WvM$qUk zp4Kw?ON%GeW<`CyaoK8e*+!-t4RFQ%U>2q$r4CDx*E3+EP2FA`cz9VSHd~u+-~9nj zr=p*hy5{I(jfH1=@lmox-MdBAyL~!fKhe9?Bz;jUH>>Z!TS*VR9<VH5?Z8gBv6NG- zS2n)>ln!R|Ct{qL%^`SjK!}#H+wivDb7YhQ;bP|?m;fT?z5cnnCD+a3w_|dv9F5&t zsc@~_%X;#XN7=;H;yMxBrmVvXIZscGfObiKw5m!|9=qAXYY~P-X)4CwvnZjp<9fSq z^Nmf1gf@4V@AREDHHyj44)1zz!q1P>t5;uF-)Eoa4ZdRQ+cM(M);5nN7E78Nm<J4^ z?|FXi@4c?f>rvWzy`;T1vBHAfrJ~ALEB!CWImf{vUOL=S2mFTZ{by>UVyCp(h-W`m zOYo%k5D@V<{vD8}34H9O6LbreFcFgvY@t4gU{opm%-NHb-d7?Vo8bbnierf>(a+)M z_N!TbHbMAPgq#bS3;6C+my7Hpjv!B~_s?zRNa*bssV>xtwV=$|hM7iEm~f#H>3;ET z*H3or-qBKcB<GJybfH#<p+uls5!)clBvF)h3OHw|;G&DN3uZjELZ?;g0m9G_-$I9G zKG#l%xiDu>w4-=K?O__nQ4z;6RWnl}e3P_NveBHN<uDPucQW19g+OZh3fOUmgpgO7 zH#>Ip(4KIPh6w^~#!0}EmY3zEU%u_Oa(7@J!9I;i$??m<YA)<>uu+$yRy`S-Oca@^ z$RFjG-)F`=emF3_<vPt!g);y=uDyz#L?7QSDKt7)GSH3Do`l>-CQRbMXZ?{n<OUpQ zIVGtu@2~)+nX^t=i4@O-3GroBt9`dB4{iA6S!!&s_x)!Qm}bO8$LlbHfPIb5+lNnb z{OACw9(ucW66kuXXgmX06#DJx7a1HYlx!rzS?rzGU5N_CEonbg#sbv>HgleKJf#W1 zQo(T{TI8@zt94{jpk#uBu*s^ZYVx8@HCRv>;V*Y9T1^Ud_!@g1Vx;f^Q6VYIaj$dE zz^Id`owor3g<F&{UIj2kTE>mafz(g(!nldJ>?BFZLn<nKJZ#;p*Zo#)%hZv0A(vlk z_|%j`Dc_2N`JHU2VY2tgce@Au8?KTXM0%mF!%F=o%*@k;X>-O-ne=}vhdg9@h8X&H z-KFLOf9Fe!4z9PH8E6?)KD{HsvU|0}cGm2XW^>X;7K}L^yeSHb8i=Rap5?(u!e)fk zI?aWLegm)0iyO-9h+QFfOSes<4vyHU4n_cz<d;Cnc&du=?jh2K6|C$I%W#7K)pr$+ z)W7$$bj2`MFBTcdk!#7(Uv`)Btm~9~B*K@@fG5X84iX_I*u<7LS&fipg;`{VpIxC5 zua^WZ%+E-`?WZ4ROTNvBJLjQB@W9IR?3wN2Dh|<CrZwR+siM|PhUZudkEP$aL-Sf} zC1NiO=`z85+O3`qd8SV4W~}DBP85#G3(Tc$JUuA0d5yj<mnB*p(liU1P!0uUzD{8& zgv-z;H^f>Bn_Qk8GRcU8HWrs@L!OIH_GMV28w#y6yw3*)b4`XlX5l`Dl^^yj1ryMh z{?m}Dup|xY<OhaUZ%R9myq#=@jU`lqc{5h7uo6SVihclHi_qpk=JWU%utJMim18<% z@Vn_}Chyw+=kmyqJB|2?LS!lJ=0wiz+0|Qj6!*uJ*TMYe<_d7WvZQ|p^1>NgM)8sx z7jO0OrS|CT$6xUpr?p8VvJSE2%ZZam@)An`YdYX|3)B0d`ib0Y?di3#Q7P6SaKg^# zC!aDizVD>~uF?gnA>dLO+I98sUd%wJzV7dHKk2!cJy1+O?>%PQCBgQr8ey=0xPq4e zKvhV%i4Ff)NRmp4+`lt*WCjqlwg4~gko@_^w%Tvb)i8)2?p3b-@|l&!d^xgPB9tKj zP^28=pRv9L%F|3q$9&HIOQzQ>Yg6>T8Mo#!JJDBOu>=A?Z?{c0r>r~AD>YfHWwdJ0 zXsE}dsQZ3?sGIQvrC>O3>Q}AAXLMr1nz{y}v0`hAMth*rbaJOqZN3o(qmp3ogHm~T z(&D_mQgq@`GOiOGm;Z8$pZ7~Nj70STDZVW9S7{EJv~=Q-n0(p!et#+3q3h^iX-i~J zcP~)(OVmj)$578!*Q@TEd3lwyJ9`b)jRbvY-I{PmbD!H^nM1Y@NUa%ifKF*9Z;V6p zcd5qxyc)F-;J>_e_Q)lx33uByUZU_ytzT$LpB0Oa6OtSPQ15hFtX1^Ft5@p|MlEsl zP0+t{ghltjrrjSqdc9u&AU<}sPTs!%SnKDhJ>OMVdNW*%ztZc<{)vT14@4q1-+W>` zu!CTkpx2GjhLI?529>+*1i`jhn<8m~`&8`u17*73si(WY0iRLjwmKZEHyYdf%f9yV zuyj|+*(Ku{ThZ(DAt~75>?n6>;r-+IdLVvl%6{vqQODpMO+5LLPTbK03~5>G4Nb8A zKqKHUzJc_Cb`C1HE>g%Lnh@nB=mb2RJ5porR%e!J+eXC>Cian8Z(~I04}uXYzs>(j z1Tk~55;77x7+XX0@-qBSOc3k;O9cHtl+gc<2jXJ;FYmj$({>!zB@st=Zt7M?)zMDA zx|@_kM1?6sX8$CzF14Ho<FpPTHz2jEz1{H02scEgnFEvs2yeVUx9%>(Gqi}H$aGx> zVu*zi$Egw$DN7vHQAivqBftoiQAXMcHx&m!)kLWWl1qnxdStoy<3j@b(_r^x^GU^Q z>IUXQWX2uA|FU8Za83tlfMhqIlX2Dp#63YyA@eozBX8pv?IGnEdufr>^Si{_Fk4>7 z3jLwS#-*IQGyfE89GW>lJ-M7gSOnJ+d_b^r$)(wUHSb()x$g9I;>JdG88)-IFVr=; z?$y+(PtI>4+%tfk@A<aUVpL(|NZqY<%YJLgZW2$HF@U3_rD=6|N5cF)VetTn2ya|H z?d!F5>6tz>YE}<Qk8_^&j5-uReOnV;IsN(4SlYV6k+Sf*Xo(3NntA^~KjG~VuCtG5 z9oOQ%`D5$-Vz}_e{yR@@f~SyDPbMc9eMg|R*tnQ1eTR?0xm18Gm^sI+EytJJ1ys)B z%vB0@qShQ<?~UVcbO}#EmW+}NjmF2_!glcsJtm*S?4&t-n`-ov#fN7na(Lxlk^lAF z1AAFZq*qm5_DS0?=nGNB6rZR~Vj)6#<0s{E;CHev#?3wKU%b7sX?%`MB`m#7T{nr- zzwPY`F0Lm;aifA_H-*46!eHgwg#*>TqW|PV)Z6CKQ6bpW0U=sHfUu_@oh2<RrZ*0> zOs!wm!EjrHaB$8j&}Jz(Dkmf2jwtbfBXM@e!Tk;{f0wU<1%J1UR4snt6fu73$v-6K z*diXcOrMCpq;PvhE!De&<%j9kl<L2vn37<sA^whwa|jQv%tjEh_C}b5;tg6~Vj}fV zf2$QD%_|`7-$6co9QfUsXF&o|y<#@SBz_Wz%?P4V4Qu_hi!+fCKK#L|xZ>5^RdeuA zRO+yoOfr~mld+Iyrj9P!2Cp5HK=;z$z}@qIc}w;%?Ky*Wsn<3$Xsl{W+h9*DecL`% zA)`SXprPrAfN6qK|9aC@_tp3UMaM#zeEr<A)M0u;G78*c$2=se5Af7?QkM17ytOPi zx(O#k?SZCMya^^MMSvfZ7#zT<Oo$3EdGY4N{dOJ2M@iih$Aq^Iv8zu~V$&qebtYhm zPQ*ul&8ZI=&<HKr{uGvdz=;QhmlVLBd1~^1dbl&SuXeg<PmxOy4qrcaJ?H19F`-P+ z%&R{@o8hBfJV1XlB5@iV+~rl=8bLkZ&SUmN)3$D3t*6_!N%3SRhYz~uB+G3)f_N#F z=KObO!~e_@Ybu+WGf0W*@N%(onRBt47@M1N8FR8R8nc=kv;IpcH)b|xVP@oFXXF3> z{z8vI*}=gT`hSQLl^LY$%^e7t|L>)WmA4roGZ#C9h7J=U3n8=K|AB+%VE!-cH`|hy zqNEb;=-q=taUwBVV{!FbV+b-Cnao-en`tEFpD|?NXS$CbbB$**nP;Y$yP=qVSo|r= zuscI<ruLJK-n5y|V~?4Rmnl9Erjd02AKjQc_Ob@Vm3>0oh_+ks)LpwSfX5vXzaR<y zQZ1$kx@$l6X_Ue(lKQaqY1q;nUfzMqV;}Zuq&~fP=Eeh$x^4scdwyFzzB8R}c*|Ux zmRbX}`e;<jqL2WrpnrArQv*J@v4}0<h)uA51Co8;$SP<sBWQ2~6*~$_v&0GeXsq$T zev4J0PJK!GEnvOvpQ-dF%GU6sPmP2~16=D!t8pPp4j;3W*>YeC$;KW#lhxXK^C&!K z7~XL4XKNF)fMyf^`Ivk=$Y2ADyAdB-Ls)vY5qA#_dc-(jsTAiLUFB9I3v!d>_>|v{ z*r_fZhN9&x?qdk`Wu6=w!5HB(a;~}n-P;7OI`)@l!wQqJ{nS#^(}0L^E`}9Kv_ySd z`b+5gs1ZTTDCi~4v0Q{p-Own`q?@k*Zx~2@ucTo;zTD6Oae?1DsS$VFz#J#I#lB~D zM3N(;e18QeT$u^@bf4_h01+pQ#Q|=1^n)Y6`2jI*RJ0Q<{Gd~M)Swe^sS&gM2v|F! zgdud?5Uy^lj3XNTuvt5<ixXJw5HD|NmLuHpf%j%;mJ@~j=$9ul!mbf-poCaw=UPsz zV~hB7gScITI7joyp|+2Y_5pMCoqr9~N6l}4?GKN7a`03A9aO1G-+yu1vaTz>qvL0p zGf~A3OTIJXJ8XF<TCG|x6-oY<{0z>kDi0<UGb_GAhnhzV-&5lZtOlrDU-RZC-G~V+ zDF!Pt#0o2xH|K|S>ll$;6ARma$Mc#Q(7m!MyTg-YT6$^k-_oA-i478)dx`IBVxRft zrx(5}$6lPTev3_jTl&i#Dr7%@%k!6fxt$Os+y00Oku8_r#JnLiP?zohuTAOVYUJ$d X>1<{W&BV&c#>fIqMkb~p4*h=tqsw&% literal 0 HcmV?d00001 diff --git a/assignments2023/template8.qmd b/assignments2023/template8.qmd new file mode 100644 index 00000000..2bd3da7d --- /dev/null +++ b/assignments2023/template8.qmd @@ -0,0 +1,517 @@ +--- +title: "Assignment 8, 2023" +subtitle: "LOO-CV model comparison" +author: "Aki Vehtari et al." +format: + html: + toc: true + code-tools: true + code-line-numbers: true + number-sections: true + mainfont: Georgia, serif + page-layout: article + pdf: + geometry: + - left=1cm,top=1cm,bottom=1cm,right=7cm + number-sections: true + code-annotations: none +editor: source +assignments: ta +--- + +# General information + +**This is for BDA 2023** + +**The maximum amount of points from this assignment is 6.** + +We have prepared a **quarto template specific to this assignment ([html](template8.html), [qmd](https://avehtari.github.io/BDA_course_Aalto/assignments/template8.qmd), [pdf](template8.pdf))** to help you get started. + + +:::{.callout-warning icon=false title="Setup" collapse=true} +We recommend Aalto students use [jupyter.cs.aalto.fi](https://jupyter.cs.aalto.fi), for all others we also provide a [docker container](docker.html). +::: + + +:::{.callout-tip collapse=false} +**Reading instructions**: + +- [**The reading instructions for BDA3 Chapter 6**](../BDA3_notes.html#ch6) (posterior predictive checking). +- [**The reading instructions for BDA3 Chapter 7**](../BDA3_notes.html#ch7) (predictive performance). +- The [‘loo‘ package vignette on the basics of LOO](https://mc-stan.org/loo/articles/loo2-with-rstan.html) +shows an example of how to modify Stan code and use the package with Stan models. +- Also read +about PSIS-LOO in the [PSIS-LOO paper](https://link.springer.com/article/10.1007/s11222-016-9696-4). +- [CV-FAQ](https://avehtari.github.io/modelselection/CV-FAQ.html) includes a lot of informative answers to frequent questions and misconceptions. + +{{< include includes/_grading_instructions.md >}} + +{{< include includes/_cmdstanr.md >}} +::: + +{{< include includes/_reporting_accuracy.md >}} + +{{< include includes/_general_info.md >}} +::: {.content-visible when-profile="public"} +This is the template for [assignment 8](assignment8.html). You can download the [qmd-file](https://avehtari.github.io/BDA_course_Aalto/assignments/template8.qmd) or copy the code from this rendered document after clicking on `</> Code` in the top right corner. + +**Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.** +::: +::: {.callout-warning collapse=false} +## Setup + +The following loads several needed packages: + +```{r} +#| label: imports +library(bayesplot) +library(cmdstanr) +library(dplyr) +library(ggplot2) +library(ggdist) # for stat_dotsinterval +library(posterior) +library(brms) +# Globally specfiy cmdstan backend for brms +options(brms.backend="cmdstanr") +# Tell brms to cache results if possible +options(brms.file_refit="on_change") + +# Set more readable themes with bigger font for plotting packages +ggplot2::theme_set(theme_minimal(base_size = 14)) +bayesplot::bayesplot_theme_set(theme_minimal(base_size = 14)) +``` +::: + + +# A hierarchical model for chicken weight time series + +## Exploratory data analysis + +In the first part of this assignment, you will explore the dataset `ChickWeight`. In particular, you will see what information is recorded in the dataset, and how you can use visualisation to learn more about the dataset. More information can be found on the corresponding page of the [R documentation](https://www.rdocumentation.org/packages/datasets/versions/3.6.2/topics/ChickWeight). + +```{r} +head(ChickWeight, 10) +``` + +:::{.callout-warning icon=false title="Subtask 2.a)"} +Create a histogram to explore the range of chicken weights. +Describe what you see in the plot. What is the qualitative range of the data? +::: + +:::{.content-visible when-profile="public"} +```{r} +# Useful functions: ggplot, aes(x=...), geom_histogram + +### {.content-hidden when-profile="public"} +ggplot(data = ChickWeight, aes(x=ChickWeight$weight)) + + geom_histogram() +### + +``` +::: + +:::{.callout-note icon=false title="Rubric"} +* Does the plot look correct and is it readable? +* Has it been stated that the data takes on only values which are ? +::: + +:::{.callout-warning icon=false title="Subtask 2.b"} +Plot the weight of each chicken over time in a line plot. Add colours based on the diet. +Describe what you see in the plot. +::: +:::{.content-visible when-profile="public"} +```{r} +# Useful functions: ggplot, aes(x=...,y=...,group=...,color=...), geom_line + +### {.content-hidden when-profile="public"} +ggplot(data = ChickWeight, aes(x=Time, y=weight, group = Chick, color=Diet)) + + geom_line() +### + +``` +::: +:::{.callout-note icon=false title="Rubric"} +* Does the plot look correct and is it readable? +::: + +## Linear regression + +In this section, you will build a model that predicts the weight of a +chicken over time and depending on the diet. After sampling from the posteriors, you +will use posterior predictive checks to see how well the predictions +match the observations. Then you will adjust the model by adding more +complexity, and check again. + +::: {.callout-warning icon=false title="Subtask 2.c"} +Using `brms`, implement a pooled linear regression with a normal +model and `weight` as the predicted +variable using `Diet` and `Time` as predictors. Try to use weakly informative priors. +::: +::: {.callout-tip collapse=false} +For the prior on `Time`, consider how much the weight of a chicken (in grams) could possibly +change each day. For the priors on the effects of different diets, +consider how much average weight difference would be possible between +diets. + +Note that as `Diet` is a categorical variable, the priors need to be +specified for each category (apart from `Diet1` which is taken to be +the baseline). +::: + +:::{.content-visible when-profile="public"} +In `brms`, a regression can be specified as below, see also [below (#m)](#m) or [the last template](template7.html#b-1). Fill in the appropriate variables, +data, and likelihood family. Specify the priors, then run the model (by removing `#| eval: false` below). + +```{r} +#| eval: false +priors <- c( + prior(normal(0, <value>), coef = "Time"), + prior(normal(0, <value>), coef = "Diet2"), + prior(normal(0, <value>), coef = "Diet3"), + prior(normal(0, <value>), coef = "Diet4") +) + +f1 <- brms::brm( + # This specifies the formula + <OUTCOME> ~ 1 + <PREDICTOR> + <PREDICTOR>, + # This specifies the dataset + data = <data>, + # This specifies the observation model family + family = <observation_family>, + # This passes the priors specified above to brms + prior = priors, + # This causes brms to cache the results + file = "additional_files/assignment8/f1" +) + +### {.content-hidden when-profile="public"} +priors <- c( + prior(normal(0, 10), coef = "Time"), + prior(normal(0, 50), coef = "Diet2"), + prior(normal(0, 50), coef = "Diet3"), + prior(normal(0, 50), coef = "Diet4") +) + +f1 <- brms::brm( + weight ~ 1 + Diet + Time, + data = ChickWeight, + family = "gaussian", + prior = priors +) +### + +``` +::: + +:::{.callout-note icon=false title="Rubric"} +* Is the brms-formula ? +* Is the family ? +* Are the prior standard deviations reasonable, e.g. around ? +::: + + +Next, you can use the `bayesplot` package to check the posterior +predictions in relation to the observed data using the [`pp_check` function](https://mc-stan.org/bayesplot/reference/pp_check.html). +The function plots the $y$ values, which are the observed data, +and the $y_\text{rep}$ values, which are replicated data sets from the +posterior predictive distribution. + +:::{.callout-warning icon=false title="Subtask 2.d"} +Perform the posterior predictive check with the default arguments. +What do you observe? Based on the plot, do the posterior predictions +encapsulate the main features of the observed data? Point out any +major differences between the predictions and the observed data. +Answer the following questions: + +* Are there qualitative differences between the observed data and the predicted data? +* Do the observed data seem quantitatively similar? +::: +:::{.content-visible when-profile="public"} +```{r} +# Useful functions: brms::pp_check + +### {.content-hidden when-profile="public"} +brms::pp_check(f1, plotfun="hist") +### + +``` +::: +:::{.callout-note icon=false title="Rubric"} +* Does the plot look correct and is it readable? +* Has it been recognized that the predicted data include ? +* Has it been recognized that the observed and predicted data ? +::: + +The default density plot is not always informative, but `bayesplot` +has different settings that can be used to create plots more +appropriate for specific data. + +:::{.callout-warning icon=false title="Subtask 2.e"} +Create another plot with grouping to the PPC plot using the arguments +`type = "intervals_grouped"` and `group = "Diet"`. +What do you observe? Point out any major differences +between the predictions and the observed data. +Based on your visualisations, how could the model be improved? +::: +:::{.content-visible when-profile="public"} +```{r} +# Useful functions: brms::pp_check(..., type = ..., group=...) + +### {.content-hidden when-profile="public"} +brms::pp_check(..., type = "intervals_grouped", group="Diet") +### + +``` +::: +:::{.callout-note icon=false title="Rubric"} +* Does the plot look correct and is it readable? +* Is there at least one reasonable way to improve the model, e.g. ? +::: + +## Log-normal linear regression + +Based on the identified issues from the posterior predictive check, +the model can be improved. It is advisable to change only one or a few +things about a model at once. At this stage, focus on changing the +observation model family to better account for the observed data. + +One option is to use the lognormal observation model, which only allows +positive values. In `brms` you can change the observation model family +to this by setting the argument `family = "lognormal"`. +Note that when using the log-normal observation model, the regression +coefficients represent the change in the log weight of a chicken. The +priors have been adjusted accordingly in the template. + +::: {.callout-warning icon=false title="Subtask 2.f"} +Adjust the model, sample from the posterior and create the same two posterior predictive +check plots. Comment on your observations. Does the new model better +capture some aspects of the data? +::: +::: {.callout-tip collapse=false} +::: +:::{.content-visible when-profile="public"} +```{r} +log_priors <- c( + prior(normal(0, log(3)), coef = "Time"), + prior(normal(0, log(5)), coef = "Diet2"), + prior(normal(0, log(5)), coef = "Diet3"), + prior(normal(0, log(5)), coef = "Diet4") +) + +### {.content-hidden when-profile="public"} +f2 <- brm( + weight ~ Diet + Time, + data = ChickWeight, + family = "lognormal", + prior = priors +) + +# criticism with ppc density (not grouped) +brms::pp_check(f2) + +# information for each chicken +brms::pp_check(f2, type = "intervals_grouped", group = "Diet") + +### + +``` +::: +:::{.callout-note icon=false title="Rubric"} +* Do the plots look correct and are they readable? +* Has it been recognized that the fit to data is ? +::: + +## Hierarchical log-normal linear regression + +The model can further be improved by directly considering potential +differences in growth rate for individual chicken. Some chickens may +innately grow faster than others, and this difference can be included +by including both population and group level effects in to the model. + +To include a group effect in `brms`, the code `+ +(predictor|group)` can be added to the model formula. In this case, +the predictor is `Time` and the group is `Chick`. + +::: {.callout-warning icon=false title="Subtask 2.g"} +Create the same two plots as for the previous models. Comment on what +you see. Do the predictions seem to better capture the observed data? +Are there remaining discrepancies between the predictions and observed +data that could be addressed? + +### {.content-hidden when-profile="public"} +```{r} +priors <- c( + prior(normal(0, log(3)), coef = "Time"), + prior(normal(0, log(5)), coef = "Diet2"), + prior(normal(0, log(5)), coef = "Diet3"), + prior(normal(0, log(5)), coef = "Diet4") +) + +f3 <- brm( + weight ~ Diet + Time + (Time|Chick), + data = ChickWeight, + family = "lognormal", + prior = priors +) +``` +### + +::: + +:::{.callout-note icon=false title="Rubric"} +* Do the plots look correct and are they readable? +* Has it been recognized that the fit to data is ? +::: + +:::{.callout-warning icon=false title="Subtask 2.h"} +Have you encountered any convergence issues in the above models? Report and comment. +::: +:::{.callout-note icon=false title="Rubric"} +* Has there been a potentially brief discussion of the standard convergence criteria (Rhat, ESS, divergent transitions) for all models? +::: + +## Model comparison using the ELPD + +There are many ways of comparing models[^footnote1]. Commonly, we evaluate point predictions, such as the mean of the predictive distribution[^footnote2], or accuracy of the whole posterior predictive. Whether we prioritise point or density predictive accuracy may serve different purposes and lead to different outcomes for model choice [^footnote3]. It is common, however, to report predictive accuracy via log-scores and point-predictive accuracy via root-mean-squared-error based on the empirical average of the predictive distribution. To cross-validate both metrics on left out observations without need to sample from each leave-one-out posterior, we use Pareto-smoothed importance sampling as discussed in the course materials (see Lecture 8). + +We start comparing models based on the log-score. Use `loo::loo()` and `loo::loo_compare()` to quantify the differences in predictive performance. + +[^footnote1]: In principle, when comparing models based on accuracy in predictions or parameter estimation (if true parameter values are available to you, as e.g. in simulation studies), we want to use so called strictly proper scoring rules that will always indicate when a "better" model is better and the score reaches its uniquely defined best value at the "true" model, if it is also well defined. See [**Gneiting and Raftery, (2007)**](https://www.tandfonline.com/doi/abs/10.1198/016214506000001437) for an in depth treatment of this topic. + +[^footnote2]: NOT predictions based on the mean of the posterior parameters, but first generating the predictive distribution and then computing an average. + +[^footnote3]: For instance, a unimodal and bimodal predictive density may have the same expected value, but very different areas of high posterior density and therefore very different log-scores. + +:::{.callout-warning icon=false title="Subtask 2.i"} +Answer the following questions using `loo`/`loo_compare`: + +* Which model has the best predictive performance? +* Does the uncertainty influence the decision of which model is best? +::: +:::{.content-visible when-profile="public"} +```{r} +# Useful functions: loo, loo_compare + +### {.content-hidden when-profile="public"} +loo_f1 <- loo(f1) +loo_f1 +loo_f2 <- loo(f2) +loo_f2 +loo_f3 <- loo(f3) +loo_f3 + +loo_compare(loo_f1, loo_f2, loo_f3) + +### + +``` +::: +:::{.callout-note icon=false title="Rubric"} +* Do the results look correct and have they been presented in a readable way? They should be roughly [ + model: elpd_diff s e_diff + hierarchical_model: 0.0 0.0 + lognormal_model: -395.6 30.2 + normal_model: -642.0 31.8 +]{.content-hidden when-profile="public"}. +* Has it been recognized that the best model is ? +::: +:::{.callout-warning icon=false title="Subtask 2.j"} +Assess whether the approximation to the LOO-CV distributions are reliable. +Consult the $\hat{k}$ statistic which informs on the reliability of PSIS computation in PSIS-LOO. +Plot the $\hat{k}$ values for each model against the data point ID and discuss. +Are they as expected? +::: +:::{.callout-tip collapse=false} +For hierarchical models, it may be more important to think about how well the individual group is predicted and how many observations there are in a group compared to the number of parameters estimated. Also check out [CV-FAQ on high Pareto-$\hat{k}$ values](https://avehtari.github.io/modelselection/CV-FAQ.html#17_What_to_do_if_I_have_high_Pareto_(hat{k})%E2%80%99s). +::: +:::{.content-visible when-profile="public"} +```{r} +# Useful functions: plot(loo(...), label_points = TRUE) +### {.content-hidden when-profile="public"} +plot(loo(f1), label_points = TRUE) +plot(loo(f2), label_points = TRUE) +plot(loo(f3), label_points = TRUE) + +### + +``` +::: +:::{.callout-note icon=false title="Rubric"} +* Do the plots look correct and are they readable? +* Has it been explained why the $\hat{k}$ values are highest for the . +::: +:::{.callout-warning icon=false title="Subtask 2.k"} +Perform a PPC for the hierarchical model for + +* a few of the chickens with the highest $\hat{k}$ values and +* a few of the chickens with the lowest $\hat{k}$ values + +using the code in the template. What do you observe? +::: +:::{.callout-warning collapse=false} +## Creating a dummy example plot + +Creating a dummy fit just to be able to generate an example plot below. +Generate a similar plot for your hierarchical model. + +```{r} +#| output: false + +# The brms-formula (weights ~ ...) below is not one that you should be using in your models! +dummy_fit <- brms::brm( + weight ~ 1 + Time + Chick, + data = ChickWeight, + file="additional_files/assignment8/dummy_fit" +) +# Adjust the chicken_idxs variable to select appropriate chickens +chicken_idxs = c(1,3,11,43) +# Create this plot for your hierarchical model for selected chickens +brms::pp_check( + dummy_fit, type = "intervals_grouped", group = "Chick", + newdata=ChickWeight |> filter(Chick %in% chicken_idxs) +) +``` +::: +:::{.callout-note icon=false title="Rubric"} +* Does the plot look correct and is it readable? +* Has it been recognized that the chickens with high $\hat{k}$ values ? +::: + +## Model comparison using the RMSE + +:::{.callout-warning icon=false title="Subtask 2.l"} +Use the function in the template to compare the RMSE and the LOO-RMSE for the three models. +Explain the difference between the RMSE and the LOO-RMSE in 1--3 sentences. Is one generally lower than the other? Why? +::: +:::{.callout-warning collapse=false} +## `rmse` function implementation + +The below function takes a brms fit object and computes either the [root-mean-square error (RMSE)](https://en.wikipedia.org/wiki/Root-mean-square_deviation) or the PSIS-LOO-RMSE, i.e. the RMSE using LOO-CV estimated using PSIS-LOO. +```{r} +# Compute RMSE or LOO-RMSE +rmse <- function(fit, use_loo=FALSE){ + mean_y_pred <- if(use_loo){ + brms::loo_predict(fit) + }else{ + colMeans(brms::posterior_predict(fit)) + } + sqrt(mean( + (mean_y_pred - brms::get_y(fit))^2 + )) +} + + + +``` +::: +:::{.callout-note icon=false title="Rubric"} +* Do the results look correct and have they been presented in a readable way? They should be roughly: [ + model rmse loo_rmse + 1 normal 35.88809 36.17574 + 2 log-normal 34.77978 35.06848 + 3 hierarchical 15.79850 19.85490 +]{.content-hidden when-profile="public"}. +* Has it been recognized that the RMSE is ? +::: + +{{< include includes/_overall_quality.md >}} diff --git a/assignments2023/template8_files/figure-html/unnamed-chunk-11-1.png b/assignments2023/template8_files/figure-html/unnamed-chunk-11-1.png new file mode 100644 index 0000000000000000000000000000000000000000..ebe4d2ec3cedbb736c967ffa480e0140ed56d401 GIT binary patch literal 118327 zcmeFZWmJ`K_b$2=13?7@L_k19L0Y7w5s@xQX+^rbO930{PNiEq79r9t-6h@Kb>_qS z|L?QEoc-a9{pFmopE2Iwi;K0MbwBq#<C@pJCZFYGL~me`V4+Z`8{%TZ@+j10K@<w( zH|9ln#pROlclf_+mSU<lC=}U8<bN0ZW;XOtsCy`J;b)4D(aWO-8U%Ag4I5EoE_j64 zKQAg1<bHh^`sx;gpGd;zho2c|{S70<*{JKc@!8>3e7^>B2A18x0XeEqSU+Ej5`>Jk z{8`=7=@@K{xGe1L^KN`^t3147ZYaXUo=f(4t##yWVyEFHSOf}{I`%E2?85nv>yDQk z&wn8BMByMmcwWSvIRBL#>LTy?Z?FVCuOdGPUcg*Gf8i180{Qt5m+$??Kz@iv{hyos z|9MZy*CuN|is-%8*H=!FiP>El?g(d@TA!@Z8?=7;vNM*?MZZ0IFhSH$#FvEY>C^Ct zh|;n$XBQV7a$d*Pk<t{|I3_pj?qunpLaT$#ndV{57YB0!XS6GWZEezJ_8b4|x(a1v zWIillC8ZK;OSC=3LZuc;AqFbg_VU%M{rOI~HTer+VFvXghI{uW#?MZRb8;+l>qva{ zd()NTTsOsqgx;GfStHkGTNLNs>L`!LsjIg3ICItUlc!JjjhtE6SK}GR-H%o(T=s04 zU3QnbZ0G;dEvH<Wpt|hYj2O6L==%ElO)~Dge9i@L8@}f$m6n!1|9F$nas9Pwk<HFx z?~msnWul*MG*Ec3aWHihzP&O=MqqGqxI@IG;s4#ABkmRjElTmqspdsgs_@|8V9kdc zEv>D=zJ7ODetxr3o12UCh~+R-I~aPrz6vfwhhYG2HZwUfF)=gqkW5@s@~fX8GXq1g z(pZ&;M^oTK3fJ{_=DKkIqurIDkcg<LqoX5E!@s|4Yaj6QpC0Zk`H}Ml_GYRT8n=eC zR5<TA|5UzFj>ejtot<4<%W*L>FfiCBzgH6m%drOU6m;5N>bF?x%gU?%^XJbf+M()X zcbL;+Ecknlda(@2L>PnWeV3_k#H{>>^9kH`i}NC1zI?G?8DckRkDi}5G@4P-cH2q( zJoFo#fy-RE|L-evrQ!a`PXbq3lqX%o!)=r&)>~s^ZqtEZ;~r<DBO@Bz?mLT0qX#Rs zwY62JhmvLX%LBQRp$q}_MwH&4KR1E(_}%5Y&(q<tJ^%6qdsFhw#3+OvMREu_@$U}~ z4sH-X5$3o<M3kcb*O0ACDM7@S&PairoP4c(>$`1Ye7vB&bCvCtv6xmLY@#v8Dc{?S zY6C+<WhEsA7US-x#|MY~i%axJ`IUM3`9zFr+pu8!wXuq4URPj)zJLEdHa6BFaCTfg z?oLWUaW>$lXJFv5H|n5?wzmT-vbSFyt2i1eH0d=i#Qm2PrWIJU(W{~@KK{tXQ#*`F zvtVkjJtm6VE<GnF$IHtrDoR~W?r$)y0&Fe$@MpEGv3!G$rJSnOwKeTxb4?o?8&1yR zP)2o`@W*e!F2J(<Muot0;1pq3d->fC*^GM{hlYk48Vr7WUQkGpIoavg*7LX~^eLzE zP-3{;w5;&O*V{%7Ngg<|+o+<%#6$}B{mFy5IE%i_2v|T!NJvV`oaY6M%7fXc%*@ON za<SYp+lBjPf;^&LyZ&H8>Q(M;^z<3}ZIQlrxvb#@x{!2NmjJp3&P`!3+zD~3Yka8q ze+T>fjUw{$@&(vjTwHldhg9-jS8fEJ+>LJw)zh6AU6`JksW>}5f-|mQV$(M;NJ&gI zr1({A)SYZ?svwdi?{>6Oe0Dr15EK-YG_`Pkfsu`X*IfmJ?o+pLJ3W}Arlzhlp9Tw< zYVfP_IIA?D?n#4Zju|Sknwo8kiYs_nsCLpRO5t`e6V{dL`mgpgK8?)rcDF1gC1sr3 zZbV3kQtsL)d~(>L%I#oNZ{anp7%p4eZ8$PMUS9sw{VBL(Xu+N@DX05p6AcRsOIP&( za=oIgZ4RM7IX>n;Ua!f0+rYnI#fJx9Hxs7qzSFBhOibLh;Q|2!?XWgc?KSSUHwuo+ z|K`snDyoE(5fx+O#l`?Cu-u=drS9OIOZ~-W!?R0EXx*m3O1Gm>mnqpZU-0g`kRjzZ zwq@;x1_lg?BH2x-)py`Xaqd3-TV4HQK$_jS#}K|{X0`S=y1TifgM!<3{vF2EFPcZN zEf5m|s6_c^w8mVw+Gbk9!n6|P(<)C7mtaxm1HYbmtQ46I*MB2U5Lk=H{rCGF2G|tX zn9I*l{{0DzK~?9NpFe-DRUWnX^b`!dN4&KLN1*2{Kfrl?qPoDSTPBwGpj%cz_0_A! zzRIIj^tkJm^umf}skPoniB-dQGW9}ZrG=20(6BI0{nqdp9*0o*E!Yh4AZjvh+tdN( zq~#vtoz#~Ji3^&Gi@g~bSFZ1$9<6D6oa|Ve9xqhkp#=31U_ckU8=VrIk&$6vT~kxj z*~!AlC|yi<|Nc+aeElFAS#ow`MTkdnrv-_@?;KLt-`0N%>_RJxh}6ppoNTk9Ulp5= zzU@Z0*ZYz-z%d&By|?gMS9f}UW9qB)nwrP)#>cb;{9_)<Cr>t8BUqFA88k{P|9D?> zcX#iqCZtyun|sPI3I}9nYO0*AK}$9Qn}^&ESuh5Mw#y1Tr7*aGL2Edr_dtP>g1mfS zcCy)U5ufumu8=J(>|0bX*0pQ2d=*QkBPF>iIa;u0_n#}0W`lVz4nJneW+|UdQJi63 zzYc+I3g7I&s4@WSOzZ+m9*MS>(at-IYgK1VWLB1z{;}6QCVhx>FEFsMSXIBjjD4Ho zS8?&)-k!y9ky#Xn*$|vbo}T1r+L1NnDX?8X3XkKL9P=|Xz4->RD?>aEtGqKz-nfwI zK5r)#7Vd<zygfcSA-j7Qj2==}fk6kkQFWQ!QsM=zgwFEqF3CLfwUN=$qn#xKV`Jz2 z^+~YkYm^e7_YNT%7Ggu}gYV2ODynqc&{0$jE&#{P(kQj={Q06R0DOdV+*P57mYF%n zAkM9Cd|ZHoV;6ET9v)s-VTN)R37esurR6X4X-EP7x5J~NWTQB;3_4<WcXuHraYLL( zR&tfcVys+6%c*W)phUY0aTR=_XkI7zNDf#_h2`X*JPLFlq*UFx-L}@&_g-E+_REGA z78H1R8(SR$L<9u$eILBNw^v8i&+Z32=}K~tmF<X+zvtp|1d-x}h=_y<*kGn=KBVNA zyKVe4obtI4#sp<BP`{^m9oGeS<NVH!s?NHZ6*77u)u{vg(5r)d9uoSHhGuE}fi?p; zv~rf3bPV?nc#w~ePu*^^2e!GQqT<ZTYOeF%D&z1n#H@Jb3_FTWb&HCmDiakIl?9PR zJQd8z`T0kh83OF1fK2qvq+khZf0Lz27ls(siyDjmLh#SbWLQxPkzj|waY9|lSsb?6 zG(0?P0nV$IZ@VC`+6Ld5bor2nghj_Y8{bz%K~a&-W!F?yT2Rn4`yM^Lq&;!n7ead7 zxOzZddg@PIb~6hE4?P_yYojbG(>fIn!+v%e>T*V_tE;aK7t5+y?k=mcva%Yrq1P%i zsuBWiS4ULmBOpOZBz5(|Hi;BrQ`SN#X>lij02O>fbs5D=3#oQuV;iG9C`jSs8S<{c zRWCm4=})F!pFe+wm_lDv@<2M0Z7@&otGk8Yjdemax=XXdS*a+7Rv~#l44hI%c~|&? z`&7Me@-0TSg1_T+{n{RkqwiBvQf#x9RjzPyavBMBJMRt}=t=W){60GxKkHk2@aU1) zZuO$Fp1yu_mp*uaoq)Yq1!A;r5Nc%5i{P|*N?(bX`^JUh_}$dRm&dEL%XSwqjv*-P znYG69se4cjwY1o&6`N;iE8IFk2>|M7*roLj=d{ow_WLPRiN^?!rg(*%>MH7yUr$fZ zuQR)qp~B;1*OTUIud90t-J%@xi;HD$N4vj%{enc%m!)3J;8O0iH49N~wmnAuyZMbG zp24g&eSQ79G09_yZUUY9dLn-0S%Lm-_)Oj<jvGHu(=1|^mzTjD#YK~)B7S<T{f_3c ziA|+fS0841TR-pDvg#Dt?&xv6Z#CH6&VRDqtz+<Te?Gxa7k}XlVC2wc92}fMb%4%X zuKVlS?guZN)BZr*zyI*c^*eHX81$qkEj<l>6gk?vn=Q<e9-@y~S-XR|UurCTIr&a4 z8@s%^%0%Y0JaUPfa1%*6ID1IU4e;~p0AQohHRO4IAvggdDEKGhbak+;TICQBY68dd zURS?|l(R_Abt-)Q7mw=W)vhE-IQ5+twIWmEJ9iN1PP16`z_{>mbEc*9{DM3h5D)-A zCiQ&u@eyCEy)AT|f?uO5)1*Heq6(+^$fLKU{QUg&^>xvA9?cNp57I!<z~Q()p+g@9 zKp<Ty16HtD)n8v<KR&MQtYQx+=sOws{s5)-`qtLcaIwXBrJKvnqMn6?cKuu0k6Uvc zlG@1m43KhO#K6!iP78}FE_OiMuWUDDWoCZ3PMoLTMlvckxc7>391|74iBzv4dX4^+ zup~Qsdw0{MV&vL`XqD;~;qQ-2LgEaF0?LGz>@k&$URM29OdK4K$a*>p2P-S9JhBkQ zL2!kX>%352z;+<P*Lqsa*w}b*JoU`$1sMC+EK>;CgBazfS^a8t$<A4|wZf{T5BYMm zFeg`57=6D&9PDCbRx3!AjpKju;>F=wne_~y4wX;_RUKnvk~?>v!UJ1P)rV~3R;N(L z{F26;Tv$+@MEldu<g~Q3NFK`fsngOel3qY5-eURzwaEh)7Z(bOIB>hWJocsl9Q4H3 z4j22fcyww%0Wch`bW`W3F2Vix#|PWV$%(Mjv~G=wi%az|PpiWDp%RC2&%F3iFob1g zfWVMU0kd$ZIu{ofu8gAhz~q|;5|fgWAPnfS9lQe2))kiIsv*RD3((zssMq`V-zfx` z&<kqGzkaQ6FLc9>8IF`}oSq!D^ja9{%Gzdt5BRJJB?n8A>c%NOd-g21%6vW})#4IL zP8=u$&&@~nx1D`Of?{K#Cg_FS+?dQnPl1j7b#L6mqdAzi>sg_i8#rjnxTD^(jJ-hq z>9hy8?AEbUh{VqERtE)-y%eX;n>QQa1{NbFEF2shR8&)tkua{_WLQ`U4GrxIgQw1$ zYg%Y*Z%}?Z7-6}vvT=Cp)~!V5mF49`W-t~K$X<AOEDoz9kS~KbH<FW*pum_0i=Qzr z70wgC6gwaJX_I!Q4`+}fHX-3HElpPv-8ymrS0I%9ju-iUci}<juQxRfv7|k5H!GH_ zyMCi>tgHem8D<W*!o$O#m@AC`tNWVNq2gd~UunD01xOUC*3nE=Rx|q$A9~u8mirRU zY;J=&am*AD7Z+N<)WbGc8r?+#DpXp=$IpUf`MDfcHH3uzfd7KYHR|MqGSksT3V66X zp_yWr6?)@>EB}PRN0dXX{)xQ2hM2n!9+>+Tr5vpaw$A`?_;-~pPmVQq1$8Dyo6IGl zu&~XYdu(HE4UkW@-fS^QdXLZQUoC*_7UOM-?BworCHlceh>1Hb=40imhq{ikIgli~ z!stSbJ7W3jl(nkdH4meFaDPIqOfoH%iQ&elmKp%CA}`++=W)vAw5hAmeHO7N%DtfJ zV>p<Xw5{jrT5c+IDGMCeAz;2YL#5Q<2jqX}-2CpDxj7_Ramz1bOn+5!Le?*Yxa*bP z1W}y9M#QvOStZju+S)?e-ddQL&_^X?94^a*25)X{?O3D}2?50W6}%Kju>{W46?Q1= zDJd=8+g`23U}0ea!E~V!P5>JlTTc%V)?bRuS73^HX=_L|po6gjg*$^uGK7~QpMEVD zv-sK%H%Jrpl9QA9Ty_Ec%uF{y$&#nur`L>^uDACswRaJs<x<!Qz%hddfSX#}Sbani zXm`2a!$Xau9b~yTTUk4Tt)d|O2KSf|yP#0P?}0;moH`flBEzAlCM+xr=K?i!l5&P# z9n?2SB7}&*IQ)K@X>~E5=OpDTvt}98H3A{u8C3Ih$I6}bMqcMa{g%iKU|MB?%>_!u z?i5+(6LQnh>&KArMoC!pzpY-FfY=0iqifDz=@t(U&tSq7vqs5d{nk4Rd<Vvb&b!Nl zd9NVY(vRk!Korl{{s)+<qrJUvJj|4OS3cR2NJv*#mv<p||KOmBe6h%MFb^WEgs9N- z=YVq=$%r{j2ZC0`i~$8h$<>uH(x0WyY0}4F<eQOUlIwSkLD|QZs*bKf6btpY;q5dE zbw%&Z8y1h#V`5f)v8x?%0s^-4at;oAP;ELnJFC5V_29t+4e&x>j`E75qM|w?SW|{p zvmxJVme~fJTv~^8n4?`)30Vpf1C4BKx$A-TAm^)0sB<Kk&8y&F0M%)vBd2F)?IDD$ z3>P=l*Ef&d=Q-nYJKTOK89ILpjjID#Vsdg4pe8*X9k=_j<3nluR14S(fY^cjVeVVA zZSZTTXN`x8Rtin}Z<6yqa;YuD)q#C4!|#V*KoRC|-U~1Z?!;r%l?Wv}HxCamDS%+z zT0$9VWTO4e-_(A>>k7*gtz8?h65!=62TB1Jot>Sn#~Zpg=3=ou-&qz01O{{Y`k!R! zDCh0@Hzp>e<m8o*rxsLA3=HO=kP5MydUyb^!eI?qBm!Ln1Bb;P+7opQI91hM?ReoA zu2gD-n*kS5(_dnq-$9{hPX>D=BYi3vfR%}LSuNc>F)#tRo|gsqRY@72kWk49?UIR< z<#&0k?d(F#b>X*Ng+O$470x{6G}qUMYK~^K5uD&Sk@Nro6bI9g+BBB0<^dixih%f^ z`5KU(Y)`#OP6f4_3naV+S)T5>g@uTK0LszEjGRg}(;29^HS3vQWGv5>`F{Hbd#kWa zqkL=d21!v-k>BXos;Vl9q(JjT2GNb+aj`)GdDQQqf47`bo<E35Nuk=2woh7p3tSeM zJ==o^iIHpOP?7qLh7}eTF5lm!dGh9uH)O03`HAIaUYl8|g-;SmLx4VQrxX16v2NaE z(xU=|-4o|u^+XDwA+S7p<%F(KwB~7Fx=TjJX*TqLXIveNhX;)S@mMG2m!f50gFsM* zCRu|cz!5t~y7`jxl|d1bMBwP;1SFV6-r!O5KiVoh#+u^|l%Uyjgbci3W3zRGlw*0M zRKY{U)(sd7ge^*v4Ab&Bv3s#>4#2>qFVkq?*PC3EnCR#t^U*^#1$$CrV(=pw4wFb3 za8>Z8owfQn4zozxSq=q-Zdemgbu|Me;U3q4eVqLJ<M|bI&jCEzP=!lzT%0y7yWLVB zl;JawsaxCH^fJJ9tYD8J(}q<Ny?s0NGC?GU&qevnd<Bn6q>(9|nd0izk6u@CkRm=w zqi}U@4uMZ8(N~{gzA-jF1P00;TzH`H<Y-U8>Yp$?esl3g%CU%Wom(Q<)apBU(g<K1 z-~u2F)^l=vum$MO$jAtY5CFe7Z{A#8T|GTLefREN%|{&OBd?M4rd4Vvy39vPfGb-W z$faUnVBqH;8yOkt?%o1M3eLqDTu_g-Nq`n=HrO>ANbN`orl{Bh2!3>Q6yP2LfF>qh zLk$LXa%oA)11QSI0%MSCWqv-Dl!cR1J5RSMQ9Q`~a3O_C^gB>U{k64;Kr{gWi(+~E zAtEB8-jnqs!ZA<$e)nIL4Pbfrw|``$F}T_4Dmfsn*S|esvw{P^xVgCj{enwKSP1kk zP?AUzX=-XxRaJ!?0L3d*I@hjWj|PsG_A^rdlX9AC0Iv!_5&zb$%&hZ&e;-$cgQ+@P z%<%X3myY5fdun+PY=ed6WkP33Sy>TKkAOTOMLud!-OwpTqY<DF_fkjO0}o*eJ_TFD zV>|!Y{dhlxw}LtLkQ9$_58T}L+x3HSedwgzgDn!UTMS;E0j#X$vQh{nb?8!8QcDD@ zfh{v6kwf5e6yFG-P&HH6p+8gD4jlJ=x7~0*Kflw_9sqBE@Pof2d?Ie!1(fG4B*CWI zg)(W9kdtS-q*WwpbL6OtiHRvIhpr~Y#Ap(y7(fpv#9MqB`a*WGPP4=dEwGzAtD{F? zpm0BNadA;VKiw%E0BMrgAtBtpefxtMJ_>b=(+(wv+)_C(g2;wKL1;?_AvUS?-x!<( z4*&k|ds)aDtgeuwJk=VSnihb)dC2!piW*3HV3d@Vl|x1eQK&~`K$m$ArGoE6!K0n8 zFa7%U>)gw*vtY7^Cwt?7+l(N`PwYZ}iXSQK1kJ)?V%(0ZdW;JJtp!m_!`ckY%rtwm zCM`%gOyT+dR+vH*hhie*7X`|562VDu$)OND4cGr^X2D(nv_-D}&o}r?;!8?OWcd#s zJbajx4xk+_#XA>WZxjHq0gzz^{M~=Q96m%i0n8K^pcw%H0a8*@VCLiF<00n*=M?PX z1>ht4sg(}U`#`Ueup6^kPW<MwnN>VUvj~xR=<OIeg|u@~ik!(xqn?wQS{2-YZ8$kq zj-Jra%$*a}(XT394}d_fC@+sSG)YTK%c(jo+h%YO5fRbQ7=c*su|N3{UUTkB6ek?y zL+%!DpTT&+9de37vQ(!bo6sj%5mdzxfLDhKmjIrJF>9|vz2N9r0@gmr`4qwj#0hLl zDQW4Wy|uNar6{Pa4!0NP=jW%Vr=eBTTT}D)Z~U_myYmzFR7+OAv=2lGl)t_rZ*_F? zfRH27a(u>938VmU4y%Ltb5IljLQ*d<d`Zk%qEm-u=DfGNJ9eI#;_NlDlz}*KoNbK& z<OwWmf3~KLrDf_js`K6G;VAq^z7N@v`r*TClw;0IjGE3wLa$U+v$U(mYHFTi=E6aI z#Gwea@&W>}iwPm5!p3}X0XJDx?DT!Yqw>ZD$_W~U*{RQw4MFu-7vBF3=cI}xGH!qZ zgLIJUp#H_A#KOjgET>g}Lqt>*n-ZdGnZsIkm9oQ(>#J9<N?ooX9~VrYy}A!J(Gtdt zO$n4FaLJk{?;+u=`~fh~ocGLEBtbdD2N!l2s0vq4C@F`0VCOb>t|K4!lxo9SfBEv| zkPj3*gz5;lM^8^r>CG`G5E>BhGGD*V8y9k9nXe?7fV&3zFEB^eZ2$RWWhBK!VHg^l zGLp?m-t^t)&*E^bKDZFTAlJ~ga6A_hD!|Su-;^*mPPgp^Yfu4l+S}6VbnvP$3iTf? zfEB=KsnX&9ev%HM9Q5~!fu%XS3>_UEHWFzGi7!9`zb%I9Ynomqn?bE$9_-1uFLMwY zD6X!qPo6x1bwh9;YicrrGER0|gBy7)l*G#|3|9#J_Rkzl%J?-6`w0d5fHDBSe`hfx zhnj{4&iGXsv?JCa^h0lhS*6NDQcUbARC!!uj?mAe6n^t&Qi0?AW~uzf?w<Xcgcfh! zyp;DfR~p1PhR2!fh|^w9hgFpW76z`z-pa};P-Z4sHm=fUuHCu{>c|yn;k9?O{ogk! zE-2_>N>xk`G{(ZhD!@+ic1?q<>qo{@l$zSu)wQ`&JPtqv3REa2oS_9kr0r_8Io$*c z6crI62g2Uy$uSg<j0_9~tYZQJ08~<vlewQh4R+~AzQl7edG@L!Fr_O(wD>&>%FvwU zv-bkzjr5nke)$6RR(mYpaG9OSN=Ze98>E~oH%PW;qb!(!Dg%Z93b20u_m!?lw+E^e z>vEQR_wKQ?EA6#hhP%u0F^)J`%^v>MQDGz-pW1QHvSr5p+7owX?|zbI;t<HHX~uZ9 z*kpSKJ0`~T3)e}}(eaAj$Amu?4{xWjGxEh4Y@6%|%_WD}p*-L89;?nn@3a6LP|c$> zk>cjT!Gl~<gnleEScZ_4A-N_GZI(j&`XlI60PAzqq>fmLu@9-=lV<tQz>x8?jB$a} z9gSr#Hf)6;m$bo*?;;L|`~BhGY(^0xRLR*~yT=YkH#N$lLQ>=j(`4%(eA99^T#S4h z(#`+ckp1j>Ip7HUABhZEoreGZ{qx3!YAe6E*kkz$6qxavj<XR4Ul<>Aa;`zZfHUef z-T|*C;WR&<)<l#b?Bl*4iG@Dh$k|)z{-aRT+}<oz%&XUyEAVsepvP|HSmdnehNd}< zzRbzNz&lBYkIX|J8(S}vsn59ROAXKJLPQf{Od0xQ*M?JGxM8yf#Y`60Gx3yf8rq)q z-S}|z_L-uQ;4|Y>V#iVOO|T|HbxWYtmX}S9^cK3hPPcgC&}bKN_A(_vEqWG!D^RIQ z=DZR_LYEv%d#!#2p2QU%c(k*N)TNjnEq#diyb)V`wb*R_zPI7Be(??k21(g~$hhRF z_3novDW$|y`?VL8wUrK6aZHE*{%IA)WMTVlGWJQ3vX+@fCw&_A?u!z56QEH5mOi*Y ze*7p~W-RnLb6@!r|IDj7uNsWVkO)lZ72+Ha1maTFVMXzwawcpJflqvWzmcFr?TMHB z@;SY6`A!y{`VY{p?Omq2G!~TJOusGoZBE>c?fdn~W6GDr#`$+5LTTo1MzONR{{xDl z1fq-&F2G^}A?V0vX;r8dNu2j^<j><J@Zou;W&n$ad@QO?iUw%^K~3&4-H1o&?dA0x z`q#0^ph7~$CznM<E6Jtq+7_{JGBSpEk2*i_zB8cgu4C%&K}9J%&?Y(*#`DMg8l{MB zur`f_fl*&psp#vVTg<VS2@)ZrKss63-i&iUG=j`zu948$8p%%2!J&-FV$}6uG|esx zQjX?XNLW}3DTRQ0IaG(ZNHZ6@xl-cd0hLRD2G909&QjcTM<HkFnVV}xh$8m<D8&8> zS|r<E;MD1%Wjn`_ipRF|(s=dw%F)WPnNfs&a@hx_qP${G%OXOd5y`gpc9m<C*<-T3 zp_(rKr<0-iCsiY(dSkl_Rd>&}n%%ta-gu44?s1EU();Vz7NCfLNC*xIAtWH!Zl=$H zN{o_^&kg!RaD+mb(Dj1;T;muaDJkG|xfN@Or-0cDTR=7d6~T2(%*LjsgZ`@1oujp? ztCufB!#puL8FG6pv?|m&fXRm>b!QP50U<u68;><Ht?pA#3QN5Y2(Zj8ERP9y;$hh; z-YV8!9x@#*F!<*C%^P=t>#`80f%*Y!pynx0U_eG*?qkX3R(v7hamkqD?%bYb*OheE zev0g;)=tjj%92{EZ*+BkQDM+YW?`-ieS+pVL~aQ4JTx>0AROsZs;sPp63f!gj`66^ z)y+*dmX`~ftAGFg4Gs>57K=nbFfwpbOHfH<hWEirJtM_ju8eiH>TXDmiaHn>Tj<3` zq^Ma<Z;qIGm|<4j9;iKOGZ@CC+*Euagy}+m5R$cf7L&|RQzeHPpdk0idw;**#*DPg zG_o@%q1eS)rh1mOf9}-TeDFsq#|;hYJ)<{`2^e(G&91?6L2-cwIt4Pb0C1cj41f$C z$zjF~wQf@o4Mb^yg+2iD4iMm>05=7w#>>k~OWV}d)z#gd5A+lu24y%c`YBx4Vo#DO z9~o&hTh^3%M^j36f_-g!*K$ntsfbW{{>C;e|KzQp$y+KaBK4L`UM1yNiQV0ABWK@A z22?RA3sROyONU~@dBE+YFeeSoHdg)ZZ|hTAWb?4Qv_$kf7f(Fk4bHxO*^yEhN{K>+ zzK|DCfI$MLy$lBqRU|YnOkWfr7Td$LLV_+b(P-8C)qPmx>d?K=%G+Cbb%EcGY>8WK zT)bJTsW~VlNq6oVWoD~1Sr(%=F30U;;?m0shXsF=9b%d))LV}o3?-CLeMJ|fm!2vP zb)r7V(NpIlQ8k``<F>xta+VM7o<hD4t{oZjlYG9O-caFAjA;QgJjFH2$dZ;gF#|pG zMRSXX-X%f7s-<oiA%5qYzTbcIHWklCTsF{dL`p9<ud>dieYwSI<AV$7#|Jly7yfgV zYOT2$(gMA=;n}#&eoRy!o{)w|I1_yf<0IGL0DABBj5)<g(F=F(oJ;>ae+;TcG7fnd z^&S4*Nzu{E=!^YCD{m6nXZ1Ihi(;r+5)+Jv&+KMD<e1`*qXa@yPRU93x?sKaA|l|` zFOC$sVkpkafA$&j#+WUg>}l}DYy3w;sPuaFH;2%teh;qP)1Jcng(8>%>T)H^ay^+l zKZHKb;CmJ5t&pPmhLhizKb!pJbJT6U>4WQ({!>Ne%xT9xQdYBJ%>B%1z=jp)<J>T3 zWlT8Nd{jj)PM0_CWuHYQ(S-4FTM^9M`6P2Ct51TLS?SzjIUc<f6#RX#H3vc(y^dmJ z$J23qMO;gdj-$;y2-DcXCYXvsak{K~NPJ7vHVmkEDp&`!Rh$Ia(JkdGR!yqO)b)&u zJayEGGihIzvs(S!*Ihlsq6#vXXm|?t%FqL9`qQ^lzx0TR{9Ac;s_nNRe_0e$kqrtI zVMJN!DSx-h`3&tA)~?~<AFD8-(BD}Vu*BnaQs_`6nWQ`8QATCjf1nO$uW8D7RBXP! zv3^s_e3N#m%X(8_+|J!#KMUQY8rxoU>Z@_a5^skSSN4IMB;Fct!sOn6D!d-v5sd$x z;?8hoI}FqpmA#!poGu#)+Wk$R_BFnK8MN!x%lcv$=DXj@T?E)0>iW7;vZqWcPPFDn zdhW#_mBQmo7kT3qA>Wt2pOsTQ{=2q2LqLE<8Ewiyo;+8ZqDxkKw~BvzsJ%Fro#RP* z7Y7nW6|Z09m6O&y)CpEoXmymZ*D98^e-$1ng}I3*q&t1P{MYnrnP+bt;>rZ1t{bb4 zm&#?0;X1GQ7Sh<qRh`sX%n4k-`Pg;|ZiJ${aDhBEd1N{33z>(*)I!hl@wom?+uT9| zp<~x$V`F=F8=QuUwd+OsZ1_Uq5qJF7CaJu`e{IeeyD-6tqUI0^!IQ)jn39KsE|ja< zG;gVQw%xMb-mWxibCO@9)LI^riW;*MvD@TeXOU@Xsycl<y6%QNcdF$jM?sb@8?59^ zF6E9U{mByZvg+kyA)KpA95*y|>%hX2>qUe<z5jFH%l;aCAl};Y8ejaKt)jTEvQ26` z60$DzHlq`;FN{U|uct?Ol>%atRJ*xvelSL&py0!Q*LmZw7vr;rQG7R^oqWvFxR+bU zNugK1JH-N$fsUfw$E<0`i0*Lu=RXCR`Ui@3M1sD5h#duqXHAbX;^it{>(Y#NPkm8( zm8fOKcIee+@MKF7W0)hFHPfq_8&t!8KYx+E7M<VLQ~PwQK}9bEKpfKmA-O$03pHh1 zZ+o7{(iIBc@ygHWic=BT_=;sq#r>?>`-RC#DO=y%v(8Om1*4bX0=b-LBf4qn`CGRo zu2XH%HTmY7FX}!XFHMIWrBT<5fE}#{O}^7lN_K<IZuZZiBS9Zq#-=wauf^Rb70QuT zwPB!_)zf`2vYfd}ZE&(Z7t&^sP2p%E22iQ&iLZ#%(ZN7-LZ=X>BrCoG{!|dlHJZ1# zPCr!^>&VM`kzbdK0YdEZEBi+h33x%yhaua7CEL;ORY`?B4!6GG{)EQ>|Ljt>P~(Bk zs@Z?tGAL=)bU4*dkz92+6<2!MXYHoZ-Wy977y7N*ZzB$zF$XjIy+omR%StUXS4V1o zo)D>!``YK_z7nXgh`YVR*eYfJVVnfLybfzRQRlovK2ZDX>Lo>@=opN2^s;O3hrcH9 z)Xa7kTBg+}J<GckW+w|B^wJ|MIF)B3@Af|UkAVzUiR&(5mE~F8Ecy4t41EiJkQ+Xw zY~0J}j42G-EE`lm;VpFlg#1q-ujs_?xq334ya#&kC$7#o+UshOS!&E*14GaLa=dp! zpR{Fa@2tM|H2#3XQFMrs(e5AnyE^$gtBQk1n|&f<+=9P(zv}x~SmmAGoRE}B9^~L9 znwsN&ZKfs^)@^>~+wPAoJ(a^`DRsae+y}eD6Jp@Hljc@>(7JP!HmDipWV@M7#Ta!c z)e>a$v5lBSjy4NJ;`hUCLAzqg?MPf5Lr;}llQX;f9CZ9i>Nb9D7Tc^$3s}%PLwSWC zcgI0i<7}IsTQH?p4~fb7BHMIJh|M}Arz<ua2OaV1RU-J+7@oZ(Cd<!+V{RuN$$axR zzDsgn@h09GGxBKLJ>htU*;!L;o_jgt^wVu2sfF$*tSU;T?_xrTt3k1T=XXa#&Z+b2 z?0|V27$h4trF2nW{h!vR`uprWXZG^?d^DsB>FS?}g)o%@xcMKVbE8IkkJ5xb0ov>* zPdu|eUM!9B1IK_||9!EiAWWOji|nS{4dm-r212~w3l*X(lyW%()7T?hHfV)Dg{j=7 zHNx&c<LX1puyp7__(&DxB-cNl(x%~yF$??7Jp0cn3&mVq^KygUPgs&Bnn=jCc<rY> zCB61TZ?XR+1gtK-)}sbdUC{(mHx^~t5rM}cAOAyjr9=)>QP@uF7shQR6gLg#GWujz zrVPzq$`8H|hyl2HYWGCHeh8oCn$h4v`Y-j*&xuyY9av<F$tZ<op8df6H>KUdZkx-u zKIY$}6lBg!ve!G`KATM4a`Q#jDb>*9tCtm@N58w8UigC9PJLUxIIxeyHn;cKC6e+8 z9`7%whrvL^63#fuK#}a%!=zxlZTqv+nbmv_Zzdjs!ezN&^J73~<Es_%otUK93Y6Zv zt5pE>X=ZQcBT@IMntC};VvJ8jQ`C}7+nDui;TYr7YkotYS<fdAn%CqtHVt@c)SbCK z_|v=Je$`&<r_-r!^tf(FHm#oH6*gQ@$%xb8z6w=18wsU1AZ~(x0xa$lakq!IvsuAt z-%=$6XC9OKb<xj=c^dou_icx2w(l3tTDyMftyRiXQgxzBuoA$etaSac<<e2uee<x_ zM(tSM!D#Sv_$5kVva9qoq}Y_gR4Qoif@td1O>tMibfYU-<cV`5;?1UN4L<^JUQKQP z&$L8y$Df|snrbzUSE<T0db7mDpSgGYgfK}ZSt)CGJ}v<EzoBV5x}23*H{1b0>C)NW zk5YhNTs9|@J0CZ@mm%c%J+bz|b>E4mo0Icg{C*DU;*UQRm<0baEjN7(@pmuA7Z75X z(it}%tB1k<Jd-qM<(MpIcy!3#nnJFK$bDTw(v`;T%B)HO+=Hn&l`+>MU*EcMmCm#M zIl@AbDeyNJEHXJ4OPq7M@VR5IiH(iIlypjtNAa4@n*g;0yq6oaZv1DAw5-e}6)Im3 z&$x2NT5Bc`c6}{q^lu*OTL9reDg5k*b8qMT9%l@mQ1Fu~X1OVZ_=hk~x!-4_aV)=Q zBtQ{Y$iJPC<)IoGVMwtx);W9<M(dUs(n7ucsU*nuc+oAcn6vDE!b@N*R2QQZUmgke zQbDf)5QKkPM}g_+@0t9VNusGha7ME75v|2l)+`H2)}XUewvyPOHlGer_sXT?_H}iK zpnQ_jp#x6qlLpT|KG#KMr8z;n*NL6{xfj^Q{s-y<c22do0`3kN;R+(7g6sd)OpB+H z5~rs`XLWzEO%U}SvxdJfX+(I*(P3nGg!omMC=l<@HtI1xS&@_F+v!pGAOBJ5a842N z&5VxT9#`@L*p_UbrM|bh<9oEke4<1>JG;uy-xct&vvXr|@}b!m=f$*?*#GgLN|L^) z;Q`!<m-yawwQS~Hx}fgLv%+U(C1PeCd`%`GK<QnUD(1oSKYbnY#l88JMM(~n-T@*B zX^Z4?)fX>bY>yM5xO=x8h?VqJgxNyLv4q#&6l6@oyU$u2pN>XeYW{-4i4Pre+HD>_ z<F-6{siwq<;G5uU7sv$}cOFrxXLUZ%n^m-<f)@oNklqtq|BFTgvSBFHhhGbdJpqkT zhg0-8K3Tlmdy)!or~Ip9+?LQJ*{pDfc+;mCIPuEA*f`laIGjx*N+Uj}T|4u`gJ1RH z8BAR0!FrD2_VLQ0gs3t(7B<?-L!#;?S^1KZk_x;-aM0=}f~iob|Mk35k9=(VE<ky^ zyQb-7$gSh0!hPVe*q_EbofVDgCsQkpV#3RE)DQsWTmm37L%;5S+vL+}XpHvyaA~;c z!r=M$cp@5d&nlmBu>mr28#XXqWUKFqLdh^;@dD-&gt9vSv(d<W2XYadk8sJcFpawv zZ0IJYi)r?PFwmG9DFOuR20SJYJ5$viZgnG1C)lQ|)_VgUMlWv*Tj=fTZNd|`h9lpP zkhMx`w@>i;&$3x>U65WZ9aJZ+eE#UG{qCj0NG<~C6e1dz)Cw8lh7)HFkYU%?5SRt_ zm&OHhrOEO<-vPss1Hg`o-(6fBzE}0@m)yx7S&P-@h0cx7H%9NOIhHM4@%4VG5_d(Z z^BxNIdmIsn4YiCl-+%g7g?m%9Cu@FRc#XTAin}m1JsTeC%L}ANdgMpH@ws#FRua`` zVlJUiQ!3`7V{WOW1&`TR#`}gxdTRfkTtFG$J%3UsQyzS>u;6R~_uV1BL9yp5A31y% z?<9gcSX$&i_qtXwtohyL0U4M5jJ>>wjBHhXcA&xS0o90N;|X(QJck|keD6WDaE%gj zCT!RvK@6g!D@?mx0gY&!peNSc92w)~v64!5mr<$JNTff`s!$pA?#Yb5?fW0=;X)SU zk)NM;XEaMm$pMT-?)p@^IdV`a6fZeaN5|`g-+@dbCAGgth>Dj7$d4S<ov}{l`tG)t z(etKNj}&sco?ki#Msryf$WU@dCAHY+_xN8}b5AzP1DZJ?v<D%|AV{!FOD|u(%&1*i z4xObDQpJp3Ac!z;-rU{X%quD~?@n$5c_h-^!CEFhzxRI!hU>aO07J_cbVzv{Acujm znBkU|C2`I>6chrW0RR%DsUDOdphrbCJ8!4b58NKWj27q!s;jF(V3HYl-o`)?W*6~_ zAhHRh#dWHNM?la6(-*C+t)L=+8LJ79m_lpd1`dvct?T=_O6cUl7cYTwRp=8a1a6S? z4vdZQ)6p$L*BClbK>Nb4qj((5^~lZ(+xXBlLW2nf1qD!<#s&xL{!cBg*r+HTV46VX zg-IzSBm{Fpio0evVY=w39;iCdUDdX>O7W1BkZ^-k0Cd}+v-tGs6R7ePw>x>sA-KSX z#LuP??)^qoE3~xYm>V$1ve1Rb{nOlx^z&gTN$8VaODLb~{;zMO$5Va+1q&5GaS0r+ zdofjDQ<mAU96}2NixL#;AZVgne{{aZg{nZ`!E$d4g-1q$m<#Cg>gqQjhZOn*V?-cv z3bXQ(3}fnLa)mYp@J)G$Zea(824LpR)O1;42fP;?$fNfdML|U50CO;u!azxZ+8{$4 z_wL<H&A+jV9+{xa0QCnp<?-?HP_adh_G{20ffACKxD=!mn|tT?@D%=kY<DSxh)qW3 zJMR5Qk5b<|Lpgv#O|TfBGHioNWXOkFI+8&BwT?~~2qQrQ3C9gRv{&ltVU^VxDmlhP zynK9x*dPdi5jin&aVwar8pwSM3#3nVK<<P(O@KDt^tA4ZP;P(6l5$;btsz?^kdzHq z_SK8cjfjBxgGLs+UNga9+EIH9&l#vef!vhse|r9LkBoy0{GgRbzkd5xLEe|CVChRs zUNsyZh!rvv=~SyhGXYd$u}<BWjj4vPl&LdrFa)sT=8gK2lBbly?(V1E%Vcn`$DX7( z^6jG~6nE!M^t86}udN3gpPq>o>}6n6g1$u}y)%nW(zD;p66P0$KEX;nwmU^Z76aN- z&_l!gOdB*xw>CGS%{2zYih<d~%wIv3wmejrF=ByCxRs70K6|HrvN7rn=ju_P!;Z!B zOMo1`ny~e7m!Zoi3Nzf`qeDLOLX|QvUj~>T6!vSW=j!<6Zg|XITn5b{hzXH_AW$XF zO;1a~+yeN*%&IGhwmSIsqHP`Y3P8~fO;6}kg`Ic4Jl~|U0}58lN?Q~`T~0l?FxJ<n zjE?8A$(Ai{Zf{@BCGF9)7>8~JjL<E1q1$2HqX^pNS8>Sia@#)Q=hx!w9}P;^t~#a9 zDVP7wnXOU!go#O}iUrwxPwU>}Z*#M=$(rE2&yc1|dwaXzX#6VCJLm!uxoB5pWto8v zx}XKlU$%!4`3$Nq9oEp$Ad0qxE}#xJ8;P%dUop7%;P9}3y_c4j7CilI1TxcRPx<iS zjCkZZ42gGSKfC2Tsxa6Q!=qwa4LWL2V<v?pZEbCJGr?F-PGTeouvgxLetA$G`Gj#% z6pjLwIgOa;YLYG{WxK}Ls*vz>QZ`nWh2gT#g+38Kjxf@Tp@jm3{_@fisLgwU94{zf z6BQLzt%l_nVnY*<uH^~@N$9ADhlbiiXbdz4w=BTUQY)lWLHde<H@4LWdRrXucN(b7 zA2y0;tYo4O*&d52c<S^VqnN$#a9K}77zC?O&e1w)=UEd|NmERR)ng%T`;RwBl|!>Y z3J3F{|5D=Ip~u|{Iw4Tn(9**Ijft?ZH||e}jUY10iuXb`kHEsVxR1#Eq@zdCAbYeT zEO4+?)$6d`ql3omt<mjy%?=o#?A3&r0^$1WZN}!-R%B%EXnO%47dM`)-;fR3)?a*m z35BF0+0veQogMfvv$O9&3ub8M0>+hja#0#@#Dl?lV95~A8NB`V_mPPVP#9vqF*Q9# zgh!hJNH~=EH)(ieiaz72v!iF((UQ>TVfNdV285#GDc|!2wf65{p5w+pkU8q<>48mG zY&O%w<d~SO>^KZs85*YI{%L73fkCJ|hr0TD5M(Q&?@~}OyJb2<ey9R18~ATZQj#wT zJKeo|@gOdT=m*`;Bha%Iu(KMpFZZMcJ^Owh_vN;FzrbFHgJc6{f0qaILF)`E`}>+R zFq8MT;iig8Kh4kt%vV8A9L^Bt=>F8yB>8>KFDyI(eO%$(<h$n36gpnp4UyN~hveUj zltvLp^^{QDqM%CI0(BtFIY`Iyf`tx42coVn36_IR#B?18hk53mWs>7s#U9}1vwBjC z{r!CyK!xk@;Gkloo)iKDv?*AhJV{@Fj@s5NKba{074Ai3@gK~FqEj*B!pP|@GE-j( zw$tlOQ=ow<AZKaNM^uh!I~D`dJO8@?AgxMS#eP(U5aBNql~n*)({;`MeWZ@PRehl? z1CU&*Ep>gp5GFo;yZZ${6*Pi6dbQo(bWTcgX0^5fG%@z7UWw{=C^DH`&;mesuJ(y{ z?$kQl8OZpJiq}tFGo^9!ybDM7)8)SaI}-@IBm&jt92bo>-gJ&Tl#h!`;X|vfX@tT` zQ*E%lCE?~)7g8p%V*;TU*q!UZ`B7xS58l;H?G&T#C!cZylTA?@-hiS5ZI@i&cj+aA zncJy7Fkt4=6cJ#BvxFWfG=DYcLC<$%j4a;KN_;_vBh+5`_J@%)k%U2~)y0Hu(^0Vi z5h`yv!rNKA1k_pE)((q+_53R?d{9hPJ|n+9T=tS|javpeF+~O7SH(>k+v0Gx1HOCL zkNAFb8EEXa5>C0T)JrJG3N?xA?vmB`VK(bWTb5~eR%`6t7aIL>dD&tK*U(nl+}0br zUX@u<cSyGqANELbk|!>6QMl01GV03BA;nNSGAo4=!VCz?=`v&+bh><HEXS*`&ZT-( zK7Y%WD*fkAc2TNUDJkk5BbqE*hhLNx30LUlO}uf9**mmB0Eej0Qgz12+hI~6U5N6& z)Hh#l$Nr4;PzWRJwTOZmE~HF~Hw89O2=gsfcKUfFdkS*3;4Hfu?v4WUuHKYqN}QXu z0N9o9USAq0aL1_<fu}c4tNped?HaN=<5j=_MfjV5<saWxZ*nNl>VGi5nYy6(Vi8|u zl_2%hJ-fMP+muq+TEG4D(^8iNY=`eC*^N;Ol%gc;-(V(VtB8Y%Qm<xk!)W5SjJ-f_ z+)Iv%pGy+AJBrA<;~18nsr4CDk%xU}v$i=l6!xzs0iK)$G*rY95s`PSQ#{|jsOKAT zd?N30{Kk1V#~>kzN_z2W8+l)ioZAJ#!rimwQ3nkTr9**rn-rqg^SBb8xI$t$lofZL zJF{kI)E8#GOc1cM>)*B0RC%k(Zp@I8P1;hH>mc2&*eyl{QB6>2?eSx&wY{-%im97n zfr3}Ud1kiU51PL^%|6}|`_sz17rk|t0I)djxBJ1HnTdDs4X%u>CXx={xD{Y2Cj7`@ zdO!Fn^BnaptX1_VFX-xB*e>PeHsw}DMd}qf9N#P=X+6-p(fQ*`^d#8|sn5mgk{@HI zWS3Cus{593Jk^gBnGPi9w#H1<>^j`@nfZBZTeepCNWOl#d@<(L1C1vvUZh+qDecTA zpOk2GBDlZgWTH^6cOwUohzZyJ1!QUGmpe*w{=#okTm9jbt5{h#Q+WO@o@#cdyO_1S zS#6AdbInHNM-~E0P=YFtCg6>WL)(`_d`GABqY_GF+I;`Ad0iw&-NU^0=nL+BTsc>o zi>L{-+;0p|&Tlf`osJ#yvv$7|?++=D_KUVZ6wSzv=}S|6X<g8~G<X3vJX3;;fk~(J z@2g7u3z+gXQ&dE<clr4r#;ys&a*41UQR{yf7Lz+}MwgmAYyVa9sq&lb*A=#JKOYHw zlBa8z_(B|fjA9CsV)&!ljpDs^?ee?;4$9KVQ0FR&oG#0v`wrtw8wuPRSw1EfEFa}L z5WQWNv+M4@etrBi^78K&Z;(pI-##Hp>uo%7DDusKD}O$QCe^XOIAp%kOJR8DcR0L6 z5p%(lB8_FzLzSP8@_z7t-itcMfQ8Nn1rhoVV>4M2y(%VU^!AVOArxiqL3>^Na(J@+ zlInx-&J2s_k26<+U*1n+3SK>!=0U1@)cP$rh`%%;j4MjUW_yn4&VT9Cqp-zp3==;D zI97Pv$}>*~d$<0CJgKxfUxbC=1ss&yCOS=3fi=+ZgO#ZLZRNWaa>cJlex(tMuf_{M zxcgpdL#y+z`7iEhvn%;mFPC>3dzc)(^s1ZvUNY35wv*f-Fg$Y;>rwUmbU3NLFPXnL zOuY=7L~SwLoEvxN{D?f&6>Q{@@W1>F{Q0LO;Bjd%?k&9gvY)Tb(bBH_HyP(BFO`J7 z)iC^^wA428N!VK}1vSCR#AX!DHkC*mfSaR<!VL!-KwXL{S@%~lS2fJ#8O19cD}N)Y zB^CaUxy8UzG@U>`#{i0H6pHUTJQ40UA>BaSh+4O9c2Z^nOr1Xj#}Cf|SJ?ZV7s$K7 z=KmNLvR)rPdb%zi4q|Z}pT>vY{<y@UuUu+GU9dMLOwbM5$CLN=^usj{8<kk6YMz&e z5W(m6@qIftYv<7UA0LhcM723EO<aRLpZM`&s+$%6=f}FAUNM{lF}B(t2BX=s(=Y@d zzgFFCGZT%n6EXkW^w`^<rfT4M>i5@*ssG;Tbqil);JJLy8#k+IF`l?^tk&WF1SN7e z${&LM<V4jDx2ykUU*>XPoF{PF_~<nw9oeAVCgJC|d^Sa&q!S>B`ytd0H9=z-nq}6# z)Y`Y|kai<Rru)}Gj7;P+*oAi&E<<Sdmn+>KB%P&wpo5t1Jbr-S`X35wJAG2l{XOQr zzieB}J6qn-Z>Rqd%IAvB?_7f8y9~#Ly65dbFSi|c73Fas?;84U^rYHT3bN$iT<a*@ zROB>}>k>6hn<dY}D>4}&%$i^NQ8i?Vk0h9$y_u(2-@A1F4qQ(Xwhu&=!|?Yxu!<$J z+$IuMMjC4i_FZmEZ|E4GKP}3gmP1OlJN+wWz*Y>xLhU~akc$r%_lD^4=W%B5Bmw55 zh!TZ|ss0k>v1E=H;h{XW52r%#v*WnbJ{PN_JkPGFG@8n!$O-Q76Wn`Rn;y&za`8J+ zUuJhbTs`iwQy=H3bj;Gz&*LCr%3WOWWhxL{C8zdncR%RSV!{0`F(AJ|O+3FVL-Nu6 zoq>>UN#-@wg_{PZ@TzCderf!&EQNWFapxwoKu_jPkqg=y8oV%M!pw^}-hSbsJzv{n zX*H_zFtC3g2YbJP+$EE_hT(P#zAP^bOn(3e;Iw-l4xlKz_fu#FEA1&Q-M2O2-_OZc z-+3$~h28n!1obd8i$0VP$heK3UXp?Ae}z~Ku_XTr>z4ZgxIAemA#)x!AlO6Hwl3uv zm6fMuOWEpWwrLs8M4yF;NdLnKqO_>$RllCL)?9Q4Rjao@@>fo(uTo6c8%4TL`Eusv z<-y-wFj3KkzqSC%U=0`p62L$A5eRPj<V-)tLBIka9~%n`My7s0ZUu-cgUJQM4Wka@ znsRazB>2R{2VIiPqwuF^p8A4j9#u9Rtz9-#>-0enT`MqPv+2c0Gs-!0Yop>TjRCc= z3n%*Zv}G3ujc?5WgyYbUmt8^d2x?*?hF6xLo#GsGteLdL6*}F?@nE?=MY7%?aB2k{ zL}#aC4y?;Fb}+_vZ?S^sV~~B<H=@mVoW&Gbrsf_8vp!g9;cFVeWLzb`z3%M~MKTl@ zFta@m6*=-JRe1P~dr}?7-5h|4zz9HC`%9T7$-ZU!Lyyd-VU2##IcPVn-2yyuS3Sbk zq3gG!f;a}3k?`)SP&I_};p4}(ky0BNi_MObPuun((t2vQNRaM;TG#6}UJ24(Wz006 z{ZIH6*xJZR(Hgc6U#U5yy>tD9Pv9N{gDEf<FjsoddthZZJp4}XoiNi2zf(fkjYx)X z)a@AmC!egdrld!HS?ZyV@>&yq--Eh~x<f*8*uq=|Vy3TpgD}!n32^zuLki_t?Il?c z&v3fbcu=O|-pu;S6td)RFaDKx9xzYhLdFVz009bh?z`XNQy|?cb2%ylQoT6{JR602 zjr;hziQUsuy#B~nUq_8*TeCj<Tm-*gnMN_KIy$)-JvY(&YOf)2cf1tks2+#44|6*^ zCwQu%C-8TT2Kl~2cJ?HaR+~Dt>6N6`_inagBiJtsfBf*pOO`iSmH5}N&h{q-mA)3a z91mLTT3IyL{!GcKdh$egHLD!SgS=}(P~5n`881!O^dYpGY^E1U+Kj;#WLBQl)#Bp5 zK@?R^#jV)+lhumqHabX8wNzO6WiZbj>aZ_9NR(c`=0-OmDIsx%2M6W(Onxl!V9^q< z&DPYlKg!J8|E=B*5efV1y%&vL%Xs+R|D43E{8_F`Vosi3Lb(#BJLEvxmkDc}id#`$ zl7@*OLY6lYTJrBb4RU$dMQn6*?~H#I)IM<-Ux-vD<J8IJ!KBPF=Vu_W)mXq*X<k+H zr@DPp@FROk0YBk7jOcj9Tt)r9mnLsQA32O}*wK&52y{UI9k}g}1YJ+ReZ#dT1*Nu* ztXQIqKQHbJ{Jv#fmM%W7Q1!d4NJh!cOXPJCmm*eLu{^fcE7+3@=3@hIBCd6^)s#>* zF!iiGVu%Y2D6!Ni;}LtQc#9edrdNW-bPQDcUgz#qcnY{y?yetjn<o}2iDDj1IyPmq z60XK8J}7_F_lnKr&MN{+S#1x!sOr`ml|=`?23H*|>uh}zr}ozyaWD7DI$ebTk7-Fj zDgH8s&ZfWl;BhJ2L+a?1MEI6?+3%XE%-ISKe*N}Z{nD5b0bB%^k3F#i#D#R>&F?(# zdp{6OE32*MIZw&Kw_|A6Tp1neo;l@zz_m_KPaD;>x|(#qlQ2QvD)%lp`Uu%pzDZAv z@ealJFh#cFoJd~lR~p_tkMO>ha9+4b2rKdQ%-fkhDDN6t-T23C7e;*jou?W%OO3h{ zz#}o=8!5!pQj}9Xc%C;U(jL&$ejv5VikAJZZ1)-C5(W~sFX*Z6exjWGG19n@o(v=N z`#t-URspN`9>(kIQ@il-pw^8{=4AizT*iEKGqN)>Q}aHOaMSx7Ofy2i_`I=Z6Tq0q zha2JA20yt*DNK8#wRb9)Zsy<Tn$iIKpd=V`rlZv#3umj$yNL3<w>?`#^>8O^bn0v< zqN76mWzUpKhm7xww<Krr!4jr2YIL_YW5oQ0ApJfwFc#5~3cpWCwv3#fg0qHh*p*qe z{I<!&8bW!Nlw<55$r{V!@H6Ca&_TBoJm;<<=fZvQ3kf;J;1R+E&VN)=5Xp{w5=i=A z002!SBeT{(nk&U{-@Ea_Bi;RX%4f&7)??tkmk9FPHaf@N{~WpvLFKG_!2I>A&@~3s z?|w}In^p|T6yH0y>KyK)coEDu(a_@@q-IgJeW%|kOX$K($hStH<RUl&x4HC+EnD2j zSahUu$JT2dm-P@3UdbfIM8?X7+-{%cF}<vsx;kht)08vJIEIx}Gzkd_>+%?0I4#uN zM+yFQo<w7K``_@;aQ)0;BbtQu$hhm*rM1NANI^XoKdi8(-gGsSqFwG=fH4eriap0+ zCJ-jXRUxOGW^%x6YHDgK{Dq`~?CjO=JgbduZ7U9e(0^x5=p9=M2Lx!6;<qdG1RfaX zk$JU+I`V*vG=VV^chFU?vN9@X>;U5*F5q!Ge!9!qT7wcKirS4kJ+#CdSB1}bs^~ow zX-E&YnxupWo5<m1o{0OuXgbTND!;F5A3z0Z0hLBVN<vCR1e6q|MY^TC8$mgMfRvQ9 zD2<eKcb9;4cQ?}UE`I;#9m8)rJhkt=*P3h2Ys1750$v2di~+Hr!Jy$iud4>raCb5C z5_Ws%je^$Gn1_fP1Pt99Ldw;p83F%Q>UG(<vCsET$ZSRQ3E=zQQHC=!@7FJPz~Nv} zL*xUZxfP%e-KMsx+Vyp-^Trc=3cxWC$smz&O*}f9u#<iLy2DE!`%m`Uchc?hSs8NV zHnTrJsE2zO^P$um7hCb!OuZb~dKFhMjFD+EU@_(y%g@Qrs%vlirF0*SDvd{#f_uJZ zbqo*os=?FXw?CVOKfY!Xk)=TFP_T4<aGjCTD6_3Ev#+uHsI#Dpas}FcAGb8d$+qX! zde&5BXM6i7`0T;8yy<ub$=DXwZIoNG7TH^yNg+X!!5%uJ+|VTu>pUwQ99+o`G%b#D z<I-Sy%cMUgxvG)idK43|wfn@|z;jvrz_gm==JT?}$e|BKrQhAo+fK%4m(9w<nhAZi zxhx_|_fQclK0W5+PPxpSqHu&b&+4Lhg0?E$2C^2I?VbE}ftPiiii9Boh;oaggeV$p zapCkxs4U^TCDwVuaM85v=6YUwF;RL}&TF98_o$TZYXDNK4b~R5xn)Ur9|xNDc-mEQ z1}7i0`PK@zlN=q9KK)Fc)(SoeO~_lH$L6irRn1%6YMZwH8J%Nl8<95=Neu*1Iuz79 zt&ONPRaNo$oB$Bek^m&c2QbA#+~a5inz}kM8lo?6{LO|Op8cETIZ7lT?7?Ztj37u} zW|d(JlzZ?kHmoTqKFjnJUYc2v!-&XHrd}*a>dS{MUl}`uTd&dw$DOXCJMEs|c%rWR zW`ujZ-_5E)Q?S9L_G?K5H0ud}mPy}-m#UjCU^(j!vm^c4OrfhHjFC*TRGn}#5oVJW z3cG+SpMa3C{NIFq28Y{ICwWO2)Up~}ej#73AB4K>=PWaj<?QI_xXyd5w>2~f3%>$f zfsyPD#AT1Z-Nv)G^^Y~9V>wvb*{x>8n}qB4BxyybVxRpt!rEbn$_a+!tdAazSG!%a zLX?z-ntc=a?5;~uWGD>VT)sVcVbu{gz8SAskF$A8`19xzWA0l!zlWl}t~ojPt$o_) zWHs!>3WrvL|6re8ZV?KjI7nEgpDZ-B$tiBbTb$uH_C47$=5V4;PDr~=O`n}m85&CS z_cJo1{O8;1B<dSvP&1EPR&GKjvUGeCKu!Aq%ZdmM{o^5}sW}N@6^kci)C-_SZYakh z?#nAopRO%cZSDFxHkzs9+R>U6+zGj|EGgalB=hxW1N@obrQjBEBt#KgOgY-=N4b<? zA;K57W`z%o`Xa9W_q@H!QCUJ-B?}!(uJTVWboQNmuOxumbn{ME!Tbn}{9h>e4<Vo8 zL`6S5G2woGybHNBz#Ju~ruyJRvb-PYBseM^2y#hz-EcpK3K=}df)R>$tZL<=@ucH@ zLvLQlhx_8p(!TWi9v(?-H@{)?^Q*NUxkh3#$E>Ztvx@nR>t4Yg6cs8}zPDBd<+Sv1 z7vUE^uQM0Y_~y%K{X}Qluy=0ZVL1!8!LYDcZ4+W_Jfz*QTY{Rt9N?5Wm@XX$+=Zln z3}RkyFv28<94*)14W+oO`g!|@CF8Lr^(ZSLw75*Z_2%f|V=zj+^g{2Sr<u|yM8Y<X zs37e-A^z(a?t>5gT|p?m^Xv(MM5f{?FdMGH5D+!mwy6uH7P+R$0XQR5kvSv@>TtH% zEgwE7_O4leEJTu=Vs`HE%1IAQ?{)B91ktvC0}TeIIM>rGbX@X`oSeZ`dk7!Eb_gY~ z3bZH+ndG4?C=Wt0m|oKny=uPjfZ?_^m&%5fxxjNenuFE#yaoRIUNd4`QZEe#Ru+iM zMZ28X5Fbqtf-m0CeTCf<Mm4{$@NOdNUp)9usm38f_adANLHyW}p_@R@?wK1EreNmx z-|{pBK{DcJ*jJ7R!WYoaM@e-ZPyP+0e0%fxGu6>oDqn+o<SwzPzEeMzCu(-Wv}OXW zs9f_F3gW>xK9i+Mij(ba!Fnf}KiW!u;rM!XH}+Dw3*=tip}BWrKvHZo>>pGqlkc96 za>0S%+IbQOfh7x=Ze+rzH7$Of%1KSF3xP#|Dq!K@Y+lWyX+))D<a4wal>LV0afaR4 zS66lDB^R7Ne=6}~7Oq%h$#Wxi6FxH-$G-fxwSD@oZh-sZ8XKWrnhWfKPED(t6GJJf zF7UP#J8r5K5WDHrx#{cmp>?M1Cj8g2VgDE|rIcTn?$r{KeXw&_(dlpUjS+RqS*tF4 za1AD4i9o$1K-&U<)^!^Md5VI90!pFl#`VShyWN|x-*^n@6c7q;$ULj9s;3~5Q?xB& zrkAQ0`G9!bmNlsMbI`JcUl@)#JCq$tSddW$c@=BSPXDf9Fl1I$91t>D`I8(J6a>@I zV~E>9XrEvB74VNBhYk~$8^$WvZxbz9)y#eO3~loMCsLNfBgZ8>T4tYvNcDRztQ=n7 z8y;`?q&@L1WUQ1lqeB*vu{Jxb1=|quu&@a;6SxYAc-76r5w@D1L@DV04W9s@6EK&C zDQLwuDX0D`N5?~85W+aJ4?<g}+_BIAeSk-UchY{KE(IH2yq=X=(WZGt@#o-H@Cb#y zu5_U&3pp=$Fh3{HlZN%tm)ilR>SNdxSd8&-LMD?qUX`0}<x}6GCK35jl|X(lnphaA zy_B#?$(~`#oMAdAo=Y6*IuLI&)q(ZFE>~tUi`OY+TS&Qk(gFW&Rvildho*hhL{Km> z1OXCY`LBn^VeKyf1Kc6Rg5CJt3zRCak2D0BmhqFB#Kv4Im_m~z%;6Ko5B&0eeGdWg zluSLuUi-yt%Bu94tR1cJ$C(8FC>KvZt^;``g@dw)r<O-AgZlb^@re7j%{PclyeyFO zlAfP3a(Jpe?TR#TGgdp2T-N3e2<07OiF|YGdnKRqM?X*5+~)o3bGFKP_n|K<P*s4h zA|!N0puTwB89s1EGNmZXcAN6pOJVn8+hwFEG2(ZT$8=G|5Rv$<O-4Ty_q{M_SG3gc z9qs7FON<F6^=$lA;BIh}jk93IH|G5sx2xq&UAbvg=;%*{vRdVKd1l4!4^82<%uxpF zYHAqNFkjkq*a09Wj5o)}#-2OVz{`4d{@_u4hsh+Cytc1NL=8=)HSH6>eL2aTSBzyY zJ<d>dQ<ds=&N3HAkrj+2AVWcKgl!`PGfb$$G)n4=Z3Mn>E_wLSL)#e*9_oc9zWH5( z)!OGKEJoa<B)-&0m7F0hbaj?{!msS@i_qaX{3DA)+UVzoIfgA@jzEKDl@cStyLk*p z6YR%zFZ6Er5wjY`d7mYj*_1VJE!-NHR$?%cylNgvIG8cQdCd5{{Mp0k&c=p@1J?_n z{JB!ZM@LIw!~nP9fB(A#+g}Pn?Kq;lCD!iGpo^}1VB1~Cf!#^a-@>Pbi$Fz)wN<Py zjgcp0ZNW#e_&ut9ERw4*X7eRpl#b}OTTC)brqyKr;*JBC_;N7C6UJ3kY<gM488MnZ zo?#6UjB<!I!yuELV-JStkC>RKkrP1jOk6}q{GrP2+?SH2&_Fy0MLsfsGs*B_au_Ef z>6VpliQEIZSIrYw8qu2zUuEjGvYmuq7522{o4>EL`SbNAu_$F?_a#KeumK^3zc=ze z<Qn#oKHxy|eRw^|Whn;g@d$id7{&vp=8#MN`gaSwBlmagB%D5_1ynodhGIXG%{9~) zN(x;&$8EP)__nhdQ69bs#1~rD_4b3&AqZOAFe(0(o$UrP#WY}T!M|~Ea6m2M%gw_B zLAvd+;y2lY1j1j#!&|?Q?885I@C=0wAD85lw$=3uey6{4TUn|j;!U4(*LJg?-}!Ww zs=E=&{eP92KQTIgd^$3ttdRo_?MF8NBZ4SZDi928i)ug?xmKAiw1sK0%>X@T3jPK* z?7_c(8Huj*vDd^Sn^p<}|CA%EEdYXjg2R7w^AIE?-9C6M>U0YE;<+1bEg@wStK0Pi z-RYY!^P!`mb&Qfs&jSBVuewqU){p1f_?oK#Yng}MVP-8r7K0<M8_vI{kg(_9t||oQ zK~Yg|I*SHdV6!b~Z)2N>AB->&l%{`(5AVIRb*fT+Qc5T+qx2-}AH9<tGl3=_J?r)M z8-Uidl#)tA4UNmrhPg$j`gpLTm95S1AG`Wuw7i^7_G>|ftu7oq2x9v%YTKxXPdRWu z1^Hdgc>;;{Qs}76X3Fi+#YSQ8R>eA-GJiIN{iR|!n{^(a!}%^PEe-rOKv`YmQ=FZh zJrn0<{ixX3TFQA4?qlkTCuZ{Rj+_nbDnZr=_ZPe5AGiBn<~mR_aKsw(jO}4CC~n6o zp`ROx6t-;SxVuN<i{uzrY<(UHGab1)LX4AAlP54OMyqn@t`cu;<-GGz;o@OJ_Lx&{ zhsRqMg50iljpw?@(D6Rbhtd@=#@zWX*jd0TL8o-~GEhyHJBF<uh&2Clj{#<tTYWeN zD^f{O@t1n(7VPv#$4t;F9KwRama75v{VrdO$j^5Zqh;ZdL1M+Mqb4Ha46PO3s3?(} zy%!F#MdDGR^f`BKKEF|}YjbDaN~<l1oIU&MD3=ia<xo#j6BJ4_6bfOX2f7@jjlVtk z0$Wy7Owx|f7SKgi!_(Aq5_lbn4}W;0-}318A2hWvGYfy63O*t43yu5xy`GmabC1N| zi>^Iy)~qHJUa&p6wmpC$2k<Kp3Ovj6yfD*<XGrpeP%!{=!K{@WnzpLdidOgFcK913 zqf~2J)9TEOl83BpdOaBtfgbk}FT6~KNZ%{IK8U^b04en<=xTUuaiXop?p@LbdzGHz znzY^VsOtVZEqQ}CZb}ML!lI1qx64Knif)YWo`?Fiw*8v~8o<}DU$0qOBeM3l0mAr@ zT9l4J;CRMcb4wvp(P`4*K6TTo{RcopCkkA`+lq~gBP1lerWSliyGH&0p)xX4PdwJ^ zjXK}I)&K<TII*dbTP0c3aXmvt6G!zW-Vb@6FCh|1yifto%B?LbCe{qmQCW=4tgN*w zLKpb-X&D)x@i`4TA}Hggv>gWD<+1}$Xsv$!+6s{~ta1Ry&VOD2^%C=B#x>vt1$_Ck zA)AHY#l~Gi!JfAaMJ8g$O)WeUzu)rr4v6o^x#Bq=4MuMTecTqE`R!7JoH8uD{!Bub z$L~Enw%<ueNquRR{VNN+Ee8({ICUw}zW~gWEgFsh<pfXF*KghcH&R!)E$Q+g9pbP+ zxcw=VDg5}%*y^L2RnO}$x5IF{l6~Rh!>m;YmZoZyCiJD?fjWD7dHqWp$^P{O$A+B; z2Skx6(J_1);1B?tlajJ>T(_amk35DqeB{AG=d*Z*g)Xq`Tr-O6Qn2bfUUDHrw^$XD zlaRtF)S?sWfoj?%XHw14E@G4XJMJE3E9;FE(G)jP*McWD+E@Ljx^e4DvHdY3KO>nq zE}kjfs>>TR!$u9jo^`O}L104}b_^NKvaBOuy946mQDnz;9=f=gho9dKeshqxl)xnt z?Ca|bPDHTUfYZa}L17KKg@r{fyQ_u}z*LKhA`Dc6#0QR0FF_JGgN$mk-Y!FuJ5BVw zJ1IijesP7{U+$@gC?_0@Uc7W-KGhzroHd1B51R8g+5=kTB{@KO&m&h6);gW_l6x?+ z)7tF5ICG}=j+#iU+2;|+Nbgw3zMd*sidq%i5e6>AyVu41844X~26PH50=KJo^S!3a zY#@zIN3c0v>j^&vGW1=x607QOQTlL;k^Fj|wBlk1Kw({D_L-Pw3%qzqgL2s;Isz}F zDgqskX0*UcXayqzWGD#Sru``|`LdTHfy@h2lmwaO#ScHV@)(fD#bYmDVb=9#5cQ{y zlDHf7v6sL1TMXVT@`7(%j9(^No8RN0VRsb@8AOeURlz7Zh2IP@i=*)8!CA%i?yc`~ zFT{{-@+8<<Fp}Ng?CPc9H~-hg;l5bM`Kx)02xCXtgGtrD&nici<}Ti;i3S^)Q<8CC zOhv0xLe2_-|LwQfArca-D?WZ#)&LrKfuUMvot*8;fP|CuHQiVEiAFaa{Y8Z_{DXrp zk7}<3K)#2E$aA$n6)+uWkp~7Gah`5RUtg!*C!4Ry4!K#SlwG|TrB3V{14hpGAp%2J zbZ&}DN@+^jZd6Wppc_GiUzc-K5!zEb+X*L=vgJMOR&Cc^|56B<<HeW2dr{Y-gj3OR z-@8KSlW$RXf7fw%dYk%5tAT8_*O5yOyg3b__gzqqTQ10%<kXwT#l(<jtuV?i5ZIV* z=vZ9wsrHrG9Qkjl^EllDNsz^9nh5J=ZIYnt)VHFSuhDKH{jMA}gVq5myBYksdG5=X zFF@_y+uH*Rs<JiMK%q4n|839-#I=isaM?p4O}sXJ&f)vGe)D?oHykV11K$vxXk6=K z($YZ+nG;1O;c`z^S{bfcU{}YjLeGy|z_zysT#Up76TB(;(SEJ*tYvX?nOJ<=1NVgZ z!YwupCbH;HwGtq5V|QA%3km(7Ex>M9h}nl*>25<lMN%iY6YBM%{l${^WHja9H?kG$ zl>JVfT(cf3UX`yy!~SK%WTPqAb9XQc$54H1M7O<<d3#|-pV)WxLvr5u<Je@9gZFz5 zAe`Lt{%Efrk@)qi0uYwv<!50cObs9o*wRL;T)4Dvy1#n$c^&IW(cNjQQdq>z>Ug&u z9x^zhK_ex50+3nv2eum|V)Ec!rF5U4(R}Omaqo19)=(W!IiiNoHTTUz`QZLsgGkj^ zBB3$tC02$W_Ly&XviJIxxDh)%L7Tqa46on5Z<Mcdd+`3%UpwBed2!sRzwYPjnehim z^<|lvM~@H?-S=gXA(_hT-t1}E%i9aM_vKBkWy=a2HOKU@mB7#pC;(AW_beYnF@~?8 zqEcqADslDg;J{w^m8xpYGT&jy*^Nrr&;x^PrU%zwZn;)pLW%Ye2{%`4z%fkzot%0_ zgWtp6;0-^o?Sgy4q@*la7~LHQ4NrL{eUAI=W}7mnC)<bVtzuKQ&Brgh96~AB&7P_# z5GF_D#mBcplV67yt9zT;BZgwnfV)w##MrM{4C9YCX4R|rMZ_!=mGqOf5`$|p)uD=* zs$~jGgIx$6YiE_Z5E8Dm@^Tj#vaxhl#62|B*T)xz^m+@$swrykPAM@h*M4c%_pGd} zRuq=bp}&9eg@K;h(BP{2#PBh(2J0N0N3Q;CVb@Ggk6jo!?!qBdasG?CuA7w4eyA;Z z;+3vL;iRNCmxCf;eT(VMyjy0r8G8FzL@;zK62fjp<5N)z-yxv-^M(uIyzo6HDL5L` z!cJmal1(?qq|EbE>poWHFG&fJoX+JRw{=uXeo2bhP5FRx=XwgErZJr9C$FY~G`Dut zP~Yfbs2Q2J?$?~dZWKJ){9q}{e9xlHAxs4+7K`}M+o&84+6r)PD}VjkfKjeH%#1ZO z*IPoUWHCm;SgEP038;6o1<;9ZQ`3rnA^whJkE`sS0*A00xtxZEIcH26Elf2>H-1Gh zkw_}I<DwChgQ*}%HWH4O=y!E-zhKv^H>E17sw*XD%)Qk2)IB;L9g8X~P8iCNp$aQ9 z)H>8zcyJfX&i5gA5!o|gmQ2e*f`AlJCsV&C+-eUSDt&vca|Y^lQD#VBQ9<du4+1){ z&!LVR7J^f{s;UYkHUJ!IrYfx3S3s{`b2w%Oc0xFllh@0fDMP}5drHA)s}E>4Ev-bQ zY#hApvB_PysKC*q0MrI8Dpqdp0|JZXqm9vdHLrZvf2PB}pI$!G#YKD~&vNpr-yi?_ zVW@VPS92`4A;9A1vPn<L&B_5uj1zs&+53JyW!|>_D?KNCt2T-D3%8wN;5PquZqvSX zqjX5$!kib{CJ~xvuFU>EpW+Xi5-D{M7>uUfRsIv;Zg9GAEA;x2SZ3JsK!E9Bx_{%# zZ}INX9hlRj*e~m%<SArcgRnvT7&9y+!M-(&T_Q#Awvz0Z=)TtuQw0{4{5k=ZWV!QA zD^Id-?gF-(#lwPU8-)O22hd8$^F53sHowMQc&6?Mi_-MLl^m1nBEW9f{K0ij8}fXP zd1kw8J{WqY4-B|aniv!NPCBGD=xmM@XP1s(P^*RiQ<tHYrG7{pLoC3_5$i{Ep`oDo zO^Suou|2C&%*vMH{<P2JYLOl8%fb<IS1y^<O;va2Hjg)H*0i~YAK!m{-zSLA#>#K; z%5e<;gB_@nOu~PJN2pwCsISQzP)=Q6Z*h%yy?5ofGkA3|eFe<hE3n~i>B7c!b<*oe zK#0EH|6cp~P954c7pz|A8mR+oaXIm>k?LWxALTR8%jeYk-LX8ti<;OrwX&M7y(--l z0Y|Sbl>|CGje(h{HT&{$^;K6IJR;AQ+&kiUkfBgOY@s`$BpU{k2k_qY@=_f7b#iJg ze^fT5cUJ!WZRhy>;=kT$uk6`qR&aXcjJv5SI)g5eO&_u#E;#CW>g>`eZPy|zBWsO* z6V){Ii4_{6wk5r()^&Z3%}@H1_R4VJ9#F$8?Ty1<(Lu1G5!6*!UGF(#=%v2p+b+KT zaNR5e;SrRs0sx)<?7N=hz}Y3hz#x%6;IZ3$9}vyR(4wLuSf(|dP6>cDh9E<3-ul{_ z^Hr@^T?se8NDh||6Ps&7n{jb%`DR8Km(ily>4@QDq03RWt+p<taZ>eR?Y73h!%tX~ z^WZX5ez<LD*Pm?^ysM;zm=OSZ(khm#M{oVx@?h+*%3dW{sO9g$u9eohUu8SKmGbcZ zXl}!A^MsbV&Ax0d_1mx>BF8V(neR3G_#Mv_s|MivD0T&XMxqLT7Ny%DK=*p#vo<M< zbN=pKz>g?)ZNR$ip?EG_mTi`RFf(>}I$Rsuy;M5o8t66*mx9!S_h7}Cr5{aDlY{wR zKN^dpkwsjtTdzy3?w~6dFAbrYf1cW7HUUMp<W;ceeZA!%pW~`8+y(lrlN<|a6NNXT zjvYnJ!KFFdWN=eZ{SJLJTjJ9Rh_fdg<ThXiHqHhYt%1u8e0|ka=5e8<%g=US(&2w0 zAzhxrxqSa&b%=1eQfO?dFcK;kTiRhMvSMdcyelx_;)i}RR{ab1?J5WeI8C`20YLoU zzkjb&Z6Paoohztx%n?qW;pg|#YC<v%O;`PC7>$GPy|#jnomp}BPXNh8*eqt|aN&Bk zT)95X$}EwFF+bECT-|T5Q%#^CpwV&n{8i?rVFmK2%)2M$v>;2i<|b~Qx~iCqno2!A zLP)_ZnM=JflJl++>s_(1zu$5v?WpBW8WgZTdd0>kG7_8$vmqWce#-D-Kz^YTni~9_ z%bq5a(4n<7`u9KT)`yG5<(q#Ps5vD+|9W2#zCH~`re@?UCK1BRuO+Q%^0C>k$-cff zRjOvsRMc`JB&C#~<Lk<3njS(oc<8_~L>5iJ3k~_%(`hQ!DJARK4i1wy42I4O`!5>^ z_UgC73v@do!?{j+ntQ*z`b^0|$LvPj+uc6IR(IzW;^Qx<PXOQw$pD~BTa--kNBsDG zE!Jw&-oso9lAIS0FdamHlMUXmc2g=!DiXSN?}kWQ;a5ln!=jO3t&F!!DU37h%HYEb z%QoBtIr_%aUaVudp=ApU=EJ6E7324={SeO3T(MagC&a`^-8?VH{V2?cUv_n)=2tAI zEu66h%&F^&wVfK?ppR?K>7r<BY1P2aj-Eb`h44Zbt@W^$NWO`-6xS%m@QCcaFwyGm zFq*%}%Lmjn`hyE$jdQdoGISZY88Q8w4qL$kkRd0gpa^CTXrlM?y*#(dmo)~@khcke z02%|F+1YRQ2==$Hn)Q+&oX;`zp7@Z&v^z2g@IUg|7Oe_;xDb>hK_jwIs=<-Ct$`YJ zJ*-M1XDQ-e^_+OB?d9T}Bq9Izw<PUxH+5doVeOgBK>YjJzt0G%_3b{aE<u!9j)q|B zsoTVtu7yAW+{@yd4B!{+O$xyYQo6V}Qr=0xg0Bb;M;I{S3qykr83E+IEkqT}ZxSo1 zmFW++l_HXDR|Dd8CJaqVMgvXNBNT399>4s-p|&ZL-aQ-f#yW%NAlQ&N4KKTeg1eD* zuUwo?l!`UGlbC?#Pv%Fee14OoB!CWd>_0p}hQdS*XOJHe0-wk|9iA5qL!;EPXjDFu zrRcW?7PmS-&aHuV^61Pl%*NifE0C9sxQiU!CtSCt;}NIIvx++~wZn(;^3-@tFX+H` zOIYHTePD1uql>~G`MTTC4sH$dqDMnqE~lUO&l~)^DmA@#^qC)lxOzx{5oHi^>|bar z=(Q?Uq8*r3krcQ7J?4DxmgRy*0_pXt*oOWZQUp-0DXEbXZCgAZ0k10Q&(zM36*KHT zgC*Q1LEX;?F`Z|8T8uM|EtkdZ4aumRipeX!|CXd7AP}abnH@<kSb2l@M@%u}+^RM% zXDDv+PT=J3v`6|PflV}yAc#U*y>MPu?B#pa&iazUOO=2T?;2yy(sC%g5{-9s?{CSP zR*lO`Bmq_f%FLd7S^D>)<YKo8$pK_&$l<**+9Q_O=NuNFk2ukG2$?u$;m=l_Yhcg@ zKkGeA+kQglu8!8ozon!(jz`it?XNKkp2cfMu|l^D5~VXgU#(sV-v`#L*svJ#+=K13 zDufoyF+3q#VL4W`3Sf56lTPhRI6ZOAW$?{6aK|nfUc9jV)77HMz%3rg-;kfHnbxyh zGYQ{5!Osd8+_5oD--&`o;f1erYQ>{do$YDc=eEybEBjk)w@7ehd4YlOUUOFUi0k|9 z+^`dflVLGfUBQ><reXHm(S#iTF7r`q55|=Jg7D-~Yk&pr^5EOT<DQ#!Le9t3;w<;B zZ|#B89{RFFxc}wa7Xh%_mZm0bb6dnE7-oe|787@wc1wE_>cIFK*!83}Cf1N)ve<>E zk#o?LmG=intW~T4?xX56OFgx7<li!*+EF9R^;FpU?59_-tT}9$Q_o~En5W74(mB)s z!i*DnRK>$0_*{Q$MR5zeYH;?s`Tz}KU<-E8VlX*WGG*nbLc{z&_i6n25igv;{1qPV zCb$h~TmoSr=PLsTALBL-&bv&u3Zbl$lA)j2DCaLK`}Fchveg|xvl4ur8Y<{1!dBW_ z*u3TJu&-M#dj2P1bpo*8wu;-)fj=@B@)Fi-PFhN6jm*^OXu>8}-R-&w$Z63NV`9U& znVAmt9+Ka99IM-YH6;1(70dOLP0rh&!jqUYN|+llS^U80&pw$xdO$WF(eSxRdxTth z#I}aJW?&D|UFQ3kH{dPQr^?=Rhss>r7m7mf`aiYqh`RI(`>F$DRSGB4f#Th5ZT{du z9||iSUE9@3EQa?&WXk%V<J~rr+6@_y7>ogx|A-zS;7M>~pdiNS{Z#0BAIk?d;A=p^ z0NtyEU&g=8P4Y|zgJgm?J?!xxne|s4G}hmo@6U_lh~3tBP<F67=rZ(670hZkLg;e} za;1BNuHCwAqp?wHGS3y++NJ6mxRTzE{Tchg<q%TY;asZZEoS!nhZj1AaGsUGFRpQz z7e~0s<DGxjpgHZ_TYXK=LNJj(nW3C3E4WGjCXW{7mJ-+m;lc`RM@szXPt5tcEEdHu zs9C6qPUilo_PfmPydCb54#3<uwEUAT#2%N%GhP<vx%pIUAgj`CR(}f_CrYQtlz)JG z{PNDm%bD=zE&Kj2jgmjTj<iS0alD)KoZ>T#^}hwLqvhJYSRXq$>wQ=0O(fQm-r}c= zBlJQxUl6m(qP^)0n~`8bjtM+{?|oZ3p5`QrEcQQ*ubOjfqS2N5_T#N6;{zmAO`3Bv z5`qG9860X5l;C-cIX$W>(o9odUP0Ltg@#!9@%?wfkJJP*8&>QI*S+UXR4>iH*(xb@ zG;7gm+Sor{9R#195C!`trI2#EpmO?>c&^;KWh__j*(<;<<4rvQNq(X)bE1tfX}e(U z%XR%09iaKXsA_M3Iy~p+V)43~ZMFDSoy2%KZEJc{UJP&F_{m41(9fcJVRB6S{+Fh$ zoupDvDn|{KU!&>vZ8Q~86At)R?M!}j3>RZ=7$-+)bfCLon&TQB9Zwa$)1-kUfaZqx zYx{3{;)b@&uCWJ(r=RtIHur4uX%DC68C%K*V3OUtKZ_gS(*Pgz<Q0A$9`-o{S!^2U zrSqUYiHVAW!_*8esuWJPu1mV<C4tM3!!^FqlZ!sgg>6>i@T~2%SqXtx;%A>v44$4o z#Oxv7OIJ$W`l>YeI>OipwncCQIOHU#?VAg@Os!e7by8B#ch&hZu@yg-W5l0uOx4!P z6Oz;LsH*x%mT56~N4SPxt!m!B9Q=Q`uO6GRl-|uY`XO?cw~MqhXyd7-R^NmmGt<)8 zYRwd8k4}L)->~b!J=pV?z7M(<@-q_2-FY43G^7Wqhxj5<Bp$)bbnTnx5PQ8g4M#$} zHZroD#<5a>m-h$~q+1+tE93Qr03sqHXOZ+??EYAIE*Bwz6!Bcu>*ELPSN4n?%o}}? zT;;Uoaj1xj&qv`889rbxpE^raw)g+FToBiguuiZtUStyr#(k?7jdPp^Q~dYOO4X;K z^;)ym;-i0;igB*=>tqq9Ibk@r@~<O5$x(nj(*^s?#c)jQQfUd*d}70VaMH=I7_t~1 z+m#$U250KjUR)wd=1iB<Qx|6koF|FO_j{l3cY&=#B?{;E>M`~yykk4)IojY(323BF zVOr&qNb9wIClIOE^H5efne98H&tC>5QMb3BHD1drGM?T=yFuk^FzoTqEILwx&FacF z-t8?TewF(^YEcU64v!OS8}#XSWHe7F`{tO751rl?mhq!Ta7yaL<E$2d_fsY{g)i{R z0$0tdK(e`kEzewQ9Dgi@=b3R@w~japl{p;Kfq{Y7FwEh1V9sMy4%Phz2Ay#HuMrUk zNmu6*Y|%o8Bky72H3Byr!8LU<GCeOI;-It?_h95`pZ|@0#9;a*N+t3u80YH7ZxHd& za+PbnpSjh`Thx!uPeZNNHd>3H9KqzheM;}O4W*fC0v-hhpQa3kWU!LK!{(ic2=>?h zw>=&IJ-4K*t(pZ_)O){{$zlW#u5+Z{&2vx#8y;g*>q8^$G-2cS=o?@;m9lSB13%u@ z(vpo@AAkWMD2V^u1@HRBj5ppbMk5SzoK4^JJzrH-CLB@^dqy^@(}zBa<j8g0^Dz(# zqIgWoppuZpaB;9p^jcGKq)b<sdSdkh1FMfcX>=*{GxEpGQ_;;+lJ^y&l*h)Eqf2E@ zefm|Lh!=S`h{PTTqFM97w+1!!ZE9r=8=p$hRN=;jaD1A`*I;2;4FD!E+!l1L0;Z-4 z#1o_BXXnqou=z((J{s6^X0U!AQQP=?qYukLJiGc#vp8Y=>0t3H?CH;lOT2JdvKvo^ zdmU3nvne$=ykQVmN0{48yYh3E0yc}kMQdpxujaszUJEWeZF%{Z7%`j%n7q!wNELns zfp>+`f^Sa*1SSP2zhez6(I~gl*4|4C4e<Gt@xXEm_43n?42R+F!PsXBAv<eJjrS_& zlkW~Jehp?Cz>m2xScxvB1fSJ-miyr?#FZ`d*=pfDH>x#neXQ5R+N^pHl}Ip}6AD`( zSlk9y>5y%U6pNURkKwwYhsdsPeI`Bi#r<08>th`Rb?Gat*Hz(?ek$^jK&FZ!=4dA` z`$8fwnwE}JKTGH9-S^wq2@Y7V(9kgZ{CZ=srB?rqJO}fO9fX<4Wlr}+j9Teh4e`ht zKs-GE7E0Rdgh|PqVa}YXtj+)4-qTU2Ja@r1Zy7fNJgtJG+RnW{m<R{X|1os^4Dl3j z$WKXgJ0I+JnTP}X!vCajNcim3HELT8SGm4>7s+o6_nRq43L5p0Z?!=%7RvSTZ~>V+ zb=T=2-sNaY#>~TG0QG%+FuJ$KuXVgtH(fh2ej#;#r7zmWNJz*zt-!99!;8&S%>fDo zr=->Git-PZ#s(@w?R;5;h|{^~xAza@bADM390?xGS$^X=WbaG|eH2?!$<j2zAHV+x zFU~RTJ`FXeBHJB2G9(pIU8>7dJ07?g3&zyf_b8?hfGbP5&5!ECD~zyqSmh4(#^x3l z*EfD*P%|+xp@p&5=_H#7sdv>bo2T~ZSG$_toA%$4%;6nPDDpO>i>JMq(bHHA4Sy+r zBYMvDj{d2Qrn#y3*CG9|e^#ek2}vQ!MMYQhc;za3Xn&k?WjQWRE*>J09S?t2^?Od~ z7uKH7Co`@3chU##Gz{RBAwU1&9cI}b8<>3NBpf}zs68343^qMzvT6B~Xb~vAjYrMk zK{|t2!{1eV;BH)BlBKFT`rphj2Iv;TyXx$_;9(THSe13HPQ?H39=8tSbLH?M=d9oU zWHuCn_GuNWRwd=$!qhxw`T-iB@GPQ#L*&G}xx`xd+0b*eoj_fc?8eoaRnyhp-{#Q+ zectI0&!`N8Hm|(7i`H@O#ZBpjKsE~hdu&nKt)SU2WuvlK&Xn&mi>Jv2jsEkGeQblb zS#Gz?rjoA%gFd(zr|jR5y5`G(AE4w(4i5vl)p@5LT~oWYsp-7->geh;>CtiJcF4V? zU*;Q>y?MrMdB!v1NYwf&4wI>lPWJMlAiTD@U9{#wYR>j1?hPj#EzHceCHvP%l{V|q zBKq};ybnC16^{RgiCOX7ixS8rLjs*Q)<(6YfM9_-0R3#g@6fl$<aOjJ&ujCchn&8K zGF;z>v!3?i!L`N)YQkEDN$J(02|e6r3HKo_AEx?!FQ#GOVtbB!NFlZiN73n%#*t(j zfBEFC?<$P(v0-fzpX%H6oGzWFO(KN@PzAqTxQyCoH!`)zAUhd|Fd{fPjtqhfRAC2{ zSBy3g#bk+swByGaUNS*lYw(r*Z`=qMxD@`UeL<={gp9YxBky&pTE5Op*#6;dQc;B{ zg}=ankb$mbLZ#kXcgg7!5gFHpFH(6We1Fx=C3=QA;wiQvvVjcUqwfZ%`L$;shJ&{b zCDl;uzEauC4`gMV_Sw?r7Ea45aof(@`ZF3i>;1wURuLd#j(!e>J#Rl~Xosu0ZTKgF zygkd0vTMMuA+#86TZ&j=eIooSu&2o6%4DmJqus`s9B1Y&W_BD_c3k;=e03Z{IAA|v zP5c~Fv>pArfn6|swz0*+a`h}P<E%B%3irN;U0It);g9kQ$k~`YMW_7Uds<xl<wpjv zU4kjb8!bz(moj+jwtBtMuoDw}7AJ%!b5d%GQ)(i~OnB9lddcT=s%Cx=M|rGuR!ghB zKdRjF@O*S+h*Y@jT6<)ZGF|JGXgu_9XMW6e&prB8nL-o?UB@HIn|FK-uF5Y)pp1k< zb}ykbHG-#j`>E!XKyK;CVbZ!iv&6eV&{U2&i>EYlhL%zob`m}xxw|cBh`8aQ2NKzD z@rq(VYI5;H&`2*??g9RvY6qEAMzAgpPzzS}DuQlr87mOHwyaBbagQe4Sb8W!jwJ=} zS^Xu+{Z9iE@+PPOb0sFMR{a{re^Xi|46*&~(QhJSBY7f1Zd8tW=2lb`5140l&(a~? z9m+ntNed`2X~!nipYeC-d_Q%k&(WYExG^U?^Ba<}d+~Sfla80w!`xInTfl836koMf z%`#Frij?fB#LP&%{Y$a=rXuGl^=N*h=IrzT?*%YEwRZ@YqS@O;{h+9DpowK$c5(RE zb)YxBL$4tskO6x+m^|$9XJr?yY1fpDl2o_z-Cjo<D{-HWE7yPIk-}phbal(<z44hQ z!MF+Gq+~r#Y+AN%mX6VpN)V_mBJBc;nW$aBvrLt5qbEnoMkPK>Dc%<{eE%!mx8gua zr<$hvL(F=Idha@_s%O_Py?LuZuB`gIIlqybfw1YhEtRENX<`14ZXGQ_6H%l>j}`sA z!W@+rA0hhg4G3`Je}Q<Pvh1ooVjPr9c5YK~dU43Te9imC=KFA=v#QXMVe%rkF|}Be zW<Z?oQHtJ2udla;u%3y@hg{{Fq2;?xPn$aRTTK^WZ)<5*oxaryA3E+}#VQwy$-0-* zXQ~|~pl4hZ&^mEz@Y3#`_TpVlE(^uzxo|w96YWAtZE<*FNjiVS6P4bfh`AasKgEAF z*f+4Q?(_tG^Grx#CU9MoGvm}2FG#6et9Mgo?4PM89EO8BiQn!eIqp6xTqYaWI@$fR zCmHjI!N`?eS$Ir3%JHWUSTN2vvF^u(=PEf>U{l}2bT9X!s$*;LP#o>A*|)#xl!sg= zN<ZH_bq$)LNWmy}p4&lu2t?;4+Non0mdcdF-`G!$7QbUFVR;DZ#=txcJ>FGL^|Z2I zpgHcc!+?aH5h<;({vGPyV8;VBY*>@Gv{i!NH92?E*kQVe&qVlhqomX5+fbsrOY>ZQ z*0;g7s^_G#5v)^LG&|O5;dGEmdSiMQvbvR`lvn1_YE~a+@%H-+NoM-t1ipgf8C1Jd zm4gzJu8k|lPPeye=1sqTMZmrcegJ8zFj0)m0piQT(g#eO2O-Kb_IQMtH;g;`oBab? zV8Spt|BuugtWbei%0IlIew_IzyWf)1PWPigWd2wtMH|9=GQQGV6G>J&OsNFu(p*S~ zUVjhIUn5Ho2Drk@JCk9)?)TQHM3r5ku85=y{KcaJmUjKqlme|F%YT9-X)ugwqaTT~ zy<^g!#f<6Go9Dlez;N$=_A^|Ulv}{u_lO76|MUL^rx}n>Nuuy+?gnb`R?k2Ub1U#7 zbA9P_xHS&Myj7d92}{)0&UM%`Wn^T#D2Hs2p`vtMq~|i|umNl^|8ic)iV35BzWo5h z@cM(a_hqeLT)m#nj>A*m2reCBxqE!B@F_#C8Qf*XB>cIR;|T|eT#-N;m>S{UYKvI0 z*1k$Y*^yKT+i50SPRcM|+0_HK)=uj0^2wzXSWvYkB(KF9*aSq^xm|@x328;Dr;7{9 za*GFbaxDguy_WAl%t;u-W^gKzM~G{j0+&IW>&uH7^lkKsU``}HSag|Zt|<fQU+Ugy zT(zP7ZcT=?(f|zfeCGWmd=A&WKerg4%&HW48<s&$s~Y~lm;@J>-|6uZQJCBdjNMEB zw~rsdvf7`fXp{O}VRKkEC2__T)Thul(Gx_>0w;rsNL;<16Z#@SU&g}7jLV?irX<mA z_k$x|YEG#a^0)6mI>?p;gga)76??(3b*Uj)JR)1(Off%ZC210-gTbV#&ib#hu(g@p zmuip{xWx7JL?FTH<oshuKVfUXHMD|k5J64H!P%u>__O~zN!kxpvdoC~)LNc3C!S$Q z3h3#!)<%I+1M$I&_3(kz(S(EYXT{-fpH$upds0NU*GV?<(*M;{PL7IJ?fAx22e%$2 zamK|!hQsVtO`C+%os)_!o1nfQvj?U$$UoTY^EcgJOC7_gxmFaNWyb(i)Pi)oX4GCc z{{2d#9k#grH<hB7Rpw(W`bn3mWG{xhi8cEs692kb{DeGOOz@>quBE3;>@1}aJlIX% zSF0c>>@6JJV1M3+IAy9ux=FU><X4ox(O+sy-klY^z;(+=N&6-Fb~;TK^5`Di$B!XF zhr}nin^gu8#G1ktpFY#tZEuTGO+H<aB;ZH6LqmjN>|0>tSXCJuO^dXi{>GG*XOw>u z4ViYm+ks4rkc=Py!RrumbrD!S5r>(145R{g_YX6_&G}uD&k7Eap@esF7??@RAXnsf zRMyhu5T)-?c?lAHULs%1eD?bR2|B;Fhqy+qsYuxUwz%%X*vzgKcRsj_ysL5K)(x?? z4VLYHNwwcp-hFOgTIruhtFr*d3fm*+H)Ig|RW}q?%&40GUf(&X4Pk<!5s}5qQ#^Lo zCqFs|OB>dfN<9Tz?AK#HR8`fy(Ju0tAIM7(bj{~lP}-(e;1K)VU+URSrN&X%DOLbW zg*4}o%qV2O=7mqkLqV<T%2~P)gcmAh-7<Fx*>ytL&62z^Klf?pSLrj%+NbtWx+(>) zju(@E6c$TAvm4e@1q<}YkP<su2qG3{FW($NSw%%zeD*6F^qK0#rW484+bGjvJW|va zeQ`HXJE|Fb^z42kBj1P-EiV(2rD5j}VnP5`-JX7{{TcMRw}PmtX}GC5|H8f;neZef z9sO9^#jaA#C^jl=VOM?`6@^DIb>NnmuYpq%HE5&TR&v<bVDy}`?zg=ynEIkO&5%yI zd!@*DD>7;CHERj%GBLLkk9JQF+sYHtJFg%~pX4!L_Gjd9spO}U#PGmg1<?Y{N1Z<8 zY<Ak02!AnZPXF+MtFHFPj_9le7<6+o(JUec3Ugw)`@NT!XOC#kO1(|;!C+2rJ0*uf ztxd&7g9I1FybWQQ8D1^Xqgn5}mvbm=AuYz>iiGU4|96OB(#SXvWh;pLxH_MPndzz@ zc~5KJ|3ksO`Q5X!bIl&vo;s0GiUcS@IR0zu&4Y0Y`sl-_Z&^25mprMIHKr?aW`qlS z?2j7AYwSogYLlL<HB;fHHH$wlF^zh(x8v!w(lun1mz1v1cHC_tm)eBP(|qhtHtPQ4 zfI)gSMfY~JQw>Mw*Q@Rp?-2akH)teZXj-Axejkb<j<VqS7EaT6S-sx$$9S-R1G^@C z4QZ%il+JsR$Vbxhk4aBd_-}S8+uW4HvHK<%(dqFZ$YnJrRx?fpMml`zg>IfVw^nym zg`b%BWLpl}c;_ay)5bYk3mwpjA_dFbD?C{@YHg*|kP3n}BdNL4c%Py8tiAWHApS_A zdQ=?peKi9LeX34!)R91_*km`uN3HX^yAv5136s%h32fZl+;ERIEiKx*8uiXolBG=c zBgfi3X$%*;Gx;s)Fu5HlH6j&c@A(2?WlE(G=@#VxTWrpz#82Txm>8YgtUjU-dVrK8 z8uW1OShAivs(+HHa@=C!;rce>O%vF_o=I&Du5V4vj_tMPS9|{1l?v=R=wWY-mhSi# zpZN6EHPYb1D1Sr>3}^4|Z_;=A2l&P+<>cMnp(Xq|tyvjQ#;2uqwVl8~pU&V|{(W_x z#ZhA0`}Cv1$h~U+%7py+On&sZB5{Vs&;CMpcQ^}-W0l9AMDm!b*$Zs+4LE6@nOO3C z12>ekCzf-9%+XvR`v>UPOp9a5LIMIRpqIM>pPiqd+p4hy2KEyM);qU74#z@XJ@}Rw zGx68uRt*&J2BTsAeG`F7@F<jz>{~3;e0)K-`OU+YHONt*Muk!C6}qj+*^k{-v}0ow z^L_t*ZOo3u<BPkwr5Srmhps`FQVxMYN(navD236mQ{8*h>Qx;Z91#`a&&^xUm6Xy$ zUtv&-$0gwZt}Uy`$b|&f_Y6MO%!`dT(^TkhOgrMZdAmvOzrw-Nc}&c52r43v8o!|A z0JjK+Nnae)Hus$tGEzq3mTov}pT2Q6J1ZD_GMQb<vUXOPZq{&T-S#~C#R~x^5jH0_ zB>vt?8U>^$_qwslTiYZ>h2?cN+3omL6y7S1Hw2Xl)?7MQAuHXqX$Z7<-ybv!hEA00 zC{*@!1euRHRg`IY?BAU)BzS)vFu~8oUbyR7lLmt8{~7lnXS3y0TwDz1Y%`D}cCpy2 z^5IV4%jZ}(LR^Dp%dHL<gUJrhOlsUxMyV?PRa7ot<lr)RTz$>75btcQO;igD=VN9{ zYu&zCtMqedG~OP{+*-4)M9<%DXUp&J$8xhza!(hM)^zL4e$aQSemG9vV_H0PH<`p2 ze{Q7&i?(f3@NM~-)J@3h^G$kEvagQ_cKludb@OyzBlm-IqC@kzN7|2E=~^9kS7A}( z?Vr@2RX2jilqj6s3bCZQOsiwaGR;?$b=|ydG=;ZqPSU5K*8kGHRVIpJRWx=KpR-Zp zf^)7MU5?M|qd1XdH>0^PRWtq8P+R`p;FaKAYnb{u`b$xTJ?AV~?zuzr@d5p>0bjY{ zvsl<~2+*zes=Pe^4Ju#TjfaOZee@s`1~;og6b`KSi;Ihp7~>!f0y{1^v7;v~YoVLG z#i)y+pW_-Hu3OP%br$yZbm%v|^h<+zFQT2+jy0jNw{;i#Ls`6p!X@`LMzpLUsTGJE z?j`nU&iH#NMC&Y_U2ksp6z5(g`b~F(H)ldM{C_UyUTVf&mRlX!(Sj}Ye0{L+EG+Hn zPFd`sran&Z-0eo%h~F)aA|jQ2=1$yZL3&|-W>dt3KZYCnBK<n(a#Ptv&3?Pvl^MIp zq_u)+mW<TttZL&IoouX0xg(k08lLOjY=zufgXHF^g6wQDBUg|0S(V7W-p({T3ExMk z)=7%@p(?xd1f%}*;5E~EBSW`=T-R+StEj~(Yu+a<#Brv282;hzl8m=c`X5Bd#os_h zMugDe6QEN2>U^>=$F?lvZO>BLHYm>CtnTSLY8~m{$Yse<Qcpb*c>a7WdvwxlbE8XO zIdQ+n9ruyIki>5J8wzjq?D4Nn_BfBb>D=E-r?%+dJ^6WL{VK=kyRjE@Z>{Hg16z5l z>!VT6)OTq-Qw85cPlM&32lt}pawj*mrb@!iu8>B*jbIEA+-)KRLtqFYfyVPEk*^m) zw>pP(+uYO3d8(^p$fg7K@2Jt;gyv(*2bVnIN&_vy9Ph^zkI9e3-*v7wWnAVK-m4_! zALy6(w@brXzxZq*Y)ob?>><hR)dKnY#H6dw_jdLa^d_s&4Af}-n#rplhO9{AGCaY0 z^s<ACP~A7;ZjAr@r4r4IWjw!8FN2Y|6D<Yrc_@mG3cn$d=;@o~)TRoPPB**&ngJ`h zChPOg)7-BI$o#uaX}9@=+2Yi2)|(z9bezp&yKmiFPM7}o=BR$OC0ttI@12+)420DO z8z1)!?r*jKmeHhcoi>g~b$xrlz^B%v|9#cwWi=l2f#IUFV>+uh8%3Evfi6bsWHlW> z^|NuRJn#9YJVCz3`FyR>;(DsQ<zUgeoDQ3Um(*r|FyGEE{Sn-`6C8qae(ezhZ!^Lf zL~a-*GxeguwQE`*P7M4-_W;?gnll751UpD04#YA^FYK%?4t+?q{2=q1Q}c=sCu$*` zy}dT^P+_IJ*WH<hl|D;3c~UWk_oWScT>C2`EZX75AtTcYzoSI6J@V)*oHI6_w-T}F z5{YFVCizQ?o^+^NA*F0TgYDb@)?OZ%tC|1Jz`XeNP(bFqR-NI*y0#$gw`LZp;;O9H z`kmdUw*sZx49Id0|1FmPmA;J|C?Cb~f#!j+J$ANG`QLt~w?Y*r^2SDU51%m550lag zOzPM@mA~Q7B56uGJ@fk;<0q-uN3FMydz;OkKfyv_lnI=E>LfFhwoqqH^pR;*yD9Jn z<0rb$H?=5}?y|e=tE<xs^>~hu_ZSI1<FiyAHcQg{E~w8zk|$JT6IJ$;&t_t&X@!EA zlxk;}%oYHv2u4Q62S>A3Ef7E02g$THHFXh8S@sAax3c6*fljv9A6a-mhs@RfHfvm6 z+8vM4F#34DH}$SC|1g=8-(<W&IP0aChFR7oiA)3rGZW>E6j4swo`I~xtDJ3OC6qde z`?(%U1GotKI0^*m>B8Rz2YNJ3&993~GE#&}bdpF(0$q`$^Mztc$~cq!5ohzXK2!Ey zsVY@Mos0*?*fbeUOWs^K%j35a#|k(fY0cGH-wF_o7kem!UpwMP6VU2%nyW4>aG#W_ zfG^%PFyWc-2mim~SpPbk-gA|*Gt&^xapvsCR5Mr}N;le6IW3%aD`#=sVDoa)JMNtl zihXeJ+@5)K<kyY%Y&;7h>qcIiUPI2PrSy=pt-5fxZL!=)z1#Ar(<vfVbZTu}qZ_l+ zHIzM}>Y`lz)r_BZIK1EjQ8X{$)k={wJive;$5-$;?>UpklC;lNaR*M`SvmU{+Ih&y zl9bRfsBv$<#O35~*chd%MX&YiBI8yXZSFfl)i4PjQ!z;;Y?b6t_sLEQXgB0#(ohP3 z*DXaPKEN;yXP$UvrMfAT)rb?)9q$tpJ@a6I^vbqqOuT(NQ~<-&`z8WDG2(pl_}x81 zP5FrOOwNp4`TJw&{07WxpNI5sdU^9$IQkJHQb-%!($`(ghbXWx8{H@2+n%j3h`wmY z3%;M$<l!{`Nlw<(bR^;1kbd!4>n>)hKT+b<@!zr*W%g|$36D0>zWdwSgpcOXUVIfT zD|vpTBBEU6mCd1Qm82aC-y^&{N63D6@qR|{-iM##=q!$YQ+oT<?-{V?S11tpH%8^c z&erPp$(DOm-?~<xpR0QcA`r6Xs+_ZLFS>fSH9pQZ8SC|}Sv$6KH?Qs<<P5uQscV&F z(LLfybR@xgD0piJjIW5VU+JgYUdzbbLWG;dKVs@;Nq>{;vN_`-+dO=#MdG4LWgu;G zctJU~{qg(TwA}T`NsijOxVd)fV%_QHCHb)OVZqAp9I7baYn18JStv%ZTeA9p^&cR2 zwS6GDzab-KQG|^2&ge0x7#14Bxe=O|!}4>gT|sYx3`?8OI&q@fX+Bj}gL~Q8e5ueW z4>#Fu6kGg#5q9Q5Vy7O1L7=)>32I%67~6+s9f#~Vou`u0(Glk_-xtMOZlQT)#V>3i zSH8>iDBByxjV^uG5bJLft25w|SA32|w@&|^ktfkQ2St&D^{Gq~rVFF1fI{Q#Pal84 z(pUMiUg}mpgn_`tMo0KeNik<VwRz5@M$G!1y>q}oE>)R~)k0y>7(qoaVU8gP3#zK% zEKC~9BZ}Xj<tfW8gjAu($431>eQs^LyR=^d10h`obyYZ}3tUW!_#Betp!S+O{L_Tu zqp|rm9g8=Vnd`r{Bk!iRM5oApXeq&EB0XD7oF@&B{IVe7KWDds_@H;`QL<}pCZy^@ zwpOmOT>s8)TT4Nh!sX0a`u$bgR`ELnlG_ODRI`<f0UWG71!WmS6#VA-GFH-Gj^Inv zcoMFr!?N&oiktf~osso25}kL1iPSGgq{A~YD=wTUoP>QfBJ+%B%qlmhL;6ebom=DW zhhfrz&-^qeRPct1Or(d#voX6ITX$QwB8>aSev|uqkuml0OJn%Y*=SXH1|3;0a}mh4 zo+VwZf9ue>+@<JjyKqE2m78?Tuh@Ly5H}tso=t&ZE5QrJlYY{g9E;m~KP84F)Wp^5 z>%R{#Eg%o@{$9R*$>#^31&5moMC<PEquDZ?j&%f}qze9Ua5s77jy(fh5r)Xu09GCz zACHTSbSP{*Jv{|F1{UJoyLUC!cchO8I8)3i$&-Uux}G4O4vjoq2(~~K#d6Mm{X1j! zwT#{YmD9Aihn`2?Mu-HPvi?H>+jZe-`u&#KK<pbH`r#q6t$9w{m2PXnooin=4pcbA z3tY0d!>Oz`a@(Xd)T6i@$v-X7of?fMFy5m<$(_c!>l%oII4~Sfk+_A^MEg$mkltDa z+cth<;JtI0=4len{-k)~l$&rGk6^J!s&)V_!NZ0H<2wm-vBahS{^a|jA>47-YYbAY z$ZIeVHZ)qVkd<$Lh^0(d61MghAF7+npw>?5z8pG#|5Uex4}z*Dzv^@zG@I;ZQu<JG zbJP9gVD7&0i?O552KDE}mYaByg~)3ZKZD<V%ywUYI&ZukK6N%9s@RLat>x$2@<!^( z8T+M2JoZ@T)5jCts8Owk)tCQ*J{tRdA>5sZ+|-x4R>UO?KQ19%`bB&moC<&gV!9VX z%a=X8?zAzY`<NJ^19OsrSbAyV{Vin&=EkT0l8n@EO^9>OH<f?n&V7LKBh!=4c>Et@ zKv_&jXyksMu$H{eM&;5XUG3pN^%L``9`m@xyI-g3Uci+OVfkAm|Bt4t463s0+J_KP zTDqhJl<p4ch6j-D?n8$(DBUeB-5}j1-QC^N(hcACo%tC4F(Y#Beebo_RqGl_nBn2h zLoLW12V+<#ENst|lDO=Y$1ackJL)Tx*7F+$&Ts*~#d)!3(mDK<G%SZW!{43u9U)r; zIWn~v3-9t+m(bx~L6G~f-C4u@q~Y6+sJQJPLFtLj5sM-Jt$-;69{v&zj*>)M;i)B| z5|vokJ@z8+F0O-mIQV$ri4r+2X6qwo3Xyj+p;`h%&ay;!&rxx;0Y&z-p)Az=Zgo$2 zZgjIPX;_v<7((bz(!~CxU-nSpNoj@NsTzt0mDg3{g`;3MLO^xEr2M^by%0bKE=@Eb znE&S*7$5&nOA8#-t1gmfJD|e@79#SPesi|#%gZAmlm~9_DRVZ+f2yi=j(hU$@~Kqe zZf;l0?;B;##wG%xtvyX`eAJ<wb>>_4KNjL6%&7zQ_6ca@6w(3$%^<#*-4plaY2ANX zwu|lt-!>lkWZLk3ExW<xRTXbiQ~vo$GGa+RMk^te<t~e@I(7O-A^1icW9MdC_S?vM z7fLG?wbt~r<D`4E?wXMP+C&VWqq(|Ch5)xG^VFRnDKBV#Epod;qQuI>IAiP7TSWpq zg5-?Hbv)R=UGy@Zl2$3Dr~#`-MRA)FbS`_<BpK5`=%8DwK~r*}l$4s6%ly?7>qd3V z)Xeu1T8Y1YAb;x#Bt@*%x>f4a@B4M%wv#6twSKVZ``frW^%xb#?5zwz+{p8?gr0?t z#|f}#S2m`5Yn;UvxRj>d&V;Lah-7+tL#02fEK`f;Gi#p^#U9G8!v77k#oHNu_aD~6 zF-@?!tKpi@1A3U>vtbn)=XZUswigH5xPkfqVmz|E*3&U-Zx|Vo%A#RVZizZr@xsBL zfqx=-b92d(nSZ8@F@Xm<2qHWzXKND>9f6;+;?-mxgy)e`mXr4Mc<dYY{aiKFQT@Rz z6tkDWu+K|vIhU}v++4%<*AbZ)A-*Y!kz<dt?|D1YB#z`bbkLj(QP`+v9Okjx?nijD zcIx~SQsaNAJFWR_-ru_nS9Mh&kO(h_oSwEeIyI}RFRoIUJ;G~gSg>+X!{MKUkk9&D zS<D(Csp>)RuuAsMhr53*%1dDUrCJn%G#qId$jZS%azo34`|dVu!g}I2V~kK%THhYi z_ayIoH{Fr1CybGYlFBkxg-RSYqt3Z-F?*VvZFf5Qk}|@;3n3R>*%FsznXX9^CguCZ zPz!R2dkszmmV-{YGdZIxM2a2ZAb7y?H6*W7_E;E<SeDjU=_M3o{V#T~5J^Akbcw+b zs@q#{5kTu(LZSb3TL03?waVrMWh^g8H|*X6-~ia+9F}1{QZyo0_TeExQzg&~$OLP4 z<07jpF_}#2Xzf+KGFw-G_Gob|U8J7!V(tNZt&g{=-$uhdRYLt2ZYT#PN_1qHZFlG` zqJKAH#Sli43DvXRP^`A#8=`Ue<c|Wc->6Y*DdF%A6K_HEx0bnc$?6u(ziw<P=ibkC zuXDaR7kL%b<9YVXK8*pyHGkGn9W{mpJslkjO~tlcrKd36u@{S0|63ju@2{SVGGof@ zx*wUFRhB@;S;9Q^CIdyy!+h(D-bkc@-IghV!xx0GFE)Q4wHAnf{N9*!S|}KQWutnU zUfw<~@Q2%bU3$rnmcbzqt)g68lc^c7Oypq}Ch<Ah*?>>KSUL5+0a;-UAZ31hJi1dK zJwz1PWx%@e)ka4%Q`7z`U$z)Y&v@UE?19encMoF$yY?fkmQ8^x;)dUsUo{rRwUH+E zz`N)4B0am;^wK*EpN}a!PX`I8ts(?_BqmxH4-=}8e1?R2rE9sD&KtUZS8+G2ive@V za~pfk{*PaVbM)9<1S0<GKgT5k;jF@=Z|>)8U-_<)v`x=5`dD9Nt7E(@pef{whIvbs zu#SI+S?%wS3(ZB8K5e=817|PE)#m5hIvqm1ySd~*Fpj=fZScgY6ly_CGW{@ELuE;z zSj3rXeckX;p!UYE&onTK3>9Uh;g)O?4AU?B3O+nfb6HtZAsA05gsCmdhrMq$86`?o z5G+s0VIc4@Q1^^8#YfwUlJg^-7F!LA3txX8hjN?G`RsJGk_xfG;;$FzdbLlHg>i?a zHY$^$gDz|t#?+!{h1#(v?qMUl9ocR~lezJt{X3#T%ANt_!R<A0?X_)hyX?orrBn1b zaglsKM`KXu6B?VF`^&08tAuSeRiiNuLWa?ob7==0s8Pc(-c_T;1~@9=j@mDTf87&3 z4!HI!yFf}Dt_t)_k?iY(v{h7~L6nq~)JvuA1+Uy&#d8d*7r--YYsHo87Ap36pvv0! z%4_NhsYRxtb1CSvT_$G7c8|mC(s*BS)F=%lQ5~oWEMAVULe^u;#`~xlv!haY$`9|` zGm{lh*HX{TRP6Zao8NtXzu?bhP42zfLGI}oK~L|ZEQROs;>Mk1gRD_(b94xgI~o~$ zhhCIwv(CpfJX8o6qy1A3WI`hEPkQgN-ocA2VnJH=W7A;(g}UbHt}3!${^4fe5@%`4 z=OxYE7+ftzsa=IJ8K$P_^y@3_EyJl4YXaW2TIKnX>PM&$H}LXI+gfF--?l~|@y)$w zMM&+sn+UL)&I?`uYliYxACq!srYU45F>kFk8GDI2;uMq9=@3~d(-{w&x0?=??l@kH zmvb}w-yT*HC<*;6SIcKpk2U%pwyTY|srvs~fLs{gF#!s;sm?w~#-(>fNl8gz;g8$? zD1rMwT5I>JE-o&vuJyL3Vwm>UdS9kX#;KH!2Gj9Y*_bwSv6N$E%mP-wtWXjYi=uy& zjkr+iPUtc`S!j$r(3e2(mdQ*LLf<YrrY)4{6+0_%dVP#PK~NS+d1tXIXkuuW#x=EQ zRvEEF@NaYjDhZ0(^l1ttC8KIgZTI3A`>Jct)MhdgNQ-kz;61un40Royy)tHQRu(=k za-UXE{MNNK?G?jQGD6tOZpUrfIQ-wnkO|OP7CV>*#Q9@(u~U^Su<O0~ccj13Y;pDG zfmVA*dhWl&=vW@%)dn;jn`VxmzqorXfO_){eENc^GZ!3IN2*O^BH1eyWq-CR;{Of` zhiDK&<MXNE%~8M6Jniqc+3%XV{<jB#DAjI6z6!{YnDn&$H#2s=%9(jS3$V)Ad<8G0 zy-!5$lW2)-{GlC`JZ^`*-`OJ<=l+~B1nu$T3dpG=2#}&LJo_<htpDEL*h~0>{-WL0 z*1Z(IDC_rM*wC7=Dj5e9UV2lc8P_EHO^_OmCY}os9Cj~Lk|Noiw2mXcat}N&PC*lB zimpd<3L|hhJ@!5dn9U7_HpbgLnv;#m?WM^EJE$Wcl#>PxY)|al5D=W|XaC7aw~A0r z`t>&%O@WK~@y=uJzgL-eM5c%l2=lUmTJ7dPl;d$YOPO<fMKy>sY8B&1H|@P2*2Q0o z`ODZ=^0(fIVntp2_F~|1oE9f+?=ofC6!r9BACe_$#`HMJso4F{<K|<QdxrG7yhf3} zS)y_A7@B^Yes!_Nt72Qn>uo<rKka2I5X4QX)(8-?R_QX)4mm7^)s>5ZyhP=Z){L#a zrPrhN%^#isX0iBX-^Ol+H+#jSZ9jvOl3Vvr^)6KpU!_S%NUWYR!SDkEM_<S-FHSR_ znQ?E}>v(s@J#_d$b_C{3nbdwa^6e^;cAGbioE(L-Dy}G)@CG%D7!a}~n=YnixGg3; zYn*R><ecwBBoUX$P3cz={^By~T3cB;67t!te+Ef-4SjJS(+EIkm=LZsyGGo}@87G! zyE8E8Rh)FPIIliAohkYcyCsodn*?Opiu``#59wecdc^A3qwa(1eGvs~eZXlBJO1_# z#?{_iQ>Q{UpLujdIuyr2f#b^C>6w7tcdhQHU8>dUJs5lDZU)<G>jqDE?%CKj1_G`- zG38d))*8m6oZb02hUoXiRNKJI)1~*!Z>^!1A;Tk_Z0#Ztl)xpH0D}XU_k1SxiVprw zu?9sbDdTcGLV%rx)_Ahb+tz`K#XUCNvlSF19uo%VbI=->L?kZl?kM*#Qo=$tOv#gT zqA<_;gIiriJ<c`9u0J&izPCM!ISgl9Zl>~6>TqKP_+YXPs=tFFa-ow$*(ZM0w2vUq z4CW`x52NobgGZm7esQ3L1MpAoi2}5K>txew71PIX>yGLdjw^?Oz(@2w=qzZ~*y}`4 z4?Dm63G@ntMjPi|Xs@Lw`vj)ahlbL*o>$tvdp}RiwRs<IEJnWQT54!zIPPU<qmM=- zw4kl8f!HNM;CqFB1M=<gBn3vss9b({g7!F4oFiS{C?1F6#(IT`|I%<yBRH(b_2I?6 z69+!8oUg4ojPzW0;*r_*WgF(L(oNyv?&R%!5YMzeNUvRWV2c?I9?fOdx`=&Z+*Dtp zI3}LBrm1m!<upmdf^Ik8zEbOlkz9l>c%WP(l>nafUpC&K$v@)p6s5z1|NTleo0{Pv zsf;g1=hjv)cXfU(+w(gC%F*2vIrdm$|1l<#H%c*s@97w{G0uV76&a*S(3t|!vhc%X z+mt7Vm9%BLXor%RW2|9DyQ{PI^mb#&XQP@$`?PT_Ysh~Y$y|k#6E45lFeI3u<%X5F zYVG$b=&QkjrYXxDj4$BQfqA=SLG_cAl0mgwCM@Fo+%2zDdxbLZCiiz}J5ibUPRCb= zR7&*k$=|p}KK%L-u0h`J%DSz&Ws8;u0!SABQ}|9buk9L+HpqUs=xg|yUEY~zAwrnl z0f~EHBAaxMlbiXmJxQx+Cnc4bNsx0VxmoS2^7&^GOjWmLxR*aUQBW{AU2c@sufB!& z+)rgXI66{$lSlQ@GBPGfnu~~~bbKQfX7J#V=`DqqQuW_97fB+a7TZE0q;cT<BJ04M zRdu7S3<iF)-`H8wX_?RynRrC=na?yJ29Ojnwd)P~J^4U#pATbwn)QL#^@*0Dm{Yxh zvA#VQOb1V-%3G8OA12LXTcW1uj~Gq+qT|s{{nJ4eF381~QP6BJT60q@@H+SW`#Krn z10fixUji}$smw_s?emom#jUacU|Ge$<^05A<kgauO0%5u5ku8<YNvU_e<cLQ*Xux7 z;~)6Z;@TtthNdAf2^+(*`F-x*QYRk$Mc=WnY)<bIBx{wz55t!^vhAqO{Cna2G%rM3 zl&=o6k9*jcR;1a$)v!B)(2%Rcltui71T~sJgiAij_6{|a^kXO!MKy^f!q!&p?rXtY z7)W<tpMv`b(3`;*);JW)X!(<_ayd<K>jJ|Hf$L0fl51HMj%<CxnZDdoWgxVwt=vrX z;i(=q=JdIKOKqS%WYPTYSt|(dV-uHP#8H}TR9JTLy;+ZpW>CEHfo0AaV=mcdLxEg> zj3u%&e-#*uFOOY{ADxyQ(nw7|&(!xCb5BjSH+|6RPW6X%!TW8<;$7>g^POYzA#lL- zWhE<&DzuX<5EJr~L-XI9dDS1zH86^80wG=hh4*Z=Sda{<dh}S9IedZYSh{X1HyvbH zo)Fg-b=fVO*T#WJ$T4;Yb)&Egbu!zf-{iKs_%QI0d?%R0SSwW3`i*!cpMXwy2=3Br z-cRB;AN{S11~a!79RwMq-fi4)Fv!M!R}*W(q`<=R`7dJNEkqt!tsx~)`Zf)6cPz&C z(cjZU2fGM47MpS7*AI<1PAblS&X|4wMIb!!qNOZ|+iQA$HQoHpU6hrM;7{5NEy9~6 zDE!t(*i0<%X`_J}#_ci`|F<#LLgEzilXFR&KjMx5FQYlky=n9DNCRI3>WZsqv^%0% zLNr@~r{l!pM|zdJsmwPc;oH?I*R<&(MU~m1!;<uPjpG7#SzggREQOOW9exLO6O6AQ zzwrJ%4GnER))Vs^#rMi{-T>f#)QD9|=r-7t=l;SyjGpL2MZx!(NU0fwF%%VK>SceF zgw9DywZoCRo;wS)ihSZ-|IShDoo_T=(lz}yE#Q8xtIec&nPo18^$jEb)*4!QFYrFB zv7FC!T6(KG#RY7(xMPTTqJUD!yq#1wqQVF!gNX9EXv)UVoP20qkZ=-*fQs;?#05+2 zJkCf$t1b0@XAWU`4HbfgfQdg46^l=OP38OAm#I|6npm}AryT-%{U#JsO394HHkROv zP`qM?a*wxI1wAiksi`8o_yq4>zC3(P7zE~T8mzaeBQAZ!uHC)8@8JDJp9K)))`PLn zx^gKkEc}}7SN3-Wf-u*3+DXw@#n4JWwmTYNK+qv(TK8<GR?6+#<?IQjfVNq7q<^xe z>N@FGG7>dO22n_`EYu4n%~TP#Txmbxy3E2!=rovv4d#+!y9l}tGj*1g656Y{rrK?D zIW)J+sRoRvCn%NUaH>8CGw^z`^q6vjX-x|OJ7dcjPr*dPAdm#^79XzB>=2pyta#lK zAj4gba#7ZrUow*aJXM2%yat)({ZdVTJz(ntW@XR16ZgX*`n9|(qkGfyg{dYuhGH#i z0u7z!#2y&66X#2CdxqazURIjIiHc6+uKL-Nc!R=KdF9b9b9#b`CT~BBr@3iA-Q}R@ zfFJPnE#(!v6ovATWBip2af94$BvL9}U5$JLJ<xF%&HEseO70UaRjS>n^!MQ2oCG{U z%4>0f#%Wl{H%nZhW{mW+)~T!Mm|?d8Mi*@~W!sWLM#+$z&|{rHcn#wm4Idc2q=Xj# zkouGAil1)0iRyXh&<8z}N1pppDvLlMcSb3O!Nxf7f<pr%Y{4Xf)Znx~Vr|+4^9Ulf z{+YEw6v4!)4}fdIQb+~w^Ej|~6J+pKfNZ|SxZJE{#qi!xz*fNcw*M$~D6`NI5(l8I zIVAHPX01^uP8BO&#K0t_qhbstivD6A4W>!sun8-eNAgp+Jddl9lp;2EbO^avD_zR< zil%<hfxox?^<TiGl(2+ja<^<1H%34JjW#pz-a{4hFQ84_u{DeTJo+8X$|sv1KK|yG zGD->XFDgJVH${8fnhg2xk6avy^oB#<c(kTqHfKSv>_#}{KK{hf-FEn1gRI%V-#Hy~ z$#ur+y5dkhw^6CVSLY!R<41m`IOnJW?wSWI&8WSJ@8QjfSj}%zbj?YQ;)_6=Gm_Q) z9T_WGp@>H|1SbNz%Xv9qpx$Hn6UVnI{QDcxiDqL<6qB`8^IACHm5}}6y7O?+*O71# ze_!9OI^OiFRtM%xt(cwIE*dGq!+xV|bA#fc;eo-shL3HjogSj=c7_F7_e7(W%aqBY zm=|0_AHBVKs;|_ITw_IVk5)?j1qb$7e@?glI=vjsmi1X+@=;uKF3dmPb1nZdnVv#b zbNjvn6aFmy)N>D1U4ol>kY@rCYCLXEyv_%x^*qnS+&MD>1AEN?8j-J@e@*mqWZAsb zpQF5N2M0;$1m@^r4&I=zQ*RGaphY27)TY1YAsr52cR>7QL*dc)1w-oQDlV%UzqnkP z{5sys<y^dCf5p;hP8E~4?^89loAN)<?oAoyklV}c6O!mz3ruY~xGWIKL)<QgXul-$ zGlbpU?)H3Aj^eOb225Q<6JxB}8$%%#`OpOcmn^U;r<H=>eOU62WujtY%=+2UCv+l5 z7J}0doWIK~xvg()3S<+Kh?=weGn1z<()T$tGp-(QBUGDHwXy)5b`p4Z)p`zJsXsTk zkj<g9M!n`yKH#XG&wA24P4svNj~Fo^jsCrNyM8kDePgeot28?Tk8c#IC)#?Z*R=+V zy9By%PbfCfWr2kF-aoe0)zujAWQc}<5eIqTob7iJBvdjYBCNC;$|>|&@l7zFAAU*O z*6mRDi7QH@aMPK}L$r4Qm?-F@am)?<HNPy4+2c8COS1gu=FNBNRN4y;wOvJtjQg82 z@Lwk^p|wz0+0Wt7EbN)jnb%IowMHF&N6r|C-<wrJ{7_LNFR`K5Vem2*2nbN!fa^T3 z0)SD2sW$l<-ol(zykAQtMb0!@>PWscOJUTMWtnA8qnau~HjkXu{vn&(@|~Ok)0~s^ zme^x4_a~leITI!`YRO@a0xkFWK&s7uMC|_lLbVwhBsV|54P=3W>lp!J33=(pR4CPM zbO4doU0q%64=bl_H?5~8ruU7$ae-8yqgkfS8=9m>gmH$Ybk>VqZx_vQFHL(u(Id4U z$nO<h0qTvE<GT5DHJ%_hYbs||L{eyNun;H_vp0i<gbv1f?lw`@qGqtZ-g&4HaVM%E z%$zG{ieTHa^qX32hMgE&@2`2zl6PPbDJ;PM=BH^L$#}q1wD-AQ8xC@;ge`nFEvjfN z<$WLTw7;Wi<S)u4Q~oVC4G$-A_8kD#zYE*e8Q}$DL=wJp-8O?db3G)?EoB4{;UtZ0 zS0+0x7;zanay3h6H+^^7J#6~(IR<0HUOm~~@IYd~_$O~tlA@lpO%2;6F}B0Pn#O4? zpFg3nd-YqKxXJ<cvSl_VrKwMH@rbT;G|x{PGRI0Y#1}|+L^#A9Q=&Y8H}JXbB4I*? z^97=SOykRw0kEq_5aezT4oWw#JTF>RD0X=eq}Z7P`oFcO*W^{#I5st6)q4j~GxDWI zd!pBn+6g59jqr#2Wq%!D7KVOL7QXsaBVN*FUEPQHwUP6K9pEW7=V%}H>r67dGTO4n zQv;Umo5Y`9g_1+7UMP5`5=O}|qA<@VyIc1NDp106Zd@vjeD8mmi8|)VNFT84o)8(b zjDKAifJup+@tYX%-~UD$ocfDggL}+?d8PM8$68=v8ty$CN;q5Nfeb)4Y><#z(>iuW zvjE4k+}>ghc;e~&_vF^7)Z+FYR7PaYm^nBszwpev)01IQ!v^%tWmOgMZIHWQe!7Z2 z{O;3J>??6lTDF8S{~dZG&#8TYcS%G&rcxZ<Kc_a5$6@;#=6%>J2oVP+#4fGFPk$6E zkBx;NH{-d&Kqg6cg*978D?`K#z6*s!B)-~g47MW_n-&=7Svw8DatpA_fyeXKPDdx* z)>c#m(-Zn>^zEXD&H-NO{(A)97hNcs#IOrB1k9T{<vME#3j=FQ4W#Cn7f3$bnq_S2 zi2jn1IQ%}RSF(CW?VgflYJWzy2JhstBL>dHTKmG3w*Vke$=SCBZ&2GDPZakCD{N)J zAd>!)LM;CIx)`=N8o1V)mzlS_?NGyndOhTksaHbKRO`J}rx4&jBAdbsxiBzlsl;Lj ze`<CAs|_Hz?Q3jrPdNtg_wu<gIap%!HB}M44+~LVtONBP+DIixnYgIvPu?H@9a+l8 zQSST4G?Mb;+tWOpu`>mRT2Eno2@K<#rmsj26}Y3Gx=RxdB7FwxM&Aiz^<Vf@6xcU$ z?9|a#l`tBxHoDo+XlNWUc>||ao2Pc2R%>2}Vc^lRgt+K>!<j|HwSREBhQIa&r@&nr zpARBAgOI*Jz=&h_19<`^2$m{zS6<{HeYq*q@>4H8r3Qd@H*4G=ZeL$C$`+c;_IR93 zv7G>@|7jvSdpcP0i~W#%Y{VBl`G#7JSJ{`lg1D*8#s|Nr8*1hU%FxaIL!u6|%F7ub zg{5iB?lsxjn;_Qd`1nLq87N*M(V0Ze9~mPw>x-B*o3>NT$r$Hq(>)Y*Q~IjAh?_Af zx{QK?$|~ELG>^FC|7hciVEzRIv9U@c;h48u?0xi@0eF4{#YqZov8h-hIvYC2_yTJ@ z5C})m5Xo}LhIFVQpAdR0jB+K%5|MP*bZ$HKPDUPO*tycTwJdZD&_%j3&}2t?Iuzw; zm4A{`uq&ZT@3iB8i+Lo!9AaQiHE0}e)0l(!JD;y*Uf|;lUf~$|&GEqd?~3TYBMDyx z)ZgEle0tj7QEeRMy0eFWG+wF-zP?Y9vM&9BNxweYypeI-+mg2Zm79V6ztgnBR?zx; zs65Ady6S0V4g_N|4$7pava_qX;J}qNoM9F9f(?2gL!huq4aUFE^!a@C%qr+xV5cGG zO1I2pgiF!E%(p%JsA+&T#Pq#9b2}R=>MowtUQl^;cB%13ayTjKMQbxXJ{cbiDntz2 zBXX6VmS!p>-i@0e83aecfZZ0aAgE^NaZx>nFuwAfqoK)xrm%~-gS#+2$4GBYW$$Ji zz(a-NE`w=B=RAd5ig`^}4ZB$5t|KeO1zw0_3`wcub9uOzBuChtwm_dOapim(JUSn0 z+#(ZE&lVGY=e#4+!qLlPvA4aqyUF!*qQ({rBX1)eMP;Slb4Tbo04*VfhY4OzZ5B|~ zNq!j_7)aOO0ztk`{hw&7n=hL$d9U_$Se$_nVmnA4gDgqz+0op*7wA&zw2EF<9p%6% z22eg-K;fS#gNTzGs1B27SMbAhZCidP222o$>^{{}eMh?u2NqQZ4MZb0w1u!zOMR!@ ze?z%HwfN`ZAC>>^EdaIRt}s4^ZgOROz$j-N!?x3yS}4mqW2_|CwVO1<T!vea4dmQd z9uCAvj1`w4Y<hNlUfimuzus-5TCd6u;0s#;jEC<|Z#gfV7<Xx<(+4;)%<PufD3w2Q z#zirN9Ip|W67TEh)3@G>V^ZDXbrj_0I=Q%Tut#jou8WI^z(GDx-Wk|PvzBmunObGZ zr5lpXt;hOJ0;})iObCl!1M$`{KuGEt4#%av+8v0>|2w}c2Bi@EdRo|Pe7D12lJjbH zHa)fkru_@H%MiPoM<8?BUl|A*gpTShM3GP46YIsvF|*SUJnAs16v;Tk@Ze0U(_Wj4 za}=Bh%+vR053~|I@V<c6;4CV*ip3)%5sNlg<3%7?yS+8Mz;#Z~*!m|pyUu797Z8QG z07ggSQ(Twfb4T-R#v9472nSkS{+VSDeqRa5Yw!^(TSop&mXf?(7W-;Z6O&5~NApzs zjDbx3R%z1^z6F5uxoqnR@)qre)(SC0rVNaOi09%H!K0#(k1blQ05pEO_jBGJGfmw( zYxfy7V75jr{lNb`A$M|!Z|i0^v)r5%|DVLOcU4`v+V$T9Y0FjwI594|-GU@7FE^wV z(sd(9yX8zV*aHso^XqGBu&}XLj(+v__JT}*A_xdjJK2J_Fr~#4f<Pjt0_$UhqRT>X zN2PTB6w8pv8V0mPIPT^4-eysTKUQN1+{r711LX14sdc`Yyw&a}D42gN`&wmWHd~j( zgGrz5|M$Px^s;IxO(sfutr~BmrH+UF3vJra^}qIR<E1dTu9ZbP3bFTwh5+Qoh?29R zrIb0r_>4#@t|iq-XNnb-GoI=p&W5y`8#u@C9t8#BPkPDm(9q)3<Xz*GCs#~FEVy(~ zF37m+NCTIDKoCg!KFJ;-6c!TH^8-KWM#CRyH$kG>BM9(X`d<(_F_#@FrAeAVCYZlQ zQaP8bIUsK9ey{V{<p@$FzmXy$Q$zC&Se1)TVy{2dnjT(Zx9<dMrvdzDL$Hn1hhym& z@^?3B26nIvTsGbwItiQ`5uJwhO5qjk`G+UG&;jcZU)~Xvu{WR5x66BaVBF6vSS<Y| z-_p*f<3W&1P$VpQH^jw}sS(dNKH{Hk8fMnv+o%2XCYl?11RKE*nkPS%{Z9<FQo76S zfUiV2%n`I`o-7X;`>e>Ab3?e-fi?OvHR1*M*Bc_i)p@U$%2b|zw8u~EMfgY+N)0G^ z<Y^|9Yi5}i#}3%B73%2=^7o#dwjFdT=*0VThB|*Iaul7fnGup`vUBoIK9145^i>9) z5UNe!Cs0f#m(hP41a#oH|2j|pNgw~C9de;#fF30&M-`pK)1d6$IVx?6K28Xs#%ajj zn63O&$g;uzq9g$zXo$8sp?O|-*sHW2aH!Qx%mGZK*W|QcuG0)+AX`&XQoxc%utw5) zS{4LY>oq#;fR*O|5<&X=5h2#AEnh+2g?B0oirk04K6={wu~yed+Po&bJjRzk7zi+b z0spr3{FWLqXGY9SzKB!t^c|u<fc~YrQpsvJ?xNbyONa1g@s{}#9p2^mcozr;j8g>E zns9rfmXK18T35sQ_H4lWdMA|Yv8%ELZ*{lHj7*!6A)Xhk)XTB&0Ma7!?r(0Vh|sus zZF9(BZjU&><4tkMm}M0*SwjL5YaF;_ahi>UPHtf}x5#nqx;-P|2$g9Z^c%WD8t=+0 z@xuT7Qse@Rcr-qv)L9X)moyg>GT(PH5qZ-z^?s9^k2OHi@!uHbC1@}LrvnqoOuAqF zWnbxfUAzRu(T;J3!avB!A=gK|{N)Y%MyCzh!*L&e0|m&XsX_IN^ip!70BYEN1wv&i zP(%Hjfm*iJi<K3;9jv__=&pWw2gqA6ReT)2q}SpnbbGi}Np>L`7{+`rpT{h$EA*D0 zmQdQ$b?570S$&P>ap$+!Ah_KTY(H3b9E;h4R^D&+g#C*%-It9Cq<ROA9M~CYaNvFZ zRjLw*fyheHGEr5y2b3ZvLUi=@i^FkP=EX74FDh<M{>keCE9eGuuWiK7xL0d_A~ha` zt1~YYNN;xAMGOoY|Ae-7V$_FU;5tG}VFw@?L#7(Xk)`l&K5ax|b|*RO04(xHs*IOv zw)!8DPFOgx@7f$QB7USDhOVTD4MjNMpOYMx68reZuoK{X`Iqsb!?~fab#N9W4tPMr z4N6)y1zngN!k2qj`DvWo?x)k)ysh`qz;~-?T)e>_28btXBshtopTgZ+x7I_VI4)jB z$9!Wx>0KcP@XR}<XW?Y9Q$D#2QsL2iT7uPUV5EMA!h%V1D3ZJCdFaGR-hG>GLd#mb z#A|*=(GcM?#8YvuXgsR1DcTI_P70;y%6I__RuaH8ldyufxXaZwxnAmG#Es(|KUtR& zv2vB=zBbUALdkU^u?#)i2OYW6K(5rkH3|}f_ljnFT!u`5M`vukoD@OhXUh{7NLi37 zkOhNxPGmIp1ei4mU-yRo%yvtgp<G~XX3!yDfBtiQmXy2E1?mk&eCpe;tP&7-Z5Q41 zd6OrHJ#>qv_Y~VN2Z3*gkVrBQ)DEDZ2F^QQ>kjYn)f!Pc8-FhHc-~S5#Dm#MQ%{o5 z8vvc*34QKI5wG}{J-V$F7NO)=&Z-3iUg<m>Mkai775Tw0$3DGc9R^RHO8^+~eVhec z=1>y@mY56OxyYAZqv{M-_AN58qwm_+R%k0g>rjx@h|j5cY1>5Gmi^JuUYDTOvx6`Z z*JPKvuQwD{-9#Vk2N85)CX@cV`DEqk5%7?dgi>_5wM(VD>LU-hfEFwME|NnAAX+&K z*bVqv1m#U;V?~1(%4jxASXwta^@LXPdcQ=-8JJV-{ivfe9|z6A^L~PT?)tNH{)V0z zfjCL_$MbaOi=t<Lf*g~z9@8=E*avc&Z#zyGSKiN#Hcv9=UKJKmI1U)T<}i%Z%uRF@ zG5002LV2UsTFNPMYWLp>r{t!fEB}mDw)|k{0ocidfPmn{lP>u|T24*}+-D#I_LYBf zzL+Q`DUhYwYrCGv5Q{)5LJSSQnr83CV08cL{fv&@SXGJB?6?MI5F$PpCU;)4kYKsF zx8#W*|6dCr!9kC_=;4f9GFp4>5qUUVcfe3I6g<E)19_I-iw-rsmUqbl{^h{7N~|9R zNpvV9vL<ZqYWQ>?->y#If+qEI5;Jcamk@fLg|&=nj|{Z#$NPy?P%K9L&bYmUZ9szx zh+YJ+(eU+O4(e+Y9WxcEG<piVc}s4a!u2lh%$l}xBk4O!Yz<k2Q1UowmTElY`jt;r z3?f!lk&*N1^Fe#5^Rm65ju%N#i6IqC#dzOr#<J%vuqp_+m~P2HD!$Mh9v;H{Y-r%( z=1v|lwOs+3PqSsu8H6Krn^v?#OM%)4F7maPG*`P?p;epNz1!mRbmC{1e9m2dNjI5Y zcAF8l)}g_-vzYHw@46EyDR`2IZ*LUlC?I-T`<o2U13RX1GaF~H)k%X#+Y+4g<VZ+T z_gGC7&cvW<$^r7EGoL^Vxd_FFUv-NcTF1S-xYG3<+PLdx#L1q;^b@cIfG=cdba#p# zF$OXrnOH;-CNaIQ54STz#NRT)YH@GU^98Uj8U<JC_%a;4a^Aqh3$-+yV#WEj0p|gH zkO`$Eg9{VuW;Z~ZM_hGm>;3^&q0{CcHh$sd?Y|L9v~S{Ia`=`1)Tu?|k0~2F!Yt&1 z_lA?;VH@1(@dy`PCA1>^xG9IoMaX!OXvJ4Z`fp(#ot?*i%2e1C_OJZ6F<E_G!HS}% zbLgcn)|d)}56}k{(9v~W$jKrc=<P{jiT(M*zxkKackj#%B&$**Zq~Oy9Y=XzQnZhS znBv5yqw_D;@co=5DTQJ>EJ(M0HPE&6mj3MUg3~-@T&>(A3D;TjdaR%)l%#RSBx=ss z5gi@|9tNXiL*oa5#PyfBXc#_7!^#)bFJqryD+XaYZZ_Cb27L5ySczJY?Tz7y{@Zv_ zK+e4@<xuk%^fBV0Jia|AT+U@teWoi)EZ14l{C}suQux@Hm%TU?czB^e0Cf#VlVq4C z8e->Y@?juD>sa2F{C#Ry$XYbopIEC8p3u*<^=9;3LU?7@QZj={xTbWB!w_F^77p!> zVJW#iYgcTxW3+HpZ*#_aJPsbV!BErug?-5NTk30UAavmQq?Mu>_X;Afd)T_j%E!}h z%5tKu{)4mi97bsi?jkOyY+;vcZZ^ums6yN{>^^}9*9;vVXFI<e!Od$^4;hDdrVQnO z&IP9-_Gw#^u#m(&Y6PLA)wqA{Y<I8&rdg2y>IiaI5=562J-49X27FyLHh-ENm(5IJ zumBzkZC}p(XZO-3lm8mc_7?Gcf@xkhE@Y;KcNBp{ZczVjHWMhkjl^0q*BU1;ekBiG zrLs9^N_QLOAd&~GH&3Xcrm6jrt2kOjSJgxYr7w*)h$oxnhl0-GmZSQ#iz{+p)U5L> zAEe)L$6=wNQ=3H|9zdo64wTHr)X+z6R4g%RiovbD%z^_H)g`?)FJ9+>`^~l~ueZmH zE~Udn73Ugeb<ev~)u7X$t`CZ_6*f)#F=8CfyRj|;(LN-}BET7Rrh+hO979{F@$EO^ z&uZ#oXA@17cTylfjnsjj_&nBV#UxEQ7hhngz8mJJjpV|PCZ!NqXw@(29Up0M#Rlj0 z;*g(rx^>o+(!4`Z-xNhw`<!Y;KCu4u1bCC9fsfQF?#pb$ptDSpO}q=7HGXQTgM*;z z9dmis8aZj_vqzTKLLg!>RhOccVQEXfa3kH?gm??CMLU70_J8J(*`T-caP3xe<w?5k z`ylzJUb9S_!S$SaeB4dWPL<ld8l}q~<S8UUyr=(q8kV})?r51ISPfNS^I!&z$R>s# z;~wj3<*{o#)z+iq_9(<6B7HMA%Vzr#uG$QCTb#`cc_{mIex5iE3tLeBa((_@APAp! zlhREwoO=CNiGy}1YSZ?CxGx|z*upTD@&4P-aU-garn6(a9;&4(Sv8D9Y-wfHJd*b( zE!<hy_^hb;nCY^%YiIZ*osQ-n_nc=Vc?ab58CwqN10zi=^c)8Z&1!Oct;GPx8y#LF zZu-ee3r$VZ+f;^A8w>7LPWye*U0C!Q-Y=YsS*PcKQVSOgh#g!uxh{HVPX?^`_cULt zCK)r*5>0K2qj#GXy+A6t1Xnigl+t<c6Pk8m#KhBnEWQthRDEQm$HH_XQ=}VDDI>~P zi}@XzEnDw(m4Q(<s6Q$n{h#d(9RiOWE@v8P3x;E-{cmr_n4#$Ll5z1fE^iG-1iwIm zJ71;xY_95$^bG8V?5U<q0FYG>xZ4I0w?aD4)iCQ=%j5abb2=u9T=!WVZ(_vrV?CxC zV;x#3&>xcU0$0>kRs^SyWye0AD*NR?J;O)jHsizmGn&i*?Yij0`tc;7xVOuUG90ar z)6(HQctU~`(`)fLHm_Sf>4r_B`-@OEaKG7C05tA}YyT0P-u->71=UM%sgCbU^T-E{ zH?d%_5kFK90@_?#e5JPyN92Qv1pcH6on;o8SOKe-B?_Z%;)JHDUG!I^+f{lm_gF22 zh`xH>P7ad%k<PPQKCa9sI2Vm$Yt1Qw8WVBgqL>{&?&vdo-#7~oQHto4lgJ@w{q#L@ z2dqq+0I1Mnkcx*(Ic0OQWU3M{dr+}caEc7?S!?|#Nql#pX?x*IPR+c?I7<4wL%o!^ z#dTuR=wTr)Y!N6^JH6CbQH;C`CXZ)1@ovPg^&>+sr#p#2lm;#<cnENZ?E{Jahu?O( z$iNJ(_jDsGUOGP_WhTvp_Yt-OIlEp>Q+7IK()xVwfWgAF<@>D78%$vTxbu7lEaLmG z+c97v%nk^u0&6WV!5;Ux*jRtMKf<iv$SM@V|6`NB!}a$CysBdhXyUx}TG)hd{3x8$ zQM}GKFTZDh#))D!>yW^H+keYZqgd{PucMV_OL*I-<_ttor2SsMzW}3!JUUe<8)PIN zC}eV8(8z#`%ny5KItJR9zte8^uE!sMW2Y{^7Iv8ydI#~vU3sOfCKbPHtD+BAW(TyW z<Sif!l8kS3A3hk<QEA5PpSSjhr#fu!?>v6B&gZnM21l(kg=5UVadvw$17(~u+lzc! zw*Wi=^V-8<ju-D>kQ8BU)!xNjCnE53I>vVITH;4)I$Kf0ZbEt1`^M{X${q|&zhT3l z=m_bCGdhz#=@vgvn&L>tfrz`J{OUJ~YXYE$JePd+j>e_h3J+T*DW5uR!k(&jz)~2y zG*U*nB4)*pq2V6SfQK$_&by(b-wCg$S!cpu)8<v^cq4SBcN%;RG`d49??{$fKHi?n zZ-oE^0R(_4JV&Rcd2aj;0H6UJB&aJSEUbCK%TQmxqy8p4IUOsXnr^$Q`rU7y)Dskh z)D=0el<ho)(f>%QlEc+V7W+-)<`yO}mAqaTOds75!>@Y~;*!P~5aQ}$<#wOw@-m_? zX-EcRxk}*A5+M46NtU)sm_1;8ihho${MgPA=J9&sKad71_%O#j<_(YBmkDGd&Z7M$ zuZ0HuL$d#|FA_CWR!<%*FhR%3?shqqdfug3sZAb?Qv@*UqRI+3703{ES#d>8J~**D zMjH932v}c$hBhwjx@~R9#hui9C?%wVm80}^l`c$0i*{K?q?F<{A8hG98Zx1C7W_%> z?uqRDr<?414Y)hCf+hLJMY)XGIPkI{sN5&?B**OJU_gPCHg4ubqj%G8bNUO?$*Fj5 zpupEm;UyXs(>|F;+K&yzAFMQlc&u8`p8zKdj19UjgChhk!ZTVzJbFs}PUga4Q4_xb z;mZFStl}OY=PLfq#)irC6D(Xmq0m3tT;|Pw<?9{5K_UOxxghR<4r6Si;ZjvG*^G)@ z;BEm6Y0RDdQ9Av|pVV{NSh)ZK;jTNl^MH-q5TakRI`2S+IQN$Adw3q}R?nB5%ggyf zd(83};akRiBD@n3Oc;4|RW(022SPA^{%3{iMwDpl$KnrPJjblrzoea<ghf|tnTnaZ z`)1gX3F6y>{1g~vTZo*P593M+1a=}<tyRNZZ&C;Fjzg0yk$DDpf~PG3$D1hB^G`7V zj$KS)HM*ucvXi`0xU3949W|Ca6676;7`?qP3s}^ggc8%pBq%>cd*HD%60dBCl{_mc zex3vR!d!*sh18zUwx33`Bd4$X8Jv(mgubd*Mfi0}Rr(_{HJf#bD1LR{AR?<xErW=@ zxZk0%kG?;Bxg&fTKVuq_W@@O4Wx|ja$72Z(<VEF9sKn*R>UuH%{N0f7KeCKo4m^r< zz~QxZ<N7kUj{tEyKCHjLfn|bTqH>NVYfvVNZV`fdaIvQl%blNf7VBsOSCHbt-{&Dw zWBfrdG`i2l>itEA8d}C_Y!QFo%k3TIfe1pVfY%(oa_pfw{+Be1eQIAj!};h%Ce3oG z*2kvR_KKIs>FWfip%6k~|0?8A&uBGESi6aM0WLq`hjqqN9riqdSFr1MFP`ksq<!TV z0eP>Fo0XaEt`Q_24+Utjc0jkd-ZHoGKdSfHc<Fqf>(aWgKLX=Car>bR!h#6E!K@qc zZ{d^r92&>Qbte%bxcJCep!;Km%rhSaJgCOmGy%m#V^rI@c4kpTBCu(GCYC}+(rxmw zL4U?(eS;9%q~d1C^(^S~6z)e3YQe=ZJLp*L)Wg@4zO8^kpN2EQosoNDT6vBZ437Ls zlZn6ee*&E$;1h^#kCJN-y#-QVK?J6W8_3pw)sHg%j06-OusND_huF^Mlyhh{86N;F z&8yiWMk5!otnvn-{c(zmGZfQAa|?{`(h(7`5F9v4L3@VOH|QU=bmLZp*5Umy`@^A_ zEgG$31Nj+Ey7-VEHZBmnFZ*3Wv+)R?sOuHljhky<$A>lRMj0ieBC=CTXRnYsQNxEv z<Qa12B`TA{8yDJKC&9RQX_`dr7BO(p{ns2ONmF=W?^nQbQ5mGo@}zYURLoH78+uyG zZ*e4#Tm7XvrgF0N+D3KUr7nAya|Tf4!b_ZHks?loPXNsp<wMQfa@YkgzCYxBs+bN# za6=m6I~Y(s+V3up&VPs7s~~s*2742pIh$3U+85Vh0qDl_xiJG)t@E8);%vrHsdw{5 zFi0r>4sp-UGg9A-Nsv`Lf3xIwwi7iY8krSCas%koG?h&%=3!zHx2$-i6}6b|xbtr& zA~iytQJ1O=N!vO_!hQ|pX^)5}h|n|lw>Y@;%+yUiGk8V=R($AhO5+{RSW)%utgRK6 z!Y}y4M5^#f_Hsd>M1z-7%z}*R4e*^<fnxGeprC`AH9oX7m!0Nma8tHjfo_{_RH1q? z{qECq&Dm6P8JEz1g!~ZF&_1Ad$@R(AwrZJXt|{m1J1q$=63%xT$OQIko@`E7KoqP% z#Vg6ZxpJQg?^}v*m=}%!0Z-f!1ov#)ke8MG&J)!txrCx{P#;Q!Hy|G^yPufPuCc?j z1va#SkG|Db<CF7tK$OB2tuqi$v5nA9jPC3}^PE6~%@e2sKEc>*F^@5h^ZC-(wnh3Z z<CEdvNzH>?2H2fj8Q#2V1c3-<S`S)zgA+nzN!3jstauhJRvhFk!-Fw>^PhfgO1#&U zQ)uz%)~{@LdeK}POa<;&<q@wXT<n0q8T2ZI;!gRyLILftw{{)7-K*S+T1%`)$;8Tk zMxZ=cMa<cICmQ@uoL(mxDil1J5C9f*9@Hh0QAUl_%%?}$>dI!k&qbb`eHD<COz}Q- zfA&#U`lAHW*MH{gr%!T0?dgTBliczo%MWG*%i`}rm95cXwP02ZJD&vJBq~8Rx-4vw z{B9C~_UZAx)l683!YRLy7aqm-)8i<%&?rNUPA5lDRBNXq-{@00%^TK0V5naA6agYa z+qSw$?J*+T1MY=s;2ft<4V-zr#Ggn8M%3R^C-O#B4J+ZBIq)7Xfo+oqK<lo;{VB&) z0d~D3VV0pWpN*f4Ru>jRlXEBhpr0m5y6aeo^MgBNBE~SBvkUQdbIG!{_zR8F8pHUh z7;EZXpIYr40v2c~7xx6duAyIWLsMC=ys9D%`sKnu$w#eu)W!6C{?_Pmk%=_dYlHJs z*G_6vl#jF7=+q*P#>Zp*k-kSmPfJ7KZh{R<p8Y1>Vt+^`QYV(gJyq}J{3gyBFrUtZ z%dSPq2SPmt%p@&&h8t-EOA-arQQD5RS~S~LMV2C{)KoKgpsa@;nsjoC*ebYLCoY_P zAshy##Uu=B7)aH30eX(maB}dLLg0ndSkR5BCEX=zJ}Z8hNVajIrUHNBfB;MoF)eas z9D3Nme5;GD`QAFAp@5m9uBL<jmk~h8l)zog-SrxiLOKw$&1OdI+^Ew{9Q9YZzP}D$ z%-G2H!#D_@wFajD85>V&lT6W$742kPRG*pT?!q4!3%$W|I<D)IHfGNCLo8C|?7t&i zF8MRl$Q+@392copyK*TXLN^_yS>FLkiKgT?8h&nODmb|a{J4@|+)NypfL40?gSb%T znqAbKScOTk{)<y(_iP@fB?_pmg{51^0H@2)hyY1J5HB>Voz%Yv?wbQl$A1jKUTBA0 z_^v6ur;7b%cL-P<LN6%TUS>n&@s5DN$Doo|;^mZ|xQpgryAp}lc%-d6%eSud+PSV) zubh>Eaaa;7iXMM~PW-FsB<MW71E3Gt*+r_^v4O*1v`h&Y8_BHLWK0H#<>@}h%5SsK z^2^Jv^d%OfjCnh;2!y_bS*V}N`+l);J6^y05E2df#ghinuQr1GecpFh$|=+<g7bAO zdm`>Co-ngl9|oMbai^JjWgDNX*H;GT?U%L&r6tx!!2J#$8I$Oa@7le$`lI_J35VuT zKcSPaa8}M+8(j$fgI!V3|BwRA7Pga&`0VLhUR><Pg_Qt!g}J7Jn~Z3S2*%}ls&UxU z!a4o}k_=lVe7cM+r~w%SG!@3wx2rbWdH^t-wU&ExGTO&x02Uz!UzD(TZuxp@_vx`@ zE))<wr~p7Z4M)&EL?Efh(`o7lUSHJelRw*5IL_Zf&YXYP4W8;1?Mj8>|3t9>RnUjN zGU=589%SIU1M_K%3O-#ON0D^*7FNTx=rBsU+!0+L8cd63nG091E0if&7HsF>fLvZ* z%fCdJn?H_%_zruGVb1rfSi_t;T-4aq!4PL#)9#Rgd|$<hE7c;Ua@Nr?xld;wO&>~| zbc&gQ2mCUe5^$ZfC*4%+Ja4rkr(Hr{EhpCx5s&h<xHG8uL)Y?l0i()`gZ)5fVDoDp z*l^sSD!|k)pR8HV3gbI*;7bV8g4qZ2bG3H4Ua!beE1Od4J6H;GH@K?iVVtRJF_TgT zWjGPqBGH?vMg8Q6nG>KbFG<A|I;dZM8dpI#dRZ0&lEb_e*8;fhe~dp93!w{gSTf`P z*~OnW5eXngY#iN|`>Pk5_^X`HtP)q3?4{b<Z)xsPUoLglxV5#o!_t+==14v)LQ^Mp zWbaqiZz}iKzU}Wzp!iD9fag_y7yO2RgE~;rn#%^28uFL>2=_z_vuEpvZE%R)!mvg0 z4u6xyM6~8hZ<b7)`^3|ZIeXNI``5Yq{iLQNO^sFNBPEuvEk#<z9HsOl80Ygq9VZRH z3=$30Wu17){}TWMbC}XrAbX%m0KS!UHOx=BVryPIpvlK-9QutPcuJi)V(PIOLVbO@ zb{gTV?fE#ou#x+QO%@R6*5XXvZgy#Q;bs%zTipOLX4#^YLGqmI-mUxr3^icI0b)Yt z+t$0Jmpe-psac({KHO2t#x}wuO-Hw1`NzUbzP;woo41^En|_B&K3ji#ppAh%hIPD< z^}QD!@nbZ(Sj5Z*ul;zsK|mv)Xln`jcdR<j*&vpoB161=Zpo$Z_Utr<NuV0SyqEF` zPimTiB^EbCK6|3{wcou{mVCjl28MW`w!7<1u`7*#-YdHAeLhs=*~c$(Oc=<mDrNe% zh&1>a<Dd(F8Cgy>f~T*!7vc3J+<DuMi7_E{2xgZGf}^2b`z?TUN9$2Uks8`&SlF(k zh)SVa@k#f8^2GoW49F-2&YMPdUPwo?-b^DKuiZlP+%VF4I~&n2?ljQg0_n3`HQPdE z?@83C-otfM@vFGni@)5Z9!ZgJ{(!UwOLmmy+f7&G5-^tJG*<~TG?P+ZyD5VmexQxX z=Fo`baFMyyK27k#a(66^-m5SSeKVeF!zGVb7RiLX4%%=K2}HN6_-po)a^nEW@QC#N za~V>>g|0RZD>YfuM|S9EXMUs{b`4@YR742O8M(lfbUF^<P7=GNLrs6#VRfCWdND`5 z>4)xMH*hx27fSIz*-5f`0o37*|9p+b)Ic0{E8jD4QTPG57%K%(;{SL@KO9c7mSE;A zRp;A<T9f)kNIGrgB>qrt>)A!rmS<u*?j6NBnJ@Km>4Gdm*nrzc8~YSS=tVL{`oOLo zYO!Y#u??Zpr%O|Wck?z1{-oQQISU-}#Y;yiFNqcrk)Pbd2}?PE9L3JVs{{@X?=a6v z|F&U2HAE^3d&rqefSRQ#1?IEKugBwV72dp%_;5=gX69s12fD1(y;rtfa<-Kk){&`V zxSDZ2AzOoI(n?)^wI&PN98>z0;05NU3moyY*N`pg8ZclX!c&b&AO4IEi7rM_iZIwb z=u^jNXJThy9LUrhiGh_zH%&Dv_K)PJAV`B`(xY8xSn;eZKWtwobUFo6RO1O~+et#Z znIylOl0%$^W<t-Px;gyyAEa9~fOF|LM7Nw3Fg!={N2V|>AQ=Y|v7awhpL$lm#ZE6G zJ$44j3@F9gN`rneqkuGs+%j9+p8*Vu%G#*REs<(?v{^P@m_8TOQ6CwL5(U@Jzk?Z8 z2)%m5KDQ1Nf)MWxY2aWIZhc_I>#y<;mvY|6fY0)_tT+;!6DSo%|4teV@^cQoSa!;c z*!d|KQZaL$0xffPK>SXOpbUIVA1C8mElT~WN$Q^wH~%cDXuBX0>_d)gh$vWQi{tnC zm+hKBo)Wk1Y71Cf59_O1@&q<{<SAJQ33UQGzh2+(6qiMCa%JVI00i6vZQ9e*lczv? zVc{Q;Bfiw?!I^rTLv#t^#RUMh4EB+tp`n530TA^MzJTl<1Q0B@vt~+x3G_6rAtizI ztL4M3P7w(DDxFV;eCs*ENsm=gXr<7s`W^ZqbgVVG=mAKd0ETwkT8|d-pjDMQ%gLSw zoXRX)J=hu{5YpYC2I!Pte~tJ7NuoAyiVdpe7+zc_$kr;X^MvBj)s^sf0URB$UH+tF zYxTV+#mf)XXp!KY=$&f!<t&?npB(O1a5JElr99-gwxc_6Gp@7;65Ro@s*b~zQ7Y~Z zRiuXFovPE#txeb)|G!n`&3Z-6lRHW|qKkoZPBJD<%vLy5q2-@Os9uddMlPD45UGC6 z7y>%NvK@sEgRht!Yn4C$0#Dg=3}CB)9{v`XPRHKeztP>h31XC*xd$LoFlM*JUIjh9 z<jrc(fT1h6X6m{7Mx`9Y1WK9zd*wGgD-}xSmH&Z13w+Cz-(C5PAvO}FcG2xRmho)0 z4oP3c8c7WC09I15m|6Bw3Ghf3E=)3RFHT(nb$)uQ&F<2nkP06cn7$CfqqdRy6{)fX zX<2n<jAu`eC(nqIjWuwA)k-CRk3i<>U1f6N4-&(!_GomjoY{mP4cIwP<pS9<c8$Fc zJ^uxa%*!HN>5BB2*V10*{~t|P6;%b-Z4V$464DJ4($bxZG)Q-McQ>eXm(pD#-CZ8K zk?s!Z?zsEAWBk7HB!{#2UTe)YBg}h^Q=9=Nn>EPtp3Q<PbQxzs3T7EF;a*x?>42!X zbO)@bA+_iw3v@p)0Qaimy7A$m8Oi5WG*gqfDND=)14^I72i_~QwCQzX?f_wzx{T%x zWTdp6Z6GC-D4*<$1VZ#@z{rP%P$zf-=fUb~HppDP?cz&~`^uT^)Xj_k>c83#i{~r+ z(O5KY8;sRA?+jmwAP2qHq9p;l>kqZU(g<(0vcI!Q=hU8lD6pM-`wodb0)<A7xQ`+1 zW~Dl~Znq3L{7VRBm}pnOk6GI#^Ash^GSw7X_FXx+YCh{FdXG5}!Q37iJz-S`=(E4e z%gZY&vcN_U#Au$KLeUqGzT=6eji~AT_wNz#mH%TIu{$S*#)W|7P(UvNXgb#MMi2<z z&}lpcT%?ovn%y2e{mAHNJ~b8bpnOZnyJAO9)#vTgAh$a7ra1SCI@uOao88~(6NiZ- zZb>>6#Ji9mX_8GQM@x~}0zY0@7)waaa?$S+V$5S3tIJO6C{0%mTm@5CeGkc#8+iCF z1MhxOs*Xtf)<z_jcxHMPjb#+09`p=Rs&Yt2E8p{EL0KC6?zD?Z&gy5cK@9CYQQnRS zFLYvtr-U^AE#4`fnsT#lZ?JT%rMUePS%aCE)nbmN?pUd7duxBT9og7#??|2Ch$54$ zK|%=vh5ruAgh+22t^XMHi#K~jUnBBz?PF^2s30nhX0Ibz!U>DjNM`+6Xqr`9e5HEy z8>%|OC=rf+G##tI*&&Z!h|UsVUz)soAytS0=-VWOpQT-X>G*R}GxV^);d+0BY5ktB z`4j%<)k}g$#-}wNdAzrEUSj>-2?cmOUEN~+QC#L87V(*sl|1}mvtKR-*Ok6cJ8u5b z{Kadea*d<kKK1t@jelk|+47;=#(hCIF$*t{M6787nP4d8eepjfcgrt##g4_SpN&pL zbR3|i<6N#z^WM8&3FgehHCgFZJUaha<Ni5fEaIY=4Qxa0UHR&$@i+%yT9e;8$Xik^ zUb?nz$cgphcXD%b!gPZCCWT8h2obj(c9<woJG(UL{K_W5!n%m@f7}cvvb!CS_pA1O z(0k;p`5zbHdLYVd)pIxFzubCSx)!sMRFEYMB1?fWi)?|?^wgBiLTzzts{q^IRXe`$ zT(^@IUl8U3l+ZRHE*_*pIr0z#S~n14LQen7FDg?5Dcn4wBBtz1EDS+3Ta)E8i@GY} z>G6xFlsK46$@T3L5wd9*k_179$yrYil5Qf{O2u6)l3{3BO!e}1XsR53dNZe+L`j|} z<aSz#X*fm0Qjx!Hl<R&AZYd3;;X#PY>~?-)zh-<a^%pVGkQ2dfxC3lyOIfZIjqXK8 zCtJx@#|ac2=aHw>%7fsh6yV@)rQm68-_l!2%Miw&xHwnT_P3bH8U$ZfYSxPMa;kqe zLj?zM313DbGzJk0*`VBZ__8oklqq8U@-bQC6%6hO^50FerP}^3#|(vkBYowy)U-Hh zyXKBD=^5B0rMMe~Ld#^r{JXndugH@F?xq!L4E1(?Jt^1`Q@OV1L|BJL-G6CzrM6=Z z{uqE`N-d6{`iao6lJ8#Nfn=QEZ{f@$?^CT1jk{U0o<OZ@SVXSG_(hs%I<{|XbI&J5 zT3fFTtCDFk*pD4u=Z==PX$v4wRE<-N!6fJ(QXVe;w>MG~ugB&vQQh~-(2naRD6n6Z zP!5YtFoj?H%kC6>#=A%PiFdNNFK_Rul(=zi>fFe{MKfQ(34W1ie-|Al45I+?HMq~R zh#uOMDrENq(WcOXbRF!c^*h1{=yVx73}ggFPwYzVVKqi~gES?HnEmWM1w=9`ns!hc z#fZx%*paQ579MF9BpA1-2a2qhYSvg;S!ro$?F<t<@_YcC6<}S3fKKWI>|3)uHp0$2 zma1}Q5B_s<{b>ph+tu#-aNK$!SNjaSg^yR-9>#M%mz9;t3tmmhFt=^(VzmP<46PSl znCQdJ$!fcA%Y#f`4B2Xpd5m-cA7ID;x2O9&vM1WTj!_gyrK8`B_?Ydz^FxI8!_}$| zFEfK45(EW0<5F@FZxlFdRy5)^`vzgm8v&`Gxwcq-SFI3Z?Y6@G3%j;V-ZT=_Wy!Rc zPO)Ky-<+AqC+ZPr*42xdjS&tqcEsGvGx%XZG5lfXLnmu#Yu(LNUeXR#-=o3M)<Ik~ zgr=h2(ce9h(jh)^@vDwCU~BlsxTzT-vWJl+PW5;HNyFW4RyTs0Y6}`W{h0V$&N?g~ z@!1v;kzY#hpGru-zHPO}kED7kek9vJeh(9tKrr6qy@`nNVW@JcA33a<Ju?CpCVJ|v z1IlK~z^tovw63M<AY5!1a-wK~k)j%=dS2H~F5i?_4ur;1Toh3UI|GxXJT@H9jH)y% z2?;```wKqcqxr{Pao-p<YFs%Z%@ZBpUGLp;uZjk1l%q^2VcFBYf+WGqcElT9zJ!~5 z{+`FtQU!K{s#%xfCU>Gl{_>Lvry4o7Du++v-)`pOzUPn5xH|Q`G}nql_NLQ3jp^R7 zVYO$nrNa^@g~Q%zplTfI*gJ4In>)rH`<X%BVtmV%ZPPtEe5oy6c^Y5F%4c0%@^7!+ z(SukV6M5L|2FmF?|GU6k@!;C{!OY}9w!w3~MRE`yobnMRG^wL;Jcsq!a?DJ)<^y$0 zLcT@Ikh}ezsME;;{9=R+_-bAUIHP7*vSQ@Oc$T32ROUQ74moz7KF(#T^WZphwLnS0 z?35AfMsJYyW4}VN>%Bc=NgIK@OY*L51U!q`sj1rf`erx}2rWH5pU3IiS2zS})_|7- z{g>a<RxoRzy)5SULI6G<&GxJ9;1&EKeFc1Lg+S!r*_of~$ER&(|4%RA^>lBX;D>;h z^50Rz>Po#W(NOh&J8X3S+s|Erzlz5?H+4SmcF3!r=%hB}S+JxcCxp8(4NPhVAJ3pb zGs{l89U@IN!eSMIQPC;~y8nE}`2v<kyp0#Nkl2K`g76sw&8~$PQM!=RPf{Z^1+ET9 z`}(VSzPDx2V<>*`h*T)kR^ncao*mbsE*plSyJG7chT!3p2O{d_{s>SPaz8U&t^q2= zs^Ed~_v2iP6|)-$)5$Lp=H7j=R3ne~%UIy=w;5OUp6-5b8#gR=?e*y-Y<zA|PMns@ zNvF!|H_%E(s1X#efMM}raCJleL;WSX!<Zq2c2Jf$h7bHd385YY3><J|ObKA5G)>N5 zHE8oZJEVvnzMc7#jvr)`LPn~x*)65SOe#=;lJNMPIg<0N39aJcpSN+JI8>OMFJsp| zQYjJ*8I!rd&)10;48OdY)8M3O`>orfYk4xeC`JFCT156O<Rj~4!2Bqz#-Uu^$N=h! zxP|!@0-l(^o|=B*k3hEmlk_&FqdV!hJ+34@uB4QtH)YzD;R!>Z6S-VF^fxGR{uXe$ zc@qBMyg`4okX0`Ohvhx0uJC+2qXK*vUFh_``<r4besi<Auk<V82jHcE3+OeOy#M>i zuQTt__!p{RJeK<B%pCG&66;uxGixzCmrZMQ+MQao-<+mz=GuZo{9wQJvJuhqxo#{d zA;0ks{<4h&dfF_OZ?w+S;^l;y8*3d*)Yc=%TFNFX?Z7k|=VY18!9&v<Fn>%%SCWvP zdW1>&mKq~SO7uc`^Ml-fCuWyQG>B<29vACuZ-ikf!LGj#50dEgk6UfaIYu@L?dI&M zYi;QFj^Fp~mAWAIHt6Ix*4L-f1=SrL`eoP2>%;y1kbt2i=99T9Xj^hd1}bD^gi?wi zC>6Nhl0gu^d2Gc=c<6_RhTZ}v_YU_Hz3^OcZWG9!PebyAw2h57r%Tjfva_=dX3KR~ z5NzhFO+mn=si`R(92}_n%7)MWPQ^CLDMz2VQNB;3LDXmlNK|_q85!gV5?z>Km#+`g zwGdu+V(n4T-P`!mM6Yv<qs8w}YV+t%<<YE<OzIt}$ag_9^DXza-1!<lWn7o)!G5%9 zOtc>KEzg;>ai7=8i_tQ~UutmcN>7}N6+h|k6{kXBOpZiN@^?4JQ2#q1rG&sh*dwx0 zX#Fp(`sa#W#+kM?vhPaLuv^j1+Q;ndU+-Nuq{xl@Etjhp%H)@-+yq=(1N&Ksp&Jz9 zp0A?@dXMPc-HBNkA#Y&6eq`({k6M6%vY^HHI_hkA3I)om8ulmtI^FtpsxyX*9;8ys zBy0@p$0x;(GQ>A9kS-q<8|Kb*rNAwqz3N$~oPj~qWIdmqRj@3U8-v))k(1pcrL@HG zLxXnB%I)2I{}VFz;)0}>30W2TR-)&uyIa|o-tn@l^}a5dQ6v28NfPd1DT2IhTjPpj zN!N%46K{(HOvs#0Y){GdjJx$TwY8qKtj?{%_V>=SJ4>O#*D}=!U$}}QNbjw$|BXx^ zJ%vfb$4j`@Tx!valH<Sxyx5N6l(pGf`8JGloG(q*W`8!mR0H)aB%<`-TEUY1RihFU z45S2V>a6G#CfS?P1Z82gDy65=K_w9hsJIb8uW&0Kn|3$iaciz8(X~w4qH2<_ZzesG zK^SA#yNMnmvC_MD>N%V`Db?qxR}a1I4foOeczYRA)a+77w%W+(5@+}}EC%sSLMYoN z&8YB(1UHkdI#K4`7RvUv8J<pKR=0mvxp*|M5(ewH?@|tT`_gGERvoTVr0UU*!E{6T zaJQZpJ6AV1WP)CarkXb-E<i*GaX8x$JC5VaK!YT|&AOo+pP$!MR)&MfBr$!Fy<}~5 z1U&QO<rX{$2m{}ehv@4I&k@vlT~+GNfa!;kfdMXHMUU)WRi9yD>V7s_=TeVb<EZsX z*{1PuzJ>eC)WJpqCeCQvCZTQg7&E76KUD)`=8;~vBcn5{ZO9`HyId0+b6I2gCK1EA z`luXSz&+{FYV^<T_kE4pnVAo@a~lr6-Wf68FY@+UT^X}p7apD^TFjj+sis-&)^MrX zxNqRU4#H~^mwU;#kW7g#6mvRh|9Qp3#r%Qv3jd`;TU}{bBYoEsN3Lesvocpv6me-j z{6o;Z8ci{xl9XX{UTiokM8)%flqC*ZFda5G%Z53%uIin&N=b))hx?!1=8<h!6v<R- z%T7lW&J`lt=>6;GLyv7R2yZ9r&xvA|#UANp3g0{G8?Oi`DlSYNwLQ-=3m#*Lh@3`b zl#DY5B;@)(oLOecoxkwtjrvNi-M(2}*_phQq)W=?a!pI9<&%Pmo<zYS$8r`F3JQGZ zL;UUN*GXqaLTUy!RN2I5)1zs@L^mU;-GyV*5fU2~#O-V+2vJy=(p_H3!o^yb3p#D| zcI_&>(=3KTQ;@B3$z%3H81}!*b-62@+O7#XhJ6wrYTsZu!!W!lC9O6D=kYxsvF?qK zfWC8Wv+2VhO>N}9a#=ff#ey%(VkuHQ!Kmg^d+&<<zKhw`LINhmy6V=m{qlM;P`T%c zk&BbJwybGWT@|s(J4L(4?_}3JWDyf73-RKd1|n8hxc<P<Ca_IkN>G>>(MX}vlwUUF znYNA+_SLyz)=li!XGEy=`#Eh^zpWdBfp`n*ptp-hvI0XV+r=;}n$)y3GQfuteq2YF ztShgqeEZ*dn_6DZh-dS7FX*rafo$!_Y01<5{t4F!5G@~41qFq7KctV`_`@$GdMr4k zsW2h^gM);}_zg3@I!m)t0bk*7H;c@n1sf-JTD7)@XbsIquFZqm_gh92xi&FA(snGt z2~U=f<aC7ps^Zd(>SP(W3VAuH4|bCXO^gipb}akg-mn<dJ7Zn<$Bal#sL>#O58myB zJy@Z@XGBAgYO>J!b|HMFXozVC@jto_fT^rnXUkgWaA)!35o%ZPu3zbMd78hMTe&~p zzO%r?X+9T<Hddzck|>0z+R~Rt5ubN}VRdmJM;;k%F16`j&iK7_w9?~!bY0atbnx*f z=Z%k!)<d4{kkVuMKqO%s+(+5QVH@{&>`h&3Cn$@JrSh1AJ_!tV&X?iZJCqe3y5{OS zdqcB7hzTWZ6<n?eQmiNp7??|_4WVxvnfWP1DvRIASf8JoG*A6S=wup|do>zFt3{rG zVyyW%USA-|ejYJc_*CFJfn2;`v0PJF$wEnfsz0Ug*U>R2H6eef$ITiSnEdt?VVgXz zeb(=NZY_Vmq3}3<*9`2VF;y|^`Uw<c*QUm0tUZo|&`{O}m0RfieKfkX73j){46pYA zpmEF;08;{2PM~*u@z>O2YX`@<eA<9vQKf>UiAVUub55CY)_y83kJO-vyQBK}@+b3p zXIJL}ia%qTF|Kzhu*CXrt7ERKhCXB^aSHe??g#LRlQnt5OHESf@3KRy%bvWl?nNOV z9c^}p-ICZ%F6`K4`N0(bpB4s8-lcjK{{IS+o=;w$EAsPAfItb<@R-n07Q(2-27CYY zAiUh%-2bxfDOzr&Y$z+rNK~o_nO1NSUx8c<R8&+F5)!VoFVsY)Ev@Fj1i||{(g7kB zzt_;qVuQ(!mk^PVpQ;LnNluQv)*Ak4ETFixfLV!YzNU~RRM^o{u3AHqN;KL@%61n2 z`SzdYan#pBONhnc<eArWAsbmn1+Uf-^z%VY#8s9q@!wI)y@?-Ot|3OxTpze7=%nMa z`2Ma~nChh_<TicS&d|zRu=o-Yw#L^j87R7UT!$4fYSS`4*H-mzXsoKLEQohmOIbAp zneSGAgLj_7?jmsx6_-*bWBSU%)yz9h>%<=-OuQs8O3APGc;ALaDSBcDZp81_Dav-a z^YwnI(EFLxZ<<J0R_@=Pw?sq&3^j~cWN&NDv@MNqdcT!gng==-)<1oZPt_gTaSCzq zSZcF+UM|^jR)6-%&Tp4^5MKO=HrpQs<1w2)q>Wz5=wlDK&jKa$Ijl-3pV?)zR?c_A z&c~xt6R>rs%jx?iPidAikX77&fiJCxRY_*5;OB}zF|)se@dTzYA#N~KY(n18!D+U- z$&au#YW)r-;BuODqmV^#WrymB30M@og@qBD41^R}PzzB+rr9e=ik^Mtp?e(!3dz^= z*I7p&jDrm|LW;ifF2K#{k{Yvtj}%`f@9Q9aFvRwBlZER{hK$rzv%0h=Z|&}sxKaLt z{PM)+fSX71w}d@1Z2;N&W{mNi{mFvC^{|n^(>mQHSFc1r*-91hhiK&@<KTlxRyzy| z3JTyd?Y?N+z?&ggGjCI;1@n<2PT+noPhQ}x8vyQH_N0F&KniZh{dC2*3okf?t5dju zv1iYlBtk+$jh`g=`1qUwWIuMZ{M%bvh#+<yPuBztw_#rm=P&2_sS0wRQd{ZwXJ%4t zmoRul0%QV3lSL0(%_{%3=OH>oYV#Or%&hmB+?rsJVf3=oRq;r+M4%)f#>quS7)5f0 zXwZIC-iCgC{iTgFR^q)l`Qk&=6(w0h!rLD9e$U-QoVqGoRlNnTj;P{R(0R5w<~|~% z;e}Yp@6a#~`Kir}+t<2SMm>pJtA<DuP{TvQ%{&U32^<H@(wRmY5$`@P{!HY$a^T#x zZl1mpTzE|6vBRgtL>9@v!cnpa_T2xjO#i*-L8im!hUbPn8paFVgd%4|Z1hVQ5c&ep z#n;REBaA?>Ay&mm8g@ayd=!IhjDAYePE9i=ZQpP0_U45`l!WqR!EkHGmfp@XnY?9E zF?N9gBfWM;7aoMP00E}7gw@gTrk50s)O(jUxSiVxY>M9Dl;-H0QC$*VSGJ?Q$u!NM zM;ERHXJj-|<op3rt(x!p(m~ht20_~BPd<I#dnKmn)Y6;MOtQbn5Pw?xBiqAiy6=3a zkB842X!1iy-IHXQ8$yYQVMQle6^Sy=3AwEDcd!{fqbxQq$%)>}p{Pmdv-(&r8Ug1& z_3WC#y9EQr4?g8ZV0;XdU9N5It~8G{xb^EDB7$V#D`w*Zxi8XUA}eP0!31xOUj&vs zHlx%l^n5{B?(dS4pg&#d<Hj+9ZvXxk00HlkZ?aPH<7~(Ck8}acMTH2{)7PDo!@C=3 z3(E*GDeC&ZIHnBUMrS-hH@ZyfwzeO>ATUas)Z9s$>#YJ<@9tKl?B>4Ur{0R2n~dQ# z*$s+mk`P@PJFm{}KA#g-9(X^4yxZjM{WhKway&AUw7g#2`%pJ!^U71wMh}i&PEv-7 ztQTi@%&F;cWSrxzn>m<C__7k-{z%)36RGBviZkfXyf6Q8aerx+W$bDc7hve{wE{M2 z`X9xsZ($YJ__onW9kfx2VN&78Q-l(83BWDLAi1(@-{on2(ph{_p^xx45>Y9d9$s&0 z;2zm>BQ~VDw%2`BZ{8KE<1YON^nQx-TgS{6>O>3EuOZo*Kivma>q@vr#<s$p#QLdP zyJYyKW^OFNHzKk8O&P_xwb?b?TVnlrT8tG1?x!mmGuE5W`!Zz6R3aPx?n`gGX+-&? z@@BeUGhUku(_O2{y2N5L`%~c{>9@c14ul)*7WI@3%4oBjJH3wMpiWDEm-{E5#(H65 zI$PQL6-4EbPjk|(sfG*!@{^k%BLjpK<l^}p3!?Z>!CDsx?d;vO)pJXvLwW<AW%t<E zcO{@iE)&;xN3^qt+2VsdS*;6d|BAz7R>EVLrUrSrDdRq#mT|(fW2$}nYC6x9f%J6M z^Qv7)7;4}OWSQZGU)kYej5VZPZmF*0sc3PO;#f2$uRwY3RX$xk&et#~F#5*tiASD* z2oDQ6o!NT0^N%Jhjn-eP_o^O+_Ue5&p$`Y{Wp>-tCNy#RDu->(iPF6uw=0EWQeBd7 zZ?`O5-;61Y@4LWs`j6@0Vv;WY;Qu*B@||r0CC5w$sVqG`y<x>GqJ;u8Oz7!y@^c89 zF8~~Yfl}8u_=Y8?Au92c&M>o{4a4`1OZtTJkky5S`~Q-Mz*+?YA?|y5Sbf38#*Vz3 zhpe@%J{|vO1jFj@t)GRiI79aaS`A>PXx09X22aK8RT<VuS*l_AsO@G8z#6XuMz^t! zCGz;4I%DZKM?*VPR~BQ_XDulci4*wJla$KyGqZ&=H~S;4e_bj;s$UuVBAXE<<+c$_ zw8UWkF(aFoeWu6B*5TG30vC2pPkJEj$>_90F+Q{sfeTkGWT4d@M=spYXZ0*lvWMB8 zOs$($)W!0Pu2$Y;j8m>GW2?LEy2Ed8>=Arhv`isk2n(Zr?ds77{mC**HB?Zhmi&2w zR37Kb7_QVL9CamZ8_cfKFEynmUIY}$yU!lDaUHX$m_(QmS4Jx8Wi9}|oHTm7Ru~{m z_y0&!7(?00m%|ETrfnhOu@vS`$K%W$`K%1<!%6a*-VXnhodizXlZ=*TfV=84><V75 z8dHY8^aT&m%uf5zgDIh6Y>dTmNsu<R*h(D(_W9IYTIH5%CJRUD%=Z8n#DEHGuTG4Y zzy~;I<`VV8wH8|c;*Bt!xA(ffj*(Suv3lv@J8`WW7_2FO%&$e8N2V5|W80+g9CUkT zXXdnX{&bCMeD$%|;$TxMoPw_{ynyH`1q+L(7zG#7^iq8XLym(~MJ|X(X3|UdUW7uB zD=;YuZaWHriPNLPd#v+BC%(b>d{`oa4NJmxaBm!6k5|X*p}Hy0?X{<NkZ}7+<BW~> zMzrgs*jHu-xh6k7vox)&e3fkNocZJ5HV4X*VsF^74w~x-6I|t_Wo;S-gk2fw)vfY4 zsdaYbne6qnboN?r(A2q_bPpO;+&xV0SpuRi*d-K(Qw*yS{Unfs4Y`+HCckhmV_%w+ z5=lCsK_ufl^xZd|P&2zJU)@m})M<f*%<6wW-cEcOkheHESG`2`OMVYW#vb%c!1Kus z{S-kI*yxOyy?K+C3(uDrw2dQSD_5;+yGDm|HxT!GN1l0RwIe6g`qVA|_g&tbx`>*D z<HoKAvy=XAS`%~|+VGfkvsp%yo3(evvoSv>P@KziE_A;4jZRA`Ch^}dyP5^5T(-1u zoiD%~YpXXpTdp|RHn`DPx+@;{yA4)*-R9~C%AP;AX*Xd8dzEY!qs!56#}^6g!Ui`l z_<XT7rxE=R2gm)GKuV;Tm~tx*?pZ8h?w~<f49Xj?!$7MV<Les7*hFE<y`}5t0SYB1 z&pUo@x$BbTTttU-JO?e}^56cxbQqYctF0c5C(U-J7sho3Ed1i+o0%u-%~PtjzDO8` zUTMY;f6`gP@F6THu&OoM$tfPQgPv5Jm#l~E$ufk^n3Ooji00rVfjrJtmWBd-bcl45 zi$GqJQe5orGtOIdTiw4otWMfoLd^=3#hlBIpZ&Ck6~dThDUg3+>dADpm+5za3A<4k z=<5<qy2YL;J{lj*_&r@9NH?n6cW*~OBj~@Rw^YBQB&TFLSB|DdN$Q!G`r7QwEA_ij z2HNI#jgtJ|W4q&~YluJmCG1CdATN?)ilcO}>Abah>BK(E9C0gw2Qjp|74u$dkfk`Z zKUDekCGuy9q8W=?-ZWLXyw|6*Fd`yvsd4K{P(fMa#xsHY*s`E7KZ6J6c}?Zp7~^el z2*JIsLT%){w90yEH35?{xl+SfR@Q2BwR<Nt^FrACx2>GhSgOczCW{hNO4v#f^;h`Q ze!k=V=@JlSsZ?B>oxN7xa!mLs(wBZM+E~JZ(cNDv2T>!);^p}XI9NEStK)e!I`57G z8K^xH(x<oEULXmQ%;&U=)n_wTEP|e%zW1~xk|5p;+@s&ymtV;Fk!hq_P+1@lXeH<h z5x5w2ek5@*;HO?7mVAE&iGcF%$HA<ZyJiO;l>&sEA!!RK*ig}st;C!afT0uZaD5-0 zJ`|NC%CuRR8Ifb)VZ<A<A1(~N=}ABcR0we19-Me&2{!Cf3gy*ay}K^{?LCWIo|!OO z$v9N~iSbWN2>5xWW#+TM`44CTIL(_BTT8MXz>9%LCxkv#ZWfKRXbt~*MD>CVZeF>X z@jz7j$oi=J*Opy9KR-wC<(wq>*Bhcz3wZ&`cfwKc=$Z?)p|)2y1jC_-U58uA7`?Vi zxzNR_;Ey2!vtvW~1ZGnVVLFT(@6Q?K)K#_h71byf1QW2ImWs>)V^5<0=1x=;k!zG} z;f{szVG4l;=A&&jak-U91g)0e`ZzoXf_roQrjN0@PUB-$M#;C8MNWEfK4)#-<3&K; zec&>Zv+!9H=F^`nB}~pBc0RY#E-DhkwQ|WNDEw@EyWD3!ZWJi{_<bZoLUpc}RW`s7 zs%BjNY0aZn1b1nFdwp={GfvdX0gkP&0N(uw{QRm$oG|x$H#=!YXmy9@Nr`0B)^0=T zV{7U9M^ES)%46y`jFr3F{>qM}4&SLH6Zbf|_)G#%M80FiLS}}v7!~fkkPNL&s6B~z zwD1d`>eVWH(sJLB=${jNJ%RKe?~-65;CM!Sp%~;?aFygZ>GDeS@d82WtISPS&hha7 z&e+YTYTpIe-h<Vj-{U6P!PRF<tdowH=l{1lTz-hqf24R-@qwqi7p-2lMCJE-w4*;A zJ$*p0S;D~O+IRH-5=i$96%{9dMzh1u7jf6HkdZ0e>R|RFUjiloUTsrT1;7rk=cu?; zqrU<W&qs6m5lne<cvUVaYvv85YagC(U)n$VXNwkW6i;04igf=?H_7M`VzwppW<b+8 z+%9Y55L5~LbX~@&OIYLUpnh*^>TH~a3%OK7fC#*JhE43;9_bQ^Tci*XFJ!eM;)V&G zgU*Fd-gix?&2$U$487po-EUcPtHvIAmt&?<=jHa2U3uEGlNmAcS<jIRkC&e=*xcvI z^`m)xQp2^=14(l&HRRVnCFdeuDvFKZr9`>{8UJ6^{}h^H3<_K8Dq5#0ljrN-na`fu zDu88<`@>(}ugA*Y3)ln=s@yH3nBs$fY<iIfn<}!?kDT^79L|y|aeSF@NgBOedNx9V z2EzI*eoJS)om1oh=Vxu^??ivq%vR1^xS@tys}m*(>&Je!|8W6|mdMAqqy5U)Li<=b zpg02Fdn2D);m~xf*4%P7@$1cP*BQ_~MC-wQ(&yFDiY4`*%w4*Xv09QUFq{5ps!aw- zth>ynMua#t(pD)rOy<tNVTbeE1;FtEBbVLZ-}3gy1S~Z4I0M9=oN^$$a(p~eU?g_p z?8W+F$c7Pz85(@&(CV@$5;J=F=&SwI#53h;J?bI%CbwJKad|Bt2^Lxjs8FwalsEZ4 z8rL^J3=@nNEsFhR!ncB}YN5?K+B4n(Zmr>F$teRD1mc~ms9m7HyX~ip@u+CgDeoim z*LnB$@o`reegDlHLg1iihrGDB=u6sJZDVdu13aGI2ZcN^;DNv;05pRa1_u%v9_|IO zmgBaYm0|_0bZh`UkhRyPXrH?(U9O<Zg(Gz(WLD*h(5K3Z8R>Ti4N-|uy!V=G|Ky^J zc0BE=!dKV3nWXK;l!1lA6(8A}R_d|cvvW*m_ck@-?N#3TlasH~%+keiQwawY0vV|U z<@H|7bh2vbGv+ph$mz(B3!n|Jy*vQBAQAWAqYe%CoT^3dw(2r;TU@$e*Afl#W>@i+ z2&ed37Y~eOPUpX@0XR(wGZ`MUzwda@KF8hVgclChx08s~;F_VOxC8v<(LzL@{yRL< zdZcu&(pQs3U5*bJh+KFkzNinEVA9&AW?S-@y_8H9A4#W#Rv%WZ2v#+{^Pb9?aja&c z{A62MojxD0*Vg3TnVzrWu>6CiGrT(Z%Kww>S;<e~w>-~fbwU0Q)i!!oK6Xk|GzCJv zn;0C>#-WM2<y6*Jr}`=!B(yiInz{fFUf6Q9Bn0Cws{zCtP~eE7z1P<~u@UK@`7brD zND!5}5<mp;j9@!AsJP<1&HrL+p@`~Hk#@v{9>avY@6BP1xR#KIZFh&?ofF=h8F3|+ z62_mjbN3<u_#S{;C|CU#NG|CXcBr0^)|k0&PG6~EWN1-Vh*9wC@rJ=XE+x*bz+52W zemCyichR*tY$xZ2=ghnvYnZ`4*5YbVHh#S5imy!$m9W=41GOc*z8!4-X*ZUL9f{xA zedBEGct)9h@0a0VRd-(uh$1iYQd0AE*6MO{a?Z{d;G9K1{>}6`9{^NCa}$%mL)Ykx zy9)#a_@Ti;fCQ_nhuEAhNkoT3*BiHg0=`Z=@UHNGI?(_0FC}ZHUjUVUS#Ti1EMVQ8 z?Y$Pc_xj?Z$V9t$ZF5iqzxuxs$m#VzD?541Mirmc=0Auj5@Ubwddn}OmQx%DF^FgH zQGfn7o9T-p9_zNO<-OsAC`=Ztr+R>;a?@sI3Atr3zk`LlBBaynUt3tvw>7sg>yi2f zIW?<Du9{_I9@wK*$?%<a`m_X&IpQq6(wBX!#TYvstz@C{G2@nnQ%z05k$Jj(SvLqR zV9+E<=0Xva>G40R`KV;AfaU5=Q7^Sb2w908`KxcB+tpU}vX{8Q2u+mnnaQF{ZJJwx zmfdA%{G2i2S3Xdb8IXx4h|$(473ozCkSMI1$c%VC1uymaBcA?UZf%qQJ1z1a)<bpR zVpeSXl3#15>$f9V0ymCA^aFfcqnv=2yi{Bp?O3dW)Bf>km*SS%!pEsbl~I#w2sG(_ zH+ZD7bitx+p#aSll0`~1fJH2*v2r{A(N|Gzqf7=C(X5;()-VLpSO1|uB?)(oW!O0j zdy?_t*0y9&`ypDbfpJ7?$4lM-A2&9pHtp`8;}Id8Iy^8av6P)jb|Bz}r^ZC=jU_>Z zcdC*kJ-~=+eEJj!ORQ`7*O=0?XymI5YL>oLBUplKKiUmz3Nt&a8F4^8%?Gu-VpKSp z2jmu--yuMT-DZdMbrkwVTl#XS--=oU-(}}hGw3zh%;47{!EF#R?BL|njHlo1+W1O* zNitK_^YYstNBcxUwUhtK`8Ne6Q@r8)I)`c7*-QbMaFI3tb<#{6HrB6cieRn=OmYaK zgAO%ru5Yvk?WyzHsMG`iuf#)9)fmy#KiZ$8%)<D=pE9?eej6}>4FFqS|Lb{k>1~6Y zodKGx)}#7Gxhx^uhQ%!J<ED<6rxS9Y0^|3Tl$6ZO747Zq`T5-jETZD)!eaV<ckl1V zu8;EMiODkozh`5^2-5g)+_LKTVEZjuBqM4PmPYJ9W{Focgj2diJA=yIj1<CV^rO|5 z0$RO1TdMh1GF;QX$~o;UcPl<|&q0_|<THnl_WaE5<XfDeGaU|UBIW>zj@5oIV}D+q z{hAAcpfl(MyTMM_)38jGw+B80W8TPJ+D*Gi?ntX^=BAcXqLGUEZGZv+V^o`8Pp7l; zhF_&=oC?+Bt~w6Hz&YBaXbY=JgBAyAc?6AfdA~&0>ICXS%^$wC%s3n?8T5y#%+b(n zW1)!v2r9(_-*MC3cNPQ(z}~Kd6YqIoQgGu{G_!YI^J%N77k+lk#%4{A5BAsQ&f)>? z7L_;_PxS9&DDPv_L~<#9@LjQ%?8LA(4a0j8qXqcWVpa@+5tg)s!@sHFY*?N`ad{L; zp+9#E6*!c4O8U9rV0HIDvzC0Tzv78D#Q#Z1f;OvzIcY?>IQ1H$AldWDQEE6+`Pt-w z?RYTfyjOl`KWRjIo<MS6lpYs0z$Uk~4pl9rC2ob}bA0B9OZ?y-iT)nrG7}@nUWWU3 zzTM>$fp~wsHJ%Fgrra`gI1L^}b@Ya`)Io!%eJkx6D+41~kK)j^D-w=NH2TW(%SW&u z0E?52;QL=x$}>yKt9k3Bo`BVuw=W?JulXhM6-|hvDc53#>Jk01-J37Hb;YQ(igGnJ zc1kWrCdmz+BfnaeeVX!f4%SJyO?v16jVw`-1L{p*tih8x+6C||x7e+$lV!e4aRUtU zPDmrE6T7VGW3z%@yAJ{66>Qf*MaOaU3e3l1mG<ZRgNvP!Jj>?hX0KbCWD~$Zd|F(6 zo>_MQUe83WYX0$5iYs5=g#ww?NR~Okv+djOs39ii<{fuCY3vgZ_zv+ZAq#7lnDM5X z&%**ED0Gb!|E;`go8en|+?uZDw$+XY0e%rAnc4RrJCcC8)9*n=HEGmkwHbcNH&{b5 za%9pQj8v^WHHF&1&HIk7N~vmGY{GS!(23)-B{5VK+E9rM@1c^cGIsY~<7Zt9Eef;| zb)5%%2a)FtjkI2YWLqPxQ;n-DbzK7(Y8HzBRt4R~2&gBtiLH0dN;4CJXRs2H;~@5G zsJD3)$5>Udw@-p;OP=YrZ=9+(^BSdct9Mp5?xWxHN|js$b1_&9UOvSWUM|k3o2a#7 zLTuzPT@hkAj9UsxEZpN6hhEdia|?g)lQHB{*A=m@o_4b~`eV9Ojttuer>f$HMa0zS z$jI0ITDWnx(DRi>z^bp0c)%u5YfWcu#>u`DY-JN3s^-*9P4E6i$0<&#!xHeojjh^H z(o4{(f23lJe=F;&#PNM|E;(bk2zJO>S(mDf{#E;BO@dLqcXYa}V|!h*gRh^Nf)g?X zP`9RBz2~L~Y~>(4tK+Jxd38KG63pD*`k7a_E!y2^alcdqNTiKz?KJ|pqkq7?rkhxg zU`v248-LvmATgP;@Oi24$nAT<ocn8?frj-h&rY|02Ino6FuH6voHyUmWlkxMK{^Oo zNqE8AK0VEK;(B93oLi-ihieel@>^H+?>H)inXI`}m)ZK?w(c+P;USd%f%uRvD;mpS zBaIw`!`WRhwb<12!)34~8&;oMb5Bl9y@G)Amd2kXEdL`ZNgZr%H8pv;pfzFZ>mg)* zU@JFlb}=b0+-3+37K?bz(9AdlBDC_NqM{%UFHbi`g<dGx`&akCy3789c7vVk;zZla z^MmBT$$ugimHk<ta}<F;1slT0^M5i@8h8i5pI?g__t|S!Ym8E?wM0=)M8&uw+PiO3 zo0z)gGXXVH5*kjGBMQ;tOrTkECJg&cW_aPMs~J&)+B+O1i6f1l;eoBQ0akC2;tW5{ zbCnItXs0Cg>drr`7u(Tz_MJZ_TC}G^0eE3C0um%riE#o#Gh`Wk_K6M}8D5uc?!NF6 zl4HGCj^V!OTY&<<RMZ0~4{dq0kOpl%J-888WPsO#0^WGC4pv<qWGx(|n(tCHz|viQ zY!;MA;N`GI$K`Gj33*!<J3?TFzYcb7=+d`Q==y40zM8zWQcrX3KzkU4bN4LE)`FA} z>c)JtcU@|6RB|+v-y?dcsm!zF4&R-@aPE%1Ems`I&ykJM{jn;y>;!Nu>#@x)R)z-( zzLZs19JQF99Tu~{8ij53+M<XytnhP3IFUh%zu)HXtJ%o)b1^nx!zC{O9P!<O!R4Xd zQTYh6D}%Iz$HfV@ww`0I*?h~_kXo}e^Ibf(SkjXYIntqO|Hnfeoxr86nbq0oM8Fm7 zXt4$z=md_EqTVUy(#wsiX_mS<0mMfY8WXWW39Y3jl5W6&72qA*RQs`M`iqMmEYU>* zXrheG(v0v?vUP3Wt~Cn7_=NO!RvuOjm3^P39Ss_kQW`rFJ}71#g$-C1Yx16XzTXyu zNQNPIuy+PT8R56}d`5fwPk*1$EtN8mfC(q6EF#CdbE=$6QtXd}ot6-o7So=<@txP# zYM|mzvG$|JUc;CT(z#oBL<u%+f)C)T%aO4jj*QrHlMF*L+CH3mDrk>F^39D66@3NB zem9ZiVl_<R6t9v)l^-ctT0dL=I+}?zUvPZPhaV7e3J&Y4K=;(vCW4@t<0T~|C~In3 za>*|X=(xCC0!@w&IMUjTKRK;uK(;Cz$WG)Uj5=w%(UX!wf|!_@30(}cx1Lzp*eo?U z)7<;JySqD`uOa4o|9oD3dA`Z{>@%T43Z7##H#f+`)xql=NK$wpr6_!BiYGSJrr+=| z^RVoeDz6Z2F|S*bsq-hdk2w<#hYamXhs9IjJQ^z=<I1jg{0De)l=4%c7YAiuTu%bh z37dR0ij<ZNw)*(NN0Sed`v~wZ&yn*aB#Mg#yjsgfwY(iIRTh_df^p%27R<X2iYN}X zZI#xf=lBMYtRK^PHGt3}<hS^nl{?}!1`4!QxCl865fUqN?Fz9{t8IbJEJLIVVMt?G zyf>ri8@{mrYffRH8Gda$W>(KX;-+3v@ebAT!_SoQd!Gd9*&=R0$pvG^2Q>8v>63}# zE?9$)lPDDzC8IU+9ww!7)ta1Zx>b=%lDgO<%CG-T5x!=0OIXG!!{>UaVAT|6u%2sv zM>EZU&Tl&3=EG!fvFBr)G_kLfnMO!X)*LAr*bOL@MZ$b#oQsm-(Z~tlp-6Rn-UHyp z_Q}#-P1~EhfV~fH`D4N!Y1stjI{w+)_Q8fPr}MnzOqESKnvQWn1V|Cp!Od9~!JLa3 z?Sy4_zgekUuwYBuUap~&Lc#(5kC%)$ImvGykJE_yHeU653bxuyxW5Vu#rF&mSK@$U z`DVK{MI}|-XzmK*zMb%wkAuJ+Gy<*Pe;8sy6b7Guub9$^ZWr~c)fbb_RU(csr`sPs zgI)`e(@u5~DZs+(#U~r=Z-%yBpR&s`KQ0JS;7x`it~RBt&lF*=-i^Au@GWn~2;0@n z19u^u<D~QRb0GI5!`if`Z?1E#lqU+Ci;C>Q{2gi<PT6_Z=3br_O^RQWkn0&<+K<Jr zMgDnE4-vL6{<|UE_q{2?u_-r)_ZiwMUjI!f>noK=#H&ilB#Cyr-?vc_1_}M#h6b0c zk9;Q4Xv7+>4iqZ_rR`xLCgThI20O=N`4om;I{Cti@FQ$M;1D@zaOVFDX2jz}Pssf$ z-Q}lgmd8tepIRo#J^Gt9DoY6Af4jA0qGy_bG`umUVafhT^v-i%o<u_>Vkkw0l)x6X zIE@%xp+Y~OXZAip#Rb{)<zwys9=FD`>+f)F+RufiQNDb7=I7z_#YDkLP!weNe@L#& z3x6Uf;QkFzFo`@D38s;3jqibh$#;G2F4^IZlAC##lz{1t$o@XJd#R}=)wlPske5F5 z-wUdM5;e#oWmW4>c&=<vXy~UUz#O8qn#ZY?L9}D)G*Ts#)~qk!^4#@Bj5_V0;PbA8 z#~;9hM0w{|%hixK{b5~+b+&#aYQ~0NX&MFc<LLL`H94MP1oY}pSDfEv|2U%zDEjP> zcbJ$0`Zy^Xw;_UQy6Mit>l9>*?m85h&+D0Aj>S;miY51Evab?ABfo-u6VM~aZljW% zSVE6Ujq$)+7EE#UZYM4aq_}*~2a=x2t;~2X8qJBBzPepeK^GD*U_IjWRpkzMf81Sg z`;gYcBuv?uNoPUC{-fa)yX+_Gj%Rkm$3t`B#a7P?>xwovpsml$ByG~kOh|B^)phqh z@m@_BfDH{@f_X%t+%yk%`dwwChAgkRbEK?le!y?9mDn;^qc0em-n!sc-#+QxCRQL3 z*P4ddWYVH8?SW$Pg$wtib^Z1qjyG#aFlZ1(!@n=-<va7#s2U`YQ&ZK+B-JlVR{>t{ zRbCI-uRQFBX#b3~@(%*seQ_n1PhPMP1N`d}UF#LPb`hnif|+*PH)hL?EW1^{eZ)-r z=r=Y$9aP|Yi#4#U5MeTLB0&I9dz)RCt<1%eX3<n~=vf4bTJ5#t^!p{I@1S<J;IX18 z8B+u^SR^)FON(tfnImG9?B*+TD90YF<1g9Qay^`nRP#$^`k1LCb4<bbSh?Je*=b_@ zC1dr&R$^^9kHQ{;=fS1JLTD>m{?J%yqvq78lAg9_@63ZN@VGiWCLhtUP|S3BlAfXi zrcxqrS0HvW+A_FbG;ycTH#&(}k5AwFc6l3TEYlM4c<M9a0OOM{TW#cKl{7<(^+r({ zNsRrAFP})jm^5+ofg%2s8~nHfD?N~UZRGq7Y8ld#L`2iGs&vrd`hbQBuv32dI2Spm zQu!|l2;3hw$^^i&5Dxdjm|y+Ql6%P5ThY!+wmY|KzsO_KzE+9j^CZf80hZ^XQ-l%| zNsXG!M<2xrkM1NTC07Z5R|#SFf>i^gDG<g`g^}wXZg~HCcu9fSRS(2ixO|yOwRQM{ z?JyjRZCmNtd;x(3%$RJpU*t5Fj<C4i62hNC6f`vUI#izj<K=}%WT)JLt_4n#M3j2N z+{c|MBLSykE7Q*OL)(>L>ic;q&w<aZ!H_=j_Ssz9aSs#8?_yaiI@9F~I>{v6OejsF zh>+q540KyfOfmv$idTi!XwF_Gx&;lPNM93j6LSAh^1ySz_OWlmDiDJ*<Rx-U5#Hu2 zon6o)y3}Cz^}(=Z!J)m1fk_7qA_AMF`(_FlZ6FGrh63Fhpf`ZQbpVkQ=CUtCT*N34 zLRM$qZQ)GFW8dg~16BSNttPo`6gP1ExTr{$nau(9(b*^O`DQ#<f_{7|1ebyRbd#6# z$8=-&<VuFho?<;ij#4?6^aU*R9B#fvwKb!U&TdhQ`G03Wl1DskoZz7D7>(t4O7JIb ze+uUPMDXYQbstOl7xi(eh%lhh_&qM@pB;<6Jl8kIaP@D5O#fF+0#&Dietbls|MhiT zTGH_KzX%~KQ+!lEboB<RSGNs<!qSqRViZ)k&Z#S!_{eL3soWw$L?l$YF)+6`h2Q?m z=3K9VM>3Pf0*GadV0BY8cvxX?%~}pX1No~G33*L@Sk5_?qoJVcv+?0LKEPEP|MKD+ ze9HRfbKxQ8S%OY5fj;IfxusHH%;bLgkn(H$6Z<gps^C{f91nrBXZ58JL(GX9cY8wD zO;#v}>COosH1Q)NRksL*5ph%mmVh@e*RgiPM^hH>#TW7ZZUN?>0NHGpNXU4L6Pq@5 z@0s$&7w#;seG(eyRHefxtrTrt&L&F{j+%6q7}CnCu%a=ult7FlRIi;V&$gM^(dz5! zBbuzjcu2s~6FlUmi#0`Of5cyEkDL&ij{C52nE$Po2h<csUTF+$_j^@O%Q&Yn;fJPA zhU)<|3@{LI1^2ycb@?_A^9^ad%xJ_a0JS5N-?kf1yyufrhu2NuWC=xAC1VA;4n5}c z-3oZG&jd@}xctn?F-<j$QEfnUuwg%+H`Dw+BE>H2l3ZG>jsTI=8!~Xso(GG#DhOIU zHJw*89_@ypx!`#DsJ4(Z523f~QW(1XXeyDS0X~&jP>B5d6zH1B1Y-}&GR!r52yCh$ zu)#5?Y7rN9LB23my#QQOBY}{D68`%Veieaj^<XniNLdl&(=VV>Yz^nuk)Z=Oa5SlM zD)|&FK|fh~!Ucfc9+{1%jVsERKj<1HA%jE!<sr$ui^v{kiV9z`@_$hI5p>~2%!CYC znDROf!t1NtZla?_BBCS8Ga-SZaY;oT;5>W*(lu>s0kZ{R;L4N3id{&v)H)~eyPqhL z{6<)DrGz`H+_J+FXwSkFfAt=V8&@x+o7glGZ*PA<Q!=lo&(Bp<jSYe8t4#dmka@?t zUmS^)<f!kclFTSdI>0UqZw7lyQ20s&=6SJYhVtv#M}SK<{hb$neYFrKL5@S0PYwcE z1!;U=DXTSUTo!pZynT+EMMEI(%xd$V?C+bpv0$#dgzaPqk!d;rMR=*uJqNN{{f_3{ z$;L3xdq{e@?SIUq75!<=L&&M8=F_g}cfP8Fb9Rpn4!c99^AZLi7pJuY>uQ+JLkF0T zt|5a4&Jf7gO@L_w#OMthrjL;PI6;#u&~Dx9=VVl;|F#rXnYaaV5KIcFXrO_g7O}cm zBs{oNECC#2v>ZYr(f4q(+vX0ly4b#@&0+zYEk8%#1HhA_uZDUp@2AN*rQ%-zoZWX7 zUh)(2S9rZm|Evt7Mdjp{#b|#JwG4{yWwIk`)uGZ77IrpL$p*jU7=m=`n`FizF9{xy z#C5-RkkvxAfzQRwdA)wb9eAqhWTA%Yqo4%!?fQjKR9l=@k{t|lsF6sNi_R!DQ9;&X zvUORJJ8SG5-|C}m<<i)*z9H2zuS*3vd^*ME=0HpeCtGZym!;UBBJB8OL8v<58vgy! zbX<R+Y^U?UTxIY*kS7^pD%!fUEY3cCqNZ?4FfQS_Hh^}zSw<O&C?ux*`kOY!?Mlh) zc)2TXjJC{|@IXp~i>ZVWmqn<~5&7fY>&_o7Z~;si{}epG>rf!mej#JLzx+w4Ujv7R z*F)49hX^0D)VlGHe>TPn*LxY%%J7wqQ~yT55WOfVu{{G;iM!^u=_lm3PYZDoKWu+5 z4_(BC>L$(HhK!Axb&EB(u|U8!4<=y2Vw*E=yQte!TMYC9r)babZ*sWN;yErZGl<M6 zt}D>lL1&^I#5y*Nm*0m_HSFDH<Q`{%5OjWI!TfD$Xt^&m@LRS^>jSXW{)@t1nCRmr zYvR@#zu{9ce@s|87YLi4pJEXtAWQKIf?^P;bPYyw`5~X%uDNs&)pIb@Y#YVT(VJzX zk2}tgh!|uf5=+XD`bvl<s8=teYk%)A0Tu<+0p;O&r)Q~xjq%~BgAAy6ZIGt{-_O(1 zamgyC%j#rOn_~N~sOf)vipBAg9!DFB3L>)13fsMDuL||rQ#d5kWD}!%tpbX5+o2r` z+0Rz6oz>?1d@#_T+f?ec*G}7KK7T41rJ{!J$=@wZ2Xob}crTl{Hy2sH1>J%_tVfCl zZKq?Hq(OCz*Wo)ZJk{B<Ge2|upW8u#uS+PEn9kly3gP#*I4WK~yjK?s>@;!y!`U&M zYFGC(JZ^|@V7*&dBuAE2)I`Th@eN;YUsV#(&$(|QKDay#eN7DT=IWUgiOTjWI$;Ga z&Iq<}<1tA_51P>vLj9hO)mNUW_cn|i8=1UERe<ce6{08m7P;7iG4+((%uf1ng?~0- zDwbX^O{=5gR@yB6Jad}#+3lBFI!~k`nbdzvtj8&ylct-0GVw}|FToSK<jdJDs7E2_ za-emABf@QS+uHbn#(5&cR};ms2@3%=w$EPs=w&E*-C7I+^C&^)>#{#Zcj8*+=Aay( z!W%D+cAlGN7;M?MG&T3r&sS|p)TJ&cG=_P~NhZz?NXJ*y1ylxm9S?KLWRNHOw3|{B zFk4tC!8JVz(N4-<mbFyANu#0vIU-H){c{>Ofn!|9X=_QwZ_8D6A6_kTRf5t6rj)j& zq(Y3C_q+pg@r4$>ZQuV*r!m!C5A;x!OmYfyGF>d_``B5fFN?u*NEXJ1XU+-k<&$7B z0r|w_sHXXSJTcB_2@>9{>*IsV)njcVAXUHyj7SMR&KLqwJ&$Y|BesvRn2<a}Nq$br zn1LQE|MZ7Fc+kpZ^{dy}ehoR`9QyBYfXF&KM%b~K-@PVJ+x#>}(Cx96Hpf4Dq%l$O znm}{Er0WDe3jj>2Fr1<$?g1;KX7dLGaJdI9*o6=Qfo<!!4$MXFV^PO+-$P@={<8yc zhfMEK=<_(}QDZt49I~QBpeBVOeJfI{yMZRa;r1o8%t{2Iio1YLnxx#SeVk`1HL$%v z+j@V-%jL=#A7xga170c`IVnPn*`HM-TbxsT>)={b^C_&v*1>iouU&%Qpz47V>h`-Z zgP(sh*W!}7!7j{LL)<2R3>~B4pli8v_zQVN&@21vK*RYTo|aY#JwVFHK^O!3qs!;W z<5Qwfr7oZ}Y4S15^P5I)&atm9(c&v_ruD2h&n?v$x&4;E!-4e6g;H<?vo3Z~d-iV8 z&QoEWt-i`)K>;rAG;PaRFl!<9#9Km<K!&pO@BEar=$)V)VDQ*k$=lZA&bkBZ0rg$f zE2A|Ji#m3*<l|SB@9Q)eDbsT68X975wuf1ufgk@yzC?+GK|INXCgk$U<2&K<_aA?M zMu-XMa?nUkqEO-@H&SlAijD}gT>Y`RD=t+kZTkE_E&v4;7mi6&)cmqW1`}{)C}{sb znyxY^%jau9bPCcSjdUXo0@5KN-6ayz-6h>A-Q8W%Al)S(-Q6J_@BaQX?+l-x8SdRZ zd#*UwPID%cy|%SM{SUUtun<DGhVyBxcCF;)5u0bN9$SmZM~8OR3<9h2=$LEmJ^?F~ zuZ)dw-iq0p!W60kKRulcMvHVhP*pi5F2C2AXHOU~56g(ru_tt2K1|gThuc5b`(7f| zwrs!C(^D{j&}Gi;7Yh?dmIi(9^Ok>ckXE5z{1Y@4z4ewnUd%S=M{Fxkl#!qh-`VeQ zF<LNp(ca;uXzi!;Lo4?W^$~EtvDOT3I$osK1cDoK5&MHa$6`9*bmsO<d(qE+xz#im zjn{QW)fRkwtcMD3&rzr8s+P~NTk<2yf!xyR7qKt>Ixyj84%?k&3WR=|MX<T-zzF!< z2P|~I?rRmh*&?{*<fcbOZHTbf@yDux_9|&Zvf^eqO8-?~*NWe^<cG1Qo;nxAOm>bT z<M5H2F`c7MZ?x(e3I3Df^}!+<#5NB5j3oiPAUT<<_><|PXc%O`O%%&%B^A*8W`UMV zztcB5EP@DJWgo{LP}yOJ4;F7+CiJ|v3wM+kpuLoZo%40xmCG+$p*Xm52Lb&yk;8GN zy_AfWzT7;op<^IV0RI3J5dSe`SmvIy$(BD^{8J1tDq=zrDfnaX870V-rTU5sCD|gv z^Vz^mjhYzZuPSBPx3L`(A3+-`>9sHm;so?;|FRow!kq(C^@z5>Vo|H31my1AlWBTM z63|jWE01XI$E09H!yBvKQp`Z5;0ZG9u^9(;Wi0hYNVar=h0>chl&!R>+y_k9>wvBu z_?E&`e{<vkKdR0@yCschLL>Hkc{AI?*{ZjeUUv3Tcj;w@c;o`3ECV?6!BoXw;)UY5 zCs?VlEnGB+Hi|<d9-L&CB`l@LZ!ZjMwKqg1=7}MQ;WG)C#Da8rQ{GCeiyoUY3_pzc zlg18+Ssexn|9eR=z49a^CTymPsv^R<NMXgYSE#e})2s0K$rA1^nE(p&6!HQLVc0K) z&HQ~p5q%Z0jW0sfv9JHVN8sxwcO=VP9QFy7<=J0n%}c(7=+_?r*ZApW`3yH1KiZ;t z*x&L&?ykQ+0~bQZ=PPIIotN`Sf9$d2mG;vibcLKA4M^Tf=sO58WnbC_E=p*pV6_*t z-pOWpzPCSTNRS)*DC@x;P8V=FO`)fPn?R&#T#Q||YV~6R%pFKuQHBya5Htou55`&c zJVh3Z&FI>X2mmRF6lIeTGQX}7|7bV_gulc5?1+~8i(UCgW}Q`=`sEJGD3__8wBOfv zpzPYmi5dlXxnEr{RD{a(fzi7RJ|pc;Z#V1GkhiW`mIZPGa+%QTA@WR}B)`CLYbkG{ zP*dmMUCLL_v$<IRg3upt*IU)M(dR$rqQ*0i%9dLmef|=(LoERV5oZU((*ck@lPX)( z&(V?T$hZ+(ln#98j}gIY4Pf3y&UtU}s-HQmkxzH^kPv(9OJ@9uf2Jw9e{KqJ#Z*+1 zkGcKn^iTDD_vlEw2!a@ZDPy^p&atV~>`1f&ctpXVk$_#n>|?TEJHZe~6f$`i=m$1( z@e>mek%$KJMb-pUKX$r=_c&Fz2}>dNYc}<=qF!mYP=!#61$lX__$e~!dits07f-3s zQwRPXtOl1?DevYx;DUE+&}F2Yn;2Oq;bk!N8$T2)prGCI2oY?*_cY?3w}3AQVsW{4 z=;MLK@8A;hlDD@^n)`{%&U~AtI3yiX+gf}i9b^!sc){Qs9i63!m}Ur1x<A^;)nNFw zT(0N?H&ZGxA@g3T=)CjydXpt^x8nz*RwnFYCFC3?rIlBs46x}XiCH!6-X*9N=+v56 zKL8H^ATDk6x#mr;o<y~i!2HT`0&v|sn@74VvnDNBFkxUQvr@8a5zB{B6G%ivubz2< zeQpzOQ`-z#Z+B1!x_>iXV8Hs1H{zgE<_TgNl|>wUwSh&jLCq!;=%}r*Q4_h&<n(7h z2P;M);!7gWpN{=J-F@YtY~<Bq+6r8_L%XP><%puFk4~wEq>pDc+PD)pBs3|^*!csm z|6WdXa9YC01Rld!Sb!@+J{iT<Qib%=PHC-d2Zs{Fd3$%Z%I1hv<+#jRJ;!`cCEK*? zx(Q6sU75?<%UX11dR&lJ{~dESO;(}Y=-rTy`>>RO@d5bg{x*^!L=tk`9LVcgX{W|N zW&A_A^>!`QHg&h$qhI|gR@@D-*5@18bR@1YPYm~>K@%DH`9LJyCjw?m`yZ(dARoDj z^2Y2g&0EE!T)EX`C8Kn$nJSOY^{URMF10X_puB-U?cbFICL#)Q^c~wUTaQz}EXp$~ zdqjrIgl>hkx_Ds4c<S4&xlae&8o+R5%`z;9?=8zlyG<!}5fuFDoG)w9Sdo$Tqn`%^ ziul}JAIGIrHuF%<G%s8zO3U=|jQsJ(Fna3%#rQDbVn`!Pu}LtJSMwLRM{V|!zsnWP z6<-+tvjmG2G#riZyZTjfC_K24`OPK@m|K&H45dx~s)tkTMxOl<4#>1zW$;9loc54c zU^u#*>nJ+YIeQ%-h51!NJ8udhrN$WP6-f!%Ct;nvHK$=aujZ9*T5X*=goV7j_h4g$ zaQr)nfrXHFIbh~`n!FDP_%w*|?o%#I03<1r&KnC08iV{?*@cWx*2E#sOu|IoeiV=g zG51^|ri~e;R!O0OTr??Z*aAXM=Mitd)@h_^k&<HUUUC0Ze%H@L{(}V9gc94`*{;*& z^bpJhaO3RQrzHb#yO)v{4K6Z-jD{T9D?I%D55drE=$E)-%57)C5Br`XoR3H4>nRw7 z_W-I&$Y+1~pa0OAA={2Oa!6~wLip&PfR>2w9;JlbqNjIAvzwi@XF&Q=ja_qIr*r{> zRP^2rc1WOKLETeoFlM%4*wOV#D!JGw>^Z2K&N`HEknxfll#5-Z&u91jr+*Re2MM2% z$QbnQlOAnQb;TK|_&m=tjt1^2LA(+u^{5&|&mBLVIt4)p6kzOxm(y08tf6eA{<YVs zv$&L=YH?PPS(zQNV6T&Z(3S~71>XOL9M|0o+pXW}0fW^GKbj;S7Y;3Ic{LL`7c!uB z&a5>zAGOGFFgiO;m5tL5E8-JggtTez=1Yc$xuR<XD;D7AdzW7A+Lqg2RwBih;Zq(+ ztdxFI?Av34aqC`Ui|4jq&u3ADQmMkZn_yZrDXaV0yv}@G#i~_@v6gpen>J8`R)d|} z3zaT&!%X=o>pA~#5up@_2I%wOJJaH{Iax;4Uvq!nDuSkX*N%Y_3L2|*b3MR(sJ4bJ z;j9&KLVZfpnow22z<}PSB|(-LBldAF$)phr=22gBs_Z~{e%)bVhIBD~Hc@!!e=kP6 zGhLDSLQLISCtU!tfC+N&EMe_8^PE>$T}s~!kFoZpAg!AwZ?wQQa6T-b7D-6Hbw#i3 z%fuI1iRSYLgHmAR5sZTHEwFt1(7ZhLI=nFr%nQydZ|n6Wi9mLUfQ)wWTRdi*tGP}= z$0J#gixb1Kb<^F*rvv%2GWFUTJ@E^@2Ld`yxd^7GVjz8%kZrXA93G$Ftlp3b6+g7w zYZqboS2J{q_LdS4rTGH*Gp_ewsDQd9w1_*pi`I)MbNtb@&nJtPG8b6SKn55{<rxSV z*)4*raOgcG+gOYch}LUQ`I>C4;N{9Kk+!8G$6qVTy+{O1L9vj@{As%)h!}MD;2wP` zn~YfRth|$G7Vd(mquCqMq`BN80q+7;a^gc{M67UNm_(<k|Di-^<X}dKzNSg)EBfoz zQ%&u4R+ZFw1lX)`tVryOfR?j=QhGFJyD}IMU?A<RB=rcrThs>}yE<@4kyC}7+D7lc zu_3!@cV-$cln2m41??2clFtOtp+y;el$-#hbV5l-L8f7lo&BcFe`DUi7>cdVfVudQ z1#N5%+4dOdqVRTQ9DNHaF%4WoJw7b$Rp`L}Slog+>B5G3L`IjQA%%*JqA<^mODB~^ zOrq_HCr)T3e~LVe{C$iILsEoSiJF9yCj~jX@o*?ooWG&pWY+h#Wp<<1z2hFBUE?|> zX#0+~4$Yql^|TBJD|PBxm60LJ*Xz~DkiWXvVf&Wymo}0tAPQ}5sZB!`@mL-ca$Gri zI1L9!G{7}JVSYT@%~??^UG%Fm-n1!{?{#T5$XNkPuzi-z4}BBFc>op#JU-~%e8zK_ z2Jt1yXqM!rb#bZeh`(i8(7V#K&Zqba@>W<6oW7?1`oI!tqH#K?nx+MIHi&7Ga}FN2 zbg9xm#XtVUt2_^t+4C1zogLe#xY_vTmFaLxCacmj8uMtAOz`K_8F-@P<V%f%2r7;K z<N7KcESclda-9LJJB5%$8R{@y(Dj`O3cja+eLb5?==NHS>4zyc`G9li^rO~NZ5SUp z(?`hpK&FUKh*OQMYsTokS<v%i&F4Yf)9^6r(@G9miWVp7%!yFVKN|cdGwW}=S^u-n zZp=U*mfR}XlMeU(-g^=9FeN4(@Y;PfHA$2nMNMS<T>EWk^tczzKdsOzTQ2RU(xrgm zsdC<8QEy|KYe$dw`!uChwKUN{REnY{+g4>F0fM(rL|bY`f?63>MZVkXM$&DW=A^mv z&Ew?W)&A-ve5g^VMi;+|eq;5xXWGaW@-(KcAEk60bk~=9C)dlBw3RZH52u<(N1+Mj zX86f>Jwri7w-v_k{8=1Q;Z@<&{F_C%i6Rd?1IXF18+cbl7EnoI^ptQgVac4Dx%@|^ z2a>6UDHb&nC1bHcCdsLGo;eh{!<Lv@?sD3ZY+Pso#Y;=vF;)e8$n=b2yGn1>umXaw z!b!=I^5H+Vf##^3(za_HO*)z-cv<JY)x%BLp=+W@m0lL4Viv3kd5<e9A<iE=ysx_r zQHmAKm9%9%?+>)r@UJ8@jNU~q=*6b>TYlX%(y+9gH8pCqLvPlwb#*YFmQ^b!A|lGc z(B~INiwbdY@w)GrrIMY=p0BFcKYr)ts=T8nk(;{nDDYk)Enbx)k4e;>+Ho{DMTe1g zL_ShwTP9|^x*xxrZE*c!z4yvAjlo_?Gpx3|x~x=+aXo3EMp6HpVwx3+pTWJ<%$)}q zx0K7W3%M{_QadZ9N4CdiHzA{q%S!E%xdrB$L+9-+DoyH8XSh{=ETN~pzPJd=LIYPs zp!4jc52TwD-tGOXgw+0J>Y;}e(;?cCBs4}pObM|ZGTxASS)Tm@`H~-EeVw5H>Si`o zI>l1{JM3%Bi)^=T4VJR1z2{nb&rlneVn5(`F=yuR0S7kFlksk}FJ$ie_ksycp81I* z7G&~c{?mlIygMEn_KLnT=5JLBqL;@F;+7?<W$=rR5#Pn3GiM@wHr6Ff&>M9aWzq0K zOoOJ{umXt?nf_z|8bl+*nmbBVswHU3KQr=Hzequ(U@DhG9%tf83H$Z=Tpm(9{P~P% zzS{Gwv2t|JaK9yvPL8GO^q?nAZ9yk9=m%0th)pejQ~79g4f1ntHY0x^)wjDxEN)Jd z$D1&}zOQ~*i?(-Pe^@iGtL*c9MZ)WHVDu8}n3;FXW?nbEV#0ZO=^Z0z)r;nEtW$e= zUJv@~vQ-u_r)&iy%TKCR*6idOmzk6&{5GGF!B|dlE*;0UV9Gtu2D}atSk1{YA`{B6 zwfXmavVR!+-m%`czQ#qxlux6Hg2lLnT)(TQ^vaY3P4;J4ZvG}N8e&)HO7o9~yL+Mb zv)`enXlIx~*fk84A`pYbMZaF)5;d1&Mi;!zF=Q|1;uE<0wfa$8?BWsKMhW}rhTSDF zz9Nl7t3tl1N8rdNzmAWCngN1uC2v9+KuFW}^_WBST~Fwo_uR_s;9Dmc2&{02-P#<P zF8d#9!jXfR{sZcCYf|kWBLYUonsnXKe!<bQl;@2#QUTDvR?gznauGK~>#I-jIo8~s z8IcEJ2<a(kBMU!hrI6w_48cRtnu48nzfldDdIYrn39!O}8=Znl8(HBkEMPb%K&ow9 zf}dZlYAb!Zrtkcm9y5`qND@8K6Qz6fah8kKG}GAdJ7J3FmHD2s$KkIh=wPAN(lFRI z1I|5O9tvo%9%7hD2xqE?3|G@nV;)i9VSqFIhsAd7Emkq4xQv9ra=bP698Uga<AoB? zP)K(5AkW}-sh)nFA6&R0fBk0|8QY-CKQHK5ZQb{L!~iX{uEI>lGh~4VDIWc7WPQf$ z6d7@7Ag(5(s`oT}4;Ti&sVu<9LUkQ<YxdjF+1tS)P>?MCG9M`QgBbSYLQFgC6yLLm z*OZmsU03`#!GUw^sb2i{2rAb#?1AacoCiApJlh}MLPI^*NUow_GOPj$lTvwdT=*<* zP3<_{^qS~<Z7%duy;l3OM%t_MLi)4Kkp8<?EN=bQ>C>$JP^$7e2QiDUToO~4md;5< zSB>UmkZjtxq`0@}qNG~kD`pN95T%??->d20s4Zrc8Oa(s$-d%>2&(DF5r506@=|%e zx~+Psx-CN;U3~-T`VzqW2+B_LD);!)lz_zu>5^iP4uJ|G-vINV7<Bt=O$*u9`R;JG z&qzv+(|ifp7!GcT_WMJ-_Ga~xa23ew^gV9b%yaYe5yhn$3L2*L>ujH7t*qzmqJ7$k zKq>p49UVzjau?h=QS7#q=tRwK2dLlwY>p1!&6|zh*tHv9z@NX&Oii@AEPSkNFY73$ zK#OQS(@{R$lPfhR$kfq|8FK78RXwb{iPFqqN5q&IIumT;&1dsId*6y1s75f5u5(2E zI8!3=`Y-4uH0T9sclbsXF6*z}md`h{b5=*;To-hC#(w3b#y1K-!}d?z`Q|XsSxxGm zjrh$qZyzrBliYu{D4bQG7vTk|;uW;ch<lPaTqdf$zhX>J+ii&>3hy~N*@5@1v^!B) zYd!YaP9A?sw-LPyEB_fX5+2aCHr@mcfjb9ZVfTTzGo4YqyT3MDjBgt28#pJjNy@>5 z>S^T^PzuzT=3~w_&WU7ne(Clu175~gCMq$Sjbf|=wiTwMfmqh*h}rj&l6`iSl*$=d ztDHHy2?Lth-TLy}4UxsKd$B7ANYjDdOhlhanSJ*{DC-+W<L-xV-){GfZ*YohhEp7n z;UH_YpMp-<*tM37=|{n}LxT&d$X6+&NlhY?;IswW@fz15shFKY+GM##d2VaF7EoBz z$?Jl1%oHC~ltagM3JLA-h-tJDR(~yC%zAJoiT!EkRgwzygv1~xh2%TKlG7c!pSfx} z4_oTaIrV9RKYgzQ(K8vfxVA>tc!JhN-AuzsMT+e@N_caWJmV4pmYey+#^}-?Im2^o zrBhnRR4LL*v1Av{Gq9vR^#0a+(#ldDhiPfQICEe6rpgLZhV*%UO$B1XzE|t~%X#^b za8to>MY_tNs|c#L<;Kp>1kr8BzF4@+0BsFuQ`otLZ)FjQ1PW8G)zjH@L$WXZUfOsM zs=aWy!D+d)X(Mm`+jNS-DC@k5#3jgdutmJfJggVPeOv`o5Bqb6`<=`XNIInthz>&X z53G@Zf(R?=yS~8e#=?CM)&E$}rnI(3lI~iSQv~jHR)G%eKb!ITMD6YtVkez18S@h# zY`)r6w<60Lx^Fg-t`6xm|KYs+y|DYRc}(M6%K%awvTRzXgqSq~5>2+;*@fd|@;C)y z?q&m1^gC@V^vr)JWY)|xuYC>EoV0f&<@lFrNeF>x#X0;oXrAN8jWB|ikMZerEc-~) z$3WirYoBQ5>E3ZG2&Wk|Cn&bbDzw#n%OZmC5G2fv&WDHgTiJc@r_+LE?7pP4MUD{| zMoLF?Jm~ckhx^Vg?t0wTIZM)Xj+dt){`c1M<lBZ_h~o#JGJ<o2(Xgcg{p5_B(?;I! zYN)CIOku<_WxlLQ9gIs#J!e6fo4Cs(E<?V<*UGFr4lv>2;W7IK$uwH9%P#!36}AjJ zv|K8F-NBn!kpn9%pK8h8!1|?Jyr5e|NhKfp&br{#zi{=)YfC%=vbuW-@$I*Kd=5>! zMz%ut&hy!fS}Z81<);zR`=Tz7EsjL-C3yR5@2)+}C+Awf{9>W>Uz&*tzxNFP^=XpR zPLGAI?A-sWIg$v{#utdLsQa5jzmMprvQyy0(Z;xRk@#XH*FIXEa+BbB;5ov8x3phW z2nNLsml%+f4?3@idq&X>Q$>_w`5n0F;Le}9C+cA7%sQ@r*YN7+1e2vyu2V|$`eR+C zv1*Jvp+=g?{eW?87~-mI8r_esuAcPUJ8iD)(dVh}-stc13nVo|hfgO<>5RRtztY=7 zii3rq3&&ya^oLGDy9O`K<o!|IGZm{=`F!hi#k##pR!;Q9wxC<lL%&;`G;II{W{5Kq zXgep_cFdV^&&`q9lm7Ox`~5U6N;GA8S|>q37!c_O`*tMOAon)=)7x__1!M&BtlQ&( zTQ+WISZVM3ssT1^uhR>d(f4qkj8b&(!)N*;2+Yo?%4WuN^3!sia9ih7hQh~onh*HV zyh<EgQxMLxRyq?KF2SCSIv8E^cBN6?lrm~`Q7}_y6z6<-<W`~W6?tfy(<Xjbck({1 zY`0_SV@>liOgubaoS{ez_GhCil-Zzr9j!Vm2}8uBU`X=I#}>Oy|6RRZD4#20Es3|= zcy;ri{oB+irNu#_TiKm6)3yI@2Urr9xy02P6FA6z#rRo=T_df4p~3W*<V2pLGcw(p zqTP4vUI(6^=YQR#^t9T?nO68s>siQicehbb!n>LThdbra$|}ev42<gtNYl$}QAU<o zr{DRoWaaBhrF?;u%QF-{c_6mA)a{8`yhfCAkjG~*>Z`{o6C93SrKvAfT>~-6slw$r z^~`d9V=Mt>M_}$lzI*2sO-4}@A7tItVQuGB@hmqcTA;0@mUTQrh_{Ucy+q7&b(klH zc5^+1M+Y*2!AIgpbiJZC!z?M|zY|zDcJe-6xeW35z?a3L<9l{F=vBwRbXZ7Pi^@%| za6*kg_Y7&3ViH+zbJ%k}Xz6!Mx}UWq$gYu*1brYrXt%LJR2sV8N^j?MyqSA@BpC@a z+z&-%Q9~*4-Dd1MNZP2e-Km0Ij@-+j=cnE?1D-Y$+O1KmiFM_!L2O}6J{`r}*LOBw zlwXw~>)i`%&SFx^Qa(>$pop(-{Ojw1N0Rb(T-9=Wid#O#@z3SFCAB(F0=<v()2yr) ze{WJB;w&LN^KAJav@pIc7Cwp$u)<Yass7+*l!OdPCnAKbcHXZ$&uu2@@t8QZ_}ugo zf0!ztIjfKO_}X|?AU62=;HCZevxU3TxjO$ixqMWb^KW`eD6purZ9y^aN5L$Hd2-QT zO{3XVdY;&OT)llfWUFj))pjzI`4HD(_u6QX>E8S!N6I7@mButC9Gn|n5<fC&Y~c{r z?S+F0`D9H9E;Pwaiq}5}Qf?H`-f4)$wac_m8)(KRjAA$TeyOiC>n0js8sP9Z_kV3! zJ<NXZ#^Q)+HICr<?`zt$nQ`Uh3P<O|`nx(_3Tb+GPf07-1h_<YlJvWi3qk-;RG&hy znbW`A%ks<Xil|DUT-lVyAjapXo4l3W-hg(Ensod3bt!P%@YTuvi-SaR&^9ESbLkD& zz~-CvXQzWb@yFs83!Sv2+=%Q8mUz&<ngrLWAJk#g@GbL|=~Cn74;F?SIX6if)eiNF znB?pho$0|tGWt$&Bnr9xI{Dlq7ot<>lROV9<)D6}qeaEUhTds~SCDbWuKt<UQ^pU= zhs!Z!V|m+2M3C`{d0zB;mw&$8U?tG{_PO^a^{-9S=MQoHj?@sux63Q-jZdcyJCL{E zAf%Mq!&fwsT<&px{l~VqvSv76g$eSC@PuQWV#^*Rd|ksrS+R|WMie1g_baW4T`ZYx z@p|_w!Q6!K)B&D)u;PYSN;qzGVG*zgO|N#lSp4S6Yy6H?uuN~URKup@+rpALeE8Q& zIW)M+2Q#K<y@h$&O6)(okvQytqZ9cO3e!+9TK7(TYI$Kvwe2mXTY>4HjZAXRIf2s| zzTTe6U~W}={Xz^V8oIDtTMDiBF+%+I1^NZI`mZAgCcAR5>q4Y|JAVBMyjB~?lIJ|F zV6J2s*V>=|&BpM*b2obrkaUzq!PM7!zB<euqz^d=S&Ld<5s5VFHZ_zLs+3;0D_d|h zXVT!I&?Ecz%adlB;G?;3p9ciA{T5C=5NquW{Kj*puS>2W*&nnfTx9p?Sg}i(2fu{8 zpA1ltSh!cC#`OHg?!kKJIdJ}YPx~;eHo4M(si#!m$2P+$zxy;_pV9(hsC3VamT<%^ z#OOjPIrAqYmPZkTE{V>LHjjOa9VD4U^B~AUYmm>qA1kR<QlDq(>AZ0Gne)n`@HxBW zHjBGON~q|jGt=tjXyM>ZV#vhf@(-snlN7Dn0Rsn}<97?Xs`ZvTn^Yn%15H&Xm5xys zS!t8Ilnj}x10+mHP;t4|k;N%SVxs0S5PVB{wQ%q6CidqqWV}O{n-TdBo36ujqXF}U z9kfhS2REqZ5s=BUKhgvXR4E$xsq>D0V%KZvXP$c!^8ww{0+q(_=c@MyLT<;OdV@xA zc|W2Wb2d))ydU~-k&eaiVnF*ax}h82fj6!1WjiJs^Xj|@FPOK%%p^Q4epV+8_3>(v z03+-6bu+KZRMq;O#a<qV#tKhn0wor!ioKYpUK}GXmjtYIhj&392RrYRTZ(r=hkD89 zxUgRk!OZ_1Fiqv34TXbyThG(?iQq!^P{*tD9D%GmY70Rqr2;TmGT^c;bjq6e`W*`m zGOtDU&dczYp5`A_9t77u9z9H_E1bP)4`wC7pHGYC{O4vfjXP`}AKCnip2lk0Y)nD! zyph3Y?;pE+!`@x{|9b(-u9ncxWK2BCFWm5j>{GXSq+d3A$KoQk!Oo3!m!)=2+B21` z{DW<>s;ZA0IiP>MO*!&<yY<+{{d(3zc#`+-wMVa+^`A5wznN~&g%!?yU1(FFf8Pc? zBs^Y#=_3s@`UYwH;}$jIgr^LLsm&W=tHT7uJCD-vy~nt({)9BEtqWGB-xl_7V-{pY z>*%?e<e{}97vy8Ufhq{GzEOC(_~!r023EIBypx{g86}tt{vKN?hfMzF8HCdPnW^@+ zgBA9^+h1jE|M)CKsB=vs5NG@~5s6~OST{4Cemmg7&!21%sXY*n8=m&IoT<~)iq~NW z!A2Kfg)nouA!ybJlkg|}QAy(u?*zdoh+s<sRTScX%>|M2A6%2t2(?|Q&SA5Ylu2Xi z;o({@$3d>3DJ~)XFW7Q1i1!)+om-EpLEbnX{R-df+uSPrpP}E1QEY1yRaPP~od_`C zo{QiQqGMJpta2195m+fAuhYoQkw;<($B@Ceq6>F8-_ITTMI1gwK!S~FhCq_j`M<6{ z5hw4U*#js@TrS9^5RPF^&!!Cv&h;hZ5hjCRL&CCsS|@|Z5&b^N*XGg-wetz-l7uoR z#5CJH4?oU57JqyFXL;3E89U%IXRS-n!V2Z()#WesMl8myfg8Q_%|Pno(>xOzcU?Rp zWHD%Vl!Pp8<_#ocON%&fM^Km|;s^3p-I<Q#uM2%aH<~btodr5TI40w`=8Y{BP1DGT zGgiciABN#UkbM*2j#LkA{d8gzen)6e<4nUIppr5tA&`C{OfkaIQ+;P+ND6VBlZsNY zwH5QPw6pRPOYU1hhJUj%MR3v~A9eQwfDWEQsl-rC?=!qs2|(Wga5HLsh3^mf=-{f} z`=$?sai>g|o7Yv;=%-Z1%q7S+sr+5JyT2h{9NarO(#7Ko-r2-=x>dBhqT(oL%d{d@ zBB=NQb60fpXM+-_TRwotP{D~!*PLV;zw>q1?W{%JC;Wv!7Q2K?jx$6apOO1vfIDHw z%l<Ysq?05xW<qr8Z$A8f#{lF(6frD7zjRRc=Xa)?E^0&Y1um5^nVq7qOB`3l7d^`) zON{1b-Dq3fj9+FR=RO3#bHsg|DqO{G-X=4Oc$G4W?mjd~aE4kxvB)S-s9J3;U>s&^ z8{4^9hZT;a4Wp70Q#ifk1>9_c7rmFFyONmJ^%eoFud(tgDGLerg08}uHleKBQ$o0v zY@{O#jTVA@{W!fWmZq$8k_h7`Yab(C0UkfHAK|0dH5eQ%TN=k2M5lXEI=~1f06yIL z?IHe*8Nn%~bvi7>k1{3nGwct5dHhrc_X5a<z(Tmmo5#S55{(c6kh~s(vE@GU7%4D1 z={Wrj&UbD@+JCHwvbL-=q}eFy_zO|H+^~Y2t8EYc+1HWkQm_ySl%~wkpFn-ffOc`S z)kus~Rn|OdrmsZwJFh8dgJP2X{Iu)8L=!pJso!Gk)Dk`&?~1=z_UFQ_7=cFlTU`3j z5~WbFLA>+ou^q+OwWLtkHNiG^uB*M<s;a+@wPe1%yMSNvMOG&|DZ8~Kr$bJ&7?|VC z;pL3yDV{b^e4r;^(#ZrX%%&dnr$0}w-M+?`cOf8G>ajT0O=B;4Zr5IYyYR!B9!3`T z-Y?E)G%_6sE<EBVI|-%aGecd)#HrnHdZj<%%cgb*W#XtlTz=sT&$xLL$paG~MB47P z(Uq$7;1K|QcOx`@&UWl0*uvk{&Xu&syX>m!?ara6l%Fj?T%c$nuw}5>Zx@!Ep6Q0l zopL;$McTaiDsa*-J+}`CCZDT6<Z8doL~N$CiBUW-Gtcn7cfKw`x6s%#G6QJ%{&Mse zQfzo2qA!IS)iO`MmFuO%+OOA#{2{*Ym$6N;p|Dd7Za4)r1%p&Lyuy(TbsT6siR^*j zL%|=oLHYYRZY%WZ@K8D*A2d^>466CcE@w1<n~={4mJ-aTwbNvd?La|VN47Y<2fq9X z-1_iVj9*U-gR)w<pEx%8@{=O$8w#ZA_S{d5>+D$40x~NNt2MRd*ohbtPQqV2CIOwG znFlN6dh|Pc(d+dg>^`vwc?N4fVOwnSyQdrGONh6ep^2O!wZl%I0~0uc0z5;<gV}*v z6Hcg{=p}98w0<9}b0}m7EHh^1q4r0W@6F;UflQD-RFZq0Uvx8i_S3=5mRzWCY2M#L z?WYMfLX|Tw%~$d)=ykg&I}8zWknLn$kg15$jdW;#i-<0&v9O)~EzqYGG(g-@-{mH} zzxsf>!7Y!NTd2AITpK>UH4y}u!+{-bk|46Ig$-!HLNR@gGx89Ja><A${qK9nm5)#0 zr*n*&h230OmEBe`4}E?!^+5n%zWyewnR8GFKu^f|W#Amp7Ci6@M7ptB=eA)tUNALp zDw)S+64{9Bv?Zyl9HT48C;s-@mTz25ULIFFEB+XgQ+(Pt@(^vUQlULx|8@-zSQK6w ztw;UVWi-erIwK_g4BuqThP0HW)h1&i#Djx%F&z{gq_2FIBr1eZ*&aHd*}i^<B3-Jc zpegl&5)q8Xu~Gh{dqg}U6Zgmv)Q^vmg%`zkSKGH~JJPE-AqwR?_to^i58^wun@_Xd zeqDBL2!CF)p`pCCG|%7ZewIkPP&FRn8?3q`Ui<Mep_SXi_Urg@zkR=%gZIWgx<)vU za4l{frm=pj4MP}Nu&0w1k@XY!$fP}f1V0?zY>|EG+BXy)iy!bLtGq0=|5<tm&%zxr z6HQ3PjNLnK_+xFy_LGDgX{{#Q1cI$S8U=$b4DgJF*OfaXJoTH3p7@s|li-n$yYCGd za4wr6g5K)@Hb`yiL!DD>U*&@6=&tO=Vz#;_I$QpT+g!NTRdaM|U-Zd$GKzl!x>GY4 z(Y+u0dL~n$v$+53{h$V=eljImY<6=psNsEs&79A`V@`Ly_Y9A{K*;SB{-=h({x6(D z%2-be(aV^+^+=)UT{3)|H4%cZUHgs?KGq84i*mA^ix=<X3r3%rLx(%a8aa%M!$0NE z6Z@GPwfrp*(z6U3ONld8s*8qa?bO^Sk{N+Pa>Z6|@PZf55r_?yoP^RJ8<golEc$X} z^*-L}y&yjcpb(TOcaz`5uNc?!Qp+_uoQMJ_HjRzxUTp>#XPE|2-W@q3I-pr<WOl0i z@BEvXiHe!L3`E7dU@(#kN|;<vOIeIg*TH$w-6vY8DYez^bCf|8k6Df>KlmCw{Edpv zeA?`dpzrNEtk8Jx>h}q_D9D$t#_9q?rqpBRu-xCzF<|lug~rw|U2b2`xLygnfJ4Ld zi4L-?t50&G8<0dEdGQ=X^6FF;&!o1<R)|E@Wup-rUmD|zKNMbxbTZYyny^rUaHPf> z%^30d#Mc<*KedK9b5Ymj)jex$a*es(Iiggk!|ETs#A$kTj&Nz9`fkBIj<J==&w=*z zBYf|Bkt0A1H>xt)-ZM}bAR<HdPn-n-k)6xNhR(XA3t|0U8)aU!#)m5UnLWM-gLFFC zQr*4(X?}%g>LBewHLaW+_8h(}&qIfQMu!NzLH9x3mDb+HtC^4{s_B|-=G?su22zj9 z|2fOY*jdYX^=XmLCbE<e;irA9ts=rXXJCq25kHN1_i(s)K-hA9I(A?7;(0U7(Z0l~ zk(`%}-qGKh(wKtrx6t5!v@9FUN`kCr9#VwHD6sXCwhT1*n;U@}Q1PLjm;+ggXZU6+ z2%Ic3`G8p4xTiCp^c(ALkDoKOo<a|M;=8e)BscL2$4Q9ypf|Ayt8MJP;3tCC3eU(d z<~5yaQr%WawFFV-Uo-$eiirWClo2P_NM(@_G&}UVmAHNNFwpk?`5DpfvkGD7``^WL zVt6s%_i?RDzMSJ5eF!HjS<Cn})H9hS=-kyBLPmxwR!()^e9LS~IsBijBqd;QO$!*? z(GK@uix!@oCcaghW9h_D^x1ny3hcs(3pUBO0SPE|JS&jw7{oloHzOEy|5ZC&4WdeX zM9Dnb-}F^en@wR~#`drZawmv2xVNHZooVi7Z}3<^Tj%m8aSlh}4N0eKWr5wN1E0TO zUjR{ZG=avYB89CRgR+?}?A6_tpFO9tiBFGbDV-5ZsHQG4TPkuWF@+YvHzMW`C-5M2 z&Bw87g|nSKnKk*<zJ-@x`eF!NDB`H%Gno01Nr4>j9hzRZ_A8={<OJt*i1Sj1+la5+ z+5W`Yy8VajT1yeFkKSD>qW-RY+aGbS7g!s&T@HOfsJ@6W+YkC;7|w7BQ(At_i@Whf z-n^v0PZ(~rTH49Hl}$jEi(g5h#R13dy%v_Z;(ZAcco>8uP;77j@`)PrX@qfpgKDBZ zHW@24vm+aY1`*)jnMfF4LK;UC{^c7T*v`1`5y92{|8UbO6W~WKQP;JDR67Nnw?cIr z(uPG|3!~`cC5~=adG=o0&Fp@8J3IxwUO<hLCQPMP#^mPEqX0>@m&4+RKy3^*XCb?? zcVRSm#7I;3(_2bz&5c(=atI^o7)Hgxb3aLnRQ0;3DpAdU9dGXVY-Wv6mi5!0)0Rl% znmUEOWIV9R*82~T_xf?%tkH#8JGA<pOzL_P;&Z>SijdX#swWax{v|0x2DB8^r>-7) z`<c~_Rk!+@+bfsyEGy>s_@Mas9$dd67DBoI8!=ln+;$C`e=Xt}sLr{sLi21t>62Io zR^P(Xzvn}5#s_*rr>$9DOmv1N!C(9;?H(#rQjk%WW>NM~hF;lhx5?mQlX(TzR5_Xy z9>6=Kc$QbFyZPdlck~>TnNfy}KAZGBlC^rf-phTu^v=d>JUnCZw`@T-CYAJ`8^tje zp<jn*lT#ncfh?6c@LuX>(!NyZvOW4VDn2oWDq6_~RJY&rWfYa5@8?d~Bft+sCGp!= zKD@_QOXbuhkboTED^FZQl<T8QeO_K>{hb(2_4PNd*Qr}!OosHnk2V^vk%$(Vmi~;y z+8%pBdUyrW;x+1C6xU6ML*9tbv&i0H;5f#vj3ul-4=(Y4B#F}>leAlXG-?V#bO`Lz zucf+5x?vsVZ7lZJi*G&uIxavLQqD4#a-xSZuxZ<KV%_rBm*QA&pQPYaXW$Fa=mt^| zrJ`8a%v6hTQgVV3%;T-Zj_P7-o0lPzyoIxxL=e_OcJP>xWl`cXwqx=iJX3;`@izqy z-^7<BIbo$SDS3-@<{HENXy3p#pecAy{&^f)v6#mGq4La2F%GcbEF6KNyKSs54IWbR z<}4bwpsM1vw;CM;B8XmaCC6c3!-~HL7iA2c6+9&^z`_^)OvsX@A{C(DVG-|wK{Gh< zd?DpK(5&0-4AliRzbS#rC1u@o3cN?s`*;_YnI5|rp5?nUh2`s2&)xG%S|pOHK^f*D zsow<mEb%Mf>v`K3NjW@GnW9r^Fa~mi{zGKA5s}7jo~Yrg@ZtXN$L~)rj<y~MWJGQB z&%Ui%?q}^+{0Uq;t%2q7vY6bsBr0XWx^zRBFHe3%v->oYU8_)VmN{t$<@u2;G^W5! zT4GuOe`XM3o9FX{PV;UqVSBO?7Vz^o=#s41&nL<*flrKQtH<7FyQoHTEa_I>8<usq z)aatG|DyiI;)Lx%Ai;#M<42}tmlP)0?+7EfXyoIT=#foOJ8$QI0@i9Yp)po^Q7<++ z$8jL5dzUDk<3A2&&P$=;4RB?guWnyeBh0BE>*{`7Q`gAMczC0~H~9XI07zF@REs5z z?M|`Hw)l*Jjkg{G54K9p&z#40oLKzMc}=3x17r8%iT>&$cnG$ziR|q-JgMlGPdS8U zs8E<{W1eOR13#nBuB~8#9}c;x2*y2uuW$qfV#z$B{ioJ>!?wDz{QIP&RgQzKg+nug zz4CW;uCkd~q3^|m(hO4J;rFVr;t+`TubfvOy)*k?0*@9lxVlaEf#VxDQwL}oe0C0b zKAy5R{nD6_7tc~f+Vztvx=>+4pNNCZ$(N_+GM+pQxfwuNAFQ>H=qxDfJ`E<87I!4C zsEPwwj*1{$^vgS82o&P(QE=ITB#i%TPTgM*)s|-T$Pf5o;Er;%B%lTi%&p2}!19{s zKkN!xI?VIT)h68k5iW`=ta~ZJTY^17D2M{_m>5RC!8Y}2br6-_-TWoSsQsU~MRyfD zmH>XDHtzR{FW=&y$D0QE*MIR9&otVPDGcZ~rOTbJe=7Vo+|TZ=OjB!nywUwZU5;5o zS~mj{>|5B_z@kGU)G^Uv_9pn}c~uDp;vo+^w-95(t}2!>!#BoH>lG;e=C=R|=5l-D zqos{pmZLQdZ9KiC?R7fN7vhiDbz5Ns_t6IOuztr+=BUOU_=jtQBGHqL3BfGLeVk`$ zfMf>edZPYAU)MCCrH}B|gBP7LlkIbfw1{j>S&H+yy9s>5VE_GM<bKm;>>rRMKkL3% zI4;kaN?vbITcII<Q~G5k_psTVsLtHzhUZ56aQ)JtsD!W{f`|>rl4-G^7OUWcM}~O0 z5`B!OniUl}w&T6qP$$v9E)dzbVY2h*QW@*zD2Eua3lK{H2;=x;Yny$e8WCz~Xko>i z!$gG46TEx1h59(46g1KEJ9-t0j6pFmlg#)qa8ZY(b>uzHWeUG5tndfSB&}##rc)6F zR7EDc7;N!q0il{QW@-BA<dbV<Z6a%vG?*ZYp<1_k-fAg@81JL*6KP?g-zsVzxJG{= zmQ}Pd$Z)cfErJQBG7}o#O@^r@mf+Auc?H^RT{kQpj?TAlNfxMZBn0SSAez#b;MREA z&%z7lkSOS`wPa@@udb`D{>VS;aV7EUy5(!HD=n{UH<zOAZ=KHbMLUdQ&~t?V4~{Bj zsPk!Ccvq&Us~41@lvuJf4o!5MO4RQ6>=bR@1uLhQA3N%tPeozCvo~4%_Ed^|qIHDg zia<Lf2@AsQn!pPt%$oYR9Emkr#uk)I;u+;R{B>L6^$y7T_eEh*od4J&RqpT~VwqHB zjpqy|lTWxG`ftmbqr6j*pdjgF%#LVVu!{8_^eGIucfE|%tuteH@27Kl<<TqImJSL@ z{AcNKF0t|{UMo<b2h)+WA--e)BQd!;1h4EIC?5du4D;)T0#b7yV%LlG-;H4i^v!n9 zj@izS*O_OOgwW?TCuMt&&oy7l>4vqGfA;CP0lpZ(g7&h{pp{QM(fb_g7|5YWuZ1z@ z-Uk@j@kaFfs!p%=cutIGQ0#x(^$w*)r+iU#-|R`FAK4S~8rw50zej}q!60CyDP1dm zc=_RbJ&Dz!fQouz=37b4QjEx{P1}Qtaay?Zfz$_y`a-~W1X{{rv(tt>j9n07xwAXO zl6c?Gttqfw+DJLqJ~=$jOXM$na0SM|`NVG?Hc=o<ayb3l{bHQuE}tYL@4Vpl?@-Am zwP4=ZjeexCTobfV|6||ix53=%t96y>C6TY2_ldw6GSE2xhh3gs5PfSxh>7rZ9hP9U zjZi+u;l}^Yp{+SO(XpU&5l9h$AY9beCHf8PY7m#7+p@_Bn{D`scge<~&d0BWYp)>3 zCwHSU;)x|n56V~0*v+Mi2?5fqv2Jx5k9aTi@K^Axy^ZPGzGl67;4EaD1&af!!(g?2 z!K>72z3y>-4$mP;ChC8k>~BO@d~{I(2QTh(R+Z|%COkccA~w9M(=HQ>30LppqDhr- z;-al9&^#l8$zJUa=1SY@`PRNk#$XrFI7NI<wnD=#S~}?8q4*IJ>w<@LmqPCLI~csv z9d1l5V&l~2QRe~R;PHO(uHG48=dwU*CYgXr6Jwkj#~yz$hsmQqA%oI(TywPE7sR+j z^#kAudyVEW$yzl@8#y80ohv|(Of;N5XcXS9)Gld)bOl#D&p-CJhx3K6oK+Il1buxX z6vPiZcT1kPCKjJM{>Ce<NG}@E*6>{eOT!T_!8f|kd!6dWl77U<xCyZJ?QRuYQJe+n z)*75k?S27?j@>pWtq}*KeBtd5I#?GF67krH6MdHom-7EUHJh}OqDgLqx3okWdspU_ z%*1{|rXpnBa38oVc(-1lLSc{s6L?D&o-f1F3AAE#NQfZdn2=f>KLd#}X?8coi0eP7 z@cYikXOg}aED)f@?=5e&E_Duw+rg(u%hf1W8^UKT<;*z3Pi55*L0RWc+OuN5<#hmR zseKNh8C4a%%|&?B&PM|Jp>_%?F`A{$*ZXa`&DlkY)N%#9<XjNP%~p>9b<t_p;N>AM zjLP@-K;I>YdYr`(4gGt>C{By@&0ztT$sJJo*Xml5gL8yj9a$KBU%|G<qP%aHbY_oE zLcX7hPchq9caHe}G@sxeZcjY`6-5OTl-ucb7;{SveSQ+`d_(Ib<aKrl-9aC<&c?6P z`O$ssG_@n>Ei4iwo_fir!#?g*(dSBQV5&b8pv6?bz$YbU0IOEtw;sH{o_JaeBrhIx zGodwwOvH!7!I#0%lu)K55A3I7qTJO{*)>+t?<*c^1*z1y9@Kq_OL@xZX@w?YEo@4* zl+WlRi5>b9)rSTEv~90n$vVwx!!lCbvGPGmmBX|d9Hf1AYH0cAdnr2!OpCWsXeY%| z2(C#jl56b?&ppv6a*>ai`@d^lcgB*BOBrPpV&Lb<&+wJ?Pf6f>HKMY$iB9n*IBj%O zNWGb*O=~*mCmkfMzOU<H`cVSWyr1L4xqXSn&xYDc4jN$!Y!ugWHpNtqKuVK0SENg7 z?L#iE+dYXd+Iff1oK&(&RSfM$>MaYMeba^d1wyl2Qc!RZ_%s+u1Q?^!IUq0|e#}9% zFYaJ8Y02qc2QG~;Z`v?1&l^g1#UKhP3Dn2xM0B(yQyrU|vq~Do=`t}Rr(YFlO|lkx ze<7JjR(38W7TZAh|3|d|E>W-D26jLy<DprjPWO5F$PE?Nwy~fSqu9#2`(Z<c7{ibu zNJ7B&^Y=GO1%f1C%T7C2Kjxd?$jP5+sNxeEY4G{ld4%vrM>x3R!$Zi?^^_ni85RJz zoa#`XuI1F!FuKUwi1T$~U#KWTyq~+BxaG}88%YY7<;V-XU;$QT{Pw4&4|)|iAu%a) zc}Y(sUV95FV<}5$tJhe9a)ECtHgoj)@~}XgN7&QxGmaPE6y*@GK_Vs_kE6upr;{vq z=2C56(c62qd^#AvFQ?>n@cLv0@f9}>!b4N{7_h#MW>?=I|EpNxrgD_06BAz^VgT`J zE9g`x@o-<$(v!l=8d=E${p`y;{~Q}kqhiLwp{<*Z77;V#{4Ibjp`cO9T+*b0ir(u+ zg5b}jfm<=~zM2z`fRUk!tU0gI5u7g6?S~|Cg3#Lk*n$2pP%4C0LPG9T0*ViP{%NZ% zb9Qw;n?K%^&4I^?Wdcv~*f|yhB4!T+XSsaYFB7obQ6LeAvVaOPAkozSshdm!Rq^j$ zDI@EmOo13%qQWKA-$>7vh5|v77Tc7PuJ`w*_}2o$k2t*Ffss6U>l=KTsBt~@Q156j zJE`bVnCL;gz6Sg(d|W=R46mn^U1E<e@uDXbB>AKgC8H-)X=)m69p)-&CX%Tq-tou2 z`>WW<c|O3}UErelHhd)$==b`|)Pctuj<Mf{p=Uuib7M*1gpvOfWKxT$8}{5W_%mxe zCWC{L`fmOQb-mW<D6DE@;}^fP_ph#{IaXrN{*t$}y*b-x&Z@Z5fqriocBSSRsYw2Q zQH+h>eQw2qb!)e2bNXhl?6!LN^nHdJRlJOXzR#!G;~QY$ldaS}`r%De2k&+e=95XY zjw$bf&t(+{7_bz7P8(D-Gj)`3Ep*)W^S+{{_HCpps-r@VnH7r83<42oK-q&b(3|o| z74ajJD*Xz7AeYg{R>|!Ur726<)b8YnD+y!=E-i=F&~dgm&prj+(}JZzbi^`~+QiK0 zBriL~cAwnxa|V38L~K&diQ5$qE3!Hrypk36qBRCT{|tlvT;IQ2dUUxCWB#61Q2&}= z!AA>0#r**wAV8eKM5oy?8vb`q-eZ?uv3oz<{Rs5NiKXEdzp!z!HmFSR;JgDyazKYU zg#C51+Ys|il=ODqMh2NOAWPWKbL+xQ!<CukIzS{}Z=9$&Vh)_Ol;@=$b1X<bYFYAX zGc<_=cl*GuDv0o`lEfB{xmik~=8L!$d7F=bUSPZhs)ukxv^uY@7UP(VbIS!=h9)`g zb|Gz0gGt)VbMN@#^3MY`pBi6M^@pb^lj(1O){h?}(1NgFT)L>?N<4`7aejr$O1LGO zOEviRfkhlcm)IK_0uWTZ70hXhAl}NBR#qC;V(a0^w_Hst;<#^{z+(sB@6;t4<0V5( zD*CxjDcw4~!#W!=F0Fh}KDN`jS%6#9&efsd7Iem!dt30BXt(9s&8?+Uf-{<+SKp0d z8)FZ4fm<+Z$Cp<43H|9o_CCC;&932j*NWFAZ{;5NPaj_O<akoqGVTG4ev4AbXUB@Y zqNQkS@G@LQIBbs;=g6jY0vayD=Pke|9m&|Yh2sZ_l{jSu=L&f`+CZ`zlP@j<xpw)F z`*s~+x={AC+8ClwiWk&sXyvSUe*fpA%$0YJBNC6{N!bTZxoNEYHr9S&q`0T*f=)gm z|7I6cq3~7vLa!K2!@Ngvz-gLaIf|CY3@qvD)=NpY>hfHyj#&qLw9JDM7^tp*?#p{2 zQl=4^8@1!ID|YieUasTobsDV)cB}$vCAMh1ng!jYU@~AHDW;042j;ZB#bBwRw#Dp4 zL`b^~aoL9LOjz4n$AbwMR3LQhcM6tsO~tn1k%UP|b4_HitTqfCY}dle{J$5V-{xB3 z>BMv7A?`TZs><yqBOH|R`O}r*Wxp#nj`~$F1M)n29grkgkogk5uyKl?7Uui`%NXuE z%H$9)3-(uF6P*0Z*KgNLjvwX?&<}iBG-)?rgo3cPJJ*_jEa+Cngg}d(LAnMe0m*1s z30T3Z*OLGp#-~f&G!2AXS|<n@#-*k|4jT+qGMjtw(tA{Sbipl!BzPxr%?SbTV4aUP zNn^m6@F5n2yRRK*#f02Z9Si|xo}J{olY9C2K}MIa4Eh!Ndf-RPBpbg+t+T(8FBhX? zn%~vz0T+?Jwg^@glf08MqGNE<M3w@;nZ&76m9%oM`9CQK-AI0v7_d3CGJ|_lHgM3k zwN~rk;+T0n%-hZ##+U$TP4drw=5ys34D`CF45L(_xi07{UjjQzb9824Cen)bJRbt} zn^*UNaycE-MFi7&4xom^dmedEK-t8GUER|C8%P84`vLU#iGWH|5y>jl(#URvbHFne zk1v<~$>`wxMbCW#jO6o`^)R0vi`{>-u1L~gA!$_fjYI;3Dw*c~JdZFd!54SCX}dvQ zj6+ne9h*RDg!`l&M6E5U!Wl?Vc2)G6iU@5XLX3=v8Nc#RSh*@VxpGuC)e^#5&I!8A zo^LMDT|<pO#6oSK!<KEGZ6N0j9!;ngp3_)WI%ah|y3y8UbEzk!jn{YuG=O*Do&L*S z$v$yIX4l6}x-75w=l5=z8R6jm!KwqSH0VL8y2a-SM;w%RjY_Fx5y4aG*o9QMg;etU zOx%w&m{hqwLccbmX$UKCBZaCBaaLHTIV-&`bgqWe{|q?)`EZs@ndT8e>q>o{`1-up z2R!Eb`l(oVgJ1wc|Dzkt^Xv2|b`e7KI<_if3Damf)2Jta*?i#&Es-Qzc5Ih&Xzh~5 z)mlW>%)a_Tw)(|HHDn~YE)Z5A=oy$uodrOcYDHlG#CLjFxp|vIv)_FuQUPA;qp(_f z0=`k&uz-&k?d#>ka?hiy?g)8KnpTa(HmC7nuprOu19wHGYbjm5qagcUCy)DVne!4` z;l+dEl;OvCK#O}k%?srXWFCGkk?Q($bEJ5<C_z0^t5lkDRgeE+uftU08wFGu_k@{4 zV^lFfWldFK-zW60VlGvdeE$=Ax!kn>kEXYdi>mwHh7plYDFFd#Y3YWW2I-cT?(Rk! zDd`632Fam8N$KwH?q+~z`+MInpZS|JbI#studCKst8n-V3xmqJ+wuMj{)kfnZN3FE zEy$XTK&srD9sbCz!HjX{0$y1nJ<s6lA7dxjP9ZzzzhVJV^p39&C#)E6P=I4sFZ@;F zE0|{Lx*<IzxF5sY9!{U%Un)*TefX_0WyEZ|JGy+m4Gz}SA}ZjS&HaxKxcb?Z$YEi4 z2PyDT0BsDTNEmcQ?!)$Z>^nb$+YnE9)E`^bd%s&dHG&Gf&_{O}Qt3E>&uy}lb-cRS z%Mi}Q^AH*-vG9qnY}9z6e0A37lJEcg^UB0ZlHt_^kk-%72$nL9NPTxW!xq4V)7&K@ zxGA{;YhKJdYj}S|PATXnouruYm~hsT@rJCPMU9MBR>qoCjc>`_M2~lpREGL3gAKhZ zXmC4N)$|H;WX4>RL#eRUQnJJ_-sgUt;AGWI$#U;Y1BQ-;;+iIgm>2_Dv%GK8T?Hqx z!0pAjeSga3d}uQwdcFNu8H<gNlL*MIp&W$>T&i%k{YP12dZsBE^=Jy$(S+9Wr#j}d zjd(CRB;@umemO?&z5j0Jx9F|5M*h2u&)C^ZZN2-y+w|apH)W-1{JKY!=rz$PBLgTO zg&!`zsOYce3yL$z$Au-&(Gs%43c^D+bEO<|>pN`3hIMid-Tee+8Mfr~MdI^wCCzx} z0V&YtSv{<8a6Vi{Y^Rqw!i99-3J8}^q47LPl)#~WE7WYp`RE+IN4E7Z;K%F|<s4<T z-^~<42J-_bqc)dL?M8P6my9otUv=x!ceo8-{~zjL#t~nKYx?zsg3D6^G%A*s4bVe3 z8mX-V3lN#h<-pMtxQOp#JsW!4HYim0=#DXmjGqHzJQ>?)Z1%Fh!rKAjhg<d2gmz}p zB0O}FpC4`=?SlnxFFV;s_%{lNXZc~H^n>!@D=Kh+sRCArYIR_QF{YG)RMBxS3Km0n z4kKzWOlR}II_Bq?iP+8SDPexGx7D?X{?h5T*{zE5G-Fv|(j5F8xU-@ZwSTr#Dpq1H zKJ)%`s6Fj%u-M-3B5X|E&4nA5Yfupemi8lGXNOjz<Z1*Iq%4<#>Ea^>QM3!MpjCp6 zGras=a7S*d+<mRIcxN5gV>flFIJK2mkrOJPfO{2X&ElqtNm@f{R$TS>iS;Aqpy!W} zL`GQuHn#9iY)XPi;XDKy!~mbUNFJ7Oe+(GC*xEPU#%?uNLl$VsWcB02<}!Fl?&AA0 z!}`?k@k+5Wv!o>P+w|nVz!|B(rL2RQjKoKX?m_(jZu)4pg)O1#^Qfd7!loQ96%egJ zVBt_iz^lK}VZ(2QzmH+j^S<jZ{Ei%|IPeL7bDz^^{TJkLT~)98x$vvEm}L<dOesa4 zX&Pof#h?oRjP4D_23BVd@zhr#@d9x7=|;0A<ibmyOq7FEbn%StWLF;;mlWZ0M7O!B zT)$+DahBqJeFp=)<W@2@plt?8!w)pvpymuRMdTOXu(&u#Opt#!3M_vMBq3|okrg-o z0PTsMXt91Xs-i!;|0JF(4sPh-JYMFs?{3<JYSYx>F$31cr80JqH;J^;I|``<72P3T z-PP6whw`S=-%({J#hKU6atYrLB5KWsf_4f&K5u3XpO1aIKE$ZRxNqJYhdwD2S#6iy z+R~=evp`UDuvb|oE%Y<99abL_=>paE&E}f;HCIYd(K-K-Y${+w%r9pJR<qV{E@a5c zI7M`!!N_BrWY!c)Cq|eZ7WGJ9D9?s<ab#v`5HQ00WLb>ikdtZ5`KX+jP2y1CQ!u`9 zwFY12^y>9p=h7bO%Vi05;e5)7A%g!V<5QpZLt6x50Dnz^B_}pVC{f20#~;*&eVdt- z5%2Pn7!u!>IiB1f$YAA~GMwCZ?HW9)Cz}rm{@nr5DCD2*l<D_<^06{v4tQ;opXy%& zwN094<o+EVZC?o}x-X61htJoz2#2Om{2Or6$~eny3b&`{<BemrXBYE6R+%LHzsy~^ z5%1r@j&btS8Wh8Us=X&*<b83~UaxR^sd;}wv@20x_~L6WsaFo|<PIRyq&7{I4faNb ziH4w3ehzwhbja@5=pbG4$EL(<kbd?30|+O$He@H6^#!l(&3yN+wxhrMweZz#^Uc2W z+g|S^5r)XFtaA6S!1E%mG<~n)BYMT|V$Kv-D;zhKvT}6%s$@W>Xj=r>a6VDolW$zI z?!=*Je$MZwVvYSE`$Qd01rL^WcLIo#@-AihO!u&uqu9Myd|nOZg3hKRs0|0w?F;}7 z3mn*Yq|&5N$YsUzAzfau$;>o={=X2RsTWI~gKkDjf*9s^Smc1>A|+M-hM~b_3UIFm z{d}a1uJB~#>#kpS0zbr6yCx)D7SkVrQ}q{KHi>&oZt>_*MGQjKtOwQ?_Sg`?mH>#9 z^Ex-o&>o5a1qi3We6<qy{n6J4PZBcl>tpXk_DYMZj@|v{-*n6&kM{q-iFu<WXR`8V z&e?$hSt{=8R)$_jp7-aKH=fhBq@Dg=Hao!hYAGkUgF%0;y8m2R{JsZHBs+mRikfd% zRvHUt2@C=&OMQ-Q_j3)?eDo+3cT?xGHL}pT=rps{ru_Oj9syW%!heA>TIWk+Ypsv* z+Z#ueJd-{H`_v5b$x{A*#RYjbq4V@oi5~mFVd}<4B4*UUaYa9gGx6{?yZY>)^*_SF zmQv(5{MIU(K`m7H8P^3oda+K(YlgdLLBBm~>R<ko`ztE!bzQ+cT+h4Aofj!o$hJzT zv|ISG^kNd61i;@{fqTyy`_;$7cFQlc;7>1Z6QE-T2h88hIaZ%3>S`vCc<YV5wOvm} z3nZh_Bzft%xy%%OIE*$EsuuEpUky@4ecLypF7zTPr^nz`L+H0@xwI96$Y2N`eET44 zj*Gh^U{-$>vS&no5ROB4!)cM?=FSarI~9B7Zcpyb(~GP5_lZuxDX<u_z=-ZvBg<fx z@Sp^z85bo4-Vgc3iL|yLcIF(g>H55@adh}JVYPtJMS}sl&F7uX)2`~Pe?}lG83U~i zH^G{SCdYcSqtPNFE0kKn`WB{s1S}MHx5tM%NR%w+6+Iia31C5Sp%KymEwIxuqhb1k zFu~Bs{fF3yH@B7AAVoIE;b<kMo04?57NSPW`nNOx83eZx^tJV}q=KNL*A7@;CDYRa zA`!UCOEC-+ep)E<{Ja@IsR3b?GXtxR1f{+o$Z$Y&8}oORcAkW1BqE{yQj8P^Y(Ah> zNo|9<`toDtARor}?&ghWN@|RO!iknj%881O4UrNAwPXS(4iolHD9dt8`+djVR%V@Q z_jzGESCvaX{CiWLnWb5l!kH9eZl1)ay1AkUA!6H6jh7p;CqJwhjkwf=<hWmE)WY?5 zyPyrgh96v*I8yc4lh^X&S)Sr9hCWN)GAJ)vqDLo>LiA2Z?nfkDLoH}E^fPqzkDLtr zK>lK1I}pKA#*FB<_Gfl9y3r-VD}4>Zx$mv=TqNB7Li4<53)|Yy^)(=a()#;X{C}8R z@gUd6u=$xH0s}1JFH9LWq`Aw^+<5q4r30AW?pZBIhQ|~S<HCsv7hb-ZAml^W7OSLF zKy-u@XDGc|L`y0Bxsl~J5-Yh1r8fy)K6J4R-;ThV&HI4a8MRhjeWwuKmS!hs4{&Yd zxxF0){G)-`i#tM*fI6-<CN|%@$7yqU;F|toT@I5aNL{x>gCVaBLlTg`30?#bOmeKT zLcl|47SC7s@sn23C`;n_z^>d;B^|Q$5q|bqEn~N=Ve0R^`Z<RHFysx`r-Qvo-uA*t z{UZ|l5%(54u|V{C(JFZnV>)!=GqwP=oH~XuI1B-DV)kgzzyZl?45P{ljgpoHz6Nr7 zlg;n@@6tnaoX};@JwATV{Z=&r^PzLBfNP;i_TLIM`SyFq{a(as>GSV#=(<=})U(6O z^=XGomIs?K`M*L3oBoxNC4&TdRq-29H3jRxV(|~#z+y!(o{~aew>-X(YaOh*r>2k) z{zhAU2jTwE-F{=HION_%uo42}Kk@Y(ei!)Z?RK@HTo1MxUsFdfS*~Ukh|`i2{O8vn zPCK$onEx7<>`5k$p6D;K<rr0Z&rO&)Gy}1FfPi>Vnl+Y-^c(gT2x6c{GQcxdnLBxa zUQDmq20eycO4@W{`C9OpN0=NN=>&OS_Ia-1;C1`wH9H*}P|F9zU_k&GSOSasss7<_ zn6|4}a$#~uk2A6TA(magrCLpsU(pA$A&b=yiCHWl7z)FWy6oYFquIYpHQ4>e0x5#U zGsX<KWoms6GFO{Q|4UE4(G$fGRt8fXb_`08|7O(u1k(HrjtS#1x*y!P9_o{2PS$zW za=>f%s(}L^>yF<#-j3zH@S5f67t>tp$I<`~frO5YE+P%SXs%m<I)~|R^T(9jcv%11 z192v|7`iAy8=))pyUcXmp__5z5_gS+^gR23fJJoW^)X)lzYkI5{TWTlgk17)o0BaG zh(+%G#u_GA!g1%MbRahHx}t4#qZfv+LnR^WUH+>(V9*BI|MOu~;6Sf1l@k@4Qj*uA zO6G?Wpy-E?TYdM&A^px4w?hwCTssGpj^Y{qDz9K^U>vTl;-4-!!HSq{s~{J0!aJsl zUv?=l8+xG#!KS3YBba$7in1mOFN~@FEusM?{{`<as{_NJe)^yzL>=eMtYn2!x<^{s zLHxuywb(~i6yXeHxPX?);+Z%I0Q&th*T{q4Y7_sRlVs&54Unv37V_B5NbW8mXnSp~ z6HC8yDdM`JgSkhqqPS2EMq<d||2vBCD5amSbuJ@WF2nH}2F!IGTmvZMOex1Zqp&-8 zTy+^zR#+s#TeQFQY280-?}kqG+6n&3oJJ!WHJ*4%TBn_y$ZN%lsUy`yHRu8ZJeqSE z!uusHZgd`hbsf(uX?9+fDJ06&1V*g9`U=J|<d63*-O!>XIkZvHOOIU1ioncks2o)s zb1%71{#5Sl3cz{Mht2Qr0kO%@c|n^wBPS1Ezl}oGezP_t3zVrhd9~bAg|tS-TC&l2 z{zn@77TA)6;Xg?Kq==q<KxEav8ma!(Fa8IhH?7{k|NT%M4Z;(RWev$A`u?AR=R_+L z!25x)bQ#}X8UwOMwe~cAgFhC#fBKcy&yN?UZnp2IADm%3oN7^M`n_f=jpdiY5Cuc* zwo4XDB|5r6WQXsGH{H~)T+8Vq6Yy^*@(Mp)YGm_%+zNHEDFKdN72Vb*?~?Evgf37= z1h~)rvYR623mo(8{;c0DX||A4O;tGgTK+M+nP$@f4m^U66*Y|n7tqw!E?arT#h3RR z^uJC$Vgl;h$J(q`f9TzE1OpF7%iwDmKb}eUHnCR$ou#eL=Qe>>p5$#d#uLWbS?EBi zs~jL#j|ZMW_I<wglU`|<#&IsDjmuYHBmrz^(29r<Gun6Z+%v)JbA{bT*Dp54m2)~I zFpXm@3`SDMGU8BR(>6niq=iA)^a)(7Fp$R>@fH$?)$6w~#1a3}TMWt!%BbImt;=@r z*}^fB_?=L@Y#OP9CYqD5Tc$#)Za%K&%Ij!>ngT8Itz;&l^>ZMNMYEvoUiSU|Z5Zyi z?8v|XMxQbiL{UTua0{Q5(W0|;qM)IQzTA$t83-c6o}C|;QCxT?(XGEYn2`U@El!er z9hX}yHH2c%pmw8*4~Z(?e^GeHK%I`=r5Nx5(AoD84s?*aT`;yHRjWNI<DCDp;OLEN z^yW;+_cpF;m=hJj9~dQiT0IJV&SW3!zOn{<$X-!_oHUed#choi5vJ~Az`!7b;n|E& z<-!Nhsi64<QeUSd&%qx9eotoY!^dD-4I?!4X}dvs)~WwdqIaZXTCC0rdqB%2m0zKx zy&F~u#e3L>f#LTn+`q8lz@!GcA?sx!h@1gcwC%NKj*@nYrgjR!2nB=X9Z;UCr&1@i ziA4mdahZloQVZZflguCo04Gc4_kCUvwmwJpe+3gjPDLO+_^E(+_Xo~3u)(Z8E4+o~ zPhr9VYGX-Xr3QvM)@b}sL{6x8!W^X8c=e!U@)?}{AcwO>{%w56+i{k#s-XaZW<g?l z2&qt;A|42YWfyD>p9r-v;na8X1DJ0ss`k|6>0e6Z8n7w|{QoEh;X%o1<8om{mB_kO zV?uM^l98H9cJGb{vRoyxvp4tF13=v}o5a|!e+JBq%h*~w1HsW)>4R-HYV8RuR9WQl zTcfthjQB`j>=Gse<0+{&E>k2z3}3~JYImE_N{T5GRM6$&7S`FV-O|{WMyXV=%eG(& zh8!0&L~5q;_FtiaH#%oOY%sL6G>>QmQnS~@Z+#3frg}4g1mMHV!{h#vagU$iFGi@@ zRv6vCYCg*?z%Bj_g2FD<>%7yEVSA+yY2yE<PF42z1niP@P?RV4V_7hu&z>jw`r)z! zP->c*4vUtyl||&`NOlT~BH)mzE`rCXuzE?m6^DZa(?vLmpY`JJVXUh(v&m=G<&z_P z2|Q3pZ6<%+iI-b^w}Iri`o3dCYxnZgOxCEeo5-!XM1b?ic{cD!F$`{3L9ZL<*FA5r zA8`%IU|PL%uB{)(D6~s=IE0}4Z7%R-lj}EOuY2#mc~s@Jn2Bhpq*Q-+yQJo^4?aVQ zg|8Baw*?hd2wM;Oz|}Qrpct#|pFUaKP3We7ZxS>>*9XxayigR|TVsx;XZQ^E1?nil z3U*i$yjqy&@XUIJyR0s-^c+E`8zAu;1w_Xnz<L}<|LDEkxoEAYn*Ww*e$2EKh;16m z*2(hT;ota{ZjM#2%?u)%tfy{YQ<(EmY&0;6#tr>+W7LsqKt4&Ru4LjMBPpk*<?NDJ z^evfPOI4M`n(l`|?8WUIf$Dh!W6uEg|JtbDv%WR{+(rc-t>_>Q!jIQpkayn8{n<j3 zlxzRm+%A4r3gKqiTsN)h7|ow3*(JaD*F=%;TYbu8j17PPSV)QeX!3dQO|K{>Ug+ZR zS#1Fs?ZnB2gZ3vr9Zb=IT9v`tT}Thk*(V%fJmUj1dH0WmcDggQAecR}|AmvrS>Y8{ zLw3KTk%ta-@&~W7h^nhdS~NU3OyqwMu!AGFeThv=_eXWpP*GwbISmsIFZV`j=Qv;A z204iv<$IZTB;T8{;Lw^MmCPJ4!Tc-AS_8-bDu7$hG?Y(Vu=Wkh_YVl(d}UxJ(S0-- zFj)h1AS_r9_Sj7}{?lzZQ%p7uC&uG-5xN9L92h*!!L3w_TGd3=?u3R8*}Z4;&)J)p zM8AS)<%=dj?3`Igi@#?~F@idKxr81yeNO-wf1W-R;B0#Te}S@lU?2mTcKoeCGn&7C z&s&)!5->vLEP`%ZpM|x^RU}YEH`za#lH;BIV}1VeKl*cXZy;3rcT_WQ3A1+S{F>f3 zeIRrP?L(?Y5l)kF$-@vMw>ODI2Luro=M7NOsasGy11t-|NpL!=qV;5w!g&NfphpJ> zEXLY*Cje3p3@^(4M5-(m<W{Mf!>Qm_vJN-TpTA-7k$wm1H#VP?BAjN(xEKG|I-Y52 zZB5s(kT=2`Wc~OfoR1hNz^*d<RGyeEu654?^hD4XA~;dne6~yfn<fb3jcVdMAr5)M zf35JjkH(?$TO`~`-r5?>-PFm~T03@-7vCu>I%*HNX9p=E*vrB%osZ`<H+_E8wn}F= z*CRweo7}>li?Zf#NI{KSD`WPRf^g^_5rVlYmHnUpA}vU>2h8c70Ow|j;xEeA?q!pV zxJZpMbdniey7oMV18KQ$6tP{_yCZW4z6oP(J)_|c;Vy)mX?hqkYi9{fPO%i;1Mdb~ z7h4?$DygWDU*7{#o5GvtW1>uFEJ10y8}yC>8mT5i{61^zihfd6BGW^u+?;|<kxB8q zBE}?-v^B22N)XVjTJ4CsXIjd#(S)PjzyH%Urq*OZSgY{HSIj6M=3??~s-4Jpo%hk7 z$PnVe@T2Q2wsZ9NJj-{3_zS?gI**MIkZrw@5)YI_FT1Qo4PEG1;Q$ytQ{B1axTrh1 zXyj?0@PT$lI^_eFV^6+&AP@$V1cf|q;|4TNf&(c&IrsLhXXQNLXo6%*IaB}F%2ub^ z2smUIW5aeL8qUPs5FwtS>biecfDt3kr0qByHU0OW7muIQ-d6N5VJj5;00zUmcWKy9 z^N)gw?O=RXz&;*sbKawMpW@(I9d^11!;+d>cZ4I(GDoG0r+qSl*~0Q_M~<P6ojjTX zHVZSAut{BE|EA0rEMd$S)$7R)KfuF)9?>Q>ET%habhYXCSC=gF{o99MsKscUMIfvM z!y2~*CvVPp!ycUffssXy47W$}Dl7HlVK#fvy>J);2y93z#}}GZ8%=2wzg!>CVhGpF zL~-u^GvGAErG9(_56$Rqf_vwm%XkAZgL0Xq;Q$wm8_cqo4ZOk&ojm^bqq~l0;}yyG zTtsrjN_VMj@rY`L^kATBfFkUtT*a#O&-+<?18dLV0mpBxmwPVz#WV_ljs`Uxu{Dn2 zo<V%AK4;UHYbybx@<ia;kRcW16zk4^*j&``GnSdoO<~v!<K)MYQ;{NBRzKDS0;dd6 zNdrFMh|3W&>;v_soc^zY3nCLkjIH+5S>fkOsg_2}bB}wAa8uBbd=gd$!4%P0<5UG9 ze6t@|q5lNIR{!`dE`6Q?2rty{YP*BvRv!xd%Bkn>!1cb}!X+JC+dy!tsjHKa^e$Xu z0L$u*|0p7q^V#p_gio-PRUdliRA|h)9~=}!`6DRlzv78lCh=b_bb|+4<7&x=TE1l` z3$x3Im2Qk>HA(fyrB=E#0sbF~e+K-w_YD(vzb$!x`?ha<-T3W?{NaqhyHCwkEi|hh zBU`cerl#$?`~~q&4B7gSO?Q*7>?*-gKX|<6r4t3WZFCY$7grUjB@slWS;I;z7JPNC zE0b6H^J9k9+3(dgrswE_J}n*vPori1lrIa9K@^yl$2=Affjg{Ed*$nzUVS?MUcOCz zlLjAK<}mH$F58ZY+pK#6smo_M8C^%f%39AOll4MPUf8DA;-px0`^hp;FTLbqxU6_( zT$&92X}Y%0)#jtzY3!GEonR5vheswJ4T2II&ehwS-r}(}p$hI%jW!V)rOqyWb4ps? zp<)K2AWZ5q(XePY)C<BDoqfxCo{XFj6~Py9&272JmdNm*f(fZh^8${ggmR|oZ9RsU z*|6=U)z`Jlk}8H2-Zk*u^8>Ucz7Mshi+z{$homoiL?*^VYu{dKoh@myIjM*4lCAIv zyqp<tO=}sKiVF)~m8Q#LbU-{F`V*{7V=i6vgD`Vj+viX0@n+c{nkk5hz-ZxmvYz%o z-xo|Lr?CEZE%bi#6^YB|v2p7<wm~mCOk{SO<;-qv+Hh<M!Zb}6y$}B&O)en#u)7<* zzeWpl#g6QLhZ05Up^Jhe0zKFs&0xA!nPpN(&+)qoWOQLn3av`P$98p8dEcf!d7u7G z*9dij@m)L#)<i`a%$X=7Ub+Sv#ppNY;!?=RB%w$|q?3hKeGdTx4au_M!H&bgQw$F# zsitLHkG`L#5psy*UuzJ_+WGCh?Sy-Zw;BcCHNVHl;^k*iZwhXi-zm1VW`W<|pjdn< zpl|%27a$V0UskYXF-xEYeYN-Lp48iIj|*Rxbb3F6Pf%mlu!c`J@ySa%x*6|MUvP!f z&Us-&UUoV3g}%(rmQ!02{oq;{vwnET&yMex`O?_R3Mt&@3iZe5fX|_WUWIjo$I8)v z--=AJrzVXKUBs`8|MxY|KNLCW-PHiB-n08B_<i1t-6Q9wavPe7L6`V>Q;kZ;{8@{Z zPnHh%L*=ysZ=O$6>lfSF!}?d|UB~DhUkYkHy;;9#>Q2sd1s`u-P#;|224SnA(UcMn z9Hu|!`(xZ6_pl|#2KK0pRxS%Ve;pzoEWEz4J8doPRfk}zMODzzt&s(NtgtGz;oMD{ zez19Uinnn}<a?Ip%j{Rq|L_}c`$PHM*^d`ZUb*AfYaIg02{_oXgnm1;rbeNt&W$>H z^mA=@J(U9?Nkx^~-f6Vf0^~*cmih+bs^<0`bZZo%sBx4?(o!cXsFFud=un5AfSqi- zPJEFRo0|^bhc*@|zuVx+M8>?X$b-_A7_}*Z>wULl4TnW-#p;V5g@jlSO$+)d&c?6$ z!r~r2gBwU)Q&(|6CqJ%XnUg%O9o9VT+?*pkw`txRg$cjhUEHrP6RE~@egfyhY|qbt zQux~8EJD(P_n~%EhZ_`LzQT7oNGxvp+<6W23EFyxj?KZC73zz>H|PT8tz5XHggtAA z!A+9&7Bg4<a`w>HM~z0@E$evo0W#=Q+(^g96J5|_Vhec`Qwwa(14FP1Im_zmzF2dH zidLyj@}o0vUk}@P*K;unKDZ?h^BQd~Cd(>4&lxxDBmo`}J$cdR0o)&vcD&O()`qI4 zr4yUb2w8P6WoNOYxgX%m#t*COEKZr%l&?C;&N~__TWfirR<ht>o2ph?&REtXk+H|I zi)|kwTX4k5ms#j{dW~DKTeeEw{=Vf&jAB#?q4B7Y3hn&wRm^|b*tXW6>hCv98WxsC z-l2JJCr|Dv=E(=2_V1yg^r7o=Hw^PG`aO)!V5?ozj}T8T>PH$ANWY#r{`)8h`9e^~ zo3T+;PjW$jctP){Gi-HyvUJz~>u@JpfdF$J!AJBbuaerTc?~kz0Fic<X3Nuq2exUX z?72(P$bWgU-3l#Lw;Oh``F+WwcC3pDza>{!4PCfN+a0rnSv2UUerh}dH(`+s;<&HB zvl-N^Z{02i=lW>sU4L}a^z&i5&+(=U<4%n0)<=r)@%0#8j;g8$T*ZlvycgFlWfNnt zlTi-+-esq)xm0|P+A2WaBJj?{AuyB*k9t>rame}v_l6&Km{_Jw@_yxMCxp88`h5Gc zr729elkbb__0Fu9MwZ)1nAkL`BJ|P^LR?mCMf$SLr%&gH$^j?fxV;1l@eQL_#^Cl! zqfkeW=f$F5?L2jmIjeSCyL*&WBr)4vpWK>R<a=u;?%Rxy%oT@Up<!`7Ck&+)<(8HO z{(YJ}N@_2E9x`2vR1nwk{#e(ekRg%L9cTw(+Sx4MuDA(}5b)T^J_N^0Jp3v<p3kgY znn**TiRMrH!e{(nm0t(@o{NJGr0qu^JO&~cyqhgw<a4K`TUfSjWS$wCOk|U@WuasB zibVYO<5FDzkF|Y@_(VoF_{^U7<e`Jt&}QQOa~6ELn<^puyVsfOmt(k2KFcW1$l0QM z;?!kNiE=GPF|w(w3?){hpD39oPV7BxU`dHV9bBC9UG2iyPMqbe)4HHPP*v@8V?_%H ztV`2tx7u~cZC>v><~iORHcg)$>&xu>oPF0La?j1$ZGXNMi84x{xoF5#VdZJ?gb_>j zJBoVHKWr?maE9K@m==;gV^OfD2;Xzx61PxD^V~AL;A)0OCT6P{H48VmPZ4LAB2*1| zG-}{UV^r5jCt{^Z)~MstaqWwN7^LG|>OOV%`rKRjazh7sHb3%@k?ye*Rt*y?s80K3 zYrn-dZS_7VW)iaTiMUsEaB+zb@5ozmtt-FTmTRfZ5|F>2N4vs7cE8F6B@rQ_EC^GV zY3;P5E>P109Dr%lCwucx#cMg0Ewp7Lw=2CzZl~Uw%To_UxF{Rsp1$p#X8C=RPmUvv z>Jb+s;VzTkp#7L#9!3kOQ>00IZMaDi6g}cWDdn8!liUWG5^qJs-UV)udvl%&@KBTU zaFScuw^s3f2>O!lbJZdA-h$N6>+l%@Ik|-vk4r(o%Trhwt1((!KgUtJn5s9)=bbl8 z%*#kn^*tSj6v+SE9baqsp({y0etw7_#v>)rnx6Cgn-J-dH@TH0;O<eEo3mXI)smpW zvW153IB4m6J3?(T=)@M9Van$jKg<;LN%OeK(!X74(Yn+U>Od4s9j^vum*A>u<>bHH zdI$NGM@Ge&%hyrdTyh<++l1Z&-8!I-$K0@&zLp_!qtzZE&RjsST0;l{Z)U~HpFXHh zYi|v|*gsi%9jxZ2_eob=9~!MO&6QSukL%LTxHfw_EE67;!N)rt>hqtS;;=sK)L%x= zoDb~q`>I#e=-0|jTt0Ya(s8p|=LIgq>F8UbZx9$$$4X2fXr7svxpv>1N5YWNeCKAn z4z9E+evCkEb7w7Gd@oOvaIl{tL?ap!;5R;>#-B={6WWi8vw2TY1<KPqYmo&_uVaez zC*yDNV@z0hZ4!C-loix9lsp}pI&p7%4(0tS4b1#7R=Xr(Ov<dHr&n&rf<mUn&|v4d za1<QN`Kh@J8LIFyf57oymmvg&Om9A+0`+s;RbTe#>4@6YQ*h#9Oj2Ep23Kk;t7O%* zbGv_)rS;Qc(JCW}khQP6R`O$^^2>^Ar<GlB<@jOUtv)B;m(>=cTe@TVVuo^C&|fG$ z)_An-Dmv89+BRNnkJvdPM+x(ehBW5<egF^amzD+0Ph?mayZ8|F3CsMTy<cox$8V67 z3?R&@%8JXsTyK@KojWlY3Avn~R*Z&C4?(Mx#1-QXR#Fu@F4S=5%L!u!ZqeZN`c0R~ zb(9EV@*q`^J$I%^*aKdzBb#^>B~_n<v!6=wQ2r~0XUEuKhYLYVTg~Bg{bOPt^Uivw zK6>rmpzEHuxVm^)hGSnSIhZ6W67-dBH}G2)`VO^+^kfQqBtxFhcTo~z@gf+jT3x$; z&RvAy@hHz)b1ohcN^d&0yv^;}vWnJ{Mn*&b9)TEsu)?0rlc#LdC7R&2hLNo5=hXO# zjmNfO1G$7UytesCPkB*w)^LQeY(Ml3bOc(nLy|^3IlPYROD{;SS~QLN9qHCZa%7<_ z-Hi*P>o(bC?euYWRXXbQZsGk@Ff7S8W)8v9)^?r*p3A*D@y!q>LawW!W6$BcsUQgz zgqAO_bXC+>m*y<7M7$GKe)zQNpr;+9lZn|xXd+fSyqrfp#?UJ?fx!?}%LL8Ttod># zdgEU)Md0@91T%0a-rVZ44(>a0q?PBuw+YuD&Y^`z@cR8ZQ}213UV*oGvbmk}TX;7g zlIk9py4A+M0Pf?mw&M6R&vsAcb^)dd*GM+EjhN$Ol9_nXw0o2Qr{?j7y@8Hce|}D2 z^Zk}3r9SC?S-s9fi7?ChsGgtikIGYc{Hp|_T?Kw+^}I;$c$Kd;yg``oZLTW{$z_IJ zB5@@vuLHD%g8WCUgyaZC!rI>8lG=<q(79s7^{M$*pUyRO(ex?9@7HOJ^b;m};~g&L zO3KR0FjU#G%v<B4F<SrhKPk506nJ>nsFWY_o3>=XnB@!9<8%IbONi#vyY84c&C!BO zoK&Pe3uz#r{vfUFXf3vCtxsx;YRRtY`*M>^5f2YFO}*8lvCNsZWJ*sfiNu*@KM~X; z0kzlkrg1Wx&&c@u>`K{vqRTZSUZ%vReN%5CI_iXFFs4?NX`^S7uv%<>%2@$+2t=P} zo4wq%FJ1rCsv7Fv)_XOXc7s-tR3!MQH}B{!64_zHzfNyiz7mX?r?MegRHs>F>gJoO z(}{5CvaETB`5X>QB2f6(`pMiYy7j;D7_4}4L?xZYt@^E@pt^1*W~(Az@Zaz`p}#)R zw>`R1da5hA7>SF@Ji3?lRA!LT27N5CQC51D{hr9Sp6}07$;R|^qsR3;T00sSA?U_I zV}DsYp^|zRY8%E*NR1(LA*(w=UlkuZY{fyCJcwI9n|d7mO(}=PfNcMKJX!YdnT1&} zrr~gOm;TY99qG$OXE-xPhN1*hHmBv^J9$RNaUXzIy0$INk7GoQ1XnzaCH3~7lC#RZ zt$ZvtD|H!7;M+zF>U9OI7_^P9=qe<fEEXe}%~V${=M(jJY~8j;cI-)*O4KDviL`0g zS~e9OraK_S36gpJTZ2@qTR7ku>>z!PbKXxFdgcj&6NmtJXGhHB$*rm9cvFsguoB8@ zl0R>KDD(yzUK$cm8ghia{jA=p&+V}l8Huw^^N8;i<CCcJ%N+WvDNk8IIEvD+YnpxH zdPY1xlL<1CU08}9iQHl-p+4JNv0tC|tl4Ik{ZU9sttzsgKGiSDN3~tlv9(4IF;-uR z%gnh{OCk{+5d&$$0{hY1=1rTt*JMEa;?(lvOm8z@EhhON^Sh_*TCO931_!_A45bnQ z*01f7#?*b=8dE$td@Iustu)!By|FdK9)IYE%%t=-pG_$XITsZx6QeSHU80_SDzRVz z@1CW?Y*QnEH<+4ABazYC4OZY3*rem2mNU0SEsnRi>U0#_*Nh@z8eC=w`|?SQ0CNw# z*$pBJd}#I~E&;Td_0d{%*k99IRPP^&(_FX8q&l{@3(Jy3zMf6#euN$d4Lq&tjZ#q& z7h0D1rJ}E5NZ2?z*0}}?({b(8dg`OH&2|gAC73eZ9i2W@NW=?%TEHj1!WCLhmV0aX z-{OFdULY@MZ)cZOnd2z;>z>udq(w5gIG1PJ6tN+gRlcbe??*PPn~u@ujy<UG<w*9+ z7+;U7Tf6tO%`%SPPht-D|7fr5Baeia4hx%nUMWwwD{tr$7Fx=xH8`z)V>E$(JN@M9 z9OuX!s7IyWG-)-uF<O-0uurOQy7>OPF6yy7SvP<(+e{(66|Sy3KVZC)eNS5gJ+@s2 z!nTXtrtl(;^N2&YH}As64tEvK%BBf!@zv?f2HX>7AtgVk$PToJeU&>$M?VvR=2}(9 z2})gL|FqINpBKVF;CF#yU$ue-$O@ktdWg@`j=kqG%XwgX0(kY;$F*@IN-~L}Is$VW z)CnJ^3vv-u0S-O$u6C$`D@oJKgeJqES8$)C!}J-`RJ9g&<a^BKB`aL}-e60*Ct*4@ z>#(d#)T^Gd`ebXIrr(f`R#{&Ptgz8EOdEQEjk1wOO(u2|egS}>&o89aAC1L*Nux1H zMve9QW9F1(&1&8;vV``%^sEAg6Jx?m5U-)NJ2tK-X`6_Wy2`+)No!ZL`nF*`=QqS^ zkq6s&hF}+#%w)K6>t-Q0ft!as_^~7H*?u;7vW!qWF;;`?l(x#Q-QhW?doP~ijR>k| zhv((3rveJv3<{Y@z{5$jl#bY5>1C1U&YgGbWf;E=om5r*eCGb^JhSNc3_{%+docgK z!r-7SxBbPF0q|h!Bg{7&z_=K}W2j2B&t==y^X<e)8)2Sm-g_&ol(hFPX2_313!xXy z3)GXH#qIA_vd3sT3LXJ2EK_STX%<IZw{J>#{9#2&OE+cTK(BKb6IA>Q+>EZb%{5<h zyk~usAAYu{PL@qt0tm)arqYWh?S7Fa?%Jd09QwU%Wu@8A`7@N+G)k=@60My6a~x)j z4iBWgryN!AdfqjDnmQ;9iEX99z2-eC3i?Iafi9u}>V((vEfYq&R3y3?>D?p|-_};B zY2&z}qV9`_YnFUoHIkXC)Y*~Jk_*OroHH00xbhdb@yLm0P9p+vIsJAdQcJ{U&zrf8 zh2GPcBpr4O<5ksDOQrF#i#-H=+FP<@HO{(^lKLoQA?T6qrxTh!bM;yI)8^_Ke1%rK z@+3)9*43^Rcc*MhIX12=32s-P_S7084DiL?q3JCqoBJ&U$`?&LH@y{9Qq!NF<8^8D ztJr^?I=?gLeRg++MayE)i)4WWo`=xr$fZls82!h!Z}Ri5`FrjrfPm|@ly5<^lB?Zc zT}1y_bvt<59<4UzalF9lBX)6xW#-0~0|_Pw>{eK{^VhvMp(#CJ&gLw&YuFcImX1W% zh~~o;@jiPZBNLOD@SnOXmKH^jBjnwipf!Uu*N<Kq&=Ce+1?F}omNj$hRyN~BsON<v zS*c)C_etDnRz38l5r?|%B-2q`SKyI#4}vy(7J&nP-%gvqr%dF;fhl>Bap{0~bIp!Y z8hOU;Y4D|^eO_N@lAD1{Lbq)32D{}#=H;;~Rz2crfFRFj8UKn2KpS$8($e4A>edG} za*vmQmBf!C@_hK6Ej}IfxLBD*XT_=A=4u1V@>7Ms{*T0e<c1c%=+uWGOsm?Mq$$qf zf%myduSU7)XGhb2=7#TqlNSR|%>?zJg<}_RHyF>>(X7f^vse9(`u{30z{i4zAqpAA zwu<uDXT^3c!C4Y<X+ueKXDh?GG(z_c<HjD)U6jVSISO^g)HuxLYmVJx^dihZE4IeS ztzsc?5rUdTBGM!*TlVJ%aDxA!86ac;8p3&JH8QwZ(X?<}bYLRlx$%@d5_j7Y2jKam zvBt@-pp*!l^m5DkG@O?fi@b5EZ|8<NlKt~1j`xF{$QO4Cw%ykXsnV}u+pTX%U!0y* ztF)c~IzlcZveo34=DAw<IeYUvtYV^>x_0<{Waf1jw$Zz$WuKCBrQ>9*dnU--&)KZ_ zlcLA?P{OM?%HVfU!{7JvX`JL9Xa4=|tL&<XN|V-c_*~TsnHxnh7Z2*E#F?Qqy*E!x zlzX%|XM5t{hiWdG+T4sY-)z%UsE4W`p6_UQtu8d{Bd)umv~*dF9jY^C@=giSDM%w$ z5zZO9A(H)x3K`mJRLOu_8v@;jrFngSIx*~?0B=RF)%V8M;V-J@zp4tO{W4X4=xfeC z!RobBEC`u>4~E+xR`*hD5sn31YgE+@VW6|GcIRr{S3{pNaos^YDG|yZXP<mgxAz~* z`G3Acwyfp}!UW4$f1y!k-unM%e)ZkZ1%hBnp3BCKIcU{kZhrA*h*S&Lby=#&tH5FY zfZhxi9Dt5^Li3~u?Jna{mST<9=!?iup2l#*Ve%#9^b6;-wbQ!=Ie)k2Wn0MNeqY{3 zR}?%a>3%CfFk30{+8p3K2P8tSXkciAuAL*{rsh;6xSmx{lMz#DMowhw{q@Sx=JxCe zfe?#;5@PkPSPzl@acW9ZN}?kkQ5Wogehn9`PHD0;_C^?yk}i!pZ!Zad(gilNyw;g+ z{$=GUZ8Ld3;AtY(UQt8eA<OffjCv@ABc;l~XV}{5NKmgZW5=~TR~`||0(C@|muIWC zxPhf3mkH2vNx|{nV=`ChfQ06#TCcg76${j(??dyfz}&bR{Npx!D=7o&0UbpYbp+-H zz{NS=nS$S4;mZw-S>0bCPcJ&<Zn&#uvQ8K`Ad_*PjAE#$dXfo002reDt7KvAl|U^_ z=;E>O*=o8ds%KTt3apxJ3JdiRH~)B*o7`*9F{eY<srqGEy_@q93cXkaKhC0}l`mt` z`lNJs=92P{?zWn8;In#*-~)Qy(k;i9Y;B0>qLtNzZ|kL$jT3^^*@<lnTo~p?#+7hM z(XztyyL^0+cY$}>f%;yjEwAf`iM^E;UGw|t<6_xAFs?8sW%%3iWK^b^#;=qQ<lIr0 zEuT1NP7})aet62R(wp<ry)XlO4OsCAw<mOlwq(z(rdGa-+U+C&q|@s|#RTQUkiFI} z=8q)<^UQQvsYKgL4y!M}q|TdW^IQLbE=%B9A|60C3BAn^!ty0*dkRyOwbW<5%X4l2 z6AP2ilO}yvFbRObHRH}}akchCYR@;PK8gj@@z-CK)J_@A>JOkL_clUxg3F1EUu$%@ zEsRzB{|eaUbp<Hsx1o@+#sTOtUq@zU34b@kh(fcS)Ii`;bN-)i{NHB#A;oP8Zl#>x zC90>29WRepEosz~`c=9^n583)zAJZwg{HldS=aB5YByceZKBz@uyZS?p(7B48s!Zd z47r14rZ>5uz;k@JfhA^wVE);6toTQ|S}V%_J45symq{4QI2Mn<lmF_alpTT2p~pcX zLon}n)?NLbH&a4oe9Un?KQ=y;3W=;nAwi`RfdtvTSR$fFU3v0j(41$!y`NG6rbzqA zmoLj_RdzQXX%-x5v|Vu_RL)ijM#{2{vllt~B-|@sYh(#|i&2tOCE3JDeVG{r7Y^GW zZasSBs1KV`0}<}cX?1_zPC-(JIa{Vr#;m66xDu=0T{YkJ>%H`Tl%4=Pk`J(rMK9I@ zJ~HXRQWv|CS5ObUcVK5<Yenho*f+KH8d*_VTo0JYrYIA8$hVp;8c9oCynOhf*eS|! zgR7drRfkB1o($!N^sPH1kpcN<nkRT5X<DwrjUjX9RsaqLW;qs*^r=idUW-x4mg({Y zf^aNfgh@`ve)q>of=;`zm#yx&Ts-6*Alw=xSft1H9qpEqtEQz;`q0!GWWPuM^u&Pa zdTZEQL_K8A7YA!8`3hq?g_U0uaon()An*#Xl6k~D!n_s3>+j#<bMQHZ)tE?3z>r>J z!N532IF9yXKuBx&f-%Xber5|;_S23E7Y!36mO{r5>}|nyCe4|$c?To~M3|Ae;FsHt zzgKyEBar}?7_;JFV}l>;1DFtS$$NE#>0Jc)Sbsu!VZh5^e<_!ZN6LruIjM9Q18Umm zrR<<ky{d6}{fdE+TIPGW``&k+G(Bx&9RI3*zgeiwBaMd!wO;1)Pe0tVz8F%!^<aF# z7wBbfZtjmCKZb^ewg;0}ohRjlg>^GvXEznX(C3LqxH?v7>@2C`5k|F-(8;>TFBbkG z-RPnoaa~@HTCRtmla@i4o)vVn+VIW)6^(~wvyv`@Ew5oWN02`W1uS6uiOg)%@(CN) z+dquF)8))OI!x)yC6WCvw5I909y!8QlQo6J_JrU*3+QRC1~YDt%gC!v1C*8=Q{gJ9 zY#lUxf+KP?#LQS?b-_Mq$&OMp(G`_I^D37V_pGY*Vu09f$$;~vQ6cWH@j|o9;Y@|L zMwQ;veo=N|LBTx~$$?JJ^l-$epwe}fSQqS(+`q;)tZIX?HO)JEbZb?qY?U=RR7~Xg zTv_kWL^Xzo=qhXuu3d^A5t0{=otus_wZ1MY5I8TqJoR`Cge|YP9+O&K^By0hC*7B7 zWUk|Ftlu`Ma(KoNV~RjeGMN*FLf&1)Fzb({o;J!Smz7p?#8%XL>g$M^>qZpx7z#M4 zT(vu~!Dl~Cevzt!P*jQK#XdON^o-VC-r%X$#hlU?FKH;2M2dyNdkts#dtN8QK4-eE zG;JqoZ?z!QnvG_$ntXP0y6hwM(@|1#*c;2a9O1LOJy}*#GOH&193w;~Pr=E*HD0ze z4ar!_Z|*Vl@|ZmN+BRb77Wodx>vuPn2qKwu8wA_JQfG?5E%G(&->~jEtnljglQ(0! zahTys>j3Sun*UF4v7h`FYarY#zx?gR-Rz`Uz@tNxGfGavbI~U`LwkJgVGcom|J|!u zK6apv<ruUz+d8!@SJ}+xB|g;ocQ{JSoOOS>4@o)-g-&dw_0o#QE5nO<2K*Lo-Y+-8 z|L;NkmA<~dUmvks<FYMK7jG8r^j)Ua9HHRZwQqc<pQ+UKg5I4=l6Y*Tnq{3&V{b&h z&Ha;*9u2ttAWYsU%AhcG4pZtf7cE+tpOB{q?^BM96K^A*h@P9GY-U81lYx{83Baz5 zn{PDOGcUwyTs)0$B<^O$za?^bYDEekx8`4=ztS2`WUC1Xd=M8OD_gqgA8XGHB*Dk3 zDL%e=Mdc#b!x3eqf*?<vwN#`lOnQJnyO`zoe4my^NY)LW%RX&GFs4M_`7vZwUP=m6 zr1k6%N@8MSk@t5!Uy+R1uKfkyx^Clo`as^yn~Rb>AhQQmdA@;x@$9<EqXMu7rIauj zlTD&9zen=1S@P9kYxO>AB!X(bKF--`+ie!6NYUi7%dD;*hPZ^pisK-o2x4g0dG-sm zPeUP$Z6QnJ;$Y_p%`3*ECt3DgVJjO3%=4O*#V{97aMsJBXQLG8+FBOjQDQV^9-E8& zvmL#jm|^}y948GK!^g!X=5>}rWHA{?=<e>mL1Sva+mIynQAMnFJzmhZYpXxa#>_OR z=L^DA550_JeANljs%QWkzx^rgSRV4Izj~x1!A`h;Pn2BZyzP{!j!i`J)^O~xnF0pp zisGAoCn>+XqF@TIi)AQUZ#1zLJK?ZttxnSI6Lv02fU{PV1TxY_1O-e7wjpA(^JfXU z+P~NiP0Neu_!gA=OGBKSs@S=IRJFk2Nh$3K-MxJ5%IdO(v^4aTw|=0oGhDE4P~*z< zPQ2EV1M=*u8-~AvarVb5OYWw&;MTyxMaG#^3pO2gGG1$MOOfpB&nr;1!P1~tjAtl! z85!^IKL`l4b-`;@xSp;3Zfa@@4hE_ME#(&KW6<>-_<sK!4a}*ygtD(NI!~oUGK35o zSvTyPwqT#r<~O~k%T|7>9J_U2eH#a|b7m_tbfn?6J~5p+>5Khi4h96$r0h5NM;b8U z2eBluXJ+7B=t1LKR5-Ioxs~K|Ou&*3+qKm)9lIXqM3$jJjfp`d<}&`e3gx{MTf;xA zudlxl4((bNz}Vi|X<j~QZf<6qSrm8<+Dn^q=LB!8bM7g<<RcNC&B;#*YYgKg-5xeA z>p4N?A`G~u=}55RNK5%-6ys8zJx`t_K=VH@K&-|_eI}6OfG~1-l(!g-;}PIlabq?q zDgF-4XIbcH1!mxL8qa2F+QQPe)n7FFZznd8Y?6W%!cY%u0g}cdC1`fuIAenZroHif zwK_3DP8t*vl2sa2)O*8zGDyRp*xK6q@_gIDlzeEdP+nd>G%zqQG{o<E^hHZ6?WU+g z#fDQ`SoquE_QbxkFUhEo!-kk#gpAbr`T504zBoseNEo(>8mV8cO4;;)Lz_AqtA&5> z@de}=n?^pPk(G(^Z`Fe+w0r|eYZgsKIq_VhW2sG`%6aF<p2J@jz2g`XfdjiI4RP<T z6N(-*nq3O__l#AS-!s_QS=d;5S05BwNqdXX<y3pAqD;H8yrtjb%fH*vctX8%H#9Uf z-uf$d`WV>Bye3yjDujU=qM}!I%|Dgu3FcLwsh%_+R*nijmRs#IefjnEPY}}l{Jd5L zCnKXA`p)*YN8$FPhc^(F`QtM(s0LmtH|rVuth5u(fo?$4ZTVF3(jAUXQyE!=O0c2v zM7A>QuA&l;ncLVnr>VAv@r2~>-mFTBUFd+q;=DI@cjr#ly*uv#=s61s$;KH*-|s+N zijpP#;k5Uo<2sxBoUEk8cRKqSn~N|C=j<Cb_gx>Z$&u@0$-<m9=lvQxhsUYFdI|sC zT40`J%*mhd!`Uh!_p`MGT9uul)cAyit?;6Pf+ig%$YRB~Ih0?pzK8DnVKC<U`nrge z2X4JqRAJ8aTa&52VEDfd_ao3PgFxk65$OMZgN%rjh*Vt1Rj51Hrh$P$ZVe9$i-W32 zkkA#)j|~cmNJM1hw<6Yj%9NHpjaOR<{a;O%6dp=)?`C=4XrtpnM<+^rCrCHCy*Np* zu*e<={w~{Qr^7gbBKN$_?1v>%u35ViC&RS=YZ!We39+6h58?)k<UnC|^x+7}Yf0B_ z`TA;7LFjr)#cjpIjP&JTMG<tQcap2!K?H|dLnyuZ%-N~iha|5$H6KqgBtcQHagw-e zAaX5|X**nbjG2WT0epP-KY?E#c81LgLP}TpFkE8+xB|dJxOf58*9(Qtx6OE<QBVh^ zjnuJe8Pa-HA`z$8ye*=C`{otX*=c8APtRWjTwL5D%T14u)YOHbOcvp<X{4<6y=O{R zyyRUxqyNXLyWn?&!!rA1pbgN5w67m#%|&6n(+_OoFbSn6%qjKV;Jz_~Y7|Q$Ie_ry z%^PA)`<7*KadD9_;Xrs7Q&b6Xki!UV{a<sjSC=MPm9cx+4kM7)*zotnS&h9;vD0l5 zkO`ta(@-|pvmccErKy^P0Bf}|fq%+k)Z351=XP@R>-TzBsJ6CtBIDy7(yKc%$e`}@ z+(3ad%rT%#Sm~X@s=Tn)wlX2851lWC-~CyH=!a)@|LefK6BSiaQDI|c4Z>XYxz!aF z6@7#Ut0@^HiAnb$o(8ni{u38YwZ8S{6Jv0N<got{J#94a;A-fchYCS|8&-p!jQ-{H z<w<B;)V1ZQAX)FN$ewev40GF*h5}*?pl|i{PuUiUv%=<gFh%OLtjR)t8sWMq_}sL; zC(V4@;l8A}di55ZBZYg4n>_mx`nMuJ?YyeLj-_H*m6w6H&Hd$3H2YZa00{_2v%|!s zqy!7IPp`*po^t&=Hlz8nJa$rdc6RzmysV$0_q!QR(eK?_mfgTl8PAgp#^hSE7ybM> zz25ln@UY{4hv?q@e4{68d9xWBv=@0$I0N*B<4wSQaAyQhb1LLd8|L{Vz`&gK)0WVc zpM3Q$*6F2B<YHIpd~G?!jC?mYH)odZa}z>jYi?nYD&Tb!#kIn1F_GWf+xzc|EvN0+ zBKZXcPv<dySG<RN<9S)S8=pUaP9VZ?Jw_TQus9#b&}D)2SYM0L5o)i@dww8eweBg8 zw*o=fg!hB6-(c)NgH^Qbyw=DH%qPK^cE0tu6%~&H!foo80Lz53C=wtd(&J|UwXi(0 z^<_CHZ@XS&<edOH%M3QKU;qu)XN3<&;3w!PM8XcMI@%i=Zk``cxl(0E1#UAgav~!m zIjm+--+k(YfM=7?kk~Z-6JG=lVV^aA(|d{nPOzoxz8^tft-eKg-LXld{Vtp}4iopL zKhdfFh!LS<*0Mgm{N~2N<G=V_$qEUhdcH-j*FPmZGhL;05?Db;fI_xGF4DFEqgvYW z?;CiXG?}gc2`<y9dcGKBmXVPGiz^h3sKNXGBHgZ?hmx|JGz-&z)Y)?t-!<%;7DINb z%lTHUZO_T5oo^f0qx*fmQ?G)o!WCTLl@>96J`9XvxUXs_3R!Oy5lz*nSpt<Jc^CSQ zJLgBR-WkCy>dR(Ul+a<iWn}g%9hYKW_RazQmvcOeR25W-gvW5qYMajy2IfDP#y#}^ z*WH)LL;1J=4vHyXk&-AhBFUDLeaKd*$dWBa%D(UGFp45eYLqpjBx@lmyAdtcYzf)R zntfk~bKQD=&v~Bb_59BH=lss={LcOIhnJcAzCZW%xt90)eO)t9a0KqXT3Ou>;uJ3? zLV;rU77eeh+}%y*vn3yhf`7a~VC7=-ZTfWf*YVDA2!nx1W2xhIdLs`33{*^`14#;0 zj4W3j@zkiXgrZp{HR8=`Lra#iixCRaSzZWLr8!T>6M2w}Evw^96Z-ZqVrD%3=d_E5 z8Q^3TYK(iYH)<@9=OfVJTlJE=nAOl(UMQ4qWa1@MvuM(V7ZwD2)ZTru6B{ph0i@^3 zz-`i39pNjPn)yo~JSl%KwXrZM3#kRwtf^H=1GF;?nJVZ!s__qhL!q8gBVsok8K~W| zJHMQ&6bB=qIGl@&L&CBqHDdX+4SJ6SXE@sSLJJR?b2XR4=tal;n^jQf<&~)5V?52b za~WC6Hl{u-&pjpneoC~pF#lZhcw+R*SatvvYFz{#1Qob1f=zZ7M$Fng=J(;D1!m@P z3wjO@i&QOOUPgPp%nKE`6-vzsE25cu^jtzHE+Yb;q;u7voS^I412d-US^Dsf2$jj5 zMP8*sE((WkAaV{IEYFa@96K1vvsOZn3Ji$cxt0z%?&p1Mk~U+<{yg@Zy;#`A^uN%I zh8|nGrYqE_W`YadKVAY}-hFa_3c2Qgc9;MDZyBTN;;YL}ybMH-n(fcVyX$LR`PDBm ziT9fbKq?Ywn}`ic>PMXSVqSTM<jUMR4-y3OHzY8?qyEu*0>5@}Ab&wENf{fp*}m}! zcx7$9UlHaAOXurl6<%LZ5084Vmtk39n<?~<bq6Mo3cvRG-8S>%ivYV34y0T*waBP- zibcUjmMPl#k6Su>(lUm|#fusgkKn^Ud8WQSAt-tBxJ_XGaNGx)jWRE^!GF9@kwF2n ze{RIl><k(05+Tf~NkkTH7uY3x=*`Yr|MOk-y~m?gF-=X)7T$?$`*|;zFNxqd<9yR7 z<sTlp7n<d-r3qOe#h|`0`R+XIzj)t&p<kRIo!IxRa1#m#ers)XW3t0gFeWT)uNqN| zJ!kLWMUC{fDbES_vZjHHh<5F6E5_b;a$wM18U_|#fA8S9O@7#a@~zQp<U#2-cRL-N z{pniV<LG5<Y;0@$+i#{^!n}sbbR}bE_LDT~Wm?)^jIAAVY-|<Q&*TM$^g6D1unw3$ z)!_ScD!zC3Dr-pf;Dm7H%<Kg!5umx(u3h8h<)vf=#`ZWC=57R%^bHI;zw}4RuaCXx z-&!ub6eCzXQ?ao=zfzTK;@M^4;o-sMzo=zz|0;Kbnmjug!i9)Wv8DlQS=X}hy{xO@ zpTb$Mzy8i}MEvkyw1Bt*2BDgI|B95zDPR5p#jCHw|F&sfmwoslq1K6|BNC2_9;O2# zIPbx`jB=|3E97ko5OGpm+}OnQBL8$HU0MZsFAFOxU$CmGYTQ{X4X$n5)z{CS9m9N# zU^~mq%#7UgZn@veUJNlh+6N|>Ws`4ye`R>#MGJDH)!*5<!AzN%nPpn%E#Dd4Wnz!K z_c-tiNH2oHp^=eOPVJ>P_RIY7irfE`ll}|6;-8b>zuagsqNYX_qpYkP48=j7nT;*8 zV?s$$5#PIimA>y}GtS)HTvas`mkX0g10vop0$GzZSlQW6@zEZO?&n^&(o+Rb>hM2* z%(>VY@LsZ%o8|VVl48jG{5(55`w30b<irCQyg2$`X#(185+Y(^-@s1fn%deoUG~4e zMD1MmmEHst<0hGzvVnmcu!mbWXZp&0%L5k2kP^9h7eu-;p9LcCC3oqh+>O?bzbD>% z&Hs{M{$8G-5sg^+-{heGSKsnXr>?%9o}S)BI2I|>fMs={zm@|w0!-K&A0Pkx`EwT+ z7tr%?<-YG4Ef+k<&Cy5qeaX;zp{=8not@p(S!Bnrz@7Oi?Mk9!(cnFRX*D%9adC0u zZRw_7y&m1~9b_nm<|@zfyQhGlPCn7cNm(|;H8(e#Ro@f3{(ka#2&b*JwIt<!sxmp> zs);k`!!fm12sNJsOLLX;Kx<1=&vw1Jbuna=$V}BR?D`rA*w1hgjZ2s4_v~Sl@th1} z5qR&^4<ETu-Gd2srs<spymln=^Rmx5-^DR_kc|?rG126J^~}vWJzd?W6&4-Zca*j7 zuCK4x3ztsnCZFgqcDn*c2p^H<w(XY(9EOI593x8h_LFwG<(^pw)b0m-GCyNsX;~-o z9UfAnJ>nHwmlfx27Ba)E-d*VAMBwJ%Ul|r2KH3o9wq*f>C^6R^U8IvZNGj?zJcZr< zpXE<IQ<^DT_}Z>-DwN(l*;SB!Ili^0XLIfgm%gqp8q?a=<~7sD!NM{;;h0itbp1NK z4sm`wI3pwDu%z=qrje%*uPV<qXUU_Z$%HLfL@*PPr!i5&X@02oP&luQj30=}u8EM8 za<3O^5P630gTb>hGucFMD*OAFGu<4hyv=Ittl;YEYGX6rVM<7fjpYk|=v4SMQKD%= zSv!SXOj+&*F<OYr>Bn1}4|jG?bw6aGvj3K$6~f51kDk81rbhBwBAnPeVS5ao*4EY* zRuPk&EE0TJ%(^+>qMn<ZdmpFl>L*syn%v$OQF80eN{l{9D(X*%g2HLhXvnBEw0|)v zTEF`NY@_1<!20?aq3D8%2Qt&MW{fSz-`jVcvHLFAB=gy3y3z}I+;`q<!?DA$$4{QL zp8D~wE=1h1C+^|HWAf`gZcY4L+yc~{kaJIx4|SM$C3V>^f1L8%C|~IlkQeiwy%GK? zMK=8Lm=g%I*_%JQ206U*xdWw=G{Cuni#F%$WeA7(_jk&Qd=V<_xmnO9JLg2Ehzkl{ zMn7+{UY_bsm%aP=YD(ZmR_t=;E!Vz&w<au(@tl}gP5+38bT8XQ<7#=zloO$J;0`@4 z1N)Fi?Tna+^^RN7!~cO{l;6ywyf`9m|In%I%g2wBNB3zy1(%78jGPxB#mCzec9(N{ zNGC<}X~vj->@D>Y;Ns?8f0C7T%BML-FB^M>N>guFUR9Oinnei|C23@-mEul)g5=Be ztitZa#<(buK*Q%>Kq+~4MnnCiR^^NE3sIaxeE#6M8yC3(R?XHJEth_``}a$@_xBXL zsa(`p;Ouz!_}C*|jD&=K00x9kzbtXmov9G6fZ1KOVdsYpt;QZ*<Q&iY5X2~VQerk? zkEZ&f0JzL;CT@QIaUhM7JIgxVlz%t3V%>JMiJO-?&PtRcx4twVDD2#?FIE;7CZLJe zN%BAccxrJh3|cixA^Y}V(!iJF;yNonfNKbHc}FG%8ND)i^Hc8b+qZAq3TKSeAFA5A z4AtykJ1>=7RUf?Pz)(<r{+YGFSLhq_DTft9b;_kc_pPCWGEO?i-;%pYnIUXX7Bqq0 zN?Gc_t~GNS?(clSA#;K&;;?8+boxWc687S`rev6ui;tIb`3ahFRaMpUWS1L6!H)Cs z@Rp6?d#N&7KLpVY2W9G{dv@NK?0f^&)Ly)vAaynAiGcnoLQkpJ45(rnZ52BSPUY6E zTh7jTOx##3Mc1LhvH;J-#U;XpgbDD(`M%rfMo;Pr_`fwjSHdc2r)<|WHkOZ){DPUX z^<EnlIS;a$;$5<0%vEkI9GtBVVRUkE=zV9`0Yv}0kr6nNnBVf`zWP(z+<{YF1z*h1 z?7>(zk$Tr4sfqO5zNqg#UH<fUcbQ%`hpcxVQ%YXm)h#8J8xw!5*LbcY4pi$dJcNQr zXQgAIQ&+wUbWez*;`E05D<PFweSIqBHqrnZz;aXogw;GlBoz&<_o2Pakaf)pyY*ig zn4O6~bLI@m`{(^Oi4y|UiN=+XL|6L!M6g)@>7HVVe*6N6TknAXrlzLa<rJso<b0ht z2<!EsUF7BCtEU5V1uV7eC*$X9^-cYkDsR&u8PNNA;6?p!-@n(<ap0t{$qj+dPd;~i z)*T`|HE@owy+QzFrWgvTxIw4o5eucRus@*GvA2Y<`HKtk4F&3NLSiBVZFRR3nS+`6 zr;U>O;sNmd8=ju;ak+$v*M-tO0fzTqq3vC%oWv7nihezSNE%jx4-LI8>|;M?`wg!0 zIwBgp;_TD27|bACr?IXsLCmK0ibU^XH^9HNL`Qb0Ba7p0Sd|Jo{y`XeHfi~v+VSY6 z#B@<=10=ln{v`s96YxJjOz?*rR~>uQ^>(7<L+i^+`Z>mHpN}{J=%|h6v$C=hF?y@o zb?@;QW5w3`1Ya^<8$CB$&6w==Rm#d90{nDgx6sUz5Q5MAr;A6!!or63*XNcm8)<73 znNsre=UK_CDsFBCqk@Quw}w|HyUsfGl`Y@uD0J$VGph=Q4JoJw_W+7iQg!yLa$k3W z5-H@{65s8d@g2ADf{v6$eGFy2gX~$_%N{v`*h9wi)u>i}ihMVKNg77kfp?y?{QGAC zGzF~Ho0b^o*tDe~0#uUJU5Gym3yXPyCnQn@bn{HN*E{(6`QZyuUR;PQfk$HGl$CV& zA%;<gib7fGpOFfGjJ`pNwSm0jS?Ui}1jHsoH8r&>R~lo4u7e<VDmc$Tu&~#&8<ItL zGSo&GV`Q0k)l)>5_6B5$izi-@lWa_8puVt^NOQk`|4zq+cZL!KC9jx?`^1S6$W5zV zO#x~4N?>-7HebJfeKCrYG8C;j(wI2vS`3KzEO>cYnXKj!ZSDcMl><nXfM8(lWLZCQ zGNg)1K+{mY;Mm6@{g_Dnxn!-Y`>lU_%PaE2@nG-aC;Cu-hb1B9KGjGc^&YN!(jTxf z1qF^sB;LGrYxHYUDfFFWri+x&5HSHu*`_{5L}ncFETA^ef3S(c&&nR;<m_YhzoY4a z)UhW<1(sJVEk}Mu$vYz8Jl5E?_PJ7stW2rzLl#QdhZ|_XF>?6TyR5h(pM?=<X<b8W z;c(MkOt^>4x2Iv()`2hx1$(cLr-K6Zy|$nx43*Yy3;75R?90coV9=(gQaWfesASjm zkpy_w9Lvi)4Bg2Xk^Ym|t<_(9_Uus%jXWYzXE%Y?PT|<=?XF^M{1kr`TC-3HLNp3C z1pa3Dq_niO?3|L{`SrpA!or6XFF%!ZSr}=w`~K>Yykj}6xC>lCe@$QmYR8zf<PZV} z5)u*|$rMk_N3c_wIAqBDl;j0_6+=C}6I{r0baWvaGO9Dj!9)d?jl?K`J3{aZu9J?_ zMAUUib?q4()wIw#%gBIUpLO%I(9lr1iNpApJGmFcw`zb*!zMUrgphoHXPR!!#}avx zvaqnB0jq;_h20!SkIFjs6zw~5IP$aBiwhQ3Rx(LnTU%Q(O83y(+|SNQNJyMJw+DlC zY7+|YLN8iVt_YeYI0D5(L2uEIhHl?uMp;NMyYk+?6<e!x8%!$)O}d_r^kh(Nj|gDm zuzyyohl?+hV$k*`m-aBLsR$mbS79~b(Vq!t6$t<qC|x#@qYOn{Ah#?(FYmON*jpfH zl*6iqSFb+A55yBx)t_MjkWBTJci()YN))^GIYQ^%oS@Fk+GPwcwSlE&8vd%0k#ClG zdwcu5g1h@${P{nLG&L>F(%k&0l<N@awRYClp<!Y3ws`>*-?j5NO=hax9c$GnF=F3( zOz2@g0yOT!FI-8QZs6iFS3w<-ay5q?0Pc*#kw%3>h}}~$D|D^4?}BI<h(W2!D0)Ul z`NsSO0G3<8d4rkiV?{KtTwzi4_KZ6YcncE7F)|aR$~frlZ_o<I+I8fZD5A@8GdAbJ zaQr%H$|@=VlkEE|phONmW>Pe_u&AX=4VI8-<|TRDhfO1UW6cY?E<_y01UHYnLv+fG zbNYUVBtH~env(KU*P$eanTL4l?fdt2tW_cVIBd_vOB1*a_h%sI*5tO-JrR(xpKZM) zQp*6%q8E_YDQ(!5p5x>@iQ*2n+b7|jpsKU2oht!|Bx9fFyJTDZ0nG5&1=46QF!cHQ zMNpLs35$@kV!4t|o89>j2n8u&X!nuosw#-@;rpe=IoGoFY6(I}o@Mk4<@^>;{RaqC z0WCN|KBOtPHe{Hjs<$f(L2jaEYD5wwypZbW_?=6eD!`lo++zparMI!p0wTAyw~vU5 ziZu-f&e>)!?#Jm`Y%D_F%r8qdggx#kq=z-K96D5Y>FEU(6`%H5B<5J7+pNWaW$4Q( z?;yPi+5T~0%77`BMiQO20EI4Gc2mD}DLW@;*@LU)th7#LX=wu3a67ti*8xS44=ktS zkIHyn_7Mi#;QW`a%|-7&e!<v(shzyhJA+U*NFRPbqh#k*HxRBfwz#`2@fF$_Za#Op z7&-tY%RlT0E2aG=a7x{|28fuYWj=(9ot;-iyL^=z?SVXtRBcz{C)kR%EkW(7AZpIu zdC1G2k}TrKkN=t-tge{m@V(3j-@d4?b4PjJ4Fbh+`}fnjzH+~E4L$+t_JSrkyVHlI zF9!kVS@s&is@~rkiTJY;F2d$q<{@lkXz1#w{I(Cm$WY544`_}ptuKq{fRgjOJ=;WB zKg8-0^BG8N9dJ#jinS5Qv9$1A)So|VBuOtpDs*&kSVGvVwCUe0B)>2@-pV#b?=4}t zzX%ZIGSp|y1TlUL1|umc3Co5)pU>FykgwjFL667u5zE$wRknZowg?OaW-5H3x+y3q zym|AcE$zxiHP_Zv9UZrIWObf^G{Ji!k4l{p+&Rvkb!*SM22El~ieYLngdONxqvV(! zB^Q-E<~^ggqs|QI|6OGG_ZsrQ$S6A}{ofP%{+E)@|B<zP6zd*Cp%@g@lofRUt%&~L z)Bt04Fuu{6`RU`w2u|!e0M7Nzg(eu~&6UZf22@4lxk8fd>foS4J@Y~uA_JzsCnnrn zT_IfC0m3!LiQd}YqF|RAq@<(@`+NcP_LcZ=ER%e{qN?ThqbifffzF^%>$#x2gbSCb zvVqJ6nkUQv0Pj`|o$4-3hJF@g>!fpbdMgAI7niwkk&2VSapDdD)Y?k6gKvirxKV-f zNC&afik6XcbA2MWFbYa2jH&g45(GHQ!O;;1EFCx#9V2JY3Rd@SI?1=r{LH7%pW%xt zKskcxcob^$fnIhw@M2&u<<PH$TSMjD{;f|&p4h)vMBd{Qi~cIKK~RgkN03KN2ju`X z(V*E`XUs>KiUayRI>G6YR6S@70Xvm|KM`Gf^UZ1=Xm0KYkaob9fRxl4Okl-EfgU@& z%)ox+2!ii~jot!mP@oOM2n##H0E9lyXBhOoCymo(3mR&~7(qksZEu)Ssuk#CJ#@%( zu<NUJ^*x69g_-Wc+=_}Vgan+vao)fn4wtK`u5MJ~J`PO5KjCKIxO>IY_v;9KQ&$JH z27o;YTK*t4T)%p?*=z$)LZRv10KlF^9up9F6+=x*JsU|_8E*Itme{>}_a1P`2LO!3 zHGQuI8>8@{m_-z7^<6gb==*#yIb{!@_?dVPN@cFWo0N)*z5{?2;OGKA1pxRoVQUli z09x-J^Q=pg1+}2piBzoK)MS`+m#&BLmAX2ZBU}N5NP(Z3Kq{It4gQlSi-w4o9#=E` z-Z_B#E&yZRn%Ul(LGqTKzd@m6FSNUD-x&>aT{+QK0nRklz0yS3S^)H4zSw%H>30{j zk}>xgEU8dqx4?PX*w_?9p;F9r6^uqqy+}y`v-7HDWoL(ng%N{5HG{PfCt4R57gfR! z@$&G9Nl1(i4cYe;wG29=F@O%2LAt`Bwe<A#OiU2<yKZHH%WqQDXK4fA+W69Xf&crn zKl03i@B%VYQpKsM%4kvh&O9hz0O&XXbM%w@hh1y8*8qM4Vj&$!Oh`aPk7VXUhs6EY z7lEnA#Kt-S@_^R0Ya-}#gYUZ?b++Jh^dVd_p7yP&YA|WAxXY?B;hjVGdw3F<ECYBI z$$suPcxF>W10-rZC<?=-`&n3?L`O%1Xc51&VNDDWTHj#;Vn}lk&htv6Kvf-DhUg*< zz|0#T9bqA{UouI<Vgt+w^KT&16N!)KU`OlI%jP~G!I4wwn>^V`raZyT)?%8nbHVd1 zu%$l2N@Y-5>q4f<+W}4F2DmiVCANMEMiUfXw4gD-Hjc2fKemD<!)3InO)HPZEYzK) zMdY~(j9!yMjEsy<T#h>?znDv)WJhl+gI67OgYMw0m#C=d{B2i!scem`px`8IYk_f> zZv=;o9%;kG$mrAzAK?Oa!(N?HcD54yI6FenFn<UNaC8)x&(Qv+f#sh+f2Jn~7@@%u z?;!sGB5r~lg`KUW0Yx{KDdqipJ(5nd8Yox+(D8W^v<=O1sM0QL-XNh{ZJ6#t1?D1c zxPci^UWS53Ml3aFxwgsW8}w88>%UL|dXlm4<!#QTv88CxB#mE9dnHV)`YVPN!+nR@ zoL%?vK@&7DF4UT6V6AoVp8I|tt?ZZti7Iir16qe2Z0qA46XvePvkK33f1)w1nCzd) zex2NZJh!7gWI=XR)~cz|n~*&EbhMxebOUe_T9a5g&&kfz)r}dlTk%Ku&I>IgBk3{X z(vKfMK%Wr~Zf<X1f{7j8NDwWq<zL!7;#Bs?M>%;4NwT27DWZXY`b@iZ7P;JlYES;$ zRba)ZGBQeosv%IzqJ~N#t@5hOs}(Clt_89S148Rb_+OtRA@mU#5+f{{|H49+ve*`M zVUDQ^0Bm$hW+p#BtS<UyM&vNWb9DPIRuSCf<Ya@(KA>7hI^#B(P$-u-^jNrjL-+*j z(|NK|N3N-py}c|5S|BjU$jAWYYins~>FDtCV`cAZQAEQ?0VO%)D+!x;5NPV9u*ulb zjoPEqkU&nSTl5gNDIiQbKPcE8D9Z=^{R*G~^q7MO51L>6UQtm2F#$hQu)Hq5erURZ z)L0fkSqFW}jf@!Wk^QV(2FzWG@e7+)JUv)Tef!O=FP3EM<|Y^&+gM`9X=!Oa(Agch ziCi0J=j5choRcVe>%xe~qPujteOEr1622tC_FD$;rI>HuzBQ1reswVNm9D{o^<9LK zig>>v&aRgHrNza+JTgj4W%$p~Pe%6yfb`qf*VmB0{hapb?_H>(@IAArhaJn)y@>~* zxmG8(1)xo>FDEN&9n^Gi-$w+u`;Rz;x}p6LBJB?Pcxv2fGevE4&JHh6PrYl`7~}^| zH!V{QI9eQ#LDiV{_VyxrsWurz;rL|`EO|dcCZucZmZ~t@GL49tf=)!S@6zvQA&88V zYEa~CrY&fYcZ{ECdVm&cB$*gF4OK?p(9p+EhdR(3SzWrXpI@wqDM?V>G~c`yXg^8n zaaU{r$T2iBIH)V2j1`+&n_sMtQGW@ZDVkUQ@})(8g+C@Zgwyxr8p#-K_9=`7X5;o@ zfJyl`cakAnfDxFg0O-;Mu<b)l`y!r~1coJSZ|$Z(bW{#68GKb+d%l)0**y6)sC}tG ze?-=o9Bgc0#>nc7Oo>&M&-)>_iR0&f%tFy${6NQLUU*c}`PhLU$ZkWzN+rqq%)<k5 zDyqKJ2Gc_2sB>3KZ@d29-e;S#qJ)N43Sp(!%gKYiFsmQ_+XemxgDk2?)WpODs6wsd z_{7A<LX$kqIQoJfn)<S+sHmbM0Mc$(I;2^L&OFQ$b^pbdiw+JBP4e5DMJ~TUS1AOQ z2O2T%(paFt%gf75RZw&(K<}_HKnLtFJ}Mb9ieE#VsK38IGz<jz`HRb2T-Rv$t|Yia zS%Vx)09gcvQQ^%O9~`xDa47d#utb{yIqaICRz!me-&yMA<mKfB?tblBd$gvUl-G0* zi9~|ACv$-<rYew*Le}4Jk|n+gtw#ydp$bnhpf(8<*juTs#GK4bDcGWCL3mhe{M-1~ zuU^?Vk+4ESLS2!-N-jz#X}r{a`SNAg6nT4V!y!sM0-}DX0T4hrjFu@;Y_M1?%?3%% z-xu&fkSG7CQ$LE`Mk|GZFwkQfpfg!I2N(d2L53lNzRrS-SR04v>z*5@3(=@)$=qg| z^8x$<0)CTkzToh4pTJfi&rH6Y=>kFRM@!2aP)cE=AYX&j0l$F4LxNFe;2H~~P5mVv zb}A~LpjCHDKp^_vFvxlRgl&J=0O;tMnGFurMnmV%$?vT()D<k$RcV;Qq!%dzQAo?c zzyOD<004*ZQ(!n{W%wJhK=6S{A_jm|2g*1?Z3F}o&su#&2yI{A)(^Yf-tSi$+jkaU zbjMxVKYbL1>bZtg2^c;T51xe}%{3`q*3hIwO*4~_NsaTnb|FYVG!TXKPWLk*<1NRi z!M{-`<x1g2R3-Y-OKtcF2qWflvRpZ61b@!`+ZzM`OQD#ksE~OO?qmPE>zzmDa01b2 gWUT1_=aXg`16O*I?#OXu!h@pJR5X-x6mQ)5AHktZ)Bpeg literal 0 HcmV?d00001 diff --git a/assignments2023/template8_files/figure-html/unnamed-chunk-12-1.png b/assignments2023/template8_files/figure-html/unnamed-chunk-12-1.png new file mode 100644 index 0000000000000000000000000000000000000000..e8c8c950d20041b30c7fdb92f4c0aa1b258212c4 GIT binary patch literal 102023 zcmeFZbySpJ`z}5pSd@f-qz)jBARt{bl#~dFbhmUjh|=ASfDRIZbPga$NrQlZbPU}! z<k{oreNTMXIp=%US?7=6AHQcUVTO6;d7i!Zz3;fL>o)YIk__Hmin|a91W!&D_6h>Q z7KcD?wA{u7fAPYCMS)*;>}55bAQ0+c^goQ~<vmjf<RL^3CZXn@u{rJGuDzVfcXiGt zILW@FWMu9}L|h$HS<8%PO`fKJlk>#c-;()4E9qHVLYyUcYK{i;SLS&9%F1Q-N^YOv zfEFBPo)7aMcz$8uO8dlyT`u57HC1M;om7=|Dcmd;mDeRtq@BdpedWu+Q4*hbuv*6; zFM|{v=-}$O4W0~r>{DiM{PPL|ncIwMx$(~%5(xe7zy6F3xg-3~OK}WwOoD%2zJ&b$ zr~bd4ftO!qJU70c?=)Yx5s39#5&oU$E@GpS8xVh<%L}B~Y_-kQLVGwFyH)}M3O;?{ zaJoCsnC-nk_dW0y0SynX@%Ep(gO$F9#VDcm^>s&T3W)f3uwXA^j<=^9j60*=l3_p~ zT_K$`UYq%1mj!UkZV_;|D{#wZhsBO5+lH<4*=x~G2LW6H$j6rt18y-1pP%eBgUhk? z{6s&He}wyTqQ+RMzA{WS+YYtAOs4A`JG(R6;I<QlM@ba=!|w{|*PkVFemrG2;F1D1 z127%&@9wDO<ddD*X7C6$Q`KA@<!V@92LyuiPnu3dpe!65Gv5p)*U3vteUFN=FE`E4 z&(3^L+h}L(+wgpw#oP=rAtX0}Ibtu)c<rdG^G->D(LY@U(<JP$fJNwYeLhRebED^Q zZKQcG(oXnrP%<ocbD|=@sYz6Z3w#&%?{|YJZ3kVZXSO#t-&$GyltvE+ce2JV8?jfQ z>|?c>hs^RSK@9!*6M;nonJWfsOM>eK$=T}To28O_mi5p1EX>TP1+r#Y*!}zWC24K! z>}vQ1{b(Qt^#7QGcy+N>mDOmWdYkAc%SqPK#^*5n;Kh;btHaX{Y{<))f6i**AL3!B z!aq4W+L}R}k2hZ(1=IS<!mP(jGM}2hD3QDYVS>ocfu({NWHj!!;(!knubkF@6^NaF zCwN`_CblgG0=awpU)$Dzh_GE1Pc}0%b3pWb^Xl^4iJSl;jv?{SMqONz*FSqDFW(bz z;}!)a<qqORuXKFs_wQQplp<coOM*NQe@uTcVsLaMb}njuGx%Q9e7U86xvoLg`Jrtd zJR1MF1P0{a{vd`jS=V(US1LSYb*pC9EMi%Z3gYh_{LdB2-*Fvh?sy}oX0MK&21MNI zjjgP$LuJ)Ro0^&&aPc4?9~zQ+qHoo8H)?Ul`=Iam_!vCJAMmP;W@KW*((cszUnk~Z z|9z(N<%@#>#$0d`m6)&hYTkE)LA|@a^Q|B7gN+*l!A$Y|GgA+>ZR^(_Lx*{6`qFsI z-mo3zykR^3YUjgB5lJ+p(R?=g=f^F`%a?;6{<*3tu-%^ICw_~Od}(QEq6eu1e}Ju3 znDs4qTn*+(K0zG5($F9y{Hjwo+<$-pnd|-c`r1>SQ~(R5y_%;5)7j9_;D_qbhl~C^ zxR|}1p7q)Bn(a|{hd@4H|Kl=ER36@QKU>S!_q#lrz1(&aa@*cqU*GpcRQ)~l&xVsX zCH5f@P9mzLKVVb*og2TDANc>g{0IS?@Sm6eHVN?VE`$i&0)70~rGr5JKXGb)_QevT z{>1{Bkf2~kvz2C2-q06Q%|(3|Pohv54@IPO-k!Vgcv-}A9tuTzqPi%fPvpi!@oMUQ zF8p+#H#~VLMtRuB10oWDXF93#Zwfq?3*<`L5SK0#SEle-%?YMCYb9&4KU^L1K8O7F zTWGw?OcRYn=5x&YM(iIWJ2)e}ak{S}D;@;JZrCfSkT6h0romG;#FfhY^551)nfkwB zBMonNq{bG%`7j`VYpTZXPc0Xt`2*eYgY}cO;!S^bb@q?KkzB7sFsAm`8Bx7#JuJok ziX#e51K0^IQ?uV2UnKP_j8wi8vRuj+yG9K(pHJ_cot^D(-G~VmGeMzL6NAO13&i+5 z5))SD3Bsu3*h`!IgAA9<Wvg{MpZZ^VC2TN3p8ns3(|b<TV8vV9L)wkBtKUvE`FNR| zn+wyF78Vv36cm(}HZO#+@<&m6UZn9_<5Th52Qhjd4#`+sTi@C;iQwhsMeKD@%0$y7 zn%0$<?=OTuY1*#ec=6)JQ<M?7tih}2Xn#RG+ezzp(M1>i{&~()*4W<zcx=Sg*~STQ zy_J?DH}9{lu9DlZhvo9{@StzdEn@TcNawTDYjE8Hj$t^87Hyj79n<pOZS!|oP|!`y zq)-d6X_IvvLuYsF?CktDzSal|38kl}(|WGv$k6(z#eFh~wcw!$Zx2~*Jm{xPo0<v> z3%j|c+3btRM2wG(>A6mr(nROi)zy`ianVHc@$d-mchPa1^>&SggN@@a_jgtm><5Go zA~F%BI(7To4LeHP&0y4ENPA+JYs#Hb)L!ca`P;RNQA?8DD<|o|WxT`TAeUp`0k`zp zLCC;*lGwE?%<u*dV9rOQ8c(#VHv?|byi`BxX3TzTVbL|W0n$4E?wj$yF(56lvC+{g z<4$~N{c3JFn9P!2!Sr%k2u~Mv_4|Z26XjAPl}nPH(X=&uO5+!zzu=1LAzd3sC3=X- z{u!HaQg*E}BW%Jg5V5;r>5M(Oz?^Z`Jp$X^KlJU+3?hOHO5s{AC>KZiL{9-0mir0c zv!;eYj)j$#QjT3$SNHsQi!N9G3F6n{9<JwMnsrGTU$yOY+DZ?&4&-l^My$<AUdd-= zWfdgyv9j{l45uP@-H2^KwxG-UH{xFersg{^p0|GIniXc)m;t}q(BB*O=K@I|XYA<s z_>^jArY&Y&TQI>CWdUM&i}ciT1WqmNzS~ZwFYI|}p`npHfGqm@Rkz6-HT+rrmWZ6Z zd^p0PUJKl?b$++ZxU=Kf3S83Ql_c7-Gzr5BeD1W_j;(l@g}z9g<-Iag(?B2D+e4DU z_%^dmnIT}Ln~s@x2W$gotE|UCvJ)pHnKRh1({v7&l0&!t5WS+hlZcv{@tH4QzK~Z# zz5Mv8o++x{dq324*NenoQGJx~7>E2;k||+qE)$BBh>)v;M5^0{Q|?%Qu)G*J2QzZ% zD=aheo6DxM&lE>qd2K8uQHR1U3kX+Uucyb0`AG<(0%$2-=|AUFU_~jb%!P|Y9Tv)7 z5@K}Gpwr=)`|x&!a81{!mM$Z60pAO10mr59w`ffw_JsX<*lXxd7{_D6rSp87{kr2A zoK|`XrOG~kHr*Ke8VWO-s<!!VV1Idb)ZM+lskt56wdRbkt+C$<{8Z_<(Bw;1r?2k9 zqLT{~Nx_c@V@)-WXSw{A3}v6`j=Sg%xRBhiNJ|ndHMx@Yoj8zz#&)^fZtH1NJ|B!( zD7S=P2;ZR!9s9CVMnu@@AUkL1jSd_Baxx>8WcuD9wTlcg1c9s1&e!Sc0@W=OUopY1 zQ)@q6?{d8BG6fQxi$&UN_mk~uknQ<_TutMvmg$a$dSVDnMOas|lIi$*?q_+1^xup^ z935{BUKyfYipbF~RS^*pn3|4Gqvz2&@PxmN!SaLjk_%c`Qj$c^e3UahJj`o7=DkQc z`;x?T1g_YPH6yx-OKlzBmmZjP4{abze?5iC-()t+J-4ndHN-uudA+a*<fG4;XT?@I zqdU31jyFd{<UBl3`JzV!e6!vaH8p%hp(OY34|UV*M{udD2X9H)@eQfg2hyuj9*2j8 z?VGoF2-EQ4(v?0BYd2yv*P9Eza&Y><MH&jjlGsIg*F}BKHq{)m_%-7yn28!WALop4 z7v6TPQ{sDQda+iYwF%!o@{Fgpa#Tt(RUGja)u-ULHj#tI%FdK3Y&9h~4Ot{`nPr!$ zu4O#^g5&d%NxumP()Kf%7z|1LHR5nsURmt2GIJ8_q*;*FkK`*W?-azT_SIBYX82v9 zU}}1LwmWxj1{PFIFisRrpuC$7wdPbuj8#bDjdz^-@q6d(my|KHBi=9a2h;U+e|g%U z)&8*b`HTKz8JO?@QrY0xD^cUo=O&F@rWIv_?(ae<C*?;+n+aleYQuvuup!yZJgKFF zRr$M|#onlDP}7+VfDAp$@5%#OSX|r)a$OFPT9yfG?`sKo6r|~xG=2SQ^BW8Nj8tmw zq5|vEBKy~f?rc|$>s3^oFvuqr>oy!0>wd^~UkJ6}(Nb4;0Zts>OWaZ5#H7TxUjX@= z5(I$y(}nO`)Uy*45AJ>l`BGBCF^w)dAmXUuTfhxGq~uYY`et~8urFH-U3k!Ti_e1G z@T+#s)p1QT2qe^J7W`B*WyZG%N5{q<C%*&X4a752LSSupnLkU)%7$j%)H_?Am7<fS z$0F!W$r%eil!6jM>o1R|WcUY0!tS$fMjma9Gn%8yrSgW*ISE*;#oAJzE$ae;3GU&O z<71F2R}`F2O-=FHOu}F;E-pBvY~*e7;8Fd%@pV^$i9^rl0tq%FYi51Dz}7YA-%rxE z1=$PCdHw^Lp3l)J2*Q?@mURdHLZ$WVg{j=;6hT9ilWC3A-yD~Je!wAvlQv)M_gwD= zi-A(a9PGjG2D?95OP%X<yiT@#z(q);V(HiVg?4%;i?AR}Z^LZ0nB%)0sOlJ&m?3Q~ zWH%rN??x1R6g26B3Deayq(Fjy+)-58<hepu+I;0H6u_7}TBH%4dwRA}+PS!wtnVvu z#2MV?aL~u+H;<!Fu9ksBxonJyoX!Q_!l$x$`&Pj<oe`Sc<1*`W0_HaAs2u`PczI{^ z<&o-QG=EgOnwUC-F8Ik!NDCHO;?b`nXm0mtaje3e%m*Z@)bDb`?|{$mpo7xR`(m#X zY<jq5QevX6{deqfT{m6Fev|}eK+D<D2A|!`#Y(zebxloCp_ZOrlSy}+bt$5{u+Zvl z>0e|4ofj)u1WJF3{`sfQ3E7`1R0w_duvn)K%vz$Q1{z4Q7yM5X;Eonz<A@O4wm}!4 zjG}6`o|3f1T89!rkz+4YyNK(lL>i%$cR0VzG+*buw@HIvUbo);4P5{FRMtQovPdP9 z2e*w=k=143^dc3vP1csXqr)-Hg`eudUG(ig`acTTX^x7P&YQRAXT<m|f0vB3r`++# z^>ZgrAGi>lDJ+)><gO%lISjPfNPApv=W$QQOY2lQJGD@UaTYv?T;)0XY38V?-|+?- zds}<WTbMtJm6f%}!~|R&^5M=M;R!rVrTmd)$4IBqG`MEcva=x0XY3jLlo0+XC&A1* zd~+DNabY2;PRnsMxY-+W{Z|cJ2!G6HxO5YuY;r^cWF79ghe{MI++E~@m^+SgsrWYJ z<pn*3Nf-HT^Y(RvG3fdsrm3~|S3iryy^yZOJ#<}FB1jZ!k+yQ=iNoM=JGjjibKv0O zv{`qp?7&ds-dzTRp7OXmjr4Lf(Tp{F5ix~@^(8`?N;OlN8*ijxNy{dfJA3YTmzyL# z8Sx_3eCGsrMQ7c;OGxBZT<AQ8?Hi`S+gV0zaN`u&yL5K{DrQptdUy1=|7!&aUjC<u zl7H(Pfji*Dw{Xj+9gfseVnReCJOWWYE^L=^cKF7<Jbm1>!nT`V_F3q?LS?jRZi1l6 zP;<b@dG3@r5yR8Q(~DtF9_>VedcHnksivZtlz1lUM3o$Q;<4(am1L@!Z&b~6>ACf} z0HYiaZIR+l@`w_=;5LB>lQ%v-K6Utp<VmI<p6BSuaQR!Np-AHtRY;^%9I4wO<!n9W z85>MNgptxt)U5`wvh;xiq^j&T2AKMrE2zrt!N~Oy8g+Ib14LXRilAjM#;811>uXD_ z0bKP-r-P}fsc|Tt!FzPbi-->??w<5NKfCWsHh`3GU|6d7b!;OSx1V39J?;YTqGVoj zLqKYTrvWc!kzX#(ky=TtBL!~hK^})-zx|GBrH41iRI|P$JU2ybE7eu@xVmkA4(0ve zofUbIWm>8TqeXA!A%>W`QoixhokkxeeocE4^PBBY$@xBF&#XB|G@fb}6binT#g|0B z(wdVJ?ejc9R^k%tHDwfIKpqQsFjZyK5H8E}S#)_7BnOFRKk?fSw&#DVnKXdx$qpX} z;7S{3NC?uSc{Y2){*0^R-S>|VZ=;CgOf?Y*#BnvfoL(tk%^tmF8hoSvuT_ng9jdDH zrnYzq(*)DShc3VQVZ=4UBSNEmbEi3_vBOe&ou+wKWFJeEB670eDIu815~so#$3_1| ze)QiL%>8_I%_H#e<jPEp4KTAOJTac)qZiMly|eROXhM;=d8y|SHm^VgD47jn3=~HD zRN1fb14?f{3<z!v`UjzaJkC3QsiRakzM1r+etm(e<A(j~e?k-5L?QkEX>F!p^iM%v zN21{@;POBqm$^L!kH&!f9~c7iFj?!}P*ZKv1>=Cj0sN*TIf3}hbF#mf2M8_yMq1G2 z`bQiQ;A-<%;l&hnQE0Rn(s37zrUlEbl69C;BmR1cKTYT}Q}7=8BXQ4vAs3LxbRGSN z%KpOd(c^gv#yD;BNRxKZPM^D2_bcMXPZkMqdL2<%kq~~?%bQnf%=Kl91{(S=YIyy< z133<XTadFs>}7VogSUs!<uip~%D{q53xZrKg(fK?*o&D{HMeQ6Ta3zngG#8{ZgvI) z^61VY;J>Y`);BgvYZm}=6U5$1Zf#}d3DA=$8WENrM^n>fP!@PkyNo9$BxIB%@r0o( zRilWs=wSTJkbAK$PPV~JAyl1RoSM)1>ggQaU|HJgY8tvvFYIoJEB!5cA_SbF<uxKO zD%A9=*v?0v=sS|yp<y(N7DCZSENOKHT6^v{kM}xh#X!}U^OC79|1W^z0zxy0hG&SA z86lg=N(m_vDN75B)78A_IIqdS$1}T`M%S%Lsc=%fuMCj@Hf@XJrQ@={8Zs(Xor_g5 zYms3Wu|YUwA;U!C2G%|%@Kq%UET++fSq3Y?c-rdi%`~@LvB+uAh)Y)lv0+`E$PXtq zy(L$H_Y%>Q$uDe!2dP!?or5lIJ1dEHPO)77&+FY^uQtX@YgG5ZWA<<~^e*o4@bU3I zd)BeI7ZemEL*rr65%D09<wf3YNXs{caLb^?`de)k+zYZAm0$Td?s`kbPCde{d(;{` zzGffxTmxo_*MUi6`C1CUJ^~{H13Yhvvq>LrJFnClZG=txuVJVJtfJ%hn}{vjEmPRC z@A%-RNcY;kpBE+DA&m{}YWH^|l&y!k2ZW8ycUUz_8bQq!e{R>f*MUX^l>N>|Kt-43 zxn3Z&T}y`=6ap1900an!%1wL5iZ$B~gb8&)P6WzluepF*YU)1w-HenJ6tAr1z~e(A z82i2*yB!ibEc+&BB5p~>BK5uVPzE@Jqoe(eYeCDO+of__lFxNB=YKRU`iy?o3-;G+ zdl)^pcpDNQWvN-;jT^ps&C_N?I?3BnNS7dM5u{D@XIRq~uYuwF28sIgTfB~rN8d_H zN~ncg?+r--P#Pp9pGE2AhSx`nfbE7@fCo#1Gtf>}S`rg_AZ9?~G*wV*Gn6aE`nvdG zZl;hMjesNl(Znzl*ocb-U-{taNdpWopvo}2#-nYQn&Qh*zw4&80orGms5bq}lbuq8 zht1;HNvJH5N4DxO#Ugg{0heEp8-Fuq+|^C_d$F?&nMbnF{W^N6Afb{8-(x6rvcc^M zNLqq2i<RO&0T`bc)Tq?d)W`kc!F|q;35Px>>#YMTzhAeKX1y5+a^lBsa1{_oJ0?QE zDZoVYWno*?)7NK#jK-l@NY)h=xWoMse!quFvc+Dz$(=$Cp<Nq}gYK7V7!g!|&DB4o zm@xL>FcYaNAeBWI*5#QL2!-Cg8F(zMsMz=IRzgzJBqe-8tguz7J#-Zfgm_*QYgS+e zh_4&2-3OU4w47XMk~)(4hA$zx@wwpH%|1*{S1u{W1uFc25Z~+d*Xknz`gb(cS_LvP z+PYEl0(NDE>*;#aFJMX%52J2k-;8l0zX6i|2OlX&0hl0A{fM6kOK(K6!{U?Fu)4m! zoieps{hcLzTG6+5^o+T7mX>9FN*bTw@W)j6v_h_Ib&Tl!dM~WVPh>cL5VzxZzwS8! zwJ6;BEMjd`J}JZNBc1mrR?nHk;k4n1KKH^0Ni8P>f_`)Mtc0;6B6GKslZ||C;a3q6 zI?&%s-b=p?F-AL0gLf4jrYlCVNZcN%G*9{aKjkSc(fsqYfq*gr$B2mM>R=AQ28o9N z*P_dji~yzPzwm|xgcucmI-L3Tb5AMh_Hrd%3F*9{A<_XF5D1xwLYD+%RO3XL6-ID_ z+v@PlVjAy;e$IHHre1ZOfNHs_WDU#RKn?Gwo?%CHE-pH(KwnsxJ*SKjl$NFCNlm-7 zjBYo2fXfU|S#L?;?X|oJ$reLl)8|(BPI?h{%n&>D7|k~|$@uNh`b~QjMh_pZ|MaUr zVXd$>_i?XeB#G){a)~^>k2`QhCy1rQcP55noUN1)i;W1`^iUv=?Up5~i}kh<h+<`7 zp)iht&;_7pqIEs8ps(}%j7V!;spE@-#(85wK-w$)o2Ac1lvIWkrz@!zCT^LhCYf@X z5j^S5p_7Rc2Gv9aR~FK)ZaHbm*XySz)KM_AjZ^`C7MAOdm^lpl#O_y~_DLAGJIOA9 zt7D&?KHXHaK)_10t1ag3qHBH|C))^BjP|;qW?QB{H|4PXQF$!m?hTx*wGobu;yUi{ z<oD}7c<r3e21i#r#l`;-UEqI3^mR*jqv@o={CY7scWR306@5UW$J3Z<e(YgfuumoD zHb{Hl{y7uvc8Ghmjo-xu)q2C19^%{vHBt(o?H+gaw%vf->i`Ltg4%i1$)$&%xt#(b zcK=S&3!na{+1zun8TgNK9?(`{xlsw{q(5j7En#vbR(Vc2<YJ=38~UZZ%V&(P0ya_! zYGzwNF66unS**45JxD)54k(Kj7P1hA=DOG8JXP6jj#60JvLwNPr1S#R=y4u2`Y@TA zmR5AKUtn5if~Q~mhsTAE<$WX$J<+<I--&eHY&RkG+GwvrF`4QnQ3z8BIqdMmfbRBz z=NsYHv-;FD1FLr*>NSNIPCQDk|9pm#Xt+RG9HQ$7NW@>G=@A3W$>}k#Ppm&3bP5L6 z9Ks3&O#NkfduLK6iPfuV`S;dPs!z+wy<7@T#AWzdHbj#bdzCG;*jTKoWOz-R%EpDX zBFf-!cz%{=VSavaNLYBdMyZ~zzJ9i61ic*3H@ek_-DBkEUFb!Pq&b~1)+9A%Bakew zIbh*LC*$(EMw~U|#@&y%g>fU0ou(0eU7wmX7LRj?*rI6Nqt)-dm(X3^QuZ>NWzAyr zooiv0xF<b>Dc1VL0LDdExOVT<Uwg6+$w?U7nJkDIen3+8=5%p7SSN1PL0}<lCi7e2 zjkRpCtrqxAoh?F<LJPg*H+mGOYth@6<Fuj<xkbrDmpy4p1#C8_+tVO`)LXWj=+0TZ zh*iDUf3<&rT)az+4%+^qa1j!*;rq)TB`kBUx7&0Qgrss<=GLOR=HFLWRJjfHmX~R) z$Ntc~f7PZNn-%ivfqnM&iy*GM()UM<xPSUwIqW?5L({DPb7ZQaLC9D^eblhw$JEwV z!Z4R;Bs4EBO$Pv~7u{8@^WRD~+S}VvPJ5H%<K`z!q*ythKGBcQ9~wts2TDlX3%i$o zP6j}czgmFsa3^YcF;Ig!@zv^-a7Ar)JyaZl#)kAPQ`AF^OTHAQWq7qB4+N+d9kv~r z1o`X>q86Yv{G9O-?M7j_010C_KaJ4+#K=Oh$t7A;`-W;yfRQ5dv9g=_DW+@Xhmfuv z$9pn`a6&?d8%1*hxmUp#95OmXZ7f1|xU&}LBYK*z1qbdOQ}1kqGO1&nFp{$WK0ItI zed}v}{hbu5#c4N&EUo*o9H$WOB10n0V`t@H>hW;v1x7grI%$1xq*+{thz|LASz=h> zMmeBTH#<6%Y=P5Zrg3^BtLzyLv5KyX15-)R!g^>E48Xt6oQ<|x-%|?L%wn|#Yv9hC zyiq>^ntgaUqC6G3baZr71ITbd=mv|FH#Yv6xqUORyI@UqLVg4wWhPFZ6jDIA@KWQ= zgUWr>ML_^zugz0IpF4>m8F8|(3Nr-;=qppl%zD!{wbYQ6{=&ylxh0P*9D<Ai2Ae8X zOdp3M*qiND`Ghka+nR&$q7nrW@iDM%jI`dqC^O$CG1-Z6`=>zbZ-ObS$xW*+INkLQ z@-of}=_)s?W%%w=%`kzTg;V?arH;*7s2(TXjmTZ$PF>-e{Y$!O5tYw$8TLZ3Xw`cj z0U;0I3>#+8c|+fXj-x^a?mt+o5p$$`_SXFhg#@mpd_T);yADvi1NQcg?Wfh%)rJ*& z)z!}^YK?TzLwwAx&KD}XBmk{nDO47@+8|pDy}c)lWQIl=1J@7;t6X<Vp6m=4&VP_( zmJ-K5MynWQ(VY>N+3BerShgLqdC#MUK1^8V#{)R?2Hf@yj0e%{b`>$~y{3s3gNa@@ z{?H<6rV{vecUOXNpz{Y)D8)S1j$Sf(m^EYTgY?&ZkM@tM)MXm-ZV8^7^u^rjw?y7M zon&sWV7**Zw8*F)*YoP@pGjuZEC(reg{zSmGQ(*zQn$fX*L$x$kY;Oh6ZgY&7y$bD zl0YPnCmnEt{RnaRk(fwwId>&=y?jfVX-JfGOP<EQb8B3`(LLu<+3SrDT$*5y%5A>4 zyr4a6WzmOFb0iYO<{Trs(f}CUL-Ubh%nZ#Y+*}}wi1=pSmnc0p8;j%*ZYij@G_e)* zjLMrxyjn(%^53eC=Xdu-p?IB&!a4-J#(8Yog79EGepeSj@Zd);IS4XCv%WMbn4+Sh zB=WQM+qac`NgTR@e;+kTn<$j2j_7A%Ptse@m08<*UsN5kH%rXzY*r6(xTf#Bvr$u8 zPHP&0+Y<-V>$MpF`qTe>*a?om{&mIicF#H->J{vrluCN~hOOGPCkf;eZmzB%wFhh+ zAe;eG&RSBt;9N2J`v8KbsQx1{*UvdE_16F>8+Nie7wA)w0#D`m*!K=^tc<iA{Q0P~ zFL@FX4V<?u{c{+AD9^j{qxFFD0G+7M%*>c)`yBV^UpYGZd3l|qi6;QW+J1kBZOn!V zK@EIMDNZdMnl*eerl5Dv$?;jbEX&1q$+wJ`eM?_wm=ix=UwnN+;PtKeL4-=37^~dT zM>Ph&l|?N6OrWDcb7^$Z!bWcRl~ur8tE+9Ns<)2D^_u}d7#wv|jpTDq&U{|9=!<Pj zKs{PpPc?cROjcO~%?eND-?C8QIljs_ZC+`9rNQkEv164F9vguKqTl#te9yN4)tEWo zrEOcsAh2<?oUDHpEOucykR?LNXN!9?P(#n-bI&r!qIYnfG=5|XqnC4=@j!lD01?;! zB7e;cHg^AO^VgK_dR0dg@3XjWGpkVZoxPU|Lt%f+H9ZnSCPv0b6IObj-+|Qej$vK> zE;Gi%!z*Va9%}u7^Q3NxsCjmFX69;4+s?(+^%)<Z7?6=fi=M51lye&|)wj!E00k$I zKBRUoTH4y$zI_XlIPm>wz(NjM`l1U5&O0a_BfAK-Hj)n&+4G9wsqp2b$Bx#o%+2!= zd+SA|S*Wg!(q_@rmIL8t+v)mSwBEZd0XHHeBfCX+VM~s6fZb{WwV*`%2)I~`oz|4n z#pXC=`U!2Mv=KL48OUOibzQcvf4Z}C1amgD`mO%Zd`-iUJ5vi!f1Nt;!FCH$UG{kQ z|CImy50q!52zC3YhCbr$MENZmcX9PmperiR$$3<TUNrG5;|RR8ACbsGFPmaGmT;%1 z5tr17;DB#XbkR+^!n8pRsctOa%KrobW>G~u?M}GZ+h!Cc!A6h-mCTPVA$#Z9fV@81 z9S@XP^G4U7R|nPDs^MP7R!k+p+b;Ve2S2YoF#evB_7X2&@(mB`4f)Ry1zh7Z7FQRS zt>0yVAsm2xZP>17J$fV;_qtRMVLp&W%%}v0vCOKEdQna|Lvwfa$P*+snS!ZHfSm^V z8T4YHl~RCrtuP-@5={Wwo-V&I+atV;M8t2_3F0a7NtUobqRDjd)jNH=8GC&^3aoL1 z{847=r=9GLdncO}1908f_ueOhLRqKoX%Tu{68sd`lWsI4ih-;w^Nkn_{BTQ>?a7O= z^Jed}>&wNhakFZ{ETpJF%>trr8o^bS$2ad1YMZ}0=K+1n{&>SoVTe7vj$tp}iPhc) z62k*$4hN#G9&)-|L&l<bddt0qcGxGT7cw%zh>D^j>)9qBnDg4_<i}ntk9D2;c#k{A zzG}w{p)H5g(t!%#IP)Q%d0~jb?QaSl^>ktFzc<66vt45uz-ivutm2#9*$Q{GrA4wn zj-rDq#eJ!L7xL`wnd&pE1lYXlLE(xrJE=PdoP64F*`3KjIDwxqiSAA$*E2-#NoqZ_ zl<nH)05+#(1aknv|5#0S^SW%RWrT3l&b`a&97yA3y?6T)O_ClVAXSRXyATFiW$j;z zt|=^bG0M#{Zg<yPCZ6je)yR-gX@IUg366FlB9yx^Hn~Klv`{O_ZW$#d$eOjdqKv2G zp%-aB_w7kk9&7*CCVR6~r-lBqyD?c@E;2y*P?H}eG>zpLOh8-B7e_n<D7N2}`K+&0 zRf+L~qp5|G{=`eis+0*4k_Y8%czO=RRGW-`c)FUL*?WWBc<~y*`cZXrnAMs|>P&`H zd}|6LRO&53hIm?BQ=GV&lySCZX#fm%v6?uzI!QHkB&;(0{5mZHhLqX!l<^%-(Oj7i z-P#H{WT*@&ZlM4E=<q~djc4Q=8#GO8Q?#`HH)q5UA|h5s$V6r`+dTM&52)wMdyo!< zgsC_DNK&LCP>6|47AYbRxg}!ez;*tGe&M^g2E!C1WO?=I<IFjlM$p*;u>G(~_dTQJ zqH8lfJG)YZii!%?TjqcG?-9Lkd?4>MLJ|yF@KE7LSHG41jYIOkAT6XRzgc~I|LkG@ zGOp77iY(cl`p+Br<?>Q0PzB--#j`S$X-(33D!NoI2s&X)l2GS)H4W=*nuN&rf^+YB zcSx)-qx{38r7PU89yqtX(_}-GK0>3~DNVN_4;%V5-^jz*2$79a&W@SFq~Z65J|G7) z@Q5SlA*hGiWItu1s62MR-+EvyJTU9n!`^*)oNxqNauy6`Pf<9Ew-iT5JpT|Ks95Qr zwd9)_>jF{zUmdY^YViSc1cio|MQgt+Y-`wzYd2YctwD)%OS3o{TS${<$yG?hd%LhE zU1;m*H^#%7r`avmX~%z@2EJ-mJSMs8@ZT}t>go(o6%ys~YgOSoX{o1n$^f1c*E58D ze^01#OPP6`W=!4Kz8S!^{(F@NZ+6NI6z1w^uX-~1benbN1W2R5$%Yi{H`a~#p>}4o z_`K4JA50Nsg%nLtxFoV-4&a?V87IWZkb2yi#MuGDJQ^>{%A!FF9QA-M1P}}BT*pR^ zfzk;03s){h4xwbUVUB-30K|XxlgI_*9HuZsa=p@;mmMuV<!`Saxo6SVL&bfKBH9=C z0G~Aj7<Gj5(J42sqzXy?h(KZ4&s^Ko3xB<3y_!`=6NG7sDxOHm<4#}sxTS--^6?L% zIjKTZXSrb#FwB8a;Q<E|tzOQr+qGah1(s(tmuF&y)d8E6BSS}FpKjo-<fbQw>@xTf z5<=I%cCX`_2L}Q%A0v&Zx@n9#ppN|~x8?evrs-liU9`b^XTHh)?e=C`cz@A-SU|{` zJ3G{xmTK)vVft5V?OW<pry_aWjbC2`3GWCmAtD%d!RGW`2xUx5PY(@2qKZoD*Q=*& z56*9uvcGk6Gmk(M5y|cih|E`l9r-FIYMWSqp@3_6v+*ca6e;Qc5zQ_rv|`+)>Wl>B zUX}@_J`;v^Qli3~lnPtIH+6M&64Ocy?ipv?#>5@x7bTm@TE;OPOwvyS$fSnWoCV9d zk3};EXM`rdK1f=+7dDNbEcq#Z{N`VPIk75Gm#h7g6!(B=uMi^s<^Z0kySJ#uL4M+) zRPM2?dlvGB)YWs8Fn|w;NC67g3RBy53w?eaEp_xOY`q}RJd5R6w$L_+cye#X-DNGr zR`7=SGn19)D1hd90_ES<uac%FbXJim>T~u@CMh|2it@VwrvR@Hi<hNf_CWGmcLlT& zioSF?n3mK{GrV8-*(e%z!*1h1SYtD`G440D%H%t)Qq>GThL}8A49LUgAL?`@8mcEG zUYQH4=GLMW+aXYEfQV+8Z(Vh$w6MB-SROOL1-e^&(}w}G-wfLh2E>$MiHV6PU`qh* z+C3;Rp0%T<stPYX68s!$xxa``Ut$Q3T@IP+*IWd`5cvqi>OE8#bUf64L0qP`{)dpo zBOO5OWz^H{4{cklXB9Be)FkX-={<%<JHgs!Gw>zm>I@XP*n`RzAazg2IPyvn$7z{} zCz|C;WX-4TsTFQe!GG5Vcs`XC72G6u2~~7;r{4gkAS1vmrQEjgX2o?p??~m-=F`U9 z^y4qBaU<qC&w{(oMdI3je<%J>^ZOCt5IHotLu4r?9zKogdbAr6o2y(|unD=_l|tmM zIP&c6Z*dqvWzdplnWwd7fV2SEH0;-}Up&rw^&K73UdC&~pN*L@A@(;jeL@3u%aTM# zuk7^A`QawMmKnr8cRIQ@oOkI`?E68j?7(=o)H^E+*cATA_=B3rN`dJsDQ<;}HyBI3 zDMY9LE%$EVT;LKYdi@oe`%mWm%;kTQb;oG?+=&dy7!FaY5bhL^(&JTV-~yq*fQnx# z0Kl|vlH6?JA^oBTG>~#Lg+O+()43a7i$GvI17uJSq8gWzwBy3vb$wCGen1y}3={=G z)nmYkR%6%elpwrLnm`d5mMa_QjLdYyXF;o#{r|keix2tnh`S{_>Y=?!OksM~=0F<( zc5s<$@^~l=>PJdj<<-GJ6smK}F$}Sbfv59}4!PNEKoev#;v(XQSs|td$h_jzZgu$( z*^x@vyNFFTow%QzhZ0^SnxXMryX1i(CYnlKB6P_uA+kew`HP#X650`#aE8#v9Ok_d zXB~N;Qt2Zy1z#s+qtr_XXU8jzb;VaC>{Vg`-&J&|NV-GpsWg~aNhNbAM@)_WLzaw6 zUGeY*0wn^`)46}7%ke&Qp<T<4({8gqAQKM^%LmZ-!<tRspn~Ksb2Hjd%K(En1+?^l zr6uqFW}?{-1X2bO%i0D>rpwy0&)PU&9h7)~+^8=h=r?eB&YNPG@pBco?IlSMNx5$c z%^8`B+NeZZBV#vq;>esECp3&%8UPa;k>68{?&TSgl}2nD3l}N_%?*=7mep_bgv6bl zLF6wUZr%Vg{<!7ubgnX>o{mWGrQglFe;W%Z<eNPXR?s>n1VUGRbbo&z=x21iwyJ=y zN@W3?P10759y(q5Db|JemtuH`PE;>nGmdb!r~X5`Nn1mbSLuJy8m4?~QJQGVpjeGZ z?M7S;car}b*$RN6hqpn{0Gw(C8!N?D_R^m<=O~lMd3%QB(!w-ubvjD<PA$Ii?Y}VA zil(^UwGVVCj46n)SZn!(SB$J3p6f2YEF~crX*qVy9;YPdXDwvwNrMA$C6>UHnqK@D zp|P$C1Dkbw7B_DzCH%gU1yv{e7Y-3g<uVvFw()@Ic7&0Qn*6WI1WE>~PVBG@bAI2- zO~Ym>DXGBYjf|&E0R$w=J#H8VZ;b0-QSm^1)UYJp{FQjHR%n5B(_pzMq0^0hZ|1Ih zBMG^-y|#fPW8R;_@_A{!-txg?9QRLzO4!0IfI(Fg(RaKlt8C@T7G^X#ZOZ*WN~4Tn z;l`0S8VIEHJ|s*Ury@}ocY1wGgMv&Pk{%JrS_nvx2Y+)3m%r?|^KQ<bpK3yRF4(tE zDwu!uXwqgUmnqEXEcp=G&xFJ41|v#qiJcYk#<xo;X3gd7u*%26)H}J|Ml-4}L&6@P zX?50rn*3przvK5Hl0+)-6&!L8C43f#iHk$WjsYpp{j=jJfThXJJ6%aRf4!UEd~ulk zglcE=F;s6(?3yq6kJEVM@@EX_-F9_oA+uB(9^jdNZjg`-aQL0ryD^m%1l`}2#h+Ir z>L+g}Vb2(3?|_qdkt(qE8-9VHC3pS+(7xMq1D>}hK+R$KZh)(YjZ~igLewrPD;rsd zQVkaqCEW~VR>jP^_T0X{-0UU`35lm)z?L8Jy`CIvZfrJh^Amn3s2gVHN$+5Wjpm2Q z?e0r$D-RTTUdt*!=Orqfzvmv@;v{UImSmL@LD)I;r!cqPk^wb5a?^kat>OF;;%wZK zQ3N-JKH2l!l|3i$-R}jA46owJIU-sAtQ-6KB5^;L`{<6sK!l^do7(nmhGUv7?*+am zgq=>N>KRK=Xq0AgX?`B->8af_pXIS9w}ormmD*)rN6_L-b5a?vngPiNv3l9K2ddTb zAJEBpq&(lWYyxk`mrO9}#?lAx2e4ZZPSIz4KK5-kvp&~>(`kl|xpWlrjr;5A8q=p+ zi;SKXD$}{C%c|ibJ3ilJM)3L<D?s#tMj<gxVU<S%w1QYy#7->z!d`=KE|%MT^cxS( zU9wR>8$Z`@TrY@;)D$=@$zNeYTIe6`{sB|)barlP0;&8&>KH#p44{H7^hV?>nbv-0 zDL2WO7K_Xr6M4Nyar?JyHa1boN7spw6xdnXPxD*bQ(>^ymN7fMhgmxt;ofjtD=E^+ zYa6laQjM$Qp6j#zhK9WILhkC5mNLJyD`NfHjbM0czhDi}v*D9W<1*eXt(>7w{7U#l z@h*h;{@E+c7W(qVHlMH5A{irn9?Bf_Z3j9Z-!bpYmtLdz#I8uQGfjVQn7u~V6=X+M z3gyM?g?CH2weuH}j!Slg4=JU8B&yll(h_p%8t0TG*KE3<xkc7Ye-oBJ!UXC9^1MrG zpWp^)kRhV(XnMMVAn2@>ccd_h{Typ3qT1l1F>Uy#c=a|4Q~U~T3h}b?G6aON#s=mt zS&J|(QjK>$Lt(?;S$~-Q813P36kuQ=q)QHVst*lGX>XN))*r8*z5QizKD}a72zP2S z67ph%_CHc_5ZG8dZEp6%0Z62{9+$!fsEkEa7=Dpm4Yf5}&G`MAx#rk9yS(PnyGF6v zA&$=62wX<hlY77Z{8@S*vLpt?e=*z<WwTexBeXTXgEK>_++P<eG<^4aia2`oTznj= zcs~*0S>9nZ0+e0r4Dpb7tOgOc*yUA1SlrI+$%(b!q2HTt@${kYv6d{FD-o87*ZTy1 z$$RT@T9Zom@R|(23uHvBT4-w=uVX{}hm2r;B9kM;>huBE?N72SXZ#Z4b(UBkOFY!A zg65F<U3Usp!1Y{F!-%a%a!dKihVw-J-M7KemZX`efYOlm_mxD&<-my>*q$qHS=YLY zJJ$ydzIH1@w~jj!wr(}7^k=TQ3YjuUq{U?@N42+_q>|}5E5V-4%#5Q_u~o}s+x*T; zuG{Gc@|rK2b#*16kw_FPN2y=={C3!|c*n+zyQc^kEJ?ti)RIWWL8W?Z0NprNdHh4^ zy=icZj3i>m_ggURmWJqu5IU%%Ed7gO<Y{<1g<b7&Vad0~qN<udJAzZHm@Qanmeg@E zoj|zmGSIAl{!{KNC1*~_JlUP}DX}Z1HalO`;Ck=a=hYRj;0E?^Mdl}G!KKr?i`jMt z-|-ziW$(#pq{0O=qj>e3yBA4_3-_*KvpydbKBe@xK`m$NxX-s{WxZtMP)>jSNPtRx znPK7!(^{Ca{^^|YK$&}j(|HIoG=#kDO-M*d{Zec3Yem={O;Bw$mAUzan`*iom|ghs zm40DrU49H9NeL--dvDsdx>LVANJNv|w$`=lqvy3MM3{)u_48>?4B=1C7X!uyRdRg# z-C^m?Et#ZQc4?E#!O*VaxVP;3m=F)N@hyq#(_dY%YKJ20_L+a|!G7GaWl3*Us=Pdr z_w!zA&_Afnd{AubCzEaV#<wP~YwPr!^15Tg<@%zV>|IXC<!UQ-#T80hU$n-S)Yv4& zk+YDBpglj)q$r@ivGJ2|kB8T==@HUryD<D38SPhAuO*P2?4G5Tx;FXi=df3EHA|6t zbCvNp`*m#-T^;}IhTqju(0G>Tp*AbWHSF~UHl(XKCD%=6RP{Qk&yt~OSm8u(Cz3hL zww_*v$RkRLFVpIp<WS0%8A{nH8JgM-qQzrs^xn8}j$gAD^u4ap^>`+ljK7<ibw4L5 z>R`jnw2))^n^qv;aWNUmwDhYSC&G$EU3O))HIyyJA_};z;lJYtoT%=5eJ=UtUCWw= z!1B!yIj`6$_E_b+Mxy$pp;kL6g-eg?y<HK_t@_#fn+;b{w1-j)8B@wMPY7iki}U%s z7svf7k<rS%DX(J@g&2^#DxC0pvD!o-7T+5mz<wm~BcD7f5lb~sdjaQiQ;J-=2L$nR z>eC7qW-Bt@7~;NYHzP22Z!3OacVj}3Dpi=*Mal%^=OpgiYUx2EYy35~$8|hjgWoxV zAMShW>!>@AB(BlK3CthV`&Mojxy^cR^&?~!%5^k^DoR|>ei13ZX1y$p^xF*oAz(*H z#<VfJ>>S&|m^-g;<GvL<+r(Q`bpt{|CB+xo_1y`^W4=-;zy8GCyt9+-x5SLUNGNr9 zQ0S_>eq)E|%p?0kr7%NJ#?~kIArY7$ly(I;S>=0)l+?00!6jO|iDPrP6q(tN$NMwV zzSrl5DZ%;)XG!b@-6gAx!bG`<+@}(L4g;Kh@%40Y0|6mn-K}FIdlVDJ)y8()B5B8i zizA@7MZ@<XyYElu134a0K^Vhen<hvU?bSx+$@Fzavu|T|<<)&jES1`=q=Bzm9&6o1 zIzO*542aN;e*$x^a@X!tNWa5oKCS6a0Y9!g_)mFAafpp)&n8*8^5R>pgXCbXAx|8! zvgn|roCBWp8TdjT%z}{4Oi!lqXSRQ8LDL~N4r#`t0DaIE2Qu*fU3!3qTiDoaea!qz z8}rS$FRl*dm9uHQeys=S9<&ZvuA5)c8%SKcnoQqnU7B~r8C~1?UOn-9>$!s<Nb~Y+ z1Kb>HQ$4#dQ#D?A<{LSo9No1IWtqRsQ+8IDXpx_|kbNxld`1HI{Mk4&$DHpn_Cw$? zjl{hs$Ad7J*;6AkR>#}Igqn0plv{KR0b)}D_F80Y83z~FZy9)%`V%aX%jAUYTKtUW zhMCTwPi(ruE&J$OR8-WEXhkj)!0Ty!4pkhLwb94aN?-bTiEe|%Q0|cEBT(Kmh%yo~ z*Uvj0>1Q}m)m)S-b2M+pOA=I*7u18?C|mWVI$cGq8fo1nhs-(+pgqM!(Q|z{DdZJZ zot5%hQ!wu_YxoyDXjp6D^~I>N-hTJVb$xyV>l;l?*FDDm>#2c^^gW?V8X)9JGn}L} zH?8^Yl@V1zb0^<v3Qt4i;uL4-&HI$;*ephdjs?SH)w9XI@ug?gpbHB$VV)LKW8@B5 zu#wW`0?D}@P%^dAsH&;)SPTHw_0}e$y85`hhXWu<eSLj^Q`mEF1Vl`%3{5JRvGij- zEOCwp@KI`&S0|^__}MtfUM}X72KrcKiy&LAsETQcsGk(ZYU-Qw{GY}k@%Uf~KAyPI z)FK;{y}uPT*X$Orsb1MkYuM@3Ia3v8aW|OtZ>Cky^4(07vW12fnYHvNH9u1po37+( z+ZUvsi8VdXdnNoyKbK!3ofrN(scE;z#qYY0_9O^OvZG(}WbWi*Wwx2uydxpweI<~n zg9EJ74xowXr%&VicKD{9N3h9sIOA9Vzmo}wrRWf}7}2bcA`2P13c!0k(EoOWK=@<f zdc3me#NZ%j5a=-=CLM67QV$T>$}vzYxa-~@ld=K7AIlrHxT1K6Q&(Wi0m3N(l!hsr zSNlU(%Y3Er_alj^=>@uZqN-hID$gDr4V^bRU*4~a;<)iA?v3Wsc32nJ#BRgDurx`S zHH@bMI>LHEM5vNFyPR}0!=*iRO659Dp3Kf~nM_&u^5?dXOo)Ta0etpod0@P+xK~{` zTI3jrb?L;ePWKj%JJ!->ga3Q=*+j#?)MxIX&&+N6kH^xgV3qT~wE$hQ6BV~geSq#0 zR>5+aIS;c_*ox{h^&S64J+3~z8OjtfBrw{pmrp*@DW(AF;sV}2etI(4myVSJ$gxmi z=Wfh*#=MOB2(A`)M4LC4JncSwEvc_%EPTI^COM}wY^krJ|6G-)ZG*%dP#WBgp@p?w zUMI=dW94kn1rO1e2|aE{VXP&b5m&Lfplt!&XnnBfiUY*qK)`G+I*jgovzrx#)`LD5 zk*x1UhiDF>wCRk6&}O>+K8UEe;mBGBCl*(#)vzut8GYznlCTn2YKL{u{rIC4I5C={ zty2#S-WB)!8K!dsu9KNUy=d?}^>*?Kg!ra$Z{-`udR{M~qRe7r2h)v)2Dy96raQ2V z9!Vu-H@j0rGy#XMPICKtr#z_9{iN4q*uR&AXl<JM)))__TWJ+PDd|v`Bso>?{kp_e z$VvP&TqpPQZ_A2@w;7~LDoDGtfc%fK20$!<6_0maaV~xpsLJsF_|-oXYVrH(7`VH; zSeQWi??Db}d8wpQYw|r|`YYn=_cv(yLSc&ol`?!(>`;aXRlgqhz*KYX@iT$FKbkV* z7)xYe9Xx(izHx(vc3<M8FepUcc{McQ=@Ttw$8V(>K{?699`@;#8)pWhuyf+@DJ|ia z@YocYMqc@fLs(pk6O}m^d>vl=fRwI=-q%R!1Fb68_wN6F-(8@2h{a#o9G{{tpt1R> zM1cVHw=uUOxAN=7y!Z`F(ElnHZ^<xA)sbSk(&HK9s^)P&F7YWt=NC+F#U2X&%wSW^ z2j05J@dQ5oIY()5%QQ{e5S}l?hQ>X`PS#=ON#~-1q!C^9-Q=0YR%WSoGryq0EsWMR zVj2(pu7jHf-u}?v{Z%pYC6_`C$lFtW;^P^Ma7B?1-^FxG*<&c(x+C23>9q=leMqkD zDpeWAWruTQh!s2u$yUymqPN0&ESNqescR^}LO{;nb?_(S#dTw$zhuU@z+pqRP0~}K zBmkT+dmTUv5$GmB&<O~74bi`TeV+F6^4f|7O`?X`gEO@F!Jtid5&Gn){uxz&gOK(A zQpEpY&DjFpzVNdJOK*`!CP+C;QgWC*jP*wO6S$MsvGU{)z?)X)-}JT>Oq7h%m3Os> zhz><a1)<JB(_N0x2$1^sQQ3!cnsl$ZC{T{(ixg^|wRkefE9DJy_so#REY=d@*I|;= zp?7536vNkAqwXGU*KbV^$(ZN>)kYf4shBE)V4+Rg>}PB4+3T)L6pF^y_B1Lu7vpMZ ze9Gzm=c$5LH}6vJ(3jaA{c@A;3;`#Y3g|SNsCTi3#{RCh0bQLs&AvX4<${{q&4bQB zekYpWGb;8@9NkBlehECGapK_Dq!`lIH)|%U-&cMy>Sv18sYT*I7J*v6#pGn?`mD-r zW{MbBDwPNcyTz^e6fc-b6qV=ow29t}MVdt87N0e}TBfPr&D0##bE83_PcKRy)!5Is z0#^-$O-qsh);fsxyI4d!?b+sQK-2^2K_Wt5T^&j!wdX9--5!4+@v|KKKMD`8T{<J_ z5NYixl5@gwk|1=;9DgaQwL1K1_9hmYBqTpwn{?CP;X^!ri;0Gi^}4>E?`Ag5SznRg zpB&3Vrn}jNVmq^AJ}zsy9uq~CLeL#c0=)H3B^c0Vd*!aTuE#y~<6smHlq-S5SIRnR z=yKQBt>off(Xz0!>w<mE*R+QxrSi;XGC^T(tF522{?+)=FFG04qbC2(#qMkjWLRzr zJXPaSclq0B{yBcz)i6li{&j_0{+@&G^7oc(r)|+99tydnV)sNk0S79^$B%DjB+~zg z`TSA~^FuX{%cE`S{c6j}=aOOaoOm%w)t|QH1CA9RDTQqi5ix!zPv<dt6uKx<ZLA$$ z)o(G@FzYo#FitZNVd6#K_jnC;z0x+C>9vyapwBVetKS132+7o66y!2h+4flK#W&hW z+<W0?J{eV1@y^aJyZ8J@dEb=_mCU${3JG@3L%Ps4&iMOmHw(HlcK+amD|Cv#5+m)w zjFE08PiVi`_!-s}?DOgcZ+x1E$*<Z*N!z;$!rNwPr<FJc$Q>1uc71n53y)$?Ip~hn zuXjwNvLY^;E9%`LlW*>|A(yu8j+WCct_+dddMB{!d#%>QKG5z}Gd|#k`CK&!L-_ga zl^UsL6rbNI-qZu~s48hnDV5vI%NL_;jwYNQr)roG`mBSVMy8i9LN?wR3TU>yC|r3G zh0mTnTl)!nyi1~L{s7fq@mrgR0&%up1cD#vFi<T}V<LISO}F&GILJ_eKWt_rH@LCv zFg}i!rl(w|BmT(psp5zOm6Xalqd#cstZ_F)NcFgk(vQ11VF(W#eCF$Q)fr+rb(4?# znDFE>-!iSfB-)OsO1Escu#^oaOzo;N@4>VnPs~kBb_vVYM43AQ-}ILRh<eD+l|Pp@ z^Dyl%59oCqv~#yG$f+f~D<$i6VC#va4}CJ5RvKho|LL?<Vhy9wW~vV2`)bFvFGqYp zkN@HOgp;;hOA6y+Us3<tikgTFjEC>7qL6jrliIMda)IB`1o`;cFJ58}ef%@|5z9nk zi9hRAY`%n4%J|&D*$ly9<PnLIs>~PPrB{8(xB;2Gd~VSWqp~~U?&miGT7G%X5k6OU zI#p{mEtVi;jF@q{D8HwM)#DJ2JEp7GoyznnL{UP(EnLk^=f?92$j#l`IqPzkD*;zr z&p$GJI{g%?9C1N3OZDn@j1OY3*ihLW_jy&~#^%qX_ioP4?v%hk5|i#7XIsY#ynmU= zY2(IO;P@U(o;;NFHSGDvCrMwk6RFKPKyjdaU{_^J_}t}g@F3m$Lga1%mhs?fGHl*E z56?6J2lf7w6^&?Ot>a#?)=&Jt+p}k5HN$Jp*47*7KHWP6UF=9eifr4k={NnE`dwo; z3z|8@qG+k84#zmwx3^1V!wJ)FEIe53i_b%OB~^V8(r!Zv`dUekP#Ayg(qT64U}lJG zS%Y&Y@j@{arr+HwyxCa$;a(xph-<Ja#b^4L&--U${tIhw8C7NX_KV&$NQabwq_lKN ziXhUdG>Ay2bhjWK5`u(ur*thE0coVWyF1V1|Gw`YdyF&A8T-RtV?19R4{O~q=QXeR z1+|I{GJe5cEs+p$`mqcx9*9a_fPMguhwg=+axe6~u8g3~-QB;eNDI@`^`^tr&?KOj zU#d9?I_)0vj+f|a*BR4rH*j>3)hu?+9$&Z@24X_uJ@(UdseN(csOd~C5Cs)tlG#Nk z*HulHxnAugZFr7jR|~yeR)FI&DxBn^PS-L?<}PcZg<lAGHg+|E73*gyan?;|A8ZVP z9uJs6K9o4Tx&vjMaEb!H_&zwlZW|iIPLEswm-6}G0{FljcRoOy`}_Ob+Xa@RxZ<OR z4H#X;tVwc4dLCEB^fh;<M5TM`|NQjn*gP|JePz*5sko`g#3OOw=PH9@kfyBPgrF*| zXMb=QMTUHt&+5~ivy4C0bUC1r2_M8FsqG&3vB9=-egXpU)pvSD>&dbuK;;A+@N}yg zz}5o1U72hZsLbo`TJ~ifEo{tjLicf6NX~Ej5l|<}HFkk`PL$CV5E@bxItr+HF%HPY z=BEKT;@QV;V=0Y3w>P35OV1z9U@BWh7bcbYOAojA-J-TD4Nam=G}%u+r%R!xqZvSv z;ME0jFz8_J+%_VR?~aRAm3>)xo4NtuYEzcH4dAT5Z9sfoyHnC2a=V00^fWzI<gf(+ zTljP+nnns_Hqp;`u>k{b0cbS<I_y8wSK_9m;$VUpXyi`~wRnr1-KtaEVMF4v&>{Tf zx+%+1%bSOelheBiJtUJ7d6c+gwnaRZj&a-8BopeO1T-9R;uf%|*BojBRn5h$8z3m= z+XizUGDG&G2$4<m)jF7#E*00zlaiA=lI7;-n*olh^XwO?mm40@w)_Cvwhn-O2eWm* zVXy`EFjMY&z=EH#fjz3b^eV#jyM=MIGyTC6XKbCF8zn&d1Fz^fT1DRV<3w@co(iJs zx02xhU67bjaXGZ`aPs{CcFxr9#L|uVM_lZsH}o9souuJ7Et%X`oHnok)p+K|EavQF z<VcFNc_Hpg+csXN-#}rgB2V>B2f!BV9kxcKh55U`08)`Y%<C>TDR79E-KX5L)x%P9 zRgwb6mHQP(V+8M&2NOp;M<5Ea$`(tshe@V0M1A8!q;QUf6-le}8qp`aIDNW`h>CmT z<Kx?kiK4!y)#I@owHttikwKgBhEvu`xVI`-4LsA&?%?4@g;Meqm19-LZzREjBw{f` zJL~>UGDjLl2M2ZKS}(bj6*osqRML^6y(5nnJ9`$4ll0p*`KdU*y>7g>A%@APgw_gI z1L&Jk*a<8-th_udTCjQ7B_c%VDgW}EMCwS4$vRB{PSPB|Oo`Ss%aKlPIWF`=vzGXY z;a^UdRP+EpkzoC%S`u$D9Pxhv!iT8xK5zs^MhQqI9F!?LE@~MO?|!kRhG(BeS5jcg z;0N|c^t~OeU#n#`$Zi_ezk5p!zI)|1=CFC+wKRD4c%KdhyQv*7la>HZrnOv?6S>6w zZ2BL0{}MA1pWz5xfKr?Rgk7=&?_)q*Uoug!J#u0<5kK(}`WW{9VJ(TYbYs?WPMYTj zoJM>cEQnKTf_WazM$p=;sbq&VFdaX4<Sgl{A|YfslRCz1JmVCc{h>0*%e8HQ_<ZpP z&@2#%9&EbPMJ_O)dq4U`Q)!(oktlCy<}bTtx4=!obhQ<6prQJ$p=naJ(bHQ##}r!! zyt9ERHcZX<zA<ngOu^L02Rr6B>j}JGm!sZsa@mRT$ZftmkeIf`=>f%TnK_AZjs)sI za8l$Bvb}%b|Cy7=OpNzuv2@euQoVJtUP*qUr9X*J2@#?e7Scem%ei{DQQ#Ne>@usF zr1h9ylz2&S?Q)~ZZLmppK%ai;GI?x#q><eDo<4qj1qj_`2JpAA%xIfoCEeXFf6KDi z{`^ddy5G*~W_OKvl$(p>=LXaLtHK<MNu&hdijE|?Td$lkvYQdgfd4Es5%I-qXGh_S z4jS(}=g5cSGXxr%Bi9q{1^crCw)-Rc`j;VN^^U0N0#6WJe#OH33~rz!7Nqz~OaKPp zo!5gLfNgR2@6=?)UVAia@#WHnm0R)(P9bwa{j8`Gbg9T5YlAr-I-GP;66=V6Y`98B z!`pR==8|$jPu!#=m6ONl+jiU&Xr*yv+~P_wknjr}UD#8`S=&Y2uPC!n=T7|6pRnZp zj3lm(<7rezu)Xf-eUG}BXpR4SQ7d?XO`!nAtIN|YuV7o3Hs!TGDJoTLX*pHx(!PG* z!pg-`?5hB!{*RFNE1v|~{A*z$Jv>Y4m`2_)(RTJm$P3x=+Zz1k<FY~3YF)0+Xz8)* z^e(gNeu@!~zQ~vzL)-IIL$~@{UW25&OKRE}^SZovqFTOdMbT6lj4c&rZ(v`R&7tAe zq-yBjx#jfIXTw!5hBp29gcx(8GBE`v6~88pbjY<Y`)0zC%_r^g>e62k3=$t;<c2t% zcmAeI8zcQ-K0+ISQ-Fp6QVvuqkPlSoo{#rT=9jZTO5zf!Dl$3=nh`&FcGV*>rTmYd zhGydFADLOBQmJ9H`$(CVgqnn9zUiDJy*sjehdV?1<u4aFHIvH8FS2RgNdH@9usRJ5 z=}060-68fnSz?@6eus^M)I)JXNVA2w8N)ARG2sb3BH+cO*ZYCo(mr9OqDG<XI<%gL zSR+0&>6|SxQsQkE*numI;Of$oT<$JSRe0!pEwFkkP1|tcBv(JT67_8s7{J^tFPn5v z*vFDZA{4A$3I4NPBZtW1cE%SOF>fUG^=gn2*yRM%la9iUPTn9K)VZW8wjG3UQX+;Z zh#e82Q3VVbQKn<%a{FeoQeEjJ3ZnU%Dv{c0s_-a=WhGPw6wJN@Pl;2AQ7W%FtmC_O z+LY(*s+cNmqth83pT51(S0=ZWfQjPQnXkV-BYNLUy})F5RJqj8?xFAeOfNF6If^=v zeF9J1G;ma|fgw#tJCjYx*P~Dh<vTP)9QCqtA2}E?%QwKylD(={AixtObW@lJE&<zr z9`5e#y|347a=CIRL?2!WouxmUxV_=qM@P9^D>h}w$E4#)rRk?y(?P&Oi^}oYWfv~i z2Cp~1A3dQ46TDAj>Y#FP4#*TzNwT=J*00gNS6wt^9IZu+=!Gx+d9Lvx64AC5Jz&W4 zF}FWk?iTgjONHH{AdB4^;LzEU$4lRB(wE+@H|ft@v!$`w=<3zH?O@aYSWoHuO`nuK z#W_$#R{ITq4Nkh&(TA0ju<-DIWpt9nh7e9<H=E1ne=hRyQ1_Ql<r-GcR6DBoIC*=F zSc+d=xyz-#a?7`nTi0WNhPdS?&hXHU<#J6UOLmOB^9>oFLbT;$v@8`M`|~uXZ4Kj$ zL{j=~Je(@Wi|?<ZU&1)bqRxX(=(=VZ&U|~}_R#T}Q*)~;_T_`;d-dmHr3P^pc-fWZ z<>lho5lSLpT^A7jeAtriA`Y&^xpMFpJVKg{zPB2LH9qX6%ChMxm4smQNq@#nRjCWW zr+MT`=I4;h?)3BDKTCfl2IPUXp4OK15f`?<aGi1d$KL(rSEKx=FqL?izlzrN3RjmM zQ6MT+HW6(=_zYL@ayEAuhjASSR2#!a=6=%1QgeIomeU%Ugmvdcm`El)FXre$?-q(L zxqaRuPL#Cit26~dpi+~I(cp}j*-JMRh%)w%SG;s{#l{{d@*!jYXGo=|ZjH`YRbDVZ z31lp4%vba&OSZLM3ZdV7vWzrATl>uZIO!d&<qR?uv9g`}CX55<oVldhn3^(77}kd+ zO7tyce)I5$jScUX?5qbW{HfTzNO+|lnuna+yM7Q&n;*tjWtNn$CKFE!WnQYZ*12*R zwrp5fvYZ64`I{D`oX)F3l&IpB9Ag?+zSn-%xc$8gqc|!qC5!&?J)a$P0Ss73pDp)v z%VC;bVX!PO4Vx0`SozYWq057oo}ZtfC@5~9yu&&3#V1UVksc9}>r49eS8XdE0rKdP z-r|pdd<=*p6D7b}Ws+D&gEZ(KPJaN=8X2T<IW$IbZH*pz4j|d%m48cegCm|Nab}11 zJY66{Wu&PRf$XQ|SNlB-a_FUQby=9>5gC$?w1Y)026Xx4^b%LR@yytsFWEQ}M;sLr z4{5Pit07B>J9h7M=%a%AU;q6Wgp;&ZhC-3<cGTePxfn^|5!M+*Nk*0NSBFT&@b8$q z1FMd^kuwRi3L+N7k~?ON+4lub47cyWahUW2tw<6q_p~()1VT~E?*23hG1SGiKV}&L ze{D|F$mDa?ez&rvJS<ik&qM&$qD&fjAdWZ}0rFwqypbdN;;tDE-BS`ub?p7CRTS@| zE|4-Gq_Bu2?^yqsAiKKfJJ_hTJNF9mjQOKF=Rn@|GWq#8U-M~bh^);T6QnH~ELN+| z1ffD!Z6%9l+T(=#ktQQabjQgDe-*u7WuBj7*VORxa3eMe2kz0T`QvP+>Q~>wgDb5u zHlYkK{$6AtXx*wgY>Bxj5aG4c=RMi9T>*r0yl<|9p0)YPs_WcNDSB<j7+I|qf5Z9l z9F6R`LblrPBk?&>lJ*L6Ld@Q{O<yVSz6K--Yx{^Ky{`uTn7*~K?M%N<FZDV(Qr8n* zoO73+$Pm5qS9EY>4K{M<S{#XZM;D(7DgiftlU3Az3Cu4KnwO7%Bdi<MQRmY1t$)4# zl-s~_yU|SfX>wm<d}q9+s2Kc2L2+?wjk)q^@%M7|3$m+|LGN~UxkcBu&_xXtthCD% z(c5GF+o?dFgZiR|CW9}sW#i$JsOjb{v`(n~lGKB`<qR^Y9h`15JoIvA2|T;eS-r## zHGI66W!ebftiyDWxINfQx@bDM8)BEkv&>>8ihjpzwoi$vJmL7Tre9N}IXxm!`d79a z{LgbB6HgZ?pexcT&r77CO;18FG?(GQ>?<dmC`+z1#(XiRp=E+mKm9DeI?#Mh1Jp-n z)agl*?iGPng4S#14y-4|cT&Fi?+$laoR`t@q$$WEQeN?B)D_^0=glwTxCN}2oWIpq zvKAZ?<&7EXN{jkRa1;~K#jtJw&Sd}>G}JWIw-FN9zxc#myf?W3v((G(Dv#{=9>&oY zDQK~V2zi=vD+kMfZxaE<)=)B`T7a{2buzK^!A|(b0W6QP%+3J+r60JiKcmn3cK3oC z!h(e`|75TzMc^g)nl%&{7|FYP>kFm+E7c&*uKWw5V3o&=#ha)Oc|K7M{VFE;T}c_R zjsxmWC323vWvXv07ixZ-)=N5?i|lS-IjoY%nA@a;)nQP3nd$knQJx4%p;3|1h5X?` zTB}BWJ{axG;i#xs1PBNLw-ZI0a1s3~hPK9aA~`vU`E0tA)fpBBQx+1a>Gfa1N#xjC zmJBihuP>H)rVq9%bB?wjX|w-jy$4Go%B;aAmDmUxjv`PBK#RoXpC&y&iaqcCeP=jT zQL|*Bf2j*oG)@c<ob6tIv#<1AHq1`wq91n8LiPK^k4q}}&*<$8i)RLEdQU5Oq0`U$ zNE@&)Pdhkcqkge)2d$1HXVcO0UD8G8GWL61Z62np2BUFyf<i?6sgosxnSiwzp~v!7 zj-FjCHxeDhKb!V(?Y>jXu_xyFU3WsMPE~R(*64fNqWzN2hpS=$b?=WeD#^EIpk5$| zJpnVcjTc}CQYRxsDurkB?5t(BSFa#{PH$yf*Z-IRCm!-E$w|nHj9d<0%-OxY?l~Hj zTEXM2HBMcxZYl5?n1p@Usix$XjOfEkCGA_l$Lz(t&#6#%Fqfl)mhi^$;}8|_`2SUQ zSG=XAjH@B(BOLTTM2D4HbS>Hz2~2NZFzZ^?x{-;S4m{qvmK}-vUW&oYmp39uIu^w@ z5_+b;-k|Mmeym`m<Ozyp;<GykWovhq<@ou%rKyq&5N_!Qqd3c{8XJ9e^@%G4m##@L zLIqXwSHQY4O&T8=sQ{chAQF*Tev~ZzJ4XpIJ>MWKKM*9M3CR@`F~h9=m2|1h<u?=b z$AN2MIaL)XhZLI8gshgO9W*onLt#GP%~y?aCH0V2vm9@P%nQRy{q!4oCnGu}>LmZJ zmC6BCzB?G7{`_FUyS3dxcL8WprV6{;xdTca_yENcuZO#fQmv{27D=1}`}#FVY)f6B zi6AdY^Zv1E5&(ge>P3gfQEkUJed{7I6LA|B1ZX32UO41WD15?r(dTi~L-j0eg!H;! zH8mGN{??f8@6cSM>u;hEz~IvZ5KfV_10WF#nn!<(fB)pQa$Aj-B4p8EzoSO|Cy>Aa zQ7Ua`Ik9CYYoALWKK|Z+{U8+5MRzT6ql2QDXdnQRVgaW3@!v~C0;6_;s;@xvPJSFn zG`qXIKguNAEHtZRTmU_lBOtwo-~-z3kD%9B6{r?;Z~)Ke0tl0l1|CfsMgqwbvm|hz z-W4ryVq3CF(=Q)8R#a+E{CoK6NyBo_Ac>OIFTp}6P{Dt0zu)bV(RKlQxC4;kc)TWr z7Vvd&Ee97s2z3~}Qy8F_>(9ou;XVQZN}ybsW{exKtuIFC5<wcT`zfv78XQ00h>}2f z;RK0)o-s=h9K`7Qo|x@*(_ZW>wja)`6(B|iI|@S|kbF)-A>wh#4(Wi&ph#Nj<~*SF zb<RwJ-*pK2B||K2o=L)7^6JaKV57b0SiK#>ewWy&@u)W9EXNZ+l$nx3QeH*0b!`yH zp8!q`>c22rCCGMGh5pHO2|9!qAuC~e3{VO`X1wmsCcrqN|AcJ!>oW8xy>@i*Qmc}I z42%AI&#Zwev)_>1@D!m)+@BZkWpQ17Goi)Ffpi*SdN-6L>LuBF!moZ_5QKbG*$Ty1 z1~Qd@a#dB*YpNCSR{TRB+e8TRef!6Zi_1%Tk%0r;FOBVzJ$btwM41));2}wPHE#Rb zMp~)aR!=y<xDa&K+@5Xp3QP<SN6Wo%cXP{8MNChmW<XCVUZU~uS<0Hni&>cVUbSgH zpEK;fX>z{{@wl*=Kg!pKIm+=k^r0~>k9^QcB?oB`5`v3bfyDSb^J*(WNQ}|YPdS}V zZv!hLW<84YhtltQ@+dZ(c&@IBKzT^3y))B3R}uFr;vJ>8;ybXd`*n|8W@k*Tty2#n z8*k1;2eP1*+We=9vA6j*1qE)w%{#s;{Lrrg^WtZANhLq)CVCxpbtiu7@QibfI&yil z$60)5N%^HW;rM&XvW}^$t3S_<tl_kK&|6hA-tpe=q+MJlE>NXwU!S7!VGw4l$%|_g zMQfW}6z_SeElM0hC+am}71E+RvOZB|*7UrQFAgkH5@xv|lE65a6b<hr5yhmaeA3qB z`P42~j#&ZIBwcBtx^lb`oKKF~l`Ee)^FtNWN`vP$v0+$wFHbNIr`J7!cpQifOmTbc zGY0ch@ISe@%1I2L3M=bPlak8iN&i!mxW7ff>Q)<d)Ra<%RBx!&fbNv*vl#9pBN@&3 zCQRK4&?OiPk(2SF&D?S1D;2yrwHRQxjOY8+!z~~Ff#xXJ>=hE65K_3DQt3{;kw@{1 zCyTk4m(^Aq-MaW%vn`<=cgriH6)ZmksA+BMf2JUk&PJ;$-cOu7fB1u$;8f{jWxnRp z)6Lgo*UF-!r-uUX)QO<pZtSE-=rvRAIOkaFR`(4V3N#q2N5d~nvk6S@<v|0lm<KE_ zZnz1f!KTCI$h4_{GkgqvD$Wz1ct+y?2MZ9h0J~{dXR}~+mkjsX%E%G3Vd07yNqW;; z_vtdr+?ZQ-xo-bFu%ZTzO07fi*}Ch!&cuPs{b^}#j+q{}$X9CAe*QfwgN1t<F~*|} z%$N<N<&&AIQ&UCkg(;PWajJl!<j0WPX*pB3vJdle+OUA2*x#H0WwCd+$9LZF^I?-u z)Xs3Ku)*>*t;OU~n8**MXC4{)>r|yTe=6nz%uRFJl`Gt&xtw4$YDgIjZHZqR@s9(G z*CUd(a07D8Jf5iKc4W`z^j2E7SNd#(j#evSK`M#$JJw)tPoaQl9CFupQ6t)L!b6QZ zG%4c(2Wjx`y)g7X{OWz(QdOv(X|#`!8=x}>4tBozXMG)<T^i#ANWH4toW@fneBvYY zM+aIXVJ9QF1z0w<f`)(D!_a~{Hjs<fk-HSr|75Ky+FDs!7NuR4<g4{o6uqNWp&vcg z)sr=<0F68-o0}Me`)kgzpCW+PS?e9L99J@GD6tu`P(+>xJ;zF*YW=xa3u@^F5{0LG ziqH0aaSI!Sb$XesOLii{!(C@WGGh6!o%QTj7T>|^bfZrza>+v)!%bO0k+~z+mLkV2 zXVffhFqZ*ou&qot{^bu*ykj)4{N>=y_w7z9=GNOlNif_%Kcxuud%v-xE;i7O;Sk|T z==lur(?+hMv3--1#D*+*!DIDQsPgJf9@Dr5&leWXxgeiFV>VDIE@S&y8CT?kLiV=7 zc~0e=l#woh%~A^olWhBWs1e4T1Eg@Vf+p1DqUT~@A2r_H!y#_}nw#{D7gXbb8GecI zshk)>g!k2Pz9tBfBcaMt$XH9hHd9gNDi|-zFdtAoIGy?apT3WYLnzLnbR&x$8Qou` zKF9ZS3TErf-ETpjTR-z`Q2*cML_zGdsM8G3!sWU5?{b5YAq+C?7L6A@7-t#Pn>Qu( zl`N%B`>$VKE))$sIJe2{tYRMI*PO4885C}pNu$btXwqo|qcE}q5_pK3;5;1-4@%x7 zFVblW_cD`|I{LaaUS{(}7B$m3pdddpvwdcBXXoc*aJvurqRQYmM6eluGBV>&GN&R@ zQantA*$XGFgg8%sWFTp2aVq(SGkbMXX<N*@5fAgS?YXzdRRt0_)YJ8x^CrmodsGZF zC_Qd$MCqSQvOeZ`L0~^1MPTO&C<84@^o@#oEGW!eL8kCBga<W!TC3TkuBIHE(MK0p zSXgcdkw64K7sPo+(3tvWE#ReTip6v*!Nur7Ey`A;Bm=$&1#eA%zLaY9p$EJ9_$bn| zthhLlou1$ncF<IqcD<iq<8iQNR9dK@B*QPm;5&;+6=0rs3wQersBeKY9%u|_?M8+v zW$zt?9vp<~S1*5pK5lhP3F-tHsX{|@b62n+6vM50?RJnUzAY{;2GY{-J^(opJ}6rQ z<f&~8_ok~x8U2PngYv|s3rBzy?OUhW>hU32I5I87KPlS96g938-x+x~ecgS()SBD; zu<7lw!R+m}kW1w7cYXDwq6P3B{M%e>)}wUj@j;K!UiAv$5~P7bcc-IwcXu12VI1d= zs`w{q54ZH9S3UZ7|MZ)HTu$>z%E4+(erzGCc(x!%jEG3`I>Xi9Tx$zd6b;_aw~FOs z#IjwpOJ26SKT8_6bqnLCUf!%7;r=V?YHLGH*Lu`eg`=d11Q4o~s~hmCv7UPZ&CSgL z`Rh>@zo9IUu|qiLva3Q%f`C6vUHUEAd@?hxary5FaW{2<QdOL5^~nEeuE>;PAb@hy zjVflZL`ZY*ebtrbxn%<bqC?8;n9!oY{e-C7$@ANNDI-k>-FFu2z5tKRYF6S{Xd)Dy z8-DMng8(0S;-;iq3xvQQH9ZheumA_0jxcl%_zG08JO{$r!Sty^j=BV$n9q3SVBm?^ zlRT5(iUn<|eSOJQo>3A7v+U1VporpDjpgz=*xU2GTndsUDXMZkF=it;*xhYBpSJK6 zSxA2q^f(FYHwMbJr$DMbO!0&ZMESV=l%?2}iYV%D@F-AUyxwVw_if)BDYppngOi&$ z*#^QIZaz0D-b)Ff{Dp6>RpV#Zsa~201}pryg0@P+8UL?I8&K~0Uz4^`Hb3L=O5=K0 z?_T%`0v7wHV1^PVE!3oRaAP*leo*AQ(upH(`hoEc1Owu>VB&iRl%!{BN@F+g9(4it zswSY1fXsC<=bTpaV^5xMuJXSG5Qf;pfEkG;kc9^C(>Q#EhH*yVrukUbV|cmVh~vi) zL>WaCg)bhj-)MW)i5?n3i+IbKrq<ue!87?GaLof({EU$d3kdwV0)F(PwZg#xzy^?p z1C8}-;6P$yWyPwF%PmMoBJ*m0Dy<+&Q3nSzw&uyq7r0-ilG2R`O)4NkHxB1SJOpWR zo|ytQTMggSq5ovV(d%?dx<F6^4F9fyCe6WI!v(<cg%Yu)D&TShc+6<UV5+y;vQCH7 zY>@#P*;-vpmkl#~0^+-Z9}yJkBwIk~cNSoE7^UpUYQR(#s1YaJFM>#=#3+%9;B(uD zxUoUbxWw%UIyt(%I4zI<5Y?V;J|9>J-GPAbp#35EEVT#0Edpitqbm=|i+Mnp29na; z(C&PbAW^ttI;!~hPm@@XEnO)_`xgSpp#ivxJm&sXF)hJDRhC`EG$z+e-}C>T2<m%o zbmV_*alQ%}xG1V)ac(rIgK*Sr3y8!~`<aYT7y14tksf^B;-1bAJ&N((Hi0nmB&faT zGpF<9SO_II<NUXdk%Z}^h*cSi?r%8a_Lzp9-?tfFrU?rp{^Hr)2{+=b-}|~Yc)z+9 z1UqVy;QTJQUcemheTAMD%*zA$7g@uJS=82U7+%w+Y7?{mSY9AtdKlvc@fN?pscqwb zOP%2$ATRtFu(JNZOQDtP63K)vv34UtNWV)#wjvN_)SsRe?_KB^YV1$PN+nL2pIE)J zKjnQo2s<s7V3NJ1!ZV}8RHlAc+Wh5k9(L*8r6I$`+8vI(R;I|}&V?B9*5B@)HGokU zlrdVpjbXD$ohx5#GV5HI>1rGAdOnYQA&Xea`S4jqX95XoXLo4wv&c?`nRDV_+sTjq zJ<Db9k{ca6Gv{u|!|pb+RC!=5?JwC$g{fuge>0Msb6UlV-%!Rxhe!#UcMnL~EBVDI z6VcHSQSFnN8o5}5fXcuSUN8R-iTzJD6ya7g{~pNX<*k>oA>zR32NU6+n);-+IjvC3 zi>n@1>b^->5Dwx~0|RcCPqe~Gyv;XhgS8Q|ZOY4{qa^$2Er0TBu*mMNm~V)jUM@4# zRnn-8o<EKPVdf}@Nlw?K0I!Kp5hW-)>Nt0Bp;-JU%Vi@0Xx?xpqEqOgO<6jrbZaXd z)k;K{cI7wbq{yeNq=cG$bDYOBQn|F$ok(f(-uBBTrNiqJQ{l-jv%6OxwVN$6JBelJ z=>6PFb|&yrds^*KBmqg~t8>ntUkQ=iRxXxfu`~=UNOp`&kG+DJ*@VAx98+xJZtPWx zB|$ik^PN;#K~k=Io}}>$3Vvk7Z)~Cy!f^Uf%#r#<V^f~}@EUq1KO6<vm1*YK=@$z7 zuBoEx7r29I%{ftm*{R~uQ}Q))VVbu8dHXL!5AgF01U3d)2Z=!_ZTTfk8=HEHMFpM! zy7-@@fq0~0A1lEYRDu*z+$T`WERU=<X!VHRfci?Q|Gl6Okt8lewvoKmV87zhM3egg zF};Tx>dU}Wl$POH(KKueaEf2SdcocIrJZwvu;a1oD$XN@rdjvPOmadT>I!QsLDxm{ znHev(#A2*6BLl;!Cxz!YZZ^cU|C5DwEvzHUDS#~0Wpw>by3(6B?F1o;QoKK_SeOZ( ztg%^p8x-XKL`vWyB`r7-+_QcAs?d!K3zf<XR+`SFX(A0ncI{c?@0H&c?If0c@f{E? z{aa6-PeH#f`}q{QxRSC-os<YagIcbQcrv1p)M>oZ_qDxJv&U=0VCF8x_`TW}!}f;K zh_6wRJzv)?r>TxQS!uDK3TJ&2F~cLFlN(ig|6V!PUfwaE4|tU5ZG2?s|9VQo!_mnW zJ}sR)I=`kaW5z&G;AoGNB+Tn&cekH#QBjVID)lXoeZto=W^23ciuHM;mt(PZ5a`OQ z6p*(_Wh&dy5QbLO)I^F>5{ANwQR4h@%zaG5U1&~#d^2WeDQT&B>IS{z%YiQn%0<d4 z@%G6nKRd-x^XHjAa0^Ar?O(Z}A%Iy*Y)Igx<J?GVbNPL_r3%mYuNO~*ba~ktYX#I= zPYpWyBWVlIUo|Y+>9l&>_l*BUA1QbcNJ_fR^5nU?RO}yX<~C<|kTuL{{Daz$3Oi4C zgt@F7W-i>@@bbnq{Fx&_6FrK={)3104m2Az3#W5c=VNT3p@|7T1Mc~W36!tQUGgBn zs=h#<1=CL18Sw@zjMW2drZ#uBRQ2=-XRs2u#x%zHIirMrt~~|58A)gBJ(HbQ25B0t z_{BlbFZZs9*k+nNoox<&EtER2>0b*v&$<2U{Tf$@``?RC|9{d*;Eq5rC&<sw&&!Ma znB0KKXIzeElADmC&y>3S@`&v10XU`Xi2V`nj#k>upkJ{J@ZDcxIc#;*x%Qeh*42a> zmNWkNnJ)Ta^BC#&5jwJJ$KH${wC96A<L-MeNNHwerCVu=3+)1cy@y^s&`5Q8_UJVQ z4l+U7iZ15vK-LDzey{Ped47&0o`MQLa&U}r<02nkA4P*7l#y0d+BQAqLs~;lo7^PI zeC_H*i*p_v)~YRBp6TC%E(#Vtm0A+%DZ?XL|8eN|s1bDw^1?gq8fzpUfN25(r)Gq& zxkwFde|hh21fc|dC(Z6)J2FTkRzZ|pMWebq+8sbZ(91=6{3cH+lo$lGxQ#!J$enCx zl3Q8~zGaG*Xw0!KORB+3tH~Pc)yu@0u>`YBKfWVV1#GKfsyxwko^u=&zL*6(70{c+ z3+=S7T>_pn*c3vS9r%iy06ee^082Ugi2bHEsbqVRCIT{TA{<ICpE`)Mc)0QtZ*G=z z_8h9z-S;5S@ezsV^Zdgtufq2ww1zv_fLK!gQS|!>a{pR<Sbm;o)0a6rVs?m9EGyt> z-l*TGw6kn3^NqClFM+H>z$Ioxt7K$|%sK_IyDC{4XtCa!L?31JB}F`c{$mG4AVSsc z^~{%(6CeiN!{J{G;BFO`Ga~BWNmtv{e+mSC888a$`(qK)UBPl-rH|d1o*!?NVp6xp z)Mq2@C~`)3Jbwsgn^cHIm2dwk`$MTJ*8m{(Xn6+2Ri?@frK~Z8pg$EJ!05}#$w>i* znp78onSH&YnK}|*)@I*HpC2IhhrSn{FL@*q<3+p37d`*d7kgkA6!b(^aVE-PYICL^ z$*W*a*bP)Ca>VES`*HobA;SK=>QnVf&gk0nl7HXX$rHYMWZ0(9GKBnLrp`@rI(Wyq zyrNr^yjPyQ%sx`RmoMB5nlEPYE@dm6x@>t#{2e@fLV2U?Vf9ZQ?9|>DJK~2J{hrd| zGx!vDc`C2EmL!2{W^P_E<WCb@${Tte(7x0U+=PI{5pV|pt0>SwB6Ao(_JPXT9w=|t znEZ^X+wCGSXi<IFql84<262%}7-_?4&+a@8S*gB`xNU_cr6WdE2cWAw|0jPzA&yFE z^I8M~1H`jY1kl`B;rD{UOkt8NT0dGl4iXB6D8#v;_zQZHh3YL?tStzKIAPyG+)H{$ zj@~F570Omq?u|DYu+#DJYrPWcj=T3DF|5;2!wDD>#J1}Gr`ftj4A8j}`#Rl<@hklE zmol#zww{*2&s5v1<A2s%udNWCGULQ(ueJi%RTC@aQt5doIuTFRoB}4pqLQS5p|My2 zAJ}m(bB)!^hu&zi?&3%E*7aGo=p{kOFV5|7BbB67?GM5wzcZprSrj6SEfbKQDlf8) z6;mCC{4vWBj#Ao?I^1#5LWL`_UWN-8a=F57VCg%vudq(aS>dl>A<|VHB70K#QO<@0 zVd8|r9GNO>_ly(z=fE#BU>_%tMr#ZG(tZi4&qJxt_ySVxbhaW7>a8DfB+aLO)hi(% zTI~~PUq|;5TK>$*-?`38QZu`1hohA)NMlBiSedM51%3n*If~Xo;Ev%u?ru@w#74RE ze!rmN<~chylR9HdC!K0cG!A?p?Q8W$`Y8l&*D848GT0KGDcsn?26Hjcw&1Q2r3_7a z#4-E_f$~1cs38na{rC^t!Ev6!L|>8FW4t8=gVW~E4xuVBKi~7Sb6+3w-QSt8HE-QX zGuGW9?1(rImIl3ngQ5_hKxR#2X6_(p4soNAQ9-Www{Xx~!{FR|lZ|2LYg%a?ucM5} zS*H}1G>YhbPGpEEne}l#90v~?a#Cao0x$bg);{yx?TdQUdVfUZ_hk_I`1jv$ZSTe% ziG#(Ohx@_7qUUeq0D2KbE6^~ITz%i?M10~lk><7U{jeT=V9YZoxF|KFe|zy<==W86 zI5XQ;09W1eoyyf<EdyQgSNkc_Te~TX*Wl0958c=cXvpYdaW3TGmsqu(PqD*rrlhnt zzAFU;{4|wC!Oh~kXl^>`oPcXF0y^OT8CmjF1w8%uYnvA$6B$4G8uY+ZNJ2X#mNX+h zDwKhU9JG?=zBpV|04FwH2KP%q?S3c;Zv+=@bs@?B5$!m{5)_SHz$OxWalHh$ST%tS z2O*MD)!+!F<DkN|6vBj{xW_w7pL)%+TV53HZBNo*%i*Aho&g6RH6qt-r0sQy-|h5{ zUtBy~BI;XKRF`oE;wQs=6Frxy%DEylFpzG4stABOaR_fk@|r6H;=-(rFa@(v6N{ce z0c<)&UsvEL<CNjVcq}1Pv^ddp2D;CZQncQYiXGVK;->56Wa@nAc5y)*QOVU&)K1(; zZib1&m0p+c*dUy2_Jo3E6juAqJ$#FW8f0Rf+3}W@j~rletoex2t8Sz`U0WzqHM}O| zMnV;sD<0-8MT36i6OkE^LhP{OsmhcvP^nqj6uo=mCcSuUL!>hfa>b$9^5u+olk}wV zh5{RZ+cUIFR_ae^?j`$M&8tBtW{4$_qi4))rJJsvxJ^-AjF9lHe@Wk4)oWHh9ZZOY z#AJPoZs$iyg@d2nY1d8(sr*jM;&L^6;5b-*1!0-1b1B8czZy-4J)n=~Ig8e;2v8{D zpgu8XiPogrcfv>fVI2GMYsZb4tMG8Ip0bn@*#;4p6Ze+#sZB=bvTpKSgCnYs`v)G! z5n_fNP8!;opbM5azV{!rWw4N^v&qhL&uiX@6%F&S?B%~>iRqyCmSgmjdP($t73HNi z4pr9J)0Icu6gn7P|09>_X%N&-dK0o%`^@WL1^aeuj>!2X4g&)<%uaG6;o&;crs3`` zq7OX55)Fc4M?>(J|Gu|H+r}wON}<l$on<e$uG))8eoCZ$M*guJF2_h)J1O<P2BtMa zSa<k_61<A<zOHpj!pj2n#%8kmLMP{9c6<NSi<+*Vbbnz;55R*^nZ%vl4TqO&zyn&Z z2rzH<WJ=dWBDuksalP8KRoAX<WqV(;tvKsSZe@CZbUsI~m>MHtV7Ac)cI;eIACX$g zTktFPgdiHIN!}61rS2=D>WmR=nm(~y7&R0OTT$4^xCm{l>YHKK5dim1;txkA6374Q z2O<=KC%Gyh1GP9M8c)+OTG3{+T46d4+7!)doCgLjmU^F#&!)xDsueLk{s0I!n{5D@ zK9nC|K7A#~+I@GG?ptymxc;PQIsOfVN_CZh&Y*AuVnD2kjbf1r_Zu{`Ls_`spj-A7 zX_8Ty&;5pP7~7pV(jM!AL@Wds2a&MWR#n3TjBLm!R}EJnl?Lkg0<Hw@-{Xi`Qr@?Z zP=evb)?-v~q?Z~M&LoM5i7%s0*0h*oXX*OE5-LVXiN-mInS0u-@uKKksJ5*nAGlC1 zVsN1z^V`8^U7Tce;a<|wm$$@Ct!xE>!tp$Ah9sj-^Hr5dG%f(%We1#p9v#bsP(1c5 z^mlf5S*Cl4X8;x+=xN$6cc96SYH4W!#U%S~a%XN{-VYV!_OWZVL5g%fk4-WDUSjuk zdf4T}fwkZ;A8Huu?vD$>w8lMuK3LF(DK`W5i^>`lyb~HPT%zYG6yo3XU-J7BxRiVd ze~p@6hYaptf&T4?-swD;)XyR=)hRC1`94!He<Qv3N9=gH+V&9}EdG>}ot=G(y1wL* z-wK33>x2PM0epZ{BMgW-0bjEB<H+MxOR@3ee`nKTqpIKPPg!h5n#j+b$@($aLWkL~ zyPDkl4HF1zgaXJ9NG|*2A8vcuK!UUZV?O4lJRzCe4mF8iyv`hLR|ZgUtr~c+3>h#M zhdWrhJ>4nc5HqNZ+BWCfl}E^8Q1G_P(^vgW#Rv~cg~UyH-{p=b${|BQL2`Ir<jeA3 zr96JD*~iIn)BoRO_y==hkD-|-i^b}F(U8{We~v&-YzR0AZ00{)k=T+2R|3v9WK7B; zQn@#kw%|58U8P=(`p)BRO&}gvg<zi;zkIwv1=l&!3QAqmJgULrUo2VNg(lqoDUT>Y zs)@V%@<>lh08Y;)a6JMYH}^drNCR|BJul{@7?FH{(V^LYX(|0OAO^hDNgxT!G_fwg zkU4`Wwk!a-EajHMLuhXsH_4%I46pgyy56QfY!zCRYEhw*!NqVCX;l-0syc}x8JYLw zwEH(0h#cF*<ry(#!};hlZQ(`g6E4arq9$R9e``^V@N>p@={0Z?3ou^-%*y$$y84Cg znR-WN=<@D9{2AX!BNEq#Vy#E>F!+}FCilqaqI&!B17<mUN-~X=C;l|R2{GN)l#dOr zWziM`0twj1>4DlHurC6PF)$WQQY)>)jlyrW>CAh!36r<RYbkv*1EPuy^e>eh^vLMs z;TT!$=ZlBw3Fw}PqrMNCKwt~`q^c^79*K#K{anO@7%Hh-CrvALskmURnO(L5?X-rX z{^T9Rh*x2*%;ACl!1y5dFyT)X93|Ot+I?ubPL3PcW~MLN(m1#|MxD@nN8G&yo>Z^Y zhv{A_foj2B58DH<$%DVwG=azWg3Ja62<5i?$=<|F=rCFcq5TWo;+(qf6DUdnvR7Q_ z*Lg<|ecVgxgIX%dyIR=Ls?1p*>n+d8x}X;?j>kB4x@5wa$cbDcmdzhuZtIRO@XHi+ zJKa=O6n0$h2wqxR5~CcNn!38bfO&(~zGQcrkn6|{zj{(V;JJV1oEjZf9X1~1VKtzO zAAa8+<FbV?0lPs_Y$^l2Y~C@c&qzM(x=0gsmF`E^KTD9Ie;`ZXDN@Uz3;p@#DxvHt zu4+9vmI_cGm)vbd6u|yFWwmu2XC7r)37%+CKZZi1Fr>#!gj?H1_z-kn-GLCPonUuY z*P|_(y1u6)xT>_Pzb3~CPLbU!^Kb3#PXe%k68wwr5i7Q{S($=>v^8UBXqZj(H>t$B z?#dleop~kuLl^O?@EzGqMQB85=cl#8b8b-sGT$&`q|dJxHy3Q0FAgYXj`bBE{=Vk| z1M#|(HxqYD2cEGTE;C<7>m|`H^WO)@AC{=HBllC6Pa;koTh6>R+<R$gR`pQ^)}t!L z=4eaTXHk}8R$r1(Xke6HP>^F*W!;IWk{_~4kwkis_CxN4#az_y;|2A&%Od&2i83&G zR!Mru^if&^@XQzEq#pvmYmJvRLGzBYxn8HgyYKgcGLLAXfH%Gi_Z=vrN5emnQiHhg z*R|W$^jC<W5)ER<+25kb%U>&&LE6Q=HXbFLI|?iy&$fYi1<R7_{c6v5z*YM2{tQS3 z0*^va^9;}x_DPb)(8^!_s9<q_R$p>+cfZ9QDQ{dca_LY1-lMllZtq9WGUH$DP+>HC z+U!Ae=Ja0=Y!8Drp6AXYx97tYP;IUKYgI#32$)@EIdpyW(jYM9(Sz%ntTSgc+{3@O z&%M2jbJ5Jn$NGurI0aM}V{);ceW-h}rf)2nmjO^6_&*mmMLn3JIf{HbLg6n!dU*y? zSw!(~3~>IRU)_XzU$<J6KEG}#^%wv!UTrcu^bB9E8d9o&Udo!lS-J$BV^EK}j7|uH zl6>OPco~cWV8ECU81*!Oc}^23=OAeCWFv`d@FdsUmPh`lF%)@R^)(=Dsf)**GW{)l z1+|@gcshuIf5?Ano@;bflGnUmS`V_#B7Qtc0VJB6BQ;ZZ57XU!nZ~T?!eubB8iq=y zNL?&}1LreY{p|VmRiAt6%@%WlzAK4gnS-7Np>6MT5WhD!H(h{ZE!;<7f|;RF#-a%< zh#$GcbsH4A6Che9p)WSIgNC4NEbt5SUj4kLPlO{`-ZAC|ee_)sdtE4@%wX7z2k3|s z<f8jNL(5N926%W4u3x6GQILE<QSEvsgYT+9D3FQ=mFeb?RIk-SLwE!YTDP$un3O|5 zYF@qBM2dK~k`qS~_?q!)K!vV^Ey+r;pYL@>i?m8UtTPOlVKrGrtk_NbFduN#?W+KA z|F+NH@v(!g{|5{3<S1#?3f(UXrtsNns(O!qAgdXlssBddu$uWIKMnq1PNd3aQDtlp z2KBq09UFyj54D*Bdqj7`L=&e*42X78%x-7rSO|>=P>#4nUDsmz*sL&_`=;AA+*v?; z7w`~S0H!B{jyC__)J&IwZO7p^^BULEJ)%4qi169n*e^{|HxJxB7lz9v%%@@^stVbF zv855lA^<1v)ccD4+FXrWseoKZ7tz4KuN62nI)4=h=l)^7gbY{c2RCdcadr3h#$LJO zUS)DtQ6C~#QVhb|%%%(E?8>lG|GppF1b^|=B}6vactpPF@+CBi5p-UY5PwR_G1AOn zh|rHN|A5i{2k8)?jKb6na)5~<f5ghk)%M1<?5mUk&$;)fs-l`lF3B7p)aAuZ&9~P^ zBeq9-k>sfr4UY&QNdM4Y(j^+MV>uW}-uEdwwaY(TDsE@M$pm5b7)WX$_?U8U?*(^$ z+S}V(33W;Q4h(YEuD!cdc~+X)?oXW4Jm$YBIDcc+oxC5^zw+NHZ7#|<>l&#yCp^XA z>bhQ;I)CfEcAclyE@PqL>Sa?JolvQ`yj9glf9d>~FLS9iVZe!>1><Olz{=fUqeDKb zQ7S(K2qBg&Q@y$}H1)_gsQrv}10_0&E<pXcX85s5iEHyvN0?X`rTEap*L>%{hebn6 z{387=^;JX)U<WK*7kUOMe#m<}XQwCf>UJcWiY;WFVTl0_9y;s_9!?_{dOApeUCdUR zu|PvM76J~p_*Tg4MS+vdprDNxA5`YBY>9DD9~H5&4|d$tsy1MCKJMfLU~j(hin1oz zz2vtiFi@ZGYWBS8dM?V(zgc`Y4#u+U)u}V{Z|GAmhpiV8r$=7<;o_N6$`{j)<!!A4 zkQPc@9!GX!12$$@7I!L5w9gps(O~4|hSV()4-%+JSZqn=t~;aC?_H|#svg0X_Hf9D zT*1}?HfJ5nB)?4``lN!GrgO{hubn+NyLdio@7s!oVwYb=36Ay2od_2uJanZ@sF&!0 z!wbk;mV-g$qlS4+jq`0&&*x*nQb+a~7#Nr>fc@_?az&&6H6xF+aEjI~-9><wPu|Q2 zxGrNOP|fSE8EFhKO9f%}q5bgygbhmcm-Z3OqcsPMf=T8K)Dw6gsNtrJ4%d4$SakJe zBOb4s3kh8HTW_HoFd7F*JoF+|M+x_h$T0m8866Gdo%aHTM<M<C2g@&g&u`n)Jh$;{ zg5kRz;<lI+d!+U~9wK2klBuN$80DZ2cnM4}3Tw&%%@EN1z13f(++R<?QWbL1r~n?& z`CeD=?X`;#7>-A79DvWlV~*wE?Ck95_`Z6}wE~DPiJ`-?(cmZ(Ew5HKKzFQu?UGIe zFG_djZXP?e>D(XoPzXCCf*rZ*dn}-co`B?8fjSY~sH)PZuss3I*5^fa{y5af+z(y$ z{6-MSzXaqy@p1hZoEX73N)dw*i5cPm83X{E4w}B@ODT-6R{PYIMjZ;fI>Mg&a&zN; zgG|<~Ypbk1L>~ly7DGV@&WX+ct6bEQoeTy*XH8EU{Iu2P3PCwo_e$3EzvVveS9BT; z?8J{3s~T#`NYhdxw7k*3t9kG;=ED)EMPhKoyz8+N^)x(~c{nIXxvR({O*WryD*xNY zkmH|92tP!S+?#>?-?_JmkH*`D1tNOHB>xH)!iPRoAN^&c$Lgh>ac?NUeC^~J^BCUi z#RQh-Jis>rpl?H9_bN0f3Or`PlntDGSI%gDwm=}s6NtCIWD;le1SV+|!1x?EDgnPZ z8a_)3=(A=sP`VKm6f7J*<+83bcC@H8Fy)5x@VjgmL*v4XCx-J`xQu(&t3A>3;|WBi zNr`w)?y&(&o5Cbh{JHMhmw>Zgad}w2a<}lXgbs6@xQ?PW&v7!B>jd0U5ZYNV7I(-I zCKm*|h$Y}hE;ogPGP49&u*1wiE>9$Z;FYiUfdK%r62GZjPYrsV0}EF#U{MP^Sc->- zmAk(HG3yT{I<BBFT(uh@LJMjK$;v#~{lLBz;4(1VzrD>YR4;7?=R8P-3vUVFy{;B0 zu4YRuFJq!947WHa5s49ev~6m)Qx%H=g9z;(A|$yCx3~eDM4114GrOD_AkF|!b0_M( z)xS`0(ZpaI8&m!y7jOl@qNBrD%q`(dC6_6<a&H6sDDH|5Fgjz6WrT>L2D?_fBQ6dE zPa_IQQbIRM^`;~Ro<Ks`29odc){mA>Lqe(7tdPN+`?YMse>k#PA-4ZLknba-QtU@5 z(Y@<%ZoYMXxLx&q)6HpimJzx>XE*BpaDCw|x!8BBnhn^twy}^Hbu=8rP~>+ggzzmA zls(X4?2l@T$%uepHPAXt?`eU&w&i9%g!^R=Ge^gCH@sa;P<+T$+1gcaJ~|NfS|Zw& z)74EuZ$6|?Yj(K$1ReH?tMCNHOg|yp01F27S8>%=<o)9JD|e<QZZ}m`AU#t-Y2(EE zn-wxO6A^CjyFn6c5(CN$Q~@%9nwvYiTE8JNJbu7Dox4czemFg0<LHh4NP{N%jRE*g zow#3EQxHeMK~iXg%KepA-Nj!TO!(n(Fnh0Rq7;i9Gr_n{p$BMJ#kYg`#D(5#MuRED z-vbyi&SdX8z`r=E0~>)d-7aP7V;4L>aC!1r_fF%2qfT%>G>DL%=gMNC4H<2t*iXTC zWxj}Qw9{{Im*hU&&3lWikROD9Je5h`!f{FRKGAz*K&(jKQbU_LnEwH#JbT`Rq>~Vy z{E6ny@-$X(wvT1ySXNNfZpIP%I0<}R`_%QFM4}U1nT{luga4{#&z?*_KHllJ=hbfX zwgiw4GQnbk`#dsq7(~hTgVvY5?}fhiNz_Gd-$4B1!zuVxJp6F}kuy{KwdAh=kNwn0 z-PyXu=l5%jHV!`)ay^za`Mj_3pC7N!)4#`urk^oa;Fy_M@Fxz`0$6eEh%GAq+#}!k zJ-ZJ|_ZJA*V934T%J-`_BHB}a|8!S+b*0?u8B{T~>uOB<Bo@xcOi-wMCkYG0*}`80 zklGvsCHSuK3rS(<vbwwJPq6-28YKR?%goDDZ!O^ZUXZLOYFYhWsPQvg#EM#O)oAxI zC*zNtt(3rV(F6O>#DO)+4~>dxQa}d8q>HCirI~wMX8&%ne&0dFAEZ%otm03X5-vlj zeN#1Fq;e$raZ;_mscF0b|M8{1GfNs4VM}uF&f!+AN%moJkT~=PCp)S<=pf{-&;cBS zZkpO_6P?dSq{xo+<jBNbSD*HxB#`0MM$e^hCCQ5)BWH-HGsNWxX$)~-Lu&1xFi1aJ zR}5woggq6~M=rvv3NuN%Iuc|@ad@?b6J5?!Ro!SgGZ4wOvk+!c2CR|6K*w(2AzL{u z=Y)h7uzK|$;s<TQj82OT5H_QIb}<P;xdVPJox)*I7HjqtNi%9zF}!+H@)|@Z@iPE- zUgXDu#Q!rRN5USU&sm0$%4OIIjunmTb^m){o|1dPM*K-QnCf2{=2Vl{+;-_h`-92B zz)Du$e&>OAp<80={uBvue6-|SUL<9LwzE%Bbch}qrgC9PmmN66h@Lus?r`-d5d8<j z6TT^bcX?`G%2wLeB+lK@p)d9a@wLAob>S{M*DH*_BV41S7C;0$wz}VP;Ph05=fo9u znVDBoaQ~ryOZ9HgemnW$tco{uuB7%vLizNgn2it(^}}FeUq=1D6=vw4&DO6-sjHE- zPSzdsBcx&5%D6ytWzX&@LDmYhqXuS&$)Q4nR@C=@cXN)q7j8|wKUw)ENXZ#9hfP&g zznAaY)#;SP3cW~jNLR|Ms^S5M0&^jXcM1mZZuEjJXbklC^K8SN>?mX#Fafo<w=|6f z1+K2HiC8F%t7V0%eaKCowbeYtXaSyAQwj;A`(=#Oc;VZ=W#g;ZU#XRU7U*yn)cP2_ zhJ)UrqTQO{Z%<nCx?^v2zMl>^A0PE6wy~<2X}El8O+><1blARPGQfQ!du;E0?(KE> z`}m)MP1C#@TL!V}k;lqTLjO<U;u3*hl9_Lw%p#nq9)C1QoyoSq%@i#Hmy}wRs#o3t zzFqmW_Mt%7O+Pc}YX-wsaP`IV&EG=vK?Pp_Ptr;6;jx0+%hwP^?h{8+WZKm}k>|3W zl1Q`(X-0Tc2!6IP@^thsZ6zYmSHhKyWuw4gI{Yk8su!Cee-8GY-{q^g+TQKy_lnK6 z2Q9-nIq~)~D1(W2iVs5TGt?1TFlDpo+-5r4W4S&?o1HbToFec2^xU+$GWP{seT$EO zH|<McPWxfrNgmVBP~TRPB^Zu;gOdiHl|K8n)Bi%>K8>VEzBpf+7Sq5V?)-7A8x3@C zNn;aIwjemDj2G_`u}SM_zs80c`zsA~NZ$6a;rl{wnDxcLoc4IENkhy+HTzLAoYQ+@ ztr>?L#;CZT52I-;6*Fp*5}|Jq(l>L%i!)@?>33r6Q8@2~pkKnev{s5K8%Bb23hwM= zqI$vNkN0>Gy-U|NL3+9L;3`BA!QlFJdkA-XacTRPN@rr#%H3ULk(a>JgFFV#^h#ST zP3dN!7cbFNoL;})lDIDB&$fy!mCQSHmHl<JJNC0c(GeLNMETD_SJX8pyX5M3IfCKT z&HXmAKKtyH9x(0w`)(2csD{ru<<)53XZP4-zrkjLDRP-sG2E*(Q7iem8?3+f{lt7( zEu&6RWp((nQkcD}BqKx+B{g;b{o&4y=-uXLU5(Ibwa&H5hTppiLGlDwS<Q|+&5GDw z(?7O|K~5Su{8a?En@KVF8~=bp)*hC!m6YOm*7cm#9`YcKJqpw@R)e@8pz>@u<7E)* z!ph$Y?_mMvf*scTGGP37nLk1FO^)LIUra!ULkC9f<?qxk0=aQ<?{=sDIO?97R?pb? z?y&W2NQ**ZBOQZ^!?Uxqo$;;j98BKJN`$UAq+IP8Tc|#z8{GRlP?2_yT=2}pN%EQA zWMLf>P4u^K9WP*E!_-zb(ZGd+&t^<sM4#WO7>IEVZrE?PayQyoSkM-Da~Q}>=1gXq zG?j7?!g9>E>agb0yOGE+ki$i@Nr-&`O6PJ*oRj$;Ve{mQV6-xsShc0HvhoKjt-q^G zgU7v;obJ1j40dg%5r4#H6F-B!z4od%0|HXY1alJ^wI?0tQ#}6<Z*Kur<@&vgE)g*Z z0g(m~krt4YMg*io8l<}s>1HF{h#;*<NJxh?799f8Dcy)j*PS2k|8M;7IcJ<Z#;rB> z-UHZced~+&o$<_PKJ$k*srV3Gn(#vXor>AOn~^L(Ij~TY4TWV%@8ARXl2#qcdnS#@ zxt;VI^0Rw=N^ff{J<-{n^xm<%^~BR*c!WC_H$-ga@oGQkJ#t$zDa%RqFds7U1e_`L zA*XGctSwNI^o+E`NXq_}^Us1onjW8_EOG3o7g>T%w-Xn62>!Uy{1U{CSlOf$oS3^F zK`OML#Kh`zz*_X!D*vWS<a_R`m;St&ns=D=?hqA^IT^ra$+6LROV@w<BI*!L^~A6< z>GS8$`)AEo*b*!9-iFGrcHd={|18cu7>R5iRP>Te)p!zTuMdKC(8c`z{rj#2^`k^( z{LqdD0+S|R$4&>*ilbyLPYD*7;9zUp?OUhobbl#3Md02k9j5BdoRb0r6DOS_82mG~ zesFML5uC#h*YoI+e@RMe>bi3+2bqE_Jpp`@TUGLtesNaTH;wL&j^__zh0W{@J%#ju zl+@ExHP-d}RYO+RUE<?{BPn;GorxdczrR^^S5lf8pwP!RJt)`y{8L#jqCr1?f}2hF zsKLXIrM1WH^qZW)l-UW!<0w++v%XC|Hs=?@nW?tBn?jm;DXZ<J9LxeJszd_u<$~Nr zm6v)%TOY|MEUvY;IdfJ9D!8582->ThfA1eXN^xJXOW9^JE6nQEQx-FqM#aRO#KMz` zb`=^M;+V{JyCI6LnAePK{#PHdzh+~+5s3bW;HsyKc==NAD6M$hg=!Y@uLf0TK2=^v zfp*?Dd#87>BksL>jFSj5{9U#;VytuS@pSZ(U%4eX!0D}FkbSYL?n3plxxfWqp*Oi) zG}MI~atwKlq5W?$zGzVqv~4(_g7i9jFqyN<0QV(otski-RbvhN%eMN@J{6ECkJ_ay zI#;59PUkL<ZQ9d4Qrf$KqPQl(xhz#-p-g~xHINGwLs86rZqv2-4R@)iZOy8ZxUBPL zit|6b4Hh=;Gl021UQu#N;+Yfs&r;dB%SZOv!NhXe_iPk`WyP!gP}@^JW@Bm13REg8 z{tjAdgAcV|LW1rjQO8cyv+M!<HM_)q86|S-J{!-GhRt&;wzamy-$x#785T<Q-(Q+2 zJj6Waz370kVA66rb|McD{u@l1UlS(bR|$GKbLzGA9I3TbY6N3(QK)+LlvM{_>(gk$ zaC1FA?9d@1{Fvt$bD7k!<OyFM_JDeAYy^5kZKwnAIe3m9CGoFz(4GCraDRaB#J`?P zOt@5c`(TkEYwm~;)zqh=O2S{RKNM2KA@}Lir4gNQ(?uKXOP{qOJ7O}B`Rti!jgc-x zZv+x1vMVtvf_LXBE+lI`s%ecDbz!6~VF;BIT-9ToyoAyhU&Lx9QJVuL+9Zj_`}AI9 zN;;&T5ACd4ZIyGvNn0~pQ7DZoumDDER+b*R)hs!6`4w`w`bb*g1g>-MjK|h-Ub>8G zT4W&?YHIzdz;&p=bKvz!k{%!1s#iqA${O2iblPe+sBEn=_ub`rQy;f<xc~Z;j&C>p zdhfdBBppXIOj{KBh!p03$+q*Me=<alt3!*!df2xJ^Z-ddRaF*J&8I1=hx;!jd?dGn zx-Em$#R6}-HD6~kjw6I8A4IrMsi->N_x$pL3I9cd57{LZxm*OR@<m~kSH$Ic4itDU zIqJZ>$<>zHtjkfpr)wz}c+0wP!LOEO-iIGQ5k)Z5dcYNgn)_`gG6$`fmiX_f4X6)R zz_uaPeiTZbmto%9!|qnq@BN8a-2Zo3tq=|hm7AR>tyU|RsyPMTm<4~IvMjef^XJ8G zinzVglK!sK;=-`qgX7BCK*AL5*c^6hc>J)GM!?0z%{t7P@F$)8+<)bdIc~g(`kuaA z(|~AAYFCmAdyjAKT_@!<U-^-Xlrszr46+}=2&(wUkTQulK)(#k^MD46Z-YRfgcs6< zIZ|o@6y|PyYgl^M^>LveA=U`$aT2?_YHF2G5Q2f}&tc{qcXHR__N#;hz!us20gppj zy@Nr%zBH~t`UX`iK|GM_Z3c-;Rn?m@)z25ZU*DevqyVO$0`=PwV!Z4xYqOyaI+f;Z z_#wf;U8YQ}&rJDXv}SAwA?(0deVA}bJ+tK+&#Y-^ycyW`lCCFRSWnD(bJ7cNhVXAg z!ow=!sx-Sj*}nxZqrT_Z8(l=bsj{@Pf))!Syz1lM9TT=L$?A(;$!5&fQw@R>ko5Wr zfgb$C{4-tw`Q)*;H57R*79G!c*(pGXDIlgktTj{W<!B?H!(8j}@$r5a++chWw5W}C z=h4#CypFfTXXBb!Z&0Xo-e)r}O4vO2f8p@Z-@A7cuek*7X#GPR43vo7z|asGCUi`! z*<UoOA6gyY>@qFe`LkbB*b@KfZFC0x#Q1&Efzg7i0iu?*udaqkyrag)!Wer&0D<Gr zvdO!|ShTBhwS={5HHA6ra*c6#s+^=;+L9PR*S_)kK867e{(Wu9K>G*Q1RflqG$JPY zHo8O~1MKS}D?QYjbIRov3BD~G|B%hR2-3Bv`uV-1h=78E0vsOu>Zi@3RJgxf1q21X zJqri=`ua{N*4=-sKgh4r$?qXjgZ4NV<)dgV|K8$V@y?n;p8TJ44a*6k67L`|xA5*S zOk|^ZL{D%nKr}IOhM5+t?fd9x(lYKSyMZLejriRk0h#pez85Y&akQtRJpXQ!@|EHB z-R{xm_1zxZkKT>Ke&|957X@}x3d%^2*W0=$A%Gf<ZlbfbZ{Y9n9=zl@>M_oQkNSR@ zSdgxE=^H6d&}<b%Mv|zjo-+cPI5B0T_pLdtP$G@Sf1-IPi`R;Yyw*N-Xy_eMhS&}F zw6!gta{Q_hE_l&>sCk=?PG)^~LoctQLbbnq_qIi){jW8%>F3XH@NT_$gpa4H+CMV# z)~cou2JF3NqcIv;c68qT^Y~Dl8n1E6?sIfF_>9yhHbMscE9jrW*^B-@Iw`q*(c$@X z4l>!g_;^B{A!VW`d-*1B5<sFJwe(?T#t>#v6xt&5)_LCN=ii7)NlE#tH9gx%%9kpy zy1qffE-x3d6tmBzso5qwebEovLp3!uZ5rzMKI02|WG9#3H7XI4Q6ktj_ANo56uA8@ z>Z@tl2t4!*ddQP(tCHz5U6D1y)*)L1g1+Q9{HgM_6U=(cz{O_v;~CKVzPKIICW?mt zh0_6r`V)U&CM6iQw9`kwl7=#=1z5{9{$R#^CrO39>q?4YwB&BlAWW0u<P2{8_-wY1 z6l~v;_TP(%jg1A3y3kgb*ED+FL|sYAfLS(ONU+Nfc2EN{QNfo+1LXFCe+&&3>C|$2 zdpSAn04G(<c>Lotqn5}nS$nV?3Tz$0L=$gU58)_4WOX>+f7Uo9Z2tXCu5u1iTnz{a zNW{TLeV^(|;oXMjaNtEuL2t?G$_g~y&pT8@S3ELWRD^2Uk&lQ~HwB5eeJeC+{jQ^< z&Ckz+%wOn-To^%{mj@=Rztp6IRv|6r(=ZC9sJa7%Fzph<Z_r-E$jE3ou^|2xhAn~6 z9w<JOU_nOo=R&;HG|aoSFy4ee>7A^oPuT7O;TGNvF_oL!L7r+p@hA~0S`%V27>qd% z-vHg^`T6<&pY)$S+lpgQhN*9PaGzu!Uk0DiLwfZ%88r4LJvKvH!$~+m!_KnP2fBF1 zNjOXeK=u!Wr<ZfmSy)+n9AAUW=r%38r%|jAQ*0A)V1@sAI7s}poA|V4b_>Q2e{G$_ z2K$>P?9&ho75yU^?n)8{Ck;^sL751ep0@T8C@qGyLKR@cxpu6M&u&t{$N*~B%aK^; z?{X{=A#%UtK@=nPlD5LfX|6Q}u0pqnr&2RLVZE5&rc(AX?7W;%hf;P5Fxy_ym+<#N z@qidJ6<b+dOKWAvT_H^%vH1;q+dK_8GWcHa7PPCLUS9PjZ1&SlI6Q2F9`(9%{nmnZ zNrPa6v;Zg7(sD01vZBJj@_2Tre3&yi&++U^jHH;Dr%-yvAN?XM_QF@eKz&WqE$l2+ zZ2D^r6*)=Q4UM+h+9lYC!*Alh<Ph=-1pV~=Ph6b^Q);BVyu4DOS0Io3%pBcxbmDDv zn<;<x)RiTnL*oiM8f8>YP7BZPEPXcOE9mgu^aR+C|Lk*p(l4hw@USk@kJ@YF)EV+{ zuV!Z=jnHD!e?)^H(!<f!<8XltkeTd9ONpmy7WAQ_;094t@o@Y1^DL{z_^qCmjtL); zP{*%;Nk^f+w`frLx$vdp4_z;-hh5ir7x^m$fR}2%lL^j2n=6Jt#coE_4sFCv)+XM& z3ysCa#UDR@e9X^X5$O4;%pLQ3YtKe6$1lha004RazLl|O%DrB9b`d|hOHD)L^|F19 z_|Q&G4PWhquA*Y}vPR8a(un3}FZ<ew^&EN59DTOo@$t1S*HRcWM<G+Sf8w3qW5!HG zK=76C_v@5-MtHBpZ0<EoRZ=*uY!kmC-;%l-;HZDW4&Q+rSl)Dg8HbDzLS|)UHH(6a z4<aL8<xe(-m;;`yP!rnKW9SBp2oUtxE%&K_QE+eHJ``(?AWIl5M&5yvyaS)Td-pEj z`vfttl`C$w7iMI9)_5)C<(_o${P0vZ1@~?HVf64VkF^p|t^gXA_ol~G*oUIR!pUL- z|KM<#dJIlG5fc}txbz|dS+=(15fXqAjZN?;#&cbeph?Ph;vTR%{KgVlxT+&-@X}O5 zCHopfgZ^tawi|&2+T05I64i*O*%rI`vM<`2TYCiu=c~pYzjWT`3syz-AePYpjcG#z z16@g69rF(BQ;j}A6Y>*jT6Sd7t$Waa9|n~%ZXNg!t*)O&HYjou^D>Ru{kSNlP(emU z_R_1B24Mf@N6rgxEs{n=*&!|xp^9Fn@1EI%mFJWFZb{_%^XJ)*%=2?|8TxNKcAlq~ z4594$O}+#a<iTbU=(?%{AnR@SE%as(4n^Mk_rXrdM0g1uPQYG|fAz|Q4ZLw*^G|z6 zA0rQyuqCsKrm=NrF1HW!uuFz^C<EdwB_x|m-OylO9Zc&EHB6IYiU2nR;)eaM=IDqk z;LtPmyiqk_%cJ0PL#`k4c*v*XyS6V7;2BZR{Rl8l6TWaLP&O{!pyKU)+Wv|OdMc5L z1S=~m`fM6cp9+|?$HA=1yv$6R{$Ah~i*6;#!tm$o_{oFOq~TwSAdi$cMBChP|MJsb zS2xYAp^lrIo7640%e14Xr^oR@daqM`VPUt*ZSi-#hllP)yi80Tvs=d8X|EOOVJu<X zt5@@ou2OWE{qsq`;OE5b)@wRe8w-o8=xDGG7Y+>GS6A~AW07_&FsxHQ(bFrEBmbZe zTMs2A_E2TDCKo)HQM`hO%dmAN%<5p)D5mQ7J70g%wrbMTUCkC%Z6oX0Qr7+8TJ}oG zE4iy^ZB-zXAcElFseH0b=kF$B6l%SioIAl^8`@aBUT8{OhU5ueI#hm$6+<<lA?^)c z#V91lgBP<elG(ru^Z(XcJhCsg)`3hnp4&pAS!h^T|M4J<!^98yIAJTU)OS1>0vDf@ z9TJ?EH!?Dkh?Ar3r~`eR6;GR*OZ%4{ACM<T<RnwaNU{-^D>i{oC%8t^0dLH+jL_q_ zr)~ihGjmSH`h3nc=OYNCUy>&5c)}1)>fbQ3d0}xeIS)m=cS$)QF78Q!BW)eYw<%k4 zoS^>YPHTbtN!gdsE+|hZhI^zS2rTRt)7cORIe*#@tGL{s6*6J=5J>C9xY0wuZd=7K z-qO?FUIU9)8A7+Tj8*q+qt;?**o0vyrhL~>A}vo@5~enL90^FcU4Kn0=g6C!|Ml9n zYow&4>=c&{FKJEBFAAR>KoJdb!l$>samhhs>s&h_fK8;sfkucYuC(UdL6Bzu0Krnd zSvQjkS4+|hZMc)&yp=bT@G1k)A|>8QxZvZJjGKLTxFEC1h@J20s=R_66?$+yd&P-( zQ{|O!qGlDW)8e0mFgcm#A9Oi$gf>oqfq*NWDSCBP*cXCQ4Q|yg{o_l@dpiRvbYTq< zNG<^{<|bxg8*p}D@>pQ<8S;bv1rWAJUK%JQT!j~*2;vRkEtmeke2YaXBttpr-iM&P zlZf*b?W5Yn*8ntM?{8_#D1GXC_wGSG(i<3smX?+fj7UjISy(JX{89LE=9;+DOqD0l zet_UJnrfsAjkYjfL|OWCMFH$`;ge+rn2ZV*zSrDwxYz*fJ!E`4!FYH0#=ysb>9&DM z;$Z8&8-2dNc?i!Dku1l=#Ox=j4xq7*xiNexM5i4740dA~RC)xRR#fEWyP<WLwek4( z?v8AFIW%*Cn+T`i->uv3UNtP+7;4thu5q*&a+`P;C8VXMHh6L|TiK;h)j{EV2A9nc z5##cnRmaUdbRjt@=BtB@Dp#K}F)~q|NKS7hA`^H9@>D_auY?Ou8(ttoGz_6A^3{$@ z-?0LR%<A@M!d3@AU;?Plbs2~Jf&H|IxcE0vk2?5r>$La;n-%v;TtWg&TVblqJ`V*g zq5T>}o|6UK9Fjz<BGFkK&}ykl!l2u{NN~H8<CFgPeLE`L2hSHeVPt)=MSu2uM?&qy z2B&!XRnQ2U0t#D#ZT#2K{eA^uIkrLB)rAV_nX6jm+3O1d($rS}(}moToW4!%@O!T9 z_iu;BDOTzmw6Y)9N;@D;fKU<XgN9l&<buazjVEJpgH{~*BG&2TQ;4-U6y@Z)9^dk! zq1LHl-{Apugl13^7o*|lKkAcVg|;?pXXo9m*%n~GR)|pjf^FainT5Kpn@Ms#6t6AD zPdnP%8x9AGY9?&&JpO&)2@x>}9+3)px?;#T7vO(v4LQ*{tp3WP1^3I&=SUl`t*a}Q z-J~5JKlI&0EDIrCwa?ip(%=Tsaz|5Jrnrg8JWNL^Salyt-YMta5CxAXBLnk1?LS>g z^@;%4arGcK^C?de@^nMFY+P7W95#pGp@w)R#cJR)tGvhmsHUPOk{#XjNNf&<^Rnel zgDD?}R;Q93pxsn?@6}G7oNW3CyZxSf-XrJ&Yn*fy`l66HxjQo3VzlwNqcOO(K(j1c zJ~e4(_}(4dE62bLC5i#u`!b~~)oFg8s=5x+9mmPTgD?`*pFR`!yfgPdgx;_cf;-`; z&EX{11%8RJ5hG@^qobqWo16AkleqlaW?#=;=U(}Ap_93n3Zbn{eiz~YUcOFgUC;<C z1?Cg|1hR@%OC-fD&tIQ_f}Ap0CiMZ-vB4mMvXu*vx%HA_q<gGpS-xtOBf=1}Nt_J5 z9Fpm2y7@F|Zz?QDDRth@O%{DneUHD-dAEc{BVX~Z{fEQnCYOu}{f8d{NC6FCHh9%b z8DX}y>y`TnDe{Z4cV(odrNxXvWE~<!{>w0iiU>%)PoF-mbKROzLAO>y;)<doq8RZo z!U~HeVovk#kTx+<zg1j<6k&_iX1MsFm;hxD94LIO(EwH@%nv4tffKG8$r6^Crl#9< zSzg4iHMbf>;D^u*Brz#j(-Biq)hRU&=`y_$0}C&67QJr?@{6;nvy&<KtP9;8Ia{0K zHoA0TOf@%D-s2(ZSoePh^DI2v-`0HZKdK10rfQg;O%sof3EQJkRk*0Yx0Bj0Xl<%- zY9Igm&)_@qIsN9inCNH|ZlcRDWD7LC)d}VcYd12!u}=c36A^&P^6||{{yT{Xc0&1- z2YA|=|1HCrJT>f2=IPNGZt(Kxdsp%P?~e8hBfJ)Hx)tRU+<LH>?$gb?SUz%BSorL1 z5ar=PkB<=SZx!^Ehp;@pt@U^<-zjSQ5D{SmHyQ8={BWUqcgGJjZgl3=NtHQ7c^p^A zi|)bV{qIl84S7;JOShezoSH=~EG&Y^2yWga!Gs{y>%BSW;n>uvT7NkxmjC{Y$tr6Y z?ImJsy8(lY#WUZ$flJ9zNarS;+5FSIt|!K~ro?>?D0vnQk&R(peL9Ek{1A=EW^ZG{ zPeeova@~QS_j`navvJuH4Y;%+_k3WiJgh+jA~L!X?)V<Eia;z9!&kS7J^uSiKMI-n zU!U|<0b|IAo7ossv9lfiEGZfNl&R%DL2ioYzCE1fUc+Af9LC7yr!apxLC@PQh&ABL zPtfFhBnDx|*N_`Vt47$bQ%@|UWn}7g?Fx7a{+{tBW?A7Xm@Y7#vIYh}!6{JSJYIQM z=}R-%{M+r_Aowy^tjCD)0(_yelADe$r=Y;PJB7DDM?pb%Ix(i;##%a;jp3dZvQGZb z{=gs1D4>00+}0XqMU>Fh0ZJA4F=4C?!}AVK&r;&!<3V^sNvvV#gI({_gDe1KdKRs0 zZISsv>8F3_j1K!Z!M1Fjw1l^WiyKcj`B6}Q)qqHrOOAu`wnW{=)49pbe>R?$Yp}LM zEeBxH0-f63&P0x8(&R2~@8kVjCrgjlYX|pu+VUc>CEg8!2;a<OLUVI-S5WzYMw5x< z{v4!Zb0H<XCOOvWpOfNjxqWY&x1z6_au`DHe$onH^s^F&C4+lapvD0botsQ*OErag zD-k@C!#mBe;_WOfNFLZz-LQ3PnL6F&F%q+V1TX?z=IDZ%sgb8TUR!(n$}g&tBg1oq zE;r=I=bGm+9*vka&wC-g78g^B6GqniL5JRqULU6om>}fDkfGY&>_<+XMp+t#B**7g zSC70d--KZY6=R5>K{gGHuZX1JhwuR028nQ8d;rZB`jLTL^6*Jb4?$k{`GfGvR@^CH zkkU^OQZDo@zwP(9MfB}=8P<Bl-%HXMhTC(PcD`n*6!tp&lV8-pNDV>9je3LHM@j_A zU4&;3Mqv1yjEu}I*=_$%Z-NoXFYQ_xWYJe3b>i^3*c$im10XWh89Mu&(D?CbAt>ve z#>%iTFfi~st^5G{T@7Dl|KRwCvO>fy;f69g#-k5ugUx{&2|-tH(2m2k0)$bL0Ikr0 z2wDStNI?iik&yu~%SR<3O<GFe6KqLZ&&G|50ePzm%J?#(x9C-_{ty6%<R0Dh?jEqB zZN_%t){sy<#k_V6P-S+Aa|-v^X@f~&*!oTNr!nzt_YnORFu-7~VC(@PQa&)Y5I~)J zaN-bXv|wyG^QHF9qu3x?_m(N|O${4A()pemMwq<WzU)}2RlyiP7DasD@M|z0%r2kw zzb<4x_X|coD4NQD@x;%Mz=oI%B!E5!W07$e$ek#vsFcH~gIj0&Eq)>h-c5KSpYrv_ znjM$T=RGSKqPz{ybI+>t9{;`D`vPCb4AyJiu&H}ZI^sWQRjj}g&dUS;x#!Y&G?Ae8 zX=i5#?rRO={1WiQJOK2<hCP{`Y<sw@;FCuWTe@SrNBGuRUhq<l?Q#5+uC<p-+Wpn4 znugZ4(MuByozxCMbg$U#wudeV(ph~_is8Wz$-HOEAydE|`K)#VY&0pCrApB9Ls-4) z4Zm;V<rWp$Sz1b)jxWc;iK}zj*li3A-cy-4K6iUnigy*a6*VtdNMH&y`~t2d*tzZI z>&+0Q)gCM)*N)h@!re~F&drnF_V~<FvxLk8+=R&-FxoJtaJ6|a4{+7lfts2coR()? z3(wlx+V1~U*r)yRQ(XR#W$9POx5Hp(?zA(A8lBfivn)oDDgpG){|T^?zB<%AK}5!X z2sX{jAvRzmUB5BULfO5M+wASi>G`(JfNh%;)P7A;7~j<s3^7;p>vDe#>>4<ST4APw z!c_>w31eW0$cy`;{O?u|VL%@=4TG=cC(F(+FaHDQ37#6tt~@;IGui4N^72-Gk%_3P zzH$@_k@0!?Z=|tP%I4yXZPX*^UO!17W^)(LOAy}!y{ae@bKvC0nlP75-sTW3vx?y1 z`7JB?_m+{sJVv~j#?zf5iJM634v&22{i7iWTNSmnnW)RmdgN6-2XpA#;V<@wf0k!k zqFmy)i5pwOB%PfrOW3@RU5yODOd#=mnHRuMP*X;57?!&awdK%=cuN{(gcF9vnV6V3 z5U<<&(`B%|UE1jOpu>RhPBwSs9&AM}9-f4_xN(rAq_D+J_O0PB<4jh>S13OFQC?rC zr(LMH^QS-VYpi~?=qr(~M_~W137b3w(}9Gt#+|S4?@jsmDCAFn(5?y%?q9B(i<NnT zr<;D?{f{{wuk)IQ_2H_kZqd+dL60Brl}c_UL;NEVNzOnGiHemlp}e?wKuHsg+5P{x zOu(sNCOh?SpR>)g2yAmAAjXGF`NM4a!)@QQ`htjAE^cnysfLs5KKqZ>5@O)kh=C-G zDJ^9W+f9K$em6a-GGWi^e~#l32L#{B(R`_TK3*Hr<*3~OC!}Scn%%UM*feT&6d7Gc zLyjZ7_4P&xi6ORk;~B(AJhbhn%{&cwXR-GeEWNx=K$K#3NL^js4vEA7LgN7krE=Ns zCS1YSQ<jsbXhd>KadzI@$<(DTo0Dg!n`e;qZq*9x4jV~$sF>YjI}tOicn0NuYvlFk zz_a8Pgm65BV7f=f$H^PLp!*2Msje<8n2IZT1OJwmVb@V+4V}MEtxp(&&WWNUk+;%o z{c$2vOBes+ldz?uuM6!rX}HctAScxOEgszcyRr31z2|eSc<(TfJ*iA&FokS-UH9cI zq>TiIbh?h&RKcFGYK^`fnxO(0HBmFrs++BlZks7_pTn#hQNr4Vpco7{>`%=yQy_Xl ze@u~f6$|c_2dUlP!idb4UUbs?g{2HnWu?okWgw6@z|@e)xx!aDZ;T_hA29Ux_I5Z< zx{#NaShj2;JA|j5DY3jXYGmpvDgp;{FR2~i?Wb#I!W?RdI4@++pkccWVrYb{x&j`% zYj}4g#HeH7D8oFPkZ{PpX1g7*_)<C~RX=D*`tY&b*t;Vqa0Za3;L~6AdV_@GU`(+f zNCn)A7!zhaS`KOJg0`y-zU%CwC*E7blP94W;3^OeS$B}&1%wbLFU@lobtiI|^=63M z>^}J)YYZnFV*l0{N*;&ZzN+*0fg2J*_3vc0@pKhj0XVEr?;b}{3c7Qi4itH<TM6%f zy8eW+rW&@JtzBE}UFTXa;97$uFC@4jK5akk$3bsxNY}&0E~D!sO`5*XdyAJ2jg^Y$ zj~KQc5`R==l%lZ*qf_er_<WVE0r!2LWtyKxCo>(L88kJ(obf^MwBAqw2n@tX=um~8 zSS_tXnB6qtTKKUZikz>Q)NLVLgdBTdU;y|fA3wUb$1y;Tr3$!1lESCs|H>pM2^Ju3 zsyjVgg~|l1OsL;NrKcXW9_Zwf;ue(I-cJ5#UeC=td<VglmEO@PXgh;E?>ks1=1JUu zl0q#)2dX|LN~Ir|s_BLotwuBdhTW&<W-sf%p30Na>$Ff3fmdhX!?p7t{@;S@{vUvT z8d5a)&mNG6W_WHVPp#Se3&Th!(7O!%-6DK?zpEsR;4gyIB)#VBVPTOQtOAvCA1-1n z7VSz|G1Kl8w=S-sO#Y85)PIpkjn4N<@5C}8Q9Y4?Ayi*`-vLq9YptZEk5b(-<}W<O zYzmK!`iZjg4XA?-!R~+o+)u>_?`b&#ncbA8@&^onMQ)EqcrRMf>LK)p;5T~1Lx(~S zE9)j?LhXv?3}Sx)tzzPLmvp<mvAjVG8My6)F-M!{7!b)-=B%~E^GX0p-`NSfi}hru z>m*2l@aCLcqw9EzPg=@|YdE1RFTdYen}T<S#V90jn>DM2Sl?c0{YB4w3t@Q6PT}RW zLObio4~hJ<8H=~H`OHNgW{ZYaG_^FBjDd3oTPP0F(v;8mQWLK+XDx}I!)!}Gc3pN) z8}|zH?5vdp+@ya}-EGu(_5kEk4%Tl80uGU#LCWX&J|>Io-mj$Wdpb2LVgQ1L24E7I zGUln=`Fr_}D=`DC;_qsnC>G3JS1c6_rBi31%p0Z{n;hAW+S@Z@WQ2;x^;<0IRZT^@ z_3og=;^naN(e>Yxm#?o~jSkNED5zKPgrKeaW{it7MW=>Fx-f>GrsndFdjhK-3pIcN ztH2CkCw`Lm@3Y~%87U@)hc{nP5gIJ{pumJWqlY-^6Tk!UK!*_W;)7Haa=1=?0gHbT z#ibuFwgbZoSKl^iTKRk9@%nWB>ikMW4JS1;I4A^8h59#$PFh3iLK04g{Vz<NTC)>a z6c((jmw%)!7Pj=Wc+y_$`e6@+kn2Wx7(4N6<hi@E5i>I}A>D`^#Ig|Ro+F!lPW_(~ zUA)i8LMaEx<R2@juH@u9`gBA;6kkoN>sfA{`#M*WJ1uSu@SB$t+ze@qmXp70=`-2p z#?i@{?YPVPQhMRVQkkAckKTdmw6)Ga6=h`(<5pa}L_h#xbF-8E=j#d<0qohI+-oo^ z8$qo4vzf25K`(I}-~K%&Gz&~XOm>GF6bCoxMryzRyCzeR9xT?nU!o5meu7FZ;O86^ z@=3-Ht$$Jb8U|u4#?YDV1Mj1;sfJ&lF{yvU@ZP=jH68PR7yf4ew#N3WXP^l>2~t^J z|E<hhJ^yZ=X$ZgX6O!XVm&bSsl#x4|UwZ#r3}e=ZN!goq+wu^@0<Ic}Ly@#>&;FlE zz#B}#bF1^e2ZO&4A+`_#oHKBhua`w&syQA=7PY`=I!|b9mc5LIiZ|<lA;__7JdFok zkb<!^?9V`WYQ{&167i{m`a7BJ$J-E5{BFH-M<RU5J{f$25Qvb%VntGQ8hjE#_dlRQ zg}`Ky5Vv*pg2)oAKd<)FlOrS>MXI>I!ID(C8l}ck56CwRlMyfvMu%bsh?a0|A|eBu zjfnovrq9_?<Nh~R0&yv?Oq4!0%`cIuXW)#q?drKmBTV^lQ7ADnPy%?i|LZ3U_dY0} z);Y{e<3X?u?yg&$NGC2ixfZZOQ1>dYtUO)xIb8(vWecH_<2Ou{DKLpNCLtAbfJ0VI zd3ykER#RxkM~)ozbhoMzp8azjYaol%cpf<5G0@X%l$pvMztjU!#zW`<n;ahA|NiJY zB70R`UCnTv2vy(<hQFg03K9_O=$*~pI-`Oz^y{y1HXHSOx(KgG!febFBt>)NQ}JW; zj%SE$nr(O&Q=WSt&)y1yI|9=g^+NqGp*r4NqAae15qvDWt_Fa(0u_Os3~UcH&<FxX zgy?y~0s(eV{TCY{pbZ)QWYRm3K2irf#?$C0;DV5-$S9?t^zYI9@|`D9xK3JWJ0T70 zx3vI?-X=>;!p7E5yC9^4>b`TOCLkkKjVCsEkn8IosRITaap|z<q6pTxcZgj8)PzZ` z05=9e=O}XC(lB)IpHMU<Vp;o@rAYq=KweETSh2z<{lZ!FDyU-ebB9Iq7+QO0Bl(ZL z&j4Y9L~nD~d`gjiZpR(M5<roTIyrifdqG_aBCVhNFXzx|po%H~ezXP3fDmcwsHh<7 zs(&1(pdJWroOyTZ_M<=n7#a=XrGlj|3ZEcC!YcWnEvu(E6-_T+<+>i;`+I;-uy9Xj zg-;)eK@7?Z<PG#l{i-n_7neL$RxX2_3p`g82?uSW5}Kr><jcLt!R8{8lugh!x_nWC zD(kfb;#=wme*AERjxi`4LNp>&V!DmMH3*pGxTFa9G+-?2Tdu&pAY^&k3hWi!M~H>+ zokX%$Egc;%fcJ>+4BzcscaDO}gWl=9o?4Oa2l~*VRYX?y<xLut28GTNSdH&YARKnk zpMFY14No^0YOp@bkfb$#hCRBp<$9izfG;}gGxFZa*Gq+-SV*3yTxUU1{ie9o!)cU0 zGJPC)Ft3LFS9^p2VD1qb`w2>YV0~EYsHl-PaPVf1I(n7XiG{1kR0C|D@$WxbfJ6cy zHWr3IOsfZ83&S-^6!Qy~KX52X9&sgDGd0fZT6gj{0rih4iGKO=W#LCud6xK2QuCmf z>W<Ce&=FdYRb7{#y+lT+7&T7NqrYhah3&5(;p2x&1ma4k`z^xRyp?eoK(T{6$_{}% zU^+N@qhNDjz$G1Zl)!Jv<oI2Piq+KBL9ccbvQ-j3NAqL~VAO=?PSeT0p0<DR<i-Qv zLNTY4{pE!(T$744mIctvQOKyIGn9cJDt6to&vp7`v!B}t&<y8lQ<uZLY^xID<0%2s zD=jTO$%p#M>v)HS&cvao&*k_o%5Z5R1=Z*aQwQBHVl)KTz(<!uK75)5kR1pI=Tui~ zA`wem;=b?c2VPunuPM5tJW^4FlgrxO#b@Tbm~tWQcEE;#c-qfzX`cc{F4^XM$xgBT z-S}*}-)jK7CT;M_;|S8b)KJt~*K?l<p^Kyxgf!bIN-%!#^^>Uc;+}C6Bxi6=Wso96 zk?Ukz_-q?)36H~^q^c_Hv)_O_fR_zz{pS*9xWFwDz5(t7;RnvN8R9zf9&cNgi=Do2 ztd@_Y*lMSZ_0B}Op1ggRlcaV0GwkurG5*m9H_vlYE-o&>d>Ycb0Sbg-fw(cG0WeV0 z!2KU7vh%HC?3+Q4gmU0-l$4a7K}LSIA9WV&qpCW9gy0aEC0@I}R8{xk?Os&cV1~PH z<(;XQJ0=_=^t>ZD3H{zRZF*yKK4-&;z-rAh8@vJm+t7}J(19^vNhLcS39Qgt13@<e zCh^Tkvi|)}38?e~qSFWw76K1K`Ks{4haFb|SdZ|UI@xf6UG{nz<>yU@J2=VvBwu_- zR6)(w*(E5wcq|TBzFZNf{c@)l(>cR$#YbA)flv=Gx1b>W?k_;tbn4wJg2#Q%P5={; zenf1My=3A2<lHywOY=vi=N9hGe_RviElk@W8~mdj@u6lZA&PADWKP%sDQ5u-O3WC< zGfM8WFZQG(X9%VO)@9GK?CMAN<xf=3u#QnEi{C*)xqG@9q0qhlmkTgLkOd~FX#*!Y zcGG#KX6-EV_Hs!Dk(FOmgi+ObD9IBF#!R4(uFU1%5IDGXYt&SSW@=XDhF7Q{-I%TV zfL2i>7qOJB^*S~M-;dV5h{QQgIjB_T217~UCYW5=om#VNe}ncvE;X&Ww2i?t-O`?K zIK>H~I#{T=CI{yN2JioGLdWk@ZrYDN6)!lvzsl1{R!YH*m%DTLl0aQO+;0g$m3rNx z`xf5-;N`RE%VeD>0rG=i6()xN)wNeo|Hhu*rz$YMP|p<aaX)f=pn_+ComGcf?|Dk> z2~Q3fXt2(<x3`f36i!tg=#LYKgLJZj;LZ;~+L8M^EOWM_cg6*!vkMn7us|F#FTZdU z@ZRG{0O^vz8bOV(C4y|xq52voCLkHLV1!iC)YSjRmTwv{1K&{_Dtjc~X3Th>hmU2| zc4b9|_}(voJ&~!n!N-tplYti_8ao^EIRWE6!37}H!S-TUaN+6@lr}TO!*(|&_>G#w zp-hQL9KjCk5!jYJ)&(0}4S8WcsPp!ud7U0C0yXCZW~rPXNF_}(=k?`t(#0YFJ<^*o zlTPVp;d%5)gabQs<R364FzX6eArUPoSOX+*&HYI4^mhVMkwZ92XN3SW0ILTXA%p}q zYirhcFui9ADux?SkcR&mK`A&o3;?_loYzRX#mg;czy~yeX$OT(&o9_KNG+3rzdEw_ zZwz{p+F@`b=6&|w?*}!KV*RN&+IeLz2X&Vwi!BH8SX22nKzTdLWRv=Lhu$eWE2|yI zok;AmAZ1>S22VFOV(We>ZwR7GG*?+ZPXFU`w&xQi@eaa0yI2Q8K~c<eR>2<^O`O_b zv5a0_%E$c~)HPerMe@GIu8fqK={XIk>eZY8>O!gw)J`Zsl0)qSJPmGR7npT1V@Os? zxVV#T0F>SuBi^il80_mKg@1F+KP~~3IeGM_#k4h&tfV~`4dldt(HBdoxd?1aYHIG} z^`XX7Cznc)Yqz(q1`G^8gd74(L`%HU<d|*e+qZ8xL3d77VP3h4iX+6V=(8KZYC{qT z5g)Uv+=~un8A^i0%LDt*PZh<)q<>FHh2|?mK@7sVs9<K@I#>A2#E5tVS%%#?M&vn5 zHuasq)Zk0tFlbDsgot&Ms!VO}@o;itk+9Q9<@8<ryYNvYYD;){c2@L1@1TE463#T? zU%&Wd3e5*mROfx3{pO86aHy`XrKP3{0+0^Se^uAo1`H=ca9Jeo9VV6Q56?b*4de#Z zp`HDf<^I6GEFP*ap$-l@ks=z~blhRJED;US!Qm9KMVY2oYJnwqEdbaml%BsH&W`Lr zJOCuU2PN;oq3eKYuNrrdVGa@oMz;%;bAg+|x9eE{6M+8@1qGb(FvsZZW%@DHU|<&1 zoh=S2f`79NF(qS9i=X^KRy~}TFB84T(e6p|SoQj(FV^A0AB5d1rS#%_M?8H7?y}3K zY9jtuFVr1iZxkK(oE`T}ot^Fh1;God(?Al_<s>~p{tAHDuqoi2p&2PYrw0i-&YEn* z;~<7gg}V<aIF#_?bW>$T|ILAdgR$B>gzTW3YBi@Gx+4AYmZ4oPUgSZCZSCB+Uv9GS z#(ztMdQD5K(i|R;!_X_u3QJW@%@HsXV61>6zlUtl>C3{wQ_Qf=A%uq-Pd_X|B%gz_ z4>0;pSJWF<y0qzJdv_+~|D30GOB~LW!pb_E$^<4Nk^QOjOYXDgDn(XT4<F&x%BAwT zD@wPdPr*l_VL%xOXi#r~JTH4A!Z18{A)<P|^WU7yKHfjw9a`$>sWqLo8^(S*jE*X> z<cK@zQLXI+IqA5Vjj&P((hu$29ch?<ea~-^#8tE2eFsTy48Mi$FOtXJ#l0d%jaM~B zA#C)}^x(u>u3t<{i6E-w<+6RlG_<XWKdV(1`YE<oQC?1r39O`f2NUks#B%+|-i=>= zwzf;RtR+ntyf9|2eaZrq>YFm>BzIsR5@Q8^F)$jL-O4ogOh6~*dL%EOm!=^jVr6B; zNqQ46xhozfcSG*D2G#L#xK3y*>&VE+;B2f=;+9o?T1&{po0pfglGb-gXUIz^Js{Mb zlhnq>hATc5YT^h{YXWHhz$jKzQ%gQbk?Z&vM$(ae$Uefw7$IcT8GW3QQsAYEEqAJD z^D>(;w8NlmOeHx_%t<Fq;!%t_J^oERRV4|Wb_$NnH#t3>cP>0NJb=P<rTdO$(NJ=z zKaj;msPyw}aU>-DMBa3HUL`T>j>akp@4y1?Anzk~V&UtFVl?=`QES#2p$U)1N{pOm zh6pd^c4Dz<Yp`50_Xpj2zTJF7zQkV=gB6PO#@}LZTtPR?O*&Yvq0Da|?ToNCP0CJO z7aHKYqwha2<ewOsaoO-yV1SUng>uSj(tYn%@pqvzzstm91{E{gZdv}ibiO!g2tsPg z))sNvlX(r64zk3JH<u0K)fkX)z&Dqk`pY#z_^08`?q0p>7VFK$j}7d!2Rg62763zS zb-ZFGC66`*quHQNhe(QKXE#F^N?crAe7t-z_j)K(;ZpH-C-CL2gX8~p0SZaI5V~?R zIq6J6_6NX4<SpTiy`#(6q?~|0LpigixR{N>>^!b9@5!!|TU|SO*EV6@W{Qu$|G(oX zO?bODK_^Rj&L;E-w0Cs4tdHK*R)#=TRkZ?kH3Xw_X#%`I_s@^a);LM~3y@RTTs+N1 zNo)q6O%inClasY|bP(4#^y3FYZkjq>pQ3~l-tU!5N=}Z**+;xeci?GHM~79J>3_B0 z><$!p53D=idSL$sc(~^+I4~p55|a0N0V3okqGa={t{#IQ(Kp@%D&<E|vM^e0gyK2G zgN;W=Q)k}54S|qiV^G^JqMpFY`>flgfdk@{jk=Eifl6bE^_lm7!D8Q>uRi}GeXV+T z+qadKyXSS5Feu<vj@gF!v;pT9c<irV+dy@1%b(BtcN<-^s9D$M`hVl7%;bE34H?++ z!M3<Dq_GQ$N#~&8A$~0*v@va+g*tSxXFY4|%SZP<J3VPmA*8@jTXf`OZP+)&gEhN# zy`HQ?KIeIp?}Z7sgwfGasH<v-u^>#f=N$i`jQo>xe*2eFCSbzhM$^8}B97(J501V! z>Q_BM!=gk{OKbEe23Xr>(c`#e3C!c@+mHCj-!up!^m&}4F-RZSg@uK^InFQlFiltR zqOi><r_s{KZj5Mt_doATaHq5<&HZliIW7TXQV+@}P>6$UV_|L%7_nUdSwJRWgW~{_ zltypMTo~@%+i|alg|OE3?;SL)m!1wns1L)%-MWIn6aiG`E;Xc<B^~pjA9%E;_aN&B zsC~FSFfj0(jNmerD&%ztcbrmqO!q&e{HfNzj0aF@5fluQq@kvUn%@@3&$}|vK!lU_ z=MG)x6)7=C9ffZUbh1M`=A4#!(T31H<c7wPrVUzFklpl`I5sVAS5#J-@`d&g59L9z zI{Cz_k81Y<K}>UVGnPbOAl_@Y_Uf-r6YQ22a7SniDEDy?vKlz-n!@}%cc?Hm54J2s z133d4`w_lb^<tV;)tExcgA%W!T_E?vyMGJ}e0W;T&aIJpzr8-#*u+UdR&;F$_}0@~ zuK1W5{pI`Kr){rl?(78?u9{+YzPL>yOZ*zR&R^-?(;9q^#-csOOk$&fum4IT>~}pt zl(qg(A2f~tD3L*rWazK&8yOZgOOz$UE(7j{nLq<V8z4hc{&g6A0)PPUcG>}WiP-t1 zuP6qHy_t=<^O2d^&%L7?@_!k^Y-Pr@zd*Wkta2T$fdBbIcrXD00W@bI<eIH9Fg5@e z%~G>l53}X;lbk(KQtAbh;{)*1Wi&r{nqTo<jmlU?0}Lrb#>k5wLq%~d$d{%MnD0)> zU8ZT2brO=)8T8U<3gnrQTVYYaI46|7`MP(vFwgQhE;RAx6h)ItmLMrm<dtp&8Z+l) zbW6Qf;&{!Nxqn^X^bV|PwvbFOby$GsN{Z7>7x0u+op#qokdOjsdt=rM&b5#@4~#qn zShex@t0L=(nu>;o24JtVvMLB|-abc;p@XWvSB&+U*Rsdg{m)4W3F^>-(6pfgj}HgK zAF|B_sWV_O!YT=-4~-2~me+ti17d^M+V&Zw#Zu(Wjy|U_0H=6$2gJ#s-$}ORH_07n zrdoG)*)5kjgp~v@cY(CY<C=u0Lg}o#8j9ZD4Q@~RVKqt8#ExIr_h)@CzBBBjD$dZp z{BQ&qH*DU-><TAWQA<XoTL0+!%x#ZFEbZzWDA=ls9Nwk#^8wOQy3eWGyCnrM_Mq$| z1gIZAzl!zy1L$CpO?jXs1{WN`1!3yeyO9>+vXS|@xz~&Qd?=CrKgGM>Q0UIdnup;i zlzy;zZ*Vr5*Q{gjog}H2t_y~-(M?5~Web1_62v_8$Cv=<6-n@m&<^V^niY81TgM(i zy$0vTeqJ8qvS%#sUyI-ib{#<}Bi6j2a0b-VqdxgHNYhl{DM(4RK_}$+PmGe~aii)( zB!fY^EM!ypD!O(d>TIri3}}?hA7m}V6Rp*CGRF!Kh4Lp}40KK+nfHVndVNXBGboz+ zK(&{ViD|46x^vFCgA7beVRD!Bo;+a(oC9y9(nkB}?HXWc;Q^32(s|RKAM>?#5&k}4 zBJgD)tsoKF*Yz-Pp(ovr8OGw2LP~m?wXm?DcXl`g9e$x1$AC74`?L|qz(Vnc)O~9e z5KJEHVJd2*fCJl{RsPcXVU<@^i4OmlHD$sWa69(U917G4kd^%k3VeWcBXK+otJBmZ zIpRf{o*;h;p7Mf(v8a9*a@M24B0ZSE%40RioX~+JIe=0Ee?6za8i<dRDbNB0FWRAe z^agPD8m^$rSv&a~W(nQLcg2Gp88Trz_3_!eo<$EJ>&);xe?ZOyg;S)X%+y6yb+dM} z0q9udP)N$ipdPf*6?@7uRKGW=4P@oy8;Ey^X1M2PfBf}ssH9)e^0+S!4V~X6Gzj|q zd3Otnw0dLES_VvA$AwN3xqb{RVm5G;5H|2}FL;vuUv-B~rXV-W7wejM#;0FIMmh|k zv7hu&9IL8mQwt$~C=rAo3ThtZVO^%$=j~va_}<E>rJxn<f3~JV#f&B2@+*IWBTyOC zlYaeMrpvti{})-^SFrzrF=Qn-p(S#2`ykf)7jVJIpDM*=-a<MINHC$@bSCab_G-<D zXeg-EEnMx~$Ao}+`-QP*Fct)o^t-0|V&@H%_Sr@UvYs>`R=4cdFG2-S<LuDBr+czZ zxUiuErYaR~q*$ZtyWqTiYpp$(s8{*>Xc&OzrpGk-><+NuUV%;sf_iZ(T*=-Tk4Hm0 zKT;hGA%q2^X`W<S*#v42w+XJ9@V%%+ezNg_77WtC?)Kr6)5sgkbAbd{mRok9lF^vd z8pRJ8Xf!vVojs=!>Z)@6SeJa!b;Yc?lY{4ABP=e`olL_yf-3|@k80QN@_+DRgWu;t zES3zJ#P=URGU-F171X`H`5$PKshvo~rfpurf&RoYq&us_Y{r8gT0erm#EiHaLKn<A zmCw0Wa|N0haY0aHzOJtB&!4W4Ls1*8>FsSDn@V7o_Hy2<9?%!VZmwz?Q@Jb5lYdmp z!^1<CTdO2<5!D9*2W!_;cZ{s09#*=!$D*-yB#dIQ=h4(oq=goIX@wS|TDJz@X7x`C zQsr2o8Hg+gz%J)b6Rrw;yLUdjf+U{Ybu0W(&-i}JniYrP{$E+Gwo#UcnsOWKtiehg zG<%{W>q&)PTVMPp2Fpar@(cE7V9)78OU$pcGMB|?4g`yz_S09aY8KP#T`FSL`mRy< z;<idQYmk3te^_}z@8H`ohNpq`w-SHyj$s<w2VoSvxU*mFs7}A#Z`SuWEQn6<#U*qN zzzurfIMp|~H~x4^XY<xQiL$*l+n%+8-2?C4sFBIS+@z7j4ey$~G*R(bwVfA+=1H$k z>XXbg!{tG^9R|&KOPf69L4E=ysM{}^eFYIU>1!FnxAS?QZ@NXQ90qmQKXxlkPzi3C z?KLlNRUJ#bQp)>KT911bdb+;()MkHX3s3Bu9%nWyWj0gxh<i{wk|>+aS=NM;a3n;B zA2Oqoq#|o$KiN;ON*mYQeTvg;SQ0Xre?8wtw1<ti#hty{!th0Av*t@F53wr{F?Cm9 zzEy(J<RCysRb!MWD^E*9)S|1Q#~rcGdtD=*ONaNs?7J4K`hE|VB{xb@+Dy&ghNEy~ zx3r>vBJ?WLXtKcZElW*wTKuLlyG=1NflOUd$!EHy1&Nm35f}TD<`%0Rf2+RRraYI; zR?IC^e{v;26nOsPg?urR=1IVSHf^7`U?wcP%v{V&b}b;gme=iV9Bja}Ma&W^`P*}m zwy;LC$`m_>q4JmYgfi+efmyRTm1cZdSRK0mrx{~0)Be$D=0EcfEkp%>ZMi-j+JRK* zY8KU92GxO{dF{I|;x31kjN<fv@O9hRVQ1Dp{=zJJgPlXZ`M;h53}ApUSpWXUc@eaQ z&mRu_rwfG)X!!Rx4%GQIod5P63mMV+pN~wlJN*6m?Xu%X4tyD_5j_%7?x%cqq+|Yy zZJ_gi`$hNj9QWCh@c7y+ZcYwD8;SGxSA)FomABg|wi<c1rapHwT~(PvM<;t9U04_# z`dH^W1PYI!1uC6#by_+12Nbc8Vb^JCX^wm_Z&622uMy~e&@~tz?vN|VU}J0R4P<-h zVKvq)%*%tEW(UUlL8H4wz6riKoV8q-qr^d!-pS9#(<5;m9+a=q2$`@$*Ge`&noy4; z4~$m8MZ5N$LM}fru~vzrv(UVTdyZkI-u4A;vmXk{UXV5fPSP%03y{CIvzr3)9-#JT zAMCvHp=DeWx}zY<0xng;L|-rRLSkhY8&d?c>s;@>qzBbHb1jWH+x?lTP4{&aZeTDa zmHzwo{+{EKima1?sk0Z0Bg?i_pe?6)FRgddhC;HP4~2`yY=COYjJN2m>cQIgz-J<B zKZ#|V=n^wWSH_+mgVz0|Bx6ksU#Lauxy`=<!P&C1Z3Ul0Wd(&E1gUR4J4LvLxENj+ z08cawnt{?5AZ|b`76PXQbu;K-Q&#T3cwK<aZt{D<&GXZIzaLwAS~j&Yyfb>?GiGKT z1~DNj*reCKNBb!1Y~srpx6iWCLmu6maKn-)y`CL>;5f+^*AXC#Mo(xOJz0<YCnGr| zJU+T&qQzb9-ur@UlKtaqF9H)SQD@0h$IX$G5RBMEMclN?=MbuVKx#h)!Z|?Jg1|J= zJ7`xg^%;es+#tk$K_B85zzhwEF;Ea)G(x2kSiI`01CJ@)V4y8SRlF1dX!-XpWoIp` zZ4fHyYhna-@V*g#Tj!MRvuAa50af>qABNKE6N5P4`1Xp`(QZNgabI9)5|w-iC^@QF zU)A(jm2EWXebX|Zus<%0hZfr;{ZCx<j;of}k?h&!_#gVh0*qYBT9+G&iZ*wK^e+1X zq54n0-ihT#I{HKCb24&r;z9vb{iwhDuE=C1Xz{rUqycAe^zBC*NcACxxrjnQ0U-HS z_i%?$gRVNMD$kA5_#-1t#~LyxAxXwVZL>q{{`O4BPRHMPe0?#CqIwxGCp~3B5`0}g z9QGo8f~`iWX&y#}4||@U8RO$ME9_)K?2iGrdp%ehzg`~y$DsGbCdRN5`>m%egRii| z+?6Z>l!UAr-4z6%z(9p&fClRr+0o%4Y#|I3@WNh=36>wt17uNk3ubUJ)jm7lAUCJ{ zDvJ%YE>yAQ)L@~ShzT;3buRkWB$Y;wnP@rcSrHeB<B6Jc<{8l5yz@bGS3z`eOLzOn zPV>C0#El2d!jrNr>DsstXyet6W*nZ41}dgybG{HF#~Hi6vby?s{B1!&r?-BR*$shF zWTK-+iQ)b!w2eW=NEv13lKd18wz{Sbh2Zrw%dwCfK*Q}yRzE6<(%p`cS>)H1@evKl zR7o>Ji?v@@&G$a~6UIq-NtcHFI!b?u6YqkrlX`s*-4@A!WUH0}vvSzQWpFn)Wn4J1 zQ3v6nbSQ5rVo64w60GhQkMEjDUpNLv<l2vC@9swPdmWaaP$dU9R8$OjvuVXZ-?OX0 z<ltcZ1bYbeOA&^O$2SN>AEtXUN*Al%9j4J<=42j=#ka<fo6GTXeffLj$(#7_AC;fg z4)-e)8u!<Ou%NS*iUvQTv3ApZsI5Qhc!@PADkVwUs>a9y^(#yOSHo-Mcht$qtF!H6 z+tH~DDVW{Pjr~qm>N?NovryA6+b37c_>*!!<%8nA=r?@1d=%AHw|jxq*O*aa%F+g7 zFTSJ8G5DqfqXWvN5=X0u3<EM-0clthQ!3|?pf)p$1>RbuM*AdXREu1{v8J<wIPF(9 zEL89}!;uS@5Gngh?hCoa%=z}LZVs~j%oVgFh-!>ejrM)Wy+fabn#HLwzLL($uD$6` z^Rn%>w(&&l&chhScV-VNr=`~VlCnq^SLCvuq%aV1y6A3-taWdm<QpV?)sq(xLWy!E zHe;O5wh<M6bli%#RpZ%us(gTkLt~7>)iG0G@;RF*DyVa9W2KxJ>?gY58~S@XL1?d6 zxX~ijYe-~{mkL+D{osfBtt@zaZyBCAzBFk4bu@Ix@QT3|CCBH-I(UrKmk0fB^&%va z+D##8hA(Ug>hD~eT1tt6lpy$0+1rK;dRS2oh{?aubT(1Vb0_~R8I^8heZWVWD=Ob5 zdz5=NC@Gs10!*KX`g(2V1sk-|2|Mq=zfR2YoDBD_A3S%VMJE>JeE9^`d5Q!E53bz4 zA$?cm!t3J<uNR@s2PobCawJEGX>wdx{<yyp>c~HsEUl*l8_jbMY|FLv#yvE{Of)Os zZ6OBgHahCwx)%y{{H8Yj>wE?(XUv_V&^nGOL;pL^jI*fUlh6d1p7TOwLM7rM#Y9|R zT!zOtr5oQAB3sKC#H*Ow=kA|&mD6Xb%wP^og?yiTa1fFi#|^D>U@k90>pldfFfa8Z z_`-27^oPDFDb8P(Ytm{L=R#$J>seAE=bt-Pk(KM0?I#ew-&4XTuFrE7rp1hW!psth zpU1b3J@GXeY4fVN_NkOvRaK@~YS-u?F75r7St5=)JXl7qFX^q4jKAL&kKL!nddn01 zRy)ZgRp%dFTy&*5%$n1>mQ|2C!no&tJr2!xOmOK<PF|jgrZO*9XkF41Y?wCce7qya zEG;K}*N@_z1auJd9#rQC!RqEqe@!SjNny3DkmS$b%+S;kRJ$UYHotQ_#$~N0W1KFV zK=2)z?$CY}hH+PU*aKC5(MWq{U!;2lsRBYz6qxk|ATibgFzVItmV(vURe}MQ@z>j1 zBWzS;t#TQyFNPBWV`*+?>`j(3_jBHrVoZ&0=IpXY={>nfNFZ)NoSm5zhds?3$&?zn z42?dFJ=<A>G)Dm0k=j(sY?-i=d|?w)B6leBFRi)YzCl=}Jy-qD;}DEqf{DKJvatNC z|4eUv#3X8R5%2$014u$5&Byv*lQv>Wp%<I}X})Aey%MlvvJ34p_d1f=gYp>PWF6v{ z+8+MCGQFOkAw8vWd2($+0+}ziRF}E3K$dejLlS}eE3|Ix+ZOXhRJKK1O`^)5LUX>9 zCoFm@H_7b=ssy^OR%;)<3<+O&_RP4G;VFT+sM>`$EGmo%+E+#(N`iLeWf))F+0ds| zX4-|+tpWDM+bekgzW5dlv9q>3eCjNE2kHv-(`jO0aFgb>4qsj#yOZ#=)bX2m7)%Fy zc*OT<{q76j*tbbD+ttF}{Z98zq{MmD?-e-C5sK=xdeyMTv@Yoq33o@|xfT+RfpRi& zRRvR37H6Tv@9wfC8=%l$pW4N)Q%gVfUtEBKrZR7-;Otj%hIP+M_xxonCs;0jj%P2@ zSWY;+;lTOfm0R<QU2rz%mrT_Qxt-dK6Zls~$d?9PkGEQU0Pai7)>Kv9fmY#P0D7OA z_wvsb5Kr~?-k-tQ-5tL<ORIzqlFViH(!4+LZlmX+_4RoF`LH_l;ev9IaU3nRigG+> zx5vKU=F@SFmJ(S7=I3=|i6-p-P^!x{*=VWJ2zJL}_lD;ss|6?&G(8J}pumtlDMsbb zcskk#7x!`|!X9&$v=7%L@8C$>L2s|iP{8N>;+|vDl<ThE$@F~7T6*vfgUMHQ2?ntz zmeRdC0v=oA>^UpqtqjWbuXYgjIZ)qGNFf?R!6^P<FOcQh_4mJg9VSA%x9WMgyJz&$ zqnLGS92vo2y+>cp&LWAoO{>>cbSlFo5+|5e^oV;xzg<I<_7ZK<r*3am@AS9@hnzPH zVA{`zs!Z{0uvApNOXz6RSEM@c?eRU?5#Me%d^}K|aZx0(g{$sX8rs(<mQQ*wMQYw} z9FLI(!^-=fBX%Rg%%Q5Y=-0x1E=xn>F7tH-_7^JqUrT~YgU0{KAn7e1B}>TvKNx%K zsH(p3Z}5PCpmcXhNq2WhcZVQdN;gtUNT(o|k`4u=I|PxE77*zM>28>PzrXjLnKiR! zt>F)sYjM}*o^$uv`*}XkCmvz0eMv%cI?F2)P&+Hcml@+0k4!^~16dwhgu1+9&&k5A zn|!>^@|YDn(Y;F6RJM0Y?EkLDOJG7oU_=iXgUKWKr-0xDXzP%jlM`ijniJqKoWEzO zXtemB%dNvGh`T5pmesx4)UfqX7=I~`PPZ2NwMmd)!1rK9&K+c!IEtV2pQV{K$M_yd z$5@i&{4h?bKc%NAHCmgQjMb$bDI#cNfvF9^%#9=wn1~rvpZj^!CF^()^;Vebtp9|c zqp<R3;Ju?&*%zCG8ZJ5d43d<mTi4k`X!z!3|3-E6je#C-xtH9;-m;Fr;3S2r`~=M0 zkWcF3Z($um1jE9!wXe^S4*|3mDT@fTABJ(P<rKg%OO#**x?_;#x#k3t&_S{`*?-?6 z5CCYif>OUm+t~yKs!Y-MdHwiG?7fI_Q5OfAW7^ad%6ySrzI{0h%pR-wFKsD!ypyyr z2FoxNs7#FT$lW(+z`=JiD=CctJ@2sJqaDF<tN)-an;o#&HGsulUZ<~?dr%%WQ1uIZ zx&vc_?N|T&Lo@jbF%tl1b2ji045h)K!8S(BxoMrSVfKwg`v%MrF1P58zyi__K5|T; z>`=q+0X8tAXTP<h@=)Ko0PZCEbMgO5QxSRs3dqF7RG*SnMljV%r`yemvm@FTJpC$t zf3sKHn%mg1k)b8x<NKaT;%3kpCV4)BE^os(@DRznw~DL{QrtbZQ$HIo8UExPVXGgg zLHBCS#}z1q+JVha;2~h*#kFk$vi;F(XoT|@T$Ksrk6D7Q7GPP-a2-O_Q7eF>GWq9^ zV8JC_6m{t6ZoxJKwALX^F~}Ki|F3BMwb^?!T%Xi2_lhWk@b6n7HyIl;AVdzXvh9dB zDSPEuNz1D(h}WsE1K6Vg@dMo$T=FqItfs5W!psa0c>==?K&=zeg>M=({=A<Rp9>6I zIN8qVYm&>9@a?yQgE--liD;T0#zb}Ft?)9N5{Wd@@V1p7>X4-Nlck7X3OU%R)}V#? z1}GBm2toTX^K)+{&t8{@RgL&TIzr3gQ)(v{s|*N+f|sCjqt9fuqP}Ldiz50=ep88F z@!Lh6ITR<9M$OVML&Sxwbe`p8@xY`I%5E`Pf4v7a%X%sQ7D{l+R~bqY1FdQlh)>Ep z*Eno6Ciu%Gb!btnxlx&T$?S9wk8fO&Onxa^<4aMNFX7DTmc`XIOtHnD&?o)nM>6bs zk3gx;py@fGh6!6wLn0p(lcS0M(#42L_tEFYQ=gwoq>PR>MtmlsB9&eGwHq`#1BYAh zv0?npityefIpYLf6>~6wzE0{1XM%=`<L`@P#L(m@bHh3*fjDIl&N}vqa1w*%B0_6( zYVT7IJIwfJm5Rv}ZngMd@hF?{<R_4cXv43W+Y{6wlm9XvuWU@i8rtU^jcOSg20^UL z<N4Za3xJZCCYo_|v|h5w!lQwG<pL+)JxQghs{KopMlk=2Laj1GkFM~X(JFe}+Fe>O zkTRE*TpCnlo4LvxAKlUIx7ES#LM-V*R)xYLE>`6+bVGp<>Csg`@U)1gEyJs-Ox^7? zaTlo}5w=Iq<@8s$yRoy)gM-bDisTR^m;OX=ew?&8jnlyV?-&-9MK$4V_&Ux(u@}W) z{gS74uHy;$gaL(J$uZXz8z0D&w&O=FP6_>rG4qE%!9;_CX%zK5*tpTp@TEMRXUQ{* zPdatOv82XEM6XLu&27j-!#m;7N7Rpf^*-G#-;_y&Qeo;n;c?(dAa$M_y~E`Jn$VQO ze;e&nE@sjw5OpVR7q*2#ik9D3kp=FA=5OLUM927f4$`ljni@Q*NtAO$bh$!#r;wg# zQb_Yqz~LAjm!lZ3T9&CCV%T=TMb-XKn50Z$Je!qMHjTO(>Z?;=<<G=YxK)|6o6Ps# zHc}mTj-A~fHtNAsx<xYSbMs5mh>LLALL+vRw;TRZpX_*;tti;0XuTr&xo6><N)u`T zc6x38m}gmI!wT2Oavzgi+9?v!hSBV=o4zNIS2TmOzffMFTtNM-AGYk}x-Rb8clR>H zcF=cfmHRsRU)BDnwUvK^PsXt%ULwVDsU+R(@baVNzRh%=js~AzOYQteyjKruNW%2G z`%!|s^;)uz$e@$-l&RRl&3Ae}_Q0>!v$o{sF4GdjmSEZ8dVFO`)x%IErturWMXnfE zzs5cOey;G*OgJZRuCVUA54W`;A;gJ}cj#N(B8M9L=#dY|UQY=raQn*g6T9SCxl7@@ z&<OWr;PXta@v@`y^bi*I686Anw(&a5bznXVbXw)b#f({MK>s%leDT0237C%1=l^>C z8D4UC04Eb*?NZIEud54a71uzN3yc)=Cqb_W*6&OF`PUQ*IMM@c6;+#hk)k{9M~ZS1 z^JxY~M66mj*wWqqA!}i71w2X!1Fb6`#%>JZ6@}Bla>_W~;F4AYa&-{EYk)-t;PW@s zHo$)lW@<KpIl{wKL%S{*t`vX{4NQc=C~44X8>B~VZ2@)o4Nz_a8$6-b|A9m7f0GSr zC<P>St|dnGY;Gh+El{XhLh+-#a2$?zrxt@w{es@Tp|zu`tcyd)SedsR1h;o`QBDiW z8%a}d5nkiE?MUK2x|Fs93>gQ9Bx@2VmBTC$jAgFhwu8JHxI>MYm>AH&wE=Mg;5JH0 zVY?{<SDGHo9zbS?3-KCe1HecGn0FLSYy&Sca7nKK`%Q)!1}{2EHO-{AW2}B%r0T9( z4IX%1(Jjmv<=GQJbmEmXN95gytjT&9L!8L_t+11@QS^5RqQv0{5ExAmMho4qoyWjr zX}SJh{#xM~s<A~>vZpaUF3?nB8)PnJu(pTk31j4gMx?ClT)qK+G_z-vJ3WSiVO@sL z&WPlcnOIvhE5pz>2m!!e49O%qmBJp0vpUQ}hGp7kfB(`xfzTrt9(PsA$QxTku612` z60sY0whFMBtQm&WEEkZ*{WK_!Ckz)l&F8*7c}+!<d6!wt9iCX@M%l~VTDWE=>i=y( z{8R1X?S{a4uNzQ;doTFfdfgO*JC^fsy9tmZEn{Q2h0OKG%D414#lV;Yh_i{Hsfw2^ z_7e;shwK%|Sq4eyV6x>8q+~#B1@JvL$MpYho9c_n)#|`~Z*bBK9vR`!BSHKJ<n*k{ z9(ec^V3`+Tpd8wQTDj51?w@{6nB;S|EYwlGcdFGNUv(>eQ>;e|_>1x0=skx#`upl7 z7l+Jc)#|Ug#wrsYw|l?r7$7SSSC8(?hKI{;=WIXIiIJ(=0@npG!1-KRkA@&rRPrx& zFO0_KuFgW&;xUb#0&B72Yp9qf$ZL<=(0+3=)EwR&o~tXEnJogIG$sU>puz*1<|NSG zeFJn~P<~vTpYQ*vS_RaSL9Z?_lE;96%L$lB?rF@`yR8oZ9nJELZH^eQCIrnruntSO zoA|E;IEDFO;ic<54^6NH85nT@9m9X3tD_?b!s@KFbSE{KepDB_<#5BnbQB1^8}Kz$ zz1@dFAPo4wPIhrf2*ORs;5snZnV9{=`f_^psF5kk)VY*SsV>7x;{56@dm78gyJ{Qm zZK=BjsraQO2ZwYOhU9)Qt)h|1zez!*dyJ8bg>)N-l`BE8^N6#$=E*_O(sYo|xw<6r z$~nT|yCQOt8LwWTa9Mo_JOGOZdUddMhCI-E)gI!z(k=EG(=R82YTu&jlQ}Ua6$)OI zQ+A6~ca=(**{=={UeY?}_CNC5iXv`n9|E4f`eEhyj@ra)#v16~GxM0{=jVa8<8d$; z<$}!#p%eJ#tb1W){dT!Kn}$2*K;OV(dCmJj#oHcTHZnB-?Gh9%7!yd)k*E=mH8t)- zgW1DKBHkP5+v}s&%0(|r>(1pJgwV_|IDStM+BOhpt@$dquFZD#f&bAU7eQTTyZ4gn zi*>7AqWJrZ`1^fF+lwCrc2BAQPau!RpM^)npc}IX0Z#GkzHqj)15S=dKB6tNYw((_ zmgOSy&2q}ujQykWIw;u5AYAd06U~TSkTkFA!{TO!dX|$ufoGu1-5J$&@TxBQ#py|9 z;L)svYQgYu&CM#yf#|uJNZ^%v(B08aC6n|X$a?wjq{B8%d<@A6ycE6J5RrdgD0`e8 zy@2pRKq2`^U{M?q!k6S>O{H<#M4`62n(JEP+NyEfTK)fr^P%RVRWb1mNj>ICrALoj z&xVx+|EN-V!3EIZDkO-hkfZH*I7EgK<iETN|4SzBAtz_pxgf;u2x$-<3ogX8-Kf94 zk1N{Gu6aha{IMZB@EZAY?5D9)^UtH^>fzdp!2OJe0z1+p6v<;msBhbc`Mk;be(jKo zDqEts%tiMZF9Ezn(vbR%G}qf~VLyqgAT9jt5ybhvmmC)nU9pG<qW%&tXRq3sH6ksJ z$H%x<dZ_kl_u3aIQsI&blD$fxpz;GkZfFUl!{PPR9B9$uR#E-mQNUVTh5zu7Z8YG; zyszZbW6oICr<VLYVCENTkv-wV9_&dsr;XBkcOLD&>aS&(j0hBoPEyj8DaGAv*!HxR zO?x)#Of$?7Q}f3ultM>y)i7_-`7O?}GD?XVzopJ216D3uwKLcxOA;EEUHXx-nnqT< zb9Ct=#U|mU{hj!?n~x<Hy|=8+E3qEjW*2WK*#w*$nF~P)f^C4i)_Y|$v-thCCa;Kl zAlB^qCi|W^QFQ4Xf#!4Hw$AOj>Vs%y{ccx}d-3tVpNGyJ_f&F|A2?*+9+XG*K81AD zdLBmdN8VmI=46i6;7GrdGI@zb@Cd$QKI4D=?%RcmusijMHs^=_<&ThpB%M>CI^ZjK zz2s=3{df>2QaoI3$6Aii*;S^cSjVXhzo9@lpP#~w?mo!YVAWvDu`jQ@m4I<ZAO}`> zG7C3ak-eI}-tX~WKZPsOCtoXV|8n?NZa2iwMx1o<ySk6gp`PK>;CyxXhB2S&t0$r< z&$Bc;9<UxB;w1Kl7Fe!E%*5{IV{`8R+KR9FyyO$-XXa6y{1<D(KYvmqBR_&Ig%pp4 z`V^L_#&~~E6=bMK>0oCfiE7X4t;tg9E%u<^Lsj2lBY!}5YFgYtjW|epbjT6dau;$C zWS+$FS~McA0Rd`68Sx=%ONgQpo#G!;=VLgRk$a!ah9mtsL(j})_%3lW-5ba7UFviM zakwnczk!c~@1&?cYV#62{tQ9kYR~Q<mpjjc19j$b>&Y-t>zc-#);?a<n?2_sa7Go` z@hYKSZ3uMuen%#<dT{V&bR!q|i)_eWY0B@E^WQNwR8;ivc6nXkd3U0u5SlKIx};tm zmFQuHt(o88Q8Tf0s!o(CQH%G(*ngKxO~5C6jH^j|&y8F1IYs<@%?okVfc;W#b7Go8 zbm|F2joDnID2oMVD0-dt@&_2cWYwc+VUb_IL}(nDW5KtuC^KC4bp3m$LCF^p&Os+r z{twGI&v0`4nK)TLp+Ep^J_3~Rk7XHwiUwRAZ<}XDSTvLX6#!65HT}~gUva{P%|H{m zwr|N{%=zL1$a|ao)hYmXc!4Y!mtmoHugIyItYviT$2jEl?al{<Z<Z5XT4DREAy56B zsdu=!+q5bx`CtJ$j}@k9x2hGN+h8^8Ak6MPh6Bb-)~aAdg3Ok&$j!rH*G^}(iZ#U_ zPi0CMMc(m~8Z$BfiEF-9vG1X-5Q{^Tt#AwA;+Z*>;jf&J{^{JFc*F9qRb1cn;9M4q z)b_wX?lcZp`pE@byVcb@a4(;(@uCWOkF4W^OLSS5-RYt9(c$IU_z@2B{>C!7u?Ca8 zjk{Rb4evRy0uCY<?-$=ks1<2#H(|Jox84uz06|(;wJySTb@-DCsAh2t8@OEoeMST@ zHUL#nw+W!&0Yu^EP>yzQc|S!<S67}KHz(^TgMwHhk`~XR*E6uA<I<gVuSXsjtGd3c zEv=cBMS@bTZ3j|xl<Wn`Hw1xygo?NEaZ-jENXJ}OW+Z&)V8D>S=5*BJ8y`LLK=R)- z+o{1{+N?XqVKj!n#I$lyx6kvpsn2@nOlz@_nJ}$ViZzG_Up?}>>iSVT`5njh0-L%M z`c*!B!R{_fIqfNijk-oMQPJ)(!x7l<Xide5QS{>k^zGkDPuLCN!}^}U-R<;9Pcqu) zDSyRXE#BlO*J5POEv`l6Vxz2~|DAt&s+|FQZqt$3f--%Judi{zfPZh0H0K9LDaI61 zwCi3p*v$V!RQLH!{!c`;uPG5ww00i@hDioYJgtp4YkFtMt5`h`RT?!`VPelDpgYe@ znl+g;yoYGx`Yw<D1OZAx_qm;k)fs{cSyK7%3zQ(}@>E_N)LW+p>OuHW=jtQs&sKKK z!_~j0o$nNu|CN`b-z^heyah+c?@6+7m4O8V{g?NbBlktki22?+&G5nbkZ=*7RTtT) zxpC(D%1rb|s(ttj!I0#zWXlEH*W<OSQ+8N0Tucmj?MR>^E^`Ljjx-aueqs?@{g{KT zEn+TG@Ne*UmY=HseRRA2E<Xt3dxS0AF!}pC=f<?YvPG^FVuhLi_DXm&9@|Uo?MG(8 z*x?S`svwiiF^A(7_1;DE!(p_)xaa0wmYBIek_hB8w=xoRdG>LTh_J#GYTURZI=DZ` zxp&xkDjx^pwU6mB8Uh^dZegR1$T+YUKFc4lVRGYTfuM!OBWp$<Sx7y6$6Q|ZcZ7i7 z83QvZhZ0^0QMAFS(SU`#8khYNh&Jz*0R0m<AW$ApXJ=FTA07hMX0aAPbi$*pYl(5l zh=xRb%P{f+mY(8-7s90R%%R5XzZV^@We3&aQPP>^NZGU3hZpy|Q&gv?VN!~-0`(-} zSHsf}w|GJ42)$nh>ulDOrtdcabhP&LfKs^B;d;F1MEs)vjD;xPh3B`clj7}e@AS-5 z3{LdbRL%@mW>5G5ZWBFh=V#{lr<!RHyT1pGyc^rXNM};jPyqC}EwtN%M7mc6XunEi z3)LrT!Pi0#!Fl08U&)w5XAXQjz$_HBmH=mLnD?4Zpat5mS}M5AP5U{36J<iR2gn$2 zRH7GZt_BxxT5>$k(1SCF<FJjrCvU{>j?MyHeJ_r(SvX3b%c6H!*moyC_&x-QU(Fq@ zvPD`sEX*}yRX%j;JG1@_QBE>3yWb7pt^9<CnL7q=Nnr%SwA<dsD8Z7WY?pL27hRo< zM*yUJ&X-S8NqNxZrWmXLgZTay<Q8Qr&_PR2%`T<ypSJ^}^bO$KR-CA?76}4YZ#N}! z<`-sWn%>OvLk7(r+rYrE$N-6k_k9U$gV_r6shq%~@Vv7T@0RP(mroB7y}+?8=uObc z-m_(eR`bAl`Kh3#e=Pc1N;h~)T2o;7-S}2>@={&cHIM1-%Enokk4<R8Gx(~{dPs_D z?_fhmVh%{6i^1-yLN7gx9;=0=oV69-R2u0GF10<J^vpVUypiw$Ju9Ho^8Cz(4+;6x z&-tcJPJjp)D5!jZS<14D50IgOX(7;Sl@@1f;mcu%0&S3`!hch{kL?u;hZjM|Tf_Pb z81i_0y4C_;jqk8B#Py8<akR$rCD+imR@#F!AIPQYk|Xdu-|Ti*-u(j1@veLJKh2S) zfhoAIq+2TqKrJ@kLJvR)2Lyj);O`o@`c$o|17s%IrIyFR5ZsYi;x=1kG4}3St*C{+ zIYt_M9`;<kGH0i!f3UIx&S$DFZh>$(8)Jziyb0*(;bcg_lii(b;t@figk&}0+IUhj zvIu<m39J$6zd2g!_^{$1X+?^Pkb1BkeZP5-9pto02IT+A$nIY#zAEtjic^R(SLowW zW0atwTXQ{QT+<Ff10WbIEE8)97}NRz8vuIc)EJyjpbFfEI|_>S1LcO`EkHQ`&duGf zM03>F*7jAK0G)*2*}n{@=I8ibCW)xInx)~BWNAXFB;IZ!2&j$7hRMc{lZZQW1ga5k zWswm>fN&is_3z-e_q)3~x^;PZ7C?Ikw1AeLXMIHbZ~_XmwfEZ#Gu(dOqszz+bX0`F zyhs;yv$e{Dn~OIcm&T7-{zVU_yqoS>=eaP(HwdRmOvxi793kMnV3saf6D02hX%K)Y zYBx9E+|t5${VOVumyZuv6LGW@=EHw10eS+6t)@+G>#{l6G`xGX_Geb!tlopjbyA8h zmyN%3G(eJN<J+G<o|3b;yjB|HDO>)DyfFL}E(|UJr+W)PegQi?reg;m^gBuurBnM2 zn3*7b5^>#DfD0W>Pebm0G3}gTqIzW2;IWU^6hdduCP6G7lxWLSmZ)`xz3EnlftpM5 zy?=1x{QMkl9G4PTlj+8tu2QH4xd4~s*hT|(2;PB$n>Ax0fAIgw+6j){q2*n*gAWR& zKreq}#0^7$q!$A45eMzU)Ac;zux5#ehEk62^5o|I<qJpKgG^Y|m&(SqFAXMUqoklR z0VffS<zKXAWSNg5&5u+0hCR#JCpi&<t&hcYt3sjRGLfKhS=5h$kJ;6MIA(HTArN@j zf&o?>S(}X7#f{l*j~O6y(B?3MOqVwA15?PL#cQufH3NV)!NAKML`$3l2_Bf>0p}Qd z2M1VJv?OX)19~(fl;N!=d~>YGQ~s_F0JWn(3U~&Fyl=ay%zUTsJr{GeA8vZ5b9}CQ z_TuODb@$(j3mK0dAVb7~wlmxS1UM8nAR6I@UKy>LDdfCCES%8-%&DG`$~zgLt_Bvh z`@s0&N*3hkOio%$5SQNs2>K%cMnsM4>I;U=g*D)*;M};30s(Fg9B^Qmastx^m-8~F z#pt{m|K`TG(_}ILptM_j=&yXZ9B2t$RrJNs=84w<xw>=Sm#6w2H<e*uJbK2%2dbe- ztFi%bx~plv?6B*<g()$*bIw?{pSB)QIEH^@3j^_;<d=WpF2LdDf8x8B55WU0a(?fH z)k=*DsDPFS_B%T}z&Du~G67=JncGf7pv`T|GVlQwCqVl1$!--#dQ&Vu8cg~G#I9a$ z*)@YIA0HIIA5m2W0_)D?s6%yrBX%P~I0j6WxdD44t(Sh@W(D<SU$M{J$Zzrw7Vg&% zL}k0hsGCFZB=t*~dC;$VTRN6rztj!f=9J|r!%09QcJBLR18cSiXx!0PE=Yp_TP|>v z?KS@c*K5?=F83uzxcGZ_6>beO2QBP}RF;<yF%B_6f5t?h7{P`1+*}%L)E}!yyG{Vo z{?fHWi)1zQS*K5I_s2@<eaP0F&}5#EQ(%5xMl(PI%=^}(pCQF1`b_27iWnG#TOa0u z74UOnOe{gc`h#+9{zVNc4SS@Gmb_X$5mWHvV2=B%YXzg5F`0OIOSE8g=(mpkT+juP zbK^$9u-+QM6?Y{|l9qPaGC^;XcziJ*7=oB4Ollz}DZhH0g^+$*@drn`hYRD8^DgBj zusH*{9QVMH7}$Ak@9doTwSmWr>UuN+Zc9XS(@<ak7wd(xw!WDeReUd?*gg6CIy9;? z@At4w2EB_4&3@$wGh*-WG~e0oQiB&yeN8}w`D_H$Wg25#mcwHxoMt-EW%4E2gN51~ z`a*2wFVMGd4tA8P@?bdY=bL8_yZbV|L*VjR9Mp;tn}9VS{Mx5U3@ejm*YJ3QY>J=N z@NH3Hex-z#zV_rO=jQQGn6ysqYqhP(Rk5+!u9_sr(~Q2V7zW28{k2VfVIeds8eVM` znOCnaI^hywz|x<I9kV+HiUr{JCr}Bl2pl^+-u4%O^(|5I^(*-i+8(g!nB!GV%{rX? zCgy22!K<swXyj!AoSW5$*Ru3#M_G4vui~|gKBS4-r;KYkYNZ0=t^Fr+qob76mY%&8 zVqvC$xVv1pdc|f%&j1&GA40(-XD4GG#_uBun<U0w=c@aJkImBVZbA4^in7>|3etH2 z@Z<O&UjVHs-_)720prD+<?a-%uBV;VsTFrsz6T55@%Pt@_rrMTcHsmbC+n0I*blC% z6E$X%J_kL7xkRSZ;7=8;ELRRYeX6N6nm(Jm%KUAi<B7<@pP^4bg2aNFyTZxFk~#)7 z+4)gw9$o248lAI=XMF3Plh!W-a7Ou(hR~czbrN49b{uzwg?;(U5LIEVOvGl~T=Kat zRI~!jmm);+0?>rEysl&e`waXB^FUFdhY@G3$M*F{oU1&l=wOX)rH?@>Dl&0UL_$pz zMW^j_f-*z0c#bnT!GIgVnqWm;ohNu^(^Y_GUJR5MKuI$5K|ghb0n@eVh3OWkFm6Kr zV<+XQR$In{2z3<(#-pg?M783lr@yqNp0mv<XOj<BE0rtqcXLKfa8Be!aW_VMx00k< zMlavF4wYW7A|YfN_zcB!@o8uL`Uu`EDsQc+rVJBf33#6{P?+NPiih*2qV--+F4$f7 zVu`&7Nzx!l6on*%$9?Fs6<%LWFFM_4aI^^8Xns&9*jUUOW9=3sie`>VqV>ahF=nfy zOqKbAqd(?$+4bDr>EC<tU#W^o{rz*)oKL?sQcK&7Ga<|I)OaIDI;E!~Yjl2#z&_3r zkvJ>wc<?6OM^T4-5YV%V@FdG)8y2>fEOsZH%s=KpLUSaMMUyFcitMJZ&}2TCYfgT% zn*7E@;Cp^7rz@`VdnF;*_%o@kH<JrFk;~K7kCJvU0+Ha63YvzuSI6+Z5*yX(;WT~Z z?FOU7RX<Q41NG-UFwB8_TAl-m)Q8o^v5jBu2N+pN*1ou)u>)he54+XOM;)f(IPt|F zw(9e};j}!B7wf+>{IQya4D{HJKb7~=(3&wn1LH)Vc>$*f(1-1Yn2DA%=ARRW(=^;& zT~h^IoZG)iJ0aA$k~W<l8{U%C8smA7vd$ICT5`-*f%b%)@+A(e4J-sODv~%Im4P^I zhsmXgJ)*w=(_~;e1lQyc$iY=T{J{<0WciO7X0e3U&~N~wbEM}|5(Qcc_b|cka)VV2 zB{ID@0LRTcR2qrK9e1j`!;c)heqY-1E9;wYVOS<^J%!Ov#Sj9GkmkE?i1a&VxkqtG zcthPiEv>^2Zb_Viv0<4ORA+Ne7sSzR03C0A01oXyW%Vpkfj05*=I(F-)z{za^h5qu zO)`It<u>DwY<{2yaf^5)NT1xl)x3XlrDTiQI!^~kRX;ab6z<3Sfma@Sw@({=N+LaF z{4ADFHdTA5ISp}9A&<;v=M9Q&J|FtCEVZZas1@U~dic7zQKonBd>dF6j}p9+cY8t9 z)#eGsG?4%|HU)2yQPNyUu%&Yy7|Z;E?Fweeo&1BK7@9|Y&-pOYI!C@#E<Z`vjq7Vp zPpaX0pjSM;>7o4<(l8EdvvAR)<~+4aS1JTV#UJJ_<4OGmVmv{({i<LHT!?()*dhFo z4~Y1*%YSmy;$HWgsL+NMY4*?8|0;rkkd8JmuS0<AYZq`aBY=ZWI6Nr+)uwy44pyre zcg||#ZGPPCjH^hmYoR*=Oaw0%o5ME>3`?L+P8C<u7sS!lk1_a3_L8?>Co_>$E%cL9 z8Ke$%n3r+!7Jjoaz-(u~G1YZSo~mds5nX%Qn?zl_NG7LlPm7pZxBQnci8nnX_-fSy z=Fc(WWPpR{6Ib)=dntBANB?<ZZb5tS%zNEz$2i*1gjH50?Sat(8b!lm{KG!LS0SYL zX5^UFOl|vB4kAUVJUl#N41O$#|D|;Yy#&4*b4#38&b~7GOklM@)s2BV@5_?RhdkxW zZLD^s;88oOy@R|&(=QG0i*ThnHg7W&BEj668E6~Qusl6wwPfmZ{zVH=?U5>MWK;nT zH@OZt6oHk3V7dw*MlAa6lt0@~csVRKJJbGphWq9_Fr(71G!?UY0K|Jc-Y0O^EjEQ{ z9BDO?`3%8vf<k<xxT8j&5L<(;PrtQ1dGd+JYOnttWk>%T+|Vbqit4p>ZfCGe4Dvaw zI*+3qMS$3Y7JD9!-&dM^d!<HG25Kx`Jc|98?0r=zn8}5bh|vXI`GaDq!zcS5g#qAG z=?7-bY-Q)_-pV-AHOf_wE)7`E|9z=M>;%#<c;o<0P;Boi@Jkkkc=`El(%ylvA}63g z1ezQtr}n-2+3*;-#U}USyCtA0XY$#>k=CC2n<F|$LXR{Mkk{+EkNpE-XT>0gu7Kbf zObfGC-XOJ<gQc$-SHGhDa#P}FR)LoivlrM<c`2`SUFn9Ez$;Z1k5&<{W`XbA1#>&N zVeZAuD5xXcrbIb<u?k8;<0R{bHl}iDg$GioSr<`aq4(irPT#12t(SG*yY7Cg<D7@9 zoaBBwnl)fY;<lf&8*}<UEp*@ivweOt>k&GdLQin_N<I|Qxtebp^Cv_&j4}x`Lqxop z?IL-zC4Gd+{1ll`VAz|;XTkqDYI9gwaLNtOJR2YpjT5MT>1|mJO<?XwA#2+_Zfs=k zkPRk(9dGp;F}utLtFkXbv|?8sd)iXo4!>tVqyrfH!b$dE&;%5|pbuUJ<jM>XUuI6c zx3~Ad_)l<wGuV^owBTMCaFHO;s{>=;@a|=x_KVE(0cMxQ*?vlz_)^&54dQ4!utP`b z$akVNpU}h)@@+g>PU=LVqsbnN^Xy@NQ^I6)GOVw%e6j|FLAmLKx@S^Xf~qytB<}zv z0HR*Qx#UVS_CET$*xftvx5`OWR|q0%kY`e#NC*oAT1N6-v4`7}ZIA18+wA^3ypfZf zt6#R_N0I92&%6F#<RbHv|BGB?5L5Ilv`A9m>w-_X^#^@YiOD82+@$ISib0dtnwYEV z;0Zjlus?exPv<?D^f!1>tP8PQJ9o=Qu+#;8)pOmo3^z>n#X+RCN;ILlA{c1DvquA+ z`PJX)_VZ=nS`4(Oa~(ksot?q<Fi_nCueiqTqKs;x%?L0igEw?wVh;=k=VoR~%N&4l z8c3;g0>}X1$<cNog%0zKr5sPC-_Nl{J0dFodpA7AouI{p+~2eA9xH>YfS3Umnbvoj zMX(N|EU9T81+T48$Gd+FC>tnwL071AeWVkH&5RQ9=yH&~<+VcbwH<Koss(YMXktQx z)&B|9&ASU=;n*;nY8wdZ-I$gCUWE?z2@k_5I68FIPKZ#>MQN0Te;If0JRaB{LTbQX zD`#PZ4-qFF=q8Ghj`7+r!vO6Ab-ns)WR^!?ff9Hm3RJtX{Xhq`wqoGJ5i=5Dt_isu zA@^&-Ux#6v<DmirZ>j}hKXoaC8Si_Z$ZGT5=!3LmPjd^eP;4-*$+bXhM20jxcoG)x zqik%Hg}$(_xjubgjdw-Y$}9~y)Kc+JA^aiKHE&Z5-e<-GhO9CM($%F$2H|UB?=WaQ z#NqrE9Xf;tYP8I+Brx;X79+swY_|86TVRRHdF+!Xm`XBUmGjUU2nZn*_SPDy*s1hk zTTile-{A@ATJv^u+K;YwHBiv#@CrT#?<5+_7YKbQNU3_vXoOD-*a?KwYcs~6Sg47U zvzMN71I2=}UDU4j$Yn8e^iM5P$RxO!IaC7&E+u2m_FZr1u2kmv8dC5&*3H^VQ#c{P zv%Bmx+S59lwgDU5FIItuIpcjizV3hOF@9y-Y=6@d01NP`uS>ahs0J5!lTlQrU>k#Q z<nwqZt@+xb7R}8^(yu1Flq&lMVKZcdRytW-O^(l$X!1$tH4Vp9bAFiBf5z>t1Drf& zZt%i)N;yARnrA463h>`=gaSAZuX+j(U;?@u1RUvR;<2i7s6*1=LUR+tl9jZCL<kdk zJi4}NDo>s}*w6q0TvNfud}_!-qiBMTq7t59IQ@@;RHw|BABy?c+O15R+A!hjFC8ny zUX!MRb4lYyo}{>f6uT%Fa&y!w)-q#44QeD(=77N+nNQNl;B|0(G%D6M9e|)1bRWC- z#zON-ubUJz5EL6-oJxMNs9BzXg%Zn>KAdU4Q_gfE@T)v)zaAf{H$j<<8NAWs+5DrJ zGO|tKWtP_QuoLNa#5Dss)Ld8i-G)&Th`Tz4U1)&kb+uKA<G(^`K&`<mXmvr}i?`#= zgRryOq(tC>^24HhMdpGYfkNME8AkIe37@xRK-1%V@6b_??_l*Hg$wa2#%rbsJv5u& zUOep1-AsMIzX$enJ+Mh4j+^mVxe_Aq)vaYZ?6n^!FJj6kce;fVb@I*%--y>7$&dZ{ zDI(!7v;2=jff;DsWccgl$4wPWFq)t0bAVQz6ppS<;?Ijt5$t>@2!Aaxk)z`Hv${D! zomq!bMm^}%GN<L{$2R88bjAL?_XUM-;Z<x}&_(`nLZ#$KIEyu^<F2^3YmDybQt>l- zFa(uwV_Z13KcqFxdDJcLyk&j!X{x1sIokjQB9=zVwnj5ZaR~pY8QY+Ck>>mI3!zT4 z3%wV3LW70!uwiXo&kL^<^!){UuvZAK+;R-oiCEs|nXMRxZ$}S;@}eOk;^(>AjL*n} zkZbe%MmjCsk>C6Y146RcSQL&|J2&@jl6>&blxOSRjuuLDf05@6tt5R|Q!HBFn8p$| z&2lnoiN84g!A-8r{MI6%sbzp8_2!3ChmQV6>2b8^psd!viv0O%8$nYMaBHY{LnNZL zl;jQn)%^HhQk!u);ji>PSB#jI)<4)}C{@&W%i9C1N2*KI*WOcxtgVfCwloGuFjzlJ zojR`z4;jC9JNPq1ng9J6=?A)O-y_dgLRxwlp%Ao;%v4#_MxlPU`10YpyYfmjj_pgv zW{Xkg!-2vZ7LPhS4Wn`?)Q`l5V@dWT29zkpro}*0)b@z0*YWL*N|4qReMtFXq?Jn{ zk|cg3X-G8P$6AM0-?9h5Vkbs%?|KGwjl`Yr&50rG=$@`+myog#J(&`Ps#(^CVgCKe zmN1)0-blm(?oF+HvT&UEUbecW?h}>hq7<p*5sZ&xJkLzxKnKS(pu_Cf031C@k5R=H ziQ69`tfcvb&<7}52N@%I7_OX<eoIy=)G9p^*;^EL8RuoAReWE8h$e$1rM>2jMQOHR zkaO{cM4mgHyjpIG&5#Pel-n=d@@e2q+7v4rW4tT##}$>Pf(m}+wWori0Vyv~RYer> z-vz3(rXx5Y2zhH!H@`smS2mbgUcmy}S7#FKO}Qx;BXoQQt(%U019a@HZFTmtbCKC_ z!@h%!h+o;y8g(e83y~gO*2vSxt@<onHMJMn8>RNRnrxHb>@pw#+2*R!)+3NzzYVVb z8|$ZyCgSW>!E6qnS>ovG>(2&Zs|JBCYp)FfvVh+GZFkL?$wQuCzJQWQz~VHU{)veO zt_4Z?Gbh%{vzU6aLS8b9D%L^H)rf1;crvJyG?h7C3p#9+lW&hd_vgEPTB4myVZt}! zE{D1#H27QP+3es@HS5R;J#HsiIOwV2Z3FmFrXsXDN=_yn8`B+&ik9ZMU%wr6Y6+=M zsxU3JIh@H2PkB}|B0$!F2G^^IXl<(R&FWqz(Ee>8{&CE63si)+SUAk)^f;`l93oEu znFvHu9x<vjB$t%|Qe5c|qhTdFTv!pf@&eF8jCU<_c5~8?(><X!PJcbZ*6RxFyq7!) znoZ>d{Kq5b*qjy!P|*j_3U>TNDT$E2?@%}z-2CyIO_HSEB4P1sxSEsJ8hb|a(!*a~ z8OKUs`}O;Ir!>b~0f)1~!AIiiq919(G3RDJC;lUy{9SguH1L$;mEmJ<4=Vs5Gpu^G zAe)b}SQAiKiFrpaG9H^OyT7yIomZMQlY|oJ`VYKo3UR*oT5xr9Dy==W0|9^Ms<q=n zfwZB4mwUzy58GJ_Axyf~T~B}Wejf$h=-qb;%7*0VU>n|NG>)Q!Ysp!0wj_z0_(R}q zbfc<}ivmI(b6k;7r4JPu#W%Q35^b(CM@G2SMO#JDmNTNw18Bj<OH7hMUHz%3q8C|} z0Z*9fu3PMArFoviK8%MreLnRMy4sABJ)rM<b}S`uKxBARJja--0B5fH!i<fp+;>tP zE1EN(N$QfIzme+Bl&74#y;A?`UY{rX;t{0TcX6N9R|6#^@Y!aB04^$uKiFnHxy#@% zIK{Bnw8!6Vq>jbAzs1dulj23sW3q*3{W(x?1=?>*JFdHYTku7Dv9sxa`a8e9e?Wwn z26dCx-T^!39oK^+-rg5s(g>B)VjW#qbrQPWNdAJ}fx9=kQBH9!j6fZ22aYw~ovn=- zI#l0%XEOqljc-@~v}I7Qc0?os`qx<&=YwiHB(&ft>wxvNX?@>}5jf=t5PPfKH>U^> zuSig!V>9Azwe;^<#g7^RQ}-$0@!3!i^&$rIiH6KEp(lenNO@`I=M`V<iR18_?=!=w zu|J0KNFrrHr{5?-Bu$5#p6XZJ#XA%d60+^ogS6Ewo{M6f!mutS@Ai>C+~g3IzYs$# zfGKMC(zv{o5ZZdtF7~h493i-L;L)S&KmHp{MoPol86UHy(8Mw5#W<I4ks4^M=C#}j zRTPUS%(c^{1elcE4U?-#!nwB9xoHYoTjyrZsd;J9mo!UxR9L+29lEeFi!sz=^;Zxi zCr>bzbh{CQt4=1>)zW)CrQUFQD~tP{VZ*|zpBCW<m14rV5f+ACMXZls!EC(BBl6l_ zrXUUp>Em!Odk+F$MPH~EzflVJuh0Fetb;DdjWfbXj+hu_B;l^N<(S`6tnuXp*rMZF znnjRdW9Wz)8#s+)wv4L#-Ma+ob9^UI=QBd<Wn2fYgK~1DgSLJi+Tezc_w>~j8sgQD zV<Q6}yAP#2qZ7vZ^{J8&R!94MvUd0-0UG&xG@If+HkUv}g+5rBamA6IcLOW4qwrwD zlee=tF!6J~!o>rS5WKp-%j&-ep3#JnCy9lfrdkM)K`Ptd*-5fwwokX9x&=|^LU9?R zO4x*j%;^6fry^AlH%Rd?cYdaPE#*S6Ql6cW$9C7>_%-6Ezow$00Gkm(LK*W<qi9o2 zAh@JgOkz@7>PXhafRUt-jU0HcCzAz53Cc}>tp%t_WfC1SVm9rZ;HPFE(TW{EYV1$X zx%O(wd9h)&>8{)_P=y>d>!_eS`>;5H4$h=0rm%1&stskh##sgQ5#)n()<eT>!a#bw zY9EVT{gqv(wjPu+@Uka&rljJR_J*f@IDuL$L3i)C!;4A!5XZ02bJxEE1;Y>udv;rG z?mGy*01)4?)a~UF#>*Dc5}tR4ozdj{h`$s?1;zJ&@ACorYGknO<w`QS6>A+{*^*DD zXC|%KC)~@O#!<Fr`{Sz!=ms{^{sq^%Ng*pMu$Ftt^Bl#1jl$+rnG=Imn*a=rQ5P~W zrE)0o2z(A+%q#`3Pz?uqs;Eq~PNvdBT(m%WLf+j7@7wG{oIb(q5rXyC78|~evsmPy zfTnkwi*fBJx@&nDunps|vZFB}sd&e$OpWwuKDIY903!xnLhg+6(jOK=eIVQGZC<sP z6VPGVRR6UC>%3K>;*sGVr3TtWvn#qlRm;iJ_O-+~sX>zA%0p98ETVmIJJ<zT33GAt zNMzEy$l7~cJ!wXcn{$QqH}x+8OvvR2?l`ZkmUzpkpO=!~3qH5$=;zq>1}olGho$gQ z+;1>%*HF~(a1V04tkZ6jslVvq2@)Qk%t?@E4TJ9us-pRAeyz5EMsUyPAKf7F{6O^g z41WS?IWPvGDHfCny$4Q^zCgqR#>fpmM;5&~<hdtWyyg31^OgS?2C*BW@sLx^QR_-< z#$(DDt?$l~17i6?=smw9dVbJW$}scYnG`$l@V?MZi2z>U*ZK`XwVb+eA%9|X9^e3U zr^@-p9X0!;b$&yaVJl15d%?vGtLk7QSA5R0k+!<U2EG*X%}1Buk5hti15i6zK0Ztt z2evD4ud~8Jxzu$)G@1OOzvwZcnmbzJ=%WUxC50n#BN!9MQ6{6S18w^_2)DR7V=)R^ zVl#M;gA2QVHmkpUq33+%H!<jcKHHIPzy0>4{JqG-<v-<)wvP7tuA_h8&I}3Op<QLA zB0Rx9Mm1Fw^v<(D>*aO|necF@F7%QeN2g)gSZ(!q`~lbyT%wDKnA0o~8lW7+P={t> zE&)#nObTJ%eW(BLQE=fiIc(+t!a{%b3z8xNm#07kzas7wvie@dSw(yXkK>~GT~fE% ztpCH+QQE~WV=Hve-PKZJF3IgyR=A_Q=xcXlDdADi4i-31oRiT(ExN{&b@8!P(kpVh z!`GgY|01pbc9jkU>yUX6H6?CR#aWw(TDsW2_tJdjYV}AOH8bnc;=;l`Fv<TkepK@b zfJOg9rtdf{<Ol$ctOgx{VuRJ&9?hktrC{)uNQ?Thy*@<8h)*_zjLom%h*f*v9iel1 zxTMDZoyx@Zy0%C#ww9@k2`(o(4w9BB26=<!w21BBh~a+tmO#rCT$a%!asK3U902h~ z(Fb={<f9kfu*wXy(n92(*8oD0W*Q8sXnon@RoBn}x5Wd58!$`-eD#GEZw?3~?|A`y z8@(Iq1fFeR;sI<KE<h;+9G$_eU9}2Tnn&7S5E=T;mG7NF=YlxGU@gY=nqaPUi{gWv zg<@AraR1P{@(1O-7srPWmIuSDYmEc`%M!))6$`dhY|rfJV#^bW4C}v168lDnRXKg5 zKt#Yxa*=WAY<9sD@ujeB;%e7~a3TbKlb14Dv8g}(_!((|ZSa$1M~T?wHF~`jo5Gav zvsjxVf4_sjBRBG~#`85^BRbCG2R9(Fwh&fUVe3~~Q9LX(BIM_{UhRa1HBBumrBRSH zn}&Xei|~2oPrdtR52Lz@4;?Ideu1CA`=sK?y*th{z9txBd}=taWOX)0y<zhhI?R5| zb{H>q{s*3Uy1UrXk-3}o0hp~S%6@<40-~s#nD>o9b^~w|my*4?IFJBdT8Q2V2B>Ph zsZ&X?y?Z)0z43|KnZgV&Zd-+wH7hp;DLFbYciJ~cKmI{3sx97{iI=FJe&be7az#)j z_LcBK0q*=<lsq}qYTjSXgk~L}i;N%n;f1!*$5lkAQPy`9F$nNh4N}+Hdo8MR?sjc! zUW;-AbFn@g;92~W>`_SnYQ9s)-8uLIamD};1rG!`cnJ}Ha1V4~eOcSZD|qG=)+VO3 z@a=;F&R|<SgEB47x@v~bNcGTg{Z`p}bX*Q4gN*HfaXEecP+cagB3Z@$$v;U5T559d z&VLX(Tm{wyVO`(((k=qGDl)_*WEZ|gDzM+M7qdQ*Eg(tVOoSlFH>nc{0Ls7J0w8xd zyR)TK5C?21PXC<!{ry3jJa;<lYyOUx5bT}3ds)Frz47OTY6@D{;n=~8(R#D1%lAP; ztD8*NG&Az`JvGnWGSzRdgB)YSMMXgbhR;?N$3t(<+vS~bA<e?un~{e@kwxF-nM(1u zR|AEVls&G3IJz3*v0Sv(gF7G5An4<9^@o>2YFWbT?5t+(Z~tQW`T2b)X=Iug^+K?F zB5p`cJNx{Cxz~-H_PF2F=0Nte3akAlS3SrekuF>D_y{LEipS|;;AO+x<#_Rpy%3O3 z&N6bpm?L_*X~zFLTJEpGChk=Ghbu%z^&J1jwprD|!71kp<=*<i`Gq?z?Y8?e5NDls zand=$PMK3uKRz=fw1={PZN+UrThA1AGFwPn{{~N!J#Em6`{TX{qqmC`dzvK%&soIX zR2t`ID{0VitLrdDZ#rpGQF_nw3btzWFMhqPrK*qX-}v8qxJE=HPN-(!+45e9$O^on z)sj>Dp)zsGnXUfTYKLIj<Z67d5-W>hd)KbTDd1tlk%Px$h{?IJZPld2|EoRhO3!^X zlXqgQHc6jHx#*3L*UV-h1mZZ+50r_2#p`;QXARlx5ckvVNB_~-4DGrZV3+WO8m(@J z^xIWsS^xImevi}@mx#?0@i{%cxVU@0!{!Xuin(qoQjsy?rgdF+OV*|_;)4FSljj!l zjRmr1lI3TftdQjV<n@oVk<EGJ9OrAEmNK<W7@sO|U5DQdr#-Qk(|qMd$od}hgJqVc z%bEHI>e)H=GTbpq3=U4o3_5oXfewfVf?j;t6(!6+-SzZpr2mnxuLy1$&RfWur+?_H ze}h#+n!a^CNcb{nCa((?%sbK$0iasO!{#2<8msYVS%y~rb37$LtFB18_ecSQ1h>sI z6(!iBl0sN5hO4fYKS4qv{JiFUub9dba)_tgoo%l>$vpbVnXdJW+VD5o5Kp~a;=n$} z$}OhnFYwSzGC%4eKsK5??59r5EQ;eQY~xA1uIjl74I`FBCE+PH@tYjCbjNmhC!H(b zWM%s^xoqXHk2049Tc6RfSmd8>K#(2pc5C|7URQj>i4*_R5s|wywkYmAtKo0Eh8<;s zv9{>L_SX8c%q`+95TsKuRje<kX*YGB5LPeZJ$SW;IN9mjkL5$Vizo6vY431MCoq*< zJe`NzSDO%!6^+Os$Ob%_PQpd1MXKRFo`dQBIUBY2QMx~brrqcrPYh|B&j)lDC|OqY z^*rUtBjStPip1`;2ZUm+Yg_HZbek$gR^EW8T0;YVh2Gx7O%*#6UXdK9{2U%JIlb%z zu4ISC#>OJT!W&gL+pNFB|2G$4cYM3HVh32Yoe*c5(U<BB>}j&1N`sfu`#bcQ&E|Cq z=LKRt0)8d$s6k?ln$ZEBGPkiD?%(bO?_U`|HZq4(Qsh#s3rP>KX&oFlCB%hsN9?*I zO_U|k%5ZVWqUrO-5?BEsMd#+X@J%k{<>K@_;c<Eq=#h1GF~USyaGVV=)zeP1;x6YE z23Eq?*n!n@`imBoj{>i0jJZ1t=u0jMMuwG}Ou*A8N1OPwsU>a5=4n9K-`QERV&NCG ziNHcd$@%z-go?`Bd7iM@5JB>LanMP{LHpqo^_avrNh9iUGU;>zwJbnAH;b_&CSmfB zG?nR;rMx!G=w{x5t7Uyu{#-|}xYeG%Cfr`6jJ5rZClPEB0V*q=(w7VS(rv(6Z`Gev zO7_Eoix%h%!=CQ@?jnxLBK=$#o349Mxm96xzka)7mOXcN8+0$2F&LfqC&>4}`SzOQ ztkRI=P|?|VlH_QW0$2{p${sAd-6I0wI6<dZl_aIEd9L2;0|d(Vdq)zfbO*EO#Q8gV zo|Ix~g8Z3E8!<Y=39?f7pSqi@TX=>v<qg{E8@f+QwIJxTK{=j}_kaK`DLHv2KN%G{ zdBHfz>PFR5Np~D1uc4^(&wb8UA4kx$C}<csdu)xT$RZZr9%5154a)D|{FYyM#;c;u z20^^<)B{e3x5n51_kkh(ozGD(aBDb&-MFbyDZ)}Vjl*f%9*aU;B#=Lw=S}ZhM-NNM z#0sOSsdf7fV95VTuN?0Zcy%{F1v!N9xcP!bOf0PU_;@_cpr8k7uywx(I*C^Ydz-mK zaGgg2H8*Yc;NjYzXF*4ki*FZ)mZ{m{_Mz|A4<{_s<>o0m{6;tk^=vR0Q>V&=M_E5B zd}*e&U8T1?5P248bpSzinmbZTK#kSb)+SpEil9=@Z4?xgxiDa_&1OXuj6ATNTnrOX z>4kmKxJA61t&yO!_*$488hIbVif!TGBAQNex$LMb#tSYzv1YZ2Xn|PxEx(j(43{B3 zohG#f%>Hg`>nbfSc8kF#3UIpwCvyk-fIMDR_Q>ZJuxpu2C3tyj-8a=}{~a8d0U|o6 zB0f<K)du;wy*~I}lRQ<-Yq`|9bd;#`k@-*rQ^H?d?VY6bcCl7!q}}11fo|Lr2pZb> z<8nNSmmhBbIAA=lB*@U;#nthZqT}acu~Ew7ep)is^$QB|w6R})^5E4AUu5hT;WpB6 z<6Mw=sI4wW5Z&X{cBZGR3p}|`LFBpvtcYm<C>2`{UqTx+iIZmH;$<22Oy52;e*u+A z3|@MD@<e&2IR!a6m9pdXnU{~Lg+8`{BQL(X%?Ed8%6%t8+23P?XXh@!Br*nNb*9@E zFQzK)!w5&3Ne@~KvaZnQfuq{g$?~*Ca^GoKPj%=!z#=00C`@<wj#?D3EkIUIAMiMP zjDqqcU@1~TcM|R;4}xr$TOb|g{B#ZqGOjm_1p{nSIT|UlgL&8*bQ5kr$NwsDKm6;j z+R^v)HPzV{6L{mZB5{7GlPUK%5(me%d+F+{dZP1;M_upZM^LbhrNM9rkE_LR63t1H zs5YLw^KS!9;3GZT#MNi}V%2T{wq~ERbQ1y6SfFjR1P0h3sDgx)blkHI@J#=g0My&N zLB9n`iN|a6v-nk;^});uO-&-Ui4|?0?fxY4R)IUng08L%?4js6O%H%p*u@g56Sd=8 zblK<CnD|UB=yuy|&%ycV+yFyb_lHwy!9EV2#%n6*l^^2^t<=3xUEiYJw$FTP6F>K~ zEz{fO#)JgIXCe``3939WuKB=W>XX@N2IL&@5Cb9OsJuonsRh+m>ci5>ALP#}wyQHb z3x|pp9^t$5^qf;Tnj`dX@)5~{BGL<91!ip)NBhpNA1<lx=XY-6T?Xm$?09dt{TCl1 zF4{)A^Lg>ZV<@1{uQzdpXrDY@6Ke2y{I2lirwi@$EJ;P69T86stA(3CWJi8xAM%)K zG2P&2ZB|#%d+{bxyfyTnHL~~^%<eYH)l5hP&%YRNCSMi4k#g?dGHcr%5kJ`;t2+9g zdoreAcU9ffHm?~@0xDn9*=>Wr?66Y062AvsYXh|xJl2{C1CIB))?8V|M_=PWgv64? zJ0wcdd4m@`<xkPx@)iAD&g>nBF>&fL?-2TTGTM4N@~#IU9{k(2+uOA({|SV4l6*0R zbt^~<Ow9+o1Q$E%tSy^qv+^q4Z{5IpBZ^r@pdPBF7^au{d<<)z|B@$K5d}6vJqBS* zUCy-UjLavF7!U+Q0a-q78L9&ZCHrxI>%WY4g1U~At${GhIxVBK1#}Llbx2TS$x<yQ zr>m~c+>NW3)4z&=%S({c5v!1gjltBPY5u34c32GLVH?Zp#FlZ<TAJ(D??pP<sk{nA z=39Uu2P6_yNHGulwBK;P_H}V)*Rj*)m7PXupdAFM_Pa88pAmAc|9Hpt<|%{w3uZ?z z*$stHY#Fwm+PGo+B|+zGo8K!H0_GE6^Y7g2Yo^4d25-W%=j>@hoW;Y}1q<KwFz>(R z_>)KYkg+)wV>8T)_7-6?WsH^92><NfPfqv87r(zz)1i+VRl#P$n8?F0N&a#!irhI@ z&m%NGM|~ZgB|n2^F($d+Rn3wl7O(tYRA085H`q%&BPRS#`u}bC=yBYaddm{M*L{hj z`O1EX_p8v0dPeu=J;7)rMDvF^o+G^|u8m;<<IC@LzyiNfHsobX^?NSDk*(5Ju08&^ zZh0-=?povb?d@`jr1HSrbTWJnWasrUM&BtL2^Ej&m<F*#G_c*QrMp`mS((@93@faw z8sb(MMA?J8_j&5C%)h!e3R=s^uUwgZ)^qkc9|Re@-Ea->c75~&_EJ9|y!j#$cKoFV z5t2-nB=QSJV`=F!oEH^>Q7UeHvXnR)a+bLJMLEwIY3J(Q%P4U_=)Bly+CZ-PicHT7 z<?SViIhCYfwZ}jTh(6DWWUTfR&By!b@dJ<8c#>k@Y>xKx7HAH7P}vTFJ5Jr#y@71K zmpuD7^CRL%<p(=OLvNY2-);`a-&IQZ-wv7uF%%34d^P;78J5=$X(+=r_dv;W1ajJ@ zM6iReKA@y{mmAiaTW=Pe(df3X576tgzL7h}gj}lr56<2Ks;jko7exdmM5RkWLO@!& z1Vp+KkQPz8yHh|K1f)wslukh!r39o)x}`z7;mn`=+uyn4-aF3tkF&-eV<Rm1t@Xb1 zojspNl#xm#I94~x`?SqjAzi55!)s(*`i+#Bfr+5g<*K*$mbdlU#~=!|C8VTj(CUuB zRte*8h?(PZi#EO)2=M{c(i^x1JcMS3hrdAAZ|zo1{ujr#C!C-#UV4o;$K)5?z(dDv zypE(ZX%lxdVFUOd<-`g;dQ!R5y$X@}78EP(aTK5~bTPACVD5laq6A3!9+0y7Jt;R> z0gd>LhvVh}Tz-Eq_&BdW-)@c;>uq<i^ldl{dfC%(nK~uNO?&Kl<W+Hmb?m{aX-mxp z+bf8@)nBPOTACzlx24dzD@a=SGAT!spGQ$Vs+JNPd$}%?On#7a6BB=&%y+e>{V5x5 z!2AA!g)HLo3MLN;4sSOP12uK2*nBS6>FOw6>?jQ_gBQ`kCM%N~T+?)@ahnM_nsse= zzp}g+yk2Qpd*wzHY`WLcjxYV{P;NqT{w?Q@(#J>@J*$^Frn?;+&qn2U>_4van<wC? zY^kUYS2=&gC{C(koq=9*p`+^F*u4a3=(bVWfzfTmaKv3S#L&shm-myq5#-kWk`%fP z9w*<OeRG`5m^^K4CY^Yxqs5=#5Yv@ewpW~FWbEKl=bF0<j6Yg~6IADi;x+HapWF?2 z3Jhda$=z-zCN;WAjVf9Rik&Td#Vd+EOO~}OA?h#R=d3Q5Bv#G8>!ArNe;9-NsO>z2 z9wW@Y>|Rmwh!T}Ica+}P?{y5dC9KJ591@a<D8m}*Gck)waj~cpt@<N$?6KRU6$7pt z7QR1C?F0uoAIrru2XYoJ>OT1O*77G^)etAFape521VD{CqYXk>dT?96EU%${x$wBC zy$*JF8=x)`)K<RNZ+3P}1G!$S`U}^9Aa3jF^QP-}zVhf-L3RshKcMAIWAp$9p*&z7 z19K8JX?(6c_;s_i1k*-5wb#e5rBfBD20cGkM<OG`btWcCv$>Sod9VFd?`f0fOpP-X zw{AT4wn3n)?VeqbS2k(Cd6@8k?*$vLE8Zj%r@VdfTjJNgBB=3r{5%DjEN?QK-aKKI z^jo&$YfG5frptV~JYcLs`?`SZga5gmEqMo@;_q&U9vCZ3qz7N+D(_;R)xzWA&%?Bk z@)3ns$k?`nA1q|>0*<B+56$WnF_<R$U8J?Pj-;RHN$Xt)aCZ3^nvUiCS;zELQ~T8T z$%vh^Y@gyuq1#qcTV=h=G1(G)r3pEvL~rx*GBpY>Nn+V=W!Wr$%-jAbv$W^hZcD;O z<F?LJF9O-51btPTUR!`f62rT7qsnsP`8`CIZ5#TjAZxQZ(|85rIE(=J@q?wW4*Vuq zvnMZ8^@n*rN+vL2km++#C+`$oj^~zsuvX^uIR!?RSzn3jo+9cac3Cww9>@JSL(Mot z*JNRnh$h)HZgsqB)1&~DhD<U~THKJDzEDxa+TPrEP3c6^>GF%>i1@aQ_vCx(qY)gX z^D@q)&PKi@%TScsEb>O1#;f2X@AX>Y^OImoughC1s&@CR%vx42XD*ij($d|%K$>Yn zS!QCwQ)q0Pb@iupQciM{`|){bT-JN;<@~&P^{&UlUn#4*LNZ-kjP-qam*46m%HiR5 zs~fz864IaZ#(8yDfIH~kCz4O!Tp8<f1*K;Z$W~otlS|MCh#=dI3zw7tZa+RzF$AC3 z5NRr6Y!&b{f=qySE5O2oyjEn7-Ew*MWeSmeay_BH>e!rM6xZ#P;F%I5WoGI+`VM4s zX3NrdEfRbI$VfxCa9m87-WpQy#lLLfryexeMitUD!8`%Kk<@Re=LgQWK_+^V+gm3i z%fhF#Gv3~_fjV8-%A6#Zi|x}@7b@FFf9SEqqx@S}=Fkbh0A@daoF4FHkKwxT;L~M- z=Ouq(3E07$B=WQ|0o}i=Fgc3{UlTXmi3+*KZA{@GGV)E4^sc=&#Zr04^6oyHn(6y3 zRV1VX@Mt<?`{lAKP#e0|bF8WOx#CJKz_$(IluXucqC4Sw_({7tcryBV<k^K&rTA65 zCk0SVPJ0{K@DlB_uC1+vosxbk#Y4(l8_HGL`Yy+{3|X$|jzu6DAS}aFeJa6W|8~J9 zFbG8=)5uApPB9srKruXwpPtyQL84xKX(NHSd<fdF5*w-63>`WN70oGzb9L;1;VJCi zNIRiKy37)W-s%U~0q4)AD|+a5)9C)Nq${p!he!7##izIkZm~ExIVsfo)(R!cjaP0) zyh}o)1<tP87j{C-;$1%fxf%DcP{2rePNk>XV!7_N8A*H3vcvj!+t><ng1U5V%EVz* z--k=}5nCw_OI58bekOX#4sy1)wRPUfaxo){*C)b%{Qdmb?OuXmZLV9dJv?+`9;YSb zxIsbu`pDhX!Q*3>`lp}em<aNn(eTTe%%{`uw`sV$*H-Ny$zh@ka>hAK-zAD!HuG|R z7%e4cTIl<m`MOW2i2m<4i5UE!*Thuva!jq38X@|Y?=0h^i<Xt;$Q~FoPP_P)+#ZN0 zUX$s)G{T&`Sk>t&gG^1;oJ0*ww@CCiL6+{{rkj|HdD}1%cQNn1DeUH<gcrbgrvAcv zbNqX;m@oFDsoj?$50QM3bw`7xqO%ik^x)-a{aA)Hk5HuU2kGj;R$DJhN{U}cYt(wj zc2u_d1Z~CVdqus%b~8!CUBN$6zm&KjSS);8fo>H`>?IA`Z#?<_^R_u$@6&2;K_`!r z5~F4=z|iY!caL)zXi@85^oQ8NchVHoDAButEmlPTji2krGwdq7#@=Pdip9||eWHkk zV~>WAHJ_Eq%mHp=wZc||yJ1VgF8$t`TxpNQJCg~Vc?pRGyw*1SyicogEK6Vd4<Xqq zRPT3iEDK%C5;}Wb*n2hhTDq&_+a5}B%HyJBWL5=!KZy;MWm)uy{t)-r_eb5>?OrVj zeXW~M?s^D)eAw9qUGhmeOkLp|RVy2lK2u9F!hVj6X`E)>Wl20dFRAkOIW!71Uyyx8 zyYHJW++7krVE&~fZ??Hs#7n$$Eoak4`DN+OkZ0o&VTbD5lk>$p(ajIjPddycD=#kf z1P>G^@HOp<Ly(2)!ml;SZaLB|15CPUZA<Ours~imFY;Q|7WrA=@S?{{YTv?)lKFV6 z8SRE2e)qERJC=k8dQlll%o5uiar76g`E48{`29B)G`mZ#3$5y1ZMqJYX=H~7Wa2hH zzm7-2CyX<5@m<#0y8e-|hFHZ{E<stE6nmgDQ!b#_3fwD*Wqq-ro~=}}#v{Wt(UDN_ zu1Pi;4-G|h3BNd(6@k%O&=p>C(y_c3fFg7kjkC)$(13lFR{=;0<5IYzr0{T#$J1Y5 zV+hFUI^kdv$k%KYZk2Cm6SguuOR>W4Z@iq?gZD@MUf_w1>90xuoj;B({c0$2&iHDt zUF`j^Jk?r=i{7nt?DdFK?TgH_LGt$#Z^GHD_>fe!B_#uE*;KG;ojvLC7%GN;z9uwz z@pzMxN@nqvg2T#>hg7dF2lTOh?_-k**>yUlgc*e(Yro0mzlPL=2}+@q$@<PCiH^EC z-tz;V2yATBP_wD>;Hw6&+0Ui|n%&W286*!@h_livm5h~~yla{pdKe~Yk$l>Q1_u{d zZr#3(P!0_)ZC^nYNmuLm;zmNeZHisz_`jPOw^)xU2p00;`pwaO;bf;OvvlYDXsZAT z8v7n1Ae&OUP4h?T+F(UQI+5VvZ&O{KJcpnXy%!_ocK3whMmVQvsJL?nX<tL};kSm& zLJO-lUaEbY3zAPrfv$iu(;iF-s(1?s3U2f)56#RpzSA{po|~*lnNKIVX;Z4zn5i4v zT3`i3tNuY><Csqzg(StMWC=;*1_^d`D|z`h{UGtFijjEdz4%~wvDd=H(fRoHMbGv0 z`l};h?_No-ZHk6n2ma)A_ufw3u|WbX`Xp0lXXm@vqq32i%fX-P%Lgk`AvjaR|D6fg z;yUm%Yim|)U^sF%)2#vQB4>T5vtf>*CM78n%-Cu=_t9C7*<HsaQfzgl{U+~6%C8u) z<H3)EUT;76g-rk8R83bjCJf~UtZX0(`R_Kqt0p?(voCZFuM@acuFGL*qzKpVoxnq; zYp5lBm&f}xaaJ?YyvAHr=l7^h#Wt<$uJeylSK1DahvIQOjpoe*m9vhF0=DufNW(V3 z?1-x@NbU{%y&<D_u&_2Kt7C#r&(21HxU)(3LvDcTiS9+HwR?N)gx49lc$|w_O62XG z(sIG%2#IFz^P5L68jV)r^9&tufu3^vg9p#gO?P*%GV@u(XoCz->|h-1NA15$_k`UJ z{s?b-%w=sicJEO$ME{9s*lK0=^}9K9c3|z5Oeb-o?HKSt`g}^!bMY}LYjIm24EKz} z#M?Q*t&$14{DE2Skk(fSTDiQuz}sYQz+1*8uY$J(W2m~v5M&rAe>KybAl$l|{jxsl zbu?B_r*P}kqjRkRf4dQKBc#uz6985NsSXG!e;?KpzM!Ncu(B<8rlNY1EydXSwo%}Z z9T$!Z)vGW!fo8pva`$5J$_9ZS0GBS%KyyvI{+ya(^3;60p^`)r(1Y%x%w+_Uy8)IL zupaZXu_>)wR}{<3n+9SaPft(G8C1b`;|uH9V*^`d=QHc`@u>i=D4#bQWJpMP8A9mi z0L^a$SZbQw$6Zil%q8Sc*#mHVA?SREsOsnP9uOgr@>n4zz_qls^NE@I`hM_Y>;9My z4hjlprz7DPelh%%L&BV8`{LrJ&~pu3tG9_p*Ji2ihD$gDY&{SJ1DDY)EUeX<X<#gX z!Dbj2EU&Gd$k%ORB<>b;W633caJ?47vV)dihM`%<TVQHJpL*gP+b{R1)r97lPE=WY z1N0Dv`Hh>13v#0uvwnAq^ctrJk@S)2_ysw)q%g3f45Kq&9LE~ojk<?c=f&?dT*j@s za?Quc7MQ*s@BQRhvUnIWk4Q^dO=(^FL0v@SD^KsI+v#M>DJX3oW%QxQ*ol={iHBo5 z8`WY?-Scq`;`FF+_~nalqk8~tl>xh$!?2n<GlJU7k}9g>V=KJfoY6L{Fi>Es+`r2U zte{OzBHYPSQ1k=@Hm$P`M^@A`#a4xO_T=f(%f#)vCY1%6vjoAYpL?n)LEQBhNeIu( zfxAHBG1%A7etu6E+Iv3{WyO79E$D1LisAbdW<+a$I#-U~T~Vwx^1PAl8WNJAQXoo0 z-}z<69ZwU$7FgQYg+ciS;0hJ1fRG1p@I>ySP>lmJDM0oCAFjUcC?cwds7ammx9nhU z>HeyQ1m3SW(vgclk9j=K#t2V-X-4BywaKUQ&YVX$QXE@vlgOJkcTASrOaHXT1hfur zqF!?0bR3is{2fM>wR#Q-{l*Oy|Nd+zJ5Dkz`mXV(j=_7cz7xef$Y5*Ji$mG}ejVv^ zBIHnk(8-a|$jmFfGu4NV=$6$)Wq0?qF3f8;0!uv*EqnneLI4>6im8D;6Vg5x_KPd8 zr3v9FZ_ZD|@x@xF{dXFScP2*Nyzsi5B2wh<X7!XX1b;UsKQDAte{py$ym>G5LD1)q z56=7DD=*h>PBRCK8jC%S|3M~@t}}xD%&>n?3UV^5w^})J>okv9UxTTfJyB)~q#z+N z7E9H4G&_9pA?TH)#^dx(_?F%zj)-eDDh}!h`7XLq&xQ5<`!_x4LvA4{Q9GLZs^fix z#C*!;|05E3eV^@Q{R(Jufw`0r8xfX1lbSs`cey(Aa(Aanw7ojp?Y-^2C;Z|#M$vOc z(R;ahn%u-h&|E`7Di&XphUy8Pkj*GF#n<(?QjPCrsp7hXZj>^acb_k*P76MctG*Zh z2a_7jV!-enQ>Ny1q$EWK>j>k6@7|h@S|)+>#8VZ1LLEG#o3GQE-g?+caNJxNo9?mU zdIJ*j*_VIP-${FxkoASm@6qbydffhs3($jz!uO65VW}$ZQHEu@A`J%<5q3=+##EO^ zMf2Q#Vx!yq*wq=Xb)+N0+n#;zzDBmm+&Wgv__<TeK`3#L`>pJ|CJoLHcvr{xoaR6t z*?W<P5v#60eIY@rFq;oKgd~kAt=V`cO*=UDz>Ryl*bzfbO`W0i8JH~qly9QKbTE5U z5m5*KshU#+Aef1AX+oYgdHOtWQfs{hab(%NgT(3hSxa6fp!h~co~K)TY(x6|&mRrV zZW=0ahJ4vNCXBGs0xMS{u!&6@1FkXH5A8Gyv4x~*UYT~MxT}EbkWj07^an~d$NiCB zsv3MkLYF}64s4HI!18h0LMNmw_{Ck2+?kMHK;V<7h_feqVuhtP9wWJ*r6vJ3q62!T zGl#Qxt<q>`o(sJQ^J6{6JxB)C4SdcySi7Va6U%FKd7yHUVsbSXW7xL+R!l5qPt&Pi zKKT(tV{aDyJ41m|7mw*!3*P031v#wXy=c0z%1s%)+!K_i@4H`orO?-W&YwzKPC0Hl zNhdbyIB3z*)dvhrU0f}=;?|GVfoMo(%6U2C&o!D%F)HPDDO%g>`QHNbJt`kR%BXUW zyOGdYVnNF$vE<oA9E?mH_xLCdmLfcF1l>dbcC`aP+3i3CaIo1hgLE`>9DD&vZ5@`Q zEQ$+yg3!%hrCCY^Ea|<qm@rU0-mW?v+|lt**&Fj`<>vR+SBdbdDIL`h(zh5g2PD&i zSA^(3qBGl4QE3t|KE_z~h|{I<WeVkG<q51J!$EB$Gp6)j+ozO2v9EU%G7in=?9U8# zmilr>+jmT_fj?=#j_b{hTOGqb#V@bFMPb8~#&Z~)Q#HDwczgNtONd_N3;%g)!0Mg{ z`(+ncT)PFeAXbk#Ohk4ENL%)d(_DW88i~{BdX0iuG)?!=TUu#cZ*igYbZ6ulyrOzL zd~9Wwr<XQ!W&z93#2hy9$qE0c7(OYtm@4af$Yec!ds&CM7?&Evg6@rwG>_w8Wi0#Y zOk!m-AF8qj3P`MGVPhKvs^sn)kEpbO_C1rnwb9Jn+<n&fCW8Gzeh^x1G^J*zx{XW; z860TR_I(WPwlSrmX}S#6zCC<*PkZqJvwInn;+iP5n=J5_PkMg-K?cZk^JRuNBhxZ| zX<|qOJsQ{ruxEo+6$(%5#2rK;@pXaC_UpWe4>3QM%WKpWkhgCqSl?lY6$)&f9JO7e zW(qzHAyvW;W?rN>oEOW~*e!~ok&YvsFN?Id(u}*0wnxPF>;WR_Lm$#=|9B++%*wjy z-Q*HUT}+p;Cc$#uwWpbR_-uipBI+#^y(@g(&)(Rl-?2{;7t>YVHZIQ!X0an|$QP?K zy@vFG-z@bV3bL;zt^4}Qic7n|bSY?U;Fpp4NEL-vKm0V!zG(flqJCwH){S9JRu7v8 z6C<#>b?RE@H@h2*%o7B`$E^dmgi;mOYsha0)^~ns*ozIEIolETUg%3U2&*yI%AE5) z4V`gqf6LhA;jhYINOS}HQJc|8%yr6ThgbCZ$&_k`-GbFD*qW6wBXY_w<BuGe49H;u zlNRm!&^v;tSA<w<N;H%tX}y@b*b48R?N%MeFN$fTGnD8_lDzIphX1X$<BOvQh#o{3 zz9EgSy@!TkM6&tJ{clm-Wo`sC)jzlZsD9s0rl#`W0>>s10bZ~e3Ak)DIB|w*ZX^YH zJ3F>Vv|0<3`EMi!2g&*QQ{>Ezez3}xPk$=6perOse*Jh;Z8g`qd)Fy2-a}1ofgVmB zR)3~Ofs)xJBs_rdhzr}%!Qrd<tI}TxSfVYQ(AFTJhaSEpc^p3)agQRbRVBVqrzZ1L z?G4F|%~h}S(!ey&xmW;g_0J*gif8p2#UkCR(+^+187)4y+sb^ir=|Vb$(D&ol0LUx z`&`z;aC@zK`kHqLukFLLJf@<xkb7hb5g+%9f*8;^Jk)F<61k_4U)y}mA>$^L6#?$~ zb%4TD0823d>27_Wot>>fKcAhw-!0go6U%%1>a2M4bYsSgBQ}lxt7r3p`sLJB!}i)G z{;&||Ym0>gb?dszH8YCORU9cli2X``o){Eyt?Zp;ORG!#%^y`Z*JfUJ5pXFr!}I7+ zvFJ^*rwz9cjKh7**{3;^G9%0aX(RFzrgw6oa<Ya4)RjK!W~oiytFn4Bp9Z1M-FUg) zD71MaV099+`gHt@`BcF5o3||{zuFEQHa9nK)k$7lT&M-R-0<EHDE7MCZWM1xAi1wh z^VEH3iO1@4){oWutoS*zo@$p=-dfVqW(fT~3hD5VTn`yPhk!5l+F)FVgK5wy$VAh9 zWo^k4YY-c31`B0a|3QAO7u2+QqXg1_o*DEPOO^cy`cdIJUE(lEo4NJ*YJ57Pjkp3) zS`+?4o)s%a0|@U&z`(T*NoN)BWI0;k?tMT7d_#<Ks59^$6BDvx;Nzxhby~fA*`)ic z!c^tpdz!(Y$zNGlf3|7R3hdF%*NysbkMuW-M(r5<j%rW)d^&eBnd}nq2*lwaHJ;TB zGdFI*fYV+uzn#O4-#VcZ7mMC{d%ea;{H$)-3pAz1edU+XY2j*VEh!S^FsNW~(Epx0 zX#hu4m&dY^s!*^0vT|5AK?J%mSdhP5ve$xtH5mX5x_Au!)dQ>hgpJ3o4*cCjXN5DT zh4XsV_^S&$$GD2`v)i9OeF_uKG?|x|mt5v`6gP!pd?^~NG`aTz6V69IyGt+)NwlO* zoDHs#sq<`JH=bY6v>Z5vCW0{IgEg`$=0*4ArKxLr(%x8_c-%*<TVcof&N@)AmIzLX z;*bfcv+D`Ot%f+{#W+FTQr<_aVYR^uxj`x_aU839GgC!(w5mi%x6dQGdJxmTK)T%k zr~>Kyj%yG|T?FVI2LL0dMw}xsfI>u)^Xwtjc#Y#azPgTb-TyEeD_qjUR?G<wY8fzA zd`W{=y0c$V%QOi-zWJwDmCeLar_ZlMCgze%BXf4Ma?eA0{-`}J9A2mRVRXR?5^FVn z*4q+@i#x1OL{0Tu;pTDYPJfV|W>seW1Es={@-UO_(BjKI9%roEsmm!x`wrg6>RZ3; z9PeZ#gRto^ttqvD(`y+`^B911$1DzEiumDWEK}DJM3HCHM-9@oXm9@X0hrM44{E@= zCL<!EcSxqA0xr_Vt4pZrX!&2prHPY?iNz_GjZ}7&#<Obcgj1)H$ZiXh(Sa9!?||_^ zfD@mg14kl<LU;~Wv)e=-i_T{#5^frD?tOes?b;kIM!6AxJ!Da#aLuNO*oogdXSeN+ zw~&XWb^Cl=o?M&P48_G}e8bLTDk^2#HpO%(EHxhQ{#fO>`nur#d;uCKkiMt~qP)24 zujsWKv+Z?M3#_^)fF0y%VF5k^U`s*986qs*fTX<`v8;X&x(%RJ18foyt(qcd2M6#* z<^Y&%W2>n3+_JUO;>8ROI_-ew?n$DsnAqYk!ACM;+cR!{%YmWB`ygRqpE)+vV;`z~ zd4!Q$#t@qIaMOd`dr=2j%?Yek+pVsXV#I4<oMu<P)AC@{e91H$gDmtgm8Z?VO;Ir{ zH{QAGhUfH+lB34k9;>7?)XJ|4Q{|L{gOd3pBRx(!w!Qz<^H_~}6jlX7g5Yy#jXZS~ zV2eRFxq3w?eF!2rtZ_7t6=l%lym!9d>oL!>btNk#)Tv@i8#KutyvN9*cX{*3vuWbB zZ6?o+g%lO{Up(@Mmju#y{M48B!IL|CxrUn=AByK_(NG|Y{q^meOHT=M$PoE+<8j&z z^`Kua&#zWHN|TE<<}I%cS#O?R!!ET61rHrN#uLwKDY)O-^XMj_A#!gJ?bOYOs~_O( z6H==hq<)G#A7Ji%yt8cGXjRC>W<^3)7^Qgedx}-)!i4kQ{-H=|Mchx~5T+ZRyBpdv zRH4U)fqS^r53OIr{w0V%=LwwGeDczAj&FRp*-KL`JH-mCt!%o@=5&J|J4%PdXM;L( z@M+dGdHxf&HdS$^OJy3J(Q8OLi+u_L-lKZuzh^ERdlTYfJ4_0hDXB0}jV+uKs`fhW zVF&!~oYtjOQ&<Yy>o`~I61=k*O^rr~fsBFtwEPAVXBL#l7iAbK9mG_h>>v9(SqZiW zQ|0L>WVyAln!j~qiPD|M-er3`A{7KJlTs`U(aRcQLnAnce?;K19sN<fE+Zndd+OCp zj#QsfXOfPx?9^?8e#D7VWLZzEp=XoE+kI=urz85k8Y%3vz#3t9@C~YT#oOwI7VJnO z2Puk6m|SzZo}tubqa2y-?EKg#v1JX{)THr<?45V|ER%~b)&{Sn6KPIVq4pNl{4mwV zdug*2K6(vRxA1o)ZdGbDg>%k5YvQ=4VoP`M9Aqy^ayDJTk|7Na$b|-Fvy&cz4{m>N z%j=u#l3(N3lg;%}o2T|YcXnHd6eIYu{3iRjb*7G@^lHYMuR~lmgpG47K^KgS9qVn} zG)H&{HpWE6dg}e*Zc!CYaP8&lT;aAWA$8#LfMBxGWWz<J{LI-Jbs3;LAR*aAHK}W5 zVV-8YyuCFM*HW#=6c}SVQAYnE3_3%G!Wd*%>rBUVqB>3dmkq{r?j}%m^M2_(ulVBc zedO)2s4i4;u$Wt(vKPx3$Fgd*ZW8L^4(TT!eo^F^l^Uu`j#9bj<;aF%%s)v9mWS{U z)TyImQ?Z*H`lggyh}^+}qROm%XU!QqdP_FyHw$5=c0{wQ<d3tmV%%>P5))ckYHpw? zd`?9LEVI@_PSrGjlEw**mN*5fu$$kFs&e$i6wSNGa*^AnjEKjXtkBsq9i|;RiFRUt zl8RMi4=-q{!}748O3jj{(wA__Y6SscvSv@%ffw(Ni&ptPV`bS7^=929u<|Mas;;Km zeZK|M(y}U{<j&QMah#oYm`C#m+zj=qGxf^T=kQ<E*;#z$^S@piRJIz>nauAnTi+SG zO`))8U&G~ieb7lFTC1nzjnHZm{^pm+yYT6@=I&Y-A@4Z~G$hh<iG>OicM4e8D!s%d zPs;OE#jsH|4FV|AN1Hd`N!Ku6&n7nycTI>#r4mU;e&ph#Ljj~njIc*tww%qK$=tSP z==9dwQ%ffs4e-qNyVCP*4Mp)0X}xASR==Wrn9zYFx+I5`(LFvS`h6!r2w);>H)hr| zFXlVf!7s?8qkGuD3@h3&T@O3HbLYV`SL!H^5N}3VQ9Wk|L-nsRScs*t$H?FPec4)^ z9)Z=$q3F3#?d`eiUR@_4Cik*x#;I9S=zKbDtJ1M+LhH?sX?W`2@K-rjLyl{yE-CI2 zD;UV$AhxQmxtS{f0+gyqP^>p~pzeL~#rm?H{8iY=ISrc5XqxBN&GyJtk0k+be2n{u zic^9x%^!maZtNwyYB^e!{)jj}S6(-kc<OwEuP~6j<@Q_uO*dV9S(jn?()Q+Mz1TmU z1IzMV)oew|cp4HZS!`b7|HQ`9gL1ViUn_sGTO^4hsTpcM|7ab#W_vF%NN&)g;+;-X z4loV0zYM9S5CQ(><^=nNahs=hhKwhR&y(GaOj3C8@#~8*jF~^bZ?3kI_d49oS&Gj; z-n`N)zBo_5Dh)(YUeS<?mJ<sT5ER<oTk!Kf`l5T)OXpSX7I*_Xe^w}c>3aCEft1Zu z>%<*OMZ__KKMZJDQF2^m96clQ>hNthI?z4DqX=z!7{~kBENVZqM0HE;ar&k|q-mz_ znF*fAM*q@~RApJ)|11c?T*D-z1)4uaZ5`8ei8FLndH+<~v10jgyYBHN_vOevIn8Qb zj;}x+WwBIS%ENOxo5n1@i;el^>zDvGHZJ{uMAp+8_c=pE5flm27bQ(hnI_YQ_g=U} z*W}WW#^JHacnK}tfMnZ#1Y4ozJ**Sjv|l<b#z{uJ_XtpW&ANggh3-dVmhDor`iqIZ zxer`yyUrCT^<Pn6yu=H4;nUM)h<z0%kJa%~%NCh6lu0XpO|rwlZvI0V1Wac3eSDg6 zvE4=hL4J1ezXK@)%{0%mBwOpBsD4kR&EDIm=9mTuxJ5~|bT#l{#&j51OcbpcJhOzD z%+lYvcR)!faBozx6)IO$&+s38mMWuX^VQ@Ym1oS?e!8=vA>%%=)-%FzOOhh=Q&5nM zu!CGQZ@(1N>d73uG0VenJ7sOjEz}Ac=_LcQ%4S64DQ^_D#FO+zbsBLTqSuwpT!TF( zzcsWJ4J3<o$HvGGaHEo|WTO}7P(R<7YnU&l*JDs1Vi;GBws<jg%!=`IPcXdHlw2jc zV4l`R8pkZ10z;JSHh(Sb)q{{%3n;&*^UXfL3#q;Sqim8Fy^d6RK~P!Mq0B7BI9IdI ziGdrhS0=NM{1Cr4i#Bvoy+x`i{>N%!-N`^{6zK>PMm~AtN@$H%aFAR~$kvV>v@L!N zW$TAdh^99$J4-vyH->)MP|<~2D2FyaF1X<V+99(EPdey$=|SOToX;zPbGmlP1!C6P zZtz3iFUT=*z{kBQp<hdPB5?3k*6t(3qL16GbMqM5yN2OBedzS$rC{>xZ|xbsO8H<S z>?zMP+Q>T~$2P%FkoA0_!`Oa-PugIr--q2Zls^>Z{m6&jxpQd6eee|E+L7{p&Yk}l zL&5$c>7i0<jvsmhFP$leYftXyLT7;b(b45r`xY(4n8qh7nnF%J#C*;27pbHpmm`5z zM~51)Iq@V88LaWmC%wIpaHY=f@lwOv?MgCTzO}w+Qp4zzmX3*!Mc;}gwjzs(6o0=e zdM0I<QBozzXxvLYrE=3VI_`s=P?RvPEURT|;RlJiz9n_s^9{eoIcw81VZA9nb{y)= zmrdTwtkb(6uMU)zUk(>FXbL`jD^M+Mx#r0qv4HnjI6`G?1AWWBi_iM!TDA&)yJk6^ z>)d3O<RI#XSzJQyN_Icf^$!?yRj6J!luJ>~uA_TYzcQ8QuvEj2W$!$c@RR8&xv`K~ zB!a3o|5B@AZAcpU;;6Q`3<1%Af+F3p{F`lR5OPD=+b?G{pr@$J!&>L(3wUyJKYun( z^qR|A=dr3`iS1n6b8~hUpdR>=QnbY2_RdvmnJJL=lEArAwLkClNpO%wPY9h^sp(|F z@z*%R?#okdTKPc|d*sl>MZ0R9BHC>XMaVF^1u7*%Zg2Z8gVDrcov>e6>7mp66CW)R zWWA#P3JI}m9}A4-2v9Zg23+mUJ_260k4!a|rciqCa&n<nU8_7*bgNx^dq?zVVgf?L zboPb9XM>z%?aFu`Gut?6SH$pw{i&kf)fyfCsL#}RW2BSN@hr|Ty_g`LAM<L$LD%{h zte<TU<^w))Ws8(VAtU37N<+=*ID#Suo|n$m1HCWFs_DYVJr*C&-H^k~zdOlPd|L-4 zX~BO2jk6gtfec4^QaGrCP7cY8!(ov0WkI!Sz`k|EIQ=pvwO9GU)9^_wwPA`hSD|V| zwnu^<FV93sRrx25rnqF1QCy!{UrL?+Sb(`LbXVPW=UXt1wdrxxB@{2^?j86(R;epB z>nWtS@UwznKz<O2bzszU9Az7Ws`GETn&=kyzvXIrJhOkw)e0otyTtyo#38?8y9%Y+ zKTmQ*O_26KAp^7a8Q*!u{p5kFWe+-aEQoQ^O|99kr57{rz10l(QiAZL@3${xQX^;a z-DE^YYI;DAqeP!JET_%f*%1l+S)1WJF}XkU@MXCz>pDNlIox&Rh4y>8U^CaOX82<t zw*I8*7RC8&a{{u@Zm*zHNmD(;GaBVs|Eih<*WZxBN$Tf}m4c|nh(P@M&718UNyG<? zVanXao|mC|SBG1Km|Su3EL-ObGiNI~>%~-=a?>>P(6DVbi4$=w+ZM$wEvW^2FA>PH zzqA%{O8lC5is2KsP%01KjySWIP8o!G-6$Rd(IX!g{_GSeh<WcCM+)z4-1&OH%my>G zl7oxQ!D`?8@*82~Jps#c1$Jxpw&%{0dDtBTm3?_dQgg<J#%dAZgWBYR3SmiSDq2Ca z?P)K!=gduxi|HXnew|;N^(7eG%cd_*rlC~m#NFo|zC1S%>t&*u99RtJo)d(XR9X?3 za>%VyG#vgkVd&-C*2Y7R<5|83%fpFG^9TQ{hpntglwA#R?+WKrjynB`EYt2ehp~B+ z5?Yl}xC!qVf7LRd|ABA){+d2i|L@|fMH+uY!*)OTlCI6IH$Z~;0~b`NunZxTzQsON z=%dA3yV9>DIG}sTwfVQWYu)A_u^!&^AKI1W1&<xZs5qfzRD`S|V92>hQ>;>6jMH?B zr!DA_E)R?Ly?Q4@y0@;N4mk;F{=}l6Ejb^snqi&FO%Tg3-F#g=XK)Fjrj;NMUT==w z+ooUR9}7ndOp2YeVTr(Pigj-E#KMlsz%O3TQJ7ra)~+$K#VmumuusmQoM#>1G9-aK zFHe>g(*zTHmuqWkxUD8#Ms=OPR923#-)f|qDlzJ}p>m#;)8Vjeu2Z_}<?6n&`+%8& zb_f;8$IZQ0o|M4(ODbt_43TjL{iCR45(*0H%&SXZ=7R{x>mdEkGR1L`AFQ;Vxdgf} z{1IqqfNN{I{_NXL3Y|tT&+rA!AspWLAGcfWTN%|ICEwM<N>HO6d+J@~-`qO?MO`fy zZ5%BY7KGbBRn@pxCF~(tp9RLp=forl#j8Dn%<6D@bkuoJo(CYbflTSnty>1=V^G#Y zkN`u1ve+5MS&*<6N1TC?TV42w=jwQWj+*Y->d#%n(3$$Bx55{jM<G-<`Vb5J@we3M z|GO^}?Tv^S0-LPPbr0xu3)WA8#uF-~hi-u|BiX0HFQBz`*7EoOA(BXS{r8S$0ebJ> zDOXYDCsQy5JY(BVCRXA7w`@4XECe^g<-=h92F1(30D$4B#T=js_y)4CbYnem_D%)B zpC9ID|Id9|rf*QDyQhN@Wm6UJ37D}8mk8xSEP-qcRVWav_)by~XI&sNQUfTjXa7Hi zDmSmlUOqZ1$mmR@*)I%`(G}a?o2U#Ju%spT@G6z>vW4nN$f)Z6aUK0uh|_-88^szn zOSaeKSGwQ^ADusX+^^(YUF>!Jt*VAqMH2}_wlsxE8;K#qmRU+c-S<yvme-7+Nq_Pk zQ)rMBUTfTkXWK#W<aI+R=pO$TtfrcD)8%L_CkR?YjBV{%HB@qkpz%yxfaL8XQ+b9& z_C-^x!%xq0WwMgQwW_)Y%r|U{x)<QNa`zR}#JX4vwoPq%2#KD>61{zNuvEmVJL;%g z?2I?~!>D|$V01eypyO||ty{2I<}{_;NCHJuTU{Yy^_1M@`@S&!TRFl~RdXcdv=nk> z`e$WD7GMXaEsfsOnC3L(M055>et5SA>x#H^43a)z)@RalniI+la)wqFycb|i&C3IB zk4!T0eyXyN(PPzgy@#$cSj{Dt+A#SeSwmvLo^K%bc}DLW#TL}p!b(M#10>${E|ap+ zI6uK_J*ltF`(}GjcNFn&P38BlVFtN4gPhD=W{4t)OfR3>$Mu>8UM&3R9Mi3pqxrF? zAdyHchVt*4YKh7Ic4fKu6S4=MEO~8x%=nADfxk&FT`g^Xekr098#?-RxcuC!G4RCi z2|tI7l`)E6jPYo)c!mze>w*E{>b$?*W*MRkG=HLLxD=pQd##40%PuQmk>$*z0jB$g zUa-WMGs&tAw^fft!8jkf$Njq|DO655ru-3uyw(g1H4{NFL;`ws7<LxX69vFdaZH-* zj(!?U5@Jv;Z5v%-zBXJYtM&bXoI0#y_+puO|Hr}yM}{8HvK+vqfJeaf1bOD)#-`+^ zJGXBS{EYdjrs)3TQ|E*DCkfUBh{XrbFB=`F=ie!|gwu(+Ieq8pEJ*hzy#=j`xRjp4 z!a!3Hkf-7FL+b8RTp1}5kqsfY<+$oX)8AWQE+hvX+EHqN86X&#&xLnda9h^{-@g4j zhYopq^O1sFMMSO;aSe~c;R#*={#q|6=iMe3JRVX}Y<*R#ZC$UXHvBa3HiEA>Dd%B` z9Zd9(2uS?%TRseC5r{M+^s%e}j60v({t7fxWK0NR=jORxT^t=991K5#u{^}(V`d(K zk`|QNzY+oYM!<xJniYV9>yE+zD8NVBET=j<IXlC@{&V}9SrXhXraTGBW9R@`Cqw(^ z2O@=BlGxxUATA%-doW(}&zH1)a=I(uhDr97OQxUv^F0wuN?!<nks=>PH~k8@Vt>V9 z4XqJKOQOioB7#JYnQK@76u$V1rhn@{4=I8x^7m)(-9D6eP5(I#oY(%wckoRlc_j4z zzgyYD!F>7{^ZuXgi2zLbA(^-#2KABZGEB!2B(wni{ypj2-wRs1gpX(apwpuGwFTU1 zgDrxr7-xvB%n%D0Quvz*!<%)hc*WAulqJ!Yi0XDq>44r)q~*jG@^T$Q#1R2Hr>Yd{ zTYXN2mnrsC1CCRk>)gmZH0m&@y1eIjD<|RX+E1f$@M)(@<sd8vgkOFM_FzO@e#D2L zT7ZEWZv8(sDSa*PniNYcYX=;DRFbvNwVE?^;pB7;lJ2d=*iZ8kf5^Y~)Q;=rODv-3 z{A)9tfB&cV?Z&NOneDq=Wq=8?6RZA$G84G3h5s~Ne{=tCKa>#=qX2)J@2uBc9xp^f z4ZMC@AIypf?o(vNXc}x~V4akdloS`pv6FbtTK&s1^7P*-=JfbDL&*I1rw3vT&_3@M zgz^L^D)XTk6$WIV+$AwfSo!rUp>}rf1d!M~{T{N(b0o^;<&j_ntdVu0@X$E(-MbB1 z;IvKUT^FQCbZBtEEr%rn1sgz)0U)R0gFJLmQW|k;tEMG+ZSCz-$*fzNH9LPB-QIkg z1=BLQG4;jk;uOIW0;m`Nfph>WfptP^*h)?wRVeQvX?%`~iUNk^yZzxj(?n<}v=@ia zh~i8Lf}p<s1MZupf`)DwKh2l~xCoGWo`WjrU+FigaN&TT`nZ}zcm=~3;T!*SYa6cp zw_AJp=-7%9X`+&`aCMef!FE;b=!wgN*E|@3R&lRT0(kkBv9yt2<M8~Z#rVpr&~BUb zz~ZR9&*55a(gPy~epAjKw$d?I#{rX+Yvne!&@c=g-AVukue-9bk>YgypLPp(azfXC zL$6|!_JX;U=hE}3v*UtAxuj+T{_K1aDyxHPdU1wa>P;*#3?iTJjE8U2l{F*~67rw; z>21<Twp^uU?-|DrB6Dl&BW`jZ(+teVpj1Wi&2W2ETa?w*oHMGQL3I+zgx&-idNpy7 zKPtYAalivXh+O?oJAq*Z3_hjz-t_yHgi4EUv8(==?t2xGw~5$`A`5$aiSP1s4ncRk zlH!(XK>4jSPWf_|E}81R0dSFIVy*&a82TKi$_hm8_c1kV?w!;L*d;vTc9igGYvJo% zvdg3=a5LlNZMVg!S1{1DO3CFnHr9+QT8Ft7P1;W|<&t_DA9U{Jy>tFPTyBtaqB40W zn-cBK%yzLeFOt1U#2!qjiBQ|`vGi0YlgmvtS!RC9Y}m)QWt{|S*o)SW?(0v~hK;1j zA*QP_x8?D*&h)XIU{RP&eqbR#=%5>KSgmRG{;o2mue#b7O|xv`xB3&6Guzg2C=JAl zBsLGtBUoR9C`gR-_s_Akyec*2u^9~%%`h^}hsFq>8~*>u56H!20B9A&PkT8#KsO<Y z@cmV1Ohf-xZRIXD|NJQt;DW(uZ~10eU!PD+gfjIBSlim#+T47Q3Dr9VW<wq}wpkX7 z@rv9wUr=04ttbcu=yP+c;mnFEq<sO%PsDakGcq!O)fERZWDV4cYq*F{)WK5<0BLTz zj^G>s!h2_+jsXy027=Hj0FwraK!A?{3M!Z!QhpCOF;&x#5U1V#ulUVgdvX_SN`@r! zP&>pN|MUWoyDqNuXI;O3J-}*DEIV)Q;%H`ObX2_^k$an^@<F_M6KTJR1L!aWAWgY( zZ{O9-bZWb}=B782Fh|pmwGS3${vXhaa)apI9^pmx6~%p=9(rc~^qM_me8o`9&z8*h zb#u|`-2utATvbZVsOmaTImARX#YEm2zSJ=KebipvXur%wdi~Z<!RF<Qz~Y7S?jybw z*V!|{Wj;FA;+&i|U_oi}xdu?lj&^nf&JOTkO|E|xzC&9}ivjd&A_n!G@5A?B`m+Tg z<Q#F`oJAMx=<1^OZ)tA_4|n~1mWzw);NXCOfWV_6W0En05?d77J3fB=*wB2Eo|nf! z9%-zvpRp}+DM^FV|0Xxr6go}!NpAtFJBUPLVj{@4Gt-s$)66C4*h@?z=?wT-R8#~p z&E(`{ON-b{>AAY4rKPSe88bj2?YanFv^A@$tIK|T#>mL%d2?5olSVX1<i5riv)G2_ zeptseY|)0ROLriteST?js@?n{Dc`7I>CcIW-)U;5uN*Bj)UrQ%^oWON)R{>Oy5xbj zs)Fe*+RvXq_emq;pzIEO!ME0q-W%;#5iyevQN$z#x4sG%8yI0BfsR7$uQnM93&=|0 zbTJ+KWPWMYwYAHOiz@<<r%)<{(WZ^t%E?O`8#+o#AGYa1M7ZEN1_qvaN?x->=CKl~ z{QTp`58=z>=HA}o2U~-(G&s4cW^nNy-3R)VRb5h8EhXm<0P}u}jYbQsz}r1Eb=sKW z(NWTuQWX}jUcKUtM9Y4b3-rOCS?^;7$6+zBxf!y3Za3L@WvCR7>KPmoatgDL;4*19 z^4z_6LZoUx{PU%Ex2cg&BMKMWudW88eT<*gKBkHGGf#R@<&vEH*;2fsUhe<->oLLx z`&|EOdmRU{)sTV+|105$FPpCYl?}v~y#MtpkZ#`p>$Jc(XOaHvcij6c-iSMWuK(9B zu|fLR`$4+>U%%!5@{h`m6li8`Lj|1oH`pU6Y~y1DI5|0;Mzns&$V3X0(9#+Qa-W~w z-GIw+Ko;6B`k?Ce5Qj}tZo_pXG9VC<laZ-$J1~3l#8-;O4la9pQcjb;KXc8lf@z2C z(0|(jqR(kjV%SB%%35sHp3hVB_(`Ii)7<v}Kn5}}HU?&G@C2c6Jd%{B2prBDwCC0k zct)qB6m-YM(8?#V8_M`46C2jbNJ&Y_%I@v#td0~WzwLJTCB-{FT~R=<(<0*T>gsxR z((C=t1Ax`Z&(BXzo&X#Oe&?+ME5ax#2M9QahK81V(?QyyFIiZ)5zeFlAKw?F#gw?j z#FN!e=_8|~lH%fykZxS!t~sTu(!_es&SJ}-A^*B4H<!<8LqkhTOF<z5-qYUR9$Z$B z)N3YOQnP&E)4IbcfMaSQt$?_CVj0yD{d_iaqJ)Hm%y$kp#>(S@`;}JyptQcSb#T}R zpKmN0&LmuepA=cOD+}}*y=qSHQ@`}sWDpQIySzBVvdU?e_}+h*V<<jHbz@w>VWn@b z8NpfbD?0EFg%GqaPgdK%ZVOA~GLN&%bOD~|uV24LN8?obbC&?0jfA*3>Wv$f&sKDv zYirj+ukq=r8`i|ipU_EeQ<aXdEnMl`2OfY=@axyF`T19sG|+eS__1!Y<Bbnol)lTA z!2T#9DG6JHE9!Q*!RN4|L`s@mS62t@!-RNvf*!{<0A>LB0c<oBEb_d}%*?W~=(_{8 z&eo2NhR^|CJaMcYW2I;VvkIKaySuvxGFm2P=2g9SR8jQ&{QR`EZBtXa>QPl?LY}84 zR&1!KsPHV*{w7{IGQ@hdogE!xUv0DGXw7Y8$+&S?DtVY0F$f>^O@EY)Kir;CL@O;R zA>y_90QepO0pd<hht`c3v;?7%WCFkE=h=;Z5}oL7O;(qCUAT#&rT0>BTWG*vcNKgA z=F!fsOoM5<%rLaD&@x@fbKhQQvJ^OzCnt5VND-@J#H9hNvnu9yaDINW$J%h5nU@!G zcYb>t2BEDnF+)>QQa~?;h-D&lJ!}b}@0k|5TvHW6?zM!u)vQKVL~jT=c~6{T0vnic zOK1)`gFQY1+Bv|2xN)b|Y8?UV=5jEsu1){)@xUB<PIh*7P7aPJ^7ZS`j{ALi51kS& z0PsWvYPq>5%feU0WMot42?ta(h)ZlrD_Cq7CWf&^CBlg2;L&FL!*X<W>s%hu(Jh1M z0N25|!8X4I&7_%icp>6^$i6Cd0qf|07j_YbyMN4x+=JGSOz}|Qt%Q*5G3=+TtZYqP zO^qAGT>f_%8S^0wb#r$gT+-Lq2Pr!_-|K}tVE7cAUT$36nCHTjJyP=Wk8S7ue_J{n zi(4gE<QnMACn+YoMMOq^8atDu@T8e}YW&?FT{e#CArlio;Cm}6y{oVH>}tdKKrWH7 zT=M<<cUXFC(NjP|bKcT9QA75<Pet{nVJiOpdsWc&v;Dh!d#2ws1gcm6py1--qEkM9 z{u~<{n=?5R=3fa32qe%>AT3o^R+e<~@a<|}##3TqVrX&!4&;6#_bgNO($dnKcgWA- zo(gH1U<Fe2s&VZshQE>oO38%h7>2VM9IoI*-V^o`q|C0Ye12JL1EcQWzl)0g2qWgu zI8*@5(jThf<#oB#6|YU{6~VyB7#be_z<(c{_bKk03#zIo<Erf69u$pL<QgZ+9nOBc zE-D3*g*RP{jS-;oN#TLN6b<6YR@#&xCEfR3E)l*ukGTvkuyY~u6`5UMmqo)4Z5^-U z6t9BA)W)w-QKV2(Qt}5VEU5f%0ju2OWqr}7Pfh3MTSL1~@S5L)nSb}LX<<j`{Lj-R zd-V>J@nO)meph;a+bQcMQ8q>OTzQ!`*w;57d!D{0a68&6tQ#2|j3G!9bp1{+U2PwD z7evhO&71em#QYAQmFQ{wb!r@>N57Fo!YQgODEQglF8MTFf66Or;=UzA;w;Xn#rV)( zC?V^LI|hTE-0RWAjg5`CU~Cb_713UO))#djP<eQGVo4n~enk<`;7I#PW;r{hrly8F z8r;@Rz2BXKM#&&h;_Bjp7Vy2SjJ-0k|DDW7=-q*4JrJz^^Y<cY{T2B^L1@n#9M=it zZw>Y9Q_tzRo2&lSd*!92=(lgv`u~DZub7#EArtlFOsB$^kDou!{b0Pgd0}g+HYxDH zs!IXhZ=ns#-hQt&l(5`7pB?c6B+QJ67ZB7MDUXfCXU4<Bqlbk4IUn=OUA{h6nm_lr zP5SP;`6*2utHH8Xe2}+hbTb}pZGAvZy|A3_-P6;<!o&nvQ-`~|Bz$%TA|gIp$fI}Q zt=#LfipHlVCp$Yke>GEO*+LI}SlBH%T}RXIif8p<4Z6A6%@VIBH?a_EtK=_1V2+&{ zcwU|%R%T`l!c=5reff2DI#Z7r85qzgTU#OL@(Z+3JGQ-!mDLsuETd6^eS|UDk#~D5 zhoO@>CVCwx@n4Pl8q%1Vm^?f^tsyZA8V6#|qqX7C!o2)^z~#A5>EFA2hg|S0{`VV7 zH_-(HtAXCErY2AO?09DZ7*cUW;WxjW)cQ}4$;-;t+AU#dgH>|__6!&rLP0_C4-6zd z4jW8bT|*hu5rdpH1J8%9uFg&xoZ$XjVXB&%t}A_%fXa)GTd^UiNbFhrOgb>U<?93~ z%d0*EM@L7hsLz?1RE&)4!dEAEJVS&W*HllYThr3gj<#ot^YTEky8;I%UWC$%7d=}Z zYR{ij`Nl(t4ZavSZs+Iczw-Il5O3?mnHP=DVk<xV%Pk@-OsB!aRbPJ&rWE)=xpQM& zfa%`b+XIa*Cgxu=ws1`gMr#+|$HsoKn&MBCYg<OlLQT#dT3AJggkZp~T)Te5VRfK& zXlTD9h7Kkz3i9%5?3Ow~s3CDiBm9;i5KQx`NUi@n@SAfdeJ*^d2tqaWn2Kbjq`=2< zu(44}$du;DvQ}SPDT%7+K9sP*_IsQ1*qxh&CE{Wfynmn-#kfO>nC;f{zKFeB2IEk@ zLT7Rf3#D?jp`oF#?Vpshk|@D`xt|}~A`C@lW|DnM8_4K;2{rIC<VSwBSy)?N9gON( zPuHD*D;69a>~K%Bv#rgjH3Xj_a1O~tUTQX6-qLcjSNJOB-8&^cJ;j@(DnxGT54elu zpodSrK;udKLB_P_(NuB6=^7Y<)zww7MxH?Yrp>S)m)(pD_Jq<uAt@=(9ld*KzfmuL zZOv>!>T^g)2ry_Vpe3>!hQK*E6d-|(l?)8e#;W82>p?0=-rLgRU$1fjIw(7v29Em) z-6nX2hkJXn^78eNrwhSnq*YAYSY3S>CB@Fc;eERLX@B40ajVtJz`y`v8Xpbj&rEi4 zr*b@_CL-DpewF-SMH^Vt0=twG`22<TNT|YOe!9Lw2wO=R)4`(iwFCkXa85*nz*dWi zwS0KuS1~r)-5st_IJdTz$M#DROd42BcJE7%QjL^^gdhESxA+C0)YQI>a#>qjTdd+l zhSLGWgdmt?fVPq4#ChuUG2%9<bh4TC*C5|R(5rBPO9sLPS_8PQlai87L7T3um~cPi zq@<yunjcgY?gpua7#4V079(dt`E6|}EDJv!wUVI0@w_+~Wlt>VC|2WH4xN<X%!sxP zHh+`D_51kv7(4`Q(HiG%A=`N|MMXtf*)DLP78e)cRX=5C8yFc`{VKU;f6a$HBRM?k z$IqWSl@^+Ea&oq|kJ5YZprgY8bn;;%D{uh+_01lu{YC=Y=I}KFoII?oYsBniY4<M# z0CK)xGOP2K-NJEbNp|)kI4%C~;A)HTFyG&lAtU3Ct{j{OX{BZ3;eo_)I=f-#?ot;V z9Yez<@LQL7O3KU6ApMJXW1H>KBXkUmQvl)AFkX<r+SH$%pPz@lxkp9@J2B-ym3$&@ zMV+LCa37!GuJLhk#Tspc$39hI8k3%$4mv*|ARs;-G5`6z_(k`^P8!S-La<(CFpGrM zgzNI!2Apt6E({nu_}#!l<cVV?*G*};D>lGkU2H$*A{kHrP+$L;893TSmwaj*98@6p zN9{r-gC;E_6D>vKA=FqJIrBxoU{eN!GrR(X^Ftzd4>K?*xWB&-H9aVaoYaOJ85u#g zdK$82n3$Mgiy7{s0Ri!=*RP*mdcXStXN$Cbovu4RKHhm}UR?ACV&qpvWl4Q$aj{R- z&5gfacV%k}ET!>@rPf@i1xk`;$J#8;rw^tF9`h~eqG*xr2pXi_M=(qnc#AkXI@%7r zZxGZ&Op*_=;62w}oE;6$eIp|ygHv9S{-IX+mwRO!KX1q(-H+eZz?`I(sI>I^H_k!% zs!gaIt*nd;mH+X{$(I&Vy|(cph-=10-J8X4k%+aYK--RxkPx_o3{|%F_OgnKAkBpZ z1=%Ong5;49EW_0jCq;w9U%>OJQK+VMdW6sGoR{oWYz&|rpg~w3Es@hS+QVv$U(bNL zFGXeqDV`TqKHvD1ad>P@^Mpk7<oFoe&%2`Fq`zzOYXJYG5;kLCCjR=3TN)scF=u^% zPg4(+X&oJ_u$Su9*OJWxvtquk{XucxUwMKF&L$KnFw8MAFl1z9(J3Lcv3}n2b`H{* zAPxTSV3vV)!|ESV#L2QooI7q8!D-krkgT%u^5F-6EUb)SpS0+inLi32f#rk2RYr^S zq$HVT-=n=f^W3i!w{$(Do{;IxYuzNvRfjl#!l!WF0Vot;Zt)%>zVW{D5)G=VI)Wpb z#DTgG1yEMK201ihA&;+ifmPsj@c)dAk0+G8IXyIo&d<jO-UvjVdS7ky$16-RhP}2X z`Ls;Ne+j>(<>O1dOLZ45>F{Pze-)!6Y(`jZJt6>Ghy0ncvhwriah+-ThK7a?3@&h} z59!P5>O7z)+5g=`l^nSwPHFvk@cFPs;UI%QuPx{nVdLy9?6&{8Qw>%MP+DmG#l*!Q zPCo6QBdlgN(R#3eGpZq<zYML+Abw!NK%oF|o)CtB%*O#>CB_kjWJ<*b@wGmjzV5fp zpcO>|84@48ehaDr4hJCAp6o8ko}7h(pI%X7I!Jpe_6FKuj!)N%!LfjahQsK9=WcF3 zj-FS*D2hfl{{^%JSkh>{wD@?*Wz5a#`r2K`bbAAKMEMw<a(a3itA~7)dm{FRya|nE z$={bJ<+G!q%q}Y00vc_#gv$Dw8h&o>N<?I|d(?Q9%DfHK)1D+JFuGS#^&%HCf&;=W zV0kuYXZtXANJ~NKXDHhQo0Gw$*bU2Oh?ODW+s&uJ>44p4XJ<#F%#sNI{v-Z_qziJd zKD2db1^}y^Znd3wa~w#c5n&RTQ*e>6MQ_}`Cq)7LQ>TZUq&PUy@89qLui~yd8teY= zYuweXK^bL-+o;g6GNP`urLwYTTtp#~!bJ#WSN5!Kqfm5N8PPJc_b9rv$+(PMM8DV9 z?>Xl==l9?9ob#OL`p-Gn@cn*2pZDjrKJO2<Ey_6#uE$PeP`<Zsl|)4Rmd$vN+;PH+ zs6XYVr{1h~(ZX;$$;-=&vh*V#d;k;*1;*^7|8}$~M?QWCyc+21=<X;<vf92xlXEV= z77k`c8<pIVE^z3!z04`~BrNCMyl=oRD?2pD!p4_kG{M3}4%Wphn0?$tCX;zXPNm*@ zI{6R?szEU^8oM;0h9V8azTZgkYD=1gVWFbO$}ha#>ERImC<aPgl;aa@%GrNNic!KL z^FvLI4Mrl=yuG5LQP8q4Uc87K0M!LBXTM>gipCvuv*eJp99B@bY7Q-P+*Kr<cHMs4 zU}pZ;t5cUP0fU}DA9=2ksv;0ZN)?pEiJZOew|*^5*WTBjbaL@>Q}O_a0JX!EZG7W6 zq$6ud@_+M&j`h5xxY&uKFrlGh(kFEA*D;g-nyG@<S64_3Ah1Nhv+DpQSU2Eeh-UEM ze01!uVVfUC?;(sYFi1lUjpJlLv&GpFs?&&iapo5{Fe7jIf{(euxL0SAo3Ko1UA~+s z=XlaIv$WL1#pSS(=f-6c9yg=AYs~%np?VDVmb6Rcy0|wuG}^%-TSXw7N_7QIt_b3) z@O?ih@g*VYqG%7crJ}Swdh}?9MgwLX|M6qvmR$!R&d@If%LNHfVU3Vm_cxGf(@`K( zomFHiiUaHtac(+x4%8<q{{|F>j0g<}Kt@(JpEz3?Jaq5R#iicg6Juksp`lZF3zodj zjt-YQcd(J2iQ|w8B~Q+ZAQk_vLm?Gh%9LM#3Iu2f51*SI(Fi*|TfOg9K~WJpP(r0J z?p?E%IYCvp`PLRfzQe15VT&1IOXBsv6zl#^6u|%Z(q)&i%zPKl&dyGhwXq-hy<hX~ zdQnm5cwS}Gho6O59l@iz(3_n$2N7TNR9bH(`E%4U<z-BM+vN+9k*nm?cMFF=_}Muw zghh^~A8bYNh9ODs4DqTWjtb|N6JTX*&(z<!eY>fd+0z-OMN~b|j7|J7FXH8IHqocM zISpIM5FfEw&%)F+8xrG}6J*7&w}*I)jeAi?acDf49DQ*c?r4%UgmlR1D4*^N-~3=o zXlZH5D=z?*ra*^-q6ZuZb^ThX+Nj3f@VbN}MK~4mo!1`{5)$%T>aC_+ih=k@m3Tka z!C9g~?ok^;SWO~RD3tx-;Eg>cuD9@uEW)ZL7rvmhETO=*x3!JRntV4wVMh-qyeuq| zCv`Oa0|JWf%)PiM3P2bAe($=FV(F5V#W4svIQ<V!;9@Y${3K~Y?QM_*@OZLAL?jiL zd9(WQ9_R#bZ_ijlQ5-2Jc7&HwN+|1OwqbaJ`{LDAe4F~#{L)|S0k9j-Z9=8Fj*b?r zZJamyGwm=zeL_Ee{0J*~OaYMsPj>YDU?^*t!=AXGy&jXT={uJv!StXWruBv<oj~ib z(t?60X4=ZqBtCF_Cnx7<f4|BmI^4-Q9ysPl0|?2wYz=THw5xA3be~X=NoYVL3Qr@{ z@zT(EHYv&qMLjYiq7BUf>na)zTJYDGT<h1`!NqgYQBkT$STWzgv5=TgBMR_`JR|Pm zzw+eTfN5*`e!U(J5U{&>GnXcVXEr@OjUEHzUAgHOMROp6&}fW|j4`ryUx6yvWP*c( zQ)cc$W^EKg9nzFNuJbH7LugSK^wK93$Q{$$)y1Wwvokt2R$o^awB#C!DyU$~;Khm% zJ`^8I=zuUlK%f;B6;Fong1TtSa~7Y){ne7==thAaxgmd4@6x44lo@VrZh7Z%QFQ9# z;lWMj<lvxVmfu?^^Fm4bw3^!6Ta&z(elHjfh3yj+6~)1_``4~ri?MbE^!?kngU;g} zSSbL_#4miC{$7D!;E}Srn5q^pCMH%~Qu5*b`?vJLSkTjfAQ82=(;p@ppZOKK%Hlph z=>{cFNlo3Ck<5mgneV>jEG`I_uWv601H<qKG~qq->H}s`+l@$232OS!PAZwLP57_B z4j(>jRnQm03H|4(*R@yQ3>U%bWriyCo-W;Sabaa+!$7$F<=t@-3A$P<4>Vu*%258% zc^v8Rd%A*8Yofrimb37@i%Y>T8loBv0~koZA)Xl+8fx)&_Vl>n_-dNMRpZ2%Whj`t zeK2jXs<z!X_zJdP4_KYvb8z?W-TU_0U>)F8dy$vtJkpd5FupfrH!EZ5%A(CZL&nXU zVXTjANOYs!ryT@n#4SE8>mL-P#o>%nx``jt_2Jp%Q8gmUxM_7-lLL1h^a?tS4q4K4 zE%XYAI_zL}>C$$6ln_8{>sPL$Xz>;+Wxc~SSRS2;p%G(=ZK<mZmWV!Jy4H};ZsP=H z&$_!Wqfg!d-*+?=pK(!~?*;B{H*ytMRyMv(bh*TdAhTHEZ0|#Jbz9LjFi><~oZZSL zBgLNug%OXinO+4mE<gVkPH@0O9M;R$DTb;5LY!9;G50)Lb8m9R?EHMnE9ZPt|7R$a z=-8(Zog+d=M+cm{i3V2yjB})hzW4s8f3PfG`&t}5*D*Bhk|ASd62LD0z~3LznC%m9 z?{%(1{ivs!6FAkGLswm$v<buvcv+p^2;E)Kr{N7(%RLl6lP$CE8xdL!y852Q1;U5X z0|Mi8zQ^*0$V6e!r%x96Cs1~rAU%Dd&kUUk;`}7B1Q+D;VPUR+R<MdQrpMgAQp-x= z!(vCIFaVq%S6wm7Uck-5tRvfiA+tH}ysrXaXzLC61l(0qOAAXnYE^l8IXsajEk)k_ zd-j|${kb90JT^9#g+RYgpFIPy8ScWoL>7?REs8CY)kDcol(?K`2G18xVuH0?YbJ#e zJvlNC(cM;%nxImth<K|AyumI%EUj!5qv{KNJH>R$+O~1YjK9CPImh@Us5-I~pmXor z_A2{%;BrS^K;A*sp$?o1<~FSr+_&$XVf-&dNt~$2nWT3kcwdGtVW_qtDMC|V<;kwF zMqb|&tAgN)f}rs=JuffM<M)bFEZTSP$!HC=mzk-IsUmv=<EfoHr_qsw<GVjc9kh*w zhf2={j51Hxod2`beMx5QBpmb1hBt-pq@o71!ML=Q4#gJ+GMiai!jNEVlM%Vwn`6!L z<rXBL(LC$>mC5SXz_-IMFk2E2JCIB(y1Ml4-J-GWSioeXQiwi|niJJV7~h<n)k>sq zx&C-q)ZkfT3SGz$bzyXTTy-a+DCwEf(Sfx!%<SwbrbI~O<?)@!o=cc6e*h(@Vh5^C z%wc9_ZArbrH&6l!p)&#GC-_78<v?(T2}JyA!IxOpS8$9=29vXa0k=LX%}?;VX4=@R z(zjNP0t4prW9@bj26N&P5-8ZyTYgfSQ1c`<sH&)}-%Mc4Y`<2|Kjbjw2DwwS!x9y5 zKU`h_?Sn9%lJzV)x)b2O(D}!U36_x~tekYjx%!R0k}@(g(Tc|uTzu1>{rh`MT=ReF zojO$kKG;MfC%T{XhGqCCkB*X<m@S-1&bs#Q?!Z7n0fbqfpHVrcSp*>I6S{e)#IEVk zC0sXQq!xVa>WX3S-#Ckw@Ac4Z>*|#3`#cMIbV))QqeU-|)$r&Vp&ipeVonV;FVCpZ zX^(i~5!XCeRuRzJss^_#%{E_X<)Nd&y2X)v4=}Lu4S8tF5ncm@*9z)Gm`8jOeRyHU zhnb$gE+#2Ej8DNi@ES8O@5>v;@Ir*nMWh*MX=pr(iaK3`LT|w{7p@#1bT<;}R+e+q z-)C|JOLW8%(9vF9y$LsE6F-l<Q|P2Y(vFY{*qQu3{whzQ9@laqc4iOx3(s-;eU+TD zrURtYkhq9btszFp=;V6^1_q+=%Y6H;H&ICwR*OqB{egL8bxa@(Tk*XkI?Hb2;@7NM zGdeGQ@ZfFWI4e4)RnUWK+@QI=m)r2;Cwb0usXu?bjU7i~SCz-vcnPZ{JbXynjCHrg z{whQRvUyikk;8Xiban8Fii)y|V)bNxpTZT&cPI3IK)^Gek^Ke*WnT|=7T!#Uu<2{A zp0RNSwjfszJY>&jn!h+P-@HGa+?2}Ws|D{+7p9xGb{l9MuQDYrBElI3Nm!ZJ?w+8{ zaMbxt4$jVa5KnJOfCdg*T?OiN5|2M=w2q01NzbIn>Ung1S!_~TntyQre&rjkEK>Zm zxHxXThEO^S2{jli6NcT>thf@d>ljhwCzt(}S+QHg!a`{55~(qG)=8iQu?bQo@H}up zM(v)gvskSgEL|~lB#1a*nUJooZcf<-KQdZWt)OXG94HE<S~lM5jiAO>;cti`B)iwZ z`Wo4xZDntqx2F5VxlwtZ9PWtQGLm=gZ2Q%p=VW9AMo9On^82{BxQL2OImO75Dgl@~ z3)XFgTcmNi?@xaC*j@Q{eD1yPT3R$Ied}ro(0x>&F!wzrL1Q}7Za{D`sS(;y1qIJz z;oC-fQ0?c>Jzu_n6L!I@f{cQZWlfQKp^o94K=ULs>ZDG@#Bl1Fge-IQw155_2=nE> z=HBqcw_h8;Z@t)kNTxOvG>{pZq0fHv@CG#byEt?{(M~M<S#5Y^B=s%>0vb%*hqGW) zUkkRhu{pO{+$k1_y^NWtmVJT!{Z}Gpws1=MiyLE3)?~ZRjk59bDqX1zg=?GD6J8k< z+$Ji1>&k6t#<ZV;kF(b_b!uqOheqE#(_n9}mzA3<-9H{*S;Ee*OfntApUL@5c+4ac zNy@fLzPrX;c^h&=xGZUrhbIEq3BPLj=c5Zs916}Ezqo0mS!=fG3L}$d;zryp`|{G2 zx&6eqS~Ld^3=L8LY=!R(QIE?_G&4Cu;k6eqo{f&afx+j&&mect{(#)6*PwKlyu>Ls zZy$T)ft@t*H2J#v3_PKXS8qnEH0xtZKd*aX>^FoB0T?26hZE0@w6vsw!{GDE6xczI z6;B%{(tIY|TNZVJ!wz6R!VzZ{F9nUaeN4jzw6?WDsHv?rH#2J)=ol9w|H$nLV}sCO zrLzP9Ir|WoeZtn835kjIzA2Z5!_Rh(JD`qTvy2n3efRFJ_Kh)-sc}j}>F;H``2?@m zuwt?lb$OQ@AQ~80_}0Vzkdq-^^H4My(;>5UUYUf5@_VtpbU2*_6DlAi#BPdJCwVpY zDu_OHNQ>ZYspn%)_NvQBN(T7*o22V}{bzh!te0wN1SkaOlXK|_9^M~Vj^yFuR%;1_ zSpi(+pkbZ~0up+>FxVeGViA93Sfu?W4CAEi<W?61_G386=Om@2lO3PHzPVcYRR29< z7FPTsB4lEXlhMyMyH`Dc5CoW$4|B9?9$fgFMW9M*a2F8zK<U;@7#BZuhz8iYDi1O# zEtFMMphrckQ)^T5Iq-U^L@zhT)?y*t^jpLw9dLri%XiRhy=$x6Ky^6eG23h4VAlK! z3i=ig1=$0JK1Vw)&0kwI-b#JDXN!5t2SHiULx&z(bg4q+#!b^r*~!NCNgLy|HeMkz zB7{#FUZeJaIl(=^nsR!u{J?Y-_G_2Y+qPNc6|}3IBzo@JcrMrmfC$!fYQ2(z`(h4F zrm?Y+v+y-$s9#PNgo^NdhAW43u_DHwtSc`cL>wT@cnP7Q=9lad5fQc>_d=9c3J^;3 z2?ev9nzFA=J!+$hi22NW5LSj$#ML!O-d7PI*c1&)gwS7qsYV}4MjQmA><JeWmy9j0 zm{#=jM|XQqPaLzrqbhVluLYl_Y5}Cdq@3ua4#5QNByBYh%<e3{N$KAJdGe3->sKMr z+n<Yzi$J=^yf+953pZ_rC^<6Q_ZjZ|$3ew_2M=N}mBA9M5`Sl8WFSG}>FEg<lF+yT z67<JHOj0i<cI|@vCobhET2TJav<s};WS#|(b%H-(mDF<$4-Y3&4ydu0GxbiiFm0E; zP3uoe+O3xW<_3KZ9CyS6l?@I$Xb*_dvB(UglCJ9N2S4;RHKpvnD(ZpSS#lHrGhn$J zW}3i_2=|C4y~A=e(!Av9$pG^tMH|bb=etKZqClw_)G4UM48t@)MPT4K7-`V858tQZ zuNWa&4J|eMaVt!@&es;UT-Y#(5$5@Wmy`2sWNb_ff%EM=mh|1+iq(QMIJ#}>;^b(F zO;3(*M8ts3lIj?;kB?BV88uQiuU{(@p+I%`jt*XMHIBFY`uWxDC!ZO_<`wDn7nTZH zNU*n9wXM_YHzfc4cb5F6{PQ&@2<){_Gd?#r_gDQ>kdg6-pc|Qk0|U2RU27(<1HTRq zrcAAT!p<62XE&_T!!Ph~&iu9GUhZagu_PPNBdFn82`%ruH;%{vY&P4Y$s&V+p9u1f z+#pis=H^iLGif9LV5xvepvod1tr`&)<^VYa1NTg_I_b2PmDSa&qgeYp4d6%4wL{|U zoEWcihGlW~Y&9rS$JobO#n%x^h+I#;T?*b-gA5)j#(+X1(TyM9dgVi1%~)@#$Jw)t zT%JM9>R?TJdetjqeSKMWy-IZbEtyA;yUSGe_V$*S`!e6a?2UMEp+qZP8#-+xLt1t9 z*?H>J&!5V!^I}}SN23D*YVi06CRKqmhXw~<zhOe6Y3dUa;b<dDb0xZ%M;cT3eKxK4 z0_xs->#;w`zVb3$6?(g9fA*-EA>ai=;0^*Et+TMP>BgD}PBz&|6;V)dg_OfspFHsC z<HsJ%Xn<9qBpkr<3?uX3eiQ{}6Lk5TKvLLc1Zx$Z1?DGoL6Gz-OE?$79fArd3aaed zyJfYt=PA3g2Dx=zq1Qm(K~qMDS4Jg1q$lt+Qd5VDCf^cDDi+ACl4Y<^4Bp%rz<Do{ zmY=7lrxE)=xX~3pH`rb&c3}Xu!5om{PZ(@4NQ{XF6$~E6m)g>b+c5Zx;aq`cLOMPy zC->+2wL5o4VzCGHGA?wg`tafS%mm_iL`yu#8_Hm4n6UqrI1njv1nfhLm)n+>gP^Vh zu?`f9QcaaIwroJX-ow`n*ms`n0?U40`(81I;&u{1L30crZsp~vE48~Ev9}_rssjoz z2gmp|=fihqMR{0IUK7rzZ{UPO*)&fzdFR#9q2o?;U}^AL4K|i}qTd^r6Kg)Kyio=A z>q%^%zE8K@%mN=hz_}W1+=A3qNMIn6CCDU!j`e=CXE@(i5y<g<U;qjkeqE1!HNp6S zhW&6l`ua6jUgNQhK!b_|7A1R<y<72nyAH0#Abn4WvPu{gL#HDACoL_gNZxr6$w-yG zEA#oGq0H_T2oN{?v#Mk6iUZ4DTv$-V0uHmH^_H0L7^pa&_}aUDIAQ?#Sp0nEn$<A# zJL~qBUzn7CAx(oEz~7Pd{==rIwzIwP4~AD2v^G!ce&}Gz7$E02L&3wCS=?HFpf*}k zL`jJPO&#?aU%3GbkR)8XBX?#C9EXC581CW!{+YWko<H9sDtbUt($T@85${gT$;m<X zLzK0vs|$A!Wlei^0{}jPg?nlnu{02`|DQzYf9S!h|H=O#X6pHS9pn1%^VM|)g~UhC MoKRDFNiy;J7inCa<^TWy literal 0 HcmV?d00001 diff --git a/assignments2023/template8_files/figure-html/unnamed-chunk-3-1.png b/assignments2023/template8_files/figure-html/unnamed-chunk-3-1.png new file mode 100644 index 0000000000000000000000000000000000000000..43b0febf1b51840632bd2924f345a49051fc8a3a GIT binary patch literal 19594 zcmeHvc|4Tw*D!;KA_<k4b|p)TC}O6NN+MaZP9;m$WM5`Rixi;}${r#6zMGj=ikOjo zn+Y+KWyUs!88h?VBl_0&dH#6c_j#Ys^ZcIo`^S7f?)yI1xz2UYxz2UA%R|Epy6XkE z3UYCAtv`E4+lY&c56Z>G^G1LNc=Nt$*EsONWq96L2YBS><_3X4JUl$Syu5sTd~4RM z;pgWU5D-|qcCDbGppcNzx^?T;uU{`LEG!}-vSGspQBl#28#juHiEY}nNnBi9LPA1P zQgZX=&0Dr?*}8SBl$6xAZQG=!rDbGfz+mw9?b~<k*s*ix&Rx59?cTk6&z?Pd_wJRI zmEE^*-~Rpk<>cfJ95^5^FR!4Wps1**q@;B4;K4(O4jn#x_{fnX%F4<|j~-P~QBhS@ zJ$CHa@#DwU)YR0~)lZx_p`oFnsi_HpK%h|Q$&)8fojRqZrKPQ{t)ruJ`t)gCUEMQh z&YV4a_T0I1dU|^2&!5-V*S~P#f`Ng7p`qc$ix-WIj4oZeWNd6~Vq#)yYHDU?cKPyU zb8~YG3kyq2ODiiYYiny88ygr5cIC>It5>gHyLQdi*7o}K>vnc__V)G;4i1ivjyG=H zaB^~Tc6N4gadCBZb#rrbcXz*e^QMP~$E{npJUu<Vyu7@<y?uOqe0_cW{QUg={R095 z0s{ksf`Z_1I0At{B9Xzt!MAVUzH{f!-Me@1-MbeO5_13k{m{_R2M-=ReE2XdEG#@c z{L!OF5fKrQk&#hRQI8)#e)8nW)2C0PqobcadlnND6B`>F7Z>;Z`STYqUc|@8CnO{! zCMG5&B_$^(r=+B$rl!7p`7$jnEj>N`)vH$-85x<GnORv`uV25;&d$!s$;r*l&CAQn z&(AL?C@3r}EGjB0E-o%9DJd;2Eh{T4FE6jCsHm*0tg5Q2uCA`Bsj024t*fg;p-^Zv z8iT>SdGqG&+qduDy?g)u{f7@9K7RaIUtizQ(D3Qgr_Y~1H#RmlH8p+t@};@CxuvBA zi^bw_xYpLzuV25mwY9akw|8`Obar-jb#--jclY%4^!E1l_4W1l_YVvV;PH3@f$;6y zx52@|p`oGS;o<M!zmJTJjE;^Hi9`~K^y9~mv9Yo7@$rd?iOI=HGMP-FP^PA)rl+T8 zW@ct*XXobTs8s6w{5*|DTUc0FTwJ8n=?n&AX=#bcWU^Q+Hk&<EWDN)Qz}lN<%ssid zq(eDB?x>MzJ1(y6TxYdU8v7+q4g?18wu2W=$Eok!zUJVeb6+kV+LnG?^r&w7*%J?^ zH_j@CH|>lQzjH=l=T^l7XH2i`0=?_GDf&44fxvgar|BC--<xc>sI9#{?ap@9lM)Vv zMF-Vu)!VXil#Za<2HH9ZG$z$jgBirSlH+WjW0QjqsK~0#YB1sA+87tW#dYwtz&@@A z|B>JQeW~N88!m~wOn(Tlo|?_y+SBbgChDb<EM2pn^F-=x-$inP`;hh;iKGEQ-r1ps zZ#M9GHJ|Y}`1ApgWPJNwl1s-K|H9JZ30%xEqbAc=GAA9dcA*7z?D;&f|6b|_!R@IT zP^cZR@oDILQJm5C)WaaTU8#ctj{7$lZsCp*#ogpB+a&P%QE;Px<1vthAP3NnS9u$^ z0v`wPFlcLJa4ZM_1fbXJLiKI~fB^LUUH_o{KVm|axdaX#en#Vy%D+0Zt)2xJFll0t zx!dVjgx9T)9~8nRzNk-pWnra3PIox!;p7Jjz@9`qMTL*W^^nqf!{Fq|B5LvmLotqa znP`dOGQd-;HW+4p2wumg^~Qh1gZ(?G#4pr94GHw(?|=q@NN1Ku$6EyX4EkmQEi1|a zOu@eggMWj1zY+HkF7=|Whd~(yM@=(Mm|1(=rit*oV`O>Tc{!TfQN-)@fg$9i7Zrf? zpC7zI!4~HGePA@*sU(Q4l6)CNucOI!#FD32<2|94C`>-9nvcoak{le**)us?V}ngE z%mwzxA+3C05r(rThDY!a8+N+~;$(vR^P)@pQtva&B8c4j8V_1bBOYbRoYHkJ)l!WQ z*pQ@P`6PfhDgU$Z03Fz`jsu^LWQXG3?M~gr&!E9>H6X1$U#ED&5eyfK?s$sD5PTeS zbMaB75eFmxLFb5y5Au!U(3ImZ=S#3mgb~U=o)%%0LWGZtWb$r$!*y7Yq&i=~*Pdbu zuX89Sluo}8LV<Ura@q4F1lxRPzEh9WV1N7Q$s{N>xuuK|l{LK!Xt|bX1aqr;2*{}l zY3}1=nkl2@(4=b=m0H@-^U^X2pgBTbPvcIDseLH92cVhs;)!^6=)r-2@L>Flf!RET zfujvbHO9?MT7-j6oF7D@?yk)yK}VRb@jC3gCO-+A`qHVvcRV%S*c(ex$)?PQ%v+R{ zyuxF6TD9q4GMU?ebhMow#}h6wLtd$m9T1*sSo4R_=5}2wq}IJ-q?pL*p)jv}82c$o z>+uK!f!Av}wkhZ8TG9(V0cN=s@)ZMN?^)Qjbi2Im*2woPddOc=(>&G%e#!<J*}eZr zC4^x<Gn9znl;;%5HSTEDzi3fLe)q(d7NQ4BwCW&f^hCx&F+Rng!ecf`Bx-E_P1^wF zeORbsbB6tco;zwLZBnbjo}bF6-CvzBKG;<50NQKlWFQzmA0=z%Qe{7gm=#7j-gp#2 zySECJ797jZee@*9F6%(Wwx{mp7=;`GN6-pI;@tYdE3i9L*RF0HUS;kTbqx#N3x(=) zEVzj%j(3G0a-evwe~|ve)BpJ@<#YIImLYUKt#B)rhht&$w{9`exEI-JAL^z|-L7U? zv6CvGW*IGA!*QxwYo0h5iM-Tt{<4u*Ic3^ZkgxqFo6A1G)ri+?K<<|jjLrIG1jPX( z_+;5|#{!010V_Pv$T8e@iv<sgjd<IQUIu5%T$ehrMsE0!;g+b||M)`xIE4Rr#s4{> zfuwAzo)Uw!boWBtjTyOwD!bM@{-M^r>}su*<8S>%XklNI8GNX^cd}KdypPc@Z99%y zJyGw=rmFg52v6Oaj6r;gk!5i=V^?7fE3q0;*s#+DExGCd;CSa$XO}{g8#N=5^^DpX z@k)Or-EV%Htg$pbm_S*(a;zRz=GJJ#`q$MIITb)u*?x}*S@We!e0az<G}C7Flm`6K z;zd?8^&^8^r^KMN;ZtC>%m=hMzCV2%T|A+vHH_nEqN`E~koRIM-Z3z|Fn|rU8+xJ+ zwlITvRMVomB%@}9{&ZFY3TT+>!R-`gzd>h>e+4a_idC3KQ+Xruf4ZV^c9;Ck#}0W_ zxa{VbLLj0X0ZgHJwSn^sk%5^R=^7QbVJQEc7lin(w@H)9D8!m2j>3mojsEybe4&N< zwPpJ%a;0;t>qGN<!3ebj#3eS3L`pYnp;Fi;dywL!<Or;to%FJ&86C_jrOi4)YS}mj zvQaaU<7UP&{V+8nQl0rF%f4}(or8n_FM^uD%*z}L8}V!bHxh-&JFoE|(lnM5wz*V* z^aIaMp%3kZ_`+E=h6KO7D-UU|^EX}_LK$jl*Zek~t&cu)I9XdzQU*6$hbct+h0rj0 znnLXB@Q>4IZ28U=U+VszRQ4czSQTG5&uWNiY{nBV!aRZ@Dt-)&9e;s9sH{%<&|-&K zup*W9w0APA4x{`hgcv`4*eR|no@eRyV#7}dGlNF^Gq@<5Sx><{!z_NCl?_B*LJ#ew zU=oo**U+%PIgaavQ0#>mRU7&aia}1nW=JRF2nGHvhq+Y8|6cX4P{a{rVeak4RDGgp zhSa5-=yteaF&ghW15d50yaDvUaF;aZ3YN#9+V|GS`_2+%RSGUVw!Yi%mv6j7(9wTY zBmevRjX?0Q_JH1Mn!*s&E6s`9{_%qU2?Cab@Bi``sP}ERp!zh(>DVWqlI*%XZ0*F` zk|&(xoWBnVa2&NA>@>Za&cR8sag;E}SrP9$!3Ea#vNq85{5>saY;ZGj)7_1T@8?cb z-2&Ha6m~1y#9h8gDU~U$3VGMGAZk+|H8m)(k9#tb<3{}VkL_;zaZkEmU%Q$#JO{1i zBnor>OQf_u2x_1{*(X(4wNR$iC%kvt>QOz#?M;3jVOH0S>i0P~xSBHP*^J9~;TMZs z4aC0%YkJ$ZR4=NkRFfx~2j-bFHifIO+`=UBg1f5ofqtmfQ^npEsx&!E3OK!Lif=*- z5!Nl$(y+=WzQ}As`uLXB`QLEoBc15cXL$adJ<J2fMH`@tk;4yuWds(2g?Ikj;J!Hw z$hGyrrG8*jy;gk{c>$7lt^1+LkW}W@*s#@wECnm}yc&s_gG<FdSbet;tXX4{{AJR| zsS|Vi#_F<ei;%9ixXyouQQh|)T0J5FiYnE7&#~8RT+K@yo#Gy7bv*)%{BUx0wE@tE z#6T@D|6f2PZtKy0@SMkXk5x=}WpLg~w-WLuhR>v}x?yWHQe$}hHa-mQTuxa4GD~4u zSN2euQfD`<F6#|{*-W(cKqkLtcje0utJw{Xcs2b8J6oz<eUZdxto7%AIetOVKBh_a zZ*Ts}gyaBgl<XxD-YEZt-D`vBiih>Te;jgnP#5vr6aYE?()+mcm-Rg!&OI;^#jZl~ zw5={4V54m2($Lr?o3Z{TL_fyk;cr~8@7zZ2ub^29?^&~&b&TaJJ3Q@1#9ur1bl)mu zj|8q!tEF0Y;`BzoRb?6nS@iT&C*;?Q{&GbbAi57x=BU(}ZL4dX5F#nMjeC^-C9vk2 zVEkY|xOe?-;nf){_~r(?j;nUv+<oykqIH@h2W%~g{ap;zgX>o(o#J+7>MvAM-K|zN z(`la1i`>YH(9>Skh#)AW=E*Ki-@rJ1=J(O8G-3T;$`S+(oNLlxQX@tlT1qH9_wCML zrl_yd`k2pa;vi%Tu2l!^lu~Q!irTkI;3p8>A0m$XJtgcs%eN}K(tW9X2sY^g0MS<m z(O}2c(xw{t*ZrCm*f1BYXvM0Oy2ZUptn~Nj<HLK(oNmLEx8Q7-G_fX<ic_q?ed+R# zR`y8zdTtc!=q06Vz0~_#&{HYQLo{U&y^Kce>eL)!+C8Z^->}LKAyB}~-ex79f$yc# zm?=vHs}T8BfRv9Xn8Gl>JMeeGIHl2^ppI4|VzvgW)UN<Tm%Nu`IVmAs?GC5L1+x8^ zVhxLYhxq%XS5Z%KTUV!hD%I8@f*T6`UU(|qU?a;0!OWpXV<>hWQO0_)2Va?->W%IG z;SSv;d?KOoz)m;Cl9656y11U430(d;AnP2fu$;2J9_r>jcG9b?CdlkVO)@B;!n02q z^>{YfHBr5CQWEi*f=Sz-n&nTZ!rV%x<<oLIBRNRdvvs+iH9P8ku@@xOCNivMC$YzA zcpn%o`Z$XblNqcyAE=_~{gSq;^jK=hW)=ZNO2>n0!aXsLXy#+jLdRJ<XU*@}0%iU= zV@TF?wI>QTuoY+LW7Jg=ag7IS5H;wr)|gxz<L|Xi&3bW7mnF3FR-gM)``hq=PFM7V z7jkM=if`^bMM`8$X&R9?E4=Pift^%Hee<%f|8#n{QPmbu4XSTxakS65(o4Mz(IJM1 z-E=0OqhL|gPTgGWJBT^^`?TiJkq(`oL-kj@$>t5Xu46RjXrJ$~O3QIGjZxKGIvKZ0 zX};|ce;^(hx-4|Yx=BSaB4H(jPuP))B=)nKD@AUSzjYQmttS~#l(OMuAom<`tP{jp z(W&9RD`hl$0a8ax^^q*M<miDq`}+#|nrkeMzXM-ZSLiXI(n3XwC9|D-PQUaJTdB1j zVeb8ES$Z9v#nPPfUDEd%HgM?uY7BLsVKpr_$c{2XF0L`R8ndXl=-9tfi0ePk4ZlKM zqN&2@Sqvq=KFX+`y2in_*i4WbB9G>PXS^|CEc%O_-sU9wx2e!CK55jdU|xL6bwD5& zvx7}drA-2%UWiIa`X=i?=lJ68K<gihQ<+)pll7^7lK@zoo6YZ-qtXGbU-xNE===d~ zRq6W*Mq{$!AMWt!CQhSNFuJf)f6hJ4l5^Pqrx-*HokQwZW#YY-^tG@H|M-V)sMX^4 zFEDfAKgS<g<JHknd8@EMae&lspJG9X6XiSmr<C@mHW8j<{IYBOY+2e%mgi1Lj{QwE zf+YSDM>k(b@9EF)VaWr>>L9j)k85IGH*Hm2DQBu`K`|+NW{W;oZm{<Kve&Kj1?(IQ z^fyv?=h9nTy{KSPe`tQFn4Gsl-#%rxmC~r&{a|!Ub&4v1W!FdJQHX0VcS*-ptvE)2 z#?r4<QWs7isPOKSirRbm4=(nv;~og;C1}TYznmm!%f<Ygp^P@fJ$8sEyE)+4%fGEm zfOLYW*%!oEM;x^fkv0B1UM8l+)uXMwxv$cTtT)di82$G}t1cCL_N5#%sx2OUM7Txn zU@~`6?)*u>3xwE@WXa>i3V+JgtYq)+{YfPs^U-aUSF`^{OVE)g;JUm;g8&ycn7Q?t z;-CB(tt_=%Y;~1d>~|^Dr5{P#{wH$>@P__W_9CekKS#%0o?2|6A5Jv<6Qphzs{F70 zCh+>#LyL0hsnuQppq~BLhkt<w#jDVCCT7b@dEMf`FNKN>{vY=cuHrVVrOKt{6b=|z zpvAyRp|>hRWPod3w!+U&gxBSc!z!9yJO^J@taKK1rbYBE;MTu++`IE<1A@hW3KF%0 z=lu3DPW+mdC;eV%3HBGE|DSx;+kgZ7isH!2=kAB<YdnL?7+L0)2<H7e9);6&|FIqC zD+@MpTdQAdP`kE&i;N1@aNhq6)F?eefb?OFdZ(z~=c%IXWiC1^Cv;;uq47#n3Q(Jo z2Wm50rOcB81lshU?M#h*Bo%ACR>UqPv|S?VcB9`qpzB0>^PUsSG^{kN+`jlutB1Iw zTn9MK|7U#`rEqEY8GXtQ3;DS()D8|w2Rm8{9yclG1W7=z4gcvno(-;gJF?^?e(n^~ zn+LvJX|DUf8-F~t%8zMbXqiGtV$S82y~DE$&;6hx<MAbNA>fn)x_i8?d{F0Vt=M!c z=h}{+yGi(wAOH5=*i#ow<X5@;FHg*dFrR%9So<9-3)-=1(r{}^^Qjf4XzlBLsjQh0 zvclL<!!oTKK`KJ4{CMdY`gOrYVwI<-T7@&Fd*tt}$mL#|^ts_ubAc6h3h1amt9K~f zup*K_CpIJ*rI5G%gxplqo~5q)Q%)g@)E_M?EmSY{;5D8<>HLp?*FQ2izB182e=ckK zreA!x2%=APX?nb=i%PuJrfvIMi&9d1F_1jJbb%ult4G23z~Dmjh3l>#fi9)VpIu6? zBKa(~q}*B-?@r#iViXE8FQp3ect8t{GU<|^XMM^ofH)Ko#*3$#X}i7Uag7VlIPU#= z$sMUF)2!LWhGOJ2D=lbHg<=54YT{9$5Y3=jjkD51WrsCKmgOG8KlkG}>t65O6kG88 z>}+jn!vZ`xx1j0`BlK=1A^LX`{h;pCtWlsufrrG4cQ9t1E5XyOl5dlL&Md<z8C`)- zAHcIqjH){rePahC<`@nOe_~3hnr$hj5ADZCnaXj(Q20lnd1-1s@Tr=Fqg_xV$8EhI zzIcirI=UcMD&k;v#G?EIqf@MG&|f{<_O|K$EOnZT>1~HcG|?+PGo0k7i4Upsm5jEo z^J$=i=$+TNJ`a708xh4{5(UJUemYEleBq77n(|#fMh&3+bq1<9gLH*M;gYyw<UkvC z(Fa}DP3gJp4+NFGUZ1ukyQQW~fYdyiPU4YM{2e2gn2GgcKpd$L4NV;Uv4;LxJ{4m{ zV#*NP!Lu4|jQYEDy*jY-;?P6t3VL7iqRTaiLtPYC6OfWU>9F{|!Io40?|st2>0PS2 z2*s#%F`}igbwupDE~G5_R$V1R*eCuclUhor4kw3*NbX8C^FvN)TvBzPXGPM7xLMr- zeUy`9ms4Y=_seqZr{XCnW`udRSwvW#Q!@H`2@l%}RR4Zgn|C~F6&OgsaOur^kfMsA za}<gQ(6z*2!s?zK<VL+^FjQ<jqiL`fh~^=J(mH&Q`=1cZJes7{iTy~a%xPN`WERg~ z(2K<e7L8Xn#QY{OAraCObWcf8M^3tv>L@{`jw+J@Xt0jD$0R12W5KGXg2{bbagD#K zL~GpZh;LK9(vqs?31^qh6Ea4u{<lZ&kYY#K0;ccApU2Qu`QC@l?4%WowK?2ps23@_ zYI*(zhq0264X^DyvYfBht`!#5M;atf^8$%mPAgTKb?AdkjBJbF9qP}9tkwc8?KXm# z!-=;*($|Dn`L<)%j<g??hewjHXzWS_TCSjF;~QG%Xdkv16eTa0thV=hKX9Z64n2~+ zj9t#=Z<timR%U8=)QjagEcbgo@R8mb|2HxYB~U$1Z{(D`wo_vs-o`a-IlDYvyV>3~ zr@#)om#H&?z1S=OPkgeB<qX{J+V;7B!9gYMX43W%j&1o2dk%k2+Xr2|>ZhIHHUPxq z0EZ6`hYP;n)$28m-ola5lPxgg%`&Z-mbB&#0DB_7ETp}gdZ02;<9?shF?YRQQvAMd z*^f^65e`>&9YMc7cp^=|k__Z=<Um_rOzVUUin`W#6V`D!`00_7+`6cLrv7iraA_Am z8{1#nQ0h{BY=CjaL;`n|W5?s4#Bl659cbH{d{DoT1`61F!ERk9r;RHpe=qeT=zJHv zQ_)iK0!{OB($T?1PTy+v@)+xc26ex6n;v_ol%H6WGjs^|$p|L@#%sVqVOb~sdH4@8 z#Px0P>0V2BPHZpusRnDYvT22&*#FdrUinmbzh!IFtN9F0WXN}YRh((fTHBwJOJkR< zL+j{{4QFZQdK|-2;yAnE!7E1I9*$u!FY_1B{tEBpnA`~Y-V?k#e`q?d<(MN0R~gU~ zuaxp-a}us1a{J8cI&>03p}PkhCgnvO>pUvAr#=Zeukq#-2m4ybv-kdU{^mkG^u6fR zr4ATAKQx!)MoL<HfiK6d1##nc<8`vFDIANr2ueL$7j9IGUkez-Sw3jApJav)N(``f zM4{ll(~9RN17rb9ik0NjAF_VdOT7RX%48+3_z$)F%Eyxc6MO>3rTkw%(UnunE6C2` z<_cLR-^hT6OK_R?jN~<3o0bXJ(^${7uZ%-=Y`|77Lq`s8<f+PBsW=W}%*SqUL0@vX zQqtbW6$~H@J)SC7DQ|I*Qlw|5J>Up@e{*h}ir<@hKk(8EUN5gFg}p@bbIS;yIj(2t z$ElhhxUDCcPt2^5EmoK=ThYp`lO*naFFMEJemnuc-9YdtZH<%(etH9i4^{o?z$;pP zW4@nOky?d!<XJ8x#mWF4yI<cg{AJuIj)xvDbd9wR{1<G%YNMA01cJUGw)(;AdW<>f z18)RvPpU&8!~$kD#JnGiEtGE6RuAAhmx)=sK}@-K<B{;-<WZ(JeEI~XYl9(|^_(jA zwL5e%+(!hqekcSVr7g6NYj=A}a5B)DC4r?Pyqk!sk1~s$uIs01NIp(VGRbbh^@Kek zaxNn|lxopjfC^HDi$8D~sX|TN3!4Er`Pc}cOY7bb3vg7K0MK?{n6IQbjgV&vYdfFr z%m8jXi1iq|!Hd$BO(V{GvD38cOSCF07;zaT@?@z~+EgnaQm^vM-S_94wH0Zs&-5Xn zR3o(J6elF+T+qO+nX{)*UMtCbi;BR&#X0W)e{8)gG%f&n*7XOc_VUN;1G)=5&RHXX zXRX?eegL?+oc8(qsz9?Jdt_-?Y?gWIZgVc@<??M5o<B+@TU~58*(A<Ql=o7&M!;{T zoPn@?!t;L(c);^l{lh3a;@A7<JQn9T<CeSj_3p1sE8zH<lUG>oS5nx*i5r)DA@*pk zOu}1seT9;+;MjF5OB2OC<zycKU^$S*;eT<Yc~a7x_UpaC{mw2<#?LmLQ<wDfAvIdw zZghM&jMh~58eztHTq~>d^~+p$5z4(?5hTd9^Z)u6UmvBkpfk3EOF#$Ow(tt$KUTkb z3rRf5EOoS}5Iz*_4?aGU`I&Z+h!dxN@NZD)b|37Cx=`>9_Yn%%$Lkj^L3Je;bKqoh z8R#fY#!&qrVlcW~d|OQ#dWO||yJt9!4$<6JvroWLFbX`D0IK<|byO`6+F=_Qh@4P$ zLl14Bh=6ko265tZ))boNu#~FR2?E2tv-2hi=zoCwj>j}$r}eo}&5X8Lh_5eAhP5z% zz;Jd81(Jf?#*m~aHA)`y;){?W(Q-9OtT_Y%@3{yHRTKvG`T`x5`v>}~;6R(HTE+oM zKlaT&@z((Xk&u`3v&8OD=F*blzR-eH_6#et_bYprg<jhAb09I<yVE=+UXa9TKD7)0 zt~&MRLz@*Y@lOU(z#}+unm#3^Kw)5nc~o53TA5e*VQr?x&0Jb#hoq!2($C5KcKok= z!c#4?e%}_g-1$_Gk>1`f!#JH&&}c_N66f|4>_m%_V<qUQLBGEP3KVmx4#2&(Q(-1h zF&9|;j?}Ztd~*{{LOHR1n3v6h=V`cY$ZH{5UFqHj!0eWbc;r#o=qkD!cvTw-L^92} zH}8$I2>2V#FZJEa@mAz0)>>wcId(WyaU&>R`w~==p&{k0G>3TAEa-B50!EwjL?<bE zkOFQ^_RFVwN|+&yh^r{G5f^MHtMP?yr6B#iZpS|{L|CacUjU>eTeFEtS~Kj`hnL~^ zg7>y=!W}`uEIF3-a)S8tnWhjt#iQj&xzx5AJku`{W;KY@(Sk;IFPJaTm3+)1X^aZX z+h<|T2tkeNX_rHx7d*;RRNuY~zrTzs0fk9N`vpTP1_YI@2AOYZ=Lf#y#FahB!~%DD z2j8P9Kd}KE<dl^aG)9;ilcuR;OMHrQuUCSWS$pVGYs5z#d?Bz7U{*&##}NVKl}S5a zvj8L#5dYRb0vI(dwCT7PAG{ueVSS+Ih%7{nfRB55Y{2b~=Lz_gQE<V4OjO$m{I-IC zj;PnM+h-Tw&4!~eJ7B;TI0>K@CjEZNsT;wUqdCsxlQd`~s6Eg!!+n4Rvft_zqR8R= ze#mp)>p7|wuk8svkQ<qUdONVxr=AZbpCQPzBiw|oFJhC8AugUR*{B=R%YYwFbLanc z_lYR}X`*kdp|JJU$`qeZHbRl=w3nZOy|(%P{{HO!{vlt)4(f)3MFRWo_uG)G+O^)i z*_lde)yQIX6sWr_K4ni2A}v*`$wDnm*Ct7s;eLo$cfDK7KuK$uc!C<OK0BdHjfg+) zJxeG_kY*WT*Qwut<U~Xa1PnFxyM?<4RWx;ZZ>$Pjrv?g3?x(t`{_s_F&s#6-I1<s~ zs$x>St2E!e+<s;hVy}wnK<J?)C&msG_~oFFA?k(3*$4Wp+i&bTBGjv~2F$Iaq=|Xq z>@%h9>g@-Ww70CiI@1Xrm12*6Z&p>W^bch`07iSa3|zLPQ!Qr)T!t#XK<XT<$K!k? zO9H=ucsFS*oR>+YA*LHJtey@BCUtL5M7r~MU&YY9Bp<b!_dXUp^pu|Z3oiYBX%@sN z6*o;xh^PBxQN|XZujN-flLFsD*j~x%^Q~f~NJ-7M8%K_;?a{F3289h3w8U4B`$|=! zX(f4?m8Oz`@T$V2sm>*5SSG{ul1Y8-)n-TC5VE;HAZy=G8Wk0))6!D9QnYIttMkDU zKB7f|U)Jz$3SkED6K(qDbfqW(w>^>O)`B9ABa<ztn{fCdPYcspqPd<R3;B4X^@mZB zixSazEA|~_Fmd7F>zbd#rGNCBLY!@;f8@E)h(e;EfKwIu;0}ofUoSGFCoZUfm5phh zXVe|UEAll-ATHkEox4WV+&i)J3hnuNfqh~0W)-(yy}ig79m<!Wmz`l0nYl(u@?7V8 znSA8@t8CfJ^=vrB4E3$jhF#n@UYP}=w}X$-Y8S1WElXUJOe|?yM4#@*9dvkkf|$7h zJB<|~k~AlaK~W1R$7f&EZ;1Cf>@y8RdySjP+_cOniSB#({`Cd76HIRlyK8#H8CkkB zH*@h0pM$X+L!A~&@5DcWw<6mm+_4gc;i$kbg1nn_tV#WuQEqi(kD@QoEm()#KhmRI zjl$oXvW*zujjhN7DA7o`nX%dVHFK(k-elh#-)mjyH`OR7pl_i#$*daae(N-KXPsc6 zKXznzH@I9Rw1l_hohN)oGOsc{*+m7}SK3Z@SQSkW?gq+9VIH#ti7L4tJ*-u>`CfOO zyg_~WVL-#42NaezKelA$*BM5W{@%YAIdwnpoLif_nc0Q<kx1zodl!rei=dj{(xnWl znV`0yUa?-kQ7?Vg8O!=oEp#BgC$^vvU$>i4G3IHKPRU14I5s%l(L9WvzCiBV53?MI zCR{DK(x&S@e5m0%L6iO5wnPf~z5i`Y1dm!twr7`d96H6_k=ENwYez^#)h$b2XY!bT zT%Jy6Sbo2KR(_swvii~5CThi4<7q2XbbocT0kh}Bf&t`l$oJvJoB*g<-P`IUO0N5G z`$V+Jh)}MoFZs#25%)y(FNeZ2fd3V+ne%@Ea_A55mZ}HaF1~9hDO{MfOvzswbuM%{ z;d8J$x_F{s!qfp`Wsaa8$lWu3EGL_PN2$Aa$`-<c*>OU@pIxWJY`#m49Lx%n<VkEG zEHmv+=k=>quig{UkGnGG4_+PdBidX>1$I7Y5^ZrcbFYV7*Z-VSU&!axk&xIojjvZB zf2!~>N8gO`Ec~pQINa}?oAL?0P&gX}`6A~PG#SIdqSb448RMf#@*Zw|z3CtW3f{P= z^P;}E%LwJW?_n%^d^9*2SJk(uN%YCa#6rN`yQY1kdV+(~QgusYf>7^?Go}+T7-G96 z;soq<gB`V^CCQN8Px2{uHRhpzu}oy-*UDBFUkxM*f0h)^Mcrpf_V~y&X)0phc{`yI zU?RTcCF>)mw}911qhHu-(@}-72vl<_xuTHnB-c%|F%E>zh|BhOY}THSW@IkDFB?{` zvX0DWgAhIra~R7BnNlupos+)Rqp*tp%lNRAt~k}}klSV{&N&Su2U<{9UQLIDqUjxr z;n6d}1^$6Ps^o&qhy{z+a^{cF7unA-%CiYQ70AbMt6J~j>ZyKFYHbEJY3WmSv&@Yk z@_Kzf=Pf3lZ^<cbenvzSV1JmjP7`v(S@=A7ml{oWu?CaPy6j#QxK0xkc4sE=o|*T8 zRcDy1th)=!0}2`I56nWsC2;PjU43|=cqD_E=b~fU8=BacW>NY+sqYA5>MXIM33in| z5P^5w-8U?h;PaGO#}1870XE`W3*B;$x8&nv;?#TO8Pr%9+^LYCndm85&{Id3T3FN= zmWuF+I;ji2h|75a=3x$hmTCjh6^X(LENZO@_^Ma55;c#mWCkA@@sBWr+awKWS({}q z=`eE@TWY-eU&(usd$N;)K2+1ryOHX$@03U8WL!ax<Co|``z%=pG1NUon>cv4I%amk zlvt2&O#Y&F%)T;koiea<D_#U777qTfbgSNj%v5v!NH|}RD1lS$0Kapou(ZjuW+R4m zO=Nw1$YLF^oD&%Vfz75Z@T?NezR9OcqYeXJ2InWQr_hJ9ObE~AE|0&q5R8QgAq`l9 z8P>B74`SVhRQzj<{ImP2>0hw22V#ySCO88pA7^5`3G#f==Z93;02O-v#~a*m=6Cna z`k#4f#-p)pgpaP*m^Ea!7LK%lw;D3d)Ce#5CqjGTSjRBsRT)>JfLRTQEW|B!_K$d^ zxMT0@-Zf?OjCoa}D&bo{JO2c!pK%~&JXa|Q4rApQ*ACdGiW+Vz|4^+j)9=>-J5C!~ z8a~g>3|CPCH-qS7vN@1fMA~sF#ZQPx8B|Agl9SRx_L4gh{}^(ZJ~TFoEuRl`k_9^< zQmH$4q>9z5`vxFp7lQ7>@=mj>75XKxu6`FM7d>--PD91n>r-0I%e|U<XHNhvXD26h zzs1YC*B!zHR$DT+OinaV703xo*L^V90lGoUq$P&gme*}CX-&`>agN4hx96dw#hgT} zJLTn!i<HpA(q`Ym<4Ug}@2ZhsAc(GN$m?y!wOtGqqT9kncvG=&l=<!8v?39;%AU#Q z12evc^va;CnZXFnTD{|op7g<TejzDL<6^f;3$v$v-p7OdOjX_YM%$zwtkcgdGsFA> z`1#UTN|JXcQf2bH8c~I9GVJNDU|eL-ML=fD;6kWoxdm9VhvuSFC7ksXD<2Xb+fLct zfY-3+1BJaq6o+`$Dl<2*-%kjWC=sK2NBHJiCnCqUPz~|}t3Az3<MHReE1R*Y={Y<} zjFg1V<fLr157kSBZtawG^yg|370n~_j23wI4OuM8Z|rR_rTP?KZFjZr2zZ>EnOiS) zhaAI{hp`_n)yq@RhuS~YHsnE}7yCoZr4WHL{<FEhKIPk5w&5C25Pg<TPF`xbPP>|t zr_ARyfb?}EibqiD^61~cw2Qol<>C=%nVlm&GeqZbF|dzY?a^lS#b=&<NDRH&4hi@( z9ibv*54Z58u0zh;aOGO1rJKX-kv&vN;S-pQzA>GSE~Aft<pvfl6QnHCYuQ3?Elfc( zp0Z<<z{ZvkTPPThuU3e=PO}2DYV{Kt#%QN8Ce+<W9~nDo)^X(m%2W<%DN58d#2jTs zPSm4)P35G}aqJtou}hlK>i*>N7Sy*pvU0hF@bad2=t~V3NBGohi>JsAW84E%#OSC! z?X2x>t{o$gCP`usU@f`1bwu`F=)azBHY5L<y}xM-kHuotm{iYXk!v}+1Jc(z7dZ#^ za%)rHN}$It=@lgP5>kkjN-q5YCG;PXb#?TDM5-jwfc%}f$h=xPo7sYzJJ7<kX}D-o zLU(0VRKl#_s7yxsc;^T=>OgH@)yJrD*rIL^JwMl-Z47_h1%GS5>?Z}>8j#AGSq%HE ztK<MUv7=_47~8g}^MP6;=j?t6w@l*wq9c)?`a0&i)MqNIa#;fr@phh4wTS6#s{4!H z&j!A^@Ua-0bpqrG{)TakUM?&KlkUNiGo_^^^(*=>sU%Fy$(C4BUMnEf*<qhUukWHP zpA=DO_=KfTk9}?&8L`l%a=u`EBd)Pql6jy4KYtYL)c@I;m2iew-3#_@VkYEb&gu>f z^i0Mbr7ZD-k<3U-j8Bw7p-Y})@8@1mwpXYt3^~)-i0S0%Mqi0hBBKXll?p4^Fqr0I z)LXYpw7^+iaZMA;ZOvqLwn*uK?UbnD7quRZCarMzNN=t%yurtfNR#%Q)D9c4{RVtn zBgXiWq`sKWvP>EuJXDX$WM<T9Qe=1{g0GqSVcTm}kbQuvNU~ctbFc5#ShJP;W8M@W zQ3X>+SD%%1ZCi9#Ef?F9N+%z}3GA~EWhQxIXlN#Z^>kubDuu$LMqgm|DP{C851c5P zf7~pEeN8D3Ao)aT1MuN6#F7%yy@`Nmdskb7{2|}3@pOAC*Y=(NkAHNwe!Xf)`V`3) S_=iedXLT-U7o56s=YIkBE;XzG literal 0 HcmV?d00001 diff --git a/assignments2023/template8_files/figure-html/unnamed-chunk-4-1.png b/assignments2023/template8_files/figure-html/unnamed-chunk-4-1.png new file mode 100644 index 0000000000000000000000000000000000000000..a6ea04e01103726d718cee12004e90191f1a48f8 GIT binary patch literal 251637 zcmeEtXH=8j^DT&?NHbEECRGrn_xdWKDMdg)K&tc>>Aff_9Ym21p(9;tfDnpEkt)3> z^xh$amT({7{r$^_`}KahtmQIdlINT`Gka$C>=XJ@O_B8W{o8nWc%;foU`;%{8~@<p z5j5Sp2K>h7IyegWi|Cz_o(moxL-55P{OHA93p~6Bc*@|XuRK#Wrmalqhiij(J*sVn zeX6|U?SoXepNI^bynXQM<}-dGtg{W#`-JOX|9McG@%e7jd%WDSe{RugkrI8JD?t_` zCvDd^rpQ^j+in;PJTLqXMdgXZwUCB3+1TwAam9WiRp9Y>cuhl=J0AF#FHQPx?OeXN zj(1J!@&$e%9{I(KfAAhO5nQ~ugZKaJEh;!3Jgumf*}pUq3R&a!hY<e3psvL|Z-h?a zFzS=a&4PluX-B_tvocx|Ut)2iq+Ib-wO$Y7{yq<o1|>TuX9sFg<)$OdKwG=l1Nyhm z!*ASNAW_Aa>;ONwrTKV^`{cNUcfXlvj2-vxtzuA6(8-5k+eHF|IteMMmlPw8{P^SK zCgU+xWJJUQ0rn`rKtfEc<MLxXEDBjM<Oedd&b1rvlFM-Qm1TGX{r&sT12II&J(hg5 zVkp07vMBUodin!-jWYvsz8kxZcP^|Ki1$z6&5IWg@b1i9+WZ#Yb<c}m;9bMRXT13P z|G(vb*@gDd34$uGBMi{R-$?p{x^Zcub74tC*zi!}-w_^`hhTXI3aZ)dus{Z<8y6OA zlIbb7!3Yacoh`!`9X69fIQCv@RWycQbAQi$>D`BhOqfGM1HFn?k!(@9h|kG`mS-%| z!;RYbaPZ~n{Nx=t?dFBpF?pFkweN268oxL4Kvw6**;P;k`h^<|GCJ7SW>uU1qm5SF zll#Eb-6O-r(b@P3UpC@0UQC$wG}KX5+QRIUC*8sKBSmv^fJX>-G~t;htX&1rA(5)u zD6jjP;JK2KyM*5o=)u+RbHx#TXQj4ugfMg>?=2#KKG9R~NjGcymA|N1F&!Ql8R%(A zn2#oVLywJf^Ylo<0*DC|!ml3eZR=X+U#kT@R@|=`{IDVz9eA}TzUi9!iMKsZV51^q z)#yYN@8g5n`i(4B)-wZIKE^8_9PFGloECjGJTk`ME!b(UAD8HkjxhiB4C-}V<Pr}8 zZ89geYBCBAQ%f8X`5|v&6L#8Dy20V&z|Li!UfS-?&W6!8f;18%A|zgKgpCn5%^+X4 zU{Z#9sjyx><^ASn$<{izogD*eT`-_0!kpD_i63#bz3T;!;PWR1Ngi<TgIuH)4wuq> z{iOS?1j{A(+>(+jz%&#CACncmSbhpCOA8iQzSEWEu5|;;AJrZi5>N3KoG?ET_FF0= zzk;n>wBOxN(ci1iH*iMK<D1Tc^F0TN?FWiiOU65p*$=R`c6J2T^N;5ktJiq2{9h}^ z)7w{@&ffwSY{zZ42AoJVfAUs$dY{yx_|;~#bX&h*>k5)Ea36H;(}iEZKgupzw)F!a zX8iZV9k~SoQxgZLpB3VD2bsh<r8WS&%dHAV`%zs6d{gYcyDmofyD%wgTQFcVf|9@x zST^hBh7+C@q?8bg#QFY}gL;`L{`<&ZUq(;gSz(MN;EE^RO!SP0O8&jgv!=KwBnd26 zmN<iKHqBTJyY)CmBUQ>@Z}s%P{u=vFyqC%K%SQ&vdI@cgx{(I_fDGk%h;nrb3x18a z$W=^=@Gl`rF#GpAa@)3Qepb$P;qVdS564bSZ1*&{{@kXhCy->mT-;9ds6<^{oG#i^ ziX}7T4I^FEWB%q}|Liw8{_CpM_}Ym4x~<S99YmrD|GBW>rZw?=H-YTOD^Jz*6Xf%J zsw|%~T_U=ys3>h5OS9!Z36s8N5`VP<j!=$0leha%gxyZSPEQG23=?fc^K$M}meo$< zO33~bM;vm=U4F`Xi$2rR-W7aoN87D8Tz);n8c^N&=ijfHTH8W~cReyN<U!Q3@z0i> zZM<ZqXvNREf?~e+^hVpo!fxck)z&O5cWnf4!m^n9k7Ba%H?BXpI>S&+3G>GEY+r1; zDuj^{gfnyUj~iY?6$IkRUpf#Ua~i~<v7o#yw}8b=Gj>u?bGt)H@R7<sSp?|H;L&Jr zDcQmw{y7LOh~?`bBhF6QM*_b9#CaceX^f_Lnbl1LP5u5AddAYNjia%Lx1F<8!Q>|O zV&NBvcl23taH|C6?ctYIV8e3Pp6^UXa{gq9GGO$E3dNOM$h_QsXY^WsSKhc0Da9wX zvE6#?)!d9LzMY_UWrsF9dBx@Li^I~4(IK2Hqq!XC{E}T}CiN0c|Ju9F@gHqSL5WXh ztu}<?b$1{2QtDlbO<<cgp;sps(QuEpK0P~gz;QJBVH;RlHzD4<><ISAr0yy{X@yl6 zn%kBPY}eixse(U{eD<jjEP0`tF(~z)5LL+QS!~EI+CywHBJ^nQo?+%b0042Z$iu5e zD$HWHkS{uc!)h6<=T%nmd@L(DWPJe9ZfdxyL`+J>>X8O^YmBz`{a`TLfccr7|CSe# zlRppfnAMfzZRo9j!Jd8HBMlNkc)fYGu$Or@^q{SffP)<0|8~Dn4~l)m`gR;;ji;cW z*(pq8PzX7^OXo%ICFmCg8wv(;_XpVw3M*qzLFmP)7Fa5w!$Oob{1av7qauW|GFATC zp=gi;h&;{+k`Pl0w@%Z_6t(51rohI+i=%4DQ`d&rIvR|No+%6WnE5{zKK}c~<Xopp zors*A{PyiV52}Q_HP>XdX-Nnx#y7Sffx%Obum%%8+6WSbIbz0W#lcFhy?s(wqf%XM zZNG7Aq5C9+=Ocoo)=5jdp1|tlWl{2A4a#q!0p&93P&CK4P~w;KdC=_>fq-Xzt()%Z z+xvc-=?*s2Bh;83Nbj#7A&uF6AxQ}V_X-NU5k`KA<Z6@i_N^f{r!bD0gr2324y6EH zW|o2R@qFIbkK=y+<U6Mpls-5-^p;AyTnJh4+js9?8j}$d&o`bPc}b-qkw*X4S^Tsl zDQFo}U?1*2*4CWMr$?(mDP&)z9~4ykVU57h&~Om#i?N=VMjLFGKwb%}f`3J}ow^9b z=d!6zfzbPg#!(?5Gj@_DR##4p()u4x3_xYh+?iCv0sdL!r3211>bSb{JSp8mdxF8B zS`p#n=y5%2g3%WI^DDf(1G@KeIJsaw&DwD|nTUG7;*(e2Z}2JX5gzN6do3itZzg{J z=n-uClfRkDkjp18W$Ik7o4I!`1O2D^AehnKz9A>KcX1f}+m`Q)S#rK^h*F}5K#TM; zkjFf#YNz63wHrpKvqZz6eK3B+lR!ZYKmp#y-K#e!B2d#l%6b-sT{)uhY#dT?PzDM9 z!FmE(*{etNIe8*rBSX?dW0|2LO4)yoJpH$7FWt9^{3?o0;|7>dkJ%UL2pzolYkqVr z${*)HjnKWR;&y2xptSI{JMH5x41QG_l0dn57%?O%Fc5K@bp-$4Vts?cTRM%KyTI6C zdnozdNIFgUUUWpn4n!O8knwVn2{@UpOSD<|pJ?+N|G}4cZ5N%%VB-Hm8%H4|^jobE z`yZ4WKCSTOHuxNdB~xhPbbR|qOGU|Vll$b0$?}Sg0f0tJcl8G8;+2&*`bN|1yCESg z&JMPFOcfQ634tiQc9r%L90^~cbJyw~CK;eDGh5G8Op#pt{Qwd)iGeOE<3O85;H>sv zbQW%qA-w+ktWXAIrK7fdNATMwG)IW*z-n`eR2O(7dlXA1f8==-Htz(~>TPd|emiK0 z2Y}r{7!CZ#!k#Uz<i^;IlFP(3`1F5d3{JMAoPR;+QJ{S}so^XAGN->BEFQz6Q{TQ{ zmX%lQ3B>q&Y_nT@FD{w2LH>KPwn8Vcf`2k>C${PC2WY{Di)}9O-=yyE+vitjiQheo zM(S%}UcL=SE=vxW`%1}TrY>>|mDn16FEm!CXj){@C~ml}o^!jS<JP&(jeq^<)~g)3 zLtyu!BohZqP8u;?;d@#^HS>NDY1D+jn?+B0!CDV{C{gs1RdBxxzSfmZZz=V`s?Y1o zy{{0<u}=xX%G&dTujkZg^&PyFvs8b0yjYat@lxJxXZ7gFT>w@8Ei~|R2R9pv>eq@L zW(8aBADC&#AQ~{p(`kh4lS2D(5%Z?Gqp|jVm$`1sizQwqwOedJ8U2K-*xH#axUXXV zEtIn(Qe?N;zjO?NoUEo3crayMFZ<BN=J{7>*R?~kWpUuF?$AmlxqDzo;OlhSsuaJL zSNw)$e`Z&fUu2YE`H#H3oqeR$CqPEozA`%Aze%mNx_RJ#y4j7}(Yew;t5%~XKF5U4 z(F)+b54l7L6*q1PiTF5OjQ3?tlALtbzVSHx{Z6fJ=jV+V&$)pFHk90&!Q4f>Pj-uZ zA20yzWzGo9xBExCwB&~#a->9*;>nT~@xEGA=pjV={WA)$@>+D;nnZFz7~shA&j+9` z<<BAr1L6rIZd^rEW&`6zTCDHf`uksL(KHEz7+7*PHZnr1jqbe0DpPl%0Ha4P!pX1m zT}8;EH4C|j2uf3HdC!)`Oqdq;CDqB$_IBzLW?-GcP*>-bTdlPBe#%iz<I?i)gizUA z_Gg3_Ex6W;|BL&+Jn$Jxwp+UdzZi~rzwwCSXqyjLc401*fb(*f($~7y|62lO^*3tY z2n)cFKjtd_fpi~ij?QF-a&^BTzP$(04lKPg3s>`h`7Z|xiw4J_@xDv1YRJBe9{w+& z$r^$n;0+qXpCJ;jfnLEy|B)Q}t;AJzh|`rYmu<}UZMmqKXsBxIIc0@IcGnI&sVDz_ z9SC!qL?ZMun0YA|xBFCYCb(b1b08G(Zrpz78uKtW3x|BIG%NZd<Nm6emmYi=b_!k7 z$4+a3OH@@GcqIipn!rv8pRYcLa;=+=|E`M|7MB{<`z*ZDnt8^0(b;IHTfY<I<tjX@ zfvI2AU1{9ik|K`=0GOf(zO>7cBD~9Qs802}I~-a6fFD;@pK^<0et7dc6+<deuWcb6 zGi%z3oikOh)2mpW`Cpjd-$ZNpM)LE614c(7nUr|!x9sZyG*q-FQftEBhj}aAR(d$U zt@fX7>{HAEMJON9<qDh3_pK+QUvxGy(o)8}u2>xuudw?3`3U}_>1S>pCePw~q*^>u zil1X`^+Wx=2D;7C>iPMJUUhX&{iQ;NYcf|Y9LIMKXA5~W+)(<W0xU|>279CE$Vxr* zrblE&guLa!Y-1)ze(r5<`CJY6*ZXF-PJbNq^4c*{t9FG*3p_M!h;}DABDwO}R~{oG zQquz*EDG{o@0r&RdpRcm%I8qg!Bi<d-g%AzCDVs5CdQkMMT^C-k#pas{vy%FBCiCz zXs&+)Ee!zf?GjW0@42|Bos(}-z<T0IeUjABknaoC)ULu%pkl&_I<!Fq2A>e3-gv{r zCsC8WgD0OCy$7xNm|}e9iR3+w&6fiqSAnj)r>2V;{w{p7$8gVPv{&g6BCTbd+T!J; z*J_2pdJA^h`ZaKFbE43CV^fuLn`m9qS_!nJez$4(lFauz{DZouH+`=<V3p732jpqG znzQ{vpju9TTuG5@fUeN+1#YTZ^aTDlZr<|~>_G-*9RpwXy}D>1+4Akq?x#i>fo+bU zUqb!~byo-Xv9Mf{+Wt{lenCjeT?(v<X<F%LqvSY=sV#19TOD`z)t>9&$A8YI1n10r z%Ux6}A?s<rkU>?ozCfIk<rF`#JSw`l<!@Mme?3m6h&tX5_qm6`5f(yE$#}TdeeK&b ze^hbw&0xnLMGi<2jVT}x25@()Rv%er);Jmrce=f>lav`r)^Qn9uGo_1+rKS;6#6fJ z6i6hLUXbVTINwD~o=tM>q<6#2*zFqBpFZg@dE_v!&RZA+A`-p7-S_8B($|G=sXoGe zG~da6UsZQ!NgOEN{z{#~zg!Ax7W6F-Fu8jb@}YAhl@+kqV!FyurIhirzVX&jYJfdS z%6!Do>r${*P;KZbD<Cj;{HuP$q)^=*IRTsP+2*m^!s<Xi-(cq%JD*Jy>^=O``(9b@ zvN_`T$l>heHN3WE1R~<Uk4!U+-G+O0<t1Y3e0sU_SG2T2Wwf!zR@u`@X|@Ngk%W%J z4b^kVzDNFf-qR<n6_zP3Cn@dE9;?g*H~ssCzk7z=fJ7G_qNib$tmpX}T+_&%l!>dX zI*v<{&>jS{wV3%!JXt&%x);Vf;Nv&CTsUIb&;K%4G)u0Wy4O$Yp(*YNLvnP5-a81z zWPQf52{x9nj`<t47v&;6GrwaMjjPW*NgQ!Ucv&m$RICclsmRc>Hm$Cn|6GUyVroRF zG=wv3wke`ZJrNt&N-2U%CBQwq+_3M)@L?}N7aT0YD+K(LVrNj^xw&ev)1oI9Q1sz? z&kKsVt*B`J)45+h^6PL&@wpz<uMnvcl2B{CrDek(92w9T7;qUCc*ZA{u<g0>=cOSb zk5!dVEEEc$#7SRA$S0^Bc#1v5<bP*#k}sGWQZtysCfjQb;BYJS(qu!v&ojt<(j``B zh*ZW3&o^f4dMW~~D|T@w@kw=tplCcm&4Bdo(CsT3RRgvQ1IlV6O&#%UZ+W&6d+(~6 zosTO@$vq;y(~ge%yS<+a9eT+SiS)vl?%IGCQAv_W=l5JeSNN&$ZP0Bk_bbq~fXO0n z1=Nb67Q)G92SYiWjpgQfZP(C=NUPw_MM;LS77W{OoCu<pV57!{6Xlwaq{!xW8r(@o zeKJWHxnthVT(ZlwI78sah#pd9Cnd`ZSs*k(r5RG%vPt{*r5E6`EBAVOc@SQ<_6INI zZ^X>gm8(%~PS!m{O}bVL3i|T;0r5t>EOU=0P8L{U{uRPU#J8+V`)U1Ydzu`QeO*sx zEI_9o=(;j<<BHXmGkYvhq$C%4{e}11cDVq_{CfIdheD&;t+0uxXmsu{z1Kj|DOq>@ zGmwOgiT71aH$OLQu58mf(cljX<-2#z4;LHk{9=RJ_cA`$Gw7T!bOe>%CsC(dc&to6 z+Hq#ov#;I5%4C0>W56)L#HFPFt}UgV<-<LJJA?Nwp_n$FuF%eSedR8wBC}qk;+@*- zAHb3516dqVUC;*fA?6BS7JKyMZw5!(2^@|zL~@TBjtuQbB1wp!OWBP0xeNr%1?kI6 zxtDo7_e@fECp@CP`d+v!%mbH`V+f{<X{1`}jgH#$kk<-P9Q4<od<T)sLP|-ooJHz= z0xFX+j~@~;g-0z`RE@d_9&C)BV6V7eZx(Z$7*j0wT($DJi`jN;W;nZ4%R~5e-zzd8 zqJJHM^?+5bcVU*zBP$G!ga$VcQ?xV>HPoR<DOqM5<Wp@kVM~I?*k5#Or(3)SN$hIR zk1ySyT$uV)#rkhng@uF^8b60p`2>e34ciGU6Pl9vs0d%RIFDu4R^iq8@=&tPf_r~N zb90Vr)AO@^I~v}(*c^W`1V@B9tLvN;ufA=Roc`Y-nMt4E)%vGmn_S@2X@QAVX{-!u zlp_cPmsgb-ETp~n`HmLZm368jgQ{B%o}*9e`cy-FI7KH>RI1F|?&vo!^^waO@@!Mq zzGY(P2V)8R+r^oi(2Fody$nJ|kaigeVg7X2y!F#63<(*N%s$X_LWhUA8cdD$O$+>8 zoA@Fj+W+ix`_L5_DCCXIirKskWqcV;LhM(<2T2*sP^C-i@FR_EEXv1(g(x}xL>G^@ z$}=~=olKsduJGP>Kn+P}h(;3bgK9<7Ub@Erndy3pbLi1LN%8y)21|S})a@Iu7yjKK z#1ncD^=~?kc$PQm*V*<}C;kOEtmtW%pjJ?ulQG71ZpRy_hIt`$jFdCK6Mn>p6KATv zRiRH#)~T<UwN0*&gK#MJ>bW+dG&9L|REsA`hF**lXG(y<b-z+|H(>caYg4k156+z{ ze0?4?J-o_@$Z{V9E6ly`R(X9&;(ZJAbU{#zWu9IC(m?4=LiEx=Y_{TFxoYQYZ;r7y z4oqiOHp=_S-h=ieG7USUic8bxJLm*wY?UVN!w()%42~1SULoR6SevPuD{4s{W%X0q zWbP^vAu??zZm?6GuhHF!QTnz!J>DvqLKZ+H%<elb`_t1!FT9JL1z-iUyvE}>9!8nU zCRrQk$CnoCEot67P!uqWHgawH=45)K;ju0l?A@8YN44t>21|vexezz33;R&U<Pp16 z1QpB3($8EmXeOm^jJ4tA6)(U=ge{U4;TU4#O_rwcGX!G3y!;V-l$*uLa^FsnI4UxX zewcBp0Fkl2Kad;ns`|Xb=f|^vzqU~lUL#E89rY?86gl7DT8#o@njUTzGc^oPuK|ji z5p=ArFp*jF8p=erLv@LDKdrjf?laohf<QqX#PY|A@(M?AmUAuP&BKY$K6LldOE}Yv zLQ5)(*BJMYwbeLPZHL0b3EfeTVz<J>P3WWNMy@9*ioc2}1O$yIM>S8YLpWIO#*`ZB z|ID%I-~t9CiZ}^D2bQQ?N4GD1ek>?Ye`2d(^0H<-E%M|U=nO0{dZoXsV+BJ>J(SrR z|5blyp3#v3DAo!mM_*Nyme?9g&sdLpeM<Op)*|32T{M%|nXm;#Wi3?={Pgw|cdwq3 zEIcVZ^am-Eme;>|W0H~(bgkja^Zh$y>%9GqG>Uo81z6E_L*@X7MfGZ&fmk#?ZVYf_ zP%XPO+C%RiJo!amp_l%tNNiQTA@W4+1xiA7yS9NLoa^zErJqF!6oV}Ol%QA{CkqG^ zIlt7=9$bwpE>Hz`hwV8#J*`jln&%t7sv)OOyiIndzB)(ehIZTt-Sx1txG<-|^t6wW zvR8CFD~qYZJiz#bdknK@wCiY1m*v*^sai~)s;Qro_1&j@tGSSp^3h9tcVA#WO89=a zNOF%OY`dNb^*0+QZF4;Oj(hjzs_ck6woV^$oHtd(TKn+Y`zum%L%(Xe%tR|xRa<`H z<4T9s?Y$KfEZAioVD%kUDPk(q)4x~TCci~a=jGlptUb7^;dYu-aES2<Uh_aoNeD?k z^fyxbRS!J8d1>WOzTW=x%||xpjx~wSl^>xqi5Q1OnH?lR5{-7J>)yCVaCMlU$Y7_j zk?fm1KpjcTSZ%8lW8vZV8$-%ddI)q-c?JM)5EBD}bU#-4nSe-|n1D3^yLD?%nut=b zPqGRoebV-~a;ybCm3G%{hAqB0U$gdE9V`SOYwkUKKA_>ewA6VYE(gB->;tr;FLmK- zApaG`CVBtm@Hf%8R}-5oUoEN{1mT?B)(0LMxS>^dC?e-<5GjKIsG?QTKhNd%1({%_ z`L@QJ?=YJ`8!~CXvMxKWGY3TUn<O55l?T^5<{!Zibk>BGm-4^5CY)9KuNU+>f`|m~ zqZ0IJO(*gK%5Ocs%m*_*Q%UZ<apl{Dgz{{?_PAyLR%Pn*g+4B`mUM^Nr2+3?Eg&Vl zp*?W$--I$DHDUWnrX$(iV_C#ssVUi>+^YVq;+}!ZtIM8~Uo8ZIG)TT8l;)N@6{Y=H zDQ*J{ofiH5xxTyaHLmjec~0mX4I{L_M`_4)Iub|^&!byJhrkXGY<*7Ey9z$nCxu+M z!-n77Qo{I7!l!RrzE$$x0O8h{8zmXxu}|Wgi&<C*zb&M(^0$@`uS%6>zZnKP5oY1V z%-^1}x<nCIMB!2Cr0rUoodXRhE3^JpN`U7@6}uPBXrQXyo^)=vb_`$t#RUw5fl2X& z7T}gDe~40q$9gRRtj(Kl;Z%A-a4t&Z-iI^8ZA{J0oCEQDwp1Yg*V!}ILc2k*+*D)D z{#p0%4pY!9#?tBpres2L1>Qd!MPSI$zn9hSv3U5LJHO<F(2}Nu0UT!t1VsJfW?S<F z>{)=erHl?GD25&rAMVg)_9P?GX?cOIn_Ef$j-%?X2Lisd@om8BcRxFeS^4wkyF}_V zpxUy6!*HM`QvR7>oUB(9O|BgB?|1|ZMy_o%<d!QKH*j-f%NM`^5{Oqb$u*Sh3l6W} zjq#WJ6}A&>5OL!~Vn5OtnO3yK?*EnEEs#Y^0y80*bCF;}LlWe2cFc%WsX<<~i2d1I zY7l=&{mWQcR%<BZ5Z?Q%)~^F-6_*|1k|$vczX4A4%&`CW{dbkGU;!@yTybj;2Ig#s z>JGv^{!ca-lkc*!JPnhIi$5NWWyQW)S{a+XcoJzyNJ2}_iW!kIC5VfuocBrTz-X<c z<XeB&*mK+KZJ#cx-atRYPzUS&CCy+UClH&xW$fwO^^m9dRZJ%AiY=^rs|rN-5)$HJ z#4N;_!Lha$KlQLiSRSnT;W4E5u>>27{Qx%uvB9@k8QwHzP)s@}*Gc~Cw_q@#w%cx8 zIleYk%#AXBSWezam5Rxm%TpW61Loa%j*nJ%J;4iKLVm`F@2hskZn4WeN?LMQHORw! zDcydvzANGJy4jvYEgI<c{f!jP>J@$F((J8=m}DPF*)JCTs!Y!pmYCi;7*#$7QoKC) z!+g%l-7+wVtec*fcBq3ASfJ=BF!ND`GCes|zKpvK_=)sdKEQR{>vah#hV(rm6TXi% zj3p<Lm|T;PEp#;2LY^E3W?3v#Wy)2cLs5Ho)yV`tdBCM*dALr0T8SZ`@pmw;rba)T z`D(SJH6XRG>RF6nAxhR^lsIsAMvFSOw(NNLQ0<~%F7109Axsf)XY7cS@M4DFxj5WA zp;>JTP_es~`?8p1V1#%I|4}yC5bXP6+at+ZvgpozN+^}b8vr@$e`~P>o%?(X0EV#< zJvobV?jQ~DR=0{lT%t^VPPE)8N4~eAkT#f2O71rA-7L4GeBRTWj)nPy@l1cZWcZ}` zwr=40Uv)^QETtSY-*t*sSE*v&W$j|IR!f8in3`eAA!K7tJvwz7{Y8{BH@gFSfh`=+ zG<tDe4fpyVxW274fUZ52DhT;V7YWc>P!Nrva!$0tvUk3}7SJpzf#WFOu(dg4b;00M zRuC>1FJVxvl=$v|-&-|&6`w16hvQ&%?(&LxAqi9#t=+$BO*4F^%-4R3PufY!7GIjX zH!#a<nW`FqQOz%0X3JEr0XFsxWd$SLEG)InBia>VVRCXDMYc?K*yn3FW^dV`m1ln> zbx9_FMdCJ9z74XooPPQwlMuhzD1dK#33nz?7h}1>b77J25SBgjr(4SW_<W@a234Z2 ze!B$H3v!Rk#&;hAq2KjFOkBX6+;1k;XnP=RZP{QFy>zznL)VfToP3RgL8$cm=i!zv zr&Hx#y>dU)he^A2*%iQq02daS_$jL{5mo3_ZxsE9_RBOs-{y^Ot_w}n(eJL!)W$J) zy90!HBF#hgqpB3?m9pVi9z|SsUhulNk&12`J4Hx2nTMuEPX|66B(S<~F*m;GQ5#J( zcz!-8`$H6%BT1*kJCMbeVTALIpFDw*!|syD6%EQ)7h+ROwtyl^9t`rT;}f-t^-%ED z$HCF0eY`R|i4kL2ema6PSBiuUIba+D&o0v37Q*evW&?5%pxrPm6PL7=l+6dM-hb%W zh;Uk_Qt<9r=18#?R*bS;UMF-Q7X9w%CL#aZ>?LDQSMB4#E%MRqEkhfubIo_>%53Nn zVtJjR7Z_!tdx;u5l%xfD++V>Vo0CU2$I=C(=z|H05~wjXMbdnDCO-6%Gc_?T`y*26 z>5@3OP8IXXiJx3G#~=%lWMzkmUo76<C<(4_rHlg{-gIxZmgu3vC-bOHPF|RYk-m-% z2I$;-?Tz>=W@>))F9ygC)N58~N{o<-dZ=v!3?YCkJTOIYRCL%`4`=%T#x_l~5&jBY z2VMw_c%i(V@Zkz(9tueSFf%m(%xpUNH9)*HG_-mD<n2DSn*3bMs{@pS0LthDyL*nL zCk&X8^{FO6lReFz4?QKc*l-!L14bsoQ`#_X$QBKCovn^WuCVn+jyjL(_fFj$I2a73 z{3E9KHG0e`wUFDcfezq7*}@lF=g#_ZzOr0!crC^N6nguQnAahbpN8<v+slAZ2{3f* zJ0ne|OXUG2-n(D!tP|rVM3AidrLMQn2-hbrVs%Ou4H=d5Zy4SP!apQ@<pwn7KoNoP za`)W;hJP7tWdRI)f9f5%0+de*fF%T(KZ*TF;QnSgKdu@mk<2~y-+wR<x5%45`!do% z3e`R{0#j;G_j;Y({JeGZ?2_sXwCUYK^Gv<b7cr-ax%V{A!-_`z)9gs&4_^~>++=-{ zB1FF@W_(w+^THhO%v^u)o*wE>GFaL3JSig${cmakx9$5ACPl_&%tJuR!V;$8+!r^d zCs|Tq`q$miBC^3ZKy5@LCMz5T5C%&g@vEuJ<h>_)j&sWMymSe-aOYhY$|n_i?LnSL z#YdT?#$XoJwt#LPHH=52Q@pLg@$_QyedCejRer@3q4kEL1Ub^MZP}E7k;#C=xN<U> z0r**D+w$%G-Y}-=8b{n>*^BXgfiX@NGd^WxG<%(OyBjd=Z8hjTpgRpnx#MAIyJsD} zr#udUxux|<IgKDLR`KBKOsoKfP(weE`l*BVPP%_#TL7_zI_hQ13*#pv^O+&^v9+$v zIP!a>S?k+~_zM~%x4aD)jD5Xtt|wl&(zNq4RP66{Cvv4#7l9!T7PCqv+^4&>TBFxh z7Y51;E^1CdPzCMoW7yQtKN&fP?VnAx2dT`?m(u@d0S1lvlPB-A!b51mfRN%`qmq2< zAyYI!mm3}TMFUh7i2vRP>W%ZA_lfc9zuyA`Cpqm+R@Eoo`yCx2qgK=$`rQ;xMMQHO z-!CedCoE>S<9@N<jjIkH_SZ$#T=ajxBHDmnR3SmZ<89-b8)A2}wP5rKOR%}|ci@1v zj8TnrbbV>!E@!;>JK~p(Ty7rCghbr1@Jbi?f@LZN({j6+P`^xR4Mg?NrjaUDOvuc= zWrjU{fUX9f3{Zh7PZpsEhpRnZ-zb0tRCfKZ;Wo=58JCaR8!QXU5+7IH>t|ox%O=_p zevQaOR(~N`A4}^FYw`o&KnzYr!jxVqEuAGc8f$1__LJ(K2J!dlR|WL`;9Vl1xEz!R z+N?~Mq(S4f*Ie>ZNon44wqZ=+PF{qlv#o(1Rqg{z?~Rycrak=xH{BT5DG{;>YDb=8 zfI<HKgA-$(1AIaPbTdh;*If&15H<<)l$2cZvQ+COj*}3#S{}~)m%tbwkaZY+P2ig# zs5&SyFz~t{Lrsw>Ry>BfyI*^lIVwWl=xX9@+@n<9hZ4TuR4v3q4GmS=4i^*~z(hnu zyb;KIf|l92xjb)b_*hxrdL&yX9gbT;i}fmUOG<hjVGr5Z=$$*5iD`HuqM{CGIRM{J zP(hK9q#0;#0ldCAz%O~|!LdSOM0F0@ynbGm2IrOt@eEN!<KVELsf~Q2B2^4+#p?ID z4_>$iJCjQKo~0!iOT8K>W=4#w4*WO<{u&SoF57bfI|48K4cU>kw2D0Zhp}`Y?U1_6 zI^d6}nbMqhTTxH_JBi-FKmCT}zo81nJMZK!tv^{SbcFdV#FStDM9ZA4R1T`a&-S{$ zr}q96+~U+Hjj<p5X}S>8cKL%r1)Pr<KvD&*dV3Y`wOnmw*uDLODtl1DBbIhWc^R#Q z_4eL*Du;95&2{3<EyfE6R)g-Z;NOc^`~6-h=Jfvk06nd3Dp1VXml+_(-<JFEaPBol zJJQ<Gi~HBQ4wy~sX&4Wv%TXZ~o?myk-{3!fDBViyc;~3*pakFz3KAN_j!^0+>N}5; zLS7@*7#LJxX?0Dsy)WGp!g7@Z&(HSzjD2_IK}2L^GDkB(#J6vM2nt$XThl2u+I%O5 z^grE<jg1{tlXM6!-hyw-NQW&iEiw9Rlrb|id(Xhe?J-j>eFWrEU((WKa2KLtJ{w>@ zq9yvhvUZ9^KvHM{pc$VM1{pu<hj^c-FT^J;U4+EYKDnQ?@X41@u{c$2UY<f<MAi#P z8a)LTXzLd^gI)IF%@S|-JMX9hb(`yFN-S6fUYmpce%O1HF1Ve;H~+_jw+H*zst-y| zGuLorZ$}FLN*Y9Zodi`7dPC{fq)m3CTj`auu%=J}hHLdLvz}}Dc|ZXu<vU((;pOGU zs-Ei9cJF*&_FRyUZ>L+Zk3QgRmznt-OSjWXW9+-%Bg*1@(64yDeU2+_Hn|gXyuZxk zchKJz_rygaHCh&TB#oJ>z`k$$Nd)Ydqvy+-^jj^PR)Cu<FB%y>?TZjNUY;-M5<F^y z#oOEX8$v99Gx{MjxPN`P3mjdf+Gu7^4vLIqt!G{H+j;Ca3zEt$6aiZEyiQvSsLZvd z<>M1np2Gc!sN@cFsI*V^AmsvTVfWC|*8mr-g7D&CUj4z$y7^|*prBlAea2qH$C@up z#{cwrsaW8SWd>l6xVhnQxcowS7tf>&B3$X&vtM(q;qt#1orgz89M6Y3zjMp82?-sn z6_$$FV-OoD;x209i<F@8N}ItWQ9ysuwD8Vu0^qY7Hkj^QOf09dVc#B8I75#a-AHw0 zaI2=QtJw7J99ikL7NY0d07)mdGKu!~CKsShd(wUS!qL4c2h+^KWx#V$@V_gNv@mUS z5|yocsx9sEBGLcbxlLJrBkkakFE0ewLNGBf%sjfjD&68}fbE%R>`tR{?p)3GP;nY$ zZW0wDQD@+{8!1YK_H^E7{F~X(;J?s(czC$C=L`~GN_bn{__$PZHT&Darz*SAC@YGK zJV~ay(79ItjF>KFqMmj-WsQ#KCDwkJQYifZvQZwaqOd+k0M!%2IAxhWt237!9&kVV zta^gI#`QE#eYv|%%w~wS>~#8Na;!9Offo38(t@%K!kFI%Zg5->mUMUWONja9G?}So zg;0IS&rg0d1D#vzz5gNi1kz~eb2h$AOD^VVk0$tLBjK6>=)TVTqy5=fG&JBVvV;Bo z8NBw;Iy5H_%jqTz)thW?X{n%~aEL}n7Kv0}#*esTX?{R%)dkbNXXb<h#rV^{w+~K6 zvIY(I${wKa^;6s>)>efhs%Md(6%gX0k6jmwG7tJux3@f^c)0v@q~uswMy^Ble#rz` zz*e!%ZE=7S`a)!21l6OpV>FCgMSGT%{P4}6W`AB20`?|^PSyBlc=qT{r~lrtO_MNL zOC-a`CA^KgFtGb^?Bpg6zzF%@<^nxw(mo5jF@?KuIu{;c;i}S7$if6}Oyu4Z)yYj` z?tsJ(>^FFjD$p^U!;ny<hufI~QV#g%{1Y@Ypu$gR3wXu^al~S)IZp$`6T{8kavTra zBrP3~)E`f?v-d#OqRrbFe72fPKN7O5fZ3-V`@C|f?7Y3vOMu2teR26SEh#=m(Ctup zwIa;tCHVLKhkDBrQ=g}Cx+etzGfPRc$=ZMzTjIfE*H@*Opfu!*uEL}g9)#Y^*<ms7 zdb#C75>E~ILr~t40c_t@f6PiX7_X54HtA3?PDn^-YiFlhtgo%7$HhWp=&E7A5zweR zxSdE7b98iMxCIWVFD+Hq*3Rk|t5#KLU3DcRA&GD=BwBnYMo$*pSePJFS66pt_{((= zh1%Y}n@bMtS4;bQ1@b~t=xBZM(}B`HYC9ze8Wj>+?-G6ZJI$&}Wp6yMz*c)c0H@*X zH2U|QdbggktT@jydDPRaw|_C;hicx?42x<@7y=sGsn|O{F3*Y(u=cHeR#m>f^b9BY z>^u}F%aW3?jRtgbhQZ5yp#oMin3bk&c%dqBc7OFdk$Mn$9?Ot)*nU_NELnGeNETX- z-iVg1>`hMb&__k9#bhui?kzv_^z?lBa>lK+37qg5AJ;-I>kGi2Vv>`SlkOX**4bdD z2CRhp=?=7JI+aMLP}>;Tbw)<U+sO+F7RA~m^C^`<GN9>+A<kljD2F7U-M5A7HX7qx z^74$q5uekU7G++>dTw23SkHPoIZ*t>56FF{0DGVRClCBl^=}zRtgWa}DZScuF5h-U zD>nD#_Lk0}t+Te)i;78Bme!GU*&Mb_?E8^P23_ImSB~(Vw9L52_s=%-dv-%zwp{7G z7mkds&)gj3YvK+w6S}XhJ)8`v51D*-p4!^l>g!K*NT}s$fmJvLx9YMIs(ZxDV3TMe zna`Ke=JY6~WS=f+0}!n)1qUOc0?aM-=Xk&@A0~59dg61CjBF{+Ck{(fy)_x|feZuI z?Mp3YIDt_mQt$5_-1~&@IS3E=p_b!i@v*RrlcmiB(wXR&dkcMY<lN7vy`4Y=6e@Hd z`T`27_h22(PdZex!XOw7PuzU6mZXP{G4u55ZIi5Isi!I29*2w=Je8-wCZMhZ$`4ar zzqZU;Lm<X*_e}!`0^K8uiv9k5+NDpLm36@2F*WEO(Xpfpe0s7}{K6xxg$Qq+S``g3 zL>vh7C8}8Ne~d_|D|M1cH7fN8JM$$-ZJ!^<y`gK_d^GlcblpuNRUymCJ^=oc0P9Nw zlGjl1wltLjq^RxlM7M8G_+QhFi1cq*@3O2IU&tdG@XKjklxfVUZqEwqcn=777A%6* zwq$R_OYHRKazC0t^(X5&?Nj&qx7kLeg}fC<AlKLFj92KlwEfLJSHf%coZcT(9Mr{5 zXzN(PpMoQr^?N_{rq|2{{Bv;&C))R&cPZ?=85q@RfEl}<^M*x?C1(vu8tM)Wo!kA* z6&*~$?x(<dUWz`-OcB_RnMslJJ<a5}&*aI+@<9C*VOpg>I5@~#zw>KuZqA}Bj+Bgy z$GG9FS8|))OXpx#A*I*QJ(TGfBeJ(^N0J;7_QyPl<y;X)zT?WiLj;@LM0*3`-(R!u zBCa3J%$PL1y)PTxKJO~gV=35}DU$)+2HGTA&li5bEGvMEL50Je$1?sG%Qko%7l^a0 zMP;RF>5tF2hAOH3L^GZCJ^!h)22olzIeu}jH^l#vgC&epaS<g@dc+tcz|2+Hx+vk| zGOmkl31WYus_ZSsJ4v6AmE<+8d00+T6%s;Qtm#{JS7N@gG5F#c!5=?zhG_z-SiRA7 zOmU;IH2Q2P79rlbU%aWSJ3;~kg1f)g^qa*v+>9kiTwuQL1Gaa6mirpV_`$h=&(>5e zQ0uUiJI%Mn%(BnVecq0qm|mednKv~xWsT3is$P5nwQDa@v)cbZTpPDq%G80;$li#t ztPEIv+w$#-jUZIUX^Dx06H!W6$#6KWAdN_-T+FE707QY;gb;QGug(ll*1=#BORjpQ zXI5u_PsmC!fZ)N<F*<~vhU$2-$WZ-86~aB<2N)9qT72|D+KRUEx%=h~KMaufWr}7# zVgt5=bgv!t#nvoHGA89ppR8mh<x){nc0*+Y;@5#*LFd)0nl~lQ&CNSI@30_jK2Tl9 z#v1y58yy?tL_zr-Ns<91YJv&HbafTVTyRf!vSy3N<-NX*eQzqvhsI(Lzm=n`GeebB zthe$%^|5{IOG$4*3?RL1ycWN#Q2|Ac4Zyk0XR$n7c}=0Jl{06tT1?qLczTzpZ>)u5 zRA<Cjl8=)G7?;0jJ<gT(bJ#WV=*zLteo`{KyGD)nkljP)MWugUE*A+2$)u%b*b%MZ z50p&96Cf=CAZc&f166E<IKg62sA&n-(Qd`MFe)mlRpMk(2+|8XGBT2u#t7ni{FvVB z-M<@gEGRKV0vDVt<-PnYX8|Vvo4Yl<(C4^O4O_FpBaK*QPur`QKc}G47Xq~pfPwZi z#aOc>4}<;ntWoCOIiA|KQNF*NcPBu5WG$p}gY<mH7Cu!+0W&}_pc^UeeXN9Q<|zSg z)ByKwv_#@oR;7PgduHb@Eb_{P?2r_9Vw(!BS)5-XdsfRxB%=dqcJPhB&d$!@?CR?3 ziVBxytJ9N{gZ!C_@^S@70d*CX?(S~Nm_C_P`(>w9pebVYGd=yY{I7?tyf0P_n3#AB zh-@fs)IMxi=?HOx4^6;!%hbt$A>)&a5LrgmE$n!Fcxc%HREdW5wHqaM#V0*bfM6f# zO-!Y#nK!cqW}L2$lotaWpExkhhH3cS;C-v_!zX)w;)#mqGfi&BX!7o3OKeai(Cxpg zSVb8ZH5B=N3-L|Cx_P`T4f!2RllHR4KBbf(;dZWEAXF5R7E&|4b(6{WojIOJ>a^o| zmoZL2NQjLk59)t%sQyI1QVCoKhZ}pZ=4>)SfJ9R3oD)JxO-)Tn8R2qKX&(LN-b{tP z8eQ#b?CPyy<1!r}L*(x+K9rTtY}a9Bq1GC!4K5J_LWk1gnT!&^3kCbZoGh&3fg2dG z+`N(`ZA#PIGfz9#QSpZmfFp}35@d5%AB3Uv*IG$cy+?xp8c=k@e?}rYcY5-#=fR~? z5nzWG)q?7ln0S{D0ML1xgiStjV=;TF5>D>hYfdr-`6qDm`kC|&i}Ox1u(h3L;{YuB z1ifBbzt>5jCdMo-uBQ>3o13dHa}3@d_dl8qUKbDe?bOZy^G2_I{rZ)PTgTPSE%n_m zAkSA-RvrxN8oP<nQ-@ou4&+GETVJ}T$r*5A1zuC6$rO3k8Jj&hp!IOM#z@sr%lUMf z3bQ)B^tNS>N9>^IV@PP-s-FWOjY;m3n7We2P%RiG(8@k-PogJfQtF~%VaZe)S^fHM zhH+#R>}c&+=u#`sCd+no{OfFb`p8Jc+*nh8x2Gu``IwB<tGdd+u`k%CwcvOhk|#Y^ zm4E4>`Th7J5c;2zogGaZ_zv&h?YzIqcyu@k@$i4H5$m<TWavI_0raYpQp2O8m}JzM z!nR4Hbm6e~e55F&`<SWZwgXA>^^_P%P?3(^>(>bZ;fajiK0eZneH~yzTJqo)elfAL zQV9WpuQoYtee=7(-3aG~(=h*r@Q{A%h^VysUc_KRk7dQ=X3F+Ox;SwLYCSwvR@k_R zD{y28;KEG`h-Sa7``LUpNsG+Fnm2lVzi?9aZ}JW0yi~ux#DKK#a2>GuJrY7_%C@=? z%t%XbenbeA2)g9V(s!D0T~kM8LS#2>m1UJRqb6ETM3OhjNh3XAZedD4`j3Y3PkTtF zcM0l4tXb573Eyi&D?nJM0WMLBXxuJTFUo0Q)xJkAK8Ky+Z7A}34W4TWFOk4W@-)7k zNZ`OX!Ysxc`=6}l4G#}XOH1n%3Sa)97rv>FK)#~bwY32b0}HrIc7Fb!RoAxGRtC?R z_f{!R3T9@R<f25tlora`bb1FLxqNG<K|T;8eyyJThIJsswJz$&ab5=~yZ~|7x%Igo zbK9R9qRJcy7S;G>O7Io;q@_31_za#3?>S{_@)6o>E0_pQ`n)|S!y<5oPW+^dFC*x* z-k7sBJ-b-xB``lGT~r!+R#1L|Q7!fs(=$r&=r7s&YVA@BNSn_TbuTZw;Y3(Xk#@Y+ zn-0JjHfS~bhH6C+RNp5e*NZgFX0_}*3FP-P+K6H%U@(Ii8`451X<s?o6sa(upO@wh zPy}i#7Yq$;kW94qTH6zEZ(hLZJluB|vN4g70mcB$>gc8f{-81o#9E2iVmFb5PW+?` zFq@9{IXzhV6uPTUwV+S>URqQ8)I$@~H@mpNdYFQADDZaDTU=*o(NZ*Iq(gN1+%(!= zsVmQX4!vgt?hTFh5gMc1J)@YI2@DBg@9=GIwe>$-XWA;YF#?H8oa+oo<|f)uUEGS` za{$EkfcjWu{4<!1y<=}{V~%$JV}Lu_HcgnlQQyF+6d6I>C42r;l;T(T!<BdLrI;~v zay6j003aU_Y8f@2@=soq2ZmC5T)_PkHik#{@-|Gd-oY-w82$3Tl%em&CXwW!!3O4s z=;)Ai|5Sk}t7=>DUOBJ5gX{UGe9t^Jh+Sa7cURLwVFFH9vRbVjs`Sir*Xc&%-XbwU z?$sUHT>4TDKyELyy-pKz>)S3<MYv$mQwqPo%(~0m=i;Tg^KuBiFO@SJK}J859=<z7 z8xIWuWx#~Fw}oXhFjbOv6liseS3)PZtV;Wrn5R_-qZ?P&W$j)7DDvb&^n?9Fv@E}U z^!dCHGV{=aYS=v(d8XmIP;tXc*-q9u;3&;HDTH=FP(`-(8Bz3)&7&h(;pp3}eQ!^$ zW?r4O83hX4FCF+ffw5x>1+_%KqW!8NW<WO_kYp^}gm_~z)V)uED`wQ7Z<%K<jdOCW zzaDPA{+0!MUZ4}QL<I^><QfkL`@gGf2GVIsNs&7+%~K{Sua8X?A3Q>kP9?dk|L2ke zsId9xW5La(1u(j*v2Yz-yZW2YC+c`A{I|VRe)aeDlE2HuV%0P8f|=w=UucMquC8)u zbxETmPeL5SI<#)o?sMR9e@0mUqXnot0LC#T`W~MQs=}4NaLpA3rSU#D63bAm%wJnv z)IRy`2~3aGf)0?ntW>;VqpU1<4cWYwJIH-cftxCuRiwbx+_fHHw#aQo)mp#^pOz`_ z{f{WWZlv!vsaFPPfUK&UEH1se$|&Hk=R#TTAWe8?NXKci<5snHxRU0Ae>?S*45$>e zBYDMtf1#O_*!sZ`Wd-oxPn4%xUoOa0wy19J&VE{EI<fTioc+l73hel!VEFXoHWRhC zqQV52$uX1E9t-h~?vANv3OAeD>;#(qTJ}Xd@6XF%F<$1a)nD}{LCuzQjHzlA$1mRQ zJ5-UXmFj{?SVprsQ1PiYHV`-2(~l#A0D~`(NDZ};dgu88lN1%*P=YNCp`{#5yeZ`% zbp4PP*R*vhDC5)i9UAno@yd~j8B?_p#94h%bgdAVG&(++x)6I>n(p1RVycwtpybcE zNfkrx?R`E1=;MJQhp%Z`E8o4r33Ymd@K|1&VRn|gX*@S*LQFBtS!S1-#BqT4ql}Rh z9Q033Y{0HVTx&}mY_U_o^>V=N`>1fTJ{X3F@_sn{Gr@|@L+@<_jW_70S+l}6BE&>4 zi@)r=h@XR>zwJ8R2Up6cNr6cwL$B}1FVs|z`jq-idQ5Cb>)nYWDA_Q2zl<IA^{}!^ zt2OYP7TouRLIy}1WX$~2{Mr>>7vs@-kS`9v$B)2XOmLHl^DgPU@MS0whGFyTI-5CO z`t`Is&u%e)B)KI^7cp3|zi_Xg_yfWDU8ePc!Qsl(qnWWH5f^d1IE|^VxOTg5OjbNH zHk0=zJpFTeoxaU|8e1_ffg-mxm%JAou0ine`joPHTI3o114ahw_+aUg%lMvLlm>%e z^KPC%5iN=iCwaDX6F0mZ@waZ1;uOv5VVcbJr)ek*2n@obpv|sZH{#eC9f;^F_xGst z^gklyQkTTuC%Pxb`TpU@i*;g4f19PIe7B>#jz{6=Cz8Wadr)@pC#?9U8j@Sxd$a(% z9Ep9vf22c`w*8o#GWON@2434m&Zg=Yedq?V6WkLC5+w-q;na+O>NHz*4f&(s*w86) zDvIandUb%3{^#J+L=OWoe{GF%<e(e+{iET!*pG?t@$bm{pF7T;p8qMWQ06LV<<1yR zJ2p|C4~UL03Ci;HC!p&4)<ws@bGgK9sIb#is$T7$zL}iV6oyQB_-BdjIns2%=SSa9 z`T4^Wuix+$SB4EcTU>euC=mW(IwdLFgwScX-Y~jeb%q3QhB~Bj@ujUKYLFugLrn=O zvHKD{dg{I1t3;}q-@CE19ajzCBet`5_wo#nZ;xZPF}+V}FXGtFp%Ks8SW;vA!MRO} z(?8V+GCzq)sd>SZ22D6Ast8+F{V<bJv%}{9?1cP3OO;K$;iRu))G&VSfo7JB)Z=O0 z)q+M1(vc+csGfX#@kivr3Oot?wg~-xMfr_LdJo9cvU+S@&6qiccmW>t9>Gw%-7-Rm z=ZI4>Ci-r*>@za9QQ_>`K0&&-leY7>N_n?n(1WKa^XQr0qA_>DLZ+AKXD<;UYqvn- zbp0n)LN3Y3?`!LLffnCksv0WwIW5hyJtwKiH~0^_t$w5bsH1Up&MHfduU?)1b?iXc zW;^qtjF{uOpU)661EyAL1hLs@7~%Te2?FuH@1a_P!8SZ^K2A$gJwXL{+DA3(hc~1i z__twiw351$HL3c`kSlydk9(y?2{J<ji=N=6A1X}T{=xh6Hj-CiFk++rb|GotS5qVP z2+7l56)H>YUN`d8cqv6ETKpV5l`<7b|9Q+yRqgmCf)MYe-7DhwvQ;@r`ugnMa0&}L zJkHnXqW)y6qT7fs4g!t(8i=e64W2!e4yuM_sEYf+odJT_CW?zd`+{S}$52vkLu~QW zEyn%i1_s_7zC7_9uM0{fC(2|9giDwp$H?z~cv!pgCUxS~=#JA{K|J+OW`@plGY(R` zuQMjEy&%B*A@!yD+Wp2}%+&bbN`c0|k3;aTz3QC4mk&e*{mq!{Mr|EgT^(l3<5vRR z+nFqBBxEziI(Ux^$<9~tcj)oj+7+wL7&$WMpZkb3`1OT;ciugV%<ubjLbAR~WpQ7X z_q*<vgMFM@<6PFOgzFjYH`#u>{Z|Oi*A9eX?AGx)X)O)(_o`%g^co{+9Bv9Soz>bS zq)7JfmAyM-l*NeYrmR0Ja5z*9f4;aGz}CiYJ$<sbp~g0mF-fRJipM$qrH+0gUCsSl zAWhdJqeq3YT63mpjHkibt##tI+?_?$i*+B)tE#$M#6)3FY?Mb&Jd;&8jJ^(`&edHG z0=}@}sd#?0ZAC;xZy)E0`L4mD=Dbibqa4!6imn)F9i$X;N4;?_=cUvg(4pt6kBwn> z*#++OW4>OZ-9Zq>cHNk#G!|y89+6B%ITKb<X;2`0=A>rPMZWj$^}?@vStEs%TQujf zF3L>>XPG)_H{TUDZg>9t(jWz=2&H$OG~v97_leMkd!~O}3NP!y<3HSAh`I4ph;~qE zaT~?12OlRjM|Vt2LuU{6H*=VqA?)owoecBWn>S||hgaj=Hh#twc)dtp%jRpSneE_R zq{HXb>)BwW>a$Ah4&W@DnjUjq%7>@a$$}VWm&>V1J{~aoNnW|VvE<m)Uel_(<2ell z`imXM$9U0z)7fa3$Po#=$6594*v0j)(08q&JX@P<6Mg#n_(zYv(`kMswArj@OP`Ue zjK79g_^k7;r)%|fqq0^BX-VF8bHXOPXhp?_yELqQG}a3>K6~L9Vc{+x!b0tB_J?Yc z6=YIYx*Jo!D5>!9S~wk3vg_RhB<xtN77u*-DEsoHndYXQ{ts1e8CJy~tql(?EiIBt zOG-+2cOxwzNSDN>1p#TKyF);_I|ONv?!9TGyXzhQN6&d)KKRA!f|*~eweDDJ?CyG0 zca)I1ZX$92JLf_!HA`&5Jei5q0HaudQD~TJ&)bpoGx9f&#n@{BcCO$9mQ7lD=j7=_ zefW7_sBzG1GbBpj?@Oho=`%*RJcU-K?_ET+dArt?eO&_@D)(;Ux_e$kqTP<_&1+@U zsw|Q{_>idK{g^EDeXhk=zim)Z^9;a88!T1#vTG=s*dyy$QIGn~91nDPNgKvq-If{k zFywA;oV=1->d%sbY5aM}r{it|rFFz}5GT`W{=56>d}_Y?5Kh*4A>Qkbkdw=ecS(nR zV935|>gBr?NTik1$!6q4gZCr;1P3O`TOnk+XqCIyDb;Yio<;yHPw7HeTm91b9V(qH z@RDn%Reb!XI|RPs%W5pm`^Vzq_z82?z*T$H%FEBe4>z)5$)1m7l{pxGc`7=ELz}Vc ztoZVxODjgNxI0w^+VjJDPKo4}GQ%SsmQn&gH^6%v{m<@GyhiN`-xGi^)Q%ZuP`uCk zmexAy+MK@=U|L<G>l+vRBbQK_;yOcaOqj8(T}zX>-U?l<2&$;`JMo!^yjVXRXF5C( zB)MvHm7b`78gsUgGhRDYdvat&Q7%Yq`NE38k76N0-USKCJnU}T-M+lkvOmP){3sS< ze=(>&Z~i%;Qo=m3g;q&)C;FE6{!{E_{{l~b>$6qC^_Z2+%qCApg3Dla@E9=OO#ja@ zXrqL4+agNmOaVTFg<en|uWll*GUSwpf;`o_W-8Z+u66KaC}B&Uaedz{2G4)0RX4w- zJ<c~WXbk|69VebTK)p`QBQsNTZ>tnpv9$vOTax3l%!v(S3`@TI)YXXj(3YDeS(v=c zj0jOna~YJfvIT883|w6Bep-X9IxL8WHrwaog+5e7qrtb4O?<~=VbU3vocG6zlS@YV zUi2^bzV<nQCt_I=X7E2Jg2<4mWOnWsVn@V#FnPP&*c`3B-^DT)qW?k)U@QK*tK?tv zxBGa&&=i@Nw*f&SR7G^q{!kI-vDd7-;j3~>2Kb3C;v+^KG>9kk3kWinPg)^m87B$< zlmxFbYF4+2K>_2P(xDDL%dkN+GczPEaceF!{y9m*xxJh%Sgk3uPAy>{3AI(|u;45B zEOo{b==};@y*^dH1aq7y_@wVYwRQeiXmoE}aB)3m4^@6xoX@*Dh8ijfykXVBPHQpB zc#cWA=r)<-=;^&^Fiuh)X2?>0*KdsYG+VVjVYbkEgkSz#``bgNDZdA<SlLd)kL=B9 zNyznn3(%olbVpCMK`3m5>Rw)OFt*AbO9>eJO|4{?({(p8&Q=REPR%$SwlWaU!?77c zi>IuUqS=xZh|qox)RMh{w6}OW-%$9sa_}wf=Z&4oSrpycQ&D-vDY0Bq<{7ELEC0E3 zV)~3TW`<>q_;5g!q~zlMWZ<v!gaNSPD6_klC6D}K$Y<N#e9yIQa1jRn3J3v!tdkk@ z<{5w544LExQRM!&R2-ir-b1;L5&})-#JIus3F^{|j$btzZnmxIdhtddE9NTUy}s$T zzMwfC0ot)p5{q9oVA{)@;{iW~MQW`u@f<=fe87BVRj&c}<%9xed3=YxA0(WhO=e}6 zJ(;c#MTR}n{<p+tPc1jEEaxC6&hvWr-jDbcYuy2fT;BI9QKt%Z$N-v__d>Kb9ksw- z_u8eOB7Wi)K_6Z_#g`||OYNpNd`DavB6Ee2`xPZPuaDE*N^=@swSVyR&J}1`f*l5& znHl9fDVv_QBK0Ve(zOfm&>!uue+D#rKZ-Lkta7)ar(yzlq&d3hlxu6w$L=3pGR?H? z5VFj;IHYWilbvy$cwK~@XMnh-*um$2>$z^tH?k?Ixr}u>aCr^ZZUu$(X)~@5d$Nay zb}Q(;`;jM^%ijYoXRGrG-qLdTxtA_vrhC-q*mJ(mai^e!6X|=?z34d7JjHzr7DH>u zxdL~JX0tH7RRw={d(q>j6uxUoiu~27D`%ome#OZRhXp7~FP!nq91S<&4tIBb0dmHf zi~jA^YrXNuXM6EJo29w?LE0mVO9-09TsYZ(9`xD&KB$kn&dW=>ORZNIW_f%ifzMcV zE;C!S?JSWg=O1^F)?7Us19>-=TODhbjxLLz156dKY5KQqFAPd)h<ZFp=RAMObSnyN zEghZ*&G9zzHIw-Ty@$yv>EJx~s#&VwEEj2$Mp&j5&QvUtRee5ujY7ns?7&|y_7tda zL@g$`>>A#`TjIN-c2;c8e=ZXD_!%`Ms*lx>-o=-by(?AC&FO9KUtHACojO%}I5`Pt z{E5txVVnFwiT68HzjAH%drDpA#!AwxX931zqQ8ri@+~<V`szuGm}m@eC&ahvVRZNq z`OWi8l71dZ77=*F=pF?|iW6oHVc;p~dld?FO@bLhO&S7eQ_(thg2a3E+cDjW*-V<M zezmdSBJ2vuyfRpL5em$HHk%5aQgMq}cgrdfbSQR00rI<Se||e>%DpnQzfwoaKUg1- zL>2gRvz|D%*`M!65he~S_$q!$^)jTZ&R{5hyvtn+W4a&&<g_^6U(JtImZUkYLp{Ie zeg9<w7rj~L{kl%rbNN!l6ZNECd>yWXl|a_HGtG{KRc4$cpTM{1TTC#OfZzqTEC*Uw zLnepsYrdPG7VZu9^77;>a}dE6hcglo9?9SW+_qn=`VCYJ9dH^rhAuYm=?>%T>GIpv zsHK+D<E4xE8@p8hhJdv1LsqHrrPX1$eqeDFB^7x2kc69Ok8UU!a~n>N3bfSXpqI^) zZ3wqrO1p-#>MlUb%8;_ml7=n8Rr2hQ!XW)Aw|?kgb|{1@lM=<@y*dwh=V;iOTm$iO zSPqKI+ds!_XJ+9-e+eMF)3fhQUFi%XvAn(7c>>nIkW{kQQe3{MO&33SldiMIbWu7E z+K&hZZG(MyT{cT8<9FOtSFj~NyXmAyMh}wzJF>~){%p*Q^<XU$esSW(Lz8{kTXXue zl}^iC`!FW>HQWqKgH>Xo9-Zy@O<)F*)+SLudeXg-!lVxCs1MdR{vnrNwt>b7K=}u1 zR(MZ7N%|U{g7+KSLxcdvk-p6&SXo-mH9p!-4f1z4Sc1S-@vK#Z1R}eNeMt0hX#~l8 z=3DCYQ~zUW*gM1hhwsJMjPc@8R@(S7Yrhs>wJZJq)>aB$YbSJ_d+(jq`NIp#c|+ka zyVnH!SMSWdJ?jKW-^4;k-5b8;by*>>jZds?C-psG6_PM1_AOvQ;Q{h@GH=m(wljCP zm~GLWP8ZzC{R+h@xtK#@^S<^f*EzJb{8-HDa8t)+X&7jwKF;)F^12j;<R!U>okUt1 zgbxhV-|bG47`eCUerviJ3iFO_l7G1qmEDTbk8a?GE9Mc2>;7MwUF95&*V?nPfnWYv z1y%);A3Rdci6(uUZVP(|%Lx2prWDAIr@tk|D?OQn2wC&klvx8=@8-bmf3;N_yJa;^ zxZZ|6@&q_|A)^Pkv0Zj#uQ7F3)}U~pl$hnRkdaVT*JQr1T?_M$AK-~yB??3|IQo^- zcL;rPcb6-$qjljkWCO`LbB|mYv@iq(4f2S+u)>4=_w@XT&SU_m1(op^`B5nu<$oC~ z%@hpO6oZU#Y#l*y-6buanzAg)9*@cg6EW2AN7GU)q?e9)FwK#WDcKar!`A^_$n8eM z?`)-=8W_qRNR1#`06;yESL!!T2H51d8;KqlG$BLkcfDFDLNHQeW3}H`50)#OoGvA$ ze5};t@bB24r8c*K2W#!ZAq{>0O2!v&B^_lU=Ud2BPpR5*i_J4bBMr#N$8Y%}!>UPC zj(Jm*coTjh{4$h76(Iid52-0RjDOHAV2qo{q|2pZy>PEXw`qBIIO?`B>BWR?icp^E zJ0+cw5^Wf~ZKgcQ&3Po?SK{5`L$dwZ(AztJ<E1^GjV+LMEDB;|0l2JbyUh5~+w3LE zLsvJQFYR(%Jak5gz=yXN*XXSHTgLUydNW~2e1P%WjqgaIl?GOv^l;b-nm%@H1LCYj zmbLBYQQ})oO=Ma697flHx#$4E<J+wiWM3t(EH8uoFD!VJgshpr-&ODjmbral!rkXq zIJM@cE0LxgB=gSe{}XMEN{m@sk8~(*L8FV29zWoQ)Xcyo`&uS+3&P>V(>0C=SlQ>n zFe6xjG|rR)i>?0H>v)V)osZoso6|!R=sgkVCyOZwX{%+ev)Rmqc5D155C(uAzc_Gk zE}N?9*;M90iI9yQQit3f^<XMTi|zs0g?*5t_wb!)(k_{}R^X8}j?aC$?cEdN55Jpb z|0`%b0%P-dd9U-e82vQd_D9Ypp?Ou;F2Sx8MkX8c06l@-gj9<lyGLNPm`jds^L=L* zF67o8)lqgn%)AaE$XF6;uJara+4xjL@aqb$V<e~`{yOkvzya>nhW~Qb%&U@(KmdG& z=5JpTO>(D*JWsItKP+>%&`fC{_{o*(dhn#iO!s`d;N}w6(`B)TnP2z1AHYtfGMp?g z?0B+PVIKzWYR#dnNR{fOm+Vi7EB>92))V7*{WG>6fREh9r)*0hxgHwf@gl5PsCSJj zdapO>3eR+MCEw`I-OEObTTDap%RuZnq<t2p8u5C}0uTu_y>Q{J5sm(b-#O+q+)C@! zj?HULO?=Z*7dC71zyr?eW7hv`q|{fvxC9BPm8$jPN}Zj0eikb=G2SB9DCe8D|6{Dq zdxqv=YLu!Cg=m%_#_xt=v@{u8WG`KVLm3(6AKNq9s;XICR)FQ_|E{i(?(#~sCW2@0 z8UnE!HiSGQasT08B6RW#k)K(mP}fM$_gf=@U%mgmw%Jt{eL4~E@48MEEC3BtO}m2% zLrPR9MZ2NA=q=PDE>XI2j+XTf%h*!pNU#4mBUFCz>sMX9hRbQWVMQRzMZ2^mDk5^< zM8n1Pw&uG4<U|tQZIAF&&$1IeD5&)J!?}yBCxaX|AKFt9u2Zw8IpweZ%fs8*V9xR} z(x<h56nt@j<=dV?R@kpou@+1m5hMV4Lwk`?L<KcVhPz3$N}jrCUR8tK##cnkocpDw z`3lL3bSnKXN|yp5LwZJfqAfduu^(9IN;IQl0Ei`;yD@kmscLl7hk3quQyXK5?RR{p zR;v5svrBDqrY63H`R*%QZs3#H9Mi<<ieaw3l22(c5kxgI<vO;#O$>Ziw&z)o%>RSY z;6Na55UtlCkL$OQ-Ps<3u{-B@vWs;f)Yd()4fp5#O1JR8^hoAFaCxQLC1>!CpA|?V z{N3I$TG&q2#3?H=W>>R;0OX3Cz`OUZl6c>yks1V~BV?IB!_Lp?F!@@2xp03ERaV4M zH*(Kz;E*mWTjy?JP7Vj283|AApd@#cl?nX^6Z^>yYh!#ej{7Nj+KY(w@Q3n87nsv0 zhfrR+vU}mBdy<RY!2jbe7cl<h<MNO-K!1Pj+|Ef18*BXCcyqgSSI)7gcuO!JuU6rW zw##rLc)&p-x49pc?b!`~j{H}Z7L?(+j_tiA9^zfA9dah76>3z!LVqq)6UJTy2knaT z?jC`~+Vi9CDqOp@<_cYaO|-LE)A||AF3z|`N2@Zo4F_O6b`F0e>f#(Fy=c@Tn7wCg zNxHy|Bj+nIH;g#4{$`$mVRAN1^B;y-qLR}|)1yo@47Q$Z9#`jDGWx#ov)<Rs>#gCw z4<rfS>2~q;LhX+HjLl`PN!a<L9EgPLW7fo{b~Ya{f5%YA`S=$o0LD7hBSG4sXAY{{ z!X>1FJ2gz!`0Edj&$jk!xtNQ>3^2M^#q1{dW^I9_XqBmAu5dS=P#hsU8=s=@YS6YH zCzm=8>qC_kpRdEKbeIf;`+DXURF5-Htu_nAIG$M1K53-<ch4>b)O8<ZozVg2!2^;Q z!m@4GVdq@Y%g)N=2xKw<d8oEO3KsJqov{7x_NMK{KT1UMg{X5t+THhAf`P|~n@j+} zSS^4ny0b0(_@|~htioW*c_Px!Hrg#AM1nWfbN<-fVq>=;1#*$J?7A+O_u<XbGr4^4 z*jOeA`V<e#>+C2j`Pp8dH)el5RissSV>$3A<vNw7oFyy&fPlkKEc7Qd2>*Lzo;^F8 z2YE>lDY^@DS$<EnaEppoKRwRK)SiV<0kz}K)4vsoSE|z~zE$5h=IrQs^ZT*Y-WY|H z>8=ljyo$=Y&;x*g28M6ST*{yh2?F*G0GCn@h~6n%N=OiB8f=$7UU#(H;{Ngy;1*J? zT{Zl`X%JQX(>yaHosRWQX2-ol?#5D01u;*75Uf<b`H45`09M!d?`H#Cr#L*u#xSy% zc_sgXuEBZOSk2v8^~7UXi0;$H{lZ@`g0>6D$l6KXB`}%?vQ5aI7H{|!wg$P9A5{+M zuMIO}ewRQ0?JKG68?jSPwlEg!Adu}c#(M2^C>ZpK8V*4Cj)i^iDfYcLpD>hP{Axwd z2gY)JYGV~-)i3w0Y3wuXWhh70X|atf@X2J3Y3=ldVNrFjjd_xta_1YPLatLs_3VNa zh!ZjK@5l51*wJXXoDsXsj16~JKEYp)pvGh8tsnRKM<F?{R+SbxZ7`JAZOD~pic+U1 zEHUqWlUNBoybc+mlZ6Pj_TVmui*VM-7gPRKTAPR>555w8f%~$w*5GfNAO%V5wx#>I zJnAUZXSEL+9HlmF6v|@p08lTp7_2BGQvq(W!my);%z4}6&j`=+-Da@I8NP}yVSl?p zTis59T&i>{e$rN8#a8I^6aR~M8abQkhX?x;6Ze#yXY7;|&6_z5Zq9m<Cdx7ix2>@I zet=-7Ai~|VqwEaYiT<7d6uAJCB~D-YFS~~hEZN6Iab&JGC=rPnSj>xB<FoHFc}3w4 zsp*hE7DkHvK?_A|GlkE%w0PZKH_bI3&5fU=V=4l1G2R)+AtIbC4Li=hQ5oNj9O|^l z2C#li?>u|8^b~?8_Op{1`y7?n0lC*V<-Zt^=Ud9a^dJSp>M+U|VB=hpo{Nw!m$F`} zqbSg<e?atu;{cC(>bRkUYMPQ;m$6rE&T|0WMnUo9U?lLeHGwp44}lsuB4uGg>%Xal zx?f;H<$8?POb=19_kW7ggb3FtUv0{RRk%aC(+%mz(xoNh=I5z~4COJ{Jac!6GD4mw zU+O{DYHwPUuc9vNj!pMeIf@t&OM1vw#if}U;Y9%Q->ABd3({(aMta!bT?K;`Uag(M zqfJ=RhrvrXZW8oA9QDu`Nw6f#N6oAebG#mK^C7KgFo_`LGqPV3MS3SHS2)y-T0#NM z%zI`LV?GyH+PChuvLO37QjQJQ-`6Tv+bI9g!V>0QLuZ4SHhsNP!*tX8Z}+FFuNixP zF3l{h-95(-PO(=x#gu>^he|&)DeNfmtmb<{?Dg*!5uIjE*U`xjZ0z&kuGyXJO5y5_ zo!npKP7Ghr0=l)2tH-w{@MX@jab?FEvXIDr49XsZTe&;G3~=&<)EF51<BU^rF2cUz zjkJ`QBo#JStE2@`I#Af*DBr^a7`ZLZO{+JlO(Z(!Z*8~K8_Vr0Y`&m2xXyp6Z}v>% z0K>a}|NlOThH>4{X#W-sYKK8~C$_|Am-}kosb;swmN=sCz@5NqqJj6DUmQJ}pPD+{ zZZ3SaX5dxWhc+jvZFvg4E@{M(PTby*OY=zRY)WLV=W!_RMz5^2aWO;kEO-*EP=JiB zI(vNQYQXPZoVo>LSz}xCCt{>`PFi*m!&sDYtVwov0hykYU5=j5s^!Q2c>(ahH#G;t z8{3M`y{I8bBOl~CtrwpfW^8VFo+>zF)7E4Ev__j+`+p<;7MMvHrDq0CfwJRcA3EO3 z-AqB<yPt(`qXq_hByS@0*jN05X=lMV@RNP2^&1UI7XC=$WA_{T@`uRZ{^6RxY#lj` zS<$(fm4$jLBlptb$U`waxrDSPmYT6$`Rg|XE7>Rj9W7pquO?@jOPC6A71ZUF6CdE0 z8MsF|1h=y_Sjc@l#PKHg#m_Z|TQZ1fEjG+khj!I)57EdJU^-5L|3vDKVsRDp^&%{k zQH~RP{W6+vrH3u_sKM+MH<gpBRO#eG&Lc^-uL7IVO<g`ohYf}@X#pT(1Ii>*uoeC2 zMyw|0r#67fx<wP6;GhqmXO!!NjhtdrCCcdqv-!cjTX!fsphB+^rd1&xbV*rPC^vY) zQwylbT{QkI^y>bZY$}9tPCUJ|R<onx`lOD#SEWdDJ%Xhux&F&)-1o&;DLlVI`GGA& zBzG5!bOEs&;9sSJryLhYW@Gn9?~CG43z#Y{^BNc-5x%h$^;voWdGlh0#|^_fo!F*2 z_HknV!cdV6AoyV;tLQ}Xt>-j>cHI`)9?s9iegZ+fni;LP<+4%q(_sPi6+`p=Oq&^} z!!9hwssv6XUyE6<hqmy7vX0pW)9KO&d0gX^5l8GG!jcs$Bx$BJKqpnz^@(j@VQ*Pc zaw2L>4R!f4m<Rz-lKAzDa{$^8Nc@ed+aIjGf52XC?4hTs#Y%a)SiWNksC8W!W8ku- z11iE-BeTn+l->JkKQ)PvjKWG8WAqBzpOP%~SRZ<Vu)OsTEbqzK<f5v=d`0e;D0b}X z)U_IImso@lJ+Ipc*42s;z;c1+k_#&d2`pgEtI)o^FiQv8Hd6KahYz)&*L3%!MY9j$ zSMmM&t?8j)Dmyd*19c2gG$q78w6sCaGEW9&&Rpc3!*u<Xf0uCU%{w+|>S147MpQ%w z5$SBa@>IQry&&IP`!XO)tznd`nTpw_2|f2?G77r<pSn1=Re&Na^7o+wpM||NRB9Fz zP}#PFm`Ow$_8>Gsdo4UYobn3jm{;=>%nw>?)#N#VhUOA&=%~bb-my>e6gQ)^1)d~e zdBIv<ZwDR<A<rQ~WCL42`&X*k4^frdWa2YZLz%}Cj&nit9w2$i%zUloyJIYkO#ioJ z=_|L|zu2CGfa(Do2itPvEQ{bVljYqisN$5Sk^d2akFV~>;AR@QRc2;klU1#4IDRC9 zV1iR~u^y{!>q?HU?|)6#VrY6h+?PfhVbICO+9N4UOfXlgghVEL?y`8plkX}B{2bK# z!*|a|5TJ~(J?X0XzKG0^La9NYWPX#|JnuW!AZR6-SPb1~4*kh0$gCN8{Tw4~`Sq73 zBsp7blkH+(&6$VVDqZM<wA$Tb7RyrQ%l{+sNx$d3;m`w#3xsC}+aN(y#Mr;gN|1W- z=oCfi1l$SY{)u}X9Q{3Cn<Vghm-JMq?H?J0Xn&YeazodK`@AU<q<{~TvoqoSWzN-s zB~zJL@)XlcfvZZf|Hsyk8r6DW;{A$6^HS|vUG!&)CH704<Q%=qBVlABy{ycXPTV<K zK*x_q@uGnq=bwHNS;Tjjx}c1<16kH9hj$?@_iFlQ;!AJozecx7|2^G~I_f%3-<JSN zk^IHjuRD%Kw1&8Otfz)|a+fiPsDHR%8a%9q5|mwpp<DFO-F;F&Yws3cJRB%&<)c`| zOM7%COyF0+COLVs`o6irQ_>n<uA(q&#583l=2h;}fGIRTR5aC6!yi{?6@GV@J^7iO zgSK0?&JoIxFidr+HWCtdacv>JON3WKF0tC>+8=t77Lt}#4Op8Fv&Dx?89xR(wFlh( z5YHs*7{q+~@*fQibQrxVhL)G2WSJy^$NyNjKJ1WH?v9R*;*H@&hQQF5Bo5Cr!uYQE z+L5xF{IYj$plJX*&_vxzO?l!S5iW1q;!CF~CLlM)*G$5$ws7M|P29DCwc4-i*Dj5V zb(qU<00oJ-or7EAC~|K51)Z5A4^2z}d7Sf<am5RI^*Q)wH`IAsS&se@qZY<5b@2Kk znjb@S<)Lf@8dXcOxwUy3gJ>-3usolKIFk|e)Z$;jUOr8zv-ksOd}(@=TP9amxS<uN zy^z53%>EyuP5O((T->)*lKCeWyCIIKiA|8PO9?C^+lprG61XJ%t{+s+;h!#IR83!c zOqP#04lOd--AWw^0JN{9T2Fi$E*+*jcy2Ckl}3e<K0sKP9wZeyT<Wo}7xGP)RY8pR zHZt3-iR(8l)!NO*0_Y>*uXa)di6u}K_yidYiaz~IIyvPJ^5_w+Z=%N_E_Z&Z@cbdp z+UDDw?*Rt9+M8HFN9r}?s=X|<xt$f>1rt>#-e?j`l(g5^WoYQzhhO-tYLA0q^|X`j z@D&W*y}?`gv>#mau@4nT817E+9>-k&V1^g6wX5XcxCHq%il+GZ^(=^JfbB)!@=CjN zmnZ{HpD6#<?qMWo_#GKr90Ks{v;GfA1os6~kX=#L+~LrG?TR~K+A45~Ejv*Wa1O<5 z9REv8I!Rh@To=8C*a~1T^HChm;I6W?`KCWiPUprhFlz#na-$GaVHwo)aiUL6L;PGW znRPYrN1CsA@@TPYP%0lS?f4tj8_Ku=pjT!TW7x<i-j}uTH@bBD%H?4YHJtH8(6@v| zr2JxwV5_Y_@Xth$qEM>!rI>rX%{|j+Ux}5k6RW5bsVA7G1&r}!l2C1PmQ1$a;xGN` zc8q1OX8g_#gy_~Q2Nif47SABOKtTDM4z*cCV-nU0@O7E~RN@ravaRl{H90}Ppk=2l z!X9OLgRsu5i*BVY_m*C3hQ3xelb$8E9;Of)HGX!)P{XJraa^>@9z{j2ZY>Uc2|wGZ z$Z3Z?cZt`=E-V`STpoFpNgiE4hm)&$nvhjU{GC!Z?Bv8*!5k1WS<?T(@#@I==N{TI zxzjQBbH=ajWND~CoGvx1zZ;W6L5AcQrnzWZLVO{I9`M<E@{w4GT4L#VBye()G9i&c z%4p-{!;@{HzY)AlznztZe{m75Lp}Qq8>gU*OJ#3`aH9Ry`uaUMgRB!uJV;A=;TUz0 zD`FrX=a5*|NBIOOK)GQ>+wPyYWI2iLY~ZXnzF}Qaw<evtEl?#mTq4FRKDf?vlfeZ= zij`f~^{*z2Tm#9czrtz{C|F(zPA;N}Fu&a-$vleIwNrXDwVJI7^DU+!l5BqA1oE`v zJ8B<p*HK1g$G@kw<nAK_AfLCAy<KV74lVzB=J9%$==E-%jv-pmJN5Br%H?fO!lDoU z-qUro+WfK=ipaVZ5I;Nq4onnGObokKyUY;?$8NG*X%Mt4mgj6DxiTy-erQs}rj*I| z;Nh)o|KYeyvt2u|vn9uPz!0ANmJChA<Y;3yh=*3%(vw3|FXl@5;t9-~ISQX=F{j1U z%D(Cnv-aE`tbmQF9fP*>jkDiSd0m_{C>z|VyGW~EFi^tzSs<z<h)k7u_?O|*Fby+a zwd7;^CA`PRQlvQ8h64zzqf?p9)A3K8HzEOeD$WmjIZF3A4L3J!U&8<IZR9@IEIBCu zv8n|(BsGc>rBx1v)qz4yM)BecY-uUhOd+Qwn%h`RFTU!HxrvBNn3B?)_P8daINj30 z6SVfJdYB$*b%Q|H@#>p<j#$qbU1j|1DB-7(6tU8wA@%f!4c*QsVYkZG3*Lq8!aQ$b zvYTzFr)0dILkVF_ODrMu{NWzbPmUDD#=YootOmMrd-C~7QUK5{<>_%!s~d4NsJz;b zXOfNO4|L?zB;05c+{6>!Bp!c1lIUXO<jBAf`D+!^ceL7HTwL@@rH4-<!$10{upW3( z<50@)lk|3a-QC91-~=z0{o&(RYTJrs8q3DAj+dc8LNM|u7TWK_FMzSU!H<+KT+o{I z?TL}<=2d=D*=yFOR<|B3{|@hpw?llWAkaw@5O-XPXypYhfb7D(mHszuw}p7$`31OM zg!LY3GqC7%znE8TKriL%Wpf7^oz=VdC^T^TC2F|us?H1EWaYYWooCL}6?VnKWt@L( zzFw}JUKMk21*B@-8hvf^wOvZ3bNjyd1^-ORh6}ZQOWYtKE-iNRPg2t+ETJA|q%W(R zg9|@8n@vmkm@QE>rQdXZ%TI#&$IFz)w>tc~^78Cm9t&s$n2Oq$0&t$6?}prG7IMut zP9aI6r04=eMQEN4zi?s}YVWQVJQ}#05iGXqz7wH;1Ujk)-kuVe(w%L(Gm{E4^D7&= zu!ahA&7BqdYYw;XP*K=UB8jt!fn>H7$p7?(d}%3)T^iC14ZVLz`-G%2m-=*+1MUUh zku|C~iy9!p(iojJNu>mP{dOi?=wR~c6GyCnv49fy$U$>y6cp8;*6wut;*3K7NLg-m z?|3_ADWxX}M2uTMXj0GwE<y_{n}%d_x1$K+foIFDaT3Dsg&$?_-pcRF8K{;nVJ(l$ zFT*x_2g`3G@YL;g4Q#Z~>yHg8zaxUirYZmTplPg?mz+-a)X4?O933#Kbd5YFMrvUA zG1G%==+M-V57$&$Q40r@NOUnFVhGyPp>n~pPSAN|_Y^;l;2-c5w2M>b;r%;Zq7P%U zRnjmlksdbw33ZklD_z6=HUnYiO+*fWwf-nyn*!~Wc&zYKQ#j~s*dUmdMD6fi$#%QC zJvU_o-}haAd$IM#iXtZ5=sL}S%f_eN=r@f-%)3C+@Wmx8;ng6VNRbA!Zl^iMu0e}? zL&bWS7Pt~-$rfJY;#RGE$MvQr+D0FIK>%F;$CIlT7T0qWy4`?nA$HvRf$<~86rBHj z=FFLspm2%ics*BAI1F<01OuTX(;khWnx@ec`gSo6YB=w}T3>;MKEt@=;o>8v|M`F9 z#c0MJ--v>CPR{-Xds@21<%R2^o!lOKuY_}cRb1e+JGOzxd3KnFG&bL8qNaKB5U{$q z_z?4Sp}jLLz10Zz`_V)Rjqx=AFHPx)>@i^_!d~MH!mJ%DK%^9eS;MsXXYBL78dEI> z>L}6+*INOBtDl!;>oFncVz)dNxmTuN1SnaF>M`a|b!qAnvp*2+?MG&7r!Zg9Qsu_M z!%r$)(sjz)mYTR0IIPl@73|5-*IyMwXafmFa4+xm*VLz;t}khz*?#QcV#ro!@7i*= zrfTve6uZIsmqI^#g}J!AkD!zV$T2Vt$);tsPq7AjXb_ck-`LelZ7+eFHa_MGg18d6 zijJR?66NR$6u(K7<Kr^>q2*S`_u{UhYG%MyA=Nwc!>Y?^!h=?x{7os~mzAd5Qt!_* z*NjI{{*59?>|coeZXMfjc)z%|8L`yKo=%6q#Y99D7}ui$`S=AFr26ihW#9pNPOxFF zAd>5hlDppqx0<~NPxyI>bC~x4+P$3b^WO5)`@)bh_%F-O=ERw%FWjxfaK-HuQPWdM zoq~1e=)z`jR&D+r$_L#yJ|2-}22bG@m$#4QKGG?ZLB{H~wl>~s@^7qwf-oqh<r<@O zuUaX+BkU$<61yh+nX8IJ^h)G6i7$QmowH<oi=f8g`IdT-)mNnD*e~6U=`|LId_|QR zo`;IEFy#Ma5)VJr-F<QM^tmd^nK4(N&-cGHr=vLK%4zU~wpCmYo`^`yiB3MQKf5WU za>U~EisFkK_WVp`DTIh=U-^-aDNM3&7`Iw!TH8zgx4PQ0wyt2YmWi=3JdbC)t;ro6 zB05dGrVUB*jfB<gBpXaMu@fF`9qlgw>3a|Q#vqMNCMB36HFC8quM{ALj#YEe7El}7 z7>2<ccPJ=$9~9IO-3VzUdgSCO9JD2X77YfLCJL%+3(bA!!o;l650^K+{TQWLz%pJ` zT#vEmF;SC-dQYjZJUcNQTbs`xTUN)iq13|Av3j)=sNsunW<r9u?J<6gfJk_jf9)<E zi66}^r?lfWM!MfDKc5y}O=9+Ms##@WYi!a_SC+<_Y{^Z8Pe(%nuj|x%2L^>0&sc^| zS-CN|G9VK_-F<$a&v0{Nh<x$Cb(+MqgvvL2_J79E`L~CgK6)Cjc*sx9=4@Z%JZw!x z)F*}3`}kVKRsx`~KlH5jo%`gf&y&gchlOI_>Lx<abj@8zV?75w58e%oaKVhikMCO$ zKQk=PRB+oO09tZ9(_6JQXL(wXs)>O$iY(oG$~D-+`9AM|W~VA0xT{bX=Wu1l4#j~h zdAZ+lr*3s5(d`5Ux}a*(y%_S#kxWctxc-{}eB(lkSiseGI#>Q-9DQg{V31KH{xs>U zGbW}J#(FwuGS}lH8EEdkdh1hoN|pQ@kM(c(Zniw-Nzrf-f8)yFTtQP1XqW_ameapg zaMni-w=(Ma%s%|!j4j3S)7q&2a0i|3Ah~&=q74?!pp5JEcnq2odp*t<?zU{tBT7C- z%1G5f+7q_>pn_drn?R;+OPWv~tx<8;xEjt_OiZ(6nhmOyL<L%h`~N6c&y%)DD4Y|| ze&i<TC!Sqhd#3DygS)u}feI_?;XtDuUVaB!{6i_ducq{g!_C)5ui#~I2jzD;u-9iu z`!0WJdQQu2T~t~;;~w&qkei*%`&AS*>Aud*jc}w!FGP}{G{@g~_YY3Y-5A<8l!IK1 z4=?u)xAG+x|N5lY-SKgLnlaq+7J2>I&JR(;BC;s<D?v34HM?54XWQGyA3wIcOu`l> zy%Nh*;s9i-1usMXWLoVJ@V?mc;<xJ5D+~>8*4ZMC{y$E!6ZOQinSmV_E*C&Yh9hDW z1vMY6_Y0!DF7E`-d+4v8`V#;e88Qa&QO;XS^@%wSL=6+~PdiPY@*oXKdOn%AmPg~L z$Dbr;a+o2WqWzq4T9z{Q6KN^w`D;P0k12(E-w?l#u+C5DV2cd1H*=^-U&3ski|Ggd z+e7uhDQ*tBQQA;o6B+42h+Q8x?RtSF9R|DN+*Osug_F37FkoN7Q&yxa-9~8+7-lBf zeGYuk0Y7C@m9n47ZT@Iysh9LeEqxYle{t)qRV-x;=Pp5M%Ny6~uECUXmwfwy1Q8A( zNzBr9WL-?F_;OvyTnYx?!G-!1Bjxo-kETEt@^+*A-|i&eKm}sYjWgEmRC?#cIip1W zWpTUM`HV&U@Tf>fG<wF&Y?8X>nQF*Gn3^rlDB6+WmVvOOj@VT?!`F#ee|z;b&B`M) z+5eYiGJ5L7oAW>BwRLtgoF32~2Xa2fd4;_NlhjfppfZ<3O*-Utq|={z!p3ZKvslSL zqCCWcFihIc2U86=QnNWziF#=K`B=AOVa9J)pg*yGDVLDD)uN4|mMAvns4LF%q_=JB z^58QF5!J^v<qv}fP|;D=Q-;u;Pd6g(O>HTnD)&`iEfPk-wn`%eEQC=tjdFJ6du1|y zmJ94!3?-}7klb**KgE&Bz>a`Hw$}DcWF0*Zh=Q5R6D{R|<?rzDS|+)iKh#XN@}x!& zYQ)TJUG_@|rv8uw$IbzK+Y!or8=wB|Wd!14KBIsg8~hW^5^M}bH|+|6Lz!jXF|Vuc zldhjXP8<~Wc0j4U>6aBWU@4_*6|@R=AljG1Bm*zyF@$SK%+0pmO5k)1W5ThnznS*D zjFcQuqxX1yXmEAldq+pXUv+twUEJd)y8Rhuir1?+I5Kex@8^DSMSUs^r$F4sJ${&$ z@G-`3)%yeA_A_J*(XKt`l%v|jEQibODhP7+8jkbA+xMq2)Kk-60wE@!l$aR%&xFqp zlk9DDZ<C{}C2eySuHw1_`yH!mchE=TVSk9L>|BQBFmMtQsKak;;IT&=WIU?>*E^!$ z5B5ob9Up(a$q|!xDO4%@n77V^T+cWhuUUxPenJb(ueX-VjCt~D8AkL3%CXI!E4pP2 za6N(dTOjd&VC9#6@fz@ojc%z}+xflp(#z%Z<C$Me=`&s}Ui;T+W4bUFIcKMnFlH@K zESzGRsAl?X9ZOC^=6pHVe5{4PC*oOTI{U8iO`}cQ4x<P>5J-Y+-XV+tP>VO~WZ|K^ zsJ#OzX@HH9Ie7Ik_3%)pYY8dp#X#x=M?x=+QuDfZK2@nL<0<-vp892Aun^ILJto$Z zZIXY9Lkl!Cw`*+bn0nc&-GSzF4tuWDQ|xsnn|dvHm8z7txjdK=`oDx#n+yZe`6oIK zr><t#A3n%r*w-z(zAB90f>W@2;<5Ab;vk)ghSkiY%_NQbIQRk;_U6?L0bZH9QYHf3 zQU=K2oVlcu`|*dLhPS)LVuW<oD-B#t%-zl|WG|qB_AfRjlR`?fz4AjRDg6B)=y7$h z1!BzRQSr3N!-Q8Qn^AF5j6AX#O&bBqYSgo-NSbBS*0Oe*duD7G84(e{xrmW(+Aitq zf8Iv0QNTKO)zkC%Glu)WmlSeR+}z;nMd*h~OD>XKSgSWx6_mTaAE`X{0CeLYS5a?G z;mh_5*>1bMk$Rla{Zj9|$iMs!uG)DSc3v>F=K)@3JKI^R#^aMy$I*|kZOJ{4k@twG zLhqpIT~X2-Urkn-2lxwksSE-4{1z)~Zv+78b8?WyU0|`uXxz2-z5u_zGucPIclKca z%5&M%<<yg1oHH8Gr3&))#!qqeNU|U5&qi%V%y%7Flo))HLBq(F8!k2QD)1IlmemY# zX{txX`Tu3puqR?~^Sk_`g{1z6V(ojMle|{=eybL|DY8CozLAeEt$TYrQ9=(8URE$! zH}tSPYZhiV)@euD@i?5BKD4z$UM|(JQIOra?JgTPPmN19Fs(+=(ZD;-V$q5eO=mG1 z(q<E6aUqiQnZa7=jyjRy-B#*huIC5eadu(y&StyZc5Ce_lS}R}aP6|8$Y=j|8LL=l zFevt9orvw=x~JJO{mQm6>`yY?(`!9-&U03R|0(RJC|4A+dQsQ5X!a`FDEy3s$6`o} zhj!7V@*~aUtJM3E?~8<yC~Q9mong_O5gY~BPuY+DQHH$B)RuOUN*PUQdu8{aUw#Oo z{|~(I*r`8p9$`Cttv*qY<Sub(@tsBMef48og96lt>b1~(DUl-7GY>kVI55OeJr67z z5Z4xW98VCAH+((S6dZ*@G8QUjhj@|x0CRSA$9)NlZghYyq97j<IUnITot|rZ`z$D( z-&MLo`zG1@xsTK~T(6Y_=z)BT7J&_j;M+>N1ftYPwdS_B1Z$8F+G@x%M=BR{*(flj zrgRoy$KQFiF?#KXwOAm1Md)B3AW_RmPP$<lq*tI-*A}x~ZP4TRN81I6Pqg9-mRV4m zMQ8s_CQe7GT`{Z+XFyAQs337sn;Z?Gx{7Tsbf&(|e<Bp}N!?B!qSw#&?&}epJiOKh z(ZIw=A@WuE6U>7(Amz=$=Fpy3HByJ5=9nA7oB85x4yO9ynVjAp08|Lyx9WUD01`Au z46~kbKpEf=zEv+2zTfEI_>Fp}%%cZ|cUXvSFZitFy61S{<S2A3WB6oxk%@E={D$HA zwO4YDU+|)>C>rh~QRktl4*2~$lUTLcZhUSb95f_9E$8h6`vPrFUpfl9K1LT%AOuT| zX7b{<PYW%!Hj<fvF0P$N3<}&F*RCpv1^>L=Rg>bQ*~j&KH=4ZBzx&PpyH(TRRtXg5 z2xq@0#H_4fb&Qa>J#e;Xja2F{HZ-90N(u~~-CZ9pSJZ)%78AGu(7Fe9jtU7iXAs#5 z$ETXIBe+*ExjH(2zVnbwafEt}W>_2&g4mv{vIYMSw(r{5`-P)~`poZtom-tI8wzV+ z_{ABMFPHVwfQqiGRuL%{lHQ{Htm}5Cz<KyOSYIb&yh~6&^~x@h<QF5gdfKfIOd~;2 z|0iv}$ga;th?17gHMMg@Iu8gc!Xpj5dn?*Y2*`i4E5(>^{cf8f0j}r?f`bcs`I=i^ zPJBp-iC^eCE){r8ywcesPm6~B)gH_oZna<!3nslzhUK)~N?1n-#ud{xf_(XP`$Ql| z)8ITylAC*IYi+$dDq;Y(=Xy7FzYe=C&HJq4!aA*UC{#_UG(2!WXN-8HV!4-tD}CW3 zQ2Ks22c5;#M>b}x0|YI_rN}_MZtb2OH}5d<F}xq*V!F|pcr%<IO1LvdRHN)q`bX3W z={CB<4n36$g#GtmW6--Ui)^IK&}hIR+^EQ;F~sG}=kml>G0kd>nw9U7iB|7N8(s<6 zGSMfltk@T>O5)?)0^3m0-XQXx9!C=ytjfdy3B|dH^>#)u8p|g0o=o0=1<$bm@3Mv= zd-t!R!EImvGj0UvG){5vp2_LTi~EBgbc4%k6TDq2r|X+*)?ESH9HEZK);GK=Gk7%L ze-S)Kg6r^K?tpZD@`kvE(JS>2+)KemWZYZWRunEC-aD-oBee<ooUstkH@aApfxjWQ zX_uVN{1Et))Ky_mMBp3?jxBvF2L_pKIyIZ)zDrqIa{EGF-g333wQ@W)X)MjYd)FwN zo<UZuF1*nPCH|}=azo{lvVL@`{8g{|GE<s;#O#n5$C<okVk6_97odrzuz8N(5A4FM zpX35m*oH37)<IjQr^i@2W0ekF`hey78$eueQJ5q_bj~wsIE^>9@tdEYUwC-<T(yP$ zLfw804<Uu;-s@|1aA>J7tXnvG4DUY=cXa0f{ga8R)Acyhn#8SU22>!FB+~0@jg+wv zWqF&h$?T2}$H(-B_m|MI)%z))8&?1{q|fIGF=y0=jW3cef$)acGgFoLReKwM<L2?T zsGXo~Gz-`jd{`Q<n*t}YTc!&U21}13Y?mLs5yPwrntcoPsgHz%=_+7#Dbcd>kV&!E z`1U7vIqrs_z#5VWoF3C-TYXZmJA{h6D5Ei-Pgv}LyZl6?%jSyK#mS4r{)%b$vUhO0 zUp!*`_9EMt49`;;TkKvOvLRe-1+aBAt^euu7HnKbFR7Xv{r)^UZ^}nVfJ#I%BnBNE zc?15eZ*CsURrmJxZsjK$>Q<Xa<k+X;kPEo0l+PeETyLg|i;Lf$Oty-`<o|1d6qRN1 z5qi%F_e8zqk9t$J7jhEur&Im%66-?F$m9Hl(dDcUR*f=PJcDmHuyB}9eewQ+MrK^i zpfh_@OUoo<j0XA^4+Est4V|uYIRgAW=S>u?zHLpH$Ders;feKDQwRzl=tk>3_da(v z=xfuLAG_At-pVY%ArHm*hrED!QvtSn6;4y^I99-`-*`WSP8F0*Vhd&kUxvB9MwXt& zJ_LP*0rMrXYua^p6}MO8gz8@f!Y|rAE|QoZ$ORiKtI7%v8r6Ckj1<2Z5EG6E1n5fy zq=Olnx%~Ol{etV!qwtEhbT7xiiQRK-;k%<x2q;*jZ<Y@Ze73RQ^s6fi#;2!aF86(< z`dj@xo$+X^S<MZi1?-rb?PYWuq|RY2L~WC;^z9`3zUN@^voz(cD+M)jm(?v}tO<ST z*Zf0lodxg~kE<vsHrFo6h)>!&iLooegr|J1ld93=R0Vq)MQ%=|=0a1y!rX5L-*I(a zqE-G5-aqY`Yw42Ey+-7st5Cnsp44eGP*z4RnD-i0B-g|w-lSkLab#&Up{YxJUzkFq z1gj^tbC9u?<4HTAYW?zE*_WJd-+a&O-Md6dSs=?;bB0csnH7H~K;@FB_B#X9*LsSm z$SZFRiBXnoF)+Oq4B4cEUG!qP4^CInNkT?$N9^3@LrGN9kssa1tZJucW-Q*n--osP zj%En@Qvz43VXSuT_ZQ&*e;aM~Ts=4-fA;K2$B!TV2H40{e`#gpOhNG2C-RfODOZ*y z-7k8$x~c-@z!OICmzyKxt&&9zX^CO{3-a&ddoiVeug}k6xF)xIEx1QIic4i$t!icu z(Xs56F95&p<=XWaS)NAN-qu3(kI?*{#R9i?weZINVj3kgY(jzp8q%)KI)+x@cZ*qy zifar3vCpBzn_I+RP;FoHXhc{Dv{<)n&2VAIyIsmkoWMtjA;?N>;7odj84Yf3b?{Wi za&SIB0p0Fu6Ru+9pnY+OxRq<j&1`h_zF4uH^1l{fc`^Toy}i0455tDFvtl^WS5xi5 z@4Kzb<9xZi#fvm<uCBm!>g@$bJez@IlEa8tM}~&<tIR^~sP9tk+aTBAEFy5+7S?V1 zpOtI7GNF(ZSpJut`#_8{s6-?zOiac*Xw-P!ydam_76VI<K1$^e0>>V+g187Z;CPfk z6L@AUE*Dc?b@<SB?|X5;&K7FDk8tH{#+({~t}3?Z$jFSJsJ0k7vt)2!3yu<5TBwI- z9#43gFY`$(JHIFFr$LA(_pa$-@El?=A~&j&Pv&M?c-qpQSVppQ##UoX*M<uwT8M7i zbFPMYJU<y(`<``IimVpcBfG_V=-chZfqYPCkMqr1%?PG1Jtc@x!_Pladrc=lG>m)d zOrzRTc<cAWrxQr)DX<K((1_`jKT0P*32|~iyhHd@TXeDJ<&nF9sKWUjv+pfJz`YNS ze$xvRKKw0()I>@$<~vvGlh`z4c#%)fpI-d_cIEc=hMnRA9Z7hsI>$x`!J438TU2Dj zp1$7}jW%Yq{XN)GeHc<%naFSI-(a%@8rF8p+wEG<r)z3B0ekRh?#)%_=H~Ky>T9#& zcHkk3K1CGOm$%~ek<%>@xQ5gOFL1Q2*85@?+YJCB>U&oQndkc#A{J4VYdVsSqUKm& z4>URE8Og><7Tr|ok(21yEuB2U%X=-W$>Aw-KtfKJG`2($ANr(mNW<C01MPB+9rOaf zV$*TF42YX}KSG?4at89_Ny)UE=AC9%+rEM?-$fX)0fF7h974M+36}T=r&9Zxsw>ID zU2P5NV#}pZNRa^-;=aczA=```95zI_`V5QtmQJ<f-Q(tJ#<~GT?ZV}v)&!SRat}xV zO0-2?xRR3nG6X=-|0vumRTW3Ic9~EN2k7gVdz$F8F2yg=zhFsBOq@B{7`#2-r3-!8 z>j;j+?y<=9o}LS6@>rs;H%IlSeBw`8hLA?Bs5m&pqX$UvS_)y}w=Fn_k+w3v-Qq>y zhN_J5`z4}<szuNO+0V~Ymq?Sd?^mHruOKDgB$&r3sC)Xx_@!l8>C7~xQxc@5#}f%G z(R!mC7!wD^_{pAUw;YafOCP2w4)w3r+g5qsWY``v-lb4<udfwKAMT33gknX3iEmBe z5q(|VGBkPmQku@%eTV1bce*)_5ay>Jlqd9yp?jJazYVe_&%6+^_?6Exbek@!4UU<| zJiR*3f`ii=Vt%&<5&g_J)0njZR%?{>a7}8lhLuNTFTmyC<ZNXSD#%0+f%2;#LR$-! zGg<7*^&7`+xHBInB*O>|s>1aR4WT)bVK<kDuzY!<2q`>bVqVw1S#TV7Ls8N8cR`rf zsp7TGNsBi?B^4g+359Ht1-E^770vi}syN8|`yZRZSt$I2J_p*><}gl17@|nwMJoRh zk8izUx?l%ZZMo{BtSm3^T!)ZsWl@#un-C+jZ+?~x726?A&smupQitj|BkJ28(Vzg- zCDwBH1_uY$_IJ$Gr~nyWd6F|7eyO|>tE}4F5bq!_QF8Z(Ju)4nCFVG+C_ci){fzNf zvY_5z^ETOd0n1pSE7+&5(h?TH0nSMfUAJlY+%fN$HpLb<JGz1!`o(f9ncIHld3~YK zj2gXCsRIe@{`5f9nPrXa!x;4!4m9OWo$r9ZMzL*3B{^0p1EtJ(OZXmh?Ku#~S<AxW z@nwNHtVVw4k@?%4w|uuVRtvqO?CI91QL6`+A2_=bOrIDe+~4C-oJcRn<ypN?`sqk} zYd>zT|M|IlxIHXyy_mNK|LMk4t{KeYM?hWvdk8Tz6XJZ;wcz}+ze#2wc}9-l(UAL< z%ipzp($i1(=lAp@1FJQ34rfHryy@kz%v{Do=DhTtKr?D<o&R)5nr?NK#06lgxe~h! z$H**bMGa|7)Z|o}ZH<N1$wCX7FV%+9g5{UOqcIfKe9DqiX$lJE6mOi}vIGRSztHmu zghqx2%4wR{Dhef-;Yt9Gcb%P^_HbtyhELx^nAW7h-uZ8fID**E?I-i89<`4Mvmo<c z%PPEd_rxb9kNUnJ-{sD=y%7S(zQh^Anm@p^g3I~tYaVY84Fe$~=utG0zHFe3r*iI+ z@3^0Xl$3zw8vePs!g|Am6`@Qt)~0up;5o1AdP`ca$sH}<(Rg<cCJA@=yJx&q_u1mX zy2KseR8|J{0-J@p(){2YdTi{ddC-hFH#>U;j<W+-*9-j60H-3tGdAN6j!^-G<=eyd zM7LBSZ;zQW1Gux@nb9%U!DAV~w>CP_>*EFe2zc+OtoHX*^|7gC;YFYd!OO~?6&;Rg z^r7i*l6C{`glVqZ_(Si!6M6ddcAlO{$9civ?xw!^@|BA~+eR5$U!594np0;giUhTb zh-c(|*4KH|f1cjeKHzw>x6{wqz&%~dgFr_MO$|qG=5IWmPSSZV*6<uFJuCo1U9URn z8&vH3pM76s5-d;IByfCfdfM9ehlTEY77BGC4+7ZZa1NxQ=wCAfT1ev(bFL}U)YH<Q zKL7OViG+k~nH@ak;{Yb@#B9xXHBf}g(hz9dCO|XETJRJ4Szg66k2h$IkoSw2R6`AF zUUy@3yN{s77^tx7vLsQmAHI9!zmd7vgK{DqM~wpvenSavXJ<QO2+b*9CwjNq;HjKI z#+Cy2`<c1vM|YmhP$hRlRClKK50>w_fS{Z<bnN8i9Bbb8Ijwr$jkdi3*!m`P?^0aw z=bN2zZJBJ9zRoQdg;FhPY3aeDy-0Gw`GMRF--qjj-`+>donTP_7T<;7lu;L#b7-q) zCS)`D?#>G^^0|I5A@TW+)aUAG<wr0!$`QDGgK&4?R8`hXeY`)rw*2N`k>GiH*jhu$ zenuD9zSZr$A&NpF^A1(nQ*fieZClqn6j{IZiCNoPCmiUhvCEzils|~QHT5#bjJk@h z{*{(*o5=$Xhg3v4@+AqE|0As8pZ|Y6U3FB{(bgRVL{LIN5J~9{=@#iu>6Y&95+o$0 zrMtVELAtxUh8`M*=KJ}+=lhejSPSOPx#ym9_TFa~WuTj~xpW8`XkE#=X3)D<Rb>!` zz2-E7`;E7;aEvFug1>fk0Toxaew<Y{sqq-{s3(!PS-eB5MZ<#&*eG4u>wU?=88$MO zC6A-r$^D&Q_VsGJmwGM+5zUR0kaT{-&YuuWoOF6wj$}|{Czt5+j~6&;#fP$AwT6_S z6jP~PR_))CFYBCoIMV7CiQ0G(?SY@y$<wc@EyD45tBHy^7U$4Cd3wTsJ`GCaTQa|2 zx;!7t#_dMz$@2uBBdO#&fqo_>hf~4aFxp~pSrPnaxRcxaNM#zWQN0BxFUwwjkCN1G zbe4A3pdhg8)dOq!)V>N@+D|)Yl-I9g;ctqIi)W8~fkRJla%F0}oCLfCigw1p4GpmE zfmrcK0&eTYTIf;(yxY}`n(1ij{_gIaz_$}FazC(UC4I?^u1SJo-=`1I=NnpVlsu({ zrhp~^U}2^rc16tEN!{_KxR^y<@_r#Ca*jn28`!%1|2GQh^Hi-^&i>JcHo6rDexE(( z4XjNPV`s;B2Kj}b0``jbJu?VpdSruX1@p<_aE#1%4Pu?ARAdIhJS>UQ#mMMq{FNa9 z#vV8Rm1v5j?WC6T)E<L^OLxC;cB2r01%e+ETp;70soPhy9TWF|vFP!oxY}Q{?S*q4 z=(FPFxZ=^eLBSIn=ZC^hukBq0?xgVy(;&WO{@ii9A7T;)(Ex=A#CUo5Fg8$a?Ew#> zppY~7niMTn>asMtW%-unebA_;C!qgh{C6JRLN-PzHYhacgk%+FLNtx{94YxL65IP$ zZI-Up4DqwF%(IRB8?<M1VZHrl5(tNll8;U3z?;uPih785Q5RQDosQ{{x|r%Q%Y$v` zGa{0}x~U-eA^U0ALj%JagdJ|8GK{nWkIQp?pcVq{*bGVQ@9AmB$OpEwv)}sy+g;DQ z8{ptywm#h*PIEh>q^6}M(raMi<1bB5=gu91pP%j%bv*{Ez8$-9c8hN$cQ6lsJulFe z2KipS+1E6!(-c)Cx6Kz;r%y-#>E<cvwD@}K^1G#Tri^UgA5)*h2tlHX+YHXH+<z`a zJb2?$3`-430QFI0_QrKkAD-Qtveaou$*6UAYo2%@NjAJg>8ZPa+a^d>&}{-gF1`C8 zrOp{BToRTx*Dm&0n))Iw>G9G{n==Os6yWdMDz4caW{@j)uP2yM-=1VR$zro2U%3GK zT%<JoTbSw+)Ca)UhBgVmV=3a}Q+b8c9VV4FqMh8Z3Grl`JZpEp(9sqPP?vx{!!_XH zAidiEFzPGf9$ME6|JOo~co^qIpAKyvU9p+O@THT^LJeu)OXUeBaa`=#dDHtA?m!u6 z8(+7jU5f6FJ1{=XVRbwQH2iXGk2;mlcBW;TWdfW;Emp+wacx?fA8ntRY7Z~|TnFA! zYC-REURTrB_siPq3=jKQdg*KuI_qT1rlvvbK$@(uKNfX1^OZuYy0vB#fi~xW@c>|h zqu`?e_JrB|tG_Xzd-49+vH)y~9b;X*p^>JNquMxf41SWbaMGFLn3*msEq#%hz5j0F zEg?o5@g!%2teh)Hl^#I^I&%pe8_jL7NB#~EzUO{w;>&wh>kk3c=S#j=PpcGtyK#w} zyzW6Ns)G!-O7#7)mi=kp4fe`c_Cm~fJ|&~P`l3}1lwiJk_1->D7>9#gOK52n#|hbO z*%PRs5mGCZ)Q4Yp>@wH$IOPVfGG6v@Q_Lty&)M+!fRjoRQ~3RNBTk+IL;0!byq6wJ zIK$;7D|Wa*0w~u7>wd={uHrMUoiY*=1mi8oh|ku3W#T61z+&!v=N@=VR*jw&fiS`H z@XFIqCGd34zS2x5J8(*TG9wi5nm4Qh>A&B}PqAt4PX{`fM9%AzHQ%0ZM_%N9R6t?= z%D+*ntfbt#r4a#yXx_Td;49E2ip6ZZp1@eX!s}_4mJ_sfJTw~L@Ql02F1K`Cr5f{x zi;-ewq2I@ces!(%rM|)ix|95XD+gj>9RAifwjd7r*aR7|rviwfT>f${SvIwv;PJif zXvC5{<X2R9(4E7M6t-rm^5mzo>{ld0d`>m{_!apE-mf_nTX8^#KMEHrIY_RaN#^}t zo2E3_p{B$V$qC%XE>9P?Qe8h#_S#MwzuDJLu{<=%GaYC;6J|fqBWu3p<<ZI0X8*kE z!#D1$D8VdeoZ_pB!40BS<;?0+`zcgI=xLr^b~#cay1cT&)K29$EOQT&D41#k=25r{ zHI<bLtIQuFUIt`AxS!cW5l;Wp$ziDFY`xs_2eu&KT#*cgaxINAmjAqXY17pCNoTGW zspf*#n!rz}oG}Wq*7H*_eXP5aL$YJe=Eb+ORaFX5P6C*Y<u*4~qmLPA7T~`QF4icI z>ikmC9V}BPWoPmz@E7jR{<3Y9wkW(M5-h$*T;E_5^bp8~-1#H!k`^C{<Tow;+>OKM zmDcWTirQRY5#Q%+D;2_?BJ+##kl%1C+<~tyil5YdkL22#RBVFoBhx1jdD9l3rFv%# zHAH9HG@2YNdIflP8IY?qM`x=CyFSi-om-8Kr(45p92$e=oZ5h7>XY>%8T-rUX-~Ft z!qOIOBch~J;VY!I)BRuETfHLAkT(5XSW;uk1}tTE0}NNR+<*4=iv91Rp{bg0QRW-< z%Ttmy@e2=2cX^AA9Dr4OTomdqO2*OSXAX-k;mq(%G@L}1D9amk$`?M-(|lDP^KqeH z9m+@0x5vRDr;N9te<S+%9)Dq_33cDR2TQ!kxujzO<Y)Z3Mk$(K6|Rf9?S9G|Y5e;i zJCP!0#m>~rBkUYxKP2m9m1hZ~na8R;Vxeph7gE;Y`|WaGcI#FC4+hE|>9@Z#u!ene z+w7Q6SdlS7h&gz8Ffg1!l;Une0GR#+JF)eb9=UClo$EaX<6@w3cq(*Lylx;Ud69Rr z2B`j-$L4mI`t4AtOK(k~(F+U><o&g`CBZWmBmMoq8a!dg-UE-2+Y4)F!s+FYaD0FJ zevIxJV8g+_`92k}L{Rt3hR9Zmck?QD)~*_x^VSnY)ufI;-7@3Vqma5pV@{%EMqalC zeo|a<nWC2m-)Mv~XkDk<{ftVA9S1}l?Ao$YGXo&_q9-k`iz#fV?M<I~MJJH?=O-Ez zbt8uxpJa6Z>@4ztXr)q@Pp30G=K?H`6MeVeA~n1+q7QbPFu%yV3Z5fOQu|gphW5(o zgtKl;ifLCO_>KIpTyckUFm276;P2hT8aAHgjixtGg|@%r(-{O;Gd7{OI!;`ol1QV; z9BUVc-5tCHo;sV=(ABmUiss`r@G}Jrc3SC+1oZl@d*fLy1PfnxdLM25{&x7UHV>Ti zOzzUf;6V|&8Rl;GGSgFChPsDGLe7-Pjhws<ky~)#POdFuVCfd!^1<E+8L6*obOHiI zyMt9AYIJ+KhcnDT#15?QPf@iV*8oC(UXt*$U@X>FcS}}Wq-u*&=?P62<IG!hMx4SJ zM6F-_6o9O8a<|tvD0mJ<m;Bt$Z_BAt{z?#-XHcKrI|$6jpXoK_e~_&TAWbJCx_Bwf zoB!s=SL|IAqajur5FgGSOi`U0y4Qq#|KTcD8G86E?%w!_jb&ap^WfklBnRPeM-psE zuemEb8xP{W>Fj=|US$~Ay0Npvq2J*reN2p@U$LUDt-T!C)qM90l>YxmKwHhl<gQ_i z1^UqWX6q1k<&m;IdzW8oXlcz4QcKYIK)712ylcs2qpnn3t$ns}re4+o(r?SX{VCZK zhuEQx4uf@l(R8ORD*d5VB~o0$Tatl>Y}^}O(84X?u{>4io5?+}M&6artE}h9as~Q4 zaY`J1_vSY()HB_6(W|X!J(27p%mTIun+TFSY$Kg_{FM`=Hg<uf^y!-808XK!#o*%@ z0wUMJHp6x?oR|=Zd3eS7o0p9HN;-S6DW}HZHlYW?Sjza8C8A?lf?_LU8kfD{)d9dN zX?4HQR8Fj-xbQMIHg<7wG1^8n4LJe=0%#^c+1c5>;domiXD*cga)UO55AEvnfh3VW zXxZfPx(@DyD|hsoy=>gjo1;Qu^@)#^ULwx|Y{`D!Ilt{BN^>uyR2tg>QgDqXI*3mG zlLWeSnl1ksW&v6B+_(WYnaQu;PVp9HmLHu?ILWlc;W1UJ=jWR&iXeAb%LYcJyNP^z z{o*s-#uPr}US2i@{R7-{%2+ywZ?;>{PHwPuD;x;1*tNgy8<wETCu{XxUwdQKrTMr^ zqky-5q4|m8;=`9`4$}i#<oMxRN|PxFa2=m<SAuT#x|&X)GQJvd2q4;7W5Y39%onCS z56#{2g%uTgmHOWStpYYm58(H+oSft3?R|f_@3`InRx$>MNq6}i^i0o@Vm+G5?Lc}5 z_^NPQji&|w?_CKb3<R%gW#Z7_f*ybPCahjoH!wEWAk7SjAiJ9E^q<X(Fhw=BuR>iJ zVo6rhV;FH*i79)`5MKJl3O+6I9{Ne50~+b&-xyoN%w_Lu`^z2``CM);1qK^l^BU5p zjpxV)E^En;y#~JbZHoh}gC5gZ8&gDFP^qdDa=upeNXaq=3;d{%DS>6Jsx_C7t;sEA z(|+lB+O(ylO5zzBfo}2y8^=QW?4Jl@ps+=^cXVFAHC~{+DBNaqFA_yJg)UNOTm|>; zs@f#_9-Pctnt<7f7MX+f5*sni&CMNmM`h*Y5>kL}M@dCRg)Ykb;jC|WBn3$yG8oUf z;xq;L-Pz5e#gOwqoOU@}0{v3HY>Lb3ML!I!{N2BzWY4R`K`=w>$Ryhv^doB>mU8Se z$Mvadf&CzMvU&wI0@R8fT0ypC-&3uD-B*x%;XW)*Ga(iIGV^sWC+9n>(sIQ0?s5Fh zZ<-gUdi4EUYCcqW^6!ERmY0(Za+2EN31SSMS`j3Z)1u=o*x-KaY&_X{{Lp5MbgrRQ z|C+{M#mQ%g!E<|Le!(3Ne)c#jr<8754!_9Y0kXNAl(+!?+R8W=H+#+ZUAP;XcrC1N zp0yO;ed&NwS2$J)LK}drS&;WVLhy;T9O8V1+;mcZoKfw>E4M~6Dvg1VGvTIMFk?|x zUM?pmw_0h?mCSB=v-6WS014e^KQB?!_Z+|!nRJ?+V8<&UBEW<KXzq7`9s37U1yNor z!og^5KtHn7uynHiuq*gHVKMgnXJ~ksfZaj`Ur(dp-)kgdib=82klUA0bgWsnhujf1 z`MhH5-?G!ofICMzW#rS;G&%n)8gxrb7%L9dP9-0a7^;SRI>{BG5&7UJ{mKVicQh4i z3^H3U_+8lEEIl2WP)v6laX8wqR-jZx*2e;G3%Atn>mV4dRhd_x9&`HHVEn<$Q<Y~? zmg&8Y8yd(A=TFYK@j9Nkz5jkxEiU@Dw*@i%;U~(CHi3^YZWk-??DVMISbYeo-+QW& zlb`l~Ec(PJC{&mFb89~V1D8gz$7UN?Z@^f+OiIS|;nIyC9vYZ>;zKYxv5oP{6)?iE zU96QXQmKF1W|Mus*@^<rWn^^pWhLO0`L#sVob7|W{Mg{&;1pdiKj6y<n5!IV1S26J z0B$%h+yK9Zxl#>b#c6-U*T+q}>9gpW%KuV$_SC#vS8|uD*TVbMoOWbC%+C7sfEN;% zXs0o?%&dL%03Y)9PUhm;s^B$p3>y>KQmPO*4QC(}8<c26O)z(=t(w)^6}+)R>7i3< zMv!N_{k+IXAOKRdIDRo@3gWfr!G=0dW%W#+4~|I>y~Dh6@aWz{xyOW;T%zWf-!1%m zHL*rbO<DvsTu&2oE-X>G9a#Int=9_B5el?DTuh$#Ii5pm?;mxXz!cqXbzS(RYN*te z>L3K#1*AsTD3j7?U+nc&Q<Jrs<3)vFy*N7(HMO}pz{dpeAv4je5rN1&Jw4sSPQbhA zo*Y({b85^fBNP-A47`mkErNg><*wKX$Ydm$LNH_3-Dj=c8`K-+x;+@}^5uowe+Ky> zqZ39n&l?@kC0Sjh+8W?d37wx8U?lfI@@oi_M%zyT-IT-u6^vy;iNxPAq%)0r9L|6Q zHmKp%ZyU~Gi4kma<c>C<_9$R4&#7IG&@D_3G9lc#KX8zm77yc-x#boB-!(m%j|;}d z7HrKoC}(@lERnegEp)$!E)i9|N_(T~eSo33>1xXO#A{jg;Fp~BE`Ut0nf*?XZDwbF zpOjo*(cmn*GuFY;Ke2DDN-^0*T|}YFzAILVRn`QggFR{W7=XI71)^4f?<685d?pfZ z*yygO1eR@)fFwnPRDLo}7yyEzhldA4LqkfrR4#)~1WwL|A%XaUg53)6lLt`v01@_h zyPE;Lg<?4@Y;0_R5sQ3=KosA3f1q5u-NqNm7y-Z;G&Pl=WaeONYioCI5hXe;B!+x{ z((^56OmgxEci}SC28Z6)_V%c#sC;9d?%V=12dMpqRqx-tbYGg8`8x3=&r$BlH^#}v z_Uoi2r+>{A^rj2=id?Vl%8|r!CagI064zj~-iw3q4aS;ZhjiMvGhd!sNQ_&4{FBIc zT0OAl>aJBXQ=hM(Y%2Nb{XL;{^-oMhE6H%e!wJSUN@O=`-iphR%P(S$1RBlaLc9wc z%-luYz_z>IE^o&#Z#-9P9VxNEC$<J-8I_vyC;3~L?`n2(7^eJ~w1ADRr|Q-DKOaeG zIJyhrNQ8b-E9!!LSIsYGWbqCohv_W2XgR%|s;2H9)^}&8s^GUM_WvBUQb4YgodG|P zTT0r82ivWr?UR;P=>EQ>&cQD+-S^RP9=QXcj)?jZi^e|bexyv*M!AC~a>n%syrEZ{ z$zuO-5U1LQ13@*yWKFVhODE!iiF+fav1b?SzP-l}hFE#GN!$+Hz~yMERlY=9zisUd z?Q;7#Mbzfm+vQr#%*Cw}x%#b64nVTfsE%qEemp*(wmg4!EHoFNI@&uM{<Q&(Gkv1J z;uHMHo+F)h_n51Wp7O#^<SedVNgq_$20WUJQ|XjazanvbS{QC=QuIX}vl{Jx64Sh= z>O&i*e#JUjQ$IU9G_o52zlH`qn3wJc$}Hf8%c7t9KopY$1Hsx^@5@|VEh;qd5hj`> zK=Ob4284;MNL;2hw+DfeA9c-RSGDMVBBs#6->;g<Hrp*bECYKS>P~Geu7KhV>J+br z5_*mvI%XU=aMG+s`XygNd9o(<jTlHLZqORJs{AOaW)M+`%R%DiTgh~;;GtDqY(iR_ zU*uk9wJ(6c$qzX(DYnI9Lc3W(<fn1ngLy0bn;1O%;pP`FEg?bQTur}PMW>V}XBM?3 zx?T_+oPM8ic!1LEBVEdZ-iO|il3w~eGopb}Kqb_2l0)-Tg-Dq{oP(Z<7{72NamX*f z`rk*gzcvD2h%bg==C0K-C48y^@x42`Yc#W7s^Qd0L_0`X<<~&*d)Xd^Hdi;cbgn3= zF(Ej~+H}2aBGC4h=WWyuj#YUXd}h`@>e+-Txil`qMz^BDE=N)M^>WQm0i9{rReASX zwd6KO{`A<B)MDMZca#-NNFpfojLg;oWlk&kSm?j4uA}>qWHQFL=pxPy&2JgyzxRBi z<mO*8dYPHOPi#n9P%nQVBo~vPXKY<z3F?rV1qh)2H%3%>yK$>SInB$nL~7(AB}o6k zBOZV1vlMwguiR675R!_c9JMWcW@cfX{e;1XtGvkekG~P@4NM|a`Hz2+Jb$z)huX&j z2|ns%lV}t*I;Guv0_x(Wt$FQk4&ZY)EF9I~u+jDg@}D$RH&C!7`wW9==Cs9tVRS>& zZ?~s<$z-(fRY7izUg+0$1q>%mV${!DfgwqDJkakA@pI4V=cNzP@W2&`Jb7}5Wi~-s zipgYy&S>@>@LbRlTUZ2kOy*o9`>54WZ_4V?K=3xnXYu6^XP;p{tapzx`6F1IFa8zk zwY;%qE+ZQn?q7M~wrTF3A(wv3&*ma~<JZW_6{1Wy*nfpz*=cNHEp<bk`;d2EX_jt- zQI4o!_&>^Xs><4*l7IzuyJ?lb26V5@wEqIIHgSV;@wwSvEt!%`Niu%k6D=RJs8-Mh zW|)k`zY0%@K~~~TO?$6ou!X56hs|00!Va%1ct2IF{$}D7ZVQ%&whfD7g}79fv>N~* zdO9xXN8#5c%&qLSMGDbuZFYTUKy#0>NxpUXcKHv`&qqZ1W@J?~@FgPH>;9`9&BU|2 zi5YJ!)Ot%yv<Uq?@|SEGPeMr%*Ec|5q(#%f(>gQToTrNz2N1m|LsX<yRLr--Vheez zofG<c!Io<<;-4J5W&PCX1PZ}x@X{D8DH8-TG-yA)H>o12fT$OT5fc*767atg0(~~G zJ38XsKb4qHH&ycH9Vo29e(ne_6wIMakkEn`xBJtOT1?&<HY>=gyOMH|PW}^6%Jb9T z)uoW7=M}m%O`HlFU+E-qr;@{k%<))Dhrd>-8^Ux#c4Ou>H3xP&OJPzaukJ;}6~X(4 z9epb2XB5X!qx#=Bm$*C#T~bOfwvb9p!91*4v2>4(e`yz1G8AlJ)LW4zgn?tS69V$X z4S>II;%cvi^d2+^;9IkXK}A;{ZG=v#<20<Xls~-z)c&fRb4+BN-J7HaeYS>jszcx7 z8qitY8dbEZA6mv%w}=aW`=UdRZ;ZEb6*U-)yo22WjxXhMD0v+y-(llSOe*KeYq=WP zxNjjh?H|T4myHbqqr)Y0m5jJJ{&+2t=gpwzrl$|YjxIZbeeR@mkV6M<?@YGY%O^M7 z!%G1wZ8kWl6SsdOPxODg=*}~XHyXev8!Vq+oWxp%)DyE+>~PHgjRbJFIGyC`t%>|L z&Ne_x_29D9+yCG+@VImk)f@zWXgwu$<UI2tNK#0cCYD4_YJ|(Y?nQ|GWGU<{Q<Y&$ zN$zvZ_6jwptI0etu?>3O=dEg#IL`IFR+LFY6b;_twxv!`Qj^drHQkn?zEa0yU*M)T zs$PyGAsoJU5<j^33pprW`i+Y(GEuZ3@MWmotPUtOarZ1;^!=7_ZYiU5V>aGZtGhP8 zB^%KbAi)0e_p1G`C+3O?w7j7LkisV7A$x2P({3RPGO?F+$cl#2%Z?-i4vKCMI*B8L zhMe+^mUAf(ZL%&A;l}Cxhx>yoBvr@Q!Di4eYJ|uH|Cfr{KNj#bf>YjrTGg-T&b<os z)Izc!=<(uIhu#p4F7t`-X$*UxeQ&c#)!u)ceH%%*N->j1_Kl(Tp$NQ$xR^?GBeK1| ze)B64k}jrv_IGMOeUy-5Bd1evt^0P9y)iAw2rCaUX+cnJrhlaG#iIbqYwLo0#q4fD z2P=r0Y_x+TTf=#c?gg1wU+qxOtIcBZ|JH`D`hJnK>~Euk3j~19a)AFs;5|e1*c$fJ z_8g>+IDQ*G^LsqYTcA0TBi#R*`+fIhbTFFO9gKq+w^!<Xbc@c;2Gupj|9Xtd?Lkb3 zh?)!Hi&v|x0=8Lxm}Ek737S?}L{}*K{k@@5SX`(K2MxN*S<YX#=RKO{q@MdN*j4f! zl0qfw2xJq~kvYmYYb^$NRIC?PY^P68)}=(Q+3p-bOaL~=Pkyi>-SVg-k2tXHWx95l z&>1k=SO<R;st81An5z3A+k;N@WEIaQX%kuSbhn@Id@%h41Sn|7VmiM=!GG@->iX8d z@qgoUJ3pWzX~^T#nD|Z4X&wrlxhj8K6;?-k(hw@8OH(P|;Zvq{N?s93$L(_E$;?~v zx5(-cg<1Uym}8~l`~Z9GK&`k0tYuy$lf1mjg7ebSy_J;214+fSOYuzWMXtt6?d1PC zDkICZe=&Au>5Caj5H}`_h(NQmvhpWvmEx_amZJTu0>OF4Gxa2#%ghGx?l^%V8U>tk zp!*Y#k$a+kRw+48AKyAue;$Bx7CWR^YdhQ_2fPJIE9!{{tw45{<mLwH*Dj^b2d@VE zwj1<gD4!F3m?l+PN~;?76%&INRoLDwd4?O0*Kb9<@Nbm)mu4GD>w;3#_L&M2%B}a2 zFYs76Hpui6-H_dA8`g7TJ~cfv3a(wNuX{rm6_n}ZyIc(SAQNxjK>8);7i4$9st%lA zJ%ETF@b!N`9Sm35R(zLLs_mX3%1u)<7}miolkqg%Zyz^`=r=vz0Zh!}=gGM9)%08j z>79;ZkS2ms>k7yCX1Z9s#MT3-_!GHGymsF#=Ni=l57`{CRw3t-S{C4C0L;W&T)cVG z3_eB4$^lefI4;)V<i^4(qGPE2N5#!&3E#7&&aT6{3du}38ON=;%ip`Fl6R?Zoy`j+ z#gth{(#~>v`GAb8M)oi5YUf`txJD5WwQvdO^MHh6j>kr|G;K0c9?ksL`Zlu2t#!gI zB3lHPbPJ%+@m~_bs%T>~T2BwFv*2D-KM_fv*zRAtZ@9Du|G=|aV~$aShUsYB7zJbH zjs_yrKD)Ec`7rfEd~b9=vB9O)@1?Pld_$Ch6nN04rhE#p;joCo(`2bxvnZSN6kmMJ z5V#3Im`2ObFMsfhWf2PM1z*ZG6d0*E5`gsb45hzV*`{rUA%e`R<E)07Pi$*E+OC0{ zl>y1SXJMT9ULm`!kP(=SW!4`^p6W{+#nq=1MMChu8I?69lj~agUFsi;s4=aCmLW-S zSvD6hnWuMMo5an<pYOK8F3{Qy-FTw@(UNL=P*78g0OtB`2Wy5^_2VPqT+Zw}ki4{y za^Np6DXv=ZQHD+f#TzpfUbx1l_B-iNHGzvy5Xh9ndQ#YG+Cr1-WY$~UW+~pP>5q@R z^B?4|j*ttBVbDLB1RXcWdWG+f^`2M2##LgOp5P*HRS)illg$SJ;d3=IN<w)1xlruU z)6nWiZ#1X2=JxDUJ?s6M46Q?(OSD84h|<%&G(5~jB8V?q+?%IZ?z0}~C%AjGSE-QK zX#_#27Uf@gw@3-T8?&a7|H?)=FtP(Vwl({DtuRjV3Lpl$&T@kEsSk!i#_u0moEGgW zq=smVw_ETT=`VCte!vr#tG;j4kuI~Z;{ow8xXVMDKaO1gF;NzNoc8IGD^3H6EYRcM zUpk@jKod~L&JNXHi$BL}InCJ|Ew@nPs`W*bd`%AhRrMl!WVQCwCY61YP8uce(jeTM zH@?eOCHEGtdP22unKUj6-BVrPR?SW<EPy|MJTeHOK>n<kb^&;$2uStmDPlC~XfP4b z+-;I$fyH1P=oEg6L^dUcIrDVtT7OdXsfD~LKR6gzb9tse>{EZRkT-kGx(ap#)kd}! zh+v=z|7-7Oi&=M`qOT|ShgN`cEK2&Je~uz6uVAtlfJu1)38BK|^x$4Uo`7x|^K6NF z(ag1q&G*(vMfHYqi};*TZOirNyICBa0(gC6k*JSUEsss1bWB)63`g91l_^Ld`Q$~f zAz7jV{?7>?4w~Yn<rzFqe6fJ3$Zr?P1edoneZRn2d9V28Ea)pP`w7b3W)^;-WtQw_ zR^R1_)_FoQnt7d5W=)MNcQdbvW_Wujn6{UcnIr97wTOw!EQ4M12bAjX){=l<l}?(^ za3Z!-fPcSp-272MY^Hbd+#fMt>iv*DwXiZv=@l;8B2D4)`t~>UMQ5Eq^+TmE{O!p9 zcgd51waFvyzVg>g3_~mYX=GyE?KDiTwu)v|k#cfF97%s+EpP2h>Zt4D9p{Kma&tK` z7ydE$#*wL&@7%+ODL-`9=9}5g;MCtw%zSeMTHWn=C}i&#zXbsV9AI;I<5Yof*e&-% z)X-7bszyQ@SH!++Y);U$N1&F1{i%v$qV34$d@9}%<=CPus8;IaycdgOmHN3>{Iqqc z#ka_4$r#z=wNT7oPGE8A7n{+O%^GrA?TvAffNKBb70ahI<4RQ%+8`?zpMjTDAkL-( zj-Ea<&9`kAIKNZKT)yEA&)|9vj}~U`zlbv1^Uu73FLPQyBngT9{4Wf`xLun7`348q zdEoaA`N~VYsK}{^{D}c`2Sqk?#CxqTN1t(ZsKRd!u0?GA0E@&yeAq_~iW`wUWx7nq zPeHG3oL=Y~xl?&)SQUB4-&D^N5j#h`_zWkVLu%t}nf{(hva=n0%YaW33IeWx%j$}g zT?p{;rDFUpPbQ3f`%%9qtcDJ*9O$tt#=p}(;{YWaM$}u}7HGzg<?2djw=A!&=2VAn zE{7jEk4O>_y|zlk4#&(5aL=%j_fEj-0X!=Sl*Zyd!|jzT+Ww51(Op;cO(Atj8YCoA z+;hNEfyS_Bkno`WyZelVnRgXsH1hTIt_9T1p5v)3XD1ExuC`|tt9Dva9;khAr^>Vq zu2ItCJkFPP6&`ExYCam8XnrpNF6s>p;RR?qH_^p+<aU1s6iz=zn*g(rdHK1?^N8@% z0Sg)i1t_c;aqQ}<p7>jh1Mq;yMh!9WkjJHYCTfe7lO@qcw_~?1tWKBQczRO3v!sVl z3%AdM4Wt=5w%4gY(_ne}Ky$5N@9_SPB`Chx<`97pTXAvDofQ1KDhwf4V4^m<vLjr0 zXp=6?gJntQnE2r6()t&e&Xd*y93G;Re-`8_?*{YpUzQ{*$Nl$qb43A_-)Oj+9Cn4( zKJpb22ggPZ0B-Ldw*q~agM|rTXcOWxX(b>2+GV-<_^@|X>@k4*y4n8ZM_@S2NhZ=( zIp7ke#zCBe;wSV+IrJU;hZt&8LdT);qgD8P%De>;q7E723bp2!1Hlq?Gs~fQN}@^2 zN2Q`C#?P5<yG813Yg3KPEJ-;%%<qC!hV$)<+mk|PA|&0w^8Ma~%*CW(&N2>~`2dqg zbZRJv%%olzGZ?r6g2c(Xro#*-o~3h)pT^UHstq6@C3^80<fVk_)7nPPmoT~!h4RF+ zX9o5nrQ4q#pw$(0A<1E+h5tidOe>Ll+ZIls1Mb1N^bS$M99~AtTBZ!HwpGQ&9ztS& z3E3WpsSOmp9(0SGbT@T{{f22V$>vxTpbIbWbo+5Eoo|X=tHdhDIH-Ov5&KG1!>hMH zeWPLy2$}|AMN)7A_5dk5Itk)Sjw@jRm%aEMa|!@uFGx-Sm;>Rb-?LcUxxVOK13Mgn zWGv26cgCPo{r#V)u<9??L!&}O@cCC7`&rKO4gp~j?8&_xOz`&K7Jvze@G?P0=(EV# zpez;9I>H6Gc)x`W{WbRM4&^_Ls0SaMyRWuwX;<z3<egx{$G--te}Fp+-_zMgiBfm# z6>>FxhmSa6QmN9&gQz#5@haQ<->AEDw0)T$>K@RO-Y7l5gO1|sVK*K2_b|?k&2MwK zZ%O~t8AhD3Fj|QV_P5>PAsBqI5M%Fy+beT?;-Nhn9HYUD=p{r#r$Bdtu!Ah(Ickn~ zB^6hX#upSU>9e^uL@deyxra)QE|8tG%_U+^VT@0(5r=v4rsgWgll*`R`bEo@d_yC~ z;BjrbNY%}?w_l?)9YNI87D49Gu@oauWTAwZSLbCD&sjy0HwsW2v(&iciT>B1hq%GA zpH=*+b&+idOq#B_0<I({%J`64jeCzEhr;DGfE-n0TWjBzoppCKo@Thd4NoP=ETw)h zuJTIy5s$Z0?ldIO6@AbDJDqMmlT>Fj*#(N_vj&%0-~J56t4&&=fBg)IOT*R9@*Ioe zDtJ4;b=lkL!E?0ub-tuvTjwkQ(PezgnYN~PcP9Jg*HYsU3+PJ#lYrjYJRI=**q>{# z1_Rqgmb;G(CkUBJ#_WAZY1|&4Af=W~n{eJ(AYe|z@Nrfv%Wq_`>{d~R`(sAHF;4Gj zoAfG}?A`PCYW{-!5zEJD_M)AtQi3M#KX*S9?SX-55o*SSZ5>#vA`)-Dg1xS0s)hkz z(ez4Qc=FQ2o3p)pemJ=VXhDGEl=ET_yG+QkAi!ks-8r2+p_zCI!bZ)*J^281AemPI z`oi9n7O{Wu#<=ivf;`#yw$^dr#8=jSk=s8`AQt6Wg6P*ccLo%>QG$%BNy-`jn>jYc z=F9||SRWy|o5Z<0jm0UjaeHK9XM3nmmN5DH{<43R)KOR=uG5(Y=DX2);lQ%PzXME5 zKsr`v?jh_Y<9C39Ik#Zd`Q&@E;;T+y-Zvx9btVU*ot_Ok`}(>C-FD#+@{pYYP)C6% zu(oo_jTI{{+EJyCrX7M1@)%FF=!-47GJj=jpg}+rRWf{Bt|hqr<{IlP8*U!)&}9ae zWW9TuH<;Km&4b9Z$&=%)XD_8<Y(e&nNi^PR`Ec{BS(QjDMy?intCnAu=kGJM1ft5G zal3c4r+lHhi?mj{x0mxbmBsvej@y{eIx1XahZ-Qx$G7#F*9mxEMkLWG(jMM|WLdsp zu2N0#+P@?HFZYA9+%d7Gg$FSz#63s+^dXF(M|u)q;0)0oCDkn!b<SQHcsoP!1F!Q| z^+bMLJ2ov(Li|YxxXB-?zFJJC6n0?GeET4TnmIq9&E9kty_cClnD|xYvEnZ$i~c7H z@y;==Nxq{XQ}DtYP^o_!U)nzF`k=0A3cC^6y=h2l+khE{E7g<AtgQ4<H6RC*usKnf z+C7&?66NEke0q$;`;9<PORqcqz?-}WsiNgLkSdT!m5lqbl4N@{>JgCmJ54T%Sarcs zQpAkSvKhcl+238?h1>na(7t2CbBvE)N^9z6ZCApEpR;qL=-~e#b59<!9DTRE;a>r# zkZE&r=KJ%zYweKntIfgx=9UorXat%fHwfO)3LZ2w#Pp?jd&j4PFak5oZgcabrGvj@ zgr%&HV~D)%z~Oux&`-@U_icRuIQKd}xZ2@%EHUKysp}2az&a_o--VfMGdWU<sF@O$ zj7ig{PPKYN?ayp`#QpVD&Axe-<6e5U2Cz}(u+^32cNfR`FL>FwlgLSZ;ftd<8)zDx zM2EjTtf~w0&k(f*pFhj7v`YygFq2$HqlK-yOL~y-+L|}<`?Uj<sKb8dJ~?uh1&djt z^jNJrVfp)qY%T4<?!iZ_Rz86`G1YQ?&HR!3wKtAAD$R?snDV^o{*15E&rW52bpAO! z8><AaMH}~ZgSS)Xz4w=6>%OqJ-S0^LMM!GQov>DH29Qw{Y!(w+`q~alj~&k7@!fp9 zq<Y)M`2SMBL*KOQp8HSYe`e^DmmK=*qBuchW9wq+IZq#aywo7Uem#IDM$0CA#Y{&F z!Zwq=ZI}ZScpn@~<`3}EunVL8Eb#PX04y1O)M@i6hXkQ<q9+L+M)ZMoRZX%vOX@dh z9rew314T&;6Zdbr!b*)0F?LuTtTy`ySvhh@WaNipY(?SR1h`J23P`&bbY+6)7vQN6 zGNMhP-|_37S(F(;>Y*NVg@@DIe&;#YD{(w~&DmapB2Ow-*;m18q<mPJPWDHcqu=z7 zgMCfgC~Tv`@7FR<3l<+^5bXb<9o?uRwv4xAk9n*KEuJep9A{*Lb3}=J^_?d8v8m}s zK!Y)H8O0K<+$Nc{f3ZbwuBmDA*LinP^1{&yd#ZQ0*-#D#Y#pnzsAP`X%NXz}C7+c5 zl|<T9qNVJ5rBNBq6gWDGfx=yPkhk;bnr923M<V&USfJ)Km<>AsaI_x@y8|eu-K(e( zxByloFIgjgVz8XG-;1j;@Umlw+d&n~P8e&~KH0mH5aUxj00N{UOk`h9F2LO@CG|W? zHzT%^Q7EJhdi=XgSC5#Y@TZEjKGzXv%f%%Y=^PbjKkASH5gKKWMEOsgIRxoMJI-R^ z7%76``y*If0R);gQGpiel?Bfzg^?KX-=bt0gX>Q%)%{8v_lbkQ#<BejLPUtpGQS(q zOz5IABF<1@E?X0Q5^LAP2V(xtl`?N}F9uIGDqmM&zzZN@1;}o_^&7Twz|M{Nr<C6r zOOwL4cX(JPMo{!Tca+aTVH;}`U-fze>yPxY@_@U?ZNlmYfJv0>BR*$YM&`Pg0>+e6 zEg1p28i%?sf>WIf<!#;J?4rcBWfX=Hb6o2>tw%d#Ekwn=3Q_12CM5UImmuBaCEs#- zJw3QiAAnW08#iq<6oM(#a}lG@L&}$l_ed>G^c&v}e2ruYKniTsFL!qQVL<A5zglLC zbx6u($BgUR>b5Yu-3NhwH;6(Hb1&;+l*LH=H+j(BC6_SIJM@wF&Yw`Bht)bXd4{Rv zm^(RWCe6I;P%D~Gct1BaaaC18l@XudtMeZ*4}j*7u_db#QK!*wx?1D1DrtF8yP})y z6;d{Q*C_dnjO|Cx`3NQ}X_tLv+q6##=V}V+hrI?=Yyo)_-d(+N+Lt!eLOW8Y`8$an zBvzQM9-xkd#k-<ipf}TGFIm$BX0>SVSEDJrtZDYYa-jJI`>$XVv-ZzK$4*<m(E!R) z)gpNY(;VN4_KDB;aG8Eo-tfors710it5HGZ9P;v+>v+MLZ!xA-YnryQVYQRa_>n7Q z^1b`Otgz}QvGaT$@@Dmar{5um8j_FT|0D|23MJ9+2Sj`g>_aPB4^x>Lzmivh;-|Uz zD=+32X__W}^s3)A+d&54s@t%J{u*z0e>FKLcM!#AmxBfJgTM_wQ+wt2#<$<?@CP;f zr5SK=Ai2i<X9C?b<u3@{i>W{7P{Mr87(X;Lmy#S5KDx>Vi&Z+F<klvpz@9!yP_IP9 z`liudlsf^GS%oI}>plK1S}9OxqcE!s6Kf1A@CYj3mjXt{6L9d$8f(n#49a7#L0_f; zO_%)y+9Pv8;^W<66)%JK7Vy777pV}bL5-EeC>49Z1eXtr<(BH)jlWyI_ZJsFL;{Iz zahqCk;z96d3EG7LwiUpImOZ$&wlvwq5Gf%0Zvvew0G?Q+W*Bkejr}iie5sH}RV_|3 zh9Q8FVOS@(gthgeA~*c@s(k!^6?@AK-`hRk0pZ*`o{b8^&W!*J=tsi5nNI=1teog@ zC55s=qfFO(kC~>AqaWXa$;HyrDZQP)wsDN5{^J73N+&g=hgApV6C!~^4TIj8ibn+t z4`t~Pn2O9wy_ZT^!sf%m5I{VSxxSjIW1V7kNB(<2uD^8y&EP(NPafYYx$)a4WbTZQ z|LSVG;}C;DqI+07l0|F+@E7vI)l~O{_<0N2-VCzlVB)u1xf+3PhZcEBg7+9Y%>H7X z6y1u#W&y3mg0m02(s6E}swZVi*j;2c&vDKd3^o7%rVnjfu0Kx9Cp9Y?Vb-le$MzEl zk>TDo@qa@`LBm_kB$D9ta)#ShHvCG7deOLh4l#g4MnbY;g9`+&;{>=;=y>@KjFTVT zO3%08dpTMaC;`+SgWyPiP1H<Eye9BG@yzi>@iTO1at-sFN<q)IC;rvz<e_PPtvE;9 zJA05qG4_<{)K7lGrx#4wA91-$Nal}ZLxr~AG%nErtZrxMaP1o+Y(M7Xb+4uSRI_KJ z$WY$~*M5HBROF=w(+3%TokYKJc6?+P=#6()ujgxPa=HSuh8|weO$b@0t(BS_?IRyw zo_Y(gmI^?Qn9>|cfRkarOvQ2z*<AD%BupI+Qw0IrN(x|)Kl3GIM6_869t^y9(_BG- zBFz@yYLxLA4a88?)ztyKmy4Yd$0Pm!XT4AK53K+K#U*{(7|+G#<+h%`CFAz?5ZoBE z>m2GCOLOFifsgfDis6BNIhN$Vtd_&g?60`)ch($dzQ-77M{s=$o^etp;}|aec4n#D zk;P>FYepGi?Q<<QT^*Cw{DyS}k0|FO2{a?|^OR}{^iqOoe&?5}!{Fe9&EQB<WEF^> z9I9l22it0hhFkH?Li0f~@8l=9aUg^O&?Tg=I6PloXH7h}ac?GlDzUcIX?xwp#TuTF zm4??FVGKbv75CaEUkCKmF!{yZmoit^4<9L&pp8w)i0mzM1nph=Mg2<4)spws@eVHm zxx<)tr>8Bfd@iG^rWfhE@CIJ+XmYu(lCN3MQx(UbS0vM(H>pqf>Y6j$!XHD1HrGK< zfw;P$(_z-JS^+=3daH$Y@B0_<@RI+}S?G?ZE)#5Jzx}z{{OAz-;vFutwamkPxt#T= z!L^+I!0TJUEhx5)PpwBxm!5#a?-?7%y0{1)z}<m^eZoyoVVIe<Tl1y(%2^R?@;+bQ z*JPVZ%9S==6JmgERWE+R>uos;V_I1tJHEuHb|w(yplD0p0$ondG4b1n1c`|E&>sI@ zb9kKz|GPx7b~%2E6FuDDRUTONAx+VkK_|6qvh#Xm;(n@l<efA3d2*yr7CLH}Ms0cX zb$jWu$5ZMpWMrDHEX$l-wuMgJHKES7rnJR>Vmv%Ke_3NT&6r)r(f2|?KnhV>QB_g< zchZI9*9for{|CbI2(kI3e_fk^TUZ~BbvtcF0`6xVx1UJjEo7Bn)JYp-$wNyWggY?Y zU|*<4zgC#ZXjb{A#@oKY*k-XC^+UC8s}NtV1cbj;?iV|^7rQV(`sFC@P$z?1R9=33 z^zlD@5c{&p6zRXv#4zOev6sS!V4J0~tN@dIe<Rh4`zMbd(qoGk(c7Iuzg>?jX=mtj zs1!({!*ycA+ZlHlp9<&Q=@2-2+sK%0<no{|{Jn5fhGJK#7jbC)QVxu;eMS(*a9iTp z8oW8JSN4|?GBym1GZ9iE@X?;P$dQN3$mUrZa)fDvhl(R}^vTHo5S6k@{TTb<xm`r4 zngCf%(xLQ&!x$xW>tbLpIm&E32IghUAMJ_PGSXnO7gW$M^x0-_ML`gbr5+exVsbvB z<Yw~4iy({XTa&}i;Z)U^&$xn3@pBb|&CG2_bCipoZ5M}B3kXfmM1v>ay|c8xNs|gv z*S>oHV$Emo7YYnl<y*gQyKU`)DpJQ-U0-WTJ@o>bjGct`)~d&086d&(?C^t|a{=io zDn=(HxY+nADo&K^v@p6ilDtYvN(x3Je37XX-9+~vK}T&;4uE7>WwSA{ddgmG4gQy> z)4!n`6^S2y!CC_`gXWcgcfE1bGm~e5Aiyr90KNU-ig4Asz~IRdy{oaOLTguh8%w5x zcT^16gZze8K9A^^pJ%nhbEz#t=GLuV<nh_}TtG{mHr`cLaY%~r+QCOic&CWS8dqc_ zSjn|`cPTpu9s9i~Gl=v?I0NZ7I^>bGq9yV=1q1um{Um3g$t0}x;ypU7oyRnX`aMEb z`c_1?KDI~z3EOF_P^GP2FBe0$n+NNf)qrjLCPh<ac!Ejo8|Ywl^UnU`d3{2bsFtYe z*<5Q~kr4k$rbm6!B;20iS8r7UEH|Yg_P%56Fu#wd#0bqbj^fjJ7wt=|)B0ry>xVIw zr#opML`x3HFcACz5jDT(H6Y+UDyQ~atFxS2ZgL!h>b1B)7wasSoQgw2Lg?_2|08+e zOa_pWG4|gm5F*4aC&%uZ1`&Y@ea3=M35po``NlQ?uLh7y20MGw?oCQg+uFr**ceI$ z0Xp*VD?2@Ghd(nYovSMkw&2B~ntMd*V=q4kXMW3!sT`OdJgtu${cVeQr$)^gE-p?* zVd0AoiOKU^_@A_So2$XpYmr))t4^2;g5OzzSwJJKQcO-MO@Q^G>xf}2VSjs%Uz6`n zIBxAaHyGk6^KrGS_(8DkP$W6EL{D@o?2CUoDoX1%J$enbrpN?+$Q7U7*aeOvTbLog z>mtY4oTGoMj!8}4`-oI(oy}a_{9QzTMvpnawi1dMyBZo3-1{*BypE6pU9swdrzM|2 zTGTvATWGEC$h$W;h7~>9)mA6{l+t)0`P~r2fO=jU{-v!i-Oe=p{N9VT=9@_kT|5&r zp8}tv#fkR+-S`n8omR6$egaRL!-W(OqzCR#_1l;5ca#7}#T)CLk0~y3Fe;3vM{+X! zayV9%Zrj43N^#hIS0{`V?A})SOxz?Y-b=l+8t7=Em%bc0xpEC9Zb>Nr$?#Yp{w3rt zd}TH+u6<F7jq!2b4V|;66mguZI_6eXf>i41%l=xyU@NQC&1(LfGgjdgW>#BL^Cp=6 zqr)W;RbHw5-qT^UhDkY*->7%D{3!85k{;;^4cL4ot*)%8IVc|h?MF9BZxM|E^l?l1 z)An9lm{JqPM@pF-78HL)?90~i{@3SNKKx^ch(bP{6}SleV?$AQSN@p|CuD5riEig7 zoi&cH;Z5RhN`5GFGGC%R^>hz^vx%sLvrfG^5t&M-pBj^7odm#uV;tum<AaFVV&i+U z*%TBIFwkToxD1wCv2XAUv79@YDVds@f&nWz05zbbMWU8;;%?{*H-P?nb8|E0sidq7 z=jP#YcUyNI_7(%fu8+`_UcGW%O6<#j#5<_j14`GXz1caU(&PhAeB>Q%zzX}Q0Dhb1 zBgcd#tDM-$?KcN<Z`wFGJW{EWbUn?{O?MxsGLhD^^f@WI)4}vfBfVvsjQIuq4EbxH zUCxJVhH9j#?+78++X3nebw;u>3&+Q2riixBJGjdlZc2B)*Q315p%&I#W5ZTMHXbK! zxE_h55+@|0G@<jAhmR^&YLMc&k~umYY(>R5(l%J+q@@J<ew*#U^(WRf;u`Xg2(OF+ zpbt;U-mu{$R!N-eq>I)Qz=KDZzWv<E=w?O6gR{imnD7!Z@^)9hd*n+_56Zl4Fogc~ zm{09In~1_m+g>Vk<ygnjB79T@HFFmF$F_THuB5JWo$AFSuDEDF9#W#yl5T|;Gq2jI zhzQTXwToo9y~7K;KH07EQ1@~fty+c)sD-yNA(p%5HE7ITmJZ#mkgI>eB_fjxH}i=v zFY|l#Mo{3bP0;tPH#p_PhAX)?2pA;M%ZJAt-7C%^Em{xIF!zAGr{JxwgIaD7uz`Vy z(5+iXF2?W`)Nr-col@CTS?-vU5c71aFN#>u$7|@7s3M5SeLMR32?i$A#Qpx61mhJ# zXPvsn*1kVeB*cdVJNo7N0X7@y*_vy@@v2DVA1+#knrWk#>x`IC3CZ_+J03$dufm4t zz$L|SB-w>mK(8Wat#Ywb7cu*8?HrN^=$D7Rb41B{wK-q)v?zKnJ{{cmPe!oB2RD;b z(Uj9r>e-z=+ysdQsH5o12w(NJd4$Haa6RPP{P=`*oAQUf&b<JG3*nEj(8T8eezRKY zXZyP}pyTxSIALO3m~lKB+=3OM_Hal!EJLoaE?=z<zBt7WYY&S^KiG1^g+<NO$#3s0 z0jsEOad*>bezwO%nq;(uzE@-Bp5c{C^PTT0ri}>~U`P?HroBA#SCAiKk5wl95g`J8 zIv&d^z?jfk*}#ptb*3+9pt^SSh@7b^U8H=Ye??zVz3`z-m49e<QGIC!b&NI)lDOEc zXK@I+ktT;Vx1ia(;%^=&jH9vGR$KT8aOc;vVEKJHxH#p%=f?&sAG&vD{AzOC)vUN~ zDlIJJvRm&sX-TJiqQ>!f@t?2YN6Ihdwr_KgT`gb-MwrL(YGVVBy7-+xuqkq6HDXwg zbYY63O6&e%*w+!QaJm8q`*mMf4%zXA9oXm1nu4j$6Y81*5{NX~t(TzLGHUi47q+!9 zRP=txSdro|hZdGker2W6m%bHu?;=~x;>>6RYQ}duM7qS)Q+q6rT`#3x2u@}lc^mzP zg>?hRdxSYp;F-7prwp5)u@IK!aCLpWrAh>@kW0}S`(f+oQxO`8A$INPtP%Sj|D&T9 ztU93$J=n9+RxZ-jUIgDg(llzP)s+p#PbY$8T!B<Vq~i%#)+{gfo@@vFPWpAPgVnmC zdhOA+YR2|~>p1n#@7^t=oMTSeoLh@y`?{X$`g&cnpSyH#VfOZTdpn<&yV`=oF0Rl| zOG^!AijdzGUx17Z8-iaR0iL+6W%yJNBe&N}wkeT7AqY!+cX|ST7Vz_VyyJG!{Qsl% z)v|C-Y%prqD&}Ks#hzRdr+9AIQk~DS7|9Jk62pH@@`Z9~jlF2Z+UN^is7$_whT0GQ zN%yDrv6pqxT<)?hTus^!<6BN5DkUs@!JQ0+(ukn+&fN*orLGd!JaROP4Zrm(k1Zy; z{1zl556>5`^sSeWu3cT)q;ZhF5z9*hG-e3wk%f<BLUhXURI|7rg^n8z^O%qiyyL>0 z9p|#ZsUNh8+J8~vwW*zjA}WDMLp@mOZ!!!%TC1V#fyz9H1-4J_y|ruS->OZd9CD;) zd{ywQj7BSEet59B_QMdy*IHX$!Qh6wWB_c`!&38ux#;pe+!e8n^_yZNBKp`PsMr=0 z4BKZ7R~9mt7cvo~%5g7LXB*F_Z(@ShKoakJQlEI?SF{BAnm>w>>FEt|PEY7~u8x%d zK={IIU+L$2F~Uj6`|<yS6wIKh40$T`)h$<_AYEyjn~xj&(ssOmv%Pc>k8T7(@ve`- zKKIs%@wfSk9}WWcA7V|`90FQSSYwk9){<rd{Q4xL##~u-L)gV7=9q8jxw+2UU%LvG zcvp#Veg&uIRvXvj2P2Zm!Ye7#Qy1}&*$l8R3-e}W12G6UeQm11^fV%6m=}|1ra-Y3 zw^7qQIU9ow;ZN5%tqxg^$4pGjN(#gl<-prN*v;GFB*L^{heLZlPd$#JN&Y<!ZEU$* z2sHfY4OZXCKznu3s13wdfNQ;GPa=44G$v^4aCCG!nRX-y_fF-3PHL&u?ZD!rpl0}~ z{V8-m<ghL<H46xFbeJ8IzJ5~}&kC~amQehTnBl58{qff3(Q;#thQ>a+W~apNn|Zt) z_Dbl2M#5a-ZIDNMerQG6PCTlYFn@&-N*gA*VpZJhf&3=Nn?Z-AV{2EagOe8~>*;EX zOViq0!z?Nw9l!W~8vK7my;W3QUDGtWfdC0ku;A_%f;&NiyL*t}?ry<?ySuvvcY?dy z#@*fZU&-@+=d2sX;DWK~wP(-n>guYWJ9NgO2?RrKU<-3}k_wrxLR)L6*tefVIJ5TW z$7kyzb)+#)j}B{S$tNYH+R;~VBKph9Xp`NbeB_cH>=jz$tX_^x78xRt5Yc#_-|ZYv znIVjmSo6lIgF5A(gDxK2{SN1P`XkKcxue<~R_jeqyoCVWlyI0%Ikot-g`0{Z=Td?P z-0VT?h~VwuWQYcHLY4FNNJB;q1rPny%}hVH%;TL_K5EyafTpJ-+J>grWic?JrqtEN zBOAk#(Dr=?Q~oR)HR)4h0V+sHURPL@XC;An6Ny9j`DAQ(yqWD*wv6xN<R|cRpnp)n z#~Jt3`iC*0u?eUZE!gHJ1_VSa>fK0loK&vWdG+#^IGS~x##P$A8Bgu>{J^3O4Q*#* z<0Zp&vyz7tGadDDTHN~-n)V7z_EW^Z`Pq*UYp5<ieTRqJ%oB5Y-WbXuxG&ylBDQE~ zXqMKP80o@h{K@`B*(dD~zlE`b=(i^%QO*xf(oEcxbJ^meI;2)+KE_H9>JBkEqOCTb zdCFc+?Lxs1mX~hw7h^EwAb?UFhrZS<fYZNNZ)qqCj>X^KX4r%!2)u75G2^*pTbSjR zym*rs;@(%iv-dbg&^_CAy*)9EBv{@gyp*vBL3yI%vdd{OE?iM(PVv~b_L-f)vqcmg zkqWN#boj1!gF8ODx{zh9aCYbJ{v3neadpWoiIe7K|BwcY*!in~KMcX0xKZ)Tt)$fM zBmhSPj<(d&Z+L{$&&<alqg1D(UeV#oxZ5J0^-}yPbXDpyoz`IH1?Rgqz`%)QKVoj6 zMMxvWm9$@bVyX9;N%<$nZJ9gNiI;E?Y4gXdo?fG)a;r~sa=c~j1)8}jeTdC|zsTbv zk#|lcU7zGCtSlpmQM^>SL^=uiJnl~#)?}omXW@Uzo@^n{>O}rmO{^3uc-qQ7O7`A# zu!-b&_8~;v6D_c-)7kmRt@{FyDL+Fwiq6>W)dLe>A8~QFH>}F+%m;ohxO*nP0@cz{ zo6yB(H|WGz>Q?<zY?74Eb))E;LuhhFkUrtNYvMz^o8T%IHnaN7$a99u`9+n=b+`&G zhZ~pQ=7bSBpjH&T1*3vCgAEI+mB_>CQOi|oxUY94E+*#S);Xo7!<il^n8@;w2Iy?Q zm40_={o|$UyVasI4T@TRhy8=iRtjRa`akI-U@{@=Pq7K=R`nnotY7uyln74Foldst zY{uY?03B$1m?9trz0{i<8fp5_H!5{igF3}fnNU}qD?fBf>!~My<IO54(Un$CJKWNl zu~wGSYAOny<DwbmoDl~1wyKbE9iKQafRSxYK3?5nJFcXsW6R18O{ZR76+S~!A<M?x zol@-&m>jgcHM!3py$c#9MC)JME6ntI9HOoK?Y))$FVK)*%}cn_UQT;scJRjGq6O|U z3|c&P>5r^faPaLuB<x{nQQx<hd~<oQkn7x=jAnVLSmk3dbClJob{|?pLQZx)kzuT~ z{QcS(R!Ic~O2G`z99m{>9CgJBm3OL3xavT=M1ErPz{I~W%<AyW2>Eg}w9_h~ewdfE z>|W)I3Gr#`;6hx<#dujsGR$#66Isa7Uidg{0e0OkUFf%ly(@58Q!X}A-0&@~I0Aw0 zPcB_G-#7T!1j_Q+^MiWD#U?&T>!>0%8;uLI2oHw_>e}Ojn1xx?6*Ps~hFwBAidpLd zmzGmy$+8wfv(tu$p%8Q@a4Vy}ad)w!^v{-eYegI8C9Xf9D$DlFfkZ%~Q~uH7JV;Ph z>wPQLCaRgVX4Kwn+iqDnSK{ub*8=#gD)CKRmT+1*S2{My8{S4Qsl9^X5ASlId!w_n z6UF9A^aM-Vb_2n;Mrk~{_0Z7JHJ7dMghOqzkH22oB8C2@WdWjPhWWylmI25h@>bHk zmbHY`Gm0cmE1BE)a8-CudIZE*S+c<ubH-WB;k+;ls9}ht<C7aFHIrfIheMj9$hC7b z43HSvCM;nAn&MJge~Hkm+k1=;?69h57nLtWIg2`DIy}bUR!o&r6|&}zyLF9U2m&>N zuaf#{MX`>`+B9$tKO5LYmq}20+v+R{1XOl*!}s<wun<?Mbr<qh`4N$lTusk*`^5Be zSJSJ@#1Gl}rgLuwk@W4g{~RCF3eGv_2)0v_GbvG=tf#@$?HnguP32s4wZ6E!=MK~p z=MC*!d-9R`O}`S<yXN|;QUljlML`O1ec>KHEa9lpTSoBW*gYy`wc&1f?)-HB&M`|a zaCk7=KiyK9`Ih<$!B%`+BjYWX&sQ{+Ho<~ZS%N`7OrTVZTrwjd9-GwBKU!B=3V*SS z@|wh<rr~`(DQW~bt%%55w_fxKA@ibRVDxh2K$HKk)*t{XcBjI&qA4sm#@;Z+j-tJw zp0<M`2WJTUVVThZ&MXC}?^I^uQrmu|n(h9Y`kRf^*qnaK-15YL0cgQa!Iwnu-ex;a zsc)b-L1MT24_tIPqpmJUu1DV|AqDD7PivEM*t`AK-owMB#IF98*|J&7K7dmNL3|uM zW%y;4BlAo#m?GDRk9aVO8uD!-ip}B*B!l76PWeJu9K*z&j(LfW_&u=l&I7A=JuS>G zb)|h(Q>&?T+%WTq`3=7ZYe$)J2Mg}7HnVg%BJSN;g!ZtJz~p3KbFBh4w?ObGY$pSo z*`cZs=j&*w@xWziFwYMbi3mar46KO~n9xCoBeYL}m)BfqaZXxJGVc*0y_^T)oGS>a zAl;fd?i_4&KH*qwHr9qW1LudSZr35Vo}LNWIeNdPao?2BJF(fspC1(o^SrpYxVtNe z(5n$xsqB}L`P=M4ZZHbPKTe%qCx#qFvWjdz_eUN*1_ZTQJ~;Q!Xp|XD)dD#JM8<Lh zTwPM4=#P(2=N38}2jA#HjMXOYc7EpYoTC~12EezJ4&LYT5_Mcx!1Za_BxCBugbv2% zTl7i!_A)fF7oo8KS1~u;8&cIIN`$A5u3V?#6%fbd_1v~UimB*bg0-Ll>Lq*k)B;{~ zBZ(1(mY`<jwhI`j4bo{JDU`oh%`4yVP0zPfhF<x1lh884bap;wU2lf8Gk!@|M2m*S z#7JbIVL;Q7xx9TQuNJz&QinGi%Q`L!Z)k+8Rin026*#$*|3Q+nq%<>{uSB!3ivbbr z3aXJQCpKZK?T?)7N0P8E15>j*1B;`Cx<mbmm$&&mZDZ)(ZEu$_dYu#Z4MAkTvsX2V za}T;sD}JtM`=a2E!*gHtvo7hfrhH4~4G^`g4Tx%w@#iN4;_T|``d7)oew=r2A^F3< zRPoIES?%y|Csc4=ig|F#+voH^H)0<3r&3w}OQh6rt3EKO|2)!{*EpGOWbrC_xmFXh zqs$8GL9ZjG<{J_>^8UGJ342!)bh`xZ4G;+?@bXhw{*0&@A6^m*>V!C>(8k8zcyyH_ z16AY=)Z1}ZTD}9Nyz0+vTNA+uK$(9ucxrS~ndZn4>Xlc*6B))CBDe@nftz$B-wVUs zVKgqpn8g>54+E1ol-`N2W|-kVMf&OM6|RQTKkz?H2E4Qv;7{(JyIJsbtV?uVmSW)T z!rs$|hBt4GK#qkhT@`V_loI&it#=aMnBUWs<V_8-EUmv-xzSa&Xx6)?hVy!+@!I*! zo2H%yB@UVp@-Jzk9P;^T1?AP{v@1PMSNz8E-+GlFN0wA`Xu-mgkMlGpFrnUMJapha zl^7R<+;9R~53He)p5ETUojiSr|5Aeacg~~5oXSdRXXH-_=T?zbqNYO^YzG!UZMSz2 zx}HvmKb}a5<E`(C8Ncdgyhz*}1(0`NU@=7ttyDVA>Z^nMSdT?oOp|2}D7?NiSS?d@ z&iJHBx5`aD2MtVRy?cCWG=cj*p7z@k{C%x6k@i+L{ia!gR_yRiL{#ebl<uxZJ^VR* zB7sHJN<UTg@Jcm3MXqqvw0IS^sVQT^<f!~M?}1>~Qg&dP;G{ObfGhtzHsXh|;qIw? z2{2p$ZxEja>KcDEA>;{dmZaiFD7`iF-;{O7^297>h{vTScvJWm*?LSlL;XE3IPG0! zJv<HvWQ4(ZrXKQ19hMw`s?_gu4D;UA@U`pc=*&oG${DIyEW2IEXY7Hl->32y3>)KX z$w)GdUl3t1eDIdSd#()2%>0Y#=a%$-{C9cX5C6p&WS1l*Jblk&vdKM3FqaeWGnBS{ zR#oTiWlC{V6UfENK)(!i=kw5^7quG^?GXEt)tl(Xp<KAAvYO0%7A>@2pb}H*TbspO zI3UJCLe15dMnD{A*($eR%4EX~)aL3fN!@SrJ_o`fNMy3@`F4NVu#1GgZ(HCDpN61f zmT$zU$7HiC#?3MQt(OWbH)Z27dO!^$=~-g<%<xd^=N1`19AS<VknT=hiEDnp%~yOG z{n{@aRu)dpB^BPw#lU;yrveM`Nh%FUG8=2*ka%#u$UA{3e%O~SpNzm(?<%Rn_#`UV z<Pi0?2pTnv!jc#n6)x_&W=P7`oq&7i=h=Gq&&7_~NW=KNPLhdQ%)o(HwePTG8z!1! zTf9ZJ->&naP;O-I|7?DT;CDG+2V_}*4fODDTf4hXM`-_50ME0<(?(}9-qamNx{73D z-p`E;neJ31+y@~+$|-}`iy8^gC<kQVHS*%cCutMda5g71qlhIVsLvClj<#`apCKwI z)x4hrD@#B?#U-86ca7_E1vI1eQ+4_v)-PAtUuVr@^+o8+wX4I1hcRG2uei_4G<pM6 z-i#j*VV4fNIJmRe?7b;~OGDjW<%iV)Hsp2vL1eIEraq^n<jpCue#NKbL;i&XCiM=g zr9n@##PpByg$w2I0QKBd-SrzOh*PLiHjHr3@rjd&N2!U5+d(>(Cw{Z1AUK!*5plN@ z^r_&+jgdKF4*c@g-iE@5<gmvQvw3M}>0S>`MS=wFPkc6-dB?>ymouM>kLwFv2RoPP z?z2+{`Uq7hb#MVS%b5)SuA2}A)|-LQ^Lny$hK&3FxBx);`fKk2kaB5zJS>e!Py4T1 z$b|oyzhN@gp^@JbDXxxpy5baT6I7MouBVdFHmD+twYTyY#%r0rJ!FLJH&Ai1N>~LE zNl~n%;W4r>@0HS&^Lza<p8*j?hZv9NZpB*h%?7N|4Mc&eCZ7Y_cS_xQ#Hfdwt@5?o zrhl6(8w$OBHDJtVS8mb;b4qVrV+?>nibD4OIjCRoe4)TqqgQ{MT&|ef_nqVi{wtTN z{t>n$AqtCXAeKho0*s$ww5{l<iVAE)J?RQ+8?7qr47{at`q1mtn3l3Kjr}L}Cp0OL zai>A;HJmvrX`|O~4yJNvkQZ$r69VhGZ{fq2*7c*ZfvPn>Pd79gHwB&6WGX&)Pzydl z2M0zLC^oP3^h|~*><qFN7A~lv`IxLlPrJWOiT{fz8thvWG7iiBqH(5njo~1!b?aog zW<xZoD3_Dh|Bx<B30#>n9@a6#+4qd;KVC^c^6wLHRVv;MC8((IyXOn+!?E_Plq=6V z2)euESDC2(g!5tkV<9Vp!j)sIYFAe3?KAk!$Icdm|B?&?-R{bjVJ|rhmb}|}lwO-A z5eZTCbC~6@8^g&*(C4uG?Ed@49?oRWL`OH!D^N1U2|GvU_I?6-E&xm{MUDmu97ZHz z+gKeT(Uo~^HE}K~YwD?<RbHx+w})?i?Lr&+u+$)EVaia`=?aBx(<d_s!C9mrJ34@> zMYi$fV3k4K_OjjslKq=zU=5TBoms>u4Cux7%0jn%OB+{RX;{#CRY=FMEK*4v*z)RY zaQX*RN}h=IVF`<%TiZo!Y1E-VvDjQO2P?=8ieepFj=Otkx%6cO0(s+A>M!*n`!dIh z0z~h_a9BgE)h{lcdoRXI0nMSZ=>wHAH6}n%AC}PLyu4vGBr?+ZUip6qKN`T_<}%WW zi=0vE@ljr;)*IRJz$-6qd^GglCuWm%zg9EMx#tXz&IX54mSl%%0D|Ua<37U}9O$@7 zv3~TZ(-uV40lIjGj(egPUd4znc7fXIp9GCTm#(Jm?{$B!hiX}z?uYQn5mqG3+KSB> zrd`&le77z<tr@fR#}EnAK!q2M?Q6QT^aL|RwBl0zsJV1}sjO^?Tso|cIG1U|^A5!g z5<%8PtOQ|+n{uD|&c{k1v@QdrIAMsEQZr0m6&0Rz>}!CnxB~hm?_ZRzFh4mP219gm zf-d1}%cq*wH9Cj4%NmCsf`@q(3Apcax&1-v7h&I13)k0>^>WwG&0;((!%sS`7<lW7 zH~DvV$Cd%RjeKq&GwG#q%Kj8f4G?k0i_smJ!pQ0@8^-q>Ykds*+5ZEY)ivh$l|u21 z1zV*~n;Rg9H8wUjIXUU;>w7KDpU>@d+_=^I50MeL-|D<tE`Ucim5v8NF1PS67#r;6 zw}30(w<^dzchtab><GQK4{zmg|M~SY4^+Lk7h3M|T_UL2%pPqgC!0v8sD2I(WiF?= zQ7eM1@i?PFswpklD<GvtoWgOZTlCO{>Hfu^?g0=vwz0`No*h(`8Vd5zK9F9)kq3K+ z>wDaP;TS*VdAw|q_xK;)yet=XA(YG+D!F*&4XB`P)Y%*(rzPoUThN4L^Y27v=pl*p z&}*Np?;OP)j{Ttj2O6QY2(7HtlTkL-fkpJogdX%*3?Wt7;mIpZ!d7kLQuT})+b&fV z$hROScy7#Gd-7UAdY?#zW(-|cNeDOVH<TrA2fS{VO*bZyK@!>DVb=N)@a$qUpxJYD zoOcRibHgyneLxLX_OQpNdCgEjs!ij@I_Gviwb&C&mq|?d`?&Sbll+GxQf@Z1MqZiS zLPmvX8C~mu7Y|qZu7C;2o0=t~@r#E|r}1R8aLXElGUo8_5j^I8h@``<8x^(p7Hmg> ztXd^)$GFqAk^8T(UCV+}DoON`Y&3;)(4f!ET9xV~-o{Lc$wuJ%Nxtz3)RC-g_qdWb z+A44he+Zm+=RDZ=u6t3gnQ*o+)sgNU_*serw!u?EWhX&;Zx3$uSgN-yJ*F^Kc4u;W z)|H{<ce_3|C@_I%!P>rP4+P6_f9P1@isaZ4IbY(hrv6l4Jc<KUu`43yPSps}c&jfC zq6gT}L%b5U=iho^>!i>@vZ42>t=my%?usybL_Hk94EpHzv9;*JmZ)CsqL2dhw0D%r zzSzKNURs`l?)e{UAxFTC*{fpk3WmVpFzsI)2^B8?)tT@7NU2rRIn!S1ZFs7|?5ktd z>293N{k%zzKO_O0Gr0TDUo7<Y5y@~i`jR-T?7le#EJ9|L)^6_Ie;WE;_4<sjsssX| z_b#(*uy|b4(}vHgmowrqyol<cgEIWq4B6<!MliP3=gUy)^^yU5jod!nsRN)+T&iFT zcPA$s@Vx`RG_NrGr4=9CC`jz!gxOId3*q?IVqcN7b6wiOe&yF`6gM&#E(~PfZMG<j zF@`}C=*(?*DJHu8iLPJlm;Z3O9+@2lB#y(v(nW+=$TBmR5-3y3dBQC#SC5FT&tq9k z4c?ee|1Kz@-Sh=xSSM2%gI;C{2!Hg3hNu5X-9vP{T_C>gVNxr<jZ*8rJ{U*973W;b z{*yDQ*1mcFzH4%;IN0kx<Hhb*VlL(~MXN?{V&c@GHunw9yY6(`JxD-4zQcK)>wj4j z`m=`e(by80`{tKNv*bXTOk3KLQEF6%r`Gg)ppwh4mXCz}UHXe9o1Ev|#OihN8~)!u z6F{)Fa_gVZ5p`9eKrHkrUw$6gA0Zmojoz*&w<eDFPVhhr%=KfgNslA~a$k=s3%~Nw zVnn8m&y<S^2Zm;=>3lW_PIb9|n`&v(ggE)svWOnnKfGE-?zw;~hQ~AMHE3GtF1^g@ zxtkBPb*o)O1Q8S;GS?&$AhQId4__@6)?bjcs(gSCnig#@Ro->N6I6pO?+K?&*_CpF z8saPK{BEsZx9CBC?LoB+&w1vcSg}T(hbpj8hYCJ3gOIB6qp+Q@Y=C>()@hf%k?gAx zw;iaU)N}n);K6JnHdBIK(-oJuoBc@$8mV$13CK!@I1+(podn)yz^yW<vUszGx#<|8 zBJVvqx$6;>MD~83IqG}ok#zWbQ9{od-=lwRyzjYj5NyXzw?|#}C!b97q5W-Ht{Xc5 zc}n_Srj$<L6IY;0-Xn8$u<Y5?LGwmUudApCD<CDG8na1yXkJF!zT>C?ijwH9-J7=k z(2$ll*%u)_>bC9R-=d7*^I@|&9Q6XxagH#t%K}CqNF>;J{7F}2w!8ad!X5+}?KW=A zW)BjLa_4^l$^5$?tH6+;7ZE*kvgC1R<VD0$)IV|YRgyhfF=Z8hW8>9ca3p^74S(QC zEjUc(K{vAM0ZH9bvV<<7TJ<f4oaM$qYlMzJGc~hYUCt9GzN6ddOx#<!85!zqrtzWs zd1Of1ZOEW>m|G-A2jnptGj1Q#eN?%$`xBM<k8Qnc!VjQLx;v|R8wF)iapk9)T)!JC z6-q{>D18L-<<aj&P+GnhaL{cMgPdKO=Jo4r9#k8T5f~_A=S@<!c*eB{^_%aU&UfDX zBMH%6|7+e+@ctA(kNfXxevG~v;XC546L5$gWI41`$(VfqS80N>Kl0q>tabP$V6jx` zrM5_kL+2wJXHibi<?wiw21w4zYSR_Is8jO^j7Z1MMCv}_x`rMO52CuSs5RMVojYs) zD2%^DIKcaS-|82WS&=~V>F~6kn0i%SdJ88ssslBl&)ko_VU+d;x>P2-a(Wk(MLqe; zhdwCGNn}`VhBA7C(f?fr<KwQtF0SBtd(Rz=aL0DkY<=F4KDG;W+k^?^I*mRXc`tIu zf$o>_oYRj(NOe?WqFuBfh)IdAgySh3Pc{xDJiUsGz(&0!_$Sa=ky9^QX)eXls4(19 zY>Z-eLhdQ~j3Sd4;yLnL#Xg-#W0v)-6&y@C5}qIa&b0@!{;ZB6F(aJQkSE3t{`g@N z;5z#2Q8l~OW8a@_X)QV#|D9hh5oE@{65kK1NG^RX^C88CC;Mogk0E_Qm`&08Q+xt7 znT30ZNQ=Tpe4Wl`Yr%-FdjXY-D#BObUdj#NoJ-gAchXf7$hwb)jsuqyhN^LRX&6P2 ziGIoNCIp#~NfnZP%>A**-YW3{V1+7-yX(8@Ojeq;bbFCZc#BKr3Ei%`B4LQi+m<!C z;9C6v`pqR9{n2D<H^6+el*1u*zQiN9O(m@*m~)0TKPZ%>)b0v^pWwQ@<i}TV?^OC# z!Ekk>Y+Uq`a%X=FT!vpO>DK#;yPPwH+0UOxN_Mj}(YwD1og#yZ^JyCj8LDdfYNrl@ z(lYd@QU55)CI<4Vp$M}s?w$p;2$d+D^CV`Nfm>p&i_AkNnQU{I(2BF7B4n+%!b)Y= z7_YBlf2|PURP{r!zPV;p(izu&0luK^HF)JqZqqCnD8iIv%)bVanxG-GWB)Izf}%|7 ztVd&`hMe#|8G4aU@abUJd9LXq{KSme?{yIGW5t28BqTOgXTsTU$S5@_qrAEr1TY4k zs2Kk^U1yzR;-fKUFn91m|0(C;=cT1=n0fY$@N{Nzc(*KAKDV=W8IJ*?3b5ZTdr-84 zmy|LBCex3)N<CLy5#k1HrO_P_OH<~4GQhbvo&RlVSG^r{QY`zyyP|F^c5XmtHu*$@ zp-<c?+n5~-HCDI9`%jZP-Z<nw=HtWyLngOj7d?~Ra?kZK3y`QPg`dsuwm%i(K9gUW z3<xh0Cmp65SjoS~hS(zlRoU*oU{_|)+;<BOI#a#I(__PRj+4Exa1$$-dXuc<MC>0# zExWS0F>C2mSl+2@+|dHr>T_=YbTkuE68?A2;juDT@)BK${~L6>uRb_PQ#_O*=ztd< zwSW0Xga8-EL0%j;L#-&$@?Yeim&b}R`5W2C!5uqF%0j@RuCcKZs9ION-(DKHKm3P8 zttH|Y%NAb;fIPHg`y5|#t{8roeq|-4?eDY$ecYCLYNiMf%TIT1>iA4IK0ek=vQ6YK zNlshKD4#g?!J4V<=~ux>>yH)=y_lfdD<l>31Y-wBp#CAacz-;uKL2dNsLL2@nS62n zylJ<gx=W5(4m9k$8@o}Oaz;5exE4TeSk(rmO<{Q_iZ17(HCXtA>hC(giI2I_adjha zs<*fS>uye2=3k_<m0T|qrxh*JumuD=x2bs(6fM~z&OpG28f?EzEkN~w|8p!O-Wu&T zkDleQ#wv1?E`-8`SD~89Y=)3;J}$$knqF?)%}%pgY1|EgP<G|PPpM*NTV<IsJY09O z(v`^0|0VkwO5`p)r^VrHe@0c0^QhujR6;2TA{e`n6Ur&j6|wcFtIH3l#Khqr#x|~; zmPy;ZZTtR)T*S!{VOHarT)yZ1U0skm<tl57znYqwL?a2b0j4xyj&cR?rUB(nSQ&OV z81esb>&Twu?#ihlZwMlN!)f<&ROU;W=82S)W>-#El?>PkaIdR#qOf&!V{FAuqOqRo z13^BV54^PXVEcY@>IW@LEOvb<ccXRR!V2`V@?v*>Za%HEcLKY=_KRCBhcy_szJPSd z9xbMRS}V=NKXQl=uO-Bw*os<qYIgm9Xv-9vwcbtY*!XD4GGtc9hqbL&^$+t}`j!cm z<0U<6a7A-kI<9tU6DWLBd+peO2V~sOj?Y(}v8r%v^Q@q#iJ88<`wWJ$dF1JYtYada z&{R^H_V)yEmD{^wRyP&WSOi}*;tpcuTQDlshz(p0FE%HFLj0h?t!lnS#Yk17_W8ZX ztLa)@@dfX9wkUBp6J!pYhIjqgeRs;j3+(FJ)hy}c4?>S{u1Z)Fk8YAd!oM9<*62}J z?^efXINM9Qtzs&v%wHI!r?WSJ-tXD!c!CJ!b%Eo4jnvxO8pM`*5)t3ptFPYba`9KB z5fI|V!rC+-{x>o}mX<bnY!6fQ-}<24aqE0EC64u2l5_abDo8x)niK?{+kS^tW9?K} zrfk|?Q2`|YMQg`Mxor&LBSx0N7kWBZnjYJ#C3mf@JbFBprB|l|GC|cR0C~IMx}UOu z(#4(^77jFV5xdu`bqG4hdYVG;&S|GriL9Zd5a-{ed!R6H8P&U%7u($&hzrU%HXDxU z?9Gp8UFj1bU+ZGxia;PXw`R(OeNmqU`SCuEoi->7bFXe*Xy{#Bmf(O`s%VIv@{ErJ zp_=WK@B(NWI7w~<CcfWagMP@)!uHpS+OKk_JY|F%BMs?tP^Kewj?=wZ8wrM$1Xy~( zkl{ZGj?ODBBAxC`DW=BsQ3Fd+3seQp{1exs<CcCv<omwFXRBFKso+W|1?tDQi&@f5 z;?Vl@1gK2JnYf+l=Dd8XGj|FNplz%c*I_8k-P*q=qhNwI{26t=*WU#RL~BgHdKpMA zKnsUX0@w=>^13<L*w~1P1*_39(9+V<)AKs)PZTQ_f&daGoqA2r=%{qD(k@^Txz?c@ ztP4zbCPfLgJG|Nq5=H-=lP+I1i)Ke-V>NYBpSbm8-fn_}JouM}*2~ctyA79`hIz(c z)iqAEu!6K>*ivt*>ZEv#G-LRbMb4B>0IIV;u<s;u>83YW_#=K0ClNY8PmoNX#4w;^ z$%_{uYgwGnbKhT51rv}^z`=Pw3;x`^Md9$5kW+(Pj-KhvE-VA`gaY&Yg#=2b(O3c% z&~{o?t3M0zpwk~F@}lm)Nn4;pn}q$Kl?j_jHV54|74WcpZxEj8>vMrsSCGH4E#`Ii zuyxpW$TY_($2OPudWV>7qLJN$*mb8vx&rZu?gn>kbgXh^P3+0a&b7l&{N3lG)hpe_ z>YCE}hfd%3*j}UR4e*r;HKMn*don+3Ro~~KkBzMBjdT*D)LDAzafbG((TF+JWed~4 zcNF?Hr?glgXN~q@>kE&QEs!EL=_&`wyvcDbjs|~;XPm1BY-(bBKmH7lNvBqCf$c-U z>qe*33LwK>mPp*Lm)nwzZ4Q8g9dJni(!&%KOYo8ed>$^{{vTj|LUi_qVzoFst9?Vv zPM?_v!{-ecela%gf9tqm7cN%;Td;Ly3hon8#EKWzI*-}f+oPe~Sp=c-C~jY!Qu&W_ zg97zlk;t{#GBVwpEHD7Av!uenjKmN;d7>i?2e+5u0P<m+W5<TQhbJ#AEP6Y+z4H!S zwp9AU3NK+j@w!=<?`D?0hoO{I8HGG;Jy%$A0OFlyEN{Em(wm=wc_C}u?5arydUhja z*-o=up*epRM?QmnL@b4d7Wg*3)+;jJq^x>%`+YY1JM)a|{5w;o?*8t(f&yP!R`<C~ z&rS<-I?TI;3YWs@OS6a5Sl?GkgIp>B>k7?R@b~P}v_g`@>aLEafhA?r%Is|4f&(Wn zV8$@R8|Nt^_b0SlXbs7_!pTY{ck|OB16$%W)*vbe%InKl-IgttY_5*mW0tyXGTmiw zfN1n>D1M{35blpr;=AlYHh#p@6HlCJ7@+4QSe;jB7Gf}lK|n<$fGI`?4XfjX?}Qgf zlow0nGb$azD+dbZx62t&nRdt-oBS$OtO}*;RL0!T4!%|r=9=`CaR9o)q=HY3jEskm zvRwVP`Mp|BFo}uo%&{H{5>Ia#AN={TkXC*9y`CGhR!K=o0WImHE&D&-m9Pk(ssR52 zV4DXM9bGDo<Kp?@>h$y!6o`m>dr+9kpjHLyY<4^f_W8%<+K3zs*gS*2VbC{ZcCS1_ zxUt%}cZKdvjk|4a4an|#`-NbCul&mQiSsmj3hry0v$>L|_W?`qm6BMJ%PQJQWyg!F z>kjbJ5M<jj34lW?0um&twJcTrxtACu+@3Tu3<oC=rBp-CneD8(xY7_xLHLlW;lKw= zw6JR|=%twKRI+}>d+_$%^{{dJd8<aW(cFBJwb(gU`RZzL($CG=5iW)OT!4G_$<kIX zKO-}h^8F^X@2m9TN{Ps#-i)@H6J~H4iVZU4V}l;;|JYmAX*YQmx2TJ;JR(oY`Gh}u z`ioEajpyGB%XZj<c`D~?I|%e634e~l`Q)pWcjp`sm<1zG*qIKMl{?eT@M1(W)PS(m zvkFP3ga{6bgB@anCg(Bd0B6_mSxf_R(yNB-omfnOzcs#7!@O`T^$D?jw{RPdhASaL zRzF68h?K&$TNe)&-sNi>)IWdIoK@)7*4Fmt%i(H+e&ChRX*XZr%<E!p%JMyIYg)G{ z>*{&~msvl<fAl0jp(4wX<@j4a8y>bFwmvOegpEh)P8vq1I{7#tXb(J$S35CaN_%<d z3rjFg+iJ)HabB0iro+RqXW^iLb@3DVtB1keL*28S@|A)Ys!t(YcXR0q2nZ5yo}YHh za^Dp^T8lS^QDws1+UyT|yVj1pHs-bWV}VmIMSO@_N7!xomKj@?EmJxin)h{qw`+&b zGRai=vwu}4`NJc!K(yv+j%I@Sk0hX`o~I4>TlWD{uEygd&gr7`v}l737ho%_Eum*2 zbO6^p`UQ<n6|KSa!}Ak~4T|vmfn2C`!_Cyz!Hzj%9GGnn8NSC80-@r{jh(Wu_z%!1 z*Rq(w9gSPh8{$t3mcyAU4YSaw8{{et`~Jib>$o91!8)|;R+o3zQgD|b=D{wy_6hA+ zOlGj1Ov8-VYEBmCqbYb<ynol7i4O~Zk47m2wA*ID^3Vx3|MyN%NRCSeu;OAF>jR5| zg{7*itE=La&J_6HkmoEsV78K*`_B*#hzwTx48OW_BT;VAVr#lq#_Ttsi>rZy@#<oe z1%$m}^ChOn5fBvY!E4yv9Q>Z^+hiPU@*H<dn;Fkq7rD24)tTisuAUD_hZ37L#;o4w z#}pdfVB5`1x8w2+kM99f+(IOC8Uy@GcCG2Jh<=t{cplbESj#5L<-E-0Ri`%fhWmh* zF4_))kJ$yvdhdE??<6WnZR~M4*_0fy0|Ed_34umzp1k_!aC-(_o1TSR0x)_*aCFv8 z{WL6x4zm1Ur`lx%3DS7Cw)!3i!B#UNz)kyfiFw)#hq*-fA{G6t_yEKt%AZQe*T$1o zyyS7s(zr6j#;CRi-S3`TtzcfFfDISl3|W_*gyqGP-O!$n`@zxKmBX=+^X`xb{lrIo zHVxZYrK>DvjubOEelizhz<KvdJBh^9pD{g2s-IGxAj8>-9&$rA{3kSECP5BzcD{3> zfCQ>%fQ2wSKaYihQ5O~z6qLzfo0FZr@s09-<KMQ0<VTBgHh7;x5;KLnGdw=;_}(vE z^t952utfO>)_%{%+$6sq&qnIqc3MPkS66fmwLcYA?498g<1lBxFk4iZCuPQtLv(#x zd|I^iGeJ1DR=|7YNspE~;;mAv0CmdEz@lcu3;pD7-)&YxKLHsxQ7jOETNQMx4rlJ+ zv=6@amST~k1!UC*Pc9y7HZnrPdg0(h_-rjoW9{zF9zzfrr5W9=VQx>Zl02UjE?Z#7 zX5{}~0$tnLt|r6~<(q;^w6@EkjG;l4x;^8**D$)7wKNSDP4~frB~4Vxjj|UX;j25u zfq&rMAG7`;=>VmnY81>-JEu0OQFH`98>rt-J@~2;Y*HMm7?m}yZ3s~z<BN}VIBzhU z<ARJ+aeA(ZzBlwEWy2sRB^54-N*8Sl>;nNZ<Z7JjRz^~V`Pff+it^su0ca6dR#wc- z%#>)9ZEbB`T<+=n0RvZf@@Wm_9ED;f5F{jCrl;_~QY@P^FR`*ssTmR^6k2$rL5|kK z>GUd?Yig)r<U9GUQ=3eK5N$G@cy|FQ+VV4BS~_iTJywYQo^nD`pKSc~@$@V9E$wV= zP33}%PWPnl4@z-57Er_IIm)eRUj4;CZBM4cA3+QVwOmY2eyXB(BI;;x4eYed6s`Z5 zo~bH~^p+geyCZQPbLOGL$P#_8c*H8F4!z&eBT{F$k-bC@6%TffK%alR7-ilx%-gkk z&S;jCG8)IF{1q%V<W~F`a2s@!C|}i^aea#Ce;-5?(_qWh4@NR-y8*{X(#1_P^tL3& zY=8jOwYFHaEyEvxT0tvJQIQoEBRe{kBz)c9+xW0PfUBQFGo4qef?!H+zKGAN{UV)s z2J9oc@+0mzaP)Q97flz{Op|s`0<^GhaekWbd{V+1u#Zb74Jat{O5GIkB7+o=8~wXj z5v(So>aF@jiJn;jeu%7;R9SH`L>1tc0l4MfCTyiPkCKy-u|RW13=a%|Q1DlL50n3g z=1Ko#um<N-`fte(X8OC_+8;k-)ipC6sMi6upZvdEtP}G-!F|iUNTB>^<v(SX>T*#N zxC2^N)qVLYo?*KyWFaT^WIv5u$`bpfW)u(hySRK#r38$?=1@>d`%};C%gF)*o(M#+ zQ;emoxKxz$Z-2GF<R-Q~fB4S|!czXuiJEEd)!Y4+#j@#`vOL?DEbvSqY-s>OT${{7 zhj}I?JNK5qeZGCch9AfBhV_ADtp?X{yj|dHJ=}a!vr_oxR1fSI%h7O7urA7yzyJ_w zZ_9C@*SuKIDCD$C?ZY>N-sW0niFnF*hXI&9<ijMfE;jz$k@nsn@iV$`smjJ2KCven zveOaGExjvkVtdP-T$&gJ6sqjCv}gpqVFa?G%WY??foAAdL8oTzbcmt+E%S-IQodV| zKk3D_wcKu$8{OZp;+7ILe=(8FruJzs;l%1L^HUFaR05&2bOP^1UU&rUb(2G_b3BDr zvWVyIa+uNiWXW+N>nl69$Kgyd;PNNVVI!2c`F~shFQBzg-7HnDWT2;qj*6LTUVi^S zXayeET*KKZaIpXyWskpIcg8*<{Vhp@nVMA7zyQL3IPa;2qL+j7;Kr?AXU94qe6KK_ zH_>_v<d1vJpSYc3Ji5ixYUQerR)|vvyew%v*mXx`VTo#7P{`M)t9nW;?fG|$sgPmU z4!Vh-_81N)uq6MZNC}mu8vu!A%s=)_dK}uD%zbifnX!TPm0rmiDvHP%=iuPN)iwXT zCf|)e<>~dJ^$o5+SCQ`o^;S$&WtBoDql2GWv}kLcLf<K$EO0mvMB^=V;Pv!rTo|Z| z3MA9QS%HzJgr}a)$!e|0nwsUK)<xDy2>WQ9eQ?*o8g})hMvG;8*Um(KFsG6H%}pXE zQ%yqgfpqfWX~=uNvk=Si+XTdgqNvZ4p1A;g67=@Y>YcI3j&;#}UDIJZZX)W4RouD6 z>hv&+O%W>_1iDBQYpG2&B*DdbFsv2bZn*}FVHPnIK(WfTN=gzSdKL%HPbScD0$!T6 zH8mqfR}0k!nI4yefTaZkU72HlVogmAxnu%RO3fI4fe;fDa{(M^AhvgQ%C(v<0l%Ji zL?3?vmZ`4)S5$T5*K)t~(n!;Q*bAcow^=zGL*`q2#G&Nmrf(5YQAJT_XEEqxCngZ~ z-B%s>{N0lvEsOf{cxb*z-ty|DC2zM98GZ(O$^IHp!9{!QG!*oYlTBwU4<h^3(O2lR zUjlEH`XnOr4ae>HBW3_$zW%pkD{s9kuKALk?Q23xH+}`J!|#<&{`qnCKJiDVYVG1z zU9kyD`Hk+2#qLVvA1{g=1ku-L5R;5fhC7zsP?0;kXUZji>4*_=Jyv6I8A2B_GikMv z7e_yXFV?B~+B`gsdSU+c^-OAqsT3QXc#dv|c@}Iw?nkYwLm>(aJs_8%gtND=I-MP4 zBmtQ`i`oRI*}*o>aQ3SHE!+XFRNXrt&yEs%;?WmX=r`c5Qb^)5J526BapmK3-L|yQ z1I(M%54CNqWIe4ENh{l9`3iQ>%!WC|?$&_&>lHRY(4Rxl=465Xd#=98@r<vz&74Ff zB(Pa5R24khBmC*<?+^0-`^cdytNeWuVq*<z7vJ8_Z*F+)w#D@INqqh~5wA2W2lHR_ zph-&~ymv;+rhxz@OYI&X`>d9~tJAQoU2JUw->=2lv?NJUq>rt>Ul<)NSAIa~#{XWs zIAg~8(8>+BafRfgm*g~O|56(zU#+*Yhz&B4xZYnk$j&%1W1p5$0c>c-2OBPUeE2HH zS`=eidv1AQ+H|a0a0d5Y>Ngs9+@1If&OriK&jo=YgRuomR1)R&w3GpY8`}=dE$+>$ zpIKPjy3C+#Do0*oW5rc4K<7FbiXZLF^1gr+fWi>#CHPI6y&vrR1uX!af|d=vWSTmk zQlgU9?w#K>&UwJ%0|}hEgx+shsZx~~3GWRwO74b#l(K8Phz%g05#BrlfU~pB1>h3G zBHi%V+7YLFt?o(=XhpG+^-5pdZmMrvo5>s_<M~fSQ>mt}q~Gc%Un=3=i9A`@y{dA? zl5Ff7Yb@*%&(nO<xel?jO$-_&Kl!3~J{w;z^wjuU^8crroLM>P)|$!JtXVn33iw{_ zdcjwn820ekkAI(>K#k)3km;=FlbDF*$SsR$MYgLsMYgLgXuWX&U~p9&F0cdwi458i z_}pv;ePLx~bRfE6qkm65CkGRg?R0_k#l=PWrv2{71CU$s+u8o3{5bmn<<-g5R`*44 zo;SBjo41b6gMwG|`49KTpr?dw7vtSI`rHrffAsn4ZC9otoLcTX=$i-c#z7)obE_wJ z9=WD7J5oT`sYum6ATd)4>ZF;M6{oU_8Unc}&h%A?3oUai^+vJg8dkOusY{~&<Irlx z|0$iz^K>)n8Xt*eRdBz&Z9BE1Mbifwe754dL?ORdcjdM{rLzUQ3sm4wBYV0?C605| z+~Z#8h$m;QQm=y-il|q0(x6r61nDij6yM`Q?`6b;8R(nkE<J}8>=EcUy6n^Hgl8;6 zH+8v|m}l0nz1+0IWQY-LLItl`u&S@3oGSb)%d7DhM)M0d4<qmaCJF)pz@!U~*x_C# z;4x#&GGtV%<t5r1{%L8BL6zI$fEJ#<9TjL3Hq$;D0bWj~)XzBI%TeTO78e%>!u|+^ z6!@VbCpWSC32;3!&T!qWo7agQPBph0GOU@*6$QL$JYSz5(yKrJ7x#wHaAu&NnKqmS z1z+IW%Z?03q$K|%B{!SdW$f(LlJI@=z*=eb7Qg={-Bp4yof}IJ(8bwC8Sz*j>y4<G zQ$@ALifYtAJwxeUlX*o~)F8S)e9Jo$KhZ(Wa?iKzZQX{JvpVMNk8s<TJ_pSeT_@F} zP>l+;d*PvLmd<YDZ~$GRTT_qt4FTS@GOz3)vLxS)v4p?*^cW$b7E%l$?MqYtU4%3g z>V199<4Gz06JG>eCgHj<Gl_FNFSkz)Dpyy`(etGB6Ms$B?IRK}fhLXNV*%sb6}$m` zR(iY)Kb3a^6m#>Ev7Ss^Se+{12<Nw+ZL$~RS{K6G8p-R7llB4uL9Y5)=+xj8+popk zXi_!Xgxg`~HW48V;+VktR+WO{8_TIO4N(y@!%{)ge1d@LWSWa?56?zIky6RdaH91} zb6r-J0N}$dEDWSG*$f`n)8(dyAIP?J5e*X!{(BFA6*ut9FO-y`#Y!ooM!=iN%F1#- zZ8Bc(^rg>tpT1waF#d`{gy|Lp%x#hU)%Nj`swcP;I`RU%RF|#_;oIK<tIXFURWoeU z=4YUUz078Xb8Y4D^ULHcAI2QggQIq66!;g*E>%^w*Xx%me*!FRUeGlPbH~jQX~$BK z?0qYIKYPuDY7)JW!gK(eSN4~KuXhzgx;@<#7pa3yK`)08QU>(=E8N1X(YIbaC9=7O zYs#!5i+5t!)FhN$rTEHW$lLU;)oSVF1T?J((O){qC|0+2AFV<~1uOmEd3q?fshTQy z-&+<9mcXFwaC^wSrIR!Z$r7fRm}al(RJH;&g%}KKh1D#{6Xho}kPl{;X-^Z>QZkKD zv`s})G_Wab_5FJIsaB^$?zs&+1b@tWJ2>cf&8Xxu3NsW#_K5~^<$QGqfl(x(C7YI5 z-iXgvKhYK9hGiKw<{_l)T`7BILF7{flos`m`!qQ0zam1~UgILv_Q5|#-&=mb37t?w z5OO@S`vv)tz42QoYuHtAZZAVb8{fuw4`3f=Jf5Mgz49%6;PvI{?Rr|4iHXVCTX{bZ z|DJ*><PdOR8_(bc^S3L`3;j2~sUIj`buIY*0Z<}7J$tClooNZ!+B4K$lr#1=Z2in~ z&mUbbx%$xxi-B>z=CQwjv*p9#N~T`@&7rO4mzFUz{Nx1cqPy?K+ct(FkFYIny0{vy z3zZq04~dB3gyHzp(PtJaK+`WcJ(W8M<wJtP#B6Pu3h+I=8NBWZr9)JfwS%QD?6fnY z)`>s1DQZ1d*3Y=NoeqsteuF>c?WtWWYuCifU)8izDo;+1r!BhU^x`8F2}o5Q(1D2k z2r{A8oY)B{OR4nlLNCh8GR=+Q$7GV>Psh_PZkMAES;=#e6@d-FN#hfX3~e_{y$cqd zQ3_rnZ9{|sSN}ZzrK?xBK&t;?x{#mQf^5g5A-;$PwwK$*KKJEJxSQR-3U^tnG)d1O ziSOmiXt6aRI86h+vsOTLu5YYW<maQ(OySg|qS_e&S^A!}gptuMV0>PuLGR-W1uK)u zw=z6TOG&wxsOv>dMaAKGI1@*$IF`xJ7(00Sx^$|43;$nX&5wa&u(%6<<#G-RB&Q3x z#@>xGb)<9mHX8H#2Ylh+U+CLp2^qa||H<ID1h=049JmjEB?cLy*VUOToS!IN&Mzzg z9Ab6Aa9sD7i?>~kY57bEtPcYF$^2yRSlLN`;E?IGk(00|D<-iuRN2y;?V3*TC*(sF zJ8^UQG2WLOr&FDb0tk+-M^mX0zbqmU{p?d|_E$oYK=9eHTK#6v`}8K5zf6{8h!%2^ ze%y#Dheu$gN3f&qLMMa2um2NG^cAx|ArYk|4*{prA02cUSl4Tu*cy%z^Y1?y&Vm48 zfa?I$m`QhZMonT|#giv9nQcq(E<NV$c4d7otc~Ln4#J=7!(jwMp(dvyu`c}YrotC8 zGRe~LNA*~xXoN9Hgd+$Z=sEl$@qy7=b&K|C<-cn#Eb=Kbrw=?49X=t$_~hK8e?Gs{ zq1d?F0N9})XP%~I`Cn#Lby<7YJg!D5GhFlmgGN9!r?TyK$vD$d0zW+UD)HkvSNdtE zFI1syW<^EC+|iAfmseL;m*>+hK9|FOcm~=P&)ZRD2LX>uRb%6V3CrW-<L$w;@l>8T z`vvc67xjPJBnRs*;Ky3zPjrYN5|2Qn5YJKKX`1qS+XMAN+`7N(I*K00Q0-)YiVV(M zPu6vA*E1|%zY+?Qf2gk1&wXrO?JFqF_|acztUYrGY77;2Zy_6u;F^tt^pUXeBqi@3 z&s$ScpD;ds=C05jvoGQZ49P9`944U@mhm<2E;kla+?8(fsEMip?{4)rpYX!;b8teq zv=m*p#jwq^tZKCY#IW#ebO2g%TjhO9?}>QpRxzv(8y-^yTYw&$o6DrbSmWfHN{?B= zVN)^8lcd*EJRpGktM}pT8o@m*XWwpiQMs^>J!RG%y)s{-Pg4Cc-_Ho#I)gX~Tzs{3 z?ym^$-`Rm>MNz5{V1EOLH{<fs_C9?TFGJ|&L;LaP{>5WieRL1`_Z?kL##GFQ$`Ti_ zk~3d$8ka5DxPP|9ApZOcK?TBuL&UEvaK|YI$y+j@o_otmNJ!LMuOWTk9*72-9n*&d zDGE(s{Cu(19~u&pz^MD0`S!ebYTdoo<l}u<T<8xKAb2rInfV)T6+$wRp>4|^A}>Gx z<;?p{u~<nOHT%a3Fs8dbU3uCJWrTsL_iDEOlFSEqCk`hvvWpB2|9$?-RoQHGTdg!} zd&hHg1pI|Z{rO3sn00BDGv2M!-K4IXvw9A<O*+Y${aq6pVf_R#fbC|W@cc>k^1j8O zs?72a&h1na3)bC(_Tv>g^!n^X)&qpsN#>scTL4Z4mZl*ZLy}&!V<F*odW}IoP^;4I z9}SAMbThE77p9|@`x3k)%iPc{{JA<DmpMN%F%vs>+#pDX$~@<)S?A<H$gS_Wq;$v< zP-jy=^Ske16Dr5wU92_zFr#R@gAso(?G{fWhS~)e3_Yx&GGEhD!Pm?%+<aKlQm=ia zfr>#*L-n2{)W-n@GLMohZ(cl=uOV%(H(d(O*B^y!|D}E1es6?xFQbV$ae3{bA>y#j zlOs^kM5h|iOJGIzspNZ%5MO)R?{;r^t(9YxfDe@{U9kckeEZWN1k(h+;Kv#T4XWC& zK|)H}*`{?-;b%C=rl$6uv!eh}nm3el*=WZK&n4?HY%qk@9%PP6N!Pet3f&A?>cr%Q zW#(C?nhI&+2p9>#InT0UQ86zsRx9V2gijmILC}FBxVm>n^$zHl(^|y7M-HvL@Jzte zrg;jEjmCt+5sQP!a%!2WF=O=g6pqQ3j?RfjnoB!e;ESGH0kIs>gdZSnic(;L0o-|B zN97G=D&}9mc102MiY-kRUIQ)S%Pn~5tBp;SYNtD{d)LGJ`>ClZ0JBmNcVjY{$ohpw znIcsX5)zWm?X04zy0^Q_2iQn5c0AV<Z0V+B>3YaVZw?L)Di%mFeL?_WUT}kT!=lAs zLr!4+h>i<(1=nH;0Y0(7!@zlI&UQxcf(;@bLCjT2aX?)`I!M54F_^0^`;rJR0P6Q- zCbP`RJbRFRD(%z5;`7pFpfOpm3;iZj1CS<Zp<Xg2IfDElt&&%x;#+cyv3-1hv}5y7 z4HXP)%GMEqR>f(s^|>$2M4~U+gR;)jyc&ZXPS|8om>{Z|-PhR|#hnS>)|!n-gHe5u zQ&wf*S~&X*a9$*B516%!oxj$2*I4T)Ps@W~q|Z;#8Xj>s|Gwx65(#$9#0-Zfh#r%= z)F7mon#P<;s`w8+6kEPR;;K!Y_7eB4u76&)v<1E$^dCjO79ee8roNg|R)<RdIinAm z7DoVelUQMP_ovTVW+*%e2i~uI)6m_sG=RyosjZ}##M=0(WS3*{GoNBONFkDXN_H$P zlryix4dz$K!^8YEbPZi%MvVQJoir&8MMMGr$arl1AF<^lAlMIQmv)-8-#LOjKga7L z?d)Wfd?>`?Rt*k5f0jmf*GjELeh6rs@V*?R3~~F5rg+}1>{)hP^x^(p9VYa;&;I?} zp*IA>dCjxot{hMV!{hV#)Ct_(Z}<KDUl5?a?~WwLQp)PIdo&I2xB-HT8J@R`x5fv( zC>VdAc*zJ%(Fd#`Yem7e!UCRnbgrxCJsykdG2RSq%J(1=mK1s+Si~EqjJMw%MkWS7 z&$~2#*MIw-)JsZ%c@z#(KzN+}sjxuMUnCi~8Wa0g-h}ECNUWPz_^4pD2FD~Z0kMF) z{CT43K(=n@*_x2}we2E4>kExjmcFrZgR4qVo;ga=>I*^;U4l9Dt*Tgt?l94|C-3DD znd0xuOQ}Qcn3Yl_EnWRpM1kQ4hV(}Ao*5{@7yBOSVO3+JOq*uVyQ}9py@Ts07rRoJ zI8f0A*nve)Pwo5Ca<*<SwDfJnlJjNVXur4a5aO%KQ{}@C>d+yQmlXn`N;VJ_X4hWX zu6+}c?6VV8Io)0T=jw~&<I?23&{&j~jjEj)iaC0>O;(l}yrU=2^<#9SeSEARy!ch% zoo*gZO2wf;|3Adt{ogh%kCS8)Zf{+V1|P`p2AG6*um)M@wPG_ekOUs?93lvKOYpSf zgs<DM&LjB_siDB_ILnti!{hc}+p_BGZ-FZt#L#kF^Z$r?$M8C%t!sG4jcun%W7}qf z#&*-#cG9Fl)7Z9ctFdj{w!gdQoag;k{^h#%pS|{)7;}s<JuliD-?Z_<_kn@n;P`k& zaq$yCaR&OuWA?w5`kh36Q)XV9{xC@{Q#w7t$eFCB<G?m%VC$)(j!s%s)TVdo|9hPD z-)Sni>w3>CU{Hv?o@QrF4g?R7<;LLUcQwdig>v*7oy|OA-pRh7zflO6(gY%J6pW35 zd<5NYE4olX9Rx2X9wmYcGljg#+YPJW`B)%@!IoQ<Fmgieog^bf@Nc=!1-yc378Uy! z-XVdv1#ArlqFc)mOZ#9T0Y#juPs`^VkW`lz=0nDP6lCn6%_7fGmy1^8k1Rv}j6DU+ zL_Y29sp^p(;}1OIndjy_=U`jvq9t%Y)4Rq$A77?B3o)ZTB5EG0ON*iWGDuHgC^&6K zEqIt^+#6XoYh$SuM!))s!@52&oUZI36H|HQMy;ah+?<wNQ{~R?`=BI6<XLuQJdH;w zU`lIuM2D>~P{BrSRwRufw3kf?>MGc&Er+RVrl#_BB7##V@#63XT<&1s^C*gBPOeMq z#UXO^E+r*nz5mJ4?WuqKV&72=9cfk=H$OLBL-SZ#U40-f_jNyFwa~X=hT_*a4yLa{ zrYt+)vg8lZO66E&2jq7|d=5|&yXCw%b@z%V*vEwL`^{~C=lfmdL3NT|Ol)kfO6>)U zX1YW!F0)bZ{#a_dys4_Hs*VnU-}3TuTN@t;sIQ-n_6|+QQtHiTzJLVZA9K~iAB;kP zxc&S0FvY-qT4zF%FQmb2&??t)?G3WGzP@b-HLw2AIRB#Aqm7xzZgZZ5IyWJ=pycB& zM3W8>OL4FDRQNy%QL5(D0e|@K916Q^;pKhQlnejpMsqN&{1EIAb*th5^XnSCntmz1 zcX+?|^gMuCQwsc9k5Wdc4f}V1)JE;W=7!y7E8%q1TF!+ci${a!&dKh`TQu|X_ZDlh zE8MelzjrdGC0G?gr`hQ8<K~EG^?R+T|I4+4kD@7b7y7k`knWplzTsS0yz5tyjr(@K zhwNK)tqOW6u{d3Qf{wHASEL_77Z;_;74ggD71UVKvHbO8En*Dx(H$=m45JSXQBmJq zmg7%Drm*vg@SR&q=QBzMBNI0jFC;K1|Ij=n^CG>9!{I;h44I~*9H0HWNDO$^jqwcO zI_27EtfwGuh#!cP`GGSDKeVE$iD}SjhIeDg7SBLzBN->Ip$`nyRuy=A@~`fbS75o@ zjE|cCKr-8PKFtKp1n=jgOk2+!{!U12kJ_c!md`vqEh9+&{u#e>Vs?u!i=^y9z*cMi zc3&^AHb4#Q=vdpReGydjpQEFNvG8_j{0<NLG|2vW{b4TCmZmJS#PVXCR)q#IV83{| z+Z6Um(^7wGi$Xd_@6<xngs!6GzEc=FilX-O{n9sq$OFUpK>3ySU0W5x4^&A(Syoy) z!RXYfc{tRML0TSWzjyQ1#uPe3Q!N9m&$`1axUi)ad)#mLWHWR64Pk?wZ7m^InbvLf zJh-{Bot??v>lJ++$(Mn_y+XD9gI>Tz(`yB*XMS|Rhv$w6B$9L@>63=$GuK?vNy(?F za;>L|2!d|XedY5w*)x<Qx?4|bIv*CV1xI+Ozqr6inYZ>7i)}Tq*r5sX$m6BB#1}Fy zM9r)qHURURR|#9;7@=el;#ZG-gsGY_t<D|LC7|WZ9}~pLSUx(4;=h+hx*t4T4WWPt zIU>`jDq53(zX8&t`aN|R?{Yu+@}RZLyH(Dbm_mwK1_O5-Ig;Ou{Db$ImMUa$d)N@| z@L*R*WZSo9F?%io#*WABf3kR&R#;LXC2l1#8#4^c_`rhu02Zz?$4#shQM5EPN=R*? zhhJr6;sRI^Ln9(=Y;1tJ&|Smr|9f76bE>uXmt!pPAX%bEH;c!)1MaQPky0Xt+gDgU z6oSX6EQ~dA=d$))b9(H;HX3}k@AlK*8mYjW*y(N`rqWB#(tep*9_yE~LXdRThF%e? zEMRdqsionJD}$4KTgU!<zQ3=(0l#783J*8mr8M2VMu`W3<#NGs5w|xGCjVC0CZkxY zWzjzWb}uOL-qDWvMtA%cyjtjr{R$5PYxY=770toUJbCu~i;t-~k?4VC7k{_*w8ROc z4KM|=3x>pZeymRx`>qu~2c+Ips`?6TKE1&Qs!=Q*jIra1jGGA-h9gcRYv+r;#E;>D zdd<EwcK%Ff+cSz+ay7+_vo<Ss{Bt?H1Io+^OnqaU`s}kGPbGg{QMR3cX7m}BgJn)W zr`wrg+1VwRc7c39b(a7Ua0AFihD=PemGF^Ys6Dxp{f-bCLF!`>{^y45i``%13O@S4 z{h!%;j4Em>GDpC|cOu_cdx~aV4UI+Ki?&*W?w{~ZEjCZdkZp4o);2a+kfZ_v9TSw1 z|AHM)Zs;aZ#Q-bNVVI11KiMXC1O-9wk&x$|z$MFg0*{Pbnr`IYW{{gyI)>!a0nhPI zGU=F^qqfD;M~W<roNtUjGAG|T>|59L8u8-wa$g1JUfL_8w2AAf^AqPO@>TR4-9q~` zp-84}X9EK%Cmi20=aY%K-DS8t*vSvadbyg`+LIKAu1eQ0P{hmhMdiO!RhE60(8m`n z8sCCsnjd(~Y%0p|(jR8`Djt8eNFVULI<JaS9~nMbo2E?;5YfQ{d1#@2uIQ<w{S|He z%kdRaL!O!9#C>XBQ4%%qPXbvXd|cns!H6?gA{G{Lqq|kM{q|J8(;k2BIy?)~rB91V zKITVR**(F4m;e^hw)aV4jBCSzn-O<m{;RiC?=-wUas@LdpUSr~f{BKTck6v`um*d; zAE^4Kuj>{`Kd}4{^~=;29TL)CzWly!nGK0Kq}0(>lnd8>$$*3(HKvqEXQC&z8OOIc z03w%3cjEMuO8B+;0!m4Bs!5=8l~0;HBTiSVf!ZUbkBvj=e1<aZzOi}c=oAH?7LJOW zVn1HXF^$8sDx7?22%}0j)Wz50w+pT|i){W18-0EHMuR4A<Dt_hM9J@L;UOa5F+~27 zi-1CeI0ct7Q8Nxavl$r}_)3wPzUZB*rZM8;;v(~1cCEL2f>qIZzMM67UjBs_7RIh+ z*@nWn1QO)GCk+H-py{=&U5b;S(C{8fpl4@i=UlZ5m~t~@oy5Y%7JR#%iBk$POrX=; zwpLe~hnTde*G0OO@h+SxrmMjg9fwuKD4(Bs7i}*3^mB6K9)rRBdF9~+zROd+Bu()6 zZT(=d#>;%|4o2ofQ>T;AFXARM{aQbG4XVk5f2EN=;boXlVm9CZ9l*j}8U$c(BlMr% z<Oz`8p69IGsX-{)1inw{%n&TvbfCXn=W9iF-8L6nh_4mRM^7mpdu|Cs2e~aCjj|Vl zxSR#u#2^^YoW~3{uO#bPuCx*4q+v5YGc&HDlU<I9!`(|wHPN<}`8DjOmg*-3Rd%Fg za03!KhYF1x+Kj~K<b-E;+k7C*v}+@OU}L>zWe&Zl*_<txKly%(2$o!DCBI#Vw}&{d zTRvx?jui%tnl0TOhQj<A#{dNuqN*>k+1pHTQ(N_=^ov59vctHs2rO!tD}O&*kdCiJ z`b20t>Dta0tm|n;{4oPoH(!v$$M^?lhlthx_!gzl@mc8^a(Y_U#Y6?OKzop&?_55F z07rkzH{QR>^bx~5kc>E_$3IPZoUgD}-ZpmU^gGk0vx!*%YiK`Hn6S2q!;hm8)}+tY z;_xPyXw2X2SlG~R$q-m76TJe&jEl11WA4648^`JXS(P&5kB$^_VU39uB4hrF#~r)+ zB#R9jJLEJ3`=}547wwf5`1AQl=mBR~;*Up3t>wPRk|q*xpa%!A6hYwEQL90x>$3Yn zqWyndfWeUw&t1UF7ohtC<^b-sOAqumjW1!09U84J<y5}|qy8D#cryqmjzIbCG|j}W zQ`?o}>JTCY=k$9ri;4d`dofu#?ibzDi6E3HTnK$u^NCWYn@F`6eiK!h)fYa&8F<ue zY|@c=#!m&!(w*nZ1>FcBx|1aDyBT3reSn)kiFR#or2@GzGtjImNAFuvq8Jf;;=G|* z2Kq7&v#wMEX*h#(#rlQ2*S_!6Q7hZbq=YjyEk6CN<xWv#(F*=xCLGctDleF}q_NH| zFDp~WJN(Sn@n^7t+;g1C^1fHW+!=8fx?#8PC-YiA%;ZL|%ny`&7Qed5zC=oXNBNTr zQeM1k+hV8YY%r#B?w6sR#=|vckOpCR(nd}g3g{bbf|vD-VL)rPoF%*2Dj>x3BGN|P z=_wBni#R%dA^Vvs=pf~2fNWo%;-#sE!#B!qPtz{tJ{vOAO}x0_q@pjkKhk?6j^jNh zd=vUbYJ<B+SYLDmUuPgS9kXl=%ZM_TPyU7QgVxZ!QQ~5A>M#7=pFSFnlha9UW|e-a zP|lEEkR92rZhucMl-bb_#F#L<0)b~fnnV)dHeX&gK9EQR1m4$NH`1An`}_2wgW<_G z0sVY;<GM%biVarSo`UbQvc3IP=f~THz^YPC+&N%_4fMr#cXy!Iw>M(9O@Dy7*>I7I z5z8CKnz4YkN6)(uMhf`#0q2c4*kC=)vl8uDfbV!cFRS^0bp^HcrePWmJ0Dc=jI$9M zap*4R5I<u`LyMsAEq}@ZQYm!QskIBRoh&tp{}wYL{wtE{wvJ?DxgbGO%Xs9oJ44SF zB+AyTKrFxCH_)fVhLjxoh|<I~WfwN>>VkXE*xkcZjtkCFRKB5k>xQQ_j+eJRRn?yZ zn`!&+TNVRfXN-smFmJxS*qAC_?8&uuj=hD;ii3u_Z+;+n#XC_ijza`bR%P#|e>loI zMuR{z_%sQoz}As>kVY<nvs~C0jXZGkp=oxasj!5GQqy_%vOm^(#F}SDd*%dBQVvi1 zrs&;rIt)#^VkjY-K_lX;3=J(YZfmkQ68|pt-QoCTp^-SRPzo*6U3O7bhn(In#x6hH zWUV{)w7?J}Pp)MIJR1%4jT1r$OIUomL)V2FROA%of?Jac%E~F!wKB~6qUdnN@{|97 z>n4#J7B4u<z6&`7%&tYVBN3%aOU4bZ<bC7rWDfwim1bYkxE<%qG#wR(`_e-@urDjy zu79hyr^*5g;XAz-s|;5ftY2PlCfdCvB8doziG7b}sX?|KPd}`zPIn>&*C|aIX=prv zwBhLJ2*!lq*oUdU>hp5;MfqTjwQnt5>DZyU#VJ(%^vvu4XCsXC0CM8S#|QhU^C*Ii zlam$(FI=K>L4URHm8D9nJcj%(_ToWl;LOF7-#lF6^TLk90F9|g40-8X$@+!&FNaPD z1DyTaPJuTRxR$5QGY(gFKdFys$Kbax6OT^BbQ4!PYF_hr6VQ&VfPQ`<&V*;c`jJzM zPKEx_TShu{<r~INe2|y-(#pAj`Sr(ID1o>jKM}gS>1pyzqU(22(H&9Dx!=^Qy)5xR zKM5%;VR8pJgTr)5GJHbj?Ph3?6cjDmJo<(^Cs?D}nk3(#u^!R{m7~uBlXixjDRm?` zOq)qt8b<|{m3@zUzc4VgQi)&hU|^<w>;}iDrSqJrcK6=6ct~lqJbkCiM!1~hm`dIX zA`cqX;PSv6xOIBt7e><!4qJaLc<j8u(W_$y168o`CYmyk<Y4(pSmH-j!3X2vjltH- z^@taj2kF-eoXj*0PmqP9WrNOXXg%mpm?T?kwa|Zd_ax!g)(ev!+%l767a@F$Buao9 zG}7kHkJ9}uZ)5HHbGpGrGmsACcM5H7kx)A7V*f{|;x@z-JgBfN!<KK~RA4dt<5xDL z(k-eT4-?+7S=Y6Jg5Z9)1@LD^RSMP<FcWZ@v7`1JEm?jn_~E$i#FI#`4Q&7v`})3b z&b}`vGXtg78gu|8t{wsO(suxqLVL6a2M@pEn#yD-qNlh1_OS5*{1?J)>lgNU>qW;+ zA}7##1A`UXc*;T`P^`PGSTi&0@`6Fbc)Hw;{;1_-_x6mNb`lT}&~x-)3`#>s=wW)J z<7Dh%dhMgxe;N^iZT(Npxegz+!*y4ZAvk=Y+`jPwXPbmcx*OA!*LwXCt=|gk7xAFY z_aj_><ppM*EcmA6l&_Wq9B1G7)kUMlSD){;Y0c)9=EBwd0m*(xUFM1j4RvV4UcY?Z zZB1doDhATP#h{Bd^osx1W^sAa>Fc^QMUnsKDk&Ba`iKn`Zi($A*yd!+VXLC&LVMnT z+80+=pwV#9IwRb0BWDckpB+=z-?d{H8WNn`4z2%#;aE}qMz8nPHlvAkx|2Si8_Gvt z<27@>%z1*m_l>*4dLpNR!g8+riD3$y<cr<w*v^9GVuepv3}j;%4}o24(F$TBygZC^ zGfC5ygJLkmPk07S=hn&j0ocM?DeWru{a~fsy1%y)tmsGvKI{+Q=P}@r{QML8mee>1 zTFWAu<;kt_vuxfUvx|@g;8NEI#rsxp%4LZd#ycxo`h=mCs?esuv&2NZ!BL9AATj>P zI*~KsFb~zt!@!U<gWzaH9l*|@n$hFH>l{5Z(Lj(+Ri4U&Hrp-_PoXWpYV2xf$Ge99 zj(wwqhY?*vu&<pRx@H*}>YeKS1_Mv|RX4DSojNoHS9z&wQw??f-MDDqDL&&G@V%j~ zSOp3UBVXl<Lr1WWb<d0Xx;l`Qtn4c=Zy85}tC%ud2OwC0x&|2IaBy&R07&dV4Zu^{ zGcc#qZTDdJo1B~ktX=GY$YpwTT8^U+{M_>K)PF<PRpR{r87KL=A7Z_1O&!_y#A_N# zy=9d((p0r&6$E{Fw}B{!eCUhJpNLRHXY;DGT>I6%4?%X%w)yL%85ZFPjbk$?5AQY; zS>`C)V`F{MOYTR+*90&Wp*&Dj*46@-avvWA2%K86R>F5eX?sRFGrC_V?G??au+0fF zIu@AO=ka>>CIt0UEIozieDeF|-ex(ca?o1+{@IqOaa|Jo{7k}M5-#jrS1-TKi-YGH zHa0^|RjCo)M&0r2)c~gJA_c1-)0g*xe$OPv1$Y}y0+(YfamrsS6ucBPgHhxZC|XlP zpzp)9!fPx}B!Nm2WCDJX2pK<N42%_RN@~qwax4?1UaJOnLFuDnTu)}Liq+ZZG(6H$ zNDsY7HQzoXq`Mu@g%&P1A~K#1txZC*-DR!x1<Zg!2KsLo^jKsCN>%ZofdBQI0|)i^ z+Yvr{u3+kpS!`K}jZkZR<>y7!t1G%mWC7n5)w1|8**&b_B}+~dBsLJ0WuT=-O(*~| zwS-A9363<VOp^QAT7j9L;~?+#u;x144b%&rfM-<gtxkv6)5L}G%7Cv<d*=OKqW(EY zG(PF~r5Y3MMjI%*$IGo7?h63D!@Lu4*c}`o_HEOqbg_N!8XX-4Y7-}q#+H_r>S|OW z3yb3?1jYZHqeia4{y7+I=^BuM)i#7^uI=%iid+uYgP2Qn4=jm9>6?#+N7DX+3H`-a z$i~YhIPRCg>)(W|8Lcj;IQ#x>f79j0K;Z7@siXm~O+-&K=eE^4vB^7^YMhWDSytSQ zX$el-t4B}CXgRRXWKnQ%PZrX6#cGH>UabSN42boRJp9ef)it|KVv0RqYKAN4o6puh z-9Nq4c1FGp5lFr>x0!2w6;_RH{Vfx78bmj|g4p4){$WpUZy>>`sZ=h<ZATSk=|7e1 zj4C>$CVy>6WsCuS-34(-W{f*CGHK=u{|W}u#jys-a6LO>8lNM86+(diHXIq6%mmJO zE^8u!nA#)_Tx}No%rVzzZ3;CdzeUYSNw6`0{_f_ZE-)3+juvD$!6!@Xt=0|h_{9S0 zui9L8dM=XSlUbD4q*R#rBUh3X9N`q2KyPF?!j{qBrA0F|Ea7sjqXFXH%6TC(%C+F) zY2ExtZue>Bj(0$pBj`B+xLDlAU|+5)@Y-+pX512U+7Jxb=TPk*96UVd0i{3iTA`Q# z^tLd=qlA)_%+SzK2IU>tNt3{!yKFvqf3^}I0E}oeC;m4ld5491J1*o+Ii&#o^$H%v zd!5izFiG4kmH$p$y9^4v{5OZNZ|Oh~c~=!a<FM~*y)GsLkp#9Iad0{!`7I37Zj_gR zb)j8LFL!<Sj;uK&s9oMCnrLtu?ex^n`fz;DW+%2V83y|#B(Y0)L{3&hiQbZ;*o2o* zb59Em+JGeA_%x<@_Mjr+UH^K&rBy9kTVf(swszup&ip$ror8QW=(a&UJDkwDsan_j zJhPR?gZC3mP-1r&hpQaKSM4OB<gWfu9|F$RjjRPGkj5D<;#8obQi1c_y1bj`vNrv? zcfbn8`6|QN>JQAFk;h;1fz)Gd$VR55-`zISKShbNVduQ#;MEB8Vo+p#;THTRu*+!5 zWH&N7`>3N!FBeTg1p1x@T?7^ZJW8oQvfMmD-6nzPT-%%Aw^mN%#?$r#{H+LOL}}xW zqetDx{4g{$2V%eqpgz67ONYi_`f6&>BwSpJ_{=^o8VQK-@TI`|g3OUR%LRr$+m8s| z^F#Na!Il-x`v42V+RW_nw06R#{Z7r+Q(V07`R)WPub`kHFE8!je^=!*xc*n&p@ai8 zX(tfYU$(WRC$QCG;-RZHzWxIqBp3n2rEev|-Wul=vpSSsmmKAl5TJ-1+qPs}0kp1$ z{sKvb45jC`m^3CzrYy?Zy(Plh2vhdo)~M5XL2c1-cHu#lZ-ZM{qM$=F>+L(f*r?f9 zSbRsj>rzL@RBXbkgl;8hOI)pCVck)Hls|RxYJiixMfFJ|;wMEQSm|eyz%6OYwUJ|x zpCPZOpQFdDrbC3f*Zko)1W7dqlY?T{=Z&E)$lZJ8sn`>qR>~^8z&~QU<Yr#c>MgFi z`(vd|ytQnsap58OqCeI15GNmMS0${aVw@iR>YQT@#JL-rqKWtDr?L1Dt{l5?TT-(J z7HJe+<K|7jO)YI%9Gb~xd67s73{GKzdN*g1oE*jbzBS(cQMj%d9lpd2t*lYWDintK zeF9brQ3{rO<TZNK<raBo;8umF;KQr7;LR5@%or0C6cpATSUWWUzCJNg+0Za=#j#@5 zKr}C+?$DX8uyy-cGJ*=G)%9Y%(RM@Ag8@(z8(h9-vH_$aAZ7kAHLcWb1wI0>9d!$5 z_I7v6G;8~hoGjQ<0McFI%%$G{g-lx&Hlk;N6WBes_sd2R*>;5Y7^-$|%8S;ZFCgfI zryqk^s0BVMW(U(E4AfZauZhc6AOoh$#<w78Dd=yfPU~^$mAjeRctp<zDq;#hXq~tU zO}@`Jt%!sKxclgO42uyPA9+5}(+7a6>?jl}w;6f0$4Q`QvQK@BR@Z*5cwHl2T3&D{ zY!wCMBg`vl3~v>kv}kZa)gL>SJ&O*tsOSs)new-z>!~jD&nIXcHs3g`f~dOMCPdBV z{1xnmI2(t_@qJZ!u_{_*`m%qez$WCD*gj*f=eXQmTmF@~(j5IyM&6EeHtV&ho?HEN zcKm52F(F@5bATn7snDZFVC2K1bJ&T`<7RJqrrC$mP(Jm-e)Zzv0or!bdkVAM_z*_t z)9;iM{G_S96wCa1v6CP>^3mYplhcWVKP%uj!rEu3+h)w5Ui^iw?sG~L$RU{Ux;du- z`wIK7!zB`$*IF>>IOuC-2{qu+7Ad`0F!^|}c*%zpX4K<Lu>LYAgoS7PcYfUue+vtp ziBwd41fDgz2KxHu=I51UB8m8U%%}5gUWobJCXbxJzs1ZwL>yZv*i6f%a-_E(0Ib#% z%u9qGK7bMqP?wwlngS3`+XXH`PCRSG@0Y>5yW{>k?Kpt*C2*!I?cn4}kr`sXbNWSJ zb>d<<e!bYw?&5!<T$oD+y9_M*s*rwqu#yP>#!i|!h$5g5s|XST4|wFg_)KaDqKjes z5R-2w0VQpkdYBqS%I=vkEQ}f_tDeOKA>T0D;G|&{&Tv?bmX+e<u}Ku}zsO$bwYR2x ztAd`dSlx$N{j?4_gy@M$mtPgvr35{-e#eKTMsr!c_pJJ2u5Wx>3PI(2vpWWcN=Q&o zefdpz>I75u63Wk)ynhXU1#6K`+59X!wN`unC&a`twt~infW9}QT@${~;M<CS4re^x zHAqCZxHh=0Ei=N4y6`fk<TCgM%?a4a0J;dMnhHtUtlotfEP34y|2!hV+BQ2H2sX*G zyB4>r-6Jw#s)~)&d>dD1-tJX0C`>l;C}~A5Y;Ni%CNDA@CvZ8DsAUx{I6r@2mYUjQ z-il`hSre&)LVkfbnF&doRZmcc!(H^n%lwSA-8FXrg%n1<;V}FzMf8QuT{1ou+$`KV zlQ|d?Y6KjxeF-j1Nk8;EgtX>Q5FaEHlWawj4?+5NmB!Au@)DCmLxUY9fOQG5!nvIe zQT#ez_ZR_k2<6(Ir1xIDdR)NKOd*g_^}u{99-p4t0k!M~P#*(uEr6@&FsR$vT@FTn zKA6ZP#=@Fc{~v?o8F}OT>V_F3G|F+R&)npK2meGaWtgB@_^@6wM^&)T8cpF$hYkTc z{s4Wu<PbEY@@iUorg<$y$eekntisHF7e#A7y^cNINn9;`{X;luH*vuie9ieMWt%B~ zH#le^1F4P==QV9YJcn<y#~cc6&~DIMJ6q_#eiIv(`qhKqA}}AO!D@mfjI})L#Ilbp zpivXIueZqNA(~GY;qP0|9rC{Zpt>{=o&p9f!_9iq@@`x_HEXT6C%F$l)XJc`SYEf8 zPqqUXFI?VCMGCf~V~`t61Wg?0sOdfAHtS|hjM0e~Rjik4%8$a7a|70_Lvgr2=M<7S zIR)$3yvTRlXRglaKeuiFL=_^L@QD{Vboh903Ku`I=qpd%-H|l8tUpb&xR<FUToHtV zy~(;0j9fBFR#Vl8RGHg59;KH?LtE}F&Ykn$E!;fRI_omCxQf4DA&~}sm(b31Q&)8^ z(YZJ(z7ic>1a#UVPE3)4$;h_n&=JOx;l_ny<nI~82tA@b5d7uIlhE-b&7|C<&7`d> z5%GyR=nj^xhkkTL-8VFE7$WBC9dhmYRaJI?!s;gp=<x<1ssR*S+WN6fx9!k_OkX0Q zmznmvdF_V{-%bZFU=Ti|+*+!G5myroy!3R1$dm4pv|j}UUlcJslW;`#PPx+M0UU+k z<>~2d`B+5%lbE8Fg$1yIqC=#41AzYVQ6?|g&ir#0IEg$_{DRomdCv@r0Bh5IO*Nh8 zhZq(Rq#Gs0(|HJd(=R|&LVz^Dc;l03V&B7K{$aC+$?8Vc`N(leRJ!qj8Q=Cz3rT2# zsg(hrr37XR_U<Rs)?nyQwVNNFt~SM0OrB7dqTrx_3XW}t?VW?%g-pe)K{A=foaeeO zu^@;ZVJ8=MXahE;pdK73WxC_P=?mBg-&gpso>0##O;_}PnAn5+zLk}#p%(<yCxUm< zQhD4U920gWj7mOWv_blz?Ds2XB8BR$p3QNg1Dr8yfvcC41lc``kxOGVA71`5+qTnA zTi_R-d4stOxYUFsg(M{t8f8--B6ItCW^=uGz6HcFfs~w5#(ILuoz$U@4uY4hrau~_ zUVH-S8kquy7k}9R7jPgK(q8j0bZi!&$uQ`+moSI@l#;K=Fii@}2h-YFLBf{5WU7G^ zn<T59(l<xDXQWVZg0*qA_ZrR+cEH10MsS>o`Qs_3I)yhaU}te^XQ`OAZCY1c9Ln3q zUqN2}pLh;{L`*>cIAB2hPGr;<F#H=Rzjl3dlj*(>(3jO|82@>=sI~*;8gO*Jm83@c zCO#!O@Yz0|w5wfIs;f`~UkkkS6}C$IM~r=Ipn_nGV{M%JX)pEa+(P!8v%PNmQ{S`$ z2=bA{Sx8~lvzAJZYq?+@k*<}+xyzYU7-XipR~%_+mGsHam>`>zdAAJNui^_vSx|jj zSR=;A?)~ML$Np{%cw=&}9DbX{)Y0(9-CfR5GEhXz!Quz|=v%qOc4hec!lu3NDVr(f z-MfXuw&)b0$XnyV>s;=-@IJC{>B4dQdP?VBFY!$Yr-ycoi0LTdwFM|v@8<LHgVK1u zrLB-DyOcIu<|0z8RE_6ZbgLdqFcAk|S)J@1vlj+2{=&v=>k9qZ8pV4RrhK84*GMx| z_^8>0He~i^RL+&yw|AX=ry+{M-85Nd%En^qnrPg$zpGN+ZnO`mWT^;qqyeYhGi0Gd z=vkz1PTy9muo$pGyrIRH+7|V}B1;ftY(m2!7#wCLJi7?F1e8e4qfDMexiYSp@iT`n za0wHFA71kE<3KYCb_xV#07a!6Ns%SuOavOyxcK<F*;zNaD{5+L02KFq@xuKN*iA#D zx0>U8*Zu3~E{KWT<I1GE@xdko(7hvLyVWSXaWgzCFt;lh-dF}{X#w=0Y)lhS7t?B+ z<x;3}+XYema>D*T?S!;KUmqRP*}DG-!%(j8FqNGf-Hsui&rFo?XE^~-QFF(Ar{MgQ z_;7Mhg@c{x<#hqtDSHvO-?MSlgidmJ6%)X4hXHPFhu2eId9!c&nlel#&d9LC;Vis? z@^i0F?4jpPm8v4dfs25->+ze=)QRA(Ksmt#!Ru?$<2pHl%cpR`{m!b!OH7Ivh&a24 zZpJ?I1GTgMV$tCWvEVL+a$+Uh;EtVo*Rc5q<n`wq?`7&Usr<c+!OKplXY-}^xUw{* zqd`*hn}ykFa1>VF?4RutKTUnRar^_H4q{T}63kV9=|oXt?+=Opa^bGYNM7t6k8MIa z*0-&LLPixWe7qJo11Gjpy9%4wE878yJ*rt$*pL_(tvRM6*0E_l*3hRC_C$qHQ436A zVv&juD3y;Nx(Z~x(a>~iJnMA<WNZLd5V&771|CpL&NPLzg~c_7`!}-PcG+~EJD@d1 zL^#z+6aCNFNjx9<iD#$rZk`V$EC7L}Ge6>eb9cAT>j;l&c)v1uX^OV}Y~$ZaW+oSZ z*}YO%j0)n)(077oy=A#*owIp(MPG7}hOQ#vvUB%3P2Rtnrjs#;iFB)-N4#P7;bh~N z?SaTr3)^dF&;OhLn=3r!be__Ms^_esOKnS9*tGQ2O84O}uEB4A>FPR3=TA_!3Sm_A zWAqyO7xsY>=&TjB?|oAE#({yUKfG+=PSXM-!I5_}y-I8FKwx_KQH#`LJ`zX6as&K9 z=hV~+@<f*!jq17Rrf{yrMvuC8L>xPA+L{iyplk#R&@CzO%)<49i_6B3)$iBtZQafJ zv61~q-55yEuNKYnvy=pd83xfgeZ)&?!MLPUs2d06x8oaeh^A&xn5!l8r!bJ+o0$|C z1_OE+P(Gl4#3gGU8u7LaTjq6jlUorO|2foAkQtvqRreJs$AW9fNZ08bjnBH7Wy~5w zz1}A=C&m#WGfo1dmh~cwjY3Et|4|zn;W&X^nR9KKa{<K%N|%2CNZ2n4+BWV$-7{aQ zU%8un(OaaL`)}1@s!dDiQKLAE>VFurKBxo&cjwhL3Lv{Oo2evrt@G7dL9h=?E3H+n z2`g!h!4n9NI8@zybO*zZs%vj9LQqKeAbopksKRZ>N!*?#tK*2S4agk&ZJ-#UwOm5& z$N`z(YnIL}?x7736;02u4Ko$aJgvWoC-k9Bfn6$KkQG#ihoj(Wnqt~k%q@;=S)Bgx z@urHY45)_5z;bsPs88nRc8Pq(+j{qCIHQ1`{>0<`UXQQY;n?O4M8ylR(9V;hb;lA8 zFXvr(857XIG-W(ly9Vf&#GOB0?jJ8KwdAQ7HG?|o?jv9eu<`GoO!gb&o6vDn_AGH% zjf_mdyKsKZYInP0<b^ln?7a|qWqJ?xLxY%@Zf|ad)nV>FqhruBVse%zhQWaiPO8+_ zS}q;c)%WWO!EILt&0mx$H?28HSCcJcKA_-wv9d0X%2hEztawr}5xmBr@Dcc%TNSR} z)pgSy{P^nWGWpB{8vAa??b@CS=?*RODcbc{@Q-T<^rXjD%&B$P1tIZ0^=>HCOE^I0 zs9A3jKe7jCAOO2e8&T1KnIi-Qgg?K3r!X1*OsNIZ-M_)EX;uTp$;wV7)qrDg8{XDJ zYMv^L7Tv=4{g&^zU30?z#Q8{vjV2W@tkViGeT-_<NA=R*KKUMalQ#wM-?&1FzW`(Z z|DtnV%{Ip#CK_e2Eb@!wk*H4*my^g!Fo4Mp<W{b$%*hv?WIIrs9*5ZVQ|7m?<|vq+ zw|l72ipnVb<*}CT3tq-HP3)ANnsFe2jFa)U#P)!UKrw^ZnauLCHuIvq`TiPfo2l83 zJ!h@&XjZMXX>B$d<KClpF_h9it9|p4_!bvauSZJl)X%ozTK=-5kkH_4%)W?jIv!R2 zkoHG8uEG{v$>yAZKyS+Ja7uKda)%f*6k3QY(l%JvC0W5V^``G92Zxk4r?ez8Z9PKD z(5Ax~S>q|{2_9gEA#U)D3+;LvWjppJZ$&;e`p4WzQs(fGhWK~X)+gL4!+;*kio#z{ zvo^|jXXFJxTjyn#e-l2!%=XGP9?dYq_=@X$yI{ualX}x_HrlN5m<(f-H=L<0Sk%XU zkvo=_bNde+88g14kA6vwScgi=1r(5LLy&G~%lL)cuy%q!+B%*bg#IcE;NDxUwCJVN zxQZy8zMs#Qj;OH{qk1=7I1z&Gb@gaU-8xI4|HE3HCHLk`7^<(|r{H$~{Xu+s^M70b z1;|hDM8q#DI)ARQFilQ|!{be2@o^RMow~bK&Lt@6<#EgcgmAblcoZtGdi;JdIbU>c za3Au2D{1S#7b|j7Vm!k7(w^+KL|BL%P1R0YX(#SnUX#TM{pF2=rOi9|x<4TET%SZn z9yFA#uE)78I*s0F3-VJoTaN#D?f9!MzNGw>v6s@iWdhE_%1KpRn{(W+iurb^OT<CP z5m+C^BxQgXgYANZLRI$mp7Dp#ck)%(oqKxFmVkp#XGTyaaOG@!+<N+)5JemWepNcF zzd?c&i~tH0UexH-nG&zzu`ti>qXejQ)SU1xt&O@QV2GoG9zSvxepGa&qOjqRCUzHD z)qaz)EZI};OBZYXDfUP8^wi@=&BD9wpR6l&ROM9)gZ5k%2J6LC)#`>i!;5xh<d_UA z{bE3ha9iz{$!?j@ZIC43{S2&}J{V0#Cnnx#y!metSah2fj*C32RRacz7YpR7U!--~ z@;qs^5hm=P$o#eh`sGBSai3K?D!zhgX_9)qGnW@D>9O=kT*BLeEo|YQzVsJ-(9$SI z=;KFmjeS^kjAOWE*S!wqphY5cb$<=LLJk&V&%6z+X~d9;aiVW|&cUId`xV;qshcr@ z725pwe2?B*vw{#!Oa+wbp^+P<me|q!>TBf*KXq?xAjHCQ!buT@)Ta*j)u5=wapw?F zlZl6;{CW!yD+s)eo9U<n5Q`L0-0ZYFuI6A0S#1WU_InSp@GFhP4G#<pEX6!grk1Li zGdmc@K0bKY9B7@ad{3H3Mny+ufqTg0!+p)QS1hJH(i$|8YAbN`dhCvg?;K(j$Zi&Q zZzh?nvbbdO_WksM0ck!VZ$I#GDfS1wcK;gA#h={6N4;N)eEb6Eg`^2{=<F`)feclb z6?eHSvX%t*3{JMOc^Da-G;Ut)D@+U48JzXjd2j7o9y6&2kBFomxJXk2;QMK0EwMB# zkxE&qm+Wq9HQ5{1N&^&$N1oUot!o|jJN@DKoZwPlzbePQ0<=2zx9_D&|BZbM-J#bL zkqLme4)e0OvD(RF?LeoC@UId68;yh*LhCHyP7|{hL07PV3m^Z%nmWtYCg<1z)?~vb z+8?#*qau>nL0+xKh6w`+K9X)`l#Wi6Rxx#KjhkUStfJCCbu*2wniV2`^V)E!1iMU! z*$Rpg!~LuK3_@bkbaKh^SH(NHiG>_olU~zS_an8f7fkjtoVdVHCa=aP3b@xvqhf#E ziaWj+vN{{uI1gUmB{!$y<AE`Ctxyl852J7_%2zBp=J%|DNLFnZ%h5T^7m3_Ufbh8C zwf!(RHo%{m`5c+J4olZ0T*b7mBHIE8FGLT`m<Zk-YS=tdKSuEs5}pQ!LeiI>lx;_S zZ`PIMD13iigMHu-K8q+lXu>jZ#SK%k^xASxN=$Twrial#G|&7%4uk}iAu-ROa$p65 zQRT<)5g|Wq$NtXlAnfh`!k$#X-U2O+wxZX9{~1{L(JlIYUhQ)x4VL=e&@cBh>pSa9 zzN@=JIm9sstrt7jzhqXj3-=#B;^`C*VoxRLdzlN`H!F>-fu$A#C2(%>K7+sBSkq$v zotx>ej8Bh`qX4;e9AHfBkA{YZHfK?){&&K}tPRgWaEGy)!v2^U{r-8vImkn}>Do=L zdgedlr4IJ$W*Ow{aK!Btg}6K;kdzQf<DuG@Y{%<PEX5WMT6OAVfuV_qGykD<N()Kz zuos1wuZXJ8zU=vk*7xkN88FQ=(=H<*2qApG+YO-^Elzoi;#yc0vb$EqG2C=|S}j5H zhf!;yuH)tB)@wLxrQj@AknzxJsm)^wldjms3c0!PkMR$@RIsYRw#=9|HoiJ<n6TRG z+%;DEahiX1ZG!x({D7;z)TkBxV#1rLZBwfRLdWR4gV__>(hyv^_aD?xnSPtuL=Z14 z6m!BGN&U$XAU~3G88N3ncX7qH`%@+g?BQnnf59%rJUA)b&E3cuI2?pC9?v|qj$omq zvWsEc^9xM4tX1d1sHKvSGpZ*?MT(ge#>ev#5@rtUUy!YC(=8ehoR-+k3WwRhKo-nI zxz&!RFk<gZYv1IthPZs83F@VcDZ+UwgqUwjfV&5y-MF7YloEbboxI;6JExDhE*oZK zp`A}id2sTeo%Y?mT+|L0qraX?x2Ba7-!lT>a-Wa)H((J3V1qJ{!S6|j71p?BQD33o z32YL+13@Db@wo!pbjJhvBqslZIZ3ep3UmY{;?e+k)F~7TM7?#>|K;sm$FxdnI&EiZ ziG$bg8{)@X)vbo^M?>x%D}WvSVpQ+hLKOsv@~idm*+*W8CclB~H|!iSW8NvHFqigY z%b7hVAF@G41yj0C?Z$Jt{_g^G*TDCA><gzTDOOe_P@(AZnf0-5_ga^lucbpOuOJw7 z9@!C(UAl6gtH0P$X4qGKI(qffdSRtK#D)*}=-*t)>Dbo?(TN}BBZ}d`NYkw$CP$&? zpWa~Mms3bhL+cpvS#!;l9zvG_vExhcg?HUrpsXvL>%#A?0KCkIvJMFFgYtOO-{QO9 zA@k}q7Z&1DlIw%)$2ve%0eMiL2&W9S6kX_fFB21WS#|!P`i0tivwrW5^9$37O`BH< z-SDA5_~EWimp$|Km;3pb3H9Q;!mH1;vJs!JCEd@59Vk{rJVU0a29RwyBFxSH*fQ*` zoVWyu3bnB^ZN?Svf%xMBbnh9CVXyJN(4_QIvJ6qnijZ;X2}EzbUZ>JL?A>{_+C2a! zNdC57nLdvlJzF+|rRzzG4K+nJy!nJOG(joQ`I2i~eE0K0xmre|`TC-V=8dkIB)_+T zwK@MT8?cT799J9boT{G=PEL3o_htL&h;iMoIN4P(j!#bFA=2d!c6J=?v2RAQii@Q& z`ZhN=!`h?t!Q~5QEb3_n044A7m(8cozm1fYV?8<_Fo)le{7e8p(6Apq%XYWxJ%#V^ z|GwIf+gxb5Z;hhMJ5hVh1GTPf>=2hbi^M_5%^|Rj)*PulTTOB2uEC-jof6}Z((dAa z1Xd9_nFE5HmL8^J3xUE3wAoYR2_R;(1D}K(di3^+$84wr7UQ8X{CX8Xq;h6|aQ6Ky z9z+-LYE3S{w0DJogoMEUZ1*jgbWTv3A{B?mN!|pT6(Ty;W0%7gt2edgro+}sNe>C- zp0SF4L9sN_K#S!zHfi=rH=@KIUY%%y$EF^PscKaH$Xp%TWwOU+sKMwVJ|EE&45yyd zRc;;ANQQre1!(RsScq#|EI>Fq(nI@#eY0y&#m>e*NeoEH3cF^fE^dOa6NV?6$iu+= zMyF?g<;_qyz{$CudK%XAsVnA9rQP^`{(``kW^LSK#lec;xOMKjJWFN$A<t7sTq9`* z^tF3FU-4=A7NSt_jCfGjZ@Fo;c#(hLprQ8VAyz*}lrbWk4+gC=oBiFigq=2pne`pu zId0{0g_+8jO=#*q!r<`My+K#+8;{;>=4yilvI0wvr1SnnphG9^fUvM|UgWh2T+HW6 z4`V=A_^W<Hx@Pj7-d9vdtM})Kk!|E<XPLq{z(L4v{s!K`A45*a@1asXda>T#+T8qf zD*$M{1U+sKf9ZwFD13wR%FKm(6cEF_^p2p}d`WmG*<_`iFB53`1QKm(W!S*QUlb>+ zt|d`yq2j#&@-GNt#EX;7J0{b%F_(cLF~KkK#<9;ib9!Eq@P`4O>kiuXiu1ic0Q@xW zVSq@wmYeE|8-%`6TVYnI`N`-`=vO)uKiG1go8rb4c{=C>HbQdJ)7pPLI5!%M?tPF0 zW?{z;y`xr*Okjl_;%8gq=oW8LZAG=i{OAK^4L}PUU-bK4_+m?BcP!EN3i-k#HfQ!I z#h$LTYYVhFVUHi2CwKZ77W4gq@}+{IYz<Cm;AM^bD7f}(@pcPw2mjT}@xC$0i?9dH zk~rK#1AMsz5BBFYDnH`$<TwO!{K|+r3#tnt2%8bPHT-eFbuu_S;<x3!Z(Ep7MH@k- zs}HY(Ortw7LzbWGVjtm3-Wo4ygN1zVP+C=8j+@_X3%qe$m{H!Ght`}A0W5+MbRN?X zbw!u(zL)iyVp9r_?5N|t(9yRj&%}gzXMv++F;7~cJ$;&i*t^GN*mkcv>alz1z`V>k zr72rWQLW}^-TvA*OL~$ajm^z<9CTZRZyfMN4;=SiMP>QQF)znZ(`6O_3M9fkfPJJC z(!+y;i$I(QW+X0W%X^qN00CaGN9I4sfr`%(8&K2;Iy5@)vAz)>lmI+rSH0|<b#?^J z#0(GnxtIJvl91HSg!}XBCWae6&KC=pZHzQw|JPXq&o`m7oc+P<v4Wv7|JRSCpA{{r zh%&PGZ$bOUKJ=2{DXDDWe!QRmX2^zKj(@c*`Gvfmu;#$*o0zlijgGQbG2M`h1XXG% zSgxicgcnnB77bV|tJXVr4$;<qWdRX7kJrBOt1iNl=;C?4y_UCCoNP!(_i*ndQO1gp zOjr}e2=q7h=w-|1*9Rw19jBWj0+POcy5sh4wMXyySeYizEN3O9v7Kysb$^cv$R1KV zrkp~Nh4=w!`Qp-ZV}`%^U<PxcpKVQFb9ubj#m6+&-|9XmUKKrvzyBRJoMF`J6O#tq z6QVj+q^!#&ob`5O)0C8WmohGx+Z<<68ElcFU1*lzL%XG7V1O7t+NB~*yqFaB{Mn2_ zB)IGv<!u)oY?@Txl|z^p#vwc?^ec&dsH~S!V$NDC%}IZIe(+E2L8Hq3v*4}sbtOBX z+OKWpb;CM*@{0>`KT_mGLP+gFVW%h@rWl%d>v3+@3IETLlapIV<oI9fdLtR9`=3lr z4}uOHOXk{)JmBdeh7S`gtAOf4t6_28OzV2TRauYB-pl`cKs>{vaL4k6BSPDW7WUi# zJVCrE)sQ~89sx0bR@2%o9O>MF!x|)8eHkh&8gkO#a%v?BL;Sn~_!<)?tro1Orv8&| zx@dE|#-{gzHociP`#CuGTM#gOXO`?!s@NP_a9EQsLXQ+-J$$q4blh>tRP}7V=`;ky zsTda4z4}%oCsgwISAJx=^Oa8TL8D|(SrH}(EG}kq5JIil-DUvA45;eQkE=yzd*RsD zv|)NJK!$WO@OnToL^$u|>@bG@-f*?<s!1;*LE^x|R!|`*qUisv{x>{^2Ixn-=dJCc z-z1Xdx^n$ROInQ94=xb&H9G3DsS<<IvpvPo>wcwqz|xFJ$S$#>Nv4WEUpKx55ead4 z!n}R2L{1K-F>fpzDA1fiWX*-`dv<On7eXDK#`+H9TkqdJa|_00^w@5fXxA!!5oznA zLX*3Q(7L-54rq9L_(vbibG@ZoWgys6(#&h56PA3wE)!th{k>J)m@iIuXs9ZJ8SgVP zLAqJ4b^;V(7^N?O%M6q-S9_#dX+i&gYiVxAhBUXjnxju3eeYYuTmb>~&PhS+#5N^8 zSU-?0vaA+P3H1A|pUbc9?{;XGF_Jo@h$-Z0Mymr`4MJ62*8VHt-OKA(GRvhDfB&LD zD--;Qz6=kZCk8dJu`!H~TVnBY&FEvJ-TKJXa83}`uLM4<XN4mILjzV;B9I}I9kUxc zNXiDoH~iT+J#qA9*sxanXG}fGnj}RMl)b&ndc%Cy1IEMq)BT>7#hgsaiO~nQ*{G-~ zp4*~Px;NhlT?lB~dD*%Ln)1jw{n?89YTz>kG05PPXHQW)M9+SjKqTkt+I|VVb&G}2 zor9pK_B8i;NEP!ZVqXrypVxH7M)a0ZI3Ua~2TiSulUYbcceOdT7u4AtU!eW4Dv+TA z=|g2M_FHstc4LgpXFQton!Jr!r$@@*p|+XZEX}>k48!zk2FN$M5M+PJBX=pn+#uJT zSMAogJeu)Y!^I)P488DGT;n04Cr&#~RS1b|)t{?~s|7+TFvCYUN=|J4?Y}udKVJ`~ zqF9ZL_g*%jwb~d*;UN9Ke3_&TBd%AtHOs^tum1^Kri+u46G)Vv2jhUH!8xD9ZpdQu zDLKfDEd{8r<x@GV0ZYi8fk?sjfPZ?j-@j#$hf3GostyrB2wPYY@1t4VoKJ5T*Chus zd|&3VW4C?Lr{usd^(kv63x=TJSDlee=c&8#Xqh6z$|^rWfCwPuXGRN^a~=1fG%E2< z@e>E}Kl8wOY}Q{73uf?9D8l)XMp1)C;ch?ZtVs@>kFi#_B|q}(*^$sRhw0UpjZA@w z2Pi^ow=yWV;l|xNW{s4Ut}Fq3ZACsp3ut@y(;QkrD3h>2+sgyAy%2$2sgk~^2~2mg z5U%X?I_b%4WHKNn#Ao1MCCzzL`2nymvHe#ih=c^7kXqW!{+&6XuGpx40-#zvM>1f~ zdWpyIA>O9<*OSN)*iVE|`(>>t@wj!jUxNxEh5S3MPYJD541&QXOe^2M%2i3RfnKND z><6Plg|V|YnaeBCIDM$Gck6APVzXFW4B=x7+Q`L_A{iqyY>fhJ6}7}#t=8u?5{1jg z-a%k|f}f#(W~SkiU$757O<u|xfrsKd%jc|ponbyHMzkr6nrwllW*bBEEEimH=iDco z{LVO3tmRwhB(AC)ET$F6#O%KV1C-Eg9-)f(4%G>TIS&2+E3DJ72U@(&^!s-}nB@VJ zaWL=)H#g)S7X8cN9e-G>(*K?+>)8D?qmP!1Fqo{u%S!TV)I{&^<7I%q8n<I|#T?l$ zcK3$Hi25Du9P5)>leU&>OMSVxgUfLR%=9G0XL3`&e#rGetM)rNt>~kT=_2$7q^}AO z7i9vvHD0#wLzr_!dt+!)7@&$zm)e3{awByavN3`2#Df%lWK-BTt|OaZkOibhd|6Fn zzH3XNDO)J~qVsu9ia14I1<H$CDL2q>D+<Tm8#?np34({9$6!sY?xUml7Wi+Z;M)!k zI}ft>p?=8(92S11CHP$q{KR(M<-hqjO?Pd=*jxJOoEWuYEPPn!ZC6*sh$0j30`HCK zZL8j$>qRq0lN)4gC<^T`w<s&}Bf<MkMVRL*f8nf9x#H@w|MXVvNOM4dR0YG7Jh8XO z&iXPsUR&E5{3h_=?Q1)6pEj!A-}hcL;pgHxSFx&Zl4u=j;j_8_Y)#YAsvEsbyfuT$ z)^brY&^Jp^5U-CO1m30jaS!`I9rM=WT=>c3V<=LfuGiBG4lQZ9eaAL@`u2j0%WHD~ z%ln(}WRM;f6owT#?^-Vd3Msu8juA>{$P}ccC`MmN$vt{_cwZ2QV_8UsGlL3c0@UPA zhgAa^!yjo`((0R}qNEYbGosUQs*S}dy_GYY&C<%>x`ahYo#TXeqe#jwWBsQo;i_Z7 z)E>?DF!<Aw;+43V?fqFut$H)D(YQ8kbeq_WdR|w;zeJdAR=Fb0GI^X!)Jogk{`~ih z#*>D;KBK!X>C%I?fBukD@OiG0-<Y0#?fGdmQMs8Z5!jA`&yV2P=8v*wx6+-;h<5x& z-l7kU0P_n>1|m+vTy&XT=;(8^<As&Ewmazpy84Hw(qFj_@A{mfBdwTN*EZ2>dS&K6 z${1j>9C!`i3yNE3dGpWZGJiuggNl{P9LPX^JSeauJTv<f59t{^AZglcIJA}JX8|W> z8=1@##akk>S%zu>T&g$-98p`%y6?25I83iC+1ci*dZY@}e&z!G<(fwVI*fNx!mfLK zo>`aT6X&CG`ghEhcChoJzbXmFyg5tWgE=|Xs8-j&Rk4F6sXq}g2TGV=sCp{as>`S^ zqA#<ZG3?=Vo@Zup_-DFWy@4gpUU{;pH#lxP1Z*#>IsGQ<JW{@zy%OMGDeo|*>7zgj zzP;LH3+af5{-qk$47E>RE;lDU=2V8?J`EXHHy4?P7*V8F7!<t-D?58li+)D5>Z0=h zarKr#acx`MXcOGs0t6BQ!CeyE2`<4Mg1a}+xI4k!g9mrl;O_43?((g@&pGd{y0f6V z|55asJ?9vYjWheXOg-xO>E`#S%u|amyPr`#H!C*Rmo6>Z2g?@Jl-_E;Lw0W6G#aA9 zn>Yo$culCt9jpj?-`@i&f`5|t02&*}qMSM?(|l6{YGXpeWB>^sam_E@K>)SV7(O&O z4O48z@XpUHI;&b|rz(O<gnU<}!%553b%aGeSod{ct+)rs(MmXu_SVMPyI1?x(V7Oa zFvzo-<kLuZ>kJYceGhUqvThS^<tN6xm3J}CgfgL<{kz~AkM;$WfI;7#1Pj$c)oQ&I z?C62cySrK^`qhb8fCQ{bR0U#^{Jo4Sjtn5p6U%!c8<~;!6zkLb<vEp%GCb`p^?Gt8 z(_g4oT;1DVIBCrFsaWUsCI;$TnEM+^=Qvk0b+;eBj$Gb6(9p`PX^Mp^-QO*|eN%s} zGXdLojTsk|pSVr`IBh$-PW`A{V#0x2VNk!yAwurX^$d4}x`v9YaC>%|;hIW*L`knO zjIba1S#@E_IQ_m(ByO?`-$If<vm&&$F7T@Bffd+xT@&fkg75qe=96o!whl+le=C3X z^&VeDn5lQPkf6_;m8Min)>)IsLn8$SX2i^x)G%W6ZkdZT!_#D4pwP7AEz6c&Va?jU zvFhI$F?-I56J7bX{<fQI9E`d&Z^v;<Wqvfxne0w96rqbkOmf!Vr6hOICJ=+tRaU+M z;;WQYRaKRg0I-sr-O1F;(a7-M6)3I0;#~AAi3uF}bYF!f9_5^rXt)P4XbF4wvL+>C z(DvozmuQ=p(J716#0{<A)HP}bgySo!Qk!1kRO<=y#=O2+jmF4ITT;5qftW|0b6>R) zF46lGo*YYHI?@q<4E4Itj$aFSMt?b3j@lx47xki<AlqzVn6DdEr_*(s-qqO(qO-Io zfi#OB{H6E*J56qt@!b^$C1`&MgUc{Cd&+odGVK|uXrJWAN#>~IbA-S&QVK5hn{>Yh zdw=7b>W?Qig`xsadwuV>!0@=!IH<8<(Yd`ZswQ)m=f|?ZiBcDi-~6G}nz!y~zGTr? z^9viPv8l-*ua7RvCu?6m`$9$^B&t{9k%h@qapsxaJ=z2~FgSsGL52J7xX9QaTCbBI zU;fU0_Ar~TS(PdEA!-$uR<aolqc*Vl3BL67`m%JLyE(pO9B06WOt~gBd9rs|3KHT_ zd}oF}Xb(Sn{*#@0HANMII9RU$$yJh)BZJwrot74K9r9km2ttoWqCjmPRrZQAS=@BI zdz7?@hdS685)&;?&}<lb25%Zc@mtLP$pxOuO;Aa3u?E1?0W(HGFtD&PKs0G@I3cU? zFafgx3}nW_pXJ~6w&OTo(k!`VBl+MYbbg$j3F$OX_4+vX2?1pM@c2hgZlg?f=;(Dn zW`CD*bhWs$LA}0qink2<w5@hu*oZ8oj7`Xl_)osZA3CtdEvA+A^)U;x-SXhf=XESu zpOF@bmFSGFOf7@LV6^OvIfwD@+hYb<AN)aDFIAl#!sz@djb)*D0N|F$UHHaAE-)e7 zn#pzg>dXz|WKOW~5=n;<=y$2X&3O=tLjD1ghyUbCQR6}W0)1)cu@!|J${U6N_Z2V2 z3-^o<j?5pu75s?SUZLQZ_M~WZ!<vViaRLF36*-y1DZv#AHGbZv>8Z1H@8JPAC-Y70 zjG)C6<)^4;KmNp+$w$KMNr-^j`(L7;@`a~L2-heuw5jfKPX2-f5MN`|I4&tg<-~hs zYGF%|iiyvmv+_vZ@OPRRFUp1*I+TTqAbTA8Zw!uvqL^Lb$@_yTnl<q$dB5SA)}edI zQJhpON>+ZWn()+?bKBw&u>}GgoO-aejnLmYQ(6$$O@$y`FcOcY8ha*;_9)Rh>fvxf z^${P9+2Wz?UGbeft@~7WVt8;1H^ct!&>(9}bfW=agVTka)B@v7o}b<8m(pWmViFQ= z@3*2%jBnRqt``NUT5}}JeKuTQ0ip;VK&1hb1duK@H>+D3KVh22<#Y&agnU50?fLAI zr+C`u0zEN3y}ck0WJ<R#+jk?^)YdkxoOTE_evHMp{Ys1%rbKeMwUyh@Pav^t4+Jt; zSy^4)t!TQmoq^O6Zmx({DGxt6y&bLp3EdS289<w?@>|`FdrjjlkxY$g6#{0baL#>j z)F7MIRltp4&i<Te4myv*L@T7A!ldAHlUhQ$6A^fbn8|NOzggsw^T)~6j<Qv{*%4QQ z$LCMSs?5>6Hnr*)Dtow|3)7nm+63#Wde!)gB%qv`V(8o|gXtCJ1%p%A*Ie+&P#nw3 zw{p4!0nnmeu=Q7sN7)X3XvDCIKAPn#kHp>FDJNH;2y%<Uk`AMLJNl9W`g}#Mviw>q z$)6RP+c8D4Q?4}Q;!KK!{$imhl&OT)T(Xl(j?5GA0q8fPTp^Cv9w05>n||;Sx2!*0 z?aC^9QiagCDaR&dA;XmHsFnDuc!d&_x4=H>ROrvXN*fBNy|i`>x5ER;5(GQ}Z_`H} z_Urufp=!u+;_j|-pgzNcM*&4ZnH-;Y9(R(oZ}%`ZX)!lV%2Kn}$3ipS;C+E|rS~eR z?Mg5azH&S*ME1^03a$7zeFEHxIManu7<KnD=v&sQUN_$!5=CS4Z1)~akPhpwYx1|$ zoP@@Yhl6(rF~Kxy3*V)77b^jrs@7tTD}9u&4+zA$-v|Q2$58FlRa#pa*CC%m4V;~C zft*k@AYKv}TLokph4mHA97@DejwCT}1>oxtv?ceWkf?V+{`tlH?`xt3^?Lh=>#e{B zDb&7_Ao`m7Y!+JkHuVSdv@$c3QHYzL(SFU7xY14cg&Te%;jP#?N$X7`A%lZ%)OEH{ z*7%*`?#dgdP&Sco>%xuz(c!}w-*0y1$-lxvxZu){8-6<uVK}KNDH#k!R7Z3+y9lmi zblU;*h2yK3$}T_2|EC2A!)o4&JZ>Q_K?Om5h(K9enN0Xu4HYa;jUGN2dN%P@n~r{S z?S*@p$2+Cs&CFC5x`Rfr$ngte^q+A!iPSUI4$jNx&@^8UE5&DU%~kV~WxH~RAXPq9 z!boy^1`~AgSEOefy93?gJW?RMRlJ3ObZPHP>4N^_dUN9q2|kEQ?L-@!Uk)u<oSN6e z)@uk;*Dp_8Pj>?$wJShw7bnpseVc{+4SN0%s-rV_%y_5I$d)vZ5|V%gBT3p|d)|$A z5b!w!zb-N*?U?_vigAiG5$Al`*vacQTJ6`8Q%~u&&B(p}PxW6@v#kQc>-l;RB*(6f zFHnNH8;NkeOKS==ITvij&Q4!W9H#MTJV~}=bJgt7u@l#Kj!;8KX50(+<H`TpG>A&j zG5becXR>j*$*62=(~N$-KVV_eG3gFOrByA1(PJV2W|uM9ZHnYhxBv;(^=qC>=C$u! zu0}XX0d3R~OZ^6bSyM4E@XbpA(@ZkO%Xg#=;RNx{b;N;Rk^j7|?xY~zSM|1@d4Ws5 z!@jd0+h+VBjE{EFLz$83%E3Kn4vkT&LP8vmTlxWS&njAcr@oNeZ6W{E-$!VUy8njE zJfk?Rmn@<;N|~UAaRT07apNBIZg#}B5#){G++}FJp-2TMMYKG#c&jAwKp0kg)NjeZ zHix~%;^aXd1i#32Iy_*r?F!;bc+phs(lwX<GJ*#ZMEcvNkbJ-^o9#q7xAun8Od<f8 z&Y66KvY=q|`TqW^)vE!N*Px|(N-X2IJ*aw(HNw3|P!{nH9_)+r_4OW{YvsE<emW}8 z_Uf&bsflRD-o9(XDbvxn_471mO$tzL7x-qoG@9>6i7aRQS#2R*rFOSS{5Qu>*u2_( z+6rJh2>B(ScL@oAD%>%O?ZWo4ELBa$qd@85`NJ06kyc1%UJYE2t74xaPP>&ZK%_i) zx9lJH9oMy|t>MSIM}DNDIup6*(DmaENj1CgmVRzhaCP7o0~Fz+WyYy5wW3h3Ml^mz z@9Ehz46Z+lk+W&!ObFysxOK08BlDZm@eL)Jbc5&FIo-^b*Kam=q^viDjhh>d$i%k{ z3e)9RyH`}rZVqLQjBsaTb(AqQoxBOP9ehswS*rn%)iRW^?d@-Kx?a4V&-Z0PKrU%t zB+1g`WX^=?;o)I;?@>h)TR5dNer(b|%jNCm4)FUs9nH1^4oo0Lf6o5he+vvKwX_=| z*;R5ysE+Gxlfbf7?&YrKtHuvEAO0x0vjT#>>E=c(iqxk{;k)(deUHUbCzF;V2nC{M zDMRzh##XK(Rhc#iBRjZ(|4nIlESmE8sIOG*?`M?Vu5^o9UTuxa+D7g~4_}2hN%v)x zHBZmgmno&Y??90^r}10zLEUYTQHqx5a3$zx`-kXNsn&Y7tFwQk!w=^QxK_}`cO44B zn!!?!8+U2Fxxmo7M|aW&yyVOfJ5qQ(TcR_<N(L6APO`lw5jU_-=WeetpmhFWu)G!R z;UFMwRlvu?Gj?bRlcgF|_P$YyC)Mt`5IRx-_qV83VlNJt%=a`br@xrS7O0o}F<t#5 zl5<<R4li8;_{lMDj1FI|zujmPmct2<F?2>o<-cl`pzPn^#C7Qx$bJEW9nz+)gQg^0 zfw%J~(>wlCh>2lb$F^J>_KJzf&O}-ahxT1Nm%ou49!HTuCy!J=DoTg<#cnByLOvKu zg!zrAe#I4tve3q@fF8ksdoPJFVV*sMS&F7XGI5YKgBgLx)ml?JBUnPALDHZDo}KUy zEuYXB_vj(R6G2L4=R&Tx#Es2hpKraTi3|OfFT-7(X<03Cib$8+kEF}{@lql}DAKiG zOD>X>-<l;E)bjdx#5=?7JwHDWm@yBNO)@H%P5@Ldm2U;v=xgFoE%rIEC7u8c`ah<! zRtPc@5`%~Df17$yc^Xeo`}n^K@IaK)=7^avy+C!?X3lZT55ViE8@crD6S-)~#pAWe z2W7w(uZGlu4d+9ibs02?koN(JJPwY^QKxL{hG8?H`gG)|NG3Fgm0XNA;g7#_$L5lG z!O<PA^4aVxa=OB-VX3i|)^)m|4}QBOXI>P3VyiOwPMX{ebD5M>8-M%09t0jl-sj2s z$ss(On<P+!{<+yJcNY!B_O%J-4$<R?8OmFM>~VI;HWjS!sATpR5;2J-l_t->b{Sl* zhD<hy3%M(8MtSu!l3#+claO8Iq_+a83B5+Ao$I0JenmHud733@>^?XJVF>OG*H{+1 zE|E1seHU~NI~7_tT<ST%E~m`P$wh%ZT5tS98L?%O>k!_y$?+y&WmdWGNL<H_r!itR z4w6@VB2RE?KTG<3?*e`12<!$lZXP0cufru|jEwu**lRrJmWUpCl!kYC>wny={4%S? zzcVs9v({>SL}RPNmMoe<D!G|NWRQ#(pG1ED=62NcnBXXx$6Y4o;s1o3n>6$}&z6>y zGSC8Fiq35Q#_5*vaB<9uL;_LU_9=Ky8R3YfJ0ZGJXM6j5Nj(r^*>XRjko&tU6B(c3 z86N3=c6Rm!Nc;lmav;|I+qZ8olmk&f!vUxwu69R=W|RB>UC$;JoNr*Dl>wRJc+!4x z?`09D`Mg1`odFy<r6k@7Ms>z{5tF)}=@)qwO1Xxt$1y*+**d?gA$j=Em9tuYB|bgT zbYlyhvJE>k6ptb`Z4kxKDJ^zwtm<7gqxq1vo)I2;zt(T7>~%0Q((*K#_FQIuMH(2; z5>4QxYTdb7=L~uu_`t$y<y$Gv9M;|0ex<rN4f4LfR|(`Z9y{AJV;B6cfoP=*%S-0e z^7KkGC6W3$mhx-lNY$Gp6ukF@<1C3(ePw8;iu2-1*E4eCS}hnP&$7K$v%Mqev6bgq zt84w$E>Y9=UNb+Bv;4*^d13W|=oi-FpS2TdKF6grQX)3|zYy1qMJwCpJV(c7R316k z56(ojOB=frKbu#GwHI0BVBoWqY@QbOiSy>$jP|VkRtBMux<7fb0gd(qh$%Q?Ots}| z>iMg0nv~>Lb{BP)JVqq85=|j{ni#Y!RDAD*zz8Z0>n8o@<S#Eo7ns53=_|i-n0uIe z2@0Pb1&A@=hoi+DDK{Y2LU(nI>CTQF*166^mK^4_jzo*-{zKGF_X&|o*v%cN2U9!1 zFk2inj9^et&bztAy$<T&iSOZj+98iCgiqRt&s;CcTuaG|vL5L#hU#0ZW#kI4vAc$C zn+H3mMGU}BX@h}*Sq8cfkdV;hL$`*y`oY5aMWb|q4C96elnqBJ(4I5^GXPp4cL15A za(p%xT3&tz#3lcS6j%-pKAYe_{?Ao17kioi@`OD5j*LvIw{5Q^f@Dzr(_i$<&^q?| zck(QT4q}T+q>Mp}h2AMIg$s<X>ez7lKQLXZ@6zi7(JOO?UlxLDM3E#}C8(D#At7>a zBTX)nYbB*`POe6NQkR=kRl~WM8|~qd*Bg(CoL`0$cGBr*zX|C`g+H0O?6<lGWc-0p z2=k47Zyl)b8xs^<=YPd#SB56z(zaS;9VvK{h(sq2xDU_^OylrcHulPzR628pUibc% za3_9s2GXNyRDW6@ZnQ!7bVEMN0Ds(b34-+w)#sCv(;+4pHyKVIL~jF}16i{Hh&OVN z^G%8TBE4ppEAoVok0R|M*p{s42dXW?lJW&;+*%BdT({@}c*a5$oSD8*wzKtH1JR9= z=1ZOix-~13h!5I|hhd27I4}Z*^4A&@1yVx{hl#QX)9-T>1&jO@McLjLDv4zKDk4S% zQYp(9Whr6RiY>|)XH7^F@jfFE6>Fs5AWdeUQB|l*;(k)jYEOG71dGZ}7;Pb~@<{i- z?~(A4a2mFNOpKJkgCV+Dh`Lr?zgjUBm4mj{t**2}gF8xdBw^fqP76{{%ImYvNF0Xo zHZmFZyDGJSeneZ>2WrAJM0SqWr=3<?xBQGJr*)n_XGN!$(d(or6l_|s<B`R;lW@Ie zB1YHVgKK11Mh|QsAmCwb<xE(%zyT;(L2;5hGMp=pG6gdsiErBJY-W=Kv0q@bGkr;f z`T?3AaMN(wthNB{i{0|wUZ&%JAV?xmNwr-!V$rpS<mQ%{J{aYq=ZoYZpOq;L;Oe*2 zxFq(nasCCTS0X%Mtj4W5Quq>GffLx~Y|P07gbgg6biJ;`Oc4~UTc`Jpw!pp+nkuYc z_2%m)sKm`v#Ja+%;o;m%3Rw<=0^eCnzNx9dJYCYrO*FUrYG!8Ghh?5cA%)IyvSnX+ zH1cKz9c5EpW_pt0?Ld1A8A-b4pE|A)dy4tYKOlU75Hen;Hw9+KtGb4+dW1kEmZmT_ znL+RC-9$IvC?Y-e&ZmyF%9ciVv?>-s`)bZo#)rpYP0^$SFPg8NUCB4F=50$QYk%2Q zV4q9q?iqb#H_D!u-Vq~ViZlFN#a9>`<)}pFjVD-xt$U`a_BOg7G5UL;uP^KL4DBOG zH1nDfZT9@y?oem;L#Kz1U5O?~NvJfM1MY^L7={Lz$K^o5MWe^wxjKH+d-KCYkZiwa z62mT2Vb~Zewjn@DVqcy}OzXW+uq=9dn{N7<snCoyn+ceddA#fU9VL4y>_=&LEJV~i z4oJany?iPzzSHm_d~?L2Rif;QDpk{Vt9DTLqIO?D8fSblZcW<Sa8jn6q<h@NAllVi z<@VBXxoT?J!cP7ZfocE@Y9A|i`e<EUT|z<v5UAb;lptSZ(?AtKqkDuKbXyh5=X|V| zN&fo!TEF6)`elCA2J3$n2Sv8h^YgTMbvF!Im(6o2p%?LHNIPBWy+bV`2nx8bZSCr= zlt&~5PV|*d;BM$vuwkM^k6VTi5Ol$&9`tVuLDQdWnZIOjgf`Fqs(7WCjYhkQrP#?h zwnMLeao3dzCi!N|D^$5s$yI)C8nj)JUN+^KoScxQ@K#f?y|U;ALOItrS1i8^P`txG z`ipD=h4810<#3_yxNTx_NG25=y4fw7mqGjPJ5I{3y5}Kz3SiuXx|4lo`D%Q)J|=%^ zyXwZ!JbwyW@3RBC2}(hnAt^HpRt*hP&9K~Pexuo{S#~p_yOj#+upz&-VifmOtiIoi z6RahamDf4vY(tVzws|pB@$yC4vlw|;lDNP#p8bw#ACF{?iZggP)tO(dNOM1z9pUwz z_7h!O|6s~D3o-05Mjr5Op{Qa=td{2LP}4W|VPvNiU+9GQNwj+G*}3n0w<Ze;$BD_@ z@yR^<6u1#lHg}i%!U;TXSP7A=;ici_!7v6UvVJKR5fwH}lf<CUR3dhF@3AH_(c8%! z15Wj86;g3IkZU#ct0nqMRpzaxjawZL`NpPhIkIyfluU1-+JB;b<!vL76l5;*>`|Kf zI+N}8Va!KASY<EdP`Ko0JWafiAgUPHk@(#sCAi<cz0i*9&8)aNL6w*i>Ytpbx9u<d z2a6Hm;m<?5uT_QvF&hoD@&pM?U%Q!p_C=-x#|0qV1U68=mS`gKzvl%ZAqXBxm#%CL zQK0l(`<p&5H(SW_p7~T*{7lA)DwYAG^LxOveM7Y{P2!^Z@KK*Syi%v7i%GcXe8uxF zvi$e3mC!sjYr{j>6aB?V{essImBz}-qNDz=ey=<J^XhGWGXkD!bLX}SMWPrWjCJvi z>~e~pL$%wYn9KImLmv3Igfv^ZGt%@^n>xh4C{P6pGj6YV`i#fg5zw;e`e!$if&?O_ zYU#ebsqKC0V(U97x-H-lJqvMv9CU4-350qag~AYBoXD7)|5{L2sR6iJ0n*Zg&f>|W zY&2YoD8yXPq^@d9iMOXw*&~PSIG$^5Bo3iXHuLWdZEiey|32s*7K5LE6JNmHJwz5g z4@-D-@b{;|Hlc2HGw@HP6C#Pcxb@b!->$Eo3o8Fq`$|Bc4%^=IFgMrB|6zyU(4;-A zY{%61FN_21aC`;l?HWcj1`^G<PJ3aI4>hX&>23BmP=HwXN=<OO^VGQRuCm~S3tGJH z-TrBrBYblkVx5N++4mI;e7Y0$cjL$j6maAyy;9B6i&jdK)Acvw&ns^Q92RAV!x_PT zRx|_GKH0<lf!C?UUk>j-6d~n&r#Ds`uE7K$tS2WUt-m}c*GN;+$A-wYh=JwA^7#=y z68AN7TezE>o3Fa=rN_m^U0+`xv67xS>*}_;-TcQEL0;eT`uge4=Z?#s)P?bXZ_Zex zJ=RM!qgoyGn#e9e2~lr`B8G3Zt{(SUWgD;0pT_vF#`?tGIA$#(%8P;*&&m|m0g>?H ziF3Kvnwe$^<fYHREZQXT{=tD(mDw%?Kgx3Zp%z!!tF*`g{Aw7gSd<YK@~p2$#ac0F zW_!WUK=)cDaY%!oqtucf)4<e0+Tmb?>s9zmMOjBC_{CMJ{Im2%zu;X$1jx+LWR?o= zN2Mx`zw#$*%y;5Cy|ldZtCgP$vPO5_bzly2dd2*Go4Fbnv41*2u4l5`i>O^Pm14EB z&Y>Tv$qT7tn~HQ^oU~WT)nxKCj#Y#u8`NL&wA76msm2pnln~<um&ErtY0G|Y8L9Zf zX=#;viUE4Z!m+*T`tvnMN%v$<&@uPkq2~MU_&rtrV|fTJ2q>K(JS^@eQcIU<mem3v zQ`5ee(|VnxXSXcAhbo4TU-gR;x{h}x8{ln)O_ays5DYBBR!(Vio_-FnFnH}e=v}E$ zSV4h=0B`gBLs*FCxIOr6LLu~$q{1nX2hk7Yp`$h>PD}?1UhSZ750V&ZfMcb$T5e^1 zqW-aTP)2?cSmXfh^?^=AD}*RhXy7v?t68$N1{|{v=@L^iZB_s{^YnSd88ukGXfiOn zRuW&O1i;kY0V%gl%SGUV<?YqgKmBTdbmG<Cyp)T2$Ivr88L~?`IWn*r{_}dqLi}!Z zwEop;%v7#qJLDpYj^JTee)KV?$kkQWr=W778&ltg;xELA<s4>}vwKl}zVK4G3yWY2 zj(3lS01b*UgTLEG2fcZudMJ``j9v#yc@4?AgsesR$5T+Kxr0gJf^H`-F78EjzwJ%d zLV#|44c{+at)m#M#zZ*SXYy|!<+DNOZnXy?n=E4&!0;m;Y?6g5k&9#M*J^awVtUm- zhh!cB36ul_wAqMl;i`+(8!e>d3>K~&aUb4wgdA&KblQ1_nOTHg>q3Ygub8+tux<P9 z3F(n2ywy^j`Yu}SoJ%@PHEOF51Bw{3HB*`vA`iXMheI@Jfjqj%edUi~eJ!zATx$Fe zA3rt7-y<$cfj}raveXZsTF^RxS)6mdf1d#`W-15E=bd-E+6$A%-arv4!L%?9JGf3V z?|2tU&Eg5Y8e0CL69d|V06|zYs=kK(@$NXF@MCQ!lxSOidD5uoxwH^Vz3qWOErCwo zM0l}w>)=Yn$KBvvuOcgoN%tx-J1JGH(mROUb#`Z3Gw0a@pfS)E|Mc8DHsVgfQIYAa zwGy23CCSFd%(=F<3f0L{0#j2rjE^e-1CWbL3>hf0es8e!qj&JQ-%YjI9Zi>_PUrV} zoh{WYe}OTCVw}SN|DoRa<;X5bj|USJK%e&x;fC;HD_I=(IFB4<t*(x~<<}mL=s#>W z-*=f0pH<umV=)z;NQ&<q@n*4rDq@(YqFepq)CkI^{z}&xXDsdd7&ARX6F||JbH=DR z^WKU}->h7fwF?kbS+>7yWHa`NJ)xxxT449+Cd9wxX%y2k*&owhRPv)GVok3V7kSha zPFKIA&KKev<U%rN@$fItURG#C;vDXpgS|3M+LmivgQ#BF%GX=PsA0)wX4vL#D>7z5 z<5x|%0rf$t@Up3A+umO1Rh3h~ykfElByM)C3Xb2|G%c@b`6iBw`7|Xc&*IAC&3`m1 znl*UgS-TSH-@kxMCz0Q7FYva#sBkUh@!E%|p1BG!J5t8i!9TDvsTd&DVoe)%r?LF1 zUQgW;nS~8dr4umtmbFZ(U0P5MxXX2~L6wrG!ur8JAKwR>dJ9ewPJdWWPdL5v7C6tt ze|{$!9<hcgC|OPcCAho{J6FBT>m5jh_JmV*wyf$<&uIKbmhd#$ao*x~_YD|R-JBDb z46SQ5OmEgsMA(|5SLo%<vj!fkYu6A(zU+A>t|YrN0Q2T>G7S_-Yf#3fpc%crMzgSV z_xzTK1@yc5DkWANL<eK1j%v|I693`2t+mkbTXz-CBxT#}y8^Qd@5o7Zfvmj`H*Hko zZ>`gx%L~B}Xi1LlPp++kJ7M<}=NB4UZyG=~-^^K-dy<aZIA8`em<*%+D*#sQVy9lG zjO7f|z)E$V=b!Yo*6n<ce^y^7T~%qCnxB#gl{BB?i}^GN;7ssoOWw+VnDAlZu8Ox# z6(ha+0Rx3=-v1@RX$?I`6ntiZL5(Y*MwmADY0Nb_gw!rned2rh9aV#5>##I{=#r8v z3(B6&!iBwxC|i|Sp_8iNBJcogLKo;{uRcBedZ|LKIg{If<!}q-k-n4gc58V7Io$~x z1S;VxpgK2-UHgI}3^NGn8Uxq?&ZBs{O8yVe&Zw9sL;!@{jjbg=ZX%9zd}Re!0elJ( zJq_Gd4)vV%u40k)Rvx`;j(bUr^I@~!w2X`5JkFV#yFj_(m3;#ElmYXlluDjq`PE8} z*p8IL4mIQgJRgpAvnpoBn?^tD=Y^)*v2q^GT4<cMVY~0$d_(Q3(tx&q6En|abEBk; z)ND+FL9s#T+^Hj`al4V97-}K&xUU`bHj@AnE}nHG8|}?x9NmnMVVsX)8eA*?C=Czc zIgCzmm<0rD40j!113&UqN%Jn0?0y69+2z;736ryhsXg|ygQ)TV->Mssk?}+lo08&o zJkK1|Jux|nWjnHhX9UGa{?BsoQ=D?!Tv|5aT?!L>p_lhkAU_KGYEwDNpJ{;$1LAyo z_?IE)`zoLS#))6MMr#>^ed0xOyJ&&TMV^Y;A;EHjKXN-6XNuYNans2qB#@XM8L_-6 zx(^d{Q(XR7jw>rI)X-EoDN>imxU`hsF8`UMCRChWmPk{wR#XahOt|O6`S55iR2~Dp zIBn|nwq<|OhQ>hxG6g$x=>K{pLz#F%c3NB(S<-mIK_|ULZZa8;g9GODi62bP-VAKh zj|mgf4_sN`S9wCUl#}A){6RpYc!l~*_UryJ8?4Y#fEvNyPrFHNM0L8=o!K8zx;VL| zgSo#+ALL|F+{g%G((@l3T?GK0Gvd4Gb_V@(ZVr)S)cz+>85)Sp{Be4}1$t2h#OmRp z6B?E5w(FiTlS^=b(g%?XI@&X86-R&;aO~8ejjsa7IdM1L_$UbBBWc5+OfdBdPLOw| zA(;*ccMpuVyo}b1NR{~dzq}4=^@@{oa7ao)&9yDJqU<a|;+x?k^7RLKhdaHbGJ)7f zla<~T7Wi&6O8VgE<iR`Vz1QB&xc9^W3HRGy+~o6{V(Ga~C0Bu7jAGJn96AlLBa6Q+ z#FY&Kbks3A)MH_yum%cHudT`c{*rBAX1kX<pSbA8&;Gyu8L6eBlELrgNd~3+gPh)& z2xV@cb`2Z2^Zx}bmxI6F*WL7~BIO`=G|ZDmgljkr{0KdX{I=(y35*`Y4u521oq}VW z`7p_*A^!-=HJGOz0CfTGIGdzJ<ix0Hig`OGU!+1r!NSdLuwX|#R+iK;t>#x%d2s#t zL)DZ+yTF5w!<<U{?$YX3*)^bGIH3%iUsC4%&v8|5ZAKN9_8*#O$2jvyLLb6VyuR_( z6;x!MoY23`Yn;0Kn{dI(MFnAR-4?YE*xh`Ye%e_nynmA+9b!fC2Gw7kM&i2<K!N-X z;HnLFi_sUk_ll+t)MVZeN#2-dUTP}*ag$w91^G)u(T?Slxk(M;5eT3tkGcw6IhV8) zN74~6K|@r=pZOs_4$BEAqaxmL^@_w^#T7%ja|_xDVj=PqaAZ;iFUr!}!_|94TJJ!x z#8Pza5H_Pu|M4%H_IhRhwQvb3I?3;N50I*ly0W8s{>JXmoAUTI<xY0_z{6RSUI<lG zsD>e75s0Mz$q{af6>_BGhh)e}rl{)NP}tRE9WLqYobp`+XUzYZzhTt)vGYwxs0#;N zO1TmJ!XJ>>U;cC#c_mk)7M2%=MM>_ykT#s?QCry!R=~pQ4fL<%9LZOqrKiTZstQ=P z{QA3}zqB0t@W|hzIaqe=_itvPAe4OkdyAL&dCr`BdUZni`P0=}FJRE5p`{&5=T=o# z#>JhPd#kOioR~uL1O@~R`n=~t`BLSb82!&`#C+Ji_A9Mp0d@9<FNwF<4P4B~&Xw*} z@v<)^bDc!~LGkc98E1eF4g5j12Bkm)EiOR0iRVKkmZ)n(9@^!@3p95Ux0Wc~qYcT; zR-R*Gb^u--U!1~OEThfBEtK~xBR%b>|M58QlM9Z^lG2@sL}RUZZo?e*X3EO*Sg6#S z*<oZ8EkYyh*L}`Pg^X}F5C+WRD&_3loYkMg-MR5s5gP#1_gG!+RN@}OBGomx_L=BA zAU&`6xZXV~w9lM&GMn&((*q+wO_Lznmd1DC)x1cC+Lg*)JGQ67E05dyhif|VY*bWr zACu)ncC3Qg!qvsZU)lP`J@wAOYwkV|;@zX#uCrT39M5;1h@fHt9%jn3tZ_Ipom@{q zyAg@p=p1eTiBNyTYuwg8^bq>CWPZx(g&$Wx8`b9{T$3%q&+PYK2NunRPB7W-7_jBX zZv`%Ff4O+)sqA0dR@GDrx*6;8-_|`O%==qRv8dZ--(pC^LlT<F5AhByxHn%7S$DLF zDi>n@rv(r&;p|yDBba4-El$V<NUJ}leA7;!Kf2s55334$l%<n%P8{?HPYef7q)~;& z?<o3u>}d*@;!$^I{9v-XkT!>l{T6etvzWLo59yPNXJ1OuBoMN`xob7t2p{(P{LhSw z1bWRh**!mWz6P_Y{0x2P>IHXz`mC?7hjuxx>?<3(HpJ#mZtJIX))D8Zy!uoXl0FwL za}0zXNgqchv^1VP{{+STIn7q@^FvKE<yh*!Vja`!uU>%qY&s1uZW5rat=6#+8Z*NC z?#!)+(RYm<iTQRjROZ;!A`J2(ZlG@RuEq;gZ_kdsq+M%+-NR`i?e*u6HCW1CW~_=o z3dxI$OOX|ZSLJMzl#Xg~mQHy)kS6|3Qf7GCOt-YSQLX8X>oZe!o7kVS-y<@nR@tQ^ zHM!j~PPog5X!&nThr*0KS7+aM7Kz2(U%s2bJKaBE^LqgZK)9G(hHd;*BOCXdp^2jh zGYyNz2eKZ-j>J1nc29@z%QE}VZIIr5N3Ic3%zMtUxp<O1aFURc&>hKm;3vmV@5FsJ zepx&kY=tzh7}VzyKoJr><pST9GQHY!ESWupDs{z)6k8r%E}Mc}Sb<+c7r&Stz1rAI zR+y?rlB{R#4BkqVkf5(OVqnu5-VJ9Ns5s_+BdT3<GWiV|56KhU^whl|_Cbgwr;}>_ zGaV=C+)KawXJH*@WMl-T+ojUVkY7vdv`p+C#oy35Sd$O)%7GU?q@1+g05|p*n>)5y z70&VKi<4aJgWk{HwD81OVVk?bt2?$zWCVl;EeMl_3D%WE&$4A@agI$d(#Owqz7j)* zQ>+pqN|`W_#P9qTrtYPSj-!*>))!ZW!K&B><;Ma2?&aBW3>r24TTG-_SXIU&DLp+R zf%-^DNPMsNTTM+|AYd@)N{!i+Q*s8~y3yl*+sXfHD>reWbmu%@GoQY=9%m&)dU!cr zqr;J|ZQxn+C7wuZps7-$M~pTV7h;NbQ!5>NkF%b)VWiDXFYMSEz0>*XwA^Y$t`)Ov z&=<a!@MpiO7>}BRot;-*QD@^992G(%Ki&3S<wWP;N9~=f-rY<bJkBe{&yKG0>kiD( zXR|YR38!iUzjQg3{wCl$!NN6HFoo<Kqq|IcrB_HAjV9UpB6D=jW!}SM_}TsPUG=a! zp>;rhuf+qx?Orxn#o2z0-ODyreO{^eEV)ZepohaeC&8U>ox;;7rO@U_L3H25<U;hM zR#bVrsA{+3y+g=bY3dgzYPB4GvJ<RkaP13}eX)zPipOI>vAgds%wc7(i?-^O4%63a zo|s#F8^qDiLW_Ie3ul%`JsH}w6n#NtOFP^V9m7g2e=_{lpesx<C73fYIhyaM*!Xk; z#_%(A<X?W*mWzVR{TbU6M20{dlGLatHF~c5CrBoRfYqSJ;6Tze@F>jOf&FCY?WJ<E zJyhv&{>e1QTGGQ>df0E3CZ$6e`JSP0=F{$8=)*Sy{SU;Ed{J0_(GnwilPpQUr_lmE z%FABml=F)}h~4=h{RK|!C^3K0!ZKmsn&Aim3yY)HyVYg@W(*@WAlUr}jGW4R-QL>b z%?%n7l+FI{RpMjYNPiSneqMO@r@xt@X!Rtgfr)!Ach%#YHALlcrVwmGB*~F0eE0(` z;Da6VhF8e>TLf%v(n=~HwgaP!bI5APiYsSq!UDUVs>Kqc<RGMX0T1TBJ%eB_eVLDn z#Cl_3^3p5iw^}KBA0H`^_O7iok4Kwk(~qW>?A^v^hYJqm$4Z_rH=&vq11C7Go6jgx zqCOx!obR6FSt!j9lZ<%xQnd&86g$?EQ2x|O>^JQyzg9BD`^Gi#=vM}5;2_#c0#mR_ zXq`GyOy3vf49#ruLXuWX_MSVt659q`^Y<E)F^BLY9-GA$>bF*A^tgg0i^6!O1*s|) zK0MN7n{Wxpsio_M8#<*&-)7&<L+h0ZtSHoM=k(dbD23jF`d&dBOhKa`V31&)ngLlp zc4iN~mfHx|ujWOCMr0Y2<|u+KOm1`y-Db#B;&Wy9q(Ves^UrVGZp*eZ!WAEAT`jyi z-yE7KR6!A4Hg1<wvDluym7J!5-zE;!qx?KneLYTL7s&|q<sE`-H@{1aK7b8k)*@w1 zO`7n@u-Fd8$-6vp@QRJfMb-U>QNuDb*8nj?z2yQh)H4$hR2G+&$(GL*04c`#`Fz*o z!a!_MW28eYY|FnIhhfwnRTHmCLtx5KmR!@%Ykqjr;U7&rU)Hu#%8Zh&)DOsSnmXkO ze-Y80dm079x}HWH6{^P&O7DKRKF}8VvJ(5lcnBaEAWMtQy>cw?btHn*cUkqu&iRO~ zIm-ta=_;k5T8sDsaRQ&K8vf9B6#U*y&oAB!t>&H7_Qk-$85Ze_p8s0UoO3MiqUpLu zs&@$bs+p(vb6IG=i-DIgjEv`(ZcC-YU@B2L)?Si|A2oD`ym914G<E%}>#r%%FGbwQ zQ`tHyR#uX2>@#haWeN-3>dC&={CD#cll4s|CFkl)m!;VRv}l+BLlk^jKB2ShF+LG& zd;R!~=&xdKW!2;dCD>;y2N?zgZhou2*dzGz5SZHxYD^fhwcU<<Mh~sMra4UnsE=`b zdA$GL_s2;WbG=Jij-As5%PXV`^`FSF4J5LUTAj34rh&rV`k}RZnos8U=@jnUV(eYZ z!bb|g>Szz>GpncO4wVGE?L^PInWQawu!*8v!%T%+lfZ(*L*Et_Z&e&81J6ytQDBGA z+ARg#YC1M8OiW7d`5_mz7MF|7zhUKfbpM>j|78pVVt3wnRBO>deZ{J>^I4m4M{?wf ze+Fo;r}bzFtG<z2g^uCgR@>EOUnAEfN;V^rY~pqCZw+P~b9FW^bHCEN*Xu4SmozTn zS7R5r+!m*e*5b~bB^@^9lu~PqoNeU<8L%+&^5%K%Pf*FihC6A<)rG8KQcLeepSCkJ zVVKmv^H%)pFa8T?UpX>F`dslaxd!EHFk2e$e*D8pS@;0+7?QoSK7Q@QT_TaHzG86X zC~1!^mE$bMBP0TqW~nD%N8Lx4z;n&5bk=1kq&m!K-}-}!*&}5XYJcRHkVc%;x{xW} zeG$jUpSC*U!Xo8?EF|59r<6E-#V4+qcC0fg_wT>sAMQeg<x8mUjdW-u`OC+SY&kZJ z7_P;#Q9VT82xiOPV0$myu|l4iqD;<||E=)wr>KWS`2-!Z;I9<4TPkpSi>ix}meT1c z4JHTf25W~m_-uayHTs8b{pe4VRTgRU>ficvk;rn>U`NVoZ$pt~SIyoq&!+oMxfcCw z!H-Mof2DeVoh>%2ma0kavCZ=Rh~dsICG@^O;Yd^w$BIp!M&TewK0J#yD;V}d{=dTf zW8qo<s^_cS*zGf>7upped%qsib4}rPHIO|`_wi^_ara(VAEE4mZm?d`c@4m^F`Khg zg^!6yE33L%UxgQ^_ZN%|HXGtgz6)S@<E_5fE01KB$Y?*D0Ovb!O`?nY+X*M|F5IA6 zAW4lPOtRiz$s(70{S$K<9TQqoGL%U_8lq(TnL0TnggkmeT1i^293qZvew%$^x#sSs z644-9$WK}1=JDBJSKEz`TSMb)g#P*(S&4bL`<9pM$l((-sIzPwQebn1e#YNAr6P5R z{+<rDIKy>o&x4CEwCLOW=|^YtO^@u>rlW<2+4eJ{HG}9L`fl6msaaVmx0qiggA8?? z*@v1n+cynFHR4x1?@YWQCB@8refFL8-M{TZvp~;(51WVOMj~5WFOupBS+;d6a8B|H zxqWB5bU1bK1J_Z)YzEx4zRp?jbPM3*)xqM&H=}bVn8(=!<rO=u{W#@=N8&ZrF12_8 z_)w=z%K!4A=Nn04GDjih)tPiQi)&7w`SugOB{K#+>5SEElyrVV$eiYUEm~AEtp<~@ zRUE%$3r1lxPfmO~tf?s_6i6*@9sZ?l{I;w#f1Y$D^*1iHZ0Wa=A)El-`F|xKq=|ak zUhc4r^FUVa9|HWRt<Ju;s+vvGd@ewlXJX%#E(oP+tFRhASw5b^cw+xvWG!%ggXTBM zhex*1pX$!DR?GAb9ZU?-uOmuN?ykz3CTDCULws16x0a5-qnqRQ@XoL-ip`wz<P~lc zx?e1{ievRb7?Om(cmaliz`>ewyQ^y#{2^H)fsXRglZA|Uq;MfB-=WpKH19!#%$4FW zvQrBRlm;h3%dn9s>yt=Zl1X2B&ZF)h^Q7<+W^I`b1B!Y0gL?%oy6(i!oYeqLK_!)_ z3Amm3|6LfrZTC;ydrvPJ=$?>J_2;gjuy|+xDag1PW`M4vFhq^l6;e1B+<CUVevYSf zCfZ#TmQsTaB7@2P@r$<@FnMP**ALmpJw4kGG46eS*#?X(K`!+5&@v|S5Q5PUCp!qx zYoGli!ACUhxNQ%39#4nS3`h2qT!GpR;UST&X>;J6?>ncwiuVzA!L1~V^4^LY<Np$w z3%7Hq6Ph&(G|qc3k6Jr@H4YyH18Y*Jbo#^9PH!x<i4L{O0LF6lPm$F|^V*SG?ID0% zqXz^%+7ss){H!QpDJ}c`*gU!G!BN@Vlg}sAu*ic=n5_T*J=4rm6H;roJ*e|J3c3$h zx9fiY$R`wyYE7PI{2SoAgv!=KM;54_kWNQ!<7|*N&%7^@9L~$pYbrAUSVcqoV1eRe zc4&Nwga{5SpN*wkeoanIwOTs)wok<`02dd6KP?m2)HD?>Qd4J0NSs)FA8Zh>@zjlp zeJB3iEeRBd5p}MFwQMr|M#)ZLpm)SAj%|JmB<I&Ve$hS*C$mJ#u@Tk$XpSx=j+Lm} z#l7+g;cf@t%G~nySay~PnZ`?R4+(@3N*!wCaH=Mkq?03Sn{(l)i#bF^ooMX!snC(% z3O>syd4$l6m-Q>v{_Ars<kE8~Z!<>Ny4_?FpUz<?aybXNHb|dqI{m1#Xd~4((!OC4 z%6sFN%NL~FVcIcV#}Y6SM!3C|rk<D8L_cS5--{vDT-9vO>(`Xg8_6M{H)ngFjoq1C zwW90JP*Zo!CGKWJ1=`#i8dbL)8C)p>)KDHnE4h2$ccW`+|F&-YtW>&$BlCP+9#odr z%9$(BcVH)_aohQRL8Q(5E+QpZy{P@7Y~Z<e`_JD;jrfD=K(V$ygK;&#*UI3EX5W`o zuF;)18!DS+)m8WL&U$V4rgwuXbqc^Yl#}fLj^EL=BKJ4x9eB`Jv0D2sI9yJ(w$n8k zr?CVTmpU&}{1*{ms`dCKUYuvZERR{@4|2EBJNk3kBHQO+$dNHH^;iIbTOS~OsBs2Y zO0DGLRnj=Xkp7X|D-U{R1}U(@Kn>YASFD<fkVSD%71pBWgcVYl+vlHJB{`Z^ZX(_> zAMXMJpD8KLf4wS>s!S6LY#p>IfX7&E|B&nFO)^H<vE{l{JF?m1xx=5VY8%!w4vdZ+ z(7Cm1{*)@$u-;pQvW?Tkc|Mw$@|<$uu@QSgoF+NZ$%V?g&I?3IWuI|3u~H71g6#<U zS#OjlccQ;FXI-M@WniQ{q%g+tad<ggHUBd&^ZYhkP|gK$ahp#`^?haq!uyC{c2tXG zMPQYXZHPRsdGm{O*-WhT#>A=rsBH_l+F>Pqi*Gcz;R<UGb37&}FxK=;d#nsuyx#>T z@|~HDqs?Lu{`RfgJo!o<_--+w8M=-O$L8>qf2<gT89O^RPXy)Snb7mf&CzYW`e(00 zn5sbD<tedCr)SMJBRtaE{(9beb<C7pxR;CZU^!g<Mgwzp$LVYxzv`T|)#<AkYex&H z{pne|^0_i*P`exuCxUCW+{=7t{2wAi5R(!x*tjY67EzBX8LxCBfu8kWs-*0TOhT8{ z-iIs8u@N_?bDF7<h><892^|NZ|KY{Qc4|zt7!_M+Z*JCkqWtK|95+|kHODO<w$OTk z&CK6dErlXx{lF_N=~gy#>#nb!NXzYwDE2aRQOWAjta+p80AE`6kGRFPNKG3S%s*;o zh4goe{ENr?X|U0@`ELk5oU+X18w@QpLA3aU8v+{WTtc8{xKroyc6SzXg~VG6G7ofB z<QbXf*)<de0snFaW~N9!-Tr&aQqdEAHr@UBeBkrlH@weB#!ul+NKjU8Z~?s{{nKuV z{H*^zRJL%xb3n?))f`Y6ehB{q+ykrQntFGOrR2UsFE5Dk%cpR`w(is0&w&D&Z1KbQ zHTT>${OL=J=~J>ewsdtZOh^lNvP-zwOjf^2&hgkX1Xm_>A|FxU+m-xfeLf<sYoE3@ z2YBG`4TB}YLP>uVmY@IjfEyMY?^^#LOhGA~9l56>`1X;RbKtmvyjMnT7N|0K4+y0l z-K-b1rF)fU7_V93X?Bx1PKG^;M^sL~b+Lp_Ox&%-ymGf5N?y8^G0G}vt&LwRD$7{! zap8kVgsrD)rT6L=X*tqpt$D!{>PRX?yWARhCoF5^0MYp$!ehl2IT8T6zpfaAsI!qN zd-!?!*KIVHPJx=YA*&n__0?f=$5rqOFYbkiK7B%5B_ioedz}P>G0n+FN6t!7pW~l~ zdSLK<!jrcCKy&SlkV%<kxW-NM{QgXKrwERjN2!{Q*pO6D3XO*D+}jlk3L=uR!PcEf z?`uZ@7q}eD3b*^2jP1UjSz*IZ^6t>Xl*@0mb_ok<@h}V-DmSi8>WjBN2>9c`)hYi- zW(EsqA8_>J`a_-~-|F)i-Yba@NZ>c^ZH8tWGYq9`U>#o8sp;80E8yPjGU>oT1uYo& zJx>mDt)h~NWZye08LJxj`q?bGonp#i!=Q61kE5Fqqf8f|T*tuoY50Yv?^7M|83YS$ z)7!G;>X97BY>+9neQ!p`BlkK=PNONPhA>%a=zDUh>+7%@t&s)XsbHH&U2B)hzsKM~ z%Z~j`8El|a_cS#2WT<xSFY?zGIT0{NsseKXKoICq&TbmQNq|4}r(kmS%>J9>e%I?% zqa7N=`Y(GJJW<eY(qu3B-WhnjRdub+L++CMzOL%!u>0^bu#F!9X~@~k%v)nq-R#VY zdS}plFIRndUFj5C{hjL>B;>Z^fOu=?Hym)!ivC~i6k)YTT4KQuj3Wf#mScDr=-K5D z2TZ`>2M+z@{nrQTEdR5PimUZn2jtTxzVLyODAVx2QfvR8L3!GMfptsvsh`=a@ION9 z175tWbs#4Bo^>_9!FI5<R*8-gcFoI=C5Q7@ArQW`V}^aAw~&dO_|mO3_rn`qw23=K zp^d~!)PrOf%658}JOdRY>InKzC}j2*0`<?FQ-b$nAdr4^jnHH={!cuA(rsLiiO;yL zax*2TbWfSavY~^<p|Odp7qvoGI4h>3fd>NhG;kd>m`v~Ve`FsV$AJeelOcTdAz<iW zMVh(-3KQqzyO=;5&dj#<Zk;J7H*da!SF>ghw#4*JsE&om6c5v{GakZhf(RebO=yw$ zPs)7Yvrq*O-+y)LTCQ${<vs2c_TP+8D8RZAw8$qu0i$IkYJt@>U=F%4BE|>K<r48k zOn>A)m5lxMZ3)Zl>}F>G!wZN`dj=iyrsJN$bpFI-#s4ENblC#wQ|;P-p5*!^)H$Nv zFPna_a=`Am?H+sOI5zA3AGI_wHq%O&Y9j~E!imkybemQ2*&{NDOoZyg(L9guTT1SV zn-1_bePix_rz7^y+I{?`UA<xWumn;QtF(VMd7t+tKt87a=W0x<wzK~J!95{^=Niwn z1=r|JEG*6jO(h_y5#d9a&m5Aqh^bMd#Z*C!x@43IR_wtgWUcm_m&37AtJLJ4hHnu4 zi5#8@k%fi8(_$KQy8dl26;^6TPjB@4ID_`JlhjeGt0+D1@3t7Gy8u+073!4HTsMB= z2oF+yT;FK^qrOa*Ngg4Qf81J~ijI$a>ct8VwQMZTZ8${jNkXX}60)AEEax<>Ny^R; z);R?4>}}%{Ki0jr5lw|wc&EOmL}L)uH3DJO_`tfGV+G&%Y$X$SeK$SmyCOAzRD`5_ z38(?KFXMR+9k*2o^7%#lK0=q(s9A+Dc&NuJ=z#1n(($R1+VNZ}pc)mI+l}7VR2YK` z(T9A)_@D~ewZP2<?{@<lUEM3gH`__x*fx3EM-FjEr>qUbwZvofQiOCEE7eubGy5|l zG83JY<d}3Wzh)z}xH;MW1tR%NSh^S}3Z=GSU6f21vqTlu%S?~&L_|EzpJ~MG=FG8N z6y$tLvi>7uJ_rT>9X%8OuZ&q_`CI?tM#O+mUENyZ?%64ZTUn}TBcrsPds+|at@|R* z9}X@($(pz6ByY1S)5M1;z*qO*ZpR1D;v!*+|I%_T<+YFMZ2&rgu4-v7ZR}ziPLA#0 zgo>nW=MC#ou?LlN#kOzmSQzav#b>JP+8A+bCk5i@k}s`aVZlc&C&{^){fyMk-#fJe zCn=m}-pbdt!dDjW9BWfTLO(KJNE_l{r-CB#$F@W{o{FElwv43`Ta=i#v(Lv(a>={l zD*n`SX5BKSjNY+)gBKtm$X)TQ6Xu)IBy0d-wEAdzqQ|C8u=iStPrym6!9@!6-@oc! z&+aAwT;_>2ly{1LhN{x#j>T{qvbUuCD&due<#PAV(u8f*9I>N5Lb`7U-L)O++QeiN z9rqe`&ah$$N3SSs1)X=wY;3A*DbO0+5fhU-Uh&4(X_Y|;apk>;XCUhd;cuN(df@@p zxTpngtK|0-<c=)vn^5nf4UA+v>q}Q6ntQo9SB)X8<j;}ZeWgDtT36{DU=Jg6DC!g2 zy%$M4w=j6h=F9_<5>HmEqU&mJ`BmlqMU2~_5{FyR{~uBBz@FFlgbVN3wr#U98{27Y zHfCenO=C7rgT}V)q_J(QNzT*voZtVQZ?Lbu*38_PH6Ug^+2PW!3&adGmAb6>wvr)> z7x3_Jdi}mCqM-73N0{X=)PPo$dl^XXAF3{H>E@Cw6w^3ej#uElY&eqZzo7TU_GxvQ z!aN)j6-!TAkbv4Gk9JT0F#3O`_V#0$|CFa?^z<W_VV9Zz^a9-jg$$Yvof57mKiN-L zhZd7I6uyj<i3!V!ZUBx9&S@!(=i1GKz@zI?s7u(w-NMp+F-f8K^0nhq_y*K8q#urs zTU;LU=DHw{O@x`W8~V1b$Snh;EZdV{vOZ1Tz6e#CkU`@GpL;tBqWZ<Xi%SHiy#QCy zCax_)=@z6Ui}w#~&n0&>0wJ<Ceh3yex3y5XIfJ|_wSD6W-l;s_j+ap@ZzYP-_r5a~ z&Q`%{&L;c$WAQJixJDjBbRQX+SZb|pZbpnSZ&+87aN>x~Cem48Hea|_-g#?b5X!a- z29thinu@7Zp9a26^fV#tlATs*rxK>$<qRHnn5@rQ_+X&H0?B?0>&H^-Tm{u<Cs@;i zA}LUCYNClGySMActd&(2aFmAfn9<yYl=QGcqIc<o!oF%<ITk)0FgVm3ZkvTH;aWoo zfi>VdC}9o=VPJ+31{m5Wy#+kv5d<jL-vgHzir<yp&L46h!4T61s+wp#o0LXgW|C$u zjRZBotXOcz@?II6>pPHFrl=@_<5p@y%VM>YU~{O9fPkXH#IeiHbkOkD7MFOR=5H<- zLubl_20~1zo>X~#t_Ba76T|}+BPY<xB@`37H(ZV|l!+(iCO@C%8?2H~M_Ajay=BWv zQzQQ0w!&~W(QrR|=vLR`DlOtpI@D~@@G#hUx?5Ez)WqDMr*Chn6^_fvdDH51afl1P zeiTr_VW-#zU|li(fAJ~v&3wvDhZ!tDJ%L^1q;2EU(6OO?U>7RjE7(VOnhBMqw0|>G z!*sLYT7z5?^s)!U2Xz>M6cBQxHdN-zUlRa@-)BR0vst+37mJWL<gdK<`@Qq!#Kafp z%F|O4J0&sH(ro+q3+Wk6Nqabb>MIJ<xuKO?hui=TY-pP#*4`c5%xi^FIixA?AKik( z9@d0H@j+G8(T@2XySqtcKcU?ATV|8dyVC3Pp`eVEEzt{`?$>(yI+eS=1vfGUekppt z-_Mp4f5?DtG>@3=makK`+2-4qfMQTBWRhiI9!c&!j?Np!f?HtYiOYU%WoS$Ny8UD0 zdG&j);_7l~&v*7*9qt1XZU6f_6Jxu8MF_OWqe6fdrP(|3+z6+MZD#2e^p9~?@(TCJ zAAKirINnkZvH#i_Y*#}N2ue=tL#~HLD0)JY><o(TaBfLxL_a>4?n)h*!UT(+S+UAf zQ(!Z-{rk;=fsekZIyA>bo>KZm^BdXnc1lq~VQ6ZWNphNirP&<~xcW@ZzR`f3g{A2f z+7(;bDK>T&*)~nwFqu6n;!niMDB0a-&ABq{-AHDgJEo5fhIXm9_N&>Xq+`ADmY0CA z)DnXq`R@n}D_`C(yWu^t|3ylsti<8cA^ry#2sdwhIv#sxkFCV)Xs)ka*@q4=BYvDt z+j%Ek?|3#u^^~Hf&{rAF;t8wh$!kp<d-GMi?wWNjBR>AI<Nns(w(mq1pT&nXH9nZ6 z8df?=pIx=2%g=pu=UQ!Y4G#WcY49L^jYgj49NYqpsMWoKTfj%87+`}~$OOdUrY%}* z^5>G7Do5`er|+G>uxa!Uozw+AfV&dHfDE3sT7jg@UX%E#uT?kY-86Ave?Kz~mub(8 z+ig$RV(wBruNb1fHzy<^LDplGfR*_FdiBm;7cRGhWmIL<p!<Y#_#M$j@^zsm4Cl?& zwW_D09R~-yYvWSS*YPy(4HtKe;sQ=Qe1KarpcWOqctHB*k$pU>_5|X<XxJcvG5$}k zD#!ZRP=_$tE}V#wUC0H8QB`d7Z4ggHE@Z~lFu?nt7XWTrs|;x;y$kF30u{F10byzT zFoMj5mlgpGNEnbOSra$pBeBs5DBB&zdffUJO5t`V`8ETw&*G}n3x~Lz@f<Dp&M6}E zp&PMkIlD4i-*|&Ow{LHozM&$?W)B>Z-*oN2HH!)42L8Ua!d!aqqZ}}`_HerLc37vY z`@P1l4K~&LFPv|Gx9WK4`LSQ!o=a5UFRiagaEy)8vn&$<c?XWjam<r@C>J)3^P;;C zjtpOA@Xe|r-+wbCuDkje6xTs;ePW-8Ep33~?OU0ZLA@+G>`d1;qX?eSg%V?th7?X` z)gk@DS`plzd;x&=ro8^7Wy!a63V8@9!<XMTDht<ky8;daEXXORpyO}@j7!B~jtXFc zo}VE_*BTSrebMeP=|m8<ZA3l57~QtV&-;(_7^8CBOM32%-0bp(v(iX6PzmfbqU~rq zOW(3N`*tBQ9=2~a5?G-)F-#$^yl*9KU*%$%0&|zF=5w(Ro_)fqSp-$qJ2-wPcDI0i z2tfb&nbc&lC-iBU=&Z*w_`x)><AM!<l%G1^ktVfgq?CuUXAFKoE;!B~<s%@fV4^Xt zSNcQzWBcx;jK6l@!#y{!iUUms9vAs$&2hyCQ@Xmq{j2dwxwpVg;#!ic2Q2i4?gQ95 z|5YcVG+Dru9Fedri7=r}TmYOzf7WVbx=SEo`jB%+$BETK^(a4gcq1hPH52_e4mClK z&j($8f9rJ}s^?cmT^pn9ZOaxl?H^qqhy#G?!*L!e&%A70tQBb!$5fqrAJAf-<12X1 z-@pH|1phA!!)09iyZObgT7n0RH?LY8bfUVXk>q>Rmn&)80i;xsz6H@ypMyPntx@Xl z;M!>>kDA(^m|&JGL<crz2J0K{8U)pFA7o??Ue;#T+l}UvqfO%}`#-ojnBq9{oX^Gm zXZ7V#{YNJ~+3COlT=<H6qY6Nc>a#^?I2jMBFjkVq{Zp=+&c~pVij=Mq3wG}Cms`@5 zWOUEthM;%yBj&IrHE`N!GCSjbZ2bItCcA2`CMZQ_sc!%EM+M8}IG?_7xD*Xsco<?T z>jX{)_n+RFUH0~G3NBauIr6feET7s$oBUUchR$;Gma~=U1(NXq#~5w4i?{3JcqDey zEp^{%H*`KFNv%tSfe{Ir1Xd<VtPWs;_)?7vDZiT^=%0z*tP^J5rq{G25kHJ#Hi%72 zrwD6yLKQB`t&JxB<aUPYyQ6(IHg}j~L}$HMtKliBx!JU#+>UMa2f8uOnuv#dSPyxW z9LOl1$}T{;5RJ>(O9|lGYJ}>JS6pl6{(2E-x=?-3%+7*QJi($TOnu&?t8JDeT0ioo zx*^5dZl6#0TT|uy*;g|Y=6Eox$Sl6e7>4$JYyrIjMa3i~>H*>GtmIk$Pg2+^AN;?; zb3*^cKDATnP7(JU9)NngbD7x;7GLCS6+&E5zHZ455daK%Bx5QjN5JGP>YyO4_AIH5 z=w`t$Gnn$!JFp3n%q_>Q=%%Mo&nt&##eoeHYYcTMvzO_iBJ!I8ztl%Rxv<wk_R&>A zD{s4YpvkpDbgP%`)%CW2CEnZse_=3Uj6PB#hUy7@qBA~5hMn2W$#=Jd>Ouj4zKG+x z5q>Q|2KsEX6=7yz7EY*Cmed#?7K7Y^`?;(^g9}EX$1IS4@8*MURmojGch85LlX^=+ zDGO{TxrYT0Oh9+@PSKk+=ec07U)Y@LjOBGCJ**45(Giv{KAERo9}wAT_ongvl3ee6 zWo<oe7}nUg9S7Y3SGYqn5z*O-Dg@oJw0wU%n6fd^I`rbs<k6me{{F7LOR&O$Ca3;Z zH1U{)^phpK<naQQVOyHDEGEq#hV9#mf`UhQPWS8kl?NTJCk|=x9ejho2kn$ee<hgE zs8iK7$&jtzVNuZI=WdP3QD0-7Nsdolh;6G5i_7$UOgL_hve_L!$DEgy+Msdc9TR1I zEFnG`8RT=~;+}}6(69WHvhK8hT0{)+f6;zt`Twh@sNLhn+`T_EfY^7L{?w92B7RC5 zKr+wmQ^WxPfyTKw2NOR~=5J#k#K!!l^%28FoX}Mdd{e<MVcD>X<i&~RW<y%}0*p=K zdXr_h91|50VD%H|{0(?6Ldefva~ZI@@Jlj&pibc_ZutVoiY9+pX4P_b3-RNPQ%Ac= zT9N{`1C)6R<*!KnoLP>M1J1Z@#-NK^*?A1ANH4vCsmc50Zbz*8!*1KyG)I6*=ftt9 zqSW5i8xZ-7=D^Ppt;kx)^3|Nilh$4!g%hG#{PeFB#a&0nOMGi^Y`>wr+;ig3*Y$$v z*f=BJr_akg;ZhEdjSxV5vLKJIR;$e->34EgO_5cyt2C3dnB@Vcs6LCaIk(urwReDU z@40h(^ZR`$Ua?}F7SXIb4_vuQ0xQ;MnYUa;Etm#hj=42lTM{5ud^}BjQWvs4vr^~H z-D(Z&AY)4|4wgMNu=Zb5@R4)gp@cg%L6f=`N<|$%>|{OY-*R6-@uSPtGx!GtToym? zZP~Zbu5Fh+h%S%MS5KAHmcGh0s|;<GMT*t-TTRkWk@(hZN&;1ZS?-g$Pq7eRF_97* z<JiF8>#XTc(K+`N3_^{KpC|kN>xT&9Cf48Y2g1=n>tQoLY#J^6#*JCHIX~Lu5CGin zu3Hz)fimc{xfLLGwbxlC3%!kVr4pR?Y`%CZJ)<1=6&74hx|gH&_nx{udH%zNh<<h@ z_)N8nly7<#G5T7lSdRny+yy55n!QJi%uD{-u@{GGD+cbg;P=TAtggpH$3`ax@_kxG zfDSU3f{^=?VI3@hu0!5#HAJt6l~c%z@Y|A&Zj<t(hU;+lUT`fWdT|izSID?6hV1R@ z3@;jmUma_&t>{Y)R9l@_YIqZK787&*O8sF5I;%r@ZW>&=calIiurVr|d-l8&>|juY zCk&wSSn915{Lo+3GY|w|d7W%&E@ib8@H`d03F^-vq;zwMaEEI}IM9+MAS$uBS_N6S z8ow?QfU}tUIS0uItwv06!b^0<c1Sr>q6(w!lmJqgwm$*;Pi|H$z6YQE8ALr*;97Qa zGP5s`0pLN$zAw=cOjtt5tO|&eI{h$VQS;*EM3hscO0DRwyOlg?URZB?NEO7<$?IWl z=Q+LzrE;JR`Bbh%Jn<A8r<2{mUigP;l6t;r+>`~9P$H{dnu2aoIvRZ+qyF=T=&wip z;Nzg>Kmh19@FFy7*KQV}Y!|1e+jG*O#~Lj6z)lhRU+Nv~CAFD*ZeY#@1K8(X4zSzt zUH)9^tZdpKJOugi)7;L4`0)jUvHDpFLub<j2b#nL^dBd9d7t&~>Vm83O4z-S&!Z6m ztdW><G6>w>axzd!7*?2vA1`tkik;cQ2M&1OHgZ-RMg%Tc=F~`(VrW>$k7LYN;v_^` zAMKHc`dFd+{vv+g+Gd&`T(4G2`oin#Fc1((OAJ6*dNiLJ$R8sUe*!@~->MRoERk+T zJ<CEVk1iZV16bCGH-Z4kBOHZFhsMUk<$+(T=s0de+q4y`UxVZ_eBRQ2M2DFdIL?fh zN0mcRBLJwl51JX$)6F+|yxN$e6m%IWx8v`%haJgC0A>5UMnPl0oFo!!zAg&WYmX{H zNA^~r4JM`HX_J%w)j8t7c8j2rNC+Q`r~kYBjSTg&XI+fQjF)^8G~68Y7ubla@gaK6 zaH^6d5LA8s2UR^p4izKo*qW!sZpiG=`my+qDPDa$7V%kIg3_9-AobtQ4_scy{1#0F z&{mQv)4NLdDnBp(K}#17S)W@rZYgcjI61@O(=D3RRAhUz%mkfIEviu&RrzV@sNF(| zk()?#zn|g8iaK@#vBh=`#oP}1^SU9BLi+Uj<*I8KB`Ip}#!P?KdGv$|68NXl=@G^% zgZ|e*rBM8+Zp2jr4~W3=*ev{0c6sUM-ZhI^f%o1verKura*w*In{UkE8I;{Cng%TY z61iKqK9PSeTVFk{qX~Yi2@$)Q#PT#CqmFjGC9jKoIpL6!8*9UBaWKcx8OeJ`!{|r( zj$tUHgr_-bYk15&80ks8WRZV(JbznXuEI@+jYolLC6a?=z>#JH%{~regl|)(U<lco zOxB%Ub}N6wFAu}h2j2q2`cn4FV58^u#D6{j66?H!0%pb@+{->%U0>=(zIh<Nt$=ll z&M}Psip!`3L`?oLl)FnUn^Ld90k}pO?479v=^vo{^;S;+sQ(OVi~1D#?aj~hFS6AN z)B$~jtPpA`nIC(<0${?b*3DdSd_SfyvmSI`{1=WoJs|F#mW}YU4CxfqLTQg6MQL5| zN@t|?@$n#bnZLuAR(=4$9m}_-QNGwBN<0)@%=Y_v)_ge;ymbu;0~fNl_S`?tD}r48 zWa5uY*dRr3Sa$RWJ<8j*Z~!6Na7szr>+QQ#QMHF|)zgbB;Tcj~BD-;hq-ru{ZeAj` zEv1B0l30Z$o8;lG14p_Cf$c-)_=8X={oHfAgzSLo50iYc$<r_GE~+X}=nl}FyLBzA z4G-`gm9u+aIot5v8sXbYPI2TWKG7frhMH^t@0vr;mI{0QyikBG>{NP^?~TtN|73Ol z4;lXbyPMpfI%kT*5RKfvo4~W%hUF>6SLxq3RLXEf(Ou^}!i6F!;{oKc_?@oSm}jzI z>@P>_deJX9v7XKJKP|D(?zHqx^O`Fzy&N<$d5KGZm4!8ll$Q8}s>Zjk78_NXP%Q#c zZh}e`ybbS~eNM4%34y0U9e<-1{xAcYtrqi>w<j;bg=~7Q_n8h0N5pqVaa!K_JBIdF z;PwS?@(La-mY*+~AcNCib!Wa6D!hMmJ2Y_u(@n~HpEr{T@Z@=bFyYX6Ozmc76E@y| zLeV$qE53c?hyV{Td)}jh%7x>pQ8@79=RAj2(=glgM%-&j;1P7kY1)_;Dy@7ZYCV#+ z!+IN0Tk`<OZpJuxZ+w*ZP?9-F2G4&YpPw#qD53Vxr|<nN`Xszg1U^Q{-!uQ6H0V}& zkX)I~^62qF6@-LEQ87wTqf<<Nik>JVqoqzc)?UPyoPNkZy2>WNtJ*Voy7|29vZX@7 z49G3V#PMZUk{d-{{?>E!Y=!ZYBlQ(5{Ig3bK}h~mSK-*|PN2{hb1<i=o7_YUgG+<P zqCuBZmb^=~qq`H|<jn_a&gy>6?0rSlYa3XIQI5Gxn^8%vNOQfNN(ePK`XBBsaP(}* zWT`+9z@MD-rlavw*<@>rDV8cf1xJZTp|N^T!qDwnUd{V=!<YL>W5UlgAQoO)pQmxU ziW=?Uu`Pz2Og4UQ5Y0f4mIS|e?HX4;9AX^m{Rj(vQ~hyso)rTs!5P-~KQ3&x{$`EJ zS7B4T!Sg1zX461Op!LT>A%@58PQP#dmZX9L^*QLpkBJvRY1`PxLW#U(6BLOpW$|jH zj|h-+Met)FI1@A=gL;&ahGD5c>-CQE7cYOpPf@GmV9M^~@h!wnpw;)eb{*2v)BK^$ zw=-0WVKj>wG_Y?~d8%ddnAlyFwC9}~|91GJaq8iR5CQDM0S#k|_h0A|LCI8sRAilp zpawRv)?LWbA<-Mct$UK-&xp;fJuAS0mzf=O*0y3;!~z(~<osBJM9U)EF2ZLSaf1xJ z=1BqY_R<hNzfZ;OT*#KDyqxFY<t0x!w0*gH+Dt+%nJ38Z#|YTzU8c{{+4;Hd*>+E> z*BP5INu)r4T$JUWz$b>wfzFo}VXu<vQ-}|~a#Q#vRG&CK3MS;jYFo;I$eS9mD!v2h zPkmXnEADs-hNrPa8%LLE3EhVy`(x@+<~HW!j|UAwE}jk0-mx<(p!ezViQJ&2Vn>!m z9+zlqaRgM$Q}&R|DG|md!vB}kAw$w84ws<Fb?Bn#ny~)1UZ%}yzOIbw2#W##khG|u z;${M-xah0O5g%4X;sX(4d+_S{W-FU|1%eta=!)MfNL$$al6^e$;ia<OEbN^gEK?oH zT*j+2o6RSwoZtRyC+98Q>VoT2_2oH)f~ryi_C4Y?93i0<H<|z;iPO<Kf0qZB!Ar)2 zj8Z<5X&vJEdD7Q1#wsb1Bea(i5OnAV5y~eudGy2rdlzSr=Nj{xqgRBV*+cq%OIufC zz16F{!394%g|J`?3!3&AhWo*Q*L$|#R;Mh%MEx=C1igN*_;VC2U@DOb@2!c=8inxJ z%S6q|CM0ycVu%02Q#@KQ*xf88>^Rr7A7Yk1+H5wa$gI3{+TtaY*MyNBU<;vr8VFxy z72@&-FF+@9w|&;xz*<4c`uS_Gm=IeGA<F!W<oO@;hjFPOD(deH7d;$x;X>Q6J04<l zimXt&s6bC}J)NY?{ZM~g%Jf^G%gr#qmeEKVh4bf-v|o0)Bo&?`7jRX`kSA!9EIKSZ zNVTq*uw18S#&QA@-q5%tKRSt7=rkjsuY;|8-yx`P?F+u;j+`BtCQWVKVn48rY?9Ir z+B(mlp8c?}EEriXt<yUCx=-BYHvI{mM~YrrBdQj&x1yUbR5h6j$J_*hKv7%Uo~R<g z()eGrkP-fRS15Rg1z>ri7QT0pzeMCSARi{x%F-x6bo+$*n5r0ThRMWng8=?T&czHk z(q0Al%<x?<K3-ZF-^nkfM6Rd2n0WlL7H=e2@)fV(%}rOM$4kbz_@T)>?<zJ!TJ79) zccm<^qxg}IBK|m|dX3gUs2);HVTZBP(8x*77B3bG==3*ih%lBQFKZOpIz|Zu8pGBE zu6)?k<T270_rFCORZelZJA;81<X12ZE*IPZHJFIzU_+3D!CN{A!TASfmYO#k;u|o3 zn@NC>`mN42e~b8UR>O~^(y?P5TQ(AzO9+6;@5+XE%A6{QfQsf-ErloPUZs_9&#yQc zA4IqURHxx`k{?)oj#2sGx>ld67^q?odvKN|;wi$CS3#h#Vs!_?n?ReOTMyzw+pbq$ z?*l9J{%7x<Le@g}y%X!*W7ZuFXw-601L-UsCu(?LEJ8+Y8(OaCJp#UcZ1(N=uYP~x zZoUmz8g-7IBaM*Pnlw?3sE4Qjv&;J8?AG4^ESk-_yeAY{m6-czk(X8>tFW#=b{!`L zgudaSutnA3jMp|YJ<1hNh(Tk>L&kOH%HRJ&jtuW1-|>Qtp4cE!{Q~`aYD-gp?k8F? zs_P#=8AEC1DCkt>Zk%GUJ~N8%KV9#hpP#FhC{9dva*aj&4|fxYw(ZY@vJV&l{bv-8 zWF+)h1;R%EVxR~MI|@7ibcGv}f=XdE#=E^o1-iTV{af+E_?!cTyhv%AJO!LbWdF$p zD#a<q!dXJEk56XtJh-gt-}@QxtcB$j3BAG(RZC7|<1PYRr<~z&JO<X6iK=fTD<Yp9 z587u{Q;dBrsw_I?A%QsVBOc^~m3&!`c(nT0h8G(&C=ZdNIoJky2EzXPt-8Q6@R)rg zhv3pqodt9$h2pnKyq|lshYzhnB0NCAAWoP4qJjDB6WK-xDwg6>&@U`~Arc@0Z<lX~ z!^ssx=IRjZub0Kel-1s*tDl0zP)hgKmv1c0jDCW52Gw!(Dc9!<0-q(;d{kk}Zpnn$ zw?FMAG;s%1;wig^V6{W4(br{b=}a*&W&gC`uM!IY6G2a1(^2J=pvOC*f)cp(Zlthe zoQT}*arJn=Qbm-6A4Qt*?s24gO4|B4Kd&mWUNWubgd{_m1tllx=#<~*vn}#Gm4Wzy zWGADcsH=CQnPDTjMK$ph6W1z2(Im3mq8!mFEOvYvxOPwZ?1@Z9_{7xVG&7DCZQeA~ zzG`)HW}1Y9)^F#$%>KiqMJJv0C-t|c&94_SnkW)WFpcPtTP}ODD(=#ypmveoi8!9{ z#v>`T2ql%p(4g5df9mjcD;VX!N`KP@)3o`!<i;EECzz4fg%SdW)@LNETQ8hsO)FnN z0GA5=f=C}z!*zWD>E1B-S4mE?2*fgjC}CUUdL>x8!u+68`oUng93xe1-Gi|_k&0^8 z&tu__$3Lft#<KDVU(vt>a&vBcR#>CPQ(M;jtxng>>n!;~<89}#Z5GO^A_@(m#c{9} zeIs8S<_Cv3I6p>5x3)c%TbDw@kx19^;Kvv8UQ=qgcLRDQ_IQ2h?a}ds;XI=PClmfj zAOBeL;8Ikh@565Dre~vWLb^$gBr*=`!cAfAgs>-vYNnU^UJ*1=*(w6S;dvatEJKVR zJg_If#P`YpUrb@3<2=<rg<)pulWf}8qJh*Z4g`QTdd{!Tx#WNWpM%TbTNN?l8joV! z#Q^JDQ4Y4RL67|1swgS=zqv!aGatiJ*kLrne4XDkS|-9deD)G%^tlB-{q`u9Z*Af6 zKcYu=t5;e5#8ElH_PE3Qyti&^uK{ZNwQcg8q?*U_wC!c;I;MWvpmZMG_<S#(nX|aw zh5l6{%vn*j*r!pgXZI$cZYHFt>ZsdOt%~`*;UTI(ql?)2rB$A8bVfQlX%B-lX$Nu{ z7wuAK^7p{5pb`5edj?86(+0?eC@<t6sM@Jsq+O`&c#U?IMImCBf^oj6hV2pDw`t=z zk9<Y}E3zZ-0|W>s)uM0Jck~)~45=pD8c)rQk5QUdeL+K!uRcwk?BEPrU$p;)Bzj01 z1lPyzog0Kmt;uZA&rK<$>F2*7Rl44*9Y~<qA|X_(Ano&yLqpOp$v>A?s>gtsfE;di zxpF<tgj4fc?sB7mT;VdsW%K23*<+5F-#b@4%)ls7x()^V;E9{&D|?Dnkq~Dwc3ar~ zt1tH&>HbQXebQG|0q$K$gcFQiWSc4L%_{0}@B{)e>rkOC`|REXoG4#fy%F=;AYbIR zJitRtFQn;@rWuvX2N7UkTR8k!mjbrowNDDf=X7!&n+NMZsYp??c8yABkGX(S)e#9% z+Z!bmfE$#)_KIEcCt$me+0=2(L|;=A>u9*BICF_N=LdUO*|M;K_6>F9?V8Y>rDaNe z`Xo3I=yI8JHBy?)<;Q<iE%Nx~YMHb=PM{~SKRtmH!4a9&?>84z@cHB<ZumijNCw;n z=ZCH5+(AwuG9ue^ry4Z7f*kb1>vtJA|EY-`#2MXfXO-|rkYOzH;tNiiUK#nNZn)(E z;`2icYch-uO2CEK6_p}uWWP$Rz1FlL8ZCR5V`SfHpA`Ak#Y4K{e8;!qcb0s~QvucD zMC{oZ2N3ZOt`EFYBy<uZRx(ic%SBbwMDrUZZJKkQb7z2*E0tWNKx5N^pJ<;(_}f>; zm`MCrpE?KDd9H@Fxu3|=KfY*Jg&*enceb{^Xy!rz|2qLG2<MmeY4Kn{E`_1sGXr@1 z^e@dQ13ev;U1tap_IPhAd6`R*qF)5~jX`xoaARsB5A+EZYxOQ9;07!WmIS^Ru3K2t zDG862eYep+C5bK;g_Ko__F<4(n_fE{l<<Xhgy!Q$wFoDLm)w_s)eK}uPOaR$Haad@ zwC3zDX(sg`FFX#Gef-E(a8KlFGnIM76Zy=Ij}W%T@_9+0rl(j8XXg+$^tR+~Nh>SA zTL)zjo>dE+2rsh6@$W}0$A!{->gd;F@QtZC)dQE)E+*fj%S8x8RxmaRa_97yAJ=vM zT>ZK;nSzqHf>;{F&|o6u`gM!%bCiL9FW`nitQOFHV)OPiFBV(?4K#;XO(ZkP-0i$n z_h@7Hy~LsA;Yye@Q~J6e2_Y;(|85dd3i83tf|TJKt`$u|N(=i|*YS40=+1)CZXW5X z5P7*J(}Q7;3IHTSn-gPxoW|2X{{pBt;|}7J+IEAygwF3o{b%2r=+}t=MvxVN;`a#{ zKuWzjw?=ZU?6?ok!bp}{*{|*d00z5m#AD|ipx*IXcJ)xbQ1(%EvD;Z5lSh(Pg7>;s z<$4x9ww_XyPls%@)enk*edLlot@R}Y4~vr5kSw=4p;Gx**utrk5vmFPy%Y;)m*GM~ zfy06am{dNhIi188rzG;&dTqK<RXKRjCl|&|_OgF|I9tBGXuI4vse|qPkLN`z(CoVX zI+hujs}=VVFP66KT^(%!GUOV#^MHv=Y!l+ECH0`t%k_&al?eqt@&jGph*F_p8k$}{ z`2@uX;!{@#v|obBqpOH)#7~d?;PRg(K<fbm8m3-lvd$)*IKn(5>b!;~UAQ$MK4eVY zT@fC6lz#x#Y42ra+b(ujgnN|F@oN?48_kok;z<|w5JxP57beY^U$#am<tw9jE2V24 zm#X^aYba^Ky%}&Bx*fSrI=1#%r53^poCY~;IAZfLi67VNV@B@$r!)lK6AL(fWD!-) zGC3_@NOot#y*_!>saSgcuFU{P1ZGQr{W@onm+o|VZuW=cfd{5ne+lt644>FT0BDJh zsV4-FDQmTUI$j8Ke|s58Ot*h@!n|wSt$0S|S*0FAJ8XeyqVU7h)%Kob2e8@+Xa5+N zc^D{R_zL;Lt7cs}cp4-o;%GkpQagh5#T49E))-vDIK74g&7w94;5;y8BhVv8Ht%8Z zH4YNn`>Gz%WJKRLlTnWV+wwN2mSoBO()^{W_KqCYMe)MALul>pKG6Ec6FHsnEq$*J z@~_Bm-#9&Pb<=@q5OcuN;OCnE3{l5HzDLZ0r(603g9R`12dBz#n|T=qBO{qB-@0kM zAT)4$I3?`!bX6%tq}g5f`(MPMYUv2Ct6ghviTZrKd5lWZyx%xAofgDepsC~r5|aAg zXCy*<jhLI{5Ri2HI?Z#yYqf$n#a=gUP=6{Bl{{Poh?LMKiEq@zq_NS^%da2YS9PfR zjS^L`aLw7QDXS-BWP&zMC>)Ca=LNV!ggTU6-%s^zsZ83J4}qoZm(JRi!5vdE`yM`# zBK7NZ#T(v=NqP8#Zt|97M;(!R9R|K-ZnHdHO>bO&JV%Pz2lj>Xu+1&63;bnlD_(wJ zK-x;dv7_3GpV;!w6c(5#oa7iO$D7|kFn6$XX$qCRvA(bxdiqk}Pesz@IjxKK-D5S= zPkj@u6eaas_%-0MQseu(AfLINkwf@%uchUMtJl4lgL~Zmvg@uIw$hmqqZGKvY!!Fh zFD||yS$NSDEX;GgFP`3&V{fkdZ=x=&=&@wQ{T^1GAGZz~4mmf_nSB!}a-XoU5b5Yo z?^R(Qr$NQwizRWi(w4vzB=)Cz-1pcXRTPj)66k?uqj>8-Da8kL?{Mz*Qc-A_buM_? zcpT5^r;Pb}T=U)-S?P1@P|(Gt#=<ks#gKA}fl_LK%==G4zLBi%-=KCL)H9~bexby# z`4I$kh+V8&50b1*QcxABE~ZclQ10%*G{QCq-+LPwx6lcI#@+d{?LmwDSUT>||EmP= zsg58C(7Q^AsFeRlksc?Fx9?>Krx=Rn(gjC4m`K1bzZ^V7OF>|__v;MtBRg~kT!J4A z>SkGYTc4ucOIBGKe0x9Vbyh>Xk<3iT8Hm1!SJ%w6f&_5IKIYbM9<o~2g!;%WEV>sV ze;mHO>ja(R!~{9I@d?MP;26p5va)aNKQzlk?iCHjHR-HE)G7t+`r{l-(yE<;sDn6I zbW4%m`3NsCd%+`?N4OSK()~vIY^l9*4Mbe|GIFgC9{S>w#lRXuM6DjvC>~2h7(YI~ zbQ_-^R-C({&t%jQG@QM>oeEg{A3QrvA<$zTwIeTZ81R0S?Y4LcOHb4Hrzansiwe;5 z-Z>w8Qz4rbIc_q&O7LfPvm~pI?nQqD=r*s+ewt&El2^pkT-iW{fr$lrdTXzm^1xz< zB%(xtqf$vy4F`WO-u!C!A#R)5H3Xk1t-*5r*UhK5w~O6Sqb+ERR$R%;a#XG?TQ^|= z-85H3WWz;Rh26rcX)jE~JKtRRh#A@eA6Xr|Lra`wAfV?nxyc5($;%m9&0T7v|F`BF z^SZj0M@cd*jig#WVPos|`p?w3>BKj_PP2C^(QY6JF=upgVVb1nJiNMpQ$#=D+@R`L zX}ARTFDo?pId?w4l_q#6`Scc!(@2%9O;HViHesI=)2`-%RQB5q@5}Rz4qZxg--l&O zA|j%u7gyjvFyZ``RqDG7vQ-7<-tK5JkH1P?&U-*!soV8YXM;>pxQ#8%Msa%3fIZQ? z1C-^|Eue%9!V-M!lWS<fWtBg<eFM*WA}HDX&|93jK4bqZKz*^3TLp2#0j}z=?IaD0 zj4hT()R#10|CmZ$c1CrF8h67f98%%BWLVB(`l%|Z(3fD8w|A0oYozc7qx;0NygygT z`wJRheA6;KCPr@g^qDZ70Zc<Iwf2Ids)OL4K0h)yQuIqqYp)@w1^rIz1=G1tBndu9 z?7-CgkOax@A_u5V=w70)Ij)M=DHm#w=#|-vRGiqmU@K5taw66bjjXP5!IJRKX}w$a z&+0*kD0q{4Po&CC?BG|=s;D)8T<&|Nu~m{=OEiZCpY2Fp%JWF%QI!SNhA2HfweeV4 zHrSdms~0~FbDU5pvku^kWs9%@MT6swuwUzdWxfy4J#_7VU@j~WQs`k;r^?@DF<RCC z2ZuJO*>#^u-U9|iN^yRL$mM!c9j-4_%e@sv&|?NQ*xy!rPn+)MVm^FsyE@C>v)2g{ zS4pu785#Y2<xg5qv-|=4^&FAahhU4k_{b_8&t3T&uosjTIjN$G^sHy~pFU>tNQ{gW zif(TAw^PC>fJ4`tyP_iU|L*^%Y26MSs)`oD!zmu@>%;rdumhCVdLRJ8M>VbOb5R75 zry*hXZ{O(rzaZ<~HvF~^nB{_vkG$*Ljb^-ug82lVE^De+qs(J^C&hh_6q|93m|EcP z#&>wn;2r)_Y#$yM4f9>BnO`Mi=DokoQ$??;G(Tj$Ek)d7nnn#4ENJTC#K`liT`yVo zn8$*e(VOahAj+HZ*Z%dE6$1!zK!9^#8TwtSX}u$k709RrD>-wy+G^l%{`)A1K0DZ$ z!92%0u8Y97i7PZdct35<(p^z@VVr!avKJkOofJ{Nsq!o^dNt0d3C3VDOf9pdYEe4q z!lVgoG+zCg{t%l@u1_lxLTqMMP^6oTWyCCDr8kisAVrTf@!Pb~ySUW)LENMks6?}s z?jPb|v%hC(=WO1wHjS>`D!qT*n1U%!$a$P?d^ESI4D%SUwCX{Vk}>J~<c<18a+|vE zDgPeTH5UnL;|=ak2+0?-50%Xx-RThitW{}BZuwpJcGZDk^Il~;$`=>f#;IqP?b2dk z-97tuC`9roW}<V|O6Y4NqEV7zz9tqd6q{wU-&sx-LuGD`!%OP&!o0WlWx^{GALp0{ zSUjDc+zvIVBAB_W=)!65<zuyO)8xK0)0f&k(3=Q^BW2Yn|CM_^3fSrQ+T5I~54o-V z<O-5WX+tG7w1H9sTl-g2T^PU!_!u5D_!W7Z29g8*c*A>Mn<X@$n=OBOoQHupu75`& zDX2242b&tDS`vsD`8hUx$(ly|tBm6rVtr=XMS<&7rr-bUwL4Ne{2`-98ySS<xIedN z_b9i_`>`)1f6DpmWbrdOW_Zp1!IPw_>TS>jB7hD1cy0o3V9=44U$*s;z&SO@3$b4b zI<7HkrJc--s#_|SN~@|EF7aCS4Eq8csWeJd5Z{sNrCIlNY*e$7rP)3JVjN?oc-cTo zVKd|;{?_UO*LOR)%E{RYyT#}D-b|LFKg<5<HJ+f2*(rGEuaI$HSmYEc4-RUYZQkow z()6z1sRYD;grQhB840Zv%>*POOq2;@ieF|pzx7L#f`<PYs|qcT6S_tNbfbXIji=3D z7Lu~6O?y~B+rv?FL#%yUXgMz_BD?oW!~BOu+}CEk$&Sa}f`X-Bd-eyAiwb`-2{kW{ z^TdVhq}%0oq==y=r0_Ir^UQ`%@7d<tD>ZZ|#T2fQOjIPp&<BkH-wEI0W%P&=QH{1c z-gsLqH3!zZmdF4ZNDGkDh{Ce@5!0^Xy95o_V);g@!u<eEl(Ekrx&)q0W52P@i6N!k z-340ulFF>F`fGv2=c-3~(tG`XnxBplYRB%)_f#Dr#P+Nok2}3POH3&de>Xh%Tm2RY z)mgfxWc}&cKo-P|N3o-HO%3q$vA}i}u-~>Joli^+b{J2-0KlU-uKRhTlXi6bOzLQ% zc=40&Dn!i&PwrvguTADjc^a)sxL7mV=^Ti@1xM3%05(`P{aiU{TQ+ImdpX0Ox&$uL z>h-Q<y_IBvYsK0tMglb6ck<cA^PE(+6((x@m>F1LaKY{q&A{`?>9Znfa7g`_zupoO zA~9?q%}=xWgH&98gl(&bM;k4oftciaMRBK+`q1EFM<i%|%Njr@&}TO0RrYK`JIwSD zJ!l(E;}(y#g>Le2zGrtE*#1DRi>-Bg5FP(_U9hemw6L-uP#8yW&m-so-Kq=9p#t+} zgUllf@*Bw4C6WWtKkc&#yHyakn9IePhHFnMV=$g}apnI~FdjMQ;?C)rW}PbgOYfqa z$dixiT4_0buiL;jK9jFGRmcS#7h2iXT`=WGpYK_jK{`egFo<$Kly_@(wP-A2dt@4U zM=U^<u6JW9aO#yg<)O_?Nb8^f<->6Pw62GZT&m9Tx%tsN2onHC<Hs$`xXJ7AzA%YA z9`AlK%V72S)Uz(`*wrKBpZjo`9`U8uGgbAS*Iw9qPK*KQZXl`fKO0t;CE-`PY$Dgc zJdf0V`0T6##}>Xi5q_ZwZ&G;-1T2B19`JCYJ~+uTlN*GHEO68~M=U|?lzhj(PuEQw zUI@U3|HoTMNQka4AKHJX$NbN9jKgiH8y1l+06=_I8PVl%&W*;uZPEO2)&H$Ir=*&c z^P^DR54Q1O%ODQ7Rx{w|)<O2IvWOy0gE@rS7i`Z+y5zl#@E7-Sn`_S{^~J37nu#g4 z6CpamOaT|>maVvH+)*elf?mmBzzzMd$MY>85`w}aM^52|^V?U$<EqEk+zRVI_N;L= z(z#ahnO4ZDpD&p}tYXamTliWDpaczc*K@yiy&&S<0Reyq^*H+w3m3`uOk$Y5DsbZy zL4Z)p2q5A@X5NPxayBmBmzQvbon@HlSF?rl_fa+P6uZVTu^*s`pzczm%U!e{xIO~^ zppoDGa%}sdZF3zM0CA_Od81}#vFpyN7dulT2;T{=iW5|B<_XjBwN6O$`W&koH2?wN znf~s}ZzzqvmiPgdOR;LsDX6VsTVw^GV)TbY@q%~{n4E+%`Vx?|iu3D~iRKx6vQ_G; zy>~l%N7~dOG>j=`h!Dh6C|ly+w@6=*V^>fODg~VmLr6uGoveH-Ji*GY{Q2k(ei)a? ztUK%<WO-d+7ygFL!Hy^HmtY$__}j&K!9d~0UO}~iXXS9p^5~elPr&ps>LN~0t66tT zWc{QH3$pafqTd%agUYXFzkd$|E4d&beZy!d*wGKX93K&lkAr{|!unYg*Xo!84iFAK z`6LXpx)J7N1(}=e9;Ywqp(pKIkjI3tEquCk{F`{HV^pI}>~%yIW=!mRH}iu*EACG_ z1?21b|COWgi2YXX_gmUd>tDfuzN>xH4_>xiZxz#rFX!=%kaESs_|?xXRJSLo-FND~ z@Al9e>HklJ(jG=2;Yx9N#7F%c-qlDD6R)uZv(^GBChSo9^v#s(vdTMhWKP^vfV%XV z@oU=Ufj7#)=_B<?hQ!5Z=EtJ?y-OM@SQ9KJexq6eO*Nd7{g29;Lg8Z}&tXAUwmxMk z<Y_4sAUI1qC7sY=Tk$@#dHPqmKo5)r7^uMHAZW+uKmA_5sS7(`h;wXpMqXr_c(-W% zFuBqW*iYl2_J|*;FBT*1GFmS0G=B~co%^-v^gJ?K^_Dr{Z?z{64hZ#j-o;O@G1JYV zyu0Thsvd~1r5$NMcBj#O%<W5c)x+Y!`i)xO{je;&SCW5A56KMyHmvOYTiDX>awxVO znCJ+(jMUi7*i}KCGuIEcNA!ZBq(>oC4Y2EfeZ?E=`ZvB(3^pUqyP3}$Y?FUiBhp=} zrLbRUhxSwA<F!5(FXkRLCe1z7+6EO*ai@%>13H$fa}@|T*cvR9^ll6kl0q@g@0Fi@ zqVM$O?uZcX)>TJIT*A=$d)!jWf3Xave);yWv5JwMaoxIOA}*BL>HbL;HB6Klr&&*W zbwK@&F&9d`Lq3p-avLsETZcL)@tf@_Y3*Go1^$EAjz<W|-z}KR%1Y47J(umbla)fL zxc|!{xKFf0IF^?-^CVyZA;ks$N3N4Kic~D`v8&+XtRfjC5D$-$!~cDKUadEhB5Zs= zuYCY)SSX}{83O3uO_b9_S1Xo^y<s0mh@J4aL&4wK^~s5^&S_h>*b%scG*BkQx3CLn zjTQL@0B3|JO9Krh8WzB`BX4y{;Rg>DU9qbN$GBYV#AY(Tq5XK~v|Q_Va!P_z*~|$l zxVUZlBbH#nSw8~U78?1;BZD~Cf3EKJ>|`iIvpx9-V|pNfm^b)4=@_&*TxnFERvW-$ z-O#c2$GI0jE}Hu1Bq&9}`wj)sKxB!TUc@{&*)*X8AbXc~b4VKNx8JY)u=gtvx-5dl zk1O1=A7@5`)kn&eN3)nKRNW$*VLC#+pJ&ktgIXgn#r`SP&`*vz$Ee+#x|1J`tLDLZ z<|5;`OOBo2?AF91Ye~QZVt<lURIOXXR=G23(sN_((?L%+1)8|QJOoUwE^(lcvmFLX zU019bXYC+$Z}f87-?b9;{NMmPkqwSb`m(&YrX|9fwa?jwk}f~|Rm_5dJ=046ocE81 zsMl<~1gu4(A#0oOD33l{oC%y9GL9NOTPV6(DQhVB_Yp7>TDp!z$+ow7d*R#I+>2jh z(Xc*rsoK3{#Ta4&qR5V>AJL)_*3P+IMw>eOJfnB;C$~;cYz`Y{^&;X7iEHr9NXwPO z$1z7i(<r#{@iIj*((-U2utSdDBOU+r>_=sPK~=riClW;SN8}+ym2)hDSCZ~mox5HW zI5L$tGR8~J$jFE#_ypcPTO{{*vA*i9Wp3{1cC+fxg%v#jD66Y;+RP8*)ZyYHB5i+) z+W)|W7H2i-J-mf5R7g4PH>pv^EYd{T;Wfj9CypQ5hSi+=F=Cb_)B}^UEvAw@U}EgQ z86L6f@P2leZC70Pe=XT|w6Z!2-T?z9ybc}}Ha0G-h+$h)wg;oNl&v0HzIX|nH8F~2 z+$sdZ<{82E{{N|GI9wIWyZUNhT&jk+g_jE7_C}XI!4Cy)d<6tKIORRiGTfms#`vFd z4u>?kqt|2vE~3lmKz{h!SGYu9TbByq^_FJ#&L-ExQBrH@h^VYa<gPYJ8|I;7gV<ke z;CsAz#H$Q@#O=g;JYEA&h8=K&USvP}@WO(5pg_91jk+u7i8bz5mJFS^w90%Y{CT#8 z`x)9zQAAt-6>Su5MdiDWGn5|~0Hk`q{j(>QtcTMZ@M(PzAEz(x``Ttykq(ia5PTkj zHA~fV7pa?N3zsVcCvZZhln>oo7FTc$&)IxbOKHt@t6#{^GY4S2kh6SBj9yAZS^}Ah zkPpkFPN17$0M-DUSyjK(bjdphM#~I>GCRZki>fs5NEx-^{YT(Yvr*fK)@rrlvPzXA zM3nSul2C#EXpdPxitgocT@|zTOX5s`yrda>z(mv;w;3mC9bKMugIM2k{}|Q@K6JEa zR*H8~-3m?oB92i2n2d=kUa_jFELO34@MnCVGG*kGg%VUg+qz5cj3$B@uBxK}LZP^+ zWSP`*%wId|W$l@+-gXypAh$-Yt=G~?l(w|oXS`h|3|Spjo*chllwoAB^3+2+7&T9j z@@0d`^o(R|%I94kB%VKHLyd6(R-*ILs*K|cF-gHR`Qd%Q0#*tPw$w|HJh0hQKry(e zaQj)}tE%8wx4OD|ax&rq@6{+nb%kNqdsvQ=;U8E5gnu!X0CHyKX6gK~V}b&h$y)tS z8oy2im9pVvUvM#<BZtXcU2T*z4bMbF^w9nDe#biouAv3eb$|vC(7=_(1LM}@F2Kq8 z(3>ZWd@5QuX2-Zcob{>ll^uycNEoZ6C@DZD-SZx8uH=z3mbfx!$Ffb!V&TlB`CQi$ z)R(Pxu<X6}-YlFI+=Pqr8KbJ8!6~SVi-<T^A1W(qu{F=F&)ns=%iW$MrUK?po<AA7 zqmw`gyi^jbWQtECbnZU$|N8p^M-uGAPIqfM1$m}HgH)D^)3JEE*~7-eTl)B)oIbZk zH*gvX`tI0v`W^VJdLa{;at9&IGNQ&V5HsoL&R)p}HCZ;mLTIoRGJzYo>IR5fc{G0H zopgh>!ip+)Sh8t!DeZ5hf|jS(!QcFtyz*4&_>N57;jf<Ht&~;1iMMWlGQHtg-2<9; z$kMw7a<Z2^mL~e$^M5(9Ozomn$y}>=NY277>(A8`KKGy{lPrHF%a4<n{QV_y0w4WE zg%mNv+^!^vxqf)1z<p>YvIzqPlaeuH%^3Ec7SZp6E!r)$r+v<<UUjDUl?U0fMzu!1 zQoBN3`sHu=1}X07(x2K_vAM4Dvv9nlANz{e@Ubo5>kGK5x>F0|s|KCqt6(b)jjrLe zeRdo#;c~LTN9fQ}Pj1=H?Mgc{tR2KHD0t3>&m-;o03e|I(o|lO6|XOy2<){(J7{2F z*BY<lEoc9OA9PyeIKM*r^&3-MQNR)ek~sZ={fk=Dsw2$DwRuzu0SHOGZ`}!6k6ML4 zBL`dCnKy(>GPI)msiyXn1fgVYPIU8ocFaF0+!fshYNct5Z9D=wB<Jn-tmDxgUvFg$ z9xb&d$61eSLMSIqg}cpq0(j4ZUzm)l;5$#1+qat}+^)eVQzgD}n7zTTXXtE(zP*3- zWg%mhz~f+3fd}a`HJCreE=I+s<q;Rt5ky;h^dQ0*0w-<IZV~2VY%r^c3EG-f>V{s! z7au-ct&ejo$;eF8Pu`qsJvbtLfCTDX_H|alSM*r69xzWGzM3<80j7d327JsFm_|v~ z1=d!2{)6NJ!eBH~neh5&QpM25lfhAa=yayD*;I4!6>?N6<jZD*m1mvhVvlir8f?rr zbTcm<<EQ)5hO8V|q1b5_FE{LAELad*lYEzZH<@fu?EY00*&A_60AMrcYcZo*s~C2a zPqWv5)ymcno1xXlLmIedE>vjPLZ49%@iL^%s*17|NW7_xG>!TbXq;Zoiy*flt)k~G zBoR6X+S<bRwefw)r069}DN(vvzDTcJbv!|)x?^}_T7;Wn)*U8=<LgVg>gD$BtP8h& z4C5oZuc)IjLx4yGorb4K5ramWY^*i95s!bFspM98)bcRrr~C)a);frE#4T57U28<B zB*+@b@1v|5gei$K*qFh3Y%$_>e>b;479f|yNvHr6p{K3uA(AeQk{-$bC-6h}Y?VGg z?ScPlLjpbvO!RRe-<_NOZHlY1Jk8{^zmU`5{jMMy+m9wXID2V=MKZr}vUvr^4n0<| z{S9i*7v&C#ZmD(c7lW<X{+d09jc}(I_r_^Y-7OD_AlTo$tJ~%L0~bekaDWt1Xx!>m z$>LPC;bu2TkBa8udsqV)^X2Vr!`fHagFJo-^-0bwmTrjb2d}=wIgoU~8hJ$IZ24Do z-M;K{4jy^DTp-@U=_e_(yL#pNsqW_NgK;W1<#)(o?vXb0a!U%F7T7F)`fux;bBGIx zURN-4vBAd|OX@$@EFq)_{^<5>z)wz!q@fOxhItK{(YnDGr$bVbtU=ShjqjC@CFdLA z0C6js9ceUEBpWk$pY2N5ucDF5v8GUlzY?lM^SXWDyIDptt{tu&l`Lv560*a{4Q-aG z`lzJQT!N;J@sQ>pCgkm=f)vzKc|wEQU;P9;(rEaCJlEtcOLnLC4;rnR8J~WQiif$r zAS6}?^3H#fCqxh;QKMyRL02nh4V|SLV17l(xp;4yb2t)&AG#vEzd254F{e>#Y5eXs zeYa|t{c*h5=+&;$26E~fk{On(GON%hd44K<B60qcXb_IbSGYt`fPCyWoClL(!8%Wl zgqh-CM7g~X;y9eG*gKE^wH{i{_KF7yyQD|mDgOf_EP8#;+;JY4sA2s;wxcpbveR|o zT<vqbG*n+1Qkn8LJXTC5ZrlO~;@nz9MrK+Sci}=%U)b8kp9k+K@Myd*<E0IF%(*2X zoHop_iRyBozlv4!dyVHmMSvZZPj_Ib1bam=8z9}L5fa!nYUdP7qzKsLY^rjwX=@TZ zenqkd=X<&<WeghMpW(jLMG?Cz+nwJa5}5-4%J6nmJT_BBL;aVAjVDh9{q7z)@OE{> zcTmkjh6Q20x`Q6&i>5jRn@%7X3+N8#=wc`r&M<m1_c~#jo4e9hUHU(4y;F2$QMWF- zV%xTDJE=ISxMJJ3ZL6Y+E4E#+ZQHib`uD#3KAe4KTMzSjuHHuP{nG%ti^3CH!1kY0 z4B2jc_lzjPZkx74;2y;kM|8FJNZ1iGb%u740lhyBs-TP^GHA&l!2nR2hbK|2qtyCb zNXf%-Kk+`kgqmHu=eJHzJtK|-%#)7KPjjbVM*5CNhKfHucwNJ9b~MrJ(cpm!@7bLT zP++00_io{K@__XMRR7w}+wWt=?}0+5zyU$BXC8358J?X(SM!Z2*{p)zu+#gl1=oYp z#nPU>qXNQk2a?7w9y0f!14b0CkHt=)%Z$Fp?k*&G%ReuZ@O~fccZni?A>w7QA8q!2 z;jp86)zy0EPT0;fRPvm6<@JaKpd!_g+jYQJcR&W+h9N-pArsw;4zX^pjvOjkrk~Kh z7*+*>Z4vBUe(J3O!JlvYL2%H6bSwOx(uALd?pk7uVxVR;K%V5mF#TzH(pI-S0!{Yt zHtjF^xa!zCdVK~4QB9(-OiweMWk+yJMFkqqg;L>#j-;l~Wax`B-t?@uH)$$oq7FCj zF5%TmjI}HR^iHu2q<7V<rg`l$Ha^D>$(&iG^Wp-<!a<)4@p&e;1?L~7l?)2)+Pz&R zn1<YO=7+-S3h?i~)@bu<F%Mb}D~ZEsVvA%0oE65ecK`gC{#%apRt(h8&Cf^c3X%av zLUH1!_$$#(p9yzNGk_BHDUP-;HIDWHT>2Av=!7Fqjkm_@-)>L`wJKSH=2k&-=<@^4 zOM-JP-<m15f|*bLZeLlaW?%qhwxfh`^-#hMd5oXm9L#<|$ZGoe-wAE$kbkGcf{SL1 z+sP871s{Bz8?=PYqfQM?AKx0?t=@pwv&?>l2%BKW;g!pr9Tzd=1p|<19%7BK+eKuA zQOW<qBpb;)6$ErOr?R+)=9Fw-p1k>5cT`c8WdOdhx4T!bkOpF;X~uGYf3DwVOT1k9 z%8hRs^g03^TYga7YkjLYF^z1WoHtRmS=u}cQ$<&FZE3M8&MKZdLr|N?fA&3ga9IF1 z$!20hSohbOWGD#JGwW7wPh6&WoO5tG9?T(sdu@8;)CGy-88>c<6~4vgyQ0ki!lKAT zSO?W-RHr$XR)3m(LmM|)o{dmxJfCqpZy>Q1j9^`}IDQbhg4^+zrQZ8urQxphN(=#y zEfy6dU@4VDBA@wMvgGn>e=A5VtD|S?Op=74vE^puJUg=pfdFC{_c?Ut6@pKThmOi~ z=UlLR$;&)4W!hAW@#(s+zIm}BH7EM`N-jm)ueO?=jYN%IV(U-qOFA{z!n{5~VW2e~ z@4Dul@_<6OcW?WlQB<%0(E{{1v-)LqO#Y8kC8rB$T506YLVj?^%>YrfKZ<cSzBAe; zp_tz)5?U$}YCa!BV%@jH%X%{~oRcBM+5b-4?K|AlTun$N$UmF>QPLJ^S!qr?E*gz1 zC(pxT{Pai|7iwB$2=U+3wye!>gkd3}26|-NsAP0O*8QI;dGiOQ>S=1F>C%Fh6Nk)w z!kN_bSX|S6z@*V_29RmhG^H#qVvQLj#h5(tYMsp%8h4=nxV`?!D&E#Fvj6S6VK~K) z$pG7PnAK?NV`k)vZKjhc!)=S$O+cu`$tmij@MEvL`BiUDAR_U29<~!g!BK~fsc6^{ z6&+$$^Xke@$6sPWdHPl|1Pp{K5!_z2wL6im7<=ZID608n!!IM$hdv25|ML@{!X~nr z4nly#pXjdeV-LZEZ=t6tzNy%|wfEypoX74tEAQ*cE-c<5&gMFVm4yUhViK+dVa9~4 zgRb-xZ~GB>selkn84J!5E<77d<Nc^h*Y$2|TYYJ|Dla_CvHLF)OO1-f>g8HwsH68= zBEG`Y--*Z1+0K69Ehg5-jEt|&IbH}`Z8?0m;6xhS)HMNG9W1j3LNF6x0`PupFJ67i zP$b^Kb@D@)MKL4*4TT%GH$LZADesL|oTtW-L#E8z?Zj{T#1%i(H#ZQpc=0=G)<55p zf3FJ98DGLfc%k|`4gH6=vj{)4{D+8LZ5to5z^{01Pa@kfSYv>RBO^((1<&DcM*4DX zI!|u$rmkZJ&p#7BZv?JJNP2z7^zH{@RtpfadMbO|nIkq8E@GO@qn|CEK?J(9^kA8h zInPkxJSiYifwp6k!Wx6Nc$psD(>Y<@#UGCN(~VkNtJ}B3BF~9M@g{qX5`*pxG@oUv zE^%LhF!+zJ*IbVmj`5Uc^s|4zYFeoeYnN4f^%Uu${8qv)Ic-`D)5+3|*mziRSg|)x zKVTN?&}@7I@E9&61EONnr^Y(kD37&Jc#36@VIKKD2oU{`YkT^ytes!@Hv0$(ORYe; zAP<tK>PHz*i_Mz$bTm5cKg{d3D^|(wMVSujN<AksZ5}DLyIv0BX&aUn4|Vm;I)lhd zno5MT!aUKIT~LGiPT&h_Gqk)PU9Loh4SplbU4SQ{$X%2W^bOeI{?7~PTGe_BK^qX? z03=l9+~-gb(U2SSR%D7k<h*y-^CxQTM(gq>qQ+oBnGBKuh^3WF`Rw@<euZt`Zv9nj zm7`p%&CK92{|I72TD`tte&s;~P>1;0oqi5R_JbP`OV5_zMQYv`L>nTuZ$Z3Au4sin zRzscheihOme|>C_+nR47H5Up~Vf%TC)5|;IJYWM|Y#?*T0ghLH7xhOV<0!EOIm~n; zS{#<6)>TXOh*tr<CP%OEL(^2H)cfTlxzS>Z=eGu)LuYVweu<^O#|d6yK24~^jmTi6 z3Mp!SCD(7{zy<pQe7caCgKM~!&i(kMChCo#`ok!8@k563G2%(9`Om*g-jOVH0nGZv z9}Yhd9K+7uu|;pm!DDJAI+_@c(?cQHxF-Eme>-Kh8VuYTzLR~M!{DRT#IHB^`DpI6 z{T^(R!5GMUKJn2aebv*@_w79KjTO8+EO$cSm|Da)zIsuzd*|ccQT(Fzs+YlVeRLIn zY;zGk^1P_sC$W|*<|9}+9I&IBLDQK@c~7MiP7iajlp^1I_Yzf5Vsf3A+R-gAk>yl6 zg9+DHMl<Ug_RibhewDPhAU-9FrT4d7?Yf7(#;!3VK!g%OR`J|=Ke?%Cf7c_dkL~o) z7&Yx-9P8oq9kYj~$LnyJH3=c1v*%DeZI|F{IYk)3cFx#$J>&G+uG{KyUlo*wkEEl( zX@KkItGRh9vMCg|7`lYd$PQ%G_%nWF-R!BYT+&y{4J%ric8IICm~G?-Rc>X-78f=U zoH#m!D?|O9-3w>h*Ag)hc28<+y0rE?+j^W$9pz+vh^%hDultd9dzEmzJ*C~pb?hH0 zNZ>t)NG}{Y8T5;#B=XIC1o2KOfe0`Y-_c+_3xUg-9}EETcF4uxr%#KUZ0^0X>wT~L z9hNIc`r9U|ml+LKBUtFdtgvfo3J)aSR%{~8-(cLpC5f7`u(|`sGHE|t+Vb8L{c&$J zIQqQ<1TcU)JK2JI$P(<u32v)h+e7ta^{&wT_^26Nvyj5193M&KWN6`qDryYhlOzHS z4HL0QtPV;7stg$sPzx6%)(e@82_b=5q$c8(iRXKRy1j^#RV7=<xh;;KN@<%pd~<Yj zGcCWV`(WYfh~j*q{B{dkJ3;fZl{DwwRPWP$OWv`sdl7|%8ZmGXny!qcn|6{#;1<~O zY-8vK5G9Bjff6&sI-E{oX&W6D3+WHTl(4L=Vn60=;IYbe&sV?y-R<RpwR?%9J6FuV z^4m90*3-f5i{bp3pH0H?pF>};`PbX8=UpU<ZKQ&gE-T_wp%hggChrG>AK*S@1YdeR zZCv<)($QPDwK=}WO-hDrUzO$)C7d>*cMarO13Ht1Z5v|hehxeM7k#EqMe1Ztlq`<~ zrwGKUhAq+SuOQxgt+A~uGSx?gk;Tw4&iMuy3CE~^Tp>E*-Gp2l-(h}BD~xlMTcxFM z3z1!iMRrG*L3>d3f93n%Fo7L8bT08~lYZ3%b*|U5jzp@G4jab5XV2|OCXPnNOw2N# z<783`7#FGh?%!UWdB3>bItDXbAHju289Ys&pzAE8wHA<$+4?54yiv-(f_0N{eP4|S z5vG`AEw^^L+hdog6VbgaqQ$is)Qi7nYjMwzRx%-_oY86XsguL)d!a}lPEHU{AlqZ4 zia%KSMyhKbP&+X4b$wcFxU-*HW|Am#5}N`Y+DH_;fU=K|*+xlSTnL+#s{Mn-9ghOu zDa;xakmm*tA`}Y^>bHgh{^6nU)b;Rmt6i9xCvl3k-FPCv!f~``BXo%1M?D5N0O}Zm zsZlBU8#UnN9`QIf;21Zq*1iW5O%_~4&k4fy6l0%{umwUaOM6Xmc>ZX4q}ad4U-8%x z1fX0dvHcD*774*=NyXkBz(WNJK-}#~ac^iKomNXb8)_GLegAVvl)Mn=Pa_45!Y%rT znTDcFj(~;&8YKbsPmyp$AhHM?*2)>Km3cq=C<Ha5uoJI^9<pb-+#E;EP26CyP-3Ku z$DerLZ-#EFYB6NeGczTPYDp~utgt^AKE5ooQwj;)@-o6UfBJv3Ro6zkIa=n*O6WLo zaL~Eku5O0OD4k}@)X6;*t-je4l>80okWRWC-$HeV!^J@{Sooxh6>2PV2lU?EK{3|6 zZkIu$#=M%{XHByU-ST>NWmd-NlYYfjHVUPv(+-<ai03_XZESf@E+GT|O8G=4)wC+E z7&<R=oTqs&yXoQH5{1AYG8j#UXi9u+Ky4JUJ%@1xgf_#9)loP-GOsrxzcRHk%44Fx zrB{(Gm}B`5mp<Z-mfZE8@FRHN1$mGZq8x@<(ObwF^gLJl!i-IXaJl&Gt8HGvRX+V5 z6VKOaI@V>mF9|uu9Ws8ue>R@ArP~BONw7&DjtWama876)t;X?uSCB*vLBouaRy_}O z#BHDw@;eAWOr#_s$z&82En7$Kb~(qrhrMzY5Zh$g%#XKOdu|YO3b+SaZMMuhYA7&u zpE;4<*FAlnY<x1MN>$KHX`<%U7Js<P|1RLxRihw1)Fo-(I;?j06m<1gj&g&|&y*Q7 z<-JsnJrj)$gP)(}bOOo!j@bR;x3ENt+v2B9(kZ>0fa^YJ?wN|^s9PAhuV`4B9_yjd z&LVB0rdY8u+*%2G_ufAyE>*80!=ikK!a(NUM*iOw?1P%;{%QMu+EJLRmYQkJ#pJ=j z5|~-I`}qty^g}`w<Q|&6;dP8IGV#~;E7^`Cac_5BsJ&&30;w*p>!y3eKlHI9iHb|f z9Nj>VwGXC)y}X`x+CFgr;1r=?{Yw1p*JVHrmO{@&GCK%BB<fvW_c#pVti!osxODRQ zI-B@sY(NqSDG2jTB8%--51|wcGN~N1Uy>VI1|^A{a7c>E-`WTXT25#bq!0nLuvH4) zgu_s=a&<hxlSagf3)zRSXk-P%iF&K($`uuEIt~5G7#Sg<;m?AK=Q<HMfCbL%H)86f zU?E<j1S!WAlg9z~<2AM;^i0%Rcv|WvSL!^=>e;r{Tg`Ij>+pcaeyi9ggw?G|YE$YR zy6ZT5KmUxO*8(A%ZbicQR&`Z5ZVUOgYnZP!UNe$>qrTCQjnyY*(N6%N7M`&FP92W0 z-XIzWDYNdFzWH6M_(!HDH5;FmSsbu;mlD|zC*X$dB3_t2`@oZ|Dd<^HF5fyzQuWhQ zYk?gs;7%J)v>@4TFW>&m+wXl*ynmEUPZ#=`+2%%@^;@b}a$fj~>+xaWy+0E9O;3Hu z9`>GX;P$(dJC4sad%XoO3u?NXDv_FTHdZPxE(T{L!EfmS3V{9Oj(_cY<#FvCc=K12 zTvR;HPS0;m8KunSWj#Bv+E8CR1TNdv8l6OG)G5X>zd9Mq+~O=HDJBu3gmH~&-ZIT< zAyVO8+INTL574e7<{J#fUzmvk-iu*ber{@O@lrgMkCZ%w6;pl&?CR!++bJbd3KKXK zYjTFmPbj5;|N1;lQY0Tj)Hh54#5)j4z|*qvKfPTX*xTcXchFXsZ)d8H@+7}=6W#k4 zo%N;Ue!DjBCfhsT8Q8?hqv<tDn@kX)O$sW4^V^@9v~+P76jB01E%sjXT--i4QRgjR zl}9lLro4|AEjEx2kD~29cSrDSx0U>Mz{GE$0g%NHc~}`=jm-YLD~+BLV#gIbHlepW zF4Yz!mKiW9=pK;#z*!PvYUu#;iWGwSUN{jf1>6JE15#8l4CgMvjBXkL=Y%-wnTRi| zW`n#-({!IJD3vCOl6wq;jOJ6nHUJ);LTJjEsaK9t0W4w)Fj4S`Ac4krs1h~-mtP^X zLxGh<kLVF(b?afs!G?mLWgfcm$Ho9+<Tkq}6=yg*zVkZx_Bh{#hhA^J+u^$o(cA1- zdXz6;=~s8wSQ-r+vkdu3+q`yTQHv(^hT>-0vJ--L-;F2tR<vQtvH2gc6m3oj%4LN# zw;u*V&FfRB)M-))eNrYS1u^s~iIGnCrF&<2pfQp%g#SinBsX^?Swbn5MQ(X#)D$e) zP?r3?48{Ye!oxpDi$S1K4sj}&sz0XjH$TdVG-N>ZubsBd&v;IW7W=IqERoVN(?<9D zDe{S*Uq!BVwifmYzyllGf9VJa5Na)-O_kAl7bNgWNI{FD8>(dC#_+(3TOPbBrP`@# z;Hhy~Mj2IgBFCPabCa&QcWfe3N-PbL7YHPhgT(J0ukYLou^OyeH8jAuA1TMaAr=;q zKNv>8KKc#!kvqTJTyAK-axEX)#Bsu52VP&AZEx_-$$^wDEWF8!U&b`(ApmDa@c+lm zDA^a_&av6kb00rD`YIu$!*_2_##AN;kRvjBE?cP}m)%LDeSWT<jrx0#e(K*HaP0Y% zoU?J2!y-?S_*279DieJT7v9#+&KiEeYO;p4NPx{o-S@=~I89cdZ~EX#kplxf6fTVZ zy&K1CCl9q88=dQ$V_FWEOiFgne87k3j`E$2JXf{qBx*{<G&;C9kq>Xt@D!<uz0v<X zjDO@d&zy;SjzD=ANQ}_pS!>EI3^e{Tc=|4D?%beAV=9d!N$a6Z1fwplWiF%Eb~i|> zhllX!oQu3)qNx`pg6~Z8jSG{g6LCNjvmkd-K!VD86zCRtnVL*jnX3X2MoF?h>QPSi z#oV`6{Ohl{e!WG+f0O@EYDQ}&M=bJE>goAiL#)9vHOe&RnCEZotj$DVt>~`N{^cJ9 ziym3`oT0h7&YgfBEI|eXBURl?50)s6MpZDzMh16yFgR8lo2kDAA9HPE?%o+Z84MT^ zVI(Bxx<kejn_U*2<^5A)kaAU8CE1?Gzw!8sdQa{xf_%WW4VWhJQY@nBSUsFZzLN#k z2i5M?%=aTNB-Cp0I~ARAc_56T);NQ&Hk|M6Rcez1KrF_qq#89hpD2iHz~!?`c_6s9 z!PD4a>7YG*W3GfZMT06I91r`L=<^auf8q&W)wcr@|2!W3Bu<HXqttHsMsq)-VphSI zUtcIr*+oZXolNO7bhj4S?Z4t{8(Bdteo)L%J=x}FwiWACWOgpJC%8`V?kOIj16+=~ z2#Zu6Bhit$iT)qWk{@8u%ct;tP<vW;asV7{)E7Sd4pb!3GPa-uugaE+Zrhk1zuzw^ zQ?lNUVLdLK>T9~Wm6v0k?j@GDgWym1)8*u{ut*-(|8;ufA>QN>#rVlg=?d%m`YtTw z#P^mmg=1{ibslVHA}*#TcEBbpZqI|*YLk>ja7#IsV)0ycZ(yH5NwRS(fU&9LDJ##Y z2X#X>9x^i)L9G~>>G`5)Pu9(k(jn`*v$4j6r7N~V`7gQIAXN=J&erT*V%1-Na<@2m zp7x9mdgTTN;CxisT|0I#WsDXq*tR1>C=*Dz5UYcgMYM`;D!ALvj79{v)jJRlo_0s@ zERhpSRfK(vlaQZ(4S!)w^#YUjRL1ZyyLF8^ZIT{EQI5N(gnTw0_Y`iQ@hIqigz;7{ zoD(uIFs8{<ivl;#?O8v{fqTH8!jV#^1}60}4A@Y5LWH4y&ZjEd&a(UHY<YH~t&B*g zyNC(k;gwkrc!vuPr@x4MerYxXL=gKjxds!ZN(iCS<a-dDluvb|L?0g{R#PcF^^7=; zhFu!T@U-kKnVLSAnT{?6tC)!QB88CkTweMwu?`GwSC1doZ(|(lC)-8%sd?1q0mnkV z)r5=&VRX!7StfET^Ej?jZaR{oLs%CcFx}aIu9Ceb_ngi?FO_u4A>{H(MykM4lbeib zaHEq$zszghoKh{&4Vj5)wa_n7lAXRSqQtsU>ZE_}bUji0Jo>sh$+V)rOOxCG^lU3| zFrVK!r+U|yaat=(XdTg4wH>W-NQ>}9nZx^AQ9~v(Hhp>n4n7414#JcW^WXcfBH4eh z7}LgAIr}X+C*CBynSZy)1W){kbZ$c&e(&hh<NT@<_0v5HiN6<8>b);jWVY|Zb%x7o zZTOwH@3&&;WlF6Mt4*BRsinvN+{N{>RC0oUS1|rJ)w+;Gr8H~(o8Q<)1_VIn(K6w* z>Gepzxbj;Y{xh$4XX{|!Qsw=SE+f=z(_!Dj{+>Dn+9lQCFPJ<IGEHF&|FmzjccW-3 z@l1X60Nrw2_LQahI~aka+bo0+e;Q+d?)Z!DGiC}s^9EtFOd+NV2-^*sOFm|qa3(@I z=+DDo`m6>Bh2J)hx?*{r-X6i;Y9-#m^hxQRh=VfDL75y@@;E=0cSw6@dqV@`0mB1d zN2I-MI|w(!_<q_6sSP1X#pwK*af32)^&~&BM7Lmn9`+@)oQ8sFyjZXSs3~x^HSY}5 z+}zHLA$DFy60fMvwEa8sT1{#$nwg^nss@#B$xJDL?F_AI#OR|UMB&;M_Vu186T%1u zK#dNY`75T%47hD{pB|)iPLlL(Z2-&hKC&|V*Y6<>z*B3RqTpT}A!Kem<QCLutd7x+ z@1@0d--0$^!}R?i;WQEP+>L)~MVN7kiT>-hAgSYE&ympYIH-U3#^@u3>t-Y%Gmg$V zSnA>0bM^V)C;|o?``&hPBlk^dUK}7C@wbwMNmJwiOTm<hp2+QOdc}u9X%M*FB6#9{ z?!x%O{vbv!OFS;6kr^uLql+rxrXMuiz=W4)Tr&k{ku26JQSxV*%^gt%_d$o;cMl`* zKjZShBKY)0L9=l7di#9k;c&9dyEnMsIgbTfPpVFeC><MpZ8+N0Nb91UwbvKk(TDiI zn`n-GTfp(lh_z&mJxdP+0D5MuJv=?-3#c&;t^)BA0%auJ;mLpG7c4x!g^(cgtfhH9 zhJJC#@IB_ZdYL^zS1$i6&xL|PvzNpWxO0^DR03QMyn?^lg76Q=r-xi1M1E@MiZN<o zem;0;jNH+dAw_}&ki6)^RSI?d%Shpz4$TLKk-NpO!u_}r`I;#wZ91r>XW5FBnn?-D zM|4q3ZhHC0NY!yk(Y=nIwNwnDp<7&89V-ZQ2fY(r@OP6b4;QRZ9^m`x{(Xj8C}<RJ zs)71<wU8wdkz6KrW>rjzw-8D^8$>r_TECoS^Vk(kwJ=42lgn|sm5QE@UreReSglh; zN8x%XoIPod0M=>Jv}t`tI7+Qot|X+Q^xK4HneAhhE_``51`5!4_fI?Rik(_T5|m}< zsE^ByL%@Ny;8n^mJ~pQ5C=CU8ZPZ5I@v#DF+68<=S(|S>pSn@ks)ff~24o2^hf;y} zqG&$QMtz5p3tRG!dUEk$-Q6Q_f_o}%yi$dMSQU8O`0DCq1t5!9cI{oiI8Fp96@?Tu zC8!ImLjDrmV6U~+KPIx-I=aoHrNFt5_G>MA$SrzG&<8;7_vD_w>95xce8rAS?^S1C z=pP)H)1Z<XUWtRX*mE^gu?r<jjd(_nz%ge2)xe3@RIFtxpR?UE%c>c~IdOvWzDdy~ z5-;M{;OgNtSFu|YEi9*;jdZ4!lV}{5HfnbA689!m!MY*4c=jM7sO{vq*cnP27D~u# z_>ni%lzp}O2n;0^i|!_qi!J*~h;+fwv^G2RE#>}9x>frG1wCd63c!;3@!zXJDT+w1 zBHy+d$h1QrLpWD<-6bdhG*M&H&r6{X7|q6)f1abHbXL03llsVs+0ionw_57(B4=co zY3Ej$sNoReB0^#z@=nHTUY<t&pI+nI)df2Q4<UdY{Pw3~-zF^0{lz|urHE3&Bo`W+ zk;qO9qSu^TSrI-6fDnbRb<Ov@^MI)C4~EuvVm8J#Ivby?Ef<2hWAh6f3#c05iM5Cj zn7BFH#1Rm>x$YEH#*>@MBx*B~PdH4W_3WPs@44n}f@6v&ZX=<uexNn?LdWu;fY2j5 zQtmla*-^Xkg)Pv~tx&4TRHP<HVVt?<HmP53(cCJ$44G}9?C(;?(+Rp+VIZcTG(b=z z)uo`WH;BS{*kt#W>?qs9z!ObK9`MIJ*i28)TF~#>eCul_%PJTg{h{{AAnUG>(z$60 zyw-XClVEF0u}DZ}B2&Lm(Yvwouf^QIO-SHyr(&(o4GJLdwYT|v<|L5ZJpcy=!l-wm zNenKyw)kKm)PdnIqryMVxZp})NEN@LMtU6JI^w%uINKdVaU*}0Nh03fi8u)i5B`Xo z!u3E3xddX(d?sG(zc&*?6qGt!53XKAg}623`3T`}!hBzZ+P&oSSJWr~b`#8ks>%rz zn8tbOd_Dnutyn>QiE0Uqu{w=0I<4p?g+1i(SoK~C2%d^a?|fmtmx%u1bSsnc`A}pM zGM>5e7k*rG<6XSo{o=akR6+eOtwOcSm#h0v7xx}rHc^QLJks<^6-*1|OmkM4e^rf) zv}9!gJ8&>B)Kz^mdGApAxb^cehcK>kFIUYfSy0}C8Ri2cjpDNf)|a)uDXP->iHD1a zcGcruerF6P;NV}8(4cz6IRB|ZVC($>ME5RztReU(TlIMxDc3}z$Oo1uyxTaBwI+fO z0q_@ulO2Kv4uYzdw9@IF+S;b*d7pmoS`hq08-ZOHaqh+<sxsnLxEvm`1H+C&7tFSi zrIT1P6gBD^^w4ja$As}b2IB_>+ICb?GJxK3C&kX|Uw#|di`!u3KTl&l)D`Lt>hl7s z-HB;PJ$_xQkN%weV@9s6sR0pMA<P;|7YOF}6kAp3d!0gi_WL}tTq}Lq>(4up;wq&4 z?m2B|Cfi22Oiev?f>tjHD0z{JNDGZ)I{ve4pUlD}sd^O->6=`$S8`YPwwvl@mi<HJ zq?2t5>u5cWQfG6>j9O4L=s?-|p-R88$B@xyX4x<il0}Woynv=&5|g|FlhES#-TJV7 z>{x@&W>8kTO?tG-$F;$Ilh4}Q&S_suoHXZEs=p9?U1Gd)=0oD#-r}1o7CSz0%G<K) z<2>I6+s!*;BZ~k8uv31_jrOM_YD=aMl!cLtlVYE~P^2nXEGNTZ`g`8<01Q~J3i~Jf z41%Y(QK31Yf^7p0l&Li(l?GWYl`<GFI52o@G7Wj75iy`>!r$KY{3jeliUR&~D6;Lw z;eSm{cYJwO9^-_;#eK7@uo+vPPMaNUI#iEwQa}lGzqhv|dHqOk0U{jVs><AAWxYot zS2u#yyB6%e#IR$dWa)ZRQ@K#!eYY|F+lFpjK(sLU3bNrG+q=2kH3_-Q)DyVT1{VZ@ z4PEe>xe+Pq2s4alX1dP@74S9P1(oGNgx^a08}tl&_wHA?x9MJJl3tE;SdFqvtWoX3 z!M#wsg?Ub~KAij+#3w{(#v^+`>Wu41XW%k10|88WtkGX{B6Rx=HM3d%5vOCS9N*+G z-SO7%9seo3V=ab!13LQu!OrZYKp^FKon}W2<v1Ej1EDnz0FaR4WLQy8byb^zEomV^ zMq1+;NDQX~W&#r6!M|ygkC*P{!Rr?W4EqsvT$*;1ssD+O!70G&j;?naVp_$AwzIOd z2bQWm^GRL>z1p)I8<QZI3p5}>i>&=oAte<7Ff8yDuZN^Nhj-s~J`Jnm7_C}`ts*tu zFw+2LBRPCQA$k-3P(5gulM$&)ZHbFs4SBhs7ySC9{`9C(%e1r`^EXG@wsQ)_C7ZkZ zShYsys;73SBHf{^2Q(2ig@>3c1VaqU)Rr%z74r_A)*FkuqcxdQTL25S*jvNQV+mWJ zLQ2r9-X3TsA_ho{i>SV;V_DZVqo2|WtMH1*e-*Jq1Z~?3u_;GX6#m`D!rDm8;qe>o zFBx`Y|6>0Qt()z4iV(e(_H%R}d~0T>)V7Cb>)nP+^EvTDj}K=YFFkp{*OTWvF%M7W zCx84VBfrTm)LY$TR5<+#CpdOE%wFyp&-CFS>!tb2Mh(HXJ~li6Fk&K=KGd;EopC@R z1wtAS2}4-WnbiLF#)Rf^UEDtzXkbh{gAL6I6~xeI5F&KkGO4D%-_wFMzPi$7P6OM{ z2zziU4uL8isG3Ah=1uVa?8=`~KSQu5zxf|DIvU5&n)yM0)3;_lT=HllN!mXrr;d>; zTxh<JU}e08BOVu)SX_1KCK?N|7;2&#vZ15zLeTEH>COYx9ug1&9ZRoYL(fJ%jxYur zT(46@yF3Pa@ztE{%S3qo>Rk{j7&ub!5Is$EFlDr{bARpV{nXy|E}*Ahjtfg6%{cp) zan6cy!Q!YQwcr$cIFnRgxfcxJ#`|G!@69v7uk~xI1b<ROIpKgIbI9ANL3ZCQ{_E!F zJTM&_tmcUiDb`+ui|qNWedBzg9$ly$cxQzUIEa6DZ#}(y9!K5fxxoRmR1*5aY$I}{ zxJPa}th`JKSloVwM~oCbCYrt@_0BqA`aV(WK>M-ty?<#rPT%yo1rQLSsv~f|$iFDj z3}!T}bSuU0={|HrL@P&#;%y$b``pH(qKJ+V-aq^O3q>@kW@01y#DZem8%>l&KF)mN zNWEsbth<k)f6Ds}s?hRYIq1bz;V7PUE^>+TE@!!LS0vlcq~@E^q7iU27Xat>*Sy0> ztuM`K+f;)>BkV`#-)jUKTOzVkhI(cwZZ7oqR5EdcU&t)<QF7AoZ18Q~RE`hG1~Gwu z2HU>Qn%oqQ+1N<^-JHz$fYk~*VA;tZo_y?dC#P3n8WGk%u;qo0C@E$3)ACY*=xog8 z*D4~0E}LT#{|Kvx8cYSPsVU9}mWmtvkUv5FcZ(-A{`A`BpLs!@1Y_)T^j;^Ij?0{6 zuxX@LW5Msm%;oB8Pufx8=v~mfXMU%mXC?)`I&C*|pu9vT_D#`CK5#wqLM&tv-VLvQ z9Tluoi5_+Jh(|Ww!r1gIE4z94Qz3H;u*&l*J?uB$D42Ir^wuKo%}~@qo%lcf=HGb& z*V&-gjA_=0p<1FY&JlJnvkdtO=~<PkSpe#k2<yXo)X0HJM_)hxp5<l9BzBaJGI+yV zuuF>Z3l{Tk3xsjL)j}L_Xkr!mF|24Hjs-D~_jDm1IL*<i7F>l+sB)n5x5q<sl*ySL zuGEh=*&ven+ZxBqafL_OI)@5nJKeHVj}fhjLpqL7^eIDAE5yWx_St~NaI_%&pKY8l zUp&<V?###?n`#5=V#6Hzq2--&P9-@@SKi?XTR%}Qu21*yt>vB;t)-jm(GgEuONHtF z2Ig>|kq;^M+VTDMGX&z>2Z-PxRuOT;ATS6a)hSbkN0PCy`^Ri9^mx4uKgv$Fel|0u z0zR3Wtt2p}j#-pwaq?YO^KonE1dbD=R;!|oj?FjHsWEq0_POcTwnbC7-8~0|-Sytx zx8_fWWh}w;QwiEsW&Os6KfPS=BE5M`A^nDV)9z1);Qx8L!Mh#4vr4(VP6z=B%4@D1 z+OA)N&0eMh7-&fScQ^KQQ~1)($<UvSY@hEm&Z*y?#BmtcWmtLKxCpm~W$Zq$sdA=K zl}19-+k6(je7Sqtq$onk>AG~O5qN^>KJ9evym>izD;@+R2ZC|m@}<s)UqL|u@BojH zSBkAM&(SyL6^3TNqCGO>tqUkq7fuF=+ZGrJCGyWbK=JPlTn0!(LiFnu5$^>MReW(z zzxtT|GD!i8C^XaB)3)q^5gBJ}Wz=;d(=%lMyZqS8i=_v5>$mp>vtHETXXQfo*jeY| z6zRBJ5|p%K)~LOR0&dZ<QY)CWB;&prfunp*Ud)^6KYzpPV>QZ$#TN+rp3Kf=tD2WB z%o^!lCN9<)>A&&@@=@Z<wQRMK9zV9G+v6g+E)q8hMe1+^QPVz+{fEb@-CUZl&Y|k> z?JIv97X$ZbkdJUB{}z_CSBXsCqCB4ve&df%k5pV1_yXfu1xBtsy{5Qj1q%xzihujn zQblB_mWBPLqPtHHtxW&qzG%xRMx7!(O5~Jj5>=%rT$LlUi2;CD-=tt~iCC&afkhos zM|ZC<9_OaILS^(wf%rT;ot_F_Hu~I$4YUNKyg06NZrMO_eig1BInAHMsHsu|V@zCY zcn7cM_|-z|IbW?0i%JLakL^UXMPozBd;5|Zf1ITZTc|JH%I2$`v=7t~DP!vB25^2H z$`v}5C~>f<a7Z%B%$}eC@B^DU-_PaKuq@pkqREgmD|FSfUUN`CQ^94fSQ4Sb9nlEB z__5#kk=O8`y_6-^4#8RU8MTSi8B@kF#}D--<lmPe4O>Rtx)d{@3X^})!s$EEusI_F z*yneTv#)F!6}d$ofg<#4sd>FBH7Z0k?x4$@CwIOJ`!-R^kO=MLJXINGU|#l{Qkkm$ z=AYW$9?YNsA^l!#XLHA(&)*Im#@~t&gGOyWb5Hc3D*eazj`*dER^O{ock;k!1n~VZ zVVPoO?AWh62mIsv*KUgG_u8J%;(ofWd=S7-8CJXOF1op&)_kG^PE;rh$E)9^E9j&= z5YpYMdi75mi{1~OP=Fxfg|h~BH9>P5v5n?*gCZs`N1FB{$Rg?6b*Fzst=(1g=*ww% z2$sOB9j&E;w!7f2w{Wz(+T&JS&?3YUzIub97=$dTXMczTdLv%;Vs(BTu4s6|F9i?u z0;NH@H1an9;zQ#(se=C33J>{J%`G}+Btxh>B%^Poify^sgv2?rILTHGLMxT`&C|ef z+2VAyGwRul<IQdFg5!oB*V??i*{2X{Ele7zXT8K-P3s$7g`3fuHX{agEMr@qrIbBs zwdoXSr;qD5C?di}ak4t-ogc<;{e!RVFHETYp;{C6_}AXe)1JhR5>52xmZQFKQC|#> zX74jld|6+c80?P`M;9rZ##GS-_lNx6_8RNHCF;`U9yH2jBxGoFY(IZsVzcEIlM9^^ zM3|N1i5F<l$}rAa0RY|twbp$8d%yPDf06D!o)+;eX(Ngo?ImGYybkVz0Ru~Yccq+} zS8(B*z)vB2ddS3`le>A#Y3fyJtJ20R4(DjwY;u(oX$X%ur<p&@J8rubCGVaRb@~{) z>ZjWWHVHd&sA&%Lrtpq#7}G9G`gPfDBbn2n=LsE}-zt4$$YZAVs52wt3ZjaVjLO(m z<V>RnXM4s?lowkCqems9ZsEk9^q&#5_Q9x)KsOUDKSJ@L;%qsdeXUY8tDLgLj`n6l z(k1BVCYB~A=O(7+CPwEbGCQqxGafmzT5>M@%eFn49lN#Cw9}nGKmPG?poMQ}#wbDs z<+Tbxb$)&7)lj9P<OGppm8Hloj1^lgIyJrdpk3zwq{hF#s-CqdNfDiPeCgHuN{%Nc zY?pLxm|2UJVk!AGgd53k+w?ifnqpC&M}g@t#P(TzA-B1*90}C@i7d|+Nj~PmNhj(5 z`6Il87x`b*rWH`Cln?2LivoPfu~$UsT=o4J45kA!<O5h7yk@Z>tqM)W4LF4daydMw zHTzZH0EA0^edy^f`Yd9#5$o$B@Gm=r_`Ww~?2tg;CDHwrtqD+d9K@<>CUVOV^`W=@ zdLD!j8l8lUGuHDC6~aMtI@mj0P+K+#AtYeFUM1>mDHabw0feY+1YIYw?q?v>i=22M zbe6ENSq2d$UWGu{r;9v6pkXFB8$xT5tYvL3L)lP28nF+$P>Yr}Zq4IvTjp?S$P4~b zZPj9g3l*I`&e;v}jSHr{4>xb$uG?c24&mkI>u*>((JVxql$J@71Rr4&(Ew?e`Dvo) z=Q<rYy|H!Ol6M-DewsE?q?n$rR}j5O03=(e-o9pM?roS^wa9WV5D1y{ug^bU_IuHM z#Y^L*wi!MR3lE|a)zsG~{4IHMiK4J7WKE^)iCI~d6bQ#gL^W5XaNr)pJ-@bjJ93)_ zl3L8^FzgrAF=QwLSlkbgJ3eipsj!Pk1`aV$75JjQ6Hr437n-<8#pt0gj8>0?Yx|Dv zVZwfc^`ZIsJIwibpop3}X~yd4RV6G^A1pd~rs@c`ksoN|u0C)7Q;_sQBXv3r&5cRj z<Qufv@K(@<96T4{cLSfeu;VuII&k@3vH;<URb?bymp6M)=u^bzH}U(W&Ij&A<c%1K zp>*E~tZ-S<G0f;f|MXE4t0?dQuk`m)^Y*O$FCc3!!MeQokX7kh8eFSTu%b3s3FJ2a z^V{6u-xLiU;GRvArt)ZfKOG9JGIV37V9Ou#H6Bagi@v4t|Fd<tb$xqz??H)r8NFCu zjJwDh`vw|&1T5vqY-<Gm?dAUNIt(Puf@G=Uk|ldmD|5NV&b<9*_*Ei8<`yVP|1eeZ z*Dm_~t~MTseH|(Y@F}tXMK^R)fOap}eIJTh7udEmkjpYYUEi?}!4jju^s@zLHI@cP zfCVULx(vshv99ufKcl|Vg7YJSuW&WTtTmj^{XOp%L&uEQpBr~_cgbEgi~fw!7%^Qh zr!%9)K!#ys5*lu40os4W_1cr#eNw{@?d;DN@Rc@}2;fc<c|Iz$B8wF414S&hK~b(l z!b>Xx{&5gXry8T*{@c;Jc@iE$ESnevAV0~jLt<2UKb&>(`o{BPFYaJCoig3s+l?`! zLW2hO_TIqA-ZT&%mv;5P{}PnDyYoo;(4tAs-jRtAQ2}q40iqigTJ~04<AO7b@9qs8 zUbN_<LSv&Jc?F;l()IY8X1?FQrss8=6;U^9Rp%~%yz{hThr)izO+skPubTv%^)URs z-LAH9?FVxYaf-u<bO>LhmK;415>hfaQ?vX^o0P;@_OkU<q%blKu9n!B<IRl3FBi|U zZ1P&q0MC0h{+aYv=CO%?YwQ-$&k|UXpy^dtxeb4Ku&r+1wL$ae0|OYG(ymN3jT~b| zffYKbMr)0Jha2j1hR|ErKh^zAxxIucL@Yj)JI$oMexEsnlP4*YzXQuWCHo8R{!(lm zxIUs^;;<05t<=`OY-6TxFaU4x3y3!D5N+f^tqUR3b!nv&cb|1Jr%tJ7S`+^(g$njW z1+RBdTa_OA^?Nv1rma&nJ28t>sCos9hP<p{PX%=swDet{XYR9T(3jNF?{|TV-t1+= zy}gnQYm$0ql!Zpp0cq12YmQmjk57yypLberD3EFKmAClTX*Wq(W&nxP6Tj8wA~Byg zCr-R!$NcL_fN9YwnfUnrqh$~Eh;F4|Iwm?Os6G&M`@fN3NRVyY?}x+wbJ9v80PTr4 zZTt5~s8NzwA_Ngr<JSZh93#{0->s@DR-edst2K!K)`wtQKS2slWH79G5ES9+Tim>I zwKT>z7IpLVzj%1oC6U)nkMn<{6J9_8h@q|eDV_R~3I)FzN_l&{`M*KE>9aIcg6XP% z80#+fy1};#1&F^_4M3VG3!v-4tkt83$9mQhh6Qf+##+ZqfW}6+Wtr8`Tox)k8g$*Q zsozSFX-_6g`Kcv%TdPA7)IGxco7FD@VczF(1^{t1dWpA&TnahUY+yC23&tPD5T-nG zq1<PJDLy{A;M*-#wv;GyTAAaD6gU0z$ZjlLuUwcP_+)To;^>j))A{LYh=+l$(5P}& zVg)nZ*@eTbxSj*gKb?h?H`wIRe+Vf9KI9nRBn<Nh45Tu(69)w2-Bp~u*_*ONPuwM5 zkq(YU$^ZG?p**irC0KkgrY1EUg=uT^aaXGq+o_e~#qij^JrIWFd@%f!R9b}f1XdqI z`lK3-ISs~G!(n!5nBfYLgUEeD*%wI35z}?88rR?W6pVq~lFj!Jh}aLt_#Z8a5W+j3 zvYi^uq>l34yaa`N<Vb^cbIQLjIqDSUPX+PDA-z#Pm+VsH6<FV=iHA8WCFzol7l>SU z^In&t^V_hkV+%9YA4wstK-9PM-+J^MlXT;xB9L$O<fj=XLzQ?JZ8|%5iO*v!q277D zV!Oc8zICYNp#1-NR9ANd!EZ9Kv?@-%EaC{DcnR1p*DPj|zk{%T?yUbW0n!wgUT=%$ z_O_b|+W0IgrFXY$^pKySiy%o*W%NzWgSlSgdVzDb^m31?n&6{@kxYq7?>+zfsDj<| z)Gr@t(){WTVMd)Kr`6KQrH&~V3E4lA^G6`H^L_m99v2)M^q8A30;-z#CjqZOv95n! zW#t_$@S+M6rr?k9;gkYrloKx~{8%)6+|c{<!bqnhFw7G_qz|w{XK~t}mYd4==3;XK z;rGoe2V!=l=YKAa(Dpd6jj%R|Q8$y5yY<X)v8%aO&ls-uv6=rB@v_tXCa-~+l3zn1 z70$$)zpSUBpz%kkOdQe8(Y0SOe$$ab1{T3aUh<ad`wsAoqty1@`$wy;YfhKNr&<a_ z1$C>VtXP<T>97<DJsLCp9}eMNTl4m%`xfoCarJF~iV@NnAcYmFS5@6AUb?HDwbG(D zsK*3wfOZ|nkf+tPmX=8VwKm{L*%p<fn($YuUW+6zKVg{`y$RMcM>$uJpr_8q8twfG zZw15JFU%Cy?^G@EUuZMrL5w+A0xI<{h#{W3tQke^co!kh*7Lf7G|R{$8X3&g4UV20 zsK~I(W0{OcO@UIa>{47^-Ah4lEU~8OH0{y3L~p0F6Pj`<N`?d(*y1_SvLfa$$+25R z_}1~K(YoAH?FoB|_WAQvQ=r%?OXa33G3A|kn&|db$kp@7i$9#d`zI|IID-Vk@?Rj0 zz_?HjtoZM<-}e`wg6Kv<KIwc;)Jqld#K0{7vQ%rs&c%Nzr?9i}@W1mKRz6_dR1ck2 zucPj2<gxU&z^C~BcSBtT{c`zEYl-tuKVIP<zT`L(LbIWlD`gCcY1)WgYR;MZwR3*8 zQ7M#;?*B?Ye~Nmua%j@h-TUk&Nu^}hee$OL12z@ywtnMzeLBXaxH@ILSxsZ&CoKSg z^uRJL6#6L$0JP~mY!bEB-`iQ9pPa;gY>$@5)Pe($At=uKn4Kp$#rkL3FoK#FhKH~k zoVk>fRCzXau;0!NPoQJi59XIe`v!MszOdq+dmPB`Q}pp~P>00k&f{g5oRPi#Qo-A` zO!aZSM)^B)4lMwGxI?$xBWF8+gq6ZSN-ot>^6ZkB1@(Yx)W0>YBFE=XyTFqyuJwEo zHTDdNHqU=26Y@EWgkS4#3;@H+$$Z_4E@u#&Fx8(O=aglooh?l6j?JzXM3~?FD^6-7 zxJs1KyR!1dX;U>;!7}$-Dg4ya`r<sZP`O)8C6lP+lBjcWW7}URd8vG%k$SOovAwrw z)(JM>r>sbeF|R^duFmIErw`Hl<dWb42TLBi-vGYQMN1udxAEgwu$w##x_!V2f$42F zzsJ$;P@o2npew6?n%NRii4UX&xZ9w-W&TwzpYhoK7uIj45xlt_#)1TZmx`CE5hQ+B zz&3&)H^SFK-SVs3Pa#i28wk}SZP70{T{`VBfqic4<T<CNl_ibSSeCsT@L6e^=e=q9 z<Ij$fCu|~dv?f6z6c@H3NqYInI1LidRc!GMDZWN!<ODL^!dYi;k2fj>9C8b+?S$K2 z=j*MR#s%yNygYh0uv)%9yd_Sb8<Nhkfc(_y|K_KHAwFiWO1Fd_$#8V}3!g2!zV}Y# zWME%404jKG^<{@CLO=tpXnZQhc4kf`Y7h22>CWpsRYr?m=!rJH=s^<PU%F*6S{Ap7 z<L!;Pt<(h0Z*kAMAaam^Ya3%dFHS3iu(^i<?Q4G8ME&KtTn_4YTb0mk3Xp&lu|tGE zwAc;u=5!fba*1z<089$q=CHq2(gdeYO(M@w%zJRuvm&#&(EIU7gm3ZlXUX(?qEgOM zUi~Pe9Q09xnZ*&h0~Z;`{-RO70OELbyv}q}k0snrI_T_9EEaB8h`z>Xrv-_V3aKQ; zf~*q%8M`-bJyJTTFSp}5-fv@p@~eSCRTR@rhe3Yp9Nq%pSSf8YvtFNJ=jxBOIETkO zwW~zp^`p@w{lktb5ie)q=Rt7jtI*WwZ?EagKnD|Jm2)Ni3v-8jEe=@{`vxsMoFQp> z%s_E$EYiQTr!qA4GPKo6GUjKEXO@=&fjki&B;4R6d^7$0o0qV>gY>^EvonxIt_Bmj z;F<pchegCp!qZy2;j&LuV*MT$&sQ*vOzWTJ%@8!1Qg!i!Y{;>D7<ps<Ct|m0-o5rW zIj`4YXs=|1=Fljq90wG15g)+Yby#hX<e$U(1zcLgOFG1Ms|{+IP;ceWp3=o}@n-7W z2wJTMGaC@tWKDjQfj&ugdT-?R>k;M1G@etRf!eaqRcDs{{D@9z%wt1?@wm9JzwYki z%8g-=j2ww(EM(M7ybHe_?=|S0<os~>-Z3Db>#*2LpBP0&exdze`nJ~+*caa%|G)Mh zYKfOyPWQp!aT1oU7(W{k*CKjTV;R79p#jv=cZ+9Hbfq<`@97vfyUg!X)*H8lvouAj zN?CTKwB<ug5g@>wbbEUdO+G6fWq{0duw^({LZ=_)X|k%<5fH%IP^NwDGlA7Qz0gp{ zbbb|AZ~|Ax4@PT;Yb+S<c~S#)-;F+uLE0vU5y!_>a!O8<bVR0ivI;_WIuj8P6Z%J& zx7GX`Ng>4j23j)VBEw`K<aE*yy<<|!!0d-$C-FmNl(S+QIZ|i#_3R%^TZUpie-x>n zy#PLfe{qIOMxIN8K6&DY@jV^W_f2~EuT>$~k0E5tv^Pgn&5P<1X31?3)MWEj#~p*0 zly4E19_~icY=97vS<>!{#=SSc5rWLNA9+t6o{n1!xO|cx8@TY@hVCDp2F%PH`4$G5 zS~U$r$7Q#k))WPq6-(vL_XX45E+C<zB<}@gu^HjDcqfL?2tXHPBbaF1Y+cqUN`*){ zR3=Cfq*MinGKL-QN^{LVNmh-i3kmy~R|Fu{T+h>Rkm+s?GtYJ3T<s$A*CCzT*i|D7 zj!`ZEKts92v-#ZEWHOHe=q278bSmhCEjKfcOfm;)008*GeEt#f!-){ZBL55FMm_?? zSCo8l0B3`DppU!B*h|PD0|*Dfz$i*_i%yizgnaAz9tBtC7iC(Ko&k4D(yBMnDzhOj zjYg^@<^M>`fUcFW;JOlcaS;^PNraJ?#i1dfuWUh93kYK?gkX+={^!|de{$t_d0AN+ z?1F0Q%gAh!f(g|K>c({A*<5aJl=#f6AJ{`WD?jqdcXQN-0Gdx$??BxKY%(M6XszaB zrBVwrJHrpVx3_qdQ*|lQZ7a$uRR#*mHogRaUK~j{@yH~nX@u>r;tu=c+V`!vy;!h1 zaWHwB6#KA&yWI#ZUOfnZ|0pm%0|!L<=PyIIz85*&iT;`68GR(3i46qR*MzP$_l4JW zv5xP5p#8+BFr#Z=_1EA(ZMeY<yOUNs=6aeIbd4WAc=|hj3{b|qBq0C1C$Q?)?B_x~ z4DE|%Oh3fxZA4me#3yXtC7}~C84UjP7zxsy!VG<ba)pbtnlFeRdF_?R@0m2*#-oW= zcU;3cfPjPNvO1nHW^4TH-lz2L8hvW?tTp@~%&sr48oS0nsu24)Db6ZW{b;K6$fO+P z!V4Xqk)MwZ6m}+d;YGH91?LMQahr>X4%#pO$mL~J)>hUs=FlM6NEQhP0Hl(1{8*ay z#+cClnusC0iOfKf;DzW4^O2Z@!?11)3yVsT!i~YQC%MS{hOBo<FbBn177whwl)AnT zM-<#EWB>@?u?D3l{lX-0B=f|HJp7NrYVtMkhw{LBuOTEr3U!WN@*R}Zz84dkH&_H| zvK3nI$DR#nJ=}}DL}$u@F&=qs%pL|hNxpEPCyg0Rl2}VDpBa(PmY`FiVSrn}Q$y~_ zNU*px8s!v>(g)(~uz1IjXjS{wI>{Op2p_?P_WH|I^Gc(XoNjYc=Z*5qSp_8cBcsC> zDYOR&@Cmd>#J-WFBElB@`^!o|W@p8^wHq^P36vt-oIwnztB?r&StZ)tRsH7UDbWwq z4ySM4+OeA<rbK8prRjJXj-@XE*Sn*mCp%t=HU1m^_pPjr{9o`n83NZcQLbF<&0e1$ zWU(C1x^?xg`~1}Zho^50&ui<t-a&)LR%6?Z(b#F+G;D0!wr#78Z5xek+jhSDocB53 zy7DhS@443+b70P&a8$&f56^<4%Bh!YABKgI)Evq)@}KR0Z9S60rsSUR!N3ntP*WS| zjNKIo+^>gjK;cjV4q-_a$pV{{dSVYSH&~By+WL;@Ey+g^0^%Om(jh-kCnphbD-?#E zNj4Rn80zouK{PF4T8`~2mtQ*p?_zXtnafZQ(!G8w0;*jij-N|G$#$cm<Ce>2JI(dc z$Y$^7Q;-b`Mbs2)jP^-EW&WA?;>bv&-SqN;ub6-5QDRzKq=1g^Y+A0ro`=+so|pjj zxE*A5&E7Rwi_J_;U==|Bg$v<ZBv?g_%zK7Z2Pq6@#bWO8Ifw4B@~Xwm;~Y1;c>aKT z_s3P(92I4>r~YUOyR%V)$&D-(k8_+Xd3P<claP%_$qEr?LQ572tcafkdcq`x;yOt$ zCbN?SYu`0OGTNs=(orU_%lq1-bFaoFylUxTLGJ#yQ}EX=gB8n9tUj(a<ORSJ%ylB5 zL>TsxCdw@Ah72B8(8mJnOC<ye`RU653W_`g;kGMdzpC*F0}XwLL}|s_eE2;!wtY4s zDBJ`QyZ9!qtgM8`L3&n4E&~hm8vcLv!DjKH@}Cy~R4XvN`}}`C@*juF4IK;}qD0_8 z<ed^Y_GWihht5Oa_Gt1koAtc1X-Q>AjN513&giv!mW?UgOpyWjDTEDCbuQ|pFX>+^ z$%ZLMrLD$7cvh<EYR|~u9m*2fs&9J+jTu`itNXDNUf+~0zX?JCAwGU8G0i4pVt-$9 zItk*oTiLqX6?MJx`(C5dYD(cvCB=KDCOh$h_zCq@#V1_7H6HlJiP3;6iPz9uaq&Vm z2qN%&?r5_}`X-OX5?FfqWpq&M=FeVZ<#>>es&fh_WcSJS2m^%De29pUIfF}6C8&mw z)Inyq2KB3$L=GfDGIfh+8^!Wg{eiZbKZ~g}u7jX@NgUG#B$N`y$6BjtPH4n8BZgHw zcW&kLP<F^1!nWgXM|+M{2w4-ot6Cul5Q&@|`#`i<WhW`mj$$SzSb%E>ABc;3((udu zmpN^e@z9l|QycoIz3Xdh5L5T-p){TVO;+APJk!s1bC^wg@sp-NYSU*ZnikJHsYC0r zO34BDginAsI3i;8V?!Y0j(O(!y{6HHW?ev;tdv|4(2NC%FLH?u8N|7e!>ES^K@Xh+ zgoQBT7QHJH>GpY~9Q1}1!x8}4aqJ>~M<{7M#DaoU1_cVi2{b}q@YeGT03ZZX5gz20 z^(6u$N@`(Y*}%GuAt_KEY4N<1_19?4bm!WI0HR>7ML0EhoNb5K9Ge&7C1r8Jz+!+Y zMhQF1RRMVbfN7O&IPo0+LWrL*{9EOO;<%fb=+g2ZZ_U3i7$iyVP?nm&l;c`(Uh_B% z-a($9ieMP=*iB<Y_7V#^oU|9m%%g+ok?Z!#SR-3ar8Um)GqQuR;;&Xv3ZFSxpnKP+ z=d0JY!sJwGcPmxYX8UILiP816UD7VTf&oOkKkLs`wdRA1vTz9Qgo|nGQBVL-3*3(B zfRVql+cVjWu$npivYcw_T~;QZ=l8sv*1RJHuW32?#xK%VEoq8N#bCC!)7oBnB<L{C zr0^JZ&7oSuDL~a)PHUYiOlllIAyELS#brV(7|4AUT&W+=eh(%Y7oMa*tLlIIWwh25 zm*=!?&JX$pWNo3}PkDRqBTB?IG@8Ou7g&(W+GX>gV+cR#X;lp%P#|d`ao4Y~`W0i_ zpdqk0bDw^-Z}wTzEp{spb;l4VD3Q>uA1SSz@&y9ON7w>gI~pw0$)@c4HU^EOAljpl z8u>K$XqeqDE#!|9l^KQ|tZ!EB;wl{+fa>Q0Dc<pNA09)r7Rwypaxd1!do#9S(?(1( zGKOl|0=u_MZpE4gbx}(+;p2CO91(1gp&W<jAw`8F;lP~B!0NXOqbMxX1P%~1R9|!q zJJ;zEnI?#$Ep3f8*EP_%1i)MfUBQWg7hEnHOHc~8fcfOE0@$%R%E#<AntnYfmjNUd z00F$nDe=H~oC4pMZCG3Ydm5rkf0J{hGS28k+0`^nsJ(_xONXS$z(=ng78%3bekk-Z zUUk%;?`?_}7Wf?1THAO7rc@hd_>GR@V2m_bCt|u&SGImZ&#KOnXYQtqgAD+t&Of6Q z{~rI@Sa7@ERwo)?$-o2^ghIGT`t;g0<S93nCSBf&OFf?alM>9=n;S%dB7@Fj^5E2X zUB{71u&O9!^}Ir(WaStHs6{vp+Ml0T)dmEC5A~D>oxrDqKqq4yr$P7C?g>3&rBs=^ zU#!gbawCS(E^nYLvD^0FNUL!sesygUO8wOJ#gkuI?x-42V1UH+<^Z0RUe~EZIWyjc zH7&+3NB|XId7Z6D-K`6}oDtyp+IAKr;-$XgC3TWnsNANemS|9o>GbX4B_AXt<)j{P zS~j&-8;=gLtl5CJVem+5U*)qlFWl{kJn;LGz|~>olmdo`n_I;9{*6x!3MVXif0BN- zq8t_LKBfNXu&UiAhHF3|H%1{Njz<IKyh+h;SQV`JV-wLRdKoiZKh#tWcJ!_l2h-J{ z3DW2Z<Tw}%n*@U$-NT>C3;rU9jL2&INNsNDb5Tz+y0`VdG##C!r5p>DydV)#9x;SM z;To$#y1!*@LZT28Lk4k~nL^s7G2)Ky4I&X>?~@#tqv!mH`oK_bNI4}E<DooL7gqRh z3^maAQFBLVn|&5F2aXKs+D%^N;W#NhB@3JDI4FV33(K@M1Vi$z49fJUOiA?NeS%0v zMCZH6<*Y8SA1G>Wk}xcuSc>13rRPc@3O>#HO`WH*nu{FTa`ru@1dkLRz*YB>9iO8y zZRmGz>7LVlsFyPkktdqYDH{T*n)BoT{7sKz#>aoEaD}%<L=w<F#;4}WW$G}@c@f~j zW9?y6{1YNNI#h^7^n?}Rl@1CozYDk@;4g|LmS5Q$i)qzZsK=2zkG2<Zx5q=mkP*WY z=LQtgIW7gR879|6io1^XV7hcMNMFzkN)VF?qAE&k-|nv)G!Hju&aI5CJ`6^XVJ%T} z2ChB5?KOAcYDJQ{cer=h%e}$*r>*}k2#ue<NK1NxYyLr{?e0{CQ8-)VsBDeo95P!y z8#X86HPx?`=+jjg^gU2pmq`fYSwXx+NFWSG<xo76&>h2V87|5Cup<A}i!IzQuX?V3 zG`wj@!+*m0?sphXG!|$wi1zq!+X*kn9bYfaZBstq;}uU+<ir^{s7pMt{&q}NKF784 zDtwnjGyvp~46E6(SW8VJaL#Fb40yH!KIGGCs;iGxz0$RhQ9-jjxR2OnET8PG!4*24 z7oFh8@Om+=vl!!6vPYR&VJc_)JCl>q)<K?*F~LD%lV!xM2y0iV9Il5W;dXB$X2Lmi zXoQU+g7xCGnyw<x917u!gZ#Px7(Esu2Bd8}!LfFc=-~B^MCvF048N#b*x5Mq{P~rG zKZ>QWB2INzM<@7aP5B6iD7}MZp>^CO)St+)75u=+v12LtU!~1ArnL5*vo2H#QRuf( z^I&x;o;WnaJB&c!y2}0Vi8I)v$m^F=Pa-PKfE=s2WhO}CX*LS@1p|2+!l6ngWU46X ztEpWQgEeH>Ph*&+DTa9K--Nwitm2sMc>NJ&4EaWQ@y1O|_6^ME3y-g62d=a8rv)$c zL&V3}`QQkCb+PZ+7xvN<vrv_NVUT^l9a0f@VTn|cN+Ko+m*KSWTzH=F!JOfQU&KcQ zyF;$RaJ6ba7uT(pGSQ+g?bcbu{&4#9w6mWTcgY6Y%k49ScZze)3z>Jz{7LMtub^qW zZ&A<REhB_?X5M+l{e_^S@yo>n)ZdHaM~%5Fp<;X-wBaNBq3vP8%uxZ9w7cZ`vNg2_ z&DJ-AkE_|o)EQQ9^_V6<L7{-t)2_A5+akx<Gu{9{eM%bDGO>eYs&9gu0@zy@;Xa_# z6`gp_VzL-v%JI=TMlA44bCuQT)Z_dzrnkPXtOpYY+$W4ofPPG?pqcCsA+tEr)QLc# zE@)IH(a@8cB3wm)$y!jWU$;i7S!0034O&82ePHv_+quaS1>D<s>Eaob4@2aA)Khq8 zwYvfQld|Z&CSIl5PB_ucPnhD38n#&vw#Ba(luOV9$(dn};9U^I0|%_KZ=)t$c-?KV zZEfH1sBjR`Js-$_9-VBx1PxaSEw^qT)y*-#?<Pm3QUw0lBL=^XCo&|?mWBtqn8srL z$2fGhzZ<>yI6N?EKD&wYoSTrQ(~aDJ{fdqK+ZFd)&LU@mu81Txh-8^W_3>I(SiT-6 zzUh2$LD$&pv<-0)76RAT-gX_3P-}u3PY$oASTjt04qSQ`HFKo_nsD}KD$Y5U)9!h` zIItD+JJ6|<Fep+r0q(Iv+Bq@NtLiP|CmIT>>ihRL!OlPEC$hQe2IzoEqKCmf=<wu6 z^~j6Ai1NjKNYT0qhZbNyNrwj!i<>*@s#}=9acsZjM<gOGh#|6Wo<JpIw0*r?eoS+M zz$shzSFV&+oGRu#j!SAS!01T9&3CdWvf65TOdYmGa^j|SR{OA4KQVqI@CB*_I643N z3MTLuF)=%lVCi#|41y%1BpVE?3DW(6ziY9czQgzDoyu7mb1RYs=|hPNXs&?=ssn8c zmi!j3XC-?G@<cVGq!fwG&x!VMUg^lBePI(>x-skZnM?KfChPrOhiI>Gl}2%j=m)Kq z1)%Cd1BIMmK<D)lhO_&c{8kwpi{B8YlI!ZobadYUkKusA;_z5oNqy(n4^VF%!Vyi4 zUD@`?o>#RZ>-~<Rp)i7<$BE$BOE1zweZ0%(8I?{`s`2JA<Q`*504!cBbw_Um>LLRj z6GI(^CQ|7u#RwrEZY%;DxsZTh3@4l-V>J5Oy_3+Bx!?;FuYzaU%et*0Ll`F7;ao=9 z3Oq_S-<f~XMb4WbS)Q~(%7aPek>O+31sO5HMM^`u*1g+v9Uh*Nm8lGBpqnNwDzQE_ z)r*Rtv3cncV`mqB?q{1V2WP>i@<dDPoj-rKk|<6c0thiwjBJliB&-D`sRO!0Zi8ae z$JAe<2&`Prly8FD%M4mi4+=+UpOXELOyBG6+pS}|!lA(xpzfMv-g-29<NBJ8{=Vxr z57sX2b07WTJ>>MP=VBK%8aDW3=UOeLP!bcZLUp@c8**iJcBG}GFe5$lhbVC?@wKAG zQLJ)As^W^&pYRAL#s^OqiDLoz4n6}xyCPaSC7x1b42$jW{T)IDb+kInV)qP~l{wYG zx@#J?S4^EdnWLO(ps?30HLdfI+$XB^07Y{1qWvRGqvMOOe<+DSHoxN9>l;$@5e<Rp zrfn4Ph+cU?BB|0b*w$?{eabA?2u~{d_b#QRB90aAo+tPvf`c9Q!Ud-W1%1kx#<fuR z0ec>M{fBjkJ4V$X3&Hf10CMFRgIsHGL5Cc}d|$sN>WjYs!{P{w+s*;!ZYp$YL}qQ5 z5*z<<(0*W$A!Dc^3=I6Y|8)xjG)#+8LOTnw^QwF!d~-$6YUAF->|PWc*FxcU-7QcI zx;(1CAI)UG)sRW4H^ISc=tx(3BCR}?uroXP9WLV${e*ESv3##zEyKHon6^pjg+65D z2TSUQ;p6aH)*oOCDyr2CJCNHy@jwNLsF>)X&zgpW=`?aZKQ<4RQ|8|nWLU$i#6-$z z$I`Lzs;``reGOS5g+ZeA*>9N-L;5EuCQ!fg{nzXEX}tcq3}NwQ<Xcr=!sY?mJ~a-R z4pfjS%2gzf<?a5Rg^KIr?of(EfuUY8>E-oJv8>J@$Ofsq8^A5al-Flaz?pxBtuv`T z-*TVxWH^4TN!?))e%z?t*EwKN<PiFzPOtA9BdlH6JWZMX^F;iFcm0}TqWW4`+o_;S zAdpC$fiYne4!uS%vF1C&M2zIb*Q#(F7|yOWu#MSe`TED~%RQr}y`TJGzuFvK^0~oP z$?k{ZcH>+~Ec}!EvN|Mj&nUpx3Km2^xp$jGIIozdwdngfNt<O(vn1E`Fz_5FBnQtd za82<mJP@g&0C%;U53ab*Y66~RSF)JFb8O&UtM0O>+uL<K6a{NWAvn^p`N$@Y%wrpP zxF5^Ym{wdRu+M~SYJ9r2BNVd4)}1_NVI!tjGvm`q(bC5{bzIM$ZYaN||7IsW30C}q z1)p8RCqEF<H3)LsABK$w>4SVBJ_=@duH&0uX_ab%>r?tW-IOOU!IO#pL-kXeCtx>F zHUTuQpCsK?rh79792>`0<Gyfw0+_lk#v&)aUde6KvQ=ke?DlKkI@!`mUpxjaU9mGN zk)xVjg>C&LafI@3RG#-*>(xl2{F7h~XIE?RhK@LJdtaG)rU90tME7<y_GzU+s>{Vq zZFOd^SuqU~kOD0|^QDRO4rqj<*@&8rJdhXO?%bX8Ha!G<=u#bSQv5WzI@32#e1jOf zwXxEqwku|%kxIQsP+uz~i@dh>!rYxNEH&f#&(>S~e)Hwx?!eUT5WUgl^e`)fkWfu5 zmt9V_h&X`VsGi#JYuO!1M(5$rtoCo2a#bZ`rJJ5*=iBeSw8d%sFg5(ZA!&pLI#TLy z>Q!se&Ga)*cbXe~jLwMA)D8L({!Oe*hi0C$Z@}n~v1*(_wN&-b;&j}6I>jM!V^?oN z8^1>HWJf&6QxA>~`0vJDRV49oReD8As3zO3WrL83v{>J{Qj0ysmZ8@X`RmS)h}JA| z2i()x^;1X7=}rpnm&l7Xr|pXC=w9a`d>{=d&J0sw)!;GCzF2iy>a5w5JAR1Q=8E5i zw}AW>6cuf4m!^><Cw1WhXnxq8D#l)Ab7l};<aS9N6N(Qum9ngk+)pz+`3;Vo^jZ~Z z`jOW7RxWc`r*KG8qQ|hm8|5aRRWf+>l`%gyB$xy*mb*`vF&XrIQR9E_m4?*81Dp>H zvH4);%&e^qwJLk78?+5I5maB?Q5HyvkTL#ypJ2M^9KHk;S;l_Pm2GckyE9G*>(JjH z4@hAKHuaZ407jtxs<88%iQ<)q@+Pk_ytke2cJQJm^0fj&N)BVqg?9QlPi}q9xbt_- z!1Bb`4>PNxvQ7~Lb+@<TvD`PHibvafrGU#45*FZKqvZdd?#l%D@PgS{LrKyB0A9d8 z{$z)B74b5y{y8HJW3(-J7oFqSa~^NG1SF8++weAdjURv)@w7vWNTzuZcWrrm_s4Ja zno!<ql23Ua{#vCHUk-60HJK7hR$BDe1n>D#QRnhdQZ}~U0D+4PvP7wHkVucN2yEz( zi3skQ&#OV>%NVI$N6uT!lTI-1yX8YeKvo1NgLaLUmp5>=g2sI)h5D`haXr&Fdy8n{ z_Utz8n+$R|yX^xx4(5R9Q3xhRg*_hSY<ni?E3-Z@)m!@lIjOfwE{u<=)Ye8NS=1l* z%=g$D>7h>_Fho7`o7`ORi)gal(TT@zE?O50|DUb-xnOQmL7|+*@>=Gkoz{7sr-@$* zhP$yu<VNE%V1MT^FR`9WvuQCa*V(&3@NF!--wD2je;dGa;|~y4a0Z5E88ww}o&DW3 zXM?lpu{Udvk2mV;QYBFUFaUCZc3C6K@xe$YRSZ3nC-{<jpse|(HSQV9Y`ODT2Yv&a z=a<w#`;Ma3J29fSFL9PDSG~>DCMq@-L7Gt%;jjDizB9|%Z?RN0a$vsFu>UI%&10A4 zTrY?wji+9pl3J3Z#`3fWy}hHxiRIz`s}}#;nwk;Mdx_Sj!5JmS?KG}Mr9pokkDe3x zfFT_FlKxTOh;10`*{^g#Bs!zREnYd61mM1#!PcO9gctH2rg7n}jS&s$JB(c(EBx!> z=;?^LtBI6B-rV?k?1cCb=T#HGy2CwegqzF@yXo&%m0&N$WssZCuj*o!D`M%@POe&q z2)d`5HUU|g=C{kF%5xhkYg5h4%^kj*h(7%^Ms_(Y+iu5(hBWG@ta7?=vxtMzzc{F| zQxas@vFpGrQaj!iWJ}b~b>8_$tK`x!rBdt={+{oQX$?9p1K;3H_$FbO$4zK{ipJu` z)v(HJbUoic*)5ery=jU0i?N+@F99yC-3y;OtS+5=EAc$E{LK+Wf&(yrSAN?!RdiV? z%rfVZ)70mY^!2C0rTkeBRiL=Kj`?~EvAR4aD{hNxHit{Xn$81XTxk#H)QI7s<-zOC z3B!!p&yp|@t-tbRIv#U-#%*vwqNHsj%f~O4lKYl=ybs<zEOw}%;-{Eg2CwE>BXGuT z^1hIjX54dS7Jxj!S?0@n2gk_h!cA>;jiZ^s3ha0m786*RZZN8WgZ5(WJFmPSJIkf8 z2TRBb1S>uJ-S5a=oL0Vc@<)^NN)WN|Z2dV(?HrqB{1WN-@!;3WeI%P*JNK$ebdjo4 zvrWR`^5B|E3Z2Tw(=#j!bUk2YFdx7xIYL4*F#YcVYI68xT6OL_&xbsoS8w_?L#BgP z(D6vwwejyNCaE-(k6Y!%A0>=>kf%oiX1jc~>^*Xx;WHI-&O*n;7oIUf8kO1O^!x@% z2%mA?OUgv{joZtS;va>Y8ZqhAcq!PYSCAX7iIx^sp@ogn=?%i^0Pu(CZepY-L+%~% zhX5=~5<t?ufRI!Pm7I3K88`dzU9K=%_r=<NQrqMi(?VQ0_a~&~RdxdTI$=%=ASgp^ zZ1iU2G)}4vbb^Me6}g`a^Ley0U{+6ioGcm+Cw%ET(2pX}le*uO)A%qJQN)SW37M81 ziUHM6e$iVt1YOa}8D;582k+GNx9HOKVC75$vGm;*2Acf%A(P@7e<nqvdYD{`<_KvW zkUp)D>~60nPm0eRCJn1++O~h*7x0bPdCad9%R{T}`+>tt&TYUJ@}Q40T#ZZ2fWI=_ z1@yA_iXkEiJTR<1K{@y!Tl0{^8F`o#tf0qIMOSOi({2fO!6p`x!Ge!jX7eDqN}h}T zax}ew0z2&zbMmbSqI%vMD>;o%=PQ>}<9#BNF91(HTpV*4XSfrWUU-BV*qtwq4Qg4B zYJbyW_A-%o<9xMgJIchzh;DwxhhR`Pd7%(xwfxncE!*;B><}p@-KFDodie3f@`Q~$ z<|g}9Pke(Fy;ZlH7u}s9ad-JSiqOnu&)^378%51pVFH<qM62bWqXRSbk;Agr&ZOL| zrvh}dr$6>9#yIpg&RDh99QGvv)-d28b+MGRc!HvM{7W-ckxy5@=>ITpGSxT*lXVDW z0Bqtz$kp@Ly<{K;o98MCM~9Y-8=$h~OiomFg7OED#T8D%ulEPCr0f4E1Xwgmaa0<+ zJx!~M$nn>^At?5XWVY2#bQI-LXs*AWi}XsXQ!q0Vjfc9s`&oBH@L2Nf+%-m~PZ7rg zf;DQ-Mo){_tuO#Gm}z(y6aFGm-8t0B0}7G{BxJThLr02PHw-%2(>JesJ4;^OLta=} z9r3U^S3`v2xQkOoPiTOQI4#EQrN^%r9o17K-tvrM!C*zjV2E|2yn?Dj&Qd~tKr8e1 z9Cd%w>k<+1AzpN+B;6|9jGL3gZEgQ~{HzdvgYcN9)-N}5<c#FJvEQg=$}}NefsR3W z=pRs9So58jQF-W$?IyJR=B^>i?!m_pi)y!#?64_@=WH+XFt+cGwYFPHF~;PP`;vuk z=#D57I<Aq<C;pceeWmus%;?jS@!c{%ziOVbU!TgtcY7>A=pQcZ2--oqm=MP^V2X6~ z-h9x-e7Ae2*i}0=jPYBg1Y|S8kc)F^dqK6kwbDe#K+pwg?7bHi+4F7_wdvJAi8x2- z^3z6lV&#@-CPRf$RRp!>%wPV4>Few2cLlwpEBcdNkf8x7d9JR}806*LZ+F}fRWnmw zHXqqM+&Z#jIqa{9S~VLF(6F`-Jx>9zWgJ1+U%xLkT!rk_yRF>6?}S$O$FrUjWZR9F zC@;J)2A9+2b9e;32zkQn*_m~V-jCH{vVzJ<!wK~{v4m_|cDF6?U{wbcWET2Q;FU)F z3edN9wQ!&!V;*QUNKm{eU;$)<vdxAAs;NI9fD`UkZ$<Uq#Lp8kQjHPxLp(1pj|y7c zv|LqcZQdN&6*8eE<fFr;wR!94EZ72bi?5xL^uJbK@tW039hSe%*tD`g&UgAF4zex< zW`J6Bqt=})zSQV87(jyApggEa^ROIz)aY_0m>)wI#j7mGsI>tkPmpiRiazzz6jtKl ze)V1Z@{{MNazQ}J*d<LA46=mjh`VDNJLsa}2ZVV247f)ySL@Io;mxp$v=s^c-)?7Z zxCIYfNG@yQdXpohPGTo0w|lm8{z)az>7}_Y+}5F6?QMeZ8B?Z|rOMI8#bcq73PE2{ ze!y?s-K{CAw^q0EOjcUAelAJxhb@)Vijv>rLA2Zu^b{{x>V~n&Tq(fSF1f*92(E<E z*}1CVv@0Viz&|(n`k}L@5K0}~a#hUVIIA7RCr)3%9gSs$6vF<h?gv;Z$cYXM7VTuK z#lqN;#^}K?o$sH=O`o^RBD~NAKQLJ&%saEhex-J*krd!i>YT*pLHVT{g>N)(WuWDu z?}VODfklr$&Kk|EVWrjBzKyh20roZeaxNm?cx>3Sj`M7Mt7dQFvxTMO>DrTg>&a4t zhcW7glS1!gXJWWFpLxaYsS=ZB$3HI`0n^6}%AZ64Kqnq%)n+9<S)fik67cv7-ZUy^ ztvLunj$=CRQyxdyARsd4yip^YG(;qc8mRxf8SeXazkD+)GUq?R1tQR~F`ZI_Ku9N{ zQN~4b8E8P5FKxab#c3Ixmsz38Rc5NvT1~*-E6Vc=s6A@tJKmH_-`#NzwP~s8rfRur z*vd<85WL(UNwaKkv-FCSYHlD}AjA7|rGH}XchNrexsP6nVFfFUdwnC_ZDts~A~T&6 z3WSXnAyqDfbnr#`v4l6&zyGYf1iCm2w?~<uBm)ZeTETput@g&JXS16N=YW{JR4>CR zotbT8FhOhDR_Ah!h4dknb3J5!(?zzknseJV^)Y*Ixcgi4oIn_4P=e@ROZwCC7R^~U zW~qQp-x24cmUmrc`3ROpH#ZbK07V3r*MHp)Q?q-G9=cmHI)|~jvqO=3JC`x`4)u61 zxVh%Ea$<=eY2_^>$TFTUcP+`Pd2P#Y*rLN=8<zoC;@VpN`a9;Vz5sf_j4Kp7EleIm zn}_8TftX#=Y(~rMeL0hf7oAFtqc@%hCnBHQlI`r9Ui)0fRKx^HBE_rDZ4r0<xAmed z&!mdOJS}QTiSX?5L|KW5)IUm5Dl`c!sqlb}xxLNK!4`M8VBBt<`fQ@KAPJ5eDp1mB z`B8M5`}HNXq*G;7aewd4R&QAz_SWB;h1uxD?DgfL?aV<Sm9I#6!keeh=R#p5>x%%x z{b^xq{e_9-8(blMHq)C2I*sXe!EI}i;kyt6L7OLq4Fe?j?K%F~xb>5#43O~ZdzSH^ z7a&85UPH8?DDt)GCU9fo3j+v3<9<(&qahD3j<d%ix=T$eL`QBC0h!<arIZW7vqL=t z1VkXQjfFG@N_7%9f|=of<{)wonWqSnLihosS@yQo5oq#c^BsY)iP(6o$|&Z6v0PNQ z8!V9_*a`H=_>If>t!FjQ1#=xG^%(*f003_iSbF488X#KX1*!@u{j%FWw957yY-cR= zr~zbb?K1`{?%|dGMCzFK&)m^SRA@{vrQ`16+NRl@Fu=m`_Qu3$ZhFWxBWW|N*PnKl zr&!g$?m&*x-rouDxEtOXe$G3DGXbe%CPp;cSxc=VXzQTRD?+Eq?hr3wDU8_o3Dso% zicbk5BtPwWVl`}nuqu;_M%S|P<<tTP-KVGQM|K`+wxm%Clfb|t(#|A=wBq&ku*l>H z3G?OAr3oyn+N>-GUm=@Vr!F;(T0oXiqD@~<qXquj*8KRdZiVvA*GhafHY8mz-)p{e z@>%#VfV(o#4+Frf_VeDIcoY=cx$}W>%PvKu<`^n4`5Bn{gF)0cQb)v!YzHxPr{LBG zjqThX**F+Yv^-O9uef7e)IY&8AZK7wRLMAvj?hNnwxU|J`x0Wz&zk<z312Ft<79TR z-C5)50<X0*nl6r(1qlG`s-0Btt&5G{?a(t0*#2hl4xFxc_;(}i$x_KH1!o~vge&la z;3>0=(0kQ^{+o(r`uzgm!m54F2WTJj7zj<%NoX>EUO@l{m@<sL_E*F8WC!J-?R5!j zt(`wk2?|0fjmOE0$3m6|K?20I_@g=bzt@iBq!v`t-&h%oKoptLt(21`>rsL|u>pz= z7t5<wGGaT{F$4_u^wy^zBmbxaEUZJ}$xR`xJV){Z2J~%c__Qh=w8`72nyzej<4gP5 zHEi~NlCrVZyGA<2;n6Ji7YrL}cv-_^NGto11-tPB)!Sz8byuRuIxu_ILPTlCSv!Jm z6T&zuY`$Qdz6LuwXfl8Ca%jognS07@36&{6xCI?Y`<Go^y)(?7xqPV@m^+N%q}`~` zYn&v(d8XG18QqSu@|6l5>>ppLr~@;&(S{AW<pp-lzU5-qAKtqw=uO*5+fB-pFKC?K zE4#GqSxx*Zt|eunD)zY4_-)YYDC3`G$uvC&Ws+G=n~~)uUX(Raw!XSnd#LOh4ze3d zrKLevdn*?gI!LTYbx--WYY9Td!Y9D}D$rZVK*$;;KnkAky*eWVVQZRb9y-dmE6=N$ zB~#LrT56l2#jn(LqvTp6Pdn&JwIReoalo0`IoJ1%=5`RiF~8UXT{~tH(b@QzXH;fv zg!-JepvhNoPOVK~1*-9C44{u&L`y^ZqT6!Mo5}ecCi<3<g)vuIN#^12-?#RFFzv&w zv2F%R_g$h|=LKS++t$}=_nq4<9r_T3cXl58yyMfbB%Zc%ak@%EwvSP?!_P=z)O(A& z>7Wb8??jNAiDpv{ul>rtp&?9QpZ7+(QuI1}Gj*{1@7TK5SZMwm+M0smXD)jNu3yul z=RYZlE_?sGUPLJl1A_ieDs>a0l1OyG!?RvBgo)qJzenO_WY|tj+cJ`h)O`Y%mZpv7 z*0Q0l3kPL#Ph2-Rfq0!=^(q*H>k`qGpKrc+w0}AqZ^%a}OF`6Mem^R6QRjQj)#iJ) zOmi7o)Wa=9tXURk7FHDr06;$LT|Nl?UEW#{>*9Hmt;9_O^AS2Mq?;L$6FxE)3<g&~ zT>4!z>+XgD-B+OJv`_l$ZqLg9nX$SUCsq&uWH<jx?rX1=bFgh4S=u+L-Uup)bYt7i z^ODf}FSXJ(Z7H2I;NYN&Hg3#xqPigO;6^w0>`*(q)2y!BMHf$>g~l;#AW=IVV~0ms zPEI3;6><CiM$<<E4plzwuv(=i*fz?bLjx&b<{WR8*NFDgx{<Wx!<4euQfTdpKo<%g zZ`iY#P2zgfVT%m(H6(KBL=TkrPd|pLg>UZcGa92|uOvR$y)j$~Uv{BlD1BzN7`f_I zP)*3Xk$}EMSdbw7#y%l9<rNaDDtr+k;to@jFWcft`^$1`BLs!-=BxPA_#euDbOSa~ zaTuoku(5E-{@F2|v2oV`cO@^FrqcMO&S0*(PC2@#?9*x;>^NH!wF*H7cV1FQ6W5Sf z)6;eLocI3ECvFTcLBjb%X$fA&k4j`r+#)w);i_dFFrj;zc`qGnATVTrOiWT4({^e{ zLcb$aDK5ClOY}ciV>mR_ih{{2w<3*9B2>{H(cE@<v6qVC2MGr!&&$?mc-A+ck+rP; zLX1d$fq&ZZwYJml%xT8mWq0?(34Xm3^Cn@C*P6ECfub0kukM`(=!#nJNT)TIH&2HS zg7tddN>)A5Vy!$xk!%|Fjw_~Li60YPhW)Hpn|t$EmE{U_vAmin>}92B1Ct>oj<A6( zl?ivbU0lL0W3b+(th@-2Jk)3BpPuBY3Za0U_Q@KwWhC%`FQ<dsr#c1|nJBNI#8>S! z{xIO9H`|whvm3D_kqa4dWT^q-p__+AoU#u0vxCwjnXx-(m+zYjhvkquzXK?b4i5fV z<qNDv`1*3ba?ERE_vVHS6p36d8bw9C$P?)9Jh}FikM7<25Y||Lv=&5f&@)#CNsG$y z&A?=+n3-Y_ud4Kr0~1@#TkkJZo3DQDh;AocE8TPUq@r(%_xR{*1*c4=8U6OxAYEJ0 zjxZN#$!%S5!ZRQwuiEBo9-mStlM1U6mJ(Bq$-$Ki8BYghHs|yNYql_bD<V1k+Akme zXhY{aohbH>;UIo9&Dl)a9}=kBAT}5D;%bsdo;M2E{|HZAs?RK^xybFCNd2rWHE|UT zULc8jrEf~@jEy$Fs<%^|Sx8SvSmOP=R{@hiB!uZ`Uw+hsXrXF1f+3*`$B$XV&2PPp zVC88Rz95X4u`?}$<xR+azqu|vbH&EE(<w*~mMb?UgO$+qu2(=&a8o=86fFN|N(cjD z2LY2cq<9G=H+5jblWqzW9n(qlx@+4JzLf`vCQ(D@hX6M2merEf?xxs)zVH$R(Wly3 zf!Rv;C>!60%6b3n4Hu#Txtyd*vCp4w<(Uw_>A!ZqS=?Na9Iv%y^j}SZ`+#*m_%~)7 zP0gTz=H9txO5DcQ3AU>YF9e}MkmMG#j0pEWvfY+H6{i(w160VP0uE7E*7+I4D3(gr z4AM`5YO5)~bzJ6B4$$<%09_N-W(M2Mxw00Y=c|*}do7JxWgKPXBMQ5H%{-GY7yN}s zo5h4xl+m^~!^1Nr7z@E5DAda5th#`2!wFp;35fN6J;ABXs#st);?s{ZTtU~9jhH>m zS>f$w0Emt_Rl3L?(oui?BB4WfSA3%!x+gLtJQ9Tfn8?nNU+~ZgYJ2n(Uo;B&)0dqM zrA{YM5q1&}O63weu}<%FD}y_hsmM>%1I!c7xf5jvl^Ns^wW|%7ze|D!I<rDUyKsb5 zqb(MO<9QSxj}qd4t1B%SsC!h;Fj*Kx&*~RqHUc$9oj)0!g4cIau+65}75Huttw+cI z6oX0!BT5T26lly&!8stLr!Nuov!E3-W%h#y^)OjHQM*kzH#JWQe`hq_eWz#Lkh{Vm zk&1hjmD(o#JzT@;#N*s*7X7uuwP1_gx{8CB3gdTpTt#;5op~nB1$4QpE(}Q7UB6W4 zbcccQ%ivFM**1&Oo>V0QWyYlLYhE67qj`8kl$rZxQ)kPXiQ;vJ`e9%+f&ZGN-0pwn zgfnEh&B)Qf2oV1b0gv~1dMUd%?+Ew+^td<CIO?5HJ`c;5&U3T2vYjl3)AahE?HCkW zIagPND_=NICqzK&7d$YSjb3eTG+zICkRF08Zj|&u@6q*ip+eip;*rVY<r#a>Ekt!& zxvo{&Ge|kP5R2;ufB-7He&n#_CWK|BHV)$~hj@5kbx*eCMIvote6ZUiui;ODxCZ+L zIjHZiIb3r%)3jQ({4{E06SRH9=G!S@wvp1{8T)_~j>`_WY=tbJAv2!h4<8y^=(c*> zT6x294igK9sgSJG|3=fb-N{zZyEgmfd@@OnP`-fnR;E3Q**sMY)ej&d**m(b-7y%| z;;UF!ZCy<-y-DBoil0`aLJ%Wqq4Qx}Rxw1jN`5T2BUG(r;j{3o*h#3B-G;;Jq*bN9 z_)1YGIY}*6`N<P|83HsJZ8;y4$RzO@(foNtzqQ_B@Ay8Ay;^cM4nv~<f@5o);Q1zc zu>}{jn9cWVc`u8?vPj!f%T1O7<{7b#G+O%=Ys2qY0gB<SCOxw$R6B_`OZgmg>$44z z*qDR!-eYfg+yq+hVBh`ele}qS^FdX_JCisf(}qVNz7yu8oBqg!-5~q$V;LBVP$M2% zmW(`KZxJeX?f&?M)Ui&9>Br}X6X8mwJ=yW5M$R`mX4lx~q&MiDyXln%cq;FdSV?-F zxsS@ePXI`_i{l%c>J=34;G|*>&2Yrw>cAfFbq39YRTTUm+lPfN&y&L8Q<^A%PEC9# zH5myFz_4URBWi0bTp<9+A#FxIrTwO$Js)uN^EwOcHXQpiddleoyC))8#adt7k6kXq z>$m&{{&}3QRV0`#RLalVJvr3oZA6zjS6(+*Sw$4^%$=Rfbsm<qQuW<M^sKHSBtsw6 zj2#G0A5L@Kl|=;m^rM8<8c`B<oj$%+hl%Fgg=g398>XvhzM?~{lzHZ}91$1NSQ);z z?kIZqG>33acno$AEkzA1eZ*>17OuDUUk%u;Z0Gf~4rv(scnHG4fy_}GZl9c&{s~b0 ztPjdy3VoTgO@0|aZqb+PU`UHQQ{R0O*S6tsrb3`7jBBI}uLyy~eC8Pv{4KIAJr8EP zT&JuUMsC|>vJ}~L;(k~=;)!4vEfHa7SQBr>v1UyvEE~IU;`l(0J3uY2Ui%A^_iR$* zQ~TVe)ycvYZ$Pra$n1D8?#uh*Ia{`&Z0X+Cw2_J;i|d=Lh?$!UuKjI{`%SQ_f|9VA zy?;xy)>J5%@Wp2Bo6Xet&eh~fBg@M}z=L~A9sGu0>7olgIYCwUZgFPt7~@5S*Rnj1 zkUk6$Ol}L3Z!rQVC<f$sANm0RaB4lA5HO;Z0^8)V?8$fCk^fEd0wcZ6K4ENVfN)fd zjiEE?1>%_FTCm*s5VpR7$1cID$xgf$N_Gm`j7IZgvkoG%YJAnhx~Tm22mAVu`A}#) zV}UV$h7-!tkVweT2r;Nxx(;VpWC6Wapa0Vw1gqG7Jiwc{VCq2PNc+Y?0FQq657L+% zju#L>9I_V2k$+yn9NR!=345p6-r5YU<JHB%K}K_-6MDBCbo)74151JmZM=dSJznkv zSLD@BQc;zqHZ5v<a<*q8h1*)0uKmu1^Vz%jJ$8jzaugB&5RJr>*qSK;Z#+5#TFBv9 zRh&3_8(+oM+#)7;@8{C3?iP5OAszDIR}s?@KHsM2r=`y9tUKDU7$AW6M#FZpcf;OU z3jAZ-Y&HIS`|R66YC8glfoG1E>)*+re=Xtzy$;wr9GYbqTK4365<UUiNuE8^uMhjG zL7mwH`mY-dwUwhsKg+KK@(`o)SD|#DYCnO&_>`bVCj6gvVD_!(lPPZ%OLV$Z=iW8% zlEqzck0*<t4fB{nGVN>E4Z58GTJY;H*^OV3Zz36MyVaFu=FdAQ(rF8kdOJgj9Cm+# z`el+!Tk79e=0{{P8)m;Y;32JnJn`|y1?C4vhx>*m2LmHB-iOm%x%IA|i)s<G)m4`? z(bVpfeMCE4daj<%cQaO<^lSr`a980nb7M_ymq%5GJHcJ5NmJS05nAIr%(l_{ksJ7g z!!lWDcsC#dBO!&AhGk>k`4uGOQ>F{Ru*BZ$N=fzv)U6a5trjQgwDlx?OzE1_w%e8% zdogDis&(22|4Km<2T4&j?ivO$c|+A`L$1l<^m{}^m)XJp0UF4E6@*)Y<US$Lrp&+F zNbSB^5BEB2)9%Osl~9e_2<6kj9z&42mUer6aI_qMjD-jP3|rmd$|oN_N8TncdKV$z zhc<Aty+|rCzSY-x-OH?`dw(mh_l(7q=xh6UvMF~&4H{ajlHUR;al`oIN<-_i_%p4l z1{YtL5Ksh%Nw|&yfU00u<&i_5=6?9OMk{PX#c*%M6;>qvoV!;^b|AUfaE*iVK;w6a zPSwh1gcJV?CzOS%$eXdwxFr(<q}9F04V>?F9*OEAVv=7BrR5<PI*_`F03z8oP#+!3 z4+h-da-IMAU3%rxY-(F}_jM(?woDE0g+SP4kp}_ulb>CwGTienS)ghkwbK;xlj`(Q z^TMjb2wuZ9DR7EF?aHwGek0PmI0e@njDLO4eJTFi6i`jQ_^$a+byO8iQ0M9UcPHZi zotS5nxi}HS_Wu!qslCKOy>!fLO8+*wY+q1*@dJ1P@+^M#QOn>gH{&e39xXRlU)N2! z!8R3AH@z#Zg1n}TsIjaEig1`ykW-y95WP^*9PMvfdpmN3jKM-)h}tcbeG#e255;)} zD*07KAZJ}m=u&5~FrBN#Si(d6^wRgPuR09w0|{P{s`ktFOcqr&mc1yW=64NeZ-Z$1 z;grU!d<=V(B-h&p^REZ2v#i!5c}e9$L4-ehE@iI%Cs|hU#nt;I(C97G*$sRtK&~N! z1g-S>A2;_Dh#)j7S9KoA*?!j_(*QFR<GZkD?rpq*fghy^AjgNL7g>VD_qt~YX(`&M z)>S}|<W@*^U?QGjHd9ZaYUZ1FbyDpMcn1F^BA~;giS%Q|-4qId@!2RY<ju-r(L^}A zgGO54y1f0v4uU}ha+7azS)c*-pWUEj;?0OBSLE9t!lR+!Z)KY)TS7NI9Zfmd$zxNz zNz&cy)sNp&kKzfbXb@<Hm;KW@ZXJ~ez%RLA#J8W{W6iBpIrrT*QqG=kKkxXn8u6kz z{su7xAfHvnFAVbHFsn{zY89t6*F_80wdHZ=<lZrahML5`M^G>B{saUCZd!4li_2C? znP+OE62>xYMHjI3#94xoLXYh)1?-6*($Q}1?9jj9WC&-$HSpj*8&ZkPPh>^dewkiG zGJpP~3_{6FSqu6a`sP|wvqb&fR;Jde^Yd9jE8Cf86>8wEs|s0A0HAE(k@m|AWIHZ; zzvg_RdZ_P_gRV6swSSdZ{3)}GrLa&YlI8-yG)i=(lv{l0IiG#pHl0B8^4|K(B?<_9 zg!UAii1i0XrQ`W$w_RMEyV29X44;xf_j|wAkxUWJ#Cc~K6v!QPI6d)1adg;EzB0Bp za`8%_#PRO1&(wM){=qq-b^YDT)Rd3^a7QFe^6^zm5&mv$uw+<NnlZ(gz}cDk#fddo ziU=D9iKILVgn2=H6@wx-$ZReOS|IdqSmz+N1J`5`^8Nde$RDs7yO5(|^=IBl>kF;L zoeBuxH`RR-j)o%Jj5Mg7E~ZI)^8&ud><)h7lHQRg%*1m9xgw74vV-u4M6CGhuf^C3 z&egD?|Gu^qo~>07$bC8z$$Pl2#X`_ef2chbcJKJ0q^OpF2i$_ZI+;2biz?mBecaG# zzm<WhDH%Y<#(sg+NID4Gjqm5H{wQO{@pz32k)Qn;`zq~P@m4H~2Y+n)s$AK)Gdi$e zql|lVQY{HyX~1s9zPOz_kj+gnalc}P-N``iZdwP|J)J(!OulimkgFSUSfufd3`DWr z)TTXSdILZKovkOWt-ey+G6&@~=g3NlYq`ozhxE^3WC9pbsllSxqdLcar-vnwY_@Vr zXrU2ZSTg5!#uyi&kDmWsllwHLaRH34PLsedi}S;oS<8L<S*~x%KP0))m0|F&R=L`X zndyUVY1_`s>o}sQaSTj7(ig>fIWcK?tM*t~X{ly9%k96%j~Rp=*Hj>_+Z(CflJ?Ps z7BXx>QMwX80W|`Q<JLn%&$VS#3+0Z@%=Nf!RX|3j)n70_HlnL$EbHRXy7OnH^y}Md zDV|W`u>s_juGDt^@8OY|Lf#+$XG|5jao=ij19IYUDGN9F=5Fl+ML0f(w{=y~ouBGz zq}iIYT3H%tq;sjk0YobBQgWh_)FLgR5*%6%j$!5Ww?Pw&1K&fz;>e2sw&-TL&g&UH zT>Ki93+jCb1VJ8RSGdr&9=Nq4Il;}i|4f_*pO)cdH~h|EyhC7^#shYr1aDs^W{%3- zj5qcWt>HkMC14xJUk7ps8rvJK4P6ucjX-H@OlyL8oigtHx<v)Z){NU{`K6lp*J@=k zEzh*Bm;3b&p3;*hf;)go<M$7qhAyfoE6}iQm&y(AO(OFBy!0FJ^=PBNx0dm91fgT! z$V@(W&G8DhqmfmCrV5kf7+5T1s~~un4W(M|<U3(cVXlovwM}3}dao9wParutaW*7# zs2DW+TIY+B-iPl-sj=X-ld%qb{GH3{#CT+_XuVG0W%#*oLxlW#m}zq@z-0(kujdH; zmseT+#VZ&A*!IgiNkgl!j#8V9ZG;_uLr6<D+x|c$a|Z+|<|E{r%@qgM+*G<@7Gm<J z&)Q3ioU-|5{SfWtJ`~`ZS;1`Bg{|3dReilB?l=J=jHa2*l@hZL5lj2;4lcYwh;)av z=}_W&3X-iO*MZzp{Vs^qr1NguXlriy($<$aw?(eAW2qvl<4^HlEQImfx9nG~_M$~e z?9PRbYXSukzWeNt<8LJJ>DgyS*nI{-KR)XTN30O60QTyPY$a$!m;8lr{JvLZDAgJH zRT@?;D~lMqFWX6_*-BmK`4cFk@V@i=iWQ^_)DYQz^7Z27sD}4nDYpPsjVY*VY+Kna z0<j^TxNQt^l#`eN!8j4c&r-6K(=6YA4!~#xAAG6|UT<*p`A>S_{E(vxLYY$zLrk8; ze?wi9jQgS^GoBS4fmJuz?$bp+6n$Ww{eQ`X;B%HLi>MzR7-ArsZhzNHMMKBV#d+uS z*##s}&wJO9x>7fi(YRvypuF&j8OjGd&|@^kug(O2VVw5#_s(sQylsir*VuUZ@;0!3 zF{A<rpYUIxBt;u)O>8)dn*`xUDP*P-_FYFuuamf|BO^H!fV#5*z1o@X<ofp{pplkE zJQ0f7RCkSs2sc{jI5Vber9ZM=>vXv$)GiH4cX@A+ZYdf=zNLuM5=#iOicUjoYr}qW zIblvx6N;Gh7KAzl?8YKLS3<U`HhpOCZt(jzKaZGq3T_`}p7~w04HPQ|FZX-SFF9H} zS|a@|ax<XSh!`#BW=3nyjKN#H??ZanYE=h?FJUq44X0|+6s_}zW&%#JBb@J-va8sF zHO_58b0e02%vH`P4wUMP@%O^O+YD)tU<NS-z@Sq%^&hHJp11^C!rh}SLvCv7s1vkv zC9liHdQo<5p5FtCLcebY@Z9wy8QQzc7oOQ*Af}IphG#-0m0}eg$7u!Lr16$m3G<qZ z4gL{{TATvKo8E0!Cs?YDobG#PSO~HEzu4^`60fM?y=Nr7Nv)Gn)Y&sD6ngNp>dT!< zSQpM1^Q~Skf4k}A^&L_ZlA#`?*kGf-!GdMh7c&n$K#{9%WZRjiXsG|xSP#y+%Zdd~ ztwP21so$)sKGo7Pbj$#|VHjK%)98W$5Ip{oko2v<FlW|*gnEznUSfy$M#pl~Tm_t{ zKCR7;TAg>#gO3!bqO&qL#5)ds{#n?J7^q1G0E(c0C1$j43R(XGF*koe^Iil&N0$wj zJNFmsZNOM_08AVs#Ey(0gnv<ad+^3u=Mdf@m=CAxz*%j>AdO74Mp{<YC2U1<|DR5( zk?=x>!w>3HCr|(e1WqqOR&K{TJG+rv6wpAo)2NlwW3%?xGoxIYXT`W*5z46SM{5%` zNDH&=i|fNG&I`~U7vaOz$F%Z%SSZH@*l}2b*5q~Pp}a9UK87w!l4h6o6gL=#uuq^F z0{CQSNxQ}~#{KKDZ(O2M)uY2-xFnKKPn`A};y9Qft$&^;xMlyXKb^S;1W~m*dfu9* zHX0SLT+ZjBMLm80@wnX6HZ?*6K6xUg)>b3*Z8v?P_@3vsp3I%rGHFxg-?lPLA<fXf zi?Zw7(VaOh*sOd4c?K3_-Q@F!aNVxo>mDHpoffq%OlzUQ-v$x%uCk{URR^iMF4RUR zM1P2VxxN#0&zFfgB4)s{5W5K8zJIVhTZ6|#e1z~xs*kv{#y{Bj)5YgcKxNp+osd+J zsdpG9S#oQZ`Ddswhe~e@+ioP{2G<T6#(lrhhjF%+Pg`88Hf{({*Z$BZ;rx%=pR&7J zFa6ke(0nkix!W5qu4pOI{GzC;(Ic&g;ZDByVk1qf;zvum{2#9_ZX@^u0b9r40Kxws zKB(nH&6%gFp(xzoqJCpYeI(hP%AlqT=UFDHcud-V&m4v(jYorpN=WdFQw-Tn0Ase4 zd*YbgnKx?4&HA_p1AvByEv3OFr9n`z6BP$F)B#OOidaUS%4)U(-paCw!(-s9`lJ3h ztM?viOh#~|a*`qF0Trg#&>8%B+<gJ<^Zr5gy)7z(FPbjvbFW3vXP8&#|ExI*;KB!z zCab6lQh(S$7h0;*WnWN*7GaVmh~@@z)G$`Rnx~6cv=!Fu`y+N-KAW}QueDhm1zKVa zg1X5Q{%$!?=*{3jabb;3Xfu<x`o6IUQ_f8Z=8b~<sCyCHFOtBl_VINgIf>BjM$K3| z`s}QUSKPIukdH+?^Ha-}?vt6%a)CjtFa`M|#(Bp_Nhl0P>4~!SH`aSijaR%tkzkGV zBmb9_{NObUGgjB+<Xt|b6oU=<#*WlwmFdR9|GWTSh<<>lsCPIUyKhKdAF3LAqYCV$ z9jfJbe0_Y!>#~#?+M6wR?i7mcWaMJY@4ft{FIPkx=Pma=hZ=l`4it~R;Gy~GtNI2I z!A@mlfK>UH85q}DFih*ybFaV4)%lIq-<9eis}Jil=ql)%SI(j++JgfTd}>p%&aBK6 zU`fdP3jDdzc#qaO+-cWOY`!`oUH(6w-YP84XlWW9+#P~D!JXii;7&+zhv4q+?jGEN z1cJM}ySuwHxZ8R6-rs-L!zDK`J-t>}Rad3SR@ag>IYxb)Vm~Vz#U-1y6HMUPDo0Hh zO?GptJbq^Yfi59j3g#0Ni!c(4$ot(DpY_L`ZwDqR#_Plk9l!zKvY!-8=Usot{%-Uk ziK(LuVm&w|O$c%mIk84U%vP4clyEdKrr`!}Jgr7~)n<0W1ID@;W^VL?Od%2P2ABU` zYCxOooZF^FLZc8%b-DqbSvqlU=SN1nvCPPUtyY<aDcoGST$X;};0QQ8rE0VQDuCQf zOX?vu2qkXh0z_R6smsZK!>+Oo>?}EEM{Hdk(r(0B5DGKG_LO-Vy%mAo0HLA(aw|4T zp0(ACt2064^<~X5)~urXQnnHxMobPm^KLe*xmlCk$muW2U$-zrU-+5H(EpT1x|T^7 z{wTZ_Im~*OoB=H5XX{k?#rohg1%+}ZaZX;#R7=HiTe~KGL0{w_?(W_$FIqcs#|XPf zEYRd+$c=^Y{&r6xF3g{22=mrOluG`_)ABkUt9%nXt2b6@eSTcgL!%=6U>SA#Hj3rm ze!CDo*8TSSM@o)KTWmsyRpha*Z@aC$glmnbT#DS6o5eFvX4rcZ!jEdWsVVI7Bd_)) zrX*b`1O|k-E1br}EsN`_IvD(cK#9qo>^BH|4u$FStsu;Z!imuHNLO5>SUv0K%pUPa z_t~gTSYkm9P9ZP?TK$5GHq;z4Ztp9&EVPw!dgE$ep}&FfOFvf!`%nZ6aaMc2COnab z%RMRS5d-L{-8q~#JVw7Ip-s!Vf~@Ed(G&S-X%Am2Y>8nFZ#IKeRF`5+*ISzMb}!gY zU6m?_nV0Zttk6~uXWdOgYhv3**Coin{3JujH#(+$*MGy?JmstB_a5z(zMGSM<drhP zcvzzZOxAhcge@zb4wfT!sH-enp?>mcBpG;1saQ+0BH!sF=1UPV*AWmng+y~gT>BY* z({^`paewoz1&L$8;8N{Pw5x|^Ew`9gnffd{zx7tRD9%=#2$NcRF%XS_ZBuCwlwxf9 zU)yMq)7z%C(<asK$JII!x*A);_Ovi7-N_kxsUow#PVZLm8@lgG^;&M|7ZCUdMc^lT z^+uKH9V<@@=ir9=M7-6pxpaKe34l08DN;H!RbcIEXxK`oZm5RHIPKxwhNHy9k{;H^ z7cd&(%fCh0;OG>}<o+^}{S+sdZEdA*S=vQtEvdjr4LtPH>GY*;k5IG&zIu5HVA9Vc z{BNBr5J;yj2GVJjfZ;NKf)?Hl+4|*=J6zSD*5xLFp(fbAX)vK;z1M61v{o~jb&Jcy z_-v<D{%5ru`pR3k|5EH$v+d#e1ed(TRw^)W{e#;ZJ-}cB2+YkxnXJ!$Ef2ojaqU80 zDE=*qK!E;p!GDW&DU|HpXXRcU9Gmp_vF##dCZY?cj)j6)TxLicRerT=7Q>xF4B{K) zE*$79RRcX=6zcm3EA;B`Yn7{-Br0iGM>}DyYeAP*R&<@cOs*XZ*egSX!J0{vd0XYx zrry`CiT>=)0oIPs4LG}MZ;nliOPxAI8Oc|R2#HyR_>twX_*mfqK$ML%huE{UpV(vZ z{#|(y2{Nk<=&N7E>_v;m*^ScbP%OH`VJcy%k03XI0CzD72l%12bQ$<>SR9qcfa6m7 z4D4lcChgip0oj}TR`IO6dR?(x9jhNKV{Gk+;@z24(M|%EDGl|QTohA`t#MlPDFum1 z0%RJth_5eCoPwf4x`bS|kN?Vd4&<NLf^X+)==2k@b$lo3zr}3&I4<s8!KE*ffD9}? z{Tx2HP)I~f^)&(i*f;EV8a86E9G3<DMb^PH4JxURcn*<*YYthWKu(4rw<@u-PrLQY z#!Bb>YQwhFDIaU`paSQcm-fiGlCUstdUr&-dDDm^$PY(`oihuqil&HSzIoA-N3^Op zhRI~XaG-qL%5m3@_g)Gokexle4ml}Prl0_2Jadpq9_YnOe<j{iZ^l?OA*Uk@Ghs5# zD$7lnfJ>Rgi!$7WVqGk?rm5b3(-r*iA1FL5LjTWyy&ZU5S)mT1r`$6EDuv9Otq<*| z(FvfXm8bCu0TgEd;=az~ypDiYTX$<DNd^y+NdWZqp3bjT$#>I(hlPzmP*7xXuv#>c zoA8$1hOUYh4q_WF{oci%u_8f-luz_vYfIj9L1e7u`V97?v8aI`7wn4$mf_5|pCC?4 zN`3&G`~k7MKhOX76(SkF^a0k{asp>x_7`HBtt;Hf#`bFkGev1|+eD<>qyTw9I>pPn z{cqhq5GeTVroB?`%J<VnwAQ{a&vAqBSLOYI8sNW>2IbkDF9?$u(|V}e!O3a02nVvy z<Je_a(XN0;Z+ayrlmVC7Y>vIj&~cWfKB_A8sE8_RpWbx<_Rs_lhhc@qrt;>lp9vH^ z8z*49m%k*4W+%<+n>h~<oBb%WzO^aD&&ik6J7{?g+IuGvclbzSKTF*cs;jvfVx(uL z^KCZR@zl14Tw9Uzy@gpvw}^`YAiR*6;s+!`heQ2S%j4*r-5B7q9PRZnx6Lgoc<+C6 zp0ppPLyu_*o%00vk)Bu60;`oHW=5&mkG1v}1i2L~w_R6(En#DmR|;M>ix$tU^VKXB zMK0$Hq*(MYdO$A*Jn@{)*QRw=m+iSC1ZOUocncN(h?Jzh$7CRZB9!v0u>kfMkpKBC ztc;vK{SC1rBW|j>-yU<X4w8}+Ii{vq5BkA@E^>QcKK3q%!62!MT5p9jlVd5<-yGor z7+%$i{6Am|em5{Zma@V9+)b(zvDkpZ6z)WC#o;7HyN+qI$?7htp8vV6bfh#B8447R zd3C@BgO!9!6@>r-Svh}h2mi9V*hK}Z*5Zz!U>=QI*kbD~{1$uok}e%kR9_TV)XyS= z`rw9A6zDmKf+4<6DYjb<LhV9~CPSbl4FpzZe58@LQ8DdWoiax-v(R?3^oP3=A%z%m zps+E`)#y4n@Wj!Ln~;u{y|E9i{)>{kLtNY?Xy9!etP{9L8#%R&_L(KRgcJ74C@%qh zm7h8L(I3&*QeY?R8loTWbecMv_<OjmHgB!PX7<Wc0K(^wxO8a+{>Mlz`>!tpInFNa z7UxT|rWd3RYVif3#%Xa@>cBnmnTA7}-7AY8Ih$+G2HI1QhtQw6qy%1WkkiS$!yLVH zlR?N20~WbX>jy)+y<9`tH{~_q6w#pLfA=Ar3n4j6-`G1+wS9b-ykdx5OkPwEz9ZZ| z&=`WYY6Ie#{WHJZ^#rdqA2zP0RdTZpqJ~Psx*tGAz39IQKg<d2B3<X0GA{}ettmw3 zxQlP=&Fq*u#$+gIuX5EsrPLqDAas&a^*oxUr_vxH%}>v)6Sh8pi@nPJI08oD<kO0B zt=<*`-WKk4pF$2Z997N&4bPfdUnoMu`!Oljp^vG-dAr#*9mv`JQRPhWXpUWznq&HG z93Vdk3}{rGNwE|4>ygigJ88m{)6C>EGvQ_0Nj4EDkbqeX55xZ>_?e-JzP~{<t%86J ziQ`CegGbNK3(M@chF2x<p*<b9p4RKV*7>?{>AxZXdY}NHhoyj|8>M|7dLhzwV^OM0 zh4A9hN{Yj=(CxxU>6Dj+k`+6$_OIl={M?>0V^#jH!UKvLt9s{W5Fp6j=<$=BMPmv9 zvZHADDfyrd3wRzlWSRP{`d~QL;p^Cy-&4O6>|Zx1`Ijh3-d(@CNHbfCs<D-Y{j~Uj zQa9$Xwo`eAG6Q^96|a3erfzEBIc_vfCh%W)cx?^lV19)H6JcpxeXZ!1TIss4B9>U9 zrPpzF46W}G{TegsLSE-Z#Cj=0PJPz|u7E}YH`d$S>qHSY6J6iYb&`}YU7?wx`zxfr zLsSU|-WN}I*T!#*K6I;2SvFsLYgsczJ6bgjD}S?rX)hGMnw)>PIal_X#lPW{=Mz<w zulxQ>=5yqTSPI;fpJn!iLz%gCQ~7+JqCBN36HUZ`_=eL&)<$LC3y2m&>ARD^C^%jP z<#O!wpD{x?kq~dD0Ti%Vv8?nY%&h16F&K<RmALy?SNG90(WbkYrF`Vv{c`E59QmtM zJImiU7P*Xcd~3prhTT)3!Q5XQRU{Wp47)o4!f46T!&iJZscN(fflv&bm(Qp(eTnIA zTXRjDlMPqh?hVt(B#LI3TRwvHfSWnVO04zyf6z}3f3H655Qw~X=4Ukt^m8Cx6XpLl z1v5FbU5Y(OAyGjf5#;4ka%S#lIpoKTnN4u1XAFO)VT<k6QcAX!6+&aA79Q@4yMgYU z+xnAV`M<nH@2Ho@2n{g{K44vE2E`H|#qd?z@id1Zy=mbVy6dCXH5=kT3GYI#CIu>b z<qZ!T=Q<BDgai88UC|aYNB&)Ke_-JM1fc^dgx@hSWxA9J1FO5a@U*M!FN{m;W-3l( zH1C8s9$x-*l<MGGiCzl$MoG9zs8KStTnHYv9VQ2~rO=Ox@8w!_a-g?0OZu*ng8V#+ z_Ru6FZ@k|!1meAhii0=2<Gz0&CBaMSD!1of{)7iPiG28$tdgqv@OhMSaxEpYH4rjg zxAt!{pbHG8N9oZXJ)3^%*Nn2h5%euaJWqoC9666Pf-4|0hbGHwVD;s3!)tPn!~|PT zyo`#8AaD-pjmg-$ahz#VA=bBL-Fwrw=HXdLk*d9o;-yDCe^Unc6OHaAQt5f4PI@51 zOgmY$ueVK1pouOw-Y@@$!ex!hd1aI9gk%b7{OgcQc_{+)f-=?P#!tr*wN_cNn~9G} zi9^TeOe=#qtC5KbX*ZDX{R80BdL2r1YKfT7m2EA0jt~v|v~SBYRu`KLsG#o(%)A}~ zY&H~_S*>xNMyew&9(OWU5%i8iIhh{hoQ^K)NNiR|VfTTyTG@5(tv|A}DJ?UV9>jia zV}6;Ez7Czn&C5AC@|rjLlkbV|EcBo!gLL?%;4y&CliO$Z+D&nDVkzFq;A-#WWiWYN zA^u<1`2<x_`BJ2;;>i1Xk)oymPb|<q&*=|_$nnhlaHQZTu%JgK$PpuzG(Ib-#yDJq z$Q9}w?OvU>patN7Gx%@&yT}V%{Iyj!_DQmT6WN{ACypG_wqH5V!rP&^a{>b8@5`22 zd_rf@My?+eEQfmaDs7HfGstiozm}(IFx-UC?$?%9?8)fG7=i*CElP_<;86N_%@6Pc zk5y{t2Y1HEKEN?Ek@CE3;Uu+~yV8C%u%qz>j^gfH7y0J4x32h5pegA0T=hndmm|p+ zZrqpl?NZkHU(S1wrR+k{QJQuWm)d#Or>x@FY78QtpWJ*|3|?fif+M44_ZQb=5fer_ ze>J)MyVJW}-qIzb!$ujZms#ITqPI<pzfxClw4&+_X{dWMkX_|qGy(Zhz;K*qXa0C2 z6S*R6>Ib`(m3p@J;`6g>GkWBeQAJ9wZ&X-CdcY+iL4TB#x6x8=xC!V(X)!FV{4gE* zCB`2d>M^^RKC{Rp4#(O@8T#X!kHj-o;Z|O`+_?f8ny8l|RkSfn9bV;pDa+~n4MWM$ z6H=lGc$?wW<493R-+ASo1s|zd4XuXLnM*p0!}n?CvI7d%ORmvj_iC^V9FtTuDsDV$ zL5i>9af5%+@u}yLDe$-&^*79}9d!T&w%ge0V`rpEA`}--Qad3x$w&D@1A_~djxu}m z$)c%ROK53#{kr;MZ+g^HvG4`9r;K{?lMln&U5k1I|HxP#b2c1>eIKl1c~nMkEh85` zej-NC=GO=jFCo-Ne}kXeX;|k(M2AEQU5<9Z$%Jfw`Ez<BmBDO)I;R6?emzI2A?Mrj zaS*tE5kxvs=3CNyJspWk{4%i(4T8RGt=XX&olx3lSS>72Yl|(97rLSCjC0**PtxOA zawFIkemL?e0;AT%^E{TrxcmNN#6qhPKrwi2*?6q`Tf~h=!PfFa%PyltT};x)h>m>f zJ<LP#C+Hl~HZO%2@>})jDkWs*ZNArcuvdqI#;!`mX1l0FXq;GtgnS*miG^!es@a9n zH|nH`VAr7M(4><~WxCv==Xb&B4+#I|@Q`VaZJGD1#-gG3etk=*UNzLBX5?H(hZK;D z(H#@ZX|^Vk?cA48@4MbxzS#0L*Q{=mYKF1jC|c|$?z$e@8>ClmzLj7NgNDACB*YmK zCOXZ8th=PYFUIBMZTDzJtgp>Aav}-jXgsZ5f1o}2QTcva?YKSBM_T2Jw@fpxeoc&* zhxkX<`BkXps}P@}kc1?Pmiey@?zHs@s(7vu^HzzX4$aC5%!sh~Uqghp$G8q~AS<rv z9Iqjle+e~Ypzk&$ycR^fHZuq{VUw8KnNKKseb2x0&xkC#G4rTrF65V6?R%?34N1j> zje7F%onvF^+rz(_`uI0an{+mcx{nbev|p>=a|J#hKYR3xbG$?g6wL@KRiAoPHFGZv zc#$2(8!GyppA@K7_JtJhQ^ravWQdQa!eFC;D72IrBgd&#R|Dr|RF`AQy{|fv(g)tk zAfzCT576uH#C~BZ{TK*$L5*=lrrF}<0geJH@``*ekZU+hpL<}D3#$=5Yqhnzu2zo+ zNMNDO6lP_cVHy?r?0AR*_py$mS5AzZ0~;*(6N3V72kyp_Z7CqrsfLkEzSkb2Rv!tR zTx~3^R8QhyEbl{hXE>|O!X1YML#U>e#}<Df79#Co?ag$LEGg*0n)ZPnMyv@_cjW0H zf*dwq37dqS;m_r#8#~>Zu2eNwJtVw1v+>=2{8m#HMkKtPkGEK#9r1e*OMo^NaxQ3! zGmH4tIX=RVvBC4tOStx5%IJehwQ&nt?Xgw|{L6%~ZFPb&$#0!FUM8ThHagN_t07L` z?<JEX*By&ICEth^EATEA_BT8Eo>|8M-X0?TyZghL!Q`M!idI_(O-qYfIujeQcG7@v zZqsE*TjoCX&1E~>t-sXht%2b*A<lfgOSm)T?DRI$En+?adBp}6`yTh>BLOI`U>_%v zCdnw8WrRqJij)Ckuin%9;vs!=I<@t+rLQrW^pc4k=)d^{V0(<;^LsOva3O0DzZztR z%RVyaixXq8sMyMm2N9b?4ft1&=Nas5&rTDPI4Y}cR^49N>WwX}ybLW}F@!B;?x3*f zFSg@N%Q&>7xGFDvj2Cei+)D4$KF!LKtX__$<lYu^A{k!{L=TeAuDA@w42c&emVgPh zd<OALoe!~Jqyu#n4o2t4{M+qwo}LZn0{W%m&-gH8V*#)FR%OxK#@Mc^rp2LKf@LUA zC42LxLjfgK2<=~LK;=OGzsf<D4Ltc-MHC}2MgoD8(yRZ}{B7XoePZ-?J0XPM*F9s( z58@GZ_N%UKJEUsl2u;p18&*NDkfL(cX@-s7Wc96fKiB@6?u21-0ykfgbu4|2FxZXW z?VY4uS6&@7`uR=XOz4obgRzVj8TxhmV+NM{5VLrimHSA{udK@-grm_FaY_~>7{USi z-nti?rE@mAmzCvkK6Ht3jcd|}3ohO$$@N!Q92S49gscqCxQWhKVJWZO-1K`3H*npy zCT~nw%san0_E4N8JcY+tlB1=%_}k-7Z9Ep1y>6KX|BaQs{pNENUNZw18HuUo%iFe| zbJodbLdcB!o0;ToQ@yg%#&-*CeT5tOueydOb*x8K)8#<h8h7;HmGzfj^1CCDJ)uWq zN;+L-yY)dJKj^SixhTA%%UqzxP^_B$wn~PtMcT`!8M0*@!qZ7&L!C~rBXwh;P}L~A zNRPR*q-4=gYo>nV^tkIcfl`bYkIE5?0T$R^Ohfb=BiCCammBa~Go^uyz_|kRy}f^A zuhSl}ze2M#I!&rF-OH^X4i+{CSMI(kw}j5~=Ojc`Hd$((=bO)^xoVsuO)HwW=*{CF zA4zJT+6!&^7=eeB_I859H!Ess*L%6F*!njtWt4h|KTB7qB#~d`DkKU!Qt;l`|CC5d zlV?(wo8uIN4H7A<fGbrI4ZpAZl2;H_T=q>vV`;aa03a2@GuT1;jYy3|!O8hoBTqGm z%9`J>aq`z*Yu`Tc@=R#)KumT6#~#v*w5}6P!FkW18|J$M2C_-iKHBo;)B8--`WNZT zlo;>MEaA76KuK@F;?y{xjwOTORNPcZYANS?*hUjGi5m^P!^zkmsEa{?4MHvcdkLru z;J3IfN=;1)Hq6W(o_$v5+h?r4;hEf<td}uYNX3C6dniZ;S2P_V?=K^vU~?07av1UT zMztvmowVCegF1xg|J~D`;X56T=GrcBE(TJq*8zqk(A0SC4xf@HgX<9Q$$vkSYKp24 z!gqUyA3hCiNr3Qd{<YS<P;BpyV)BbTG3l?Nw0kCMj=Rd}T%_Q2PO!~FXVa&=6*ZLb zHS@kItw&4(>L?@$2iOoCW*ydRJrP}4P^#!3;J*DRnTN~kRz#5AP)YT5)CFfq{2T{+ zgVD9NG2~s0P+g^HZlyUOML=D{n*@!y>-29Uj4ymivuQaRdYNn<Ue8c4_@rTv8sW2c z!2()q*^2TDlh0Np)Z!(toP5y%h2aB0I#Ule^A%og*7+FtVmUwbIoLv}C9};)h}VMg zH7rPE?4IeC`;@!|Bk&sO-)J)W{%_FKDPPCG{o!9Nzj?At(Nn+zKfe4uOE#~M4WEUz z_H|pC!s|3=eQPLPC5rGe$NsaGpEc++3>`FTBX#Sod~fsm{Fu+D<@K-~D&wk9{lTiP zLeuU6!zJ;6>h9&R5<C~B;peYXsz9~^1DV&9R9y18#8T;-(v040&@j3UW94~_w&W^S zr&O7P&*B66n|2sbN~%C9h0fjqch>|wJlgw*Sj-Jp<mVsVwCM0unBdS$Wc^0K%xYp} zgzxHm4A%C;%Q`r$Lq<{Y&>q24IMq(?i2Qv6ip$KKJJSXw%<uXsj>BZC)E%<j);7o5 zi3o7OrE4*HEnyMq^<7`aNtTz#yh`aM46%6d4$<e-xs7<J;!UuLxxRK+V-yYU4~#Zt z^|AlD_0~VaZcblsix8}PHr-h;KaHGiq_no8@?$q*)%B{Hvo#kbwt~~AP(KhbT)?kJ z4)YJsm2RM3^x+K{x??lkV4iPRsX)T8`s}|DWmS?QLqz|*GJ4G&ME3Zd6(6zan`M{l z_*FydpeLK-EBgbM!@^gC>zxYo{I%WUQyXgflAg(yFS#G6R_9j%s!^9p&G%V`5BFt4 zQC}6}eM@Lt>&aM@?w&<s>O*~;i%s1h|M=152=C1Q%`1h-Wf2qJ%zp`0xQOP{442wT zeqAGUa1=h`y0CmuTkey0F%Oib&-=O7j&58l)p=(OK1^A5xRyoS%LjhMU+1j%G}}AS zJjZPb<<iYCeNrJiF9_NXB+6?>b|o~H_m;x@Qm>$D^8pqcygGjNPNK#1mJQh)(D+!Q zZtxTfv+9ua{))ARYt2lC{iF6EF7Yqqx25)UChJM?Vq5n>ry%V;T>`YN(J+h2f-pG_ zvLP8Se7N^kzhU+FR1XI0{Ba*W(?umkDwV*&n#MaPp$&Hd#~GOLR{ehkp34O#o{AbR zIUR;9k~@y;#QJ2arN7C-qN3h~kPb=CoLEnV6i3o3Ey)JtK&8g;(=mOR%0DEMR0`0~ zMX@H@(H=4{ei&*+2my0GwEs0yI8c1*a>~koqTY3QF|XVNI*PM&O-!iyQgjG;dEO<r zC@zWqa{_l3L{>e4#avLF`FC%aAxl`|vunbQ4Iib-8$8e@-LT58+Q+!keGT)>?ulWr zm-sIo8EG%-Kccsbr>W(e5{Bi#l&1Fl+G%$F$ZV0ROCjZ%-(aCCfoLhj()%u2<lCTi zipmC6*b2&UfZ2>ZNX`H(Z&~`cKaIlQsa^Qg46;leEaMKw+!o#ep%0}PFCcw~ma|y{ z=VKw=LmGWvJYk0XPa}s=!o(YF_Z!Q95aIHqyAt1Qb+$YSAu>qfm~C=?(h?1{p1LIc z4#ck_g6QQ6`@IPTl7&V!20zIfYZme3g&rEyzia$lwv`nJ9<%fBdOY43zwS#imysmf z>99U|;2jueZ8zIw37(ksiyo1fPebatoKAFM2<jfuYa!Ehg<XYdr3w@_jp=<)<fV2D ziOX@&hlU$3Yf#_hOoNmC-PvbFh7e$8C9|F?_{l-o#Vr?#7c+cV_8{>W4f3@27Li~1 zCy#OZhJ7<9%`hU~kW5eB1gR{c^M)AQd#5)BD?ZSbrYkZC9wQnilEvaRUqsuTi+TZk zw_d4SSwHZ5NiOoZKN%`oAfe?r#!eR`R`5c}x4N-ZRebk0{B#KLtNGpO%&M!=&Vox8 z_{!CkLF~0kN^DB%QHYV@JrwAfZ?9P&;yw4F;k-A7Y(pGN6D|#Rk6qhEEGt;#@IaMF zJV;cRqgg6jHKwb$8U!+DU-r}hlim@9JgHI$<Zo5<&&Fcr`1G{T_8*u)?ci?zZ@8DV zuwt63rbuuaPZ2qHCL?JpnLar8uv}%#kc0t==nf==>j~*geXL;)Z?}CGeyC5EIbj_9 zv1EhtcI99dW2TyvG1<DKsr;pQS}<~37<Sitq(Yt5-P~oN(}IDc_+2=LF=YSmhGfeZ z317PeaeFN_Y3Bqd?t>b_T8SIT{7-a?7($|6wYfR;)zbGvUU!g+M(vS)?=^cz7o`Gt z5TLcxl$%NU2xnmZfea)q_Dy+&epT1W?3aM4ZYqkgBY8XK*%$9O`+do2RIfDsj6;vI zR3T*0d_xV)$nwrL^+r86o0QoG#IrTJ9PKUYkAsCX#Sc|xer85kc*w6L((m~d9?~v9 zjxtPMHyebS%XeX-G(cPNJ&^<-Jb$jU(UB@oqZNxiqq=ib$p?A&dWmN=I>u&%Fc8T= zW&!W%5!6{O)6A_#p?TVT?lbep$GxB*u74EUhBsHvFYv~5)EPJSLR9iI8!}q?D_Nan z%?XT+6H~@$1{Cm88Ho{^FIGrm&1pmu_JZi<&YH=1Ud{(Y$*}XdZH>5WqxwaZzL7gG z|Hv!rA*{3Ezt6}T=?qOZtE>zPa)&Oawgs1k2=5hgXGOa&n>{P8x1`jy*zrSwitl(n z<{U0DYyF8hlQrF7E@xS{xOP{@%N28CoMI&`HRN$urwME|x%>+7Jk5CtrgCHQNy};i z->qQ4oYW+JBxr5|;gZ1I93kslY(`3y^ye!+qG2B%$nSgHym@s)#=Mh(3XKck(ph_F zphfCw#{vSyDq?>Mw!Zu>KL2#UKGbdRVMljM^tS!uXp%=8@eMyn_K)x`a<Yi+8btaX zIx1zP!yho;78;n()TO?y{f(kX5e|g;Z6n}{&}O>p0Tnm1*2SI<>H=2>5vsrq`S+yn zPp!jGt(32<v6CNa^7{d0*v(ml*7q;JPx6@+EsiIwl!uhv!0gtZ!TWZd$wv09hHC-4 zKRzy(KoPc{`VNPmDB!1Cok)M?y;Ed!C?e+C(eEijiuC|SGA+q2)?X66cxrbI7iS^Q zC|J|;2tEB>h&XN71)cxdqb;|hEd_ZwDr!oqO>`#X1~)_`>xYT8B##(ZaxR!&1K0Af zyV3rJv4mt_aTV*Yvjnz_zmb+gtZ5$$CP{>|>BKeEt#t#R@fmdwK0Ti8*k<)qzEG`Z z=0Uk1%ipByF%M@73|;at>26B4A2dd_ufKoYxf1Dou<(9h@lgJ)i~AjWn)UUI2-x69 zhHZ}HQhw-heJLO{7Qt}7(sp>=BRgF$^f0!3A$=p4bYhfwWmh>EOJ9G~_V>C)%ltZm z{oFmWelg{ADQ0LfJTKOJS>?1jcb&A+!QxVntn@UuvWfh89Y5rJT3>}`b$+-+1xV(i zLKo5Cy~6YSHXYm6>u~aFMt9pyHtUeIev3nBiNWnx%e111X~kBX&b(G`!l|=lgjZ${ z8W}M`ihyi>l5@w&U_ShD#LM%eNBn=YeuA_OZi+4fry3Nm+qcq<j*HG!mV4N8P#igZ z4wp->F>wWI4jO0%@GEO6DRrE%Y2~q+3Kr6hxr>i6q~(az^sr`J<nDL#^F593R4w@x zV<uZ$3tR*Lw(dUU*G?UT3zTiEdH+6`v@fb?9fS|2_09+euFFQ@ZD!mR`*7l<j2CxC z6-ndji<}UWc$4(PAHKd$RQb30k!>&)TW=JG?f--dC^MmL$8*EXW%H3(zlo9{bn#FW zJ#)HX`1M8#;TQIa`K+mFO@$!SA)1S4;@QEd_j8o|YdiZxvv=CMB^8=h_z<j&2JNHA z&tCCndpLGbSL*t|=fRMCG&U=A5WJW?ov%^U*_96ef6~|qWCs|!=Sa+j5{~2ClpQKr zH^%}!y}HNaGkOyz|9y-;M(AM#asu&yAbxq@HB0wFqYbcBO)xI|SYi8fM*Rr>f^HC- zsu9dU6qa1}2;tJG_feeZqwc3qKW}g`_f<s4_R0d;Rz0GYZ#hekBNP}CI24hF*L6OY zX70;qrdBU9FNOOf!f`oY{|I;vXr!-jbG>+H=|~#xgHzjeOMP12zMHU0%`N<tt%Uhk zH{W!CUEnEKSIVa`PL`)bMm9np9zn1CLk1gLbOrx})l~=`xdynj%6lw6m!3&!c=%EM zP*xI8O2*p%Eu3ejnEpeREA2Omf$8{Hzw>FagmX@d%l=kF{YZR`F-V@R&Z8eLeOopR z0HnyB>36sVoUq=RTy2;I%J@*;{9Lc@-18k!ZjtRF|0b}feFlnSDlfHt-bwfr`57A$ z1QYvQSM5{sI@Z__(aSpKnsHRw5!R=JK`|&_aKLi1_#_a|-1%{^Fd;wP<;k4$Fqu9w zTKf!V(u*>)F^6AtZ_>WWS@K1?h0r0*mVK!`NO_0EH|N04oJ`e#AQ?Q&aDslk!*<p7 zogF0#DN~I%#xsx+l#~z<E7-d&*unWj4K+`IHV1Cz2M81`Y-cU&DYuzS-dh;+f*th< z6rlqX$$!Ag+RSkwvj`4)H-(;M_-Lbi;Z59oG}#{ad_pr61A+Xn<RK<yIZUM<rMU;e zD!w%rumIkoSxh!4$SZ7TPREEylvK|~2Dia;l+$h{jYN{nk5<&GS!m;!?5n|C*>hdD z@JL783{l){wEVeOm#7CftJ^Jc{VHa<ZN}>AGxQF8)Zl9QsFRM`N$Y216l`&1(r+;t zd!sDK&u=|_K~LRL`|j9PJfDIj4cT~acB*LB^b>hcs~8>aNNe3Gx$q4KzZ<YQKjAbL z>+3yeZ8iw(UrY8By}9@}821(}3JR6k9c!d(hE9G&m3Rj8f-kveEj+Fs{b3uS+ypG% zDGaaYxMp!P?uGs}Uc^RAGp+xM?whA?DCJNM$$}P+re&fmu~5>0QPSoMVuF$MHO$k= zH&n^`H!JsOE+#Liq<b}saUPhEETKIARYm@h(C?)TFqWuCJgwhmLU6g9p+QAO{XZmH z3~)HO7it3HI{b3Y_^`)`EZPR1*IPFyQKpzdL$bEXi{+YA7T2|mAZ2(MJyhFb!Hn~r zs&AyvZoCVUZ3}S}i9nwj^A`MHpLt-I2M2Y%SaSY;V;`nuJ{5dMkm$emnIVp9z8yez zVS!xG<B%O4bF}{a+$ph_b992w7Jj0WiMFX@)TUL0964bOe)U`#!S^&`{p^>Q7ROJ5 z4gsp_v1)FYH_tZ*!ashdqWsL9j7Nv`Qwq7tuSYX0*7(L4n)<#2<Gg%PN0)tn<;mxs z*n!=CN=4C(7Hu<l3TZL(8J9*r**`F}gQv#VvgI^64eT1!J#%@b?@-Gf(#7R&r`Yl< zcF6uKm=zHc^qm>~wS=s8<82wd>pLaUzHq%ydC1-Qqb!wYNz!g@*L%>&XVr`yCb6t4 z(rcp>d7azUHTgvV<X7W3#P%Qg110P(f^*x_u|BYO;bL=o=o(#9W6ugdVfOx{_-9QJ z+wdN2)ZmrKqmuN8%yfc!AWGOo{qAl+@<kvk+_Z1bv!Tw$Vw`fke-xdMK?@Bv<f*m) zo~4v&0j6r;;%#=?+i}bTL?$CM%us1r<Z8Vlz$M)h$?$hUfG7nFSc;ofl?19d*AQ?9 z{g7A*7IXisq$IAaZ0}-RG%y_I0s;Xsn{$OoVJjgyb-)XyV2BDQEq<$Q^3dAW_=`@| zj${ent-FRb+QLKC3W*i_<;5GyL*f1-LJxu)P&25&aOF!{*Ma1N1gvTNaUeJ1MB~)8 zUT*OkY^(BMiHmhm^Kw&cB`<>=7%j*_E1lfV;S7aLHg51)6}}X*#khn+X|sIw&sgQ_ zs1}FTMa_B8bl%T1LTV(7)SD&D2A|;nN$D&kP}+%>btRun-_^oR2G`Y1sXLWw6ym9a zNpQg1#$S-Wf?`7PaeB8EQL=1L<Urq#umo0Bw0^~j1@>QMx`TjyQYe|b)90|yzXObz zodtD2Eg^!~eTSnaOv#(RD@GV%ks0YaAC#8Yn2Hqi2C{cxyn$JLT^{L3M&EP(?*990 zkT<;xB0GYNMb%!{zd&@q1D&lAr1D?7Xv_py|7c`hmBgtbjc;E^U^)wp6i36xjTvZN zAk}?sSHo%-#^*T6!DBStkeFroQ8+T1Iwg?rlh(nINsopt{w12IY=qdgA@u$NOzMCO zKfJ<sW>;mQa<&w!2PT1M^>ks?>gcXUfdM6DC@QqZ5wU5Suh;q99NCrj`xivY{9P1s zsnG=&p+;^~X6#BQE{jNZc;Ne8T=00r*8GmuAcHqNK{n>F;$x?&cN&CVI8BY=YN(A? zDJ4rPiRZyJ7q$+7P|Y{tU#-&Yzc+)$IKL7@0TQj5)UWehMFkS!gPTgIS=~k_Ibt^l z2~Yy-S^KCdM}+GYqJe7$^nd-rPf^jOG9V5RtYeCdbCNL-T6l$;zrnSB3U05t;TSj{ z_P!~vkb=3$I~&`-<Ls&ZRNo~bdbGRGvk)%@EZ#SV6qk`W33PSd4ZtN?sEKU7&8J6{ zLBolC>ZSQKN|}{DV>4`7@|WtE`R0H}Sk27^r2on7pvPEZ&`g4tY$h1+xFC(*gb@3B zfPDYy>5A!-B!Q@Q5nW4lE1)~=?SJ~tg;p>fHQmnqz&W_epGUGzNxSZJ%JSJNXN<dM z<I*nq7eZDQUDxQHlkvwn>jgrT8OUsVa*52R4<$b8+1}+;colVVtZ5*c;Wo!l779Y^ zb*`_u2HsMvL-cr}7r#RESV78EQo4VYh?!qr^h={JFsyGU^n{x)u%K;T{xSEy^$vAB z_+V6!-FB*4-1kw<*RecD`dk){5M`<^KkAe|8l{OL3k4dP_&gXzGayfN#2u4`YIx`} zypgpOKlcL_=Tjo(pdnzj(k@7StYkyNX-ls3Q`nCB5cbTTW7BugYBNE7ArdiS4eKOI zyl&&l{bhk4`5p?vw68yvhso1n{tb)aBbH)Pb)l<~Yp^}5M7^0mcq+PKgXY0{5)oie zY8;hQu&vmIjhAq83>xZuEbe-Hhs~#!hpk@K%vh(hlO>Yu^4{ur5T;`a*oP+kb+KGp zDfICEk6`C=Emg!hyW3Ka(plsP@`go+Zn$-T%-*Ge{~ygT;VO`2{<kt{+r{1-|GO(O ze5g~FCAZI0H@N@HE}WlN{}>C$`*Seej-|JrQg`I<{XPwuJ%H`*e8=qZ9-{Pr2<{@C zgBV3e-dOk>#aTa*3wY+G=%r*RXSYwAe8?B^>3sH5osXkk7uS$O-AFP}$I@lv7yngn zt_C|62>oP#rWchEERY792h-jBo`3GLiCw$1c#iY*J`_Ypjy)a*1X22RTHc}ko7)!B z^@1EX5F)mDx2*71NPEg=Tr7JO#|UE(7->7ae|bj-vmJ<NZ2lE?hmHpMjgfUOQ@0eZ zuI|~~qTj@pNx!*6)Beh-6aTH%B!bOH>j*3L3B*pT8>n8jxvyavZTVK^)G5aNSn>9x zwvrQhM+0=n?8R4yYQvtcNYV#4QZ-j!iw5cvutlY3TEnSkdkbxuEgcD)6&0@yrjic- zmd`-xTDTAS!$JJsBb}8RO}o8L84j@GFpT6o=HO~|`m1BL?`#8Og37g^8F@$dr@>U* zF836v$F0ecDOL>nR+wHuTxIHa`v*YGFk4(ZFIw7r=*if;=FL~d0$yV;tHcGdLhieD zC*LX}6T|(2stH#4873ZmLb2qO`uCx*$xONKqv`(OBQZ16OmhFXm<rR#h~Wd+@ctrP zP<#$8pII*g){W1hz+?!|6BF8h51*D>c&#UnwiNV-_D%{lh7{+29V2t`7EFOmSYYr* zM;EkW9M1^uHsh>#GFzOf3K|_rzo|Gv<A2Hg&*JhAm8bRKK-Y*51N}tu+bd7?Rbrno zcI>$s%dnAjas}x!ayY-{H2lg%Wt@V3oJafE2X2|@qF^^El?<wNNAk`pd6z8|_(zDY z$Oz|})Af!ubw<8BWdCnp?|)tdFjh^tPAoJ^Y0v4c5KwF8TY~K-UO#t5hGfcjPeqp# zpT1DkGzUzMoqINQEB`bWV7wX>9ii$k;0|uN(be62!P`YrBhFX7iXJ>}wLrcOb}`TT z`2!rz$fpB}BlE%VZx<=lc(l$jYSmq<7yOv9J_;ZsG}oe`9A@|5YFcbv$2eY+18JxK zd(_dmQvX)~%m=oFzWbLF;7;IEQhI1j;=R%F`A9s;evmVvZjnjmxHa^Ca9*iExDWFa zdkWrrl-?U+BRjfC@FPaO?;<f7bX~HM^~lQ&OJ@xx;tWx74Hoj?1|#6oxpq2j6;7Zm zS(r3<&ARScwojRjopOeGq8Qf3;#xa^kA;QSRs<QzACruJ%zG!6f^jclZD$^Pt7dN< z*IPO*?y4OgWQ6XFTn}fUT0tNvFe9sVxsV}zoyeC>;f&#oIl;W@#)vK<znFqid!SJu zKrew4an8jwct^(JLJVBIa6Mk`QWJ$oSPGc6*u^4IfHy-<EN51o;p7Cu1B;mWXR&Y7 z=+5dyM8d@Xqn7Nm12n$-BK*~f4>Oh!RAzxO9BR3vT!~c$>kJqYfY==>Jfa`IW{e_% z%%QIobnb9?O$S|QjkmnPJ>;5-_<`N4tG{!!DEwV{#ozwr-8KZYErG1b9-~?$-NQOm zG!_(FaHE`yNZ(mnYf(UEarn?F8drE{gtW>#3eI@J=m+FSEXMmPmv6Tlp1(^N=7Se4 z5#6o!R3njctw^M>Mg%%fYB#4=45FB4amhyW0wqVsEuWm);xZuBTxu&@!GS0`ok)0D z0@Q-N{3<)GQMY>T26}(}<cZy>VaVv9rP)gVs9K%03c{n3%52hUH>h38ffBc)3CX`D zAwpa0UThcZ5aoPTGcgs`)KsRy)Lc9Ncze%Qm<<8sTo~j1ixc?oxEP%ugVw0Q?`!#r za}k&!&7!kcxiz1&P$5B=PewPihHFN71$7@{8p$dy1+2-qi1xj9db70B#+(KhNKC$o z*3oJ2P)fp4>7DS#@9;iqT(&6+cfTu~%O|{-Xu)@!h1WW8fK3rRbXY$|_os=}T&eD+ zYdwW>cPiuKZhZg#s<pY7I2qzv<gwghIOsi{Qz5LTEId2ezYdoB-;fOaq$FUBJaH0l z^9jrAp%or`9D%wBk8o+oXF90dh<(o!MEoyvkmwfB_+4r|{f4qp`Ej_1&L!ps`Tv?k zY}L0Tb%=(Aq28#2@8c93Q!$I7o*N%Vn<xf%%oFWbpKoQ$7tuft5t@Q$R`rp+sz~iS zf(^3xK4Asy7FQ}_Z&l<9fP`diy5bB;yl3AL8~>xCoIVP6V;%VhH`?bTyQ{vWhY-th z{U+Cpz=#!2B*&-kxeZSW$=%<dJI4Ud%A5=tFL<6m5)%FfSa&=pCnR~iFxzcd-*8=# zJU~g{Km++Cd#e||hc2M&+HygQJv=m7c$y@h8CT1OS21hV4f0G@HT;5UE^Qik6A3Ym z=+ld}L!=A#lgDbJs%O{0Pe}G-CA89=AMsvv)oO%`x3gWT=MUn3Bs26Ir2H-<T)ui? zdna*{*H7i{=ra-6FD`EWO1Asdus>XW?rW4M2u9)<7_;<grv2sBi5so{aC)mto!2hT zcoRvoZ_B4u6X*jx?cMi^?f06b$xd<-B8Xk?yEgpET>*SMCPyxYU>6}|sYB?s-?Uo? zVIR!fJl7^JcHYe3>iTrY_afA8owL!QXt})oryK;L>hfFS6@jOD);Hi%l0y%(pzrW7 zdHac<cU{Z9D(^A~z#gG%@x=Iue=;0uvdsjOns4}#AKidzxMGeZvx&_)|0y@~S<2Pl zkCu5~?B)0pO3V|_s(#8+wVFvXKOckF0h#x~fr?iP=hKI$T}0OIYY5hV*_cCOa_%~2 zxLBZNpwkYxBmJ#48`^r&z3UVfc7p@5xxT)8Pfn}x9HE2uZk|rl3DQ5mwGU1JzGbbh zQ<iG|Gm_zd<J-j5P?eI*5JSLbYCb06ePuIr*G~~O>RW<ASF3!p-282k{5PgFQV(_7 z+U&%1GMTp}XrfG#5MBNu=I*iqxl&`oXp;ya2nkRZ=C>dWe>fuuGV~NU7|J%qR{8wJ zy*7QOXyS_$pdbM3aei>MhrV=~xm8k2eKP|iWglL4Nr7(FW|A5;A9=cHR${hO?rET% zDjHrV_@fEk()i~njH8KoQRG9(M?3hkQV`jZ%=*}6`;H_D!v~UlXiLePyoG<IMoS{T zlX1wms)=<?t#ZD}<h;9;s3S~6pU2ckq<{U5AjAFt=WH}fx_&L6I-hL15RIcfg2)Zk zIe4uX=z`aV|HkhXnA5TVs!@Zfj`JPc#a)1>&MsK8ZWVyIk<Jc-GeaO}p_JreRO4b~ zY5zz6uv1IF&hPy$sgmC3@PNcIqbEm6D5NpLXFbUATPxC46Z)z>A=QaS{D-m{K)eC3 zMCEVYWae|T{LVC=S4u76tmDxUr!%<OGq@p%rPIH{1kV}EhSx;YazA~bc<C+}MKQP} z+E2y5VS5^2T=Mi!Tsa2*-{+3op=;)i3kl4p0Rc6mczHuetVvgQ*%iJOyl$pEcZ(?x zOAOu3KFJV%u+?Vkmm!$lx&O|JP{6e_3>&{x;+dDF=<`46NPj^l-ATeR8D&}hy<oQW zW*Gb`Tt6>v?gi=s<=`<{Hntu%9B!OO)6D#AZt~(Au@XCrhw4rdf~;Hwo(yv$+yql{ zLgXhg{sUrh`Y#uhagakK2s;u*@t1F|9G+UH&W00SPXcjNjS?P%OP;2o^is8sa=fEo zf^oo)Fl>3!MsmMsxl0@p=cl+?N09jZKkPzk<xhsiPBt4Veg?gMRcd3XAeV?jK(m9B zD}C7XSgQk*UCdk*a5sOank0gdqMhkyt)>dr7P^QDXnTo3oTbAAF@hWFL&2)|KE(K> z!)d<KeHWX~7uNa5t|wsi5H9~Kk^KAPdrAQBj-vu}0laS%Nf~g%`mND|O}3YDFX~}j z@cR5KN1UZYjw)cEm56pys_s#2wZkET+Cmf<{Cvm4Xa{?DVaK3a{|p0w4HsN2kNnN5 z{B!QYe6r`RbV=x@T5do2AWPNYHT%$wgGQ4EHD$bTKoz+8ldfKtN#uEEm=`P|cKyZA zff~rS<Gl$d>x`|^OiiZDU37@Z3d|?{A3n(wYv(Mw>iIR4sVn%qClfqU^}5g;-725% zn%!;prSGXj&Wo)+A`&A=E>3z8xl++;z{Nxg-%ZbLziaLkuf2OJi+DtFEIzn0ibAjW zzZ`j)xXY3@sg1L?9pfpgUfU0X{VElXurY}s!HOw<(wf0oRw=98Pg-F}thZXsgZW@Q z^$@3@QOMQOo!L8HL&R_z@>?dU^MnCuk~lYzN(l5urOeb065sN?YG-eW&qr8p8{9+I zEWZTv`uFWqBYh>4t8OaRTNjk|fJ%FpubHA&+Qev{?am*iJNXT@YHBeLAR-tS&st&E zLkqq3ZzYqcuMWard>A|@C9nsWDahc3M+f*$RN!GAun#tM<7j{dC%{L}`kV#GPL9pm ze3da6Sn5j)Vtwy2^7*koyB~||Gg+6KZ7I04R|6#;ze^L(!2-TW7-v1J?){G-Wa7R6 zz3{sjS2P)oqU_k`fdgHS^CGL$>PJacm0qnXqb-*%G;*ct2Oup7mWf7)1_#j7`g=LW zl(9*!#8Fy~#iQhhadeh)LPL$N?=#-`T|cgus0xiDCxMrp-qpKtD5=-z%8C!fUWNk& zZ2-bzzJ!#(T(Rx%Y&VHe7ts=-;}LWa0C)}Y-o(2}iB9L>E**EZkf^ST9@X#YQW~&9 zeMQU{#w%Wm+>ZJ{wzqq&`yXpM_!MwQODhbK3=6dQ+<QKB69~bA+Gp2u-{+GhTL8Rw zKKR%b{Rq3f8m+-5{W6z*Wpc5!AX(`at0ECq880To)RJIkMeyIRxz0JgV;%RM)qlR` zD*fi>psAB<@1}X7v+o1*9eGP`Tp9neq)oUm{rm*I{N8VWEu1#S&7$;a1ETi|sYn}W z5S~H$(JosWHWtgBB=k@zxh+M3nn-1!k8e56Lva%y_A<3T2DRkOF7vk1@bnIF^98<q z!FAp9F(^JLvdfm`+d0IyO0d>_noiixR~;eLTS!|v%GH8t6Rvm>+j)Qh{V=+=X@N36 zg#7B~Qo(;c721-Y5yWzvVBctgNKWv}_Y2o56~?BXvYosQS8$If)?=#8ehX!%%X8f} z1i<PA-zfry51-jgv->Z@`>#_=_!s^HAr6{yowmXPE7Nf1fRxO9FDf$b%P=~G*4S7! z@!5vX(z#4idsuM^IUu0Vkf1K_^w#ybkvM3TXUnk3Ogqo<iFeyGyA4b^HWjNzLNIrc z`1!}niDw|2g>;x^QUqaGx^~&Hy|Vm9|4U9l*CW06Lyjhz35+*W+6a^Qu#&66c-W5T zi9<4ln4kLCKS12Vo<|({S<e1nt^tqI&ro)38fTr#6kd-w!KPRhXKGz6oKHVf^y2gO z_Dtbic&aKg=I`{gK3TR_kKzku???tyDd|EesRsc}eI90#8VI{ck7vTNNf-oRjWIWn zyQtqQBkLGautm@7rTdrY!vDE`8d`U^wYim?+me53{wVoZFmW~`jOq4)9e^Qem1j;> ze~Cy%;FQdj{@xi=;VR$09ZHel*3fpFod*d$b&A&B*st57=n>9BGIwVh95TLVj6w+k z0oVg73Y)}|L?pH5D_eq(^3th^urnrp?R0-(M{yYZw&Au_6gYqh7*RJi$!qra-K_oA z02|Z>j7I}y`pxd-N{xSAr0{b8D;DxjQ&9XSoxl{$@-HmgS{ZK9bXTwa%CIxf3Y8O2 zr@xn}64gh}osPGrq@jy%#Z5`ByVeGQrP&?ClVD#PPDWO#ipa@N5P|+N5kYo8fmox6 zr9)FEB2CXDHG<QIp)AR{#|VDY1>yC|#$}0&H}b+~KmH9o>&*4%7r^PGtX+!Yv&s0M zzjAN}GcGV(4>P4|w@A&D|Dx~&v)_i)v;LnJfQY-g(^FuS-P47gaKSK^-$9HjkGZXH zQy?7`daF)K^^Cvm+iCcuG<Ea=1LQSh4n=6mP<f7yz>ZA#mYfMhCUrMi>G6zN3(3Ru zh4gM3>g<ag3z0DEn6d4!as}gt0Zw17<^QM--3-s>Ua*w2cnr_dd5>T^me>kTnwSO* zeJPd2$+Nl~dJxYp6+tar;Mr9#u#IlzDch;w06>KbIpQ%Hz(}gnjq1rW5aTSUzKHen zjE+p2njv(299LO2Ui>p{C;HI4pb#J~GyUHvdBp)&o2!fTS1>*_0=8JwA;85RbUA)C z$lWLi1^Py{melU0NQMhS@46U?$YEsQ?d7Pun`YQF<zMYZ`%iCa3&2|t=%dq9w{EO= zJ%NgsyP!L+X*?+@4T5xy(|F3F^lmiE<KD;`O~bOv?jJ4R4Zc}g1~Mxrh3?%8`A(Q= zlro%jpu=a<$pxqw{w_7e>`Uj`5$r`l1OzCE>c8N=UvrtuJAovo;!np&4?CMO$)wqj zAX8wq*SDtqWs$n_Fr~IB&kykhX1tFfRAlc{R-)t?0aC)hSgDXZy25?ufp7D4u$7`R zW~wq0kwmyAbmdCt5q^59ul3nu>k6Oic4b=aeNFb?ztHD)Lh9!j6XPM^@6665L5qD6 zy$7~pmI^&M*R(;Pk($2~mOi{{$wu5&<J(@!g-;V0dUo6`M6vX-OkB6Q$S}OV7`#5$ zU5u*tL)}vm4`hGaF(^tbhwT%?Lbjn&cC91{+g)(DsFPY_@fCFiNW=TL@TX+G?R;_# zX%Mml#>X4NYXq(t^-LPn;`i0!3UT&sHAEkTcyOTu%l<~HlvYXX&p5R!YrYwZx9br! zC;rx5oIRKP)M`~8{OpS;+(^ANw=Y9b#4Rwb-UJPi7pl<A8_TOQosDhYn0;h9Py^^L z);lx)Kbo#Fy3Vy}@1RK<8;xzXF&o=zY&Evg*fty6X>8lJ+1UP`bKdj)&dOR@JG1YZ zx#j|=Gj^OyUW~XjybXnDB&p=6kI4*g5=OKWZz%IUI+;;FbgjLo{ii}I5VEOBZuTPY z_7(@JEqIo{zyIzbJX%0hbQeMFKny#|$U)bXvj+C%Gim30$4wPzOCaoz`h|1A44AL* z(fmnRpY@5UNzjY)Y?)dg<{#l%@sn%X7}u$;*33deRdbz1F`mc($SYy>D`0hl_gAxY zzI28;X}b#iL(a{#BUoC@tY{R)YyCVMEhNSTKZgf*0nT$NDvWhT2aA#-R(oZBS<qz3 zr#J@z!c%@iv??r{k6S5*<AwW8W4ov=tVPoog;}FdKWXzD`{MTnSBeSqkm`?oT+5xz z<$RW-#)q(-<F!Q2x&wG0a|<Gyxo%gdF7eRE$dOw8GXAK$WD-ibyaPt?fQEa5W}utC znOSz~-d(m5gBZq@0j4;QD2;?GEa8c_OYd~>+AncEU7De6fD7R;>=f#3(V9^?*ut{8 zw8Olr5q*<0kyLi~<tt-!n*k1|y)<k*eNfJ#*M#LN-Y`mxc&HuPa1EML5~QINWBWGT z{pGJEl-!o2v`#ZUkBS5`8fTeJXP+tO9S78q#46LePwMoD{W&^eQBGjrg|$hYw)=}8 z2S-h1k<ZFY(XfL)-3kaC=P4be%#aMk1E|NOg^xVLNgGJ#%)1O}$62@ewe*-Y3qk6E z@EGAWzuOv1)v5L;Mwx16tr>p_Ru@oaK;P$WV$4!Q6(u6W4MLG24NZH_mT`STN9UHv zE&uC^@1ejfAB+F}@6}cSEI!b3e*IS)rczU%tS<ZpfwL$KRXh6iGyCN^64Yydj)!vz zzyZcpsMfgBrKg7kp-6bH$+NTHkl72%efeuYlkJIZ<3fk70EZc$H-Kn2(!#e|VU^ip zw&kVRa(mWtLepV8`k=F@TDydcl!*J)>+aj|XPK*7XMh}Mwhvop6Oi?R4(Gp$P705W z^0{LDNwCF$nY>B_RQ=XeWC2&nBK|W^>J9mqO2N4uVEf`ucA)*+5^%wK(!!&RMw~y2 z`fSo<iv=PQHVLY&7p4@(e-8UPpw095Q-@;@K7Q#WomDKZ5VBkX#wKHOtxe~|i94`r z=Q5<q$!5>*-0|63-f%Ud=b=F8M#=rAt*axXr7y)GH*UbigI*+fR%vwdc+}@GeeVg{ zEK<1IdIca@38zWPI`TsEFwYIKghA^m=PTH-VhbCxplER%rao(|w|5_PW24!S;_{rz zW@0C}Q?UJWD(>L4#+YIYyjw&HD(6fqo5nkCe%>Z=Y~PsVSbB@0Shj<qF92cnW>)Ny z`t!owR62XD7$W#U>^OZKS-M#4H`8FNPZO-&pfZKJOsgLi1|BS-p$i^+VK1j*XGvoB z0x(^RlH`-DbGK<~9d@@L<(N*EMhr?E6;G-9^X#@W?Sw@XD;B3O9?V&LWhwB06#efz z?^3E(_4lig6Agn$m|F9`$u2rxiJAwqIBAAw<|YGxV!@&EUyr%zv+!$hA>IOd>7#r* z`qvX#TiEc_d1&kPDmOULt@2yZwVEY7Aqbu4<VOE4v}BPV5BMTXl}2}AeO5$sik#ai zi?P&et%pHOa}zH($8z=g{o8DFqDxIv=$KET97!j-N0Tq}2gg@|+Go$(mU*w%%=I}4 zmQ+az3cp>yU@~y>I)!sGKB6VZA*&VP1oi$JOb73{>A5CGY<h-y@o_@ImzdCv;MvSU zT>NjNs^?Z7AVW;RR<^4a3=ZS7uc-n#R+M{9j_t6|Z6Wl-UzZt_Wi}Ot7Z(|oKcfWh zcjT6*5TM_#ZM4be7GJU~Ij^IJC%(Jqw`=<;$H(l+JaHmnU||%JhX$BUywY0M9|H($ zz1ukB;mFR@_D`R!=zla86cnXaU;VpZS~R>1&XE%n;@H=?guimG&P#MYIFnrmA#<Jy z0zwXINAIS!w=%{ZTJPA9G`8?IJ<(1xvT&U6)`HdA(HyJ!6_->zF|&oukDvZAq7vW8 zSvhNi@XQSx%5&uTL}|psPU?QDnBBZw(UXC;Zh)6(xa6ChTtg<GfA~F<M$QqSO}jWm z@7p_ocYDsJ4U6@<8{DM-<IZJB>fp7kRCkW;Jslr<?tjQhNekc?3g({_)V)@+`Pgt$ zZQIso(r+OJ0P1I7u^j-hBE!$u-B3<E<u3UP{H-=@jHjyL;9q^Td+qygubD&+MqS~D z96$nf#eZM_ij0-Dg$`&v&pQDk05|COL8Lah*Ys!%NS;Dmb8~KqG2lh0i-EHJg!KL~ zcE~U%Cd~nd(|ZQF$nvOeb7mnY5^95TB;Q6w4LVwWlcA`fqdw(GjfUqqKBZtcp6$!h z!tS{oTWNc;hg*?+iyRSG<AiEG2kw<#uTHWdt%^Z%f=IU0^-+h$=8?3WsFeG~bv_zO zEc!1~FhG>&C12TD%V`yGf6iNho4ZJ9AgDY9Q-r?GYQFX@4V2|{xl~v@_=8J?PglX& zLV!TE0eaI5!jliU(bSx^r0arj=(?PJu7=qmp(lx}b8Tydy*a0*lfR7f-s$DMIgRE! z`YfCus4UOadKC>&Zdblv1`?d{I|b<}Zy5#nxtOn99G}FfEy}xWa4Uc19Qa4akX+Wg zgBIF1H@}F+dItern+ZhRsw@>pZ&>)@asO&_)oC)v1j?dJ#b$GH{lUv+^Fh@VH`3p~ z!weiU=6GiY&s?ZHPqU$(?@vg7iWRS@PaW8U*$(t4aQhx~K)E3FNRg#4OSS?Ak}%!~ z0~q^d*+sGZG~7~<=5mRcQ7~TZ=7&8U!pG<1X*;RwEFW$pAHqIohhR(lecB@qM8NNH z;wy_;h%Zl+stn5!<<@6l^Z8*jb2*`o$Yl}!UXt>j(YeY&cIK>^1(St#=Bgh3EDL@A zL?V_u{P8N5EqZ)S=u(J>2l4dz!`$v){U_!D#BU9RZJ4s}U{375Tf&Ly@VL*elZ;Wv zs^DEH?-`7J(KFa!UA8r5+De9<ROd*<Yt0BAq|-lh8-8hcvPu%NT%PBrLaUqr<i73s zMqi>V25NPqu~ToHfDKoscKY5-He$zlVa`<SzjrUM*;Q(UG<9e$5V5vA%O%!C_7ZZ- zPN`Jf7UK`HOQ}hRNdpI_7?8_fTfTgr)y!WI?hf?b102N5Tp0VyshPZ#%jMLNeP|7$ z@KUR8OLrf@>OftFB{fl@vxjZNqh+2Vrmpo;yT&AklcUOQs!Hk!1E%+9h5S!M<>!{1 zPgUd1ujHA_{neni_`I9PSC8;(AC(kF0(nJ?YQi55N0q?tvmH#<jjQ%P+Lz&G5#pUA z_V7TE$yn;p2Y(|aGx(NvUmm2t*N&7$l)83-RN<M;YtLl=4L00u)cVVhE5NVDy?4cX z|GaN)wA?_<<-$WdX&ivGTgAq=rsS(IM8+m3q-;iFSw%5CNJX-!8itw1y1m8@s_d$$ zo#7?&`v3;<r&$5p0p}8^{!`<Bq?p~MTr~p88Y&~-Lc)G3s|V7QCPSxg7PAEDF})^Y z#P7X{xH*JgG!QmF#~U5<sk1x(SeI!l!+f`dEtT_ELOWAo<yTI3YnL8X08VvwrrcZk zGdKz9V(^3#Q3NhuE4F+TUp)Z@ap<|dK@kLZX3bs|+Lj{-xS)Hxzb3rT{3G<_@Fv2p zPygOZeJ!p5{$~-K{L3{uC<wvZ?eQM*Mgz1&+H_63y}oUHF&1&F5_xw#mpToxbe7Bi z7Q*Y!as7iRpMh6k>&+tlEvaF`+NW>Rx>op}-6!%zXyh-kq2y`G8V2_1M}NYYx6E;B z(n3}=J%u|M1=N_2?Hz;Q^GqrqONZs1Nuwiw;$bxO%?qS}4wTXAlO^qDmMyF<EFDBW zR!VVWeI%iKr|^S%&a@13Bi5ew;OgysR_hNo>WB!?ye2K9;G(hiO_x5@X4}W5j#}R? zP4c8iNABO}Haw6Xn@#>=6<7o>+0*2~6(f4Wvd0UQY^x$wQ!CTQy&q4vuce&sPy--l z>dSb#{)=;y_8v<bK9|~xbAXY#9erXAjoZxVIi^#j@*%sfF~t+6b(@YRN>QVOrST5c zAS(ShbQNDbnslEW3mAMnS(vPv{5Hp|G11Sioyw)ZOJADQYJF#9Yb4%^-;tJ(5g1s~ zQWpZyF&%e@FHSVX<9ad6Z@f3_6qeDgYs4ZHoNiw@^{>?>&W*8wx4-PugL=)duSew4 z&+dkfxl%<Mp?~k=3aSLo7prHEo2w-&+Yv*Q;9F@K<+y<!NG^1my9xucV>d=}GtuUH zgV&X9QB+l5T=%niQKmPR2TE0zjHEdaq{Ey+moF)XVoRjZO7(uD^2p<PL(IEAcn<-y zBoZ|)WiRPx<kw0{f4%vm%<Q?Fw3hUvOC7PCmxvt|Q@P&+U?lR15=m0=B#aLYl%oB2 z=l;JlL5}%e1Io`Zo-sVA#PDAn(;o-sY?sET<20x4pxekJHSU>8ctYKb%;vTZlix%< zygfi5Pdy>Ff|4A4vwKKleX>5`vEql21&jqg3dK7?am6Y*Qgdhu?Ru<ZvU&bt1Kd}K z$6>*V3-%6=;-c2nUuYO_lmR=`wwMR_B5=VK%hVHIV97x{5@62y;?gLvScLG%aJ8}K zL=2!#48P9=KSc$$dQsm@KMjC}P2~3m=Z%|Qe%-Agy|i04=eZ`CNDAzFKG%}VoxuD2 zU4Y8l`9~vB#)_fNLr_ikwmdjidEp=8+Sv5^aF-WB#>q6=qE7Peq|p7Rd3n#5>joH8 zAhLWpJ%uUg+KRWAQOFkut*<-pf=pXk+NaehnRLwN`0}hPe&We)yfDROE#3J75m-8R z3Pu%Uy9&wl<b$%}S<r}Qn<X39lIdG19ScSnD_;48r0^i7CPgA-YKc+WA#9cM6tZ2l zk>aqOHHr;iStm*$dGYW1u;oU|QE22f+z^~eVZ#(Zef4?}y@};<Kjyb{R{e0C)$%UH zb5m?g4-A#!+MwcM$$IuhD8J}ZmQk5@<{W+%hE^qet*RD%2R}zf$3vNg$dZO+CDK8~ zWL+?GbK4Euu-ta%5WH+9U&I=GtH0Y2W79&&(x|~dXpDd21{zYn%GLXEd-dyRxmVtB z3ljfzE{MwI#@pi8u5-_U88#A60vJ9q1*9eL!!rU&QAWp9+TMJJ)wZuyUH`KEqOu|C z30F3uP4jghCH{m%_#*GV={*?JoU+4T@+H5XW7~*6KJtn@F{-E{n;H;@tus8=VbtvX zM20DrVx%0D!81s09p8Qxu@EboL;~?7HLa^Uiim+tqUkE*%epimx~y@swn{E_7G+vl zH2ySnhshqY%GUEG?>)f>ix)XR7?<5F##eo9$qx&q<sytmnaN+nT8s<<nNwdHZ^`#x zuz`xnHueizs_e(%dmy{CQg5fryUu&R0bUP%$@G_dTE(eaCo~j{ZAObt!;N?xGbfSd z0;7=T0BD$25d+BOA#(O@rmg6+53u-EXUk<(5_x5NUaZ{a+oVNCUWywpbUprQPMO=m z(-}{uJqoAD12)I-awRRd3co^`bd2Ws3Y6yAqVqBNJQeLI(+WGa#w|Bdn*~)7FIv*& zbp-ypB`dXi58_*$(}VRO?F;F^5;HR@5m!*FNYf3s5dl{>A!Pzu-3LIMHv5w{aGk+q zkj-TEpf8Y5K~(^Nzvfu8I;O7O)a!6G-D{T7QO-<mBm!Tk2u3C-0K*XxC;n-Ifzj&8 z2ea&pg{Rz+PL4>QbZOd|b=P{@EGELFbJhlXvLyLMZ4nl>%mdt~?43OkZUvQa8jBz^ z5x1Y!bgLDBHMj}l8MIIBuUvWI1$I;!QY-alNRiNQ6BSq667l6rtp>Oy)LS>9e!y8N z*#3H=-C)oeci|5CXQKS7%&mItDn|bCY%{U|QO(}RGWW$L$B4y8wu?yvyF}|uWj#%q zj@4+AM-{gJaf+<HgGAHkfEZoa02WE#@2ErMdxbGmmJm?0HPi!a*0ll+#$^vJGe6Z< zHb%$VI{BUdw8p8{8b#C$dlC@vj~#gxor!aAa&9`v3dfA@6DdW+o+{#~B}eTV1pn`b zh{Y>FS#J$dg#rSh{9c7WDRHlfoG{>7jn<z2cAZKn;Uby+H}3%OCVTYKnRr`HJ>2VB zdRDq^<<3JP$gK`&c|V}0TL%0Ho76rA-@!0_2T|3&%$}c&qr4dCs@%bvIt4y?NGZF} z)DBFtLUQXkd$cR5mI~2bz9Az+;JVSMR7YCAPoccOw#lIfTJDt~l6JwM(V+$!AXVkE zh*Lx0`EAD==6j@%wX>RD*0FpOB_awr#R&6AkSO0>my>%7h^iYO6}rZNP)RJb@56eu zep&DrJl2(C4N&<4{-_glAos+DBLNO_=JI2F-=&x4ssE`I?3ycu$GC&UuhQVIuDH_! z)$#kTZXtM=_r|Tnf-(EXGOZjQ^aI`oClaaN#kn72Ro8-zmv4^S=bY#I`Bcwc!P>Gh zu%Q!~9$YM8d}rNN^T&N%3ZM4F*mhPCy<Qh6=13t`ENqXYLW7T1?T<#0Mj{O@d8os( zBAh1uSS*C}xB^W7%<*S!g68e7xxdYzaKl!%dI?<1$Sp&&CzQ$JNoBYs6>`xr6fI)7 z@X5*L3h|h_(n$}po$f@@M9Ik9(mly0Zyl0rtXMc9zIvrfz0ihRHX}FGST-An4IpfS zs%L+Bw01&G6KuTv&f-+>U6_xWggCqknSr(6@cRMhGFopPdNUx6-s(FvMPh|HV}g>Z zPNm|-*H7QDdg%*XLk9gJT;&NnCWLo7aSVxJ$Pz{T55@V|Vi;oWQ8Rbb5&p+nWUy`% zHCxAIwvYFuY6FW4o8%cKw72AKk+9)Cph)1(m%|wb2W_Dp_3!j(&XpW)ReS0@=RKq{ zMu}p&d7jLS@71a(1@K05X>FRH0y_4dnKz%7x_EGAX7wstZy-R{P2hU8#BG-%Xl<%_ z{S+G=LRzCdn&OPeMInj~MpzO&q-KM*vPwed$C9QFPpL_7#S$_UOG^-{fFvgwhHo8G zQ0cEo+A7s5TkBCAp17Z%d|CJ|pmEX&f6jU>Ogx-aF*O@Htw07iiulZX3UT(wiB~>4 zj-I)wXTBZeT*|?T<oaM7R!N2pF<G*BUf)mX9wcSQMf;5ZV$uvd{g7vQxgN7X%OV}H z%=CT{L*T!IB0WC3%5sCRwitRWyPtrH$lZt_XS*Ra=}mJ}+54j=_Ys?HWd(b-gjoVE zf;=}czE|qx8#C>>(-r!n;T4R7jm9qI8<5W<qM9#LNh97$#%QJO+56-G$Mz)!a4eps zG`x2T2#K@*`Bp%6BW(rq4>JHD8aG5yR7S(gS@}m3q2{5JE0)Tq1<6~)C<e~V&0bu4 zt?j?tnLa3p36qof%AkrR-tk#lhrtd?=Ng$?=*Ox+gSvobt;2k0GutmEUGGvab6-hD zu>u!1;kF2}{9<q-SNDf?_d!-cSpPF~SzHDy^dpvPPY-tg#v)n;YMO7ATFq*?tNbM5 z$<=QHq@yDH3pB_iaTt-Wu+THcUt=hVQ{k!OzEg-PF0)@B9B!ph{O_vW6k_Kn_!1@l z#F7OsX$>JUka_@m6uM6?V@F*2IhKFUx;%@R00mNvTT|EZG#}x#{Z(5bbF0Z+{cQ#@ za%x|JeJv~@z5@#edgCLXaF6+DpgUsqxxVzf^y?gLh7CGSWeTN_kmmPDFEc~`sn&3O z&Ojz<jgm=vOVR|);~|3uOo?X78p<w<(&YVvRYpd(2pqh1E|TwAaOO7x#Q`~aQ&*zp zZ9L&yDKpQ4l^yEmP`-k(N7fYw6YvNIS~iOtOI)`)^?0m;ec<njv{9uZ#C)KoI(zR{ z_gRM^aZxU$oNOa=!Uf~cqJ+PZ*jZm|>t4i{U+s#%3l`H=e@vjSW;*yx7Uh4IbC_~A zP+LcWw$v3aL~aXg=KrC4|HJjQ2&xytDw7fghqwO;@w7@SiMH$jja+SFOCiPh*ejdq zg%459KnV7e)2Ivh%3h07C-=ewJ8jAULb8Ed;>iK)=(}Lt;n%LL$0_$#z-)7Qq3}l{ zM;vf4Ctb7_E-~K~duiLY<+AuHIx-rWGC<Bo8I&8N^=s}}yh4DQCLve&7{_#-*pdm^ zQ_r%+Be1J+<<2$ktnMhy(tJK{Vy0(fh>>DsWP9C_TTzB1FFf^IxO0GfTH4gUmq;!? zsCs;4Vg4&+M;ED~&8``3Q#0IzRlvun?R^-pj00c6h5B4QQbFn4h_Y&Yl!Ro7GKp-l zgRQjhf8B_-mon$@Eu<Q~Ea%Y~S-MyD^m9a;a(nktF>d~dZu0wd_#OZXUGZgTv&kj> zz?%R#lJ7_DO<mm48lBX5S(%mthq8-4f1Gby{T6X&C?y}P0wG3CBsL}(5~AsYqH&n; zf__0@e~S-@Mz%;KD4bpW)4K_afEk@Ok3%^BjZWU!0~2!zbrP*W;3s+hg#T}dpr~KX z45~*_6qiLOvB?fl&t!a{AB8cS*%j;M()!C&!FMj%M{n%mhOwrJO?#LxF8hNd6gMuI z3?H$g>;_SP|0vS9bu<yVcUxqfi=CXfe8WaBee~ZpyvW!(zxzwssK%#|=B?5Lf#`9- zfAMZ{+b^JV(lYLlC6ky4-ZlN}m+l{Dyx)($Bv{pbXP#5cZN}RMwYFbWBRQ%Eg)UrE zt!yIc4iE0DM)_9kEe=b*z#I0=!Gu_rzRr}Ie*306ZiZzlCfw4<GN5|(Y0s}8cyq*K zA>q+J7l{d-4&*%gImZhkQ&HmpxdbAiGc4knQ3*5&8TPWb(aHMR_$)jt>{|r%(kY@r z3y;~f^=Ba)w#(E~$)DKweM~~p8OdPm_cc!9Mmupt8cfJmLj4Sovr94umhppnyV)`f zaAoVfcz3@*5?Nt#+JG^eZa9{5de8UK>Niy3w#B;$puvRPhD+2$mzfh@x~9~Xx^;J7 zWkdYeTm%Oi!j<*}rpIju2$n!wh$%W;wcUG`W``B7V%N4XS76@<58KtWm|mpHTpB7; zy-!*HVk5L2?kNJ0sYvk@5KC}(@=@h-bS-d~O(Fh(b$#bB63FfJ>C1b{7QIQABkHY3 zPltaKv=W}W0g9Dko8e+R|LU`Hv6sr+4Z&||XUWogEF;R&aP)?eGAv&*2raLvH^ikC z1OB_%F=(9LDifr%05HB^4OA-plM4(n66#}rZJx$s@A;=K%UcpdinQYI#P{_Hb1oo2 zdEXy*F_Jq*(E@G&`OejEhEr4Z72EYkljw(Tf;UZ*o2Cr|g9SeR$9ut#33c<)%G5?( z3h8XuvAnFOY*&AjH&QHPYbp=Azo|Ayr(XF5Z!$TM#Y3OQ?%lk%?L2L!1!*j1jR;4K zwtl@&-D6dc!-7Z+EDTdClH9u&Irz>gd*VdQH+5=`KJ#7B`Okdgq!?>poA%%zfOwmB z5~mX-#}F2!aOOUC+2|_F8Rlw?6eAO*mL$n2=Q|0`HWBen#b^C@{BXIuk1TA3`|K=o zSwZu{Plcx*U!m2&^H%BSMQSOR|CdKnL6Ln!_GsWRT1!i>Eb#2O$7|iv!{Slr3zER^ zx%w)NdLYWLP1=EU)i%w_f*_e3#eAF3<{iB-=cY@fWQnno!4VG+i+;@p@gEC75hy94 z2W~xrv!X06tn13KAhn{NGxiQwqxI^tCzg+EB=U!v@8DgYB}N{qEvlFMcoW`)Z`)(w z7p$@mA1uz8F4Q`w>FlyC{K=cy8Nu%=G2BvL@2~Lvn^B&fg{X40(ZRyOAx4rBnm@Eo zyg2i`rOa+?c!asu^NBc%RpnyNLjv-_<y8bFsfoZXt)_0knxG9Jc(}j}dj6jaKvu_X z=vrpo)q^xbeJz%Dn{8@r0{aNEExp)B!u9@()Zfx`BYx#qPDqcs!QlSF+H>3m(;k!g z@!c)aL7Bf&e&|C*OP&rB?0Yu<rP*c|oX~(B=K}0P{ZOZ&^%exPgk{RzW8A9;nogI% z>J`$-IYB)>5@Q^skN)|?Vlw{(CHXl1S#+aQ2SsdMPslDiEB2$0z{7`TlX!|V+gS-P zXU$xk-4ffBwd@A843iNM_~3xm8y&B3b}|k%qh{7TbteOnd$W|OZ-j<*oDFegU=a82 zc2)?Qn&0Lf!vrN&go}%cV>E=!zJBM3#M0AEo6M{vbh-CLIX#a${2H9J`a#zli#Dvv zpsC>Kv;8}5qa_{z3b=}qU@_#d>B7BM@gQuMZGoenfskQq=p&`it{~~x;^RWEmyPBH z^YL|wZajUN3D`u9E`MjS!V5An9qYx03=IjcNRxcSHLr_Nbh4wmzu63o^54aU{qIqr z_{U2Lc0vcx<Ha<8`MM};k=wia(G%;WDtD-`UGXBq4^y=klX2@V0k)gAw$FjE6vgI# zNV|kGU1JL07R=;bxN3W1b~(NA)!4Spk<uZh=-P2Q*Sco+!Y}KgJNxK~5M<Ufo9A7s z`?8qmYN6Bnd4<p|!&reT00xXyj$rdUuSw#e1n8TdHK>>PGO`cq$5W0={Q&;5zjfF! z+Gn4<@i*%h4Z%3jl%=bO+WI<!PdOdiFV`E#&F0)!#*KE5;u9=+swMiQ4OY|XUt}sv z$Q8ebf}NHh%)Y@u`v2N8e0%o6k-l9Ts*c02yzW%Ra7_-7H@VI|J+x7hgrm$VU$t3V zyxtn_@Dby^=}#L^p7f?rk6T<_zWQOYDiuej@uk_9I%jJ#rK>$0E0mJ)ogbsy_hZ}& z|LubH;7>!LW1X3&2s^<gZQ^1@xjT<UE_eEw98w<>lcf>836FunYTEKIFg=R42z?6A z0U+c^JoXl2d8<eWW><+}lDX(6W!7nKdj{H|RC=(X;^vh(Gb*1fpunTXk@al>vE^y@ zQj#oDVR2JBK{X>gk5^4vs=mkq*mH75NnyhUZdCxF?zeeEUSb7*Kg&Wi+JHD6vB@~` z0sX6nMw4M95U*OBX=N#;RBt8@9v~<fZ>Qh4R8($0Newvp-Tddr#_$E44Olu*QbPh> z%LG(7D?*)ZF5rR}HQK!hCC<zCb#Zi_tYlU?!{Cs6mx{7@KII_4T|rCVb%%(g?kM0g zQYKer<(AvEkKbGu-T$#F86A{-@Hu$UoOz2rs<m0nkM#KJbSH2Tyv6)o5W8o#!n>66 zO%ARvTDcwvoOG_Zx)&ZC^#;;#eU^us%2eP)D<&TTR4u?n03pN*xl53RK=OgBE_7jn z4MC<!9{(<$?p?;k`q%Y>nb5W9zLiZ*&5=n^Sbe~0QMFz8kK>dae|MdRS-^V^t$Vd= zl<6&(rE1}8I~BiDS7X4D*z@xTn;9PEy2IN5=UDiDcQkS}WNs41MrY-%3mNl9=eWUh z`1!}`=JjuWbj~$&iFf0=kH#Nf%_YrOhvVEIrOGb_C^-zqDTG7^YT;N^6KtG4b1qHy zb-LM@gb$dM;u12XPT}D|;@hP*0cT|4)oieF%{u1!0;ctbXsTGgGcK-|HZvk#vN$m+ z+E1DCwhRr2tZ>U<W+?w`Zf!CAN<-O2iR4xGoG33;wyLZ5KRiv08RuC*PpG`zZkuzm z)Ra2floP$V2@T_%`@^oy5ja~&L9w!`QO&Cm7<xkooQDh>s)B)H$l_zxaSjtUGXKQv z!Jwe!+;I^jA9HqYz^$=-uWI>4l1G$`;%l9}C}wObMrcj8*hC>*CKrAQYX)#%=HUO2 zda%>Q3$j`zJ-1T?1+oh&`W;z<kDWJQMVB`|j@d|MA8pYiRJHMQ-#oZ+!VoF&J=S*x z{hErZm_8Vz`j+l8dq(A?7~H_`ySW0ay41_4bE0Ylay9(Pi~RZ5Z#+^jyJPU(OO)mh zpj$7<%J<K!;2==Y<y~pknWRq}$rJbDQDl~e9ZPKx7&6gU9a6LyEsmdwlwhC~P{dr% z7BNge=l9n94K;hHhhj0No@8nzf}shm(vUrST>QI>?DvihcRIE&#F_R_NuRil*rfSC zJd4YE2X;GSwJ)pwzKW{n@3f~)dNeTENR^I^Ga)%X@bT)w)B?yzfrXL!R=?5p+oeHi z`Cdz@)ym#g;1SsGMNc!AH(pUOG8aFwuq3RF#;+fT4bO#}e|`2->*>^f=0kuH)@}BT z<-r}6O-i=3z6}I*FIuF(|1{##7gQGpA42U93f$)(R<q#<kBlBX>{o@eh&Zja{tAxI zbtCNeeVCex^xI6EOnj8GInkqgn#VLYyK9>m{sbxF>7lGk75|kD23UF8F*SmB3sdzs zpfHkKoMndnx#lHdJ{>=78k8c52EhVUceVKNq^w3I4sH{w6{+uzvYU6(c6x=xh4&mD zwI-f_1jEG8G2?GAk@xE+%jWv9k#LrxFdOnB&yHnngX76!<HKv60@&b;P4dw9pST;s zi{S8~p~bNOr;pKs{E?n>GcJy1-+?D-4P9fRfhML!&q$!ok7wIS{8E>d_6bBL=tDi! zE|vb9YQ?cTrG!u1=W&B2-0+(~F+U~?Aq9{sJ)JnH^!H=z;zHtnEpObFs8x%(VW`ap z`<V~Q!?YayH3b3nePhnFWlrvAJeJO`<rRVCLqw!qROoh5bxVK1Pel1Vu+A80X<gqd z?5Ua_huFgNd782Wk_*|zS2Cq^(uiV#x>hS-4{Qy37_ebgQFWiqWmg);GnpLRn2h#J z%iYjvc1+g54e`i$YoItge$}Fu;9Ds2Y4hnCjo=)aPujLY@L`I%myCf22Z1XWylfOM z%iRoLp{OPMn90q)IlZl39qm&sSa!7il{4y{BK*1WXee6AOUmAs6@29r``BGdQ(-i) zEt7`eh<H(Q>Q>T!%jb_KE>9iH!+yvOJP{;V=9KS_U$|ic?>HMYs^=qQL>J6JogZUp zVEyM10rIMd&Gz)17VZb}4qyZ2>}FR`^c|O-#AWPy%rE#wZ&Sz#PE*wQ9D~rI1tlOJ zoSY=OLcUDv(cIGjj_VdGMyK_a8EA(DT9EJAMV{_v*m&$K0tsbu%T+^Fqu&bpKeMD+ zZ@ado%i$;T72=hix7*O8{s;opSY7ck?eD5%oY^*R)q|0(TuT#d4SzV(jL_xkb9fb$ z!Fz68a{$3aw;glu|Dbs|{9WdwH!2eSzAseG_>Z%vKUwxT-t6zl{fSRlmpAE+5J507 z1{M<A2<E0XLw#(tZv)N^t>4;06cgqU8c~{`K0|*KV9M;ug#OVHO-L_EkaSLOzvxs_ zs{Pc@wViT!?2F*;{HvX`#?e&4?E8~}*t5_z*?wYQ(d`w@B-x)-^Eiye?U}^<A7~zH z@Jo6}*znmQZLpt}s%+o6<$QShvnCEd*ho(|#v=BnSB4O?-+P}4*>N{Q`P0Z0?&nn) z_ln9*qVV~gZZpqHj;ktGEYTyVe<d+)@t4SSewBI=uX?9$?;aeOsYB^1+|Jo_^qS7` zF4LYx)1k&FuF87wtU0*8It)K%Z27R!y|ICCB#TKQp>8UF94>dhlB&A!AuAe6P(s&{ z)AOW{2EsNuKYdF+@0}=|eYOJBnfC#xPB-8~$cc>9Z%^grniMV1MNqg<DQMY-y+i~! zS*1D3=mGMIUnOOP1eqJs)O$hImU}y-!U+jVxNModUkr%{4&gM~1j-oAt{}%Ze!D3b zX!dG&DL0DMHdzS=Wu@_UrLW74v!R9S#o2oemlJ=RixF8gW=1HHws{>FLVaDEV=W8! z$;{J21OcI-Id8XF>#;8SWD=Fl0UC{0g0tdSwPt`zabr!Slk}M#Pch+*zZu-a2o2fW z$tp>JzIsDvvX!|J_e!-skpMJghwl(0nIvrpK%maB_eMN1C@}{dJDLAqUAgV2e)NJJ zkymLY0*1a0xpxaL4&`w+I-h*Y9JXlWV~=VMijh{hP)(?m=6cB*uzV|-TIJTOmtX{T zU8iw`E;-xp(#XJf{vCP1yDu0>Y;p~IBYg52w|{uv%U8RmJro}dNb@3{dLw9hM!om~ zVIl2Z#<~ke=2DsXrsR0?^Fw?GaOxe(Zcd_89}==78L|NHMX8<>Vu?-r#8FtwmtAHP z+j=NT&S;9cQ7*e5$ye&`f8a&m$vb_67jC$s*(bNma$3^7{9$Zm@w6(Y**K~gMX!b5 zX@MeOnJ{WC6-S>e{%-Kc`(+3#t7+sXq#$nUR5s#8_v?W6)5}_$_*@y!ZVT<<yV4k; zP1+eN;hM^WQ2e)<jSR7{<o&hQzWT>?ZQkUAq<hTqs3@($qIZ_EHv6C;x8%(!j;6YX zL$|y#;%yMDD+bOYBW<&8Udp#TdWhcYNGIUhW@+<)o);tRr)*B85~*Awo*1S$8$*+b zKlKgz{wqR}!ALOKah&}-dGZwt&g_~`$kme&o9@&B+_EQe`YQk4EzT=(x{YH2zu8To zCBp|9&QKm??2<6%QDFM*Tn1QaPcZ7o`DKk-@BQBP1c{)oq=qudFY#D9w4{*$3z0S> zVt(~LDa@-lkyoRV@BX3}QalE*?G3D@oUt0ctylL|MUd_!2D$BJr24lUBr9;?zz7?g z?!yN$6ia&Rz7)jO&_E#o_h3ugR2q0V9v=0Vt*|}t%+hc*jhHFN*Yj2b10Bun(_we} zzmuyC(|?%fcYX6CcQ`tfCn$537!UH_$07$%R+Kt?Ej6D`oks|eh^RqEFpq>2G`K~n zMM(Ee$Bi!4k+G1L|BTe@!U^MP9AD|y5rTi+3$O^|B%Z5$J?>}=`!j5)ShntdwEQV6 zr%%Bp;xfe3MRTC)b*8eQBs!mU?Q}XGEpm}guWn4SIdz-?R|&K^j}#=NXAy116L6_B zJ|xxh3#`V*%6=w3wLp!^(5@PER(kGwBL9L0kLv+j1hZWlr%O-U_VN9r%Zl)?w<g_< zF_wsrB#2I7sIx$}T_p2o4R;m`w#_Nw?cjck63lvBsb^b<sH$!|d+T!o*L4mo)l)&; zJBO~zVUvU16M{#YH}k-^sy3s%w-Y&}XBxOi{QVmECnu8bi&06;G2s@m^6R(NG=z)l z(DG|g47#*N%+ux#)~o%FMPLcQRrT0`J6PJjvRkobb#-zt@5!LRA09Z;2POjV7pI0Q z%7!pTA}l&Yx*sRISC6otKmpj<|5OZaF3B2JePCkqDF5Cy4p2tyX8KE85s2JbwkcjA zGz7m*a6<)ohO4wF7+K^3Xvy2=hf78ixcE5Z!vLKm>)?^LjSv$I(+bsjn8mLLR`#&g zOA&66@8lp0JDK%%Rw0GSB<Z25%=D*SJU?E7wRylRQ9>gvW|sNNh58`oqg4AdUAUO^ zl97>&C{MAeM{D=sKU<9r-G8-#oCDYijhMYPq}BrmW4_UCD>23@A(abBZz)nfP=Z7s z;W*7GW|r|a<?4pyg(vySeh3vqLBkrCtQQyv4WuNa+#<%2W$@wQtsB0UNsj#bjq;=Q z_=~}<I!c|M71W!~B_*3R1SrMWL-S9kt;7lD2*L2lYsmwLk3p@8uU=5TmBk?<qju}p z4UfMk5WV`<fBHqA#Si==wt<lqkK{Q>d7iOWYGeogP+-8J{3cb%D*99EQXS*3;-_X8 zlYPD>!y&iX?n#*tkUCvFe>#cv#88t^yh-7)T>1T{KTcKzy04lrusOK12|lB9VLEO) z{EBbS<-BbAdtXh8=-RE{7tn`O{z3#H%-_D!Z+xplKd^SxUDS+ktD!ob`}>2osb8?$ zus?8DCr~=F+xyz_W1;2!Y(sv>*%QWpB9%2-hxc>^XkDrMdI043&jZtY{OD{=MV+cu zn~|av7#By0@fjOB&4L$t<1Xs<ks8QtL?(jp{_K26=AoPr?KQmqOzAU)X_R^HYhJ5( z`z??paJ#rECOg8_oTBzO++jmCPDPFpcRB|b4f!yq;;?<7XR2U>FoV*SNs<imr&jIT z2{iy_za)tpE}?Hk?l(4dqtH#OHUktAwrU<b?z@J<9$+wmp9eCakC0cV2NtpozMK%T z9DG7hBtyY)2w8Ucti7S;jZGIG43&By+EBoJ5<}=<dh<y*DvFAVV#Fk;ULxE*%fA<! zx&JPbFr*D$a%gb{z()LcGyZ?HLF~lPXcRS~7ZBKB{hj7j$eDMWhGfm%(44kbFXkx6 z;o9_rVU@K^dYHS6{}EV=r(b{%3MH5(T28wqRjb2&t+=GX1671KHq*hzB*<1-JD7*b z6ECQAFd-H<SjN4c{!LBxss#3av1Q}rw+It+?%vj?irh4rxLMjpOM#L+R2csX1Slk5 z4<>K2H<N=Y+-0a7>^CBz8zC$AHjv?xp4CTqHXGj-T>s7hOpL5YtLED%CH=3H6+}?T zGvOY*7rBUzg2rFNE9-D81*`T*0z&Uy;wF{MdmoV}l62O~wOQ!L*60L6Qxqsr+*SqM z^ZrTPCbC(C>R+5EOSL!N-ieU<U6kB{4X5I~lZhTqv4cU9uzkUI|EK1~qSC@A`14x? zHk^&}GY?{oZg0TRU)O|M!z?W?^-pTc&rx`~4wi8?b|x{zh|mlO<Q5+LWtv=rsBcVr zmw()3k{-EiH+(s-s}_&)&RBAZA@ni?_+XeMF1o0Zuh9*>OH-=Quax>cjc@r;bg5B_ zh4aEmSyav(3G6uJT6kDx)yxcXzXB=jH&6QgI^^*TaigxfiuX+Lt3R;ZA0mshQ;Rbu zTir+9Ca|GFJ^GX$t<!ow)s3fqm}kJGW2pwMsoBdiAKh3O-ftwq$qabg$lt2a&Ky}F zHnfuq?2Gv6&9bz`)mBXr|I>01qZIygh|u4j5qhDGb+$`@39|-kwr+9YmL}|c?ss~5 zV#h~)cX1t`r`azv7RjwE4Gn~T7UFK$iQT>=iOm#Rf27a<f|k-x7cuAOZL{awD_p=W z@|&AAP0XQANo>A$5LEbuDLbgC)_T`2^a~eDbP$zA><gdqLqUoF8lf@*307e#JJ&<F zs*Ye~8!eveAbbjLmo1E^9eHuZ>lC-fZq(myN1P87tA$LQw8yev%&SJO7A|k?=S_}g z@B!TWN!I<ma$LuH(VQ(=U9KIos^sWj)t9rIc~;X`(Fi&t$gHK~J{W}Z6lj*;H*yxe zKPvAti6!<@X7=_M)vToC(zp*2-hy~#Iyu%m>01hibd%Vco+g)X__eTS|8VhLfN9_3 zAOE!f61~f^Ys2bo+u~ype7rjhw4C3!lxnFaDrqB+2?;K5;{dhNbj=<cFjCgVGmggp zk_VzD;B1Z4`ZK|RRFBxc>AFYIzE35a@&(1%eZ-F>@T-21bP9ni1=dwuVBQCs`lKA@ zjS5-pQsBAql1Af8{;2kuExsc>0yLUSDO!A=R!O}ig?eR7l_J&5qbZKbKjW+ZC=3D4 zzyS)6K@TbEl1Zp~hls%jE4%c^PaiiD)cQP?mE|DO(H{{{dOJ7uPHwghnEnnz^?@GR zXOGvxJbVfovJ;x$(G$H3hWD0EyED%$O>tK@!mK_^(<%hFX{Uzup(@y4_c5DJa`f|Y zFip5HLCMwt;X9Pw|LsUH7HEzg7$va`;z4n%0xVXf4(WCew5;r%q_1wI{BcnpVlB^v zB2RPbJj0Q+Q8LJTE0Jj7hO6AaFY;1=G<3uQjjY9EZX*IvlVpi!%lBkTRB(`#e+5Rw zAcfTl!2rGGu^R7SUi=7x92~fYcmjG=GRNc5mT|*d07a(DLpzl=9LN$mNX~B?26DHB z4+-{-yDoTR`U@7Bl<qjgO1X4sCo;C}>{hzRmy0?#k33qjp*4o%ilWD44Kt7j6&DNl z7WHM*E9%oQnK8lulVy;w*{9d+LK+*@A*ujzKfNz<gqsgHyq};2ArU|@Q#-F73?+{c zB7OEaqP#bqpQlg~bMuwppekJ@>bB2HrFov0jjx_M7mVLrTHLv^O_peUG&*@T_`FD9 zP@0=8z0)hFvcj2u&#`Qrxe(per@_^>uS?$vG}JKgLEum;4F^hzN*a$ZAf=~eMLfe4 z22EZDM94=N8K@Tur_y2;_e|R}^ONJzCts>`g`^S{$Wys~OGpU%ewn}ePo)6wN7EV@ zTg@9^=44fzL^7?>DEjrMuO(Y_8_rLjOFUy~!B;~}|CEcqB|$35cS&?iB~5FQu>4`D z3|fQx$BBEhvTA1bDPVC1BU*v2Y=F`nEL@Q1$*oRFQIVJ^g?v|2rSmnun$ja%+L#AJ zyTIYg9vUWx4GZnrG3ytwtjU0A=K0poK*DnT58C!P8Svks7WV3FCqGr*6Zf)E+rHAy z_OOhy^Cjpghhc*R@Eh!$H|EVB<qPlaQiXeaZZLbZO(;EBf32|VuK`w`2j-<+lBs!` zRsNe7u6zPe3Ta}SycUxj#V6n2a6!@j$8az*I!d2GuXDde-cy&d)z~f%hX-!O%VC#% z3eJ#Y$eL+p-1v4j_`x05?z!``7VY7)3(~9P3-E@sSZf9}7cV!Wzjzzii<VZs#IyxA zw#c>_BkzNQB7(~L=`yz;G~HgkbMkemz<eQPa)5J=99bK`)XV1a&&FPXSr!oFPrfz2 z+tZ1^8<(I!rkj>0O$VjLzR44U<<8dgEPXWx*VxHx2eAcDiuNbd#HX>N-KMa?7j;!p zPw*Zi4lf9&XEoV-UK=|XX=Z70>Vs07AM){Zi()<1!p0Z?#SPUN4O@t)D}!$sk2fUJ zu74Fp@KfLbXPByjVf;4qLSE)BMS=LWL&B)YD>_P2*z>qwgFsC->I^tDJ$j(<Ylfix zoqKM*LD;%G4*}t0AvQ93fL;448ruM&J;(DaTG%fL5C|z}S#kJlV7VlXc543AcrhEK zjNw18O80?2p2}Z>hg3>bNJ&Z2QkGl;wr1O7HS$KLfnL#uM$-&4LKiaW(zNM)1(AZ> zIK|%`-qVQNE(mu;z?v^c&yND*H?)9qgBj;=;N>Ly&JpZM`$)NF36m2sR+SsX<IHKN zi?q7v|KhO>#yb@nNsMg0jGT13LYI*0wedU&kodKH|HErfq3fnvaiv*f`x6wYmcVCi zn%9}CcMDcLbQ52zV(Gv^s5zZj`#y|smM4_Vlom%WE`m%TCJj7~n?F}q3@gw<y?Q)Q ze~U-XuwLF3my{}M!M>x4@TqB4ldF6JRq`=;BQBVvw47thaPj)dmUJpxw9{{c;HL_h z_MbO97ZyMuDqeq=UMm2_+=Eg=z>WgLO^((0mn>vC$I+3Pb+4tWQmE&dU%9E+UUZD* zl|%~a0#&6qR%iK`bK89KH_#1%`7SwY9d?bXT;v+@s1}1Rs24rz%7_u}9h>O};Ql5S zrpp`t(dWN>p3q}S%fvg+N8BbuA8Smli)=1u51@B=Z)gtND0U_W!$!dK1hqxuT+C;E zQZuQG3Q^(hRG*@E(l>~|@3x)dNZerVy-(6z@VFY9=3@~F$m6odmo3WGc!9c-Pzn#Q zZ~CVnXBK`?F^$DKo1~^&PX2%%IK4NL&<QnhXm*xru*dm92fRrK;Xi*<`{MbEE4kR8 zkqb9ipJ->tJ~F)kC_aBA(~D>7ZG?>w$zxmjaEOekB`d(#P7k^qvh^$eD=cgP@IoXp zBxjL-A^;qt(&w@;++fnicHV!Q%W_haKDGpj3>4rU?*NxEOr4Ss@{JSkaJ~aVGaI&9 zR&Cu41_koRNe=0WfTWurj5lk@@YP=JmQtjvYcWg2jPZGEp1JuMbQPc)*B#$FV!Z8( zGyNA2J6)HaH_>~BSb(KAGDcFbE}q{1?|eh`zqRQxP2c|?s?LuVlg~$NGVILQpp)Aw z9-ot6YGgh&aj768;^D>7Fh;cr4qP-~Mo+J*p^rs01x!yG)&vt01|xlAxsE<KlFrX} zrdREuT#S%{kSS2s5@W9p!SM~IhRm_Kz;$ME?uP_@$^Fnt)m+g`!RugLN<>YTT`X~q zAwfj{5g;IB?T>_*@Pi-6&UdNrefIA>SaJx>XZd9r<D^645LTitY}}fFm=%!d&>GZx zLD5sPM<_F!38XI=lW%yK7r!FRc&ubtUynvn(fDb&H_PXIZr|Pw#kVIUO~^mnA}Hcj zT9+4LW4L(`Jy}of<DG~zvDFn!F|(r^FUlr~Hn%DLWOmVPyYH4(Us>lD>wyi)b<zO= zqDtiK0bq_Zg+!LR#BC)P>ayy(n0EZ6Z@)k@*=!I$wiH2iI&}%jSd(z^WnNvLP$o3e zOwV0_z})VZ_R;+HCzSU97QVYH1;@O$*8VIB_ycB)jFDk$E5>in50?*u9t+R+GH8J3 zD1SlP?x)gs!?lAu748f%yvlfMmpaOtKmLNn;&d97F^ut}rA9OM!>N!dli?MZmZ30C z0C|nHH<n#pNk~DwGNnamquG=zH*=5__$Mcep`)WUyXjZR&ayO6o*=no>0=jmB)zq9 z0jLW+y}CNav6k&bsLPOx%Ych?NY^e}i$buc=m96Qq+T@c!yQmrO`XB>4{|0EVyM(3 zW1=h4g6WZ8>pJ3Q0X^cQ=zlcrs`wZ<jYfY;Eh}7sd#Irw%>Kue?%6M5ySmOp?*{_I zpqQRKzG5oP(wOmErjUh$so)FYvRITlni2~e;hhwJQJSEr|K|d1P9t~`{#wLVH$r|V zTECrq_2%Y>1nr{^i`7Xgwfl9;=|A?RXxx78?gAW5kdglud*DP4yO<)MPu4SDcIdET z*CYe1&x@c{Pb1ZfR=rASYy`hr(4g{y&*3pS&gD0&XAVw$lfL=d&i(GfZgy>9$vQo$ z%&o6z>Kwzr`iFLJ7RnM%<Iu6ULf?NaN*@f_fdiPqgQ@x8+2~O*x9bkp_=MaK0i$nE zZBL7p9%>9TqJxgne^*spCPT`MZ;$qca$22B8SE5em*|jkF7nF=XN(Kv2r8T&Z||Pf z<Zj<bPmaTMCk?4FYv2uV(3`mwb4;x78?g@G<QYc#2waW=JL~Xcu|$M*h@DP-h>yt{ z!!`#q9{o!Au*Zc8KZ`Qro{YJ$gr2U|8)p>omam$cuII*K{@NU@X9@h0ZMv#4V1_{u ztyLYM)qGE95ZcS))n~$g2Go+)JYtbe9ClOCWHw`X!f(yO7&(pBSbZRETSlm6s>Keb zH6s*y5Urt`_8$V1qB6i>J8=Zy+^m`CT@ep4%^lHA9=@D$JjxYDI#0gB!n6`TmdZ&U z#RAksmA#D8s@yw`F=GB<C!wDR3P5}lP<BsD`<iv;DB~s<rzRe)SJl*ZCkOz0g+(wu z(D5mNA$imgsG<MoF+Q$bA_$$b!7PD+U|_GSAoi7;yLL;CpI+)@7(0lc9FRl7h}5Va z&79q8T!ZLKz`?e&w2ic__P~^=@)=swwCY)&9XdbVdUVfVr`z%Lzjp@mt}8Nv@-JOi zC1I0S;v#Lj^h|Se9YVh&E2v^KNr8rQkAyM1Qg+qjRCzy^f>Elz3dGPZK8G=0yhqeG z4mzU<x>lJOm0ABLk-GJC*6CTqbhg>-ZWxSyXkU{UuS({b8PFZ>QFgvfkk^YGZ5Bwb zD=DW_B61zI^sX-I?8j9q`&{6Wy?>drFvu13And=vlcbS&+nacrC7O5TUSzX1d!P$U z$?%sEw^ps_jS-im*;rt<+NCGJRrM*iFSLVrV9{jFDfglIeB0}4!xa?`Tw`nhsi)w& z$B0aYe)wa$d@NnU57=_#u-;CjmW}}?M~K#+sFfxh)MHJ6fe?kSA4Leas0WAQ7%jM2 zdTu3mes9S5z5F`}NN^vCgFQ>SjyT;Xp}%)sI(U}f<p)AZuoso($VjmMJ?-CmbwgrD zXo~gz9n73y%jVzC6d_T@!!luv521u5`s=6{kD^Jx^mBlMlnp^Y-Kkas$`DC2LNP)3 zM?v)S_M}T{qitVPQTW+uYL*#4*7Hpn*uRwRv8%~lF9h)%A^_#1Et5Z3M*o`<rWbP- z-uAc4|2dRjOc7^<mIxS{XY9$;JcrwJfS;WWw69y*u&=IWKE?x16u#n%B>yrY9Nmbx z#3np}E&YRxVXE``pER9K*NpY4ca3}$F7luq&F@Ly{Ex-B-X90=-&)Chj8Hy->d1DY zO_D7r^F8GdRyRl68WK$-=aeb!?MrZN#3WT*WAFX9r}`WpHhv~zfW!mNXMPfp*+<&s zEl^vGQj!Tj{Xm8>^TR_ZG=N-i{K#b`y>YSX$4B|#RV?yI-pH{Lzrl+f{~xjK;s8-Q zHr<h^j)zhK<*S@tQ_Ib9qq}qVPKAYX+o@2zq!{e(GQ*2T-SO8VW4C$1jTTyU;WlG7 zn{u0<k@4sIs8?Q}^Iu{oH3-kYY~X75nz}jgz|ocwBpQ!>E^`S&Sh#)lve{+yFUJD? z5O&(dy_f1>9g8+vB=sFlq>kP<nM|Uf(g<N*wc&Md@zMN0n!YhQ&W4M2Vm5B<q>b6w zwr$&XGD)Mxw(X{|Z8x^n*v=$(-tXQ!KW66Fvu3S1>tLU~_W|`*DKGouYAfMWibAmN z9E!&#kwbsY;G}1GmToU(<;nZszSdxnfgbCoc|%5RlDLN;)qFiO<1}~|&Hq=vZ{h>P z_%w&PC-cUTquMpbuSq#=y@E|vS>GbH@;*i?-*(1@XO#6#ZUJsRQc{`mu}E$)Ywqi5 zKT96#(&4WP=1+vqTo-P8OP(%~deljwz74fXqe*)Yr{!OA+3{}vpzBV0t+1)nTv20% zCRhGaQdA~u3j1s3XFoO5BV5RjyuLg@_z`Vi8P_BFs}s^?2*0p#PcJNI<~;rweK*R3 zk??lK#@M(0I^SSnRRM)SG^z8e2#t(LT6m+jn8Qa~{UP}5={uFH@aNDcYc`L2WofC! z#adHnXoP>_e{o|-K~YxlrVp=4h*>H$c0sB(W%RoHNJVnN*Cu&e^{2$wzWzPuw!T6( zCno&=GKU2t_*9Z8+l~^oidt#rHzABFL_X^4aY^<)qa}`R?&lt@=MHyxL&#!6V!2_M z10{*{yfA;oT^So}#Zd%#&Z#@Q_Lv4ZdD1J{9fxj>vk^~nZYLJ;WpMKvN49cWdDlLy z9*4s!Tyt<2Ysz_0wh4dgBpKHXwFV3p_acLxQM~u%wdhx^IX;`qfHo(wEbA6){`n7{ z!Oi=##)a`#eNu-T8zlXa53@TSRX4$?wpYzC_kh5lf8@&~*c<%RN)nbeiV8mDOl3AA zIeq{queUQe1KzE-?5Q86-DzBu81o`oe|Psr?)~a19fK~XX*WHG-dBdn(BQjXXmx?K zogu8O-YwffD#<sx1OIQAU~Jd&LJcgdY|&nwE&4k@h<hWN(Eq;h@a;r1xzvyXz1Rfo z3a5-?<4-4C#gLFrP5)hHd}ig6j?hBz#6=TKgdv>9j`OT%_6-UYH2kicQ4MAXOZK1d z+FVb4k>hG~Xxbqgcn;e|Ad@bZid@;5{~yV=^3F0iFPf#W>#JWxy^@!oNLrN3Exi6# zC=-|!!)yWW!W=`%L(Xu1uQIFOgl1fh9Gb1`f&u2Safp1ZZ{Sjutl_uX_|qtm9XV{^ zytS4}=K%O_XaHVm{t8)DR&elR#Q2XxnRfj1^9<O0zR}iDS6A2C>SY5F$0FeN?=P5& z27dVq80zS(^@k$Wwx3oW97x-SXAfch=OE>U9A5A_FD0d#3M1Y!ov%*_IJXb@2hsHw z^1OAu_fRozUm`wVQ~3n|@LIuIt7EsJGgr4hXXk`RjO>q^cKDaWx5=L&31Vn-GVqUV z<DO=Y1ISxT5BIKpqq4^;xz(WdH~qN_@s0lpRwYbAq}I+7IT-veH;!pO+%XN*u)J7e zKpRZ3++(+0j?cc!>yOD&wp2rm_{(=}*WJ|&!b&aR%gH2G4fRjFb}TOv&D_L%f5*XA z)zpicpW9~30?sciag?}Ot{4sU#s=HRWo@#^lOsgnd{Ji<N|R}RZxN+LXh~@B?eNTb zw(fW{@{(g>|789w^Z%*E*<FITYTCwKl{D<@3DwvzbbV<JYIfG}j{LT0kP?2}fRsHO z&kHc4OJf-8X`$c8hm3hq7@;Wr+k9L{b1R&9hpn`{g>?lO3HAXGTcwY!sM$G@-A8+| zm&G4eAAY#RG~=@RngyFGna)jtiKbPd{99-?TsirV>001{1ij%HL%c-we$|CVE@vI{ zahSxNr>0=g*aJ^`IyFpn)!Y?9#ExAy7(!(`MiF^-_wQ??{dI^ACLL3m8d=kk$QW{7 ztkv;dM0S)+V>kkAx++!1z}v`u2qygKOVrp`+i7{>2PI}5lpSQ0mqeFhF5hrI51ztd zFFV}y^WOs)G#Q3c2L~?3{~^e=nNbH>Mq&4lj~wjmInL?ZSHSbSk<-)DLR;AXy#!tk zlHRU*dg|+Mv*mXGJEQ{Mm%jkQ6vePr#|w7a@fxEB0zDVEpOBI|wVmX>rs7!VKeO{B z<vz91O~E58sBazJkVVAm#^ow81u_B}@UHO}$n$*@BvuasM)|ZC8-QUXK^3!r9?tbT zIBiLFVsb!(YDu?mh<$KmmxG5#oxOCf<zyNPopBT+m74i4?oOswOHO8FC`h_CF{ZVU zcXC{N6i({fo(y&~x~I*YqBfBXQk&(AyU%r_6@dj#p*v=<luZ*4K3|W#RWGC6fL_m| zGVIw3xS$oKGG9KmEad!>WpU>iyF4uWgc$LBY+B+Q?~!-z`yn-wm))(k`%oNcQs6w@ znXvlvkf7iHq|c!YZ@Z#>d#SZ${ugW@@zy)Vd&k>zUCS7_dT;-$@1J_y6Ub1m>ikF{ z{ZZ=gS*b}=G9<dUD{Ng|-xHWPHQwnh{SgNSu$du_77$)9h<5or^1T++my?jv!~!Jd z?OdT;4+1w={$|cCD*v6QA~72|^&n%aAhj2*vvAFL<Po6hD<ylBk}oe|5w2y5NTz1Y z(P{B~dk1GIr-l|)#wRoRm0PiXa~JQF_?Bq%qZRtmmEbIf6%#P@10U){{}zBDMxI<4 z8McHV&!bWjWb~bXYX<73kl%R18JBKt#(MeY4&cF^F;kUM1h-GIEA^cUo1rMR_O+g7 z8`pF|Xpn4sp1pekd<%q+{7IJgAXs>bIS}r3wHv$-4dTBX9C-F4r@*vsfY;CE7Z0UW zVT>OD-$xC2hDG%1GWZ<CRNS%dO#d7p`9MqEgMopm(x}0R8mg(Od3(A7i#_A`A6HZr z`BQTEyNk!Q{}*!b1JDJga4WpzQ9tZ)!XbLJJ-25h+(4Z&0HMIV(TOf5UEkq|I)>J4 z@Z?`#Q{=vxlvqLFVCw2pw>cg5w>N;9Ft()QY^WP}@NlIG_A5+Ni7c}h|3|t_Tw^Q& zu%NoQnU22<O1AgEP2!s&x|0YXH5#t85tufJVUvY7<ADBbCnA8wrDRF03iGm+(g>7r zP31Mq&EXau`}*9{mQi9F1>Tev%$&zQO*U_0N9CX(-Lg2?LwM0q@1wfk{a(VNLWg#J zceR+gOdryrFJ01)Os)2tu#u<UbW|-9H;nQMKAP$Hc=dj2=r*dhZdj|*u}jx=p!v?O zv$fe$5G{xO12hbBr}|twT|GN$1N4!q2Pi#*9JV(8Rjbtf+ub-nQ&qnq=~&&=s0CiQ zeQIR2P<>#Tky)qy;1`1R#R5@`V(8Z<V{064)R8^`LpoXbugU+ifp&f6+$nG4k}Epb zuY^wU0D(CuM^QyfNhFO3S(&Oluyo<qE9;7rn%LHibjuDja_dqUeqgQGBMIWt;$FfH z1B9{*qB2KRI)B>eSdQHHHr%7yV9^<5T)94_eu)42s2wKb6LEnj@+|FH6QdZ|>o>9` zGb4;bj_1Z!L|4O(F9O8TbrTWx8h^CwrXuaJ?HWQqVR&X2(cph=_>tEJj?#&(Rfjyl zFgacSC3QV#cD?m_M*u@aZFXO|JwMX8Db781FBQNSJnS9hR_FmG)DitAh56~!jJzG1 z9J9>4#0w3t-OyuqyF{V91IGu2lXm2ERId&&y7V}cIU`^Z%G7Zd#SSWoK=txjR%RwX z0YO>OR#jD%Vm229fKH?O`9u*Yg9Z(-Tlr%=6!{gE|6Yj{?fF>n^JT>pyh^6|uQN0L z$!N6>n@a`&hzU)b=WDYCpWt3Mt3GX7)-Wr>0EEaqY^}$ptSjcXA$5U~0mm^`bKk+_ z*Q+%GVM+_p#s+bt8tnNZVM9)F$Hgy~qpTrlNC2DE&*&nqTIp$M@*t0&(8vkU9}%rE zQx|xssK0(@CP=2b1M>*W(9z3}gr-Y=QJG|jzKQyJ%vTr30b^pc6zV&zggbmf??90I z@7(=3tgdQBza8=Sd0H%Mr#^Cr9@_>ou2H+-dGAE?9ML@jJRcQ*Bys=%>#M}?JN9;L zViIW3ZAL8ZW_RlXpS6m)4sl7ByS-kW?H+J)?3+NrwU=W6QPP);%lndG_0UJX5O|kG zoyLzuhxOgkB-EyV+a9I_U|?Eev~!^UitTP$%+eeQre}P*lR}^9%gLK)>{7uKhSniV zhT}{E%s2n~J_~b6H+~T@gVVL47eU%3JBg&u=ROYt(0G&`(D6V|md=ZF3xyngechh# z)h6p@|FQToXs^Jzf%4~q$V18D8bhdcTH>$%FbIq7?wu3N6+Tu6Gs-kCnN1V`W0<#x z(Z7=*u&h1Y4;>;3s#~1n&Sc&wLRfM5a7OX_TAk7$t-4xRs#-|_SW{^W#ydq4T8#@F zngTZ?Yc%W{_O3ryY7q7Y_R$a#^aa2?#DlN-(UVAr(H4lqc9y)V{_*zqk*gB}5tkDh z=%GWFZL414e&qW+iBd`d=*miRSZTT7t0rN65~8ipMC<dR_Dh2UQW(~(<lp|?B2LG= z<o#!~H*qtCem%o?C&$bcBhygS`F7a>AWe|E?0$0~ztn92V{-GQ@*SR64pvtGPEN+A zra-K!|5=~_dToC$*`v9E#Tfrn=33rrO_&_jjsPEZpAg|HU;*eR+ZpV(rZR>9Y(?G$ zUI(7inItA!qr?`}bw}IoAbMA!_&cQYXcCjBA^j2s-tCNQV{jk==%OFPnJvHhV;)4c zYA7J#A(#=?J1OkYNh&5fR>f<VGXj9(j$4D(UgE?Dc93<jf1IhG-#vQzmT6Y@2BM_o z!b*50oYbs04Ov~J+w3eQgj?f0TV{HeEw*i4&+AqR-S(DY$<OIgi1ki<Sqv-nbU&Oz zAB_RMN9eCf`m-1g03j@F%rwI{j-fYq*SCea&7%{6rH9Fztz)b2CWn%Nh<xG`zLvK7 z_yD6h)i(~a=I3o|&_RzMnXa2E)Il{<2xsH1=Du=F4wz%fLv;tH#|Q)gz!Y>}vrlW# zQfXg{$YlCY-ILr#KHu25TlUgsm<TOg)lt>SsgK9GpPy-zOW*iF%yyc*pwkKTGzj5% zTTT_aW!$))#lJTu4Lix&W}($A`$>b`B`2CGwk>95^y0WH9|j)FZ+&6&2@bB#q)lPz z>}lEjI2G)wga81S_0eiyfnZ$9<%HhjA%!TC{n3y|gUh(14P`1Aa7xY$Q?mv$<G>s_ z_C-wiS3iMJ5#iipY=;}8=o|&RhG^JDNs3dC^^8y-tdMxUSl0Sqoj;>=8^a5%OMj<w zx1wh486YTQar-iYr@aQ-<JcPP=C&YvdztfiD){8z-(=`U!5-sIqo!q0sHYTDTd?;L zHE6rcz7`w>6Qb>W<Uh_tD$;ww7tC44IVF2*wHv~~S~bTyErmP*{-K@S-QDJ94uDph zONkbr0EO-Ta11ySVFL%kQ6(3j|8IE)03>l5dtl|jW`I<o;7xKO7-6Ni$mRQplH@1o z41okBQ-V%5UR*IB2xR%Xs&WGMzuLu7%Yj#uYc6yulrV((+ek<AXzVw6QXYJ&3-dG& z;QUdfE6Liuo+9rPA*F`}VF)4Y3;7TmgqHx+%ktGH^-}%lt!rwozM%kw$c*Zsjw1q6 z%~8%hFZee{*QIVP$*@D^%jtU|n%X>4FV??~=TS%TBR7CU(7evyr0L-W3X>Bz40UVn zZy(G@4t~2n<J|9x_s!01UU;#eGm<3F$=oial@Rf?UmUw%n+_T!-(Y$6DnqAIWdd@N z@R&AZV%txr%T6C^>x+n?LVk&;H5C?+Zk8aTyLHsJ)C_J)EWECpilj-rfB*RA-bwK0 zT~`bE7S|3|C0s_ku}A}Ye^oUZ8;w+aq@8bdKR3j~lzcrZWXr4PF4?ylzVVt6@tNBQ zZQIUEawmw(X7$E3J=zg?-A5%4l8G=g6Sc1LwjJnb(Rty(eXFF>PFF4Ls?_WFrrU;G zmws_&Ub$_2W<!<g6!-6OoHjX=V{r=t&^yKa$;ovO2Qu>0Z*Q`gAGr8}M3@SV>D8$m zk&FG2rc}}wQmY9F>_y(1&V!QhofX#^;mrYCR#SXWmyRdh5EV#_&npyh;ZCGes`NRn zf5$;u*|&%Tf>#OAz~$g#R+AeSm(}qMZ2dUy1Kq4YrtcFJzdT2AQl_h0NGA5sG1u3F zeLGgR9PH%XNFV|K16tF-jv2o;-kt67|4U|!Y~9?DAD10hu^&Kt`-=rg0s0{bqsMcE zE++^#o*a<^CoaNSV@u9ZaK<!k#rD~XYn>9eR&wEmFD2rF16x0BeZDy6BG?rs0068N zy_V{-NMiH8Atj>sWh5+cPvT-kLq!~R<eD|6qE=3~Zl00iX((k|>uGfEBi*DS(r8XX ze+2?i)8XAp_!kSjf8D${cTU8gDeN$ngv8fju*nAI1G1u*G*Q^v!GqVs!oMw1=ng~s zy2+;v<<xd`q^GrWARaD{m8aa28Xf>X|4x*>A(-TAI0|O^k@DP-_){(IM@nEK#PH-8 z{?WjbiHjQLaMf~;f!a;^)?edD?*Amr0uu=X7mCdUo|0cKDEn%qy8Tuw2s2pz7X4ku z%8tAjw**Mk02q_EWHuh#yn=%xBNS<bH&RO9&4s&vl7q<J5I_WFuPu+dl_Pq1a@g9g zQT8tmxh)c^o^nbAAav<#+4<Vc+KwNB_8>DHvPT*({`=S(J6)ux>wLR%cH464wR4U& zh~Z=yDGJx|I|rt*P9BO1#Q)LQ&NrvoIAd#z!q5_uWG5>rE!4?}8XcBSq&)v~v8bNl zQ7Hq0XwJX_#KoUED0WQ>RgQki&LaHc5eF{Gh1m+*Z&B!Wc*d2eEbJqDwHPupq-oWZ zRoHTLTJrNN#58b$;W2iSy7XP&P$(1ff0}^(MyP2sj{I@CMba=)?;D_eHkPLzJw&Z4 znSH@^v|u8*c6I}tvHDm<!9f!sasMD*NRqUeJux}y#zhDMfebAW!Ket34Hs4*IB14k z_Lh&j9j`n?EDo2$Yq@S4#OvnGC8JMve^slK!P5mNZ%2sO)%}$K7F@oP`Z`W@rIJ`w z;6QmoR*lv5ab^Zn9G%q!@aXhG#t(l^w+!?%c{N~U@<Z~8-Z4u$dR=wi_>11{>-Lvj z*C+Aw`1*v!<~D<<AdGH$*JBvuE9!UTXKQ?EEaE%{wGSthZ=-+rp3cWSMwG7BfezK} zuFiWUQ~EYdmQVnceOXzq$L;l!#gObF7qBFqG2tdBm*@T894B>e(`Pqkx4v$Uik)n+ zcX|RRf<a3~vn-G@9872HDZ$^u_OF1M?+%JbA>IGdkzbaHF!ep9lqE(GX7wOGn<-x| z#-wTd=IlUrSCkqr-UEj+we`Y_?R1WYzkcO3sg-ABfiA?oJ?X>{qLDHCf?s<dfv6#w zI&L}g<0z<(ewgQK-@Eug?c5Dl8e=k~SZ2KICyLE1@(*aZXSSs9<hqjJs5qJwtryF) zAlE~_YZ03RB|N^qeCBoCp}3w^-hEtU`!05{%~?rg;>DEu4tEVJ=*=M^NRtW$3TbI^ z(7$yP)OXOEX~X~NTm=OEg$%*QQ28~VV?bEO<*~8Xs<@05<8w9Fb=(P*!cUovwk4$M z&KsFAJvrsjxBfl-<OlqQ0UhnENYda2b9n+H-H(SU2%sg6MGrVTJLvUQ(r5;(pHIFb zIeR+BwBg2PF~SLn3gaV-a7hJ2;73ibea0C($=V7x>So5e2b67Ccq+&}$yb+dShR2y zyoQ;swFL$S_GXM|)9wWKi8Nsp)p;P4zu!tx_TTXhFjF;;IVVgU&Yj%PF7w75xU^|i z^AxJ=K$C_50-abC5&X2Bcg$ELW)_fD#)I#?tq+uh8?Ag@W70}hxdYc6l)ku7K9qDl z@yRny3F?zc^Q|_hWGalr`V{3SueQakzMGKw5Sj)ow!OC_1*@9Om{K0n=+*hPztyf2 z2|J?zQsJ6DdCY91QcMiRX~(}QSy)U~kbnHXxFepe3floz^BpW&+D7r4BN+k%bZjWC ziBTM-<?NGelJ3ghdcud=a5B5#c!QzX_=(3vV*ad>!vln*A^F>;qF84Z@4g{*)m+Zq z@j5P#ty^L5Ilwg>n)_LO-dAb+zKI^&wNfMy<1sw^%4JFeb*y?dDMSJG>TpZUxUTn> zcGvmqRQ{&w=`Al`b2F3?@IPPk*LQgPnj5<HXPVlZIz31Xw81@;%xU8q<><JZ=3J_@ z(Wi5H8NK63`o(=~*t)fE!kdCL^vvs-uet8A<zZfX)p@CUs1%>b>{-(Pl!lE8<b5Ry z-k&$^xWsefV_xCNwxDgKhBTAbY5$7j&e$q#eJ*^0wdP65e*Ybx?`I{lw1$|@x|Ag6 z$tgr={hw=G2MuSD5AeO`jYEW_MBJ>@%LS{wnVt~CKe)-XfIv0;ok8Hv?TfP{$XD_N z3o)D&S7;Xv5l)#4x{ew#+~Us2R-}ZraxrL2sEMa?QMCp|jka=e*~4lcFP*<<e=;O_ z>`LzY01<mo-m&v1*-=hQe8U1iI&Rox)=XYQYUXLs@$3OKG!!+l=#AFyI2;r;K26%I zEBIkHj#SMYYfHl4hPbDn>8I8K0D$@2PWE8Z{^+6DK1y;0=%NsVMyq;oO@sj7x}m1g zm8+EL#aS4h`^L~)Mwtt~;P31*9};N@Gao8)sf#&eV6JrzsUTOeN`(~sS9CyNgGO&z zBtm?m_9fDsNuoMWjs`W>e_<>P_C1>hpWU9hd#BG)gH{Oqad8KNkLS&GemMzIq<H#q zn%r<LTBV&_shc(GB57}`Pd-3ZEBOALrBrSl&_@3%`Npcu=(%u(78znbBRD0;b*mVm zlhnO;8ePhMolWl{#;Skf*TQ%kH9aeA4hg^xTjc!GLXVi{#)Yk#DB7mg1PYC*3vRBJ zv*6%-?eWfi5{A)?#ARw36UX2B^S$DHREhXvHAscmY^~Uv2YQKNif?w$r+PM}7rK(q z2)cMK0~5k}s_Tc~o1W(57vz%l1ns7KzBl`rQ*}Um%!n9obHtW6($_0ZJpWD6D$b2Q zDT&~cxtlJPF^2C0DK=jrM=e<S#!#MfSGaHPlqwG<>ArojSWHC5S!I8;h2%?Sa99ri z|6G6)Q`v}WiWPEshRs49&$K3fwWE$oT)!9zkRohO5CPsj=mO$1sn5(h6#^iZd;!0P z?fVu@Gtk{W@HFE~{+%%b6E@-^OcqDCdnq66nXMP=#JqewnXusX97A@MG_Yk^PyNOG zq&>ZGxV4S9rLpVKb<TB3lyL+Zbw~4KoF}Ym%|to%Q1`rTnz*~DgH1r7*;g$)zDKSN zh!+_)fjoBy$|XTL*G-gm*5@DFin~iSdG4*~xRU?uDsn@V?B^mB*+q*DaiWYC5hjcx zF4CJ6EnzL3#i)t3aThD1z-L%IiICCns3asSyN=1`b|T~q50uP^{?}`8^ZTNlel{m^ zu(%+BGhK<ckM9i{G5oKc{hX~ZUaC!_SWy8!k#bdq#0a~Vm3PRy-EsyR;k{`~R8FQ* zHYV3jt^K~K+&!$ycCU7(cT@^)^jD6Lw|6q)w^}}#GN;~|R`6RmNZ{OEbEX;rs{k2E zg+{ruTtz%ZrjVL1U*@Yab%lsGEPI?^9y*Yc)(SowV_F3wuV<{DKFZ>y!E&`fMY=@A zn>_$B3mzUmJJd<p;*`dnV-x`BS85UXodNXQGG)W*Y5!aV{o(t(hc!P?SdTQtEBN(_ zDsA9{{Z%!yZ40KtT@(7rRzz`}+Hj?>m>#s=49>W|j%x1nN_X{2*7wnPGG1c!UnNE1 zDVsxzF5bdBQP~te?sTrYFuE5Ka{xm_5Ll^7pxa^#<;df|yz6yVwK6&A@`~OH<8!Dh z*)!?<guijUZE?R#OU2H)JZuez@a&;ZPw-KdeZA~dSn`OySbA)yLnqBo=5JMeeWfd3 zAz-3Q6Ku5seOBJb+Mzu62evBGzDOvyLkYzy65jLu@x5KXk*jcPmMg|#8Q1bLp}w<w z*)_|q=3m`9te0n<xN<lN=<W(i1wl8;4sxEd;nW9D?-*{cJ=xLoYj-n1E@0F#-n)Ck zt%K@!V#A(L@L;{vFftJ9+GhL)$R{+5&u4vAOWLljc7|qmWMg;exDzKyNKs`omYh^A z8>fD^iLn8RW(ihijUP`WS7!@o<z-7$eh*Er@;?72_Ia<{j?jDDD%kC)XPabxnITm6 z$(VUCqzK2hW@~dl9$D|$d4~FHGjK<pG8pkJjo=<upn|7d8LM871R%{FVJ!Q%nR9;K zE2kdeqHVF!hxLXv4Qq~DsivHhYt`sIq~3aKGgUXi0JdqXkRIml^U{lUg)Fi4=mF4T zCrQvPuZT^4=`4wmF=y9&0|;jz-}>V9#NGJTZBIOR##bu1qo;ovbdCS@BZAAT^34zu zV6F{*bZEWEE?qKA0`SNm4;oql!LlN7M$u%-m`QQwUQy9Ar}z8Fgq<o>8J<q|qJZf1 zF@?}aBI5F$n(#z)+K-FMQvUM=Ra$`v2tZW%%WZlgJ6uEK`R@oS%=UWV8~iCO0Qo@B z{RY@T++_$3`ynPlDjq#}(lS=>qeQykcahKF+xIacmQ9erx*2xTQph`9kvu`Cdx?T0 zd?4g5o#NLZ9|N8hQ1AMHXV%kZ>yqGjVm~N`oKy%el9?1Bgk0`BALgneEn)ynnk7=f zb1B(QgHYewJ*vO~Tg!Oy5ly7yF3mVY<i;g$YMzNt((;*n*(jK}sPc(pO)#!_IE!N7 zWYIzfOty-?pCU!iBmvn+m{A$@{X5#c*+zt$oj47?r}+<<wQ7}2_Ef1cUT-brJt~06 z^p_sw2S;7~SW}QnT}mYWR#w;Z+u6o>E`-~~Wn}g6_EZ@vV;2CN3S^vP+*ELU{mh<M zEot`;Ao2yk20P0f+uJn92jLIFPmlKZqo6}NHX98_n|B-E&9Asbhnid|NML_I)aP7$ zRL5Ou@$AlDf0}=}8{`*J@RB@L@1#C4t6~<~I~pB}rEp7|vu<tmxj(ryH(Lk!>jAlG zo)!!xh&*M~(KVovdmG)JxQ|=bT=U*kWPWpP`D0Tfx?>^kN#TYDQ&BA3MJCuhxFS9L zIQ#AFLjxMT^BXdc8&M*U1qrYf;q~eH(qW#eRZ)5GvUMm4o~Dc>Fz4c$@-gypPkU`P zm``BFq-tfoyu!{c^k+>Tj=Ty9Y(yG*=Z-)KVqTNi;=FZ5Z%2{;i2S8SmUJh9$%0#9 zREI5m!Zr@1+Gk0YoAlrmA`I^*gAcb+AXG^$LHt&}AeN!|;0<LcokClwq`Vp~x0PoN zMI3}0-=NleJg`Yqk|9@WA@%M?xZq~=j$r4aCq<dK`twflM*z?`pC&;nS>|wq4v7$H z*C~CUD_HoSoGYSK+5C-(L$O2=chPNMe=zfdSAl-E7K}b8srW!0Hq?YG<t0DxGXT{F z27v7%=veqU=dr5XLLMyH8iOj=V%VR<f8y$x?xl~%R2raI))79)?W%Jds(hyY+eeNr z95Q9!ETpdyYp`nD-~DaopjN+=wh>dAuZui9;+N5PK{W}Zf1#yOy(4uqozdsPJamSM za&K(2Z@Srzc)<YD0k0ArdyKkRHxEmCY}&Jbj6=_eT^4w&<1yQrW9nA=05q0cb^A|C z{pA`AjV}PUoqYppch4E}_kV?71#KJ%rd^ciOPXbB+M9-aN(y%DBop^_!!I`upH0<S zxB=9Lg=6LIB9FO39qiUb@w8Xg)*YV8x`mS}91-Gqe-AVcav$Wt9+)>=be`su89sc? z2Ea73nlG~C9g}ZQOC&O^-`17-E01(*4HqAQr;Gl~R0#`%`NuC5zvY8-ao}s<T~b{z ze2Xh67S_JnVG>lI*B=T6-II`C+10Ees8Bm=q8j|c^?b}uXHlToz3%7$^0K^Oy2@&4 zx2FG^oA|kPRrkkliq?#~RK^zo;8Ub9#*YzVQ=$Eib3O0$uQh~c&MH9%%0|8-J-YzK z+Wlvd03D%ZQG&{s9w{yy#6l%BNs0#Sq%4F9@+OP+Fp~0x&@!rR8PY5=RfSVrvRHH; z4w<M~w#8rHT4#USdDt}+r7rDXs6BOy6eW!A05Gq|L?HH@RpWe{QSM-HVHff0N)Q$~ zv3OYFW6s8<z~l?<D%jwHd>vJ3{Fnn@9uaz(B6R#H5jGL<2f_gTCH@{47J?|H-rHqw zz0`NOCfEvgsTx@IT?iFhp%Mw&hgHmMrt5-z`mfjS?(Q#eK|=X;brO<CLZkqIOo_{y zf?$w5G&J-yac75-8>SK@fV4LJl0c}MyPN+UtQWZ5@-=3L2#g-SvQG-A^ad$6j~%ui z=N)Ya6fvXWM2v<hDum432r6M5__`%@@JL9iNsCIj-35a1ExUeAY9k;EEkng<!fbCj z17EiuWB>V=Q$Ki%{XkA|oxCSzv;XTtLpc2ncxPo(qAD1NRd|EYOEBE)-#kWf`V852 zzWoI|O3aTm!EfbEQ7yJHwK6&H#|e&^;THdOj#fL52nJc_pA%P{r>%njb}D8K8)vn* zx&~u$aSiZ}=jR}0$t!q8GF_#%<8t+F#-z)>!RyCe!%IRCzodn{;^J-?N=w^_Wy>%D zLOxFPm(PXGm&`sjVuo$H!<iD@slL2B;%%qZW_V+|<+c6B$LEX6YSy7rIJY9E)h)u= z*x7n%^rA}N63|&xW)HQoIy3KX@&2E)3aIHA%%B$Q!|cfDq~>sY{-DQZryrttl$!l} z-pnk+UDt9C;`1jroiAQ}CL41;KcW8W#S#kataltQbAK#P<?NO|_UF=c@ujp*>9yEh zjKuL!2w^&dqiC4WtzQ@<;G^e~U>vUzckfd?Pf;UKq-17>Skfe2%n2`gs=e#NhM$9d ziWc)%D;f5k4Xe8SRx)p*4>#i!Jg&1Y<*^nRz&?17wFbw=B-SaPI!`?g2}xi&G#6m= zI@E!O?;i(6WjDC)9p%1}K6-=f;`|Py7Pkrx_UI8Tl|RT`DL6RuUnLg)2Hv|{j{3eZ zlO<7Pbb4F?WUTpM>u_VjtmzRG;2CJ%nPWyQlb(8=*|0;kl6k0XI>+m!N-P9@DIA(} z`k%;1on*LVVLBIWrUcWov#TqHsi>$5>P<Hg?8r$;oivnI85QPXbMhdLxS*VK@3;lL zov2}S07|nvMLF&`y3^d_##AG&sN0hMq0ja<_D@X#t4->{ky~++nJ@n9&rue&JR=|A z*0Jn6!MFEp#&3}3m~MWVgnZAZOC3#_D?JJ$sAeo<%wj2~hlD>s99c|1aR;`a<m^6L zExs^d`Rz0N*KIu|o4W;Aoa@FsHpjj&h4%y9eTh<r+8Hozj?d&jjebvr<@&ztw6su; zi#rE#%!j5uZdxzV0|5ES+YPSm9lqGRZ@RpWS31lH@X!7Kdca;V<i0H^n{B{7VG&z` z&hLwz-fI)>o(1i*$bjd;IbL1+9><gP_|(Yd2sHiS=tps&Dv1x=IP5=M7VHJ?8S9e_ z8;v6@1m$`|K^HASwo;G8dV0_3bcMUGRp*~3ocg~k;x4{?lZb8QByw`7w!s3QCsqJ^ z4xJ!0Hig>D3BW^=#Y<bWqI7sB*GAmKZp?eCv=asLP(6D#zoK0BbQHWSGwAP{gdjn- z5{^FkcBE#?H8{w@KeUdnP!qYv-zc9x5rMquqZ)mR>E46;p`cVWy$snBc2sG&a_>*# zSW`rDV4+}0T*8#{pvM2GF^*Kjo1jxynTEUhSS+?pj<Y-26h$>?vvNxi6`5@ak4RdZ zaAfI6*D#DOMP}KTw|&h)I1KU1eeE)H`RTK{uwR<A&xW1ji&U&a;R?l?aR<xWtTmHs z5KMv$PnLqOX0u>b(bbR8_Fsr$iS=7jIZ3#rB0lHl=Dr6*!J$-Z)fJwqx2zK(h63_C zI^N7U(9zJIM@6}C0|+69j?9O@8TBCkb(WypzB>O57si2O1u!Q>SiYW5$S-ncj2B^i z#7u3-&R|Orr$<b_WzRRz-zn@qfI%QovoyDf0H+1$=RoB_tc!vP!^tz{<1=i_M{L>% zV`ePzuLeI@Oi>L=#`eqc?^fMtLehBwjI*qTT4G4Qeesi~EU3&|3=X;PflU`PHLFfQ zuGiC!w~23|So?HeUI`|LC+^qCW*V3rKVx}Sa?Vfy*qgVquK^o6E#221lCW*^amT)E zmgwEvYd*d+h0>+>Z%sNyuNtn>?QyS$z{8yy%)S=eO1vZ+gWAJ(nADknk8&<?f=GNl zk~MFtu5ZCH3>B=J+DJFulRsqVftm@4Xy$koIocb$4*&2MCtT~xxjf1p{{3;VQn{#P zoh+#i2pBkCo_-6{aLBsI^euuz<>DlE64;9(`t2h<W!vG;z#rscTV0^@qKa6dq9stt zx&IQC;q5<yJ|zH!kCM>U@j~PXS6J6!f6>Ep+z+pd+iW7kq)8j_cfL(aTUNd#(QHz9 zn8?j8L@s(t=P=8>Ox<To2QCNV<X$BHR4*H`0HqqfV)5|e%sZ479sZA~<O<YVAXCz1 z>UWDN9*diL)s$$Vq6876PS>B{C*U7cs}wD9Y|KSgPqkJYCVv&?V}UQ&MSEzCjNBCO z$}Q5fuRz8-b<rVW;iT1BS1N*`3E3F<5zW2fTTXUGmO}3ZR&bZc{YX|2+G%tG$J6Vp zPuA3t6W5m4ehgE<O_aL*I;Z1SHqdFB`#5{@J0v6|iG3^9y&#~D1x&d%(nnpoi}R)W z<aOCuszVbe2Us1w8EQ2)j{I?oeXwTk1%U$gaK{AYZLsAk1V{*|xjtUpp0*p~>M(pB zT3?2ht2jK9Ss|jK-RLl+a<`s5b0gg4I%b5O8HcV@lhw45+ftT;&H1V6uTPPrFO0S6 z7@}3@(>rZE4A54e?MGJ5mW~W_fkXRz(y_5=B<2+|FN<NXXJ;|AVR(<-x8V%inTS`p z-mLiEccJ`(dMkdS22FELzkoM*0W%8JQl9H^?Klc`-(-vR+AUuW2%uW7@Im_IsyX6u zXby9E^OkMDTW&CIGE!jQH@bidt);mYE$`z?ZTh;J-7ZjqfA~OBhL>OU<OFb7>NQp) zz58Ngp-iMxBcux9PGM0_;BsU%)xSYxXl+;alutRCM|lKmQO=LMD<PB&e)WF(Wjp^d z7XE${RH@li-aT)5akEl=Gc3|27-Dl8{?oy*5ev_<WiU>LQ4)n@$FoyD4EAUBvxDwi zZECh=;w2#M%w6zLi<-12K63o5@o6>~i{@eHwta8d3bgkyv+l34FQ27_f6&e#Td>YY z0{{tm!QT=J;wubv!c|z=gtk}c&ji(87ts1QyCyT;TZ_)jw&7<~pVW3cSa{?_`_`&h zkXbpgy9pjWig|sI!k$p^5mR9XI?9)SRFPy!Qi^>4!NE!DO2Num_zGJ*3lO45>%}$I zf7tHm4G(NP><a9~8w11H5Id(;wcTgGJAU@<1fvRg4SeC0WAfz5Q51Ng1h{#6db+#k z9Q-e=)aM|$Tu6$80f2Ovw?!q+w9DTRFwYX7-G;3ufy{vWTi!ffALWK-&sh2AP2N^2 zP7w|$0C%-(MmHAxYQEJ7vD(PxDdCrYKhCHg42kWQ7LzXziPq6^kAer|T^-7(&C_#J z?xpK#!W<RG0f@fwi^BUnN}L0inhn>#MwO7$6<OZzzBuR}4W0Q>JaMcFcGy)!nU~Ga zLgcH{f_|<(hx#PxgN3CxJL?3fAIs&yiOIXfh=*f$zq{<mENyy-aw$(Hsi)sCswKH@ ze<X@NW-KOBVEtnii9Ps1kAHLaKU(0`#3m?&utAY9OJ{HNd9-G;s^k1m_Xn}|!1}d- z7UK*<y)`n~2L9FM=`lX5J*1m=m4s&frc!>pt2HW&As1um1O9<tGSE(OC6A^d8H>k) z;hJsR?*TV!dP0h%eJel6#SEdUDI`simx!I_;OQ8+GUBMx%E;{?>A5Y;D|?c7&cX3g zjN7>`Jz|OwT^(?Ll-q-b7yYAlw@!oxkKmiH$Mw}^nB8|$?9XQZty;UBuXCIEpT@R# zg`IAn*J*gX6#2=pPz(EoeSj}8*3?p>5cr5hhLS89)$wlmocSlwP&p`Ow{6XPTpwNh z?`O4h^%8o?#!A~FH{xkzrl5%KZ~3!Q#<U|WBHyVj=(fVtY|QM3Ie6<=>zWW&P)nbw z<tfX3E0g;!orQg-iSuwN{E2Kv%W66E!z7ApF~`5<GN6fo1k8ADdQc#Op5hubdut7Q zK1$LIc)(QT;TQs_px&3`Jf;*GFz4!hlp?Np-nvffeX%y+;ehkMawvtt1t?O4N`nL# zng8|XFV~H8MAa4%^mTeN4H6l>u>mXUG`5t=?DFjW@#CE1_~pRI832$bJ?G>&?Z2Rr zM90AOkXZH~U+r#Gt>?12h2lD0rDq!+7B)QLfs{^2q=>&<g3KR1MK$(K1BGgcGan_6 zzFh{tN9Sm3;~APTVCig9yxr&fLiaX@=f^foTFRRSYqX%nUtm++2V@QhP)O13GnGP+ zZ)bz+E*h8KVAf~;g?~FOvJo)k_H>+AT4x3Bv9ituPyb~lCbPQS&4EPNPd)A1fjd_N zxoOYiJQsk`;@p<P2V4KtGpxiyVR@P!*Ea&ku8%C(b=9-qJLAa4M9z%Ud|g}((h@}g zQp~dsWSl3;<CaS}zQf0{pX<oM;pd_O+D%2}37j*wt?kP$`V9f>AtGjf@;YBRPkN2j z)L>|^dCyEGqbcCbefJyNQ<9}uf1u{fyGofmO^?o%DQ)2b7V$D%rw5SINEdG&*vq$U z1=K!rYS?fAfq`1@>#<vgYwd;N!t4y2I2f_9$WGp~0^w5z(LijwNBrW%m&^ljfK4N? z9!@HD5n(nFx)*a2ikHs>e%~`Y_5iQj*zjo>lIiNBQq9xoH5c$^Z;skAMf{2Pa7$v1 z!L<gMU=zr~n)zocR_DC6=_0tI-XNv>(s|0Kd4BYubt^jZVb{6nYe@Z|<=3HFPP|j9 zU{L&&ltYK;GYWim5UJ03h8hX+<N2!Vx_t{oFGI^leE{fnRU=A_T=2OM6&4PzDpj^* zPS>H$e6do!%q$6&Xx{z+y!ZGkahV+NNWr-|Dzszv+`B$%Uc`Kh6%ti9gTdeigfJU9 z2^;qQ*uT2iBAn__zc=}~3D@w~ueHju_n!l%uRjA~#37X6nKBdg)26<DaNM0-#;xiv zi=WnRY%{01G4;y`JA^$`e$$h7AW|M0DBOsQ_h|1TqzfN*6`qHP<&?e$<T6fyA$a+i zEh6{uZoZc-e~oo)|FQgDz*%D^!BnXt?w3fD+yo{Mv%B3ZVmASuly6{@y4|f|MZFEr za0P?(PttwU_tKHkR*K-8ZTjZVlYg%2GEZ3q>K7TDC|sN<-i8O#O`BB4>PXegh6|n@ za%$LV6L%4wo*@63+&oS;5+!R{$+E%W3++VzO5Qgf$ijGBUb(c%{nRF6bkR@rmdPLG z1pG>zXvrE#jyau89lPTO6Yf)y-`uQzArq59g-<jIr;f!~4afZp4{wZR(=Av<%P$RS zqUtE;U8=b~2t1}UA-4#`l6kx{?0<~aUgpA{v;No-xV=<hWs6VSgQ$CMVIb<UyNG1{ zb`nsd_t<4uZEF{Tf;uPG`S^R#WW!24^*b1hXpWsvy3BH<b1!X*ss5fsMvUXGsQiTG z-chm6ZClaoa&T+X1(K1}_o-(;u<9Lg^bg*y`{J^C5?Wq>Uc<*}<5-4_1V9WG@j!;m z9WHcp$(B?2TZg`f8?>Rv;rr1MWbeT>MS@MXa8-0kvzJ>4e!Tpw(GK;=87toJ8Mpy( z(S+jQB))ndWeXAlm{wzo{8NN!S|9BKqKW7$u=2<aON<!-)y1O!(S1hqhU{rTS`u2; zLZJfiV~$1yKW?I!x?9aBu*>E%#>~Jx`cy`JpG9@e#pUJL4DSB{8v?A)kNqnRy<dYF z-8YST@Wn>(XwIiCn6^56fr;P)EG|UAZ4wQjB16NH0dLx2?)IRgKM??<e3hn~QCOE0 z4j_cyX>q%~$?_PgHX!QAIBOQS8xSj`1D8Q6Mij3ZgVpDt&(-f@3wk{{a*BpN)eH<E zmUAfEuO%hr5)2%deUeX2u<Z<Ijea4)uFl@7OEvFtVEHr+ZWGr*l!>DpX}SNjnpw${ zZW2WS{IzJmPTV5lw8A;g!=BsR-b@kx=P3V3d(tiQ?WNi+kM{lVhrRArRTF1Tr@8)d zjjX+)Fqn76o^=7VTqhZ!`q0`&yVPUu(t?cGI<KNriCaJq*Vvkyzh}A|JfnvS0eUP` z-W^SZ6%0g$neN%ZWYq>N>jOi%H6-EU;#)kv=K$k=%*M0fr%ISCiOD4+%Tkb8vyn$= zOlcTJ;_n}UTRQI`4|5F&fY3b5rU5$-gRIZU-BFYP=mm4xr9|mPKc1ny^`~3QlNgIC zAE%Ez{re_}x4qC9kgi?-IZ6A&Bdqss;kdv7XDr;zS5LBrA^afnr$+S;Y{;D^pLk-+ zo=DR`E{W%w+9aqe2pZd8Mh!pCm<Bhy2xsP<9<mpr^^;f6rx8w_mknzE;|k;)(VO6- zeEqq*$+(wMNc^Ncx2)Zq-o2$HWw?y!^JW){#>y=$2{(3)=8U}jyPF2vG>a&`L5CV4 zyUve|$SWvG*l9<R`zI6-@g<+|S&vYHQ}|kGmxdxVRkpYBy!Givwv1t`XB>qngb?%z z)6LVn*~832{o0h{XlwA>8))Hbf-EMfjdqYePa`yZ;l|KC)*ywghM+p>*y5|&;n%-f zc-MI84i&@3?L)Xy#vdlN&fpw{9qj$>Uq@dPCghup2_w@ci5;FHA(7{3vSf0JkVBHz zeUrr9)RF{)F8)7C*6tcnPX~hbDvKxgr1q!1t<MWqVD)up`eiQJyWFyW5M_Yzqp<k( zM+R&_?)QPyrkw3l4nu9{6P1%RPlwNx?U&B(&}3;dC_KZ=02AfM3?FaNmKW2z#xz|? z<`&m=GmCBGfxp57Mj~oC@pdXxXAYh1((UmI+@jO`yVph`2x63V@sycZB}NKb5^DyY z#&NGdr@dMZ;)7#RX6-yK<z<Yb*>uz_>F<li;gm^qc^yvgZhbwIHm{O#Fz%wh^_-o* zl`Il7OgkIN)H*8$cwP%>7S<cAWvE#oPb0(SN>G#-dBtV<Y&0DD;uztoS&BV;88w@Z zT320{>4N1`M7iAG-jEv}8CML}ZVl1)BxA){U>|YbEex!6+L@<eWl<oc0MCwG5)=M! zh{dcM3(-2~D;6WoOY_U53^|1mg3cY~u3$L9ZJgUSUMfLEOsK0ZfBlRg(7$IeeWy21 zWQz%|yWd(+Wox1+L@QcX2g&eisrl&&iGtKA5gyVYA78jP&jlI+93Vo_emj6@2gu*$ z=ZzOeJ+Ol#dC{FeuzT#Td?APdLJ}05H$873Z9Pm_npHp1E*EiLrkF7LU(=fyk5mvt zgX%RCL0MC6Y-N0&ow2(XM60BFbEm%`WMpU-x#bLg!1yOlj^rGjJi7dX*f(Kj1k4a$ z&%|E>o8%WPp`^p`l2Z1**r|+7Ee+RlWSX0+=cugiH18UA^WQfh<79bj*krhiJ^`7m zUs$JG){2tPw<q}D%*gTITpK`TkHjs-W>U>Xb?UQutF8D$rw{<L4Q=4d>*bY}JKaQD zcz@sarQeaK8Veamnnr1H&U!cb-6*1U<;?Av!@Rjg8CS#c1=&?pxO;H$+U%*2XNcOI z1YT9J9%HUEl@)X>9(rn(`4p_TV)#wukbNG8Z~q2C)>yaa#KqtGChcN1C=oV7Sk^LN zx+JY=Si6diTNfUumXJ!ck5t)n@Y{sw;oY-&WJf#Bmi~6SnECGx-&^0{H(t!pxQhBo ztvft+7Z3p2PyH1IDg5>Sa{<~XxNXBb`EV&}81uOFmClD>=QS_rbB;XikGK6|!bD3# zRq(*nq=w6Wu=$3y3}h~vIS<XP_g&CU!=voP`g!ViGuwe?4KvofSQ$7zMUcU%GiF>C z4^`~9-rZn%LmcRLngcaN@Og=gM-Q@osU6Wiyn7@DQZO`GnjqWz?>js(J)b!x7`skS zola@wBLKsL%jbgWU_@PK?^W}D#PK&MOHa>KC)|g>E&QrzdJN5gjjTH}yg#2gW-RJU zcWU-I0aT6EV*x!yh0_{DAa<y6<YBJuHH>(hq5@m8%>so|vt@LYw4IR0^%nkI&K|Uq zTkE9zmFnnc(b(;(4}~sA<M?faXBZGP-1}MTy1N%ETiTYc{@ePq<&Ni5br6eCkcVa1 z-iMEa`y;KiIge3WmvJ+z6?CQoq))p%>@fLb)&20pmbb@V?Ln?qh`Pu8x}-zm%@Av5 zCQ@b*x|mHs@a_F@jN!ORzwYk`r>IzNfTimvQj4Po3GQt4Asc()4Md;{zC3r4l0IWM zA-1d<Ym|ZU^4Nt>sD9a>s^Tv;))WVBd?QdZvZ&|cSpf+T-j)tgScn_!s7zYXyuMaE zQ~dACCs;memLfU&Xo!p03@2Fb3QEUfLn0Z3V_$z^u$p4`GO2DXZUnT{@JApCK7BjM zl_4!cc$)eoorumM%l2#f5%qBIJ!}5gC=h5#*W*uDEISU3cbdLvn~_pwo2|klPeifz zF%Ug6#6_jVqyB~}L^~wU@Y3sL*O2FA@m!ZwYmwLUJjgBVzqN*GU~c&fSwhc|Q7%&} zOR>JYs8=$)(~9JrDi)oUNAIIdSp@9@k_4Ozn7~n>l+_F2#0S-8LPjf3uu=;VVKHrQ zu`AH>Gyw`GgaI($3~=thIT+milH;Rb%}@y#;ke8gN#ee1{da^#o9s~pk5XwW)9<&z zty%LW0=AxI$Cf)(S^1SEii!3JeDZL?JZiuPI?RBXen<c6=e{yt4%uc=A-$|LewtY? zM#`=3RH`EW*|;Thy`JC5zpE|$cW3f_x=UOuWtSgXjjb=TIMZ*tZo*#p2zN|&k(a(t zOd4;B%l_3m?PZ@v6BlEGUs-Mm^FsE1Ytd^jybnEWZqJTp-qJbw`SiYxgG3!2<T$@X zVF#JL-2cXZ{<x#i{f!jO;jTZ*x&6<%^W|S3(oZ|mA&XuQ!U9Wr^JMLkSbTSvjy^6! zNBvS2t;IQsn!>MB>7xZVT7KIKV;vp1%UDV(?zqKEJE5{p+aeotnJp|Q2VR$sKt||x ziot4w2?J+$YqpFjm7ciQu7%^00Hz!7ifzrJGc8(a)v-#`m!ZTCosOy!-`+crT<3&Y z|3vpSL^2+)C}~KT=)yiNt;cfp(H)x#9_vC1maiy<N~OZ`$x;{?+iq#T_Vv`HYOmD} zf5T4A`eehUzPDiFz=~g3Bby^Yl*SxcQ6f!&%ukLNu@hlLB7_65<v@xAp^X+p1RlA( z9L6g^lnB936+-}AxOZIQr_itJ4k^-4mHjCkz&6zNt|V?c;k_B5q-!wKU@4JLkWC2M zt7<Ho2oRB*pX^=_ao7;@>UX~?{m-MQ-p*68XivcN(7^&{n8aO+4nfNs_H1eGZ*RGN zjW=;N;(ZQ*^piX{)-;$K?)kmHOk?9*5`8lQYeM;8a1`35$wdSzadbN~m<;_Xu1G#r zO`6trt+x?b1cbH%cQ^-9t~zt%uuMM0Mf6*J%em|@=)N=K_~ZYqc@_Q6lfi&LYOcWz zxnTQpAl}uIhIoElzmck0<k<CS={g^`-tNDb*r3U{$$tA?Mv6_Jwf9@KkMu+gI6u@R zXF`yUP=))~cJtp%ZbP+s4w6Le%yq&-wdGDWyC%-8yLMQ9Z=4YpE-zbLYm`V+w*7(6 z@1VrVpw?2`pR?KU>Kmfe5)~cumjzCc4={`0_b62`D4WU>l|~_}`r`7D)6!PPflccu zT~eqRfIVaAws2P*!IhJ}^K@An9By4Lk^57T9wctN?5M+|A}8MaZXY|4gZK@+iz-4O zkT0JOIgO?=ym)7GN+i24xp%JxHxq;0EV@JwkY$4Ypp}ATLheyV?@%rY86@=n3w^Ie z{0*y6IapSjy}Q{u<vr)15q-4DA5S58#cJd!_%tc`YF~dN%;5NJnm07+cxl2vJfVlg zE95afha;JP%2~E<V1Ne{vJrd{pj@H;PhGp#E~M3S5eS8#IE<fA|4R<Stt8+dZKsS^ zp_6~16Q3KuJ)rsu441g_XunlFwlsWicRP!z%1i#U_(-(c!}+$dzjb~qeUrxg^%#yG zFYFh5X3-Bq6QOkoJ;?vV)LSsc*)~nXixb@4-CcsaYjB4ESqSd#?(Xgc2oT&Y!QBb& z4vPhs{r0+_daJ&w{RQV9Gd<nYGh>d;YvMlE6KIDDC;he(X&|^)zTvLTO^_+!1`AKl zSas=gS|H|Q(sN843iec5Kyn{)GZEfj<-A?D|KnNiiksqY(9^bD+gEl)j|WNQ<mHy& zt=T)Z?QfQWu3Hi6t8X&cZGrx01$ZFi(#Fa<kd2yKAP1-Ld$pvw!Q4yB(j~u=%$oID zi~IF7HK@{4TC!^}^Ag)Xhnd-@o@M}U^*GatOdFFNKm%Oyp`w{{c^NL+N}9LkCNegt z9cM%u+SSKfzwr9P4?2-Rjc@s8D5yd=9A!asWh2R?--VkeA12h5?aFWF>wB-XstlTo z9Q6$shgr17^#7O`b!ryqwG7#Ah`-pB*{I7&xcNEnZx$%W1^@hebNUk?E1^kF5tl1R z{mTrsrpWw?e|uy{70yk&VvN7d?T^b1rt19s-~ZeTBJCn7G?J#~?clix<twfEAVHoc zE{F=~KeRRxu;LQ;DoVr4a1G~j$>ury1Q2JE;MSL?wH?gRRD@4V8lWC=_lUZNG*hh) zVA`CMG<b~($@qCne7K`*Wj`V2-D^cX6#pjwf*WFu{}~wrwmT>&NF0g{b)Q{_;A$Cl z)(iBB=!#IX*U9o4(~+|5n>TP@jQLfp?JWD0<{J8x=W!!-fOPKb4Qte#ITB<ro1@>& z`6=5B59JOjw!f<@ZBH~_j`O)PBT6pLf#^FZIwP!Y9@;&Yf)AcrEv?KW<&eCo9pvad zEDdMD3XVbC;jZX3w4d6%jlo76MA#;IyV<&V_0ssEX$<Ow3Hq|+A25Ud!m^^mJ{FJO z`*@b$rxQbF7@$Cssa#Fx0FL-aKCL|=m@5i(9i5-xi`G@Zl3zQxVPjO2!rMXRd$ra5 zImZRah!QokN!bw~DbV+p27!me(|G?5U8h<!SMNcs`QPsUIxdabn3bv{-G1~!d3x+8 zu-Q4*CkrSu-nWlEF_03|TA-ah>YN`pIwF1}Ft;D8GmtV|w-t0*Jf7MF)1NUapK~Z> zG_3@5dceE)=B^yTins)klZCB@F${mepR=zWy&Du~^A$@Y`pcHTu}9b<z<l$qnvwE1 z$@#ej6F*`t3}5=^&{s-Oq?%hB(Kr4<xuK{gOaJo1YhmTM&STga@)X>VxCnEm#QBh` zEO#aNlr$Aaft0z$t1M+H3zGT&Jr<Jkn$<|eu-jy!sBg&M@v#`qP!Nm#FnuGYOr>Zt z0HIJA2boPQ<ADvdSp6sz;`6^<7}(?@1j{hY-(i7rkU{~P`~Thoq$lJB_%9hW<Y!b9 zuGK-EMjwfUeFmMuL~bJ<d&;rPe}G~;XYZK{%(7!zXDsb_UUnv6s$!!@b$%#C0vIO0 zf;q7`*x;+6=-L4MQnTJm7JZH08|J4fe^`~I%KiMaG2@gdIiV7ck5WM1IB5YLy`b%N zgIpS1(JY}x$MadWM-^eMr4@gJiR!X={C|Fd&J&rpGDog{F4lGnpq{=!c@1#qWz#1u zB#U3JU1F?j9^dbvn_eQ{3#_(@-W1YP(E&GczTgAu@R7g2)NZTtQ`ClkIs3q60DT+l zYn4PD)YPc@zq6>ud^TX@KJ4xmncKRwaX@b4Xx{6j3Wsj-+?{sVnA6m*A_n~b{V;-> zFVp{(YPdD~oBjeBa6vgz@{OLJpoU1~FXKO>dM*@?Htun4wf?^TX_=stYFIGzte=_x zhn#$o>0nxIJsE@X5;yj=&1V~FC+p?Mr4U1S4|zZIe|1Mvu_a*wh_0o;#q*NMpUHg_ z&*C5$5qJOBS{Suus+zH)p4_yB+n=<KJ7g|w(O}jZ<Bz1E3^(B@@brYk^9f+d1&3Ln zDnX}$y!WPzyNd`V>Dp~O*jThok&cvRqh$pfmLw1R6XMxtqQyx$)!N$2U`RLbfCeNr zQ;bRovUX2|bq4jH!rhQ~2&_6I92ZdSC#(sua|t-u|9SARbCg5H+l^&%(xE))N7kY~ zfRM{Dk|)j4*JPNP%C8rTgjWEL^f8lO@T~6*EPx}ai|M9R?c`gbNk{U~H=nHilo<!I zjdGRWx7jVTHouwryP<jPcf8QBG}G%T5trlN)E0iom4O>ePyN(RC+OxvoH=QFFofOQ zPU|3>JlxL=eUG!5MaCNX4IR-oIClavGOXG&pFxUM-tMpbI%|DwK%6S0AKNWefoG>M zpedn2e24T+b+%2R(Se$|J61QIJhw@lOKxXQV<DPCL5AL-qWL&iDLyCTlWTf{K&tEE zB9~EmbRGNh>8h^KhlHY9TAP8x&it=Vu_BJG5V%jT5pLShy>vCtLNboTaJaHu{`qIK zCrJI{iWEQ)QRTGrY1hOrV*6I{D|M~vzvn=471j}FBLD=Med)W7gcr>p584aWRNq}( z&a%p0?bH?j6iZeK_tl#%MoP(j8G26r!jRNJwv?ST7j+h+a9`OBHWKw0;pQAxQ;Ct1 zIP)MaUn7*Hz=NWO4#QL*cTJiioA4D#=Rk>~m8XMgAc&@=NDk797&OOF5~q^jA_Oo^ z`g0H*S_}=PbX!GPa)~2i(192mUrD)yz0%HnhN!7rEs9}{4H4$2)1yUf$svN0_-L>g z98Ug&5tx#|vnZz=j|OXl<ufE9{I51}^1vnwNv5YX#7Tj81G?}m={Z+j7?Qi~z{NLi z@PI*{`?04$|Ba28=<-MIcAgb+BZm?H$O<fCJq*%R4_)l_4!vyz3-%yarJ*D;&ZJ*) zo4_@J>9xMkd|<51?*_FoIO=TxF3hYA4c5)8CV_psq3hAKiH)+f%|^R&S*@Ec4m>a0 zyWMqJzxs@XC=OOz=KAz?own`n$%iG9!VRH-?cV4}x{&pGiZ$kszdBQ<6Xm|P4l5Ch zBJppO0H>J`lRIn}5-f78{61r!o=nF3FsU>LL@%*)GW(@VkuVdl?3>Ukb3=RCO+uT? zPtAt=@rU^jNn1feold^^po=<&^^B>MDg{9S)nVDwYYLS`CKyD3IVazeW`TMke!G!E z&#|F>VcYHx-iGfqlOosnTzol!F+#pst}DsA61QiuBj#7s;aKbj<9S`8+ZXm!sn4g^ zCnA~!Zsl&^y4osZx_nnPZqN86)kHU+lM^P^18<^F3qgHJvScW;L4iOup&a?yLBup& z&57gGTw)~qvwL_g$2xh&nL}%)PgOKdBvXeJ>1AV<qT9I@8W@R^!m8$9qGTx3%U10^ zG%Nr{*%e<x{Rp8IDO2G_e}7pKWBLgh;GoEaVV0!A96gYy3++xf_F{q0kZ}?CMTHTa z1gSH<1E#RW7)G4e+fw*VOLxx%s+exQU;hH-_=H;d3fH``p@J8r+2n>vEiI!GP*QFh z-u@ZgJC+zF7_K+;kgf{>Yn7-doH8gsUqde;qP;Q7K_pAc%Guy!ZjJ|NFHd~gmn^vR z=h<KIvkI_#_KCxytzdPE5vZUPSh3Wn$5`SFfAdq*n`U3-s>f&;xrf!EZu2@)T!j<Y zp7YfgIO|(prylLO17c2q2N=D1<_gbq`}3Mxc})RhL}C*c2V00TY)GV%Al<-qqM@z4 zry-L!wiEc5OZgX5jpDSFfSD%4gtvaeHQpW!s0wv1?(-%8V~;nv)UWr%?``BBBFW<s z0E$@4E}9jG)Bv_{#cyZh<-WX#V|uLcd84=*nNojm>kg_tX>~KMB!--IpU~^Wb@%31 zN}3JU2~uAYoNVPrmvL-aSkot*Aus4;nAG?XI#-rDyx;2>Hk%-qRhFn~@ka|P|2lw@ z>#y1idisR!qV+eO{0SC)K5kF{3K%t6_znb6`HkMkdx!?=%?YPKjRqliJvzI7@Ve05 zpXF%fqe|>)P3q0WOsyDrzd>EhVAD~!tX#j}catE`EB>E|(L)sJA<{84SQxPqOw7U< zN=aJqSf3y%g9W|{g+_x0FH|qivhlmv8;=B{yTJ2@)W3e;L0(?lZou%50gbbN75sUB z=U@>&-o>4E5<`s=;u2GmDFub)>4t6id6ULEDu7#SC3$@q{Cco+Y!vF@9N(BBIujoj zVMH=L1-E^-VKIb65FT$FSqq<{`#sExix%k1<*kf-T<#rB)EWE}(#pe%B8>(GrtM6= ztttW2ozCYsiL<nkW$HZ5RxWWjH!+dNw-)o~M+#D!{egCW0#$ip6m~J<2>$u^m-n~y z&}^2nv^9*~JKbreyIsYGJMPXG3Oshh{+>6V6jp0|r6&*Q0fV3S-^;0~lo_*iuHx5d zAw4gv_LGUoUThUyrX8zfzs!T2?D==30E<E%`eefrg)MUOEVSQpQOUnz+}Lu)!vR6i z9#I(=n1S7<-3e*9P}VAu%d)0z4T1Z#AjTip+VKkhYQOvo`kL5`N%$=wO02US{@KaE zaz)6^#NDERglyy(#D_-6gm{{bv!B#3m2hzx_4Rr4>e|tsk>@*mU8pZU2eZz;OP>#( zI-8tq<nxLttsGj$fnYgCjWS6;0YfcHjd*)GF1!8!iwU2xsl9N1hihYm8@Qmh>he7U z<Za1iX%GB4bvR*7Bl#{PQi%UBAl?Fd*pBTe9D!j@z=VYz9rmR<$p}h=F-1{=1*(BS zp^PFOPr99^PndnW+{){gFJ9*K;B$6fkp;D-n^)_3s1}o@y+lUE+X~iJVO=&f^p#Kt ziL<Ku2qL7-T1wr5{WWIyhS1hkqjVzH!;%B>%vjuvE+hya1LJcSg+P`cYQ+|lyu@J8 zH&(sn!n7MSK%k4a0};Uy16+{o$E?-fw$aLMHZ%SQUHw+7!{0|U=-)PeD6Qw1#@!C6 z&re(}R{R&8FzsB&Se!+sqhOhjC-R1yee82GLdQH1dLqHBI~47XZ(ErQH5KTKE$V46 z(*YQ`7`XIumz|-Luunk(AH;&cE%H#=1|Nu}l1}uCS{#Rg)g#7nmW{9aNI*)+^z$|O zGp%qG-CsDV5^Y~vawTeQXXeh}=zy+2jnhv{RoC<U2%r;BF>Z@OKS6xBAQT3)81}!V z?E|Q&3+HBvuPN`bPY5~BtQ1VRYjQ!8pDg4?Ap;4uO887Ol%bdq?lA3OcLk`z0a)`$ zzMx}{AiBpTjoqxmX~ciFJj>fL^~u<7s+k?BX{R&k4AJkw``+9l##c}&A$IS*dc(=L zGvYwM|9B*SIYa!tg(6vkLB1*5r6V?uuG@*R$?lu?Xut9)+wjT4@B+i86~cEO`O@Il zgn6oh%3{F1ch$PgFzMoXgmsvU(LK$OGKVY?DTHkH5M~oQmEvX--%-8My!IDT&Ps=n z2*|@HsE=@<Mgk2{6=;6chU))<ZE2m#pJJnMl1-h!IzHGaA!SVau^M6Tu`w4;RO?-< ziXE*V>xqPj2neFsfrGfOnanLX-aePbW>jyW*sp|?e4VyWfQNhPwRn3?2*KP;UiYzo z^F0^p4N%xt!zg;9A@R=HH)84kVt(|g|DjXe?%VCr(9xtQ@G+6OTnPHz?<MB+klgY_ zrVbZfkVUc13&!e4FY=dODzjdO&3xxpDrrCc&rg4<c4KwwfEh--mv&_xJ9WFhkIEmS z>8u@7aM`Fh0F2*0GD4L4x=+TCAK=<zJ<4l{qs!c=nE`>8Fq)wU>uDX2-JtBty>G$$ zLN53O<ucEC2+4}De=2g(bSrqJ(wfm+UqS<!YleMFw2ZdyH2lBeI&YI-7A8eKv%id4 zhDmE7^2y`BVjovZH1CxMNyhe7pXe#f$jLj)?XI_kHc0398E<rc@TdL=i-7@|j`5eL zsq^9ha#Y;B<25X7i;WG)k@3O9(Xh}?W5Diw4Y%as-6Y+nV-xSHnDwbis9i>To|{XE z;7By23nb#Ioj7s4l}nu50hLSq#UF+%M>K`D>c_fF0trPVdW!SN20pB(TSKNFiuUkl zL`1)=9~hS{Qc5;49#Bxh`;r*f5WAlh9C!R<#L}!AR8eXwig39pF~LXZL~39s$Lj`e zw9vBq$7{GTm{=HKQ9o-3AiY=3mHLO<<S3_hjewk!1Me0pR+9t@5?_F~=(*a&Ah>j& z2JbtiQX0k$$Z0La1eI7Mf&S&G@6d-L=u8*R1RUBv(`f)O)Vd&SY&9Wy`#|13#>E6^ z5jOObD?b)~4~DVKIf_3nCIh{Rnd-0bUA$3}!q(PGS6Q(G_~1|9#y$A0;UoJT(l_BN z>$@SHTk7IAKq}{U+(E#vEX*qOSAY#y?OW*VS=lZg9fJZy4|yGO2?uhvwk=qOs3zRK zZk1b5H${BIvwx5zajEH<RjYZ+A1<+cMEkhpw=PrGYGNtiFBEWu;agrPDkRyE3xzs! z#!Sq8=}8iZ*tpsY_<N6E0*?&dB5SlbpS->Ix^V#xlvEqNG`JmErA}|Fd2?Acx*dC; zJ*JF(I?K!IDguZ%y!t?*Y;trhj+jM#wd|T2juPS*MkA*{c>Ge>_OcWMj~0Z3)O{ul zy!V!`63jnlpm4ImknRfV|1S5xzlhx5e4pbDwhZ~6P{IWLzhH8P1XD2VOyG+;xG7kY z=i=-i%yDHvTkC0{k8m5v2TPtPVJ(_%C`l#0K*eK)-vFZ7T)BYp1en5$yUFHjh8_Q1 z>7dPY`JZSgb<%9%;Kk_UFfv1l=AQTRV7)E$lHOf-JdpSCk>-*r#@P{n45^NYkeI4Z zq&JrA^t%ShRryP|nui(h0tHXwlwo)?4axr*|4cIJHA^o4(r0ndCKm9KV7ZLW-5)h~ z!bYMK_+4|2FL}4<NtJNa9k^`(v5)ZTGGvWtRPb)_u+Pq6HYz=rG=3xSc$e`SpyE2B z@bz%YB`Yn^k6E>di~G;gfd?rqi(mAmSRl>MKwHS?FK{`8tcF<p3(JHX7P8UvIBAg6 zdlqFtI&b}*O{r(=blzdqte@2*U_F=T%NHxM?6aE?TJ7RnZyUu&;;DP^=DcM(iPBBj zW2#+*vH%3++*L_h5QOGWlUoQ4bCQN)h-$4u1<P*;1YD9xMCD%+#o06&;!G`ieuGD? z&8OG<S@bDs+K~N5M}ZI&caEF<G6=<}{i90eKdIyj;eVL-#E{CrWo$@UI2g~t^HTtB zSO@^?x{;26)<X)J>4SFpertsf_r}bPkliDaIx_1aICh<=Z;amjS*(Ij7-XE~6XmS) zGV+rI$F`)6)&v>F^L>4^d}>Ui!MZ9MTVeID*LPu_T(_&35zuy*eX;D&)-|nN(=mQ0 z^_4wor|b4$Xqe7Vqq;4rcIPx>J|+WEDuV)vrA-Eo@>ug-$Y}3fX|cOU*F{RK)KBmb z40x^YSiiusMhDnXHsyxNWz?6=@)FIT5`z)++geQ_1i5jBeL}c`&IEvgxs2B^jqK(Y zae>7IH3%@(!~WhZU$ejU7p1;e{WV1KTYD8@%U?)AV_(Z1`$xCm`OVk&X~ndhOn1m7 zEJ!0qdA?ZR9N`wiE*!-p1TDGteYodOtF|Yuwj?6p#}~S*q@jZW<P30k)E&?eV#H$n zg<JVWISn*Y{<o5v^ry;?szW>Vi~q)&A`nJ<dj>g`-?yp-ey#TN2{i#pL55y*x@*`N zKZ=Z+6H%5>+A#kMq*ICi3ncwL?EeDEFT9cqyV(>OX<`hN0WG|9<8M2-J820eKIFVj zvfVNN4x?=&N+R`m`s?#!*3i3CQ&S=X`6HV~H?4w}4ON&#(`VoMiz$A;ia?^?B4(ZW znV+JJ+N1l}cAf1sOnZC=#^^1dv6Y9M#`6@wU%^87R+^JCnVihiW9VhW(2hL<P9s6D zs~U`6;tPpQ@<*1w2-3FjGRG0ls4Ht(Ds`x^Y>%qON4Z=-mL|_yqQhHPNc;YRANmI8 z>#EZUWjBD`?OivTp(*ZxH-jeGNHA$gp1jxZ6AQ$zF7;;PW1kg#+q>vz9TIt(;!yb8 zLb&9HWrNd<NQpk_4z@|n0o!;e4T)P@s8YS_2F#hV9f7JOrIyzmPyWpn82S3&;=d&u zgq{(r_jJtu?JjmU$bmGmwr}{n&*lizFEIf!3tt}y_FK`qy#$)foK@<VlBYLBMW69A z>2-yJAudt}rPM<nrAMYA(Ea2WZ_rQ8i?n(5U+S;@`*f)mi^rkLFDJxD;qh}}XUe12 zgQOxqZps{`prI>+EpQ;MX^79=aQ#2l;N<f^y|G^o<M+V9k<I?5kLXTn?=gf9I*<|h z(-Xk}Y!!WKH9c#aRDahBW!Q_%PfAT`s_AW9etIq(IpU9JRJ`Aa`C)LHi`oUwku?4M z>%!`*$|)%$wPK5)0Bs`v#N^Q626YC}yz%(mHlg5k{21oVS<A(9W{|XG@Ix1W&s^ZE zwA1=O8}Cz9Ku7lUm$}9-9?t|_QAKCSG!c_;PlF>y$x7Y9v~w5$vs@96sh4BOU2Nk* z)!w~Y!N54ZF6TeD%eh*e$YlS9K3rXXr{`w{qz7+wPabJ!N1i`R=&LT1eZTtD+!k&~ zpc8Y}bph}5|GWTGKQ<*r*tobjYOK=~oi&w2Imp&8C{kDSB9Fh*D2uS2IYXccV$;1W zX|TQ|)yWf-H6Z0$r0jvpo`fjWgl9>rrWV5EcLzJ70VC_$8NP%=&&d(8z*EI;uT{G} zKK4!U#jO*0n%j(J)Oi?=ZxbqGwG_9ghO*j=*T&*`1r(&(q%b5k(}0PPfW)VRw9lVO z1#+lhZc>S6WW>B1h>JvAe5X{_4=aMao?~mh4(?Dv$RsuUqD__r-Nz57h`QpbGWlo; zN<=WC)d|2+B@bTZyV2;WXD@k~+T9Xu^EnbU=WSn;bEMs3h8GL~v6subrbH>$$b0jQ znX`EqO}_VJxXGmjtnuC~{P9(`C%s^8qslMPn7`Wkx3;@p@!MCih7v~_^%?Q`%iQh1 zI7Dv%2iC|fcxKC2PQj(%xaaCo`%E~$vWxyWe|2>T-V75jo8nUt0ER^|4b}usv601i zEX6O>ZX(0qQt9FT9+$O{`k5)Ygy9pNy8;y}RMIH%FM+FR(81#7!h(R#Tkosfz1ySP zW0)~YQ2ypizKCllWXWT-E&ZbA)t#v0=^6epmzcmz7SB5y;`oK#d(q?g(gm1ha_QUy zcGQBnz3q|z3iMol2Y0xwV*LJbk8Csb*%SZMRl3OrbI&}JjgW>vOclGww{;Hl<V`5n zETD$l*95jnUb0UvzD}N32H!k#re@0-ROqa^R5MH57$r5wP>0h`IZ#|Wovb|dt-ZTP z$^ZVs%^uEdNgWv-Ltl1`t4zTA=9G1@w$Nx{S?ey!dFsIMAnWi_k(e+Rwn4VBkmz|K zZDM+tD+&+a#?>edv>F}c736NwA);**QdcXaTth{1fJ1?DG&6I073Ym234i7<-q?um z?<4Olgn!$mDp3r38<Ttzn`S%Usco|UIINl;$rSb~4HC?kkvl!#<Q@?od&LIz3HJCh zEJ#CB!k6_9lIILx8D4-B8w$o%pt6+=^MzU3(jdf4dbW42;d(RSSJXM_j&D<yScl(P z(9(FoW#KN!Bz_eCxc7d#1)MaRc+SjVX0Rh$x$0YYhp-RHfgC@1R;%*J7uoz63;bQE zc5p}mh(TqSdmVF6aJ$l~Mr9N3j*@7u>(i};UUnl_)WbLU79$0LkMRm++x`qSk7)OM zP^Ur&F2@m?`G2D6*X}5#p*T^>iPSY5<5qUPfsdlXoy4B^A>Ya;O_=7de^<v?+f{jJ zy;kgabz6kJFQzhhQ4>Z~E7lnqwH=@Vf{Yx58*BawQMAEBQ3B(Otrtq33Xkw?%e#VZ zX5ilXwwEwp7|LF!m><Y2H_aY)Jr0f>UlxD=YHvcm+KQC(q?Vf)J|`yFupubf>^ECC zNA!Y$30)5}$D!*(2v0Y$OC|Q{gG~UTx2PapCr;deEnI-IX$G{r{1rY02~UKbRk2xd znjdZc`&J~`Y9oGup5~^y0~>C<6)JDQ2^rtceb14rA!fsjY+=XD=Vn8F%*hgkSJ~I! zo;eDhnN;BO=!w1p$O<IkF_L!E`CBVG@cQctxIT}dBB*pS36xa051J>6NNdtMQ)hqp zLGPQUS=!tj_|<G?4^R&WFk8(N-sI#v%AQ`JQ4d<G?e)-f(tTAE>D=F@xOkfWYbf?S zz1=tVkeP%#entw*aDf;2ls%b?u>U4r-9`QQR*l`Y+|3!69Z7CQ4rWoIKh@9@a&9)l zj1MDznanLvfp7UdU>9s2T%p-gjS{|={Yqx}u-PNgyJ=%BT#^4~_MRf-;(L9~u+@X_ zc@L1J$#=*ZLm|&~!<WHAC5|C2vJ0i3LyVVk7kdLbzMM#w?{-sW5~G9q|CD-}A^aM~ zO&jpAxGU)iwBEPFgnV{2#QmAX;NXGQNUSK5?+o2ya8G}}mn?L=IjSg=Pg~|AJ=!)I zi}8~0eTqo`IC5vR(dv8gg;`N^TAhhB1TP(a=rjPgc;WRhcjBacN5uGQn*F}niOG%M z+oUJ=r|lvK=v66C&|MOfBC|L1Cxf!)>%)#eCI)4|!LO^PZ->y9iHYy87TBhV*uWSO z4u^Lu?u`#D8}k*<WT!qCOLc+yVv`+-bI3Gs?%$<UB<TJ|0q^O+=aj&b{sX8psb{;8 zz~*;mboBQL;m>^{p10@;B!ViTT#eA4y5C6a`R?>UEysVFUM=#s=1Zq$FlYAFg+3dc z{KJ|0Hjd1yb8(-7Y*p^Ly`d%3%w=G7#nZYv_WP&DKmSg>%T9#2n^{EHYfNE|<{NnC z6WYgpxzU3s1Gx|b7_Su*;G@YR(O)ND@>;jP??YQlp)75&=DONBdUdR|sn)QA^TUpo z1dDsp9zuYMXA+e`sFP~!C=8^Q{oOA>%S8rBB0Dh$t>$_W&xQW}9lQaIYse1q_1rxy z<p6Y~-CNB8IDb=UxtYi{pk502{o>6uqLeQE`ON%vMy1V=7rsb%#k=<0Gc4$w4(x7y zCd2um+<xE1{Z7_VJ;i|_%~<0(IMC96Az;?aA@Y{gO10Tga^oz4A~{gco~*LA?Z)!q z|7u?9h7k0geXzn_*ujru8Mq%fk#$>d{B|#;lu4i6vycI%|ILG0!#C>2c-(b>4!>yO z(TD=zTXxNS`uo95*=1?`OAhV6*MCTavQb5&g|*vL?s`=&GQd&M^?mdA^R|GupOLd> z7?clFB@EQ6vEV)T+``NZS3wGLzjk1Nu;|8Cf)Uv`vN}_Wt?tRiKc;dmmZT17o*_F~ z2S?hkXb2&r=Lp4qR$*+@wj+twR;o*Qy2(=sSG}1XV9JA^Vkz!L6P%ZWUtIPWaC0kT zGu>ae-bc^3C*dm<_W}z{X*XF>KFZC`uRK~2o^#Vdp6%xJVHKJ@n3ZF&#xZHHjC|ii z>w8WY_R3-;sbddry}5)m`{+jYKO}^OW8`F$d&Z18U_uS?6{uVztob?G?Kxq)Az|VX zj)mA~YU*|6gOr8-W$tHl7c<iP>hnYWbn9yR+0_`Yk|QF?`@c<?1~CJ@rwd*%`q5QG z)zXL6GLjAE=y=v+9{WADCWt%vVIbWdk&26$n-NNf#Z-n7cw74r-e+%^mPI$eSt}2= z*&DBCrg}|3HU-l4`R{^7YhaJsk9loNrA$DJY?na|W;ats9z7ar=(j=-G9DLsC~W!` za#EFS-gU7*7k`m+I8W!>i#7B;dQOjn0`<Dzm@Db_7LocPyS9%*O826?Zklew3kw<V zj|hWo-pGEjc=+}M5i-IxqFLC#AJ5deBh{SXeo1U2fvcyV>=02|{#iDVSWmQ`uqK%0 zi_Z0W1?91@i%_k|R-n1<n=1QT#f?I;y$0cGE!6W;hBepTt04JcyGK-?d9xPfuB8YJ zEbG#vnj2MNc+jSVUQg4&l)+mK_cj=1>~t`V38}Vw8y?OT6&1UNR-qlc=j3vZ?|wG0 zs1}B#y8fiEDg1u}enxq41;j_-=X}I)NOuJfTtb!b6K$9~bzvut+#}GXjsd$=xFf|( z=1-fet4-=3Q$>^3p}yeUJqrUyKhb?;G!d|!%MX0|FRZR2*PbS#55&j|O&AmkW19o) ztN$?D%YK{7@DO;8d-KJ1^{wyd!*IZDw)xjN2Im4b8Y8P-JHMXr_d~j$H8Y$Rj>+|t zL{)&}58y37X>1^|0c2!O%fiBn@x3GbG?2{jZKr=$j4RtBg+9^-_6~^+3-m?p-WDIe zrKyNTJEKXD!2D{He~UJ{>b$P1ra&S3d&xT7vMAPzhS~^wq0U+_akh`xOd3(naV?L4 zLHECZx4+qyZ37y7N-!k*UBxlebL~1l(P2AWNs5ZywonzKd%x#?x~b@35%8B3dfBQ* z5zZK*?#e<SA2Q}Q>n}=%yPsM)U7BcaaPBEtzglY>BeIiSs=$htQFsAzy}!G)x;zez zbM)aMy<O$o_r`~SCN{ETj9KQSyNwK1?5~q$lK5`on|D>n6~B8)bh$(u^(;!So5h9L ze@pc<9Kj3xVThuwy>NP~7QbY}o11IpO0a<uEe&mP;j$UDYGvC_D&t$M&X7Jn#ZH!p zK&ZkD506UVnTd*m(n^>n{t_qf92{<gXjXpxLBsJ|_R1)i`~T2K!HPWI8$2;M%{SK^ z&5xPMzU#a7uuX@3BJ&|8EmytkfoOMGgePv4y^6-tW1jdL!&;b-b_gXy!ObY)uD#f0 zL$?jmdjr<G$*Bu51X!_&7$Nl$yMWzCLbardo^4s7@N!NyrvEX}zb>H*GgM-R&sI~l z+y!@~g%(uJr`g|zKUg3wlm(4(W(@Q%v@V-|uDO4gu-kpZEy95RQGg_^kfcm9YU0C2 z63A!ASwjMV`Nd?LuYojAMEN!36Hg1)b%Zb(Xkw<cpx0f^Ma0e7MCdKS<3qWY5l6t_ zIv61ffvh(erPWT>{~Xn2*DlpfFwXf30D<*HP#uaYGbUE@!7r9dE#C4UjP8epB{G%* zEE9|}DnDYB&)AFZt6%#r?9hLjx^H)zj}Sb+wb#P5xI?@S4p)FXKCO$FgI4M8i{KUP zBR;E8IS&LR*c#1cLzvMOBm#bY?c}jRcb9vt4xelw_kI1XFo;|E7JeP|3(Z|qF773a z)YPTYe{e)7)lW=7U`Idrt@$ZMGcF_0^ONeyJ5}>W7QB&+bOv~H^360d6J+S&Z)@Xd z8o+H3)h?{$FLo@*GXg%jDx=R_XAa$FfY~AyM=TqzcE6*w&9M0`Kd$TDHwc7VqWp2_ z5^qEKzyIhL(<Ub%F{$0<+c2giMvtARNvn`;B24IVwF(M@9Q*+_lsyU5SAta8K?C<K zhs}k82Yf77@^%xguH3Rx?kr?MF__vu7qt7gQx})-IdD-cXC7#SWX~4^lj-d2K(t}M zkYN}*OX}m#2lv$V=+AGX=W=B1q<s~=@3Q*t)Pp4Lh5ip6#E4<K+Lv#Hm)Gk&-R);6 zZjW3D<O8Liyep2Vvyu`*&T)CdirCHo1`g$UONDF65PYnVq}!)dk$1*KehF)hFW4(| z`!PhiX+Jw<fghcEoFDNIvwbIs-nlxPO0<n``!PK|*pX|y6}iV^jEXXiIJK(!rZKaJ z1W9z4l=oSzqnC3Ac`*z2pbPW&+R>HH-4XWOgL)IHeT#T(sA{_Bfv<WNi-o}htZ=Lc zryD5Q*<6r37z{-Kz10t?q9F_PiGXOI(t$23h^MbqK*wb$ChQlh-O;}MY~q+zu(|nT z!Um8?_QyK!$^-5SG3H&B<9Gj?48?@(;klhn3O)5F4r}IuZ7TL}1Vk)avA$TEI6SdM z8JY5Ym&A}8AsBI^?Npn|@dNrQ*tTqQX-j8Xo}-Tpl|G02&}o|69Oj>Bb953+_6cpH z$SblBgnNGVV_LW8Szw&s1W@k3tYW*YCpMWgjsq-h!3>`jEX76d^jyw5hJMRe=daiS zYzwFsiTeFRN4I0T0}k#=@vMg6A?th&g|;hp!*6rQ*k2C|2Snb_^N)zE=}PlID<<^F zA@e?ag!Esm&In&4BJntfX#|Cp(BSeGSAUXGV6YL+Rg%Tqo0yo$$=G>1fFu`s8gG+9 z)E5;xjA(nvm8tJv3E4-yKQBuR4DCQkJi*o1Z0q*ex>_-M0CJ*IZ#Z52<CGH|nNSP% zCq!^e$Zubg>v3QGIy;Kg8Ai)fI?CZ{7lPDnQ|d{jib6R-7sHSO+slnx69xrE)Y(C~ z866~EM|Y_OiK8~!h#-Crj=%8oj9G7FmR93xgv>W$1?ZQ&O&b+wb@APK@*m5C&Aj99 za|hSGi$L?SsC5B)zpaP8#?=RCA_Z;cT{x4wO*uiq_GfY_yYlTkvlMgfL>4Wi7cT0X z91810INF+rsf1^In=&EjUk%D8ON~=lp;J5ywRxvsR3ED74dj0c#?`&)7;sLmd-W-B z)3$_X&of%j`Xgev1X6;Y#uaMsv<haw0o0lJyrdO^;?R{w#7GPM1t%XXg$N8%TU2!q zpD1H-@6qc#FXf{iwhYgR>+6`h#qKuf4jHnu=M%b>*z)UHmnsZH8~hQtsJk>!ay1qg zCH2}G<!H+H98Gm_TE>RhkhgMA!8~6{u%0Mpy7ZQZ8rc#U#mw~aM<TpLNAFA$_MM*> zPqOg={Y*&N+0{%B<tI6>KQu4wFZp?Xe&9*6Bu6`QiOLQ`E;UNIa>%lIKAR+h=B{6C z9A7p7jmmWOsWq9S=}J7AwSi0K1MgB^BdS14H$y%mf{m}UehJev4isyfWE-2Yov$c! z4rWdx|HnKHiF>X;{@CE;*^A$b6j&+a>;Pk~tX!VA3-U~i)cg1r?w{s?DR5O2oLz4; z;LHhSu+m$wTT5O6&)AyCEw<-6-ZrrA-G7O@a381Zw>EHeEN;?PxIW$YpOVgf{n~LK zam+aHpWT0Dof|eae9&04!w^a-ayG_x$O4aATrpM(>DNg@?<XzVnI!PKxrahm<n34K zO{kG)gnWUMfVXjka-#5Hw(`JN6Kx?8#qhkZ?BXD`bD_fk$TIv*K!|VxV}OYDM%q<N zA>k6JTNO^#7WsZVv$GXk!JLU$#g~z(7@LY6d)LIMpx7Ykb2Wf7Qt2(qs#n5d_;IZ} zys~yh$4Pmx_Zfd=`G>Qt?tTlhp?AV+S@j|hkzt9_R}Y^YLlbjz%(RJG!t{iOtzJk8 zsBVaW);d7<=h8s}krLVU-wOdDIkhXdO56=e;=0hdq_OUW!&T(JI!G@n&Xii0J^5Uh zSk98NO^&^Fe=Fb*jiXbnMU)4Gei9G;kNLE*X&}+{p|76aYEHvns*Niff{t48bkoGL z@&oUEj_@l5$zr|d=wzM#P9kTLX@YHay#LA79orz?3#2MOC>8n)rU;IhzARK*nOO1! zb9j`q3~QA&r0uperm!0<^*I<q_Dx7TWSyJ%vOphrj$S=7%lW3KLbJv?!$zH9I-^ny z0+txcOAN>t(g%XSt>Xh()bf*ixZw0^FY;;TYYMt+ydGBNU35#jM93wZJGuz;S-iY( zuKq?Ncm{nheWl|Kf5iGzCP3MG)j#i#poyc6bi^p5RAnQb@h4@2=M@#&nE2uws&d$8 z+|}|?i3Xe`=}e{$oYg7@HW`nWW-r;RTNIErcWxfJizGogPkPxLN4%^&k1}LUSmLQ- zV+V#60VFxv=l|$|2^Vx?aD$-+IVf1ODb*z=H%wUW5#hwfGizzPsa-Am=}DgKy$#bn zCmWA$cfxgXb3Ba}J(J|;P;hHn0>?2fA^C_uhH?i|d^spE466RQK$kFN?Dmx{KGs*~ z9OGZk<d<~x1YcPwiE)y>>69TX#M@SPV|ZWn{(h7>q)!b0kcoF=*VBG{Kj???1E!F^ zx-!)M4f|Ar*k6`D;ZH<`GQ`3vHf6ZjXHy6^G1MA{UG8<>S;i}1^Y76Wk+3fPZF*;) zW>d2=_yuS-{dUm&9Idb<162e>%QRUcS5LTL&I=T-K%;+IzY|*S%nWA16ZXNs`)jqF zD2=3aTWoozQJkf<C{0P8ID{pRo#;<#Y^dEU*f5R9C*A+|PXk%Ty;EMUMGwjGp&t5# zx8892MEeoYSeL!s0<*28C_?G0Wy`KF$O06IC?GbNRH=xvt^pyKsn=9L#puy3_8y$_ zH<|0666}pE>WfA#ft@6Qn+(NJNmB_vukI^?Hmk~3<8%zTH|enzH=Ke3Y{%!0Tj{T# zJuWO|J%Twgr*`m;hNWL;uOnalzd<BLLyP}OTZU+isHxkL7h2DZR^bIRp}w#Haa>0) zTXy;s@X`3&fNg=}^ybifyzfyo#_QJBzxC?37GzRzhiqpoU+ta5Vn?EiNknWQeEH#- zA%pl~MNkBT6lPOnX_@|q&dA>5T8U!$+13RpIG?Uy>|Ler0mh(#f?7}RjK3u4d&Iif zkeDE)a7qatASma_ev?Lwf;@o2_f&jCD39bCmt4=)kR|pNVYN~;5xTfVrx*aqe7aaw zx>#cn5vZEF#f}c`R~*cjHU{sZ62pwmn1e4gnI%4(Y^LC%ww{HF2C{@Zr=PXch$@KL zxs+CF$+5>daR>_o1n7|a*`QTFS$|yp5~VL#pBBoaOn{ZB^9^VRZpF(KNMVWzcuSXa z!lDt!Q{-Ty6V^x#A`^=J6^KB~C9+CzhQ<=<>oc*sQv8s6YT?+qZW&_KAwSHPTJ`DY zcdvUjsg~|O2lB|^0s0A`%xgc!+1Zdk%zsRs<1fnp;I=(|7Wt}PTjkVeH@~Oqt%^B( zudi1SU(o6`wZr(0uB?lptWN+(XhyM*Yxx=bwAyXuqU@3Kg6u06{?6|}gbvy9FR)P= zv;q=1np)ZLeU>R7#oXPBosd)VYOy5gNbP>b!|IoFZ^WLqrpMM2eeKNrosOzKmCjBv zJyt2cUNL=gb4@2UTPIYz0f(bSE|!770G`zrZqWlwv9{^uq?MTsFoo+*aEr^4Vi?Jo zrKu`SUt6A@p6!+p;3rSE?*6upRUaJpckuH<9XGvqhmR8c>ctbtcZE6qyz~9HzRSm? zU<{GB-(>LX%_ih<lz%?;&rKGU$`g$+mdORZG&Y&#*eLcuVeVTmXIpXd;e?Rl@!n=P z16!?*_4vl?toCJLk~*%q+CW6~_#g_qDU*BfHUvGFlvKFDOmxrrUCA@s7w_=!g~B|U z<qN6*`?60b9RCwRYD3b3tFEMgjc;j9k~2*^Ti)EciVSDus?+od``dYB9Ja)jdbl0G zP4DICVNZ1{1Os>twf*BlJ%pn!HoZ<i=LN#Z$FnV9ue#rLe6(wXCFYdjL!{Y0zFkUW zi;X{AOxsBWY{uSt&(wuFpj){h#-xgPP|FG3v-8Ie?4wy$m0GTp_}bD0%=oUv^GQM6 z=M)kG)r-c7$NDyzIEC$^>(NRlu-O9ASqM#Ej(l&Pd~f=A8j;3$C+~gLP_`PYoZ(@L zp^jf@XfJy}hxbWaMe+oGGq&8=Q;YV<#`3_1Z_=u#nrmT4b<&OP!EgP`@$!546i$?_ zj$DE3euKgi=qX?|@Tr_3UPeNn+fj9!>-I(67ULPFy$7ZRK6#=?yZp!yQHGLR^IN1J z_ipe{okjkr*T~kt+lDMD(Y6O?w3lbJ3`<}zRgL!fS$d~W?JK&|!_;OnC&!bQM7VI* z=Xy4Fd&TBQ^b$O)eI!W6hR+@RKbVA#R^oWa`oXMwRY!U94(-Gr&{3!UB6d_tPQv>B z*231+8R1s%Txr!Y&+k*xbTq$GArw$5+j+-|A&7XSgCl~(EoQd|Tv;--ha+3g0Bw%1 zI@}*9>@suK34=GPXvy)wZf$RC<I5Ouip7)zT@R(f|0R%V^6qKTtdaX{Szykkjw(8X zoX4n~k85l4LI3pAzRow8bLhs^uiGLWyT&1Xxa()NSDDB|kOY#6T~(TGxB00b;0w7m zP(D;ym$#j(a+-hqV`%K--<_9JyR#fmA$4Vf?Z{T;sg^tA#9p%TWN6}ET>+3>j}Cif zEWBy$5SgNO#VMg%^r)ak3G@Q+Fm4zr;pzTmQ|7mTx<>k=2fGD+JZ5vnhxoO*26%tU zs7~x)`JXu9<&{QAxG5Pa{F85tUm?X2HBIH#SR~y13u}76<yy5dF@c}gc=|)MEd&=k zao~c6p9}x*l{5U`E2oc3iLAn><kbln&ndcV+Ua`*^4%-4JikA>h&j``B{s^MWwC8C z0>l$EKU$fEzq1C|cUsUGF4cu#Lq9@Ug`OZJnd-TkGL^8%q(8OEG(Am$p2^`eTb81o zDDTfC+%BMB{|Rl>pC}PjgHrpzdZ#nq2G9U;0tWpN&cfft-ycBE9|MdavRcahZu68Y zZMKKXkkHeD;z2e2#rTD8CK*Ru${bbQ3|-}0@V1M2!vKxrx2%yo))|I9O{;{KghXvq z4A`Ts(2GjZ^{g*y_{S~#a?K0$wnLPSLf1VA*$8Bk%MlUJ8ebraPMk5FMW%$wO!;>A zLEU#AGDFTka;F+$blAjs$W7%o5ss)k>aTS4OOB@1XwMB3JPS0^MQ2ImBwLDyMx0}& zz4DovXQoT*r=AysrJjVn=Anj326J0w6EFas=!as~SQj1+4vruHr*aq4xQBZlQ~V2n z@*3&9`aZlQd7A4;M=o{@{`M{2S%`POXV4n_m#kwk1>BMSU^<~QlKx56S_FXjXX7;u zFGrUMIc{8Y5_7VS;0S+mkKgym6nRm}6Q2f*|EeKz`F_5K)=0(fyQo>n8n9V2)vvfj zN(6meJWL}tO&Z4`g-Tv-mqM<AhLAP{Qht>;H{*D}3t3b4Fz>eE@wAvT)P^!sO+mLR zWvAB=Q!O8YPxVV2`}e)=j<D@+p#d@APP>ysSA?JjcN@&%dyV<)XWc^$Q-{kJp*OVb z{5s>fF5m3XL>~BwIrCtn9%Z%yTdvhE${C12H!1Q6DLkZr$SReif4>>mqz-v^lGt*^ zbmOId^7d0%UvYHha~nO62E9ueinhk!A-nAfcKB3%$A)cOyPoABBikJJ@PP?sHRmqL zZ~m;HR_J}~07)x9mlK~6A;lbs=YLJi>#?GPuP?OnCahxLlxN*F!ym&+KJIs)PF@Sx z8SPbcXNecx;TX(sHP+_^tR8Bb>`n9S>wi*z9_T_iDjlE9Wm#6Y(C|x1#nHLTWYMX8 zv2|TDc=K4<J4b~aYFXMw>JW+sdmbC^p_DpKN|+~Rd>B1W))O3^<EBMjENpD9tRjp& zBS>r2GyRWz5~?SlFh&~Ul=CleCJ~V+iVWG>uA*Yh=4ib}l<*fj(Q`To{XZ`NUtyrL zz{kAHo}|K0AtLx<5x#S7vXv&X$ADOUAx{I}Q@GA<Eqzo72KFMXMv~Rk%+A}%3I(K* z_&TO*=HqAeyh0vyol<M%DNct+x>1jGopBZZ7G!Y>bQNLuNF${81p>iE6i+CfwSA<p zumv?rr1!4%ZV}BI-?V*weOa5eEXku3^C%xX5!$4z$6pt-ED<W_DGarX0CMwWhT7#E zx$vY`WaGq#onPTogh^ihmtMA_*91X7z?h+i<T+F7?+z=n=^h(mVK4BhB~hHMTkx9n zC=iho=706b6Rf;Z$Z4hoYeu0ULeXO^zmb<Nga5A6{A24rrNFOgn@%ouPJh~8Zfp6^ z*&VHgdFVPOhxrt6X@?y0S5EB%MPz)3sTE;zx3EfldYnPnK?|UNo@>-{-3kW1{OTFx z!V#vZaDCQo?}fT`dD0{tC;*P4i_`%1`$>KjceUNw&z??sLZ2r<ls`UJT!v`2%kx^Q zjRHG;Ki^oJcBU5Fx<8dR>KP;}yUSda$ZjcDnktl;B+yf%lDTivfPaqM!_`-&AB$%+ zV~-p>Zk1$LPmy(qOb*Cpy`n*Poy8?*GhU8%9n3!)FxFZ9=0+g<!8*5~m15K@&Q?I( zv~WM4a2))#SPQnL0?m<+x+We^$w%7z4!!QGuGL=zL%LSN?5e%btvRVOb-&ZP{yniq zeLrb??(h9Cy0BS4G#7n{F~APbh439}>KkO>?|B1$3jwg>wILQ2Dc9zr-W@!kqmFyI zzp{MRRTcB_Az@in)f~$&y0h31>8=4g_StM9e}t%h8nkjB>=^T5WgNg*ZA*Fg{lFU| zfdj^t;OO2?fE4;#)%NWd{rzG14*nnQDm7Lb>K_k0BV`?(h6v7@-?s!S%z-=|+%!5O z58gT=I7R`*uAJs6MFtgefFP(|qHD0K;WhhAVW4>dmX=Pd$aodKQsBiL@H`P>$r2Kr zChdkKAnr}~dh^+}MP^9tLiy~Ep5650sMl@9X|Jl+P50YxVKbDl<(vuKqnTP3edB)x znC1K_RS*~@FQ3=2Na^km9NrHY-hcTyF=PP?pom!$y0W?IRft`Z6hvy}L>C#p=;><J zQre$57?-&`;3TR!wULF?cN_@h!!SZj_e(Ag`rMldlfYjF-<ePwQD)V(*wd}0L<Ra4 zUwv!=&oB@$ja&=r(-ire{&34na@&vGUPBCFxt<`C1<HD*e|8Z%S})@kqd;rQz6NPW zcpK+EQlXns1`x5Gs5RtEr<z&JC1BjP?SZ!FN;b{TXQT2mGaAdoyPI)ll*{j88#9`2 zgO?=>|7-yH;VvtRvbV>3$zVe5<NrrUMMck$u2|n^A7yqNf1&X^hh(a*8QHkjUsazv zASU>vj2NF*X1swP#>KyphSO$IR7B+uX{+q(s~R;HBpBAME2&*5fNJlDOq-4aXM6t{ zP|%q}i*o|1wy1(;I`aenF1Wk6+|FUsYs3|uYvX?sGkIzH`h2-&oTfg3(sm{Iy7M_u zUHbmn9?}*_6(i6>e;lWWWoVXvDAu}i+ADbQ`_ajrAjKl5G$hNYoh_!z=!4yKs4NP; zo!nrKUOYAGb?}ETekFOB=`bJzW_RVWwx;9w<ji~@L9>nAuCmu1hODP7RofvIny|^k z;Nn)OGojOEoAa_;@|eOqDtOI$C6gv|^bS?Ry!<WTa${FYh^zn8tZ`N{BSSHsdhiSr z_TYYhIjDdya!n}tefSQ`fgOUy=eoIRP`0GEJ@1{gu!=IBIFMo3Dd6~_TTfWQ)U4at z5slz460Y2VxeyZ8(OrP=Gn7kn&}Q%j+W#~dv#19(*mQYs&Kz9)J9GUXR!Xtnj5(~V zN9E-qIJO_H*=JH2oU7qQn<S07A!wSTIv+$%S!;F`LE(>nEQNpicQX3_SC^6_*n9$- zgg-ssF1YOa2U;{e=cuFB^~hq;!^v{<);466zm7vzmHp%NJR8dbdk*`aFYoHa2I3~i zeV1+hc-FoH%^k9%l|eF|28RE3;gf{*X_*izfW;bs0;rbH%h#C*JiBzkaS`)<yC$$j zkOcrT6w&1aAA_FkGcuUR&T|iXEP?8xTty_`b=fH?RI9#mEQ#fvn3k{Gqa8f_b_vT+ zZ02h2-percj(J7MhCxq@kTab*GSQFf#!-_cR=#yecu!k+jvKlExpHZ)4{2sGGydbr zo<-{`B^5KsB}hbw$WjwCM(e3bxadVGH{Z-io|)Nrgzz^gk)fWS>ofUvx=(<97s!}l zJRY*Tk;M<<;n7pcT8YJFXRFrwdN@{`lLL21Q`4xc(}ramY4mWIG=Fp*DFH7@I%mq7 zKEX!pqnL6I6{K8U^8P}gLYw<DnDh48eJ<fO@{C#ll`mMaEG2I=I{7ETbZoL6V;(lO zK*Jj^JL?=Ux|aW!zlt($rRLCSMSY_l$DKnLqa{DweLb41{=vG6L@tK-Nh>LwjT6HE zshx>=|9G=}Fb|BLt9p=M3Sbs0Hk}m7fF_kUcZgrQW!L$|<K6lWMoDjI#jqdWkEGw- zZUn<AxdpiI_5{GE-7gD|Ea2V!n=|q!Sax!x;g1GtENn}tDsg>)dU1Ck)c%a`h8X$v z)z=%a&uuOFFVXP~?qm40(n8jchE!=pj=KwxGiZkwGyuEM;xp5)(IM5tQADy@+<i{L z3Ao1H{4>@SnF`Zue!obOh~WMxB`P;OVl8TTr@*1Ep?yV%?Yh$2;Y<F;X>O`ow)NRV zgYF*f%%n*{t;~0D^*66IYcr0vsYpe>kg>KW;x4Jss+w5%n&8Q8$^$4DLcF+yHW?s8 zc43j8Ttc3u32a4ald7r6R%1g=Jh|a5)_MGBL9p1(E&FD~Hs}4p6gH@f_kXwNFdz;A z%Qu7Pz~VW|L{2PN@u&>x97P)y?eUkN>~sGgTVDYbXV7Ikfe?a2u;9VnEqH>vyA#}< z!6iXL2=4Cg9%OJQxVyW%4D!DGyZc_%tDTw}zJj7^x^H)1Ip_8v5+82vbo)+)Y2q0( zDvy`rQ>w_xN-gG;@1T|+wgIGfbu{)IRn91~X|=ja+#$!piiWL(e?IqVD<`O>(G67V zTC!4$*KU6Msy!(g+fD?^`anx9?({A1pp*ee-RcHt&u@_{^0uu-cvHIG(nQY9a-a8K z35vu|x~}CTbUroTUpy9m$iirL4d?orfypGocBuYbm8TOkIw>{Sk<BU!Cj751HTo=- zzPOyZ^tAnJt$U93`59}q=iVo!#<x#kUNRvoJu^HpI2;<uy2nzd_LbWi^|i5vM;q1W zlkV3o9uB%{-)Bm0t$W#vBOrNUXgt%qO$5kk`QowsQg^id@H5>$Lyj3Z*=0*;$Fj(t zz(qvH%QNBd5;T3=PnJ%P?j!HeKY_G~1SPy*WbOp7t%|PVU2d=4eF`CVF@CdKkF9g; zHkKJ`;^u`T_HCo`;nvu411x{_ph^9La$#a8U0Ro2jq03@iD(!=YtcW32AI5(ghGkW zC+6u~jF($tE;7h|9u={k9g4;RUh~>(sN~MEtcwcKO<-V(Dn`K9&$=)jpT1cYmb^;x z*Ve3H7$9OC&{x|9&cxc@sQq_K=>(Vn@M*{;3Z=s;uTy4^oED-9l99%2A2VZdW?FgF zr;V)iMp=|2jnKMjELNn6Q}>Pc;3rnS>d%B>l&r?b1R6dVR8p8FS;IMAk8(fI>ZQry z9=(blvLsbTU!QQPScf&O(A700Ev?K7MzFR?A=~kw+qQ<;JDC4BfuVR3)B4;95F05e z@r0}@08%J+lXFIgVo@3;Rk!l{UZ}FE`zqvgJ<J`OI-g9rS}L`y52R&o4Tnx>$~9`m zvTBYut^({w*%i*hd{?Q}_A&vq=?~`%8qtQ9M6j4_bXl`8`iJ|>a}QtE@#ZNjkB!Uh zSMbF)kDUQ=q7X9trr-s<+lS2U)6|{Y4@KOFs<M|vhhhTXDj9J<N}(cCKOV=Fdt(YG z_O#q)MKC$-<hVWU(?vd7HG2QTU0r~@mY)VBV%bVnR7$#kzI80T!izk*(r<J=K?Z0W za?puvHRnZ-fQ1&4Am07sIJX;RV-?;SZGd4#Of1&Pg&!GxK+7xeHNiOC?a>q8ya}q4 z{Cqc?KehI5U+4_f!SdTWy;_<61B7rpW8{n7&Q~tEs|PC1+mWgUQ3+J)ByOV5e)QP} z<BfH74&tEIkb(x&KCAka#=S;S#?%idom>Fu)8ZvWHjyDo!P0m1+`7hAl%lB|V~xMk zYq8}$HPXRWP~+$mFNn4v*NGz&(y{tQbC4ItR|Km(4+>)?6z6+Ks+STw^Y|$V<zZ3e z%*BhOX#$M*(R=zM_CNAsxdf)sZ2{t$6HY>e$o9vwjToJ5ag;td9y1*1WkZF-5$~Dd zr_|c#?um6;m0R#BlAm#&cqTK_rA&5yBJXaeY@%9LT)YNXh0abp{<*-ZjR!f~)lz@E zBjFuRG-jZJ#_B0q7~T7RIfLRQa+!S8n{VY(#41=r@ZvGB<QKlFH6MQWIJz6YM~mEy zR>BXrkXWUx^lq=HB~q{1DIA#<A%cW>zFRf-NLHjNLu4#X+9q*rs5;WUR+R2zDi!h# zXZov#n=<kzmq1mG&y}z)*Y)g+pb%m`X(^FOav*Nql{t6OJL5op!EGmzVo9>FEGq!I z<l$!<B6J6#A(uA>ErHa^3wmZ`u8~Lf?9_8=2PT|SrCb1bCx>ov?q`4|<05!jNeK6s zdf9gOPLGBBbbG=~S&_|S+r1S->zp0p{D`d^X%^pDsfUxWzo{&N{bp{6@n0tE%HhSO z>zVI$x}hVb>Sw)_5V$Xt%3C@%1vkOd_#eHM{|oyLlTzrIzOzO=BN~SiCUIYqY@3lf zy;U|Q2*uZHRsn&cCn#iFKb*ziQyr-q78E@BIgT#+X<Qd(eta#gr`NX_^lfy$@YJ!A z68Vs=m@DO4`XqGW8EHQ0=eDzwsaj4}15*pW@qG`M)@2LS<tezb2#FLU+)4|z=-z<d zEo+~nQ9s`Gh%+1xxl;6RypXn9qt!ZdgJ$H3G+wSFHN?m&<CZ!7x0udI{gz5?^)!Ow z8!PMn)V^OisuDVK^qDxq)9$7)5SyxVF05}{)r_a3PNMmtR4rLypjXdk7S;U*88!$; zFJfYcQ~5i+gmvvk1FD$`x4X|jMu}^hE{RUPw6*^Nc>R{XDRF`WA0;-(!`JgW8Z+Ah za@;TONtvp5Tzsf+9nH}WNkrwToj!-N+Pni(J$AtHvP%_EojOb~SqEwFH1RI_d{uTP zu+PC$?=+_myHfLY64*`eU25wcq`NQsUO7`;dQd9HlYyDrH2JN9;WD>LdEO4u=P$ga zVHF-S66C8uaFFkClQYA0%G=t?ug5N0LdH0YBq8fxHL0J}Vm~=zbV+>qz19)&J|}5b zBZ(HI&A5V85K9dsG+L}6Si`ZHqiU)UJ+pew+`iDlVH~?TRHE&d+VP5+x#!U?R5IYl z=X0}@Mv)U<sf|wgm5qyr<Uk`5Zu-c&+)Np+a@!U&Sfm_&3GCasw*b2#cJiZpF<C`% zi8}&aF=hL{5mH|HxQJRGJc*)Zryt?<ci|F<_JEu=NRN8a9!_ggo^Wc_E7r_vh}o6& z_L1%P0hP)S#-|WW*PG21ujGyN4i=NmX17h6Chs>K<;{yH+D;m3z*GZO92NzfJxh+( zLzT+NPoUudx*yY`TjZ%kH@90ar2K4Fe+OZ^h1>IOn30~{Fiv#rvMV(^Wu!|c_S@7| zmx7ac5?8P|E-J)xTc##^Ya4qg*Fvht0d6!Yu(Y#?MLO(xz(4)RWIMLezUW7XG`InN z;IFlL%P)kV>A~|-iUejFb6+vCT>X@kblK-o{K-s5ZzhenEyo1!$DOj&565(*h3q1I z##5V%u&lT(yY96jp)!JvMbR4HCPa#V&yV-7zE_YD7?Ogl+U4)8%II%Fa$+?+lB11h z1Aon8x#E07+FtH#6;iwoxopE3eDhu|m7%hsf#@=56%57F_1iP<vGSPR^6i?b36N^L z-Nr&(oVcsYJrj0xP32v&i8CY`uoCfsRr4qwFtH1kjfkx+JPfAGy_MhXfc=~C{K*D7 ziPG`wn?X`;*p-P<27p>99Z%a7sPi4Uk*C4}Ig1^<T<+l8@ZiBGn^<lqT}n-)pvCZL zoBEG1zDNrn-Y}PXgwugO4bg%WL(44SKv6T_Gsp@G(=l=ewA<X8it=a`g|VbYVEuEj z>&4e<7^b{Y5j|4IM5aV#13LiFj!&~}zzWt36U-v?%|z=RC}WRX*V*TCGDcq}v7R&7 zx&jHt1pA3gMFd-KTxH=2`K3zYp4AXQ^?slLgiv6~`>#3KdA(7<N`hjD3eD?oqzjuN z=JbDZg$T}+$;x5-7>9?xvC3=dp&EUR_^riD9D#a+QzB>!<1m}<Q3`(G)M%Adw=8^i zTXNQq3^PTgRIV(Hkrpv(#}J6FkPrY^|K?e`9o(e_FD`cuIql3VgX5QQl=aD&A`uqU z2&rTn*U9<EaAMXmnDTF!t8%CQl5Z`GU{tJDnRnfH;`9S0w8Yj7`6(0{qm*H*Ge|y> z58AXVbY^a;XUOkMdaEin8@pTq_5QXyCXW>xEBM6x)CW}Wy1eackHHb%XZ+73qenTA zgKIt_6L8k8{Pe6+%>s5}s{1o?_h+qOT@rHRL;yD_;PD$c>HNol!MeM~XTO^5LO-`A zE!Gm|l;)Hggz*;^Ril67pJ#$FLxT?4(3%mA-ye1^p~97c(;9vQGJF394`jkAQ6wGk zOBx@fDyLjWrW(l0$UOJc+qrAfu=I<6S;4F{uBTd2sx}doUXDF96XPE@&F1F>EYP}f zo;@(qwSD(RH}s|cZPpo2)w|TP;?OE@9J2l|+CT@qt@jdd=>e~w7^F~c1MD3}iRH=l zbnRnx!>yB{wq~o)I!y!t=;S3wjYv<m`U*eyBFwMah1g3cQQR!@2jzEK_3ay{N><i# zQlOK1-JvgSF1RAqzE1-ueJ!`^6D>e*3W2aK2>ND!v(@PdvL8Q}TOiqk6Q=o%oy$~s z-Y4Cs>Y#&%eq=ewoTPSm%zY_@zntl4m-ph|3@-*bFCJh<Nmn>Vns728#re<na7FTS zUdAZb{Q1&X8BNkAT0ot;iuJ{o=r2&Thd>*TzWnj*6>J=ZME?5Le*yp?wSfMo2`^`F zkMUE})bVj#nho1Wyagh62YBM;fX9%ik(UXd6osU3(YtJ({v<_oY{?)}h#MlP!%<RW z>pLjvO<>gETTn+$hwTqCBchq_wJGo*ty0?0DkT$_m(rb0d3gcK!fFsbt%+YHRDc!D zXec>{WlE@E{EJLzqVTiz_3a#>0q6|~<@6%Mu-KJeroVZ_`|<&fZhC}L0C!P;5paq% zTEk_~RGo7Lq9uxvefx9|a`8q~{E=CW9*~cTF4V5nzz<sfQ|mR!de@eUyiJHku~IJ& zMey1fIo-i+#lX<WFGkqvPaow9XwhXL8aA1Gy(#P;xcg6c##h^TqYly~FojnL=JQF@ zCv6^mlg2GQuM0h>gNDKkOnJ$_a@aXvyru1wSt*cjjBRNUSRus+I0HDG>J}4=b48T3 zUy-T7K)ulR@>#>}8-R~9Mca%;igd++lOJ})5k3E<?h2-631e8PT9o~uZ>|(&p3jY} zHu<k?^Z^1d=fv{8o>qG!$sHPLrr!#?=h1}`R?CdI3Ie`CK{X}taq%&nncIE}4iwQX z@cb`MJN*){M1dWOgY@ryyWriLsF88q1};}WqQ<U*bvVP1U;Jgwq-no?OqG34O7Y%w zxK0rHw^7uo&MsV+|658Ew$e|flCTkp76DF4hEeq}?}2VqIEr<5sbQseN`a!BNQ9*r zQlw;6WqG^rm9mw80t6L{9MJfrG^w@{pc88Sc)3J~nS{~%kwpRywEn*P1FAnFT_lJU zhAJK&BraCg2l5X+|4Al`QF#ICP);C62Au<cCjavI$Y7*7nI)$6uJN6c4mFS@cdolt z=bNzM1x9sWWPhMXH%u*_p}RkG2(?oMNG4qWaLXIutR8M+g!8sT1sZ%drG2U`H`1-5 zS`n*NqLOu;`HqHNQ80r!6gqN$ra4g;GF)~KXJl!X-<2d0-xapa;qV;l=F3ZzCt!qm z$j3yQJ0HEyI{&}!5W|BKRN2D)kFs|_j<R%>Jv0IXwAu=Q+2K!1oqtdLH%JhPgGeV# zot7c;(trzVyOr>mQ;N5qRlDO%yqBAR#h8Xrs1Pz`o^#-Q^hZt35aDOG;UeCEhX`D| zij@{SmH%GUT%@+hd*c*MyOM6&VPSJ_ZjSHp!BJxhKu6hMtn_s4+DW@wprGJWbjf8s z-)0GPg$6LhS_Jmxa3p7ieg=@@g)gn7jqqs5{{lo~6TapT7NlrRgd+u(Oz_DZBj%Q7 zVmW&?1Px}AWo4hlj8vneL0`I4z5`;+cw!=NK@{q5K`0n_^q{OV24>a|AoMcYot=^l zO48~NaG!ok{)Pb|s=uEEeKFZdCD4b21IuR`283*?xgPNS%V$}<tm!-iPzQPsz*06f zEdyU94G*(Qd<Lx}6t)DuRReuN?rrUR1Cr1TW&s&az7>4~;A{E@qcM^BkTlbO*SQdM zKwyF0$v3JsFYdf<@AD6Asv-q&jiP?^bDdFJs`VqJvyb25flq1TgfZc3ch0HP;Havh znvQ{yQgljnfnzyLX%em5B&%(oUmE)MI=-Y>`fO?{(J=gL=3HVFmeMwCoAt<W^m)AT z&H_V&Z*G#(8Rj6T^vxl$&#=WAhS>#O3`q_OBv(DLe{xIheAw9Yi98Z@c{2?c=328w zUdAK618hWS2Nmkac=g5_;4__CY*2V)1FbIZA9^1eyDzpjHhXE36DCqfI`b~d;rxo$ z(YAd$zpqj9RCkBot%N^+{YNdV82=XQ^`^NsPvDs+QbDpXFn_?7X7LCMiZ2M0Uh@qt zFlyu-1N;MnR>Z-KD?0avrrF2sixT<9T^DP8l53RDOZGQdpp>z%f)ebODZ}Ne6H`&c z6S670&RHd7<fXsKjKs`LLZeN^qw&OyOroQ)%V>VnebX|d#G_}+Ri9O=qGPpw?Xfjy z>HQAaLqs#724tx0@s<<LyvrdF4y3<@(fj@j?tJ|B+N_I@=s7<Pv??l@(NQsw{r`G? zO+5^<Td%J<Z^JhF_&kdB;qABx_XrN4XN1(u{(URJ^bIKauRn+-S3;Z2ho?KM!EL#k zQOt`G2w{Z(KYN}~tUF(^+z8N=U;FE5XP@yDos2RC8XZvdjJ?rn`P?W!1L@hZL9PrP zv5r@Yby-cmk$P%Vl{vXQis-sq$_asC_2^|}{<Lh))vHEHRjEa8TD+XCZ*dqkH{l8$ z?a3-sg)oRvvEzUIM)H7VHGc9*W^rL^aRSV|7Z&o=sqt*vpH4jKaKXxelUbjXL4?P% ze^cgJPR41h)Qpuc6TPSi{%+Bg_DlO4hBd=CJ^dQSBeCIvq>f3tcRvmizO3T@g|5WZ z9^w|64BVlNtHuDQbg~q$KvRZ5TPghAwJpJfZ|*M$=X*DJw&brW7IadWjw#Yy@^jYT z7ryJj7IFG7>u=v?&4MoLVfr4&_&_Yk&h)zDQ{M8j%+kd_RW;RX0L5lqCJIwlMyZ3C z6!otOcw$|@dZZC^2Q&f0nouMwsg_Cq#gVOf{b`6XX2cFU|BVg%1C$(v;$PEI+W`ww zkVF0iLjMUzW9q-d`3~eB-i;3fs-*)_CK<|$gF1?lOBF%rqVH%rv5??UK%XJw5VC2Z zYP42CwR9VpKr0tEjoCh`+KjJXJoFPxhpIXp3Hu$@2@G{ds0<h4ZD24Bkw239@YIqG zco4H9gPOw&%hulhFLt*5v>u9h;3%o<-?L-2A#lx7C#22Piixdkj4puK^pLtN7HZI7 zh=g4(XOLcpZC=)^XBlEp@=ljFiSRc6rOo(4Sw`OA`x|fm#JM`*T1hS<T!g!#LeIF^ zf5pIA_#fn7Y@0d^OUyqnoP8*5M2H&veYO~ON2EEk)&?WTfGbbv_4;_Dk)DD3e1c>q zvw~<Q*CIspN=Rlvys*Gp2a8@(S9zqJ&M-Q)^RZ0GAHtQHIT=WaUC$&@R{fK)!6dXY zxBhK7ngx;VEhM|6^OMl_FU6#EDizGeP>V#$5BhnJE{);x<Tcuz8!!RzpeWJi*4AQm z+gi9Lfq^YCJG4u9hfhDfU+NhyNP_(5wmMBYnM>is=;OBI%F6i@Vrr6NWN3@yaPkAo zc1`j>SqFXC#-^jw)ZY^ylL+kKb)Ow#RmYqob3o0gcKVG+o?w0g>R>fXV145sYW>w8 z<C|<6EJ(ApCe8Izk73XIogFH%oEVCx^sir8$UCSiOjn-mIaA)%yalNy3=6U4lYtcF zV5ML{iY6;{!eSUSaLW4f*!fQ@l)t_ppiAf1M8dK%oD+6PmkNQjEf1Le4B}m#<VxEW z^-*PGzu)dI=sT}BBK<EmzQsO|`{IVbiTlabbf(U&mgF%L)|vq1pY~&3>L)RL{a{p? z9BB<LF*yStfdLr^H(d)M*5?2xLG|@lKios__@t1V=;ZPc7Wcc-w^)n1P01E*5<CmJ zX~!Bu4pEw0h)Fq$f-C?5EA(zDE+zH789O`wFYsBf2>CcmJQ0mvv!L64SFZ-=V=#A= z@sYqQ(YFis;RyxoNd>U$g2Wk&Ql1P3q(dGDGP-y6KU@IZl*rE&9V}V6{Z2gNv$kA) z$mon?xLvcF)A(VU#z?mop?Xu7BbcKG=fQ|ChN~nr_Yg{4O`E!w#500<;+*GTtQJF< z*w7C!-z>WmTtT4VuZ;5B7i4~*`giorK35Wr5&jx=F-3W*a;kO8Qd048aV4Q8FPiej zCNsuj^r223L`oy$oNbLlWSV_FM(o2$f76D0T0Zyv{T7=HPUgYYxl3YA=1EL;J{Wq+ z{khK8H((3+!dHMd^n~*dWch*8l>37TU}dC;kaDAihDH5(EA2Z&kBk-o%{pQ2U;xTf zk8da{JHlzhQrKz+b~Pzd<ERdcdZOqf(lmC@q$`JRAmcI5nMBdxX9N@_kReD31XHJ~ z<5UQGkB(l+#aGrU@QDP$Vyiy%6r07U*(p1~Wz52RJZD;WpoWn6V^_;9OUoSxYCYM* z^1<L>qVaI$(4tmY_~W9wZR}(V``}n_mqKq>i`MTIeM5AChk(n`Nbb+9p0Euw(x!Nu ztRE0W8kmGZZ^UoD#lxVZfNW}96;JVEB%;00gFHXzvJvv(52m4(Vk*hVek<ihGAU!2 zCr7&d`J&pP9%-wQN<X*59zs}7{OKc?bcHf@3g7_o{~`F3y6<Z6n(;imozaD5C~2^> zRCDq--<|A#eDf(wwXsu0>aFF-4aV^I1!R7-G=EttmgIn~YbY+jKWwsj4gf_fO1%T3 zTk)E=lz8zbQ6>~piZRhNKPV<+-ijfFAr8=${!&!^68BYgeXAiil_P*01`Q^Xk;-O| zhhU7)ebtB+s#&YT(gL??w3$X|yrWgxu_&jDG&cWvmaeMt%%LUKFde4lMSwZs`i#58 z&s=>rQS{T>_q2ZSbaZOi%d3O@m&FRlwIBbzZ2W#B0?EHPobT|0IQG3V@`uDvzHPj7 zdhkXL*ZyF%KOt{GA8-L9V<p=8O0bc`(4AXh9%SssTgnu3+uJFX&NPsfLN*Lu>?BNv z8op+)3A6hQU3}en)_({Dji@a1bh()?N_>EYE!K}!&mCj!^MQ3g6ZpHYSNgj+aNL4I zi2Y_Of4=mWTTw3&#^JEKo0<<9v4<zmr3u4ktk@TeAA*O{@byCeFkfk~2k$wZZrI9k zPe6nr4C*Pv6<X$fAK{i9?1h|~0SdW!!6AM-?f1N>2yJ5}Fx95C!~$IOcB(z1zqxH^ zf&gj%Y8DG&pnm0{$O7R=MF!?9!w378EK)#|y+@i&{o0)?Iy%njbWvKKfN8JppnRQ- zUgmcm%dd=}m+AnTB#wZo&lyf>eaWf;bDtv|fQOr%z%5#4^f3Ps!Vm5?oVD^1)$ggO zsp~#vz{kQx30lj6iVostk1DWXxyHy>gub!8>GF46s2Xu>>>{jmf?KuOWO;|E%J2qc zK{vn#Qj{tIHw?1@HxlT}%ZT|G$lree!O7*`$lohJv?bNu@OZoTzrRCjZ{A5=;TMN{ z$?X7gQBrZZ)eb`uz=S~elq8;{UcipC;`>V9Hvte>{@nEilr(Haqoh|1hD_L#cg)t- zDo3hiAL6z+as7+!>fvfN*Qa07T<zs%d{&h`d9a{gX;QXk>!OVneGadg4sMKY(s4fM zS#t(gL6UEydpZ<rBB?oR-jXiQ0G+X&Ubo~rO}CO^aJ<|iW`&73y9T)NB6hDwz%hnh zv}C4Hd@kyJa4^4#c~PWDUv)IyG8m}yg9cqR0Nn~D$MC&Y8Am+DTt7h5-40>qeAiB% zh*V!U?vi3QIRf9%BJih@WFcKOVZSTQ?HaNxaN-7kdSHD*g6MXaHG7%Wp7v2+HceBP z7hgVIe;|`K=J3{(Qz-Q_f9hvlLCZMDL~R%`zp8b#U7u|4Qo-y)Oo`5t9%)K(<?51e z^*z#bvmAK|K;xDuw)La%b2afV{Y?s#V#?bsc?ok`V`Vu8Bc5;!j?OYfLL<DP6t&Jg zL<S?Rp%m<|<8OT&5~VnkIRi+`&R=W6d#o{;=Dzcpd(T9!8m@CIbIaTz)92{4N}JN! zGI4UAVB3DTS;_C8f?u7Y3{iNrw$b|E!7y^YbAu&#A5|X>`ue@6<)}<UJ1j<BS9z0E zxpi+-H!V5iptSiE`bebkQgnC<$cY&T3#1(+pTWZ@J?Y()s=L;<-3Xpt@fO7JJ)bXr zvO?c+Yg%7DA~#c)C1##@Ot6&3puhAi)|g<KhY8ov&ccY66mnm3v%mc5!n@r}AxyuN zkK4+ZuCEkY_qgO*N<iimN*vsFo7$-Q76h6{_}$UX^1I`#8Q$&fs-5zM%8-w2ebWZc zaT^8YsNxfH^4F3Pr3)20{k+kiSWPHK+9!UeRYy+U4ic(+O!tc^!v~{_S&cH+Ms-ir zQ!@7bVX0ytBROst%rlRldNGa?e{nr)+WhGY-Q0-n%?+W0x|px<yUFLzY$;eN2n|ns z3>|RlgZQY}t<>4CJa*I=NXfRwr129FXQWkz^6N0Qrs=uUwz!lCT4nRgZMlC}!Az5_ zM6JD}P6!*=Y`r>wyPJg5N+TJ4kalE{5BQ`;|ATQKUjKJ7D$#~$jExRkSZclIo?;Rj zu{u1OGlM)av)YjLkG)dZ19}m{F4bGr1egWcPc0t@OkoyocQNK1Zd~Z&-EQTqB&bGW zFV3YHIYu|$2Xzr5Vw|~Gm)bR^Hmzv2EsU(#VDGim>uR_zY0phI>zTU7uT1dKlW#m1 z>?hPT4;|W`mE*hwDdq83%wa_yq!bt@RUA~ibgLKGx)V;h$WC#}N^lcJ_Or_Nvk-P4 zB^4OsS4`-T+6<RkZ(m%u1QEQeCex$VGw-JqA@4sKliQy$uAH@8nvE#9?oPjSm$dx5 z43+-w0^tq~7SNxZwz|7P(cAxHFkRJ9mLg@9g_Pc={B{HF-2GaxwF3KNKszoAOnVp$ z3|bZATlbH_p!Or;I*@&1u}ktVTmYVTe{5!!s_v(GdFzp*nwi@r2H5)aTy%Zp;vDyl z08?16TqNJJ(W+S!kwyMu1`x{@>CB~TP}TVH*Z$cjV0BHF>ax2nx|y9@eAO5jvFA68 zKRuKfh9?=z{H(jkUH6NPTIDdbu#R29`ST_d<G?Wr_%_(<NW6B%M<BzSlILctrzZz| z?`+%Q*rufE%hPhsT^m+>GgZQazCLIvU*KUSo=^Qbo|uWhq50HYV?_pcS%KLmO-oLn zq#v_~VS)1ScM|PL0O*WQvVgX!jDhht!>D;>BH7mQ9cHZyuWGp@q#<`_oQnnyKiQoT zlZojeAz`|FmWmzY=fL>W!9XHae?|trpXXn{4o6<wmc{B)i0=Ur@Uuj(&}bptt#R5C zhj&GKt^~XyF5$Y&%oS*zm%MrNbIc`NU#Yp#8efl#aAYfqxSxZtdka6<*pq0=1$ku# z(s1C&A8fpzS-by*dwwt1A+Q?*HH3EBuj;Z_;{M7FMfbpsDPe|W?KJ*-rTk<AV@=tM zevT{rb=&)WPMJoA0}{jXbYWNnoNH7~ffxNLjf5{#92!$`{oN1-NHa%@U6fH73iQZ& zX@Nz(_HJ>~0)qD@c;a;~8&-V?k=XA2`5g?*6O*t%{5%c}KeCAbnk$;5KiIa!Tl}F` zwN<pncY5}>;x$$;aqc>YT7}BL9lkiO<{RtK=6Gh<*^2I3U(t_u3OhG`@@pd90_w4z z(g;)j%98xBG3_KnK&+;2Qg||!as2XtnVxA?r{+Gc`>c9#j@c9owPv^S5#An1;(ewR zboj|2gR{H5KmcJqUux?Z+bkxbEPSEMIJL3h^vhbfw+`A#tU+2EH2oXE%>Nl{x4ZwE z*)QnsWX(p5l@@2&T4Nb7w{@Zf)*$>3EM%o}s&F~8Jo;Yatsd!L4=rJvsT+nrzmrCY ze#Ub9k=<anKas>8y*}^}UPOeoU{+t3#_x~jqeJ!6hW7zP++394mHD@P@YszPQRS&s zbEya8R8{=0)lxz(^q5b_)_OQ~e2`<|h&(bx4lSAZ@?riu$}+~XA(TiDH!_ht`g|KJ zr2o_<yAqPUbix=h&g^24YP3qaM5=9hvdcSpFnL%8?KGWytUdMV;b%GW75ycS`=}QP z@?-wgaYpvm-QQN=$$$%%f74T@b4M_HGJm7#s5!DPLS+*<=vHZmm(lNw#><)OaPNd6 z{u+hQEm~B4f9Y#=eVp;1MMcj_d?G6Bn&18_uh6ZUR!sWmi@%f5i4A-o5#FiW2lHk> zx9P|HnDPW=<BjCS>BilRR6E(~mKXhJUrtD7F01AAih^KNqu*CirVHwgYK@3APhjgg zTFB1&iH?i5snWN{>A72aTohYbo@m8wib@OI2Htix4hXf*du1LCO$xV5`Wo4}S1J=m zMA0jkN<!ps9y`z+&u>^lqmCk&^41VC+qwIOvsoUVo;z1pJI>r)&I#a`8d`R0E<I<c z4CaGcW2q;Bcl!i%&dJ%0bBsAb$j0sL7}a$Gx&Qn#aisCb2qWI$Io5D}?B-H0o5+KY zkgraaQ)dfi&Eob@Matg28G?^@P$+BzAQR^O{B`lgIMyZo+4u4RO5P0o>RIQ`wH7`h zdMo4}7Gn7!xvts&0nvN*9SHQN5Pkg(v9fUelIkDHAZL^EO8?nb4&U$JB9-nzYUZ?e z2zt+c+}HU!cuH%VTla>#Yv?O_-D<%t73Y6!>Yf^?ZOX;^b1a`NzCFCAjxu=72|x_! zsGEg^EFo=ckM3cECjuAh$1Sx6LYjP4lX*Ur5NqDZ$l8LYhcvGnWqTc!gGy>@11b4u z8lL0}WblLzW6W##POk~rVZ*DP*G1Fo)cSCKP_8t+Mepu$SL`zQD=~9@%JyeveW<wM zJ$z$>5B%224-5gq4aKDHXy0@<lizhK)|}>AlQzn=q$BS*39_|!+yf%xQI$xKXETeX z-6mS%E||Hm8%R?QJ{A~zdaCVzbGMyx@x1DTs`Sh-1v_+`Oi@IJw6?v#MkYe^*#t~d zAlU1J*HxAkOQ$!tI%RJ_AkZ=A`*RRl>Z-CslR}Y-cB9?_7LV-26c&$Ud}^GK%-l=d z@(pH1P^gKms1G}2*5yaBbNL{D7?aH(t98TTgO#csJOWLNXQ!f<9|t=clMAO`lD!5- z(yM%5H1BRKp-;2m4pG4+=;krEJg!37_HFzTOKd^3X{@n~;9ScPqrv*jNZ2-713t4U zuKp;KFC<EbKE`}kQ#ajH7y8J}!?xUScQSMHYg<U*OuvOcCv*Amo6{^6V}EcCbX>8u zK;=_b4r@f;sg$UFW1do?mE4&5LIYvH7SdsOGsmH7rA+NYY22!8lJ`bmHfE4WDp6H+ zt0B?UF>WUG$tK0bb71R0t?&-~;7#A}KEJ1fu$SR`zzIxCNABA<#OtIJLrNR`J7X$d zKIYu&SZM`4u~<C9Gg@@|Sp<H9{P3%$2j%L$OX1LFS!r<+D(QJspDfeX5jzdc_VV(G zW}P7)cBLmUd)OX%{Y>}fX}R%AV}w?FTEmzflr6r98j)JR?cyY!_W>n*Ty&rzbkInU z0N;y}^Fi8kO``LBT&XmD+hCL_qpT7osn+uH<;Nnsfl{G7+L%qFEiG<-6xe<x>cN9{ zJ5P7DAa#yNUU$#Xe=4^1EQ|N%PfAA9u+q2wXtN(FBdh)%ubJTieif&BT6Yz9BSY$} zJ`&)uJS;q7#Csn8zO607_b~@Xky83XUb4V4Njko}6ZvBqV;^hz9+(Rd3nC1E$Legk z@&y?-lj6zkc}2&+u<;%=gIna1Z1>XZFy@gcih(&Xu05rLoLmw;kscVjpvPBSs;j4o zn_n5&)w=N9IepolsZW>s+(Q61S8z4pn|c%rv>TWue-Rapv*~>qHD~T8h>rInEYG$S zQpodbecksXR50Nxv%;xwUK?TtjxKMWMiwp>iqYtwyguRr7kP_*QG`0ul;GQfxL?Xl z(%D}YC~4#KrrL((outXloYE&&wnRu>uiuh<E{jN?H}jz#j!}=*mb0ucnu#+59*Wh9 zwGZqqIg1xsk9M!Xfv$SrzhdJRP6zTj$?|!m{M}Fw`ZxTl7T{#LrDze$r;mFLq~jK6 z*dX@$-4#;QBpQUo0o~ewCBzZ?D{K{;)^^pr9k2c9I<evs&!Z^p$E5tcm7H%tfrN?_ z#<!u%H~YL(JHid?vZ9V^t5U8&+<z~<TU^P&Uw`AdSQ~n64IlABlk${Y0Or<pte1QV z`ZlVG=SG!ZTx_}O7u9EMqoe$nukvM{X**waIS6Ev0&p<H|8Sq~4J6%8C(bw<Y+dYI zv4Jb~qOD9hb1F@5ti(!Yn7^G=jI_0~%5f5Jg(76EjvYv4q-}x{ivA7lK8Lge_L#C_ zX6$5VEO>Zbz!=LbjVz=%KL6Mw`IX21?@0;^hNV+Kdx$MgNbeRZnnmU8BvSNn4nn2) zUBd1YM?Cb7U1siw92I!6?Oqf*vR6t%XIo*!C1q<+C7>qb=lntsPtTqUrr+toJR=df zk@nuKjC(Qi%12qXLTia9dsx%d=U@G}Pgi&ZTz0l4U3xIOlGCKa_e^_TSz4|9ZHZjC zZE}F4Xo?i$&@EKFY+wE_VYnmz*Yt?11CPBQ22#0g+CyywTw160smc4W=9tk1j{Kd) z2=WCp*T{ub?)<+H_Wlj@jtE%7#N#?$5QpernW&BF?A=&CzrV*$(+zCGX?fQsX3o{j z?hT$$PE7`OCsYhK51xp4E;!sgUbWq#6(;zx#1|jT#`#>>Ypg!pT=L{InmjGcq9zb> z>24M8Oc`kLVjkLk+`4(NH1ng1_7&i{FrIp?H7hk)ns&9wQt_ES^rp}Bp>4SbqFxLy z)xZYZV*8rYN1EdsB^u#h`Koz#A%qgaDKoS)3hNajC$^ruu|Kgcl?Uvd=h3?jBPBR~ z#D8#HaO`O)5~#`Zi(L$0d>PXiLJ6Wx<|-(Fh6+Rr$GQQd^oK_WhWSHAw`5G|6q7EE z1QO_Fky2v{orSw>%|&CBaGPs_eA5(D=(i^*ZZL0cnem(}HExFZHH(sn5Bsq}uI2f` z9WVE1@vBg`i+9#LrN(oK-Fzj_@*KHi%z{284mP$;_Efj`?pE3Y7t_bnfBh&<LLN3# zXHsU|iu4Hh!N97WL)3a^LR^P`SHy$08)|v!QM{61BQ7mw)!4v$clA57l0ghex8Q%| zxnPhk#n>e-F*Z)Do9U&<)i6{uXiM#p>#w51&wF|M#!FvK12+5|@1}B~oqKTO>62Op zsB;4^wD&-u1+QdWow-zgBhovRH9*Qnz48#F)?VTzH1YGgQ~dy(xWt#@MXpMFwBmol zr-vX`R_?^7)Gq6FgK*e<WyN+!4c+a1THopNdVLZOhLlH=ljzCXX`=dI$xRn`RqrK? z<`IO(AF=m;SS;?}4lVT4Dt{?beKwkE_V%&c7uDMy-su`%2wEFrAhewgu3XB+q7|zU zfmGb&erF2l;)g_17cQJ7N&{prU_TO{-Zx?rFpZ{&R|hUOW_DrR!Vi!bwrBDaJBevC zT21GxMt%E==rPF9bfgiv#!-4_kSN|P&oF)P!8UmnA{fy-_W{~N0Wb0cs<%XCwR&I; z_s`hO#DKA3^BM!aUKr}bjvDCGg+q#Pjz%?_;|W&Bu~$Bg84k3yEVu338iZldYg13) zc@=y%vjLxK3+jc&&wURUO4Wa|dD`<UydU+`R8*G~oYwa<_H+v&UpG!aR~atM{42Oy z3lSClONgrCUS{#J(z?%&p;5odJJ;spGfC$!%|__T^5k$+(AhTIMrWH{N}nK!N9%U8 zGHqpCean&fK(YmAwSuhUXVHkQ(bc#m?v-KOvn((XJM;+)PbCy9Us-jaMS~edeb<?z zz-Q;^aNDvtE?+b1+bTqWK8Rn9UU_Na4&SGFR8YtR(j%KdIV0^??=hEsTIA#-YXA?- zfxA0!el7c@vtf^_oEls0%$^xu%1W_LCfmDB)wT_&ImgVZAATUy(t@|!Yl39+k%$g+ zi!>!TMW`t=Z%^(9&$@^NOYZ=hXqVzS=i-;gjXUPAX2%zge_rgMlYZyzXXkG09U8K8 zR2d^_JWBj|CMOH_p3g$~3Xqs2Z}yZbuD_jvT9s{Sdfv1x=kdy4%YB2gu;9Lz5hyc8 zZvo+R?rx(q&0kCvtcWV353yKRY~Z8O4=r=UTdeUZ>&ZTc^T0tB`g75C?*}+Nv%Q%q z*2`!6N~+Yf{Swx52c8eoX6Nwvud&jlrxa}sgB2%5W}=yhmD(cz)m{5<$$Xw<^#cTX zxu^&s;1+IRS5SM8!v3+JO>oF0V2XFk9rdnLv*7Jd_#WVK=6G3g`hf~VsYmu`)_&>x zFdKmdBxT5ea5!YC51d%&3*BWsb8GUMS$Af*U$m##!yLSOZ82}Zjcjh?9`n7nw|XsE zu{m>qY3OHF*ohQKeNfJsF*si~^R;KVm3BG|DK0Jz7$3jTpYv!-@}q6MZ%o)L)PXf! zm5%;HAzC3*f7pjL8UTtE>)oQ9%T|~91zZ?l8B&>;G`O`>O+&5Xy`JT^J+H08jX}F> z`qFT<XwckfmaqEp0{cr#eQ%n_ExZN)5ad;?PjarvTBeqCSf-|Rd-cgC^$crP!9XK+ zO4El3n1S_)01(=_*b(D~e(RSV>+Y*E0^`{c!_wvYOeWD=>>to~0I{2B>b&_#XP@Ry z`Oi!D;7(ZdrE}1JSn{?|D{HM7`@={b$DVMWn+HF)z{33s?$}d!%IgW(@3C_2v7fV? zK{W4VpKRiGKKZz~u%-~w5b_hT;NeR1P$Cp)f}^5;JdcCAH(q^Xx^lAH=v`JGAg*6s z4sLTizKB_qkj^y|(Pp&d$eWnoKr+d<u+cpc8h}T2_7s+ri=9yDRW6k_n}B#~vB{iv zrJ1mA9~TYz!@j`>x|92ixA=*-EaJ$G^Eha+O?b$MWlm>gVutOeKx0Qcn!@>$kUyjB z(2#;k;Qj|t2RR%NydrICt2W91s{?Sf26|1|8{BZu@2bR)A2_)?Bu1fQ4$D)sA}P&O z3I0^~Wr@F-U##58eZ8-JzBrxWYtzXo&3+7-aAMVe;2WcSP1U4$?d)%FerSJYemw;Q zJ%#J0mPdQw>81=uy$>uNKGFMd@m%EokkCg6e-*|faDK3ge$p6*BgX%^I`1t%CB>@s z%yT|zsZt1;N-P92Z1*)^*Fyx?<InKw&6SNy$^$%mg3&hO3G8fsUeJfbl)mb>{hNfS z&K#o?AAyIk*g1*vf~A&$%N(y$a<EZGnbPngioTWWqbJ=;>978407V0VG=o5B4)#r4 zGnEAK^nk+SpcctmO0W;@Jd2)d4G#a*?=n7XQzt%5`_-S`=`}_W0%kw_61hfih4`-5 z$E_(oen-X5;|!w8He6;nRIOK4`{%+$!AJLlF{YQDrdQgiBP*PTvvp<tes41HWm7)8 zzU^i@``FV`sE?3^PUFgk*Co%WhRj2vQ<xtgyU@&PE3W5R2<v?eVX7PNRvQ>@*FrY^ zbGg6`vcd>DJ5PiOyVFTcZ5_q1OpI2XvLo~eJ-WitQ<{jc*yo{?@MH`w%S{H+gS&Ry z_ddgfy{3-lMh<_ga&_YT`i8@n252(-ze9dMW2dq~hCLcR^B(!s(&F~y%aXY@G^MRj z=E#|^MfO+FbOi2A#r|xNB*aP^{^;e*?1P^VZS^zHQGL9ZZ`q@7ofD%vuPwuC>`~&& zOF3AuB-4kp?%e$4ktpak!-f6g`tra9+BB!&^UyAc0hO68>6zBOI}yuSdXcw#*jerZ z*UEe~SB-vp555lyL}$HlS0&=hjv&<NmzQoNAI1Y}fvwL-U|`we)qv~1_@G6Gmu^wd z3{D-c8(B{0t2^8KQk^kLnJKZ!DAU?Id$ROk#-?R#t7^;1I<kcy03stGkb?veg}Z6d z%QPv_+#zTk^&2qmj6xTi&s~PWHTZ<fJ2knY<T;%Q$2z44@_ln$MD>+BP;H|prqe64 ztOxbh`>%D%w@j};@{iV1g<2H-_7?AtNeYKfd(xQ$<nuz^THRTu@2&R=e4o7{``2dV zz#<QK>SC8IA<u6Fon%jhB%@iaxJ*3;J)pR=nJ+@qCpO^SV0#2C75Cq{jyrc@TYs*c zPYZGL^q1OvApPAJ+l$vX2R?*|_Rfg^zJ5o-zppRhhj8aS%~ZC;#2~YZilk5{08elf zT&vd*zb`s1bH+C@vz*}6-9TJZugF;SjBtc4cNBXu1f3XKy7*R>`pUdl`MP^Dx7)vJ z@XO@Y$7T3nLFaN_Dfi(rd>s6G_pEZ&=Ya8Nt-d{Z4Dd<!1WoyaBTKdRRt~o<Mn4Oj z8`*R2Qk4l6oH)b_Ldq(ZTkSHT?ng+qb22I7ClO@{ARF183dJUhok^~l$CSQMtU_v4 z&zLF9$j!r}3YiGV;?sYkuTwZ6`WnmE$=)nf{qv=M>8JroX?BWLEF2s@m;ioeN-a)Y z0zV?{f1suMz(!=s%SV)dc3^SZBzf~}vGZ*4;F;xFknmu3vNwk7JI#iRPYW&QYo7H) zA!g=T(;GMN=JqT~_~^?B)eb+~PBa)|^5)CDuvxM8VNdCs`1k;8vZP8UUHdhmclI#{ zoEiD-TSHW=PLUdIW42}bxCYwiO{Su!Opse)3Z*|G;)W1(bfUwF@N@NbqKoxGjgLbq zEcu>sc8$iZq^sA>5`cgFPv~VfP&2T%XHoXbesFUoQ()N*=KasA0|RC|4PMFHEUdea zuG<Sq{Tq)G#Q(waf4BfL<fvMnC0lsQOg6RqqCMajufqKZYJX<;C3|XV``$3~{t_l| zB$z4V^ktj7)X!8p7N$<m`lful?g#gE<=91I<vr@)W7DJbwru&6vfD=fPA|3f4j*I8 z8MmuU!N9d*{pRROOg>!9aqw1BQqde*<xI>hSMKApPMvMd3DHW_*w_Y32st65%IB_Z z-~lVb;d57XwFG?;rcxpKL)mss%vf_%**2i3J!!V)Q<qXR?t-&B+hBno+5b6uTQp`1 zA%dDGV_VYX`rzMyt0)2E@~zj=f~D*-U5`^!oID&%YlBa#fOhx3GS{u}99=hTjEji= zr8DipD!~Z#)kyW#2yEw!3fd8%yy2I7(-(cp_ikmx!dW4VTxRit^4VRSuR6=8xFj5f z2)&`)evcif^}Kr8(YBrNU#SVUOXqu76$r^J?}5$j|77Yp`rh0YJXA?+GvObjsmKO= zlGw5`6N;1|Ir!N&<d~-!wOq69JUM*Wv~z+xNls=K@jJSoJcxhcNaq7@#C9z(%>01x z0&~u>Qj?f1sR-(Uqooy%e_rwY{3}o=&#<2AMXEo_tov5W+6|-%Gjz8JPT0}?YHz%J z4vk5T$PV-GT8!x@xVXOSRF*E+8b2dG(04Yoc;x%mL2oPP4ERhSg@BmO5d%Z3<$F6P z6Dgr+Erb)(czlofPW7$)V<0Q&t;BUIu+gA6yK!P*ot~CUL1}Utgt)9e3>rw*R*ztx z{w#=Q|F+5-8D6Xc6x||AMI?w<vQ}%A-<_G^K!))k+6UV;d{)C}S9il(xz#T)?x7UP z&z_jY>VW6({f>22lNP;0Nt+n#h2z3k!$OVZED9_0rb3@9S-qH}e=|+iNLc_FaK|UW zlyaPWD<m(M-*%j~HQh4DQ1fZ)0MP_p9Iim09}lg#^<GVy;@hX4ZZ@gK2Mtum&K$t? z&T?o5=M8I-32T69!{bw$MMO!t@A7U&Cr+0_%E2?i*ptbU&YT)eOb8e#`F92QI+GF1 zmedJ#TX@gzrm;QpqRj)&`A;$n`H4<Q)JLh2BUbp-DrqUIn3#kziY%gk0ko!`EWW1o zp*eL}IhQGy?G`n3u79KI*KbD}*=&}uKlw2xI24JLIj#qKwDo8HydK&Dx1XuGd@Rvw z|HY29+dz`ALkakk2L{(!D@v~Pyb4P~yrZDQddriEc^rk_jrSpQ8UuV0szb^H!<QXt z58sUL|EjCtq=*z}h#1K$IB@h$e7<XY_Ly#lg#o4t`HMgN$64DJzlYKI9hp^;1t0h{ zYIyJhgKQo`sz?)rWKlv_E=e@6u>xvVO>XaY6dY@l>MMb?kouyYfO3@k?_AqSx3FAT zQZO*K+jZF+iCvj9KfWS3`+_OgWMkQYzF@^T)xeW9g?b~>;@FyXJ4^*G3?;Ol&0t8( zD8b1r!D?4!gySl(GeeaCLfy_!srr*x3k}oOH5~Q^ZB=ptPdF|=VBZiEY-xUTW%8Um zvbJg_K#Wz!m>M^;|C7k{`3xdbzI!frgA>blk#sx16{+ZPJ5Z-fXV-qZGEm3QC4YD- zBl*Y?o(oh<_xCUA!^?NAV$S>uqlWEt_Y|yVHt=6o!H5vv2#d5_R(S=(P(ff?+(kci zz+Nxddfs*G%rWyqaqoK5V=n^qy2yloX_63Xtg$sV#+M=xbTRZ0)KsJIc%Sgt_wQLq z9KE>D{kE_9nJVJMIPK1-?@6!JieFZVIw-M{-#x2SD8A!HHLE*fI%hg()Iaf)i{iGG zw`yVRD<;ouk$~0#^(}jR&02j3n)2V~ufbm{BpYQS7~|R0hQK`RdX|KUSMG6}2%N0N zw<LMhj;AP#_S1G#U9Arn(8qA=(`80*cOwE}cyVmuzX0QWLhpSh8XE>}B1Ptjg4UQR zWhRkQr63~wclz+1m{a$<-HVii!S#6u@DDG*0niF5jFj18L`!QqY0)CLrYSq#?_5(I z;v%^mbRBY`zWtoBE&2-+A%fBq^H@p(04fTX;(-z?isiHvt?T{#a~mm;n1{TD;paar zd*^fhviam8wMT`#AjBdn$%KSi%`&VVrwiOV9HnlX5WM@AP!9JtBIR*)a%m2>TrATk zYePsIjbe_OnVZJmWi0}CElkZ9o0+q&{&$LlU3%Tiq3T}!AHJ5;w?-lyiM^&0k~XG| zJaJQ~rxevkWD<>X$0D9h5HGMyKf8x4wnB+9^+OLWCy(4N>Ml=9g_qYX#3g_^18JM< zI^Tdk#_v1kU`ul;{OV|MnZ&%^fVRyNW1>|1+AELYZnYyZfdRK-d+m1^AYXBewOi2z zcj_nh%xI)bJCof+`4wKlRWSgi)0sFcwGwPA&it92)dcl0pt{PLubh3mxQL#X!SXuz z>Of+T2P9@jPVGX~Z<eXme=wyF``tQH*YjsL#lmj+Z?jdSV-^Qo+|Dcua?mh{qO7QQ z`ASR$krN=U2Nf4+2;r5^AwM5A?H>%?9}H17=4~tgxs7!>O}v<_G1p@WYpE@4u1r6D zVmKT{vD3);IbfQo`OAu-l4PLxM<!qOS}H<cw4>{Jl;_iLx6Nw4fnOs9&;@LOPp~%$ zw^*f12oK}^M}y+^tq1orm&w^d{_GB=)~F;abMJSP1h;9FmyJ{o!J4PlhP)^eoA^C5 z9Ercv7Mv>!1RP$*D>J7K(y!!sz!c<@bfv-uw5sP@iD}DOapfzmN%{0w^;O&!0_+R- zI#NL0B3~t2$DDv$&<+qHr@R;p&_fNQk`=Www6U*UKCSx05L}u>^Vw>)89kmqAFYqT zSp9rZ`F_qRb#$Wq;1+&sr#)$?4VRG*7P6zcY`M2Ncxp{uo*A;d+=2I3xJ!A<z3+2d z-d*b0%uE4~2~D+-7URP^x-qROQAa<mn-_?Ehpcq;(WwdD&7u@UYhNOwG&T~2n`<cs z3+c3Q52(wm5M<igP@VN*-fkEJ@6OmrJU%>#UsRJ_J93)=N5)ZN=b6KhXHNS&opxeD zd_M~9qoa2~agLMqj~re6s;8?pCZcrE2KSiN!*e~oHGz+ByyP|gxflHm^#?SCJE)si zejFg>G;X7qOIl9FNuXSL*SKuTIYLt~_yXMQ0ss(eV=o|HEa22R24GZo3K!`*mujz* zTu&AfQ-t42hOTo~c5@8`_PAu=bwgX#Ob@aWce+|Z>IKw1zAa|6K8ZDSmA)wtdi^IM zw7+`-D>q)tme7CGR9M!I*xcKx#~ERMJ(fPt8Ll<>CH0Z0{yQ#S6W!AL;A~VvWneyX z`#qc<QTu!~er>OW?NK)Jw`y=tcZwYL7|%{%qS)@B&1Dd1>eK!JC$h(kNRl!ynAW&O zrMsjXU%X^Fa*P(&Nh|ORr$4y)lVe1P?w?Q8%R!hW)TxNB{niPf5A`XhCps?B+2(LG z-v^({IEZ?@m8nBV>)n?U>=O07h53WZ6Z!pjQ19(K=YN6R!_)Rv?U)3BctRt2*n%4= z0e3C{q_=<rOkmqPP6cEJgp&r4m0VmCb48s)oS`Mz%We3(+(;*))3dx{-Qj>hvi!D8 zs;n$dj+g<o@L)M}lp!9)+95=K<;N|&M2mfT)!KQ>&g$+>=(DJvn1lg1tY=g<Mf|iQ z#JxWnCG79XPvyL$?fGq+qHNRMP+HgHKwdZD6CoFg+T#3$sIiJ>!0BY_e@x?EYIpcl z6p^V)tx&pEIIu-ZR=QH)`D}Okie$E=TwX^1!$AB0wD+E2O+C@OC|CeNK}AI=K|w{N z3JB7bE>!_RYE+~*sR2S$q=`~QdXp|7gx&+vL7Ma)KuYK#lmrL~XTab8Ip5E@_kOzb zW$!21d&-(MYu;J!nmyk<Yzg#He~Yj~FNQ@QHWcllc>U_3-&SI#>56SR=Z9ma`D{Js zY+rc$XdL<ICB2q<`5VRe2Gh%5Pte45?;SGJZa=<>$;Q6>*cjn0M;8G3iQxl^0(n8T zxp~pbl+(x9&TDd*ONwnu!}@HZ_1t;_Uy)R)K4EE2hqgFsO7n`dGh!}oQi8#}Hc2|= z_n`%wxDcv91^t~k3lyZS#@^${^SQkbq|vYDgyw=^$tfQ1vOjKFn%=pZp1GP^)wB;H z``cZfPLfzYg(Hm=t7lcLna>wZ^JV-Pi1sLh8n0H%x|B0h=b3QqEuC}Oc|<7-+qrEm zzcqre{mhoAj2G{~NLNyRSfy3;P~6%VWz@=f&pDPOG@d;zTU}Rl=&cxaDQ^KUtIJgI zIW{ALBGSFASZu=62vcEYYLXt<i&fU8=z_nOV9t8>*5X&9r#G!X{ukmpkigH!zJY=M z&(?*b3jTmoJaavQUS^jmtH&I071=-dSZB3I1$n?__|oRC-%Hr;pGEf9AiP62az7=@ z$%*8W(uvfRwm|v}dceoUpnvGNm)njc_Ieq1=`Wy!inxkQHX8eeCu#O^Fu_TUHROY$ zAu?{69%aMnF>^;8!QC-FlK!m$@abf(@tS97Mk~AToD0aIg=i{j{4n8gEBRS`W5UrM z^^VWz9ba;!qh(Xn1(%s{F>I{I;d#ZnU%Oojjz%k`nNwNniq+sIX9{ou)hsK{8B=NC z#wcgxc1qOWfU05keNSeMTsM1cIZD&KgT-Yg5N>O#R#SG%Y$Qt4Az$Q)y=jfI`<}{; ziRgvT+~yP&?tZsm5_hw5#MbSy2U6a8b9A$pr(GeOMpiA%)9tWQez-z)-rna*HJGZ& zBs?z8ytb#0S#bhU11e~4yX$fp?IqQ)e7>n@2c2^D8iB*`;Mmd8!_)i4+1nv+v2FBY zovAJ@D5;#a3Muu<61l{_P*T(pt9{aFx`4E$k?0@fzF`pwIvK<v?#-qjbH-IuA@7PM z;}~uxc#Uo|m7V!U%o}67-s%*isU2q!>?Whuy*YSZ1EVEKzzAJeO5ZRh4I({(8_?1u z?;UNxU=clVi@W^25|<pITd5K%I~7{0Ke+C{Nm~}*zy5V7Q{6}0rKW%V*-`BKci!2i zG_oG2OM-8=eVw!qkFFhHJ6oCZ?eEJ(69+MGE8BF_U3M>ohOzfpH~PmIvsl#XLtE2= zW|j=sruoOdp58dhd)Ey+W=T=sATz!x#3x&?14NJAi5JKrxZ5LH<2?6`QWr`>g&wlK z(a#fe)f)_`b2b=tCoT;u>YOL+%8@wetDGWMW(46G4;IaYR>0S|iub!a6B1D>YxKiW z=g?ajUhAqn+nI;6eCEl2rX13Y1#5Zcd^MS=o=N0<<qU20SGtB?7&o;PrgV~``~cL; zrrp0J9kE?S4-ez!tBT<TW~Z{k&W_o;){kvJYTTsQwun3T+pcCXOQ5Yv(3*OJO$c`$ zG|)!xt-+v;a-Mv7*^nu$&u@D3ysQ7~&E_i_s`(R@sfVa;vr$Gj%!TM;M5zzc2Ju>G zc<<5KdPblUqaiO{^9tysQq;4xeE9X9^6T#GH6&c;6c({(Dzi3QuYNM+LjE-9?VSpr zhLvifS=yd{+NOG~P$g}mI?LT6i-Fw^N_xUaC)57Ac_+6lVXV!fN?<2J#7oMo@4~q= zw*?mOYO1sGq=tW1oO<^$cFdvFI_8TLt7ZC|ZKXG{UzNpk&T%}v6`Vn@fpWp}Oq9ph z=R@mrp*3AYv%4GeBU5huY8sWn=lWuKLU=;NY&V=oi`&a92NvxDxkGA<R-7v*#=6yw z#8bb;LblwRg*y0~cY@kfs&8d+W<7-<t_NJFh=X9kam(#<QP>}oPY3EKBZDM->oM?e zl?AykI?9{T94V}VU9hvLv>MY*EmrT0noPV_ORrOfL_4b-CjHsHw{ON-E?zoy2o@yX zG<j7>QrxZK&0kskSfU$4MHE3NZLdUoBkARsrugqTCi)tMYv%&<e?|1aXSi0+ymBV6 zw@(O5nA(g@Pz6nmOLk~AVP}6Y?9;ioseACHw|(4f-krawX8D{5<8<G<A}SH4$sbM? zDpR~L@xkT7A=Az@1)~M0T+P4wQS~$J$cU`q*Pq&CvjWe{s%q6r37qe{@IY<LqlF)| zkiTX1YEy<Wtq2Hx+4`Z*q#!mfPo;!E1zL6%(+ejj_l8OOvdXcZq1r5@CWizpZ11B^ zBSx6c+qFkRZypo=+O?0PR_6;+zH)QRc|sj)I=5!s7TV~mpv^RDUJ1jdjC#+_AJ{^T zV@896lwf7rf>^hWJwTmZ&7U`KdS>!m`L^2|WfsZQtgMRIYrI3BxVx$<%ol#&5h<yB z!TN9@{cg6KRY11c;LdrDfrL=%@_0?KHogyduHa?VWu2i<+P`b6vUbXKsKcI$jPf76 zXbYGvT)Fq9*0}Ei^j=1w3_uC5!wc}%U;7$~v}5H)yfGL8h9H}6$U9N4CKsReB`j<j zGvR(+i1CX~-qm2a^QY^lQgktRB>vGws=YriUW;6zKAU;Pdm1Kx^5eCTTTQ2JO3_@> zv$G~5InGfac=Yf_$HA|q;zE9UEc#v))K(6rXqZ-F5>=nrUZ32q`&msqartfb&$SGf zhYDz|p3H`3)LaRYV66pB^0CT|*m(F`Q)3-HcqY3a(4w-l-36+7!Cv0#AY#x!MA)^L zv69Y64Z{>MYNX5P0-}7C7Ef~`jVHRlx-`84@k=qa#=?>yP-oRNEJig_H4-Vc<<<^j zn7)pHBT^FXx=Vn#fwmfXdEY5Jn6A}}!-$|pN^pWFfZcCz{%Z0|(@O2n)~=QrO1QnM zmC=+Iq_<R%T}g+Ft4~+qhKr5(b<?FS=xXgx9^9FPOY}?i>q{8*X03NZ=5({XBP^P7 z7n=bY+Si|oPN;{3vdqQZ*j0_!TFzH!gjXQ9k9{4j%TITk2dq2-)U;L}=ICU+d}lZH zlIeN<YEZ$IWr~P!(=SU(4Ck>Vzm=s2E;Cf_$ccb=$Mqwtq@mh;m*S$VU9IX*qn*HH zS6o+3HA$P$L3f!A^0MA55Iy1oM~&3ourWUO(C$n;U~G#;B~lDyHnj1Jf@KQ~Tf;?* z>xZLEPN`MVeOVXS8>%fh%@<V`Ve0Ze6JPGOh9!N^4-7HVb?huobchiw=12FSz7IzS zdz}qzlDKv!Geh6OdrKC*!B%ZoxO@u{<DArdr!&n=t2${2o<7tjshs0Q>5()q8daBI z4%RVXWh)N&HM}C13K$sGs$~;RHOzP7;W1TSR|jw^{07|HB*3<9XVtriYS-Ve;`JD3 zPZ{8dB2KOHElLx5?c)@!c1xDG8Rm4OwOXK|;N%{}HK~iF6%h?$SY!tp&eXY3Y%;;# zU$d%gS0(a`m&R%1uY`-@`7MNDyvXW(zM)+0yop+U{kRtp;N_Ho&=s*c<P2mfXyuv$ z-q`ZFQ-b;@=JVK8_LV_PmqRe)Pe^kfSDS3@@)@^1nX+QwuJ)%H{Cxpatha-5tAQgJ zqqSWKW`*ujhR91+M(2jii9E1KDYt586ZOTH*0==!g(F-%Q!yuo2PuN>=%wo={rO?f z{Ks5pj&z#iuJ@{cdOg!lmN3$<p;-#nX{0||ZgLo(w3EObv;;WwdyTVHaLM^k&f=Q+ zxRIPXZ<joK>fwScr$_xMDbohCo^QVTr6!^H|JCvS8MjLOM@ALx+Ie1|H)9L4$t%3U zY<Jm+5bjyj^Nm^rvBPZ_-Eruzl#kqhW3ReV843R>iXU;>KI-r!JoXE=kScZavf1bj z<Kd-<;d#hrnV|nl>|j!maMU*^c=XCGWlkwwJ*rsTr?b*~s>{4)H(qE(JpMzSe2Qe| z!P#x#Gi#jR#utkLCo;9u&3jSB+<YC53V^D0Y3k;FYD?+2t&AOg1lYJQ4g%dd=R#ZD zB|hCb2_hteFauRa1gVUz`nQw};f5Yn$jE)N;6WmK>~&$2blyxn-Bp+EYUA$J#dn!1 zmL(Z1!15HwOL|`{`bg@+9rVOJ7D|c|wr9IELZhwBkWEPu6|Hi&rsrqpVRf!Eu&)OV zD1GZ5gg569_0WCIeB}pxQPeKuc_xcUXh}ZBAIgL^PI<P~)`>WGM}7E~<$8`eXJPrD z7;P@#DSgwBguK;xL(llDri0??T`6frllxJNgJ%>?m_wWdkllx#C-SeH21rn(>J9q7 zu03@Br(@qvm$b=ChqTdG)Yr0%`wq}?({&L|jt>msT+cnE_3JMGw0E_Y?<svq$UIoj zR*7P8+Wp?;BkXN0Y8aoCOUjE2P%+?fEO;5xKmQcHjEJt^$Z=gp<_eL*$`F+E>eUn0 zV*5lZo6jassRKm?T8-;#YUhpjwWDJw0+&Ri|0EN0Jr+fWg+P4t>d54RD&o9xap&9h zpXa5nVJLSk616O&l5ZnmZTJ&*iHwdKXn5_oj%n%+X>F3JC69+^`)%4*@oXYBEpwsW zxeAu^bePEx6-4jSL+{cpyPt!Difx#11BuBxuj*v?G;hLpLoR=(JIFuR5lDf$W&I7J z!5sl+!O07E6N>2l*|R?>>fk0XkB5(ns9@q--+!kM9qp?;T5>3}mk#?9IZ{y#y|$PL zMcVot&Q?P(@tRtMM-QKTn(8fhWM9X-J1#68f^w2?eMWJ@AZ-@P_y&qEeu_jG8Nc*c z9sZlQy|Aq<mCSoIrM*y};_!hztiEOs5J-^cFk|7LVQEqL^eEVyOj8Z>x!_NU8A!KW zuQ@mT@a<_TY}9>*YK0Opb@K{Og{h&#a{F4Arw_kU=4vV4ryNm>n|}QU@A1OwLpB~e z_&Gj#Ie*8PH^z2?wq?#buxz4dEG!W={k3I(7lvqe>2R2uC~=0n=1uJGzqpSaHs-yC z){b}n)^JQ8kV%vR1yK}pb+IGu8aPQCaeF;7hZeGE6dy1x_e*;g<3@x=CZn=1Mu%P= zFda%^s*gsoL|Zqs68g3#u>Jc=E+#P^h(Y{>2%Uj0ehfX((?)yM|6{C}9Lo(!LSis6 z+WsfK`oq71WgY1Ye#V`K44n_ZIGf#aV7WXdR7CK+|FA(z&@b3)Cn7)V3QbRD$VN-a z*N$-U+_$gZhKQ$xrDKOuU80g_+`dXQt&<&x_L9xa27u7s-1#0TVcxuCOk{D5#+{w( zb{30<HdIQVl){n6XHkILPf5$446uV6UM+RGh7(&&!&vzr!izM$y!<616W%Rm=UWTn z#-5^Wx{yVT1ByDWCE>I2sp|ZFH>95>OX)qjTu5Z1)jvXn%BB}fQ_4z6Hfa$6p3&%j z_tvI)do23O7LwLUvkQK05iG#e&E=543Wo&t<{t-ES=bQh|5fyLAQ>I|q~|uC)V~j% z(2ofU>fjLUn3Puec0{T>;3Q3UqxIvp9@yMchDjLfy4S2yY;pw<U)$@$OTS?YRB9oX zs$((cYbBQG-=DpPxpupgKLk7L(&@jqu(nBy@Z|Op>Z_hOzqaeZ-;TYl(fcFkM)G)D zM0@pVX2tuaob#scPm6DGUIRY96$*rKO=Vl&-Mb^dXS6KUGn8yS9v#b)OyW1_{*Po| zD#{A_B$IoNNU4n><ef*NT5#PeQH_fHsz}?g-eJ$4>OOePf>mK3lg*La&o_BxOX3^6 zJulJO>m`Cc`;|^1mOE@K%HMi%tp;<%<<(50)%M_IHWP7Sz{?xA-;RcQ{V~u>0!#ce zPYs|Jf2?pLHe8D*bVr9NthAJH-{-NotESh!Xc^{aT#X>%q;6!8vs9b>jV-G_n9LPv zLL$qY|BtMRPL%pjYlWItZELsX;`h}1jz$>Wx`h73B1G>f+HB2f0Oy{fEn*xOj4bEq zzo0(cf2?{feyAb$z3K)j*383Nsc<d+<^XkL)*BSd6qFwZ*T1fY2bJo}$%PKAp5~hh zy+WhO{VeaP-27<2ol4d1W13Oiu<DB{U73MjgRzhreC^!&7<wqe#DeBz+>^n`$sr1_ zuqYP~n4Y7VZtPcEjnUzzT^CGI^rB(VASyHl^_hXeYaP|<0K;N?_Q8trvls8WArqq+ zMgxkWpidfozt}+krA<acJzk+X!}9IrO#g4K1q1d%BX$v{Pit;=-e5~pC-f+^V}dj# zAPa6E=s9T>0Vb2K;og@RvlhgPKJ4>4R7KA(kM49Kt1q0$&+QC=ic}TE{N+pR(+0~H z>S~xXJYge4nn^Af`bBiwnFiG-M(QT3YI~(BrVrZrq8jF0bZPV&P&>P_3(H<*%exw; zGz-G0Uj@AU(u|a{iAs)a9oRE%k%>xR!&>|>w3BEqZ7d>%SX~*ML*BxhWwPOfJ9|#d z3YiU9T`N#k^oxtC237xdj3tI{I0%K66d(v-91{8*y9@p7Ubjl&SJ$2Bd!n8azAETo z`0xBSCtz$24$6gqv@aD|hG)@V+CP+Qj%N#t32NtmIuaa&G=6h8b63aIq-lvSb7S{1 zmu44)?*TqwtYg&x&z&E=-GE4h*4>J0Y3NQ=vh0<}PA1+boKC@?#616VEnT`lm-1}E zAYuJ#bZD`fu5Ke_<oe`LUO2`dm)GF<8!2U*0xyEwLFXcUzx@#Ln%Y%ZbL&@DE5}Ld zh%Qt}{(baT&&J@5o&g8|eYtEKW%rK1eU=|=w7Y?BzwY0NG<KGNto!d94Kg{xq&!k6 z>|cru<_rK>0GzQf{0SXRMn(ms<5B$R&C;mpB{sEKe`Jro9W1yYU<KKL>tz#}+sM2@ zSaZVd*BjMkM65rMxz(#JK<Zw`A`;^d4T@%p@{>o)GsZIX0ZWmilc}FN{@c$=ex<CT zY%D;7J0`=B5eX}s_54SkTVuVs$C=>M5jq2+_~7kMsFIoGJ3$Vu@qu3O#X1er1#56( z#Bn+Xl-F;$3CxkgbQ_z=$gWC1m3yL{do+6Id9z%`FoF!qUt`{uXWvGn+bSK}Uqg?J zLa&wZjf9YEypeEo^Eng=Yd+e2-z>7R7VMJFT9U1>3nxfm>qcIB4{%J~Mk%&-tll|a zby67k90w4=UZmp^#<89+k@22^y=9N$TvS+EX9YXv;B(4`6XGyl=b+|&la`4FtJ={3 zvCsaV3*Yo}gEn~QS1Wly(C7?926KrYrw!=sGV<q;y}j{wcgJUhlM{!N;l|?Is(h$_ z?eZi)Hgc~Xm5dJ|b#EO#b#@otim)SL`!>w$hu&pvDQc`j>CPNo^JlY>dr9NOA+t;2 z&yHWuy5MKx5Za=MDa(&~LLiYzz2MSBC}+x)<q9z+7?%$jG7XDJj>lz}p_9?eUNv6$ z6CsjK0Pp1`(i67L=ieQ85)){An1@Jf6Jsqgc9;-n8M#QgNG`>0F(Gl!EW5&9#aSi9 znIst^C9!(vS*%-$urof^?wH3NT|$=MDbugNQm-H75p~}*XDCBIOCNmvFd3CCNvL&Q zTo#Yz|7U&*^NyQ0+J}ZFa+0zZ_SUpClhT4$s#kWvp|P-?xbiy>L#$rt#WEG)pM>J) zo<qV=Ddxv<robyi4tiXzR_X?mZo|ydRQ}>)j;g6ocrn5u-J9BfkGPQmD`JG*A48)D zo0pIV%>?B*X7e4ra-OpLe~$@y;7U^hIGOI|f6`tP2B59c3yU=#7-fC@FBe})U=ASs zcs7)H&r}=XRnWKbGTndqzpDVX*BBE(sUQ`0<G*!kBA#b*@5XEY)<!(d<Stt=YJ=~N z(zp8HpzA2>lj6uKnSh6UbLM#aoVrFR%2rP^uYem@C*VBI)XEq0W8j8Y^jvuV#+2lL zY7N52B?Qj<9h1Zg8{ZWCtX||qXAUzV5z1xI#NOvW>Hf(P&w5IN?9wI5Q&*_oc|=zI z*PVE#YNwOw9E=Zgu&d}_f|G$~Ptq@lFWJBM$qFd}vHb7X|NqhddkK7>#xVI(s`Fo8 zll&vJPC|9aHev99@U6%Ez4iJ!1#ow%43xg&4`N-k(<6GBFA}`?=*|rYJydHlaMs=N zo`#3Hu&|zjDc-#J3q!D5Cf4C0bJ^7VmqXf#b^mk^3;+t{rT=;tM|Q^TU+4Ks0^9WO z_7xq7q4;+@dKv^x{k#4D{?SS%R-Z#GE3uE&sK#~Odz$K(g<HreG6~Neg4gNI?-wIP zP;PTWy3nMgB-=9mj<;K26FV_~`XC>R#S*-%$##$!FZ<Qr?>>8hK5p~v5qxXjWI;<B zM>`sPhL!IQ_ps@TVRjDJN!5+S;>e17;L4C=j5t~|mxkk~V1jX~>3vF>ngas^y^{FJ zin?7MGl)Ai>Eo&MAo_?c&9#O|#P}Sojg{mXETWH-&%r<nX#+#rh!Zs5m_w3Z?CbCE zC)S<ybulwH=QFOYTz|c{N{#QNolXN+Xsi>uhuFY+_#{VLe@Z~)IN^K5F^BUU()&r% z`$-)g9jRKI99LekpK-g%b`W#41;vpbK|~$rnWpywrZM%N`&-rs<gkTM-4PLU1afMq z^CE2EB^%T8bn=E)UD(9D4t83Ps_`G2X8CYgGZDg|1Va50fvtEw;<zR)|5KBR3VWX; z!nA#vzMS*QU=G4--8%J|#p~Cz4E1~RcO$DnNf;suL!4zLrCP@Ona^t6`=vm&`Pjam zh@)ind@RRTyV;1Z!%Jpfx#WcwpLU=1XCSrI?=d8)qr*r`VaF8&&dZOABP(Qm_D48- zX>2n+9&biE!fi-r<sO91?V-2kwhY2qpUe2m{SadJKey9lsTp7^Z)V-UXv0MxB$wz^ zrT@$7;kdv}#;EQhHqFQ&>91Rqu$jlMH}d4}T#SO=h4~uV-Ihj9OZQX=*1bbKfg;h6 zjcx1*I(b`k1V6Qb+N(w<_P%G&%g<k5SrLQdY@D37ZTiKht_ll}Ant+7_U;H&W!bAK z-~tdxOhx@>BaOVg{Ls)4(6Bpq?jY(8a%)4bQNL_vbG>-=>QxykK0d_Gj&qKvGQ?vk zH6!Ept!B{myhha-FTLKm=@uA9Pz<YIBrlIhNjX}tm`)aTG867o`eXFk$%*)>-{>_H zg<ooF>JzG>H!Yt=jN!H`y!ko_$;l9AX6}#Rq{q?G(b$vn<a}Yy6n?Y#X&(lepT@}X zfdQv+)b8qtir@ISzJV^qp_-Ut#*o$NQ>VTaoTas0A1_-a;ll97pa{6r!6)i!E}MnJ z{q6oR<!cOi16E~Rx&>EcK7an)uIv9thTOXHBdYId_j9V(*zu~uLVhR|n%;L$<Ft*2 zn4<HD5lqh@?ONd%&`$Ts!NHwQzWT|x0#jGZMY0h;zSlJB91sYZPb@5cw45W6Nd2!I z9W@z`Go{)LEl5w7WqfIH_O_7FpoNgDtLu2-y%`^+`ZhlO(xpa!8pTj%pjpKYuQqYG z(4ZhCRaI3brDxTTf1Rr4T4M!8Tw-A0aFMYlZvJfv>3>|8;0I(c3uJNn^y&Va_wKd- zJ!4tZXOWng=<MoRZe;pvI>Sk>ySsaLcXzARdZYmCGeR1tgohV;5nPigY2dOje`0z~ zqp-|L`nhgvZ!hh2P<rvr!tbb!jg5W<{d=!2kONt8eW1QIIXTI#9xlGz-X0Va6Z7Tw zDbii(h4!}s`+IxM&CMSJ18XWPot>Qrhlfc(Ye11iBGKL5T}!u;{E8yXKM52BF|2mx z6cHJ*5f&E}&CJMXpRi2zeR#%AQAAAa{>OI?4n?j<2_c<6^|wb5&}`{O-2ARhT3Q;) zb6XAcf&0i}cY^fcW>blIZ+UsSj*bracny~}`z!LPtFECN)TUp)d|?5`U~{&Ko}QlZ zi&<MJOGHG(mhpeBuq@MmVA>HL*V@*W-E+o<TS!PqS{h1q>GEZPb(JLyrXEPBw6qkw z^63*bDdb#@%t@_fIL%6`va+%=GBOYd4XRl*ItFMY1A~YQEzgz005Z%{22FUE+4j=X zkCu>c8PLZq-&CT=47PT53~Swr%8>8hzX#@5EXnTGt5+5l77ZWHmjAp^c@Fd_^VHQ( zm2TKK4h{|~Dj^peJ31_<s$C2!>~^u(IN>j#Z=2NALV5Z5pE0&;?8PdKZ>+C((<K&a zY#o$teJb;n{9YrozEn`T@Vm1UwmyC*6JJ?b+1S_!6gh6$2<Y7EqtlqBc}hoD7_2jF zBR03D#^9w-0Oj{b`@D~$^*$J-{(HYnSw)2oB606y<y@$^fPg?+db+(p+<&Uo8O;+( z0dy!&CqKR%zcQ3JQeZ?c!);VOI2=VTLv`y@NQl~9t#|J>qj?N~ex#6FW9cNmU-{R( za_60;=bXs4=4LP}pji>{Z2wckn~}NcG_<s|G&J-wgM))zhMe>B9g+PvZ{2EW^(X(@ z(9keGK8~p)6y)VuFB+%!jsE#_^J7p@(9G+WLM~_BQBg2@&1`IbmX>N$UAl2&f7rmj zd$GXfq?aKw`bMs=Ud<%f*Tq#Mv$M0)(qyQLoR|CWs6^k>VrDkh)ch*c-q{J}GA&q~ zYL*uP7pHpni^BGAF2ud(EbjzC{(>NX(BEbj7D`mutxi61aq-@*dm#HuF@I!#>Xj^_ zQ+%Xg8<Vq5fdm2p%*YNf7=9bw%PQt<@%F7;-jE&Or<NIKD}fwS-2Miew1v7jJKIc@ z+k)Q3qu`k4W;tEmm_ybN7np?Q<mEYyIQdzouHrs#P$yVgS$(C*R!_=BAnH51zJ0r* zp`l@^N^_RGKepQ})7p3Ivx148ot=TfMCm#hp?Z3HK({_=pH;G(ti*!Z{>6(I-D|o9 z1qBHr_NYn+c5Cj2*7*4N;*t{oi{N4F;h#mqUpA;SyB4{WVg9ynO-+p|-@O(Vq+@<` z@#4js^%?%B1RW?KGE}pxs|hhN_yG;+W#{VT<mA4-zF)t7#m2^(C%fN$^yuaC%FGh5 zGn!gjDV|#$b8TTqxCwhNFR#eRNOE#=I;p*xl3pn;K5d%OTR;_V0NdrTyE5bhyUBAU zHdyc<fc`-iBY%RWzMuLJbZP&GqJ63VLs`$r|3ldK|3hGpfj8&`e*O3#bawSWxcz^g zNhc#CqtH=GXejM+zAFaBWBXK1?FCL2RBe~-AC&*!dH<4M20^ujT17=getv$}U_d(a z^KUH;jf{|QTBt(?u5rJ-c|k%_5?Eyai^j&r6{(uQS$R>&tVC}aF!0af=sDDH-@U6m z*V@_|8++Y!6_gU{tMU(iJ|pK%r6l`Rr!=xoI5@BpV$8G#f4hD>me-`KsHo^QR(AYC z3{-hy8jg{?)r_5MGchp%c9wzHaA{=)G~-}rKtoqYM_n?bxOi(Hol=iZhEGmSfzh-9 zj5N^pW74$N7l*@v&I8s$98){c)Wi-3Jtyb#T$r?QoNC2k(<w6FiIYM{{Xcy8(AA~t zZW|B47f=I`fWkkJlq5!KNZo)yP{pPy?(S8dO0eUE52ojkIy!VpQfFXhme{s!Yiq-A zOeLhGNI#sfC_7F-KTXX~l9?H5Lj!<nlFxD9f71p3=<0H0;=h0Y-V(x4QC|MrdWPZZ zRe3o%ZD8qjb!m<#plCj*9shMPaq-M^JUl%1wb<4MKgw+6dV70&>ldalh~$0yJ_{i* z?E;zftEBf;0z?U>ipEA64vqrg-}qI4%?7=&kR;}^0$zCj{5d%8<rP1e3BVb3SFT>I zs;*Y1ciouOGcsCVT-15?4E&WbvMMenrk*0j0)g<VJ#t<OPehx-acdC+1YixVt*in9 z0uBxi&Qr)93t}xh#asW`vsaOHfV?0{9&4}b>#^eFxe2IDzseVd$mruF?9xLgeHb1Q zkve3R83Sej0H?N4pt@>FKSx$+XlOFAC?woPY|11|a&di~=OYz0wZ}#k+MBpLatw6n zQSRs@Y0};t&QkzvAhJFlFNHKvPpp4nU|Z=IPEO9Py%q-Ox9#$^K1J3GG&GT|>+9=U zFt43H#r}u;z-m-gRSAxi;&C`sy-$5uSlGok78Xmt-k+|RF#&Ao1aPmD`EH#$bqeA> z9}zc!sliCO*IEwT4QW%5lT-2w4nF5Tx3pv-FYhnZ)6wAo@P?ZW$Y40%AhSq4JHdJk zcm$%4$Lc-IdrC-Q<<!)a5rhv~cgTuv-|-*<6mhX}Y;1ovkhQKunuUdh=K}a}n3*0A z7$ax${+uTJF0o&ZOW54rP9QRsmzFA>W@TkvzO_AUSm&w7c%F{#2xxb|+7>8<_7Z4& zY#=zQH=|)@W(L4-{?7Ez3hc+Lx0;qaJ7i>Cvi-Z;P7kG|ygRwTfT{rT5M;jY?bFjx z#-I9Sza^}<KH&a$MgR<DJTW)VE{+0nFz|<;<USvThQr|o1_tcx?D^e4^YR8(cV&XW ztRk^Hs3n{W*8W{A<|j{n@bd$M(*L4a$^H~<x=h&C#%3)u#`t&FaavnnFMIu-jO<m< zv1qz9#9i0IDWG1vFB}}OUFXb7L?tDSJU%Ceh4p5sCD`bJ7Q}KL>(I8Avhwfvht?Sm zR#sNZ%E~4t={t^&j>QE9yquhtM<il@bj7syL}#Z;gcv#5FK!3A<ClOj*0Qu*9xt;7 z75BerdXgXz2(ZvdBvLEodQ5zLH5_lZa35^CE@`|02I6AAe8@Eb@b7SNbQ%;u>rqov zJlS}E8iu+f62af!pZY5JY{sJRu|?`K2l-6<9C^vg%IfKjbwqL?466hrB$y!(?;|3< zt+lm|bg=5}?X5fl-Z7Im5l)CI0OAMf@bs~v1L^+_a}Kiozn>HSAIoHq&iYi(*x{y< R&T)I6%B#y2$h`XSzW~{Su(1FD literal 0 HcmV?d00001 diff --git a/assignments2023/template9.html b/assignments2023/template9.html new file mode 100644 index 00000000..0754a803 --- /dev/null +++ b/assignments2023/template9.html @@ -0,0 +1,1670 @@ +<!DOCTYPE html> +<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head> + +<meta charset="utf-8"> +<meta name="generator" content="quarto-1.4.550"> + +<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes"> + +<meta name="author" content="Aki Vehtari et al."> + +<title>Bayesian Data Analysis Assignments 2023 - Assignment 9, 2023</title> +<style> +code{white-space: pre-wrap;} +span.smallcaps{font-variant: small-caps;} +div.columns{display: flex; gap: min(4vw, 1.5em);} +div.column{flex: auto; overflow-x: auto;} +div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;} +ul.task-list{list-style: none;} +ul.task-list li input[type="checkbox"] { + width: 0.8em; + margin: 0 0.8em 0.2em -1em; /* quarto-specific, see https://github.com/quarto-dev/quarto-cli/issues/4556 */ + vertical-align: middle; +} +/* CSS for syntax highlighting */ +pre > code.sourceCode { white-space: pre; position: relative; } +pre > code.sourceCode > span { line-height: 1.25; } +pre > code.sourceCode > span:empty { height: 1.2em; } +.sourceCode { overflow: visible; } +code.sourceCode > span { color: inherit; text-decoration: inherit; } +div.sourceCode { margin: 1em 0; } +pre.sourceCode { margin: 0; } +@media screen { +div.sourceCode { overflow: auto; } +} +@media print { +pre > code.sourceCode { white-space: pre-wrap; } +pre > code.sourceCode > span { text-indent: -5em; padding-left: 5em; } +} +pre.numberSource code + { counter-reset: source-line 0; } +pre.numberSource code > span + { position: relative; left: -4em; counter-increment: source-line; } +pre.numberSource code > span > a:first-child::before + { content: counter(source-line); + position: relative; left: -1em; text-align: right; vertical-align: baseline; + border: none; display: inline-block; + -webkit-touch-callout: none; -webkit-user-select: none; + -khtml-user-select: none; -moz-user-select: none; + -ms-user-select: none; user-select: none; + padding: 0 4px; width: 4em; + } +pre.numberSource { margin-left: 3em; padding-left: 4px; } +div.sourceCode + { } +@media screen { +pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; } +} +</style> + + +<script src="site_libs/quarto-nav/quarto-nav.js"></script> +<script src="site_libs/quarto-nav/headroom.min.js"></script> +<script src="site_libs/clipboard/clipboard.min.js"></script> +<script src="site_libs/quarto-search/autocomplete.umd.js"></script> +<script src="site_libs/quarto-search/fuse.min.js"></script> +<script src="site_libs/quarto-search/quarto-search.js"></script> +<meta name="quarto:offset" content="./"> +<link href="./template8.html" rel="prev"> +<script src="site_libs/quarto-html/quarto.js"></script> +<script src="site_libs/quarto-html/popper.min.js"></script> +<script src="site_libs/quarto-html/tippy.umd.min.js"></script> +<script src="site_libs/quarto-html/anchor.min.js"></script> +<link href="site_libs/quarto-html/tippy.css" rel="stylesheet"> +<link href="site_libs/quarto-html/quarto-syntax-highlighting.css" rel="stylesheet" id="quarto-text-highlighting-styles"> +<script src="site_libs/bootstrap/bootstrap.min.js"></script> +<link href="site_libs/bootstrap/bootstrap-icons.css" rel="stylesheet"> +<link href="site_libs/bootstrap/bootstrap.min.css" rel="stylesheet" id="quarto-bootstrap" data-mode="light"> +<script id="quarto-search-options" type="application/json">{ + "location": "sidebar", + "copy-button": false, + "collapse-after": 3, + "panel-placement": "start", + "type": "textbox", + "limit": 50, + "keyboard-shortcut": [ + "f", + "/", + "s" + ], + "show-item-context": false, + "language": { + "search-no-results-text": "No results", + "search-matching-documents-text": "matching documents", + "search-copy-link-title": "Copy link to search", + "search-hide-matches-text": "Hide additional matches", + "search-more-match-text": "more match in this document", + "search-more-matches-text": "more matches in this document", + "search-clear-button-title": "Clear", + "search-text-placeholder": "", + "search-detached-cancel-button-title": "Cancel", + "search-submit-button-title": "Submit", + "search-label": "Search" + } +}</script> + + <script src="https://polyfill.io/v3/polyfill.min.js?features=es6"></script> + <script src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-chtml-full.js" type="text/javascript"></script> + +<script type="text/javascript"> +const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } +} +window.Quarto = { + typesetMath +}; +</script> + +</head> + +<body class="nav-sidebar docked"> + +<div id="quarto-search-results"></div> + <header id="quarto-header" class="headroom fixed-top"> + <nav class="quarto-secondary-nav"> + <div class="container-fluid d-flex"> + <button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }"> + <i class="bi bi-layout-text-sidebar-reverse"></i> + </button> + <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./template1.html">Templates</a></li><li class="breadcrumb-item"><a href="./template9.html">Assignment 9, 2023</a></li></ol></nav> + <a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }"> + </a> + <button type="button" class="btn quarto-search-button" aria-label="" onclick="window.quartoOpenSearch();"> + <i class="bi bi-search"></i> + </button> + </div> + </nav> +</header> +<!-- content --> +<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article"> +<!-- sidebar --> + <nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal quarto-sidebar-collapse-item sidebar-navigation docked overflow-auto"> + <div class="pt-lg-2 mt-2 text-left sidebar-header"> + <div class="sidebar-title mb-0 py-0"> + <a href="./">Bayesian Data Analysis Assignments 2023</a> + </div> + </div> + <div class="mt-2 flex-shrink-0 align-items-center"> + <div class="sidebar-search"> + <div id="quarto-search" class="" title="Search"></div> + </div> + </div> + <div class="sidebar-menu-container"> + <ul class="list-unstyled mt-1"> + <li class="sidebar-item sidebar-item-section"> + <div class="sidebar-item-container"> + <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" aria-expanded="true"> + <span class="menu-text">General instructions</span></a> + <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" aria-expanded="true" aria-label="Toggle section"> + <i class="bi bi-chevron-right ms-2"></i> + </a> + </div> + <ul id="quarto-sidebar-section-1" class="collapse list-unstyled sidebar-section depth1 show"> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment_instructions.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment instructions</span></a> + </div> +</li> + </ul> + </li> + <li class="px-0"><hr class="sidebar-divider hi "></li> + <li class="sidebar-item sidebar-item-section"> + <div class="sidebar-item-container"> + <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" aria-expanded="true"> + <span class="menu-text">Assignments</span></a> + <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" aria-expanded="true" aria-label="Toggle section"> + <i class="bi bi-chevron-right ms-2"></i> + </a> + </div> + <ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show"> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment1.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 1, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment2.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 2, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment3.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 3, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment4.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 4, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment5.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 5, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment6.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 6, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment7.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 7, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment8.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 8, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./assignment9.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 9, 2023</span></a> + </div> +</li> + </ul> + </li> + <li class="sidebar-item sidebar-item-section"> + <div class="sidebar-item-container"> + <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" aria-expanded="true"> + <span class="menu-text">Templates</span></a> + <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" aria-expanded="true" aria-label="Toggle section"> + <i class="bi bi-chevron-right ms-2"></i> + </a> + </div> + <ul id="quarto-sidebar-section-3" class="collapse list-unstyled sidebar-section depth1 show"> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template1.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 1, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template2.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 2, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template3.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 3, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template4.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 4, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template5.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 5, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template6.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 6, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template7.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 7, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template8.html" class="sidebar-item-text sidebar-link"> + <span class="menu-text">Assignment 8, 2023</span></a> + </div> +</li> + <li class="sidebar-item"> + <div class="sidebar-item-container"> + <a href="./template9.html" class="sidebar-item-text sidebar-link active"> + <span class="menu-text">Assignment 9, 2023</span></a> + </div> +</li> + </ul> + </li> + </ul> + </div> +</nav> +<div id="quarto-sidebar-glass" class="quarto-sidebar-collapse-item" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item"></div> +<!-- margin-sidebar --> + <div id="quarto-margin-sidebar" class="sidebar margin-sidebar"> + <nav id="TOC" role="doc-toc" class="toc-active"> + <h2 id="toc-title">On this page</h2> + + <ul> + <li><a href="#general-information" id="toc-general-information" class="nav-link active" data-scroll-target="#general-information"><span class="header-section-number">1</span> General information</a></li> + <li><a href="#escaping-from-the-chicken-coop" id="toc-escaping-from-the-chicken-coop" class="nav-link" data-scroll-target="#escaping-from-the-chicken-coop"><span class="header-section-number">2</span> Escaping from the chicken coop</a></li> + <li><a href="#overall-quality-of-the-report" id="toc-overall-quality-of-the-report" class="nav-link" data-scroll-target="#overall-quality-of-the-report"><span class="header-section-number">3</span> Overall quality of the report</a></li> + </ul> +<div class="quarto-alternate-formats"><h2>Other Formats</h2><ul><li><a href="template9.pdf"><i class="bi bi-file-pdf"></i>PDF</a></li></ul></div></nav> + </div> +<!-- main --> +<main class="content" id="quarto-document-content"> + +<header id="title-block-header" class="quarto-title-block default"><nav class="quarto-page-breadcrumbs quarto-title-breadcrumbs d-none d-lg-block" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./template1.html">Templates</a></li><li class="breadcrumb-item"><a href="./template9.html">Assignment 9, 2023</a></li></ol></nav> +<div class="quarto-title"> +<div class="quarto-title-block"><div><h1 class="title">Assignment 9, 2023</h1><button type="button" class="btn code-tools-button" id="quarto-code-tools-source"><i class="bi"></i> Code</button></div></div> +<p class="subtitle lead">Decision analysis</p> +</div> + + + +<div class="quarto-title-meta"> + + <div> + <div class="quarto-title-meta-heading">Author</div> + <div class="quarto-title-meta-contents"> + <p>Aki Vehtari et al. </p> + </div> + </div> + + + + </div> + + + +</header> + + +<section id="general-information" class="level1" data-number="1"> +<h1 data-number="1"><span class="header-section-number">1</span> General information</h1> +<p><strong>This is for BDA 2023</strong></p> +<p><strong>The maximum amount of points from this assignment is 3.</strong></p> +<p>We have prepared a <strong>quarto template specific to this assignment (<a href="template9.html">html</a>, <a href="https://avehtari.github.io/BDA_course_Aalto/assignments/template9.qmd">qmd</a>, <a href="template9.pdf">pdf</a>)</strong> to help you get started.</p> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Setup"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-1-contents" aria-controls="callout-1" aria-expanded="false" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Setup +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-1" class="callout-1-contents callout-collapse collapse"> +<div class="callout-body-container callout-body"> +<p>We recommend Aalto students use <a href="https://jupyter.cs.aalto.fi">jupyter.cs.aalto.fi</a>, for all others we also provide a <a href="docker.html">docker container</a>.</p> +</div> +</div> +</div> +<div class="callout callout-style-default callout-tip callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-2-contents" aria-controls="callout-2" aria-expanded="true" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Tip +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-2" class="callout-2-contents callout-collapse collapse show"> +<div class="callout-body-container callout-body"> +<p><strong>Reading instructions</strong>:</p> +<ul> +<li><a href="../BDA3_notes.html#ch6"><strong>The reading instructions for BDA3 Chapter 9</strong></a> (decision analysis).</li> +</ul> +<p><strong>Grading instructions:</strong></p> +<p>The grading will be done in peergrade. All grading questions and evaluations for this assignment are contained within this document in the collapsible <strong>Rubric</strong> blocks.</p> +<p><strong>Installing and using <code>CmdStanR</code>:</strong></p> +<p>See the <a href="https://avehtari.github.io/BDA_course_Aalto/demos.html">Stan demos</a> on how to use Stan in R (or Python). <a href="https://Aalto%20JupyterHub">Aalto JupyterHub</a> has working R and CmdStanR/RStan environment and is probably the easiest way to use Stan. * To use CmdStanR in <a href="https://Aalto%20JupyterHub">Aalto JupyterHub</a>:<br> <code>library(cmdstanr)</code><br> <code>set_cmdstan_path('/coursedata/cmdstan')</code></p> +<p>The Aalto Ubuntu desktops also have the necessary libraries installed.</p> +<p>To install Stan on your laptop, run ‘install.packages("cmdstanr", repos = c("https://mc-stan.org/r-packages/", getOption("repos")))’ in R. If you encounter problems, see additional answers in <a href="https://avehtari.github.io/BDA_course_Aalto/FAQ.html"><strong>FAQ</strong></a>. For Aalto students, if you don’t succeed in short amount of time, it is probably easier to use <a href="https://Aalto%20JupyterHub">Aalto JupyterHub</a>.</p> +<p>If you use <code>Aalto JupyterHub</code>, all necessary packages have been pre-installed. In your laptop, install package <code>cmdstanr</code>. Installation instructions on Linux, Mac and Windows can be found at <a href="https://mc-stan.org/cmdstanr/" class="uri">https://mc-stan.org/cmdstanr/</a>. Additional useful packages are <code>loo</code>, <code>bayesplot</code> and <code>posterior</code> (but you don’t need these in this assignment). For Python users, <code>PyStan</code>, <code>CmdStanPy</code>, and <code>ArviZ</code> packages are useful.</p> +<p>Stan manual can be found at <a href="https://mc-stan.org/users/documentation/" class="uri">https://mc-stan.org/users/documentation/</a>. From this website, you can also find a lot of other useful material about Stan.</p> +<p>If you edit files ending <code>.stan</code> in RStudio, you can click “Check” in the editor toolbar to make syntax check. This can significantly speed-up writing a working Stan model.</p> +</div> +</div> +</div> +<div class="callout callout-style-default callout-important callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-3-contents" aria-controls="callout-3" aria-expanded="true" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Reporting accuracy +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-3" class="callout-3-contents callout-collapse collapse show"> +<div class="callout-body-container callout-body"> +<p><strong>For posterior statistics of interest, only report digits that are not completely random based on the Monte Carlo standard error (MCSE).</strong></p> +<p><em>Example:</em> If you estimate <span class="math inline">\(E(\mu) \approx 1.234\)</span> with MCSE(<span class="math inline">\(E(\mu)\)</span>) = 0.01, then the true expectation is likely to be between <span class="math inline">\(1.204\)</span> and <span class="math inline">\(1.264\)</span>, it makes sense to report <span class="math inline">\(E(\mu) \approx 1.2\)</span>.</p> +<p>See Lecture video 4.1, <a href="../BDA3_notes.html#ch10">the chapter notes</a>, and <a href="https://avehtari.github.io/casestudies/Digits/digits.html">a case study</a> for more information.</p> +</div> +</div> +</div> +<div class="callout callout-style-default callout-tip callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-4-contents" aria-controls="callout-4" aria-expanded="false" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Further information +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-4" class="callout-4-contents callout-collapse collapse"> +<div class="callout-body-container callout-body"> +<ul> +<li>The recommended tool in this course is R (with the IDE RStudio).</li> +<li>Instead of installing R and RStudio on you own computer, see <a href="https://avehtari.github.io/BDA_course_Aalto/FAQ.html#How_to_use_R_and_RStudio_remotely"><strong>how to use R and RStudio remotely</strong></a>.</li> +<li>If you want to install R and RStudio locally, download <a href="https://posit.co/download/rstudio-desktop/">R and RStudio</a>.</li> +<li>There are tons of tutorials, videos and introductions to R and RStudio online. You can find some initial hints from <a href="https://education.rstudio.com/"><strong>RStudio Education pages</strong></a>.</li> +<li>When working with R, we recommend writing the report using <code>quarto</code> and the provided template. The template includes the formatting instructions and how to include code and figures.</li> +<li>Instead of <code>quarto</code>, you can use other software to make the PDF report, but the the same instructions for formatting should be used.</li> +<li>Report all results in a single, <strong>anonymous</strong> *.pdf -file and submit it in <a href="peergrade.io"><strong>peergrade.io</strong></a>.</li> +<li>The course has its own R package <code>aaltobda</code> with data and functionality to simplify coding. The package is pre-installed in JupyterHub. To install the package on your own system, run the following code (upgrade="never" skips question about updating other packages):</li> +</ul> +<div class="sourceCode" id="cb1"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a><span class="fu">install.packages</span>(<span class="st">"aaltobda"</span>, <span class="at">repos =</span> <span class="fu">c</span>(<span class="st">"https://avehtari.github.io/BDA_course_Aalto/"</span>, <span class="fu">getOption</span>(<span class="st">"repos"</span>)))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<ul> +<li>Many of the exercises can be checked automatically using the R package <code>markmyassignment</code> (pre-installed in JupyterHub). Information on how to install and use the package can be found in <a href="https://cran.r-project.org/web/packages/markmyassignment/vignettes/markmyassignment.html">the <code>markmyassignment</code> documentation</a>. There is no need to include <code>markmyassignment</code> results in the report.</li> +<li>Recommended additional self study exercises for each chapter in BDA3 are listed in the course web page. These will help to gain deeper understanding of the topic.</li> +<li>Common questions and answers regarding installation and technical problems can be found in <a href="https://avehtari.github.io/BDA_course_Aalto/FAQ.html">Frequently Asked Questions (FAQ)</a>.</li> +<li>Deadlines for all assignments can be found on the course web page and in Peergrade. You can set email alerts for the deadlines in Peergrade settings.</li> +<li>You are allowed to discuss assignments with your friends, but it is not allowed to copy solutions directly from other students or from internet.</li> +<li>You can copy, e.g., plotting code from the course demos, but really try to solve the actual assignment problems with your own code and explanations.</li> +<li>Do not share your answers publicly.</li> +<li>Do not copy answers from the internet or from previous years. We compare the answers to the answers from previous years and to the answers from other students this year.</li> +<li>Use of AI is allowed on the course, but the most of the work needs to by the student, and you need to report whether you used AI and in which way you used them (See <a href="https://www.aalto.fi/en/services/guidance-for-the-use-of-artificial-intelligence-in-teaching-and-learning-at-aalto-university">points 5 and 6 in Aalto guidelines for use of AI in teaching</a>).</li> +<li>All suspected plagiarism will be reported and investigated. See more about the <a href="https://into.aalto.fi/display/ensaannot/Aalto+University+Code+of+Academic+Integrity+and+Handling+Violations+Thereof"><strong>Aalto University Code of Academic Integrity and Handling Violations Thereof</strong></a>.</li> +<li>Do not submit empty PDFs, almost empty PDFs, copy of the questions, nonsense generated by yourself or AI, as these are just harming the other students as they can’t do peergrading for the empty or nonsense submissions. Violations of this rule will be reported and investigated in the same way was plagiarism.</li> +<li>If you have any suggestions or improvements to the course material, please post in the course chat feedback channel, create an issue, or submit a pull request to the public repository!</li> +</ul> +</div> +</div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Can you open the PDF and it’s not blank nor nonsense? If the pdf is blank, nonsense, or something like only a copy of the questions, 1) report it as problematic in Peergrade-interface to get another report to review, and 2) send a message to TAs.</li> +<li>Is the report anonymous?</li> +</ul> +</div> +</div> +<p>This is the template for <a href="assignment9.html">assignment 9</a>. You can download the <a href="https://avehtari.github.io/BDA_course_Aalto/assignments/template9.qmd">qmd-file</a> or copy the code from this rendered document after clicking on <code>&lt;/&gt; Code</code> in the top right corner.</p> +<p><strong>Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.</strong></p> +<div class="callout callout-style-default callout-warning callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-6-contents" aria-controls="callout-6" aria-expanded="true" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Setup +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-6" class="callout-6-contents callout-collapse collapse show"> +<div class="callout-body-container callout-body"> +<p>The following loads several needed packages:</p> +<div class="cell"> +<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1"></a><span class="fu">library</span>(bayesplot)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code>This is bayesplot version 1.11.1.9000</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>- Online documentation and vignettes at mc-stan.org/bayesplot</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>- bayesplot theme set to bayesplot::theme_default()</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code> * Does _not_ affect other ggplot2 plots</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code> * See ?bayesplot_theme_set for details on theme setting</code></pre> +</div> +<div class="sourceCode cell-code" id="cb8"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1"></a><span class="fu">library</span>(cmdstanr)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code>This is cmdstanr version 0.8.1.9000</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>- CmdStanR documentation and vignettes: mc-stan.org/cmdstanr</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>- CmdStan path: /u/77/ave/unix/.cmdstan/cmdstan-2.35.0-rc3</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>- CmdStan version: 2.35.0</code></pre> +</div> +<div class="sourceCode cell-code" id="cb13"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1"></a><span class="fu">library</span>(dplyr)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code> +Attaching package: 'dplyr'</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following objects are masked from 'package:stats': + + filter, lag</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following objects are masked from 'package:base': + + intersect, setdiff, setequal, union</code></pre> +</div> +<div class="sourceCode cell-code" id="cb17"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1"></a><span class="fu">library</span>(ggplot2)</span> +<span id="cb17-2"><a href="#cb17-2"></a><span class="fu">library</span>(ggdist) <span class="co"># for stat_dotsinterval</span></span> +<span id="cb17-3"><a href="#cb17-3"></a><span class="fu">library</span>(posterior)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code>This is posterior version 1.6.0</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code> +Attaching package: 'posterior'</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following object is masked from 'package:bayesplot': + + rhat</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following objects are masked from 'package:stats': + + mad, sd, var</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following objects are masked from 'package:base': + + %in%, match</code></pre> +</div> +<div class="sourceCode cell-code" id="cb23"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1"></a><span class="fu">library</span>(brms)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code>Loading required package: Rcpp</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>Loading 'brms' package (version 2.21.6). Useful instructions +can be found by typing help('brms'). A more detailed introduction +to the package is available through vignette('brms_overview').</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code> +Attaching package: 'brms'</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following objects are masked from 'package:ggdist': + + dstudent_t, pstudent_t, qstudent_t, rstudent_t</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following object is masked from 'package:bayesplot': + + rhat</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following object is masked from 'package:stats': + + ar</code></pre> +</div> +<div class="sourceCode cell-code" id="cb30"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1"></a><span class="co"># Globally specfiy cmdstan backend for brms</span></span> +<span id="cb30-2"><a href="#cb30-2"></a><span class="fu">options</span>(<span class="at">brms.backend=</span><span class="st">"cmdstanr"</span>)</span> +<span id="cb30-3"><a href="#cb30-3"></a><span class="co"># Tell brms to cache results if possible</span></span> +<span id="cb30-4"><a href="#cb30-4"></a><span class="fu">options</span>(<span class="at">brms.file_refit=</span><span class="st">"on_change"</span>)</span> +<span id="cb30-5"><a href="#cb30-5"></a></span> +<span id="cb30-6"><a href="#cb30-6"></a><span class="co"># Set more readable themes with bigger font for plotting packages</span></span> +<span id="cb30-7"><a href="#cb30-7"></a>ggplot2<span class="sc">::</span><span class="fu">theme_set</span>(<span class="fu">theme_minimal</span>(<span class="at">base_size =</span> <span class="dv">14</span>))</span> +<span id="cb30-8"><a href="#cb30-8"></a>bayesplot<span class="sc">::</span><span class="fu">bayesplot_theme_set</span>(<span class="fu">theme_minimal</span>(<span class="at">base_size =</span> <span class="dv">14</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +</div> +</div> +</div> +<p>This exercise is an example of a decision analysis (DA). In a broad context, this means optimizing over different decisions that lead to different outcomes that all have different utilities. In a Bayesian context, this means using posterior distributions to make decisions.</p> +</section> +<section id="escaping-from-the-chicken-coop" class="level1" data-number="2"> +<h1 data-number="2"><span class="header-section-number">2</span> Escaping from the chicken coop</h1> +<p>You are an adult chicken living in an organic chicken commune, where life is great, if a bit boring. You have settled in comfortably, but you want something more for your offspring. Your traveling corvid friends tell you of places where chickens eat corn all day, get ferried around in <a href="https://www.chicken-trailer.de/en/chicken-trailer-en/chicken-trailer-330">mobile chicken coops to see the world</a> or <a href="https://en.wikipedia.org/wiki/Marian_Breland_Bailey#:~:text=Popular%20acts%20included,that%20played%20basketball.">get mental stimulation by being trained humanely to perform tricks</a>. The chicken elders have gained access to the computers of your human caretakers and have found the results of a complicated statistical analysis of the growth curves of your relatives. Because you are a chicken, you don’t care about convergence diagnostics or priors.</p> +<p><strong>Your task is to maximizes the chance of escape for your offspring.</strong></p> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.c"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.c +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Compute and visualize the <strong>expected chicken weight for days 1–40 per diet</strong>, according to the model provided in the template. Do the predictions look reasonable? Why/why not?</p> +</div> +</div> +<div class="callout callout-style-default callout-tip callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-8-contents" aria-controls="callout-8" aria-expanded="true" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Tip +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-8" class="callout-8-contents callout-collapse collapse show"> +<div class="callout-body-container callout-body"> +<p>To sample a “new chicken” from the posterior, use <a href="https://rdrr.io/cran/brms/man/posterior_epred.brmsfit.html">posterior_predict</a> with options <code>newdata=..., allow_new_levels=TRUE, sample_new_levels="gaussian"</code>, where you pass a dataframe as <code>newdata</code> which has a “new” chicken ID <code>Chick</code> and appropriate values for <code>Time</code> and <code>Diet</code>.</p> +</div> +</div> +</div> +<div class="callout callout-style-default callout-warning callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-9-contents" aria-controls="callout-9" aria-expanded="true" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +A simple GP model +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-9" class="callout-9-contents callout-collapse collapse show"> +<div class="callout-body-container callout-body"> +<p>The below fits a GP model to the chicken growth curves. It may take a few minutes to fit, but you can also <a href="./additional_files/assignment9/gp_chicken_fit.rds">download the fit <code>.rds</code>-file</a> and work with that fit object.</p> +<div class="cell"> +<div class="sourceCode cell-code" id="cb31"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb31-1"><a href="#cb31-1"></a>fit <span class="ot">&lt;-</span> <span class="fu">brm</span>(</span> +<span id="cb31-2"><a href="#cb31-2"></a> weight <span class="sc">~</span> <span class="fu">gp</span>(Time) <span class="sc">+</span> (<span class="dv">0</span><span class="sc">+</span>Time<span class="sc">|</span>Diet) <span class="sc">+</span> (<span class="dv">0</span><span class="sc">+</span>Time<span class="sc">|</span>Chick),</span> +<span id="cb31-3"><a href="#cb31-3"></a> <span class="at">data =</span> ChickWeight,</span> +<span id="cb31-4"><a href="#cb31-4"></a> <span class="at">family =</span> <span class="st">"lognormal"</span>,</span> +<span id="cb31-5"><a href="#cb31-5"></a> <span class="at">file=</span><span class="st">"additional_files/assignment9/gp_chicken_fit"</span>,</span> +<span id="cb31-6"><a href="#cb31-6"></a> <span class="at">cores =</span> parallel<span class="sc">::</span><span class="fu">detectCores</span>(),</span> +<span id="cb31-7"><a href="#cb31-7"></a> <span class="co"># For the template only, remove the below from your code!</span></span> +<span id="cb31-8"><a href="#cb31-8"></a> <span class="at">iter =</span> <span class="dv">500</span></span> +<span id="cb31-9"><a href="#cb31-9"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code>Start sampling</code></pre> +</div> +<div class="cell-output cell-output-stdout"> +<pre><code>Running MCMC with 4 chains, at most 12 in parallel... + +Chain 1 Iteration: 1 / 500 [ 0%] (Warmup) +Chain 2 Iteration: 1 / 500 [ 0%] (Warmup) +Chain 3 Iteration: 1 / 500 [ 0%] (Warmup) +Chain 4 Iteration: 1 / 500 [ 0%] (Warmup) +Chain 2 Iteration: 100 / 500 [ 20%] (Warmup) +Chain 4 Iteration: 100 / 500 [ 20%] (Warmup) +Chain 3 Iteration: 100 / 500 [ 20%] (Warmup) +Chain 1 Iteration: 100 / 500 [ 20%] (Warmup) +Chain 2 Iteration: 200 / 500 [ 40%] (Warmup) +Chain 4 Iteration: 200 / 500 [ 40%] (Warmup) +Chain 3 Iteration: 200 / 500 [ 40%] (Warmup) +Chain 2 Iteration: 251 / 500 [ 50%] (Sampling) +Chain 4 Iteration: 251 / 500 [ 50%] (Sampling) +Chain 3 Iteration: 251 / 500 [ 50%] (Sampling) +Chain 1 Iteration: 200 / 500 [ 40%] (Warmup) +Chain 2 Iteration: 350 / 500 [ 70%] (Sampling) +Chain 1 Iteration: 251 / 500 [ 50%] (Sampling) +Chain 3 Iteration: 350 / 500 [ 70%] (Sampling) +Chain 4 Iteration: 350 / 500 [ 70%] (Sampling) +Chain 2 Iteration: 450 / 500 [ 90%] (Sampling) +Chain 3 Iteration: 450 / 500 [ 90%] (Sampling) +Chain 2 Iteration: 500 / 500 [100%] (Sampling) +Chain 2 finished in 16.4 seconds. +Chain 4 Iteration: 450 / 500 [ 90%] (Sampling) +Chain 3 Iteration: 500 / 500 [100%] (Sampling) +Chain 1 Iteration: 350 / 500 [ 70%] (Sampling) +Chain 3 finished in 16.8 seconds. +Chain 4 Iteration: 500 / 500 [100%] (Sampling) +Chain 4 finished in 18.2 seconds. +Chain 1 Iteration: 450 / 500 [ 90%] (Sampling) +Chain 1 Iteration: 500 / 500 [100%] (Sampling) +Chain 1 finished in 21.8 seconds. + +All 4 chains finished successfully. +Mean chain execution time: 18.3 seconds. +Total execution time: 21.9 seconds.</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>Warning: 47 of 1000 (5.0%) transitions ended with a divergence. +See https://mc-stan.org/misc/warnings for details.</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>Warning: 819 of 1000 (82.0%) transitions hit the maximum treedepth limit of 10. +See https://mc-stan.org/misc/warnings for details.</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>Loading required package: rstan</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>Loading required package: StanHeaders</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code> +rstan version 2.35.0.9000 (Stan version 2.35.0)</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>For execution on a local, multicore CPU with excess RAM we recommend calling +options(mc.cores = parallel::detectCores()). +To avoid recompilation of unchanged Stan programs, we recommend calling +rstan_options(auto_write = TRUE) +For within-chain threading using `reduce_sum()` or `map_rect()` Stan functions, +change `threads_per_chain` option: +rstan_options(threads_per_chain = 1)</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code> +Attaching package: 'rstan'</code></pre> +</div> +<div class="cell-output cell-output-stderr"> +<pre><code>The following objects are masked from 'package:posterior': + + ess_bulk, ess_tail</code></pre> +</div> +<div class="sourceCode cell-code" id="cb42"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb42-1"><a href="#cb42-1"></a>brms<span class="sc">::</span><span class="fu">pp_check</span>(fit, <span class="at">type =</span> <span class="st">"intervals_grouped"</span>, <span class="at">group =</span> <span class="st">"Diet"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output cell-output-stderr"> +<pre><code>Using all posterior draws for ppc type 'intervals_grouped' by default.</code></pre> +</div> +<div class="cell-output-display"> +<div> +<figure class="figure"> +<p><img src="template9_files/figure-html/fit-1.png" class="img-fluid figure-img" width="672"></p> +</figure> +</div> +</div> +</div> +</div> +</div> +</div> +<div class="cell"> +<div class="sourceCode cell-code" id="cb44"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb44-1"><a href="#cb44-1"></a><span class="co"># Useful r functions:</span></span> +<span id="cb44-2"><a href="#cb44-2"></a><span class="co"># rep(..., each=...), cbind, colMeans,</span></span> +<span id="cb44-3"><a href="#cb44-3"></a><span class="co"># posterior_predict(..., newdata=..., allow_new_levels=TRUE, sample_new_levels="gaussian")</span></span> +<span id="cb44-4"><a href="#cb44-4"></a><span class="co"># ggplot, geom_line, aes(..., group=..., color=...)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Does the plot look right and is it readable? It should be quite close to the reference plot below:</li> +<li>Has it been recognized that the prediction time ?</li> +</ul> +</div> +</div> +<p>Your chicken elders have been meticulously collecting data on what kind of characteristics have allowed previous chickens to escape. They have found out that both the age and the weight influence the (daily) probability of escape for a chicken:</p> +<ul> +<li>If the chicken is too young, it is not yet mature enough to venture out into the world.</li> +<li>If the chicken is too old, it will not try to escape anymore.</li> +<li>If the chicken is small and has just the right size, it can try to squeze through a tiny crack in the fence.</li> +<li>If the chicken is big enough, it is strong enough to try to fly over the fence.</li> +<li>No matter the size, there is always a small residual probability that the chicken can escape.</li> +</ul> +<p>Every day, chickens will try to escape if they are of the right age. Their daily escape probability <span class="math inline">\(e(\text{day}, \text{weight})\)</span> is implemented in the <code>daily_probability_of_escape(day, weight)</code> function. The probability that a chicken with daily weights <span class="math inline">\(w = (w_1,\dots,w_N)\)</span> <strong>has not escaped</strong> after <span class="math inline">\(i+1\)</span> days can be computed as follows: <span class="math display">\[ + f_{i+1} = f_i \, (1 - e(i, w_i)) +\]</span> The <code>chickenwise_probability_of_escape(weights)</code> computes the probability that a chicken <strong>has escaped</strong> after <code>length(weights)</code> days.</p> +<div class="callout callout-style-default callout-tip callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-11-contents" aria-controls="callout-11" aria-expanded="false" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Chickenwise probability of escape function +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-11" class="callout-11-contents callout-collapse collapse"> +<div class="callout-body-container callout-body"> +<div class="cell"> +<div class="sourceCode cell-code" id="cb45"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb45-1"><a href="#cb45-1"></a>bump <span class="ot">&lt;-</span> <span class="cf">function</span>(x, <span class="at">loc=</span><span class="dv">0</span>, <span class="at">scale=</span><span class="dv">1</span>){</span> +<span id="cb45-2"><a href="#cb45-2"></a> xi <span class="ot">=</span> (x <span class="sc">-</span> loc) <span class="sc">/</span> scale</span> +<span id="cb45-3"><a href="#cb45-3"></a> <span class="fu">ifelse</span>(<span class="fu">abs</span>(xi) <span class="sc">&lt;</span> <span class="dv">1</span>, <span class="fu">exp</span>(<span class="sc">-</span><span class="dv">1</span><span class="sc">/</span>(<span class="dv">1</span><span class="sc">-</span>xi<span class="sc">^</span><span class="dv">2</span>)), <span class="fl">0.</span>)</span> +<span id="cb45-4"><a href="#cb45-4"></a>}</span> +<span id="cb45-5"><a href="#cb45-5"></a>daily_probability_of_escape <span class="ot">&lt;-</span> <span class="cf">function</span>(day, weight){</span> +<span id="cb45-6"><a href="#cb45-6"></a> <span class="co"># Expects a day and a weight and computes the daily probability of escape</span></span> +<span id="cb45-7"><a href="#cb45-7"></a> <span class="fu">bump</span>(day, <span class="dv">30</span>, <span class="dv">10</span>) <span class="sc">*</span> (<span class="fl">1e-2</span> <span class="sc">+</span> <span class="fu">bump</span>(weight, <span class="dv">200</span>, <span class="dv">150</span>)<span class="sc">+</span><span class="fu">bump</span>(weight, <span class="dv">700</span>, <span class="dv">150</span>))</span> +<span id="cb45-8"><a href="#cb45-8"></a>}</span> +<span id="cb45-9"><a href="#cb45-9"></a>chickenwise_probability_of_escape <span class="ot">&lt;-</span> <span class="cf">function</span>(weights){</span> +<span id="cb45-10"><a href="#cb45-10"></a> <span class="co"># Expects a vector of daily weights from day 1 to N and computes the probability of</span></span> +<span id="cb45-11"><a href="#cb45-11"></a> <span class="co"># escape at the end of the time series</span></span> +<span id="cb45-12"><a href="#cb45-12"></a> prob_of_failure <span class="ot">=</span> <span class="dv">1</span></span> +<span id="cb45-13"><a href="#cb45-13"></a> <span class="cf">for</span>(day <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">length</span>(weights)){</span> +<span id="cb45-14"><a href="#cb45-14"></a> prob_of_failure <span class="ot">=</span> prob_of_failure <span class="sc">*</span> (<span class="dv">1</span><span class="sc">-</span><span class="fu">daily_probability_of_escape</span>(day, weights[day]))</span> +<span id="cb45-15"><a href="#cb45-15"></a> }</span> +<span id="cb45-16"><a href="#cb45-16"></a> <span class="fu">return</span>(<span class="dv">1</span> <span class="sc">-</span> prob_of_failure)</span> +<span id="cb45-17"><a href="#cb45-17"></a>}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +</div> +</div> +</div> +<div class="cell"> +<div class="sourceCode cell-code" id="cb46"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb46-1"><a href="#cb46-1"></a>days <span class="ot">=</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">40</span></span> +<span id="cb46-2"><a href="#cb46-2"></a>weights <span class="ot">=</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">900</span></span> +<span id="cb46-3"><a href="#cb46-3"></a>heatmap_matrix <span class="ot">=</span> <span class="fu">outer</span>(days,weights,daily_probability_of_escape)</span> +<span id="cb46-4"><a href="#cb46-4"></a><span class="fu">image</span>(days, weights, heatmap_matrix, <span class="at">xlab=</span><span class="st">"day"</span>, <span class="at">ylab=</span><span class="st">"weight"</span>, <span class="at">main=</span><span class="st">"Daily probability of escape"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +<div class="cell-output-display"> +<div id="fig-prob" class="quarto-figure quarto-figure-center quarto-float anchored"> +<figure class="quarto-float quarto-float-fig figure"> +<div aria-describedby="fig-prob-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca"> +<img src="template9_files/figure-html/fig-prob-1.png" class="img-fluid figure-img" width="672"> +</div> +<figcaption class="quarto-float-caption-bottom quarto-float-caption quarto-float-fig" id="fig-prob-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca"> +Figure&nbsp;1: Daily probability of escape for a given day and weight +</figcaption> +</figure> +</div> +</div> +</div> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.a"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.a +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Compute and visualize the <strong>distribution of the chickenwise probabilities of escape per diet</strong>, according to the model provided in the template.</p> +</div> +</div> +<div class="callout callout-style-default callout-tip callout-titled"> +<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-13-contents" aria-controls="callout-13" aria-expanded="true" aria-label="Toggle callout"> +<div class="callout-icon-container"> +<i class="callout-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Tip +</div> +<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div> +</div> +<div id="callout-13" class="callout-13-contents callout-collapse collapse show"> +<div class="callout-body-container callout-body"> +<p>You can reuse the predictions you created in the previous subtask. <strong>Work with the draws to compute the chickenwise probability of escape first, and then take the expectation!</strong></p> +</div> +</div> +</div> +<div class="cell"> +<div class="sourceCode cell-code" id="cb47"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb47-1"><a href="#cb47-1"></a><span class="co"># Useful r functions: chickenwise_probability_of_escape (see above)</span></span> +<span id="cb47-2"><a href="#cb47-2"></a><span class="co"># rep(..., each=...), apply,</span></span> +<span id="cb47-3"><a href="#cb47-3"></a><span class="co"># ggplot, stat_dotsinterval</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Does the plot look right and is it readable? It should be quite close to the reference plot below:</li> +</ul> +</div> +</div> +<div class="callout callout-style-default callout-warning no-icon callout-titled" title="Subtask 2.b"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Subtask 2.b +</div> +</div> +<div class="callout-body-container callout-body"> +<p>Compute the <strong>expected probability of escape for each diet</strong>. Why would it be wrong to compute the expected probability of escape by applying the <code>chickenwise_probability_of_escape</code> function in the template to the <em>daily expected chicken weights per diet</em> computed in subtask 2.a? How does the correctly calculated value compare to the incorrectly calculated value? Why is one higher than the other?</p> +</div> +</div> +<div class="cell"> +<div class="sourceCode cell-code" id="cb48"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb48-1"><a href="#cb48-1"></a><span class="co"># Useful r functions: chickenwise_probability_of_escape (see above)</span></span> +<span id="cb48-2"><a href="#cb48-2"></a><span class="co"># apply, aggregate,</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Do the results look correct and have they been presented in a readable way? They should be roughly the first column below for the correct calculation and the second column below for the wrong calculation: [</li> +</ul> +<p>diet chickenwise_loss meanwise_loss 1 0.55 0.83 2 0.57 0.67 3 0.50 0.10 4 0.52 0.15 ]{.content-hidden when-profile=“public”} * Has it been explained that the expected probability of escape depends on ? * Has it been explained that</p> +<p>?</p> +<p>[AND/OR</p> +<p>for some diets the “incorrect” computation (meanwise_loss) is lower because the mean growth curve (used in the incorrect meanwise_loss) “by chance” passes through the region of low probability of escape, even though due to high within-population variation most chickens’ growth curve won’t pass through that region of low probability of escape?</p> +<p>(Due to a slightly misleading public rubric, either of the above answers would be sufficient)]{.content-hidden when-profile=“public”}</p> +</div> +</div> +</section> +<section id="overall-quality-of-the-report" class="level1" data-number="3"> +<h1 data-number="3"><span class="header-section-number">3</span> Overall quality of the report</h1> +<div class="callout callout-style-default callout-note no-icon callout-titled" title="Rubric"> +<div class="callout-header d-flex align-content-center"> +<div class="callout-icon-container"> +<i class="callout-icon no-icon"></i> +</div> +<div class="callout-title-container flex-fill"> +Rubric +</div> +</div> +<div class="callout-body-container callout-body"> +<ul> +<li>Does the report include comment on whether AI was used, and if AI was used, explanation on how it was used? +<ul> +<li>No</li> +<li>Yes</li> +</ul></li> +<li>Does the report follow the formatting instructions? +<ul> +<li>Not at all</li> +<li>Little</li> +<li>Mostly</li> +<li>Yes</li> +</ul></li> +<li>In case the report doesn’t fully follow the general and formatting instructions, specify the instructions that have not been followed. If applicable, specify the page of the report, where this difference is visible. This will help the other student to improve their reports so that they are easier to read and review. If applicable, specify the page of the report, where this difference in formatting is visible.</li> +<li>Please also provide feedback on the presentation (e.g.&nbsp;text, layout, flow of the responses, figures, figure captions). Part of the course is practicing making data analysis reports. By providing feedback on the report presentation, other students can learn what they can improve or what they already did well. You should be able to provide constructive or positive feedback for all non-empty and non-nonsense reports. If you think the report is perfect, and you can’t come up with any suggestions how to improve, you can provide feedback on what you liked and why you think some part of the report is better than yours.</li> +</ul> +</div> +</div> + + +<!-- --> + +</section> + +</main> <!-- /main --> +<script id="quarto-html-after-body" type="application/javascript"> +window.document.addEventListener("DOMContentLoaded", function (event) { + const toggleBodyColorMode = (bsSheetEl) => { + const mode = bsSheetEl.getAttribute("data-mode"); + const bodyEl = window.document.querySelector("body"); + if (mode === "dark") { + bodyEl.classList.add("quarto-dark"); + bodyEl.classList.remove("quarto-light"); + } else { + bodyEl.classList.add("quarto-light"); + bodyEl.classList.remove("quarto-dark"); + } + } + const toggleBodyColorPrimary = () => { + const bsSheetEl = window.document.querySelector("link#quarto-bootstrap"); + if (bsSheetEl) { + toggleBodyColorMode(bsSheetEl); + } + } + toggleBodyColorPrimary(); + const icon = ""; + const anchorJS = new window.AnchorJS(); + anchorJS.options = { + placement: 'right', + icon: icon + }; + anchorJS.add('.anchored'); + const isCodeAnnotation = (el) => { + for (const clz of el.classList) { + if (clz.startsWith('code-annotation-')) { + return true; + } + } + return false; + } + const clipboard = new window.ClipboardJS('.code-copy-button', { + text: function(trigger) { + const codeEl = trigger.previousElementSibling.cloneNode(true); + for (const childEl of codeEl.children) { + if (isCodeAnnotation(childEl)) { + childEl.remove(); + } + } + return codeEl.innerText; + } + }); + clipboard.on('success', function(e) { + // button target + const button = e.trigger; + // don't keep focus + button.blur(); + // flash "checked" + button.classList.add('code-copy-button-checked'); + var currentTitle = button.getAttribute("title"); + button.setAttribute("title", "Copied!"); + let tooltip; + if (window.bootstrap) { + button.setAttribute("data-bs-toggle", "tooltip"); + button.setAttribute("data-bs-placement", "left"); + button.setAttribute("data-bs-title", "Copied!"); + tooltip = new bootstrap.Tooltip(button, + { trigger: "manual", + customClass: "code-copy-button-tooltip", + offset: [0, -8]}); + tooltip.show(); + } + setTimeout(function() { + if (tooltip) { + tooltip.hide(); + button.removeAttribute("data-bs-title"); + button.removeAttribute("data-bs-toggle"); + button.removeAttribute("data-bs-placement"); + } + button.setAttribute("title", currentTitle); + button.classList.remove('code-copy-button-checked'); + }, 1000); + // clear code selection + e.clearSelection(); + }); + const viewSource = window.document.getElementById('quarto-view-source') || + window.document.getElementById('quarto-code-tools-source'); + if (viewSource) { + const sourceUrl = viewSource.getAttribute("data-quarto-source-url"); + viewSource.addEventListener("click", function(e) { + if (sourceUrl) { + // rstudio viewer pane + if (/\bcapabilities=\b/.test(window.location)) { + window.open(sourceUrl); + } else { + window.location.href = sourceUrl; + } + } else { + const modal = new bootstrap.Modal(document.getElementById('quarto-embedded-source-code-modal')); + modal.show(); + } + return false; + }); + } + function toggleCodeHandler(show) { + return function(e) { + const detailsSrc = window.document.querySelectorAll(".cell > details > .sourceCode"); + for (let i=0; i<detailsSrc.length; i++) { + const details = detailsSrc[i].parentElement; + if (show) { + details.open = true; + } else { + details.removeAttribute("open"); + } + } + const cellCodeDivs = window.document.querySelectorAll(".cell > .sourceCode"); + const fromCls = show ? "hidden" : "unhidden"; + const toCls = show ? "unhidden" : "hidden"; + for (let i=0; i<cellCodeDivs.length; i++) { + const codeDiv = cellCodeDivs[i]; + if (codeDiv.classList.contains(fromCls)) { + codeDiv.classList.remove(fromCls); + codeDiv.classList.add(toCls); + } + } + return false; + } + } + const hideAllCode = window.document.getElementById("quarto-hide-all-code"); + if (hideAllCode) { + hideAllCode.addEventListener("click", toggleCodeHandler(false)); + } + const showAllCode = window.document.getElementById("quarto-show-all-code"); + if (showAllCode) { + showAllCode.addEventListener("click", toggleCodeHandler(true)); + } + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { + const config = { + allowHTML: true, + maxWidth: 500, + delay: 100, + arrow: false, + appendTo: function(el) { + return el.parentElement; + }, + interactive: true, + interactiveBorder: 10, + theme: 'quarto', + placement: 'bottom-start', + }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } + window.tippy(el, config); + } + const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); + for (var i=0; i<noterefs.length; i++) { + const ref = noterefs[i]; + tippyHover(ref, function() { + // use id or data attribute instead here + let href = ref.getAttribute('data-footnote-href') || ref.getAttribute('href'); + try { href = new URL(href).hash; } catch {} + const id = href.replace(/^#\/?/, ""); + const note = window.document.getElementById(id); + return note.innerHTML; + }); + } + const xrefs = window.document.querySelectorAll('a.quarto-xref'); + const processXRef = (id, note) => { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + container.appendChild(note.children[0].cloneNode(true)); + for (let i = 1; i < note.children.length; i++) { + const child = note.children[i]; + if (child.tagName === "P" && child.innerText === "") { + continue; + } else { + container.appendChild(child.cloneNode(true)); + break; + } + } + if (window.Quarto?.typesetMath) { + window.Quarto.typesetMath(container); + } + return container.innerHTML + } else { + if (window.Quarto?.typesetMath) { + window.Quarto.typesetMath(note); + } + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + if (window.Quarto?.typesetMath) { + window.Quarto.typesetMath(note); + } + // TODO in 1.5, we should make sure this works without a callout special case + if (note.classList.contains("callout")) { + return note.outerHTML; + } else { + return note.innerHTML; + } + } + } + for (var i=0; i<xrefs.length; i++) { + const xref = xrefs[i]; + tippyHover(xref, undefined, function(instance) { + instance.disable(); + let url = xref.getAttribute('href'); + let hash = undefined; + if (url.startsWith('#')) { + hash = url; + } else { + try { hash = new URL(url).hash; } catch {} + } + if (hash) { + const id = hash.replace(/^#\/?/, ""); + const note = window.document.getElementById(id); + if (note !== null) { + try { + const html = processXRef(id, note.cloneNode(true)); + instance.setContent(html); + } finally { + instance.enable(); + instance.show(); + } + } else { + // See if we can fetch this + fetch(url.split('#')[0]) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); + } + let selectedAnnoteEl; + const selectorForAnnotation = ( cell, annotation) => { + let cellAttr = 'data-code-cell="' + cell + '"'; + let lineAttr = 'data-code-annotation="' + annotation + '"'; + const selector = 'span[' + cellAttr + '][' + lineAttr + ']'; + return selector; + } + const selectCodeLines = (annoteEl) => { + const doc = window.document; + const targetCell = annoteEl.getAttribute("data-target-cell"); + const targetAnnotation = annoteEl.getAttribute("data-target-annotation"); + const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation)); + const lines = annoteSpan.getAttribute("data-code-lines").split(","); + const lineIds = lines.map((line) => { + return targetCell + "-" + line; + }) + let top = null; + let height = null; + let parent = null; + if (lineIds.length > 0) { + //compute the position of the single el (top and bottom and make a div) + const el = window.document.getElementById(lineIds[0]); + top = el.offsetTop; + height = el.offsetHeight; + parent = el.parentElement.parentElement; + if (lineIds.length > 1) { + const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]); + const bottom = lastEl.offsetTop + lastEl.offsetHeight; + height = bottom - top; + } + if (top !== null && height !== null && parent !== null) { + // cook up a div (if necessary) and position it + let div = window.document.getElementById("code-annotation-line-highlight"); + if (div === null) { + div = window.document.createElement("div"); + div.setAttribute("id", "code-annotation-line-highlight"); + div.style.position = 'absolute'; + parent.appendChild(div); + } + div.style.top = top - 2 + "px"; + div.style.height = height + 4 + "px"; + div.style.left = 0; + let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); + if (gutterDiv === null) { + gutterDiv = window.document.createElement("div"); + gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter"); + gutterDiv.style.position = 'absolute'; + const codeCell = window.document.getElementById(targetCell); + const gutter = codeCell.querySelector('.code-annotation-gutter'); + gutter.appendChild(gutterDiv); + } + gutterDiv.style.top = top - 2 + "px"; + gutterDiv.style.height = height + 4 + "px"; + } + selectedAnnoteEl = annoteEl; + } + }; + const unselectCodeLines = () => { + const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"]; + elementsIds.forEach((elId) => { + const div = window.document.getElementById(elId); + if (div) { + div.remove(); + } + }); + selectedAnnoteEl = undefined; + }; + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + if (selectedAnnoteEl) { + selectCodeLines(selectedAnnoteEl); + } + }, 10) + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { + fn.apply(this, args); + timer = throttle = false; + }, ms); + } + }; + } + // Attach click handler to the DT + const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); + for (const annoteDlNode of annoteDls) { + annoteDlNode.addEventListener('click', (event) => { + const clickedEl = event.target; + if (clickedEl !== selectedAnnoteEl) { + unselectCodeLines(); + const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active'); + if (activeEl) { + activeEl.classList.remove('code-annotation-active'); + } + selectCodeLines(clickedEl); + clickedEl.classList.add('code-annotation-active'); + } else { + // Unselect the line + unselectCodeLines(); + clickedEl.classList.remove('code-annotation-active'); + } + }); + } + const findCites = (el) => { + const parentEl = el.parentElement; + if (parentEl) { + const cites = parentEl.dataset.cites; + if (cites) { + return { + el, + cites: cites.split(' ') + }; + } else { + return findCites(el.parentElement) + } + } else { + return undefined; + } + }; + var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]'); + for (var i=0; i<bibliorefs.length; i++) { + const ref = bibliorefs[i]; + const citeInfo = findCites(ref); + if (citeInfo) { + tippyHover(citeInfo.el, function() { + var popup = window.document.createElement('div'); + citeInfo.cites.forEach(function(cite) { + var citeDiv = window.document.createElement('div'); + citeDiv.classList.add('hanging-indent'); + citeDiv.classList.add('csl-entry'); + var biblioDiv = window.document.getElementById('ref-' + cite); + if (biblioDiv) { + citeDiv.innerHTML = biblioDiv.innerHTML; + } + popup.appendChild(citeDiv); + }); + return popup.innerHTML; + }); + } + } +}); +</script> +<nav class="page-navigation"> + <div class="nav-page nav-page-previous"> + <a href="./template8.html" class="pagination-link" aria-label="Assignment 8, 2023"> + <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text">Assignment 8, 2023</span> + </a> + </div> + <div class="nav-page nav-page-next"> + </div> +</nav><div class="modal fade" id="quarto-embedded-source-code-modal" tabindex="-1" aria-labelledby="quarto-embedded-source-code-modal-label" aria-hidden="true"><div class="modal-dialog modal-dialog-scrollable"><div class="modal-content"><div class="modal-header"><h5 class="modal-title" id="quarto-embedded-source-code-modal-label">Source Code</h5><button class="btn-close" data-bs-dismiss="modal"></button></div><div class="modal-body"><div class=""> +<div class="sourceCode" id="cb49" data-shortcodes="false"><pre class="sourceCode numberSource markdown number-lines code-with-copy"><code class="sourceCode markdown"><span id="cb49-1"><a href="#cb49-1"></a><span class="co">---</span></span> +<span id="cb49-2"><a href="#cb49-2"></a><span class="an">title:</span><span class="co"> "Assignment 9, 2023"</span></span> +<span id="cb49-3"><a href="#cb49-3"></a><span class="an">subtitle:</span><span class="co"> "Decision analysis"</span></span> +<span id="cb49-4"><a href="#cb49-4"></a><span class="an">author:</span><span class="co"> "Aki Vehtari et al."</span></span> +<span id="cb49-5"><a href="#cb49-5"></a><span class="an">format:</span></span> +<span id="cb49-6"><a href="#cb49-6"></a><span class="co"> html:</span></span> +<span id="cb49-7"><a href="#cb49-7"></a><span class="co"> toc: true</span></span> +<span id="cb49-8"><a href="#cb49-8"></a><span class="co"> code-tools: true</span></span> +<span id="cb49-9"><a href="#cb49-9"></a><span class="co"> code-line-numbers: true</span></span> +<span id="cb49-10"><a href="#cb49-10"></a><span class="co"> number-sections: true</span></span> +<span id="cb49-11"><a href="#cb49-11"></a><span class="co"> mainfont: Georgia, serif</span></span> +<span id="cb49-12"><a href="#cb49-12"></a><span class="co"> page-layout: article</span></span> +<span id="cb49-13"><a href="#cb49-13"></a><span class="co"> pdf:</span></span> +<span id="cb49-14"><a href="#cb49-14"></a><span class="co"> geometry:</span></span> +<span id="cb49-15"><a href="#cb49-15"></a><span class="co"> - left=1cm,top=1cm,bottom=1cm,right=7cm</span></span> +<span id="cb49-16"><a href="#cb49-16"></a><span class="co"> number-sections: true</span></span> +<span id="cb49-17"><a href="#cb49-17"></a><span class="co"> code-annotations: none</span></span> +<span id="cb49-18"><a href="#cb49-18"></a><span class="an">editor:</span><span class="co"> source</span></span> +<span id="cb49-19"><a href="#cb49-19"></a><span class="co">---</span></span> +<span id="cb49-20"><a href="#cb49-20"></a></span> +<span id="cb49-21"><a href="#cb49-21"></a><span class="fu"># General information</span></span> +<span id="cb49-22"><a href="#cb49-22"></a></span> +<span id="cb49-23"><a href="#cb49-23"></a>**This is for BDA 2023**</span> +<span id="cb49-24"><a href="#cb49-24"></a></span> +<span id="cb49-25"><a href="#cb49-25"></a>**The maximum amount of points from this assignment is 3.**</span> +<span id="cb49-26"><a href="#cb49-26"></a></span> +<span id="cb49-27"><a href="#cb49-27"></a>We have prepared a **quarto template specific to this assignment ([html](template9.html), [qmd](https://avehtari.github.io/BDA_course_Aalto/assignments/template9.qmd), [pdf](template9.pdf))** to help you get started.</span> +<span id="cb49-28"><a href="#cb49-28"></a></span> +<span id="cb49-29"><a href="#cb49-29"></a>:::{.callout-warning icon=false title="Setup" collapse=true}</span> +<span id="cb49-30"><a href="#cb49-30"></a>We recommend Aalto students use <span class="co">[</span><span class="ot">jupyter.cs.aalto.fi</span><span class="co">](https://jupyter.cs.aalto.fi)</span>, for all others we also provide a <span class="co">[</span><span class="ot">docker container</span><span class="co">](docker.html)</span>.</span> +<span id="cb49-31"><a href="#cb49-31"></a>:::</span> +<span id="cb49-32"><a href="#cb49-32"></a></span> +<span id="cb49-33"><a href="#cb49-33"></a></span> +<span id="cb49-34"><a href="#cb49-34"></a>:::{.callout-tip collapse=false}</span> +<span id="cb49-35"><a href="#cb49-35"></a>**Reading instructions**:</span> +<span id="cb49-36"><a href="#cb49-36"></a></span> +<span id="cb49-37"><a href="#cb49-37"></a><span class="ss">- </span><span class="co">[</span><span class="ot">**The reading instructions for BDA3 Chapter 9**</span><span class="co">](../BDA3_notes.html#ch6)</span> (decision analysis).</span> +<span id="cb49-38"><a href="#cb49-38"></a></span> +<span id="cb49-39"><a href="#cb49-39"></a>{{&lt; include includes/_grading_instructions.md &gt;}}</span> +<span id="cb49-40"><a href="#cb49-40"></a></span> +<span id="cb49-41"><a href="#cb49-41"></a>{{&lt; include includes/_cmdstanr.md &gt;}}</span> +<span id="cb49-42"><a href="#cb49-42"></a>:::</span> +<span id="cb49-43"><a href="#cb49-43"></a></span> +<span id="cb49-44"><a href="#cb49-44"></a>{{&lt; include includes/_reporting_accuracy.md &gt;}}</span> +<span id="cb49-45"><a href="#cb49-45"></a></span> +<span id="cb49-46"><a href="#cb49-46"></a>{{&lt; include includes/_general_info.md &gt;}}</span> +<span id="cb49-47"><a href="#cb49-47"></a>::: {.content-visible when-profile="public"}</span> +<span id="cb49-48"><a href="#cb49-48"></a>This is the template for <span class="co">[</span><span class="ot">assignment 9</span><span class="co">](assignment9.html)</span>. You can download the <span class="co">[</span><span class="ot">qmd-file</span><span class="co">](https://avehtari.github.io/BDA_course_Aalto/assignments/template9.qmd)</span> or copy the code from this rendered document after clicking on <span class="in">`&lt;/&gt; Code`</span> in the top right corner.</span> +<span id="cb49-49"><a href="#cb49-49"></a></span> +<span id="cb49-50"><a href="#cb49-50"></a>**Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.**</span> +<span id="cb49-51"><a href="#cb49-51"></a>:::</span> +<span id="cb49-52"><a href="#cb49-52"></a>::: {.callout-warning collapse=false}</span> +<span id="cb49-53"><a href="#cb49-53"></a><span class="fu">## Setup</span></span> +<span id="cb49-54"><a href="#cb49-54"></a></span> +<span id="cb49-55"><a href="#cb49-55"></a>The following loads several needed packages:</span> +<span id="cb49-56"><a href="#cb49-56"></a></span> +<span id="cb49-59"><a href="#cb49-59"></a><span class="in">```{r}</span></span> +<span id="cb49-60"><a href="#cb49-60"></a><span class="co">#| label: imports</span></span> +<span id="cb49-61"><a href="#cb49-61"></a><span class="fu">library</span>(bayesplot)</span> +<span id="cb49-62"><a href="#cb49-62"></a><span class="fu">library</span>(cmdstanr)</span> +<span id="cb49-63"><a href="#cb49-63"></a><span class="fu">library</span>(dplyr)</span> +<span id="cb49-64"><a href="#cb49-64"></a><span class="fu">library</span>(ggplot2)</span> +<span id="cb49-65"><a href="#cb49-65"></a><span class="fu">library</span>(ggdist) <span class="co"># for stat_dotsinterval</span></span> +<span id="cb49-66"><a href="#cb49-66"></a><span class="fu">library</span>(posterior)</span> +<span id="cb49-67"><a href="#cb49-67"></a><span class="fu">library</span>(brms)</span> +<span id="cb49-68"><a href="#cb49-68"></a><span class="co"># Globally specfiy cmdstan backend for brms</span></span> +<span id="cb49-69"><a href="#cb49-69"></a><span class="fu">options</span>(<span class="at">brms.backend=</span><span class="st">"cmdstanr"</span>)</span> +<span id="cb49-70"><a href="#cb49-70"></a><span class="co"># Tell brms to cache results if possible</span></span> +<span id="cb49-71"><a href="#cb49-71"></a><span class="fu">options</span>(<span class="at">brms.file_refit=</span><span class="st">"on_change"</span>)</span> +<span id="cb49-72"><a href="#cb49-72"></a></span> +<span id="cb49-73"><a href="#cb49-73"></a><span class="co"># Set more readable themes with bigger font for plotting packages</span></span> +<span id="cb49-74"><a href="#cb49-74"></a>ggplot2<span class="sc">::</span><span class="fu">theme_set</span>(<span class="fu">theme_minimal</span>(<span class="at">base_size =</span> <span class="dv">14</span>))</span> +<span id="cb49-75"><a href="#cb49-75"></a>bayesplot<span class="sc">::</span><span class="fu">bayesplot_theme_set</span>(<span class="fu">theme_minimal</span>(<span class="at">base_size =</span> <span class="dv">14</span>))</span> +<span id="cb49-76"><a href="#cb49-76"></a><span class="in">```</span></span> +<span id="cb49-77"><a href="#cb49-77"></a>:::</span> +<span id="cb49-78"><a href="#cb49-78"></a></span> +<span id="cb49-79"><a href="#cb49-79"></a></span> +<span id="cb49-80"><a href="#cb49-80"></a></span> +<span id="cb49-81"><a href="#cb49-81"></a></span> +<span id="cb49-82"><a href="#cb49-82"></a>This exercise is an example of a decision analysis (DA). In a broad context, this means optimizing over different decisions that lead to different outcomes that all have different utilities. In a Bayesian context, this means using posterior distributions to make decisions.</span> +<span id="cb49-83"><a href="#cb49-83"></a></span> +<span id="cb49-84"><a href="#cb49-84"></a><span class="fu"># Escaping from the chicken coop</span></span> +<span id="cb49-85"><a href="#cb49-85"></a></span> +<span id="cb49-86"><a href="#cb49-86"></a>You are an adult chicken living in an organic chicken commune, where life is great, if a bit boring.</span> +<span id="cb49-87"><a href="#cb49-87"></a>You have settled in comfortably, but you want something more for your offspring.</span> +<span id="cb49-88"><a href="#cb49-88"></a>Your traveling corvid friends tell you of places where chickens eat corn all day,</span> +<span id="cb49-89"><a href="#cb49-89"></a>get ferried around in <span class="co">[</span><span class="ot">mobile chicken coops to see the world</span><span class="co">](https://www.chicken-trailer.de/en/chicken-trailer-en/chicken-trailer-330)</span> or [get mental stimulation by being trained humanely to perform</span> +<span id="cb49-90"><a href="#cb49-90"></a>tricks](https://en.wikipedia.org/wiki/Marian_Breland_Bailey#:~:text=Popular%20acts%20included,that%20played%20basketball.).</span> +<span id="cb49-91"><a href="#cb49-91"></a>The chicken elders have gained access to the computers of your human caretakers</span> +<span id="cb49-92"><a href="#cb49-92"></a>and have found the results of a complicated statistical analysis of the growth curves</span> +<span id="cb49-93"><a href="#cb49-93"></a>of your relatives. Because you are a chicken, you don't care about convergence diagnostics or priors.</span> +<span id="cb49-94"><a href="#cb49-94"></a></span> +<span id="cb49-95"><a href="#cb49-95"></a>**Your task is to maximizes the chance of escape for your offspring.**</span> +<span id="cb49-96"><a href="#cb49-96"></a></span> +<span id="cb49-97"><a href="#cb49-97"></a>::: {.callout-warning icon=false title="Subtask 2.c"}</span> +<span id="cb49-98"><a href="#cb49-98"></a>Compute and visualize the **expected chicken weight for days 1--40 per diet**, according to the</span> +<span id="cb49-99"><a href="#cb49-99"></a>model provided in the template. Do the predictions look reasonable? Why/why not?</span> +<span id="cb49-100"><a href="#cb49-100"></a>:::</span> +<span id="cb49-101"><a href="#cb49-101"></a>::: {.callout-tip collapse=false}</span> +<span id="cb49-102"><a href="#cb49-102"></a>To sample a "new chicken" from the posterior, use <span class="co">[</span><span class="ot">posterior_predict</span><span class="co">](https://rdrr.io/cran/brms/man/posterior_epred.brmsfit.html)</span> with options <span class="in">`newdata=..., allow_new_levels=TRUE, sample_new_levels="gaussian"`</span>, where you pass a dataframe as <span class="in">`newdata`</span> which has a "new" chicken ID <span class="in">`Chick`</span> and appropriate values for <span class="in">`Time`</span> and <span class="in">`Diet`</span>.</span> +<span id="cb49-103"><a href="#cb49-103"></a>:::</span> +<span id="cb49-104"><a href="#cb49-104"></a>:::{.callout-warning collapse=false}</span> +<span id="cb49-105"><a href="#cb49-105"></a><span class="fu">### A simple GP model</span></span> +<span id="cb49-106"><a href="#cb49-106"></a></span> +<span id="cb49-107"><a href="#cb49-107"></a>The below fits a GP model to the chicken growth curves. It may take a few minutes to fit, but you</span> +<span id="cb49-108"><a href="#cb49-108"></a>can also <span class="co">[</span><span class="ot">download the fit `.rds`-file</span><span class="co">](./additional_files/assignment9/gp_chicken_fit.rds)</span> and work with that fit object.</span> +<span id="cb49-109"><a href="#cb49-109"></a></span> +<span id="cb49-110"><a href="#cb49-110"></a><span class="in">```{r fit}</span></span> +<span id="cb49-111"><a href="#cb49-111"></a></span> +<span id="cb49-112"><a href="#cb49-112"></a><span class="in">fit &lt;- brm(</span></span> +<span id="cb49-113"><a href="#cb49-113"></a><span class="in"> weight ~ gp(Time) + (0+Time|Diet) + (0+Time|Chick),</span></span> +<span id="cb49-114"><a href="#cb49-114"></a><span class="in"> data = ChickWeight,</span></span> +<span id="cb49-115"><a href="#cb49-115"></a><span class="in"> family = "lognormal",</span></span> +<span id="cb49-116"><a href="#cb49-116"></a><span class="in"> file="additional_files/assignment9/gp_chicken_fit",</span></span> +<span id="cb49-117"><a href="#cb49-117"></a><span class="in"> cores = parallel::detectCores(),</span></span> +<span id="cb49-118"><a href="#cb49-118"></a><span class="in"> # For the template only, remove the below from your code!</span></span> +<span id="cb49-119"><a href="#cb49-119"></a><span class="in"> iter = 500</span></span> +<span id="cb49-120"><a href="#cb49-120"></a><span class="in">)</span></span> +<span id="cb49-121"><a href="#cb49-121"></a><span class="in">brms::pp_check(fit, type = "intervals_grouped", group = "Diet")</span></span> +<span id="cb49-122"><a href="#cb49-122"></a><span class="in">```</span></span> +<span id="cb49-123"><a href="#cb49-123"></a>:::</span> +<span id="cb49-124"><a href="#cb49-124"></a>:::{.content-visible when-profile="public"}</span> +<span id="cb49-127"><a href="#cb49-127"></a><span class="in">```{r}</span></span> +<span id="cb49-128"><a href="#cb49-128"></a><span class="co"># Useful r functions:</span></span> +<span id="cb49-129"><a href="#cb49-129"></a><span class="co"># rep(..., each=...), cbind, colMeans,</span></span> +<span id="cb49-130"><a href="#cb49-130"></a><span class="co"># posterior_predict(..., newdata=..., allow_new_levels=TRUE, sample_new_levels="gaussian")</span></span> +<span id="cb49-131"><a href="#cb49-131"></a><span class="co"># ggplot, geom_line, aes(..., group=..., color=...)</span></span> +<span id="cb49-132"><a href="#cb49-132"></a><span class="in">```</span></span> +<span id="cb49-133"><a href="#cb49-133"></a>:::</span> +<span id="cb49-134"><a href="#cb49-134"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb49-135"><a href="#cb49-135"></a><span class="ss">* </span>Does the plot look right and is it readable? It should be quite close to the reference plot below:</span> +<span id="cb49-136"><a href="#cb49-136"></a><span class="ss">* </span>Has it been recognized that the prediction time ?</span> +<span id="cb49-137"><a href="#cb49-137"></a>:::</span> +<span id="cb49-138"><a href="#cb49-138"></a></span> +<span id="cb49-139"><a href="#cb49-139"></a>Your chicken elders have been meticulously collecting data on what kind of characteristics have allowed</span> +<span id="cb49-140"><a href="#cb49-140"></a>previous chickens to escape. They have found out that both the age and the weight influence the (daily)</span> +<span id="cb49-141"><a href="#cb49-141"></a>probability of escape for a chicken:</span> +<span id="cb49-142"><a href="#cb49-142"></a></span> +<span id="cb49-143"><a href="#cb49-143"></a><span class="ss">* </span>If the chicken is too young, it is not yet mature enough to venture out into the world.</span> +<span id="cb49-144"><a href="#cb49-144"></a><span class="ss">* </span>If the chicken is too old, it will not try to escape anymore.</span> +<span id="cb49-145"><a href="#cb49-145"></a><span class="ss">* </span>If the chicken is small and has just the right size, it can try to squeze through a tiny crack in the fence.</span> +<span id="cb49-146"><a href="#cb49-146"></a><span class="ss">* </span>If the chicken is big enough, it is strong enough to try to fly over the fence.</span> +<span id="cb49-147"><a href="#cb49-147"></a><span class="ss">* </span>No matter the size, there is always a small residual probability that the chicken can escape.</span> +<span id="cb49-148"><a href="#cb49-148"></a></span> +<span id="cb49-149"><a href="#cb49-149"></a>Every day, chickens will try to escape if they are of the right age.</span> +<span id="cb49-150"><a href="#cb49-150"></a>Their daily escape probability $e(\text{day}, \text{weight})$ is implemented in the <span class="in">`daily_probability_of_escape(day, weight)`</span> function.</span> +<span id="cb49-151"><a href="#cb49-151"></a>The probability that a chicken with daily weights $w = (w_1,\dots,w_N)$ **has not escaped** after $i+1$ days can be computed as follows:</span> +<span id="cb49-152"><a href="#cb49-152"></a>$$</span> +<span id="cb49-153"><a href="#cb49-153"></a> f_{i+1} = f_i \, (1 - e(i, w_i))</span> +<span id="cb49-154"><a href="#cb49-154"></a>$$</span> +<span id="cb49-155"><a href="#cb49-155"></a>The <span class="in">`chickenwise_probability_of_escape(weights)`</span> computes the probability that a chicken **has escaped** after <span class="in">`length(weights)`</span> days.</span> +<span id="cb49-156"><a href="#cb49-156"></a></span> +<span id="cb49-157"><a href="#cb49-157"></a></span> +<span id="cb49-158"><a href="#cb49-158"></a>:::{.callout-tip collapse=true}</span> +<span id="cb49-159"><a href="#cb49-159"></a><span class="fu">### Chickenwise probability of escape function</span></span> +<span id="cb49-160"><a href="#cb49-160"></a></span> +<span id="cb49-163"><a href="#cb49-163"></a><span class="in">```{r}</span></span> +<span id="cb49-164"><a href="#cb49-164"></a>bump <span class="ot">&lt;-</span> <span class="cf">function</span>(x, <span class="at">loc=</span><span class="dv">0</span>, <span class="at">scale=</span><span class="dv">1</span>){</span> +<span id="cb49-165"><a href="#cb49-165"></a> xi <span class="ot">=</span> (x <span class="sc">-</span> loc) <span class="sc">/</span> scale</span> +<span id="cb49-166"><a href="#cb49-166"></a> <span class="fu">ifelse</span>(<span class="fu">abs</span>(xi) <span class="sc">&lt;</span> <span class="dv">1</span>, <span class="fu">exp</span>(<span class="sc">-</span><span class="dv">1</span><span class="sc">/</span>(<span class="dv">1</span><span class="sc">-</span>xi<span class="sc">^</span><span class="dv">2</span>)), <span class="fl">0.</span>)</span> +<span id="cb49-167"><a href="#cb49-167"></a>}</span> +<span id="cb49-168"><a href="#cb49-168"></a>daily_probability_of_escape <span class="ot">&lt;-</span> <span class="cf">function</span>(day, weight){</span> +<span id="cb49-169"><a href="#cb49-169"></a> <span class="co"># Expects a day and a weight and computes the daily probability of escape</span></span> +<span id="cb49-170"><a href="#cb49-170"></a> <span class="fu">bump</span>(day, <span class="dv">30</span>, <span class="dv">10</span>) <span class="sc">*</span> (<span class="fl">1e-2</span> <span class="sc">+</span> <span class="fu">bump</span>(weight, <span class="dv">200</span>, <span class="dv">150</span>)<span class="sc">+</span><span class="fu">bump</span>(weight, <span class="dv">700</span>, <span class="dv">150</span>))</span> +<span id="cb49-171"><a href="#cb49-171"></a>}</span> +<span id="cb49-172"><a href="#cb49-172"></a>chickenwise_probability_of_escape <span class="ot">&lt;-</span> <span class="cf">function</span>(weights){</span> +<span id="cb49-173"><a href="#cb49-173"></a> <span class="co"># Expects a vector of daily weights from day 1 to N and computes the probability of</span></span> +<span id="cb49-174"><a href="#cb49-174"></a> <span class="co"># escape at the end of the time series</span></span> +<span id="cb49-175"><a href="#cb49-175"></a> prob_of_failure <span class="ot">=</span> <span class="dv">1</span></span> +<span id="cb49-176"><a href="#cb49-176"></a> <span class="cf">for</span>(day <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">length</span>(weights)){</span> +<span id="cb49-177"><a href="#cb49-177"></a> prob_of_failure <span class="ot">=</span> prob_of_failure <span class="sc">*</span> (<span class="dv">1</span><span class="sc">-</span><span class="fu">daily_probability_of_escape</span>(day, weights[day]))</span> +<span id="cb49-178"><a href="#cb49-178"></a> }</span> +<span id="cb49-179"><a href="#cb49-179"></a> <span class="fu">return</span>(<span class="dv">1</span> <span class="sc">-</span> prob_of_failure)</span> +<span id="cb49-180"><a href="#cb49-180"></a>}</span> +<span id="cb49-181"><a href="#cb49-181"></a><span class="in">```</span></span> +<span id="cb49-182"><a href="#cb49-182"></a>:::</span> +<span id="cb49-183"><a href="#cb49-183"></a></span> +<span id="cb49-186"><a href="#cb49-186"></a><span class="in">```{r}</span></span> +<span id="cb49-187"><a href="#cb49-187"></a><span class="co">#| fig-cap: Daily probability of escape for a given day and weight</span></span> +<span id="cb49-188"><a href="#cb49-188"></a><span class="co">#| label: fig-prob</span></span> +<span id="cb49-189"><a href="#cb49-189"></a>days <span class="ot">=</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">40</span></span> +<span id="cb49-190"><a href="#cb49-190"></a>weights <span class="ot">=</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">900</span></span> +<span id="cb49-191"><a href="#cb49-191"></a>heatmap_matrix <span class="ot">=</span> <span class="fu">outer</span>(days,weights,daily_probability_of_escape)</span> +<span id="cb49-192"><a href="#cb49-192"></a><span class="fu">image</span>(days, weights, heatmap_matrix, <span class="at">xlab=</span><span class="st">"day"</span>, <span class="at">ylab=</span><span class="st">"weight"</span>, <span class="at">main=</span><span class="st">"Daily probability of escape"</span>)</span> +<span id="cb49-193"><a href="#cb49-193"></a><span class="in">```</span></span> +<span id="cb49-194"><a href="#cb49-194"></a></span> +<span id="cb49-195"><a href="#cb49-195"></a>::: {.callout-warning icon=false title="Subtask 2.a"}</span> +<span id="cb49-196"><a href="#cb49-196"></a>Compute and visualize the **distribution of the chickenwise probabilities of escape per diet**,</span> +<span id="cb49-197"><a href="#cb49-197"></a>according to the model provided in the template.</span> +<span id="cb49-198"><a href="#cb49-198"></a>:::</span> +<span id="cb49-199"><a href="#cb49-199"></a>::: {.callout-tip collapse=false}</span> +<span id="cb49-200"><a href="#cb49-200"></a>You can reuse the predictions you created in the previous subtask.</span> +<span id="cb49-201"><a href="#cb49-201"></a>**Work with the draws to compute the chickenwise probability of escape first, and then take the expectation!**</span> +<span id="cb49-202"><a href="#cb49-202"></a>:::</span> +<span id="cb49-203"><a href="#cb49-203"></a>:::{.content-visible when-profile="public"}</span> +<span id="cb49-206"><a href="#cb49-206"></a><span class="in">```{r}</span></span> +<span id="cb49-207"><a href="#cb49-207"></a><span class="co"># Useful r functions: chickenwise_probability_of_escape (see above)</span></span> +<span id="cb49-208"><a href="#cb49-208"></a><span class="co"># rep(..., each=...), apply,</span></span> +<span id="cb49-209"><a href="#cb49-209"></a><span class="co"># ggplot, stat_dotsinterval</span></span> +<span id="cb49-210"><a href="#cb49-210"></a><span class="in">```</span></span> +<span id="cb49-211"><a href="#cb49-211"></a>:::</span> +<span id="cb49-212"><a href="#cb49-212"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb49-213"><a href="#cb49-213"></a><span class="ss">* </span>Does the plot look right and is it readable? It should be quite close to the reference plot below:</span> +<span id="cb49-214"><a href="#cb49-214"></a>:::</span> +<span id="cb49-215"><a href="#cb49-215"></a></span> +<span id="cb49-216"><a href="#cb49-216"></a>::: {.callout-warning icon=false title="Subtask 2.b"}</span> +<span id="cb49-217"><a href="#cb49-217"></a>Compute the **expected probability of escape for each diet**.</span> +<span id="cb49-218"><a href="#cb49-218"></a>Why would it be wrong to compute the expected probability of escape by</span> +<span id="cb49-219"><a href="#cb49-219"></a>applying the <span class="in">`chickenwise_probability_of_escape`</span> function in the template to the</span> +<span id="cb49-220"><a href="#cb49-220"></a>*daily expected chicken weights per diet* computed in subtask 2.a?</span> +<span id="cb49-221"><a href="#cb49-221"></a>How does the correctly calculated value compare to the incorrectly calculated value?</span> +<span id="cb49-222"><a href="#cb49-222"></a>Why is one higher than the other?</span> +<span id="cb49-223"><a href="#cb49-223"></a>:::</span> +<span id="cb49-224"><a href="#cb49-224"></a>:::{.content-visible when-profile="public"}</span> +<span id="cb49-227"><a href="#cb49-227"></a><span class="in">```{r}</span></span> +<span id="cb49-228"><a href="#cb49-228"></a><span class="co"># Useful r functions: chickenwise_probability_of_escape (see above)</span></span> +<span id="cb49-229"><a href="#cb49-229"></a><span class="co"># apply, aggregate,</span></span> +<span id="cb49-230"><a href="#cb49-230"></a><span class="in">```</span></span> +<span id="cb49-231"><a href="#cb49-231"></a>:::</span> +<span id="cb49-232"><a href="#cb49-232"></a>:::{.callout-note icon=false title="Rubric"}</span> +<span id="cb49-233"><a href="#cb49-233"></a><span class="ss">* </span>Do the results look correct and have they been presented in a readable way? They should be roughly the first column below for the correct calculation and the second column below for the wrong calculation: [</span> +<span id="cb49-234"><a href="#cb49-234"></a></span> +<span id="cb49-235"><a href="#cb49-235"></a>diet chickenwise_loss meanwise_loss</span> +<span id="cb49-236"><a href="#cb49-236"></a> 1 0.55 0.83</span> +<span id="cb49-237"><a href="#cb49-237"></a> 2 0.57 0.67</span> +<span id="cb49-238"><a href="#cb49-238"></a> 3 0.50 0.10</span> +<span id="cb49-239"><a href="#cb49-239"></a> 4 0.52 0.15</span> +<span id="cb49-240"><a href="#cb49-240"></a>]{.content-hidden when-profile="public"}</span> +<span id="cb49-241"><a href="#cb49-241"></a><span class="ss">* </span>Has it been explained that the expected probability of escape depends on ?</span> +<span id="cb49-242"><a href="#cb49-242"></a><span class="ss">* </span>Has it been explained that</span> +<span id="cb49-243"><a href="#cb49-243"></a></span> +<span id="cb49-244"><a href="#cb49-244"></a>?</span> +<span id="cb49-245"><a href="#cb49-245"></a></span> +<span id="cb49-246"><a href="#cb49-246"></a>[AND/OR</span> +<span id="cb49-247"><a href="#cb49-247"></a></span> +<span id="cb49-248"><a href="#cb49-248"></a>for some diets the “incorrect” computation (meanwise_loss) is lower because the mean growth curve (used in the incorrect meanwise_loss) “by chance” passes through the region of low probability of escape, even though due to high within-population variation most chickens’ growth curve won’t pass through that region of low probability of escape?</span> +<span id="cb49-249"><a href="#cb49-249"></a></span> +<span id="cb49-250"><a href="#cb49-250"></a>(Due to a slightly misleading public rubric, either of the above answers would be sufficient)]{.content-hidden when-profile="public"}</span> +<span id="cb49-251"><a href="#cb49-251"></a></span> +<span id="cb49-252"><a href="#cb49-252"></a>:::</span> +<span id="cb49-253"><a href="#cb49-253"></a></span> +<span id="cb49-254"><a href="#cb49-254"></a>{{&lt; include includes/_overall_quality.md &gt;}}</span> +</code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> +</div></div></div></div></div> +</div> <!-- /content --> + + + + +</body></html> \ No newline at end of file diff --git a/assignments2023/template9.pdf b/assignments2023/template9.pdf new file mode 100644 index 0000000000000000000000000000000000000000..b8b38d6537e33d2204dc07b47761f8a113506de7 GIT binary patch literal 271578 zcma&NQ+qC4&~BNmWW}~^^NDTSwr$(CZQD*(Y}>Z2e)rYg2fKG4d}s3q)Kyhu)ICY% zg+*x@=~$sikM6GDpqK#!3<P$DmQdW>^r9Bl&L)oZqSgk^Cc-90cE%?3(k8ZM&gKNn ztQ_pTyiiWgjwS{+Q0^Po+EQ^OZLqzkYD*maX`~mhFkk}yYyNg{Xk!C+2A-atPU_eW zj$^y<l#!k-o}J`evMUbOY^9MUiQ<ukZwfSae0H8nZ*@C=_WUfpeh_ba2X;pvK1;j$ zZg27Vto3|q*yOuj_gdjkr#p1Sx^SDfQ`UL2d;R1k@lzi9`J(uOUSERwzO4M~d_1`^ zZW~&B6rg0C(eGxAvf|(B{5-$*huSvtc(o6OE_pb>|AncVs*T%#8@XEL+y9~GCc?=; z-XF6#5M-a5ol^S2cJSWS^i1~{Gs=Sf3s^aANZO16Yz_>;4Y*3y=W-4h_=nz~j+W!6 z6FT_@)7TyuG#FT%OGZ@_lwT2Q(a~wl^H76Zx!#)d_FwaU3`P&t<|r;bD`f?7M<)Us zgH?0G7MF<$*_ph=hAgw3*$*cUov$THdK!<v^8}uaiY*ALJPZgwGVC%!vvkY*lRX~K zpH&+a4sMt)x$;x9q7P*NloQC;h#nKVp4SyiE~~SQ3=We?PgEr|=a7+$)yyn5pfXe_ z>BEiXNr+2MRK+|pHncBDsK1wwS(;dSZ}Tdzy`Nn$N=@Bn<RYOy5;*?7)<nQhCHR_p z!CoL9+%0LO2D2AfHJo%`&8$sS(g<PtF~DjzAMqropC_cy_{8(hfzCVUn1fF^tLq{g z#)DZ>pOF>leeMgdE=}>#blsrLF11nQ?%LPZfIoEm{gi5d`Lr-agFO|o19OIKgE?rP zVKY5?6yQECba#wJM_m1k)b2f@`Cdr=b*_eTW~2TGK67$CT)TMlyd^X`a>E4vPrO6B zDN%<@yPgOc`n3DZ_TkX&`cQ=4w*}+iM!B+-;>94^17TKSs~*+zuA5?w4S{uYtHEin zL#MTXC6kptZl|K{yK`EI#Vazx^(L>4#sm#n#Z1w8laGz)(a%!txL4apEf=SK^@05L zNk?Vv(x~^Na-(;<_ZRp#`|jHA?$u$wO4fXzGr#0kzeSjUM)>mL<CD6!m--hCvQK${ z5#~OCxa18RW$S!f^zkRKDIWY9wm<hSkA3H>-9|0X2P;n|4z7;-lbRaSWMRM@E7+EY z6V;Ak>_hps=y_)^hHa$-7DN!cMfQ1E(tQW8mHk@oQ{+RGxvdjP$Wj?$3;skr*NHDa zC2%8G&a_dMOTpbj7;a(^Sla;ak!0H>{{^@GP`53$cv_v)XT2#m&5*S0(T`9=Y8IkP zmzcNP`>{Fth@YDme|de#_fxmH>H@_Dc2D_?g_JnGsro>qr>w9^y%gX?SjqEYY*>n6 zhonHm?zo)d)k{u$r731Zb&kw<5GW`EC4rITYqld6K~<C^{{7F5B~EB{-u{onW9?V+ zro&EzqOi%pQ3+Mo6Q_J9rCtSc2H&qPOg48~IurK8?~Za#*K#%id?F68q#?KZF1;Dc zz5sOJ%sFZRIsWrs>xv^H0JdA)6r4mh-39C=fA5`wp(bqt<q%D@aov&H4yEwBpo)Zk zKU}4D#oP@)KiOWVhJn%Het}S@*uaBPW)wpGed|#WNs`h)$nAarAFB4yT;oX?Q{rhV zxvk9}ST(lr{NAhnAW2lqG6cr@Cz!OODN&;`rW|@P&%^9fy(};+j(?<ACgvDNU;Zge z9GlKWRFk4AgQ}%C%^^j68L)adfH7q`yJCU{ub&VLctSX1dtI5aq}Y&Tc)%Q=M9Vmz zl;K91V<T4T@nO;)-i(J_es8QugB~)4h;L}qXu1y8LXgY&#+I7*4<{EJvtx$1ciGri znWF=(Pxsjrc@F(g5<(mH<2OOAETr4mED$%YS|7@Sm)QX3`8kGz!sc%N5m_jY4_ap* z(Yqh&(L$X+qjq3$`X2}^X7i)Hni$v*0@BiA=@@+MlBg{#2Y%z2Eq)d3qB2P0S>hkX zkb6YGLgcdQ2RweRL1VOga&3_OK3)$mYX(FxNKeNNRFd1y{tR<~y!saNbTXU-i(wck zmV)6sK(NS}iDj-}2dHdfX$dcA)CHWFKhWyPwj6G9ZdQn(JIBBJ2o;AIH!C1QcZmAj z3|5EAu`#J~`+2MS)IRqHc!Ooc57_##x0VI`=pV;g`yVzAfj`aR4y}?)%ZMZ&l2UKP z)hG30RcV{Riv#(q@{d*TPjiD^gr%3*JLsGOnVvA{;TArg#x!#qiTX{TS17%M9nc1G z-x+m0F6`o{G|t)ZS(gr9(e@1auiG3%+`DXxU@$+=h%s`8ho|-&LvGpG7JXUer!yZy zW?4ht15wmA_EBt>McvCn6s6JR$M4$Ox!mI!w!nN9195{xxYU2`Q^$j3h`3hyua+yL zfYd7Ks*#FQU1h=@_$_P5f@bbIg{~dw2=c8MmLO&Ad6a!DTi|XDLYK$rVwYt8oNUro z17%Z*1+S*>qZNcx5u{h>LwQ>3FqWezQ!FXE%io;+YYdbIo@IuA|H2a+%onXx3vIA_ zq$zs^%S1A>I!<MJPR0c$XJr)N;anAZU98+I{_rn7vm_Xzs;`QK0;PJzy+U7;u?uf_ z*ht~M2{_aK1={w0`I-ZD&`Z<Kob(P*F0EE)f%i%4*@F%>qRttc?5hV0JqJ^*lAP8^ za;i!#VCylKiLFvGpj^Mo@}m<nIUkINO$c6eG)c1+m955GwVA}NQT4F%Ea5&`a+cqC zSksL2f(doafsj)~8Sq%<e4xBE9q4g6qhIV6o4yh1YR`%{oh>uDCt8(=dHf9RUIIR( z3G$x@%VJ&kwELQbU`3@|mb3R#vZp9oboyPsJ@uXLm~1&FDp^|9s&}THr%Wb|Gko+u zoq3*c!4xS?ryE{>pR&d8PzuurN!gqhq<id|D)!)6)MVqi@>^q{imI;T8pOnP+lZkx zF>0<W5k9!Wi`b@9n%GD{8m5C7uMtlIv|IEr9J@@8dg=YhGLP83_DV6;v>@0%*eQHz z)l11%c1^j_#!bSJ*(r+}LPt=$W}SfE?NJ4Jnj>m%<6p#*(F(^Xqoa4Aoay`6jcwJk z8D}MJqf-sx0#1D3m2Hsmr7R4tUCzX|UHMB?Gzjb%?Fg>IIUOZ$g8_9}ZkPw59(}`+ zF(afVCk<6q!YDk#cd>J~+&KrYCTfW_S#J~b=M73Y(UFrcho7A_p1LoNhtp}bUkctZ z9tG&Sh;z&F59=aTz)5ZodcPm+OS_%E*YyzLp_OX9qv{=$sjby%ipLwVd6p(wR}dZ= zZ#NiYsZAJ0baJ|#P@O7>6%{41F|#<+*;t_jmA>YLT3PcO9~0Sa!&+K{&*lb|<4Wig z-bYA!Og{2;u4J@y+4`jup<`}Fm<AELE}rRw&9dwEiS3H~lGieM+n0i!YcMVFU1z<i zbb<g~pH{Xs=r#_C9J?w|ItQx=ocIo$lTAwJI;pQU(JQONrX^J%bb9y?lh|<P7ImTq z8#~Mv_jNO|@k7+{2A`A(46bBnL-@*Ru{g=#Pim~aFpiDAJYKU)7atTOYl-x^Qu$m7 z7mwbqYW5cR>-r8*q^9jb^<G^U>U8`<P3ycy0&5NsG8_Hig^pnuwnuc>K*+!7Go1<W zFq&2kGp_cVvCbXKI$W#jGB=E!G8iBnc`x}T8>??((_YUBmzCR#*D>Ow&DfHrF+Lqs zpf8$Lzgb9XJ1LvHyhrG$QAPzCVca7umpJ1XP1LBT6}Abq8)}g1(aFP70FYQ()cB%` z0Vpl6h@=ivja-`EaC32%ws?9XNjZt$Itt<i4Bg_RHgEjt46eeC1xw8G3g4rv>i3&n zs$3wJU}5(uk)|Q)0pDEIEu)uWdIU>!!r|HIc!ZGuddebcpBQV-Sy9UkT`iC!fb0^T z4)jWp!>K$Ze$-{n#pHy}uVYELhw_93gS1A*{4QO+tNgD4;>emlE;@mvSG!pe@?Y&J zxi^b6_bRD2Y(ei{6+0*f`^<&f9Q-yxtw0cndrA9#IbCQtf^8@{g5s<Xjm*GSUcctT z&h2AQ?|Nx41tOBxIA6#5BU@ufG`(C@%$-aI`ouV&;EUh2w4ArD`iK3AfJkmM@xuzs zTm9v~qSJbyf4A9#2_F@@a}u|-VG&cZlzOBq*Qb^E#HY<l*_MMbIa8fCfmgR|b<Fed z_Gc8cIo5uNMwv7I9RD%UD0q7h9AfSeNHSr7aVpd7+<PYBs-{%{u&Evo;+z_6AdC*W z%}{J|jZUN<+_GPYLj?izQAepi(>WLqSWG!hp6HvmQunOo=|RV{=UUCQdsDby<n0_T zwwt6i>(&|{x-O$N(i%9ePnrfncE!$hovNhya)(lX0&GB0Ro4KDjO&v)g|emBtTqxg zqM$M@h|?KsSoU!ofbxQkYeJ{gd~4$`)HI!u9aCI~6yw}M54WaK_Lzh;2P3++Nl(sg z;-CVZ@9xEOHeAys>(c?UzHkGNWS7$Bhq?9ABgR?`kQ{`MC7*3d+_-diMtrhWfh|C5 z@t_Z+hmw;2<J2X$l+Thuc9)H7@aV&9;NjPWqc~Z{G(zgZyxT$0crToU7OW*#Fcn8u zNtrn?SR6~P=uCw3k72tFzY9pUEahOc2&!bCNXu;IDQ)Fv_`8i(a^N-wPnzKzT8WRt z)iqHvEtOvU!~^k0VfsNy13k)mAyY~#MeQk=hk)nm!e7W-%4UCeZrYqmLB>%J40^le zT-Yf)71v8G0>Kl)3CQ)O0-hOMQ@GVBwaAc+_m|W@a)C=%D|)hHX6negG=ZH;3f*+r zk+NoDoIhZz?H8NB!26oVGq*o~yK^Yup-gOz{~s{?@Abb>l9lCu!jvqm0OtP>Q`Q-^ z!S1}Ox$EpvdGh&32`J=4#_L1^cT#k=_u`dBk(if8{d`9jQYdh8zO;-cNoN|K4Dxb& zCJ>Q6ARiCSg1f}O=W&AO{7w#C#=W0seZBg8e}?iLn$<lT$K1`}<w~QB2yW-Wm#9;^ z#Sa#r!ToXoVg5=HUOIih==eMa+pNSbEV$WS+#8B`yuIAL`W?k7)qcwSXgL%lqUnYN zr4W_yBk`koDt$h;8GY3LRBicWNMjp(pBiFedMoaj=WNPR#=`UA!FApGV(iM)<<fP3 zl0&IORs|}|L2`?xNEt&VGt5KUM9*_6S8^hh+>LOiQL4712vJODnhPuUdi(J-XWqRH z6)XpceO=BfKea@^*@X?sNh=tK1N^{haGs2GqCf5!<tEgAKYqT-R?$<i-+p%0FqZ`_ z(iRd&(n%6g=E;#Co1hg3nwIHSnFK4!rM-N47<v<wg-t^4$<}r0l?tOLT2r|~8g?V} z-biwO#g#x;_?-fn8Ka&@Tb?4+dW3M>iHOqh#MPN0LCi814Qxx#shGKE&Rj=E=hb{8 zwk0lopH-ks&+?Py2OeuKW^dv3d~o+%5+!hV^0aOzBGPHkzt3-H6|sKlF22r7l4T_< z;%;-RS@|X2uQ`;Qe`*6Rm{`x;IQe^|m%(<HkSZ2rJB<C&f<_bPD#0sT-X-u$l<PWX zA~b2_5VagDpPd4kI=(V2E7d%~OQfnIDDI5^_!Z6%rFR#z{RDplErWWuHneDsigx=; z`?KK?;@1IgbDgcHQVPBfzuQd6V(bAb=O3I%N9^cvlZL6G_=}SEA)3Kbi@?$35{8j3 z?V06w!Gl8&ciT8pt9m{;F#(h!t#Ap>fI?0bHM7FFPE~B>aSUKn(V<lr-bw!Lj>qeD z0)N~&xU$y_oaUnXKPdVLnsZ{+Mn1H4Ga4YzQhDdPM14(5me_h04OXK2R}vlFdXhXc z;}kcXvXD)+c@cxoK%o#P@=In4(#+3|xzZ3j<z^`EcP8=2u#kM}R07csqQp#4lF!C1 zVV({w8dqu1EwNQtH5`Su{cdw4s*N!q?2}2uq8HXCTjpfs5swfd_52zj>8L3qq9)a@ zdzDiIgO4-As+h@~jpG+5ik?O~%IN>LPDIr_Qb<8!Zs~6~vEC8tZp!`}+K_ZCC5A{I z&>td2AS<Vb2SNG5;y=jRCV<LWR6_1_hiJs^DcP0VcsrBiyR|bTj^D&VVv{CljB2+t zL}J1YeVNBF71L4DzqBizIfF!jvempaANx5|+HWhP;zI%5z6yjI&W-NtqC=q>eEat{ zi0i*5T?yAA<`U=HTkO~FFvf1<o9^Sb2c%rXQa???Qd(f_YTDrJjON!`VGIcqpKD;t z5J^ZV8wgIXl{$c>FL6VxdX$^*fEzp4i<#}2s04BiKA=zo(Ogu|<bmIQWj>}6zpI}p zg<d!h+(lv{9lpQPNU|!q6+?P`>+!s*@&q;f0f4Q8Na{zX&k1Pm0rdjo?8?-)S^4z- zoHt6K@*7XcvN+O0$^oH>Qj@aNH6yHXot@9#q34hp7bK?J8s_}NRHw8?L9SiIoF(~q zoJdbpD{0lhQo$9i_#)KR2ajMN^Br#J1ASA1!G8;&eeT19HbuFkx-eEC{y_MePu>>} zrq_C|q!&Y}5I*{BC^=~at$@uiVFg|$er1?ht*gEP16f>k$BCsiOan#?=pjwTIBJ6> z^~|T#dh|a_*;I4r`yjN|rJfWZRHHzVA3MFxOwyG$(eyct!6O^)PY`_PPV^Byn`Whd z9Z{2!86Y|n(hM<bh7bk%5CXHlPQ9b*`aU#cG^w<unL7)Cw#q@Wgsb$_!jobKGvJgE z4MX|+VaPIwNSV*CAa3W?!*m0w87!}dbM+dd`GwzGpa}hX`!iF!I7c9M`2!xwh)5yO zO3~dNtM0w%x!+=3z5<3y%?^x+RoZY&;CO3R(ZxD20stNn54dNKOH~arv5>(14;lm7 z+9e#>k@8Wx{1%)T3EepYbILNW!J1Zors2x_{mD{HOf+4`*z2(bw4N)7f^Zct$s$N0 z0*A^%H(wkW6dAu3;P&Kj_AM#S*b$-7bniMK`VT7eUz7z#zf_(jr`gkd&T#Cp`)-J? zT!FC#Zwsf4l4o&w00uGQiS`!o1SFV!a)LEZbRjcW(oQogw{XdmV9B%ESV_1kES1gc z7`j`G-6;^-FK^X`?EpA*L(VS#b67@-NeO<8=Y;G;U7{tMB%qN(BP4!xrI>Ooc_&?c zEAYB%@Ar1ca&DR~g7Li&$H)wL8}KzY@F0T^{pTxe+T_L|(-pFpN~yAH<be_o2ob;J zEvidw%*pwXwL6u$oeB6|j0j07wj4rh+yNUg&aPtB%MNPx3k$DwXIPS4@)nP>0D)O! z;>0H&Q@ahhtfP8WAEu@5xP)zBz-RG9njVt1sShul^$OrfWYG7|%UI}hhx{tIQ*3z^ zfbO>H#%-)42Ft!_)aj?{VERt&UOp>@3p6Ds96ucBGExGTp?Q5=o>6nxK2z4<PMjRh z-kjWxy~$-jf+czt@h#b9EiXRlQR^@j#2(oIgO42BKsgbo5=3*X34c93VsNih*4ST% z9Lada>kMT?NbKbZw%jBqeZ^3IP{OK=CL5ROG7>oS?$iY+o$H+1-@q;%K2XYi_?xDn zh5($^U_obg+7s^d98Z5pfG92$7QZVRjba=OB6kQ006Mg&KiC-<3bM~+EG{H6ChzMG zZJfRe!=XkiAs%Yr=ky>O6HD)Ird0n1@z36G@=LJHBMZdUgD4uXp3}0Pqmm5!g0;gC zHeps&@1!!pL%Gw;NCS3+f%SENMKU<RIl)k}+*}Pe?Zkbu#Zs&&CKJPgKcl|VA`3jT zG012d+g%SkX7B;DCv9iOw;2&&s8;ibeCRY}_!FCaNSIZvr84Xq<rkIz8)gs|rg50O zYV;vFY4t7zYJIh{1{Dpi)y?Z+kH?5gQJvq7^W#C79VX=&ngI>@meU{7pi(wh09{lM zQVG0RF-*BWRU*BVpyL*Skh+q<42I<05Yk9`%phsanJ!bp_Q_VyRy}a4BBYiW^gDEo zx2^}V9VA)l9TCH$C~$<L+s%#gOg`mKD@XOMMmCZ(KtWW~Tl5NQx3z`nJPJyhG;$%; zE@+|DYOwBFELYhThn8dsM{|jfGYi9|-K<8Hs~ebieg!J)i)M%?_Q@o+RyIRHR=q2u zF$-l_oVK~~)tcI9xwpo-UQ~=L_gER~*rJdKp{34QIdmoFMEHym8uN6XPJwslq5WgM zSE}Vmf}6YIG=DCf&qY1~MAX-?5ca40W=bc|$RIJpU)FbJCDkPcvv?jQ6t~h*YVz3$ ztm4^KcJ{@2ML3FC8d9+WJr`(Wp+XAMNjJP^nO<UphxI#knA<N*<py$zgX{Ck*>iRY z7cZ>bq0)70lDx*Jb%G(PJ=Zeh5VqXv1(F9NMwSC~-fcZ=naI<psHX%6MOq~Y3*HmK zvM)7GYvvz77iHyd#HEbXu%%SZrLAFISC)*nlzm){A{~yfe1g(!cyByq9kTJnD@X|O zO0h}!J4jP;LFqb96fCd5TvMM$tbSw~@wzTkjhK=SPj2Z$7mWTvZ8j2ItY^I1r6N2D z-o)7JRLHB5me8fw{stK?iFmL6*mDRJPcHdQO$kq1al~5s&Ez~GKG&$TB@C--bZo## zykYOI3H!d~+-&@Xp+}O>D9zuD8;9<ZN_1k7*_(xG>3#{qZ5}dxYepbnyo{Xdl+)8w zDZ!1;@r;|HY==NiRb=E%knI7ByCGk#3%XnLHx6o$Nlv980Xd`2`nBe!{<8EOj$`s3 zI<*SfXKPpTH*I-mxdIFj9o}KPrj-3?>q2eDEdZL+4X}F$;$pNuw>z6@XOzm<vDVeV zpCiIUo)-pH+{WdT?}213R_;`WOgjyc!4$Ozt$N`gYD>^XOSn%MDbE5>5VlZj4mcIp zB&vR=fQcSLIPWu)j|kL&?X|$9M@LbccOtZKqxPvqyHpptwS|>-%1o1sR+;s`GGK>E zJlh8Y&zOs<<*r5zCBX`gq8Ty7lUT)+F?Mkt*+`O^GHPrU#gL=}C$aHn)tuII3c7z< zCvvJ&PgW?nap5SL^8>Gm2naJaC+OxF*<5{`=ExD%CDBmq6qI9X`576`tuq!=grQ9N z$e}#=UQ^1}6!y(P<(HVdW;&V{S{}VZWM2j`qh!onLP{Msb3efu9kESs5^K;U8)Vhr zA-1jtuqUnNOdAiME6S(YSdbZ6C+`S7FlViNjm~RmmEV-x3apJ(K$W0Q!)))86`I1C zeTpfN4%l7(=2hGiZ*Ips${?&U4MeD$J&|85>(!y7`L~>(kh+EG>rS$o1|yN4qqa2T zQeG#M92C&ED!rI{zThb&GG-zQfm&mo8uk3cgnrfbBEUDE)dI1|(X!N2*uZK*wK*4m zOHh1_ugpd7aN|+&a(K+JIU5QcBtD(jQ0K6Fo*tH{o5``$D6H>|G@kS*Vm^LCY)gT? zKYV3N{^F<`*LBZIgCsAaU<>P>tU}E`gSHsjKMWhfjJ4R=@sL_tJ-$FexdV=ZN7;ZL zU2et2;jjp{9p6cV!DV~PmFPn~e#x%Zwwf|3=;`386*CDE&u==+x7?tzQ{S6LVOL`r zV<xZ0b`u3{vG{bhDGOlAn@SJ7)tY%~HBqoVW<M&oAA#hmv7)8Xr#HIf@jeqTT7*+_ zX8YbL5uF%a*q>UxUnB+V=*yEqR~F}*0Fr_bA#JZ8IEd%t`APA5QmI#NHJMbSPtYS| zFzX#|=t8VNGmm~lp~=91`C{@ei`60x0pR6lw{Cej+9}L*CI923?v`}=wAlu-HJ0P* zalY{-Hk188HH*`fPex)qPeHShxg}&icGPZQf|B#o>b2dGs}&=YB`3uG<EvE9t=d9= zcq^2gMX%5xgobXW2S=HFy&G#8_brRafv28m#FsMI0HWr%V0e4V(D|!G*DlP7cWB1z zv@mwS9fz?lIMhYc`H0leP2AY1nLL?G@=UDNVA+iCEtj$Ll?e_qtJV3<&@&D_X&c!7 z`3J&^_16K_yOY$vyiW%S;Z0@LsV*ggh|`Pmm2*}!2>f#q=Cc#{V~8nD5QSzSNVeEs zy-~4UcTc=Fn9&x*!>~u;Iw7Y2uEl`BPEbu$T$QQ-i9H!^MZ2fRre1NHyeQCqU>f}t zudYx*eb}}>yX?`8ubJt`dgfTh!r=$34+u01jsQ#2<&K=0<L@~x&r7DBSfv~}j)@=B zRV}`v#JT5pPE%;f8?ZB@sE_YGSAkDgoD=3<cYI!p449VSA=|z+U7hZIZ&7?hC08F0 zp9~jg5IEJZ0Yxn1{5T-h_O;AVhTnYYTvN*DF_ot=)mYu9ZW2Ai@#|s=n-1E5GLzRD z_IoSS2V~@>ackqvAW|lFd-Tv=a-9k)dBHEtN|*Bf8*eJ&cvLT!_`-V!PBjbReovIE zMR`;ZNcnvGE-$jtJNfU(AXBp>n=JQd0wwb=d#c`UIZw=oNc9Yx%W6I3j^{QXAyq_J zD;I!mJ(Z0xtacx76RYYXZN3ysQms*1bj-qs%4E9xI5s(Oi!p_tQW3s+E1kISp1Z(d zL`Ohgbyfa#WO*rP9owYW8Qf`Aq?jblF&T*qfy1;dw$HhhU0KTmV(5?0WDO7IqiWs| zX<iWq<#%?q3^ixgRBq|$%|4nH&E%M~l3H8T>`lq<+Yo8V8D^IU3X~m*>gsM!^+AOQ zla7DZ8naTHMnv0s=IulvPF3on(e`T!2mNFlORB*zyaQ*-Rq|xlce+7HOK6j8v3*Ns zC*L#&2W=KxvB}T$PA0Dz$g-`_TJ`zTi}SPd<0kBp|C?j3iRVz-ECi%s7V~a>&cGRW zAF7VMogCXb?JfpUN(qPMC31(f?lk$0ZxXlC#2h=l1;onrR~6f1-&T&Zn1|?{FTKsN z!0LUij*X59i&uMxi#rrq3Rg!;(BaK@9N!muDSl_%|0#w5%>NTH#LNz0_}|13&SWf3 z+kI}`nUlZ8{WlPrAOZo}Ue+IA4h&v%Q@7+GlYbM0efW)$B53PZ>lyPCx}yy&xfTHY zXFAn}^5ZlSI->7{D7EuCb=kbd#jdA!W!~F0X5ThO@FF#{X-E0_+MRRmkF>v>g0mvk zoM2sFX5-UuYSo3@X?nMlSs*i-z51oEYPB8?<?6k9zHf{^Jf-uu3ud7a(UvX?^b5nw zQWD1eG#lEV$W#5EdOs*AdekSLtT)((vFdomi;^{r-{>D<vy+XVH)TKDcNg~i+k6QV zj;sq-8R+A2nxo4U8CZ(wxL1|UE0%Q`U~VynE*t7unp2iWcX;G*p0Eo8w~LBmC!=|( zoMe0lWjso&$o*e&Chr;JQFjByc6G(mml)WAn!O|=-S4Yqk9xBBCYgJSeR*OkHHzyP zr!g=xmPl6i3Sm#yJ@N1B6j@6`b&6mWmyZ?(=|;#1lhqsN<{RxxNW$@@Gh3P%z?z3u zW=rq0|4OS-|G^)Ph_B6Z!4Nnv>pF#@vpPbVQc;T@M{5nX9M1ML?K#da)2@2GL5~FA z5qQ=02b%zB6>Aqdb^`Wa_4sJ)dLKKqP!#C!XC?*6XNwmwvgF|=!$$G(g4y5O_<Y}d z-#5dgKuWZlWL-gee6XEAS`{H)-~KcBGI9^exxomU_h`s>M#oymkLu5=Az@om5H2%3 zGM<izp2-du*(1fTbgvvItaoie8Mrkno=3Ty&rB6*90yY;h-#CM2NWPyX&y>dyo;7Q z273R<4*9=Z#G>{8hEN-?0nznynVP#`qFab+7kO32pK|DzK>X8-nTr_nY#~Ft&=q3+ z`$S$@0i?`zFtw7*NY@8^LFJufCM=FfW$q<>R&Q3)O<{#Ab<6*#A&QRSSFHMvN(pV$ zl(Y3Y06D~$8O}g1T}WGZ6sE`}fX%3IQWBs|xFJFgCy}tQdd)cxi{mnAuIB#dD;SOM z6e)W0!8n_WyA{}k)9(;FeKTGerBkF(^k%y*zT%nxs8o$uprM7)1{7%-7;|g~3A!Tf zfZx%D;t}28ATVcc2hopTI=|h*uEXKZ7QvK0K3w0?Qg86@=c$TBG_y9uUq7!L!f|40 zgFo{Ohnf2XmhGJvBTM?1Q%mm3c#6&_Xx2H6jli)l5D=8{k*x@fAV)Gu7#FZ-w#~ny zJ`IkrKdR(~K{%q7WrM0UUR~;%{AV*kdI4-oOqRptiKC`j=lGdEKqvh4`uj#kd6cQO z5T^dTZSw!to15-l<%_W;P#8DhP%KuAoA1_MIl5y2O3!ZC&u(fO>X`{wtg%_Ma!?>l zl$lo@Vu3MU223c%u1NTBJEpPj5!n*<Oc8aiLE#{(<4=Z0{R(d3R1UD~7wr0zYSWE` zaM3=g><q55IG&Tz0vRoW+Idj_m<M&rn2F!YBbf7cn_oHd;+PlTI^`~$vx~g5)X;5Z zbl>qxuEIK%ocys!HBCK_%3unnQiT?}LPPpo!L?68hx+Cvd<IC<d?;S_KIdYLM$v8> z8+Ot1e3QM*6$3VMO&w4-4G|I0V?7WDDoQU*d!4svFb`1=Kt5qBz|Th;dc5*kJ>@Ss zo7?)!3M0n*3uj5A15_DNz;#M|lE0uQm0%X>^-RD|b_x|~97+!imL0aJ5gE?<BL|NL zW*Az>k)d$rHrFx3=Q@Gsp9|Gd@IN%OcEk(K7i(~Gf4+6z?@dZg6wAcfsWW5~I?Jw^ z<+J&jn6-c>FZlIcng#i3znPjN0vR9Hp6VO1KhBY~u!e(a>Umht8;NgKzi{t_G+Ruw zL$5E1+t4}}>9#eXrwNxc-!-=yk+`~eewsvS&Q#db{Fx}l6(YwjZCi3>tEn2!bIZ%I zsp5=*A7@k&Ef;%}P-4KdRDSZgb_WM<vN=E{k^Hp<?Ka%nNKrL$G)n~=>Mn>ubIJvv z(dTf25WtLEC=&Cp0U4v+84Z9}(@rJ*>QW8m7|Zztlip4urEP(oSj?{Hr%x;kj#K9s zR}RGMXDk%6t#W{B<pF|>LRN53>UL;BDPMnwS(cH>O#v_3vJy?|0HlP_odlkPWMqy< zy9SKTxy78BpdAtOS@Rl*VR$B-L`Y0b5Y#34jspXv#sb5;qp5-N8gz~2ZNH8PB9HK= z#&n|Sk+OLp)0>J?y?qjA+42g-Ax~C;FGUE&L^+}G0GgsLM9qH(z)(A@m41FJDJ9G~ z=a|P!q(B8-f%UOA#UV6N%<mLtIb<{T{|bH}=33ESMGI%F{FA#`HEvM`Az_B0%qsns zLSU$&hj9Kp2Fm8)y|fY@%d|^WT+{tRqlg{GEVf*ueK?X;q7jxHqnQ<<k`TQaW2mt$ zLDNH7PEgTFeKnY7v0g|!%W_GOxp;ydfPIye-%@fL%-z)pi;_(7*NSXvXm6x45+A#7 z$%BD#@QEuD7Ncc0R-YK@`^?PPGLby9l3FSZmZLC;^#pD4wDWB6U86b7i%r4Ruwd`z zYbrx%cPE3(uZ2193j2F|#=CZD^Li`8?k}#1K%5SzRjZuXsLF2idDW?#aGNIty6Wi- zRN7~OXrhHek~oOgJWw=ASsSUr%oOG;jXqLbnl+tB=yLVGX#jPi{yw`A$Lt4~DI*jp zD?E!Mx|VCx$=wPJk?<B#U+W=x_&O`RU=r3Z0~9x=268&hff6`v^Od01PU{^=K`Cj| z`~jgK0GC^Td>r_SV+Po3Wc0+pe_)B5jgOQc3z6m-sN_I|EYh2PW=Ro6N%F=<MpE0g z@;=j|6`~rhk}e}XX7co6=V4vzIL|DH?J*9gL<yA1g7;f)Q-MdX-2V9V!H8R-mmvd@ z%%bm8MXF#elU@zVWY}`k;{*4ZAEwey1@d_?+=x^eir!G!kN;nhcF78T+?!P;P*lgn zG$+lAgq;$Lnc-Y->W6qjMSfu|u@*G7n`KN1JGfM|CUcc+rByTF&*4+$#dI>dha`1= zFh%7RO>Gt6lTU-IQMVijnkfWZz+HFA#8s30S<h7I*Ch0V{#B;353t9ajPZE6_YddT znFx+HO{@EEM>SnjiX3QZ4Hc<zK8DjJW@QDkKf3)j?dDq+)6Mn*H{`)%KD`(K?E)h) zo8e3DaT9*m*MFHtqv@?t1}zdb5Oms8Ywi$SBrJTII78`W0ad(o;(Sy)eg9*6l9Kq8 z%Q+V$+of}OBMI>;<fPdLW*#515&RWMCDO@)35Q|TDtVe(N9)sx1upGspdIYNA@bc> zh-qG6UnQDvyZB%Flb&pDp$mnCa}0BpW)u`;62wVd@MGH=Q8hY)GW*z`Pa6dDrJ0-b ztZQM`$j^A2l(@i*=h(ixbcVaxr2+y)i%|c?l-#e@$L)!uVw!pNbQZGdYeZ%-J#FSX zM!uR1J<n29tK3ZT!`+ry?9v8+qK{FhRWqUcf_{QbyNMCHQJJk;peTYuJgy{LFDv8a z;?9zAi+r$lh-6W!k;ogxm`pZstLf56+1Jk~rjJ~Apk$PnYQxB#Ql_bxL@MJI{s(V= z><~94s)x8^{Nh<C=BPz7N%(eHFfrD?<gUydj%&BD`SZNWk>``}!l@%SLkM8i2!F1X zf#R0<FPOK;PS|}<E~~I(Wl*v43#Z^2%aX2^hVkAOb{<B5NAcVW)R-x+mOX3PVR;1J z>bM9g>=~jpIZ4$FW2DiZzd4({0c%h7B8Dt@MAv6zcOc^>u}a=D_%Zx#=w5k-wv{;D zjB$0ameB?z6tjvC)@c@K^k(DVa)rjR8`sxD*Ym8Q>f}aVp2})uO<`Z(0Q~*{*}kD! zFGdR3^hN*WJ0TF_D6=>f>4}QQde$qre<kX-NoMyuTw!Re0bPPx{P4IKBFA%<@CcO_ zG!>POePXOg!~|2=&*6FU++vaF1e00OGK5%X;cUvEF`)`Y2qL#i`!2_Q)lLrO+;DB( zc<Cm>^Lef?-1f;z(Uy#;6S~t+hM^Y;=O&;(VTUv0h}f(%8`7CQ6aM=*$dgKYI8m*m znsCFH%_4L@sJpU@oI7_DVgr$1G41Y-prN8Ii8;N|!&N`=WzDYqC#tMFcTh5BrjM!y z&>sa=mP3vO%+nI$@%a?4P&Hh?ybiW>l5h7`xjgl(dN)^uAFSTX>mWfFS|xjW7!J|{ z;B8d+KmOs9`D*lslSV&Tc)Uk)<MET`s<ewYr6*%WIwH;ktvDXMVbVUvlL@P6xqzw| zpV)3d(~_G`P#Ypa880Cn)ZTXnKa2h8+Pl8v4TFu7;2Iao+jqfaQ<IQTn7}ShB5NwQ zQO3$L(d{1l+}faHM@@o>la|qR*$S$=)NnzG&oC_H^<XAvkz8LhifOw&ubrtB<3Ko+ z;>vs{(C)Zhht#=o=9Y`UJ=H7)gQA7hlz=K#$mv(cql2+Wnv$)*Ur_PGq^8o8|3|wh z$28TcQqPp!B|k}b2)o6iIHOYbNgm`;A|PI^7*-i7HW@oiahXkpqBQ44s<`^qXV1zc zJy<I)S`R%DcI8b4i_aL_*^N1d3h~oRb*LA`^HsnlZMfho_3XBP`M*1pj4gMImbUWY zBD&Chw5o)8Yp|>%0F6eH_cc-$Z661#&%3k0?4Zt}ikWh$ZKsY*1LQi9;p3`NtsrUG zQxfX?Cv~`ruEJZocA&`PYNsV0?K#03l_YB_GXCEf7NM2u3XNrK{vu?;?RuFD#iRnh zo2s-y{NiEY`vekdl>lN&As5AWjc3>2Jy*qPM++`viTq-OwQJ)=hLzjA+|fW!&xW2% z0XEo%FxuY@An(WB3?4a)Q1Lt-B^N}tl&!Q9>|ILv5)~0Chn7uM)IKB?+a!ju0-GMj zn4|SGQQ+L0suQ->PaPZUBAnvk*mSg_BLSIpFjtk+aE}aXcSrc|Xq%1}(ca6y`F%a3 z5z;5Mx6p0gwc5m4OkdV&5;k(v{0sYFDJp}Ku9cSP;e}h4-i=l>A*@SPHkAs;71``A z*3<TP#7M9IFyWS~b9ecwh&VYE2iTMYy5CRPV_mM^M7KlC+T6_DAG(Z8dKO*2CYsj{ zmsRoJo`Xx%GpU6tj%=20mhZ97H@}$4^qe*t@R4_YHxlgROV=zo+;JDl8nDjdy1ZKX zzR|a@x}E=j$ohX2<7fOYbMe2CwWgFE4jWAGtJ;~iK57rXKO)LsO^}WbhB=}5pwX^F zyo-DX`0r0r5ew1G(cVNIYzv#&nJA=jxg{}4tCtW7vOP7Xx;?r2QM2~0kV8uRwq>52 zQ2=&PM^mVccJlcjO+Nz(1_`DC7ns!Vp*zNJNV*4~-p)xoz>*bjN$ySTQb${bKK|OM zoc)I2r51ZCcY=ZgInUyZP+37gzizZoja$9(iq6k8U9ZY4E89(AZc-Zdd9xz-pq#l~ zE~b{xtJ$aRgJsj{HhwS@-mLR^%dsZs<$ViWDs@eZrdKp=dDbrGCpVk{3z8lue)PZ{ z8UXa=k9^PPWySCLy?|g>S)bT(q?CzK^-}kheB8bOs6}J80$N~Q%DEqnCgSS?-?Ogg z^o>jk`$LFxdCO=~l+Qei!vU-?Ie(4Dp2BcwralghuVzf1Y~!viI$m!!5o9jbXpRDn z<E=igIv&pmD*DEL_>=k9eI&S&N<V)CrKNbc$Dc;N-6pp_$(S8cMAEKXaCTC#Vx!m1 zI5xp_pfDss3&Ly!LEeS+uGhR9zIweIYI^}_&7$$a3s;f66SR2SB@O6GPI<_%3jx$} z*My}^+KN`E<uV}_j@tkuV%Ri*DG2Uff!E-_idXEatLZ1(J`j<KAZpD7DT)vu^$5iv z(B`Icxy5xV&Me%XA|qb7Fr9?}=-WvIc(RJH3Hx;{+fRW?a-n&dwi2{6aYy>L{>QC? zg|rJR1bJDvCsDKZJMmQv&p41N9Wb@202v^OKx8kcn?3$);OwOS*Bj8i$Y54t1`NI; zC3A|w^cgbz*y1pZaVB&2!Q&<v&YsnA5CRecu8YwCc+NRiQB_a!2L`@u5H#afi1!oc z`js+KkgdY~paS&c%b4T@@VnRl@*8VL?FlcI)jSI6?p<XJV#hl@Xlhn?#sEoI;tYa6 z7~>&b$m`CF>lr7Kxn7)$8yNPkZ3jm;+3SP_AI}W`Y;@;^(B^r;eeyx-dNiAL7sRoX zXz6^bGTo6GD>Ee*l|=B$TzzV|JVHOZHh#awTVR9$##?yEqU!WQ`=#9I4ehZLiAn_r zJ|wySz{$dxDLKK-NkLvme9icaa7*-jFpQN*&oVWw*hKp$vz}OHF<4OHS?8Q-Q>4fK z3J^Wci4Uf9V?L_ULDvc`YqIwf!zjZ#5Vm;mRI2XS+e|%|cdCRd=lrR_&X_u3$yU7h zW8zmbG$2&Fq~_eNpw3ktx{!mT>!|v9LCmqqt)Xhe9cNIw@nj;3nuvM%i>Y)ovalhN zNiRz~t4%*a^SNSF5^@A)I=wtnsS<7!B9Or^U$Yp(u3J>=Pl^G*kyj7FeKmX!J<xdP z<f?j{dl1CBrR6nna8{ncRi(bb%YT;{b$oZs*zJ7tVyk^DTk*!vD<>kVw|0ml9uv7G z^6vMoAuaG=Bb9$Ikx_OureP00&;#*%O||qfPk5Py)Q3G9U4ACHT)>*>HMV7ELTJ}= zsQGqDx~FQOIc8?UPG<3=&9SbD0YwkRoWadFfs!K!LB8=Erf}HAI2I>u#3NCxY&w&1 z1^}w7EQ*n1Hide-sh<xD<|z%tc$w&wU`+rZf>&6Qk;|@?A~j9KR3OlLH3yPF{VsJm z_lrQ_`XYiDm`>buT$F10oPA`2PU@brds2W4=)uG!b1N-m3rPOUv{*VSbVNL%1Zu2; zbXt>DeO_s+eU)!Y1uR@d_RLvsTxo+^A(krxk8NxNv~XghS`#U=##`o@9@#h;mQ`Tf zHn$$<y<V*B5C4#xu+GyNOUJVB!i{ruJ%aUhJ*I8_WX&!)T{(wpefC_7*VHzoSp^0l zSKg8?z?^T^B{5iUY*Vrvy`hbN+17~Yn$fp99$@e+0=<d;_TO>nUCHG4!qG#L#w^6o z_r&6yHCWfx*23NRzM*G)c^CbkU7ziL=2O`i{`b#Y|M^tn|J$bmwY>WR4H7^g(C=-6 zK_BVA)nmnE2ig3aA?(W|iu%u|CW|&LcH!|^PZrglROMDvp|yN<kBRj6Io?D4AWt5~ z-95qa?xxLhy+r$I<ps@GHJNgZQK-_oTzo$!VxOc!^BdJq{-%PC{QjewaC(2~?dI4k zKbFHg|ITsRxuQz7OSS6@;xjw@hT~<HHdd}m@=aK%u^0}42^Yb>`~Ye)>7oBcL)oSJ zUp|%j|MjVeKak%;ag&bE+wk9A`^)<yU4FzV$CkybOfrdhDJxda3K>hn;9Y<CtE}`d zwt$B(nj6pvOj{V;^T1aG>I6E!z8xxf77yX2u9NWY7jrAljdUOTQjg2X=;z0{3*bjc zbdUhS$LM>LYQOJ44{f7yNFRQ`yQhpQRmy-7j(7tJf(9^j7k{(M5b0S_jXAg;NlgEt zr>}N~e~8HzCaTxYEH(K2fe;Hz3E08=yZ&~$a%p`?X^DymeDT=C27cXxK!R#IAa3r6 z@k$H|8jMurTR^L^d?1rdX<oIq9XoY>`qB{ajjv!d>V}I*E9HiLKF@x?KL+m?R_Vx@ zVu;5N`--c?hg3lJKQ9!)(1K^s-b+IRRL}_5A@zz7$ahJ-L#mY0AKClg5t^lJk|0aP zKX>1tha#R?8(o~00d5bB0()K5*Yw`9KnLA6U*vBXS7{@%-wSR&RNwdxKcJ5$Q!Kt0 zLey@EqY82GyFPEG5&&e3qAx0bdnicIL;`yH6Vu<fJ0wp${#=`-KIF*Kd!*%foRGpc z%Ji&ANe+gi@o?d+CkD=rug7grh|vFb!+fWanwj!a>5X+(&o#&ZVxo=XG;;ZkSNe<` z_HN7BpR_Eucs*MuKH;@66~Yh;oVT@h8AVB?J=_)|4^mt5UQ*sRv<$hjf19~%C)!$P zxka60D)g`#*r2ybN5nBOOsr7fm5Cb50J~A~M7ReSiDIA_24kazDag_0hhVML@ki$! z7CFNN(bk4hYUV+1eb`aRYqWxHp0ed3AWVF?ba*(fpr*q$o_+mV`zYYMZR^!QY~@rs zZD{bR)dPVK17vJOp54SaL*SXZ(ne4a^ump)o7VCk*_2{wQxRKd%1vdF4=0h(3Y*5a zL@W4)(zc29t2Er990%)Wx2+vZJ)1I0PUVl{wsqChmg`ypEX@r1a{g`a&kJ~b&r)9F zN9p}WFUze0H^}E4Wk{lapr2X)hm3^hig9QQr0aMu^CXw1zgKnAD|NbIHB94zCu2I0 zTX?2WiOXg2fsouvY|1n^Vs5ff9UN<s)V8X%O2pQinU!76Cstdw21Qw78;tGBY+E@z zPi2amQu6kC<ud6uEAAUnlf`Y@&FjRzTjOZ&hL2sCrB}X!I&^~1nu#0jSp8n<?xsn+ zkhJ#L^EBHbY9F$KCd!YU2I!vOwOEt6KQx7T`raiCRRCLJ!cGy`Y`68(D-<tN8=Wx$ zb6vrA-{B{zCa69I=qyv8o?r?SwW>i=XExTNyxIjy=mN0`oj4XZMVo~#-xnTMtq~$D zdg1!;$x}99#gM|{Z78=U;OT<vkzdqke<XvEs2=Y6%1|ZQUBI7{Wl@6igR`ghYh%zt zjg;+)u`P&hZfg0T8)vdRrFTbWol`Gn&~B;30>_bA*mF`zFpH|VF%i45B&wZQBDgZu z6ZV$^l0Usgh)l^IbTw{`z?3+JJD_T5sl5y|?1K2Uc{L>hi75rCwbKR$*=69zN^wg2 zrumFh42C)Zw&Qe9sueMu%PvQZO`+)0i*6}m(9*9mkI-s4GNA67so7^rP7zW-t_->| zf-Fp!5;^TkmfbTo4jj7N<@VNa_4kbkEU({d7?G5J1p`fcWITI$1?xySCOIh%hzbdl ziOv9{K2_sc|2hy-A!Y>w&n1xx{wl5ur^*$}?+QB<!x7K#*@VB+F~$i^7TG5mA{VXY zf;Wktr*|9dlGwe;P_|-?s;iI5WvXcI5(cTt7$ba4S_!V!V<L^ejbw%i;We7l7!t!u zh)b-;E~%xFNqfwq)2<JkkA_HF(XqcNyGew(n@JVkB5zKG41^xy0ma&EFsPhXRFtb4 zSqk#~^&^Us8OUwqUoU4gv^XX2a0~{R`4jw?Gi-K#%^z-v#A<d-*}fyG(nvRKWPL#k z#H;Z~4T$b(gBMVn{*!77JLt?+EA3%Bv8glzwo;AutXwu28Tl8g&Op%mg1eYN_ept3 zLwdDUPe6t&J991dT{7xZjVP{%m9fNZ<VG8mvIVA;1ZOPd(n5HR#FkjOffjMI`1zq( zOkuVg6QclJq~I$bE})f|MJy8rx<@Iq%1BJMnN4<L&~|vOCaBNg)Bfzl1$`RkngT)# zp=jcu-QdMWBpFZ&1HabNohqzJe3Wp>7jqnC`g-|Xd9_P{G~9Uq?1~N2<e@_Au<fI2 zX<F&72q7cYN8%||nGS$}vNE-15Vc$D9~CzrOT^l2EFM=E5q3J4=@Cz3@_L9I|CmD) z1_!Urlxo~=CY@n8RyWO<vKfo0!n7YA%{iB3oO81<b4dnRD@@PNDZrDAHDWy1&!)Mi z*_us{z?075YwXm<Monmwq$4sWv0<6gL}WNKgnmcaDt~5odqnf5qPe~C*8Ta63#=F7 zO0uL+H&d6hLv_kIl&Z#M&$b4yKqHQ_!mYk(d{bsv+5YTw5E)`=bR;mw;_jjjV5nvo z2&aC;y&=)$qI~sz7I>tw*e{Drc<0<wqe=iY6MW8RTeqSHn>Knp1@!a-B}u1bR7$J_ zfrQkJ-;XCzw=QazhxFEuuk(s!Zj=&*?kl-WS8gy;TLYj89PY)Y^z58gv>d7P9Sv9c zZ>;y{3hS}{(*FBK$}9!L7pW$Ei&!YqXH1c<t+a2$argGhRKi-$tyXK&XK6g0kHqK! z1mD5ZQ!jM9hHi=*bKP6CCLz!<&y=-&{cFgjADM^6vk*#LWat&F$<iWdvY~1ZK>6!< zIHvSh_K$U*Hdb()aB)m65q5^>p0*GsWE_S2Z1wuUZUSMy!zbzsyXVQ^GD21kZv{V$ zquE9*rc&(`BVsTnvE>{GMxk$HVF*XJa%G4>$7lzswX&>Uv{!ed<I}Gdm9WNlU=Ekp z6rFYsv4sQV=+Q7LvW^l}6Kb^XO$KL$1k4sW?}n`YOz}y}Y02<XMGD8O0PXk!s#>u} z*vHzZ&+@&^z=@ikmaV7(O}(>b23m{=*GGszgAJ5b1CsKiv({Pbb$^hNUF$nh&$*h7 z3kCN~FCJeWS>gFbhoNy{#!(9e#!fjgexp;d5Ms}T{L9$RzIYn0Wg=nAMvcM*y(Z`E z$yS}Su2($FcjSjdYvrs8M<4TnI!E2th2R?q5gc#5&vHxvb$DM1Hi&K=RJT~%@&28) zDxnB3{=kMk5WA7dwb*PmAeX-+7Q1R5a*b-`at=ngiSI}EhV)BfR(clO4YXRL2zBDV z(a-5GX9uA^fDLrYUZ~$E^%FSjm^qn!5p&Ax(j*6Nt;85qEGShOnCB94Wt-VThZ^zX z4mX_9PjpSLZ|xr2WFzF<S=l4eTxZO00NF{qLLi-s>T3nF=hP?Fr)||cZ<usu`le}1 zoNS&+@=FD0IlC0^+krcmGsW?Gu|*1x>z&aqc|>t=4mZILQSBeAPCu1dAbuUGg5n<u zcnKI<#}$S8^1R{a?g>z>Mg%jY&=Mw%GgxTbh*A{5F@q@Hy9{RPSBqhIvLs73NS?D} znfuPNuyoSOy`{&+alz4^QWeAh#n@Lz#nnAqlHkE1q#<Z<cXx;2?(Xi|xI=JvcL`1i z(zph9x8M-Gamh5_?|W}%t$AzB{KM+Lx6i%j)Y-LbS8=;KOqvVH+{W2JR$Ec0Dr78> zwt7s`dh&N|rW_Y~svhVaY*%%)wd_q`e93qw&#uWZ6WKV`oZ1d|R1zQ4cZJg>m4!KX z#8c|_G?m*2_RxUurGfHXIGovA@JjM>l$8hgWv{zITO3out-!WU(}9IzHPK8mQ)MB4 zDpma0yWaRPi`0-jjE2icOsjyh#CJ(4!aq8UQZXbC7}F6hV<+^jgGl#ZgG*MZw>)d` ztyt1o{hE7yriXLJTMc&YlT`BcF^1~Zd~2ZGE&7=Q<}t>?o}ftxds-ua{{5TEy9}^U zA&uWe<fyyJQI1lX2FwsKKlb}HI|MTsG`(w&XbjY%(mL2;(jH#@_B&}dp%=Nf_@>pF z1IEn)=P#v`0p`rp&*QC<Q_)UtFiIHMtpK@19*T=e+r%e_sUF!~bkUEuP#ErukRjl# zej`S}EtYUF#86^O0qxYkXl$pzmtkLBAkDq17|hxGxQWzwhs=Ms9(;K~^Za2f^RGTE zo8kz^yQ=c5u6O0xWb(nP+E(sMC7x|XQ<%MUjDt0;#3b-==4o@?Zjwjeui)2^o^;Lg z*Cgw<)U1@w$6#obe7U5^#kn8z^hg618}QY4G`yz2Z}hc%@*p%GjjC{oW$!Q}BmA72 z>X9m8LPw9X@Y0<008r(xfRd&em#Xi864VNyt_V<d$JRSkd6#8!Ql?{cM!+tDj(m^M zOSblz?z>$_Ep0Q}q=67o?S23fW|C5wP@D5lJ+e~d9FFv)qPWT~>mGl`U_WMZgF)k> zy#q`eZ*~6!FEhpOc9kVQ{n{7Gqu%ixBKhZoA7U%kI(^i=?Xl&^xL@W2fN?%_46f*M zyt8F49U%3pqqS;OHqoOM)_G|oSnnF8L7JNcwA}gj9M5^)Se8B3gi9}p$@p<MQ|<CV zq!4NipBy9(`YNw(XDJ%xU*~W(LHqAk*9`ovel?@rxWew3GKiW?4UMM+AeMg3GlB*@ z17+w%$+afC7>zQqcS^A7ktA@uE)82#f3jBLjcC^K?R~^T>6EaQmgY4ydZn8`)F>H4 zj#|ElxBKX6>E5Ax1-6x7{o5UH$sScZ5}=2+mNy!}?~nQ=rjJIZcISh&)X|aSeCYk? z-*@pk<W>Je2Fv;X^F$B}6Bp<IS-0HNk#WG|M2FNZ|Fj0+pl-qh<x@@J43CEf5(eSZ zjY^|AP5lgieVK^QCU4c|PHmDeCX4N8ZyfdVW5sv=zC8*R+)sql(fil=r+0T1?XwSE zUe!Ji(MfvBbgvd`wQh)OP*E51Q4e^RI5f5g^)HIp#NU$my|!$<G~TMQW_--D6N_Iy z&gJ+UDCdG(M!`k37pxYDV&wSu!n|>^(CuGzl)O$Yn93I19;hjDtM;^U!c%o9i^KD# zoNJq=X6PKeemKL*(~^_CBE1asG5rDERdjK-HUoceY%Y(2y@t#5Z7_^gQ|&E+Fc_%# zJXSQL7S$~s7tn~2JyB5h>~UPXFSkDbrX=}nWOC8@<-{;_M!QN$M8=35Q<5TyN9(97 zY}*A^mMtE9-Gf6zIupjkXKbkda_#iAx=z3KGw!c`VMRavFqC=Pl+|Wp4AY>fEZeE; zSQEPNkc3%jyy`o2Ax^Q~@{k+MR@FkxeB0=l5NRu0Lt~VMTMbm~5;%DB@M7P`0(~IV zc2C6uM|1cJf;BM)c4nmHi3pFhgKiXJv{M<>wR+Cy?{Noz@*XW0QwZcg|DBMu5coD5 zu<7=W2s@9<=>02ec|o#9xx+{G%1$pTNet|P*)|vihj77K^9Y=QO@}ZI2U4eKmR`rk zb+rfc>(}OFkBj}j@%HVwEG4PW$L$5b3XwSpKAdpU%8K*3NK1?6H774@F-uioug`mG zY?7#5s{!FQs#Uv@noHoVx>b<`7}%_Gt*Qf$OKn8?cYIAk`qy;5jOsIfb$aY>+g&=l zmoNy7zskz16GGa`kmcAp8WuZV690tMrlgLnA>XgGGZtw%nHNiQ`y{8@3#&)@<4jJ? zsn6Q#<GyJX)AcUpNB;T|1urens%YLQZCvPn0!v++_nB$jJo{ok+YB~|trt0ezDcp= zwHEClBrmzqMmK$0=>P5e+pYm6!^X*W0rBRYWk*Po!;Vj=dsZ@{^!4y%MqvuM49A${ z_o#`;LW8s_#Xk<1=>g){Uvl^+0uj3rPf1JJ5aK(RL@_AN!+-lW8X=fzS&x4HQEz`L z&C>ylN&#Vnk>ixJVN-MLA|$ev{fdz1J?=2YhsViSPIJDR=P8NCrZ|jrT6X)6fwOdM zp3$wSdn)sV_JTAr9a<^i77L+{G{XD6-UlluiB^(V6YbAQmkD+FSoX`re<p1+zp=l# zD^@;++}~dYP}aBMQf7bI1!n&(9Gu5dcZwrm0CMN^$K7#Z>l2aqRy$y3F&&fQ+U<~= z)C~1#3e!*6YMwQ~Q;#>)df5Cec%S@nLl!n&3Vp?hL6umagS~%wDYiip295~Ho$-qq z(>qJw21Epg@O9bA&6QcbqI&wiQro@e_=!)0Auf7#@_T9Vd|2>w*yFXkm9Z?0GbVsi ziuXqCiuiThGgd6NttWFH*?(y1>&-$C9c->`M_*7{$J<JD$t`@$6ci%z%{$nFDRga0 zmPw9uChi=Om$Wmfqf>)q=Uj3H*U>N<5ryZkPm5aPVO7;o#xZlK+<@<cKfDKws0`kb zdySel<B&KNu<bO!io6?Un%V8Zr|6N?T?T!m__CA{!LW^}EBQwPEUsA5Jyv}BzFbu^ z+=Eqp{Rh7wyL!mj-1XU#C@)9FkkH^rcIrh+E1jVY^bae27eH#3XBC|sVwnQG8R1Fj zxaOgeJ&WFk^~d0!%yLi3+B*7CAsrLTHUeLTv=AA!++{q0KTgG0&Ao)+R6O`^XHMGq z>azwY8uSAP_@ma-hP-`EGSdj69uj$n^>H3p80)XXHHak4@-pQb*V;GLVp9VqQjith zXv21T>7%Ge6<qT27R{={JS%S)%7>Wm?8-W&WK-B%UvF|X`O1GG?R|7H(1^Zb@vWEc z8TV#PT+8Yuu|eRrWyRAUQuEYhEdFY3O#kKBz92O#Yc4Xv?o?pKjb3dyvPi+BHg`6F z=i0Y%RH?IiirJC{s+P2cR26@9Fxg$OxIp$+#0yxd;ADMJnd1@q%X2vze&u{+dt;=C z-E#eEbk$c}XY$F~Dpb2X*KVoF-4W=h+N{TgOMki_M`-7$;+9_3IC%y;YPvo;y}Qn} zibV(te>V{|{C<Dstgl7oaVM#_s7JaFaVy{6QaRu1prTuBem_9iQd)fR#Mk>&;j8*q z{Zw>C%QzIvb45oK+&)KIkPm*(;(4vpmI;#RhMGyPsf--jh6Ang&&sM)>!V6*Wsa;- z5M`9}M)6qQE_r0C_ZO3Nu)kUljq67Q`Zk-}78RaP7X6jy@NFxdYFiB!?@{B`J102l z_J4dMjg&43x6Yu(+c&lADbKbwJZmX-S})OY_QptEs{O3Yx_f~1b^J*Gs1~>1P+%y8 z+dm7H(c-{ic3TUaW7oi#Dqp=)Kyl>RImK&{6-$p{VK<AoM7o|Q$a!;TZtHxZ+VvE( zbE9Y1$e5{rK={Li_8Be1yrudnurakYfUO;BRletUoVEzVyF|%Syp$jl+ai<)7ljs? zx>HSAeX+IJ0aGqpZJRWn&Ej~~zQH?fGtLBeu<LTP`YOM-7fl-6O6~0W24z<~j$Q-7 zUrjKc+1TC9vv6w8G0^2NNsS=zwIkr`{-Lqk8KT{MMR{SH_0#PEzM>oAZ2$C+9N+rN zR03$)<MIlcB>}(5AT{6<){sNT1ya#LXB&^~DfqKZl2?V>H9TQu$N2gjK>djSY{CG8 z4lFl1xwkvwk^BNciY{{4pC$?s5BzmWE8Tt<#ozUe){DL?{(p-NF7E#=HiX|=o!LVg zoiU1;xm%f-DNBkl$`iBxSHm+Fc5aUUp&#1+AwsfqQaw~vmOq70f;d5niRj;wr)(^h z-%Fu@q!Jitm=V#XyW^oqIK)&P#gr0C5m>0U0*XWv>PfzZzEi3{fx#7<b8`HMm-^N8 zJMLzO*ZFwXCefXrO&(}+-QwJLp$#hjIT*HARueG*xj^&d_Q60zOq7Ko{5#|eC}>-# zEyu=2kx%y$?=#-}EJfR9VBG^iZK%W#Pc*ZF(LGRq^O9S&NSL7%)1wcr?w56O0V7=e z8rkG63M1)1*yJXdq$fzUf>_j(T(0PJd~P$$(73NzLilh;T_%2;UF@z=?!<6oc19-{ z;sOp3?ps+pDNKT0zlI47I_%ct`p9!YQ6;W1?7OI#+R~dOQn3Wl?|4CNNsSm>%rI(> zO=69r4NQz_GhmXHMc`8Cs)WTPVMT3EPRbob4U93Na>kJUW?ss`)xzI)hBBXg*81pW zhuc8HyTrxK#bifs*GV<!ulJmlc;}v~AL4(8D@JtRcdOx-fdW-mYSz5`7;a~U4W)PT zPO<$ZeB6)`>RUsn8>+7pVVjS>a{q5S3)-r+HC>r^c{bFHhv$!ZsQ#h`K9kCw>*sq$ zp4UlSiLT6|`keOWz*4dP;fddl56Js@;rB%FuWp2&FrLXeBN&s##YRhIiDgrpb%wDb zU^7I*gzob)@6q~Ri<etdBUkP*rcyQEmwfpw<VOfaMT0?%=xs_nb?%EaC<*;A9yOhj zp7S&r^y;heQ}%WE6PbUkiKH0IPfVqWKbg<k@7ai<#D$=bh42ocvASV?bYuL4Lfe9V zFH98y<7CLZ74$Lwoft9TV?c90PIAz9L&|bEw|oq?U=Bwd*FcjkHZFLEz)?e(wRg%) zsJQ{u7azui&_hCp(Xo}oU5Q19@f$)l<MDQ(VMQ?%@sknAMMb3EV+)<+E0^O}h8-7} zAL<-ZxqfbgLJ@7rSF*%>#0J8XG9i}sXxCxb!ZsQza3REo0D49)Sh$E7f?B#$9HD*C z&q5UX(zY-(KL`evVFaLK@DxTdVSMV95J~VPL&W$}6^~i`-b!dCp0Jpx^_x^e*|5$> zIB{`iMcHJeUqslUzY9|f)C)L@DwW_BbIJwg)aIzHKipu*N!S#QPfr{|xzh3A=0q__ zXyj*25gaxiVt~0GvEhOXOrn`%ar|ZRDX<&gH{v$p&Bk(v;toa|mDX!k^DN+>d_x&< zt~0h}{_(*Z-5b*zmN(WnnDn=+;}0$aT|W5;+J3byZAVH+4M(h>xE+`q=;zUB1J@U$ zmuB}8K4^Xjg0XpDsIa0DYeJ+%XpHC!5~n1%WPZwc3X@^pM9B9$76$wb)BMUO#;1T! z-bt<`WlqLH9Z2@Y?#n4<4#_$Rh&X9P!W7M!PfK<~#GWGW%O+))Qa+6)4Gh)AM|Ijc zDpwj^CC}0b4K`J<s%~|9t!9Czn3L3H1*ZOpROI)5CG8T`B3IR;u$d+nwPguzRc=wQ zM(3z2*geUQbORB;MYol{Q9V&vP?@NPR4SOMw9dKBNgQh(bD@Z`mcmXcTa`39SOzyy zV}JXWBi$sOD;@L837eXr0B;)l@CeNEX!Pjz$g4)Lrl8h&Ofk<fPg_|#zhCZEemO5a zw=yp=w^6}5=Q}q$*HYn8u{kSbm2MScvupilnyc#471b_w6#pzckvsfgZ6SnxoQ;%C z!}4qve=2)nX5nh~*G%OMPtlEPR?TTaP9;e6Dde^oRc%O4GQUyupm@S0>_cBt!bG_# zn7P!I-R;GVyzQnfxQ!J!2vh=w0#AW=V8lnd7qS<EN6@1R91q+VI9Ryva4jg8VRU^T z`}D$I!fIopV~nFYaNKbDS=3oknI<^x**k4SIGi}O%x4Up$3L3<Vv%EAw*xLCb2M_w zFjq0-v4oEkjKS`=kB8GweUkqq5(O89CyP0ol+kBv7OOo&A54!#-%gjOg{wKBW7l}x z@@Q%2kYm4Y={po=jAf}}IcsuV^*w`r@yFopitd%}W^2`f`=qbEh5b;=s)@&Jt~HTy zS5N2SYjAK;@NmJn(adx=^K|{fC0x|t2NOH<91js*FYfQ|Jp15<<sPj+K1&Y(K&eco zOw?$R*WmU2_2+|_*5g)Z-4neMd*l|e7LdKNhn`2QckmN5nlD<eWYSPbS%pRAf$*e- z{(?S9Eo$wet;MbMEww}c>STMr_f+_AtUZ-emradH&gGVQk6)7;4xyXW{!RYze>wi* zz0-cT7O)>sAvDyT66h;joDVBJFN_v69wgqw|HV<taQHU9{Tk%}>A)j2XewapwBQcX zsWLUxmnaqy4XGB<AIAtw34OXNpv`b3C>6Gr1Vl1QaxRu3_O%dLgk6MHm{nvj<T;c) zBxUm5SYuHC+iV0@zuS<>PSH-*?=rw6-CC<7Uyncm*Y+dHj<{D81KomVcIW*)<^Xv% zxg_RvBy%Kv<T-aiHrxbwCZMEQrtGKf8N(S?F1!Q0L*n@_#sdYiR*Do#erb2Pja<Hr z-?_>OSE}8gRFQJa9?KR=I^~h%R`YJD`6)pB&}j+jPO4HErHD@~&8*if;f-UB-x`ZY zv(rv>Imka?vYUx6M>Vt$uq{u{1@wzG=(A+*q^cxcQ*iR!N##1{GC3HwE?>!wQeOF9 zcj*Ue_vlUQ<m=S^Fmx?B`1PnZRasI6)HtbS(B|(PbQlk84r#Ws@uzBHpkwrDWiZ!M zNKl{7EUdrrJJE^4{w6-a$??;+d^KW)YKiNo)mdq!9FdGCIY8#S46XF0!@hmzeag5- zih=J+Vv||jSb^=N`k4Cm!pZ7d3jvh|!z3foDq#c21>Qt*BsPsV?N5iIk%m%BRGmzN zj5e<BvYwe@bMvvUoAixTjE0=|ck|QImBn_i_S!#}OS9@_Y8u*i_O*uR<G`-R3Am!L zZ@%fi+)soY5}ddG<Bx5vUyCZ5j{5wz{f+`7pnb<<$H(b2>CL`7Ru#Kl8TR&!ZhHF9 zt`FK)Ih3`e5xx&63n%o?x<9??6At%|tBY;&wYb-_gKsV>#yZyB;GR#JAwP{hAr$!R z+0-&rQnuqgdVWVV%dhUDyXU!#*c(}hl_$TSmo1Ruc6@ZSJ8J@x0iI_^^1FOz>~OfS zom##=@R`gxy89#OwQ=)Yk2C>@)i>4q)3)na;nMAwzXSh7!~;hF#~Y3x-p0tQcZQqG z>GS*BQ_8Fcs5ZC#ljG^k@N>fUiPECOhSbk5ppo{6L-oh+2Q4o4lWSTo0N<9~+!@ff zr_4J%Kem^8y<=j2fn$E23&WmZUX!(YN<p)~V84#TFAqioAroTPq^puc6uy*<g8KKK z&tDgkGRg)7Y5(dzjqNUbba_6rFk$nuzv_aYXKS+z%Da~S&YYQ@yDouWG;nLp_0u|( z{9U%_Pwf7-r+Z+rww~9Y(+Z~h9X{ZIFVD)N74rO`??SGh{s#rh^uHCTs+Xe~qo#tf zwV8=4ql%lc>)U$?2WPu~{=A(fW@c1W71v~d^yM{^H?lLMVqkPNvvahCs8((RbI3s# zMsvu2ketov9Zk(4FI^#heIc)?|1(O_$ihtC&Cb}&`NO~0`D$<OAZBIaO3cL!nT9f> zh=_xy&fAPwxjBeg*je-#mCaln+?-9!Tp-<m6`dVSRLop;7$FUV8CA_ZUG*Rnvv+;# z6U_2~i{+myNU#xey)}DM77$<*_jHw1afQqc@(D>5W@0Y(e?B6q!a~gT_H?2$<R}X} zCo$Js$?t7|sDrJ8vx=jU$=e7Qhyee<#r2<4kdyy59_HlcVEumyaaZ5bSbE;r^=ChE zKjGAkIIFw-0JyaPUwA?s!ju@e=n1$#pYQJoegmo8Kk;!<3bRnr52#BeODR2^7<67O z{(XGh^nbQ^ev;m#-tKA}dQbs!`@c^9eSWMp_`5x1{YrR5dv~jMr@?UT{k^un>v}5K z|KZ91;Y85)<vP#5_+0PT;?rNjzYhjPXPO3o@8bU6Zg$Nq{=FyleHkS}ixzZNea?F| zJlgTH_J4U!czU&$0eAhqEF;u>@ZMj9&Oe7HPdV2*hc2Fk=J!3QfqRapEAhJ{yyBME zOAYoJajD!a*?^bo%A<Pnu35y&-&6o!>W!WtPMuSBp8Twh{GR*JUaV0i+@(LtusLbd zi5B1oN_{pwtzCT2Lx^*b#zqp)C{*Ov0x*ted|27^*5w}d2)?>Mdzd$cTtfRrzSbZN zd=lC9d^7oc<KXZAI3-)A@O^IL?_@haf0fU{Bhc)+J?D7;&Szs7Fj7X!pZWLo=H|f5 zu%-5z<f<1s9RJ~{!pG3J1vfi;5}It)W7EelPd+P8V|vvqVE6fK01aGL7JZpRNyxSP zFwa70iI%OhFM#s$K*GIxN8=YD_`K#xJbc4XLo{4AFIhr}Os2tou8tOc;E}<qe+(G8 z0Ur;-=ic3d?^0s-uc3y04d(j1^tY)SuL4ES9{IsSu7w@PRvVBr>k5Dc=u7^w^XW^W zcm;r#&sJbwu*yUg1$XYH#eHC?K^X-fy6JNdw1OS0Ulak3RL#B6eYgCjPIV|eD)%UE z>qYmyy+Q`-VDQ1aMAA-TfjW!w{15R5pbG3s#ypXd7|1<t0!+iLPIz;OYy|o5_@J&H zRJE_5efzWc@-6`*>t}H{;A8?pgIG+VvzweKBAkPvnJUzV;)AFoPocie=yzb5-4}Xb z^wgye8K2|uwO-xm&0*K2ju;{tQT#I6*r%?6KM-TwV_tT%(v9EK10i>Cz1o9Uk3Baw zg$!7pL>hp;0pDHgj6r>MerosRvI+Y|<+&9<8Ab5inx|BHsq&3RsK!mdoN$TVJhk(( z`%4~1Gm@!b*Y$(%&NbzOtG90lnnfNFZJRdaa{QAm(eQ(~G{4&s;)x}r-+LMwi|yVE zU3p#8J_JrY)Ncn8ui6dp6fHg^2L$eN6+_^(c(hpoIh@B(3BZQleRw!NnkSpon0oH+ zkHgLr966vJ_Sq8F(0=X=6yBXJ--F+Os6X~{gUn+x>%hC)!{2ZGu!$^>Q}73oCc8xI zJy=R0Z^V=}51=Udymm?PwdQG?FT431huk@D6B*6%{Tfb?l)$7_2)7BEUydgl$<xE| zrBE>QEE7S5?pe~oGJb7aHuJaL>&p2e!inpFY-a0=K;kmW<b!ZI+R|YB^LM+yUR#MK zh6@@vAn>~`1iJ{P2zIS1QBQw}=M_-mXEFyL&%9Yl|GO}9@R?W3eQPiuoaVZp;X=Bx z`T#VVmh!d7rE3WblY}@TSxb0+IP2v}f42D513lPAz~OL7W6}Xbuw|InLoj>ZB-$Dm z4ThUPfDhDMbFXYHO~PGta1^M=<iQCsc3D)VhG3V@$>HrK)QDTDBY)kciFg|6!&qZf z?c)P6k6*RBA6?>PoZ5pKe`Uo0{zu=$-Pm(UG}mZvquqF){j+h@>#gzo<QcCdvOM8x zWI?9m<|2ssEY)cTk8BQFBJ33)v(mnW9?BPB9qxq|zGW@l3G^y$?~6PS+PzLHe(L^n zS&|PEKO~DeTo!kVBjns+9Y1L^-SXh59?8i~^JX9l_5!{lrBly`Y1w#%mb<JqBO*bp zlV1>od3*DCTJwI|zqU8AhSQq)0G)+~kA$`3&vy||9$pdze^t*U^DA9ZYX20?VjyU2 zGj!M&?lZq5-59HZDIfZ+#qHd)YY5x#gDfT35$mEm9H;x_-{O(@7UjLrr#`04>v;fj z2%x!&t^x|?FNBuz225^Po$-;bpEKWK?mjq%5v3nOF-t^77vP~q*D*~3u!)5Q7*!?C zaqln9+ys~|&8$Ma{02Wny~h!%;Z@JuY&GK9f;Mt2y$;+C#QwC;YB0e%lgP)aatDnk zvy2lYwxBa0aIv!(2@r2+pLPCvQ{InG=A1i0fW}7zT)n54M<i+4?3*w$GXCsI2=x#x z^|^>pUNXaIG$C7)ZU~y3ZtP&_+q;lmEqhr(N92ivzyWx;FyV~xgWy9UH~o(z+#S+9 zw2`n$CcgtkCwPDH-#YXtqmGlc+6D4un-~dniOW)v<pEabzM%%Q=G5Hs2{jO68K6~% zFw;Q1>&Z81r`pf>J3uWy`$xaKY=I>C7+E5#x|%1k`S3kMAx!+Wd^OsEX1YZuzNevy zS=sq-=IgjnZsVK>2w@=qT!(DUbwv{+ANp>`_?nTCJcE^ZjmfWmXl`*2eubuMuPpsn zAGE4kUeX8wMvvo!a$?&O+&ELM0`^TwIKSfD2ZU3_jF<;zTo(1UdQ4`}GcM6We`Y&_ z0L!I%i%!UCrq_@B-xxC<m4elgZk)80EJA5IbB2L6jdTKW0fWQ8B|m*aroT=Q72KS2 zFXA1W@bgQ!MmRhuTj2E99J=rci(<bY7A3l-Zl5NVojh<k55RN%x(Mc~j#1mt^dW<E zNA%lc>wD%q;cG$w+Z3ebjnEpE0Dj~jxl7-W64-z=$un|mi40AWOu8$vecP5g<NAMW z3YdQ;#I3t)=9%OU{Q~^-XWDX_mm?fJ+?~lNp*wxTpynJ)(0Grl^x@FLb5YSrbBKq3 z)@7d*OR&f`G+PFzSW_-nQYeog4oJjJam4y0$M1Z|e^!=Cdkb}gmoONzEg7rzh-@nt zM@PqO`gw1ym+2H=Up%fI+Eo+J+rY>(y+(g^7oVTS@A=+P+yk#FyqVc@e@rqcH}|1= zfb;#HR|xnjI^`M}%Z<&iuJBF^>oLKk81-*-aZ8#ocP*33yK}zxj}L>ZKjV<)%W~q7 zk)cPsro$>$xEB%xs;Yd5a5b^RK&HUFA3F(&y}JB@LLGWDLs0g233UcY>Sm?wEw#=g z2PX(WJww0(wKH*!DrC{T(`D^=GCcxPdqNVAni5X}&d7_`uxtXD?x&tck>X0}GMD;N z=Qvz1!}VqW4+g0`Uy3-!k^#S?g<+^R!+<SPe&nTba`qz=%yTEABlfT^&AbSPk<ln! z37q=ZSg}p|?|nSxe;#6Kh>mndMFm*;;`yI`Pa8<(QCF==!oewld8X&9PINzU$guqA zl=aZz4QFQt#Ewf+{4gz*SvHyyfHisi$bUX13+O9n%9O3;Wm^o9Q#-Rv_q$mSZ#LvI zLM7&(sY<rx<$OdsGSQ8B8Xn{+K1yJ6ivpmuhE>RCokC33ba690I0HjeeQ5J{SKDZ- zbT(;%RPENmDQYDnzi9f>{cG3l9BP$`;sBJwXLl~5qdFkgr;XB+<{<0vb)7lOnH|({ zx9+P@!JSd?74WnU&K=i~H9q$tw%yIx-whGza7gn~R+$ocBW9rLkoyc@G3`#%#0TSL zu%Y)bM@<mwFy(Am(IXu+^ejo8zo<8dua47+V&gVlrB6p6dOj6Qb9Co0*Q*_c=6;nB z^MbD<Ob;|n#&i_lBxvtjx&LD_&H&uy^=vBS*BE<OcyhYoD&uAUas3?rsjlgK<w0s_ zk!qH&1rF=ybuf8M45c88Auk5f;Q{=m?Iw@x*7$ZjxFc$?FEbm7l?V~I5m$_o-kre_ zeCTU;9?o8m`6nq3A2?7pBw5O-cQHIy6IC`D-dyL!Mnj}^v*^&&3$wtZ4Yv8>s~PoD zbdeBRdwH7{v%cg**LjU_be1#Sw}PX}j2M;cp?>leujw$o@H~j;4jJobBWt{X0LYK1 z05SSJ0=zsp@8HUJqB&wnL;0e8LZF`BAGOH_K}~z%=LrG3jwk`7US|k?Stdp#;TEE` zpP%<?{Zs#TDX8hsh2m=O-txBV&&hGpg3249YXIzn&<XQ!Eo-GH6T}I9*EJpGSRl3C zA09&Xv#tW`C*q)|a_1~{*)@{z_VkYOV6^xS){>5LyiZ*n<@3aQ;`BZNratUI;*N3x z8T^DN9{3}10?qr8sL$^Cga|E1B3*6zs=kZPSrl~kV*4lf#j8!-d><dKc4zE9&#vDT z#-7BL0^GJq69MdAyi)eF(F#(g*VR;vm6gN~&T}(S(!rwobL}mREml31s=F7K#EjO0 zME5s^8{cufl=j@q0L|;KP>jb#m<FxGMjEwirAS@-H-**(E}(L6e-NnLI&`h{nO;m? z=h!)m0}P+gS7q*{L@B`UrIh6HZkJ<RlO?Kp5g^-Q)fZ0c42(_#xc%Nq0kC^t8$jkF zK;7`rmjGz?^;BBC%8h_nCbgiWe4q*ja%;%6o4ria04Y!ABrTG=C*q-_S^9IXzWJ_M z=CbZ21`P6Ta<q@Z!}d{1_Onhr-H<7V)^?PyEhGSLR#=_0%x|d@JtX2+n`Yppuk3|J zqE;~Sh@HKuQUNIp$X-f~2F(y7d$(Q{s-qc0tcSx)a{fWpem3;Z5mcVZxXU4@>Gy5y z9NvBLb>OB@{f??tj`x!!Nm-Y@ml6OU{i<*uVpxc+e|}uH{V*E!i-0y^5jlP}xt@fi z3f{#_2~U7OVKgtdqnyogPaHH$0xF*jS1kIFc>P#(B)%vAt)tunpl+}7^69p4Ma!1a zIywn*N&kz&PwCVoRYUNta(M0};;0_pUP`SB#LiFr!*;)*;1cHFAv<R+L>x2%Zg`4! zAwYm1j>>#~7>#PH-$(*9=bAAS<^!6ilw_PAXCd$N98Q5sNq5z|;yDq$5Cr6%OQD4T z+zMvDt>rpFmWa@RiCYf?G@LrLGgypTso~7fp9|ziO&Hw}ZI#0cGfo&-CA%tgclA#2 zpw)mtT96J@Ud#EFk>+ksY*4clzSk~u`zL_=4<H`E?ru;6XkN(?YdPwhh8DKR^S&xX ztxnq$|E_N_V)yIeH&AI*&{N4|M@)b2L@jNVt#6W~;r<{MvOh{P4c^H~tFDG$Aqc6U zXFTrJR@9%{<)m(*7Q|1OABAp}L(&m$fV5u$m80m8laxILca%f7Pm;8F9PEnk9SiBt z*;I~1{rV!c%dWL2zPFIjQGV2xbt<ms+URWaHMn)H6qX};c%Qv-tu#iEbL0$B+<rDz zpWd0L4KnoWCeetUj4Z@+%^<Eh!YHk;3imn^1vE%rD@7Dc9kvb+S}T3P(S+D%tq20> z!&{QtZTc1~+vg5Y`8RMpz->qFS5&6F$pzGUDei3G@X1`#YSYxf*9LAjh`+(%N$l3a zk}w{3vq<l*vqI3PCl6U169j@S>($%h^ovAtEfqfbWK}QkowGh^8k5v|$l1?I*Yb?4 z7X4xWzSfD!f977+QH})Nd4wlrRBKf@B<}hu$!NX3pMU7i`D2g0#AF5R!~O9{ykx+X z(b~@o>4=>^BAm(h<@vS{wI4HmL%(OmCi5peX&Z<y4P3~QzYK2UJ-jMpXpKD*|GtPV z#dyrH_8EiUfKU&pgx5*st>nO03o4hPCjr$eYyp)xX&M0R52rIW+UVJ)ZJp0~;7pEI zh~4hVyp?cUY=Em=EsJbU?JBNr#6Li#r&JK)x_+IxD*RQ#z-WEt7X>OsoK7vx66N?K zzGpoEcGheKl|u&?g36aS8$jhzwGewax9CGQF2L~d1`o24*u|joqrIAvMYej@h>2Q> zS({&;hO>KT`J*=4b%&hm`ZXp%IXr%b!l!lo<i)0IQVjkY89n{k8VyNcXLc4i6BYTc zbdi7$;vmlUiTbt5hvFqpc0iEsF}Uy%1M&<3$}W2e?!{GMYFbp2p`Mfm@ey8|c`Y@) z;OyxQ0;n{2r{>UY{pl)`!rnHjX6VB%DY(!bb-ZwKT{vx#?ThN9D=0@;e=gQn4q__J zqK<OjQGg7Pi)2Y()r)&q{CkVcv`r?BaoQho(6%FF4`PvvUA!NRkJuq$1ysIwBV{pn zdJptcnjK}7t+g`lk2v&Mhr7x&e~~D5NNxm`h6aZpx<A!)l&0XV7Pi}=c*|w^S<QGH zS=L%<q>=ESgQ;te5;ey3RlRj<0B#Tx_VwmBWIRsAVjP_U`E}CC03hN)BR#sK^eZ;@ za_4KzF8g={E}PyNCw;BeD<q^WQj;=P!l_MrfUFshOBeMZyc*mH`H-tg6oUYQajjK} ziN34%L-`T=-dEJw>peY42w^do2FIW`0o+FEzcO04x)gPkx+f&sdtAgXHqGRb1D7Oz z0Gemb(LrbMw2a63^yG}zZ8ZdtSkTLGDlWGuNzYh`EH%yOBBQTLSOo#pdaIJYN}4fa zWqWc*xlWA`P-*rBcaMFKqwdK0ZS88gGBe}6__vwvwy5cZoB<G&j8HL6KRsWPu6f7E z$$BeYkG6iTrPk0XJvo_ogT<WDk!o9KAg{GDb4)!n^7sZSj|ns`G?;d}Dr}oBUW_SC zUUX#+I0Gu3JBUG6{Q~hxJt+uQWnvdXYo`Syz2uN?*=1YOpfmMn-H-jel-gSaPT5bd zbSX}!R)`^f&axx{?qo)RIF5WCgsgcLAhe4cM+z|p1j4gq0IP(rK12nJY}ZKW>wk9Z z7F82+3TyigJ(comcQ#)qb|(FKQRmer0*{*=pIiN3UL5{jO4@GS$6LQXrU`a-TF<8W z>^F>Zb?LtV!}=p1u5dNoqS+(5awJ=k5hP?XiE;(W6py`BqrEz@k8h}S?bnG5Rp-81 zsr($A_BMH0CHf1~^c1GpfwNbAd>nxIseZv34PN-3G;%s|zfw{`ELr+~HSqo1N&Ryg z8czfjwwv<GM`>s9h9+XyQ0!H}!R>&hMRGN?u*b_7m9sv)ux#tM>4w4tLVgS-YrahO z6M>gBpv9Ff4K~bntu6I*$OgQ6-{vC0mGKzs)WTB2K0}@Ei7@(Wx^YvXUd=&V1Qk0W zIq8DS4AN$ZGz!U9qr6lk1z4aCvr|-TGTsH3m1FTF<S%n?!P(_e0$5rGb4Qk26iB8> zvwc^<{_!Su(}F9T7@^l-cIIy71e$i+WSiY7Y-ga{;!&`Rjw0s3ZM|>Z<il%qs=6&= zSZ+i$p)g!E;5cV}uuxeT=D7r=AzX<-@9EIjko_4|)*I0;TsSxu*V`gW&z;LTv$hFY zhL(d)^dGCNOwcWi9=LQKtlptN>kXi1PCa!?-(U2}|Jm)r!HBtfZrIj}WzR<)gjln_ z8Oo~9-TE*xLV0Jpl$7?+B1t}RUnqf?D|f)&m?`9Kg`Zz71&p4J#SSH-m}0qhGYK3q zVGNFz_w(7_UzJFbNRvPJ_&(8qOk(9zJ_JFFNE@T0yxHXywaRMy{&y4xUI2aRS_FD7 zYIw%k(^60YTVYc%WLS*kNW@+w_=>q(%^E#qvkFH93rM7i;!ly6?9c4pJzW319(iGb z(W3$U5l(elFP~2s`4B`Djq_OE^7|rNBp_2jZvioE>TTb;9qRklkw?w`)G=v4%UcxD z$%SLW3g26te4APNl1PY<{5dWWqdjm=XS=!WQhMa#=|}QK{@tMUy-SB3A&X`EM?1W+ z??PoZ*K9=UTr=+|p}|5OwuCIkAR!Q8S43}F&{hEYyRCRk!Z&mYhNqw&3{OU3_=Tx| z#MwyetE)U9Au8sYK?ERxrO3v`O~Fj_6^nf+CDFJL{2ZpfN4eR6tgA;vNA3cECN*R@ zk$+=Rl22Sud@t?Y;Myw;&5x->v(0EL!MCSWD;dus1KacN3!_XV9MGXUgs4>9^AF8d z60-uDEw+v@#)=PC;2#Fr3awuwm_V|^InU&11jaOd?z{kLl%NaTIsalYXb`7*pTSb@ zu*}7dtVD=HQ&@Mda~LSAwAl2mQJsA1l#a8{9{GKi{U`|t!wHrXAbpFhky#P~4;k1y zB(Wd;<Fx~)e){&KTT%SS*E_!w?*H8FjCTEMHiZF%v7JZ<ahpji>S>|#nE4CN_hk~; z&*P`-_roL-G(LYn$gdHOc|{=1pbQa%rI07ZO`Dip$^q}nX_{AJ&2r)~QQizmbSXbt zMbBJkef(jW=Y%>;9@soz$Brfu=csiYd0`zDjax-=Jg%ugEihX}zwniMO7T1<<pLw7 znWW|v^03WC$icko7)KdB@*m`&i=j_NL(2rm5FA4b;F2>bG5%PFzzTozxGCB4pRFdC zed2hI9q||Q5Zs(c#M7&-Q_=1rU_fC4dbXBR8vpw6i4-+S(P3aA$yg_t_&JA;{6Bt! zLFSE*+T_*W-9RcYEYVi*@Znp@`0Td*yP~u@^8!ke6V@*#1C&A_?7RRHhcrQ~ImkqX z&Y`QeB~u$Kn`>~K?7PH8Nz*O6MBG~!P90$boqhyng2hz7yA4ESJI}~i;B-0l%r}k@ zreeyKlDpMozV=u8i{mVt;jfbWY1yM!7Y7)lhjcZRU^6^Vkp?R7D6#b3h=5Gyk;AFs z3vlhDzIYbg1<qf<(=~0t_#1XIUM7(L*}dC#JfIOR?F*H#68|au=H7_@y<s{kz@f?! z2;;%S5Z)eZK@1a^asil;C&rqInno@CvE6xS0b6ePhZrHx`@Q66Va_=$jFQ13(_Pjg zWwc!4)DJ-yM<QCImLhNKQ^>Z=2ouC$Ro@Av<l<reJV6mu+hiugttAro#?4r-N7rVG zwf&Tn%A+<yQZmQ|h#*MyOyK|zwN@Wa8TTfnT5K=6=YuKZ=K@{}VJXNsG?+J1NI&o{ z-iU~B5+8kI`>1K3UQC0B0qc7#t=eNuA9Eb9{ft};@#)Evwvk`j3$%9s0Gbq|1oJgW zIGm`mr;=MRnYB<&0i!kY3me2V*caZ)ZAqb4GSQm!;OK}rP5MLh?nI~g_FI@(SK^pY zU@1>4Vu@X)c>SeQP6NC&xJoSL!oUr@Du_o;HZk0<!EuS|3WLAmbIxOg5+ihJ$iOGk z3PI*d{u~;xXrcENguC6u1CId%ACgE%&UXl^#}p{c)yUR(@?s|GJ)^cZp71l5Ajn4u zN}s7?lZTUz6PvHpkG@crVthZTYCTh_??!RE(N_J&N4htY4EK=VJWy;lxroN&*{E-R zJww3AcMYqJ0Fs6Ipc;oHX#z2BzAFcB1t^x5{Nw4paae6es@;YZ&`uHuY2xWG_O*SK zY&A>(>9%+kY#_0sHJ`M^pK~RLP`gqrhCUUT<KlnWFUvfB+acXHPS4r7MBOZ+L((K{ zJI>w;*<yw?q4`d1@Ph~8jeNkmdIcmJ%v=BKf3)f^KfH$XPiLBh9ji0HP&U{S5|s+h zp!gI2hctU7#rZvJUGaxI-+Xpk_|0eW)(8<s{h52={mk(~ycW+)#MOQnc|`o`!};ph z_7=*4gycn%G(yKWQq={GGQyT&tN*fQ*DU16k~T9gXiM{AtlG?pfFB?rV`D}y7vaYc z_dYT%zHV1R3mkZ3BU&;eoPT&F?;R;Zln=9EKN?pb37fQJL#e-c_!VDt&j<@xj4eab zSPZ8Nd{wWfYW>5DZ8s)s<Ua%f{V8+9Pot)qH5)lwCo+PQ5C^(PL%R`&YeAMDW7Z)r znkpL@;l9Y+wBHiPLrtD}e+_XS3`-Z(k297y--HDhMndu!g7V$6zgt%bpudM5q`I2r z2a+VF9-Brl*%oa?jQ_~;V)NoVSyr}Cu{^@6+D1zk?z_OoG?=LR%CtOqWyJgBhS4DQ zHg4Xy*H4eRS5O92&%MRMSQ)lM?yzPl@fIKv^R&?0dC_o#U6jH{)RW@gGk6e&#42fT zJ0S66tmlMB1EY<OLc`@tK6&KseIGJ<bAkB_N?Vc)TT`)O`OPKb2;2A4cb{Pltg2Gg z?^i`c`;$i~B(lc}30X`I?@g{_KOMt}zPUK<wq*5qg`07!$ly03oZJVgcopC1hG8CD zgw~>_9t8kI+*tFi?8bQWz}=XGVRPp3j}xo0kb96Iejetpjzo)^|I&ezP>G+hVmwOq z5O0y>7WC8gD;~1lA-mSPZuhr@iQZJ8Mb4BO4FW2H7vz^UAyZAc;GBVUGa8A)un)T) z?Pa|k+qpxaStN!o_?GOByCMnUmd|nSxSd|o=h;%DZ{lr|>^~x)&tNU#D5&eF0TvN1 zCqnM)2y_F4$3`q;n`oUDr=bHO4A>{{NkMo_P*wW4Wap74mSc#Z4-r(bJ}^B))zN_} z(Ol@PEYGe^ol-*{RqzwB{O_c~d$;2VBX<L_q6xQ2=S06rnrY{L=F*}p5fXh1vYQdA z)L$<+Z*8UwKF~#2^v`VnCPwf#l?fNQiQ9;uts(2#WICKk69#ed7Ahy<Grv*G$TKFR zdaoqZeuQCf9)OgEgH)Plro@fN7d0q7-TGRJUyBe_!Ij!eC@gWWUkr$pP_s@M{puzn z%{Jw2!u~uil|pf!RZqtZP|M{es0A;q@&`3;B``=<kzqh2s@~P_6mou;qeJlBRByDK zva}~;6!~*ukzNzmKt#cB)79TfJNqU(qNuw)@y2hg>p&eV{;8~NW=J<dADNl6?+)xJ zySbI{Z;Tdhc6mHa!iWS<GDaDBD3rmW1zogKIu_&k@f;?k`#qV8rLQ}tgBb*9HlJ^^ ze1hBm@j;X>6YsDMY-SQaOEz0{F{t?1HQqr>;*VJ~j#W}|AturN0d~GvM(hy5c;V5K zY>7Eu8I^L8rT&7w(~0A>b%HO~9oth6la6jUdcc%!ON+z$hBuP1g%sodR=uNvuSzM} zpc>PEl>~~QJ5plM`+h2BZ&W*?>Pu;jx@Tz<A`%={`;&s)h~gYU7Im>*MKrDE6f7g) zf_P5yKavcRCs-SK!1hNl8!uy6$WF@PT5)IeUOB^V-x%UgIwj;r)O=@Uwx%Pm0Q4kq znut~g5&icrL<XN*A^I^Hn+wR~M)pNM<Q#uFNm-yD9J`ne%|&=pgv9o=Dc&bhE1z{A zOzm_zt}Wt!^#pX4-zuN!lzYY!ae!K|*vG~F4EeKLCUfBq$HRo59C0|1FGR#~pv~&& zX2HL0UtP+Zc<dE95x<}$;d2J3MO!_NEz2e;?bY!ZZR<sk_&!cSqBJD>p?C;j9o}4& z(E=pV@zD=s`i3~m{t@CKt3{qGBt=e-xLjAS$aB)aw||ypU?+PQFO`MoMifFKV}weP ze%ut>TYw)z7qw(5Ymb`002n*!e0m<xG#wL9Z_Jy|QI4iN?N=aV4{V}w-J8ZTl8nYl zfU<gwkX~nK9@eSm3I4*CV(@!F`kv3W{v(Vm9H#>ZCZkyO9!Mfc{i6C;i*Io@ooL)Y zF+PGn`-m*0i0ixbqCLaOZYuhA=v(?_P&f5c^CL6?54B8xBfcu|6XPe!*h9sYt+HT3 zM8;185td;`Fp>A@?ifAq3S620$xbi@P%DU0&L*RnC&K;zP}C&foqRwAYM84io+Y^7 zALTFZH5GY?M*~0M&mhGWOE-5ZyTScKZ&lk4{aYM;n-^<*n}RdKp$_J}&2s1=llg0; z1QCERi2KHR(-`+pzds)5lFNVQ*7K(MFLnzMOrSS0qlZk0Yv-D`#}scg(j)UzR3k5y z2SETx+kq?I1HsQiqLZF~EvWR5KrEHfe?d;rq$PjE@Dphv=az^W%(xtq7^|~8>>lA! za^BgY9PHIh^hZ)3#+fKck*5*ad>-*%fz8_sDX%`Gl3MluX>Dv+S}zudc>QIsB+p(M zFOaO%m|`HJLmraeB&(PgmqH0b0`HqJPq{!^Aa(+5Pn!K%iqFIL<4I4Dtx#nXl*cbA za_v!o=SP3bX-#t7=x)??XG%NdgdO>8#+7@6-^35v#J<`^D~e<1P$f!G8Sn8*cJ)hL zq={cL19_?dL{-pivo>%l9Nqlnm$WKwLpJ~KU{AY7_*JRNIQiOU5>8Oh)|`q!&G!c3 z3=#im!RfR}lB8AAR{S=V8nkmV4x#TMR^U$TN6Ydz^#jez;({RXLOj%T+V)_|Ksox^ z8IYTEX@7J(eQ8`sBPJdF(?ba8<Qpq3_oKKC-?6UPQ{wndZ}|nUn$V=mMN6IXw#%~; zob&@org<`QF^LAHW7R7tN+GlnG9VAaIQW!8T<xV7$wO_&L&|<lsoqz%8k`VfEGD*v z-$r3Rw&*5@jGvhe8(hz&6_$%2iJ8dE<af<QBjLV@SmNY=SemI68upfyZSH-XZkl(? zM4X-M*1yO|PlvPfUg=HHU{ZJgP;G2%xq?}Q@hYL54?V@Hu6NHz%3e9mChq~L+P=O> zlz=3bXs_9yhpMCM&9E_iO6($?q%CK#64<XIFud>Pvg-9}WgSOJC+7;Nqh(xV-U2b& z_eb`#Bn-szgSprq++{BejhUZaj;c7(E|f>fxe*mk2GKYu6?bgyZj_}qKfDwvOT>be zz>v&r@nRf~QDTjqIqe79gz7Pj2VYC5ZI)?ukmvRkmJ+tb7YWVxGf|@WH1h{ys+5q_ z5$QJsHf0`2_qQVv2Ht~}Tr6iL9*-b0Su5?&T6pD@z3m%@*}f4LIj|t96V6V3?pNfz z_K#lZC^v6~0)~Xq;?EFTl)+gpl^5tv)gO76wLP>q6~FMa5C_8FBA5LL{+(cwq?vIc zO@48)oSuKH6DO|qNjc<36$}!wJrww|lselzyK|wsn$=vH3|73GbT?vT1cM}`10mv| zq)zK9RrC=5W0>H#1O}3QdYCqBIgH&YU`;MiDVVd9tHTK2n`o}MG51ZM{NfZDD#yWi z5djfaAf?nWBg9%XNB)yCL6pWC;kMVa7xV8*%H3uZ1xdG+A)2(2uQNaCPp@VPKs9TW z0~cNc{nz0@e#{!`7E|;P1qa;?5on0M3Ft~h{W8r>CSjVZrv;xb?V<dO;Q-Q_3X5yz zi{Sb+-iKW^nURR?5TKN2pEAU)ia1gG#H|<J0=PhPJNVid+1(>oqjzYz1)+0>g^r-j zcIOafFM7I+*Oh(f!L{8TZ?a6s?Of&tM$Q3W;E%xfyFuxDt%ru6N+c4dHoO?6&=itD zy{Mlk{`N9uA{w!Tkp(fB%p}dZkVf2kCBRiZH<3&?YGvv?NbKNp*qb!V9-~V4i@&)z za=n|8kXT_{(@;24J^VGD^{cs04w2b7FB&K{?B)=*TMBdXpZq}j9yUC_;WtDzd@sHp zb+)MF#;si3q#V+1aqZcJ<HywZk4lhlDcFdpE~@pWO&Vmi=RY(3N2B;q#E<A)P{#It z$05c1U77bQrP2+^m9fMg@-`AgevlQ0#bWFMd5F(^y~bB+q75R846?(QAC1YMD|b2g ztQjSC7sY^gQa3+yq&N_IH<uyl1s?dv6(#eaRJ4>09SHd2M9q3$$@{+vl5*?`$)BXx zWJof#eiWh^+vw&p-phA5H@cGMV1a))^XlD4De-;<4#Vc}woZKPeiQJ*_W;^$PQCAm z^>XAAA%nTDqX;wHf@Db->VL<OFxq;S5EpFUGUv%6(=i0I(v4_EbF)WCjYYDhiP}O* z=gqV!9_UQC7Ja1qB%u%H22GjGb)NcG3dVmzAnrx#6dW)BMRB-onS_b<w1st2++?Nl z-mdknK56|9@a;tx&OVx_i_RTc+4=oWB^@s1x&ihM^T<gmAtFTMnp1*lW_aIaiIxNr zKO<m-C12FR_(I?ldbirRHH+q)>W1alHr!VN{v}uTtG<xf#3fGvEM_W)VG90P9}DE4 zNUK+UlK}y|%K3qi;Mz;%=q)z(7gD#<iB?d;`UEqWsxFR>wG&D-$nfjr`ac!G!r=`I zBMQ(GpHjt0>Rd83YU)Q;mK@l1NIbYkS7v#R(cHyl?C1@WTCJ!!&0W%3=1}QAFy*d7 zY^Ur;;0y-$zAI2Z%~i|^9ZX_jDN(2n5p+VJjvajNz+tijWE&-D|J4^9JMD<kidR-h zjmwQF5S1_%3v)dhD8Nhk46{9p*HZdVA-2~*+G~#MEZE7I$~d}w?4(&gjnw7Ia0taW zk>mbI<X;hCi#3OrU?(!t+dg5~D9;4L_*SeGIOoy+dXWKr<OP=oKY&|#)z+4Qi|sy8 z^Q9QYukEdZf@rXq!hU4rpqeoba{0y6gWmB^fm8>;I^9kpL086kl`yVpNlOl#M{l8Z zNBMGk)dC@dtXa$T1ZHDgdH%I;MI9$93j`-HCfuPc6t@tm1aDiY3TtpDb*eHaL3MLI zyJ=I4OW{0I#VFIx;0%e-_!J}(JOsf&F7NX8X5Wqkx1fJZ6HePoy8AH@`qrGW-6hT1 zzSZFIf`{c}@{G8Yf`7J~B2{Wq1(3?GsW|jUK6zi?U3d;+yg!fgx>Nq!Z++iK@CYe{ z-S=OQ{tm6(H@(wimN=l;Fh7cCUrmjC%0S-ZnG^*c_SJfiB*BHK(#icoL};|`5a{$5 z(Yf}6?~f0ha~ZN5VA?EEeTJkhax#>^Lkr-4!}UjC1k%rm4o6`=^Ad--DQ7lQJ3$I| zZz^<$BL$~^y{YO4S}wI10M;|>Sl2n5F6T`zsU{NHt0YXDv_}H@ISO6z0$VCH|IL$n z86Ca11iAsFB-`$xc{P{bbSg00torv-^$H50|3%bShgJ1_U#qC7w6v6fbV)ZzcXwQn zmhLX4Te`cu^8y!<?#@d{cX#@p%g68U{g21%Jaf*>-fOR!S!)hi0Rb<rzObyx?uE?^ z5VL-A@C)0bG1qarr2!*QkQkN+IklIhrw)=FGjB}`y@t(d)PaW0%T<-qhV|Mt<64{> z4)R>=nU2EA+@Wt%Z%xN=ix&9-PS8dCNgM7=U;6i!X+B(}+Lzhz8eRlKDhjD>*G<DE z493;OhI10<B1yXbrd%%Kvi{y$C_o6dh;tFV_0%aDMUS6NFteTcyo2pc=cUqSiRnZB zFwDOFzMQ1|^=3ZQ__{D=yf{qyyEo9+1aa=Wm~h01S`d69p_Iyu35LHoZ{j%W+JeMb z2!=@3!dWFJvnWPkgm^)=Iak1aWNEx2Nh*E;y>`R*nRj;WWTNYh^FqT_v7T*WXBbUY zbf{szHqKPZc9K}OHYYqPVlN%G3DE-GD>Wsb2f0}{T0B<_msvmtHs$|}6857l<}-ZU znaAYLY-F|J>y2G;7V3>EByk_dcaba#{X&X`<YTGcrzrTY3+0y;+!+SrnjcPD+vgbd zkzH=ZfX!rI0|(n-e-bLG31yYaOwOuLRaUt!@?#Q*YAT3S#Qv-BU+bSs^h9>tZFRjd zIZ5xY_N+&D2@f5K@A9OPO7*Q`H%&GR5n?Im3?pBhB~%;JNSQ0f`L8>Rj?Uk?RP<V5 zfb#rwx^dEaA=EhEDF`JpsiNg~zX)A+@;<qJWVj5t_g8*(jSPh<0pgE$Lnysgubf{R z4$BZcT3*MwUN+y*<IB4><$+wMT-PSfB(e<aeCB@GH(2$^f)D3*`pJ8X+fn;R@4pYK z(pn;Jr>OUv>KX)X<^Qe{a{&F6^XzQpI_t;F4zZn<Rt6J^C`JFdrpyf0I#gk!M0Q6c z?`DswXW{?Yj5!D%S(Im7jqP4K-X;#Nw!-)@kIZY`kWaIf&-b1tw0Itkm16ir9os}o z#c4dhuoyYui~lCPVZHu<t>SD>z13@VoVVO+{s&8LwJK9TvL#x(UJ1DBf)x31jFFLx zq}Uh!&_i|XW(e@x-%X*6S_N9s*l=&_a!x4pbG*U48oV~k&lWFj6f)IuRV$U+b_#4? zaQf_OgF8*oOPp_>nOZ35=u4U!Iz9L*+$mLcqUtv-^X56uUqw~BmAXSD#Y=Yr7H-hZ zsKUl50awBPk8u1?KV;H<M>Zq-WkU>Y7h@?FA0w|A78>YQ#DY`l`K^biEh5n@-KU#d zcHhM=F^_x>^w>tV-$qW;PlsA2CGwA8%Pj^gOM^vAb{hS5<5L?8@4CzC4e`UNxq7XU z;j?|t<T-qcxSPNcVfZ}m+Bd@DOpX$mX&)HjDVU46IfGb@)TEuinuvBy($nukY?te4 zKe^}$BHOPTPoC8?k@yU=HPWL%Lu>~cvBpn}SUR($%(ky%In{Z^v1wk%f#N=QI4a3% zPkOGYYDF%DHAuH{x=_7M8YM*cUens7GjYcQQL8~BV-mqqxFHR0NF3ryv>@TNThTgK zvAEqon^xN6o@)?GPAwGZ&bz_(bUQ)K+VEBrP|s%AD|ophH3({xG)VD5R$%>OMWaKM z`n}G>WwKAURex|O*m}WC$|4}cCb#&=AAdcCyNZ|8Cz`sOY6(w`0bE<|K^m3>&dn!5 z9Spw4-0d!dT<kfDrMVjl%`$IviY&4pLb0qQOZV$74k?CQv_gbLJ)1)nwL~GO;fcn( zKD&DnZdz0!9mhW9hzvUEGe?Cpm;*dlB9e>jR&{xLoakBJ{MN|ie<thNY~#nl!4>@p zj-!kt15sNqdq^BaIEUp^Az$qT8*=0qZ@1)yrs!NJ%D74%etSZz_1N9Khzm?3zRv$i z<aaUp>fL7gnw!WqKjAqzJ7l?*LtIU65yI%5xeqzIXId9R<g`_|3fHpSv0HMe^H0U) z)_RM6`^9;5F+i$WeoH37!Zm*YXbEP^9xT$ck;J~@F5J)lB|am=X)ACA*D%ktK975Q z8OXzrX@FFNfZ_o)4N=r`37(8H8J-*^^RGT(;bgunFAO!`@N74jxnY>1<BSr#g1fRr zNaJ&Fq9bUZR(NqJlO#S_03~VGp0O=ktL4Go`fQcZza)tkXz70#9F9wm7du}KjYG#? zKEVTeTshyFmuI9<tj*ActVoaEOgfb15jeo32(b$4#Eo8WhgAO@#$OLgunKNhH^R0o zZnWz4M*tHwT5G)?E!(X}e5pwUN4g>!=kF^G_MQ+E8%|M06+<aC&`Ov*-$An{@8;Z= zjlgT!J2TLh=(8jCKZLicd(||p+GN1QNvESHs9*0dCxh+pL=eR5GTnHZuiPW1rVRVB z_r1s>u9%(j<$|-c=wd7awgbP-a((JS#MH)TW_Vj=T#b1geMf7Sw1%0~2h={iQ$nQ# z<pk&;eq%%)!g5tV{i#IbAqkD1@t)ToRjtZW&@dyz@Mg16e|`A67TB%M<y8u!u;fzQ zOHKy?I+J8}lT|gp!`~<A?nCB;Rs-Vk2vkoUO5=lQ7A@Z*SMwT6%iw7cJBpQ(au28Q zO=Pcc&ySOB{6V&jT#^SPSg|dNabr@IfT<|xcfI}?YuTk9AgSSPN!p=KIP|YMNqA&5 zmTia%b(PiZ^~2xCO}+xA^IZOR9WEN&vy^<5y>RH7;V31W3*;xna)s9caqs=sx_|ps zpU@=DqLy>$LeZAYmB)sV?8qoVe=1J`^tZGKr&fblw%qdZo?&*e)@d%@x!t3`mSrFK z^Uthzn}50+!v-`({YbCfzKYS{J0Nx<-zazIj;2W}*0L%}i^<6CUA_%{ZRFfTTWHl+ zQ+|u^lxR!)1$BuWz0$EI!+vQ~sfUbCt38c2E}$Fbi0o0ajfJ0^emzp)-lM{5>sv7( zSEkeaa_)bZ)nk|>j$a8P$CoB0bO=`?>o)SVY$P-Ol{`dP5KK^R&7tLN+?NI?ep0Dt zcy6~Ciw#Oo+=YQ>3k@S{ga6yYVSVni{6x$MmPN$YmYV1St9ry6)qVNx=-nj^v;zId zBrqjkoR(7*(bE5+7`3XJZR!2ikih1}LTz*MEKN0KtLb4+Kx#szLc(NY{C2$aIS#|P zNWDfJsAVGSX=)(0C3G@WIWE{yoKecFEp%>_BY!HI>#qomurFnZ8QyxyZ-;y!H0lx< zjdnn*%dOrc=mEcw6k4i99=yRmgvJlUWlmY{gy}6`Z=mt00N479)bU@om>#AQx=I`e z393z=TlsMi=>AgG_lUsb`VzGmpH|UAwdS=A>sXqcJ#MNqHQbAH|Cfa>xYZ-y{HNth zMIoJPo*XftsW|cQ=nU)1bWla;%m@p&iF(6&C+qo!4lqn`Xs9$zba2bUrQ$AB(%J{5 z=F<W@G6|NheH@>WK?)PhB^;#j)RVmG2?MY5>OYTxdeh(-8gv_{u!3w9*S3b{)P0Ww za6YN5cphg?#;edWyjocv#bj;uLW9>co+Jojo&cR4%!?Ijoo0zA@p!L5EO9HT?+<)^ z5xRz<tHTl=ca0L8IwDR>EJE!Rqazj|#Va-@`_EPK*hz&dmomy_U@{8DZCI+2XA4Ku z8#7V-){%9c=WOp)4xy~`w_PEwuxS!hQ&zO8;2=mKlW!2K7l=cWw9GPav|P(Rga?MU zk8*jXURrqEX%HuDpKl6lfzf_MK8=0IkP~6sb*O6$)6r96_1Cvp`a$71Pfv+rJi8Si z7@Qd0Y$rpo?d0XV%b3trJ=*=5GbgbE%KTE9Ssg@VdWeJ2#qe^uZQ!24MrQO3I^Oka z5d|313BJD>?C|L3?U>BR_hJ>jM9*L6Q74nF%a~>hB`8C32swLQ#6bBi26LG#<;Uua zlGrc|Dxt#*oF~y+8%gmEU6vg0O7e)Q3w{rdt-xolbCBTV&gD$R&qZKJ?uTT(`1gpw zyB#Zwly;1yD0MJu0{1V-31KblzLvCH;gb>2T2-Xlji$a#3-wihx0`+j>N4^jZ&a+_ z_zinX3n>Z7=9~vZ+e$Oa#$aQEDR~=-A*VM>0tuUOC@%U%Qf6-a8mSQqC}0FvOLaEN zI<jg*MOkeS>24QLzE*N3(xW-Hk@L1Si-Q@j_CpTw#8kL0O(}^QtwO-L#aFSNR8<V0 zK%cag=lV(rres{lBjk45fOiB|;Y!+lkDHyAekTK@T3=dH0_-<0Ak9AvwqxZ|<qPPG zDDmXrw_IKtybN@AH%NG66r-r6PZVgEI~{X~cV#)i#|PfwC9_3ERwkKR<h=FLQ3$59 zQ8XK<QLgexGYWH*kU63XMo)jeGfvl6EnphP17P2O++<bxuzlRLBgnV6;JuiU?ELp1 z6-{aiZWFG$uBoF{^hFNdA~xGTdGw%4TA-BK?Z)Fb=E8`S^1eTZg${maTMt791m}bI zlHmv4iryRFK)qe!Wv*UAaHiF93n#igl>^$xifZfomfiRkvl;ROU7(h6T~$^?$E$i& zPW){c{4Xx(B(1^cG|Q)*0rZ8CqlPxjuY}7C4%~JaRTlDQQrBvM-2r?Rhd})tuY6%= zr*6M0#?#g!o4p2|7Px?#<B)l+vvN)-Lt>RWLpl&X7DA)ALx5Sund^>&OK?~QI&|To zU#>^gv`js!EJiAUOIZ0no?`rNh_nK-ceouw&81|H?1Ne4K8l%u)X%&Jv0Ig_{z(t8 znY~i&32h1FF_g60J)ES*_|wMVn}pNd(4%al+~Q%&WZ!Skc1S*aF}nKz4`USo8@a1D z`rLh3?;qT(AI`XO!b8w{?3QNAZ`XA%<+|bNIEp#Na}=tiKNwG+IzY`0{aFfw$)`kq zt*Z9$NWcCOk|j;h6k1_Ivtra{IX8FOKd_fcQ@p(FpZeiQ75wVR(;VaE=r@>(NE03? zA^;gtQwt$NhlexP;POrw?MSMYIx%3~gDjC&%pMk$7p{P0Z9mUSVt17EUn-Eop3=7N z446OZ#jpcL*Ih(85e7o-ku{lVT1iVi)wW1A(5$C}#3C)*X66}yHfG9~GKM)|Dr^|q zKrA(Iq;?&&Trw$E?hJJxA-9b*n${J1FQt1+4p$|ol%0L-?2SD>Odh<!)SFx6>{nsm z=ra9l3@eki#=PluEEMIMA-d^p%%bE3HAJEX_LpKy4x^9TA(C9SRI<9ai|@Vj_NxVo z=oacE<^aO}0~k)dPuh!?3K;LYlYRI+6EPDGzbk4r%Awl{t4bwIF3OM=kQy*La#v&2 z?0Y#+sI$WuEXsn}!1T#w`H|6H*xk(!^Ks8Cleg-&a43{nYjx_xNADt07RyPm2rqsK z&;t`F^SvLU@lyF;(+0W}zDOumx)*<nDW>xwVy<mzV+4Hc{BMLB!KIbpJo=(l9a3bc z@gitd%rKBk+F9O?N1>t3$JPLR$eb#hwlW}3@3Yd#TxeXVE(|dry8RU>_#`C8hfzTY zzAXIq^z-C_`UvpAGk2w0r|b6qd)QWWWTbfsKLdh%{R+1%RWy<JF-3qrL35Gz`T6um zBh7(Aok^9pU?-589RQG`)3zJJTt-A709Xl_UrgL5#u!|eiloo_R5UpQ*_#?J#OH}> ztW8Zd_mhJl5WXnXuYwvc)@0gq;}_WzQUB_wvcHB7|8~wSj^eVVwjbdb?CBAA#;}oI z1i*3CPdWVc%q%Oh_aEYsBn=E{)Slo1V!4A8Xy>T4-5jDDpK!ULqaX}aMaPX6^`Bsf zF@suz|I+ltTwW+MH#PU(<?9(4*D<cjA)qYAQ_HDL0DQ$Ku;l0!SH99k-j@)o5~aX% zA;^jhFr+KnY__N_v>?9^YP$Hj4~A3!mrcL4iaovTjDLFs4*U8Y74W5pooF{z+DqPa z@8InEfL%9+esuf*lUBbh+#frlj-`4>MWF~R*GlNb&)G>Y=7G9VqZQ|T_eWc8qmG}b zmD~z9poPpuKZ}OCKcb*-tl|ymAw&tSuD-pw<<~wjT9Ocqmc{pCsXC^Fa3Wn2G2G%- zfiw$-Gjn&?7o#^&rjI*;x~fu*Xdn4p0xbR`w_0}^Z!f=vszT$5bPyDE+*%@V2E8kS zTu>~9GrT-)hH@Anx(+<GYqRX@-yf*AxDWZ^cw=@3#ai^xVfb%(Dc$0{`H_X9eq$Kg zKO4#~^$VO@MtdjIpyxUux#sR50%Az!h*BH{tG_AS-xE<<jCD5Qp@9_-p{AIaO-VZ^ z#79T!Q`YXTvcee;=zDf_p`~|+Sia?yTZ&BZV$_A9DLBfPtp@^*Qhc$qO>r<B#xgJ{ zfc{?ZOKamXa2ul`*=2?D-?r>98!9YqXZ)b2iY=>u37^5~7=<SPR3*pb&|x&agbtl1 z6E8;`c@2@q>YYBKzLchUAN+ENlaY`t&2#Y3Sv}A8>c`<oaF~GMTm_EEv`kZ^Y<M9y zP^V<M29D2GQ#m?5SeN`#<v47QubobAnE9sW1g|<gDV8v~x9-Ow#aq3MBOLz_qF@ND zME>hhiss{Ada0tm4_-G-NA6o29u>>}K(MA3-86r9`%5olqHR}K?u8xu@Cb78M)Srd z**H4whAk<psQ5JS)lb4_Fjo952l}n@uh-#6w$+BE{uWC07ZrBxL@8;4YgaX#+Ug1S z4(l%(RrfZ4Y<!hP(=j(Y)IMH#;zYa<Kksr9iC&$-o;DNboT`^aU*t|Ag|A&G3DU{# zuhylg25{#efv|@NUNG8LvRF&&ahzMy9BDXd8ADF9m}#@5ikJ9AWd(@LL(+r!RO=$n zX5#98c2xZ+Nc~0!%VQqy&b^mINqRo)%iIoFyF+U451{6f&8I(@X(!312%gg-kLyY{ zbdH0Ju*II0SoNnFSM9@6s}zdFbVc7O5b3%`Cahu2B%5XkjYlHNU%&pGCuO#n6o<dy zB)j-S1P35wjMW!3&ch;?388oO{wMT1^+vw}@V*U*?h6TOCGyCyO`PSMgHMZuwGDKr zU5Nrxe}r@GM)Z>8RR_jM7Xix_dW(t&V07|6F6GVEW57q@h0mZ9+vS{WX1mwlw%6>& zF{rOjf;4$&>p#IykT}|&1@;4-Dk?NwtY*WA3W9;`yd?s9iP0d=Th&L6BsOgWmb9Up zmL2f|@f#m9*+sJEmc{x}tDi}ZyZyDQ)^mLdGQ}yU*^Yk}V4<#3QUWj!&<NLPe2_<4 zmG@{s4DNEhu$4%E!!$xxvnN^de05r?i!Nv#OKon>)(L1@ybove7ua0*J*7ftg&=oh zeMzl;W5NjyV8WZ(WGA?JNx9t5hYHq8f;Y3(^6_mU7#CSWjstmGX*nwC#6@rc{9!6S zKWs$E(p1yhcEOPE`<Y(-PP3YoR-)XWUU$V7RSvP})ohHnpJWlpc1VT=jFvgx0Mt&2 zdUq7Iw$#`mRsDglt>e0c#hZ?A<jU54mbA4z+bw&UZ>&_I{>m2B`U|L=q;g-a^u=C$ zs(69uaVW5*ajblB*ZSSJv!1beY%SP2#l+ye_1v%ZeXn~wJFDRPFIg5mGRRit1y(=t zl2x3pUJU~)QhEk0jW%G_z7QkKZ!H@>JnwO)AXM=uPn?Tp9{p0%B?u3`tB{7;ojn{s zl|1_JL;@oLNpek+N^MEEAe9e*%;7xs^VY}-{kOA;3TSG{Y)g?WE%tvi4Gi5HJwvjm zI}ViAwWbbhIF9Y4*xS38G<)V=JG1pf)58c1#B#3kljEZZeyX17V1CdU9nuV0>u{Tc z14TbK_=BU!;u*v0AH+~VpCn?me8vFGOct}8;{&jil?Hj1&nnoW{+)}bH~V=XFTq_M zLU160c1BzQ!_3KW0!(;S9|t|M!hJmMVz8+QDmGmhY?DeSr2N{@PIjNx>*gIadReGH zdorG}qJ{Vh8z3-unnNpb^<4?|MhTu37AgRc?2HDv0WYbZAMV++zOine*le)nH&<J2 zUoX?PGfR_&4}6SP>YY&u9YLFGBSmH?;v%*Cg1RgWy?|YxhWY9^*Dofboj<HI4T=+k z7Pdu-ptXt~$H$UvvdE^uK51V%z1?ec(3dM=Q(9nP4Gah3(Xkz2+bGA<ZPUH0qn?S8 zq0h|!MEJ&>l}BZ;59R(0C4RrL>r_U#a7r)5E4PPS`a|Qg(cBQ|(#F>Fp?j$QeBEMF zn>2I+^+TkivxOg$axNQ$qRn0DR*d{)WNkMZOwrcWevmQAOBEaVl-@%$a+>h@r!Zbv zqcCtqjojcJa`rq^EsR*wTJz>5>NBRxDY6aiflWh>NK-wVy&%Fk_wtB;s{uaCn*rUw zv_DlItiAuP(T?=baQ+yF$o?_8yS-a}Bwdfq?-(IVclEl4T}F~IUkrEDNZA@zaLI)q zq}H}Od4n2Z>d0AV&+8|PeT3b<QHW!!hj-!TVyi(N<bnanfnevWT__p^<_(OhL1@9^ z)b-V}xpJH@JKlafRV(eJT(qkvYCV|f!Xcw4#ooE-t@x$bJi$;YD~WXUBuq`aw4L1s z&WyOHc9p*`P7qO#Y_qvW(7-KxTs*BHYAu87a?3Lm7DU+*d2JoH3$+C_0TGYffaD=y z85cqERhxm-(T&WWqV!^p+L6E_y|jJkSfT>^x$t#_IAcHV%RKCpGwQnS{*O~{i{Kt3 zmhfm+7zm<=6ImG6V9hFZe-gIGfIaf&3z0+(ylzLEg%90g(O4Zd84fo~`IfmKL>MEj zRdZlU;Q;<`QY!5xq7Q@>`LyA9bX0mHUA5r6!C)e{p}yT<i7-bCv4frRwRieOA1BEY zaD1>~;z)0r9KNGMR8r*Gsc=$dG{os>`j44`<tKcu;z{WI=fW6CfIlgat`*o0QmnBs znZiZP8vAZj_2Dtsdhj^OwqAHnk6Tn{C}2?x&|KH#^~%ZdzF&LQ)`5FF8#*2;P8+xT zg$~vT_JrS;QBj=_XF7jTiQ-3a@}Iq1)o^25?|CL5U8WIoe?CbX6$cg#a|n>$$?H%m zl5qF=KVh+0cT`qm{J`vX2QEeQZPCRb+dv@m2jIdR5`NwbX`8?5VU0urZnl>idAHwc zcm19e?2^}S+@Z*Q&0!`s-2C>TLgFJW^O3LMUNWYMpglb&da7eruL+H;o2?Tlk87;; zUpupF6SieYig;L~W?B2>k_)=HN7a%0Z>}Ik!{A)Pw<eWnIjPUZ-B$J#i;x49{-@2) zXt$Jlex)yLXjSs=x6~ME;@&DmG2fbRy!;IKBthpX4H@Zhq!P+7YrLDMb!p5$!8Eh` zn+h~6QX=;@m9E8u!nhv`EQTM{xFel7YXKGIC!v5a!YZN3y%c`sA(Bb5l03u)=)E+( z>hFr=AzTQZsCLSDvf#mJR+6>LZ5$K9X%rJP?|A_JJmLZtDbounhViA6$y`s)|2y<g z!pt>pH(`pw2)dirY;erOomTEoQxK23k9QNAMlDceTz$>7(^Z!@RK$oQoCTcmaa}L$ zQK<g5mQ?!<C!;T%y)zw0`-0b}?-7@`WJq4Tz`Bx>JReIuAqsr48vi+tt9Axx#o96n zJ5HRTN1U0^k7br;UmC{F5i&>)D_#p)@Xd`a+RoZ)IoFoZ72TZ<&GWWD4M)h(xEtg6 z{ggIDcnqKcS;pTT;{orF;P{S+TaHZ{VmY_7#InuXU2%H`Pk7Jinv^sA)Y2k9ECI$R zG7r&AOOYF$ZY49JZ?nuMYjKyKd=mSsF(^cfOngpS^-EpyMpJBW@TFd5jpV9JvV`(a z0_u1;B^KDwzaYe8vQEb%?12T<#~@Q9si@Ipw@)6CDq+V15)8vT#go~*IR8cvkT09m zdqmOUQjBS~Br_N6bG)32bkgUx6oC$dQc<cBF22y}8q$d3H)Sm~<yaOgqwYoz{F8^- zmyd`X_i@-Ol;RGf9TiNlesTo@Us~<{GgtMX(9wGyNlH<CfoL6zheG8e#v)nqg3_Nk zFcC`-Ik(9u=Uz0LfxS?_mNv_Hr1p!KjCG$x#q3<SgSY#$X+^_!#zXhbsHgg7V3MT& zTtT-szekMlg~(BvM=d+=hCqPcdrE`**<CDQu=^Xqu-TM+LPXs7`Lwb?$MHep|4#J7 zaJ66pRr1t&OxA#q?)L)Hmg<@w(oTu$uz#k8+YxzT631o1QaSwfjSS3L<q=RgW;xyx zIwo~LXw#f2c6?4{*>MP5c(ti9n<Ms{eF!i!A&-Y5!N(=n-sHgqkHHW7`mgQ}We{{y ziAAL`7Vq#z@OJ0=JRT(7>uPr+564RS^@Z;Q!+M=bTJ5-8ud=2bo7XER1?<IOz8N)d zD9>Uu4ylezjmm^;wnN+JJUvqt!-uhwcg5J`%;|l)ZhBLN%1|BvIXa{s&}mleCrAXH zy>-HDGOwCf&@jtreG+f$YpFi1ZL=Ej7$A-s@$mY)$<^E`7k#`=ITigy%Gv^qy4f{U z)+YlyC*#8A>an|B+0mQ0;A+W%3<GsUuQh+vjj$Di6!}D|0sw+MERpO&S@9YxsHhf@ znI?WomgxhtKduL<D$TfLZ*)_(exR`{3(aFr+MY{~ZlW2S1g_FexKNoxED2$<L)yoC zK<3tCv4nx~QB<1%YK!;l9g0WKi5_ZaY(ie|xh(H{nU!bye#}B{7w7NeG&k&3|A#q5 zRoXL~#BlWkH%ZN<$q|#tGn+d$ED9m$O_Ol8mV}JIow5i^Kg7E|b@ZRH01Z-Cqn)JR zNq&2igk4YG4~u%J!drqWgjkX+><e+j5gX%N{Z@{-3Pn#T-(A1S<6|KZP|HmDSlf@3 z+~o=ej4hWOu8qH-PMlB62F3)seF`~1U|Ma=IA_w8j7@$}RELS;V792E<h`Z=C)^Rl z8Sc&4#5Z?CbMpQYJHc>_X*^;hFB|+i-^{>W{AtxMnrZ0bqB^MN8yyFPA=X%7fX4gM ze0YSXE@tAOaD`9Kd2%XhzR&(VemKuABM@<aMjnNmllJ2945-pSp45d$pFanv2BW!x zxGL65dfx0`4%wXLGk|PebDd7{dEaX|%^IznwsL$K_q2*-*8^q?iD5*pG(c`E#UefH zuI%T*?*}AxR;NkCw(&IDMW*i&>AZZ^487kE1bNk2`KZD7Nt5PiXir`V@BSOntw@|P zGVV+ENcEfvcIFNIU9AQY{xAUwx$R(^UuigK4OFeOg!_C1nh#0GP9vm_wDSN=vEIK$ zD3fW=cvDCDqwzPF#$70`^%qn=>rgKoI9bB&VD*qiOoP+F`3|R9RYBQX8WoCMB}n@d z0!R(B2e^kQ3>(fiwJFSz8e;)@8QQ)lmPtWEGpZCOE=1h=MoOtDLKCP)^c$MO{LO&$ zq}^lHl$-Ih4C%vem{gfd9>E)Z$u30>*G!7+UL+@6P7MYu5cO2MYB4howvKEDzy$VC z@lp7Lt9~vzdl@HMaDw5jKj#oQU3xa>*_?in^P5NxL0eIubPt*b><5m0bpK2Q1!v(m zo1H;r!9Ro`6k;npb<+U)j#p#I67EJ(+W7{fl|0`O2~;fN6U~C<zq&|E)eAmS*9=Y9 zi)fq!4|BML-QQt`il0zBJCT}5{b3PRTt7@ts<I~{i5<5a#_*KN7l8XCW6nb*Z4?|v z;MvGv;A8#zC1Y240_unnFFH>O*=s(F-HjSQg(3}sn18f^W`z{Bm_Z{|U--++PW9|- zm)8q=%ZTALo9CI6vgrUkNr*A5F{%~Ltl_WP)cd>f$5<4t5WqrLY=44vj^3dAio>Eh z-2GSeJEf{Vwm<7x>2H%Q^l9sBXASZA;w56j9ThcWZ(kfSJTT3PDsa8!6732i<gig# z!o9qlIZl#16eZafQsi>YoT=j$>!HNuRsAr@ZCwS3F?XXU#!2`=P+-{GsC{3`wFjex zuC+geJ4qjp#p<L-0j7dJB2zWHjGP&xsnJkpTq-Swag?IT{oxLvzVbMLflS%((DE4> zJmBr8w^4uok$F+~nnt6ac54(5qWy#Sci7fef{u1sred>I6A%_3bR>bkmQ%38DA7n? zXa!ucr$2Z8oaY0l|Jur{z+qc(JBQstg$1AhB$Xm=RePn11gJS&#AF`;68z!u*C(mv z>BeTFll0-oZswrp=q7mGdq1;$R{%++m;_9qJ|r&VCeFuGen-(HWhI4#@}%0M$u#&n zjY)dg#=&nNjuU~w5Uxjp2;$tiYshmVAOJj^Fr$^lt~f)vC4tl5Z%q4O(=+iW6K4R? za{>)UBz?cV+xx*;Z4O=JMbW9873Fa#Y2Mx&w@=mj9|8!ZXtWpv0|L_&2AhFLJqTgf zxB&p46tsdA)D*_-g|c9Y3x)59_z-?4b%jq*1cMzvO-a$0_2LYII?Bax`arQ1Iw8N# zqF3!e*@BKLykI1O{_6Xr<HKR_*^_yKlx28MQIZ1Xd|ymas_#ug%{iAhtDDE6^?b-b zBUy%xpNtV#OBm+zT9VQwm%-Whr>G3j{!E_AGur&J0i`ntuQm_6;kHOw_qO1F<H=`Y zKgXkV=84kDbL_oovB_IGWG`FC#+VNh^GpK%#vP%_BP{#S?9F0HM}}5-_6mh)8E^>< zXpnPQ(#br^6&dV>{be>mzB8_8bUb<?Q$Xc;p3lp7pVj-z3+bXVCP&=<2nLP`Vc}vh z<Dos<QNT!Fo9G+?^cj^|o^=4@U~elaRT@tg`@zXh0DltNM-7JTSe0UfL=}_&EX?ou z*y&mT>8ypzU@rPcxsfygQgaM9XNLQPHEnmJjzxoUs#b_wKW7(Ad;)%Olgl&yZxPaF z`#n*jvMWf6Eni4GBX6@78bp|(fwAhAE7D$3mtu3fXNo<#Fpg(izzySLpMn`%uzgpq z0Zz~-6Po3*4w%VhWZ{ST49<jipP_cL#N;`ge)-uczdu-Ou*0a9J2Sjqp_sCd@PCY~ z$y6^T5OJ11hPYgBO8VNke2CdrgFA1=F;-YRWs6BMhOji*b&>xuJAf`50k)?5;6?F^ z?wTMAB8QUN_|mp(gDwV=l)c8YRry#M3m|b6;OtglB4P4%V<ur%r+(u}-uJ}TX;!c~ zmiwtrwz>+p?lO9bAS6n?xz_on54=(KKCmno%l`I2Cz_j?pu<NXnP;5F2{6<rQxH-{ z#AmD6pt0GvtB<|2?~;y(7Q){<$VsfMXA!=&j@1?|o(?TTjoS@>53B<JL!b&9KhU+| zo5ux)YfrCVN5>6sAD0-e-T(T?0sk5Op7H{wV@5)O6FmI;%-cn5bIbPxQPJeCy5)1) z+~(m~Y9hzci=h>yrW2CMk=~$(4?A755t2g{UaF!0Lf1NR$nq@cIW%ua{-MfjKP762 z*&%XI{9v8ajop$`%dES~H6X%_m+hHUE8EXuN<lLhDsO#O56<QIKlW}6CuS}YUOjhl z*5q#=t>U><w#RCE#MnkA>%y2NP*jnCHYj_!PbLM)>xEj%g2)V%Zl$h$E-r7KA_CUM z#Kg+Wr>@Aq^#-9Sm7cF^vd8UeEdvSZENA2i^kb#@*<j76^vmEwIN{<NI6Nr0;fP>o zob0)I>zhq84AR@W^K6=uN$Q_TyMDDam~M2i0!Df6VmtqVOTm@)xh|D+7|rW8ay+$0 z>NLgX2te;m#y@Vv!~fz!^#0AnA<=CVptTH0fLR)JXZuzjy!2~pY8ac^#zyRtarwTW zDkaB{_rdYrMY#~_AUe?P#?{nRD295l6{C-5^=>cn0iIQMx@g76V6=oInZQOqmBGBZ z{Oh=gPu-_g>0;J5zfkCY47hB{><$H$8o?IaC3ykPPnu8z3NcYQTxRmW{+wj=j)__d z#Q1|h)e1wZwz=N5ZZPxV4<^VxJ1}bHK+aWc4iCtiJNb8S0-u$g_w?@t%BC>fBPs*? z6%7g?-0P3Txu-W!4NlbMwn08nc>T_obge;jDn$?lL74d}adsIX18bM0<@KF~jH&y~ z1*v%7)3eO{tpkAinZ_L%090HOkH9dTl@TCtGg>5v2vODlhXRj$Q)wmc=R478H`8hh zO-|*g{bQs~=mOF;>K|kYccR2^9s0zho~5~=oZOSpV)}vCQJ*{pn8zbxwpOg~miGbq zv;>o?c93HbZpFE_!7HCc$p)5Go^et=>`I(#%R=l&jW{#x%Kuw?rw+|sF~E5?&Jxvz zFc+!mtqPQr=EcCfkxyQwmDFJDv_EtxR@est8r#^omRLYAo#9!*luyUFnwOe^+f!nH z{^oU?vB4^Dmzdjxtt>iZ*@BaIYk0h)Y;NG+r2l6`BudOq!g^pbZutPJQkN|=4f>cr zMeA6;pJU>qC8!_k5;}>1QYbm(btm$+`;G}#24NF!ai-lZNK~&<v!9YRRO52Qnaj?5 z>4pZl-QPe({%`3qp6#$!=b_Jfk7s#*rY}r;`up+qC9#@2!79mp8l9u)zJfGIzztLS zPdPWe%M#_D&n2?r12mU6fNw?3=wP!^?)7jg!=ZJj>G@RbY$TrKajy98r&%%UZ5_k# zJHyT-``r~5E~!?NDZo~#^28AVvo|3tQmSDs&a<jEMpF1I7(H4!>z#^XI$}K+=O|0X z@qY;O;yP#Eq@MZJ2Na^@-%IYmB3)>+m&5n=Ouy3(R%r2|3TPA9Oa$A$!I#@nOjAHp zmPM?()Hm+*dm`U_CCkzgH7Igrg6SAPYL^BO^^vR{E@xmH5c(e751xgZ7GZlZv;VzF zu0$d>ax&kJ!kL%T9`<aFzaYsdl02Ai26zbDMz!`HP^F#MU9{hQ$2K4;u|YCS4o=NQ zfF$iq_V<AC<LNCU0B#_~D5~!_q3IU&TPhFv)h}R#{v!r$l?M_HwKy>q`P>cdKGvJ$ zT<TI;yJGJsP%gwd#(v;LReo`c>i+`l=luA;eV{eg*1sOWwWx0hA1oEd>|EY5hMOy1 zcaDuQ6X&!CdJUh$@g~1Izt+xq?x@JM)ZKmkS>#Q|1ULFZ5So?CLQ_8mTPOsVqEQ16 zzUgD#-uCt)9KXcR=%~>1$lu0u4-<%O)>23e2{7?KYsv&*ap7<s7VLk_6j=^S6G92A z>YU|U1MC8o_TQkdYNIcHKh*3$_8pqcEs<mau6fuJHJb`iC9E;~>*C^1;8PJpHg{hs zK-AZt*?<b&aB#A6`2*)dU28m)XOw!%Srk~l9HsX^0%~>w=8rY!I^7}2Wq8|L#M^~U zi8wZQpV^e;1DD8xB*I+zejIT3iP;v($`o@EU!+Uo0w9@@g0*wM$<H7fq2YUnXS=bJ zZ{5wFeOOvJ4Wt>xx$vh~JCTg~@Ud<^@4r!F`tilkz6P9e0Erkti+`CBh8ctqa}ldV z69YfKx-f^_DAq4LG0H3usubqP_k5T5b5fp<e1e7ko1xWho2nO&vXWD?Rnuf^ER2wz z;LAgoJWn9c=4oLGEzQ!psK_)u*O<FB$0Y@H1zxZHXR|ke(8)4=<va}IB(vy8S{|(9 zAnL9YV^`7;8fnTiwGBawC%yQpR6S{KTP-X376s-n%V13D$pDH>gs#(yI5g;xG31TD zS)ZbDWI+1c0RN*DU9h;du%>GKJ3&yj#y?}QhIc!Kf!Lhmhp#GthAqRn=NTkgv;y09 z<?6<#t>n2X=<lcN!ii%O&-ONerhh!pSNxO(Ed1mWy6!wN*gTj&1{EPmB~g5E`xMQX zWNXZ^9WKt=qbRV=ED`@iw~@RL8|=jq5p7k(yro)}^>tBKti@hgXPj`lecHzdhncKq z5iao4UT_6Im7-H%qpbo=n>eOy7?y}@yOcJ=YISFfBjc#}5<_Z-%LiDK)*f~S`BG2X zYvq$VO#)ZcKHWb8Gl9C8v>V||W$MWWw<cOHOS6-c&6Na>zVf~kv5^9zPPycq5U0my zn=8MIj(A$aG|u`M251m=I+vkjoN$8VJ3Jbl4+N|Wd@f%<|6Pu{4I2RpdLRIV!Y*~^ z`ra~mw-G#38rMmaMo%X0&&@1{?$|kEfrrQ|b3zhkEQe>0R^n;;x7$%RJU?;J5=dKv zW)+GewiN!iRnbOs-dK5-Se1ir<89Ds4GDOo|6x(l*a<d0+@WX)5eFrZk<nhoW_YUU zx26f!m2trOyp6GJjFm#PahC0h{r8R20_x7*Ml!TfB1MrRnhzMm<mRx{Joqg<sn&AN zX^DT#i70sw2$AOlQFnNiR4Xa28mW7hKe?RG$4G7IWR0D>E5SN!WKykI6nnW2y|>#i zFp`rw3J2~1;3%psFfPVi^sT{ABIHe!teM=&26kaf)A$(`&zZNwhrGHu!-$PbW5%fr z)}DxD&oE{yjlQ3+J%ctHTKPz;!%tlHShhol=cE+*LC7LX>?(~MD{HZ4F8nH$o;k%> ziZ7_|%jmW1zv>Ad6`%uG#*pf)k9VQEbVX&jbGX|}&ffgKAP-K;5}HuH3XfU+;{)26 z23!XYQ-tZ%0kM&SCvcU}&y~y_kvxq0ViwlgZ+^5^$3~vcGr9%>=b+4FENm0PoU|kO zev}f}jFQyQDA!^xoEMnMz(w34Wpn8_R=r=Al3N|$yJR+ewh*4N#JB#_XvZBhoUv}e z59a%Lqby%CEuw=L=Q*)dY4+KV=}F_?amNC{#r|q%1v2|sm4Kq^b<iP;ghudpp~D*S zti3gU?j~F?LW4Rsl!yB6@I{f84gIj#1suznWx;v!qxTX%K7@<^A#%mW%)q1c)RKQz zv&rr*L2xE8)&VMfI`{F>V`$TN0K$G;Y}G$8K!4Ne31#9R?@RQxY>Rc|x|!YRYp(|T z-mdI>Z8#t(%uvKH*x3)yd;|&W7g^jHYO`;Met@aZ5gH_T){{H3Vp7QPRdG4@6s|JO z@A^~pO@tCA&1WsShFYLg;ZajY?tdH?V@=XBmkwZJ&spZV4<20_w&tL7xKuGsmkBhl zl+-+4)~>^V7Ak(r?QyEQqiZO}H|`Ke*Jjj#*Bg(}id6AMT|lYz3XiylprAeyJ@8{T zQE4XIeD-=n1D$PHl3hA>b~y^0V_nx)a0D62A{MtMb@NTc=sF7>F(4g=>H38y4LVov zTR3UJ)^_jX{O8w>Pg)B;uDnC(Tak>WFDk;3xBq%6ft{b;e+X$4`~PxSWJHGLDpF)C zPyUBzNk+qw(SHzMkU5a*a^6dhlht|jL~u0r%Yd1|$^Ge&0TI|~GMsA|Om?w)e%$J- ziNC<)c-t=6kAMDwaEp3iJJ!qQ6()Rg5qB)^C>=Wm-CjD~)n>Io)8BF$_VHS;6;&<$ znY-h}`7wNaBZ<a{gUmgFv?iq3(Qwy|V-AUgNyYPO&K0rRL;1hjTCr{A9#2w!;HbVw zxRxaU7?ADG>V*g?h;1QWyyYX67gQUM>v;GCQe5+TzPaw{SY@a(2jYbL-wZa;wL+Y; z2isqf77$(c-elDS-*T~<rfFcHc1SpEodVG(bSzuCjYt?R(@{;)HAPjoX#<+8%8E$m zhL9M>7?d;>K5oap@;uM6INJ>;X@5XRcu=yDViV(tmR4GAeO&!dN9YM1ca1D<rURce zWE1^5!Z_;oB5!Mc<xRYCuBea@t90JN;i>~#I4!MC%j<DevdVRR1Wt@?uJX(V*1P7m zCl-ov3xC3oi?VX1OX7WL>zQIzsm?IoY*($Iw=z_on{#d|{O5>hpj!wj0))L-x`Idx z4J#?eR_U(L>VOT-9nrEJntsmwAyb!$$#9-=dZ=kWh<!t;eX$kR7j2guiYLPWq1gG& zE3pL)AM$`}a#wd`Fqm${!B{|TGTM9qU;CpBs1XbB<J1|&(Oe<FZySWkD`u$H4}gfo zTAZfa>&YHCk6pyWWwvUMPkm(C)(PSKHW<7oUy2|kZKSrmm<J}t{!a#2uWtz6^t6lI zXSa2Scm2-1Xbi32_mzE%`ZINyc{@Zi<Si3?kxyPIh%S!z$W4DQ;A-LD`Fm2O2=7sh zFYj6^i!ajohhZx)JGF_C5OB98SLf)3E$z_VTtTKRX>RCezPN*h;qrfi-g+_$ErQf5 zhAoTnEkEWl8%YzFvM+B5lt=?o#nKDSB~@EEt_zErk8x`(<PX~(`eW#_AAsX!sde%Q zg}beo8ikIecDC}65gWZ9@3}T4gtbUai5+D&pjc$A3)3Lmg4BMUt4pqFx_@Sk;C0dp zDE(l2>vPWc&yPhzh0?MfbzE$Z&s{eT;#kLGk6Jz#Y^y1Uba)M1)?t^Y*sW6U5<f|Y zh%OU3DvM<Kk8Q7&n(wW;w(Y=nL^1C`?n8z@HyVg!z_ktPmji?bi_v(d{V=simzVSd zy@->jAio61E7oK3ot<$c`zES1{a#OFY6pqDyXM&<tfTrl?0L}T5I6@+22Z~O0|blN zx8OZ>e8b$~#?&iybvm;G6lr!NzU^48s#hW?n%mL+OV}6`T?hqMVuI%JNd3BM;8T(- zbL%IC3Zbkq8WVgPrvdhxBp+mvz(m?o_@C9dgq(|}lLYf8vHp&nV{+h2vAq_fEohIr zvntW2aX=^ncqS^Ci?41w+ad18>b5@x$R~)WElt+5UVb4a3PQ;`96e~6-)l}~DW|Vz zP;ok;FWAjr5a%q{282WBLQFY%oKeY4x9yMm)BQpx#u{4cLVTl<6Jw%_MNrqp)0@Au zw@x4}ujQ7<D~vs)(!0EH1i07uA8)X!e3WHTKOVD1HXiSp>@~}4Qcw-^g|5nH8?$@} zCgJBoKTNWqL)h;xY+gt&u{_C3Fw|{bOgI$k+jpgv#H!0ct9Q{nvVCcB&=0xak!~<= zRW21)`TYzuaGJ9Q-fNXJYrf^ncQn#%wbl)=fO6k5;i!D(*hFxCw#A&{Y9-n~UuJhR z;A%}wQ`|-U7{BgeL^Ft5-Yjb6-azN|E%}Vdt(n2sihaaBI6BYv*m3#p-itnzB4_pN zGa$X}vR4Q`EHf<WG09jSF>)Cx-ip7A^Spp~;x1si=(<YD*0j+n6AEU?32aKt^M>=2 znS=OHHfZsb2i>T%`nsyqN{punOist@ug9gTE0zuia#KbkJo6-tSC?#<h`z2u6t+yM zF5}wf>+tWRQ+F<VL-ZFL=gAP<h5FL%0|^{sLQbFzy2+B4Q+Jm}^;eO6l1$E+G=EO8 zHPr~`8l6)p3f2?Wr5nVimGP&V4Znrgq%mLJ7l4mUTcK<jZW@<UP)`kQ6`sAS4M)+L zM3k%2iKREowB|GA52c+{i&3nOGX@Ro9!H<{F0l5zW(+K#_oFNu{O1r)4ZV(ASE+An zTx;K_qiP~3xip$Dt8@<#4^qE`V^!yudrFg4+e)ZjGE6<p_Dnv#o-Qzu(2@w3s~q8@ zqv?dyBj0hS+r__AVjLrX_EICN6Hc3t-qRz}Nu@;XLD<L|WFQyW`w2@84E1lzwnP79 zj9_R)*HmVxmHEM)=YT#W5VeCMF){xH$@RH@jL-YA?08ktK=bOanVVtTxvFl6h2YA{ zd$N~nbauG`*aKOy$Q^uGBDnQk6_>6*ERaU^u3F~BwB!`{#@)phXQsL=Q;4Q%!Xrzr z4nm)Wk4HcX*J<HGOTQo>gpnke$xqYI3{-UE2Uy6P_DsbL1D}i>tgdx$JT%9q(u?`9 zwo5jrW_?A*{Wg9SJ;!fgn&cYqHad>OM2e=i!?fhuRu*1E;YSt@*_5Y0EeZ(a{EJc) zx@uywHO>ohTZVkxdFI5yZ~fMZ69?XZI_SrAT+7#=qx44uTbyY|B4j4@c70W%VUfIg z@5y$_G1nTj`7WyWOB(KcB7dQuGQdYu{%}NJ`=hS&t(%@lgVgBY*%T#Y_!$|E*%B^~ zq+L@rT#3sJ?;&D&eHV(1{f&_I)hk8@3c_V`oCIaspYMKuMP}tRlP%<=GFQ9ZSWBfh z6p3pNP<TsWFhE|apzR#O8V1GEb(4UF*v1vQXC-1RC$}UQ;f*!IhVbb`S;HSgnb^9N zz0;~=1Pz6e8F4ZeCG~ncKD9;QZ_7}I)=zi42avDaHV!Arf8%K(LucpSt5H~~rNPxs zth#)|JA!PK6*r)9P7*RG4~aV~@PfLK^Ib3O3SjDUJj;5tvsqQPu%-9PI5dFjzc)W3 znK~h$I$1*)8XYU7x<@zlPzprYO_piD_x1tAA*0NVck_K&5m(z+P3y&&x{|c7l<m6R zS$-C&^Ig!EFx=pa*>efHX@d@8U!9*tmS;r?PuSp5KcB;(gjLmV`zwv+P$spst2O0^ z1ZS4HwHll3frpN()M-mK&rgTNtCn#~iV=))jHiS>o-=E?qc-*O#-?L%X;?F)105I| zz3|4PdtYs9hJ6H)e7C%8MDu>hatd_VTmei0!sM>^w&z`Tjmj%=(YNH%VK(JQpBZ)y z%a&d3=lWkh=2z4kiiji{#(u3vn(M#Igh80zk8ym?9spRJbPZ=*Z?mJfL(7CMJU5RZ z78OP)ZPcH_tMjdNwMjfb;dv(Aj6n9?Zf0K8{T&5Bp|9CaSQm@#bx)^KdEB?Gi*Xr^ zW@TSp%nVTtrJ3oi_w#$SQd;SIkb1rby2rXNW&Gz(y0Md6uJqJn_D!lJOMN%I-Ch?v zYkb)06E{skZt0<tF4lBf59LGr-LrOfqPz{aVO45JP;8eezU2fXe&{fTp8TWF^q!i{ z^celYz=&+DtD(%|(EuH%QjOuogZ$#rmA~cP-TUO#yHg-AEW}DsDq@^-4KpuKBRKy~ z8B$_<!<pqj$lvQ58uwxW1(FO(c6?h++p!5^FT!afy`GM()&;Vr_lyz}2erNQpI@$6 zGkx&FEdw1U=;E8}cIO>7REu&fNfVb?XYG1H;>@7S{gy679yGeGQwhn4E(fe_QrkBV zP@fig>Ym7tQLUSQr%Xx*DlTn)SfsuY9m)BW5E(b)5?<4_%?V}WXBpZ+0SeBbqv$g_ zJ~9(-g_@3)lh+tx16P>yREZF!yQvBbdDqS<F4EGy{uhdjyU3kg-?Z-cFBCxkP4tut z{oG!dz`>dQ^4dK^x)kdtw(B9Bq)5yQo&?H1GDFX0jjKED*-KBWah3$w_=k+BHcx-1 zZ>NVR)s`#DaZD?9^}i@dJ7MB3OsfFG*wugIee!SGl&^yhi+#3H|EnGi3|z|?g1t(1 zIunvKs0v?X_lgp$ooIBu8uHMp1<1?`-VbR5r#f6yo>_tm^*8@j9E1a|Bb*YxlgT^o zE$#rfzk~*9<{BqEnT9|v<Ag?Q3r-sZIkp*u0r;3~=Ai>CqL5aAgeQGCyLGC$sFl&+ zPOJAJ+H#0Q>R0$kPu0>8ZL~`^lXhgU0G&Gvk=2)iAx_?n#Z)~)!YF&i_`6SSt;I2Q zdox!hAgKf*lkbt3jt{rmg3CMu<JKdNx@|xpLe8W20VEz+e;aYdKrirKGt775Z#b(0 z0dnV6auIURj&FrMS6@hSm3NV?s0-goJb`*{)8WeO-8U_dohK~zhd*Q2VU<L62|<&s z5FV7~(P$<v5##n#2!XZi4*t5ZL)ph^h?}$vw*FK6G|M+Az{`=-4cDJF`*kmbgb}?U z=P08oXFObV*e1Q^f{WefMbjR`j?2ZU_M@;_#BTis8xuiT4aH6TPHw~Fz4YGLjeG6u zudON@L@LPG5C67#s+aFQ(w+nQ%$J_jHd3ES$WnMn9L=_rp2NsR@t7At6*SIA78)2R z^#%uV;qOT0>n7Zi@=FP1wYr|*Uq#5Bm#j%w1ANtV_}=7=l@?HeuV6t!KBC%_^wkR@ zHQasB@TyCIH6q!*8elUQnD^b5VTKHO=Sm9W4;aMIYYY`<`|1PO&`j|PmIJ6Ne%U%K zdcW0dSi_L!Rqg`k0&AD1rf}c=D!`B-4j2VbjlITdIC8rgUJ}J&7>MUDmje|?uzC3R z^c~R9HkEQsbuCR9Oh-&f<cT^X;I+n?X2?Kx&zc}@bwK8xJ!dy5L*0D@_5eyF12C>^ zBk_A75Q}nrri{+agJZ<+-7&0+)3W9o$2D}}V$+j$eEXEd#YslEw5#AAP(!ihX&JUr z8}ORnW;oTZn+ji6O5wn3BUwd+fTT5=lNj2*zN;)P#N9JYKtyC6Kt^Pp;nh#uukUNn ziG3K?@-(g8TZlAEp!^IbEBMLNk!9qyXeED9;iM_%J7Ui@5bfqu4EmjE)<<2a>A0L} z)?f)?iGxL)RKkXrs4ln^(+#c>f`^ako>J{}b{o%@KA}-B>h{XBPle>KTwg!CvLinv z#|-MRYxGq3qlsmP4Cq&gHA7n@lMD*6m8Q${pQ?9>J)O(UUUVm#MjAPYRPhh@l3b(Z zNlk0u)wR$OG~wjH*;b0}2-M_-9d6vvbF|uE2x<$RPBnX8EigBK@ZRcxPO9zQjOPRW z!v7eeRF?DT1%cz+2mX;a31rdE)eK70!>Yp_CJq2s04<Mc*_8^%=UEr-K_EF#!4eLm zYq%@!S7#sq7*uzh1>0Ih;oEyEDp*O-f|k?X6I2V_gpH7$57p2<Txwrk?Ab$CvE5P3 zg>?YblN`yxRewoO?6Zptuc^ge%brYSKGVPP^Eg5xA^A$S#Lz}qvff=d!WfwB#{1oM zyblMkVnB*gx*ckZ$BNuo&sU+j);EuCaG_Owx3PyPUrieMR`py&{Ux`5seYmI6}mxQ z{ZNG{(d-TkWwAKNjrQ!{hJS2}UCm@M`;LuDCI8dO67=X1UGN%HLq5l^9%+DN!gMn2 zNU|1JfT^xT?J}qZC<njJD8GNr_N%Hk!ME{r&QI-*se?z@RBMi9$k=j-$8@avs-4{= zQ2oU{7z~F<KK~!1fqG_vwhU!Q=Srj^k<r(_n-3T;nLcr-?-U>TMs{dvs2BeqQ-2j! zN7r->qd>6W?hu?1+@0XA!QI{6-QC@tV8Pwpg1ftGaLwQ3e%^2IBUl$}QZ-A)sIHpb zom489+Z>X7Ca&|N!1@P+_u{?+-PpgfZBpIP%Uz;z(DVIk-K?3Gc&`Y|d37{~4@VED zVZbO=mGZ=0auxL-F5&gKcgp{Ni5!ylpV=g=cz@C$HtZOVtVEq^tTYogRg`)pJ4#M$ z#aB#(D?T_R7dHMzlqPyP@p`Fkh{pqvhq|+C)WJ=Awm6{yuW>-<+`jGg+z=4}UW#wu zIH-EjYx{2;)(iDtC&o&&lRt`u#M0xHK`nt7=QfTU&eA(8TpPU3ork?~MD{9F;4WOA z3Fw-GP3?d~Pk{gJ0RESzoc}xZ?~(w7`{s})FDkck7_?^EovOGZOGd$NtB8qjH2oWc zxqBw^y_XTT`_hi3-Da8qZ%=E?AA&*N3!p?STD-hlf}zvu1RZVly-bo>xNxtSebRcZ z`dHd}S_9nRAU0y&QPi4qw}gPW^~XGY@Z$<=)w^NcBK6z}a&V~;llDjUv7uF9j{D(s z;S=Yl!it{+<!mWmGi7UG4kcy4b1tRwxUW?eEDczG--iHrCeftl<DDWElOWJWGZ-tg zaDZ>18JqC|^cWNl4P-N9S<Ra9R-K6cQ_(MpXK8h-^W`4V?e67tSwq+{Jj-OB43q55 z_dD4+hK37O$zybo`@t2Z7P6gW93d5F17$BY6y;Vog0q?b3aVQ=k6KAn)Qe@a{%S3n z33_7>`;yhzr+MggfXL2Ann;UclR8wLzTX=*SOM3MGatLFKgENsK43_pCwNIwug52k z&Wi(3td&;BR5l)62@HIa%wMiNT9oo_A*)aM9JpmbJO1M$Qa-TjkGPQd5RrNb`caC1 z8WDF#6y}u%u@v2vn~aH?JWa(Ut=?;q5$tz=maFy?{I0h@bq+IkPazu@0Id(DpC9JO zPuK}i#VU7ZQCJjKXth!8Ze+27)#k69w@8>GR$CTLOF1pBIyC%`agWC~-}*L34}IQO zbxfd(Ctn_bQ}|#0f{|`@{k_xqyGr5p{-Sey6XSz_=m(CE@O5FRB){<Q{>{^Bj!G=` z5NOkl|KHoE&BGk_p>$D`>Y%-oE{(^(H{W@I@BGSJ*?e2|c@Oz}_4Ly9=0xqcfAh}6 zN!<3768&`3^*-ua@-Dt&dwO+~GDr4A=cA?;3=NgBXXMczF8!x=QNR02n)_N(n^kUp zWj|sNf?aC|{}Gu?HL{O)mk26ju201G7@>3c0W3PInNM)PW$X0%MBB9Nx&y?`gQ@xr zj&<Zv+wkD#9{9WrmGBTp?zV&<*RW6zyFiV$eud4FF}E5Mesy&8b>z^0GcS>2)P&Q( z<c;=^to1+;vf{-21M9fKtz~!OU;NI(*xH~z+$%-+x-q&8H0NzY17n*jo4-a0>eu#o zW1cU};BBv-Vorql@lmD`2%jE+FWt8pe)>_3*{PO4=vFfVso#4U@$h2z_7qDT%)Wds zHHY81`u)of6T9Sokqg0<1|Q!1So=6jJZVH<f8bw9ld=+eWPkS2Wqp5&<qR#U@+2zZ znF#mcEhNWV8WAxkOwaIHE>yp5Gg#iVMR>nKX37790M&DYG$D;1#5pWNtrDR2d?<MG z>a_2>exx>2=!+!F+8KtAdzgdxGtPRSUgv#7an0dJ{dU?LSG?$f7AnLrcC8%&6DJhv z&(8_)%U9VveriW-r4ZF>wV(|wEYtDos;~(iN$3xFZr)-vq+g*tKzQqW>Rt~?%5s1g zyF~kI?2-Ul7~ny}%V2-U!LS<8=#5ektiPNLLCe8iKBqp$L0IzUE#$mMGJL2z;=LR= zZu;uG8XGk`5Up^X6Z5sb#Bj1M`Vvn5DYSPY?aaxze$(T(cK{~={Q~eLBd==~LKbz; zb}Y;xg(zSTplial9O64gFHfQBCgQTJ_P5N`72dr0SDo=%lVG`^)c1!Z=9wD_@SDj7 z)*R^(y>No8-!V0;0#4|GSGq+{m~7>&5}RwXMmKsKTJV_{VuhnZW#eNf0~(q_QQ)>| z`fCAh$O_7{9;-3hUiGt+G2gk3vpnNSW8Ver+U=;06H%AobE+s~zWX)Ga%mdVc^&X4 zRGv1zfj%qFs!w8Z<+_U{5$C{z=3MB{L*1AiBFlPd^PJ1C%iW$9(1tHhu_r7WmqAOj zb?Y24LUWOrkAZ#LM7n<n2X?8e+3X8vR89{`V8T>}MUEb@Jw?;!#1D**?RkHrf>Z&5 z$_Fi~k@*G{7lGf~`W?Ic;#)x^|J*G1O8suSuVR*MK7J?OE$4e@->pDqdm@3UBU!$A zwN$Nn^%RP79b>&R#+7mH;hhU_>$Iy_OC>lFJdt`yUuGpA&z^Jm@wny(4{gtzRFE-( z9iWCagP$7r{Y%^~f(c(mG?Vz2!Z-W+N1SXxdsj}V@^)WR=bx=0rdvZpzjnZ4>jvS$ z2q?6%sRe}?|2ETNm9*46J_^g^uAGALnPiK0YsdB{%s_}~Ev70x7}#enN?~>r&u~KJ zihBmT@(=E`N%KM{xZ*nU55hRwVTGM>7<2O_Y^yn~LB+|5W6m+PxUVpV)t|P41eB_< z@!MymsbK1A+`TX}x%1m^<(>N5Ng;GOA>4zJW>q?Y3cOA{q+t5uxgc=lJ@RCUcnm@i zipETW?L1OsLwNB2sj>wzpOXEYQ!G}9ISqmB5#(1nJVd$$;sjdkUd1vAL1-pD4e@y9 zm@dpqt}zY`Elbdx;7TXdTP}rp%M|vf;Q9uc11YEqw)*)<b?cRV)NV_m9M;yIzIn(N zdP=BKTMMLHE}P`tQ)q(Vi%b7Lb48vj=y1{wmFwCyEHAI;8mUUlu3sFZ_G7A0WGpR6 z1;4?<bj-;09EjkRn}ThD(9ZEG*oA2I_}fz`V2Jx&u1BuT`$Al@+I5#Y;{4Zf`J>|D zHoTBu)FKUu;Nr3fTE6qDB`Hgyd#(g7L7(o2FCfHqJ%%8<Dp4!5F<;}E<F5Q6LqZvx zKu0!{gk9KT5}*${{P`v0pGKTO$@P55rFbWInyt13dq7G4RE638VY@qjd`exbX&*vH z1Kvf#GopQAxM8ch{Q374!}6qMF6>s;EG`=z`6V%7-JctXo;pGfU58nSR20z#I1>Az z9ZBc==@xAaj+*Uh2zr5O>qmo(IqZAo+CGCV71CXiI8ER31&F1$$-EHZ_%F7awlw^I zyLjx+!WZkPtQlY}zO1z@LXRdWoP}Sb2@?&BwoxsRpfvnlL+?8$cOLLPb#)m?S_PH& zjdOPysGqS=@g!%lNpGRrcnvgD@m%Csfimd~0bZ>J-`Tb^SQJ?5)U>vSF6)h1Pc^|1 zXR6ZvG+s|tRTCYib^YzKs`>nvmfhi}C@s4)ix$Le&6<eTGBcIP{@5C-i5kCI-e%kJ zh}ImV^Kd8^@qFb9o_Z?dz$}-6{qZ|st^GW;d4I2R+YSV`{AKt}1Eek}BdlmdDRv|H zc{l|llB<g51i|$>`mW7cxQEnw4b`AC-(1IG4OQ@)h+>Rig%>@q2k_y`NE=mf*DsfW zwO>4KJDX5xf7a0t+x8E5u^dd#!Y!l}R-ja(73F!X%kFz>Aw$&}gaHj%^v}ZMzU{B0 z+eAB@hfB5#0o$$$5pGa*H~k_70(TkCB^994wxhJEWyh59vNe$;dlvpiGtcY#$AQ+o zr`yA2fam%RBMGpoiZ{4$gX>!Z6#+ZOY*q86t6&47j3!oiS<UNwRcc7q3VIBB1paw| zog!x2j`KmNi^`gr+e{Vv0Hp8B78yxcDRQ~`c{pwf&w2Q-^>5At^il&=?DunPP%hr6 z1}bNmsxMpO0hy)fkR0a$s5JEXqgH@E&Seo=*P%*<&I69{H&yI^Td1mDw<2&{Y=*V2 zcY?LrcG`@mt5ToD+o@zsz`UIY%55b{%?AZ?UbZ$_YbsG$^qsd@T`hX=i`fUp(KGZt zg@o7rs;ua}(7*G$O=4y2BwZA{4zjVb4sfkYUwdt>Kpy^*w(F2YJNL((_@=MGovp>h zHlTeLw&ntnuVuSaylxogGSaqnf+MEA+QK#<sKH?st}vdn0YTx7E!F7yr2}?iB{b~J z1s@QG6(FrY^Jt(@0V~E^&VTM7a*tU<8QtJz8Q!vm_H_2vK)J!3?52>}tG};Rtx`yQ zsx@nlsp%Jwl(Az$bVu8Kqo8j;XnIwQ1$(@NHrxKtK&j1$V5*RLF*{f6+6HMIF1cje z4l9ErPi*0-0PMrdCY<N98)gOi#5!8Z5}dn2`{82oQaP4QI9rLTO}Ik4{RTu|){b@f zY2D@?ZL_#|T<G}A3Yx4=x3pa=U9@u#c8Ed^rMENG3L4uvg3!i%BHKX3Wfj{1*?8m% zL>(#XfI~mdQpV1xQ^bgqG+qs*_Wm*&3DLr0v1-CBnadel2W9r|GTP+J$w0B|FB64K zYqkc!9J`^O_Zce?Y&PfO8wR8{;bBsT(sr9J!)6NYm7mxK_O18pVXHPXcI-q37K>f4 zK)N$_(12%dqS<&ic2IT>Z34E1SC0d(OfHLEJ2G|-JEmxxEfj}}*^2?2mK;FEovPp0 zQ*LZ1J1AscW)x}J#%amy8Klh8VrlQVD70UAD`e;&FvLjPxzTRXHjj>evtMKQDP8m1 zdIjx}tE>e!TU{j`&xH|?J!)Dkea&-rUA!b=uCOK$Qb+loRn!N&oiq9FnzTz&gVBNX ze7O1kq%&E?vB|Xe`ZUzVo3rAmSm8OEzujf;FM93%+WBckdiUXat5j7t-a2%mB+{GB zLpVG*NQZH0|7WKq9btnofm7~y!Iw9687#&PbFylTsE41#!5LH*R#zz<Ik?G-g&N8> z6W&axx0<P+^2^;F3`Z&Dy#{K^%p<r@<eU}-zMFA7=2pFu=i4o5w2buV;aMTP(n$Y6 zUk`V$YxR-!I0+p@$!0wChF_&mFNj-8cAW!d{N+7^6_U^0^zu1f<1$>B4)JjxPcHLI zIniW+D|*L>y39h}v#nN=)BcfyW3|0wt{OyF9>WSTO%~zJ2}M*5^wILug3#hkwo+;j zr+}7W+UN0$;6RTZmRm^1=d3IPX=a40ud_%6z0c}G)zvgJGyf#Ij-l#L^=UFcP;&QV z4NXuQOgnaFK*qRU>qaI>sZ8$4(&31L$M;ZXoxrw3G(f0x@*T{_;53mQ!bQPMzfd2` z#3~P3dushc81Tzx3N$BRHI3iC#4hl6T>QEprfSs~!V&}1NcPX1Im{D(Fyq*AO!r7l z>EV$YXz`@?XuKBSmbo*JC5&55(iMuSoeU%o>b1Xb5B?|@#a?U-fx;)fIiiT#p5`bs z&=Bf7%<HM(Behq13hv0nZT!2_lT4FVluel}%)A3e)_15siSxa#47Iei;*$}<TOq>^ zIV2dhH*JR}uU`PtGdSLe)ulTpR#?cuFT+OnVs`iGr86<ei;A*eoT4!+#4((52h*}R zY-!Au45rzGwj!BgDa0D44B6D1<};q<lzp2Omzosrqs71A_msU}E9Dm=+~&d<V*s~t z=$bGJ6qvG;WEuqB>h;T~nxMzrdR)31w$=FP+K60VUOiBF)gD-nz@<_fy=L9>8)@wD zLyd4hi|-P-d>!~3F=(9HgR~Yss?Yrv#i<9gQRWOT`9q{D!{A*Q^YO1d<dsSp9qzn} zRh%gPKX13-fPA}|EGjv82sYtJj#@%)aZz@hZ7<uHqM%io4>>Kf+@(~5bc<Eev6G5i z0i*eERmy^H0u|9TyR)Sj>=Lq<KpUse=|<L%Kh?GQk>0W-yP<>WS&Z<*ShcgeO(NKf zo=h50!|i~M@VGpdjo(uSM}$MHYWhf2i{Gy>-``lu-E5hYfgoX?jJK{w6)YyoDn&pk zHUM41FgxK(Q~7T08CmO^+$)N<?xd<-(^TNZ%JR0*Q9zkNAjJ*&d%lYVHuR`sma7Uv z!@+ArO=BLzZO-q*oa|$(baqup9eXj#4CM|H5^Vh2fi8H+p&>|2BUca1gR!P(5R?w) zWxTp((O(QTcI2T(xu1gu9r>gNaBMv7o<x+!-z^ieBf{~{t4qT}KEaM$xj5fz&oF=b zQ7jviUAT#3R3Cpv^IvF1coH{MAw_LX)zS7~-(9Zo4~dMOh9h{AUfcFlW4|M4;!Iy* z#!2~EYq=B;;=2F8Fi~kUvv(%p0lj<Fu-MLf`XjD<jaf*7CC^PN8atkxQ98veL}Gz& z1ljxGD8u>+p$Di*0jMdyOFlVW#1_NsJfV3#L1{sUxLBWm35`$uTLE$O$i?BT!Za5~ z3^Hv)QD@IjL1Rxoq^!<wN*2fE%c{7+6fA?!5c&E<qxZST21OKN>oporY-$$c>+fe< ze6vhpIb$#pv63(n=4{5wO6x3F?`t4;hL&S8*;T!Zgh^T>#at<5yPHL0!><Tzmx;VG zW8)2P+guk=;9UqtuY4&H*frYoic<d<V{t!PSPps7*7ctK3P2ueIMJhc7#Z051<|;S zZreCE^GtPF#mT>r<el`{MAgO%N&XirWORG^E&9i=PP>%GxE+piZIPDtGBNRP?B@wm z37GZznL;Y(#+>&hw@|7|T`Z%2&}i_>)}{c!g!3H0;E)zF&|;k0trHpN<=U7S6=&AI zZgrn+^${gNoqnqrAq}_@n^(basBGl>Cr*Aht{(Cf54{jump#05zWuwyX%n;AI`<w@ z%6RNA*Tp(4Z)0&rlk*Kv?u`yX-T&tU>Ib{+*RbHfJ>78xF~6O9wX<>z2th=-g^VPO zN4>O6X$o;=mcBZ8s>Pq|0-MVm-$jV|h|FeF2nLR5;l8JL&j3v4?VHwKD#pl*yd9d` zU`9!TJN2aS!IgMMtFdiU*0+VPl4IOJ9*BN7)7&@wrFog}_t>+}&~>++^~<RnWHiy0 zohu&Bhwab>6F!w-WGcl{j7qq*jOI`2Kk%|k2nndD$;Z6FkJiUt;9rD(PbSw~e4C*F zp35Q9RZ>}#&)`ovn{mO$633Ek6()-R^#dr|GHL5qNO^S44_1r`yP5T|5=mUhpNz<> zzBU>@wn60=9l0q-Cmy#WM#qXVY$&kCaPl9_%i<tD`I+)!!2fkIj>QG(iK>SAJ=B$c zB~?KWrz;`SMRJhHTto1+@0SL+6*P&zRTvvu&Gcf5_e`pdiEaZz*GNF;y=$LBOB{jv z!$f|AvOm0U2X<fAryM0mUY8U`^<$3c{@tv@JI!Oa!O}a)?`G{&sM)$YIMFl)r}%2K z)~tP0nc`zaZlUi06|4NR73wQ@Sy^d5p%BneZpUm3OGb!wyGt0<(4*<?#aMT0?HV(H zSAV9FmQW3E-C<X`zO3$upsk*l8?^pX(rMWiyfRu_c}w&GK-_T=rA{OXVS_C&B$>E} zAe<yLlS5DqHK}ZK8Od*LxKUEf#u_8K!Af2OuHhft{m)%+DIpk7@j`t=TZZr%FeUju zXg-n&@#7h$K&Ihy#0w!-db_c=C%;vuPe*=G_dn3WTF&P3?DC<F$~x~q;!qCOPpQOt zFwAa9cJ)n-9se;I=p@<-su#j|D9Nq##pkpm_s&7;nD8Sy;3Pph>V0U}8Jc?ex6ay2 zI);tMha{<%13{v)Y5F#44t6VJE1AA1KvHm*(RuJH1EBB$c;W`GN8fC>XFvin;plr9 zZs8x&7f4m6VcnJ~3pQsPrKj07a;0o=#I25+HegqD*}*jG#tU+oA*YtE(US(X{ETpI zru(H_I#HteW-$#xKS$mQSYiR0{Rm5p^Yio9S-np&kBumo5VF4zV?J0Ph?0TEkzQgP z*0If(tF{Zy4bY9O>n7&yjLdXry~OFuW4b6)5FrKQZevQ9UJM<adVuzQ$IEk=vtgR3 zG`~bZM&Ac^p-!9Z$6>YQK}hDf+AahB9<ml=Cj3IlR9&Eew#7OFxk~(hWJL_pV1W{~ zm+CNv?p<_BN_ktNBmIK~v1I*2mR7=19#)Ic=1bo5qsAq~<{d}HCqr$3^D||XJ&S~Q z74^xU4t_bkv8tH<X<I-6RsnU%qeR3YrV8UDN{C8n=ZtxTj_pY|-Aln27TzB4&@ahB z!pz3gN$AwwC0?XWG}J>H`WYctq$6+-QZ`?Yy(`G#`A^F(?;}4*_+PTs39vC;)|eI^ zsW)C9nq4lKarF}~fw*x8<N|5EN+h()MVRJ!z&@YSAt?8MPTS3&HOwlE2tHjCSX0t) z|6_FAbg^!IKy!C6eC6^W-fAiYlqAdH0Qxij_`fv<zDo7`o>KYS(49w0q1rQ0sa;N& z&J2jD2Jy=$X;VLiNSebLhty}z6e0m?^UC<2dbnqH%l8J;=$Fu$6EQ|ED>N<3-tD@_ zBpurh64-AOjb9S1eW^;u!&=JAVgMw5W=7-``zU}&!aNbFl1)_$F~Bl7sg?dDB2Zxj zJc-+6dkTtl8Ejy{M<g23H;Fjb9$Gd2S19K&6Q~AQ^|L_z7Tbq7GYXa+b!&5NdiS_g z#_T}$7sh@!_G+$bF41Ci?1}L;o8(czu$bU+llX`!*^1{H+P4;F_x5C2?Yg%S6H_oC zGSEBxfXHZ7VSa@q`{a`ty4`7GDw|*Q&%@WfDP&KI{LB-nn0}_V_tcmV>?s?*!{{+3 zm$B2AdkR7430LW)4(`i}UwkYQk&pJdWsg3p5wmvWAG`+6BvIhkT@QIZf7%!BTDu-D z9@;1gWZQt^ZuUWj+4)Oi8uV(4tk2EaV58XoC?*SSziPe9G}FL}9hENAh7w8FO}ep# zlQ5<nauo1cx}}G(e1;LyP~o#ZH`D*Kh)Ce!AnvV$nJbFb<Jj9q(I!RyQXqjWF7MUO zcD)AUtJkL7OllKl9lZ@KA_!o9?^Trl6`&-J9<ncJ;TxtUVCHN+H7|pb!{t{G7x-H= zc6M7d4DZ>_RA}%_UxS=yE4O~fX%J<g#+b_;$jeKpY@-^|o(PkCI=8m3e!-6n-%e#^ zcwJy<bfb?H5AMp)q7eGzuEGdyqv*Aq8~8uC>zZ<9(l=2v7!1LaZp|e2uvh);eYz1v z`Mh?bNNSi5rTP<QD}|cDg%E94wfy{BYl;y8dJ%KA>=D(KgIROvB@uPu4FTa&P?yuo z(Yl?ly@GNKLVi`~m542<R1%s6H205JIB$z;yK9xkdElBVKk-6U)vB*B{^II#^J@Jv z)L#x7!TaSsD&M~#1uvvA4C7scwp)>m;~9!_)TDn`FknZX0lGs%;+$wMB0nvF*>i|( z0SO;E4+g&VF)yrHHxN<U*Sat<Y)3d97R8pFaxu2kH>pu9p&N3bfEdX=DRD(X6;HyI z5GP~}cc~LUWGz}%-8)w_jW<BUOJ6$xde;vYNyLD|@|sRLbn%BJO1+}rTzN5?j(XOJ zq$IP<l}rP-$oNeU=7>txMnD9qeX_+#;cQ*0E|yx=uIjU{K4fT^Lv@`rh8T8eN4Uft z%`FN?L3kBkh?E-9BorQFtZZg7X%B%Zt^XqR;=H7RUM=5eA^;zwRt|g1=P(4TNzvu7 z!#l!Z(yj{`={TF;++aeta>BuC7sEm7vBl1QS`b0gP7Kko%}pBZtI0h*JJX$<913({ zp=w!$OIndW9GTy3yD=;8-5B;5P9!MqOD`(~4jIWph?X?^NA%f`NpDZ~EAsAhwuJ9P zawFgcU|v9*&uW%Yw1}#d$KVll!OEnGX~{j2i4ISmfurhQX*VU^9?gl^rnFNLiRKG^ zV@0R`4ZjbWHwTg75Vx>g+#*cj66@jE@a+5WUD=h0rW^#>wB#Z)$Yy)07uhTcrM59O z!oYDXu9SDgng4*jK=TiKfqyW)a>fpD$L}<5tNL5<l5jwOImk3mi8ZHIHl7KLXJ(wj zo(e^<6`u7$8t1-Hy>EyLXhN|V!gWg(i)b`P1EsZsBGev%R;4%Qn%wpJB}~H_-qfEK z0_0?D<G=z`19k*9lTv;TWIb_PP=^SyXlx`Ui_fKQ4V1JEd28k6^Iu>}ZPoSAsdb6} zE@Y(>SK%?YesW_ofw04~9(0S@6N>b8QUR?FpoVgYwy2CYwgq&>9qj;A{Ruqe)zBK9 zu={*Yx@&j^f5u&!Sd>D<(N|->g@i(1*ccyOw~e#~RXUDX4kIvx6f>74h&9o}so_~t zQh>tk2k3PuYW=ZPd5Q08h7+9%2YSHj9I$YQ{EKdn8ZF`&OP~-}nG0kz^D0`(irB^c z{E1DECWlWf3{s7o_3wk{3K4eOrsabpp<z_pHcluG6tWF_bW&=5%0*oT`AX7Pk#n=E z`j0KnO|s)1>xDako|PRgSmOC+-9`E*_2GCpeq(AD%nDdT!cn~s&<AZFrx_X_FJtkX zT`z8)6S0q}QvSl;aBKVM2D8;_XZ?Fn?aj|u<?EfaLskfh6J&nwGRLsAUec3BAy_IF z4HWJ!1cO7X7T}Lg<1sp|O5Q$lU0xt!Q&CA&TEy|cK1O&i2v9(l__ob)4AVd?SZ@Bn zfSagc&C!oGdUTC|YqOkPBlc`y>;w#?6t_3=x!a!~?iwy*$#-eM_@;!Ju4l$SBEWOZ zDyaTNp$zQe=hwv=n^q88ZSfjuhw`b-g~x^Y6Sm6t+IbUD5c7%3?a}LsJ}{1nu?L+j zEGdU(vY!s3GX3~d)a=6r>-PONcBJnxb1sc$wDmP>1?BTldnJVCIbe9?IU03XM2aMV zT>~?XQ?26GBS(1qLWVDNt%O7!p!=M$wREo8s3g_W4nN`dwY4hWk!-UQ^vd{{hS9(g z50cN9Qn5KH`HWF;bv0!Az2v@a!4Y%(rg;(Rd5lu$Xck1KNOc2Z^<B}^Mr8v6UCKKm znHzqxQ}GIljeq}_OnCALAFb|TbY`fvjufVDh6RVEgO)`NSMe&T%8J}a4A4P%I2Qep z2dz^+py4a1+ah5X?2=slfvyWi%Xdyjp+ERi>L1NamB@8{MMd~U{mgQyxOpbn{#TW< z4+*4=s4+T*qjjFQ4g8zPWCYz&C<<4%P8KvNJnb47HI#qDpP8zu9ws{ZDmz#*PZ%Wc z0yG{~fsXwrYR9B!i0Y7zerI6__A#!eV1zJ}5hC3Pg4LuM^m|ZRPjG6sIfcoZZ@ymI z_P_y5rDL>7G^_LsG>49brYhy{R2RKWF)*n|1%#@9UF8;`A{dRciG~?$OEM*h*yd+b z-HLr_8E)jNbgktp$&3j;k~8kZD|BFOiMt^%kjXWN3&WIkJYs1RW6H&Z)7@Hs=!5W} z7e*!3y75{QNiJ4`b{%P50dLMHe60KBzjMZzSemO>r{F7+AIacPeH<t9t`fx)(1tDo z-cp%8$iCVu$Uy}<n)S=%MYDPe%S8IUup@{y{sX<FFCt+G9D2ZReU9zFS#yCXHSP{g z(5$borK2f00*H_?&OO3}t`k&5pL;{8RLR2F{Zra5!vOXVu+=YILk3~h&ss>dLo)KV zjXZ9g#LX$@guV`vE-X#P5Loye$drr<HCxR-6k}1JaWm+RjF*;{id&`z|0Uc~iGQ{a zOzgwfS~|jENdk|uF7wR+ku2DeAdbB&o|ueKM0Qy&;pe2i)EtS1gQK4-05<%K3j+n# zkjX;LZghnnS}Xej($Y-)m=@!qMaSH=L}L!*zM&tqAhh-SsXy4RTs;-$$XoskicQe1 z<p7h<QBZZ;7=+pzpnIq_oQKIGR}(#3lmqs}#F|48qcz&rvC$S$q4-VW{{hN8)VShl zjj3FZVfq>PUn%lB%<-vkM5)SfFHp?r&&edy2GhA<#zRS(Jrn{B$qzJ_%bI2iUQB{2 zhl4WeEGsj)VC0oA9W0KxH0y+7q@I%K(0xL8XLx(Tnu=Cta-iR*5(^Td^ODq6aR9@N z*fH*E0Cd#X@9d&MJteL<@H1<o6nxrIwi+RR9N{7{;@e)ae##ENG|wyx^^n51UB2~o zj8$efDpSZ0lXgL4ad0tkz^4BE1$O?LX?F_}d%_?=)%|lk=&%327+RZS3!z;*Tv0h+ z?=@{!W=5=4x};V7kQ%_9<vU4Mgesshtv)u=yE4|0?ej37o_bQvfXCAZ>^Hibe`<lb z4NFxY+CkORHNz#FD{h|e*?s|(-30%p<@t~S(m)@K95{Xz9wCNr@P%k{hjmauL8c!j zA{oY1vP83lhDZ0;nAaFKwbl<)rq_u;Kv~#70JBulr~g)|-pSB<2}sepq{$jt`vk#E zO+mbRBMFhUpgHQK?(ivbb!gUdR@2m=MRc*8SI|`X^Bsgpqpig^u*C^u(Qcy~V;_-X zH#^+y#yz3>rGQdCxA_DCTbYe>UpN<MB><&W3>%7fr{+%(2N)>uWlKTwv=0{)h0^xW zs?E2d{Dk(`*C6Xs_k^g2R@!vw$&3~_?^O>2*BAPnhgg5(_Y(1bK*|?dxvp<ta~C1z zaa26(R-vbwoa<QoTFq(c-N`73xhhm30)A>!x<oI9TaaxNja;#t!U0vuiTNESab|ge zt)?%9;|Z-8hGS#8e<3a#k?nxH;#%=UC5liK>KAld3Th4l0muujPQhAghob+`76YlB zX8c=jN3jvd41r`c$W2w&VfSLi)(n$?J!w^t8btNID#8N6B93;Kb%LguV2g?h1*~*v z#Ak3cOsNu&lFK7i(8Gs9y326JAA>f|2=;;mb-M@p<jT4dL@KF&n<RR~5XV^uq+wS5 zK5%3bCO%DOH64ObHR+NE_EtzY023MFDbK=on?jERWj2q8R`<khlm)~Es~0IS#Biji z=syI3zz{ChaD{<E<zjnkUBH$L1yu=R9_473yr`2P|DEj)I{@~*^d~zBcPVX_C)^<G z<*v@d_4ihFFG9$h^4A+Q+YL^?RaO3aJiaIrRtyR$Pbe4ICc-Gfi_RYq*lpw^WE8#0 zGEBjS1pf)_5Z_ND=m|za@AsVuC6W3~A5Y?M7|ZLHy1GqA#DR=Vu?q&?Ay#F<$K@9Q zPX>gIISCLp86I8;YQ)~zV5%fC>uI18WPG$1cxgzABAWT50Mdk$pz2NN>QHeUkh;%E zR$#@qfHzSE{~hjV-9X!qyj5PSgWWRo4V+zFK;*ZrO5H&Kw_|A9)fKQOcCYYPLNYVM zCQEXjQ{QnF_$WrdKAgDM#WP(Ck8>;3j3>23qI$9$!}?C`d>tD<GdTb|<+CSMrJ}1m zamPvK;*qXO0?e6yAi)EaS{r-oQe(&*`D(tqZBnYw96wRFB~2cG*iA5CzM~{tj3T1A z1!c5l3()q(7pOZ({V@N}@rxO|?ouX_%@7gd>Dd0wAVT&%N(OueKP_pA31|+lL=jEV z3AHusQ4y3yZ1MG+V`7I{1U|&^{>;VR-ihp^o_c|Hlo}kwdT!wI-9PFNrLpxBw{FqH zQZre@hp9bTwMUH$z|>jb!UbrjL0ks+ODiW6U7m@oKxhDq#^}iKjQ3xH{$)0YOUlXN za1C!2Itm@wYK@0v!PCj27qw~S%z~Ve{57}|cl3z~myD)Ba(lz%A3DQbKOA{<I7SHX zRqoJ-yng<#=La_CG#lO!x!+o%$@?vOV)B6zo5p!XzR)^N2Ehha+7RyV1%WaDp&>T) zFiDXGEcIgC?>ZULgK4^I%_fpLAMNLd)^PU6U?IaesD;NoaqNOrkhGtSX&^2*V{(hr z)-&-&^gZRB7tKN+^DUq=qodnmEn50l)BQ_?%swbb?U9JN`tFwTvLNGHiz&kKdKU?p zHuDu`AY3SoK56H?bGlXBzg8R|Ick=INFqE~ukBijyRT(Q%|Eh4)o@`2%S$TjN25<k zcQ^GQA7#9mhKxmj&%8;5RonvD7hu5Uw?8VpgFwAF5b7lKnem_vQr*(SmOl(%G*iXc zA?<fpgaL>D#290$3f;4%ZVThGxQ$8)$;}a_YE@*-4?L-<*_y~h+e$1NXGq3x`o9M( z*trTKeJpy&TF1IGeedTNg>zW6t>xd*t=pQFY4#<%y6uZ%e4Xp~ZHl=wd+{TH=kVF` zoBh&fCPLPA?&@lYLFWnDlqjFEtg>;9%4-b1(g*|XHo<*{NT#yOI$%vc9hFEMl~NCo z_n%-eDm35YLb8F@DwO>j-8Yu2&?tqW&Z_l0s%xyVR<7Zv!l(|g?o_k)*Hg=_J&co( zKk`cgR^=ds@U!BzZxJv`$krAQJ4jAq><crF_dZpt*VmpUPF!7^0^CP25yAWg>UU~b zFjGTZB;^kS-t1ca$U-$W#`p85RL5kJ9uaQ*LoWT!2|f*D<D6qPb)XyVx6kSKPS@3y zd(5e-mw+u2v2SB0fC`^=|6CjClhTcN9-3gF54Tc&q#(eo5kt_Z6!kt&{m+<8--A<g z!^||?)ET2NR?k&?A9ZGUKHCMksRwlu-?Gj0hZMt2Tr27@C?~Ca6Clo7{wGZW&P*6P zj9?U1dwI-Vp%lA-Wdw&I%uboCV3P+)whj)xLlsiYrR<mcTV7+R|Gyyu;5dVmx5t*- z_%9-a<swxM1<uAM-vc{x4o&S3hRYBa(TVCRjInpR*%MkTPR%1+>Hf_@{q`kN7SL3y z3eDudK8jHOy`8c#>!k|4kx2OT8|AgK4{^qdsy+N@vd^^fwUVp*@y~QofFZ#f7`7AI zVN{1BYPQ5SzkDb5cEjwsl5ue4C3_`Yzm}Qc-F9nnLVXss0-n;wt%gf3+~42fNV_l; zx3GqDae=Fk4##1gJEdtoGHm!droC%;LcS$>dX9giJCvq0gQj}t(oawQQpOsG>twhU zVE}0js9jXp*h$PcU}&B;q45$fSTU1ThD4uIlPXmQyLfm*V%5~+;7~h6-}$#as%ftO zHTHpJE=Gq>ZpRRRPuqji$?BH~n)h~7*#<~Bag1Iy%EhM9tLPFbdwo%9FK_XOWfG}A znvIylrTEt*>YpJxuBn-3^&p-t_sEYFjuknj?1Xfd&)-?i*^f|fc*vNL$dT1>cr;Kx z`Enlt-Q_Mmk@LtAS`m?RTWIlH*pQ}S==vq>%lml0Ky3jb&22wyct}o8%-`27krRoU zIyc8jE9Mf0vkAcX6i}2%paY!I{L{0gz@r{y*%|chGM+;>WPS|8qj_AUcS$!11W!|3 zvhO#KX%m&)N!q;MNRmx7W8BXWAB&=$|K`VO*6-T75;aO3)y=!^4#8T5@>=whV!zR5 zD+n2c5T)%s4i;^;e&R?I#c!r^`|v|>N3;ps%=!4L(1dmM05lCN91BIcHPbKCDE4$8 zl}T&<5~H;IvnY$BrVBpxd_jtAr4Vnw$g(rm_2JSeov|{had=Y}fe3ig%<VO>@g})o zqcVEgJ#*65kvLo1OSGdpKgg=abb9Kvw3H_<LBKpo`=qh**eppcu-!1x4k!%jCZ;n@ zZqg=794{_=J4igtI!-1Ra$f7DI3Eo&dbB?{!1lf^`mw~ypDJqi`2}o5n=<E37W0W% zshgm%Bn>IFoUontITiX5NTvm=2^`hMW%&W~nXLc3IKG;Y5GOBAmkoCXt4RA?!EHRz zRFDy3nHqm>gC7(z;XJa(Y0}!cM;E$6{EL&9%I6qx{kSzr<d<pNTYUBjbnlL76DRtS zCDrRxC4a`(_4Zz5Eo37JY(m7JoqS|K&zL31u;H#qhp=FQ^z11oMVpUj)!QKmqiuIR zJ37eM!N5BC+9r!E4055#FnEgDWZH&@$=fJxD!C<4;$?;|Rvy+^R2U1QBlI9zt^O{8 z_ml&K%jCKdDP5(riw7#!7!qgLQI#QxmkXb{yRjd4v|8ag1@M4+tIUSCb~?5c*4TRR zw28x3ijAHc8}X*qNdG08Y3660Hb&Cf6ibNu{>W~7vMMessQQB`CzcPFgRMprV~HaY zf7&s1?rzgQs-v7@j}wi$y>$O7J#zKWmYCHGM6-S-l();>qrkwIM$iA@{$q<6#Hvt? z-|9e}xX<S!`_cmos4UKe2w1L>x}~t+5V*k2in$8M%{sJh)$n29hvpW^fm}KP44Sst zt7kaZo_JwzZ>bCAIj!Hs@^h@c><p{u^h2JKM@kLpEOP%SFk6_66z%z`_A$BzqM9J4 zgV@xFSgckYh|Dwey3xT6KakW+HY)GK?lEccMyL@q{6Pki)P*7Qa?|-Nt6kSSV1sJ} z9zmu{1gZC#tYKn7=NRdX?bnvEBmT4Zm(?nv!RLCMuvlIRW^OI2RSrNVq%*Py0TvxS zV^voP9mLTimdUaR8J?(g8aNvT=_mA1U$eizRQ>o9KcgyFX{V}6Db1g<3XYC{u>!+8 zDk4&36jEAP|9Iw(8vNb0Wwkvoan$I=CG%VC!Dmn-S9`+SWp*WC8p@*PVEpvq^I6X` z^n5*!RQB)ZgA}GOH7etjmMM`Ps0rLn$D4Y;khJzPbu1y|z4U$ogAAvAx|L%|Aa#tK zaR(a14&G5fkMQ3E*(zI^wWCW1(&$b8a=v-2B-7!1t|1Gkzly70f1I+k81^646rl3@ zFP;nd)Th}AazZ%{Pbe8XEZ#FgYLRWIF7Kq?v(6Dwm>DKu<c(%2{tQ2K+vE3fpZ0s% zeL&!63&cv+0Au6$>G~ZM^|LE;2eRd*FwxQZRA+1HyW>{XDDh(b?DgLLd38A}rE{$` z$<k!HH-TNAFSuS)xKR5fV+eG&%hl7rJgx4#x;{hK4!zOfc9<@$s&qQL&AW6(SyFu- zOImhOf1UwInXOvP2>}>)NfK=QBF6QlSNqh$=5k|OMU4F}!wW^k6BhG1?X#j(-sDC1 z94Q!s>BpG|pyF7+(lYhiZ}l5i&vk(sTwg(auDC*r6P4yR)J%f&ae<NwwYCo@BsV{) zqC=|uIP;JP+@Ev{)Ku``Q;ku;!e$lUxK%%%=7?$il+Ds0Zu6Z6rWeWJu9EZd{B2sg zG`-A@vQ2l44j@#5xm5%Jky<)Ob;WE`mTi-qff%@_;qyjgN6iJje@Y*krcK0E^gt+n zktym_P|bZvGsg=CN(YItFb4W^#!dP|JJ~;ZNa~i4DizysHto2<ms6Klzo0oO#=0S^ zo_o6ltXR|vOHpZl<N@VkRWWzK_Z0F$3fny_9+LW{yDfjl%e8H3BIm@5O{T$XX1LKt zIO1u=%}~3wq(yqCQ~JPt056lNK6xrL0_D^wNE_1odc+m4<h)INHCl?g?+I6?ymA*^ ze#3Dh+3dY=-M$SE?4W|ftsDjM)`y;)Udn%OW>8hD*7oc5>zCMHbcPGaHwL}^8Q&}G ze5SQ{R(Us7yzK6OHKt$8)pvD&6txqS<%^S&bmJ&%*bPq8Cg`}Gjh1KdUo%J~$-PVX z9*sKJ8Odg+q4FlJb9!q3kCw-rdgBRSYL0@g1Dh}WnE3JrXn&13$47aAB-GiA96i*( zxpIx6cnrQembY~hEUj3=);s=JL(Am<Ha2Ks{4N}nj1CF{#mqDoOv}|j0rQQ$JwJ7@ z^{s6Qfe0sAY6OWd?#}4aaUR3;80251?1xL98qC1Psp4)#o3O-2@n&@JZV0o!zy)q@ zP%9)U{GRl`1w#SO%5_Q=OjaGL*#@Z=JE;p`AiM!r3R|${Yy12*x_iom@iBZkQM0R2 z_-U?7apHqrUYF^yyBdvf0uo9(b(M<$n^yw0*r$RrT7wpZ$iYZ;*zC<wksSEjm?+Dh zox2-&AT&jd4QEUS#p2aY^Oyes^tycT?}!ov^+~C_$alJqX@P483`I-bdaM5a@Q`k+ zk;f)K%^`f9_#OvkubRP+!zv$hX$bNYu}O|l(@Zl<A^n>QLAe?`gxU~?-!y#7&SO_D znE~Kg$ws!oS+*TKA*(o(tQjELK;+Fhrav1_;Wl9Cr_k>9BTPPej3!Tm3XF`eiVk)) z_@Kgfv5$1q$=oTeUIS6Ah3$Ouk)v|QUa4TPNw@qzh1;Dp1R9MF4l&ZFR%<{hlC=5C z*ET7y%s!vmT`8ut`-<3k@oX423UAm3XI&TRbmz{z$axF!+jJ8#Dcoa=OF~yXi=2Bo z{Kjt=?{zwRLjrI;kaZ@!AIG|p(1b({@_$n{212={DPwG~q&#M9u?g%Ud=rT!ur_rS zbocLIH)vQciH!2JTVG*y3F`57_7sl?xHiKFHu}Q(j+7X;WRHWIo3>@m<T?BhDJkb| z$NUgH3aox4?;4QAQZon=ssxhP(s9$kf*^{vNVqnWj!E%J)=HxV+LL)vx^K%KzhEK7 z(k=yFj&uK#h72Xsi*hxGwnpcK+LK}@l!F-KOTSIZTyKcKq8Z_6o->9xdx%tr_gQgu zw7}xVv}8@R4P_187YARE7o^}6^<NFd0^>ksm{S8eBOL3QUuh`z4V2H=F@BN}xR}1{ z&6ydkHSf-0#nS*$#k!s|Kvr#riJ#{O|9O1-X|0L`VK@#8Q+@%WThfKLDY;<58;W%G zj38DK5opI@zSmzb^<jn6s`h6{^L;ftH@I4URL9FY`u4fX!JB^~@Kb|gEK-e7OAW^n zG;iBwtWd^*vYM^L%fg3P2czc;HtZ#?Z7x(s7_jift-5`PZ|79a-ICRKVS8_lFp!b7 z@m$%oPYyjMpFG>C<XVg^J{n}OKI(R%@!a=X^kEDY?Ay-_QkDpXaXP?LEiY!$koTmp z)M6n5kiRD4g4`=ql2*KL^aQacdpLGnl{9pMw#rxkWH6vWC`;AV?<2K$JYi`@`0bnd z8S1FacRMwnWFo?x=7GOP+AbuMj_BbCaE4j2ovS07CD>P{(tOk!mjx4i2giJ_A|xa1 z5>P&2R05N4NW853)w*_-HR*O4J2FQ1K(pyI=zG!Ohe+lf!~7V=UN9wOa%U02F3xGL z7u&i3R(lwI&0A%R?xHb!a5u$DOt2qT;cbcOKNoGZ=w2z|+5K?O{RjBFZ6jDekvl`V zN)F1`wM1^^Y9a*>$bsIsBnQAYSl~Zc^s<g5eN3SMLF3_tuZG`_!U)~@__z**IJ!-4 zf((mF;+mDNh`iEGw+CEdf7EJz;!N!^Q2__9m3FAqme_37epKKb#+nv^NCQ)&ZKaUY z+^T!(MOGo&^jqCqhvh)gS!xMGEK{rMdF$P(qp~FfTDWSwT$Ns@fMKw^&Y>5-s)9Fa z)l<#K=;>>ast@}HF{bzt#4~L}tDx&H8*@;v(mtLoT}!3q*_};&OrbE}nPthW-`!w1 z?c8dhF9J<bq%32S_%7^gz%k{&B$FVw$ZB@)$L%$9|EMHOE;g^j>PdTI6@B{`F)D*P zTIjlJUeNCQFr5jp6^Pk3=RNomE2|DjOymye-N$qG0np18PW>t>{~MVCYBEJ{-v@pF z&2E5;2Og<a)!x-_!ZIN#^4Qs;(9$u4K>VcpjIn3lBJ;}OH>vH|dggo4_~p+2pFm@G z8J)-3NWoT-+v%`bE<M!QbL!ZLIGTyIBD9rQ61yH^#n`AUjqM`)d}}3(P8*K@hI=1L zMc!OuRXz!p8U97zxTuEt(XvYc521H_Ks<F{Y!24`3@k5xMyWofv_Ugbw~?}Her#6* z2<)<Y-rx@B9&%0EUCw8SoDPd@u)mmguzez5F@<u=IZ6vBVyQ07GA`3a|E~+TEt~L3 z%{$wle+#H?$8qRuwk_;I7$o7V48&#-h}Wbwr{F$m;DPU|_wDvu#Z&$3+-=J$xL2?@ z=^}e2hMq#%i_+KV4RiRW-o9804Uuw&5UPoTE1MuUi(wN%MMPP^J4COdv5l-j{Oe6e zNs62+gQDi61^dts#C4m{&4~SEd{PuJszR|R-SNG}*fZwP-@@^{_gfauI8f)|R|u)X z>~M-1YTorXXWoyq>_L7!Yq(4#kCDqWKw$s}`n+DE5cQX02&{OEIFJNQ{|$>yg>87M zGVUyqfrh5*bapFOub4Vasw$EtblB0j(OTGEtANyfq@<c{=SVz>r?&4Tj;5?txWyeI zkh0SnW^Rns!7#UH>9ryUAUR(4kV!;3(^6;)%YxDU(5i6gwoD`(2L^JLY#IR{BNs6M z2J@R{?)RA4z72b-Ve!U?y-8dx<Kag5qd6Tg5)0dt{_y3m%iSFpw)aBKpWCY2zyU^v z89z{?-YNl2wXUc(fjuIl20FR8ZY;p^a?!a{UA>G8yN2&4^SUs&YR0Mzv*ho}=-u&R z{pNvMJlVhdx2}44oZzSuwm3_M*@!%)|Hbrbxm#)opV0-Dw{VfrUiDou_aV+6+R?5O zc*qcN2tIF4*u(P_*dV6NS}+tMEGxxLkyJujY*SGfpCCHNS%0PY5uO#eonDh72%Gi@ zepmB#OKjr=Zy)RLBG%bmCdUpy8dQQvb)>&^^ICAhD8W`8X(?)>@_}(r2wn>zSPu#W zDsM-8M*j`^;~9()ZsR|1lmmM-;>^`Q+N?C>H_N-=Lj@q0FCr5x+eb>jEgHo>+Q#ml z6<yJP@&^JIaTN=Q$lCuVQkWe{jU~o-Ero{sK_H`WB5IiA&TGLixnTW9o)LR^XDDBL zl#V_b1Z$G?8^;M#twRYv#wiNoj_|Z<-zpDsdHhC&h-gZTqr{q0A|%ninJdFO7jcw= zY~z~<T;%??wIXb<IbXWacJM)GX@jGW3xFRP*<$m2)TaEvT~El5hKprd!mDM*QJX)% zjSXWC`{`D;Cqj(nmf=eBbQiPg-9eU`D_M^-3-bIY^8gYCToRLdK`TPP9G+L>49OE_ z0fx3um(-*eI{6!4ufs@I=;?LKRvqN40l;NORAt8+ixC^6YkcpPKYcAyR+2=HD$K!A zJr=pq^*Rn1$wll*FVZPs{vdGhLvqPHf}&L&`{5S5`xhesK!4nQu@3p?YpP}FH1!ZT zZR(O!UNfktdDSOF@Hfd`NPG07fnq#+ZOtn++~N8Ejqx$x9rq}>g&_nti9_n3VOi!W z1oqMB>-AAq8}4Eaj-<eUHiIBj#GgI~BYU#$D9#nPD9Zjv)t69R{SeT3yiQQ&VS4(X zdcm=pSJwt@aYw_NDY5bi_hU&)J$xr2o8MZ8$yIoU0UtchM$cj%hK2b{KTh;Adsv#< zATNlkJ&|vbX*6mg`I(J^t!PoQk$-mq&*{)j`ItliBN_n4R<=!)=w8jB=%IXHknR}W zW~i^0tsk-rP<N@wd*n|MI8ZS6R3W%Sk~N9yi7aRs@XMv`|BZxzMMLSsxx3#8FBon< z$$(sAkz)iprIR&>R@dN#VGrV>!-0LmgwWZ$btAN*%cbuFwTJmQ83Vxl3+AIGn&pP@ zVBak)ug5ue<tP<~X7H-mgpltfCzfbw`mA?n)!m94FxUHc90I6awk<9^LFIEbMz>OB zzAk17sZz9#`;RT*j-)}SYKb1q;oC=*{!;R7_WL}>IzYo1#s9BdV#J?f4%Sy9FJw|; z5&aFFkqYwFPcxEq;(!rJ)Sk3>7gQ5Og>wu(pOiJN3GArhGX?OD>;IUqzK3OzTpi<9 zNX{hqx1nImpHecdEY~$+*AYfR>u&+}TTivR$XL_4{QLfsRrJ#UM@PZe4>kdusTdaX zdQuDGhgFgXUM{{(vo9~%!g<|Xgk%x_`BDTXUvtV16B;rZ>Kl!4B}X!`xq@bS%F4$= zW|S{)+z<im7tp20?#>EgNFG5lU=xIMrj$gYJH-k=_({y!_EYC+fNG(G@+Y{<SB`1T ze^tQ&WNn@h1hXr%$l??l@zt`$S2LNArq2eWQ!~J+790sx!T?c+gLVTL0M1zw0W>VB zMgKs<pzoFJzM*b85cMbxWJpN{WB|V-7I>LJa@%teyOC1l548XCH^*9vPJkOft7zD8 z%lZE?85Qs4#%ZlCn8*=Q#yd7p!6f)GN6U18r|9t{lJuy%QNp_Z5pF@f<NoC7JcyBK z6;5^cF^B>xk@TZ;2{dX1u-@|9Ti;1{*m=+a6Iy*wYLnhobo8TTIfQbT#TEUweAa>g zjr6cLZo31X-C!7_iDlu8A^nFvyG^pDJ3ggMYC^t>MGMu+zS4Bp`K>X0o(IWUuZht8 z;4&a3)V&OAbZk?AlQ552B+Y#&*)~etQC491pD)MH4=oHhP-rv@6+x)F_I3ANDp`1g z0Z)8P=Trg!f@1aB=z`M3piTMvzUcF2lXLrY=~FcM{avXpS1N|;#l{IYn~3n=-TGf% zzu8FV8vFju;r;va`mz`G_Kn`xj9W_x1uy5n+w~pvZ2n$szTbR*4Vm2hd;ZG+k$t%7 z;Zh#?0#E1L!Q|g(s$H~$ocC~JRy#S1gOm8%uGhP!<{j$9O)9Z26-!Il3-rPqs!_WF z^#_>gOLVduv;mb^UX{c^IsEn5FSGl27>?RKzwSExZ#@PelV5<J4g(LLoF;>Js@9lh zY&J11tsh`!bX=f1c_-IF-|l%-R_xYYW~SP1K>~v}3OBQ*3ABekM0kft9`I!!N5()@ z?A^VHa}|K6xn+BkTrs%pTzL5pHsS9w+mMr=_^z_2#1cS*Et0`<C_`Qu`0(-@2v<q6 zZgBQQdie)?u+v^Ud<hMIeo8G4`2VQ-?s%&E_y0sGA)|=Qgk<kc$tFtKduN9n+bP-W zgg7>3m3_?Yy)upwj=lFW563vh?|pRN_vicjhX=>&yvB81&+B<zujBd7=ITZazWi92 zt|HrdR}FfvpoEpIB~3+<J7ax4CQPzThA!Oo_Ijjc4wq?s;OzREtP5CmQ+J;%qiKo! zG3@>AwU`diPj0te-FLQvo<RveJU8Tn-}8Ojg(O|Sj$6!SS~Kiw(oPo|^iu|Ef8DlK zbk{)UG~kUsH04$c<m^QwG=%QhXpPJ)?ygT1ocVjS?px@9ipjNhw810ly_K4*1za(a zNFV>1qiw5zMf#ty_$c#J1|wNc9vthHMRDktwB4u?W<?Sx#GPY1eBHUAzQ)3=UBWb8 z5*i}UCumqYXClHY)z6#-ZnSG%WXAPAH7M1+vrayNeC_VyJGx4h*g+r%y%xSEky*xm znn0)i;>Mhb?k$1zjOauy=rzVoiOkT~)-|c~MJm5e9%#Cc9Yi=mauad7W?e(y9XD)} z5e_kBt0>Y3MEnX^w<JE5e)vezl;#ifohUW_T8crq_uF029L}6lxRGd1hK9|t_$JE~ z<=~xeX}3@*qZbt+Mmp~6F)fL%W}f@Ey=H~ymM-%=<ZrucAAB4u=CUcNa!a6sGiTwu zbapZ)$Nr#xB>5%X5PEHfiM$vI9FY8VL%tHCSMgiw1GhNGn7i2gxTqeu<xJ{MZ<5We ze{(Q;M4eV%V_|O7mpBLfdAFpeQtQ(l1C7_=>wYurhW-q42L5Wv+pAK*8gA2-d{`wL zRE*12c?vwLHbQkr+=$v?cNJ%DG*qfNcl*O<qr?+Sz(kwpF#<W!4?oU`K|_L)%efK} zi=^}W29La?Q|0aV6SI#e!llf|-L>uFjx7@9AM<mI!jx~cCKuPQ-FSA>u;p;EZRrCS zqwjZy=~vbl8|0Oc&L>__44oSX+5S$Amq`(MUxJ9COyhvyAzkPU#&5)HmDtAY{_$<< zpVc33qY8Mxom2-LG?ff8f8-FAqtVFOq)ia3HOa%chOS-ws3l$DB@y-HB8@zLW8|WT zFwmOA31RsY!_}QKH*XCBe$O#clhw2@x3~kmOU<1Nm!?<84}?3y*8<CvYVZ_quJWpV z&=Y9QbyMoR8TEjAm24=2Zj|}i50U%YQ-*`JGtE3K!ww8`$ZFYxhE`15^kY8=!e$5; zC%Gm-zU_I$qWXXbLtVg=+{D`(U~b;&oe0rHZe#%4Ja1Ck5lS>VU6Pz`$3Vs_M;yfJ zl0nZVWiu#iKg4W6&95>8EC^XO?9<sl*`@i#=2&)vY^g_TXSb!0ynf%;l(mINy?ujp zU316X>rrj{3EkdksL__+L(5q}8>uIZO1yN^CawAdOYw06T?yN6OuNq@ZnR}1G@-~{ z%%H0^yfet!f_h_<jKxiQhg8gg+W3xP%Rx!23e8~IRBdg-*+~RWgyArt0Yb^*Eg_W0 zPOb9P(0?k^1LJWUnDb%DgKA!=72BZQ%%|!vFUZ3M&>;u?>X0>Q#b;jud>|5M<{rNm zTQ|!zd@E#txvMH<hcxKxn)~yTd1N}3wFeieq4^z6p~$vX?>0SIhyvv`xs=WhRtM@| z*J=Vp-^24GKCzv;b9An{GIi24D0oEVtey)wE;)<aIoK1tEcO}Gm@tNC&vPbuJgEs# zlV`UJW%9xmOJj)%NHJdZ4%jpEnuWZ7dF+@LwwISECEmNNGWRF+C<GePfXPhqc=hKn zRmc~uFb(DDvzbjXR&|xkRN;xXxcMSYMYhT#;xIsWZ%bUaU-~&jCvA*ewX-wfNBBDr zo%NV@x$`;d;e)!n87%VIk!z&u<7WFmSdntEYyP*D4?-e!`cy4_&<eMqAx3+2BfZy} zLwCo3<8TxHaTuT|V890)UYz+K!^Me9I18y3{`X`*x{1tnn9Q@`5}B-odo3FuarZh2 za9WS5?ti~D4Se8!*NPpF<dlwGw#L|5pVmavr+@_RKdu#$&74|DBFgc|G;r5?@SyBv z*?luRj4gW`?R#L9-o^yM>+J*X{1-#yguu{QV|~V!1DR8IW2uXBnWoGIm`p+KSjqkC zp5Kb^f0wRR)~Agbjmm+goL9=+>od*S)Ev{o_t2Km3b{azTe^L8`fVPV;7)7D-nL+J ziyiNkUSk0Xx%{6_f=^#9XSHtGy94X<?xigid)t?r1JefH<-@etaDs7TA&CfWjaEqL zlTS{-*oV6Vdx5~LIEuzvAv(o|?07G^b5PSc;~THa>jVsU%zCwgtrkD7t$w!3Z+!(( zHJ3Ye2t<_bAqa3DM{~2c^-g#s6}g*CY`n7U<Bw!Ia$?7unYRl}*evRG2u#3kI(mn{ z^uC!*wr1-)8aoAjT7fai4+%WQ_hrzygNlq8;N2#!8?ejT9K`^4S(brM=(sDzEb4J` zdR&!s7=Q5yME>e^VwW8h8~sop|45%UjN@I-r0=y#vA5&OFRN-d%0|A~@+5SSU@B$a z;(?5SP1{qIip?<{>M*8N_iN!xXR6Gm0%tQh>7~m!G>td8@#Qc=wRL)NlHm1WUgGu< zGi>Dfos5hzTEa>hM7bTiYy+yOkXZ9`^M^*O7y67jD`LYt{l;4O@R^*+GHdAl@9RW7 z^=Wz*fhCN8v_ib9fTcX{OUS{bcG<h_Qlf`Y>g)l=F?NB!C`ff_OCv^ddJJbLH(t$$ zfC@?AUrI;5*?A<Vxqr4~ZySOI6q4u|`sg#(2@6h}os(&Wtmw%$qH%Q@b67O>8TSPr zPHcR!ROO4j$2Y4L(!p#vAcA*VDMQG4%RW#Md+1FJNAMSL=|U2HZe)c_TZCsJiI0-% zs<=5|4}s?7BKI=u{1?MA-3Pzqh4dMNwu{!?Ak6lG*OZUV1G~n8?DIbpxB3^svD@Rm zr3w+>un%10<4^W$h^&+eIDe)U@?qr!@RA`GgjUFz!K3`o>4VveC>!>+m7Eor%sqGl zV5*mSIX$UV_HF~CPu4&?z|k3Y*bbv+#Pk{C<J&4_vM@v?BaA(S7B$nX4*4%ItpvO~ zh>H6y3OJQACI}y0My=98*@Lo!visNhmnvjvXyl~j^%-jj^|3<}OGcXEYeVj<fTxWT zT<9_WPS*-4z&EKeFs}e?1kxWqzpRkCW_bpakzf_8lzCT70W9<ZzJ=S9(!GRj7~@^` zw)YU(%wS`!TMIPOTDR~x!1|0lp+@X&dc4tr_x%$EfnaOPr_jRR!u1b=E>+z(JBi7# zM(|k#A`BcQ52Exe+!X6-pRelN2pswLzJu^|8`82du;gP_BP|&-V*0-N{(%qS{Zbi@ z?a~$k=OYDEH$|F+=hE`z`m}tkBN_UL<d%&LCPW53|Cd6N3HlrLfL684he<x!Vv&zE zC)w-DD0n9W?Drl@H@rxIHZ+Gf(SS7+E={NX{WEJfv_G^@)1^VvAmyvh_ISW^f+9tH zw?g9!dBS8%rNeNmg&5Pu&rFlf*Qi&b>1L_{`9GVdfc&4R?UwwoV%Dp0vS*>`6k(%X zn-h9P`Xj}l`Wifz7>DtUN2y6FViCxA%crF!o4xNTG$&WCB;;zjQ-x?`|D4q^6E+}X zdv4TZPCmIev!Nh<!hRM{qaQ^$-&p!w?pW<>hD!VvGG>FNy`jVbl}+i?2?dm*cSF}= zW@}V(^t*hR#~McSuYHo5s926M$J6U8eeUM1C9iZ)vG;Y(KF`4YcJ6aP+-<k$_R%pQ zR@wahkMXBm3m3!MidOmFmPKTyNp$9P;?KU^F*?haFh?UpUv58bjreSR<%9!yyqY|R z_<)=*=c9lwoWQE-w=+~cL)UTnN7U1-Nsqc1ykwVhyTkp5+7DwKjKbdnN}mx+9u>M2 zqklSal^K2v3MtEQclm8@H8dr8G-Mh|l|B_kPXtl)$AED37zm;5Gf;)vvTELRUZHsA z_8L#Oqk4p>1#6R3tD+e4&32_O8KAJK?}T1HFtlS84Oh5rbvNPpNyW~(o(|N|4+660 z6H0%+9)Evii;s>u4wYiT`{(=i0%8~tU|lL>>5In7GQ09vwa&@kp4(QxqeQ;o^|E=> z)?JHyMg6o~N$ai9W5=&^XA`A&7|cvTMmG&zCRbFryBh$}w)Q9|f*Fn5bUdBUpFSx- zRp^dUO^kp}5W~S7pDW!Tmxq(-$Un}1k<}?hxASO%_)0;t3ZrpC{iwbVu7CY&)3A&( z52$rmvje?lQsk=332hwL?smiwIs!_pbA~}2Xc&YMJiC`XwEWME2snK{=J!UpvdLHf z^z8tc&xkj{s~wS#kl+*1J%&%EIWfHI1~DdfmG&}(8?FmH?gux9za9VS!3q(pRKd*; zYiG9(6aF|CRq2H-hLQ3L=9Zcdkw{z957OzrE=bnS$Ga)k12U26c&*sT6yuQ0{gMrn zU4`K*5m~>*bmplnzf$Gt(rNfhKHA+nRIv9`$YwLV-Ir7J$!K4GIIS{Vm2q53<c<C2 zgi2j_tx<zOHXzTv-BV8alSeZ%YnS%Uq|?UHwI^ghXttE=&o&z9bl-d`*ocX0CFyY? zr{F5?38nfgV~JG)564$&--JD}F?i$Pt&wsVub$^s(CJsfzP_J~nb^#}KEkMcFqOw? zp06;Sb;eb6-)A#>?@BMY$Tc~-^E+NQ&7R93qO?;|Be{cGY+~8%B-J<0zAASY{a{n7 zLOh?M=h4>lKeS5UzyBj8s%7l5FldO^p>SJ+Ev=S0|5ctdTH*J^vh&I3Q$^6P)ov7G zcW=Qnnc3Su9FxYb_2PC75Nv<N=2g{K9e5O=G|8ha)BYy}^Tp1Jx^>246E?I&7g^>( z7D_<W6q1P;>w>OzAf0>E#An*${>rjX`m!12v(y73wutR&eZ9@^4V%ODFKSb`!PUiI z3_)b-e#Sa{Le{%BcAQqbyY%XuGws#f|0uKnl&aAD4tvu48eXl>LvsDmhO-o$xqMiU z;%uuyM(Zu!y4-Ca6&Z>scSxpp4Szcg)Oc%oW&^7?C_9*{D2zeHN0|Fdx!dj2m==3W zNzzhym8<X{GglV_a`54aEzEJ@H@Y9uobPpkt-{8+8pmnrv5s_S{_glGT)$Lg?3&vq zlDvPv6Mvml(5L(}%#ioRI4O>$q3wfBX620MU0VHKq+)aR(UV1K_uW2bQlS7jXTtPZ zfxd1)vUkt5isj|0LtCgcn;rhF?7oV#F{I$9P1F7poM*|F>pw_l@cO!=urkEqfShwJ z_wXLkh`D``6HezrLM3=yaDJjQ3dCk8rH0GNzA*t9T!^b@2>3YWT~m5MpH%<NZ@=}e z29946DQ=OgFiX}D4d<$$QGLwmt9vhQ(fFe4&Q<{b!#ce%J|so5)IyvPIbY1%ay`4U zy($OLh@JEuH(I5D@WwIJ_f+e@FtT41^Ok+O>6+`_c(#o_UeH;siWq1;ek=U7eL<~) zPQzanbQPz=?8m{CU5-@D9|xt~dyHZ?y|M`>IpL`@hx@@80^Qew$at>q2wHoo!{3La zv}@-7$}?}PfC!^reaXc8k-zG=ZjwE+DMfxPwW_xB;Y8M~tl&pi7zwi?<-^jzoumz} zom#}$zp&8WEHmuO2AUETKbA?j=YKf~UuAh9;(l6S*=PJmp|odSW!P62#4IL`*G-(I zOGy9S$^xrsi`7sDBzrR&6H~IDDt{dC-PT$i+bSsE`tmmN%ys*K`Y#?GN$A%)q~{vF z05t`!-){cxp0jqif2D~&4V715ty!sK7NHh%&$p(pt>4p^+&&017Zs7%`XZ=lzZFHs zvBD`{;sZ8oxA%VYA9CXDnx4+3SK;}6SalRko9}lvth<g}np%(hY|M{Q)_ns!6;tKu zY%Z<B?-LYWMSIBG$pv?X^5<7d${=R;?Qms^Rn3}j1#P0*q|R(BOTSeq7seJcYMAT@ z+)%c0y8$ms%RGIQYpu^Joljc7x%*yx15j)oRT=pc858$Q&p^T`Fke}uFYZ`KTd%xN zfuX=suCI%mj2Y#F$Jz5?cs@gzkbnL^N6;-FmpA(O<WpHowSFX{Waos#P6M@ZBW}hR z5ERdMyOP3?*SHdQ=PQx2{sp^_@s{@{m3IMTz{(Q~jpjkFo^_y^k~De2EZo*9h4#+1 zuJ-ZQ(u@CNPVai#!60T!XFn+1{90nI!(Jg9plYmTZ0j<xtY!R`@0v7VmF2J%gd0tT zZp-!?n?WIPNpTD<sOiA5lewv&%0Bpw^065jvGoH0qo2T&FPx0;(dGsG<f6LOE#j{7 z2|wSUv;QNJn7dbRPdYN+B3Dul>MgaUlBD0o=U^ieO`JRV9<a-stBjVoIc4!`<;nc- zZ(10Zl(^55ukxS6`cvu7_n{bq@nu#d`SUoM%TUr%+R3jW)v3;pepL4Tqa+(9X&Btk zVQ{_kWY|CDX;fTSQE7%xZbj71D;)D{$y6}@APk99EbRpJUZ%4o{Okbf=PPmK><Q*7 zn^a`XO*`4GsOL7Drw22!MK#DH+zXH~W9`;sq~Q;hT~io`WVC_%U0JIC9CwIjfQ6>@ z$tUA6o96s8&r}F*=GHsb;OtiE3_nhbmm?)P)sJgeQ_GCFs<!V5(E)neW#k6>SC0S? z7j<vso^BqsR?t{y5dFfyRF|covz=V9yi}#?`@}9UXnBTNB=L^!FAmvhwo!9OKp9&O zP^q4VnmXC1Ggsr`*yaX4a{BExUCop|Iao9{S0z(S`a6l>?CeRi28)HDZRPoUpZKN9 zcKRqI=_~Z&x3AQLRO1B;<_4;=B3*;58&RazK9LWqR<xyune6g9sM1yDENDu16C!Hf zr0iAyCvP2pKIv;UPc~PdPEqRLgLeBu?`$>rl(TI?So%#@<u7+HKzs5rDPy>r>@<$V zeTP`5`X|_w?Vs}U2@3O_tY4MrB4?n&P~Gp<X#X=NBI4t)3;%*2)W)L}bfTUHy5H|s zZ!4<M{X6c|CF6B#&>`yUz}QLomy^oT`;7R2EUX<=y5O#bk|dfJI?%zaJKjjs|9;E- zUw(VUOz!R&T<otLLhGv6<x^_Cyom@QYak%v4QWo_X1B;?q(|n@k^KtNuiQ)&+N6f3 zV3`Fo_Nfo|It-RXC|z$C{vt|DaJ~?5B<ZXG2?HT%47e&3#%8|-y6w-$IT>x)=62L& zu~6A}rF;uAe){>vN1GE=yvZU+Pf@IyN_fJe1A2DtI-qRa8EIMNz0F;%LefK98gdj_ z<EoSKmsVht7wJ5H^phE~qIv3X3oNgaX((R&o*1D!Q+q4Zos<NdbiPf@#34>STVb;W z$mRYt`UfP3s2pFY?^WT=fO7+7*@s{YM)ydUhr}jEsC_JTV+(%XbAl@0R8@)3wsvYG z=sVg{UI!5JD*kUS`X`ZYWm>$SX=8lNlJp*r`i9xwU{TJTyVsN=kY+VQRlXQ;SyZ=p zWoT+0+`vkyUm1{(D1QM(8OLMTQLTRoEp!^Iuv)M9eF-SHJ<}eO47_$b^xCakB!i#u zc%$d=>ZI~J+KZ}1nlH*7;DgKCBhaT%$vVwesTgQ>8*1peB{|4q>H&Lb=Sp$*{Dv}O z+!q{%%d%}8#aS!KjP7wt?=j21KknxEa=9Qt^Whzw(<jqmX_}q2{LqT}J%iAS1NqT! zg6}60p?rM|`QxO;Lx|EzZnMTSbhUka2+@H2bW&hJVLvg$9gc$6=9Nq<-pB5C6N%2| z1zDu*!gfu%WI6|mQRZVh)t>efTa++kzfA*TQFhmzlzbDSB*panKntS}ts!Q=-o-oD zy$CBrwiZY=DL;+QXXtCW(~A&<X?&QUjxe|p=^%d2hel7XY9s_1_7zi8zfw!hcUu@s zHYU{Gx^d%VuLxPLp3Yt}Z21wg!)rs3PGU+AJnmFxx7(W3yoakXp#B_PUAOXN-$#{t zOB79=6~zAgPVtG3wyZwLa_W}KdJ;spRWz<7$*KAS@2WZVB*^nAa;pk{BjAmR!fy3j zN})7OkW<=t+ToW?hRhqy`TaVTPQZMVqT5kf`en!3k1Ow9+*dfBSkN_anpj@n7v}>e z6o9)1qm2uGHsrE4cChNL`S(%4JjgUB)EuqMIpt=D2G(}u?X6k9M7`{WFHG4$jaz2? zfTukKo)y5)>OMfjh>Z$=`ed-Ot5~;jj_k>RZk|L`yk&B<=?h0>!q&`4I-_Qsc`K3o z;Rx<VU#`#h3kE-O3WTd)!%WBevMHOmPvK|2r+bNcbwLD+|4yX;t|^8L@tf6TQoQq2 z;=f_Bt|JDGimk+J-1(I}t~$cz3D!ESU#5nQ5=YbuvZ6OB?S9=P)w0tVyRmvIXWrwe z9(uk%xmxO<sEXpX8yH+;wj{_S+IZ=(@~+K9b`ms1a>s5x@?C&n?-3=)-Uy#AIVQdR zBw*T)6ti3fw=DDUOz@KsAV-n#o!Y=z^3q-1*B(bo*=Tn}mPCUWr@xV&h-R`-{K;`f z+WKuhNCsi#kkDB%N)4P0qvx}}HWZZ<#-&1Op779uU#jBnZ{Yqe*{M{*9rE$7juI8* z`$G$EiNiRlnCDxG+$AfwAl6IymwSNQ=v+kFuEGnSONYBwsGXg<&%99{jfHfHS;#pd zSmBxon<NQq9KBYjD%e>O25~Zdgn-Q6+fl{(z_Q!)=|Q#P=kHUl6*pJo^QQuL*ozN} zY^*yXVKMSPx`oXw?@idX>ZL$#vq=y1K_|@EQQ0m<HB+mP1s>X^;nY;~-w_i>7Y%Sn z`|`ZiW5Pta7P1wFWa)qI2=AcV@uEqN*)i_RQ&IoxrvfNauX^sj0pm(>acc1Rx~)nv z^zA)X@oJjLxHj{}vC)j=Vi>Jt%jcX71<A0EO2ae)Z_JkK`s<@r?*eh$(}Ir=niRA! z$tn0w7PL_r7Lw?n5f9Cn_Ye}4HY~GqlOyRKpSdv`_WY3!wG#KSQN`E0yJm31jwD7} zyT?LRvYU$GM7j2N$>%rESG`K&m6x6>wh{`Ni?^Ie2{F$$CRw+tH3ne4pym6}YbMHm zYWvZY{A|RLc#ND`n;3`!71(U#TZC`NR)$l+CIMa8fG=(Ws$eNSF32;^bu0>C4B|!k z^V5B82K;snI4#@K&%K8Y4b+?LzVjm<o->YWNa2jW?ahm92RYMVB2OtHFKf>qUBQ)5 zb?#|d(9JjXt`#Yy(oUdPjl$NJbRo#zU%Zvcj(=+VM>9}CFzfnVmQ{uD#2+2;e?6~X zj#FJ$#m`P>x=FynneXN&#mKJT7U54OgY(5d(Kd%~h`Wevo+AZs_fR6_5~<a-_Xu!7 zr<PZi<e5E*^e7eV9Y}vHnxI(Oc&w#ww5~fW<yq9CM*d4I&7MezCPFjF&!yJr$jN)? zU$p6WM@x)TYi0It_}CcOye{nxX;+UQo-8_hXv$oXz^dP>%3z*&`$P0V(J%0(GRE$v zo{19>#v^~Y<u;Y=UiteK#q+hp^O^}O)tAUp@BN5FJCGTeRKcfo%SJyGI0Y=<Vf3)k zv*@$6pUnU1@~Qs3-*voz3QZ%QbmMnB^q`(Wc1Fns)j?y$1<!=|N=l7={_8y-Rof6K zl0y-!DJydRaUL6cf|wKY(KYUHx~cxV{14%W?TD0~AvG3yb56^P1cBc;<XR`DRu|o8 zy#HbGP@g37jMwHXu8_5bg7ou;AC@7hyN+)S8rb<9iM58}q^*ctn*ub?v)DpQ8#K%( zXAHlI^w49G$_*^OayAsvB0S8OKA$+8Ji8VtdTAqF-`X%EGDb%R=`(KZ_mW0|OsO1i zb7e=*az!~{-Ulu;`<-mLCic4bOEB9d*a=keFQ`ZSmQ_v6EuZNMPMcHL80~7-`z^t2 zqgFIXfD8rKJKHNafM+SNAqkz8f?8TdZ#DMt-S`t)gbI3FZ@?pOX*n|=;ArEt?QqS0 zX;x&yf#^X#?wzz15%gkO1Fz5)`Y*I5qozntx<^0e?L@p1$xM{|SqSP?)>@R%L#u%U z;shQ^k5eBA5^`AUNP!{~esqo^9g=S^C4$dJs|$kN!0$@Wss$_r#hLDDt)!YAT3n}R zuY1v+jYNL8LhdH!%jvz-iDT!uefRT@o$Pu1fAP#_HT<4%G--uY_GTDU2#38aA$qJ< zXt+P(p?NNRidV;uAU$`Upq<=&1jcr9!6~`5uY#Ba68ff(^%#pzE27V~cSSyZI$VF+ zE<#Wg67MU@M2A@BKZ1@>kFq}u=ld)I>f^R^9Ti9Z9eBr^q`$xuYV~dMoa%Yv!s;E% z(+c5VG89Y`l}=V|cWQlC`cuk++%{X(M$3~oIPGQxE4M}x$L-Dmd>vBUM9aVYE|_5} z#l-N&z=>tA?a-&kjLZ&W1ps?IpO^^|(@~4shveH<XS9N$Kz=<rJdRQYd||q<IBdpz z^h=`Y%ax?q#O45y_=;-qHJ3nNN`4f5K{l!8n^A`GrzP(`lXn)8DjXn6d;and6DA5w zazkg<IKx++@B{tRn|P?SMjZXOa^*W?Sk$swLhJCCxR9fLKFnPCy0!h}@?Y%9!4P^# zu|%%EO+Fb)aSDC3n*`YsMr_jaVVJdpvh1X+h(IqRG#eV$@%ht@|CjO-b|Tc_t3!nL zf6^8m`l{qzs2X6IrTO_JrcQr@3pLjFA(T~J3qkC1KKGI)`o<5KWmRq))@#Rm<G5f& z<u?PZS8dt6y&9Ej5{_`jr&?!HN$(b9t-XIpeeWLiWOLD``J4T+AF3{O)s^h`X3?Ea zsXcxPJ5y%x7HTW?ofhOfzOY1EmyWdd?IM`~Y~oY4g;|>tJ!rq)6Q)F8+m;sC8Gr5^ zxUc~RDB8V#SL?RU0vz+xYQ5wN59=UiY87Slw!>BG8n)g(P7tK!=P<=bJpBBKKdIjv zI3Q?A6%Z&;!Qdy*^Qk20Y)IJgp@o_<=zRBRd93#6C1#<Tpw?%lNa%|dN5f&x>YT@> zo42sCM7UjUsvi|L4gK8a+CSaVFbw?Vsm|U1ju`h@B`dG^gq7?hy3h5#mPWXtxSf$# zl`1{hY;c^Q9cByRtUV*cW}zVi*R?YXJE0woFEx*-2TLKpW1U#=?q-R$W!6(a96Cs5 z6X=a2N56kAEv*fYk8=te8U6=r84l?T4)wJ4-uS9>uRu~YKmXLK6=jQZ&(?Q+pyACc zlr_d7{jGV}68UGi!iOjoHyh>vHTL4e!tG~Zt4pU-N!>eCVqep_PeK=x$U)+$H4p7P z!3>w_jv#?LT&g5cL&2xQv(gQOpob!sI_2->`v7}QTuE~SKKYt8mYy%zO{NWs8PkF< zK-`y=yxl0%jO`U6)_bEIA9#4sJPTO7l@7PIw?$IIW`X=yGXB1FEXCE5==Qu2*(YK_ zE5q*6NlA9mnQ!eyKr&+l)?5}d@X;QQh@Bo?Kzu#p=r?_Nd;^I!&sLhu%CFd<dV&5C zzVk~$F%xC9+I?t=I}oKRSf*cFHq%LfOmwPO5+nqeWx;4bu0`wFe)6h|U-61Uo=T}z zM&DVr-bOq^AEfS8Un4g2bAjxN2Vd0*&pTi+Yw3L@wWWDN6Ue_DK|=yQQbwON1}`qH zPLIRu;Y>eo_AEyZuM!|XM0rbKhH3geAVg!{Qi51I`+a4+1p1Dw_VRek)l=8?SWKNw z;MQ?UzMzP!4truo?JBr4y?(gCr>Lpu2mfI;$7SCvYe~xHDMB<Kji~J5HpSW|PB6Gn zboU!oogFnld^Hhr)AI13_sC#fatI58%oP%@HUqaFmjt@^l@znj-pkB3^t+99L7V2v z*KS;W7USlNwnY7$>2y;QUwyLO?|7SH!N_V#aP&h1o7TZ6&hE)+8uCL#r7-`eYuJIL zPKO}hY(eBp=OQg@n!Jd|IN<tO*P;WzR--WZp$V2kLCw<kgmA@6LOm-a*_pRz8-}^m z1F_WwVQi!{q+gEuD``sph^Tc7C6iZ9=*wM$b#lh|`Z@q0D&Epim0RtGKjIKiQUF)Z z4eTQ-hq+C$wUlbv_fBv7B(VAZ$yS(tQEhedta)&-V^004!QD}f$fE?o5Mn%v!B6?o zQ^N}vTaw6s@=}lM$d)xY5p2GD(%wt)dMf|Uv|F~ex;Lttt{|I2dxDzd05^QQN4v9j zdhuf9=^Wy!1j85zc`gT!b$xptF=tSCAtLoa_K-BRAlr-Uj`vaZ^~pY;VnLU8udJwa zzUmqko|MZ+!ECCG0T?TEWrK_h81<XVd=4vftw=(LYNHRmQ}W*z9e52%ss09#Y<)!Y z-77~^q-?cZ$)WJ-Q;&ZzWz`^N;!-t(7<!3GqxigaG~2qCPIQaDoQ{Lr4~2OoNp!25 zYF30@BmT|12NM&$WowUT`EW1M1P}3A__umEbeg#MBkETIp;j*bVtv2gbA>=8>te!T zmRB_sYq*bj+@dOlr)6GdhJP>XXNdp!ITQP?NA3@D<mA?z*Ile%SDC-^z7b#6V{!!X zEa?2pno~LUUy8>t>nv%Chp~yGID)!hnahjAEwy`kt{znt@H=XAousUtd<D<Z&rFo; zfQO$SxsgFaiZZQsn`Zogd57JnRv!@^3&K6rk!^<cZ1t;05>~>=7V|=PM%CChs|!fq zY%L}%O^asKY>0Qn`&Q>@8sZP_SVU_#`1pR7Yj9C7*`1I&+g3AjFT+&rs`36%`o44Y z5^2|8kW_!IEqO%W1YR^w-kGzsd2r9Jh1;a@T#e#Hx#Mwh$s64M?cTDvxDKPyu(O`k z<*`@j-@=t8jGpPe)ExfTCt;h(sj~I#$p0OZ<=31olj!2!I^XeGGuLz+pEI)~`qwt6 zn})?UP7&(2*?%gij#2{x3*q0FML>5(HU5ESaor_$ei%J}aj;dil%K2btVeeHyB%a1 z{`_2tdq-~NIEGoY!=g_Hsg7v>VTHDe6utqRFE$o|^L+=uCe#NnT(_{dO1tqH)Vw_# zyG2FGf@FvzD#%*eE@!zl|EbWT-qG<6c>#jDHc9ouFti@KNmP8@__-3XXNw0>3|+6% zQ*Xg}o}PhXcgN5swHsch*Tks`YY^wzx=T{@5jwoa<H!sC6I9}&=~YbwEP48%WtA+c zos`0xTp&s+h}nBgZ(@*>ql7VWaw;hp9xFAU{PwuD9$$VYnzgg_s%&#F?b_4|bG_ZS zaI2=8T7iBfre6Ffs<Q0u4C2dzL6+w_q@=z4B2#aF*5|PN3Z!D?8rq_k05vq(68aV0 zFOg3l9LFAQj7N!ax+I5F=0|+x0)cH<ypwK;mndwTL%Jq*u>=M{H(($S*8}7QyRCw; zqKYc9J(M8|V`2oRak~zAzbCcRtmhRo-I%~^hi)n@+1nmC>zMV4E5E`EH44w=Y^TOf z(4VONiO>@~)!GG`yzVyr2j(&L9_j8<Y=(8a-`F@|7EhiEr$=9|xCTl}wtFw5fit;d z{oLvtmQ&r+`WE?^>R7>wF&@gxGH$$s>W|SVy~xTbZ)=c%u6b^`?jefdnrZRqPQX{W zQ!?AD6*HsmFIXp{HEE8Vxkg^+{w}&x%Uqd6&(Y5;kj+Yw-kUF4b>t~oiJZ4t2cH4< z3#Kv}?%f<x-4(mXo6f<PAN~o<jPf#%P(pV+h%M<OWgUys8y-*2NTeb%SQx2qPD$Ot zy6Utq5jH-+T`#0#<t|M7wHI%h?R+V=eNMMJ^g7qVd(|kvBt|Pu<;V!>hbx}r&GX~v zSxUIevmChQ6c6Tn5wKzYMA_r;I)Md8`XrlS@e%u9ly9k`*g-BK#fgY7DGH86>;Zwa zicSQeORCLKvI6$9Y;5O+HN0+=wK<IQC9}S#d#i;&1y#}b`+l>;DBfl%DswWep@*K+ zqhDCt5cvFq7DvV>!or)sldqh7wUmm@S+Gp7;2w7~eBTIp!L);mm)_EVuqjNI2G>hf zf;s!j$n<%Meybg=NbDg>gLC1hi|%|2PV$j?v*tq?_G=LgE3ryw*FP@{bhzWT9^6AF zZ>pIxTN(@5b>&*y3qxxV`}IQm|N0IonBQqYcXjl=l-^g*W_wlsUF*sf3=fMuCVagV z7GDb1uuY565kQ9l9;baZpZW=QzWf*2x>N-~q{yzsezN+|ynQLVGNXUo7gH~LbdWft z-0x`97NU+UKIpeNN{?Rr2GCdI=8$whR;C8AxAM@K0S=JoT4J~r=rX2vgnKj30$dGe zw^uYeR2~)<4GG-}r)g`Cer~<-&VC$VlE&C^9@P4LfB@B(bIuyRWvx;SYizUr2{55o zIwgXd#%TP`GeQe<=6KNnDG-vZ4N)p>Wka(Gne7fKUNd|t?=uo5RR@anHbj}tsrPSJ z?E!bN;l6;Hd?dhK3yOs)0z{mVWCbB~f7>p=7Q^iZfWB0l3x^*?e^qZ&Itq}4SL;Ui z`_7p9Id7eMNyR4(k@uX$LsC(^5KeCoy;J(eSW;t2#YKZWI|WvScT0q^#XEMPi$r`8 z-BQ2Co+3jGXOTA;Uap5)PXB^P?i&aIF3twfWMGLGiA+>`tc&rHOagt^PvPy`mrK>i zIJ8X=uL<*V-Wc`1AvMOwjkt@z1enV8Wqu8D7Iv6X`o*?BP@n;yy!$jGH0-T=vE3Le zXj00(jUuS6+uYpovrUUb`0vy}3`@s)dDL(HJE3&7^!f(auFDY<mY!Xv-N~0(zpC1p zWH{Ua*a3+yDt7%=_!DXJ7-`qwbx4QsOuaWg!+s8sYjLVQO|}gW7h5&e<NK)Fi|tl( zaF6|-8F;C-W8JM}jopXRGx$Z~un0;Ff=V6zKR*Nhg_gEufQNGDKB}8#v*N+Ad#RZ; z63Hn3#3iDl{L$r5lG066({=_L<b@T9-)A?=kppbW97_s*AGF*b@DnF^)7&u{1j9%> zt81hED$ft4cDx+BQ*RgQZr?8vk)|<5UK9=eXl{1-%V}ce{NAtjrb-r!TcmMYjn7cx zg0<*I#_IFhZD+O2@~Jw$mjw&NN^G@!pVy=D?l6G=)7=H|=5@o0`A^-0i!I(+zFKg9 zXP%dI&&;tKxzJ;HXVzefvQA%B?{+#0=wEm{r;s8h0g!PIRxZN?Ta{+E_ZXC;+qZYR zd@XmZC&f1p1Buv9sXvr?)jOGtNOvPI#=~{ZCogLBpJEOFXtuk?4c6uE!u+GLy+>8_ zunK`${oO1!6RK+(ZP^glM(pZwBm9g9cU&jbciic_sM=a}c4z#*88NIRvAr!ROi+Ex zYNu(oT3n0rsF|nr0Wy{<szuqWZ1MMpn--g)zFpe0eepXRW?0vu9~!+p29oK<_Bzms zii7Wj5XT{7fsEmSW)=7DYUr9^F39TIB7A8&o3dWSu-s=3O(q5Y7k`64LoMC)Y!86` zTD}|8Zl=F7S-fcRq<g$!7;8T;cC*oH_jQy8TQ7zr_+d+;2QU@T(_6$8ZhT*I|1z9K zUrM;&yWKM`*Kh$N8%?XuGRO?PvZ|9R!o-KD8{Qzuoo;M;Cw*&q1MPtptV9l<aqM8Q zS;MJrmUdI6FLX?k7m#jN_mSi5z#KXrlvFLu*w#+RnEQ^F%vQl}Y>Lp=S~%rw9SZ+# zWXH<UIdyLu$dq-vU-TYm5}u7!-y5@c+jnf_hcUKS*KHRCyRsG8B@04QR~KN52Ks%j z)mXaFk!zkrbrfnq<gzUt)(g0mq^(!7*NYyb6HB1#+>h2p`O}Z;l%5_Vx=$DX$B7J$ zXDRKDBi|K|!NSLUC5>mH#yh9V-ma@vRoP#!UgC+Lg;4m&Uo?1Jp&Hiy#l&$J4LW7r zgsLm#E5SE#!AlU@ol`|`;X4#1(}d>0Yps3O=J?|G*AUUt6y|r``F=3Lumg=nh2Qqa z2|mu37+R@aF;&0iJSDxJDsB_&u5T=C5=_;RqGa0lNJSWyJLA#`v~>*7%Ky@t`}N_j zHbt}!7DuyntMs6d1c01uCQ6UyB*H(YUW~R^_pUj;CdUknZFiZZgm?J)6m7)UYyjXU zcM<tJ5MCuewUw;yZJmy{_0}_O>JLU2Ek{vcW#pk`Wn3AQ>Jcf&^#N$Lo|6FXcJ#18 z>MDh6V+5rrZMqbPzkI}_^NMnm$FSCsm$mfF;8`_Ov-Nd}z^rx+%ct&Vp(W5=M+qJO zxj6SpO5Kcl-^#7<YRA;f@WGkQ^PCxY`B5;3PFv2>VT0gZ@4NQy^YS}5FbwNvQAee( z{L4)sC6;zIPED^%>MR*=<7-Bhlq<OK?jD829RwS0yxVDyFqwmKS#`UBmF&9QZR~Fx zMM4Zevp1RdG#Cu$ZIiD9!)rDE>{!_RqW{z7^S%BN|L&@h24rR+R(02`TTDl#8frmw z^f_YL=yfT^o4eb5*s<}?*!mSQ%BRsU?V{AOrkD{7KaAgq<)KqStMw9uPp!a{b(EYA zHcEoV#X6)cLb<oUkZ|l%V|c?Qux$%0sq$RwGqE7@9tZKIa|jSOBF^jmcNkE_-pt(b zB{5d}hbo`9mYU4OMWZAadN%%Zy)#dhZL-vnLeIVs@F=V{hN(7bQA%fN95ap%B2+SG zwq$u_`&*f#%*+?riwC6s;9SddY#`ssr<u-fOHyud<x5Ad5R)nrJB~m1uTOW_Ij*5% zXLC=}z-93;9Z|}xK6>_HVgNB{^CB%wP6`_%tY$jt`mGPNSy7=2#y|=<)}ePlLuPr^ zhsJ%~<F$LR$QQrIO)tJ^{%<}l?PB*@^(+-Ib6K;HqPnYF8BDdcs0{D2WmU(hQQT6J zs02G`72ij^fqB3%#R>E__LH^VHc^Mz_}9Lx!4KBSJZhg4i%<Mybp$rApM`pBwl?^` zDabjPGT0cBU@Gw~V{Q9DGqC9dpt8qPijxCigXtlrzK$<Z6(iI-$kjr>LgQ0(*bQ`_ z7@=vEXx+k2Y2Py;EwgH=J(%nH0?aZ!ihslD)Bq-&-ZRSauCv<S3je;*dh=N_c_vUn zs%qI&Jnt%cbjy@8a&ELFhsk?Fr*3Ki!Kvc`^l^p-3o`+5q}mf+4YD$iS$S1Gg!yJ$ zn})nd%oY!GFEin`Xnv$c2H7$W|72g$l(c#29E=Co7py!vTV?~UF<6-{Rydy2bOu;C z2lUe<0cp+}QnXhy>&_JXOQ&|!Rb^$k?B-xclYbLWl%d(o#y@p*YQ%A}Yk4B@74^M? zRIKc6o4Zjmb5t%i9hZXKT&Ljk=9sbAvUWpqebQ>cp8$fA!nOlkx&Vcd{8?dQ*7)xi zWr)G={O$^pjO8j;L9oHPH#fbR?4Tu#)lN}@$fx!kn<uf;vq<lMEy=gQ-TydP7nW`M z*yYQK#Uc02i!{QsX{6PH4J9fOfoY$&ypXc%nzrCzik3n@q{;n11N$D&nzR|Ga4v*C zMs-j4=mBp$L$ve>AypzIparl-Pa78T(p&kCoMPyazU)K=yuZa1cFLXJCpIq`!=>yl z(cb*KZx%d|=l0_HgpqLvvX3>AUVuk%YyT*{KwfC)62XeP)EXnOJM?k;aX@EmOHr@A zWjxv4)L3RNci<N!nMbJI$XrZPkm!>H#TY=+I_Y3C|CLju#)GwHmHPv8zNB#<DRHHl zy{oh*bS>Z6EADB3wSpa8gIQPVECPKrZF{GQU~%iw6TnB?+z<M9U;`<>!7!S32McNL zo|t-9;ddZI61%bHoF&#K>TOYi{By-J%&K2D7Nk~tkFeZSx)Ie`U`mWodiMK_7a-pk zh=`ei5=sSVvlbWI)k_Jm-n%FmKe+b_V<v&(i)!zFy`7&?78Np+!H)v8E{F>T?WMMR zZf}%jGz@MuGc@pOU+4_)w)0d*uU5-il(f6?Su3kFhMeyMW8<v1U133oE^m5Sdm5g` zQ?Bld!D-R9L9nV^0hB==Mj4W-Q<t=eU|R8_(?@s0nqUB5h&bMOzVRzt0L2(9WOvEp zso1w|91~c3v-N@QFK;CdX1e4?;yx4}$mE3(;=HUgrK3_(!Z%GCOWRMay&Myhy4lb9 z96eW}td1IwPk~F2hn^FYYW9k0`g*96qmQTZPDh+1wcrDRpH{@{;#WLVcWGpL*i(7* zqtRN#u1lqe72obr*Bi419Ry&Df~@@9PywCiHz<C_IwOT$hJg?i<Xh;(CMiFkRY<l~ z?9N%=KPO7l@3mvm>%<9T6a{YBT$>^+{SqLlCjc~|SBkRSF0oKJvRPL9Fi7AA@4V7V z?2AjasP`opXb7u1Ks0@$D^zrp)ZbrM;TLX{Zd3c}ccT{keh}zKtwXO;G2|kVd8K=F zZL@QtQFGk&3F18cfcXAkY1!`q9VP55Jdkc3zjGfX^2XeMm|eHuD@m`?_lT+CDGuDH zhwx04K6z4iE7Fj%jji&O(-XKlSbf{!(y(m4>eKrlHT9I+kpM;|zUkXi+mfU@E<Qnc zrHssU<8iCO44t}xdPO9cObf*cxS5Zt`DDYCXjwmCh46o7v!D#w@9^nCUWn3*gO}n! znp6Z2HQpzywARZ1$7wlh&xdH;vHg~fSL-JUf+=q}M=qQjEN@<<KsbTp0D|XJ+*e>G zBmO8z!l!natJDh25=>)_JOmv2QL%*UShy~Kv%xPTmpoM@IO!9ZrPJ3<3&XHesZ;XN zVdc4NJtFL>?1u!B%4$r&Lcn0E%zxWEq2MimXTOfHgQ3;;xXUosKK6pE)zZkfAB&Sq zrc-pHfX`MufR==T6Q`vY&Dl4IO~KQm<W~e-JE|7dQE0k-WV`KH?UAj0QjO}M^p>71 zB9Jo;7A^ap+s)%dacca*x@{+}v%w4JZ((`Gq}madpv!@ejk*<JWQya>3uHk90!W=U z@f;>ET%dAxHRAW5DEJuw&@x662~cPuKTa&C@jS@)F>4&6MpGLUoa<XC^VEVv&wmS^ z_xbzoZL%QutNJl<LnSw&V5_aA09^QRd1u$xLRqe8KS29x@x$xHb%wk@{IGCuvN&=t zoHheE^p$VhN|ma7mLh0r*lzx4ZVi0}5GfA=<Q70mm|8}^hZhU>5-=`H=p0O{^Xx(r z_yMcL`<DHFrK2(~-bcOio2sYai^Y*}S=s+B6g+oEs5yQ>vbgr*kgFzhv)#^cAW1lB zQ4!eLbVQlh{#HfKxy^1%l7K0JJ$mFd+MEI|;B=V;$-e2D_XF=9<|M%w1&jPJU!oAl zh!}ja4_sID|BRsBmf~F*16&kfKv;m$U81e$@8K4-DugIERm4n7AF&^87NF%C{4}W= zIJ4}41N;Aw@aoq1ud`KK+V-Elw`QIryy*wrL+EZ{XDVU5kzOj0!1ZvF*N_-=NsD3v z^1E{i?8>cuPWr3LgS?~kE5LnYzCNq^X_4o>Ra37mZxv)s6=PrNXc%-_5T6|~@3|1` z|M7QI%vkQi-#guq76MNE1UOPMKzSffU+lF=!?l53b^MC3JYyd}2kLl!O}8Rub2}hE zhx?eyWgQt6j{A%W>?f5hmQWp+G3{CXYcjVZK}6Ee_%`DGL-)?xnYdy9W3X~{PTLHO zF9n${mi#PCgF}oso$J;cCIWpaK<Wiq!suhrTgGi+Sm3#K%rv-t)(2gFR9m(J1!C#) z9m~2mhd}btZQILd8V?E2m=<`h)=JPm?bPl3z>ZpXE3h!6>=+@qz$2bVVtw_o4{XDX z^m81?K4iaKq~(v)Lj|Wvvd%X<*5g>`dQ3Cf7{4<9DOFLk4sqT$oC9;XtDb(2rCHLX zm4cra`>B0&AOYL)$9VX-moD4WrbOC}J1^7F6_G?XH*@m@Kc^DX0eqVhkJft$stHsi zN*+nTJrrv=z(O7Ih@@we<hDU2{)}@#OS08zyp`H-|CzmY93u>RudaTGfq_b=K(VMF zXV6;N+_l}TQSlJH3^;ar)lyWE^H80{L3EHvkN>nWS^bNh)soELJS7F9Q-gwB0swzT zKCF*kAWy}O*ZxB-j@*9>1il2N+Yh8*zoq)>$5hg{w|^<{?J8U#Oo_PJxAOSz3E2{R zM;aG*(ceKn-mHj{jJ>b_FV@KWDD1?L8YixD7Z*OoaTd(0eSin`GKY$dYkqrT|A(f7 zmaWev*Po2P#N^1>Q^Cc4GF;sHijKC;9;QJIllr14^6-%S4~|`>Ksv1|FKhD%1BrfG zj0K8H=JLg(3W3XklZ4L7bGMY&=k!1yvQ0bq_d=t}JE39+O4ru*ZF)DQU_paJi`0mP zGFG9iIUDFowsh;EN!bcaB~9fmV}H_BM-a%o3RFP%x$gqUu$PD(=(MJVi-cNg$9*dS zYFNc#1iq|JR!9dd-*wL1emr?GVuLXTn|8muJ9B*-thm3J;B$XcCnenD(|=?5*B~XS z4Qib@iv~ed-Bv39kiquqc>$D|;FPNbpp*w81YIJEB?{&@G|x*nTXaG-`%IDAMoFu; zIgXe<PlGMN@$1BgZc}Me@T;y@q6a(G-bmbs-HE)Yg_l75J}CZi#J?4&8PuZZ^_^AL zwypT`%ScuQaCdomUo&`cV(X_@$W;sLR<fBd)C$Hgvv{_9Fwct%RyR7HyAhNMjLbPm zpfsZ9UATiu3-qJGxD{}B<V^eBVDdW!2#FbI(KcOK<}7QcT?!Q(XbF38c?)>w0OLB8 zf6oYw3hb}m3D?%3sg)liff!B;wizl-VwVbb5k4?$)83w5AJ+)0ZCjkEU-@-Z!49xV zZ_5B39VMU-m!AoDV4+xl<BVKMco*^SrLx9ueD7gT_ITZp*$v!WzsQSg;&qcw6Z#+Y zHmjEUUyqs)0iTI${2674aw>x5?}VPP09VmKGiwLzw++7QExoUCxg&ki13vfkyO@+t zO9vl8VwZwAyl8e%-m+V~G8gI6(wFO(n9!wGsz2i3eR{u(qZ4>e2gfqy4b3I8GwI9o zRq0C$*H7R>_~qX0#b!Dfm44y8FQ*Rvbar%ndm-OR8hp_yO~8_VIYV60d|jhjbq{>O zM8h&-fnYO256hsH#M^s}=<Y4H-+hdtG^tzk^y7%fFMqj;pV98Mh)=ddFW^(ZfPZg? zKBfK(EBM*oMYDW>xZktA)8-?3eby2D%p5V+urZ}{`@m>W7}VFim;-rlUJa+(=hurp zbd^5~FYvb)&CfDKuD-WyvSP>LBpEKr#d)019iiEM#8zCls{)BBH;-yPx5fUP7*G=8 z6l+D(ZCa7%u7OUfo6dce-{AW_BL&|)H&JpWORo>wfZt|X$A5xwnle0#_SkTzySNr{ zzPS1}E|nE-M!e^eI1%l2auO}Ft2J=<S?xeH?=kShE5!o(Km5K7-rK7R3$k=oegnI> z4J+WsY6GF0_~&(&_@F>3X);Q_*#lgGkkqv$;0=D2Fy+u^)GoAjj00n2>izw$Z7&Bs z+39@S%kgpaZWHI9g<JQUrTXaC&=w3!3TB-h^?o1i3y8yhz#(#~<OjGGXGeKuUv7DE zoL^gBLRO(qqPxDEo?q*=z^%4Urw>JSv+I_Gh;`=@Nq_X<`{6@N09s=?t@rVJT;!F* ze2Oz#$(l|Jz7sa3KXmsCZCOeF9<V0ZSP^~3h1)k2uqHFlXF5&BbzNHM&!(h%ug)_R zQB5kLU7G`U2bi|CTkkxF8B;Elu*#t3AdIBtb*DH_32U5gg|eroP>yKP^1|Sdw%6SB zO_CB}!5JZV<mcB$`dPF6fyIE_76oAF6^=7=y24nkrN+^4(Tg_a3lx)cq{qecy#oyX zO@~w9Ova(1^k4a>yae#tr;C{wJQu&B7I!#Fe|nzcyz}rg*0=+93eB(?zDq6eF7x~Z z7Ge_N*K{Pb(IPEPCLTft2=O`4a;L%}?a_DTZ*)qs-v@q=Z`6O<EaucC<x4@Lz7;h4 z{C>qVS_fsoHuy&5XU&W<Y#!nB5V>gGv{M{gXN582*oAJ(l31eoxE1Mm*{^Er_z9nc z>Mo?DDXcGG)ZgzA!IyxA{@gg^?1U)bGLHg3?8N!B;v19`KRp8M#Dl+%kCL#QE*1^L zmHd2&`{yur@DSLjiM5RMHC&F(55PN7N}-OQD-a<)HRf>TVnjCZO-!uqfOWTtx`ag0 zqCbIJ0Bf>hdcXy5z?ihE2lU{u&Au^%&dJp}QxUv&I@HUzVH7@Idz~>MtZ$_s4DFUF zM02~Jo21<}I*Mh6Ez{>S9nTp1>M}nXmzQq3x&IT@7MCS5bEg0PIzJ*3-MQe_N>h{N z$#uAJm!V&{(H6I!udDL{aB5!oz}=ET;cz2{d+K>#E|YS<+#D8}d3`TY_#3^+P2t>r z|3`MIhqzyTQW|d*eQw)Cfv571^#}07_%D;pm0E>4+ld{`&aYW!IZWc8!FLQvAv1W> z&DGI70kS-SoA}E<x5OHtz}}Y9hwhS4Z|kQ^hOs`l_hJsOGyg6@J3mortbuc?4M|Ft z$Y6<~^t1fw`Lc{($_;HSX6mf#blfCi`KuO=3l%=`Qy<6{l1?mMwt*LDnPID(!c_u3 zrH}hldY$z^GY=p5n{j(;^IMl;&KXF5_MYMpTnDG$n{l~^FG6*Q>l1N0WcTH}mhl-* z*q*`&;pYX}@g%>Gq35?jd-x=*L*56tXY*EvBqWLXS@b5hysu5Mabnkx9u*_z{(|f4 z_n1P+Y>0a|$w-C#R@gF?=T9N2!_{IO?#C`v-Sj4ya#Qz9l(}<S@>^+-?0G{an6#+U z__4^Y-PuXB$Bc&5>uuh{JQZf=_JwogC>_yn0l*h^Z~de<F)NN@m!{CZ5ES~QE<gNI zA=>`p6bBR*WX*doF}9GN;pUV5Y5Guh?t7I4vnVnzxVPE@*WL%)%dM{;DbB7f{6EIt zGAfQH>=um?V1fqs;10nZf(-8N1oz->!GgO73-0dj?(R--ch7A|-tV4!*EwsQKeHNU zYO3myy&tKb{$@3yEmzRV*}Kjq5VQ3z--Bw{Q7(Or5)JC&wN4K`FV8DP^aLfq{L~iZ zX319Hc=AgN_(=1#Zs$tTToXmgi1U15za}S1xp^%RYrO+0tbpEO_}VJ;hSjvs1?arJ z25+_PLCz{B7=>N}@~~fohswS@uj}4dU!P+P!AD3_bq-<sddYcOK7>BmQrSOjcey-M zU*C1#_F;GUHnR)SBS2m0*i>Wb47)Mh{pLokljD!6hK8Mx=)sIvg;AD<OL0LTrDaKh z&={tW4wup)@X<#4oZ7RtiF)VVjBGn560z%gXJ<)Dt4%e@eUp(dmBlo-tHv5l7ui$w z^(kHFz--2-$U1|8x*AP;RmIJ&qxG0{kIG6l$;UF(nPt{}c6K2-?H_iFX-hg27-WkI zc&(%N_paIB%uGor$*u=ub?@&Lu~bb@F~!NKD(M~~?eEpuhz$5LqB)cmYd)$j*k}}y zPVAeEzIH1rcvQ)}xn~b0FPI*CQu9Gy8B$iXF`%*96p|P)$u#UNuh%e4v$JJ89#U8I zZrd?cSsHeW956A%bf+$`O5H5SJoPWpx0_;-T4$0NFL&OPHC2Hv|LLMK^ggbvFlD1& zS`G8IRo|{pg>GhSKq#Db<ovR#@Y}<(qsrsMhXIpfTB5Cn<^7#vQZa(|KUxDOQk6tr z)$5vy4kd6zu{Lcju~So~9)Y<P_o|8x5^zMt!8}GPAxAcKg@XC5O@#*VLF$Uv52hw6 zOP6m0?p<e_W2f9Zj8q=C@Wl3wR;KW`BCAc(hE~4|5RC#0&dEmmsMK6g73zL56RmtE zYl@?BsV;orlvY`Y>l`4W?gR{Ny8Jj%e&-BfjPuCO`o$`V@=sMEuHhZZz@De=T8Vzu zinXfZjBA874p&4d;=mr84S9~f-9(ZiK`bY*{6Exu!8J|OV;ZMI0UOql1AAE<qU*!( zfN;TKEuAbgtg1pRZpy?u1y80bO&8iz<#&CAMmUdqjKt}lGc)DRpN_i*OtM{<2ljU3 z>N;bOO{fbVF{5iog06wjqae)y>fmW*cSc!?`e@kQSrz&%aMK6f0=+1sY;;)vvUYk& zQ?VpwV6Xa|INR=GW3_dffZcVJz22I}s7%XLlcoR%JG|B=GQ*B>N6bcL>8u*~LMLrW ztKWEHz)~**Vy7&c2kSypmfu9Mme{exP4VaC0m?I!1Kw@%jh&i_%CcjO3<ri5Ph6Bc zmjJ4FMXf5-Tp2K7RC-cXj5}W*(6<|!m@Iehg$$tdCQ=pRQRh@Htec-KpPzUez|kS0 zDuh;IM1JM!X{5r{c(q-AHw5*5W~_z(oQwSQ4%<it);daAG4-ALpR(HEWrea&CHbk! znw$AQXH?g#f<6|QNEQ-@KA0LSG+jK1E#4|j&|@Cb*eJLy*{BM-u#;JB2FVtfcwANH z(>UQ*244-R>a-+n=Fe+86y>M36zoAoiZ-T$RTbbL*{bqsPEjZ5@07fEyt)uSz))wX zyg@10J0}fbDpQ(r(J0t+>DyPhbS_c2^p`48nhI)r8^m!%+89iuzNuVT_T!Yko`d;| zRX1~?(v<jIu)-x)gnCK-rA8$y;ozP^)s~2+LQ7fiX@32#sHi#y)@Z)7i^QOUU653$ z(o}M)W=Z}z@o$C8O+K;pZWt!isg`TmP05D|6|ItMJ%_@s#ek>tkv|tLPo7|lBb`4F z4IU4l=x)szGu}>a%YLppU2KM#8&(d36oXRbyDnY-ZGr8(HAzFMiOdI;^Pq!UReLwD z+b?S2)8MM_JlvQ0<n|y!_E3jh=(XVAmqNROH0E_ETel%+A^S_{fiTGzF*rc>Q>8Js z@si!-o-I)rIb{>#(b?1y;rw{`=8XtgNb`j4>X@IfSot?p^p5@c*K}cs`F5Um5u*rk zW8b^6w>?})Lc;ZPK1|s~wqf$aH6`|Vuz76wkLn=KgI=Vb$g&at%1W}myURQ!as;Be zb``R=HqkEadyQ_USX&ASojO+~-Fc9O|2;6N?%GV^!Yk!AgLEt(eH>Wql7~PX?n{=! z8+9bZH1OM3<P`CuzLaKgLm8-swoc+?2NJ)L>~2l2+h*O*8V|XV-`<n%K(vg+ZI_-1 zT=^yPb1T1@4Sdkp_;ix{K#pQ&DzbRY;c$^EPG=QC*pu0Q6hV4^HFad+IB*duHYROz zxf;b*dSe4qB&5IN?H^h+Tfh{`$Ltxqu8sfBGP%fu@OAcY-SpZ6kOgj>xKGKq^^oCm zU4h47<aqTYT{N@Xi;sxSII!2aRH<fN2W_k%LKE36BePFZ>iQN=xK#%GPNDxv7wz3E zJhMzqQ2A?~o3kKIq0^p1QN5?iBL8SCp*3h{LW*IUGsdGrrNA)Jwi=?A=2BFRLADmR zs{7+xuVK`K53(@Pid?m5TbmmFJ4TTzJhPsaD8HM!WsGE+2)p)4E@5AjH(EMP?%NI0 z>1VODYc$Wh$+JX;ZAF0;2UB%ZXI)Rhx(Cdfq{`?E^<m!KytTbES*<jYmPk0r*q@GM zAP4Bovs|8sJ(5@qtq?<;$qko%xc-^SQJw_5<$*`5@&T82jfk^t5!|Ki;S`eS|HSSJ z+g7t_rKRYoyZF0csYf)os_{Axol}dknX}?2uGKMyojoa<^So+n;in{@%#fHj@7B9f zp3)pABd@u8sGiR8Ec_dQ4ff_5_0dyxy@}~f=+sf%;8>6NnmS*3=}=skZ}l-!OBp0f z1?Bgsk5~1c&AU4~W|?uta1EHQ+U{-62r0^<G)K?Vl*6Vu2iozF`_{43_H3XR?HXAn zQFbIj{Su3K)99<GF-6~db1QL`-?&!K)_P3TJ<A=J?x~pZDKAI&ZWAXYUL7Y@6`m6H zHShxsk|1(nZm{~>OYcxX6?%Eq{aEYYv<{!R!-Vn1`oSPYH&h~G+i^z$+znx1kg1<{ zyA1kRCm6(NNC$ViARcS$Thg7Wu#DhvzgImmA_I%O<3`hE8s-7dRO-32^b0eZIA_i6 z1EoD|NXCgk7c)w7XJMzEbqkmxCr^+yyXd65c0j2iECDB@B~{E*w$SFl%lI{B1IwX! zU7R@Yr%^?5&XA1HUPKZgMfwkZ#lhSrA>90!a*ED`&uS2=wU1qej`Y$qgNW{rO6r;y z8R#~H&=ysbd991>`w@m$9!8cPfu;8<>##nCdY0~g=3B4ov&|4|qv>zyp}CPxO4t28 zV$d`2Mv+rZMn)go7h_UV)>ad|YOry6X`rM2SS<GbA8u^K)GzORq6Tl+_?C?7=(`^9 z9bM!#RhJJmS$<qTz>xs2dBZL)9=shvUdMq|1~zyh__Dz|2wksKd9y16ns_s_&Is!; z#(H*LFT(wxyf8~-NBO5{&>0J2Pt#0Ei1JG0c4VLE^^3V|aGH|-k)V|%mo9M*bu;;d z$tqImy>J$}P7{4;)(p2n6kVGs`-@Mr7CbyXOTzs4zNa$gSr-6iz>i`EG0J*64zXP^ zp!A(SS(mppLoF`^E>f%!RmS6rcsev%nLXxa7#IqNh!iy99|2H7>tu?`N#45V82b2C zQO@+h{n&`&g22Ftvb-A5!jbzG65Ch?WT@E{yGi7dskrKI*cTI96wJAf<WZAOYT|Z& z_ykjGpV>${upD$qs)o451otMaKUJ1)>AsO3b6K~iMF>p_2+9@-f%zm-dDj<KR(Ipx zcpTUqKvw)@aFgBo64o~rWR9UG)A|+Lmj(SU%W?6jQD-kJke-C<Mz<I6+`kU*!!~>s zvy}5Dv2J^|=Me%FMTRzOadUBRT!s<@>XzA|iK<NZ)KX$C-M`PZcuHf<F8r$s`1h%v zD$Col;Y2rGTa$T&$4YeGec_S|mxzj`z8C;JO`}uXt;@kB)$a>*3H0@B8f*KqbU#B3 zBP}M>g&Pe-1AmjS8hX?U!Isb9!Fnhxiy8|jYA9bfQkLT>^+z}tNR^Q_<JxEMg>raC z@9CbUaw!V942QNdJhP_#^bqPc?x}C4;0Fy>kjlLo#57hrY^DVpwLzzNpzgfrHNb6E z_m5`SLtC%vP?A>&!VM+I!^u+(x+#lwDrBbv-yyFNsZ;ypeNid1@?H6iTlMa^;(4|g zy+g`lH3;M>n+4sv96(;awiBuz!TK-@`k||`@AB=<8rcg~+#Er%%+-CC4P2ZJf1dHh z)}ZK%%%%w-G~u>qrFbzNnye$z`Hx+=m8++1kf2EM7b=B4;{vT<4)<~~Zl>ZZ{{aO% z8>ydZ53M9cDV}}kBd1}%r{v&pbfDni?2qcIHr_R|!T4h_&#*Yl4|pZwJ@iYTdZJ&@ z!sI%FenPd9E<$IuK!&$sfF5VtYRDBAi$YW%T<mLwTpT+g-*_-0flcy_+oafxk)-JC zN9}@Ajk@5aWXHr)9deY1%H*45+OJ_$6*#8hfdU?CWpQTMzKEs><d_!J>yuH*LPOJn z{{t1Yq^onS%BOY6SgGTI5|fgcbX%>LdKd-qoO2-DR~uxjxevROw@I~>R<J6@!-e~8 zP=o)O+9MjdwbV(BXqpnXeKW`StBRAMHE&S5gxZ+YBr8aYYB2Zf?>I|CYgIRSkbC+S zXulxn_Q*o(kULP%c_7g*a5(YRrHotmp$zeCj)Nb{Qgld0_y=Y3bc>sy5ROIM;>Vyw zKi$~cD$!LMV35(tJq)TAIVv8#9y6S@u@=~S?#<Iubvb;!<wt{)YtgZ}B;4AK?uWj9 z0mxVXFTmWrv8TCL51c`B)s>wV-PD|h8e`6+?4NHfBuMfhZMKw8iYn;7+~x7zBQfNZ zaq+3T*O`7^<G4Z}kR&1};}T9Yz5jze2!n$dVBu(_Z@xp1pX9TOT>fTop*szIRLITi zozipU^<pdWw4n(WxD>1bC7ZOZQ`T%dNEW#EDK%B=(*%<3!7O3OwXW@TR_qnpYRyi< zjJ*HgMK>t<(U&I<czQ=|9hMS7!BxG}9$R?Pto299cBE8UiuVSO?XZJ)$@Lr=<e;7x z{{fIp<|YM$SP|v`ff;$2=_15-`1oOumZyFG@&}C+RD_HUgoB6=W%I~gvxCxqR>H#R zKE5!LwK^^Pc0grgI+8xpq0tG`TEZN>I1j`v)Ah29%;BWPXS}%-ETJUp*mBdPTu(rN zmI0}yHr5UXxpQH~qh4qzU|74`VL=_4CvTH{4s8z<X++lhO;n6;(W5fURsY&XTx~bR zG7jKaChDe67cEfqN}3f{jku_uO^tF)IZ92@hZ5E`vS`<1+T=wi52P9Ck!{g~OsB2* z>UOM+XI;lzI5Uq%@Zsb~usRE;8gBj^QRYkDm+lBm;p&#@oo175+`-4kmc1yKT;!5q z%q~<wt0;L^8f)?$(W3+fvm2kZ7t?Poh^?z#H}k_C6Y?Y<47J~~-{U1~mw~6N?R%$4 z0q*@AECZ1TBnGk3m#kNKhXZDpZSaoKEkZnIn_v3p$701<p@|pTQIoOjCEm`Ik=fF{ zddDMU>W2d07a;$L?|n;gBUxY7ilT;_l5x{0yu?#jJyvxnIjldBrgdfV2BP74tbwv2 z*i8aNfS|?h=C5V(Z4>s*WUbnZ^QX^scIfPVcg5u(xUVK)q)GB|#mz$Jo<MW@A{Evj zfP1bCFv33ul7WY5kb;QKFk%WjEG)}-lhKuaM^wzE4dEAO`B79)PQ>$_<=U*#m_9D$ znLGgMFR0KErbjUT6M$xG_fd_MhgXmJ@K#juE~C{t4uHOSQw<<o2%(f_hvS8)+j5KO zjAK|jmzwLr$KKKDp6rccWe6p^!i>6WmWm~vupxtA)y8uAYSU~^1q1`_)496SW=Dj4 zS4mAmO2@I*0JXWZ<(m!@0%mttkTl7hQBC5Y#7-7x20kmZLbe9pDAx`ld|MidsZxpi zU!VfnA;>>)2?&vyYT!#WX+eK#Z#oxu42Gig7N(GP=K~*TkRzm{aYCqwu4X#E{NFqf zT(g1p*zy;C7Dhxrlau;UZSjbwKjE;gRDWws^IZ^Syu=g;+~wZsc^u}@sb${_AT_Bf z9p`#kqj!z4^}Rai;Y=Nq#J$))B0|8%9>KoXS@cp1h#Gdr3A?<DUaey?&)YqNmf{D~ ziLQ6giIF$w=|h2tH*!?!cv|O(B5i*3PGLw!Kl`YH5-T(ppP}s6WW&V)p6FZU#`3Y} zl|F}y+{!H~!GA=$Mr)t~407NKwFGFE4~dY<3f~eDwacu^+)gNwvgBB~)kf9N>WFg6 zkd}xj)(b5jnqDPY_!GnM)XUp8*TjD0*+#mwBs?0I1C6z-MkI+O`TRUA&2yxSK!hVE z@6+F)(ZGySbm9lbRVP@)_foZ7=Y17B4jpgo!zCeT>q8}d8-q}tPJ7|6xN5%toDz9c z=XzodHEk_K1L{Lj`#oftaeKnVF~AbN)zW;OmwQkYB2Y1Lcp9SGo}y95ORh(W>4GV= z7V<+=_NzM~Hpk;nNGPw=+{;;tXV@DuID-`-nR08+`zn_+F>{EhkqYgTG7E_@J62`) ziA}CHO?>DlPBYd=o$k-yywV5<$W6I_??Y2I?OLT)vF6|RupHP@NyKO6&ZgoBlPHr# zjj#_UbK_j=C-;j$gtkxF$AhjUh`;GLEOw>Ty&m~TKL!IgKa$~uFf(^tg}xi^+j8V9 z#pJS>LSAW_cP$rKA*)_B<#@4Gw@2hKiOQt9rf<Q$gsMypoi*3PWD#CAX!JqGiW!*G zN#{vs*S%yI3w;U1K7+tJ3Ha@Fh5|xE!5>5ZCT>hv9V`NRn%8yNI%gJsL37N1?ByUT z;f#}d_RH+jC(<lG3hL2_yrw|gppfOZo5V~I`$w;)S6&ufc3F8l;;%5t3J<>ip)XPl z*c=R~{!}i>So|@RuVH>w*0Wt|t#^ATe;wCNmo2+U1NZoPVaDvwGD1WEK$3x@7+6s@ z#cO+;sQQ>uu2q$ii>d7*WLD?WW6TTWQP|2+u=GJ1a)`mkl#Pf-S4<quO4i@+w$gM? zeh8+k2z4!kMHD-741KHGb=QgX<V4BioA8rV`OkBSv(5gq8fK@Gc)vPGT9nN_zI!X5 z*WFO<l^;{D0~EEZ321>}jFZAcwCn4F_9}aNbzlD$--myJD${+v(pjUP+BK*-v;6~i z9nh6NYBU_ti2k)OKcc`G%4c99eERjZn7W}$@@jC<J&bPuUxQIRia`uM*wj>cEpKH^ zQc&R_-=#(E&9NAVLjI{+27UKww6D!=onmQQ#<YIqUn*;GeI;tG%EFoR2J6%I_yewq zj%g>;J(HIYQD!;H7{vw|=WV2y4we1ldr7A+1n+yP@I#GF$GR3D0b$N+(*52!f)$6T z_(J+|X!4N(9byqXdbhTk#*qr!7ggj|w)9V^rLP4QZq?>}ur6xL$R5<<Z__KIlHAYs zm=q{tZV6-aR%J|@CpeC8ozi)Oi&nQj!?g!rNh*rFqkQKW{JJ2N1-MeP_DlL~pmx<y z?pMN%LaRmkD4;GiFvBv7uKG?6UR$KfPP;{x6<SHkfNaYk$Yxct;rMrk><N+`eVpD) zIBh_B)$bpSr$O-pug#dm*aj>BU$`-$dp8iLt`1aRPIp94%hBkpeBnvMoZZ%*qxY># zLcC^!b35k+rj<Ay?JCRh_>-}H>Ub)9<TaYlHNEwv)u@u~y}0%AjLb_!p-bDglRu9c zLRB8QGkOX<?teZ`Q*LXk?#o)8;m-D@1f&|dil&6H+^08_TANT(#Q0>iW}M~7m-66Q zg-F1Hw-B310miiss|Dm*rWx_&V;Bv}P}r*Sy0VD11W)}3HkN9FZ9!IO3(k63<O3$8 zoN;5^7yvBF%wE{VK<P3tAo%<`%isM{{K0hq{CJx!HG-sA>CRZpF~*4XK?xb<dZrf1 z5SOQqcJIOM9|JOB<;|pv2aW(Bv8m#pm0INGgc#*KvPOmEpd4{$2xLU}&T?%C1Xgb6 zA>gYC9AJaSfBoGhN9mxC1E3!*1y}eKm0qOEJgH76)SVCJ5L4k+$OfHGndleLwPTCl zniQek)4QSm4qM1lBBF>sh}Fc9F;qKlld}A9l~ABTPvTWgLu3dNO6z{#h`buiaK!uc zJ@l@#T=`$|Z3u4n81-<46eVZYcVwfLrSLcitEVE$S1PEe_Nbc|fP6WMFIwb_#@G|? zk>5!*d(bBo>q!AyV+MOfaNU_S(?ayNj$~ncy>s2}THG+-g)m@Oxz0$EXY|edOfUcj zeVYdPU6F{uZ?4Au%cOp~je4x4HwfN;C1(XcKJFfme}%8{B`FE#@S^#=+3)PH3ox5r zaU-%Xp3yq4`!A=-!I+tUTv~B?dt9|ZXpfqu?EcP!w8Q0mjR<-?RLH@*L}8jA^A?j- zyK^`l`RjL<V!@hSYM|7E0Z{id)7W!(Bv`GJT*!aMy1E|!Oj=d-ORt}59#)iBZR}B$ z6`DGIS@yFwe{H*BA*V?IEKkVaT>8?)GSolV0X1ti<zZelL;l+Oj2CQkem#g_29^dK zqppGse2!;Qfm`1tV`C_zJN^O~k9)?;ie_*!V~BP_sa9r&MW{q$#C&sD<}l`my&@>Z z`|6EsL=gR>zJ$rSBIV8kn1ElrSZF~A+m^N@f6N=`eIx2nm7xi5Gs>D{6<R||bj;w4 z6G6;;WRr!Z=nP-THqJRo{@?M{-1YHx?)T1iG(z10PMDcrQ@VCZh8g>v5X};Ew7q8+ zr}H+&SII8S1jNA`QM}loYS&2?W_+gXLNJEZ$lVoFVoXcCwE&(mncy0%MvNev8bVA{ z8C^YMLj?-5(?0`<{Ud#kQgnmXQ)|)J-0_mw4n1wsLTfKh$AJ(U(+pYLUm0GJVpi=y z1r$#c7v4By)WqcN-ufcbroyaCM;&Fv#%mdgtGq<nbCC~V$8LO83KISztN;VE(XWv; zFk|1Se&)U6SwNO-_eUr~c`NpI9gc4JLWcY%_JFd`R;qSj=78^sfUunnR`!=3Msgb+ z2O9&4%qUn$|DxDE^OegY!Z6=Zc9=Y}_>Pb6n1AR`V&eZejTx7R988I>ldC*<z%|sW zf;K_p)ff>HIurY5(O!cU`Y&4q>8z44xOBD85FUm+r_$f=&zM|7THtHR0F+8UmkSiA zfQa?VJXVuZAFt{Fk<hPGO`0)_La@RFzcu#^yA#l<>Go+~ZgfSU(W+>=k@+1g2a=Rw zA<5Z9dLTf%Ab!*cn-5GfUZ?5|o&Yf&6T{i`>wUfmmeaNFCbwYSXmlG2UDsc^<&=e4 z?g(=_7L>*lgk!jq9x06+lw<`_AG=Y6$LV6z+q+KoZlA^vZbz_`q$Zp&VOhi_;&+1@ zjYqO}4gBfobU%0gN;rn045SXhVvpNn85zADWU-uD3YoIi?xvnoQ~s+1(}vQE8S{>` zo!kR(jcGJ&2Pw0z|7FeH^*nn-68R!B#_Gn^puD*K@FBsri)gqEoD?Qwb`cm_&Cd1y z=V8@{M9|HioF~n)k)_0s_>Y;fbCFm0V#$Rhqi;jo_eT>@;1?zn_as>~=03WLU17dd z`AqF6X)+s!f6PNLB)0R|cyvYBGnMzkP4edbc;7;7i7a?mX=iN%3AgxXjyglbt#YMQ zQJ?d*!|hLr$^iuGi*4D)#xz7c_O?U}pI=jQ)ixp`dCXH2Gj1MKoMZey1DofP&}+G! z_#5JSTsLBo6;@3xf*V|in&%+o9mY};KnHBUY?zqA)1dnC7_P0FJ3(y9g&UC4U^ZGv zLY~o)@Q`3w!J}SIgq__0jrL1v%AnxDYaKIYUM)@WRIbx%2f3w-uEtb-T)~{Hl6`>{ zTFRd2ht9!yKk7Ge&1h=Wx|kXwk?rYnmiDD)1BZk5aV?g+>=*90jfSlu&DE?ynj9w9 zuu$HwgZ7E~+*n-cMf+u~RB1h9`rx?9wr>y0LUqxQI&|;HECe~$>3U}R8HB$^hwo){ zfRS#M9SymQ1^0otdaTt)ohtn<{xGfNtMdn<g~O<#k%el7WzKK<xXlLe2kkqN^MYcY zI-hORmPxnD4M#WM>rT{V7WklOgoR`v1WPD>?IT+>v6`@hZYF*n2vnPXnwNZ77lKz( zQ_KakUR~SUpqWPAXvW!cX?LZhTOp^1$_7FNzFM0_U`p_EsHWmc5G#L4e3x*3619_d zJe0m~Io=(baR0-#*yeD(lR>-F|IlFeWgGY7Of~uY=#i|}#`EwJR6qB@8;&G<+ggbp zn0;AjT1zpRbZxK6th-I7w|+57%<!_2p*_)6K`n5AyX%$fFNc<YDT>!CPZm{D?YqI+ zJ?|l%4(+H%5q1)T>d>O6oLyC}mGqLYVIEJN`$uOIBx)Z!70#ig^e>Z`ds^OdsR=mE znK}}~(u+l+8HZyKvkw@6lsLr$!F=mQ6U!UhCcrJh>6{#ea>n3|+bgC7GZBQGB~N)X zxQkDoSv845wZ2kRB1d}M2GK@5aR{6qVC{_gH%gMLLqgP{4bA|h!CGoHlSENRId(&l zsL^*bMLuwgnNtqlG!XngvVuP57gPlYI71OKt7q<H^WsVzUYCnaC8GUSk)2JH#N2$@ z=f@FeufFOCJm0rm@$gA@QI0+<$_iXGYra(!qVLodxGWHWCrqyAbmpN_I2%nhl8wL= zEWJHC0~U*wpE-C$2vMCn{AEPmf%+V(q*vTceO0Xw`EIzCNk}1bB_{CfeX$m2JF=@x z3Wj2X(z1nCR9~zU$C6L5e7N23*Wl%^LoMhYQHZNEq_IR6k#8$}&{#nm+1Tz8*NiKz zm#YruA6;eQ2_XJP8Nie}ssm;z^53P`U@kr-{+7U9V+rI;DZbNF_FMnbD&t5HjT0!x z&x_4)Gf3D-DB4M9UggrN0f@+)!D47z_WRvF%!Td5dB7=49XxLI$$Vfm+6Gx8;&4=Y zct`^4U~81n?ET7r&`m$btQYU1B^%hLgzfyJlvcgk$7X%NTL3~Wu3foRrgu`3ymprY zn;@Cn<h>lgY0s5mz;d!`mKb~ajfG<3F4n&7Jcx8_*_d(O{G1KMXtGip6F%n>854nP zoLo`SE6L;ymFkqwmvicPE(yGdrsGJi4SmTQlhNEE;M8H$#iJk*WtKC75GZ%VpDTOT z1zE*U-Q>~%C|oXiI#YCeXi7gvZ?P>xqDFz5=bg%86yA4p5B4tXcRO38|7>fC|E@=W ztgng7(#U@`quNy*;CitKJBvTh)|TMSDB<1Mg+9|)^YH27Ja!dv*fm;q5j~i(7Y61M zgKwJ8cb&YuOr+k)CrZ~_w;%I}>-Pe%LxtsGEb;0XUs0l4Hv}BEkqk#4wS!NnR6*w8 z!lBxHvWR_bKC2X=wf-(b@iw&I<l0p(S#I|~#jEYqZEz`Vg&KPo)(QoKTiCYA$=0f# z>$^YG1yat1+t|V^lg<TfdRb`u&wZ-Mf}mamT68pUek+?aBf@Li#M_^;LxHi_Ey1<? zUPX6>)Drc9KF;gnpfee#_%^DDvPt8mwjX9(-|^za!>Vn1YIGGCoL7RjnSrr(qNP$z zekf(k8$b92hv7eT&7C5Ka&WVo9NhpB!l9;9vzr9TLSS#uIZ$P>y;qve<Upj}kN%qK z48JcAVeP{2Nbn~qu&ghQ%XZ$P6iM!6#kQoBIZL?c^jQzn_8!%ltJ^uhFygtzbsmOB z6nUXbiiCeLej^t}Hd~WFIVZ&C5ob4XuLg30f7Vh&bx?LMe^Max<IH|oiJ!Bb36$jS zwnts4CX-(CBfKj@7I|5<Gs0a;i262QHNK0eZ@naO<=LXa(z$nA2|7P18=;wdJq<rU z9W8cHkgdgBg8d|(EA%&c$g>w8zolsa>N9NC1=?0GkqiKBv15#W%qUQ8c%Dui#7;h@ zvbO0yO4BuDqLcPeW#6mT@h!-$7VjoyqRxb$kqtN1_y$lOV#KXFXh>spMWO<e?rAG& zdnV`U2MW<syGSov81mG+yvNHzL7^eGu<qc7&+Gipz+_Gh8gZrRVy9gpH0vf;{rqIW zHgKQcMO@f>LSLM(FL0tD*Y@K}JDv8{x2gS>-6L(cXaeHy%@e>jF(T+5xlnRanRe3? zj^!+HwGAbj6ku5?RdmHZsLKsNwPf;HO@HdF0$0nke1xM>2sSQQqP%~$PPdx70(Tk+ z_9-0g40R(^h9}ulsU9~KjzzRkJ}DCeidUaQW2(kxW_{Z*<))S1S-#-IVUSNkxmRCo z;E=AxwFdGAEyVq#y>i60MG{2ZiD(*+yhGdsu8<pn)r&-cQYc_1NZ%8jF7sA755VMw zMopcBNsExQqK@XtMirm1ef5CmE$^ER_EcTmDpFYbo&ypQ5-WAuXU!cp9A(ubPt6$j z=p+TV%*Z~10V|n}04e~(N13aUYOFNfc9Tg<#{WXrKE3<$tjId~yjIPA#GNNlw-)Fs zz|BZ|iL}@p+ZU4&TGn4WuGWj#{bB-mfZW()Q~O^qQ54~HKUXg6!x?Z*P2p@OR7ql4 z{8hzm8D5K!R7?qG$goJ<vpvX|ZoFpuA8X8_aP-MTC+W_<XK?f(pUq)5D}unm@{byg z(l5(R?Fje|^3xN=L-G2PZR=5U0<=;9d58E90%tBX&(l>Z3E1==n$|f{s(7oLcV@pN z`2+(_?HFPiyt$K$u{{Q~dlC)K_9&h8NEV=4U1=aHW+>6INvemsZp7NSt8k|&u3bK) z^&ChBZZTxtR{=Q<MA36SV`zr<S>82EHn`-h4tYDY7S><s0Sn9_ARSWFGr<(X-{zFH zJR-n0WE!(ww!!_c5cOh39RbLh_a!CcF^XqUq)hVW--wsmko##6TV?#4s3}W@^wnFO zd|YJPti@Hdy8Hz1pMeo0<y46Ud3#^wbeEf)dnC-sC-r7e@pI)o`y}xj)(=*xGG)Sx zi+1zrwp-x3BZf1!A;jk{9pEIi+1OjN;cw(YLdt^%h(oqfUsILuxJ9t;f?H*B%cAfh zglmKOXQc3|IwgPnmy!N+t!`6_g%}!!vQXz9CyMc8bMVImD`a{g72jZL56DRnYEn*W zkj-31U51)D-iZLvJ9~plnnF^~*P(Nc;}vu&0MgqfG%?K`APV!B!yLPc@B!ziq(_@v z=6ErH$_jjAj-X#w2}1@Eb|Nn;i!W4mW*;eZ1AF#8P#jrh!J7uLQ=~V`6B(X7zb0@& zLKArM>xykvsielB%nLGliIlu0mffjpm^`+L0&dZ*!_DQ|gZC(eO?$mYG^y+@j88Eu zl%rvSeHnsM`Mf`W(A9IOuv>&hBQiEe@|}x!4(dyA3ve|>UJYdEtk82fWXM^N#X6{k z8Pl^}6Y;>^Hd#QOMZ6lq#^M?lx@)UU1a`^=fR2N_G@qGi=k@t+l@sEa^jq<LYpcvq zRbAMe|HVeyRZ|eft25PIoRFxl(6ria76>h!K1wJl%g}vOpFr&Zvkl&Dmc3Cr?cL91 z(u4vKfZ(aV?C;)=H}(spAntd{1slpB^Uysi_{l{s&ASZ8Ymcn;wA?6KH+8Z17i=f> zkbshPbA5c#%QA`l&#l3rk78B%&5?$@1l=n*12NMI9L>GL_ne*?r8;#45T@C_SgxB+ zlM%E&`PKjG|51I_wqtidv!R|A&yx%4gK_qK<k!?asC@xtO;%7JE*V7NVX#ZM_^%A^ zQ_ug3`M{uXIDLqyBJ_=&(|0^P{$)di*n{H$iK5hL0o`huLrQRm_!m}W?Au)GzTt+e zU(5d)rmroT#pk(5x}&Tfn>s?96DXIQ7V0S=phbv9gX0@Xb|*&<CoE?8M2fqH;)8(w zug*e0C+N6kL*9!&+uFr4>qX?~<E?;Grm4mPfNA?aa-MuN3TtNHeeT?A4c&frhOZaD z0UC@gDbJHO`*=FMi}{J}$-r0IL;h}AWU(>F3f~ce41!)RL|5f!=ufaIApNW$==|H~ zsEPWfbrPVaFL~j@_5@}6Bpb*6@vQ;hrb|&PRS@DRd~r3_GQTdzTMlAP$e4=9GyU!4 zJ`X%@sv-7`S1!B!wM2OewY{t;1i<M{B7h3l)w!d%C|2`LAHyt<fWs_mYav!~C4G8W zhzTQcI_HtYN5Y}#9t^`11woS{6Adn_RII~<&%j6>3INvSQ{pi0v~`!?x97<0H9BN( z)(-cTUcc=blwrq4MXF}|{O0Ka{^lklvOXjnL(eASm3V#w*yK3QMgOk>V;~-><AZym zy@|46EmRqvwgws<wqqkNqlp`(KHzI@$-ZkdgJAm%Me8)lvili8VTA{~zii~485<#9 zJ@^J9#(3gKpzFGUXlXuS$^7&h4I;4*VgWTdyBk4qRC<MJLDygcAV!iW_T(3mCi1sw z%SPVWvGWNCj?9Taje7(6GyjXb@Zun7lbv5!l8c<gxFSb%Yv8%M0nfDZw;2`HcSYo8 zU}!>qVvFOchUbWz!wg>hkz3)Tq{zrg_bm^5E;%oY%#}XYWOzvFQTPNe&_z1S=lKK$ zz-A(M*kgH;plbZRowDh<4$<Hi2IyItcGG>uMBg00&t4;ZppUK4Lf!Z{Rm8OHJ<)c7 zEyah=iNIBxfZ*Jpy!eZFE+}4aaon|_+DPI?f?`+cb}@CR=8@bTg6wz2w9S?^y)hfy z9r4vPr!!5LFBE^mmelN2UH%2!$x+5l)pwKVW-BC9PG0Cw2~C;?mg69IOoi^b7Z)mu z$VsQOL;H3*bNKWep>Yqh-nx>b)|En*t8dCBe%wI<2-|JSK)Xl`ibjFrJ;`bNsc%8X z*8YDLN`Q7CMM#QSV$$O|VmVk$UnH78OpSvu4TtSZy2F}_p6FBG8e%SLcm|c2<o|q1 z56Jw1OwhpOZYx3uUy^PV$@W{hOysEp<US~oU~V38xME|iPv3AU-dm((Q@>l}R8V7V zb^=1elJl?kHGqBIhbKC`i#qf!jN+v^;3Y`Z2PhvKN*h8A(GqANU;35vEjB>*q*Sr* z&EV|?lmC~G;bkA+Y#F1;EPs(2of2;r$JFc5n3I^AwrW4?mdQnQh*|HFm1T`CCJwWd z9%8XeR=02j&OZTC5flJ?9K8fX15EFT3kcIHrR}4pO4}e1Ui|+Ey!?ui+x8ipgL~tD z0mrwp+1kJS^mjE;cmt_A&+*;PSm||bmi1<BrXnY`rEu<*3~ly9+F|UK`q8fVb3jha zo0J$LlLq=lSCv-2gTx}IK1Nqf8QzE4;JjL`CRlj0YYh=@SqMuXW+@M640Og*fX;ZI z-hlt0B*_BljZC+!ZntRaJmu@R60s-a{rRufh@xi;VZj)lE;mi9GN}(gEuX`9jFsl> z`-NNDRN5|r2r4XwYP|;u?!NO#k9JTb-WuO$k7VRteY()5e!Iy<pUHoxP@?=D2-&(G z(=$Iw4GPebS^WtTx{+WWQEI#P>l~tVG$z`l!9__v6<BBA2v|oP*5LemQ1OZ>!0~!q z{<jVJ``uufKx-2_)f1?&MndU!Q&R;h999sQif-O2O^W4W*Mv+|0f3V)t#k>3<;R#2 zLWt{y`2MtD8~`V|;U|R5z&Zf{>8A>TwthqP1moZ^oj)4}7_A}>@ECuG3YAMJf@O)H zSeiMAMR-8SS%g=+RZ~?U_RbPP&=ODC^8j(}Jz4^=JYuq*%D;3k(3mLDB+}UsafBbb z?pgJy=6zZN9(DH$9afx_Ko`PyIOX%~@nPj6*+RVHP}J==xlRFEYDDWx8!6=?ZFy)S zCXD1r8y1ptTk^Xu`1`xgZ-nr3%w#S1h_Ola*-a$p{!3<nAy5Kr&9uI`35Z^Im(V4q z^iRdg#Yuk-wZRgCvg{*88Fx8I<RmWd-~=MMO~P)PyQ8Z(ZkPb}CD0Vq!(F*oq|zj< zmTq+Pp?z<o?x4mi1BBl_NLj0!@~o1Qc9Sf1^8iTlpW*{YTmWIzxLAmRj%0?i2oiWx zg}t#Cz2U9JjJeGC27t<V4Kc)Zt`8D5TbMK5ZyRxy951bBz7}YFNn^TANkE>+eTZR} z#VsDBRarl(a>Y8^M0zi4kb`Fsa)d)2eHey2==5KjFeHeyg!G}uemYUY)w<XDVXKJ6 zeV+r9E!4`+&69k8X}C@CuOEznuH&iV(7NvH|LYTeJdOM`3_vx>w<d*3oActY4;m~? zHclO?KrtRTKBB0W=BT(D@0gWwrECtw`iILE{{(RbN1#dHE#W*^6owkyg3OBG95p{b zX`o$<fGfw6`6jrp)lM-NBCPb<3^=%Be@qSJ6o|((d$$*L$ilW<JqGaYXYV(TMeUd1 zuJyr2i!TM06#tL|7RzLhs%)I>eT)9;kh`F$7RegD8$cphg*^lEr3%4T-U5vWl+ZvS z=_yvP9O6S<ks}Tkq^HoOR35^bP1|Ok0-l}T3PLE5X(5H!K9AH>wsBdIrgB~^%RTCP zS?U|X>UCYCBnTx-IXabf@S<KooTHCYX}9%1@&)Yh3l`^)o)|>MA2eq#8iPNOVU{P( z-U#iAmAEXS?ZL9F<nQZ6pnC)`ahN8|0MpWFbZ~i5T+4YES2~Xw87f<#R0NERRM064 zhaBx^=DGTj#yQpxDT1PH?Fwtk<M|l|Z3X|u)&h+!9)}$eW*|$l{__*_P;zCb(nh51 z5~AR$HfZg8K}tJa^3&0$(|1!R%YwLjF+@n3x1_DL)#F0z-~6IN9EM!H#X#TWi;4~t z%e<~w2=g0Q+oH{KD$q&sS!y#^1!F81+s9>Wyv6?YUL=^8p$34=#+&(GCTlRUvIXN{ zZg#rrQlY^A)F-?xMH;|Gm~9{%IsmevA1?LrN>F`fjlu0V3&apXl6_y7fCol3i@kw- zL+MkbP(<)OqjY@%1+-|?N{8Q}*Uqp-2t;NLIarLYz(jTvotZl46wDKy@#3t;I&f98 zqn&29drZUa;4^kF62V$NO+#F!f`e!O++x~4zsn9_;~^1Cn&{11&C#teB<I0Ne_TRr zo2wl&?;-@wNhW<2^E4{5ihsPzWorXs&Sp6LApmwl91>6fg3yejVbSycu2^TPODY^^ zB{t7KN&y%$F}u51+ply>7>d1IDeDIyjVeeN+y|<ebB-~^#x$EG^R<2gU9gL^Ior13 z&@L$V_wybm%5Chx0a^7fQO}ZmtDEq<Tx!hi|5`MC-3^*URNPvD;PKx-F2buN?!`Rc zdZM%|mP%q6;vX?ku(pwWv-F~-U&Ejj1iIErP`es{3t$~PAForBEBgSyP~Tr6aG%(v zhLtE?t%KALoR4e-q+9Bv>l7RMvrFy2`d;}dP4<tQu`I7gG!bZ~xeSHM76uXGGR4gF zNV`DR4|IuT=}}Y>tOi=Uxe1Jg&q+qx9rp7?Z`4X!>SZncyrZQ*aA0RYh76bZtzM98 zQ=2TjV((0^M&n%+gRtiddCQ_330?A#SWV*F^!f;hayMWtcz}JqnR^en8mre{c4z}7 znMzs+Wr1$EW_&u4;n>F^j=f&SZ6Y#l7%Eau;KYxa0mM5S`pP6w3VAzvX;kygDwIYZ zy59R_S8$ZdIl&p0$>b<^{D?U`la$QMtP|<eQKj6VkGmsyz(PxO7%fUqWnVk*&bT3~ zjXo6<vAzfFN}`Bh+6Fp|mK>#nv}XcW3Y*Elk}JEgOD5y$(6szivb;Th94U|nwLf1p zVVmyIg0@dHAo8;spfYu(75^h1WR#%F%GN6Ix@IIat)JBMJq^z-GQEvt7Kvb#cpU{< zz6hvpy>^*Rdt{d%D1~y}GEhI`<)cwq5!!BYd672g^ouZ<?#=)U!N_oOJyyeKp8Ek4 z6D00PobXw;$sC+tV}%N^fjo?LCDKgaGIwVw=UI9sX`uvfx&u&0G;6fU-P^VyKbgwS z^uhEkL5hU#A-Rz`KvX>V3Y@!v-czPfz9m!_`c~2B6IZ|ntnUOkAO0f7EuD?zqicB) zXz*DB5mK?mO{I%+jWcyH3ZL{wR(hl7{zJiO?jwnRF-M_&N#l!E9iY`Dp*WLg(Ctj_ z|I}-rsevj)D37!Qnzj*EDS?LQJsKKOKy+KzT{(5cweg~@YU9r`a`+U6X1X?L?UgNM zLRQEPz9{Fj81lnrjR@kC@?T5ZSl{KjPNsNF6fFZ#JYoR!h|5oh6G^&3$jOTT<j0F- z1B|=mf&)?+Bb`DrlD?(vfKwT7lJ5Tj8_gf_lh-|gAxa9ox}(0MKE@t|cfe$Sg|6H- zLIq(j72NS7APiHj8&_^xh?n;Hbf`No>BxW^#pZjmwDC6ndzU(`5v<wiY|Rg?GPR32 zeBT~gwu-ZA%+cSkJW|?<OCp(fg_&Nz0UeZ1wZfUhcl~@#9b32$GP}QK;1OlssLzXL z>Vu>EB$j#`UKsyT1bUc(OiJP4gM=34qGQrJ6A=<zpI6bCk|b)do_b69xtQ*doxzZ? zU`W!SSwu*I3vM<7xjVy_*<veNA3+?Qsw*SUjUmV<=@zrUD+FF8{5Wo_LdB4@sNe2k zZ#(CjbnAnSXe<&Yyb=+YdmI-1p%VYio6<*cKdhuXKHn>m2Kow}Z}STW=2$%<W`vB3 z$W9|(x3f^h2@{cABVx9cS?@Lz*rZdf!aeXK$2PbZ+JR3Md3Hc;-HVIFN?pt`q=TzO zpSXziU*G;P^@%P<)?#3$KJAWS7VeX;_BK5xL2n%<`A+Vz&OM)ztN`M!Bnbb*Hgg~! z<ft7Un<Kje4x~V!24g1Yj9%5ry}uyvWX8&Etor;5vMy{C79#dzueOu-oCt!xXA_mL z#27y;hlVG)@n^Notcerkb$Maj$JZ$f8O<<0`Z_~Wfvj~@Z4{1(w8I|)c@O*-B^rqN zddE4YIw(80gPn<Sm%n<rXZjjB(rB$`>|R3Ywx3tDLhCo|mGia!Db6=56^LX_x%vg7 z@{<lg-t7B{@EK2BHH$JGrmrsOk03l8O-VyunhTw=61DBL%dL@hKqoV+)Yl$|J*{X? z<`w3c13?&$TS+fG8vO1&-CNhIt-ZDWMYk3ep7@}-p*v@`<EO5ngX=C=cjNhqxM+P< zf9jq&;ffhUsU*|4e$~tJ#LNmq=7I><Zx=e@8om=HEGyo@jaypfCBlk~+o8bW8#KR5 zoL`&T*~h9baw(*pbN5|YS(CR`2ph7xP<OQF#<tit_H$mN{K~XqRxV`}DG16xDV~y+ z)0mP*XnezB?v(YbH5z-l6f@pODx!KJhh2~Mf<#C-`5d9xG<(K2iYP3+M`MHn{D9qe zszK=nX;tsr(asiOX63ji%NKVd$u~DcTiX7yG)>+|`NtES>*Sm1cEkL*N~umvBR}Vn zxUVcXDSJni(5>c=L|Z!$xDHITLg$&6hMf9`o|xKtX3`T;rcD9hvT#_d$c$2SXFPbY zH9CYwH~-ps#xIBa__5Q0r#G>#vN$09Z+bSi*81A!&sP>YCLp%YpFV$jzTo7fm3Ok# zr&X5HG11qxrIoYOv3>qq(8AjM<>mR^Pjs|=d=`#s&x06Pm_E@n&}-02XxmyFJF3wE z|NH#u<yC`LR^P_L&RSRB2Kd^4-w0fZnA3q+pFbtb%}pz9ZJ{ftZ>vTtEg+}?{4Ho~ zW~*;aD`=)|t1qChYoVu4E3W^|(AMY^0|PfV=-;v(=P5Vo<v+jT<A>0&K@c7OJ$^mN zByZWb4cdJ3N&z3@=zp`t=QaJ?;{SOPI#wq7|8<%}%(`#bER`clrEsN;$8Vv6KM7N{ zCck-24udv7r;$~fBusvG?-aJVLD!?&!)}ErmXY8@wBi<_d(}#WbV8V*bV5063vZ!h zxfHXX?=o^-ZD7dgFkPBF@zc~h2v7NE90`4!9Zc-w5JHj%1lsQ=PK~$-4MEj!&=Z#v z!YLZ$vo2R_go|*cH=trBHa+=8k&#NcMUaSSFCU}&0+eEHJq-`I)k6N;P{_TrwIPPX zxN(-FkB7EvouQe{!2~Na)_gL?J=eanHDOb%@H?&KYjr3Ls~>Q&ltoqZ-^a&alhsai ztA0oSrhCGjHpP4XNy9lsStFn%RawKk<ksYv(M}ZmPxtKh7Ufv4z$m2d=RhA=PcAQ+ z<p(E+JFEJb(x;;m+Wx#+dFE~fWl}=VckncOua2iT%-TZA(NWd=KiRpZDwEp3Czik{ zP7cj3dMk{;`!lePmwgxO1gmCj*QFdm@a-IdnojZbz3&x25p`Or$p_9}aI2<AuI|(> zy8c@g$o)Z>SToLfTjTSHKLm8poaYUHxNXv6lvicCn)M!SJC+;YwrR5llFbd}MaI2m zc-O$@dczB4L+PXV>k&Ey-oimq<$FHY7b%GRJH(`YiRKL|hwqeIDvDPO&?Z;<R|15n zX+pJ-=mB=kCdv#Xj@<gSKv=ZgC>1!qh^e#e%ZVaFtk^+3XIp#3T(NsK^7T9}5u9V$ zjm-gZ3Lz5<KBEs>7Z6OYf+xD>GR2IaR#4XCzt?O4?m<XnF5%O*e5dn8d4}>exdCl& z`={T)Z#W&Jh^Ld<B^h-(nA-XF_j44tT7CUgBv9|XqD?iT#vJFQ%%Ug>euX@sw}p~F z`uhWQkgzsch=K*1o*fZ9h4|<L(W~3g0Y3ADEV)2Zv!>GeoPhmy)5b1A8n9zZjZwVz zy|PO=aH9d*`A?*w9jhHV3rTq%oz9c2*3J{Ado~S;H09`|U>--D{GXP=wlhp8Eh9yD z>M-i;V3Z65fl1_ngd&qv9W1d}IoRp5clp$7U&b`trw51{rB}t?g@bUD?k$MIGj1=- z6c$bLiGBwWF@(c&-tNk(L`Q?AjH=*{#Iibme6q#Ivo6z=LddX0`?aN+`Of02-xp%} z1}6c|CM@(7)iHWvgQ*mDSV!&)a>_apBgZ_R-fwccNcYg<`4hL+BG__t;)+GeRMiGM zwl!R_f?4$xmt^<TE1T&{EY3ty60vN^(;x8(GN?EVZVuq0uSSzH-u#Hx-$Ilx5Z308 zi}oc~kkAz^5DW$<zYQ7mv-{0H!@^8y7$(sU^SU`($W&EOqR`?_hLX0A1+Jp{Zj?A^ z!nu5BY7^u~ejinTm8FCIq|akXsXv6%a)2kIO?(r%6q@i`em&nU&OH+52QeB$VWDw) zX%)_mt|e1hDV4>sl@W8^v3T-MeTtQUlv`IXgXw3ypewkptiYbVJcm>oH;E!j(Rr@W zY>9dGRb>ZaGc;!h^@?crLQJ<M7f4T_zY{n*ZELqyYv5J)aXJZFbf4Jm>{7gBlj(9? zHrs2nJCPu2v4%N{9kyvNKx!X+V5K2-b@NfP%98VrJ1;buvno4U{$#F1P>iBT8Z`u? zseTHEZAgq9ED*@UB9+-ULY{Z*ayw#55tehazX$u9G@r>orxrh@Mzl0>n_#@UP~l*m zzWx$Yn10)|g5Ks}u0Y0-(GdoXIz<mmI#;4Z+1k@!IOzI{gZ(J@4M#oH`xtSK4_BRX zdT?CyE}Z2^DS}+dj+Z!XDD8GB3r*baZ5c_P$?u&!WD|eU*PKWfyIqsgF@0e+B5!L_ z8UL9NhQtJgAyr8TjV5%zn)`)V7ia_OD;bRE@0}SEEq2U?tJ*+SPDH9=L(YZD|9usZ zqiYfki9iDF(#lRp>*#MH2?OmYgi%pns}ea#THYs_pa-u^N`A_=<NJN7yEaU5#V#6I zeUd$kjJt9$bZ!|})BH6tAv_-q=RQ4!lBzXC(J;)tY<4lG2H!CVe!EF!qJiCDNzTyy zHI51NZ+IOCNplQ5+FsF-T(dE2m3vVZb33OZ{iFSp+r2To32DOPsaryvejF3lw^+I% zdkf(7HRZZVVMF&yA8c7#sl;Xb%8S-7*QHc$X=Gs>&?;!@N-Dy?=sb2=&owrO8eH1k zp9tM}lCh5HQ+0Xb{HU*Q`k7|H3FwoSO6_zRCktDYCPyC%w5Os%uvJ;v@lCPD^W4sI zUHnFw<45L|#N+bUVoX#2H1KVxs`6m3CX_RQ4rM!f3Y&|j4U&vCc(4q!NUH8H=t8Fr z9By)%&GKo;T`j{2lzcoyA;mZn-NQ__?)wz7vS4zphh=l@p(5{$Dys5%)PK3XIvdp$ zJN|v)7m7fxi@$YC{-xtco&!Myk}>VDGL^qA*4&&cN1FP4rfGbQa+;8*k~5qt`bXw2 z)4QCU4O7EvX49FK$G5!?H5mUJ24?)fVPFPUR;K?C17r7vV%J=zl;qlc&+hBNL5J~r zRrYEH8LGGKgqMNq5L=JX9`5$Bu_u{oTAX(3$}wVcj|TPj=E_%Z>TH4lHPoX^=k=e{ z-?xyBci&TwC${-*lA9Bhem>1aKC$TBZu^OBjKp0$7_*Ue1babz$M_s{;q{s&=yNb- z!^1;)Qfye9xJGzP^)0RKv1;k@3J<lG8}%lECF8Zutu3D!5rZoAYJ4k4YUm2LWwB%! zWLi;o>KVCvWxIjjikHm>o8QI;FaPfA)6n*nE#fQr+3e6$%|q%G-Jmo?OrBzQ=lCBv zbD>uDdDYGxazD8?dS;rcoF0xQSO$2wH3*j&)Ayve=G#6kRO0L38ACtv3F!dOwY^>8 z8#=`^<kZN~!kb9ufA_QbO=j4(#O<DNvulOxJ&rq$)d}Ro;0^+AjPxv6wVT%<(VtOX zdSQd~|6%XV!?EnXzv1pgi8LrfGL(ukQzRKmArhJAc`9QfGleLWAwx1HLsC+RC`yPj z6EY`d44G%%wa@D^<nI37-{X0o=Xl=tIDUV0UhCY$n)cdzf6ldcCE;?;jof7@*z9BQ z3lf#Y;Msye^PM@na|Id$3q3e@XhswZKYKf+tI9j%(mS*zi!8Ne*3RICj-<*VlN~u3 z-!)RU2);im$6j^&>y1Fk{vsl}o80W$!W_OfLHxRswUn3S&N&&IUkpCa6Cihru=U7~ zMuLo%`;TU7c#WL<NIfmYuDde&od{wlIC+^=^Mg!og=P$a@xn`1VI}zgl8EEGO89Lo z9)vJWW;&0@49U1TEwEZmO)k#gjcWe6;h>09yEPNv#iHOJ4|p8z2*mQL36x!7G_J7k zJ>`3(M&5V5bVarfed;X|s;5x_3B4qHAF@&A9WgBAZrMH={m|V+RE}k=#*0V&_92C6 zG8(^Mbekm;Vt2V%NbMA#>8pD0xjye=pQo@sYtZEx(|YR>4b|AV<BJQPSCbD8@T=Va zES0uz?y5=iZRt36yK_@1rTp?jubyfPX9U%%kaoE|OJ)6LC-G*0b*Mt6uuwgQE?=lH zlG32e;E=!9BgKjPd6Q?A+n5Ayh_G=PkI3&E;<_Qoy#G{lVWqLah&lHT7LMLR&K+7w zq4p=PIh7EWcAnfkysebp;bDDC4W)SY(ainZVuiQ}PY0PMMWvM$h(ur7pB(x1G~2Ij zvq~G@hgj-vcR#ZEe6RY4UQx}7xtrV%sTI8G6m?FEJ$sSl78y9`&YD4aI7Uuf;smo@ z(mIwg(L91%$|VFl)*tdTpi*Y^5MY;V+_umBn|%)1Q~OI!&!%YAXo5*b35?lPt468s z2iPX1fAqCUqB*4f@W{E7ZzL>kTgBUaKf`W*_JYE<Txs_$?|pK~ISLG1%?75G7-G^) zZwV^0clZxX$ret&(dM#_sp%*l(|@^X)Q3bdUuSCt*VAwNDpOo-Mq)3$>?qM6a1RnQ z54iEG_?>gcr{tr>Edu@9B9pm;_HZ2+GB9Eq_~u_EE7HuC{o(pyworq%_wq;c+^z37 z-9M46`L)ET^%EOw`iYRXGvw=oZarXa{!)A@m5W$Fz9aBzU0{up#$lQQlV}aHi_BYd z@^^++e|hoF<SA`(ClBM+n-1sSd}y-bdnLwq-)@)AyQW(w8`x53X!+0Oel<%l8J41B zyIm=zdYYgkQIXMcplVdCeK76N!51I$Q-dTeo=<h@i>n<hFqViTkSP3kaH^0!g=z4H z{CYLjgi<4pvcm^^>zMCu(B-MU-_s>&BfnKK|EE;E-j8ntPmkKDv6UsK_}uag$@RQI z!5=8K{rTxrNi0D(#lPFphI|&#%H3DxC$XJ0wd`X-W!)p+_kjU-_%FRaK{qa{cu?{E zVWD?~?A#OVXK#5{u+x3>r(zGN{LA3U$9T$Z?`|rd`*~e%NT|fvKFx2(#}uP5%3N0| zB_qcVdwUJZyY}S;{H#)vyE|C%AX7<&`jr09Bg5el>iakEJ~+JFzUsQhg9Bpn({>@D zHlj~L%hGR}zC3MVdX~)M^pQQ?jX^g)1ZnoB*90)IMYB2wJa?{rFB;bKGcE3BpCT{C zSGjDJ$_yLjj|nvQf2{ws#rhVTG1IYFyHF{2qPm;h9-UG3!yY5%-#Ow!lEbAo36qn~ zvlwn=j<{?xs{X#NM{N7PVAfZXQY<4)JH}WmNM1Sy8hUN7yjpNb_ZUz6*PpW+roR*h zf0t-3WNuS5`b8c=6iV`7_bv_v{;x#+-A{bJy7mZap1e~Q{7R`*W471apYs((lFzog zty#L2f`#gIp4?%MsqwLIYWB!^oDFCd&v_Sar5y5TUUq!XW4ZhOT%VPX2h&js%9R#s zRNLCPn3nnJrxkuvyvoZzcY*z9Q0bOj_u-)2qda8i54U#Ir9M$;2@2M)Z0WC=<E#+w zs%LR6i!3zss&>ra^H8V`B~T#>-Fb>zbz(4~=kC4alElwmHwtABi;t#JDv54yJI>r3 z@>gTUwV%y<k9j}parpV*!Y&hb;ZEk}u91SInzWaL2c?zA<C~=YUq&3xG^aPJE0NGS ze6yj6E0$&*d&33yg}R1^=~w$XFIFA9c<&sEXNgN+qwQFajM*Sx@&{7xob8q*1{MB1 zNk05dJ|+EJ(wBuE6C0;X%rusbIPj8)9nzPK2`Uqr;7;aG-xtgNCS%$`l`|>sjw+dl zi+{1vhK&bJx)b!ZwC~lNyf<3dI7Z1OQZ@84WPhF6X5HNzi@%cv8%y3{;h+%fVlq7< z-{J5fpE7Oz;o{v-W^TMUIq?2UWBA9;d}6m7uWjE;x1<n6yNh@_J~O^umF6b-gr2ym z%!+ZWA&k>Ks9a$pV5<Iw7J>WG%Z+`6ZmRdM%~ok$Qz^^z+x#@_oV`zV*;IxEdrbG$ zn+FrW*VycrFJz!Uk(QvHnbGK-LY&WK_#i?yqSoeA@zgQhOv%;=LixO$;7mEr%Qs#e zYS1fXr3g-@Jum<EN1%LK*^ZXXfuK<8EvKI)X$86~svPJHuJjgR*5QrVaFE6>xYZyc z$%Mt5Ia;krI=JajOmJ<s*(K)-KSS<Ol&i6Hh3qan&T%S*Qj}aErkhT~u`8h`Q!k^6 zXT0j%VcM6X33u+C`Z$`XCTFj5f8pdnepC4&t7|;gk@}m}d5U5QDqI3o#u{Qob<e$( zd&5Zl)_naZuKu5@n;70k{@gzGW>+L9W5H)XZ%NYmQ*>3YN>tDNr6Voka7j}`<9=nY z^5sh(U$*m9nceW0m6H+O#9ZXLo%VqGZhG>Mb&1J48w^iv<Rt2z7>)YiYWFmB*jOz1 z*6Z|0{-H;M=PfL@zUgT3(|_=jx+0~4_O_1(*CADzWE&omXLpm}zj6G!YwH(^=jnpN zXS!8?ayUt5R%EwxsqVdy>zVuGyTO@$3nsD2gcEesyB<_MD5MXt=G?PIZct|0={P&d z_m7-zpQo=espMx&N`}@3=v=Q**->~TGxLb}yG#0Z73sVU>Gy5#WU?`i<lU*L;iimA zPiHt%9+z>&s;i?>INa&uNws&8Whx|z!WXlv=g9nPl+LLqtI;OiUOz0Kcur!Ag!?$* zlct)-CoO(fsPe|KG>_~wmw!YkPo(V@Kf%Y6Hz8|oKeo}#e%q#!U)uZ^W}UWAJ`+D_ zx23RymDz-R^Yf3oRbNd^_TG(s`d(B+Q`B{^ywbn@pn~WnmZ?&QS<X;@QGRFFboXl( zXEx^)YzU*%JS4uYZ=!{ora3jWd*I3kd!9<CNB4hJeQ<fCZ0GVbJ%FLNim;DK;yQ8S ztB#K{ayFO3_L;inInRezdh}%y6kH$GXaC&r$*Pz26wjSOyL)G*)7Y#@Y;2NyYKXps zB~RYCa=7%(-Ol*fL?uJ&Jg4_ZJlS{bS-)A&jHc_Z=TSnH%WP3wx0IeTZRG59Kkv<7 zGsJKI^wJ(mM*DtCqdSx5Jk)zX3!U3O=2SjY-~8i%f5a=sohgp@LvD5$O>DaDTKUZE zeC@*R?AH4IO$3QlCXGR=;mUauY`cD%e5AF>_V5olSG(S7>oK*@YJSRsU)kT+ig)gG zvS*0e&_rNCYCBOjt$4&F@}wV6cyk>QqwLs2!LK2TDIeE4x(D-ybKUYYuwk>jc*s%C zD!K6uo420EN52W5ZLJz=L#KVEwQ@Y7(|HMIFE(6r<?RzNQRdj`=0U^eSjXrlpe$+i zb6ur-nc^wifH!U%h4vi3@cR4d0}^?UgBzxgKcl9QWKkVaKcz>UYe_sR8F?c-shzAs zy2|x_MmOiIvr(0)Tt&@KQ;(3yLsMkcKD@5_dww!l8f;S5)3%OmW65iIfBEUG{`;o> z;@W{dT%1S6?xv-6vZ)9N)(Z9;iwklTw?u@8_Rx-$$WiYe%ixYVwBa?Q!IOJ7Bb35? zwgL_5aebS<JdR9(f28y6m6KAHluyszkK~ZzP-_yB;!V+e=FF)0aR+UE^N#y=atUFg zxAyqYGVLum8#xyAc;r&jDe>9$$#W+PzBrw4pD4+?!&|5|Q0+zcWMWSB&6T{iu<aMO za1M8!Xno7&)}X=pqcE!e_6d)=Jv7F2siPJAS%Z%_W9(En1|Ad(xh|gdHKHMkDD)ls z)Fpbxx^>PRrWMq)@9s1U8dcPZ3ua%htSBElW&G&fql?AnszaP1?H}c&q8*i`*rwZ> zl(O~}nO`m4+x6U|L#U|i(nkGt9r~HsapPX&E-8;L{g}vC%YNO&86^^BQftw)xyQrk zyq>l>;TRQpW1F;kf&$N0!_O8?hpQJR?i}6m<l$|d^t+k+?mgxWcVVHD_N|{})(Pl5 zr@m-W(L31lLEzIwvRRJ^OUl{tsv(WWYqC7|+k_S!{ZEOp9AE#<@~{E?2S?v2Wy^f7 z4UFhTOt{}QkAC3N#2#m(+*TFmGAt=Lq|L6WxpROG{$+rh*)R8WUv2yqOA%<=x8KjX zFCm+bEAQT+m!}qeq6+I;Gbvu?zb75J9CqO#i?*Q?tyx>l3-zL!y*9OZmXGBecTaw& zGor7*-_c83FxebAVBAB}MO*(!uB%o0p-$gZjuKvb$&ZdLlWGC%FYPzF&JRYhj4Ijm zbES=+3m0;_JX;?Ye)enRwaf-;g0E#YS4^5{4xU_`x${89+`Edbc*m!v_qoiu*46Jm z1xMJ~4?MpoH^D;WW7)(qy6?xdU|H*{K)aKUQ|aXu{mC_HO;uNBv(okVzLaL!>Y>1) z*}nBvwr+5Hs!{358mr34y5=*@xBKgf_REi7KBv`QbkE$@zlQOWi*SQ<XmG`S(ruIJ zaXmjBe+ekK^1s?@uRU;PQj?xDNXuyW)B5~f-ByzV>@FWjF0{LzOqTVE?ouUFa(wC~ zHFAh=tK;I2#gVAsi+}&*=Hld8`Q|=}GV2zQSLZlwc=e*bp`7?Bj`IvWOZj!~qx`&o zNWZW87LSYywNsF9r0}lH<;#@~+U65nWoja~USdnGL?HWNF5+#H?*i8C<2|ilb^1bJ z;wEn9uh-&417Ga(x$)P97yTQkPk+8_wUZ|FtU(HO`x}R$@`!f&NmtXD+{#wtA(#4` zbpdl8gzwL(5MLvWRoU6mU3Bxdud&X?zes<rBQRU{)ha#x6vdR-`tbG6U;NC%$)_lD zbI2H`XAjp3`{l1&j0w(G-N&^~_MTt&$W)^SHRZ=+g36HxvSdEq%RC}o!6{j>Pt~1U z>F$*gR(0ozaKo+qquib+s7tR@d^7y@y@jdsHvf)1zd#*o%I-~5+1z;t^*wCPdWn3n z{QiR4`8@AB=Aah#t}F5eW^DRF%-rs5oet~1N_^D*Rl}iDR!LsEwWy*@jeW=dM>nYt zYRG%tzDw@gQCTV7?ORmFNyc}Z@f+8daB9^(9oFlND(6&pI+#<Z?GyNNjQ<#?Ih%PN z^Jh2Bxrm_2tD#z+ZiCdP>8A=NlwHHOtb3kl__A@v+x+6Lb(;Nu$-bWVF4y5$=aZIa zOXhN!F2`9*uJ9YHG0T&d77eMtVoVQl^bF0!khzI!J6Fo(wGREzwI98EEXamSREy8T z$T9JBVM)a|t7+1%81E_ijSIGP6x-+a=iTH8K6AP>@f^ds(3k2Z<TnY!PkD(<#oV9T zTCfn`m>qhnX=-~_sLJ|;y}LzR>DDnH-p)YmWWZ82<U;a6oM5`#w>tb@)NG~uf{XI2 za|<OD``zy7i=XCxwc|p?&--&~>yI$3J0n8SCqmOhK>lt+=DY2$)@}Vtu>K_T%?+1z zxW2mY4EXCb1Le+ZFCS0^yQk<dB@x*^*nY%=*NV#Ky8hQA$2PKGFV)%5@|PSZS@g9- zzc!bNZ1cQPvTc`~w+(}6$)2<uDgiX#2?#~E%kBx@bU^f!#QI$#{SV}l_9T1t#Txaf z_b}V+&RMrbH0!|ylN~d=95*s@5+~-XJ>PCdn64vpY||Z2%KVSNxR24ZyJx)%u_AEZ zHs~o+5cYMu%4Xr~kG5aiw*B}+U(W3m@5N39+V3aczV}JMj`;N#MVbQW;_0(}Bmy6m zsP7~?bB0UyTrkNe`dv4^Jq(Riisg+<zOYd?DoN<G;%DYdo5#0Hi<v$wude7>XTy4& zI?9(_O!+}X6>U#?&-SrnGrNd9V)gyF;0ExyJqLHCuTQ5=r>VWee}npipKjs{m8Zw+ z_w@U0DYAa9XU3Je*=d{84kto^J1!oK-)yWhk7;Y1IDeC+Q1Ppp6_b^+75OXbH#^$4 z4f$;?8vRu|Y&a$6yw!D+@ST{w%;bK=&pahg9oA)w4XP45CiP0n{^b50<2TP2T0Ok> z%1h<!iPI-!_8iDNa6!UoKkuRI`}dmf9bk&u*Sas4;qFH<gRRylRL`}YvN#yCx1H(j zg$IXK4sT%owNr`ZGqcTMjSKdPH<gblj45b5y_c#IYk&H(#PH)CS|25Dr4(LJOHhcj zQRwxm$>3IO6ysOm7j;Ot_8lSoA-<Ef=;k-kjtf4_v&_cK`U;-OGKTWmpKU*j^{Mt9 z+ak)7NLVFzF(Jd!#3SR-E+3yL$qdP8$=jbU?>a;qOH)nI(>umJqdQ|eBcRBpD5IFy zcd(APjwLy@t}DqQX}C`Eb5otz=eEZ@pItuJe$IMq_qe@Q<l?=Ho~GX~{j5IrWY~tx z{7&hf!N?$f@9vg*&!go>7>_8M4A$<cimb1xAF2IRlU#E=Zd@Va*+6Vma<1sC=R`c2 zVzIRNgLKjE_zHcm%>{P@E0PSxxDsuS+Rob^$QjS^$l-DP;CR9DhU0+a<QVY`>-_$C z+L_!Ld7|S)dx;2%Qi!s)412K_>@3jqn)gb*?RQ(xkC)1pT98|bhm5m=&*EsF=_%gJ ze5yt@I@aYo^*?b-^R${fHj?tD^GR_%;iBR8E~hOc?0Q}9%~nNmp5l}*kuS};9kqAE z3(O4fsMWA}u#vF6W{pv$Rw+_9Pw&f`F)_D{vS>ANDfZGMH<34~)gOJ563*6;`C+0- zV??7p`$_lJN*4=bi{h+ieY@J|OZ0kg^Ya=OJUrq&N@B}(YpUOIRlleoCi4BTS>N0! z%I=ha1AofZ<6UF*jrpoSoxe;|QYK2>m+~!*bNDbiHM+a|c6ML3wMM^Yf(2>T>8xA} zIXg|eJ5C<61Y2FUMvLDq_I&i%IJx^|rLk7M7W|)qsSRev6Ot2$EDM_}Ul%%6d4D7S zAwO`XUAdC4F{{q*Q)QdwjrK!s8EyfKyo)q{sr}V*t?Sxjk>YnD*IiD=KOj6=cXF$H zx%-)X!M#=zIwcbUuSd6ZlXTnNaId;nH4r=b-mf6^h70{2;;kg9#BNl&<QKM8zrB{D z^U*z&Fm+$<zS4a|r^8R5edrjsD~|kOM4Wc9eQ|KHgno*i@&_%S+MDEsw#E9Lah(z0 z9#PJ)wq#qK$QOz|)-kiM^NfQpJ8Qj4WZu-&j-msR2gG+&-{QK(c58?~Hj=1ftmaz6 zOQ}b%%m&#9$)h(~ZnO*<`oz&Kvp@S_2$P`XRq3|q6XD;Y<pM_(-ccx!L_eB&RG*M{ zo<zDiX5x_G!CXOtu)uql6(qJN63=qK<Qe7mPA^OMNslj$3>(nkJ+OJlQA5#2-?Z07 zM;a?XUn@MFrp0}~GgSWW=s~{YlM>O^(VUh#*^ML8rA#9(qi?mYtL1A}t3ObGo~dJ# z(EVvfu_`&?iKB9VD!ZCs-UrL_>n}ZDUNm)M&R}QdaL#5o(v%5Qs=oj5#kgy~y6-NZ zGevy7ugsE~Z#FT1Iri$}U}CZ~y_Ed{N~shn7Rh$YE{nXWkaFb^ZI`B?48!MTv1XM@ zWlA0O{mm^|w9Lxvl^pcVbZNO)HtLIiyb~r6_VbObuJVN}-{(?kQfky1jhcqCFJJb# z*h-E|+*X!$N--KpY-)Jz@H+M9@RwSpM~cd7lNPBuL*<TdXDW!|ynI~lx$w`@@rv<H zxRuZ3WS@<DoY7n0+Tq%J{U!nYI|Ak9Z1>p=Q>>oE+m7hG&o6DacdKpvVD`lFQC1k; zdhh+-bZ!w-1LFlJy`B7@-^p+>p3*em_%be@yicQzzb>Taz`&h;I-%Y68Ck^%k2;-7 zhbHN31(mL7{IG8%et+vBdCd8)m`I@z+rHl3@3s25QjSBBw*;@GaJ;enWmeTV+U;B! z)jRo9*r9EF?gdE&<sB^p&7V2ntsY-_=lY;?<1GDgB3dE=?>*i*90Hny)X{v--+X36 zYL#<SqhC{44b+s(1$OjbXs~RPc(ph8<Ll`jrJ0oOtSc6kEvi>2U9!GM*W~)l-k+p# zJu?47vyVYgs88_tFP(f30sWR2Ou~kXW3KS8txf9|c~+brWo#BNKIp>4A*?lJKX<nN zZup}jVU|UW*|P7Ac5m(HxH)$T99_^Do2yNY&`x^$WwB<^aLDG%*t{}zs*zUMn+tAN zzOwb3FTTEKN6wQy^kRrb_?~OeG}YMf;3Geo7*~Qx&(YbxLr{Lc6$JWUT`iGSIHST2 zH#7{->zW%fvvb%Onp>gUApF`!P<VyI=%TT$wIQ38fe|9vtgJ2d*tpo?^$-WvRaV#7 z@Vu?Lo}u+-E?mi33nR<Z7xirz_>X}ua;q+{@bfZoABD>+t1qgozLCPAU}$fn2^U{1 zY~bRG824s=evE?{4+9q`x=@0yu$-~C5tp|C4NshaH&IJ7OKW*6U43}vxB?g(T5{uB zLM{F-3l}FZHxK{6pzYw?(r0X{S7{slQ(s9N#XWl#Q{2{VGoG}5lZ41F@+7YZL@_&v z<>YRy->~4q=09LcMybooaJ0}@!uMC%&0be-v%}U+!<{m2dxRGTix(%G7jqZd-%b@T zb}!C^2`|*e%un=pr)s}-ZCM<OnSbJzwNTgH?Y}tO{C07xu<QKPllD9GZaE9>?ekY7 z-xm10%{C9a&dtp%3_CAQ4-a?JyS@QD(LU5*xiIff?>15C=H1Un?;m5?F!XDpzrVZt ziYpWhy)9_yuFR^OBTH?6Gf%cy`?hz^_!ST%{tYqTwHFxY&MtInFLbvr6fI6?F8It1 zTe|MC6z2FfBb?eU)K>qtd$_Z6dUSN4n0~RNIA+h=g<qZiZj;S#r#pu#2i<-(r?xK! zk8XTBKQxzL*}iD~eXHwY`;<q!u-l?ki13vD!q>{7n72Z%&TcVo2@4&?{aJUqCo7AG zXQU=7r)GG*ytOSTZtm<Zp8SRB+C5vT9Wza<_10mLR%<bIRG?*nyk&9B!tMNG@qo;D z=hU?G+|<mxaD6`q>q60Ex3S^jS+~T|t!{HO#%>PJ_%7w@#B>ii=GM*f`445qwEM%~ z4~qG;P`;S4P!Q8zxA;kY()IRGXAJxqr=Onhp6vF|0`od27d;mjWERF_76;lFb?0s8 zhM5+}I^Qm22|u;#FOHcDdpkAyb_zzO8JfZWw$na0)$cY}D!iELHt)TNTr%@^=IXP> zFU9_y{oSJj<3q#BZVTS@L;cx{a2f6Gz2YIak>cU$(OJi`MHRRpD8Ddcx!CD8GXxjN z8h#Ydrw+`f7Ecd3?P>33nQ32`DPElI6z)!K8lKgD+&S}PLW84ZT6tihSlCS{nuK<! z-+z9fxZN{K_=2C{R%7iS;q5bJ{xSVBij5IMqn+JO4qe6$U2!KyRimd<D(B{=`&%1h z(XUqY^o8i@X{!m=%DKapbM?kTpZx0G6nl8+h1*Mc8Y%@0{YT26Ynafes?pe-Lk~}k zaQi17;kL+WzxuZt(bJ02y*x8B({Q<Sd{i1e=4-<%d-}U^vc?U~=CxhACM!i_rsqdf zPShG_xLSvT5T3VV-CrlC+Xc$<>iwOZy7Vk3%8G2nd|iT3Wz57CE3T;OhMClzE?vW; zRmOBeaYaxrT*^Z~k!}lBdSKspd+AJBR*WSyela;x28xP1Bv$qebc3?<bIqF#z32C6 z{7gA93c92t(F@VBCq~s{vKJ^SUCG$Hc+}h~Ws&{8cuFyP+FV#YEMeL&G_;4Op<O1} z*tMxLzliQfc;!f$rAt>_naTXTr_hyoK~aY;?}a_ib91bf&Y{MxA;vR)_3b?1owrh1 zFYM;|r&xK^7Ofq+klZobzKAqY5F35cEz>oGnvI^LQXxy_T&vy-;5p+&<kFS(x=2qb zZhVsTM|dBF?_>2y3X96Qh4I;TMJjn{X`FFyrd_Yk4Qf~udDPC$56xQrxwyPlkIUA# z=<_0l{GvKY;EJh^m~A&DVEow%FXL~qnk<zv<FUboEMPk6jY-}*2{mjKqtq_17TFS^ zCZ}l9IK2ANEJ#KAu%a@g0!6z&cbxa%i+!j4q6a}g=xy=hUS&@&#sh5PK%7AvOy&<< zDPp<k;`Vx}ar3+-rZgKUE#NwD{nv@urXph7b4&^wPsB=oC9dN<pA>gI*756bztzWM zvFH0eliisVC{M)td?2>fV^W|!5u5X2xWC-6)AN!ilfr=$u`?ftOH0~XHp?V^x;*D- z*L^J3r-QhTR3@qE@_X(yyRZWCWZG!iy3VQbYO#q9cl%Q>{mDZEU0yLp%N`i^yu?tP zTFILxGg(NU>=`M`_T4kthe<&h<dpzhx@W#1oImzc32_}22(Ujj9tfQUE4B9|^G3@? zefKmpkl`yPPY#WI?)S5I#C~qZ+UZ1W@<-^Kr@<hTbk+J)-CgozQM$Kzn)_suysSYb z%gGY*<am(v!!tRENg?b+h1<*-`qvNq%}&;RBu|!!mNoq0DU?R2c*wugN}E3x%3ppW zPgVkXSa}^Q*k&EM_|$#jvxe-C5zk9uObWLAy3~ykBwfUHT6a2I$A5VC-D6Vtcp`Rp z8S+jmk4(}-hf^=_b<RD~nR`J$c%Mlj5cTlxhaP+~J=|BEGXq_6tfQ+8jZTJz6V@G< znKJRW4d-9nPVe@!pnTMmorff+j5TQlxKxq@r6M-Lx{&>~!{3DhTIoKUP?@YG)HI@C zWptugJdx+)#@@r7u0!3ZJdBF97MbshLW5Re|Dk<6B;bF_Md$gurex5=W>KSResn-N zFr3iEfFuVxE@VF_EprDKv<g$&ggXd)D#10nf>gt|;U1k(GB7%c@q|XI;Qy4VZg))0 zH@TFEC)OOS_eCrn76>wD<VOeMZvTwKwF4z~u4*Ra>lVHE^|kOsdP$l4U<@dd2c{vu z7v?Zdnno3F&vFIpm-x~Z3AaZVAq`O@Ra~Re5-4h4Yd!_ELHbNqW-XhqQDxXQ@OoL+ z;$iM|6avczRf%Ulm_-H+iBmV?6hbb=wHb9&`Qh)v0<X{nDT@ur)rEe{q2Ug09N<H& zH~4zR8<YOLY5t?y*0`Y&hoQkdjPy@mavm#k|58^MibZF)ouE8~#j<9YOGf8cTfE8% zla-UHxFOyJ-o=FzlCtQ$$c{yX9TpKQE`jh6at#S&Tai118*js|PG&}RoZnDrjRi(6 zdNfX`KoCHeHWXsGNHH|9#Ek>Ebgq5JtbRKha!i=hY8(G?;4#NS$YH~d?`b?-=`Rj3 zxfG%JXo67}UOnogZ(^(H)Un9`UMogX409hB{wRtumafi}SdhG4b~2h>i*r-#+@sS^ z{QflRF=*7ig(sMQpA0Y(U85+_mj_*GDLP?}%sHcR2dRbzL&zi80OWJ0`F~pq5fsZX zkYE%m<1F*S^t7r$*PDSj;iFjNrO<}C;40)(#){%?b$}sdX1lx53^6pQTxJRj0V@8p z?Z}<3hZtws7qVS1hpWDQRrXZ7MYw@uFs7d}EW9|C8#m2yu|kiFbdb#Gv}f6ZlPksC zqxLMAG&Iv8v{%O%J!UiJ=-kyF!q4B*5~0;0Lti9JA9DtlpQWh@PN{h9H1J|D20!i< zJVEFUKe=$Wcd8l~fkPoUa6W{^4!_bAE7RZ?yWd#SwVNBXFGc67NmM01F{ijZ7-J~> zr{@%5MWb&V#fd@|F3$u9GzsTNr}3i=tJ-pip>O~YR1}Mi`;X1N)fEA-jwjOY6KpzA z6Bh+PY&CJTjDk%^YhdNhaEccfkZ{cKjc2k6zsPsi|7!4<i8B0zj+xlO&%H5w82XIb zc=6ZLjv1ZsbKWsy6n<nJBR5LUKQhXeb<7}75PyBaF@q6)<Qy}25)dnIN&l;l$4nkc z!gf-7CxmW54K#rtt=?*~P`UxVUSdt7rgG4PO|YpB^n#yOcw-lgEj=fo>6p=+ATFTg zn9&bE+Kw5s7*EP`{#W0Rned%MJfGd88}RF`9)zEO-fH%6x`AMfCs%EpCXZkfe{EbV z{G5chBZ%kgi;fv_iQ=y>IcB88kEvruK_b%gk+lES<}s6EY5&oj#|xj$y5YTj%w*$v z|EnEiCQR_tId;rHaz>`y`p1}wF}!z=nRvrbFBo?oGcJm5pb3nFpEfWqnr`45&bZn* zT0t<b7P<NLBXI#|$Ba_=aRKAt$JOyvSoqb2F_TFd|Euf9O(<pkudW|A;giLTdq6ip z+E+aYKim4M*<<MjcJ?8Maea={6b0ixBc2{f;;(NyX559JTVNdg_yAApJl`4n`9<r_ zP(7+Q`wPCN(-EbXaN3Kqdy)9){yMwWqd}kQ4Q;_!Cpw~-QBM1#>|PPKbbqmJ^_YbA z6a`;X;BR*gbGk8E9k|S8mO$!ZX;1Z&(JTMB9+mUEg0Hi*M6Yl9>arM8Iln2;+0I2e zv8}*aOlHQ)JAa4Xy~<6>+X{3DxJW5b=_^+%qGoShoixgV)&foyK~j(M0?wH2gS1}x zO}bQO@Ke)KWZ%t6szg>`BlgCMifGnL_qhdCBF{I&0?sc-No%Qx6LqOrcY6u`G-k<? z^U4qH(0gS-MfCnSsS;^{P5~z=1u2rF^@_@Z(u;QDN`M_nfzC@#QeF~NtV~5@dc(Iv zNf-38+gzZNz*%PONpeH?xeOIizb9q{E4f!byDpV|FXxy2q#kG9bADmeAXPt9pySI) z8oH@K#~YM`9}keU39%Fci#&9npP=gEajfanp)w=$n)b7@<Rq;pD$p@S`~^I8`zYRU zQ4x`N_;%#!+{+<Eil-qWb+cD~;@2Yk3!LX#-9gCbMf<aeRNjEdlbq*_3;VC@_PM>; zgIrMeuE>f9RZp%*)hxhV;p+Mp$!w}jIj_fymst#Pyb<|B?~5dL7ted8Pn@<S773*C zi=F>O7CjH)J~!`=#IwCxBAvycf8s)MO0cd_+@o1~P<h&KxgoCBA|Gn|+*+XF8j|v^ zlH`M?8yRxz>;6gz*^%V6HzinPT;yWHhQ5q=cxPvZ_o#cQ{wR7EL+|5Tpgwt*B#WV_ z84y&GEC*y?imDyDe%QN4l2~Cp0C;YG2z^RRo<pA?=(FVo5Yedf%WcqEs99g}bbLtK z-b`S81~LACG2VVL!R#h9suP1op@F)H@oB`^A2B`}h#1EMV?`P0+>s@PXuObp&`t5| z#RQE2^+VT%xGg|28BnZB`~yyU4`V0vzLWqxTnt)(n>ph43B4<7A`RRR;nlnYgve1U zWTP=MjZF+R=(`UZurd}vpP9rAIo?7b4nKm<nntfec3=>@L+O*(7fE89@D9XysSdMo zs~am=ifP)zT>$JSWkA84GAmGU{w^rY&I2mhEPhv#)S;$^rWn_rg^wx0B-VH%aD8S< zK-?dB(CGcf%sI0d@yCWJ#|@Y~_k-DSeK4j4E~(-Pyg{=}S$|dz*ZEIcJ}4!HKCQyp zAv;vWyzn0Wqh*E$%RWJJ*h|2Adg`UlxKUYQwqh9;2P<y+RZZ8A_@h9={PK>Q8-fp6 zhG|K+paQR0$lyG>M(!$)iiA-k=P&yNbDW{qzx%{&O4DGu8E%-DO<K_u6TfCKu#sKs zGfa;aGyg?*ERI&fVwDk9zw5p#2v-d(3MIVDmdBIEl@g0ptl0`{EaHBTN{r`;xfj0; z<tmr1<-97MF{`oZ@~2T=JqOT;VWGKpGOUEziq+Vl<6O34zD@WvnwPWPOxP3>!eV9m z7Jd@_Zj$5!f4`+69}Bz;a|iKR8Ml9lA8g!K0%_G4tON!&;ql`}hg`Slth0I^;-}xg z_=Uzb3oV3eBzz)-sfSGj+-yR_hl#?R_0Q7^bNK3cogTF}1g$!%*{2Vq5J|K4Q-Jl3 zoo9gVF|2c}lxJaI=vipI69jAFbHAr82SV`c+@e_)s)PIi^Frg`U0ih}Gsdkkeacus z9vE&ZjfErUrD0CjWI?@uXaVb`@M*jgimlW2gV?WOViY^DcmS|Z3;HjudQHUg7@G{1 zL|BLsNIi%2!Yw(KSId#kh6X<#;21YaLu)gYXZI23`E*)dyou&WBP=Q!2P5zbA6v1< z`24ax=c8bIE3p2F_eC4xi(H$go9%$q!Vi6B!6R&6V9Aof)TynAK_U$kHARpS*vxV< z7$8lC?(n+<{UR)=u-Yf5aoX|w;1~l4bZ+f<&sM}~f7UDCSddgJQ1_RY1}Wvvg0FW0 z5f*dW3wY&Eo*)(K*8O!!gOrcF;Hx?v(Gav}^U7D}BF*d6T{!<$@*6@HMD4#gzlf81 z*cNh5UGvVL6d=92ow5KB#+1Ex{ysgbpL+o=M2~flc^oJNfcK2SE1yV@ij@Ijqj^r! z%&i6Q3^=@Ad+R=Tq#}y&))iuG5g_$=2^jA<sYgPA?{I}K)zdv*y?*u`oTL+53Upc# z7AgfWXo`@KG=Rq=q)uNdl>pj!uoV<pedHwdw557V<(2OR_>c<8$+hBYVJ8*%+08IS z;gx?0@FfK*P6cSTnX(||Jp!IPz49dy7^DO+7y}i=m=P)mNj)^*bN;H)eSVgT$k$W% zx%exDvGOT^_ja#*GEi<CSOjm|5K9-ZXk&qn0|2tI__}<~FMCKwsXN+qsGe@|%CFZ! zV3P>ImAyWIMk2}rmwX&1^Dsn&)-F;H>3rYehj?W8cyTxg!-ksx(+#`p+^e|RK!ETb zKXSp7>%JXEsCtMHRVxAWq@NpJg;*nGz82&mWCs8gp)?AF(l9vpM-oBbdou{-JywU^ z9Y_8K_+%!9!PleI%MEe0c-V??;~J9VAjI=a5`=dMAb4fBASl;&9pd`)#k26PDGTq% zxlp~S1iary?|n2-ufP(FTMHDpf+5;3c|&w7lEFks>O(kk*J<d3LvaT#s9|fXtRN8A zFYQI0m7xy~?ffr8Kny?1BJ@UwK-<fmNJ%L)0}<>K83#PL0U;)AWyHb06r?G(^e3|+ zEwa&jvM<t{GXalCxsVA&jEKWI#IXpOttk(hW4nSv`;yr|P-krYrXP5Lwyl-@OJRDc z4sCvrUM*U(c4ensT161VTiL~MD06vNus#WB1qb`kCcd)V<Cp*CO$fKDBUrPF*_z!5 z*XIu)3J(ugw%-3&`}QB94hFe?xC79|?YG!|j3M<u0bv}BL5TS84n`n$6?R?g;6LGo z|KO7~$Z7>xuJs9~(wfm(+Jb(^^D8i7jYC&KW^C~Pufjk0V8DG8U`je?6eCQG4bU3A zig^h44fDs~UBzWhPn>(Oc>Ckm!HRpZm0%4{#6B%>2w)A=!{*t)K(v*3`<qhOw;+CV zMju`PgID5h?HAbES-R$XVbu&<aSj$lIE)y+5x{7xFg*Z3T<oku<^S0yD=Mv;PdI4z zPrBn)wiU0g?zsH<v;>;G@Stf20ykJvRjBkRLTjOcAs+FtIAUo<Jg!0TZ)sf_;KlX$ z<N&Ral?XOI#BqaU^1wN$=4JJk#JXaiyOmc{pqeJsDFI`PzK~~)1=JAWp;vvajsc(W zt2ubI<+y~lcJwfsGU0$8Bn@%Mik2ILhq&+0=A#G}B7O0&kWU&Gaoy}oh~s4C)h~Dx zGm%Evw}J6%OQ=H%e?uB!AI<4e{CI$9gV*H$67CzHiJ|?U<lq1AlYeb3Z1!B7kg98d z{NHk_4nwTt2%O1heFX%LNGxOdZ%H~Vb@!*-p&<ZPEEx%?4iK#kmO6~tzMN#l)h;Wr zN*9bA(L(^}HA>eVe*jBB9VdpQP$n)a6ulE797K*%ggIX5eG_`mL(uN!DSW1GmnZ^A zR}nz^fpB3m9pZTsun%q-Rot-zs>o4i3Y4a^J%i0zl-<)r*}Y4Cs1JQ09!r|9be2L2 zjUa^-$&nlpgiptz51O~KTh2h|zChGj3MKP$P&yEY@?sG9LMRWL;20RJlLQVJj!J4m zT7*a;jyXtkLV$J{M_PpOE^#7`m576yA2RzWXpY;8#-;IQE1rkW7;O11F@>$HAu{;7 zza^$tFy23J8cUzbkQJmv;O9?S3M`9<Pc)*PfY+I2WhYtLDRGM%N-yGeN&r(UTMBM? z{uwG^o&Ot!|2Y$~1}gpcK(-)j-yia!E9s3DT!3vp1@ykl$*twA-r5ut4tcHQ7qJhM z)rpYb{PedpEP^mNvCDXSc{{`-2;ApBZkItB)fF_b3PG$urT_C;SX?AvFnbMDLQ1ZJ zIoKIC1jkBFY1znCG5jZ#zM2az8@1dM=br!7Fj~o0ug#KSVesFi(*I-*{=*Q<)~=+| zx3v5G;j;-hSANfsuK8A2HLy$A2>)fWwlhxQKV@P67^o|;zA9q>^bxqKAqHxfKO5J6 zn5+)<{|z}mr3y&+VLSnRkt0-x-4`-52GEzL%dddpC|sUB(-f*3pSM8j5C1LKD%@O+ zaOO-&Q!6ezm{E%Zh8G*8V6nyLHB|+4@o=mN2Mo1;1R!LnX_N=&N|2L$77qIX<RteT z!C1pVF|^-Os)(fu-7*UhCS+w~$wHVAr3yf<3mz}Rf6BRZ4l+=Nn3k4&O2GP+W$2@v z9$?=|ln%sn*-~1LtHTa#(rJb8aM1;?-vS=Eu1EPjd<NFkSQd3>G!4Uk;UqnFHH6-W znu5>^xKv<?=H~`s!*X?>@}2{YenS1_J-ZtH+5#v$35$%z&RUA478{LSH4|$eH5%iG zw-3I<MtVFmp?q<ZdOVJ7ym49Zc871&&Ruy22c$mAduZDHCbmaZABXa5d~ri|JWXfb zP{CFa=WoZOcG^tL>1H_`{?1wP#T_U#5@OUkX(mQ<v)tsb7vYsR8@5JNPw4V+H&S-C z78qqXe(~eo8Zqr>KlGeBg_bui1<GuuqCQsW@~H8fCGrH_fC9@ee)U@-di@L<pHmO) z=B=gvm<ZKJ%qE`4q=2jaGD$f;NO_e@sPM(@g66tk{3u8f&)i>nZ#2LBd>-SGrvAlG zi6o-hNS7yO`_L}lxR>vJhn29GoxE`&?~#_wW@59R<t9<T^dQ&b7fKva&92KcQd4en z_c=A&4&FGy_r7qt%G0#ZOiT*ed4s~+c;mLbH_8zCQU+(V9_1!Z&~hv9D7D~a+vn8g zWIzqK>F}u0n2D)-fJ@%+d^y*8ikB#&`aPWYYCjLpDWXJfGt4*YqtJeH7<@tamPd7` zS)v61q4Lj*24|toji;M<<rnV~<{KSnRNZQpxWH6;z1&7DZMQvF8!2k)bR9Kic^;0k zfbk(CNdI&5GHQn+9;-`$#^b^l6R`0arA7wWLOKp{K@!;DtTTKj20mcqvjUVp8TGl< zNIGy?{GlG#7qK#fL++f#v%o24J7^E8K}R7*)CsRPVwwX7zxcX7iW<r3C{-3iI1PR& zN0dyU2IOupL~can`BJq*1a*WdA>6V|Mk&G9`*zn$QYVR-Ad&`=N<hNNk>LZMSk&pN z3Xq>L(h-rHA3|v;oU<4{kOY#w1a-WHI#TEXSvjGyYr83ScuP=s<|#<IU5x~aKMg^! zfmFdfL+KNIR3nn@h0-UH5OGr=k0NrH1R@22g#C+Kc1scJ$cQv$!^i_bR*6HB^LpQ1 z5ZJ>AzCbN;Wyv8+Wg>MHh*3635>cc?WIm7>Pug0<QwQlKh>?1T)I?+{q!+nmU4R6* z1|82sN1JfKvhT#5o|XcB#7t%9sR2_*E`kz>%x1`vBZ4DKFozYE?N6|eT!e0m!T&_! zOvm^_J_JGq@H){<Njz9FFArL{7y$nsZb(@IHvEmu{;D3h%zPCa%mY|o%mR!JW&vW4 z*J>5HMnQDSPM~SDEdS3W;*1U7isCrmU^e{CbQ0K69{8UFb6SNHmc|G3T+afecQMaV zV<bu5F6831Y%r~`zR&#t`(tb{`EYazX>}DbSQ&Bt!I6LDy-Ez=X1KJ0#ww=_Ch3D& zIMl}n@hTDxGEt73B$hhE3&A)~nZeaS7*fnGtiuW$EGpIv)#?FUQ4l8|*c$?3L#nJI zSF}Q$QR;3rk3Yr(PC;y@E-U_@IAe+;Kj1n0!~Ni;0K`;zu*?RNZ$G7v=9VE`n!pd^ z3W*z)KgS9x{SUFSDuS>XgN5%}&Z~xgMF<M&RdJ7tnN{poNNiHAvFXnN36p9VO_P<r zIC70vm=~}~wPyPKZK`7muANjX6BD<}{Mo51r8xJkT}0@^@!^R#WyR50OI-EufrO9r zzs1x5>0@ja50Q$8MN>sg=}sWp8{nu`{1UAGp}wdXJ1d4_bfheWiqWPpYy4UoXmmt- z0(jtq>c?puKS5u&OrC^#$!r~d1=I>ZFB_kQs6kM}X)#E}PaQ}aq837FSF=7tguz*A zuN=1G0&+y_JbpDC@Wl0j<6@)|cP&{srYUZ!W}2c>(4Xu+UjK_o(a<MY<Ap}D2)zF0 zs2H!mC6WvJ7cS{P7z4-=?~g|~DR-jq{OnL;G`+KRvK<h;WD;2np0x|ERQtyqPE+R) zk|fM~Xr%-5i0ZIq9gd7K<1_TJTKoz>un(02@{Yrm7T8^Qt1X;kCB;Rm6{P!1b*qQ6 z0o9wmlm&!EoKx}M`Tbm^ZFh8k32ybMbf9{(o3fxBj)OzJ^PQl*ukJ4;Qja0~dvD2K z1>sIl`A(2dY%kEE<sudOs{3o6%tNyfoluerwdp>;Nk!yz6Rw&uxx6aSA?AWpOO~6u z&#%L!IVfe+5GM5)DB$F5^z9ggvsXH={4R8AJ4sfcGXQ6=@Y4%;?+O(Wi?{A^My+F{ z9xiY~%!jTErs-1s+>H*BYvJ&9O99<PdI-ABS8Bzj!A(k_OH0H8hswGj#|z2f&>+ns zDIlBWFL@2O0@dJb`UX0iW`VQm_eEAuu<LwKAqThp-rs<`flP1&{vI<Tl(;}AjFa?@ z4VBprul#)=bvwHkoV-3iLq#M7C&;3p9Q>RFNuEd&Jy?{_sX_-ws)847;ez7E0%x&T zd~iV#ZWA6w{G-t6a2pk=$Bq0VD{Z*<_l*Q;u8Lg{BrMR82a}npmag8t*^fvTcXV5j z0iBVLzk^hu78&xvrLTIgs8O{OcA0P&a6c^Y7d}n+dGWWyTkIeicg%}jR9thfaP1Yt zznv)yF=7YN0*k2&dkRrH@~tHl{Li^Dqz3=z+;~-T5xd3oKj+53CHXL)tjPtz7LLD= zxcXET9X(>Xpf$<Rwdon$J<yem?H`ZuRuYhAHz7>1EY?3K`LG1!8YTaCB&?8<D``yP z|F54L1GxC@_Uqbw;-5zXP#gaG)~Yn_pYE;lVyBA#bc1%)_1=}MA%8oL{yllWI#ahc zDGm4PRz#s};__9Fm665uUz5=M)0K-=4Y3oFHL2T`Q-;;aOk)Aj!?^R)TPW!TfQSm0 zlWP)0hrufB*g-Mexr2LxkR1jL2+eU?Hd-uQ5@f>Pxr5{!6FMcv{tjYeMKE^fE(w=R zLlbV%tO3g>W-9}eB?~j-P_A$+@a1cK&hQbIGlaiZ5{43NxN9Y8SKs4vaz1$V_O8z0 zY4YH-<2S(=hhMFQ)-(VBQRZ*a%o{R>pp=pYToS~4DRUN|O=N<s;8Hd*9G^{;!e<PN zv5X;i?I7G9#Lwu^2wWZh$lDq3yji?<b9n6tu{0nyXyWx14^VgUdUjmKFp*Xi%WvY3 zyw9Mf81}=`lpU{=W(RjYJG8#zD6uDpz&5SBBKFd}g-6dYI5%GZb$`Qq(;b_%ui{?J zZkqatOr;T^rVaa1Q+O#gbvO0d!u0@a_VmztUFq%k4$l+6Y!f(q{g>g!_xJa0tKSKu zEi;ow01aRz0!}LO8=wN#f`*;fpC@kG(A~NXM|mDS10SoP6XJz6)Cj=Uj0FzkSV8+` zT8LW<<Mb<5*f0C#4(PGvGIXq<!S!7hLi6qZzF$=__unLL0tpPDYiWrUCIPiy)+scw zV@bxBZH%l)HPrl=CF+6GXv>QtBnEE*G7Z;gwbpP)fGGv*u*`YcT6P{xha#_6iJRao zPeKZ@)-<xmlpz_pzYiS;u)z$1W>A0h3|s|GJp_l7=zZ}!y!-n#>_qlJL+}jNkd@KY zbn{@A+0DPgU~NDD3LOO&qA=oNr_n1$YpxVKd`PrdqrWL|UkdJaOlqKPa}Qd=q*0$| zIc7Ii5kdAEb#6kPJK15_?%6?~6O#c8^5i5OAg%q2Jz57pNr7H=T4*~P!`4BJNiOO; zg!=k&AbHN&4^C@ae6|%!<KXKfJKPaQW1A2-R(d<fTXOD)n2UXoTlNLJ3&ihQlD5k3 z;N<JGX54;{#+EUJwCr}ySBXtsVy%(~2zhp@LzUj)qfk{DNC#DslG~xmHlFxO9D9=7 zjqGaPlRw|LBuOO)>w3A?6YJ4Htz(6@h7<fztkiBnf1E3{n>KK5haSQ^Ze?HKQ~Frg zl0*{VspqA4s7p*!Jz>|CICFOu-|P#M4827yNu^JA>RWu)l(^5u*SDUf4rJ2@S(M3= z7Plm^1ja*^pwc&}QrkZbRbe65%5H}eTb}~K#s~IYi8FMM45ap<4X0rv{~iPy*Go!u ziIr~1K6oW=@NCW9><eM)hd#9=y$(8JXz`g)Ihk9Oiv_A)?Fh}jpnULbX-ksRvqGqP zd3J=GukRVl^>7+<^1?#kG$d(Y)MFgQU}R*G@rB&m$l`N~vK$Ye+Rt11Jfbgnuf!Ea zzv2Tc-^xX1SL?~NL{j@yhtmjty2~Yi45W%irIGOb_I6JUM#B^62N(@cpkt9o%c@#T zUNDhWx0noTpRYFi#C9JUv%CB@#o`aTa%62_mzb~M<-71)v<|`OFpLg2Votnhkuk+l z49_p*-59;`5~7*lImICkPw8zuNBPv|!bFdXzEA+I-Le(20eFHmXn`m1N!EI#fdxE= zwVz@1U_EJ(6=>k}%?8uM9;2Nx`Wi-iV)V`O+nL0AAB>o<njxuS@SNhv!srH!o`k3L zHeX)kw+ML7g+1You&zgA#BYYQ;WtNvxF-wq3OvCpuP_>(Kxb3?ghbG=EtE#VbD}UI zg2v@D6Q$F)FXggNTamtl@Qh%futb9SEWPx`y2SiP49eP2sTWrI2%gfv(x*8ZfcQc_ zi4{^>A-!mhiE_E4kv!&s>EekzbMHO14_hRXb`+iqrGk+tB=%LH@i<t4?A_Ik#)A@` zi`LY}%!!u~ug+u0#!-0Ag%R*0njD^UVT>5fgVCb=qA!B6F$h6YUxi|H7)Ia2=x}Uo z%8>_J%Bg)iFb#S!4eT)uoG}eVFbz&&8l1*xG2<TNQEjqbG?M4xIjnsLo)HXPHePx% zSc?l-Yx!=m<_#~Bd3L5BM>-b3b1tm*IA7Djo0p@Ixeigt+;<?%>02QtvZO-x=}*M# z>Q!uzuUd><h|!n}(-(-aHpiG+VgfE>^c7=fF*}PfW|<E^F&@7#9%C3ih0$}E3D>Yb z?pPmBjP}Cln;7k5%$#YDq&2{EienO^DIKs;hUXV@WsJ6ir}Vbc6QW$@$ce`)kQ4bU zu?g6N0w@xmy!qgnXJeQJj)+4TJf*j(3nB-Y!gDUn38Q^6Is&7gVDxLj2<umvS~-|n zZ!kKq8-?#zOjZXLzQb6^4#P?mgM4@(2Kg|w68Z2xJQsgNWAsCePQ>WsO4+g*Z065m zGasHWnC@V71xAz2Vde0QU=VZl())pF(2Z%(i;dzq7BUma+RCoCd*;wwKDU64{Q_xG zA0})N6E=d;6P2=li>SH+p0MPsYX$l|Ji{5puOY`6!}DB#s0eb5yol%vLL0PR5ZS;C zZ6U~knAF&igH{cA0!@g~@C2G@x6j1~XwF=Q=Ysmspd@_{1X^>i=GhIcCJ{QX^H@Sq zy~5UClFTMO#_3Gw2|;?h;|=9YCn5O0kPS<6nlMv%fEt#9A6Tj%fCtSc?GtE@>@2_< zSd2&tAeJ%ZZvC2Cy&JcfhdCrLfP&Gl_98X=9kf1f+G4)Z@xXpmc<caH7^3x<80^y# z{LFGP7Rk39mz3{;>05UtH)t0!U=Kx3HFv&ax^mMgF#B=zK**aa7`Nmwrvy%nI~T@i zTI(YzX2@5T1dNgYl%$!7i9jbyHoPvVb4*KK#w_O2zD2gBs1JB7rfhUMaKZ*gXCN^( z!`n;G83ZrZzs{?n&w-%4+N8YWG!m&b8M3(=iQMRV;4~7(f96OA?Q{qgD*Uzwo{K4A zt_cztr!T3eZ$bRa=T5R{K12q|EJ)r*e61sUAS(M?wR_1igXdXpVfCqtk_pJ*%a1VW z<nMwGW6}v#E}a4CXUYDePjwsfqGTfI&83#0Ul4ILC909Sa<VO)G~VBpA(xAw_Xf3u z_MFJf*NrvJ*7-8dszfynLIGMK*T)h`<0%apTzUbZzE=+-u}(E%aQQ)S@eFqW?|y<_ za(W5vDG@b)jR2=J1ihnl60ZZVXY7Wg?nI%C6T`q6$c_#x88EP&A*wlV0I<&TG*Qhd z1BS*iLI+yzfXuxF7pb}7JVF@=a_#^M_}Mz*o<>A1p&kH#eYEj9Y5cAdk)~^;V}TzR z^chlw;k3<Qnk(QcJpuhpfr{f9f{VkKPqsOc?!QPUq3(Y@V~k2dz#ov-o8eas94CnA zX5{7TX$dYia|MLbLi*mmjw^tdmh$_VV#pI{T_KHULqywU5K}DDWQAFA@hw+CJq^Lf z+Z$`F^%(|uiE1u&y0@_GmhioOJ)?n2!W4e$s3fG|r<Mv1h-iSQqLP^PL%6)fh&0~t z17dDS8ZZ4pM9l!5uO0mWUrnldr17*L2pw*4!C3*)+zk<#lmr(YhTYR%Q^7e=?n3~D zX<3L=_eEqn6`YgaE&?dosEmA&`OW>!Q&j!L2URD5{QCNxH7q#{lRoH3D%AwefyQuT z4^kTR1E!GnX4wr#cK<}8QH5hQ)UixriG*X~6%sz*fjJD|k{mp_(tK4<MD`G-DDUh$ zuAlo*)=sv6*NvPSl~m@>f}b7F#0s52@4jmAzR?8g!)VZZAbKY(hI)&HdX}bOr!%qa ziS;a-Z7W}BUFb;{Y8-&R5!R?t9W*ir>o(h-eW_KQ7-Ngk{rrzjE6-{w%Je;Rl;exJ zn@Nls|G+ptMU4JRgT|<r`Ae+}u;5PmoND!W3R;d_LR#)cTD(JAxRl@}g#Zyd_yToi zOVhfL^!n+z&#BT43D8H#H1}Z@_sQN}=AZDyjhuSuoN-PT^*P(k!7d4Zvbs4e;Ljk? z=I)kftSYrN!jQ;2&|OyfAQIV)M85opdgXv5bMo&XY4+K;5AXa_M8hiH3(dw6^DlSD ze0YB>m(8s%>$wnJ2CDF$9Ncw-!YK$E4QoTkKa-eqFm|VW7bR1B9@emIW+M+?>J&;W ziI;{|;{;=*i9BMz7_y|p-$=}_i07)7%Vo?N(y&m(7DdM^?^K&p2AdI?aR`ROSMV%| zoJt-0C$f1%_J3-Ls&~R#hj_XrDBD~B+i_-KJh4$*sb19*Cmj^VTS-6uaYZSt7^gEZ z#hL>21Q*~Oh_P<oARMvM9hr_Z69wyvi~qR{(|2dn!4eofJsC6*3oN-0rNNxFWvi-J zk*MX0GyhIvQ-y6}KaMA^C9Vv~`D4Jqq$&q{S9uAi3npsW$NyYb_3bU#frT<Id{LNS zlW$d-P~Y8^*uzx$-FnAhrYpaD5QRTJApaCct4#l24=G$6VX?X5ILsbwO<Gg78S^X7 z+!Zn>X<5%zDq|}Hip`yB2bu9>jq$|F{%x#rEq|Xls|?1INWHZ!|7EQIwoYIx8a9A9 zi;P{Y(GsMofS+1_RDZ=JT==evPmElxR90InwgT%2<f2s+V3JD%wiNXJrPaU7yy^Te zw60BA=Dx>Q--K#xHX+=IFY{k2lYZX%9b@-3ecCd&6so104S~<n%Gd4~jhbc><ihH@ zG)Ci+sn}B9AB$_5oaG4n6~c!7h!?hUh7#9D;QA<3PGBpod~OSpjt^7y%1Klz{ao`G z>ht1}V<9GpCl3iia1mEcJBoHG*m$69>kO`}b!??<2wxU8foIbSY+zyRyRMC_z-G=s z3DOt8Mq1{M;hpdk-!d0#>6FamhOEGX*U)`@5N~5IzP16Y#ZTXUVjbX~Nu0^@4(Au| zYwcQ6LRyie@smajE>i@(Dbx}i<%AB#+yO!}*T+5p4utYyf?f}L3CmJK2UYHXyou{$ z$)xdoh77sP1ie!9Dq7@iK{zPLLNCD*bUkA)wM5L6$jtkVHICmA9+8Nd6luCm8edm} z@_MdK1Q$6F{>$1&aPbg#z}0;SqcH*y+(+;+k)xzP;CjXuYKhVSgy=R?OGLo?CTa<% z0LtK_01Mp_BqB3lND(2bAu@nFOB3`27w5U)Mp-F9!C9)QD*6uqd?bARNk-cA8P1N1 zG&z#SCjioOK&b3?F`+{T7s_O&4N^%o-?^Ug6XCfhK=cB7JdUvIeSHRVeni{>^m&Y^ z#tR1pX94rIQAt>w2neMixR}KiphQFYU8`C|&5SfY7f_!mX?zO&Tq2E+LSV4Xgf#xf z2azUY5bN}fSD%562k|@%%(;nb_UQwdO63CVRk8yBCntLeiyscMNzD2Jk(Ns(QR+(> z+*$-EvUk@OxS*Dc$VN3%Aft*z=)=ue0sVc-(*qx5?xOr|h^kc;QT3T3aCBy3fL1kO zw(=3Um;uNW?w;UDq%`O^2u#BRLH|h^#Q#sECIa|yvj;k2=oKSj<d#aYf3goThwCy+ za&Y8I^Hn`Dk^`Z?25Jby91oZlpF=)C+z-Y=IF5Iy!n-Dh7DZ5f3qp^#(L4JwsJCUo zPaj(@m@`REcVKd8o=1rD8A6<t3Rq|({C5DrB8D0T5o&xUh&n5yc@}~2pQbAUV;>Oy zqhx@k2e6!MgVJ(mL4^O<Q&AsEg#Sno{%iGqiUR_gw@_y~n2NFu`;d~QXl~>1Upn+b zcnUY~5wJ=!O~F<i1RkSp7W66EC7Eoq1s^vLoNWy`-*j+FX~SgvGbtpi7}>;f7s<MU zY-%z95q6r(YN6E<vnd2O{Q*qPB+0NZ@9@|RXMc-SSSrKsrT?;PuG&PFS4#M}=%E2u zm2RliMjLkCWn|>9+kb~~xZb#R`ai?CwJra7&t0+LkJ#<s0LrRPYxh@Q1k?VsCI4;z zT7$2CbM-2mumswEb2ZxS*GgX6KUh|_5=0{4j%~dwC<u?uFtm-u>k3H5z5>>iE$t7# zJ0ENLUwsO!wEPX-{)Ve@9>)fG6}0&?iK1<7%VjM6H@B<-yeJ2Zw!Sk6FD-v6tV9lE zAG`kLBjg{yC~%)9|IIhj+Lr(97z}Z)`3PAZo-3h<eVY93yD9v^GG@d@<?@Ho@(0D* z@1|9L`9FboS1kdn$Q8u8Vi6t@;xHrj6^Q`jDjd07_UBK>)nN~LMI1zmYQvUkNGl?+ zqbD=I4&V&0Ig>pGak8{JaMc2ZP>q|SS#+KFF2(pVNIF`KVC;T1&SkazK)c2O_i895 zSc#f8U;hm-CZKf{0F*4QWu5vG48%Ud@!ymE<#_05?1VIe9N!?4j(x2|Hm@6%f_(NV zB>#)N;5SSVH4f9IggN7??*K@|e<?#M5m#mbfN-hI4qtYD7RM%c5ZEAZyu);Z*f6QR z`h9sHP@Burn!!6}0^hO?Z^d0~N5DR`AQ?J|w{Z+#+rPYDz}L+9hUc*RKyG&z0*Mq( zX`=5^>6y}wHEwH<*fLzuzODWKmf-}4la1kKH|giSraqY6<S6r+DzdyuKj$@-`Q`zu z6mMbb|HIy!2V$AF{o~J|L`9pl*xGdy)2>C5X%pFrER$%Vrn`j}$;haNLKCU9P!T0! zQeq0tXwjxpqC`8PMj^@a{T%0YZ%NNH&-1+R`+L8?@AJ=no#%BO+j*SJbzH}BoagOp zw9#hVALHGPHd>7PL)Z8Bcl)mFe%=9}(E~QU=>Igx&FE3svTcVNwloB;*jBky8E?xi z4eM8I%iP&@<=9l5ro79by6Z|^l=d#0KJJg$D_hcg7M<E|GHzi1r_<bwPFE<0d*NQ! zqHd7``tRO(l?Q@9E!!3x)^(-gyGf_V;#r5H{F#d;;YNql0Y6L~SG%*QWucLy-?H*S zzrMJ<CH>O_igllaKsr;L&Fj_rA0D$}+x*b3D=Sh4yqP>s8@{*8o%1d({N2dUqc~%s z(If9=+pdLly>`XzUdn(UCOVt<Rwc&!@MP7pc{7Gi3hBBs7f<w@;RNdcbQ5^3Shnql z-v;Q6ANNPer7h{j>&RoYEqF)QmB}dslE#kv<0S4DJm|Kz9}$`XgeA+iecBEd2Y<Wq zpj%{L)-cd_L&NB{+m4i&YuiVR9QTLnrOtWs3ymUSKP}((DY&cCqGdiQ19WsZZ9S9u zAm1IfRR0XW;>WIlc<8XKyk+U6;I6)IXHp*IH{Y#S>fd-}*?jmN6A9E-i9ip#{!XUi zDd*drF{+F{n1OKlDA-e7OAJoh)o#9{RSfMD+3WMZe0~~YVScV@J>5S3X>=o;SM2!~ zcG@kxe6Si%G#n$ey(#GZH-~VKiLQ$eWV8sDR?H{S^S9<c(~X=KpSBxQplVIUrBu|X zqVKw5t$wd{j-NjqGi7SEQdh5Yx1DdBkGG^^4i(R$NMEo<P9|xDG?Vb>QqhSO%~3pU zif%J<vP@&%qpn_N_kdWaMl|eD#M>CwvDZgN*_Q5pbBDd3#uTL4fZRhk20?iiQFdmO zS@C-+`l6_ex0$)!Ktc><lvy#7D33C%#N9)}A`|qQ%t;`o*@7Hb)Spe1e_)hZkuMbV zGLf?zN|bLg%B)yO<T#m2QN)XMOhJSlXawuqCod^KGUeO@*qAyz=q&eOA|AdFJ|uTw zKiDyIl9w!r!h2~8Rshg?iY20-Lls<=M!~IEqOjIM>=7+kXW)+oiuhUi^iq6dz)ozM zsa#1`<7|NMEsOdZEymHI32PE39lpScbUiFzxW}Lfu5XB~1Sr!ue1>&FTh72^`I$h} zBzn_+MuZx?rFUx@8sln4jbR*#%$nQDFSAyl4aMY}fkGaW{0(m*G1Jf&?IW2?@<poH z8%>nkQ<H?e?I^yTwtc2}CM)YiNoD+<cC>9W8`E5OwdqRoQnjx)G@NuQZVm(eLT{`& zTu&{>8=ljt1SltVd&7h4DK^X{h<v4mM5Zk$$Bzw2VTWM^GqKxt7x{Cc<=Vrd{uZ-j zWZ}^L`Y`!Ns^^;9UcY}f8fo~n1r-P`F#>2_GJQJLo+xT>sL~SBb{dvXr=i%U!}>W4 z#mBW^>Ttsp#3hCzH+9+{N2DJPwEelxRtxd8`vR03XaB^=ZLe8aF4&Y}WZ3%1h6g^| zI2Cmr(GzbP$!RR^R&LHSP{9%ftI`9AQE)k)V5?PiV^Teh@Z+-Uu!`RH-ptm%*85t& z;YGq?)gD51!K`E}X^wX&fS9asS?(ePVW=AKmf90@PaSwkfH2M`CJTsfpx25(%O~wv z&E%BYYXO+80PGcez`Bq*9U%e>QwzXWabVmMT(^;G@Y{91z=5gN0BrihzAjk)nb%R! z(3fZ^r>)Wr`JAv1O##GBC5lmVEuH&`5a7KmVJgtSC!IxvX=PMyKHhVg-6qxsEB#v1 z9Ndy887INgT$#gaJrl?K3BW!Hz+Moq(<Lp`2-uq~0_vT!1!8}5U)X)dEk4a=X6sgt z3VR&oU;9My=-EXY=f@~NKX7$wW4Y{|{-eX3_xRW5Djrotta=38Tex2=d*=k;!~JUy zcR8x-`~7;;b#qqX3%cvk<c%69XTekFrs4Zkx}vlCtje8S)cUdX(($9hYzM(bb+BQn z;?eW)L5_MH1dkwmi9a)s;FYNk+qw*nx}cG4)bY+Z#I22(pUzEV`84?H+%&2Uoz3rS zNH6V7+g2yR8!6RyR(}?$_Um%A?lL@a+6Eo(yjfUg<ktr;PmK{%bguY>`VYP#y|fY` zXf^4juSUXYHeOBndEn)2Se1Dh@BvQhcqf(l04H|56ZdTMZ{_5M^n@Go1r;Wt@U+jY z{voUt)#E$f*|1RKT+LL6AG#bZfs=7L7qw0q8CKs<dg;lLVP|kjK#aT}Ia7~}4C{^h zA+W9b`Qdi|)7P1g6NRgNW(8Bs`nO9IP@aQ3zo%;?f6Ik{HL7*VA6f6JF+$hb+*?`X zGpz58qMPSPcoMyPW5a7|N*@H4KLt^=-qtZJQi&eh(Bs}p;9tCN8io<MM%%a+nLqI# zIS84<aSin<Jei;&bbpGRmUI{X&BZn3x5Pg%@Y;)UbHVY?Bh~+d;c1FEo8glz-ZPXu zdN%AE?+QG6k?Q0$Ou=_uK?h;PIZYhfRwR$(wG)IBNRCD+PvCq&l$ySlVMh}3WkOD4 zQR-BI#}Tn(VU(IV1-Njv1CUv`Ixu4xxmI7?#~1D!WAZlUq;X!#|8;Ih3ZijgTR}jB zLZjr+Y#VNC-zCu|Ov#YMkepMly)Y&B2`}lA&|+WQ!oV!ncTth~>>BSieIR$JAT(Hu zj0-SZAqd2^2^f+Q@UOKhwDCD{Zm$XK-puu*;HLf3m0Ej~$@7*1Q1yb!=bEILEa#{e zYnO}DGPhxyTmj~pXmjtgIJd|dDDYuKh`l0hiX#7|1SEIwt3I#)4o4SLpF}^+^j$>_ zrxzs`n-_b!7<(=Q;4dXse4!X|_Qn?;K!N9obVN#M3;A`$L~R<|o-dOPVTm{{71{9P zQWQkp)V>?M?KqPd^=*nA<bNX5|G$V#BZ+#2{%d+$zzdi}zCm~amkI;O<cx%6s@8z_ z89r3t%PI~LB_Sa*<Nh4-A};UQ)cSE^fXdZW&j~+FpJP7m#Hh@|Bj<(|8)(>Gp7iFe z^bg}KzA4SlFZ-_7(wi^G`cy@3m>%nD*7#VrF333dVC_|x*GdsVt<#d@t##txwpg;O zSu0(uX1lb;I$I<>=vfO;zdE_^0b1OlT8XYf`Z-3~SyNiWuBpwHD*P~%-~6X^;n|^l z-=%8l<9B7(9Z_^F-IHAxDCd~fkX;vm+HTo5DTDdV#nOd#L-@W{QiaMx_|12uUwEe4 z{UZCu*`lm5LN@8=!Tb?}{VRv5rEhxT@2R%F?2S@~q(f`Vif2d_j_IK}?9*O@>g=>& znY^p@ydLQ@c4nvjOyz++(mU?VcE79mX!Wcz2P3J%K7f5_h4M71!frj%y~7lL>N}W! zQp11as0UM}3T1kv_YRvnrEitGzh_IQ=eu$mx~HEB&0f)Tt<Q$({+<o%${y=WMUIh8 zx;KcwL(SjweW&nU)w$37eg5p!bTMn}f;XKUJ!h8nn<VwZ&F6I|$2pg!Kje1@$I&y( z9464sXPq2-qO7Nu?gM(IogClKC|mU`d+ZM~Ny`WEP5Uc8I)6BO>@t}or$PK1{ro-e zb#gp1qpWxg;ok1#7=ZF<lnqwj=;XL?M)dw=W_|rVuXb`YqVlai{@SCzb(Kl#3W+Xu za@*?<?G@`v*)RJ3d?&|exw03%yI&b4eg5#&db0;3=yqBsx7MF-3=A{t7(89$)37Qf z=wY6gTKeUnsk{5`;Yk%4EQm)Fi%h;bf0+6LFttHIjJE4_rA3ar2gV;H?*X%1sY9yY zv}DaN_l{6o)uDW?4b)+6?#V-ULXv3GQ-FPbD-&D<;u6K{Q$ex0Cn#!<&ev+3iqV#O z(>ysoTs0hHH*rjX7SCM~19P}~DC$**QGX$g0UQ2e3+l^`(({}cJfA<jE+_=886J#+ zanb5{JL|kv#^(=PdaDx6Xy6p+po3zy6AH8@W}r}o0?)mgkTZF}sotCkoOedR8D~p4 zf3rv~FMor=84+@oA>phifik-R$Nu{S;7s}M{NW>nY>a|s{X9bMZ2=*jc0<TjhUKW= zqFJWXi38**{{#x2BS7KB=6p~zJB<1@sux9&<eTRRD2AY5X*-lCzM^KQ{Y+}efD~z+ zskNVU1kKjs=6JN7b>qoH+VwI5MpUre&E~znA=jKuSBJgDOn2gcphW=)yq3-YN*M+* zxy7MM4oseAK`_QdxG2Qf)tUn)uS1Lw=bQ$u7VXerdTUEe$!9b8Hs}I}>6-B+y>S9$ zVmNUEa2@4p1_6{>0|l!Rb*@+vYaVM^jSC5lmc?5)DMM)QoD!~c+aO~}gU}wzn2F+s zmdAiWL}ywK88YiA31T7|w{Mq7N@AQ<w~HFRW({djOqhgGEjfSqj_$|jK;U#I(cJpl zLyS)IEo!KK^I{>oL|ckGtmS%1LJn$_KoM;^jg;4>QCP}Fy(d;UQyvqgz1|Yc3~Dc% z8BepayoJ+6vMf>v*Af46k8rIJD^4`@*sviL2wG9vc$J3X22J)-qG2cMbqPg_n<+UK zx#1)p8vo<MvkBC$Y+FS`PC_WhZo)~&4N2<8nWPEPz~;3}jE!f~hInANKL*&O<HoFb z#{Ppz#|`h#wQkvV(sA>KGb^ybi3MVS+;So6H_6#58gK$N+*`XA%c+O*>0^RxAzgX( zM-~6HOfHYt&!NSz#>F>~>>6)FpKZ8uDza05M%If{{$pI(bWQ7A9Q7MpCR_HjzRpB( zqKEE#T7(7jqj54;%#dQ~^8gYkHu=IG;&3i{N&#I{hWVZlSWu2^b)^x@Q!W_q!%20k zo{^jF@`iW|EvJvpSgc_=b>J4=ia{5M^{obiZL)KD$H}SoULdDZ>pfXtuGQml6|5<B zPJ|6AO9fOaK?P#ok=;bRX~8~He?_$9^IA^mHiJQd&XQ2N!kjDp#Dv;4<s+vwws6;# z5V^b#brnLgSrV<E@{I{vof&;zimoZc)^%$5@XGKH{rxgYZ%xY@pU5Vyz~#<l{)(ag zl{3}TFO2lB?A$YbQ;mP6ENUYZA1$0+)|e)nlx$qq7$=jYi%YC*UZGp^U}gf<X(>AP zoL%NHORCUpGQatvbm8Q8*(F-?js|bD({{)tEgft=w|=x=vA?IX9Lxxt!TcQq{XKh9 zdHP^}*Ma`m;?&b$g=MF0kx3c}*fYma{z)cjz+is0hI*&bumBCEKDwRqmr0U?Y02zA z1F6EM?pKBd)C}S;SNAV%h#U!9r|{33?DIY{I!hHCPr$O%mnwWo23;^LyRz;LfqtGB zA9YW^ACf)Ro9xYk?&-TjWZ%RL0>{N6*=eij=B4iGLs8~W##>aX@Iv?WmpigwT=MsP z)XDMTjIw>>I9u>RC&x_G#!3|)@18zmM|Rp$!adwQy(7wtQQq`&U-$G&+ow(_Iyg$I z@R#oCTUdD{*>Qh#a_oOe`omA0d6%8$B9nSOdjr6O6@RK8C^W-P&8OQQ-C?>#P1iWo zrFSqHf?A{p+sXV;C9)oEWK#Vunxl!o?v>gwo%#YWpIKk*-h?8u=RUW{<Y7y~p1als zYAZ5;1wb9v=3X!8PDm0>`U7B}-}08U8s(V@D>gc7{V@dH50Du)Ns~;frDOo9k?A%? zjSQmc81Z?sN6A3yO7&S(-%MuO8Ozt~g=^W{iWx{`H@+adv1%gGG-Oka%p7}5!OSYM zBIII1_O@X&3@dE-i><&}mPk0?9Ojk}_vIqwq5u-;9kV3|5T9(!uyEgP+}aZ!fkJFm z3L%dmD=t$TLULB!A)-O+`pm5F!ib11&Bfh=iAWJvG-g~rB5F=#)@i2;EmIVD?(Rg* z2lkz@eH0-l5i(n^Q{M`a-?7O~FMPZzKVMGWKe7b?-*fbyu87?D4pxW6yY=g@Cyt5O z08tDSG=sAV#jhu>E`BThB`bsY3aku~fhlPuk-;i@!*F)wS6|{1))%uQ+kMM$=99?w zRFek-&T!?{bBu4{;{An%A(kY*cD{jqd+%fzsO*K){EOLRVFxkGw_Pi??F*IlNZVHa zR~USoirO*L+ghw-crnwVrqo4bN=lYRmKpcjWG~zH?8~->R~vhTQw1AwZN4a&MBLW^ zb>5v7&2H5B`n@ou+l<f<G|7*?TpHfKg+UzAxrOwda;!8{_}2W=#23Bo=~DtjfV1R9 zV?k1EaZ{PJZJPR}F)tjatf~LN*krxVKAzfs6SepG!3_tpr~c6p`ud=kFf7U1Zeyx* z-wbS){iPK_{E;Ts68o6t=7-qCJL2+^J{!eL0@H9?qf<2O1k_$<W@5pE#dcS4t)wei zJL|A+7aT03m8>E8!bP?MM(h89D<{&4&>F0OFniwO%Jc@C$&|Ce{I2`eIiaYU7P+2` zCc)z1dyuTgYJUO}tZ{ZO6>Oz8SAWgc%v~4m5hvJxNo4=AaTwA0brfeR-dQZL|8zfy zR^O*tjT^}ttKM9{nX}4jyTim%O<TN?Si?N~$jKRstDt{h2aruib}Ctj<dFcCBmtGv z0xDhtLrt0)YP8l^_&n!~Qqptly+|?$VKQH4hGG5Dw*vd`P!m%ceQdwj-1vsb;aV#o zTgQ=Q-_3T1{uT%QI^{cmL)QmA^<|pYZ}?`*u7LMGtNAT|D&AaiBj;o6$EgoY6mF_F z=X~5TK`-lD*;l$PWlcHi`%8B#{*>~(tSL=>ze_~G`>0j?O%@6_T^bEP?#niQ=a0o+ z&+mootM69vbq346GHWVp3RK_!{)+6h<npqn_3HZ{UdfrTLnVAybJd~xoO8h_<?vSV zLk7ye8oJ7SZpUCe-lnpDT(keTTUGXZqPB%VdV$;k*;n0G@!x2)PTOawa8v2I#-Z)w z!U9%HP0&*g3)ncS*g)at$7i^CDKud9C%uLpetoULQ)SAOZr-5*R{Ioh-g{Q2qOWlC z#<S@CU3!Nq{*?2qOu6Oc?A4cZ&UvfsUwGMYLSGYA*;jXJ{J&j8Os}uxC#lH3a67e9 zWq(fq@i)T%p>WgpS=s*a3UkL#(Yw4OVD&>iy<<BRe{#N^Ghvy^{>)1`6FgP+pTNaK zWq;Hqkksxc`zm@R|4m;|GVr;fr+0aKz^YMuMk(AJ0(nL$<X!##lHQe3MuRTpoLjI_ z!=#U_{i1lgHT*ZqC@eV-_+Y;Q%c+99Va>a|g9EfjpLS4jYdw17DVp0mIH2m#X*-qY zyKXx`a$6O*y)g+-VQ_U-0>^Py=E>#KF${CVbP<sa)7A0m208FT0KD^U!+JA}-*$_> z)aq0}3}o1ab%G*P2y#URn6R+o2er%=QENR4Y7_br&UNsHAcWJV=&}v5*ZX~|lmb%& zT$44!BRV4RR~7R>Oa8^P1*kjqLVe>@dj9Bp)OS!_TMy6OwQ`+r8^Pqva}5HGdKJL5 zln?v$fNL^2c;wv;a}n=#f)y5{o$!G95~dYdr2xJ-0Px;6fG@_ovRB?as*kfJ9)DXP zKwd6Ft}-NM>rvOt>{cH%&Hj6$G3BT8hw(WNfjg1FDFid(BEe__=Edd$)DIC2$1qsl z%{>h1+58cN|H~=hFA5gmzvxZ)#)O|EY)}Xun%fQ~fnJeP(&Pvx12AduT4{#+D*H?) z<4jXa7X)(;#$&$<Isd-nXj)gns*KUj0=$wB>{?P%<B&sLKr|Cw$RY4ru+*8S4128< z7=%cGCWrJC%MHgwTyHc7OkRfsyIvg5ISm9c7}GX1nA(*noDlz@C&Bm;4oPKRgLQ|~ zHp3y!SvO%hi}8k&loOzUoTP09qE@y~EJ)u%k_H(LF|KBizO4Wr<Z~6%sEq+kL}zL- z6JV7gX+TU&M1!eKqJ^6(hXn&nqLFNDk;ceRH7)D;F6f!#)_~=9S~WbptOG3KS-m}# zX|h%`b+As8(7%LwMA9*JFt#EwC7LFoYyH}5I<tg&=lV`GIzA`dUVGY(0P!%A=*{+Y z#?7}jo%VH=kV!5vBxwxOs3gCCTa|4kBhZLC?ZbE|`^DxgD4SPb+aI%w#>ijM_}9mX zM6+l~Ad5|MOnh~aGUc&3X<b!8a^?ClA;o=36OfZ`3O-O{SpSOeaSH`EVrijZBbbdQ zHh0<#U5Wl>(s5lUV$klK{3i!kyHki$hj@`Npij;MEw(OjYX=)^w3cApvEkKbc(RUe zv(`wClDZNnwi;Jg2(EQ>4brcW{tYWP9DuYSk^>M6AC?TCZGr_bz9D(aC3*(u)n#01 zBEcwJ@eZqIflkB1mJ@GLERU%lC0Zz9lihmH?oE}vms|@JL`N0t=n6O5>s(qjc1<bd zShFRt?uIib*01N;+IlC_2k!#m;PJg6kS>R=2)}Lv12uR6i6VIbiK0`!+Izt=4@ndo znV?Hn;3}Ai_tyG?Ciz0?3Lj|lCr%>u2EwOtuI3Ti#O~2D58Lq$H3Syu1Fk`}=Uq4{ zcd<7BTaO*hOPdMZ(fm*g*RTsM)G$GxyzZIJUM|I2bcGea^~WrO)<L2FaRL6v1^6Eq z;J@brq)-l-HkS7t@a4%qnez_9CbHZ;pZtMZ6ff>TpQhxIRHaY6L=$oY-in1A&=Yo) zagi7M)T0<?y_3N6X)F4S{mehbd^FlZ=l+-eslVb;V{sf7kfkN*Uka46;HdD!8xaW3 z*+2m;E^LDW3)!|G-DCo^@gxbOH=jEh$br<JlcC*kG8uFT<B;2r`5l?BwvER^5MmL< zrkSIHS$={bx`c;M<j{0^cU9~}qrmiE@~tp$YnxX7Wq+B3f0Bz6iu^vDr%Mz)Z`bcA z;nb4|GBTVtf#!d&E4~_JWI{@K1Szl%r)+zkGUg!RG%PWo#7=6#IQpt<uZ@QP`Z)Sa z!rvv2q*811d3bR|U0@-0E4SC8c4yRooA2-L2bNv2Nu2sY-tT`sd7wQHy4e5!^*Qy$ zNcxZS?|+r^Z?a6&`;TX9|6}p}KVb1S4H0MJ<z1yHEoI_;H9p)XX6(NzRTvA7-d{Dd ziIVsvZ~grYLUp($EbsRv(<cC~@$d-B=c|HKhWFwbOP!-Q?nagm_=w`VJE*R$M;4J* ztRO}^l1w8X1&WZ)g=v(RL~-5T)}YDWyx~J41m=`J3bBbe$CT%82OKW<&3+R_RWDIo zx3`ACoVrhme;l$t#dWol2}hYCv7ITdTeKBES4#V`|Cx~0=1?OBQX{TWEP&Z}_4cTf zea8T~NbpJG$})VaW)sD8Bza~JlAJFLO|PUT<dH>K??@EKF*T4O$l`(SrNU;vAYv@t z<g-LHO6tjbM-mC+E1xBz3G!1u3vmhqAYwaA^#1%;!=!D@5MiDnUN&oLBc0pHIc)F6 z+$Q+eu5s3$-6Zi=m#`{CCIuI#V%d&=Idf4mt}YS4B+D_R<qqXwir@0q%rg0}56Usy zr%f2U-O#1jdXUhBg!aUNR&hj6(!Oc9_E+q{cC$p=MpijiOxJCKqtv+)fz9UoX1yt{ z#jNtrGf`P{1nH{n4&Q%ZU}MC6{5;#Vy+QMTQMfnjy4YwFMQ^!I7k|;wKw%@s)eNC= ze93$wtMuzR1#G!!+oytf<maDRoK?rZ57=5JN;nZjNGYxHtJwjP-)AS@zTv{5W^Y?Q z8dX(XRx53OzqR3QsD9R`SBfde)O~*Za7!I7Eg2TC^s7_iLb}xhD4t8Xj&K5QXG^1@ zPbjY3n1aKPk>wnIh)>0zzb;%4(ZJX5Sr(vTEiKgoIU9|M10tj5jMKr|liUY&#cCGp z<=SdqTE&*!T~i)%<b2N&Z-JqI?-j*^;i*$*vEKTlp~&?sFW3EbnD1o*6RaA=3njw5 z(Zmg|x;R`pt2y~XCDG1|)~^=uDB*ZCW;4lX0WDAy<@Dftt}d2>xQKVB2x7!O-1q*S zVTiYIAF!6^qAz?Ra!6@x7LaY06n)r_oalCR#p<Q_O>6V|4SdC6{*^w+>}&9^oZmD3 z!WhLzQONAOjRZiGvc`)tNiG}98go#)CjDVvkMvE|{*@<sq+b~BUm1*Ah5x&;MOs&- z*CuQ7oAaa#zr+5EU$X0ZDmrHUnLRd?%b2@0iNAc1zh^%r_cdQX<Xu)gopwVg$vGaG zRaX2RmAlJ12Fxl;t&n{)0h>7n_<MGtM8M%l>_fSeoa3Y`vKPDbNVlb}9m_QQJ*DIv zJI_J_TzzQvSU;I}SHEvUD&EYp@h$EMcx8{>IGO)e&4125>B84Y#S6_&TTiKYPiwOE z*U4;pQo8TkwK7R**Z`sm8%EztCMg!%Ey`&p$lgKxlPb7*ex*#(&x80QR9G%!+6tMZ z^@I55R+jY}FI9M^dwSdswy&k%IH|&<?&*t=-{&EdWPz;1euTS3CdqIRzq&8Vht4fR z`XVJ09^0Os=7#h|mRPtQTP*sFlq%c;i54KG5Bnnc)yl};JLN2sRP$7NK_<8N1L4!E z-gMi6lKK`=Ze#91*lqPe&_kjUaxkYODr=&I9U9+SqlwGnessP~eIedu!SeTROZ)vS zPW2PnZS8}8iEhE|5TTSn<obQ;PFaGV-J*=Z_BM^M^uOD(n1bP6%;bwEdnlID|9mL@ z@8ddVaglwbjz~zX_IRofqIzet^oooH_L98`hHTzJGWmA1^uJ0n6FZQl$JtA>h4zve zA$uwkvJD&V<U!l5PBvBw$<aZW%9kcaRwR?}nik;%lBFj_v!@>Ee{A)!WhUQcLQZ4p zf2k0XrSgRP3b%YPKxSsxd(z}$TRwc4$@c?Eo<x>jZ&-Q^(3_cjqsZjbrwN*9O3f~W z<eafugiL78@D$~;P_C5F(&N_f)F$D|M(bhioGI&JsfyqEUw0M>tu#?yI07gFYnHuc z#0fraX)sHT84c~ZJp}#*qM_Ox`}yt*3Fp)2?~JyV#MgH$Fy@~l3w(NQ8qLzl+DlXa z2d}+~vzt=M@DMvT7~#ev+zy-1?CY=QFvhoQ6946ltp68{Kjd!&lR+aG!e1W&!gp|B zJ7)MlYb>#RDkAikx2Lc-yM%cymXpn&w$tL@+u_mdE@4cIk^|dJ0s87`JAc}>#A|07 z*pqzi%wG<lSw0d*cRT)a2|$rKDDdP<AX3_$<R_8uT3X)_yxs6&PU++3JD1mH)z+2h z`fmE5$TI%2YC8x_utBtc1NYV<3y}M?`kyfS{93xTHa}FWf<gM=ZfU*S+d~F___dyy z>C@UYpuYC3{$Do%<Mp4>TLY%*RY8-l<H~8=PQ8|`?fH*!6(|xRU-o)J$d@%3Az!wh z&sJ|BSoX<TJV+SS!Hwh#wZs56W4*w*drOQEa(*tf8EL=DT4oO_7aU_(M3T83zmzpj zCib^@$-xwrr)%!P@&RSH43>2K{c6s~^Aq&^8f0IceOcCYXQRflp|Y<+k@9y*Wxvaw zfcMIN{FXAL240iBIByldrC9N1a$e3yQ=|rJA~mo%dZX$0Lq1N$y1zf`UBK#r$jSR9 z;Qg>o{FaM~H`hOxhBeD?`AzZW^5<pyXCUQmQ@z=zvPaV?`Aunp-pri=t9wq+92PMB zd6~+03Ui}crtUFPxH%RzBLb11pcjcuzfKeM)`s~FxS=8YN`6(C*^K_k4)j;q-}#E+ zl)lyKvagy};^s3X>iMcPUCP?tx`mSRHg43YQj<M4Mt%Q@%Q+J^ASsXX{Iu27I|W?M z(QTT)>t#s5>S|=!g-}-BM1`BN&!iWW>p_^k&&nJp5c_9(dcy$pq=B{X6LR}jsO<k? zBR{0S?5i^?`E&cTT)Nc{^z_yuA@IJQo*ga)dV1q`faJU}3O5a(l|35GTD@;2KZFti zzjasHKL>=|D9>>F$}smWGqwk;{=H%9o^O#W*VGl+bgQ$F75IL9qO$C(bv3$2tDg$9 z@9z9S@U|@N&z{o$TvsA3us#SmkPcc?x?KuFe&84z$`6cr8omGeBKg-!?WXWiry%1J zth7fXBlQZ);cK@@>5X3`2!`)MY>dn9W4l0DCLmF(Is|IaA8>ZV;in2gzAQF(rgXZA zNWsf@X}qe<GXJg#vhe<u6u{K|NR0@0l0^!Jc05aJn1=cgB|*lV506std?*DkiP8pH zLY)03s$ZgdZ;dLJgdUT4QiQBeDSq0?sJkmu8eeBh@hjSTipvv9?Lm2p`jp0(IGtc3 zb1Bh+vU#e0MV)fZSZ)VPItx!DK$ditI*btilmGXh{J;N({69*EY@2K*k$@=50~P0X zaru`LiJIcXO-l9qZ%8(4lg-E+f_N!z73F4%vdAP;SlgtLajg{O;Bg62lmz;DRvgz# zQ5t2tS#HR=!s-TZB$BT1iPkn{RU%JOl)}oXtX+Y`0{rjD`^&1u)^+3w|8uglygfD~ zB(goZj9HcrD9-y6jW;f}w!H*MmY*ou6LzH~v{X9fAAHPRolEJ8q`T~3<nk5wMDicf zdGFb+<1*s5;wl)guNTrY?4j_X1VKu_g(WkT%Y!p`nboMnQtxz;=%*=6WX8T<O2<=V ziGBk4;044|&b)xQ;-r+5f&{<SEWuBhI#(qS>mkHK%AD^xF2Ro_8^a68NvFJ#%hwA< zz8^9Uw-aSJ>xNJ=9-MU}ab*dpFukJb8S?@{B6&8}d<zB1gT;d6!3>6fu-2a?^FiC7 zd4;>jx)B?H(Kxp8m$_0`usrIP<%%s_)#n`%VoLzFuw+syAg*`0r0_e1eoR<yocl`k z0Vpi<4s>-j`?K4h28U+*{Kpyi|G6`;2_AfZ&n)r))(zzEP*(5ski2|sPws-Vbo(Cp z0LKNx2dLc}uD?@u<N-aou1rmfwh|wwBVl3&n$KM{x<hRc+nY=WxJYcpW%oEQAe}G+ zGw!o9VZ^Sya(_C(h0ci)-_v9}K0e}D3v3^5`W3QP9cr!mzuY0{_lE<y>3WcxZk!$S zv<r^rNbSsW^~ljzWhB_TmG~X`>q2A6)7YK7hVJwU$9#UDgd2jHCx<%?=01JcanWM7 z8~A@<6EKcJ_&h$-p07ac!C;XxiTE(Rq`3(8KM3}SePt5F1RMQCTN;UmIK;%oYQO40 zYa8JDx~Ean&+z5JFz_X87JNtltI_Sxk}N-um9mfce`^zPs6?<*w3C^6hyQ*AReVNH z+blnZ%sjXfiE<L^6J_~v!MS#Vi=sf8AQH&ADnxp0Hww)~cV}Y%<(C;|tS{SyZQFP_ z$>~aCf%Q=v;mLXOZ#e}iAS%+W#PF7MB>qzyX4?qQrIfZe@>vq?7hU!D-D;x#5rp%^ z(}=|{+c^Kk!&|ajXzZ|YAV&UrdTIO0X~#*}{#qag{OVasT)Kp$_Zyo&xHx8o;95sl zw&??ltA`oRet`?!&gBUfSL{+%dn$IAT_(>UBCj84pK$Hvs@aF06VQWQ7xKs<#^MhD z+5P)Z?f$*HsZ&F8YxBqPw<hfG74p{fNy8K6kQKPxfv0TtlZM-<nLKH@*ek?k<CBIQ z)UM@B*o~UclZNBHLRJ_*X*i79hM0|}FO666>x1MkC;!Gb863E9z;G3Vnu|4^byeP9 z$x)wFq%u?f@;FPqxSi7`6y0iEsvP2U)O_wZyPX$D2K5RtrLr>0+j=QPP0@Q5b}?m3 zuaJ>+_ZZ4Q^$HnqlwYNx_-OR3C-V&DKf3uy4_E1l@>D9fYO1`SIpEN;Q1!rtpESw$ zhjoMB1unri7J5g|@e|bo7uIU3M9qxZzf4C>_Enh$o%-_T+!21FYT&{u&G20}5{~e- zvG+IMLUUNu=$TLEO^|=#w)&Z-N>7ya6mB|OJb5r){_<}YdXLii+xrJDe5k2%_fk%g z7Ek5(8BZRJmA{;5p=Z0};z$p)<p{L}<t4pB^ii(=_5SvYBNz3`yZSQRLT@+9ZdBfG zab?u6Gq+z%S%BTeGX`9{{zgeDr1@}|`=Vs!z=glzm_i+S`$agIE3A3-+uniNqkYme z-C7?-O-Dm@dk0n>@=4ZwzN<RzX_<-^0PC$SuC$!n8Z>Rf-W$D;9#36SWB@&Y;0LZ) zURI@~ly`NJ<UNVU5=91?>W6G6PA*oAp{&36htOuXy&o4d@~wN%A4YeAtN>yeZVQD5 z*EYp+Y!BaHaUW+3p4Xg&uQzAx``s{IH;<Nn<rmN3Pn=#f9r@sgH^S3;Uh`U40@;CY zOx?WA(g1PSf>lypg-5}|>5;xHJz7QB?uGu&w}Vror-4TG=3hZWI{_B&0eWN>NRR5L z5_uaU?~RVzV6j`BnDo~oN*y}Eabn<llH}X1LHDEReu0i2K8=W4)iiq4dmcUd)D0h= zi$Tr)=V*GA!df+u9%X6+%bE@z)XkgH8O$RnWsF3QcSJIrGyH%MnMa{f$b|zcf>R%n z$VCxENjqIA@?|FSD5jCsByyrDG4XZ+lXxfetuuB5Lu3*y@i%&ua;!va!)=NYqrlp& z<Wo#sJ`$-QeH_zR9{Ta^8{j{<OTP`QOte^Aau0e#j$A(&z0)PjoHAX_GQsI-7Ps$0 z&_Z5ICfdn0hGVAGiew#SiE=(Ex~3GOaRRne&cvwXqzSx9lC~nG6<pkb^vg-pR)X5Y zBu%f0#Jm19{c>`ArR<@+A5LbHgQ@7N5{R`zuTR!-LTU2ol)lfjBG!=R8gzzr(^_<{ zb=6Y*GMf<vPOD6xTnpI#Nm3)WHBi5CqmWY$rv$MGpLdeveb!;HwMe42nqfL&?fs$; z{wf2BKA<rp)PQ7J&^H(_5^ZNQMbHypNWe++cl$uHZ%Ecae7{Hx1kvDRECtNO9nR(f zr%%y5AjOik_Sx`Yp?n%M*cd<g?+l=?G(lNnfd6yNVMAL&p?`0Hx8IGDT`F0|M-VqN zxp^ThuR>a&aO$0dO~{QXiS8A5qi~{$2Q@d?x$b3yT5^DYSr#vo;&tMy<GVZ*_CD4g z2~otOi(4wWrAczsv&B=un60jC=Cf|6MXB~M*Ida_)V3_KCc?S6b}f4mAS{h#R2Md7 zA-jQC>fi7!GOb$9nO0glgoajecpQze%5o%H?_FLeKn@kI!SJH(;s`a31o8EBB!KRF zTG@q4ty>R@fjECqv{+jpQXET2h}mx4Kor5<7TmFr%sy1fmTfi%aDd+pCJtPr4@n#Z z$s>I@1g`UO8V!3}Ezxb@c;Yx3;x_sMaifT|pp}<5LNc~;(k^7~Wr?gr!TSt;ODEvr z4U>Pco_lRnR5B9qewHy&X{jZTB$JYsJ2KT936^Ch5;Dy34+1HN;ge7_APs##2wHoL z-9~F0KcjQ#Z;03u9i{IXou1g7Quk5aq58>SzV8aDLPZ0<ucuUD<V$~_(Q=LkjoEcO z<Q!da5_PbmqXAB$UcSCeZH`o7vOeF}MyhZ;PNKGuD%90CzcAEi2zT1F%lfi?IF4`{ z(iWfkS1PNezud_kPrY6?Y58Ej=^#qj`*>HuF>@BO+mdk{VJ|tyC@Sls+)d7LTywVm zR+*%+IIC~~VD$rKl7`@{LZm3lew@0;P^wVA2Qu`!f)r8|zmdb~(=9kFFcf~e?KqD5 zQzx=b(F5sQLS^5S4C2pTUFLw}2+O;tj|;`2fX<WE(q%)l5tZ)w5~mG%%Os_+#6gtT zOy(=HT*cKgNfC5&JkBdbielh1a?qvM@5mmzLPlr2g5xtBFO8(c(>3g<#otlGafFH8 z(`^BP6h%|QRYn;piux$mk1pJvJ$4Z#M~36zLzLa9yq!)V90cTV)zXJit|E>POlqc6 z2=51Hk99_R0Ocx@OR@E*61r{6&LPyMa|q{ArlK=tDyBX4_emsoWdgY?w**Zk+Y}?R zor9#=J#JHq=)h?Se`TBVs=x48a%UO(A?C|`ljN?HymbaXN};%t#~X5IQ!5^Y8?O>a z+Zg**4Eyybe1C@P&g8OK@-832vrLw$_#?Ue&Qa!Ke>!v8o==H_w#EWLR}?JkRVd4F zKT&X^Lk6|ufy3Ng!{^}4Y5EKv?n8%9+xrl565%jsPihm}^g;=V+Eax-#*-psA9nb( zGdU=A$U)hgojI+D@Eki+um{T{BnM^UbP_U>zKXf+C%>XjnTiaM+lA~f2NYPQV$m*= zVincBhmhoDl*x>ZgQ?G`2@!~^#a5joipwcKGLsG`Wa&kD7l1?Fw><XY&0GziZI`8N zuJ9L;z$f<;bDBtQmlgXago)XoXP$F8Od`k4znahYg?EN?tidtLTG?h(FV|83Rogox z+)i!$U+j3}_HygnCR2&Mbd1<%382hT#t|0gb$ylqDv>-U-YOvB3KVB-u|1(}JgH*B zZTHzSPtHH^Q?V3y*5_Z(m=pV(|NFaw+x04;F;Na_8*ko!T#;WpdA#kWk$=Gz*>cCM zx5$zF?+v5&CXaZ$vBd25*A;Tqer00{7Cb~%lX284eBiUyaRwod-rGzo7$UdwlwXI) zZ8uz*=yU)LEt_-zjbJH+4LP2YwLO$M6A&)S0_T^^KPmW=jrFvfB~5k%g^C1gn{O;} zSY_xN&#jfP|G)_m>2oY8l7(<|;#UYxo<3A9aCbf;-hxH+^?Ta70t>bC1zceo&cwbH zoT6AmurOesb8_mx6v)ZWpW#}&qEWEkW3x;qVS~zD0hK~QQlcVDGG}W{^-gZ*33rU3 zOCvFWgH~|z^o0+cP`>XtrC~*95onNQ5ok`hLM|y$2J*u!mD+>Wd*>i^x2`Y!^N3Ds zbLIQcHUBaA{>u!$5YuP3TKhclYyHsr=dHH}t*;KX?rUoOWYGGdPIsr#n*;cZ5*2^X z7oEb5TCVTFzn5U^%N2dTOp-4i^r!L<GO16qPs23ChL;6{!jxorGw3f(+;aU*0p3r& zQ}7H8Ed}fCQbooKZqV%!gThYs+PxhnZ&e@vWwEDRDK!22y0U}cO4+acKD(2fR^Uep zO+V{ky<II`YX)G<N6G^+$U<ZOaKXJ*sZNsjfEn%D>x!+s(vhjQD)D_fq()53MQHkq zdocgb2uZ38`}E$iJh`>*)yi6f*0&%0S`WOcJM>HR@?KY-N-sYm`{s;=Mkep{4yhMm znSy&$y=|8C?~vLs^`T~%lTz^vf9)yx;~J-W^p8kwG=CT$?i*1&BR0{XU>whVaqJoT zmlD*gPNI%~DZ%py+2R?m&8;W%+!JD-S|pTsDTmS?;&s+}9&>V!Sb7iSsYRqdwycQ{ zKff(#W~}zF0EKz@6q{W}D20YlVG;_)_B#p3nQ$`8bbzC20i5dHgfqu_^2ChbnX!rK zBIHRu31>|La2|gLoZU{uXOcxtc{w3ZA>;#*Ku%<`y(QTkyP;ln0W`2)a)2-oK|$UG z6wYb%g5(J##XzdtE&xS^zAa71l0MyXHt=gz9Ck$E&g~LIp8K3Q1<T=;N?u{cMd1kn z)_FnGRgYSpaeu85QS7u<HX*!Z&%{|XsZfVPtgA!5A&*kN?r!Grl~Ax89y|*8xu>H8 z)~s0@W{flSfPk>oq*<{~t%0Cqw?)A+K~HH7fFfc7ta)=gfXPbtaxm!tQ0x8jL_0U% za6|bagN9wLpSC*wnGETav|2nt@Wp1oY7v1T5rGufat+lIP@+Oakd+}QCH4U&j;R(g zb>ag*7dT8ZD$p($Ax<0aJf&m8W}#r2FmEJDoDdC(ZM%@fJmRBdBxoF|1urUr=oGIO z;=lj~PQ46pT9UUV1R(!OgEpDtW=m(>Jf}f~4-#Qk$GZT8Tc^oZl)vE$0>a#WX2XdY zq{=L)62lEl8g$o$g`mLB2^T7{Ng0x0GZoavBq5-7nQ&brmc9*P`bH2+537q)F-&g= zrcWwnd|-=$Pir8AdC-&i_z6{vf}rVyEQuqMjg34Gnd=|I5p;`C6PyCt2-$waNH%U9 zh>!(?Ppq-eg%r0?aD=snelHp~1TW?xq2cyh&IvE-#ybnlTFfksRB05xrcr1<b7Dp% zSHMu-GLhy$!A=^EAv6cPXynEZqB)>iQJyr2hOiLXJI86J0LO`62%Lmy;MjKYI(j5C zgmeYul{_G0I09$CJQ%v>ngi$9X7HIevS6p0ypVwe-BpGn9Gy-A8mc8iK$4_=Vi3Sv zb#`mv$pRA|=KLbdg!EBkcF~;QYt2jQa^tAw$Pr71Mg(aYjZP?dlMyw0=GxH-)+U|z z&5nJVmv2JjR)_=T11GKna8|k#&Qe2wI`#$V?+K6YL?5;0b?iDM_DH6n0Lq%fBZ3T# zW+zy`kslIk`SGoK44x%*L7ASZmY}fG9YC03co5e?SO;k!IrcR+#>!=GIWc1nSHOyN zU)ew5C=_{mrr^4kuDrNdGij^Y74iBCCX9%$`W_&|KR6KAnQMuf{UN!yU$C;|JIlxY za_6>_CD~n`Io5P-*`rk%jN(L(6&<YrY|<InPxBi2-$sOo6yMD;w|v)n{=}5wCcY4T ziLcF`M&sC3cE0oI>gv#V=G(dm=(KkIg4bH4OP2&3Zn&b06|N?84)u+@V41LI_k}SG zdqg>bRIdKLz>Wk6rmNDiJ2ST?B*T1ECD`=T3zG>JTTZ6ndL%O$T1!;y26}YfBCc3( zKt-u?(jOcZE4qTpT2R3djWtsw-idu0jb~PWWI|aP(v5kg8pHsO#sPHIi@5L|F<Qy< z-Oieln{P*EV=$4!^@xz{&x~vbfTp<m?k7;F_7Gj4TGxJ8^XjU_9xH{LZ*hY4?*@8V zV`X1OzLZ`t8#`NSWnYcQ&X$WR`?DGX-pl&&H_e~YZD@GF`@&89O*RTQS71BKbih@} zzVMWKcvW_qOGQ~zg!+E$j5!yjvfrQvdtf&4Lx!q%@{J96|H_xIgAFp@<H+jzU;T<@ zUpdg>)$_0BOo+h7j;q*VQiap6O;+)XYh^Fa!iJgmGP1Aw5RBE8oO3^^>^H(CpsDlH zjuZ6k*y+_%6>iEsFLRu#@b2o8Rz1B}q1evR&p_d3^)uSj4BZ5*ZfKbLKwn|*(kXg& zIO4h%8%#oJgURG6-8zN_xHOy{dIJ&cV(c(cr5z?-5ahD#&6t3e6IGuguMAkwq^EZl z2(#u*QMma8J5uzgbUQvr_SI`3V1vv^_5HiBb!MH){(#G})4VFm_Dm{Q=V$m`eI%0X z<~PsF9vLX)4Oq~O{W9#7ZOyGsMc1&eW}`~D(Zwp9myPIp`ARf%*JZ=rhxFGqr95wK z`nah1gMmTI`roTRv^Fftk$>m^?Pe7>)x*8-=A8SH3e7lC+n^=z^d|1E;kbDYQxsAa zZogR>)^)cnX`*<tLTb*Pr?kPx=d$d@M=Qg;wp|JdSaxcR7k1Fxh<SF)z@_=tA-}?w z%3H0U3jJCxuLzYlRqqrS7f_XEy=3B*U%nF*8>ecHQ4Kem7E_@yr-#x$h15dJuN9?Z z^4El&-z{${YyV5Uu=v8w9ORtmfZVE7^%@6{k*e4U6I`L;Ga_vd_V`5St_d6RvxA9j zk!J#mUfVt^woY3%GBCB<g5crdCB5gH#Ar`{;41H)mD}4&Q(Y1DWxt~SLfRG2r+0EN z(aoD1d@t5~_kcv5z|=xluZkFRC;0=drkgb9YuiR5ml##|UAeFC7{z4t${R(nnHtuS z)9ja|WYn6+1L>}-*YI%nPABHXRHe;xl1IWk>JhA-g1V~1(c>W_;<io$LnUPh;BB`A z0*)pDr&E2|EE2GY1f1XF%pNuQ5pm|dhfpKllaTIm1d|RJB!Htnf^eQ~o_NbO2C^=Z zkI1x)0p&iOO=DKs@x}zES}j0*I@POe<}HzT?|Z5DU89&>oUFZlL|lH1U8Bp#?*U=j z7ZBRc1Tp{8G^_X$C3({r1W=#4SmV}Gy46sqGv;>dhJmg7Ry4PoC2r3!RSf*WDt=yH zuc&GE$5S5m;@Qq9LCek#hhwa7hAEm>J}xjQ!s6_3>)-aF?&@B!TwW<TPKcCyBH>{# z>;{mm*T(p@teoBQyw&ntnM*!_w{!;Ts+_E70R!_IkJpl9nGoy7LWta~c)&QDmc*IY z=n{;b)!E_LJAisia{rWvu<3BqP;_(T5&+>GVj#6l2N0{%^NJYaeD^Q}>obN3pC-Z` zo0Zp4xn(omuk~x~cDM2U)=jDDqeLJ{CLpttN4&K}Y((`6Bea*NeDnt^%~rde50+CG zLN`@ElWuZJH$GrV;kpMsiDVFg*MC<Mm(O;hzaFRG3y?@PUrxgcm`#xxrmcrk$LDn& zTomGVcCfe2uCpJqQjT5N&JSI`YIHBZ8QFb)>H5UY(tX&j1*~I?HjP3XmT#u^wZ@_y zrrn6S88K&dj<cVTGwsfRj$~pUuF<5%A0$Pz%t0%oG^kF19zCfCMTiWL<3P>9NxIY) zF(S5cKs~LNXDe8Dpde5IYZy}jha;kKmvx6&TuuXWqyeTo5h4fp_qh%)7>WU5M4e8m z6*us+c9FP^vDm^34abZ#q;aE<aa?QVhtx^0s0+iXP1N{_Radiqh~9^3F!J7hg}{AQ z<y)KF;wJ<KSy|i|Zk@QtV{Xh-YwOkWN?LIQRFgE}qq23uIvQP<ATBH5LHekB`)QcH zT%%dQ6?*ZKOvWBFA35SUh-q2f7`|rDZok=ccHq_$kI8|>jxjZBG{+pIL0^NhX^IC? zT2zlt5Y}sS0f_PZtipT=Fl1uzpk=y{LXe-uv*By{oNk$|z5CF#+`RZEnmaF!tuTIZ z40DWUKvVZ4P2D`Rm{E3Ax3fZh=qx->8O1YDl@|hnG>~m)2<sAvuI`ylz2w0&WfTcx zXY~wP+1}4A=IK4sg4U5sR`Kh`jy*_Ya^1vU^uUE4B*)=_X*VHYn%p!XHU*>ZnlDfv zO->+^)<^+kj~T@X3KCj_xX|KCcW5zBCIQdqP8R?&_3qUmy(bU_R$s{@bt^&L*877z z=5Cz^z3W9hG$1|^b=I!SNb}X-3$DxP8e~;b^T&gA6AKhHFG1$?)Pok=sWYNgt#CCW zrLTypi)Sb@)u(Y)g+B5}8kR~`PPjC0lYH8_O?$N}?NOXqFn9E&cUJLxdPkr~BI;%> z)HYD{*xJwNV?~Us12x<3{;nM{HP2V<tNjDdsB_UHFOOeVTga}%)alwZN6~=DG$@12 zR>M!Fw_l&T@*n_=if_|ZN$c+2ohh<PJli<g!3!06=;96LG2`qe4e9HHtKp;`bai## zz#CN`O(O%K&L?LM0%*a|CC6}mZC-AO&aAX&WaWxi3dr^pkli{^NOo&+4tv&mSj{?q zUE0Br?fUVgn?SnO=<0VRR!?0vXb`IxPDARVr@3$D7~}da6CkU0nOhb3`B^~LE)I&b zE`gS5{!Mn>)4Mi$ldpPYs-3QX<pnuM#Z6@yh*_JiE_<9IleBdTzXboHw?)p;Y-8Dm zGU>vSRb|d+Ws;8R^GkUCm2>4B#~YVzz#k`%EArVby;hOO*MEWk2F9NpYx`GrS9CO6 zSLSd^CEdr|zp_Tb(I-4RZH8R<PTw0dC-JMzrQF?o0&w__roX3O56wXjAMVOdn=I!T z;#=l?Kql!1{)unDOx~6H;=%morc#BK71?R3AGe%Rk#o%4IaRIiGW-j(EB;w;y3~5N zQ#hDs4&6-rPO5Om;6Ho%^)-SlzUKV0$K3zu&Buv4wVfO%g--2T^mv_0y0V(Tdc*vl z_f`EDKKy3VAC9TE8vdiMod27g<EK#R4~>J&JD!U~0Q^ID&45Qyq1h=7KNkM&oZE6E zg+~$b*=e2S98ZL0zqsx1*}X@4JtF5_SCu7w*CA=htg;9G+4FBXruN3+LApKC?;{GY z)dMsp;oqTq$T{}kIkoTe!bgb6d(A5AGkD{*4LU_yzhtKkz~Ml@;E{8vOzPmARcO`> zg-0iLPTf5?9%RqYg6X$xy3}RM=cR_5nm$F97iP7-&C2@okm1F+!D090iY@$?Wu6)$ z=jOFpb+*Pson^D6)`y)^mveg<SUpQav4{5{**EuQX`JY(JwvL<d%*~3``6ejN#8a5 z48EO}wYsIHv~*zWhb<-5@l(COUox{ps=47LUYKg1Vhh<f-qz7wR-HW}Wgj1{s&qx6 z3t)Ql2u9inFoE*mU6q|5GLa9MBL5h`OzR+|lXt~iK*xVns_sf6{n@RO5P68~ZLKls z+tc81K*Ygz*pivPMjkUGQiobhI$nFW#m&|kwRg|sRlO>HK;h4LRhzt*bE@Ml)ilzM z7~6+ZJ&x+Og9)wLa?<NNB_TZbC$Zkv!zXnom=y_tasG~A905}-vv$()@UfA_7LjNq z{Fnr@h3GgFov1SKN$mml;nls1EqDp$;Tz&_c%22%N)Yl`4Q*L^4<%;hmH_JdbFoFN zc4h&1&N=K|5Ss}?hl!atNv>dj=VV`{SmTe=2jbT~$vm9r{vr0Tb;5Nejz25JCT0V_ zWc7>Y(SRyC9j|GVx4~q3g5{YJJmZMefmRl;?>GT-&X&XB7cBj678orr&IF8<>GXs- zYb}n4tL_W3j2%}97*(~CZ@)<x?N#x{BqH^DtHsBy9ha|-Q)^5xuy^blWEuJ9uyqB0 zY=cKu;kF#Z#Snl0L@QvH?Bz9w9r|sOpsW-SaML<LPj5|}ac)`kXd9k_!hr<Kk$UAO z5kUb)i;ou!O$VqeKYuSzNp|baf*2Gc<feg}iVEnBG9*Bv&(+0%v6(_*E5{0nSvz(G z&eJl`NRxX5z7NK&iPI?o!<6NKL4SeHvi>Az4&+qQBH0MWI5#hvYiUpf@nSGd9={N^ zdw$h`YAAFehR)4d)=ibA2E+3YX*+iX;Tm0HZikk@aRG4Gd=c|Ky@_yi%xEu76x=sc z6YaKumPt3FYb~n7(H3X?@xW*=fvm1XQXg`VwL=eC6V?aFfnQV^x&v;{#TcAoO|#at z27<OJe=V3E+{9#ln@p|rX-tEP;i#kXW@?Kr_$}X@DQGcqA`hidE0T1m$67icz}OIV zl^M}tFidWEF#%IAL%MJ&H*v~nhZo$o0y+Zu!IH_((cxq!IvzbAQD+S!1)z<`$yIC> z$$FA>)P@(QB(dljYgpUc@FF^bQ6>}}bL%r+n_io#wN$>n6f?z3v)~vx8>iU7*+`<G zFIbb*-|bqwI4`UE$42yD|JUef2lGQ2YYG7!0cela2kH{GD%^di8yOAUj$P|$XvCY5 z56&0b?fe?e0BS>FlG(=(Kjt6hDJ5?iYLjroYkY!EiRp36lu-n12jGI28I>IHydnb5 zBVfA#06!Qvh69eO{J}CJ=!D@e8marNBi{%p8Ry=Mo^8WB(-j0)j$Hzn<!>9qTTYG` zn_!%q6N5(`W$6*09_0|aipoCg*im*=4=_S~XeT@$skg+^DI?07X3|lbNg&@xWlZ}t z(2tNWfaKHDBbYK0K|w(z0?~#3qc}0s`vJzU(yX@@Vf+@bW$3-w%-PiOKu8(IWF|qH zIzzB`3jOf=)J32!2FY`#*1>aX8IjlDgnngM!|3i_4HDpV^lU8gXpy0)MJstkSc~fW z<%uLy>aopW{_E@)7c%GAD8e?&xl(|p+`aSb&V<=s2?s(<s15G=8he2O<7^OJpIUD) z8Aa+$s6FcD0issbLnGcktL@^>vw>T-Vq~86ahm3q=-YcYE#s(X>aIE3-?EAWv-jV* zm#(TbyhbpscYfWSV2$Y&dwGOa0=3xK2Fu5%>+XJAkIWotmGIhJfBRm#=e|L0bi{G2 zQMI!cfr~<N{o1hnWM0J5%B437lELk+bQDoaid#Gml-8v0YxUKsJ%KK-(_8%7E~40R zZ5DNPqYX79YcF@bNLN?>hM>`P04<AlL9Zok9cPt=-dgesSM)51%WmC--rs-lu1PbE zoN_xSkHupFWZh+MsAn9W>FL#;&`JA!ZvqG;b!0&LF^q@dq@#3w>ak%i<8d$A#Vh_` z9wRhXe~;kVI6TuyyUXx<7D(?SI<|3(#}JQ1lhCEaV_si0CvtgfOUvD)^Ko*HA56<O z{3%`N)HD5uebOJc4CU+B`d5a)mNY5b@Km}`T0Q;EZs`vmxQ~+?ZRH%-8kc1tGjf-j z=Gm){ud1YfvhlARuIP9o5~n1}Ifkw)+kpRSE`E_+k}U5Sy0)zN98wPFL~pP1oPz&q zE+x~l`FM632+fZm^DhC9jmt*8mHseo2*27&s&L{E^BHF%aXh5wPuXc>aCGCY6`izT zjE<ChzBA_nPIp9-=9$4^GdpJDoJhH88lhcmVb=}n(eN{pBVClz?+=iDvwT+BFE53b zVcq?Spg3Ml_D$f-vdgW_C*>ZVbWGh1Ls1qdLbkOuCq$~Bns;Le2x>kn`Go(BR*-Xi z7$&_oi^s2?CUu!7v%B$}Taj0pL#RwrHU308L?!)%t-t5k9_iy?WsdBjS3mGiHLb`* z_t|B|5i)t}KE&Y=N@J<QgM-aGejIytu)pW*9-VAX)Tn)OOjRD{@3{hY=}`YskI#=G zgE0bFdteX`^-r9e>Cr*G`>S8ljO5&6Hg`2HbBNw(^x%*T%)xtP4tfvs*S0=2LC#Hf z%lX+bE6)t||J}c}`OT}+;jN8tTc<a+n)V$x+<)?{2S-%W3pM={?N5Ct=Qetal5upG zJH0hCy}X|2-qwzH=#bji=pGLmLNk_KGEb8a-&uX!M#J-dl0&m+Z@&Yrl?{F?9+YIr zySZ$+f6qVDOX<pmE+<b+-L1RCsY9x+QRVAw!9yF3Ys#mSq>3VAyp+(*fT?!}Ox~3X ze|&MvyOI|+wzGqsf7P{okiN0`zKzDGQNV^}>s8k^!OJGkc>2i`mS+}vI7OsRwWx$q zwAaBdcJgGZD_Ws0I}6Wu52d;i)pLKw^Q!EEjEvgIB|XxTjEe$52CE^FarSU>%9w8# zt9_v$gO=g@Hp8#!rX}edIH}bvJ4NY~aZyzKk2VNjcSyAK9>)9LDWmhe*hDkyY@Yk8 zK&ksi_PgV~uo8k-gJmVH!Jt)T0$T3Pf%hYl1_2pHD3E*ec;82)cCh;9M0jkF{Jhv@ z7l}sTVK997Erhx(<Mr!Iz}33}F3&OMN3RMUu3(dw0q%DUbffC}jawuTLHh=w%N~)k z9UeSd>6A`$+GG=##pcQ<!Xx&9`nYN*JU$sGbw4)qN1KV)9bDE~D4!^ZJD)i(w(5~} zcE%dzQ^xk0F+awx_%0#XCU44Ir$oz|iRG?N8Gv}|WuDDbbx<g+`q1x;*K5~^;?rxD zPt+Q1diMrpN0hCXDP{n!GC!B6^e{ljHlbnSniS*Q`siRA-US8Ff(_*w5mapm(2c4Y z^R`YyVQ42};#KZS?-Kwz%L?m3g+jo{Hz2lW0uieuVvC3v2^JBw*9a{bnhyC~U*_k+ z5CP0}&_PcEX5?zX!1@Fq6%~@LjAXM5(18X(C#fS~u(X0s0O)WquI^0!Eno@zC`G4) zc<B<%a)N2<Omyx61_Oh{>P=#uhzW+VnL@@U7z7ZqNjCztM*YRwy9M~QJAhxjp@hu4 zfG{jB*9cfaNLRz{)@F71K1I^Qtm9M<8wgF{nhA4K$oj$E<PuP9ZBC=+n`L>Ec*@|4 zfH&O_lxzay1lz7XIz6cgerQ4kbtO|*l^jV=ykNS54op|T93<_xbaqOdLn>{{3uY-t zN1%OT>C||w>B9%=cKznZq{-4!(tLfbk3h9zxnOf<%wt_GCItJIke~>%IfXp&5h3Vm zkwAj6C2pTc2dt~P;edS_x$iz)H@}825OhNfwGIVaO7}=H-m3ITS<d_#Y|B(*gXey` z?5}NrKZ=?Zu~zw7mXp5&NbM#YGYvzzKFK{I$PXgHk?1#|18%{R#4S6c5htt@yLi|~ zzHzX{`?D~$q5l+mupAFC*F3og>HP{)jdRb$?6#Ts^0mvQX-1WIO7bys9(Fys6@w9= zFEc#tF<>EV+BqWCM};tQ){eNARk?MGEm^RqX+FfzeCT=-^I^#n%!jvI?i=AQ<XohX zmS_Y9tboTP#9mNdV`AQVFtVQm&D4Be#JOokG;{koM7{ylhKXZN8!u1F1l2RLMAeI^ zRvQ9lqbhJ*ee&}&))41<;(S5OIoSv>zbOdmVs>nSz5vrvL<d6)FxOQ8gDymK?E=8^ zx8yDKTm2J$VabAY9+6%#DJBMsD7Y^t%1xb#`$LjgjwJrAAL^qFNjf_tf%b?{#h&O- z--M?b=VnDGVm0aNjyC9OdJ>d9QOR?NY#9|m9B<rHSR9Azp4|s;nRGolr~0Qw9-wCU z)@Yw^<~P8LI&t8!3B%XV-kS$~xop@nIs&Al*V<RY8@nNF^w`r_qkR|051VXdUwOyr zKKiP7_$_O?ZrW>CIUB`{@H~gqd-n%LCqN$CxMNeTAV;E!;^w$ijE^E6&ySfs^#}Ib zFkcb&q}5@9Izv+Lt(?LuE={eFyHoHmqu^%PmdEJWvf4gNd7cpp0q;Mg<UiyojV|mN zmvGj`<L()wxR|qb<~13<H&3^gB&!*io<{@D92iU26n*_4_HCFSS?qte07x!{cVh`@ zb(%DgG3l2_1SK1-z$h?N43B$koA5xb_Kb0EVV(8T*UPaURCl6lP+`Szh=T8@y8%am zj=nz+r9D`}o*4rDy5p@7LO0D138m}00|%9e{YX819k8br`XPGn_1@bcgKG+1l>+YW zIzr?WKn{zsz9xaf6{|(pryhLA+S1b22PIkuvb{=Wl4K3|C1d?7<0kM|td=S?g1xyX z+v|6kq+wI|`hWUY{xE^ByG*L^u3GvJ5!qhHWRm(1;p<oUuZpTNz2TpERw@19yX-XB zvGez3*KLzc8aA0fVxhvL^Cz?G*2yNBnv^;G0l(#imq%37&wLBVSII+p$7{Q@(>&q& ztTvrf=5Sg@=lv9Zvb|K{?jigU_T&fM3zz9|f6oZmbi+%#^+qwY$CW_=BaF)$-3IWN z&mkwL7QBwXz{#o2Y&+)UT%pB337_P{u<Ri>{5_RnTw-TWPguOW^slrQDIJ(o-*51r z(teQ_d%&eQ6}x?45}s4m@L$;a&8Lg2uQ~^jxo8Xr>vvM_zxk;5(7Qk2)R>z?JZHk6 z$?uTV6+YN78J$c8$4dAwRpov%xx21{uT!Lyl%4i1T&3__>cCdTMH^n(U#2z~ZLTq{ zbWHsKE7P|}`k7&{GLz3ug50pCKTYK8&Xv0SSmtrf%U{w=<icy-*cfYcR?@bVDpY%s zeSQXv&SIsciz!C_D<-d!^Xy%PO;HXn`d_pi0=tdp2vhNtg&gcQUt^7^k;|;$;`E7> zDxL7EN4@)lWSMsw3o_xHPLfI8nBy@d%(riEE&oxo=AW1vSeflI(8c@-S(Ea1(c72V zrne~jwltTvhPpg!d9XZ5dTo>z)bh~LKhZ7ohRv1UU6qoi+K!6ncSxOX6sQ#z(S?}b zHh(gaZ<j7rbU5as(iP*5fH|`SFmPxBW<)>0z{i>L#Vsc={<vA*PGkNU>vSpmU!#G| zINaBc=ldER=SQSkS_Ga5Kd_hQ7@KHg{e<UK+SM^b%MperJse_%hqAMjk}SPlsjfuz z+@Arw?2`2p7@k*p+N6`=d68b21h(Kf--+<GFMt?UP<cBTo;K+^2b7YwCcW)wToe|6 z)+R4?&iRvf7R>h029Y&(>Bjbl;xF1{To|h9UJ)yAhZh6g+elPbmk`yV#Jpu%U}a3^ z{Xaf+qM8(mQaaT#5R29mp1bd1aEkgC(%8p<R^GTSN;)OkhEbI<iB}<sdlo&PGZN3? z|9rwzbxo{v@>m^_cRB{ZEz`kd_aY)2U>G>Z<!|OuC&FKJDRxwJKN1JL&i#P5)uwWe z22fHnEb!Df3QB-E`h?f)(3%mp))#NPHD}Km+h2;gfkkX$JU?Pn%bz=R(#{#fO?rdg zMa#j%3p^Aa2E6^`v%}N};PjR*dC5y#`gWXMf}Y0dbH=$(V*stt3D7C)maL8llAacI z!dhFc80>NYswDdpK<7<9eNG_|1(R-g;98Ual3pqRT&5_j!+;e4>Xe9xRT~P4;WY?i zE?WU(%7-Mmg)ukqvI4_oqbRb}9y-$N6|%{_0ZbnilI=Rl))6h4vleu^C=jogM8}SJ z?U_I@_o7LD1+at{d$m&r=)fR-$$Jrbw*bFu58zkn;T93!EP{9Lx;)8<i1(z{ts4tM zFhl`(Y%?(*Lxd9mNO9dNIk1Hr22XwPwBlF`j(T6R8g^P@9}>uno@fz+2R(sj@O&64 zmusXScwnTGK7c}=LbQV;m?b0#OA%;ratidJPdaN-25GJXT1oF5xq~EoOJ`0WoX$A* z42H3XRSKAT8L+Hzfs~{VSfv8tIbN_z1$3Cs$WV-`yyNmRD~r@zRq=tkrM2ZTiG8f} zOSy<A8+{Ul+HD{8WnnB0N0C5eEq~rVrqsw5Hxd_57e`$yEuWTh0`4!;Zf^d|iM4NO zAZoSvoH^Ij++3RZz=n6X<%3^&>riAYza%IA<cE$eX&rlI8oL*pSHY0qEMVL5JRZDI zzyo}60L}JHuu}}lV|xY<b|}+>GkD-}_i=8L<;patstxfE>VH`MG4dzS!8CD&_`vHZ zOON@Q-uP~VfLVtFT`_D_3H>^uuP(v!k*nGBwUGTcg&?Qc->)|Ze=Mnyr)N=>I^JXz z;@L)3JahFSIbF7b%mXzdQyBBWOB02y$*rNy_jJ8}GtT`c=9vwzx1wsY<z6iUc}gu< zO`P>KdS&Vm*_3s}QifQnbR)7gL{|1Ez|5OWINyM51+kVUm1?VrSO<$)6I~3_T+A|| z=ua!D`EqYSr(q)KV040aQb%Dc;n4-?V^<^mCUyZ)nB7(Q8V1K4lG2tSQ<g(Ge50a% zrYq`uAvIZ<0*UMhc_=MBaFJrb8Dbqk;zEB#f?~b3Vg^aCJ9-JzYxTOtJTzo!h1@Oc zD%f}H;vik0(`xU#EY~Uhp}dCORrry+d+-}maEv;kDvc{^R~LuS&0Aa}SJc;TTS9b* zeZfnQSKnFDwb8xf`CCEt%_G<Rrjs`MXo9c}H6Hr2_60db-aK-&*)-tbx2EWgm1FhY zaF4u&H^=nKY&yB?paI?Adq&NWxb8i3a9Y<~9ly(+*v*4xT~(8}!Wis+&;0)|_vV3E zreFN<H>oES(_(2sO(`MTl#+xglcj_#*+N<@rG$oJj2@;$%aDqS8lv=w$(F1ojW$zw zL`pT4vNV!?dq3yCA8O`1-}m>v?_cjf&%IpdI?J`)=Q-E8&T0Czw9Id>I`uBU{j=+b zeOUe)H_-cn@l`WZl7~7xrlVz_ovXfuSt&Zre*M+N2>MF-4iAddQgal+`Z;H#St<Sq zwJJ%5@x78!-*w{ki*!{IPkLuU)!o-0y+GBiR*-0~lc+3{1J2U+X&pGT+@3VYAL)t} z8fYB&ZHdXRVf@q}ky@8)?WM9;-hM5My;1*{OH_Yig)@LKEiTP5CK_YcNyHEhnQ41( z8eBRZc%CmBc24Zw0k4<)|5A(feZXx?#BTQM9M6@Xr5|d(E&kz_t;YE-v3DZ_U*5FI zpOLa#HFkY3x6LBQ^Z8uqhg07acmL|3m?hG*D}M%<j$Pl)_4)z03<F;7zpWO#zKiR% zx@}ziYwwr)Z>q)io)&xO_f~iEQ+~j8wOEIxwu&=@W$$ynMtQw_R!9&1_qbmDdtQES z-GvSjdw23pan6<;lQpB2Pl~+@!NcYp&lbx8F-ZOL*+tvCGcV37<9Z$1^YU3dJ&Y^k zw#^I?`(ev<MZm39?Yr%8r=s<Sr|MdkxySooKI7VISk91sXndFJyyg1!oap<_cb6V~ zbC)aMl^c0-y7WWYyI^Ne{MbFJtG28As-3nuzH5x(aWR*h*Cyn6?)*+Qvi0GCF&>*g zDtN60+2i~58ur;~ES)9&aMbVITf8070cxiWe-V54@Xz9$h20_LMBPX=w)ccs>5YT- zNzV-5ibD)tpfUlf;sJoI#KU^kXRpty{n?`6b#c#2+az1X*IaK%7K4XGTa7G7>4zK3 zxOzzq^V;$bs)uDNzxd{)vUK{^4RwvhIo3JH)WbTIq#tIK1-^WKxx8~)=Y*4Lm;LST z<{SB+6tm9Xes9l=-i6Ips(<P{4tb;7;Zl=ot1%e2IZ!S@%`q%7>K->`%XQD3WAn~b z&66&h?(tODJ9XC>?^Lm;7m{1NXDCmu%v0SGmKecbdN6{|ZF|I7Ss-6gkU!8nIG{Z! zdhrIItKw?jdE;2!nGg2T=}BNp*T;?MUsyv(t|qs%kBbMQTy;XUfhsgrp#u6<Q0^Un zq{;9ZRWG|6Hv}1ZTnCse780hN#(=cWPZ}zVRlBIRCG5@(OT{p$syyANzoxZFmTlsC zr<!zZP4VY``s*5=TaMsaZaT`X6X=<T=kjjV<rT9boQcmI0H#lKu2YWe7iqMQPbs$Q zgqLJ7a5m0I9gm+(@Z4Q;gC9>fgC#dC8%$<N{>MFl`{~M>?EzX9Z$*Koia{enXzXMf z?L&2OQzA|H@(JIzpKe4?S+S%*ocq>Nv33&ia)fwY177vwaU(}eE^$oqe{Ufg;}D;6 zx4N$<F}J(j<g{`n1p5WRN?vu|YIZ+3wJDn?8b1I@7jRx?n~d56qfm0#xedgpp!O1v zB*+x&Sf{*KCL_PM5H#JUE-BD`nn5%_jP_PLu$~JHKFc9R`p<f8jq$e{KSzBF5bHnE zx+Rq|^&g~`ukZi;R>$X(1uWM|8q?KL{E~{rvm5O{XAI_yKI0HC|LH~WTgxQlsknCv zspu1x%({f<Q!@Zv(wq$Ft>1&xZhzMRa#H*H`G6VT!EX!icCH7^X`)avV)%LYDwH3t zHEU}$+0Nc5n@>ANbXti{?M2YBT7f$7F2i%!rMLWe!3`MtW(Y7tL>EnVGXl@A8mVIH zMFC(iVdz>;RO^$7vvtI&I#E4s)~1XB@&LWlEm^ipn-QCe;pv9r;Gtr8InlERn2a$6 znb{Dw{6)_%@LK~yd-M|_fCC$0Rw7WHA$gR611^qW>pbAkC3Sl%E(RxuAwQfhNwx** z%zz=MLo@)}dIN^Q6f>P5QAHB&n#9x`!aPU}FbLr@*(XYJvn{8!0R?^0ptMAXT9N=6 z;l5O409gth-vMK*17ZA95l*CNxxoZM%i+cnPNCFtfz)4L>U_b$2>unj1jq{ZkBSW7 z7YzSKmF>?^>PSYwf_9|18Ip=#|C=}wB0V-w?S%Z3G$g^OHmXQcHw}zK7de&;h!1?U zM&YTd7c^)r2QY#O)92TrfpuaE*Fxcu26AK1pxJH}^l3^f1;Huq<AiE>wNM4++6QWb zmk$|i4%HP=f%{5yp`21C)6E%meV;zQND`J(8m+Hz&1Cmq#DmN<YOEsPwtEHXzfQ19 zI<+jSP`9L!pqOFTx*QGuF!f>cR3{LsxgL*#{B@`vqZ|pq4g$=_0Hnr(IW=(nUrXuz zh`|sbv+8?cA|xisA;eZI2=Rzyz)P)HxVFmxIMVh}Z;otv8$ED*{z(*%O&0c1r25SS z=aoPV&4?-#=i(+?3kW=Tgm4idWS*&p6s9SVEzna6k`*Pv{K4r!)p-@>b<Ffgw*Jk@ zgpS4XlZlY#B!kWIw>sn)Zt%aCnz6)8q{&1PVhWR(Oe?i|Q^A!DXv_PtsPW3xoEW$? zp*o%s?GkWWO(xNbh?9xLS@jY;yZl6egBJvVsfj2sItC0*n{tKUcC0#ZO)p+T3a+u> z7>=(X61ah-4u4fpd%mwx<PR&L2(Hq*kR~kE6I^V=8=qSB`eM992ma=togPj#)wI5w zVhE(=ei4h&f}uOQ6T^DIW~JZl#h;7hU}!W;Ok*3>gV*-!ju)3cjHsyQh)JeaElNT` z(pg=?la_8L)b=3v-1_hXXh3zX3xt%BRW`HvqxI*{u1&$*vg_^taZ>@OMa_#+`X8K< z^B`y_sXNCVxE3m&+U9%OuSvb5h=v73%ja!#&=a};!nW~rHBsdJx)N=5Q!a?0BX;z@ znArG~DOf}W*?DqYhPc1hxT(FH$uqQPN-svSyo&iV`=bSS00Z~S8+TS#$Cm?J7Qc;` zCLska_10BfNlUeH2JEzBBz}iqEEo~b7|E7>Pg41R2*zOhAW}ulgk55pab`rA-VUZ; zB?HaG3a=}KZeqnn=4yZGk|m+N89`_p{j5knkDq+(89D3g?|yjn@sVR^&m7OXr9q8F z61Kj^^*45iKZ`kE*j~=zY0mbnn;+D8NWxZPfBg*`@n`qW7PepK@N5)3>#%jc1}>t0 zanEMwO8C^b1drlff>9J9kXo>bkH|$L61HJ6BYovnJhh%<oBij)jB~?&pj*lQxoBdx z)FQY{PQ)&5FZT5VL~K_E)Z6C^^XgzQ&4WGF2bDdng!n&U&)yRHv852-M*(~C2d))n ze1|>zNb(6a5#kHc%P^QE=ZKJ6iUzhdJTbB}VipB2szLmtjmY45P<Y@6d6npt=DR`u z%O-RM6&PX!XZv7-e$)hw(IUMWw&{%PCJc&SnMh0bIZB=}tU8J9^|eC$h(8PKfPCtS z!nEl@8Q!Ya4`s7Y&JJ?h1}p4rPRmNGdaF}~Vn5raXTrht5bV3SaADt7gi$m{J1EN} zXUjZTIM*qd-04+csubiFPy7Fkk%ei-L0PAAwp_I$n{3g9yJto<Mipk*!6<DB`=O8g zSo?hJ(eDz0S<wTHlZie03|KvN<W*qx>`)0(aqzz<^rG<337OlgZwi0f=lF2~ERHtO ztK?=i*@{0?j)rm5DqA>x^{pEUo?|EE+dWcfsxld;>1laO=;_t?DN=VYjIO-4%Ev7! zL^k`1Bm80^=avn@E3KyIs(&sLvaX1ekh)7VWtCJ$9jCYRZtvi-f@K4pgT0-DZR?ei zLPn+M>!_<73!i$~F(_r1$vCksuR~m|;>PYF3fZ8b7~D63d3D5n_|?qX%4>x)T%jWi zc(MLH4!qnM2VPF9C56CN8WNQrut7Z~vj5Cw#{?A{^Kr^9F^R5Lb0v=A*}VeKZ$_A+ zd{h`cms9!K3n=ehxbc>1UFEgM?cq9eYZq+1MStF>Sd@i~t(@PVC6{sA!1_e8f(1+# z^U_SETwD)f<K8Ku@m{cL=G^Uvv?5DR0bj};^KrR*EpL&f6m@4CRbDf-P)rI*)-g3q ziBvef$%*_YCn&pY2sv4;XMH#sKucBwNXi+Ei(h=q70tM<N)#;SxgLs2SJyLaicevL z(1#H3PhDyGl%!x$)?oyYj&0iyaa&xi;1&wfdKbKF4e|E$lIyn(o|eTabeKrF1L;7w zgXHHaF&#UBE`0;I(261G+RvlLLZ+vMkf}_UGcPSvT#V0mtN?GCmrkNNmR-NCyG`Bb zg)KOTkp!GKwV+gz^Q?0Ifl<bwv_Nk=a8{e4{Qh71^V0kufJVUGz+G9l$(X8Op_D&{ zzybhvSWOpTN92L#RaiODybe8SMb^371|?(T0eVMbUYZ`=OgxAJ8Epsw%OU_5(Q~#I zo>{=105tRkvS)IH>_>vhB4jYj0;U-_V3Yyf-TvFzK7!eGf-;OUfPp<0y!}MHNdXU; zZowO0$FS+~`ZjODeF{uX)KNus6LR+wgY|KM-zpAxm`YikuUvui4ZoIJL^+tKYYbx^ z7)6*pwjYue#m#AAt6O0%8k-d;H3ZFDP?t!RB#Gs?cm<#LXgYYWL98Yb&}MYeIKgX4 zyoS*dqYYL)mL)QlqCVSxfx{xhm<Tk3)YJ?b7%;(~|4#sgv6PjZC8ebUm_BKNn9A6~ zA4YeMq#Y1rTUkJNJ>g+sU@Qg8L=v`1hzIMVphf;c3pP#x9;VgESc+E0*#DZ=|71Oy zdh6e4F?haWo$aB2(xN8#2kX@d==Gj=^U~~RT8stba2P~ep>3PW>n5~yHssFlz!?_2 z!(IazPt34!8hCR{^@x`F*ePhHh3L;H@xf228+;s9m{D<sn*GVSc?$*u#)vw@swL<f zSk@IRmb=#$NCg*TBtKI<!X;r~nMcDF`5N9YP(FwPV}I#8s%N=ruy9dd+@A&_&b$E+ z<w<u``xn<z-L4)Y?=FE7nE2VAf48=wqjKq_J7l7qPotQN+2ELhZ4Hc%S3d^Quz(^; zBU~IqW*}O@M2032&}C~;wXsxfC#sn)xMe5f4;2x7x$vlinQ3H1Q{5?q$YtLCyeljj z;Q3<+JV5aX&11)=$96#JKqzIj38i%We4qEKC~Vbpq)Cp}a0(%^uR{R?qbp##Ko;{7 z+-g7Q(gw%o&j!4tQP8n+_(8P}WMb+G6JG}qDsqI$lQ20DrkiS9!7n-!Y;6?>{BCt( zE0`$HCN`ny%d`c~(DlWtHSLBoTwfa^s2tC4Me8sz)9YmYp|lcHnba1U<4_Ab_ebDd zg>H1no&Q$qGH1ORDx?@aI+xf|o#4~6cyFm34(M=9%&4thx6yTPSM<kipFLea0Dsi` z?urUoS_{D8z6?22V{Y2x1(q+ye|TS6A)C9`w-nUch24~nz!F|?KeKagRlacup}wK+ zjj~D~-=_Fi^?tY2C*A3*3z9ov3|8SoPpmg~^G#&hvb6kEmk{XvcufnXC(lEjd#7q> zEsD9}99@(AlxWx1a<=tqnrW@aI}8QCUm5Tboyj!=;<ggCi7i&ir{d40Fqm)2dzbo! z%M{4nphs-qUt_Pb>2z&ft+jzc5>^hpuS1!da`8+}J>sdg@eq;B5UGi0NH01F5SfB= z#|dP&zt(JqEghyTi>hbmoeN_q#L0#;FsrmU0yZZxY&Mfr6D!)TB{SDssdUY}^v;3$ zK}8M{IkozYAyBBJ;!Kss`truqkCqnx{S&iWVhY>qIlNpbpo=*z57yWFHH_rT!g&;t zG;ecw9Gp>_$7zYe`<jvbs}r(YA`87QVl!XMWalq=mCHPRONIDma@iKkgWN7o%$92{ zY(L21m0%}dQz~2TV_`-H4iCk^F_gdm`bd7~cx>b5offeTJ6)I&O*{5iv7uiktSYbV zspbHMR>AYCJ!!11IQgR*)L8OEeNF0qJ*!msW*WdV)JHj}@nUEpTqxl?IvU&iCfK?! zmld=1KT){8&t+^~T4BblWu70u7m8lY;T^E5-vpJ^`1|_vzNLG9uYqf4^h}&g%AIt> zdB|DR`Pem`dkSvzu%G@drzPS0I0TFTPN;N^aL4JK??Uof|ITcmS)7&@tNQ9=g+9xo zQ!>`p?`aYEvKD46T=th&xb$=3KTqKJm8}g<VKEAGVTLYFBt;f3u;2I6OZBM@luUCd z((sY}$bXiEP@M+#GHN&5HKUsp4C`ysgn5#1s`XW~f)ctp58Nno9=;L1>G@DW#UXc% zMRvzLXr9+RMBwYNYfSD*=xhxUqr@FT)~oChv01F*AoRn{Yku&!u*b&zHD8e}VIfxy zr{iprD(7L8*#3YhL#v9-<0e9{G(5Fx@~>An$7$l9M8v3c8$Dl@W2?uZL7J+{Wi_cg zUACa_G>#gbKVR~0!sI`B$48~_)(dYcw3|tq<`nDcjkUbvl6dFaRJeZXpM)h}2Ux<V z0!zv+0TyVYno^20d!dQ8Sivs<hy|}|(MyabDu9G0s!5t?T^b|R0X-}W&_sPn6UFFN zvB7+SCfY)pD4rXqLUB|kn3ZO}_%6yS+r5y9Ojp5h$A>Ey74B1oWmKVeB8I*7G0ccE z@zq$YsvKz<5yrY18Ffn3Il86T>V3-Yd)g%gkt$EWTa9R1H?|Od;=%Y7Xr`E8kkJ|| zK(Nix$on+jLnURGsHcfZsOv;^mnbQ*3u54a<*2+naNTrHXxd0Dt;UKNk97h5Tv!A5 zrSJTPrs@+~%yLm%l%{t;?OJC2vzrNdBCj4H;*Y8FqTu3F`4VvuN_i@TdionNTQi!w z;DE0l>REVxh=32MbAtOz6PYJVcTg3rOISaupSMJ4?Nz*y&;J!q8q@cd8jvYz<Uo?9 zPipt1D+F_D2Hrkx0>++qb<jp3JZYm?dZCSi#r!d#upofeFE#o+9FYfG&_;)rI5=Tq zd6lMx=#E4kv{BqlWEM7UAcpb=Kz5;{XM9KnfQG)1@x?w`sP2D5C_4y}Lp8It0115) zkUN2rAfdNXlNX`KCBtZGWXX2K0Y(Zi<Zc>a*Rx~zo_6{LgCZK!mo|$^4Z8E#r7&01 z=RM@az9Lbl?;SSriTW4J1%x>h<MN9@I1n`?P%6eXHu6cJWB}5}{n#l$(|3ZFXY5$Z zD)(1Vs&E1KDKf*{D+{{3XNL9<)X0pO17Z*X?ziAci+F<TrT`7}K9GXPB}fIL?Vt?^ zaKarEtyTb1(9!_|7tkSeM3=lW*-^o^n*UEjFwij}8$%M_ogg`=%g&{L(t@rkz(ex} zY!OMOHNT?uKUrr#-~U33#q))AW(NEhEv5;+u>PLevj?{WKlrBbf0iW8BvzDKsRT>O zXZ<>8s62cFu)RwnDSvD^6_|I;ZHq+zu|doN@&)xxAz#o9>39i^W2gf=Uu?a%bXD#e z=&|Zl(}OVML|<uN49{*R46qv1tjtsxot5i6a6rD|E~`#p8(+{BH^spSHsF;_la7<$ zHJWq%Z(4+n1|j)fqnO{Xygli--3_-baIK+n%#3wxl$NU2QSZ~TBhL9;u<6Gs)|diB zWvp*F^c!YkFjI&ohB%D}W`?kHX=g#MbI+U-^O?DO`KZzrzs3UF_CV3~ZN**Hv+C)g zP%tqQ-qHf`)x7QcmWEUpO-GvI%p_yxwo@NXg|DXUh@mOVj8IIn%+4Ib)p4F?=vNQS zq+&;kK=&X_!PL}nH3zjy8hBg91=RjI@!*jSto6B?9oSAGMYAAIpdouOdTO?q^FZo8 zv}&1+xnOAH2o#po&U&IV_!GO9Dh;%&=Q>LuK1ceZMCjqJ6Jtw_a=jbhKf$^Pljg`I ztaY$?E}|=)G7@N|yTU*3XS7lpDdsmfNhISdLWh--LyAv*oK17@N#?{9s+4&()Cylf zoJ8-P=Jvv@v9*d&TRxe{qf%a`L{3MixL*gOqt<`!awA>0sCnYGe&geEM`)$TPWM!N zF(qW}-|hPNx!j!qn4yxGxBg+r(#w8vjIQ>o-N*w)?2xZ*+)+zpviKJ>K!#Rp`<ZuA zLwC~0FVSO;J9`bKtNH#7>nn(TK`*!ehw#8vbS$pSr^2bv&q<&cZf9tXZ9mAcG5Ny` zMgfKX3O#!kTSg;b*W-3uf?zv%8oOrueM0~^5HH05GDBr&sy?HCK96X8&j-hFB^^;s zoYy{C#3-uvmpJysBr|R9@gHd~=`>aRe`p(3hRyW9ZKM8Iyhx)V+vwH3IH*2n$ToU@ z?KG$b%o%x`n8J+fL$*;5cUIN;VjH!ARvO9JMhVf7ZM5SRjG}fz{2E-Uzp{<yLZ#az zGA$-b_bc0I<1dBn8G7||1{UJ;P`~NKv~1s5L562W@>i;OUey)i&z|LZWUQ1LPP^;F z$a}m{qR$ThtqL<nir6Y2D_rn>_3<|+GNhnK9v|6hI?LovuI0BufzM^{DJ=Y)rvOzN zrq`K_(mi-n^Q2)Fj_)t?t>1J;n0FT5q^GBK{nBEkYV8IkbTxo+(F0x>J#~UQ7c%-R zETPG;mMSs6qZ@EAKB`drV+34TPe3{tfDgl9nk%hBr;F@GrqxRBYxBn;`e;_)<Q*`? zksx;)A$~eMM|ldz-njXe*86j9i>1cZlHs#Dj|`u06^?O4{G;K)S$zYZqn!^&<<DIn z-L%?hdf1c{M_54}MJ6f+UzZ$<l?-1p*g~PprYDgOS%)tuqiV1CHZb7BdBf^#-|!T; zkD~wFpM9-a-t8HUnoD*zM95O-QlZ$E16XFJPhGlKpu@5{<>aT)GXM1o{VTpfd5c1D zOEvvdfyb!;+bEcNeVeA5LNRF%!&=ltqu1r>1?XM1i!sc9*oS9E;j|;|upL?;eGT9D z+=+{HVN^oWPh1=^@#fxJK#JOV(hPrsX85>0q=(d17g?H>jPhcAD4A75(g#hU5{`~} z^P-FBEg}fG-#~d~s?R3H(n3)%Z&Pj&Ogp!wS}$}_@(xU+$OO_--OcFz0wO(C(wqIH zbZk~U@;=~alH{K{D5_~q7InVi0L5^w7zyW6gGJQE4hY`kACuoWf4pQqOcpyZ>C;c6 zW#aWNwR?;hLQZQzdS-u$W|doYAr_=EU3`R1GyghI|B>rPl2#kAj$P_MKgxB^Tf;0F zFo$9#;Ph?qZL<FjUlG_$KsJrhL|;P1?>vK65`44iONymzJOp4rN)E$%<rjrhpf(Nb zrlF*yB9e|kX@y4^)~>C?&xa=uDY2|t_(drtRnv6$D*9^I(g&0IKS3W~R*|8<+KlpL z8X#`~NLE{Grf&uFv3un`1ldSmxqN)(=-kxM!akN%1lXfkZH-lVco=we1`04ygom-b zuqqEeW-xa?9{STD0;VZe1FPIv;@d-m2}h+dR5T>%(;64g4yI3rJJBzU7AZI-&-Nk? zY!5Bnq>M7-Hni_gVENzL<Nr`bY4kE9V_16}YOF8H=&-{2l}_+QVTEy(zD=aCeo;ml z4dnlz_|kza_WSjJP<$EI*+%*|S_~dW@nu<O#sb4L9l;*1!765dSIe1}qZty8kgnjL z^nV1?#2<yg3fV?=xbC83o{)UmpZ+nP86A|J3n^m-nl$q#0_%B|+wDvmsWc|2C2&|d zFe8IhRpw6#{e5A$S&+@xpm5p_w3(5%l^JO_>SWv0bVy%>XB{|jpuaNJas<T(UOL6J z@Z*%HdhqKcMFyIyV62x222)1P!<JKn9!0$4T3`N<eHr@f6x!{NHJ9vxbQ5)Wa!bpp z0i6Yv&^z%5ko`|Z$|h?wY+WtrD`xWIloa*(-?h#!e=OO)BBR;+UH!kaHSo8FohahN z)0dPF7POYs%76S*6iiBpG-Unq9Bzy3DbyA)1F~$MCK&1kXq<q7e>t9?M-ML^I8rE3 zlxmq`u%cIT#n<tE|9^)514$FYE7WNNqXa5#Un4$>c-el07R|#tjSHTb$ap#PUtc1{ z&>nv$>C}=AqXMdFg^-B@C);PazR-9-V%Xw&rTrM`p$O*`>)H^(eOP>Imnt^Z31QUx z$&9LriC>+d{XU|7N}7k(3kFRste{w$GxT`z^WW}L`1}`Bfy|&-aQoX@s&m#z+@Vhk zj{T4^@i9LA?Nf3%1J0MWk}~H0u{UrG;H*-|bNU|9Kc<q#(=}{eyvyQ0$s`$|+_?dq z9mPi+B<cvIaqYTl_A36Au3Z<-B{4E$1d!Qt1mS_%b26^%km_o`&FYfPtnxegg9vL9 zt<Xy+GGt0HZ2q3rNSPJe;ZX@gqFlU)t{QRYf{DcLRa&BqNtFI2LDT$QpmDyWD>TkF z)+EXSC|pomsHxzB+Dg|~-g_I`JI_ZHn>G~x@WNI@zEA9(o!85oJK$<rsv0ZN&uxo< zkLY~qhjRvsy9*sOKEnK_d|vF`lYo~uH>$?^!dG(*yiDIqmw5=;oZW>%D)!DS;HB+* zTaBg5r620|6?Y$W(BLn70bN=8VQFu1PDYNWs)s7#G&SqvDUJL>sgl#%;+$xDuz`1} z>D%J>uU~v)u~7QqM|suQE74*uTdwVcH>jOztXs6$yNKq3V^zx151Y%lD;CyVg)=A~ zmcEt#ba#6&oGs(XjkNuDZkt=En09M)YapzBFKtg?EBm;uMnZRSjzq2}PggZI=9pL@ zzF2?r9wjze@6nesvzqV1mvbIGL=VFVdzkz=qwaFG8zSlqw=`T+fFNsCV>M4OQnQFM ze&;^PQH%Y`cU1cWpx;h`yXb1bZvcFx*gH`?>g0GHiMFrV?;vCo1&Q&-EC-wQ8B5^< z$}J-*2ONY9;V~P5A}17yiNOu@x9xdghqwP$j%~bj0bE2=2Uqzv73b{AIrgSe`<e%6 z*bIp6;P07nkKYm@`S5jH=R46(Y}Rkex4rv1q4M6+gAeX;SA1WSYkOD9*d|)+hhx{h zx<kC)=*o|)gOPOmI4^j3&T~|a)Tt2-x#7(8Te=M_jk;3m(7)irS(nBL?6So~CfD=l zDg8l3dEbo|K_5QNPS)%ght*}q)TNk)TMk@osph&rtB~!5f|GkJ9Ai{EJs(<+?h<^U z?cgXZD9<%n)1hz&h|$f%knkZzuYHpN-_Z{d2W|!426mtLBUrAa)Ath+AGf9mZhC;D zuS#V9lw9X{6`N{VF_)M-Emn#W5_oQ#8f=oOOfV~*eVa^Z8QC>f*ZO3drWE|x0427_ zr&QNE0?%aw2kX*Iq_z;S9wGFW0Rn^;#Pb9}W%0qvz{AerDv=J_PJnp8Kwygq=&6P= zJ*Svd%WA^99-ndxykv;rbMj$f#a*};L0N_A6YLd(aM%J6ewuVm)2BiEQ~rb-&Nu!H z!guNEQDVi33s!uH6*z}#N-bYuz4T`j7-5Xid{FFEA|*-KzRZdE#UObzrDJ;&^FcDP z*g^b5OEr4IS%t4)iaRyPBWe)0TC_+`$hc{!q_US@iw%Nnezn$rK&``z#ZWH4w{%aq z#&mCRR|j5{#JhgOqB$A@!8a6@(n?#bl1{yRbi?`G6i5yuDa<<XSH=BdHB(;|^CRc+ z{3;BvlCPo9CUt!aTqRwQgK6?F&mG2i2RAUl$Y=w`<tM7MX!scpYbd|7o-sa3mF>Do z>}>rW%)&nj)J77uXXl7I^%C4n*)FCV6?hW@Fl`?I;i86$nNZ8w=fivq9U2RCqhh}Q zEb-e&v>k|FnQ7n!CQ|edyi(b|eC5ipM#TuH3UP|Qh$BtU_$YiOPBp9m0&!BYN+W<G z!6YYvjnNq5u%$|sspXJ32yvN4Zn|*JWGNxeD2*C)GJ;dGy^Y`n3-_|jh{1mo_z)Bn z-GM5CXT<gd{y=IjLP#+)S+RW-Q4wCIC_qrqGztnT0A%}OxFSa3)_=jr%EVMfSWvXs zpsAqgaHB%eJ<)Up#E1U{@P*KuLww?y8SP&&%mA{Y{k<X!_yxmP3=dOfJCs`PA0qxu zvSCT}1{e7ESYvemEQ!H@Sdr9VXxiRH?MBR(-7X}|4(fi}?rn8xUgOX%+J6?{`$(Z_ zBe(-`nkU_Emtli|X~8RK+8$_Hyz#UXnv^}on=wEpW!I=4>0W9_4ZxwnVGL_lyptzG zV}TdZV20TJSZXJ4nDojW-wsI5rB=fKOlFyI@~7I&$a~-|b*E2x`v-O^$H2}`UZ9Xz zN-zfyMyd|JHe?;eE(mttsoR-ZvJ((+>m-Ua4Pu6;hEoU`5_k97$vn}Xdq>bG%)GoG zMNDCyvTXE$jf@-`cl(c%5cDib|BKnlSt5<4muU-{$;_-2&}*dzo_1`g4s|d)yPBza z|2{vzo|bSSMfunW;)0odmKQ<n)G{<}zy2JWy=)5x6BwcyJHLn|(0cF{B|`G`!8k#y zp}9Mj#rTCVI<y6rn1#b1^uo|64I~zxGZ==U>4uy>?<{6!c-yHRSv$23(1MDW|52xx zJfG2YEh+dc<BIk4VasnGWEI6NJWqj<tfE*_lNhUL3#_8_hhvF{W)Wd=s`dMssa+OO zC3{aDkNM1FX8X_hTFLfEn7{oqFZkSnaFS3%Yk;XkL*{_PMUJyGp<nmt4$wDXVa-|7 zGD1szDxvlF^X#A%d=1;yt$vBLL_z1crw$*^8hR*cZr|<!F4@uB)m}~yHP@RD3a-cK zdRXnlp&Bgzg3c|Fiz7~A;?Bn7%1p33sdKi151e!grK|aUll6B=+*9##Cm5~+FhpJT zotQG}_)oL#9+eOTvoO8-aWDw?+5Le{)7?R^Ot@Wzu7U;I{%Agd-jwA(Nu?zaL7lGA zHS^N8&8+kiHwj>$EJk;9>R?;{@elT*qj<gW^y~_1<ROgHgCPGlY_#_jdY9ttJl?kk zH3q?-^j?tvn~B-yItsn72=g@IH>w!axK<*vcFQhrva%JnM{;;k>*{M7gn9ZaJhfg1 zH7+_d($|-98g+A<n0;~y_U2Q&w{v*m#_WDA-)XjIvkPs<E2DT}(7jTLSmo2j8U8qO z9*r%1`<ueNJorfF3iD)ZmmX|4sITD(f4aLl3qG3Is1N@EJN9tMbPJ-x_U&uydunDd z=juUo-dgcznkSfZ_3~1JbM;;C>eArPIg``!=KFfifGRdQ>T80qF;2leo9^!UeN&h) z?<#ys=aMU@GS1A87nz0=Mq5>_ZD1Cih28ZNj6fdW3w7!@yXC|hp7i4I5)gvvG=ft7 z9`u{0g@)AZzrLLwor0tPn=XKDT;hd!;|#F%-m<<ve4VPbA*{M)I6fcnARL8BbcBDo zg6FwwD_?ZOGV6qrmQjY&-J}>7Ssbjl#i9A0M=D2(#NODZ|LZP&y4tOCWGdZdT|e~@ znMz~eEUMOIhr{lUjT7z$A3RH4Hvu+CF|wIjWeG><6ib`r92_!+!Z8#kO*n?aP`Ptl zT^b3=+C)`cO=QHjWQ7!4!L&N*4mp_4hl6RRnDbxJ6LS8%H{hJIYp{uoqMh1g=IrUf zzdCH^55nw5o~N*xGTZZGKN%ju>Wu*~{EFGJ4^5IxKLM*>A+%3sJ0E-ZjL{X217vpm z-zHL=D~I(;0uv-b#R`AJT!QJjaS~ZXqXkA!-mb9*Pb2VGkF}{S+0qd4zMws6jYZiB zBlUFbhVhOg*O6H`+@@wK+d0TZrW=#ZwS;V)DR%^aBmZU~ZHR!sXgK+cx?+coZ#~mr z5xIn5MLi5E@E65DKq+VZiDvvoEAOiI>qky@-GcabuuIIXl_JRF>{4$~YU>@X4=ysd z0X|(@;A()ad)Q^}<hs-vqU<#720z7z5(Zvl{GE2(dZQu~ifqB>g3_`zAl5;DUd270 zNY94`t2kAI2s8kExr(hrs1DXm_jlAb+L!QG{x{9UU8?c42TAtF^j!KwKJ70kZp?l> zW3!Abfx-uKDgCE%^T9uGy#asNSXomJnOew^4AuVCT*~e;4_iSQ6V7RJ2Vge<=^p{> z2mnt|{QG7A$;88K75#H(9zJwr2*5vdfxQLhQr0H()y_O)W}>}n{Ou;*7@G`j_%Non zeX>NG3{yDl3>el>T0}-rW>=7mpsb;QwhYTsv&bf3LFQ6~gBr49BGi*}f&<PUF@`ge zVQ#@JXo(cs$(dq6$tu6eVz$gKkvUEV-e`;o4auUw5bd-7|HMKH4HUfoWA~kO4tC4` z%hovC9b{$wR|~43J0Ka`9gOP$>nJhoI`Ea{^UHSru(g)lQ>i=PI`Fme_e*zt+0JL} z-*6pBVJ+p1(*wy+oiKPxt3Qb>nun=_*TFbO@j{^iK+j1XZy7>^O^T$8!eX`;s^2{h z(bJ*fOD;1KvIB1%F5<8K7bCZ^Kfrot5Ez^`*aAx|NTK4j9jPT`f~9f9n2^Wr^o7@< zcs_QE?Z~%<_U>7mAD<mxaF1kMMg_wmZFr-;;_Y(UI3}-2_>2d(W4Zk=BPkg%S>Mc8 z<OV5Do6^w=)FaG}`PUosG(i?Hj(@cuVLe1>4!C4ykxQo0Hv(tRTu4veqTv7Uem1Ox zf8X!;%D&2O)YH}p>u1Qg_Aqn#i+>2?b->JB*24dlt<;|896K+WIfrO(&IzCL@#mfW zjUKqjOkKt!qHO9eYIf{Ukai2tO1M@GijBu2i(~jR$)PEnwl46zkWUU1R+Fh~nK?=R zGZbPNwXmr!7?d@23$jeK_MJfmMDXlbTya;o`7>iKwQL+g?x2X#G?}g#1-+BCVg-OJ znceg<>T3I|q2^d2_ujAcJ?Q7B4g|DM<ZiS68oo0WR@B}9yi;@S7I<5@UZQUm;vdtB zK#rn&OaH}Dv|RT8yQ3&;^(Q?P3p}HTV%cYR>{}b-Y5B?6Q7a<2&R~`!hl+``ga37x zPyR5TY@`CWi-L2f@JYdRzBIYu+!@@m-Wd*$?vj8w1@#NPYmQ^gqqJFt(@#U@(Fn%K z`@hViKhQ=z%%p!ek1}3UFpmo3{{)#wStnEP-ttC=!L|eTZMK7xB6<@&S9Eb-^X5)l z`he@zW~L$6Q@p!$Qp8leZ$<8LwQ0UM`ToXC<6KAa?kkfbG!s0ZDRN)0Rf86~(_1yR zF0HsVQaU1P-OK8RNfG)tJy*QsI`8&+*%ToeQJU-N?jc(GI1#q647ujww6wXA#~(Z} zdTDikQbe9n{1Nw^E~2HTiJo0JjNfgl;iJZNZZ}n&850&=oaQ@snj0<-%REypMN54W zj_GImDs!DP0H(-Yk)EeBcbZtFuG~}m^OGX9*1p8<JT^ay(`Lb<`n_oAV(Ex+YhPM% zCq)>4|56^?I=@#(*lI-2q|@|!Q`d-=ivQ}FvP#tDnAeDOzFXcF_tmPghR1a$f3!U` zDI)y)c<7FL9kZ`TA5mEQk}Ryb&Rl0bQw^zE+}@auwCENE=N({VHrLr@4<jlUV9}Ez zynhcUDmT0%p5U2cB3e2+!Q_r+=Nzu{0aK04Io!a$Ibxt>E?TNf1^l^O=NMCslepaE zI!Bpm9CR(X*rbqR?Vk&KFK<%%*5($gm(?kBlV|YK>dLh2ET!JMAJiPXYwFT;JKp4N zo4cjE#^xm5I?w%6r)8YsjNVVrQzu2}v>Y|@6S4VhpED`_L^IcL25z$^(E<8&G1!8O zt?)wi2=u^a!L6N!m@~J{EV_M}otk478d7)ipXkAK8?10#=-796V*SQpdT1uN72wEi z*Zyt3#oY@XP?Z5XxCl5Frd!J>Z^?Sj1%{{5+3lcGc6X~|%CR~>={uq>Td0BobXlCU zhtvAqPZ>kE8h>6vOej%j370>9Dz4Uh`fEInAXF(S9?^=-!;ZGZo0mF{P4P_+O=SEP zC9uv)xI{5<QGhFtH<N&2lB%7JL$#C6RIOixpd>@+^+`GbRON`HNfom-Y@8%qx^cv# z!5t@+`f=<-LiX^lLjS?(gHKo1peDW-VyJn5!GDnW@NrZ;!hJ}Gl=jC1kp+%<XhojI z*%a5mpsdrmg>++LPvs7=Hx&n2bhqKGQd3d+1b@Yt`PXmnRUSn^-|8{v1^kolduQF2 zD?5jy7olagzJ^AY=TI@p2&W+AdTat0B1S8U@1VH+>4YZ<8k6qGm8rrrKeXmL;Z@lN zybbeR4|I+oteH4V65muqw609Oe*3eQB*CwvV@x<nk22;YJ-s`OV>_XTo0}mC97ZK- zpGcPy|MYTX3yJrV#M@nX{`&1b570WKjQ)l<F&%g?zmEe-a!NZ3(0-DOaHuHsaP3D_ zf;$^%yz0m$!1})f;^YdxkT_yQCY!nm5Rt(_hcP51vtA4nE@}2PRKXF8A@m#ueF=lU z!w2Y{TEC!I3CLpG_n$B2;1fnD`6OTopJB^8S3znyQ46l6qErTDJ%jQs!&U~db*g)( zU}(gXyaBx;0H$-q7MWC+15VKs{z=B3#Nz;t!$?ThK4(q^HIbzTMf=);!kkVfNl0F* zAzC^Ntz?E)`4AhHs1<rxOV9;jxM9YjdCERCu7H0@oLiy6Nl{*LVTY{bAWp)CBD4{; z#(HAC^##$benNEne5r3bt`qfPK(<By@e*BC@TD!Ac2K>6TpK4waJK)xyp)jiXG9sK zek?ghqEKzNMHxD*C?$c^*k7~7wiMB35VO1rnh(@yzWxnmhY7-jPGH9((>k<c|9>yZ z|7-Eewb4|tpnlaaCArMGGOfK<X$8T|c-+AZo+!b1>}kDK(84873x@i!qx_}Az}b7$ z>NowU({StwT^iNwdMdDTNZ#Gdu&VChg=oR+)bdteZx(fy%rmMsZ9g^o=&UP_G_)$` z50>qr7hChG_fna0ditX)Xg2z&H^sMI@#+m>Mh8oX8NwdC-=?6+^6bX>Cw2AkLbwkB zUuxU0CdBm7kJQ6yT|`m?r}VVURRSz;L3_sOR0+wj7nRoxeSsPC2S|1o+KqdnJ%P?( z(p3Ix8b;+X-Tu`}REI+Wu{M?vVA2Btj!uD#?0%B<KF-AAq~uT$?6fG-sHdW53=6x~ ze5n{ypTaU8+C0ReJ<}+}VYxMG8hcuRZMLNx@G|u9m1d%TpF!fvP;avvCw7*Kf|)ie zqc(%PDHuD=&~^7G(I-B`$@9a3%`2@Mnu4k4I*W#0?r2_ls`i$k4bjh3zmn>=rVgRD zB-C%hv(9}(2iV~NFyoJMj(<bS?poDV>yL&IO9h|*vm+^lTQmN#2^g2Te(qZW#cu!f z9Sy<ViEhLMk{TK50X+`5yG+5M^55t<f8&ZBHJ!<@)S5F8+f4N2RVvoShpYtBG9UT- zOF#OpWXgDn`sRA_V9qsH0*3e6fpe?ZrxI<K8owWL&X^kN(Y21H&VJXKrzcfUt|DMS z`AhEsRkNdc48jf{LeK~&*3U(K4>HajV&oawLd0IRk8y7Z*7|(3ck?4M!D=j_C<0G1 zf4N3s2XK&S?9`skwDiAo)F#a|pTXGN-sOf`Fs^R11Lu1?z{k$icesa~I-1WQCq{Wi z8?l11cHnlq9@J?K)Zx|yRiPCzJX+8r&jQZ7_QO!3Rm9W?dqE9d(zt*DG4edWrJn{g zz>Q2ET_wu!PTkAMN$2#LcJW5Ln6!Fpr4R=ACHzoH=w+r&vpx{9rKa)xKSP-Y{Etwk zzW*A^bS2yhaps*unchV3PMon4gfiVJj<LmrGEJQ!#P^#GZC72sxiBM!4nsY_VW|7C zsT#rl`Vq&WdK5gnyMp|?;jpO|<kpVJqqTG(-w|$`h<NIN2v_z95E_NE`8YVvp8yX| zIuCVC2jz5N|Eo}@INtx2$@QyHrZN8CR6mV1?AXIZGDQ%De?~Hm$@w3VOus`=eMB;) za0LI1WZKuJy;dW-35WDIokH?>c&0`R^E_}lDa^B53v2F8)n(C5{djR62fNnB9qDvy zStrE*fH120;?Kf<DNI`$l;wdF{AP4WKWYM!9)-b|RUhj81_~%IECs#(uX9VIuWc=| z$C0s(`7_)%QuI$@sk>XpPK{bsrBZ!KIDPW1CGbSe@tylu-gl~w4k7&pI1z<|RRap2 zM&(8!n0<8$o$ME(ll=ypIV}^c5VAh9P{=x;DD0n{Us$H#j=3uqsY7MTlTn5Mr66K3 zTHzW@wTeNbU>-&Nc~b=SZ5C7g--!{aae$fpR249*^+Z%?i~qk~Wg2eAu`UD%!FerE zaFZIQaAp)@pM0-?L-0yUK~d?8%tTTmGY%VUPH4;xGW5kmC}OjiW^O^@r~f1iTa>Lc zqGtqOiAvYlfbs{Y3^qrD?YVCAqY9CXJqa*M42%N7beW2f(Z+Cdf=Yq8Q10I7LIb|< z$OQNAO@#av@2RR67!2N&sdRJa<)U8CcM3S&udXxKPz|^cdK&Lu8G;^y3=(rXBG_z4 z%pN7#=fC!jA@oATFM^kfz;-L7jNqkUBxZhOp<J2h>IbQ&nU327-j9xeI0#;f@&YP1 zM7$t6PYW~@ycB3~pcs?}&=jHRi_O}uM9Pjm<Ip4YBkHMaqk0z;-%{{W)C;BHr9}A# zG1F8FW)MvAt>t^qod@_Fg=^(?eM&Bq5!wks6c-m5Xa{z!kv71@Cm8t1;gxk&a`(pN z?h^UMAJvyM0~{Wx#y)Kn5In|#j?4EU<XtGBH4wdsVk34_6jKO;qwoRb5#L535zjbK zu+qNelW>F3*8ybpL;;0jLX79(XLkt!;Em5}zYV`ehkz8E_xcdO8#MT!0b>rTBF1+B z($0X7M(_b+4){PE@B%tJ1U^P{0JFf0&=={nH9iLSICBA*Q_G0g$~eGm6$cD5-vA~U zEHSjA36Irez;wS^j8^Qnn}c5%ZieZq5xgZrY$1jfg;oS2djue&bTR-;Cd8xZ8Hd6H zqCVNUxdzzvL_eKKg;B#;aJru59tU-XxW74)`<9;o=IIa=gk=R85Cbm63II_p9kg4Y zG_})uYWqRN9>XCh!W=k+*^nB&Ndz$P1s%fNr3M%lU57Bx;h;TB9VSfR@&Ae1j$q(- z3icV2#3A{D3fk@;v|tex;1TpQk!0HLD_Z}Pb+#}6h1Ne=XPV=`XfaLj57t%dm}W}x z@1AN$jGIwgrN}T5pm4K~pV!x~1qtEM4T+yX;`ea$weI|ss!k$5385z7?+oA$xQrg> zo%$F`>Kk!tkt@`}76@o(=vxOw?m#q^83G<OWD@fl5t-4|q!aONpL?qfo}l4QbLGa~ zB?ZtZINlfto=N@`v$T$4mVyj3-QaWCLNQBGzQBtqC-gVPKiD%dOMe*ZAif=;4!%Ky zyCRPQ*tbv+b5u*yLN%O^scSUBjkp89pa(I$lA*8$Kpm6=qJ@?OQKARL6w(e>+a!OC zMe7xWXawlvkl@hk8zje%Bu7{%h-pl($WtZesEz=Ky996|y6F%@R)hzms>S;~4={Wk z(Ah5wm?cHTv;*NW_T+<BB{98~nBJ`pbY(W~gfxmOOq=$>KDvb{Y7kdt1eu8rz;vSL zOyY9lK@wkDz)`C!p%A8m#EeFJ{51`UuzY{sGR`mjfj3brARHf=nu();X~A}_7u|zy zO=I``S@zS+ob$DlVz#uaza5C49N)(EAF*fAeFHJQgz2{j52`HGJVN|iYPK3N74tqB z$)-Mb+>~Ee-uB46bGa)gE*Z#2UtLO9Ixba?7=m?((g`A?#>uL^XnKEW`(+4ciB_+8 z>*{*}F*;qn`j-Sh&$@6RaIAOgMISxHLxhnxx1~K8IXP$S_^?m*?4@7(V@BuAM>IqV zZMu*RahkUX7zeA?eq3*cmP))jhY1||q)NG>y!F#Z8Q;1_4zfBOU_zMk-yd>q*w>BF zrZ<>ip^bidg6rie%k2kVjA;~cqfn<MdWcz?n5Sv4-@Jv1f%>Z5m9F@NQNU6PmkN`o z88HwOXLlLFA^%__o90$jv|^d9*};$-`9YSsHou?CT!FSR>Fh-cKnnM2#7KSB-h*JJ z7#==<3vBBDq@vZ&Tx}giEWNqzsNnh$*Ty8fb5tGrsSz8`RLz*Z9%ZlMh=Ka#zV_e( z1r<N>hwt9j?{AfOcnO#7E5Gqs!FgvG=(%zM=iNvz&-_--J25=XlON+28{Fohtsx&3 z+=e9g@<?ZItgUzyQB7BVv)rEZ&L+T9br*8m|1R;+vaf#sEs2Mc4>-D|jrIHUBp&wP zFUmQ$3<tKKr*;%|H--c+Tv%N+Emrwdu-8a0xTW?+2P3AbXHOSX<5@cL$)5y_Rob-J zsV9TIiuO=Q)8LBM<r<xe9K<eNy-Xuok@HUc&Ge&3mf+^7j5xegHvnv{_&`bE5d=Sl z`{+tCz+PG`ADeqD*h_Mc=T2Smvb&olJ_TJHy{v1s&9T8eu^ZZ_4N=J1<H=hkUN+rv z1W;(N{H98t1A}b0PGe#3FFE6v!8P^3-J%@vWg1yC<j0iog1w~ocn)^$=N<gGKG9A- zw()qdm*yT%RsEHSTFiOpirn=_rp1OG4|Z15eKGmj`TH)v7v(4u8e`ljF4O3o1^h4k z4N+&Uxb88J1M=<N6Rl#W#rppe?B%fs?x=>p1gEUKzHphw(%JH3#ONWndbPtZ&(GhN zEz^-ws)?HxD;7C8y?MQOy2*yLMx^0vUWeO1-u_9q#^Rr*?{M4WsWHF*$jbqQLj_w; zkL(EFgD|Kk73r3{$7J*lu}Mlk2N1?sJbkhmaJWfHGPf~}BN5FU-QvLuPO;8?u)3h) zhPI<aq7z@|q?(eC?3ORLeVIpHx-X!h!-WdI+#)h5F!nA4MkG`yiB7I2glM{^d*)5c z;hl;)RVu^CzPd$DB%gjxTD4@E0k?!_lIg7C!%bi1n5G;#ZZg7MuUJ9P63%$${EYIG zv*}rqo=Zef-c)GS<TvTCU3^NBRg<WTS+SF)qM@2puI|&5*MRd?80y48W?k!mwCeT- z6`%Km!AE5g6m@pfK5n{@bE$G<9q=601;Ta);Z4G0UF^iaXo8#85+@3{2m(z;RM5|L zissFXd)*$4#MB_5%P_r}m@+4(jb*@8iV1;E4RPX2+%R;%`Scc;@?Qw1TzKXzw@5RM z8mi7Q%6so`T>6l}2N~8E5$i>9)$PFnjdOkr(TOoEcvy()%IYZasQC>A=@!m0jT^Rm zam9bDQo9K$U7v&iLUU<mjvRLh;+rnLp7VL?24d-`URomuK|Yu8FP6WhXrD_g8_M_e zH18h>@jxJNZTQ(i42Ms@qZB@CG0NudNAUt~WPq*(G(v*nJ!0!UkW|Va7==)XF^Id5 z7x{5RZzQnlBg)`VHMo=k&CQ6RXND+)My}t*ULP11c)^7izNA1v&-!$;b=@%P``B?) zBpSG(Aeq2^Y8jY-4=I@9T*9-41~FBcBml$>0<jW?-JU>=h@{{k<p?-%s)ZnMq+{C) zK4&Ch46)`w5~d~snK6<AP}1qQqWx9trI=TYG)TYwR+N<{_Ao&D>K13_=yqRO=MECe zW-*O_IKa~rAiFe&8Lgg}!Sn&*l@4<}2<H)M{r(f{5oVty2M<n`FN)zw?9ek@KT+PL zMzWnFkp>I}jY8du5TjHOI82KHWE*9;A_K?@M6AJQ^lug6@d=EGXX>RTD!8G*rf8JD zXljHnb%t^HO&Vg4no$6V(5YyHzgJ`czryf^-7i#`US~V^?*e`;*KkD!(Br4y9^h-Q z)hrqv_{a!Mr#ZQL9Z;mEIP4pP!F>t2DjKdi4Xzeqo4z5s&tYM$tu}HwZOle)abNDe zK+GJTe&A^x8W(+GN|3bN{3TkaMpAW<JBe_W`4FyD<gdVf^TupBF5Nukd3NvWqMpb! zmc+<kV$K$1Bf|xGDi>4q(SjpL7-5p+i3pV&xCqJ{3-oAoJO`U`m8laj;x#VQ^T+2W z2YKg*%lQO<pWt746FZA8f#^P2!hJuvxILbI_uK;S+B4~0mgMr;NrPHy7J%S`I)as= zMztLH?RUvv2SRCDL?{)6F_D#QkLn6;Frx`u?L|?nYU~Y7Z6ei}1Vl{b*5yN$;qxtt zd5MD2`oP+XL>$z0c-~4>Vy2s;VkK34VM(;|n|}o(8XAPJjCt*YR3jUx5j?1zZSz{N zfcb>yn`a>OLLDN9`Ya$J+G|wa|09jJFSD~tnvh;0X({mt!&D+}Ocrd<dw7JHiId%a z2h@$rcP`fB-piVri}3>Mr{5xKrh?Bu3a%l{HI5LCz8V@EU)&zta^p<X*!E%+F#Y|Y zlDEQ{x~#{;{%Z8Ow5;}qo9#_D9$F*9K__ito)CN05)RM1is+?vwVyt&`~2NvqEq?V z07+v4Owv3)c;Ku-XY%&Jlg4V_J43kK8RH~*@`y73=zHf~h(aA3C~rvod*#h1JTaNF zr|(cF*X1v2Mk=Rs=R-vK60m;SJgKflmp$>q)vrQ)9V(mew@Wp|73wi35&S8B#<<{P zT)^j(laNMNeV}ah&QoGg$DKXKpgwDVoW07OpljFi_Ds2q-~J%{sTc9$RL=7VDnP7L zeIj#n-LBPi1<%a&eypDj`YUfTVLcspE}Vd6V(pnq8X7b@i`q>VcVtqOQspWBHZT=? zs`l{p#XAjfbRI!UOORn6xkR_iJ*$l^Y=4YYOmH?ukkW7oTQ%gX-z4`;40g>-4o@Em zoDifGX2)HAaVuu~o3+)qc#Ps@;UNAFWMP`^nTH^y<0NeFo#OZ+r&8W?WKlvy(gkog z{MhZv;msp^XJ;l(mBWI$iTq8UAaVV?pnEsvpSi)%>4Kx|C&}M55#~cUWhNk|QyHiD zTR?9hdnb;%Yg>;&rX<)rn~=WgGG!AL1St(0l+k1II6;d4%Hvd<ca_swJo7KH!ODZ) z`t{X5g#k)|Uni^Q{A;rM%54KkRxd|6ss1Hd{ik|WHzryAfI@do&b#$hPB3e(MzSR& zf?6%)a?F1Y++&#xr-;*ej?GAVFukhlTtolw_Q&Cj3bW`j;j-zSezT4#h@6}m<hJxv zy?r=R*EgqIysQbM9QGEoJXKcLi&Z{4U&y4WFWdBgN>MNIFDdGGZZG<{^7;8DNUS+O zGJ`CuDU^iX<toS5nvyo%+k}*)xhWg*ZroK$OuwBH)9WcCG5wTHl$gHU&vWT@N=zS5 ziRl4@1ozu1X%k>%WdO4<eHRkb|Kn9%IVGkKA*ze7Q(}75W+)&r{q_UXk+9ABm!x>4 zOKMkhd6N)gF?W5$lui1`O9!JT^4%?QKn^$<J>!wS{X2TL!*lw#8&K|noOui&my+i- zeOFPg<dR1i{Kpg4-KYb58tPQpx^9;}JMOA{<k^$1)(I+l=J%9bQWKEF5C7rQ4Xh6( zo!nUFBbK2OWe(&uwnSW#a3bOpaBjN*oMEbquLqbcnRVGED!s{c-j&FChg_}oeQ~oI zHwjHQfwO-wRjGZKRY-DtyCTx&!T$?%I*HDGNfy`~N=3@!7d^k@G{(JG{fjEoDK$N) z`xzl&Vdgx-{;k=(#)cG^{y6vF%S#@onxhy#pD32ve%VE~4mUpADcdJy_}shidVs|D z87UW$2eIrY<Uy1t&nK&d!1iBYnF#Zy^qZkqigrEgUFzhSdlIT?kQowAA~cLu0+dQ* zeuSL{2^|qaZz$&`&aDsS<qW2rp&DKM;Utt}Tiht0XAv@6Hf}%-m@1GvQk=4X!nqVB z^^}j2c^<~t*g(l9nRK2EYr`o&DY+o(z{-L;nd9srgy4qU8c~PRd%|!@xir6|0EM$z zS_I|!q#H7#ATO$ev8govbN3LVhXea-C`09k!EX6i4onKpn^Q<42PBv5zj|IJaTLkB zy}?PA1ZOGjpiGvC=VWzsI0GttMu+5EM>Uvdm?@>NL>71@s#g6$nLe3ZmGGrZGZ_4U z81FjLjId=(Pk|Q9wt_UB#P0j({Y+X`CYLA9yd(K5a%TQ}E>H5<gdl@MsX_HAw<qP| zB)jL=hy`sooRae^iN56Kggq5>nB1cbr?988<AQD|a}u@IzvS~|cw@yJPFzaH*r8Oe zUzlWg`@&=a#@;X()2Cl(z;MpC5z~?s^=hagzM?UlLzF6G27^IL6xySMMwS?CM|S$K zcFOI_WM+l8DU~}ZZk9y?-^Xg*e_9uQdf~GQO_qo;h3HUh2|7@5GfkQilm%#T4>hM# zIWp)XjF1qLc`lxGjm&F5dQ;Bbl7j3XOA0s#QLs-P1+X9q3d-VsB%3%=03-FhoopSl z6GP9q@#%%K-iRxhd!oQvYf`wJ5)d!pBfT$ji2+M>hw5f7(iS7kM;4EahTb&fQ5hzB zJB;*?RZ#<3nMf9l!~ew1G~%Wx9<)YtKntm%m@LDnB`%Iy2$l;h^>N<bdkI}p{7|N3 zB&-LzV7*3UB^O6RWlXjkv^h{!`9~dlLutwdl?BLH7N`y;n~kNuFDl!P8>)<947RJ6 zpblm#7_b;kGJ6o6KplYQ2ZsQl3%R4ope*1BH!xw20%Z5-i9m(T5y0yZU$e*HEmAVE zjkjPs3b2g0ZbV0JM0>a-Z6XVIC3u*8*#h}`O){1*zhcpn3qjx~>bM0NqmiV^16SFM z#=8}e%Cc(Y@8%g)8ouQ+)qa0ka7|#Z&6g=LeaJ#2a4xz2`N+bJS82b(m5iJ=WlYV0 z80AJSm&==E6D~)&=d_nIAO)YR1lMQm)u-|UM>6>N(&&E8X<8*l8?WfM%Pb;fWuN61 znO}u+xlrqOBz1rMvT{Inmibj!<o&Kf3hkuqGji^fzCHWQbGp9wR3H54MM8`7-o+x% zJ62&qQh5x~<^W0(kE2;biRnw&1oh>q7#{qKl<6ME%DSx|EM<pl9WHu*7B8sp3qB;( zxe_ttsvpivA5pWLDZZkEWb)H&)hMYvHs<x2B=fvPU-pWm_4@5fY>N8N^95H*OCM3= zP1SL}X%+Lf?DHDI)rh^uIc&V)-h2L0_jAfh{|K67>qx#CPA;9{P*(apWTihOVk?2H z^sh(q#pJWko#aqf`aEQ%M_i)y2K9c3Hy<OXcobRbS1?)W=M872PeoSxTa=Z)h_ceB zewCHpKmY$WD?R7GveNU%1i9_N20Ltc%Ks}X{ltUNEK|NiP^npesSP-frG)q5KX~ra zW5SHuA!|IsjPANR5}NDl)_VJW!T~P}&RlDON*Ym^(KH4-`y2J^Yxb_tke0ocbnpD# z>7AcudN!{lWw330wv>F3+sD>=)s3TgSM}>R`3b8!i`yz6EzD>gV=H!)<D0DHnWDM5 z?yR=8CeqgnA*v`Y|3QM#qpK$W`8+_F_XfxhKw~U;_jab|JO*v^`0Px%Ah-A9;WD6n zbd}WkyuW@-P5U&*O$@r^Pr~WqI>73&O2|5N^WgaGDtY-awMSP~&Dd@_D!r)q?aX7| zV>;x5+^=10AA>-v4`&`5C$&T_XvM;6-xb+>*`O4?YfWRe1amj)LvdGKUVmvs_r#O4 zs4`#o7bR$|XUv0|GRl92c9;wybJt4VJt1s-c~!?If|;cQm^>-KsH`pjRdh=#cXnkk z!Ptud<_jLAu#aK!Acg&bFhc#eSIx6GPB)yeI9ceaTRdtn|3X1r=a&y7lh<x6)BVo) zvZ;@at7%mFqz%7Zj_f~q#+*{l<N1Lpo;ly6TxteAKcQ!rpHbeFQSs~Y8!_eyjWK<u znN}#oHwuNusH{&nE`$Xi>tB^z;uB_9{-M2`xtG2$d*fWUdFsgqPeYT|dhcDDOnM}^ zkb_+Ed$%9Iyj(pwq6I+8ssO?l1Z5A2Ln%ArU<PsM5)It$YXuyr7*v4By9Cs^H=**9 z!BfxVm9#_DV?NhL70*aMuVrX_`64hO;2&Y056sXq&nvlHx&WxK`Bdvl(#nlx3ys>7 zFXrNA<=FOQ`MnKM0dMr$lTDYnTwWiQzHh^U%aI<ZKbX-c3YDD`A67sve%)#M8a_0C z|JT;8l6`}3QwKgyR1WT`_ya%)p!m>yuA#bjBJE@?f@Ya$Q1It3zS}NCo76NT6%Dmh zLmrxwW(J@u@r&qVaW>hs)wRKhT6NoH#9vu%MhA6H`%S{lLLC%fI|&7|#{e*G;qdb? z;BrDvHCWb?5k3dV3*vy>ejMsRfisHw#1F4H%|JSp0}|gXuz}-0iS*3^<iIFELgxcD z9ldQI8c^l%4jqskI|XbY%OkJ{4`h%Sn+kmBeNP~A?W9tJSdvIMy#lIHB+@#<1#NIh zq*zfBsqAZ!K3N{GIIR>Vq6<t-B1EBtDEOmklMzEGF@o5m8`_j!w6VvMvVbl()29~d zlLkD78_CN>x8MeL$>&3oLMudz&+aPi>pV{|{yp2!5ha0xPX!RNb-00U1_@cvY)uw1 z!w3|}q2@s_rlIEP5Jny7fJRJZrbVHj4KV`+l4Zu6qLLD^c((iLh7?FaW!l6as>2EZ zff)fv5_5`y##Sbs?r%&ojif(#iWp`aY?x2BKGSl;3^QYoX*q1?0};#cu(aes@Kx)v zgMs0kl=MN}4Iefr8c^$OxV*Rem%$q&1RcbTAN(o$Z4u0wW;z=%T4fHKk_Hk<n*IfJ zS*xl+w_1|VHmCtle!75pffC%9Cuc95lmOi#P7&%O-S}((h-HWmjhyQjY2?UmTyAtP zaIM&C8i=3|O?1PD230T;*nFWv0)7?ENu*Qi(-769ky*2W{<K73WQO>l86s#{10ggm zAdCY-4D05k$ByMa=WjzO4rVBdk!<#&99M8dQx$Obg!{BI)w@FVCLTn&)#U3JBM2eY zpm~A<i_rjVb=?joqIAH-O=1EwJ7W2bTK0yfxS+BC*_S$);+h{CNP@uO$`}ZcfT@El z3}B#u7-EEl4mc#Nkr>e_AEJXBYFE(7UI^Y0QW(!nYa%}|TE$!dh*=jw(+r#<n=1<F z898=|!3893a-6L9-pq>u<uA>54l+opuH3FbOG1%!a@8kYYsrEP0{pxJ*NA}yOy%tK z=Zc9y0&CkOGl=A_-yiqM<F|84i3aqNCuyeep@H{Z6moV+S$&i-)5IFs<H1YGI+85w zUBR1drf}KZNKA<s@_T$rX@h=q(t?c_XnagSmeZ8z@OaLf7mMGQIA8vbdK=JhFK;`V zj6$!<d!;6adURkG?OM<tN6p3AxO{BQpysB$Frz4pkSk}`gcxAFSS0d~Cv(tciJTL3 zwI8QNrFLr*<%q|1-<nBa02`&U*Rg&kSVaA%oW^yDPHu#eR?@{>s&zH%7-}P5lGoje zU<~soVS?*L=9(HJSFu6!2*45gzd;9!b))x|4?0-Qn<p(~`1?FXaGg%qH@OCYf|{sA zPw>N(A&RdY{HC(ka?l8dx(-@UVZ#X(7GjAH{S7~)+6(c$CT83B6}DFh^FrSi<#~(P zsvW5Ja}wf@oS6N*tFXP8!@KmRNV^R#k-Pls{mg~<zf8!Mi!5wU<diw5cdAIV$eGvs z-5bdlgtt_d%YOb>VaDbkJUior_>HpJ9XOvJ4#&#gbE!V{HStJ=)WOD;=MT(+wvmNg z>px7$p4MBGw_L<F1`47EIcg#Td<|l5rd}G!_xW?A<1*-vGf6!<BFrm60;DiH1+P3I z`{cKHX>~}L7yf;{Ltm+kpGi<7XOu)so__s_w}lz)V{8qf=CzT67+xCe|8jg6chI%? z#!OESO&CLGg1)6}klPcelzWM>GbmU_=F!se*%s4++-^Z>)E>p_UsJznm$2$maoc<0 zg&DPDY_EiKe7om*&RZhHx1Z^GRb7a00liRNsC3=P%(vYWp)`64^VFd<?qQV12*7BN zE?P7`yJKpQTi$rZ;Ai*3S6NK6@(|`dxD)K3HvaD6k>QsLGb+byDG53YdOP+{cV8@I zy*sXT(p?MD+9Lq2b`egGDxN(Pwpafnt1?Ziov0N;!Mvkz`l~{rna8e9s*(;`xX{La z)r0p%c3z@el(}cjrYnnA#0nKOJ3lpue>(~4s`@1$OIkK6Jxce%++&g)*L6Ye2_}Fp z2?Dgu+=^JaXMo8xC74&M0CRN`U>2qiVXT*#+;>7Du$U(rehC`#&K0B5ujsy>3w!3& z^+75t%lC<HvE<${n;s^y_?*zwjqwoS6{M5+^^V!xD-!DG44zshx0;vr=!IW0^|5eW z5%uY>Bs@Piz_Z+Rlw1E0*ZQmY>Nl56Pi|7u#*z_uh;Q2czCl$xD!s<EJ2~>~&t>Zq zQnJhglw8y<d@`GRPbKO+t*3qFWx9rME?o@V%iM>22NYF=B3)sFpuXY;)NekC`YMJM z`<CCB3Pjlz`)H*Hdzur8{9a=3`FCLFq#f8x*WB>>eZx-NtlaP##G|L6jtT0xd`!4w zhJ&VfZpz0q*2M?!8+gm;-}PJbGEpP-OXPSIYw$EV3D4isvxVd3Wl`djLmUP=c3E8| zxlbB_P?a)Xr_VKekQ^x)=DIGy{hqlO*36bOW^;2FRK`XO{2_vSeA)=xvE*8F{MD~Z zyqGJvLE5JeOK4tay>Dn)5*6_KoR2%r=<^>#D>8r(wmT6%gbe^v*2_w!u-?YBczclG z07ZaHfF6#o{j7)^EdL(#0Y(ANc>~aV_<0y`?_NTV8s^Z?fE=fff!s_7$PxU~m=r1& z$CEz<H$x0j9q1#&3`q_#r0+Y#8MHT4zVs6qfYLT31R_8tlIpQUwvGtSA%aY0Sn7;P z;~SC&sz;2$|Hax@26XXkfhrOLN{4iJcXxMpDIL<?(%sS>($XO<N=Y|@gp@Q$m%!Tv z|8ej8-*@ka_W{n#&gnTbdv<1Lf0s0d+w6RB04A_d3b616RYeU1Sl%~3)PbYeg<u}` zz!EHgIaOoHNu^H>h!zbx2S|g`!SDj;fiJP&d;N+myS3#HBkzI$B)Ok4mj?nM&e_Qb z&<DWJt=Im>;BE#AK#ByI^neQV%RS@26nXH+y?o%F4!GgoBp@fVz9)WgrYGo+du4!B z?6)$%-Eb%T(DOi!^><=0TWte`uK+&;-&g{!?1G8_<@+$XM}D{nO8OlNe<=kdnt-*w zgZG~M(^KGc#cz7hQ{al?gCqXQ%m=qWSohFje`xwQGr^^EK*oLO{n0H!V7E}R;w=Of zf-8)A=71^w!l3zRX<!aN3ibtnl>VKT^(F^!t|91L43(`aiaRnk5GOnrz>$Xv0{ZKB z0bH|W1!FW9j8VAzxCY2*f-%6*Y)pyX2MV0%btxcmHyERIU|gFsfhI?QgGO5x3^POS zW*u2DzyabSe}D!^eE^!0oNiU%E2UHKfPq#_p9s9G5}_jG42mk10drbCP}H_EFr<LG zVK-0*CJdlG1Flp?!u1bC;B`j;vB)1l)MQdk2H7_M!M0RSZ~U$~5!6B(G*|=F97uNo z;fa94z?=Xm4E$6Sps=oM1TbeYfpY?&xh@t!^PuoO4QMTx904>H&j1=GI)Db486rxY zI1_cSLHFh4jygGEJ`_OCfUkipnl-Us7xe3rfH2@hT`a(fhT4kez~U=7ohX`vCIJny z@Su0WI*?QXy#^%f0H?Z~-z*;lmt*>sfL^Z4|2Sy~CMS9?EkT91EC7gCzY1OjRvNE= zw}ydN7w!$@LzM*}@J1nAAqFtL+!NQoETsqfsbeVd)R0jvIeKmgya1RFI968+5k|#% zt2h%Ocsu^?yuw2{1@z&lhuRBmS%Km~HAHw708LiL_BR~4hrn{E%sXI<mq`}rQzkk- z7Fll)wy{3IO&Y*uJ58^)X~5)ch4C~I%xX6Q7(F)&UIkj$f45$MSNGeMOFq=#6BYsx z*qTRDF#v`kfQG(<XZXMbjp>2O{%>X{_b@!S(rI!SQN;j^l`Cl=c02-700^Au5dl@P zr*0E{fPCU01g2sdFe4-exd9pBTM&6g)g$=<j%ombIKA36sR26O8x$R`(iyfQkj=mg zev9W{_omZ<WbdE$rh%`X|I^;I>(Tdpn)|(JI^e{~BIzG{(=rJ#t_D>1d(%e1<}>*p zd(+my>6F(8_nXRg*3w||rGWBbn$&NgkYFD882hQG|Ht}gU`qJ#!<Q9eK>8QpMOZEb zF@phaL;tyC2kuP^07rVj{Ad8k`mUe;0{5l?nRNX4^PVyH-$L3!{*VML+iif$b~rJA z-<zIufvhkAm)k12A!Z6!JKHwFtnqge*LU`i!_5S*b}neZ>0SeQ;NnwV8{7{`Kt9(9 zWQ#b6K<9qfehnNh0<t$N;5$kHumrvuFAlJ@Wrdg#1{Ne)0P~g{(*Yf@0Q1}WpX#PZ zeys1i7bH$N@QjuTVg>;a{pqQ3s$abF_c;T|n!%4}#CCKHz)Pu^ezYu#%5cVafo);{ z@@qPXS%Ft($iSzcqQnTVDRybVt@`(Fb__HSTBa}6ko#_7Bf<r-Qr}bM6r6mgr-G{S z6_%okHG!6v_S?-?RQ9k-ehVnnQh?US{DkbC;F$s?fHNov;M|}BIDbfs9}fU=ZeanO zBrFgI<OAf+G7o(27Y}`fS-?x_QUL2wS>V#1sWPA>YXYETZYn5Yr~r^)P7X?7*?Llv zs@l&jGE|`KqG(B;STnB3Qu3DXZJHFgcnH)Zlz}>oB+#COV@?k2%ND3gP@8n-aw}8m zP))@}?*oMhpddZ#SRAd|?;!0AaKbAkNvz3H#slwjJCg5cOH?Jen}NbEP@p#11BqLx z0UF>=4$vHl05t6CAk8BsJRofY3Jre}?+Sr5?(aYvB!EWiWeGsTFX~*74-!iQ1?4kM zkQhS=ujH*>(zYZpQxpUB5r7A<w)TJs<Qv?|TedgGNu(g|tnzO`^8nIYy)b}?_QRwQ zunYod2^6SJO!5$vsXXbOW2Lpyivv{qD`fBrz?6qDvF1P-2AD2@!jUozm>+OU-tReQ z<pcn!SS)x?1n`eQeBee)h_`@O0NywkguvT6f-;!&07$;M0YHKR2_ONv1|gX10K9+& zFiG(4AOzlH0aPHxh{X>A3bIH*1CSaBfz$dQLhtK;Ax4ADL5c?rfV=W<4Z!st7_ct@ z<3O5wEANRP6uPGY`r`jm=-$e|X$IWf0nP3}h5j-ExH;niees(Z+~5BbZG7ziHX6t+ zV!^cb4@UQv{YmjR#t**y(@o<Y4~+jwdC>CvO=dzcKll%R{C{{w0;IX`$N%CLurD8i z;J<j~-<1EOk8c*i{$5%Fymjw3U~d;F|AqW;@jf6P4Eakbu%GY!dEen+B>#!_@7)9j z(7l`f=2qYd<af~h77Rq@eO%lV|4rCK3K(#*nGHta-AyeJG=>VkE}&P>NA~|7&VPm8 z-+g;OM*hV;io9UZtSA9NgBBCL|GNMV0XJ|6bmxN!CO$X>4vT>y5H0}>0X<&s<_HNu z@}I<Vc9<~_G=K#FO*I8bb0>Vbxk--?_B%kl3kwjhbbvIT{(u}HM+IoIasWBE@ZI?m zpg^$j7jZE#L;Rrt@UZw>q5PIV5P_eX{1?ssrqI_3di<dM2GFd!C{QzN&>Cyd8gm@b zns1;rbK>BDW(O7##la^JcF+|74UqT!rU9%0Xn<o`0L`5+K(h-A&;Wr5pnCd;gGQ)E zM(_VFfYum-Mxf^dPgAOqpj@Di8VIz1Mg2RXiN7M#-#Gl8u$rRy1>OR{0W1Jgw-@wE zUx2C83B6h*Fe|%wCsTvkdb|Ok#2zFAaJAd_6b^(yYbbctwHvTbBj!-KyBOF@J$EZH zbaK+TZ%zP-**k5I4cZ1|(DU<MQXja1>fB8ox2iG$=WRT44Nrg<XN4+3E|n+B03<IC z@hH&%d|1%<8*bdgTlls-<<y+T-FNzcjR{$M4^V&q9-^LvgSvS!oQ8wCbtZd=ftq&# zP+~6<yb83&|85-wue#pLM7#oI0-AGpmuNUSo!_HX{6?Gm&1B&>{0>5(M`*Y$C4BBx zgalMNG-x}K0U+>>=k<e1i@#ykFR*^W0H_8eedi!Gvk>16h+Iw4cKZM~(Lv9{zT8F! zJrBnSYMQl)^iv}8rM-h4KL^Z41aQ`c4Q4~+*sqF(i__pL;5ZC8>yi?193{YMa1n59 zaVe;ogqvY|-FaDzo1xI(c?lfEu)Pv;mwhR7<OgWWxpWlZC<dH0kwp089L#ASjBw@V z{W+Kg;1mh=ALn42Fo9CQd*Bip7pE&R4Dc0pWG+rjVwfU1U&3+`gkfu-=^2Ql1{7d{ zCL)*({51hdE8xTmyhE&nI1f;O0%Qq-r(f>u?J5Mo!lk|4KL5ip7!4;odVYSSGkh5E z7>rI#fa4a>$O|5WSv~Zt`pF5d363|fexG;2%@~LVkK8!pW~4_W28#6xVPTbXAq>-j zg<VdBVf5b4rsWI4O?14B>!<+7Hha6~!_KC8PEJ=G;K<ABlUz_3JHl{VPiNCKCubuz z%!V?+*aG)$T&MWzcU^PbjO)k%;H}KIAx_R@EYRG3PEHOim<{69oXBU>FJQDx&BFlo z82ORZ!Adc}aGwF8W^nXu<-4x_FBl6~`&g4;4>6co0SjBO*nj~R&FleJ;6w!MX4h46 z0^g>$?uPkPvjQYw@2L@Le8=-vav}$((I#oGK;4b+3iQW>lCZXa7s0LpqytRv1;*Ya z{HG$p)3!W7#v~1QAG63GMWAy4c4rCzJ8&D>R~h8CYj6l&Fiy?=qwT&3iUPDc4F|LW z@a~JZ0bgn0Ofoz5l_+^A&%%YZEUGln`tift@)Ys$f%>diHBf)j1+))52kVkx-9G?m zZ&2Pv=Ys<Z7%IEyK{XpMD=FWuqj`$u?s9`Xg}U{XfU^Z2V!5;>UuithfWj_NfHT<x zg|$!v%z(23K>ZS|<IsS@-&ARwP@Vt<9YBgDY9P?yi3B$2gHq`OL1CJpFvM4tn@XEN z0p%4Sl@9}uS}q1MPX?vR#)86XfjaPZ_XA=-WC_4QI|AU4N_Yy`kpSB10M=c|K#t!H ze{)<l1UM$bf_5~49IZcr>eBzI?ozk@SU#xtIw<NZD!}aiWjLh=df*TO=m$)I9yojO zU^jT2g$Ax3R=AQ9I9&ng2Ar;-fdfug01PgG`3F2*p@9aRt^l-2Cj{*OtBwfFDi8MD z(}4E;GY|Zre_#fDV;dd(vUerrBsma0;Mc<+x(qCUFVO!7sfr-sec%4Y;h!}JyU^pr z;P@|oXQF=>^#946`z>R@b1|R`e*u##@Ieir`$5z0;{aH575Tf7zis<d7w~MzACzFX zzySwQ0DpnudC&5%UU}%Hzlr#h5JY@%<9~6=|I`(KdieiuSAfIp-wb?+wttJh`|<eT zL(o8Q#TAT1{u4wn{Cw{O!7$tUv+_45|K~XP4-x&RrT@ik_tU|>UjLH;CkC}e0>H2W z^3^9m#8v;TBJpQj|0!})1Q`DhBka#>l&a*Czhf2nk~P>4#>-#C{}#LVgW_Q{-TUC* z0_Q&u=lgiLpD2LCQorZ5hjD*D0sb@LpIY9#{(cPq&GQfQz<rc53xQ)C=)}Jv-rMyj zhku_i?x(NcQY#l1z-bKFKs^BFJs>xlaRsJYARmKqtJXLv&ioFxUR3HYKVTso{+=d* zG=@nZm^Xnm2A|<9{N6-hRqg1W$%XZ8nX5ZMzuCbp#4`j=vOo?r`~dkzAK?AWw4Det z0anWt0Vcq-ccT6q>fS@pUBFkw)7yZF7~ONc_BR}OfcMj9W!AxiYV;R?Y}H+<7yxc6 z@vMSUfOKsQgh0A>{CnC4($Ro+fE}>-CTH;b1_q$*JfLNsfy}-p=$}78{0k6*BLn|N zgTh?H=fOE4zhUD8e3<e0E<heY()#OxHtXg$uUk;G%QbjQ08+v`5DRd}qsV*62k`&_ zcOcx|blh#+J&uD!{0V1bW9;bUVDicuEZG`b!Z9(j5;78kC0<?zRd+iR22BM+OA{j} z1{G&RC$KJV>tKEV4{Rl5Vh|R#b<<%4h*;R!2$`9f^%&${IXPIk=`aD;7zywH>oF*s zINCZp7@0T%Y=3hEN>bKLa9kV!mNGv-gQA12k&20v4uhhoxE@d!w|MPj;=myO`jwN3 zsELuSu?d5$iH(_)IUtFjAMUr_ZgVti%&Lr!ghinAP@(ihSc2Ac>AgpEMWB+sDg@~t zX=_5`{F9k%fYje+{yzjUv9kPK)Sj-4Ep8KX`-a8|*T+#Wfk#45{kx#g3O@=WMDUff zVsE^(tw|TT^(hUf<@acoAdwq*G26hqy=7UWS!sG)MsIoLt(*`@zy|gFZvEsZ)G+_Y z4V6o;&EWwh(w(1;EEnI(wg?C?LVbCQ)(<9zJ(k~Rxlli~{%jnNqJ8y+EAHf^chxCn zKa0f)T^laSDdC$-(dc$1L6Pf0Vk+86f|MKqB4G&f;;fVevQY~EzHfV+GC_eVqB1nY zyP3uguU{5d*S+vPit>`^Jxq~&D>PoD2eI+%*KiUf85|@cuC&FBxz}Q^VfvXJ>E61s z1n}w-zD7dU<)+U5_+iW8GscFWcT`vqM_@hc&uX{U5Jb+2B01btI+jS6I2`oQ%JDus z7LHQV$WxNzh+oA-;hzV;o+0Bky=M^%4SVm|*WQ(m>}`H<>}t0Bt2#5m*W}E-3Nym6 zesnk{p7ugZ!r0$2j==_ta-cO6S?GCrCdBf&7Od*@Km>Xy_jNl#_s|9#=TdgF-jVZu zz>GDmH$eovagu)eJao)FLQG##Lx>Cc+Cc%?(ZPHe>jnoibMLskAMAHnC4aTXP$IR) z^toQYBx~;$$GHl5#YP_IiAE;|1m6`qV~Gd?R%}W^(_L5^me3d{g2?{mN1HEQF2*x+ zN6nK8i+D8^G}9}1`6x`2=3|nat_LXWQ+jc`Mma~t$tQXu(1zxXZ`EWA+wwPhtG`U! zY(F0~d&y|^X(wgGybTEw_lMKnJ_k#-y(JM6<qH0WBmPp{#)wBf%#i14w0`;}y=!DZ z;)yUTt!&ANf$9cH4$R}`&(xWWqL&CT&pY0VFpfRy8UBbpCC6h;Ql3Vv?{$6~kp}K7 ze_g`MkDQG|dsfS48~ahib8_O)aki1ND5SW+9Z!5_AfiO=)^4M;c;i=$hHNk2t0p9C z-t8tNQ88+`Jl^GOgaREro8T<6lt`wCPN$ZM!{FzFa>7~$l7+yt@?JYHlQDiUc_bfV zqS->zqXML%FN0*86|R{!Hc|-L(}PPvXua?PHHQtVNN>>OCS$b?H;Xn4@8l$h@7~3( zw|ceEXt<<WaUm78u=MiIs>ut;3EV-1@SWT~$|jRj9Y=zGWFcgTg=J_)hFx}gE2F%S zn4Py=Pi+$z#FpBVn0kqT?ut^#+tIe7^(FJ@!b|oiLo|g!p~dOk#^K!V_<mQtuL;TL zRedP8ZLcpy^stF}-O%f-V()k>dZL10mt-=Y1XSEmFTYBYWhE9~mA;N-rO^#1Vl53r zz;|I>Wj%Wm21)25yVl8nE{ahS^#-N(*#(}PodPderUL=*P`1mk96=xZT}I)OwkCO* z`9~x=ddEm7rWF<^kMnGWkPhBoa0&xk6TZHhCvU~-73bbfehZPppe;9fR<8e6X%>B( zkPG!)D1WLX+NxY$eX$FtoW|BMm$nck`Y}YjWVR9#Oj(So6zz-S%mIE&Rj57H?fJzx zf2f_wv5&sgosMnNs<8PxEbl2ZrmXbJo>O1@P3m?St1GVjG(&LAXyeRr<n;BV=W#lB z8fTSs;2%e>sywi@e7fEVXZvla{Ni;_vwts*JXXRfaoS-}H??X?M4ZN2JL#NVW)xwR zGR242r>!ZcRc_9ZlQS3<IPZ-rCVL*?sr_t=Q^1-boG-z8W56;lSSA0c$dtA7L+4QS z6D8p<TDhoIeD##yDMa^oY~hMT<YwDE4|;gH=Q**}EDmg`m*_dfqZu5QxxT=M_F_-@ z(a1;^;Z!T0+|bpt1o32%;C%{-h7uS%&q;?&4d7<+eCc@R+RNRE*)>MyAMqXQ($9Y7 z4P3syP>@*rTy7j3Yh)oy`WSlikXNOh1p|-Bf#=Imk`;<4!#yz$?C10GM~bD3_L-^2 z&TxckvE}qwiZ~KKW#yRJO_q|9uu?7M&-bri_4;ux4I>X=aTm65W<#=T58SD@^FBe- zSq%y(xw7(Ku^D_WWRIp~01?hpq7RQ_Q||V-Tj){q6$1LXJmg-3#;-I%`=5_u4aE(d z@B=6Nd*EE&e9ug-a48S83DU555?nS3{h9hYx(h`YleTArv*KF-^b6^&yBDXaA1*?a zMud8X;hs09;Z#pBpTfo2qt~gFxOz#zkFD}*2S0J`9EUB0!YDxz-!Pkdld3&q8QAYb z=saw|ygN{Rh~ums6Sc(_hj213xhm%af!X0qVH-Br;N62_d5rx-s}VBFLVk=B(=XzJ z&5-10L|0wtfu^$dHqGV5NkmnqU#k9ai?l&bRBd|B_G!>);uVY{+ncT;#d>rU{5T$( zgsN(c+9n-;(<bq!erX*Rqr>XbK6_fD?@h}we|!j;WA<lm7GhoF%rk^e;qSO3DR-uY zI^MEJC1SKxLjH;s&lp`c1@JP1iJo9b&mTH^481bCLi<HswJ~g|TZNvm18wOQPYGO4 zLkSJx+W7^vQ}w!@X)@wy$xD^BLVO2(LNvw2Ig&^^>w}qElBRBmJDH>Bq@UfV;KV!( zJniuV3pf+y1xfmuM3DP=+~nI7g9+2zuPCCwW`7PWnViNvwVE@0M(Fb-`czUxIKZe$ zUCx=wdR{EW2QQpAXv?4}e2yG`WK>)1`4P4G-4XM4a$*KMk2_gLwQh&w_an@^k3`zx zkI%X4RVw<m$v@AWS*f6^nZBLAYVVLb>Ut@?Xwk}~U*=Seas5Fa`1sRpA4T7(axc6! zen#vV?zaqyIxYS|+v6e{wn@4WiSraZ9SF^B?b;t1?C?HKkh{WBhJn2s)#9p#<79j0 z+6rx6yw{T}eZ9PTjxv=xrZtHRrUz@JC+lh|@Dm}&QXfBWmYE(lGjY&acWRd;Z#Z$6 z=+mUuSFgOUThB|&YApQ_@Z!|Qv%9jij_lJ7uC7KXa^$24QSc%Anez)L{`La0@m9Ei zP?2si(}lSH?=y)V6OYUIf)c1uMtjwcQq|}LA}>|lMMJ4B^N&KIww=}MjD@bt)g9e6 zwqGU$pi{>LuS<|$s&6a8X0Fm$_iffyc<YInF2#AwFr=R5g(o#`*6>?VIDZsE?V<^G z45#8(8a)bbYc<g}{}w`xS?9*McucLW8LhnF+ZUFah9AeKRwY(w?OpBgj+}3}E>m6| z+gcDI1jpZrX-kBYWTd2(QE8}UySKt2H_4omO+k;c0?OihP)Vw?Ceqw#Vh}F;uA}tx z%6@kjG5bpq)SLnjZhiDaJZ?x_cy+Ij@#wgn2rI}9e08LF4I?BgYSvdbFj@mObooCf zw$UNB%LUA6)ieml$&xKCZD>~*Gs#0ou)3MfX3o6_NCHsn6PmOIW)e5w4H4kbxf>`x zUP;JfFhJ#TF|rB4(?e1ZhL07cn6eTojzS+n>W4=5zePaT7!UtGc$Q{>>ZZ!5l)7eU z*p>elom%vOnqLr(HW(YFB+y1p)#Ax^$t1$C>MdVX(1ods#ILHIrch=s-Ph?@NLq#Z zM0w@@F4WJ555m5ref<vIJlI7kmsqM~N)#LRWM$KX<9d=wTpJTo2HJ<K!7G2b#kjGn zapfl+(^$jEQe+sZ<fOFCNLMOtpQEe%M-LD9wWjvTCUqJCvyH$Rq}R+@)sDiRmuvel zwyzRREUQ2Nl-C_v44b)nMrEK#kfUNikTaoj`gp$JTi_!1dSjIC%E!U%#ekgWyxDD) zSIti~)ySxi&HGZioJ+pt@P95>eFR|yS2^*_M7?}>4Y}00eq6*w4eEUUgN=>dc35f5 zbUTE0k?DTf$CEzqeXM;eoeM{XMLJ=#qPyTXG*#`@RTk@~2UTOAOWqaZ85|E+-=Md4 z8_XU0s{~o{=*w%6zuA-BhRZ(EI#`RYX+DM2p5;%8{($Bf?U_@K%HQ(}adLM=;cZ$G zCF}I&^PYpeiokB`sPDw8{JkEOBnr(D=Q5cWBCp?x;m|1{xF=6yeT(JoTQqGw{Z{^z zR&4{7=JZQm&0O9-)Zis!wwU*>is&HE48|a{@8$TQ^&?s~SuPu*ize>((?9Ip#In3Y z<~lUBcVk@Xx1Ka298FKPxiU2lqt@y$;vUA%e>x{h`NbQnQugzD?#R(!8BgH~p3H&` z+44jD_<l%7oWl#FI-77D_Tnjzfgo$EdSRART*-c!qmUh~7>cr?EZt42h{O@oIj8_B zX@k40rR}3Vg*zD04)K(KdK%&UpPoion3(?MX#`hh1gB|l(ST_KB5O(q`{RWon)#Dm zI<YtS7@nbfoP5TZLuaEM21=x4miT91FKgsnTf&UeNtDpUl)c<TMgs6vZ}UUUj||u{ zeEXLc*JdO<+K`vFyfZRFeA|M21MqLpOrb6YNJs<_VK95X4>Cqk2Y1SQuu?xW#lArc zHsF6Yv%E(_qoHk$cK3D}k2L1yxMjJe!;)u{S4Ymn&2^~jE0Y^X3hOrT``GIt`O5oO z4nKP~6qYj##HrvbQv?i-CRDSjZ&kC`leyMMRBkgi+@csiz8dDm7XL~U{bq#zI~*f3 zcHnX8vPjR$OS&%8a^<VY1IA%8>}-ulzaFc+%_qw_&M)!5*921?>hD$xV+nl!V&1Pp zpzq^#e)BWgwX)lOPn;kL*9?0Z$}@m3HNwkM;Q~%H^<Cy;nD3tWZ8;}O7M63L*6?LR z-4QWPejF=8C&g7wQC%)CJ$Z9jiH+`Eq+q-C<#F}6PUnfsMjA&^>GJh*2*L3;vJsyI z11p}f1gwDQfCjDAR?{bMTFgH*AeYCTCf$x=bWCM_8w+Z6%<ql09zL+$=t&==IlkiQ z)x&qH>WNgjWjHnP!44iW%f2$Jl?cHZx%JbX&Yu{w)P!tL%aKT&UwifRiE`-6Xn*HL zGr?B@Va}ET86lnIJmh$gKT#jm=B6q4jDKXm9MiOt)5(J&!h#|TaPL+?=?knEdt+1h zgx?I87qvYpa~by{yz(qFBnv*~mj9Um$0e)MW9dp}#M(}lMY)$p!3VdOhgU_%*Rm%+ z4-M|jcJX`ClyC&(;uW4T(+`w{$sc1RNY7dO@yuZrAN5eA!*xOPJnk}yz=OKEz`KaO zNh+|0@`h0MQuQb$B#$~AE;%@#q)cpyM<MjnVwh0X2n<kVDlLhhB4l9_B;3Psr84Dc zpJMY!i49Q0*m$mY*H?pB7}bp%^sCYB%}n8TLjT)Oo=FBs2UI4Rn9W&aEk>VhHwIH- zSn|)F&v(6)V{WsMon_niXYgXEaL_$|OGC6tbG;K0CK1W;Q3gif1xZ-YlFUKn+KN{` z@06Cd*Viw~=?l(AA-M99N~j_u_QM|%!?+{aw|w%bs;37!Ww#{{d(l@Z{fjYtU#*4a z3*$YG^(Vrk(tP&oDFpkQM=0WfxnwbKa*7}`G=e`KT}7@SPswy@_erTp5C*C_<H-!@ zd{&|qSots!?#3!0wzX=$)4!?5!I2OrV9^<bqNXo)k_Ko0@k%5*_bAt#$6v*NFbW#e z|K^c9($lL**027or=Ha+oG5V`D>zKJPwNs6T(v2R*}podW^un=QAI{!aH51p42aFv zM@U0t8atv`>odIc`01t`93nUxZPwoQ>v_{7^$NRqk-JY(Dyz?6hUk>yW~yAswVrNm z3Wi!(Ii}@DRgQAe{M?dL*JLs4hK7x$Sw?kQhg?6pZisZp+Q1!@ri>ytHREy|yVy<g z_(4qenij8R0y?G*X>pv3^1W8fH)saZPMQ+Dd0yCr$K`~gAL-Pw)IWIF`jHz5bhoM@ zrYY+`sz-rK?)AjSk+;SOV;*{D6V2cTD~9XRpr7%hwiWmxhkD9N%Zf7yG0KfCGs>4F zPluAkQ{O10y*N7yOEr+!3kzsoiJ;4>k4|}ANrwZ&VthuY|J7zaS>?)d>+;<!Yyb9^ zRdBkdh1#z#K7?GX&+K1Il`k>(O+)*O#^KT&2^GXM>90~*AxQi7?63Z6r;ZKQSNym& zXt_Hu>P;mTulvEui_^hSnSQ2-JjlC;$V(Vc%-muVTg<Z0V~j)5oDX@zg09mkka5By zcS>ipNW<uAE>^bqk%q_<t2a%&`60-HpVSVor(-2WQWO1X9hdvUG_`WtZiwXrgH|D8 ziKkn;_pYHuaZSxF4iw~w9v#f#1(XSIUvlwi#E)ItecdwWN!24e6~wV^b~NpT$JF2d zA(a$C@$Q}XuwqV7!gv%!*1+)vwZGE$?C$(7?f64X`&xZ0mKJr+ilQREjy;y~K8EjZ zT5WyeKMbc{FKV^Gl%2n^@_Sn@-C>l7Ci8g;eVsfRf6gnA&au$Q067*SWOer9dt=j# zkP$ws6@3rX4;<4dX{@<gtrF&sfzqE_=g&kvbaTFaf<q2sOR$r90VTZSr(iAGvM0*= zDXn#njyjT+7t@UMg&v-@rfaFOT%=Jpftu--)k|Ftwu;xzDyw}YB2SzAu~^1bf1E)y zo0i(bS{&3JP05Tt7wRsemA|lF;PX*cv``PZEX)~Sa2lOOM{pcEbz;%GsBjTJ`l%Ck zheR(){6iHn%7|{2E({un_^gK0vYcZ-?6Bfm&snWLiAV^FRjFDsm7kU#6Uwl%B3$P} zx?)<gtfIVYUSC|fiY$rUit~-Ju`+_#JRD3_&mDj4`>_{;krdQam4Q3_uUiJUsFG*B z@RHq=qJa0irbbR)jjdNDv5hNcH_)fhBb%vV2dthTcJXPUMsH@>=i;6X<x<qaeN~iC z+Ew)SzY04;Jz<f&d$Hkk&MU0y7(!=?gCvGrWHI~!{VY%_8L`6@U8npqTy3|YXS2N^ ziKg#LyMA6{kxQ*QAOCpA^@HQi>1JVN)$yGrI*z`oc|Fk`PNs{lIh5ehE6dYCMc|X( zx%EP#_3s|H2wOdAl(x_Vr|^yT!qU*)BKUzjE6+r>Hmscd4j34t;+!BcdP1_0Lvm+U z5>eGhIEs^xaAIZbtf62_Jk7g>PX&qIA`}`rd1N>})q6GZ+OJ!AWQGvOMk>Vk2>Zzo zS?wbSa;n76o!(lX$Yaz4%UC=W{TArUW|z9jf$|6==H*UoQq-feNy0{kV%xVx*cEFM zR<Z2jRqP|GMAs$t2(#meyGm#L#wnMvY@-x+alw5~D42G#8=?J91VwMPiy!B=N)8aK zV^Izo(RXRrWHm=^KoHvY5p2LRM{c}6InGmCkZ>%5y}t1vDf%%q?ZD=tUl7F5SZaC0 zG5B+E^-3MCs>LEt(VL#DeP&guY`5tHZAq98Y#skna#PB}o&|gLT49^dORZIjogt9{ z>^(D7wG)OftXLhD4CR)?Cf#8QCE5bcdQ%P31srP6-w`%&Z+R4&g*BM`Qo7V!(cHdL zF1AW#!R-!<i()?wDWHP+W*5LuFXuokm0&EBO^>>K;xmrI>LwtPmQk$xT8da+Q|tH< zR>FY(Cd(B$1@*Z;xt!JFYYr^^cT5MX_BT7^{FT0ova{VaBW&}1CDGQK1!Ae$;T({A zp5%jiVxp=uL53p^pG-8bkwagjF`cuzj}eM~m8Y|v-iUr-<yxW!=VEbZ9L-$cp-=bK z0!?~Wn2er&c;|Dp4}Jg{atq}!uT97gx37eRPGuuu>dmZ<{;^Zr^tp5V4Gm(kQC_4} zoG3y#GyRW`mnt~pbZzkzc12V8=5<@NBa7v}CbVK{`z-N#5J{DCE66!N740rw@XE-J zIatTlg4~@?pYF&PZC`o~S7MBZ8^BQSz5l3;vTe7zWLATA*+8r;&d9tsTUk!LB(<rK zUrMaWiR<T&pVLX<%3d^%aCj7{&kdx@GwTgUedd}Q<;$&cWNurd@ZQ55>kFnw7Jq+b zl1j&?^L36d=fYyamN`OP;0?XUmu7pfU+XN{*46gW>mQWsb>2%8EO^&T!$V1xStbT* zFYG=4T4r=sww01N1fjqk@$HIBrR!$Kx9=lu@rdr-jjHW+KcT^|!Y<EUiW>Hm(MIa( zt9l2F;q_@5nkRhprOL0GS$|9uKX0fG6g!rkA7g7-METs&Bf6Le=`Wl@*fLA_-I$9x zOh<oPO|sj8o@6@iojsw?rcGnwb=fp8MeU|pL#@vb`PK!o2D{jl<bKV9aL$?U*T^2u zkf?;dHO<&1kj8PJl~d5GYgYIz7OV#<Y|31QLVFg)#r7DfjV|q!Sh4lGKb9L9=&f@H z8BK^>EF2t_G_hk*shyxjdwcl#V&X&+G6Y@EKpn#KkbHn|m2G`T$`{s>NcIH{DUQND zdj)UAtIT4PX`NVW!eYl~=63%^UR=p@R$I3!cy*AF%4a1gu5!5?!OFD~0lw9z@-F8_ ziB)>1O4oVj)PPpBKD##ByOqfVl}P``_E!!zRRV1KBL_!^kD=R8I|Vw{S5kD%IPu){ zKFoq^><1!yjK`c3E@eyMqRslboNV}&@bA#{$JA>+szQYF%}t0;*X~tt?$Z7wo?Bjo zr+Fvt@+in8-pRWC*CMNI*Vk8#xrY^wKN!n!jLQbz7nWi-C*2ZuY<@aChw#Kzer|j@ z?H**}vimJV$5-+EIE~p|oQLgzwcGj&1TI7En*R^@xaH4zm@&Ohd#OS$%2OD%2^ZF5 z%wD(g7-@UNm%!Hy-VqeBC|7>63&pteB`9FJP<iuSdyL@r$q}K3*grfqF@bwa|8)<C zo&8@PnugS6Y*B@twI9=XiO+3)%_<5c4unkfC_@VqnR+7k*1?<x4(68sjQ1?D!0yr5 zZnVp<%gfp8r@T-66Q2;pXJEL*5bO0f+wM4!&+M$RaI$yu5PnXXI>icCV|rr6Nr5OJ zwCtg6ls@k=BgZlsyQfU7cPI4;^M+QpbLhS9*@_47`>im8#t`C!R>G2*z9x)8+y}m@ z<IX(TjT%y^QSf)64(~W#z9ddqPfq$o@=<HyvvQ;IbB4|K>9aih7g%gz;Rw%bC5kXI zT8T^xS<GGa-i#BvEW)ouj!^ZWB%!7U=I**OdX!!~%8v<mmUG}(NDLQv!YkJZD^^C- zhAuvBd_@1*HMOt1@%r=i0w&t|H9^NaDd;a7UMT5GyRmFk#`471=1L|K`dQHIp|I|6 zT^Wt^a>psnIPF{#vI)PCI~lFPrp9G|)Zowi{EeT`8|{jAn{?XRn|I-6IB_@!UL7yP zRe?vg7J-Jvz$V^;z05ulmVv^9_t4}t%C@MbdFS>VM}`726j~(3H;@1I@`{S8a|6~Z z&(Y+-Wm0^7H}bFhwu@Q=Fjjmvl>PkUrm-3!yTbIvlJcYyHT#hEdDSeQEx83uq6(h% zXW_x6r<BuBCUKI#>?!Qe__poq(!vn1t2I7V_iPjrRoHJ<cr=Z&n731T6!gmhUz;0C zsBfC&WVargs;}RUmaW#Adga*C=HIDkxW$O$%`r7?S;MN((^jvoDfPh?QWF)*l5}7D z30$c)HR)@TPnop6W3}BGt&`doZjD%l#27?%Zy33eI7Cjz-N*{}_qYc*d;IBj=HktN zsA3=6^DM^su3leGvhN7!Z&dUuJeG!L$W9<~U|06WNt%hb&^yw+N;hCDf=m8~&}QZO zUqYLO<6kyH_2P9R0vM5kmTu79cWclp<(dhFr{HS7waxCgOjXlNQjYPTELHvp<bN%= zJTRESCDkK;#G1U<wW~0t0VP*%Ve;O5*S3_{rBH^3ZpO%2M=toJW4phzCP9R&H5rfT z`t4n-PxpvzNZ#B0o$}RN?Mj8-!S(V&=+xe8!9kXcqHgbu;sKM1TE@B;wH;>5_R6je zb5l2|SxIe(Y6+I>LGR_Ia$Uo}G3u6(a543U6Vq*c(w>@OMKBR7eT!KmY^IM4U+XT0 z@#V^3p2K9L@QQ9Ke!s`Dc@@&8fNHEu2;XoX=3QDVWSxXw&KFl9oY)X<5r{4!9%H!J zt(TNftl6N%*P*(En9Sk*lRp+05MHc#B6(dY&T?*M`F&5r5f&gYTY^jrd?F0v_aY?x zr(iMahj+6T<n!>o7T%}<;kMh~RlX+$j&;$&W~hIxe^Yp{Nx^2@$h*%R7vooMBRxct z*Q<`W#7yzNpw}4jrb>0|08umYv(7*C9visv{a+_0W-ivhujc5DDOmx%_vpK;Z#SPy zWS;$dE1|%t3c~U|^=~13g<rNH*kF|it`3U0wnUylx3AIb)4$Sx4ga3|X-6h9nTsM7 z9bQABE5vem{rKYuA?h)?qgwM1&p&yM?D=s#UC!mbxy3c;IHQ=b8(O)9-MQ^q_~o!z z4N0nw=H0Fn=;lyOcVHbNmrL`+0{c;*NSY;&YshQ}tA-cWOtgHSN^|fm8N-eAtd8er zXlEFuSd&{$@pV{|>U!Or)#e_;sNguEW*l*hoFs+o*U~NOD={rh8P>r+DYdHxY0jl3 zZJ8{j=Hk@#BP?v?q$P32!{2(+NgWnxpt!g77O+_e<q6QD8eFNax`kC=$NY#`Y|2Hy z4f9Iq^`VT4(WvW**1ElhaYc{L{3l=kPd5Qpu74dVZw;)zF`{)Z-B6u;WeUIRi`RY% zO;MrsazT7zf1x^YP;o%q9{*_1YzLP)g~%`4$@yTcDSl<4eXhj^<B&n10fr|+<$&9k zVRfoe9e1zERVgj3!q!ar!ZyS-d}YCk<;EPEW@YJH&6T?E&FvLCLX=EG@7~2MpHJ&d z2}UL#(a8<FR$Scq)Ur$JUX^Q+(rflOq{DCVm(17cZj>#D<{jlm0^Vlc2g57NMy^ju zLUvfa=Q^9UNR^ZVov7;Sjm#KSCbXA6)JCy?IYKv7VK6|}nz`YqM5X1)niGgJ_&l+P zl11vS4LJujo<sXt7dk$LBrzp{(0Gj0IF76suI?GMM`tsxsu7-KVTuZ&>I`WRts*%a zF<T#D{7K~Ypj0NbXeOzpJA@KErGjE5gwiZaXusrWUSkdgl1q9mcWo6nZ2KlAQk~?Q zYH^Vj(zevDUM?c_<8{AhVf3#M;rf|>1lBw|MSDy2Bam6d9~CZh+U`?qj%@A(cK<V2 zbhM0_%>bg@EMwAbsUKbLN}F}T48fvwo9}ZmQ0jBigS913pyXd%<b4nHV+e+vf-ai+ zdGb*~<;ZwJA-Uu>D)7|e1B+ICzumH1?Q~fq|BLhUyf%*x-S0n31B+g@b+^@?hnQg( zIjddVKq;%D(f?D_F#j(jl<nU}=v$qL6+yJXrDK{a`y>-asU<YhoUq5Q%otV&Ybu#6 z7Cxo~vh!aYaBNZIY6>myIGvZ2;*Jn6VP03@b*~g1>;&L+m+WC5RNM^B$m1?F?d6f8 z%jv`v{M0chCDLAFnEKh)%vpVrc(-^<)#2mmzQ>@J+%;0U?{!`L>-btH^~Kl+RF{qg z7z*X1cFy_A{FdDo6^7{@$<S`6^0w$(`Yd)iUnhef^#twq?R&#3TYLh6iJz@s@XvQU z=ZEIg!q1S!YMe*4AgJwmO=arUMHeZMPp_YRA)aBo<1?Vf<;mLaNX%}e_-5gWTSf~1 z7KS;872&OoAeBoYVOS<9YM+e|hU%LnKi2H`f?f@snJAES!H{(EQ}E_rgm^Mka!@t| znLAmY`&)|mTQ)&b0l^Uk_mh5E5(^0z3k6qd5mq98YOBwGGgNe{Tz-nMyF6EH>@%Dw zBB`5VpIB!Akx;$RG+Ze<vx=g%<m4BRNh#qYOBms!U`Rw1ZC2GX6v!zc7Es(Ri?a|Q z{Vin-k0gaZi}b@OX67{qTMqH$&c%OaD35kxyP6OzA`>bS&&JxUBRzv$Oz~q5JGUu* zhW_jt`(Pmlo)(sy>>yD7%l2r=7$5YOHp=)^xgcV(&6b}i;;6-zUzbx{Q4mZNFWp@U zsaw@1{(yXsPBqTiul$3(-Te7smf$w?h!H;BS?`LRiK8a?33o5qw{Mvh;{(u&A6bl| z7z>s$_HkDKh+`jF>7}f&T~r8QdbZ2xu(9>kWuIvx#3w}|=s-XPO3Uk?;*#ZmiA!eA zf4y_WErEBA-lZFw{c0mL-@)eRqUO&2ij7LZjbm<YH!v;m1;MWaGy3rmJkp;{1WWUJ zzgnrO$8dgj)Ehs?-t_2Xi*^`)wjAE5@Ae9^)y$Nvd3Ka~WMoI(yWxrdoyx}g@-MG) zE2_1zz|J$m120dm<W~^5JjtF}=)!dlYOKfRcEzF;L~?wO?&>6C#7C-T9o@SrcCN>9 zof&MZn%17Xr%9FYAW%Mo)K7}j-AprzUoF-SZbs)g8Gl**Y}}!GP^9y&dr5by-l*e! z!|bbeV;CV6)1*8;rC%$>PSq)t{G8Od=+XS4F7%F=$aIFH@?`E59#JLPrzYQ0^)`*N zUypmF#x%&M*NU7$5D?@S)TlY#K608168|R;|Ly&@|NP<?8z<wx+?(GjSbY;jk~p|U z^OU9Pj6XAg==uJYiIdg3Btga|yv_xxn$-9@*49AhKmq~%>(9FJ;nvhC+2r)8LTh=` zE6>eRYwlFNiD?mTmyKNMAAEc1F7cR!Hl+#XzbX+-1XAg<2X4*WB~7nR8r;9}d*2=Y zny=T(TDX<EK9=B`Z*MO@ez{$@x|}@1pDNs{Wi1d><n*<!Wq8mO)u=FeCT-Q?f|Vnp z*;8Su;@s!CGj^Jbt&M*2x5MGH`E!D;*tvu+<j0pE^yFRCG>VK2)Ga8#d8ZB546t$3 zp01}UDC^uc`fRxEd28Izh3u?eeqKMMb-eT{SeFz!;f(hUoF)+~?h~iRQ0%0KGM*J% zbGL<s+I$>73fD}MHN8*to-XtyQ4IodO+&wlm}z)OfFlyZ;~Fk2{7*!oc2%yi0e#(u zs)}S0aqvjuLV<BpSueE2l9d9DNtFqhpOVO|zmI&I8cA4G5nGh7#78QC>=T{F^~?Wh zz90dvc(ez1q`#y%F&0&Gr05GSTwIWYn&}JllW8NTCN31P`VJAFL}7?mT&W;hi7duI zh!^;a;q`$^b^irNz04FIUZhf_>$J^zjGyms;}OYg^*EpMQ=btIV>odpw+k$%ro4LW zld*tyTzPfE9m+f!b<dTT=y)(Oo*#+APfk&ZsIBrOOyo?Jv?5g9E%8p<RCXla^KH<^ zJELvUnyh{w4{VOE+S$BGYn^g`K_6h3F|r!kCjYrm&VZ!#;A%%_^?)GLPOageBJqEF z1(D@n$NIRCtv@5$qwhQ&c@oLpqs0E?fugU-jU8F?Lh!8IIZ>$ON?`78%nepM$z#2| z_jdAQs*3xiU4jE)_(HLtS@6u7zX)l;5Tv);GyX_C?)1s6sd2Lj?vvrj6vu&IVD`0$ z(yw;ky%>=Zvi#%zpE?vjHYTFU3j8oIv+?01*YpxkjaWxDYVahJpaKJXsm{$$0tVTK z?EE-*&hv3bGh5?ln~E1?y*0L>`6NZmV>jsWK5uu8ek}g*XlNbXKT@8AV%7%R{ZWm3 zm;_p*p7vpHz20!R1=l;+f%kcImVTeU8V1b0qIJ<`EOHAAXZ*2VTR_=iyN-69Xr<~u zm#1C~v0nSO80B=iE;3Vj`>mpC;3rh&U%^|16y@BfOy#tvT2(b@R#G$jE5Dx4($u~8 zb<v-%&%$25MVvAG7A61b7*jc*re*#ZF>9<a=AZh6{ePK%SvWZUWp;>PunZ7H3Oeu( zZ+lH8G}H0osc;^0;9L^<nNNN`@(OjC{@UKoa6zG{;>GarEZ0sn);oLZ^te=mQkrPS zn$oy;{<-O@k9VIrlRUSnt)c4SS#C5JvrSPVzd{^?U^#xBd{<z5VEEd2Ix)wXyk}q= zXM2l!l3IXl-i%CjjcdW<<yq#$g&U5zxr&za>lU^bEM__^k=s4`E+($Q8t=VJ-Dkw7 zcgbR+i*bwEJA~mKjFXUqKj0O`cH_R<6niY)haLHzO@Qbd`7tUs;Xu*p8{Li44^M-p z(wpXLb_qr2kgY?Bfyr1F4Vg?7hO}MW!7J~HQe@q<RfEZO%En^q-MXfsV>J1G+)T5^ z1owtQQ)XWgcZKJNuwguyXiN!&tghAlJU4c#MG<>RSbRA0^VhygUYO_tT4<P_?ta&6 zb6jr1=|<V!NQ6z?FdJ?j<?`jHcLF&F;xW_ATHOVcUY|LAIeD(qa9{^Q&-5zwE^Z-` z=)3d&sr&x6kN(H|$|6#t;<h$U;M>ZKBLA<KidotI<z3$>4R}q|nTD(v%tG&QWpH&^ zI9b#qJk&(3rz}q=VbGRBCndaz1AofCfrL1MLlTb16GnMjnezrwm6~D6U%hV1sO+?K zYb$X=-?rLZhtJ#Xs^03ux2yyCH)r@Gt_Q9MUIxr8o~F}t*9Lc2GjqhBdP9)HL~pI8 zZ6ehzOhX2B3+1Cvqg#hyj!<I>KC?iMguB^53MdW6oOTNNtX%u>kGQNx_!%4I#7Hyy z5sHTS{=9W<e|qav`BcM~bDv|D$8PXIO_&-*>ZT|9?#G5f$ZLiuwF9N{NVVcR*tuP< zP9ma8I*lUJA_~gY`uU95*d~_NJ6pQ}|0cCDCMnBIaw@+F^=^kU|EBuRdG31o7joYV zOV#G_#k`yxaEqc>^U!oYJc}aM`%E=4g;kPf(W$HI<sUpzGLgW!oKYdEE^38Vts6|O z9ye^Uia!7C;C1B6r%7tMMsgx?U_I$WDhro<zM|csw)OTWt=c-Q{+G_p4(b^{qfOP1 zMrG2p77t8=-y2}EIS%!&=kBlvLtE9>>1J?eMyQ$RqsFs!ju2gbdrpMQiYzHhVT#h( z_1X}DDO*#LmiShZmgG~YogrIwlBR?x5>BWjarjs9UGg&|SW)6Q(E_9rQSvxCa#4L8 z+|DSZ3a_VlhpKgYPMRk>p?f4A-Aaaw8!BHQ!V++WhRGSEv@FU_G?v!eok@Blog#mo zE2SwRif>#-9m<^SxWBrDH(UO2C#Y>iE_<-*x+(hP)zDkKL@cWp<!iogGrp)1;qfI; zmW=M}V$fvYP%`}>sa4AIcsj+rx7Lo~RFlN_*bo+%M5jn*r7W}A=89R%^C?@cCcHhG zJP{v~fonryZJu{)Vx3iNlkm>Y2*(!R&sB;%6-ERMp_~*AXO&UPATGCH=bf|n@3!s8 zYx~T{2cAbipEfM)vgF{lXp!Um>S#vK?k#HILLpvtIPRuv)}taUpn0XXV^;A^uUtND zZIG+mDK@hrjU5B#Ru*bRuyAwoZ1~`fGk!Jmtyfk%=Kgs&cdNduZb7N^NV?UF^jS4c zOYxu}+5N>m&&3>yTmoCKS9dW*9O;hAb6VccSky&&CW-6n4dtIs{q*!LD3^3PS*>O4 zgT~#o?I`u5G0)ndCerVWt=qcsOKP?C9DF~pGaQ?_Nu4~>M+qoRZKmLRU0ui|)5jV? z7NtilSF0V(LdMmT5s$kRKmQ4hbi|d2Lq(2V^SuqG=T>_`4MyVBzzxitB0)!o!pT$e z&m)Xlys>aGB^_&b&Z~Mq(i^J`PN}hH68a&$aj$o)RkhScI|cb*3mJ%>HdMJCang>h zN^$yiqID4T#K-D}1ym#M2rwc%e%#U?q$U8{P!xJu*;1ly(TG9D?3RQDlS+p4+{Qwt z?bukNohGZ>M$^+T5F(*q@6om?O~C=yyl09TYOuF2-&%S$Q((J*0THCTDI%l?g!Y@7 zHy1oe1BFM}#kp^^mqLn|n0b8mhGyNM^?$k{5AOdO_4$R`P||Nvmc%0`L5D6YQ_`(1 z>iHz!tWmU_gLJHhO;dT)_jA`LqN9&QJ6sqMnQv(!dgE)>b{c|5@JF*}tTkU7-Q;#K zB@k@*!Dc}!2ogkQ!>pR%-mSa|<!0bBuO{cjn#BmAMqM9=@b^6IsEQ~^J(MhYEhb0n zLz;*MJu@!U{|N^3$tOis4y}dgxo?TZZx$ekj~Kb#kK2Ot%Av)3(0Qy)dGrEwZ5~gv z-XJm_GS%G@HX{HFW*_VPaw5<sr831s{5qKmIyDVnelCFa3`=N=>5U6sD;OvB*qggL zX4)Oj5+1?3#7o}LMVxRx%D;-)oK`pTfxp)GaqJO_s%#oGr7yyBY5Cm0f2Xy=Ix91f zBI@d8ts7+fj(HeELLoH+tHJ;I^MR*n)Y;Q$P85-_ZPy$Nh$n5Hr@aSN>n05jE%Vt2 zpFDXPQAGO^e)yecy<uTg&l%7hQkk`H56Tu##6e8c8|+k8O_HOqr5mOGnzWZb;5sqp zM*qpSOVxT$)>vg#v0N!@UGlZ8iGvKgS!EK%jP<Q%cY(Ltz_^$}K-5!xKO|n{S7{64 z)W?d>_&VC{jr&#e7Id}TFJ^D*Dy)j*_@6r>x7xGizb_7dZ!2=8Qr<Lg(J+SY5|YqO zC8YY6ik)?G(tSOAuPc*>T@3Abf`tk_TIwy@=Ug5=y3I#V+6!b)y0>`WeQYW7&pP#p zg<*Dj?CUS+h6-Uq<CZ|k)LT#k@B7Vpdy0zZ)1-SORN5CIxL&?&K8ld1&n(7aG!*o< zT`U?IFZyC@o(UX<Nc-vYIDdy3e>1=c<p|MM@tM4{d+FVsIm(?Lw`@V@fiaQ%EnL0t zW+Gid9-~0kP<-jGmRZXAmx*Za-oRM`i$Pq?cc=@&afa;$VZy~Vim|IEu~40iQp$QJ zwQ7Ah&Xh5;f~ID<vhQP;HR=5*M8sLL4f@-OIs~K^>YbhUwO@oJw`M3Y7-KHTO|!%5 z66l7_EIGemIHP~#OM8>eh^7DL?$J~DY&V&;Zs)^M+g*RZ3Zd6+eHEe7x+TV0YlF37 z6Ix@G_7v&mQ)E~U-gKBDRq`(yc8*6h1zH!~b6cn#6EJt~HuCQfP7mx6?&yX$T5H`+ zHV9OXQ|~5D@32kVX;yVo)|wU&%dVabKY^innTKR0f0oS)k#*G#fl#i~qTJ!Zf{JJI zwOO>ikoHKHwDxlCavtX-`&&i*WK|NeRgy*H0k@G0621^c88yPY8if3kK}pQ?sBUp~ z8Y%@HVutp*Ego}myKSNXiZd1WrwUo^Pu<(^XpVRdjT3BJl3R&iE+rju`Bu)9QU8MX z*GHUw{I&X7(h9d1Ere}X+2K_>CmMpF8pB|aIkbYkiX)Qx%G1`zek)@dPxA;N*a>mD zbc%!Ygz0wAL$x7y<6BRw5SS@7tBMgvdLxnsJ1bW&y$4>h5BhxfgL;NgUbrYqgiAj9 zdE_AX*5HkxBc|tjLc|ze<QbbC2tg=R<MWHRE~R`3Td9h-I1U2b%`zI6^pr1a9MSAm zhT3N>pc8AJPgT|A_s;F2OU#<FMZCMz-#bMRrqG)5n`_JMmSK5S->Xwz36C0iB472` zp&0%t`}aiTbXHjDLXwfhpFAp_S%^E@ThopjigeEpKjksN4ZTSX7jmObGOwkfhJPW) zS96dMAhcb|?eqQF&1AU5-W5#cnf@dWAuFr`kzKlAnd_x8uIM3$&p_1jU|T&6#NN9@ z9<Ga1v518WXU&<3F}u9P?({%7=0Vcg&|Fhv-bv+}y{*}jQoNJ0r^XcW#4n!k@Ar(C zdzVM@WJK4%L%upgKax3eqr`L1de>a=yf5{=zItfbUgY`@q=bYlvm-l)Pt;qh9T^uN zGG@)_L_(l+;DavsTWPj0@b&NX2OSyXt_a`JeH-ek>*dL#@ygd_LZ?_Oiq^>ZFqM^M zpF-ty<Cwj=s9MHgR%#euZgC<{E8#ZYB1biZ-9Wb$xGd6kptO1|*0T1^=y`Pu`?Ob8 zW;Kpn14{F#uBzdyA$O>_prhRp*3encb+po=rI0rcDb#|zYD+rnk8?TPq$sZ7dcrQ_ z^xh8b(pnf}N193?Ti0nyOMf-=wiIW5|K<H%Ae48<$$3A|#w`-$7ZD`dQR!2A2-i6! zwr_9nj1{l<za^T*U8AVjb~M{|cu@x7@COz6Acwx{cU|O%>7?IYZrG_sWHiXIZokaM z)&HDeslE)mJP|IFAr{JoLQ+C$M@;IPl*qHUTXe7_#&#0b-{pEd+F%S-rc{)!GUy?b z)NOpmmZB&X&HL@!5T5C9d`u~Eav+X+Fe#n05ALu!hF1AIeZfHt4D@pL{^M(mPclEJ zJA9t6!mw;$E*^?JiiD=e{D3B;A?u~Yp+@JNf0LRh+e9Q~-m%mm`I8q#KNyp&hRK;N zlg_!mz2<@@x$@*>pwpKg$xYg;fXM|%#rSLPAVSB7t98SW_mff@NnB;t<+Lj<B0F0+ zb%T@Fi{Z{?=*v4Awf>5`NoW|v$NK+=vUh9}C0f=7+qT`k+qP}nwr$(C?cKI*+qP|E zcFd=9XU-e(-XBnrQ58`uSLP#+d;8wEBR7F%y;HL@;Xy}AJmtmxL^P%$Pi=A?O#F63 zBMBRL;8Q;@X60+n;;rT6yv*A|y3X{bQ%?uK9cFa~k+Am|L*5WQQCtbJcER?@mD7r- zweq(K<u*bKW{k|1c`QaY+;W*Q>scd%C#DGEjuz1CBEIJvHrZ7up)O%V^ncJWf(~-* zPvWmMndPaP=QQo#OeF>0B!LrS0vlQ@M%p2Z5qmvoi>|uUtZg}OK2_|CmIVuAT~0}= zX3U9bYHRlwO@~qmJ4&29^*XmxF6Y9Qm2xv1(Z*$A>?j$~;aGYt3N3k$^{Y~YDNqcT zy1<b4E=j{$0h6F=<<Ky{qw9Pi2LkCp`E=rJU{K7aeq<<8g1N(gDX#XsruQJhjRfG1 zh{ixv;+8b15op+j>C8#IM>L-0KbNM+R8eeC`F3*SwFTI*(9-|n37324{c3V+kps^U zw*q&zh+kiCCPwd?^y2H9Nl!dl*LeUjWxi%S#n}xT6Q{`Y$eVY?kJvVtpn$|)uiV(H zRJGcd4H`e*ee`r_wjf_wJEw0$eu4Uwtp1xUmG%D)Qu`mf5-WZEczpyZX64KmL45&< zBwzsiQIOI9GB&dQ2O99d9UB>#+5gAb=%QjFk0OSWYZCXT0cqO-_GVzpJi3HIJ9B8E zc!=NQk3OnlL@GFRbRD9pzG-U8f(o~~hNl{T7r(k&yXze}4FettX>J681T~9Ep@|BT z(ulCHdExmwbGb1o=?77%pR-%HXKnAR&#g-<*y1^TjHuDX*wl%njrBwFn|0}!g5jac zB@TybEU>5|DMQA>m~$|<DplNK0dvtyu>u=2FmB}XV=s{pPN>CJZH3dRco|cyl56Pu z$bCh@@*5Z$W`IQ<xitt{(6B+!8a`Ig$Q#gEkRWYdhTd3Rp-xqHVtn$GE0&t-_-0h3 zh^M6D!cyy!2WL(u|KClh6?<8On4FgS5NA)IoD6<52ialEzhsWoIkPC6lB$bamYiYZ zCAdI?(9Vdn923D3kj}F8I{7&`y`ieAxfBN0KuY3VYl5MFhYdq>JKYuFc*2ZCI0tq6 z>VSksM;Dv==$-4yQ>VqHQE){darBbgH183Sq;feRBP_MQvO_dD?lB)1P0eUBa|mis z&zEuJ&>0J-bqR^T#5PVtsblGyQ}ie54C~iWs6nNMPxK$_w5j16jj~k}WH3di%Am>y zE0`0oWFLtQ4Tg+t8e9ur3T=yPz`ikk@Wtun5}k4~?O)6x<!V7jbx;fk!M<~Ca>3G; zkIOYqOA(l!8maQA^yIlhhw(q23Yhv9B_!IWC&2|%!S*V5rE)`!p6Yh&0ZA?|*?{C? zN|@2_h@(C?Y=h!ioPpgp$U*cQF{|17#NTpwH)w3i{5QXG-EP@s!fFS<0<;7Sd#8T% zd(PB@&7ifkVc1ut2bjOO&oo@3xz)QGEK*!NM-H4<ZY{0sEG+nRK~|LTn{zC#>vMmS zB}$>}n+i!yHl(2$F2C{Lsq*qJI1b4o<{mnLMaZfGCS}~nnXi!_i<jUZQ;+dEfQ|O1 zc*MMonJKqWf~mgx;M3S;wp;g7c@HAFF-0@5w_KLBxNTd*vQ>HInlx;X1@C|-;5!`( z+0KA}#G?EJ2NMh~+?j!fxqXo>4VEavLCd5uj6}0w>D%vht;RmIfU&Gz73Yxyh(~Y2 zTqCX-1grtjU=Y}jRYjgkxX)@z^uc}rf`@{R7+gJqwm)PAJR_niLgHYD2ns8nsDDfj zS4@`V0rWIL7gTh(W~n+PPxDj^`$g>|12x`~tk6F{G94Smo9<0w=Y`r5MT!%FhQMWB z!IVBC;MA+pe6_wABv<x_NKh&Rb+$FSqXltiXXPnrHQe;TatBcm8^wK%Z_vJg)b`1# z;5j)vzpt+&qe)BBpolTZ1O$%XtoRtnSIN!NQv45bLa6P>S9CtEzfZBT$F1^mp1`^i zkZv4OgA}biXzwCWqFR@3*1Kj7s>(o!J#jOh96@Ebyg9r`3T&-f7s3ks*7=5Ob-lyI zeVm44Dbq?8j%(z<IXwl^o`d1tWx0v)SAMH|OY_*Fx{H1xVU5@wuKnyiRk9l?W3l+k z-hJhvnLMX;4E@b=2=zAVTdJurASk}FP=EBEns^U;u3!2$hsfWQNvF0=3cB3Zhnkm- zX_l}cAT@G<3trIq(NXeiE-zRT><udy`HTO0y5bk;GxDxE{a%XVmsJzBT5GB4m>O(W zyj<`0wn`0ep(N8FP1$GqV%mckSjW2q*$pC|NX6oC$26nPfWm8vyF<jL%&C_Qh8u<z zu=bccD#{cqCA?@k_xU&JMVx-XKW`JHjOG(sC-@s%!kQsT?5pfMm_o`uolT|!;nyag z9&VV<Sd@e1TB1jw!P)$C_D17jnC!-00*rD-bB-TUC@B_%(y!jq-a}4K@A1jc&j`d0 z4SlNd%<CNAINIK62nr1Jb~6*39JlK-DqOxb47O&GmB;hB;&}#EH>iLZvzU(GT*jb} zA9Uu(zDL!MP7H+=e(&z_tZglrxxBPs#R}4q=?VR~=GD^?%5iAxGEjbFdDN>%pT_@h zed7NLJ7Q$~&*kv{+l2Jx^_4CEWjNY{0KiiM{Wlr|>whes|F<oOm7ei`P~1W^ApdPH zH*zsZgU|#p4-)$`^i{SHnl^@4BHLCv4g;}JP(Xy&-4F+mq#Xt0aZ%PmMED7#$ca`g zb!wWkq`aP6T30qiDqEJcZrSeb^M3gNt?cYRcll<8kW6Q$yeB_>c0Y5+$ho*ANs~Be zG&(39&Gd(q>EQFma0Oa~ph?s$P#pJ2auY!^itz~A$4St+xMu`>$NOv8K=T|`sGXZP zCE^OnH3E~aaYF?w2hAU*T>=I%HUsi-Mii$2Bt_Sif+$Ez3U8DMigJ03W#x}j_gVu3 zi4F!1693BFKV<T<F;a4nQWG=F@=Q-&mW;Q&t}gK^EkyyhhKiAngoc#^69q0s{VhwA zRiKNKCKel9IwT@m(h3v;cC%IzvsJ2vdr=x41sffz5Hch@EHWgMR;Y!8jZz^K9SN=+ zH<P}L-RoQ1BXIE+mbZ`Qq-9p`wvV~Bd=4B7XMawttL{gv@3(}9Z{}oWSI5OdM`u}F zWTNFYmNb?QKV@woU2zioEmW7=bisp8rPI2uKdNqjOnaZnLrO#WyMu;V1P2uh4YP^J zb^OZU^Mfy<i*qa)Q>t4`s+d$Zo(#?s@=#o=xLAg{G`U2zWVIxH;c_8k$$Bg^UEo~? zx<qKn@XXqrtSMSutg6tnWN8W8ocd72Dvw=0tqg!FZc`vwPH)MDDtn#ps+gdRf+{mC z@1V?`!cU?wt_;<zbwWv2PEf0{M6IQGHO3f!9q+?KVBRO@D9S6RYcaY(vbJ5sV<GHU z>#pID!(qd>>|5*8{jCN}2G7lQcPem9*VY~XF`yKd0!ISZ3p0b~J?c<;2=@10)_m;g z&%2Nw?ng#rrxOfUAdQQIn}ox=_Itxal0j#fMwnIDV7LfTY^*kSgV&LYxoeYV0>q)P zg;L?v$349RVNg^Rvresy7=`vxZq<=BV3wy}v69P2)w*_|C?N2(^QM=$pELp{Gi*xv zgQVP`K2`;4+8w)RgQ$V+H=v8-wOc}uNFUoDt%xL)e1Fjm1y4D%b&7!pqCEo#UJ&3v z5GYlmoIdgzS)mJWCZx)$m4WsrSswU%kd<|ZxoNDe#JHB$6}-O0<$`&Wr}(yvDUNx~ zATwwK=^mci@e!jH>es{=iC^QVhNJgbxz9TRU%&l%ipnX4K|n9yqT{S`57JThn;VWm z<msxu8&h1GbVzA(n)!ms0bDR)jr5wf%l(YUL74da=#lRElzeT@O3&X<v-dDPZUJCr zJ9hLX34ti|k1yL|KraDw$#%BdoC%}4@_<pOJm5Qb=y3b9Dd!NKdkoyVKx78hg_6R6 zVj(B|N0llZni@GGj`e*LPBU`+0ezsM{?OPYJi+QD(NAr0qaRgq;?c(iQT>mN=CDrf z0HBcF@FJ#uCc^>WDKA&x8X?<OJ^T6thjs!8b(8e4nz*<_b`f{0p-zuMGdGh61aTG| z&K3JO;IR<!xpeHBwN@hM<>Z|}c!@n)wlx02CMqoyBs9n+7#>v<BSC2~ho;?*cXXE^ z)9+8SJu2O1U>D!;@9=zY9Y-+WOYn^hT13PdGNGC^JIPvf@n6b?g-6msf4HLjtU!G{ z&kKQ}IkKa8?m%$Dfdjk+X{o`nvi%WpN(6N}kCtw>plBgNQwQhD>65$3hWq$U-ffc; zteK0C@1zRZNZ%dQ`S*67@d6F<t;^>wCqZ0Y9%zLGOE1)Lw)$V*sXSV+=(2+_t>eUY z@?ezqj*0a32-pW)Ky>MWx{USw({LDz0VihWQvLns=KTFr=VoS7Q)Tho*1q>K+7V_Y z{F{ByXA*<j72X}z-cx?K1c6)dpnU(9R}5I6G}c+)Zv-2A>BQ>RDw!l3quhKR!$EW% zDuE)E*nPwwQNn_|wLb%SR|b=FBPP28?_NIQ@H(N^;gKemS)<o=N<^5PTMe?^L$mcX zSz(5aO6>Nr4~OZIPT!(wenFwjo{LS%DkLILg=ado01W6V(npnu4GNoDuv#J)>tVD! z?#>0SGT2<M9@~+%Vt*sK4ifd`!5scNUg+x-)dd)I3z&}LNy=_Ec(R7!BEs}|LgiH3 zA;+?X565i1zubjm0b%fz$DkobikKbDo2UN?>`bR@kgNV<FJ7*o&&%tGr8}`dKIbTV zpU<uzOE91iV<>CdC+y3DGH49C3CMKebGP>$Shfbp`Ju<C1<^zNr;d|q4KQ{=K!=Ok zA~XX{1Gx?73lPUQUMd3w9z0QAHu8^ITI_Cm9i=xz*mgAi11{hUg=OS?f#`P3^Iy=( zmS%7?d-sng26uARZ)QZ(zNQ&6)B$683Wrp})@kRij`g1Ip6;fApn!IF_p%6rLk5A+ zD?sTap@3zDb+iQ(1Oz0!VxiD2m>+36kx?XXHK&x5Ey_lFQ7rK+&&}U(Trn&12$^aK z7N2!I*j&PBq~jH};?@*aJ}<wYWw`}luQ|vXY-4dhK?DZy=D!)>BC|#*B8JU)mi*QJ zn9X(v0iWR!zXY$o)Pl((qF6-Fu<YX{t;CfN?qlN`$n>b;7QWf7Crn@N0il3qOxvEI z=QM%rxOl)s2mL%SFmF~0+dJK3@_m0T8xs?i0cj+j#WE|n+{Mm0+gqiRSI8#zSjmqR zvCkg~yvSvfb&cRKUqneUV#?3Cf7)MZG=Xu|L$8^m+n>3#uzx#hW5W7ONkpOe?|84@ zmQ<()uoSSCc2!9?I!<xLRU@N$ojIWnRAmKDSOURDqKy*eh2?SbuyAXjPfe%H+qwiG z*wb9Exlq?sbl6v>^K5%Pt^i+We_Kbj?=rNyVh2U9BDU{UyAVeV<;efNmDhU{!m>L> zhd-5=$tTF2S$OT*E>IHwlo!G$!3K~kJS!hWeXujT(7q0cqw{J=q+vPUdG=9hm5jx` z-13<a+oQFQvW27mGY(vw29MQGY6XpqgP?Jltydr=i=B`cdtT|QgnHov*C{Mky5Hr& zGLgnD9p^+NRUzCbtyof<xu5X_A}hMN7JOOc<I6GnLzR%S^(t2=C)`N(zwFd#3)yWt zoOQh%EyD)3BMe3tN>_PhX%R;sACY4Lyf8UcTfr#ZgLP;Hx`H^_Tw(m}?kF@HB>x-S zDi}!3pfH0lSRI|T9kF9>7-eRlm{h1(IkEVvmI(O|n3%kchdCzcAruP|6baEg5R^Vp zY5o)aL>Q>F1G$1HIoT%`vcwxP;_aNc_?{Gi)IioZl-BQ4$c4l?J6K3-BOZU}Vr(Ql zQd)n-lQb5ao1`yQu+c}+w!ixLKc56#+wj`<D~rZ9^uP^V+qd}Dvgy-@8)oUQ$?A6= z<Wxb>j%{GP6Jc)y!in=Dv)EVW?MJdW$_U`7Lvb|7@qDLpUu%M2@(6q=LtC+8Wl@)e zC$3L2Ac&sf)qcQqr@cYwt{{=sz(BtxiClxZqr9x2v@gvwldMEI)6854$mOSUk$MfN zXRoKMQFSvXU&sTbs)?P;lC5D86w>~@c7B=uW&#i}mjzN2QBb@G!V8Yi3Jm0#M$738 zNo4htmeU_qf`GL{$mZjD22no<f54ewZlVw-nU~N`)KXscPZ34VKarm+ri=v>nWb+M zYGu4QCKZbI&3nU$*;}mFkgZ|`(8q&QjMn6S?9IrK_WrUZv}q*Y#Gml~Y!lr|#u%fy zaW`{=!^WB(G?R-`?OpA7X45P$x@giwp4vyllBc0mxpmEBl%Hx;^RD<4wqw9@7~As1 zZLq8QeMQrp8Nv*Hko-+|ObUT$oL4SN6h;Pi>5emRp{*}t{u^9Lxuup&#-9`{k=GnB z>k2=~v(#U|5&PNFa`NW9+&J_cL|ykgJDhUu`{BvAg!kzZeXrTN!<X5cc4h&0Qd+yw zM63-EY0%rZ(+fK^>Bqmlx}6rcLfrF?<MMlqvK{v7*Ek6F61p4Ub4}T6zVot__4{4! z7x;X+F=L7GPf$%}(~u=xM-!&tSdR8n^93P5G1FHxIy*!;^?L>@OJmr-tje2vKdzmC zH3D7&Vy)Rn5_Y6|jUqWcIw4mPJAw-b6&VAk`!+)vkNm>?%!+dFz7#h>GH;}p5zYH~ zj`;DFhi<iMdURj1IX^*<>cMGXV!aCx3S|F>2#_#2|KX~?c2BK)<RHO)OvlX~cjv7G zJlp+Bu`oN9K15@RFu#X4VyB#a0>6@5cY7L_uZOBhv<yzDlC9!{G^QB2HeMhJjxN4j zHohd)mY$`IUDJwxJ>#o_Z8RT*Rzay`&2L8eAE%dQ6sUXySx%m9^?Qhw7PmS~d=8o` zzcWu+fXaQWx?iya2`u^-YWB#>>}#VL<#)Xq%77ObXiYCH0O$pS6}~%y3^5gYyN^Pj zFq3C>W#CQ|af{kMY%cTe#mpFIk+@qnIDS)U7NdRDhkL~9I`)XYCu@n~xhp#`M0fFa zp)=aRr>P)^jFFQ){q2#-GIsl<R;x=ZXvX%S*<?()JWxK=Wl=R#`uNye>@(vF>!#>6 z)xc~Z&c{J<U{QzIa7n2BD0(r)>)8tt-@*J|52$~b_rvadcUPtV!%d$O27sg2E^oX^ zO(oG_MiO!>HBlM`;w5@eYD?MOoC%MhXTs=Y@D@$QF=Y58(XY4trU0i0xDhGTHViP6 z&O?9a;e$M4a$?TPDZaok4Pa*Nm^?S`Z^fM_A2%v|pCd2JviX#PMbvW$>S&w_&K_j< zOH~MoobtE!C+2L=vzhWadKVgZY*W$8BHH-cjdzIg!Z^?*by}a#-;n9M7FQDr==p#n zWg*R$1o#yimQs5MuK8htfNy^2THW*Ddjh3?IBqo2LyYWbP;NZCLBPGpQ2|St#`3zH z(Wm_iwi|~l>)Sjn{kc)%!?~g-5%+=O*0+<lcsFzh-yZ{P7g8JBSpOW_3xfw56|Rr{ zHI|?L46aXEM>9K;9&btgzZP2P8D>=k&7pD>%?w;lg>B30G9_VHlv(ij%e3W$247-) zrp14*8_bxsX?X^$QVxL5f6z>?v7Oz@ZWE4!UE?xDVO%aV-~?aCA6{q&#`2as@wXI6 ziF_=9dJQY{T*+FU-$5}Ti}+CKzMq${FCnRI4ol{NVtl$bQ3Eb#g{h)BuOCpoW<L($ zC$I`rkfJdyM0Jyp5qp!gay_oyWA(|$KZe@eUYD0+06(w$f5y1*y~{58fo%^_y>Af~ z)PCQ)<f-H49B$r<co)Q>N)W*qkICfKi{?-w6TOw~3SiX+-`<eZUY+fKsXtwN{Y5N* zB91HHSnxKJj)NdnrgNI3hX@Z=Q^iFIfJSxp#$wY_C0r-mR++1^dR@K~+40Ony93OA z3jX|zXr3~vUH09R;gOUGm$fjHurf2Nv?8z71#5yiOG^K}nh<&mMj2um;1=M0gszpu zi?b<iMSI8lj;eUPJI>?1g&eGD_O`|&ocbo%(4y+w^r>Q)G@qJ#$YNd8p+ZNuAr>^b zDV~qY`mQ_-xq%gH6hQN0D;LyD((k2frrpqMX7KEfYP>(9OphPNr!VZj*QQ<=hID7x zugL(9baaA-dat4N91MGPF7DCmgmH$C=m*nLY7;rg%+{(E_+Vj`@Pu5Nm>Ei)8}ybJ za{sAf{Img$k`i7%_9}a5TnS(HdRI=OIL*k(d(CJc^-m0ZYdD+xs@{_22HoG+sw}Kf z41SqY-JaflLEAR7pi<t+CEua>5H;h}%S{S$<!h8#G1C&D-B6ou{P=+4?7D=hIKVQ1 z3UmOG#4U#0MKT!`86)kYj}k`-YU0n(Pcmdefm9cZg36DI?Dc2Zn%>b`3+g+h-XB44 zk2=!vO9dDb>UdTI)1~&srHZuC35IC-MeJvre`g?PCWJv+4@+c%QRu0>H$n>?6|E6g zv-B|ccOWd6)q^#1-lg~L+TjiE+q->>7yNelYVOVD_6xer@|4+Q=!7M0(Fs$iwwcKb z+5;Rg#R$<yne<A6Y!mmOJ%E#7{grr*d2~}|Gt(ngd<oI8>&2VHSoUnFIbRE5A@P#_ z+D}CeiP=g!X>I+Bd4GrQGJqD;pKjDNOOM3}(T`UsLn{jI-jc#uK)`7om<JZ)!{Dj2 zlMo~5q@be{7Re)(17o*^gMoF-_Pp;X|4@|~7{ccJAzK&2z!*Opq*Zz5jrZogH%%`J z%dPb%MF>Wr|6^#X)y-`4vT4U0J!~7*a5G~jY5L_#Nq(z`@FySWWLPd@K8Pn(R>y(z zSzpO(`kX1?Q|a+72)3F8?M8N0@D{Wm`g9h#jt{PQaUtQ4LdsO#`T|ZCzb~gel_Wf* z!e!bXK0@h8MYUU1RYRO2SS=x86fS;SP2AfG;)qlJfH^w>^O?+uyUMM8sI%lcSmD75 zmj0U;_a%u;>%8w~3hTkF>zC*^8IwD40vO{ORAmog$6`cUXkrKp>7oHsMA*ANE$7ra zE8$K^u2X{^NBov(K<+iaJdE#WE9a|;?xWV_V`<L~HT<ien<-n-58=<~$K{zSI$xAS zljbB+RW^BLYi^oW@6{vBqNgX-Jw^CkKw)pe6VC@uk#1j>C))u%MQRTn<x_uB__shU zfm2!jdu~9e-}u?lKv&h^)(@j|ov^>;IigN#o|<zI5lttd0G1RUK{rvFEmAWXV`w^r z5zMIx(LoCA2X!zE2PRO<sOgj-kB_SI-XG5@g1@!&^sTD_u@p2yCfXwP?H%g=83gmk z?;fCP>|$!2AHIk19UH^rI@i)ZC)h=Tuvu+;C1W^(IAvTRO|U>OH_yY5B{EOIS@(FX zhr4G?KX8ltp*r_;zoQakq`B7<vy)|q7Y~uIr_g&u)u4Gh&AohWQXP4E1`{^SaZ}Y5 zqMs6lHLo1k+Ti8xa8vgo*S2-I{V((MVL5i!7jc4HvPRTw<7gp;wneJ7s|n<BBO>a6 z(@$Q+5Kuh080l6UB<8e?%a;jw<u7Y1cXoTr%$?@U$#d5JHaSUnlOMv<F;P%=XSl+D zQMenc3;Fe9<no^&X}`AxFo5OEU1isIx(1@Od-FZ1CoGGl9M5kDhdf|>fmx9d;EE<E zAE0}PKgN~#MqYv+6op*N>%_ufyk5Ev7z}~vow*qF>+s<JeLe=^HJbjxdaj&gq(D|j ztP`(CBf;tPqvGy&hy*xVZV*hEf4*u2F@faN9d?UZWdw=_3jp>c!_U`^2Mr#x6+zw! z9@yiC*ME`~=rCRoiqGyGz1=}}VE&%h3KOb7X^|Gn;CNYIF7;&d7!tIqi5?E|j&HG9 zbKyTVDq<2d2E!tMAL=OUhFea(RB^T*_?Hi$0aewDql?4%1H#hJCSY|wsudF=mQ*?} zFa*Vbls5kYE*^K=I$)p2-0wr5I{Z5?oKoeJ)wFgBEn|5w&@dBFj>v4=ogW8|AH&=s z(!S0gfEr=@6#rPJT|vC3c^@sHtqEgov`y(u-a*)g0>$?I(_ANRZ4s(G+a^!FPN1H< z(`I1AJz~?uwb!Dwm8TUlHIK!YN74zUbTJDXTwb72Og{98xF*&W5ohI=g<VdBiH;3$ zRxuq+K_1Guqn{CQp)2|ldKM<zL)Tupd?jy7x!xWLdRy5RLuQ!G@y(Ri6v0Ey-t8vq z((sPqUW#vMQz%;t+18fhRMYY7{^0_Xwer^lmZhy(VIHrz+Hy5iJ)6kR!RjHITP0P) zy^rd5kKg<89-SJ8k@d0uX0ZNj<Y@{ZbiFX}Z_jbdr=K;S`km!r_HGs`XA>^5RVqOt z#t}c=zKa!`x`x;4wW^xGrr7@sIWW3c(x;+f+}!D7%|B|1`6q272Af^Pe4ShSPB?fO zt=?r*J}q8;py((|uCB-rHJ_{x?TBT{szn&!0f~bg0Dk9d_C$1|#}9#eJJc)ba>k9M zW+c{WbSNe)DS6d|I5hukw+|oUh{hICSek6v{bgmhk}5_OsVnbj6Yhs^(84{ZN8sop zfCCzao;Gb9PtG!<Bxm;=?-!Wj(@oVgq@9|iVc>%K(R=l&`}l9*!GCa*|Ifk`M)v<N zctBq#N9WsAZF?Bhdz(wI4+ICWwg;jAUkb4O2SonAg%H@87&!j3aE>OpI*M9nuFE>E zbs3D6v*@h;Z8w=J^GnT|i05q`iiMO$OZIjNT{kuLFeo76RW}<F3u*ljmKKr}GlSV( z{BL_>{)pFMp4ac>12s33+3fqrr|)i+e_b5`2vETDf=MOtSN7Lv3~uwrw9v&RiggcX z-sRwPhz<ZaL@cU(3vQdQU`;P5-j+yPXOu`K?#`lEv1gQs52RrHR*c^*eF->t=hNvg z_Dbg@|6>S)4j5u8E(G9w#+mFB;Rn)eI3K8?Kw2+c<{{SJRm<4&G~W^xv*XuUy%E_A zEJQTS%flT^GcKR&RdB+|t3``zkqtUm`x{7b*qi%0=X>V{EuKxMb<_2Ozx_`|+VvcO zpOzV$9GRZmCV<;!vn{rD$sgPPKP`CufD3)`21Pcjo}M9Vq2M5&YY%=w+uqyRf?L`) zB|kN`{VfH#wk^<Ct5wZ8_<Q)4olBF$(|kkIu1n-vn+R-dTC;O=eY2y{kSU(ga1bvT zhcmU1n1`D^<i^qOPDLlR>OHPY3nEUv+C3+e^96_nEjNJuEj6|UvbsHgihfNu;L%h6 zRpod``hpjF`ePmOGX!8r&k&3u2}2Z$Ocb6lL~h8;5Q-rdO-71<93e4eYzW1Wk}m2k z>n$)vY>L<z!4Zthkd`hsMTUj|9WgwFWJpmTtu9+dtcq9}!7`*dkgG0cO~8tn6+tt^ zI*?#bm<_2m5Mxiq4M{hUb@#^`l5Zdnf&eIjfG{0`q*xdOQ9u}JGlHBjG@N7x$`|>I z)}820XpAfIx1Q{3nzor>0JNB(8+frmo?X^m^Q|bPk8tUrL7Y01XoKS4)la~c==lhD za+X?&=J(9KIH_34<20JKs6*MAW3Aap?X*U%npDGQ(MFrC*4EFp_JW~ItmhfzlK4_= zNxWjnG+!oqnk8#Bu_M=6?$8V_FXs|<(M#M8)<&qdP>zvRS|qQ>r{UvkKJ5y7=M|CM z6n#ChCDT{Bx6fDZ6CEA`d(A<Aq_0%q5KIN$lf#{`qTW)%pR{Ry$Oaa@iT#;bB$3K+ z!OEEW#Rf6LF;V4QK{{CxFKNm!Z6%M0txb5d((5y^);U}`Qu=5_->6+Ssbs$4bKZ;) zWO($BJVCS|h045_g&yH8v7>{^9zDoLz7#}icnoM8LBl~Z!=MxLn2*!EuBInen^uoW zv0nR4XncH+<)}ixeM+mI4mF>~7}@%+3>>xw`;m=l@x)H!NUf{8tD&xqo2%WlGPJsy zy|~sCF2@mfwj&8US&uU9Lu2LzO1C$r)Hsh1x@WG-?=^ssf4#j}nH^VOa_0D_?|?2= zoP2t$T^BAZ+X_C<yd$Wz1W*_6i8(q8o3?EzB6!Q&Hbb~}Y%LeizSne!H7b%(X`%5P zM?+UR5lR#UkUBf{pW6Asu+gx{*rA>Pes*XZKjMjjlH9D&c)q?Nc_>gA?O7{$U8FD^ zL_`q>)_@<Dzol37Fr)A+`z_ns#}zJIlu2PWfzYHvHlzRO^3hSfG8MLqEfcn^-#BKC z>+FfCGi|8{4UHy&JN*S0%{0hNB#q8jiVwpH`xT@b*L!kkwV4sVr8)XZe%v$=L9Zq* z9ZIAdpXV!Lcza%FJW)oe4q;C~oTg^J6d$0hGri-d%JqS>1!gy4N{i2ippR!rOZl9I zno^8PV&Xt#@hqeY)lJ%zeKmLnBi<|NIqO8kE&c`0#h*&J2T2&#D`1!jr&U-K&^crX z*o08;K~i*qwB@-xp^EDt(a~z-jV6fm_XS5{tsE<&(=wzN_zu?TvBiws4Lq*l1A(;^ z<O0g#NE%Hbh8I8Enms{b<f;<dk;-T?$E7mIVuy;IF*=I!&~N~B?3L;d8#I|@!x6nM zaOvNUTdA@}<%@!rRMEk4+`Di}=pj}*3b$pgLRqf;Wl1a=;@*HzMj~=*YMRbO!;A_E z35lZT2zuMGH&`bX0J=Y7{bl(82*}77ZOR52$;Gj8azPrFu5k~#YY13&glYn{MK^tR zvn9gFNjZSeS6mqjgKg2TjDNPdGH_gyq;wa|kv*_(wDsUCaMFxF=<o04S9;E;k37Sq z;r~q@72Fow*-t^(P4@(5^TYXI86-DHpr@d7?teJYC4~Y7jE&95(x4`dn+5;;HPN8I zJRT(4H3!rb`~i8Kq!O^T6&VgenS64VL9+^xR&V{h9@_?5vS>vx(a$k{y=x`PyB_iR zMV0Y&Ze{Xw1M+*dVZOP1xY8pE>x@^WxlvS_Bv0BqvZA#Qt204~Ofc?$QpZdltpvo2 zH|K(dPCs@ZlywHd6}fcF6$%V9y5BQo6@^Y|m*!ncsUy#&_CIF~0U99*jByfnxxt2u z)4zk_hLr1zT?3UFIh=E3KISk?Ah8=rVI->XP_#q2>Iz!nLv%!zH<M81{+B3*;)sfI z-OE0cqrqkXpBY@bWy_iBA#klQ$w_tWTkkAy;BMmK&>vfC#xga;GolaVHp)sDN+>0) zRz$1euZGqm0B8sDx(hL{IU}ivs(5mXk92UWho-2aqN)md2OHI^!<1$2iqYUl#2*DC z*d#;Lj<IldfQgBLqKu%PmX?)T0={t$IN54bpFFv237V5!AwJ#Xft=7+L4um82|@}8 z^a|fCTu&E5b2%>rsTqUG3^)7X9O#NrbPkbUU{1nSOok>}b+-lrG^kdKH3efkD`bnl zo?1aSd`c&Eifiy%HI>aAWIHLIab66Wv*)yMv}ruOSzDIjcsSviIYx)P2w%TtN1XDj zz-g%0Ftb~~mD`{50Y8W&&4V8~g#LP6#o7=hZpoUcE-aX0&6SVE`pF@ViwPe0p!3IC zzUV=jNT-%Zs~J9B(sdcf%rdJGSGvlVOIc(=m4@jJ%4NlQH@Ni9^VK7q6>}b<XolRn zUc^(P4kHc@u6eK#bL&$_g~C^uckxr&G^UJRom=9B3nyAg;x;ltI9gPtYS^0B3I&{? zyzKc3JSfGRey#Q3CI6mEz!gm37&m$Di`EjUc^s0`qYw(_2?zWzBZijiLP(=GsIEO$ zblETnF14%9FVstak^%VL?c;SnTv+upzAjuR*i*{B3j<cF(`swHYi1z2lB2UEg=RZC zuyl|lEa9OpelxOE>caSQE0bSXLU|=|J9T#npL0W+57W=`Dt`7fI(CVZ*#_{V?L+_2 zbyDRgX$7X_vs?3x3+dbY6rLWwJF&`jyK4Y>@1|8)%Z=O>ZSItoMW@@<;agjNfiht# zquY0*xc&4tyQarIj!mQ$vv49D*mu$c8ogkrbN*~QFo~upn8x<3q?jFO#D7I^hyjtF zy9?r^eoOA4i%@;)zy<BA+kEaLiM``nmv-`-aE4{qY7z`kbCXe05m_Ar1qI_A7E6;Y zs*ojf$eL6tO*7vB`);k5EJ8(!Z)X@>+MEww&<C%ByX&2PEgTG^-17$Bwy}6x?(_GC zjG<(HdB-1C`p~GX%1CC1xY?6<s@x>ugZEu(<r5+u>6QmbTF}DKQr!#28L?=8gaza1 z5h*W#RMuD!`PLKzWUTOg9Qco=#W`uYTdl_H@sZ0n0O{Y)ouO3;a7^v7BxvH52v>an ziR~(i=<K3})%r6oV%GiGvBa<Yz5ebF?(}5v1C)gNerI!EcM%m`2TXG(ri(l8A>5{U zf8Nf=<46Aq`XJh^kGrV4up~W#aiNJ)F0;56N%>O?I)?gnhKWVs{AXel4MMsai3(Hs zR;oCsh2(Mx>g5D~$@D4^$o;GVbVg<H0TV0FaWqzizy9&1uCOs-5en42!lDC1Th7(A zG@wV9mvO&+I4rg?Q~HnF%{AB-a&3e|kZqxD;5H^#s`y-uIVGmEs+Z1|JW5LX)Kr_c zPqFvX8xx8o-K08rGfL!>YP|##Rp7Uz8$%Kv)SRv=WAFJENQ(%zOd2qYg-FRKj?uF% zo)O*(^TLfuC;s$$^)>h8)`pp}0w#yxMLYzj8N})oqLMX5V-+RZmVykVw({82(!S)@ zkOJdK$Pv}aglXgQr~MzQNpa4MZmy6KH1sJ5br^OPHo)OAEM~v%+;H#|V88zG%e*h6 zVT|q^xzVFWWLLqY2ax8^&05E1t_=&>+q9mf$fig2W3kra65YnC$XscK%YR=}PSOa~ zvD7SMNWH<|(_-XB6Bua|u_-CSD_voCN!?t5P*RuKInIlx&fXu*Y?<0H2iMll#O>rZ z*hZ&O;8d+&9h?hJd(@+<<p1u*Zk5GwG!!5y*Jy#JG4;pFCk=fR2WM2Aqo`}j!vJAn zrHD)|PNvnaiY<euHE>;CC_-aiFkwoEak9iyB$_xpy=1q2RTVxd`kxvIB9*;Fz=1hL z6admr3BNTo2`c578J9;jTtzQTY)=8R6DNz{YH~?ko!a2Ay8k2?eY!2*E(b6je2xLh z8g8Dyc_44B>uSe6oVZ<CK>abx#2rpaaMApBkvB!6;yLAK8?j+s@@VKWG1j6zQ1?a| z{y9wSwHL3d{7yAH>Ff!b(0us@B!|Zx_Q=y7IE2s3?%p+kzp%$_*D0-WSmu7Kf)C|d zqSh4J2_xO*lt(z!>59x~un7@EsTA#vEH}ef8VZCTr&{;}?Sxz}5B6GbPVv6EoP<ty zcC7}C^Ei){fZ7qKnvHg*P=KIPfSS12W{)~+_2V7Z<%0(`|D9V(;Mnny6XN`lmA_T> z<E-nmdTw)(mc-_AyQDTz8br`&%jU6-W!rK-k|yc2e{Ulg$hPwO^VXHYNH}KIBA&3( z=O~!S8DcX{sXdYWSZDc0pbMT;)}mUnGp^XZ;@B%mDLDDv^`^>M$80`2b0A5C-{n~j zNC@p^{D;Nffb>$-xE@5~%QJ6dti5?Hvr)1Tg+s=llWnCn)*H@<XMKg{C_Tn%1+b#m z8<6|DUlBOY^p?C9njB8Q+(WT8-G&<UR9ol%Zn>Fi_dI|U*wSrbOR|9hU3ag23iHZ% z>^A}0VsYqrJb@35MTw8-H3msm^dP|$x5g}UTVINkSXwg?2g)gsUsuw>7E}jM0|x;C z6R+vVxUc+nM$a3DJS+7FEl+-YO}98`%Hgi`z4Ij0^a3ueUu#kaDz3dgT@YH>(#A0} zR<_-fl?qs!eW93UUOn?)E;BWZK6k1G3quv1M)6GI@WMWWLxhC)-;ioyZE}faUruEZ z&ZT{!vMy4(Tm+rl)h5!!*tME)`du>T!V1dfipW`f#5}(J{jE2*wUCSGC6XIcY!*!7 zsC|n*Zqv+ktj(Dw*LW_2o7wyk;?ht`o)JN_5torp=YpDVxdT;l+bCq-iz!F~>(Yw^ zjZ4;yHot_WW4TG%BcZo{hC=g}S`iPF3SaO8tpjq#EV+N+0x!mh(ZHK>hkdsw5&~)u z3t)2Z0c}%^3APyLy6nVoFU(uU`Q7sak1v>s6MxqQP_i;J<A={&Fh5Z6+_gF)nXA=? z@gLfMtnl)%djcmscNBM9-W5#U)26;^W$-WLC-42n%v-Oog3>uW!AESP4jTYo+!8+k zUq7SlQolC0O5uDsJAds^`?OIule!bLRL9kZUY5?whHzcJ_G|Z3`CDAjB6jWH3$H+$ zNdx<td@6@LhAsbz>?)SZh|X3D{fydx7+ExmWD}f-wDO)KCzr|=GqlrnhaAJkpxpOZ z%xk^y*CQ%EUPW$$G-!YErxl-Xm06RLJILIm=rHz?nP=K2&9|S*ju0<?!aY5rPfJ=! z#{9=?M{BoH&i5d)aRqZs7u!bT2IGg@M@kn<`of0lfm>=eY-_hMAzn<CQPTw<iWPhz zYoOz}c7>4ezCQ@?U8j)8m23Br0piRRwDv*uSR3&0c!lx9z$GvG_ak*Unx}rS=)!<f z8;Bcx6jN<kl9VhwCY6gau&ljoO#jLek0HkGWpxd^1LB2{8JgiOh#l6O^J+$m=0lDF z!c3*?32wPfq$8&PARZT5GrwJO!O!`7urI>gG7_=1#H`-78IdyVAQ>|q!QMoA!Hfd& z>XG!u@Z&11>g7FVn^}eq0dGjP0)n5j{>DTfwj_QBSl{Wo*TmZTk50Y>exrg*x-xma zisMeMJBqbU#Ml-|Xm_6z&L#r&qB<&hW_ph~Nc!+h=8#V2v!YOIumXP2_ZZ(}s{1C} z9Pi6vvcbKj|2Y8Mn!fU#14Fd&nXPej?l;!?#M)Wy7PZn<@@rDJcN~8#;5+C6=zaHU ze6@&|;b#(G0!8HOG6sLy0($37bqinvD{Jbe@gx^T*6)=u9UH!sHZKmiw25TU>}`*J zxRu}Doz@TS?L%YAZjl%iV0y<hs4bmrt*_3-2O1X)6ZQ+)bY@KY7Y*F-`!i@>N_O*c zoXkOMI~)^0PzquhX@MfB$SPI=r-Exxlau8y(goA)V7#_@X5SyRDCmq%CgCjK*$uFV zH?{#@Em&l3+zP#3U|R-0HXf>pn^QA4emF|gw<K8y=oUUWK=A~_bK?mV1#si~@^e5< zN+Xi?Ge1Hex!VqTPRwRpcBx5x;8lQ{L_5sn7$R5`Tu~_g@;;~J4&+*NPwkd#>@vDS zzzSE9+{7)CkotUPC7c5&CLd-^+$GiO#$yBQZ<J?g6M5IMnic~a`UqAtVea!lVyDye zYLXm~IIih^K%yZ}CnZldQW?;_H9niLj@0#N2qDFST((&6H3k-w|BH4FXAUB#kDg_@ z$XMAo*0seThiO@Qg}OV0Yw&q5vlso(F=`jaUh%@oousjUb)JKsOt8rCI;wt{r71_0 zW9%i2%pdAcZUJwSJy;a@fvH4rTAbj7wfI(^nu_A0{nlR71h)@k4|LeR&0x~kq+kt9 zZBkcQzLMgCO;s7=%KHF1Ov@D?&g&3QF05#(8rG{arh3<2QQe+bpcYcz7=Q&tc*Ha0 z*1#H#-`ML&PVGMin(E?^%a=mW-E<|r^WOc*s2+Be9501O<N5RjS*}}|0tj2cr=;V? zF(+PVgb6enaK)^3?LxZZqqb`v^6p<erkoio!*~E%dlL$=^@*~vG4VR{8s{m;jey&r zqje7YMuerrv5)oT4M%>GsTy+Ha;w668>^eY+-MU_<j9<+{9>C-@I5W{g^`*-e#ylG zK2<QJ#O3|m?PkXGjTHA|ix{jgsz<{zELKsTd{mtdH(=k;XuHEg06!N+SH)j^M`qh9 zOoX~Nm+HHxW>|#dU!-R$lQ$3kJ<#XFb0zbz@?zXra$|1vY*4mp4eApz@l){cIPjqA z;SIwj^qcv>8&#C*Q`~}RP~73I26?Z2_oeUCJ`<@#ZFq^6yOd&FaUrn`050@{AfFWJ zZ(dqlnZ=<!=ALgp9cUHJ{N-?Q(1pN~g|HzbSC&k|_cWVnq|B4fGr_#IDA`?a%OXur zh4D)H$BAiCwsI6;Ya_&(si&S_%s$6&?bv6~z_}OkU`JTwt4tj9&EX<ioBtRs&78E5 z?lovC?;LEgW^Y$Hb9NUDo!9|Yx(>uQ6EBg)xDqKhsU!j#J3CKZF;0KqW+i!=;Ho%l zy2@%ArxeKqNsytF2sOGww&0SU&atX_art#5ry2H4I?nFn1#s<n#Bkjo0Wt)%hMuV! zYB<8P;Y0C?OAA$vi8xMLiD<Fi)jCbtP1I}V>83bjR#Vw_#Bdcy-z@`31!mn=Y><98 zNbMV-Muve(2zdnxnyQ?gLg!&x9JSg;nE3JqCse^zCVC_4i)%1ZT8mB=u(@?irSI8Y z=zxyMmnrUViLaMQEh<EnltG#_%V?+@oHsh<bOs0<f7N!=PX#aNZ+@OFdz7cW2#*N0 z{>_<!(bdWvB2cXAS1~yvqV=?VkAku-CYm3x>4OC547*ry=rM!QY^LDz_j3lnzHM~S zIDh2MWQ}paDN5R3UvtG^G`FdeYBNckvG<(5rEa-*Y(hPmPZj!zDpJHe#d=oaenFwp z+w9hG;3mX*IXhQzDXbE`F!`IHo$qL(SdVVUtl2xS_mr)JFsb_m+AuU`ye1UM;_puL z<mp_qMH?_}w{8Gc-)v;yOj18`rjr^I!1t;JKSZA=#oj;n8Ij4I!?0Pqu{*OSA0%#= z{<Ibj>lMn4B@dGy9Hs#LKGAV0I8sZ8Hc>MP<YgtMlmMUoZFMbF-XV%N1HbVeqk|W^ zln&%1ns5(ijAr%GJh8_nMm#A;L=w}du%lw8V5<d-(TAEWpp2qX;MX9Z{#$|`eGacZ z#T2P#&)4|tvKc)Pas}_?mMP)LFhwH`sObYrZ8#UsZO2Wq8coPZ^g)P2k~z0vf4NHw zj*Vzjyi@2^)_J6Sr|B4*m-Q+5)&@X;jHN#SJXLIESf|c2J?ol2peU(W>eVJ0-N_SE z*{SLAZ20MXM%f??ET!;QZx$QW{0Vui*IIlBy^**zZ3jah$W|@8$1$mgXa6X?zfpDS zfmK*JBNA36thLYFerzdQX_PrPJ~m3J8fs(Y!{$X1tdeFq;!g!JsX|V1>|c}fI)Hx% zXN?{`%xlJN@3ez!Kc-v@>$>rp$SNq>XV}}2HTI`7A`(I6Xq;a2v_}nJXY9%EPv!W> z-R-PjSX_B)Hc!JLSEg}qvCaK_YJ@~oesVwbu$^wyoI1!1o}UEKeVf)ARMbf{X7368 z66%sETdG*97imSlCM0bNUM=4=_s-)xb85%a@W{DU8ekWiSClbh8B_s>qV)QGv6kh* zOcq=dJYgx1x6KEC7Z-)YDf|$2FR{b#zFzcJAQ$GmW#9ALDWI?#(yLHv`YuXBTrQyl z;2i4U)HZX6=t`fDjrS(^DX+Pp7cUkwwe8`SjgoD!xFtN^gW7hsoa|OtpKatpp8~&& zz^iyg{r3%Q8P4p%{t*m2S`2r4>w`BchL~cb$1puPdipNOu^%Z&!WXEE`lNAEewj&Q z-EgmrNJ?!KXL!G1W2)FPi9msKp<+!Ua91%4OznOXp$DyWfb%kiIf%E>B}1MXiqgq) zT4cT!ZB(JwZY1G?QVNH304obyipZa>?yZl=idvR#51d)3!;!mF2L?gf6l`-|x+Oi_ z32A0K`P!8*(K$%U5J51oeHiP23Xun#M~h?Fx_CZV=;T6v^q7@6yF$9+F&`&&W&|Py z=}cCRuyKj;sRORw*}0ghg+QL^FAF=Tw~Oa36zd8m4fGz^0@kjS*2=Tf$`_*z-1n4@ zHLk!^D&%QOI6IdS<aYH0PLY&U$y;{V$xUT#ebxDiuFOo&3J_1@#!xzjO-^vR17pHw z*_@hxwnj#~CB&U(jpkBTQRD)Dqh<{po6kAA!WY|=pFFHK{5r>k`mk<l&Xo6atH45Q zNxO1DO1YEr>r7(nOk_GsihnFAm^QlHayAgo<^KI`9B9$Q8A2XH6b;K8${mG(XpfFC z@{wO(o7c*DwUN_?O2?kPPvH{m?W^L-)RHIAb`zh?T?(5o+}YJn`z6gIe&L3SE)iV< z%@$psz9KHQ_TA#C3$7BYriZa-VFQDu*&D2Jf=Zi4h~^D5C(Ox-lly}ynilxw)leo3 zF(+4R&6n~T9(GDPMmvCy)WWDoqu}YgoYkbM=y44+3MNCM^9uL%<BoOKBhh*ykQ(w? zqNm3uXjT9zgV5sSA_iK_8~ncSs4<?yfG?n_)*65+TB@(Q%^oF`(YN|d$D}eGkBu1* zN{#<y`q|tY@+wX@*mvIu3Zc|wlCosP!r&EvCDwTv%FJadTx-1>mz}R6GzRzweDVFo z>%=kdi2IBlRf01I7HuGOg5V+&UH0Y95ez1JS)JGUR6$-3R?y?MOvVE5)Q+QkQFopX zNz7Eq+2vD~`UyM{SMzFxPS0kF6_`xzE{rHUAz-#y;~i(T&9}E128yS4@TG^#6-Vs! z7?mCeCI}P_$`lmN9z4_^_!$m$5S|Yn>|H7dU5ZVrSoD67LOODAAt8uW6eNT3a%o~m zVWCn+-#D4vaC+w4E)_8O9$VD&ArC~E-n!W-b7SjwHWaH0W3Yl$Q*tewB*8X=sW3Oh zqNFuZ<Vtq2dD+4kkasNgFmeY8*D9I{JQsZg^%!ccuBaq;&&(OI5~n3XZbPQl3{6jr z5Lh?)Fg>d-!mGrsiFO{o(7x-OG`kTR2I$Ni8P6Gc+=tMft`lt|8hejCs{`;1qrG(R z9&}nh9M2;%o|Y}ftl9)xK%%0xFHZW}YFK^|#wKR_NlZ^7Yg0_nOYLW!(nLy&I2=vk z)0)6$G{+3zs-I)D%LM!#renSC$}QIaR(6kD?WV`9Y$A+huX;&XW6?vYmkj-e_kMm; zgiC++^?Z(8b~=B*AVQh<Wycb|-S7H(<ah)79aIv@P28;kXjVbghyhHfrNfIDBD&+l zy<I!c7YZgIAa>-+5T1)i2;3K=xu<$rRcStXrMH8ND;xX@#j6$jF?Q(0iG3aXUf*$D z?hA(dG)UmX3%e(cq9mmr-Lf?{nau_))6T@@u`iUn5->x!Z2JO#Rg~iV+Sqcp^6)OF z4i@6XeBAY*i5yf&f`b<quF3|C``iq6x>V`#nX@S>W#G!*=;Z~M205Lq{K4*j@@1QN zMto{fTVxSL%2h1I{fe=cKjbE2Mshqt`hH92$U=Sy5(kKFkjINMJYN#{e+hYx2tzcB zRO;G!XXHnoMgv)Ze}oPry4u%~8fk`<U;pmj{-Vj(WT4U)B+AGO4};GqV9tX&ItBdz zut3E_u|T!sl1n-|-Its%qSNK_elHwkvC-*tjAzZJ0o%p<wC!O7XWG#7o#_!#?CS0# z;vv(e0q^KqLa4M;IJ<nXq0a<ey<`YGN;X(uP;Xg?WDMqR3`9EmuRMRv@)`4f?qCCI zZumAZx#>Bw8s{B;-a?_AnwFFR#;8^X$YU4f`y`&w>VO?=h@zg*!JgfE$8l!J{rr1! zSS|Zi^Vd&>^_HRjI|@$fcXvT6qxWYm$EXA5Mhanw_z@jTOhXEGYYXV8R*orLfGnyR zP=|AXHb*9h){WJ?=>&GMS#!IcRwp{9gV`oi_OFzT)cL}5FMwKi{>XphHvES||Nl&$ zVEX?lFW0_$e;#jreqDS1t*EhqQRo>FfR6y=B%pEsTao{ecm8h)6s&Cj!+JnRQ9)cu z0i$R1dPnENmh<{VsAGFTc$`_Q6`VmZ+c1@UWwK1yxs`*Q?Ig2fiQ}v!$E3JjCb@(l zHB0#{>WCCNm>#D9DbVgxW-csu#^Lq<q3j)^MG3ZT!EM{NZQHhO+s4_pZQHhO+cwWO z>b%~4Rrl8zzn86*(a6ZPBBr!<w0Tv+oc(%#`Oo<GUWdRTS~39uP}sOScU*gf;*J9Q z**ifFzGTOIyHq=@21MI2n80iZ>Jbg-z@4dlv~1U(pm6yyQVK3yGZGZ{kf0-B;F~}+ zWe`9nQ;74Q&zYUY#5f5{MJWBvXOXY~9@h^)x^l&T6<0KIaR*te=5JcNK4nWUrG5${ zsFh6|{aqaK23CySUDh0YOj-3Usp{N0K6Tx+)3T_qXwH88KIF0IC~3CoQ}>i7u7KwQ zu}}d~s>zl)nWzXy1wcJ~R3MPs=>d@-n^P4?<qnm)sZ*37EptbFEo3j3&ObzXjTD!# z<9G5*N@|BtEVcU(ns@R`YKbx1Xx8k6xx7O*L#Mi0UA4U8tTv97%0?C`@voGaI@*(2 z^u)Mr2$0}J31XZoAYkCZL(c&jrNDgr`rsE)li@$cfDN_CcM{&U;AbS@2^NbGlhq2? z@S%N)g^T>W282Sp7Y;Drv1wU>iwfpZdg4jM$MQl9gMWzZEQZ-^%nwRDY%5v)?EhLd zXZZbDlxJOtS;=|pS{@70eM2pDYk*RXxB+}{6QDu#q+naJz*lYZ3CehdgYoJKLROaW zb_i%zMwVhbXT6No8y{SJXG}&@pZ5`jx*1!S8A6-On&IhNiDxunV`m=yW9fKuPs>f- zLljhdv8$;`Aw4sAkv5>|1vfRqITww*c<4F_$qOGOr&YF22cKsog}RoljDs>Y2bWEu z^xC*5=Ex9DW1JL^G;x+GdWx|)<^7F3MDYF4qd_xk;SY2&M=SE*zW)DEApf7Y7~}to zpVSYBV*o?OPyqmdp$2gD-^%_6?dkt^Q!%ozu>L12Nms>E0ofd57hxTsw7D_ZO=Cyb zTjN5Yzo^C|AUvF4e%66vl@hFx<X}B!gFq4?6Nt!!INzu~1cZUYfHKg-LFM;(K6cDQ zj;2MVSw*`H*Vg)bwU)m#P|^J3cJ}q=X{PD3_pWKKn`nFwA1OkluGrjU9wnz%9|yZ9 zl}`0zR;k@{+ea<Z5o7p(DE9scExd!lze;7ej~-QC>O0TwpwGYXa}ARL|Bpy%n(x(5 z$FGDwIv!BzKP?~wwJ&tyn;;Pd1XSQ4AxbAaFJeTVsievxs7YmF@iSJBV+0SIn<i2X z>m>_SORfeIb{ETJ+bE*-iAZK)eQ>RT6ie_QB_vBHB4Ig`MbyEHPz@1f5x@$yWHdw< z!~|J8vPn#(F$5}H-C9$k6OmS}Aq3Rs+F%4XTumt|3?<2AWho``^A(bW#H1A2>M}~+ zgjz}x%21NRBFI04l0r3W*6PE<=ToXqT4j-xNE|XU7c>zO4?XBTKS9&i=g-T<$J5m& z9sfN4A}w$WNd7{}QWF2>RnilX4D+1hQh;qjm<qhd11*MwrUXO$Q{;QS3#-oiDhBG; z>lbkd@|^S`k%V49R=)-~%Aczzg{L;bPw6DDNT{;1t{4drcBDFI>AyW-!$M+}JxGl8 z2PUaSe-~DKAGY5PkwwdI&&*B4L<&q_&6e?C@if)B!w9chc#C0&%>$m{q0g4_#$##- zKghvYRxDGjYq4~d+dCYO`62B72}|eI2@z+x1`X0<GzYRav5Tx>v(|J4ZuL+%;*98R zyCl>A2+xA=*~{K-ErqSKuw#NN9IKHdhf|0cS}bE)_EBnrwze_Aww4X#9eIDLp}?O7 zzen`J>O+L!h5#RMzug@&@4|W5ehmidN<*!!M<~v0g1kx9lueJ^g6z87glcfD4{SuK z_@KpYkAe?_PeE%*ptwWF9GP+`j>z+-e|)Gon9bFLnJ9j}X6;(2sxO-33Vxy<P{L$t z?;zmgWIa1PetvI4@5P>&8WPfgckoW+EzsBZbvPMVsrMYGoMj}zW@s*FFo<_y{X@Vh zn;At}Jy-nQjZ)H_hxM1^QQ19bz)D2g&{(smb6t^M;v%&i=I=;lk&vl!{df2ZtHMU% z;D8jQ)8%Oz@lfpQBu#V~DK|~%M<Rr3T?ud(pEUE#q8(f;jO%S4sVWa~%csP*8v0N7 ztbUJn57k{Wx}!6AsEKg%N<al5=x+`;QkrTxI|D{z!I;uosR(GvxmZfR3U{oI+k;(8 zfO#^q18{g?!v7?Jhf!1kst0kr-IfeAIA+nIAF-MyV#fI91W2@hYkuJD;d)s!%|h?y z$h?wyWOW-VBRGvsyZ#V5FWI=Vj@U7>tE?H0v#1Q@V(^dM);S*LamB<|whA1}pI_I1 zM{^&Zy=ix=)RWoFLrHqkx^*8_3_b$|3asyvqma3T688zG5S$@xFHBv2ID{qa2#OK- zXDDwli9@Ox-LZGfM}^Vj552GKvupMmEjiKP9%lz7Y|Ymkb-eR|<G%#Zz(YKT%gO8H zz1b9+3r#B$=(!2HHhvJOImmR`xA?Yvvo4nMc@Y`eJRgUM<4%>M*?2z<aFxxChdB^r zF)}G@xAdT0QBOBfD)12)jx;7WBvXQc|7->f{pH6{7xhs|&nn(p-L4sI{d<eo+6?Zd zMWZX#9ANs)L7#+Com|z`QqzXI<#)YR$xH#!`!l7RcQsHh4zl|K<fAlg3sg7RsZl0m zX-HL%Bds?B=K{>V8WQA$K<Y^ch3^V`+xm=xrh&nmib9|9KEroH=7HRO4&`|?dVJ1H zV`A3pT<%i95MO}WdoUf6X}j%&tzl=~I-pVS&qfPtRN~Atu*-QAmRZwl;mC5AB2{<Y zp!Et_-n6nw<r{GY=S}ko?<ZYz@LxIr$A9or|Idx(|KpmmZ=hgeV1Qs~;Nk!P0ND!2 z|KCdg$5{A(+g#Y0*#1{@iSYs#Kv8e|t*&n>51(w0<UWOaAz59wCPE_;S*DN@0TsM3 zHPqCYTto*kyXbkXB%*S&8E6zqsuq)#ArWQFES2m%&XJ_^yz_S#B&7G-`=y<tb3RLT zzT-S|_dA0jnp{r)*HenvIXK3FPwc02T1JMbm-l21Ep+H*5cCda5&|d!ks()wgCocW zNtA0kAn4iI7qYTmxD3DXANgAj)hVQkF(vuJXmDWBPLsy<m21=G8Cj;8@}x3g3q+O~ ztVmd6GX=f{3=<+O&ZAOnUM6;UuU|YtsC<(VpUmcRx(s4?D1;7<PHLKS+1+oyGD7D{ zR;$dlx4LfrCRGXjbNJr@dez*TYjsPv?NO{H`X{Tbn*^@e;qBh};;lK!U5&-N(+mss zpb)C=L3y0dk6$y>=Jxsw)~Gs$;<tXRxxasPfPPpv$Hi)&6E>`QeyR8K-cl2{*7nR_ z^a`5Oi|a>#ztU`~t`X+psqRUc%r|vDr4a5hn?lud=8?>c=lt=_5jw>fooU=@UT|Cm z>telPv(shQ#;k3ANv5uT^`zMG`4Tq!y({wd`?o#_ho`dfDAKV%6tRt^WQs`@70WDE zTz{$lV*TY}4a$_9DKt}dE@v<IT=ua7Y>C$rp)E~SkghOYcCrF(N%TtciqaC@P^hY4 zUDldR^~%zc-%xy6=3WMy4BV8kEo4)^Q_?Q4NhWTI*_7i{yi?>Z&snCkVm}e;Q1Yf= zpUl}5_f*JDW<L>rSMp2dM->275>#O*$xl|nC@CDQfIu!3ecTkYWj<d@jx7AqW>H09 z9kvNK8#hK~PJ&T}R`y;ZS<)Y|9#%XoYR1eVK$O%W$;;Ht=*Zf^>h!Q!s%IRE3@wA} zGqAJDwff;FCX2bpEoj29Phd^N#^h+UJ-#b~i`nJ+$UMnPy@_Ubc8&I!eqp>><WvfI z9$t4J1B>D1v|DT+bkx_BtcHtg!}3>a)lwVRYOLB|LL;*vd+u%gOo`KfN9A-hs$KMI z_<M$&CP$O|24F+uvD4==D3VeR$o378B@<k1W~u1pXM;8=0d=xMgGZ<m8Al>w{k_po zu}d5{MC?^HydcHL8WANe6&aTRy8L8%j^5dwYHz3bpr<p_H(VcHn?duU^zZ}N;=}n0 zt*bW2{ttiZCLd9I4!ciSCz3oX57OqEa`p;eWIhnGjB3^#sM<MfVnRZEleV+{gp%K2 zPSM9zKvmUVOkXP%?a;C{<yu5TfAG96L;qTH^3a9C>o5+Dj%fPs|4D1D%}!+w*F4ep zWxIjc(wJ$BNA*vkdaw6I45y5Ib~-@T1b-D4=kB!(s>sL=F(AiDIvmNfW<v6io%HDT z2yr*5St>|;U^oJsuD4fR)4Qj`wkKR40=BH^WTB#?<dh6L1{_dau<<d{GlWq`DXM%l z3_4a!kdiBbgNcb3O%X{!Gch+k%O5@cSTtheXD4h8kD{!E;T~pVNljgGNFkM7Ibnhh zf14Ls2kl*KT<=z)RZ8yhWoXAJuTl%)6y-#1l<BpkA1qo8U%G0+|Cj9Z7S!9@Z7-C+ zO2>;~cnR#N=R#FysLF_VdH<)F2o}6>CVi78c4e5P!sPS4-xxy7mq-p)t_eDs^u8Ay z{t^5sbCFM`Mw|<OZZgZxOcD0NhfZ5lMQ;!hJAeVV{hX$6B}l7Jc`h4i(4a%5?`gCV z%BAPyID~HFCT3?H<bZ*TD;@s6?nt^LboZQqOG?m1XAa#tUW{1^LI0{_tOxK$$(_Gz zZ2`q0aDnA%V{HYlR|l1k%5}HR6L1hF7_bm?sV+;s%V8K{KNfD7Yaz~Sd^HQg>OO67 z+>>8+`vU3UE~sB`F){frNDZFGwURwc?ZL1n>}`_kc-4>S006oWzYjdL376YA=esjy z7k;jAE3rzQ&d=d&@)C3$NQGT?KRfL?u8kzbr>c$p4maw@OB!j)yRG%HCS=?w0&W&_ zmk44l?p^ENDUpq`84^N%d>_7T+@PSCu4JbH6St0<v%H2Gm|7CopN1G6m(o9dchXGV zY^^o;9`UN4!px5(Ep_-Verh+~<H4$qqWEPqq0}TvMUoJ(#qwRp7b{$8u`T1kG!bC; zM2J8M&tKm;m9%$h@LL$FoyZn$VYCQ=7B4Y((-LfoH0F!4j7+7^S-6xPTXL4T-H4yl zD|yoUeezytVi&0oS*m%3-gV6nvo!_eQP0DQim6(TMeSw(bMlikn=Olfjl!FRb2<%& zPLwok&dNGQo1yx5%%rjX4~1Zhu2d^Z$o(`w*^o?UaqJsg$7wz8O_k*R(T|t-VIHnO zL}1RtZdAj97qZ8m?8g|luN3jl3X~CD%dn2YseaPKwBVZC^FVetaJFc+-1tgF?8O0< zCI^n11bpbdBcv1`18PsHCfecbtnM3kH(VX>ThH0%=f82+IRW!RamI#PUv&bIobu!f zh$!)hb%Mf`KM$*j!TNbe_Z=^)WF2Lyp4Sh2oIM(}$=(YOv*w05=e!k9$V&!99zhZt z_`SINO(g|vge2sy(Gb0+<NansEFM7HHCcYYy9ITj#l}`ubLnQH8(OagQa(LyrY{RB zwIBDRBDx(e8jKr*_Kz;ZCde&h>0)bu7e9PRU!S@2eIT(bEiHsT>$iB8VYcBk3$lk6 z`N|FVWv4pk{@Fq?M|w_??3|!gn66^O=ggrpQKBl7tE9<Bpg!FI0+S56$d$;B7X^73 zDqvc1y#Zl&>=^O&&$ggc`{nNWd?2+$nc=o@eQ3xq|NXrCgT&!DbMQI71%mtG!+P`; z@KGGBo(1GzhAlOF=%z6Z21X$~!4m^MtPY5cXZ~%3xuPte9qHG44HjcEGY&G~IIriA zyPPrXOf1Bvg{U~bP`jlPS1^KH*r*bjE44II``R6ss<W^xc00Yh^-GI&_~6TaRddO1 z|LmV+zqH(UWeMxF7YV92D|~xCnGhRC(%?ak2yT2)o!(9$-ito;lh}I>hms68i5<DH zr-CpTHbI^}3d=hME!zO9Aw-r}F>n~1@cxDAc)l&^#fLS%9x!8<RGIktx;-2sB;`TY z^PYKINGG?IO6NThM~B?n%KfbXzcX?kH26G5+_>X(Hk*ehmiRv_8RD)Mv@(f@P#<m& zE3fvA=$$Cak1(OI7hLN#O*|Fu%fhhl24+xF8nivu{wt+Wz6%bOM~&6q3%ooyS@e1h zHd7b4dEmsStCjWcY;}n}KPG$)G*e^n{vy)*=`K-0S60I~IyVlLPeNxKb9cJC7sIH? zA}uXjogj?bsq3znuIhYmFApcM*qqP~og2Q&BqC6$i)!+PykE(&FULJS@Q)!lUy|r} z$J(4cOU)~3aiVYXT&ro@*31TP%AM^o+fDm<kf>CDKwf3{L+43*&T}*3_j~=hCkGfY zJ%TwjwCB(p!kC@nN}Mwch*$N-eSQn8+vb}Yo3-fRVN<56gt4)!s<2}|{<3z9_MIC7 zEzl3NU=T`v=!h4AH#^m{Z@R}X%;EvylHZ3wK1;9g2X0Sd6nhVO>2hJn=34~)jDeGp z4C^QAY0rw&`a8b@HT!lBw+rBE?wfD3+V%_Nr_vFkl#r&YJ1_l9uL2Xy9l`wA758D@ z%xkM_X)H~)iKJ*11&4Mm4D*s8_B)5yF6QrhN5(t7sf2VDuLosG418GejgO!vLF|4M z@HA8NqvM*N*YgXx;cMCSd*76eI=MUUr9W$IbaJLLm7QE<a1|KrCDpG1R>t^#Moh<W z7rh8p50|=iadXXth^TLZ&r=_?e-@Ojg-=`}oUp9KfD1d~AAw}_sgyd+Dzg-f51|C- zqAK=ZtM@Z7h7;Ji61MN|6pch>q1Z=nFm!%$bx<Pb`nT9dPFM>VjC?VVHvkX(vIfiQ zr`ntA#<qYz7YtWX`gbjU`NJxh=oz`V+P~~BaMH0)ibZC3J*0LtY<Yh)ZNk{UpyR?0 z(&E_HRGbRBE9IN&g_N|7!-F{vvDS6`ezCe;Y4<Ztmr@+Q(Ri!Z!1Xuk{9mD%Bas?G zsV!wardm19Sn_tlF~v|tJk_tw%xiR8EaWrnB{{~z%iGI?=K(U@8;I!97&8^w=)Sfb z8$<eRgBcl4+iL3&jg5EE9B+HTl97+pzQMX;<)ROkkU3qE^l_#blMW9fmnuCq&Ac4V z_@rhy3a<_D_kN1Qj8AK<<SZg>L{vjsGDNkS@~^RE`LxxP*M|@Ou8VYztgKjOZDmA- zcO<yJA5TE1#olek1`KLkc3RCnUsTCu)68)@<Rhi5o;<W|;2}IgL!!>W0cS{&q(iwb zKDJk%+XRp4BafMqK6cBLs8t;@8CxB3VDxEbC+4JN4y~TyjFT31A5=C|G!XECAK3Q? zISiuM0%4=#Rl$(g1S8`Slgs*zIA*2~J7hExwX)C)XQ@Z$W4}Z`HAXp6o6xuCod@D| zNAxabe#%G_imbst{t=w48=_ms*7@;!4T)I!D@F~5xqTm~2Q~QF?U-(a0FJRMkN@^_ zZ%hyvD-zB_6#NI`0Ltp)>{YH><L(d{FV^5ly4|4piU5f#kB+UK5p%L*kn3Y3hxm*h zZHk?+dUNgU12$BzDY^$jZWSq+CEKv74G_|Pp&=N{s|`!x5lwg9N<_%Gn>2V@WL?OF z=>w2d1ei4d{cW58r@*U-k@fr|ya9hLOxitH^Uqw<ikBGq^>v;NlFKWo8js~X1>@}? zF<9WiMz3aihex6U?Kk-(5>!ed^3EloHc^>S``TT-8?dt5>uf1Htt_1U_QV=^;dJ$M zwUVZ-M~M(-<;&LnL9IFOE4^=2Fz5`DaeHh30axP_LC~<dcmL%E7w-{udZ!fVmY)%O zoL^uuL#sO)?u0jpH*p++zupAcXlYp$r!81sF0r*rY6zt;F)(7%{i?hVw+t`L=^7%l z81)x{uVpjAId3-38`FA6i!=2#4zu9+B|nuvRv*}wA&JCrO^}@bOF%=*f(K$QW$4~V za5FwbbL_6gnV=avMLWk{SzkNw&_i~w%SwBJA$_u$O0NXGWa#j4zZBIw6_S^VVQ>lw z<U&s3Vd$9?4Hk*Gee+p=ioveD3;0H&dSB8(!(7D56EbV&gNBjlqTt%jw;hp(KXpy` zL=5qdUv$0PBQ@PPqlcrchoOp)lon9L-yM%S4#J83yJF*BumSdU;cSKMgw(NAHI!8h zS;q=EDc96A?pGJT1xVy^bY)@_q=Z2aei9LBI2A-}12n8h$L18bJ$&5k{+cnm20h3? z$-twf^Ec+F0tVKtYBs$A@h0sU@F_;wAJs3wWo+69=%a5=vZ;E{WqQsh#l7tTEy;n~ zt93?ZGIh=4gc3&SX}V>UM$wUukq#ZPm$i6Zj|G`6Y#HoRhFm=4J>CFB-QY4Uz3bqE z(ARWGnJ@*D<V|QnCPmo!C!lTPmx%?!mhSDeztG`uum|a%GZj>P|NMKLL#cik!n#QG z48INT>*tckad5h64Y|BF=bG10#5aj?Xd(S$G2DMwFZf+NYmdou5X26f#onsr=a9jV zig;p1v4c?_1~gp75I$cB3|IxuqN?`53Cjr97V8VxMXz;LGS%kT(9LiTg0HzI_T)z) za!K6%IlY)ZfPE%*`<UNqe*to3mVUwcAeA*XL2X5dy~=yqUeKPh_QBbU<AY_NnHwgW zNj*SH@n?ew(dm*~@`OB8z9!Yp>ml_v7a8c7sj0hU)UXvXs})4S-cssF6*nT^UMw8M zsQHt)?6w+BHeTXxdD>UrCnCg3Dp45Cz+X;6>QXdSLIw`A7;eaDh#r`*vOoK`V(G#x z51Yi6*;pL#To?f(TdU)JSg-o{8Q5Z!kx#i!N^0!k0Di??Kyu04@GLl_#19gDnCPP@ zVymqtEU09}OAH8q{+`U_y@bGa!(11KMwDWVT*^Cg|D6}`*~>cq>%dcu$ZZf-PvG;< zCKd_^d|hD&U@XBlcR5fWyA9Sh1{yAFY*t+*C+fs#?g@T3&Gi8vJzGpYN(-uMqpJoo zmQ?3}&TmCb(_hY86W$ffgfUrOY|c-rQGaQp?r<Uf-H!|=kZ|u8Aa$HgoNLQ4B_?KQ zhkS3h-SH~v>cu&RvLpnK2BJfT?1=q^cuA)qnk~NVzIc7z<e%t)l8$GEhKiO(l}<UC zJWZw99G^47D{UqPCir6-P<$sp2*sE|o>ZACM0JszEv_EK@T6~QLVye40<a!XY{|gw za{)QA!EVo(8(20tdG7*WZrzT&K(Zi+6RgvK<t@ppewA76x65jn$5x8=<&9g>;;XIo zR_^zc3dxwWJk~_m&A3fgt8gNkg5>3E#SR0$w9#BV0C=OVyqSQ!NhCE(2NNg!)qpxX zEG*Bj$Q4}6_u+O`tCg=RQGt!4nmuq2;w0dp3*R$OxUH@362=f!vQoq~kc>Jch*U%6 z5Bla*skaealXC(WAEPF%^t9Rv>j2&%k>|LPB)ZJypJcl9ZBi@J_x`)kYyh6%sYUNk zE_W{P?k=m7g&OmJx4j)v1YZ@+I=ZD$3&F^=haY{b5wBxqWY#7JC5osmoF||e5LiDR z+SwU-xhce5^PgSMv1co|+&t`C>&>=&?zK0UxWV4RIu+LKJZx;;4<_E8&Wehj027XI zFIZYZ64pZ#NvN<PA*h12^p#klQW9(Y(1c=xrWB))3G@<cB<V7J6#rZcJrYd<f@KGj zF3?4}(qWQFe2c61KyERr#8^eh!|ILmR=A+k&U>#J7J*qoJJ#$C8!nbJ(g%uqy>UZ* zd^&4NBZvHE69MV!yZOO0$)i*39Q8VvM}JO>#@PSrZ}a{w#bq)X#3>L;)#c66|Ee{w z26ZRY+bs16z(sJzmv?F1x>T>Kt*oT9rjePIpFPF8nmxub_2;}i!^gqG#+y5+n0oj0 zHvN1{H=cRl2vf*7mbo|~KT}k;)LsI`)Z6U3AZ3BL9l}iLhg>T$XYz3}Ucc|>Sc9pB z=!#s~jII}JrK{?enK~e?KjU{h&jPPag!%CZZ46G&kSf_<R1H~I#3@+`Wo?k%tW=_X zC6a6-p$y2`mDQJAbUF1dIE;7}fWSwuI|g1<Fsd{!&gS=h0On&a02^VWtSW?_PT%9R zshV$@>h-L`h8OnO`K5)v?-5sLd3yY(HZga_z`rDGIs>NqQV`HIUM74A+JuioFzv5X zGEZ|qD`egOgq(Ti;p^}`6UYwI^kP_e(r0!Kp)hQ3W_o!`eBF&$-w%hAOrQH$Uycvt z@WOYe#UB2S1a}li7WVX-bXWHeK%@}SF0C}KqL#+~kWNfRw_CrOI}cp)-ZuD>Oze~K z+PU(uL3H9rOKxiP(d<akE)c)M+<1>|YBSK7p!u~y$yAJ2*~t6U!gSt?KOPSdS-$M8 znGYEut5T!U^56VtZ3;&sXjEFvcp<$4l(CdMLw!7(0qdQhJ@j*Ad17X2X?fyTUGOqu zNG*v{XHh###}^+46njxv+hp)EF_e22GA-|-P|J*{W7zzxuc3947P3o+0&do;>!G6N zpMUa69|in}S)rJXx3NT?$~RBpvxv2#d~ziP-u%JoM5&ImPn0kAlnbdZe1q=k`8lV{ z+IoN&luCYAA7Pt(>`ILBQL4o@WW4Ig$ch;H3C_newP_q4x%OOy{BK$e$KIUVeVU7< z5=h?o$9=&;c2;p6kMcrze)K4tM-V*Rps>k8x4pHdrXcd<AGUPRDp&Oxs;Q-=C{r*a z#$srhE(rOSZV&65v-)3Wa$e`q`Y2na{Il16LOHpFTRI3bH2<~lcwQB(wCoX5a&mIf zaiK}ozpg2!Gq`$bdSgtF%zsF#9t=7^D2?y}&&%riv-dxRx@fJhUtP~tD0<m?S~XT( zZ??-`>1*2r(f*v_FU5poRw|B>B;<UVQm=}XJVZ2xCyq~EW+xWffaw1iQqNMZJa#nt zb-pJ2Fur3piAdn7Y#CYZ4U6d8wH%AOUJ^y$#kgSw^Rfj+>I6?|z}A|OVj5+S8(cn( zZ`c7#TXO23++?AlMc^#94pVQizeBs?kn|@Cwv>|YJV$k2EP?{B)P`|{<UTa4-EhCk zKVw{}U#tyintL{yE6Xdw!z|scFb9q<9@prq-()JD9gI$;nYgR@2a~S*?8s^Fb)HKB zkD`*Fl$qqGrfU1(eLir~rvbFMD^Q%FS4;erV%=)gp8=nQ!4@vFB>TO1|9fY*-D!Bc z%MLvY;;gC3xsgK8H0#OVE8V`^UWd=mxEP0WXw92H4}O_}GSH{1wWogookpB3z+6<D z`+IO3VQe;?1kWX}|0@J`x^!y<&0{mND4HANXzIJKog5z|mzHhmnRoMJ^ZMmFd$-By z#DQUtLQX<PDn11xUyYCi8fQ6rJz@+lq<DKt7>i@S5tXgU6<)A^XJO4vUUu_>{sTSW zK7#~=Lpvk3|E676#)9{5FxzAfk2fR%BA<6QKU(OuwjcQcBF3wr=%4%c8x!|AFEfTc zW%R9f4-QXI{%+m@e73;+OxU)y^@P2J&@?5lJ(AY+E$Rl{y{$0Uul8GztB6JhvlL-v zD9(P(fT$Eq`Hjcz0zimuNi*o)0C5|M4W8l=3fJ$+42$$7a;+@UXxLg9%C8{+0Nabq z{)*f`To){mV+u$k5dcbCAK*!JjGaH=&`S*#0<nqepVY2+luSm>X}b7VcRxGTRxK(2 z7<t_T6(4J^#KP@BcLL7L(nU=x<P^yXsd^-+QjQu%>K@+W_=$t|ThhKH{e7CdDwW>k ziRyjQhmQCRY1jmhd1*0&F3lmBZAB(QdG4$}q{YV??KMJylFoubqU%?gqYgP`aQ4oi zEFzv%CWS5R9uY$NJRHG^gw+RhP4KS&Y{c^U=OcZo;l>PKq!`7c>0wy?C_LJmakGwy ziEF^qQGCzXffRq17hhj=wLR2(cyb!%FXM}bSZ-~0m3KMqY&lt?DQC+;K}LjGLdc28 zZEN)6rOYkXb9fdkriXralMR6RHN-6X#2T1`86PssH)ui+3m!0ZV5s`Y*m<CkNFP<z zJJ_t*rZ#`nRaL|a)yEykE4kyC1xBd;NYTB}gI;EZ_X3>o=j>Yipg%CN_q{{|&$A~A zzLn012JR+AYAu&x*=!@8+y37j188oHjlQNb)^+kxW=f$W`R8n%1cj1{bXcsa&NOUw zXjzXv{KIJvzL2zs$Pq@UVGAJK9;FpaGaog*glJ7wbVWHVc@R-CkS^TKt%qwA4O9~+ z2J!XxL6A>}_sre?wvc(Zi=)6ZNo$89kj@YYM?c8C9C~h)$uQ!teNqEmf`OeL#6u6( zJQVt;ic{+Ng3Vq1Ny1D-*YkoL8G8FPJ<Rl7V0GzzFqiNusuoPs?<M|=EWg+O=fClE z1MCiA95N}XNE_@u42iX~r_|CW-;hU~yf~y!;8;kbG0KKGcz<Neu<@<zzCh!MHFGYQ z;{$mcY2y#oZyxGXsBa80x}lby<?pt8-?4IIX<&Y<SfmVQ%6fzpmzjos@phV`sS#FD z`X~QP17X23yC!GBpUi|^g<gc=Q_ien>1n29Y@D9fs9t1nZbI4qlmxw>5(i&0{*r$C zr)l<q{x|gUKlo<<Kfvh!LMi_zPGI+^@8|dK_xG;v^YsG&Kvo(0zha~R!RPtE#YUMp z82?woZA}`q3bH!Z82O-xC|VWUmaCY#(w1ujRBvbNs#{gdn?Oh*g^@N%JOCjfq$ETj zf`mjsd{%ILJc1tKfh@pDK{viy)Z!)DR#T1k=Y7LXZfn<#+vhsA8%GznM4tDiZkxIJ zY{nQbvvc2_zyGiOttmlZAVkoBhTHwTp(B`hv#0X9AE)@Ze6Dr$W8GsN*g$Zez!%BT zoZfyPe}5lYd^;*;{PWyC=<?=%K<|G421unpYUa-?=09EpL;qsO(K%B)i3hANY9qtj zKu0L^K%WR2tpJ7uLL*8Cyk^K3WC2ECbiVz^)(9&3!;7;g5vP7`6RFQqX_$KyDW{U3 zRc3aN=~8J8_G#?ahI~j9G3Nx3W2;QRxwD9ln+eCK0tdHLwrtzuMu8C`cSPDKVrl&d z<+aAHqg!e;c}jzF$stXIjV=c_TMWIic~l7yn{Vo4Fi&jsn5lV0I}fFH?x^t{uNO&b zk2p<Y6Z~V6ClO{GF50Nsln0MnrVgE_&5@X=npL|-W+!8apIECR$8WsN(YCjtcVUsy z5Zvt^E}|<5kxp%Llk%_<TN?S<eMsZIKl)qNCq)BG5V6R)Eovj)Mu3e78?kmg?s(F; z@;IIez7qgv@Gwz?1k#{*aX5}5$UM^`HniakBv!aaf;=WRW*d4ov<5x{8U@sIk$O5e zx}BzncY^i99C}cGf4;PIW03k>EzE+)x1rwX*b<;0y-&c&JfLsjLb|F5jv_Vu<Acn+ zk|{82tC|xQTY;%+zs(3whgyxm96cM-x0GNEKp9XuffaCz+m^yGb{RNNk?%32dD|h% z?v3T6YLY8&N*aLJjcOxEr*PcJ;oJpXYux+(VQ15^%F_HgrcXX)EO7M4A`w&Y;r~Qs zedMPBqIW}avIBov<~3DwmDLVgEMJD#>uO6mJrpetOgPi(v&6-#%f;nj4d(=vNUoUp zAWDFwPgYo2SU$f*leyvN-xg>rV_Dgrk9_+Fy!L*kSrG+)fWIL{_UXVWjw1+<MrJ8| zFillGhJ#*UUSzm-%;@&cx*giSkyQz*(vzw24532>KW1L9(&>lAWv4-vW}6BGr&b+_ zpH$M>lN<p5ST36|as#L-nk-;8ixmYztQ3HX#VAHt;^bQmSFd5gSP2X(yqD9<FAjEa zlfF`F2<a}z;wvof8lbEtz@-Qm55tTmE)o$H1HJ8&?$P4=43BwOo=ya0>>$)<gZAe$ zVx5G5hz=KvDrq}X1yh2cX?KhmQjymUsy(wgZ<Z#W$9QrfLQ1)URrdo<=Ab$2VmjhU z^-5JY0wf;;2Ni~UXjM#m!T3jWg2q^s?U-E-A25-LWHRNZCZA%P6gRAENcayyPFBj8 zx|$UNisjFw66N=sD`#|Q#V6SV|4kB5hX|-8i7T$(kV~$kUc4Dm#mc8C2VgDMAFXE3 zsI)!yR*24=M(h0b)FaVr4+0DIL`8f3B49|!T=VkA32H@aOxyU09N`txy8}?SSyzy{ z3uIjewyp@DA>QK46emI4)O=Om667i{7!?2HZ{oP`1%vd5lZ`wI0q_1{b#_=B!gq-W z#r%<IuEt8Ay7ed&s6|deu(gu3CXxeHg04`w{IMPK-ov=#SJsrI!lMkQR|@|Zh$Jls z=IPOkz(H!#)3c}?)d97W!70Sb-obq~ioWLOJtJFgfMc6hPHyy2RI-*$eB;nyp6*j% zX;6>er}7XU%Tm5@H}CNzw6omCa~ibRjU-f<R2?;dI(k`2Cf?MOP|fcS1}0~8H|!;U zEiFBTfYcWh<UT=;%H@sCnu^5=u%vR_!CR|U7IGfeRlVyJx6;*k*gT=L)=*y5`+K7P z0O<VZa9+|Xf-7VC3>yk{ePVSv0lsse>ni*6Hu#J5rq7!mCQtvt+vCWaFv=zIFJrr$ zt(B#lYiH-g)V<{Lf>~=<!&7%@G6P>rt;Q9ATH1t;s+fx!i$6mIcg~1YhFGzBB4%7^ zaG{l61R3@b8=0)nIwU?7v0A<MmnDsSF1s)R0#u_FiY+c~FPu?s)<v7{(<7{YuY@|* z$?LTbkABB12_2<vxqW?0W_9rjune6ISK)~P=z_w@L-QM&ZuU7Y*3ixikbu+kh$R<I zpU}p&ZOxVC?1dCZ>bT@7a@cE?ie-oYU;DQad8N*sRV_oZ(F4imuD3=au%#fRpiGJh zP%qk6Z;egf{Tml<NPGE}WKiggo$80#`dKEvZWI9SzR8ky2o!9H9+a4IRi|P88ZN~t zGuZNmVh(P2ZZ|H|;<Db73DM=;%1)VA$hDbYUNg06M2@H19Rv^J(w~m-w<L1r@TyJ@ zcOX1pqHj+=&dRek^23UaM;O!!nb|m?^)H32ZneV|uGeySdoZGy$$T2c1nvrF3(JIt z^#IFj&%Y@xY;7^;LGb<|Mb;?k)Vxunn;+zLhr;_Fxgzvbv?RooYrl_+ag5Ws^6UQO zhQD3z)*Ux<V$@F&zs8A2{VH3n<qcN%G1k8u&SO3fLq6jRbs%rH^=W_G&KJ&+BPx6l z88zb-D8K6-Pykc(WR#{iKynn!_p#K`&;UwywQPvBH)(2cb;0oUZh>y4Xch3mPhy?4 zoi$-Sv1&z~ZDl2qIZXOV8Bl78D@vC6Qkw}F4>|CPdMw-K-!>);F@oGS^gI3V@Lh1w z97vXt763cffx>`#{d+QFy>?;%`ZoKLSrIQ}_L8vjN{D7H+i#!qijBHzX6(pn`>mFZ zu!5_#+gnh}uO?Vx1QmS7dR%)e^|YANMn4a=8GO8=>HZ#|??0jge^nirt=^DdCQ?B- zdRF$}TR+S6tt{4@a6t-2$Q6#ToOHyr%%pq^OZI$Lj7VM``8kX3Xo<jBfVYS<2AYfo zX)>-lqB7cn0s}aob)h&p+6gV2Tw323;9)R{xPS1;u1euYPnG^Hq`m&_!~rypjrCw7 z_dGMy0m`&GB{!}cVtgiRT9usAgHSn!Gh>JOp1qc-RGsH>s;D_<GrL{mpKnX=s^Ht4 zAf;kO+soj2xOl@Aiad)5%_`GDx04&#xdWZXc?55gLwyr*s?f=`UrM`*7?p_<2qcAG zJtjkR)cjL?_TaIS(S%wmb_U>y#uuCFjq7WguB@IzyD05aGHfUnaXBIug0%#J&x;1A z=iW2_)p>_Ic-pGg)zILgZ{&f6s`YHk`MROamq~pVDwCmBc$)aIOchT#@aE>%6pi2x zgJty)t6clw##GWN?}XUr@-l6GWAf=j55q4m56ppOKa=IKImO`)9J|ne?5jPcIx<{G z`k(`sOIwj`;qtQ8HBQ%#l~ZoT$setq8PFLjvkHXwX7)8^OeNZIL7uF2sI&^%h4Q<i zc**ykBM?|IDz$5saegzjwf$(KIS?_3qSOl+qeAH>as-B1K1sTDgDShC(NxHzPo-My zJonF4l*@b5I%4Q=QKs2flVkYGk_Uczmh^S@lJ7e?dcVp)H*^0Nd)9is7v%DaZJU;D zMJ8eT!W5rKEHTlK<8$--;K9JzirLq!Qpv6{Emw6aGcl9f$RWI3lpcm-YnKiPD{lL> z36C#L*ErPlX*T4GCbiaO1H2UGFbzZ6eKgz%?jio)cYOZO;s}@w?VFvWv7og@Yu4k3 z4p;16o~f(7n_wpAm^4Wc(9y^s^q_sx-F#^2ZZzeM?OkncH9VYcWoiAbX;reStvkq{ zj6J`*X|vTnfKi8rk^eTk{|Bx8|7UjpU(t~NX7_!Aco_th%)x>BenDse<O`s!|5BUt zKM0fmx05?F1Izzn==Z35x+tq+$!GQ+1C>CK!cg^!usK>5L=r<}|B>E^%vS-SOinG8 z?If{Gq>HdkVv|nt(cB{0No#hIE}*q72_T3P+EH*2F~M-)geo6%4C<)s<}$b2=WvcK zI-Ayiy7gv%-SK|fx%<4md-c9^<V;Awp-batrj#X4vR5#XP<e#4#In4GPOSd3&7$gI zL(3f10bghlddfgVM;vQ#d&bC2ypc??tDths&uzXFp2>PrrkPZy{OZWD&8#eeJCMg^ zZRNOZvzYzmw!H1|%U^Wr2!e=1XHI1f7Iw-roin97D*JKcRmFsIk=TNX)FD>7V3$z7 z%oL)7gWvZ2P$EyAtd&9|U5UuwN%6C=uAxMaW=^GYxRo1q*G>nwg=8-yhf-!eB0mzb zR&q0|h*IHf5*N-s62We*!X<fYm%}EWO*RMdYLi$pVILQT9`CwHy4bue(?F!0O|wBo zr;v0qqDdthsPt`+&7n!992JF9iNpA=D(OUOX(bujE+ChRYF&)<aEZ=N9)*nR6vH9e zs!gOWJ>1Y>)FMKZYQ-{1j{Xm(G8v&%(S&B6K>0hk&F#DlJ>(xHyZxr)WV5(gmgj5t z)a00HG;`C=M3Tv(S<7_`?{?ZZcp7gEWKKjL$(+F)V&aKK9?G0UeEbz*(iQH`^@zrr zgQUb<@t*vLN!G_G(bWnu&IX+G_H-L}H(f#w$~=9@3AvrSJx?T@$jU?7b9a0r0W%>e zfnOo-L4Q9E5=-GCc#PbK<KT1{Iw|}5-9qhS2omonx(4CT)M+E<nU2gbWdM4SJZLdr zl(Jv%xeJ%>K2Y3<F(CH(H5)f}g9%#}kPVQRkiaFj4OFbgVRI4?-hDhWVpn@K2Hq&< zV0}sO21iItyODD|5L$gaa<yF5(#un1lc98!y|z~Nc<HpJVbeyn0cc}3c=o;v2QJ6q zWK6v}Bn8%0Xgdt+F!t0ionii<dH#m*8v_3}lZs04-Ma7}hpGK4h;W9EqcCm2JbD3R zCS?S>h{6qMhoq=AFi(yZLY^Y5>2W$G%4FJi?+dJQ*H2%%vL(P{hs^>MHA!|eb8HwA z4{9b)D&9cpynV=LT<pBP<AdX)K|9wjom#c2lbg%i+m{zRE-ybp2OG0^ZVym({R76X zdvT$5lMWKzzN4)YSj&3E+)4SkDaq#Q0Mq(KT>fl_{fW59SO6|SbS?4T3*M^^2!By& ztKfPhHSE<io=2fwx$yv5@8&%$u>-8^Q1=6wzY%6U7sh*d0^SGFt)7AY%p?Lxk-6}M zW(30{lTSRS5ts!yg59hP1V(a@n*$XE?A87-P5>uRTHz_ixE9@d@un+dOPn2Fd~4_o zB9rLz=CE1sAbaf(!WNqg*c^W=t>mX+Pes3y6-L^QGnA&JWky>R0K#>F+5HQRFuEa@ zipcl9gWn(0)-6)CTJ9HS#0OT^)tR>oZsHe59e%ED?{Y9WK-CZWlj>1YZMAc|0UIW4 z*j%}LtcD@pNSt-i8Q|w``v2hX?lRw~;=G^XKQvlH@{cfpnSsk844xE6Icq7xOm%E~ zUgAtFos8{zc=!#D245REx|fr#`?7#aozEvQw|q0ekV6yTJ-41cDL=JNRa12>)V5~y zTd;2w;9yqfC*U27MPt*!SNp~1q)^DC-uy|4SzPi>RX}(t@-vOn$x+ViJpa&|E^&Nb zsp5|ugdBa12f_c1A3NSJ8Jq{6c1x7IqjmuWtW}I#UvR`cJ~Rs$QAwStkEEMEf$xeP zs4B(@Go*$>g;Lu9`YxmgnF|iCMy*fD5C|bQH*3@F;1Vh94PC0M`J_5Ui||N87~}b% zohninK3y%mDc23?d8_?dyKwVZ!AUMie@NV^XKw2uS)V_`#*y{4h2+lZNkeUXw}BR$ z(?K`fW!L}bikhzd07qyOX4_fa9m7q7CGn?Q(Yfb^LFW%y`}*g%`aD1wK{Ft$>7bfN zM*Yn#ArAX6smbRL+=k!5)30nTBi}Du#yV|+|38sFY%q!b_Hfl8xqT;6-y65dKo9dz zS?@W{x%tbpv*XI1hs<uYU&KCO`3|*_9=gjW4wRSgB9S*&KFyyeW`{=T7<I_Tf@?sn z#F4QGJ1VR_@fTZ`;MdT0V@up_#@F?4A@wp)m4MNluR<pZrnh|0eCTGPa*!<1sP&8^ zToupInRcA`S%48QCORXmH`{#&71n%fjx;APo!)vS0Reba1Lm#it98%}>va&JnD;NG zKUPge+lH<JtP2WdWstrB+&^&3<_hIVfsoIoJXs@t+IQP#`W}g6x^cV1rparEj0=WQ zYQBbl)S3_!XrhgnPp+KX#Q_dJ-#I$PdsRTJ>Q$)*Y}i9WR!koS0dVxpnHToGVFjyU z4owAb3;Om)dw5PO{2_WyshDMhx6Rn-^!uFz;i>ZvmCr-4#LItZU9$IJ&vL}I=l*)g z3FBfVz>qicyc~qBm!0M4{ov+4UCdy4aVP9@UK>f2ExiZ5CFEUl1K{2!PlZ=Mt~VPj zrA0FZpZRW}9OLzc^0$u~$42jv@-!FG=A;THve^fA%xl$}l@*BiJ=AgX0#lEPCchBw z6sAdBsw!-|jGtVEc`cXLP|l{IOSr|Bhg~EwxO7_j-*MY|G!{X{96IL#uN;P@3UHo_ zNWTRtyJ_zyceUIK+sD*(H1wiw&jZeEE>Aj9CKJde^>!5f`^8hV%^{c=1$m67Ep>Kn zior+QbyeO(cZ7hCQW#2G28mTntD~)5Y+khHw&E#H)Av3I733*o(Sg@%Ni|Du%-MqC zrhm<Yd3U?o+7}F9tH`o*eCMpt=5kqxfjfh>j!3P0qMon<G~?sQ$qS#Y3G;rA!?6P` z><K9wnszYylSk=osOIXY!iG?o<~_51TmkaTiCYj8;L%Y&f<^?5?LNi)ywS1Yg>$mC zW(p1_O?u@>rRWO?XRKW_gTZ(|LROgmV=}j$+9ycqhoUIF^k>bhqB^Y=s6RMOB0s|i zppW=$s$5bR{LN?0jI1t2aciQ?>z9YtBDlP&w`e^+F^fM#%nlO+>B$`!@{r0O(*~!d zI9(sO4ot(J_>vV_0~hw)4+7(kkT6w9cd57*`G$+{FMKV*2et|xVsNQ7{?>Gc_kkh4 zbBQkWMfZN-y~j#OWrs|2<bPFr)aahKuAnPxB5YC;oB!(8h8<S|0yS-M%R8^{X$S@w zv}n_S4L^ykGptG%n_QR3MGH23eTbUM&u<3P60JdKZc`(A$$ikP6e^t37Q|aEc_9*Z zHBGUghiQKm<j$_N0Y85A#=3ll3!<2i+*cGAICNwu;K_M72s+wRSgC8j@goWjj*x|j zN-s+G_aEAomOHL+Z$=8Yr@k{1(be$q-8|^Mjq~E$e6|(EADATv;fDRl7owa?yRw4j zzPO#OmHU$e_a|qQ=}(SQeHJxrrfJ0mrUFQ+7KD(tY7>397d`F(WAfBpB_Kanx3~Y} zAKYsiUCn>YaV`fBoxs>R@elBDaXw-SL1Q{aTLH=IBNfvOQFyLoCK66bfBrugUJEyE zMZevc-@OENJog_hYuw`_zC}5h)@Ly#j90;`h7F9urX@3vlatHYtesF<3wFV_^+opT zchW&~@HPYp3tNBHnu{r{ofUB!A!YESQEx~)oISAk@GgA&7S5{O-u5AI67j}4Qyr<E zY|9A?ksJ!BX}|58b;PTA9)BBTnv)dHE{N!y(dOP$T3)2AE9`RIl({7HTY$9)G@RQz z;av^kPAXsT+}FG}zdi?`4gC;MXWFn$DMEJA`QsY3Tj{+LIm&mT$@9A^t17SHinJzt z;8`xexrlb4yhBhLoX6-D)OZu<0}=yz5w!|RCoY^mt>SLR9D62%QfM9Ez~Ecm3HN3J zM<AXBwY7!qjs0)90Vue>3f$10?U#KXYeqCte{MT@Y^y!Fo^t8~f|tTi5Y7*qF5m!p z8JRQ@SqrGFh(u(uGBKV#w{NlH*r}{67USDyZyq{#^z2i(t(Zhaf1wl7n=Ss^A>u!z zQUB)y3d{di%#YWY8U+B0fq4Ov9VSyUFx;~+5OT%^88QGN4b}u2LI8^aWV-`Z{Fm3U z5-<?h8(Bf|@X)JxI+)VS8(As4*wV`pFtTvai&;83yAUukas1Dtjf<%hy_k)mi>ZjI zvAu~Yy^N`yxr+q>D>KXgiXgbr`E=f5YyI*4g_^y-w&Cd@dhm1cVqS}rJ+f<*e6nb( zTJgY$XzWN3O({-1P5W%yy8}oT*-Er#mD}9u$XNFQ;COSmKgb3~U{HsYZkKGIhir>5 zVLG5wTqN5j-;5LqANEKg*nrI1?|b!#0Mcm(`R!mJOW-+x5+#+g24(~rJl7P=Jd6l- zxN`^riJg`bsuku%s1BA%76i>Dl_~-=M-K7Xtq}1HPaQuaSnL#G4o9I`03u3}V2MZu zh^*w%buCOELlq4!1j~mSXGE~A$PSZGvEqo-%Ebsr7`Im`OfiPcw;saLiY}awEFp>} zoew$?A}xT}v?mlQsAr8>pn$g+Ekt5j;NanaM4ZnQMjH?Xf>7H}TZ%|2pB8Km#$j2Z zD#xv?hq{3*1e_(#8x0!smYyVqkxO_)9)oF~;GhaJ;|M|##2tsRBiSK{6A_a`wRS=6 zoQ+R(Tv&E2pF2bsU*i(j4b^kawVSukRrK|^$H5)z7=(>?RyhC_pUDqH4;bWpgpmGw zJ}fQ9j>mou2B+!`dEyw@N?~wPzDHdM+I*gp5a@uHBM2ho9pPt?v=*!&5F2XO9*iTb z5IBKd9}uLtn_tGEbqU*olntb+KxGkRDMbtldC0&T2nj8ANL7J5&twilU_y=**ip<Y zh@<8b#)b%G2FP{3$vBC6E8r#!nj;P;s?;MYG!HIp``iyHq99`tQH=djGguBtUP0p` zTM~qadtzE_Bio2mk-R^iuTu=Q$S)y|d&oO!p~O@+fTcnyITG5bl4wUmnJq?3&T)<< zLBf;hGK1^N;_f1zxnhCzs*(kY<#i-rT`TDgqfwp%<m#ma59=Wu$pqs<RGrCiFq$N= zm<qQaAVhr#q8XfT8chjtV!{Z)->8HP%b1~U72a=wXcEn`4xZ_Nd>%P_G#Ut5OfL{D znNJ3lcrBzEjdz}*9pto}wyK2A$z-vwBc$a5w1NP2pMxb=$AZZvrzP-L-#@44r=6m4 z=)K#jNqwq~mY0|I?5?q>G8g4<{D4BE;tL7)OzcCzpQ3Ao5j|6Tz1+pQpw@Ps>BrXl z3sG-QZjWaQZ_Vf}LW?vk3Qgy{#G4};Q;dDB%4JS=ujh04SH*YHExOFQMjC&8on}wn z(lb-<2A`}{RW}zW54PG=SLJNn)27zR$5P6<v$T<J+eX;)JUVjg>A?~tmlc_^)aVk4 ziB70oBadII;fm2;)KmM)wUw!BM|s1jiDv?C%*JcSjaW4T7?hH2tYFuFu}YE@b_-j5 zsZnvZie*P+Gm?@Q&D$111!oN1$*q(bmIt0z<3+`<V8%)@dj&7l!;WAefn!Qct|t7^ za;P#{ivmUOzAM?KA_$&fkfO){UyeS8s|3-K6G>7oV6fPdn_;*q|4(6O8Px;;?Qw&W zlok<?ZnhDlK~ia?J4Sa%4F)JF4UUp-DFH_+E#PPvlg@!KQc@=Ud>>z&_rBh9&%Iyn zr{6v2|I3sbxTV|Ar^zyWW2j$5@KwLq!F90T*7=cz?L+;ov(QLV;4Q~oYnrf5rdNoa z?4O1L#dqI;7TdfETjqNPBY=3NzeHu|_Yi^do?Y=tq95d?_w=$2`a)l&fRvxE^IH7y z>McaZu39>z=yLs0W<1c-c>S5v{g<pE-^UBY8Az@T`}5vgLJ!htW^gpc?FR{)1yZP2 zxjySqG*$f&rO3TsxTIgcGR_OI0;4}ra97@BXuij{*uJ07FC$P6-YZdpc#NZE?^)!z zGadAQY7wA2IIKUmI*6_IC>rFkNkltnQhE~7f*370OUlWot;7C_TB9RW6w$R=^FCrV zyT%DHi|0I_=u>K-39uB9*ZT>o*M@Dy&LS(XP3RA023}&wS?RwQ2l4Y>_6ol3tgJb% zDPeL1Xfr$2CloI3p9#wYk~cPathD88uxsw6tcm=@sHT&u4EqN*6-@ZEQkzz=cVFbk zb4y&Z;0R{~oazvji}4-1*CWSHV1emRrw&*n`M%^*a{IUJ(tF0p>G}HnNFz*6GUOsY zM?ZhsJHi8W6|}6we>4%j)2vCm<v!eI@aWcSipT{ROj-=?Ew0~B_H7u%F}n*?SGc1= zZ1KB&Fr!U)ExCOa0lWk{Ym`un)v=8jN>T5(YI=%F3Mi-SU+qrd;TrJ)io3)T@c<eb zK@2aRsGQnlKhq4AP?6mwv7@x=kx~+|uxZ-X%2Ke)Hd&_6`DgUO`pfaYXl4wyAxd?L z7Xo<>nWL2VR=ABeo>~<%3+(P%S4#hlr5IQw{c+8d=nA*o`qMs=l3QhX&MdC7=&AP2 zHT0X2?pZI8la|V=kZa#L@uJlw%5VE&P7`}TiP$^;{xtyz&t3cbQwcVr`voSs!j9Bx zr<HhThN_2q_2P2SgRraL(2Wksr1!sPrhNOnFqOt;S4Wt>VBcKYQ&P;>m2YB~taT<F zCMQIIu4ZncAGp^NtgA%`UCu=NT5L5cNXC{IWMJ_f__2{KgGl<#YuLR=xoldfECt2E za|58s_y~@uVE8;HcB*01mO+g@T{N4Gfz%9FIBn4Da)aj)8Ti<~GPEHnMnv>x<>twe zQSJ}zVMox2d<jacfN;lFLI&0tb8*y`Lqk!s)7J+g-F1)*3yP;JoK277l7mH9i-;a$ za1LT572VLkmnD@6uEC`uAk;LSs>XW*ZZq~Z^p<>a=rdX8k4kU@^}P-LkP6Vdmi-m3 zNyaz99;j6QEU6rDpCjsf_u8|>5(-g!oj-?frggvjgIH&ZIAPh2w@<gNZS6zO&nmty z&*rU!>a|q4;ctqIEdv!d0`d1>=VvvRXmjJ6wzzo_np>$21y?*OZhmV#B|4DR3r0O? z>sNmFF{F@(=JZVIqRxT_E}ViPC_p$BnaRmZS0^xx{WF<wA?3sVbXzx1V#B*D=|)Vg z?$jD!OW?Nj(_?o@Uaq@ot6zczF4y$bOC4jmfht$v!m+76jajNRDRlOztsZ?Q5SS{~ zjhnZSt=a>km2EOQKLdERbI_wDg1d<7iFg%DO+EGOOmW4E2IZHTKg=_Na$PS~*$k`8 zu4OT0o4`w9F53;t_0Ka@E~dlMJ`|<Zt+!tocDe(C!Y>i3nL1pYU!!3GV0@9>f}PX( zi}hMYYp1g6;Hk3*n%?B+<HB&M$Q^zzOboi!`l*|%wU)>FkRWEO%T=;2VQp7i_c#(> z|Co?}3$(VwUm`JBU<ha8tse<6k_q|<)5nrDwW}2X76%ZrMY|v|0oSs32wwU3{suul zlY8;qqsVEz6|nShF68D&Nm4#feDm_6EKeKrj?za=sl0K-x62*)Wh~5WidX^Uv9rg{ zwc8WXH3+1IS=(O(&C|`d)gnhmc544hx{WX-t~<!p@k5~RWOzQLAVo7irdJm6<_h48 za}9{rRIP&q(C(S_)>Z;oEVQ#DZ*v4(GhPEd7GlJ5)E5iw!V@oD#z4V+joq7BK>$T_ zr4u;hyvupSr)%b+2RYFVZp8N|on$1|%jsX>^*SBYEy4jA`zWz<HRDGsSK?_Za8x@b zrRr8~{lSJRZcXOy_F7O&hPRJX<C-3~+G#o$I+t_DV$hwXpdxMmTcY|`%WHpwF|Nh3 zKdSdVTH8`=8<K)Lqa)l(qreT7t2WsdfrEvgFRdBP0OOw$F0TcJv4RoV&;Y$j(z{LZ zm${^OBID3uZx#<TTy;n<7@$XOUA~1XHTmlTHEkI?>QxhCE@JQxIkI^-tUpe!`tGIi zlrw-P=g7va0I<i#giUC$8K!W)qv7mF5H=aQo(_^b8`Hktb<GE51d3H_Mc3dhL^jj0 zlRK|YU%qBOdR1lU@~==zzHEr8Gc2YEy8cGPGIsx9!AySP;X-?Jm>*#iu&b0H{HW+Y zT#ezxjPv#_7?zf8NG>Ws<#R*e0pA~H6xBIjJe~EOB6ZPVw2Ef(I9`y|_%bYYmNpT7 zcg*r=?6Dt2=9?wQ>83mQvM)6N@)<2yE*;a5RgZ3`Z0EPMf_suF%6D@5o0|r@A;7I% zjG-YX2j344%0G9D&9ANiz0RjTVkSQ>5Xf+#KMB^g1ej=MaSe=Qle^~8Xe~y4PGm&B z@Wk!8fbxYa1ng8dKD{^Q_m0Mh+x_q!=}F0UJQ6vW;s&J{T3)7~$n1K!4QmJcalteD z?pka$*oto$6V2ujZA?_XsgHTvT`z&|gd={s6_n(iB;FS8s)Ow9POHn^%cB1IatApB z0X_8QYu#^g6y|^s4<G3TMZ}oablp$4s?cw^6=Z<Ps%_qn7Ed?p)KAhkewKFA$pM4Q z2iyLA8wk$@e{{jt*f*CW3k{kKd*u=_oswy7BO~O1#uGj@r-+hh%@PMqsSuh2ODZxG zsw91?3pMldK9zdA#4HtkLAQQSHN2;NIrI(rds{p+ta+_X0^*5BFMTc-qYmmVpOiub z`DRMkq-ar9@3mF@_*#@2gW^p5`>QwU{LEG<^NnUF<J?#m6OPFEcFo-{1r~~IcBC!8 zHk-~;wkOZ|_j|GhP=8_kg5UJI{l!R4QBntina2xU|9pGAdHZm2oQ(&b8@ow6S#2l3 zNeEMImr9>+O-yO4T8XjRs49BKU1=+TRb)1G-feInEEeqZ(x;2%;o0zBd!}*cN#IXS zzYI0MI5ode@yC<kYo^CbhD3QgOjOtToNWhGZEZDp<G9(#!&;WTQR~FSfT6XH1XPKb ziBG^ZC%<OtK7$}7i=liht(0bZu`{aB(fH4BV`Ay-Bwz6T1F3o&sT5?p(+rgUq@eng z=LBU47$`-OS<Su#FrMgunc*E2L-1c8r4BidHR|e8p>6H}@I5HjSK7EjTKtueK%4N& z*M^K5bgudg<*Q@oM!KWZU!h;KH38w;w-+yf_me?)6OobTSu9IR6}O{vh3$rs*aS$} zlV=e60F>(9<m(B((ci101E&ts{MhZ*$7Qi_x^%BU!5jac`m>2dH=%j07qwE{{H*(_ zEjG@@FV)F2PT9+2sUp7zi|K_qf3ISan+oC|d)1z8*_f8rAPch})pZs@xL0zrm{Jy= zO)^L$G7(Wr$*f>QKSmZqo_%P?lZ9T16VJ-1C$>dow2Qw6?vZ>2YQ{{;)CpPPtFwpx zY>r4~`I6>%lrL4J&sP*_uZZ+`5zCGJ9_{KcV?bY*2T#?`D`i(%NGW?Ng-5EY2!d>L zFe$G$*>PS=a6>-CHiIThm|P^&{qpccfD31ziyu5;(>eI^mNUjrZfKG~nVT1nOEPMr z;VnRhH=9^WtBk2CRaoB?8Od|`WgL$|9rcb^L$D;G;J$c%0fJpe_AT-DFKUOM#AGVw zx{|bJk9@Ub33NBAhPa-2`}ncNi9(2srZ`_<%2b(&pC<SfKU#XF>-E59mhz{^HZwyA z331}8!`Q2suu^3yF}g5;?*Nrg!$uQ+2olpcXmTvauxGoy5+O2M%?Ki}rq8MCR%wI| z<hTU?Pzp%;n*zqu$FXOMust(ozX_Hyh|a6g<A~yUI$o<XZxH_YRr@wb=z-g_9f@BN zGAbNX&&h;~+Z7#kf*tn)2nrMre~vd~_~LieWYuA;qDpNQSQQS>N;HUqtz8r&#qKft zvAk6>T?+Y*SAM|?q^!$OtkP-AQj$W7QYni#z5KwR*g9vuP4)DW&C0#a<}5}7c5*y~ z<bEpXmlUdn?AcaBOnbl#a%mQIF3MSUak7Y2wK4~s(1+0(fc+zmwv*bJ)-CM1>ut|{ zrljTO4$JOdKKPL8kpM`d>TsKkfczV?*UJTcNJEs&oXaqQ$K*&s{+7^!3uU4(#Z2}n z(9~|L6q>HA9&KZSZ^LJi_M7zGao_Y41@>>nQtMKr^qyCCwz6DNi9c9Lxdu;wpMhrg zs>tGcAD3&XK9gf?{%A9Qd~bzsTe-w@L;)68a75}w;~F#Z<WXd>TG>%f!ysiXQ!FjK z6m_1lwSlG%uE1+Cbq;%Td1Kuz9sKufz6Q49O_!CM_GcPdAt<DSMe`|pV;#^lEdR)E zb?bn_d7hj}=IJTnCu%&~rf#BU0lLNrIpvs5jSr!Eq8r~Vp34!(o)7XCUcas48VMu9 z;(67@d#T&Ul6_uBf7CM*dW3uU+wh#Yvg^|h5O%e$_PW5jUo-Y!Vlof+0ls?+F(R1< z!uZ&Q!0%NmT0t;*&Ne-tjf)2vdwOb`*06spAnyfaqO%Zrb@!fV-z|#jw3@feu_ip( z@&Z@sW^2;2TCJcSYB5eMWj`0)GU<YvQi!&`e0D_ADPqDKdSrjvT#gf}cKh(~1ud5Z zC_dD(^JCVa<z(96;&XTG(5hAE^>I7)#R=luDAt0s=g|VmF+&@b6H>PB$px<kD45%@ z>_8vC!0q|>M^;ir@x@>B`5d`5&IASKtGb!>*MoavcwH$f_CIt3%&*B>oLl70yX2*0 zpeI2|Ta6zxJmbE;q`gvejIOb?0O_55jcA~8R6%=_6P9mw=4Kr5?KcisI3z4a3YteB zYGioEheh+l!s}px*EguuD-*d=hvV68$OX44T{jxRv+9&Us{I~?_|zFVg3u3_tuqOT z<~Q2!&9FSdRU~w%(I2}#LnZWy>o8B<U}8(Egh+1MgyMT^T#drWsi}>H;zYKidKf~* z$4!<u5-0ho+3VWa?akmn%;(vYW(-Cls@ppgknB(%>Y0G=!jnQye!1jV9j}d{cIPLr zS`82YXn)dXkF@S4(g~T8Vioyyq8j?A=?3OGXqDo5uv}uk_bY}yVlkOLsJ)nIbAFCi zx53G{NuA(>?X70`c#K+j0`+>U1Zy{(M_P2wX>fXb=74(HGpkEn?59>c8?Kdq^>*Wo zrM~N+2WABLRflZ-?RhNd7$Vz3^kt0XbwR#6#)jnPpy((t<S%&w#LGvqJr1D}B3sc` zgZjM4{cV{w%(}W?kkPoR<owgHbz!H3-0c@EWht{fq2YfHgRh%+hRoD1(N?z!*`x{G zx)jw|FnFtQuYAqYu6OPWGdx0QWQ49*B)wUd^Z8AFe08Ggfk|2^6!$7%>bkf+!=O6^ zv1dM|1@a?{2@@_Zb;$Nx_`2mlz<9D|I4W9%a}b1L5w}aeWy`U}F?3x=Fo!H18*f;3 z>nw$Y2!`mtS}L35%ej>Qajc#Ezi?DZk^cr#P4pZb0cy(TGLj-9U=a~XkfejHs6E61 z=x7I)0Na8=V2FgBogL6o?*H$w1n7Br`4NNut<VFgc{+MM|4&G)2hev3c6bhw6a^TY zgPw~#7q<LAFs-P>f1$KuKh@r7zNYCpe&Z_*QX#O5P)>kqMr1z{rUcm+Q7UmbDzYh3 zEq}<4CKWa0weE??i0+h)*Gf;KDB9;?OgR7Dt?d=|r(XYX8MnI}Y^=<Y_KI>Sy(S1h zWgWZ}-`c?FWk+-Mh5iu3L_<~{PFqZ?KWR(EvL32Aa32=sBEgKr;63Z-mY_uYP-*`l z-DKL<l!;-Ni1LBOm}V#G`w(mQF-R~uL4>x}1TqroLT21$;-C_QScqJVPl39GYap!+ zTpg3GwPhzF)DzwIguW^r*2JH+#$ZvcCue`^5M;zj)i~s95y$UMO9!E(+i=au3GXG} zJ+eL=3^cbTE6`{1Xc{u>D7vhh;o@v#p2ZL>RbF1cX~?Mw+5CLix+jiN@z)x<SxC(K z*=#gtPhw;%`TIMuz<~Nv(sUbPs~y?zfzURVz_t6e15&lfe3KZmpeGdTtcf=K%t-dR z_kuwWbTCkvq^#-Y=$l#RJIq1ldB8ce-M3>|cEx#+k+HcRRaz$wS+4MGn3JOO^TjPr z53HKwszTB{LbaB2S7!pJJ3ShH>*A^gFBK*MpX+O`s9M9Go$2gp``dNb7FJ&wIfN=L z7aHtgir{wxTK;hqGZSJQ&>72KUex|Xe1t{XT?YWd{y#7Eji0TrUy!eZBeAeJP(oaU Mn3GdQN0s<L04u`PmjD0& literal 0 HcmV?d00001 diff --git a/assignments2023/template9.qmd b/assignments2023/template9.qmd new file mode 100644 index 00000000..42818bdf --- /dev/null +++ b/assignments2023/template9.qmd @@ -0,0 +1,242 @@ +--- +title: "Assignment 9, 2023" +subtitle: "Decision analysis" +author: "Aki Vehtari et al." +format: + html: + toc: true + code-tools: true + code-line-numbers: true + number-sections: true + mainfont: Georgia, serif + page-layout: article + pdf: + geometry: + - left=1cm,top=1cm,bottom=1cm,right=7cm + number-sections: true + code-annotations: none +editor: source +--- + +# General information + +**This is for BDA 2023** + +**The maximum amount of points from this assignment is 3.** + +We have prepared a **quarto template specific to this assignment ([html](template9.html), [qmd](https://avehtari.github.io/BDA_course_Aalto/assignments/template9.qmd), [pdf](template9.pdf))** to help you get started. + +:::{.callout-warning icon=false title="Setup" collapse=true} +We recommend Aalto students use [jupyter.cs.aalto.fi](https://jupyter.cs.aalto.fi), for all others we also provide a [docker container](docker.html). +::: + + +:::{.callout-tip collapse=false} +**Reading instructions**: + +- [**The reading instructions for BDA3 Chapter 9**](../BDA3_notes.html#ch6) (decision analysis). + +{{< include includes/_grading_instructions.md >}} + +{{< include includes/_cmdstanr.md >}} +::: + +{{< include includes/_reporting_accuracy.md >}} + +{{< include includes/_general_info.md >}} +::: {.content-visible when-profile="public"} +This is the template for [assignment 9](assignment9.html). You can download the [qmd-file](https://avehtari.github.io/BDA_course_Aalto/assignments/template9.qmd) or copy the code from this rendered document after clicking on `</> Code` in the top right corner. + +**Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.** +::: +::: {.callout-warning collapse=false} +## Setup + +The following loads several needed packages: + +```{r} +#| label: imports +library(bayesplot) +library(cmdstanr) +library(dplyr) +library(ggplot2) +library(ggdist) # for stat_dotsinterval +library(posterior) +library(brms) +# Globally specfiy cmdstan backend for brms +options(brms.backend="cmdstanr") +# Tell brms to cache results if possible +options(brms.file_refit="on_change") + +# Set more readable themes with bigger font for plotting packages +ggplot2::theme_set(theme_minimal(base_size = 14)) +bayesplot::bayesplot_theme_set(theme_minimal(base_size = 14)) +``` +::: + + + + +This exercise is an example of a decision analysis (DA). In a broad context, this means optimizing over different decisions that lead to different outcomes that all have different utilities. In a Bayesian context, this means using posterior distributions to make decisions. + +# Escaping from the chicken coop + +You are an adult chicken living in an organic chicken commune, where life is great, if a bit boring. +You have settled in comfortably, but you want something more for your offspring. +Your traveling corvid friends tell you of places where chickens eat corn all day, +get ferried around in [mobile chicken coops to see the world](https://www.chicken-trailer.de/en/chicken-trailer-en/chicken-trailer-330) or [get mental stimulation by being trained humanely to perform +tricks](https://en.wikipedia.org/wiki/Marian_Breland_Bailey#:~:text=Popular%20acts%20included,that%20played%20basketball.). +The chicken elders have gained access to the computers of your human caretakers +and have found the results of a complicated statistical analysis of the growth curves +of your relatives. Because you are a chicken, you don't care about convergence diagnostics or priors. + +**Your task is to maximizes the chance of escape for your offspring.** + +::: {.callout-warning icon=false title="Subtask 2.c"} +Compute and visualize the **expected chicken weight for days 1--40 per diet**, according to the +model provided in the template. Do the predictions look reasonable? Why/why not? +::: +::: {.callout-tip collapse=false} +To sample a "new chicken" from the posterior, use [posterior_predict](https://rdrr.io/cran/brms/man/posterior_epred.brmsfit.html) with options `newdata=..., allow_new_levels=TRUE, sample_new_levels="gaussian"`, where you pass a dataframe as `newdata` which has a "new" chicken ID `Chick` and appropriate values for `Time` and `Diet`. +::: +:::{.callout-warning collapse=false} +### A simple GP model + +The below fits a GP model to the chicken growth curves. It may take a few minutes to fit, but you +can also [download the fit `.rds`-file](./additional_files/assignment9/gp_chicken_fit.rds) and work with that fit object. + +```{r fit} + +fit <- brm( + weight ~ gp(Time) + (0+Time|Diet) + (0+Time|Chick), + data = ChickWeight, + family = "lognormal", + file="additional_files/assignment9/gp_chicken_fit", + cores = parallel::detectCores(), + # For the template only, remove the below from your code! + iter = 500 +) +brms::pp_check(fit, type = "intervals_grouped", group = "Diet") +``` +::: +:::{.content-visible when-profile="public"} +```{r} +# Useful r functions: +# rep(..., each=...), cbind, colMeans, +# posterior_predict(..., newdata=..., allow_new_levels=TRUE, sample_new_levels="gaussian") +# ggplot, geom_line, aes(..., group=..., color=...) +``` +::: +:::{.callout-note icon=false title="Rubric"} +* Does the plot look right and is it readable? It should be quite close to the reference plot below: +* Has it been recognized that the prediction time ? +::: + +Your chicken elders have been meticulously collecting data on what kind of characteristics have allowed +previous chickens to escape. They have found out that both the age and the weight influence the (daily) +probability of escape for a chicken: + +* If the chicken is too young, it is not yet mature enough to venture out into the world. +* If the chicken is too old, it will not try to escape anymore. +* If the chicken is small and has just the right size, it can try to squeze through a tiny crack in the fence. +* If the chicken is big enough, it is strong enough to try to fly over the fence. +* No matter the size, there is always a small residual probability that the chicken can escape. + +Every day, chickens will try to escape if they are of the right age. +Their daily escape probability $e(\text{day}, \text{weight})$ is implemented in the `daily_probability_of_escape(day, weight)` function. +The probability that a chicken with daily weights $w = (w_1,\dots,w_N)$ **has not escaped** after $i+1$ days can be computed as follows: +$$ + f_{i+1} = f_i \, (1 - e(i, w_i)) +$$ +The `chickenwise_probability_of_escape(weights)` computes the probability that a chicken **has escaped** after `length(weights)` days. + + +:::{.callout-tip collapse=true} +### Chickenwise probability of escape function + +```{r} +bump <- function(x, loc=0, scale=1){ + xi = (x - loc) / scale + ifelse(abs(xi) < 1, exp(-1/(1-xi^2)), 0.) +} +daily_probability_of_escape <- function(day, weight){ + # Expects a day and a weight and computes the daily probability of escape + bump(day, 30, 10) * (1e-2 + bump(weight, 200, 150)+bump(weight, 700, 150)) +} +chickenwise_probability_of_escape <- function(weights){ + # Expects a vector of daily weights from day 1 to N and computes the probability of + # escape at the end of the time series + prob_of_failure = 1 + for(day in 1:length(weights)){ + prob_of_failure = prob_of_failure * (1-daily_probability_of_escape(day, weights[day])) + } + return(1 - prob_of_failure) +} +``` +::: + +```{r} +#| fig-cap: Daily probability of escape for a given day and weight +#| label: fig-prob +days = 1:40 +weights = 1:900 +heatmap_matrix = outer(days,weights,daily_probability_of_escape) +image(days, weights, heatmap_matrix, xlab="day", ylab="weight", main="Daily probability of escape") +``` + +::: {.callout-warning icon=false title="Subtask 2.a"} +Compute and visualize the **distribution of the chickenwise probabilities of escape per diet**, +according to the model provided in the template. +::: +::: {.callout-tip collapse=false} +You can reuse the predictions you created in the previous subtask. +**Work with the draws to compute the chickenwise probability of escape first, and then take the expectation!** +::: +:::{.content-visible when-profile="public"} +```{r} +# Useful r functions: chickenwise_probability_of_escape (see above) +# rep(..., each=...), apply, +# ggplot, stat_dotsinterval +``` +::: +:::{.callout-note icon=false title="Rubric"} +* Does the plot look right and is it readable? It should be quite close to the reference plot below: +::: + +::: {.callout-warning icon=false title="Subtask 2.b"} +Compute the **expected probability of escape for each diet**. +Why would it be wrong to compute the expected probability of escape by +applying the `chickenwise_probability_of_escape` function in the template to the +*daily expected chicken weights per diet* computed in subtask 2.a? +How does the correctly calculated value compare to the incorrectly calculated value? +Why is one higher than the other? +::: +:::{.content-visible when-profile="public"} +```{r} +# Useful r functions: chickenwise_probability_of_escape (see above) +# apply, aggregate, +``` +::: +:::{.callout-note icon=false title="Rubric"} +* Do the results look correct and have they been presented in a readable way? They should be roughly the first column below for the correct calculation and the second column below for the wrong calculation: [ + +diet chickenwise_loss meanwise_loss + 1 0.55 0.83 + 2 0.57 0.67 + 3 0.50 0.10 + 4 0.52 0.15 +]{.content-hidden when-profile="public"} +* Has it been explained that the expected probability of escape depends on ? +* Has it been explained that + +? + +[AND/OR + +for some diets the “incorrect” computation (meanwise_loss) is lower because the mean growth curve (used in the incorrect meanwise_loss) “by chance” passes through the region of low probability of escape, even though due to high within-population variation most chickens’ growth curve won’t pass through that region of low probability of escape? + +(Due to a slightly misleading public rubric, either of the above answers would be sufficient)]{.content-hidden when-profile="public"} + +::: + +{{< include includes/_overall_quality.md >}} diff --git a/assignments2023/template9_files/figure-html/fig-prob-1.png b/assignments2023/template9_files/figure-html/fig-prob-1.png new file mode 100644 index 0000000000000000000000000000000000000000..00d39271e09bd4a5cb7abc4470760eb148c474c0 GIT binary patch literal 31860 zcmeFa2{_e#+b+BeMI$McStXTlH%KL8ny3hoxk*9@na8BiKuAJ{2DL(wGRM*&Qz%1{ zc}nIX^R)K))BQZ}^S=8%zHfiu-pBs-cO0+dxSz^e>%ad0-*8>$d0yxBd;Hap9bC4U zXEB9BS$6o4vId2+K!HMG%4223Z(Ny`1MtV9ONVsrC=`BQ@*hKB$B+qyB1Ac?tf=Mm zptr%<O{;oVevVhjhk32gsYR#qPA*X7lCIxKRS)&sKl0dHUGc@16N>e6eQn3}<hu)! zIQ93}D|BeSSdwq9FCKgHh1dn%dN0<ELN{Vl%tDga-)RzT;eHmvUU+UpNaWraPm}%! zu0NwP9T}5$cSc8QXlQWYjwq@6SI=>izx2jX*zkw2P#zP7qQJ^Jh<~s%GVaA6K3@Oz z(*Iebp<uge)v71GYL!oq%3S_+Y2@ocHbFVJsgbUpnk2Oghc%xb@pl`&C$6uZ%D_1_ z6zIt}nL9i3On#Z!vTFH#-JP4>T&ztw{o%U(Kx2+s<<r}|(sI9Iua@m<yLFCxfx<>9 z6$b`NujXm;(=s*M6DF=dR;8&H7Z-PX&Gw(tw8_$UEP@YuD};{sXZ5@+9Eitz92=cG zMP5alyL3N)b|8RH*TBFaEsje46=|J&_{?F7PZ))bokzy8|Lu6AtFcR0ob&IWCZ?vM z*?fomL}T2BXUCfY>p2=JH2a=!i&kz>e(Fe}F4z3UpmaX}2IuV5=yZSfK(HZevS1Qz zZtCgL$Y8?-6nozlPF_D+W3MhRE-KpOdQwAUxWTc>eX=7A-*d}6)1mJNuk~A-A8*Wt z#AA;}?#yu+-RyclJbX>l+@kF67~#=AKK)el6IJ)*=Y|5ASe9?uyjev>mf{mdVN=&1 z>8l&R#%<*HBjapAK&D;i+;AAp;MJM^?PFb)&jNX*y4yq40?smo8Q2zygc)!YEPsAB z-t&4@x?OKi5-q^(`*Y1_E7l!YpRk(JO~G@Rr*1eJv2@M0_MGuX%#m@GCdR>9Lxu57 zWuorub72&Pj75VK;XBdMbG@(2cUm{@wQYM{E|+c7_Gxh)_o`L(cIC48uEQ~M?#pFI zzI?jPn||SI>);1AdXbukZH=L$`%peNXa9*PeYXaW>AvIRd69DNQ@Q4<s;W0HI#2hd z3pOV_a2qZPk_q6ImSFX6$aa*UY!6{txb#9(uDgrN)QW?AHZ9k<<;LsnrX%9^TGeM1 z9xFb-^<qQTD2+Z%a~<mq$GtVW4um$@lt;_HHZ9NXj!$qI?G6nMt<JD%+iCgZa?dx* zD(Z1H+0m-8zB;zS^o=J@o^%?>87D(#S(nz;)pbz7xjp&x2P3zk{NUi=V#iy3&7b0~ zcQ-M=3>NU1u4}qybxZGEf3$1=rUs9;+tLfA?4Rzx(UL(ME*4uUdhEe2o7RM+T%Jt# z57(Eiq<i9~{2$&YEAKk5)vmGcXI0sBJIkWVcXvKG9I}Bd1eO%nF5eDQ`RUp<rVqZp zI$Ln-)~&KAnHc+Tx|mk?v0Bq{*Zu{H$=C!ef^LJN@{>gvh_7#*e~*leEa%_z0B;Nt zRVynmZyM--6_sN%*?chmXC3REBO;Xb`zGnV%XxNChYc~et5QoI2g>nOpRajonBL^! znxOq+^JGa(M1)J_QE5(Y?t^`<<+9_-J1xFG%D*CgGTXsYMMb6kb>{=SW7lZ;O><-E zR2R9~kxC|)5*3wWd%B(!@)rc~XPcDVo12~1nXqu^s_5tlGnQy7`u^(dy2z-@6^BJc zL{#r>@pr4_64zUmT2r5Cmu=spU6lPJ&9V+pll(q~W$9}6THB9)D+E1fY{DcAH}^iX zZpxi@*%xnjsZC>_ec7Gaof&NbGMguJyoEAauJfvxcOMa3S!dHUFu=jAIC)kpGu5JI zu3c2VR>vAqB6nuEB>iHo#$h&0vKEF~Y*QEYaezy!zvx)%bbmuOecY2ijtv>#{^I`D zv!9}6T{qX~>@l@Akee8C;bjO`^<p^`u$pnEB2M+OLuTs@u}42<W;*4Q+UW&B*O&2f zrCLk1>0&{yi?OVDa@fPeW3uVd`x!T{M{|PmE+fCF20U?!R~L?Bn|myozz%$5yI;#o zl7CdzOIm8RoZCbIzsw_}t?`9+WxG4EIg*})e0!nqIWtty;W^vQSD#U(&dca_`1S*{ zxHEG7Hf)2Kb46|KZywXV-(J)qii!0;ygc{*N(R<j$w03A^cd6IaN|k4BrW^0#tgT? zw&9(O>k%IA@NH$DzyhWoE-}n@xa~GJR3IpyM_(HjA?xbU-d}yow8L~8y+hJ-6J6|b z@As`KrFS=JE*}vW8>dfTvU<lIFMf%AmpzcnTYGrYK*vK_Vq2d4MDx{Y_s~O+4+aKo z&K^!a{_w$r2UJPMcxN(IN=!3YlrM9qy0HPW5F~>vUB-HKvvPVb$6wk0;)zRvY%YVx z@1Lc8KT>7#w(YU+*7Be@kM-7`m@<5-79&vo;n&y4Y;NON===MON?%J$2+nlVZc|dP zkf(XIV1jDWxqaKVwK2DOG)oH$GcYwzk3~&Qv;{UH@{m<pC5HX5!*<;K(`#}4v?p<K z`*&varj$H#Ihl4*_uN&?p4Io{mb|7nRC+;J*O!MM5Ei#N^nS;x2=h!+i;)Y8QeH5z zxQ0_~$)K2aqTf`Ux6rQM<PQjC(w0BoAZpItKO3-#Hf>Cwswvc|*KsN<F3y^0y;*RZ z*AWRW%yXyt83!pgD+BXG7rZ1_I>%%RvA)b1`$1hOb?Iq-M@HD)yY-hoEDKr|AUE}k zDe2*ns`sOtHf@rpPnLI<My6lxs^~;u`MkaS*5=1EGT)x5#S|{YcSrwq`aK?TJkWEd z?fJ84p6%z495`^`+*M?czQ&yFi{r>t`*W1d&AUBkYdjmAJEPbTfU&xHq^<ZSFNSP5 zs{PVnjjn=JIawhI^qq`V3mNw+*nZ?{E-63Lkn8T+rP)#A=`vca^Vorg5nIbU^6Trm z;o9zJNx#eG<x><RcUrDJt8n;mk)dM)XYHvxF9w!jqtNGr^dZD3@y(kzTWml3=~h)$ z6?JFHJ#jG$cFty1sS974y_ZO2jDFJ>bnSh`BH+|qB1zj~x!1gkO1;Nza7nS<rw>7% zj<j{l+^*iHVE;YC(@t|;YMxnkon<LI1NROedVGLxV_kzi)BhtiVWhTOu)e!SUBd!9 zq_zA_2H$wF6Y~W2|IUlw|4Io#=w2URTCHQuUn?XfCACeyv$OM{A?x6meQf(j2Qhl< zx*h%bas&1_Z`-!*XIT_)<}_L0qYtyYo<<f&znH7lpJnqHZ93qk_kQyT<#aF-ajFSc zY@Gbt$)Az8*Iw@XF*;JI7HIBPb^PFdx%w0nRkxCxJZ)1yBdrnQqYA}w<G0;T&gy%! zA&~-t+`1JNX6R7cUKH{;LiYFP?V*<|5c;ky;hvi;_nfOv^04oU3q!tpIigfMGcyC6 zu`R^}$t%YBXE-p#Jxep}!oKvTxyqQi9VxY~`8T=6^|Xq_maqP+89O?VFa0eEQQJCA zW8AgJy8U-$oOtn2`|z*udl_v4SJ!Mm--`v(+hS9|@0ic2qnw(FPzto6IhIVNZcLfO z;<`7}IXq0zNcTfe`kd(ln@?X?q**oSO;vFlyRG0H5Iu7L5|YqCtFDIZajdDe>B_lu z|6Q&LQ}2@I>R8oP0mECq#lCB#weRy?E`Ebu>e?<=Z#KD!=G^Ii)eBoQGc%9tbjj0a zew&c_pkW|Q*eWY39(_7~R^7v7PKfnDpn!X!u&=U}zl!7WexQ%DfwE~cW73UI>$>l0 zrPtf4UQ39W?be~);Axufl&9+!iOrSMXVfNdW6k;Nowg`@uscqEeQUFJ>UBMlho*Y1 z0j^7pT>DZBeF<c0dWwkhEXv_WZt;b>G)t`^K#_*Y&KSC{{EV>e#hFkYqsfi$bxosA zWXTRkZIQBVFC3OK0R9V_l$Vl9?bW}k{2=GVY_ksCl9?*P(??rGNj)&>KR%tsJ&x=F z2%F|MIoweamUQw}D-x_;uAB3t5}=yw!S_qn)vR`%o9ry%8gc0e)xm~6F{Wi@WmOf` zm(We3|DZ-Y(l`=E>HV#bFP0n>bk{muI<4Zkgj?d4+x>_Ly}2_D8U&JjJt#Pf_0((8 zbO<;_w&Sj5v9)!@lcGDq`>?UDq=+x!+CokCo!=mL3>L{&a$K%Is}8)G<T)#5TY`lH zaB?!Y1A+NbMCfe&8?#EI92X3>tBJnDK;vu}Z3f9;Qk9+gAisT;7Xx6|>PtV&o}F;I znSmUxEcdy%IDXLRvgm_LN+K~ShpOet3J5Iudj*^x9<4DxDEGOr@B*@8`#ofyXVEU* z`0^gHq_-M77o}~uy?X1~ZQ30j9WV4!yZzP$uojn^3+%jjQpz|XnD-&S!}rrcYzVVj zheeNHrJCeoofP^;?Xmx%Q&Qov_NqZu&<*p<q-P!z9|RA`)dQhn?29+(ejIB4WU#L< zC}X?0Vu9?!Cin3MM2ofQpQB`?yVDcY6&2s%-^Fvg2t38=KG4oLyv=$3NAuY+fWfbe zL?8U+HZce&tnAUWVzd^CVc!<o;iFMGoF0R1qa;|S_BWlSYz_(w<DUGh`+%;+x5VAR zK?iTG9>Q|m-AyYjjgXSTZzQvRJyO>Bj<`*YH*#vZRw1~SUhp71eD{SfvF5qjBI%a{ zZmh|6=!^d=hgng*g?je6HEnk1@ac~6*c&eSDiW=j+CBz{6xZ?ol-=AzvKg<c)f3kD zA5r~c6R2qKBBsy3j@27EKX>R8@9_kt1DhlyjFL~iL&R$Un8$v7b#WTuWo_haGmE_6 z!}}A_WZ@R{VBs!fcJlf%fn@o3PL#)4C-c#xM=>+)qDW~jwfEk<d7~<sGt%`e#wgRa z0|aFpIb7SR!_+PA$&;mma(iu6yYh=l!XyJ9M7to+#XWnb^E;JfdUx4W;QvBjalJRx zbL{rUkA50@0@Q}?XiPr6ul>Vt$+G?glPA;^UQD!0SaybB{c3ZnC5PivkzW}Fu`?;% zEE48%S(?XocaWtBAnq~SV+<%b#A#GvY>w@Eb>XrpY!p?&0}>6~%!*5|cG~<|d2N8W zm!E!N^7#aI@+eK&=+j=4;=6IGVfSSB0;h0qIeDo)=-`30r1fd}U;S3Bv!cz8rTALs zjDEw8ee_K!VQ%WTBD>pE*E5z0Es=c=p?(Izdsw}ZO!^yhT#b#H6ZKN#gWcD?(0zU0 zSj~O7NHmCzZFl>fip(Ax`HZbq>Ptj^{h64aZ!aFF&HRp`-_pDALIr%IIzcCiJ{d!w z#3&-o$e5NrAQ`$8aq-l6e?xksi$xblKk)CRcFh>iIp-6`JNiwnPsmT$cmjY@@6ClQ zRk-^?Km9<%J{jaOY3cOd(^cL@NF=&do<Ub_Yqux{?CGW!?r(4$Xq3g(3w2BJ_LqZc z?I%WyL}RovtiIuEA4^<%F(_9tZ4YpHP!7})&~Gevv;VD)itJh$iSEyr@$S^h*z93r zW7DqDt*Bi4AD#=iA?5Y!b?I7i{LOh}MXi=Hufkx1M~(cjNV+W`yJz^`MMd_z;x0A# z`ocbAx1s%2D%NrLw&>d0`cxj1d2x|*DkFxhLD7D!LFWU_3`(bf$+?Z3PFJ;86Kr97 zYIpbW1l2!DksU-X^>RZO&tGRg`W5CUfN~dMs1kZx_H!Gq3gtSZsi9%p^CJCT%>6+U zI*n;^wyN~G*|WcBU<}WnKM!(THC<}$Vb`D8c`wFeCbDVfX-38_Th)%tp>O)u;xUWp zgTC^KhS_QFk8#*sO3>SvqTKLdugco8Hy`=OS3hw0VHPMq=T!RvR9bu2vr}_3lR-<G z(~&$9Ymp<?IA>?X%#Az?lHCCSV@&e^<+lKrY;RyGmT(`aOSf)c(pUT1wD>LnV#C0r z#ZFj$YiS%e9>fWbzm~rK2Uz@g#O!r$Bkiy6v5HrVrR(rjOC;a2OR;KqBgqF`ti|#x zGzCXW1F%mqU9x0}?{a>gY9v<vwXS|VE!JNj?bq5mZK-}9^fJ`IZVtfX)9}5}yIQ+= z_Ik`rw6?YaH{mJTKHXl&`^Kta&+v=YG7cBpUyDXv)(}Z@0@^r`Q=iXmY@n{L{*A0g z+C;wOqaS?kBVWN)H(6+&rt-?VTt0sMxNhXL7>_;XuX;Xz{*1U3DyKhtRezR8rPby- zU*V=zso#E>gc)iVF{peA=L%~x!sL8dCao+*H5Uo$DO#X-Cn91hoi-~TUkXseVNd_< z+MoHXw^oooQ4pjCb|5Y<Pn%h?UwmCnw&Os`vq$~4_wL=>iO^c;-UNAoDycFDrk37Y z+Z~frP5(Rl-pXUD;<83=K+sknOMddCy@@_Ij=*>P<jIq{Lx3lb`r8`7{0r+gN$RKd zem@(S143B$#_TuYKTr<DbY9--e)6Q^RcSXt16V&m-a2#7dwY8|)nugtlI#(La*??) z0i~ZmyFr&&H{fX44HfC;<N<Y(C9&bwIBO2c&vvQZ<d!TeEyc8V#-B*|SsKZ0|F~C( z)e1ML!nH_D%6)1i%*f?AmL~xTxK!8{T@L$Qp8^Gq(<1b|ms^FJQ@0);U*H5~gj>?c z?bk!!ok$fk`JWf<spN31Pv}m3UAE`v{j<eo-3Zvf%VezUGi*$woqrxb$e)Usf~%Wh z!3A05r&~99e7?Wcgw4**&e&tJBgGd$yazW1M&5|sd6i8rBQ~}<L`^PS%HkU&uQiid z1cTR>(`TFL{Nb-0`|F)?8|4pn|2`-`b^P`DQZ7lOy+Bxn;jBb>z;%qq{!%ox4wajz zMw~LgdCtR?q8@mn^P9o$-Mf)947Gf>pZ`oXm&aa|ap>LHBOI`95DGxhO6_$Gmn)BM zrI{UPvSCTt<C0{Qvz8@XHGUVPF_sN|c3kimFAuXKyMc2@=yBPPf4#`kPqzy4eLBUG zJ|%Uxs)}`{++*zZ;+{<K|IK?9{C8Di71pb^ZY7@|1}x&6kXB!_W(}bF&3bpl<Itu> zNpC?0m1nQ*2J&RP)O7dmU2M*S{ra=>#L_$$#L{PfFGcC8Ma@f+1t+sl+~$#rAGQxA z*tO?nwuG%JcEM!Np*EAkJHohnM|#0fM8(5>zC<hvUg!(Rf(T|@+SBJb_dBM^rRN39 zu9Q6pUQhy)hIdXIR^@;lVKE+4RTZn_7{AK9Z<*9jXlE}qrkSJ6Y~=g5_I!POa58~+ z^W`s!EIA_;s>khq>c6?L)$ZqKs`IkY!q1-{NLgrC8Q%wxAL*$XP;j7+CVBE_W}Ls{ z^;$ZO%|nWC6(uhg*4xl`3;=nN-?R}disd7NgNF;`=eC;XKi@`>*v#bb@;yC?)ILOp zn-8RT4id;R@b>qkodWh%$B`Ir)u<w{{i-#MX{g!JwY_}r?^5Zey(3@tCD4^<Q`JcX z&pZy;6Cb=&S63IJ?sS_VeYL%?l{0qV5VV6a`wxTUQ!mmRyP^NIfBKW_x6Tv2nZ8+- z`f#qMHY5JdD91)HX`>>JapWI9FgI{8{nIJ4UjscxAfaM$hlkQskoP5krU(`xGNwyB zRy(GbFtyE#@(4zSm_#B0wGV*c>|C?XZ-R0RnAp@^0Z$+Sr9ha1p4wfPK7e4mIc9Mk zrmhCO;8lSD!Q>E|ra%J(Z3~5ST*n0<%{0HeiX8I;F&MkKG*UXOPXkd>UH!|W{Wq1X z<T0}t$<4N^^<kIg+VAX}r*KfN-FjaYfM91Ls6kXD;AP#xfLlBZ6Q4rkF>TJfg6Rz3 zZdz7nP0ImT!e%^w{=5Lb7Fe3_4*PctxcQoy8=y}F2+GgR{4V!wzQSSz22w6Jy#-+s zp@_V-FlZgia=w!-Mt^|eSu#=x(NitHf`Ia)_&8`SkyQ@&lff=%GdhX~GkSC3Yj5pq z;Ec%%l{7?&@27odkqCQ#r1l`Kg@=S_7WEruU3NxlxQ8JjL;(7Rj*(F#0^0B2zj>w1 z$@1)IZ^u0>!tzOIue$+Bgg%x|i-IzNXCrDkr<k@ImJIeg9#9TSC(AM(k}2Iw9sH+b zp5B+AsCEOok%(J=T5L6gdN~BgXV0D;d})<xUL7wuH|V?7(Fq{yU}L;_@Ap^OgQrqe zo*eU=4nOds^(veCr&TT#4ikKPP<T90&o)l~<|9n8(d^9(hwf63lS+X|0!Q~wQy$8w zk3}<s-!t4r+QnL1<jKlsYBYq-k~C?o@79}=$IhIt+FG`Q(k;v&;N_HsZHE<{UpV<W zZs9VXyAX@-22(>Gm{F?s0ba73c5FX^#fbfN_wE_$2l9Jql$`vlsmC7!bZgtP{pGg= zUuz$|X@v4o6H%8JstfZwVPC!qybcs(33W3{#xX#(v&O)#lt?t8vX~K5gDjC-94=3f zCrmUm-L(;PLj8u70YW?qZp_So{>31GUn(hhu}~;p?0DAydg*`VXk0l^B;hrIRMP-9 z3=$mGtAyd^hy&!SG4^za#+I_=`EEux{>w;FlE!j0wV3E431&>fagU*!O%DC_laFpn zs5l5q9rQ}NdgI0ol&3QMSNe)%vtz!LC-Wuyn^G-wQWB`gUtamIDJ0AL&w`FUp0b46 zw|Mbl>`;W*J25da0Ds}(wTQbwo9Aj4puRi1HczJ+QnCxwr_RseuMyD^4-=m}Ss$-B zJ=O=*7#$fYbFT0X^8EU^Lzua4PR(ER4<NuqbH#5B?5j^8{TiW?F*zc@{0{0l+37=V z1)c5fxA<iokjA8pH{+9|H&#px5T*xZ6XZ>zE;u?mIw~p(!5}Co=-$0FfQ0w&-$O2Y z37!=jE5zyzJce~b&?Ulq7n0GiIi@%^U}f_-$sn1X(fSdMuTxT>Zpk_gHVeqQ?6~+n z*{u!A$lJGX0sN1lP}Wf#imwyccCHWtO=V@J#oJ5dITmRC8g~JG08`~+euwNeJUmQ5 z<=KGUPv7H76j7K#5eKkkDiBI?e8S7c-a?X+1IPp~zurKUpsF!X<V1T+bqTSiq@<iL zji`n+&s3j)^aIsH7G<@oLicyuooDPpB|X+-`!$aw+>{XOLN)<|YO_IT(x4oMkQOi@ z9GW~7g+9$>?#Ck|So-r`0I6C|c8{a_8?qT$*D!b_VQ7R{&t$)Iy~!o+Ews__+j2_m z&fxUt*IGUFrVe;z9rJ1ulaX;nos{TWr<*Er>e&S-er%_C&xH7u2S_fU9>x9I+S%zO zo*V+T1UBix&e}7`54Cd#FsKmg)c8P5ayP~6hsyWsS*2l&RU5co)%Ad2OXN(sPYkw5 z17RWqj%Al%{`=qlE+h0aIr%RsDSJR>f60~DkuJroGe*Fws67Kv9kH<)f-XA%nG%FQ z#;MgGFQGP3QdoEhfDNMdmM!>b8)lPR!eE!@+zeLC-F^>9sYD&mq%l$yZf|NFb52ne z8sSOZwWC%<p^$a3DI1j;=;eDr$ABTYxw*?@<niIj=?1aw+wHomo&y~uURlgQIkV1M zb4mW}n~~c{9u&HuL}q*N6(*KOU>=|a1IUOSx3e#I*`nro?EYU5Pb6qdX$nx(4JCA0 zg3E@dKdN{Iegnus9r0+y4zq?VdsRT1T(`+TX&c-za)(*PAHI&tLL5XTJirl$R}=;Q zb8q<ONB+3GIVXch3}`-nz#KvhSt$xR$*z^f=fd*jq%OLjOHrkeToixo`%7yMn~(0B zC?`bn1`a}2!{Wpa9{&9sV(zx>+fk<u4G$0R&7yee32&)v=&&?@m=SZ&f8s#i8#jDQ zE~BygXf+DPL=FKoBb7~nh2zV9fVu#u)YsPw@4J5a*B9YU`xz+|^(59o`e`sU=_a?| zD7_n_T7UTUC@D<S=D=Uy&Q0}5(q@M1tg>GKcu8rmr>Lh_*L@uhPHH;ru&7tFSXfjf z+h=xrdCVR)FM4Bylm!&cWZ=ORaa4J0Yij{x0qV`n%pl19J=G9L@km&~&`O|kpj@#R zHw!66G|7SD#UpaDM%sT@>%$2R3K_N}6xO1^YU8?O#l$SICa$uu^#jlYa+F9*Y}!;* zQW6PaeWa^W2j~#rjOW{8^mdo5Y|f`8Bvu%)H~;%>9*sqa+0&`mB_a}skb^JC`59sH zGP^%(dVnVXXNL>Od$=8~UP4h{u<-Nz4&$kKR)(nK0x9dNP+@T~9`)N5wkOh7^-frA zsK4rBBLk%^aKhA>lwVH|HdM0RQP>^Q%i%SF4;Gh{Eb%@y*!=E9)WVqH;BA<L1xvUf ze{Iecfh^s2g+;*cbOA&ywTR1RZZ{dcvV{8`ed5!Xl!++iEUWWpAD4dJ=&_FdM!D1D zr{W=oj8e*8O$pe0tlr<P1{(pMg;-U>Qg1%iF?P2fYRw<&TS*a;@adb{u;Sp`MvqOD zt>h-k%8Xu}$$x)s$=UDemy<G@*ykX5NA0pXvs5Mk%5iQeg(6in+Re_Z+M(IGXwbFe z=g*fA+*50eBJsSCh%PtFNa($}@afhXMfQ<_Ciz?uxIy?G>ut97-VX{|(WF8V+Pydp zA<HjKri}YE=;n^SJLcRqXzN>(;>;#fgDJEcD5<lk7FnXci<p9F7J(bk*4FOGzKEp= z^9rd(z;c388zO`GQ!R>D{Nnsu<I3mS)LHW-qy4Pc7*N^B4hanj*$zDt73Njk+-lK# zCqZpcXB_tzjlLfeQi-WWogca@(#YS51(V(K{@U-(@}^g34|etA#t$NO1W$`0BdGf> z`hO5u%>C7u@~k}glHcn`tRgb4A&D#q9}Tu8;`o*Z>oy6)tRsjSh_e+kxV-;)W;s0| zS5Xp3DxMH^28;kjjYw&07z-q~Y`F+kACdq{N0pFR@gR<<8Q11BQV!qqJCU@{CdcLE zsu#x`790+a2<crMEG#^pb<;Iak^PO_wiP)Vf~<qncacu<6B!vfkFp4+rLrj56uIQ^ zi>vu$(8B#!R|HO*bv<(F-pi0%{OzUTG}0NApmgk2NJzH8{vn1daJTj`6hR15mSC@C zSX^+TxFJ^>!R3N@E9q{Itgd5dUkx$}Hm8wAd_2T}f$DOIjwD5aW3_k^31vN<*QV6@ z8D~82gZ)Cv8Ux?GYZ;CKc(B{fWxSu*j<y5Qp`>%;BAv){a2CZuae<Yff~0CAO02nq zwO%;3(Ue5Lryo!1r6C1(;XKa)Qmm;h_uxvk0cAxEYUbDDK&!VypDIS8G53gI`<Cx+ zha%&Inh;<kYQC8uhqF*Aj~=Lo&rQ?AefHDSaFeo!5*&aN2=Ygz8?>f=FW@$~6B!9L zs}jYrvzQG1w2PBqpl?xt5@OweN*&nsJ;U)_r=eEpikC3Iu!aagw#86JzcI$(dF?ss z)zsq%i4yS}jtUf<@j3OZArK=u6w%>Icu+Ai_gHZD7jDbHz6a)uX=1M-L<Z6=B((CX z=b9F|w!k`vKi(L6m~k$rG2ou4Qhn2B<)vM|t#2;g3GH1hqy*ERy8afuHyc^Kts1g! z3(Cvcx>{NF1I?&-&Y{+%>rns=mAFI{*-142mmH1qj3PVn0s)8|SBrvS%acCcbXDjV z67{udQm%rCFgf%4uX<xnieG{(Z=;ICA_Yc~*6odhcS2elMMr(GnE?b)zlUqASpI|q zZ)S?%BY4WTv3mE_rHdx+0hGwUJWgUzy^5>)3C0;CEP36GOD#7z#fs%eAs2?tC4-ux z80lcV3}YSg1v&drmc8*OT6wR-(7;M+2tZ4gLtoaVmiJg=?vUAWiA{C6$Zn$1PLD=9 zX>+4V9ZWL_=}2OwLaYJua}zuXTof;+AiuZ#j=8HS%kS*(9m_%qcRuOx?6~j+ey~@j z<<UZ{Ame*3HRn}ScU=|AfF6Z^^JLaw>!FaBfh{V;N(2&~Bpyua)O#Qs`Khmg61fwt zM3{suU<QdASu6rYM3>WU?93>q7mBCXr(iNLjBqf}`kQEU&{QIz9YKVGa<kaG87?~h zJ(n+NcrsDEE-lHw;C%AqZ0U|CY_MU_b5O*O#n0t;liuFmDSa?Jk@7PTk~CyXjB6Mz z+~B~0Pbk9acucxrx%qKx{-QY!zGI<5Qf1pan76fnuM(jXRsr0{(HObeaT?v7of(_N z4f~217E){Qp4aD!f+1>%JU)kubT3&q_?4J2VEIBSQBircu-bPSuLFF1$D;O(0v*uD z>a2<90r0}Ly)dXlQ<kFe`G$4@P0i8$G1rZ0v)V0XvkT@UK0}mJBJ+fM{3R7P2Zu2L zK#Sbf<U4kQns{waKvsL9D@cDH=9}8YIWE^$meU`*lQ3`UYmT7wwwEMdX@x>K{O_oE zp41>kK~`gURHjJciu>aH(eBeL#-%IwkJ_xF%PY(G3U)4k{sLIa>wDka-dawI|6RXw zr>lt*<A-HWFP6pieEz+MHDjRwCAMFG+$2TJ%N9V|L3Udizmnxy=6OvZj}^Ap6WZ3+ zlWFFr1sUVc%0EnP2DbMjur)+1k5@r>jV)7AZVbqFnU14ieeVT`52kIa<y6=u()zk` zo9LXo(r3tJ_~QTEP)nYX%Bl3~j2l@2ZxUsz7NUOh-#zyKusFdZl8u#mgVTC?Z><Q$ zM`7)p-cIu$+xp!#-2ZXiiLB?ww6np6z<-pX^?5Z%!ElU#K=Gx~|6eO27w-1rwl;sG z=0CI<c)hD%mT|p49zjE9&HoIw|8rH)$!5Pd<*kjK@lpJ3jiwvdx0W&omys#{kE`Nu z(=*pACJNOsf<N5r810BcjC#rX_Sa0Q{xCr+L~)Mie_#13F^9A53e$R6rPWRTtmT?S zYd);#myOr^l=*C8<Nu!gQ&>>3{Uui1oy%)7snO;)r_C1GN3Zx#1gJ~Pu!wqj1bFCj zH_6@-+UY-WYu{(gOsv4+-R)0yjc2sH*yYGtWj{pUr<@~9zFVxS&b36;yDn{CR6EbV zUNaAZ9;G`mqkO&E#|Lhe4ga{;+P>DN&Me8cCe!-ry5uOob<4FvDKx<a3l<>RZQ8i8 zu)JJNRkh^v=Zn?xCm^Jz^k7<IJytY}4FbK%PWQeBAJ>JjKpZh}kXOe-J_TMWFD>QY zcJ2_w@n8*b1)aE`A8F<1hx-5WG<oa#WX{at+yj{-A5B@zId6WS^##5#gq)5@m;n#z z`SR!-csGW-WLdpIL1?giwG{-G7Zt5RodY%<^IR>=R5$0k!6tp6B)BKElZ*`0L}X=U zWn^T;#KhLETPH4V2|$1C+BJkRgLErHMMXt+=KcHk1Fg8CVh)9)5~4tR^>Rob{GxdS z&=6k2vXH(b$JE3GwN@7ZbXk{?3*VDZPksV%LXL#lC<+$Z;!rW2BqLcUA#evlQ>}4o z0Z3BLF<dRVB5^m1eek9cSJ~mhbpUw4`Cnoc@lnF65N0(`yRdl+{UIBWyk_A)xm<lh z2i3c<uyGVwYcAyD!Ky?L{14EJf<VETLLLOlhzvGm(KCmdF6_SKg$xPp!dqzdUZ+bZ zp1pepI|0V@o%aHmPgRbX;o4m9civG(_Ql93vVU~AIu7?C%n@0M{1gRu_HkaX1y)CO zvPD|`nC4-1R8-EH{2MS(eM+|OGO}W2ql~IwO_Z}4up95R&d>SBn%r_GT?alJcIG5V zLEymgZ`uGA&wswZf>{wYzm*zm@La2}NZP^kCXXTq%C~T*PvAWpjy<>^8hT<<0tk~B zl#wzuPM(AnXAiPZ#3oKkY`lhDYyIi3-MbtQ$*vl&<N#jvNP-h`ljhS~Yqq22>@?h7 z1QHLKI!A5q&_}$4#ba{r92|+9_~GKhm299iKn!^RX#oBd6-OG3S+I`=)f;03dFS_- zqo)8J3CMobMoV5&S8aZ6GR(Q^7&)6@(O|e~Kpm*~PJ%N)VxYO2oIj6zXpaOar7n!@ zz%kAj>1WN{ZTfxT8KFG7uc}1mIg}%aHx+a+Ow!oMnJ@tZRCZQwIC25|sq`)jMN9L; zH=6*Jd}G?mrsdB&d@SQ70dA@C%o7(-#e6^r!eQcBC3Z!)o~#?+?naFwIXM|Z1OTT6 z?hQIb7M>nv=5yRjD0le$GhAxzM^nRlsvjbkj&H)Ikdev0Y)=rvA&K-Lh)`bae=+{w z>~gAiMp9XnpGn`*lEBC6pPkY#>_uoWzLEqZ3U+%GL=zxoIYa>BdtC@Pf(amy6CSBO zmw(;4yOzQ0hfoIrh^A}LAL_3i)Mj*9c16AYWNVzFc1*^2xL^6MkDpgf(UY<LEs}E5 zAc7Gl0kIxiS6?oNMKKwW6$LMwnTa8&MJVq<I@T-=LraZ9&Kc%8SJbc9{B<g?yShp3 zjf$FDd081OqQ&!yQXQmVG%Endz%8MpuFlS^c>MTR;=@9@cDLQn%l-Acol}`8RaE68 z9>+euacj-L><Hh^1PML%#MJO~JTWm50t1`C-VAU<l+U&_Wk3&=l(g=z&qSHS815ao zPkfiINdW_Zv5ZHO4@2vs2*@9FPykU;mz^2K3_@Wdq^*q(x1lUbR0jAOAv0v6SE8Rr zpMw+#=H-NElsW;zWO!CfK49tneNpT428jKUMe$B(C^&Z_li(rLqlZ8TP}fd5_0Ahr zuEm2CcD1AWz{r-PJIeFjZIY4`Z-^FrJMVwe?q#&fM`KlUk(=N9LgA%ieusiv!k%Sv zA|fWgzC2W9|06jNr=K~ZluEU@ZpwPX`zd!WBLG38S?Vp6#`_j+1#4NoD@^)YFJM|Y zUtVFOR9X6GSe_`V8Tgp~LHSnHbrUU`$Kw18nfkfMiB^C%4w&=KfL?Fy)z8wYw`TPu zWk@(SxAr>0c$%NiK{;j2lO_i=(%<+7|I7I5@JCa=GaEqUBO|jBaZot4{FbN-nc?e| zfs6}ZA3;H6R{TQqr2Cv;p?o~}n9C-2eO5-UkyZ@r!_{rqx^GSkuI*++WPpS{_0U(~ z2Yg$DEgy)WY18@<6Itw73x)!9$U3v*9y9<zV#u@AN1kKna*jXGw}}Z+lRfuIhNM58 zW5>!+V}-V%X<)F|dAJ=lQwZRVpc!Y59Xo~zMCq@hq5@=c@scG3Cu2$xB+C#N;L(rE zZh`|8+2c@u5{6TOe*;Kru~^c@A8)!QhT5d98=<c4B_ieT&H=|HNbsm!1@P@oS-6>* zLKRVZRUu#l$<UmMVNRZOlK`#1g>HJj>_H}&XECoMBEkD5k`Mkmt%SI4{&X)TR*ss! zq|M(?D`Y_@_4ohl(18>noHwB9F#m&ip0b32VxFX&xFO0fw69HW+nO7~?&g{5OYiG% zjn>;wFmG{p-(I?l*s9aKL`E<N9lD9EXkDAq(G0>p_3JU4{LJ7v9cGI9K|eoA=*s5D z?h`G(s9S%A)QtyPlj#lv7wNn}QeG!5VE1_|h=n>LiACB0O02|^k~eNt%Oj3Na-*e# zsOh8Reox;D^}KS>e*VcS5XLc>!QMguGY=!Cw!50g!qFCj1s5J1tZ@~h$yT!;!17!d zZ`=7QL~)PHD_8L{&Wsa=1II{346oGGTolwpUf3xhK3)|fP8CQ}fxBA$h*bgWcmUfJ zRB!;cln-q3Zm5_RJ?EvI@@$pcW_Bp1d;6*7BwMCpPhuy-cZL!`gME$R2VXWxR}^KB z$92s@XV2+Ns{=*U8zZ(Ze0@5YE9pl<lCavsLaAE$bFxPI{Z6>WXN(}4gN+|Pe3%r9 z;n%yH(g#<_J3?`VScz(YB`IT`bW<X0qm<MrirDy}&klIXLj~gz=b^+dU$KH=GXXZp z8~6mw2!*651I16(GXsW3v3eW$EJ&dnzoJ9cSf6!>68r7&$JE4^3BEr*jCNOTz<r=z zvfNw9ye~_Ll~j+W_QAt6o@#C8MW3+?$)$KX4aQME9{B$BrNy0IM)RAHahVkdk@5Ch zlJ*5vPk0jwa>vB+C<dpo7uW#;DlvB;)TPm~*>FX}^Lx=14iyzoCzSn2)NaYeVh5H0 za-m+?1L6MkIS!$jTX_QzR;WU(-;#{wPrvsmTrt`fD4z@1rpR9JP-jW(RJ1k>ECg5% z=6A%r&lAsya6EMo;TYOg4?qVyGjW>`^KnFxDjLAVQLg|xg4QLraid>7f~+peAB()< zXSavKEM>4A_dMzgL`UrP5EFO7b}Enm!iec7%vi3Q`gjU11XvvqT#VqSA*35Y22j!U zXSgYPbWC7egIRcE)Lud6cb4f5B$c<%k*3h9(^!S1cMGA>6pIAIf}xh2|A{Z{goOY) z)&Z--YHITni_VD%u~p=O3Xn6uKs=}6_aqx5;UXSwwyp=B5__4^igCHu2<muf$GSmI za>r`8W#nfXwg>S`05zbFfQkh|T2xTbR}9*R<uZvFN)!eH43Y@r<-n*tLrNoFQS7M0 z4nR1RQ-6pvIz;e~|D4ADpZL;_8<y$B+rjFMFdg^wsdnQqc28ZFy#*#7HN!Km;&>jR zPb($}p6jkMgA_Y$xf`ni|0Z(Ss~l9ADeP5wtERARSrmyoYs1tv{4RF6%$H3gL>h&T z^=PLY+)s!V9wM%N-(R&s=s^k<7Z*>P!dtzX^O$Bxv?BcxmNRe`xqD@gLnd9kA9F>a zKi{DJ5a@1_KJ7_QT4=<I-*v|`@n4~#BvA(MP>L@omIFKUc#|iccu*z-P*@=p1t!JM zB80=U@H7)_0V+ei4eN|K8XMXSNl!1k_^0VSV-PGT#AcNnUJ{l;;k>yu4|bo1p%=h| z6sq#kEoV?A0Uo`zZZK}ARsF;#UTZf5Yt&Tgt=o!1M0Gk-@p`P>P1!tR?b9)^$;YB! zo}4p3=UZ_(Pt-(6SHkAaH>{=bUWIFCmJX&jIOv<X3{)r70NYpK=1@QTnEDr9Zg$<e za02OqMG+owU-ZbyfVjOBA*1p2jKQ@ztlMSY%_$`kA!IejF8sK<8O1Mep<jSNdo9S@ z#)LmnJU^~D$gG$Q(2&7Jo<wWQCyG33ze21q16v3a&`V{&7bU#R>V`pa7MlvBV|9}^ zUho>m4Z=SM4!aw^KZ3?q9^2J20R0n`ZDmt2dCxYM%e<NU*ks?l?*spYsTcze9TyP_ z1vqHnO**33tIkI_=jVW{nebI6voUfJ*d-lDyUCqyzNEmAi=HR{m-D0jkzv6EzG3@U zd%Q*o^|M()3Inkl(DM0jP1bn~hD^qd5X4=)#8ItAH<n(ixjn@9IpR0(>mZ+q#<0_S zP33Q%PJ*ZMreyBK(?~0GR3|ScEy3%fnzxTVG=}8@${UKC!&5y;HSL7LD}2x2#YltZ zUM^2}LjnR#Ug{l-lIHC6_&h^Pvz&%PpQxYSkDAXk1`Vtdlr7vedJ^LNOEeXrqvkhi zz@#-56?f#aRO=?WXxe;eGsJ)c*95IQ2ypZYk(TrUhM^h}9L!Pu69q*+1ar)<d-0}c zaOp@Xvd{E8(jrm6LBfD_yp9O;bJGJ!R+D%Nb@`9GuFat^HUW~1C4k;YS`@VNj!IW{ zX6%YF(k%%<2de@3tRnl9r%zEnIRD;fks|wEtkr5{Yiy^`)l4(6WUgUWgc;zN++@2- zL=<X(h|qP2eAb@Rbt$*8ewTTlLSVpUbuT7CAE1mLy~W@G?|>pZAIe12md=o#5d=_T zx@U<>uWA<?xI6~@AMectNnrKH$n>V0m_?$`i0Y0?VPT<PUo~0Bx&B-81fAQ1{^;=7 zUWrd?!3tCcR_px8t-|%L3LQf4S5cAwKi>a_onZ?C)Vvp9YhIX9K`zu>jP1SK)Pq0? zq-_!k2tV^X^l7L_qj#$ZwT)%-(}@`IDrXNKqDuPjJwSRvyqncLr!=uF(CQL|Tnu*@ zi=w)L!3=5CX<_q3R4Q1hwioOji44@2PJiXtIdtO0c%zrjea0(=>s2UM59Ak0sjDmU zCHralv!1EetJ<TbuA0x#)92%olb-wS;kQS9Vj8{);&;Cdn}xP;?N_&Yvh7VV`!${o zU)9%m2MZk@eCx^Acu4q2%X(3nPUpEFwXS{c9>Th!ZsmHeee9UKmB)~`;1apUPTEj5 z^hV+_ysp2zUVa6}?0iJBh0FOeFcLuX7>w)eJXlj0NYLiq`pnny9dI7XU}vKq;LGkY znqZs*r>L+Gx_?M-%!*NLL<JRU3#%Jz%g2>!1}W!?pp>Ju-sVbREYM+pbR*g{D)!&x z;zvi_30J+e`NnDN;+*4;BWOEtJ5M5b0`dw{ts17VSOozfLDm~R>9f#?xHvfpYXi2$ z`pU)>L2r2FI*sL;25$hUyUg1NEC-<uK5ef+83;zCS>meMWN4CG$DlD;OB#2aiSW(N zFn{KPa-QPRhXi}H@e-Jer0>vVH^_y?3+gkxi(<pV*$n5z>Zb1)839-P#%s?db%tE* z>7m=GeolNME^d8J5{+DUQz<lzoa|VlL1qfq4f4Bq)A<<WN0~Pbt!<8d`bChmmBT4L zgDwYP-m?(H03!nP&!CLID03G+bSZ<u1H~FrrXqXr<QA?bJJbnae4NAfn8S9pMj;M1 z3jv29y!}qMx!g55uA8v_nge~p&;3$m-~`E<$S(+@lccCJCdVU;S~7gaq(g;E!XN|H z3Dm<qVPPneKzQ-GtNDAy1bGoHG|Ppd^N?TwPo@htW<r1fHYslK)yZB&3~FNH3|br` zyw3C#BUlleC+x&9t6#(nxO!5)LInf?$0lw0;Hx8hmLMB*wPgpJbzbO=<}tDPu<vo~ zpCKlhD4B7zA5HczBX$>(tROV{41#*N;Yz;77W^Br6A^t7X18Ig5n5ju<z)TnVuFbx z27&|J^0v0N#8-r+_01i;lk(&)R!^Xyya#rfun&E1fG+UYDTP$aV={ejhzA+s0&a~o ztM|A49<2mrDnn-<YS{6z=m0AGr`n;WMnEI(2MtPaU*X|dA3l22isn^fP5>NLL;Lt2 zt&>UT14SM%gZ(`?gdI3}-!om{1Qv)KAVUOEO1VDVqiJO10e5;qr7L=&;k?AieM1{E zR>MHUF0Px<)XMNU*rMp$g?oeNkCq2J!12y&*j9Hq%n`3a09l3c3_V`r0OxCzAPMX* zHKLXsLDxR)!oof<XsqJmA_g4HUHr}*Uv_Y6C|PoVx@dyCg^m{=^^+%88<R3L#eCl~ zrWv4O0i{D~YVxN_AOv4$C#{pOx#PFPl(Sg)oQcWN@NIF3XDrUz5Qbs=Z$kB#{XHo= zy^_N<H1wA-xuJ@s#EM-Zd#VIqE$#CK6eS`@J!%sa58<VV+UihF<Khf~=7oK*k-w>! z;G^no6gnD6rF;gl81n4~a-qSTgF+zeLr!HlFR5h;<w=PZkU(lzIuf3+&qRs?`5dqL z>SkgcV^?x^o|LLF_zm8AqV6Yn<Yycr0P_KB3mj$fHvabOAk+E4JmSssfLFeRsRg@| zDl4^gkaQs6gDaIzVt|c|8a-zUJh7{IhxU;^FMNR1wz2CxfYyY4u$0jTEOeZ+CK!KZ ze~<F|(<9-wheWZF29drO2`}Z_m8`uP^W?=|apu*@(z1Gt03hw$aEasqjU0?XEb&*3 zxg>O<a1a83T`z4`(H<bvPYwrw$8F401t|(4nm{JZ8YTmmPlilpuh}<8Ff-gIW&DnA z+iM9-u0qe-c4BFVI<u$tT2&N}9E+R}IopD4DFP%AT?h&7Z4eR@>mjEu0Cm(+k1s2j z?9qT414`q8V-rqjYs<|HegKF*i3|?r6^Q~r#1n)!a24DvZVeJGf`#PCWK>Rta(O&i zTY$q8MZ5U%ybGWIWRSCh`h}LL7KpN>PK@PZ*^ni*efw(&{21!<IAj3Y{Ynj!hSj@m z&*85Hx7NJIcE<do42vJ8Xjrdy!*E7K%jM8)C_*OuR$gqvJ1o9k#Ki$2WM@=G8qfv@ zhu;j63+lbjgj85Rh>RrVhb9nKjA>HjFb3z4F6Nk^dbnz;ATz<H@{#NAWr(8uL|U?G zgE<31WnTS7tc5sXVqyZ^X$=J#^%eN|eh&|$Fdor+1}o+eC%GCD1nKZ2$G`~e-6b#Y z359RS^r7^6xI6GORNaNQ3S}<0aLxoyArJ|0em|~OCOcjqgT5>Hm=0@^b*~VL7)9^& zoa@9wA|6ufCIKZxRX3c*(dg86o50)xKD#3rH4l$DXne%Y@1q^bj1Z1{ln@thNVC*; zadAQM2tLy7+qZ`plH-M*$Nen7!X|t-EQ~Z+5H%UsZ$wvz)BPl3qeC%9THq&ovmCz1 zeT%|PzJ+s~h^~+!5Y@)!M7!YvHA0~Bn1j%V0SdmmcKm}~GXthsazPA}=Sc<+M*wy| z-$`OGhT3+5?NFf1+(cV~ySAG<X>SAlA?8fjPFX5*F~ib0E`S)u`GJa34eQ>m{QF`| zZj1u!xWl5O8zDgA^bK+X0<L^t-g6Fr8;6(UQ^+8?cJ5HQ<7FYq?Lk7jdE-X>7@7gr zVpIPqNx_JQOamzrB@3`LjE}GnmMmdv&>iq-@?B3tf^`THSZ45^(XAfgA9bqj;9ukc zkY)UHoL+2}l$<Y!&AZ^B8o>TW+FAfu$F2Bo=0lG(MPm{K5_AZx;^bV0It%y;X&C+e zo-B_=i&zJ7ixI!+FQ7yRK1RSI2pUDS<@9Uj)gS#=;&2}>rPVOWf=zsf%rLtH9W_1B z_96Wcj6(WY00_2h*+SYmu{kt#M!_iV=poP%(FYmz)4pkZaBNpZP>{_xUDIW&A<}y> zpetN2WWyqX&ZK4k60bX&St{Tu+ll=IE=a@q1u)SZyXcjam{>o}6m%7_DS-JNZe77$ z{lf+K_lrb(Up+%9hV;(kt_d}U)=Ro1lPwZ7QP&doL3;v!_l^l{By>X$!)T$GX=`#u zH48D5fQ*P}caOEIWCPSLcf9x(2$M`ar;fo_WDB50(I-!zY!nk)B3#wWFo2UN772e0 zOI3}<w;)5$4UmEaRrDnqB434KuI^m+<!vr0DWMP0XKCa>0!c+r2y}dqG8a8h41gGp z5IIfy#ouKPz2=xxn9#R^1g&rN{GC6U`!izXPP%xid*2Yvrw%v@Lepw`N^<fbGI$mW zqA-lw+1e6cA~_0UQH+LB0tB3WtccR#+f0guqu`@?kI=Qj=Py`T^qw!pZ7ChPnSaLD zZms}|584(<4>N&cpcmsAdJw6n>7FP|`s$eX!Fsy~8V@#hBhc%g5Z@1D;}7~K6h2X^ z%E0}j!5%JK;=Ms_wCZT;v?CIZk^AUw$NHhtbKIDJb^VHpGK6?;awf?+ZVkuf(s=_` zaAc7-vCc`%t&X;KzsHU%l3J?7D;;T-waLg73jsdAN|;hnw}ae5>UL;%*3v>}2v`Y( zK^F*g_`%RP&(x!0I)WKLVm@ii@z2e<R&bDnND_B(Ac;@1ZAURV{sJtse%+@UQy73@ zX72!C!6MOu4|TrF=u+NmV0~~K&%V@}Z;B*KJxNqvI05#6J!gu8QlQ5f!4=GyWMF#W z*6OX`xJ3U)v5{ql3qkiEc39NA?O_zAP&V~kVw!;>f)&Kg)(0}#H0JbE7ciEz=HS!s zuCfUJTv8p5x8Mj064{C8Gz+Y}ql6rIf`E_og-@r$2Zd+BQ4W|PY|^7J5##P|@GP8& z4;lmX%zpIfOyFbq=zt&uQR*euqaBCag**+5feFjX0+Nmq99wka!(~})JlU~cx$ho% zqjgwlUi)k_KD6PZeE1w9_7j#mwrU(EAgGk_3m)+7-js7SL>^F~o^H>@*(69{ZkSVt z?y60%7VIbIqHrty`u^%M(R>sdsHeS%HW~AsFifx6L!pNUSV*%nfA=N`$Bk`?K>izE zuEmQJ@OzekU3yZVkz|Nb%pUO1KjWW3bgta0jkOD^xDnx09Twr=$!Z6h9m5e_Pv{up z#HiIu7f|;ifB>`XF699QM2Qt>wX2Ed*$|2gC@fyt?AQf`2?8iNfDA~6ocJ{pL!XQx zq8XB3_09m63A7~*(D7T%bQ2P=9vyi|*MRFZ8rC<Ic{?C-7-1-3`@2+UnT`^GY^^;R zG72pWI{PoE+QibZg=;!r(&H-<HHe`|_D0;VMij;PHoEn?35bH%E<7k`2pJgOg#iL( zP*nIk=cz(e#qKvjL`FD$Nu^Ez^SB{eK-y>d!);cfkf4StDvCp-RTNC~0O>L$hm>H` z;50To?q-f=wpipVB4%Tq;s@LF;B6jzV0O_zcN9SJR42Kdl-*EzS}Ob&KKUXED12Ub z*X0Q&Vk^Ls+JytnP~}(`Y)HhSP0tReEb+Tfnm~YJi2lJUjC@_&f!FSAW}evR0I6-Y z5Ajk5ge#F1w&Ks(fXshvGJo^bKfbE}JufMQkh2OEm_w}&J1kH(E=enTNm+XUm8nAv z!#hXS-+PL?uT|J53TsT&c2ri5SdQ=uE>@2r_v@?p{rdG%U&bm?;_jh%vHr!#M#&RS z*rFTO%i;HSgJl4W?d)5Llk0=1wI-X$OihI-;|?eM;*Lsv%JTJ59ple8fh@;*Y}H#X zrOE4FK$RQ4fsFx6zg^pnc}u@sivHi0{^e20QRe1tqW$|Ac4?7|mhLyn%6@xP_U@o@ z$&U$T*!H_Q%jeBa^LL_fm2<jt=3LkvKC^>SK`_03Bxs~N?9dTMwc1mBoIw)|A~Tu` zrMoMe|DKC^XHm<|k4{^jZ)l<2v*L@L2QU|sb0?f&>pB#0Ko`gBF$)dBK_ql-{fxhQ zP=>MWW{sT}Yp(my&pz!HWeob&c2qCzsKcVF6~v#nZ^OlB5kDsUpY{4Os-Gn{J=^MG zPYwU^OQt{JnbC@72Cu33%c^k9$@U!?Ji1!g=gY+XkH#TY8oUGdo_5rz&JP~9|C)i+ zpxf(&Ihvd--HMwJxbM=6o_E5nAh+zbkIP^2EJtAule*yQe|vs)yVO_R_Urp~0&m=S zbWZ2a`lEKihKk#&ieLA0c;vIc4{9)Pi+{qnZeB2DAeJ_s+(Y##(J7BRQiWUS_fxk% zi5WCjm9DOA{$m;Ydw#d;MU!cWj*#yD&;qBS*Q%8H$)Y^T@}aGeGHd&JMT=OezMQgD ztya6Jr~8wSXYDwCfmKFsk7{gwHh<zje3PKRamfK)tUZT6e!;cGFQ`!JJ~Z?eC;3%9 z`thsncHo|MEj8=+lcmSEt+GM$sO8MZ7jIa6iFeTJYU<eIkH*`xHCvMw?Kp&Cqb$?5 zZ13~={g86$&L3g^&tSO-b3E=i9yI8AWZ%?3$Lmk4BIA*VER+iqdq;1(Y{dLq+Htrk zQmu&vaw_i8MmQ07R3B(Eb31~sklKI;x>UGjSD5+Up5@(4WU?1pR8O5Rk`Ue<&|?ry z*4t}8P$r7<zu(RoECQ56!mm8b)aJWB8k3B8IpzYpo=!2V%<z6)#I({)v0IF6ik}WI zRUH;6SjOL$YuqR{geSlMpM{Km4C#f5ZytAh7oU<`L{IH)6o1F<GxcfSjHm2Hd~wTl zi{*wbI|5!VqW$#mvf%J2^+~uLlX0-}-9v%_E+m_;vlcZd_Si__+dRJ=Ytz>L<7p#9 zCM=Y0FB)V~*VD@aXarS7nnlO5>G|^jJaQzwkr;nRk9oozMS~VN&LhAq;cNjWUwJcs z?829SRfte}7nyIExucP&M3;m)mK<~f{|&?n7mzcO^<*GqkRm0}8T9P-_V#+POeFlo zX$^eSp-l&xX>X9>(acVxQmN)@$UvkcC?$oM3MwlBB}<BnZ``~|OfY(SJW6;IVfUyh zlM@a?j_uh*d@GbMd5Z?KL7(P(>_(#D5kYwr$afUtEu0Om(gFErfQF$--bdRo%2VJP z*VzPfQ7?k$tID|rYfO2)_N~Ah*!+6m1iG0te>sxMIi6jKb>H=+&_jsr0G%`^EM3@$ z%!boJ-Jt`58?M2j6|4_|P@%xRtR(v3ArZzIiGP9h|CcgMB!x!$I#^FbQS^l+MO?gZ zK1mTZa$cFBFyyKLsj)sh&*o$eixaDGE*xqQ5*9LegrU&E{@#1R67x$|Gh5i^^U)aV zV0L?Fr!PC{{YD9V-yR#3?cp;x!g?CjjZ_WY+Yel=lCT-EkJn=0+{Uw;Za2+(z<$?& zA{Z%)GN?gIcgCR*x#+*Yhw%iZATWJ)8{4<~OwT{iWPNaF-av3j$Zv8G9!^;RcO({v zvw^bY{5VjApY83J0hUn70^fsF_lNJn<UoqR8#hj%RNwZD(4={PNIJP6Cip|lU?T(c z<im79OW6$e0j|Ax@p32a^XGp~47Cws-5x4CN#7!Q^qV+7X{o^83DVvIFa-cP-n2_v zdK>}{4JHHhco|D~Fes=zpHF6#wXr)J#UtNbj2yJEonW4jO|`6ZAi~0@+xjRNf)c=- zM))tb2A)R>@*vt*P<}5gEiEl6=|M#?<tA{4(20LGmhc-#5y%@{f`i+LLVW;$<jtGQ zfcl`dP$*Pk#)4-QE{cD6Muk#Y2dgpNA8_>14y<F;i_ihOf$L`9*I2M7Al=EyNf;&u za61||h^7*E|Ns9xjPiu}e{xq5B)r2+gH;$!Z#a8|MgC4B)Dcv=B#quqfZ9f2{y}Xx zPF9f9?4Y9XJjlS<{>_+$@&;h1T&=Vk2R}SKb`@4$(l1F4&w#MGA?*oBm>Ig({Bt&7 z8dm^%YG`Y7DN$>g8qxN$Qpr!!B20lazl3a%nq<g<y6yi0Q{(jnc)O^q%ma=MocyGI z)vnD{Wai2sW)MG8yM}<Xmja29daQ!2?nkRIC#`5GJmk#Fu8%NE$>D51VIPo#KiaBL zp3Wr7f4sEmSxBK-DAS;Gqm3yV{Y1m4mb;^NBaX+1eTvvar~d)on?yuKJJC5pBd1h| zi3vjg#90%GsLznoWQvNqP$x!LIkYDje-Ta4feJ~5+_1X(Ah<|@nkQhlE3tuEBZ7G? zJmN*Kz_AY~4(vwMgoq2hkqhT4uUf@7n22&FMx9jA?TOu!vZ-X%l;>8QQh|{qB_Eic z<xjPtuM+zTXRfKZ5S*O0=1P+$_5+TrB#aN$Z{&*kRxbc>=wi4l>=`t3R)f9bvk-{D zaW-V1#208>qtMjm<+@ra*E^(ux&9swJ@~WT5{~QYPU66yK9q-XIMrjwE#DA*X4B~~ zUV&k9Dg6S0jao(6QSpjq`u;6kt~l?3sDh9V3&s)64N(grg&U7(4o8T2W#QXJJzN^9 z7EzwZ9*#VVG+XRryh5nfysaU4s%X`eq$NlgY-eww&?Hp2vI=wEBxk5#D-(-S@JVum zn~q@w(F8bzV=Y8{?%ccQ0ELL0jf~FWer#;k(@-9WaR4(DVz`ccqIlJmAviA)(XO+D z|3*WgL5VJZJS;3s9tJW}5hC?CRQSeFNr4!2_{Azrmex6Dk1+q0qMxLRt{guipmgC| zVlA7;;8iFddwr4-&Ia5%Ws07Ir+8JtSvU+vc8wj4&GOJlasr9eIK=W^EozTcuF-sI z5kYE!3@h*R1>DYEYBd@^v2<8ZBjagD&XXSG4OAAl`+Pxrx4TqfQBfuug_KxP#+ny~ zvJ!~!!aT7VvnuR^rq14HrR0Vt9*y9(8*oG$|A~co2cugke682m;d7UT-N-%F4DtjK z!P(y<_7j;0Qgc?q{Eh$IYMTx5p%u#&bvJUjv^A6ka?oG(&S^9idDNPO&7xw9_VS-_ zoJqs%IQuz^h0@#{bw77QON~M1V~h7mYZj#r1uj}2wPM0BcPuptqTpU1bx5c9@Mv%C z@9d`8esbhbjy_IQ9)jIxk?;&o^@b<T6<nLBCN&*|FrT@V=h;OZ0I(F1jlljMJ{s)S z0eApru;=R^6S<=asxVe_S)}v;Ieuz9cRc6ZD)37M^R0~ZI9%;BlwQ=1h8V_XVYTZc zY<<9ez!ll&MdS~R&mo%wSg^nnI5vDY&WD7ONe&4oCr9X%0K1T5a)_&Xz+*fcqYRbP z9sAf`cQaW}`@NEk@J8$hhrILXI3_-O=o`i?@Re+ORDFfcX8TJn{+fl7tfrVdOZUoo z=quK8^Ht5KlrimFEX#wz;PQlJUfMaoPs%iRf9+$uy@hb3PilO-wEl%Eei<}zR2f`Q zll46M!#yyK3xhZ=3s3nU$gnFQs`<;It^Tz0`;P;96Ao%a-HNY0ButoHvzW(T$#>k$ zJXs%UD}uI>zMJlAciq$6EC;_kT)0#JhbaBcvjL%>22bn*gJ2~89|07FtD%G8?WtQu zn=U&x3lZ}OUrO&Wf7;I<fgGNtKB~3JhP?7N&FcTk5IxKy0E*L8Mi!*MI5fg}SoTGh z$b@(5SI1bRtzf|aM(PP(SID`OvZSqgp+%YE)pPT$Q1jFV?BqSmBa5^1T?co_J?}a> z-&g?R;=84Vjj}}Gs1B`qe#qvzu2k_JnHC&KZDsWSpF?o-JA&>XQgvY>;^+DaZ_fRT za)mY#^75sbJj|$S+gUtER1bL=J7agoxS!%Z^LGmB3E<BWeb%CF<&~<XbqdSCs}vTS zxt;TVtkEIgDLUp|W%qukuVjn0@{{Fcj`wNvI!b0I<;vO7_EfQGgDQdY|2yKuk-Nvy za*Ktvo(JRpGoP~ex3#E~n~(}~s9Lj#cHZ*yotf4)=hREptbWP?BFA}5qM`;Zz8w(s z<=K9XfT2Gl<D0m1gM7`WH*OrnPtNxDnjp+E*66SJ7=?wOA1Z>jfH<4feKdZ(e*bTS z_uS(*isPMZFS={<T9n06e>kN-G1~TT*HoC*;0=6nW7f{&jO0n)v(JvNsaE@M?VV{< zlxLR5OHB(Jg^C%`Mgfty3mBu|f)o}Y7{^8pi#9Q3+=EMnw1Ukd7_c!Rh#G@Yqu>s> z;DSa`N}C4Ppt#T~3Mj-Stl~l;h1C3RX`e|x%$aYQ{xF^#&oL}j^}f&hJoo;$J8^Ay zNBwzMYd7h59$MSoc9hE->iyrB*R;YWmb}-L^7x{EZiddqYvwoIEHruLt9)%teffqb z83i3sJ$D>hX=CxmW7k&R@8{=xBSG$f1liOXrY#?Tdu4-{mj&YD`A?+D{Oy%XKT)!* zr~e|iO-@}tN_2StifWE`MNqoSvY&grK||IYb~WDo+xo&gMF(HsRsV4>9LBDmIAGkR z&z`(l;DQAB_Hn$^x9Q7W!Cj*MUb6Pd+6(J#uJv0nCH#z=+{I3&yEu1iOy>B~gPmWP z%vZU+dbc%=srbBm$gF`2y>>tF{BTI=mS!({>hyV0{T0I<7G5u!_Nz<TamdgP$~O+U zwz6;){}MdBcGmrCN&NqpetnyNb2ZXH341lH9@BV>G>F>EqwV}m;?Sdg=;9FAO$_V0 zbfBYEVxN=kyJ+cI0b>6%tm`BVbj=?nWKzPX9FpCJ-ahKFz6JQR1vK@25@Gpej{LuT z+PDqheMj-NpECBsfj?~jS;`!!=EXU`?3VK;Hi^)-wU~y?0*dX%-RrU2R587k?t`1Y zi+Tj5<wv!Swieg<-X7}5*LGbZ9A<OPpL@-$h>5t2U&Uedh~DzzKc%WT>p5{@9%kR1 zVs`>)gQxiSS_ku+{>(WA<AO81?@8sV?@<OPC|3i=LZ@84&H+YQgukpGU+W$d(dhj8 zn#PtKh2Nl6gf;1Rd!<Lde_)_cr|@g;#xFgA%a2q2!q&;peUBSVG8AzTECh2tydWd_ z&8>VLeD&}81X!<@R81BS;D)!j5Cr{P(SAGiAuJ?CevL#FoH<KfPh}+>E;ajYiVnzG z2{<3@?3@)hYFq0v{AOCl7*JV@?i#*@BvA>ZrhsdVNvZSvdN1G#s-Z0M?Ww)F6<bMN z6Wa;cITZ0><GU|xZV4y%BLV{mMKPwR3YVlh7bvXbQGt(aJr?-!$ES=bV(CJaR#u;2 zY}6V9{r&x2i`8E&qO!X-!MXINvGaiw4>!>T1V(P>WewFDV+7hq|2v^H>qau@YpT7X z%^C^62%}6tXUGGE&&isbbEOW6#w}gz@^)U{=z3^vQk*rm>i$kn;;zsaKb40AC#FqI zbv1MdUl&J~c+v|B3hd)q+OQNyDTXf(OvnkEHf<zC6w-|0Qk=WM4T&}!BuaB?S%aih zYX3qy9{jQRC-v_xwVQGm&5s16@+>OzP_B%@_ecw~kL!pDig?dX_W3^VFjnH=xv!cn z{3Vw~7F^{W5vHG6(N4d3hoNRbhMk?_y))zxE{E&z&)r`;?=2ZkK+^VX^KJA?Fun&$ zG<^1}-rWlP1j4A=8REN%xi9%KcZ3{<9xJtEJ?!OnH|)R-TK;NHT|2ogm8YxZh9bh> z+X!vgLV7}E%Ot$!a7{YHG<i?pawpGS3-P(PG&Q%w6A%Aa72Qt5Z~GzyYHa%W3ssv| z#Cyp<N-^I!!XFds6-SaeM&5fbYE^b-hchvV4;$T^RmNwkh821Q)^vq|wKt=EL#arU z!jn*xlJ5*5$4=)a`n>4bJZmTIu7%Ig8kuEL`K%Ak->FnZmZ7GwcNniPqz_pXatGs7 z4@ifYZoUmWpKvv{3G52dNL^McX=y2+RecZsDLp7~-_%1$K$L1SN_2QY>Pzn}&=?2| z-(sb{#bPGUYHwq;`_AKNAraxJo6frGuClj`S?xj!A6?rwS_$QQ{icNNM$v_^Eeh_l zZqLTLBd%?1S7ib!Ma8%hxOBJmj->6FL|TBM=&EW<XMo)_B#n8vWUQxjQU$JIryFKl zBHa2~>mTj0+u#wk@jGRnuJvv<J+AH$KxF2YW{aBIAkr*h;n$_4G?K*`xb%nIU)+mJ zo>h9rrX#QUxlYpxfvBMYUS4v}$Hvo~&1?U$v3yL_WQX`iljiODYmj-B@F|sQq(Hh7 zV5Kp-P-X%YxGu5lK5YJ^7W+iV(qfk;o+|6|5hC#js~UYUK}0pQQyuN^((FmJ^(9T~ z;jEM#zoV2n8QVji%+{RP#qy)cwvR_C2j^Toea@r=c~p_-5F{I2|I4aSOr+uiGPieh zWD{B3uqDS*<Tw%*TfOfH&+lpdRrUo(_x2J(9Jqgf*XK4(LHv}%xNp!ATq-P-{zP9s zRiBZfu-y4IXIp`5=9ZO54cn#;J_ag1YT(;d8zpugQCKH?3BwN<>#bjr`%2^nm|W4T zFOw#QMpsxlhVy8bKiiDxDbs~ZEKD*j=wjdz6dO}(ca(<jG5BBlkBD9Y#OOHct^(*r zAI)gi1O?3U9pH!Tndr|QN;SVmHo2o3Ua9jRhwkK0)g{>vI4_ZV80sL)(ublx5l>V6 z=RgMpn`W3T%;J}uyR8|R`7jV5y?*b+;%zrxexL|tGnS20!cL|R7S$j^i9;yD0(_R* zjYwk~dc|rkn>E}j+N=WLT=!zXR%R55j)PQ+S8*e~-&~)jyy+%oO!UzK&d$l&nn!+r z7&Zi45xi2~7YCoGIRY933nzvSwzg~>p8&DIhLjY^D3VSZVTgbRNW-==u!n7GU&xMn zkGtWzXIsEvI4hpQe5OY<8d_P6UGA;$zlv(9>Fn~9kr|`bZ`?So+wif6ClYo+7;0;l zu{q0TbXdGna(&nb1viNtc0GEA7I8HlCaQo6v<7a79N~8R#6JO&N+!B4GfCIZK3>!! zSa|K@<<yGDU2y)$lGG5kp-fSVMeRTgq*;_{QTr%kXVDN5)Rgn=I)SVJ=&V!{j00C+ z!{<N~8Crif$FgS;h>x}1kd}YgwN4^at30Frj3h@RIaTIy1G3M35Ucm&N_yAC`iEW{ z-><+`-0_RzSZeHDN;SKl6d9uib*lOVe;IlviAh#t?kp7yKpR~h%t2!a$ugWlgm05r zfOWMDEksBU)J)qsepzc}a3aL}0UldFw=utu0@45^;Asw0f9HzbCJq#pE))lx<O7V= z-!^Mw>)RECw;_pk-TzJ+?q$GYeM(WUXp&)(IwbAUqglMi!rL2mBRV|C5{RfP;%Na! z_;4lZlV5y0m2<$VJUwSlQ27e$>(QBgc!VpcH^Hc*S(||6EGoA8BR+BHH_p1Ekf}a3 zDt)v-TynIjy93to&dPUQSYiAi&2VOXzb)C2Do{coc!8Ze)j3%uQdbR*F9I4zic%0> zHG0j)jVDs)Ji>Sg_Nh%!9)Ly%>vxHt^df#_>7I!9W82@C-SzZ-)}K5Id1?tpu}vW5 zi(}JD&3uLn;O7fYO!bvl0-5`pQgUgiWa3nl_4WmPw`YUX5MYjw9&RsgeALihhSJm- zC_9otf(Dh1MP*Z*n_T4{2_d&eP04+%srN3~+E6=WHlCY#2!#~uzIQycZd^rnG=9)K zA-4q_;nTz`MR5#h(zE5O9LoWsjv#T*+#V5bLpQ?6(I$kenlY-lZ}lV&rUmq{Zn>}N z3OA-$B^Iok-p->fRKp1OZ!?b{Z$ctb7IZ`eV+`0bx1T+Gb`&}n_uB01Y|*2Tbs&#a z=HY(TbGgLiur$!+#vuXXI0mxR<}3m>*7BH2kULvAmjF!_hn5Ijsj<SMPO`lMC;}}z zA!Vi}DJO5dsZ}5*&YaRpDUlvTmK(}wAiAifx+9|ZczC<gd6p1~Q!cSbil@b{<(?TD zNmH3H2`vR^<409m#Q>PJ{<?QG`HPL*hhv5fazXeUxA+%ulEg;?HRbylGf~h#RJB&B zDv~di#Oc}%-)*S*JNxN_yFhHj2#9%whrC>>NT$N^A65gJlF8zk-5XaD(DmMeaok&m z<IUv|6*VR&^*^~!l=P1tK9uk*S(ZdeAfJ<fo)Etq;b~`=q?Y~)sremyk>9iL`8Rtl z3vpcH(c^EV${rtz%0kiWe`$<*#Vg&ZGNhGddzO)S42ff4iJp}1Wz<#%)dGM}2@Aam z-pXFWK^e||PjHB!-w-%q+G7a4X(;$3f*Z{SsU_GUcnD8{4(CTrP!t{9Supd^?3)1p zrpFlwd^sM7$Ql)H5eb1t_vt)6=Q)5aTJ#HbKBA$WnZJt1-aoRCa!-psouWB0=C8Q! zaU(S2{gEMQnPGv59t(L)yCoK2qG<x2@B8>p+t~KI=<T8P25<d`h)k7gsEaEMfuw&D zlPVfosbqg%H(}GTjEAaDQl848XgVD+Hwd=8wB}X==Rq*Zn0!oXSoY3n?Emf!`R_I~ z%5)~4-KWsT^ap!kiy}Xk!EOy>R}zS@JM46@V%1<Y9c!);_q%b!h9DuY$e=MYX@bLL zbJI4;G!O##O1IVrwhm7O-ZhERj<Z1{4!k-pNq5S*p2xYCxGkDK(Sc!?JR7d#8>lBc z+f)5^79X{~Kb8ht$m|Q}&(lv`{^_TEyR=q{-i2f2^<^^3x$6c&yJ1y>cIlOB2zjO# zNYGh`UlbonZ4S@VECaM6;m7HGDj_i}?4>uNxoOzKPWB6XzxjPX%vN*eJgBQBsl(bh z|K7R@PHW5B%+Sz_`+gP>cVA4ywj<r*i}=;DR~B!DhR-J*K-932<wbBCY$H)Spp!#n z!ho$>JU+;u!?i8!n=ZOfTip~j2>{m_3m{lHpe^jlw|L1Gv;SBj!nxquR?+XWQL$ET z&x+yAz>~`o%JuuotVx+y=QHcjE&2tuxhO0Njk9>Q8II*sEJ420L2brIxfmduk7v11 z#w^@1E~#R|-P%RG7RpSn;53pjD4>u`9KnYP=n&H5+`Ow<EHcPNLRq|`&KO08n;Wsz z{8RF|>4V){v>g@JBG{M`6xI2qQjG^jUo69;IFSUww>2Py5Kd3RF?gCz*2^>o^m&<Q z8}*-4_l==_qRHhQh{n&{-o1tEa>b#dO|1BocOE9bx3Bx-S2V47Tmmj<bxAC6BEnQS z362>$N*O&A^Yq))Q=|$b^B=@6(7*p<y6B@DN@iI_bCDn{)#ea;^+ZYDkMU6y#iAvO zy;02P<hRd-)u*()8-%NI9YtqqWX%tBs;M-6O7$n7lu@W6OaEd`)-75IL<>}&%oQ~S z*vq`ErUFNenZit9^(iHIvy|#4{8BO>W07f;SngjCp*AFOL$XVrGw|bZR?s(=dD566 zZD@G$2qPqx)=bYV8^x4F?)`w;;PU3cs7eNHeLC3cPUU=W?*fjNM)$qh*~4^KVFz=Q zrB~oC86pZYr#;6kTEWriX|5pzBpCzjuYMIg?ANM}byz@UW<cGbYci4tVI*FPsDt`x znwJ-YDtb`%)z~JKks1kOw;w@t>zsfaSzS`S?bH%3ucG>!!OHCULw2reftg~;MHZb5 zZEA|Eplgc3ATQEOL@HX{%emB|Xay)o_e|Uz1~f95IFjWTx%szvOih&x4AUtv9!ZBz zPZ!%W;_eRzTa89GF9fVIPvRnBGMUzvMpqS(HG-l!^;ONhhFZ>DE$SZjzw~Nt55;zo z2<EZg$0b=KhB!8+kvp^;dYxS{f?h4$@`-)CfGFkgVA2Pk8^C%I->0-sw8Z|kE!?Z{ zm?@>`Gz~ARyOp=nalcOi^j3^YQKXb(JYJeKNsbT>5P48G6_SI)4%S{cr7@pH>{kJi z7tut}-iMOrkHCI3J`^f{9#%;~FfEtr;PO$x3U(2Xw;?8B6O`OqT91>d!NU{XzgJl* z%nFf9O}YtCBy2d^B6QGEct0j?T6Vxu(ery$RA~ot34KKP-_btm+2-=~Wo=A+k;im{ zjJPNt5@V~dkVt)xEeuq98Kisq9de-<!;dk+IZHk}e5p<B`5~WmR;0g8_>qiDKr@cJ zI(YKrchpV7KGtkk^!kwPEX_#{L$;^`%}>F-auFMRJJnL*wHg{MHm8U_hMdqNs7vVA zMK^;ptH<!CMx|oJTcQMmSa@>5l?uV@x2m)MGkxjr_cn}KuSWHv^iU|D8<&o58*Q&> gXJX_2$G_XCZ>3F)O8mf`pHYnW{*%`M^^7n73vy^3tN;K2 literal 0 HcmV?d00001 diff --git a/assignments2023/template9_files/figure-html/fit-1.png b/assignments2023/template9_files/figure-html/fit-1.png new file mode 100644 index 0000000000000000000000000000000000000000..8eec6e24dfe3bb110d958a4601d52e54aa62b3c1 GIT binary patch literal 327247 zcmeFZbx@UU8!x&DQAEH+D^iP)mhMs(N_Tf7(w$NwEl3JTr?hm3(jd9$?v(D{H}Cs> zv-j+oJ^TE3=FFUDh=&F1x$DZ`^}7g`mwku%`1xZ91cE6c4p)Rg9*967C@qhW!7Co9 z@Nn=A-Bw(~0RkZjy#GXsSUoU-K*%8y@Yl+&Nq=YEJheyNgm2epoSb)}2sK>W(Vmo2 z(0tYZty%7$?H^@>f_~GEbjkFz$)796-%o0pgY~QbU|qI`xcH+7IELhSmMus|pYp7J z8@5zg_Lfm=)tfe72{sECKeIR!kK=I29=OUT)Sj(1TRV6kcQxbC??AMk1SWNVrPZK+ z#`^ab0tv@L7x?$y2b<jY;lH>0NL2g(`2!&zRMLNMTONLGLHYOg9D?KepWl;-AY=b~ zyMQ9Tfb{RJC*=Qs=s!F0f8JC547Zz;@x7+2U6=Wf)q}qO{CUg!sK+D_NLX1Qnb&zy z^&H>Hh!P=_rt*e5_%)Uk6^@+1L7UX8#*vAMcyX$&t*y2GWRD>+!jA``dd6Y+e0&gy zH#iTLbkFO9PMhW%=k!eQ#tjohj!gB8y_A-gmbKi+`|Bq3Rnz%|QH0>}plG>iAH6;} zPA^|nQvIcgN{ew!?wN%;>vR-wnmmT<{mFV)Q{%&%9MEL1%T2xW--JCqJ<fY`ji!Bx z9UUE3(^X7*P1o&&dde!5gOSJ(JboZNO=mL>13Ocd+dI|sUfV_0JnNsafN-UKQz=k& zo4h(1*Sl-n`}nH*u4>x)YOK2Hq<;R!8VogmHFtJ<k$P8a%Zdy+M`_&@@|o{T5u9cT z6XFMZvRF`Dmrs5G7PZ2`$(ii7mQcLyb$gWR4c2=l?K19k1BRV#_V(s^al7yddk`HP z!oqRff^t4Ls-|b95m!AsJX~hb8t}UVNb=WmlU@QF>v5m<Eo9#o-u0v-up=gH2>}5C z4=@PuU~eIid9a%c9tEmJJyy-9Qx^9Ep62?3&#`Mdp5JBH=i$i6h%0fGRfLi>1k&{R zUrp)g5hK*$@V@ng9o|mQpYBXIV&Y{ygz(V+t5YnhrUNO09;bhQS>J#ujuq=j!Pk=< zWO-hYcGf^3o)WZ<|HuN%vyaC^@APiA)O5!2#SX}B7s(!zU_t&XQ9gFr+n3nh=dDuA zwOK_)Usz9D$!=|jGQ>V(J%+SAWbyw;Ydg@_J^K<l8Ptl8L#9<!RBjd?3aeLHYNRhC zL-rs3XF{Yx*ZZwD-dEFF)z;K71-z2lwZuKob$$~Qlh5H8kQVNL^}Z!utI_=g+iM@i zrl`iGH*VHxT<2)5kHJwM0ulQ3pS6$OoXy`YlikG!nf{5lySq7irBhci2t|UN<NRwf zh(sd<PvgHern=0z-GPG+UR{Df-ah%)UWDPdvg|hBdBHRrTn{oMgy<!BE>Iyvyo{9p z7$&1tuwYR&HA3j@$Fte4IV4CpROs!!&CxGx0LL@eL3VfE`Ayf|Jcx3yW;y&l2OlXb z7@FWeLo<B&@@1|AJeTh{()+5~I}}V>|2@&0e+-xr^*3PNT1t(Qj^1?sa{}PYJ73cO z4;s3!k4Z!pXT9%kY#LAQ4@B6cC+1p<H+-2Vyt;_CXTqNgM_0d$k-g(FNv}ci_Ego5 z6`_HC25m@&`i45z_JuaSihhzqZyD<AuUW9mK^7UrH0|$}5GJbLGM;s1&w*INiNVy2 zuu^$i4r>bhT%gicvvp1<TcfeDu|_xQn~sS=u*fcT;jen{6XULo!{26p#>{cusI%5k zrNyI9Darp`W~GJTu;C|qLNNN$3W+y7y3f=^0}B=TbNB;&zm`A@tGR}Yd*M!YnbS~I zWGnON`lw47G1LCpP|4pH-#|PC_T-P<i{7%wB<+w8mY=XE-AYNmm^XAGs3}2QR#V5o z3JC7Epe*mJ*Gd^Jlv+)*Jh350_XIl-V1SAYyc_AblS2uvn8Mc<51#b^13bBP%obE1 zY{J7P*NmZ!pE#~M;~rkg7;j3Y-|i!01h%#x^%-cWa(zFk3Z-X3aB#|Cpd#nz6Y#~g zzUVx-Yzq4E2t^5x8mxyejuI!>zgj`r*RDUhJBv0%Y}7YFGFy9`8YU6-d(k$%l@}H( zY1eO5s{W6Gh3xwpN@PFos;8xuh+^!$sNR}<P0?$AK((){-+HqiM)%5UA5TSJm#~^P zq#ajrKx#ycD4zTgxRn#bkLOlQW>poSP>A@Z3PtPSeU<<9UUEZJOS6*iZ@|TZ`hRof zArnA@@c3;=4tIBV?bP8d3~dvWle}ZtD}-~nOTQ4q@7NL;9UryR#!9Y^#UO1px+37z zkKSl#XryQQNFWLR&q(23S9}a#O5i|&AgCxShn*NXIXOWU+}tkig&|8ZPkVilN8rvY zvfG$LCbZp99c|bs(bQVt4aaj8mCBz7c<9qr%LlIHPlMpFe?&n9`~PupBHxAu(U;$m zXk34+n9msJAA{V1vOt)m<e|7-`;t7Awc#V!jc`n03VdEqhEE@<jjw(pL5DQj<(^$V z*aOzm$0(5E_@6xk_U!)}^+5T3JQJ#>lUdz&gV9#LhHyjwd286i6;jB>Qc~t4-hY0^ zdmJ$M|3c8Dn0`MfZP?CqwTq)8qxw(%o)|i?qu|Ab4Pee+B<~!CStnF|=d`qmfCWc& zJtoG7ya;XdIGY2SQ)M;pzFqW*dOzt1lbEaFu!rI5bO*svR9AO-jF4+y3Sj^d09ySt zl;hs^cH!c<`eZu1;I^2ETYg@(yaRne6KrUZ>Bs8ygI@|h`>gd!h2XQe2=jY5OQJNw zbHVqa<uvIMk<PeUvG&EB$KL8G@a5nt(y2e~=ik$=ct7-mBSD`7;j9CL_17BkCee~F zXW{@WKcbHX<UyLR`MmvAVq#)|km+c?iY~p7%kIo-@3;F&6Y9FA(}pBSo38f6UY+fc z#nRx0nes{W9eb7K6n&RXrvw3dy!;>vF!|BFV?|nb>)y9!8%DrpR5)#`!Zhm~H%VM( zC>|k0bzB!eOMPS3DK-3TKolWx*wquu5K-EV+QFO65gLSb)`ctfNzz=M?mcjSkfy+U z*^h_g1h<J|3&P>4mm|3WJeI)q!tt;IZJI7jU*VrIYF2D4g}$Q6z!o}BOHW@U`Yx@X z<mw@5A!q)Dgl;dFGm`1vmqMDj`2_d-`uYZhuKxO>JOm5X9#0nf=x$}TgRiD-H)Gd{ zIffeR+mg$s(Rd+$Rk%4iieLJs6B*Ka8l8Gg6)FBFRrqeJpk$X<qcOLtsw$b^1!ri| zES2Q(=gXNo%gHjZNxngIuFGFE%1yu2po1Y>Y`?rgzFUcw69N%uoXP6x--%MA&Tx|L z@sj4_VX5ZZlM?o^YISaU6koE@J*&F2TfL@Qllrr5^Ot0IErNP?*HO3_K!jHIKpZ$z zW+FxY^n8uGc@o%>2?JevS$J-ez2u#iS$`5R=TYKR_JLmt{~ecP`|0HuVs4?^^W`{` z2cLeGgH;C*Tc3AuH`!gRetU?FH13q@eS3kl{w#y->3RP{GHz|V8<)A6vSfI|gEv%k z(?SzYi+b}X!`su3NuEPivh(sb37gL!KtWXMxiyj}`eJfoV#8`=bQIH7#L9{ZdUCz> z>@_Y}w9g`64k<A7-lyfMPz8?X;HcXh+>Y$Ib-XTCLD=d+AL|Z6umQodnUrO8g=deh z-?yVQ_k2JLjVlv>#%c%`_+GY5Qhkl^9%;Ts+_p+X(thxSAAz9mdBDM@oVWXAnTaUb z%;@N<m9mNormIi2aHKd-IAzFESK^b<?K*hYc3qBns};X?k^}7dB+9b@lPP8>FY}&5 z^fuq}(`$9xB+AO;kC$>p7<2St0R~SRUo5W-9XS~$=3Gf!bV&4jkiO_FvAHuqNBi^{ z3yJ2lk>tYm_I9IE98iX{KXbu9fWqb%6km>(c$p-cii);MyiAU%H{W0re$}w=r?!^6 z&iD)HFp=17@bR?wZ9F_dECNqkKb_VD;c-@NIX~%o=$G(06bll*%iVkd!f+46(g~23 zxQ~2tc$t`=kL4;t{&b(qQ3pG)mC}NZaZbXP>wBLu8(0z>r3d+}EmI&abnjaWe-*p+ zuZU#yeK{hXx?(~;e?w!U00W}W;Tb{daib1pJN|7%qR80G%kcq&>jB8j+BHA#ifSGC zxPN{<q&-@;YB=a1?i@zdcdT@2=UtcH8aJnrfR7B%>G;I!YyaIA-?5Op|FD*5n4Tyt zpjOxj(x<AjnZNzRKJav?k9$5zZdPgUk5*LHFSK#-;l<wh+J=v)GC%?#0o(EJ3z<V3 z7wf5V@a*jD8yhPdn=>wV)7c+SP`#8@bbE-Fs}N^xGgU$FCGp2z$N!v3X$(rz&b7&f z;WbOs9A%Q-1UY#9dO(;2a*+!T1-#Gh*g-p#<FP9wyk#`^L$o?cqhAB<`*=EOhV2?{ zqCw1UO$A~BS)q%SnOo1EYbu=JMOCyd1Xy2eEL>KvVPVHb$XUsbLQyg-D9B84hQqY) zhX#-L;3^JM+Jb6{?(E#0u8z*fR!r`d$u{EMeqQb;MlBQvwZBSheGe$#gLA03P-o;? zz&{#_m8NOzeEwQ1g%z`x!UoGzt%Ra2iZMcT--zOSUt-Rt)zxt-3jv1=`x6kgti1gu zZ4Z>+RNem#g?9cCPk6LsHlEm~a0mh9ttp4FL!(@=GX3b_;Qrt8fwA#%+#!$ws3|B! z^5?u~0Mg4^=%y_wRYeq_Ai(*jp+y?;B7^dM(urqr2t7-Q=%1>c%-c<w>Bg%ni;~(+ zA*Rut4|FtiGgaMOVhZO&f_h}_Zq|YpbLw#_0wo37(8Q&rT^<5oOdhQPr`b%QuWAs+ zRLah1LVSD+{dbt=#uBffoZQ?VxP@_y8cX=1eY~~{KGmfb<IH=v+gn@V{JT7`{KCRx z>#e_klenxj@9IzD(n8^|T8CpO$1{RGgh*7DomAZ0Q<02~AZBRf<}s6{=@c_AT!A(& zqVoFWn)Yp3;_@gJju><xICq_!CnZh@^>qs_GK=QhqsC)kUW;`b`OYj%Ojbd<JZRQn z$f|}WnTu$(+NS#*#U;kyS@sB}H+MK}b>FQ#=k{>1{`O@4_G<Rb*?yWP<Kig%DtG$! zvOIMC%Xut22ZF=lqmWp}`_REKG5tEBmROojr^9Q9`eOdKufmL0crI>nI}n2utQ~KY zTGoq+n)ZKV02Ti2(^;rf?+nsx_;L2DkKIxWjnwl&Kl1X-TPz#$@`BwXFo<7A2lv>| z<P<x))a|W*P-Gvsu}R^sG&WVKAom5{TN;v?(8AsUSNN06<mBw!bbZ)cSy{<$`lpM8 zy^u{<mrKZx24ZAz`e*ZO_UenYs)hOHk7D|Wx2^1wt8X4YfMo9Z<I3)H0c``=K<-&> zB~YUJ`tLymjOw<GGBjB+);sTat6r$#sq>IOG*Ng;v_4~BV>*#&ZX-N68aYfjP<U*l z27J26uP>&^&A>N-#B#H4ZfxwdgV;s@fCwNbodvE4I9~_+&3hZn{Nizcg5dH-Cz1&C zM?rzdZtXf+gE<IL=5J4{gEz*sY#PDtc+4p)DX}}O{rPxxYBlk5@p8LlkDb@z=JI6j z?Er--(2|2Jr|rxf>rN+1q*{)`(?5gw!N2p3r>xB+ErQMN8cLQC<quN`?(<GjqMJ=x zUy-!p;@v5W62XHuT(v^=NZDNPn{B;$5H8hfnZHp+JN!`XI$f$>xW0A#S;b$>L>lqO zw0zDPibn7R?cw+2NF(*|XjV)%+EI%nXY!|vOeB4!X}U#(HvFkA9Wr(V>A{`La~<la zInmDNcY@*>jw9HQ``uuXPsLcDGiBKQ?lvC&&P*ktNQFb^$n%aWTB6@gLP8=PWplfS zq2&4?!W;ORlWDLA40;!m*4_>dM~R#kLGOS0Jvdq)5bmJCMPIKdN}sixRTrnj#Pk%@ ziS*x!lGlPw;|%Ot$QdvS{u2Zk&{w)1EV&)6-9tAZb6ijIKv@W_VjHyW{c`+gf?9$; z1-0o>XwUHrL6G6Njh-CR6)xG*gvj1CAI1}y(ESd1B}Now#)yn7HpGxK8@*bSgkHuo zay47f(?P_LzfRBnAny^%auT76c#1<muNg=i$pFlOkQ1JroOGLWTYrG;8zFpqo|l_4 z?4+X*Lu}J<F!5cQs!wM##x$>tMg4Ra`al(mS=CW~5{Sc24<ix>ksJ#nrLfsjQi*P3 zqJxn4?X}P+Y=;jP7A`we!0quRpYmnOKYIiTNwwz1-08kmsZk6#**aaT<t*jpq!ufO zL&DHsKi#d{F235WFKKG>0zy*Dx(~;DgxYk`XVag|e|A3w8J%Y^dQ6g!GhboouT^@U zJ8LO^*VKf6at9I;GT(*k+A+bu*MOLtYqFVd`i0|KVv`i)_baX1w?_mbzp|v^(3`^5 zY7h4nQ|3(*j}m8oIlZWX=-)UE|8x)@<2Cg+KfQkG*Pf)Lq-v37CD7?{U5}#L+DVo$ z5Nji3`F9R`UzOzLJu9NY{j`19UqQi^)8)pr_FOTm(4d;~9=IjSF?wFf1469R(^CLp zg@=dFh@2(CVT();ge}GjXZFRF(U5%%<5>SzyHsmB&(mweA{iCsp;CVK?-cjMH>Xdl zyiKi7^b3qc4zy})7xhne?BNOxD^UPpT8X;eb4Hb+fy_GdtVbp7`M7G}1c|dhWRk-G z%SYkM+0DdYuJH+C?7i%k^BOk$Xd{Clb>E;Uahx>yrZaYw!%)%?71Y2cEO>^k^Xz?% z4CJkvmf3ZL1-IbA3Pwrc{LI*#%7!g~aS(&nlhz!x-`<TNIY1@w@})$}XdSbTXN$V+ zu%D(8@rJ8iQp`s`-s@Yf*`4@|3J#xwL<##kidqWzfqUx#;MB96@78>K4M#b$$vs3C z*4AD-mE#SOJ7y_vIp5aT)9%B_)@IM$CNja4eo|&}=H6iyHQn>oS2~&#KlDdP{`S+9 z<-kI-7t_}c9*5-{{t}&?6fEjqrq2xV_dRBr%qtUbmFThx#Eqn1<(#|6+3dsVe9gjU zy{>jZXunWpHNA9j&ORW3SRVtsqJMF?`cX3-jM_Vps(n@zEBvxUo#$=Yn<^`lC^?~< z4BE$f^}B~Z>17x&2>IR;k@V@9!|2iJ-;tm(1~a~Rim027>KaqQ8_KtYJV+ORBOmFA zaMn(dGjN-=5Bg!;<$eNYFgRaYJcAny-)%gb>-)~#e0#YKAjZwzT>z>8gAOi29mk<0 zUI#SG&pjd_FFv{=b@vNWZ^z3)ZAfOsbDqW)Dqo8&C~nwKMypR}asmP=;+6e9?Y&(_ zcuYSL2EE(Kk3c-SqG=KdOaRtFW#}-uDzb+YRd9qPHT!w9okD|h()<8;-NN#vf4JT( z$*$v>SrTg@4G5%~1_wvH7WDa}N3~C7;Z$_em|N~#b3?jXY9N2++T}T(yij^0IaFkV zdBJYgX;%wFhr5j~Mo~w~f5uqAEiW+oLb91<jfRo|!*Y7fp2A7;O^yju4EeC;GZ1?g zR{brSmNcHBF~Pu~Ab+ntyw~Kg@hS_+PX;Q(OlCmqI#-uTDZ`$RpXA$OmgEcEZa`Af zV122YJ-n4K9TCrtf2+bQayXPC{c%6^cCZ6y<P(g9F3^&O<!q8AqOM|W{k+YCz-(!T zg~*8AOxmQ49_H)An8RVA=aH{p`kVD=%iOKK;%L!cHg#kd83IdG!d0UBW#?w0EoCfI zeYVQf>O6&`3A2zy=C@MC4`2jdHw@HId|vNZ%g}~g6Rv*@sOhcOtTn-TS;jOs`ZnBY zE$Z{AiU}MZ)<a3pI)zAF*a$yidaXZ{W?5gnv!Ws~O)Q}2Ua{E(iIx<P4GMCQH15mU zm6j5ijvSee)^t$I;Vj;a!$t2(O%~3EJ?Gid0Yi#-*W6;V{0uY5<&cW=Z*E>K**<$Q zp)fDL(^q@!*>Sw((R5Nd^DBxL)mVair??^<SLrTM^SPvXaExiJSb*l+@F1Rp3TvF9 z7#!tAWFpj;2xl2SPci8@f83ndz8{aUT{7;gVJo19M5M0B9xNW)7A3xM@NV~`eP4mM z`*QM4UlAfl*=v_Q*K;*7RJl^^BHM>?D<^q`k!t^zvz)%Fnkja8=PNy?AeT@it5u-d zH`G!r0+AF+(GNP*ahBlOJTw4*M>AE&f=VD$!W3|tJx}yJFSeSAmR$G5XUjTY3J_t0 zP$ls+{=K<L-l1!xe@?_0DEC2CvD{dJC$Gvgi4vF#h)?$u2k;o0U}Wej=d;8hAv*K5 zO60rzg0Me%!L`gbQX2<h=Jk!b$h!E&t{qPwIByl^{|vE618;?}c-fw!v;6!D!-+Im zukWeetbzO2_29M~C`s|IdrT`z^htlnVSF4#Uem_Zd6NI(9rEE)LM)L0_F%Mmy@w{Q zL?68)Id~54vnWg--`D^Z2|UMMJ00dn@91jVf;n1E!|09TA$vB@TBoY2TMK+d;P4rH z?d|BgV`QV3V{s&E&tBs*`=n?tO}Y^CTXmYi^Qk0ZlpQZRIV~SrfLbFY3<l6X6kMVL zChR>6Ickn_M$eeU6}moqZCxdt<1w6vsayXTdaZDVV8-Y2$RV`oe#><M%Ue0ooQ&U& za{7-)hM&fHKkS;EkM#2Pen}aEwyG`<_0T?W1S-yuz^T)(RL9$P4=#!bvFH)%%OB;$ zh-Z8qE-YjnNt2(o$9WdbTBYwkS<{Y|$()y<bylGfPK-f^=y@}g#u$ohL>2r-J(3=_ zbzJt7KJ=il*2JcsJB}1mH{9{?VI7fz7^6IaYWv)BEb80RG;JjuyazeoWkt2}<?R4& zBmLz5{Ih$Oz@CQvptPbYr^#*NC4MQnt?Hq;+$NWzK#JLgGKY;P+`l=1NmA7-B`Rqy zPVrpdzk&ScR#X}oFbt%JthcX`@rY$BZbS&z8yNGk6p-L?{`u-(p*sS2+=tAJ_a)pL z3LwUkA_T2SpLyEL*V1<_1uV95tfq>sdAkcIhm&_CiQyHtZ+XYKPb)!eEm^Is5r(Oe z7!Fl=ixQ?Fsx_?j{;59Ow)h8$K4ogw4ARxZY#4fEnjycn5kKD|P{+4e_d+;2k^px3 zTW>AZ<FGFK8RIeOQz4ox$=v=zM!_j6H(L9L_3Uuv#CHa63i<{rvfHXs0v_5bj(<f_ zXmy$Fz68O18~UkXNOai=Om;ixdD%uU2!R3i2Zbno{lI^OBv@TT{R^70p)r54DPPV` z-3&geuS0Qy^VrX24P5kw5<A&sI?<=<DV&c)^JB(}!ehcwNoja(8UuWy#);n%Jb0~7 zH@lMbGYr6qEnWAz?PJZmx4W$m$1kPC<)>B%Li6b3W3|j>O8+=9qC%=*^t$lzu3FAc zO%g)}%iy0gq^=AR`163l)~t1z_k{kQxyusB>{ixOSYvizn~9$N0gr4c7PaeK9ZC~` zYtX<HsY^MsY-RbeIy#xSh@6<$;W2l^yK?~S*8<Pb`LpEqs%N3mf(p8R?|3QwNnL%K zwEMB0&7NhZZzs6HUi0Q@?4bAk9L!x&n<MLgMvFdqe0n8!y&EftDf3HyVFlN0-t`6_ zk*hk%JWz=o|Hm&RrYkXL8O=YlnMAvvDNtGCZ~4dz@az?AbO8~)S@TxsnXmNdZjRk- zh7@9wo2u_5Q*}v61NZeu(8FT=W8h;IFVt?cY`!|&&ORi)xj8Dqg|fa)+M6A}9%lHi zc8idalD)%&#-{Hhg;AF5O@Zj({S(C5f4Klvo$Jsex3r$1DVzaQOop$WCxwOPxCcE! zeAajVL&FX=U-taS_=~r3BA0nCu=NrrUUY8Oe)$&C>7fZw!6$M-R1~Ft2R`G^MD!BP z5idnWj}}Q1IA7j!BT%_2Il$7o3ss<kNpa2Bxp()Ii>57$q9=ItbX_2tO;P9Uc6-44 zGL-?8Yhs4w4U7UL+WFCCX`&C#d1NNK*L{(bLXoAmWjQvmZW1=_C5;(j^eX2yH@F>s zC7;MJHXZ8*Dey8a0qA3jK_Uial|gXyy?Mu4MP!7JkN-IwndSj7M<3l#vX1uT^^r4Q zqv?Or`%@UQYb9kW&0rk-S_77`t~VtPFRTd3dkuqisAu_G@<+>9dmhb}d^FeKu#Nd# zg7h|WygM&HKR^6p5PMHROCek+P@I~tIO){cm_N#0Mnay*(NbVfk~n-@^=(X#x~=jj z66`n=x5hp=2i8Ed-bB?7PdF&7sIewZXpdJi_D;u9N#L>eg#gECotQ%#g4^WsTvS1S zMtc7Yr{xhUS}IhKywfh2b^yOCjYlHmr|sJdeoT^NiA-3JU&zG7h$LJZ{g_V{Q=V&b zY|6{fO2Yv8b9avv8Yu2?@U4XsI^UN(Qm`H0a3peQ@+-Pa!L*>5$9Gf}I@RnZL~*z= z?FiHHuBf}HMrC>vqJV0_`&k;ZJ(EGaN&m{Y{DB4<X`Wb%Dn#^TNi(9e$_l|@q7nYz zdI&Q1;5W5;*#VD8mc6bh0s6Vutlw1$#-!Jm*LK6R2o$MRRDy!E1KUVbqi3iyCY5@R z5)Lp}p0Q*^f9Rc`pPx)-)m+w;hoY2GNg-33@`qdVYP2r4iRL>FAKMF??g6nEdvGuI z6k;I{VzW%Q;v7Z<fcKbnR@Q(^l%wm*$}nb0?r}StKJl1q&^YnH+LsP#7uvL3Phz8k z@!kE2#&||85($04RnIpTIgH(2p1Aow2gJdN>NPnWL7$1i0O2Gc_(A%UjN_4;p2=@D z5`z|4C^k?(jAoaph1)uk8*K2wyvxqjLO@HCz$om%F^Tch2sw0pl4Ejg7$H};PzXxg zxM>^8Z&C0gTRQu6G$R(J!iMOa@GlBCfMtbT+%q72%uN<ik`qp|#v(@;jC_#>gm`oN zD-6_SCB%7)AD6>kV(r#>-zAeZHeGy#!3<{xy9OJ+GuJPKrIuWxJsyQT31Z#S>%^Mm z2X>G4w<U*<Z!%v28-cQ8uleQ}Tfl5V2Fc4lN8pGH4Fd7ZyOTa7rOQ&u2>_6%Z;xFA znxBh-2sc_)q9vl}FxJq$h|nuwjKJp;0n>xTXMyrVyHs^jh4sk{E(U#%>!?VS*kXC- z__dqfJBv5l(wjQwIpTh_Ed90S^}1g!%YN1w%f_;8ZV%KaS-dULC@E{ZzN!#tK9zxG zL`g>B!3=%LF;LwUD~5v!bw7G6&NMUHdft!3qCw#sxYW*DZCSle`YmExb32MQNl|TR zBE@=F*6hjj25YHOZ2Pm-$hw{&Z^Vc~8!t6y`Fe`2$mt$CVrEzZUN``o2$6)#1WsY# z;P}YdeIw(UP{sMumXUs6Zh){rfk)s8c`sk=?1#CNm%`6LiBw3;tsq7TlsWed**;tp zF8&4*ph}=98dBJkkz;;$T5dMhuwR!$4CioJtH5{hJn8+Gtg-<C2X~DLTq49>!~L=w z-WF}wgL!UCk|O(bs5VvX#?2?)AH|-7wgCBVifR7i(%Cjgt6@lwvB_D}r}5d#o4vbE z#AmFh;IQWJ$qL8z2(?!Q#k8xMAub#TaKZ?e8Y`KV3B8(yFobN1+QtUNbD`Pms599k zG5$H;2h*QD=7k^l3gX`&YaO(9V!zm;b-X8G2nC>$E^H`n{+$az$y3f5^lfpqg|9{i z?rPd^1<#bZ()=o?(|8)E=dmd|-<Um^j&$DITVh2GQ&p7sy@+^{gQh`is(FgBU5&@V z0Uqbw`oh&G9l+}6cefXjGFn2%Udh~hHN;J)Y8Yz+^p?u)t*bG^(&MWdt*575QRJbw zO>7e*u>_)#-gQ@NC=anXcZJn)LX(`fuIXa4kyMx+-$QN(r{-kZ#J4_%Q_#U3e^i#U z0Kx-A`q8b>02+~!)?9(`)mHO-#j0o&6~Uv(tdVi<Ij6ITs+)_<H-V~*+T(rCoyRIL zrw_a=I|bd#GjcaOif6yHO(d8xYT8dp;G3vlk?0fA_hiCn7;aqsjc^rI#LNv0?~7<p zffTd+nBKd3CBv;z5hf-T90WbE91eE59hXaOIJ~C*9FEli2TA^-_gx=@_tYO9S@@9n zIm5WFGveE;)2pAzJ_nAw>jZmKh_>it-~oszVb%!((RgBu83U=R;EVtn2Jk{^i>2TJ z1{-xL-VD=K4$}b!EFEu!%b*9y>@tW=#EAlrU}}NE15@>IlgY+YB6$CgRRv)E?@0Cs z#_{EvPx`T<s9t%T{ge+Y+Z1IYdH7wk=MDRlPZ%@1^UiGzYDUZrOKv)DzP#axbt^;u zViOJKmz_e_W|dvBMBMQO<p&-QPO&YGaq|8Q7u?yoEK}gX37&l2&KaH@jktC(v$zs; z@f<A^UkEQgO5gK$kcAg-hf9iQwugp<aQ@5;02opS^$Q~OUOW5f_l~`#I%gf*%pQxY zeL$sZ^VoSsW>#}#ljgmaRUFJ@nJg>7nwtVpZ*5JZ`b-g<$6dP=(R6iFrinTDeEz<e z3@okAPUUK4RCWlQcf7fr_wM%g>WqY^i`UGs*?b^F+W3W~RjQI2b)BD4xJtO7y8Z)W zjX0N4N|00+*E7HDy<8doB=x7V8yYX@rABu7kc&<DdNXnMOQ1S=n`D86{+!NHzo?vG z{cY&C6sMkRJ~iVEixmeou&8rN6KURXz`npF!7+M*?#XH)vr&)L?y;Mog70zq?e6fE z@MT}Q1-G4`C>-Bp=xX=8M@FxyMg-8fAkt687bKpd!XAHq6Ddx0ry5|ef)ilNqb(qq zt*ie_UmmahO{aal)pYG{rNILljd052t$D0KW0mK9q^_+jcw!28*>^?dTRE&9HC87# z2tER+OsXROBh)uYbU(t@j{eqJ-xD()Vib}$v>0oss#LCfP1|9XY0DA_UpvcF5y)qy z!QLVp-5x~sUf!?S+ued6S{ilOI>`@>HVJ8SE%P|4BFXjMa#g{BrDw*JEhm|=J$wE1 zP5NMIActnzWT8u`B3`>bi~5Fbc$aB;(h->ahKRmnd`{(VEcbMxmUgEuONn(W8L45o z!gCBVVT(E{{N8F%vi9+&@D)yKDahw5Bqi;%vqx{p&-asOJThu*!4r#IHOz~jb#VXv z6M5N>>1?-MMTL_*VvR1%fT)ZS`#d-G`6JI=#7oPWL#UinIVd^8U?~#zh#v(-3BuK~ zalqFjZ@q5{ww&&#-v9JK^{Fo4@SLJ|J8Mr;eRDX7CUw;yFwsy{;eASUq^8g8yGJ(h zh$znC2jy!x)hS&v6Rv`VnRb-17!<`fQ=6`fdcXZ>J(Kj4UI+_Iznj8mRLUv~m*xD2 zUUOs4HT~BP+jG|udP3FitMfV@tGo}s0OU`9i8ihRH|^2Q`P_Fuq}bdgYc1Tp4^CR& zT{D#M+Uxhuzb`#=K+1$ga?VfK(W>H5!{*F5noMvM$Z>cFV@U%I9zcY$H#^R5Pa><T zWC@;>htL(;KM#$`Vw<`<I}>)_TMl^h?jGZLP3{{Aau|WU1oPQp>FF!GnM`FYVvJno zq@$S<Rp!eP^c8jOfhZ%UcwvhZ?7M?<DS~is78d8SfSc1@)mi&EFK1S$LPqpVEB<*+ z`jI0z%>l19r5%Z#fh#^YB;8<$&`-PNs^VQ#i~tP{PNh%M3L1q;u`!cXM|;heM(LR# z|A{9b{EpfV(zGz^?^T&vfk(6wPvHjI{Eafxc{UP6k{eAPHbah?m6hfBWsEPd*fLJD zxEdJ?!?*OkXwzIyo#LyAF?)LNE|<8utZ!V^C~d3^L*5kkGDQc)>AAEo;ckJ*OiOWk zIxb1+lgT2|<%fxJI2`Y<O25won847<?mG_*Tu`=d@&5#J9wbMzuyJ9bk-<3F5`{{N zDwN-9@$XdPu&sz`Shk~unguKmUoF^`C_(hVQox8dN}fPbMdkKFuIZ@K;uR*EvGv9b zo0)XU?XQsLtNK+n^e~kUWVoe^)NlKl%=uR>R15ZVgK-}$<xVC7H^qQeGI|7fJ|96U zymqPDxw`11{am$e4l(PdE@51hWx8uE<F7)Og=KVrO#4PA8NipAdAf7Z$9eNLn~7T1 z=LKt`J43cVD>xGQ74NAaAY%vNotAGizqGUY>{MN~V38I)OML0N*2$X+#w6-Xx&6x3 zqKk>o&N<x=)d#j-=Xv+5>Tviyqas|Y8iL0TD4oZK{JUd<R^j(qz8D<;3ctW8EH)ta zFsO$Yq@u~hE7)Fb!F-B*MvQ64mn?XwTt@Cr1Ak|6m8oDK<TjTHVIm5WAJ%e`napP& z(=WvgFMtn~Z=S_v4gMD9bF=-JU$oHVoR8q&sDi!EMx`)FUP17Zcj1>+_z`Wgb?&Dc zy;6j_<r^7Vy6zvf(mx^ZBi&D`ESED+OIAGAFg<-tKLXXb*G?(1a$Ej7rY^(|1N-ea zbKdY?e2FfHnGzT)Y*^YOY}t=>XlCXbR8&cMY}4}cx}9b>5xL`IW4d<j_?>`@qA$a< zPRwQLx*DqnxTLw}nodq9o4Ki8?f7ajv9Vtaapy~4xb&tt_u3h~uB9qu%fPg0x*Chy zVc*VqUzgCGBf;O$X2g;<ckpFf=rdrcY!or1@E!H=Z=I1)(Xeo~kgVU3Trt<)&IPK@ zIBw5t-+SJW=O9F<<QcjR=YTR`V#hXmNWPKOto~ld22d!eWi9=Z2_EJ>X|mmzI8>V8 zHztgD7~vOu`<?w-v*dSTNWf5)ktk=JrM^t{JOrhjGWSAg%{`rj-?>n)`F2?9)y?I2 z^W2?D+V&+V?9F@ZHO{2u{Br^JF{lD1hY~Pt-O*CMUwT)sg_CF=sGP@9Xj(Q^y{pr> zxpU@0YO8J4*TBoZ)}LZ`%9|Pt&+JP!|HFsmlhV|Dxq12Vp~k&C6Msqs9WQUF-yv(h z+xW(;rKzK!2_nr9LL66G-KymeYmrD>QB3|Qiu#Ne%`e#k4ET{WV*E1)n4tjfHXQrO zA2k&-EFoyuYc~t8Qj-vt!28kjaD97D5jp(3jRIdFAZ;KBDZ)PghrR;GdxG|jQG*Q> zp!8X4KoQ7kdu+4r_WEc*?mO4cu+$aSk#6OO*l!^NprUk?dgn=tcZhQ<O;c{a+Vhai z^Cu`TPJBNP-#+X(#WPYSPz~Pjz`p%}m<IVox;R}hn+BSk3pZD#*J4Jw_4(Fnz)nR+ zrC^Z+$gl?y<=b4iP=>rTx&9h;a`>;HIGLi4H_0X1PP(r%QD{GiFQmI>Ke>_@Ksd<B zLydlAo_&c>@Aw%k9(h=VnJx*|+NiqlE~5p8#9O3QwY}yr+EJgO%(im;n3k)q`0lTn zFlEMjjyl8k5KtOiwXOqIV!$pxRi;1L$c#t<CD`=ANCvy_fJIg3!~kW|sXGSs_ot}7 zLCl~?oh|jPSiST&OV~S7H)BA{5+r+%Ds%mVGJBdCn=Xp>XR+&HyBc>id09_h8!8MY zX7HiK%I0=&zPaJLu2)$ihMFQ<OQRJlk7qT0geSKuYs^7Tgy6uA&z!_^8}^#K^sLjb z@afR6vEtuts0+BXhTPCBrvlD&H(?U<axDi-Mh8yV+@by((%_^{twhq$kc&iacUTe0 z4gHgsDPw)wxci}(mzTxG%rMO+Pq%@;$wB!A1toP`^e{G=^7Qodbs11RqsXx3@jU9| zKD(Ay2lO;Ra*~FVdG7xz<vz%av4$#$K!bmH$whD56FegApA(GwV_aL#KRGuflNzS} ztL}RXugk2i@aOPHkMr^y{A;AF_as}YWZ<K*M8eoCcvSniNb50Id@D&jFALlF*>vZx zSkRQ~nK5%aNkaw;^M6qNj4@4orzKCGP-z*c*6FvwcKGe)>db=}gOK^J_jaL1dBYdL z#GmQ^U&vmw<yv#)mXmBY%U`(Xc;aY;OaN|<9tMT3e_GMM?sEBB9T#Z6{N^R(g<W@T zDvhkbkXWi`m@Q&uGKNutFopAV&u2&&l!_Gc4vx$QO;BxmnOL`qqrkE7>4OyukqQB! z^s8m~4&BF~7nIov!G(0eza`jdWSI^mV9&p#0KV3Gs<)T<CZv&XXJ-eL+zY3r+JiS@ zlw>#Ojo1DpP*YP2ViRlNrbfYigBs=#ZVsl8keBP;HgtM)R@IoO#<b_t_ijY@K%;_s zdmy%LF4i~0BU|>x*|SwNbF&@%*a!WlOS?MN+DiPDWrIUVc$`2D-nIEj%1261cbh3U zEZfhPQ7iliLhGQYGF&?*M&B%%t4dHAN>EYgTrCO)aPH~FI#Jbh%3wWv4((5bsY-x~ zcF94)J^c){B-HOzP2*+n4Wjp!aaqrZ!=tE@JrBEUZ))exe|_j59UD`OXu65yJjnY= z4~<;qfh#Kz)NeGfcR9IsQWTrinCx5j>{wDP>0K^8@Z;|8at@~T=f;8@vsBhy_X!Kw zj*6vHcdls$5WCBWZ4Ri;I`3I|>ud}{LP+R)L|B)Ss&gyG;8g>+I)ONFWi8TfkI52) z?<yoWKl1ANt&}_cMCIT?W>5MzYkGoMoQLoPTb;2SbEXyDQ*U-8tXew*W#e^K@sB!3 zzkFuz5zTMNtmRMORMJqwc_3k&6u(oWD;E5f9^e`Ic%Rm92FePhX#mmZ`Sa%~fTMJI z=?<#{#c+ChdizdShqd4z`S~AO_zzBB;-Gih!4+O;L>t(>2n<rpQ-(znSx+z8>wE(s zFnO$Y2d%|KHbpG!W&gb1e6o0Br3t@NwcA6Mj^dh?za@Ge&)f+4tlmYUmQ}#t5btA! zrk<^MbSz$+VeFZA8?(6;w{6x5eBV*AYO6#oqv_8ewT`%OnY2_Lzw%<2m7RkVBRH;_ zT_h>D2E1*LQ0AMw*5^L0W=Br4f1r{83;6uV0gt7_5U{H6Ny+E}c*%tZ&5gO7nbUBp zP(N5GjItA$%=bArx<+P39$N^9{Lc4uB|sujNH$}volL$Qe&tigO6^K~){51&G($&i z1PypaRkju<XjQk$((xOKj$F#Gh393jU3oz4$RAKb?@v}_^VZCJRc!kwKRhQYp)*C} zPT`{wEnX5x>Iafb<I$yYK0iQ6ZquB_CI+v71{9q}cc<NPP|qi}u2}@+w7+g)IV7^2 zDk>!VvdF%zYB~Q4lkTU9hTyj{G9^&~c@6oko+-M%u+K5JwC7~lx2+b$ch_Ta*qT#( z+aGe1?k?nBX}Z>^>kAk?&F%U6K0<B6$Z96VyZPsi=eU8L&h9bktSS3A&NYWNgLnAy zal<Z3@pj$K<0p2o&TJ8pn~~u1pe}puUOTE^C3=-^y4}b;&cI>R7(cN<^b;VQQOeYx zt6q%+vRmfz8+DYgb&v!KaeGV3Kf59P*)oy4u52^qMq8v&wG;PQrPk$1Rck$afaz35 zOWdElxONFXZ0aJd@7r2TotOoR=IZz!p37(wVGmXd4P3In%rc?FG+Fu{;+x!EU0`z0 zH}a*3ub=(_^d2o2Mm^W-FmOJ|XlR+CtTZ8pyEAp=<wvXE^oom$l39)3?h>`K1c?Ju zpKKS^=6+yAj`=@qrCZKS`0m)>8q=OAB4s#?Z@sX6J*l#0z<{o=hp39NY?C!C^`TD_ zPj1%SHd`P)tHkT)Pi*nPf`fRN=gV?uD`v&zNq?Sc#kM6ziKz8-5uJ`T?wIwZvJs5) zx8^&JUFY4^*K=A;1TJZa5uilTKKkRNgK&15rjUItrpcE3L7Fi8m1z>9s&OZ7xx>%i z+;!o$<12l4)Zp`R=W41R$`4MAJpHe+ddJSTn=kJ`B-8(!Rq<0BuSt~0De3v{8QDdj zoEjb<ACXLN9Fta+CFpRnva$j^m<~WSss=H|eH5i#%cd4N_nk=?{!p`+n2Wo_3svT= z4=Wc|vVgA5-BWBl#Wr4i-&qoO4@m~hyrHx<cW+&X{(5#(&1#~d>wKS;BaCFh(4EX^ zru82s(L$GGJVGVw2marBe9%1dj=lXnZ=$-qp@u$2{-~rOU2|2&n$><~%3R{I;_xta zG381f?nq8z{$ZmL&gY8Ri1pDCvasqlPK3QXGYd`d@1(7Xzlrf1(+awsyCP<M*;;^) z|K#=?45oocpYg#%@vf$}o}PelZGAgkPhgvenITVqQI6*4gVvEr`-PTt?)h8&O~1_t zU$EZlkv|0-uX@nibKm)f&!C!x*wnkb90$ZOxm{J*QW9|h>%v#plICRhCt+l-qYV!D z_IrDJ-1|q#DCazH4-XG1!s%YEha}F}u|Nli%=;eaWx#^NSid>6+5>*McCq;Hyz+ed z8@)Al(A{wBxx9aUB}NlH#KA-m+HJ2($*BEpx^bJ_U)da1)ME}>6>gn5o|9N|^%)yY zI}4CvqasI&XAQ`N_gdM(nyDZik8oUhe*b*Yc&0dEpz^#r1-Cyhok^mt2ljy(;c?_G zJW+FT^NDGvQmJ4-!+k54kck`yQzcN<TAoT7TbcM`ML<-*j4qKeIGD0k>uoL5Jwq4W zDBgYB&jF1Mh!7fN`XQcAmBYc1!WvM+tYizQ&oXevk*i}E5sm0{t%Kg{H+~1D|2u&z zSvWQ}kdXDiJV@2#<YYKrFx-B26U5gR%(-c>SMj=IGqJM9eOYTbBndD2iTZv7{Yh2j zd)qDvQa>6ds(oAkof?fyHO|D+cw?dX-7xDZYmvx?RX?ZMhV7=ib3})W{ln|E%}PQ& z+m4U(O|Rpq#BlH>Mx^;8IqgcFlM<?k2Z*A`e<<qau2HD4fpTFUz5}ui8R^B$dI&0I z##g^5ZJj*p1!^U0Ndthq4%m$^_T#6frU1J!AtymLH*<*gW7!HZ6m$t-#(&}F<W$(h zUw%7ijQpr)X(llWB{{FkxWsSz<+$pY%7sUYFep#k{kFvPMm(u!&+cS@D_Pz^Ry`jw z;}to=2z%_Q$h!N>`)((dt4TEKcTc|hsH3W?SjO=ZsMp>7J)1+yXMCz4`R?_?K~4e} z^d#>U59(f*(0D*dU-yw24wT!yMEkvQ@cSW&^2bnU7}h_;uX5|zI*`0zIfspN%ff#x zEJ|X&OtST>E(HX{+s^8W3P%?g+#$aQ820?{2919|z3RI@E^Y<jSj!Jl<UO0JUYY62 z7uNN~XUpTq$z2sBFdX<>_-5g0ps+Rh>!<X&W%~Zzk1^i*gCKcA$>P>nlMCvmG$@17 zTM@=>qjP*+@W<6C$}0EA_~XmzZDtDC-0Uv|dYP5=vxfRl7728ttAwfLS%X8rSQFUI zu%MhA9FC5T$IYCP;;vG^2JSlqX`6C#OhIS{uK@j#w@#a5C3<^S$J(COfGJIb(pSNL zxk%P(|HRV*1@eNJYG0nQq5E`ZbyNB@z{Ydl`9%)u53|m2T2|_>-5+EgP6u_>t1g}` zb$DfU!JxGQ^Pytly}{y4yLmqenROZt`?skh4~)M}JNs0Vt!U=wm;G%fJvXIYxx&$o zo_Rp1Edq}-xmkHB++8%bJH)Y*9!T0_S`NP_lbtkd0>UFzMsacRJ>gUEjGLRgM58?5 zo^i?oQZFM*Hr5!_*u3n;x{wXP%V<nhf4bfA%Rr-5;)AIoyHa8TrxghxFtwEadf`e- zK%oMIwK|izpL3J#O>uWAyo-8U(kWCJzG!iN0UAoYX4gK-SdEUFq-vDyV|d%eF``G7 zdcyS{F+|a_wAx>YShO6QsdGW`@1i{J&b{xp$^nX4nmhin#=@HlPv9bp*W015Y|Fk7 zvgh#+LCv@u81*^Oz4+a_ZnNR2|2v-(y-{Ip?M3Cd?$O(-RKOzFO-TjR$n`?4>Rr&P z=niPL{QUd_fLka+zJJh3CJZ_>>WUdc>_K3E>XruONFbt8ctoE;ADk{HM7r9LI{|4i zj{cJvw~Q0HeHdekj!cYj;PnZ9XhTFx5F6>!qHgAL+5T;w<~4bLZ94ln#bR`d*7#x$ z6zc&1gq(GXwZf?$n?$nag~oMnsm-0ws&O}M-&`(YT_OUCUNs$eEZ?0bPh^!OynIy1 zSm>N}TxjrlH1oLJPS(7YCL=MbVa#{DPdAx8qie-Z>!EL#@|(N$DTZV@(~K-jT|uD; zOru~{=c}D+;q!%0(^XcXoy!9PN7AWUuWA<j?)w(ZsUQ8;ahY`jG``XC@e;jeA#Svk zAkd(D--1x<uukfM3phL-_Sy*N;I7pfXPsXr$_>=kNFh)hS8{+mj92LN39#|XM54ys zF|H4h2fuNW*gr}3u<A7Z#exnSpqf1uWz>``ldkHHMqj#?@^(vMl+ZE%<dDyVjbVhl zq9c61T0lH+5+zNIFRfT(q)>L%h<!G5(wHiAVB-?rPI)PQPoDS`RL5>A64zje`YG5< zW_%UV`}?Bs{X$&>ztQmwd%x80(}X0Am7`M%??~|#(Bw1=I!m@onw!i9Qb3!X2)R6H z#@5pE7_$F@q5fYkfEb}$^vV?j9i2wyhta7@Krq{>Tw613Wua$akmKK}=zZ1P0F<;M z5kTr(Bs#$n+h^b7I6q#F<c;Ek_Uab1uPt(@d11GD5yH(ovm`qt2b1hM+KzLZ+&8Jd zYEsX`3~D9%I2ie_B<^x)yOy=z@?>j~(8=f{gRGEIRW`iugfXIeJ)C#lA@pwVuz)Qf zc8o~_Cp=Y?jUbXJ=cISO@r|^8tWx8xH%*ALLaWyITeF*KlG)%oy6Cgs00)5M%{tdG zK8{<idRdvTZu|3vP<8@cUktUuuj666a0lfT!9KF<#W41Mp5-w1fKfPJ`#;oDDduMg z&?*rPXG^|0ZN5Dm${m}k5`~AAO1<Ja(%ZfMzV%oy<s}3U6~}dc8sWO1NW5oZzJ2Ir z^<Ln7tHWiiv1+w8b+(AUiH_2^-V+f1rWZR05{kRZ%s2ixX}DoNd;UzLjM4i2qV0z7 zm9-49vtl_>rjnT|-9?e;Zp}=Yhf{V>6broB&d5QFFO!|q)%aKl%Icf<`kmC?1cD<0 z_Z(1s6xmfI3YpQXsLKOZtJ=y<3^=pI1z)ylg%c0NCz|7Cf(&vMaic4egzzms-W3fN zx?&Fiz@MkHQ$@VmPk>?XKj^>Eo7<liZafh}N5&8fVlB4t_PppLIl0nxUwZfp()0o8 zP;ta;)K)p^NUQnCR!WNyfYB8(@Zj%ga*j<62GeJ1!XNkUuI$rM{*2F!8IS$^6rzqF z>Uj|2ka|ALSG`Og8W%+sP42)T3Ln>YGO&<5TYEVk`>w$7VhpYNMfE_--{G$~FB%L( z{xVUIHebcozq3v*Jax$m{=rem@^-XTUag~R1Mpi2Q3<}n6^wTmvoRa9*ND~|y3`)C zSh;A4dYDPRgsBjql+iv8!<`KO&Y2Wr-B{f$RXyvb)L~rn(8pV&s_~>z$K#YF4E_cq zJXM9eD1Q+8TET(WM$SAeo*O+h2#~*AWuyH3JZ@v}ZV*}k-7>&e!iumBvzr^O^O*nD z39RUNNqY;mPlNQ9vN5u&_q$dPvR#9+o*pd1X~Pd+Riy2-u&<Z8oxCI#cyj|zsVLV} zvaZ(VZ|?pkyZDf(G<JHMUCwy9>{Z3cP@qN)ibm3iK~eEv!%<%=hX}y&Kx=<{AU0G! z@(h)jT&B%0LtS2k4+qsyd?3fN`DSj@OxDf&&#r0tiD@}8*W|^ulglnIJNVZGjqJ^* zHy?j!a*}y3iRtcIOogEy?<z$IAN_G*>u?gYXX$?4A74L1t!c)|F_v5Q`SH0>)KxhV z?P5v+eNWlPb(z`pTwbA7lip}liVgI@rz4#s@$@Pre+@qvv9T!Pe2%Aaz`~#IRZSXk z{0OHEYpzJI-qP2=+cL^8Gb*WfM3s(+VRF$?OOUTJcD^jqG!yS~T(0$Qbh}X7Ri7V& zUeiepx34!|6{Oz&WDFd@r=V=*B?=dI4W*T~IJ54`Iyzg|MS%oSSDW#`P!Bj<`^#UI zJi$Ew`t>=wO@#*+@f05tWQ4?MC<8TWcrKZniJM>+MN^$nX8fhJ8eHNjL?kYYxTOAi zrhM+;FNTey<9gzEHXHuKg&V?Z$&9pus33WpNjsLj3D*#TvkY3#-LmrHo78%@bPPj@ zugYmc+`TQ6odf(%5j@#S{@Y4eX@4ikC1cysG|XN+O80kwQYgTGsXaTssuc8InZ@+8 z(`6IvKW|x1hN0J|J6(HM5#(cy8JAL|N2CP?k>^N+WSKGS=FENI%je34DK%z&{kl2O zQ>i7}e7+qX8kzqo11Yn~=yv6{QyNjXdMVd5T7WTWq@O<6^(0dnRLI*%3bCmqJQs?- zg7rVbJQpOU{$X#{T2aO;`iKruzwZiZJwXzgEls;wFbT!d<+AUkRv{30BQu^_H&Q>K z<L<2W?lu=&NVXtb9|LFbYJg{Psz69U?A;6{c^FDd(C<5BWHEx+bYdvvywbeZ=r_-D z)}0~2WQ+xE9Ainju|&pKiT6g1?DABlLdC23{fYgGMvAE!9S<oeJf7Ztyb=u$Rmi|< zzm$}cXKc4mZoa-zQq%QZ^K)ae**ScZL!5M!w0Ih`Low|TaMY9Y_qKf4?qfvcU-U`* zwJN|g(0|f%s{W{x6!PaokE>8@HVYjkm9gjP6BHYp>@EFX>QB`iR25Sg0VLAeuaQJ% zDxpS$sUaOY#Iza}@8>R4wuX5(H*IY6-yn$;Y8(p<rV<YySlCm9>0BOQzi>SNb*EXH zU(G!~sO~*MA%&$;haI@-#g>aFh6nK(d%>2Tgw$gFC`&G^h!+Kd19h9ZgX%yz#mWSt z3hFqyDzMQfLoe2)3Lq4CGM4jHA^(G>ua1hU?fO1+cT0CS(jC&$AdQ3|-5o<ncY{cW zv~;(0i<G3)kkVb>xu17^v-p!WYv7u5?Y)1snci%_+bvmK2t)KAG4t<V@X%wMmIt!g zD(ab{BHemZg(wcH1(z!t?BB0Fh2I%={Yqqp=J3WpPJQdy`-EaiQZ5WQQ(oHQ0O{oI z_B!%)^aPVXtsQeM6cpmZ5TA0R4<5W;4@zqNPdow4*m@(RXa*_#zTwph*xoiuQ3vHI zF5}k`xwyI2a4dhq*m+wbL^wN;T_0ng9u8YJ$t#jg`{^Qv;LtUHEk+={yxPWIUCmB| z%VeDs`gco*yu^njXgR0-AmCjYsw$x@%*Q-f=kI+PfA7(Otv`J1kke{mWGYR=LM4?n zBb9mrM!roMY4mZJu<%dY$hZLU!VHt$h{{kI__=4VqiABTxpmgLW&4Vv5ALi;Yi&6- zhi*SB#Wv?9c7+aLE<rCdzCEvX1P-8y8KnX+*s#Dbx!cmLJo%GuEeD-t0yW>}tpc(Y zr_+Ah{Xz%(iqtGT*AO|c^G8?+&A4gjLrBAWF=0KIi|~$$E^qatMn^wF4SL`VxpMZI zLiU)pXnX`~Q_I%xXW0a8z+YcQ{GYSzYEyr&tM8`@zW{@LLZzc{*X!a|>GJ4EPNO90 z@|dPeT<>Vxy9hKSvsxDnUDy)d4U4?ygzi27GpX6}gq#c$j4C)^-mDq+rJ2pEPgCO7 zFE;#W^0^Lokn~SPv=X-<0thEi22QD0d>oY5ucK-rv+j_EX_3{9^zij3baR@%l~~H6 z6xI5PZQNfBV}5Ag-+T4*UMuw+`Y>Kq+OY9D<(2EtCyg9p-fpl3M@`N9bq110Xm-ph zGS?6wqqf_m^HsQ`USVFno&ums2aaK>S1aBX9SWU_pa5@@eZ7{~(*>Zv2M^8XS~@;4 z)S$t-a_{C8omVlBwH|4K7jJ3)+uOq_P3zfYc<L1O2)?WgIcfq8^NJka9HV*twrc17 zr-@=tvxkNs%(I3rEQFYUz!;YLEweFiWfo0~NI$Nn+Xx#P6=Crb0AhR7kNiAMsMT7U zm?#!@xe>JGvGI(+X+=E`u|yDr>V6T?wFo$DEyDD!)Fa|C9?|(`KbRz|EivM29ecZn zdj5fq@MI2NhrW)ZlmOk!L;m27o?XkKQ=bE6tOFK4%-rBZaF3zT^A7EM!J8Qep`sS^ ziZM(fUxYcIhshfH2CV{1dxa5Vm3SDZ>^(dXO945!>#Hl!ef#@2A7~jWiWfdCPI(Us zF1B;Pg2o&4`nb_zzq}>*-oj!#2_$azvaCzziui4_ds9D8Jv2|%Zd}A<ymXb?eyDEv zI^{EsV*2<SX?r^=2XCx-Cw6^Z6oCA){z;>cppO9j6Dq0yEaa%YC<{|kWZUN~aHAU^ z`}X~LS(acj<WpJE2||PU_HXY`K7;)^1FH{9t)(whn$4Y)%N0!d;l&&Y$)7l*zH=Ac z>K;!O&L>At^pdIssC@kv@0niJ`In!rakhW4^hnQvEvo;0lgVX(>#a<}>%*;@hr4xA zyXQ~p$AE1&A_~9#Ek%PzOnA)fKX1V+gi9q@g3j`j>m>c@>s$(}iND9&9pN@AU>h*f z*fH#O`BI~5YV9)O_{nYx9-=LaAzD&uwc&Al8uYxR6~7JBTlmGTru%7iJ3*WnD6Ft- zHJ|UJpZj{~9U6y1LRZa#S^(42Q72ko+OVTlT4}4D#wUjl|5NBLY&r8oZcib*Ko7OJ z#W;bC^pF)U`du2U-a43FP@?(SOxf?h*W-WjOc^~-yS#b#6Ck}4uHphJhe)0L!I=-S z8Jyg~*VA=vP!|Y{VF~Rd{*}-A?_9Rkss$hGUx&nDU|^D)-LF<JiXvVgcE+cl9z;gH z-D9JK21;TXw}e5ve}L1Ftm5y7jtqH%a<+W`dHU2i)&%HXqxtq`Q%pHkexJ~e*4S3M zrPp$ea5r0&#m=X%HBP?WG$=9IDJk9IO~zJ$g53OU)h(bQ>7nt~&|}df!#W=Z3qYEz z6cFn%-_EW77X4kumIT?t3T=e~2V2-aurysM0$3b?ns^RWvMz$Xh~~WO>-nmkTF)H_ z8ofUGoCZ7=2chcYYwKSjTg9Ti{rNYPCH72+lkTVU^E`QpU622u>C4S3UQkd$R~Mr` zkzu>#ECRHLk++iC(B+Nvw@7SY$Y;tKTe_VE7V>$SDB!}-!LS2BQP2?DCS4J(X}@Wn z4mcbj%Jq8#$m*axHny0nLBsmGP%wMFep5(y$Z?HcJk68K^?Pfl{nGF_d)7-CY~>IU zXV&dv2a6eIrlG(!D=NzJ<&q9uAUL}Uta}%23j#mf4}O7BTKp6VUY?#{7}e|X!GS(# z%Wdg-J^`sD)n#s(y}hqam@4OTF@)co`%#h<EJ1&zn)rROl|J|$+n}W$#JYrcB=ItN zzK!ZtsrjEHEip1_L=>V(A`|bHtOhMO+@G!l-LKUKn#Z;U#|7L;#mFfZ*L+bxE$%)| zT0!LU-Iscdf;$*S##eOb;x>{HGjU#VeGWNr9m1GXqB93(lH-qa_c+>V$b}^u%(a?r zTEkdSj7eNc|K?;k*b9nF+uVnQD|)e-Nu!mrqJAd~)zYHV$44I)Fp?0zWE0kql;?B| z3~=i%Glyd6HL54RpN9D{Evgh8N)r{qIq`eYvoQO-=JDn3aO_%PR-FY8f5CMnKdnC~ z;5tZ6<f9J@ce<XPIUoJCgU{TB0y~k<3|Aqu5S}qVH8tFoZq6b<6nQ(E&G;->OFVG> zb0IcUwAL^!A;XE>+}V@1C4(;U7xbZPW-FsK1bAfNU%>t}c&>>RMeel7u&|rClQGL8 zflo(XJ=+dh58CSdRz8-U<Pj>E6s7dzq@DBxI#<k&5)(pIHsd%$c<rJFLnR!_s?2pQ z=3pJW=B}nEU-y)e4zI7&odGSclpjt(b;X0Kz}nUNZTIa@Jhjfv5VU__oK(ttVH5zA z?|Yth-D2imfW&_7hdNjw9`vgkI=1bCgpTNLs#Z<=VFfton_$CFU;bw*rT)KXv!S+g z`70|mdx-g{IJK#i>;a<Wenx^A@6Bp{fPt~_eUjTcLTsH8V=aEG{@+0plc|_w??Fa! zF7Hmdg+J~Nm(Bm2*6xb1a$lDdjQmgTi30x0dx>eYk>I_=iYRMons)z?!dD+0GN!Mz z^huXDQc+#x%y!fp<tH=6{X%>DxhfAf>1*;AAtd8;TXzX0&%n{EA@Vjo8Wfw+oJKYj zWa_cj-K2_b()d#x7ND`1MxM=niTQ{epm<zC1Gvn(;DG3#Nrdcr)jdy_^P{imz$NJx za{kt)iwM;RigW)ri@WM(%$5vVd|i4gu3_hvvRP>h+wE1LikV7L7Duik!ERE~7*}KY zV*Qw@dp-ukC*~Xl4#2q<vlhQUuEc)ozisK1vxS%2qPWTPyO+Q|jGaIijxPOsSHZ?G zjLxh`gPMD_;GX6^ndS%<`Uqp5&4%S;5D!5IB0!%hND7JHvCC=HfLS%Ar3`@gRum)G z5S)|P!+sHf9rv!b^Fm2#sT(4LDYUb88YlofK_y<7K}2S=OVw<QudIs~4Un3D@Px;K zud8g?PpK1~39jo4HVwFM%P@8?Wr<m>xUfy?@Km;VcG!5hx(K}`6&0VcB{6i0b$MAz zsWovvSTyzVAYi~BjsDyg^m63J=)c+UYO*L^H!TR0t(6oCwc5&-77`%qF>76}(Bc!D zqffn5F%t20(ULJ&Vq;ol1gI8ldv4q0LiBm@hT7DY&P423DkhcW2hR`RhR@BW!O<O4 z*<u8+U>OSgdVMS@N}fquP|4xWtrm87Ctbh%JnN1l`5}RbC#4|v)z2;7B{#leG?J%K zy^$trax{{za6P(#-Ra+pT(}Blh;D7_rR(xtPu`2CogWqz%ujN-&U$oU*&hcWwgB?O zg=ziXo_rD44|6#!$!4>yxA80H(xRoOrndN@ERhPzAy6nb<nb%D@OOU<V8Q{59vvMW zp>fOho}ir@IJ;@-5yK_PCU83}FGJ+~k5dkg124AcgGyIxnZhkH;+S{Z`fuKT8D(VC z^8g^&43Ygo#;!LOSOK>k0{(|FdEJ}xErEZ%Za3Wf>tuET|1rQUwvlPz+H`%!?|D*! zKCDpo+syCiH=ocZ-I6HAiC7l>kIFcmCLTJ*nH??6TQlz(%LLT+Z!YJu<0r>|mc7ps z9XXeI`{*N+a8`_$AO{GZk=ODm!BC||s?JJfOsXypYO8#38uUD$VI!C-FyFQx+$Foo z`-Ta&ro36~LIc;IWs`<DgmB<fqdo&ax;u<I6f8&9<-50lUbI((`);(F=X1_LHDrXT zaPb?kFZU>?16m8FM%FP4sw{m9A=+&WN3?}wKw`D9R%Z>^045k$crfFm_QeRf?Zpa$ z!2)XjAvcER!OWNd61n@#**WOhS7S&?Q?fE!`dO+HB&#S3X>};HF{j!YiQ{p;iMJTS z-C3E@>Pv-z#3|Ag0+JRo52<(w#15h#(eWx+f7u8OM#q`1&UAb_*;`+S)#SrJB8rfK zRkCWe>$$2;Tcf}9QHeKRWmD_2^OrFkz7}})->tw%)l|gCGVMOLAj(_&wW=O7u~d^k zMgt_CYnCG+zq7rVaQG>BpzknD>9IKw<eg1wmAX$<T@bc{D80X9@$POT4<9}(-r)Du zL%P4$@{}&QqHH@`RAH|WW2#Ul&lEx!W{%-Tb`}exw8995l=Unu#8R8YtC%LHoklow zuhP+i$wq*7c}YuuMW;qP*3hwQrJfvL6)0P6_AZIk%*uC7e57c>(7;U)I|MMzZVzI^ zh$c*8wza0D((U4YGSR>SjHz<SC?rE1S(NhR9@<po0@)BF5M@0xmy8TNTBz=enJt~j z;w{rGw+E}Y**JXZF@7+)H1c^s&yBuRjUMFmF%<7{c=u&PEMT;$#ci`!XxxKF3^fFK zX?rPd|8TKJ+^I1Q9%Ba{zL3hS-(F?t<cDz`7gA>0g8V8Y!?7u8Ls-4X5kIWGlhPuR zv_dlX&5x7J!q!4|zq^o!KN5R@yE@gkSQGMI!Pm8v+JLKyul^fI8nV&vB42;?=yun+ zuDz~$Pp)1CrfNz@Vu>W7Ng|h|YK|dxb1E^*<zR22iGCn1`F;D`N<#&Y$<RBW#3K`d zyQ-1g-l~-`*@`Z%*VoVB0_~9g!8Me5`j~po?&CJDa9<Y!!G?nGIP<>xo6AdiLeJ|t z<EvFBK`#fBFxQwd9&yi3rxww~XR=3ac(j$#>BeuNd!>B($JI;xrHJH>l<@3|0UB;J zg~vaM$e)Uxr^==mkwVEh<{Uo4Y;!24545ftM#<aE_ti6vH0ccQNAH+r3rNESGW;@h zS@29l2s81ykL&f7AN4g$^`r1o`6r|>AFL5izUh2^fBO0JSY}NEv$FiWi{WVaahv*> znYCt65(I$!P$#6Ovt;V9?ESyE%;lo4j?Z(YV7em;fGKj!rFx_+#!mPc<^T#;-sKS3 z*J`t*YHHv!@>`W5v*Cf5dD__26b4u9H+5fLhudtY=P)-(kGM@d$F$ZpYvdB#I@488 z4?8#8#x#8Ue!+y#uCh1{IxRN7uC7(X%yXCQ2_vu-DF=~{s|NiPA8UJ>4;gR8QD-tH z_=%??sZcMokH#pNGuQY2nHyVXBrma#zj5i<Zjk71{Oe}gJ$W0Ds!(KuicPiIY2Z3B zrWSZJ@)A>%gaam)#4c|;AX9wg-wSg&zSZZ9e2|qLkv9oK%s6VVIf9kc#2d$aD;Bhh zFTO%6Zlxi2MqbHd)n*Kb_Ep?07GuRQ!_6TNhDsI3L;uieL&-sfX&V78CX#=cVDIFo zz#z<<!z~c|zg!HsB|74_hdG9U6pj%2pBZno9#*-$3UCjFe&J_;OdM2&b#nK}_*xs` zK<N=SxEasbwS+Gu)(kPJE#Gk1AJbEZ9Ud`miJ@n)g}|n~srK5h4f1p*7XIqOHKpf; z50lSP>gnkT1AGTl@1*eGd^%SO79sRf0TfEM^4fQDusUzyiBggesKe5y6noN?v9iqZ z_2B^nw+EAaRbG##6cFd)&`JZq3cLquVS?Q_ko!T!n8XjU#402}hkSWd*zB;QhBWRS zc$~tQtE_e`;c-{QzY6nVqK8@&g0W4QBNYU<^5rZhnz-Nq9m2PAO8c(!=YFj31B~V) z=w015byjNs5CfkWcX0@gnIcT)ps_D!@>nio0Lp3;OozgONZu+NTuB6ZeO?W#0&W9A zS!MJQO$z1vx`3M*JSU^uI1#2I1zmNv`BzNoDB*t}Di`g?($L4Y+Y3)pVS2P0OH-q_ zQ`xJ=wuq<8W6$$1mF#Svw10J>tK3(Z43`;c6}xMvdEIdo<1>|RXRznIjiN)YF8_v{ z<qD}#-nD$V7#G*B(N>*%&w%&HmYJe3)U3O|TKs*Xijx=@m*?QBTy&voix|D?Sy9Zg zwxH$s1H~*pbD`2RciPLiB(_F7jvV*67l*#+>5E9MeBlQd=lMRsc{As#b<&YB_TT{y z<B)~_Q|xeK5@p<tFJgNQ*HGw0)n6K2tuPMddOEY7T7HMs^BOf6DkdTf6cmz)9nv%6 z?Tx2B0Wj$fnHrwj{d!)H)1=dT(|Gz40Hcy-138NWpZSMfVD0>2wMu!rzVJxqU9bQU zDjFRmf>wQI?Fw<~LY|7{ZLD7@YVUL~N1UB&wruN(HLT=t;o(zVGStVfQFi<8-%M^* z3x>HYH8=5QaMJ1^iH(i><ennxAZfsc2;Jbzy-W~5VIT}K$&o4(T)QcD(pp1{yQ?Dq zp6D?e9f}Kjek-K6DI1NKMtv~s6ZxTEx$70g6&tGdNPC7%jHDwwK#50F&&5jZrTe@d zJ(oE1&i&ybY!^L(XPr1D`Om}!svG3mXSz(Zbkt)O2NeT5zqN)bIkQ@L4e|Yvv{Cf| z{(WjstN3G&#Pj6bbSJK;8Xtc#=j$Dk!5dA?QlA)nw)!6?4v|wvgTaZ3ErjgI-)0Tm z^h3?5s`tzn6T8B5qcH$(Rai*LBPRg-z?f-f#de!UgurF6a|r$H<A9P;3t9$#@?85Z z-h)A0!)jt01QqKs?D)tEeS$pi1wAA;O!-2;OH2Ea<Xo=5#PZ~E&0P{GMpkr`OENnN z#=2sfwOQJ;s{os1Y>P;cJ<BB|aqx~zxtE*}3IZXT|I$DF#j${L?L&|x7d`x5gqWa# zkKoC6Mcyw-Z^`9quH_k>?=J?%6q<`rYwr52_qr6#+MK+MFHd3s1IhD3Nbi!PY*?~V z-z7ZTmcnczwRa;^k?Zj3GwJ6ZX?cD4>Sc@rLp@A8t3XFc`gg*T9Idxf7aaifrIG}x zepbr;b5J9C`6o~-YBt)x*~Fq4_F$xKUia-X2~QePv(LkrQgd%6op+`A+THV-Mt`px z%l*R}32NX+eo6dT;r1L4q2ZC;^V<x6B?NPQLF?0*a7!1hPG-XMfQ?I09UY`GyW0eq zLw;c;&*o!UKA{Sw3N|W9V3l^_Ch`Cqvy;1qf{U@OAu!CqEOxn>yi*t7$~@yryO($+ zy)v6Zhpxb}c>FVXTg+)x+q9GG`2GypA*O{xwwms$yN;e-PaV&Y#7?S!wOBSfFx<HR zT%g{0)z4drStIDJ)t6#r^?nW0wCnRtTHZ*#s6qJqxTOgT01)}jrcl_bC4mO>e~G!o z>u<N&e>R^;qDbS*8RxyT8f|uPn=0!$^$0IwO=gLr_}COa#RUV=rmM2fb;+#3dT#$w z_U);;Bk;w>s~Px05&08_+S&deaYaSvrSb4`ZUQzH0B=)KeGAilyS=gM3#}D|N~MoT zm>S$qXXpm*j=8-)q7j|sB20Yntz7?O!mBV=E-Y9Wy_I>WVYN~e+fq!6^Y&^jA`IQ? z*9$9%GyDT(2cS{~7D9!5>OCyN(S5h&Eh=vLArVZH!$L3n`-rl2!o|cL2n&8!dLeo` z9%ZFigv44pO`bR%TJfeecG26J`NN5C$dW+VT`*|aCBinFKOBZ~jvI1<hxm+`TBFd; z))pq5sXj&mEreKV%;+c*e#x!J0Loiy;&x1|%-|%AL9$8GA3(-^6gmfQ^HD_w!G{qz zq@ftFiQ`ZZ@yivPCgs{BkRxGxHz?%9xi>}+2S{oLyTlv+P{luJ$Zpj~*gEYw?Nnjd z#aqy7UQwRfTJ{*g<l!-*;*m<```tl38j#n2DXRGAFCKZlq_S+qk>6PQ5z@LT4E1^~ z0BY2_C(8q}aYZ~3Z6mOG%zDS`MeCG(S*XIUvc-Yo!o$etJS4n%x&Z=~_=L8^nc;IO z5ItDC+}v*SNBOLg>bS4mHORqv^R$yI(fPXO<YceFnw(iHeB?X%VCn80zYBrkjNanN zWnKRGC3&{1n)b~sVdGTvVRWeijulM@IoIa@nkd_((!c$J&^cR0>H#U_Z2dvl*8i^s z(0pj_{45yg+8L`m)Ovsurv9Bt9Ih`6Msjm^mT&jw)c;0V;K^og@BMxPhUKA_>BH)v z@@*C^O8%Ip+Tab!C3B_m$B+F_){}cH{~idC!hT^W#J~c#_9j!W)30K#52NyA4gRCr zoMuDj-tG<y+hp^@Ix3leH|+-<6l{MnVNHjFU;w9bfAVqx8`!TSgV6EofAL~qU_DyM z4%lA*{x9Vm3|_^N|HPBEDOaFQoLEY!GLy|g7=!VXf|1KgSSv4n<E#y>$9a3&yMPoQ zLpJJ>13Ot|h~s`=U);)q_zVNZL6uREV)^eqN-#sr051W`Zsw0jmbi2>0y3M?7qq!@ z?{ag99W6U7GPUC0c$C<#lkae8QuEh2E<hr~+n{bUUvVo{3`GD?Qm@a=@bwWw@+6=m z`7s>DsklWX9smQ3B<Cv>hAIvYZHr4`hGW=a3iywkeOi<wP_*aFMi@YV1nUl|Dn4)e zkXRl19jMCqkEu+^!ptY*#Q=rT+6;n*E<^mAm*Fc~&Hs(}K)&{~<QH~LzQ~^e4G;aS zmFqzd=j}A57Phljx?ZXAYqdU_;<IM$zA<_2FT*{rN0-4x41}|_Pd}GmJ!btp4b49) zj9gi3Xw?^)kzmF%{aRuN5kXM$<`h}^5%qb3)>~mS2PrG+@gFZp^*=6{=DjRtdl-sh zahmX*UU^ZFlcZ+%5z8aL<K1D%kbiw*vmm4YrErRN2mXi7`D%A4@7A;mU?k+6A(L_w zLbWj!8amM|l1v_4C(I({k+?d$eL`a5R#xL~Tm%S>{!#<2UFp)&pBPfk63%<!utdQW zcwlB}$$MT$j~w(iSfEqv6K~AUau>c`pPhvf@r?cYAIJ>l5M#}X4La$#z1dUhOCP{8 z^c)?YrmhbUs7QFROPfivlr3Lcx_KJ$E|psz0=QZnf5UG|rbfa&Jn0Y_-EMfDn{$q^ zMB?6Zt4mba=>=Vch7Kb=LyL+s_SGO%i;j8s4TexY$D<LNH!>cR>g>+P2*Nw<HS0br zL|7&ZWhZ50A@bi3;wfPd4S5R;FW>c@h1;7h>ePwy^aTFiPh`q(ErmyX0uH|O^HzHS z&Rn}>_-zXbl#!DL+f7bu$-F?mCO?2eb$nOFIR>b+T}P$Jzg>1$9K9Gz7ibFzS0cD< z#q$5CEYFEd^UHm6!ae8o=`47vW}VXiGFnkoU16jKTU)ZVMkG;%+XFtgiW*58xa3W0 z&Pn54Rgu<tcYNPpVB^;eJ*r>IUho{y^uh{_xx2~6YC3`s_z2!=t5mvp2yg%%|K<q+ z{W*B30S_Vx6x~Q;f)++vvWwsTG#vWETl{IRCIuvysW*_yS&)`~w7D(zEcY#<3}veJ zyjbU42FJ6D?}lOjM2LMT#IG5Fyzic4*Yj}5D^DgyJ6y-%`*~fst6yWv*Ok0mUQdS_ z=|-_*4nWvYBN|H!aW}SK)=G807>t-q)Vw(h0s(8dqX00Y3=Et*Y5kn2oPH%Fs8?;^ zv6Cc^>C;kHR;JAY)BEyx+QX_<Dgo`jJ^8O(LG>J0S9LN)%7n7MH%)nt9$zVw`l2zU zm(->H!WeE5Gff#pD5CQd$!vsT06)ZBhnSs|e->?YJ-;}RcWwHCmW~4Dnyv@h7{VzM zVldz~2W|T>{urO40H8wMSI%qOuiy+w(7jO5l}rtG$(PmG>FB;43{7{`+arSK<FYeC z4eu~_n_@(##@7L*rgAXcL)=!)@_*1id5s!q*M>E<G-0o5*>Mt}Tri$zZs2c=>Um&G zXFcpR$D5eBBa!Cb0g2_Oc8U;?ya_`&sTNML>)p6X*>E`6m-EFhdBDBHxz_K725-D< z*Q33c`1fOQ`yV)s3Sbk%f!iJyV%>g`1m?dZS8CUGRd8C4I#Tjaj2A%qXRg~Un#ZFr z8N<usd17pPB51tq01Z<6sL(Oj3M&MR(>E2{>E}+v;G$+9HXPnfT(*_6fG&5Wj%;2; zAe%+)-y6|sQl_&Uapx(q+S6@3)G)61Qab@&o?k755j3K6>yd!EKD7koLvve|luArb zZWpBMuc@-KObH4K#kp3h9e9HL$OSVHtYxv|WS9i*Krm|?FgxEGTr~DFW*1xfnw`Bj zo!0}V<bhdudti3$ej+nSLs*_|fj+MFG-f~eLZ*q_d3@Cq^>vw{xx2}qO#xq1NPStl ztjah_F&A$($yhLJ{(O+!|ABz<i^*7X!6OZ2yO2tK2z^-M#Q}-@wfSp@uWQ%xuaJdw zZQJkOQp^2hW{%JA(R|}nH$%;GDBX5~B_8`Sx-UZ?7ppc<#StMgSO)$l^OVa$8$RGg zkagOmJw~8<yBnuJ<YSbPf@2kVs3}~L3UU-L?VV*u-Zu&ot=VjRKOdV}lR<4COFPnU z8x<U>LzrrzTx?=e3&xrDOwFOU`l9DcGC}8Orrtsczc3*1z-I1%gN)9O1!6fD{Q0Y7 zrWx-2xP&PJfM2_^PNSTv!Pi$g7$kaYVAC6+f(Lu6&-dmV<j2+&?gt)P7Bmh(uCldD zr_6S{A`T2Oh5rfT-yhN%z(PaGCDN90Fb(FkVq30bfJaTOeo0=aS}Awe>^jvSn4>V3 zN#04aturhS0_J$!4z@>WiSn)T2}0(}lrJ|lnFQ)h;@m`2eN{kjlsskQ(Z;dasEO(v zqA#5)r63gZG@%#oJx&sR@ik-MJCDySFK*wekZ7-q)#<4576p-{Nj@4$QbmPO<;RD7 zzGr)qM?)bAHGXjUkFBkkX94_=EhsAoeX+bjHuv@UG^pnT8yHU*3dVo`?Y)_rnv$ms zzz1$Nz(o-^D^5gZDsC)<>obOR5%k18jm(SLQS6S2@k;}2X6IG-NJ~pv%YO|2G?xtU zOa|;t{&CV^l?N~4-G@{c4SY<~#Bx$O4hp;l{d#y9D_mQr<r9v~*MkG*G?q&!A7!h3 z0Uc%+3p&yY#jK^vU(1*l1k6au%e_Q6B8jUxQq&S#Yp-SxPd65!ey0{SCLq=@D;C9Y zHr+Z0iDUgQ9Jchqca|9QS@+jD{ZTrL0aaCfT%=zZG||OlTPo?&^8|{LBaG;Gt#3R5 zfZ`*-b;GNVohOeR@I-qW0P5&lygvCjAte)-#XeF1Mm`5ZS?wpnH#E|4ez~$2gDgOA z;<!mFkgs0x{$HK6G{eNtD_zESR3$=N!T9J6hsEKR#g&%37>i}-5100Q`l4oz#%{K6 z-kN5z`EO8iZOZfw!oa@Wp#IYc{Me}a{gu1~B&F$Ti>?izWEbJ%#7>hx--HjMGmyiI ze|l*<6*;%Ydhr?9d!KtE>zfKET{9XGl;^{qVe0%)6VyPw4Fear=vSnIkmI&|qMYgF zZ{+?XGLi1ac%=eYZIJQxVki|ZWVQxAOfo&Jk0_CeO1iD;dyy&%3d%Bl=+4ILi`Us! z8#LGNe2{3E*ax)XVYzDygNe1TASz#N()9px`5^EN`f}?_KZ8L2Js1tX+g?-1lws_- zoOtjb|ERxV4E`Vj`nZMBbjmc+k|ekO=05IrQ~T^I5vOyRZ%QUeVU8D*LE*o|%hmdZ zp{J?GOy`1rhUrZKTsj9Vq?LwZ$-p#&_-!1co`+z>cb1CeyDP2f*PVaz7!90m_AjgH zoThHG8siy=L9SEdg#1R7|D#q7M1%S*&9fniF$a)M)c|3QJc?yiNfNIBmKbT@PKCRn zTvP_W(oqZ2L~hlKa_~L~&mDttv(stL%Tj=iu9O}uiB}s+{EUp;-U%x?mw93cCzIon zt27jNUR1kro+2OkdUyHL4aoO+zinM3c)GKlfkmMv6!BsNQMB}QdtR7gD-%yfG-e0y zr1YVOQ88VGk=&{1v?Hgk%OoAU7BguBL+gOeDlJT**4l|`j?#Z=3w|S0_4(XMZ&!^5 z513a#`3|Y)cyAa1`eGSd>FD_0arf6+nsG1xTeQWst2sU0s;ze<fM9Py1Y6s4IIDZW zACeU<42B73&k>uih0Qo1l{vG~=Hwreq%~VEKxbL|F$4WBH#c{4Fz@B6tWG}HV?iGd zv6Bkf^yMPMsr7F-xST=sekTP^=nTmJ{O9eWQG?BFA@v;Cd;h8L?&$39prJ~QFP|l+ zZP(CIdgnbjRC)xe3U8O5v$u<u@;09OWF+opIbo=ahb2>i4#O4?<JU>bm+830&h4{j zkEo-u4=6an?m0A3x1v{fw?S82fV2TV9g2TvN!R1p^oH*+d!ED@BtR?=ob`rqV5iD< zhP83OEPKq}gy`3uw|<$lB6Y)b<K^btQzC}0pfX6S$IKW@>#;35ab_xiDw8oiU7AoD zA;?H)Q%f1F>wz5@3acwErXc6F{;2AQ0&smy{dH5b9*VhiyI+K<GPsRKG*O`(xB0VA z909Uq$vV*U`n$-~+XEx@GSLxUBaA9|qhc)C{f}aV+J6u7jg4dXrGV+nlo*^?qcZDa z7YMIMOo{KNWcXtPSBhzZ7|TWa!XjPK=OKSTRo2j;;K(J*!eFb98RfNSx<bM@IKOGN zto-XthdND><WdElu<F?_|5;vGm=ZE<&G+aF5u%4x>sj_VdwO_SQc<cUUXQb`dJ)Bw z*P}zy%BwecI!$#M^N~%LeiWm#L}wU=Z0IMC?tpRhPmAC_1<=C(@A&vilrv?N4P2iU zaO!8Or8Q@%nial-;T7P8K>a)O*Spj+0t9U$Ed&@HhbLRZe_{0O1MDTa{=22G0r2o) zht||>8}FJb0!y4<;S#?2?j*Yeg~EyX#6EZY^TEfKzGhcA5Xf~1O}&(8JxV(De|!S~ z@EWRw*gRyh!<Ex{#4(1+YgQeHclC7fA5Tf*o!Yu-q8|C_<w^0>dBmi%Y9gCN2_s>D z;g8-Z^tqGDPwOMYK#Ca_<aa}Mq3E1=i}3K`)J|1@TCEJdgb5^^N5$hXKz>YAv#yRQ zziy?)Gvg%r1O<7aYQujrfpY!FXTu-H>BVRg?uP_<f`$~jV#GFo1m1f_Zfa2mOw$JW z-lPfepV^Bf<4@`5=iM%kPk)oJPPlhKLCLb!tzLPUKV2V(DR4*ptRWfM!Osb$d^y3R z6g<haNcg~?5)&&OPDRBhfv0w$WIgH{5Iu?+5?;^LSWKIh*-h%(gS3P0W$g9E4KtR% zWZNy{^!8@=5e7i&4bye7x48HfeoTFNXuWvy+~1sfo*VtG8k4}=bjA3FX{C&ryKO_6 zp_EW{dI)3zu_^^KVIx$`8GJOQr9E?v+t>c9sCc=o(Odt8GJs|cwS&}yq3kJK;P>#m z&%JYMEQMxy*)=_Hou-_Y3izwcS|tLne2yQPa913=;PMqhNK14o7rb<jg+^VZm!p}0 z-imor@?jZY_l|2!2#t$l>Ozf^7JQ_<ws8_X41ubX*+Ov<>#u@KURHi9wD2P>`f^qo zBf^}^<S(j=MA*Xq9|xA6BMLSqNDW1-xuWU*P>@u~o3&fot()aMK8weMXHxL<Awo*n z&lg3|2d@2CZ}u?0I=#FE82;%9ZNb-X-wZAL_WGBXERPyKVq!YhxaSAE6ClZKdiO`b z(Tg0b{0-9^^+S<`Y05jT0`2F$3=R^}^$UNM4=jbnj5;9{0H2P}MZs5&=b`DBt2+sd zIcemk=Bf6ptp;(=1(X!Oe31Ukj-d1l*9^z?P&mb7k}`nD_2|rbJju%yx{0*<pTL#6 z{CjqEg;O)pniRPrJUr4=^~SgJ`TDp#Z=cEO)91Cr`L8PDj*e9#+s4EGTePP!vfA+Z zO6D@sp!CRQQ=plUrh@OlE9>)@lccyVf;=Ah{PAQOG+60aH<j-(2Sd3^@_l4Q(QdGf z#aD4%;Rko2kGiqQP<0doDz#=ySA`Licl(?h0owLPb#*i-O<~NM8ck*PEkvGNn+-b9 zG}Shxd3Z>HY6A|03MXW|bR1^#bG}6wb5S-rP*Q=wrP6^0MBxtS!t?!cf*_QS&objh zIVc^D-+uN66*RUM<L4ean)FiG@IzS<S#c=aM#*6VM0~Lf;{uu8;nr^@$l<;4L>1ml z_R;lNAl-%WyIn((Xi@hw2PawoxK8)9@3AfhB&bJgljCC$4>tSUh6Wuor`EP_g$xjW z8hUS?9}C4$!=B*`y0%_CR~P-V1*$pm)f)U4DPNve2cda&`Azgo`}d7DzQ}#Qn7^m< z83kD^2)=gmPDz}`nwJ+IW!ID=OL;BZV&qXvOFt|(dK6Rqi5`P#_PpwTYlpgwhaLXM z-eS>Am4|GTvB&43a^uNVnu!WVwvEy7Vfi`eX;{Lv3;J3^nm8U;&cnrIus&A(rG+!A zsb$Ye&%U#!V?r?DyDJNgvIycQrfsY72GNVHhuk6}0kw3DT2@U9m1Ay&b!Sq%2ODTQ z9KK2d&q7Z0@tSyQVxlo9p!K4ZYSt`nMqST$(jOekRSR9JjT`L|fC@n$C+uMM@s|H! z7D+x^^62Kp3S~Z(75N_r78$6=p<qxelz?kGy@&a~=D38=;xutALj}*62T}+5e2#th zjEjXxgv>SO+NWG+JyjP4yu9(O%>N_{9T?dDf$6;li;=D!JCPL`@S7X%QA>-cS)N8& zy3TFodZY83dNi&FQ#$-q8<a|FQx}xw`Ms><i3F{h!z1BMwXsCic6JkDOV>$R;S@$* z5etm7nizKEH+^yAGU_q^n{QT6i1q%&8RB8QtJ;;8U#yo_(#B4*xmt#fx1dvhsdM|| z3q}^R`Yr~_@^+-02N)fT<g}CH5X4GXOsTRjX<{g2#F$e;TS0?rg>?GKrGBdO{M+f8 zGO}EhFi4(D_cC$rwlsQe++S`495k$uk`B5r4}p5RfAw!!yNDQm;f?7w?h->sBa>s9 z!jh4Ko^P#9yt^7i1S*Bxp131&ylzAex3lT~Mt{+>AItsWzF@igtEE(XV4JYCONS9} zj?QKOtt1I&W=%{vLkv<=_(dHx_4bdi6$#QnZy!96`ccBL2<LmiQtK&UYjcANlk)z> z3Z~)euMg8=5np%3=aMx|#$ceQ;`a_&t)&X)qy202epg~K4Vts}m(YoCYd`D8E9p1M z0Eh<od)s9>-o@BYwr<E5&<M*5HH3CH4x88(x`_3+&;@zu+n>Yxl>)?zWhXv(03zdY z9L5a^@Y9_HAci_DA0AHqO5_$J=%}=u%l-!I$IaQ({qI=W$=wKDL9!0s%OU+_bI`;w zHJE$o9@=wmu{dCH8g^x^_@NXI60&}}f+GhorA~(Y^+>O(pNCphbg>n_Gg-;mSkjV$ z{L-*`Z(PM)FhBhJp%whPPE^Ez`a-Rni=lPymoyM#!yKk;LkD`RuGTmKh|G+PU%rc? zf`X*eppTEkBj?N6#O*(yV=T35n<EaPmznOij)>vBfUXZ!RR7b9k+_3;F?8TzT#FNn zglv%j*ylL?)^q>Wx3Wf!wjw8%sifZJg?^*;{szg!;QW)H_06uH-p0iM()8oc>p|DI z<*XVyt^w_J;KHZ~LTon2_#r-$$HopzBGu_WQ0`qeajrOe)vl~-)<wzH68Ot+GA!&k zAPnbjP2MabKN~?0j?=^J&|Cb3L%$G`j6*<ux2MN(|C`8ha2{8Hg$h-Y*||HvX*XIe zhv0iHwBo&C^PgmjrlRS<2CXg~sFq&f&I4)SezujPj$|qXchmph@sOHnAP3+Kso(Vx zk2|{PoNyeYrwH^-ZcmP~({ym$yk4{F7nB~MO;zXr$JU<-s<Cko3$u6cYwgFfYAEps z%j=ntBe}y-+)z$94C%*3Ts35*^JWjOHXiz9#Hk?w{Li}K7=0lA%0|6!%3+(5v-4%N zcGYFNdNH;xr5C>}XEJyGN1&DnHYH+<^8f`vH^)4F2_q$&<SxgSX%hE7=M6Xl9kA#p zQ}Hp#x3<$seNV8<J|<#21=aB17eohoZW9wP*KcnOgPvB>>{`z38KZv!09guN(0k>9 zFVLI|P?2x>MvA%Pa(y_^^|UB{1sXW{y9@-p`myp{R{xo*82W)<giec_bgB@#jPdYo z?@-c_&-IbO*n*(=z8KEbN9A=%h$apR@E=mL;AAUbff*%CH=1*&&Temi)Oz4|yY@86 zs--bMWNEm*8l-Dmk4j-FWn<X!5@l_Ax<A^|$VcHf@$r!@N92q{`a5$0NCR02XrO|F zB4~G6lkIb_jK>nm_%oTm@f$Q)kWm%hT+a(${3z+^hOV@{-X-ao7;3$((x1%YeJ`|U zL6n2D8sRRN3SVIFLs3w)EQ%v1>>e1-<2ig=>$jf~WOV-LP-!q{e%1MKRNm-fmba+= z9TTU1O=vj{N(86<Dh9n>D$jITJyR)7fR~mk4!xAZyIq$rM-Ml>-qy3Y*wIItgEz_y zQ*=#ri^lxiNZt9=pDkYRJ;XA(jB&IyJQV&Af2^`JM@oS%UXwMnwhdXnbR}EAUNeAY z2L>6Y2)<W?C6p!r<qcE1S=-cO;Nx!(y#Vjor}SCRLe@e$)XX1q>n>LhswbVPatDZs z_`uX8i`RrDkLNEJBu4XWh8S4s;0jfvJU#+Mq?9-@0vM?Qg@s2zL$#D_EdBPA{K0;J zjNC&aNgSJE!iL{~mFdghZME+HxNg3Z7Ist5qeadHxqhCML~-Gmg~guNnYA8oumMjJ zjHI~}G-V1pC-u4`Tfe^9P5S8Yw=6Qh&`{$o0JK{?<++*3>R39+2a|?LVkaIgX7{xq zY1A9#aT%x6Y5cH<o~rerhCmMAgrW=5v8pdl_^rI2A6M!ODE%zTW)sdNRB_Ub9vRa) z+TwgUMPt>)vcI1!QtQ0E!jo`0M@odqhNVwduQ;%yfYT5xD9I71D=j*88NMzznOlqT z6UT$cSMWjlwt{51UG4VO@qVEU=pE=5u6nGYL2Djn%lKZW5s;;-7_hO24|TpSlZeK~ z4IZS)hG1KP%003Pz*{yc!RR+v$^0ptC5G2zeB04w;kk-R%<omhR-5+J^GFtY_xTH( z#Ei7~@}lK4E7pBGnhB@Ko*&&vc!Y~PzZJIWrEC;zg3<r7rWg=6TlW#S7-PZ1`;x`t z-Wp-gK<M87r!Nqjn!IphT_+oW$RodHxT;C^Sjb}RIja@W?d*=X7LmdZ=G`>HEpak> zjM{4t);(Lj@ds>_;<GjC8|<gvNRe;0ZdgdCurG2FJC0sR>wilmnW`#n_v;Qi0S#li zHIA1kSprT|Qp!YAmJy#u%mgC@M566hF0sU)1gXM!LWS3a2|2BTJWq>|$QpxWR5rvG z(V-9&!)Es+Hsx-+kUZiKSS>8QOG)EcWE44@{$VP;UBDbYkUs(oxV!Hn(<{UrtM`Os zYib|<IU!%RQYQSKyl-aP_EJoImiN3cZTg|^%_!<mO)5o*m}Bbe*>D+XtUL9aRt$lB z+T+zx7zslGA6TjRJ}Xkz!cDDDK6E4+Lj*2$qGN(iO8Zjd7%CuMwiIa5dM(a{n_z<U z@BV7T@ZyW49XX8idjJEU6b_J{NseaAG8PDSXUMD1{~-!kj16_r;*KFwiuGP77`ro$ zO~G}6fDd*^co=BpQCVb6EwPZHJruX1N9)K0%U1Ea376{PBK~LDqX3AdEOn|r1*p>_ z=@`9VALFF-BNPORLJ0rn4%DGh^(MyXO9E!g|3*6Ytv_0HR$4BDatgzqyA=uX=MD+c zwdN*~ECn*(nJre%=iaBbmAKc6lgCs6x+}%l-rH0MfVgAUm=f7MTf5%bX%PI=6S090 z^-f300fr<{DO(i<h2B3kztVH+%B$BdxqcOixVO(2ttRp}HLawlY-2B$xVw8<I$Wim ze9(Rc?V)0KGn76xXjjO{xMmrTxfNr1?N>R}+sx3|%MT9b1Af@0+fGxu1wFJ7Tu}iY zes?k`kk5n*Acp`V{QFs4h9V6?zK1&4^r@c@+(<@Pz6(!#ioQV0B%bSTQGN)tt4K?i zCeJ`N$SqleUpn!L&j`@UhVkb<Rh{<P<dt?)StiO%-Ayr9ChW~Na{IUh)P_c}p^iot zR?;}{-2X0%<#|ui0Gf_SYb5G6v{h`>Ik7h%yG1o!9s$G4q4t`Kvq#zPLv1#v9{ut+ z^jFBc0QM@1rH0M>!?uc}2e5*(Cg+ctn>J|WeUui0K)`_lVx~ML36ftt|DYJC1I>Gr z&!0*>8&dxnPHAygw{Nvmx=g`9GTaisM`-ff1ObKUv961VTW+8lU=Zz7LRX8n_BTUH zJI+kG6^YvkuN<!h5qYvtKE=mo8j{M4(-zW94ctj`ACJQu;l4*B6KcyC($m4`+xT)& z$HHt++_q5_a=}u<0zLz4zYPiCi)j$Ks^-`MTslnI3;^4H^6O;zcb2Gu`4PsX=5=sR zmqr$MpZc7oef;n7#Vk|zY~kf`>TwLp0iw%CiOlixfEnkJXunWUfZe)ti=NBW*R@oo z!Eq}*|4uPh(8TAK61CLt(*QuObzJ`0f-8&fR$}Y`p!{JIB9Uy#!Ax%4mg{e&%g_`f z4}u7vK|kO>sz`Js@=fx*H#MBm(&nkoG!`H;gkpt(Qq8g8MHE%R19*qcGZpXRAr`qi zmc{neGas4Z>Xfu+E?9@r%;0N;c8fShpBv3{lLdL`9sIb@`u5l;0tfx!YFN-^Mg#fI zBKKB54gR;&e|8y*`id?aKg)xh^OKf*0<se?H-*BPocK&kezFi0(qk%Y1nQdcob%{V zAxLNxOHAl9Ip}J5xqmt`URzGj36LxQ|5|{(32u3c*4OUK2SyszbTSpx@D(nThQ=<G zp*vNHz*x6<O^nUVRk!>Za=}R-?r|M*Hn_VRUjN6nAi<~nfVt7SMl7rxL+kdy(F@<P z_bjF8%(2C>diK-qDALX&ofCB78)E%tss8CWNr?bpG8upYmW%%oyNkV2dn;!NOn8uJ zk&(u;&XnP`M3zD@GS+tZwuTHqyj1$PVjl%@HLL|nR5NtRdm3!Wmkb0vj+nF8!*fxk z6XQS24TxR;Zpri8Q#=x|A14~WG&Ce+&*ZHV5p%}WSwVs<d-&;KwF!tQS&=Hk(!?Sy zCxtNmH_^9U$47V<pwXZt;!}yYQ~*!gls*YeQ8Pi~r03lAo=n@dj#D0Sg@*~)P++;D z=)i#I%>#^#v}eeF4<q~@A8sNYYF2A{rLfibKo}-_->#WOkNtfZ_fnmk;mn5>Pem4* z0q?eVOJ(9#D8{opIQ1JVzLnwIN6{ZB=iaTPfX1`1b*<)(=!MRQ56`JSMS5Q8Ai3z= z+81vEL#+z>S=|G&1y-Bwb&|s5CP%qF5uP#3I;Adnk*R7}U5w9BXk#@HLx5xmVlfQT zJIpI^JJjpuRK)4)^@dGPpXabzV8D&v`@3J(oT;)X0G~eS*)a}!M{?%msk3ghf*1m! z;g0;-%iqf{)YoT0az_jl*uZLI5O06lRa5JB{cG)bzrD6WY>^iN0ZmCQh3rtX<l1&n zXs(|Ma#LI%DGGX}aKG%L@uc`wgl4Lp+_MEY(V%?%VlpyOV&hxuFp4y(E(e3~D<O<$ z4D7!qbdP<qye(V4mxQUvs4UhleMk?BWMMZDwC)Mmt6BMtnFgy=41*$x!U+v-@cQPR zN~aVRY11002g)=ZeGji(7TwbYB?GkMDw1R9S7<rD3}Bjw4y6|E;tXXcKdfuBTeZF{ zbW)>!XC^tQS*lTE+Af5MU-W5_4?ivkB=~$XtrgTs;_Tj>h!J;x1E>!f=P4Dc3w&zd zZ|$smn+JN@{_zq4tx&2dB-?+j32mn>eAc+<HnSInI%O^lVp?Cqj%og$czS_a^{cWb zyZWWn*qw@+6Py*=Xu6R?2)21_M;PL=YH*QuN=uLkj*hLuep`iwpk<CaT|}~&E!1=9 zuGF3YMoC`2X&vr=9>sNMfh+CO5eO&ozdd^$Y;`Rj9s`PR3^8#i?4YLEBaJlWVX3+^ z8Anc!jtEa>KQZ@jJ>3XbBl<e6HsNEg?3cjH<J<^}p4*HdL@CL0;Y6!^ao)<Fmw~z2 z$d~0;VXOz`k<L*j^c5|pY!mtQ;#7=PUky6UBth8CcTuEPfaC#U@vR(tB8Am*&2XMU zo$E<@=uMu)mbg$vlW|G2eVUsj@SkG`T-%QN4!Cx4*x1`CHVurXi-x61J$L!`5!~{u zg$fk7;PO};a4du8%{%2Gr*at0Gx9bT<t^F9#YpKoDu6Y2V9nqIieO-Z*Gap5mrL|E zwBJ^&*1+NhYXBc+{#<0K<)Q_Lnh=t!jPvKxXe~QGC-06HV$WIv-(xD4tefR8R;yzw z2gWyuq4aYNqJ^VdQq|X5b;T{wlglhn?1YiRNb_u?CYRCvtk!7k_TwV!?%TEDuDjY- z_gj3h%NZtXt12ny+^)Cx$r<QWvDZ^V5Q)*%8%>A*+dJs?UijaSvfM|3X)hU3ghKeG z?N21Ylms+2yf~d*gj|lbob^!QV;N}R{~MN2+!5N!00)6KM8f7=LQVXin*<iF_moxH z<A%vQI!oH9iNk@<(W$?8at=_DF-DCHctmu#R+GQbqa0j}m>LB^J;8po?V8q-6N-_c zPN-3AfI982gUhDPWvsGPvnYjO?Vv{j92Sl(#c0r-zb=bh3JO)Yo=QM}ulwCz9jA<1 zZr~|UCDGT9%1P;8)g!ZPB1T6?hqQLGp!&8EUHj_v?y|5L!B}Z5C(+vnhtY@8rC9M~ z1(e?YJN$E$bNQmdJ8*oU_^JNpmN&><FRwya%h(tyI_;CYfp??4T-ekl;`NkM5tSfR zCVcf?o}p5I{-YJmQLI#{4NPczA{DxRLP^-m!TK<O9lr>>A%Q2S1Yr<<x#*qKGj<7{ zW}HR2Mu=DNyd}VX7l$!l?XYIAFh<rZnM2nfy5RR}XbLG`*4tPWFNK*V?p)74o;)Bf zh%`MLhkX~R`RTTji)+o(A;K~y-BC!(v6mL$?ETrerl}-tla2<Y70|M<)~jUUjvm~6 zbznwiBTR(57}<y!aU+m=pS0R&+f0W_Aa(y8Rh4D?@0U;Lm@#O3{NnDn2~MwTa7O}; z2g;UjzP@=mX`Ih6b#3OO!W?!Z1Gw#RzvX`LQ1c$)JYS~+EVN0|QxIfYj9Hao>#1To zAvjddD7^N1Z^@Oi*v{<sbjd&RTbix|@VRWJA8`2QX4x4fsEjoXb<Y1{<qDf;ggE+j z$99E_y`Q+rB?GkK=`jmV*U!p34g4+UFh{O@@@T?1+BajzU!K`wHI^9n+(mR62^ZxV zn2rrfRkEbU5TAncg|}8#lV;f?KI~m@Jm(4UpAbLouRl^e{@#TKJZ&`yVMdX?Lq14X zX0AkKeL91$PNd<mi*>M7W<>k+0Y@fUu%BCrX%e4(fB`ll{u>GDoWtSg?Klzxi8t{1 z$T^?d5C(ExRf*O-8?p!8mh?ha?bP?svcEB9Viw>TPQ{%|%C~1Oo;2DHhFA~<Tley0 zI|$J+p}my~Hp2wSG5|?0Q{k^#NlaJ<-~yLSnL_idhZ-^RaiZy_N4$af^bO1cw(>W~ z1z17*sVjl!L2O?k>Ilhn`C;WkpR$mt`5zo*03iM-UYrWx^Ro7H6P_*@OH?Cv-Y|>Z zfmtg`r16$}Z1&vUqAqD1i%BtiCzmf!2IVs(6yp2K(|Mvf;7T9-wV%e*YK-iiy`!4e zSYe>XB-FsbRh8GazaVM-W8O#uBu960@+3<u<2ShjY@U@U*4<347$Hi)Q9J99-Dwk> zSi<M}D-rx~_$?H&8k9%ZY~x09Cufqb#d?xiW_&{-d}kwDA=w=vPFHMdZ4%9g3ty8K za_OSL&tZh<1#D&d*}Ja9<N_V8L4+)>+5eBGvy7^$?Yi(L1!*LuOF+6)x}-a#r8|W~ z9T1R~4(aX=LAtvHq`SMjzx{k;yk`vf&tctruY0XIubHn~LG73!PK}NJbh5kZ{c!)Y z(tasc#>|3iCc|UlAV1vP>nB{;FP@`#>w&M5_xmaZ^7O<^QUjfmcz+&>+8IjqU!M)z zs;%B&(;x-HxEQ6@r?fve_}W+(2_0T>fxD1lYi?kq`0Y=jv4}80Z14ES)u17~AUC9C z?{k}qHGfYXGMqBJpfK}Kt;bO{nsr$yofpP!w$ApuO-$>#irZZ~!tvzvlc+xo6VpFU zLuch_)vgj}`Vpu&OF!0GDaqFA1@Eb}bLPM$ir1u=HLGL)+2-i#VHc|*zeqDyOHxky z1F+UGFLdC|X2-KFe;~+(oLTCaO)@1Ze+YldClhkHoLN>9y8JkNg|67VQSC^+wm7xY zZHp2r?oXjW0wj)P@;&%TPR*y&8F7wyk}1s5Vh@ECOf4k{xXs`&&}#-Kgk^#MFWZU8 zNJD{W)x?j#P>rB=e_SV;+07yeusx_M7adxvw|!sFW^cv<8_s*ChudEAht0WW(Czk< zAj=!Bi^oHjCVjpMeEu;IbO4Edn%o`vN9-*24NR~yfyN`E2@Z;^DCPTl8@>uTLcoz= zSkO(cWS&`IBjbD}-eK<>riUKM4Gl_=ePhtJEF~>6aWJd#KQ~b0-3L(d8XJ5weXSvy zltc+K)d0Znf8;+1&%aG+p1uJ!e9C*P;SxHv9i&|1VrM^XWil&=Q%@5$jx*SjBFP%E zQ1-VH%4KhX7uVBGK!i}P<U@8H^8p!)?H`IAVW^wgKU%E5u!1=HF9v$8#_s}E^#8dZ zjTBKvJpT5SLNdwUaqzm(&rfBJl;fJ3W}0;kx#dx>gwPd;8?k@iGZ6IOk7&&ikdZSq zp31<16G571J{~4oCj3;MGM|&6IeHSYlEh=16olh+-1S9r4FD*95n=#UE%vjT{kW1} zBlowDuEhy!<ww@%Ic!`~MhR>}?(cK^(k{&bK`AD?<!{rta(H7UmBnRcA;j(@U8NPg zuj^j_Nz}$+fy8~2AjEjqe)DAb+H#spA|)aF^F6rwD_nwrDy6gz&)bj(ng|swO`;Sc zVGZI%oFs$_Oa5Yi(f%emrr@hB*QCjZB46{CJh33~ARAw8T@}7u58XoVN^i#Cv8nU! zzV8}B?JoN(o2=Y*Z$tVrA}q&w!=}t4LF}wUC0yMbxGG|Q%s@HDQVx#?lDD~sX>dry zZ|TL%WQu>@SyQ!@L=#_x+71{<W3S-YNaO_!Y&I3KY`w!0D^R#dNvBWoaCnc51mr-i zgv;Ft{t({q4`Fn<5TlNu4#(5iY7H@*y+M-IIm}=NL~4BZU|C{uf*Own7P+PdiR$IF z=V&W_@x=s%QC`%RirW=`mE{Vu&(wYQR+cij?|lv8S>Sov=cd6zK|ey^0}=nO)wE*E zY(`#FIYT&R4_po9dDAu?TEAPUIa(t%lAq|eIa-vo&ky0#<HhLT^1@TL-x3SG!r8o@ zelOH%!WU!fL5cXIJOI#GWV8ioZADlk6B{Ud;Y>4L>*2P)tiCz%I{PfU(i)3feHJVX z30p1n-V!ggx3l*-i`muTX1ja-r{4E+5$+HXd2NLHaKR7D$)D`TiS(VeX)1NrA__OI zMtA_$z3b^<){Ta1cz?)RNJUv9aud^J4YNeI0v|GodC8J_cB@@5f+bH``utMy24v}! zi`8HNm?rY0c;WZ2jh8Q(E6&G%`)d5KL==grcpFDz6eLBkJ#2YRE3NEVF{g1chPpT{ z4<V44vjRDv{JHEA7rLyDmjrnMcr1j--74`t%xiZ52vqK&mGbuARt{DcBMgr2FcGto z{SAA8!>idczhG+ai3-fsnQ6q+y9BCmuVKJ@EE}}fj^E@A^@EAReX0oWjMZ^9HOETQ zAid2z4z79sCO+=HE4=W8i0L&QC+6VF6L64xJYVWrIDHHflt^yJxq0uT#hK2OP6)4z ztJ+fK(cbe&lfk;v6we-nwZV6!nleDt{NVgeC6m>$6M|00(|nPT?!&kIa@Riw65*i7 z*X7Yr9%b+SuKCRNhu8>f3U~&K-YC|X)KC@b7sK(^hop8Pbb?$*gb-|HSnD<qi$%26 z$LUkwd!~p9cZa*JH)G!8-BE3S7iLIM5qDV9E~k|;8cc5p!U7657nl<u6+H){H66IX zTa#^u6Jh9Q?dGbT@=wKW{>3_x=6vG9*P&1T4>Hf3p^ORiF1%-bJ0!h1kvQ!ZpnaY^ zP)wzul%@57n+6A?b_O%J`WXAv!;AGncW2EH6HGo^Sx6o&($tVhUTda}H{(J9c4kkK zL>79~gK+~z8kRzomJZ8{1elE(N#mmg?Y=lj{Y#&AUAzWSzbfGm@5WnZ7G}29wzlPV zGM+NF1G=4Z)&P;|z|b%ncGi9du9YbogY<$L4b=kq&+)z=ry{qb(U_2f|AJE=Sl|~T zJmsloSDiwZ>CO@1ukHvoowW}kqaWgrKbJ81cv$?o9y6wP<}Hzdk#w}1B6RTe^JA3o z{;Jr(b+}x355aLI@|*5|nqqqwjz|r#%DT`1epc_`Sw)@IUECwtLLy{6cQH4DY}Z-w zZ$kM-?N7#-OMTr{cs7z&I4V86Px6jC+}p12wG5Z9h8`L`J=M6TaZ5FsJWdBo2|+A2 zLt)d0`|PM5mnh*IK_E+ev{~mQ7B;k^VP(GYx5s#_WG!HHJ=9yO#f<2;l4jrRYJNQz z$KjyUe3cgg#YJ>)>N<d+&-TMk8^0FZ{QG-s5Gy&4NbeG_Mppy?OCbrL16eHuB1`tE z;ExGd1OHy(-ZHxkOsW$e4IOxl%Hl?ZWeFC{gSE%_E54==LXP*VuZfg$d^7}MVX8OH zTuE;*jXjZJ0bm8wjt?Cz%mx3ZPhT|UhX_iY{c|C*zaP|}Pvf6k`(<|Nd$n9@Q~FVU zk;`tD_Cih7xwrYKKwNeL<ttDi&KoiGjShU)#niwEA0O=vrlOw@cX>r7x7(hljq2)> zPrdn$w83jmR2B{A7xnzuJ}ni$(lU|paV+9Zzc(m3^D>cBZO{iG4W5D~iQ-6Rh&0V= zKN1w2Y8pbPx*ql((tYN0wn<D|%$v4Lf~XuJ!iOOd(#m+SHOibMQxufJWF8mW__GcN z$8xi?ni<fclG}84`5lP{y`)KPqdX^}5OGVxl@0;~Ii&9>AN{R)L;ctPp~~4tKIFgK z)pR%>qd|E%;OZ|ka2bilP%&8&Zs%tA$q@)<jHphWVeVLB{mCzqbtgJ%=U{b-3c*-* z{uKKCoPDn)>p|7$0uBa3oYD6qrd(j*1@ao_z|%l4WHsSGkFW12#k+^`D5dEEzR~IO z>OUd^Yv>r?jU%uqhrhD2G79}rmZDcfw02M6E9pQgw+?HsYaOpzUMa)62^WeX^A1xT z3QN@eYd55ACZoeo#l8HTY>2-<Oe8s#+`)L|Po^(xL)Aw0TiH@lxdNTR$AhZ;{oqOu zk9|`*roXpnv`+^T&U6F!>D|!JSD)GAR~C&rz(_^hRkq6_2Rc8M&ybJqG*LxpqJd?o z!&nbqg6N6Proy*lZ|cIZ!X6|8|CWPP8+?bm{fgyuBSHfRci&!3_^NLwpG|9gp8UkZ zbgCg&vvZGAP0DYm1zEN{R%3|adus>>Fa=%&5(bDWkB)Rz+VOvvLzFYX2gG#h=@?F? zFDR2*wN}il{dqloD!dt}rpVtXkYl}|vn&P3S*XiPBS50=f5-5AiL?8(PqyN`yHnoW z@-wym$n$DnOOY44uLQlLk&FTSloKZy!BC@1L48g_6X<6;vn5eKoEVlAMa>4E?nM;A z46I8A*ww_3sLMi?9|YS^23*IJy5PkR{^oP{=VzQ9<vcjG(@U=X6%mu52X6@8Q(0YW z=g*nTm))=TD1>|C53}5_n=!l4+qg<50y$`<d~)tjwOK~=;DGy<x1Lz{Ap1C?+WS4h zr|UeE^E2sy^*^XaLpG6#e0tIF_9{N6O0uI?nqRm$kl-WOqypK4RgL^GM~cyz%EC#3 z+aftjWh|!Yfy4Ua*ok+v-EJ-^+t@ovcen~_dV5>Z8@~$fn#z}h6rhiVzSv1wjtCbR zfn-B4GPm5Pwq93_JeuWtg1MB+M9C@s#Ymkk3uikw@?W@YD2L!x_|UWYmPL_v$P^C5 z%!ZC=&ETM(pSRHZ$g|Eeq-*Q>p{EWGo_p2!t8@R-2Jy^C%O2NsXqgQDZgJhni7D1% zBLt{&yM8t0Gu=F)&SpHq?+&xn89P1o@!m{boJ@WiA>`V9S`0n?bWZSjO%;Koa#7do zUt@J^nHWn^xa(~}Wy_5;NqXx_BGcj*GB3~PVp@{NbO!^w=6@78CUr&3szk|sj^|B9 zm9&SC2X^g?E#L65&5)!pSy=mFxGsl++@a82A0F@fO=b_C4SPW|D8On53wRGA+h(wr z>_@XbUr<IN4!5`vxFC^y(pZ%a!2D7TnF&%5NH!z4I)fS+Sp!v$2649r4NI;QUn53K zk(Hv&I$U@+lEBMIqr^tzPX{jHv)kP-i_KK)Yhn2=!qCAtPeWA>It|FEmOS!&Q9{k< zkHXDwSfyg#QqxDU|9x95|59uCI@l-ei<QoLRx`3LQ?2a{(m_DP^y=bb>3@+%-^9hc zQ@CstLCWp<PEtfQ$hrUYd^H7T*t4PLf(aDY2h+Rh?gk)y{gm;sYM4S!O=HU?v-M8c z{*h#uCOJi1u%Gx1U8tm(VbeiZHWT6DY>8z^g3SO)t0Tc^@mpMl=1=*Akv8w%!rd!r z7@IlyTmeYEY>1=F^UI;ICIAv9T=$2daui~`duXt~*}E<RK*DG8DCKXAzGe{H%<{5( z|Etj1LeMDi_cZiU1j!qwYLrAkcbxC}kB8bv`M=s&M}yY%)3RHm5E)XJZ_92ns$7I7 zmo`-S63U76YJHn~Typ5B9?L=NzyI=OJPrga-h)4c%LEjd2rG5VIoqhyKNnZxYKgI< z@2e>5-LHI3Y+mQ5<F16PSLSbeI4Uzd4$g%iPNvVJmr|$HB%3FLyWa@~Vs&6RJljcI zfbB4nBvwDi;@A5T7nW8Xm)Y(l17}5LtVGTp^bRpuaT#x`XI(!&brm!uIA8;UX`^kp z+a1;FxQ$Czk7R;c((M)c=d$NamhAhd&UUu&U>HBji|K4AZJp8<c)2fWVO-4T8-3qI zQ-m}{aUuL$?{V-_$nDs-+7=cT3)3tMK8$aNmm!J8GDXMmuidC~Yg6;3b+=c-UZx7x zfVF15<?~Gg81i;Hj%M#`)-B-cb2p#)+OPFS|4V_m{Gx^g6n1s=#c_8z3idzD(9s*9 z2S#F}!_tubagU?YXJ><>a5K*g9q+%)A-jg<#8LA%4gb$Ta|L-n3{fC|=|5IlQ&SUG z^REIAFs8?0q0Y)t&f>q%E=ap`>PF)sb{Sz~4fC1XR{lVag752S$4mUwO-44?mirSc zc=zr$y?TcsvpKKHdX9rHSBKdcERv1*&D?h^jYfNk`|pf|agYYSnh@in2KRTI6Gvh8 z6$$NJ%Dw6Ev><Y$edhs3g>w^LVb*rjH$%dt|6SQ=BB$~C+o^2nN6J;q%V3-s0q3cF zIuik}3-_hV9v1ud;Aj}Fp^#U67(fCiTj(Hj0p&Yp*)KxFc8+WvMI}uPdVj;6H}5uV zlkgM@E%`dK*hqhAs&s=Fa6$BM!|RUy?^aU+P4UInkbTe?jTe}YW$@Xgu-bbFn$O=f zxL;Gp90eHRIHg%Ygs+!^eq5#sT~}jBJ*(Cjx#6ev9fXe6SV=#+9P+@?W@-PvrIW6~ zK!#Ot{dB$+ZrJ>gvrxp6CvTti4fz`~gXIn=Pl~cI@T@IlQ8U#2w&11ZbC;&Z`jw3^ zu$sARY=&8uF7`R&dIe)Anr=U+y0qMVCnAN9Yu)4bdT8aEWvkjo>?0^zaA9ew&dm?N z4&$?5Nefa_;=k#-RNCZQF+&9;Na2Xra&m10&!B_sPjBMnKuoNc+-{WbwN_y?;nE)? zgQ=v7R>9(wmBlJ0J#{js-hGZ-%D*Xef@cFw?Jv)KYrHrmBC)9PtiPj&wjAzOSjg_C zqTn;YEw;ux0B=UJ;PZs%aHJa`GI<svI{zkUrlr<|e@uJFXkujr3YH5|5DXBG&my#+ z7w6w;q@^``IW7!7m=>3oyoZ?@o<I&gR<ChIldePSG)FH;0`?lBFTC?^+u7LxZB$ZI zb*T<*_h4v{jjb)QQw~^Sm=>SKIUAfOVtZ#fW}OsrtFvX-f=7wzOp<fJ*%YHA!~0<_ z{C=>h-*EJpFR5}iEqr`StSO<m!)GSKeA{8!;;=vR;UcJGeW>aQq)RQ`40}1>=iFlT zJCX6-*4YSo#V8aRzZ;qpEhFj&=FZm16s~zKnoY&!oGo-ukK12RC~zb{cKl1WVx59C z6v2c2J;10t$C*!iD!q2*zu@TA^y^~^-}2Z#cQBTih^22Q@Aqz$14@Miufb<VwSo~O zaO8Q_Wr7-49JtR#{Bb^E;4tF5;Rc)7qFbGvmA#~Y;MZqF{#c(7e9N3m2VdV4HL}Mn z#tUL8gmB)#x0|T)pZJ~~#_eGNYKCs&>NG!Ip;U%Cw?doTwn227dbx(*H+px;r>FaS z7{d;yM?PlVix@&RC(Wz(Pho^utJ)V1-mf2ficos!0Cj2aLgoqvv+oPK6g;-r=WxK5 z^TG7&v&H3DeYTy!@-N?Sn~85;@1ID7TUQWC0kIlj>VpF`@I0MG-+5+X8{<=BcH?ha zV)PlFQQrNYgaDO(4T{x+Myek~eQ*@oe9adwN+3gw?#mAeLI7}~d;jLZ&6UQ$%jeLE zAt_HiPMI5Q639|3#Owukm*Z@;uMo`u^7!z1Vx6b^ao?M=+yC;S4oWLYm!RuE@IhNf zyZ6n!1z0+#Ao*?Fdxs-{to3SAj)=z|-VgNL8-QGUkg&xI5;kWm^dDPKeZcf3knDd6 z;sHrL6T#B?8@zjV(5O-Qn_3+%FDpw&-MojRPfrXj*s?&J?lSc0+@&<K1UuDCDw;Wk zBss?(D+yDig91mDI%b#m1ZV`OpTB8~oe4C8wvuMspI@O@M2LRgqL|cK%oA^KKizS{ zx@{&2$0#dIxjkNZ+HI}jywyOHPF2iA&$ktqV=vVq;%>29M1LC?!_vcwQPAm3k0cp$ zWD@9~VG*RMhAVK{T3T@Mk4glIOTq^x;~JNwJ6n8~)m$AOoR>!(S;n)Q6@*@ln|rEA zpaW?tT#NnP=hV$XI1n|3H;Ddc?hW7IfPrp&J`Wh)>}DRT6mHmPNF>`|M)#3TcZ=&; zciL8~ZOeB5hVSH%=1+F~arL&9k1NMs{GKsK;tAJ(>XCbGV#w`m!0l%y>B+!6p-BWB zv+iHerBo|VF3x|nFjAkpzBb5Uo<v|k8vVnMkvGtDx$Sz_o#)h6{1+TRJycYKKFggw z<Vj60@P*&L?KrAl?l~5dH;iNP_WOP9LECk2_{r0F<%;)aAv5H4P=mtIOu0Dx&Y~~i zx_WSM1>P*Xv=$%pq+#Vvj1N#{<>dtu-OFyxeooP8dM{mg03BBw&8Y-_*{~gKa=Y@Y z9>c^&AZw$vvh6L<PwI7~p{37tMWupM*|?K(a9|BUz$VD{QNQsTgxDbgPtaG;!xIq9 zs}aSw^9#d!4GyRR0XZ`>X!6tW|I-4@WJ@mw>!YJU&?{3krnRx)MG(3bw|-Vc%p^=a zTm%&|tPo(NwN%xob$R}aohrj`xNWOvh#3H{JlrH-7bI$zGSccBIhK=nWDWb~$lPvr zV8}P{J<wM@X2m1ez%fz`@5LJx)-VPlVDs_y#g<<y1VIA+ZxYAe_x*Vo3uy<TQXTB^ z?OHwnP=R$Aq$Pln)n=CTTGXkDv$6(XsXN!1=k!y**gq4J`=vw+Hh--9BUE2Q-)613 zU80i^J~ZQ%%>F2QpTyA$u{JO`ZfM=WJivUf9+>@mC}?IB4}xwqQe+dxwt*lxH%U5d zrp%eHU`H?F_!Q<rKxKZwO1+b&^8wT1W~Avrdw{}q^JFUzu|6_mtLfSSZah~TcLQE? zM4VzY1jR4oVRqPKbSZ|j;ll_P$>rmgjgS*MtE}2`nYK|u=RZM(YoKaeA8N0hEWw;l z+ZN08MN+}{Vjj(pEf=0us``CTxcsoV&?qqx@aeLv&-DY(@2^bKxWrPTl4mcJP<qn% zU|H^X|6^5ywHCTAV=~s$8xibrrlRn&Upj0GotLDBe=Y<gceN?HFRaWD<XLK5d1}iM zT;3}QpR*2YWPCALtlOm0S{A%*&CGBgvS5CAidumbZX4ZNw$IhurQ%oe6=<i^g)wMV zzynj9UY?#UKSL$HKHeMyXCRewc9&>BlmD=+wgsOBOjum&1D_m@opqtsa|sk4`w_nk zu^|x<^h;tq4`yl<Fl@(gh4<&R>=5zB)mB83`_(q5+?Ep~`K;8l!Irv)Hu3;$_TOas zdg=?)ly`lCgSrthhB(Bt%L^@Uc<r^zc>5`Om5_bBhM7rCB(af95V}cUqt#He<s0-) z$Lm71;2`{prhIu^Dk4Z56!W{IxriUjvy5;wW~h2G0GM{?>4e?algLw^QTvgD8TdC# zJgAF4g;bYPHV4O%@-{Qp3Wv?_ek4j{8}WLrHp(Znzf&c3DohG7d^_O3joH2O=wDCk zz%AA_tEPE-<&emn@&og00r$umHyXL=#M6fi5XM{E)E}>IcQS@GL>b1LTd=WoTZtfR zSrcxB0DkqO)wV2vp3^)ZR(ny1-h}HyZ12Py!l=>3MHnEI{SUK(D=XKqEfF1pQRF7{ zIY<|6neLaVkKE*Y(%;Zwv?N2wiB*WIrcA9oiy8;9Sd!t>_y5Xf-{OrQxGQ4M;|*+U z&7GoQ#_oA}VHJy8E{is+-@gu4aqIs1+RJF7+RxHW;JQ81usD^vFa`dhGkHz4`EGgP ziMp}A*3tgP?SGdz+{fgNA_&E`+LIdy+KixTJuK>o1=X;yz|rRto#=|k3*1h>C@TbT z!rw>@R?%fj+sn0*!^sfIK<F|>FH?KVX%9+;*IB5RoBLIL-SyM;M3QFa<Mtx-a;@`Z zwk=MvuoWK-4b6l*r1t^t6XLfFK{a9kG+_!g`KYO>@e-3R*si+q9bxk7k)8AO1;`P7 zWq8k!I2yuK7NuyI(BJ(&_-~oHhc80+3}ZiiqxX)n#0qt)KrN0oBl)z1H%u}<Zy=^4 z!5}O?ip*~n$u&oV1|E0Qf@yy(g<$p%=fvbycEN0jmg-_}x&WgTZeV~C5%5WK?A-@P z5VLltm6rVAG}u7pn<}`45YrLC<Bia)05egt@DXRB(d3?5JFDZLj$O12lnn`C{37^! z5ue5~o@#ZQ1UTNqeQ?yq=8fqm_`dz8`Qbvq(?xn~JX<~)PRe5`-2k(rt7)KbdC+yD z4EgcyoTF2{o6R;S<f&}^E2#l*>up|XX|dp=&#A{&v6f{G(Y<(w)0(zC1JFS$d?Q-f zsz3+OO%6EBILjC+?y|o9NC_<6B`D3+U(U79)Ox@E)5QK!S|Rwlbeo9^U}c)ldFslh zYiPvQgveQHjR7FEa$8jdS@nqy2QJbg67Bvf<0j*^dH2-t&kp;tGZ>L5Xbk=7PJv{0 zZ1t>`*|Zn<yL1&|qnpE`ulCN+<*7zT;kr175JgdO6f#|Q#~|?dr3LcFp)4mJmwjzP zMpZcvmKR1Z33oEo^af@1e!8{&544A7VIuBu?0`8x0*1VY0*PL=n|iZ5O6K9BZ-%t{ zJyKQ&0b3s(!gO7O>%uoIultcO)r(u#VSR9F@3x<h-}-vZ)9}~!JtGP=0)bht;GeMr z4RGP)a4?*jqZ|QWzyO8HSrl+(Q~K48YhS+Hg6r?v%HMTvh)->1ayw~N<{qN%;NiCN zIz4wOiLB3=AzEFzPk()Q2Ny``<d6_V_?{`R?R;}Jv+-tbdy2}Ha~Wh?_r*mLDT&zM zo-D6~i&8w)*FzD0p1WCDS`O@9g4v+~x;Ms2?9!|e*Rwnbz+!g29A88fYbYQ#KNdeo zpbl@=-UBCM<26pD)bej;f(ZEySUZrJeH(amt>A=}mW%-+lH#u>-c2Q_p6g*NjKimD z;70VLF0cX1W6E!u46xdmGXZCCoxGi&rJ_k5^4@~<*o@!rA`Ly4*id-drbn<z2JnHA z@5LO85fc7n&3DfLc{s6DmSTE$3QWs%%E6E|lIR?*Cp54#N`7(Fs@|G+v8je4ll)>k z2NxV4p@8F~h2qe=l#c;kvDSu)l}NG|MZItP$O{)sj9m!IQ}jcFbwxEO%ot3+4Wr#l zz@Hsg>VKy5c`~f55o=#RzWi+XbR=ofa?1-i>K**~M{8vEkCQ@$mB3HwfUK7K^PlZk zeV@Vh_S4_94K!-=eL*QxGo-p&Q<dT$&a~GYCtNv)>GMzI<Z>{>0{J3B^I;Iy;BksC zTsx!5#U!~7k0DRV*F4Z`=cK>#69+?<Xl(7){6t@{o3<%IMW_WyttomiR{n@{XklyS zRN3aPW<py_xA6$yOq9bj6TsS!7?ErT1KY8bwIXyT7^Yb*(N8sQD`SRI^Or1ea#Cw< zKF+1p*%b*Aft(vCrpe*b#Km#KXca=z_}l!Zt7665#T^~MiNW~j&uFA{JxU?pK%(K^ zRP$xRd1j;>`#yB15Y=cCTo6oVQKq?d)sT4~mgv4dj^F#gZ93r6e$3bwzMIkb?l+mr z!>?-nO{OALzV+5rN!3oFh*&IvLI;Nz*xx`IBUlhYzeE7<J2!{rgTGO%eR7wKrCEKU zXF7cZZ~GB#5U30R0-F1)OftyMj05yy&COx8sPexL+38ebV&e7TEL;Z|RJ{%JBSyZU zeND`4d+s1&<;Gh`32B|ze$_1*r{d7lf{-LrSRqf9{`7~v+LT#9B|Y5Mmz6wXs*XrE zqX(A|R*24rzWl5d(84`z+f{@%CXxfQdm!zH<YTeoMh|b=S-W!j)GglLcu02Qmoxf| zA^f=eNcOsqQCVIR(H9`=pa?$l2S$Ds^c3ZM2K><SUeeuf7FM6{Ga0Aetn*?^WHGC` zj8x-|r8XMbQvr|_ODW>===4YdZ4K}fY)|MZrya=0oXb5o<tSGagba6{ij=(wz3bKW zh2G{WwRVMhRCZ2E*1oP@XGZjQ0e%1^vQ|HKy!4;gBy_jSbt}E1Wz<BEFi|?5R0Iec z7^cjm|B|wAyOf}<$>HX6*NqdXEGgNDEu9S4slv(jDTK2xAhacW(LTp$2zECP{<|~* zg;+8l`8vZH_&^&PDDvEd(Fu9TFEigy+)RR(jDbEaj~lwJ>kzHjD(1V?n$M(rPF5$J zzYHz%jUxIDbr2Yq(%R6XHB=_DWHfu9FR?u`BF|B%b1b*MKZ~!n;I?f)Ulb-O+X$kz z(pGQ_j3G}cNR}}#Df#$tAtmP^l!wG}y61wNAjy1?Bqg|Qmt@W*$CaK`f16R4Re(dZ zQnmcEInJ<sf2_^)Jp@aShyd28qvZv4A5%;wzBv2X{#0MEFp>?D%Qc@qjU}Rt^~_F- zK2lC1#x<;g=B1=M&3OA~K0$g?MvanW|0`J6RO(pqpH%up;n9EKve6-bo*p^80bfS9 zBc&Ne&S1CxHi+q5?;kBp2cJcT<K%(a>z7;4!;A_UYRE{<eLqQUhm8(ae5{9yu2wz& zQR>2A#&+~h1tV-o@HX-i8bziIAp^nK%-E5Wi!AP(FkMj)hkAv7x23N&)v@g{B0xaF zOeYIe<^HzG#PAxJTv+g&QULLvtbHIrb$`uG3CzTxwmL${5mj5|RA^sqcW4IJxY}`( zdH~WrJODY`zixOv4e(=o+Y6euROxo=ZEad#yxJe0S=#6?wDI_+K9opyU)1$bgv_}x z+>VP2dEMVTI9Sb}?QqL{!w@3d#EsEyb4j2LTyMewdf@V-eaX)e13Twsd2#;SFKYQ5 zY?3W3ELs1$S<<;?NE{=o*9-)Jy%2xK$H0@nC;mUN-rKcee9~nkSCK_ab;V8V8;HS! zQ7IUK$+GPLv(Sn+1V{*n2)dBi%=u00I=uc<0O+t~V9#v??F}z_aY)K_XoII;yB;!D z(@O>VD4XnfD;U>O)(EEDm5|$A#~Wy~^<-mJU9@i6eP8;;vP0s@S=q&iD#>I4kr>I( zYw)C{1(ypId2*IASd=epADStnO2uWRYQqX@vuUc`jE{Rh&D!1OAGa3U8gCxz`fWOD zkZ4>gk6dF&yT${ezP{AJ+(e<91zLu90)<%*gvyb3;~gA(CgZO`|8qC5hq;0~1D1i9 z!0l*ves+M4G<Mr5N0?1YgCf7u$TUpTMl4;8<o&7TaWN$j_`I=3O@WR6pN=5Hz8I;6 z+A(FjAbjT^Vs*m@jij0^O4)aaD1gWuixuAf=wZn^e1f=&!D3t><K8o3OOpG?Gl(zh z9ke$WOW1e_=nzh4?|nnMSpOdqWEo_?R2)(UR)9$opx+V$YOR9@oCyklxf%-~EBawi z5M=T5w3``JgtTchbLoF@oMTAx8aK>@2XM-zCOZPeG|4BfXLd+*Q*@J<Q;y>xQy)Cy z<l|sY-&GG#4ClwQN5oJgyT4oowF|#&Y$~-+&aCJXMpYR6-WwVoJAZtb))4%*Zgn6Z z%G!rIrMX34Z-jvU9gf+o3-h+;DEV8h#mvw76&f6hGi1nX096wTx(Vhv%BIdKDH1te zbaU;OsDpn$0@=(`hvMluVE$Xw%*Uy(?hlZQV723@!}oN!hFUc<8{+_QwV+pUn#tXN z*Zdy~*w)$~4&C5JSc+W8b%hkf*OZytBzBwBl?esz5xmXJkYLTm$;w*~!{q)m3tv=l zIjP(1eq=4~AClu_6meb8HY`#B=iQFm$r#Y6Xd<rBLJ147kMl8ek$`JmlP{;w<RSMo z!OGK);8g>;=A7OPe4i$Y|FiwB8fHocbaf)#!H!Jo2z3*q5ThVJ?|zN!Wh|w9ug6(P zkvz*^ix{k;VX5~6mUOcudNOIYnf;4h4-bjxaxf#<;0D(GJsU#G6-D|8tE!~9I-TlJ zf*MI!xQ3lFEw40R6tDJ3v*IjMV<cY=vzj^uLtb?BJP{1|vu92nXQYv;qxYsD=!}9L zBx>q+TK&-5)d|N9r|_4XIk_x+k@wE?zXgG`7SBN_=@aI6wt6tpwE3iIIQ&PX1m&!r z%P6>?3984E#0s)p_}S-_md$i)m-Ko49)bGvdxsysZ_kJJ(Qc*?HpE_Ed$C|6km1zq z(W#09IZL}q`knUtv`TvpqmVb3UmVhaUJ(z{OE~co>d@fk(XVXy9R!SU^(I;ZMiD_m zJOCRFU|sKF@d&<)5F%hY%pec;YX_M71K`Lq5`h}%AV~MUS-2cG5NOJ`Zw3cA*!U=l z`CmTfyPjE$T|R}#CucYG2sAH1ogaN1?B=Zq+<X+Cx-iP09}35>@o;Z4tD<%kx~ufF z1FxX{`SCSbJsN>Gx2np0H9?V>@Uo7d9SQEKML9@Ddo?<#OtGMXr*_HgYKrrInNr|% zEuSL*_}C3snuJ76%7IV$@?A9Yd&Ah%Ovcq`6q~-seXr6KaH$kwUEH)82l?J_fZ4YF zr%95|B(?+8C#u5F5|l~=H_%x$_F&K`)Y~SZo^Zh|HiO%6Fg(kGlqwL`xM0V!1cjbr z&BM{I02gNMKnXgxh+qs4Ac^+0H%N2)|1vxn-3Kp{$f$RpK5K9h>#SLSgayQB7Wqi; zLC>|bRpJ4RAtnSyFL?hW@HmzvG<2yay@KdhWSAmihzamUe1+1hur}Oo-HiHKpz4W{ zBzb0F0UdX&keOT4Zz7n)3G;04zjq78%rfy5zvo(KV~$zJ>=U8W=^0GLS1bq5Mwul) zY%oMmH6@erB5U#9s;JUs;9_5H?BR6v)6z;hd;<{<833C*K<wpaGP+I1XL9;Tc5$@Q z`WPv2Vrg%W2t=F{TBJGk;%dPMP?511{1Gr2sVQSSMssK-34-qfpEq$`9EjjFY;Q%8 z&p_z4nRbJu?;3-F*+oyvOzD1z;Ui!EhrijOB_#odhM}{oZpFRwr(8A2-4)aq0Vl&E zB795lYHV3y-mcj65fGK0FdkIm3>lI061gm0Eq8?D_&Q{lTJqQU`D{KW=*e<Oq5z4U z>hj0SHj6h|FqL#eA-f%GOy{?>hA&+_zKTd-4PK_V7H7UZe77)MxO(ytMt>;G68@R? zFM}<t;GH^rT|?2G|2`n%BkB0sjz8^)H2RTJYvZ337VoI5d>BRtN4b15RRpN(_-T7Q z#Ew|)xAk*=QFr0>@#b-5sim8>?4V@M<J8b=+iaIE3<oWwUe38`I(_26WV26WtQh^A zcws({ha`43c>f1wpm|@wrA>Eiht<LyqLPM;C=zNaYu}AE&lhGVBsBUQcH@i2?btT| z6|!e8Bko+Ico_e$kyg*n^x0Xja$5SXH;;;EE7)MN8y+vT3yA^adq3qkVZAQv5t|w+ zLB|Qmzmb4b71VxL8Is4&SH(n)j+)kj1a3!_D#!p+ore`I=I6<TUA(X+YwV2fT**gi zs_>Qp<7r3mwTMA6gr03R?TV~1`ZBRhdoc+nUzh1r>|=)R$`b#?{jZ*KznHu~GiXhl zEG#pS4-?=gF%dp94Qre%a|h1M=W<;PB8~i^+o8g*Yg4nYPx(J}JNFy36?JN_8X621 z$@G1BFF{V_)4r1L1>WFnna*XXlK0oX2tt$ki2lbov&sFdEY4@;mPyy|B1VqMo@8#I z%EyS8x^N!sAA2C^41$JO(Y)R=!mqbsJkS{Ewic(a{ieX88^^H7q#yDS!LRoKV;avp zK=9`rHdWOPT1<aGcQ4P8VqTbLU`;e*WW9kxFt`*@<*sE{#uY+pqt)PObGmduGNV&n zFJ}Xsbhz(l5))rrHXV5MZ>yh$C3|Q!f5c044jhhIn&oHzsxQ@v9M~)vqG!!k=tlq| zWJ!(r;DJP!wU76pUaUu%d#w;<+L2vSZp~2y8(1?u<c2;sx94SaC*VI|&l|p;ulu%E zony2=fgqCbhy1pdiA2?Yjx~+$`I&Tuou63D_VDC#UDZEvy~_W5IQv6^w<m+|(nOL@ z?nvSX^Pgz>=y#A_i4i+uIR1#L>0lMAqiy8_Ke`k_f2|%n9-7bQFqvVivlI1`{Wifc zxadI6U-63dV@d*h%L16pS;i@fnhs>*6FF1sQU=w1V!3O-aSVU>$m0aO*CDPXbuB4@ zChSg2)AcSsGCdA5;3B9SFwIuaRZWEGHgHJVWV%Ekn<WaY?E?~Yagt-cMPX@P-3L9@ z$l~j?obIh@E~+)6C!;90DaAtcg7X=Z`migplk08D+&Xw8_S){RzGYr^!@9a|CJ~YP z?7Lf=_+&?l3NY?qP%wzSMghP}j^Wb=zE+two9Jd|*g2SUZt`Ul{LR|(bxG(*btgo+ zcB#Tvg#;IGHhIci3t?CNhpdw+S;`%a=vwr#vV+E2?(2&K$Pgf5ObrwvpeCe);Tk9Q z>Wys#haj+fEG0bWS0=B;Zy9PC#GB)+6>GVM(PUbv&xobs*%tGgwh6dl{2<B(+C=Fy z84>+W*Qpl>X!o$sGXj7kcr~tRi}ZS}wwFbP03cH^#j5^o(@z+&&AGE61=SJ+)Wnex zg+U))R!#KOBL0fz{d9e=1uv6{zZbo=t?IH-Fx9QOHi1lP=CZsJOu=xW__y0lCq`>( z^nWSbLN<9J|56N;>X87U<Tvm^#?Nc*FCxg2>u<Nn9RKX7GL`GMw;iq@R@@g+I}%IH z=j0R4?A2Y4MYR1E7$?|dz4+YHVH|;JJmMT;+#Iys(n#A_Q%p&I89;LR7X7D@qDF_> z)&?Ij@hrR<;dBiN_D$%tsMUr|&U-vS0(Phu-)9ZO*E=M?Nfa3v4=~{n7f15hJ=Dr@ zyBJ!Z{pm4mn7=5o;#q7wAIZ^29zP`yU?SK{%k|T?JIbj{!B7}Q>`VGl0(U+a_?1m( zu_!CMzsC>V3>sV{Imo|uyTKT_a&pmdCJbsxh%Y%FPH-r5O=bKm-&p_i&u!@>Es?&B z=u;=~73wq}v1c^jo{d}=812J5fy2I|U#AuH0S5htwESAtv1(sd{P}_l{GCKad^qdM zXK6n|qd>g|_22qRJt`aLd2L9iF<k_yCza#h^!xl&54Jnr^&xd4^|j#yz*Nw<9rYxj zDC*4{;uw8-#i}&%`t*bRNGs<WO#Rx?IW5&JZ(0u`x_RHzW;sE5+6yl9YCW$HurhCM zZp>?S0PR1H>n~va0c(x0!Ok6e&OQjO47qHGf_*}v?;z+D<nf>^*w)=bsZAiaGDBBK zwtPk$Gcb#t?%VE&|9&9uc^Ze(+|<l-`>mkZ+vHAe&_VM8au-CAu!cAn*ID_2@D*H9 zovp@5`D#mkomoTzyy~Kmr>6x+{eMvyK^BQ@_21liIz(pH$%!$3El$lRO_$N1JKfP3 z>zEuJf7(y8CqfUslL*~Kl>P*EtySTPD5yI#frq(jxyAblpGiMLpAHUn9Y7%?h;Cic z{fxuhzI6mj&&N~sJeX)Bum0N@|BCnJe*O?wQgZJNU5#YT`Bx}iVF}~cV+^jRck1;N zCBxcRJ%dGqZ64#s+uWA9$PfS)Wx?dpH$BETrkMwI=63LO2l#N^Q_21{B6P!eOv`SD z%jtSwn1<o{+6#W_&$!ylFJ;u#NDjMM_0UHC>YrmC#bX+#p$y)UxEC{K!I$8%1sg+s z&-F*FzT1_@A|d6!0tQ(33;4_=#;tH7nhmXk|9;&&n~1gCx7uxAnlK*kXb^$T5cFzF z7>|qOUL2g#N+sK|mjj7>UYgHY*XVF+4gLkYeEqeAK{vUDEZ0+ur(Q3;JdBH2ke41V zx%P{DxfJt%=-!b)M}3($bkb>g8KIEF!HeTFydPUm1WZ7gdHbJFD(|)|0)Jo?qZL@C z6!6WzQ=q6H20Cc+p=t(!)Hx>*;ryxywfEQ9mmh?1OrGaYg^uDcy6fx~<CYf~D3EvM zzw%e;eX$b*&YWDyNYTO4hUUeG*kkr})I6L@MfjPZ2Y;u1x6EB3aDwlOnfyoYQAcmK z{<!(HjR*iqudl}rzRmIPkEW-m6%-UeF_lh({qlcdSznVt<wBpAQx`Jr(KvH30;&kt z(MpRwUr#<N!5MKP!ii(Dn+4Y}L)S*9u^z4v<~7a@_4HU>5N6Mlst8_?Cu%^=nraHu zmz3?6me$j)A6&u1y~Ld(zbbhga9wq=_+mCI?ysc(vvoxYT{{nFoIn_zk1p<a(>!2z zSXl>f6#BA?Kk`=d-m9<2-68yrsk8oV@$coEfrwuge;Kg=2UJ<!9iX$^aff=23zPZ6 z0Dh>qQ5=Zz4*}n`+^(1$BDmDy`vk@Im4}GM0)(=EQ_ZK!%uZ`c<x;?yh^%4n{OCd! zG+4k)C3kVDxszC-1r`2H@fQRR^D_@WDpz;@FvsFxnvqwSS+>7yc1te*d67$k@iT4& zFfm9}t`&yj`B;e)P5S<AFl7wal+ndGq6$QE{1KubzSt{sev6J8h<N>h9RRw{5KKp4 zcHRv#(%`tv$#LvJL<zC!DpF1|(uCv@9e9bQ&ZE<&ZKtc;3ywD}r1WQ<^tHe!4N(}7 zF_1NIu~Xr1&fl~T8eGt^x-Uyq5zL@EJ~9ibFM<FaBETCzX({q>)@YFiT}WA}A5;G@ z%b9E58|xvoD#PMD;mS4DNuV;sn3VX-Y5V%)kyd<le76ste@mR=?#e>TI|%6y1^~be zHWiM2=A5`6n^`V)wP&>+=E%nVtd29kOAaiOXlKs<ZoUk&v1hjCH;RxLbXwju^t5^I zV`_hy=h0+LMgf>9fHf@%v)Jpp`di#)7jAN-0dEn!Hvx<-{Fjp5`^>yeaKjdXSh)eJ zpZ&>EXVUrU=m2boFM*hSvY!KPN0!5)%Oc_!Kb5M=*fh2nKT<<CB&%ACn*%iw^DP~7 z8heel?J{=d^s>vt*Yz4wW=TG8(Y_=Ri-i{qo2cWX$d?SDnT&8ML=>vn&WlrVn~-D9 zHV3f5s%&|n)0^B&%THaknCH8eHM0b;l@tqNQWO~Ue}F!n6fSKxeLH;n0~VycZYShx zpOWro`o4@qZ))W~xQu_g^#<MKWJ@d4)7O8+F<?5nexTqpYFA}86K_zX^wn4BbrS58 zTpkFFRlL1NpGM6J_+ib9s;$`IcC&@)UsA<xPKp`jB$#I!Za(44bE25hQg!2qN|lJ9 zN46nwp~&vgCmz<b>EU9oC$PJbZATCwKf!5>9sR?DYsz4(n}$=3^D<}?^DU}>%^Lpw zLCAP&1cK>$hwf<x2Y<|1y4yJq;%rWG1*MYqtXJs{Fqg8KsEi2i4s$v*j)OmVtI;Fk z|4$2`rD=0A)Oxd1zxs6Z^2ttrrB4!N*ZXD)e=K>q@}WA5o1Nq(KIoUPw31NeJm|uV zToqpX!~9kwOXPI{_id0>%`OXukWa7lIJ&f0fw(s%*<}*i9lO~F1&_UB9x#0&S>5<Q z7%>_obDU@4%gx{ioJTD^@eC~XoEA(Ik<T5KMqv6II9(BgY4??>pWHbS>eF@=L39wL zgie5NnwYxJn_+8B6^z51^Bl}I-9jAYDX71!ns=f@lNlXBf#6TvPHc-|Cx6}8l<mJ+ z{w6S?Fo8+TUpDc@!dNLqlGz3hH9H+amPka{D2Y`qC*LQQ1?4R#J4wh$J(hoV<=k|t zaRdd_G~&~S<PLvp=tvgKY4M@7zfikjF?@t)c)>Aj9MD-V-2S-C<sFD=QueF%-_q#o zb?_tfRU9~T-aYu(6_-+Le>(VWR~|igD4Ly8IH!HArKeDx!-7}f;R=@{HvqAPE-cRZ zqr#hSY|UIMbVmw2FaWXGw?$lD!CZF!45yRZZuy_!o_4TBg^*M$P=_ns-~N)=V1Xc0 zo7|`f#&F}*J#lq4q4uIFeYOm_gn+$IwFJ3iXIiSebC4+r_5InD{$capSJ~wCoKAM< zSZXA}n<y@_8oR}C?hRi1mPo#eM`7PPPz?9Y@S_^wcL3SaHEh{B7#8YKD#q^Ii&T*< zy#CU9-bb_&j&JCFo}guroVA^wWN>hKEytSSc~A`Uy|-q{bx+%0UtIZpKtSbi4Jh%c ze>`a(=TuO^5q_K>kDT)%bK{GjpNLzWh<gL5ta($?f@-c1R%<?Wj`Voz9ak@K11V(V zPaLzCC`Y)sl3)Vh!g#>qV!&fw4s)|zG%Y7gyf3h)xDrt%!&4Zd(cp;TfDOZpzwflQ z9_pxDPP1<eq^I-+EzDL5ceL@x2g9c)3=uLZ1BY&gokgK{r5Ka44xNq!CWdz_m5ZR< zCof9|fdTKAX4W7x^&@D(BpRuPgRXLAJ~;}~6{sJUf7+i)`gh#D{T0v^;3!AFo}OKK znJ911j;9obH!zB9EpOZoa#(S@RG4K>6PClf^Y}frA)l;|yAa1{oyZV=64a0aW4uLH zquq@xbFNl?_E2!lpvm;c58+#kI0b@GGS3o416q{Ib|)q;*xtB;dN|j0n&edG7|D}A zCU|GWrw5W}KcZQC)`#Yh`&keGBcnzf3eJCe6O6R^DX_u*UUJdm09O0Iq^ZT&UWkch zi#fB|X<eZJM@j=m6dSA*!Cx5M`96rFxi_|K9&s>CN0q)<u^}EHD)rkXMW2%-lRAWW zhxNjA(RKK`PhE1$T>XwivKEK$6EI+n2ghyVohimh?m`gyEPI#hTwe?atSh&}ND*?_ zbs4K;MZ@^*Dr;{zf1v-u{H^S#gB@I?baohY7fy_h06}eaVsc_7IYg_MSd2=@Np;4n zv&#K?i%m>}LXv>C==-kYH|_mV!d8z~c7}V5@13^Mja=E0t}0x5W->5&6Re2)IooDa z3N3YQc@$qb!Q!~txe777l6z7%jFPidZ1^_Zi&UQS8~@N}RRjRtSBADHOa$m=j2lVP zx3d(S8muH@4B|saB~HG|Z?J|bBEBE1N)b{-C{IqO#zUYJX>4^<vVm-F>$}ja+d=~b z5t(S9x=sB>ZnbqYA5Hh=6rV@lco##kwe`8w0L-cy=wV{{v*s@fM{4q4IP!|?l!Ac! zi8ly9M>JW35lP&xgkG1r?2eICKMEZ=4@@T4F1p}}6;YC-`R*A@`c+ZxpfzVL5`Bq1 zP1ZV2SZ0O;0;`T&`G)ghgKuBp#WBxALqV5~Dux;yDe#`bJ8Zz+jBC0|qkD&SgLj0^ z<qhM0Npww4@mFiy&(cQxpahe$auG>X1kd#QCfipey)M+$z51yHdOTMz9TVG!2UgPf zYW+|1g_(;0Qm!SJQJ@%Z$9dT=GpPxi+OLC44hHTXn-SK)nE-h1mXW``Y}p-=EH};s zh5^vq$97d&l{##Cn6ra>To*SAuUUPJm%GHu_mPW<s<d3I3|JZ6|9#=h(@6t1iQB-A zl=TYe4{wV5K@-T`^Q1=5VOTJtA_>khnM=Ccn9_BYUAu+Y46qtECNZ9FlwOSnnU%f$ z_^K3k=Ae>o4{`W_-^ri&8i+FKfuq8f0&o^8MsKZ)9fg37kGkmGuQ*<>UjwzsF`6Tm zGS1w4ci$<(9{e|FA4kDLT1l}s%_L<b|5tRq-0EC9Jb)NY|K&V-BMJU{Ki?>uT?1>* zUlKqngq^#RA07aur=R%rxrjq|y|FWgi<f=&gPMl^o<a8gjSmwUke8OuH&1vY-hYJ= z)6usxb63KaM;m;8V_eW@+gzP(E#;HYKvO9YU)>khkrgvffP48#O0l+1FHtopPen@? zv$NU@8%!<v?`+4Rd|a7`vj7h!FDO{{^}!57$ZKl>6JM)xZZO}{#zE{qi@U1n^6Ri} zit1qX|N4#vni!|tWEjbhe>=m7Sza%dfF|}xSGMvm^Eph&zq)_1?O-0{%gMmHFC7i- zzhk(O>q=<^A>g#(1vYajJd2yWJp_LO4-!k~nOTca=}XOfF@E%ZpV;~anjRboW=MP? zcPH(ij3HsM>m9QdZD$YTY3&#`I~c;(2dkN$xDc%Vl9mp|Eq=~ruTx>eyFG-$Os~Fk zwO0pXIz+U)L2UG3ht}&E+6>5l%=g2CgBnH#(x}QWzYmsN#>*=zGD`H(Mc)=IX4JBZ zO=Fpjkn3K7=!#R`#v#vF-^|^seF1@5np6XB3X%8O0XVH$bOtJ0p18ftTBjJ2WkmzO zrzBvos<TvaS`Q>8d;GOAVL$s(=bf6zl}`=t?+R|;_RlZd4xdoZqoIsF_LAA&jEp4D zbL@Jw9bbw@BMrie(M&DZvAC}cQ5EBj5l1QogpvY(NitOn1~=F+n{SX7SG3-a)OG#l z`T!qULeqVXoa&wYYc$W~3uT#UiKeJKy;(d$P&&98Thx75yf?yZ9avL%V~X0ZMNNUL zA@%;pN6J9li9%ITch~;K8GS(;kKyX0oWcn3)#C1EAvi7_#$U7=4oGg$;h1eR^4?ff zfR#R*$+HwqFl#z>{wTY%j(8^7z09F3ibUAkB~svr!xgdur%c_+^!y_|9lMY;gvB*U zRmJW@%~o+yQy$+$a&ev-8kmwx2V>k*3L4uvxp>B`kSbGrw}w7QM@bh6^ZFu2O4IMw zXqN`~r1P`zUjxtrB>Jx|dc*2RCC9y7_W`FKYJ#NqW1lbx#V?#`EA*U?r7N{tjL<ig z***aTYKI*9WPr8dgc;Uj{Jane*)8iBkK0a3eW9$_$AZZDei>MMBnB+WA<guaoZ`Wa zFuqWyakj)(I9!k#$9NY%Ps&7OFRmSfkWK#qbI1;KDG+QDm|#)$Q`IY(l>CkT3y35H zenU|kcQt=~8Mz^QI>T>vb4M6&gpP(q`QF(LCyiJ{Br%OUdPn?y=-nUeuUpXF^!4x* z0R1o!Hk2^L9QdByil1x`dv8|X6Pq_lG<;I&I4*y)sxQ-pqPFhiF(pk2ILh{|w9>-> zppX2{-<8vc_Y)+r#<sVQKytdc-7<`tF4pMrpQDvTvgAw0<$J0MCHI>I7Y*IG-jI)0 z?C3)~LfeVEhl%67QNdf+;ZwhDV=gtM-38%0U<h{WrC|^Y<)~qptRh*g!$#}mT`9}b zT64ZhI}}%1YBD-RKvSqU%$Uw4_vaW5hv~Dm3|yxAcHLpSWK_P3H-3fQ1bNk;F1fGr z2)q3mzxkW11o};Ag8JD-<CV+4Cpou!ZVe{60<YkZnfTlULG;gFPB?SZUJjwpfNgH+ z7K{jcj{N`8bd^z2eP8<yA%is1Eg{|A-3=ljEg;?9Lx)I7NSCw@64DKVG)Q+zcQ?HE z_pbH-GV^8Dnz?h&J!kJ{KM{ER*)|CbAW9ms_xKlZDI2Ll@HG_zJLc~C%7ifV;NWrI zmbLK;ho<YsTRL6(HQH>!(3yh&BHpYr!bs!hErn$UEw5}9Q#6ih4-qOf9RE~<;^V}h z>7#<Rn+%q3=6hjJ)Jd?+jePsx@cHGDwzGl8z7dI|Ie5$3otY{!ptf83rJD${4k!~2 zlMAXbyi~xgTDyU(rzrN(_x-G?L<0Jw{?1r}20&G$ShNaR*b_Y3yKm>tJg-w`*p$e3 zg)?J&qo~oM(MH4%+fah~l=YJpf*BCE7a81U9F^#wH@d#0wJGogb~lJ|XGvba8l*{f z)9jIA#jg?a_y_^l^9%j)>4cf=n9XRSNc_{owAQ=Ngt^Uj*TGsvP1b??1;}pLQd!c* z^#KDJ>+?i@DIKPTR|;>Uvi-Yyt=?X5#}=#&P^<OTO8=%!ipt#BlbAaqDjl+cs#-UR zp<DU~8OuYHa8g`y%4VB3{F3>?@bqzIAQ*$O3u26<IqJj+*6L;5?8|sF<pHfTfk&jt zTC|E(3R&KyxeK>(%<ayDx|RArt;Mzt3BoTwX=}gxkh@s>xRKj7cZ~`~;21F?H6#Tx z{$k|b&o+;U1@LZb{A$f>bX@A11kLAu?{XlvP@47^_>kW>p%j7mcj;QQnzoQ&$qySf z>7B4{!^^?cJ^`$Lb9@k0e1i&C_lO@Z2PlBlx*pc<hlz>if>UcZw?ddpUIAs)Jv9>A z#Q4TMrr;fTVGoUP|DZVpK(iwz3K{Zh0BT9G24uP6QCh`uNS7v!;bQTIB_qmq(<i&c z;b_Tl5+{OtUJWRmXP~(2enpzQ5>1Otmnn%2066jZTv%WnL-UGj=WR))(08l-Q38<3 zS~wU{fCM1ku7_cjomclb`*#;5!R&|$V<IgF>6Vb)-XWi`zYL(`t`r8nbD=nLw(K`3 z$ZLsP2JHCuxks!Gbc1BOIw9CRVacfxKRpFHw{c!EKuu${#-j_b*J_mdCfkyxQYHxb zWTpFLuEe#gPzF*N^4^;JFSkq|9R(igDUg%>T?01<^6ANxLBh{Ic~MnZLt<IL@|D84 zGaV!xk8_C#1)wr-6%;(>lq<6kDeuQ$pe)r(J|%wd%&XsWR9<gCS8X>KhnaJT%mSDL zhT5C=?YC8gqP~^d+eK=kuw2Q4^4gD*wr;xcJYhKdZ)sOO?U^5rlwuv1HvP_`1JvcU zo@=ur)*Kvsa&h6f^GmtIgym@4yjW;87*8>7K!Pkfhb?7?;EJ#Y1nD!5hqrtu!~X7| zC0fy~!?3FK`-uYB#_L9lrsjL*eZmrYA3L9={8*It>j-(N-V7$cjB+vF+G|S0Fsz#1 zEtPcMqCB3{@H1qc?>n|cYQ?OVNo>%59e1rLS~&JS*&-Edqr!J^`aDzZYjk<r>>s4C zo9w3M@2JzkL!CI*<k3fnF>?jAG{if}2><*lV=PBNoLH*|oMZeQHTEK9-0mz7VL*Jn z=!Pvv>3y6TpPMEUqHjG@0)}J#g2zdY?IgZ;Sct>$Yrd;|>RQ4Qzfw6d7n(YOGqVZq z4_zY2#jt!Um`~cWW)<sAKBd357$|0b$$;~&_aK*H1Ama4?0Gltph<RjTE<##c}M_H zQ9<@aGn0iTl=;KhxUaqOqcwxU5lv7a2^dNbbPwzm#1^0$kE~p-n%n8Jiht(}Gac<i zC8m3!2nD{8K2Mp~1Tj{FXsRvVJvJw%hz3UAGofzH{-3vyyw@z5Y!GqmV)7(6^M~<1 zK9Oci-Np|rSu?)l;U)3T^vFt)pvwVn_S|0FG8dSR3hf7jwUJh}w{B{!o9G4|RKwEv zMjIj&)W-o>!yEOo=uez6wp!RHl!&7Kz$|zpVG%!V1(r9RT5s(51Jek(^JFEGV7QLN z9k+g!H(r*D2qY~j^Glu(s!Cx1^oK*xt2G@7@nOAhM(OyD*+}SS%nG5~pZ*U0h|jBE zYuIkx5ILo*CoE>EhZp2}?IC`%dmMDX^D5h@RaNzKNu`O;<5XIu$jcw8LLPfalZZFz zMS}2QWjRbd^zKvD8C^O_0%Rl!A}>^oA)7Ba9$jpwrriH<g<2AQ|Ea47Y`{^t=Q?d? z%jkbR^ys9q>rWCq?A-C_$w%`m4gN4~V9U>7LHF8tzI7sXYTPIZKx|y?^Qc%5zfG)X zH{qfLs5A7cTI{ECMA%6$$T8BYWg)+4r6QEk`_7>>-7iX@cwkU$(!Tc6sl&4=&~EPJ z)%O%g%S?l>qzRTZ=GQs!O-7I1mW-Z{SJxlw59i}$Y{p8EUeoq7<ZR{4G*)`aTbXDJ zMFU$rVef`)zFH{HPh$t}SE$=XG4L<?I$7zmds6^I4t8x<d-d)27?lF$Kc?2ccLKcc z_TzD~QC_IE|0@hn!YqiAK_(jBROVkkL);S5ZF~HnO3+pQR`~)GFu=kaD6WW-5-N_P zl*HpulEc%%ec5zws4G@oz<XCoj;^Ant2X-XP)k4Zl-ErX0cM~7@b74-NwzFCL;H25 zpwr{y^R>W^WkQOC6_f$F5DBOhv0JLm3Cz}4<q$Q#zeuH}PJ?YG25tVg?fgEIfiNbm z;=Tmnqakv&Ds?yGqsv!aBLUqg&#O<7E6*dKQ*%rZ3IH78#&DLO$_XjYjvMU#d5g#x zR{ADBHd_#-`;;klMwbh6(<J)^A2BY+a0&t=v1;ViFV#z^nD3*4d7(0cF)3AV(CQ-9 z#XT-Pa{Z6VSA2eIl!ssd*e@B6{rX6kZ*wb&pY^1OV`o21NpWyfBmdBY25e<8i+K;T ze$!f&!;hw>r_dmoo>ce0Ia~EslmM`IcvZmg@B8YhqYyzBDVGuE(Ytyy6P!dBZ50f= z`SvrT0<~<LZxkJ)RQQ7nlj$`g2-0-c3x#!FV=8K0H#a^Q4xbZIrR%mDA^?`O9_g2I z&S2=L^TgpbBA~^CjdavR%I6T&7Zh;X)-2v`9ayoUIpEDzpoBo;CeD`523SiYkD5GP zow6@_V*yn9$eRCh>ThqCjvrRj0=>7b(%94E0mdZk1KBq?1ekmb-I_%C-wG?(Gg*go z7eq>aMZ4t1q9P=5P}pNypaTy$OGxSd#DD}@nm2)r+Jo&>#@Pn>qsRuy6EdoQrQvwy zUqyYqR37!i$2X?#Yw31sCe79L;(mGj&GwRmf05miG%uqHuT3xMYNr9Q9Ssdz_$(zN zy#4Y?N>P4|D25(I8!e|B4Y5AxdYiEQ?t78Luei|^mHHCvmqe;Wtyr(LWO4_<ziC`s z$kJw_wk14`IQA5Sd@kgO3Te2kCob=!m=<-^9Wa*RXxfo`IFQ@eVtMBB)$D1*qw?km z5lr!na1faY#lr_0tPnT0bK35Bx7))|R`<!+BqbZJnkl4+Ft_Edt7RxvY(D|mNk!GW z`k2vnT)^|cORu({Zj?#*QM3r790j^Z4^QlbLw1cP58AA0TqBtuB5S9z!Y>Gh<5cj? zCwWFl@d50R(l^XW2^B&Cbj<j?TP2vI(dR#ZiiU8OYo@6YAW3kzlJdFj)L{YTEC7u9 z1LA6y?)Uc9#V>qLa}!J4V}BPLu6nK_dXTCslilLEbZ~3Cch9Y|5P^`+$~DIQcgy$L z`;KjoPs0YDZZm{3YeU@A{s+=d7-2_drCJ=tedi3j>;?vycp-n2X;<?e6Eu!+-qC*l zkcpPzEDEdCwt8QRa>6Y;?#zEMtN~{1DTLuE_5h2Q#AaD;N3TBmw2jUNhX~RW=lr}> zP7D+5cXk^8t_P2uC11HW0VRWV;8Fs5g7@hr7*?LL!ThPBiV%hX7dJf9gF^x9f0*w2 zMl<b~BPfv9$@X$FFC;gbjH@rt_}d?Agq@y<(0N^j#UKI}0ObW5lGl^C*wfI=@r`0o z9he7ko8*(*bVqKd`zu}~hZ6u?!uaf!$Lf#cGsg?Wq)O>@>;@eLa3MtK@8u)|00Bp{ znu4fQ<)=o!)!3_4Zwy-@qCy{s;q&>7?idC#BW4eo6l{crlB{@Mt#s^#5&%0}74f9~ zeo#&V`a7xnGeqH?<fn$zr#~kACeBBU%J0`X9ri98xV4dCp!&aYSZM6aQhhr+1s1yj z7yH-^1g59JWh8F!%cHN7aILRHP-G&Jc?aws<tE)m-{0Se^936tmHGVqsOAsX1y)x^ zjB=rjmJ>_9dEQ%Rsqb?Pu}_==ogb|n8;{|BLHoi407Lb~QGFX2D%xT*uskWmP9M@q zr*%Fe76rkqc<;^Pf{J1P4x36*%0(ym=HeP13tj^TH!<WTu)L=zn>W6G%Gs_vluU}% z`Vs1-sSi<H3lF{zx{3@EK2AQ9!L6$y9=M5H#s$8;8Fm~jNQfy*k7=!`oSetbFvK{G zS|elFpt0O80U#vhPNO_WP+}S#0vuP>v>wtftK7Pmpb;AG(iu$Ju6u1b5hKt+-u;1m zrfv1U-o$RfF{o~AI^*3x&3(r7qe=%|wUucj830Eo)@I<(nq-&W)R{`8`^R#kv6#9$ zm3P@f^2%V<heMX@crc{d`|7n%7!tD<t(m}^I8H&`U!NjsE+t$pL!w)GQb!dnnCl$x zh3gJ$9SFmzCBd@>2K>fd{Qh*F{-d!R-}_yCkMvf;z#~U!_uCGL>EKmsli6!tJelKA z6d95R{Q%zy%v@|myimN3e+VLyybClJ`SLk;54!Crp#c!wn<IGK(RI+ji01aw{zT3e zc?O_#y>mOcu&PdQxHTX>l>0qdgC>I1JGkNc<h!TW$(IK9rv;7K_r4vad4Ei`$@m8r zuivp4j7=vYz+zT)Se(qQj<Po1$8UO{Pb12Lj@+bilvA`yJInCpqh%F0p+@^t5gqar zRcHUbTb}PxW<GT)QlOQMB{`Cd{hcHpL}Es@`?CIEv{@{@XB!KQH)$;YjDvn1<$19G zxc5VR`DSrswa;1MzN2~B`L>AA6hb3mCR?s&Tx>5J-~V-8Im+m9Gs_WCLV-X!#`_f6 zO5~!sU9{PffAoS%9|9Z+cHG(-d(7YQG7G>q@8~9mbq?L_5q2X_WxDpP#9eRYmxI74 znP!0#x=-^w`qPtX-?%)pY2H}RIS0H~{t=7VASMYd;H5o_<D?rrWX^~aFJGKT+-fuY z)yf-Kx?E3V&QT_sED;~MDW(7Xg!Obi8t()E8qze8g$V^NEC=(=;s#Zy=0BpxR7iiQ z(zMb|oZ2Yhl*B&bX+j5+cJD-y&Buo<7_dn$Rv==wcPwe_$4fJzoQ@`3P8KP`W5%K^ zHrF(7^!|hjdO`|InRFc5O&e4-J(45^XG)q>kz!MMD3{ODpv=Ikw|neJd@<uELKO}- zirPi`;(j=<?k|%aMrx$8Qod!!cRd2cn!M>-9?dicHnB{+Y>Is^1{#iTinj^TQIKsl zGP1r7gcho06Q=nB;xq>btUh6KIySh7_>e+(6;cL+C1mqJCa(O&w+aL^tV*I2iTi`P zz>5+Cc^JsE?5lWt_*U9tNr1QomRH8U<HVvHi<*N1!IfF}YcivI#hL30XwV-n*~Wkh zqp2&$$E#2nKxcsY5h*stgmu|>J5;=F->p*|8`OteLO{r8`(X|)Wzzr9anF9=MR-h> zHJ(I!<R=kb@aNd?I<x*dl_frlV~XfuS!L>UR|nM6(8C{_bXi?1Vr0@^VL>%5cC~fe zMFm(Wk^%-;XI3)Hrq>hrSuL2ZB!1&^6lA5bdJWbY)h~JmZ9lcG)|Xj4lryvYJywjq z4Ez>Lh=Bs6{_24>_idq<^jz6UQ@>{-?I4O}ak&u#Sh80Zi8Pgpn`<hE1X+Y@&3_!? zbTv?82z|f0+Frg~F@f*BNwP@LF`caaQ5m#P-{`-af%QlalqP8q+baIxj@?YmON4;+ zFA@;KVCZ*=zjC`)`E=Lg)@Fw&!Gr6&g8%$9t!#n}K&i@=kh{qlW=J|vN@H4FZ>2mN z<}o~s*}j=GNtyc4YKBVvI>a6DW-1>kA7(T6H-W$BF$5CmB)=eOb_CzW9^R(P=Pa1) zup8JB78f%Y2`5idupAPgZC1daT;J%D+&$jJC%OSMC8r6lrRYxwwAyt*UT^ec)SC>r zxJH!~0}KWB_06_NA6;n3VNrG9ezy1{7|4MxH&Wm{w?BG6cE5~=8fjXpS&(YnQb<25 zgJE~wD^-1{*+=8kO<cwxf;&^<v$WQsJEBVA=pcfV1U4n2>$h)n_Ns!%ouu{BQ(uZ~ z_}h6Ux+%y`osQpgfJwM=lPyQ~hio~`u4;#T7~Ciu{(1J6Ojlno*(!za&+pc^W|OvV zl&$NEM%wXetbYg0t=`nuTfc<<?$&0(MUd;1`pa3%PN^<boL%?5v60hSfRcRP<wbH> z_xxh<4e=ps<X<w|*mA(M8436+X(x0lCyuop2J%$n!vweC>a>tPde#zW0B1wg4=Z_4 zD5-Dqe1l5Cz{`E7ca_X<?gS>SZE=EH?~!(=R2+3$VN!J^?-l4cj5-LrTdcw^EXnon zLi92Tx|;`|Rd`lgb30e39i@ofZ0-b3#~giS%e8Q>N&81+>@IRNsG!fG3%KT+c<EV4 z#Ts6-(7+xAAAedH#Yad4)^QfRks3&K@Pps=%m`m!zt)#sBhr$-{jk|o>3?nYd`*Nt z_xshrHf=ZStLT5DWMnWdv9tCy%UHMB$#mh%<S8I4?YslU>-8dEqq!VSK4`1O_FYN! z6kE<(H%M@2KPSOdTe#)r@?&9Sc~dmCOR}T%sodmP*n|Tt{QmhGEBNP!v5(>{`0!WG zR8AZtI0#`9_~BsBQ8l`By5$wHr5?1j^D2ZR@bb3g@rs_mbwk{k74vfsitwLm9c`sj z>js~tviTgx`#R-CbFMe<tq7=JHt@c2!=y8hVUFZ9<`M<IwxDbibptsoCJZF-C>NpP z#_+Aqq5p9KrUqu5?oa*1Zo<8ceI7CDAM&zB`RRESJJMqw-Q_*s<LYE}2e&`~w)`+o z;HK9I>!T~(w{T5!ZUAQf`7QS*93z(X{n#|#%!sv9pyI4CdSQI(&+IITUo$_gI7mr% z++TDx<)|+QU1ETaE8+sZ40y8dlewP0m^|%v=ia?ACyUtnYp~9J<SIqHlEx2ooZ2{l zHVga9sfw4dne>zdI>7(28>Io`57Wz4iB0BlO%gIp`2v+fcznm5>Dx;gx9PeOVOP>6 zOIV-4PdCb>{ANsvkcuho4*}`ST0ey3xg(Wl!KW~2ZoQ*B28=aj#dxnAni^APrc(ey z{*@1I*BxI8azK<4_44Jz#g{TYGOF)Nzy1++m%rs|UHn#l+#huYpUL)|m<iG--!a`+ z_=EsB_YNYjK6q3LUDjF-e`%4Srj5k!cMn)7q=)M*COiJwQsOx993f^W46bn-7175I zuikXQ{DG0LSZpj9se11!W*GsxoJ5%uy3#_k?o!H$KZlj4TKUKjINPa&<hK;VG_|Gh zImMnDWW`&~Ynse1tzNnrWJ=|C@`V*Q@M+XtU!-Mj%;zU<%65aU2^Nwa*0+CeSDFte ziY>3Nwin)OuZ_)e=yfQhATJckb~|L<ew6Ji34Zv_gvJEDUb@~-jPL<~obGeP`jy9X zkl8X-6sjLyXTF)uhhD^za6<m3KuMDMAUFgr{Dhy@{?xc#hh_0e#GFQRD;9E!Ek)VB z=g>LX#Iha{r8Sm)*jiMhTdQ`%v=03ZD!^<v&|ugxan|A3ba*iwh1F&gSIWkIYCnG@ ze$*SP%o9d=8L^3*rh!C-%1|(nls7!DxorRY1u!CsmvGo{eE&xm>%u}ZIiUc8a`d%5 z=%CC#|EAT+SeS)}$}|j^YIx3z1!2(5WX=Jf)}52ep~VJ6p6JcQq+PzSWK`im;*G{~ zY2wTY>>Ld8)#TIa-Bi_j8tqGlFG!1cGl7qPR@z(#;{&)D4x5?_?-RwvFW0aPudbfG zJ?cIXVt83O`D`v0R)5<9GOspY3=l|l2)<QeFOH6X40vT4i)$kRwMg;9#N)<}h7fdk zG-@Ki2A40&wbRt<JV(_;y0FW22oNDq1W(k>SG=!P(7-8$-wUQ<<*t{v!!$uF6XT!p zFz7M?GeCl+9}O`xXXSEsg+Iq-{(WBwj!yYf=Ek2@GEWQgZu4MYm#MQ5H4jY*)>Dmf zch)pKkNPM>9J8=sEit@*-R0qBjr}Kytw${u-|DRi-02N|O^iohen7PZFP_LwIijQ@ zzO~&RBJnwcS5v22R7j&P?#6)vBlbLxJVm2!Q)1aQnhCYPluIjLk${T!Q*=V|f5^PU zY^GpM>t<1kWyN`=#A8fWV0j&u#(n}mf(C6cmt*6Xbf2*9Jzep0<5(Q_P5t7??fY2? z{`$|2KgtZ?0oTcuxC#+?7${~Bjq$B$XkXLLStf?h1Hc!D)~eT6iO)?#mo`&p$gyv{ z^aM4=(3)sIdG|kjgq=#cXT37P>#?AIH?~y0X@>NP6y?{{wS_yNASbuPR+y-9pXAd$ zE)4uP#OfzA^$NPxC^2gSGXimTL!A}u!1B%if&!b&rXi9A`6f9X?j+Q6`bRTn@vQ?^ zge_jN<?&)G7LrY}S<ZKAoe2!P^XXQOe>l!8nZ1k~b1~T!^Z0{kPj2#&K9Z6)iUxbZ z$B(0Qm7?+l9M@!2%Pxm#ZEpMY5t+{rs_#+NQK9tdC%<^~WuUjxOj9Z45GYD>MW`tR zU;-VZ5HJ?TV$;F8@i?~`C1>$VzmCJiC90*EWvYCQj-P>g8Mi^UvDxx&mwP}g4%I5z z)AdY{;Mf;gTPTVVdbHf42%+M@*0z`UQ%?;IMGxd=&67#1mnA-#wZ7f{Ds>p%l2b8% z84(r4C=>gR2Mm4lSQveK$jOg_X(|*LH0O%y03A)mbnd-v%W5mEJkWfR<rENjzukVe z#J=nuug)05zn+TRU<pzBMzp=svfoMG-1L_d<Mm|91iguWiG_NQWuARBf~}%8f?Tn3 z)4ei$pGFgNQd&crM3KwO!T8UKA!Q{2QrPm@){Or_%#7NEfq1b3!d7U3Q0Uh>x8u>k zpe5b5`*ikzZF%tki-ub^7$@6^1z|O8{M3yUpsH+s_V;B5BzRn$13HPQT>$U(G6&>t zNvPV_w5;9bLwJ&vw+c>pYFGsJPM!F7zj#h1*{Q7t0!=y`^RBPzvnM4!dw+`yQSER- zz)55VOOx0kyFmnZ`5$$`%K0aWxhqCx*{P}Xl0!R#Uzm>G#WIPqNY158T`JPV>^o|b zUOBr%$VP~}4NPjZAq=MAZtzxr(jmxC-R1$}vDeZt$$T;~nn2?4qYp(nb7Mj}8rY3n zNiSp5Z+z&jG(2zh3#{@R4cxjdXEHg<sByZx5Z>ldH4?Q}4cp?A^L^PX@muKd->c)t zD-V<BY4x0?x=0@x&2MO<!W-pSErNK_78QIz7DuHE?l~^z&yscoaNaiG;@|nu$cp0o zqJyE(nG74D*XI`yo8vp55uzG0P|bwedC{!wJ#|F~nfVaM^-tmWCRtU$h#0yt1&<FX z?X?%Pj?pfQb3E6s04K#2;~{qFoxCt)B%sO6Z6uMy(V-hWsMbeqpv__P6sSYDaTr-B zqUX*(tpa<TjHD3N&Gm7UqGz|oZ;wWe-DHm?@;QmKImB_bXyY5^%0)r4Wt675O#gn| zK8_B7!QanDOOFz$u{`4E0l?RZMJN!V42Fk)lyT(3_d9PRvoyqYd7Gj`{E5gV&VPU< zey485r0)9?VhM|l5TBGhFD|-(0zxkgYDLP|3Sb{-N5X@`UgL&p9qoQ*&kDNAb7)o< zK>2FH;PO!M&%OD>=e>?vL-1^Q^a(H%nqST+#X@@eL}lJ)*<F16{Gh(HgcvR3ep$YG z?7#54tQTo>6~hC0R5e09YehhrExHvkB@f;BM+X1$L+f_^5#|%QEa?jmEr<rg%d8ru zwVC*b#~b`lU{qLD3nKDH)Gtl@cy|jXsH9M_B7)lQ$raJMQ^NKe8gL>VA!H_#Y>U_j zvyIkv9huu_510tA6g>~qXSmlz%Qqd%sFnzM+8th~d|dZB3-5e;-wkr^uqeH6&}Q16 z4<_D0fc#h&ifpq__YpsnKy+qsn6LtXo$O#lP$5Xb-)@rq|KfMV8MM-$=p!onP!7{H ze;aV4uKs+-AAcx5M))@woQegmE~T-Ua0OWhtfeZyj6msFFxdD!UTAbli&Oda%g(?q z-2^L%<M;_J#4MI*Ba90Z28MOUkk6!km2<*L(|}OQX}^&B6L5O>S5!*)MR}?^hg?}{ z2<8$=2v9_=WRmVl_*r(is)<!CTVEDLP6A($M%anv)JXH8YxjapttVlusd(#$+jRrS zo3M?hqUsz+`vls9!uQW16<hR-mXDSd?H_*C4&P4Ch@-})4otaMcbYFcKeQZC!8Ybe zws_S(&b{X|>MMz%Mf!Aond?8AGPAg&qr6y3rMcdQmGygLoEhGL1g85Y9p2VaUPKj^ zE3a{Mp?+g3*u4SEmmF&@k*~K_8}{dz$eUz9@9eU7^6?Injy)wH1Nm?8GemR_b@Q(l zuOvj@PA*c-@2)Zre?8H*TA6Ae#aR6h7wfajmvd1-PpDnLgQ4LCW;dEu1S;OEZ#ar5 zl6YIAqTe|E63o)SCGd*l5AUnZon=_Ag`BH3-uGdhYGLy71XBS(y~hzzqVvv$wpy*> z`Ylg!KStuNW*@m?zdQfopbH2x36dlUT7pOV)c6!Bstx^j!xm>_ySHD?bV@$>sC!wA zT05oFC87dQA~U39H&ue@Zl)%%?~H$9LZt?FdL=1e4$=S#<qq0AxJ?!97JhiI!I?}s zRMIF!!_lwD{V`63SJy*Lf1by#1bt71uz0g=x7~5J!Gj%SlfMgsSBhWHv^%ssH9Z?w z`QylyGQwHyqSZ@V?+U<~I|viMrbXQ$t$)0^{n4CAi%50UoEO{llvv;j3%I|BP<>Ot z9~^vlK!dq@y^S&8%|eTE-C^L^%&x%)GS0)W;>%wHlIzJ4(xCM4xSriXRi$lY<YUJA z`%Y(-v_A!g3_9X>=?h?DcRqtP7$MZhlu|+2espEBbU!t{l`QyWP7n07IX+<a+Pt7D zOje?Y!0y>_<yq!>5Mf)z|3JP-x?>IsEcVC^Gdh8cg_3{iZo@?MK^L@<FK^;aU=@2B z-4?rC^J-c1*!B*~U_+Ifn~oS;8yJc2yHb#^o7b&v3FSsxEFoh6U@R|(T^tnM?B}y* zkz*gaZQfgS(6jhbBBJ-L%;{o|@D=xK*Oi#Xg6TqhOUng5L$nF|lV#x`2=f?b0Rcp$ z>=w6td7yTEPpl$RAXxp51<M={t3N;gktZ@CEiN6C(=f=+YusItmByba{|iBh*F{QG zb<^(M$1z2=(g1v60jdI}zEOv-u5Zfin`lNom-enuf=+%L96#)8lbW1}@RR*DcG;T0 zZomILy!%22mqSVx{B8CAZ_q;I1%RjxyYWb>6C96+=<cp4YLJepUFzVpdh33p31Ks1 zw;)U7(C@)8vsC##Mf2T4C}QK;e7hrkFw+ii2?GibHcd>RJ6)`q7QLH&VLX!W{gUIw zNTcyqTeG*>!r$L+k?|snJe@;00yruHlKihFuWXX&{MA5v?stso;N}7M-j@vu_;3!7 zbIjS5OX^`nmcx<CZM!>+DgVgC2awH7a~$S#Z-7{lh`9){CO9?s@arRVYO?Z@_c}3% z9sf<3b9q{^JdZb1jo<vi2P}MRtU8aF(_;~x;R+$UH=jRa0388XpASBq7=kBA24>)g z*!{S8>{_~#<(j)>hhs*cu=46zB2BrEY_t#_{iw))AxCc=oVs&{(g*hugW28Mo*pCl z9G5;>;IA{%Ds~Xh45n%}Zh-2zn{xxH@=3gzk0}TKt18PxnsvvA0Usy$uw{}nx(9tu zmdqd{Fe-!cKh$6i*#*^)%&EvoQu!T{Z@GD_F7{mW?1zqoL#GA99>qFwrC>n>6?|)O zWFW2maQ!Vyve=%~{wD<ku9oI@djaFODHL~0E9eta;0Oup(wv!u>VRm|<l*l0*>^Ov zye=LmBi}w;ewLejE@}4zQdI)kyPi+%0*CDJPODS6QMgGKz$(1Ef-Y<<lD&PENah&O zsAD8?rSm>G&J4UfF$q;hU?c&yi#yB1GacKVPS5C6cO`SPOWzDDk{wFiEC&x91-~>W zgD6lFaBOAWCnN6#WU#Q=#MJSGSy4Zh_ZL|Cgt=BlOlx-$ZNED3j)#a@W;UORkx#yX zGV%uCz1C;RbcFl<vuOhx-jF$5j+QKizS^Zn{K3LswArFv(9P2XkvF~;SxyH-IxOmm zVQ=4(H|EL#F$@eiufHn@E*%ZM)6v&643$^@eMS}^L&VJ|@HrM6mm|jZETk9wlMIzn z-cm*Jp7|3DJGCC#>2eRm;ESe^WlCYjT`)w3s?PtK9>PHZMJhSATm=dUp8i77Pb(bB zE`23QurJacMkBXwC`xQ*X0j@BQ>XE1vWsMB_^LC`4^~31R+ZL2S}B;L5u{dqlR4u! zeMc8eo+pb5nean}37}vwLsnV&!>xK7>1!napIRAltv6B{keDzCtm?hnUgsr`&*-h< zr-`7IIVT~pl;6ie`!&~37l|ehTc`f{EXwQUI?V8<v+Cc<TUN{j+hfZlxzX_j&8B*6 z<FuRwN}>Uc%$059wdCKdsq8u!Yd%L(-1@;a+RnG)iwfSG^e?9UU{jK}lBN+gdkD|L zeQAgYov`?CPA2+PZ{=MCgurN#fd)I5!dOn<DIa=7!1)g;2qc0iujNrR;)B}^Ox{|7 zKs)k;fq=s{rlK*XLih<yv`C-p%Frs}X0BTu2w9^bmLU3_wAzT`%guhUBjB;*!hVGs zCsqF#^Iy7}R!?j85&)~^phAj4sDpg;c#E@Kj?l69Y9Tb2Ln@4O<TlX*FB21o<K=p4 z<nsv<n26vymReL5u6wrV*5L-^y~ep;y=N1>y!fIpd_6S>c8H%c&He6}1(%i^{lo#7 zkkHK}829LPw47TppLH&)TE+OgKOPvlEe>c*+GQ%h=BYsJxV8GxyrWa{e59^^X2?$X zdo>OfI1X5lwfbQqc(~26rtg!CMuf6`ep2`hdVx5Rx$a3akRdDi7q+aGS*`faRp4ua zs^@XgAFaK8%!mU!L{A~E{BLLLOO(j5nB6&wxp7_0vNIK=lijcHsze59sz{2ZSkk&a z)h^6Um{b|zCV|8{Bn@*y7z0&U$5osXBZ#uwlu&f2i%0*&ouXa3a)?K_BEI&#5~+7k zuX<}F(0(~I@ecXrGRNC7irn1gw5d-K%%2(<i^*+G@)f{$OQz|OWmjbpo_-QVq7~1) zF#{e!fC`(Vi->c8aXaj+eE0o$w2@*T_pA#KTX`=61!Zfu#!m{7dKN06G~fp{i}SZ! z?^a3Zu)3@e*HpFOub=*N?t+oGWq(fC9D<g|$O{yt%rC}_@}MNtFN?sc3FHU5I<%V! zY?BJtfD_nCy=4=MptDS`#}+N#kQK<OjHVt({oyadoVi(S6aZwuZhqF(`64Uz(Ld2N zR#>bkxlznA_Ei^0uQ@^WPinJR!(7NDEd|*(j}Kq?w#t&6<@^S@$@RNWjj)#eckS4o zM`z~h3d^{V@k-CAVfb#i+!l&c2DJbcK`O8si6vq`j~Uae>HhOYNC9f<{{8lZ0l#>= zA9$`sQSZiq*mc~{h?Vc|2q|2hSKrycT-aEMK<Kd+G+lQaFnPM;8NEEsOU%&(ypQpp z+x+_<BuePV42<XaJp4wu$px1{N>~3*kMD+bUhmhxx&@-L<}LwLC!3!(d>`j<qo`wd zQ?+<bvfxKU_GqhaAXSJ*79h&eS_hXo!%W3u71at>KGYfL`v=cf>0t|a^yzd-<}SOs zT^heh<{XI>#%a2*24Md>k&zjhY;8A+JDG2Fv)Z;I_QgwWmDHC{OzwOW4q2l^jtDTU z#@0Rzl|;U<3=ru`!l4@*%k~ti3H{KddaCL7jXmHBvE;k>Q{=U{f1VeB{l3=wD0Agz z&uv7kpZ-AOUGs!O9tnR-&eg?70O&8grmsc-iloY3e|KKZLoAZV?>HtdbtgpE>?kXx zj(0(p%2NtS8e=Lp`1QEmd{!v{_n5Ew>(K8kU##`3HHt}XIeA2&a-IU=Yo^FF4Xv1& zksvwEB(~;V%$qJKz$aF3cYZGX>Gxj9Eo-IF_CLwOO&6-LKjV*|_a@Ul_aF}!uT+x6 zTlo#fmbQ?J#TwT#uSGBZtjubxX4tCu@6n{S?`3^qE+(|ECj2J1G)S~fp8k@`I*SRO zDoZx=uX^*4xRk8?%@)qxWRCsR6%tr1k!i`A?I;Eephptb)q|&C<I`Sv8KW1cq`=_} zSr|%YibSYbfhq7))Rn=iA<-FFpn-PMnx`rothdV6RPbN##EEWxX#7=ldhtcw-bN`- z@Vl)~vGQ9*B4T3CkL5r@EW;O+QfS`mf?2vIb_1h%vP#R$dU2<nx=Mvv`UkI|W#<Xj zYxJ!p*>quo2ENy|g%#Iz#}5Y!E6<w-%NI^*#-2F6Hw`2RKWu_sjKP5G1~5R>2mTf; z0notadW(mC)G+Ab?iB$d45ldrRx@?Ge^1{2e%0IQ8h|t=q7z!cgo>s$-kKh>uRTbU zDi0)>V_a3fp&4*-z~JW585CeokArEN%Kh{ibOa>UaMBUNG#Pp;!c|9)4eOhXv}Kk~ z(VB!w5pII3kpUOgRN41cEd^`e3g>w#eYWR+F$Y~%h<jdJ{Dgs{+>0l#wzYpA%*w@9 zLKGW${p)4QnZ*YlD``_TDV^K7zEs%xUzt)^E5)#Hxa3l4^>JHIUvVY_5&|LyB;gUL zLSHQ)h#hA|=KxHYFUC~@%FlQDx06c%sAW&T4!2uLi;@RAXky(2K5z=+n1`8qTVj<l zfpGO$=M5Ah2XNH?P@KT)6{IA=@KX%M&f=&y+YerUKz2BZS6wBdif?c-04=}Y&w_CN zG^+|Z98Hc@qxTw9rA5ArsCBKNX2p4YE^gy>ES^3SN!(fjxK-T_tyI&-;&eF2hZ9)0 zxe5)OMRNjBn}M<Cu5lGweKv4c?u7o;<o%=Z@L0y$em86))O=??elo8!xO`bRL${tN zqnD4aG6R<9Iag0$%JZ<QToam{vDZYEqQ#oGu@~_Mh@$oxcXDd~BHqT)!2>tm{fOJd z%yy6fftgXa__UO3av40h?Al+^E0W;08r#kw`s}f%A_d}?I2j-2|E7XPlTtBgRC*u( zd@`#|1!W*XgoJKyp>3*z`JJpLw>wFepJX7pwF07V9&=~N<9{YlPjguijem<d#7O?3 zbN*#x5Gu(WICb?_QQ`L_r*awXYQ#^ncj1P=4;eGcS=1UCvG5EX(r9f_y967=@Ht`_ z5P&dRGEJFox;XjCvZIJpWrmHi((>5zbV|9N9rgC-LH?tsB7O_Y5{AEiZ0$Dz$KC-a znn)uZ#mY#r)9h+kK{+}LH6ql?QmnZ@8K`s!$l~!ZN(iuS1Ll|{G@2rFA1>+v7)fSg zfy)BY%nJzyJcuG>?>;r~I5d7%?D4FxvUKx2%QNutK4{VV{&8wA?|`^>hxIw|$*cYD zwQ33>e;*fEqWfmhs)(UeenXs3(ng;FFV$h`_iJ_6FivMaYq>Chgl6xKZZ|#iyJx__ zZD&A|18CiBeSvC@4%8iXC6xYS+0Ce!rI1rdLej?*$(<7;W*}XtJ7D<t(kiz#@F`^a z%k+0VBnZGIokV~jwf#MdMveDk4TtYwQqMfIqFBLlumTIIEw+;=yRPohN!@9?IB@JC z>28q|8IoJ=`TLWv=PQoMsc=xmSs+ON!>Dn0?oea}Ya9tm9agAu8C+GPZW6G&KPrA- ztK+>RhTRau*B9^1Ljp2EKm2@)O7z2^W<A}?3#K33lZT1yj46i?sJ*Wti*VP&+ui(m z+(pFd7}vUy<Q8-~DDP1CGFBSAX<!!icc$u#H7{fTv!r6;0iA#4b?POvG-Z3MNhDbP z5z@ZOTb$5U90b`OOtVfpm%n>g+jU1<zQ}Z1q4Lg{ADtD+P=MgeSSIq@u9?I#u8~)- z^>H~151J|ij_c#aI3E^R7p|XHj-Q@}D+9fUqYwL|?C-yoSl8C~mWYyx20BWQgAKI> zbBjyu4`0CSduel=dSSV{KSs6cgqmg8Og8lz`{LCGhPo3(Q!bIn6e7~cRbkS6xxD3m z)>1S5**|YX8xz}))6*JU|6MG&`9A4Y{%RjIwZE6}pZB%f1Cl+vjSLwQ`9w<JG^vLf z?#B_an3J66{}!KSm&$e{10EM#&mhlH{BD<~e))C+ER8F}wLETCIHk&ILF{pdx=q{) z>Br6PSI<(J1{SEQ3qH*xrv@te5Ixu%L?;|*zx(9nICVv|t*U7$5T`efiwG-N8<+lE zhX??c-z}Pev1OsT7{BwS_LfrvEZ?vK1v1`m8nkP7|3;3V&+f5Aw0^Z1PJun6<l*Cm z<#04kk<ro>MB+zdKAS)_L9Qprl}-CYor>J~>o8{-JxYt?x%Uzmsnef2yh{^LdEK3q z>S4@@!u(=Zumc6VH}LwVcQjzLS!YRVjRCx3o=)t*Ro$Sri|3`cTuZ%CAWij6?B<*7 zu?ld0>KE)WOv?`5HIOqTC^ltL#RwmELI)wm?V>L5WTs{@k3EYxk2gXbiPaxGNvt6Q z&bRmwf$MBd6dyKVD0fE0f5(0&y$~EuIiDQLCd5>rG&PC4Po;^Si+eroJgq$3v_-aE zY&OFm4}Ksb-s0Q})5drY?2rS#F%jy-RCs^PCSAq;u1c(a`iSs$o9LvUd4(Ycq4J*( zXZPoql?3{ASVVrK25h#rSsu}(3nd)i=5UgV?BH!5exJ!MdV!yEYi-Hu>sayKMXnDx z1S=CmZn9RtFk-$$B!3=UyWNIf2*QucXa9`~t$u-e^qk`jxpZA+mWA$s>z)+l5n(rS zbn>f$f3{XpMQ#)ILA%lzrwsM(Img?#fsSuqjsH<^yX@zF$C}Zo7TR*uA@jHW6}2g7 zqv_f|^n;xSoEe~RMl5^Ih4;(E8VHSkZlayenhm_#t$=j6`vXywHY>y^M5TH#aI^}X z3`Ra*Ey(8rk}~}t7n`v8N2S;FifsM&g4zz7#H1JsqOvH5&edoNVCq@9FBuE=C!UgY zCXE(o#LUFZ>f~c07EG$ia(kuE$_6t`@GvG<3o%;)s}URjdoCn<$^^j)vn|NCE6qm* zjv9~GII(y@pfK(;!iQ|3U+1oWkVd5hB1I855q$!-;Q?80-(*c?#BgnJj2RCWr%q$= zUt!T8*HL$W_N+S$JT3O4xINeQXV_`I92t{;+OJ+?Y?GwFb*c8rIv179)CV0G{S`Y- ze;RTvE<L7zvZF6#{Q~k(M2T^COU<v}NXIVqr_MN~lrsu?euV_t$CbH}bb(?DT^Fq? z)W5aB>Z{ZVhu)ilV(YUp;}2r5P1-iB0BF&B#8&+=pq69w@^L44rR_||>IHAVjGmx} z&BRxcfYsL~%?<_{A@JXgJbHDZa7f=JRVgnbP$==RW*UesDO0|+ur)DyXe`FhyY@;A zn$My@53*T%=H2#Em9H$A#9N;0v)n)mLaih!HQrnFexm<z0pe;5kB^@(CM%y#y9Di0 z;qS++eZSc^rB`Q1{mEd7doaIG)>WA~gZA!xligJ`ZY{As+F>;dBPrY?dev$Aou*vL zXNi;SIh~l>39Ze#+uXjg^(3~0-)VbOgjP%8U9g+uyGEnWVba?<RRjP+e%ah=S_F<1 zG@|`JT<UgWW~rEzKubC=0svUd```h&&+Ft~{u|um3E<|N9%Hm&^_6h}0LU;0Cr}^- zzffI}KVzX#Mipxaedksd@KC+Sa(X%`acZe-W=D%d2C8XWuN??Yz%T;thT4zngg09O zjs8<FfW8tl9VsY5ZL#Cc0I#}8qtEEbh<|>qcV`x;ZMp>K0&-#lB`mtXAU9`%7-xxb za=I)|c@~H;M?Vmh=%MinI@dO7I0dPYN0`;YfODr$iT~bSy*b1$ES(}zHoujQ?L}Pz zy9>hxrWySY(Ifurm6K1A&rS6kfU{ns|C;cMf9DzUmqY5f98=a*+q4w?pX%v{iRo=c zX{?pjnn3CMKpC7b(X&e{H~$D7TdY9J;c7Dg!)`iBDGA)`cIqP%r1&LT9wj9u+?5r# zfiqK5O^dWL5E*#Q4@mSEOU&UR;ru2IP71a^?YFAS_M3jMgIiu_!e^wQ{%rk~dVTXp zbZ|@x<3hwfY2h$AN64+B!{)=qrw=1S8dV|R)PIsWEY*<$2?W83cVo6u=4SVBxP+g; zjr`!HLv9$Ji<&e@=;dw(`MeWY`S#{kAXx|skqYh^+@Zk+<l5AWcUCCoZ~uF60<TNx zC9%PHdZN%{lH#YL%%It?u~@(EsEA5v5CP=wOQ?=zKEYvX6jQ1yyY4S~LXQ>KJUuRQ z&~QOSyGl#bql+ALq$^l+hP~S6wXM!;MhW`mD_JOSZR~ZY{7&TyNV%n8iPjh_YC3d* z31Z}@IGC5r$)ELMG=n@FJP!_EEHS7es5<kQU`X2@b(&&rw{Jo@>rL9yWP0pmR$E5q zNLuZ9|F@UIj05kagv8uTm6sf=O0xNm>YDQ<EdX<z&cLzC@)M&;P9HHvLF!fLP)M{5 zU>97P8#mcXKAc}d)+35rM#)u1b17_cn`tX{rvb9szTY;&4TI)Jbjcw!vbZv_jN4-Q zox(bFW{>Oc>to1B@nc|>WvZtsTuWglRQ!=i?f2Q$N2Wn~hh_mTq}cV>jURl(ER$gD zZ71J@9B1!#%t^i5a%qq{f<tLzW&+lYqGj;F<ZcAeP1<=#0!+9=HSdJ4cbYuv^UK}y zg%@a$?HrFf_;@bR5oVJ=7}?g+exId42;<ZM$-xh&RTzFkO`LLv%7hOKKKrs}A@pWs zMB8igIVSawiCZBBu!&3HiLOhqr1EZs5{%c`BKNz#<SQbX{$Xn}wajOgnv#EYp?jy4 z3d7l4JX1j2AS(PxefRqIJGYw9{m_^7*L3Adg@p3(g>UxY{^;{LF<hRc|DVTpdK`<T zVaHdl)Jh>$7mw2r!Rtkr!_-4^@Yh)C3kBX5fP7E@#+5olzWUQ&%`h-J2w6bFX&jVB z;}4P>OPTm|3Ob?p2Y)@{j2a6`+x(?ILxU9QS)0yQt>b5|o5)G=56xAFpIkeQE$6<_ zDd_6f!SBlbsyxR3AtwA2VI2e}uZOM0Ms_A77@|H*hYm#Od~U+LK$HswnQ$>L;(i@V zJU9M)hs}Y0d8jU&<u*tc!%+7|Dq_RQ-?48w&JhSSyzg>T7v?Pbsi5blS#S*!=k|tB zf}UElMZNsDJ4^W50FJ9y+i=7V#zJ)`-?hohKAJH5cmj07*8(oau5Z4P?M(`jfSox{ zx1jyez_y1xfin{vZpeiNM0`07#inG)=B}qJ5gtB8ZP`M|Z^(N;yO8VmZ&W>)YSn$g zG+pHr?EC45t^4bzH_+8k)@mWgYPd!0nSCx9l0pj70uBD4@Y^N7Jo`&LbVy;Ucj*Ve zhz%<yPX(Or7}`%nG(7@t{vU+`$13Vd8HL30U6wSROgeTZi-s3`V^GfIexEU=MuHG7 z2LaJVNYr@sbkElWKXg#}uw(!LM3lH-#gA~(@Fvp2CC~owfVIfn)?Ow_80z$pkya%! zYNI5`PlT)W(sx8wvSlY^BIs$%#G4VZN>1YID=bdWpNsv$etckzlt^VScYbV|N*b3~ z*77^LQ;pzLZ!Ubh^EMIZr+fKlImYl)9Fi^|4;A`)c23t8%3MMCtsrArmj^v9HY-!Z z(oB-6sezI2Hfb@j40oU)gU3JVR_gXT-eG5cB{xcb`uls&>9UGYLdRI9N4g4bZKFlJ zOw>=isWPP>d~_C^Vi|}EN#W0{%%l3xtL)FUUM5bo-+u@N_NN>-S#-7#0IOO1@Oa?8 zm1M(TZ4Rg<0J1&{lnjh#(Ew}`a*wbNtF!F(D}Md5Rw%{OyCf<sXc5v3Xkm|h4s(y4 z!bgX@gP6}(N0fDex1h|>u+4d>kSrdM5V=?{;oBR+u9Ls|m))}F1`8h~U^lEI0-zmR zBa6nWVsKW?!6^@P4zi$Y31XT_yb1J~83#~JR`zvIz?k~GY3yLC0pC*0rcDynODHyV zvalFxOLf|>o`raKhI!Zi;t?`S5uA4g<;i99aCMXcPp)!?f}eLcMHTTTz9**f$?j>c z%eXTiLm9TlO?@o1t=M*+yNDQ*U=Ri?3NvtOoax9^%&Icn(BZA2P!c;OfTF|@E-gH- zf(9=B<ut2UdKx8}MAs$<KOXHW(yr<^pX}7^O}PIV{s~6ujm+u}dF!sfpV$mX%D;Cu zmP(Z|1+wDHx1C=AF)UpgFU{x8HRH!b5mSy@h~43r7atv)H<q)TuP`W`|3)9y2Rs?k z$ALm6zMEu+<+P2gKB=?mY@^(p3)Z?r7!^>o`X1W>tW3n%w;TEO3fj*yGT)JdQZdRv zd2^=Ukht8;EIO|iArCn%tkshAM;}pxDmn<rTnrlnv4yQs2T)BB?n)s`3YZ@?w`8Hf zbaR5{-R{q~DOdQ!-r2;K`sID_<0(*F@N`!j3!|*PJ2)x`qmDJoWh}rZ=2t$(e#z@+ zgaD&8_4|WsFXefe0?FenfFgj}GyNXR!5X<f4+w%>vdcDhXf?DmsaQ`Xg-ZwQsVR!W z5PBI{KCz-YxM<rCh%FceY^J8xQb8x(#{X=_a33`mP>tj+;I$OW=rIx>fkJJ@=iJs~ z%-D*izv9<zLIH9{sf!kkqzk6@p`Ccz((L(R;k2~&3Q$HQJ-+ZJWvc$_IV7kuu9TEi z<d`t$Z|oR{SicneORj*eORvG>c>2$D72X|5u*cnd<%~w|^Q~6?>t(kQuQsRmvTK`F zdDJgwU2RO@lNzREDv_pP12Gyu&qeCd<Rn+xA0AW<Nb8TRL%a<}A;nEpS|KvXrGw`- zR7Z<~mu~xZSN9_*akY+>HY&~|x|Pe$qm&egKwb~c)iJq+0ia=`tBw0M$;Z#mz}F@~ zRw1Q0HFBLe8zL2w7bS3zrWDflLB&M)?+XC0nqFPxeyj30P>=tbFPB}+`|6P2NRtHZ z6Vbh;V*S$5cYSSKqK89FKzmTSx!EmZ^M%FuLVvdRLDH*uBQ9qPt$ob_a*X?RbtI{| z)VkVhuMua&n12mOz}4moHHc1ZX!Y`fW-^Cq$9;nK_G%DdW0C9P`Q}zM<0F*`;15{^ zitCyiHwNsEz3(~~y7L2Pq-t6sIv(w<TgV7DvMy6wdzpz$ptR@H^Ghy~9FTk%Q$H>N zP5~LzvgvS3WjoYpX`+JKJP)PL<ltb)6*CdW5-mXer|f&+@k)-5-&6+Nn+fj%ysl~d z=etd7oAliVxgcI89o*DO-7s-hCt{$kw#aCpORPT=k-6KJ+A5Q6ci?LbZD|q}>Q}cT zF30(v!Jlc70o?TdFXoMCqFQ#_>T4!mgWM=<iPWN2a`&uI$433`=xvpSqRqtDyk2rh zRj_LM9DefoG+PUztC1zvUH3M}voK@ER{${3Af3*HDtneBMh<>0swGbD!C}vUl$iP? zYfg;}<d#+wn*&9SfuFpKNFHjd9O8kGl03G{cy)2aPcT$r(zr+CXj_`FW|>7Q1h9PN zCkI*#PyR5?{&w4vZ+^vQ2@PgK>+x`Ex*a)^A?auGeh||(Xm;uIS$Ukw*nScwBD1@0 zh=6BF>q#UQh}{Oai#hmSRdwR#SZ~K+l(9kOyoE56LG1`=Fx@f9Z|~T!)z{v(4JS<- zhTn?(JMH6)3ns!^mB)=e%_i4J(ja*!BFU(U?bQ4f!wi3{v}YUr>~Ho@bCAH;eK|UH zkfg~KajIP@G=>_rSedNL&<pxQAePt#)x200@b(xIcWyjb`bRiOdR{j#{kz6zVi*in zTn~ZyYos8=SP1mEMhyyBp__wUE&Zo*+S;NEc$Q+swD=d<e3sJk0vL`IkyJSgssMq; z6=|z*Snv5qS~7v7QfcD=b6#~1sRlenTrZ<PMX>RWcmopji=oEXIv1Y!m}cR|^08w* ze>;wj{6AVZNkRlC%wlJfkz(@4BK?z02vj4z-yUj=J<s?#d0!ken*`Z;xG9&|2u9dQ zwzN8H4Gew|zgea;PxwEY&VsF~uIs}4&`38(Bi-GNNJ)c8cXxx-QE8Aa>F!XvK}zZF z?(XhyKiBoW`~c2@z1G@ujd{;8RtqAlz`b5Er7U{Q2tdV<g8S5#>D9jB;vsF{b9<IQ zG%tL&P?jRxM&+wm6zJ}MtF+?6orXlngv1n=9V)Fznxudh@{j7K^y;)?#qE$ZU<Uwg zowOlJ5`$F+4cDs<jfc@4&m5Bfs*swG3%Px`VZ2m35fz#BTZA(IrO{BjhYph{TSpn= z7-B`CnnHI1ckD&^cY~$kQhCfxuA9+>8to|qR%;_5fI6+R>=tvMu?}dHs9SqedlK{z zdAVz#Q*bObcneQ~qipUn+S+&!hoZ#VDqo{FdS5NroQ0Aw!7S-5Z2I)v+faXOwUN%2 z!gZZn^C=-j%#+q^lb*tqpPbiCy-!M%VMFVo3SROb9TBgbO+8%&=i3U_-tW#Ui9A>^ z%J96&lL2nWY-u`z049=}LBprY2dilxVt?013=Bixm|fixp+GJ&jh^iqIufKrt(v8g zNXj>jol+7=iP9R~E;YfnEpFL5^42N>Rwn&~cQMgqdR?FR+=K#yG#KzzfIr|L`YE85 zCviwI^>foku~ZqOyl?ni29IlDO^E<cKz`f6LoU?@4m+nEm{b2gl4uh{^n9T0RxEE{ z#6~Crf9UC4)3Bnd3?7=k4}=`d{i|Yt-%@N4vJEE;ffbqLlvH`E2K%P}ZKa}Bd$dx8 z=dLvDK{niwGF;XB*m3(bcIlqg#=EPA6<uX6WG7}7UvUOL7x90w3ItwnF%4*K;ckgD zv`y_zmo7~r@5~~{rIgDLl=5TQ)~vfA09;qhiNmS<^LBsYtl#ca?86?_c<K}&!A;SU zQ2yuzy6Au75QoYSc<09J1{a-koI!E=hcbuLMn!xd2+7a*`&6m>VDDnzQ#sBDKA5ZG z-vnp7S}ObP{4rd*ZP*pn=@3aAQ2eRqx5FTlQEP&{-6~>Ui(yd|iJ7WOIzN{#zf;kV zQwGUiGhT!}fN{2^OMu0`D12u$HM`ylL~ER?8En}d!!Jq^wbIl{xEW%7gHoXnuxOe8 z`6c(ELF%Gix1iR6&utsWJCA~Kr;c7r8m5=IT5foU#5erzRLigKcZsQ%DO1nl8_M%5 zYn-abKQw;P<7^SB+q67oj<oJyH1lantdq)Q=a|wk-b_+@cVn?Lwr}8G$puSsHtUn! z*e{P?MK^qEsC6IB;yTtf6ms3Cbj|cS8J=C$Tb^3b)-<R-TbnP+bg_F5j58tJjC7qW z3<M3F6PzUp`x?EDe=jc!MC(#g%+=Q*!(qt`@|!MkdR5mr-F$<r+Rp|on$q0i{^6N> zY-xU=HYS{-&gAPBEoo<LUVYOl)4&=EFM9S*A>CC&?d#OaU^xQic)Q2*%@1ATozaq8 zHR>4^xiZ)f;2HKe%-&jo&LznZOG;GkB+=L`Jq>-BC`#cc6>>yTVgT9J3>XCg1p3B> z#>N{5D@KWW>`$__57#gN;-%z3V~(>3*mc;TL9v&lfe_$md#_xGN>8zPPR<|zz^Z8N z6DHw8Va1OiMAWo=cVbKu?%(+-2MZyG^?tW>9rmXmy<SCMj)*;<_e&689uGF7^*(RS zlFJyX$U`WyMlEaR$Grmjj1^r+@`5m~CvPHK1Z#FiqRPXqrfz@QQ*x(a4`^s#IrRFx zT-_EXq37SJmZSb!>sM=TnnG)MKL0AVBJb1RT^dN&tHF{*{4$K#C3H`g+B^YZs`PYK zQDpS5zOG#!@*NM@_HD^c7iG9y<p$MYQb>qbhYHnLthkUWklR+pVo95Jag%Il^?X(t zS3K;?dOg2x_(YKTe0)m&dSbq7;PTR+h-K*0XQgDrf!B3Fze2`?RUlwbbNNZS$8-0T zyyZ2A0D^e|51<&O+0Ht4Tn*@wKXeb{;T5FH!NK8)5*CnyQ@BOU08;6ODE?kT;}VDM zfC+C-f(snQo6oqaG6Q2D({TE^NleHwHFKsyxCHGMr*Dp2tH2eep^dLl=vtriHOCuP ziQnQJ?ezu?a6;k|jvzTPt9d*pW<)4dn62CT>QfS)Y1`&M$qGQlU-AEm6MlSdtJ9S^ z#YTOzoRg%0Cx^*Cu!Aaz9JfW*RY<WOu2Z=yKIqhUBVrVQ^zk{Xj8ETV<u_=rh9$Xv z=5(C3N%&XRSQtt!=S6waDOzSl?RD+hQ9b&dO0qf>ErbxA=rd}%#@mB|)Mf3O@@AKr ztNuj~UWsPnZyeNbmVSHD!UIKFE*ip?E^C*xN$8~&Itz#ME1rDyF4Hn)vkoUpX0*!X z!s~MdHI^T5$ad2gS!3Zyh)fQ5f&zN^=xz~Axu<p)vHJLqm1+yz0dXjGm20MR^6vzT zA|4?}0Yt@xXoFA!e0dmj`0nT>&&zJ*_V$CU!$rZ3I-G%M9gj2k-SRmZ-$5aZGO-9X z{Gj`~arfbUvlS2Ih`U5T(RkN?+EKGd4Nmgfu}3XCfioFApfln>mX6oU$<dDfFWsvh z!WR?cGR&>V4@@Isw(!6nuiOrcYNvD|0@Aj?WKJY8x^enqU_TWu`JV=ApP?1_Nd8SI z2=B(pv%9ljrem&=(BHo_jAn`2Qvr<$)}V0?`dYHIG&UT>8J#sJSkbkx#X)(=L!l6T z6gUb{;&WU?L!zV^bA+-1l{MarnfI;-GP-6+zyV{ozx2{n+=Y%9rX<w|68-{_!Ygx1 z_di<`SPlKpZvTkTCI6X5X}tG6PuJGsySF9CI`5Pk{r%Cz@i33s?=(Cj?>9Xl3$x;= zg#?(PB4P&m#TmCmaTU+d!T^%=;CI_b{mb<yRUL<kB{w<0pzSf2$$^K3`2O1(3Lt4@ zld-(-3L+mYRj-cr*K}ukgdvF0qMOZ?hf(s>bD6I8T~Fcsz9vf8&eke&TNQnQ&MMQE zGjDAc48DIJ?Wk%!r=*y|X@dnni4d|VPt8Sczx4Yo`)75aeewW|Nka1pM3GxyG^o~d zSpV|;rp*6B%)6rKW^r!nrLVNkGPC-rFW|B8Rv`iY2-D(olyI%};4VqR`Azx{)#%FI z;f}k>L&pjP)%RbKkf`|U3oK6?57!5(=faqh`e5Wa9eE0dw72tQ8%o~1aYjpHU0j$u z?=-Cf`WnmM_N>&0+A&s{2iz7Fwfpq;lH6@!!#f{DrT$2_<S4tEe{8!SX%>1t^Xfj~ z1(5FicC*}%%ngOO)(!<I<LLPVO_aWJG|)>$Q>q?F1$bLtzb@TpPg?4TBjK~8yI)}; zlDmuzHPsZs0H(sRe2{EjW>rp3x?B!pb#$zbrG`LLA@okbnJN$hrt{@-d!oTF=K^ai z*`yiBs+dSLNM55hA((GIG-i@+K{*hB?po1(NZz^9Z|6unQG&FoSFSUib}`k^Lrjb7 z)6EMgCJASOox7><&j$aq?^VlQlNrll+$mp-SDm-2zbo_aTlL+SBai3U+2#2QWQR5@ zGAEbD#SB}|>IKXmxa*?8zC4{p7z*45+E%tAQ6}){kK_pMklVmq)JJEzZFWEQn6Yk? z^HN_VF&W{WGeM;3eeungel3^p*HiN>dnC_jp-VZN`3bjydd}8UJe$DlRt|!cBd$Qq zpdogQWl~9tn$n1yd)i$qJKnp#6vY%{9OamRKM505Y1ybDb~bX9;xv@o7y*7Sr=#r< zu<oaq<;3i&8`3@X_g#E_+TJ05wViRgEZo%J<_N`e5810{GWkdtPvdN&DD7%X;Hgh7 zXRycxvv%&G)ZeNN9v1Yc1F4bD9aJBlT{>1E(vc68jx9vXD@&;x>9c4od~-}ZQ?3UL zIe-;(u9AQrd+&IRI2@K!tvK?IJ_0<`Jy)vrH`LHY^xoH1QeEB0mgPj^^r2ja(Px(y zvzhYmX8LV(1-WK=J8Wl)RD7dX%HlmwuTd&5WsJDXkKAwUC2G}X#lwt)Bl)x)R;Otz zx`3L5?1xI)$q6x%RMeEw@dT5JaTH*>^&BwzTc39x4?AAE4Sy#6fT6_Q|1ph6ZX_{T z-4U?2ty|fC7oQOU&b_p!#L80R6DNK;P+ZmrFd4cEma0PIzPg8mwHsMMZwBU|;rKl) zBUr%ar1<_ViI^|Bw=ib#cHJ{|scId^V-Cp!xrC?)rt8Yge~J&AH?MG61n>dbXrHp} zr@N%pYeFfwcTkQ7mP|R}%Z<|SyQ9K~3EN|bmj@_;;aF(*zPayAogCma<T{Hh-n|?Q zU;rqMt%Y<)s?XWQ!t?h<h=%;my%SL8LXH7#X56UA(#_jHHfwnz{fV{>YLcoHt$be) z#n<U)T~GZQ&xKakC(F97AJgj4F@@*R#Cum12eZh0Um9*j(E*A9q<71;rvZDto}zPi z$t_j4k9d1{S(or#e_&}Dxa-_scTPe`lCzyq@1=lHU4&8E+49AkWyj1z=~Hy${#H5q zs_;7tC6b>r2$Pg07Ry}Ujvw!~78n7b<<({*1yIq}=a6@ujX?}U1<LZ?y~O*F`8!_I zo=RlO<;q$|b9~Klj@H|}5;IzafqHWlMV&*UO-Xu9|9cBw{o}zqwSxhkrIy+;;e9{* z^#&(#f7q*BHF!O`bhKM&<;obDnfXNOHx<{NG<3_fv9u7kzF2Ib6zW$ilsR!U5PG^} zxYY1v`4cq*W+asUn`w>j&Y!=A6(y`<w?msQ!AwTnrdAgfGXLmm=iE4stA30M9DQ8y zjwp>&!T)qy@*9OP$hX=sc0+)xVE!;IF61L=^@m;OH0yDhiLwbXBst0hoTQIGcxYIv zXy$PC7_%8SvNUl>i_!UUJ>1Md5T@fOIcV3=3l?*&`hYBqpD5<Qa=C)7^<m|nAQKB2 z5z<K)frmH-FGFY=Xc~xXEtZy_aZChYN`EBj;}<&}!t-2uW><EX;19-4#CfBW+H$ir zuWmV-f=Yrd5YIuTRxp<h13?1Y{t=Brwhs2nf4>c=c-WRwdofTCq(Ghh^p78gTN+I% zo0QG_IJ31vR^5<*gcIe&wa%|tj2Mrt!!)LPvCb;7e$|9%zF+jqutIi$(T5=nBubl~ zqarmfkChhGNMKgsRjqo|8$>@4FEGOb%u$Q}!BHL1;K@8)lo;x~ETK4Jv!I2(<3Z|d zDsg6EQkYPcVR2?a1T7t5Q^m|*6E7>@?+}YUC7uYpdwAHz_k)a8lY5g4I{Qj`?JG%O z!WnO+3898qB{88i{(Gd$4khZA+d8&dtHI*=g^UPv(F6agsTFditaEB-VC8{qYV7yW zRs;??T#ml14Y-?OTc4tTkJ{~z>%m@B->1YS#9&JN=}Wf4Zi)=O7E#vP$Wy7K27-u* zw^(4>m`-;pegM#?Kkd>A`FD*J4y)5g*i>O4Sr)ALF<E+hd_cP~kmjPE0!c)DSTu?e z3AQiQf`qfquFJ}!!v_-{0uUlXvTKCgNBxu`ALu`Yfl*i#AH17=ETskw$$j=Os<PmL z%&KzgADt}cdzYtk_20i?;U3MmQU+i`FF$US?5?H?l#Tofv&KPJA-!fxSL0Rt;D9^~ zefdF6rX;i<+9CS#X0Qlix`hJBEKPW^e&-OqC@zT1`>pY<6N#wsy8G~CFRCbp`g^_$ z*XR%722|?)bj<9^BBViA5IZiB0M-ioF0Cax4MlDn*-jiiNM3h2$U38`g)f8)P<wLy zFWW?RzhlsX9^C`(=BRy5rHs1)_gj}8zMO!Uj^QLDRb9c?=QnLiq4zB{UuP29oh=6k zG|9hG<W`qvx@)P4fAVfUc8qSTews4}*m3bzzY`2<v$70a27cdHi&SBzP~U(N*P|1N zkcVN#cnlV_f#ik%s^T)OFS=fc>s0w;Kg9+M)#Sb$diRQfmv&FRzE)yB$=Hn{`g(Hc zSY>T}n5m-ae^m`{D7L#dM>n6w*(Wq9_yO~xzh8qkc8EgmgzhYgL(Ok!%;VHSz-8Ze zupn5Gdyqv`Lgh}7sQV_#3<D|Wv-nRPthWgaF%3)g3FrWoBvQ=w#P^+#X`H{mC@UZ; zdlIaesoD1)^XYxXoUotG`4}7cS$w|L{r0k|wWg?`hWf3b+4@mUyIcO4k0Vp=8pE`s zwIVr3jZJZ01||xqC0d{rQ5XB)58)m1oo<vkfYFlL+X>$?x1%)qyt_7nYV-!s(!yaX z2^Zh;_gPUetz80v;#lwzD$&R=09)(L%INFiC_LIL->SjoRn2STao;Jks24B5&l<Eb zgkBTeEwBr$2(hJdU5Bi;+%<TLZEZ~m&%XOoRXR{7c4wpLK1;wa|34N$z<9+0N7BC} zW%BBbi|MjC3@%okGbR}Wu(L7-ci5*h7fX|IA6so)pp&G_(yVqoZi=^_8q!G{>B4GM zyA{)P>iaA6P#gD1JG=4FNj;h7Jm#JY=&X@Pj($JcUiCL9K@MhRatRs8zS3ogDR&CI z;ckEh5YOP6#pv_}vd}Y`v-nV&qzXr{cGIzG!$j~bY~7yvAV$i<9c?0;q;lHeCqu6s z4+?P!Gq{_+pyq;6U?0`=!CP(B7soaQq&FX0LAVA$p;zl`(bZ~iyZLViff6oZj&Z$i zuj%9sNa_}>PDJC9BhLM9VTr8)#Ib_*r(+qm-&q^)X$oyY42>UZ!^E05x?W$F-!aFZ zktBn^?oKy3Q^<P)ZrLMmgHSt$md94z_Mta<<pkV2Y|z|oDCQe!FW!Fp?~Am+P@2By zaH8RSW8L}et?&RRGP(#NGtylLm^LX<Qy4j%6J<)01!K5|x9u7VE)+EHN%LMWYOWEH zN4{61H#Q8z1}#DkEx4HUAoE|Y-Y3#m<q%t+@QL)=)cIBD;67d+d6V3?5dy?)947N5 zo3Y9tXCUiy5e%pNw|}Ij*dFo5e}x@aKPUO}ESg7Zz4y(9g7&&rgG~S^GKGu^7)6>$ z&}4FXx><z0S^Hj!dm-mNd94E*EQUQu365Z72`8v!D0t@zJyrxfW@)W3%U;;|-4rxr z1)NtDy`0rJ{rZd;8)=Nw_Z%Los@!j0T>OjshzXfd`#<fG(-DunlNjClXkalAO0bL! z(--P|qLwsKo?y`nGmzVS;WyG>8CCAdpTMQv({aBn#nx6`%69sW@a%ceo6i3-4#dy{ zS4<Ro=$;QM5y|~8>LeSlyKGNIp0>(7Up7h)1~NIz4P#vj(`Js-_ffa|HMEFU;{P4u ztD3tk$PLyXFI|q|RGquEo}Eu8ns+pB%QGWoW=r{P?^UyQi2u@;r$<CDl=@aW^{eGL zco9s!lKMkm><^$9Cdrytz07Bfirz(7apw!+hN}?n0K}<rEBCi6M3jwp>3AWeg1c4G z?Mq{0-#9AE%0xD6@yyLRx>Bf3q;bI`qwfP2!0Wh-2I!rCjYU*IY#Oz*+6UOZFW~y_ z8_Sk<-(+T5ofGty$r334dn*BU8G?6ko$?3fT&z}{@*wvEju|Zvn=Brz@JZ-#Fp(~k zz*@53b-66RRm+r13G*9>IUGGNjfA_haMfa^A(lBC^C}%(uK++FjtWF6Fl-i3y5}=y zWg)i;%<FO=6wLs@oP}6Btn=4q99u>W&0vEslIQsKz29N&?Bsdrc*HR^3bGk9>P^O% zZ-o;k-D0N69=YYc3yA?%{_B5OVo(WHtQ#IW?&U&%Y4E}aj3tkP)_(E;eda#^x(!<5 zczeO6-+(pAL?OzU>5TzkNdlP3snHnAYg^fvd-XVqg|P1(!_OfSWO+_(NLj4DHtaSW zTOmNTxoGtt*oqRhG;NY><2h0}xCix@G3gTQ=a0e;q`%Z1zE^$-DQX!NbiY@e)kgqO zFj9YS#RvpEEMBJ7AAdk%N##36OwMo}+R!$2Ee7R{qHZrhEUp;owuYC;-)Y1R;-xty z=JXP=J2Z{v+~+Nhl?N$!9V+|Gs(9$3R<pW1?%gv~`pikj@gZa;vFZ&2@E9Hrfi}R9 zt7(Z=gwp>0IX&*~gDp2)8jjv@gE_$2y!qpnY@EabXUClC=8-{EI|eRc+<uZ$N|VJx zLuQt@Pd!x=?;PXZd@rH$J})p-Ocux2367WWVRT&V*kGFDhEvJy^aS}n{J7<PTI=&U z?bs}RCi{h0MY!$$Co$>0BqYFq4~tU8NzXKWk+#puLZ9WzA#8|h%8Y-P)i_Oe(w>Nv z9|<Yw*+o3@#@`X0mQs6J?(nA6o^;Sc1HT$C^0G30U!Q5w-0^8MgTT<A7!E7QMD`Ou zO}07DvR<3Rp=Y~ulxH7FayVhf*+2`1=nJC}MA}sLQ(J7yTivRb^URK=OD@O9C;+B9 zg;L3LhJ+EC4A*L;wx8PP#p##`H*MQ-%SK1qaJ9dy#lu_om+DW@rKO(N&3P_!pKIaf z1bBowMqIy&-8C}E5yFD{_5<F2nB^z%&cOc(9C#>)5ogT`Sg*Tf6~6Tvc7cn$(RG&J zcNlS_hO{JrGUUp!s#wXvj%~*YwnbBdGdc+zh?!%uAIK5|D)|lM>m)$T!EWJ59kUY< z003W0oJHv5HYgPc+B#}%RrQ<HNYt%KOo3?9;qau`{78HQo}@JrUhX3PT^fmAx(HHh z5leyaNJ~Y~X|t-T<+y`<uDy(igc#_`>1<#VIb_<+6eqg9GN<c-LCoag)T^&~hXxc% z*-H`(l_3HSHuQw7%vE}$u)8Qbio2OQ)SYMj=c8g@<PfLmP`C;eg{?+vf9SrYSe|Ao zx4qQE21Z2kWU3b_aX&0LE_FxUd~{XAVP`~n#KqzoNEM3zPYMBxoh~lqOoew6Yn3RS zhle&*EgP->ZMd98ILs7uXQYS^-vFSt<Bq5R5XMJ=uq|OD%A?Iq#Vz2Bj;3nfUX-0e zGhyqLfB*Rh=}Z@xWKQ<j9k%}7giA^xO#7r_SNe03cG-Uu&yQSgi)C**o*1^=Q677M zN_5_x6cB%8Uk7VW5}&GH=aCO`vrl_!lR49>uVBIQL{+rdcm9g}pVS{nzt$XnHZo$z z=%^Lw*FEM!+I3L~W+qiF@ab`oT#TQ<Z3^RSAWS2w(d000MDMZ;yUZRdF_%;k@)xqj zdE46R3hJpL085;zDW}Vpjp&$`2R#E1skv^7E=edrU^Uq5CA&dOopeW102@a4wF6EP z7;-fXsN+GR^cvc3ihQ>GQpZ4P-b-n52bZbaZbf*EpcSezQS|Od$tFIp;?Zi-+ngc; z#6TzQ#G<c(?~%<CJsX6thIC*3x;y%)q>tNL+t^^tgihS~mNO>N;5y?-!MrvQmX{Po zOCakovDUW61u&iH9sV9+-u$U#Ret!4e@<aZ_Ei~sx;SP)sQI|kA(UL8W<UWGY|{L- zLvGw3qs!Dr28#2s<y=PjG&MpS{A&IG-URP}|7~v?9=V?A=Vu;3ydY6l?aeM6_Azn& z(L%L7*p`QFJN)f{Vfpk4?|QW2$A23BWs)(<^|iXchke^En%)3v+Ln575vh}v{=Jv+ zj1;G1uWKPag*GN?NIti%j}#Yh<i2*9jUYaHIyX%+s-50FHE`x1V2(Tt5494XVV-rf zlCOCv9Z;Y;S<L$f!4`<%GywbPj56wgc`HjrqJ{<l@Y9ATUVcnJ)E@IG|86GNy8ri8 z&|6JYzD8_my3OvxG(j`-eE_nAbPv+}36%GOa_yQXC_<%`Si82!ec3}(?krS+MuI1{ z0b8JqyO=ed?|EHprMl*KK}l0yIXACsUp`dXodJB3lHT5*k5xH^ph6=~^E<2&oU9RZ zly=Ycg)GFLpEMIZJm|Dr@$S1RjD9gY*u>Erd>Jp%Uar@Fd(+QjD!D}_k`OXoVGjnd z9wlQ*HY}fIFjd~0yV~-7{$LDwoH!5BcUh4GWg$<bON@0kABulJM=D2{!EBa|c(~S` zP5XxD2Z-`MDfk*Pi^Q2_VERGUv2g}YYEhnEjE^9?qLcH{ET}aXF~$AURv;MdCgc!7 zwCU8f{OZc~=l9buc<XKtq=<)Y*sYre+B%W*R_K^_5!wBedKGV-n`A5LlLP>lG-A(1 z^2QhRyf1;Or?%yBsYf>K(S7rDCYAJ);{JL9`_~*;Bj49GQE@XLu5}osLPy+MK;8x$ z7h9D-9!jbC@qwusT;5UPiupn*Jk{bzT!m(mzx<-Qk%(vSA|Fa+wPuEXDhWF#22V+N z7S$`@2t>H1sN)b5W`D`hH_qaYY-W>G!B=bMEElr$FdsH{JMwV1XlStH@9aU|mLaKM zTfUvWG!ud|&AdjL<piAewUiik%8vK`@w!=HNmBKp=Nwyiv*jfldV5~WqzSdC#oI7N z8?;-^8zb7{uXoxiz|`2>lzKKtN;x9xbDX7jR~VN~q7)_gHI^|I%##wmJBoiU{cPl_ zI^rI&r5M6#fUSX#Ue-FjL^g|x!qD#jrjPJl?{4bDj6TaC{xIuKN?T_by9em2(|$i9 zNG&Ui+hl+7v6X#iEQqVBW9M*Xl`OG5CBJWGrk0=$g%B+fjLK4e&U7i%c97B<aV@(1 zLLiL_(HtSx0rf#7?1QrUH%J;{jq@2TIu=T4TPg@ZXm@3y2j+XWFQ=q?KioXHc?n>= z*jC7znXrLuE?aJo-L{WG`zq0;P)x?Tw-kYe2_Y7<J$<z4n<U(WJa&AJO-PiG&CplZ zBJ}0d2?)hTykGU6S&1=DGHUAKI$+c^ML9&Lz!hSViW^gh1fxQuiXT*2Ua}bYUGuF5 z!h*62`0h6s#C?~drCYt~xiXRJAit$W(sFf9XUI`Ua^Z^0vYYgkBp!$AP1m#MtJ_Jr z;7E>;r3IR$tF6sTer)V}vcC{XTqkYW<B^}uQa8k&s(ol_RDpe;D`5aZP7s-Kk@J^k zUYD0|!0}e73(RJmo>ffO77KHAz)700Tc#rM>S1F`(cn#3`WTx{QtzpoaQ@2>y=;Q* z^vhjXkpUfifS05f>-Mv@D%m60elAN_N#xR(>x?)UXy3E$|D}xnxRt)|RoMVGTe9v3 z?W13wuX)HF74xgrX+LGTbgj!UXPlyq5b^>anTfn7zBc@1K>im8o%L;fUetOHSNUd! zM@>|G_?Z^ayX}tXa2Y{PQfR5!iMkoGDpCTW6L7adou%JjxAIOKZFSWsd+qgWdAE|{ z;{EC*MWHXLWER@I+Po-ainxnuzJR?~8MvFdK?M?m{K5lIAGW8#L}v_g$0dmNBC!fz z!A=sn;U`smcZSoUJv99$xq?5jH19P6{d6fR79D!%eB?Nm*<UZl6l`Z46$>un=`=Gv zCSvJGYUYUTS|Zu;)p~y$>(>>z0Z5PLa83irAsuH2V&1&)NIs=-OA}2=e_%xK8w*G} zJ*+=8kaodE%H+)&k!%vu{I@efxUzS0V0CrAU@@P|KJdBP5dY1!adLI*z7;P7-5qcJ zE7?Ml!lHWfZZ+={qH$m@1iW1lx425dpMl@h{+K8-o4ObQ_k1SH|FAUc#bP;_H0Iy} zfg-To?LrliO@zB*Q3^TCN7ni#Dhl;OF;%WS)ySTbtM0{s?ung^!!3f{;{4SCF*#YQ z(TwuTvrAU#P-WP42E3TH_VnQx*^4IChY-c8rLhD%g+uFQCF1%}tiBYE4-C5i(w~Hj zvGj$xv(xV)s?e{APN#(7nZqJ<-pd|Yz9%f=NXeStDWIlbOJJRwOd%n!Py5?BD}`T1 zll|`|(SiQf<<uE0$@ELeGwve{Bmph~eb(w|WLiraF7k+sh%!G^QY8`iL-7gPmg8>O zclLIXkR3G?-CODAla)xoZ{ttf!Ieuh_1wUn8OIh5(Ppreeiyy@7*6+hL#(zu(iaU9 ze!|^hWP3}?nUgGH`K@7afoleei7{TCrz0czhKFL6M&4}*_#8|v{7Cb3QJ2XPt;1DE zgqFDDKswn_dQ--l6HFs9VIVmdzuu1i3|6#DM!@T*L-_`UK-nz>HMsQq1SFwjF9qLQ zI4#tvFn}JK5HjJzHVj_ucNibY0Df_5lGgiGwltwKbkIrrB4#0$Lnm%wD*QYuY!v07 ztZP|-D{rxs8FgVnNBlzr(XRS{l<9|177APbOxBO<vDu7aFiN)d+Y=J5?cvmsNV9qG zb{7&J%{UH{{}aDuGQHq`LAy9G%_&%CIXmaRHC-Eu9^Oe244V?#CY8x|<xDaL#~I$6 z7<(vQfp8haa1zyL>|e}b$$Cx~Gz3SsYo$Lcjd7&03!~h)aC4Z!RHhG^*9(p>x2lrJ z;Yrt5ZLm=LbB(_sWb(Yt6{Sg|iUq$+tKH4eM|3_(Suo$yatU)o2q~s6cKL;xmj0SJ zX}V1l;CI%fXMhL<j{TNldpYQ}3@bf|?**4Pq99@bm0Q01Vu8Q()l?|$jK)&Htn!Ls zjrU=cNZ{E1BrU6$Z##V`nDR}36kiiOnLgH<{vu0REN@N;mIfC|#20cxZ*?jgAGE?W zFy?KP75@I$`5B5ud_72FqEVG4<^`tS_sO=i=4b=|=)wS}o{9V2th$ZgMOqhTbf@!2 z9D!qe9Uh;4<>#{$_%MnQ<_YkOr%tT#d;60Z;zs%c9S+OQ7-COOz2SJ1Matyoe6Nxe zmd%;PJjUfbncfHcvkeaR|IA$L>NJ_61nl}ZzEfk3R)#6QEoZ0{vULGo0m~?foB@#1 zEYM~(hHaR&US63=`hdhp<?on=_XF<LZCBaA$MrhImd~?yQk_mStI=dXp#%qf(HC;~ zA1$RCTU6Q~TLYm8X3D-G4Ca3m5|Wm>7@I5E2!~ANN&2r~regKxZj;Tx_gq^@um(|a zNw+#4zDjBFFHUBROxDBSmQ%;QBl#I6dPC={983TG;`X2Ddzv1kZ_tgwV66<IJi4JR zaeBmqu<eb~(5iO9YQt!gu0|51pl=2p%`IBonb;1xrBtJ79OiePbC0CbBx>7zNtJd= zQq>1M+LYSYZxbnTc7tc;rVKQ-4@g^!ItfU5p_b`Y%cO|F2*ebZ-ej5p{wQ9$n-**` z6P+I)4Z%Pa2!RBdXLY(+?h}V&%dI|v22`Lp1MHr>8RAbEEzhd8)_vD7+@{tH;_+}$ z0l$&3V{8BkZQXGxX`-RNfa6<SjLuy3m8QK}I^9LRLsJ>?hYS__7B@vx;fh71PCAru z>NkYWBgp2NA)w%qza3|sj{6ri{kvju=<j47Z1&2?J68V3yJQ3HZ5wN&+M;FEQCEfN z50aMY;QjE|()wGXhYr6{?<6=qyz{En=3U3=j#f)$Vo58V<(`^RVgD|;Xx-3nqH+yO z&q^}rIpoJ-u$^KnUay%x<j(1B&sl_d+k@!s_sxzU9&2-rA|*uy@)j%PDs0k!-`$JL zsZ_8a*A`xRjWCkyxUp;|644kF8pn=*-&TWM52|nTY@UvG)R}5=!KMfn+yri-C*#4t zqkaRfUh8g#6n+vUe(~fTm~Wp|ED}V{{zU-baf(+v5X08lyjXu?mnz^HjDiHxl~F0G z+r&5{XN1|pM`=1(3(Fa&BdMU2vvx2fV5UfC$xoOgtv)Ctj46MJz9~!*0mx4N0Fhh? z%-avAfUK&-xq0<M(y<TzPz4A@(Q+5e=Mi)|p8f+Z^|EDQzLDAFmkv^w3DIRVJ~eJ8 z)zy2v4d$^nacAE{1f;Q(MoUG{YPGax;Gp8<7~X+n>k+%8?OrRLfBdBf-YRL$kj#UL zL||34vb^$hoD^~w?bt*YJ3wWK8I(&A3KAf^_d7y|WL{g_HKT%moUO(C5@Ub=O5Y+8 zCe7+%K948&v!9Q<5AfdVC2i4x!<wB{Y+id}8_whzcA=+Gk^V!a(Z!!F-x+a8@fIv} z5ee@Lw$J~Puhv>m4*lc`!B`X6b?kV)Ijrhvw;Uy#<Yr=IOk&n{0pl3^Onzhe_7i@0 zom)t9I2wUKsgQ?<?Ps5l_)6SHeCnGDF0)Ske5Ya~$l5O#4(8U5s#~|k#|Olb#PQ&} zDN~R85cpl~>=j(06WJ4<b>c|>&k;{}=I>h0%q0@rNLlbx7tH5EVcO1}EIkjh$Q|G$ zBnvcGd_!=_6ErSPW|9pbcclq3Rx&4cr~BSKmWP7$rFDFYAp+d_`<)B&=W1tV<->)O zohZ#yN3VmXh5*mM(|@2@uD?hajWn=HT$+^+Z&LdjkJSP@*&?c`aWx+7B^gZ5TY1cZ zKgQ&>`H{g6@$CK!C4YsV_9B?)zkXB2G|y%owS?9<>btr8vZ8BBu&_@09+Y!%4*<FJ zUdptW_`t`iDAbNmAl@t(Xc9=cTS|@JR9#$cG)HaAzmg~o@D@ZmM~)W|`0YRFzILkX zgFVV}7*GlN+8BY6p~aPh{Uzl%ox}f6vhvbZ*6X19GUmkxwJ}cd^lpODG*Nq#QO^yL z<<svj;v`+X_4$B=_CG#cZ@hOJSf84!g>CuK^ykM>GW7>m7Uv7JE18iCAm&+tTGZKu zNof-qq@>zicj>94Uh>B2r>=;UaIQtOEB=#s4Nn{GcC3hBM$6UowQnNQs)|`L8mM`6 z(nW~D$XJ81uK`=9Rm<lsGFDaVla;|c0j=jRw^faMN9xfxOfbO2M=ktdT?WG4*QIf3 zqSK?uRliZGKz7_H$^ayOCk4x<snT1~D7uO97aeSf^uN8a46d>#Q^jtwzbgDzY9)M& zo)(eChBsv<h9S}+zakxUS@Ga~_iEqV*Njo%s)#L@gO9IqeYZo|@*+rv%;#b{%P`<R zPHM;Nwa}e74=Wql3g4LlOzP=rET|C5=zphuT*S>9DyvF580y(aFqCE?IOQh0;_*5P zcLuPx3EF(FWwPvXEu=z*NGIGpY^p3%1#+l%hJ0jTLXPsSm^O{~USMr%9T8a7`iTns zf-~B2`C@D~Zau8*FU+dA%>vo<duWCY-_wE{G_F_Z;wp3+fr~U#9U_W4RvRGf{JIj8 zdffG^r=dLtE|BBGfU`REZd;q@H%mo{rfmb?k%LrqxQR#wMD`qHm}ZtAwp<-Eoh~@S zsfXy}|I%{qe7EaZOL>POy7TWl3M^=+>kOe(6-QEWmA{N*Gj)N2dg?!;z~m$mpBuZC zR_~5(=E3Ic8Qs|`Lqo6py8nKz!NlOEljcKwRy}?yHX<Ld@fHH_0YcV}=jakQ^m|Fr zlt5ywe%Q6YVO1NP_*Q;7IEX-C(LvuF;-GKs`X<t8KfM?z2SYZM=Rp1*w%R&ADW6vZ zIMoh&*lx>oZ%JDa*p*d%G-raxl5=6LI`l@9p(5&LIO{ft1Zh%QsxCXjhF_7tx(94# z^5)-B=zV)1+k$SU4$3VL*QaDnFAI)aA48lCaL`aSc|n!bN2rBx6QUXZu>I0aJ>d1B z!9A_Dqvr5zKk<7~qX=C^5*gFm^T*_j&D6g5(YD^2{;rg~B=RpWK}7`np4)2mg&cqQ zH4>!<2Ta1=ztyvJEEC9E;)PdD0WV=3ng4WI%|Y2+ZQqF@IC8z7+8u~_Z`V@mr9c+l zVcaq`IQfXD+8{UMW&+v1ijT6hjb6Q--CZ_laRgEV#)ioKU(3L7L#h!lyW1q~mvqFg z;e7?$>&r_~hUhy2mX!O;!w&sBK3l<r^Mm4mv7P4NO6DBqt@xYSFX8f1@-hQfM+1r# zNT;)!>yyTQ>S{H5n)m}!?O$hcARy$C6nIiTKbOdaOy6Bh76pNed=KHOcNAD_+>Suk zXTRJh&^orWilwo>8Dg+Z_s!3hO>kb5rg>3ApoxTq?vFvKz()3yp{Ga>f3_^c1w4eG z&pl4z`Q{`f+CY$v`!}OwGoXS`<{;D#Hs!owUQM?V166Pr%HpG8jMvh))&AqWQ&07$ zUWH5oV+6{d*7^GgVLpIaSq@fmb+mQ)7Da9{v2YM?gT$$tRFu+*9QW<sG{YzgBy%XH z=@3(?ryE^W+q%-Aiweb3w;adydrsGBW&g(^sSbLkFwBAbmlQqeE+?X^W`o<SHjHY} zbLni5zgRx~`#$Efi}8>-%m<9ZV|gm{`}f_2^$N!jG!#wM*Q3<AP}|w-AcC~SzT7za z<{s(v+sheed!V?I1jYPEf`coNMTKf{{N1<u*XR!!`oW({YBjbB=vPntfshBd4A6m$ z)jY5otHBB^8wisgqoY{CUSa^iEKeZ|B43(43WbS6AN<EW37w4ssUbLh{7&3=Rk(66 zjO9sz9BWzPCf+2Qcj-pdyYop&NsEpheyaoHMt9q60sBE4*VorF<bJiQr>ph$ivx*F z?)n|z#yf4?jFO9|CB0MVBh=TPj96iMC#u?ME4or&Q~=x07=BG(OgW7x2_N0i_H-ab zknYzt?plgC(qV8l(a;ssZ*%*6+*C*I7(vISPN&F!oo`;0<!1KP=EOQ>5SDiP{R%>K zxM5Fh1mR$=ks!5W(|4B<#Sn2v(Ux5rg9Fb{GV3hRjBq`s9c=~Y-GoI%Avayt^ryB4 zvR_bn#<l{2e#V4P=aoqW20o`DT2Bfi)Py-iQe$m;T{GN$M4RJKY%*qKDkF`zYBYcP z2}ch4?l@d&Q6rHX>I%RF_afw74qSha;R4I7FGFdk{!=q#Ri(@#zWYxL{dEk>^HXXG zBcDJWh?2Wlo<`!n)m5o+_cr?6j1I1wf<aub(){bVtCHbYngS71_C9F{TdI!e(?g3; z&aLmeKmdAff~Mh9`37c`g&AK3HN>W{O#YiPeuv-wJRNz!Tp5$t(&Ut?8n%Gf%TQht z3od*Qznl3-AcgC9{yTFwiyvG{pc`{ua_dvyqoN`y4Na^xiUpp_9FVO|ZONYtwZu@Z zI*}zVj$WE#2P5o?<1Cs$epa@sS~)P^!rcN@RUBkHQ(Re*8@Y?!cFS4p_rw1orCgCA zQTYq}Y#@<DF;9w~IlVi~V>`C8ihb{VQqDkN=%lv1g}kD^!sd48feILr+~oUcM7adx z#PnJk==BoHtgGSfS$~%P%Fh1bVt?1r`!*aTrr^)IQ;dG1&o5^nt^vh$6*z$SG5K$L zQNYU1hWt(k@=iX&la=`IXDF<gm5H2&i9HdWt-5k)w-h+2r4dM*h!7F0L+JdO_1VZW z*)raEf%<I3>fnDYz+U{z%TZd=cD502kWUdsFCx<Zmy@3aT7H)slc*s;<VWM-M?FYR zU*QdS*F`fOB0=Op2x?{AT>AYBTBMW-04vzXk%@=bR#FYi6%{{6$~n#$B4Z5kb0O|F z(oP)<B8cC}etsT+h^yv<58>(WqOBM2SE>RiJFt6?>UrGEz%yAmBYsLljK(B{@hRHb z?l<Lc3W~kyb^-B!RQ38gX6_(9vq_kP6}<uhWuPR5Z!7MWuqPf$@DluAl+a*yP+d+V z-*|YKwUK>X%(21JTCHXPdV+U+{%gQ1M|Mut+f0{&TX8sz&vBu)BxUb;*>hFD#sUps zHf(=7D66`G`>n*k9=JW2yb1<|*W0i9oVGQrd^v=)n??SC2p3dNWFHL2wWJ9GH_L-y zoA2A)%uK~kC0EHbwRT6y%<Ae-)4>}NExpUKkDp*c={obD@7*}KU+#A^I__d~Wye~? z2tQlgF7*~jsC9pr!j4t!tnJT+w8{)0w`hDUt>{7GS`<%^Wc%@>h1U~2VYUls#>>}_ zr1sDlB<<fj3=5JwI&P%Do1SHJj^c>J8|38Ush#;)ENo@6ucG~wp|8DIAffq|`wJVz zQL_GkTiVgV&<T#Qg<DGwQ;3f`OVHolkxU&-EkvNtO9sT^t)^82?tf|GqL0N*0V+Lg zu-RZGD$g1paMiCR=Xm^<((Pzmf%Pt#YoZwqK!U3AK1By{W^(97kDZ82Xh|4(d6Ay3 zpsV3?^c8a#Q(u0fvi$o^xL6)k69W!yEpPn7q^zkdvHJX~KjWZi1pA$yfH)`<yp&<v z*_7WWi2<(}C+<OMBvO!qRWT(5NgOFNEP{Ez(t&RlO$^IqKY(_IN{Dz*)sbgQ-azg` z9)%H_=?OamJz8mhYa*XM4K)B>i~NpWLJYPHZUsX`SV*hN^`7I)*aUWKP5Gf(K-I!3 z<gfc|&Qg_Z0yw~7-910K1R29IJq<ee?%V9F?4whIY?_F*%B~hs!I0q`g^2*jVM7oc zHu(Wr*h69xdh=>}3U0z}XOb+eIPaEsnFbBULWn7!3<)BF@sQuah0`a%C64Bwp#ur$ z(`d`ygPPQKEzGvf5X}W}HU#LL&0^j}`IfoZUK8dDj_tv*Q>lkHs68G3PCk9SoD96_ zF%q7KtYd=&R%46;Y#v?t=YzU%ud>y-h^HS2%{4nRKG=brkj-pH#yAS29xyg?lGLO{ zqef1=pj~waEVFPUW4AHU-@r6J44}+9F8q`=Z?dM4Sc`-)4X0W@b4>n%Ov_dw@Yd{Q zlmsF@kXE^gkC%<zN53nzKjmv<=H}ySyRbO%@h2xTWe*E!kV#MieuJBl-F%KKHCFuZ z0W*8YQ4m(55-0JRaf{#=6Sfop*eQ7{dpV=n2tQCjUxyw2H~E#$H?#a7tN|oAnAPVK z&&L66Hoe9(1;d946t>o1&YOM9EuP95g4f~(oPDyk^%hOx)VOn9Z9el5A@x3L>Gy<n z)QHGyB9`dgv{+d~gpd0HPmZ)@V67jN3za_6iBa?ichKX@%@W?K@L$TI0_LN5#JGUg zB`(J1+ffv|f1PlQz}3wbLFV%0g!BBZqh&e-G095mD^e(SBk!yWaP}iY`Pyac0E$qt z5K7&DaYJfw?cZt1G5S?6T^}b+gV(EfR2@qODLl3y3<0;B64WPW0<Bi##_K_C`u+38 z8M1Yxs+>yLZn^#O&vn?l^7T1ZO`1O_pRhj68hEd37cmE1SJVwxkQNmD{!TEGDPUR( zjaA0~R$8v>u;Q}mUFNZuQLygP*TjgDBt^8FnduvA^D$To6f_6N%5qP&-Xq9UnTnpx zl{t2_HCN=7l~Xr+t(ONpKWOKuh&P0tU{*PunmfIRkaOhO9G|=ww)EI##xniSa)Qt) zggs4VjUu8ex5T_aN~57w@Vkoe@hTTON!US;=o+vrFgYntFMJ0|$)XRpv&5+j-~HWR z(jOcRzue@9C9bGLq-#kgM9PIWt-2}8c?uv<V;uDyVm|xV$?t4HAH7bLh8VCL{K2JU zG2nTYCS>SGPcFLgIF$2A{|&(K9Y$OQPa5KGG1R)BoryB_`gd<w=ku7IR_9)}F%f-c z1;Gb#fh?|?li>!f@3E)JSYwv}d%#J196fIi3B}Vr*V*GMQNP=ZOvBT8tmUUK14G}S zqe9Pf#Ffqb*e{XxL&VM1+TE(uIaC`8J1pI_48sSCPe)udF2Gtk9Z%YST~GR8xLU(I znpXer8=q4j7|ajr*!g$fv|x;LTt*O&|H)B_So=X4*mi0YJ|o%|`hdwWtTRbynJ(k& z!cXDpL1*aYWACb<rLBE6_T7>top0IAO0A~3dZ%*asJJvFlu$F!FM~*mD<ei3qzYf| zvK-qUqm^54c2ez>Q0}G*LPnm~Jz3K=bRj^J6iL^&Qf?}(02QxCR>7W1Yl<&7((nEt zfpoec7kKeESy5~d&Pa_#Rnd)K07;-tJ$$E5I?Y}iWdY-Pl&bc@jS6~92s6~yS*n}x zdCP|&a%~qq`lP(6hARTIG_tfm-M)p}vANrlb)s2{o(%&dIiCy^Sh5JemTb+LM$_b5 zE@phB6??hcG)D0B^mJTpCk3Je59m7rR*|>!<CVUw2N3{9)1{h0R!{1!W=B|~KY_6Z zE8&0>ZjktllEm6W%WukoSfcFAD8LN7jam*NKLoYj0tucH?bPj)g*qQkS41@p++&*c zK}Jw6sZ6po)Va=Z%#0tm2U7GzWy=qPmLj>Jxo>@1ZSGZ4=?!Y_T5x><fbZogI?N2= z{(I-wG@U<BpE~a@9MdmB{n}oc2niwjx1|PX2!Z(gG1k5%>p;kpMCquydT)Qw0s{x^ zho`CRB=?$ZeE!d4g*l{<y9LuyFp!o<p_Bge`z8>5j)T?&o6ebyf$D2jwAMkuP2ueH z$Eq@LYA2ne(=Q>O6bly0VR!2&vjPu*^UoIeIh2}8yTd-O7fXw$<<@hP;g}|oTAB&0 zx}2vM3Ztw)j(Lta>}DysH<DXi5I`HVW|6|92jW-D%_MMaF7WdHW?Aw0KLS&c&p^QS z0T%*h8@eyD_@aOp{+Yy6t5G*Iv~Jp-l@`TVY2gxP?h2RMhiMsn^qfFW?W2-*uD;jj zBp(C)dk6qX{<Lea6M0!kD|2jnaZz3xXG-1AqqtWW=H;dlVWM3u=x@EgiYNnGdEMEf zB+15?`-`%?@0TY>g$+83tM<E9*!6;el3W03030p1ot{?qzJ0#V-lbUhn>+`CBDD|w z07ZmX%8vMd6Oa%%n7)LuNo9eHSUN+cg6dAeKLl`aMte)VCgWpGMdUT3wjwj)<~<nf zD+sSmP=$YT$xlalifB;yty@?po1f9b&(RrZEXvCP5ohzybI9gDmc79#Z8c1B=IlAv zNqbJ`4LGj=P&JkHn|TX%Y!>8jP}A<rj190lB1|wfdbJF7;Q{)C5@~=j3n)Zr;w~~f zDKFX0sN0B)Pxe7pA86XghU8VV@v|kX)O&b-b3Tb>BlEi2UR}P;H$P^XO9xE>(kffZ zIX4amQhw++h5vHYNbIyw4D~QaV@rG&A<6vqVV)=X<tSBwOPd879XIK7pO?IA>v^6h zJB<W9B!%|}!WS3Wgt5Pwew)Xhvvr=drA!LZI`wByHCmx<Z?b3palnB1iM>5hH?72K zyU#yAaiYPrlULKzmd!23!|SZuD=t3|OWiNk`^c0raG{u~P;P5{aRx11xZh*A_a$1D z;Zz2AJzwm-SSUi_HNq*mDKRPF;$oC|7d;<_eol^hudb3?dREUTDORUt^I>FRWDO4q za9JvOuiidBi>~gjBN0v9SiO$vbFR!Kno{(KlBo8qf%a@kuWJGqdpK+w1cBpLcQd1U z9)00?AMT1d-e*&yQQ#%gWLAX@?B{B;+jZBb?D9_0AacL3XPfb-?uQHWrOscnqi<#e zgJy<R9WM_DtG2V1qykV3NoODepXKe-2`I~MoO_jMlseQ0w2=71nN_@;4@H*XD2aK` zi)DHT6$;7mzy16Tk)c0Y-#N4Mvhwt2J)hTE1|P?H*UZT`<5R0+1i*UKDv5vsX?fpQ z*}#)NqI4rh(n^AK+U=<n)}B}EX?^sy*5bI&t&rVae)8w3=*dOIXhKhWN$)kXgj<T9 zyZ!rExDhwM*&_XnpM1OyAr!Gjz2sqk>erfvie;;vrp<Q=>vvUkaAHH^r&4vmz=81F zmFLM2>w1)RLM%8h^fD`>#%C__w@u;2x~w-r$;C*m+jq^!n#yYJCR_-bJ2EAEmGZ5& z6MDUG`nyL0B)X@a7~o+zjrJD@J<mdhm(o~SQY19Gsj5|Ym*WaoFPa=R-5()Pr{j!$ z#Mjn?--&F`cS2dZ?4DnosQ+{oFc2*)slpj~`%?to)EK^+KkEvG(!YzP%7v5HF38pz z@LattdklD~vyx@pL%;bb36TxlE@s4c`|F~=c%u=f{9dx85qniv`&}_=<QXxd(bEIo z<J&i1*hb$)zh3rhvPogeQAtz7M{=|s+1ytxT@RW@WrDsp-&mGa$?sF%8UAij2<~*g z=FqHJ%5~^yD?|A@E)^jA21?o@_~)0A%dmj}1L~P?pL1KaXmuwa?KH}W=y|M+R-*h{ zUve8lRCcDJ-)ePXuB)!XlxACfKlpSnQP;#Z!aRk=@)-@EFN)f)GYo5w4g&2F7Kc&< z*UJnWEue61+Yimh{ZwKlyt#?tk6*&kO@+_W#6)U5y3win^XoZe1#v!T*FV->>%Ly} zL=a^7b>#^D`Z#~#`!+5JTGZ{DFIs6fu)|Q)euxp^Jun_&ge&1NIQ7%u6W)D(eAEy6 z4UXY!(?qi&tC5i;CE)$MzBGkRAcWp5i8a&b&ph2HL$(8S(-bv=?U!DWf>ott*pBm1 zD$)9j0x)vgA2aGoAcei{YHQNgEAz20z(5NpwkEZ%B=47r!{i;Q@_VdZZW>-sd@e9D zSsj+Z4R{VAm@S&G-c}X-O)Fffliw5$FDWdKwumw)`MX%(=d$6;q99b?ewnSU`CK`` z=j89|y`DX%1%Kw@<onN};)r(u%;@mX7_S<hWES1)^D(F4xP<DD{kf4md_5nE#gA}E zMh$1<U{wg>A4g}ysr<HI^`F-xR%<+#lYDc8z123$y=%JGRSNA+65sOD((i#qadju6 z3=PWDO@&bV?dEF3(SccHNvZF66P^BJEJ|K1rYXCARlZQAvUH}dVBY`HbX8GNHC%gW z5Rek-?vU;V>5!6=?(XgsDTk1jZt3nuI)<*HQ@XqU^Zsjnb3JQr=A0eRe!`*r%Y-rU zK+oTvPFv5DLy}eCIQyH+TJ6tQ8+&`<IQ?6=7<9m0B*h=j*z!1Sv+boZ_Co0HZz=a& zq8TOW!*MaIuE%V<UO(c-`#EG147n>hTHZ!HyI2?y3H|lE5%{boA;XW~X=c>BF_8># zu=&BMV7$0WUOS(sZQiv)B3fjzdwaoUz`Vit`A<rK2V{S{Cc@ZP#JmAZYG>Gq&RE*t z&ef9Lutry~4F<D?H(F7WAP)_cWt*<4+$y%i7L<lwb0~B3rU<<ejGp)2&z?$Vc-fsQ z7Ouc-FCLoSuX@{XPs!xI)Ih$zMJkUfQEoBTv@Xz!T`dc+t0G_j_h(fI@0hzc7y;$G zYPy$3QzE>>xg}y%eNx5-$wL0061AH4?B`2m$0j$-EXz)1>hFJT)6CiGVAtmu2O4<S zZZ`Z46=-o<qNE6ZFX3avz)1$X3fu5^GG4@rT)-kzaHDsmBM{4&G&p5|C$6E6XW#0b zlC6E=Q{&JO1~=5_lgsLN-TE&4<Y6c=gW{+U{J%-R{;ci(ZbmV*7qe%Fv_M0U{C)>u zP2Rxt#s&IrA%Lh=WvB^2$Q1E>eoc9{koM}^kUHgp4y_-e=Tu8w%E&`kHF2`YCZ$8J ze{1bPV|OSEtPIlrK!i7(lYd~<x)caZ_2Q_OwVh5^*crH>WY~FS>3DWr629VUq4YBH z*5>2#Iqy>$>Poe#M5l@62rWfU%y;S<vt~$Tz}2RxNY<Bq8ac&*{OH(J_eX}&FCv@t z#>#jC(5t$11f#XTlJ2`LciW-`=^<};=Zl<GFk)Ofg)zZS5wvk<-h2J-WPG0exve1Y z)q$)f;rM;REea{S`{Qw~RoAmBrli$@s0;0#0ixG@S^`m@ZztLnqd=Btqnp;f!NEMm zHQ*{5V3B?RFan~V%Lj7x^<TeFX3e0)AuE7RpH2*6;?f^&XyZ$;(yar5XG!$s0)vaY zKr)nx;LDQRKx{)6gYH4C94NcSZ5WvYHDL$~lWkFi+pfu^70oK5Oa?6B@6lD$(N^D5 zhrfa>wVI6Zs(bh9an-0VsfJla6EY-(wENshV(%Gn7ue<fbn`t5-DqO*p@4_xb48l` zRK2gfGzT+=CNqzIRSrLC;hz!?&)(Dq9=jtJUlE`v#Vy_PkE`!--LcFn4UQ&OD3SOc zh!HatjM4_hP5XYuc(&fnTnAX7$k>~FGcEy7lfNLH_XD1t5B%H(wIYAkck74-&OC%; z`tY@gk3k~YXXxffhlk-S<X#<L86P^y6r-MMMnxz#-teOP^;nt~e*TcmRWZs!4LT+0 z{jRY)!5X*)^vZ8f1IZGqzeU`8BhLglNTWeHiLh+$pZ5QSin5Iu`}|DIoKfWKRm_y! z`lk!SnGbsi(PvY~eQ3Ff(qPa{qIf?%$%KxTTXy`>t&NsB@BsWah5jpSn>rm{X2Z8U z703iQK@#=7zv4Ae<+200Q=oYw;;S$Vg6tMN>5<SVct=Vw#O@*}r<dcpTclZdRov^# zjvJebL(gwUm{^1WLYHBnsjEPyqn#p2o7<-9_>FG|eC0_VD~RP|1KI0VETk%+u8a;k z8z=B^-%s{7^d0V<e{gSut!|4RtCH5jT@s-ZC^cN?C9DV8>M&H;Jv<cG?m(wy1rzBr zK~#}4@`W%25k_3;tIzF&7AEpCmISst*E$>o29)(fnR~T)qgJ=;a#tDhTQHx2b^yUs zrhgA5^2d(d67wNXN!;+qo@o5@AlY}sWerrq?gL-5Yg(&~G~_iA`1@=b`26RzdR@af z_S8NoHO=bCmOhVtGp}kWEa)ZR87b1OYdYnCScacm5n~B)rqoG$6F&9TGLI6P$PC^9 zZc5%;UR;yM_DBE3<Gc<rRAK5HZ%MzdhNm^H!%2W3P>AwBhV*|6HGvDBr?x26D>odE zt=8T6Xz1NFG7yBxw3)5vHAlPP(32V%3kjLA-xrgRuE*m;-bRP@e&?0;r5UiO2i729 z`w7B9COXxs|3D0)92D$4Q-2FaB7Ip61*-L?*yOKa(VD~EuS(DLzmhdPb7QQFba{vo z6(b_wHI%0K?zl=J|EUnhpI3Ratf?rw_K^7qY8KW)5W>j$q(8~r^osdMV$s1Uw01B8 zXR*QHK5ILfjQeb}OQgeJhH3L&XIy>lZA~3shl?cex-^?ApQ_67fEioj<3w7ctri_8 zH})xB8WCa8gKIHNP9m<GZj&&WO2KmWrHpA&gL%P8NNxuK?5gK@1U=dKF6<>nER)DK zGfKpBVrL`!-7MFPFRhlF6bsAT&fm84lNJoQQ${xqG{5!apb;sEDlCte9*1vw1wVTU zpRCJIUB+O2MTa_UR?2+lf_rpzPT%YDK&#uipopD(8%tGMiR#GO_wZq%vB7dy#Y&!0 z4Ug#eYe?q7<@~9d7)yTQE?1dZT+TKI8fjtC5z^Tg+3?tmZ-Sb`%7|`z?m>V1e7pXZ zQp>_>@nqH>g#C36{D|huD_o~Cd-^(cCXOsOkCaFt!N61m74!*sJKxsQ_s*q!SE)=A zOZu%Ut&cATuBYeyhEiSA5Y_1Cssr3Y&!9SHCgS&J>nuoQ6g3OpzSX<OAuTg-KCZYi zJs$p9Vk7}7wh<Ad`#c%G11PZ~uR`N)aVls+7z-BC-<@`Tk?}jK{t|E@yZ>8~%Inv6 z>tW}(y0k0>^s=W%Kd)fwBOPU^DU)IAAr;xVpC%4A_DFS0Y-8SxzB4}<GhFT$oovEC z?EzAf<75;_CP#~$YEsD<_rm*jwV0X{enHE7P$a#HHWqboc0v?!om2S9L+dVK<ARzK zbF7jAn2Wsx7ODI8IkQ4v%l{HAp$do0*U6OG_7=;O?dLPj8hBnP)<+w3qG}X-#e6|E ze1k4+^uYA<-yq!;HML8)0$>v1`@2La`&;FpD>Vy-f3NSmN7jIweLMp_=&y->lX!EP z@vglQS0>!h2y9mp%7}8cuzgG&n#d1cFfldqJ@fK+D^EvB7%TDbqSH?}2h8M<<=PqF z6&)2uBM!z>#QZD42s#h3Xbm$`(}SNha9LJh3Ciijs#k<Nr{`u?u3Kr}baWc`Mvvm# zB3b-^>%&;-&{|3#W7I!}?~>l%P5ZY%Ret^qH*5cGD_7(0#dvPwmQ*8o50V*h(SN2C zZYiU|Ucd<Irhilr;&>;ffqQ*pK{xk#``su$arQf6yh+8Zhy9~K?_=+CA$rqrM96o- zLz>pMi7|p-69OlTm3g}{l$z{%gkfCa+k>;hr)mZp%KFaNf0)3hZzk0oUrPEWuxOa# z4zP(=19!(y?nJNo_`uYMk$JF2jl=KK)?YV=`xU@^k3;+gcN4`Rs_xl>*$*!%3wMuA zJ>iXh3esg|0Kx$YUp$*`W(j)yI$i`0IeEOI`<XAl<n-_4(daYUd)PrG8^wS<Q@oo% z_F^4;s*&)cnV%=#n6py5Of14jk;U^~yRdqA^2jmbtek`CJcZU5Q>dKgGcNuE<k8R5 z1nzH$>DnDXgNc#4@B9Yv5l6QWPmHoK#6C118knLEoR5GNi|j6m<)nRd{w4NQ>-Sv< z#cI%9OKKbN<U2IqcCZH@&7k`?g;AnJ(chyH0rC(CmAqA~rhr65xr(~uiEMVg-D~O) zyUM_PgP9;IB64pOelo&<3Qwk3b;VmUyGFV&#TsAHvb%X-jj$n>cYqs43L`3b-)wX~ zaoKsn3&Wy`oILO%2|al?PQ}f$4|Oo!i=^(Gq4(}j)>SWppmGZYfyr%uqaV&dPGV># zMWa1Y5IJ(6Qf0_wn?d=&3D9_ZWH_iXb4=RuDaH>QWeBzoWoaGJjL>)u1BVgzv&L|G z8KpEw*z?tNao(mDD%<|;Ncp0>!)J~C`Go*JwmL$r{xOCD0@H<*XvEm%5+{cvx0KOC z11y(zk*y=jl!jF(KL)%>Sq8DEpBNPq&y1GGnSUph82Z7&{{wSO5nc87s*aOOIO}-< zL+-q!SxZ%_1oDUYs-KKE&Pn^SO?!yB+fET98QoaWi?jRNs&`U9!}9cIK2$otTVVTM z60ev0{PXO!w6#Y0&&fUPkBIswkyu6{7-r9UKhK#97|9<fjb*8rI50a*^9EIcQ%?Aw zO(pR!J-+PATN*y>ioQOO2_Fc-=awHR3%Bi!DElR0_R=GC<C`aw79{(66NJTCp~vq` zR9;tRR)9jt@Kz`q*q3I<mDjG(<q1k4F#%!d>!!&)&MS!r>Y%@71|OTVqM!yY{1S(z z@{FbQTMjj#;B6C%KkQfuQfp2J^D*3)j<|drR1BQtWoZL!=}w8YZcFvTqKsEP{6bEA zm3P5MT{r!XZyryTEM$89F7xH9Zlm_=KL4gH{YJndE<7MjhLg2m)uI#_W_=-<CjG&D z<H%_AYzU#23VC%D>iOcx97tA3N=->JG1at2Ei372%$-)b<n2|T7c~ULQF{9`)B6Vp zW{#bJ?~OrmBEqzc`=&9R*Jyqid0qr8q(bio+cZY<R{@0Y*AQdm9LVeNAjN&OLc4PJ zF<9ch9dXy``gKCwwsAUP$_t#~`{)8HPqYM+wD%K7TO)t~pYx3EA?SgNZvgVhq8HV< zhx5ynT1JRe3y0sd)3w#G6<CI<wnVl!V~@deEx?|V)Hr<LQn)<M0z4;VdTHMjuu|<m za}io>GaNJ9C4LPSDbi(A{!_X#8yB+QeZ-r<3GdI#S*-lmf%SLIUD(Qs&QPLK{C+xi zE+cm&RRq0>zhb5ePI^KV7qtX2h1BZ%nDGIOPuAl%R+1lma5qrYRQYlL4g&<BL|7{a zMdnOZUfTY(n~H~t5Q_5x_S|`CGpQYoNXLjW9NXRoRhp?-1<?)>fyODp$Dz=zl0P)! zZ|Mi5Xlc_qx1^IsoJ+7lHsAl?31NVhEq!UUq%|ExV*0%Hw~e$mXyjlwFhp_MDxra+ zFHrMr%=>AEsJzmrZVWg5rqYfo`Y3tX&lw&m<sqlnS_C)3hBM=@?GD+s2@Y_n26!4t zxsbrht>dA?))Tnq!%~b4?>#x9^<@Kk>tD39+3kK)TL%qPR{jV`w4)q@&ZSX>rM0K% zxcI$|KUK4x%;fd$rV@9M4}z4^u!GDb-w$j(rd|%0v3%gW>?X@{dR%^QS~D~#`q(+6 zY)}L>i2bt9b=+eLNvv?|-{w~%Q~%-WfchNV8f_snY^@lU*Ox&6!uh4$l>gM={+j}s zI_vPKJ5Z<9#%c@#>`ik^XmC_P4^e&Hv<qPpxvN^52-p-&M$N(JV@~VX<d|8Jj1nBJ zDUp-2jL18#T%5QXDB`&#{igB4%Qpn?!tEEcC|$<UYbYQOTBk4GGFr*>6bZ7y+dcSY ziOdz`3JE8CnDAbtAj$~*No^Jer{hyQ9gR6QR~SL$X+DY9>*7J^a$6)d=YmB)njKsM z8Zf6KN<)P25|_;~I6kUMeo54gMie_V8F7+|*$^mFD6)9c!BMx7_OYQYHOi<KRv)%$ zG<jl|O6*@-={QoKxg9A|Ac#h`H?{sB7l5%hFS6#vC_~fLBZNExFbU5Vy>7xYfGSEx zQXi4af>L#izaPInALs54GPiCexRO2%D)<y4FN6@o7LLtsJPneyS)FDO5R6m8yAqln zo+s_AlHw0K_r-@xBSHw~qyP@)M;M}C`>MQHjVKGook$(+UQ^`*kA&GAY(tcym*+_p zeCa0&uypU*9a{Lu<@;whv%Cl5rkDp7{}v?R?@c(eYRBC8Fj4oZDGMNhrb)X}WI5nk zeQ!4gAhuCl$HP<&%+c&TmltFXL1c8zBC9JpAaTYbMWNG(s|lga_`$c~+Dt`E5VoZ4 zndn*KcJf%AzNkJ2ulol=9EweHo4SWYTy&(MgZq5v+&czW;ZphD)ROP+c<3Mvy3(01 z-#o^quHJ5A=LFXrP=Czw*A-`;SJHsCk+I+>JYEtu%|<nq?hSSQM8v96l-9McU$2x~ z?gB~k9!RmvC=$l}FuujNOaN977Tn6xhLT(%*8Q(N)g77EKQYztv`Vk6l?A%|E!&tC z>VDG=<{5)(yXT~n6qo$UI#kHC24e|V=X@2eD|!4Of#<Acr*D0tV%@|<m7gD@XvW;r zOuzRXuI$N~Ue2vb<$u!J<e$dGKsZ8zI(r@;%UZrur{z`rz4F%?9@D=6j6vrJdI>DP zjjh%GX<JiS&>%rhAMczOL~~{pzAyVDT^(;#fiHv6ppCOMz8sO%>=-&MwpAg+jTUyf zE0O_YV(kA`+nhGe0XrzEi#yRQbSf6Vi>&P!Cj?}mG3TGRe$;A!zVSI1bI=*JnEtzx zKJMr)KQ@LOkPq#D7fb48+V_6p3On-Ocgw2##iV_v+6;y?5mWV}Jf()u^eb#e3YN~k zo&-V6=M-rv@SPOwCqpgj_6sxiklf>&#><2Q_rA0Sc%&lwDEg?@lZK*b&h+BQyp3-H z7uaobXVM6rU3M24I3E>B4=k4rhTWvHj>wL}KU@^qik|02f6;&1o1Zv+o|U^9{G@~V zGaMM_whOr}FRoSI4z3#J*FJO)bskYdXe89co1js*wR^_9fqM*xbyW_=F<7c=rlb^M z5!eke6Q_0@Sf2>M2VSMrV`+(m)hl{zI`{j@ry&jsu%a1$OrY#qF)xd?f^;XZf`2Bu zo`3R<F5tuBCfqi40R!D=)(+Jvbg6i-ZtKRt5lfmt%hauvT+^ooJcQFlou5;=nt56K zqK~tLn829mo8|>{XV_$8B<`9{U2u)Ko7y2<i84*!rc<neG+91cH%^%WBJv;WFrW{D z(|k7S;Wr9!6&#ySO|rJ-i-=ImGR+r?nLj2-7m;I!q?fE{aDBVlJC1Ci`X#;>)>l*g zXkk0y(%voegQ|crL<YHNUTR;NnBhAY>?6{7&($bCX}~cJNcI|_sz(q8o9g;J0InE( zS1~xJokvBE0MOFZwfep-#m4v4_e=9_Iz|CEDjF)?f}$+?<}sTO+dv2?;7!11i{g`E zjeYD0EFMZ32>%8dLWP-^qLGSQM1}o6w~9I;hMp>LVLk?hyhuLkuV9v=KtQY6yz~d- z$(OT7u3{aqjCs5vS3`g-f&D`Mrxqd52!5erQkdihPG|9!MNTvp;J?%@*olFdMK!Jj zr@KTln43sidRqLpZ3Q_1%k<Uaf6aS6YK;9P=<~`NaP_b9)&Y~le)(@%72nyICmE{P z$A>uPe~k<ARf@vZNM_gP^uE@*%0{U+tyxD?9hz_QMSVdi!|Wx(Y6J4&0KDCm=+8{p zd7U>CzLG^%V8$1mIoJi07d3=s;vJ9!_1rDAbXZz@+$l}b=`1FUQ_5Vqzj=H1I`?F2 zkM)Lot}K@(i2hL^hQ^)A@O+1HdUgYYASvE_9BQfOx{FZCScY9C+rH@~ELCUC>=4v* z&cO5=-0j@+Y4c%?&f(!Uy}=P!2YQN`7b2a|+TkI_t%w6_o|^>e!rv~3h89-<KV_o$ z(1S~$<UMqdiKdR<)ei5CWw=0prm%{bG%{a0YcQuxG*(XM{V`=A!8WseR`n!D)CGHg zv7BtGPHDOWLdlBhJdfU<JUUfiDL}^32)VLVYv`usiAa4>yV0P3jidO7rX!oA_kH&Z z{lFru{>K2TNRNfrxHqha2wqJ(Ubf)dm-Sfv_b4CY4LR~1#&5F{Hicei71p0`S?SF; z5GW)1)pk?5o}Sbp6)*F=4yt`NjHS%@MZW;PH}LvLQWfwpV#sEeVv}JEOZ81D?kABP z0O%SH6`_p#$7^1XUB3~^_{l;tp`*aSC;D+WOm5h$A4l*j2du02oAH5PH928QK5LW` z9oa%e?7iQ#_@<BA431?!Pue%xwNgTU7Lj6We6QUs7}Yd7W8dL{g^&n(QnJx^yz9P$ z3G21dtV4t1csb~}u5Os9QZhqIVmmTfiWMyU^$0GbVVMZCYlj=+AF;T<a?h+T>+B#O zZrNyQ-Olj(b$p!{<D-;M-WI)rEEww5ZGxeq!j`8oMo;`okrer!pftZFE_=%1wx@q3 zkSPAWWgq}Bh$6zzKlXqS<&Gsk?TBMW#q2;|VQ;CjtFR8a`@(MlIHKT25yGPYXbNUL zt_Ad*!~$A<?ODagNTAV%iWt<|{CL?&8ieNQ^@63R(s#>|&JU{$xjDE!Ra1~Y$__m% zM06@($s5bgC>J0hCC4{imHNfrSVl!+=6dU;n~>8t%auJH9*NU+RRM8?KHgT&SE^{I z3A=vN|2$&3fuh6J;9)XO0j54Owdpj`V%7o=DSU+Jzl<P$m6x5pNzfrchi^(D5hfGs zcY`@jVoa-Agjb;srm~9oV?AE0-&JN5W@Zo{MjmtL4_s6>y@Ed`{=Mo;Gium(Unr(j z*2_+-BuoCjoy_9pw`*fXBWsgQfE20;Uv1Q5H+ZDq_3En<{gyeY&H<8qyr&I|yUX%^ z_Js(o)e=iYwC~pus7kKh`pEBzqi!rTm_@gKif(7Tl<FI{(KMB)m}Xa;VX;XH|EhE& z-9TJr(n1O0=8Xx4^~+HZ@EJ{5%llU{r?|d}dB2w4c<N=WgXy(d2^GCq<5c!K9>()@ zcUzdFO(x-f3&qP~d<P4XPuuh&mN^`hEv|^lN<bkmM+UjgJpL>0TAPnYWW|(1Fs-zH zzVr-S@2uNib6kT5HjU)%yTll0z=S7y^ln%9?R<#ScD_^Uzln+>LXoLfKHj<mtAYBR zmVwV{%YL@Q&;C!U92rr&@|0vMcV~h3Wb5twyvTm&-Z0<}bKfIwUcW2LyR}BE*D-Bb zX5BBAQ`&rm7HFoksf;dR+LfXOczs6jBoUF5_wS#MJj}0fb+MZb*Y2D;RVZ_jBj-3e z{?=2DdPu1CT#VIh`2Jb`JExUlNOLn*68rNg80hUWOz%BFqSk7xNhKW}{zF#n9UVZF z%fQJX%a3>5Sl(*|JGRi)vzMut#9-<}S$fzYm2BMFij&nY-}5uWhm}C))I?$z+4012 zavw+8lF!mfFuK5QtJ-AfE9iRpjM6vvsV!>nw><*p-_L4_Ne<1A{ukAkb%vrQgx{*g zP5loKV>=9GXAc?$CE#&my7HT*le{KE99u~z1<m%ki24dZ;jpUI22C9j{iNa-d|8U~ z^RzB4ly-HDQKQVEEgql!KNU-&K~d#;r}tVnOJS~PY3(6rLr3}uoO$oCbjmNANMZ>a zi*??c{&!1IT#7y)ORl7Z!v@0q?$3ZIH#HrqT>8kl5Gwc>YZ@7*m8;P8=W8TGO)~?| z4t)aqZ>wyhh6d!s#+~cFs{XMS0>18hv&eF@utwnVdRXG$Nww8zve<sHX#)69&vYV~ zvEjV+yZ$2|f}4c8N}#~43>#ta&c{-(7fTA^YqJibBo)P~i+(n39|zK6C2RBwee`DO z5K&`F)ncDiEbgd&9hLneDFyOq2=j%I4F2~c^}buZ?Ayd~FN3UAu4D^^R^zrxqyaJi zYhL{;h9G|RLvW@}S4G>`lEu0`E=c+ear-cqgM^Zmhq|9o%)dL7#2WIVX?tEu)D*qz z(;sh_Zdw9JknhB>`C}X#zR`FS0A8QZSY+!PAVfWPqC~pl;SZ+j`M%3Hjj29bq|UQi z8smx!oXIHum@PK)+HIRSg&9jR9(pXf^(Ht?5R3-iP2%W!*4HQss#1bXi(u9>xoS4A z)l+_$PhI#g<a5UdBH3JY;c$)8kWc4Gt4I-;>?BHpL2&i80~iMhOZr^!S+i2OU`*(h z(%>0G+MkkIhnM-Y*Yn_}#(K7a4^jeWV>lugQ+IMv31!+w+CWuO{IC&f-FnE!z1;EI z-?9E=s%grs&J*2Q5#h(iTF&P%6}9~leT_q_hM+Iz@!yb8n?Hi-q`lTg3;EB>C(%l~ zBUv08$%Gs6ytu!9=_dgJH$?v(fSU_ZKLjJ?=xn=3-x{oR3T}~=&4a|+SvGhQtU|&l z>*KzgX1On4D(hc$K0Yo_w6oJvxK*0KAV&&;MqN7JW`4j(s3{dJHy5O2s-60Z2Ao^2 zKLv(iO6@2OvJy<-7bziRDM%%`EzR2Vwl_(39dV9cgzEn@65L^zP#!*J#D`VxrEJ=p z`?=wjAPW;F`D+8d2v<8>`0x)?^2+5O1zX!K>+!rqrOKbw@97dTwhal8d>aHD*V;E? z(TRA7UB}qr)=o}OSw6f2?M-C*lD83KFIK+!DDaf&RCU#~sIf;7q5zg^z^^OTWX&%a z_+LeACdmR@5X|hg`)`aNsf+?yj*A8g(zXuxl%ZD5Zl9I0;N4ZZRo-aB{H|+VS%Jgy z4bl1+OH_3_Ug8#~<V}uoH-pu9erJOjr%y%VZ%`3MkuW1=LE*Bd2=-+Na=?=lf$hMe ztzg}%)V3%~*9O#ceb8l9r5BT?nWqj-VkjvkTNybo%Ii6!sONg)^@sOt{a0CPN6YJ| z15L#R_YODOlv25&D72vcq4FZHtF>|~p^<6xUsTk2?~-?)U2lAVyTj~lW}N}7pRbH^ zVVt8)mR(!8MN9gD=5NM35CoDbY&x??GBz1eUTcR}LKfE}OF7qO5U)X5#x?VP!MqU$ z3c`HP&=jy0YS{b=hxU&VA0#K0bedo-5YX=ebhfweDeGoFk&-^2&G%ZyW@%Kl`2sD( zn^4#sO{SLzUDT^p>N0Yx5;whA9ZsBu43omrMMey9YvRln4RTE!PZ&9>;XDW3{r9}; z3v|w&{-s3iz5{8p#FZYTpCNI$7iU&C^W@EPjh=X~Rtu-7NyttL={!wDd;<QHcdb<C z8T&Kk7KM2u%BP(-qn@wFH@r=~?wFXb5TVz-BT=&!194A2iH~0@mlk#@C?b9olrVm) zbZiUQ2&F&Ipmr*y#tcbdPryuc@P&_H$UE?AJi=3=!%7IaUvGL|(C_jBp8E3XGHkc4 zHgM}r_$Vz8wS00ul#4m~2h;f(7hjgLG>HKwCYVY?q~FWbR~bc&V+Hy^{58}*<@GVP ztn=<=oo#>|Ic)nA)c+h(mZkeL&~*B2M~S7+*HXm5&NHVax5E$i5+O40V8?{052msC zv8m#y($0lJuY8K^<_BkUU2)J5R(VKRsZlwJ204gOyKk%mRUs(`OUR%p>e4&r!C$g5 zxOJ>ut((BB8RE<Dq(X!-1S^B=%z%CxQJEzKnqF@R#*^jiC9bOx;m@sMp%0FcGvG_L z3AOfoDI#e##^zRh90tcZ#c0UeuCLfYE19EVA#ks$AKrkHp)RD)6CIu}+bi1=5boD+ zVl<BK45rGbT|MJ$^t=OOr)8Dz`$}q-K^ReF<oJ3o2`moYUXqkEJucPyE?R+ur8Nh0 zZ1o4xn7;dzZeSE9A|xzQ`aM5AeYxTa(f8g>g0q8aReZyJuJL=ggj?F(0HhLgy1vW{ zc-|AU+#p}R3*cRJ^0QP1v-6nM>v3e%9>~Jt5lYnvkS3r(ZAUf2(Ket_?+cl+5)i#S z=crBSNV=LImE}T?9sru=h-P>h%IMSLrR0yenxzUeLBi^_Hw^u2?e*j{7D7s87XG(_ z^oZwGGLg9P6r%$WzywnEe-16qcCnkP2Cix=I*Vnt3hH`=l})cFrvSO;Rm(6iT1}qM zWv6%P&3gv7n5@f*OOs1#wJ7nsS#Xfq6%FJrq5w_rNDf=CO;9~`PDm#Se$dqg*LDcB zc6ET8l6hCix_*RPhX!v%PK-~J$F+fmEoWZ&w5b63BS%YkXv-q7`)?Q>MIyqYwQ+xx z5^_<%Qt5{Glf?c&tRpSys@hG~#<8FD_)=lrmL1GqkSDJs`My2n76HDG*_PmZ8A>pC zMODhz4Zn8NKHr#S#_{b}M5NFGgATM+p4+&^;jhT|_#S*F!pZ|((dYFpyXD4c*>_jO z7FJHoLyY*QMen6qyZ+5eT@`uap$%xOczophvei;e+4-4p(+z4rY!$p6YSFTk7jX9y z=)W^n?A`~D85y?bdRU`n;5Q$JazisSY{L`u{g;h24(=$WBR{Em`5WslGKyRX<vEEy z0hp@c=N}`hO9oT4D8BaB_9HBCP!27nC*F9w#p@=7De$U$Jz5GqsFaZ|yZWArOu*CQ z$_!-Q$3XNxD0HBWl*S+s@My7}&+s|?Q)e+QFgxfnM1HyQ?`I<ZhWhawgR7!ZTR^S} zs*qM@zYt&xYMAZgw>t{;tmh1(K8hriuIh7bY@@sD4vqD{8(lyfbzJtuB*#^qHlHCL zA@^WYgu=xU+P;6t?ayOqpqZIdEH1MGhB57rWuKAZh!<G#!P}1s-JfhL$%J(r6Op-; z%W#9$T400Decvm!gL1T|VeX9<@zSpS5hx0HC@r~1o&9xo^09D1C9$tRcAh|aQ*5Bo z8xUHtcD*w4H%Q1Y!+AH*2GZKEu>F#4Yh3+g9Qg9q1$;_^<l>^dw%TvNlHZ?1!TB0P zp;cqI5c_Akd3yHK0_(rVZXAuR{3%S(p0Dr3ZovW-&&QLYBXK4}#!?pB$|p~g5#oV2 zC1Tjle+YPbPIs%G`&SSDsS#2P1H5l;z+kZG+XLjk1}JDbkpZ`|Yt(ylkbXiidec{{ zf}?Sm;GE-$xsE;{W=&1FHl<F=p^(Y&8zhl`g!Iw-3-*1~E+LpVr)lNZs^{7pEGcsw zha?67%%_a_RB^4LJiar9Q^I{^5~@eTJ9NtB7(Z^k`rO)cnzj6CkVA!IjoliWa`5@g z&f^$<S1i4Q#J8q0p0Ds*wja&nD)2a19~@68+Lh|ES^9`QB}!Gc88w>K4@g>7;q33( zw~1UHIHnh&8<5wI33;ym)@A9~y9Hb`=Wt?mniuj<D!yG22YE3oA{);V@qO|V2@>12 zH46||kk(}j+*|0n9DaLTj&+}b6@w4<KF#6(qxH#dZDmhNW-M(rv7~k~bXVg16D33y z+I~^z`7xRh8KXDVw66wcsMc+FcR$;8UQRrVdWZnQrF@N^xE~JQJD5UBPw>iT*vTxo z>R{nHnJKaB?ibSA<4$zvK3potpUv<i7XH&ksioQ*O_|NVn^IFUC?ktF%3VOfnwpUq z!zgi?jgQ;4>XoQp|5NL`0l;C^VO$gcvk>(qaish+y63ag>SIN48XJDazk$A3A^XKs zce1VzAQ)q#e7*0ou$BVV#9e^_lO8K?{u?z<0e5%g;+WClRh?Vy3hRO2x<yaUil)d; zyffM1-y(&y@YEe%w>ntM14zgv)j+AqFN>lE9B4;GO@Xy`-d`rUN8*PYHvK8CVgyNj z{^bJm65vr_xdX~#zXghQg<eZ-VPQYl_~YZFDVTrn`3j;;`@>!GKO6&BB0+^K1B*-M zvG0nZ`_^WSotFML%h7KU&<BO2GRJ0DD7bMWoB9JVTIE1O3ZU9A)2%h=n)sMpc!^3f zNw*2c*Yp*OERcBiyHkPs4L%M}2@_w>KRM8cDE&!$oeh34+q=QL&<OgXD23lggOay_ z0DY{KIkj<LeZaM#Cf8#0R&!54@|3r(jVGvR;2Yow3KNr5Ib!4`QfLH{4_7DC0wUA` zfo~Pz%C=W}Ivtt%lC+rx%UI{wti&z8UAy6m>;DDTgn`y?Ag9|z1+$oztUTFauMhs} z4_@cuAHRIDDf+!oaT-E^D%WXWq4T7vV5_CiSaUt}@aNHN%1JmooZ1+`Ltckxz}Pf> z;_EK#X%Q0+S?%sJM4XHow@h_Pd#M-N1=c3{5N$Dg+laDlpRd3%776JGd64MC&aZ60 z%i;f&b-6!CM|NF`vwTYP=zsIr`<(Y6eHu-mK1jE%<UiMcPuqBx=nmDO>7*^iG+LUv zk`#CP`A%YLHJox+2w&G__PIj85M}s$gX5{w<2S01vry`7H%LUw85Cyj%(eY%$ThFq z`ZEnI?5yMmxs6W?WtHa!`c1pK>rdm!Clx)2z>(r#va-L`V<IgGAVDO~NhiLNB#AGS z9r!pO>zl;E6dhr4)Gy8@R|W${X^gD;LP(2Lo_(%*l$85iwzgXAxc0;kL}&MFXNohl zQ`C`v;i?!l8J2dRZw#L|AL#;{@8I4iY@vbj;wO8(Ip@0?LJ!QbPsar~p+?|%Mali~ zv?#_dqmlwI8F5yE_b?Waw9Q8mzV|Wg>vRddcE2<pu{KDe)1+lJ_8_*1DhpK`oZXeX zfdLnTCaP4x3SW%Lw*Qj@P3gmT&M$%nSl{EAKe!3<WmGdWQaXBfLhwbSqTHMY-wz9| zCslxC!wPM>lUb8l+xEIzeQG!OD9dsJY<(e0hRyqX$_73I1ats<X!hh~LyL2Om@H<R zW&9I<l42teuSE$HXA^SN?U`o#nQ1&zcsy6TjT1*zQe($`a32{yE1GeOzRm&(CRk6M zjZf(EujoR>y1ZoMEZ23ir{0g<HZtF>Y|D1vhpA`_1)*Upk5;oUl|PSfOhXC1mfU7V zQjFx6(3@5}9+S|?JAyrRI6GfLpVk+vPl|q5!m?5DhoxrAEER!aVemswo@%?hE|&-J zG`rr5@7NG^M}s2vr~Mw6@aBbEUB)j>W6^BdFXFfY%xhl66ck1WeiGfarkU$_t~d`8 zIkv0%7k2#jd5NUUY6jHSc&r9Ov~9!^vx9SaoA}9i7=Xjb`<Qg;k2l0jiw2Hsbocum zZ&w=tgHTeF{Es3Nnw!@ipOap$HqQyWYsM{uZwC$0;t;~C)5WIi7SOXAfz2{}(W*rE zjggJSQAW8XKc~%r)jFeQ6~#&dQ~mEF8!rGuaS0jkgH*}Xbve=<eAzXGUUp2g{EbPN z%;l8)tE5WoIV%2MtXR{1Ldb!#1ci54ha8hB4(irXRiv>{RO<oh###aYGP>SO-FXa6 zz@I<hCL-EZ)qN3kc+EHf7H40DnD0wo9F+N0=^Ty|^>R3e%YvLGiL!i%5@HNY7Cryk zw3s&$NR5(@T!|xph6WK+nAtG)cE1aMIXBFH>Guzutv4_v3f_nCAN^&jYIl<0sP+1G zV&wd@MoOio#OB?a(`tWq`;B0IYOqc)eUEFJIjH&6^ekHiC*Etq?IpuP2dO{hmF>N0 zyEC%pSK`4{52(HPlqsM*GJM{`b8Oj7&VGB|PcLGKavA;9G?u}C)$Pe|<>cSUq`Qf1 zLn+S|RbaEFrSHLlZ=Uug`OLVGd9<FhgZO7y<!kH}gQ>XfI>;*#7T^CHTS>cjC>oE_ z!eFP$5OtQ!`iLDHa?jWRKK^C;c#sC9%VQjUeX+J9DMBsB|FL(}(ZJ*81VAK!yPg|S zceyb4a9$LCJi=i99^3fzi?OzY;X9*^i{D_aS$ktQn_B?><6|+bk+A|DF{DB4?R@?F z-Xl{+(v}jtV@Kkst~EEfLnkIW0#qH<+N=8iyW3zP1Sh#L&kRTDBp+F{kg}~@M=Br~ zlsNEHcWs<xae#ETpn{y>ZEOSTgz3?7s<5Q1Hc?I}LbbBr@k<DKNy4OIMB&12za<FY z6e861F^uZs12Rh3Qj1sA(58I<KL>jNMC*yItmONhK*0vzvo_=;4BR8AokIEFXDOq$ z_PZ9mN!%89`4p7VDa^8IiGH8uNob8MXv7Nhdn*pCR)Q02H9Ngg_yK#s*yiW~^<FiO z>EFT%(imoyOpL&OFWnM(Gn|7}W70w}&H+$tTclPUMm2amc3hL<zjb1~$IpS14#ty< z-W;P=!HKmu%1=<|Nm8PKj@B1HV92?gyB>E8ajTB-)bA3IpJ!}O9ro)#jHS<2*^%e{ zol~a#Lz`f;bqFMdYl%D^j#fF8NB{Y(xgmJfdh*z_O;ArE^aN=D$#P*yo`J|CsFOkG z%VkGLCi2}=R$g>TG|=Vc)Ap+giYqHPrv-gagxq_eRf|4O#ReRzXA8Vs&v<7oxW9k} zPp$0jNq*_Sr=Xpa=9AzWy||SwxbrL00a~q`uLAy06xgN24Z?@4xBHP4aXz(~NupMa ze|?r8Vx;poYvi%njZP*MJ*P0eSa8*mDKgWhU0EId0&afm3opSC`HCo|C_=A(8GFyC z%Da$$J07uuw9hRiOzCBhP~yb{)prP%%&goyj-g@7TPgmlHvWRm-fSy9#iZh3@$vD@ zdV|SB{JCEGLC(SZ<(UbWRio>}QNZ2HKJVl)98g!R^GQ=8zid8mMXce<l|+|@<&;1} z%AcRtpuk}el-0*bV_}uht$(xW`g-L`rj#;xpIm~%R67I(@863I#<Q+Js>*%P=2!Mz z)^5$bt>;j1EU9`JYrummNd>kNky5ZhfK}p<*6|$FXTHG#we{t4)G^@fscVW65k*Qa zFIf_sw9oMM@p?PZ`#Cj@eK?cve_Vi@ZITYS4LI1qb+Ok<Q*iS>5$~5QZL(RRRCC~E zHGJyj1}yBNC@+a+LN3C{8YUrtIzf=&hqMbnY3#cDg1)lQ#a~W{(9G17G1P-G>07PY zu=jrE!sH~IW*af_hfmpRA60KBubOYE@Th-Hk-a=Ci;sQ`DvaI_cnu%5RLowC=WLB0 z!1`s2G|LxCT%pWR?K^uV+||MKYdEP$$y#ylm>vCIM5=4DEQ-8<jC@_%e|arUZa+$$ zj(fK7784CMYKf{|oQGCIw@torzc~6a)AKD|tx;D$o4pA4M*c!j)NAARt$nT7PEE<n zNs>2T<kCX7Mx~~(KtRHJA-~>;4`hKsW1U>JxQNG&ud&4)y~i}aA(6K|wV=z9Ry#MH zW*UPPpaP?bxw)*L_FR7Oxta7@hJ)EPEY-h~QHG5F>BzA2Hj7MnaV_n1_hxQk?Rr>2 zS=3vny2JblKPtnnC1BV|V7V>eHd?g3(Sb8Wv(gKWIGTVEOH!J_^<;xHKYnsw#C0jb z^rNrHZ%&G-x3JP$G2|MdSoYMS{NEqpopWG=$zg}^6#kXvX+dW#c?O^^t$@_}Z&_X( zQ=;y-HXB=$U%w9@0)9D9ZX$;3{EY1R;4pJR&=)lP1oY0}pug&K#JKSqC0Ni&1H-0= z5_1{CCj)^i253S<v_&=5CbEvpY{>jPi{^wD_gm_b1gkS~ns8vzffq3ag^mhM);2P} zUUoXzQs8wD9AY6L^W~3ln7?zUGJ)w_a<5`#M9*qg2r~IECeQ{lMSh&E4dke3`%eNO z16Y-+Gvh-8a4JhfJtWZ7&grR=IC(rglZAo5`->&3sQ-}i5eosxgo3|J2X`hKh~G0T zC)LK4jKj}K;tt+tG*{RdD)?+afwTdb3p(1`LYtkp!_kSPaXPxrdjVbTBV!OQlje%w z)j07W3?EP^w92)epH7;fjW55lpLc+Y!Pl+-{*y!kTZc$%esRWJ`D3#{27Z{bjx;C1 zXIE3ZcKu8^_|N`MzIgKK4&Njb#rY_iVlXW<F{7>-yx28af@%sCKE~ii`&ufu6q`i} zEnsR1ufGA|NN?*%q^=ojW=oNSWbUJMqC$Tdb|1esb#$u>5G1GYEOdOH<$6!7D-aEB zRe+E9PW_#ZDO;!R<-`L_1?W12cf)8}6}U&2lIHN$>B0tiiK7^|62H1>NslI1JT|-B zkz{-Sn<@^xdKv_}N_#gXOZcX>j78u=KUz53f(x~~9VPODT-NcF`9CWZKmD&T;`(2K z*=yM8uk3SISAeOOmXD=^C0{ugB(=OGxBQeXJe83plii{To+5P)e|<6;V(al)sQ$Rb zyX$Rt0iZ#{+0Hv~C<$W4X55@^S9TosdNFT3mRs?esc`RtdhmG~_jNf4L0MF#%tF^c z2JuY`ih}7o2yn0?r`(<ZG3S;ouYPhVf#<Kr9P#c0UX)4zkat$-s&V(#1%}YDqFI0& z_kzy7l2c*y!RI5eDxCSnID-POr({Gghp6(G680bJAR<r4br8~*A7_IsNHDFRVd#A; ziI6E$^t_f4EHj()3#kn0m9qtmr^8w|KFLuxDxh2Dc<V9)#)5j^%!Pyjy;xh|^HY|a z$o>AMIjZPg+9+(T0KQ#{3vncx%O!He=?hU>w$JI@Tj$-Y&8pGCR!dXBUaijfuh2k5 zVY|LvdGtYFXN9JHbyz#VpMBy(MER-a0v!O#k4?^(`<Lml)6MteDg7aNra)&e<e}a{ zV^yzJWA~Pw!&%5rtCeE-Z9qm;d)-uJa~ll*vhl9{<bl=UVBTJNr)5v>24CU^UVPh4 zsMC|3I(YxkL|%EgeDSn0^Tc!Q>gdMt1bMAgfkxD$zvayLY*@lD$gHjN<iS`6U$K8y z(bH04aKG!^ex|-BI!smCf00&>JNFO{B8J@ZdU&VrapC)}b^nozG8#^CbbTcWl@e#% zCBL+wwAQ-C$SxLt%@byp*0fStX#wY9Rl`kZ1Mf?v&O(B}=}hI*>C?7Cl>@RtRh2@( z-f}dA-=7~~v)C=U2&G3cewL?$A11Hemzvm(CMQPJ^AU%Q8%<#|d1ozqpV(1fQOxRt z1i{L#RS<C+IGnR>oAKV$mQ?GeuTu=_xa%n9;+p+Iol8r3hcRUyA4{KiGM!=JzT-aN zbbUR`X2|!=4Npnly8oOXoHiCG70_&P34`ecrYb1q|B4e!+06emc%Frn!$W{1#$ehf z+VTP(1YxT8=NJmBH;#mxE*S{u!i$AbV8bWX^5~Hlq_Mz!h*StG2yw6+(WLZJ6vEg# z%^nuQ6XU=dO;kc0vy17%@#?=@agE(R&eT_vBCp1N{{xWC`c$r0w0T`@)lCQ-IR-vK zA8(F4fuwZ*$7=w-jWazBlbmvLNuSf_vZcD*U@~tB=rr*bDU1G7M~E@YX2NyO0G(Hd z1+1lu6*bI3F{-dZ+j3kzBM8YSVdX)10NmmVuo8c;i0q5ivz49uwN@0vhkRAs<a2pi z2)MmVD(k_@lNRIK!-sU7KMsrwo;}>!*Jz)8T}(tH;r?{vh|}S@b7Q|s1CDD=t+l=a zv--aj+mjp|wvErw1-vLMe97dX$k(yw=lsibaZx~WpZJH8>>k+zZ#+H1Z}@w$zRRX{ ztF>Gn`8!xR*w5-Ci?d(dgzzbgwi_&%!s3=Au&=)}Buu7mEKe8eeYvy2ap4lVi{Jwx zIVmEENo*!7mJvXm9bN3bEWgdz^Q!ZxtC~M17WsBMQxz(f{k!PYt?^{&*LMAE7giMe z(!HFSR+-m>lMpjh%FNf;W-mkJl}iYuOb+7E><}cSEZFn!&zhUwpM0jo)UH_-zSfZv z*Jks43~31+&_<kbW|vM60qVjJ;vZ?$Nbl&Jj0kP^G(TAPtQ;^Ulj;0io3fnYUi2#y zDZ-Wr;c)?V`TrY+c3$RZxn&J8s#0zA1EXm3)^gRc%@JabAgMVst_C7fJw+sv(H%l1 zhUnw*xM6z}FgjCz52M8VtF>U?dHGnSITsY7+1C>Z0*RPc*(oD!`Qg~~6_FxmpSIM} zk%!1K+}Is8r``17vi-K*ZSED!TGwZjA0Ty88oWboUDf9jmZzicyP^Z<PvDq(ot(rt z_?G_VrIo-TN<iKFf-&US)-=Vvw~Uj1DF2oCXUI``5g&|ZSLZHOcB|?C3yb4b!em`& zb(^o+x^!-iZF?*dYyJ9R*(`f8nT!Un&YtGTLLK}njj`2~HjroDmB)Q2Pax-_yzku? zxqQ9rpv&hMZ~h%I^rGxpWaoj0o<&7YPXykt!yP0+kxtVrNf=8t=a@nMF`NH!eAt!; z--2i0$*@6=dy~yo<mmwj#63hrhE=7K)SOA{#p`_BHheujqgg#*#E0Q@8oq9&SSSmY zZRoOel~Lk&FU{UP(d`LC{fix~pN4>dX!%lnRC*3d+&w!m>o58|eL%+=dd6PY%S`nV zUElKtNz`Rm3QGz(dHXY|(`N}>zRJ3svk{voH+<9RYRdaWZxN=C4YdxiVlCBA1>O!$ z`B~L|>>y}9{@(COY{CI%T+l{-grBKI62jVrH9aw6H)3kXldqiqO$#`_gfZM~D&MUK z>k5>kw)hEp;5+#a^pTXG7gNoK)YkRSOCLjV#^tHVaRZ)k<`>7MT7+%@5Ws(jZno38 zFMNjb>h=1tk71VL38+CwEoQj~K4&TW%3CN8GyksK^a|fj0{Bp70H=1puE@;lASRdW zp$5U!ZXE39*|Wh1DmUZXj1%yj|LVoU=?<b!ARiWR5~>5TV>VhwWBIo#tJZ})2g0Vj znvZc;X=ZM$w6P_#pv~6%>spnFtWNH~WNX3HHZ6~Gl0SD``eoi8>lsn7qyRO_t9_nl zY;BXkJ9ydt4@zZzhx2ER?gf#AwA?q;Ix;(x;7pQ*z*}h6(X2Es;_(>Nl*QdZO1vq1 zZLy}MPL^OB`9HS6*lB_e2eGsl)D&U$l;xjJ1+SStpSfOpPiqvw_$)=9BiI2n=v`-* z5JR^Mbh4I5RI<*kIt<}!{40OejjxfhjM%WKY3wwx*NJ16>xb{spFb^}F%qU9JjOT^ z1866tSPJ-E0@6a9Uz;sB11<~=FK=~stIi&Y?sxlXB28zf9c@di*I8oZV#rbgLrl4N zsM_?GpD}B4BDBvN+UcW0N)|z=N~I-kAL1#=!#+$OSv;Mdc>4Het&_QW*6q?RQKLp= zXLNa-O{@rVdU|9z@~^x4j0)4JZw!YCa8shfSCbSs7GrP1q|QS{k{TNfed|6U1#x^W z*N;hnnbe11Xn)otz|-pTU;N=o@^rf0A$5OE_;iWu!2dYRg0iyXW~ZykL;xO}%3giN zM5aK;k??2e#V`B7-SK<{C3{`t1vtXQAkN=5Vg2Z;k(jBKhJ)0D7Y>~#u^<X`B}vV` zeDkEdKPe6`b8w<BJ$Ux4=Wxj}vfMiHx{plhCkzRgnwiB)W1u<Az<&>H>)YN2UuR#V zI;bx2!A1_!)=Vug>4rS3wFlS|UX?c52x1#8Iyh?F`WF&0sXXg6e&0Ticjo8dxyfKR zyR{3v`j2bi>D@jMt;z?d5u#`)3#H)QGga|*nRwgl*zeQQ!<gH)$)h!2HN`ep%3!;1 zCUStZ5t(k^Hj3}E+>Uc&a=Pq%VQjxh+1P|Gf!kc>q@Dbl1+gRxbX7;#7c4qabG#+? ze&J;T-7h5S02@{Vn|UGS2Zo=+X&G?f8FmmG4Tl=mu(bWl2z+_^q|eGZN}Ui!Zd8fB zamXZ^=R0;0`c*P(o{vMf?d2}krd8ZTj>D?yXt8|qDO!+B$8U#X*vrnx)WpHoMh2#g z5d~I8NECnhUUY8=?(A)5U5CFbbLDh-Y}QOp&uc>ubfHg^_c?y%1l;}wgvf>n?#7^( ziJ-hpM6_h)-;1G<!2yrX(*4#=moK72S($)t2+0s)%LfjxOsWH`s&5mu&F=)PaYnq6 zJzT^4wY>^`@~{@3qcidZ*nw2r&>HnG0)A7y{P@51a7>*#g7#a)xy1p6g_;eI;S?7- zsGd@?#YX1CeYqNJwbfJzNk?wCD_AS3PJVEQ@<;y<7QUUF2ZfXh<CjcHHL-3z)I^eM zqlu^YqWD2vr|PM`Q2>(Wa=y>I?&tb&xhuHDr`Qie?9>gD|0dvmIBUkC!;*r;3$4?C z{Y-woLcz(Qk6`-QbJ)$_lFyle64mvaT15k?o+Hw{N77~bCloz_qU+>OtG8zHU6<3Y zqEAV`b!x~oKO~^7qoV3svhY7fDL}3wyYcsas$Y1PP>nG;0+~#CkrYX`64(qD2TWR( z<J1$DK?nFc<AlF8o_#@?-m4cOCCv1cZ*8KY#Rs&Jw6ZQiy2S%3V|$l{T|y7j2>Y4k zQ6akz{^q_e7DB%}C>}@WiF9idYa*zr^Aoy(RHziC!5di5`%mA<e(g8T{)|7WM?x0X zM8fIHetql_JPkktVbKIxg}X2K$5v?9oZe;|&_%-HqYaiVn)0|2!13H^%zNO%lwgx- zNR7T%9AqN=GVJ7)MFlcvW=_8%PFt<5Q?bD?^6eQ|<DeL#p6!9Tloa}w5{0KAkPFjH z0aIWLlPX-{PK;s1<)g5dJ^_n-XyPL0x$Jv+*Y)h9tD90vf3^Qbcsns)ri9T)<kJC5 zP)maV{Zlo@nbfhu#@)x<k~-x-G3*VPeQVa^*c-=tW`;np`&$F9?Wa+Sc<oeROrfAw z9V{PFsHz;&EDx%cL$666O&a>;_I2#gVECG+99lp`tD0|oYv5n(6_p0K<{EB40Bb$W z?3gNp>HpDmR#9<n%@%Il-2(&<?(XjH5Hv`D;O-iNr*YTdPVnFw96GqWySv?e?il|A zuMB$Ad#$RPU(IRo!~k0;!Vn$|L>+5pd^mo7LRmPQ>PgdqMngAh=wedL^cfYDr{$t` z@*8nRY&(x(7X?vBB|pry4mB9jH-^#LwuubnX-|Nrkr4l}y<pp)F~gL`j(m^Y?S-ok ze7>$(_ZnSgoVP>v?sBzKZn<+MTMq0>7p8G_HL?6`ZbtiMapca=xZY?`zc~QK%h~r1 z9g`bbb9`5^re<YEpydZg;r2*x88_il%$MDiHFCs=2BW5IM9Qggy8X0Y{!f}@kKMzv z*Fso)D)A4cOx8`Yn_u~j#jab&T><wNJVfYLyV*SxAdknWSuCjAJOv@Ik;ZkmM8vH- z_<6A!!_-XD&F$k`zvvobI8_tM^Dy#En(en$0|1xW*vZDoa0#`*{-z2%Z^z%FFYhcu z*N>^Gx3@rXj3p0`mUayK^Rne?!M&v^;88%DTUV4>50eWw0t^}Vrws$&p4Z=J6>GF- zyQr`p6UhY4hsy?`<Yab?WajI-%j!%80s<GmRWCE5QM2YXLA=291zevz!AcT~Gr9pA zH4yu?C25P~nWA)^uVMHKhtPcc4cpZ~FdvACmyHx)cd|#hu|mXmbHpEl-&<;4tjC{t zFnfhkEd?V=L5L`@;mjf%7m}W7-QnCg5De;I1fa{-q1ntdY1>*u$no2mv@#lmC6C<F z-_LrOjAgQsD}`HqgJ3<bGutgUF~5Ad+8O5NP2+PmYcc%DpwNuac7oq~K6&pCS$1!; zY2J94xrEjxM^LIhX3l6Oe(01H)6!Rv>ZeCj2W`Lo;{MXwGgm2tC_ji7yg%jKVp5Ni z;olv6-FZLG=<syd(c*{H^q<$JqKL<mtY`x@?(eKw+*tXQKO}{RULdJpQ0a(m>_)aT zbdbwmSg~?2+YH<3dnkW=hpg&kH>lC-wzUd`No2h9v)}ZvV%`A?Q&W2M+IRHpwHIFz z+K<f#$EIC6b9Z*{-|fW7KT4VYh;R6C<;7@xZ8a8CCrIA9dhmM&5DXFc7qjN3`<J^; zT3}tfn%=FRDj0(N3Vd084j>RCr?p}7O=bY@B_`--ILmKos=#HS2`5R6prfYDckoTY zLEYtKzz%%4X<)kA_N8ySvw^bQB$?ZY4vphf<$v<L7w$p!m*c?{hrdnNvB(j0-Al4) z4LD$j6$b@r2(TdFtKI3yLWxN#MGp1W2m0O?8=Uhn3%(pv#ctl;3t#p*27U$HST`A) zh(k$!rvKc&OIkpZx)g5NIqmaBf5v|3kk;62W6U{xFt7c13%&QqRUE-BxK`KAnlbrs zG|;)`M?|Qs1GEA*{H=#drLoLu4U**x{h?}g(Bm#`^?x(YCB1s?SMJslO6hLdTZ&RT zwT$aKf@G-02{HS(z0O)8fm=s4@1ZGmN~}2Ira95wu`)BZ)vaP1e-bwNjM)StE}>f~ zj&Yepg^=WTgy)wViaJV~|IN&>*&j)9GDNq1-q!+##Us*v?4*IILh{p>Fbc$GBmcfn z+CiNB<Tna8W&f<N*aSZ8@?QN_kkvIg4js!I%4NC$6P)y~F&WghBEv(RDX)plL&<Kl zk)cW4tfI#gKZCevsJIQ<jNq~(>c}rT&v8&4cOFE7`tT<*vKB?=2fHPj3kN86u~+X1 zzcXofRoR)m&sTT-Z8D;i$FzhMab;#}e=od0?J^Z9Qo{EhMCtuw@hr&MRL874hk8*^ zc<%L4%&J;yFfK{OQ2{6=>kiB7Fh}r<j}tv#x1KTsF9%EB-ae;+d3bsJ&Z02LoFBw3 zN3-K%Vpdx`Ee+OCtQP_Z_}9>&!A?KSE{|$ne(RNs#YGeb!4+G+-OOV+d^>KribBz{ zSy*js?6A6?o6zIp@Z8(c`sQo*0SV_}<m0Cc?^PR!&8wyDvru5qf1|aqg(M}vR3raE zjFjfxo{PPySx{Ul3~ihRjQkAe`gcH;BaCLqC-;Iv8)V;WJo{WNpA5TtCqb}#k=!M6 zdzEo(FQp;pPsPbqoSLTD2ztoH!RR`vyY}p7TUj!37DDcJd+Ay9mENJ{{nUALh+!OX zsc*2<N@&hmq8wA6-|cMK_g8RNfai=3w|t8#U8#5ve)D+Og&z?*XaC+Vbyb28R+k~! zr6nwOcrDKk0gm$m2A@raND9nV`lV83lYjS0aKClN*oDaaOB)`Lop6hFxR{#K*yui5 z=X5$tfJ7o7@XUEQ6L4)c@{Rf?HZ2X8*h0WK_3v$OQ54AfTO|Sr@}t#1*&+ueucfRN zHk|vPi*(|;G5?(>qUAJNstu@<3`CV0a^YFSP%sMhkI8Z6eE3#>8N*s5SthZbIwuwW z&EG6|!Jw|`?ifkL>$y7cRsaOb3A7<Xql+wQ@}0bfPO#Z&&GG$m2ow{jTCDLl`kl7t zyRyDXRfkPtaVn*f+cNR{NBJ&BxS#^u(74Vzo3@_0PBT}(ES#aW1UPbmqv(ejX{##3 z`onQN;<(eVg(IxWz&6CiqN*Fg4IwXws)vzhvzDAk=*Mvsc}gsOy=LcSPsi3o_?Z60 zI4V=ru(`=u;0#~6+BkRIfa`I3Q9~)Cp(svv_Ek7R42=s5`=Fr)6a?E~f25Z+%3l|C zLk12TPi_s5i-=lE2;C}wA_By;<7+VB_Fu6q+>wt4%_q~x-Jey<*N455nVb+*s(tIL z@}%-X8yJCR90PtPDKy3jTJn4rpNsd1la&byJ|)Hq9_1|uUd@ud-JCTNH?gnNgp#;F zK$)~3g_I>`TxXc`HQ2TM-1_YW)MN9__^5*fUcj^jOWteCv1Y|@nauT3<B#}t=vYy% z5JX@vuJ0@NX_lQ}GxzOCSZBzl95m~N;L219R~GmqyZy%x)~9k3Ex%YM)p%nf^W@sM z;qazc)uFrCPxc3?iwpU33W8N-hW>hg45F|4nO>N{xSaVkqRDwV*?-Oann8XMPS(0n zq?=N&kwZ;fPVFjb4xUW|oIoeo`0>ZD{1u23`%<psZUq)p-WO}g>g-edkLCO}D80}} zZ&y6uarU#F{mlJC*ynVc!dxur&1)RbFf4}^EJ>5lr?akwL6K5hySE+TkZ(&Z0xCvY zISZJ_W5<h8tAsTwIlNzwIz3<U)*q&5>`8^)%k*3|KR3UIIG_meI&SId+rzCM0-6A9 z@cj$9kjX$uIGJ~oUU{6H-^CHudO=H0Nsj;H38!k-0-NwkM^(YTujpH!t>S!W*GR%c zEygRPghfQKa9Lg`JoxMA8Q`2$b;zVKfJlyHn8xf2#ck)Ptm~{8xVvGKp3NzwYd308 zO_mI|%Eqo0n1e~F5EJII()!h#X8H>%X9hO+AiE4Xsjk~Hr%@mqdH|s9fG|~m_?S}X zSmYoKnk9!&N9NO6U~_W?80I=0(8GX`Xt4kO8m9@~)=+=kcrC{0+(OW*Hv-2+qMdiX zy?pGhE0;#ouYRqfSGZ+ZY$E+B1HAm6q+yE7iVlk(%Z4>vLX@PeW01}-KvI*)pniCT z23uac=k@c~udhL7C_z6ECOVErVlAiK2{D}_6<_*yysnz1!GLGbr4awy!FR{b(*Q`R zSVD!FQD>|Rdbj)_D|#~qLR&v6tNb|yTUZcB0C{^FJCOP?ugktnSxce2zymdwHHQos zvQYJtsy6X~(pZ>32X{M19{ethXW#SbWU>!b-)RYDNKtM!xGtXkDf%;TLlaTxAxWNO zcsE*1JJ=ml3U@Kc9WjVJFI3C1utQ3B5rr<gqOnb6Gdx^%E9}pdCPy2iv8J7&h_|3! ztV<}WeOI`e_Tycy->qtF*Tv1c3E;A0qcl(2Y2Agws;ALVx_g?#aOyze_yF1}hu!E5 z&n<$YiS)rHCZtc+#(jFK`yre2GLJM!1`jfI$NJ)OblNI>_l0Z?@Bd4E*fe2^M;%#; z8hz#AA(g9deV1s1snP*AGtLoc!n<g~G$4diQO5WP9WHZ0{cLrek>FYyS{4!0k?K+3 zBzEbY{jnS!lT;?$Q8q5@pBU|`P%$4p4no5Iv|9Uom96Yz<Jpphqd_3!d+uEBGGaLP zZ|Ut%87TdXCf~;_i>k^ou(puEO=1%N;AXgq=zSAO@P7Z?41;LDv*|0`v3MSEo*HUM z5gpEwVch15mrqfwG~T~l_c?HJggPlBrRyvx<Ml@U+ubbZhc>XVEd2ckv_X`p);`xP z2Bf%9D*V&;D_chWA~EdS*&72^&iNdn+QYm@O(Y6HCpP|%S(61O)PG&1bDpoPL|R>D z2cnAEm#Opnp)ookmn-vKUXyAlyvw(WVTy?9yoULo?DT$o!7Vyz<kk7U-Nb4G!m=z? zADn4+SmUX^6mvzSW$Qlzn>Cq5LwjzqM}K@f7S-dI)i_jB4iLj+@!83LZ4c_~Y<WNM z9v39@)?+JM``wYhd6QJxnpUVVyC+9Y3CZQ0#jrN6M;oLKCE?;0zPt0~LqHTGzW^bR zxb|N!UhUd~;`%+7L}BBlwv`x}4LUt8Lk>YMk5e?dYie}b5p?1@SZaejXMdh+bJkwa z=1suCSA#5QwX){_y~ZX#FsZfJs}&^A*&!t~(~XAjvp@Y2R29!7E{*@4zSYrO6p9o# zaB<r${Q2qqF+SYz%Q_sUa(~|zE=5|CrhAw;*Sz#n-RHk<1uop>jH%opNkl4O<rfAf zj!_Fy+?H8EMOXYD`h%tvm<n(DlyzCTto(SP3A}cjxzw|8qMulz@(mtv61Cy6Oq;|d zW3{UB1dv(~ChV^;1su#b`j?)%N;cy4??!7zH{afx68Z>X!O=tQbQhuId1KBnK(*~& zWAW_DF(SybG7eg{5|Zs*QtQ-fc{w6WVibtiro&=`*EHxfTlIW9-|uR_^^wN62!`k| z<^FUn$Bh4zKniRUm20?aK9#HbUkr+N#o|2?vIb$oiVzw!I87ixgwVyr%E;KX{Rq(L z25~}zFj1qXvfYo^?_UocgLPmD)y+*~KEucC7<uXaj|GTgiY^J<@CS8^^%P#>Uob8~ z1(j091^YVAE-{O~-hOwiTD4m~>rWX2e*5LiwF)w+@m7>x(@Oqfmp_u9#NMcfX<H|? z+^_{I=-{H8y!6Qd<mCTB4L@-}cJ8<76S;P3K4wfUc;bzDxpf+Cm`Kw=G8P_036YlS zaeJ*JohjSq85bvl4kN9)BaxjDeqC@?74<lXrZHGIGDxre4iz@Y2M$H6za?IVvTK$> z#)|CWSzc~4E2q0O6!#pc%xS=QzR2nE<!E?P?duP-?)rM4Jl0v4tU^Z#*}W<PGIdfI zmS*H}@W(QHklG!*rKc%i5tNlt3XszYht>dt6Ehbr{LZHzC^gS_ta|jLH<X*Odu@4K z+0}xtm5GcgnQER*YK^HYXHih(`Er0yRF9{_10M5!n(-$gh#v-*ToJ%ayvW9834ftQ zQ7TR8qH<o;;z&_I_caSM0H-}HrA$YMQAPTFs>TlK#&CGug&`-u9bZ1QN|}gS6kWMJ z$p3zS%xEA;u$vJV<%WmKnkP)dSd7drkJ&eX@Er#>?DQCn5H|O8U@cy75i=l?Od@jW z$<>GdWK#jN8_R0s-eX|PquYR7k4hP_>5dP#d2G^37qf>a|GOj40<5&*z6?W-<ab>- z;Op={_p^EJ`KW@?Z;&#S<j;F0Yrx(M+_hDx0SDVSvL%Y1xyH|mzJxV4W#l4%ra@=n zt}qxOS`b~bJ1QX)20B#|s+EDtHvd$bnyCLF|GSU9rD|Z#B0d(449vqvik&4$U^{;{ zBF;H*=w_ojgZ?oAS<^5Iu6UXIz*vt&mhk(&<~#-=Im%1V^fX#+txu~3qsOEZB9wU^ zDv7L6ZrJzZ3<oHSv?O$pF|1nk!KPzZ+kK=&qhc<4p9J>Iq~SeIpzrQB8NcP)3H`5& z%`^16ru`dce>^Z%dMHP0DFw3Or(Xw6x-;39_AU40>1x-x%~Xycxl(KjzRNUeNY~9L z2Jac}uug|D_cR^g2{d{AVz?yPL>)Y4`5>sP2P;NoFs}`bsg^Q-@~`I)y(UJG_eY{7 zsVhU!q1)?DnAf<Ef(gHcI&xiii?OM%xZ`l>@yb=SsL1t-?f1-%_dk-N_lMWs`nS*k z4(_YVE|)-!`g_jS%qfmz#RcNA$PC1VPFi!}6C)H<-nB34xFG_w1u)~*KWgD>pb}LK zvu%CL2mrhad~Qk8&+cGG(%7xLJm32Q8Fk&TBNJzW+~l}|B}|r^a(Gj#^<1W~Kw_9| z94rJDnC0eqTZc_#y409{TYY3{!sb(ufa`y)Xs4a$+`L7iE@$!tS@&;jzB85ODLW4z z``RKRb`HSj2!Mi-4ycN!N2)8pv`M9Ch+%fCtbAm>^)7K-*#_i*86=+ka4GCxq6M9Y z`r!V4co`V5AKq1z1o)a<o@T#_K0W#e27WoLad@j^iX@Sh0=vR6(8n9qk>8_cmBBbz zPx#DyL0I#6rcz?X;t%;vElX5^3;M4>7SqP+pkSbjqD1t?GtaC(hYw@Ac<I*Y4A6YO z4|oaRt>6jk`h-)<DB^t=4iRuBAKOr#Z>Hz%G(mu*o8J?eqQ;10|M)d1M$fIRiTjtd zHgN!*H!p^$;1JY@0S(fMtce{-`jsd6<|Rt=U!C9%)Cq%7t-FUQDBUR5vMPZOJ+x$g zH~RBc1K*~L8w|Z4;p+F5w)tH)lEO0Zlf1{#>+g%T+;1*mXg|&+l|5hD2O4%bpxpZF z<E#3=v*$i69A*_VttJS21dM{q+w8sT+qRrTx%w@&u_r_xFVb;1d0$UDo9FEEtAVV0 zXIV0zo=2-c?HXJsPo(=Qn<SO{2!xsJs(Ma8<(9XF;O&l>!xdaMdmL7l^nn|&(gCst zl|PWC<FGtu#H7u0CnqSs(R`x|3{;6=AUFzrqi4ZEwA7|w5U_+~_nPKrclc1VCiNI= z&n|F1VSCHU#lw0VhR5&MA5SwK+uq4oI}clUSTCZ{GXig|CUQ9o7_78U_hYY$Fhpq# zV?J?P1>9sqZg69A*6dn4t10l3r6*iq2GX`QM=$+9XTR#m{D8yK$Mjx9fo9E9*Nz;d z%=i*K`6cY669&)|B(1ZeDXxbzpBO+1>XG|$l15u=%U!pCw(@j5%_;~UceZ$IKQwu` zkwxcsLJw*!wQCXgRmq*sT8T&U*6q=&WmY9hgjGrLnlAv85l*mu^O3>^XRQ{-v<MTc zHTfB!2lZb&V0uAmQ?I%C1#ct0xCv-8=x+Fa84z^p1aR80Rww9}*`f-lIInNM)xFo$ z38tSnXL)rXnZh(LDmZQ1*~d?A?p9dj>0Uoi{4v?33zL$SJl$n4BNmklc!zYD;*Q2W zj-F$^wiW|BuAUg?)}^J8^2V+~eh*pqWWEPk|1cJv+U@?XSweRe*XwbS$ZyaWq#WM^ zFpZMP<$~n<)r_JNqgaxh9{B}HaWbeKI0yDsE17qzmOml_Jp<4P!>v{mPR!1)%rsS@ zw2RHqfxZ$$MBblT$Fq6Y-KwaggeU}$q~G_c3IWp<lEE?}x3E_aREmM~9+tKrZ1u^O z-VhJ6sE{+elX*mObB!wRb!4Gb6*{=SNoGfF-Q80D@$)g>VJrzE#^eUUbMKS*!8at( zBn6=NlVgXQS9#fPCnSRNl7hvtespw^f7e^pUs<Yw`Au?u=Svo7et4AA={FjBLsUZI zKUj5s4fElroyjl5+;1s^t`<73tAXJmq(K8(Qs)(V4w$<9p#3b5m0t+sUH3gD^NtSt zh`f#yGqL^`f#p-6phI}j2b?3m065Ugx7#cbT@r)npWBZL;u`7S3TE&1%N!pKh|hc< z7NaLjpo8`!2|(?6blWSTB{9s)832?ELZV~*F!92#2{ClJ$<6hO|0)<+8G^YdfcOG5 z(-6_~*W%+$Fzsa_{iiek&TkJqVWC6@P3|TxyYECP%2G)As2`FT2ksp^EA*yn{yZ=N zMFwCXNVHx<MTwHJ`v|o>e6U5n@-JNvFZ|>8^XFolE1|A?gaHIx$(Y=)khBJeZJw`0 z)B+aV4QL=&2`oYUsB714U*-QDAouvKiu3Nb&%jqveB%$<s?YqkY6qw{UXBECd0cF* zdahW186FpXxq74}&06Z=y3MGj3~EgiYN+)32UQOQV&A6h;wmKX4Zwr<K^CJ;n-4%6 zpbTwqT;IH>Bq67%L28l4nkKq^-|WBIwCYz&(y7Yl+wNw2_VCEeeFy?gA;AUhK9xlX zrCsbqCtEVk-`^6@s%AJ{1lJ=xUPGCKiRGYEW9&qG5;hl%0n@(?d7D-wt=)fNAs0f| zUkr5Qc&f{OH8Pg~-7$7ZSQ?3TznQwP<>C^!+D<@IH1I4&igLuczl1AK(9rzIoCAWj z4B**q)XnVhqt}w`I~l~GwSWJWy8*=~!g}iz#!Jqcgr@l`B0*wY65o?+g@!uJEwJfA zYq>QXQMugd;QQnRM<Tt2r%p#Sac~)YmvsgQ6$JPwVILvMl3nf7nppg00z$wqO-*Hf zEb5pSpLM@lWq|kL8dw;@HTs||7o(&RiR?P&fcolv>aWRb?+@YE$0sebxI%=WZ8<3{ zw^5*MO8oFGsi7Xv_OXcs=E(di4_UZq48>ZEhyoVYvX9#+&{B5u-{DVlB~+m1cb~}p z-iwrStO)HW(0TR;OP}v*=sS<SgH;hp*=T6_&oPcP^>|C?$^2LMWks37;AO{$)xXyu zw^fkdP*_^r3L0D+Al5?_Icu+2KIEv;^j%)J8vT>4V<R*N6I_rGtbHVbtom#docSLt zw!J-ARI9<WSx$wHvWh$d*9iVz-<PDOQGNfu%cfm7aGa9F7t_T$`?dhjNzsjNZ`zN| z59g5gOiMwEh!|}+bP=a3b%Gq92k=*=l^~Zw1?yeJDd*jDNXJxDRrC-;nPd48djGNB zubP5_{n<cf;j;&-71I0s_v?5S-L}q0zs{l}%NzJdzmH-}_{4T4z*%yR->YElueA2# zURLT(=rhmiM2PWquKx-}^vV<-vBSe#4a2V&K{1(?IKU&)!w^+VRFd}2xhE`VYVHkr zFuuFC%V`{=x$!=<#_{;TfA>~9(C6gQ<n3YfJFzd+xDFHin7#b#yu~@_)9hf=o%Toy zadJh|e&T21n%9>>Sw|wZVgnYa&vz3|=3M1CUvM`rwip?i04eUlBcp+wd@;gqpA*u7 z|LH=TbLle9k1SZ5^hZtt{Z%1L@eUVYL@ROelhugJUI9Ry@2&bcpfDvS_;wE<#%~n8 zm)_%_x^H~E{bU#j*(^eK2|R_&^mrm^<jsQK_F9<cUH6RwU;pXTa?Q|q3{HCSVm@Vl z05`jyW@5IUn(Mw5`@+QU!-8R<EKOl|`u4MK7C2d_6`;6E(U%B6)W;|ZxKFW%LtoJS z#pD?jIq3^TyQ8`Ah2u3nezwo8vyf7dDLh*{Nrbc`g7-O?m#<+vc66dV*Pj>I!^g_f zyLFiWM;dI1v@N%<wzh+IvuapLeuDNDupK=P8({B=B<8R5F?)kPYG%pMKR1n%FUOSc zZSQR)Yj25UK7yL7Ke_$uF_=sfc3^?jQ`BQ{HL$Vr8xFlu?#q@H3*T;GAC#6-YH;Hm zhNd-&<wckatK^iC+#D%1{^y!zo)UT>0$~#9dVDJcqF@1Iz#+=Ob*jL&)4TABN5VLz z{_55f0K(^6y9;@%d)4v%^`+b1lFkd<Fekh0>hsslQ%jyG^lM8}T}tZ^IPLSM51Wti z=ZzooRX+=w?>$Y)2tSqxh7xq+Xb>c7st>#PvzkI#k_2~Om-k<j&>x@&VKqmc!c_>O zfHwK{94`9T-(N?LD?n_^7XGACnEIGO@a^4!+Zl><e?lCvO@GgS<1-dZX8_M!?0Pv| z<PdqBQPvn3FS^nG)G)t*X>DhQ5KdiwF@YMy@<!}3l4t0kspzt^AGOisY^0%($!pU? zJD`{5pwz3bSvJ<fM;pBM_c%+Z?R*-!Ld$Hb?Np(RiqU`-34)kh#y@H0o3&u+TRSKK zXK30!rt?s<i6xB%L-9TWSEAYgc0nlJ!Gzjqkx>wNafEc=A#*wv_CpW{JSy4);Nx^b zRbu!MuNg(7jQgnPrsp>XWr14%MC$#WJtZQH^RbY=NJmMxUU>XY<T+h+EM0JWQ&f0* zK9x4Kp@GZzVv|Oew2`i2@sc#FbI4f*6O~(D?{N+u6hYIh`VBKg4;kEeRfRVA(f0w2 z_~9H$DT|N&<yU=u{a2o~#l^@?u(R*)(YBDNU3@fI+&`0bQ&i${Q40Q+6~gyTv==d7 z>~(7^mw8uTmZQGL>0t*CG9~ig{f5#V1kNH2PWZjp51u7kO*lX+C#lNM6lmi6O1iw{ z8&OHAt_mCP&C<}jgti>;Fzws*+&D^SnQ^Mkl*+E8GB{8wb7?GYh)2uQFL33fQqL*x zF6&KaIrNRk(pvsR%ETT6izUfHOgi}Za2zU#>m*%XDjsWUH5CB_&zeU<u^mA83jBp7 z*CfN#TEY7qNVn+(YlcsIM~2m0?i$-wyvC$I8JbRkd<u09i}5>`3`xY|8Tm5j58@ao zl5gD`>x?xu)dKD4K@r$9rB>enFhlq;w6B+W@Kr#`A;SK!LW_x&0p*K*k>TX~%>xQC zuO}k3sOMZ#y{a(Jj>sPoZbMbvKedRJXG9Dsqo5JfHm&4`*FBZCx6#y<hr~AKDp-55 z4=uHu#pi~2kwYMf(Hv5Dv;Xe>wuRL0b3B2O99exOtiHU!!z;8T4(y-kr&saT2{uK| zI*xY7^Pjl;WmLQGQki4&zcqW_v6?hen3O7|b8TKo-bJIjHAx5Kc&pU6PiB7`zw2GI z8<*%tEX+?he8~1Tmqii^@@6grynyl146rG?+V*RjS1%F&ixz;z%E<)Qai6kH%A?vJ z{=sGJMhfxT_WtJk8f4Ka43)Exu;_T!FnipTZ&-TtQ+<TN``>@Tz$#KR35QDsa(kdT z_f$gjvQnn#7noQP&uwN;sO8u~L-tPJ>2ug%QQKkm;RrpR)m!1B@89^VAr30;1gPUz z)bZ<)O(~~OG^4wG93@3O*@R+7TKIfsE#}Aj7;0$K1vediBIU=Lta(&QI<mypobaQ! z!*sUQXu?H7z+tFCvk9nFf!l&zc}dtb(D-cgXv(plKNUK@t?e5a(B7mf53n^CIj9+l zp4i12t;Md_wy)1s?mcJ+rv9oC1m7PKS2Q<ymL$~vK>4biJ+l%Q_Z&4BmUC4Yw!k8~ zgkint1_v&PX%Q!nE@!w*Ax0FUjRa(n1iF`lXOoxhK8VocO!N;k{f)<T*J2}|%N7LI zw9|)Rf`4|4B8Pt@Q@a|WiiD1)euc5syM48eq9kp#ey=-3CP^1{w)*}m*+Xbh%S>SW z(`alPO)TDvkj{Y0-wifrn;#oh$|k99KDBD~cZ*T{u6KROiKydK#3{_c0%3l`MGrQq zn%y3vy!5V@R2|9s<)MDbN8dS{!NruS5eZ4kBZP)#yIbALLuKwdEYUn*qu1$s`Mivk z=bg!W018OPt%L7lP%#l|1lYv(CVQ~m`?{A*r|NSfz$jw{o}QjE<46Cu>fXlN*3L-y zhrNm5<f;Cz$;x9%5#t=5;!=`4&V-@MSW5{hu}h~#{62rR1)q7X{vvVZ8B>F0BTy*r zxk%?r$>rzp<1-~{Ba?^HVFj^kTKVXw^aGUC*d6rrEnd9iS}@zrnVAuABN-`iaBV*Z zGQ&U|OH$-GjxzO32B#q%9)~n!Thvgfuxaz3c?;&=M}0pS18@93Vr@rWmj!qK?j)Bm zq{MsG`IY<^V&WRS^Z7t%D|3ZDm@N5+7ZWmw>Od$dq*jUvy8F&gLI2Y)a9iBQQ_gRy zd_*Cu<ul!`>(PB<!w+wVG#fbxIRWpH;emJ4WXx?z0{FlZ0^m3pIYU$f6Ty(rbOk1Z zO~M*LorWHaO=`k|1r<dF2RoVVd(irV<Tn!3%Sr|L$0w*~2;Le`40zYDq7Fe1oW?J& z{;GcOnYt%k>tl9*;rp`oW(eo|SEY^XP1aY)s*^28lf7H&X?bm*3Ps=cmSaVqYm^NH z@bs4)*KUB3BnuNAY|>#91dGF1H4=ag-$~lTVJbaI9lBjw2b~L9J{xtrO+%M!d|4Jp z<OAHxMiz?KMtY`YKBc4(gD??VwR6tb{gz+vMW60X$;C$sHBBC0233W=sy|dvI~j|~ z(q6Pg{eWVxHwxM3`){*(-p;WB@-3pX?k|X~;Xe7SeV-k(*Ya~yTS=+9&cXAc<HvUI zwMw-tN2$Il1r9Qn0GHQP)|MSkUP77lbi50R(t}I~Iiu@El!LgAuwE2vlf^BhNJdJu z1J*M?z^O6}N$P`KSb=lOamy)KcH*IX5=ncCsiwr5B~3~;oHS~PH7mool_qogL`zDg zRD#7M;B>svX!VsDXDa+7R}H;pji9l*Clm==(HGhxOmN&@tF^50yb>!>GIG&KS8BEW z`HB6vN)x|}c7}OVQ1SLNR8{OSRVOK=1b|F>a}`@N<<Iiv3~N_{>X6EY)CNA8A26rG zMpRJB4t>WEmZzt2C(0kdY*I8z#rJutlm4Xe1%^y)71JP3tuz*#?oTlCJiEi_frkpB z%2;6SXxe&rc#>2#xmDr^XZato&l}#d0|9gM5Su%eLyyg6WT8#I2{*sd+hcPD*`}8l zMaH&PpTx_9Li(z|W<T~@u0`vBaCDoqtV4;RpPuC!xFSX8f_oSH#(GbCQSOypC?SX+ zf;1$Cc2fi5<d7*WHXClhZv-+0RF0vVuWj45-M>=Mp#cX8h6C{Nbd`Pfdg~>a`*<1t z-R%Yo!8mZ7CjI74VwuqDR(Wt6k%(Qr7Y92&RJ&rXa(!mP*<$U)CK`VNirkq5O6C9; z)l6HKA|@SmInfMg4^mD1&1(yxg7!`63VQ0HxOjL#)*njd4%$MBi;K%NOPT;40@#Zp zF!tI+T)x}S@nw10jGzK9WE!pEg`(qrUwj}Q1t?-hQ4VDU5MSN5(-dGLE_B<h>(F-i zK_9=5nK?BBOpCOgMTnYTV%=oPofGHM1On9|2MsZp(HE!c)dv2v{EQn~<A0d%Ch2bi zu<A994kzzHg2CHx-sAXuET1A7dF%_IXui4W6-)6^GUS*8zB=P+JnTE?Dk|^I!)CkO zzK3&_$C{X-F2t+SjFc$l{ox!eB1OeGdN~+jZieaexVLvpM}Ax!&eB-k)3>Ced?#^_ zp}<O(95v6v2PEljFrQl>Tapq%cj0AI1s6$;U2A@K88*g7aqjB%O0;56G<8l0dG~di zvCp1k&CL9~|H+FcUcBe`AdVC@sZo+<*c{M!nVf;nv>hv6{1n=-T{Y?l)I{4`L(n+R zl(CpH;MK#DNT~YcW8A#Hl7Mo2TdkT}wd`@q8+i645=m2$<gR#r%IbI4Y7lT+|NgU| zvg&q{z3#|^pm@8hmit&UB|<Lc^mX?#aLsq!yr>R7XnTl=jPL1q-cT#|!)G;=akT}& z0c5;q3^+ILx$ah{eZe7zoaCRPze_0N7<>q33nk5O!+Ah_0SxbeXdpaWw?3Z2Ui3~c z;L;YpN!{;prcOaFIjC=$;$DAwta0r0nCxu<^~PSy@YiI_N_6X?<mQW!kfm(TD}Cm< zOX0msL82({uld|D++>t56Yi6XP1Eb;d_Bja*$iF^)YvX1sbu)Tn{^;)wYMYt=G3Pe zc>NE+AnB5C-6W6t&Cy!``)7?|y=t=p{9&P*#Ta&Je59U~yBsrls=8KTUxbK4F%94f zny7voPR!7X<RuZU5#*lk1zzOdvO~Pn$Arz7%{SWfmh;-4Um$&aQNJ~W3E}-fFR%ey z*%vcr&Z=KS)JfnF<EB-Bw1Jqcy~$axqlsbvh@KF=y;7XmgCFbeYw$iR4R|Z=tlOVX zW8w<{^4W&nGzBL{nC4jxfaPEBsy;cKjMG*TZK)h8>WlBm6}-XQeJ35r@{|f(Y>mx2 z_9A;j->Kv0nRsjXzh9ky3F7crPjy-dxZ&OP3U=_NgrK>W7_{A9o3zYg_~pw`(B~z6 zNDhC0QeFLB({;u%dh5ExQi<R<GN(&AB(H?^pSjyvlX7O)bHTd%?T(D2DkA@rKZ40+ z*>!<>G6?60>Q=qTtTh|%mDuF{21m8?qCb(<?cUN-K7-TtNS2k)|18TUYUq5b#2;2- zQ1)b@><d>fw*0tX0X-4@fr_ljo2Kr2p4JrbXd^+U#dkn+EONa|w)%YhPU?m;V~5c_ zVSpUdQ)1T;-V3nK^MUWY0KrG<X9+OQ>+N?_Ku;DLmvJBT)!PW}JFO{s>*=7@B}BDz zVKJK~q1P}|J8DCkvI3N5{zGF{mc;pYcf8RX!fW_;W&K3!Zi)f&kKT^^wdc!N$6Tnh zqaz<+OAl%+ThMbNi{H0pR4`U;h||znX#IV_Gte>v9cZnE;Ck61()7)4f1d=;{e`p! zwkjAWmiJKpE-al<20i`B52LhzdDo&=N09zu{IzNL`h}jBG~kd{MX`j_-;yzA)b{ho zGbopg@m^XA@!79_4VSnmAf++t&qoDttL%0)zrSnmtxD)EvJyH3E>1BG-V(uWBW)tZ zOB-W*E2L99)eR{^*F^bga!^JulVSN=9{*(4AJEgn(!`3~2AroXM>$C$B&DHYaj*_^ zp))f|D_m%fGha@G`M^q!3YCXUd)!t_Gjp6O{NKd5SOE6CF@3*S<1!jZyqa_~%q^yz z`s3Pko$)=`QiXR+mMjp7WYF?+c@~vCMV&%@wyMZ2upym0h~g*i>9)+MzxJTh@|BC` zzn=L<D_#`HMY<PyKxN#MGZGlvOfO>}EmizWK+4BkBWRk&Pr=VZQ-$eoX?vK$WXZ&U zG901Bu`-zJ)pP5It!i&|HOe41f_J*OZ}PnI*Xo4#EB^ACnX>NWwT&U3Cf4DdAX(>g zaEX{)DV3bj{v@rjm+Nk;Z@_Dn7ZWsj9#hF8n1EXAu){X24&(VZ&VP6WNwF+@)==w1 zp7&vx7K=%UG36vRV(@vb8Gd&{Vr(4T8c_dT$|{X1P$H1$;coamqr?i`LB43-sEeuF zumeL)k=6rR6DToHQx7~fWYd#&8n6=~hcP!U+^YV%(H5eO5<NCVkpvFJ@!1b-4rMoJ zU&?KQi%zPqqDDaUm3n1H?|rq#2)?^%ReW4;B<&PVNcKoZxx_&7NxIk)ra-R^riL)( zCzSr5Y&pNiIaxgQKbyLNt*;Z|;)s!-$mK4C2WQ@#ASUKmyYHP&Z!8GEqQmOjnK8lw zh2EFOo7aqrZWOU!y15y;-uiNpAV$uY`c23CZsF`a75w}ft*8e~gyeG4yFs;U3EJ#N zqNeWZHvQ0Jgd-^iwT5hC_R2q<9_v;?Fy*4a%^ifUX;x!Q_Ay9GPg9{$$fVxXcey5( z0m)f<#?BG;XQ1rwERfjO8z70iAk^*IDDV;{mzo$}+Dx8HyxvGv^nQtkOwdSq_Qzls zPQ$IP#Fu6Ayr`jygx?+jX<_Ucz5f_z@#mu$6ebO_K2*WjKNByTvSQ-(*0*w`GC7TS z%ivf>4Gv1%6yGPC!Q6nQ%j*5eb}_zuh2A7LJAnCa4#}x{%{YbAUiVTUA|C!$8Oi2c zzKEQb0JcA2UcDY#SETtVwN0&W=@h3Ivg<qV`0f1}#WBmT_X~(?*|me5DBff3D+O$R z_s_J%8tZ|Q>Njx~6UqcPk$lYmu>h#t@B^kqj!Y)+hpev`J?m>?M4GnBRi5~6@cmRA z|4nZh=Q0`R0JjJ*AO5r=)A}giN7FA8u5*X9W4WTPd!akNMvKRPw!yx8=~i=<`qvxZ zG4`$>aa8!k)sq@+=S42MVVdj}6WkUpQ%_%6&V?k(we+BjTmAe2C3z@bT%U<jp%n7F za{~DM^hz5rG6?rRf^pM!)0cShx-@S=uU~<)Q6~TLpZIq<<V2%|y-8V?_NRJ+&p9S+ zB+z3v^5YqCE3>|_cz1DD^EYKxlM&zac!;*X^$3M~J4hOt9rYu@V)BQuBg%K0AFyN? zJTpp96O9*K^}IN34S#r~jb~N1jZt<~0y+|)hHoM<uM}Y!gilG6l8UNGIDKrA?F04Q z!ibut|M@(9WNFwP^iz0u+}{!uAm*#Mmnw1}S*-MWe(u{_+u)Qbjk53e=$eZ;8}ZdU zp_^2wBTQ%1n6jNlVrizh%4qh(&A$an%m}(<Mjua;01aF7KOqY_qCD$4>_CpzX!EY* z&t<#6ofjd~#sRlgP2ikgQ#>RP|Jx%JMu!a_abRdTcrM-CVQJ4lqUW!KR75$AR8-JG z-2EFJ3Ir?yOuH<;dVXVR<Naq>(`<oEk{UI%EZ}qQe_-Q8Vv~l+u!K3HSJu^0{|?~R z&WnGo48S$ZB9=_Q6r!zoz~<8CWOtjQ2mmZCEV}?h_GBGrdAU4q^z@_Vt-lOczX%o# zg9c(+2?U(vbH91v25rLu<1r_OwabtQrb@%c+5y~-59YfsSIs;cBN95qvT}Aa3>3P3 zb+tUO{sMI%_6YY?X;4`y^`%e{k!A)|H)-b^=ZK%K_O291Q(3c6>q&WppFs5vyv2n~ z;E38F!T1fGInJ?djAZ!A>c#9_3hE%%k$^>M2EO^2D}Royy^49zFU*tfi`C2Tz(3@! z^6uI99T_^oVU5KGKeE>DzT;l>a+@`<VXyQ11<cdHf9Eb<@<*=&dJuI-_LOQq`_lUD z^Ycg1+nMdYF>eh?yF0q7;HX0ZKt&N6#6l0fJ}G&tZKx>e`X$oxu<-~iWbE;)!Ovqb z(IV<4OA0Kd+UDuPf#M@p)KZ5C8snJ+=i%A>M_@srXscCGk!ZDzMt|!L&oqu{3b_aH zoEtF7E8NeSeQjY7DJCh@;Rdm|2X3aWw25Q+zOk>)k}ex@K_Lq5!_Aa%k*2=ilyrIL zsG1=a+in60rNWWA1>V^5Q-<?(yT?rcv~^qxV<c(~vDp(VRYoKvk2HI5mB1_cy4BX$ zEol6^vkfG+A&&_Q>H6JJQctT(hiy6+GhAP+%BAExor12deU~YC8X<YV9&kuP)`(07 z@=^FIwwS@42|}&!gA%8P8Z^F}8%R{;8*_TeKXVCXB9zR+)$I>C;}c0nP+-7#-F-Cd zl%ix$_z>Y~E|2>p(E3E?zx9JEmY>OZv_Pa}5k$$s>Xda1SA3i*@hS(7lOnYs`ke0V z@E|>w#r~KO4Z-tr7<i!3J;&z*x1F^fcfOuFI<EY=Y}wBt-sy%>!`(fqsLA1X-CH}q znxLwV0+B#;X*%oM$UrisTi29czuI^S9-tuC)vEjw1C&*DRtGf;glbB9Y=Hyu(F8BY z>yDFl1d*S5oSm4y9zjEL1D+yVw}XQ)*<?HpfBi8ae8NqT+RR5ud3m`50*EvF6E@&r zSvVO?PZG&Qg?F@nKsGZ}+dWZZYR~c)jo9j1l@WC0;Sq%h;^C(6{6_eorMK*3HAck9 zQQDcVNGN_?|2Ull=ofH%Er1T1J1$~aQ&Rp7BZxo>W<dIm5f)U}nJ}x(Rcv7<So>?$ zTy0=&CE=JkbF*);WX$a)e>2B(jovE9<0YlaD5F|6ePwEDsc^Y-^P!xYM1YEOV7NyZ z8pflyp7MJjwImN2!A;6IZ}T3VWz^8M5WC$veBkl;yzs-nL{*_zmrgxE%GwNRNj362 z3!OvyQt=pPlWxRt6+>#<78M|th-G8_BJ(Ym7E0`bXK%Pe8b?eE3$X`i0t%Djy<B`R z2Cx$BOq(8KQ&Y0N?+|+DrE+}Nvyh(a?)@Je|8~L#K-66ao`?RTe0+LE6YYBa#jEQ; zhu?TO{VBV4Ck-RlHKZG*mEf}v_{53lleUCuYe0g0@hNnp;8+0WgZPFzY!dgUnMs(n zO{L0HcuB#Aih29j`%GKc$E}%R=E09Gzu7e{h1t8EVI<@T$IyNpKESPFJ)C~{JN=0l zk~Y`sZA+lQpHPZ0*mJMPk1!(Q)VoQ^>V_BdSan-K0B)&rXRSF#vb^x146<kuU-aMy zkJ(gX-GuwMvr*Kj(g5vb&uC56fBGX=&_32fWtQv)ndePUq!%uXQfS7H$dEID?Qnm| z>k>7gONyk%z@w(kht;Roj+rHHB5hcYAthxFQua^&y|K0Eq3bD%)&DE$El%BTc@J0` zc!uQ46QR(Nc7y@lt=JYn$W!=Y#@<tiLvF9@)pI9M#b@0zH9!ur%@`I-KMt<bny<iD zWHTK;;8sNFc8BWS>0Pt(pQ?rpA|;)rPh`s-0CGH!XM>?8{vzrom!*3d=x~yn;IvOR z_mj5=;q^HO&9zQiaY=AA`(!l1NU)jN?0ciKeZqCNQl((c!yCo(!cGpY+tp#J5n-s& zZ$<*WfJ`^M{+a4cjbdR()+*HgTgK5v*I!F1i5Z3_)0LJ6+<b$23TE8=R_~rh=0=Zw z2_SYP&oPDuIw;C8Da<DKiMi{m#0(TLpq!^?TPhx7fIIZ;d@BQFZC2B;QzRgy{3&Pp zB>B{v%_|3i+)fCcpA<dFX32Y;ha?x1gpH;{kr)nCP7MwI(sm`5)nPUZNFV4BzkKI~ zy{Tp%67R7u+>hNU$2c0NQbjl};<Pv!9H5N_OiM~xa#_Ug7-Yu%{qbz9jPX}bSmj}h zD+JMpo@rIlSHR8D)7_mPoTyTQ!M_v7Il)&@R%X-g;T=Aiq^0ZL?et<Hr6bAs56jJY zK&-4%uDv@GOs1An1|-%K^jc-GkrQ2X9J2z5oTteBmWEFCn^n=Vrf%R}K{#{PI2L6z zuxw|~`g<kbu&JXb!fKvY)T7m2Fz{hpGe@V=fjm0*<>8PZ%hTn-mQRiR{ATgCiLzwT zv2h<kno%mJAO?=BP++vfGEt*gK|+XfZ-mEEDfvN53oD$_3^oZLZQkuAmG?$t1Qx7_ z&bq0eqB$2+th8#nnYJ&-z_82Z>uR!lDz~BQj_Wg8Jmi`lioNC%wv&oBe+PZBm6Wd8 zH_kN*Gc=>*=iz!}Kc%A;2K#Zkr0EKpj1T{po39uC!<g$<t(>B(Fh~@UK!<{)aX~Rj z*>iD@#Ih0)+ZpQ^o}~Mbx&tpHOZ<T!gW|Gsg)~*oflnpo&&ri#gBG(+?Z6z;bp^3D znV*xktJ99TUYSEm1|bD1&)e+U%m2wbbgSl9g*x9odcZ@MC~FYV$ZAEVN*gx|vF0VQ zzjawKFNOOPMgn^nIaDXMEh3~nxY;vH53h~^J~ww1XnY(aU=92S`P<sNc4Lk#dYnv9 zcP)DoJf7FZ>mCwO@V;vXTwd{&{ik17BtQ)>O$5OjyzG4K6U_CxOYXt$i*-yCbv^VZ zd)*iYF%6;+Dh?)3CLLDlX#d3^^R3<weBWzpYH+6_`NP4Di5>%;#_zwi&+;Cp=(T)1 zTFfa>CMR9U&s^rdTGUxLi%CYmi7(;Vo_`j!8AOl9omd+83xNI7Rsv6>bN>MI)tftl zG)vTv@}r?+jky&nS!Z%v71n$;4o3w^e{m;M_)WEnxh@n`jRmc5oKb_INWDqP-PK!~ zSq<f6@KAt3KV@9XlbmYL34MA2ch>hHD00|X;n%C!01q-midt$Zq+rO+h$f`HaAb?1 zx?OC8Uw_9N9BLL`kPhdpy~96o_Zm0!TBbN*-0Jdr)M%g|xW925DNVKhx>WLqq5;x+ z@OvS8e~4n5v&Qa#`2$#0pMmlx%b=b^+`PTQ;teo`Qc_J0RpUt2;Gshl^4<#lnJJjI zkL5h%a;yjH6>?I8sr%Gh-PnE2u03O?+T5Z0*2t8}9E`b#_6-gz2GJ1s05$@nOIN6s zET1rNe8@4qS%~7d%G0Jv#_x>Rvq*i*I-4z^4-O{+uG^Yhz`AG{)NnaCcV-bENVy9A z%^#m2#=h4bU2p5{XB?(7=4P;X=^RZi20842(tVhiId5-mUM)F8@s0?FBVSY_gFi;n z{xE9iJzV;E<q%Ak2qV7(#Ro<RiurSjgwfqVBE4ff5fATHYKKr3J8Z?u|HK;m{@sS= zLP)&;lx7L!Z(zDiBoy$)kzSg-xjF$}r0=_|fkdMzLJ(Gcz_cuZ#ys#^cwsj?lmQ8t z5CR50dS^WdV_SR@%moZB&_J^RFN48v%3@h*Apja^UKNJk%tKH$&6pVB&J<{?-_Q1b z35W1IzZRn_a~7-G3-9@(6dYkrCLSG(c&(Xl9sojGgdB(uZ0Np-01>!dm`|xbI~#6n z;`->l@HYN)*`Bjc`|CcWx)~$$nen(aDkd1SmoWM*@NSKht@`K)+Gzjouwad8IHirf z35s~ym$u=bBod~?Fo7I2)Kxq*1+0W(a3~1r*AH~~@5<bNdB#nDvv05r*FD|1SUGg< zzw#AamM&n*2ACM<%(0G-O=fd8=XBgJ*$zWPsiTcjA?-rZWXu_+K3UYRu-+HDuoOYX z^0o7#fgsMwP&DJ2W7o44h<{OD6Sa@uoX$0mdENi8-1_V$g847%qE(RKUO_?}s#@5i zM+E`tgY{2A_L&+=gpU?Iv`DR|2PxaX<6^e2zKVMX%=1(IPHArc65g)Cw(&ft{><!W z$^Y}d+hpLx(V7QI0mApl7EB=aOP_}V(Ob%&OX_6K?x!FN8V2AU*j~30ADZ=LS9!33 zv}Rrsks_3@`Z)3LY9@mWuga;SjVa!F&v~xL)i2eqi<D&Lo}vpcar!HUajVyW^B4d7 zhfl>qf(Qluv!(4qu%J8BN4P;~X?u4fTNX~HK_1dR7mxUlZ-fIEf#6zDz&@7FpEEA5 z={51cb%@g*_TgdeQxVyrnn!)FM9Q<LmpC5=dFSj8PoxD@puac?HKG=pfjZsC-X>!l z+8iWX9Q$)zgQ>PFpsQZfL%(UkB^w014{h;^fLJjDF|$CUGcJdMXWs4kLT)p^d`qtI zgRp!NQOX}+JUiCkABW+h*We&Hj-V8I<?O$q;bcPhb0$VCkrE76M?qf&HsgDvobley zLNjJh^<+||*J=>4A+97}l+XEBIqXw0$LyHajrFjv6pZDEGI^qdk8LY*0#D`;$o#z@ zWph1mr815xFxCPgC=mX&?RY4{6!WEO6RdE$YyFs;GyJPXWL;+D5KE%a*5zI=g)&P_ zutnt1&?(gfZ8k63sJc|nzMQ*u`XH5U7&{%iDm^zhNYmhmUqXnZ=E#Gq0BzEMfdl2E z--#utsP(CT+p}O5NZL4&T^F4tX4!Ee(YYq_c%#<tb2mb^;O0C?_WQUS?;ChI6Vhz# zf8EDS+L4^R`RF_T=cZSaVI%~kv^>cq3%GQ5|GUky6r_X*R%g$SwSRfURmb-VreY~d z+1^9TtkS2|LMY~qIjL?|=FqK|fKgn=iRIs@?h=wud_~m7Qipdh%P98gY%2FVijgOg z^|0G+j~||g5|SNxxyl?BeZF-(FUT|1`5lU>UKpmL?2n1m`wvR42b1}5ofsV)cNBy@ zY)v%2vXHs7cFq7-q&3SNylrg!(q!{lDxuV}mq1FyAYx5%)?X-~|Cy)JgT=7U?A*KF zzmCmj0dF1;va7sIbt$6Hx48ggtbawJJSZ-P%Sv}WJ|dUz^+4ep-j0nUqp}x+mAXxn z*uQVE%~EvI8)<Qykq1y6VXX|H8GwIK2q}XioL6h>fCe*Ncu%vOUgxqG9bSCjWAXN+ zQI@euI7IwUlv)?GoEVcga@HnFe0hZoG=$Yz>!|LJU#T6;;GlbZYzjIwM0-JRc&7=> zUgwh=`b^5##yAKz@SKp=o|`vx=S0>pJszAr=YapBEXDoGdk<e1J$>PfB@*e(gXS!c zH_)j^q$oZ;O3}1%<mS=h<<Y_*t4v2Pz<=*zwa=c&v~3!g_D;m~!lS5Jt{V#X(@^Dr zI2Tfq9~T!Gfa#oeq3APt?Zfx#kB)2nR+iRwuNm5u9r-U8U|<9OHAouM*DR+TGr+Xn z{P?RF=)WuqQ0)=qJKWd9aEfaNwR^Q)Zww^pn3(!I?$Z;QcLxJ9V@*|KykmdBVpxwF zI@$BMltlKDs^17A5d~N*Ie;(6QE`=Aue)vzL3GKwNiF=aoby7h?1}5+y$V#`hm`H9 z5n!8krHgfBJ$G)(TNC>+&&pcxJMb=Gsy<C;lpFY$y&MP>v6szkDh*uzbnkloOT)W* z`MbP055IbD<mz9euF1~zBiHmDT74HOUJ{$}u=w*tC*UQ{*Me$+5syMbnGprUx6>`W z=#^slVH@&)L|tV}TwS*w+}#RAiaWHpI|YinTZ_B9yABS;DehX_-HN-ryF1+T{`hhe zk|AUuBxldsYpus(wmLuk8ZFNZ)!)YPKTPgDzc?M+Bk}357#lF6<LziZ|J}R4pn|8R z3YQ`G-6eC28&g57*P%A#W~Pj(={>}gB^7zhSfi1|ui3GX#P!uM<SfYhy1Xy~gA>v~ z$-0>Lk40g-x#e!b!aCHTqbf>p*Yr-{>7T3hPQm->jOIEk)7Eg%cVW}WJE!m7_j|5g z_ByIiWfquzX|U0ER;z8Qm@vq8#%Eh;?LusM-t)wDgemAEpk9X%PqQZ+do|^LFiaQq zTnJE*sa4vkb}69+VjT7giuB!&jzmKgBgDoHc0#@WHZxmmfaP&D8v0L?V)%^K>7@no z!+oIX!)UrW%&8Ct*IlzU1+smW^*uZt7-V8nDBs0}xz5A9vwYoYWpNvSO<7?!v_E9A z{!Y!Hxb({;`R<KILk7Q1Tkmbj3~l}uLH|p{!f=_swb_R6JHtJ3WOiur$rAWQ(=+M_ zBA;D34q9pxT951DHgAIe?GWQW#=`IC4_!0Kv^M^D-IdH7?ApFSrCtZtr#~)xgrqYT zUW|9V#~oQ3SgQo;tSv`zFb$F80%u|JY8Be|-4+BVf1nQPCh~M{W{|{%GZb(Zg%K!| zSf6Lyktvwh-Cg^~8u=x45vxetaqNU?ad1BI$PS=aeyN2_QDT>6ug_&*v%GhzqOfB2 z06Jlo94BhWvneZS=SxfH1-6+#puq&^lNAs)&!ujP(ufsCcw-QsD0~~l@8@ObGtY_i z_Jg32t^V+J6;vp;1n+~f*K^H5f$P~aHjF>PA!_h#mvv?1+5E<YATYVq+@b8AD`6LK zb!(2ri&wG~f3@Cy|2x0F+;JN?0Ws+W`K50M3TCd3EgjSCJqio0l>W2(+aOL~D&fA` zW&iSg_J-HSeC0M>@-?3zAe17}_nALkqdF=S^(XpG8?_|}A)vYV%WH3>!AyjmspAk? zJTBYICOng#Vsv0m{p}V=e78Jt8bxsH;~rb_-i|_S!~A%ME3@f55&mJ`ebQGmow{m! z;qhC^V_-Nm3AHdWt$`e26|8OhPHA;4ZF@)?L?$&?jN%z09gV%!63mgiRZEozKia_g z*M+x|*IOx%?NVC$K=V9BnHvjw&xhNVE9cTv42-VYsL%wG`rf$i_0kJR;>962nQ`|z zDox_yb!Cj_<N2;PLr>o@mVFSu7qG(x(q#8NSd#|@C8~b&L9y3Oi*Rv~c)wqiUeK{e z1r79ZG7PeMV6@qABg~<@Z4;F@#7Y|Tw34GZt0wKO5T8W!MM9=b{mU?n_UJooaq8cH z53;xn;!31asiXSm*?z5m-sG_aSC-=2)WRJ9NnPK2QP^{A<rfcV#d!(R_L!z5ll5A~ zZcx4w0-FEltb<2F9${B{`8NNfh@I~83|?7Pna6dve&_W7T)I}PTNdCR++$8noXbsN zyBM<P6A1W4LXgL$g6S`HM0Mx-4>H|8M42bun8kp&Kv}HW%vqN6)fq4Z2yxV2b8w6) zbqwfbNc{fmWrX3=dZq_{V@wdR8ww<hy`K(r`n)bJZ~MIvdu)wJ%L%^BlFzs+b6RIJ zfXzOarQS=VlX3TMbBp*F?%O}Czl|Q?w%zZgr0;|~DgQbng_{uk50xiJ+3V1h#o-;I z-A7p|fbKeG=ETDlr98V8Q=?(Fu{jwj)zTF=@C*m3?HH?qoj>yuu8`{amXHy|8HN2c zb)`rhNe+gR;jncp<Vc$mu!&ZP@RLAv7e^IqJZ(DyI=iMs>OL3Ry7s4K2J>IRos98n z&b-NUbdV!qgp4WEZfcEIjVw9HCC<tb74}J>0*VjIN<PzH+6Vg$Ok%B(RK2o0rM~WW z!KlKfI%`?IUr&4}ph(^hYgrd;7He&ONgTNxThIZ~sbm~}C`O381&gcMu)#JgYB$x) zWP~6`A^LR}-LbzgS)a*R76^tvHS8q7C~hiqlc&u)9PLg&2%H?AmQ^B8to?fS@x0Jm z6l97vah`FZhx~D~c~i}s`cg_S3{M9Yp^gijpsLRHpN^icT!b0TE4$tg>zU+V83rB9 zIxXZD|7^ENV5ZT(0(F6{LKPNAa~DSMai&5LSoO!~>HICXmUh+Dw2N6Q%5XWJikLW1 z?;|>qY?P=4xq&snFT=;toh^5^G7;fOs!E8ZC7_%V7{NL>eftkjzU#XMpNYI7eamE2 zznw67T-CK>>4S9o&hI_0j`{>$*AD_~we@hHVy|mtK|wpktZjjrplXJ)npKi(aP?oQ zeHm~pS<N=JAlFIP+dkj*E`7RotC-Yp?uxzb8+kMQjV=Iihxn@TS`Bqebpr|@#usYV z-{+oQCu%=WdDvwq%7q@yFQJhYUoyx#V0vFSPk`<C`B<nSnR8qyah<QUL|^&hO;>^0 z4;O<5y3NSjTW+}JV4npI9pd^eE9(9L8#-;ZI7zdu;0{-x)AicR3!Vh!fqCq9_Q5JF zGhCG}BeMvE%o<>AqU%%c4u=KjPAJLZfqA#{nn66JA5!ipim>B^wtfRI=iZl3w%K+H z=KUIT)`%*hZF%CeXFqm1Zu8+ulOVXuv{N(Qw@)l{<IFUNfYKKZI7=s?y66y$nKhiu zr#!hRo~d*G<2~26ThT{SY-9*m*Y&!-6XbJL76bkYJUq-DZ7yIKCXEvZP)Cfv^|BKC z87>j}lL3ik<=Pwf2c9HF*nK1+r~cNHRxNeB*Ei`GP+z@&+|;XQwGNikequPR+n%X% zNR#7(!2QoKGtQ3kY~y);I*Gy0G|d+XF#XZVDaz6~))2i_=6u%qGV@En+}fDANZ!2T zd=N;P;7)D74Qn%QMVR|^2YQbj7ZYKph^s=S8P16NXTjXj!9yIK68hG9!Etq<uCKte z=#-(c4AdJXEQXumLT<LJb}Y$#8RT`G#Ob86g{qB3VSn?4^!>AM?M)^MfR9kgYH{iW zYjs(N%Bua<XOh>ej-tF8Y>>#%ROp%a7|sUme6d5SHL*}0ILJawnE*6atx3IajF&Mx zt@BXyl67_z2^mXyb(;WgyX{G6*TeU-;jNS|3m~t;8T=aZff@yK`GKpUu&=P3J+fgp z(@w8mL7oe(56=hJJLzz=@_suZ#Ki~Pq5kBa^(v^H>0C^@OSohB$?BLRP>7@o?8>`= zc)E64_Q<sGp)-DD=U?V!iw7dc-oVnv;YH=d0;ebNaK||#%onUBAuHpB8qq0I(3%ab z+b+L#GmV!(PNSqylzn7QqfdYNzthq|I$S-KO7@`JSo7Ex-t3Pw9CouF2cLcXtzVN; zZG<o@oJko8ZLgJBpHCB~y)MigPi;7X<=fW7Dh;usNu6O_xs&udTBk>X%X)pO%62;+ zE4c8TUm`LuuHZ4)SORP_q8K9o&C_Jfg{H6M72jWA6I*rrU1UG3UEW68wzpduOQ`$m zI`08aE<O+CJD&<jK#tc0@d$EzQTLL`JLrgyfe`vs>D1u5ij*uRi$f3<2PY^;h{aMV zr-0|{Zn1N}BQ*RAMb-}CLi@*7@C5%ynl&D->W7=x)%%U<8gMVVD~?-GS!!k|;n9uZ z{cgDFpN9sD6md-7$Ig}b!`n{q&+W~l1HBE;3H-*5$H27ePQi+PRYyyP6`lGunnu=2 zmp+y1NV2>qoNoz|?N{RxL`3Zg)L`DT{NDQ&S2;CS#!!~KO`<;7#9YBV49IK-6SkWz zYTQ;Pm@N>Zh@>VCpFsZhY)uJkmrc$l;6mWK|I78wO;qN9OG#@zW<ZI#^IgwVB4%P| z$$LNl7h3uRidU;TuF6`3X*3bsrRLbNOtChPhfV7ZNfb5+3|HQ>H-J<vV__jiJ4}L4 z;8$4Ka<l`BV@fl*o;`e+JXZel1AM&7J+nWa%CQZ-D8-gBzydv-0TKICj&V0>-N(^g zZzfz&G5}|mElyf-G-$`K<si%FpZy>q+fSt~`y+K-1Q6e#d0_(QDNJNa!8F|!tYnjc z6Hu{q7&3>MH2&U}&%{j0u23W0t<dhrY<&>A_rB+|$ImgM50NoP@>%jCCIugit++%y z8~f-;rm@*TLq5?29L0;}4QH*>U=&zS@d{DE#K-?A1Fn4FBW+^4T$w&4Bl6Wg(c@Zn z<*k+#BA_%UH|(`^VqwkcMO0k#2X4XZ>oF3fPu0$JhN0<op|rWUP-?rS214RAtIuVt zxUDyG55^J{Wbap-_J^hZQMC=Houq&+N9cyYSP7%^^jej}UKYm4KvUq;+}3<rXT~t4 zqi@|ZemudcloGE%c?DB!J}HBFy;7_4KQ2I`2s*y9)!G0!()YEs)%NYb(^T_PZO&Ue zR0oeD3Xe*NCKuMHoTxN!DFokEYjB)r0yW`-A*kT+czc7A^0w<T+CVA^IE4gty6#o@ zcAU|foOSP)`>u^$>WkCax(uiSp@R^?J44G=9IIXj<Zp4-MSb?bp!PPmap%roc((6E zU$z3Wrg@O9`gleyw}tO@(eUN<T$);P?Y$t@dFvn8_S0mgT6^r=ur#lP6N2Xw`R*<F zl{n}Kn=R}8{!rTY>E#9#R_<pv%cAFL*>7seA#l|dorGhE_`5+=k~EU7MRGqXhU2a^ zF+hmD9B`HQt^O(NYWw$3<?&!jcFn<Qi3QV!ioUW}n(~)SR){EilGH1nkZ-T91`K{1 z?zd$wo;_c_#CKJ!H5u=fI-^r4Y3jqf8Z%R*QaxvT+}AgIj%BPU;SdhzmedO-jHlNQ zsly^&>2;CA@Wr3CfJJo?vxLyOR_w{mtwn8HD*y5R?9gn?kYC9KOZV#09wy!Y{zeRv zshG7!0n1vK<&rUYCZ363faoA2h8)w5v{0?hE1`r?yko7?cNA8TLtm5jNXPzK4>CTC zibBpt^V6=_2NDAu^s89)S}RW5W$U+8T5_pLsKv!}ix?v=aN^5ehK+e4*66VqWxSAE z5BF@n)ptB0A&iG?C0;%%qhtNvIXE%lM_~K_>e8>!Hf98`_3B8-PSGyO$NjFG>&W_w z3x<!sb-XOzBSDel{C_mAm;!>eMLn)L?+YM;ylZW^B#3J^ZkXGocG}@p(WMF-qJc4w z+jV@laDV_YZ740x_ywn?z+{q1$yu5e&<-x;njTH#$n&><0)i)u(T%xK9ZDY5%bVXh z(Oxf{Q~ZQ5-DX^rxa)Go_}v`!2V7SDB(5c2Ep02BUfxZGxiH~Hl{R@4W=MP+?hiV> zH<?{^bhp%>m7k)$j|P5xgoU3;YH8Q8qy89qV-Zr~-l-|l^L`B%FI3go<$pi@tXw4X zxWtaPFsF7ZSnncM<Okdk4Mgg=kFo0i@aJ2i&%OXgA?(f;W@7i~{gGPCPAEq-&KUzC zY0aKzF4w~n<C#2_9W2!X^ST~X3>vrRnZ7<`f?t?#XOX0d-G5$Xa_UaaYCs8XBH?!M z{zmg-tYIk7_<Lx*V!wGqUZk`F>RKf$p%I>#Q6VHv8PZeu;fS9$`s|f;BgfO^_N*8& z-qcdVseA1lY^1=F<ZXCWJ64fd%OIOR?R9MrHyp@J@*_2P4ooFQi@dVcY^|C0pyu^H zdt(dfH;CpZiJ5N!sUVtn)uBNqJ~Y(X&KozwI7pA=BOYb+x2e>(xe^D|7C1vlEa<Sr zJl{ZEa2#atP#8h<HFogQH>}OPv-8hHHIex4=xeP;?QXr*LapvxHS#EF5L<9Twdn#A zT0{#4WJGgyw}BqcQ-F8L&a~NgR~?=|JeRUgrX2{&<bbO<R77#u>%jat$;W9-p)poJ zoF;^`xt#Y|1<sV%{{H8xYB*%AvbXIvskzoeWc}BB>d5uyPXR-!vn=$Q+dORRjr*gr z(kb2!1L1HItSw!RkQ0=wN9-rdlvy^*)y7xxXr3=Wb;A3O)S*-@L47Aseolmm@dn&i zXnbN0n$$$CXYw(OUau}OLq+}>hH!jJT-YFxshyCdE|;9Udn|gcHh5>+p_Acyl_oJg z@`kWY;-cxrezZZVIO7qPDr17H1jvwnT<jUN?d_6voJAAW_JtK%q`x85Y^>QSJ-KMG zN_X=*^_RRk-sTjHDwx&R@zt#1T2sQxxI(#A?%@6{LHfd*&B@ey3|@c#gkkLV1`1Br zu5-EBQ{SlBoYMBvLqmM8&3k+UDG=RSol75}@aBZoxE=e4;sucBx8=-=(i9wNP^5Wn z#sx3v-|6-`=%lDUCMlYpXt;FOHvXgDW8X>BU#r`XL^;h<wd7#(czbJq$hZpC_U%jZ zvgNTQXu!IayxR~ub4LF4_`x&)`IsrDRo6g)BBDT~Vif1wS_TKYa+AKu6T4FCv9?${ zP6)>EY$Hl(5NCk~ws~mom<WXG%LEJvUX$bn*ZYMX|H6pEKYJ>NoIT>i*@sX!My0bl zUIX(W=~9dk{+7E1K3gWJ|C_`)$(R|iQ@b~-BqY5vUI+h9Q@IOSF7@6&zn>bZGHWC8 zXCZ^1Wr>sWn+ELE!Z71iWRbCY>xdfZ<96T?+(Vh_k^$yUV2r>;bl>OC7O4CNRs5#% z2rmU*)8}Ev)C<8Of`Llhzkb=Kp(|lshw&W%HhvBon-&__G=EQk1kYt~skZwJaTbl? z?VW9<Nlz9`GONRn73xR<&42jGmD;YWH;Vz{qY*qGG5j~n-7gbQYgIl9N<Kwt#z=&; z1syBk&!dNg60h-x34J#c{5ACzj&}zq7#H-{b7=#r8@D&oPBU_QvNJ9aGL=ZEq_ki8 zpSI~<Yl`%tghnhI>SyQ$2+p4E`VTDV*xg0i_nK;=So^{%sZ*gKutwcaQ`M2QW2GC= zk9>Ul)8_Bb!?6gk!xv<zv*uDKEorR=b=NTRu#+HCDKFH$UY|r`+Cbn~p-;7N;6NRZ z-hq4GbC1jU4ZXSaf3k~)_|b0`U?|f3Rc395U)xAsv*s)j3fyu0c0`}JkGbmSa2`IM zQaC92B&ZfbqPkI#vb{U5I9>T<AhywjuX>#0My;&QUauxTZvTmL;vlr>TOO}wj|Apa zRA7PdXo|#gWcowjOqoQnndffU@ab)&6n8Cs9j1sAPL`xq>(u^!UnGqcUnfUMZ8L05 zRBC%VALQJ4vZG3;e?9og_dHt$^p=9Hve^n5etSFya^k!o2*eB`(BV;}-dm*Sr-Gjv zv%&yW2KD1RvgGr$JIF^|MXY0$np%}y@Mm|l9q2kloc5Kt#(}~(`rB)Epi;S2G(p3T zdXPi5(sLK7ABA0f*Auqz+*wemZPanyi7R7tu5(vZU2V<xO_&uHsS+hJ7<Ob3%AG1` z4Bv&$ltr{v5jojI*&PH?1;4p9h?kx$8(`e0Z$O4_I~48g+hVbXXSre`mn{hou#Y3i z^%?R4)HgH{{GfYiTu|)z0`|fl0FBl?ZxJD4S3|kr``yuCw)Yx=fmV(5`kzEemRG~H zh;HXFP9YSOsLWlSS(YzhE4i+IkB~#AjV|I1PWQ5Ar90d|mu<$YAJ#2HC=d&igBJu1 z>VBA0K}<s3r=n<~-<m(S*yQ=*Fl3K1AmrA}KFboJ=l|C|wh8affyX<5ul)fn4hJV^ zXxf4}$TMls<>XEz!wS`(h+J9PtI$=+i3s@)GwYKK0b@RiFq7qNyNwNBG-Ab}#ljsW zKvbo#y}m+19ubp>HfiWZN<sD(*B6kIlI6Pp4Yh!&;C<?xoaScON8HG=6ix7Hq}F;H z$wpfXT_gZUMLEUylG{g#kMeuxc6*5+u>IA?fFeFZd*JH;Dv($rIt_KM5aZ{izQOE@ z_LD4XU+1%6kWPfkxPr6vZZki%3fMSq@Ny&in{RMt-@YVRDe(zg&7F!tmq&z})n1qL z&+$JG3;108F&CYxe@Gjf5StH@K{<j+MZMd|qb|HVbP|$HeRKQ!`Z~*t3bJ>6(Jrmt z+U9K}4bDRlo;ohwQXs7t)|HpsAPXld2Vmk0FMEz&(B=D60wy4czH9pLy)jz*9XBR= z4&Af>9MWpzo$4ydg*S>DWh#xw^VDYFU+=1Gf2J$Xq;Y-jSw`&nTz{eKKFVzC4w?lr z3aT@1zs|9NPCS)BBd<!|WOSdFQqW${j#g}aH?w0pCTp78JN|K2_NZfB2YIu=L=XrT z81PvfoB-^tPy9Y&oghEwz*f+?_ie#}zTOXRa1fo8F%fN9z!xTO-@A+VTMc_V7E^_Y ztGRBa5m6r7mPEQ-5Tr=#;aNIYN2PI3Q(9?6M8sv5r%dOrXVJRnLsju+xRKM03;vBh zYX}v#Mtks`&ga6p<#iOjPZS}881sXRb4%pcg!Jht9v{Um1=`?$H+&L0DU}<4aR@sZ zJ%IN4$^)W&tr`Z#(!Nh3SG!T1rSJ>@hG~Rv`|7HozHC`w(vZiC@ChhsN{E@CJvRWN zYG8?bu^1d?54jX;irbc|?3ja1DDNfQgev=et)s#wKYhPepz5GVuzjcyI%iKne6u+q z_@ax{ce|OBrhr06IABjqDQw#~?ZaBTW#i*;bX(Fm^j2`Npk)u9P~8lPA_#g^QkDPe zG5m`XdK1%JqwYT6#98CS>C3xAudCc*c4qt8)ampcf10^8pE}n4d=Q^-OtB<nfkvzO z$sOlfw&G169z~LKer~dx*IGM}Lv}$Dfg_2W0mTcBMaT(jlcsG|<ZHat?X6xEX>;-b z8SFyHeA*BamM{`EVvhvX4nbVf|1_SQ`RBodY(2@vk7nSd%s<rNEfDg-W)*G9nnoM> z8hhvs{~CdQDcK<1SopoBjR!mNrzL~5(1=&<0zHXC7x8JXi4krSldQy+MxBWqF1D>Y zAISs(So$;l>kXA!wA!oH5|j2x-N8jEGY14shy|z%qflz8uD+~eReL`LqIdw_p&~C> zk`D#cV{m4#2OayvnApeRirJ>=<)34f`{S@WLyAZu1iIor-7y4^MI+9rgI6iaCxBT= z5sz$gH56nXY*<tI1u~49wWhrLd_YR|0q%9<<6O#)Hu`?jjYL*_O%iX+c(lh~nwf_? zj#Xw9!Mz}4ipe(l1xF+&m4gPe<lhk1J`5<_C<Jx4%9X+QrAnlZaK)bTPtIDyabz?I zzg&9c+jmiU3F=n=UqaR1*xj?ish4MI%$yK@wsy5Ec+l0)k+P2_Xu+96t|G>}-D2}$ zlrvplH=MyxTbLy>WVXMPvF^b>{VN4dmNJykq*aL%pCk2r(Fi5zj>EPgm@)fB>5jYX zfgdra4j0{+*s>HICo^1o%9j%7&Itk&*@Iy@WGCy8naTG?asL}yNWb&-L&0o!B9Ifx zyR|i-|JdS5po*amvI;i|Rc}kRkT&NZb6!o+^SzjvJHZ;Za{P66C2_7^-f0hA+jWwh zcPtuxLWUo$^oZS&xX4%8aoj9n<9_|bDfsSW&5%W~q2l@v<Au;=Qx8<zk}!f#&QpM& z+-nvsT-9f`n_JFz-6hM+=yQ-4(|H_2nKn2_Y=7AH_OQnKC-q;FwTt6kY&15_Ng$`s z%32KLhZzcVICPKr=eZPp&(6xiYhF_#TMaq6#*i@e&&gO5$B=_hlo)_Kc;W4N-I%1D z3Ds@CpE8t$?IBrTmrDAl5C)4oYy1?$3Jx4ndY$&uf(xqci{1+D`vST`g#1cg;TgKY zmb5KYP+9R{7f;|2G3RvsVKkbL!;|J#tY8xBb;wy<P&j*FR!7Sj2%W15>^Vb(#^~kj zZmv`a{5P9{2d!T~s$%O^VL@Ngrb0QJhbax|oEv*-^0A@fgUXE*Jtmhp@cjuHc0YG; z6*8Q<LWD(G2*@as2)UBQbdx=uaJu-}6?j*G{I`RRU2KlhIE+Qu@~mTEx0PBN=pnjl z*Y-#%-+SBTYxKV-C}J{@8_x}u%}#H%Ky*GZyM6%JZ?%n{8sN<Za2t-=%(*Lv98Wl{ zA%qgU?;xs33Oj6my#PHMZ8?lLuNIWCGZsjGC_mXAC@3Y#)a4?oYA}A%-%AR|m%M8Y zf9u7tSRV)NfCbsmFK_tFOAsJ6HWGe9x&f0p41d2DDleNnqsC9(`!4}yrx3X{V$XAw z^m4pc=ne8JYh=*+D~81Pqgp-V=>XC>Z+i>^`F<*aA1j2t50t*)PLrmOaO(T>@{{*O zu-5@zVyH`MFYXZwy!g_5pzm5si?`V(pr9aIu=JPa@*u<E6WaAyRqeOe&M3w>hTmIH z3;msjRlixwHO7AeO7EX6C2fYwm1GDEyzXa72VV6Z?Tv!pUmP~wa0fy~{70F2wONTo zx*YrL&1HvJBT7|H1^%JshoJOAlZuMdAi#BfMFug9bGjNwls1$C-y;3|##Ep(3Zc>X z$6Fik?-z$8XSQ_-2qiUfUA#n0afq$oIaG_f3wQy^c}JhFU_c5h1T7a<SRiUTcK{KR z!)<Oel$ZwM+PE4@YfrOYvcsv7!rue$({B<;G8k#}R2wP$vsYMD%=R}VbmkDkc9iC- z=|)6B#q3@^xPGN0wQYtgsK8z#Purh)vIBPfTW__{(4;BZAk-uZ7Sy(H2>%Ete>gR$ z7Pwy{LkuB%BSZ;#85t3c*r0^Gm&{-%^qnb}$u%Lv_-Y90hV*jm8mt0Ox|~NxMpVb* z0WPwx-46<tUKhk;@l5`=|7J^Vx_`)E^7x;}Pje@{R1Ivk4=$h8JAS1ke~a4cg!%>X zI-Vm~0dXk>389ms=h>^@;sIpSr14<BU4|k|C@be3QTPGUu#5vq9d@fhqUkSvJw>^- zTKW`Mc_%)df9ez3y?}1L2)E7szC_~vHgv;~9nSy2fV+jA&Ce9U!2Ndxm?0c5!+RCR zl!WuvJ8l%8Nm>>4$?TWy@?WA(vXFKqA&g&|Yt<Qv*2E5v5E8`B=#Hx2tf{%bxbsx@ zaO$W}{3S}{gMl!rZ5Frn0)cnvP7ojT70GJ1?_K%ddbCZm-3ei5*Q7Djok#kd5kRYV zDby+6)dT^OkjChg8n9#e>sk%hz;k*#!r6cbBSYlwjVODLt^T^3U>wJ3RdkEqcC&6e zx~{*rw6>t2-u@v_2j+3Iz3(_{YB>tyQ~#!9(MkV@N<|ctOJZRfKPimmM;SDsyirwN z$qA>eb?RzvI>%s~J62hUWSv7WF6Z@RLRH)22+JiTLZWcIq4rQ=hfeF0EgGNmpl#)5 zv&d2w{sKx0BRmb6M3@b4jskW`%^v_25n)US>!)e?62fV$L=LO;>5pO0>FMdVo6YuP zh-^jXEL%7Q4rkZ#Unq-zGUaZEHdBn$rW)~Gcn%OC5S~+zf<HPaw+rf%PkzK<R0((Q zKG$~3ZT3VPgkR!Z*DOH(DbcXk_<Gp7w;*UyUUoSQ$xCesJM_ib5EzC{u1&;+@Q1hU zHXmvz^K7sJmM_6Z1q&_(Ag;tL`)fnnw)TL+ogAjP_C%f`(~`pE6c}IMlNd^=c^Pe1 zB<YqM2{IuGhSA&yGm7_fUJ@&tlWUsm+mfA5=hbdpH<6*j`3eJmu7b<QoRZHRK(+FB zQ*+f>R@vI9sSMhgmKg`dPRRgq@(!W_k|H>4L`A6-V-!o0{s*@2PX!Sh2Te|WciCNz z1<@22Z4W?}_IqZ5L#%AeQjZHC@l(oz&f==d3ck8)9OBidciCMO-ZJgnF7E`t4D{_J zH`T^GeCt`H3S_7jir`@t^(6j>LtDV?aIZ1NdwCA4!m@bXH+u;$%k$^g%^d_We|2a2 zRMv(f=~_pc)eKl0(=pllaCUr)<3LH7LRbS4Wg^fBAGs^#w}(FRgO9x_akg}dcxd6= z5V@Iexb*~u;@HewS^IT;B#?v3gRrFNVjAC%&>#>|X2s$$N^?@7Rarp>E5Pr(+x;2T zl2sff+|W_i)FqANo3R>&SK~3IQ2BM?{ou9V)!g1bWu->6ps;iGv}ip>jRbT@F*b|H zIrV~dmAu0))^w)xK~QxjGFo*mtYcK+o#nCZV}&Kga#@QS+S*eo(;yilYihydKTJQW zI63EiY8sNXU@@d|p+Zo<a}j(Ai{6%vQSw?!Jq$C3SgcG}xC2Hf&{uZJ-UEg7e*_Jp zWujS%Mr1%s3*f9W1M;{}PU9J@o~0Dwg@rvk<h5|1;!)zhn}@8ugy3eZvi3ahAE2Rc zqk3@?_WaylSBhT?lX?Y~>{rWetgD{vffWmLuLh`-m8Rlr)sw}H`pHT-MS@*Y`eBg= zu}6nn3^#zj%M09hX{as8n7Vnon1@NzzAaUKv;fs*i1<-7=%B=~X=!(7qT}12=J&r? zXyS_X#*2tOG+Zt|Gf%9o3tQ&DR_uW}h%`vG#~rNlw0D5Z{9@3L7pGC%QEBn<cE4&l zu?9~nkg6_5T6wHZwzSo=rWB4r)VtqcGw2e=GBl6cCPcxVsp$E<?QduHI1(=|%&<Fd z{w!U^1UG1(bQc^APZq~-<GXMZx!%4#J!33|4TCxWU;7vOw*n4uZ~iDXF_!%1bd&b^ zz3sJkVyTE;-B#oA`1%01<0e$Q^46WdBty#oO4T1DJWXb+@E<d^Ohxrk9Qx?-T_K7e zxse-X_EeJWijPHi`j<^QOQc;k;h^$K$%p9&_5PibWr#rBl|LZ9UQD)@Jq5oOHq&K* zOt+KRd+~gez%~VJnBt5rcx8}n*NJDe(@uy|_GQx#Bvqv<l8o&lN)mu1k=K1*lEQES z=+STr#RYK=aYn~`n}kAH8%P7*ayU=3_0YN9(0m7i<5G@B=WpH3J=)ll*Puc<tG=!) zA`IPdLcdrts+;|R`3eweEnWm(1c?@GGR#6jgZsF-1WEOR3dntigMm6HY!B+$Yo{y_ zfbz$y`Q!PGr<<}mXxOg<Z?~3YsMx6-L!^%$OS@3j3gZ4ID>#E1PLhKm9bK|tpHkAz zdE^uos8NF<7v67w&OyrnKrluXMR5yGY=5~4OTme{p6-22DBf=qf7_?~Yk3mi^XQYx zj>k=J6I2@9XgdK#t!l|xnZc^CnL%$^sLPbh@C-vo=;Sl1n}OYAdlH{(N~a{~k+5<F zcBqvAYsJC$b64=nuZdLd-by6T&?09L4VmdO>aTCN_k%w7C!Q!XWbf!=FdnFdazxsj z%`YEzXXW?_41)#Otv~TOLwrd}4IyGX?YVU^-MZ8y(m(6;`7t55TP}@IXL<i}^lV(n z`<EfG_0ZX#YfK>_n%qH{wfpAUmBlqLB>tAagQ`<+LjM0mDe-z8am`CV?|p+!0S50I zxU)_$Ioj&Zq3A*9`#2)!w5V9P7GM)SJj>P<nO`1K_)ExN3Kbk`-R%ragCfNx7=yGy z?pnBdf}m|AU_MZ`w=fGrPm`U}Ne;uTx8_QwxlHl;VDLYP2+<afp^4O?GbKp=#Vc3c z#;2ht=ig=sReVX$+km>neM@n3(vm<ZEZ+5NS&ql{`}DH>`vGr?{u{6NWe}xe)BecK zvvS(Wbn>x5zuC<Ir9btTh8>ov^#m~QB>;i2;R_eX4<YKLl;W2jl+yLSjHQSBYX!>_ z*Qc+m>xP3hk`E-C<>mIrG7K*|KiVX+e8$EKh1|BU0u@U4iqkf^95#h-RC<-fd_0r8 zc>T*wtWTxvq348y8Fxhl%pH{Pf)BDCJ~p!dTnU6>a%E{z=@c~-Ui&if>~)ztw+@-t z+NFRXCRbGsZfLl5sln~Cq&+nyB`<AR+%stuiUtq#j=zmB08)^Cc#XyIco$vCS6izy zNYE0L@NOxAWO0C-msq@T7|qqf+o6sK{Acb}gtnaJpRFJctM!)W$Y`-dNq3Yuesqd$ zq}T`o5YQj@4AjN-M)ULq{5oiGwHows=#I~Rzn(bIzfad+zwUw~@m1u>3ZCzs8JLPX zS2|9DY0!$GW<AjH0L&}|ZqKiiEEnpT++XtaH@q&^d_9UeC{&@bv&q6BQ|2mOt4k&Q zYu}^YjQ=*7hQPHH^j!n&V4$Ou!k5X}4yUk8n_8NSfuMwR%^yETm=n%sut?4v!S`+X zNChaBsKR7>>^fsyN_wJVM>`Yq>+eN_%I>VTU?C6FA$;7jpTm&)%8IzCaK+|5v`<g7 z1tA0WtN92hhS|GG&@1*kn%+Y$8cm;NjdE+SG4h2gjDyG{LX}#~{lfhH^_oa2OjD+l ztQ8v~mAHHDkGPA7yhpC!uonK56t8TE@3ha(7Rgz)?WLsrS&Y`lq4A!7Hde&s0))6O za{ODdb#mMR3MqxTz*1zuqvVfl#^hz|XJ*qQ<S~bCjV4hrcDkpcZ^ZP<g^!n`Cmtv* zYEmae3zwZO?JzI-o3+Eu=~|J&<rQP_SyM>{>7`B=eGTrFb*n`D?`;s4ND2jppLy$5 zIfTJLQ|&e(H28E~Mb59OH2bwe6f|iRRcdaLI?HCpA`<QOOY|;ktq|aDQ6up(?K@Ga zfFdaPIyc8ynV;v5nK^K%nZvgc28kaZ1353)Jpm#UBykB{K3n38RSG1{13igNghE7g zdc*2RqbVYtrYcH)ZPp`XiORjJ>-!i-G@$1F)+V7l0byogb11v7S({hD)3jqDuU6NB zNjDgmmXmTIsa9t)mO5@9RBE0krI6Bt<@ZHt@ZOzYg2Y>4yc$RG_mYOdwxU6*u#10Z zlUuW)Mjswox5M^Td@Y^QjO44~iv7lmovi(0*m&fxM?ncgT0RXc$|N;?U(bH17zVGa zBx7Cvsp**CHT{*^h$juAwCzv#a8>X9{MkMoq?u!P-?wc$UWSkG-mdo+)=31ioXvc1 zp!*hj{;mPf76d-2ZR-jjBy@XKeCe(+YnwP*+rD>JU_ZMX;r!TEGGVH~=KwgJ&)+r0 zDI5ok1-TC5FEWV{pAe@!a|qvAKw^qQh$FAnG9a;QP|gwsyaccfn~lEfs_90Woir~` zIp!|4R2frH#&dhWPxoosSZ{T-EBS-5ki~1dOmgwO^bbE_#LJ;3IabDaL$k$UE7G=H zr{>3mNg(mm1%{|z$!ZmPY?R4)SEtE=0q=QAraig}G#_y|ng?Yk84puMd0F!V+6S+1 z)mjABy5;!a&eyBw<wDrOf*rco841-#BH);0|NTx&lfVmcdA5Tl@Lc^=ede$HlU`LB z*wg`ngGw4qSPSmCUJ6|{<v*_f;{v#%dLO+en<Z1{Q=MK7iKr@UaaXofK5rw*?Qx0B zd~39gTv-uT{)XDL`Ko+OaLgB9{g8i5^wRt)y*QbkE3`<RVgaHh^L=_6+_+1pPal|5 z8qE)(a^SjZ3OsK*Bap)P-g_cjWKF~%qfq2JxXlwT`Fv8)j0_zA(WV+b1rOlLmCE(= zug`8Hy374<hC}`}7oQ2yT8~4~hbS)qdEbL)^i1}*Dv;!|-;nlwE7uGM!dO|K$CleC zrm5sNJk4AUp7970uoWO$Atf~B0+U_$BK#E}l>6Rwb{6wCA%9_Ua%h-csoDAjoC?AH z%O~JzV^TGZ(R^PwTrqqa-9Eb*(Eez!`2`o31VQAPV1g-~TxsRLyGP=6v0{~P+^V^D zjXEx*4vU>do@UO9uL?@gB5?C}m5FW|=V<-1Qkaa7_|#)8Tt$Jb9>aX=#tM-|#Dcd} zWK~ZaLm~bhK0xoAsm7JedvO0~7e-}m@>tL%8Ab5-7TnIOZp{sDTI^fvs-f6922ey7 z)TZ0{zXY_-k1f144Q7O7;aCIhA*wB&LE`$2zxxCr{NL_a_+xZ9Ppk|FHx=R59N)+l zdSFeEL6b6rf7kpZ2&Xw~*b7Tr3c~m%9J$vbO#YVU9E6-OJ<or8>3rS~CCc<x#o1~< z80We=gyI5A7sDbchd#of2P{{+TFQ)>sSVL%i1^$m+<<vKHpHviJB=;%-8Bu)iGhjv zTu6`R5b6L0=pME(Z%-wcph^;gtC;><_;y{1C6~k%9l6=>2JJud+B}nz=h5|Y!5~Lz zc2PXgzg+{FD)Q<T1>bEH-gML<WYTBzk6l=blo7MZ66K<l`s#RKgr-=GryrPk?zSZK z|FVQ{`?V~OWb1l{AN7zU0K-BgZxl){ekQt=R_9aPpdR#=WOV=y%ynDpsL$opf#Ay& z_rIwkw^^r|`w<a&y1`Pms*c*I=>Td+!;m2IkSw{f1O4~(C06PyzJq)$J3<-(1w5_f z{W%4iueKN5s09&2C&>x_@Ojmq&t!@d$##>(;>wWeV)!5Cp?p0<7%hv_LeflnMT9rz z1e+CrUHWW_duZb{=&_c5xbKxUZBM<AUEdngkCX>80?oog*|KP7I?4n?gkYfD^@Chd z@;aF<p{?5Oh~(p0h9|E!1(Mn8;4it4(-D4K^;u<WB*A9mz-+_&?e&A8=S~G$Hxh-8 zlo1+D!BcsH-0F3x#C>L?wsC(>P+GIMZhWSn^bvJMoYA;J#a*WN@WO^hhmB~f;qTDX z&d{`(7SG)79NYVUQX7IF`K2RY0jjcNNIzEM*$Bu-*ERm&>1KlO`E&;SI&UsGzQ?|e zrlf3|01N65wTdXE4P!wFDz2Q?fenFO5_R+E;kZeIfM9o~Ky2O->T-Q5FqKW`K3nko z7j$xa*I!yT$}K!AqrKVmQ);t0W&LT!d%|c=gg_BH=w_VnITSB@fUm{rKV3%{F2x6G zgIJx+TcT_rXwN6L21I9B>id2}a@c|qO;t)ainD(v@~wc0&G_%|O{F#$C3Myzs_fnv z!Eo=@sx{~P=3(!F;Ky{U_1W5=Sl{t~!+5?AeIwWCAnQ+OCmRqj^R7jpL^$lihA-DT zx{C=z_|$~HLpH6lK0e(ifMZ+YbU0)5hQMAi@FFapCfMxJ*ZMH-zl3u`Xm~6qYWLXf zN#t{>SE9lZH_j1VhU@l+Id#I!M6D6BRp?tKXR2*vJ_I(uF;n|yz8GDd!Bp#cS46<h zPzg1W#}N#5O^U}KY&P75sI3pYPrOsEuvYkn%V3FZ{Q6HGsQ!};l|1BV3z+~&2U7Um z(2KE6G*DN1ISQP(LTjyY@V2rDJgNB@bUy&NGeBf;mRCzacHeb2cUI(u4rPgKS`)CP zy8%23pyV(MTtJW7FWoqBT}00P(>z>WA<=%HBDf@@tupSW*b*lj0R}opq>bj&9%U|Y zwNV>)`SiGBehJGY@o>HaEO|2wR0kG#`J-Pwxw)nT0)scuL^<a+Xa{x6%}3-8K8vk< zx-3<0F%&`8xt4+;M1Th7t5A*wp?aYI$o=JW_1QE|`f~zz;0}6ppYz(6TGQCGuY(v; zHFr8}nEW>9eP^l2b#KZH!d@S()J_lI@!H=7WNqm6&UkJ2@6<CV-kHLPQPu_1UuGJ1 zp0WLV)HM}xBdHaa>-CDa63i1m8Lt`tJ2Sr%Ekh}nt^CJ~L^v2x;9cT1M1RI@d8}7g zgv$Z@DLG+eUz5_>M7jU6uP^A>z!WH1g%X&H9^Ug&Qo#0rfF%kN=#(a<*#B&m!s$sV zi0L&FEff$+Wa&O~fRyxPDPWSr+YncRjFlFimgL8+t%~J}Vbfp3UQ$(&mT<c5jXs`O z1$FC_3v(}5V)=4VXW7`JlM!|XWX<G?dD3OgdHeuqI`X!N9ZW8uIf?udWJ}a=kj0w9 z@Rak*vTCACCY5LFFz-G^?AvM5fo$or{rI|r&WgRbzjl)wEeNyn%RdDoND&qt0(p~U z23_~*8o1i4Lfsr)Hr2<}Xvo1od3AV{y5}mgH8&(($rbI|4fi9p6o`{^*s}o%BI4qY zcnf+u`Z(9akfiy%aieDX<jBObmY_CFGy_YC3BU>Es3j44B)nXK5lOVDp&#jWtn*3A z@mD4pVvBK+#Igy{s_oFphe_<KuK8T|y9&HJ5rIrrH3CE&7?Y=H3$RL|@`k90dTDwF zvozJVF592Z0YUf~35c`<B!<xN>wq;z;Elkq?ESzBd3N2q)j*ec*i7GP0D?ic1yYFA zV^HXMrG}0DW`8=#)b}N9yOWD)4yX^!Q@Jv>hf<V|Kn{qi@I=|DK<n8!94k~fGAN!# z=dQPIg2#9Tnns+#QXz+l2B9@XWFjpatF#+qTe;6_ebyN&2#QoJkrsaLrq3DB9FY`S zL=1S+GW%WnNn1zW4M*mFbsh;iF1>DPu@J^)DUs2eNl!mP6EM^3y2$&Rvr1fA{#B>z z?>8YR=*#2y7@Llpt$@Q8itdIAuX~ahW~v|^`{5&yQQSnj3y&?>1~ifJ8W2ci>Ro#n z*VkrfUdVV&Tve2H06&2RX;#P@Arc}Eh_5p+=Sbx#^1eZ={pf@Y=tW(PEcr<8`AhWu zC2d`SgKkFZ09m!s$e+1D!-22_nI?Gw#e-TV`_)^GZJV16QAe%L3P|F*Mg5Y>s{6w` zUg$?!v(6xpn|5>@KChA@Z($A}3bkctSic_!t;~w0={*be7*txdjOhpg?)pkJ==?%{ zHP6^SNK(H6sNZgm4n6~A9|c7f?wr;1Inm^vx#5JMkQ_m03ANwsKT<Y96k~%6EIa8$ z%em2dwTPbm{%vx=jz>A#J31F};rMLU1os;a$bHmBSBvNt8O;-(lr+1%=-OU2o23LF zG<Qv*pjO_&Lb714Jop(^m0fzXIh>soIq<&$;#-+!so~wjceRS8p~tP@t`%~0MF(=- z2}ZA%?Hf7CJ!H@r`P`Mp>j1oT`iiGQ&RLR7I$jtJrBbRGi>@Yy$;d&kbV{Pq0LMT4 z20%O0e!omV5lyW$DySuz5Vt)ccpT;}|8_qGA#PPkK<f8EpR13n+B?lSxDzMOe>F*+ z<=Gp37Y}e$;a7f=PNo(SQiTVY@Fed5;@(T9)j92-!x^OEUaCSh4gwtgh8y1@9*ved zGY^TN)*i*r|8^m9e!K!kX@ZYu#`L_cFP3Ga59xv@07HWTZ0cFdW>Sc~7ETC3doxno zmF?DJ_~G{GPH-Xm1z9oRm#A!SO^m?L?9!2H!`7>)^QOOl{;2~RxAIgMwK}n^U%~aq zvGFQn3+s9{UQZ+ES(3)$ZsVusMHz0N25<T$Isme-jVg*B#0rycJLSO0Y+RHY&gIvM zYEl5YHAd-mfsB}}CAzskjx_}uvqQB-dTW~#$U#;{8nPeoNl-Z!h^a;^$?MIICcDUy z2a;nhxB=F2$e_W3#A)r1%R^S?4&C2kQg3Y~CFd>KdNK%#VgP$*I79IV`RZi)vAiYO zglaIh|4xqpx2Z<fm9s2f#&%Pp-z6V3c)^;tEInlJl*>>4fDuGE1gLL7fzEdj{YbLb z)+dml$#R<_2iO91_vuWA*;?ox44ZUVG<K9UsQ^0)6*+9?GJXP!<%2t~htr*w7V>zC zf4@1lW^IW^np%bYQ?BY0_uI??ZFA9TfVi~oAY<AmR(V<@OmLds+fvGnX?+;q0#03h zTu?VKRKh^&(dL9%Yp;B`O$Z__J8Pj9VCrk3b~P1x^tu?uWeYHjv4wn~KN|Tr^Q42x zuK+J>252EVi->3JK0G_}HF>_qUC)C|boj@cLfN5W`@l#$ot8p!Ia)fXAHKeX{WG=j ziV!SoYjM*L5odyVn9WDYGsI(<0V6r_!=;_AI~Pk<;KzVVSa^xzWX`(bmG{Sq)EO-k zIa@<Vu(9)u!z<<j`m*Y}N*V7@X@SS>(fahdlG|CS=$El<U1i<%na{?FZa{;@e)hd3 zj2T)uXxm@!(ygkZgzqrN9V_kR&Bt~$Xh5h7u8TS{dat9!p-LW?R(!l#<6e`KXvPI) zB@TwkcKIxhfipJ7ZF39n+iv0|?3%^`0DiyaI(F{ec)0o8;w<R?0F+*z++vdg$S>)) z(Z_?$xzkE;*qtPh(##tr>Ij966-c2~Aqsf^Fln~b=Cvzt4kd<1OAxg*@^xwC3&}Mq zanBSuDOsESO$*7zC-PG#zNOHrH`yu5whbFp9vgEGCE;qUbohMHRh`jhc!1*RW^7jU zN1Fo{5e+%JT+8)@gxGRrdQ5L#Ek*w>5CEI31U!f1HG5S<-({Pabn7Y4m9)-Nh*BzT zPdc8G57f$E<GqishVZf+UzsbLg$Peseyhkne^fuL*}JIjEl(`p-Lf$9lO_p?AVMGI z<j~~iz|+xvfeg^-vV5|l32?xHMnZHG@2U)QYRdV<gFule<S}u}T6D2KueCvPk}=Gt z_36U(!u8;ZyfZby`~I|UeA%<&!8`lGz3ahp;#Jz1iu$Ynhrn<6%?FrTF(U-hy^znO zh`8g~&CaGpJEz9wB@qr&MFO|uJE(gZ3)UoEzj5}hz3)WEAkdYvY|Od0C;I_&--80Z ze23WG@6iNYJAYl1kyD^XP3pnJ=BE|Q0c*PTuVX8`5V2b-UNm&r^}adN%B9Lf2)awQ z<$jv6$8TYjcZFY;KE3S{`Z0`xyhcD#g}0s4sz+745zr%~<!ug9jB%4yozK$pl|E0Y zb0;211xL!%L|#L}H+cW%vCaEe!QWg><j}*<MEb9(54KZuZnu;Q-XD@Ct}R4EGtjTs zv0~aDUuQn;sE)#YP19V^cYL-4lO=$iWa5XSO3sc{dj9HSihIKB((ZK>nOhXHZ)n%( z%erai!+u|cuh3}th%kPMac_ff1n5S`HedcF1Py6QXuBv$NE_y`BpUhj{fX>!8m1m8 zJa~+Ilz!SB+7H0^?k$Y&eGri?*!*mKWofFufy8Xx^3grm>G^bU@Gm1iq6C^Ib=|B! zz`0f0nR-%HGl6mj>B8&qh&s!yvaxY-IbN^k*3VJEMTrl$?rq2pYQ#;46iD-nS%Sh> zRI7&s6@Knx*NijDj?tRs1`WllG<c2I=u3FW%zN}-zgVD>QbaAbqw#yctkIK>Qmp)- z2yUg~OPQfbka`=G?~Ie{cNSMOD%pny!Scgf3$7}Dg(p2rZQ9(z`chCvs|(ZB4L6Du z@_F9MSJd?`>?z^9{_v)%?O`P-Ckn}>#-JFLI{+$2sQ)_i%g^#Z?NvYGfj}e(E~pE$ zG3%9vP+krxQ}O6bBW<bNREfxfFv}J2%jJk^jDXd!yJ@@aNWS5D6fzn9t(GU&IJdEv z-3z6Qt{90PIE>O@&a>r(ZAwOZ02lW2sw`$e5g=Vw{4uR*le)^$^?PzK;FtZv52|hI z3_A*tZrotIpbO*<%nZ_J4}7&)m1=7VJZ$5t77CCi>6O^7#%GQT9=j>X0XNSdM6QV5 zro*=)X_HAomHA?SqP`)ctaHJ{hFxU-Wv50r$+#Jqrd)!%Rka>)<Eb3Mba&gUD>P3K zOEdb+VnC4;OmU@kROMQw^VK#PODq|W1vosKlZ9`Q`wt;&1=1Z?bwye3hL=fhulG>6 z<40%o*CU|e#snwg49CGu*^^K)k<P;e60eEYm}H~5m`|2JI{Q?gCYy;;Nz)R=#Ckq8 z%RH!N>V6gHX;Eu*alS{;U2K=2L7c+uFtuH+eVN>Y3-f9xi#|yFWY|Z3`P#zh+kBGE z>*7qkT|*hUpY>9c0QW*0bg<DR5!J35`YkKGZ2O0c>%Grg1VCN8AmrP`<NP>F*MFMr z9>onwZ1$nZN<}K%#g)O&%c-@s6Te(-+p!vayI1A>xCyThgnK<rY4m*$U>$#*Z0)Nm zWq`qO47ftx{A}j)*-~%SX)2}i4+f<ca%l+7DM_){-SuZ3L9@xRp>@43`@XFBJy=B% zb)|3h8YRAO>4KFiC$XxzgWbg^+?=akrna_6*HxLEkI89RO~Q$jiQK=Eny7#Z#QY7T ztJ7RzVBwTT2^O8N(dOi#!&kJz28G`MFb!YudT^|JNFU+;5kjIQK>L|wjE6pbJ-H)I zOwyCerm5re<b?OV)xmQ5LVGRF7(spM5Xs9SZ75+&22`Z!?%?feZJXU%77P4z%TJFu zqOh~aMgPW~86y#XC%M7j+Sc7|&TnDVw?GnuRBfME%2$r!&x4}bq205?XHPmj`3&&p zBFf*Zi(rp!OaUXE>9}ZCaPAh5&n~p0OdPwaUdydtAnNi4nkKp;1{`DN90%2z+HHPt zB0|KY-<EU!FLiyNEBvC4of6fP7SBl5B3DAs-RnJRT(LxyPd0svvx-R;pq1wnkXC%l z<4{Do*J+gN$Mt-xMsrMl?N7~Z6O@chpOIE4-IZl^-+GWhNm;(|;kLmk_=Q;esc*S5 zYdcYjQKIcEr%vFN*jtiG^b!Z5d$LOJ>nGJzF7QWim2T^O0b}oYc37tCIsOITmK`-T zx)i3AS?!tldGTAsq7brAXyfaaKec)%vN-t?Ztf9ZZgnYC|Nqf+l|gYe(emQ%u8Rf@ z?k<a4@ZbsV?z*_UyM&+#1b0br2oT&ILU4C``@MSa?^bQq?wz?kXZrN%9=%z3yT$5x z#-s)xdxvZl>yKPN+9uE_oE#8aT-UQWdE3q@ZTH-|-*o+OJfgT0^?Ya%@7VYj!RW5x zr;SyWd7Gxf{=tH&^qaN!6MNRpulDz=WYbL(WR8O~ma11Fj1;<Z?mJkfx>G<AOA66+ z&)O3skaA{?f5l6oSERv#ZZ}hQ5^~%t*s_)cq~>@HO~9nO6)452cv2{0{_fXWK^rU6 zbqiVj$aM_(vNRtchEbW?Z$0a+c)GhR;PRdz8lv^aL8lg>#fEY!uMAh-pLj+<8_{gH zd1L+Rcf%3jTn#(vIIKB9iWi#A%X7E)5`IZ>C+54+r)KnUgNBGkVcks7**qw`^TAw- z1kWpDxc&miI532ugwgb$z)%*QGJhPhjs3jW$pH-HV~n+nF^lU0E{FtDR=M%~817cq zv_NiRFTrrWfi2S)5U9&k5(gN|zn?*n7_K<Wmj`S!>{^RilS$g@&Z1gie`cx<HLbsz z8Yp1`Er+2$xrrkkU<JIFUa@T?SG?e=hNlH$3i(qtQ6Ur^?ZIVszIb3Y=TCjj6R+(o z#>sT`_WDBTCgs5v8=DB%SD7!{l~%@(k|cA&`j9_v?{~t9_*HV3r)GqEk=m(8KA}TT zS~<$@=gmDNa<}^wg%cm_52G}){m@pwSe?DjignFKRuo1Z6^`W&n3R`3Y`={Nol>wH z(RI24`TVf(WlJsSX^3k4Bt2gEwEHa@WbAS=75SdxqQ(V0;y%Ut$=mpRsn&2omk~!a z!kaX#x8VtC)THg$O8o7hMQGUofJmh7xx}q=R#eXV>zllWn*4`5e&ygzVb7OH@s|KO zzt=D`-J;4T>7kV4H7g$T^xUT~(8jqH=~Qw1`*S1XgSV0RAi;-zT6{emxr8ra1rknk zh*aR@z^8H~mN}v5a`|qRQbOeTkCk@?Z~m8NR(Y+TPUE63t4^ZJ`(xTpM!~o~uy1x8 z|ACJESuL4kQFTg<{DQHU-FL@ia71ZCQrMlJ#Zygzw%vkSK3|*dlO#B`z1_a2d1`-Y zQ4=9a?Vz2xiRGe3>ZaC9%wE`7C^gQ;*Us(~`a~(+uBm6rJmteU#7YiZh;sdG(=P0# z#@_L0qwJ68${=qQs7ya}1$%8$$K2-fsw_0UEYFzTdPk;pHFltH(Vif-*Nhj628`XR z>KxKD)m0<6YQs5CWHZ26f4Gp-zLc49QmQIe5uz{TSo`BD&0Z>vw;w}S8MBM1uDe7^ z;Q_a3#G}F=SLtdXWXxkUbMbngiDcsa+3a%>Pk`-^i`@ISdlCl46nlZ-t%$fQb7dnT zyVC5K9XSsM=({?<>KUe9YNu$RRHIdiG2ewk&Cv5y!EXG#RZp-OXx+Y*C4Iepn(|5F z4t=)g^`y{#u~VsYeZ|B-a4o}+(tle#@Ue-BBHj*L`)H)C|4&gSZ#b4y=bn?D$+DCd z#*$9SVG#~LbMwwOfBPH1jet@bB^T|4qZlHMl~`H!=_)V>*y*k22?Q5BE2OYkjjb)! z4W~XiINs5G`foXC{Wm9Xo)<nk&{q0RVRv3!?0U8;Gt59>%CsoWU{0|q@FdZxYcJxg z6jy)hd=!%+^_LNs=ueldv{*9L4_+ZJe<yrDuMrx*r#X;L4Aofl0RNn(f11n^RLK}F zb`u(0O>mnCH#AgIJgXM$5PFgr<}k1Xe8~$M?9`xh6V*Brf`xfgNTDmx+Lxrv>!zQZ zeJyZd6#6#K9P~>fO|)(1Vezm&B12C;+o$lHD_a<UwK>G34+O$de<ur7C<AlI2*A|W z0==JeSG}ypv;4PLbo<?T%Z72OX%uk`K1dC(-HEzBZBRzgQD;XuME#=}r)@p^^-U^8 zzAU{z*WI__F(35m`;hXolAEWn74>B6t}=K(0b?fj6I)gHvpn=5>U5rfCd<JNfjx%< zwmt%c6dXtpA}*dg1zHIvP+Ghe0RbRD>zmg&xmgp<0hp~eBnr4+C=9)4kXXZDq_|W3 z4L=AIK_=4EK+IX7VvS-%Q6X#?%llDY`UVWZQ$p;O(5SOE2xH^D9`fC^9K_E<?SgJw zgirnA)Da;oh*BV5+&q^d_%CCbY=%Fajf?-r(ABage<4&3<TXkOfDH4XOf+M!facWc z7uj45Q$3(A<%RW}zBPjg9t^Ecb7ez?`e=F?%VoS7#~)$!^D>`!RfOL(%f)XO8~lWx z^p`J@*!7%$wt<u_>m}s{Inor^#>^kSHFIh{o6$sNeXM+eXiTi=*N=c#J-dn@e4WpG z5q@m^X4=HyPP_f>%}0z@h*tLtXES+dfoE3D?K>SIlG!Ssef8@&%iB)3xKX|WLtl_e zKck3Pf10=T-eI>?bU$wCSB0?{hGH#|hS$U%@ryRKAi6T9fp#+4G`H8~<#s3X&;4O+ zaUUy%JCI&47D<O=X2n!W=dhI|VlNcmz6W_rz@Oug?H7NF^U8RS90Dh|*2w3$gdwv; z)`ezUPFOqtdmI{w4dReXBOIIxp#&^CEuZSa{ew0)%NT%snZ+66M;&>tzWBp0li$Xg zn;viwB3To!G)-ag?#~jVf!A^BQu}>~B(lC{9WT56@ew<&sH&^VZGM4-@zy{AbZMUd zwSbt6?Nx?k@4V*nCEznk?mIt^)l3HN$;B&*1&^GVR;DQbvkJN{HDp$$)2I;4r?=xd zTSK!6T1%#<VRWm^^8M3Uc_wiCCp}SoNKuq7J+zeSy448jd}?L`<5SToTb@uv$kFX< zJ06%*<)Y7e=eEYlBru>(3jxBo+k|KV4UtkSxOv42+PsIBd@w49qsLpB=03$+h*kBv zi#jxPxqtA_4FZEUpgUKCxI#I9Iq=zqWkP5NER*cV;$Czrn--6}FYv>x7myVDs)UQ} zof&vhb-E72DK?;SGLYG_?(>GX(X*Xm-&}dHrqv0G$=NZBa`I`jHFO@qLL_U4ug{+K z>hWA(NfaZNP&Sjq*P;lzR{Ueo6dO^kh>Otis@vkU*cofhX>Jf*MHADiesD<Ax*gfF z>V2XMcuQ(|!70$tM(7)=5zF3*UE?EDf5)JQUSvnqwg(Ds$eIz#1bt-9j;J!Ored!P zQa)Of04q0$G1`oW#%@|Lq6r*}Z5>{3KHPG40%$?PKX;LwCqonAlJwt6g6(3YTu-8Y ziRK3w<*$tqPO2To97I?M+mrBmd14R)t|%%rbOfnA9s}dhrP`NHpUh-6KHp<6P(o(h zsci;%N|UOWRoBxfErm^xAQ8#zQg5&ljiR9v{St?|?*47$^{kQX?@Y2)5#l#{z67oM zpGm910FoOLK1T^PNFcp{8!vIM-&;z5W+#I%Tw3c7aHQ%{PL_{??l$|>c-emPeInc5 z55KZ{IlqiGn2!Im>>To=4TRvlQwud*?3SbMZ#Pw-lv!<1V4V=n6ed*I2lM8d=eYaA zri=!2E!2o#PtI8d?1}<XqpXR{^*r?ai2VIn2g~^b#T`B~iTc_Pke546bHREH4phl- z=l7?A4&U1}*WK`eF$@^x(RgLl`(LEFE}Z8`Y<VxkJ9e8N|ClC4eF8=CWk73Z>@BUy z`!KlYAZh1MYXz>ezt3U+4G+dfcs;LRb?m>&`Lz9!r>c)4)22jxn%r=@{Z@%I>8MHL zwaPwtD?Q;dp6C>C+m=Z^LYED*zuM%zNqY{>*<24?HGE8O`hP9J%7plt`&J~45-!v) zKAvaOn+2JMStuI(k2m0v4sd?of48o;S_iP2@W>^Vle3qa<)(IPYq7p9orDt^FaHu` zsN4MzsZ}!6Mt8P8<94YqRB+kt^)Dt*=`a+QKF)=|)L4Fv$~2C_WA9(Mrt!)rS4PI2 zNk{hCe2ElfvsLF1e~qBGj>N|+qr`JX@p=dF9Jb8rH!4&t<MvO3jhJI-w4*E2buQm} zGnJiA5@0S|LXr-v{3qem0IIfIL}7&t`7(sGISjYGRCfQ(uA!*28VAFZ4cbvdaabFX z`UR&|6p6(&%n-Wi)o)H4>r7=d)SG~Xzac(GUzBK9lgW>(&ZKu97JYy70eRM?sPzHf z{%yk)e#f<OM%wz_Nac)S?*}gD1YTjJm<Txu#+?ihX&D?u{!6!`9?S=RR`ya!`P6nH zOH}W|&+Rav67ty}BT11?!E^``m4<iH%nD&H1<^KmQ%~@(EuT%t=Ab&~=>_TH(+`81 zoZ87>*YX2^BCM5HT<x8d)w#9WQ4OIQ9s8i7Q)e-a6`P{dqRI;;+Q)bnr>eR4De|fA zm?^)cv2HG}*d5!U7stTIJWZI2dh^y`GBB-a+iMO6RWVEGSQN9;#?#|NX7J0^MN?>S zOHDOV!Buc#fv=&-9Or89MIX)>hlRh_6dn9`rnSU0_P1lN0gd#2O}f;5b@+vleP`K? zfalMJf@jheEY8nK*sjCJo>CEQK4{F#QK?=x=upJzxx+$6;L@lhIpRO{KHn;LdL3CX zt+IVmA0RzY)@%w8FXhxG%uT7T>G<B^1?k6C>1&28u;d#B^gP~}^gNBDX>vB1KB{8R zQ3Unt)3_fXt=!hU9-Mido>KefnH!Mqb5?ouwO_ps$pGvL*U#41=8Nl2z;O8uM;v94 z>-#9M{yW}g!x%+<A@5?pxtyC9xIJ?rqb6wpY204naCEbhTzpxx5x^h4Y5$C)0@8V< zp~{)~@=4cf<F_TiUL%gD8)>YzbP3KBu=tHuS;ZKJJs~?c7><)x<~-qGBCj!kIBDif zy(3c0OciB4JEs};ji=;J@}CR*>*++dMeP2N){?ul-7GZcEVhi_y8e7fn9@e;(#-*! z(v~IoIcdDC_Tlwwo7QhMn>Cb2yNT60A$_Dnwy<4eF#Fqje8vf|nb6dN+}jrAeP_bq zSM(P(IxLLFCWekpdH5XNGfL$A&I+13Tv?{At(@j=*x<Qz7v%F+SgSyfM{}?vXa9Re zJc`l6P_tC7(D(IcWMK$vsy*2hkK@X@1Lb{t*~@kgJJgf5H7$c^eiaD$$(GD(x3J;1 z@udXAIEybd0+1J)3`oq?22*2+#+_;{?EE<D5cY%N7*vX2xPH^lj%%HWs-IgyD<iY5 zC)YrPg>`(|I(u{8a0u!&A^&Y;P%#dZ1r0&c-son`juMvKjes&C@2qxcCmvj_+Bmb+ z@paP?t}H8JaE0CxJM;_IjEk1jXFhC>43+4~j=gK-zeEn;?L74xs$RV5L4DyZKZS3n zvC4(V)6OW{#U;x3TF!9j;CEUI*I;MBz;%OOH>Q;)^f=4A-cwX-4GKcMLafIVf>m<8 zM4nd1J~Vc*6}0ggQ*71*EEdOhUoRz&XNhHV$>VD2rO-`lHV@V9FJqKw8=%p!wA+qH z*af{tQgrwN&XbaDAe5h(o~>qwIlg}*Rq@YC@|40VxJZ;vTsF4Cuh+}@R`07<7DRd| z0a-OCg}*osDmJRaFHwYt39Je^G$XjhaR@kgAahr?I{SIzTbkP78zTbhfa#2c8*Pdi z3|^Vn=kW5{jZU|hvV6u{bk*n)iuX`gX9UUqs%AB0!i2(`_7k}fV%!CSg~UVEKgscD zr-wtt^%R_~e+wpzM_WIL2kd}D7s5ePb1SGg`|zLQ#&Dy<6gQ%3L*;>A@4`7u4IOR6 zyFEI8bXfa*R!)6MY7dmh)4w8>rBFn+Vl`z&X4>x*&GimF!L5x|>6$CqvWdx4u^nhP za0@Zy`#!9QA8sD@PYEB$TAk8w5&@nPwK0~hvW#0T_c>t3MozxN4KOE4ak;zUA_BL$ zf;O&fl62SFc`lt1D9W2bsPACC!RqiuI@Rf8dkdniJ)}i?ICDH0!~@+s<e%CJ3scm9 zADw^DY|bPUKn0cGbHo5`YGB@Bv97$j(3&&Fj^iYnP`W!5%YEaiP>m1PTLzQqh+Sv; z@dxi0LoALM(tP=U3&sx*MDq?tSKEW8m3(%CyLbu0=7+nUKn`<c+6@8A(w1ejcBaN4 zUOTf==^vBTdJiIX-V`S!33CLROD1=*+w0ghi&X4r=!IAhEAMk*wIw_-y9K(9sdhR5 zRU~<*nCnxqM8O)fJ8diltYHMbPJi7880XNL$ZwI^K5lIa=-T~Ft)7?6Q0V?r2TfSB z$?iwXpZum@j#D<8QZo_=_KTh45VTk9P>r&*hsyWFK|z!$JQb5zGPDnvVt;OC4?WUz zrc%auwh1TSXGS{A`;TJqL$9A@qhC!2uKY^|IPC2dq6l|tZk`9%kls65FNfC{vH69{ z9aq4|xyfYEDIoTefSPVy0e$Wl9QD75%E`#E9fs?|V!4PSfPzs|XOZPYs%tc~dU0HC zk9@+M$`vM)ZQGZ})pOnK%)vueU~Vv8c~WWng^LB4E9jUDlG7qk)yT<k)7^$R_d9Hd z#c@*3;MWcQw*;_M4+>yym?U?~1Ch~}oA$PVql7P*1~jO8d+q6(zovp5>=NN1oUaQ{ zltvG`S4kEeqw!ocAbs+@pEXw;hV|aBr3acXQC0Q$8dcRP`#uHx#Y~*Txi|HHZyNc% z?^Begeg0JFv`_{;euV~F)c-{IG?mp7<Rl6YNRjT3G)3dQJ7AsGn^o*K6MLLRD=)lE zNUCqgLr+IZqrd!THVF$Up+f!1M8*4#GFf4a&iMVMCHF(cP?UVPb>Q%584)L;uDlM3 z;631(7BCZUnp480vH8c|FqQst*Nx2ar7s{<S?hG!`90-*N?3L6{c-2gOjnYQaw5RZ zt=ObN;wv>%9^TFnQ<y>adW&_p;eNE1=LT_}3|`2JY_L*&SZ`tbZK(mEv%@E)9gz8i zb(0!Db%iC(&nIJW;dvWf>(~R*^y9vdF+tr|$qvHp%dQ7sFimXr9G%`I{0zpnB3XrY z;=Cf`(v+S2S@Hmy(Rq8&kC%VxH!DDrxv%vpbSt*n=`s(72+l-yE0yjK#?t*JHtA^i z2cJxnI#lStm2(t0PRvk+NOSdPuN$o=xxsqeitTOrfhLxDdv|KS)Cnh0{>=M%kKO+P zDPvDUM}qeL^oK-rL{vy+>I(OWH>q>ypUV=e5=V|>rY>h&$Mx!{=uT2}{(o!+_2A`c zPCc6MBwg0t7Gp|Pm){qHUM7$V{CDekp?wO5mKMs3=7B<yt1jgfq(jVoflvCcbB}Si zFl6m4)E3#TIZFQml6S&qou#!2)`Vyob+<oPWGL%a6eeVPk?uS{<jc%p5M+NCmAUad zJ+=WhJEZNnSKWZ$x!e>G<bsBsUF~^Yx0s0XQ4J`U<K;ht!IB|v)l(U7M+{3DQ8WdW z(9-KwWwSwaXOevye!Ms@K$vi*Go}a>M*Fq<FvcMupL<DYL<&u9x_mPM7*>GaPUL)l zydYzEPkI!3plDw0WGnkPK0!cSKq!XZneR|ByVGidEzbLsByC`|sm<(Pj_-CI3y%zL zeD=<|HfJ!(^W6{_*kC+njG6u@VvI+P_NVlYRnQp|IL)C;CovatS%BS9BI37iB+$d8 zk!>rj>Wj$v@>v<7sG%GLEbR3C5|j!5c6*&pL&{W7gERGkCB9XDP#Oq}OGXj%J_rfT zWFx*XmFA8Zrk&W)+oooO`FG3=^hOPuDbU1N3OjaLPUI~UatZ_zb8!7){FuUsjY;tJ zfQ+%$#{~~Rd{>CH0}m(g&P(+9Uqj*B?;&7#didzGVOS<Eq-Gt~EU!P3Y#B$Y@#C)G zTEM`|{zMuIOfQG4|F#fBf@dQ7CtcnBzblS~(_^;AT`rm^m4CDhp*UgI8W$elr*K6~ z?FU$5O8R+Z(xVR|C~3csUvW&ZBuFD)Du|ZY4>l?oi6WeK_-O}`?A3f39xVxPfPs9m ze*g*#Vh@(r9q=qxue0frGfD~755pVHefRS{Ml;zv3Um>Zl%?lz)K6!B{;OmF5h>AE zXRs@od)oO|9Ci@m05p*j$b!~Wc~G?9t5HF$ERA!SqzPj+;=z(;y^vjh#{<ieRd;ZF z7)gicp+&#pb?1Hq@>s-`4F5v)#i`{q2gIQYp)$P_y~YQoxkz|+n{ZoHiX9O?O&lMX zyj(uG7^xhh?sZz$Wl7N~;O02Qz(xzeSV%c^H<SY*$wt@u<OxmX4ImYl)+`}cL|9~| zBTfn+t$yMZ79vX!@NeJs_xMWtQ<bWwP7=B&5=R0wOB9YuKTeLiMJ2^1xQh0?%`8b7 zEt@CbkB>DqQVja3gH2urTms6cp0)<m8`<7(mGyjws3(w&WBCku1AR~huX~nOw#dz_ zK0r4^)2)&sPn#T}Z6<qDELZT-KeUX&4liezD(BUxbA$s?mf~I8+`|xdYQJ&Bl)5~j zquj57TiEWFL+-x&t`-|@`;<%scG1qsi$5_)7Kx#mc(4->WEeerim2a9rS4b}J`Fg| zDSTPSy8Sx=WeK!1jl5?+D?$BpZ?yC458?xAS|H<HyfbKKIk<>0KwL$Y5-Ko8s&_?% z7`e0e(p_ympHEdb%4GC7SNk?f%<$les|G`r*I<iNur`$;{&uXXDs~ZNUgA=oYmEGf zT&WwdZGKx#*k*TXo2e&H8HGL>_M3}dxh9BK0wXGx|L5$7V$B3N35dC}%AnS$z}Md> zG&8XR`&aL*Hter4iyF*bsPGoR7dn}Hb86ymPb+T?<yI0IU!f&s;A1LC#B_jWunjcT z4nk0uhrE>k9o$tuAv;v%_}~Ragm=8a_k)kcr`PDS?>rh$SJ(PZgcPtc9^1T$Cvv#Q zu=Lo9<N0!ytd5!V3C0%inNt5KMp*fN*3eb;UBKaAbIo*^gGmA-!moO?>d}Yg-M;Sp z@KTIR^jn<>fuSm#r3<l_atj^CC>fb4W7QY%>-%d|fuA&iqqh}2bfgV{{NGk$JrX&) zP5gv}RUgtsWn$f+6k|wmmeN0*o&2t^7Gp#`_tS(k&8=2=dV4&uW}HSH|4O)}N0+DT zIOp<jNys{?rToR>KFaIKXCJj*?N8)2Y|Q3&`1uqg#h^~~L*33N{lUon$Qj%Bw_9qT zVBct=<UW66&dh;3-_xUAu?{9ADHJYC+-vY+h`j!CWPeG*=}Reg>uM97p3vL3JO1@v zL5RChIz_=RHPS|F1k+mfU))>~Cxn^=dKu<Ce#Hi^**J;EX#=R193@|})ZcZXw#9NH zQWYv#M4rV&Ny60Dm7p=*sNZ~)oL+Zw6-%8xQUxTYOqY&1#2=KYiVtO^9}zl8lhy2r zL2>fnnShNGvWi{(s|RIfVZ(fuJv=Q@b*#jL$E*cf<7hjfoOcG5=KeqEjj6ItbI}sW zG`jCZzGSs;i*Qnq*MM+74VGr$3~o04fwxb7wRRd)$zO%C@ZileUd{xm(~i0<&)LiH z%2LNC9Bf=YiaafXF{oSU!fxw3DA~{l5<6H1Z49y?&~bm@`4hF`;q3YMfWdNFVM4uG zWD4xu`#YhSr!8iW+gQyS6&bn!ukD&GYr4(HHVz{hEFO-$qzx$4XW|F{&?dyCTaQ#G z=!Ntn>p(Z~GPMMJDgo>QPqVQ-&$PxYG|t6?y^JkKMc2DtAYKPWVF-u)N5q6yl_<iZ zp^|YD;@E@Wy*PJ$JXc{(jPXu6!v)z5$0J`qn15Br;f)O)01b|IXjO88z@2><bvZRu zt?otHZ9PF(JkMfYa^)g3)2LO&NwC5lSbW+JqhcLXQ@IIPN#~*r$o%8PfMV8x!;-z{ zE@gm{Njw)Do)n3bxdSo9JDy%*KtWq-R7*zD)^_a%Mjm%7&%|x*d%&*)q2%qF@$W(< z*uLmtJb?-Hy*|>T6E&fHCN9d9h}>4Hg6;#jdMWiN-%WkeQm1I=*NnC#-qk3Ef#Xn0 z*dbCuIA185n}{Lrg*!0#@kR4+Np|uq6QSG#Qx%xf&lO`o&pbC8;*ENN&l*a$7fI;@ zO*a-)#nxuUf>*L^+P~FatJ43@HMl;!;|1%48h1ri60<rSXusaPUv=bYMou>)W$H2k zGxUvYP`AgeFCeJ9ojz0DLh2QP(#Tj|Sc#Cj^!?Y#taTV5IPrcxT-rTZxo}zRc$<X3 zD+-&-LL|g$;vqrGD5}bSt-W01JD#X2Vr?*X<=0RGA*J-?Csh&VWb0J{V{Ad=3Z~0% z&1pxAPA^;lvEvV411QaWaz!RVm*NP6JmPikTKK6Iy+%zA<S~rGK&e~jZ<KBk?VP|- zk^n;CPJT#jcp5aOtmvSU?<W<*H+h+0r}Xj10ESWH7a!w=yU*u90nfkh0(Rq45jRrQ z4tBJU3I5dz0vaybB7=foyw)!MoH+$CB1;3S->6ZG8G0EFQzN&2Av6$Cv{L2%!OUOb zG%j_SsO$Q`AYsQ`#+*_nFDb9WZf`dd_*Ng=?X#!Sti7)SLnNc~deQ*W^Y0~Rk0KYJ zCh)PeJ8YVKliiGLgtF|j*h>TjU^tJ3+b`@!zNZ!&UESri0`7`=-p`+h3Z32M_2l@v zt$oMr@*Y%*IZD6aNfdv4n3{aMPaK+$GND({z!yXg`DiHaeE_qc_Y%yMx-#Q(^1~-} zkn_8(&u6EB4EpJmX%&9f`QyS>?<bS9N4Y;d{Lu$h`$#e0$h|i^Cr!K`i^s5lUV)a* zs3aHFI+gzetscQBQcG|fhgipDE|K*DBUY`y>h2g!<6rK#{pp4bcAK<rlX0J~Q+5>7 zt!1o6BAM8~C~}dXyZ|UmY}9-#A%!gP9HkHz*KB}STo0Nqt+^&pTzI=o*f(C)sw9~y zZ!GlRPKFk(<^in=9aQx1<WLHuDs-MZthem7)ukq>c}UT9ThAa7SAUf!OYyAV;mh7Z zP#kl~rhm>EhdG#qZ{P#w+1R_XIQSMau-IVy5Btab^r@<(WuY8YwzNS%p~?wk13SmZ zMogZ*u`s?%H-xlc2&ZG))^+6xl;YL+8u5prYF$LFH-J4=bs}GM?pkWp+wYwijV}@@ zMsVoSzwrHn$NZq4?98VmdFdJKh*i#?4}w+&d5VYDxFwPLe}yCk1WeyoE=CW59CIel z0)rA)R%wP~p0}{NkI;znPZ8C}9e*GSLA&)&1PpP1cqY>6aA}XXYmK}7)Yt*}dSY#D zZMKKwp+wPB2b{<xCeo7*TJl-x(U2$?S$_NVxs=JYY7fU;2nqz-byQ)<|0UKc7RxbK z#LIOTIkpb9B*K1Wdf=+Suqi>9kOUvbR2h39lYI#U0rBF(&`y{=C2vK<C{LrzRcoru z04+birj-sZeIvcgGdCn!5nD+NNqVQn#M@a5R^DmH>*w`(kVF&eKwIUKZ*N=LLr;L& z+@wc)PHKmVuXG(^%#;H<kd%SwEYtQa7^L58?O$S7-i`2FQFW@53LXBDnbA+F50e^q z@IMO^X?Xk!4RFSkqWRUNaAa=$9`kDv){75R5s|Uyd53}CU4LDKuyKFcHlsh&PUG^6 zWuBNupZp&)8VY)PD0hM+62*!OjPqbbz|lBZTd2$uPhV{gbI=vi5*md~qXeE$o0dQ! zX1angLi$nO(PR493_{I6znCj4=)M1RpVqchAV;!8x58|Wj6!vcV!z_Oc{Z7Mvvmha zoiY-2qUa)sbSX%vP64mGtrm;-9C%Lh6<gCKBf?<88neK8pGC`|cb%u~xlG*IsU^nR zLbWC#Q3E`B>0cGc0jhtk(vs%k2!Z1qxY3?a5rtCOWUvhP<<8uRA=m1@Cm|GPWxGKV z>SXR5ddbV>ZbM-X=ZuE+*6Ti2`L2Ib!kdZoj2Y=(B1~oNY&S~0K08*)r)+)`?YwN0 zqcnljqkn&5s<K<qS3My9viB1&!GP0io<}7;CW0uw<tKO?1?X=atO$InGJ$?W4?DVF zGf&fd{lij%bOz`?e6mo6&h`FT!O5`V%tIZA$yEg>w>_hDU7IKHAvcoWX;FuHfe<7h zr>(t#6+*Qd^!l4yP2A=7H`A-P8p;fYPwE3>k^JsJ6Z_iT`Qd4Sl#)`jnQI3PPT!9* zm0b5@7bjsT!T^^FFMk9nb_hh=CMd);=oIXkSyvur_iGOiSfq3mSP=)a_u(a5O&?0m z3_a_r<lC8Z9T}B&lw%IRFO$m;X+<X~8@@bxIr&-6DVZut(5$+Nif3_Eo+R>{6o52J zE3?FQ{4EV^{ns%5lY`=9WnDYL#$D7Oz+uB4uXuTyyjAyf-(T`!r%aaqoy@=Jz9aW| z=0qw_i8rLOU@c{>WTAa@>rC=Ye-AW+_HdV>!m08C_up$+Vm}dm<+(8QBsX1#Qp^u# z3PlJY6yUgv1bhGfoX=06y_R4%5vP_tI>hhNK|aQS6xB%nS~!_g+tF6~<l5tvQ<RuC z5GYSO+JNHFe*;d7j`PN@E5#i1gxVE0nt5Td+$Ncmro;^IHzRD8xQSD(<7&i|rJw$} zvOlbWMV2~@)PleI{_u@vEcuKE9VvTm_0F4EId?gE%mP~0;GAy9U9BO&LC7=)i-$)M ztO{LE*kAjV0_00cx7`v@641mSV2ULV!;@)}=eKy62On}M;Ak!@1-r`>i2^U-HhOOP zj1Q%0)<hB!&aWoL!lkPOF=1qtuHDu@1Q6ZW_BFORp8YOOjj(ZBfnWetC3zly{n$nJ zX9w@W_!9oZ_s9=Ib-RK!PebCXSLa{sM8xI$cPLICcGh2;cM=Tw9F})q^{Kp(a%d26 z$c!BRvE~p@bH0FD*8jt?DKokSOg(7xsw%?rB{9h7ywwa-g~3DR9sLX_pdemU`}6j) z=C^<ovIU2wDFmP%T@i+{{<(?0z~hnW3>#_1m{^we>sX~aQ>lumHgbD_#7>U?Pr>qU zzK+sbEWEzRHvJTMY2Eu_eU_7XG^*is$A65MH3@_GYnVAz1f93?7zzV}R}d9=-6Z3n zJ%8u(=@%Gy>hJoLFqV5w#f1)XKN(5cU{GjvnnK*f0x$a##g4MI!^Exy1a_KHNGZBa zrzB(d32fOQ;WL-h6&Fj!6_IHpDQQa9&7iKcfT6dY!fJ}@2o4G5ydhYqp-w^2@6SjI zxRp!68`q0Fy=H3PU?g0>cj|04OO_;+a*3R`ona4_sph)h4y~KKPdCl6{5UaFy+9B{ zprUDTl})?Ryt~HGdE$Ts67Z%Eq2v5l`r{7u=?KSyi@F{Rp3~xRscC(jS24H)APy3C zI=q5J^$&7g4(eiGxiKd=h19hxI^r&VPRTRuK!%$zqCLUPk~*y7_~AcMo);vBo3xnI z!P^+=xy+7WV6@emVX3<sNkV$V54#TD-t1|@G0L4IQp&q>_JcSDw12dv+1=z-TW@1v zcUzt5zwNiMI(kU&m?jxD%+j^<FH|jHl5_ig+*SR74~$BMMu+OgBQJbf?U~n<J-xNv zI1I-7ny$?}x#Vxd5B3pUmIB2Gk(*fsbMA*3ihciHo}3l(%+%ih<0t$6F{P$|yL}(Y z?+L2o89|5I18-T0-Tb7*G(xA!oLz+=;#kDtMaxr_k;%hTa5g*jO>3e(V8>7P)cO+w zBTbl=jS8&6?inO=O?Jj&_q|IrNV}0!c5iLIU9W?+Kg$gpZHB?H=a+*g&<cgHo~B79 zoHaH^gyoL*JoCMt_x#YtU9$z613Nk+8Dqw^OFds4@y3U9nEu?KR}yuX4@yCQRyOXl zIyxQ!^7dy)Zq1XeNR8%TwdbdH>fUlIZHL)3V!Se&oU#YoHzgA2H~-iZz;8ZneciYp zsp35vs1@x(08ShpSlHfvHC9q^QRgtX!Dvg2?X~!7qL)l!YnEIbf!=Nt3%Y5d=@IE8 zp<=K$r;}JR)HP9-jFU;284M%w#YhqXMs4oPn<$5~I{^9JuUPi~g-EDxlZRp-34fnY z)1odTROTbj{=AC>I48vH2}+i-lp1Xet!$YDqqJq9JZFBUfdt_#8gsyJ&7=H^1o=IX z>8{GtqDDi8=h`1u(a0Qz0`}`7F)7)-|7u>*<`*_!&p$^o*W;_}xItUIZ;w6s-x)9S zu|y_*NBsV1p!DCKFde85kGp860J2s%>){+U)#ABoMpB4mH@Xj@X<te138k)7@I2d1 z(-Ui={LhaQKWVBsa&ov2MTAi!evr65SGe63#J--8F5C>v$K=L`3+Af^UT}i~_gx}k zqlm9)2{rd{QqES;BJjZNG!Hl|xnfdxRd!B(k4w6w8jD|z=`@qH!NKxKc@I;mFmaAH zE1Hey{P<tZW-wrfpnIEza6xooU*)XkKUwqY%!I%V1%S?APCjFhO8e`FB*Q~%6;xzl zVCC}iH$U3@w@cU0tA5jEpF;1q1CVz)V<B5!4%wRSyir})coxxgLHBlB;nS-`9V+%P z7b9G2jh%S=rP~mBw-)*2&wMHx3BLxlVry^HbK1e!ugii&LA5PC$Wl~H3Hv9f$0u(` zL2Sl6J>NrdLt3FRuKMzN*bjAE(<m~11deqjZY!><9hBa%VM+dSp&gRQ3N2LUeory! zrk`b>MEX!TnCCRSLe}6S=y0Nw3>-V0#uC^{h7@Wr>S@AkX(mL6Z~k8k&~RJ5vF>;1 zm#9wgm0A-0_h>wMcFdlau6;DbWtO7Q+2SS#Bip@RqZ%vY16_39<+@pq=Ybx;%8t%7 zMt_52Di0UILg#=Y0EuI3Y1~DoUag=yFB%}FoJyk%`b~|tKgrYe!}2LlTDP>=HO^SR z<#rBP(m+V3t~2N4<)y9(I-_tET1;?;mneR$RQTpy{8wYps<EuBC9YGtE6MSw8twy~ z6!OSG+LOs*lJX$M!hSbgk4u3UdBC}aiKuRhynOZ+;<$rAB2BxVd(V+VqfG??5`8`L zpQ-iBGhM@!Nh{&{y0Mzh%AZ<k7U0g>53ef$iK@BFd^`}M_D9-}%+Q~7w*Z5ULf&cW z0}$^+4Wzg8@5JZj_gV?9qdwwpIy+Dzx>>4-9^}gb*q!}2gwR7C+V#5#MP}J{p#Z)K zU5*nHV=nRnN`&mg?;5p~4=M#lq7R3HsLi3}>4L63v;J0d$s~;PJxsjK=wgO$9vpVO z{;y$Xyi^N4%Q%;bjbV^4Mk}?^#+l5oySnTEv6Ef1{fX?0*xa{fi!rvztNq^v56Ls@ zK8Jn@@2IFP5<uC;!^DY|(=e%c%LbT>Qlor?hQ$t*@)}mUpZD-4hs@fKe4No!u&b%} zWf9^i>-}BEzZ9=kc&jN^H|Ud2I&)HO?*|ZPyoXaAaZC!nQdqnE)u+Si^E|@aY5Z<U z2ZzaJVY?uItPIn5I!ThCQTS(PEHTTx5vKCwL0v%mPJ2~gCQgwJHD*yz5&Ea3g?UI7 z+`l9CFWGon7MHf5Y_|#G)KY%^q#K&%?hT6N>lWW}M1U@P&5l5pj%i^6vHc5&z*bb~ zAA5HVd_Bs<c76;09mq)pdhaF*d&i-;?~@W;2DV0r$oXfj`OemZ_FPBtvs4f%9gE6; zzu&m}$p}5_{((0l+|8bGQFWLD?0WNeW39t>+_%IQ!%dFVr9q!n8#;Bq@p4<{q=f78 zGK^8dtmJetNDfvLUDQPT^IQTW(qRb)lp5SBB8;Fa?0J80^c`n`VkdizPP(y&Vkar% z*D!3GwCXUtA2%<?n&y$f$1YD%Qq2;<NfhdA^1EZGIlH0rZKWzUi6gdp&B$)=$Vf4M z#M^#Wl3jLh5Xn0}V<-G%X9$u4!>rW6^DA!)G}x$FdpHjw+o`|$!)L)E$afPuHwm{1 zpL`-y#Tt*C^^)YN%c?*_k^M1fjd#uY?sPrZspBd<vxQ?+qq0Awja$`kLwMcgcfC1{ zDhYeGasOhYziU`VBGL3~4y{rtFP@+KO~iUP&D4(HR};E$a|55c{o)|8rzWLISjmCw z(5SuC$JwndR15zFsH%=f<~HQtitgHRyO_eBybzLN+nMu<1U_Y*>4nXiUx&BS8fGu2 znKu^k4hC&|vvQ~D1GIl~@%`-iw}&WnEraRYs`(a+q3A9{<iET4Mfdl?a2)piUT=b> zmHvqPg2Vbvywgj6Jvlb49s!%-2>6+3!QW;{@(M;E(7H94M(GP4j4&D^%q5di`d87l z0HU`QEQ~%_>JM6fkn@Jj9<jQg+TaM^Ge(C%=*IJTWXm@apj>P*O9C_=x;%)OQAa^U zrv81Bx%0$$j1vj}EA*TI)?KAXz2*4C7&AIl`t>11(_~K1ZcahT{V8+{%L1X=H@_b- z_@6IsS8B9&2iaCCkN{cqiQ5nui41w{sbJTW)!3eWBpCIk&z|mp7De~MjDex=rU*k3 zusqXuOTO}SL_R#kYm{2(edvP?W#q?Gu~Q~!kx}8&_ZJ+DI=utuE(M2H6WsMdBdzO# zpP<4O(+skC)_u3kSMR3@Ht2(Z`LdZOKb<M&^>;{390vkY-;#0PWMnT99gxiq;qo?i zex-lw4xCYSc^?|gPwjmM6-fOq7oRrppdAH^WRp0S{b=~~VUQc;ea*;2nC})*(DP`7 z0~KWTeo%6F2_*WkW7R#GSb=P0=~c>!+JT5ZMfXdf9Oq@!LflSE2A?D?*bUo%JMPZ^ z!OaSG72`|H0o*2p883R%V57&T=pzCk8(sCqfz%)Cb1yBZCg7NprOdt2o4V`ltojYA z|71iR@j~CLecfL0q6|8wej3k$1vbmb0OBc>RlRyfyN{qHV|?|RQ4RT}04#AhYLoJ+ zPJL4MMMMq<#V7Wfm-;ehfK?op!$ttBq};Xxsw>!EqiR2W+*rHXOx>>faJXbgMTE#* zt|D~QxZ`2u5yF{*hIdaSsg4gU+4B_!QSjHc<JoV_OrlJ4&bjxslMV9hL0+tC18mT| zj=N6iARHDV&Rh2CAK^Is6z$lGwV4T|hL2v07of_owZGj-T*)y6>>1UvY8$=3D^mks z``C59_d3}+yJtF}mp_B}oHTqzp1<lkv3TR)c?~(eUiZH5>Ee$g4d$s$Z_{R|AN>NP zy~De3n|SynpA8kxQA>i$n=P)!pF3=Fx;I+W*N=Z3GZNDar&vfaE#UjCu^0s1<ofYD zt<Wlj3BJ1{FR{&&jgpcYrY9<_Oguz@Rx-9vX%|dw{gMqUL(eR=@g-ZH^XSpo3Q}Mn z`8H;}pM<+<Da9<vu|SlupybKO*X`QdWQP?`BmR8V9vqC#pG?K_bf%q_%RO&1a9-l) zbR47q40HhEGLC~y>b-if(6aszJ)eGqSuaW!b7~T*Anoz#q2I;c_YYbrg>*WEB}0FN zqKVomABU>c{GZ{fXvT0aXob4oX9lUP-B2N;f2o^Pc$eBPcH7_*pgV9~xw(YU=t9IZ zeeoS5QU)p#^`bgn|KYQrV6=wzcLLidEW@6;5M;LG+W;N@D~ORqrjw!>WZLJV_LxDG zkbSHf18hCeAVliGl5Qcc8BI)y{`az@$09A29gk7t)mb9Wb;iYy6SYBpXVBR`j89ps z%2x}nbN_0VL)BtviIi32tI=NI-<^vi<H0<W4M4VJ(&#<tGe78x)y;7@;HpJiN&!g( zDNg(0HIc7vk5FiB==x#$ME+5zTARXHnsL@>B6*fTCS!S~&JW~si=?}u%oI+Cqus=M z7w%zDrM;8Yhvf=g5~MUv?0V}#`JcF3S^2Zt+8N|C0H6)m+Xu*oBNZU)9!4~kmlLaf z9nd)_B6&}n(VKE06UX3AkGD{;)b6LID?W8C`=z!7n_ha`M(3Zu>0GQ7*2cBeN+ORo zWwC+*UsqIpYZ-D-j>+o1+`@%~1b(`?0krv)gTz)6W#GX<?)Mw@lQ|(Ev3A>)G^iz5 zGxEK1QP=6Q!9tKOn>w2i8+O9G%T)L;yHm$ggk6uRKyU>IdtMG`is*wEEPJW%jKb?a z|H~2wD^xgWj}`?#(W>s@uv2Dm_PVA0RyG<YPlv2GcPlrXy&P!mQ(QLuP-@JZr#;z? zuJEp{xvO(XnZ@5}Cu1#t4GucXbx-|$35MFQ@;(q;-OQi_)}|Xnfrj8fm3Ws97<#<w z+;^Que!iY3r$!uJh|pH7vAl;2DQPbfPW8tEy5!OtQpfYu+}Gt9-LS>Lcw+D<P>SmU z<p`so^qWu(=7XBpr&e4^t}<DkDy_p0X~|50O6ZyW^17(Uyz+&VhA!lDsphEnlrsu7 zicxgsWo?k#!fn10I5s&0kpim8ugwg)S@9FUUpHe)wo8~4d}pykE1Sh>%q1F)9ZePW z&*}B@?k3k0_x(Fp)K#xGvtM5BMsJHlY8K$XX#+em8K3;rZHWWAi{sN0DuGwevr%0> zd)g}1%adOl1;T{2nXj(<8*1JQ>J;AvwUf!knP=C2S5Qa<jUz}PGn#pc-j`OyB>4;D zWBeK{(|H~<O3d@#=6sm%tQbStF_${;*PN`?dqSl{iF2uDD?^PQC?5E5y4PDGb9JTA zW$nuX^1}p1F!yWA>Sw>b?o9DQjfPPnIe4;ZEmqsK8iG=u^4hypCCwn0K~RAIoYUL$ zr=VhZY7+*Q(g0>yC_>vHkA3v-&10hY4m>9b1>!?*J-bw#z9U(t0zXqHyIhC55}^{N zGJ=GW0Nsyguma9+OVF!FgOp*PyHuPaoATzHAm6PP$<9M*MuLs8#7k0lql*<^DwO%> zs>U!z-2YFsoGPTh{xm^r+YI95gAOLLSN|}Ai`Wb2RH25Df!Vw3PudILK0|lQc2Fj{ zz}cJOWwfB1RlDSFWSR?G8j)$0y)U(uf8&QSv7(;8Y07HarHwUfZ^Kn4>#ht@U@jkP zPIxi?>L?mYnG{wEzuBLehR?|dnnHBZ!?;YOY><BM4@%Gf)&DqDL<^%CZ@C+5FXcUA zQ0b5YF7Rd53+8vB@Kv6hSgZL($a)T*CcR7siuZ8qzNR|&2J`}L{n%ZqB``EtzzoSq zV?$?m5I;UUP>P}?X^6>4kPRjJ^5YP|G^j%!SKioFr%-!}$p7!ZxoAfpTn;*{Z9Gq? zDSj<$u;KYOSr{n>8KH0hR+C&OR=6%)qSs?13@SQelvCPu-297q8~hT_3lp(Ym($Hl zY|AW$6lSMV2sKUJS!Tp~FMo;BYs$|P9I9g1C2?(BDejS~&n4T{6-a1pbd`JkTs=q- z_k>#(gTO(Xz~t5{17W^}C*j$xd~IDGP;!M5q3@f46sR|C!~w8pC#|&ueth{PAc?<# zk9oYf=62c=q+i3c!uboR>taE}f`xJhKH2gvMxM{uVanh$y!(wf=paSBRFc+C4m$SA zA{ob7_&13Zzo*gg_9Omqf4QqV1QKDk446U3&I`48#cpgu(==Tr=!8(s%O1sk(4jl< zmf0nYl~m1)hwz%;v0!Y}#eU$<kbg=?XHFaTgJd28v1f*5W2`nOrrInDfunK3M}UVX zprFW#{6fV&d=<~gjjUkK0FS(Mr|LA<<mA<}|Kd``l3sJFT7FPEGkf<`t>N+XceYZq z<<u+V?3}!gqKY(wj@-E_&Jh+uhYeJiL(d(E4-dLT@J@8E<`_K0&gnH1S_Ix!edsNI zDE0lirw(t7+e&_PPKb5P{TCSrtTID8)p&gI<D$2j^sNZtfhqlDbpochAV5^u>jX{` zSb=rfw1Vtk=>=hoPtR#Fe`j=+<&QN}0_3X@(dqh>7&LSF&fvv15CA|z0JoyF{qb)H z$YE)wu;-0&$%hj0*7x(i0^PLJ_Z8$$30Un16KhXOm9<76q`A4r!KzYQ(z4|FILR$~ zKa=|53-aQ2%O$>Ktkoz?0G>qoOEm*|RaKOg2kHkRXQE%fv?hx1@%7G`Om)??7F1}M zIIQ=@6%aMgPNN&u3Z<C(r%8cE9lw~j!Z=F}RJLfW)`3RL&iY3RXowjX)K^ahZ&D(& z)8d0DZS*hBhVlmd>jq5niwWzplMk8wc(AaOWAznex0~O+9LNCkOq$qEnoDT5sK&S? znv+{Zx;PdvnY;i^XaHhlFN3|Gi|nGokCW9K2L7vtx8?`!c5{smk)t&1XoiZsZ<m(_ zK$6KcmIOY(`YI33l<UDb$U$`f_gA)LBuI^S0yeJeNl!?2Mk+UJ@+8BK&%s^`3=pEt z>Wc(y--c8kEzM>mHk12p*+f|EyT^WaW3m+Hsm_H}qYIuqm^U#FgafEPpum|(Y+pjY z<{s=GF06N)hs+q_){^o~;*AwIOPjnmeko82wfL~4QXxIZx;VdTW=Y=S+|1}qKq<Hi zf&;kz9lbj#>=}J5M~32J=-D!N&IrzSvQJ;VN8jsKV$jVp*-@}Wx7%nla<!-ei~<a= z67}9yJ52A7lh?*U{ehz2$k2RAcvv=d-ful!kC*_qNmQ%I<|U*!*g``()bQ`((hS*Q z6%5sP(sm1^RgL$E=W?lOw&0nZVK*@uSXk8k)wj*m+HZj!9B_GmxsuGxa{nwFzJ>ZZ z&N7v1YZBfI(u)q5Ni!XzmIq4=(^f{jJg$HO@45?@npMCk-pTrdNMtQ0P21gt;@4`i ze?9QusL|L%Dcg9?{t_Rbs=-Nw8xX=@{wjQh-lertH`+8cq88MiIx20RFB!a8bNCz1 zbrYm{X9#^94IjCLzL1O+i)G3qFSXhX1&KV-IFqC3;4NW<Y49rHsV4~Z_+C$hyRCSP zsaj&JHF7t@eIh6<|GLcoSB)WKYPyOkw$p&nKJpfvf+cdDJ7>2sUh6pH+E^RQ$Ob6R zu?kE~54dHp6+jnz{D(;W2VpiG+Hj*Se4z4tG%R!|=oOSK9}*uTkW87Q0%61<{Gs=b z?hD{NZ!@F`F`s~k45oyunl*6eAwr7e2nE@a;pTpLo~&N2zP*t3VjJ|;A8fN_Dl`4B zrIgE3+js7qVtiP~<ozh!WL&*~qtgQMw>y^OAXb|@Oh7&*P3Qes*<7FnbiBpX=KWXF z`d&YC$?di{%i962$<E6=c@Y>ODNd@mPhZ#O-N41_K{?yBvH>rv%<hpQp92Y8<h0R? zja1Pu+CBH9siA^|!Ib_Jddfn)gRj|i@~*Edwj@b0u)PmsnS2qeIW|^24a<?-Js<S? zfWXE@L$2Wc&!0T?#1egBzDiIePFCmg#nSN1So-{pO*E|@U$Q;%ns<t!*8sbmfkyVd zHPlu7?rQX&PQ_Qx5qgw<A6UvZplV{EEizj-7g?|8@hRY=i=suKN}%CAMeqDEFYOV( zJ?4HpBWp2C*TCo_ea0JjB>m`9#nLI=$qpPYh9$)*V9b4@jZYB}KqvDyAx94bfs-m6 z>K?q2^2VEiqOxDQ_ZwKOiEx03FqT0v1I2x+0x}N0+}KUT7dIh&_<~Zc2KOUcPs<Fu z7Is`Oaz%U;%x4F>60id|WvrURH%k<c#kauTCuSiv?cuRe@q32(I-nO`EMsaZNWIep z7;_kO1LL;lD2h{?S8%$K0sdnAWC?usa@z`h!7VD^FwV*4kX>*X%5A}Ey}B@U#yN42 z0t9uKl@eP-#+T{zLLG;R;@Pv5DojIvPUnJW%=01ktfs&5SeWueR=HZ^sGZJ((L?iy zhV2J*!A*H^isQCrKenq|*b&Lay_a+8f-_DI;u%vmwZr5U$x7(4j*Cv+6iCL8k78lB zBm~YyO5lNL?-XtOAm+ki{oT7DV|!bZ&njkW0<fj#KIL?hgfuTMTtDO_Y|wZR50_}s z1lJBvKaYX2I(4zlfj`p+OzFle#YT0kE5F7Y^Bm{zE%>!Ylj1%|!%15u&!m+tJFU6o z54!-HDff^`xUW~bP@pw*{K{Tj-<|>v{4gE30!1!_0&fD&uQ_(F-KS0b^Kk4bA25hX zRb;7C!;<peIxG4jW(nEz(sfk$utN4*r^!s$T)m-Ifz-9D8z2@fVSFK2aQ0uWwE!Go zxWZDz3Yswa_ab{CW)Mwj{9iJ{?L*LAWRI`KiC^zU|Jbe2Tt&_vvR>d|3SK6;-yu`1 zYkR7WiozzLS}kR*`NYMy8iQt<OW4UabMI~4$>nC15N&&56j+G{CT<dF@bKH!lSxqR zJ(gbMJO`zbRK^LITWAPJW;eLEX6*^$ybF0xfXqnA5f7aVj)l8Vv(-S2r=DzOwK`F% z0yee5k<+@y0ceY;na_V{sM**B5>n%8jGxwjwVl-WF2Eb|eQmc{;X^3OIjD%(OAcQ$ zBlVliq~`rY2Tep5xlRr8`yb~1GAhfiYa51l8flP_mTpkG8xaseLb{~8TS^H51wld@ zq`NyM1*E&XyBprcdEVD^-OrDAjBk8DzVRKyf#|Wv+UHtxo7>#h+SfcuLT?FeUqL|m zF86LGL*psr=JzlgU^?&Awt*JfIm{2ko5jG%dWO|&7PwX;DYht6BXa*cu<$uDwK_Wd z7m?S>_C!1B4K3`KP-ZB>-@40N<w(A^7kj>1d2HP@oQU9YMu-NmtLY&aKe}+idvc%q z-gt3o#L~T1Bkw#*eZr9}?#qUKNf4BY7-v_8i*ZfJgD4?i1?-2NW<9UljphkwIH;v6 zCu@Izb8Awi&p~ivXg>1Kw*Pkx8q~qgKrXrWi0>B9on7Xf4_1cEyv5<U(5DyB8z9`t zx{jS@2YY2hmV`@<=_>(ltLZE)9Qb6p_NT-=dyp9AZwu)8{B!v(^NQ*k8L;wY<Co)G zKR<)$>&45{t>>IFq*Aryv=JSsCJrQNwVdiV>B{kM!Bege<Q+4eiMg8VS_TH77noM_ zkRZ{M9<7Tmt^}(DXeml2JO4qUi4&Rp`!R;K<KX1uUg*YWiQiShyOd-;!lTQ)+@CL^ z#||{B(4kB|zYwJ1jsEz3mtK|L(ka=ii)i`J*3K2xf67)P5MnUo>D^s-1$To64~z-k zBk_V7Y+UCXq?s0o%;jF!xXlZwQgPox`X!*2Gz{pnQNlS2OgO@{oM!bfHjDErUFO4W z2W{v-=L#Lzf&CNo3MrL4UuZI=&~)?Kz~BS@X39%16m{Ae0u~<(iS)qj3(tgjV(N$s zCL9v=eCA8javEZ$JB}Hx7H$pkvpds42eRsXcMD}#$}WB?#<|u-1MjdFQFJ6Yo8*mL z>!%tNX_{D)dAXdVru9=v&f~)a+HTyQ(i97eca7@qDD{zEciVC_?^1K0eLEj^`b2x3 zWJjR5(W|GftAz&-$&&j1cEnh0Q6K?uMxbcw<NdL-3MRF-=vQZPiB`(+oU3|*Q%;*B z_2xT4G6G)?w-@dGK1#UHV}?}QaCnF9^~XOiU&BBt6L1w7M`%t_EiH7q9#pNEA0>1m zpQAR+X#Hu|RU&IfLiFIG&$M|5`Q8>_&CvdOowqIH4EIFEuL}w4RS=lpa3-+0_wOi& zf!KrZLVZY)%4DFQFU#ett;UJuHkc1d47L`YP{4$r0%8N>3okAi^<@V2)9cE_kqIef z`}nW?ORN^#<@}na<N^uun0{$Ra0Rd$d)=_)C}?A`rZdpuSxp-QOU#(xr<QL6^fW}$ za6iJ~p~(j80Vc}@II%^GgfGRP+-@^|1;UGCWNsx2+YU7t^?wjD3(Xq)YRLMz!lXrX z{9=FqPg9XFWzS7@jM0cAym{|=<CPUQ1bycyNVH+36shzeiMh-RlxK)`_x9;B+_Gh_ z=O)mpbO?-okM6h8X}NJyV1oloIS@?3Q_{NDVp&EFCu*uza|o~SMGHr;On*{^3lsnd zOL%``FW!}C0^>`42pukUlG-+v!@x)6o9lPmytd{zf`?hGx#H0Kxc=Lx4!lFV)+#fW zR*_D@tNSApDV_!ix~aQi$dvq>-AO(FJhy=A7g`uXj0P#nY}N8{7kQ0P;S|`B{dl%@ zJkNfM22>Q4$fdX2eeha~=DEM=7>inwDT%LXT;zT0Lm*FQ#wwxwj%WwL*Rt6m&19Nk zY>|&$SDrFkOHg_evoB2NhU{v~*13(k>3M?rYeO$iLa+&TA9bP~0dK!)KVQc(HOdQ9 zS*fj0#ia)BFjKfvIy}ww+XO>qpK2O2^8E5`;5*=OTiE$ZOe+<<R)d(DF9S~0rzc`8 z7To#*>1}X?8nNknvR{7`!^xxi)gCV?uiC+5Q+GUcW4q?YS{N5^P-~o)iv#DTGXBDs zoW+H$wRJJDZo8LN_$f)()`Ij3c6`Xty-mD~n|6=<gzj<-{PULcO(oe^c~j#bm>F!m zseSD9Wqy~=*=XRxKb!piSEtM?Rt+CUwEEbUY(md@sMa(IQe-bpv6I9q&%>89(a#}W zoHFv}-p-*Po@n-Xq9{u>$BCbn%L`n~$baJsZ^FBXVm0@afw@-A+<lT`SCDj1`I8tq z7pI-OpAykt+L4{G<kt&FlG>}l0phE>7NnFQbeK4N1mBqT!1!$xu-E!bvoWe_`6y@B z+uQ^tJ#;t@Y+1VK(&G{}z{e93EOK&3{0fcz`iMs>r{fjn93|3LGY^>blKmpC5^OI? zy0D23vWIlRW2^ss<>}jcrdOX)I;=)uS6WhXDR@O>5=wwv&~U__ykSl$p5Dlbmwoi& z+d1qY6RU_qCA~8}Y7wr%At@@;6M^s+R6xvq4M(g({;(F+MW~E@=7IcQM>?IUrbJ67 zS5^$8E$s@9w|oehB4r5|IaC<YB+BitgV<T6u7fN^ZZIdj!$@2959ET@XCp-sg&83A zGBa*P*^wLDuHWoA@k?$t-K|prM67r1co77=AHY6{fZ43z_rszfC3pR*<)kp$PduM@ z3)>5sRoNnq(h<jZ7yn`|z)YeGt^*A^ee|(l?lP&zELlq$e{mp(!|S*4rYjAX@$UGx zmIJ9@BDDX99<9YR264{|((MR@u$I|c(yJ9eSP0vA+2L~*jHu;}6N>)3ptaMw<>B&e z%lw>p=hitef`h+2otKt3{C%rI$10pPoDJW|jy6UM(?S(mCBc&5Vf+#&7!JagN{uoZ zxyqU0Hm4OUXIP%hX3=uksJ4L?XUkfK31f6))m3?Mt-4@*pT_=$fnL*{Uu5v&vOj^$ zQl_#9@po8{7<q$sayVWPqCks{m>_|)zY3Yy#i}OvwVJI^UgQmDF6(?jMr9#o{Nh3Z zE0iV@dg1mK9l}1=$ek1^ufvnK^lxd%jb34I>T>vuSJyO?Ef3R`<}t+j9#^yvMzjm$ z1jQ8=uax)^eu`8ok!=e&<k0&X@G+~b@GiS_L!wA$p`|`3A1O^&o#Z$Q3QS&cc&G`+ zj=j-XRWQpZtQg!?#8d0IrbzG?f#CV;TP2n1KExUIr;3`6B20HO7zOyn=~?Nw?Zv=g zY?4!#g{tsii6Q#>+->O)=-PSkW@f7@FV?KgSRl%a5plRoynBXmwSwvc2PwUio7KfB zpd=GfOvqZ{98%z52&Y`I?~Q#cv{rK;g@U{O_Q|*2TihU}nY4iUpAWYq`Bm0W^`x47 zSk#~R4_bxLUYj%a`#J6(|7bp4lcOK3?Mus5T^TIxD9O`r6t|pLUmy;{>5%_42C9Ta z)hMDr8G~BvQB59pm+GfYs$P@fOZ;aofE0&Sm$RO^aMnxWpZDD`(2WJI>+I7GsXXE* zY_Ki1DK$4e14%50;+kB`8c9?}Vsc|Oe*;C$j$1)CB(949sZc%qaJ&iWZN9Gz#nZ^J zh&PEG9Sx70x^8b<FiOyw!Qf))VtJCOc5Bg$3aPV4N}UKuiltfv;v3tgZNc+8ZP`15 zgxq?><+kXzKy{laPDG+jS;;3Xhu_CPU}Wpy=oM#h5Okw5hDjGMV!KMz6HhXG`>)P> zis5g`@{GZ-b9Ua2s!N$~K8{)mH^@KY>Wz_V;uNu~9FRiJsgq|wZm>H!OMyfAF7HPV zXQ$FP{3deSLY4k-Fi-2Px}X{dsmvnW{%=EJRp9`vU-9^vE%vM9#Xf#m;)ab^Hd|(F z--4!2AW;TY^n?xM8z+q01|z=>m5~p>hgtNR6R}!<8OMJudx|4&b9YTJ`Sy5MP?ct7 z43A6$m$$FNN)~2umF9#@(^<~Yi)&0ZUPg(980E70rqHseVHHhdkse{J1ex#oj%N!? zC~P({{?3hhgZ_BBNJC|9Y0NfbA9YUrnfn~iyxmnt3g2A*7cMb^8&SBTNLFGgC%I1s z(=qZei{!-*iPR{-VIyqfL&Ufdrf?On$JlfSHPzk`IBCVeL0o>n5B{*A+GxCB&Mt`? zv_BC@zUpgKxVsftxEtpRf4Dps5jk1p(yL2-5#Ya8TFj_nON*jCNTn6lHcmQwSQ#qB z8ekGx(VReQ$T@#->iT)*<CbHur6rhs87UO^Wa@Od;>A^$J;BqfpWJX9c@uK(I%E_D z2-dyV;^aoMSBL=C3+tdetJo}&Rpi{$o-m0i?dxJ4cW<dd>2h<TtzUqWNhjLTO`d~T z8E1_0cfFUR#(VO|ZaOaSejQti9wEx0c4v1i-SX)k+zkKSsFZx4yil;Va4|f>SOuKT z)+YtF{Gz;6i}9@;M*lVa1i7%3`o&3?<Q3ob2g~BFyL{;;_nu*QeL~Iz0I1TN8?1tN z*&;Qyw2LNBFJV%%GCK7acLrX)`vg-})|OT(93KLcDH$0|U#9UiJGo-9Nub!;GS4E< zN$m=EoI;)JZ#|-Kfejqc2Nbr=EVBaF{p-yr#h+qlH~%1-{#uo5no>%=syaE_JFM_j zzGk^w`pUib^S;v)7;&^VE96=xq^60?AK}6nX*p<PS6&l+VqJ>8u)cY+%_izgQJv?A zDFT@e4MfrHCy+j-Q@zgp6nOWp^Tv!;M*j0Q<F~UC^8Gjt&5^vRgg+hS{4o5s7RGbD zna<BaO}(iAroB%Z5EQ5KuGI@A4j1~H%taN=L21sCIQ)xHC_gSrDTUJ8;{9D$3gPe0 zc?|~6acV@bS%0|ac{X6HVaR}#zEAaYaVfd9_dW#zWR@_#dEuT@G~_45?ps*NeKtKU z`&}nE@wYdt=_uxW_PSwoT8@U2tn2PROc=R(y7cSR$b1{4;E{ek@8N^{y&Ka+dnL}o zcfM2dc=9yOyoPPql!vpTp}u<p7cim*{et#4wbQhRh)`;w^>!Pk_s!0P9&5-aE&R@x z9zlK#i3P@G?7kmG6X-%vk#}e3I=HP2d+Dcl;8vb-ZWOCvAo!kFnS{?sftRnPMnuj? zD*xsxZ;PjaU2m^(ECemFo}+5!cb2MxOls+}+idI-&u_z_j?_-skFKFb&u2_3R>!F` z%i8lp@abtx;Q3Zxz)!kp4tmi$#hGvLbCC-)nJQG-T4|{dmU?xI1kG1$MEkI@#BO9x zN%3_vEai=xI2um_LsTJA?5pe4db$X?TtvA7cH4clSh@F=%+H!ysfFT$Kd=1Ndl9s8 z6_d73Q%93FoGm$``HE+%X)vXE^YkPprN;iGsL8INvNp}D6W3n<kUFl{_PLq|b}W36 z@aBHlMz7<MdkPN15}nA6m(lZVGvk1Vd_BQ~6M`g$U~$eun89^MTXTZEKaS2~Y6C6q z{X!@3$yAtv_w`M7Ur7fQ)$SA?+}6r|5R@D%$`Xsu4`UODeb4%C>gvOvMnn<*@tOgZ zT>C8iLgdy-LC=5hkB-_?&D!PTas>f0NQv)<(zH5XyF0R9)^}Gm-sr#UCo^8#8CP`7 z!X~}vLY@LQ+dFwCeP;HUP7)a^pZ89c1*PJ!%nA;HbeXME-bw`nD)J0??JqPp8_&$o zd3tVJFbPa&Uu$38R%^_$TX!+pXHp$PFEWSgGwCA!5UL8h_ZOIp_#B2Eh@7sTC*4fG zH~8&)(V5S7cPo_*C;Ey<e&&h$8budty!d>fP_X1Uy^}gX_ubtpL(^(>ekBg(xeB4O zXLfQjR6Ltwz%qjQbY&jaEo1DN_iEwZH#eBVS0IgGHZSbT)V^CA&^`-rgn6C~HpITv z8UD_bUdVNyED1Kz(8gI%*Sp)1Zo0b*O8$88*_!#JmRT-V*WuhamesWvb|9j{BCz53 zd$)g<iU*ZBOB~l~YJMH#<xa}{6&t4T*?8TztCQEuYE6e*mQBZm&<iVp$NHCJXwhG@ zYlml^4uI|Q<?!<)?)4r{`&BUo&&KPC)uj`j9|F!Wz80GlJI2zAjiR#p#dt)eKL@qe zk_qm?VWCjrc6+LN{^~mm6Q0}Bac_Uqk!9@bGTh$nynSlbwsd3?if?CQ;rDiHMU6r; zRR__=?(1Jo#;1PE{v4Bkw;0&)l~c{b^*nPpZ|j}^)9{p&Y2t$sNqFYZ$dtJS2)gjl z3v{AAFXz3wz694Y6@#eZC=(ptz%=|Q?tlh?8zqLZL&i_^$ReJH#F)b8^$!;l6O#^@ zVN@F_j>kR3%~)t2q(LrpPU4*`<+zV|Wg3abVnPBawu^?Y|Dedog_inO&XE*?5XKp} zb@LZOd-XNBeJ9oRgbc5vtOfWflBk=Y8wGP(jF_R9=~9`I@gLHcolGRmNIt)cWw!JG z8H0}N+rnqcJXM>&qvvx&CxFL9GQwVYG_KV|^!9)}#<u7j{pz!T37N(lBd~wBq~A?z zK(@%qtX$&~y=0ww>gzFP_4SIF&R#Zc6F7BlXA%p(Fq`SfKPfNL-!p26aUkx->hM_0 zEM{?!!9r$?xP@l=GvgI+a*NSxB>fITjNy}&+uH`I5lz0&9gc<W`>dK1?ZH$Nz&}A; z@6tKz7^tDv#dqtg;2a@bU}2mpC>5uD9>%o2XaFCKj1!=}bBfQ{W5qWU_1$&Qq=o#4 z0``i=Tm@;w#^tSS#jiC|P^6Whk2<@0l<nu7tgj@8rhdanp{EhHC>Jy1la@74M~ng# z6j8CoE7=svC)&1@bcfno9!25lH8Ou9-R4vYgikLI%rc0zg|VbwIOQ2bi^pt<166TG z>)b(h3s3zaxXYoZZZ;m@eB=};<Hs#NU6IOv5?cV0J|bx@k&7k|LUO`;fm11;_lAdk zdrM}o2;BDr^I6d@XGI?RPI8^@QMgRUD{PBzdrrqYL3J8F{p|OcULr5cUrwedDf3Az z@`W>l<TAvP_3kLWIdh2Y`&<jEzS$_Jkw)Ed2<j)BTn5flcM~r7ho(xN<T09L!>KJn zR^yk%O!Se2lZw{YFAnn4DJEl8e&kU+X^>kU00AT}MYF-UYd(42%u(6eQ|m_yD%8UL z>xUfoubGD?qEB8=xZ*gb-1~*Sy0hPE);M>~7bX9R>Wl}kgq1WFsJ6Y$ryYnmzfQ}( z>dV1&>L?=|i-PZG3e8SxILx5wvYDB$t<Dcm3bL+F7%N<Ii5y7DW-Vch={C!vw%dLC zI;MTtPK~1=!@|zri4#qD;A>q=lR9@gQOKWCV&ivM>wn|9fkBqr-pm9WJ3&7+U!Lm7 zSr+;zP$!M_RkU1bFSoky4czWrRPFE1j!bDOs}2ouM?2Fz1BJmiGpHXv{;nWeNPf+q ztwq><iXkE}<dA449PVZJ$NS<RtW8q-rv4t&eNAIeIpuoFwd!ED+R|1br&Yx96~~O} zWXYacC-fLqC6eh@qlp=3=Z>_gGgYsm!NcEP4+((%mF8=+1r{$V6l^gr8~uGPCL^Lc zvDxd*H#I(@Qw)SPsmO9gY6xvcXeI2VTy~QRTsR#}j)AE$)Bc}5i22q*AYoE8E5?j5 zafEy=n)7?IC5JUR3stY9a^))(1W&(_de-w;Pcii<Sz0PfwRC|A0soA=84M>*l?)X_ zTk5AW=3L%VX1UEf{lp%1H?9YJ$DVV0BiZn9O&Lo+r>wje=!0I3Xhsio@Rw*N>`eVl z0tHecq7ZSXcRopAe5*4~tL&^!XB$fyWfk(7a%5{LvvehZL{r(x8_Uo9n^5AvHk6sn z{c<P8eI7YZ5;T5Iy`bpnbfx`4IkTE0J~-pdqL~Ec`k?-#4sSxY&RL6&VsI$tK$||% z)FOI7fXve??MRi_?qE}Hjk7oV3mt2+va$~Lez*kVs|J`w-aJcALImG|L{Aj7U6^-! zuHSkK&OR}wv^r9oPEyD|p;%}->z!D*mY^a{uf@fdv>;lXEMwO3>D%DLFwz}l4&AsM zk3S+Y#N}1mQodHU0K5L@*sXBICVE{T`CRud0J?+%|FPV(GO5Yx<&s-66=m0B#R0S4 znlMLL(ZYr3Kie8}XeebfEFwpPqzhNSo0}e%Vp^NNW+&S1CRO{46@G#Ar{7ZM?_~8k z8XZ+^+sAccLX|KR=krFdI2u`xR-dk`y}wL98ikRk#76K9?HAC%zxryUgu>-LaoMj} zbk0CRk!QfCvW~2MG*xchb#+yoGGKDDrT+=$ppWO{{ql)00u&|zeDPS@OdHNkX7Ljl zpKyul-fq}9*dy>Ai!{ni^t+yGY?Fcbbydl+66-F)1(PR`vzV)3zA1?OOauF7?st3W zsV11}w?BKKmRmlKhLC46me7lR0k2U+?fTZ-0viv!rJrH%A&3jr#wU%+Z=D?iq1>EI zLtkK#B#?HA65b(DRm@m?u{SnJg28LKd&9Bzwk+Ov;i591Rd}l%K~P#Uc>+xi_mZJ) zwu@552AMR<DeqR>Wy*L!@Z@g{i`MkajI{8u{ify2HI9Z3Ho#8yRnl+^^`VM&MfE|= zG2V~!qbzg5){QdauQSzLdc|3@ZRbkqVqRCH&GvMad%P-#4@;bU$0I%+IWM_Cmvo2Q zau9iI6G63l^`LvV$(GE*%)D!s;<3jS+n2<(7ZrCV!TQnI<usGqx#Nl7cQpo`%r^`f zDpYYC$P{!HV=6I!IoLMCOegk2Aiq?(<JwFyJV^%m)vpy64*rQR(p?4vtvmSB<1Q{F zpNI}p-Qe2W9aEr~_kGzwOD)N%^!P&|OB*>pKRYkYaH;cafd%urojxGL0+fHEC~?#5 zL!R<DPw8So&{pamcqX4~LTL#*c*UYBFM%$H@llC-HCix4ecFk$EzF3sD@`7zl;Jsy zZ`X=_Eg}I!@|fPj^oHWLqYRi<ka?c3b@X*z@#hp4i2;HkXJKQh5L(o=kWvdx%)0Ba zJYD2_>!7!V$9>iq8ZptYsd1%_JTNb>{%(y=vj~An8XAh#Xrwip42ZAqt0{WW@cDI% zoenjm&v#nM(#SA|<zCdvglUl<HJo9Qr2<D!GNY~WEGtx!a#t)(Ut><YzILL5w3rf6 zNNJ0mug!tde5}k|rv<E^I<w=Ut}`#58_p++p*)J7r)b)(+malP-{U<KyZB{32G$EK zjK}`jrW`2sc)j*D(I8e=KS4Yh7)Vta=SsF%n<ynekhIsVN@9m;HdHe|DF3DGR>DkM zL<Q|(`^yS8T~Alah;@qu6d1vh+b<ExYuRj9_aZ(*@k5+#F2S?6w0g!JgXI3k0zM1V z3Gd}KR`Wih=tT;Ql$moDZpG}m%FsEFev=y|2=5~8$}K1myi8l$Yei-IxD-HezB@HC zJ1f{~fUAF&wO?WJ{tB;}x}n_rq;KI?hC3U!<n{mp`oG>W+d{3MowhBzsb;_ZNIudY zDqd&@^c<Jy#$y7E3W0ROW;vtJIa)5ecSlssUZ!^@vJ71jG@)U&cjQGs$EROI%Njz3 z@#Lln6-)j<wzULWDF?<7=cstbqAW@XW$3_awqvj>MB&cW)jW7>IGydY$+XW+PH$QT z>!!g>l9KF1L%I1$RU?V?^h{R&zS$CAn39D$H!+DzaO-l__K~bwXTjWX!k=x5;$>BT zp7|@YH66?i2mY3OTKjnoxn|dmGidO~pD7HX+;khx@~HBug1kIGu;LMOKK5dM|Fs%3 zv7HQz!hInP&X%jl<nRbV(y(H^ovy&lHV*WGP$)gFkgLfsa4Vm*+^cl=dJbD=b?3Gy zcA`kjeWOj3clqpdhOe~*tr*Km`^tv!{mKkSJYKIE9@$k!Slv*{!i%pej6N4@Cs#)9 zU-&thH`c=Im=nekbV}8iBiVd7Vn>2!P(zS>#aSgPwSfS1J0h}3lPi*2OTAPvh2FL% zMMf-Z@Yp{lpnn23SewuHS!OP9WDpe~UW^KozAV1v+ZjXG{y45io+8aK#}A%!$QM>r z#QXOKb49OR1&QtC0vMc2B`xM|v^?5M*E^>JPNt`xK~RY^&4}gQN^}r;S~mvVr3CUK zj400@Pj!%nEXc>}j3d@WvPGTS-dbi^Ov3A%7<SmT^&&6_B0(}hMWsLTw`;f0F`2Xq zvesA)Pk8S&NIqnzq*E>MVG2X~3*`~cfJRoO^+Z#$T|-q<U0N0YVnld?uGe6rMD+!2 zwG$n^?;l4psVMj`s`jif8-BjIGArrDS_BqVq&b`_rWh|D+fn<R7DrYY{SABiF?p~| zVkYfZ3yVb|tB$qspXApb5~hhtjK_)6_|y@m8!z7oq-*Wok<F0sZ}wE!$?8-yfp&CZ zS5yC?9C%v7@XVws8IZ{ZCHFxu`J2dX&w8quy+acF-d~gsBugZ+=)L{hS;op?-}(B| z)|Yxm2>U+P@N||fdKih}BlyA1qy_G+a)$PeTNa*=*B$G1Q^2`FUot9PUC$G)B9TMr z58=Tz5=^*8Do9}m=dlFMdS(GOH_k=)p?6bDErQy31#*0IMq6a@OpT5S68_(pynVs? zop{>=G_VK>%T5MXPIjZ@+tk^|u${1XQC$^D&h?ac40w=avNCn@+(dj#dK@S|I}qWn z49KESEaD;b{m-`T!R~~70$qDLatQSyNm^7qx2m%o7c*GW<-}%|OT>5ocYA$C;F=>| z2D!#~h~`*O!S|B^UtYvR1Cd0sVZsStHS>%{wLmNPbcEzQ_!_ASJ#g<?Op@NP27#F^ zGEvOke!q9sR;t`8o(vXm7;Gi8G?!J(p1EwMtBs@Cs-RGn#Kb}HX}cqI`1!`?3e5h= z80#Fp(%_6u3%-|Q<6p_ws~t@nrE%cM$19dYfe*Z6<{a_%l;#DY$5#tm2Z!yLBvXGX z%wn3a@0Tc(;IaJ*kKh-WTl#P8zDU0JQP=C|FDNp&7bD?Wapdl|y9vf^C&7lR+11=S z*Kx+#DP_p?ASZcW&FIxL9GP>rf^-;f-dt8XQ<lV-qV&4`XYZDfS48Kvg;e)Ku_-4< z%#c*Fmdl&A%eRBZ^V4J)*($N^1hfrNO6c_>nfCB+w{wVX(hpuD9YQ6QbfuMa49D8? z`VViA#!5!=(n<;MZ-%CQJ>OZLUB0q}um-k^t@q$$^Y20^pWH>Xv!z_G+z?k~D@|<` z%BM6QRv6Q<rA7rR=h^VfQw-e3yld=|Kv{GQJlpQHNf>4<W;e2VOS?b~zYlzTrR-Dc zGX(YeTDmyEM--P-?*};8gwOLgIISP*c4$IP9uD`3b;x*TcK6!P-#HuMex(KG(OEi` zzWE?1Z2?>4yu;(Oaif51+XX6j-+ZpOwMyWoNgO7TC6Lb-Ci&4hrTU2~qqA7@SE=pn z-K2Da3!W~}Z(V0^J5KtA86w}Sw%OzyGFu5%nCMy6+yoWa6wZ%YD{JmKmO3>{$Xc2R zruR}dTe-Adn(X|eu-^~Dx<MtR*F#O}z^vbeFnGmx{TkC|Bf)f{S(HHWX?BIY&QX*F znnyC$Pn=^HPIzhe(1N)0@nlIgW-WTe^e?v+nm%%swozMPd6@M|lN&ov4JcMg;51-? z7RF9!^@@YXxkJNc|AW7%#Gp_<181wY?}y;TQhU9xeT?K8J=uS4i1uO_^9-!_-#T@b ze<l)uL9Pu5yB75xDfryIHJ-K48ybt4d(Ko&gsGd1Js%;BZ^EUj;+`Q%*-Wrw2lMfs z)S0Gkd1^Qo*2dgLS;|=EeKSQSm*YwkZ)hBny^OfDM9GT;eSe4ydNVUMpD;U@LN*Eu z1D0kDSQI?-8t`%ztZ(Gu+LZh4n32{xqD%g)Ldo?HIGS^0eijd;<#NR~Wi8bcNUv%Y zqKyS+0^RjKZwIA8bEUiE$?$T@YM}1rUn?~HeFRe3i_`4tGg?$sc2vPK-tw2c*8)|^ zk~WsE%OVe_+v(vV^3(zT7AIF(*1f^!zQ$e``w5_Ml<LmY>`R1Xs$cYBSS@hAdxNB2 z-AP^y`KvnR(UOm-{!CvV5|K^ETr_xYMh(v>7~-n0a0%P%@_|r?!#b8aarT|swZzF0 zfU!-vyn|h2INt@9D>+)$cPQP7$x8C#i<euK5?McPFW>ZP)MxVKCq%Xc2$nf53OLit zqrcgU<EeD;A3GqY^UcPcpC`niQ;o5$<W;mMv6z0_Us4vorFi+%VEE6u<S_aEHyA%( z%B$Js)Oy&yl4XsyiX>kx{!*`sAC?#lU>qmA?a%4lwG9l-EKtW(jFDBu`dF#7Y1U_| z@mR;UtGTV+-%o;NnU)jD`#m8otyg<=Y<%2>@xcXRFk$9-W<u>_2kB^w2Kpf=6x5p$ zyj}Mv4-HMmGh|{|CRGYT7k@MJwtx(%^z$77y-pO5Zq*re^(i&7U#gZ%?`?1X!d!{H zG-FbNaN$uy`CBK?xuXi3$*=*M<WXI<I)vTLZ*~tabVs<c8F`+ykUKyFr(Mc7AEx{* z2)Qdsze@=(##q1=b$;Ja<f(qW`t?34euQPlp4#uCK4aR~5-nY;O2UwkCAmL0p6t;5 z6PdBq6a7d&szjCYI`io;=0o9Fbz-~lK|NuTzKSV#&Nle2_wY(fIE+lMZshd7D}A$5 z0>wrR1R`5*a7$?yi5##G{-E_fp>rghV`tXFaRa62aQhV<soJ|GhTqh)Mf7fF+3-iU zfLV9$MOGcx7oQ~GAIRmIkBzb<eCwRJ)M368zDY6+BCXH|^%H5vzM5=j^&LM~xzTC+ z_WT>D3wa%BA<H%CJ{zg{)K2v#YWcbKDkSXlRYF4vv9AIlxrQcf`haMLeJjz12C07~ z(jO&Ua20*+(VM6P$727`I3Q{%=e-uMR3L0~&>L}SW#Eb!a~@ejrjJxyQ)X=JvD0&s zH8-{O>4$y$9hrhvCg+$z!bS6)Y&xM(%#d?0Ed>7Sl)-RDLn!9mK;7-kfmaPWZ`f-T zD6<YRidDdUiH*Fbv8lDtbfn4}u0;&)^6r2?x0AijL=#H=BA%&GbW|_gZ$0}RtTxC5 zV4G&9gm=RpA}EbqN-E7^J!S{xEYPqd>k1iN*V#V-U&mv1VTUunh8@5bXBZ2m6=ku? zB`WUg3^Gzb7qDtY^`*88`GYEGs%)VNR(`~%Oe>GQxK(1lbb}Fuc%!^a=<3*F5TJ++ zZ5*~k62%wb9#-7)xtY_hZ<G=E5)%xaJIcs+zfEJTA-|K<#pQ+77f|6iG0s7+!LLyH zb}!(a1FqxLQBJ-aToyjhaunI(Xtlr8LefYzNPRv~1Z&s*iTO}annYH9=AHA51Bv+J z&#b}k?mp7o*8pg$PN}Ods2QLHVFo*Y*ivh{W>idy@&v|C#XyNNro`z<Jkx~x8XDbI zck!00T#Ko|Ztm1~_*L)aTD$6Y!#_TN!ob~GJopMTV2KIGws`__G#=Vw*Rz)L1(tJO zToiknP${~eXWojKJUSC2TOWVLr|0R%XBo4{NuV!c<^$`7XAHp~O3(j+xs^<ddX@f8 z4C~YHHZBMD3>8|}0|oD!&E~uA3TEiACR(8Berl$;UNV9P`qH%$gxf;?@>xsxaN55d zCZX=>&@bkluk>~!mbXCaUg9tBWCE~IU}L=>azX3x*@g>QRN~Lb5SHNPaZz}<(j-Bz z)qy-lJQ2t2XtEMHhp*{%<Ti*bTO`$~(#ca;g6v1Z7V27_k#k4CPtIU%atm4Qa+E8( zT$*3*k_h=;qYV7*q#B}T4%*+9+e6D{_B<rXA!@cXF|@PdL;eSmqAaZTWI*UvKD9?C z$wjT3+4*evjF<3pg@w(2Sdj8|s#yyQD#tdgyu=>AQx1m5!;996zO3)nV3AMHqa`u_ ziicx~r@(s`-*ma^oHWifH`veUzQYA&93wlOspvVk;DwHd2`hmYW^;~}Fn7I^q*#n$ zY&<p~-C|jf2#^}da~|23%Vm}c`s1i8Rq&(+qwCiN1vV^jBJjt2>`htjD-!$e*6&vg zm?_h~`P_>=+wYmv%>&WlwIi{Pd!(Q1ve?PAf&~bUS^mo!I$X@XSt0F6v%?Y0pVhDl z6pG)WGbJi<#2af?Q6GY}5If|(vu&l=yu-TWX89-5Bbu^YTq8K{{WMR;yeA^Q;@z=s z)jVdhKlpUGti(mJ15&k!E~t^g#*^(GBbI2r!5LhACCovLl;o$cR}x;?8x_dlW?9Eq zQ9Wr;!?wIF3g^2FAEd*ZpQrF2qzjUZ!0)pbxU|o)s-ZR@xlkh~)>xH(edykPsr_q! z>$h@?VA)~>9bXRj#edcU)G)e*y}9%^ilu%-dLVy;fhYaCazS-3Wiif%nXk1yMhvGW zLM?&>CghL8Wi(1!H>_tB7Ff9I4}PS{KyYr4zdZiS45tMm`{%#Gk9hbOzS935MBz^h zgSLqM|8j~om`2G*g}kqN_1>$he!DM5YkML8L&&9mPTERg?(+u(W!!*`@LAm~s&Zzz z3Fq@mdgh<hGQW6#6QknshNb5*dVa*ke}gL}!|&kPMyA4@V2l}-_vxLiV=YOSJ?jMg z!CRF#s;XV~kne`ORNNv<Xh?3JEQ52s^z`r7SpG9M^?P6Nwl+scM&KZko2h|MzZaM8 zn;mLNps%-SQFuBNEWIDXg~$fl@z*!)ap!H{FwazR$s2|nYv98-bRqI;9*|=oX~fvp zuEhkiA~2%*EAbB*|J3j6>q|;Xda8p0>>{Czn>kpjTD85i<LT*1R|o2E_y^*nA+8)< zO2)!QBkYp;``mB%%-7h1{d7+-&1?QvS#u{MK%btI2vHpt=u3mw(z;5m6NH3OP&-cq zyGU6qW#}^l?32?=^hvr%RjF74G+sy>{0^(4)QIV*vkY(j1k>_ILRDJTkFICVb)nID zXFLFvpr`C(%|r3fM|$JTOM-{ZxMy5TVXZgcf>m!(!^V{CoaRMHFx>1#rP0D#sQ%NX zKU#*^n}YsNZ)592!1ey^Re9KF|LZsi@$f&LJxJ{fBltfDQE)!_|ASLVbq^XZ=GnZD zLP2Fmc_%Sim;$DMpYYZ5H%>6L<g#1aWBCsoKKG^<`*V4D<D;V_KDS2%x^4ziQXP^6 z*08fKGuBi=TA0F@`dV5usdT-07%5)oQ|QFpPEJmLf4(&IZ|hW~OKGqmk=KcK{LyQ~ z&enJe-b-&7nwd%HGqJR^Oo)$<Vb*Y%HqXWu54?S9rG|`0vdxo|Sj@dvke|O3?sIEs zYP!+nbwko+Ze?X<VNrM3ikkg4iGMa_F&dx3i5gpWOET7geTdU~EKl{I`Qbiw0}M-2 z*V&go_qR_N#^CFgLzvj({vsnq%`Zf$lJ3tp-mE9sW<?cg*E&p<8Ml#g2l8L7s;<!Q z<XI)mB9VVQY=OgUUpX3%1v?VE_p(%Ta&n@1kj>zUBN$#HM(>SfCEnd%H2bW_nZ6kz zITh@(-$-(u=bF$~o}T!urs+S39SC!qR(mn;x!}G*3Yl42-i&4ouepHT{pW9wd)a2H zSbC4)Fa-yJ2sUIa=rFu>8m*@L1ae&e%g}gcApCGOFflrcE21pyJUKO0YcZC$zi$IQ z<D(~)Ncz~CXCLLPS|x9DFyFXv*~z1#ir_m{ZkpmWEF+v!3=B4=rnk4Zhv2)uz78Hm zF*0Mhxz!~AizCohaZ1;^XKK3A5*W!Fva8h&C1Bg%+yuYWyB^%{=so0_6G7TOcV~}} zliJ+M#3H_l+y>oa-QFGeJS<`QAVb-S4n5Y@bDj2AXs|mI#myVZo+MpyV1^}6HJ`TP ztMur2p_Xm)oeNZR&~y_fbUrzBE5kRs6whVJFCZXty_pUM25yrc6?~>)&JTq*Tx1qH z(bhk1fHfaFiEW{lY>~SyVw;+@!v=$A;o$Uz`*R+sX7Lkh5h$14Dz`RUghgb8wvbxZ zI32|zKVnm}6sXR;esZ;6yOF#ct-WM-Ij&_ZpFI*uEp#@jY*Sr-h@)$cEiO$)TPgrQ zAo3sxxd|rYF}=rSt$|*E;o&$SL;wlj9=7S!yU43wh4FIhqCjom-bOJ7@qfHr3i7$A zU+@Bdr|*&y1LJ?lJ5t=q6HL(NB>`$B4~+irPY4rwK3+$1k<^9irN64G@F87~Et<9$ zC~VP=_2M~`lTBi4?v)ItGga219UmaOvoSTyo;D?AWyfxsSjgAl8Tmt5@E$zH=}QAh zM03f`tv7}RvfIwh#&>OE?~P?M#T+ltaLkb7w)gPxfJ7rRdU|?>Nc3o(-GIX+y<ALX zntJrF3=6@Gx=#+)4hh`WA4o|gvZf=c&6ipOpj30Bd~*65mjK1mmmfc;Y6Gvb0wZVl zcOsvote&;CwJ|1;W0l=-iYt)Qp7?2ON{8y$!RY_Vbz)&*@e_R>_XZz>3CYU$S5uRB z4cg@AC>hcs@Sulob9K&O0FW;&z8vkQ%O%3hElSl+(B>pE#*B}T4-|Zki&BbIWnGSB zJYR&x$Q@{l6}1EW=IUb;M?WtdsLr9km4A14w<~5p`t8wW{9C~KITWv=He-Bq3kzA= z9|2^u4lRiEL_|bYwhQ;Ojstu1jRGVXo{jTWRaG1Vf{t6mnV-YD_?fu^`587Wm<MR9 zjk<B(-!IK~^d|{SeQwp(dxVm&OT_SN9-srVlRbb{llfQWvdoKg>hU3Xv7Z92HcRde z!<7EC@Q8=$9q(Vkh&nr;eMc(U_|ctVJtH_kUK=S-!Yx{A&=v@~x$)3Qkj&?1uX@4z zW-n7NcHXWHy+a`W18EGAL{gL^SB&WoOMp;TRwVmlqyjD_yV|G(tSYzxLcx0|X`lYb z{5dV0eOBBFZ?j$Zrq8-W?(M<IfDSv@yi46=5FW?sQ&=!N{b6PR0%aT}$P_P^COG?6 zz-yEr<P)9v`?&vr(Jh=}JM>FxBuoA&yum=SkmYzm_nJd-^SuWrQRBn?4Jw~z35MLa zw6{G~M5W!)z~LtV%F8jV@$QE(710ZZgXRo9+b8x{BR*|@xM>a-xp!Mi0SfqpuIFBA z9D!S=6tX-r+M+aI6%ZD@LCu=or|-ppEA%eKYrQ__@I2qO_1e+$6HPrFUW?VcPba_I zOb-{H1|tHMt-)?cilB6(^uG<j<3L*h?&*0xWy;b^=|B7Nqz?d8fLf^z1!q}AvzS|@ zm_JtX2C6ysuc1vjw#L!XQBLEYsMeSNZAT<E?~As+=UL|X<X6D}8&410FyTZE4OddD zNl*d+Q>g+G<=sfdMv709ozG`ybqh3SrK+(n@?mLFMY@gG-E=8mB`F~+G(@!m^-`nm z$YsM4aQDQakDm`MKF6@>HGRBtkRNGXIs{0i>$Vi&3O1KKS?|k#U&v^b(FK6eOni~s zA-#i^>z%B|fq8E0Nk{0W@b6h0R}jH0EqA^*zXbLJg^OXK_79~hj2+4C|BlQVi*{Nh z2moZmN|*qd+oIoV>Q?(%4b!BvNyBjT5FrRem9}SVJjlh|U*6$n*4AG2Fcsgf^EAsK zcN?)k+#fvX-ZK6Z=h`0u0^DR*%s?VuZ1P06m_R^2PCRf-ykE7TP029lX+h`G$K?dD z2_>LRAS@^F*dqGU$i)Z(*yWjX`Z2J<B!mNQm-*@eoj*t6b_@}{3;-A*hY8dIB84b} zvBEM4sGJmbD0gOf=izhJwt7czIS_8n_dYLOATUS-IBN%xh^Pl;0>n}O)^=sYQ=6UQ zeGRZ%2m+lp>og({Y(~7K4;&BO;q^l5=W8Q9>mIDk)1xl(>?ju}r$py*4GFT5(a{R$ zo%d}o*yGT4E`I-OUF2J{zId)sp~(^hiLLy`#>OKz66i7hN``XTd*7d=JZwsfJi2h8 zKx#>-`4Sz<PRZ!A?F_5@(!_+>l!seWd{1W0ip|FeB4&vB==%brwu*e90Z%E609yIn zfe3dT+l=P=#^CSlnnNkl{~2HT08%nD5uo?Qx;pV*t6)r<U?N(-Jbn`Mni|0GNs!2G zT6uZ->6j7w6<`jqqFP#72HD#GSp7#?VP~1OL!g1+-RTH4I6v<_q2v0^#DKbr$seWj z5S?)*U!E^P*oz<9ovsWu<{_buds9}p2(Ey7!geSdiWQFq6du?ZD{lPIyYuR17Vjny z#IH6|kbL7fOo7ebyjcpX0dXo;s0R2p*zx>GZp-O9Er?7ud&K{{Wl?R`CC$GrIWBl? zNxoXKNpM*c*tY&yP^9Poj{R|_$xomxbK&DZQ~`6-gsQ6K-j_?-tVj@nww>6K+@nEA z-D?o<v6!{0c8h_<I=>M=(m69ukL#^$rjRo8ku1|>_g5pFGLc2~`*p#rD-j&F^9|+w z{5zSky3^&R1J2;_I|)tSB=L`x74-M_x6Tbeb_t*;1P^%Q2DvXsW!&EzPI1=)?p=yx zIZ@<wcQzr-dkm1tu6}O!B{17h0F^!G7RvqjY`P6@N6P?jJ@2m100Q4_WvA%s=_w#@ zZEt(5MXOEzJqI{k#@h@%hA*mcTnF=CL$7In0P4k-@JjW~yQpX;wK6Z`o}d-p=F1K? z-H%5d!|$m>mO&SLg8+<+bBhZYVUbq#ezNC2j4wEvRjbOX=6`Wk(;r&34r}LoGt!Q$ zw%#WRApW+B0O*1@yhDuM7|Z$#v<W2O*dU!?@e0Or0HjdY>ufCG?J(?PWC?qbJohsF zof7WaUygx-oSZ*K>{iA7)6>(&y)knhJB7wS?ftRJz(cNti|As(%a6PnS>-Lt%39C( z@wRR)M(Zu_61@29Exl+}((}{PhT|S4sKjYYscP5y^&^AQ<qFFx>M8FQx?24aXz+FY zPbh0$&gJ@}o4**hRdff0FOgaXa0*LnYiE)!PWcheMqOLL)LR2k0TkNz^KE?jrGBmU zPtP0h!v3!$=4U$w$X5SJSN=avS^vMta{qsD%8y`UjbHRQ;;bO^puoIrBfl2~DcLP3 z_cDRaI%5#<f0DAaZb>ZvtSnk+b9a~7OLgK*V7~?q0!t@cjyed)w^~Wx{x`FWH`3J7 zg3(`S^2%fr0{#RbewBBhPUNZ^n{8t0e_c~1>k(Q!JU!({n7x~tn|(l*@(&Lj001rC z<8t}mJkTuCfa)-6cz=I?c?0n0eIxd*i<^V`gQh2p(+2+kZKh1%x0W`)-o-~kO_%Hj z3+>nK6am`xgkjQv2IOu3$wW!_ejS}U`rO}S?RiRwJq!l`-sFDY9uxF<I?OE~GBz{k zr&}YoO;_tr82_(UM+n~CGVv^&gsM~OxUCl`<KNyW*yQJ;y;X@op*jo@bYW|{Tn=Sx zLWV@{kHTqW;&VQczUK}2kIFGvGTv}Dr1oAIOU~#^mja{3>(r1h!*Z7MH^A(o3`sdk zT%4RG^hw`ZW~#hqtgB&K0Go9I%t2ly7lY@&nh5$%mxAC1Zxnn!SWI0b*uFxgiY|$z z)?B$%>B<9+<qfm6u?h6Uz656Yu+sT0<xk;Ch{6BK#m&@ho14*nv8qiUl>L2sks#Z~ zX6M!rt`fAS@^X&2H}hT>bCBI$<pi1MZs}9?j5hTDiZ*TREU3uPcerF42tcNSWbpAM z`y~K0)%^Eo7Z*sdeg|F$o=?@2ss5MH(-tq3PDq~_=+aVNhXQp~@F={AgY@;`g-I|( zz!-rJlMX&+*VTEz_Bz7<uWnbL(DlZE2GxJ&5tgu6#B<IoI6G@P&S_*b|7`hGitQ$w zTeJhHItbz;@c8S0{wpR8mJ~IZP06e2h~}I;Ox2(8*5<MM+z!-g?SXAdrX+B1xThpV z5j2p*jNh4HAygw@6XQg5kguTpA|ymqX(3=l{z}Bov6<Ski1qa)Gm)|U^CuLZoBOBp zl?!*tCwD6@At1(VHOAaG=(&qIk2O{&Ywj1`%sTcvO8yFRtqe)#HUL!%Ey?R2cH%Yv z26vw*|9(0IfKVq_xeM=uRKX1<^v}n536yfZU2aaEDr>CdCcA54==$iqMN|4Zr-s7W z#igpE0&55`#Cnsy_+>;6uJ0{y|C}azr2(K9<g*}M-YIVOp0)476G+VUWj+1(vWh0x z*ViBgM5L@cpSH}FIe%;BhxE@^zGaRe(JI!iEd#~|{N?QItOLU|1h;(k-!q{WWFQDV z>s@mI{;Kf4NLxnI6<qzad;ST_;s0D5-~0GS3T{81>y&Y<(Ea6#)K}AO12n;Zzm4*X z)%ECZPRrXaGwyvHJj<ONXM?c+d0u@m6oJm6<mGkum~$9*e*F-n4F7r&=HIh>pt`|- z9}$Xz0dI5u`!R-|{Lj@z2}S>NDMiGn5C1;X$k6rKjsQRZTj8tKTE`810er~!*cYBG z6$cQDoehzPt1yss>`pG#?SDc*#b?oU>f@SV)+o!EOar$?GXUv=ny!213a{&&GXahp z<clp1i>Y}2m^qU_Ty|AiZydM-qv?U*wEzfc%FXOX)6LugduPZqG6-q`<Xab<8McBe zfCc%oe+D;hc+9Z@Q>Md~N*_Au7dU8ts_?brgKgv4I7kQbcCIBbg*ZWyJpgv1?7(;m zL5n(%sS{{s2q^+2dSxK~<wF+)8D{KUBZ*x8E-EV8-rklb_d4}|`u2~===Ah8&>VQ< z-XMPd4P*nrt0_C5fY)j-9{B`E%GI0u0YE`^0AFVQ01Rggueu4-GZ~0ZTvu23WwU<a z&c@*Utt6l%fDhlBQnJfCf;iX_4EktM6!1%)c{eKTB>PUnjxYo$_4c_R61^diE~<Q1 zDn{N4Tn-tA@pU$r0+x~+3huf%Xj8Y9H9tT9<1N2A5RLvlNgqv6lrTRx_bS`xnvT-K z%#8PP==|K}0r7eO4!k6FIacgl2?n(t@5cqN3uh-MTmcf$X^*!1s^hT*7?a1=cg(4( zyHRBY?1;QPpt9U#bF)H_?{CnN_8`-II#gIa&u=>~_&7=oAA8$jvMNb7GqQViy)OYM zRgadz8e*xQ9iE-l-W`M>eN9IlSJ1#fgGA5$S~VSK)zUT?h+Yj0KE^J?a3L3<XRSV1 znVVnDUo^Rb)mZp1sloW8tOFgm08%qRO@LMNC&4Bc>URD0Bkz}l#8mUb;6v~RDgwa$ zf6<35*A@BHmzO(&K!%FX%nN`mlo$_!-k1VG;9*O_M^^GNeKIsO1b6l=EfMlCR&!kv z>N`60BtUx?_=FZOZxBu;EWfDE0w@tPAj_zC*;8x29(zq)=CU^pGC<ssKQNGJX~xJF zaQkFO?+!e*ROM%&m<EL(QVu5&Nsg8~^lqjn0PTY5RA-E?1G!ZQDK2P&^20IP!|?pP zu;;l|^Cz&r{wor2HI)KPuT2S%owb7N-Gi`&Lh;P7BMcb;du)<`tMF0#Q%R?J_l-iG z`l`b;AcbD>a9d4c1xtR}{6iJ4U1rohiu43hd<B3hiix5fSew$HcPryZ5#VDKu^KgY zOW?XT8t>WT3UYJfmXTo~{rKKkWB1hvX)^Ew90G8xCz>gE^LnRP8o2fgL8mk%dbO{Q z!>drUvPa~AP|4IZ+lPwi+gnxbM>tUA6J+K8aUD~2FLrUU@s~6y_v;oe4daBfs;co< zujQvH&m8=KI9C1jW#{C9_eDKJn6*+G0vK07_p}G;HDIw*)wT;?2{{mjrY9yg6cBt) zhotlKG`~Wib(&fYZuXv@H{US}^_uU2BuV${(UlbM{y?cUHCUb=>;nACRlRqf&kRG_ zYp}@ZX4bSWXsY++xK#pT{^o=QRpx$`e;1`uZn8I3o?TgawkQoSnodo4r=Xm*ezz<a z&8qC5)_4I7rKX&zvIWj##jSOz$eqx*6i5sbKWrAAx(eQ-M?@5L@A=v9sC8~_E;mVr zi4=9MuJ58_<f4<2Nh?^+&7Lhhto<|(!!qx$$8cw;mOxbno&V2a<c)z81xXMUkwlz; zh`m2uDHoaX2xQ7cBdZdqz%K<38XiHZfy;7S@Zt7^{B{wEt@-xY{bXGxvchqrzl+?b zp}s!h3v1mbrO3cPAp0zMzv5_mUw2|fOg=Z*EKg9fzL>UGQ@sc!U!zT)@VuzVY25B@ zyk0R{<)P6}9$PYO5We`slqY8@va?M)LhvLjoVJDmmG`#z1d6dP!t^{d+@1G4&;h*x zWEf8m5AW-d6ntSunPEINZTp?VYJ8@DFrQw4Vb0rGExb!g_4PMt*r0^2FH#Z~ipn0t zuUx0yoLvuY@HyZ1%}RTtHeh`KoD(#^Z@~wgpQV(W_b+fLV|R@{BKrLD(dA?62J*CZ z*XEnK1ly*mxjE8cNqkmqFj8BA-)+~dgfY4J{xi<F-*kDJn^t#8$x~yYeyjKrNm;(W zt!O&DDMJjpJS?6M?+5u6%b_HI<9LO|M+F;*<5)x0O=pFjot+HGh9NIsc2EKLfBd9U zgE~9ajUoi-jFm%+W)seWL(!uM!5p!FpSd54m^^YuLeoSsNuaCrOtdxtAwR`^Jq|=G ztEn=eXH^u<kBVXo{Li&23=Vb%y1%MQ!y2mVL~95ZJQ1_qlY8T4h16T!vavHMbOKT; z!4ov>IgoSW#Wg+!LG7Q<^It-9gkreiX2a^zrP2~1lrnP+64kT8-}dx5O#U90JNeM^ z4V(Zxr={e-*)4yZkm&Y4{~-21G55vXlV3#@V(qPdr3A8u?UZ5xU-*@;+XJ{k(!2gQ zPU1#uksJs)ELv46tE2V-|6wa{Tp8x7NZ4{@4Q;$H0#xF@)G2qucW{w3V|f9Eh%x#& zTeogK-g5pV`GUly;|(oGV0JmPC7Pu?^M4q?NRkboWCr6(AC{^rCFNZ5DeGy4&$Ev} zUJAiu0`f2D*o&r%MvB-5;6l#~Yqj@H!NeSJapALEg*9>ypi={h`xb;hp#1}GehDg- z(`(z`-vTwk=N_nYV4ejB4bjrVq8}XAMdoS6t~YM?-}c9}1;38zOrT)@5ZTV$mGC7M zqs`XuV1K^}q|?EhGYj`F5)y4MdPRU-{+NpcQSEUxFHQs&m|rPUuXEZ0A!&ej<!gEv zzs1@1m?_wH<TIwQdd)ZxWJQi6!Ye8(lR!-BB60lts1pKI|9FzHkoZ^4<@HY_z%jr_ zzwU&W?$?oX3i<Pw>+afLf~Tfm+~T`Y_#0~gEma%HbcekUi%23sC2D&oO}h4Q^{70a zPa39Nk7k2uEIog53d(7~$@n%B%RgQnJNEOL0*(Iu1DN4>R6W#+b@xQ(K<yRa^uIuM zw*uIMAUK_FuLB+ZKh$qTNAdq*?5(4!?7DyNO-XmRY-wphKuTa!(j_1uQqmv|BB6Ar zbV+wAT~eDyx<Np?LAuW3zMtp!p7V}z#yAZBP~3Z8*R|JLbItjkpE=jp;2;m9)H!@u z856H&`tEMpS#8_(J_yM=l&H_wIK2fknh8g6y$*fB;seot+wfxWCb*N9(@9<Seu{Cq zyZy$4q2V{KyOr>}xz=0CjT`XZlqfB3*8jSwiTj8}5-^U9)%l1Gd+4$OPNMZ?&K1zP zn?YQK+jzs0pBmG;CooiFGY7ubTCjh#o4On<D#Cze?_GM*e~dz^r&1SoulL|?O-s@~ z{hwK+uLz4Jdqx$BJR(3btO$RSHEaH^9V+x4*g?E#wtlgzkx1#PPmYd`cP>^|#XAka zX}kcs*r&r7e^Zc&-O<!!|HMlWJU%(OztHF!W*>?4UvE{xHH2-V3o#Y5pIYly5Mba1 zEHvqvbvT9P<p%+jwvV%{%A3!CZK3RCRTB?xiH|4go`#E_adXEl-QS&GGJqtn{<%-q zRe&KqL2!J0Jo-nLY~a)UGx8Ag_lkZ&Y7HXm?Aj4#({E+fw;5Ye?urd=E$!^=fGiK9 zRndS6$#1{r>m3ceF4x4X8^NJZA1{yBfY-Eia_*MC!GF3T0#rDOp!Vgz>W}{GP5&C0 zHD@bGjxY<eA#oM&O;v=2>aJKjyqeaDH=T2VMqdC&Xd_a;6*v*#@!>T;z-A7@!;_N? zYO_@kFg%9H!NfK0KZyn|RT{$|B7C4WZd{I>wgAz&^2d*f)?1KtS^&ONSS3((!f(HZ z5qJM5gn@8N%M2E|TgbTDbz7FjYq&cNHs1>NJ2bm#r|6KT<)A&daP9Rg51S^Z=a#(j z;w&&`=YL|AADq^WhYP7Ii~PvWUIiJ#<y5i1za$kE6)(Fit*pq69~Kg-=pjOX)nvJW zUGn-M|I(-9UZ%*Mt}ygB|A{qxf(j~GzZWoY_-)E1Mev7&{AF1fN>+Lqz2pJw_%ld* zJ}S?736h8pJ5*-xqO`o`1ehoDATEAbZ?(4i!1{ohb_gb>=Q5@NvmQX$ErA%9arZah z^<eQ9I5a>4-U0^w>fHPO{7CpTk(;htXoU9PLDdMGI{#a9zCmW}tjbQM5@?X<IFj%K zYfjT-%M+7=>Brp-P#6t>D-0qz@Sx7!VdSyrF!wu+le>9`-2VxPsNU(ySnA5e1R;h{ z;TDT4in=)nMuw(t<zUI6;o~spvzdpX;KuGHq^ZgO=6;m^ptC;&GG}vkoKzcJ!c)$Q zW8*;k`Yso4vpoY=6p|@Z$MT0|80J^;Dd!<~-WNI@4k64bgID02z(&q9S{W?-bKvy( z<-1?>sl=Hd@<BaDtj1Ap5TGCMrJ&J9sA`M*AkiF7$$tloQ9)^GS`_yCY8{<;Fg^XO zZ3g`C?)d#)txm7GryG*x9$xR${=J#|`A$VO<Wu`PZK1@sD7OBt@XjhWxc$vs?uP+h ztd5f=HG%TO;SWKwF*zUHM)MC|uu++?wneiaf#oZ&3$>YEuuwK)E9eVh>m^u~a7&%z zsMS}35g4CP7|YaXM7j(JhaoH)0rvv*?MA}QQ7eotZx`fObo^!F^Yy2g@u8;40akz2 zBSj)r?qgcLyMeqIxAefYGKHC%v|-7213>$}1@HS)J{BH}*Ume5^EG>=&--595S24c zGTb|F`J}pP#o<9h9HyKa|3#Q}n5eU>9TddY&l;Uw>s`Sftv@H$6W2qoB}Z-2r{u}z z)~(9UG*oUE5*QS1+i20D^rs}w)=Y8A#a$qiYDC+4a^zV=l4j_xr)4I}e@s9?ThRMS z82IB5f4(tj<BvNb<C{+{ILa}ww)11^?Nb*t)c*;LJEC)cK6xFtHS*`Jy1M!<9u61# zqSL>V&c`9}zeXh!3&eH*{+1bu4Cz1dd50>!Wtr%^fc9DDytSu@|FxW4R8sMa9x%zu zYzT1A|MM=?|1E0&uY=*k^FLPW|G2>a_R_p)qypq-@@J+W?`(X9BwUQ>e$>$cXZI!g zD-(9*pqmUHW4^>e%FIs>ai@nw)T%=y?#<T6_O(yo7!9xwCOe4iAG;E|(N#hpAwjbJ z|EqaG{x2%Qe|K>pC=gWwZGqW2)e$=CERxV4?rkN320a$Glc;&FN(E>6D4f3WRfAr1 zjF%eDV#EdegR1f(`oc+{(}-Twdud?JA&j`5h-%58HQrJ5hIE?O=3s%s<quCE3!&ci zq*xEt^B9)rg^kaR*{E=oN4pU)Kuq><xx2!8i{t=9h2PJaK3J`8G?eW$bVYm#>akDF z$}jY{p5t&qLwdzTV6gS+GY~>u&<<Ygmf6g`HALim#)Eb6D^%HtUfo&^7dXv^egBLZ zvvU<2p(;pt3DeNtPx|3)IlWPhlcndmD-9PTxOaJshxW*~D;#c5r9b8S^W9^WKNgkx zQ-l1((olRUmSgl3i{yAy{|-Y<O?f)-a_~7LbIqUvXTv?05FNj_iYi<>P-oO|Jrh~< zE#J?^^j0fc@MJ2MsN_CJk`JDs%J$9tOVv1Zxs02|(y+=bCSxypQMs5`^y#C)olN}> zBdbSqi%i>;0(Y{Xii$`?Y|fCF(`3z&8*8%aG`Mh^po%x&AmGz_eW5P@&ZYl{vHR~- z{6AjW#_NDICJ**E<#a)URLA?)CkDBC7o3Ay?&Tci?QfIuP(OW;2<p3bczvj(CD0MR z;qLGKI>z4X!yVh^!<EOV2rfR4^*Oyrlcksbkp)g&vQSb|VW3M>A{FxM<(VCB=tLJ6 zTwU1hab9qG!Cr!);091Ltn6u3g)9wL&0Rdkem9pF-P-#43&>zHg0Chos*TV%EQnVT z6B+S|p1<S1Km=QVh?<36=1#+90FUC>4S#;jH0bJ@oJTAa6-<xJ60z4%cArl#mz;-; zNPN2X*Y$;zDr-5z<Vn+wnO31t8lKS~RPBeG6^ILY(M3xsMjHf!R%%=O6;Idf2`GWl z4(x~}e}ljIFtNOa2!b`<R)N_du<_)+r2h+E+{s@B#?^b4eg^@n2q{)pgDSTEr7ekX zDwW1b?;6TB2rtZeS>?XIPR@b4z5rM8$tw8%OzPo!;O`-RB>zMXKCjk4wx2%QUYO-L zuTwF3?e1Fx$wT_jkbGq`6Kvq)(tB$4A{}pHIiv^`nalHG@oJHG*b6dwV>PWM;@}pM z5&a|VsZ{=>6~Ir~Tpxd~)!#qvOBJK~=W3tK%l{+&F(dus3;KkZ3cj6m!Z--_*HA3{ zE~oaO9{g+Oh(j?A8*kb?LWnVe0_O%+8ZZ?qLr&B(c=pg3eJ$0rWZBGV`v<eq+q<=H zm;R>K)lLYX+VjtRv8b1=q_D<rCgfet!>x#jXFV+?#7{yxPox<vi~LvgVHW4SxgA_v zYAVm?OlsY@yLU5M6XDM|xmyh-BZh=gg-kz$=MasSvh+?;yPNa$7J5v$w*IqXtM|+1 zX38t8Q)Qc*`<&pk5H9F{Y#-}V-@Q)kgd$0B_4Y>+w91!3n*0^!!f6w<R|jUH)YOnL zw12IrPhTy7<)K-irKX23KJ=sK*bo#M8Im2y{jVPSH4;-C#%m6JBn_kQ<V{Qe#%bJu zqOQ(NP#lU9N`~8J2=s-Ao69_=ZZ_w@k1nMBP#*mxYc*0diwvKbcEjjbtC0-y2eOAC zeDSB)^RmFD2cJZs?Q23BA(lBbfv8Z_P`ABCsz}*HeOcu<rq&HG{763dAPiLL7Ur0} zuC}YeE~85MRqC8FClqrPWd**BHeTN1+~qr=vPkK6XaY&|HO#KDC)c>L$9vJWe>eWh zNCp-1<O_I&wZ4jl+A{`rxN#U%oDb~U^yojSl{afrs^_&_PX`JkY4{uCxnJ+T10R}s z!6C2{7wF|OM|gidzrSD;R_T6X=DA|L@oD!~hD3-1LdF7Sp=qyElj0sae9cg?F#Hic zOGcKwc$T&-pG_^NRr6R1@t24UU9AD_hYvLAEH=ux$qzmD4&co}f~+Cy18H>Bs?mcg zK?c!MU$f$|hqsoBdh!aLj!~)SOijz~xC~Ikzz?BS6~TpK%JWj)+A<*V#nj+(r8zU6 z-j(F`s_83G<~cS&<xeXg<J&AGz%(@<-r?iG&*J$W2zRF-xdC@xSnE&V=jX?*55rpl zai>A``@wV(53CMzYwJ%-*Nd(o>k3!_D$8nPZIn#tk2BL?W*T%Xg~gBN2%0!nA-0VR z7TNVLgc(M_bG$?+?6^UJ<l3$fx`7rR4LclD&Vf4Jyn}$?vYxNw_ErXIbdbyhjN$`k zN~k1YDDfJhKvp6sJ&c8$WK??GmyzgUDUF3bCb({-w&(D}^D|0^zy$lZWH)Qzm<PNz z=eg7iGD8JrI96R4SP*G&sf$2bue#Dwn+wzZrV}MGVgsO>1d9Is_CcTt$aMgwS$C)h zH}K#i17eT-o)tpe>m)oR^)ecF?q+|CC^!hqqt40_GA0fbHbQ0L5g@5fPIe1s2s*Bp z=u~sm|A_(mJ&h%?6UkHc)X@F7<)s>ZPP2LhDI8RlLd-l)@$t!wy;tNgdU>`Sma5L6 zp0)Px3;W+k(w>t%hm#H$bmwyT5b*yLdtVOpN7}o?z~uzM2;YI+a5>%x&{yoo6#3<1 zV6ca%|KXn?zorv^3J8i%K%rXIL&;RD*Tci7Ec&nzMc*CNbM#9JC-27tYT^aLRVsMz zQZ=A6?j;UoM318%*icmdUs=^;5RI@s>cX-(I_}rhBUuQiK8z6jo;S8UW_z0oIuU_M zR*+ZoFp^67T($FgM_hbrz=?LSon0^8rw2i!dq7mPk-yRchG-d70n=xJP{k1-rT^Rw z3Q<zf#pm0lfMt7en7CAWXCma)+=G4rBI*|rgc$xqpnx5K4(m@1F8jJjL67H0f*Z;p z`4E+mj_KhAghVG01wODpZ2ext<qzUBm<EtUYoKH5v!o%{^7K;Ax#m~bBhkDk!e&*R zKzcT{yVXm?q5vU_4z~W>3iJ*2!ts@^&<B06{VY&oVPOHJ0-oci0d;Em@Hc)v;3IyH zDT^t>IDu#dSY&t;#!HkjB9?-_yd8UvfYg_^cw<LF%p|Xw#CUzwOp@2Z_l5}#=`yNa zaGA@J3O&Zv2j~I+{0B+K*aum7Nc4KQJ%h}N1j(oGcikr|kCjNPNwJ3Q-aC`o){~oR zrF#3Buk7Im&ufaS##M;76}IeL>CGmkHOSQ!k>U!_=LGK$z=#2i0q2n~$Yf-*(N>iX zD|ZENiX6BP|BM_;;pe1@B;|NsqX}WvRd-HAHdWj>48`b6!olZ*tNz5vE8Lr_JwHDu z92w1($E<dRT3TD*T)@SYU^O<8tsA5-LJ?k~TkZ_sZI9&dH+q|TvkoGPlY~Uk-`g+r zXIvidHGB59Gw?};Jko%#*?87V+F(OMY>fym07?VaPhwC!hyLv7D9=EQ$NB!L9aYi# zJed1I1r-^~WMGL}%kXxS8MAcQ<4#43+Du2lcZ`1uyy|av`g-py0Q4AKFWx2Rr}w&& zPc|>tmH?1N+FgwSX(O7hGhVWz^^Q;M+<srxK=OKwnQsv6Map)^KMh0#&6j0W=(5V< z-iFB{yn``jVm5EMyDoXwn(92{YEL$p16TNc@l=6|6@__mp0CC-d~y?i!(GC|3Y=vg ztS1SSTWiw8CqX?mHgv3|T-t{IOdVXTcC*w&^}s*LaPCc3r<|S3cg-K{c2kKCXdy`8 zON+DZClJcw(Aeh`Y#qB4vSwgObyA;l-gQDX4x>&bh}2^v5dsS$xS*lo>bDF~fNv=M zmAPZm4GJ|Zzo&IQDn*2Fp}f7Bqb%E~lqDWJGw3r5)0{vTxo*GWZ}I9tz(h4kn(k@1 zKzJFg@Di~V=s+N20qOzR4O(t0Fe$s+zH@*$wFl+P&rI(Q-a+6X*Jw(24WlZI4Tz1P z)t3p~IGwKz@eUdVa_LB4>m+2Zqgg3)O|9z7WwYi;`C1w-ZaAd(%?S3JhLMb064dtJ z6BFVKMyR`m7aqUMryLa^ym(Mqfz(QMOb53I1dS9F&@4dZ>0c82|2@W4EIAaq)}|&9 z1B)5YP{4kh9IY_m@^tTw;7bN_JH%E%4*}6VHRu5yidJy2(jmcT32`WR%_v2V*2{$@ zMoHTNjA<l33Nee72MuX(>etayAJ%>X!Y@>j*J8~@10<6uE8^oBsBQ_X0`+<vvAw&1 z<ql>_pKkFK!q<16&~$b_AaP`!88QO@n=%;TvLJaRY=>C;+$&;LK?AfZUcY06!B-;& zgBxSW>ekbZ%ZjlU?0da4<iAxb8-g_dY>j^BJ9BS?Z@|ab!bs~szJ6bc<bE#HA;>xZ zm127Z2HXFf&?*usU{^x>X`3Uc?y;sJVbwF7ketl`;U2O8eSxvE0p_P3#?u1ESQcms z;r0xNK&O=vy8<fdLplP;Q!-T{c^2PW`FEp^2d!rByhOoH_^x633)c05C(MX9`;`qi z>nA8b6g80%h%90Y-uJhcVnCNGuU}6V7c*p-(;28LLEp{$Dacu<L`yhb9**gd`dKoo z!+!%^`p>VIAC2YGKLiRrkAH*Pn6)tg;+^1fr<OJl_E3Mf%JAw_P0pMB7=UO<f^{h$ zq``@w=CR)EJL#;)A&YGCoUXjU1ed4g>HKZSyJvZD6pN}q{6r4Yd4lmft`DJE*wfEI z__zl1n1Yh>;g0ajRx*B~(XsVY9J9gg?DD@jradeuFC;H#XJ^Bc{zL1zArqeE51_a! ze3@K6sch$R>=(%Ma`O^?tux{26)Z0;Wp{Z@_;PEH-eVI}*Lmdkkqobry>M(_Rf+X; z%3xS`O-ce!2bYs)rk;wTVz^UK$fLF5aS)Isvh`nvwtISddf%+lngMzcfT=e;n{2P; z1ft<6+zw~8RY$L$8X$3{UMlisG+)J_(q5Hr9?)wtFk-?Pe{Kxf-reMjy)a)+T_aFc zG>2{^afsuP#tVIT{6X($u*FxGcFeEVyVqtO9*qWy=W*&vM`kU90Hiv#v!1IN6q`$b zW;O)G$l!vOmPPM^@^U+%UZL96l$S>aWsR7(2zp`_hanhS|M`)9EdTm#ePO#6Z_#;9 zlSbbT#k!`(teMtNA$_`CCv||gb38Ea3S+zb`(D7-r2`oc<myd9a`5Tvk{+!b8MDe) zS-NkP_kGs?Ub5kZy>|0LjGDsJ<h<ORdG>}vtL)}>NaQ*w^_@!NZq~Eb8~^?yBUC*F zC*gEH>m*f4WFfSdTNKxKNn(obfa7}*>_ASk`6CeNi-R|Tcz;Of=H15+1*#$?52c-z zRW?#6B-{`rb$kqweSZSK<rC1AL;-DN2T)t<=huLwyb@ZvRJv1T?Hw}u@#Dv3=<F(; z-{#Jax+Wh@WTdy%YGh|CHHJT9k=+-#e*(p(;`<N24ya)t!=<xNPe<sqzS{_;DFt>c zAB`(g5p1-JRBRc<Pjh9b-pJm}fmmItbw9R$4XXo0)HicrB1yFhBq}h1nxiz?AX(Ko z@mO0E_mB*y0gHSp(ikbm*p!*k$JBopPU<!lQ@)rR$~()CxkX~#m3e-kSGVi&4J(>! z;QOGj+*88@V=KAL$b?p2x#c=n_+vbq@Z^hpvCVwn4Uz&lUf%&06b%kTjA4*}*l-|i zvfxmw;7}5FXx0NSAok4MaJZaqilU`@8cpl7MVCW!OPJ2Z@R7<UWuB})FSGo>QQdy! zRX~Gpwd>f~i`a(MqdYfrL&xay9fY>S?nOi~vmtQ0_9us)KyU*1-*CH6zCi##_PV>= zAQgQ8p8-rM;&JwnugtjJHABU&eB0<!>YZJY{_CG@v!>tGC3jTXf|wAISzIFM`k>VS ztrDce#am_Efu}uNW0PVt2M!A)3B`Zd!E-D0@46RThQ?p!5>Ks)SV+d^zI&-kFAd`$ z&D)zPlYv!lXB{M|>$0w<L4M<fsIYGVIhY~q?(PmyPQ;5#i;H*vIB+0w^uQ?Emm#VY zf?QYzf9=8UD@;0|#-cMv`%sL>8J#a6F-wJ2J`m(HW*Mh&N9@81*IaL;v@S>{;%5By z%4Eb)9EZG`4KG*mb2S5E4dUK2w>P!d)vvuLU+vWFebl7ei$e)#8Yqp;Tk3`NRj4;C zeC4_EUf3dFO~K{LfsPjlfaG#IfKfr>?E#S9+Sw7>NOc5dX}TZ<0%+=_yh4jvAQKAR zX+rWIk^Z5X#&)<c3}5}LWN<dv><J^nE<B2QeF2kD>2?}z81(N+9Qsy^z}3vAU6Bd0 zx4;_(R0t~WW93}6JB`DWjp1R^5E(OW2(xP$++cR5bk0^Fb6m>T%ZO$&t|Cu>rj}}W zwf(ftwo&5OO}F-#6ZJ*fIQyLEIgBHR1wK&50-%&YO&~4E#kAa=mR}p=OqJ<hmjZGg zAjDpq-vW7(6u8Km08k8sc7ca`4siTcA>A)%LcVRkJ^aS5WlXtqyZFnG=(fy$<S<oD zS(_r9UV>-Tu3D}iW7;9ioS;mH25i-iApN~=WpIhrQ3ojd8;cv!v&u+fQNJOhuRm9z zR@g0>GZ{bh!o&h!)s{Z_%9obOICU_*c%q>b@@T?M8-&x8#S$=UN8NS@rk&k2mC=B- z9-T{XGBPwSiLN9DC`}}&VoC#4@mr7$0H)AX2hdbt3LgVcd>+hL)nbSSf%y0OQUf$q zO6-8|lKb^VY<wF24KY_Wp1nzY(LN!;iiQnBYrudCuEhcH*1aPD+u&+60l=rJ4>=-j z5GR4`<W2e>Fii~^8ynxMwNW;eD5-l>8@;bwyL&j*rx!E!<aXrWj}HjK*gyI>m^Fe< zcwwCd928WxLpoVLtZ)g-?h04u+{k3XT=wDkJz}N7OxdtJ3nqxqNKzc~9he^?8lH{9 zI`Nz!^9Lwd^FJxn58g&LzfF#luKJq!Ay;E*p6p0eJom0hb5a+(RC)_a<|dgjaN0Wn z({{UET+SHV3;dT)zp@_+q=4UyTDo?A({OtR7?!0L5CMOpb%SF3<BzX?dl4FLNt{S8 z0f=w~yKZ{v=u8T1=49wKdehoR!Lbqc^KjRzm<H$h)CLRwKcsn|%i@042L+5rhiw&O z6q0xB%WkTtwjs4m6XgS)L%R5xDV{1XSC;2<5)Gb!g{1N5HYD&13XuELy$95|2yih0 zfvP}H@bldVfUE;saCI0c)&%%|x+w{>%Hz|s78ASfIEL2-#2Cy65hNyIUy7(S*35f$ z6jKiVzUPyA%Yy`$E8q<-k%G}V!#1$0I(c<QZKj->9>3T}h<o6V*656<VMOCNm;F~t zy60sgdn4xNN9}@@=GyVvlTLn_TUsh4@5}+l`B0hkyh!txP6^ei+2DeRg`83NQ3Wfm zCo&eZgSzl|60eI>Uh>MfWZ8EizQ~Chc{}*g!YgW8A<!9`jCAxSJk*=sdV$U_kX%G` z;g{}*R;#_%K?bYMrD?7=7gIY1G>J{Dcq(G&g^^yn#v2$$H9Ll6!Vrb0fL91EU?d=m zYtDaGU!+ZcpAVIvz%LcEYHsFqpN0O7^a*KybbJ574=-E0LGACxfG7HbU`0;u+DGrj zCcC4si?HOLZ?BP=IUXKXJemQzBGH5Tyzu-lqnP(X$el?tQ8>yM`a081G4DUFjb|<# z1}<NDj{6TFkhNi_CLodYur+zNscO02i->vbUY=4`3yP3ndv78!d9BTQTU!^<WtqQJ zq>K>rKr3^WU_dXzz^|v7io;KPbn$~mGH`!Q%TR!{v0)T_0h;9lMdh0jGjI^(x8^hx zEZ^JTQ`m+Nmu55te@5uWVmb$-QNjY#5YQ|<h}Kj-XBuOpilum8<wjj>8%1Fj!&ZKI zvNSs<bku<a8GB{WO`jE&cL8s)5z-Yqnz6ex9K0&A<<ac_GjOkeo6s+IKA6@x7aT-} zqN#&-x=~{E2%BqU+Xw+VYU4_eDMaHcOoLgN%)?ILMrSVX;Vn^1l*HF1sW|b?O*<4h zPWEMR;P-VmkPB9$w=j_KHr0xJ8TgS|<Ux6pl++9g!m>JyJX(4?qW~)@T3;x$t7?a8 zN(Alcx++)%K_Ff4U(n#QjJ9nJwl3cGTPvAGvlhDJSS7OX4I4%mIWeC5(%z05y!^@l z<&lZs2#d#qnl;>sEjX~l9l7p>6@t5qqM-5(YxPeq`f{C9g7TCjk8G%WVMDKp3t4Dr zs&*7#eoZNsEP|fqgzu&G7DnQ|bNlDc<Q28Q=9cVXy||Y*bLb4pLGu1=k`$CE#FC!_ zf#gQu<2#?zgF|YRs`^%(kxqrljgMZ$eAVK&-I31;4wC&Pu35r}K^phm`rcsD$!X3R zXIlz|i=0U3&9sIT{l{nPhXx0!YwK+MnSCde#d)j^Mm*GZTCU05mIW9%WAdso+LCOY zWP7`>t`krYUZE1W`5b5Vjkd1~pl{2i_%o>KCU46|eMm!!ccFs55pHz{3kAZ=(JC@% z=e)bU#RSc>@QpVtV)WbG-3AR433+#sX(6WDL3u^nvTZKzu6>6%syZT80-ofd+%F7m z(|AO>=YiHH!eJ!Nx1_wGLX_0?r3fyiYv5vOghWR7pf0Y0HwS3{I(0J}tvEBly$h^f zl7YqT=G_W5aaBPRZ~_r&Mb16DFo+?U%$83OpgcB_L60nlJWx-iR%q}w;n^?~K@NOF z3c&(l0^@@ueNya#_#J0@hu&1v#(BH&^ST}#TdmQ}VV$rM{BX@XuI8;wAz;+#Gb2ov zKY*}(|2ua*H$oTzfCJ;OrJcr0D9+PhP&1d@uuN9RDZ%3&cg*$S`T9ovzu#j^2+o5% z!YUhEZ@a(=8AgFvplxzH0t3yYT7%8>Vycefvt-IM=d-9J<DZ|8n%f7^=aQclTfCR| zwQY=GvV?w)3K*j+cv%Fco*`ID=yA>+{Jxxn9T*gJi6j#g)Q(`Pq|Zx3F)yF{Wh=fv zXgr#DW6Fe{4Gj>i|FQr{`2ExxUTB$hhoLAcN+!Y7BV;@MmL3f;xaBt;tF0cBHK-Je zk_e#Vy{2Y_*vAo9yOygCTH%(uZ-@}0u9f)h1Q(Zcv%&T4L&bhk_mf(0=v5;N9#r!Q zoFtx3ZZ~g7w5wj$gdGfgcEdDXN6xB*iXo?iG(if9NH@9hGplTD&2QBD79E_Eb@!f$ zTC~OCDEVEDDs4w~yvaWi37*82`KUcWrZ?kKNK18|6Zd!aB64B=(9XmPtd8&NL)KRr zs4e>Hx|;fY`j)+j5Uf!$Tt0Y58cVZ~=_g>W?mu*C?KjwIddT4FJi;GLpSigAUMm_~ za@Eu7JFH7or!9>{38m&yXlM!3)Q$w_mtPfG{H?bNq0%r}ZJQx6qH}IAJ%Ht~#B6<} z50XA!L2;-5GG^=|!u$lRyzVS9D|9-L7<BLcK%|4AXo#JY@OJ5{)mu+F1UfN%xHJ5W z4wmI%=P^~pbpL5#gCnU*76N(oYb9wSjb-7;O@_yHMGk&<Hg(_NY6ou_YDr>0b=>%# zh;tyjEuo?=?6kW(TZrE4G~ZHED60^SdbQ6QLPTYW@ze(+o;&qs_ith9pnm~Ip*4nw zB+R!c>4<HL(gCqvoGl?XbJ~f*2x5wWF5IR)%|R>sTV&s1hzwtG!F}3sho1mHv~wv< zB!W9+BC4?U;+!As!EH{H(c`twSPBazl<^z(axu^!r}Eo7B1#Jup+P3W?A8&S*1^g; zi|=NIbLafedAmD^Qi}3XnX&bPZWLZfpoz+<3(&lAbgtt!e$VbokN#=WA*g^wRG;-m zydDVGDqaM=SoqPO+V1*Ir0^I<>sLCFAu86uADvs6OMA}Nf44wrm9Br1u(+6$S17|S zy7Ej*zsh_>&%3hQ?Lx%Sa^wn|3wy9A+<HfLosEe?1F_>Qyp~FtpIR~6Y{Ezz8b_k= z1XaZ=nZhbK2q*PgU*I|Z4_*aTR~3j)%!<PiIM#i^qT|P&-KUel;=7%##YG}@&ABzo zrBByZ2KVQ!w|jivy*?o=JCLymy!O>E+%6{aeCXSXDIFU5j(UqJ+$bZe&x%hv-a=j> zw?sqMHrgE*ndB5qV%wji?mK`URQMxesm>1EPmmzYG2tE_V*%7EYhpJC88ru%rk|t6 zc~kfXVv;v1wm))gwp`yo>k;6#Jm@#Y+BnojE_fWBNq}pGUHML3Sc4F!vtyRGup`6F zV?4vLK|KH}7sBSQ=ad^3woD};hJa2$-m&#+i-z=s!l-&Ds|$ndx5_Vnns<5vr13lM zdVjppIuP8e&P$#|CjQt3U+49&1DIW4lqREGdu4E^1rxRN49Y>qc>W^@v$!XD^^<Q; zV}LAsv+7umhhJ>bqlIp`Og8hLF=gSfdlJy&+)34dQdQEQ)*g>S$kSjeumF)#K{7Pg zd5%zmX3*O5t2mx>?rB8MzWbM;I=ly=YcG@WdT_T4t~j?U!6hAProm|$K`Lb8L-+V| zAa|91I;Z3crjjA~*=Tfi+SwgaKpJP>wwnOg%&<p))l*XTM8{#@)`fbrj6;~Q=U~35 z{g9aVRYwujs)+Zdf&=1%QC%#g2s;X5<er?Fkcs(g8?Kx|@VL*#=~UA{uEgRzCp>Jc z^NXc@I|>9kcBIE)(tA|=tC+wlalpY|@0Sp|h;c(FGnGoii;s)*P1#J*wzg$cyrn-% zV}l|R#jX>LL2n@$l3ES8gn;PFV1S_-$4%Pgzk8(_T$vfbnx?)@JM?00_t{c^-S0AW zUBZ5o(FsHUpfBPKRBdJ0T?yP&2`6D|_CvX;4BRBR#ym8MZZxFL<gwf&I6W{8P2#OB zMSN0?>9!tyXo!|nur_ZdqjTfaLU>-0`{0q=?03|Knb_yatDt9c`y;ZHINR%~8jv+f z#T=oEG=Eh{71%i1pwERNlEZS6QpC7bk35p@_mx{jGrk?;dRh6k=;c7DQ31sToT~Xy zZ2!uVZJbLk8WKi3blkh-Au@a-Z0A?}Vd(Zg;?q}$<yPLM!}18nw{=|HucZ&VFC^DK zy`vCZ@r}HTz3Ms?=De?Qq(dfM&MfMCvusA^$DBQE<j3lk|5W(%p|D-gNidJ8cEqav z9C0e<f)f!4!MYQRdw61~1n4_lL^!?_4FutjSR9C~7n<Ecd2ZR>@>lrnpou)`9W7*{ zm4YR+5~@z7h8P}xDR}bDHP^|zfvsECh=5cNZChbm#KKtB@e^IcR{I|=YX0bIj01b< z*E7l&5)0%^rXNEFC|19fdtSHv;B0zTrLat9Iz}&`jzkoKhtA`eQoDPxxnb++u{T_l zWuEYbz#rM`ae{pQSTM{;<0;?;lGm3Lp6YHneN2>j79i$h4tb(h&%MR17&YQGiQ2!7 zB=$L;@1ph>?;y;m%ImRW!p>RSwe9RYVP{=7m3G)D$i`O%XxHD62N;r>p72rn{)-i; zEvrHk`g;jt^*yoX48tZSCaApx6U%O-g)O{2t`kIEXB@p}qK0yMpUYtqock5V;%Rvw zx5wvwgvO9Rf$sc5DPY1NH8Rs;&7FIQkHe8QobQijU7AzZOcgzLT1?bxmD3G|^K_)R z6DhpCx5Bjy=H?d`rlz%B`&i(Emw{s;)T;O&#BD4B@h9LCLN2vsp39nQM1@{?zn)2a zAPK2Rz9r_)niyZ2m{>UPkV$W`xm=S9r}!Ne)fRgnTWIm-G1sVlf2t$g-bCkh+$#?x z0HD-<uuOhFaOt=Gq9pT3$A}G&+4rXeIIJi-FTD0Xaa+JkzVHv;2*RL12wUV$Bkvo% zV{3r$^`<lVsStIE(K($DvuZ^zDR}3D-Z;l^j6{YV^`}}zZj`iKZnFLEw~3@wO;~(> zQgfl-lnC61@>)rEbewyxqKaKj6jLrS!oeYW0#17y9Q9YUoQI@`3FD03mIZ^Q!Ev_# zB$B9r>YCS+43+VHr98W-u$}UT5I*>mK9g{uV&N0+Uh3LM8e9tp25RHLgt0+Ry?eWz zy9PS%;b+4wb+&s3w3o|+RrK6HHKdN0u<J*cV&k?1)6pzK@?<F&r<GuAL=19JI20N} zHEk!RCY5)$(w`C()g~F-UO)bFctDn(Ahb)mF2rUoVig(j^9KRpq;JHZ0nQ=%3q}$Q z3y_OvGsK}lq7D5jZjcRw{uHFWH1lK@9LAH-j!57Q7ZX0YS-NYf%&yM=*0SD77<oA$ z=H>QU@{~UO^eY?O7%8|xrlwPhtDunQNtVL<-(H}j@5rl^Q$X2y=VSW!{kD3}`u~w2 z&l>Z+<9gN{QcqNvb9&U+NZ4FdR6a{2x05*nau)vy^o?6*N#Oo<w@|6R(0R>NXLcyb zP_W<P?fy)eJS_V6pL9g${IHt45_+)HZmO)cXzEyo1PaAofpA}5v5rQl$FEAiOczN; ztN%!N$TwMUxzO@+O6&cvhF05mMXxH~<T1C~!x)d+ufmt^NBW2j3|_&UM>2UuFh-cL z6M}AzU&im@;d3Vi_0U##<J`=ArHA%y#;-bP7N#1Q6wp8TQ4(mD2gCdGQ}=rZi?zn^ zxA#M3Wi5&+uApFjin!Lmdu3$?K2(+#;P@RB#&Am+Igh-w>*m$t&uQ^60+r=ssWXbG zoEg=6P|K3!`Qp!WFJfRCl;~LZl8@y}7zs896YUP<Cpm4?$D`g|^{fvV+zn?0$(7g! zWJL2w8Gn9!V0m56bazuqS%!ha<k^rqy8HnOx?B#VCMm*THR2jlRj*(sNjW6E4bzPH zgUKW20%dP_Q0^fZ%k2bh1@?3`t_(uz-QG9bt^hzbeG|nu5chr{mcp#^U0rrHC_SUK z+3UY^)-^L^@<$&@sjP9Pzx6J?t&cEKs$B^7#DMsqFWVc=zFiiJRGzFjsmJDqzB1kG zAo)C?Q?_>ubgc*lBgE`ETeVtE9g5!6$ICuhJ#5j{3TDY9WWMO<E8Wz2rqwT_Fg%>) zcrcL_`WGvll}DgYxeCm8#HBtng~3twhTWCK)~34yC=9ou3(DWP@Pn;exp?T2(dqt{ z$TBg=f#QL&i$5sHT%uq&r1u70uf`e_zlfc;_jl62p6b*H4~ovJnw5_EI>q1gRVi1! z;dXX^F}Re)R>-#7>BhTZk0RDx0)#F!H9HIrub0K(DJ6s;IQU@0`_7|D%y{%$MyEsb zT}f|HM7riPx#$Z5ozNhOS=npBD{9oM>aTj_q<I5nqK>*UAwdDtq{#RqEjcrb8EGp8 z7?PX)Z&Kb|qf+Cs!Sx#po14Y>mxnhaQxAs|5D`udT5s26nVG9tM&`s}o&K_ak0V5y zj3Z^wWEI$M=iwWJX`fkWzL|W(6lvT1`+i`urG$-}(=0J>@cZx2+4*E+U)p=#UtRBP z7kP|I>w3Gm=;wyZqC%MYn1=1#Z2Mb)5t%Ote-!tVZyPr0L?|ea_GX-_JXC4l+_9Bi zpZv(jO6UFMkIXM?3UESHB1ps|raH(6-M*QGs*M3#92BGgQ=Z}MPa;o-iEGGlP&NiE zw-v~R8q@&fs=QlGOR{04<@zG2I*2**6`i8yKU#Lc-e%49Rr+E?j@L@l6*`q4*+@=0 z6*&&BB@A{TV%SSqe7E=6K(z8`aPPKI!O@u7I8OF`&}PAt4bQW_$WDrFq!22qBNPE2 zmVk1`w#|zU3ahNoC1!+s<vwb%AD|d0KW5D{pITTS$UeZ1iPi|3q90xM=B{G`_V(q; z=oB%ELg=~0+wJQO-8nYGMs{ZlmX^FQ!kSRy#e79Hgcr`{zf?LGu_;<3X8ds1?Ry_K zSXO?OFF$;_=6y?humI1R$g%wM2AW1sCwh5w@_t;ZQN8;tLPK3xSdPy%klt^4ella+ zM(RDtjb$?K7e!eLHi=m|F`g#4x@0s|SY#EgP6d2zmJ>1)1Tq`9H0;!QVyW(^T9PAm zbT7`9Un{UuS)vy>Wn38Xs|;1~Y;uN*==|f~c_&<*PGf9%Y`l#lcF_9K9{pelT}L4j z%<Q|9?b$}Z`s}24ey;q`paIC|z3b}%=NVq@q<2R*=rcT!m-U#;$1&s+A{L;K`kD1` z1+Mw8G7O7q%O_6`CPit)6&azfosy|kLl)jLAAPv3<ON|Ggy;n!-*;#GuL(dB>b6++ z^eU34Tl8!h_wIz0Q{ANg1r?A7fYoWSGhD4mNtLy8&AFMyQ#|?=g>r~gG){!;njf|p zR$uz0-mSaS3GbK5B%W$RwJp?Y0$XUxclGGIp?ny-c@f2XZl9HQWt28%dS_ic|L>pE zlMJqIa%&fkFh{23qFL269jK!Fqwq4CkDvU^l!l2bg1VigYDW6cb~~HR7e(a<vvbS$ zGqaPI$4~8AE^g$D_wV2HhV=$QAhJd!EHoj3KL%}X{m<bYv+a2oasJD$BmCC2?~!wl zk)ti#!wR0i2*>bMuAFQM+dKXgYAdTg^x~tm>XT%*8n}AEQ+YNDl^|KoxC8H#*?vyJ z>&sT_&CTt!5xx6wxak+^*`!yPGQO656&^eRdk!|Q80DW?1H~T*M`5`9o@w+TaaHl; z+rhTdaABm<IC1UF#GBFIg8g6Viy5iNs`^9sj?=%>A+smxP)pytGaFvGv@=h0@TYxF z-e_2BNJZ7qNiLvKT5I#ZJihz(HQ}w3G-Jy3R!8K{Oq_RQ5wn(o{YZkSM=+31<#@$A zDA?hR$HijvKWcqZBs4VpO*92aa<2^*F3xHXuGaLI8eDFa5g;n$ICuKVD;Y&TtiZ3B zbaITR6x5^pxZtEWv}5G!LDYe~@}&;%GRyWY0|}WjW%{8!6UnC;WdWBFbT|ivk%cs! z;!v`!!K8H|j<UF$ji=y{l%{rUZigPH3Ox&n##q4EWQOjzF!$7gM(|+ygv(zY@{UR> zP8u9P4Z(ZqdYa*6rEZ`<cNaZQUi#Ka_c>6t0`OEg^oId^?q94zgi9aoU*`KrMD5h? z7|b?#YUwf))vZq6b0+ou09^$5C(=J2b3fCiIPSk@!dxxy7>#|N;pskSVDK^4<m&_< zJ~!0p^WzD=&@$Kbt5#Am$5Xi3l)?u(fOC=|!Pm<7_j{8$@EIImzl;tnd=FrXUp7Fv zSzGJOY}ck?f;xBR5)$h$Iw*RCykc_6$A-SxJ!LbX&&<Ql7cy1QKvaeqYQFh}XQBKC zKxuN6Vcd%GLHHZ(8Gp5mtl#Uqy>~XrO2>Z}14vUc|I8x15y}+TyNecsgW0k4*873; zjKj2Y&z2V3!>xoJ2PlOZ-B|kfqtT)Lg##xvx<r!9c6r8_PK`mX(uguqqthcFf=MoZ zddSO>I-2|bv!RmZf{>iP7~6V%mh5k=0w$cMt^FJuM&jzkSHoJY@U_cF-g9f|aN?v& zxlMu<QbnrE_}jIM&LI~M^M*AZsPo}pJV|xpVEi!~S0m$JCKkP6+pr<az5W+8wezl= zZ+Sbvu=7RZ2cW9xT_huhN!alITFSUdu)B4eN_PQps2g?YL`;_G{S-Fn#Q~oe%6uFB zcofKr+kvHtJi=o~H@$y$irTMhKRy<RX{ZygOEfK5y*4U;$;^~@yFb39GuEqv15Y5x zi^cZ1t_mO={gdZbCrW{ZN)&lA6t|cGPTD+aG({(fUp+M~8H(Gt=WgU^FzNm?B#*n& zW-weR%(hjd>!vaAW{6&--aESIRQk<}k=7Et)S}On5pWs47%8Jabx%Cmv(*UEVMxA0 z?9a6Vqnjn`Ut$WkG4~L7oF#2Ib(o9@6c?Qym{hWk%+<T^>~Bok30(U!t&vW$Po26c z(sQM&F$0tKf~Fk9f{Drl_EMc)-Yi}Ixb2a@4F)`UWWM5qi=^@_mv#9Q8&0%unbbt# z{q8N2d3z2Cj!AhF0x7*K4IKEnYK1T;_vg9Pwo>W=2lt^Dzi)Jp6;^-Ug03RpZ9IgB z6ZwS2m@1opvczmO0N|v;5RL9e7C;%25V;PJItUrqHWnAtEQ~~X77{zUSF&}Lw$0Fe zY?Drqed+vjos}ht>P9^1i_3`hb0Ko<n(TH#&S+VTr6dy`!GRc^{%XDGA5H10&zOn7 zQ@Jjz*9cC0PCj%S_7fR?k_Cg>7r1ugcC^~eraDFwmWkCUMJMi(uVOvs%p$-ikKk|r zNfxk25d9}PxU=r8(U6G7gecgWLpE%eNjyqMB6hlyCYuU=6q#Gb@AliLj51;%NcMfs z2S+SQ077XQKgLo(0rGVA$ytp)tP|>wqC_T@Ws*X<G@q{gTR)PiiUglMN$@PYe&^`y zF11rzxCCq|&X<>wC09rX79g3Rrr}^6-H$gyDt4j@Eeb|f&^_pDz)bGG+lDYs?mVCz zp8Oj(Ip<WDpU-L3cR%#eY@|lIy|2Qz{eW2Oa@dV(li}DMsCeH^t~}(R&k@u^NHk(1 zO{B)4j5d{>*?vqZW=$r6#+~QYb*)B%uNnBGU5|rA?Fj;dS!2LnJ;%A93cXx31N=mo zBP-cyT1#ZzjWLQAveC4O{^{HD(hH8xmhWGmi$K+gS#nssOm(JCu;%*TEXH#*vlI;# zPjnlsen=daMT?G9|G<Ha&i(6IFyZQ__QheJf%c*tq51C%9T5x9Y=)2AV6nXJ$B{^P zq6M#Nwsgw)V~oP%ccL>Z7?rK9?<1SfBg(U1oZM$P<}JM)PiZuz<a*v2=YviEmnNRR z5uI-4R~2STuC+uDr$4<xEH-6Nj0C2ftn51$I%HW1?mSXo1Y=59-Kqws>og(H_0%QW zC%u+6<+&aVy6NZr<)jHog2_)7ST-y&%nq$6R{OI$Z#nQNHfWI#lv9U0vNhZuH3h;E zGLu|hPeLHS4&l5;ke5@}p3?zq^rmSlFY;gfc}_?{i>|{IcO^BX&!z9WmK$Ipb~P>^ zF;DA=Cv~^YY4EA{G9MAr|1RAatDl9;<uTX3<43o+fU~j|$`<e8IV&;HFz|*OljdgY zbg-H-@5Adr4z_;8m%J3=@KwTli?~tHm95HJKyPKpGVTlaFIV46Yf4?RC+}bOKBK^s z{<G8Y%w8-sYx7)LR&=|gZ0P4}7RciY1xL-!@6=rtDDg+w1!m#t-JlJ|`iZ+-%%>Kl z$u$?W!P?p<emSZ<`efOeJt$p<I*o!81BH2?FS;+tmc9rPo;z}p{kbIg3r#}{$udtS z!SKh4Nvg{*uAE+^!XSFLQ<L7b&qdaSnAM4U+dUIRt1&i26t?)qUweOghIsXPHYixJ znY&IzFHTM!@zzlrbU;JDxYB<_<-7VVhGEdOdM1FYmfa$UI6K)ivH9sHfy5XJ5`={B zb!UfKAtP7Z&p?n79#LQ_Cc_u&+wuQmNNU_h>VyfQV3jy>tDt{|00~q<<ran`LE4eu zY2z(!oS(2ELD-~CuTtFH;xLAN&JUU6!;DH6k_yVo=4VFb6sdzH<6ZM`Ac~57MTW%z zdwpdC1!x=v87ey2S-OxmTq09$wv)kf@1s#nW&M-8y!~_&b>qEWCbqJ|5Nw*^>M(E) zh>o;YL!b=zX22y-%c^oqDeZ-2y&%ZRRqMX&W}l9PC=Hr~h!Vr%rD)U<zwu`OWy*-G zNzLa^wh;0Qq4EtWrob0uM18#Tx}M3!ttwk6frE_7x42_8Q6KIp{1leBm^vG)>3a5O zJzi<=6GrgmbfQT<A5-)ctK?|n^QOJ1oRT@eajDyhSo6YeL?bh4O{}MnE3RvnvHMlA zb>AfgXtSU!p9G90k3ixG?i6q%S(Yo@@;}D;Mkt6=X5sYlT<prO5)I|gGY6dRM~L>* zZKOFL>mHP3&(OnIqaGuu6!mEI2FHBp9Fd_nrG~&FbW~{5E<)jZRy->x!XEE$cau(y zX%0x7NjTrFE~_%$-PBI$&Nf6de=}EXWhX?F%q!0py4;aTZ`~>yRyev57Vh)0AQXt= zeKS?W+y7+DInh{qC}NRHLWP_F{(VuOER0oBO<8(jB*iWaH6$2|_GTbB^i6r0j*_c1 zwp^;gpGR8wINw5S*Z4wJC~!k$hMC1*C`YTjYJA4}jfk1vw3&y#VR?TfF(P(ghv=Q5 zryqNDkzOYgGEAw~`jt%C4`E@P_f3}AxRF^GnG6<!^z`-{o*!pOIYbD9B*&U_^1nJA z<X!T@tELQGbrhw>JrTfn%V1C0Sk9lnIVz)76HHmG6CDUQIbLiSgh1{ND`a!TkRf(W z*GJRF;Ir-L&Fqd8>*skkx##-b6{5~Ge$w$iKED0|5qyM7Kjb1S^D!CuJ@=P9W&`4Q z=3gb2E_q*vzJn2N9JMri(_6%dlBiD%Qk)YxNhR@$H7*+;PgoIuYwzOCCXAU3QrQ=) zU{t+7ea{y-s-yWcz-^`&L6Sg=IzCI3ZujYDoG*d!oMoxsBEo0NuCE6R8HZOY3?M#s zUbmt7=}mu?BgMe6Qu*{pG8~DXYip#>C$$iKB+a#?Efo8zizNx|23JV6AzbXJozb^S z-JN^p+bJa6$dQs1ieP001VZuOGy7zP%PdTF7%$<ynu|ektgHII7UfqW<=GTz#*mKv z>K1pDhcEQ_h)ufZdm7Za20Nv#&2cgN``<M_$YH2dGqxuplhtbjr4)7Q+53?|L^KuS z0R!^5S+%MX9h{l5wdXWMr2Jhs*~tZ8aV55{&T@>j5&P@V@!cl|EZ<9WR~IqZWA#4< zXQmYC;N%j~X{(SX(GX+P(3rM+*togvW(<8tgcxRU)zJ&>CrZJotIhvLV@Zog4_m!= zl}^*-Q(gNS66MD|st}0R5J~@%w4X6=4GrrUGacc8yKBI@1OdXu``hnl`1m-&yStJ~ z%$LH#-HNX!r}mUi&pX?Ly3q7~vP#Uw_`i)$(jgB!Hs$Ox;|f9Tg1sGMGpjS1B~yWD z)<QB_cjYAFXryZKA;Y_uB)o%e>zDksd(+sE!ISsk2w1tS>GEzkC_o?%+hUY{?4U5t z)H7SLRQ!A;MPY{;;&QrP9nxD}$I4bOz8@8tfc!i^IeDg>oEOda7t@AT<4*!y+{or- z@<W<c6IlFXe<NKFnh>xu>F~~LA3H|7F_w#~O)}cHRg>{`A(f&F7E@Gu7SE`E@XxlC zjJ+~CJ0y#hAJVlSrcHPGL-meC&g<n%KL7Pmv~QfZWBGX>U1-KahQ3$Xx`wE2ug+vf zuFl-y91yjAPfZ2KTvV4b1>*U6nkFb`sFKV6`B7pSlxnwxULRtZgcE$>FMDa`OlI`L zq+sg08JFMNZ0)w$bL%I2tNZ5G*QMLpN*R762x1!<n{rqtmVn>>=2rw2VP@>+CjyVO zkh>J5y)Jq+=Ui)$+L{EzH&TC4!74e+6Xt#L<IY%Iv}|)C^Mr~K5fMBLaU&(M%8&b2 zeR^5D^CJGf%YIA>r{lEQG?ypIYtXdWs-!j&@>{S&{siF{RDYIsOQVBzV%d(^Pvqp` zN9f5+^f;TWVeLXdkNB|3fku7!W(J%8?KLNwYO>;Ac_|YDv`y@(PiJ-68_K7<!g;t` zUyerhiE{BU(TM3($to5RAP8tw>clZd2+@cOld=6cJ*x?k$ra^L<~Psfh@E_zTX3*L zO)wrwRG1s3y%Lr-7J~6vNBqRux<`yD+&!(GpO{OKZh?eoWou){Ac}Zy?bux|IX%aP zy!@=P9gH6bjz^fmIl{z(hv`W+-*lsr>bsnjd*6>gwQIWXqdd63I#>2wOFk%dclFfD z>oh_xvas76(H+f`V}`HzwE5F>JpMox${zTg0n=vdi{_~92@TC!9<S9cX!X_#xINHI zhnkw&FA5Z>2LuE>fMeZZP|NVx|FQt&9+VO+o}h)?>(Vz9v$I7OphxS3J)GJVG_#Y+ z_V7#!Hx81qpo^<vT#G9~f(#o4o9R4y0!dLB{O;VZvlPEQR0JO=VpjKGj{A*=0YQCi z`vrmngPSj*QB^y=?n<WiB=6#~VOk-TE*R3r>1EEdou%?!*9u9;2!+RGlet(yTW`jd zC;9k9k2W@3e|#sDFdMY4`}53<%{=|IFRv`yOrsO=Z9onj_KoQI_gu8xN*}!GMitqY zCJ25`Ked<Q-?miL%t!X*R<pic7%!!8;iRkd5m>R2MKBrcV|j#PUWV<#FVR~`ovf}H z(UrHS9pB+N5IfvbR6v2@r)r+LQ^btW?Lc>*U}n&`Qgwn2N5HtQ^LrIkq8lM;9ayKh z>K<RntWSI48<n~a@!>7{nA^yISxP%^lSqQ$CyoVynEN-SUT+P1@q4(eqMsD|H=B>s zGKUzp{`fIf5!}YD+RD|gXgp0{ycw|Ols{3F`RDbFo5NokR51pw-=J662<T%nP<7^q zS_^u}fc6U$#abDl0tn#K3>2oSn++|XVj@!X%KU@8%)<}-WLV4_wC?8AsWSPi)6LzP z{l|L0C&wi1Co>Hm%xk)fFh*d^K`kV@$I8m(ucyOX=MnrJU+Q#YJVZFl8;o=nNMhZW zg~ydXzw{^<XHvAVbos15o1u_ALH7G%I1`{a{}nz@_Oxp3kKMlgW=zbf&4P|ZVH-CS zTax!|l|NV1FY9R~rD~!MFEfvWn53fya~8^*k5qm{PQ_2Np~$}FzU#B*o+Ty>OA9(u zlkA_3A1RjCF3nxciHSBk%TP*~|7^;8%Gvs1X4D^ohbJgidy+hpqG<(PD-|TwUJvS? zo-7NqoL<n;G$D^RCVNEqian(uPZ3QDjj!uAoS2Zk`j{-X#L_$f1%fgbVLuRWQwo8M z9->D4L1k!lw|WX;Zor02#6qQ`I5zW|nZ%V>X4V^cihkI$5ylBT`X<ij6`V2tLTHQ* z(iX8@dhzF3IYod!B0doXTKf@q+q<56Qmtm^-rmqxMr}fVEw$Cd6=^;_-8V+!n%>U$ zW92RNWyMUYTI%lGz4GNvH($1+I7>HC78WPd^jk7rW=r%%^7sk)elNMLhJzMw%8<u$ zqhLsrQ&Je@ENyH&0U7V4|Il?Gln*>KcEZoL1+C_%h%x~A2->BroLuVp8vN7pbrCE; z&?keCc186K*dGY1hIk5I>>6|R_4nP2)LZt~EX11*{x6!&I;yHJ+S{9y?l>sj2uOFg zbeD9ObT`5wrBi7{LRwO~OG>)CySu*q-uvA%IQ+?AoVCy1Yt8wa&yz8EbwB3U)bw79 zBo&8Gs1!oxX&Gx9ef%0uib5U~p*%nzwjFQEj;c>l@KKiW&l9Ytq(qrO>D6G9!$MP| z6=DBcBiFiaN~asYW*3K#S9C~=Wx&#RP)hUcr}EZt{;TNPxA(COds?5^X6g#5vtxYZ zq$b~jMn9plZv!7}vTc>M5Q6@7q<GA>#=V@Zx5EL(@POUQYVFRmqITf@kHGc~902Ko zm+I6lZ8hi(kll%DOBLBNlQro!G#;*%NrCiu_n;$su@IUZo?X^d%5xfZfyXI8?qo*S zLjey!dBYS@!g_!Ip%6wlh!V~&N0WnXmg!`pRxE*0mU$vv+Z<u`T)v%KaMuHXp7lW2 zaZHzry1IOgx^Lykjk$W1W8k{Ucy5%w{;p<8fB`xb?0j!S;@n<03p@iJzdFv&YAnRk z9%{*pXLDyE34#m9zUFQaxCR!;$suSfAlmjn7W9%kxM=@z(yN(XPdwWNj%z3V+JsJr z{u}>0UZ?}AKt@l7Lld$Y8UPL|_FZfbfmv>l3=QIQ+CUgDhR`@~m{&5v5bdI`3sB5X z&jx9IUg^^daC78lZ1yz@w0fpeZu1&KPc!nm8N{dfEl^rdvkk7vpzOyCcw5T0XwxlC z4$>v%l6MH7{xN%gwAt-2p29+9MRK>8rYH)@Pv3A?RqmPF%r*AcOUHV99#g#%4t}rX zDDokPo<&+rWtX<X;Fd<3ZCtczvI%`L;Pz}4#tiS5<PS`sxMJe-#%!S1L$dM*A=7oH zS>tRdyB8r;MRShu0+p<xDBL0L<5T8Acd3Y$5|_PI+-6uO?*>bngOMSqnX{k|j>_HR z<;;gfmT75X!vX)oxq1ObgdjfG^h9rTdd^wtLiPRC&X5jc0P^(mdef!1+Ik!yj>zQ3 zxuj8q2e9_h44V7|njbEL$ai*OI_*7Q+E^0A)PPX4AR=;%kwTxx36ZwTJg{#UGamFW zOVjgu+e$mUB`vYPa}1iT1%{TDizb2pFidE5D=@hwB?pP}A7Fq<PQ6c`!cP7}Z37*r zw?@9lbzUFUM!<;(Ft1Gv{6}8u3HM4)t%x?|qb6r3{>q_y|8DhBlbew$5J__?@2?MD zv~~J@$YNl#zm-6U>c<U+(0X%|5-S6COAUDVR8@4}_6aw>-dd7R_^GrqI&;1wUc`b| z+jV88XG|E!ryH1ZnH_A^4(?X+Oj=vcIwm?8UC)|6W96T~kPyVR+!GM}fr*fxJP}yt z^A5lghfplPk7=<^hz^j9`|v*V<{LNBgJUt9k&E!j0G4>Z@JfFTOoIPqOr25FMrwby z4>Dj)A#q7$OEkr9Ei92zMt_kbX!Bjd+DwqOW`fa*9#t&i%a`Gvma?ZiD@<%ydbP-4 zRRFNR6IWFSa=llg6Cr21y{t?!=0vHT-^-px7h-~l@X7&gS5gjoEo8LE8Q;Si-S1{q z9qeJ-3h8lU-DZ>u13}<WjjISTIQp4?JDScl^jrmwMRvx3vrBpn4hTWuI58UfQ1gFy z^pkLqt>sTCAt<NhXb1=7bij118v2#y77q|guJdjn^qkW}r1FZ*1e67z*?~I*0^s3d zVQRDyT7@QD%_a?_R$ZZcvw|^HYH3)bLqImqs`&SfpkP#yKt61Tu<5CU^JMli1?eQd zZ?ap2?t~Ipxai#4i>-hM0Ff5@5JH&T*3#K$5tJ!Lr>wp$E)JSQ;*bzZOyE}NZc6#& z$$&peq6LW<6VIAL9@l_#TnbgUoqE~pxxH^Qfp0pmmt#X+=+;JlxZgAyubUFu27XzC ze^BO--NOzL0#F+Y<r-OA>#2X%++ry$t91U`u2#ugQx2!3U(A5qQUO^csTS6y(lD%k zTyX*4MArBrszcx7yUlgyGuAx32V>SdkS_Ta0LO{<S|cU9o>`|3JQSS)9S{<}M*$9F zp@nxh>N}iOoui-A^Ocyu1(mKenpwT+_$UOSey|a4_16{vSRrf>hA^Ql{_a_6e-6~n z8EEG4zHkDn>{7Oy07}#GmPU6KcydrhXIrK3oL1|s*4ZG6z9|#et-Kr&3p3&4n<j3e zp+2V+c|J5)?vP4Iz)dg%#QMIvE2wi$?tdh_Nar(soT*Td9w(fU2`QkjO5~NEVGdV8 zq{=aZ2gtkOj(T8%f|Ox_3@kaZ4cfYK+Hh6>;W6?fLY*OsbPMGRcnn6Lnzw%_;Nii; zz?+vdCi3Ww=?Fq>fR|hGT5YkcA~wh4@A+<4GbJ$wJ22v&Agfnwow^xsV#vHmfv}v; zeI1s+4iPM6|5L-0!vt9tVgP{DH-NDYUTNVxyrzZ9;~|^b?=v2Ur`b&c?$oWR3LWwg zEFk*X4*<jg^0hRe!+yg|$ssW|y#Maozpv)t&^S1S260WZ&~<D%M+B;ve5X`p&>hI4 z`%V>IEAsLv(uUCcZu)t^y_60H%+#yfVWlY~4<&>iP4Hz26N4gFV$McGV+QMz3c8?P z{X;LxferE-tuT23!=1~8I{UjO(TCCx+A3Q*(Nd`?&;Skwef^F}Gj^iil8l<logu`_ zE?DpDVKBuz$j#?Q-CQoc|NKOiwo@xit_F{y#AEDp$LS^lB@VaSwaH~<LizCaNE>3R zGt47Za5$bv<0C9(hH#;RNR((E!t~}aYq<SP@W6-@kZT&qPfKIsYSpKCnh!u#vMt_A zU{87=6&U8Z-#Z~#!^a{7HOvNl7T~@J#}+w@;b1B$&J(gn>wERSE`a@-R9&G5`h&MG z8!=7!eo__u#P`3t(dKcV?tPNsl)T5`Qp(3OUuNqBv_DR`6az_T0w*!vT<h6oB@pf% z5I3^mNI@kgsd=q2IO!*ib3eq=d^cH?<@6NXq{bERI-7Iy=qW9sXdy+NFdX~~(-3Fs zU-2((?cVgaB``s1D8LHIf%8X|zmN0POkg5N*TKf-9vsSR@_z)?J4e++8|OlevJNAH zfQFV<?7hU&aijjIGjW(nAJ0}0ITQ#gw24yt%vHF_3$jLNvpfzj@{R#6#dl>ho2=~g zSmJEbVAdKe)Z$^?ZfU910RU>o;~_1v98olyfxz5`9TZE>=6v;9g>&ShhP9nNUTxTL z-U-Pav854`-&6%5;FGl1)cj@e*NHK2iWO{{O?rI(nhst2@<5nE!ObxYTW#;_*S^*{ zyrw84S7K^_p^yRTtKvt+Kl0bdsc+pi*3`sY#?ghBND1p?WfGgy)`^5AhfYyeXhQ$( zJut+DBxRQ^Bo4p@M;IZ=9;v)W_i&hy(Uodxafp1DHHFgB-{_KEHqdTmTHZ^YY`AI* zKJ}nBFZx;=(cwG;$+qu#XTTcVZk9Jr!CE2QR6nhR%~EY78+B|yaW&6%Ug#mGvjiHE zws{&!+uvR^<IKSwnrxW8QwQrg3!XL2?v;rYF8lCKdU}_{4t5AALB$%WMQxh?uEmaE zHosJoXkIu6_1HllIMof5@)u`fwO|&}K?JYMjpx*!U@2E@X^n&gJor=)5Ih(2CC6{# z_imQ2od47+1T*=d#euJAu^+?CZCNud;I$v~p9W?`z#4BAQwbyBw49RGRB6!AVTB?@ zLQ2}J{&(mKL<l!Mo;1ICZTRtHqolNgA4J)PljhqzyN?I6-sDT-J(8F;RXjewoTKxR z>-&n%UU%Z+N7^q+Xs=9S8k~CKs{`8ZeN~Y?9N@>X@!bAu$DV>9*9qRMMYW45QDJZI z$1*X1R0*WK08+9&P%;Hs?Lq6_KN@maSouJxA*{uh|J&o=%m&*9+f=mzzzT$@|J{Cz z!1|`=k|}(Sn>^~QqgtmwmSf3CFs4!g3;{lT!%$)hPv2o>kvLE5SyS|+?_x9Nuc|3O z)V>w^?XjHNQZ}Wfo$0v~sjctvg*wL1M*xZ=E=7Rv%Hf0floxEfaJZ-zluJqfaK}af zK~fp$uVGT!zIHDkRF5krq*Z~(yGG^0Hd5A7#J`Hl^*SAE^Ijxr4}3n3v!*yCby^tg zUvlZ*7VM|BSf;4`aDb{D)l%G_-0|C&vI74%D-a~~<i9>A`cYFVaMM{EwRH(wd)bA% zwn!o44xXD7E1ciei{O%pEcs4BOdFinCh@1^nMIoX-JaW1gKC?PGnO4V`fKdz*dlRH z@&_3N(Jf^`i*@aFLnMc%^u31W1pId$QFGP_#c-7<?54fUZD@S+i9b^YV-O;M6$xMY zy0H6!_mLWKLYijI=%pw97EMip8HcPU2S-ZL!y5gL9xh1Z{WZuh<_3*q+$X;*+0fts zoz!K$<VX^yG~4u@Pn(;N4OMYs@dj$QWm-VxpJHU%lkk28nNi>n=BdNs9$c%44?$d* z!}ClEx_b(cyT=Xm{IuEbodQAo?S31b{o1;4_AzlfoVRw`fdSI$%Tr3j-J8ZiD!F(w z{<Zfq4a;`A+~jCXi^~~4Yk5{$t<^W3&F#3zm|si({OF-@e)~Za)2iOxf<(MqI6&dh zAB$`(9VczJ%-&!=Kb@BP-dn?rDIZc|LMK-FEBbkZj>lnnzTVyU9c-<!;Urkbf=);p z&MGYS*T`@yC2Gw_aOUl&m3caC5b^@7_LNn_ba5hbSiBM`VpkMmumCx9M-BLIO+h48 z6>%_j;*EE?QYN}R!z67$!q-z8#8~W}5Xztm$W7SI6`f^Vmi;F|Z!>fJ1{1zii9&9^ zOpAY+CI6J$o~NU{?h^XJ0LC7ue6l|Aba?nHE5Ez0MpyD@#M6^*JJYtQE+&WXG<i~4 zxBg|5<k-Mp@p}4e+&A2_+vc##5?OjqEqK8!`8bJSHQ{<thEfI^QRHW@+uGXx&sqX9 zu0fFmh??gs{s=~j(agJJ2aUZ(gk1c<tsX)_m5{{%;<~N^(zF6ymbyos+ZD~E$kWZV zfSy3ZXHeb2@2J#`V3o5a{6=vxfh$Q&1^=5C;*<Mo`|G~uDNNr08GKJrUO<aYe?$9Y zyXUgAd~cAzYWL<@53QSPPWEhh&g(^7sztsE-hFov7FM`rV)^m%?bFSmp2Hu%GcS~> z5vz(b<<g=ali1_<is&fp_l3A(bNz&F%^dkmw%`6;s;_;cdS~`-ak9kZFclZCQCIQ$ z(vqv`a`0DSnI2T7z2ifMdT*N1MU6nI!{Oib?u?Xg81qx#D^O(7ZvNU0eboH8FrK82 zCP43UZoSu3`k@sp0)jU;CqZKcu;*c8Tl{cfvD+P#t#9%1y;{AQpE+JWPtkA4DNl$H z0T#Oa@nDH=Z$z}VtPFQ139=%a3_<#@)YjiZ1|+GrbXv9S&RxRmrAEB3!yL*EHv7q_ za_VM^2KLh%g<gZ@o@w`W>!Z<>b_8SW4$}UtYXbXs35j!24ueg-Y+eD1e~2f~&gl6H zj07Wp%z<tx(8c8p>a`kHeC+a6yud+Skhyz`eu4nV{W5`=74|frdq5H)BC!;2pnBY7 zD4{>bP1CSbE$~qgRKWo3+kPTUOHRdi3LEI5;s&~)L>z2RbtRhcwFe%BiU?hlG2O~6 zTX9VX9EJ_WiFk~!ISu6vwur&(%s@-uWAs&&H0sBy@msD!{m)*)NR%smFd+omGuNJ2 zq4efS)lBV82X(JaC+xAkFJGE|#rLGthefH_{&-;tts^n#h3)?cSF*Dnw6>FL$xh_? zl^ki3Wp$2IQA(9s_U)>@@OMb+<;^>?*1Nxt%>q7e4@#7TYz7gENSfp1O|74mc!~SM z7jSY^9!^G~rilguo^<NE)F0_todQh|r5LRpA1_O1(YV$)5GFmWrBpIi)!Dd`Zs_5D z1&h&NBY$Q?#1{X!MFd*w5&VO-!3GE6l(fJ^Xzh<(4Gx|Q$$uKyIy!{ge?PYhKr2?W z4u<K0jvAc}oiMQzkLfC|$@wfMcqs>$sIwyC2I;=%&jM4<^nEH0U*fDqk!1Z0IW)U3 zke9$rxQCg+_3O%|wVf{ya7OHV9$NJBi2sU*^1u*UW(#yg|4r1?kCV0f1QQe=w|MFp ziv{nmUuf)RnS4%kmStlhktR-W!B%GYJi40g+gec0h=cM$*ySXRrI{5k#?4Aow;?X8 z7f!+BKwXIoJTWhiA#`6n{siYj1dw;}d3U~jKfm>$QLA>~^V8Xo(GP)&8**Kwhhi~h z5#^*_qmoW0vP+AA>>H5T-vWZ<LA-jl+JW#N#`h0tcE2=ADjcGhHZ|TO03fr4HB<P% zYe;}C%p{7i!*vpdwQuv^u)qM3t)TJn(cTE0s35s9l=S%$^>*cz9uQ9?gJ3Y_7nDCP zyf$sVytdwd%io0qd%6~yNm!rAF2_oRSW&$vM3GeGFt5J)ZfC^+K~J49V21<<{h^Vv z`l%V&1d8?cX_Dk$oyJrq1Ig1m5;hcD+UssVj9FpXG!;i_&A8*)AM+(+wEDQT{rYQo zj*qv~5FF;~^OG{!Yhe3Rp`!-LpP_$J%-yWvnK13mEIFzQ*}b0(5rMTZk#IIRw2Tpa zJjGji%7S<;G^qyoSY7s-4f0oRAq*sKxE3!O`|Qs5LAG;Wkc}>wLM*iq?Wo#D40Np` zMrr!jwoz^A#8RTvbeb6x2AY3s84_owkldW7TUeohcNh{Ii-6;;YvzpiC`|<z*4{f@ zLlo3Un?uifR6(KF<6HthlL$#BkT1Rewe6;o(kxv=KN~ufm76YoO%iX))#HwQ)0^(( zowdxM`zDC8=E`3%1BQwrP6nAKVRq(NNiFJ0u<c&Jv)rHo0RT9_CPVhLouT*h^J1Xa zaxhgoYE$EHA@{D9blDlrDQ4f2^e`>>g87uZRA{EQqEv$)>`)C_NJpOWTx{VYMgdx% zYl%31-abLn<+r}**K%owR&bBTPyniL|0{BR>j$6S{}DtuN5u0$CEYUfNkwdIEL-_` zY%B(3h0TE&d?JWzak&p+^M&m~6gf_O&lp6JdhM`9jKhnovlL&BR%8M_9(kg_oD|lS zilZJD>B)JoDDrpYUwt0$s9>L5n7Q0-Z?DfUV1!&T3%jgXjeZhFrn`o`X;`^00#}s? zLV%Fpak2JI1Ehvbq`wQiI`nmHb||sZ_CYET@No$uC&iNx69Ixa1bvfWvATXU4LNy_ zByvqsXl#A6a4m^Cf}A>kj8`AYYV`)_g~^Ca-~sMD70R5H4mL<$-nIvE2%U_&kFPR! z!YtUUlKRQUwM!Gb-K}7x#JH!Wtd(`4u(K~`@i9{!e_=lDbm*6AI~EqNC>HV?L@r*Y z@SmvQIU9C}n4>0|NHkSKqgzYy4TXkzs&ELlbZ*9*rSK(>fu<R-#e|6xCw#sHRxq*X zM1R6M3#!Paw0u{7J)>*)e@Mt7018l~<tas)-@C1~t26vUil88?Bm)0Wjfqisuy{(O zDqJw<J(<9TY8+QfA+ADp$ulc;!@Rh@?p($8GD|DI2hz*`Lr-M~zTCHxZ1(lR7_(0M zfmY3vaFF~PE8JF8)UOC<SY_O~*5{0NPLEvCJf%3jQsrG#Nc8dQ`1cA-JPQ(9jq~Mb zSsC`k>T4tIMn(XMt0kufxNGZv>Yw5a5;rr@Y#e(LxqZ2>9b0kR^#`juU3!5Jmn9j2 zPGeRt*Na&~gDyF<o1(uzKc0lYU?8nWecD1L&z4aGw5MSEFooOR^Dwk!%hJ*u7ApD? z53zX-s=6X%=QoKnyPg4`24I{C$hg{hDlPE4Dex%V)Ldie5QVe;F<Xtq8cuou9TdGN z^^G!0lA$l;Vhx$#dO~yAIqR=ax{Nijaj=6|%53@G_zDb5r0HtrJ?MbV0)%|Vd`tXE z#W(R>90{{c9O))}IAb4dBT~7H7MzQ1=b(vjoJ!byPJ`X4(9d(RM#j&ukGF)YhyY%> zr~^BmI6anhqDa<A`(r1_&;sDWtF3pn2p6hmEsyVU6H9OZrNse9{26wa@U}$NK%6() zHdw!x-gz6rJ)wYuQSfkiGu}*`WfVlx0HX5p^6Y$J%n3u=OIl|j@!&09RAog)HlHgk z&;km9^4<4AsPS<CWWn!$zEZ)9YAF`1zyJb15JYqzErBMFoB~<Ex^4V|v78=;KKz0A znYUf}XVg)B^BcfcH(nmLBh<>jx~%Bs@ayT)MbaC^A+bD2NwL&#+n%pvj`pn&?I+|( z*RVJAVP&QPwdGWFj1jnD%M1`IF?Qz1O?!KFo@SSX4-jCD7A;)j3*(1&fIctsL;8Mx zBc7s%I^W3Ul6ITh?+!K-G8QMMf+_okLpFP_K<%#D$Yvzcg;&2-NFf~1OTR+0<@OT= zBTp>B?ECW^1#t)*<*7=^caJF+r$>PmGruWl0oXKB+4wAek^cPyL{@i<zR;4NDJ)FK z*u+4RzG=qH4@*uD*ITZWqISTOs~}m0KX&S81=#to(5}rd#bkv$I$Mmw1uK6wab{I< zy9yc97fIvWvsHsK2BFu@>goGcXg8>zKW;q34zUl^%G#+pC=(vZx>?4g{=Iag5yDWV zbz9E{nL>cE?#zF#AM92?F2&}<ist{^#30(pc&`Ga`9T2CbKH$7BIxD|`kX=7Hv$0K zW2_w<ve&TU)YjWPZA%#eV0fKIAz5Yd>K?ifg(QyjAdsZojW4TcaaEyL*$DybhE1MH zD<0{4xv7mC&|afITay+-*9PtPj6kk64GI*Sg>pQ6gDZk?#=qrKs9|7ab4`@P-i+U; z@+QWC4=nykv>wP423#H*p&?S2FlY>_t2<^-dcBUdH9p~vOq(zqZSoPI$6kCRb+bs0 z1`E=$q40=Q%N|k4EE(Kv_A(pu6Fa6(Xr@F=PSKBXj5P^66B(00?ts3(_6esZt7P_h zboj+O;oLn}!WsRoimO2_Ka-;PfTyb!ttPAf*WUvjVV3*=mXIidK(~iJf;-RBMw%o! zyfpMY5)KH+frqn6*(|LUA=j8(nJXnklQI5&5TQYM-5X-sGu9tsYA|I)k^rB|_PK~7 zA5woSeRjsnN}J4C{lBeGQ1a>vBBPo?%fx?1i0PRbN+_sZHuB!a=c#!H<xFnJPhv_S zH}OAzH>iX9&-?m51r#R;(?o56k^wT`BQ}Fs@9g%6gHoAHYw$5d8+({jPl5uV?u>jJ z*Qsf4eRDyC7k$MO@t5|?KMo}!3=RnJx&O--&+e<u(i{P}d-3+C>rD{V$&FT1@#|*E zRq1{PpU^bSxnoCHn)t3)elf{%xzHd88z&r3ffD`)rh?gKYU*a3u1=RLnEmNnC{gK1 z)8>@S6!Hm&sz_||-9+3^suY>^utO-WLgmL=_LjCY8tMur=D#b}f#;94Jj$=hUA1l( zBz;Fp1OWLFE^BUlj|CowI%`SShH#q|3a2_NeMja24&la3KP(0XHreSX>!Y8XZCdE> z@XJ^Fe?zc}!|GloglLENA`Z8b@7#Z)EbFFNIO%MtAxLPIn<my?HX#69<8YHQPIfzQ zYD8iUn$AL}?W`%j2E*A(#!47eqr3lK7N8DRd=FPX!(^=xB2(}TBZg$q%xJ<l#o}@f zh&<SUX+n2N1;XKAhvS1J!Wk*r&Qi+X3W^a4@ByqN6el8cj|*O2(SuMlFX%sXkU9fq z2wFhY+WhAm(6mAP`}S&5xg9iZNJn=;R$YdeMV{6%|KrYp6t7NVF91vG95iTW3V513 zMuHEcZ@lM00FZ7IN{wN56{1)1v=Gy97|NvS(owZGCu(EnKRsJ{PYkG_gl$(rVm!Q* z;WWBe7P87qD(^dQU*Ukyizd2=K>h8YyQ)zS9TKr?uHhwR9$rvvKxy8K0qL7J$rE(1 zFMW<=FU^G+q71TbdB%9Wq@Tb3B_iJ%$`PR=&I~)wU$Tgo+WRLJ4_5k32j>`6D<o7h z3mw|Ju@))zgGY_G0*YWFS@!B3_!#CR5PI2WH<QInjNjJdo}Y8P|GU^@=fX-7{Pkv$ z5{Qo9pYBMDDXT6r`_7IZizB{2b3zRCz`>5ORa+9(Q`u>$Y}~NP%`i>6bP2aT0HNnL zuWGrkC@nifgsnF-;Z2zclYk-ohDtdA)%QBN_#RUS1Yscnu-gWrwbbUiHIlKBr*<|_ z(|}Hw2+IZkYAurY&DB((#esm&lGP|o=!%P15JQ>v{UR0;eB0~uX*-DWt89BX0L>;G z-=pcH(EsOUmE&KpM=kQ7?+bKyfsU0+kkBdzik(a#`1tr>P~iwPvVa(EgAxi-T<Wb& zf7sHu_25>gpNY?9B`NUFG2yMq`Hk<pnnrO0#ckc3PafN8EEn>Wz(Bez{gkwSZ>1Rq z{(^cay1k7!gZKa)D{%;RkVLU1U%Jid(TL1bS8!8x?MRZl-OO;4`@4E|35hPz5L}d8 z20&$2!&l||S-zCBTt>9hKXIhzr@GhY-M|)PAczfs?Ju0~S%b04d59Ef_nl52sm$zw zqZC!*$jbdwS@#Q-VyX&hY$KN!ec3OZE`47GWl5Bc2eugPYpbpz+vg!wssIy7u}VvR zzFt-m%JU<-9gRkRAv)ghwwBblAVG&j+(vbKj|OV>+XVZQxh*n+_^%!k=^wg$({4y? zO#SG;FVHHGQrM1uEvnD_9;Tr=Ot+C2+>F}lg%x)+94bbHMLOyYW7*S^=7K~M@bqF{ zb-9B@e<A15vIpOQhnQE-{ty8@{?30uki{H}-^=h}#Y>s5XggtDCTswnv9=Ky?11YE zI6;92QyW>DxP1Nrislc@<U)dfC2b5T{?mdXgTF*2AYptUMrjOWDOF>fe?vmbZREZ% zv16xs$Ayh-rlGBVzj^xn4uBNWocXRu6e_x;M`EQLy~}R8PYq2KzTb@H1W+FD;(IVh z&Z1zg3zJl@%1r&1vJKmE>uXQ5S2Ax*<TuJ{lyn<R1V*mJSYcb>d%lRre(F1#kI{6$ z7VvdVxR8A57t>-3i%MdHXog~bttbh68X5|G>Cfn>rvDVm3qy~^hb|W@b~kaUof)_j znZvhvH@I)Xb>9Q~V}Py6CL^``)KTi&tO80c_uFp)G4C<-mRxT0l!Xa4(<4~E&!R8x z57{vF34Ucm6z`~dY>sh3b9Hf5{KeVfTEh1uw_$0#7aLx3w90MLBWhfV<1;KCtQ2oc zA-e7~Yd9XCykK*&bJKM?iJVb@&Z%d%*@hTf%IsuR-X|rU4fxc39y^A;`Xp_|WfxXy zc`L1G2^{ea-AF5Uu&3glwIfeB7I?%X^6B<GHg(w`!D+2H)U~A4G^GD<vjlwLRY$EO z2K=G4)!{`%Wir!=wGntT=F```Np9s+!5}0j<v+ZdrRwWq>u6YtCKtjMlQ+}sz$dF) zgcoZaaTjV+M=v}0P&mr@KcQGRZFxbesy1QWG<Q2Q86Ri$7LB4&`o70z9OwiHbQaE$ zdw#$in`^vUTj8rYIK3MWJR?q0ABj2swYihrnv&Ho?6p-{2>>YC<VqlfI!J;|?pOX+ zoIdNJIvsOXqAtS&>pXRs*fvrlIsD}zB^VS)M98P5jH%!y>8Xk+n@5v&l{dIKVhcTE zLJYztVS_}MP$inqA&juw%W%DU@<HMy(BuAv@s;LijVrcZub_aIsleP|oSCBP)#$I{ zL4~kjW`=q&mmGGC1y%@KUb33#cG}uMg?GRmMSW?U)%S?xMD*oa_ep7_#!`mGybvOK z`ScC01m~UjSxG-;e{WrmH|WM;7O_H2_jCC&sqEO|_}yI)66+r?FcfwK#2@30)*#(3 z=F1moUYK!|=V)GW&sAR1`pXWxTwwVQUUG${N-zWlrXW`@)>H><qlzl_@RZtqDj#C# z=qDkPqaY<-^zrP3Xd?E4ZJ2B(FaVw^sX9+_6_QGw$9X^)jN>`dZs^x%GnDOp5|dSK zF#geLf8(Ao(;KIo9V5@5ua2eYSm`gv`(Rv=%KkfRn^Od!2U8hkTT11^j;D@vIZ+2p zOq-XcsHD#h=jl;rGpLW6n+g6)QhmJmWTaGygnXpawUBO8WS#{}JP%20iEW-lA{%3e ze7}JpZ#ih&hO1;?i34V9tf}sdRv87hB-;PVnGNRKmIlIf^qQ*Ou>%EJWiK?)e|OZM z=yz7ZQLf+Ws@cscbyj&1@bnbsQTDAs){Pi)y1`FCkH1EsSv^kV{K?mj=jx`Qq;#X7 ztl_REE!*H7rj(x`X;tP>REA}6*j7QU`_=Mu2A%N2AC8Qqckk>*1)qO%2tUh0vBk+R zm?(N`BRRh?m4jXK`kzd8snk`EAK~(VU%^TY!xbnekK$S64qXW9ZY3$c=I12zm`?2G z^4c>L7-$j2(w`4-3qu~l`q!fy;xFbf!RxEETZpfKu5>V+!H$-^BM5P|lQ`tv=8Knc zQ!nmBb@r@6w%OC8Z#g?8)X%TbxR!P+-zu3LX*E5bYckc#L*>%)X87UtX<=6;hle2f zq51&)Ak2n+-zgG_-EPp0R^6QTzyO0h7PnHAS&u^^hO56zIfyUFn*ZEyaKy1pMq+iS zD*pEL1fx*XS*jtFEXYh_l<*O1CAzUc^wRgqgZjL3*-i|KCsCqREj}I$mXw&p-4~m) znj-SEtK`x|i!{)nzFU|~Rzsvnu;L>y5#=rj+lSQGfb1=lho^<=;-u&xGiO%=b2DH5 zgxQkriItzH%;D4*{3>98Ig8l)i2<BwFd(v!{J2z=sm<fbH7ngm;zXKs65ZtBSzROG zJmeXWDrW(vlO0a?Y)<#Quj_6DS}ytyN_5;mzPDfOV#C&HV8L`ZC<G&ECt!Fb)Mh>i zi@etU@x*@7v;Fo&#`F0W{YM9ksH0X$B!0nH;+kUNraYmn;Y0k+-;;Xup&DYd3UuTy zm$rZPj`s{#dVOt|IHByzc*$zh#OZO;U-w=2*PY`x!O-#J8;atXJH}u&`5dN0+J8d$ zVVV?1{=*G%E%OqD4RwyWyhUE3#x)2vJVmg{9YLoGi~tscX%<D5&W7%EEpGM6zK=3~ zQMS|6<2w%(zHmyoRbdK^LAZ{M{5}FR79Owwa1che#KP!HnRNT%`)iNTDp>ZS@88!! z94n3d<IvV(+0+>bz2THwgK*|k;$ixr`xa7wRU;u?uA*<0{YQEY?3JJDB}&C7dKf$O z9xli{&9QR9zG~D`m3BNPT824_k5~h@yZL(wQ?}4QxaO7?tO>Keu3&oY>s@G22Zr*; zT!fL)V%h>XX{jokPu8cWU`kP*G6y{O{{QkWNER)5TVJMY=SlO{^rctvJkh%UYHJGf z6AoS{9Ht<+PzhTy>%7K@5fZMyB-ueFoZ!o`qrqgxq#vyI%!MO>^azcuHJyv?;fN|+ zeMowvFeIHve-REtVf#H^vCR8*^VRpFxAJMI5vtZr3p*5nJIR%)N~C}vT@gKzG5aJ) znEa;`B9N!Sb<|=z554p9n9nS6d5l}i_AXQ}gE{54m~*T$C*Dh~$>-rQ%{QIX?LC{g z7Q(Q>Kqae^kzIobeu`kEKA)WMc@q?D(kU9c8z6?{%*1YQ8e7sPprWuiXh%C_T=7S} z+1pdr+Z^Xt|4-*l&75Bmp~dM%gG%qMtUpLS@ORXMCkId`y3?ie@MN(K4xSo5m*)&c z#lo84m5Pna^?W@oU%XMCEu*%`h&<d8s0Q1cSY43Xl}#8AOO0>Pj<o({FjIZ4+OGIf zZRQ5s6>O#yeTU?QqT}MT$`eK_W)Xp<8>TR7hbzX9#?J0@bm!3y^M{|3a0Lw#hD*`G zM+0=iO$@xg7<9*eSt@a<SFa>!O-8{ak5;0SP2(-Tj`8<^5n)fu351Z&Kkun$B>hZ8 z$gmoN215P)?5DJe2y_uWf2Q2(;ot^R+Z47|&>#b4X64ULxW-^}pmXHWNrYoKz3v_4 zKqY8dws8q&?jQmR;4M?)tps>V&@xgn1i@lAyb;>)!YhXl3T!ze0Px)21!>9rjI8|m z*6d{=zJpu^t(30R<7diA*+Pnzz=T|r@f=hmyda5iD!E&UR7{Yb9b!{xpn#RFQj&oY zqFOe^#RBHvSOS+C1$4obix_PG8B-t9_t=^mmi7Whfpdh6@P3W|neXW9!`HCtd%s75 z8_fo=eeNQpkZi%^oP+@?_V|S`@?TWVcnogn1?n_^Pscsom99SBFT~Xc+rR={d&3+` z53`l}8>ChFbfpJc;BCpJcJK7*+6XC+{!`@7FQPen;pVps*Na90zRyL<{7rsE9?O2A z>#b?ey+$Jzg(~zdpwbVNkt!)G$NiuODL3F@0py52ftbv&n`*zp<TkKc1sc@AjO#RK zIhex(;p)vGr1Zyl>!-X;h)Z#em$YE%+bEM;^XYF!ZoXZZ8!GAQ;5m{4UWU6jYM=Ly zBe(lchEN@2^SGuwa`^MysU%Gw*H4s{nqhwphl7EG{Feyjz0vo4(;Cqx?-Qp@Yy#}J zSe?!6PX`O}L(H5sCEwOyecI3w9=_VHUCFG^r{n32KCxfs%lH@H<6cjLl=l%Y9F?8C z2U$|PW?#WT!oZNDnO#m-)67p$kMPp7FeTH}&5Z^C?yx%z;UNvRo~PEwc){4vf0;Ou zKcP~6W5_nsvUc1QZvV^}&yOa)pC{@K_=a>A3-36}6S$P%U!U%#kNqOZt7Raiw_lw{ zx8GluC89u*&CIc?Ke1k{YX-YCO!}-GSZJ2`5^QD62D&*NvMp)td(M0R4R(;4ZCV;6 zeraQR48?-&4z=nJKm5It!N>OY_M@5`u4$Z$llf(|$kOxj?&?aFop$&t9Z940&2Zm) zM2c{gN!oN1Ps`+$%qDY7DVrhT{;g+p0f2%UU3E|#$q#0L$Zpn=r4%NRwI<;C0aQj( zB@LoE*nmz#N5??$l$Qe<E&me+R#Z6jU>VG6SLol5%aEZv?C<^e@&dumj&1ilH1es@ z!b7}a3UJ^NW=6*IYOAJXJZ%<CJjI$oB<ZhcI8G}U7bY{xN`LXb)|!>je*S2MM^&0G z_%(cI{d8fu4s1Gm>t;=B_&(9auJI87tich=AOHH;iD$#Zt@N@~fjff3#femoGUtWr z?n3Pd2R;GcOC&K1>(7VFp`FE))HmkSBtngaUdBrX$i(8!>?q>&N1KzvFu6v7<`5_# z+CdlUr!Uq3)_0doiBS(I{k;uln72^!(Ub<At%aqy5CDZFeV_XV<(DnChUJTC9FMb3 zBq>SSa`a0wDZj3tx~Cs5?WhchG-tq;&|}0sV;D1dTU^^o{Hu9%G;*r+7fm{a!sf6( z_4Ri0O#{dR@jNH?y%))G9nt=fs#uh(OLnYOuA`%;B`bm%=d$*{t4cTrA7moX`?Fdd zB~^kK@w5T|Cct@?O=-N>%)zIAfGxi^K!`TZt#fWZEr+9de^1Jl@+HBYW{PEtQ(bH1 z){{n<t*B&)<mcx_7!)&pH)5A>QMaIlv|PVYZITnvskI)LrOU!YLlgk3WT5vvJ3AYM zOD}mW+Jh4WbYqyP1j_-B#}y31o+nEnytsGw(jJ^K0IBIwKg#qQFJc8wtZi-II{$D+ z`%cOV8T*B?tx?06UtDOwiUd4u@28P^UpY2e{^@@@$PRD!eI|T8Ecr_3LaFT<@Q+$W zbMq$W^?ZNVkPM9*94vbd<niBzDigy1i5<DHa)0?LYN_jHHaDv-%02$8{!&CPR;~#2 zuLTVZrOzj5^^pWC4K_&>8yRDZbG)--+(<CzM=cbdBY?hr%XJNIbj&31|F;{f+5N#z z04>rg&LKMRj{uwJ3KJAd6Lo+L7Ajlv?lY<mMx-#1+jP;VNA~m>Sg_)|6BzEXn?;TX zBhAW*rQ-J9WDtvQXRq+?4Rd5|*&+s6;@wT`O2dr9-jN*VlxEhSqvF1Yk`~(?E?f#7 zek#MRwnT8k=J+oqyr#*o*8E+tyY!<3aRUL%Z;iK5%L@#Ru+Kkvwx4Ut6`RiKHP^^+ zDZO?P#My*db@(3TtVr&hmd+l1K1P9mMkO2-au^hk?QPn}l9K{6_spf;YIfpUXw8sT zn&~R~(2{u0^U(C38rXhFz4}&^dd+7b;tm1u@1nbfV5Tb0oXDxj<-?c^Ul~KmH#YeY zi_D+9XSRNQJ@`8{KC(TqL)1DLS6o5i98n~y4YO9f^L<;O61ATlXUrJN1{<z|f=32_ zGXyH7WoCUuz`{WLO<g6r!|M?!-36_r2cUb!!OrgS`7|(aT2mYS#0Q)z0SVuzz)%`X z`+i{tYaig$M`XnWdOAQoC>Po$Xn@rNJ>dUpqRj?4sg5?KvghZr5reE=ZZ1wq{cy0v zU$Cl(bqdP}+8Qsu<Qo0iLEVjh#H)yX&Mm!aZdiVuu(SJOqQZ(40i$krdi3}(;wkL* zdYiG!Ng*ou6@6%&sTnG!6z9Ko&`zNHVT({lm&4cf;19Z&wsEEz5zqlK@SGM|epqeK z`$Zc6)Zt>RtDz07H8HZdkLZGZSzv5KC%5ITC1so)RY3Hive5RQG$UP!2mUXc9rf|# zc{=WaLVm1rldbO>P6GA@r?p=$bqn~xnNoX|Gg(vXTyry*k_KrNd>lIo{f5sLsC|_u zfg3E!m2Zz^I>4e1Va|CdXwB{Qvb3nGMP>(YPS6Rk*8q9yIL*=0ghQaBpEK%&iepdA z-fz`Z`rqe_*%en#C=@X>j8!71{R>%JXG2!dI~>Z_Sb8jKul#c-(tf$x{=EDubo<rl z^?udyX|TcJ83B`;`dlnBqp#KJeQ=`D8rqQa*NI!00?wjO0Be3VyoEbbF6|K<O0~oB zt#P;tIC3byjd5^-zU-z}eeyC?T3Du=#5Cu@T9waZwGeBxbz`t}NH`bYGmkO9kitBv zK#w54H~T?=5C9ty(}Hu{T#D(kDiRqS`8UJ(@<Yxm!Im#aomQjGPXaPo9@`>D=gW_Q zm++f9;GGfux2V1Of&ALz!vo0Yh6Ci&KD2^``mmD?@0SI;%JPZ|#2`W=zj4lyP6N<w zga_O`zkoVj0!(CMX5H$oOxIDEAoO?KwY9Zq&o-M7cKf+GQ1>R#=-}z1ZiNUC_j_NR z?*bGWs$aXDw=nZQB1Fvs!DLTI>yZ%*O$XEti9<74_AIUS1UdxT+_}bh2;%fwG2*I| z)q$7)YEI4_2pR-zC(gc>8JSZB2p<ssc<Gkv9Iuj9n?Y>~1)`>c*LBc>r1ubru_`E+ z*G4?f8yVXkV=AS^14;<M7=4{MHSwQoJ#Brb8`%>W2j3f6YwA?Zkyy9R>cP6#8y3Q> zz_(ukG!lRuE39*XR~!oou7lChk^a`N5DJV9M@5baKTen_3p-+?bkav@{V?vKyc(y= z_FZq(R{C7=T^(1tU??^Z5YolR`jeODDYAqXq+<LrK-e;#<s*Z?<1#^Xf{{5xXm;kO z5@atg1&qm=hYNb-u`-`qkv3mtF%A{-XwzwWH5jJ$gSy+-OW*d)gI_5mP-9gIJV33w zEiO%{AU+;FBYvT{QiJrFkBcH&#gIeMN~A3$+7wI9N+Y^G$SHUZ`px52WGIiDq3!aJ z^UHrNODxga2ri$welsZlWRyYnwpml|?M|(7cGcCPwtg46Tn)p-tWr{z2IJIh4_W(e zDvqTM#*gBMMx%#O<x?N)<uLpGvKD`<#mzun_i>BWr9a!ozcoO~`q2#$sd`!L?!8$o zA0psp09v>`cy6x2ak3_SK&wn={W2z*85APC=*)wg58*$~#1e(L7%<@~R-!zm;O;kv zh1^hbDZ7YrL#iiIC~`P<*<e#RL9hHk*jiY>9UX|rBTlD`elh{BI%V`8>7*I(?3Gia z{^n|sT#QtpjZ~n3KU|vdFhN)kYq+Jtx2Gb)CtdG^1CIkmuC{FXTS?QBRfcF&U4dy7 zB*3hScFho52NAK&A}z3KExCxS?K$n$b+f_YZldyKx6q2L@fl3vqMguSgnm)08~n2S zhq29P-~aZ>c=QMn*h}jtgXaL^lTu_e#;8NS2tMrY!cgd|hKFENBdD-OG1|iX>y8uJ z-DMj~t^Om$W8dxKRo`Av@WVC;JKF2W3=u$yLIE6Z+saI1&uhSua?=((pE!T#$5v$k zh|+4j{saW|0J0t}XMYz+m`Q3ZW2gMmEx}{O_Y^Swzm%a#72vF4xBBAHU8opL>FK79 z%-_)ro)QD>?_RA=hc~xM{<geky58#fx@(^99|=&$0||<3>=EQhe}a(cWBD<n9@(Ss zMkD@I?(OkzAR;00M$jV_M}I~hc$*ksmvq%O<#RZ*e9E``yy?NeEL$`wuSrL8C@<_+ zQhHMEdhlU4dl%Hv`_|tQaHMC&zBd~xWgW<f-M=dtVEI-2ARi;E%1S&|6xE?@J{pCk zCOPW#ROX<qIdW1%*7$V9q1^V`*?xR{^tE5yPMf9mqy#lxEd`rjI3gqPE@RhlB~}vK z)P_1j6qymfPHq2z<>~CpV!L4s0iFDZG*rXd`uf;LF?POWK=!727*?Ga0LNI}_in)1 zt*^bN>4oTy+;s-Am<qG2(?#<uU!<nc$J#DBLIM#0(eP*kF#K$yB(zFLjS8&!Xl#I9 z>+tqV00~AsbsGTSoc#ZqaKedC9)}cs+4#qAXsnd|FCEY8>dYwTaRlzQ!Pil{A~)^! z^^DMP*?m<)dDZ8ZD)6p1u!l0Q+kf{cm~G}eGaRe<IOrK9Qt8{W`J+u41pxIj(kSyX zRCzTsG37HhkMIDcoVyvNp!ntXn*JM^-~#o?0(pYk(|yD-7!%3E3OE3D;ce+cPX0i4 z?3Y9bN?F7J=;JrS1Zu+Ci&3Fg#xxBzf}R^B;Ovq4W~Wc%aV1;SbFD)<8xANRu>p`; z-gFvr*$z|MBKpO2Z`^O)D>eh0CjVussD47fRkYSx+&Vjg80fCB;@!!W-~^V%^hnJ} zT;6CbO6Vt2XF*tCu*&amu!cnqG67eg!tCjA>KjfDN>mf6wOeI1BG$!%^mTArR?zdH z>mfbpK((hTBzh?_8#ZAVtv^R;U=Lom&3px9PT7ABM9z6n#M-p|e3UH$Cr&?(wDi(7 zbk2X4mF3%%vsk-1H7#E<e)3ZXlys1jc=EzDf*Kikmax!00e=2q!tlj{x;o9tT5za& z-LtT2$hl)h%wJFW3ws#W0PLISm8X~-q4O*G&Z6NO>}b|)h*?GV<<b+MI*<0-AAc)^ zN1UFjD2KBq0bp$bi+?TCG#fQ~)Xokbm^>#k+y53-WMtv1&rZWwDF9`c{(k5!;BoSN z{2X_@xM=^WUZAV)3p}!^Y!B+Ns~C&m^OIdp)Ba3O;32N&@nZDv*2-_=%%VWFHz_tk ztlCafHWS&*Cl5c^&jUy~Z_nfLiu>UCt2Z5w?x(IJn4HdSX}OMu_5>cH9=lPn#5*9c zL9;pjf4k!Z2jvjfyr>zlkdF4fq5tp++w**$`I`P@zhO;f!K473mZ*wQl%kB+vyNx4 z{D&HgUT4eOEqcZ9l;K!l&4#DGYsU6dRSI0g1G!W;C8}lwsvK)pG;xCG8*vVgn=@Hi zzaxAWWaZnOp7HHR_WyF5c)LxG!sNt<NW=lb^E%QT#BsC}6WC<mYqI+OyjAVZ*4J$i zT7HYaUlj4Q(Knab<itfAUb=A5Rb7?epi|wFxP4B%!B!Z34@FqdAFOh_XwlFtaI=e! zli54@f}>D)M3(&vZI~#x(%NAOoSL`mK$VzzWc>kKad|L0Y9YTn5`#=^I+#xlt_k!1 zyuu%ATU(z&`3^!5XmB66h<9-p&cQVNIcbJj-uakbh%L?=o3ZdAsq5AspvObWQ|Tr6 zEHw5GL-`wQmQ;g`D|Ya=_tJPURBp45WWF2wX+gLuEf{Dq^8`bfKded41n)>0w}TQ< zXL95O1=8M`VXuH5b>WK*KgkWZa7ex90|VX9#NVF{;o2g^RXe`%aZkDcXET>$rqMQG zsDL|8#?ct3B8Q5QAms;>=4y{Y+GY>WrI*9i)49g6-v->(v`BQhI>Fl<LD+I!h^c6a zcv#fjbMCuvfsb)<t&BfODW2tKuVt@Af~rFZy5`-8iNrcy*L@PXp0itG*rEnnEPYrU z=KaB}|7xv!gMG6i`mY8fztK=fVF?_lq+ha{!u$;k`LOZ>Ji7Y8ZbsKr8!SU|)<ZG- zN|Q)P%Q|aNAFD{#P(U<`B^q#XFKG5J+mqb_6AMaBL4AocMgbrF<uK`NaOgv$*E1ZZ z@Tki(nk&Fm?0B1C_d$o9N9g%Oib9}{hbzg>|78L6gV`)~2`D8H$OYd$&L}8P2lFQL zjWA?y`p-%ycUEN$)4STMt|h7ds^0CQLX#FWsSKFC9}~Pi7^*xm4-x8c7G+@VbA1Z* zJ9(y%LJT6$LLaw@fp!~5<3{#ewHHapP^o1+fK3lGvWEt;m#6Ihu+{lm`_nAUr{fc{ zfR`Vx%B32N7$$meKIc@|^PxZTKYZK$k$`Pfj{vyta^K?p#SS%^f(RTDlCVG}17y|x zWOB6XWoYEGYFZ*o(_ep>d$UOi+BlR57?J*C%3%!*^sA(Hq8pVR6_q-FyD3WV>oF^u z8>vXApUsSQpJd5R)$rC_?nd61BeTN<Bkuf?0RhlV;GoHP!_PuNnjudN&O5e(ry__M zWRtP7#pUkVWK%J*uf8ly(SNZX?yC<<vjR+?js<Q}(UZMy_vyHPw5q=(=?wJsxf?_b z%FR%T!5bO}kku$!W?(_s{=2KUUwpqMt{6x5C}jT7!u=7&f(~EPq3zsA_&!vRskP&( z%Zc%D%<yvb>k6beiCR;ba-9K0;~bg#xGm-$W8Z8gjRoGmX;A$OPymRKe6P1xu$TJD zWpDZb2u_OXVLXIN)x+LZS^E`PCW<n9!RGzE+s_jEaPmS0&n==Fy6E4dEpWg-cuTtL zl;QRR{}S6@z)aN7G4Li_r1cbhV*(Su?%q^-FA99%f8#oL9kK2M8-AeS@OPHNtc+q9 zGudE>%DY=Otd}k1mZ-{a-dXSm${%6D>z%$+S((m}WTEWtUlD@r>=+dB@Jcv;0$+PT zwgGeVZA0AA;hq>$DvNFNNjfSE|L#xQQVI>frEf^d?EO|her9@(GGM-5>!zNDSd-wu z?=-5s2MQboUfoSJD?ayop_K$F#`y^2dojs&l{fgkWIvL%zs3a~?h!}yblGV!KktRF zu(g*n%&oZi0}*m5jnuTlxW%ew=~HNTx_yo>XIo>Z-e|m}y$A7SK*8`o#n!Vn<v`C_ z+y>fBd=)V(G!L`|VG9$fKTnA~{+p>rHBW$K(#J$1id@3)yG#aC9y1Hu^VO~Sl{$n8 zxOoSuW_;2Sr9XN$O`P$*4L2R)Ir-!CtWEbP>(7e;^wyYS5(+|y<+nffd4<RAS$G90 z!w=(DejK7zHF6Yvujn!BFN)<E@2}sy2PRR7gb2=%{Jo9B*oxyqwU~|W{-zoXzo()R zykesn=4K6Fby|=k%x_D4m)001E2)7r>;8Hh_<9Q-%rE`PD6Y=q0{sRP;l^KLHvwSm zGQ7FpJ790$Mpw%?M%g579@XTZsvEYbE%X`#AX$D6YNQBf>ECo?WV9Qe`f{g;J~+f8 zyqm9`Lzd-n<s!N9DPKHo$HL9-KB~99`T0<!_4u~(^StK!6vAP<#-ksuqkO*hGfoCM z#ju9o%CxF#W#(d|kFopoZ`%WXFbje<7|!%9lU1lA%~J>vL-IQX35{Q)wmw1-fPjm2 zNdMb(MdB{=gf#eypYL8>4_l*Qql)6+nuLm3dILzvl)%tdZDqi1eHyp@>qQLN=pHw# zbqw;P2Ac#@>I`GXV_EfaBa~L-oIHlVKOdpn!~d^YEj5iMLyowob<T-N^n~iRQvr`8 zsgc{sucB-hSPC~K1r4ba>)E|xO5xDhA8^2F<4$$fqmO5Ur+B^R9jQ*8-^)l&n@i?$ zkph2@C*Jap{la{9FrfdM?U{WGzGaYm^R@N$b3VngIMLINJ@{7jiM-{43rKZd^bdpq z@RSjdHG=r?BH_+a(_bD%L_CiL#<Bu%btid*-XrU)rF>|=S~?aG2zV_j(lK%JnzMIM z2;7vPWx&ZXR%<(InK9sX-FGf+XHTpe{wjzeA6&IsW4K-WmjWK6VLFs8cinHttSXlc z?w`W!IVOGQ8S$rH%RQ_SL8-~((RYx14UK)4PhT3OcoQLClz$!LeCc-A{2(?AnIolu z@(aU=!p32hn14NnqnRzDkVTSxYS;H2lo5Wk|1=O}|Aijr{QEDs0_~Q~mIsYtH*kCI ziI){>cGypX00Gam_gnT2%c&!lFyy3hfm>8$x(yD?1NM@tQ0#P%@D1;k0p_Cmp`S=k zu)*X=;ua2pW0zRs-43C$3Dd-JRq;JT`OGxBIQIQP>n)xjOAw>uo1x!o3SrwTiDMM~ zQ(pbZSwbg7nYA&OVHCT=pGJnmU|62)e%2F}xDNuRC`pN!<^e42I}7xr3e%4aG*E?~ zbXn=!cM2(YyGHY--#}F1$C#=m00^Q-5Fvvg7)KC7x`yk<Ke92eT2$c1g{3mv;`i~R zM*k*vgza-ji-Ftye>7bMP*e@OKBS9uDBU34ARW>n64H%ycc)0Fq%;E3NOvRMNJuQ* z-3<%(eE-bd*%@Y-VRkrs;(edI55(|9_l!m~KByHDhZH1j@<n5k?YWM<3jE#+*A?37 zz(D*?wMRCF9cr2a*A|$FE+M*fsnzik-zjq2!lk6`G8NfhJfEIg$0e{QcP7w8%9qVj z{Ou&j&dXG+))ND%!d*UX6E}w)P)4laVJ)dqKDVS;y(Ki!Pe%nJzH>j*4wz&r_vtM# z%yZ|3PYW?ne|V3IfodW~=tzKW*dr7dlE$LGc~_@NE*};lDZcvLZ$bVz5{hpypE<U* z+wiYa^zzqjr%5}bdV#`kx!lep-HJ-+%HU$fEA7*ynsR%Nz-GB-)obn2mg3L({j%1` zPs}E}D+YjAg3y7!3i9XG=Au?AMYJUF?pQ`e(FO6_55?4TTp<kb+}dx?YIlp6UrbEV zciL}G0E1R#-@1-45yaYi)%r<Q_qz`M$Xdzc0GUJ}r>fI--(U*QrYwpi0JDBP8Ut{W z+G3An6z_Jt2%Tp4M}8-kd&C*&bsf(ryd&81s^f9`(QskWUTZwFVW&~Q&3}Kxt6S!= z#?si&)mWmA$~sEe3jwZIf(pp=KR_{j33z!JBVS4zvoT7B3*5c)F!Wy;5PkXtDAO9$ zRqd;exyFT9&x4Jr_d`nlHUIgBy9he>6&<|6l6L$E5|UQD;8w1Fk^w?48WAmrFzm1A zpXbd~5nayzi}6>du!-PE8QJ#C&RJ}<n?Qp{Q`aFII>3D^d_KxF%1rI{LRpZMh72(4 zw<xR6%4!J=?qGW3w58Bk1y!S@9P%175K^{FQ9JOxDiJTG>iosOl7ObT{@z8uQH^n^ z#@CXiE1r*RpUDc6D=B+GJP6nIz0T8!L=_&8O-i%FAdPWEyMiCP$yG)}g!7F{j_R5( z5_Q!swLdyb`bj6zDXU(zcIy-`T=S)%YhBBgan2ynnBc?NV6HGFKR$pMix3Etk$?xP z6algL-YO_O3cMt4`FF3I1;roPttY_^TX^FtlZk6?+(c3km3~`u7R)f`mSs(Dy_|=w zE?P>IrMyrr6Fn&)A&^Pr>1~wM^tt@|bq<XJ>WMOS?a7Z5t`QVNrGrYlzoNH7DzYgk zgv7R-{G4T%RFdz~Nc=snZCW2(hY8@<yhe>j30l{lY9~Zb%YSmAPQ`l)skJX+6+tdS zvk*dRBp9Mf{^V-E$yTauImZ1*p!s85j@*MQiD*FdzZ+*RqICszy_gX_no>Md)t?<~ z9d}6F`5>gu%|^3aw{>GO20M`PJbfR-(p-}NnQPsK<aMs?sS$$%A3%Ykg^ff;9sFG> zd|L&2&FiuA7`2mrzrXqM$nmEs9EJK097Xw=*?@~s0-NAa6?Y-}1i;->t!Mb=KIB@R zVb}fkn^N0LZ6n|K_m2`XnyXyI1}z7Xs1@xGcG*h$IY$R`0yWz_m!C@p>vp2dptX92 zMDYsFD-UiK*&Pqf_zfqAM@n;jbL9q8Q?6ozif_E;JZf9~X3+1zLem$JR)M@7n)|Km zF~&1Dn#N@@%JR8H?F?)RL06cLqp9NWSwE}d;0n<<XKUGpCz2RmN6<8U8m-lR`tp{9 zSdx&yI25B-^ztf^ID?72m=<N}$u&t?kxQl|F|(uYL&+p)klUO4*smpt%@>`A{RT|= zB#<IxMnFTCB&2exV$m24GNJx}tYTg<c12k&k-aN&^Q>UsbfT|*ygMpJ9|EJaig$G6 z9{l=pnNKR*1_7G&s_X3;$x@sk&I0r%`pp-ExA?r$y9G?&jrcHV!+=2MPxLDYaDzCS z4aN38)*+^r;KBA^ex!sLOHD_R%aK=awAHXdvv}d{M$QI3Um-Urarf|$2Iv~9B=;T= zo<)4GYoh!oQfyUd!{;x#LmR(|ZQiAqlNM{yB*JbP&OkSzFk600R2!cTCpyA+ne+zg z?xB(&O#P@3z=aG(by{QzgvJPKGlRhny(0;7Ldd}MZ*RqNq5+ENZky$hw)HcDIjLWN zt-|yq;pU2(YqA&?CXUI3Oq_Zo84D&}`-+psK}h-~@(}4slV3$@ESw9;<5Gg<ZG+Tx zMokTemn0%?#(ri@7|2&wyCQe@<a`xjRC0Kc0K9p|$B|X1TM3Iw!Sy;GCSQ4;X)fE- z=H+iTyG4chxme5>BwO()3>OczbFt0sT`rDj(KsOSwhIa{5dg4c^grwD!K}%T2n>P> zg4N|^;X<C3<z@7IrhY|m9E;k-#mJTLQ>UxYy8F!*uw}E_>c{>W@`nRU9KYj!^tR)a zbhfO`Q7tq%Zyi36`3y7)rzaCoTc?EO?Tyfy>oQMAC1KGs&cCZ2?vdHtN=E&}?{uDb zKZai+>UN)34U?(Gh~EVQmESp5*&n}-#^!PR6-r4!8!lRU!G8`%@fKBK7UkeAKP$~8 z$)BFWd_6M<44_Hmn}l?q6ISSOyxPyFCVQ_+SJN<GEeIbNxxg+>U_(wHBI$4M=St-S z_r};F=U)~tU-V)AMK`}0#Pn;TiF~)K>j-ov-Vb(B$f%D1e1}9RWZ*9Ix0`w)^&pwd z6v4;g^Y-t|$;2hf$;AW+fsZDv#DqPx1|i1M?40{aGY{CaL!p6DHbTwoB=*m*Rs(uk zaL2utBc@N4*ay;^dKIb)4yV&Z@urPccOSa?qv43JKdA>?J4!I$Va8Z{JQZ5(xE>u$ zJDcgQIZAvaoaV##TEhCwm9Ea6Ip_VFNw>(rV4Hr$HEiPn@diH_b&bP5nkg;e*z;GX zWuy?@>r@0uLKokS2k!ajQCf84H1b`#kN2-uU~9OA+dm!Aq(Z+K!^`n&3_d;Q(kbcI z1`RZ^GRq0ECT0D&HJi{|B;coc_6kCqT~0gerJGNfw90C=l5T$nGhbep-`3mA`9ELg zh<?F(1XH5E;p;Zo@*mfIL-oD7y~Tfx1ZXwbF1Wg<wV#pPV48gIJTK=t{8#S#(5&cl zb4`O=o%l(w&2&ApqMSo9x5fk=N)2E=6*v5Q@Mu3)?7Uw#v@CqZKuM!ugtOE7kvtMr z3xwSw-$YHJmoQC;9+xNnh`w#FO)RFm30!ZIeA~p&at(T&3tLZLP{*#&kfsiiuxPu$ zKzLf^VT3NLqD-xBdX${W*dt{>!C?Yvda8(+2+B9Jgi)}xEBd}dpU<Z9|Dt?2Ma-z; z@=J>$zLT%|yDpv*_K7Mw^Bb%3c=!=sbvr)k!-%AdMc$GB`|*_mJAvR^&GGRbQ-yU| zURw#3V-)eG)U+M>q;v<lX2BdwMI>FjbPQp>c^BrJIhMCki7fC|+W!y_do{kBs<m7` z<~;TO2>AO~n85T0T-UvW)+3C~Ku|BlQ$RTf3;@Ngi0A_Vf|8FYV}vFf?JR=7EHO#Z z=PZKZoZ@NFVjlUwXeibGGEFoJ9R+N|-~pMi!fzch!iQDIpQ=(WxX&Rr<m}i%u4-f! zR;1LjQrjIt3-PliZIzH|Z`1#kN4a+7QXzsIOa7<|#%6!2j=RwEg<eh*H69#aG{npp zPEdM?!-xc)*x_|sn;S3CW$A`S!+>VwV6l28Xsk^ELP)Jvr)w7v49HVZ3^*X?(+m+N zv+z#qXEItWaksD`+-yk2A$aG=0;)`h5{MnzoTxahK$Q&$WB=F9n+Oi!E4LlDKlRB1 zp3c|$!1f7|Eb#GBI%rdPh%2x|qorPOx#HOsvW`6*7-CjUS@@GN^}Hk;Cjm))>mIgY z{pH$i`P{#8CWj2{Pmjs)e&9siZFIdxYuQmgyQ!hIJDd<H$Q5b!9crUR-8Gd@*-lU& zNiSWl&KEb)TmJW%UeG}84R+9k@71s==S`I0i>3B^fPKOYVfpI?s|&M{>vd^?L%>Md z8(&YH;hKlyBC<FOwOW?&EX<jUcjD~+h54$SoYz<$%NGVq8P^O^A-$=b!y+;ewRp^v z&ttBJhpaR`Q%PA3xWD|wOrrbL&cov&=ie=x{WUAvelf6WYJ-d-jj|#3efqV5NyBHZ zwXnDD;ON#==kOC<(5ZbXQrSK9-?;|J<*(!fc=cRnw6;7@Q+izwhZJR2v8(115is5n zP!1IJF#g%Zo#}n8kjUpP^P|g<>%+R)FvaIH<SUhh<c?8Z`44x*kUwfkU+EyH`CY1} zKzEyKa2_)q$rlu*4?|u8rXR!D!|DHElLvnt)&1-0@-|C!*0)WJ$onJQR+<ce#lNL0 z&p^E0CWe&~QpM~Ud>^bT&GAPlOfP50RnRpRN^@r=u_`qC7*0X9_FX_d2|kb}CVjpS zue(lo>>X=QE<*uDzbBl@z&YfjZK|UXPMzSkA@5l05$K;m>+Py&zgdh}CHkS~JapUn z0`nCKnA7*r2W1~Ur?*#ELT6nFKow}DDp2_G$>oQ(yq_9Mf&yJlxrKm#l|piYB_hV> zeg-O0+xMe^)`iR$+cozgZ2k@|Yl6^;jga4`KDS6CKgM%b|8ZZmpyxqLv(f_UK;Qaj zy<?_yscE@jn%G?t&#^u*)#T(xpY+?ppG!77pS{26*>>ROb%qZv+S{i>0V<#STwS=Q zmlrgJ_Qn#nF_K0f!a2GAtaX!&I>S6I#Zi|V4iUsSnU#tPm&>yFb0(V@rIUN!6D{SY z?{_T5msxjHAhZ9}2Iz(0<V>Q!GorL?-{6l~kKmpWG}87|93mdR3ZkGfscnt4h#^wu zS~HfP>cCYi`OW<6$jHGmg*<ObG^^IW>7j+{qB=sDD>mFJU1fn)r(^qmIKEDu;G5W^ zhk?mOI59aj-fJZJeaUe*kBYY6jeDN2ii)io9K7pj2`f+)s<qzGy&`KsP$WVgHDg8o zRr+dpP-^yDPW%T&X3(g_L4qNXypT-@Rydje3o-4mY)R+Jr51e`ySdlGI#QEIf?L0x zk?@N;AFN6?har8HfFFQETZp``K>%E)s<mvR$K%kL!X>FbpDD8kB1Pc?LKvYKs+RMG z=HRqLmsMqXwL?#XA~ntOsORDxSwv0hgv?!L`xticojh2nc>jUmgRaT)-`9Em`vpIO z@RdYiSN$=>0}B_!OqC>LvlCz|`F~a&ut^>aA$)XhUV6AbG}HbM?gkBZHqZw8Nb-lt zFpNdN*R7+fI){H+U&+&sppuu+<L7>C)QeVDSa#yE`Xsfb8*mOC)AgYK5Tu3UBy=e} ziQ2l@niF947_yti?`$$rBx1~=F7%~fXkp|cMY7QJFlE4)L>&<b51#$3WPkzSKTi|p zyv(bE53q;m{sgzwUHtcwOf^KK1kgqO`5%Ab01z0=9tc<6!9KuV%;MrqZ~rMG@FCw@ zK$ax3B+tC1@R0nMf(59_j=s>#s5r$=fyhm#@u6F5bUR9t$;56+MwRAmCj_mV%4-Pd z{C-uu{SYfdlb!KXLHupCefNip#94rHjsGLZ>*2=;A(3$!H=8FDPQmC3A}+bl!E8GI ze;rM~60Zu(GXGHiho@-~buIFNpzB|SFFTzwtq2VYP8^4H66aiz*#H-5fMKC2pS;Oa zD*L;**I!S~gK|qr`bne<U7o^8#}#A*YQ2Y?)g#DP135@n&t<jVmh!qd3p+1bmF+a} zxVheZXuwZmr$B7zCSk(SScTnOVk{cq@UwqtEEI9knIRyaWFB*U<J6Wj0bGRk5O5Fl z=BL6hudb4}{TJWSzj`sHz()Fhjidj+E_X%V<vN?WivNn-`H;x~Q|)Ka09kMO_d|Ak z$q}alirmwZnx~=kM9PutM?#Utki1x6<2;v^XIQJyR0SE8m?~KnDk6;)D0DxA8pt8f z1OEpI<Re3jKzA2@+C|TKoL4^xx6IGmhZj@WXmU0t31&S1T{7A6q1}=%c6UJC>Q|$9 zN<qW@Z`x_vBwF#Qnw^rvT(lm7qd`8Y3`a<x_!n6m=}%fhId2sQoQGmN@~E7+*cG&= z@O(Oi6WIh+GdJ0XcOqZh4qu+_dPe&4vcqLoJpU~oia2UB66Pnp8O8vZts=?K1qX5~ zE#bu^vE%rvr~-?rOx>n**~@MTUTX+q_>r*pBXfnw^8Jd9?cBr;h3Vk%SkI&~56mLe zOG||h>4~quemivFuD?}vu5SiqN@JZ^-)4E^i9`PR=!oTHWRFC;B%CTHTy210h>9*M zlRD9MXgsMr3${45FZ^vFw^j79Cr7x->(OBK7OW<{Tp3xdG2eb-tmi=z630%@Oh{AG zqF_@S^B=>))=tfc1PQ&g1fEZ}Rhx;v3(^3SF7E8(a;%bP?Bj5N|5Xb4^TYj*#;?3; z4!+$>J8a8mUmvczJuKM=oS#Z2GI1!a>=~!xXJ093_^IvmM-mxzU6{?eM^LS$?EU>% zP56F|PJ#LD;|_1<{a$_?s4NdS+~0R1p-Yzkt>1bBhAG)wS{Bc+)+W7SiSS)u&^|Hx z8y#}@>iG`Dx$h+2Ya#|dxNdx#Ydg-noM26@kg?Qz^W(jyXXYsJ_(=z)G2<|SSvdo? z{HSbSd635Q)a_}@^@$9GQdR@u&<_$FPv6?GFe_N)`d7L6Yt1nTHHAMdF^0V+*MA-Q znLCrBq~AGWI~_g@3Bx2B+_ZAoks&`ROTkNmk(0n3FDp+G5u+&oA~#JBK5km2z|>2s zXJIKhXUF+gvN(?Mx7+%Oo|kg1{QXmy$TQDxHRRwx{MS17&!W%A=S2p0`z*YYICA0( zAo=L+y}f#AM%*udMwUo1(PqRqZRO+}H1IkE!Aj42;c191;I=g^n;i^VsB=|;(mh{a z%w^SZ-X+D%mr2JEB^H=>%@KT)a+@lHfy2$$yf>I~uVxQulHMrJRS5@ArhAnTGAVI# z;h|Y*c7|e=#xaCN)g~ZTh*VtR|JL`@kx+{WV-&S%d+eqYIcp}@x|!U(N&bC|DfDy| zljA$_YSqQK51P&_k_&1Da?kwx-=#{5F%Va@y8D9DunN6kI`|a(EqS*F4d$3+(d5!c zuBsBzX?Mc}&U}%9eb?pRjZaY2O54>MySUx^DEv|W!z)}b`)DZFU{a1b!8(cyj@0z* z$D&G0sW+6&sINY;B8*U{@3)A=Bic*lJG)Z9J#9IxU^pFdT0+9tbL>XKS9ANZ0O_~f z&g@MYZ?pHwx!;J(S-9f_#DgG#$hCcyzPp-AFMcCMqF#0arR8ZkrFSu>-ja>&@uwg4 zL~RAOq8|2t_<GNEtWdVXCjY#Sh6l)l-*M1uSD3dD<R<PG#A@pH6&=mS>N#`+K(ts_ zD*Sht(@{@GpIQlRE+ds;yiNDjUf_vI^nr<qAQnPiBo>X6?IA-2_(@_to6dhSB^R8d z3Lm!}V5&^XD)f<gC}ITkCI!AKOv_JMQ2Xbp0h7|EFGM`r@V0SA!SC*#`Us4JkF5V) zpjls|;}_BI_s^1dl;oF@V@c<YLKZs8HhXd&b~*zN+D}_dg#k|yxWG+j|Jwgn3isVn zq8hK`SE2z%(>BLu)7jIDuKRt5n#@^YfM@ikadQoW0g1GoQ}wD*%eJ}v+X+hTHNI#D zgbBI^rNFO)F5t3%KsD`5N&f9<j|E<gQ-~&Cp225roi2N&sicT^dP?u*flI07?x~hT z8a@n{lEcv5{R&)SO3(i2SUBt;<h1rV3*jlEy+No|>{M&oZ*9zRpQ@Q<!q;eM9-6Au z?y)g!kV!@<2bb>xv<=+JhBPUoV2wJOhFdG7p7A8+uM#y~E+pn4(XPXq8%-I!LnEQC z@5Mwk9_52fsXX+>aaeBT6aPLWWH?A`z^Y{hOI#sigOt!unKvp_ms==ahD17vBd$s; zPn0m_->8!AHcr88DV)J3{U4LICXQ#Q%zKgAbF($COj|?)065c2A@|)V!Cwiu7uEN4 zrtRy;bS$nHp}wZ=yvg_RI6joBiTvW`S``L*OWSh|(Scr*3S5*j7MA^*?R`-1mDIDh z<yB(p`7RH^oGflKM(~w<%7_bJ;p<XQir8hka@$rjXi+qrm`h&5f_pn{99*xu6Um`4 zMMY%c=JnfXGnRAfT_>a9w=)9`NBavczezpe`VKIBvC2$ho4rO@)8a$WtM^;$u*6+C zL-+~RG?!JjoPNTuJ*aJ+v-!gYVk`V<%ILG<M=1gGjB@t7_Lt`|uiZ?dIGK-guL7@} zc*Dw7Ow5Z3&uYJcQM&gRhaDCB5^sv%+t~%&O%SsN?B1VtJc$D!z6QN~%hTICjI!kj zVJXG5X_))L%N&;!A$pPTg&r>zQ@yDK={=YI)aZo~CJFMpE$8tQ{uY-u$K6GOi>+h< z2Yrv=aqR54F0rJ+OF<lSt)+#YNAzl{Uc+J^$s29)LpJG!@H`^LRe+y5Cl#y0{;uer zJ?HN|b^r=0)Rtqy23~B04qG2!5-WrM??4)yN!?G8yfjtAzuY7f)YK`6*fiqK3aat% zG%k#+wJKhovZEE~!#HwhE(Rq(h3(@2#X0WEfcT^iereRO@O_PWOGSXu`x4ow;S@;| zJ*2=i)&^~pLPw!5&CguKhG4ph90s&n7K;+cqHi=5y;2Y6<I*hr|5|{5Tm!IJxlP;_ zpPzLeRj!kd!XY&>auRC455#Xz$(A92#Ctiu;VUW-(so4ig!BE8%wu%45%mu<B^2>p zg7JMYe}t3d9}6C|wUC>SL(XPj6{IjfHEr_aValmUjqWvU#{V?ek{U-hDYwK9rl28R zV2H*FHqA9{L6CCs_p8G>CeP(xZ6Gj_CGeZVrubmmz@W-o7(U%8Yxb21y3(DjjDe6F z&7pBj1^GQxWxm5REhm#akmC(D`;}wd%w0;<ytba_yh3NQ^_u1{(q=_r&9J`eb%y<3 zmV#aqR&~`67|;Ac`5LPqLo@&fBGYe`Cx<l+UKAC1mH9$v=qY+h5>qZbRxi(n%2G1x ztkaGYg%JwIZSTPoJ+#`iqUfV|vN+XhHUkGd0RlxZwzXU^*kA->@KhU2CPk)*()+my zi_!IOzpr<vk;nQiAv7TbTENRHkDqriPulKL$>9+r2Y=YHRSGIbM5YxY^>}UcWdXoN z@n^!BtCc#x9P<|3w0gA&J7Fnt?T>HrBQ2YIUHwLcgZ}P$|2p!74}%_*R>X+*;Bmvk zI(^Ry##+&OKJgT;IzJ!cv!>$u;^EvQU8^g3El(wT2;rn4YH!rg>T;1vsr9oRoBQ;- z`>Ag+y%EWW=$YsV%YJO4EJgh16SJ8*uGidYd9qK27>H0d2^Rzbgb|vD8;a9TE|0%8 z$Y2Fho#nC9upQjZILR4ykM57>g))j{d%wB}bTUf(=?G76W*(7z(OpC`(0-kFed_&q z-<@NF|0^T*K>s_F;0mM!HNLW{eI}6?1nah%)ztVi-$Zc8%WQwmQ*US&Unr5K3EJe! z;gn0Y)E7@1pasS*V%w}}!==;!z*)9UfD)KgB}W~4lj<`UvR!kWb`r1f6$spZ0F;lv z4>j+ft#l{sKeTM4n@0um^U;Sz;Q~fR>^V&QK-DjPgYzw-xXI)8zH!^M7z`zf;A561 zCnVmng!BO(>u9C1z#OEfn{|r|Dbf;bJVoSF3LbcZ+NU*>IANES1v=be`IIu<71ZNz zWxEABiOESV+x$xe>Kx)d*Zy=Db*TmO*_gnGc#obsGT0#)wyxG_XsWd#W^0779QS<P zOf2H%CaVtbP_eDfTv^^}*-^(E6_hF_aBz+*6vLNoLq3TWTCBrz-sV&#JY~quADtH& zjz#n5OQETSTPujBu_AY0T1hv4?XKCmbJ7sskJxR{yXa=KDadUin6EjUh;w*4^I^L` ztN*dcO2`nPMavBarZHn|N=k|YI1~ILLqC=!wFH(j2kDqKYv7Eu74m|(=+bsUVHXGk z<4$|t-RU`(b3|`Hd|-&Q<VFL;d<mMjWPO3+$}+9r4gh`nNq-hBm{Wb@KMXzDJ!k66 z0*`)xi~|Q@{KhPHodRwCGK~Kx9y>B3y~Zo+U@Lyd<7)@L>*F8oUgMdC>oFETy%+AT zwnqMi*I7tyfs^P(^w9wmycm^l@U>~QGAA>-rH0|(;_q<ekZdK_X!Hi5I(pl_bCl!3 z11%KZe{<KEJ6-SNg|@nl8@h!oKIm=+H4NjKID9H5)z)uptD=cMtVIGeYL<+CL~{G_ zv5VWh{l$B<$42mp8K<H4K3C9;U;_c58xbiOi%{<KdkEbWT@}%45RO)s#Kw!qoIw{B zx0{=@>$Jok;rbKlycB})?=Eb!DP4&i9M6`K01DDJGE@LuX#pTig^H#ij}zg_TBbq^ z){;KJ^eEf_0R&oK`E5|EkkN8Rv*XZC+zPfJhc;$@BwF;eEPTA^U^Y4Wh5Hr(NX<8q zR3rudWi}CD9i7Z^7UW~43KeSuKjkGDB_jt1)Z#hbYt?~Y-mxRl|I@S?Azg~zMj<4Q z3u#An!FRXQUy+HB9<T5Ecat$jWD&v7m*?%%>;NYP*&Pe93_5yhJoP)H3l02uzUbkG zA506uu}&)K6|0qL!PQ>-vSt>}5X$Tx_&D0HsL$t#mF9*f4Pp#Fzgy1&bbY?b2iyEB z2h)?I#BPaYlf)P>0SB*5hGgp*>Z_2O58~Q-Z$4w+Px5(@ZK|oomQooX^$Ba|s7bl6 zv+R~5^=mN%Q0!*Ic~(%I@%kQ>CZ<d{M26`kuCJ~BZAbMLAF@0~5w}9ZjI#F%-HZ~- zmPJmZaiof~i&Oh$tL1pJ5KP|wm0Q3Nc4pOcUel7rBzW4sqZ*7gf(df`)6UFu6Bpkg zxek8oIdt@b9+C%C&Wuz(!Ea-^x0#akbE;g`<U-4`9mzENXk%0`@)MN|;LxO37)ISv zwRiYWdXp70a1IWd-8KVeO`ZH6mQKKxhJk7>NqLh}4u=ne8iQJUZG*Ce9~@zK?_6Cx z#;<K^n0d^3>-qmN1Ly_m<X_0(Ak<`;rGs=mRA#m|n*Q%vJ%q56bk42Lszfsf*%1Jh zH8=|P#Gv-ViJc0eT;{h4tgUP1g`s%0iYdn?h2x`~Bbe;@cqnC>9h*4`#%Ub$OKCYt zfr?V>B$$9?b}jR6NleB`(``IDu|ds<0AN`NO=QDNDGyr5L+34nE_>x$HYHX6Gxb#0 z4I!VE!5?$&d>#=syChQm172@!07={oB(eZl``1d&pqStL&^z>l6!?DY^V$<*ZU8S^ zqVVwcZFHtRaqOvQue03H#Y2>NgX!mCkdx7DcxUm`hbLA+FUNMCr^=!V5l~ULjV{wP zxC-Sd`@ueu`)#?Leem@+*Pj{pD;eW@e)|~{#cHjsk33Ln%80nqO%|I0b(J?>BiB$& zxr9oH;nRF8v8t2#0r&@RxWI4D8SLY}KJ9chP!K4L+%E>1nV<j}Dfbm;nE1lNQrhF? z&dIlOyt$%)g{j&yrF;|qyLSqINqC+~;@3V9O4@zI)n3C2<Xvw;_%N1K$~fN~Y<Dnd zH;?UkvkqEZpPwv5zki}lHQ~(fB`K?C@Vf<f<tg4AgKlZfvER6S<+}DAM^)8oB!pE# z>w67!=S!sxghV$crFCum=U;7BQo?1@N~XVN!#w2K*uDF<9r$;*kiglW$=}2FWH>Fh zQr?$Q;O6&$aZ)5>=^&JKK{bPJE_HiGe9r>z_kT4sp%~7de9Do8v;d#ec3!-0sA;Y( zNP7)w(oY|e$4JV;1JG+qn(+)M9!81Tw0JKnP9p&L{%CfmDF=TEdAuCPN#>hLOHk(~ zi62mr0s_hX4nG?<-3K%r9|3b1?=5ZYn)X*kQ|0@CE?2(k>(<MDG>ha{(?2cVcRXdi zwAdIq?%mU!J+-p>O@o<#xUtf9Kjzu%x`MDEBo~mfI8sf{TJ2^34nN1+Y_dR!jW4Fj zaIWq*W^NhE8po!%1D9|{TZ}nf>xE6FX%+T9p_}B~n$i%0Zv~3g@_pmD@(6Y`@`PsP zR2m;*ObCbPQGGb2dg47<Nt2^!VJSH;>&Yywkvh%w{L6DWbSZFv(1gD8x!3B$(=6_o zO14-l=>n%XdwhD<d6nh1oQ$;L6hURvfxFG;gS5v^SP9$e!&**`i8&#lIyAp4>fP7M zrtQ$I9ygf{F@vs7rE%$z!v&jtc*{>_f-DB9*IRWRjP2Mk8WJ%3pp%|`$R94d`_4BU zA;(in99-(esaRWGgI?DZZX$?XTYDW~c>SKZpx?xLJ=DhRNRY2EAqs1otMsz7u#lNB zGLcwjpkvl+t?H;b2DKb{Jk|BB$_>KM%lt@!OnZPLNe6>rp+YIO*QJQ{<AiDVd%3kw zhWxiHx-Xag4zPpf&d%YFn826nK~Ph*FgDkjRT=bLZQkOCl-N_u%KS=mYy76daQS}n zW;qMeT_a_8+IsP)4|SI!&{Wd>wX{RG);v~B%prQY%BEJKdDjGdN=}oly{?Ol1>4qx z7&^kAwbW5&g*?aEZ3nVuT6hSPc*hZ%<qkLc-G`pbD;zTbLT`o>_kt}gpuX`<fWAS& zG`@3ZdH3bc;&%EY+v|Zq{BD<275M&&<_#910bSN}NKDBWsi%hze6FUQTIWGtEFRBS z3QD$~UeH*-4y6=Ud)=3Z`ak}{m*G@86|;uy7W0Alo^57_C&ZmsCi3*E;uP|0&Dq)= zmmM;vZKo>g$>V|+%V8@4Rzh#L*>SvB4I6|vqTVF$iM9~L-fm>0<ua2jVc14D5y)+D zNQ2kIo`!&G-^Hm(=ohNs4N8X6$OiC^gEfpLE+kzuxa$g~uA_p>jQ-%zJwFpqOo;r4 zk{go>m!sNxRCV!{{Cy4eMUzNj+top=($bk<yKU^!TJ-d%r#TxoJ8L^`;RcsUOSyr2 z`T4W^noZo&@TIdq>Bc&ut*~w|s{3Gnr0)G(=X!MF^L=TQx;i{SW+Jy`JI6+#?qtel zY2&;0kInpIv0+(%U721#XCp3+a-7c9MRVNMPj2miYO0vPpR5eT5Vb!wqJ~~Bopf{k zc>l@b&DEqI`t-v+X@KXK9;P0;ZJ4GZo@yvb)7OAX)sc#8<J?RS?jFT~q<F)9zHIsn zY8ig$^|$$$mIK7^hbfH(6BJ1yZzwAwsq3YF6?^|<82O~%&X*5OKXy1}s!01$VSA_| zrT35IbU1})1pP}*&`#LE_Cu=kM&_0ZLt}@f{d9o;dQU;Z%5+AA^q=3qug4-BdCEP2 zy&<q%ruY)*syy|%Y88D(Up{5AUWHx`zQAD9bNWu(g5y1qyhvsCrR=uzIQHMao!V5n z*5cfJ#fASoU-ln%1dLR^w_6r&Bh$_K^wc?_FX#|#@JUQr?o&?aqV)=me!7hp-ddM; z(Dt8{3UL=zMY7Y{OIpSAUFa(pvm%aM-?h>xx8=6OfR~T*A#0ywcULaQFJHjp4lxM< zi4cVhM(TH<B#D4DCXT~<Q`-gvfzu^;Q@k*8b0Pg{G|Z@-&AXKH^pQpJMCJ|rG@Ya8 z;hTyhejx6WbN^W8@w6pMbeLFWXuapDD!jC)e+G#u-AKp9e|Zfslg^wuI_aAq09D?7 zc_6FHyeRBNT_HbP)<BSieF5R0kqW|ArS&&0@IYSs%;@O(@HGmAC1>KN?Jxl>cno7? zF$UV`ddw8Hh@2mh(n*`UzvdukD0bxZlwu{}8!ap7ys$=t_bT+Ee>l2Qo8L2;^FH}q zf)NYCPTPMdzL~5VS*e&HsZFCn5dzoi|7CZKK32XQC}Uyux8Ay*u1v$ua&lmOanJ1~ z9T)%&8I(22uF^Z+a^IBMPX}bljP^vN=NI+aNe$oLyQ+zsFl3yQl*Ta;jxlPVfN~ey zB5Vy(#0j6r{41Xa&KF;p<|Af+YEb>Hyj)tLgm33b8rk2EycLnLhs)0yqQYmBiS00L z^%RYqrn^mY|G6nCI}v04Ww<~ymI!OS4;InwO}w~j=KPsF^eEs02&zciy=p1V>u4Am zxX{3bfyFwSFt)L*Q+5w-I%{{bMG8Fv^p<Y&CuxNAJ1%R}jbg44-piIU6D|`yKW825 zufon9=#lUgD0vWpQAS*rmt*o}zk{I>e74MdS>JBQ+7|tS@tI-{1W=7_0&Zd1zJx$} zhHB@-d5n_i<3Wm@5A%pY)6eTRmrtLQIQq?Ed#Y9))0u;7=De?;6VL&wxYky0=&dV) z2`c`mRTgx^^BG+A-X_GJA})reP9;FD@uH*6i}I(6L@!PhRv$twvi<5CMWIVc0*7v8 zyNx{eN#;BQMIg^tTB*D&GC&8Jl#F3QB$2LAVla7A`G*sur0Qw$#=VQ6#2DzWV`djS z$5W*S0tw7?SQA;E&jL<h!}y{{p1pL;g^|fq5Wa&XW)Edh_1UMkUhY<w!fFkzZpE$f z!-|BLHqsrPLCWqt(054jWGz2y**25ca49IV>7nUy)@WpLKtp&|Ci%gx@s(2?CUsfh zr!Akx?1-)YJ%kcPxWCI8mT;UF+nHZUaW=F$<n$Q<K$cHYvXtHM!Vs=^x-=>bG=0-| zGbbI7C;PAV<0%5B@O^C5DuKFG&$-WQX(=?%AIbm$#^B4ahdnXDC^ap&nprxQ#_%<| zY3Fl0)Zu=SF09eD=!zs$veLIDzj0o(jvj0=gQEzPluiGPFT%KR+H&l+I|6EpO>GZ_ z0k9T#t0QkAZF+Z3rqDO1@DHcBk(USp3Y_nCYvV2EPCSYD`P#3$@}yJZLI2~{#+S9j z98<K9a{~~T;y4Y-j~J9%nF$S7P}*r0;u{NxyPJkA(m*W7%=ISX=Z^aY{6>FpxN*H$ zR8RVEK}kNiciR~@gC-)`Kh^7zZMsU5O_q}i_w6+4Fp##!2h)7*@%&|*+vOzl*E`49 z_J<KS-kXa7ne4*gJT07%&|fa`L`cJy3@-yRIrm#`nr8&mh}5Xu;CXilVt)hNX$deL zC2WAe1d>~;WaxLZUpBBB5`$-yffn5z<-_%jHlt_0HoDUH@}?-;&+TrS>yzMlEqSNT zYpILS+JYj-{*6#VZeojcb(cdB41gLKc1O~SLo@r4Tr$4J{ihR~Wr^cVi5)IuDjEyL zhBpFipQu)PKyIX)ueQ!QFz`VHF8dX*!zTtwnCbE+Kfv7qx~T*FSd$}jd{z!ks`uJ9 zWqn0tT_7V=@WFgnuu8wDP&U{WIAZ-wMR{MWAnEXQR3C*8TB^gT_EI!!mbO_?ss*ku z({T?fI=(DiQPns~ihfcq@=M>il$r(|1u2{$dHU*iH8o;)dZ&3y`o8@>D~-77Sg2_B z;Qo7n9tRU3)rSGV27Le)4o&D;$GAU$#mDTZ)hIMqG~N09jXg!ol+ut{`0>x%HP0kj z%$O9Cunnsn0VUzbQVqs|ymh0I(s!pvq|C=h(`_&gkR|Afo=85<+pg=Cm>p>nAz5zb zG{GV!?Gt`SBCVoLpKh<TqO~a0N5T1Z09~ctkZUC6P;k6|mlt72+4=6*8GXEY1?<YD z(z<{XhelrevtE|@222(YZbD90INb-Dg=q&}_)0_AH~nGV$vmYv<+1<PzVn)n_jjhQ zVY_-*MJ60@jw1O*0lp|abN@kmSx%-5XH=99`-FJZ!|mEAI)&BNF5@6AE9SeAJlGxf z7%E-#m-i<PLRUvc#~NEOR+<yx8W9hp>{y_vJBNONi$%6-DAompltUm!=BEI0x^L!G zg}<G0Eh5H%`g7!A=kniK%(ig6WH@nmubx%jfFqaHj@?~e8&<sGoAKu_1>ys7ANauZ z$9|vJ+uaGITGRyKvMC;B+QKd#MPvd#4NJcN3eVhrAT$1hs6j_>63ijBW-%W_rSL_; zq||}}wU?Zcu)gzxt5#8C6es}12-=TNL}5G6o&E<Vn)*#UHH61scu;KD)&qkILuc3m zu0o1({M;`8xlh;Nk2?5YKDbf3Sx$ACjJgauKK)Ek<axjaQy)!>1s%3xxv6KE=g#HS zurms=F}eVQ<3a3U97?B5$bBj!XJ7&-%t#Y8k?TpyD03>u#sg4OlxV?5Iiq}}Ap(Sc zQ>(qjHU2H^Dq+K|q6|wS&!C_pT?fMy)lfXEq)J>$n(&$TK94Tdmh;#2K=5|ys3XBQ zO@SIv>kWjM{bx>#gTn$`gsl1e7tRG-%zCa5O@=?VXmQaJ18P>{Z)+IOrKU-lwLiaK zgEO*H@cn7}R*@IVE6X5JBeVz?^PNHkx-`f0-4-laP%Qe*q2gIr&fnp*sQ?6SlyrHA z8THM&4R6=1%=!G$9$|#;v6JPdgL=^@+)H_SDu-s8eBD|0HHDV@WUyzKw=+OU_G!oS zWYHt*_BZhgev}#$qU}dtabAyI(j2te6NG-JCf4qEtnPd~rrBKjqN#Kvsy~%oK$k0p zoa$MEsz$r#GZBw@pblZP$&a}fR5D6zDP_r6j;bY;g8En1W!H&UFhMda5aA0_Q}f#U zYa!6`5dUlK!5mL+O_roU=X<&PHQMuYe9;s(66HLXa;YrOoXOkZpFD&H3keYJbq2F+ zC4@uaH}MnN3vK1ie;)cv!qFa;R<Wx|$O(QGkzxoVtvudbcLlyd)-vkC#RMZ_HAoQU zRro@uSm>7{sZa*aJFeTI2G9lm%dB!7iP8~jA?6Qyqi*C)M_hA;UJJStgbgbQ@JI|r z=^n$8|4i2&h7QK(M^Mlr3(E*u!zSe}4+>qzZtzDFw&me@nd?3IHX`ZI_zW9t<U$8< zyOBacH|s1NGcsUKL~SuNN)J~B$`)~+2zy_tn<g_6rg&oLW-Bp#{<g&7JZLAy00iSL z(9PWVejSKVR+k?9y?meD)@{6$`aRKDZlf8d!IXf=N|-`q!Z@*>X%9}r8u<ueJ<fi? zMnQeMUKQ{vz1Z4Xe-n(*j(+A5lRo~^!s7^h1M)|~TM!bmQ9NK1q3=tm$ag@D$@-0h z6T!$eAutg~q(M681F9-LmL3Pc#R&=H6>~08lS!Q2Rd9DGt+*^}p0vEMB~ktgj>mbI z1Usq_)xYa_p-KJ@%Yh`-=))Eb8?I7gl_1p7D*f~b6Ga(<E-<M?b(cOtG92U1#Pi-{ zR5)NbA61SBgaP)0rK&ppmGxjULu|!PdjE~rD)K2%LvF9=%~HG+Phj%nX?T9lrpolS z+1Cu)GXswma2GIBS({X-JOTj707lakc90_)VBl>gIFTF9j5XZiye;=qx)4g^$P%Ia zS!hNBUwei?cM8uCeE&@-mgZmBk%UmvLsziNTDgERXSkoV{Q23}fdL&mdAORaUn)>_ zFo0Au&Ver}7)iOxcv6Y7Sn(7;Wl5wqJCy9(ALG+bO_L#Sr|3jbQ9hZe*BVQaRaz^^ z30VjjD0S0oXDfw9He(N?4IDD1(@t-*>-@usBO5v+%jwwoK6*OH>rv<NeE!#h?0KYL z_|Y4qEehnafJsgE-2QWMEFT;_L#C8*9~dDW-1(jn8xww7Nv(Kj@&)`v=SyiLGW0R2 z+tPTP;Tv{(#%nHQq@Fb1q7qhYv+S`Y1jg*q>Qo!v8M@uNfB1@VaHEP+rPVt>n4piG z0%0l=AF-RO1JVaKA5x<^76p}G2X|W_ixXy#Mv96L=D6<<H1EqQP|Zxud<Q`u3$ES3 ziP+}%F2^k`o-QUWJcRZN>P%UTL@Hl7`Su#I;DHFOH>maBVc1?hr?$TSBhbp`_52*z ziO2Kd$;<7mE?fIfXhtWD2}+j0k2XGj6?dO2bT-JvX15T6h%(ohCrLy*)#Q(X(}&Jx z-?|&8q|w$a;UrY!G}jfoLPg0;0}3;jur!G_<n<*n<b-l3KeM}ESydRaIDleHq`-u2 z_%1UCKM4uHgazc08;<<mXdLjzh-JA_$MK&z1hIu15F@UEfUbVDdLY3h>6rqmfsF;P zy=4~Ps4uGNu4=sRh-sNKRc;U0Rg=<dY8MJO76kixTWE&>to{9r8w}S~M*=|P#D^}B zd2F0$XCh*qJTaK4=q{EVHN=xI7<+2i=?G6olU-V}Vx#drwI@mc!&TEdC>DO5q4-%D zx+~XqJQc*f+_Mpry>#y0xL)x!^f<%lQwJIINnXopXqSM>nU1t0Q*{+YvaWMT);tmZ zB}xy0dTV4hl{56co!8aSk4Iz|#h4PV39VY|S=C+)OKcg_YL+*jf(wcJGuZ?KG3HI$ zVQH2AyRk(%Q0}(wW{^Ty6*+%d5WMVa8g_mWJ@vWa^5IN7vYPVCO`4j5ucuIMh-7{p zd6XBZiTFX;-(WjZwtd)5LJF=O{&i4zIHYC;-i!%PM`tgkL9SNGoD-T>>u`D+ml({g zm}td0J(WITm^cJ#_qi;5a*iMMa9A)A0=uRFX`Qs_E^-mcCp{T3o;$;W0k~WLJ@>R0 zK<2r=?J+2p7(1-B;L+i9zoZ=ltTpx4k;dmosb31UbIzn`;PseW9xRrL_&jFaCU%fv z`H9sUWk`Mo)@%$#45wITt2{%~4G5Ws+j{0#vXBD9<B0VmV*2?uHdVd+e3WjQ2wxR{ z4>qA6t3mlLUZ?U<8%}o=?T&)YFF=ID+PZbr>JP(`>kA`IVqz2Ykai1T)s4{VaDCoX zs-$#AMtWtvY!_9GBek9wCtBlr>1~INtXEi7-+cU_>u<mCenV;v(a}~jnLOZNyRH2B zuAve>u!vprwfY>74KF-^NX33<`-k8OTlTi2${Z%O>szzOh0*6U1Qo<hFn8uwCtD+h z`tS73Wq7y(UFB)$OqwL*c+E-WOriD7T<yN@ZVZ`=v&K0&6GJVuhbe}5{*Q?n4zSZz zyOl+O`R4s_{?86C6J@^eY=>ZeI$U;1I`<kKe^MIvnrNXZ9xi~`@FGoq?Q&jTMx^n_ zZ6uV(0|@}e{);(k`9*n934Q4*x7G@LxNJSJVT1!d`c<`o5m8fcKXczB186bW@O=aU zMJ;mDruO<Y`2=3e@>|yzK%>VP0VNF!aisAjTD_6{->b{l-R?`g>6>0-U+76NUTf;R z_N(J(!2vJcR>u<omzFhbo5x_w5-M<ZzW-gwDeprEQ@&*jHM_|wKhKC0N(53!Ldvt< zLRQmRS((UE&B)^=EavR!vNGTz*rcNKL^VAROPq^QLTZ0c8bE{QDtG$U6cTE#o^6hw z&`dIKAc=`_Ul(Z3)w}h-Jhegz(hJ$eAsDCP83DYE67bTpe}Dh%QYE<e+lX^`JlHnW zY6hEF^jJmftKILbQIUP}J#(w5`kM%d$d?K9Te;%Zqj8mlZba>F=Q@4#hHvSDLL{Cm z_5HffN8WDZCH}EIuhU{!R6I;cOhHc<4^f+lB*{{D6sROl`7F8JpaOXvZN3<~e}<I0 zy;4t@DMoHPK-=nFkP^Ig9p)?L*!KTg0Kx68O=jr*w1m?3_VYI!$X!M2!BeF{OO0z| zSNYBs^K~BTg!jp|hZ+B?Pz>f*y|n4@!M?}CwZw<=d&1aS>ABTb{04%lt1ssaBMmCW zX!j2$#DnDSiTV?j{*MPE6KVg{pf4Fp%(&K)oZ5t7?W;UQ3PH?Jhsa8j10)GjxTi;8 zOI0Oc+0hbo8p?aOx+;7(p}yMwP<+pYoAB=NA7Tdn32N}#U}#OFI}K+|1a|tO)??AC zzr%4WxjpnR2H;};NxQ|8tY4PnDB9L2c!xKMykCAa@kx-~sw?2*eq{q`Q@2s{7vl~k zPS=rrIU9JHb2KRx2&BeVhR2SLqoiX=w9{Y6J!`vZM$9CUOM~Qb(lCck6`4K6lN`X3 zpafHaU3aVoyr4cU-conjiD+L7&l2{lJ=|$8(q|LheT7(R>Kf7N^)<OjwHx(*K$zQ2 zb&h~rb7)m7Tcx&;ggWAVE{mf^1>a3w;@ef&Bi%{B9pR+uTIh_uC5Ucii^9ZCEaXaF zM`V;l+s=Q8C+rcT`2P7LKoG|JTg-Jtdo}%O=Xd9W;|Oc7BNiHUBxTBnU!zPm|J2n7 zDmtDrhXb|B{f{6wmR@I#MTYxFpQsEZ<5P<&BA&1lB2VXM&yN&rCPX%I0RZuaDc2(* zj-N!4M*~p@M^*lx34*q`iv^E2<!$a>O5z+#`k(1YB4o_RrnK4I6azVqqs<gH{+(1L zXol`a`~Jbf-e{U4_lWoSSl{%Qkm8`YZ~mmufAao8#MbDwU8ZYPgsV?5kyPKj^>Ilr zhlUWG)!6?L+c@V_M)z5+kTht-qKMDuPtT)wJ-5)z^ctSJeb3|JMrTvX^p=FfWT-rS z`0J;#zL?e)M4TGZABy51b*`439_LP*PygCMb-OtMF}%Bsiu<Dg{o8x0@g`m{PEvXA zBU6n%5|TTt@Hh|)CoJ=lfcme}#lm$)dIpgVUXL`OzP`~&S6smiis{FMH(B2S+%sx; zel59!Ewk|n4AH{~z5+~sFsSIn2qVrDjL<86iB!oS2JQ5`SSMFUL|DePH{g41=I?K= zUd5k%IC7XL_X_Fej`lLnkaP91(yBGVwzx0`i-ez6XD5d_FlTGhd@ArIbt6qy0wJBd zKbexUGL3&s72PLwF>Nl$_LH5duZUDiq3iUGcj{Qi@>Mchw$B7iDdA(#)#)p^z%o|B z-NEMR_I77|K6c8G0A9otgZH)8K1vNN47)r`mB;Zrfxy8Ctk$My=_|So9nEjvqQ7`V z=IuU{cz)Y`7Q)w+bE<?WdiZS>&gtUZ3#Xf%&ih3eTNNpIq5acL-=HnEeqQ;U+<%lf zWHop`LeV2^BhtId3Sm1po|;1SH(82ef9Z9W9i*nwzIgKfy<c*%>2T~$YdA*sjsG(A za)DNm)-X5a410tEz*BCVw~41bp%tth9Xbx4VX=oeKz3G}0*S_GImY#lT3^+pY5USd zoTvGIVb&<I*jjjt?B7F~Clap83g&EeZ`!Plrsm7t(PP6L1aV6pGe;e>?+hP~mh%n6 zI@y!KDqwbaU`#;lxDf1R+sV$fUIb&iv#Ea)HJA%f$;4Gw{<7zHct7Aavaa1SI)MTE z;F}!(@J7L`XPjPu^1J$|>JkE1X?=k%PnLf?Hqj<OSK-r^3~ytDn}=)v2z7U2Y?@## zt9<g&M*>qF^<t)c*;3k?X#3Q_$usv4sqlazuXE{s)31h6&7TOCom$Ns^I<u6qEu#q z=2$&&Ks8#z1khzMuBUOeA3Bw$0r?u(rA#1vKB0M06Y2W_k0_kxoa(0tL(a?Nv`vTW zkTzWQ5SR_UzSk?Br!aZ)Yl{Uu`5q)FVh_~?9J#YUlhS9I_$A0;5cD<24c0t?GT;jR z*7sy_Op&VE+S;0$jjsDsiJt_l3~ltp2h(|M47~RXmRmh+(%(k)r7&wdkMr+JQpNj? zamG@HvBE3ts!h8ODi`sHW8p0Xc7dT5i?PR8!GVSB6KgA(pC}1DTJ=RIEDP<lDlAeA zUHX~_m@^+AMTP5sH^%^JT(#%J3L@=y#o8<Vg~!16F4M4G93%b;tLB)$MsD-BAAEFb zZQ+4nqhP*J0dpN&5_EXFPYRWYfN?x@ZkyyRs`KeDZwKt#YMsYBvC}!0ve;zdyIO}C zO&QFk*pzIm<lJAs3QVc9r}N<a9X@x{(v+pv*mH1;w3N`~Vh+$Ay1#QBiMYMO5yzrC zsy6*))myWmXP|-?3~Noix2oQd{4j#xD<iL=I56-xvJ?RzG9OaL0|q0Jf%JV(iAc_C z8gg9A*KDacewDN(V4q0|WjwZ4i{TP>R~@N#EnW|Dp!V!~%SFOom<qvc%Dn_t#vmag zL^_b;3%yW1r!v*Ty^~8I^rK01Y%!aUhb9%vA;I}$WRDM$2gJzVZy}X*Q)a6@1w8pg zvKek;XokOaO-wVhymQu35RVKAwp2Mq0BaphEMl>+v<2vEBz_22PhKrd6LU|WsFzp$ zLh4JXRD~Df;(5C?%S222yW`!zwz6+p?}&(ydAWgb>5<FyzP~e>i(e`<FVpKg>XkUk z#ni{-a`YZ9m>d#Kd2<N?016+-G;UbEfh+UIslQ!Lo(KphK>&0cPmu{KLJ{)FXP#0( z277IDZz(tfKlYQd5%`}d?9`vs9W?b4?nMV;a|bV^=A0)#m#3O0Ac$c{e^tzQ54$Q7 z9W&+pcIx`SSKIYJ-T$gbz~&$2&!4$$!z&KKNa)3;bL#7SFtrPO?dAkLr|8=A9~5KT z^MbL^vbgAH=jEm8?+4J7kR&09DLA3Q4X)Ggf|E{*E}oPbCB#*yOnb<p%gEb}b{yU= z32pR8nj?sr?N!ab$ZlWXB$X32Y&SvRLb@hu(P)!&V$cAz5yI#e%@C;pw{Jp+*DO5{ zQoO@u=cOcDWdfA^aS?}4)0>#jw_v%0&1Q=J|Iu_-VO71+)?YLdvgwxYE=d75-5}lF zAt2q|jkI)kcXx?2h?LSuNjH4!f4+0L;DU?&u=g|fdgnXm7~_}e0I~%i@I}03Rj>c- z>4_olEvHm}mXpa`NmiFg#nT2sHI5_&{~-b5<o+vM8;Qs`O*!bq5#IEiF&Ps3r(9N8 zKpAs~C8i-NQGKew3};z<DDEqBc}aY+ZKWxo8)06M&(fm+R@`5ckboj>K)C=uMCL6e ztlU&hWK;2l_OSFMB6%<rnQG_ib_G5zKdy|4Nq>%yf;vYUwE%M7NTPrqmWj}^1LDmE zo<e`~NzDIYOPENQAwX@REfP1taFkaz3m*XqRw*uWODyE<t*i~b>o!7L{2vMlm}4iO z3fI-Oh|=!cd%Ajxxf*>GUF#e6=NszlSrFh;klMOG*D=R31$9;FTCdohj;A8EMbz$O z%r)9lj#n`f-dtd(a-aPr&!7$|9Ag@u-jAqBO$)d9k)deXWMv~!uZXzn#OrP$pxWTh zN(s-a@4kY0X(9A7bot?fOo+0t{qEGO(@QgcuFBU#$^2eVicp~MI#c%TEeaTArjH-B z(B&x44o&%}l4qUOMkz-XLJ;Gk{^m_Gp>Z;au)K@!%Em^I%_5`1JYaOX);^iaf(j1{ zf`>q6k&V#1P0-7P;eR)n`+RK4+&LQi@<Z_KO8)$CzBJckE3$yzVYS8n|EC=5H2*CX zdA1f48?1{Q;n+ziVPtkV{7&CNh(mxvHQ3bVTdU|?fdDjPYcVaS+-G__M;YIHdR<-F z%{!aTn^@^-`Vp{B(M&znQFXg-lPxYJd3ICMFT6|mG!l;+<$wv*3VZhjVTALlohdE1 zWvfkCCO#BC_wGC@3>P(OV4g{=I|*-^kqWPIA?1E=K~h%DbPH>4j)_9lTsSUgHh{w! z9liZD?~c7*-h?=%zQIacx^=CnXt>cv1??^>Px*9TwIN4+Dy5Y4c4)pfL63-C@*6TB zt{L&QpCG$_t1SkE3h3hE$*DyNjrWI^%rt2!b5x~<nEk2|i{OIT<!F=UXb>{191T?! z`JB=D`&^w>nyZfzOl8b^OuFJ{H`sk-*dt1e$b|zIn+8L#UH&EQPd*`CDQaOt%%+Z$ zW4j!7U89TZ)3zKsYf4iFl|B5#?(dTJVe+`D0Z}cp(S;6t{>;U?q73a}`X~woWIG!r zOz6ZDmDX9X$MvH1%Fl%y0b@6X^5zLhPzO7H+L(5(fYbJf{aMYX{6ohZXpU{lemik( zZx=H?t4#%cDrF>iLZ2N>9pR18Q`b>Sd4}IjOy_!?d(sWhdk(ru<k&_aN|s+T;<bn& zT4r!Gzoabl2GqcE?KmDW0^id$&YnXd4cTyCvw{F8?obG$HR^*5EkC{dLV!Q$qY^su z-JM7=yr0lS-0b}wgnA0*CZ!qrwS%d1{YYe8e=8~xU#~$1Sr-U91?qh6FR~mu-heBy z(j2e9pk@1W=gIp)_EXS9r(UUno^4Jd_SV%S%%%#tYW0`ja_u{>&(C`<8d2)virPH~ zOqx0PD5r^O>8c8YZb7iRT!9tuG6x!M2eN*t`X;?YMfooL>6~R$Vb7JEy^~h2Ltrpi zLa5Zi>g0>wz}(l|QiRk3c1n2dxXMfrJQ4Yg@n~<WB+9>X!eG$N*#9cLE6Nt0UKzG} zJ^l^yM|J5k<bU1#Jhi$Z0QtZtEwc=5o<C5Wictl|THQFNIvmh3?)a~2KJ~-(+L41H z21*DpZ$wO;3kRF#bLtY3(D#XZq{3J`j!6_#@fU*XgyHHEmGxfJp#r|4<F7$~-@qcT zHv<6=S?q?s!=AGf=~cQyVpFwjJq!P+$;f<2R8R4#*Yhw(;BLc5Q2ZmSZe8B@9(QGB z>2?CfLl-qib{iXBE6W<|o<}_R{(E0PeQ)EXlneLO)8OEqf7h6#&11JpVeWStAn_YK zzp4f2nXJXW+$yZ{<QqESQKV}SW)h*sb^iL{BqP~OAJaB~((X%Q`b(0s6n8k_Y@D&d z!3mA01U@s@5@&G2Rzs-tU4Yvr^2dcywNwQEmqFqjkDF^SmbkEx>mAy|{*Mf|;o)3i zw~eo1WxZN0P1{&X!U>j#RsqC1@PU9wszX&&Sy*<`bxV&AcVC*0Xrd|o`tfH2j~^4* zFLwuxVc+0jgDKs_$DNqJoR+4-f!k7625~c|BpF)5>^J%nk>Xn?t(%Aep{V!<U#57( zUWXh0$A)P>nYyvD0sb537n5vcXagemJITQB%X`q#t0Pnta#2<oCvf?lE7x-`14H;O zuerIoyxjVqA$Ud-ke7Zke0(5{s(^utazvWlB+?mpoiDnRJx#gWg1pH9V4R_(NE>Ga zHLC#IhmTwQnL+zZmZ_VcWycgw2;KW`S;nBTu|fvfI^v;J91c6{#8gU>W2yBD6FNXi z3|Z+1`O<aV7S`|kxWK@Cp5xn9)!cOLP`O5F(jfum4k^<uPa70>Bk#jvp+-<sZya_4 z8Eml+ufvH$yvyr*`_L$B(+zi3T5<{Jd;GGAo+i_9F>ypJO?%iK%;0mr|D$auXuey7 zKkO5lCeKO1l`$T_mw~U@7b)6WUGU@BP?4JQ++myMIs2POFXSybNMp!n`}az6xDFvz z*g|Kx=*O;cq{YhlH;a|HZ7gU&;el4ft<$rmCPQYc=hN+aJWs0|g@O1VdLtAVhyq2% z&aMB$?@~o=qPHnU8-4_WI-RZlb@rBenH=4Ie~uXn+ZgSZr|1!Z?^Ueo)o1K(beCCz z^C7^9^o~{70Kx6@b-ITCP;%+v3U=j(_asncV-)GJi+@50Q7Yd?wUsnNgI4Ph5Z+rK zp39G;d&qEkn>V&MTUyHDlWVcNk9b<LVnkPs&7w(!inp{C-wAHDf3tB0$#Bk(vOy4j zA}Zm;W!~n}3Am@WXP(gCJZuXJnnvXvnNeg<`|990gbart)p=>PkM3Wq@8cwoIxb+8 z{vHNd!NNj;b37ztM&}F2#@uM|6R#IYHIEm5H~?vV8q3#U=0AgK2_Q<D__N1X5cm%U zSHSmF<MnV@DgxFN@b8yxExOM3f3-A|nZVk4xF1zPVF*E(1SlN!DT^OItqA(x&nTVV zbvXR;TyG$Ss#rNF6wxO+b5%f7&FL;BCErso?hs5Q(>0K4wvvp}ARAe@9t2cNza?O$ zAl7-*gHrlA81_<!sxVViJ7*SUg6|tkrmo4IrsvB(nW6uFu*-WxUD6MiUrl?R77_Y` zE8zFEiwsW9Dbicuid#)FP~h_ftB?PtTx8xSiogYq&8Zu6P`-<3;m&#6LKh7H1!K=! z;k;eX8>!7l!Uqawe~&5^`Hg442bvA{vq+>eE@d*%*MUz~QU?CY%*MU%T_-IW0YKtQ zdhT{oW&~etjoqA=$WxvE9B0wlExGno+1tqa1a@JGCRopl&}QJb_SuG@^uNG-2Ah|~ zX5wl7?xs(xA0n^NH+#=&r@J;pc%XDXCbRw<9@geAAxMF{ZN5o+ZAJBz;9jT2cXln= z_H>*Q9Nk`{epl{fMK%&pr2S0PV#*h1-HFYy-$iA37kDGIK5Qe9r7GW)R?_!KcKWlv z5*x5ktTkjmE37Fd5rY$zBsG9&in~m%tR-%&{knX7^?kbLUH1M=8IsB-_#mg5BhuVb z(DPFuF7>2^mO3O4yd)b8^ffl+nwqWKC`cEp#smlMg+>{BvOdl$8hBj=X~#dE3|CLt zBj@vTmFnGP;LcvWkd7VU0cxR9o6?_?WM0<OXD9_zWIfsb{{1VtmRD6J5<2Jf;7a}h z%utRKx)|$j{cLB477A_Gb8u`tN9Ql10CC9KI=$7^o|eQWKjS-`jA8~<3T$g@pN%x# zb#OcY<VZW;jNXXT?^*%a^ht9hD~@4!x0C@B3G9`$dU=<ReF@9V+M9*5IuZ$FQpjc9 zN*W5fM&+~5<jCOrxi(u&4OzfJ#nGQXZFYa3>v`{Ao(Y2tQzGb{)cZIuV(4YQo{aHC zu7k&Tsuw!QrKW5|Gj*lmm!rJcg9SkjaQ`**wv(>Of&Z+Ty1R@hltaoirr)W*iFC0} z*Q*$qem^XmlL7UP+Vq~VV$tVzKP+gcayT<roWW5aGLcR#DNzr@8T>nCooOw|`VpA} z=WX<HQ^oJmzjz!n^#{^sr+#MFr#B9UeXWi!F;x2sqsZ+ww!dl|1oa7vm6l3}Wj(U~ zMwJ5FACJ1p!Vm&-#4UC>BnH^4RoPxnQ%O%m=OZp*AO)4RJvR=z-nYKJJv_(Th`9)< z+Y=oiW(20}ZS>{ew;@rMjJ0P6<CO6AdF%z-F~wzCTGG3&i*>xmr@8_k-k-L2#oxk@ zqx6#=tn-`_h8O6*9UxmD7wEuh-MkM6ftha|K%ef~>%&rtK~%wVPG8-(0{L!U{zbi3 zrbNxyGv8ND`;!l%vk|vH(Cw#=&YImv{N46h8XQPhlnsWEeQJyNS<k=7QyhKE8w1B( z*(!22eYd=9+;%CA5~+v*R-Shqm25w~<))f=<}tOsD6ex&FE)^-&g_1&$~Y@1>_+Bl z@s$s9j{lhmLAwKED7@yJ9<dT^t*y@u&`@Suo0~n^Zg`4nYFN`In_F8kdbq&Z12>tQ zSqGPF1smK<uK*z|6zzyWhcN~7r~(9E$Tr=129w0v!tza<1QDe6BU7Y~d<-lX_CYA_ z<U#>LP}qg6P#!%bm#RE8Z0Y~TpYffhY(9ln5Q2>E7tn5BBi7(sO?poD`Y`)?Uu!$^ z5|K0ux%U5==;wCbF`Db)Cnbjjwc1;FU^DdlabX(%xPY_XLegrt8HpB7pK0A&|Di_r zt=u-amT8e)QV^`v@mycq$gW0<?FwVXGuXBNgURw)t{#3DO*k$RvCnBeZ>H8|O4$Q^ z+%S9oj!gU9b<*?g>+MSynbC0MsLxp{)1V(Fz#MLdtIw5v@*(2_(2RQ08m<fe*t?Mi zvjt0J(!qxZIQm$xhhhl7`0KhgQ7MX=r{oO0M@dao^KsX`ouBS)-`X+7gheq9Z+m{> zi~&>NOV#m8eYex?4ksW1&LScc*+?*7A3Y~El9N&sntpnCFFA6Tuyfj{^=V<b0qhAJ z+!o_rfkrWFFq_3Cgv)ClmhM841aINV02l?&$8HwG`;lz_ZhzeAMnDuf-%+MvlxN=0 zQgfj08?S+XYjro0lMrJi5g#wI%&_~}sn^leZE9}a&S0Eck%s`XwKh^fKBG`bg65`& z|NI{5%C|Z0;)n0Jqi@0dn;1eOrZ96Y#lsv~gUbQePOQVOz+fxGO*P&VH3KQ&a%2^} z5`J2FqTziyzSmqr?@`5j^YU9)Gsk=6yg1zfoOQ8cbN;sdpP$?7P5n+c(EpAH#0fuG z<(y4Z%9YM<L`Ov>3Q~KY?K|_2I?+cFZ6-VqT+$qMoR**C2Bj$*t-AdYL!mBCxA*l# zDGaNq<DLJ<qK5>OEPY)?F22yw%7YIZ7@Bp&T>Bn&h_)wd6he>k#C(&wr}(Dlc!&dS zbghvrvLtc#!@R-l=*-zx2Q?Kj0aZ&K-M2C21`8Tz+0fc_r6JcWw_}^5kIeC~a36`~ zL6AjctH||0mdM=_E_W!Z5NzBw&aKg~&jK8nbR1c#0T)o})&nkfj(V==C)tE9M`{iD z+A@p<2_>YEOC*O2a#>pJ;R4LHO&zpd^wO$Uvu9brIhJ`K=EPgi)Ect`H3LnB$CK>t z=u+_;Ti-2T9t{0uDU1{(EkFrLm!ur-GKVjOpkz=vLc*awF2eX{$%=nko&Bhj{`~PW zp9{xa6J`_EP0ztdAUTNxKWR8hZPoMdN#55r8dfa0z6()3%6$Vb*YyX5RV5MY@yJ}h zho8fjj6qNh4(chdS{~1>Z<$+vf6~zS`r11GQTdYNe~wOBtWvhd^)AvHB2i*p;qdos zs<@x=IMkl4w;dDcyR7sghYw^g+FEVl&h@&e7ww~Eg%t(Vjn5+<;54C0Dly+|8o1vz zTGK!wH}x_yo7vyvR|9V6X0VcKh;Guku*jo~VMNUnD`pVFCXQ0Ku}})>UYkn<bHuwM zC{v!@p@syU-K6@Fr8(ZuU-onCI$0^$OO}4$fp^jO%%juux-HyrF+L7<FLn3dRnx}9 zu0MMJO}E~j_9BSdhvXwsBPaQ;d|r3E4O5s3CSJP?@7?q`3Ej{2O}eEEu1BabkcE2( zfTOA8<u2tpSRrhzpZWY=HFD0G8Oz`Rru6+M?abq@nkMIsH2;664=kb_V`PAMV0mfd zoa^R24b8t&vOWXcWO-*Jdi87@TiYY>zMzQQPhjXWD-nE#QS*n-VaIFsqpIPuYwk2} z55;4sWuI+k3H^j0I=8|+_tbN?gNxe`4?utUMZG_)!I3>Xxo-xt?B7e3DbM^xN7df7 zin&&oa3#WWF_T=*PP|>hk;^vqhz}mQO%&*Bv7dMBBIc0H%L_IVjE%GD2<r~-&!enN zXx^SNwFg7q>eTX?6f+9|(b=iz55|&~QgU>C2K@NQRGEpm)w~&u7)UsJGZb~qm2F|C zy2LFa=L<H|`M<Mchi0T{&qsTO+%F=*^n$Fn@E08^>gZ4-*^pv=Rh1|oYmcv61;okk z#*@&qOv^5OTfw2%L~vK~BK4Gwf*I5Eb_`#6g}~nXk2y&$Qt$0VL`Kl{J}JN!>6xiD zTkTg^w1+MF&uZg2>6<`b^#|TvvvMRJAy9Bz_mMI8_%9dM92GbsU_FZ>k5l*6!;ohu zzVqBFmdf$42A{iCAn~^@zL9h*CHZ?9s}8HL2G6Fw3?J+LMX_bA?(IhbCQLCgW{fy7 zd30nwr}OrDE9$}n-44#^(zxT@T=JwU7yvDL*8~M1nY4*Q2yZEjzYDiK`1(~`5iZ~( zX8$av77Eou+VTft4<9Z?hFcoy52cwxVzDn2o{J5npD=NvQW9{{FFe;jDG2s)J!@2o zTqTlW!`ubsRUYv=Jg&9V*@m5<GfXUq$xKRqnj=7wc=}f0u|JX{MWPBMXf8+x%(Im8 zmYPQ`NPosKHikO%Tx$~Zo{2M~_CSo#!fNQ}DsqLjboHIqIHUj|5V~kdCrzmI{1U3U z>Gj!GxOQP#J=^nF!~JCmT);_N>IoK*IdFM2X(N{)bcS{D(c9~KHEUD97r_cqbK#2a zFv8D>k9YYtJUll8e00ATRk{hx-El0q8wbD2!WUyyyz4Hiw8<ZleV>mEbNRpQ{q{#6 z1TpO;x47m7hcBhS^VWsIL!CZM0cYNvp1F=&LUq}H_lsyi(H8Z(ToJd-uncV^N5>x# zR`>uw$u!0+nNQ*`7`LnFJ@PB%y<5>$HbWuPXIdPl!WD^6x%YRRd9?<2HWvP^Y!ODH z@W9W?mV`D|3FF=~BONw>e+L#I&uAr&?Tr&GN-8Ea$L~*dm5GZbZY^II$ACK0+sYkJ z*qQ8B;A4h=Oaw2H74|wy%F^N@!~`NLIV+`!r-m+AtIaLxnx90HI6l(x`W6CR@^8b2 zK!Y%Vh_AFADBRJM95|I?i70u8X$JbYmENGcz*qz|KqvX$B%7F(;z&0sPL5L8LDF<F zxVQT{WIG;qm9|12jRgy3?O}?kw)<jjqE6J9WV(Wsp`8!=Z2apl6acVQTF$oyM8)i# zC@Z%|P@Nj(18w<t4$}{?51g^i>zmDmSDhX&Iy%p&stMdQxENyg@RX4ATE1iC7$yaj z90K0DKL`Nsb;mb5+^B$!obtnRiV8qZUWcsgs*VHn{ZeI|<_7X=Xv2Um*t;4RC%v+q z&tp!=K-X)3Tx^y*WtiA35%nD=U4aoHiY7?y0tXu#HwL5EpLjXf+M2J^8*4g`az;0_ zZ~K?*S=hR+_IMrc!F-j+vI5<blQ|Dlp@RR@0^nq75DIx3C@_G2le@eR>xoJ3$5wDk zKb@r`(J$^{^7r=EQ@308nHL4t(i*`9yUKTDAqumpOdfE`VPt4X280a$0U1$lhjYbZ zt>>BJ{N9#f80-Z6BzA(l|CJH{AWT62p6-5)o}%g<e($rKp}>B(s;>Td^${B(y^tiV z7(-aKu6X)S<0k#N%=e$b<xW7rz*r@Bqkhudx0q8&Uze3XN9|Wc0sIJ+7as3oq04dz zjUF%DIi@c9FiatcTmQrp`|9!E@h6+VEh+PsQbI8Tm3LqR-}1wtwq84;lxUzTp2fH` zGdRekBUQ{JjK~frEqTYA>~7TdbN42;(z04wZkNw&8rx&jCLJswXPTOiHmSm*$^5{; z8IW7}cfd|+Nq(n^Q-moF;zN~WV-8a0(hYvh4o_NY$hXpcmhG_Z9HI%pG-1~g!reRk zgp#1-JR?0BX8s?~7k-Gw<{e~Yw!&{P(gHHs8Clc&;d#PU)3DD8ZQ5wvnKMddj}6*Y z&ysPLhL1}CTC`)IFQj;HiobNOdP89hRZV#mW&u%(2*mb{s+Mj+UEMt<uTbzb`{pq{ zIE}@Cj&rSo@<})rB5>3ctY>iKd48jbx6!m7ITRdkM?cLNX7aOJ8@#B5yP~-wkC%gR zG30&~)dGnHu{Y6nu3E?A6$~q&EgbeId>G<Y!Za@$U{zKryYIS8!-HwafJ6AnlN1o@ zZ{bqpKdq<J#AblQ3FdqEFb(c$zWGgj`rOD(z@W`Gv9Rmc1KtJErHl?)R^8!%e?9qs z;D@5&^Q)&iVfx(kC!L;!ROh}zCR;>a7s*^lRi*z0i$u_89uOtYDSddpXb5f8$Z60r zD=Yc+shr=fBqi>vyz!8?Il>?f1_Wqe7Nl=TvN=8AimS@}zLUAbo^Pe`QBH0WTvavN zuf7LUqjQ}n7&P^qB*@wIl2_#1=|Tv?I80=_@IQxBM4oRGG#GlAU-lcZV=-LenQEsp zPYO-rgN&-_1OUxTn($S-lud9qWO&uB$@R9RWI_GMw+;4%giBD0W*q#{(5j2Gv}3o* z_AuEse1M+1fl>|wk4?LU=}5z%6}v%#eNpWTIlSv=2*gAX&cJ^iad3nHv5{*4#^H+S zPLEXz`AzsO#Qd5LUAxtOltp|+{XayY#8aa5EH&7dZ~U_KJ^jM;dROY7V8)9qoJU_L zZ(_wQq3`%dJ1Mke1h%kNf-}R9!6I(^#-WW56Bb6K&tL@xWD1#6`1@wmGBQiT726kB zWR?`r2a(5|agy=ge?`kfmt_AXu%+o|ug*vXMrgQrTb{wiKOL>S>OS_ZZ<g19VL(cz z^Ue?|amvtlLHV#G`O3)nc^x}5UOJNuVT)<JTI)AoxW&NuzHO{QH?{Q!5~wkEukfd; zcVjKv4yO}tmJhesrs5PkSj&#&<v$76tC_G(VJJA~tl76Dc*iLM?X+B*Qv}_cvFCx1 z0LT!kcgP0@qWW(o)+gELg!6y-K{>P3`>Fzhf7#Xu0JP`BsrPKd%!WQcUnZ88ELXOg zK`p`Oz}p@^<8jPo|MO$RjaM9*;YfGS4pu<#;-0I7d$BTX>a_PxvHl<YKm9aO<Idl0 zW{wMO`Rtjh#MY<dGMO1)xrt2U@~u$X;h9Hy<ii1D`mQ<#fm4%5Uyj~<=0buBW0uFE zEvc6q%0$ipCx5Sqk^~<_(<ZwW%Ecy$IN^exs<uY&gVbQig@!CBn8|TpdgJf!g)VcA z_JNo6`H4`9lmiX`6LkX}@TAa0@UX06)aF5gh(B9^@r!l{5NO{Cke7qg8vG|}BC^WO zwS~1`p?vQo9#FLs4v;cweLwj7+FbLOzEkZe*9Z9pmN4W*kP@CH05}l16Yk)L%mZ7B z_Em49tBm<Gcd2o`Wv%_=!BvPT&S-%DRwUgExV!cIcmdwg4cu1D!Kh*?2f|p%Zv1jJ z8|6$tdIMX5-c1n#MY2)w0@e6TAH}E#Oh1+oY&%))#X@^`V{XP|u;Cs4By!=OdVkHe zgbF+OT-(LTEuATjb<otQc?OW}4O?1~oPQCHQ{1^ODr%+OJyb`k&R8KYIk8yqvji0x z9p<RaQyAic3{eG=JOh}}kOX6-8rrSTr{l7j+AU|4mKe~8DqZA{3K_jxQie;_t!}jF zllKGnrD;gRn<97dU2D0>zqAZ}2bWoMgl%nvN;Bd*UA)XGkccSMs(h*7TU^X-GE0E2 zH_muJ{V*-a;V<}sbRNr&-8R@!oLilr#M4zQ4-&kz2G|833m@Wgg%T#DrIGWL360Re zxk34c_=8mM-Ms#*FBRZXFj~U(L_!>z58{?2VjcSS)h-9)nl$Tv8|x@~)oRG#el&Kl zABxshBw2S}I+dU32<1R|Qx$*Yeu)WY7MQJravt|jEu>h)<A(oR;?|v|HCioSGzG`0 z6a2ZgUC+2rG5+Bdx~Exp@-LdvtL1qzJ2zPf$dun93IR`B-kP~SPeHFekM*&-x^F~P zO-~T^bDh2yP<3!I0#~v+L!%(=TCd(aIxdnf#Q3KJg^C8O(F$v5B70y9PRYrsbkXXg znWZRX!%bgeuCoI>Frb!_2rPFjbj4Z}g`z)CJx11lBOV$QPRbv`e#x;49Oa9MC~(Ro z9l`-X5TxU3tI_ta&6CiV@1Taz4V0!+5cL0Y=iPLjHf%YwbJriJx9elu!v$M%Tb;o) z*5|7?qhvg0@I=K+M!iP=sU&``B_B-^&zCI009Ghqg|bKH2g`vY(0OLv_sn4fs!X!0 z=*E+AZU7tRZz{+nc1Y{lU*^Mw@~)bUmcAL1;5618O;z<-QYGm7(5H`i^d<+?X|Ms8 zKLlWa0pS+jN*Xg;S(y+{+Ke4hRd~3UKjCCAlZG#_K)u#6n2e@dXT)7U+8=kGot;gk zvkm^Pvm9-6LgN?zLr4UWWQiK*qq0Fxwlkb6XPc;t{u|rJA>Ma4H-FFyiweE_@9?D4 zBt4I15b~y<!$EDLrCF(ySlW}qtyY)}J4$+R?$x5U*Ijj5K9TkCY5|v77t^`tD~*aj zyX@T?*yb0Mxoj;yD9pymB_*Y%#)2PmXzXmkcU|(c)@#?|6jdeu)0KS#`}K7Ntn3JU z7|1NH<ME;Dk<!CXl7}K(h%7ak>r6faJP^_bBpgrnJiffov&M<LF=S1Ln&TENd)S|p zbX6ff70{LU;Ur9OyzSunJJKRNO2e#h&!1_^fI_wIqCU^bGJ2!K%C(?^J{zSxdx1j& z&Jq^S_M#E*@=p=r`#5k$m4$ztP7-HZ7k{6|Z|&Zq4)!Qb-R3LA`Fe6ziV2l`<wofz zEM>J_X@9(b^^V?|14PkC+kZ%X^cbZrImNyUdtf9ucvLV|yHiY}XqlRMR&hZEP{yM! z{<Wx~+XnT<<NsWHOw)E67`O-v11CNKe5qU7nImJak-Ke~hehU8h3Tpjz8?eKqFk;q z>|0MeP9rueDf@VDcW?$#kiSR7|FcuvSoswSk^fv#%)dcX#7PfXCLR4Ojx57?bNVA> z8%wlr7Tk5JF}k0Ty|j2u2@cT!%KF-Vqf=?Q?_b3OI25a$24_8N)M6~JQGbY-zF;=K z^WVBpO??|OvrvA$?|*Z(!j(ld;mcJKgw{+(_vhsV5c}{Fzj(WLiw|CMB)RRiN)mr4 z+LyJz@@}Fd+_IbNL-n9O%=%T?)-ey;+Uj#vC5N%G=!;<cMV<`!BU8wuW$(-bjz6^N zu4M!u>4s$eWok$Rg(CmNZscdE-~-s<UaGK80!n|=JK_L!XwTcLFWVijx0iMrloi}< zQ~aQ+pz}f;ICB9h>A!xArG2VTcTrbzHcBtUyf|*0_F8%@kcf6@-%aIc)ZPD{vE6<5 zZxADmS)22?_uOMm4lW0T=!u7s6nLO$WtxW@9jn2@=4ro&Le66whbEoIYYg51DUYGP z+Gp>WB|_ofS7r)sw}TttQQq}Y!m$7DiA$|F*SoP7z!u@tcht|qH@AzOI)ZR8PA_ZL zujj?n^4XuVQ_=rh*X5|{Hktj-?oKlK2`eXo81(9w+Xl{}^H-G#hJ&C&m0+DeIQw%u z1~`xDVtvxo$!D*LygPkd0n-OA^6?F|rEuN=5NK&`!&TO@Ar{Jm_ZJ<Z%2UNXVx}k! z)qm&xmka4{VFGGAk|06p#x`!q995N->)pPMPv{0RHVj_)*Spu~oyqXzTc*#jf^Ddj zQjsJGK<f65OouUlwG0E%R<t@&S0!(nszO}8q|@a&vp%MH<hPb~E>hGt#Y^%Jw?n!v zd(Q3sCK-{Yt2YO^dztSC4)%y^@2&_(Kips09=*34mx)?k4t_E=BB)~q#e5X_-@F?% zH_U&6vH2yb<1wYWAvH%G8@Wa_S**tyxtszUZXMQmySKC4_GQd9CrMM?9Tx3Ea%uN% z#vi2gVLhk5Tko9;uQX3(8l9U{nS16w_`tl~N7r1c>W|5C(fHNj>)yrteB-Tapwsxn zRS(Fs`dh`N*!FKgDP{ET{8?N-X)%!pMp@YimQs#lA?=60`(?ZrwsjxQ7Qf?q&c;Go z&wb-kOWaZI-NIeZVLE-u(J$(~QYuPZ9rouk&v|4DWC|3j#E-5NVTF;*yRzJZK)US9 z3)1Ub<a}wgb4q}GnI=PA&ighP?EM~WSqVDo(}dVK%OcWFt~f1h2bP#Gs<V219xFCS zydOnXg?I@@4uUR~4BHN*0jrq0s!B`FVTRsK{Kia1m@e^v86&n21q`BNn2kg*eXi@2 zez*BMIB>vE7_!Z$_W2yIyHSj%d&4t-ka5E>Ph=~6d8p)N^YjjFq-9$+${}N9ESJw1 z0^QvW|3m4S6i<PzW1d-Z4;DLIA4u5feOy1o+j6U@s<N}QTkH0|1qF|+y-yd$Vj8su zC*6FfZQHb*J7B~;mtRhzt6b|h4$Zy_V?owP#5*VaMw-jalQv4Jc?1{bOH?~Wu5ImW zP&_`MsfGlk1y~E#$Pp0DBj8}1MQ28^(Gc5@`v_6JPAk3MPBjz501ypssvND`3tM7` zj`IuiQL-tH1&(<}S}jq&i0!1MkPyh%`%(5*c1dHh`7~a)kuOLi0lfCD?Q}>1j8GDV z{3xqCe}`8cT`8Z(xc8z~H!&k&9e($_R>}uc<*VKe&E`E=5;?cFt<@izR}fMMu$7&n z5j|oO9Dap3`hh0QpR1l{zkuKP2x*Y@2J4uKXca&R2NY&C-C)A*!uT0#v!jJFi9v-* zX{oCVl~`q|*WA`p4c@?r!>t`S2*>5a!cti;)oiSFbtHYwdCA&d_u!9P)s$L%9%e_2 z;TVjuu-B+Nj{91!d*dV*_cSzz5N5sJ@wW%xz%Se^Ie4{7&uOh$(-#jQNh3%VGsQti zdAv?1z-h>*x2dZ}>t_vkpI-WbHm9qsZwC9xS8utQIlAO9KRR~rw9BF$d``d(Y;2-Y zAxAPxZ5Nrj>{VGQBRfiXNP2j0bz2Zv7!LDrnJk3;@X_F~CYnV)_5KZJ9$#q>k{pBv zGEm>a^l>cs3q3pA+Kw_|`1@Z$8!-=)r{bz2AyEkT{Vva7m#FrcG8SG0Md~q@SCy`O z<F);4d{Wrk*}RFm0UwWV%AWMhzm1ED!PRvUG*d_3@twV!R_3Em6_Rm0+9M4!rsM#( z!@vf%fUK9`%jc=iK{Rmd50l3^_9e9WfeC(s=1b+uO-$6^N<ZIa_gqhhsT+Hiq$2JG z&1x;Drz>l8q1cjCR9qUXd|otYUQPMo7?p+HgCo+FYcLyfI;<F#>^ozZAMK@??=cC~ zs&tqBt@OhK+&lO0(C)&XU&IclaYc)Nk^LkK-=<EMPk6I_2!gk%WUv6A^Jqh6A?uyB zFVoM%Y<`J~rLRx>;D+?DIQY!n)%C-F>JoO4jHKOYq2M@1F;VsRpLg}R%SIUrYM~Zs z+>wPj9AKdl{|b|lh)&<ui!9kU`_+Npa~%bR47K?+rr>tZWw;LMp#w(YkE~3(0WMMQ zvAz9}l(Ea%;B-&B8`TV2lp1*$9JzSvvCp2SyNJ(Ly%cM%zUI(@$)`Dzv<MP?Y0Qv5 zj;~;5-Fkz533sut*rD`z%Qhmsg%!--uMZUr*Xn~UJ66a01lp|vs<Nub<Vb&9CpE4< z2v9qr#na7P#+Nv{iXY1|C0QtDe^Pz-rlbKYUBKjVS#n4@(t1flb3skwOT{i$8Pl!8 zkU2YL^>~-DASm%R7!2ZI#6a%Wb_E6SHC@QgYj0#4^|!XIY$DE$(lu;#-D$HvfBU3Q z`bhr^RNKn5dU5_Of-ywt3a^^pU)3dbBk|~{13UbCYjl-Pp2X>K3+;eyt-T*-hTbpy zblo>gBQ>Yu`U=M(=2C3J6|aA?RM5Z~H!}q7RBENVm2Sf})!et|1<gzZriJUXR*jrA zg=NDs5erey!I^1hiMclO<XhQ5S{jyWE$+}ssfG=tKiUGvbc8EEv){+%YV#-h5_Ets z@)07bcF$p7%914puqG50ZF)~rO$)sWkfT)rC1G0cQq;ZX*2Y|=JKX2@vZrf2Ur{Y{ z+YG(8+RT<uSpiTBCKi3N+|`T;$y2^JI>4<LitrOl+|b+fS+P_i+{7nCkXY>fvj6Pw z^CaQk*T_{|^LMn>pxI~K2QZ>1q3;e}<(3cV{?(w&ZM2ppkKwEINnze?kaAT^{kv`f zcyF`i78k2ez@9G0_uJ!MrD3ID4%J365f=DcND#&_5o>~DH|ks4%*JrI*>yN6(tGrB zefBxHicS*n>vg<NV@>C<)$#sOhVC>k+ejz8F;<p(k^qZup2MrWv-0Vc6I_h|=?O5s ze$QTK!yp>`Wl8sQY{RYuzCQOI^V1HU$o&8+8%R0Wt@VGlWlRwOYuz(vv%~cWOlK@P z5}0hzH1xf$`vb~dB0iB~R&tsMRo?71X+@MuUbN}PWqsuiPbkqcqLl3o+wFV7Ihw;k zoSbDTg-7}L7;Y?B4Yn`808rQs_RMD3COQt9I)^{#73zO~%N*m2NsAckZgl$q<T>JS zY<!MR5P^>?X1qU5#q&FFqV&U@=AFi0qWn?GtAVaNH+4}zbVIB78C()1>U@n2h%Yo> z|2tKVv>w2Q&{#2eUX?j7pITDWxfitRchyUci?o5n4c8*WjX>e@%!6-LLS;>>@F%iu z@g{Uxl21=mjyi56hr~U%XcUUwtufyKBj%-x1qD-PQ#$=$J>D<p&UhbhdA6=OTC0lj z0LsYq+{L<aHb1xi(5IfCjmK0tYU-q*N9Wh46?N|%w9Cci2-<PUG^!2m5madDl!Cq( z=>zHU1_z|kBvY3+Drm$MWoWpDpfxrFDWEQ%be;|WH-UEJTm!519?U<NQuFQg)FNv^ z0+`9)OD#G6-Tx4kxogTO+PPr@L=Or_bkbq{3Ff-lx;p&)(eG-SK>hUC+*8h9_i}kW z$h(csXcHi>or)vy^LtMC->8PK<MV7a2=WyE06hv?bv2jYimS-OXs|m8e`h&3wUb`3 z72Q7m!+^Mqu$3ArB5;41nWCzIQb;AI;W5Ug#!Mapzck8`W0G4yPjM<568I+Yy7Mt9 zX=KJj(exOj_vt3<%;(=r32A%R+Je>>kbpb^?f+&WTd|VC^LKaaDuqN++Dvdh%2+To zf)fiWzgo=k4@uA3IY~ygKV(S@?4rHTzjIB;^z4Fk7GA49)0p1plh2!ek0*j|$6DQ9 z*G6xJfPX@-v7dcRAFd7u!{SZHC}br$NYcoGNhfbk8&M;PIAg?5Yb>iN=(<btu%KXk ze@Sty^k{uMe3wqAWqs+Ll6evML{zWG6z)A>al6IW20bU1_M_(3Bv|}``G|v+tQ1iW zyK0rinn|ul>E-oK$9B4wun@En%|~O803SJBCCr{ah|45Qz`&}Dcc51x0m`&#0RbND z5H8-|eJd2mSO?EdNjN#B6xoV$kFmQUXKl9goKr|b=jpTU`>fj+ViweOj}!d34-Uq; zRa620-A*+Fj#8<P@Wi%Z5xU`1m*h*8Sc70bU*#4&Uv7MPO}-WWM@=5$fyqu=Qh&2P zrRj4W7k<`RT~h)J5X8s>>&~?3cY}zjBT~GQn;R)(^kKVv#)-tKMq7|1b$JP}9f~g1 zz^RY3@KUeis@_pk1$96o@2QAu<cJDh3JiVY<Q^^rB&C_f+eriC3mYp|vKD3S`%2AC zPvQ*HAR^Nt5_qOpvU0=}@R2ZmUzhi=|K+4nfHpy!-y7<D=ig9(7Yc{3->6?ta%+uZ z0=3xH79fBfHsI0Ux;!e6JY4tA@cHGxs*CE!<#{%MGlX35bLGDLsU_>QUA%TRm&kDu zSJdxGC}Gf@3jQti?BoG0!hvYDTp_~_v1fm?AWRiAc5zW19;LRfZ#!1p!{(o=T)jvQ z9c9b#e@eO+Ykd>R9IC9t@&5Sqac3>lX_DnEdZMnaor~&7L)vIm?|9cW3y4I%>Nglv z<dkuukAvy$4T0tho^@T`gD#2P6wQu~4z$4t$--zn7J<j(MkXdHMIqwR1ToaK1PsBs z6JJgM6eq-xj82tXDDrd*7sRdBF3Fj47YYbfI~P=c6w>TCX=9%ey~&;Kc3SR^zb<ar z$OSz+m#+?OE;_2!x22joK90NP%&Y4&zxIpWq=t-jOad@bkgNJ;$G@E(TE`ZmR~haE z0&S=7R1lV70s?x+>Pe?r8N2#pTK`0N5=x9Vk*eKo<H1OdxvbT<GQ*^9?=AQZGcVR@ z^wwK%hfl58`ThNx*{JxTg^~|?6!lz8yERE~p=&5yNFWz)__SXvb@Fo-?@U2mQ~i7T z#%~jW(sUe2RHDKZ?3RpMNnU%v2u1kRAT*TMCI}4&9TvDMZt(XwuofkdsO);e5f6|q z|3<z3<#qGy?#Cj#@)Tz~RN#BWU3-RlzkXy_)oO+DCG+4cvgvVKjdf?HH8w1X7)y>0 z<~c6ckG<`5LiPT=96iob&5*l9dk<K`MP;-s%Q9^mX}?+dRo6Gu%F0?aacRb^#KqSZ znJte7a&t7)Tc&VuH~AG-z|8ATffeYfS)-a?<%G%W@#@vh*x^Biptacgo>a%SzWnRy z=O#&#%U2FvPWVPZG;5Y>zV{=Se}jz|R(sJ0oTjf5x4-}qFZoKAI~Ykm7MH2n+14v{ z*;a?By~H+*J+4!h{vNlcMYY6Q8%J7*aio#()BLwrKfZ2#D2IdnvhdZaETE}e?CmIx z;1<8A^1I)X7=P~&BpXSlnpTtU%drib--?+X{)(t&Dm25T;<O3bbX)soLkV9DN&jY+ z6g&WmvqWC+r?=n9sVq#SFlpB4Y0puFql6@Ynj9IKQG!s3rRjNK3>+1<f^C|<yJ#xv zF!U)X>;fv#6DPAUeHQS|g5N-6CpcdC@p4lL1&F`~=7;8%?SFdRYo6WBcfT$!D4(<q zIg;e$KW#Iz<?`jU-6D}POf^Wvy)(~{HYGtl|DavXl2OZcdv>;c*(P!6c6v(djE8^} z<G*~~k>qpHc3&8~<`33#rBUbdYJ(Q(v1E8Y{Uj^jf>IyNj*&SCgBLpcM9buVEpn!F zxir%6zkZ)3<$qT_S=+fakDXh*HXX^ln4v*E1)rB`A#b0_feSDLj_aTn5tL{YR1V4| zGpsS*EbOhBw5jriAp)xuB<P@y&1U8O1p-oq9018P3Msqi-PqXaHWozMoZ^*X_;-2S z^-J1a<7Cpd!nj;a?HdO)w!SZB?&>*5g;a4;($L^+ssbhu{oi+~bAQ;5lO3G-I?}L_ zQTb@x-Els&v)M*AnD*{-x9KLiqp3AQFluFcKfN#Ez@geQLl+SU_zlOSRKz?}g-=79 zDpSM_`0RZ*e-z9%=Es5Npcc|4KJ4B4RUgq_AOzw|m&9A4aBvSf{uUVGg!$bd_hWCk z;Jy=m($igYph17@XI-lz0W=_?hL}4vIjMy!he-o-l>X`Wp4?<%qTs0)Uot5@txm)5 z2{u1k0u-Z=Ah5f`EQ`E*tEp-6X-<9>Q@aE5aWi4es$@MyCCZ@>uJ8DlBWLZtE2=7e zQ@lLVB!!F&Rmeh^Rv`bFKxeZ2CuZ745)nMR)9=(Y*~R5i<Ra<j;-(~6+S4!8@Hm5t zlU_QY_J(DG6C5pGq7`SgSo3$(yxw3a0noCpiOF|TfcV6i^Udkz^9h~EosJ?;ps2!* z=uT;@wB(X*vL{=LlZz%3piB@h@t%bk98pO;uH-&d8Vc=`P4`la^Rv7Dh9?gx<81o@ zZbUk-$|zB3yeR7{jPbY39ra9pzMWPMte^N89TZ>4)nY2}RyRPn_^?g1&pqLrV6fh8 zwqcE@EtLtuzfeHc=rD@e_qoNJ_=r)Y+r$HD;yDO1W}9mB3s#H^=e->gxV0KmPA@DE zOBbO`m0iR`H1WFe8*}Oe`f!uZ1@U(MYItBWtsnUW_7T>~KI9T1!;Q3eL6M#GOn%jj z%@rRM@Q!~BA1D)GPJO(uGJ%i-eKYB$hYw}`F80Hb0RSjM)r$H%Ue3Sx-I_L-LxCa< zGD(q>q%Cb0?@&QME9_zL28zNn_94IO(;X+G(;I80apaFyd688Ghp&&L{yh(SAV9^6 zlbr-BnEWo1Ho1p2j}V%Ww&FK@&!ni`V&rdGL~n+{mznG16<d=<4}k`90(Y;+*`5I; z=Gia3pV!rW$>zUUB*`l#i9(Tir6IVxU&ZuQFmY76oYdVCbEEbdquLDeD(NGb$%Bw0 zFePU<LD300AS3=!ZC4l`mRgiG>AM-Hlv1wi=5<f6h>b<M9#^*fZA`=SJ=0<NX~k(x zjaTpTWu6|L3e(VBq$!N3yXNV<=F@6{xm<}UN+Uj)n!Ach3ENpzifzO!#({XQNA6+Z zuKRu@o_?vtxR{F6+9i{i;wsQR+pj;P)b5P9g3(JLS$e2oMJ=WT5(<%1<(ffekN(O{ z3=IA9b0QII<o+bTeC@REk54&Tm6PV{VEK_lZ*)*5GOG<08sYF5b!Y;e!<tXAO5M!r z^0Q)Xv>;n_cE{z3g02ww=MhqbkTbHw?BUF>3u%4u`sncRD1nUUPR)DDnC9X=IjL*6 zDq&)`b<7(@6Im{F{#|kv9c|Ur%Enmt8M~}GfMbQT$|@BVj8UB7DQc#IWg>R?*bFOg z^Q~(j<e&v#f!d+tr2<q|;Dc67*ku?{N5ks3f4KQN7hZDDdPBolH;&9k9QWr=wMKZ5 zL{_up?S@hFOeUl<%=D))eultXZaWM>$5MU6@v`z6jQ^vYVV-b{)2KvvqZOzoS<`vg z8cxz@D(@BjD-P3qGf7A7w+^;Xh~@AvGh~d6x*3&DlGa^BAfZC)$U;ufjBvumm#wco z6{qhY;K=qj;5d^xNf`oF8Hpn#6tm|v<ujPkok6Vh@-Tn_LY2jhbhbaGdsaPK9rZMo z7P-WbrA|dzc*DF)hWUs!&1|jYRzwvm2n!l$LP*Hq%F82#yOhQM?i04KnNPi8F&b3z zqc?o&8|_VG3whW_4uBNPH=&Rdfqs^AAs~Ho-EE5Q<>WcM2#w7t#-zhflz_;7bpr$F zi+}#kKt!V}8kIQrPiFMp`QXvZ2ep6YX((a44{*5I1<C>gq`ejr@3ZOEaf~YHGXZhT zWm@Mqzz>0E@wohL%F^`HILzyR!MQnt^e(GMOg850H+K=~DJ1afla`*Xr-%iw-$M3o znk)5ZxOWi(Pwq)nUju_8`dA&5P6=l1mZv*~#Z;JsAqB88`fTI?a{oY!c-XaJ=`%#( zC4LU=w`FcN6(fwa?Alipb*D%kJAd(d?o~nV(x&e8<j6hq#yqX(dqw~fwz3Ty4j~_D z_}1Sr(QrI*D&PGyjgcDrY(C{|je=0v7@-;r+L0R8L|eNVj#f*KdIhS`)TioP2*)jY zuMKn8yId_P438ZYNIRX+=W>2n6;UMHg}YMcdbt)A2$Co$n7l1r&2jK15mPdJ%#-Zk zoYlOHa`5H|%zpZQ1zWW$ET)>Bu@bZP-r?69KsrYLm`5r|oc^IbcJ&QKc;0tg@BT(X zl&C{k*hF*qxB`YK$QHs+XWw<VR<w4~^0BWh6!Y*DR&r6#G+^ZZof_SjfXG7+9B8}O znA1Ft&d<!BLRu{4Hyo8|!v#qe1bvaxQLw=805v($-wL+NKWl0Q-^r<dXkU@J<gteD zMzB9p<~e>bqK_(pAZ{UPH406AGNBagH4p1?$jR^InhhC)fe9>R0L|l3$aaO6G1e&N zrqGYg%+t9I%^?6m91;*aGe9uvA_V*%VVyL5J!QFvB1B^1D8WrZR$+_9Vaf81Ue@9+ zr?nr$l9vfsh5f8G-ESb5y(~^D9QyO;TUeIiv^I}&7XO4mEif1vU86{IfH_PFZvq<( z!IF5XG;DjCVDs5rGAkGlP^L%wG7(w1aeXrnkTcdr?e3X>8UE%HT)-pJmxWl-$>ha% z5C;GhWY}cM`ZO%H>FXH>Xg`O(v%*j)7t+E5fO4U#e)Ic8QfA6g<}+D59znJ&g8*NA z02b6+3nV2DpF|>0f1TV#Jn5E6*3KvFo8}DZi?E>x=til_bT~aAmZvfKBH+C6)0YS) z3K{%vP&E)%j()|5<?9l>JidW)rT{>brhTkYpC2>cA3irv&5jT1{@yt{^tLym!$ww7 zg$(o8wrP%)DvjN}RlRG5{UPM=Skvq{upv(XS-p>n<4-6c8YFGAlp(0a$zkl|ZL(U& zS)g@D-}`wn2vAW_;?WN=x_+`F#m%7uB|D+jk=29FD$TmsTY)iCaPqPh5&_IMau<z% ze{9_g_r1^!2Lss7GZQv7@wscMyrj97<t{FtVXDPLcu8w3I>pq3O%HMP%f&>lh_rrY z63`Pz?V<>M5MIbD^E#`^cVS#v%t5ckg3l{hO&3*S)u^=?&e3D8O;=y%z<j<}>b{NM zydzAE7Oy7Hr078n`JOfZvf-Ysy<kUP=j>3DKQ*Xek(B1H`4B|}8xgIiW|YApf&=Zl z@ELaGnOqgpN`beaRmZT(%=|+b>&a3dWHTPdRHrJfMVz{S&qumToT-7l3mvp|R$t2T zx}nLl`f5XnPKSVb$NGst6tebI$VR=TGIi1Cxb}-j;U=GnbcLhf>9D`l;eN4ua2N#^ z&_!~9rhp<Nqw%d%0DJKQ0?j^r;Eo=*uxb(T3L^Etit_e<t|s<(nnq=_SLG?RbQrz2 zto^V(H5z`eoeAy-_zjFYRV{Vj!mOgc)ccAz3PnNRB;t<B2O)!h;a+Xj_kWDoLTGbh zxk^t6vO!mOSsfG}!GUrs6myJAS`G=n1x9+_<{IJIbo_e!qozq!i-nx8rx$Zkwfn#< z78;C3BGyVH5e1Fa9pJI%)a8b|(;m6;nI07qi+3N{LrppIcX{jx&w2BjB{MAIcOUv$ zWE=fYv9^&lf@t&K630npD`VRr{+EcOZ58#!z~uyRqtlm8PeZ=*6<d?6wT=fnt2yT4 z1``3m!rE_xiTOdf<TBk?n0b=CKIaxwmW5Oa&{H^ZIALTN!Ws$m*zrkBp&$$Usptkf z#6_<rr}y1-eVVh|D4~h_qZI{3HZ}1MG=3BwK?~KGnzXRI(bf8yLvO92?H*>%MT&dV ztiwavYr;p6+)~7CS`G7PZq(Lhx(opV?4idzG&Wlu0l~%5`(*Sm9B<gJQshVR`Duyw zXN89m;URytQ%g{y)-{!NO`u}74&VXipkzmw6djcv8$ArY?-Y5O5{nlhdugW0dRhqI z^xQk7)8Jlp4o044b*RmX!G>CyyYH=#g3-HidW{!Io86%6{Pl!M*BfqHW~k6I$8SrJ z%_j>E2Ud%NZawu|Hn(ANN296u36l*@sI!w(Z4nxj+$m;kR()!b^s|`ZJ-XZ~oi+J` zCS4jtcgsYjc_K4A@(of4rj~;;4@t;O!;g`Y%Yj;|s-U-T@i}Ovac<}%C_}W~uI~MI zWWbCMlcbxs&WlDl?sz17>7PD@1)_E%&am`hVm?N}QWy~r%}^$JY!H@y<&K7M*3xLO z$po<@C@GEQw(QOszQkj^v+@Qt;C0&wt{A`J<a5?lW|)<B4&>$2`KCf35hN_mE@kQq znhOma`Iz{Fe=6Fo>ugT8*$Z?}BkbHPi00|rFvgKvJJDK*7dVB(IGo^^>#n}<tka{s zVV?g^#p}5~51x~Rqy8)@Z-L?{=W|?8D_AMY6|oJo-B4xlSZ#=go+j+Jg1~N|o+HWV zYX}Ltw;%s(;JZRs^CFxoCtgh%h8}9%@k`h5VG(26<mwcmt%#o+iZvZVDPRy_E0pQ@ zC<7X?E1J#gq98k413m43>R5s-%L;5XT`X7Yx{3;4-bql%2__vP_j=Y<tZekKz@e-2 z<-!Na=rWq{frq}tq6wj_nRVFPbtJe+bg25%sofRi_~GxEyF<sL?dx-|u_@jEqv<Mx zs(Qcf;R4cdDM9IOE(p?jK@b56LAs?uT0rU|-6^HgARyh{A>G{|-QDn>-~8wO#LWG| z%sJ25&)RFRz19hNUbqB%2y;s9m%Mt<)46s1B|WXB?*&Z~Dr!ZUR%N{3BQWAbf=srZ z!(sWCn{8H{oP3p!Wu+V{qX*xtTFSkSm&LCR3Nj=08NQ`!#+KaND%D((42d5NLgcBM z(sN{bu3xT_TFH4Bms%02HFzxjEb+Q{w~Xi9@s?4hf=|U)kDE!f10$C)qQm*2Na_{5 z)b3mi7ZM+Nk^~*UsKM>8@W8j=l^yCAt9SqF>}60jhVNZ6><=Ab*QnM71RB}C7ye0H zYL<3?4(P%FeEJwP0R2*nz<=E^7BJ}#-&v3hlwsw6IHgR7zN@0q2YP5HX}Mo>$#QH| z>~vOX7*KNk+*{4=r1;oEB*X0P1Vx<)OfLF7%oe(H$_{=tX!T>VZh@KpnO1f)>O;~2 zw`Ns*cpqKE^8ji`XKBNZc09(;6UgF;4gZW_X0`Mz%JMOD^J|)>@PfbtCh5<8|7y)V zB+`@TZO5{k|0_#@7)2j?4&RHnTto#J6U(W@|BbA^ug7KC@;Ui&HzaOu>%mC~Mfi>4 z=Krcm^M>nKZ(2_;mphCPwN_=ty0s-UJx!}0*$wh7#F!HB_A~e&i}(R3kslSf7O6i< z<&0y2B@BI-{B1-6)Xg;g9Z){{AbqsX1-`^Ey7D>`>0faXeDL`M=r@c{#_b{Ub3uP@ zOO5Ni5!^-=?>;5p)M;iV`rVnjYAp-V&+C`E=p6Nz*k}+JWmR0%nrJYtmAsZ=r2lLw zTW<QXYVULNUYm7s11dBiQ!d>yQ$57?n{DKa*es`EfeqW=Y2cTI-6L)$DIdXoUz~{x z@`U^wn*=@R>_zkXS~X-8Z9~Id?twR}QQms$YD6I!(q@(Wn{(MBj`L5CI}}?#9Zy$9 zBevC~(Oq(~>S_ftHB&Zjco~i{5;CPzcZRx!3|a!^p7_C=${0@I@lNO{(K)`RK+;Ff zU?Rc7B5dF0<Qz*U)$Mad;db4W?(kRur-VMAd*E};lw2s1{X^^JH-Hc`gKjg|T*91} zf><-Ke6bbpxKZ#RS*?-%&&u5T%gWBG5bG^%RVN`GuW(!b6;dmLqe&L6tC_Rntt?O! z2mz?|rHk~WH9|gqr(Z=r629X2O@YV0cPl_aJat|<p)#$!(jM<n1lcsw*2)V)>(Pfb zRHW0QB$JBYco1qa_VLso9I+S3&+R3g`@AmMCskp=G|g({GNK?z;HOV5(`(5Ve6vVs zv8}+%7f7O6FHE?oKE@izbE7wWQf5`h8(>x=TOt=XO*II3C*TV{qxp9uKve5>zk>ss z1}C5R>UEw#Ls08aCwO4Le5U3`QW_+mv;0YbHQuz8T<Ymehga*e5`=s*6SlPSAnh*S z`LD^`aP!@``M~#?B^Qe;*~~+-%6WcW>+9N#Anx&D#y3krQ77SR?iWT0GTbrh3N<Bp zuQT~yQ7fwz9xsapG7n>_I5ZkGWmt9Jp%R{|`he$%pW_Z3bq&%*l~6s6mwc|<LQd4b z&gG|+rAhh`0ZSX7c|Y1qgMv=8e7{NoAYK(^T?VO!Z)1*r^8Y*kUik5wlai>_27!3% zn?cTkDK_Lu?OlKW=u9&j|I1%5XJ7=wGx}Vanh{tl7{0!tOBxfr{T^Q)*Z}md@pZ+D zU_yy-w_HX%yc1cN)d;sl(r_q-itl#;GZAg;5USGr+TIpg6l&NHMEdi5wNSW9>ZpyK zbQ!J|oo%@vO}cimO|3Tq1L)RVn@wsRYGu(-KkpZNdhmEWow%l}Q#dVPTduhe-iV}9 z*!RnV?!JAK;7m_u{+l1)-%y|L(n>!@k)MpP_<9A^;BIIzJ06V%!j4xg1^Tgx-L_#d zW2*C_AqK4F6t)P-Sk;h#ZHz7COl5XCY*dregz;qnU{~a@QXClW+7%92Bp|s9P1(7v z`a9PkcFFx-<{I=Xks)GhrSGe#npy8+cwh6dTA)<|=yNaHO1%nD=Hw)|AcC(XP0@c( z97O7pms4nLGhd61{3KbX&{IOqM6q$nX1R4ODOZKzoAawTx5grl@gnCYEXC9U(=^jl zu7Uyv)vQ;Ygd1##@)>Iad1|jo$6bp|2FINn8;t|9uF;X&q>Z<y7HpoG5stFs0q|iX zl<08#H<QH{@2z7~{)rXLr|!5xz<`=k>dRnbNMkh|=YA#9<LS%#;8j5i62L3fa`y8> z$@R+3i6#m_d!P5kFe`}c>4lrSD|l*tvpA1Ow7CB}xoG8j`wmd_v)&85^rL#H|HIMb zJiDgHP$bHbV?O-)ce?gXY`NDo7uUY^We|FXCV^*^=56xtH2aA@29T3d<K*1@V`iZ8 zBQE59K8$#3+$~|r_1vq)Kf{I@XA%8Vhr5G@R*fjwv9J{2^5R&CYlOh%^6!=?VA~vd z9qQw!5QYCHCCoIAMHrThIsGXEq@cUIek+f2L?1q+$D*3)$9w(>9t0E0ZU0=gk!eYO zX6R}-vzaXGm_^Z%tIxg89;FA8#q&2N2n+jtxK{ISzj*WAmcij}>beR1L$FM+N#0a; zQmWSK32M=aZ>W(_GrW!@wPFhIp6UVYil>pBfw!GmX|?z5HE9mzHUhcp^5o+@5x3@& zWvm&^MJ-zlxM&CmR^lzKukZQl^InglOSRc3tZ2<SdTRWvM=v4e1e{;D_LgVPD?1sb zWiW#VeDh9?>72GKAVCF*4z-WNdQr;zJ^WaGaVK$+*w`fOm|Uvp=MTMQoe|sN6Tj?E z#dx=KNalR;=Npu_9zTD4V)#e`QLq`t<2v#5gsxpHrrfjr2ZPcCXD#F^Ogk*)-`3fb z*Z7b^sJ1Z-BDNqB#SEqm%?GIXslDC1(APWFHSVQCuRh*U$fD-Wc+30$a^c@<j;$7j zAtS`i+Bh5)6h6J~CyOaMZf>6bfDY|CR~yfPYKyi62p)f>#SRkqG7z!_8oyrs4nhK( zc?q=@p_-?|whOZArLXIWZmFggp&85_C)T`ckJF}kR_BS%De!7m@$;Fl=~@LjCcGbs z=vpzdwQJXl(VBf0SBV$hn`_*5PlsOE`!2ykcWhoVBe!~EiV>j#Oa3n6iW$=WCEJ&m zjgD$c{r^hH`HZF>MT4kXn`KU1jHJs_k2nIKg*t=~k_sg%ZicD1x<x6Z9YG|_b#j|M zmbo*Vh1i2QjfnzCG4Ua(QSvEzQwIr2Gr?7kakHihe1%g~65FAMN*h-W%5F&B%{6Lj z9AH*~%s-2SOmqoE*~V=G**>df`3}2X(p|@G;+H~?eN;n6T_A_~xDl4<eIF+7d9{}o z&&<jhx#>g3?I0?Mtw=E$=Vi4QY+Og#O_F-oUDJG0OQJu=$E&-$`<KGKlU6P^w7|3u zN$P_v?60CD+s~gF1t)NWo#2kdQug&^A#{SZH=s~DME4njFjBPr<eTTD?!;WQrEm&7 zY@QHyq46$dG9j8#jx|5Q+`YMzCt@1~L&+|8lL}Re4hA$(A~o)zF$`w15EW%mz!<qg zcUZrypyEvHCAxj>57c-(UKy9VakS?2S}0>v^6D5R3b;r3M>b+Bx^&GJt04#N2NrA& zealQbtbGS(E}Kn>&gJ15%kC8y2XDB`owskk%Bsyev*kMN_Wtp(YlvcIh_^uk?eEr- zIw#yxML!RQ#vX#^xkG*<YeG=E&<nUhFCLeo3cfFB*9w<FcSGW{Sw8WT?80fa`PKCN zHq)x9ya9sFEKyBmsL(F#`fd$_rv4y`IiZ!CK=zCs2f@`{O+}h;WTG%WvFkqD8`klD z=4TW$;ASd+bo6-6HNyMd5|1qz-9(kcX1?t1zv_0<u!IQ^MF4(#>(dUCG0>S;^vDv7 zjQ1DGVt_;@Z`oK_C%VdZBHuyqargmh?)ug9iGT}xUJ*^!`ZFv22pQTCH#HTUO4*?> zknusFo(VIFF|_lPBfXh?DV~Tct+|o6Si#o{M4bFp;kde4qV1+9UNtr$2Bp_xyO#}5 z@BR_IGwrYonqlOQ$fIxG$yUFZdrfn^Ry=0dg|6303*lM%zKb^F>^XUfSzs#UEz~!y z!Bf(^|0*S`(CZ<JN#qZuAsp<J^0smNm6P*I%@@B%VixYLmz%NW-t{3o$6}{sYRyF} zjK~0Lmiiu4<xqmUM(_3N`lCZ=aM;4(fv~sxw1F$$zpT-}eZ*l)cXsB5g1g5EXg}7c zSpY&XOuiTw77`>7l%stZsAmc(trfl+#nV52AUmSo5V03gCUT%?t*vO<SWisdqSdZx zO1$m=vuV0_M=7;wW<po4u3Xe;Y_{HB8?`BbBEd~Qd1`@4@w#Orjiy)M<mw|w{Ocen z)IGO4QJSD<yZZOsBT>liPKHId7FF$Kh&g}2(_($m)o9Q3@>6Tpw60eGJtnQJYi{P5 zql#V(nKKYcQh3Di(HRYXCy|iL(uzV3<0AJlmyE#FRpOjVZ{oLnwFg3YA50-0{H{~y ze&M^H{7(;~TX$dZ;$o0G9VH-Z?!a*jp8kpod-o@A&MC2j^!mct;RAL8H~|3(;q2YC z=*<>d+LCCJU2k@zzSqp%(*bt$O!?+NVrvh5y}4QDoeMeio>B~71%=~#i7Js<XBiJ7 z{Ol~q@NN0(T(RBJ`tSC!2@tmDsx6qlz$9<=A3=|JhbK*FbdC#1s6dsZ9F9ks^wE*s z!ZCPd#JD;u_w|qiEZ7MmUh5+7NT}h=JA0<)pe9_lfA00tfTMecV=&5v@KE@q8xME_ zM`&(db}>-e;{lx|=XSjo9a&cQU~_PZVHvpy)7N!i*VIYK$%9+~5@~8P%}?%gO3X1l z!Y<{muWZs0aB#yV8ncC5R@Opb7#pu2wuH2DdX;v!9R~wj``+LH(#RER8{4M)axB8K z`pFJ{Jasg-XHqI0CrwrHFH%C~b)^mE3yOr7!W#N|IBg!7G<o>*@r=^!XM$9*C>cSv z(NLPhhBBV5zN5^UlT#VJXu0%atLD*R{?c2*VyC?>QO|R#po64_p$orDRl&SJT32@P z%z>QWhGcoKQU(#dUhlHJ*tUjt{fp{ustHeo`|<CTZIh4wRVPVFopJBl4baMcey>}| zM3VMCXd>6w3L*EZU0%dv=Z(3uOXb3Goba=tFhGLmT+mK<gOIA3>wCD7LZGP=_~dLu zUgz!CHL@KXvi1h@s8&g*h8$x{eISBMB5YwJw#z+9Ir)=kI=Mfig?MFt4Rhz8Op1mZ zee-&7E)}5yW*&&2^oF-CN0Bkd^COpMFz<i2+>bM*F8T{l8nblTce+XzHQx7KdK})5 zySAL;`zu?+rP0s3_ZKg}F;#DJOq*M>5^r4H{<NJ=#L=i(<dAaYW1PrL9m(!(As-z7 znlQ?K6wn-N6~T#ak?^p|FXl9@=hJ)yixP~)0nWC*=-xh_eJs*`Za6mnQoPWlo{d<% zb<acIKiWCo9HD!XZ1-gHV1ZlZlV0lGG39aSah`kR)m+i^x<qqcHeMH=w7Me(fOKc> zUKlyWYBD0nWq#T=&HTY3BprSDt%$9M?*<A|cM=fLdI^EA<fSHP!}HOH{|2t#YW~}{ zQb(TokbwqpV<Y9Mse_c;HEB?Jhl@|egH#t=$-}IdkB86z{=m`amfP_o;q{5vF3Y3w zMCxQfd&A=WAua&)1Y)q*tkpqL&Nf|CdEX$}V;9Y*Zrt(|DuJw&OC!R3<ipbp_|g^x z4;sGUNePNK8-igB4{RDf7RyY525ASVacIXG9#e*0TogWiP9Y!*j|bRZT>8TD5^My> zrMfP4V{>E6=0D$#;XQ2~ii;iBuFnCbpNy^;NYZLNyVf!aMzx|+zsx$jM&|JbIAWYg z=w<!)mj<T8Fi4rV?er4Xy!gp%<%Q5swNuEzSbSz=q&k(w-N<(#oiO3II7yK$fAVPj z9l3qs+dbk>i^HF9kZDk$5J*%aKRAc$W)pK;+8{~$5rN@8yU$^9rfuxfg2I7&=c-G# zQia0cKtb)cwD5lMGW$g$3B_+K0fU>-MNrd(!iD|r6Fw7w8(eHrfBS3CuK8fg;Aluj z_|^D@f(l1X_AItyS5L98oxTUSr$DL4-WysleDK*Md35?Wb9}hH>ENuEa#YH4bUjQl z1GUagr7G}Khx5HMwgqhwhJ%(yy#wvHoxBl)F<bt;jSm;xm!9OSv-OpxG2HUsPh|Vl zFM6KN=4DeClv(>ZX8*A;k>8B=4=FLpZVhxC97_ruQScUgUV03YMP#bva@eRyR-z|= zQJwJ`PNRC--GbpfV3A4BWSG=7cUIiJMuiIGemCu_w-tK4U0RcqpL^-brI<4C9K-~C zES8r}!eQPB_rOS5&BzSiajCcU|6;K?o39&V;DVH4GPJZnr}P&s^8(H}7hxH-X*^m8 z8S%_h^G>l(;WEfH5@>ZgLa(L&L=v$YT<<E@Je>FMFdIzmEBc)d7(AYqV*m~@$Uq7> zL^T-M2Ze=6Q6~crJ|4HeXlZkz$`-whQG!;pcS|=P;iJThj3{5V*I%>x2H~fyy3xx1 z=5avShhA45J_D=ENUS0}kK!%0#t}LW@CE1jdx0ySfO2f!2oy?4OO4O9RNBp@Yx8x? zmA?JUeb?3oBTaq4MDH0}B20H?yvl0}Pz!@9(x%WBOU1tee)?RptX^VA=u)xsC#?eB zAYW78bkrkWU*tMHa_yJ@iT6d6i_2!DUd6rM)-S&1+MnocC{{mA_Ita~*aD5~X?qk> zt43{y&m2Gmuy_D7pm-qOZ@ByP>dT-xtnRii3@uQ8M~(Mo3_Cw_!BnZu6a!+Jj~!V8 zzQ*`e2!$szr)d=0cD&PIoGWZ=`Mmv3)?ile@nR8g$zdz)EC3UztTBT%T>m^9^6b!G zXDW{3=-JY$*ME);PL;L|WmUFw6otLN^i!e3nJ2$pqXRV6a{tC6T57lct$(DbcKfXM zPi>qck2Gv|5$(L25clZNVuy<Lo2twx3J4JPk0EY-b0(MtsD{Mq)pW!mR91es8QjX; ze21)0JH9;tkmDG<0j}pgV|cZ4M;CCK^)yp^=}-4t{PFqjy7bk~!slMbj`=ld`p6>c z-+6O5-$N`z!gi9B)!1k4xo|1yXqFEDUkhNRth+{1$w&~>ZB<>>{U!w-xZd?<ifdps z#!*&>&l?fRH0g|#PN$xR(aD7c4R`6>-zU3oWoo8j6QV}J{=m-C^3WlLCw9B=UyhZ# z(;O0YJp1aNm1GM^$t7-GYLvey<31u2%2ZoDJ1^d7ymQ}u(A1L6mfK(9%=e`gCdzw{ z1p(1;ajaMkQaL(!=sCedKQ&@&_b`-6wUXW0)x&Dji=GxO(0`#vCA(E^f*rYq{B1*T z=PO6lGuCI2w{O{j`^QIFB<Q=Eh(0Jc`@4-+Do+r;PEkCBkvRWhWFU+D>=9vsmx?m$ z425_r*sHH3*~G*4-e(l}?Ec_yE;W+Bc3VDNH8+^KpBESLJRlKY8jZ1zkgtNR&&8_d z+3p3mu`p5I#HB4uITO2Kl#v4ft^@~i>s;JN6NOLxsE9+GUt9SQh2s0U!GQAcY|?k( z?r3w2`9#g<zYO%84|{EsUmU#03ovib0{4P+3~sk&#jk$Fz){(~M3Q~Fe?+!y-}47O z;r86On-7u}Y~V(yfo79I^+q(3C}I$a*0F+e%BVLjcU4M<^Qr>xXNYy>F&JnZ7H2Jd z<X~1`<Q39cKFuFyDK*tr*l|6NDAX;p?=lhv4C^G-U0M7SToe!9yOydcqA}XGXIm6B zSUW37tXKeQuYc|wP2<_iRppDmjsweCuTNv8hdupttk~w?j{2?2z$hnnj?&5v5SH=2 z@zduYuny6?oZX{x-xrjC>JtQE<&@}Og>CWM+}ysVqFlx%1jj!h+AaEw`46=Vf+&su z`c%(^LBkv)2`6Qtp_idPF4L~_S&R$fNF`e(opi<uRlfrCSL)_{+$LwKYO87gbSn2y ziLVbbHLve~;D+{J;PiOBhHb5_t=-OgDZN*z;@fA%|Mn~hQ$i(c^v)WM<D1E55LW#` z^Mrw*x5K<M+;Z_W-OLitA7NtAgJr{SVbSv{LRt5p1vT%rQL*65@0k(98Ku~habe3( z*WG_UH+z7#SF3)qlx5dvX`V+$VO#GP#=dwho@k})=Et3XWo>Uu%Hae&*KZAaLnE^V zLVx?hCAd^r%L~2M8*1*)1OK#x9u}m_5@nQpjlG9D|CmsKqzBXCy}y@@-(<uSM$d$K z0ZLL<XP1AQ&i|NGz@QdpiuE&fr=H+B?3Evlj~364E4up|*z^(Wgqc@R|LD$&u^F#f z`}=Y;yM0)R-W2ykXSJC}!rmG7pmKcfkBx#*P29^^|5cRZ1-*vAME30jHyQ55Osm09 zKoo|9*TDYHD#Ho8)Q9P(>nNDb%s0~Kv09y{CLG8c|M|&H8(iHKD`a2d1?P^$M*i#8 z+laM-B`v#*27p&*u}ii9Iy)W_Z7~)~i9q4jeT5Q-C0}<o8-?7IOYM;Jy}2vV<L$N+ z0{SkyhwNW8wJ#~R!UL15_+tjv^iX!6YZ5m`_r(13fuqK&si*pjVl*(|-ny<}C~e+h zX#Ty(&dm4qc@u)jo55{UX`ZILLmy3kb|S^}Yt0$*5GlbHYu86mT+=gaC+g6m<m}gq zWv~0sN;kH6`<;f1Y(*3P>|CSeo(um1K?1GRdtuW-Ch<$k&{bgN_)x)XI0D*(1^xE2 zs1XV%`tG3_m7F+7E0Pcrtm^-1TzqUm^SK^hez}=vf-1#x)V!jY_V`!W5)=~pn%Kbd z_>ixs@$p3N7wDoy(XjngZG%mb0MDrSv#TPH)538jk;iRfU<Djo&3Pl{2~=I>7h``U z?9uTG^)z^tq64KGNqu2JsfPs$KpF@~40y#W@3x<S)0&%pyT|LqmgRDn-<C;OTdu#r z`;3X)$?bYt?SJER)Ja;PhjT#j(Q3R0?-<L=6i!XJj+$CUL4r{DImSc^Hr4p6r1i!E zO>bO;xIbAq8?0ZTbw7(IZ&5*N+_<gYx=TVqLP2_NuB-5+wB$*=__25kt<^r*D0r)> z)M5Uv<hn0n+Mw#|#+p6Z_(^{~4oc+qP^n9SudEv%xn)_C#Pm5xDIs;F|4Uj$&s3(B zC%>B|;nVn}9!n2vC6LFkL1sI);bjc{W;*Zjx93*O;UJh^W*moI<ZrIE2hy<WdgNCy zQ1Y~<<!Nu}arL+bq|L>i@~<ds%mjf_-mWsRa)b)r)e|eGOeC5C;=*dqzq4oA6&Ze? z?uH+Sua4xd<Hbkp{K)d}2xa#J5GGpw&^EWDJ02RK)q&jqogI*?qvVs$B8g7Jn=-#x z-{jNLKmVs($meqpC?+a9Y-2)#_EjEDzAC+#Y+h_Q`?E>;6XmljqxR&lMN?6j4%Nem zFbPM}S=LisgJvv}1ksIa+S6tjOz4kQeR0$}ZB1rF>NCBBJ@GP*k{^*qnysaG7w5%l z-%0M?`A5I_!HJtS5@O<=`Pabvq|W}tn~xF224-l%N;|M%+G&5UDAkux)C3^1MNI<V zVv}31vz1UXBk(xBSwC^%!}XFi4OC_;i=GN#kF8h8^fCw%B(%<n$IHJ?IR%%4C7xCr zjr->=40z6fKXrLj<kTmn{GPu7qPw(wU*9j)9QN8R+Otvn(>kmO9D6N~d~P~JO34-T z>H>`>ob$@fFIh*kGr;}q-vH1xo;4~A7;6US1nb_<(+yM9Ip(iE3p_xM)`jc77T4)X zwS={<=UcH1e2NqG@U#bjSZV-(NK8m>A5aj@pM{2u262kQ5~DBY4X97phsWs3_0)=f z1z5i6uL31x?I$(hq^-<zHA|`aEjGoQZcaZGzZ~S&m>^hR=e5!7LaGKxS_Cb;z+ZZ> zrpoyoJ!FlLvy(jFu;>asJ<UDnGS10i@VY*IlP}H7@Cw6dbM0Emz$0!84ZIa%1VA-n zCR?%g%@j_}{n4O-%YsCe=sXUz^|V;c<Jaw$)bkpq=_B@!&JDb(wEom)!|~vjM0w}s zv%q(=mmh)ccf18_aP-Czjh6*4w^ChppO!Anb;;pnU|iER=O{7tzn>M$0+|BEB^ztT zbY?8P{iuL<q0KSau6y6^l5sHx6C#Y-TwM=e-fnL-pFP;=yPrD90*KbJNRqq+Ve80u ziYdH-|D9ay{%0V<u1=_Ohl2^^FB1lL(2gY~00f)}+$L!N8>IvdSNwT+`;4>e3gJ9> z#|IN*0o0Ae!}d|U5JOAt(Lvb#_4L)#1<R{y#9y;mVy!pW4X*tF46%iaM}li)AnR;y zfq6k(RenhB(VkLe9rd9g)V86hNQ=KU1)P*Bs0kF9zmmW43jjoFDz@DuSy{V5v6iO9 zF(r575mIYoBs=gmza=)h_F63@wLV(@El~k!WLkVJ3l^;Y03QNQ7EMw`^(FKvKa#_a zJ*fag*paC;62b$a{nM&Gf$XgaPfboP)u;qG5-s${C}}v-+EUW2K>|YQ-&)#tbQgUq zs%C1yd*DzE{R=)E6r_Ap3o4Uu-1vJccP}5rdc0l5A105G0Mj`rzfhN7HYq3e(wFJ_ zeoisrmob+ynpUT<VZ&zZ(wbtXQgUGbB`dKS8K9Y>J(B=}^}V~vGi=*CNlk4r$BkGQ zJW=F&2#fbQHXVvHD)6yH8xuf5Z<Dq_JPX=eFa5wzM#2>0YZ=<tebZ=TNA|IPOr<!+ zug6avxjWlP?0Bgn)on9Jg2mU`k6Ho|k|DYB>+9HV7uF_#=;Y2_CsF@%pgbOipNa}h z_pDdg#7VZ|a0MuPT`2R;dwh{?bG{c}x*D<j++x>=!Tb_`*=cmvy!n7=_L2kxr}72W zZ#%<(8$}J!{)lB%YUkpz^CICdEwwIOadHquClA|Zw$nv4TgqDxRV(>-?z7Im&qxQ2 z4kSTQ3tlBvbmiOMIWk2D1~2lk)o}u4H1xe`P8J)ypIi&$JH%CZFN)8W&-43-{*dZ} z9<n$eH3lpZqS8qQlnvXSTR|;tN$H=kV!IFbb0as_T)pjeNLz#U2z#)ywFrONjAhgC z4tkge6|A-==?upoV@E(IOzXc>RlqTxJZ>1aAV7XNDB4u`W$}s=7peP5U~58obb=}4 zW#0fp9XAcxm+yMw*Go7pjdqK1{+TKw0R&p~GV-P`fWOU`ok^fwwIlOOq=Y^5%=XM` z|4yFNDE09-jm(S$1qZYGt!3w{PGdbBRz*kU>}s;>nnD!o?*&iZQu{N1KXD70VJr&| zrcbpWIQ`_`<!?h-IOT8@2krtdBrwxtznbjbM3d&$^G`p_`W;uAwJ)Gg?Vw;T%LYJu z7S@L&QGv6~FZ&nl3h4#H<vU|U+T%P`Z|o7hXH8usuHQMPNi>CsHw+f1&@$-G1<-v- zQ4!|+Hoq?Cg{YI00AMQb*CbI=u@bPG8BbH55k`sxXpOoa3?X+!$Q}UzuOCY9*@H&) zITC`(5J)nj>0rcR_z{U5E`wTve+@({cB$fnin_H3HX)MADZ#I3h$K+k*wX{pFTJo! z8c(LHmU|~99T)PktBYn$^K7#+D1t9C2t$JI)4$V#brS;OIu`jpaw*w2-FU|mIg+Vb z08kv|GH+sudH2|KC0>7cH2l;4Jk&y(KH+@<L*_^5<?`3LGJ}TAQ~SH)E6uTesU;KA zfRrza>loD}h6=B^Ga_X;QZ_`(UfT&h`r(P4RHQwDZR>xcf|qjKi=}qAv%l~j9#~-1 zIzgs`#XGcu6f*B#0gYz7!nlI~g7%L}q?qUXuLtFk^|D7aAmco)(#-I~vNt!_n((e_ zo~lf7O|YmaSwUWia|Ej*LKOkC{$ik##T*|dFEV_;^_^t-QQY9BbK^+hsjw>T{#f|& z%BR_J^7k^+v5mEAI{uvcSgzA8MX-G>qb|n*CHpyEICW&2o2!f}QQ1QA;?2krS0TWS z!vlOC`&4bgS!ad@Vm83fsv(!!khu>Fe674kk=!wF(8-6HTImq{sh$(B)0)oj_?I$v zvS>w#6!q*6^V1$W-(>adJOf6kO(q}yH-2BPvfkb?=Yw>pa!_RD?7YPmNM$xX_FB^f z?O8zcn-m2F9He{qMU&auYddptA9Ue}FkRh$to22+lyC&JYgEnO{CPFQOBIa;^$CEQ z;RM(=p{ifWH`iy?P+!x`k^xe&0Pz1d(1BK)&hu;q)vInXFB~|u7ZL_EIL1%d;^Pvo zAHD=%BXQ>OF@BP?_H-1l7E*n!JBv&D(sZqT{=N8)9iFISJSG7DhT;#EVhZeY*dOgF zo?wqMVGf0ROOOxqlZ&_do8-L~<@mt&3X0hB2%`(_8et|RY@hhPR}WYmaid9tmXN&m zt24=wpoW6DKMZ}LbJ?qm9*wkSLqBeiP6E!>H>5^EL`XoO^x^Lb1m5Z*I#WUn$ppca zE-BeS??CPBr?_s1TNc@e+teV55@1?vZucAVNC9Af_#^6|w~IbC-=o6$tu>szAi=Cb zgbf|yx_*)NH0SDlGf@Ha0}K1tu`;%n<GQOeax9?!07=3+^YNgJVbPbHqlqQNG5oVT zUFc*j=dFFI>0ZLG<;Nvh&}r96&v^b!Z%>JKWBT1+y5}&RS9bR&T*eq_E*9CDo&sMV zj^oHu-48d~R^jFzhw+3_BA0ol9=3A8r*Tw-(7S*eByX@T<Jre&`8@m(M}jlYKc-lu z5ixA6>exMvYuS1Dt-1|gJy#Me%))0ZS+A_h1`O}%JtJC?5tCSsbprFrk-WuJ5g8*6 zVcPsSYOtn%_j}EESgJ3OBq4#Q%XHNt{~0Eoft=O>zQ3Q0B9HBhSR`tS)t(>i3GDm& z<@QIEyeXNnD$RwnC7a*7c7$YK7@75*Ap?BQwJ26;dL!6w#q4{(4me6!rf&ziuNh0& zQjqSM{h_L7g&MURlA@+CD5N~`ap0c^xuO8&DXy#$b9@LU!(cVJxLQix@z1K?O{;l5 zX-hNW(RRJLQ-#`NJS98}0<E3SULYfv#I;B<-EG)4qc>%ViF1hu0Kuc9c_C0^W@(M~ z!MCO;v<~SOnZ2uS^hnoxbbC*?e{aP_?Z=AvJrj}(Obzc36z&PMQX;XKS-A*ft1f(& zBdPudb|@1Ks{$jb{r9)#29HZoM{dWf=B2g}iQ$DvHu1~D(mO2RjljpUg+?37iLvA8 zs2>@lV?&*BCD<a5|IR>{`34TB{oM{BVVNQ?WCiT`5A0FUv4r@9N+$EoP5?nO3qkmI z(jf?^$-j&?4A(zI-o337X!eLS5q}7|>Lv{F@=(u&c<i_TY#sYRc@T;3B3-7LVx<_o zE`@SdKi{wZz4nq)-C`PoU=aOv@qogZ8qMu{@b*n$fy|ql3T`B{>tb<{^KpYEo#Fxj z3<-vL4JRMD_vmN_=I=&QMJLoIMV^j}Q({W$sJ<*DP1!J0J+Y7;Q^Yd5pBsSCbXFmO z0(0DX99^m&X+Bo2xTCKrXnb+rp-(+!x<0GrIYAtHrSAQ>plBG3(d;Y();khm+F!5B zpAG&Da?YVE*(B~ip`cmOss~4SOv?`oY&u_S8t0;*f;K1j4x@JS7m7Wgj)`+B#KTAk z36fWK6>4H3VaQvKtAHLue2`LduguR*FC!5SAeBbEQ}?(&At}E9+Ys9;$}5>S>gy-< zG)jX=Rrt4<)_B<a+ko8Xn7>8uD&a%a%`OQi9w9TB^w?K_a4X5kO77V3*u2l4_uo{4 zPNNS5l|Q*u9H|^2rSN=qYe$CIw<(b=73qAH6bj+pUpHM2_sLN7Bu7Un@bwr|Yf66$ zC)l_#y`)K>*LUT+&A&=bh1MNCTwj(l;RD*``NLjoqEznFmY|r(v`$j|egDOuz>cxJ z=P~W*!_15Y+mS!g_x{MGg<uc`u=BV2S5{{uA>0o2ub!>Bqi0O%hC+=&ONtByh3G$< z-Ug*|aXu<3NFvwGc%aE+V*iHU*GyBb1XGH+_b;e{6|~ytzf|GW=!hJZD%E7ibrwtf zjBLqCd(;G6sd%+l)dq_t1&2_Gt;5ISDWjGT-!NuHYzX10K8HCTkJnHjy$k`a&;*+x z!GqT^F5B?B{oFyeDMgxBQ8y@WL-@$!zBJ$$mB;ct<MQ;i>%n!Wz3h=|LJ%@GG~IsT z7qop<>fW1)=I5U+M&{1ytyjyBr?R$p<&SMK3PLe*2l#nT>^RTW)aWFq>xC+9=d1B@ zTn10=TlOC>hm{`JHXB|KqEme$z5P~`cIg|o{2r)7dImwy7!sH#mi^w>_V6iJO0EJa zx^om1Qw}g33Et(=B`&%yOEugE2_$HN5x@*2za}S_)~<awP$d!EG?EevfD^9}d;iM< z8-*$?7<I`e2M`~DMaTdQiJsx?@!K$bhtO9r6P59(8NbN?<askzhvu=E^wY{E$|2;r zZ@BVb=X=_+l9ts(AMaxpz+V6tp~|}+n6_}Tfc2y0{z=SCNK8IUkXx<9&l3L_3I|2} zg>IKRN{tVPEwPT2u`fCuS3IPPz8w{7Rb^*2F~EKRBltPL7cQJ5acJUuCqBF>@AZvV zyqcvz?ZIlk&52re*z#(*>yYv_1pp}?68+;`SKVvANk@J>5XH*z=kbJP<aY>tfL(qM zO#x+IQo?&1@>{Uwajm%%ztXqOg=~|-V}F9U3m#1ImC@@W2CR?S9}-=n_5uTF9pXvv zID+xh--Q-D95%~}AE)v#eLlJ&wc_&?hE6|hUoxe6<6AuMifb)hahEPB_SjC=<s+`% zaYxGEtv*17$d{!0*wdEBNuZw-zeZsu-oW(ZY!wS-GKosc9iODpES}XEd0x$zZGsC_ z<FL&KZs6%%4#D*Akd=y{AEdD5J@GuF)@Q&UBNxl#Vv<q=_dSW=!Q6a9_M?Koe>Puk zQwZM$o#mt+PHo6<*5sHN+tMWmDZFt7(!Vre#F$pLj{lS>us)-f%81P7RpwUfx9(-s z;54XR{eB=_l<tNJAkj$wfv*&acslUK#p47)$6_M+DuuKDw@wlTA9p@j`tBc1jm{jJ zdD)adA){)n&cr1u-lov>tXww@ki)dmTX@Z*lG}wI8mK|aQ@b=QgTk6?Qs4Ynbus_z z`zl5F<T=se?PiU)(C0JUNYogCGG`DO8L8wFTRcaC_ApN3x005Lyo*S=qLzeX`(gRj zEZ%MZ<`lh?@Hp|JqLGg3UCEC$D1*RSk&u9NsPT(HvO8@uWAm5AGM6{fsJ>WTL6^pr zUf&hGxQtja0o;QDcCw}FZx@~7e2-UnpBXZ`h5IF;*STMN?51y!+@J22-qTowIOxf} z|G89uY)Iqph6JX$G-CgVIO$IqGN`oYl*-EP3=<)I^fk9k&C!G9r4*AHhQfoYWUl8v z^1T_y;0nR?xO$f6bsMs0uyA^JM@9EN=H%-~X@aK*o<wcsAOnVO(x@Hj$d;EhBd~eD zazf0HB4C;R?_)^UVvR!%L<atO)V?~s9w(a?Js%)b60_3MkuFF(v5WV;v7FJW#w_rf zW!M6<udmknOW+O`_Xn<(Rk~+&c#+Iz2sxc_>kvgVYOo8Y$sXNoRm_drxgGut6Yz!- z&#LjA2Cyw(<@dv8nw<cs_QW`Gj5IvmN}&Fr>6Nma?9DR_D)0_T**GLs!3s@=*5%dq zpkpwCt0I$*7`_3vA(3ChBlfZ6RnSH)BmhEMUR8D(!=2`(MF1E}wcRzw#<o41T577U z5v2mg#_hlGa%^q679vZla2!aCf^y0zHzbm0M~~o@)p&H^53dfxh)()T*+k7h_^C}A z6l>pVu8;<13e8s#1(a^3hlqyxLx*!L3jSmTWW=<pX2h8aY5Oqs|3Y<{FIAwaysRaz zS-S4pd%UX#i9&*9WW?(~3EqcsN69?DvohyR$B$q;qD2udw4|~tvy(xvgsFYep%H<0 z2khL<oHsLON4FP8qdH?T<OzzCj)H-=!^67wZBafQBgDqLSz5&8($cHq;%8#xC$Ian zSSoA1Hsimh@FsJouoa9FJBd&#F~+?X>vGXkS4WkM&X%$vH9@hf5y{rl*ERfYfy0ol zO$iKG%QFyO;LB=(VcONEnl(+0HjH#XJIe_1+A#d6U@N4zGjED`HUaT$jsM^yIO@SN z7W|JYqpikxC#d%Ro3xoO!HW~fDxINaY2rP52h!mF_ONWG$|W!guhQ-!Ws2(!J+ygQ z*mqZ{^QW4Mq^{Um?ceq%y8Sjyv{RV_wvG`2YFf+>scAW?Eca+V4x`&`gR}{}9`ce% z5Z5JlDjJj=ofxj$B^CNWEI*&?^<|jI)A?Iz1?kSq1Z^Ldi*{#E$ZqEwkpN{KIJ;%_ z#xsV&T$fHK-T;8`_@0``5E-RkNcAB3Z3KjGzW)vBxPB@+e0%PxcAw)nrPK7$Q}h2O zK0=<O;4NZ`#Gxa3Fdc#1EDWX(j2<?-iM&^dkLtbs6_B}0jp7hPsCj#{WdH$)lv>^T zqKs5T6j|wDO{F_?cxfMcCY|2C!r<e?QOD`<v-4T!@$uQF!V`bgeL9S})crcB(!b<A zWJyUaPJO_#^A}W#F^Tv1IA4giGrE|s7niT2srXXh-Dl!kPOgUa@Jpb#lgfe8rY{<i zS|iM7XE${MNZV`{<vXki{T0|!G$<=ZYi?pR5;T>b@2&J7?zgVsYnHQ}#ZlHfnXcae zblzKicf=kk1YtN_wgnJ&oUmYS<YwTOx@;j#8{S6CWL-g1B+2b&r*bKfL5`r5w<`TL zw>U|OU4l4K4k0Nf5ZgN=*Hh$q-b*5v6CC>@-2&YcWC4z+QyYaS!JMk$v1*d-NR2B% zY@c5e-O<6<WG5$V^YI={V=quJ9_CtUni(@1m6+T0&DfT*pqjpOMu8*wahTR|prCH{ zqNyv^%+=Xt!Qo89?z;C^l;}g|`i#hM^Xm0vTK$^d$*1z{d7#t^v|Y$0J+d16XAtur ziztm+%|V0HZzfk!;ouOflV&4SOqHGGY5gk`ye?RrH9Z{7<=CvhXgRU|U44;~t1J<` zwGI#h!HyFts2n`cn~)J^vv`jOEE4FZbBIiu#doak#^D8f8BLJW<CZ)9cnl+pl-yi& zvoFsl2L05*05%pmL-#;9I%-la7!;6dRi_hJaHgGkQRRpea?B22xvlCO@Ymrx4?Bk3 zdxDxMsO5h}i_}cyD;kjgg8p4<K1pC83Hzb@>yk?P&Iw*jVYINF+ou^Z2;l-D917=f z7(MkIJh#F7F=TDk3u>gqB1;D(1FCZOI(#>*z;ydy!YEPWH99Hvj!THbTd#mH^wu!1 zoJ=bx>|YUQMqN^PlV2|@FW}g+0J~I)$2sL#a%3=jQ-kr0w|#rBY?}S)C_?7KM-&38 z#6K$y*p*(n#J$KWoMjj^v$X0fw`J{{O*K$13|)#&VFCp7qhsCj<6b006s*n>?$f-$ ztoltCHb<yR7lBu<qR%I~Sj@tR?eSyJEouoSTcUaVmk@@qZS%LZw^sl(XLvF^!X(}} zq5G!l+6X<egmNcuYp}L+SjnGPc9Uh8Zr_pu-CIeIXFMc!%Yp*&u-HZ<qm<|Af3h~j z#k?G9CEZZJ{LYwhrLM;9^_O66cOon<8x5{>YooMAPR)oTFnIm5Na{2tHKCrWTO7GP zFG!`RD~Ky%h#O~T*+xn3&)Y91K3aU_GU4|vPqjZYq6_nSr5Bhw?L}tonK41BvZbB$ zi(C*xL%`mW9f2|XiaCn;IRGx0sTL_H<n_(jx;~noRf`RuJ---mze2T39-m|-i!}3K zmnurpso5!qN@uvwYRW78?a#HUTi32am-Nq?H&I}0A1H;fC~4CEzZO8PS@|^wnS*E2 zkt}(Xqn>nPNHGLB@#3ZVDv6E{7{6dnAWuYNs>ToyFuN%46&*NBnbsNYP#x3vE&Dr) z5u&cBRK2kDEg>Yt#UQQ>`+F!l@nW@}PoKjpc&q)(W?pbwpi3o-`rH!@7-`-_4~8IG zuT;U-S`b_=WMcnpy>Oz?iFaHvj}^H70o@3$3tPFw{`e*VpAZ|vNeP7+1zS<8*kF`m zhq{6?gF^eDUj+pnagDUOJ15l8P`G6pm!a~xo!OgJEf4du)S1>74VZOCzC(_~7o%}t z7%bk73`73rn+qKtE0VMH=KC1tFB|7W4F7SG^!I&!Q7F*$rZ`hrN<B*w>Hf+5s1bQR zulT{|@O)N(!ba|MIXi#2Emx9pC~`*NOK<=9L>V~2UwKF`U4;L!G3egmPXyP8Q)4hV zqeDY|JG+VIXGlMh@oSaWS09}x3tv4xlFI4#mvhKhw8NCrTIdgcEsh@UFL)dZZrxo# z-M?s?(o>e>%oDqJ0v%-v(wl$!$XSsk6xD17w^Kqo2z-wB792vXj8jdm2%9ZS@%l+h z1ojfIM0S|nF<bvi0_pYds=hHFlcY8bkV&z8QX99o*IetN-JKfK86bEMb(?>M?{LMq zs+TyIKp*C-IZ^45EIr+%i1ez|L^z-IX2y%{(fO(3&yw5krizm0>fMRB=U$tkPNsEF zb953&tyl9g5po8jhA)U>@tU4v_IkFJdVudJ*3rg_IdJ^fv<sPV616|6G+j9}hRu!h zQP7IlxFT7{-|C|##>i5i2)!KWJNJZSogWs%%&3c;q<jFtWcJL8^$+do&$;W`x_=5> zZPz^btx^0l4A!m}rs`NUL<w#k4mk5(r(HGPmtl9jMJ?f99)#y9y>2Jj#IHu3hQ!|d zn=v6{m8HECbW|JP>9Y*onMnfOEmr6wBc7oqZ?(C&`I~y{PH!X}ESv-}*){EP12a7v zzl>Dq<v0k*$>K$hjeTTm!}9gdy{Yrx69q&1znQ2if@vvtY>5>As(9yZ2er`CSqY#) zPy8zM)b{Lg9|t0ecE-2fUy3#fX0iTMAN=`w`goy@X*tuV!GEd~vN5la0Z?e+K&6o( z5E=s9=jvW*#AN3>g-S(#FoHcLUCRq{wA}ok$(wxgP?F@PkX!kb+G|;DEY!Oy2HF}M z8Y-a;<QNCBlrx+bem2=3lZ^W5C&l~*{iIpuD8Bu&SOie>zr-ICcHbGr6TiV!KYbf5 zvb8FyQxXuidE*AjF-&C5jo?N?ln$VE8S;*_P==!ThipGAhld-tA>_wtFwk|M7l!Y) z44*wxOVIXoermJkC!-RF_?o`7&eRchV(H2Y?L)JA=<+`&Rse*oRXy2v4r92gns1r- zbuS)%JQ=bIW}g4idj?qp2g_Q*`LW7YGqvf0NzsT_4$HikRaY)L+OuQHgl|?e&y>8b zPrlPH2EZLw+*@(g9VL3Zwtlf5dwP5fd)DRX%<UEz7I4MrVXAfC_dU^bqfb7N;%H;Z z%T;?Yk1>ZjjQypr0TdFA`kv=kxbbaXHy)6(VFTh0mNeDSz;T@srY^|$4Tn^!Z|wFb z=}F`4UacM5)Z5RyITih-jXuTg7)kj;Sse!kcJqvdUQE(+UXUlg@y%BXjN4ey{Au`& z&Nl?`*3AIObjGzN2?TOq(N<uGs?LqY)E}5%k>&=#Rfy1$sjYV2bKf<Hi!?f`jLV8w z&h)GdIxcYhsw*z!%Rbkwv43B~23Iw;Z-il>tyhS-cNA0&f=M9K6j<bBC&(FzVMxN* z@J>EUgNCj3Hyp^!qMv(JV*i$WwMFK*{G%h=(U#`DRk6ik;251~-LDl77h#T<IpX|M z;m(j8j2ozc6oX}=&;64^G~nhU1X*O3IX?uIwOv)4dpuMNKLNLre3D&v!ZuRU$*O-w zq>vPhSEn8Rsu)fsc$a-g<sM^pN1Y<kh~Amg#ojg4C^$}*I}MSL_!nCLi}ht&xl0<Z zu}RJA9BLF|8hj}0%lFmkqL-cWI?HywB$I)baWJu`N}9QeC7(|w1VlGd_04!R>}P_5 z<=iiN+ov5u<SlrquNy>qtsY{Bq%d(3e%YUw6GrMkbTf`k3mWd3LKvL3c-i&K5vs@h zdA$Wwmxqlt-W2|lUwNq&Bhj)?zH|LF^yH!#pyq8iGYgc&hKzG2uAj$9NV#OE>*xtK z@tb!_twpB?d_BuG!-rcFw(Y2IG*Mj=4|3=QXq|06UJj9^-t`px;_v`Q1_E!fhJ>5S zUri-X>g{f1WH7$e<a#Z*yNELBoHFmUM0w?6aHGko<F=EwXW?CPcCXbR_0*jR`;EB8 z+)RknHI+UUb$lPl5NWD_MhM5#S3(0gGji7*+1EX|gQsiTD(IRP-9ubEreSXiEWlXJ zFS_mA3UAk>eNA6Tvj}jGa@c6PDapJh|A{Ua<Xz0o<Keg;LDA&pUR2?tw3mA5CgM5q zGw^mU15TP0{nH9b!bFj1Uuv!;oH)iLtDM?#e}%uYaPT#ug1tYN!}lmQiWiek$;F|4 z`m2O~BV;9ZTnbpIbj)K^%(P&FePy)!#dm%&mmvr5rmv%=(}(*!6p5zFnrjTc>!i|1 zTr`0P1%Yv@;hAj%!C32BUz~?KU`5*V;ciF_1$mYu@W9*#8X_cp6q^r<Nbg`R=h%@O zl%6&Wd@evV{c2odn#X0`@7EKZ7YbIBI)hF53;W3zB;Ib8E?sTLV7AMdkl72Om)Cf% zM>~%<c2r-T^ePSvwVs2iI@i_)^^FCuZ~=TRWyRlge+G-f?(}o2-M)5N&wq8sx_W-z z+5F%FtPp5V*mgNXzXgo5dKyrEUwiG1g-o-jQQUamG{|xEc@`s|Q)uKwHzxey+C#$~ z`PmfnH88xz)P(8>eHrU+hm&}C&~Vt$Ldx5+czt-;lXf%hqw761-Qsz(LX)!b&xMR; zLYd+up_FcTdQuwMW30efh>peWB=&yNWF+`yLZKBh=yHL8)<5KyES<GhfGXl}(_Ns| zX@QAT_%1U{JRE}vXC9^mduQn+Tg;II03GRwzwX7MxQv18o4h<FKU_|fvqhd86M7<) z5%}~k<$JQqF{NHqTN@=R?;5syNpLFj6lBiic)g)3O8Oc3DfO(+i7O*;<Lg7~_#av) z>vdDn2+A(YK}&RM`qMbFz30P^C^>4}WkyExF28&gT-2U#PBL|q_B1bl{~h1`E%PrA zFks8CceZ&uSkhFMpVd&}?Rde$#GzYm@&2hF^}6x1-CiFo_0VaW-%r`=Rc(V(@7@%R z)cCj0A22_}(k%bBOe9}IJ=DwY6mP0*{9IxuSLZJSX^$QRp#%hC-cMgdnx9!$N4J+1 zvF!UcFekP8lFaVGM8owd5VyZ9(d*y2o#%$hS}SW;8+{HbXU;fl2eA=L9E%4a-iGqT zpNziJgNIq#)Bpe>rJ6$Hm6czRfVX$jkhhp4aI=ntj3utD?$Q$-;XC#ooOhnI%n3uz z>>Z)xWHHy_RxhjPW2>T4=p*L8?euOf1KT9YvXZF;5UW(y2g#Qm>GGTc2ldv)E1HM9 zY_P@2x!w~Suf^;_s}JcolQAO`|1iSLqmHXoL*<YlkS+C2TTj=!#Ns9}$jwl*Gc0gJ z<Zg`2daBv=$gV}a$eW;_I>a1je$cx5NaqgHlgj(Y%uAm2x0WcX)Cy_H7U?sUceeW} zk@76Z>=hPY->4`5Sr_?!*S1H)EPwU5=@BLJuq$8EJX!zycRg#_`HXwo-M^bQi6=|9 zL{71R?}OXN;pV2P$N<_p+2dW!jsj&b4f-2shjKrC*FqDX*z|<J#ZR7uxfzb#$j>Gc z7N2cx-gOyWWqp+SS31BJn3XcrrjBf@poZ+k&QmqERjkqPfP|nZ*4H4qf%#l!4*Q(m zCrrJETXa-vtNg1d$VrLZsck-Q`+%r%{q1oo)SvEVUm|Gmltn}|&a(Z{<Ku<^Z^_VB zU%Z3adUu5Nbg^Eur@M*CI+_=!Ea)Gz`<ya^nT{r2mG$HiMnj&szt2)>uGWzK?IrY+ zS_R|t@Nl~iY;ff?>@JA0hW-adS%+U^vV=62m;W@i)B!NYt=`rhbe%=-_tRfS&j=py zIC_>dVZRV={9Mr^d^Br4cIjIitr}}iGx(h3qbPEfnAovGch3Le>__HV?UY&+hI}!5 zJ=rO;MJ_$P*q|3iE}RhfguLo9Tu0|EFG@_@^7RlshfG_QGvg#3Dkkwdxs`jeOu}wx zyU+4Fe!iHNK5?LHb*1OUZJJiKUp9bF3tijYl~OAFKgPbYt&T2QvT>K-5IneRaEA~e z1P>70J-9mo65QP(xVu|$cRjefOYqz8oo7DGw>f{{K%d=fuT@p6iiu%)Oypl|P{<Gd zk`VgIq06qemfjBL7~#C7#j2_ZB!K#c?fH}@d1L)2c>6ztUU3FSF=l<<X{MUCd++&W z6ajLa=D<h8$(mwjBfcM>w=n9K^$Aqp#c)cgG}>#eS$qyx2`+CJKm*LXh{KQuMA5P8 zftDJ5-Jbi7hm?X~`ZbAIs?ju|ReOsPb4=OyB_Dp3j-BmBAb7gIJ>7XSL&P=-koy1% zNqT1EE4bY|0kY>?n+0fKqB{8W=;K$vH#x2tGlg`unHV+K8yx46>Py`ry+nf}#(;>p zTtmKyAOr=NJ9%z4CdY?9vX<v93^ai?YFMCuvsZu8El~=%*n4F5<bRB&%X9N>K!9`8 z=Sw|w->6QIX4PdYiWJ~}R}vad!ybt_TB*?1oX1nB$<#B5U>D`eCWDKHTxX%Ya)0lC zw=Z_z{QeK;gKMhmpW2{eXYMe3uCX8KE%)hikwgLlE!RTs8Ad53zw6#Yi79>$w)L{N zOF6n`#iGh_`{0v@(?$tieRgzoR8g7fhH;ZUEKw`{R-wJLylhGENlk6eet^VvGYG$b z8{tb!<W}?te>cThX6xm%&kTyF1Gngx_rx`+wa)7E{jiw71$!Kspm(qg`6>+gWfg?q zVVQl4Xe@Qq*h|~d_*Tn3f~NtGiO7VF_PIW!M(-_fI<ZWOUNx`}W;F&=9Q2@~pwCMl zJ6%%Q|3d1_z@L{KuPn18eT9nX-&>m+#96Z2I$F|IJuq72WhJfmwZ2L&w}$Oc;u>{b zHl*Z`4UvR1uZB35xO&6S8Zw9+*%lewGpEakX+y8pSj|+05V|I$5g7Zfn#b1qczA&( zprh@^U*od06FiWVNH|At=(&pVH_pP1R}t634xhZe(EvLp&Qh9>dHm2lORy0nvKCt3 zSC>>4=jLyR8Esvh?mkiGEIAT=6>*l~pi}q?OUvIz^H1cjBp~8*Q;2<UHJ-v__L!&8 ziQJ-`8d#W$3`9hzpnRaC5TH5~^UYR#`!YF`^a9ytwSg>+U!R=xTc~S$m@*NG14C8j zdn<KEUyvQQYZv2TKnTBA>gW3+;wU$NXyQh<GktKWE?#-A7jBg%9voq6Y02)8Jl^l< z$~((xsmoc>V!`5&x{(Gda>+1n-`<{E1QW(n7wi-{Y~;Jr^!+@wn5!Z|zz#N$j4Y2F z@==o{i>(^{0K4}a&8;nF+tK6Ym>U_WvT{WL{F-cYLg`cjze8HsD4+-2GW>6GySvO2 zY~v^_zR6o_xeDuW1z?e(Au|26Mi7X^Mjg~eZYhEUPSX!5^0nw9lzBYj3-?mHuHVms z_0&r9rMOdO4tM>bzwj%cea=0j3q9~J7LnV!t+w%ikCcomi{`>wN<$Vmf|;bb<hS4t zqQTec<>eOl>pcl{PI<?^P~5bSHbl>I(*J!1P*~gSUTzmywVNiBBqA|s27YE}mYXmB zLfxSE%Y^`JOX_)JWs$DNT(T5g7jul>Qauh=Epck)r*(?&68iW5*0K+kBnIio7R%8M zuqD7Ow4L+q8w?#(1Qk<N`Acvs!%2N@)R=Q>x%zJ774M(E&?$7KpS-V8WtYNVvL$A3 z>Rd;yrid!dZ4VkyXWnY>Fb&MvBq<NG+gVGPq=b_H#UhJ!n{#6NMJ#&d!kW0f%yNl- zxjQFN!vKIy&Re}}<B8YNk{Ywk>ZSR?L7u7i$rfkZU*{Mj6Mt@N9v!X`e)dY;Rzghi zZmeU)V5x3IHHULs2zQ~qto)ZuCEUA(#C)6)`-S>HSE;vyMy!JW8qF^KNX}7M%iSM~ zlRBSHOOZcGfvq_u2WcpP{pF&Y1Dw^#@(+8J$8|ey?tMK<T3KOIND%{}ppyCL)MT(G z1nyOPFsx?A%iw_+zl}agUtgcGF_F#*w#S!`ul0Kwzex2Sw$JtItq-9C6(zT>TQa8X zP8aq5De5N?*X!Rw($;>7<87(E2pLyM%s~UAsgT)}Id^pSOqo`RwlCZ9p%+TGAxdTI ze`2j2^%xL<u2X?^ia_2>jZgd;81oBmA4ckO(ijMI)Ay9wtVbznNKdnz`#I^b_&$>2 zfcGclU-UF<GG<Rd@lS@oCRyan1GjAk#7P&#GkQhP5+79r@5vj42|-tuT_*tX_j8eR z3HJzlHKScwgwC9kuI|ensK1(7UX#~W)={(Hge%N)oacx%N~7r`qD`PiJILokd+%A= zCE)uu2p(1hRPk=aD&j>`SKG(;>z&tU0u>@I2H5%fh9`tp5ij|WX$FefT7BMspEdPO z{O6cg;&`6XHv50w-Q8*ZXby@b7jil-Z}iCd2ZpC82;I(#l3%<&op)XhGo}`lYgBKU zi99XE)2sCR489Y0R*i%Yj9gps_VsZ%eqs*F<@Y|?kz?gO{j-gaN~k$&1EIdmKFE8n zKa0*FM4_XSFjU;ShPzd`7pX0FH#@ZW4V}b5;67&gV}d0)_U1VMmsGu-qq<&+Icl@4 za;Oq^!hrPsd%z(W1(<E{eT5XluSbAw+U?GE)S9o|XDn36!O(FY`bIl+Y0SD%`}@<) zyU?igs?mvZd8hrGI!jBuyDw@8dMz}g3!nZO^W8!~;NgEq@Uln}>)Kf5BNOxIRDA0% z$Sq^lgDMU=@oTTg2&8T|`Q5GajHNt+H;co1>mKE_EQ~1W2CejcWoQZZm)S?~<fcW2 z3_XD8m#tJ9DI>9Juc_9Eq102MmY{`7-*eV`5wzc+-1s*KCjRW!S;IKQ=k6E8w%JEo zL2P5uAx!owTQ|b^f3-Hg09!7`<Wjv+_vtk4Y<X#V^T8QP)LCt-v*R+QWH^wOXS>c2 z8oCm&T{s&D8|Az(B;)}xWI%DUUcCC^l<ak{7{TXzO!yFG(!y!3T1A~BJ>MAr{fUaM z`|X$zi4fPEKP(d6rR1JSo7Z8$11HG<H-hYlCVVxjl@SjSfs+6Ft6R-Z;%UI>KrV$} zPX96>s)Im*6A`GdKe4;6TWMt~?{qre(Pk<`?1?#~ha9cKENkH5+?&)8`BR_&EY(Ix zSE9+F6)GlefeUnZo20;5eKMKm&USiTAw;AYpkAalNFmF3=E!lfGOOUu_h6(7_7{2E zJ^V%H2?hA=`Wbnuq^!Sf#_YMS``#(=e0r%MCZ&3Z1sBOpywEMFQr{{3Oi3PGoQ#@| zpDQh<zT)**AtHP?py#d5ZY`TbbEH7j)|d?=YHl1FA{N49-PoA@#)`b5Ua7mfw$=gG zUhoqmd2R(pqjdTR0ZdvA{{_Ao5x@iEg4d%aBZ;eS+YyN-tKRpkjNi%#wkf1>JX+4> z7FNpWURqRI@0~hp9#5mvy{Dr(UV^#>B*Yp~z=JXxQ0x;tX~UPM_!~YjyVn++0~R`; zM#Pm?-?&OB9b9$S<GvMs3mj2Ln9bX0X!}H8g^G+wJivkaQ#&a+(#o(=sMJKwYJM}x zF9LduMhgrxdnoKAyZVvtJ1@iIy^kXCV_{9#QLOQodv1(<lg@fYrOvuU7t4@E;t!({ z`z^7l?uxEz;xM;Fldgy`HguoHIPC7bvP2f5!`u{9xt_0Hfs^ruye!3`!*SBB&K$54 zlHPW#x96;7&2KUI{su}+{;)AEICWlNc}U}VKAQ4WuOenV!A)Y$``kO*a#SvG2Q=Id zd1=r9CzVp?0^s|S`E#{)q8%Ba(+&FL52EwHVa2Jyy;H+^aoR@{IkS&=I9|3FDIm%f z`d^<*piHbaJWA;7`_v=Ps9wI_Qa<NmXC$$@G?HYQ49)_c_DpbWBuQd}TDu~5_r5KQ zQZc;9XowBcQlhFVVG1IhdyZMWQDy|9Pa0K;7&G?Nn$NqZ>n-;kp!VXG+Y&Sh8`;_y zwtqDf_F<W@4^%$ElJz$sh!jiRHCA<<U6Tp{*O~_Hv`=C+Igc1)tDR^t3L@cC@r%C0 zhVPH1ybBBdGT^L@6%)jv8LKaj5*(o;j_8bthP<+|rJr6J3u457G_nOM3vp^Wm`KQj z3;E_ata+#|!5MH9{vUk4(<<n<+Yc4PX;Y^4m1~go`(%@y&$hsr0QoAKKO!5d2F+Y3 z>d)70BhaR$y0gHQ>zMW=w!ZbTrX&b66h0_>u)e`X=&?7ftBOuHM3N8y1h^KS9+&Sk zy<Y1T^!VFEyA};FEz3fFoDCM>Ucc;REcVf1lKx%;!&b?^gf&Nu37|qiL|c3?DIEh& zQGS%e{0%F|;4<}1i2n7B`S~iTv+lI#w@s$kl?;Fg{}W6+;a16wuCv?x>p0H0zhsu> zecpcWa=s?y{diMN?69Mse23q8>nJs)$QB^3q)%X(QWyR3bZv!4I_EU>P)LN%LKJ!0 zMEo-{Mb{qFqPj<_QKs9;9Zw3T&4h2g`LIG<iR6xp<z=vV$}d{2JaKI+_iFG*V?q6V zdJra+xZ&q5S?uX|076`usl~^&<%II^&%1X%3#d<b0<U#%t(T)H;5Ts}=i#S+<0qid zCoqo4v7CTl^Q}ZObhdOLTn3`LI_+n<9qr<)R~(*>4c73wy7UwZyLYc>svK|Sc7aJ$ z17iqKOsR?5wdK-{7m2H@^`H)1gQ)BxH{KF&{P-gU7ad#JGi3TIlqlKX>b$y87Y>Lo zx=MF?heEFE4{7&QxL=OYQqbU77ob*dP)0n7MQfdrQxG&gjuhfb3ebStlFAM&fwQy> zajVO%V5!usuIU@~hWnt#<(4QD{O42v;xFcz=L(1d%9zBZ`T5&L?h%@E%PTPg&BX;@ zXgRxKrJ=E*p8v%l$^rU|ZdGdu%8yY=>)Ne8U}Ckpp4RQ=?f?dnp%QXRSwF|%FDe*t zok0BMI6Q+HH1E2@ZAV}SEbZ0h1i&pCST+`h?U!A|5RDz__2#SPQjrEn*Fq{}v>8ik z3(*<$9B+mi%m9N>f=|feitll?YE8e@mr!0cc069%z8$cnp2CSiM<Q6OK(_eKT1qR) zaRfiiq;S6?l)8iUGGl!y#$&Hp&8D0LVDt7^b>B~4R#czjqW}0~^*sMeY3Lud5r>tt zHd2&Of2;@lqos3;#E6i=+JW&RCfDoz%<%7%HZf*#2GvEJaI51u<t52p5cvh|x4d=h z#X6D`AB;3bwu`Y!pXbFO`QQj{6cl2Cmy6Xy`mX+Yr*HMJk;UPIYafS4O6Re~m3WuQ z+F^hJ2`Z$N%z;cTl@5RuIEw3@kI&WoYFhy=!M(MPRl!0?=%sM_`0Cm9wBf7e=<-K@ zi)h*=4Ui_;2zT<n+|00_RW=P7bAZ7a<6`jlx3{2{4h{Iqw;M02Z=TStX_j#d#w0>_ z9nF;@<XtKeJ4jwmA4Qz5T2R3$)`_5tDT51k1+8R0M|0a>dHY*0Kf(N+Qi+TCiEKr} z!Uw8_{d!@tdFHwAZ%lp(MbKuwEaa2%anoJ#jU6!)#ZN2oj1d2>Gdw$>r-W5ga@Pov z%`_^>RW2|;{J6H5D(qwGjvaMwy_`C{6WsBhNlryaLHMbX0!k22lpS#JjT{sg-El(E zS`_*tUbx%zk%r=}r9%j3MzgV$Rco^2tw-<2`V>6S<&gTL+_TlaM?kCdAz~uaX)CuR zTH`$-?VNoN8`%ql)7RT8zk~?2XEa?2Om)z$F&D$8n6)onm{%vkE9iG4GwY|=su9rQ z2iSFQI`HX%hGs|C0VKIS&y<|21o5_x_D1u?B<+iwd$8j-TJ?-R%0+aibdII+y4T9u zckjrrq(jn9v0TtnK?Wy-zuldeh+>LcYCS_%V1%{z`u9}uPWbiTo$wp(vG5aE$}`7y z6Dqx*@ImO6k9WgXq0Os%iT3THQ+U9k%y2PqdfCnHq<$EYqOuU*51QO|SN@Q#QOx$? z3`>?CamCHpU#=7@H)fJunuo-zt&o-{vEWAL9YsEW>S=-6b<aptlH_HB-b;NRBU}R# zQ2V~n=jk|0(8I^*I~cj6`pK*G_jNV^X}J>cM6T?77_aoXR+m3MPj=fbmsb$EK3b@F zP+hl20ei$+nt^_1gi1(Lvk*l6Km<E!GTd-amC6ovggi<4J+`f$2p&#Uif(l$a^CsL z5i_)?ARVRXJ54s?1&5W60Hu`Qub1QJ6&~I*1$!h?QW?VacPE^QG~4gyoE*SwfGItZ zxDTs@Gw%)$HPfU-)^h4e8Qj(|$O@w0l0u$bp4#sbaR*u)9_K6Ck|gB5Q2~IpRo1&+ zxD&}d10|e7wcwYM;0*#(eW8z(bUC2!d01qUp0@Yx+)okP#j4E>s5bmin63ag34tys z{pC7~Df2qenHv55D%jsZzVidX9U4|Nxe~my(~TVycH+aKT1=`&*L`c80X7iLiwAs% zv|>0BwL)5;018arc?azt`xoY@TtJK80f(G079FdDQgo<lXXjRR>VT0z%?G6_X?k@P zrE0ykI}A*}YE?pZq0jF@+$F_};GUAVNhvdAkDOaxBZ+`D`%;Q~R|-poQ<K^_a9T*@ zwJ)0af3*O=e{AzK+%GSB@1>|WoSRDo1a2jCIRK*dxmu$u&i6mV@Fz}TfDKcsVcicI z!}PS;PC9a0_~h_N(DsLS88!>P=lklu58GxL?pOo4!=I~i_@NtwoA?e;YPv!Mt@wIt zosIb#)~$`R&Pm~b$Zh>997;OiUv?^2AowTd8iWaI;l}uQJ~=Chye(r-lr68$<3_;Z zvzk9n@3T}C%MyJ2O20Q>q0Pbc*xLFZV`I^0Ot9m<o@V-0^KJa8?vD!=onJn57l?%* zl9OLHnBL;vfG0n|*N6uCpMAcCvbB*Ff2jsH`$In%CbY^d5JN7;8>$hx{87!}zpspc zOnqzGY6~#<0PCZf)*m2l+s#Hod3mx@U}0Oajv9>YC4-Wc1KqV!aLC4n9oT!Rkt)Z8 zk|~dZE1jFZE%O*5<&Y@GR;s+RY<7s}Qso0i4Jo|d7JBk~wt7yh99de@swJZzjvp`P z8>Hx+xQ6Vt+N9itryh;0U50tu42b1ubl&<E7k}Tp%UZvN=)GV9Oecw2xkDccHIH3x zmy+#Ju@l`j_1SYmH<Qs>%5%d9#lZ=E1&^CF^zZ-=kGH>6UJ8++N4dmYBNCD@)5GDr zH4Rso*@TISDJws4%1n^BO&Pd1-&gu6pQ-+T0sLr<Wtp=Oa==9n4YoK8N)$QXs(nq@ zjvs{xfR$n)zw&oStB)(?Z+*;;28Stf_$v8p3&5k_Vt_e0mN;nP#a|TB*q@W>3nIx$ z&cW%3@Z(KstBb3hph%;|vI#yj#_)@OV1&-O;0wS1hlqxTkLSN&EXL>N=5UdNz~tNT z-RPdb$B+SnCoBfHiBI&mnGwq0+1d;9CHkSDly=NigZ{=UzQfYigTXz|C#lp=76Zud z&QsAGiKa!Xk-{*6g97G%{PMe8t>%l+6QoyvKOq{5QK)gb7KVoCH@8IUERbMQtWTIE zDqD0;zhCVKqESPPn#C<Cr;mf4Pdhy}PSIXIqE(w8FlKe$)SxJkmAR6~o8ruLQxRg7 zelYTAR;KHE)bal4(!=q#oC>;+8oq#wx7qrz)}=*7;2z+Z7F(r4A5u!#5L5r+y*O&r zc>1ee;|gSYKByN6RR?+~0ZVhPq{r>{s0`<$YI)8QM)6!Gw$Qn^)tk#N3_XU@-_+4) zu`u_>GGF^!Of4-w6D0@H!%4vSJ=7Lr%W{v1A;yYzv)}p;6tiZ@eXDP|<_DpsnAbIb zlnG6jO}>#})Hpa6QcTCx`evb4<4=7XeE%G1QiG84u?9R!d!zJR<{w?x3Y&2PjmQT@ zwI`8h8}`RCJ1&Yo5u99bq<1ec;|fs({%eJBz}m{01RxEM^*Vp_Ilwy`KL-4e+-=SF zJLlVAn101_>uU0D!BYLEn!B9bW}Fbdcak;up|essT$iem-KbC3@<D28gynVeXH+HE ztRN<;GNNBVg`$c=|A+l7XDpHf>aT+)_tT>#dyk1YKvQ5zqT`@1SkoZ(KPh?oUvy%m z2EJ5UpAF(UwN{$fpd$Be*J2|jiK~y3$3u(CGga9gnS*-w9PWIOvPcxO($%tppd$|` zxrqjgVnRjd@2zXsp5=y3fZiN=PzIJ#?k1|-Bbu$X6ZSG1dq!eV{`(Oi1ELI^U@cHf z!K9(PXuCR9U(zX}f*B;Sffys%N9N>}TA`q?=Xc#CX^R%O?^13!eb+$rg3W3_<pest zuy%{_tI)lO+#GZ)Oji{E#0SKJzmfD<Kg(r%RJM9w23(qfqLjv!<ria$3lQUS9^<iH zsH2<<?Wz*h22<@Fk90&H#id3Y4_5Q|8P3mCxKMtXkOG;H14mjumq}ukq4;|4$CVhJ zcE=Iwtim36KoK6iU(Ft=h(^s)*}a5`$!--)TPHp;+=8=aBFQSnuOM(mOpyui`r&z# z)RUa8|G|qCyG6)`npPefD6yi$4Dy#JE@1?mTxP;ag!+aIG95=^r>+9=>2kXM2Do#A zcZ>9d?Tydv*>rG0!0G-%Ro(_5`g!LH&bg-*0#>UyS~VtJwo+dKTRmfc6HHk~(~n84 zSq1y_16*qzZ>>3}*FW4aWy69aFatFN6B+;H(K?Rt{21E7-Qew&6P4*GTJ;+6E_V8l z#>>ZXdcV&Np{62do5{28?kr``-^|_oP5d6?w@$l-J^=w13KAuOrLCTerp6ciF(G#W zhM^$w?n-RB{PqneypsixaRTVRO^JZ})qIE`H!@t(xVB9l^6mG#;x`K4i9g~2Ujsvf zKZLCmR`TAD-KJTvz=@&2A{C)n#_-=&qnJ%(aegTM9ynQoX=XXRu~~8a=#aOV(g2VX z;h@te5G8^zD@Vy(!Z5t-4cveaO^Lj|{!a`bkyYz?j#c-r)icvBbg7%YmgvZ~_0ZBb zoK_@PYrd+|3fyJUe0p2O#}pshaWmGVN!F+IBcoN8a_l*a=d3zgZ-!V&Cf!dlZoBm& z9exp3SH$P}nyIv_b?<CL*_2n9t))?W@uy^mMC5gX?0Lsm`B3oS<!^(^QHhU3kNV#n zQKd$bq(G^UG)ec%it=Ws6*w*-3*W#q8MFTn2F3iHEN2N4ARlLhK*T9dM?Pb3_D$L` zbxw<o3u2F;dWk8H`_97DdDb<JYk(STxBRj>C>!fs0FbGL7jXb)pDPmYhO1^(xYo{x z6(SKvzUMxFwd%K*k=&CDG9wPx>}6x>sYRXO$nDAxD=^p|%V-Yj2>nWiSXu7zc^^?6 z6C>0hWP!<=pTz|UZiArL5$wwP>=t8WDo>*doygA@;_X+qnhQaZz}&*e=rwdIIDo>E zaAT`w`N(nNd*aNAtX_sGb5esTb6_?{jl$_!?gM95%UfdWnY-6%aCz|;pU3!?I0an? zFfpnK{Z^;bN|s|KRT(*$B)Tc1b=lYHSSU~taUcc<kQG&*NqMg4S$Vj55lNsLs;cU$ zjx&6-qB_99?>Vq#c-Oai>`hht2F)hVNq`!87X1NA*1)WvA@vNr#c4@8^~bc%W1VP` z1N}|9If^PAnC=gwvJ?RRu&=6ne@*DdW8L6U7hFQRYOhTdL>~U->3LesycS+IE2Lup zqTMb?;-7D{M8``nJhsj&SG*_UO6IeM!UKOUfc6P*=efI2XwuLFAmY?2$&ePmIt_<L z%arog-?C@07NL--#}QqC8;1Fva0l9G#<X)AL&59{897jiYpGM%-a7T{b>?Lv)8!E< zMxz(PCl9|!h%}`q5G#!PQyn3a90xVo6p9W?_3FHd0QgJ6M{Y+saTHm){6phLWN9*w z7pzGpiXYPug8eBVHpCbJ_)1aKQCpFyeMss_l-g3X2|TA;^oF}m4sz^x8=F|WJVxNE z2PQk^tBj}8v)2A41e}@U;c2LnUHdvlC=b3Tpui!Jsm2Y+9^7>nFl#buL;STNf1Z!! zo%Oc!K*oQYY?i4vGrde06%-|GIsagm$y>C!6|pmXk^qk1WK7`r?H0XI=FIFJIQe^2 z8io@3VB#ZL_V&#|F|MQKOI?ux=65#ghxzffGDGOk|2?Ih7ZLBh2W|nE(@l*ZE;DtG z6M|wJe0_ExP)wejNoTtqP5VAr2P+}STyc=oWvWUAE{}uqvZp+-N^UwdMCUs;N_abc z26Rzko)!T%R^mUuL3mi*4UJ4A$;e_vxn0G8!@;6RIdLpnx7GfhOgun5ysMVNU!A$| zLtetfNL{1;4wu{p!Nj`=<;PK!%Jut6$8sAXR2Xoi@ji6K&v08&Ld>RQaxqyQ4_^ia zC`zu6qHY2Q#!Wx0BTaIl3_h!e&;|-0WuQ-#{~|fN$a>xw>Fhi&2I15;n<Bsulm96^ zU+>>Zemawf^uuSfwE{p%bFuTffs(LwQ!DHJ^PJ1-T6%R}AzMD>PMGHkxj{;$Lh#+6 zIj5;-2sUGgoFbLKILvt?IaK~b+ttc2j{@H*Eb=55-}fJUJs6m*Qa$!7{+5Oa$5d!N z7rFn9)>Po3aPQgWE8u5Xzv^LK2j3yq7e^A3&o*jQM(gc&GXt#Fs`8-3k;KArbI0!- zWjndo1(#&(@7n0UI5HoL#hGND0jsOOfs-190W?Wnj;v*`tE(7L<e+Sh)z1hQ_jFI- zY@2s4_FCaR$J!G#KTE=JbL`^`v)=1pjMplUv3`p4{%1Z;_^)XNxHAqbz{HoZDCaYu zhueFA0!JRz6d#jSlsvG0YZ*;zT-!%n)zC68;QWb~C8y-H2K8!heLE`U=_IUDg*)nR z$m=@-6&(YDI^!vAkgZAIZE}zMN7@BpS&eIaCn_ZwD%~Sgyi)aq=sbrcqc0CRrQ=r_ z!4!lM)roIpld)(j%+9*Z!Tze-qQ5J$aQfpoR7xTYZ}fYcxo&rrP0yajtSbGb$!~S$ zBuwNFzLx%GP+fLjcs#g#!D4HBueyYO7PoN~4}Yb9k({T{4Vk$7PSy{=NDKiwPMQKc z+6CkhBjAF%m(Pv%c)-{@lkC_KfBuioC-n7d*M;g&K18?%7CzoJ%|dZXUwXDEp*F9= z5aR3TlNaT2(Ry46;kjv~d|egp3k3@CowPQV%oPDY4N*I!DW;XU1&JC=tmbYu(pJ^l z^xREFS&&NItYhCLLCV*GYt7T=I}^U75I2>?v)mSzmdwAwLj@3J1pzMZuihrN@NB9Z zavaXV$be&N0hFlXp6bXU^T964Mr#cbAPEf(ogMG9U(lNA`@jqUi7-hWttR{G9qv!~ zBHo+o!oEo2bWGRot7qdDn=(eszP!A_5w5p5P+f$V$Xz3gQFJ0~#JXkNCxt9Be|>eG zm&`=$*Y0#q8&0{#i%LKDU$yAW+W2a*(C2IRNFl<%(4z-*)#P@iHl!&r`IZ8JzOGKL zIj{TJa*YiJklodh(BpuK>O7OU3aYd^Sl%(Yh7BNukt4Dx)(bO5ZpTLw|JMZV%i*KK zOHh!t(9-3D|5A?&13!5Yq8zIDrs76JT7|{ha?NG?sjN~Kd%Me0h_vTl1d0$&o3D-b z<E8~P-W6@xstNA>cG^8ICjLT$7K+*KtMGpGLw4q<hIBoY#_0%T9(dqI8aKHy#)p}c zQnCJe84@-w<ovs@pmBl#<(F{|6Ny>HF;Q?gSaHt1?RBotn6+FjN`xIhtzO092T9ay zW1T4XxNxDUARB~e@lp%-mjvFGWezd=O$uK!09As(LCHsIn%Ul+=#x&5bW1~7XCM9h z=Mn|In~8;wma<SxFtCK$NvTAN9uL%Jv+@<NfC5#Y(~3UZ-Z`4PXQeouq_OVKB6gJ4 z#XrusKYdK0H0>b){0-_*)i=rRL(#JtGahQ%__&&qKfANfSN}=>5-+zXr_RT9dQai= zkV5PDn?jT%=?`c%9Z3B{Ovm~HdDb}tvvMPSX&q(T&K?b+i`TFAgv~9@5~q4iXt;F< z95042ztSiEX#SOXOmAKQ1H{E`PIk?Ie>(+TOWiU>6k}##v7cEDDg9Ul%IW*6s+mq^ znss8rGp=*;C(6Bk{%KL9gD1v_lt~Z-wC!FUWJk7ONijk>OY_R<r5dY$7zK+Fj{y0} zij`Y*RF}1-KZ%)J+e`3;`r+3xVTY=E9lt6y;`Dq26R>+ZL=V<-i$klNo<~cnM<WZi zD<E^~lQyvAmt}NSnOLzAAwRYQe&9z~8_Ab3962iP<fNjLUoc&QK)Hpl&w;x<bATKL zCM>|FT2h*$zp-_#00+dFKqV{~3zVlKMvpoI7sE%5S>W5C&xcbf9)JkUPFt|t{^}I; z?zfOL<(?h+kMXNB98Xp4;Dml3$K!fqi3bl`@KZ+|LB%@p)Ecrhzm}4!osquEt469J zjD;K=K^Vv&4Y}HIP7^qTx<>(<ykfq9{hw97LoXVW*7(>AC?|-l=YCx&4QX><)?wTd z#iSKvI$CLGI`i4v7=$vu5oW3<5uD}tlC?Rw$`+ew_Eg-#x6&b?Y)jh@8f?N{<kCf+ zT~N3&E(dHHCc#Tp)CHTorW5{LT2;=45^J>2GUT3nd^l8*Ra48r!fwbP4LAHYV0><T zCxQm@iq`Mr+!WK5cMJbDOY>(i<KR$zE;6>lMWVb==8s#SS>i1BIVXu$uBskkrz1j- zx7b&o8@pFAU9*GAuC_la>n~p8QFbm$ok93jjhd=UVo??nSxvLqF0|B87yG5ZrB!94 z<!Ls;=sjQ<;wIhw^^-)0w!g$=H5`l-8o-v{@rdE-W7aou1}<SjgCH>oaNce2>pToa zxxuu>B>PdxyatbX_i>RUBESOww#-<(ZtEKz-Gjad7b1erjC3z2wBwZ(vH+-eR+|}0 z`=M;=C4wEb<UBoFa!|2msQ$IF`WS!$0u=@6Kp_1~B!ZmYG}l-+;B!KT4Uc!H<|n}W zXMHU4eH)<%)brwm@h4}d{F^=J<7n)BOTI`sEQ;zHNtyyKzkS{cV*CqO>~KzOD6b{3 zhnTcIuf|w^nm5Cd*8|1SspmZPrW$*(VH3R9J+%8=R!ri@JpoAaxMO9eA%Y|1fk^iB zpx+ySDXyfM{2jMK0T!)i^0o%y!eY)Cvx>?6Ic084%Z0JzqtW+MseR@&)f83v0Xyw* zofBwr@+#Dc+SEffRHBhtbEErP8=*{XO-ed+`q`+T*+gG;Ya3nn`QXPchEhv$P~y5R z3MmPn9>(4t+R4^4WcRxd)H8}p!q>fel436rK`sMN@!?AYeSX7s4NUzrYex+ppvZM7 zbq@L_0fD)HlC>U=S~SsaiNk=dx|jPxdJ`3`@3mD-cEn*gJ)q=}k_xJ;w9=;OHtF8= zzM$OzH{@WU!|6eKTo?%m4L-&Co`x9Nk|;nJ3v^Z4JHh&J#s?U*GX0bVZJQ!@QD^Ra zG27-l9K47ZsoUX5D7Z=uhMyoVDmoIIv1~HxP#fX-*ZT`^X`pS7qSBP!N!*YzjY4MI zo8K227$8T{oGn8*R6^M93Lc)I_>y3Poj44+<y4=;x^hP2_sGc(;<}oX$JHlFs<TR% zC?rs+W6?@ELCR_51_}$OS)Xe<JIH$gzl!q@Uipw@#Uhr=%p3eMhqaZ2k0eQ;KyYH5 zToRF+xJ;|!w52y6hny5AiAxp9=#|&y77sFwJdzEnGVUfYUViSW(CHr1H!7**wGhSU z$3>+@A+4^YD13r8^6jJe-L`Mo>N=msX?2u!{@5Lvc$YX|p~1yvHeaXVWczu~{SQi> zng}0eaD@B-E^j|%y|P$#<v#5_=>7J(u(m8&jZB^TyyhmOuQsE^#6zD{{X+?_sk#2r z`14;Dd+lL1@~SV2Thbgh5tq({flOcS9IM`EUNy(5e)@A%w4%kP9I8f`h<=m7Nt~`? z1E16UcBVCo{bl2A!TSGEh~`MYwHon*g1b!8#pquFH8-VMx=-MU(l~E>CT~(WJC|;M zR2^q&Ra26{K=cZKQBH5->Dt}eh)zLyd5gPQ)vNw5V@v>Z5mXuotrl1MoSv<E!e>}7 ztUhhj>b+eJR5b0NvKkUFNsz}|78orW9r3SK36w*4$?b-I|GrE6jhS7=gh&ig=W1}- zH58k=N5k<qI*F~h*v6aiKB{aKzI{GA6}Tf0H07SxbGxhQ?&W|Z#|f<A=D<Y80TkaF zJQQr<+dd5_yS)QiJZ1ntx+`nQu#+$ltuzLTQmcz7ncm4dqm<I%@jl-{#umKazKYYu z8gIbar8_m)^^A48hIq~s(lWG+ahNl;1RJDa$h8^r2mjoKI`q_OY&f?(J{*}__%@cR zIe}5f!dM_dUmgiJOrgmIyA^xNeCoOEi50S#uBj4Wa$NyZ8|B`^k(q6cHcs=JBblC; z++}-y8$N{+IynU&oB8c`-<~EZGLP2-T3Yzee?>+{8suF@Mxrk+u>ZjM<+Y))2<I0g zy)8JRzramA>i8;+u3{L_bzM#<l$R{^6A83QVn_5p4mfNIK2=1f2+^BXq)!klfCVBg z%Zvyltx*#C8RL})Of~vTSHK5`2ZrnxJQZ?lg>J_>w<;HG!%MNeTYg``hKd~OrMLst z<+S27HEQwAR;*GXvba>d@v@;pP+So=q4R<azwNHSAhCgE8RE~IiM3$$@H)RB%<imA zS)SYy1XdaE^}aZ`NF&1ct@*gWQGceIezi#D8&&V;<WG3Xq-Guf;r*qjI+deRUvEgg zcd<68EMy|GOx7JqGT-)Wg?w9bfv8B$Fh1qR?>R#_y_jdLPC+2f7*y|}&DiI^y9qJh zb)wbeDmNT!AnkMVxb_faLZ1qwz`^PHZ<UN#Ei2v5FKc6+^bO{pG^zWa=H}+&;=>In z!F;E=5;ZU~-P*>68#S+_<fv&ovi0IG%JwBpXk)}yGzKy2iQwSXK_K-tNH_alsM}r< z7*%}_l{*k9KRj!T1fVJLarh!l{GdU7ggW<W?qS<{f>l{$q!yq+*SFYyxVP@?bVn`| ztdD~UlW0)<pym6p0PfC2X$j)%pW~eML5z?{JyAY=XLkpg>HO)g(%CDpxz3D0=qt0d zIULLsgzOt$W)EscnzUB1MXw>j_A;{Y87+3B)8Lqc)mRh$lIf=mc&O=c0N@Bqm7f9& zAE4YM2lQqA0=R0pRu2~AzCn=_VZMXL%L%QT)ncnHaUZZHqYTV-!;M9d>}2|B>gn^) zDjg|&XP#()|Fsk`{IoZfW?;VY4@W3BeSZzA$5peM>+4yJb;p4ae|^UuMDJ}Dq#Gg0 zI8G=O<~Lf1U2;O3SUSP3YY?An65q9s($yz!Vq~ueM|?f|!xUY#Upx*}BgOBwuv!dU zOB(gvIR1j-qq^+P0Uj@lzSDaK*>`oXjfS!|b9t`bw8YPi^^uGw<LP{B7-M5&pcZ%~ zTH4dY!=afN7|j&&WCD-<WXzvA*^3HM<;-%yf&5E=EPl&|P>nkSx<QU?mw>CCe_D}* zKFi6_gz_;b4!^z55@sx4kqU|lfu$e_wdr4-NmzRt1xVVegoYrc5Mw-c%pF&^w`QkC zGF63m@0Tf4WtRW`><#A#?sqUSoLBntIk?>7AmvZ_b=9JhAwTb)k*&NG(q_52B;+2U zj*Mn-ZXfHtE>@$Y0bt=rgV@NGMsO?n&gl{cmQX6Ie_dcA=8tC}&(BUH0I;C48XeG8 z57gBND@%xf6wAB=*nT|-5%HnZxUV{}<p3bUu$vzA%fwQOPL0c<MXd(`UDqmCbFrU_ z2y?6BTM^pd>QSUxOOX2?rZcr&19Nh=G!qTz@*Ct(A^Gt&sNdO`H3dwIw~=UguPz^S zC;xv1t*~tjl`%<+?%P$q$9eKL;MpFpF5;kcb-H`qxsUqc=9-pEpi-!+=d?yo)_Nn6 zDizk!-rg7;{@JAE6djbvMVwoo9-N5f24Zo;_~QC+o3q?@<*|aT5qUBuKrr$>2i%kq z<)U-Tf^oT&i0XXq<$SY*%)Cb*35!g19>W*mH##x~5M|md`Q2B?tr9y;rq$l@m40st z3EIecd$;-*P$Xf_lU5g`y2C}qZpE4)^*w3hwrxkTMBh?_F~NY17X*lXM+FIr=2?z+ zV;G2v{=}>AES3CjYA>%WZ-0OJckO@#2;o3<V9~R-I(|I3k}`7TC=G!-!pey(Th^L< zdpLUE_`1dF2gpEexY?C8++|u-bZ+nS=m{9j|3_cgthmy@W_Q^$)et8shhi>2zn+zL z*q53Je2(_R?{daf>%1L*QXBiXRmchp^mMZ+K8v`}b@i_v{&%T-F>$Lz>s=}&Yjm1Q zr+usT7^raRtx+kM&uI2KEbI5s)4driY-#ZTncwpA^3reRk2i%PLcI+y3F^9+KD?WO z*!>QJ2$Aak;YfrzQ9qMVnN*<D6_1)!v6>5Hs@qI=pXMlwyVz^G#>zqx=f2Hs--|Tw z?Z~~A*3!zOp<%+r1EQyYhL1b%=xzNDoA~A&{u5Kd?b^@RRY4M!2?Eiv+C4uDzE5=T ztJ3la%X6v70fgX4Fj3c*0-zq2ODmi1ju@2>y{L$B`r2Iu6UD@0ROAaA^}iHfh<&M! zC!CwANY|Y#_v<3n<^?s;$<dO2*Q;IU(Is>e7oU*R-=Ms{aW^{S)|6<r5TC#x7K__Z z5+we+vN%gr#zvu%Q2xYSTatn*gRop&Rh6bD56jkA5l+Z0d-%5)SIFJlwWLU^sctOV zK+#5Uk&Ex+-{5Q{nt$t&S@#|PNB?R<<$&L~=240tI+4zIeVz68tls%J$2lPwXQC-T z^Q}yy+H8VU51kL|;$xp2qy-&Z;rZ7n2+}{T4j@6sJ=Jxzu-<$!v+nCY_oyw_C+d27 z_PkU{)^?SuMFqbl7J~^EuGDz?>KZbVQyl=f5}px>4FIZao+hKF>)697JZ_j=2;kw| z&;h2A<|`3jkEcq~#rjrkm@(X0^>3XoZ^Di}ph(7ZTPQ+Bfoo0rD3&5oEc6idUDrC< z307a7Cj1=ra8uYxU%ONfl-~#oueYoYH@9=_QFah2^B);Kgud}uDM!#T(;PTLW6V0_ zaS4e)YCKPs$7%wkfv)486@)}MU~5s>4Ow|P@f!yS^ame4@A;C#iPG^AQkN)E`Nzg7 zmi_HJ%jon?#stwv`d`A(;?dEX{1^7mcTrJV|E(mbvLi{w(J2Kn(83u0=SqzqS`rbm z0H1zCf4h*V?19Wbz`?EL{<$2akzPk}_bdLrs`b;#fwnW?Mzy4vs>thjLXut^2(5uy ztX=CryfsY+xnTf#+L-V~7finI`N@gb)etR|{@uxvyu7@T;LcBKrfN1rA-E((1Z>TX z;dfmsvM4l%!)XxDD=mJ<Rk&4<kJ~Ds>WMS#*61=DxrAY_Z?K#ZIcqyo*&j>(#u(<+ z6aJ{6WB)4T`l5&)<WMq~G4q5B?wpqtd2N*)aS+Pi@1coXDDGh9fGaO+8VhZOdFP_F zwPrd~I=L3EO#~ksh}DgMg`_Yt8s<;6{=z5U<wkj?!NV+24b&EY3Jvz$cpqWO54UPc z$VI*9%icU#YY^h99UzU@<9Qp)zBG{?qrA8h<L&Kf`-z({7)i#9iLO5Yl+S4fE1^EU zjB9^lm)Lc6zSR(H7vJI=`|B-b)KrdELhx0uI~&Jzq5oxBlQgl-w7yVn^{<*iGXs;F zG_-TbWPIr4XzBqHXDN6YC;wif{nz;uW8o20JV7839^18*l@-C*1Mjg^?&F0@1V2y_ ztK+)roLO_0VwTx#y;Sqwwr#4Wto6LZ6I@^bpE4o^ojvhLa-@K`fqP~72)+T9_~G5z ze|zFmGj+Btr=%x_pvAf<n6+{;sckv4mvJw2v!a&OJm{dk+Fx#wPosJVS#PLlo3qVp zKc8~|9G&{Q*n$tHs@QW>w=~Wl-kuwM+pgDKdc)|HkeD#ymF2r-_d0E#W~Pny;b2~Z ze(N$OMST{8D3UC#>3qhIC^>*)4%ZP^k&07J<{R3F?xUEc2>{hSsX^Q$NW)ui&s&hj zmm~j#x9`&S?*M|thXbjRx9gG-OmX+IzbwVzg~Nas<WJTA`T#3S-^0;cJ=KB5KidG6 z-D3GAGXMY~&6dRYMl4)Dmxb|f@|@8)1UR4-BMzbpcc-J7mV`2?bL4UK?5BV6!6+>~ zwWBR)T7Cvfc9kB)TX4|<i8-L~&FD@^9!G!vPZ6ub080*}6~!-`l9E(#7dHWJ#6@k! zVxp+SY%TK3SAo+yd_6DwkwoVI7Mf_{G&{VSsbsVoe|Z1f{3Snw1G^cf_q?@;@t`jQ zAEaZU!d>mBFFleue&*zDW1`YC`_l6fP()2jH2c76wIRd@>6KW(km>=+bmtJo=Drr$ z7^=-Db>ABVy*D@4sk5>7Ectj)a_5!%QG?<}@=nTa;k!zFW6*y0sf}-2JQ#I#&hEbH ze0gV&mEI0RxqK4vwWwGcpY8)Ll;jC@x7P;mrQ0|VZOgX=uHQsF*GcrHH7j4*W)xUG z8%*O)3TUG-5v4q0Och1@;2o+B#c-5vdK@Yj0s@MDpN68rN=oARPf8+UietziA}z@; zb$H(0aCq-|cZ!(a8>=A7xuDxsK0Vj(W;mKojE+AsPMo`&(v$|rRT6!GV<wH2h-G7E zv!i1!PPF7Frnr7@ybd`hU5?Eum*~qi&DR}S>2)bK<%{j24xn`Q4kMhuH%35V7>JSl zj6U4TeNUL3@>Pl3H9V1dAS1W>jEW-cIk#ca=(tg2byXS>Z!C-3^AqR9yNTc3RXPLt zfg9O(#xLQvj4kcXP01|B*5cG*n7uF#R+Kny%)|X$1(&`U!p2r2FNX@uBOa&D+ZROd zaug3@<ybap=z^H^I-W_+-3Gv=G+mFw{0sqC7Z;bWyU~q^yyB_3{y72PxldAWKCgEj zz(fhoK?Ksj^rP!ET<mP4-x}H{am?8vQgnRwGiD41CH5gnl0IWI$6<ZQNP#XUZ~>pO zBCMS@{C{P=&PtEpKKsKvSjsK>+Gd6<3TiCIuuL4LBLOYJ8x=k@Gim?|{t1n`iYoK3 z={=1NKbWTK9lPhv*NqPo0C~u#iAB7?Xgiz+O(wMk;nu^txX6odXDS!Ap~>r5td{fU zG79*&#v03>e^#&+owb*VQAVwb&x7<)(F~-xOCLh}2vXBx7ku^|VI)#2PQ7#KSW<aP z*>MpRr^{-7gbAvvZ(g$JB16=c$%uxu9bd{z7utAT8v2+*KKgBU(J|t0Xn<h_PNUYD z!)f2qy=$x_IY~4(unjb^nphO|$%tkH@sqddv`Mrk5>Zn2QGcO>Me0-(^S;dNQqa%e z+Mq(>eV)H2+H0>&p2@1iN;cDHPe$AGAdSx)p^u`k>(u`Hyl2CVmCtvLovW*>FM}VV zW_d3F9I58#tC9V&G@e_DHSN!WDH+Ibm*=InZHKl?+EY&kaw=CNNtwP!A<|#8E%<*( zH9qhsJ2{~xwQ$max=%<!z58`Tj8jE^{$@7ywVM)$wX0SOmjJFsNT=8qO6o3pBJ(hD zzkRjeNdTOQE_phggP2nC96<$-^HSaFex~oCr~106jw}^n8|=VxgVBaclHT=oDXYld zV7_M=zT3D%u}?Nq+x<S<m)D0+YzA_-_{0=pkS(2_zAt@)YT?k*{d?*3wRE?L)-{7< zvqUk9tgY$e{hueyr8r5{9PaWYB?ujGu~ETfE8-Ncv8(#34?3hwMbHD>eF-7oJxCET zW8pM6q~#t(btB+*A9qK&|J3%ezV27Pxx5ioN=YN~9R_|7zKgl<HGFp-51v#h&MoYW z*cYjLyJD-RK_D`^W34+w;0elUJcZBG#Z!zktYwJ^W2_v8?+4M08)MHe*w>vn1()>d zX(N^-txlg8AH1l@$RDdMxLruJ>6oZznmxkX;hbPZ8r((*ZDx_lHiF%t7Bc7-)dN@m zM++(ipZCnQapmb)<aw3IN^E-%LdNT~6kyfqXdyxQT~U5`@uYuHb=KT+FcB@hb`|~? zCqRCx`xQ^puI-+2f~=@aD~{}i9|*^(CpqMph)F0cYkJt5U-LKEnL(5ib4z9@O+=(1 z^Ef|TGlY-lF3r`7?IPg{I+=28wI3*LkoZ7oM;y5NB$o^8eWF6d$#Dx(DNy2eZf4uT z9V_~}B+Tz)yWk|n2-3t%QV-q8d^|botiMU<eCQ3Z?5O&%U9U)>(P4R%h>i65v^*kn zx@JG=+cfit3tXladm(#WWn{YEVoEVEYQNc}y3wrM{8&Aq!_AS3z=|bf7(8CbFr$hn zsEr>U)Z;HF?AeWDHnng%YF>aH9jNMLJy}=Y3<aF5j>LqsLlUX0>x)@VUHd16zMoDU z1Bm`qaxtHal;=cOS4|PDu|*{$I0zFlj=wx4h`A|*gfRFCc>MCYOcUT~Yb#e)+IOnU za2<!Nd(R{3R<WQ6PQ(OQ^2g7G2tI$4V8UzNOSK~Py6B!ORmVU_Pc2B1%?G<*`@1DG z9-i}7A1B~fTeHUfO0bphvuD?gcl3tFhr9>I*K7QR=X>hH46ekUw2xz|sPIggF&9Z9 zokBWir1bWIT$1svXWlpXoz1l+k=5OKF_ZcDo#z?nyuw=Sp0x>8l(RBd?ZG7mog5m( z^rte?tQMbPcL{U!h3<md#Snd-ehC!I$+X454uqL}55lWmcs)_@ZGCw1EGxYD<AQ#1 z3LVRHE3^c=1}TJo4KY8veJo=qikIxjPE9?u#9p+k8JzeUw9h3aFR^gzL45%|!F+D+ z=JI4-VW`}H*F4n}Z#o>jJK0|}y+pvA5ZcjJzdKnGg9RlcwcB2Mk7V{)S;^#2kt-TL zB#vTTh=ew`EQQu<WBBa!Wdkl37K%;B`=;9L>FJm4^PKOepR$fjlNt(0JMu3NnO}lF zNLI%CKG$kx`utEiRhK5Szrbg0CnpF&$5qXYmf%0im0^#tXye|Lfc71tPMYn|ZTzwN zitWaVi%<o2V(q?=si}8ieX{w=HcS2_SBc`9jqaJeEF<yZx5pn}Pl5$Rd9mb0l|^+_ z<ye25v|M%iI^W)R9OPr8XuVjpf5qvF3j7IFA@qf@D-wl7B-jf1lJ^uiFDDWjr6HgI zM1N~2kwlu0rdhQgW?s9w!mG_?5_?&_9$%!(HU0ud;&*QU(hG_Q!x1F?_kZsy!haGK z@AfOu)W<RYn<-82XGizjUf3X`V1zf4csa&00-+HdmoeDpl%<v!={E{wi}`l80w$XN zc*15vu|J>&6GN88q`4$VtK!EYF$HPNbdFJ`eRXzS+lSp&Ylx&Z34=>iJR(JSjwSzP zw$rg5DG}jVoak>VA}H~qkzu$3^-bPt^M8M~(Y@cECPF1YFso!=&4(i?V;kr0In|A& z&2-od0K;%tAwMw{lW-lg&+Mhi3I?4mSj*0b(D81Fw3K-=u%iT?*Ph6X`cOkWg-65H z<VI)TtAx~k)o_^{jgLYTRluk$K)ajFoA5b>bh>CGkZ&|G>$I;wY@U<pzMR~u`%XE2 z#d067(&=$ntGXQF->m9EZ+$vzrLB$Ke@FmfK<#FSD^?%yHPO@$_ul@+14WL;EJ<o> z|DI^1u<~i{v@p}HNkUVqv9tg!xOr?U@{<U}n|jQ{q-vu%Y1R4ssI;<`kerIZpRW7k z2=1+?NQ)BALqZ`*8p|>Gixrz^`%L8K1T^IE94q%bQqh4jXGh|kcujOQ`PS?d>ebX4 zVw*^~qXJ&x;3+2`H(m)U3-vqnXnj~qcj@!V$<GDl`Sx3n>{`f|fUAtmMjq4<<GR8p znn@I9<#%sL?^<@9qT)TK`=rTyJIwY0#KQw?k;A4Q?03|J-^6PcF~8-Cz4Lp!zHiNA zC(_`rHBj*dt=!al&>3?nub>B%*dRHnyQ*jqqiT}*rGpO?M&#<w+C)gdr>zn~sr*qG z#pkLJuI3(b8y+3z$lhKv!8b?}J=(aI2T?XxCh`4JL*84YC)wM-r>}8Gn!*Po-#j^R zGe0PWyp8VrtcdU)p~XY_<p|%d6m(a<?98uw6<W8vJXms2DoiQZ6V3e73*`BJp3~U4 z@U%78W(UqXa{1GeN-Z$FJIv5YHTa%2A3)k~;vFQPXYCG5sIgwgWf&4mB=mAw-9t-j zWK9=&y5NhbeAvjOIv`j=0=^N~{N6^KE1|-H6LFc+tcR`opdK#Mf&CY%LQXRS>))5Y z$uG3zm!!^KUkAcFSH0#)?gj6*`p+!Y(zr`cZ&acztYpye>%QO7U9D83XcZ(g*b!TV z!+w%YHEp5L<h`n*E+zdw!a$8hVq4ULKEn_g{Q*M<^_$)Yl^%y$wbiPXdCC8w>6^p) zeE+xKY1zxxvTZLfYZ>osV{v(T*|uA@ZQHe$?fTuH?{hqVcC5eJb=}wN#Opj+j8~)k zc%soD<Bp6WEE}tPu7q;a?h*Ox6KYMhQ0R>f{GM^T+MN4}YzLgci{p!PfJXGEi9~!* zhgYF?JI<Nl;UiF0qP4(##hWhAl-^6SNv!U2{w5t1D{X9Zp1CI@03&L8@Cv)-y&6p7 zW!`DkA2@4`LURr)n2O-<Ax(_A;eKpz?z>M?PJBUxOBPgP6;}$rgd`*|ELGbLM4Y5O zNxJylbLL%3^|S7>aH`#JPfq9M)7NEbVGoFTnEb%*|CT)JU6Q7fO(Ijp;QXB=-zHH% zwv|F92&8!+(adyc%(A@f=Fa>+mO{7O2OoR&ek57G+Do}lU3NPpNsm@Bj#v-K&2Bp! z1~YajDA0n)rx-02ABhR=iRjo!(Gy?-Kc3#UMBywg$T*9%NPC_7x*pFm&9glL9F3)J zeWG-A$?NJ#9`(5a$K4E9lz~zb%hFgDI{_V07Q8`cy?F0Jix+?Lhkw4C5UP7Qc1hwA z(xzOg;+y=oU`vCANSZ7$Cj}lI>UXLIF9mMxvE0_<VRGTbp$nmz-=#LhH0|x+7e!yM zIcYwfmnVbs=8x+!Az<0&Xgowo4`$XXC-M$l?z2J%W#WG@{lj%CB7j?NHyK+7Im_#u z^2v@2JdTp{4gSZ2wB?DC<J%w;2yW<$)(eJ&@h~0%SNp8<^%|TggH|#;|4?By5|&78 z1f5^k(ad{~avrqI1U)sOIN1g_i`R$nQkL^#cs`ZSm|-m^aYgpTJ^)aXdI>VSk8V6K zehm)#*!OKt$rZ+*v}PesK@eWIiqOIsrWG0C{ubyb0EQlO;ZT+koEHSo1q_c_G!4^$ zsq(?-%(w04@LUWyGTAWoUr;_jNrcXnQuBWcN4@o}P3YllvpRpB^EA(XO>QI3&HqV> z3%O&2H_jF)`m`I9aZ>57haf`Q_H{>oZeKsM|IUjwqZ$%Uws%a&P3ZkLBzI?~aj^(< z(``6((#LzDhI6dZMgx;wm2$I&a1eJ&w=d-%&vRt6fXb|F8CJq0(57X6hj}t@g`NZ< z1L2%n6gcyc<uhB6I`LodV;Y>SkUku0qnx|hLT=vq>7*Kx^lPLCDP9t^*sGV+lB>a4 zA=e!aQS#THDq858)t*-oAFnNE9%mY}3ma<-8!zk51XUkB2Z7yDpYP<g$FR$*El0e& z4I?|&vteT+XduF4J{829fk(YsDj-YL(*{Z5KnMd?xmFlr*c_p#k9$ruW9mrJ6cBN+ zhH3Zaoj)d8k@dQn2D~8$3Cl}a9am+fGCl(8b-&?`s~03>cY>1S+N5Nm3s_s%Don_U z-*4=@-r97|J1=sJL!_MJ92^F&B}pE)`P0oC)zl}p{z?$CBNuExaZcG(sBvP1#a?Rh zNK1qd5X9lNf9w>uLvOZu!@DBwxsI=T{Qj-l-hp)x6}ItF+3jDIOJ0Mz0qX#1m{|UO zNIq8(@1ITN^S8MMLT=R=&u9tA-uq1PC*xFUgjALzNmH2k_z~<E*tvSMMl}w8y;<rN zDqp>6MspuUY!SK&=m*Xld0^K;X1hgqKx^r@pr?$E9@baXw7F0ID~rUXWc9XU(#~^s zBPufWpg#%<YSsCyb<TfIIg=h#S&I|E^sUr+$JMm{Lw$6KbXy(&G!x6dLgv;ol~<vl zns?rG7`#tSbuJ903_H&l66uYC_R9uCvNC{<H=gKWf!s)CzD4vMe}D2uiJ#7C6nD+A zWktxb;UCt=Gp|4@sq;yr5a`$86yHZXyMQM?h;8a;j@3Lk!LYf+mWU2RjBpP6{yK06 z8q^3z7jrYCLsl*%9`6Zgx8mg}2&?Pv`fEF#``6AjNC_#V)2@&HLiiyehrBFAFjn&o z46k5<Z?D}x1K(a1)8agG-HBCct(<0r3*h~36i>ZN3=f65vW0&qeA9ImZzT_RIF;>I za*$h})!X4`C8R&~Z5p3MqJb*W1HOCRxt2h5exlrkWU(1aSAQABVG5I?;C_1&Qmynr z1UQJdJ7&Fk-f}Duc-*C=8(l1O72aw!fPd~Zs?Myn%KPk&d#mB!Rhmu@GWVwI`6y=R z`@u&TbRbA~ln1i9Ku~3tag8y7K1=mVjTCYuCw3{rW*}u{^ZMkZ^SOg$qq(pgCka9% zsUK0;VX;`qtIDngW?>i3GUmGa!E9MLqP3pUoHqfTloTOP1dc3$t<TMMY=i52RMHa+ zZSeCS^tDFYwHFV@jiS_u5ocWn($ci|N^4(pew6SpGBgNmi*|r@Hu*m)Pye>ZT>?r) zl(VT=&Y9pJm5{-_-h|WVxCgr#3#B@}vea*RWSjgfy*AFq9H?ub(4r-AmotLK+ss_6 ztA;6aR}$EY!c3kAxi@^bfSV+dfNoEj2REqIFibZPB5`}JQ?2}Yq-J9#USA`sY}fqA zv&6>RW~4(k-%zRZcK1Qg>*@umPvtYbNT-zsa+~{~dBUsTVhqlo{f*k{hEY+#Aj1b4 z2y)p-v<poplV~|`Kt0kKh*(YaDVsb<p8E1VkZm!MRhL%+&ZtrH%d-H>pv^Cb0@}m` zXkR<$goo;Q9q}q-wh(^?kOcRAA|+^>2b5-qArc3(P~(hcLRZiJBC+H!lFNXP_K@1K z1VHYwIJ(vaPTlW(<<WUrnP&=PN#iTcp0M;sG8{XJnA(MKOG2i{foe`mv6)tUY5zSi z1H=qu7IHyu(MgEvb6|!dY3~^LWu}QF<RP$vGFW4DiqNtq$BPe6vC6YbWkH%nY<F+> zUjSOfic?FS+eE#2m4K&rD<SI09XkgRL&=G^Q)I1w{}J1Yj=f)wx3{o=@Qr!q$2&V_ z>8Cy?&bc_~s&80?W4QuNC-q&x7X>KV-8y+*{`N5MoNm{3V(@X77?bTds_d`nL5<ll z{T3)UWOWjSUf97118RhE>|HcW2bnc+7Lm&qRdlTzSVTboSmM0>TW+Kc$~pd2<4zO+ zn{)idzlNbKB$MfQ4*r$nUE%U8^<|MIBpUS2f`?Qfi<>NPyjLE9r>UsVX~kjSOItcS zy4c}FYHeY8vi4xrco3^`36d6%dr{X>EE1exzX~!nb}UacT>IsUV*3%)g`n#VJwIaM z==usfHgn2ER1+IrD{_sgQb~4u)tJLtw&vU0=1}(yC1EIOZ>@I2<AZt()$Y!e-@muz zjgdiuTUTAKJ80tW^#W5Kwfc1znRIUZ`%3QDhonkD06Xv2UdBsij(8LltbsQmr&ANe z<FjY1^xa$QznH+m_Irq|n*3(B{a%6(?(^ZTB$+RO^L?$Y4hcMudO!@?9sw$zu<0q$ zzU*~ENhD~s!>0zk5dXN&L+zxffRkKc!2RtiA`pASstd}!3PFWXF)AER9U}Jm`;1(j zlOkCM9|-M_hhLrqo#nTt9LgX)GP0dOtV;~lelN52F|B$T2_NKW5-1JXm`R_I?P+uq zKE(7;m2$>y-=4$o!Pr=k+yMnQ3Jl&itta-7*+>XJlI2#*asHnX05fQ4Bvrm4!)GK= z$v-YAi~!5P-47U>f6Sj<ns^g=Y*qqsxNN`&4B=lyd00ked7CGdLrD_kB_hh6u0<TR ziLTWZ{d&B2CoF9DdBhk^xcj6BQ*5swh4Wn_2V?k}lUoviLKCrJ)5veeqRN~V0Y6-2 zyz{C$Z-t+#6|-GuxTCDXE!D~4#%o0_X>xQupMo1Wu{M}2zL4?!q2NsXJ)$0o+`&8H z#AUzozQj+mzQQjJr_JKNIK=#8DHnDsKa!V8l~Ib*mW2}Xwdc%{<ijbsZUPDhgp6KT zUJeTiY*Vy?rkJMFY4a8$jFTE09D92zve5gAi%`~*OFe`ekN%XU9`p9syoq<OPPE$P zp~~yBwED+RV4`_etY%at#Xv|HA?lOCY7+Eh-B4Dy4^;k#=YqY>kR)Xfj2I|If1#|< z-uEKpC-#J;y|rm~ie%LmE<;Jk*(WN|xW_p~&ozT{ub{*mG-zfAaM9!_45&EUNlj$; zXI)O}q@n1YPk)isGO0;KFS|Jhlt1`XL#hS|RBy%s6$^s`jkVGBWf_>_76%E4B4pyB zyIl=jQL9{0Iuc>shSQ_v7mAS3CD+BJZlNxCkwIfIY?VkuW<@>MmS#GLI4+Ho89Nue zVFH#2;R&o$YK!9H<X*2cp&34hj<Ag972u0TIr`QC^jYl6BiO%u4;9~$#hTR!;3dNe zNpoqEt)R%7-p-8XR_jepSt%rXLX~<7ZJKvIuCE)#rR2O?E1D*(_>cQ3l8Ne4u4WDO z>8-J0#}#R#$b`$khln?sE3g1;kEsQT##-Gl=g`lH{u8c^r1ENx7&BE+R@m*f12(8& zLkx{Pf^@xG=@XDshv6{<*4T)IM@lzd|6=%xgoZjo;(M{CN!S|1%Qb;Cdka!{sQrN- zsqfLV!Z=a-H-Yv|zea}ujEg(!zxTlLCDs)5CT<DRKV*6)swP08fc~AKn<&Zbef9Kx z7}63Bo(U|uAn-ap07}t-*tn|!FOd6Fpy=7~{;ALj%2`-K=;he_9GP_cuA8_gt;%p2 zMK6RO6P)@zx6g+|P$cvvMMGgQ-{56ea-x=WDz4LpO6STsYxw7b$QM!&#?^4G6cdcA zHW`$CbukltWUuQtf#+BY%Al)1o9=JHHUl{cFjT&5edB~=5j4#S2j%a6q{M`y`s=Cc z1JjCrE(dGT-@jZ3X%|sm7H2p-X8V0?z&M+?B$S2-s>~yljiA^4aI>P@`}@=L?$|az z?O^?C>81L05Lo1SaAMLNHTz|qy>b~Y*Y&VRa85{Pkq_46w29k0<P5>)pnK<2LfS7c zI{O4BBfYA6*eCNAz<>uWxnjw{$pXH}pPmatn3vtST=$1GCL^&N0xZ{k*&F|qlKb(S zlU8)cY%mn~<~yFBb-qf?j>O8-t}Q25hoVVKW8<bQseKIj#H>V%lRGkDgp!J($xw>+ zvW~gEJ8tcPY(fLi%KTr#{wzJCgn>{DIxl}-2w}~GSB%omi;sPi2q0XigfDKzlNq}` zLf21{UJ%D}Uzaf<%`@GQ$b!@n<TZP6aZOrBM`5BV=oN)Of#5vmgJW3!W67?*x^D~O zQ<{u(O!%nmcKGstLEA&!j$MMWw-LgR8r-{*AvRuXEGvu1YhUHJn*f8LA4WMQJ%=3m z-B8w@hJOA@DHnV@a+_@4l_M!%Hoc~1kzs&uD?E?1;tNU{iEURr(;aiH2mfXpw~zi) zKptW=|5ZJIro@2#GFs04_F^9S_i(_5S-NL{bVSvOpidv-(HRD9L8LayZ<tP2-i3fB z`4tb#lD|)_zXYV<2$NS)8mI;S@`{;J2HvDm1kes|TwpTaAL@l@DXqq2GLT72LLTR7 zaOnP0O+%TFE7T%%u8X6zwC|GyF=WFKR)?`H+7-4f4d6nV^h__qdxTeEASo7cyMhc; zmAg0EO3-5m2z+l3gg@R4nl_%MdUhhaoqr{d1Fqz$boT1Gnhg<}_H0yVHaOM6DBQ+9 zuZ>P6Y1$<9(;f~(CV;y02c8WHO5B*2!3h)pjpA><Ihp<rLCr{=!c-_IE!J&P<slpM ztL@kG`4`@gw0wNhfktSMs^&>}2%nf<r?pe-CULPF2h$9?;D5B}nnex(iodnI$-iYj zUFcY(F##z)^M=i*p^J~}CO;pWvk;rA<&=nQm($#AAaob=3eI0bdQu}2Q19k@vHhlc zD9GCORA9&eZ^Zxe0_>?7yv$0HwC$Je%n;70$H0LMzgq8UcCjovyOk6-oI7_pu2+HU znCTG+89dl$JNw*@RrQYR?5+rTEks|KtDaP9^X`z3Fv4+%9FhJ`ou`S1!xsKD=j<=O zbePnf0A7|s7B(J_G23!nGRjS9$Sn1g!H5-|j~^Ft^hs{xsXY)t(JCZiWfaGAa9kcr zH#<(s+RXd%?-L`7Hdk#0tnT*7R8TL3a(#x2j5XZjcmpA=6&A4NCPavK;c1BMdc5p_ z2l5XxF?67RYP&FSUNIK}?9$pzvyu}JmeGe=EC!tFb4k#iYm-34kDDJNZ<ws(S~LWx z%m~V&3W_ARVvW>9-30V;@e7Bz*7)kezNN`pN0=<7E9Yj9MCc`950!wQLWXpc%vXG$ zm)Qx*VS0B`(PuxyVCxZ81NUz5TMsVT{v3(VLwqpNCjKaC_#AYt<!jq^)VFQb(%P9K zU8beQ#m0v~T_#vkLX@S|V?c^I3Dk54;yu0&_$hcy7)9^tpP_9yiIScdB1yotyvCzu zdj6Yv5PIC7+{`s4Z#8}bvV{bEOA1bs_@6LSkQjzGQk6UIfviTxp{U>jf71C`4_Scd z919u1UHzRK%#N{1qV5fob%ZMN*};Ap#m8)@#A>yB69Ht>yLf(XtH0m?TKtSCf5m=0 zrOthSfGaMIo(~~ISggR$#A&0+PSjTfI<bjnw7U^*n`WTan}x~pR=9JDCMAw%2X`<R zH&PXkihDQk&mpRG_<IhJAwsZBr5OIGiu4+U4rRLUyt_pL%iKOpuD|`Tk;Us;+6FOS z;<R7fB5u03R;B0lBerYqEkQt=%A^1d8X({elh<Cdp{9YSN725m9?CXfU<;4jf~p#u zrz0~RAp6z5jfdX!rT5(zg?x(FrD^Rw7+L4TVXUl*$cK;&@o4IK-!H@Ya+i0n%QTWz z`SYt_XuO#%F@u-huR1fIXZ9m0liaS&hSk!fb{GJ;cAh$uB=s64*J+ntzAi%1lAwv< znz*+9D!TH@)&3?^FOgNg;><;vx7EIDvIQ+amQ=Wb?<J~@#-XC5(C7B1kR|x3&WIOI z7W6$`)&2eIrK|1WoH}cjg++j`zVfNx1oiFjlQ|5eiMn^68>nAg2nTa0QI)!Flb(m~ zx0^z?0PbaPw7hncX`Fpzq|6bA#Lp`S5q8^+qAEFBlY{_PY(!b0dpC1-jkSF~`G!!& zPUnr#B(fiW*uz*JlB^kp{wUkqY{N+IXutgMFksiH{#BE|`maXR7asto+I7A`w5dSj z!iNmCRxHF*BA8bT5c@MYxsGCm{=)Z{7J;6g6NUs`pNH3Ch`{i_gn%Rh^R(SUPhz{9 zsKqz>2FmP0vEm-?!HrUKsSw+qn{E~h4$xWF_LqKk^MCY+gXH0sHhp_{?1gt6mK-52 z+cewYM0kv!1=k=+X%LI{R#EOujfLK3+(|r_MS(v|R^>(q2!IK1wWwWVCJ>++!sGyj z+GgP>%U9-J0-x%prY3I#BqXF$b^;Py-0t&eN8oOxqpTIKm!qOEYcDI)<9ThvIsTxc z!%@F!A;Oz;;}wHsv*#aovM4fj2nrJza&*u=Y)*h6lmb4GhYj=Pyo3HY0PWDa!CS8# zFEPdeUs#d|UoyrZju9N4+GdQNTo-SLo>Olri#+vXVSPCnmZCJQJ(Mr5+u0}!kv`9| zEw!%JrvMib&K5qKyLToYg_PzB(?0k}fBm}mSrcJkwBkN#?i*iTsbi#Zjx?a?=`NIn zj@Q95>o@6YVl=m8vQP58rKqD;5^;aoHcVx?6A^iT^vgi*uAd@<j@YVzMtv&NE=dE) z4{c0s=^$>=nk0!+W!((8Hs-U&)1FW*AcXY}kO-Pj%n^*s5+|X^d@7W$4xD{xKj}|p zPZKZ+3<=vEa1$ag2$Ni>&^tGHy`S9L{DEp>!rl$2gF{Pp%>Xd>ISs4_rJ#WQyJkj2 zs#<HA74a}VzoC0>xDnwT8C;&TZ#iB!o(Wnlr0~{*&ofqnD1dvkw(FdBa=;}J#f_0g zy(sii{V=>K2rZGjyZThNbAid07iJ_`f$vtyp)_Z=?p<rw(kPw}VHuC2^E)(|?^{;t z1?$Jjj*no9W<8ep=jK5RLu1i^BWX&~1)C*26AH<W0&Q^^S2|5o%_(j47uc^5BI}tu zH1we7Pg1=RfA2EtvDi-^><sx5NEETmCv4s?s(p6(g<pT_)7FjR<}#qgcHJ$+G&ONT zl9B?a`Bxb{z@C68m7xdaHaJ-jM3N{Y=R_jPJ}B$~1=2dagH3Hb;Z72fpTu()#zI~G zv-3hZ2%GWmu$s#!t}d$c<f}^wIDy&+thnpyYyHStFK9-ES`krB^|5e76L4D}inhZt znZfFjarLA=wNH?x{2pT%H(!83yGKP!ljU3yMT~$`%vN+{<YxpJ&@XJpv{5p9KGT3D zhR^^71|zGqmU{QF09Us^!H{iP!$>)w<NYS0;>`pXGTmqq>5T<=iU7Gc+KMOSEM+f& z5|U#8QqKH~&ry_O5Ke+L<kmcz?-Ab6`&rfkP*Niu2#4X!kZ_Z8t7lF`f)pK$!eo+K z_l@?%B2s?9Egd5L`6jY<AKIL>ug2{bg|~{m$t0wBjOy19I&$;T!7-@dBCYAIW1*=n zN$jD`4wZ$@_YDK#PB$Oho+-bVrT>6AiPuyq2#)kuyBS~Ev3xLA3kk<pDE_ZwX*)q+ z^lm@j1CuMQ$NMh9UA3{zKu_n@uB*adhvRlohAV(NBi?@$E(ILwCl~is_Cw{NDf15{ z1z5w*6jb(Z7u{%zMmd11>B-RUYQB%S(0d8Z^yy=91?7=u0JMmZ`;}+w*=O}%6s99c zA05Ba@&od$%0h@xM^3n1Kkg5`ad)Ki0)|D=SoFXH>r;NtLyq=3jfUs)3oamz7xM*n z-RZ@LLr^@N47wzwXrL&k?Se}@@)gDJF>88Nbg-w?sQbTbj!g!Sr>XrrHo?Hii+_%w z!=`@y(-G`4GdY2pY;>1VEm2O;xcyz%^eNWimuyV0>^`;oB2DoJ2Y3-S%8QS1IXIb+ z0~eVKVkQNu0Fo14dUF5TH}@Db=0Z>)1k9e`k^BO}kWVyr|AzBGVllDLa$T@r>t0Xg z+A|y(@Z1P}w9i?C?Ld)rUIi5)drs@ig3Y%%EvUlxg!60#@QVXhc-?hBk07?;c6d}` zKHxykI>wR{__S6-gns=KO<S6!Y9h3OM*gCjsa1n{xh65fy^h+}0z6GZk_-NnT4~@m z`HX(mUPoFJxJ9x^8^w@TDOs!y1p2_5Eyr&|V647F-r4h}*v<chiUB~V;O6FbcX7GB zy%l(W+{4jxnIT3x1C}iMUv~fI$7KC?jN4@x=Zf^_%TEsN-ydVr?fs_R1UB?`#E&wc zk7GL4<n{y)75k~FFhc8&+)Z^yjYTbY|2ipQ2iAdDk^|YyR_r>h4(Y!N25EgUUXz9w zA*XbN*8Fk)`kp)P%-kONqxHVip8qw6S<flpp}~xIpzJ_t6-^`Qk0LD?pYfO&XQrN& zTjAxQY14bpwp@PhQ#a!4%ckqKx$sq%1!aM>m=ZS74m71vynM3-rC(Xlc=6+=jDXmn zjW|$RjP+8$M!Y(yy7T<-aIk>;+u?w%hEFdfs5Fe>SG!T0{+L`6u#wTR-FG3pS2)2h z3wE^|iWEml<JT}Yrzyh*ZMlLWv`~C}r9#+};6~NwxNJ4qGv5e!S`re~e}T@zOBa`j zMi(!}qZ2qlK_c~p#RZIl9`8ilKJIUFYi{=_)Vn){zmB-LzKpdV;9)XkE-0a5`KOjT zxVNgYp4O0WJWPKd#0{qkQ^~Ih*=hZg(e;sS&2QdSUB(YNH6i^x2e|-<0QO0s(vn@z zM+lIpG`e`iFs|+>t_cb_wJxq2=rdr=?EWC>D<FB($7>~yKd~K|HWVddJkAH_f5qQ| zVghG*Ys)ccp?=hONGC~dI;@W<W!r>)ZzPC?-Xa0oyEGKM<KIo|hUEk_Sx?{A8ZSsp z1kGhY4u9)lPz9eE%BUz4YUw9%=P~@T0QYJ8k?x}HV`jH^OWxjW8mTnk+Pan#`ZG1q zD2G?`F|pg-jjmz>{8lFQ=8qSs6<zfCU<^p3X*DxEg{W}%Y}df15LOLTdr1&9PX&8J zsqhx;kG)aFkH^;Z*?e9AdHPf`mNNV9P~<vTxY0RX%72WF5(93icr(i)!PJ*^Yai~x zS9>2=N~3S8E^E@XI$Q+#qvhI+%?V&SK9iI=j7%mD#l0<9``+f^mZL214cDcEo2UQ0 zf;jrkW0+tEhs&zAbI2NtnY>^`oNrgL+&GN2+ZHmK$U5krvMV@M?dL15>7qP&K_c5J z&l63;HI`%1TW`0r(MM{1Q=6;NF4|2QIqf<@asSCRQt9a!wv4n{6arzx&Rk&d#44Yf zz#oc+Y@7^)cDQ`(1Zc=>d*ACsbyVTEziBw3Qgw_I$WkP(!)uBH>z_t66*jJ=-z*|v zG+elxRBxCFQm6Gn4g-E~uU8ExJ?MGRqG8tm{N7*s2)KbL8qKZGFl2;i>T`IsmhWFK z^?CkA@m~BT`rdIU2?v>+#+p=0FB*n0R&4(~N5>rSpmBbNaE?frTy-(w8C9e^U=a<| zfvs!pT-M+@MUaz|TC_J97;k{LC*czFnQ;i2-k6dG0Wz8Kq@}FK8A5v>HiV6P-D62E zy{WvFwaH`<cFTDcU^j~+!DAs~TB=%M@(O`jtO8v=96GGfS#rVPtfM+`AFyGj{9D3z zGmsY%X9A4WxQB9}K8iaP2d*dhcSQ!=qf+Lh8Akvy*c*QCw(ESr&9Avfi8Q0*>&E`m z|3-f9hMcTBnkNd_CWIh@JkGSqA+K_@<|{NqB0{Gu*S!xo-nn~!IX+AqETgu6DkXm= zVMN=miJk|*XS^LU4j>vM(2AXnDALX`6c>DFG6|1uZ_n>}z`UIN@3@Q^<|=Wf=LNiB z(`o5*;<A`q6`j0DD0?rog!qWXdB_!0P4I0)`x;L@ttV2idky`B62~)z-HGZsp{uXd zKAX7U+vACR$f)F#e+N##72od>EJ1P=6C#UQh`4H8uENMYX-dM^g$9H7L-j6CfIQeU zh0tm@ym#+(tCd>6@tSnaV=9vKvM-7+#|1{<w3lBeT~EuHQy1$iig3rL8J@jY^l7_0 zlD3Wp!xq&ccq7w|E~UoH0N2>n);6Z4-2_i|=DJJ;!C(`Gqt33wI!ncfr*S_yrLZ=k z4yY4R%3#r7QwY^_DT6wA_F|BJvoh3zx6|SPo!+?@&F|E*PFtLjM>CqlsPhg)*5Zbc z$;=Mm7zhAvObHf1jDRR9!c<x3v|bWyvtvi6nw{P)4MvyM_T3+d(t8lT9xtUP(&n_4 z**1GFkeE%b^gmU3UTJSQ`gdZtd3nusu@;?LY4FqwGep?(S%iaB9of4ihj=}!LUmSa zmf^IJ;KyRAJ^xKYzHC}yDhjxQjY(P@l(nZTtFzZrs&ndP&nPG0-!RpA`?z|CMp=~$ z^I9cW<7qu5eD1y5Uatr+@DwJYk8t+7K$3`mzr8P*8k84AJxYa6HO%vVpy}1#+~Y)Z z<vqFb^K7<3j{<80+XHBxvumNCV#Lx&=(y&V)z;_yPj9i4G|#`V1%C8vl!Y@UgBKCm zH6d#$NdqMOw`U*-|L0aD0YdzY{7&f+SElPTYxdhI43i`SsoR&L)w_TAOlI^U{mu$k z{>juFLy+oowAM-BHg5+Ku{w|W*CH<#D9$m@R{qM==x)cLZZ}$LI1sKY{Fk7;c^DCo zP2ia(|GNa&Dz~B}3Pj2(7?%lS#L@xEj3p;k?tj(`aS4bVoo~h%Ul);B7?OczhmWeI zkh62?WI=I{<hnpBY&E%k_#t%JR0UdGI2L*=p=QCB4+&$szc!Ho+gNQw^17FH^fg3k zulDk~5K$w`i-S9tY^wVjYwnLF1I>ipZFcg0qQ;X<a%IQ;g__nnruSrk|EsX@`@g2@ zr?>hOu0G;5*chSRZF~JIbk851;jCN(WzRx0n`oO!Ovyv0Yxn8&DjEy6(Xsa-X!Sl> z!uDY_SbdA~LpR^jh20Oc?H(7?%(*)2DwF*g(u7}@^OF|NMK+uu9<#(wl5UI@7k`&* z!$}0}iSR`8pPflTNjXDb#j^2ZRY{3@q6T3(YKRwb>x^hb4q9w4F!7rVC%KMlNtyJ! zJ4WD}aesB0Q)V>(Q!oZe66;Y7WUr_->Bbx_r@=90XO{Jy@d6~J>(v*^OTr;N&x6FR z_xq-{wl)&a{WyGBV*fmvWCP!)cF&t4-{Ewa<o^a0HgF~g39$A8P#q2w=b>;yKp5&k z_;ibDy~J!#i-h#cjPi>;O#?{+$C!zf_l;P3<LTpLp=N55f&_XX($M)aN#}k9iQZe~ zRF>~`9HFQZ1|YJP{_Q+z^29}yy*Ey~A_V3{Q!O^4f6bAsgEs)zKH-2+cKk~s>bMzn zwVO+wy#hA{ACm0=pC@A)x+KuC1Dy0PpdrU-Ila*$eg2YMTI^*uEx_o69ZNX1?qNXw z`Z+<_s<l6t13mtPb^8IJ4J4bOFtQ_Pped`<)cc4TPwKj1!TS5Wz35Bekh7AaF<eCH zUUX-IlODBkb>z@Gf693=_0&E=cj4E+m?w=Fe@zT2(*WT?Bn4b!?6x3ojl-mUnUy$1 z#KvA#zVO!d_-?d(9zDZGCOwd#7e^zih29%s*fw9MmmEMr8uVFBwcch+p%{XP$;a-c zgqw33P2)fF!0v$al28Zn0$co^D49t~5(I-b+m=D2X{S{yz{nfLl<wJ7@vv~Lu4Y)- z$u9az!$F!T!sj#Y2nTrL+Y5Y-Qw%xyv7n}K#5opRX2hRRL_TU-vQdq=Hg{09llQ>< z<&scpyET%{tPP2&orG%$(m6f<4wokzPR!v#Fy{3(gg?VEAf;=w;~6k9H=n;4TrSHL zDIk^^@v5Oe^&QD45;ZEeZ~BB1O)F#W++|qn=zHtzAusv3?j73dtvy39WNkSDjNYno zGTUH{dyo4+xRKsdwPtG7k))`i<?_Rb1Tq~i8WZQVJW&~?w{P2PzjL$X3oF*hByT4J z_F6EbwS56X{y}R5w|%CJ%K-B@!cMq@(RQ_p^0GFkBuwlqzeZ1kv!d*LzdYpc7U{x! zZGm81Ilg+|x8y$|VRa8K;l-pTyd2mG*h``mpSm5Cy}>m+W`;m?2~ktg?mihMA^^=@ zBMggK0j+hDa41-d!EJ(bN#Jq&XSrrIF(Dy`0(+wDf4vbv*s`6S-Tg@{H!+e&Ep<BW z3HelE9>hY;Xlv#qHpHo!FAAEdsR*B@(|_P`{MvGMnc!=g_UijzoF?F$=fPtTn`0l- z(MP^tnm1*6_3o@U=QK&lmBY3VZ!b8Lk|VxuLKHC5a!jEseoX=m7{h>qd~^fFa(8{k za4DeQxje}uQjqAM%9L48TZq^}-Sg<FIYTDt4w;jac<tR_S-`$hy=D5s$*P5m$!!-F z87wtYLl_&BXLa5|1SuV~PjSe#AZ~`Y$DJ<lz6;n*sF`0nrAT2##Nt*vWcNY4Q4HL# z!}(J`-uukI>B-r%RJSHbLhcG3I7nor<K{OfV5vKkYTgNQtRyjMy6D6Osd?C}|M4>? zDIq|jNvk4f4-<ilWYzm=GGSxia@xzzr}HWh>bQ5J=XYAf$nWd0F#+89%T7HW_d`vl zwrO_!{zu9%eUiNs%XV6=d2EBVM5eMLhRYY_dS@C&D{OxlSW}W_5}VU8z<L%$il5M1 zr&Mmh&a&b13xG7T{wt-lGO6D_rPf`QuaUgZFn=KR##zkX<cc)>an;!Z8+@!V``&&q z$O_IiOGxXp7T10gZzT5g&7R$Q32JhpW3a0}s)%{W5M<C{vtNn#`6J%$_aQO;!BpM^ zfiBjrTx4oWLS?g7xDsK+4}2hSCQ1+$_=w|mc6;LTlFIR4>?@DTLgfB?g7OzD4w|Rz zNH}e|E5ZQjMJm@|Uxu7Al#)ypm?~_KEL!SO#0fE#)g~ClB^860oc=l}Bg%@2V6^Kk z=gKz`PB?YPBGHFV$viFJ10t3_@$iEw9nkRn@gn@*V0qK1(!%F$wsu@h)M0as@#%|$ zslFT$Q9==LTzP(c+eYO-t@&@ijg8(j%b>;SU^J1Q`ePTM`3NEdbX^Nd!UZg&VR)kZ z#o4ADM<fVAHr{zsi1myh<dNmP#^xAQQhU{h-P*D;+vRy={pG|C@58Dzz&+LE@<9Bj zWbTA=IXWA~4RhzLzj3e1)9mKVU8vpmNQr}x$73WzQQyUGEQrYfc`@N<JU(Q6PHOa- zlFT-~Dm=*HG~A7W7<S5<OJ$S>3?XybQCn9ac(uP6muEGZ$?rYV8$F@p9ji!zL7maf z@H5c~G|7LI@MGbR4L5dz*}N!+-HSAycQ^q-8W&%JorSbS9(ppH{bu@6bDo)1kt#I_ zf8>_Ux(9;Kf}-6&0$eItG{UJr2>l!6)Z}AGxcET*Rn-RS*D*f-?fn#A(NyL#T*hNy z&Ihb@(Mj;4;#!|X3(MY?9{g^GF;A=zQ*0M#Dx|7-9#ylS4HvFcVYXGK9=%TOw3>2H zR1Ml!-3ZAe&?tHC7th|Z+fQMaKDO)jqWPfr=pxSxq>75K7DI<`$Wpsr0;oTpE?0AN zT^R6%Y*u;|{chL8_Yue3*s*@9a5eG%WA^i1lP+b}IpCeeMLt!gp(GX6hLaW3XD@H< z=%n^u&s*ff!i2arrDI0j|9E}~g@`q!h#TVl;sk2hsnipkvR(F?j`uW@%vi!mk3(9B z$xBC|4-#o2{1oobQ$=xE-HOWgX~T&}48O=h&x}%BFjdx4Y|2yE{%9hZQxeP~EVvBp z%(P}z?5RNZq8qnx=*?q=qe|y#YC7qb=|mf~AX!9yLOGFN`1!t_ONG7OZu0k8c%%Lx zk*KW5b<)cFqU{^s$*qZ%Jk_XHr?FKMW<pRQ`vZD6Axk4lqRSZkNU!hv3}u|6Bvd}t zSz@lSoPd__P0rczHT_SRPjCY8(t#(1Cq?;Zo5$#$cKUJ^^|UH6^mPDiO|QHp#QR6k zyqms+BWJSTmbJMvwAg+*$sXNt>WpL6*e0lFrvQC2w3$7~u{rAD%y;=g-GkeRf(5}5 z<X(FG6>?X*nAmgcXH2~;M4p5MJcuw|9RW1ScW2=@7OJ1Kr}QaDONAC}dQsd?+RK4Z z$OcMY7@NiRw_4Q`mmFMP5N^534b8sx<;fTX{)@}spXNEYT1`=%(r^;c#PDBn8LcBe zIbn&{6UxMX6EYfzYT6j0lMK6lq;k+I1#R!|X@aI1LKmd)sfiN~xux2^%C<y2MSZwm zX?8j4eQeVpRVMw;yougZ<ULp}+ZiVJdnEiYpX8haJjcTq7~Gq)3*L8%_SzpR$q#3} zE$r2gy}_Z(B-Tx7jrlruqMRqJ*9hJ9g}DikG}!ct0u2xXit!32Rb4OFtnpYY$vSG> zM4;alvp_|Qqr^?ynZWm1y-~5fxvZ_n&1w>FCqa+6p!{tQtxu}-q&y!T#sAIWzi`}; z_W#7?xm}JI#IVK-6d7^3q3XZf=-3XC)l$Mo3IF<oz-R{WJV_=We<IO#D-%vwR#>CB zi6e~w;OAX(nOW}JVE2X%A}!D=yT6YSxE!8a(sNw_6vvdt^0a8HRl}4OH2wKQb7VR8 z%&Hv>scBqw{kxAeAby=T*lZP81pDcukYt6+WCif6L5Aj2q;O62-moHY38W15)%KUb zR+>bXwH)*bpCLVht||vhO8MsHkoURw<;Z*Pj5JO2kK^_!gV%RJ5V+Sm9jR;>{HdDS zjwmfAvg<lFp&9jd(c)QsM2PwoOLWOcZaWm=-!DP!K{VxlEu~$!(lj^adY7@gka6o+ z7++s&8#g+Y;{6Q*AwQ3a=L-X$pO)W2BE!E3+Vt0#@4CCP-me~nP#w~Mrr0wT?1W&7 zBd#Z&W3y#DgQ{Ni>$J4bb={IsfLXM$c+B;=_%A+_D>4qeC|f}g7y>%!th+IAC+Apc zs4!`-H343L*H_tEFys`3gr&yptq2{g_~RnPxKvh586!GiFU7J(<$M!1Tes7tr_^4! zwPKC=beOoS#MSHB2md1^<=eK8c&8O^W4UxMarF5OpE;rXd>vq?HC-WtBNs`rg*Z*g zN7buyA-h?~8p14SAjA=2BR+uHbS3J={UWq!Lm;9`2jBgN)?b>42S}L`T1e!wc?joZ z7P!4s-S)t+r;LCcE&0wx7i_P8m+o!X_62{1vqcS2_J`$1BUPYIXoUJk1kElP>;(VC z>F*D(hkOQhIAutPdK-Tt_jxk&45!Z~G$&mCZrLu-)+PA&Nj+k%1yF{DJ6fmDC!Oz8 zenL;PavQ<Mo*Ld`Bh(}<7BfHQ9Qz_X`qu}&=I1*sJMhn(fvGY3^%YfqEQA!pv0}sP z3disA_l56HzezISC(>_Pk2hPO2;jDDqShJUv90s7NKp9-2{^Q2m1xDvNpU~n9nERT zfl&0>9{dxNsC$bNVp$a#Q2D(+`MHmE0N$up6g?ilMM;wHEv80NXHA3wdu;#8T~vGO z?Jzt+Yi>va_xoOOyG$m5B5?7&2>HMS+j;$j2pT3gU#&7*5#quV`1YSXDYNp!@@6rM z)w<8|zm=3iKZifXeg)1N<<uj1l|SP)IW`ShLXO-ci{zf)W%<hfzZYPmoLH~P7ZIJR zUsWQZho(H~PIhPX;&lqS>(yQc140_IsfJOA|Dc!^*5CFR1I&OO|D{Nzaqsp%s(&vI zFjo4c{KuBxnw8(^7<Vde1CgD}$rO9>zAqpOP;VU#;tx?y_kuB3s*|!JJ>@9+uJ^sl z4M9-%RbkmPAowo{+{|)rJ)f>A^0YV3{@IBC&-mR)#FP4?Ij8bs!V3}_XmU(JHVQwz z%Q1;Ouo67dmRaLKc_exe(Qe|pJ;aTT80OSa(*jsi!|zqcN}+6nhO5zX+H`d89M3;U z7PpbJlj&9!tGh-x7%{?sD-mW;_r~ko+zuLSIeqY6@Bul-DTxToc5;vON2yGfkz|A( z$Q|yeJN{a;jMZf)d%PaQ33pXH<Whini4=bQ=A=pgp<LMh_}rC<n;5YRph10hd+P}( za&;GgP-k)b^S?0fG1Y8?`d55L=m#xF+{nfC67ccMDNr!Vf!m%*c&*k8CKrM)lykY@ z4g6uvlO1<{0M`xx9Pdkr?gEHqCdu+H4ae_wOnBkY8!U4f(N-GrI3)Z!iK*zDZrP^Z zcRvO}y!lT3tISdd1^LrKQzg&e5p%9O*#HR)eUzzrw)#lzGliR@KWz!eNfXWm#J-fw z=i~T|1RDKABz~VjG8`DZAQ0gWx#J;Ep%eJ-H**%?T-)@TE23IRGge|lhmf&|gq{UY z{2qK-J-{JqH$AWZa99E=1W55>^j+RZZ>IR8C@6J+_K(KFpTB2Jvjo0ItUhN|h^KZt zl1XlRe&b|7>;<w8JPuQ-7n9%xQs)TM=RV*0M2!DrEu!GL-(Ax0YGM#e#AXw2K0n-x z5enLan{vigta%GQn+BMjvSYOF8r@_z$s~WrN>`ZxLc^lTuc6W`NYOuYSyfSKu3<O5 z%>-z47S+^$nFcfweU}^l@7fDLjxa{^FPdB&le{1OGiQG4_ayna<nPFCP6!t`Viump zw7C5O&)rc61yUAk!^4CYs~Gm|>U|7mXIL777OME4)Y)j+7A%Gb+IjGD6b-UHL_D}} zG@En8ii>%9-U6N)7@ZJ=<9Md)bxcJ8SbqRlhk<|%!SFt=o2S{3D4iIdSHpn4Xzl4; zxg8sF+*qc6pwct1l^@6EU7dTIepRkSINcTZMPouYJ*v?L5dKHfO4$Fi?bg3y!>+_J zt)T!ctr7<IWOj?4I1c+=t->h3ay^3KRbaHK1Rj&c+U!B}U>NiFdT$EVMPPsR{Yvq{ z?(Cc_UTilC4Vs0eVPE4K*rg)@vL1SJ{UJp-Gk+`?cK4ixLv`}Kwfqa&B!tL=V5LD^ zsVhxwG~!2>RHGE#hl3K>b#Z;js*f3UOov5a0$)v6oo>`+X8MRHMl7<HH)ssys^K$P z{q(HNpSgAaN$jl}D%9jN|7U|Sy$$id&H3SGY2>)il<CWVf!d#`Ebn{TNF!fon*hbD z5sA<0i2mefZq{cvbD(Za@++Y6FH5&JrntwS@uws}e=)$X8(iqWZCHPRK<y$DrCJ(( zekUC<!VT|52EG({@XJ+M<@gkml~m{Tb(W3BRz>+??c~>hivdDpGYVfuA{E`vd<qR> zSCm(8_SyM=_GhC1uF|KNTdL@xUB8Z(nG1by3J|%>Hndr4k>yZcZnnYAL806sXjol- z=nwMP6>ETb<bYV7)hf(_O*E}R=k04Ump!wltb93!sA(0{61v9@fx$ZsS%DHKZr|x( z*hQ&HYXJbXXdJ?8=C`sxi4<(C9M?g1%$^8lQbSYyr|QDvA+PxuNe!O3rA4PRS(b)5 zosaHK>3ROBRdXezUO<E0R^j^2iUh=I^v-JgrXiWr4<hoj8-~FYS}5JNb{c6r;IT6< zxs{%&Y&hZeWfTp+dU3h6hs{wG;m9o{H`;`fo-_SI3;F*3aq464ucy9pw_3dE{BoOQ zssbP20@s1q4oMe*K&~RO4MPyto|lsyn3JcXhK8p0Swaa-61@N(5*|$quAnK^^!e=I zw(jA<WQ$)O1CEvVigEHeF?Ge++&sJP;YQ#@+uDM%skYcJ+Y%EGCwLQaCFnrMDP&Iy zOC~-j;uss*+{)dY4~sbw*#jj`eReufC2QrAJqrYjrSZ!V6Yt41uc{b)9wvUw_tK&; zo#&7)_ZuG}Wa+YSi9Jw??X=3yVjD4^#ZCq9i-L29KWh+E&VaRUM*F#AQ!r6-8roL= zx^^t4i(5tH8QB+(fhCmBh^=$;315P0x;NfYABp{wid=dex>+h2Iln2tZbg?J+?mn^ zihNgzd+$Ml&c*JC5nC`!H!Dn--Y+|_C1je)UMD;!WLR>46-kuH!l6%~GdFOVQ2K%@ zN?G;^-{x#e*Y^%czG`8g654wcnSjVO<@=3x4dGK`0h0a-24%l4hgVl?O(Eb>68s}~ zqdIJTnaB|En?w>NRaWO95>{QI|B6I4=VR;4m2+A+Pz?p_rgDzxKw>ENILm?G2B_?b zeV4`h?g@oSyDO?fHmanP<sT|5Vf;C$DcU!4;<g(&)9Zq-gW%6Le)BbXuA#|WMO>^c zpxI^X4LCWg>tF<%N_-Nb_5M54^>KTI8q>%};@lrdFXXovG>I)rdYlqp&6m!e2vzha zhzB;>^(WQbU4EI`I1VThiw;t=6)Pw=PF{zOPlbycO!xacMs7LoHD#OHQRZ1Qz7&bj zM_1=%DST$bM<)#&s6kJ7J@vC|v2jZo<yZAmwX)6IxffA5nI<&GPyW;XSoH+l4<Fau zF+T6TF@^cEMaH%x$GNbVD`{#`&>}k-{bvW7xZP^%5ILiPG_iR*j}RMjBMpv`dwvXq z7mw53xKQ1Q8zJDW*Ev`Sv9wibXB<l#%vI`mtvX%S^Op_G9|B}Zy3~S{%|d#0Wb9fj z@Y^1u`tHT@R({(@OBoL1<l3a;4KUM^h-PnxRrbVx9E9!qh~ox2L=jKNPCzPYVj_>; zZZDf=Um>I;bQ?N$;!~?vL1wO;L1IfBgcrdL;*x#Jl)1d<%2YFV$A&Yb>b7%NCRY}8 zi5z-eIs88*0nb;^7ZSD(#(t;>oarU+y2xCzs-nD6t;t4dX|+TZ<w9O`OF3&uvXju! z^#@nx0Fs#>*^o3z<&ms)`CRcOAeztgAOZZe=xwe2GPfcd8FEWm36(U4@WA6ob?)Zv z3{;57gAlF4ZX3+J;q06TBA@Mt>bBdY^eR5XO(CPFZ0;cnkjom(<?`=eZ{5^apTns{ zq0s^?;Nz`KBL$xy5rKb%olZj0#twL4aa8D}-N*!OYni~ZOhF(QeLLTFkv$hG3I4bF z$G7B<UCnSYI-2Ku#_^?(2JJisB9c5a>r|?cs~AV3Q#)ygdt~*{74u+G9Gi)>WdtSM zcL^AiHG5&8nWxOMw1gbNG{-Q=PEd&*yYggn>#kfXl+6<(9NrdFT9x1Om|WqEbbqmp zgf4*&^qBfXaeZ<Ny%7gDx;hM!yMX8YuVnVyxMe(PjZ+pFR@*m)_de1R)9>+Y>Sl<g zOd5pXWdVJytTd><m4QrS9Y#x$DgbT7--k~_=iksF4zuC*N}3l2J7tmH2wUC1@FqE` zWuiOtc?R{B-}h-)#$5N^Ky&N$jll0}fZ6A$ta@vGiJL}FOadK-+}}t{Rlp^Ya8qMY zrvhT#Ye^iaRn#nu5GBVCA0(5R>S%slm#dmE{RPU4kcX?oN)Pe)4#`sV)XrLDg^rb9 z+^o#<X*4e`j2s?b0iI@!M;FB%1=P=~t=B$hCGaszkY5hr9{@qdf0)B`jsHs;r2oBj zmV*c*>ITTLgN`dmhY)yMw+4~d(ZEp}G>E%@Ke!;2{0wpshc^3%d!w0B`m@%v-dZ2N zj*>0pOagO|HQEn0Qgd4zswn`T2Bv>Wvw~axm&FxpD^Cz5L27B&<uyShs~B9eFY1`q zLh<PVG6mL{I%R-)1@hVr)av^B?N4jr3)uH<rQFH}QFT*cLxBV=7^iK02SgL3l?X|= z88!HBAgJH#B_u_eEc|wjVw}!jMz!_V-Esp}>DfrG>1SV&WV=y5eKggBq98~#1+4NS z&Bk^ju$n0Faplby#Iiego0A^6vy@MCpZuaE!Ahix&{}Vn<MB9tk4DXcEu(-AZR{xo zt|%p=g$sJ#yyy4p2BXg+jl291o6bOLDGz+<Dac1414%oRU+)X+f1GUTpI(sISzC`E zjdkkt<4WfLlRV0F8y%6-u_F!d%`2_UWszXRvYs%62Wd*L&T=E2c2B61BmLdrJM{=S z_llql`ZkXE<5RcWPY(%w7Vqcz5xsP8Sfz3DtS@;yR`Qo|sKij+#q)QTYKdaw#qG6J zTiHwSWFsX&D(=D4k>9h4LCe1{a?I><)bYInI2^Iy<6T5yBR*fXIFyXV)`x`bp{r^L z6I@!IAX4l&2!;&)n^eE{!AOMgCCp|H!=!I;+C26o0kJ7`>J0V;Ho<G&<MstJEXOT4 z$v^!I(xt%6VP&Gf_|05LX4Qe!0~%Cov933(C`l9j7o1G*e^)~c&tsU(cAIR=v9god z{CiN;gkKihZl69GT?CUF$!T!w8L0LL6;T>17c2F+rE$)~PRB+{s*kudJ1(8GkBk+K zb@cC*A#Hne13eb`ez53a*ue5tgGS|w%Yi!g$NjlAU+Z_|p()L?iBwr2WNfy{&a<T4 z5+!Qi_ilR+4SIIIhsq2dm;T^pV07a_$ZO%?2m?|QgNV6igH(6nPu%R<#1Z1rITXkY ztCliI89fQ18zrTS*+1xu=KZ&uCkqYDxS-66LA|c`xdj6uRR5_7ul-oXi=w?;JLd0l z*wSkl(-QE3Eb;Up5QO=)P8Eq=KJt=06(mH>*7%4NG226M@>W4h!1uC^+EjHcs;jwd zzTlXnVkp0LN-*JvFD@!@8LAnz?0^ILBNxfWUI0amRJQ1Nxv~7K+RzPH8Sa;Gmy>m; zaSOV(jf_=L4kOimS>ql|AC)S0a2P`o!CaA)T++cK1TKf<caBQ1z1FEyoJ!%hUZIPM z-`O7b;I{8UN2C}qh2s^y4~G*g<}<IU5tO6xDb=eS1p?<qaS?Xj=#n<_^WS)(De=^I z(`?!T&S3J1zb6qW4StXR{&&3my&Wac<+Njo3p=hnNt1)H4_>v<=5x{s^G3pfwGP)t zh=k3~dTMn?ZIXHfW$NLr4b!h_!CD_#_hP#z2(T?Jqwa{~U~IV-WI)j{2-jq*>p&B5 z<E$^UmX#5@-{wK#oHuRxvKxov#%!WyuMm$yvFUOp+fK55s%p(BU#(++TEi5_Ed)ZB zCe>|OPJuBYFOwK*b3OiO|MS?LUN&94M;|xy)4HbJxaqH&+ZovHpBKWfk*YCJN?ZaU zy{KGEdOQ5m+ap&QwC^hD+MmhEUry@fxbKlNTxMsiHSBe}jO4bp0!ha+`EOo<RT?LE zO=t2t2U+JZud%(yi@@V&eUXLMZ;Qc4zJG(M?3)uIbqUHo{bLu0MgAsqRYUum4<un) zYwWo$z#w7KpjGHrj}rk#Gvd%M6V(7+3c5^fOm5*t8o@p-mu_SlyiU!z-^;<ZEW_n= z<v?viV!|@6UsNkH8!ceSEP_9vV(?l?WA{+fmomakQ^75womLl(MhMJ4L*#65jkn0c zuSZ9uVPbNyU)5PgJvU0$-%g~epH^X%CFw9s={1_gvP!HgF1@b~mNZ~|MRrTmM3F#f z@ivBLcLT{=y9PIeRePa?-O2Je{$CJ5X7cHeB>zX#RYpbCaNSFHgCO0FgmiaGcefzj z9YaVr0}4n=4h_;R2uds6Aky6p-+jKd-v6*>;NDaF?7hzr#bb+|d0|!v=>I~vVKB<C zE7!e#h-2l-pD(~f+qD4Oy5-gln476{sNA>@qpH)<LDN^nxw1<%-}Pceo@N$ujnLxC zR-5Gscs&33_f+^5jJ|+T5&>Ad3;kr`+0U6562hYHj9~BbF8E5t?&7Z~Rcru{J^AKs z%XdG33ZA5{NMO#K3jonIg%2v)=;c?bNv{>~{OZd~KREpGdM#tDj8W3j1R8W8$>4%H z^}B@Y$~{L9=+*#we1D?<aDS;(7JM7Iz1>m`k(Cm(djDV+u$8!i47|&mKT9Wj^Ky+7 zQr{$ju=H<D6s*$bJ%2mBSmW*=1fb5;1qnG$0)sP0nYz^UFlFnO(5W*|-M~#ZArq{g zxUEIAg5keD-qu5B_sH@_*;5t&mgG#~Wr-@B+7{v{9MOazzQOG_{V{vDF!lhm0%J4T zS1$*D8pmG_ucFMX^fDCDFT~!&yIp;n@DA4FA(vKct<eO?B~Dqi8Ptdd%=3-TL3bD_ zLM2!hGpS^jna}0<NNxAko~H!qZ=EpQVFQ_WSPTII<S&VN<Rsbnsh?RhI9i-q)60Ai zIKP)$Rrx{<;kdl-|3Mm9s$-Q3GuP&DGVjmZnZZP@&n{rzwDe~YY(ZZ9POxsCo@2LM zYd8sq(>p{Yf`&Dt-(+L;dIj~L5h{J2B~?QK1AdvRT&QBWsLtyy+tKCL|HZ<`tM@z7 zL+*3^je0)6lCBN%0N-88>y3EK<jo!=zT<X{z?~D3uMa~4CLvFWH*WeWKsa;IBi%{I zW24<UToHA`vtEn_J$D5Q(a04%YrM3zj01BzLdnv=X*Wti1ve7pL9jWJqtVD$Yk5XB zIyoWI^ujCHh~HF+UR2ZXcbR(dbIDeeS-7K2EChL!r+0Tq;#_?7g<O|m1gjxq1!vuR zNk&ZGs67Y^ln>yOe6>_c!y2vXY;Yn1%<h}JdOacx%2VIshzl`v>+l0kYl74<xRF{V z-+TTF?cz>VkT2nJ*WB$R#rj?1B#WtE;lGR*qdEWga=e~mJm<X8y6{)g(x(4?88nBp z>dhCU0n-V~wpNQVT+uw0<w*X5BW@ufMObba_NuZBpQQ3tuiI^3<DFlKrnLGABOemi zmw-%qyyWN8rTkFGtI{o3=W?A(mh_G!p`Z|UqmCCA>l)&pX}H2vmS7y@C!ghrBUX{I zUlC(!;uggjG<5~dfCAO`Jb0D6jO<@$Wd}&ucKYT)fuL7Jfm2&#%4>>^%Y4_dJwQwI z<Bn|T{e{GG@X6P&d`C?OfqDMdTear?ec(?+<qECZqc-g-uOqwaP=Ixc6;bxk&FU+* zxod;Wi;wYYOz;6Mm_wV3%TJ}rd<TE&WESu|b(hN6Vak6#Z(6vnO*)Ru*<O?!$2vz- z2#Vy^Y$fyQ;$x-FIZu?)FgE&g&dv`;KKC7}wyeA?tBl+cWi_ea5Sa@eK>YdEybWo~ z^R@eb#Bm5so$<*zD9N%<Oz0ju%^V*dw!R!YhWH&kadzFm@@AL*`Q86*&*R6&_70J^ zMCovzjJ)*UQnb<XdQ{bRl9Qhh0HwJ^H0m@PI`|#~Se0SpGw9sJh$tgBg~QU+<5Rb* zo%x3_1X=Y%oMNPPvf<?^ojNv_T`CzQ697gmYI4;WR$r(T#`hgiOA4(CiAGigO&BA; zmGUYPc2d_ZTNFF-F@3Yw>Dpb^ZXv5RHv8>{*7tb4T}MI-F7PA`d0@<Gtxc}~F!Wb# zmfrlf(%|D7#(cWks-zgX|53e`!r)$PwGURs>$vj^!RM<K*>Tg*hb-ZLy-!rnSH9-P z-S4$eB&~&o?0WXn8NVexgO?=UH3r1&Iwa^KFQ;uZ)6*$X@xO#A<h|b#RT7vB(jt$~ z($!7HG5ywapgn@6V~DxJB&S_mPHR|0rP0hrA^ccP+1^-sbVow)NexVKjmF&pPpUUn zW^)*G$OW)-|9sJ_@173bB#*jvOy3cYKmYM9ae#-k9*wIY;uaQ>J+g`axst(N7g`y; zs$h++9{W(R?ef5H4=68Xlfgmyu*xMBcV#g{wiK3D>F~A=^uPFyzh<g7XsS1vDN{Wb zcI)dtC!yRja}Xy+;`u7p1nWtu6&~xnZd`Fd6gN+VZJmh)d(3Yqk?_%6hsUt{G`D;S z9DE4%e=#@o!NtQ0?=>OoUi++O<~LpekVG7yq)C3Cv4fk;Osb(|-f#Xi4gGyS`{k*0 zY{7LgDFSqWk~G#LJ2@jA>Y*7#xD}K8;UR$a2}#;W8&3)M3q<^4xssD3#8j6^2TN~M zQlC1ev+-L6jsI_ds$Wp&!8%tvR`yx1Qme4(NFTEh=b4F+D<)K0C4n?W!UXO{tG$ww zpqHI!_GN*^lmuAA#%)$Zn*jW6-aBvIP&i3O<Id~$rA&5Hq5H4D2t>O5x9%|f$`(ij z^O93KcSlMixV`ZuPF*{%!q%Sl77ASAGT#ln>AFow4mq_45MzFVU;xobus+**C}pSK z+x8r%Ju>l!zm9CW2u0vzjr5#-W&Eb|vO^%~z>|r*5fvhd2uR`b2)(UcqO(=OSMsEV zhgVGn6Tj0BldgJ+SK74?vpY(X(ee$|9I8d^InAGHg(EF`(6Ckl`&>R<3`PW;PA&-` zO2@S4a)%+0kdTt-(f3`kG^>Um@{@CtyvYui99;Z7M3+XK!3jz`L!Op~^lBF{TL#B+ z_`Uy@m<yIQG7!03Vp}|EWWix+ex#bs!A}jEc|&%+ofmdolbIP6$&LmeGf{qo+`idi zMvcp3r={)4%1Z=-4rtVrslelX-;nc?T#=<tR`@^~yFjah^TeMmwq!v+Gg?|=FS}No zB$U$^fnGM9yq>W@`P7nr>}=0@DNi5r2?cqXof?EhcU|fMk0;ocso!eFMAzlLTWK$O zJTq%J#2*_nVR~Dy!^5q`4>x+K7){9oXRo3V$ddtH`T$vRWpmEU%Bb(vPX23pnbZ&G zU2G&P_WX(@rGrQg@<;2chX$S-OP76jT4r758`^ve>S=@=^M7IOwV3}5GO0r`av28W z#4hkH(E4VO5;2Gh>eD=zy?Udy*TGi-!f83p`7uAEDR>p8bVgvbMX8E}fPHVAA#fsc zF9|dgYYhL_DEkPB()H#{DD((@uv#jPJsA~UR2kbrT6xV(62$oSy=rLm4D%L1?mz#S zwt*VS{^d`neqIc;*`=;nBt%PF@)S(SuFfAipNNxnU`<ZrsnMfPwVXk)>LxtMh949( ztv|x@hsLlknrZN?(SgpAM$MwqT-DB;_qPew<S*9Tl)Wb`{HI_2-=)g+xpy7(cs^jL z=p|6}iV{PZV~40bPw#eek@=Ka4qTKX8D7+0H=3B^qphtz-_BnEim+6BK6oxAUWitI zx#-;?n_b8yVz>TlwOfWYlNmEH4Qj*&X3&21C@1hfrb;qihPtkLwYzX4cq<xb#q()* z0{{$Ek2}N?8dEnl6V60?&Sp_U9!|A!5z`c9pzFdJu;(MHN7{@8%FxTA->E+3c{{1X zIEkVDBS$!TFyvSUC0MF4A(wVp2`H0#zT#G3Pht2~>+SY2NP53Al}D$$E4$S5rYp1^ z^c8VhLYiD&cAI6A@LT?kqH7x0-gE!0`EojCe$l!f)-#!25pFRZVVY`NbKH>_LAv?0 zgT6noqTwM-XB!Xau1hNR9y}1zPUiYF21Xzdljhg^7;JYUAyz8)etZ|?i!RXFRyz1^ z_z2yDMEp!iMU%=dSCnWEft7$4PnFdII3zC5e3tyXONE<UA=^XOvAlVbqDV8ztc}|S zMM0shF<mk^)cX2gr0^VQ0yo>nIZ1+kl*Cf&USsZ$R1kI$W~nf$IY1hIv%F;T+o7dm z@g(X>hN0UUo|#mQm9*_9>BSfPr-(m~j!g5zc{R6~`25-%qV!)^TsTLVO-+hA25_jg zn~~%1L9xusg}LbA99i&O)!I1-pw)IBYEwN-)>{uYn9NvWPJwFKq53bsdQ7kNaDRrp zWlCnKNDTK(qYaca+Ack)QP5QqJuFy=_50?q%cb+(9I1Ok`8Dw3zTDSq#vZIah!`dq zVj&zNBkX=>H_`b#7-(P_sl<baxb1J@wg0aM^xi<P^o9AJd|ZOeec_nfc?|Ex8Sph< z>Y5H(&8e>0=j1{*q)te&=k-|?Dq9KJacwb9R3cbZe_nr(4P*cOr$HbMmSEXxgWro| z|KmC>dz4x1;w#ga>o9BnD{Ls+{q(UKWjjIv)ZIIw4%14W+k|IrckB+j(Ci70NnOwP z!>R8I8@u*)`-#8!ZnLERTv7;!{Bc?+g{nHMMvcEF9};}lw-AM_(IJ8l@)b>_%ER;D z?w-y%8zlOV#iX%CJZsTrR+-%XT61FpW-PO<4o=FBRxfCUXjv|Eo~s?+Bqk%i>^fNT zC3Yj!8jk#!rU8-Mr@`eyc!rO|abse^vau=K*G3D}*|JR*dLy8qxrL4MX?oXH*J%R7 zUYj-z+gklEoX{u1HyN;=hp9$f#6nx?L<SO7$@qrHpA*M-1UTz=ZA$pxmy-#yr4_5& z#&I4$nfVih|NQDJ4w2ogy9%mr@VMGW^1Rug8=8%lkt(%HZMT7L1`wOv=gu4i(BKw1 zSV+CmfBc;sy3%61-bkGLCO%wJ@weM;s+b8TVM5+JUECN}v`n(k%~W&${2$b*NQQYl z6X5x+L6O>p-Gs%J{8%%Whj3JXpt$2u15=*=mgC&&I7tLOfhM}B?*f^lzzsH-H3d3^ zjcyesPQ8~fxFMWm*d<_xxUAuJk=f_TdFP`mKociB^ZBIKc<o}Q()Ipc|K;LTX8UZa z&?V5)8`o`G_p3uo`%x<(U((~a?mSTwuQ^j*XIwCJw)PRLA9P)YgTA{FWBX-N!3I-S zEle9+TQr(atHhTkwTh!p0V_~W4L!`f>+fT&S;*>a*oGJD>indI;Ht&~qD&wwX*-@6 zq*~~yx;seyq}Nm;G=@iBOI0==At5VDpCjldGmv;ZM+m%t09YraE^oyDj|<?~2cq0& zuyZtc_x-G~8}d<>n+nqug<yqSxUFW+s7(f5p{y8F@4GgAb6*sW9fKx7N_IWWay(>e zTxgRXDBaN>Hqxf~)Gd&xGmA}lx1BRb5td?|Y$90Sc%|Sg-s-Zcx8LZ;e*YVXGWfTD z*&r{6KDcVIk5iDoA){i=azu^;qC88MPW*z-*j%w}&nc=^6)41Czzd`*Wz7@Bhl$%4 z)&9Y@=3%(JjMJ^G5rtN5Og%3@$CEMxL!N$auZC<l8t90eMfOh!J{2of?>#Z`M==D7 zzJk`z@!P$%jmOnty+87Oz6Lv01)h(;XGn6?iV|!qeIyO_t=X4#q)VMR4t|CA@h6Ue z*Av#=umMyS{Y$=smd7nu&ZoyA{iY^<kj-{IoH^n;ZfHuQa{XVCG3Ek`3?2-GhDuqQ z)cPbIw}fy}Rh>;DB7dTj8f{$NxKQjKP_5eC)5rFDMYs{%#WCZbH>;LvrGu~4I22xk z2<a*)w3TNQ@X!TwER0=V_ruJ7B7hs8OmxpsPYA+GRm)uW6#Zu^rF7^vFK8Q`;r^39 zJPBN@kI)_=_ObP1A+m`)N=7{u6TG?hI$K=}8~pBj%}ls71=AkEBfO>)ObrcP>-FV; z9>4iHf<s##b4sS{=ZqQ%&s>=(56WqWgm`0sDW|5+pLygOt1aOwuK!54d3PJucJFdX zH1v4COg@|<4Bw(vFyPTd8q^pzo2X`tiyT19^3C`4&`(XuNey~0S>auOhZ|ySk8}MO z>foTh<<`4!`=xllbrnmZ{Zm+K)T?oInuL1gZUfl!?fBZ-Y4t=A<=^u)bPQ1i?H1eK zF^S*;SPp$2{Vz=|`HV~t-{q^`iXl#XhTmR6E7#wzy0;Bsnx+ZA(uJF^levaq^}Isl z7`^|Fv8Ox4O1dWD#ganB^sb2l8g;`YsRypZi;j1<cpx=NnG|iU;w5b`EQ_^qFJ{t8 za$}Dfjy4!|N;7oOx3}5rn~h*586g(2WKq2k&_IL%p-;=Az)CkJC|nC|gFWe)Q}(72 zn}3CZ!&dAJEQUT0(LjUcaVwTs!gpf`YpBx5Owy2+mNWZRQr4CM6w_{+R<@<nPnMEo z_^;_3bYS@N#x00YHi;Bg9ZdZ=i1v4xzN**&@gw2ATNy_6{oAwLo<Pqn`4M+UucnZH z2ty(Jmjt#-R+zRCpSt^<V2f$hHLscR!?*ox4kWjkBpy~ANA!e}$YPllD4N$r)>;K$ z%@`Sz0)B8KI_zpuMuH6gM8_2u0)jnXN%E(6JhDkJ>w7^Yp;0^^QK<a4_jWR$&zoHn zG9u^6#&)7MtCx)cMHL>c5n=+jp)Z5|JCyDA&6WnbD^4y-9h5|<+iDKz`jMf8t}Yxl z!<p>p@@<!QoFQd8H7-4*Eg`urMDs2hyiS}J73Dm>TG}z5bzSRMtK`=9%Ca@>XEl8r z<gv0!Ftnn`Uc0TJ7mMpfs^@)U^Pc%@_(4es2+};YlMZ#P4V}5hp8+As8WPzU0Or*2 zwsH#eh)9-BbJw;}$3cDUo9G%CI?3DZM|ijr1>z-X)T1k*i#e47JdM)$SF{oc39OK| z#xexAAav?W(POs-cwBu302>FXrSb$1zSl<-fGc6>-x^B2TNx{CU05*d4XjojQkNr| z^M<pCHbJ9-M<AcmrHea4fw4zP&uo*hle%7R`$t=9`sUzgvn!dc6Vy3d-9kp#%i^Q@ zNlKd;`o$=cytR-{ALB>hsAm$|k@+-r2L4nT`5l*Ry)9M!H+1Qy(hWq7lpY~v)4G@1 zi_+d;?S#5d^cx4DEH33VwiVg#)p?2Eex`dBbikHh|5Q*e5}EQOJ-ml%t@zrtX3>CM zSBYMD(G*@<u^~2V@FM<`_Ap|Y2C31*6Z2pm7x|p=`93Q+w<R#x(p$XFa&o`AUj-NG zm6|frVxI`HP$F-k9_f3aBl9g){F+4xIhg+w;i0c}-|K1rx^-8e1bVMtUq=Pcf$FOH z?5V&;T}^6^UoksKzN-(PqA8zqJ}iI+OuKja_tZG^w-!qntra`P+kSR3_CMq~3mj2Y zsO?o{<uB$Mn7`5U4V7gcbc9H<&_$v`j*w{a82NulOJuzrTwToGk&=E{M+KbJK{c&G zQ(^KAJ%NR^wbS*$;AFMD>RhO|c4mBkhS$#V!}IwmRUYp<j1w<S!MOJR+7XwO2$Fus zoW}MeIYJh^R1cyKjru4Kv3xdgetx`+)(6~7&8y?jx$1&u&fpi*5+c7x{+)DowGB-L zs(<Zn=XFm6odryJQOC$?I?aWiFX)>E+>I@{wrRx=IZw2h4)@|`ciI~{wk8QR6SJR; zaTf^T-CcX*WU>jzGAhFGWPy^ZFB8OUYh8ExEo-;tfS+!sQ+uI6ek~ch=HMSq+skmR zVdSU=8M?Od>&)@%?d?ePVmO_5EjH~3$SN4$)og&D(CX*TaR$maZQD#G9^Okc%>Uvu z99=ti9_CEncfftR{h+R}<16qn(B4o&=Nut>l5nEg-0w~`hW3L~^-*|{EUA%UY3Q#? z*Z1fdHniAv*HQK{qO<=k(&+{#>;e(Z4y(EA8Deq2&tq$9jF}k01M*x^$K5;3yW^EP zJfc>->=H!UpgYBYgy{7bLyrCn+*mkF`3(Q@%L;-dF%LMP{~GvKD&yi(Wkd<+W&&R7 zPAI^T{J$eQYEO2+G`G5+!Sma9|H*H&8jI`{oCcjP^IpNyF~k~EXB|x65FpO9Lfafv zx1$%Ne`38@&8AJc-q~XweKwfP6$rQ>tm3X&Gy{9(U#B=C_SYBSTbMzs#5--1$q}*e zUPhR^zGK8A;xlXXo2<;Y<Ov_D|0NB}F7w;cjR5C&JOE`=lndME3V-Z5Gaj}zlZP3{ zkYPF$Y$-zQFA^6qGTRgRZ-d9HKG;r;={W(OV4>Fv;Upcm=mXa8d116UoN$nDN5Z($ z^uL--SGdw+NqXLH7M8XM-lPSZe^S<!IE}^c^WlV3in6x7*!rDn<oD@ok44pd+NSQ6 zghbQ78uRBuS84>e`tng`eI`=f+Kzi#7tfy$EJpn<VU$BXBq5S>*sr7}za;!Da=V)g zx%|t<=767;po?{&;46ANm~-ITdVL}Oac|m>Dm{DClQGI)@OXkOPkj?6+WZs((rQAi zB_P4?-yPZqcVvI6U5whqAxxM=;zNlq-MGb*i>uJeg*6|AjFA9xnYNk*2}sbU(xO7} zdMdc%@qMB${Iyr^aRr{T@!vCEGKCVc&8-DJmGB`W%KY}i97_KAcQonJ<*}_h+-%ZW z4&MkLPrB~IQz@D2gR}V>?#mtsg4cFl9wO|_C1`d+UU?0jg_qNEpf-K9JhF)8&P=L+ zu?OvxnrD^D{AEdV0#GdzbmODUo{v>;R!?(B?rw`2sl*%UypH?Z`_iZ;iy4he+q~{b zWAK&u=I~3yCI5_#HklhXv!-)8{w{Y3G?Of;%b9qBV1HtlqW*dnp>J*;+@E~BH2t=> z=L@&<-;7To`@MG$@QU`zKdz&cx4%H5LIi54SmEqrDoZ@Ba`nE(w#_zdIU@7Ob@L6- zo`-20``o9#@WKxxqen?9va;413P>U-)Bbk$n2*FYENtG(39$1$(C7o>&-7ag2{`lA z(mv+yt)bYC7>j8juA_K4uKiSPdEzf(MGc~?n3Y6$pA#;*J(?XA&`YHkSiN^&>pXr7 zr)tkbQ$AlqJekzIoxgm#6>C~O%5TUrqAav6gfgCgmrmAAADgy!+e|z_=V8n<n#2R9 zNqEtdda;dpx%%?KQS>R50uWRiu_zIRSSN`MTvgDce$gb?EB;o+WY->|lVOy`3h6xd zQs4g~=E!;>rZ?Jq(?{Y-p+^EY56W>rw1*x0fvau?hMy#>%h_cKe1p?|vMzB74Ri~} zE*-U@f}C-*QzN`@d(r9GMSjM;mi`%P=GT7oRu`XG)e+5Cg|f<zO#U5M`$WxG=Ti`S zcbhT&*AOP>KO<TMZlv?T4-1lIs=OgmnW^j!j{dMfpZCg$3Dr4Wu{~C+v)xJc28u>O z(0-30|Kq&3&cZ{Rxj`2M?`-=~L;qq9Sz{*d(F2G}-soJfZeg@TU$Zw+%p}vZ@vRUZ z?+gD7Ztws@7$h>n8Mq9oca+WAX*K@lOmGI2H&y6EuM2GiU0r^?l~2p|SaYR(3Y}Z| zEs#RfAPq&``B@$(3c^r!c|MO+CtVvqWp?0B;T>ALY0+q2tqq>7g?D#u-1C+W!|25y zzBdq?8^S5!88M}l`utg@`SuRNEYah4XP#$hH0ey)rS6n8kvmOD>rV;Hr6<qGk%KO# zGjl8c=X?4l_f0vRPm5zrAk}v5@pz>~E8_)<G3=(S-%7%oRo=6^eJFtijPCQ(C7?rO zUL7y}#@+f&dgFphd<V+~7qHB{vNLw(2G{3*T6{X0|6`O;#p^@*uHkE{SX92d%oW|S zm2;QkhZAR3wLb0}-`_{YRN-@|5!&{bcE3FS!3s6+EV63PYT(o1@n3qee7hv$b$1Of ztko<ljgKdk&e7czKtTVo1rP2E<_xNm5h&UAuFABLC5&--aKfR#S;K>~jgX7LO^aid z=@%L#Nu6=tRTI@KKCH%ilIuT%SBA*ke89P}{am>S<yNhzsO&yH&mj)IL&*t1b|9A1 z6L8w^*i{i=54qw1BB^QPq4k}|AZ-jNJ^1ua|JBEG+9Ml266-t{FTO!~O)e)_^#sf{ z&`k)NIi5L9GN!abvii6Qiv%epK|xNMwt-MXZ}Nyj`~$eS5%}(h6e3{x;54JSfC0Ls zC5QSygPujJR}P$fdL&Z3a17zScJi-z1+SoAjkBl9MOve_96CyScJFx$e_?U!QWrb5 zFT~Ac{=xn%aIs+?decU1zSde{p2+-gBC?f&aD!qIC?(Z`R`(Jag_~?wdcbKWFzP+` z8UdAb>X&2pbryKyVXA`Au;gbnp7i+RZD`PXt6VtsPukb4*+6=~AQfiDXt)bo(IjCq zZn%yPOU|+4!u@?le%mFRK#~pmD33e}m0;*LNMP0~UyQWq`<GdFiHaPDtS`RF5{p9V ze_v`GdT?ib-PUUzhGOw&APHmqW%tp)@h{%p`d;-$19Ze^Qr`nDtW>dd^Po9DiB*AI zICLS-n|Wt)QctD+_RZADf2Rm?aU@$z0U8*hzj(0!regJr2>@Zr3zidjhp(DqlSrms zq=Xwr)R-)KzYMKNN0LT_gR>p8{0XNqY_<fwVo^~b8vk8wa2zi5Ku=H~=klHZpldBb z7ro%}G=dm4T!YmZU~GxfyCGvH0Xb^$G;#FvW*SXhVA}p>F`HJxW|)!A1E>wVRh35l zdwx)BUhcgL_mfroSnSve>rs5|7*l!YbX=&A7fzir=u=b<pkf(V4!Gy0s|j9ydAm9> zgpy#(_KM_sPw^yiaZ~U)V?Fil4felkUiyVopY%`ksX7R3Hkq8}{*Rg%a#GBsNt;o% zCI(GnkW>4~i>LUW%crZHdunA9rwpO(e9BPE{_Sq_wKFUwC~bq}zH;V9kyCqdo}|PP zg2LL(IzgNCYbg!uI74C2quI<ToO};@NDM6;a~4hXI{<t#ASorHb3{&wzs_nqwudv9 z-%)<$XCk?1lmE>s8qo+Jg?Xx+TIg+`dWZ~y@*fU*qlxtFnF46X-t2?x!<hhp3y(Z{ z<buwfj7DwV^x7Ivmk}|`1P@4U0WGwYEW1DGcvn|4&^|<M?szjT{}eKBLKwD!$)d&% z@c{)Q%coL60ZXo;L&JgQ63((lwF6+_0^xoRlK4kl@@5<!cn=P;61Qirlx-)00HG4d z6TSSI6;FCD^RuG{xdg~2`&%T*D_3Rotw6*y(K65Y-4IG|Q!%5uy{m)bwhB=zzovtN z?e^kmQ%=sGFNPJ0;d|fR9#gV_O_HG()&y{Nk5%<w!Z46d7jQoA*{nfvv}(pn%o485 z%+lOw3zGgBttNb4X)a6#_T@>$13D~3$apF(U4>~Z==2o2aP(i}z=hhC08WMtV!DX2 zn&@=_L9$p3PAR7D2uBVj#LyIrCK~|>%CQ2i?~=rirQ%vT%MbE7`>Vf7I!=f!<QBT* zK4RPdttz<GJO8ep0Q<8(-5&Q~C#0f*`C}hs|CbJ2u{HXHa&Zwl!f=#z!0j(peTnA* z&)S}P{v0;7LkE%V&k;$&e<g>anN#l4bBxmp7kY4rumB}h<hlUU6P%DBDqHGbj74&N zz3jPra&meut<UElrkIAqdzUc!6IWkP8hep|u`Fxz`@bd0AmQHVRMN|Vc08Eitg}Lj z$}JLv_<O~D_Ujw3_hy|Zu0F8BA~W=@Fh>F!Y^N9^xdxd(G8g!cPy@2fzwmH%t$Wuk zN;yhc8U#VwsR8rT4#@S`yU(U&{2E84v2?*!$~Fkam=L=fG(NHWh{w!|80-HAo)ZMc z0?zi3`rRL?iF6tHqc-*bp?K+rCU&u-+0@xrFV<aUF`2XLdubBFcMUj2{6r7R_s6FB zH#{=VD9cXz3X+xEAp>2(Lt1%5nna6s7W4S?FA-ELP4WNvgm@M2ZBU+{zw=P`ikN|W zMR8k-z1@FxXrr6+GN*dPOU)dP`jt~eBNT~WE`Fc`PIJn1!vKs(j6xeukLOF=*75z$ z39X3)?m@0~Xvp6mVC2Q%)2JSGrbcQEqW4$MU5P(Wvrz@TYydRy;2&`LLC}mkg|vk_ zD`v%KlW48=*zQ2!s!%O^$yffyTi={8-T^>_m!eK0e&#*bC6m-iJ#`_LON0A&&Y)bV zT(pVOAW46?{jPxl<LcXw+2_&OXS^b2SA`Rki2m}+E1ac(rjE)PkH@&9t&ynkBWt0x z8@SdQGQ<}zNn>s&VA+-~D+Ym&<FhmFEkOFm9cZ8jT~nemg378sN-zq!EWOAwG&>nI z;h?lLeQRmr2UE6NmF6bp`<ziv;U(kku`i0K6`yO4P;6J?PM`&Y`KlugKB?_iBG~)n zXWe0=ncbE}<>0qziq|??5a#8A9_`z2<U5F*JURUdILg+#&x@!mO>Ex*qch6U_Zy%3 zm&v&HRqdH?9L}GbKd2S>O=KA~M+CT5P@@y)hb~?TtoEPx#|+Z2qME$l1>QVgDzqZQ zncIx`usiyyX>^}NKWij^EKPhnH+WXt>j(6R{5(*bDQutzyN9xTvv({E6^w7*tKehN zXBU)+lK%%02b~p7*{S6tQWsPehyd?>_#?F*x2L=PWVc;?;HymAj<-dq4)-W*5`Gjd zR!|Ave|al`8_R4a+2+FZA6Ao1nAgS&S#@f1@W(Sus5sy5TMjk7i|{537{V6x`h6Ja z@^Ei}pgwJ~YsgH|oTnZi#eq(*g%brb)SEk~?nl;M88_3Reoxq2*~!02HGELpl-Nq# z0KqVd!o@#?SkbuUaj5G!p&?0H`~fQ9sY71-b<&J6GJY!0$!=(UShyi(4z_+h!iY7D z-a~&0S_*yVy8z4Udk#xq^>xz^9KqnMMFp>@vA*uPeN6u1zVDuSK<uqgZR6v|Q5)<p zrr$)QnL^*^1yW2BVB&&Mgw-)}DJ@&>0`>wZvHW!qw(*59aIDH48?FdmT{wH#d9I&! zH=)IqOCz6yBM1JY7B)=eRxoI{A5}E?txspx{bVr)-Puv<V@8w5)g|td^H-k&L!B6g zZa$yDeHLyzU^5pzfFL#U*pA@XgD7xSj%VvY34<;CKMy$|r5PkUv%j^V*Pi5<xP)K2 zg7e}V*!GF8;1W&J=uO@({XiOZmKPz^2}zP4PsBn4P(>4}gYGFI+wyr_FuC!L=erKn zRO)hxhuSyBSO7@9<-vuQ68#wdG~A&3U&w(zfekT}W!$qhNWG&U(kWXX7I!{%*1Pn- zlEVFOb9+ANZw(qOS%XX4{HUXQc$!C?qklzSO?+xjad_d+oyW+B`RLk1(gLOcEe)WY z;X6zW;4=8t*e$`>+u@K3a++znJfYozZ|j|iuTs4KM9wM^7`0s6S?qn)WNY-=ZqsJ; z2G?l?HBTQFk}Nx;+xI2B!`>|+P)~n&_+%DzuRFKe2fp93G?l01?{gwkM&3LNuEn;# zs<K>&I$x!&Eo~dYBA!NZz>%vkL8|Mz<pwk(qqUSy_U+MHm$lZ9?n5*G3n{TrI~pWD z-K3wsjO#~qr2FMLlDx<|_6LqfBDvNgLz43Ysty7qp6;kHzs_#pC(B9r_I&_%cHEC6 zi;DXvtBrg9c{?A~PdBI|!HTzeJNMrLivlyl87vcUQWLXMfGmY}7a;?_I``1Kfg;fW za6r~?dV;9hCwTKmdh&ASyczs9wRW-8v+D5>0Z_BZ;$n_;zxb+mc6x2y)bxnrYx*yQ z@yvD`WAmOM57vDs#!MM(Wkvl?;VWL}A_D^B^dQ>$c1^CN&Sr0z>gDjp{O+%zbx8c# zujoJfPOakBBs22EM8kG3J54flLbzefc%*LWM>(~R=Vj`G*A|9^sCb~Z^}*6-R&&rK zUzv78eof5ymZSbiOTmhZwaXX<m4+5|-|UR0$o{U}HwB)0`sG*kjrh}zzWfqund+YK z4gu3xzL>R@9UEP-Q=9GxUGJfis^zbXI!(<lvh=9smVv&{`@c~_URs?y01Lgs#NT|p zUV!IKepGw&-(w+qXOxjE@1=BxFapBHwm)T@Z9eqc>n(^F@IzOKVJ2>?(duGb28NnW z5_MgY83X;`=#Waloo$71I=inb(RLw)ti@!@^?v^yryT9Rn8edP^p|Pr5e_j2@@#g( zD8@uynL~#pM=f+4A9xl~q@hoX4c`FPi(}g?*)Wso2;GwV{Y3K=5AlVheS>-nu7+O9 z`(HiY#eUM@kghQ<K@_ii1xM~Z9|VYc=+RpeON0^^E{T8qMRM^UM^3i|ND#J~rj7$( z?P1vz$ng~(ty6Bn=${kn>lgLInaKkOzFQ|7v~K#jEEKS4wNBM_LB5j&clvl}CW%`~ znf51fNlx)9E#|hQ>$4(I_MjQ%kb&mKOUGyL^H2(^OW>~99d+XA@t1lMDTdrleQ(}N zSK9WHVg0GOeKh=J>W#ti-cpBV<WzKfF`U`t?4$ZQoTv?GS|96M6m^z$8alLjW~%-m zT!IfN$onaDcPj(8?6ri@7KGM}R?t+kF_JHGF|dhUqbg!?_2H16^(|(ER{O!*Ukk$P zr*9=4JrRKIwk31IHI&KOMM(RGrlT-ka_7)+PU){Zux`qK6<Jb$g1l-(0z&E<XIeoX z;j=<8-)%dC^+}MX52E$EId3UktNL6+qXdJd84_K3;e$=4yrA!eAoJMAo_=j%)oZ;o zcxn$kTQ-LQ@G@A(n!2!Vyxn-wBb3wa_o}0ccbky`1qiudNWGM8+<6r{g;B#|fLpb} zV3r}s8P$TBg<$uFpT(}Cf{fQVyYZWS`7yez@6Ntrn6xQ_dgH;gycQovxAUIM@*anf z>_Qb&e>nYUHeEXl$K_~f-u9j=!;?#sE!2Rq`)^@^xaNL29(X8D^~kCCL_PUwQzc(a zriN3e<}V`Dn}0wWjkL{gbvNuV$y}6&H;v9Hp*Y9?{7aTFo1N>+!il)oBhByfzqfD@ zH{->ie0)g#B00ShVy}G9wgn-?<dY;5`#)ka>neLqz~SjWWGknI!>}DcT=B0GF8t8q z^jo)nj+>RcbXObip)-V<ul%kaQ;{i(n?Qg(Ycp|qL%A|M!N)a;$CiiV7tlGzN@;a3 zaT&J=4HtgNA`>r`8Ki&6=KpEf!jo<{mi~<Pse#Iwv-9XUT7d_t=!a7Khs(@@lEVlb zG4H>z3Mllrh|;eeRpey67Mi*W>;=Kp?IHTO>zUxYFyK%IvX6nU&6@uEKZwdo9WPPj z=uzGU+Y#@s0M_N7JC|hva`&Ih`HzP;qs#;xM(Kacz}XJK7P434fq}GYr}iXbL9@C~ zn9)P^OzUuuZ}P-3+8e)>_4YGR3Q>h#hJjqxE}K2&%-8GAgriM;^P16P68EQfKqoa| zAd0`e*IXc?5{S{6y5#ogrL$-62oFqr6x}{OY6JZCGJJbl%B*SBWLmoP`R)8~K~aQs zplhGn6dLf2z6rNXv#C=bR7BBOByh{4`nSY;{42ZwDV%VC@@wmNsfdP|L|ggCVdi2Q z<TVE67`x3a{Kq{fP+iABgC<#g76<?$iKv}-jdr{OC2)Qr05x9X;Vsq9z}3p<UyFTz zB!9!Nsu@#x&p#UXylkDk><V-R%eXlMV4X7YUsy1ywezy^<PmmoY1w=ysH3~`W9)K_ z<L=#$Z7Ok6w!EOn!XXOxUYNI7giIT__<MS<MyW#bEtpDDh86}BdEhk8lw(=>kyS;( z?mW5+m~grUFU~HuzErVP&R*7m2fe4jzL2HQcjri=tBvL8Htb;PGb>-o>e7Nclw1vU z;a4@8#<jx)cti}&z$K+7ozAC$6q73#0vutTnG$M~W3Bu0q&G#B<W*rq;(sQ&EMx5r zpbfDvx_1(5EaA{L%>PN5zsmJ+0yyLTu41eYfx@5HgX$leatjRDw>{c!$PaJ5R0pw{ z3HH0Z{)0P8^j9Md<s9C*x#+=psqPO?mw3rZx2G3t{5-jfeBHkt-ft_x904BcIY*zk zQ4-}_Y(tcy-($>t?dN`WK9T!^H=UEpx|L>qxUW)cz<&I%%>V8D=SEFCIHzNZA}F5f z(jb)zZfq54rWmiuXWqgYWE?BH|8W5@?9F^lI45li*#>=V`+SocD5^&0Nzye!uc<~P zQI+_T+b7fQ$(s#pcEMD$UEaTafy})h82CIVbj#5Pf$+FAbiH(IgD5cRd)pyns~1CU zI6o+lBqEk0Hq_E|wmDdNe|%>|ugbW=iy_ta&$6L$oF95dQN^c_i;f|Qz_Y9(Nklla z-p|(C9vkIt*t%WSa>U*kyhH9(&;9Atvi5tB;uM28qPL?>ckWn{3XW4P-9A!wfftGk zRtetpwv|TB-~%U!vON64r{55M)z<QG4~RZ|=fVB{)%O|HYW4FE69qd?%=Y8tjgf%e z-?!?zH_=<a`CjML8--x?Zm&uK^bO8fOhtX=m#!3XKZ{CZ<oX#R2{AruZ1+O040FmV zNk}BGv-r<8%P1ef6}rk>1ldGM+|Sk#$mvWzCSKPp+^TRI#Z4`dZN$?D*EarWG^(nb zRnMj$x9&&y?Vcd8hFw3Y6Ul2(OKJOK7;7u;_rfZ4?336KJZ>T^|M?%v_}zd~5a(NG zs=@%2BsIFiU+qU%mv+y$(M)Fk&U}C#hcr~sGqH_-PFU=0KB5x>?)=ehr2VSRz-d4u zo-sa?*lC~aZj<V{*=j3FdFJz<75ByHB(c5VXeVM{?m<|o3IsPjr$!yrehGSaeO?Va ztUZ3X5HW*Zi2Dz><qKx1#}3t_+4@rc1lgY#igLK9C3PnG+!?q*M-7dft%rd=O+ORR zQ|Y%K3Z!^p9wn567J*@sirS*zQ0-Kj+ud77&41Pq3x*UZ(?URA<Hc!h&6@D%J*rV~ z@XwlFV4RK+7{V~gAEfh$Ny;OO9swJ5W?X(oy<#{bSsHvz5CQbm`D#a)r%sVCZ^KQI zR?IwDCI2piEz@}Ns9EO{#+e(~SF+Z0iT}28$qedAB2%~zppI}yTmQ%mTJX{}M2y%( z$=pn4bY64j!(75(c2<^^_WD9$ilv(BwZyis=BV`*ihfd>KddoL!S&8rB}u;>Ttp|G z0o}-&glp+UuehqHW}Wj3^Qy_o$D8@f=wMc4M2K)j++4`oc1bhS(2$q2=nrwlELNJn zh+&76FU|^=|Bk9QJR2&hGz<wFgk0RZjwtC^fM1}}kfau$z&`HV#XV(-mky#F;SXOG zrcWH9)~l9?7EOvue?P8KsG5@?tRwOo*Ryj1GP3yFK7+RI>gGMADswyU&>_>T`yuPZ z%0w|*s*b^g4VWFJK_kEPHLtojZ)&IuoJ_|Xf*H}m)ho8{H06Xh=}rPqQ|&On!jnqI zhw&KbZqHLVk1<h&qVA)A!_pM0GPW`uWM2wXM72%eVGQr=wxR&+fBh~e0%FTPn;CWZ zXe-F*y!r^TSh;jlrSZrnUaw|aB~CHN!9(~C0y&mwQtgk%q4a<Lpe@M?4TY~)e#(8? zNKdv37u0EhSDwn|ZBklNx(nxig&0PS8h%>S$hT|}JidKHU52#SY+ON#yH$Sx01fa< zRZuo?Qk?MAMc>Ihg>Qai*Cw?Bh1(?qZQBuguV>vcfi&(Cz7ox-q78IJ%N6{Cx9@+W zBf<}_2k2-a0s0|l+A9Pi$G2N_x+{p(sQ+Y`sIGp*OHfYH1~rS9SZ~pPm&Qd*sIPl= z-1Jii)4oth%H+RDMv3dghLh#fw?po55L_q;L=M9)cq`scHFuh2Hdr!9xzbW${Ogo` zOofWM`BS1}s8J3wq}T3_hA~c3_41)AIbYEAIw7^;2T5sDnKV?=T)=>b++4eO+vZ>F zj`_>1cS~}Oe7AxBQKENf;Pw_-?L#>4V&rH_<szIl0jYI|R^{5&htD-sx?7)FpN^<% zLw%#;J=Vj6!JVA8H77a(YbHto%eA_MNHa0`o$<qGWs9x+iKf~P1d_#`2QZ9L-fF5Q z4t>)yyfIbCET+SeSZ`1f=l&qg28lcJ2r)6hCIo+xk{KV|Xm4O&e1uKqCA}KSkQHTB z`2$s=0BdQ&6VY(5NPsk^q3V#igw88eqcpswuWfPub6v?|SC=Z_C&Yekwip*TZ{4-l zX7Y8u5W$q|hwJ~=Y-2Fx7s!`}r%Om7;nqoQ-1L6z%lZ1sTKC@dTKDC-vDr}(d*@-= zTPB~Te_&TNSt?6EV4@}EiyR-tjLH#<+H%82lEfZ6<B(wvr3n2|_RXdp1UVw<>f)SF zu;lPT<An8%vONFy?k^fgMM0pxTs4R1x~Q)6`DLNw1gL;DTCPvDIR`B8EU~B<wqG*F zL8#+u8LnUP)mx?vWKP)Qi^wNF>3-$@ZO<EfK1gDXW+g=^rJ2GgCw$n@(I^tUeI3{> zam<sjG*5ASy>l~nxXd$==ea#9c9U162s?H^6&zxf_LG}&`*C;`@bvsu=iL&FR!Pnm zwW{iMQPuNvMNijrZSuGN5oK)_G_C%|KAMPO%G;yw=YPq$%4!i7XxtRULX9KwJ#2Z0 zxdwJ{zbgqbI9BS_nqO_nLl`~V_l1G6UuW=;qJ80#JIX*87qx>O^%AYUSc6V8&Jli3 zq7pK%qcCOV3T+GRI5jMEKnCT8z)vkzuE=q3&!D_iOZC^-85;Jd^4&;WbT5Ngi4;4j ztq$A3CKru-l@vl#y{m|stCxTW>m*w~8I%jnTbwj_k4H)%TSo^VF@PR8)L5GZI#*+s z5%$y6x#Zv`#Cxayi&NKgUG8kG;&rQQ;LlS2zCm;tg>`(>n>!~$&L5GjEz@7{S5&12 zyOOTLf_9iY!PJ5vjkQvEf+vk0L2{GqbtD|1l;)qwZ7(ylC~0<FzxGRy*LtU0nR=bD z6<P&XV%&V}f7av+kmC3-_%NxS793b7kx{<l)71y4hir5Bztvs2&o!_QZMsMI{~pHV z&S|FLVZP0krY{-JHZvxB9_kUdFq9YY0?@PiO}wxGk0(kXMF#<Z4{2F*?IZfLjX<Ns z_XVEGF+eMg($8z}rK|BfR~fbPkEzOCxMC4o%&4f<5$d{ugR5qb=%Pf2A}eRwVV;2< zLTNN17DqOTm+cEaG8io4Ng4g5^N4BdNm(n6*UzFtXv0TFFixI@@IE(lS|{uKMx7-| zX8tQawi0{YLi!Qh{3%A2a{~1)+7a}#+t?+P$U^XNy0_z;vuTIR!KBpFs0?Pr><=4d zOO4bySf=NDk|Jgh{*TYHBsoK+r!6>O@5iJv3z<ot5DZyt-H$1ME#G@U;$S+Ws(1C| zjV7&_x5OBGPM6#@&C4fldUbT*8WOa3R|Y^_ChsHJS=zNN6buEL%8K_N4hS%5+TKWI zW-#Rkw0$5kuU)&I5dh~Bz=}ogw^wrF)xuIPi%8|ycBw8ksddAgqSfbvp_b4d6acdI z7mZs@n|<hUdzLNqo5lP4kg%%#-^IhYJXHe?mutENGg$lHr~G+M?oOukXFK|959|H9 z^#*BM^S}FtT|1w@pAG32-v}^Q$1B0!{|h`UX;V1iUX>SdEJ7|3|3vLpRkQE=xE<@f z<ck2*Inif6{=4vIn{)EJJ<iV+^-OD%Kq6IUO@jqed<PB|<2oFyuqyiMfs~V`Ir#xu z<%OoQ26M~fO`J#Rxho6PVrtIl4HC^+Y&orLwH2Qbt2W!lO8DO6MH1lF6uuvqtiPe4 z=W<wtirt(jULc<(4u-OsW;xmSan<CY{XIE&96E!3Ypy5QYBMtz7_*D3+Dnb3b!<<x zW5Ri3;Z`oRe^CdwrU!F5tVqOzZ*vJ0qye`TBUIJ5_#~OFLA?#sW##Pd><<!U<Pz5R z^FmDT6knL*V90>pOu$klEs%21uz=LeNZ50*`eOQW#P3O<IvCqObNVe^i?kXALQqPH z5>4FLw7=u#%JrtQeQHnyk-ua&&T==q+xwv#&6;gC=qXoIUv634!r!yrz2LIwV&`Fn zpKM}KPEN<`6H)G8hp$C#;+b<arwP};<7%I87J6c>WY(NWG4Nc?`e~QqWPe1C4XTq0 zh%!24t36?lr_FX0y$+0UZ&a+qtXMUBSbE5-sSx5(4#y=C3!40gMyHU-3<68x3vBGr z6wHXsZG&qkyP-m6;9olups47eJd3HDI*JyegSM{t6$--#E;-rY0ZmPokMQ~ZY59FC zP28#iqCR;$pNosd@0Jf<Zf2vmd-Y+8iQDi6Fsnv1pHId!SW&nUe>NDNt@HV+h123n z3B&Bb*KqdImMZve)H9UeM^wf02ljWOZLj5M_q-MvlgQp{WT){-7xc#6UC`^U>3_07 z{pG$y%d!;~ZEkS&Bf!Go@1+K}6agL=Z=Dbv>HQw`6^dH!TOw@E$OB)4DIXrkSkV^K z^#xe_E=A8>|MrPbcFwHx{MpHkgox$-yuxt@jb}Mi3D%U-WusRH`t+RxEera3!v$s- z=d265g4MtVZC;d!f^40P8U(p=)v$R#?LrOC^Qbqnc#n6zNuSWrC%xo8+HyKN6c>5( zOuHijxiSiqCGa{{L{?WII)}*5iJ;mT4IXePDw3)g>U)d%ffO0<FhyH3BICvI`mW6` zpPki6OA8AfJ1^mAXOklU9Sh+5O;|F0ggeUhJ=L$#va|8f^FkaR7|>GYEvds~nHVd5 z@$sfdLhSUR1k3_ApN`f}Xu=b35qi%g!x*gts-E|VpHIH|PnnWq07`~@#KW(rBqq|< z6s8K@&{6%!;Q@NBikz3V6W^0+L}^slDR1Zg%v=f6$6nJGQ}63=0+x@^BDwUq_au}k z67`}Mx-10%pC%r}?@$!zJiiYF??y0&=Yk*SzBk=^a>J>bBf7X%Hv*$nV~KNUCPH}C zOjJq70*_Sz2c#-K-tDa2PBd_ie%Mit!>GC2Yh$96sCiStoNb96cq#O8PX?oU9~TZl zF6sOH6W8iGOPyXj-ZiAW?cLp;Vc8h8iLO!bYQz(VQ*4-^z~|SyM18Z+P%vaAMxo`D zI4c*Y@kIU6Zk-ltf7fwaH`&muO+m<z61@l6S(l8+JEGl5bR?y{y**jt3EdzQ4azTS z;q^d`H)B<3KzkJtE5JOU%?cPayn$Bj7e)^7B=isBLG;ao9iLj3P&pw?DF5hH850&+ zt$cYCTxOd7hIg`Yn&B$3G&uN?cj}tfvC1d`r$XRWoU5jTmY1`Sp@)mw3w4HbAHG?V za}Igvn>4Rys}SQ#dqpV2#_JQ-;@S?td<Cq#qasr4P=!2J=<BF5xk#Y;kk*v^BFT`Y zo$sBjV2AIWs1eq$6A5=u#U)v9c`s_L%3DG<?Yv_cwVVCivDTxZt*uV}#?2qCU(2xQ zY_hbvgHtH9+aF`009RR&#n2Odxjba{5tq@HkC9b$XdVfh*^T{Twj;m$esQVZ4<E2+ z#b#G95vPtErcIoN>wWnm++V<(rUUfCLhN-n=mEc6_>#+XBJ-}ZZ4WTOCc<pKz<3f7 zW0_D4uz5eqAB2&5s%Ps!4_*nDGSW6+*4HWeQHTPv`~B*VCv4g8ag(Y1$gog8&?+;e zo=UeXF1ua%zbT_5{Dh_au+zbjwOr5m$1Q7|r+D9D2F5vyFv1<CWkKTBYG0gGil5@} zS=nxWJ*21OAfUr^(u<C!B2qGMDjZ$tt708+`ZxZi<*p+)lDIcVMlcM9J|L4H+P3j) z$E@dQkV=4Drcj*5QJCXY7=D#sl{2BedK5|dnyLy3zzs<$i)_*Sekh_rK%lFsX*&Zz z;A{IAGd-)EEy)En9FgBaGzuaR)ExCCQJHLkx(kyLOH?S=!?k`HQxzN}E~ulwUHlQS zm~HV1`yiI^gyO)Aq%>0m7FEnl%c$)$weA(&^m6+&7zVj@(&vZu%~}9*i_v>Xp$cj3 zDi}_+x7ymrVtSXK0@am!3+XLyFu`!$DCy_Axcs5Nw$jy-Hcw8^1YoL+mTZ3a#*w(& z|GX)Wj&0nJc*`FmFPHjJRZsJ`jc$uO78~muN5#a)(u%XbvV&4pipqUL05M6--LL+m zjF7Ax0TD+o>4xHCgX4*ijy4LWj1xB3B}}I2hW)Nzy;k(*@a+yRJp2%I_J$|=E5?tn zqg*tWHlz|bY=>pkJB7XeaV2+bRH!G7@X!8fk|Qe_43)UYC$)>i(P4O{64d>EDq(Xd z=PMxsrAYHC9?ynAVfE+%5S@qwsa`uOg5pOrH3o9I`+pGablJQf{YqP8m1I8bxCA4s z#$d2PU;kE*D47Pmk$8khl{t?Kv+UhQoR#0SWaaaMNZ4LOb6%Og6Qaq}63oo9&?IJ; zduvtny}sBou|}rJclDyDp$az#0a1iRm?+(17hxEELdf&F>h&hdB^wV;LM(cTM&?1o zzmVp;s$LrKO*y&IgTdrQLoULQ(V&y|Vi|I*Fd!v==jE=67__$dXJLYfE(4Ekr$+$K zH={w1hz)cb^>|Nov(nBhsfD#=xQV)nR!dwC8dHtuipl9*wwCWAd!H^tX^`OU#%!eo z{r|7Ew~nf^YrDm7KuS{S76b&OyFn0<Zjc7)?oJ;N6r{VmOS(glkWEN;Nl7E!oQ3cE ze!p*w@1OHK=iK8N&j8u`-Yc#(uQ}(n_PvZpdBO9Hx)X+l&)p!gR9k8KPg2BaWA6x2 z*pQ7`5(REgJUF)BN8A2X4#kI$R28DJ612K|8e>A?jR{fL`=hviow3m6lA|$ahzd9C z%dFC8ZW}jQeNW$=S;N_D@`DCYj+icu?E|K3*)iu|KPbsXAW>h`@7qO;%5rf2|A-ES zP3bon?4OuROZ63pnUxVwO({~lBSG9YcjN=8$An1Gr@>c`r7akwa$IZ^Zp-J&g)hH< zMu#arc0o;2raMLLWK%$g+p0hsh8JZ_*J=Cp(tt2p-x@RX86)yPVUy(G8|cHfH!~94 zAEq##$3{v>xILb4_`s{A6Ja)_WA0l(x=}5>8XRh?_&9cUSM0lv05%GumeOu@-THhF zYpT3<ILvf)#$5Udp4>=y+pKGIVoXQUm{i@<pe_ry8D5g%kPv2uEtlF-%m70ztS-}f zvQmZQ5*rnNr99ymO3CSag==3T5d8bMpRuBI63;PCi^}d!YYS~R1ldaa7L>Jg^k;R4 zbzU5f)k2~-A5K2vI5fP%S1J0QY*&}+-1$1C<88=(oi+!POb+XGSFM$r3pOEs1H~CT zw)HdGGY!NS+p%UuYCPWZ-#RC+qgXKudeACb7QVg@XZiV+wUu#Haj?YC>pGjm4C&~m zxLhMx0+x`%)&72q#S1No>T}UWPuQG%I#+iO+eoaXO}J>xIIEp8=Me59(t9erh`2Rg z4C#{R*~VK}uTW0Sr~U0-(&scueICSQr4>yyKI#ix9Ep7@LoW#XQfW@7Yl@D{U}daH z!!0RJ_~_G|j1D<*aemdwxOhD|kLx>S<<;nZwt?7hh~%NBPI0Oj?32GeSMTG0R5|A6 zJrWi4eg3ZYz+eznB|@ftQKgEQKrP&)lz5)5gjoEO2aCbxegFh*xlHk;ui<@Q9K8aM z9K!HAywflA>{2O0U57*N+tR!WA6eOjpy|fVXORCb@-5@1L3yGoqs?#PE2>w6t4JGK zyw&?FGB`*O`hxokiyb^%w1(^>5;!R0O^%ByKGCxn+Aj@<sWA$v!oq|&cngQT7i_mo z4DlgI&=$o->-EbIhMz9IKd&eKqf8tzstS)@*1&q+>9nEic}FkU`=gj#t_Yn{ohyCt zN6a8BI*7`FR{&*LT<^(Sdg9_FVULqBtOaWbwdb|c2w#vaG45AOEnWKO0>qZ6+&SSi z=nfv{jNe&HXA~sI!kQX#&4aWJ`n}bC#0T-w5Fjrs(owE7ULBFdt_VX^I|7M6*FtLD zG#}|Tb0F^YG<7BO2_KsAkMBA=R#0(Ykn*5|>?ozvc7la3_Xh5F0~?-i!r&0w6QwxZ zFrkekf+{ql(T0@`1FGsD16m96eJ%7O-h`hCp)^6;29Fq_JoB*dD%LNP%Fmx5WahlV zq(ui`?;abB>w1?gcisAjIFCF*1+$x20mH}~id=Q^NQ3WX&uTEX@v5~T<obpUB0c$C za5WrttZ_EuaFKb9mK2+T!*<FP>d7H`vu%P(boOBW8>zMm&Z)eeH!i9*XTJEPQei=? z!n(EO&?goa-PuoraPkq+U&?gP7q$vWv0{O&D>A&}B-N`g$dg@x6P2e$Yr)i<$jQ{= zP5nMj$2HF!OvfM^MscG`#1E}q=#at^&&lkU1;i}KzP?jrF;OQCREB<QXn`1-_)7en zfzY$PO3aBafsZP|B=K_q{3O?OxU9e5h1h1W!ebP+5|OlZ0AV^hHliIiD=p7WTQlwq z_1Y~2u*K$y1|5TF<ar?P+dXb5Q#6M@kC_t3{|~}3leRzgYC-*_R67bB)ZE2vHLeq# zW|S07iiX5adKnlrOliON<_N1g0AA5Rv!|zeYwl9a=@_2e2z}$@$|6GWb{AXc+~6tj z9(cpo@Sc3LRb1T+WhU~OFWfFH{2c`Ak)yCQq3D)n?7DkKh9cg=_kA77|0OfuZGR}i zA!&kgje%^osN^ZE((;FcSolo~52M(ax!j{5I4EU7FC`L7LODAd2fi2UWmPVTSl5fh z?r8WLMHxjkB+J-1{9N2JVP>_D5)vFOuD<U&Y$x)5tWd#09Z&HyyK5<bRmI1WY%G)N z{C0Xj^<D29DZe2mQ5oU<LF|l*s7Baq04IL-4?2vApYNtkS1a0&7%Kt@+||c092<CI zJ`OBeN@A=Q!-iPTdAh!8vqjUy%+N?qXkk7luR^_16A^xj1RbjLEDnTgX}v6Zf;IEV z_s_&;?0VCY5O;tw^wrEueDJ1>4Tl1vRUm{DwGebP#?sCE@u(}3uQ%dU05RGj_9OAf zm2(e&<xG*559K9LWXdYsvyF6DSZH>KNf4WfcW4ot&nR6yWpJ>zb{a7}T5y6SoPU$z zBf|U<>WU4FB?BL7GJDBfB+Az#&c{62m$GapL2|(v)6I-mN%B^)#DgXwZ&VzDC}Vmf z0=t&Tc10o-iMf~OidTyJG9gxz&b}K#kvQcyg74M6Rn^Q3@gdWpROhe4N(3>ugPBlF zFz%Z6h{vMwYJ|?Clb0`@n^RSzUX6wCW?8Am@49MtFSED9Oc!|%`5Co4aWU_yt%Ci~ zVx&<0MRWB2prb(}?hMJQm><8JOH)Ft;51BOm^z{BVd<+Pd3xvzsUGG})`IgVMUS8_ z<a~6?F1VY#7Qs4cq>YS(eAWO669=rDmFZDq!^znSe{LS~As+jN)EaW$JSN5s7d*0Y z^bLaZpH<YEbgur$S4!O*O}P|ov<!)g%vTt$ef?md$Y4@BDNp~F9wJm?W2LvMRjOpB zO>&yT=&LX7%}+CP2}mYrdmbEz0KFB_VH1vn{EuGUst&Sdyl~(Br+X<pXqOdQ4z%dK z^s!Br{`va5HLHqR{t7>o$Y!LhD=Xcftf|#=c1(U<9AdE{#Lf})3PHx2JDnlB5nCKV zF0Xj^PXhxIK5~nzld@F7M8fC7l1D9=5G#S?BY!Vnm(xbG)bIYUaFmEKl;|hgOAoh# z?TGjrD4@RN@~xmHlj<8+y|#h{!-hvaN4@DAPA*C#TBxgj6m5;~?L{C(7xA&8-XZM^ zAI^0%!9@{E!jOC`{!>0g;W@3@o@#P|itV6F8K1p4Gl4Yj<WE1F7>LnE-ljb%eIzb& zU&?1f1IL>xjIURc+huPS=y0>fCQ2XnajYJ<D1TJ-pY>@A9LaAhi0VvOU8%e3V?`bm zo3k0I>yFdfQWzX5@Z>ON4O#Ae<fQ0?Rb)%ioIC#}B<QkH`1jZGWy0vqIwB-IE{x<s zT(ztsURdQAZ5X_NZYjLz2Nwdn{5M4opi#}FuF0QFjr(7*o*WOQ+AKa+pywyO<9{9q zHUF&FO`mHk;AUn>hV{(sb^5sJIIWT?^!@o7g@V9p%5m4g)-}ZIgK79F%!pdTZLYz4 zhuo)YrD#_|Vi<0jZ-4Yy!Q+m_j_5S_6AW1pD_I)nNoEht<`C21u|FRiqiA>@+qB0d zrG0cZ5t0d^vij5MHYX7^wNA4Wc13FFaN{E9z4(25mV~cWhVQ25u7ebw$)L@q--!r^ z{@t}#r8{XM93~G4&CK_sI}W-xIeeHO<oXz(wMM4$D<`2k9~TFu$y9hA*OQ+PMhtBW zH3-|q9qR}|h?)RpDA$fc<q;sYf@0f-y%rN6Y*64GwgIQBm2UE8<??12e#+`wLzc-` zD(**zp;M?vA2=bcQo;3|ztf>kg-=lCT*zb;XKue32V!^B9$V+}^sd40$WKaYL_(II z+B3fjFCM=3w2zwVH1UN4H&*CJRT|Od-k;|%yFWcO`TQE!nT(X#KZt7OxQUtHOI|Nr zMfpTgtnRCsv^YBX^<C3z=}A)fO-KIyw!Q6px2Z8{M%mRT(EG`!Dla1VHU~7h(^oZV zQ&qj?KbR4n78clgq1#q>XJ6|s+fOqKUax8B-B&y*r6w1#7c_qyCi!8MLZ4M+c<0gM ztU&AXTmxN{!k37Gt^$B}mKQd4RAUD3)wkbltrIX!e>E}Vj3-pq<F>dtJW(DV$%ThZ zJmSlyCOFYG$82;`I_d1Sx$Ef4I;=J|X^YJD7M3+P=nQjlA-XdGh>_fq<dFYSxD<VI zF_EBKEbBn+QiQ`qVzkcGS@B!Wyfu&A_1n<<i;IeQ!K;KafwK=(2>ydT`W}C_rgR*T zpu*%RWzG*q1KJ{!41*3fBIDRSwIX~wF={(hQG{`MLG-3HPyF>fM(%O(*NU5>lvUe| zI_Y3eK5mMiL!{e!g}>_mp~$$Hi0-{RS~zP3mdvkg#3?-wT8J*0k^%UcOm=)-SR5uB zCzbaXQ^A~C3OAP<&#^(v;;`LqXV*r^l8F)E)0-M_<><~x%kyL#fBm|rXXumbPtGRN z3pV)ix|%Oz5B@)U0m6*)d;EPR!Z;+BD;gRoRroo%u(z`wtWvm&03JVomjJV*tr*Gn z)9rxayUW2-61TvvKd;vF%rbmOXV6U987ZNx2K3B?cl9AfKZdFsZMEqr3ycRXR?Ay& z2CfuO2Hn&ND}(Z2D3lNH7%mq^h6WUGnN!w<j6!dR7HTUK3omr*#x{o^)=i+5xxD`& zcV;ZDk*e%fYdTIrxJz^3J84Q$q&4jpZZ(T=Cw*3O9K8B8*r`{>%|e*l{P|5*a??rE zPWQ)4tedkYopu8M<YUT&H7yThIOuUJX1IxR)xMK*I8A%I*$B&l=f<3zfGBFR0B>4d zil1wx2g#hybt`r6FDk>;8NrBFW@Z{ZuBn4GZi^EFeVgo+XMfh=y8bC2d57YB`<-Z2 z8vZUYcN+=Aoh%;9g?Y$fzxZ>vvUK>IYv*`n{et^U%y26uE!9uf75*<oTqhdsE&W4I zjN-~6J(UAL#a?P3K#I{jv-%mI@^BM6);F)xFBZbu8}A#pXR$wFyaG-qd4rRoVR{1m zcjc$=>c75E)})TE+ILY-r>T}Fy!T_d-)|&Xng`KMoeZMeb6>N1I8mgF)D>h`D06(9 zYNf`(w*c5#^b)`_`n59@@fzn|v#uYUWeyPr=^W;Ohda0;LDaa_Z>O1dqdqj@cSVN0 zzwfy{b#Z9?dBB=sf%RJ>Ha&`(DPEac&28@Tj_j-Jv#v-(nmdf^?Vb0IN+pJ`RYG#N zG1E~SO52~Uyfb|pWoKp5z)XvGnP#eAY1+j)wOn&--L7NC{={xWr`O-4FOq7>4Y|w3 zp{VbG)yiMJ(;j8s-#en*#LujvrK6dLP@z9r{AVh+?a8NC6}NxV!Ft-C(TH0;|3a#s zzIyK8xbG<j|5!YfF}?fHo{*day*U$)VC{B2NnhmTdr8TZE%zqQsi)4={fQ*OojG%! zB1MdU=g&?|R3p(gGX)z#8Y>6A)9Fj4=l%LVcl$O=2Xn3U?7as>Y}N+lOK4EjtDRp| z5c<nA4zeg>IB-gA(0Ic}f3>h?ZFxTTYZIq#(g2315aZ33M<ZX`Y~i#+lJc%wvPN`P zgDR;xn+onA$_r|E)+)w==SUem4B1IZzs{Q_F<<g<bZ073Bn*x(^FMo7PbfD0f>jZX zhn;9k?yF&YbM+dksx@t!<;l~N{j9_6TRZ-ypF{A!NWu3GkgHi<4p3wTo^*#32T@80 z7w}c@yUm^Z)?Lj7sMY3mf50gSBjL&>h0p`YLvo!1<jIt$%U!aRi&PmVSXZ^=<uT{x z{cSWSL>84T2o;yBIRfu)>UuRQ7SN#%Rs%(d;c))>Ig{|83x`t&dK#;B#B?Q-$$^CU zEm&IZx5VF-$EE}bn(9lsZI*N4J`iim`;M(+(`jo#C=ka{M;Sq{cbpQqZ<xUtU45`> z)4IKbk{nPUf$zn=N)3eaoV$xpNw|F|!h4W07<F0QJfAIL5lOrsDpZCw7YD^074J=; zQ-1W7w6VEWuzjaYf{p;OmhwfHH9R}$HuFo%NKnCff+4LysJH8;HDgB#;SOH7%jB67 zB9aHsgtg>zpWI1Wo$Z$NpL+F#5pf@1R0d*0S~zjWY82|f><*lR{#F_jVC(iZ?pVHq z=UgrhKX$NhnBgF5DUZznmO8)o1jEE9T}bKNZcTE_aL-~RaloUjoMg#$?5*$JI9$~w z>rHS!$5R_~;U??}3V5j&F@D}+(FG^*9Xs*YNV3xUHde=*yv-UmjIWnl+Pm@|>?z(h zXdmrN>Wv@~c7`DHCM7b^1G9JhPefHFeYdVktB3e^_Ue}w>+SUK?`|WSj+=yBfGOL{ zdP$!0Gj|Fr4_m$;Rmuc)fKbnRPc&L~=X_EvD4MZr&C8~a_8f!$<6Gr$83tIS5~6EC z2QMjR0_>NzR_rK?+vH?7%?G2SR@d?$=b`Y_uW3@1Q6eqG9}9BR;)n93$rp_Ed$q-O zYBXC0uqiE1dn-5@;nTgApov#Tp&Sds-)OQ4$^QPH%_(PU2QTo<M1_^sr?w;revQ{= zL-s?MdC-$D(#5uqTEgiA(88O9W!aN(B`RB^9vS@tcciD`WB!J|swlUx->T-DVfNM| zX|TsC$S|CL;C#9OlinJ}&SgryvD4BbI2vTsDdlk*P8^_|p>oJ~nU9lA-=s$n!<mME zorZ&qID3Z$FG~G%gtLq(3Y78cpY`A<+<<4Rh-ew<1rva^{_6^Db1<FM+RTzO>=96e z$Jg4a&(zgVhwI3qRTsP&zgG@mu}duDL=(&Zh!w*ZnY4%<y}G(mr{Yt7ty^dMLTeIZ z^__B#5@=3%p)vNhH?VIc5$^h2pkXAzGt+}Fw8mVd32+9Z%Rml!o6UMZtKlKseE0N_ zH<|2t!S)+gT1)=Dj053vziZ~?xlw;)e;=1Wa@XRF;zvTR=_Yrl`~5sim&Q}+{iGRg z^NExIi{^dv5VHbfW4RK-1Pt9P*Lm0>QPrB^dNo+`e%&#jt@hYJCbW{9imgV{o6g$O zmwNYowl471R`P+B80t(9$0fOBwFDJ?NfsvaQ?R<0G$aRi74a?=DsIfy36|8!AIHbz z4kWYP6~l&?d4&lR&;!(QuV02R`JUJmqti?slo_F{)qYhjG5p!oKwZ?dWFp{eZs?U^ zSCa>q5nVf6Pod1&WwYrt4{zc4`3-$wjI!9MbxXI^O+Ha<`DGh-Y~-W#K{p<!Bzd@} z*<e&3_0?n{df0kxBn(9(2}0Jh6tfyrT1;7mo~+DUNMy=uBzo@$#UQ3{NG&w86aGBt zS9@(&#r993RQS!W4uUd-e+wqIu01P+glfC{8q*&x-xE4_fk#>?K7~l(cWV9!!m#1D zSkVI>lL~Mu98M3=O!BYIYE6XIHd_vkP}vF`;PQSjLV+91jLv>Rtp+T5N+aa8xV44> z)9Q5$cj%|{YKqV|16e9j9oI>VRm6BWG3PE|(NY!{+kQnS5@BucJ9y-8WZi)vYC_j& z=+|nf_`zr%b8)DeR2=<rv1zU`6J<%PSbDFpg<>XC`^XH}GTgEOU8943>#L#;pnvQ@ zt%g$c)rgDI<Z84S{aTYv3^GB@A7#o=FdpM?x?Q|>I01|NRfPs3f=G;>E}0or0Z07B zqL%o44Sc;ayy{!wu)>tPdX#jR{4!^EoDks~=`|HNbAx=2mbp!&tD`zbh!3Gi<r>iC z)$GTjr0`DET+R&r$)<#X9f#4WpwNBR6X`mRB$y~ME{hTFFgHlmPbjK3_?EsmnK+D! zP2UKC{1kKgV;dO?B@PV1%55s>siPY2R^_oIvm{*{o)B|URWXiO&k1ZVGoKjx!T?j_ zY-LC-4*z6}yjk^UYrmq{mYRl%nE^Mm?|{^1<j6%1qwoAvNLw|(77oq=_uUu77vR~J zQX8}Z%2Fd(64A->dxCRk8Ea>bDD!KSh*oYBwA5<K&Ji(SN6n?P1P8j($SS=W2Rg~H zJUQ;~%pWpDVzii#y=$wvla-4*=_3N%P)Uc`MLSpvb6u6A3hDloG*$8tR(uYTC#gRy zKKAupKtu<-Ec%n9V#igLANe1_D<Ib{!ew$!(G*?P_1m-3@;#a~+O&bU;?CmgdMl-+ zqwEskN!Gdc>O=VNG!#glgvZ1F+pO-lz+CC#jY>3m5*Rx=;!hWbA}!9m?I1w-0J8CC zpJGDjlrcz%ll#ROFV@AQVtbi+tr>^e(XrErv$K1#^z$P~BJD0)&@FPV*9)8U@Z`xX z3u$;sVDNAdLkTBkiIgVd<J+V8F8+qo@Fw8JpsrtDl3$;JJ7wn;D9F70;ef}FUf*g| z0Y@10g(5NIpwg})<Wq?45G<~UvzM#%dqRk$04I97Nj?VC&7GpNn++p#u|uW9)Cp;V zjdQzB#)NJRG2mML%bjUlBf4Cbfw?rfJxS4<l@ZJ^n==a!S7|3*W`XugQM%~Z!Rx-H zcR}dPN0>}UwUuzGwN*L^upS#>?2!D}D_XRaYIJ&*695*8n3y>oo4khaM&bij3}nAh zlN1DXu!)D>AfO47Eyy%mST-CVWB4b3LIH<^BH?)kyLwylBJKwoc6(VGHCr0VwWoki zei}^;zkB1a`PybaA0f+J8kHuQK0DxXD_%F5-s>mZ4nRi;3--#AXk9FPxbivukyw}< zGl>1{<Zyl!)S~nC)7N8+OsF2w#v*$UO`lIF9cu+*8=!#AMsAP8DaAv)146yYv{o=! z{xsXnyTz>p=F(Ef8KOvjf>Ry)mZ~kV?DB;q(rho)ChQ`u6SXUZn*wFxb+^43CIaa` z!BiyKN8#SzzKvu}CqUdsRM5?;<1LcNg0eef9yat$GJgMP`jYL|Nx(Up6`r+8pV^8I znMzuEQrU5JM@(QioNlnvyU*=;09vc9K>NBVU7k5`4WS@DWk%EwcbEH7CXHnLUzmDL z0K$)KAY{!J63X|lP;)Xo-3Tkgv}{dz6rQA~)Uc}PtYE`P%fMEd^h}_sRum;kk^E4= zNT4_eRY~p>1KhJf!eCfl2U{1TE+XV2etW!-*H{kJ+n3MT*%th@Xr)t>xR+`2ALK-$ zx6MJA<?)p-udq4?B)_!6zf6@Uk))S%@kU3d?2^7gKu9mPXCNey;CqhVUj5vZ(F&iE zwWg2f*^&yG6qj+xD;vQbx5pB`W|Ciw+5BjBenmIdl$CBVil@R89P)?U4q@JY7>Zr3 zO5<&50DE;Ml{ePVNMXE>n3ro4)*AS0#D>=Dj#YwjU#m#FP~+j?X-*IYIm|Zr_okEE zkE0HZqx5{={zQm}CpE$w??5geCJ)1PvJ3*ibrnb|M;~4MhtY_jK@@G_H~%M*=Unfz zsfze}v4g|V+(~Kp(lkK4Xo7gLMW@7*Skxg2E0TRZPVDQ?H@S)X_%>WDquOa72b1|E ze!UTM@`Y7)QEu*!WM=zPSP$M6DHxYDmG!vwMzq_ZTbIw`QL2o2binTAPRDTHHSyRV zYNUPusc(o;xjJ}K6TLK26L1|v)gYxwg;zh%m$wNq=_{<7Kk~0<Pet$f9$QLOll2x1 zds)QCI>nCeb-u={SbPo9(ZcL4_}->H@2p{^H8<DqI=ph=!{O|tOz1Rmo;;`5oJ0>d zB!$;lc8c9-N+w$~<tylrBhmo`FSxVlDv-K}ACA=w59mfs;k$NCFlRCkb0)rG%u1V7 z8`wIgjRw{ZXl}n^HaBgu!X25Q8UE){9SvlcuvZHqe0XAG`yy$Ap5YdhU*th84gjLZ zD}tr^r@Z-oZO!cyPR(^xOGXDZmIZi-dXler65q~m;_|P|94R5TgzvMK@l)ms;6~U+ z6Qi8sPWul>cSPTj_u7~A_SJ@l86gvRMwkSSRsu_gEFhbRRGh!i&3WgBS$nf)LK_H6 z@lbC~h4c5QL82Yqr?Begg)}#dX=<cVmf?j8gpFF;1k!{u@fW66Xad9W1nw}jrXvyt zd)b6ue{dcZWnk$)81BYII-eg?2LAn>AG5CE?+@UAS>zDOA$ZN--xaa^G2H+4Beqx} zatD&&!`mPJG>%|^K>qJnVQ<6P<9imCmOk<)&~v905or$#{@uhZ75xlFaEWL~%Z*k| z4NrniUw{-dXv?PF{k2kVEPu1}Z98VPEbSnH;4qrl6pN!3liZlG=KiTZf5Dj4TLQ-K z(^=uSGQAG-O!f2c4c`ilWQhku;2W_Q0ZRuWXVps5Dn+>9JI7uG75CO}-nZ>zx@eqV z`tUqw)1TXOjW=oLCYMlBRofGeN~~xWPoodXHY8kl@f0#3>{<E!%Vc7(!u9;~ckhL) zxG#gI&3}4G1b(lfm{7%zmWOABo*pdScYHw5B|`)QvN5ygs)XCjAHuAzqobp%yD*{j zED+l=edz!zxC^{w8|M&JaNfQPBZb>0nbSgf?%)Y=P}UAVtg7_@uJ*Dbse&(j=V<On z{1|7L^6YwqI=|S}=SN+vx_5!!9WU~B8bLRwuKS(v@mcg*Ty`euRr05;xn<-Fiy0^b zSDP-_{gsO?k}sPCyuS^)H;Gd(l$o-wZed3KZn70NL-OB0v|98je>w0LJSD-qHfv6m zJ<{RBc$WSi^MPpK6{a_Q#DAvt6l&em#Q(1ud};XKXYecBe|z1uzvO>Hz!S3Wc>bRd z5Q4aupZxm<|7U^nfBP{VE-nyC)}-}fOJjMt?Zx4WgoK1H8JcAV;}K>x$tm%>M9{vh zaDR-8#iFXJqow=1^A8BfnB;=ygl{Y?EHpJ|G|keu3_ASP!;6cGH0!KqW^1jiEG_44 z-GCl68%pK#I<ppgTYaq}tx>LXxe`pVztF6K+x^c!|A2W(b(z%U<KrVcwmao(b~|W0 z9unY^({6EhkRkY{xdv~l^TJ$a(Zm5|gKYbW7X3hk(Ajhd-pg6XXf&3V!%-O)xqA;7 zQ@!{7?RnYm{j^a81`#`TiMxQbE8F=;EurREDe9-N1Qz{jQ#ltG7xpAZaJ_t)!tY`! zL%`sZJK(Ivwj;K8MRBc46L3Xq-El5f(SCPDV%L&YY<ZPtGgk-x+gptg5xzYct7yC0 zHuc*S24~rWMfob;<XAx}dV70&vP`?)dZwy*zX`VG%ss0gol7GVZ$15$@^<K305TT2 zU<3H;oGnQ44Gv_78K+Dk*@8!X&y(|Os}%4X{fVYfXQSOTN&oQ(_6%g~_tPfjckY|T zas7w!{r>Y>Pkj1nht(cQ3Lj2V%z`C8`(?0-kku>nZXYJ1hs2JNo}TYaVarkT`#fKF zsg;Yo`q_8*fAxhs!|(3Ws-hJM!VES#TKmxzgyF<X>UF+<yBvT;Ep;{Qcc-GP?0B_R zz{9@{I_V33g6mlQBb&<W@cq-1AI6T|A$Zs42TM&ZJ248v9@l&IJp5~50=Y}>D8+-o zrW7e4!doOGWoZ)_HIIJhM4TNgwX58%>g{wB=nJ|Z8thyfN1-J;q-8RBBy>|Ix)n;A zx3WeMalF9}RL86+FJEkMcn+bH@pImq3X&^OKZRI5Pk!g`amGyT46^?UkJ26R$x<Jt zGI_YK@sFoUxNrt*eNh~y1BdQ{adB}OzE>75E~j9U$laGe^pblqR-2zjv5#4Fm!j34 z`|S$Ep>J1%oLllX`lLYQ78MdCA6{@<O4DRZ^Vmq@S#VYnB=_6OOE4WyPrH0AM2IeY zy;}`oqdbad)QsNWcOT;06a=$vHCd|J>Uj!AfmSv#QrLK+SWVyWmJ3RC|Mj_k-Vv>f z6=JnpYyn4W{@HInh&Q>s+|1CgGL|a18EYMz0xw<kI;d^?A9J09zu|GbF_^+rkyqAK zet(qE{>Y!tX+t)No#xi}>c_MMfv)qsL$4;Tb#Fh_hOlypSrj{n!QvTD{jUb!IzOU~ z9Xw3%u;B5)iwy57zx%rceP3|iM>${o{}&JcH4OInS9<H$2klrN#UT3$H4T$GAT=^G zms6dF;2;U5v)!4P#;w{ZJr&%K*pBB5Zf2P3#)PIL*%FK}cyKyq2?v(PPFX$FvF^yE zRnu2`CAZoWCa_mC1{sXy%Y_Le*6MN+`yBmv0cWr~U0JppFTrfk<5I)Dp^G1Eu$Z;a z5_+`Mw^PyH=CnC<b8`ctlKc3!xR~KsLPnvdDeGUc?xm7nS9b<u0R!=8wO8M5!6hl> z(W`eg=1PW!ln|qSn~qX!sYsqcAJxVXy{Rs2wscqSKU2KB)V}1+_7FbWFc@r*;QDM& zroD)+pFkgc!87Mg*!EO~evY`e@Y3!1lHX>U+fXvs%Ue?$o4vEWIXHujfh4)!p5Y9U zCGS5oW*KB%?V|-kr{gLk=FZb!4Z+LxWd27e_hsLh&9-`-kLJmsQnp`ovk=EQ9j_!l zL-FwNnEXEbXO_fisc2#@g<ZSeHZK-lv^r)2^&f*X>{x1gCv+!$Iu1?JQ5@KpkD4<u z2BL8@LxeVsKkkBHD#0jb?4Dnz*kT|BY=jQ*TY(XdriSZC<#S3F+ALJcp_NPKv>Y!y z5ip&=f(BjLh<WWZhc{vK7_~4k!|kqnTFnc-$Adg63lzz5|8pWTez1Ni$ne#gIz>do z=k)Qn6DEDh%xr6+7HeDB%66Wn)!It0qOWh)M)&fim22?)yw35*@*Pb-X}3s;fi%T| zrc^b}nd^r(uMl47nSin5FdMRVjVUe$@yG|+lk%7jB%WMv75v!<q=_B%xjvhim{?z1 zJ2_a&*u2ayuylT_Vq#(fzUQ()2GuSAkkt47BLOvR7ng*DhK^}4$(cN$23hgmzfmIv zmVLu>lyQG!wmFnW9<kXga_2Bsw$W7?9UYw};C6SMaX;VeW@lqlHn&I4ZrnHD=v1JP z;k$eP&-#B&f=Yor*ZsHnyTOHKw-gq30g>~M>@nSxLX`vW;^JB>qF?#ob1!>wsHw&L zFcu_Vsx}*LzrVF}a)7~@n;EO!6r0*L<>iNhDSR*L+i%Ot%ZI#!O=g}vf1~4fdm7d> znbNfj_Y50_^SW{4dc<6H>Xb3P>qN7uT;%F^P8Fj<GAI2)SQ*XVjMi(R@$ZZ_R7H0m zM*Z|Nzz8yENaX$|f5CI*u&WYaf|-2ZQ_SG0a@}Uvz1gj?0v4Tyugzup3yX=@@@0#Q zvGhz2m(7+n_`6oMDF!5)$okE;-t3ls;T1lcn;6@UW4y6RMX9l3#z&C3cXJ|y*$WbQ z);Blxod&tWY^m~<>7i$VH#_?Go*=y0dA6F`02+bJ=djZGG3nSNnd2M0|DdVWnbTN% zW;Au94)e>qIN_BE4gG~$tAwc?-4^#hN^V0`1gxw4^36xgq2jCuif-`|mv+Wmqj{fS zQ-Q(IUB_jQcMIuV-OwrsK*IRNYrE9uli_ow$q=X2>gnR+bK8X_lFIj7W9nZ3r=61G zb++4hzUW1thu)>*_=AS*gg)(gXre$tq6<?=Rn@r~dm&2~lDFL(6hlpJA?nh$Hs8ym zbr4KR3gaf4NRafFz(I>q{Tv_%ol-Hhc=-5}<Kv}TwU(ew#l^zs^G?s-e0duo#DTTK zTb^eqMmnWf{#t1lv(_)-E9gGYk~a>7&!jaTuif%@u8=M4{ykT94|DY>;G5f$4*|s7 zdNOL-Ym?^{5=P2*bT((l)B8J_x$WZDLsHfT6sXduch0We=WNEz>{!Iv|1Z2XsWk#T z61l$|&XY;7Og0^oQdd$kyex3e2Y*g|KUvH8qhC++M`jy3$zkiv&E@gta0ZK%GJq&E zFlOLGK%`9pMxqT;i{~3pCsPdw`_amXB!yi49x^&1E1+P2&@X}pnv&ezT^}eMpo*k2 z<UdhU<2ZjU87E6i;dkR8Z86uY`LE?g8QQXwy8EUO$5<&bg*|~C#8aA(mus~^Y+PJY z$yi)`JU7EiV`C#oaj;?EGY+ZfMbDkGeJ7hVi2<Knb&<3A+}LuR#-sHFeQwE{%iBAN zP<**G{)t(IE$@G`5zXkh)+(^Hh|UnUZg*Y103l=nL#Kbctq~acn(EI~`yH24$>pz> z;~}f2FY{|)JKbk~K&G-Sv^FSXm5+sORkqGKBy+OV1wm&1X7CjxERf(VRw@6^j$|Lz z0so8UC)<xSaW~$GW&H%G_80;=)oLp$b8L%|<>9iclZeX55V4u%JXWoI$JorunDDRm z_sq`&^tP#AI0MXOa$<rFodaZXvviMqrJdVpkvtjWCr+EV)#Wa`nlsujiN+IFa4v+6 zZ!Z3b2V*XP3GN9aq0cjAir=S*<KyzlU+D_AoBsN0>h$*d9E+F}1v)xD9+W#hJx$_h z%TGGSYF^m4b-b=iDJd=GB+y9{^f&^`KCN*J@VSjpG6B~_kv#BD3RVNiI1Zp+JPh=W z3G~f;25;jHcp_c-4u2OblMs<r=!y3%$Zl3!^`*@g#2k~``Ra}U?3W(avZb(4I={;{ zn3BblZ(Wss()Do?1M#@kw)=%YM$JGcLP452&y0N_I<cdMT|p*8d<jLRrPjUSWFgtq zPf;U!5r|5Pll{2k$Wd^^-i*Cq(<c>l|2i{!zx*xW=h0)D!YF5jIuK)1q&XAgRVJ`_ zCT%1L@Zl_vC#esqMw1zYRSgKM921R14kc+ozA>Q~S~>pst+cTmSFfKp%5p|MS_|XK zwryv#RvV1J5D^hW30Q2K!s}@=M$=55RMT{qrdSDSUOCbPc(MUbP97KuL>ywkH!xjw z<NgX2gFE)T0|eqh=xqACbM+N7SNylnXndwz0cqU`1>mWW#GW^D2a?W;y;xdpCpa{o zN$T}0RYE8Tiz5B>{-1D$P@Rr1JB<LbDr#&Onr3IUAl}Qh810$8#?AE5-qnvEKLRf0 zQ7w==Rcc%JYLuqxQ)9&V_RRVQ$gg&Fi!bC;-RErT$!gu)DCjxTR0f(R*-TAX%8eEE zgD^l!JY4?v&A@&*T?mMdtut3GPGYWve?TlMEJ>5Hy?+hLZFIPv2d(Gwyeolkasr}% z<Tkcgf`4tw(K0k#0TFQyG?L?b|I6}*>=E`Xuy89csdiAqu9EL=uiJ0W<_2wNTRe`* z+~(n+hp}^3p?&C4wGO_=l*LS#q9m-G)l94MJtBni539v!uDUSY)6d?2x(Ogw0I>PG z`8gxMK?hMGFos*gC7fnYoG6MWs^1bxDCv3aaY2QJg%^W%zGLy-Kd#><Z9RZfINM7v z2OyHzcacX+z}bofkgA%`c2U8oj8F1wr3cP3sJ1lByZYtiIxx~{Scm`uFnHAevVt%u z%A*f(W5dNz8)uo()Ibj4ckS8v!MxjnoGhzfg!cza2aAMzVEZ2HR`jnTaxz@Z(hE{< z^1bzZXp6b4VL{E9yuhIMpTjOJ@YtFGxj*hVe|jk*dRGG@ODfu$R<ms?cHi%#{nbm3 z>(WjeUo&pjUf5W)nw`_@GJ_0KmgtgY^rL@K_W@utI?fru!9wX^5dyLLFrYi-&9*?Q zc6WCNM)vpj<GoZ*l=}nnZpz+G4PZ&$0LcOLUT=!rH~QXQ0pW^^k5A5Pzg#^mjD{2d zu{!+v4!FB9IXe&wSU@5+AGB#VIa`1f2Uy##>opLGpfrvl75(T{0|<M8V~T^6sy@Vl zhIF)J%u{xd#o4t@08O>@83xcYl)_^N@)}s>&EUlf!k24s2uSA1u0Z@bkJ*0v2l2UN z`0kg6IojsLYq7F)iT+aU`XTQ>KzCH=wKm1Y=!4WLU%=7)FCFk8hsb2q&-SH}PEDv= z(RsJYo__ug7{L`l4bFwvC`kft`)V4xCU-4h_hSwq|4ZRy0?Fhq{qzMlKsec)MS2~y zPVL5I{IIQG@;)Bi@Fe+7NLEW?`FFDTW~V<k=svLg^lYYeKagoRlJh~P9lrRpsx6Xb zNH`3bjo<zCQa%Bb;4q+i-J7XS@@^?Q41Ze>$V?+RZ^LbWekPuy{bW=I(B~O&+UNt< zR3B(koYb7z0l;Ne2|&k9qu0Nb8l|&Tv$`J!!{|~}16Tc=ka1rmDh@59R?Y8m6$P6* zoTvrc3;{P=U*9&mkSfNVrv3Bl-Y}AS`;|_PA>N!gaYskTr=J5GEzQAd1NX9R+RESO zIG0k;(AK^N2^FqmyhsHo_j%`FMn^b~awk%*gDT!fV4`qs=<h39&$Mi8n7UZe2$-!~ z-Cjc2VzeNXO!{%dSE;3x)#3~jfww`#VLA`?LICP+W#O^O9Q#+w+S&ED+#JC|vTN1{ zKvH+T@(_Q(kN@7y6`cQW50*dsk8AY5Z5;mJ`a%Dj{^b9Uk14de`7J3zRR*Svgv)Xq zK<xE)NyQtgsPgdo`pb0|Ka2e1(<%L>iOQPafDyQip)_+JJuKgi0+ExS;%WC=N%73O z(kOg)7poXuzh~b*n5yz!555&;U^2nuk0A4d;5gq%vAgna1EK2nSGH>1y*g+)mggi! z^at)mV_{+6(eXK#dfq0`+z;U>KpMVucUC_sG3Ax&w&;OFEBg+pd;neN)fu;?C0(z; z-T4uOKS%-x_Ze~6-7kXnL=it<hPbMmHE_c1wMl}m>x@Z)%}iDIQOx<P_}l_R!YLi6 zu;Stejwd56&4^wx^(>H4v+5CK3or)2N;xJnaCo=TAKbt!W^RDYZ*f4HBH^}nKb_Ec zSSKec=U`nvgs~cKo)yAAS*pC5@59vwTi@P(m;7h9dbnJ(x@Yrv!FA3ijN9e7PhhO5 zAl>uV=NCQiD@kk{vPz8p)$#{pu`twubki#P>(|4E)$nGpxE}WB*tK1np8Ou!7y`6% z2FT&1TDWseuwWHf3DJ=PA_R}#YV?jKQcHn<!h&>w3I_&VSe@%;pTJUu@99g(9T)+? z3o9uPM||jw{omf~+XCJHpk0AJ9T1`LKKur(GZ&k;h2pIM!ayE`>@U|7+*}wJ767$H zLqmgG2F(UtdYDYG-3CPcHXNW#z``&IGK56cCLWkr$@6WxEXB9+>*e9uY;t3rD_@I? z(~ccXwVgWyQMa18HFwtf1Snut2|A9bPz&&!gE7grx9uP98UFF_J&9;RuD-k6OsTlP znraWpo_5YqWjO6bW6`nyh6wDrvrBK_j`c-SR+|ns-CgbQSWo{n-vka`;?4(~#g-Xw zv;Fx-rZViwa*q0_OU?E5b?6!F$j<M24)|~z>+8VEPJnSa|NaSb^)E1(cCeyFpYw&1 z@+M2*rTVrnt=OZJ^4bH;RuH+Z;Un>`-Ukc7l)&g3s8;JXJNZa_bfk)gUm>E;B2!Xc zqKLhE_3aB0hi$`35TJuR{D#e=)gT*{P6Ml~=H_DIsE?$my!>wAz?aA8>Lfdxs(C>e zn1UR@20HM&Z!X`lxgh|O(FKIDY#M(pi24<KRaMng*I5hTPrVi-w`)2^B+xMk5_<pr zQ~dtI10HP%%NIBS1{hYCjG9-x4VJ)E56Xk<n;t?1rsXk!sya<9g%s|xu;7;K{pPLN zYmhxGYg_=<e-O=#dwd_OBLBH}b?a7}Nah}xi{!ARxjw;%bOmS-hzq7P@5L4mfYnTC z#^7^$Dg3-;dN(#V?;jTbSqDg#bMs~oy7S<EOTmwQsr~-$n#X2VRZDAjH)+rH+9*OO z-os#Stl9;5Vow0z7MGL=yf~5tE2d>?$L6d9Wa@*N>P<j5tk*M?an~oc?bbcoW;iaq z+rWplj8N9r)?Qv-ZeX_GomQlzS2s2B^YBc~uK=gTntK<>ct})9Daw$L>DCIYdPNq0 zg@?t{o5*1%@A>A6rTvE8Y3xDUp)of+BSg<%`g7?GXsc<3*BCN|xBbdTg8Yme`4sLw z@VTw0liJ5eM+0s^(0d=J0jfX>Mnht(=Hb1^Y;ALUw1K(zI&I#UQZLd})zl_VrZE8d zNn~3MWodic-sPZUdR<*!z7P81z5D^W3Wbq4EZu2{Z{x~1Fft@01h~O`q?k@6)Kc|8 zj~%VU#;)txgtW~FgFJ>pLLNJryS;dw?g|X?2mcHRp4;%Qm1W)`Z-8yvKvSj!9H-Do zjRMd9wC{ODuGcP(*l3X<lIxfp&x5hY`sE}AoIxZ+y_OYBZaJH^8bo4?0xUyTz-zig z33#qYfY<W~a@q@u?-U0^<rz@k7658sKC1W%%k+6$uSPc0y=<=r?Rj++6%E?-m6eYG zXX3*TO-fN!117qH0^fS9bM5_BK?XO!nP<o~mdMT5k$fXTryb&3au30Dk-I+;QEvm4 z8Kg!5lJj_99G*;qX7lh1CdsO+s^+>itVPSHmubaG1B+l9Sib<<x19M0<pLwuVF^6^ zH-*EMd#(b|SH@=JAJK|*#<p=Lmk(-q=}i)=q1f1cN!*EGF@V4x!LyK;<>nR{m?1X- zSi)~#&~~x9%{%liwgUH|sk}n7+7y_gVMirfI2XWr+T1DwJ=bY;%$s4!0WKw=PNbaX zik?<un}?vw<&74<zJE^6&s*{XT5PP_2#|lKydU~^M+8pwlH?w_c|H%Ir1!TJIL=jN z)sX=#=nbV8>F)2Z2A!WvVh4ti@Nf%BE5!oqGv!+F=CCWQu5NT$u!p0bxtfa?sC%Gn zcxEX<GytQ1%jZFi50n9~#LiQt+NTrPn;H9W^puoF3Y|`sQoflAxXx6W$PHUF>mosd z!!pt1<~x;~%fP=fJf41NaGno8m17rc5GI+W?U83IP$POd2zU|}oV4vq2zP)~OP{BJ zq#=;(Y656BFe4QFUgsD-;o{=j3O~UTI*GhA<t1fiX69b<2Jx>Y%OyRw!~Os>WxGM3 ztEbM>A3-_OGurw7@GW(;uhY(C*+wWB)G#8B{4FKH;et8&CBJ*0Ig#?!q4_?5Ut`Wa zE)`SP5q>w%7m%-k3oB=*takcPp1iyQ`LJ~>KP5Tc2^3KPzs|h$1UT~08LynC-6|M+ zGhr?WUplfLAe`pBX4P{8Qn_trD^m+vqaMIyYquGUlmalU-yk0e-v0_^0R^mvJO$2! zti-4#5NJsO&tz@uuNC~RVtQBM{NFL2f#Q;hEfXD`JE)2bPJy+QKs4}BIF)Dgo3$v= z^*Nm=yJ^S6!vo0?`U<p~p5VIhLm}^P){&aGt-qvl5<B>aMgUsmcCgs`KsmJeSr;<1 z<*v%>vsZ^wEr6Ghq%h0TxUdgkW5W9uP*0ktsK=+khKkYS*c}o$u-+N~2DU@f<{9v{ z#uht#k5iU7uYG6k?GEmYic9aH@C;Z)=rd=QJHpS@xW6&_PE{huOMmjg@~ZM>tez5m z$d1OR|J9Ff#Z-q<gOr~ao6MIKAM;rXwQ%_h-;H>4NV{LI1p704o&EEO>NKHd0_OIA zyegK?cOqQ(ozk85J<?&;8Jm2YPGVxl&lm!KGH>n+B>Cx~Wa*OqL=z&rZ1cGuN2RBy zC#yR>Ink+nFA=O(R#pa7R8<S`CApNA?&j1mTdJzqQ)U~THv2!H0Fw#OW>6bi1}y9& z_J<E2W`7`(jcz&9#z>)zjE@_0r;uf!L;lxP{>YHq==eA_8Us3x7&<8HaXwtCG&^;M z+$nCm(<7l3JMHPUz<plLbOq_P%AoQcNDC&KH02~fV}ru7nT?Q;klAoL6HGFKd~c-i z=Js}?)X_^=SXgMgOkj3y&ZJ6IL_{Rcshq%*?Fe9}Ccyjf02vusSyjHh8gMghEwEuH zJv|+h8xd6N_mFCekmJBI1^obgE=9{IIwOOElyo;!L29t0-Q(Ca;ROP;oX>x;#0qto z6rry;cG?G*>$m#?AOR0`07^Ywz^%Nlt}Z`6f2yJvInxXor}`r{up|kA$Kve>I%dLM z3&y8Ut1+wv!O+mKDl^$xg<|Q$c_%0`8q@mOY@F%+?(SpJZ(~Hmr1GN-tf)BXi+T>q z+~!U?Os}v|P$HXuy1lu5EGH)y78Yjt<}>w+QCQeXatau1R8&;pjqME46sEX>>dk&C z7UVDRcbt_qG+v-F@U<wbsht85nGhduS?_(VaH2n~obbxs-Mt}ITTfq~C8AI)!Da%r zSc=Dmdn@z4u&+7-&RaopadFXibBIjS^@ddf<q1B%DMbg&W-$=^{^mHMU*KmRP?yt> z4#hr!2*Ag~`*Dh?r>8gj9Xb3-2Lg0Qf!%@NKWA=Zqo%o@?tLWXGXK632)V+{Oi{0@ z`ucM~Cp){ko<D!Sy1E)cA+molVIF){Va9YFXvRIByFWRpuBljY+ibnFx5tErADY+N zs@v?-T5<_$O~&60Skc$cJwXTD-TM;mb(;VZ>|ym^9t%wv)-?tNA;qC&mX+B6nZ32O zwXij4&e<;}B4i2=b>RJN6{vrxuqjwum-4s0?|zJDBq=Fbkee$A(wI?ixLRe&Ph-iQ zsJk7_9l&U3H=mrT{^NWauhwd;uJV-BnHlX(&PZI2Tb3q%)}SIU>z6k<-rfe>DFyOr z+sm?CGkP+&q-<<#y%7`#u(yl8*LyMv%ta9;8Wp~vB3a|r=k|t%S2aoyg3ig|-64At zP(_ME%o!=HBLZeY@~ooGk7yd;&g!<s?&sg_%=CcKB^_UE^U>Z*B6#|g3JsVE(I5Ab z4~xrS$}II0B^Piw<mAllHLz9)<R&XWdr(QO$_#7uG6b$H`*F*NIVp#!EZ}HPPRA*B zZ63dWW--q_+z+2W6+BwAqZK@`Py&KtlarG{&87bcl<@MaVkty?ZveoFeR>su1WG*4 z_(mlXLkm-WLUYrgOb{@8(0;EMr`G8aw|xVg76z`?*0VF$TCe#)RGcf`p*wEx3ww_k zWMO}e;Q-&8Ka$`SN<9~s+K`yq@nHuLteDTe^8kAAJY46%7voj~hN@-td1`7ZSP=br zIPEt_GGLt~BxKqW!wEvm<ZmD>$Tkzy1pp*C#yv#PukKK_xDaiy$g<LA$|pd?09rZ5 zve%w&lPc)p2zpPZ4zgOAe!E^gm<<uoBu#Q2Tfko;87p*~>#Ec1?Uu@`kN`!?iCEpW z1JUcqQq$A(23g73FOknFpYegrfrPoeTccK@?&2;;NB0|Oo2O#$$|ixBE3DoC_@4%( zqvylbbZcq{_Dz6%O(6EYxAz4NO_FRrm(^rnF%Y4fpwb%7^6GkX`$86i<_SQT8k)um z6o4{3wk+~6HO>EFtX!+4q*MjGjE|TBsqyjgYinyDk?Q(7f89xuBd)&xy2+fEmsj*w z+rrw~8^}tv+<H(uS6koPy9M<0#}OdSsTmn|OPfV11?uHG^spSsh;(5e&x+tFfdyH# z0z4ujdbIEayc@t0_8URP>s>s!|7~>i(`%=y>S{7s6a6~tBu4AGy0R`wNWH}6&#!Jr zl16`je_$zUYBzhG+wx6x4i78j>Gt*Yxvxb@24Z7iV1O(EdbY^cs<)Jecnm=e^bcXp z9@;%>ya}R27(B@iRJ*|8Xb;;sCdSA6VjdXMz<{jHG1&d!{4?{F7)r?mKj5KYJW7f| z$3b3|l#l@WTY}6v(nxl1<2K`bJ`VtGLqh`~cyIR47bhoOffqYHJ^ky~dymdsshG91 z<$fSHO3nly$|&#OzX#EldaSRZQ4e@Ec;8EnauiBu{)He65+vb(w87imaKPaE#3)q0 zoyN)+z=nqta4rt!8;^m4G&V8$(L6Oh?GA)qU|?WrDdUJoNCPM%2?2M#Dm6Ko|6y0a z3;DhXfJ;?Xj#npJU_(>1B-l>C0X9cWoB>m?sHmtaH7%`-%HGcIKrV&*2gN=pVvI89 ze|6XzrMWy4W@a859<Hdbhl8L5Gen5D3;0!@S1hjH-rg!IF+Li=J5b#G?cDU~)2AOX zFCxf=v_6)CjUIr~oR9O-#(+_m;>rNqs08=d*SQQk13%-uz{khGdm$u{uSN6Xg;hHZ zE9=j(F%_>B#{-9Ja`|*Yi)xc5y$X%S`8Z%aes9|Y3g?*>*eFuds}{)zTrT8*1gC|M z*g#Qnt6}b&B``2Bj0<h;rrwcUf-Mr(wrTC{?PvAwzq5kJpOaiS1KBabX4GSzat%(B z3JjbsZGS5#S8Krwb_HqTk&swbzO%MWVAf@@3dSHg+syEDbypH_-HqJzzE}yyEGL5? zw_XwuC<sUalsr83xw*Mr^`W7lM%U)uh+b2wUNU2S2h5}Ui`58#ER^4CEXL$hd83k& ziq5Y1K}-RCk(pe=GiPIC1IQYX@0NTH6khxJU%q?+U*1THAGWNWoSL$FkpV2cOOQ$# z_F5*vUKl{6vz~rMrQBa^)z;Uq5XPhsZYeB$d;Q4};%&&#4f*^T6$J%bj8wq2w7qAl zv9z@GffvBN1xa_i{?q5re9pfkrNs?cczGMDs+6ydx4{x>bzBdby=G-)Jp>;x1cQy$ zU4i`~fEzpy{JC=q_KDQqzW%(sYkj!`%B0%OU&Le<n7KZ}LH=G(A8>#!XM~W5C@C`X z5PaQ6ufg6BsBi9ryjoyp%BS(4g1tar02%`)1GpODpFX{7uwQvF)=7D>iHSXdJ%&d> z(EI)S1(3nl*AXN<^0jiZvh$#d0KEAp*w~p<JK|zuH5MILqfX}lKLAde8XLcslq5k% z($`-CL2wwSp*I7{?3$WM0c6Xvv|}SVlIMGK=T|!wDYCQy-<DTbk2?^sWK+1ASXhRw zxxsFVc7oL{wBGYEHc<QEd(v80r*4zZ6RE7C0y0oD@X^77%glV%ss~6EDFsD4s3sj9 z9ew@E+B*n*oF+isK%Qj+^;BRXfT9~2&|9ji<6yhNRGGHh-OXj(OAX8WF94(S-ycns zXn^!QcfNISP*KP6umeC#ElW*Lk2w&yTCLZ|2vCRa?^2&WzDJN~MUl@I_-2LHU^u8K z^`{<!a*w4p7q9)@jmPDAwe!{}*z#b81)ebI`yGTHq|*ls8Dso<U}*7qG48)wq)U^Z znt9{}LHk6H4gr#3V_`+q)NoRMk9sZ%HiV@Lk@7r4xB$eRjf$#s#t06|^n2hs%UWQ+ z0wAGf>Q=yPsP6r>4VKOt<{^Wo5XkbZ01hFY&~FCsKxAY80=r<WZEao8>~&^={X!d< z$m{S6xYB7t_z-kO2I2u?e!;;pX3VbJ?t2TI1N*agIvOB*J2+J8Rj|;}f!`sB5an<C zz}RN|^ACKQ{5g=_{3arN^^r+Q^!Fr0L|eO+5X6c-{RR_SCZ(aFsRGp^YQTv%F?+ZG zIuPLFmxJQ@?bYcJc_<9*IY<LL=ZuYw0lCzxa67aAuTLnPoSY=#v32+ILPkaw@M2^x zXlrZB$^rz8Fzk(41R~@QCk7HTxco^BFhJwMW$O=-|NVhS^gn-k21q}+IxqnJdiY@( z31t}o9|V^FLr1{X0QWFV;F^aX#sFOZ&u?=m^3EANWTN}g(8KMeB;;S0iy8d$zX01o B*608L literal 0 HcmV?d00001

      nv3{~^TFYojzn_XmmZUIax8gR8P`kq0*TOp=N;)^b{RSuaBr$4i zpb|mt(YXN~%lMjF%rbBIIr2EENPuO+DB}`yg?jN0>95v&pTCjh+KYfQgT~|xjIpD# zJ0)Pyufl@*dMnai205yQhJK`(>A;}*dJAA2&~Bj;S4Gf-5LWWp_20}Xa_#j~uVoqX zeJt<~ZVlG~fR|yPn)&HpF!18GfOq_P*3qY@RNI<*JQ56CMeE%ptFr7a&&^^Ci@E{o z9kkbi2ePgJ;`75*F>}2_pvaAxEF5(fvZ!int+|$sq3F9H=i>Aoq{*u;iq%H z^Bdv!ZW8KS{(q)dSEHOsjrjgcpx?55mP~SsqsZUybnZ+k`!q)fSs;al$ui}2T5V9Prk2HMV)9`4R{pAIw^gt6OLqE;M_CYVr^P}dGLT0Y6Z=?Vk?%wR=2xAK0btU^> zx%XS&Zlx$=R5bfaQXonBUu#{NZvL!iB zH#%?jE&$s?1LSG-qoW^ov*!65YX&{Rcr$U-W5aDs2Qj2T1Uek-V%+vAY6CKI3tQ}R z&>JP!8AHijz|#82FRp&|+qcG#?!9cF+%K5^sIUYC(Ie)Am_(w^m%yVB+aiBo5yv!PNqKQ{34oGZ>P(-lC z7=AT}!MX{?v$V*3=6P*$UDmwPFptgGB^Tt+QRF}yQDk69R+dC%j8ZU{aYh78yr#nC zXPk!=?V#1PHSM)h;$5Dhv0S~$!_jQlb;3m*mJ^tv+Nc83w_R+E-?@+5=Rqs=zn69$ zn_GwGxc?9m(_-j5`vI&8>vkKO{U`LBawFw0Uflb3t5s^s;4#%u!%t#EW4UF_7aHOU zg5Y9X^IZO)=aGt})}K9e!K2)b5CKuZ>hs@53n6STf^^j18VrQN!kycHcEoN`Fnm7>x+FXir6h)Q?8Z12;$Y(Dgy zuES}jbg*@Fi%N2ljXH|U_DCs&L`@N@x#l(s*O6mQfob#!ou93o{_0M=xha})yX(vh z!|5po{cevI)erst?j85JLSD&o0HOjop#o1k|HNF<LT=fN-_~cZamXiy8B+<%z4?!i08kihC032uwCVUY2MZ=+pnOvzAm+^UolIE|7nb=h7g0ie z{qJ#YF8qO=T`hoCuO;Q-Chy<5sQziLU8#!QDWNSm9UHbe$}trCnwZ-D7Oc6x08a^I z825p_l++tPU!{Oo8HY4v*Z=^0va=cGNi1z(MlMo|S3Cf^w%BB0;0eMXf|W@=C#xOF zQdYSgYDoYP1mK$=v!cL3zqyB5zT6o)^Q`@&&tHiaCtf_JNVlk1n*;w`0ufw@?eb)c zrCbdU`h?bW@>FV>r)koMj~awuRzb3mW?ye7(i(544V3q={pjjWqnox#zR%zfvoXI_ z?!NM2(V9AtO8eqtiqbtr*El&^<_M8MDjMM!#ZJ24RTC8r%l%LlJXamda zEb5`H@rT;(&A~2P3D8yOd(X~L2%s-|gd7m5J$eOO&GBGEo~%P;7#pde8%;N(+mu-VG#^A;UCIo;Kuu0!>8C7SGzXiALNa;l11~NFzo4Q{OEvof{i>|-FN@)^sOg^Z z98Tr{$CZh3WkExIAnkyUS)Eh3n`Zz0LUuh5wL!GBk}oDvI{+q=5x&H6i9%P+JeU*_ zBy`&?C7&UmEj?e=T4+ZKxQCJ2p?}PSQ*kmmf%&g3LUkGP6F+d3Z{Dr4zq$&F;6~}U(4grj_R@$fU?jRLt z5`|ll^Rwi|WXmf_&@SqIpBO&oVrc=z=XzbudHJeL8rP-dC*b*ER(tF93$A5jrI44qx;zSOQ@Lkdr-7>W=EzibA zqJ!x+NQO7}Zq;q9TOXPo-H~i=5GZ7J#;F+TEjq>*bzZb|chy9ACnxrHc)|aT-sIo z&l2e8{!+!6=rQe`5YoU<*eiHuMf|T!a9L2KfjN?;?mnbZd`MLM!ud|(aBD(z)ta1t z$AzCP+-W~ekGoc3qC9|peeEE^&q)Yb;j0xBCnvEKm{&swjD8{C`e>=Fb3A5!Kp4xl z@XTmy@N%Sn?Pil+a_dSk{8;u;r$QT4e%~^n2R`~?2AD)eYqWD!C6Kp7Q23$CA$^{g z^L^ES+ytT}E zL+vzY{0qBpjI1g6A*px*Qlx&9c3mdS?=qlSJt@Xq@z{R3+pX3oPuPpY8r$dt+hS_S z_Or&BZf@nty}j~t7Sj@E$&y?!)J!j231Dy&DKg&{=~KHeFKB54@Fq*)6oRMQ`jR4@ zD`d1a4x2n@?z~Pz<1dDf6enCk@$xgp^RHQDcK;;7>}sTK+E+P+^rFdL z2J2k%K?;v3@zPxl2_;;{U2#}a0u6=qknTS#Vy=cvz;LBYwX8NwtPxRW&9|Fb!ROdN z(Z`9Kq+F&261mraPzAO12y-3?hsCY0n|VCmq*SsyR~6ygS%5RV#Q$nhSVA}$_F zN<)G@=r-{V+MVMQ8H~U@0}5^cyQBWk^v-k zc~I#1;L#ITQLVp#ZYl~7PclEIMhI4eWL0OO_mml67Z`u%h7ad`gFfM)Ljd(K%Ugo` zkKJ?ISPHNDmEo8@vbyJf5jh$tSy1hYNq07k2W2O(=4hCzB_B@7NA<)TOo)&rR1Ldg z>hL&b1P`70_Oy?4_jSA0AJr^tyVUSM(D^CP-wW$2V2PZO@}b`jU8Mtoj%bpFP#W}s zLijq7p(+!N16@yoC-)A|??RT%#s)=P!m|F(=Wan!ENBy%LhDztNhDGjedJS?R<8%U9JD#iizm++lPykrF5~3xBc1Kx&Tq3!kQ5q+!iH4BKK< zCU-dDfrCn!eujly!9uc+0bKE(_$W~wue+3s_V6xr))H2M1KHl~{Q=1^?m{>r+@)-J zhxJn2`HfZJ;23)~Dt+7))sw%(P51TDy}v^N;9UdEyz-i0_+j4!OVVmBTW8?U=ucGL|nJuB2& zCUR#!U=kt+940ElOM>T9z;G5budP%+O8Y)bS_k6Av^h`u6}H95i#8tBG2brOUAY)Iwn!kd#O^d2CZ(H|^k?l%fD!6zr z*sB(?+=>?p)TiWl5dB=zs%F?e7|+xr2nrxsM0?`SfxdC!JpA~~y0E^##wpU8TgX7Q zXn>{cjhbTG)CdKwBd1G7fokc=kGF-+;@=w8V!F(M~*tUj1e{=Lx0b&sSSKhXg4U1Mq)eMUUYKJ#)JP{gWY zfed3v&VlG4=C&{q|Mm2>0=uej>@r;+#T<>4v!tBhH3eXJnerB8yayUf=j>z4Tv(B+ z!s-)#YKagNdv528hRXTDuKJ1ybe~cYFBY%UGS@GnB$Yg<9@Vln<+ayP7g|hYR~_H7 zWt9#1jPSV~0#~GE)i0DvvGUmrdbMrKkP7MoTse7;8iLDyZDbvJ9sOK(iN*5j9=wzZ zS9@6w?v=e^;YSSVDtDCcA56s|@8?i9;}lp%@6Q za6VQVE{tp1enxBqGBP1Lt^&f=?2lQ7IR{^ozZECZcYdpcMumcVHz<$)>1u;bCmD2gQmx7Z%cv0!eSj1bB_zlx_Z8 zj{*-Jgy$QmWCm+z&OP^)*8H3~=bxc|T{4H=>8W$1#>r~j_fRs0xj^zfA-^hwY9tuE zgqsU8pd2x<#TlDG+|90;hi_H@{k=@7OSa4crlb@!5YD4WB$?msRx%JtoRH;r3lNoo zv$r=Fk);z$QLWzgAl6IE)^Mc zITQi=7j^;goDo0`rh-XE|6qu^ZrPfTl$%K;DyUJsD^It?cB?3e=G&+K-3^NS2h~O2 z%A~wQx;|Di0&g5$oV2m-|vl)hI8DGyfZ(=o~WCZBegNG!{ z$cc=irk1EUfa|*3A?mp5X{daR_H;Vh%*=;MCFsxPBC1{OVVlP_IE3D?u)g3*al#0C zFOAfZF%T#bR!KXEa#e)8f^l_S5w9tO9$K3A!EhX=bNS8c(xu^NebFz}JHhJhT&?M2 z`t~G5pa>`#Yaw?Ma1=7(&l>N*jg=-(_h3GN=W29?*)OMKNj?svJvHzX>D!;+PnQWP z#UQ5?v_n#Co}xtEIsCq93)4#cc)tUDB`nBQmI+P)*lty9Yh41chm)0J@weH(n?Ckx z_uRsSaX63`h?wM-Dnx{Cc+@8vyvw>DWhpELP* z?}pcsZj@6MCf`;tdUQZzD|islhX6PaDuxX$dWLdOzOu0&9izT_vP>8+SetXten0PF zB}BEdFclHM8m((fZW6M&`mtp?>xH1qCKhA)HVZkb4@IaHYY}h~o9mx_0Z=e_g(jq9 zUpV)hf#2|oo)8e?LxD@EiIdsP3_YkTfly@E5Tl>%Z8FA~@N)|ZIOI8WPr%bW!PFFb z!DI%P)ou+@E(7b2vIsFX(98N5K)LTylc_$AsW6N4_!+|&`ZY6fmu+lTJk5OpIuWhf zeDudO<0+yO6k+_w_8-mcwjN~M~M}zC4VUp9RfmIqUZ;fX1sRlp6u7|;?bfO%((i(TV?5z#`L?~NIMlRETcu@=Vw7-Z)$~=E zWM4FUygT^6JCR4B`paDsU?h&+%!zst3>yM#_$n=TCrABE#!|ZG zcQzw_Av3$5Zq*k~{bYJ{Uq_hNt`O4(vU5T;j`;ig=V7k|vfSjRiS^dDrzySgD+8M_ zxG|Iz2BDZ%PWXEl$A#bjEPGSkZaPLkxOp+B!R=>v|LlyrUOh0s?L>-Fl3T;17J7e_ zBT22L9@mo)wjmg3K)f2+tR2_$>p75JbPZ|q)N|Zv@bs#|>~8H|DRZUdh$57Vz7Lmb zzZDe>#Ype;1MC3pTs!4gj37e^~yla z-O>jcemUd=j9$y`@QujMw*vVSR;{w4Tg|V($-LtI_i!5H9MDX=G z!p0*ErS2=Tz71)%s>Kfg!iiINV6D^etNGu3?_SjLeIJhwJS>ncykO)h!(}v!z11P3 zL1(ScdTHcR++D8lZ2aA7BEe}`L}YPO1CAo$tQ%&#>fvCswpOq+@ComzhkM>sA9Z;i zFKerNnp?BY)dszAFsoYaWXq)X7j?YW@Q|zloEqF@(k#3yOX@rqj^mmsb`TFyJ(~V4 zn3D%$WKyq}OW~@PY4DG)+XH5-6OQ@cn56B$UIP@PqpSWlV;|Zh4dA&_faz!gr#-9_ z#+8im!^{zrIKZ&d*Y(=WjB9{ynyC(~aZ(KzQ^)LkZE{3T3FOwnO%|_hwU!OOAJ_2} z>2-zFM2H(jz|ft4)ifCm>Q^R)pc7;RJiiJFkY$Y7=w8Gsf(iYP{rG|sV-(PwQ)^~7 zS;Fy8FyPLXHo*?)Qm*b}q205bS68p!twf!p22F?du5>%@#GY2|OWq1E1F)%x0kAR4 zwgMSPG}MV?QO`LfB1}CO)U(g~D(>jK_Z^u#Qs%IO5~IP|R~la{sQsX$1O(xghbjSA zl=v1aYX+b72yWKSnFYMq>4mJz{F+IB;3?;V-OcvV)Z^g7C*fBm`N1yWl6O`e&r9L2 zw-6t}GO0-4{;inaSolQ?#p|(VeKccWLgPi%cZJY04!^7xB=m$k0MdX;IOWjHOmdPA0gdNx{nm-$ovH%!e$hq_#28!g?#w3jCt7lCB;CbUaAEL|6uvL2oe*ShV2-R#d5sn4QSTpqyN4zUPaMw_bI zbU1J3*tM36?u#Ja&M*&c0X&HBHUKTCKuDg@G8xrQt=`fo$*p4L$->+-XLy9UrNJ`w z&J0z!lGGZ;lJC!8*XQ-mnhJtjVBoec|Ha2e4vRAvJ~_O=|HsgGMr064a}G%JcK1`& ztt}w27Pz_GCm7k>0Z|~ttO$#AeTBdgj1z2r z8qlkM;nQB8lZ>~{qU0!Itdj_NliwlB^#TW_zsuPKP0)0m=gY#M%nBm^+raDcOR+02tnr{qw{j$KCa$*@Ff`s&u*!Htk@hVWD;b_M zrRCYaGMT}VGNfI~3{GiKaxB%iibxV9xFbbJrnl%T5-;oF z2&rrA<&pmU0)@igwYgA9+7GoqGd_7thY7*G~9>tC~cxy%M!H zHpQK)LjP0n%RH!Ss!FL!K}Sy}`@lZosttMbB^d!;7=}qUiPp93(ncMrfnmB^Sk09> z6K=-p%!<~5w*k&Mxq#A~hTQk!M2zstT}f53N=+#EOUjzevm(e80@wCa+d%E>Pm@Eh z)3B1D1yqwi%WrPOtP=!tI$F2(1Hjft2v*pP^f?_Mrlhf#?RPsB&DuhK&CmU6Ho3EP zhJI=|h$&&4m5$~N<0a*fE3udK%HA{wUi%26O}a^1a-6@5N^98^B5fzBtJj|~qO(`^ z`Pe{Ea>$=3JQW|Cuh5hBN=eGzTOs##X~jE=+eyC>IOZyejof6a6&iu#GdHyIL_JFG z3!DWkCuO1KM}mwzV-(s0KQ}-64wWyfS{<42-sJ#4EA%5MkN2ZajKa(Uzp~OZ>ZW{? z7CfcMFSfeQOU4y7QIYhrKg+!WIO>0<5;$9_-qA4ub7yyng>}Yw4@qCU6EKI~x#LEr zEdC1u_kKt4+DVrxjuF~@bfta=Q-iKy0f81xj!*p~hJ?q~3?fr8>B|?^nRJaI+;n%K z1-zFp4wQUxFKqcg+-ZRktkF2L_a!!xof%3xysfc=WGxl?k`X&C8_3-I1un}pw0=9x zrW8tE4iJ<9^$a8mSEr{WDEI>){?5fBOZ@)e&(DAGi8q%B>K*=-xsD^raz@kYIM#mM zQAN+#KK%tbkm$X6(?hiumE*+%17hz2iA?{CZn~h|$8U?&fMp`4%XRBCdJOzR1A0fkk zxSj&%$^`e;uehQbhTo2SIRHywUFsu!R!+I7$<~q8(XTxh$5{`^jbO(1U!&?!z}j~K z8UEPt`vX*qyK0s$(ly7G$HU}u_f#R?kg^{X8P*cYGq$pfE>+_66sd{|vca=Z^+lZP z3+T(3kRAyOXs`UZa4{o3g>cmn5K;>{FpF-x0T@ z!~29+ZE$L^xgsSIwG0`k-4FEE12NpOxx=ibTe!`8edDA0cI1@`U-Im;OU}UO{`ojg zeX}_}cN<<2#&j)vUO<7o+YD(#A#Pz?#zFn+=h(rBX!1W^eP^Hb4aHSX4!LJbj=EHc z;N1=;y>>Y0m`gyS1W_1nnU6s&8kRhq*(ChP&LH*}edA;=V1PBz zz=$M+WOJ!yN}nq9SG4TnCg{5|^-HCXHz zF}z4S^K5rXL=v@4U!I1*GH+*Fjq36bp){~0a1ou^<7f12wvuGyJ37?Qe8{HmBB`na-YYPfU~{q&B0elyCQ~oaUwWr24A~5b_N!6 zRFhzz5#~a};W~efi}GjxHI198eHsB2C4_j6U@Te&iNt6x6({@XI9F)2PpDMey}`E?>AjB_or^w$3` zBtD#UJQ|AeC=9-g4N_r}fSJ%mhJ)Szjp(M^iT9BYDfjVIQ&Dw_&!L^@o%`0~E8nLO z;~%_BoC@t_Ihshb7G$hfi-s)+@Xm#KM|(%EZ?zoFVU)!q$&_E?@!5XVM@EM=!iDPk z*+qwQ4%Zf6tDD@~(W>&E|7~8w(A}2~H8(R-Vz6$qnc)>{WjK6DZ~`pjh~9aN{Gw{(Xz5`xm* zB_Q1)`E8K*T<6dH+0HdGv-euhx^q)C%`7Y!s$dO5va047T_^&IjL+0Xp2wUrI(v=r zX?c;IVzJsVaZ{_%T_-Di;WDS&2ID0-#>goosS3?sH%zqKBAf{_!1;f0v>Nnios8jx zI52K%Yw5D_4F#Z4fQ%eUw&xmA|{m*?B&D%%ieM#CSh{Fpu@m!fJP&hg=T%8ZGsPB=*R*$Wd z@+j!wgVxwCmh~F(Hdg{P4vhh>!Qc$a;T-XoB9c+W5unlGiyB)VMP2+Fen!FUW$ z6RL5GuI|;f)A@k;90b5`<`!4%Hjh}=StnDk4R7n{giqcWYkHdn1B%h<>?R}Q%s2MQ zI@G%vB!6I)v^19R)(G|EDJwo}HIm8WYo1XIy7TapL-IQ4MS#CMQQjb!if54kaDf{G zEA*M&Yd-9#h(vk0;oiQwZpw9j1_4oX{(R6^5;Qmw*@i}bqCoZNkO`7M9M}6*9s=wR z=wi{`0dLB{J*p~&hEur8n$47Dz^y(rW39J)ctADQGI_7;E`4;EmAkmLC6D|yPWrbx zGE}sXlUScc7(+!k%c(zj-7cs61n~MjgE3%g_%qf!r}0OFD#$TP69*Q;@>1fW*LbMf3UhbjCcj^Ceg( zecP)jlE0oj^_~=7_B8K6oJ3LM6j|J` z?MudWn&n%Uj^eU)Ym0ra( z>_KLgtw|C|hrh;#(9kJWU{aHJY0)RMJ?xSFTl4e}+yAK@ru7LD7Lw?&T!(~!#LG&u zV02pqf4}pXqxHJF_s|q{1sT8PCa?1}HO|CqfibQFnA4w`f-H?S`;1x0g4fy@8PYgj!xea25*$Ec)v!<4(*v_G3oUZ_krkl-IrJJySytLJ5a{ zeRuKtf_GYlPr%7lQYm@UPYDTaB>&rRz-3lTiZ(Z6Tqa$irR07)6acGS-OB%|Y$#>r zyJ(l_Ej-{ls@)iQGT#zdFKtSU&pAc`36z{~Xh9TTk=dG9VItszrfr3G^Zt|cs9E|P zhC^}HUAMD}ygl)z#wPARk{&q6%=%(${x*I#)SRYBM)q|FZ#CrNnNABC2j5jvTkloD z-HEm$4F6Oc^4a!OHvG9YF9%OwzMnA;su6rJ67zi5EP}N}(s%zHYUmv@AlbGM7NF#m zkv)aq1BdUMi~|ger2@WrTDP6k=-cqkckepCCZI;wyvLPOTvn1dO1@D!TZ}jiY74q+ z(}*ewB3YI9*4K<$LXGys_pyyDmZFIsgOaQIIX`Dc5Jw#>Tnq`Q$vVqs})VmuOi(q;n0McMN9Cep3V_#u%0 zBU3qUu!vCYqHv0<{Eo9z)$=F+r&- zWQ(1vYA8G}bWerY$Bt^H$5&KOLao5;`Hv^(Ix|_@sx|+`tN8;3Nz8fZh&x@nCW&lO zA0;Y*AYdK{!Oc6-!{N=M)|PKQsOCC~gFhr#n(>N3u^vqTB&iSjhIn~R{xexgG=qRbu0R3NMWCJ`rpq1Qm1Ia;bEgm1mxz0t11%TWEl%(|nZ zE!35ec;iiI4_n*((t|%=1|HZYt`Y5b1FHf|!htvP8;`F#6Vu5-Yqf~cmp$p z6KIstoDd*K*L$7MjBuit62IoP;&V0!K9@dJ<}x56<{?&78bIJ+{bUS>T=mKD6(>N1 z%s=zQbN*Y2+AujN^-B*8a=PASu8i!=PsMzL)3~R*y7Qi!C-}fjg(sze;&i!`h=GS9H#tBGALbOo5MCX`;(e1*9 z)E6ncG>Et-f#l^T$_$h@?j;oj0NSrw^!Z$SoB3|d`Atlgc&&`2)3*3!OhZ;|G}$K2 zr34Q*V$jn@;o*cxH5Hn{QgbB^cD#25?jaT3#%fV}ZchWoj#&V92MAig&gdK#@!?(#L?O0!iDE50&I$eC zJ$=n(WIPyxOkWU4i5C3oXEYLlA$8ObUFnUy!Z&+thSe?!k-aZCHU`!PN5zuZmn`)O z2b!+b0l|~MxArT_s6Jm5Lj`XM>S`cp2WHgrBfRBn$)>+D8y#d1hrZwx({69ildvM< zR>oOJc@QVFom&ftM?U|~3hEWIXhAx!WXh@4n%(}WWsO&C+L1@9n^UiC1w)uKu7u*i(C35y?wwQ|R7m`jbLu0P9sjF~uf z+C-Z;XsRxYzkoDK`J4)9`FEQ8(o<5(TB=ONHUXvb5fQ6=VtzWm6&DX zJFs6QTk8|@1^*2F&rZ)u0yVr|EtddhyD_<~TwJiSOn+R=#di!cW(oTFR{+pHHTWRa}D0Cf+@7r}3wJ%9&qqkl4&`1qJw{# z361>5{Z0@mmFH)cGWFn$5o%|9?YKaB#MxJ-(0jpE2~y7Al_pwglx7*C*d56dS$*isVNAl`H8BueimH2sAT^L7F!=ZYeRR?JV5q>(o@I26r;pR+ zeW74{`k*Y$StE3De<@c&8c%i-syO^?Nbl8aIW)E)2e@f z;WBv1Kh~}u(7oz?^7kb5P>{ij(T)OPQ* z^On+pVuZTc!)0DJJ+}=Qbw-$l+XfUjDp-R*&mmwI+`6pbT&aQutSJ1UYvM)2G)_qg zM7M8iQ&6}D*HS;qyg-4~)UBmBtR43~X($VA*Utt#Qe z1TmtIX4obp?M!gK(_ZzzA&?d-Sn?=uuZ1XWha>I)dKJ(8o8-z2= zeCe;yIfbm*^{AM2YFZ2Ht{R>bwnjgmSg|b)?yP1WN4koxvdjRUSprHVvt&=`fP5-@ zE|9o+TovVyH4I38Qll&GrgF=9W~T$H+2_Uc=_$!nS7e;ZOH#rus%uwd7xr#x979Ne zDl0CaTNO_9eorI2uSUk_@zYhL+|_7|EVrJ%ugBsA1=N&h!^Tz8rD7v&Y}QPVS_uvN zCLhyT52IM6t>uD@4@dh|B-B66U(sl;*SkYk2M_gB^q(lX|EO$E`A~2}UhX&MJDW1M z0-i!|r|Yj!uh>MyO`)&isuC>;L>5v-s`&Kp*;U;Q8d@K#_O1#e=?^bUpw)yQD z6_Vv(Uf#IX;Fm@Zq4CGSYOzM1#MbP0j!iHa5T<8HJvurSo{lvz4T%^?C|6Bi<_@>K znWWwcuieLnX42P<@eq*DN=c2D-;#U^YQto!(4`}zBPh~cX;&o~dFAKFh#(Yp$kq)< zlpKoOy=Jnp!^`$ZJrg(K{@3p_F&yDa@Og`DiKXyg(IY@l!`G0rW00wno9m(`Rj~wa z33-td%DMCe_;B7cePm`@9L6EHWm`NYdf&6@+|i3~p*5xG|lL4x@`O`p-xet69FB|p1Q4ONV#)EdX3!ulHWW1 z`5HiBhC2dtjqk|qF(&A%Er-^UXXB@@yALZXHEBYZwVAgS{T_L#ysxve2&Mdw4Z^;8;vpqAxOy5pegS+hkK5wS~BND(KvyaXpd3h z)FF^K6sYCH?_pP(qw8KB$i<^-NRjVm=WyZimLc(B8wVsloqLS6p8EwZZ1H_8agY+b z1zhqK-w1=z=xpG)iAD(3D1W0Ob%zR4VPM}0>Rd2Us+XfcZf2^^#Ic0kUZ>^kL?f6= z(;#8iqX&L)mzyH=YLA_HgfN%>4^&n~wGF*gTxHK1e?e@@Tf;7dBBv&Iya5!MzN&Rln)`7qNCm zxkg7wAs{>uh{Q;P6h53XTBVz*(eSgw z`@`dP&JVrR$`zcbOo@e=NHO_yoRc)ARV!10DR91pvlVCsx46r}{>;KgG>_6F zp-<9U`RY&y?A%E6vZd5axw*`F4*3uc9dHQe_bL?S;_!*1^1l_IP-V^QekKjIUEh+rneu`prCTJkUykh*Pu*O?+k zkB0&UR6>RvLfIQ5#ud883NcS#($neX5$niZ>pgf><@#%mk;mxiS z0?I1b9{py|$LWorD-mb>Z8jIeRdvz8y;*l#JAcR8uv~E(D$OW|XG;NQ*wNiggL3G~ zF{)a}06cWg&K6}5h@rRF{oY@V{$!$`PjN}mPO$3uChZ&|*>(K;lt9cn)#`_Ij{}3% z-+UuUbn;i3ue9v0UE#zHMSD`h!}?P;TxOK_GtE7RThE^`Yvq{!W7U2KWLTnzH8z#c zosQfse^0D;GU}IkAazm70_)vz@a)m)W^J-(^{&MhFTZhAzzI=atvsWZZSA`s5T`qE z>T`tCKM!NRY7p$mUILHsQ&Djlv6Zb8^RfiusOG2;tBa(wxLQnMlIJX_P7vECYgmF*VFt@GP}ST3 z?~hf3Pi&o7BMc}FhWSUGa7|cncl02>aSFB8A;=CJUl8a34lT19R?MNT*jsMipcU@C z-NO61`wWjpw4=nU{`vy$Km#ka>wildjdtn;?W{7*X@))}*hO zoZ2y0Z>18J+l1Q#s#z>%lvCJPpS|)<3y(;#8+W#p^8oem$oL0R21$>oC5ZX1bs($} zCzTNNZMiL~w57vahsU$`<$!Lt83;{Fqgp5oX=`A$Dbn!s716|O!kTESP#j(J4 zhP|HiNBkfZ^f?uS6nKa9&6>ZyD6+U$`JZB~OXp|Qy}_IZmZB(itbg3Ly=a+^7FUKf z^`f(G&$P^Ev39XS6YKa-gj5#lQD+actjm`+c%CNqC-25E^rT3KBGE~pV^loil01=T zDFar2+dih`eC1GG0HqX=E<*&8M*B1^S;n;xFx}u)0%*l#~5}?&Ayfo zE>Dq#l`&|M4LU<@L!w*O>1*Bcfp#lrZ6UgMM^2XkgdvLC%)AgZ(aYvOJ=4aOb*FUJ zfDY}7G8wjry?)BLt^rEo^@VQLpu(hmSXy$k0%iGV`T{`y{2ge>-{Yy58D8M>x@0_rbkGqBKtfZ&zzDUOqxghEF^1*hbbW+Z#yTG7?zoa?8jOpqQW|) zYgOoGh8W{mKOgWEOBAAVm15kW21S-eSJagKRYNkeL+j@I&r zoCuvqUcJku+<%8;O=R~G>oXD7sI;IoCac}i^grDln_jWbRvQYFVX5-`=!pOm&-3wi z;V0bTW8&;W4Cq;I5rHHp{iLX$K7$wb(>hKG+FFeZWEQ$kb7Xx>o{?{huHnK2k4g(N zhvZ{>=*4K@l24tseSb^YsKq=hpegpmh!5GK(?l2~fdDch@XEv~kU2RX%1)ejZ8F_L( zR`>{X#X485uI#*U6%R5QT<^>Mk#$_;p&>D!1!J|bAKtpi6d)`lg1PB3xoB)c+UIhuiP&hj@t}h zTs;F2b$_K|R$tFw%du8rt1=o{ zexr2W>c!-{)xp*4@BtfPNQAKX@5h;zThFOcQMR+IGEW`-%atsg?T9x3?lGO}yOC(d z+O#pyd)vbRPY$FdSa9MfE{FXPxAJq%Z1lRGnY;iiStkQxc^ zYL3atibkht2uFML7f}?|-7ME3--EfHnq~Blt(A3DapiHBX8Mk0*xN^>m0B734zhRA zF8?U!G?lP^S61vnQn7V7h)VCMJPI!rCRi~{vk9~A7+a*f^_^ahk2pe>*B!L$G>G4jZPTF5AHD~=#OJRJ zI*t3>&B$v=X$CULUZKTQWyVFxx>M~`ho_WkT(0{P}tum4u2HS!@|)-p*zDHwMNUy$^!--O3jIWCqRTEov)kfJMbo6>c&%A_o%|>J zA+VB*zH5Jv#?!v`0+b zH1PLL)6x~d6a-U*f)SQ1$P`cOWv%C{U1M=B;s7h+SlzKmV?c-|u8hrcsG2;8_7Djk0|Ia*CUzJ!M}Zn+DwUdA6tO=|L@Y3<~03b;&`^nXT=Hj zt|UYXT8W#(+JKHS6L>QACWy@p)@8_R`|HFsz%i%(pPWb22J9kLAIJyseTwzh;D6!~le{Rt4PqCU*`z>JAK?Mg@c``okg zUg+a)Bl%ZauE)WCxnYmBY3Q`cvCG*_8HRyx$O;bDacRW;WU2;*f#CYttI*k4kaH^TOb)$mw@Q z5et-Vs-XpwMp}`qdbXGvUQYEcVIXEeQBLYY03>Oc+tC-lIA& zvQJpD@8<@Im-YLXEe1d7mjl>s3?;>e>$OD$fKOFb78H8~6!c4TzB=oB!$_N(N2jC^ zgzZP(65;951^0_>kU>?XYI41TM0F5zpF%#7{P|ulr-3)OZT9%>3qCQVu0_fBcqng~ zhyxSsZ?%}Xz5Ws>NmgN=b{^#FIDU!fBH=kgQ4m$o%5GJxZ@tYH;Ak^Qk3VUJh@nCH zNp)!Pe&a0JHrVg-#;!*a>qqHDiHaeb-x%8jN>kxFfvY8u4fs(fILcrK&7yohLfvTZ zdo_ji&u*q~b1GSXW-T_7`zPzy5l+6B9B5$~=SLs4;446}sTeoFudMoGF+Iu0|BYT@3MI{6zNMvKac0D%ckRYB0-090Vw){Zn+(f=k{T;T=6{cHO13Mvq&$V2p_LC3JkH@ICMGGAQBZm5 zXBsSUMwhF8Ru*2SpWp77%t{g6wE_&iGTP=5MAqCv7K#L1awf*5XP6~moin~GWepb6 z5EuEi05EP21G|6~vXDe;#}z69E}V>OP%~}Km4|3Fa6JXG8-*5ZKgjZk|3l7S7)VyL zxnpC)dk_A6;KMjM&&N#wEY#0#JsdhMH#WHspXu^lBm%^iL!3T9Dr|Ty+!bQGP@snb z4Ag}bOZGBdm2s{gB(SA8?E@piGx9EA+>73D?ar2oR~!|fFm|%YK0ZMi{towt8t6zy z>NPD$48@-nTaJ;g>2;k;L}|@sAzxp8#U+q7s&8+i&5ymaJ>_P*YIHbqdy1W?ypT#p z{(c(H({&l$ketsrrTC;@(?IBRVSPNY?8_uS{L>ENZ@@v*J-Zi#t>12&h>9;8jcp0t z-MC`wntA$Vu$T+rAySA^o`{nnyX-qP1H^?htEv-7&!y?K@ThMZgLUwcC*9yyF{fXXRq?#5y;ALjppeX6_&c0tRuJ-8-8nmH;0wkw^BllG7;ETDNLaC1&p+8TKH_pxy@mH1DTjh zKaL-hg3UdSC?q6oKl#DJB3r)Tp8fc$Q)(W?CN9``u~B2@XE*@hpKm#b)VYokTmoM( zd8iP3m{6!dOreKNpWy!Qe3kF|3DsoOLS7@^Mpc+(QD}E?TBr~U5z!)&?8-BSHs}9^ zcs6Rlq&xS9z}nQj6P)lq?kBMF8o^oOd8cjYZZoCau%yuqduy|c?N<=^ax^&JEP9A zE~pEFe{jmZg|6p%3y&@-3cZ1qOaO&1)5;_G+>KB;Uv0ZOtVlc=U9k;(34z1}^wrtu zo?#7heu8%STpS44KCR`qtJ5-Vb?+wZ+88+@=^2l2-PwNn-ghdwM&ut^DLZ6p$#dlp z#eR<_B{d@F+YFrK{N!kW=eE@3;_1HP_2013nTQrQsYix5Xb%_sh{9ui!X!cjd{I;#_i`I+ZIkPTd*nCam2n4-nDaln%^7&i_?c*W(m{&tEy z{|jHsj*H5d&unH%0jE=nDi1mNBmY95oUDu>i+S9?va^A%bP;@xW5u?Q2?=Qf%m5J| zGfrJZA%a*J;=>wFZWZs!EV1k0C8_BiaB@rDX&^Pv7J+piOo4 z5{fm#jQN^AVte)#h?4rNrbu0^QCrpyeyn{~)D;UO&xk;$RLPu2)^;9>Ms(EneC#>S z*@?)D+J?{g_21%krg4KGT_5pFxG8sSuunC~c-EQlL>KDpL|Q`=SxJ%JN6AaWmyL)= z)Ekr8J{|F%EM6a|xe%kTHXeD?;68jlAj-V8T#SXWfTmiz3yEhu=tz!GeZm|!D!&TB z1ZW7u1XyX4jRSzAa3CMn?a8gM@vg`c-^g7kth|V7#y-`KSSgt|lGkUZ{rpWzH6_dg ziGXfABlvJf;1A6ua47y)c|DySWboz-&X0Msp*XD7U5TKfAOs7JU0OW_3i+cp{=lzdzAUtpz_F&f31X(+Ab&gsno#~N%H2RB?~ks z6ai?wD*yTY-C4E>|&(BL)izJ4bBJfHMC088o*54Dq>LW!$ExxX@ zQRhiyV?Z6%bRo3?TixkjtYI}n>@oHtQ;1JIukx6q%icv;cjw{ENUSL-F1WOIx0(_+zPa?!~8oBSmpIyrh3Rz9}Q;AIE; zxu`cvp}Ldo#a=B4oIQwRYsal`dM~Sp9PlEmH86l^l7F`B8=5x~$B4gfac{7(i;+OSe9N^(EZ2=55`+#R+>V4(Y^x8WZX;yS#Rr;-~VQr=`s)3%*BESnyX0O`TV&x*zj{eveswH~<^@A{RJx^6n3? zI%sWI_myCQtaYF=zu5f)cJ}UwL7Ho0qpnKuI%sOoBkHy^VqqO6@4fIY`e!`PY7cXV zq-{qSUzOp;e%I&zi3wY0{nlRmAgM~8u^C-WNscDYjF<+h>{EU9GzIK{H&kRxuF=$! z!}OLos+EDO^81g2H{6KBf%<Ooiu-}DnP_!f~K z8S(%^44OQqK#-P-tmMQeBa;~<`N%1<-tXoG-Z}3>fuFIYFki?fysCF;e4f0d5ExPm zzv|^Zp76{$AA&Z0XjG0R{a4nhNFiDGgf{ooz% z>F%s+IO`E4B@T@NS1UCjmOi^_KZea@t2lzsa@^#u-oOSwGbSMk$R^0b{5C?m{ZRpJ9%i`>p~=ELH;OlP^Y(qLXf9b>*N zKtq~Z=A8Tu@w=D{t#-zt?C8yhDSxwO~Gr^{rfgyj;U8G zXPV&kdMl9Ku6YStLAG6TAvbbM)f5OYa?3)w9wJ6PnQ&Yk4RBkCSZAWs{QPTSDZ+z{ zSgZ5|!;iJ#J$omBUTHos+<5k?=4>v?c)LrI)D!Nft~#d!IE^#DsL${3EK-?s8hj`* zuzKIoMGaQ?%{;0v*JAGQMj9ll3Dj{5Qe66Mng5^V2;i|Pj}%3lG869~op#pQR-ON`I;|(hh zAoW|p`gOKXt0X*5+|PFL>KpmvRA}-gcu3`shoA)n`!# z-MmCRn}Zg*K3SXn&4<2b!un&Dcnu$9>sZ+A-1SEk^n|rN-29CvrnsQ7CqaZ053`}d z-<+rCN^g21zjV}ro-R76E$=N|!Cj->XiTB!6 zKq>3BByS|TEc1kI$}*>%e%w(1U^rB1qP1XTTLMhVPu8mP+X#VmFT!#+onp`*Y>r2_ zc|nfm+A!sA0tj>1IfvbME|ze{1DLFGy!)85+PExFa>M7C6X4d@?zn}#$Jm$aeqC3wah`TQd&R;s9= z>!9R4lR4zb^EAgrnmQYoMA+GWo*CFjoTSqx0q^+${nV4J@&o(>&^Uhe7LvG=Hnvlo4 z@%Ti#gmG}U!L4is{GvbIDcTCpf&8<=H77wH{}~|Ef8fIen|kR{4`v4(fD^>y{&y%H zaG!n$FEd!Xb|#!mzsliK3t-86wJ)f+n-OqqTr#)yTRL%O{iTisQ^o^Gx zOgKaX#y_iRbPr)@n=)z7{A&1y02Ig1Ii}1*pTjn#1G2TD>pqibH5yi3ru;VH961}vv-kP&$-ti6$NljOq(0UB+#XAScH<5`V#NA>uI7rV6U zRIIwM3ObXMo7P=FR%khQjAvGjKQ%i~G5sMbIVgSPg^M|=EwIZA-yc>ynyg^C22P&ER!xpJhg)G1dCm5Qc<<6%j@dG)g!V? zYIm0(l?Z>p+Z%KYN$@;1kya`h|LLG;_^h31mHb<8^S?R8aB1BcNP&4*)>PXYv#o2Z zv2i_>J}$7_&I!MG5ULC-Jy7!*3O8LLh|Q$58OZ%hx{SXpIkbEVL$zzn`K+I@J)X_% znwL_S%Y0=&?!sNkgs^=B5J z;n=qJ#rct6b8Pl$KPKe=k@yO-`=*4!N<{n{Vd$N78d+C8QCv6nV|KJntB16ZZCgzonHGLu9RcWjctH*%HglC_QnC}U`1ioZTY z!)V_Vi~&b6`>ITrYjOad{OF7*sj!_1xHN|LV*6grQC#yuHHm8v+vDIl8&}EmwuB|3 z=V=u*m&x!|HM&~?b{6!9v%fw60zS^RtJhX5aG1wcCLb_HOZ+4d%YP=I!x;_ktZr9F z^(fJF1$;ydn+&xf6qZ_&nqo?X!ooD9YzGT=<*5d=_whM0@ZU&AdABhd`Q9{%n=0|>w+i7O~fdC)p zUv{f;RTw}P)BuEKX8>hc9JlXY%1WlfmZWDa)zDu6=PuOdw5Y?!%ArLKKE|!!LfjyA zi93&h20?Y=aihA((iO;fDSscOsfH9~)M+tU|MHAW0Z9i5*x5H1#XsZH{6Gz%0@zT9 z*o<&29?bg&nB4nQDrW31QhyJ?g+>%i)sVt|%`Rcr@h=2Y`5qRuwd*IFAgGHKT_5~{WN zvusTnpL4Tk`hZ_ztALNn4^1@^OW>sm>^^gQ;!*CFx*A1kVfE7aoButLIASGqxaBBf zj)-z4MS-qvz(ucp}(GY6j#}2ndQB33=UW$BaNg+fDl~v}YXY$cut8y@-`l zJ1xwXTjX}3n=x2kwJ@K>j>z!Q`)4B%*^10S2g3ar(qkl+IX#Ty@!!C%8{ygtHhPn5 zR{WS&5CAnzsz-idb117W38DL;5{yMl4UH(Vu@>KnYmp|aK7ftopyKgk*|z;BK3g0h zbnMGfpcey6OgPk=4lJVYmN#5eOV zO-7zswf+o_x=@{yAF09yC7M`}KGG8^iV+-Ts{5CAB8 zsmRY4iDl^l1P~cx+eiZ*yX>jb%x5Wkqwzota=wLFbS_0{9<*OQN?JFEA!Z`}7-4q9 zCLm!T)j)1bj^`dXZq}xm{g6>r7`a5_ti*@;&<2Ui0@;1-Qa_DsiFr%%cKS0+zilG( zo+OEEZ|uld2b2b!h$tMWAg?4<18)!2GTrxmc`q)7;o8kkP;3Wd&dExsXFCrkGyucg<)@yv z6>Zc>-YSIrIi&7AlC}^$p{Jv2uXnj??|FH!_HMf;7a|o+#;rRp^uXUrjtf_2Mkr&s zV|9QOc2vqkWmF~de@MWC(zdk_bZIS-!m!Jrvv8vl z{a9S+O_C!`S77iH5wSwIM@=WO*#)sd=YYNi^fmz4ch1sz9V$p53@j*=rbOi{UnDA^wGa-v2HZ4_s71{UEYkH^s<0=@>Sd3lpJGd%(6K&4B-HG)KU;dVT}=|YIkvfh zy@$}GWAhz!0Z~BXGCizo1sbDR-tNRkJDP zBV|Ri)`sK|iezi$`a=&C4n(Iz9SG-H5&)5Eo`I}~LIz{O#r3taik=&}#2uYX0CXS? zk60jXshv}Jn~q5&84@8WEFCi+?-;qj0NQ>9WcmaYl{ykPu)=S&eYQb^{HoEy2T=_~ zAJW_IEuWs=WYBX$$Mt}L*Rej>_K{%641dh@T5>}HCij8p9>DCp?t+1fegGel>s_94 z_VGVoqWrGgZF4a7;HZq9VbjjSLl)HZNa2J!SwP6JRdDTQR35D zpR0PlVV{O9&qe|1=)to5X2X5z59a2-J5@FB@V|9n4}Yr~DO}0o7Ve(^76;U(vRCZz zT@V)JUGZkF&H{k{H&!;<`{5%Wp`AFNtAekVRe#(D@iVz8KTDbTvUC&+wJyPuk@`okc#KZF3#GP* zEF<+!2Z@JD1yI4Pi_u4&=|VPmSj$??G%5b)dfQ5-x=A0)P=L{%r|n4$PO zvWC;cQ?VPDJ7DpYeDNA}zLOmFc+~2Z*)Ugsd>RP^ea=s`FZL}`n+(}9{}vdA;m*_B zPU)U7``1cz|3yB)t;tIa0Ok;RK9GWv*#0>f60i@;!|lK9nd2m^CcGHR;6Cc_hqXP; z!Rb2t{8lL}lN<(lX0eyLiB5|w1^BR{vUA0E&kXYy=_qU@z4o`FJz(`b@^(nbSb@`QE zN5|$A_Mht{bz=m7p#N!Jk>;A4WarnU_N?9CbJ(){%=GHXY)Vm$?*lPb+8-hTc|i+Y zKLMaEq0dZzl{>8s;?}~FjhCiqYCN2I2Ohq=ilpRWxB;-e0UR;JCdsgSzE+tCU}ur+ z8XyP!Z@|4P;PCTsCFh}szQxx!%0b#|foCI0S*eHKYX0OH4XD%(BWL5NR(iwZEf_W( zjPCFg^@%X=KT6ke9D!}rr=v`6f*Q$%+D(kwRuK+#-F7M?!6o5okLy;dDL#k`F7h(K zDtrK9LIx+7pAP&E!V(=U)7xl*V2~VcRj;n?=gp3w$o@nM$?A6Z@nvR4Ajfxrl@c)x zA_y`*eOj)N>&d%gWW2W5m^q-jp{e`Se(A28?;Z+>$G9WtOQIUgfa3BjTM zXiDx9M&d$MgWBP9wJ&LX;z(Amo2xASveOT%UG#39p_cDfXmZB*_sq1i_TsIDkS+Co zD`<=)P<$^4r${DbU~!$&D#gzg}$I@{Heh?ga7qZJB z%bptwfOvBkQi|!~GR%(i3!FiU3aWYUC=Y}yLo|H_0Y!QdgKFivc|v0U?G4-5MyXb2 zLl|s$pOkx#?Dnz?;T)7CzELk*OI`?hGk2R4?d1ei2_m8)C#0NMHa0v%(!KJsWL8U_?rTxQYqqw)Q=rL zq0tvI?E00r5?5L3wR{}*`t%CWIGKTs(C<+7TE3#h25TboC;QD7_{9vuNuW)jr$dFs zV^+ENQZPRU+yLO|Uwqmh@p}vuh!l!C{7gL&8SnB*LmD@*Hm>S3C=VC4WPqR zUY>^ypJ6d~u5NRlD@EhwOO_2!`=ZikN1JLPJaGh>vt*7a*WU5?=mM`>Le|l>k_FDV zjOrsZqVA<7z!g}A_q2jg`~Nuc-eY&P(Ll~TA7ujG8U4LJ_0o!+f(+kJzT>DDI;+OEuFKpBfBc%B?9tp zcoF(zBuQB_;w}!Ohv_lX#e^K9)x5@uUuY*^rlngVb(=oI@49B*KOL>*#?Zw4JA(W@ ztfW!8wzj!c71mN*3(emZT~aw0pUbZyk5;3a$lF|Yx>Ri`gwVQRRT~c!!7@$~EpZ{OxXEO?M zj6%0TJ{-zr`smNkMrSPkN^6xr#ndrDBa0&E@MU?V91!RYF72*D;vOt?%-iAMG2V1T z9i=d;&ze!2g4{o$GR2T~~?#iJ;SP@RQuvU5&8E~?K&m=>{mw&}E^Azxlm)39Y# zepxCZ|6H^>Evg``(Cd20k6UrcdGWh)setC*d;cRR&Tb<#aCWf=k_=g-ENb-G$- z16wCk*tHa-EH|r=far0*TEB0kCJ~d`z%tk_z#YqWjnQ2@Xakfgf7NBdX&qP(R z$0%$OZt5D-L5i9c=}LBc|1s9}7Pv3mfmo+4F-{G_Y5T=Dn+?a`Gn0E(t1FymLA3x& zzCDsc50bqIEcYfDp4Aw4{3nUOYT;7H*H(T2}e`!Gt4vnuxIo5~*kB+p7!#YwO(J z6lX44WRLMAy|3S`M>EqQCTg|LZX0G9>HlfX&uQH}4W#Z{xHkD3Z3D6`V=gc>z+sGT zTpyj;wO#;~X?I>0K@Mohmi4<7lXc1bh5wQ;lCd|ON+xwu>5TqF@&GceBx-Oi>IInT z`bp!vv3QRpS<~RGWfL2t*R`K5h1Hq?)x<;C$D2;{`_u~TBNJ$9Z-7thWxJDe_OGow zInk>q-e;DE?=lLoHC015pKy2kpD_>EWpAp&RN)&i>vaWBL>O@HR{_NvY`g)yy>pagSFvw>^+MrEd%u`da#t(7ei+d+I{wl*CBr~(k?xJ zuQnS;C+n}uT;b208=2T40y+!%axQNT{6v~{KrOk?Zv05Cx)ZE9>pgWo&%a39A8K)$!TN)j7~B2%Ez$FFgu0OCs?RhxT#p)y@+wvu!#78Z2cmzu?4Ouw zDwQ4TVheHWpW-@WkM~Gdy(o{!EHJgSkZvFRWQ+{P%fGl2=jR`V6?nuo8ppbc{;JBg zsSh$!5v4m{pPuQ4Ls|Mo*7}+W2~0b$DD$g~2bzYf1(8=Cn+3k!SNM;`SV`Q}U=rV0 z8)kW~uWa-@oepyOUCWBs;xIb(#ui|C%0JgE@7a*Mr!Cdi{c189PB zWr-(Cs~I(D+56Kfaj;arG!K6X~gU8*)-T?^3bh{y+8f z<);PP^Vluh2`lwNL*_Rg+@QbW1?uuMJ*KgT)0r~E!$W93YKx=!$zF7Wd_-2AG^o`P zgEY&9DY4pA_un5>}gRmJ913UDdL zFzuc)I_Ll$uK^Ch4;dQ#bC_rtd8~|VZ~c$V3pX1lmGR%o$Fiwk_)%ZCaejozs&o;g zZrkG+hU<`c?ZvW2&OdrG^0u~-(ThK65#cIkU*BE1v+t4a9&r*)HIv#EkVg0e6Rtd$ zn!jamWkam_UeniqR^R7;2;MyX6|y85sKdZ_*m>4IA0E14)^u1Qe4)a`FGYjuAz|wF zN@gc@`3s4mAO@MGZq3L)buntNe~AfMRk*A}_?jI^*pr{-Ui~K>IFrcCslaQ6NMv_> zf>lPVi1K!D7;n3U6JR3(pAX4Onuf67?d_Z{0@*>oSAaiFWg0hd zYk6?Z(-~f#gtJveSDyQz*OLmoS3=uui`J|V{1Czn#N;pp?!&GkXXGSgPLZ>T#l zouYSAXcK;ZPVR4CwQO^wa?Gk&ou;e2VwqI7oYikC0yw~D+0zsy0)V=fB6+&g|%TfJ5^Zk#wC zu*~YWbYg=|UDan4?z4rnn51&W(s6lQgJ>xM(-95d!WRG{^E zH+aXBb42>zZO=$#Tql77xasG!)FFZ6E<9_>oH0f4_znX#&QX7Z{|WP2*g^1Y(r?4_ zk07V4G*;-+SzF;_b4IfC!u2&LIRHp>bX;OlqV6MnV#PkEi|w82!CPCnmjbBN6T+zB zW|chO6%j7ZdqC-5pau%UX&fFbu3Wz&HaAVhR&PcCtPwp*YO7VR4I4RgfK~-$$f^1u8x$+H87X6M6wHG2UcjhnhkW~nI;pYcdkVsf_mj_oPj zWeO92Dm*o{9UnfD-Ug;;H$?~iokYzk6x%+Y3REo-^xuk?%^CI_lq(hw=^FC*K!Xv{ zxF+PRyFoobbz6j$Qen?c1*6qTV*wBk#ZdAu6@}MxXY0k1odr+Jvb2)YJ)+iOaQX%D zP<8lRqt7iMayubbR9ItimpKjGsv%ftI zBSbVg5H$O8FPOdL@d6NW%(U|Xn-lV_tiz9QQU)NwhPT9{KA+fYh#ppNTUyOw6G26q z{o<6YKWJ4p#Z)y8VxKc5ZF zFK==ZtkXnOKOMJXu#M3`(Go_rpY!i@`D@kyA-@E!uhyT4%;280$Q}YxksgJ~{_c-56Gg%F2@-VIsF&6*r z^Bf>wr?3hTZiE8|eM_p{0C{H^yF5yk;tT@vHuQLxbNka3%RjwR^n9}4+7l5WHp*dDUy}=w zgvjFW)s6nfr)EK|s&U4*fZD3-|6o_Y^1K;3fiT|lySW9dn40c)uAajy{`z^jjPAG` zZD%6(9A{6H`?!}GOYe=FOWxBdVT$KAL6FO}ZmjD8RPs;{63uvot}|2nyrdrT6JEAa zw}n$f=&391!B23>hob*M76qsKRy z+wnVTXARlACKGs`J*x>iAZ08^b~Ua$ur^YecCwCzd=HiE^GiDPiMmOF%n$}c zum=qm4C;zly3iZTXr~;%bef^wV^9-jNIt@1!S9+z>(c+~|5P3#`BBb##p5SVqH)3KrZ3Q^_VT7_nY07)v#Dg?jq;`t4yhQpT3q*~% z1O;5({m%eM57PoDwz=&s98QDUGLi1>0Jpgi#%Mw|-FfaSC-MNyJXUyng>^V8&OnBM z-A-*Zpba99?MbTh%PLfeyvQ)X`Ho4_9_9wU19-oo5>!>0SO!Y2%_nQoD&j6#pyp;S zC7cCSLustMO5GX(8rf(>f5L$7VZ`!uaZ(^nfrgOo{OmK*%!QT3H(h@s_v3FD5}=nCJ+*$h8dqd*@!omzp|?V(S+V3K;GwjwzGd(pq9 z2vPSO!@W|_h$(P<%_=ez;MlHLg1#J8hnz&kPS!Pe{hO5rDhOKOhBmG*EHERkNEKb3 zPkH7-ZQIaa`7gm&>&$Yz5TDM)qDjpHin*f#xFYHDT&>zN-3yQ2r5Sa%JnrIIJn_hU=fBASEXZ=X2^z z5n&q_dK8g)mpQU$q}8}N*$w*j`RAC*=*qfRl6c)ebCK$<4Mc#4nvx>~^bP-Kb@NOr`4gy;|nYp&T3VtHZyauSyB2;9eJ zIDO4}QFlCk=$Aj}FxeUOEuI?gX-fnpZI4YqTT%IwO^2CuMOO7r7@yhAH~^^Q%nN2ErS#*F^CBL9q#ES zW!6Wg6OXc(YTr>cKQ+Rp;g=H{(R^L6R}!DFgG=HLdr)T^g@pq1xf0sZK#DmXD>Nmw ztjxa}9$hB_DEHwJ4k_(>@*(-_CvvP+@uotI zK@cn3G%1Lku(|aQdW1(z5LhrtIv8>+p!lf6(z3V_mP^T!mZxHNBv9Zgg~EVa$cVAt`U zylZcE3#a2kmI6;4KpfA!@`p&-37ffOh?+?_UH2PIk;s+#WeKcfR`fR=tkcVa+iD+2 z$SoxK8Hj>TSzf81aW`UoZ%oGRKj_qk!Lw+%7Zc$IATclniA!v5Rk?tXm$ajq;xV!X zOV9Beq#e_;FQ19H=;=~*dr)ZKmno&fc~I z^pBG4PK|d7z5MV|VfVQt!RP6PmhrCr>3llp1(`fi1(vFyR7eGAOIR|%bhb2g`r@+p z;ATJ08~ki#6dg0!P*ot*Gh#L2SiQr~yJm^~7GOaH5@h_BhdMNsi|zM_>Ph$XBx|LP zJx43^0UVDVBsWI!42sC`1M_t;1*D}bNF#PgUMMxfSw0N#T1T0u0&NN*n0FnAuTI4U$Gr92;A~E$$rm5I-9Pv-Gvbx+m+3gb<(;nG?G2{PV z2IbQY_3f839Nj&|aB^@&#%W|kRkksb%sh)6u?fyK1E_M0mUj6Z_E@|o2u%}ymeOaQ zy9?tczhUtx{0?BDN?W>qYHniqm&P|sVlBb`2olHBShh*&&nmlAQ$>#%Kp(z#5Xq2y zb9OZQU;H2O7b5@ii*POiHq?C~`a+JvxNiw&(U`5yi*1$c5igxt@`(;!j7+%ps6*l* zfUxuu3XA)PHME7gG()STNk4I^ZRymBEXv;=bc!FJxyF&lRLA+wgw6q!Ve2<8d1;&< z>fBR9OF)qC;)K52B;fTw7!`>aiclZ(69z8029}S0w0o6AryZ}j|t4H;pmIBaT`7B5E`VHf+>eI2@4(r z@N$g3T*}4`WjL0)5&;f!9ZGRm*5Q42kpQK&^E${69~?~sl8M|uF{1GKwT~B@miDP^ zH|0E3AI^x9R#ep-5{Jmb+4+_qB^DM46c0>{WlANk>lQLExp~FI!=t0xZ5Hu$gL+~s z@sIU`&SkFgt#gg*dz!*a)QE&7Q9QnwPy-NGCM}OD zcJ>zO*)8*ZV!{OHOTg=ZRg(XdtFp@vA+c0SBkcUY8oAUjR~q;AI_jaSSfHfV;Fc@a z=2v85P3uaKTOFVS5nsuYsp&^dgPUFIxd!EC)b*U2rmOh;s-+YV=pG$qlGltXK0gJo zTu4o^nZQ+O)-|2-+2pJ*$qv&ZC|u9}`d5^l%V8Lh924eoe;z;4jJ1EH0SBf(5*qQN zMv(2R<9!t^z3obP6ng%d80YG?vwyaEFC*U!^TTfr+`Qzck!h+Br;VD`@`7+nAlV&A zx_P%`n^h>~0f*m>(&s!hsxa3tH`pQxDx3*VlLvz1L*5T^KuO@2lgR^?tvK@Vq0DomCoB|_CQqcUY z#brhMQ}6MM$6vWH(u-YlqYHsF%;Q<3r0!fl)dAM7H}*kq1-OIbW3bXJ2TvkIhMqG> z-E~kPrnfWvEx|_&PLBauaz77J@1j;aHB3PsZUV0TQ{Ay8oxIW$0_joX`tr}uxAt!| zC3Zvo%wD^G?Cjp>OoX5lP0ey|RXx0tY=(9P0uq`t z7B&WxW3KL{Qc)t~+>(yym1%S5uXzNw%`%GMYxUYM#*Am1NYOp3wSMIp)T6W9SF?}# z1_x^vo13oM-&54aYzMQWGDLfSKFt&(k9G8@;NC+{0fe-{&N8bCP92Lnz4(Ch@bp9a zf6ba_3*;P9(S+}yFV74W%7Q}^>fN1XI_e2$KFro{Bm^XkJ1L`p3i?pOL$P!kx66PU zMWKwNAVBTYFd9Qz#6QGb0Y|=Z+wJy_Z3Npy6x*xRz*6B_^(@|)5drLI-u8!)Wk4I) zfn~~IyK~AA$5y>!WSJYOXeY~HNAys6>~-jN*EiZNhqknFi55$sg^38uEDkXV$53}1 z#R?o|lmvu!!AvX~uDPl8X0%mYMOBcZ+r6Ty=}#Lbv`0K^isrr1!~nWL%fTIFVPFJG z=-{UkAK~t+;;jVSY`|EPpf8RU)vDDw^!6mgl$_vHa(fC(L)f~+q5d#H1H17);){&h z%Q7^Ggka4%&O2C{G^`-Sjm&s(=ho$YLLryF?E56b7WYB%R*f`xJkfR}pzwk--EYdrOJzLUd| zgZ>fWvq*!=K|0&WDnKa0Km!gtkr4nM+Bz**RgD%IX%Gz;e1g9t8HGqrtWA0iNZ4$h zvmqjk+QzU-YBItU~@%D#1dUZ{Wngr{Wy9d>DGL*rE8{w~7KQC;G= zY{Pop9<2vZnWq`+~$gy+HHokK{h9$3)++Z+A!6TR|O#QYnDuEho+_RAp~u zxU*6o`vduJNF3>nWrr$L=38FjUH;08!CAmuF>sue@-VwyY_#~K_C3vedB$?%eGR{j z_O?$+^&MB#cHg!N=`ux)K}dd%D-xPr{m(6P4dh>}@BVw&w~*0SXxVcWn6A27W_8XcYrugE)JKinV*LOb zb(L!HGaMu4QPvc}=GJ3w+b29n(IGHmtnK5IQNtA4l8uW5-W(lDTDSb)n~Ml64}5Nh zf<%Ra$N5A+J;C#s^Cojn7j01~dH1fD0`$A3%d>DSv}NV+Ih2>Kt%F@g(;JowX(Jq`0!)}U{$6CulOzZAi zRKx&~eM4(t=zGWr*dlnIF{Xe}KW-q)gDCH@<8#*80gZL6A>iM`@sTttM8$WSP6%RM z62Bj{2BJ6)#{gm4L!K2j@4P?;0uD3YB2EwQiS@9k@R&C4-Kwpig60V|jXf^Q@vJ(9 zvUJ+UT+Oz4Ven&kpJ~mX4{;IZqJWua+utvQ!C;{c7&`u zFin@kz3uFJRW_T$oD6H7neINiyc#z3J*3tlEz(Zq-T!n$e9|M@fB-IR_pr)eP|g4Y zYLYy&@k+i_2)?wf0({gw&4rCcAcG*FuFyVrRI1fxlt2jcB8rVKg8$w*$d7PKrfI^x zrsS6!%`H~Ivh`}2hsn2cd*~_UE@P<&_55lnM#OJDR%s3ysD(1|5_6Z zx^!8r`DmCQEl{T!T@*)}s{~YapSfa0Bw3(_lf4HdZNh_oME_lScss{4{`KB6f03Zd zO~UBUM69YrRI#w{@_<%Gw#T4zuX6O2)Z*&*G)&G=2> z8cbX`30(x9AAYzp`?obHO z)AewNRr?oQ&Vki}i>6C<_Q*1zX#sqUH-$wIv{EFY0RKv=c!}=etU+>{Rk|QxGFF%k zFFOrdD31Cv^S0#*MCUZ&@NLDH1J@w}BgCn$*H>|V?tr@Wb6GF+JjB0pb(Ae|sWEhp zFW6v$l-GHmk$E20cl2Cm(BDGvm$nv%Cj;nCxxO-3v{q6yIBtnIT9b6DsD4=dSJrT&Hcp2Mt~!%-5P3BrDieA-eBiWAx=TClz9TkBxi@zL z#8Bz9PcnmI$Ga*bJL&%|Ik4vvS6-j{zHrK5#|hLkn?RfRBhnP|_3iemekp{lnHO&t z3|JSALX!|vFpLUae1N;ps{qLCW=xd(72D(;-fiZgiML97Pc~@u`l|hH6k^UhTiM)z zYLe|z6KPs}plvDny?LF?IXgZzpa{XJhWXaV%3ocd@_$h!_QEaf)*Il4PbX3nSF#QC zqFy@qgnARS2%U}i+0~|Vh|BEHq#!PgT7}Te)K2U9>iLimeEq|LIBA~p-&q9)@v4!9 zg%c;zDZwThiuOhfA^h3kOUOF7xMwCTb?&bey+cKWOS*$$!HZw(I(>BJ-P(-jQJ|jg#4t|%_!;HyH)qc;+6z^Zi zL)XpNs$r_9V&E_0Mic68=&kLXqJ1PCva6}Ps+J}>4hu;DHZ8q!8THpla+|+%nWbWF zQCAtt!^FRZT1+>ya}b5yWJ)e@S-PzGw=deoRFM$U8J$6;QyQp9hVP#<Tv2hn8ZNu%8Qzkq1Tb6 zYzU5mB%p#m4p%5unNPsG!9ruO>EG&GJM%+$*uu0hhgrk%{;S&fPNV8@tJ*umg^N4} zk^llg9gF90B7O6>tAzH$=6u|L!w}D^Z9vQTTVMdU%L@#RC+>`yN0W6`zogeV*Nxx= ziepS1IJimo^t*UsaBSlOv=&CKesYg~VSCees_PT>hyHrq?`x}8wIteX*efA@bZ%Nk zP9B}vL0fXbRG=bA0ZL5|l%%ei9Fl@QX3e{-56?VvRi|50zY`q3bc>Va?TZ>?2|rZg z@&2lOPcij}5FeI}@@JS>EV>-&yywmZID4;8VemfyM%Xr!y$QSYLjAK;IzynwExHn( zl8E%eNXC_D1p+_lRr7__N=8n5d-xMUUEumtpG#wFneWiaSm!J5F6#tuW;cKAv^P0N zYN=ZCx7Vuy^>!%61ZXnGV(cwgRpmO!y%2`I69Al!SuBXJkSY8 zP6Sb%?$?<3Bu$=Fsfu%bwF?>k&+33{{+kXI)f_p5HH-51Y_wxHX`=H`H>?04)0mg< zEsJb&{!w2*SpL8>;cLxYZ{-o(!}`v}BU`z$JoG%U8aK5ah zmhulsdw^D5c#i~G1XeMcS%3(7+Lf5iNa^x`f&s!A zJ*oge*DH^Rv!-NbrIJ^mDQSyZ9amJKEg3t6$1^qrUF!N!cM)2c!G#8+BYF@56 zNU44Ok3XH@cDkK2N6+FaLrbCRgb*Nzenp?Cznwhw;h*MRbm@{E;P4&IB2$2T0_qK4 zBLYbCLkimv&f1zgZDce~=IFJ~oH;3r0n=j4Hm28)#h69QqNdGI!I+T#jJH#`t-4P< zJgFFyggCC^`G3e3B73F}Dc%HnXyHOhB0dS5Y-HYra6A6^LWlD1y(4v>(D0HJOMWb9 zb=Uy8snTU_9u`BCt!nyTZ2{*E|B+D!|4M7z`=Ev=c!?Cp-MTbe-Bz4?F?b_b*-&dq zKRwP{4$VB<58*w)$~t8r#>i~ey$1}tIvz11!A1sy_DK4s1Z$nf<=C zV+>(`$V;FFt7N{1zAFj?g8V|~QMg=mRB+;5@PTY}Xs>?9wh+q2_q2SmdW^wf>>EMU zgHPXE`Jk_&Ip{;B5>aA|;5EcHkfjZ~5`0mg+n{WK)OBjRy?i}7WNm#tyfk=Q9W<@Y zeqVdw4z+uvTqe<Py5TMS>E$2Q7JOTUa)G}Ipd2GcC z^Cq)aa*}ou=57TY6tACGu6Qqk8J1|4GtaWb$j`M!%AT;~U!k*P_ejs7dF(90GP~Yo za{k9zX=0KY9(@*8Riol2rv>1+CzwQXCIUx`kJgujw3cBE( zs{2hh3Q*FuCqPI9Kckb&spw5J(esUYnGm93k*9@-+_dhdT$R~cW?ul0oGm%#H46m7 zaTsbc@rNuHx4oGD0l@-x-gzJI6N3!^gGwvF9Y3K~RC~FP9g9t)NGN?R!Y+aHR|~46 zD_v9ym9fD3(ZNu0i>qjFYyM!vxxc^GQ&%)shzT9OlyaHp5gyBzG|cH1VQI|v!#dYF zL;*2}Fh6WJttdH_ zg3Gly6a$^doPugRN%U~X-N%1kcI7BVWv6w-t{5R*N*x!0c3pji5_s#&waQ+_pGD8N!l>(I7 zzngs2C2eqiTi#OUydF9T5WXG;n*`aCuz5!xf<(SG?vkdPX)I};XHWcWC+@_ft^BP8 z@Y;?A$#fAnRJ@&l5*dk(wvkrwWv}C+>&dh9TR~<=B}bjOfH?Ne!}q-uHinGvmEyS8 z;~hKP3suU}1r;6_AQ$J3swd41I!zjUKC3D_MRs>&f7rD9;sd6$i|tw{g8DoDYN!qv zMvh(%KQ%0UJ_i7lJp+L0=?|>#GmfMri!yuD3Jki`VME~Er(aa$P*-I=h+L}gh&;)z z)FtF_qaW-dpf|AHxP!?flFfi}97~I5>R06lLVcjHKMtQ#vk{%>BQnhU+55x?&D&pn zQcomZO$<#i`Ad?E*jX0 z8R2Pf#R<&I09J`GBe#b=(9a1Y3Nn||Ao_SiY2vmP(XJF>1`vr~Hc@tt+~PGW?BPq- zQgq(0eO*AR!*TY7x z#axQ*K!(4q3!;a9=bdfOD(R6i9Nl67KX;dN-oQ8KU+QmQAQh~TpcTy<8h(rkee(hR zI^^ia?t&4#IGE@>wwoTFZ=ynmO~ihLIT>yIdlvr>C2#;9BvVeW5WYmbG0hXL*owAB z{8k{&lS+!UAYMl_+ixOnb-2hd;`8x(9UlXAu4xEjS)a^a-VA+i^Lgz4=sJbpuP2I9 zlh51+jWVqLAp5$@Dr5xkn=A;PFJ*jut#bY_xP_K?5ee7 z&iu)R-s^*m>YQ@X;6!y}Om$AVYM3T723Hb**C%booAICiWZS?uY5};g;iHl5%<_vW zKvq7wbeE*Z{N{cBkxjJe?k0Qk_0tuQ%n=bVn%l?hW~eGU#h4msVpjh6aSXh$NiWmG zpFNnjZJSR^AvgYOX+)J3_-b~Q2FO#dzys^k;6?{OKw}syC!^M;jZsEAoZ@oijyU)F z5lby^Ygj0}Vk8=)l01R$-=vvnq0#QF5Ato}W~hWB@blVZhP}E`x3ZgnbIELw1eSn( zlz{o_K3Fg98Qzgay+iC2>L1(ukSU8S-;p-Ah3|Ryr(R4@X{?M&Hbbb_+83kHiS1wk zoIH(|moUX2GqWenzC8r*%_63c`*Eu%9NjSg^EIyx=Y04|N8|;C%?K|(3e9Z< zOqj8wB2g+PsruHIhQ!>BL%1UoXX7-D8`D?G-et0jNZ+{r;mx8Bnm@8<;WIrP`%crH z)CQylOwa+0|Cbi71^&wbZd%RW@R&4|$-aA#! z2?0^aGVe?-#*_>g%YnZ`Bz@nd^I~VWBKGviVZdhk&lK|AY`WzR83MhQW8`;7#a{`%8n^nwOEZ}^C8SVy1na+Wb*L@1Up4@v4beQ{nhk^-JJ2}mDZS$#2}P4pTLuxNFJFEf7Km0gMXqg zFdnSY^)?4X=Q~YAE3!F=C>wk8Z5bgmi%X+*G!phDI!+j?V8DhGL^hwj)klvV{(4)d z@x6)fKT8=}6Qxe=>TkKhL2^n}2*Eo9-RW20@3C`W{*teOf#YBO#Zou(Io@teh1Kdh zE878!1gy@HiIGNW89h=Oif^QB!hQPW`ZnGjV^6}?+m_&`bR(rKAU7b~`#b8|Cs>*B zGNP9C756`HYI>dW(5$<ewqEr< zRe+!AAOrG$@s_iXqT(vg47yMzD^##5fV}JhobqE}nrqG4&Z)T6%WFTgVnOe111#h* z^4J;NBpF9PYt(L0rjB8 z>Cf*zFhwMq`o}*J_;w+wc}E{9E^{Qr3>8NHgbie??MtR+N7B49tP57D3dhm%_(68_ zsrqj9LQPb|%jK*X>@OQ)da15{mc7S@@+%ePsn_g_ZQKyOc9g1>{u-=j=UI4_K}@I> z)+&6|dGp;AmcnUMeidWjQTVQIc@=VFC zR*%E)U|mD_uXkV+Dr`n4q-cTLxZbeBqNw28n*ZLookByuvh6K)JU%8r@XWct6n9{^cIK&UIcK5YmM|m>poQ$O@KC)Hn9h1qB~l-e0ny9h6I)b~0P(ru8BQ z)el6r({un&_x?ywU_^dQ*8r`Eq`?_nf&^$o9;k^pXJR~E0s7z`hbz3jy9)*Hcb4Je ziAtXE_${qpR~uPb@{0md6fRz*S2iF6A(&)*|Da_YChw$yXL($GVt#tTnQ~uu1eTt> zx(*=q_YBBCrJ=}%%2PQNC-YLEHC21^!9Y+3 zaWiwc6iVDp;rKygED<{`?&KR}&q^ME3NorsbPm6;x(24stM4wU_7WO&gQrLZQ&~#S z@Kjp6H7AOWp0F3~QjFl@kMl-)xORSI3%dZ-Hc;^V%WPlQWvpxY4{%L^q0B0Q&c*IN-@B4pFMtcJG z3UjRb_=4P^XxmD^2AU-s>ea-xB!V!@{SbzL@mDrr1Imf#KS3?f+ble3Bv~Ki@+W9yPneW)%Hkt~2+hK2a zby$LFDX-C_-C4tdKfMVv-g>{-`K`A6#sK*!o3w)i9Ii`^(qmcwn2}VVQ!a`3at6W@cXISL>USdv!5U|FFSYNM9XC=1w#N>#?@t02C_yEv_=2 zDieR`T)$#Bv1eJ@lCXnmk% z0TsO1#Eu@!8#(7l)=H-W!G$UCC@n!KLC^lm(Q(=+?cG@xLPFkw0NM*_5ALQz^)@zI0NyL z&l2y;0CAfm#XwHOFGTz?z-Xel3Q$@P3e_E#_IKyFDt&8 zKK~a9!6p(I%MQCkpC8R66re@%;5JSt-JbF{3rGN?(I2UFXd#S?ojiDY9I*Fy4e(%0 zYlv9wcRGQ^ll^a}|U0G!om9(rTf89o(2IS#;G-YWc3F^01M3AuqwrW7{kR1b5 zH{A}khDY6}Y)2r2WGfK+@YvKE|F)(JlPL|iDmGP{^v*>^SqmG|+>FeD3lP7JM zS|cCbn~EzzVHY!#(B#zp(}>*7pbcuV)Wx*#7Ra<7X~B%xbmQHtIjw0{f?<1UBx&VV#?>_D9;H`iAdvVfq$o3!%r@6z&MfS zjHn=N!C18GZVMC2dSA$UjD-fXB5b)VszS0zNANA8f4w64qwG7Xye0wG#{crJfOJ(W zAiw6-tk|GL1Y9NjUzQ3%cPZUU06v1rir&+qCq(I{2tYO4arF;p^<-@{e=31vEX|?9 z6zVkiqv&Lj!(Aq(QR8-GFaNPr4^q5EesbOJXQjA9gxllULs}l>sbi}c{Bp?$o=s$$ zN=c|l*)8*x3tv>cP+Z7sH2{O+_382L==LJ=#pRWqxK=!vfmpN0@;w>FLyOWl5IrbwG;=sZg)%e>a)Wi%drKoJMgXc~M(X!27f;o8&qp z6;Ic{%s`s64q%oFCMBhLUykN}!}BYFQUb#?c)|;N-$^@@VSZsCj5n8y;0yoAsVdr{ zXA?rAD<>P*;PB8^8UQE%Oy*h~pta&?BCK)_?V*9aIe`SB`V5^6VsZbzrQ9|V=93}5 zn#5=^tdB-6^^nh#L$7Se0}u=)ECuoSrZ9tzL0Zj&^nv8V(%qT zbh^B-@O+}pZ_YwSw$M-=x9?;vao9=ET3+MA(f2Du6_Yur$0HDar@5obIh@IAZ!h)m zM->n|Bg&YA`8!*Pi(>P8uNs%vqWgMiXil_aD4*aSPAI<-BZzcc+}~T=@G~;qTw*}x z`Xj;%7PFrTjQM2xPS*T}%OokBp!j$R-2VxoK-`PbltnDRnR*#Wgequ>AHD?3POqEM zmxKC!QXeA|S;asC38@zifUI1Y5+Z7J5*Y?nv^SIlOtv`jq&2n)Xm0>7c?DX;#W1Re zb{{OpKzJ|!0Ht9EDdB51g4@<10a4z?SBM3bPlp&I!uo!xWkK_GEf5dJY~(O%5KB;n zSFKPTE$f(|E$_5<9In=<-x}vR&?q0dnUw!m5OUz>An(aWEL$~OKxkWC9f1Z*4{14JTNZ;&%Dl(=IZOa{0V2V;K5=5P=t{>t4Pa zW%y)s^t1U=7w-^9@NX)*9Bg{eKxbDmo0-d~m<1HaZ-15!k*mj5>&-ij)f zHGeAZ!jrz4SmO8SUq53@OsXBjfPY67?#fRNk#8GmjcG4zjLOuv%kEZP^f$q;?T^K5 zWtbKsC)>r=*F!HxxE2&0xDc^Nzdj!k_(Te{KLsuxR#IK*t?p}?Q6~r;C3s6k=d=?yp6zZQLlHhRKZ1V0AxI+cS062qUD5^c z5$`ea#UZuMgE1KMpU+E#W;B4YMH(-nh$9oBxwk5oF4FQ~Y+mb+ zuQjX06uXn3HT*>sJsbB$!>1APeP9ciwaS`i2fHDVtQqnCxG7)X(c%qq4!%r6n&qzd z$BpPbm+FbirQr=A0R(^fHB{h+jb%t(=lXTC{XcrH;z_=oOG!E4AngvzI4@#|GDmK< z1)~mTW;o9i2j;I?GMkvP_*J$M!BYd&6ShkAV_QL}5k67{S?EgSM*;TlgvnHZsKPND z`W5lpp^)tKn?}3Po_TESNzI((LhxW|$5K23e^a%EDlY)=!7_}~+Ydq!g9&!v2T9k$ z*EB>oy|Y0d$iS#)^Dgzf<^B&} ztk%RmFKw0~vg_2v8O$q`|IR>{FkF?b>QkS4sxqCA4_Es_J6>;}Y#PzVHT;7@?F-=1 zJQ(lXBT38ZsVAjD%pcjg6(=^1Te8pHTj9KqH=*R_!4&wa-tc1ntAbV5zAp)Z9Qdfh zV$II~NU!*(pcV-z8~1uQ0Rh5?*15Zur`#oHo|z!e9`kpXpRgKFL)Ey%QmKaS{B5rV z6YTa9l?49{rN%FK$-U|Q&O-DWdZ=TB#@}ZXKPjgh^2K>8!Fx9>JM9Ah9;-5zg>NXY z*dU&&&R_*$itRO)|39Mm`tImpio~8Q4pE$wR~5y<*amI1I{I$)bM0QubB-6U6IF+^ zf(ob|lvu7DYnS`=Zl7+Cs1;ldE9!{b7DzmV<0$p zFkXNgq4SAv^FbqEG*o3VJOCQpb3~tRxhP&t_u-mbrE!hy+GoBnreHEQS`GVX!)4hY ziAZNynB2l80w$8M3f;4M#t{=`X+;9VnPK77*DX=3NAdjkY@?3Cf1RICFRGv9mu!5E z#$|rZxeL(&g2${hMlXvd+l;o$Cx?m~V5=rf@!R|^nv7WY{om2In&i0AN~3TJ@hIfr z>8MQTG(YpEUp`mts7C5m;WMLP7gu1ZasNN2&N8a1Hrm3{(nxoAsdOvd-QC?G9n#(D zp}V`gK}70Mhb}4U5RlNjQNMfdABV#naCWSBt~sAcBrp57J};@sy=k1ZxmG1O{gm&1 z+;xcW9S&td+f3)D8`9xdbj6>>RDIFRB=Z~VQbLNftl zG8=={lN7VF4K(n z{g(;ilV(j|{1Ne87VFp?ZYh(fxmUkTJ!zZ11w5HWP?zLA)Kc89Rzvu+g{T>D{}+j<^O}=mvp(``ETP(VOk|`VjPrf0-I!FAGYV$0pGzMTz_IoPiu9CM z2MieZUjdhENh%EO+Fv(CCSJ}L^GXvjP*nWc2v)ZV+UN)t8Rq&2ZNBU5 zB@faR@*E`f8#Zd}lgv6+l={`lnBY?Ei|6I^1nI#>3sbKB^HGezrYELMur+d_PJ5sh4*pa3sh{z4o&0RaV33qNSGr`OLsG`_DJ?dYg` zE>N;2dD^XrXAJ%uCu;1hx$b4DD|Gd7+a(6mSdf=2p%Xk(bbg{vC+t<)KYoNR0`vJy zV8J#(-kC@+g|tx7^e5C*$SP_YC$01+(=iv9ED7W@5GIWdP?80O1B#E5D?Oz&wrlo15a=7%76Ap0&57rJ%#_&%nDsl!C2@aG z$#m$$B9w~#{5CqmslK8~8%$wm&0hA>GX1wX?$?Pgk;{dWpUOT}ES`Dt-jLWX-eubU z)2J15-*mdp4lzAkpV1w7oBf%^yItNRX%#-neTGr>AoS%lfImAIKD3u)W!9Y!L3>clQT2h^%Eo3 zkjz3iH8Xunp?b$^Y31puTFFSC2f+~#IoUo%cFQ;RP`y)3eJFaus|IufjaRG+ka6VTUk0)H_?0iH}4^~711hk{Y5rlQpefw>fLDEO1Xgjet-&W=>%;~3Nxac}~65!MxQ zSd&R3WyKKOY<)l;kZH(}WI_cG4N%Hg0pnZ5e?*xj@LP;V+{Ids%_IA^3|6O~29$}6 z(z%C3T`45H$O8%!Cdv(Jgy%mn`TL26nk_Gp{!C%OZo@nJW8>b)XZ0A-2@zpbdy@f)knvvF_A0V;qOT8$K0 zssMtf8;!TKr@EzaKX1lb9-&wuiUx$vq6HA%E4yhpu<&Gz0$6i_xAoss6CUujqL03l zLF{PTm2*{Lx-r$VOV|mJ0%-7#L@=UKzka*DHkq$!dd2T5f$9!ys-dgy_Ae8 z0)>r{J%z75$N*#OIR@}2`}xk)40d-zoUn<{v!QK^U!(tR8_kyMN9+6s^a=A1%==Le zPx>OkTCeNv4^j^kqcR?W27&Zvp-iLIRdXvhLztP?y{ra{g}&(QNHXcn@&H`g-S}7; z@zRN-8sMv?cxoe8q0Zd?phC1Awa(QnX8`Ra>ng z9N4v$QDH6uKpFzTUB(~aYV$@S211BUY%2rqRb??wHzZcRxqo^(U1T0AEKx6N0TqY| zHI8CaL?sG|?jZ7Bgv%4h?NZO60IVSsK9i%lZ=@0lCNi?B*kga)YvDLAf4ke1r;nif zPks&7TC;yuS=JsFvQPWP*2*%Rvp&h4V?j1}1+Bj8#0eO_f?9L_1|@Qgk&sU=QB;*m z44lH=rZ{+H8AnME@R}Nzpq@zD6&07N71{?A;^tzG52yjwp&FNelel)1Lrjd70TgEm z1N5)9fh6bVWWIF(Xt8ynMAgy_g|n?(sOf)M z@{f}>J)zLdQ4VFCE6v8J!Ui_BZkhhVp4*!t<+2$Vq+y|qs;#yY ztSDQOnjP!)z z?Q9|YKNXmKDNlD?*jRsu=x&+_x9JJ2`)z7S7Ehh`3G-s7gz8XLt>;n@hmigdRrBnU zY-7aSccDMfJi+~!nnFP!ge{jJu+7^uevhl0QWoq$c@v0a;RF%*42aOrJBNpsgV_N#_Zcj=8p{^(G$1qTf4^ z!omu_MTi4n+Zykef1*8cBi>K`72ugQE|+PNLq$gTwR(OBqiKEqB)3gIsuS5J<`2aj zCSeU6?zLNi_6is!&AMNe{;2N2%l!w=(p^jnvA3}N@Mcu7A{>H(I?ZPja`i#Wgqt`$ zB4D#W{Y6<-V3*MFieq>9iZBp;rW6OP5b6T*=tE zhsig^S*Gt8v_lk%tPiS)zVMy`{l^Dl&-v2YlA12S4xL_JBhoEg1V!RB_=X&YDYvY0ts#fZ zgYfe(>DmlLbIg4$1mOH$z7`E`Dz1BJXLW+&``>!;gEKK9oc&GbnT$*fs`G~+p zM(L^gW^j+%09Z$c1}%PW)jJ*wvaugBC3UGj#LgyEIQU2I!1+w~AkkZU(5uO=KEg4L z`W;8%ICEK9l>hS&VSfIukEwIX)NFixRWvOodv6zOE+YTybg~v zoEvb*dd>UvI%lDu5Q~a37jKRr#+FvV5czrX^WD2O>^O4E{#nSAhLq;cEW`!BVG?p+ z++A;=W8`|1YymW*v+> j6Z#BH)6@90(ZGM)D2Uo3{=znNfrdAJ_-^q&G*D54N1r zK4vh$UftRVpt$Ddd~3l!*rYlO?V;mR9s_I-^P$Bleg@#Y&+=MlJyFe#Q$SPKAMtGA zHU!8X*u9_A5|+t;$vB5UD^my#nPTHlv^IR%j9Z*Mc2v-s!{Hf>wGyV%^UYvpBmO_E zabxtXf%^x6kdeWU{{BXagj0B;Nxx1Mggx-gtrG00|$Sw^O9W-#h1$E^eYhzP)YU}SLNJt{t41c?z~zM@(p{L{Y$ zJg)rq(Zf24-!@6RZn&=Xg5-F(eakgdi)6u1@Sjhy69NGt^+%Iytf6v9cfc?pSAb!L zB`5m+$`$?d501gk_yM&gfn>$^y=LqeKtEGGTRqrf*^gAoh#^(VT~)Q4RT1*NUH|}B zcu63T&ijL_MMeb6W;)BG|lO~v3&HW`4o?2WOE>RVuBb>}EB zl9PT0EOeG5e4;`EpE1Y%LgasmT5Lqqpm?*cpy_GYTdEvkcAfTtXB5L3TVg~y|IM6| z=EAN1jdKm5Kp0>w@`PDEvP~i&X<|C1W_OvmIg*g{T0PIPT3Av_GQ1_zbXU82#bj*} z&B!@eOEds76mM$T70vw5^`i4eF4t<3`uf&JX>)qU1p){NR+1s#0`3EG4VL<^fYdfY zGGg(e$!9la9xWgS$*T1HH#=0?4?Wn7$b9AIFU4Yig8l0UM;}`_)b&PKEQmQrUYkiK zCjlfIfcRHILLB6U3M%ulWnb{O*?La6yG5e&KTVRai!7*B&44)s7==yE;cb?Y2KZ$6 zbY?FC3TYE01%)g;=9j]OFX5$$xnHydqqn>begq{>Fms-j8DqF%b-T8T{teV0pY zlyh_n7}MseP`7$V>W7O97M-L-Mb!9+^Al;oe@y#%BlJvY2!C;K2jwIP`+k&cA#3Vb zeFbL-TDSt&Qu7V_v;omUWE30IcvA~BI`Zqt1{mEn&1!wgo{ufd<*N$Mo^3$jlMHXc zSx5#DaNf2!Xs@Kg}E>9$(pFw}YF{!7NL=xSEX4hPwPzlgum3)SqWfv>}p8KD5 zI{WKy_KL6I(NPO>i&Pj%_j=li97Ces+zARDC*5qRzZy`nkq#D(4R44PL{PRiycfgB z;-6(KeeuYXT_uMcpz#A!D)?0r7V$I=74^Q-H*Mz-qAvv28xf{hojCIvX0o8|YN#Px zN66g&%X@MMq;FX7l_XpE_LTKy44=SYa3KW+bZk(-1)Y89Qi@(sJ&TOzL1GuuR?Fkd z;DOO+(rAuIc6}~icdD(eczX$@;DMUf@ZQi1>RQ37=Wfrm) z&O0PHhyK2LT-eIfwnrC5?JZL0_}a1Vrmp(wByVfpKyP9EU5jkroDIL(8ew7Oqz!E; zjamV!IFZSf`~l>ZQ1-9a0~KiqWXFh1-B71L)HkeP69RGv3O?!0$$iZdW#1WkTn(0x zkh)u^;Gyp%QwvSyC92>1KO7{@^Iq@k)j?W5PB!Cw^g^-s(IfvNU!{ zlCYb_@lrTQUERMkKN!00qW!>-c=tkuvca*)GIC93O#*LjVLIyrwC?+fug$V5+^&E~ zqB+CO{xtcmoMMeY+TQB@{r-ntlo`{#G<)d|>vYnajpF+BJ|GH$6z>kdrfC$wU8WCs z5Ihh6Y}`~t1c049@}#%xXs-D~d9)z)grYt-h*u!j-=*Q~JTtJ$KNJH{JSyIOR%gDh z=W#%9sz;I7wzzTOKxSH{0?;V&TLscI+4~;We54-u8QKU96j`}%8`>QXWDaf)vuA;u zb?H)EUYH9O@=$O6|LH;5p@%T3#A%_2!Fnu4Zy^U$rx6x0v}3(VBg>Q!e%tVmsn}WD z`ND>vx&ztSWtyntf8+~C65TL-J1Gkc5LJzV=_jWvr%CN3x7f}poMm(cf1pK38%b&c zdwyW3FeJaA5itG-v;5uz+82P+++;L=dmhfm6nNrCYBTXq{;GKWNL<`5y<>5+m_Q^K zmb~~v*T$$@jvg5Na|-|Y4m6ys$aDAEoqrp|Ze%;Ww+`+rOv?6?Re4c*Q>WRK@QSJ2 z?9c;8)AwCqwSik6AeYTqrEE(}jG(xCEZ{WCn)Gnid(KQ$JjP)O(eBp~W-qztho`)mJ*F zZ}R2BO_%sN(Gj*m1d*8Q_+^_ZemkFJj~B4`E=%}xz%2FjsdLNnqn(h<8(hV$oA{0G zIMGSZ8v4(PBaZHXdr45?bt#%nY2j6anDFE$<$8^*lM}%4ucJIe5j)Bdk}YHeIAH!y zG0`T|?^u@nZ7`w6X*eo4Rrxaw??+GmL@lS-AkV*pDs#v>KGHP(y+V@AwouSf-LAhB-7xj0`$M31^(C) z0gMZDq0jLiz`Ocjy>3w)E7e;j487%XU~q?m%0ai3RCMK2-{g}nV#Hv6DGb`GH!wMa z$p^O6ZkvXje|Pwt5N5c*A2liPxuDR-W3kLfRzjy5nx7l@f zb5pzXa5)>2K6WFTq#K`ChNT{1RK8Z?;|*4 z@(nB0UJ7ZS0>PZ;(EE{#LqdgQcM1ngz~zoSRqH~ap?B^X!4H*N66ezPvAD0vb&_AZ zY*JI<7ghK2vPA4BR;u*-7#wlL-b4l z2y&gbrjg_#8Hq9q8_1#3tA~=jtO9h8S6~wG=hxtRz(VyDiaH@^LsR^TUhU1-PkKhS zP(F0jYfl>T{CfdN0EF3092DjfV-MaSQ{2DWBP>vxyWG0J_F*dy?Ll873j5lRmF>4BfehA zk6=!$U4dEIdj}aZC>ivCn$PeXwl|1AmGm!O0FXD3zBOpinjd#AR)@cwczWzi8pUJ3ZkAjemAyLqt$w&}_ClaPObrK>TK zDsguB;(m{|t=*`&A>E$cTiU!tR$bQKm8j-m_?+1DZ%Cda?rWRH%#lQdx#NBY_rbW@i7B zTNaYrwnJ>ZGK=5^XG*ss!%q)a;034|?7x64T3;7;5qDmv#H~#Sw*%IfK!8}c71vGn7;ATUj<_k%-c6^jW=A0dlyv<`h~b3w>x%s+q+R15s(xIKM!=kzD+Y{`~!dLq`!!s)SWes%jP zQ004GOKk?VxIs2?jC+<-C~%flw@|`3X~NVJMTrH@vOW-1?>c~iuZhWJxOHSjkL7HB?LpOY>GQ#D9IKd6mOhz*<=awG_6tAg1>c%^|Ghc~c_j3H{u_zOm~;Tk+Wk54Z$Zx$bthSf@ZH%okOk*|;uVcm|uu@`t^9^^eLj z$XJhqTB+ALl0pfTT?znAIUX(B2|UuX$wmErG;=$5Vm26zH7tmZ@8o7u{R&?Ku1uzN ze6VM7THSCm6X48Y%WMAI;36M&DD!2y_(9gHD{ATcT-L!x?wrH0UFx@uJ(({m5XXyZ zK#c`I(Qxdn3x_=E5BT3=0dN)D=lSvZ8CpSH4k{V`l$CGXt8}HQdT0ZGrjA*`U-Isg znc=T5*nln+ zBE4Oq-#!QEr@tEzzML>40If~aWFcW@twS2vFI-LtgQJ=N*FV#N@2q1teP*xI8!G^d z@zMF#^CbROh^s57gSz`GP(i+T^b#mv5=jPaNx~X;p9?Oul*RrBg}rL1#Y`tm_nYL` zK6qU&)ucK1-j&>8{sZiwruk@whB3n@z66nAu!HfZ)^E!+=x<6!eg1xjI@ECI%yk43 ziiPvvebEw3h@yV{y>qHFNwcD@&lvFX&VJN&g#Y&;3l(A)UkLxkq-*f`w(dFDAb#u!yoe$z2`({`+IbHL~2iUu#PWi|KqYJ({ko z%(z&jN#489Vm2W&)up`Q5+XsK5`Q`hzp$oVUWHkKUtTpmPOG}l`Zp-rCrE22uEu~9 z3=`e(z8M_L&>=fWfX$~B7*S0a1Xp9`5;C2|(hJi}>9`B`{@S9dO$E(jS~2Ib!J7%L z6f0d@z>h>Em~rb|2IWm;YF{w{de3%o|4laJ`_gy9P74Ep{j~0Kwk6=&^g2UlUKHD> zoN$rBO^M)}!M|6HWs$z^S>zr-qa`+`F~_OkKuuvD(h$`2JqC>uWo6z_fQC(hI*BJC zcr;Cmn+JRWTKXKWW9(O9q{YbCn7A7pwole%QrG|;91~d@hE&W1HByzB2yaMN3*7kv;z+Q%CD+Maxulz@5G}o95!hBw+&SOcd`#ThIo&OVo7vgLc?r|M6CEcR7a}E^1YLgAXaB9j zbdCgWIxAVj`&q6Fqdi;Pj{n#zDJ<0L#|;%;bAPhKVdiAOWg0JMeqR`u zDYsZmD#3I)L)X%3A72P8J5-Owv?x(mfVy+$GsH$E?z%cGi^Z2Tm$Vn^$&FhU?DTIa z{L6BBybP?Td2A~Ac&B-=?8QW z2l2p%H=oi4ijF=rX59nCB!s&&h&R5bQqdD1AZ&N+3SGQu>II))wT+Bf&zzI-1oqK!iCa)U%f@C}=x$ zIhpf|R;#TMJp$xxIVB^!vfMHFeTn*+h?-OcjW9ceqmD8qL!oeQp|yqjEF;mob}?tm zdlf-?tk>5S??1+VcgH0Kcx6Op3w3-fE0|<5fW} zKkCD_6$x4uT*Z?guAdkgxcvA}RDYNas>pPZTKC0D9>;FZ;}faa-CO)6^>~>y_sJ_? z4%y^KxR^3&I1#0z6NNg2McT11gBhu#fRWo|Gsg0TcGACBnQH@w9J%Q$7-l6+GIK$io) zEgjvcvDGr)=44=O&QD}N7cl;YUl`Ak*9u#Ctf2~Sa#jm3xmSS=N@3E`}H zKLLo@AJ~@=!H#g4(`zkhJod@((j>j9-^B1w!|Ygl2a}4XUszAA=A>9L6=Rm#gFSy_ z)(v;s+1N?laqRtbz-_WNV4RLf{Ggk2oBGA~S(|=c=5Zk+Lt5m8dmdw&dr=Hc+@Qt*8R*oUohV{ZK{gNYISZl-Gj6o z_kziKxV?*GmWe-7o|U{sGt%{EIWF@zOp}L2jo%l#nF1DE_uM~kZ9a3m!&L{at-Ch=p+r{VEKmnW{3rYvYy6<;ofQM->V5)9FaGTVySq-l^;lf@j z6z{zc%E+x2x2{(iLnG^5rmM;TpKrB1aY)y4K18Y?_B5@BI~IvzTS#|-HL1|Or)TeH z-r_Q!@aab7p|e4l&P6ajMdjp@QPgm{vE>Jz`V<>8Q5hI$;7Hv0dkB)?Cer4!T=*Im zOJLS9TR1a<+zlI$_PE*5_r^!SMB&DC?F! zf1%GaozVIEcca@|n*`)E5^!t zmH}JPAHn~qb)AxD8KezOj%sV@jM0Kokj;~?PcV?(U+sGmt=-Wl^M&yvPWwpCn)ryR z*}d!Wr_dK!e@|Y(-_$}yDgE{2!-0iZ6|HVG&kco~1(k4KG`bvoV_$)IMeCCwab6K_ zLD2(uoMB?pVH&@wz6iXDp0gm0Fr%>6H6ri8%aJ%n*lvIZ(#z*AIC zTsloop#!1)!ba9Z(#?1V2CmvD{=7Z&JBiD)d9|Wn1<-Cry53_1@zlq`QG1yO z&d!5qePL!ZXCFa5Gx#_V-QO*yc2W`Vjeu9!bDM9ot{6Pd9q%uL2@!+4_o$gzj;rT# zoYLnGJ9#KKvWr^4hLq4hti-3MxDF?PV6?_jR;$4wH|N=Hn*H+%0b!KsYF|Hi4{|It zCyZ-`L-0|W)@+k1fka;#*a4-KJ&2l`2IS~Al73uVB^nS%tzmrDO=udq>GuY04m`TUB&g!c% zwK)AI>Y6al=4RA!?sU~%4M%Xv^ZmlZTGT6X3Acjejcek;!A$ZDfiqwivK=cZG14@xUeqbfERbIB!}2CFCq25~d3r|%foePQ1W#5Db!<#V7A5&AKc0xhv z_LGg(+qz?JKVJ%exELR{`-CE>%FA=kyFZDpisk!hlCa#pbTGO;?J|FNM;ak`uOUV( zEkA4<28mik84W9vikolx17vo6FmG$ZNl!0{c+*>mmTPuDOnr#4Pn-HVPAj1VZb0!OuCAi zOjnV1Apjy(_1ezln2>?u`EGf(0avrU`q0yOMVJhq?TEJ^h!x+rD-M^^)Y9dMvg{#j zk6M?cp{6gzj-AZoNzJPcHxgFVc(nA7G-YGAK0zIeDlgevDaC2hTgmzB)@f*U)8V!C z*_Uwh*VWA&E$dZZBdTfYew5LX=VE(%I6GJkyr#|!cvNuD3e+;2^^PHo7vvR1Rlz5s zm(I9bR(tAxJl1lb(*z#bk&QGQ!@W+%%CLF$`rw~W41b>}OknSnot`$*!V(E=C-SlH zr|sx3@oY}V(C_%o$PTn1Zms^sVbYlrV9|ft!v^im z{^H923fpTtAL@!A71g1w$WMre+=;UkvxbvNNj5KtpK5;4w-Rlmi_GJ9Pb|IRQsWgdx!bJ)g7jaE=m_lGmrNyS2uKMN=NH?Dg!{_w=&?O# zpl*HMBwFoqGs3cb_jd)$+_otK<73G2`WVxBI+Dto=EadFIxAVizOV|$y6loQLVp@S zudwpPM?z=Bh!izML!ofsLjFsxh=j>$@%|}~ZQmJ8OCTmeKXV75(tP-ijyK_un+9vM+2d)u*kT*5DnT7CqD zt@Z5lCn*_eSrcaK$7&L}sAXyNeR1$b?%;e)nuG;}P4^!*R z3s#6gOwddW?E2-xrVPfFqvsr4)NmRZ`g}5X;=mZ^m_z3IeqG?*d5Boe8od3$fb!4D zg+&C(!#eKSw-1aAv39dE@-X($^*HugyzUcR)iaC`o%?yQu>}7k$E5?XYLLGYXb-u^ z;_j5M0Ylbq?K1O}>4g3YFm+!3lrhc2fNimxMm9N4O6dU(NY9g_WA~eB2fG*^ixk?I zbMR@CaFUMP13d2V5tSXz?IhTnLo!H7i_;tdGsv8X6m) zA}E%d0Tmp5#M7gz1yC8pgOQys})1xFxJzLOhbU5^R^zV zR=<7?$Q7)(OZyaY0r~AeU((C7dm^mWQBcaH2=8Y%*#BBtNPoa?cO zbBKLTx$(CIUs(O^`_^ZEKZ4(kH0L>DZ(riO)6a^lo|My2WJ!E%GK0l0c7*S!VZ|EV z4Cme`$T+foR2_JkW&W2ZclExQ!iH3MzMK?9qJ6$j)ktaOJ(O1*YfZ%je~da&8xcBG z-z;+gQM?b7g%aK$g4%)NwbXzzIjvK4j=wl(ds;|>;QjpN$`~6;So)#+LkL_9If6B# z87!}isj%t?D^NZ%Y8?gYhi&B8*$#Nz2{TUjx#E%M*D~-bSI-hiZFW=368NDzwM8>X zM9rYll?ACyEVOj#%uZuD?(IIy09wed<mm%IhRbq6uXJH6o3K_$ zWEly&Cab;SZ#@>@Kd4HR>unAr@Q!sC8Z8p096Lkk`S26DxvVv&QD#7u>;8>b?K|A9 zYpbO-&K52(GkA%!ZuX(a=9s|Gm=iEtJTKpnu{l8FT-N1+HmgNe?5{m|*rGhP<`^p?f#4~mQTeCBN zZse7D79Oc{A2*boKoU_w6NRTDMkj~m-9xqCpRW05JAX#z1q?N# zzpV&OgKBUj;g3mHDH)IsJ}Is{5U8zZ$5Ht2V}0szoRt}2Eh~@EC%)+Mv@4*8CQuKT zf2v2}_r00ap(#$Pk7iv6BMKnLwOb=3O4_Ep3VDw9T<}|;bhGCUyUG!w->qupd;AzY z^VJlVOj?lpRh93TAB|TpE7E*-}f*VyaJ3Bh+m{>(s_L)<72>gwA+*;74nk%pv2iz-9)ZdLs z`Y(s4Ju`mNj;km6t5eUiNNc5j1gqartz(X=fEZ0sCY(wnjAwdvOf3U!C**x*4fmcu zNa{;>Qhl+Id|^UkJBaXo^fjMS6Xt;Mfcuj{+P4a#+`DSN+bwEX?;+?gV%4@s%Fz{%c+hxYT z1HviZG)^@E3ro?3?{cTitySng-+JX770!~ff1tYb&0%pPFpRq4TR*PS*U5XlCrD}% zJ@`xSbEHurXWy0BOZ}`6`@7ErZkSF{Jh;(?+8AK|=q$~cD{9HGRK6}}AU(ub5CG@b zv#4Nm0uP1f^uVxDKeh|eHY0GALzP^YbIBrmP1?#1%&cBSN8f}p0%aM^Qte6bb3p^3 z(L#Ni-SZj;&F%rRL#(vrd_Bnva~ zQhNDWR(6i_4eU3PyRL=-$xVas4@&VR4SSO00r7hcS!nMt4C%4ktfxyiUvx;2oOjshi`VF$P)%Nk8S2#|7Z4j%H44h^ zg$ejSOp{1+pjvY_E7^;|huRijN3=z&@Ad7Qo~(+iD) z!|dps&iwr#_!}kMv)2(m$gpEV)V9GJMS%y;f_OltzHeryjkn+QuyB$mWH+nf&sq29 z33sWDmTVv*L)SZZTcZ!>x|N*0Gw!Qi)jzxGE9r(15sVqADMBB_R{h)@Vv(T8e(?S! zXk4zG^}Nv%{6bugZ{@rj9kJWA&wbVQ0Z9tl$=gy}uuq;iloT#bjT~N%7@w5aCbCOx z@~_i}Q?}XPHkot#WoT3=Dg1hdQ6L0?1zF?rmk}9xr6YbwaKeOBxt0GfVZ9%Pui|ue zzJ)x`OMt+q{<%N$;U=OBn-N3EE=R2=G3WN-M4=d?|As`vatH@)z>|tXGZ5pI^St#> zUYl5Rs{MZjI~-dG%HQcPL-*V@%u!r_;u^p0S)yk6#jCK4uET|eY>g1EV3js0h)}R< z$M^v_EBJMp)TTX0P^+`sElbz+xK+K$IZ3;Ju+x2O$4gm4OAg7Fhuh^n=@9~0Jn;zW z9P0U=qd~5krs;Y7)2n}bSC1N?VHV4jS6`zpYjD_moX=21^`lc__D;(mL!Q3*tC5t{7GB zkXB2q9+q_Oc3kZKqu?M8ZWat7e-yuo1E6F~St0c-Q{lXT(PCU}FV)``CxVcPN!guNUNlk? zD{|0&;=J>f)MefRYO9f1sh^}pRI%EnrrU%w8;Z!31XNr+3UD<%?!BJbIXTN|P5DLUi4XCA>j-h#CCBtSq$#yLSnAQ)KzWp{(9iyfMhZ}ueXhGZ(7O{HNpUYMX(y&xt^LNl@p z{ZnhK8%Rd2nm2z1aDymIQ9`h?Ew96}eQ~%8T1jL+nb(#mR9Y6NtT0=nWCsP>zf^EK zPU}a0{yd)}lKq(2PV+bc(HunaU!yv4?6)-~m-FC`o}#|cwZ5K_;!6WZ^@@X_Kx1Wk zm+xgYZS-JG-u!)QJL;Q~6#1{(fjAuT(#nsrL2=rflh+SrQY(R7JSLiUjDSWH&Lg{4&&_N- zJS{c?XFDmrrh_pz>Ob9$x6$!J1&%o!Mo~E=RZ!%cZTT6jh-WWeTcba`V(KxC&p>N( zO@(Kk9SG9YF83WOCd2hSw_I$5_VS$V9p@`&pSkRRPSIlc$U&=?M!v1t(Y2^N0)~`$< zIppW`VU)X=OlT@LMb$Kqq=`{i zTis^Lc9Wx06c(Vlc4l!LP%u>GCXYaHk6r%L=e9kL4R3$%_@T=iIP^q^`*+_;qQC_n|CdTjm@eN2sw{q`}GxV=27dtm+F7<;wgrHUb6 zeS=hE_xin^TRs1J??^%f+*t5Ym>A1aruW|3I(JfuMs)s#rKnMN%A1i%8PSPY715ue z`(H-S^yrd1w^Fp|Jc`^5ZjyD;rq*!WU-(Hy_32ALz(>Q@>t`?%zQj(B`|97IEU^R?(6Z3*{}Sh$ew723!|A4yNNfLH+vJ~K+}Vw|LmL{2gaN3 zR6!i{=T*bDqTur3p~grH+-kc)99I*X{S%fD^zHa*(Qq)y2Zh%EdnZR+FM3 z8PIHq&Rw+i9TlS2{ga3aotp=E1TkrZ9eQYRupjulU5lW~aMGGkSef`Fe;iLKDoocO z?7^_4&`=rUV6^!fUle&lKfeh~$MRSB82`qx`}3RcOr0-OgEhXvJbVvi-7VZw&ei{l z&@g5;ie><8@7ssV2@bv?+ns&C?ChZS?XdaqFGewPFK{>;)T>D-@h%Qi!tuKBO2Kid z5`!OeY34c_h}$zu%su{ENP5UT#UTOiP!qoo|Hk?D2<=Orr06!vlZK#&z{qB-E)0V* z&+Sh3^XoAoL0UZ2W$Z@i{q?Uiv|#JAlRhsz=#_6HH5`TH=6Z|uCWkeaDIIqJ!%i= z;gU6X4&JmI>RB2%Lpwa8lD7!Tc@{^(s^B;gy5~deNg`8CvaXQivApBaTP|wBA0yH} zIKRhR07a3jMfSRG`z|yp7_3)x^eLZXwNZkBA%90g+WZ#QLYSh;6H9rEW*T;#6-IwY zqW z;n3GwLxCjGg(7{DehNToAV8IE1d%@W9vd)*a+3q>oh$!0I5CCe^hSqUpF|tHE7F`W z3LML^4^p95B`UFFItr~B_KQ-VNdXnEl)Z1=F{+iFA3Z9{&V{75-Ur?yrZq<`yXYvp zD-ef}VB4yY=fboJ3Ullfo^ERH{2PdyLp(^s=Uw2?hcWOVXWWLWM^}yXM(n5A`BvgI zLeAJarZod?c+6Csp^LUS zkl_k9CpY(nOMZ>Vdr>_N4MQ4ag#3fg!BM(sN+F^`f|3(%K9dYg5s|YwYhZ3-oH|pcYkDtj`WLtquK@W=w<p~Lb9=NQdZqaaYapnk#FbmW( zfY>zL@#0xmJh}q5`aLb`m&K6Byyhkr;l6pUU*h5|~llp}5R@!G22|-J`Ux0q%B=Iebt^k!b zAeAP+_@fN~IT5K3*j$HZl7!b(8$?G!2}mdOAn@b?d2sGca4k^M%%Y(RzVi|_s&`$4 zv^Oq3%TvIA`0lU|qAR{4W)rteODMB}Qr~Hw22T1=zIM5gFAE zLF~Kiv8qeE%Y7@;10EL~3br~j6SFB%t+ZlDGP0~E7H{>F6z(3G({2hMfIB*9nuX(F zikA7l(fSy7i2;;(Qv&>Q?S_u9e7x@>=@J9jlc-zQMiOnIQx^g;5e9>;YMQt=2(g&T zM}M|+s2?$pdgBcPs#bT|^A<(jw)2`_GuR(~ra(@QP%*aWlOPryE|DzviCqKrMN^%l zXe+T1O*1`KdWm;=Yu%ptCgBS3C;urY{so=$SH6><4;;jW@S#-^ezGX|#WzVv)h9GI z6-wy?&*+>@upGt-j1P<;AW4NNn*MX>cx#eAHgM{o$ij4>!>kO-EA#Y3)zL~@a$Xhr zk>>)M5@&^R(FJE`-7ww>@Pu9;^mtxNBq;ekPJYt~xXq!*DK6O_Gn038X~@(~FIxN6 z&}6xvhXn|v$phzhTI_Y^lz8NPzYm@U+RbZqXsQ5jkGCeF20Xu&R9X42;?=5XIM(UV zHW6K5SwwVKY?W)2Lkq~O8mswlugqav?i?%XWgquIx_@{W9%+$|Lwoq*D6yq=>&%N$ z?A>q;S=}_&6CB>l-2yCiDM6(=pgq0W0j|=eIS7kq1)!Qe`#l|>SYggI;_U$346dBQ za4D@Rmuk`iL21}iji|d3ji9re4Wo`Z=6KLpHP%+*43$Lsi1Z(r)pAbklDrx>XAjvm z;RXBQ&Jrv4$|CjFkjb#uJHE-o*DF9xcVhAgks|DZuKW;$^Af`GPs0$e5WL>}B*y5O z2k#TsNVQ*1wV+SUz}Dlj{E8QWs|Yhw*ybyL39>B_4n6KqC3K(51PQ>1{X=&t9*b!M z=ftOYX;ZB4vYXMDbx`r7y(k#=cNy1N9HlJ4#X>F#cnZdjxRq#J3F?nXML8>G9Wd@rao?-yp6 z9cJ0R_nvc}UkU=gQ;XnotjJ_|3`~aptKsHgJTE@(Ls?e$7LfoGWFyBO9PUww=8f%llSHybKHako3aA(5P|Iy>sMqA$M0wj$rvtF-18o! z%3fp!;Kc8f@=s3WeRt6uRvUu5$rc~f7UbcC_q7^FaSqX6ecnnmL}*(^!BTLK4s^C1 zD5@LKTRT+tbFl`+gTD`811QZ{(^!CN2H5X2FzAToQCDM53Av#&a|Xw%1cW68@n%|6 zDpVkhE879FNRTA+Dc2SxUxz65$&dqkw6Aps#IU=L{n+-~5W6+x#&sVXAsQ zKBc%yu@74%-thq4PVMO<0&#wB6P*N`WQ60PLG>x1<2mgO%a~|(Yh+77S7$hsSKeMNcU^|tpq>Jm-l-Vx5|sT zFX;^0jyrLH68j8Nu*3@G%$SeAk@iKw*k4f?78H<|HZ^@m4?bD~>3GSwFO_HE%%2FI zwXE3CedyGkWqY9^snboGb*chsZ**gJ9beNJ0h=>3S|FHNd)GHh4g&-CdKEf_TSY(X%X+fWSdql?FGJeJh0@49s(gX z9f>a4B+XedhZp&*@sArzE*Ua4)j4RDu_?<;Su}iw6|i!w5Suw?Kc`gA(Rqodh8U^V z>3X(!L>fWA$e68#Snm0y!9(*FhN|j?MT5MSr6`sxOtp(w`7d^H{v$-Gv40Q$uCe)N zmF%Up6Vi3#*E&SnSM+YZ0I}eVc$@3B0nzrg6OVP3)O8c(rnU&oi{~~nM`o|{B|PwA zJ{z!Mrc8WJh2(; zfZ&Q4NE?2#64$ZEDzAkw=+aq!%5Xz{FHT!nS6MAzT)5`ar=kdbO;SPfZB;rk|2C$v zqCazdHXmH~guQOf0_BNZqq&8}gZtFX;Run|yQYh!VUR<$o1c)mLnX^F zqAAT(jtOq_cpWe^+_^dX>BM44_Rl@<2*NczUY8016qH7Oca3CoK6V6cp}h7)HGP2( z@e&_Wfs>`XI4JfZ%%+g-Couo91KOhJkhc&_n24&xr=J5}903*^jQETZn?i~tHiVyFti{O3|{2UTnB7#JCq>NK@b8F{cmED&zz|E zSs!j20jzjnlScNki{2njkF{5hQvNR-&dqf&9{k=xiZ*4%ZdiIgy4=Z*(VH9dB=GX1 zebqa?6nj)hBAA{l3PuO72<$cjL{D42Z2Bi*T6y_z{zW@;NPueR@%jqV`Fc(_gJvcrtbYKewVaOb<=5 z?P5CD&z>m0{sC~_5%jEjI02f@`O)RIS@WROhrq+&_Tw$GgdDdap1$ zpIg*el9y z96CUt8Zigy&kxEXCd@Fvr1j{_a3;oqc*9tmzb{ys6rGozlZaEgKl;t3%_$iR>U>i)wTQ z0CD(uN85fO&_F4X1;6cjep>!UrOTtglOv3;p^y40<$3+yo&>Wy%quQ8?j^TD`RWTQ zwF$_SiN%Qq#Y{6>C2;BrWqZ=$J^8Jw{Towb=a(tsZ-3Ng-W$7EaK{>Au}$(-=-??f zXtBB8hfjAY8c|@k*s-~atQ!9PjMd0tF4FX3@F3UgpM@kHB0rZ?M_H>J!r7)}Wu1@G zRA)bF#g-^;!14OADXz)J1^#^VlU;GQX!y&+hT9qBjhK(S_$wEUO#*`e_cO>MXukg) z@^=3~>vU~eGZ{Nutq>jT@sFX!7P4iu6^-;Hx7_8}k>`c9#U=;CFk*Vp#*d#29BZ?mE>h2LZMb=L*4-r9 zL}Sufl|J-Z|d_OI0!YQwB^Ich#vxHg99-Dfe#g9X~7d0 zcw6d5Vdd?0LM6E&GfPII`ZKh*_QPQgX z#9uO-^{Z8ukS53^56WemqDz3_tHxdmxe2{{x!Zh!(+q<2Kz0^A+lPQ2ePcDS&Ak8yIM!y{Q8ZI=I9~DwZu9s0dw;ptEeBBWJWs7$a;{i z2Munl__>4Ovd%Z+gR?46plRsJkk#Vr*%$Vope41h96Og|G5{Axx(w%(3R4<7wiRqt znib;HqW84#^7XNEQc4}Qy{~>qEi>mIljWXX0%D+MB zx6{mLb9=k=LrSf*7XX&f5EB4oPMZJ}2;O*BamE;G&ULBuS@dQT$Yu>loZsjVor^mARyMoQBHipN0 zvw%yR7KaSYE+kvFOJrE9ZWqNd&ob1{P}J!gAiNu z(}apK3%2oPfauOo7VU6RY-9BVZ8+8!tZStO#>p@^bJJg8Ydsq)dV?{)0)b376bJim zd~v+;EB?U(xGI~npPK7}VUda5?P7#CJkEI!kSqYwrs@Qe(m37@HM_U_9vC*$2deXV zIX4p@HtMbtR5i6r29bxymky>e^N$R?q&t_IPnwb&(+Pl1Dt$E+S!X|@P%8*JfV9SS zN<;n#;HZ)g#g5h#S=lXN9fhb^u&5k`Vpw4%k3X1_#Re^$V*{dN(%;G{;XL|=Eg9ax zMfqLybi=B?TH399#J0ak!m)wLol9?298=45ha<5wR;Ms%%`5H?tKU8dTlx;cMhF4N z=nNP4YC0WQBWL|(CH8eJR{QC+w1Z(&`BaKut1P|7FH)Rn^iHdhKZypwesdcdP=r#L zi6U*EoEj0J>)sXVcw&2?S^#ZPK^hpi$*IS82)?+&(9rX;crl6R=e6VzhG|Gqa31Cg zda)U%zMcb)|Ba-Bh<}d%wCOQ2evCkz1?*6(*MnvJfYYh%FJUF z|A87CL)72WzC6^LPyB<(X}@g7;rN-(WjR5gV5QQml$QI|w|hqL#ip*q*WLPpwG{CcGNS_}_DD>cz8k|u08BWixAY;Yzf(p)ES4_Ze~MlcD1 zNtXu|N&fd<`V@Dwo1U~GNyyTZ$H$J2*jNaG`F>#t zOsl(C;Ay-u=_jd zk|bXE+S`b61yAl=*VwhC1_goT7&{8*GBaUZWyU4}O2YFpd>Y6y1J)5L?WEsT4Ak^_ zg6>ZK`5QBJz7>PzF*ulsNJ0Hotg~yQ!6xokOL*t8an_QaMnmaWVg3|`G|7<5+#h5m)if3~bh z$i!<81T$0B#b&~Baewb5-hKBL>5e5PZ!|>-={UDY*Pg0`WXl*vb=>I~2>*TVx(@d8 zMHD)GsfBrJU9nM#njES3)NSZwFe%4fh!?cp_|N~S-^Spw5DerGsa*-J zQH*waAY_V_D(<)cH73#au1i*O3f_8Q?hG~Dzz z&U8iN>>}Y2`?dhuiZIqUT{>b1 zM6IQZf>H_8k2exIQ7av$s2yki{xR#ByLVE)EF+ej^bt={YZrHJav5d~Jpon8$2oX7 z5_JO=Fq>3cy?>xxWQz3L5um$`1W4PESCy~kc|-*gMhVSMU!CrKv*>557y0_D`8bUR zIFYIa!ypUs9c0xf|B$X9=3fwB8ckaNqXzjfoOF4XI&`Mfa!*>H%-9p1S6f$fQn#C* z`P${!z~xAGjX2U8?WO3sEUClvH4XkZQy=1?zwg?IK$xJz#u8e1(inNy-lToMhO*&j zxrjK&-Vl%G$Tr0-6Q_tTd4s{ z{nlRBpoNVusE=0LLDQT~ z{U!`z!e}W!(l5Im{>GT$e4`EB*!k{gL6H+a85yPLaAPrWLARn^k%YQ&0uBopBBRUa zM-IJA2#%|7uBnUP8KfrdE(V<9y-LNb+1z6*c~}nW6r_&He9?1N0O!!W&%Ado)Bb!# zb@jGBLgfuWu!_LxQ)_Ul^mK4gJ@~N|M%~Fp2fEyNKxm^{?u3ktq0;uaY9cOBfh|q7zZQ zBf0qhhWQ9-c1vc_JqD1HzE3JM`_x(YPSKU7)R!`CA3BTzoXaJ$Je;ZJiA-W)jofz2 zgTx} z2@FX%VLRr-wfPYm3vw|cA_6-^buNSt(%sA>d!;pwh@&BO$%UR{x_0ye`#r$3#6kq; zblsz$WAi-T*?&^vK673rF0Ea6_GS1=DF-JPmpcg+t=EYROK(79V4a4He}cLg#8J6K zqz?SC99%O2_Mz}$h1@To>}rl}F)G_N*3@^gwlD5K8!HV_J|{l(UvdWnnnA#}$AIXW zCz$fBA|IAZjbd$5=Nbd=;PaFF-v_B2O^*(UVw!@-EywLPdUfbSV!&4epZH;IHbFxQ zo2Ft)rQ0~P#mt-TiBagovY>m8G>xlDJ1X1(Gk|An7U}VF-!Q5;#&*jVShR%wXOV^M z3~865bx5I%`gI$wah{L>EYhkk!j{$KpXbHV&AYlJG#Hr)nKT{uuf{cETAZtlii!3a zU%MtCT@HY7K~u<_M+0@X_zIWLb@&nY%bz*H&ZhJW)vsD&Gv80)d*hFX<2gaCxC?Q- z>aI%yU5J_wU~Nu#3bk>CA?QxCzF|_EFUN~fDdfvi9X11ndyA>rqiqnpH#&SC6Z5B!%^*;egIt8X{Us)J= zJ$`Kq*lSC`K-BZ8CRYedp@JrIS3AlZYDgH;Uo^O`vU6yPPFX3u)t+!j4U6a7`*=nV zaH-G!!SL`mbbAHaq~QHbiW%Ao;wl;{3_6&M@Q{P;xq(S0l_N>2jEAG(F#Jm8# z34^|45|2^{dLj!|zG zf9Yt6EENjH+b`DJkBX^k%l*f%>gh|!qr$6qe?09zaWNieI6ED;>0T-5V}|OiB%*BAp;PZ4?eMY5&VQmw=B-$fu>onptaLdO+z|Wv}5m6 zyLt$&!csQ!&;_}1@iOxB*ACKWi=SRPv3PpQEomKO+Xl|BC&$$%eoH8)sh5I$a#p@J zrDaShAQAm?I~1drpQobT2MSgyPc1CJKq<|x>#zbo3vb+~BOH)>H8SfXT6%4cc3-ZM z$k`#)A!r~flTk9phCNP@@VP3-R9Qm;n>R+d8g&+KhB8#QpNTi;d*GkrAIt=x`qE9Y z*L>|B{!-L{sAt^ahq`lh%12}nLQ+Skj{M!Y&hf19J5H1LN|g#eJN>MxM`i*3j7zm$ zh(uvt_}B!Km>A_6&bb|R_G->QGy#VC=EhIu4 za87=utMi+)Y}nsZ7TDI3jM_f(mt*q(#ARKfZZ&T_&Dpx%acxb%n`(nHiTFAAfy!F5 zjwl{o+(5L76HA{J#@25LGe>BwDK{F33kQxJ8AI#^hUh;Hsq6wta(sLZUnRJtd1Fv? zG82H0s))91>u3;!H@Xxu%aHq5noJl$uLR93O@gra(62e~vyS-1t*_U+Ie2XP(|_NI zinCk`cb;J!+*Ji6>uDs7n8A48v$uo=2&B`XCl~<+;>O0Sicax$!jNi-rE>#_t(}FI zVr4YRgv;+LJXSy&F3x137m9?2R7B}l3SJ1P>Ygbw?%@8vi#v1dm&lPLHYAHnE-X_s zh?8EwgT@;dSSqZTdgLFPIo&ShIZwup#=3Z%Jo|C10@mpI;8Xu!*~WBIx(gQJnj!qPu^w%k+kxjSGjKwuE3l~RM zOYh`+(kAFl;LjghejY(@60${b+aZ}qd%e~{Pi43+s{9t=EE_#Dk_k3kFeBoQ;AZ=a zjyCWzweD-P)&A^ZjXy%+!%Ok`%x_3JqCspxC)?>X|8O9q054rmNb?CDdezR((dSJh z5}+it0AhiUv1&q)rJ+O(nF?Fq?w?}zrR4H;Xutt(f;2&D^+$lUzbVZ_CzTk1C z@0H`W-}`F&U;PvKn(1ovx$4O{D;RGfPe7-IB2P7Zx_9K0KFp`HNU#(jDKWkcdNK9p zKhkpF4bvH@f&?sNwCnn>X4q2mHZVXbq`B|Z_)zAXBb<6fNku9Y+A+u%8$bfF4a{oz zG$mP3=zYPM5fg-e{P#oP25G72mEXLG$Da!hr((@`K4TQXUcgGCl$R4hdX=ZXXd*hp!bq$UvHJU0Q)E;h{geb{ zg}l0wf&L29v1Ccs`!71P+dmI*n?xN7wu7G)v)uA8<}k%BWTxJV>#893XVir)-VFhr z##n=Lu9lMxtF*YdhzZ&IRBEy~O~of&ic zcAygcxU{IG4m;XC+(cHt?FzdL=z=erCx|I!OS1F`0G)SQi!u%nX$%xljmX4}a41L1 z#6jxR`*>T|mV_){ODa1%u`Bx~+RX!LZ$+D2CgV@1i%^w{T{^j@;Vk&o%oOeA^B ztidEikIfu#i$5?%$h2oS=f9w^f&Y&XbA*`Py{fFYIV!Q_V;eLTNnA;hfX*ui>g2V; z7~@hdP~hxIzCZ2VscHlU`ScvJn5JcT$UM({r2DpDM$06H#Uv}>xq|6UesU^Qa%T08 z;s>%t!vYBqXuHcm!{QT6u&*wjoHecgV2JNYx>+$WID5L29DCw^njKz|0~JsaUt8;y zm0Y+B=X!%A|72DK{K2xPPG>N=EAnD@esU#xQ=C@5Ka=99(96$sDArg^twiSwm^^~= zYFM??aGjGWuqD@kLuewJN$#J+ulCEpeWN{Qd|W&DEb;D3+gs83VseI|(ZpUNF`d~@ zraZxUr!Vi?vxDV~#G_~bT2I_qOjWG6q=28;<=M^cNc6+ew}S#%MWXO!GL_j_Z{2>a z;Za$-J_KKX> zyqRZ;?K(j*q=IB?UlF&<4e3Cjg{zN{+voKV!}HX`ozy!LTIuqhASK|%?@jS;Ho7B` z50kUh10y4y?Nal{9ET|gAK9+%2&hRqWp1IAmyV@%NHxMG9cEfmA!;9@3I<9G7Q~Xfvo|B zPP!*RZ;1Z@T7@U5Tnr^EeTW7qI5C}UdNB^^W`5QJzS60_$0c_qBk!to3$}hzZ9i=) zh)Zm3ziUNvFf9~pZtif8mcBc7X%FjCtjQt=Th4Wu09C&-rMcT@X_4)Wb_gYvBx{pT z@-G0)tt(?5W!*Gb1_TbPWEUmfUYPC~fj4g`-ot&Qe{%)B&1Fb4OrMjNpF@~98>}=( zBi59@>&N#;9COSgvRe;*Qy17PZ4G2I-_taCtFBpn&bKNd_Fy_#tw2kR-L;D`wa(r8 z&r3KAkSk$^P$ynxt0F0TP8?HdtT-qc;gs}E>}`{~ejy^tRYm#2Bpj~)L7Mx`Luf+H z`YXkhwO#veTmG?`*-z`f(?HAH6BQMY!Skh*I@fbc==Is)Tw^!$rjcI_kBw3qSUbC%R zg*Gf*Vpqm$H8bbZP^-{b)~LHdY!q>ybzo0!de5N>v7%xD6j0%qTn8JtqSDqd!nPrC zD}3}&xkw9=w#TF}9p*)=YE|35{%(BML)6lCPIlP945&6X9yk|%RgQk|#a5`o@X>S4 z$_l^WiWXrdEkwbj{80n2phmFZTHJHJ*5JpDsNC40|0hx32l|SwrhiIxoh{SI$+UV6 zg#2nw)ke5uXwvpeh+q3?iTj-%p!}-=nM>Eh7vLrUlm@^FHwK}gM#TcV4C5pR6MV{7 zk4GX}-y*q@<^`!B8LkJKho#vJ@XAOaOJ}$ni#29D6#x}U2`?Yaeu*Cdi%*U9@*2jP z<~nNiRRCMM5!o%c=|eHKLHeh+waAz{0d^@G!kke?+QAD?D(0uGX=8?T_jNi}@sy1s zf^7%e(seu3cQY4=nstjLZ*v(ARN9>Lwk23a_Ig^kx&UzW7Hdw!MdO(ca%%H!EH>l7 z|6#poB=^&Ex9DB@F0JHsM4UW9Y0d}v|4MR`Kgbpe?uJ!(FsVs8v<>|c5bnDPo+98b zJ+`Dk3dB#3ZRPGwI6eF?h%!8{?_vnXH4SLKQJ=-+w{shUFqapIfHvIf+iZo49a_=FZ7mu=clh0u{8`zp zY%ECIXPhEag3Qo<*dvV=&5OJ%_&G~KVr9{1si+~rnqf4tswr~tWe-MNsX^bZEIX?@ z_F1~&@YxHVMcN)pGJwzw)^<6J(5wg3U|uqJBi^`%1MRcN+jOM?RUxs3^w8Iya`x5| z4k8wRf*-bUa2<42x670!-`wFZ6ao7Wba=Vn0WSe0fVzn$Mul73|FprTJC|K7B z!`X5}(}*ugI)-zZxYz{(_Wr?QuiN9w`eK17us~EzOGth-p;s_zAiVl$1-lzGCn8Er zKAo+h!)sfv1`2VVf$XrSp}V`KHUF+}j#3QeIyz(A-KX0rgSdb=V06@mxc|Yz;BuPB z0rhS1BL9fz#!xe40s4^2TLu0d>hEDmx+UnNOSS;?NlD?}u+QBW$f<4|HECj}#QL=# z8ej#X!aO_oypKBt%{yL;!W0^WvHFDBtGvbxum5Lu^M-#x=u7 zY()}c@|_z%%dxBwowJzW>D1)~a&y%!7cA_)chqZ04ls!f+srFMTRq~LTT2I%JPq7H z!k`=DbXxdg5;73)|I0*^GIVfUnj;xW#Y`7DbaXDK&KHwFLvmCo2v<2E6UJ6lS}Zsg z3G1K1YOoOE^oV8x#KJgisTjl9*qa$Ktf=Dq@$$(DpSeNyWUyFW4ynT zSvf*N;W42FWDB_(c$lDjk!Yud*b`Z=wYGz$u{VHVj;@YiDpLPgsQ1?gFJP;Fg9ps@ z&j-xA9%v&92u@zntdN|&t}{NF?Qcqwo|)R92RHurmLi4}37n?6`7xg1uY`?@yJinb zs=5}d;F{311@cxr+Aymu%)09Q zU|8}Wow1v@p#fiuX$`}Eguk5MTsVnO(+$Y$Rv5ssdTNMVEkOO~r~JE%4|snZhkBB2&z z#tFK)Q&7TIgSH|T#?~k%Lh%}-HMkd1nWJ~ydC z&e8v!Z7j9O-D_G@IvB`M^Bb3+T=rfH$ITfSX5f}Nu{1W|H3W(4dsj^@7$5nRD*tdHh`?H_HN&E8hO>6J z3`wnw;7!K`%!&_u#u6sfC&O*aJ<##PIzd2H3yBX9BH3<05=><-SC_)m&z38>BKL`&BSfP}EgfpNXW|INsXoLSjv%x^Y8iJr+LTqsKR{_mW zc{ZUfK=dc(BSXdqB5|Eh8l`cp9griEL&&!j3IoU^veXS}Os<(MV9(IPZ2DEd?DgU{ zMCvSQT+2MK1Z^hkAou7IxWU1PpoPsd2C+4&8?QUn{N7 zh8=(qhi8$9KdFW3uo{CfNl=(75&{QG640BRC?+_&TdF0o4Fss9lxl@H_OT;b4~l+> z%N6Bc=(12&cmar!Jz5%e)hb)T1W-cgLSC|)3>n4J=(=rKJ_LtLM4!8*EEN-oqm%{U zW}4sV8EIqg|C8bo(F!O?QTM6fMvJ^-CVEUvt$v$U?HfCjMQ(GV#xT-CQ<9s=l|OY8 zBdDK7#@AchZ!z}w%W*koLXCs$^wNUdi?0Pav_w81Wm`%p)p*C(Yz%$YkR)rYl$!if zE-<^N2p6T3kc{r64&)vPCBzd0efCVj(9t#yZEw!zy$ASX^0Y(>99L{Voh(1eCCTsFE$X!=@YC+SVyve z4^RleL5F8RNKRdikYYrWaL_3Sdbfk7?M6OJBzXfys{C{08o|#*I1aC+nR1`y|r<5tUO(Iuuz#~$)xd4D;I2StoQ{`m-tz{jS zm1>*50XNm`6vg6+-`oa}?nHij047_83h?AHqu~#Q(M1<>nw_tq@xw1c2Y@$ly-JnX!O2^EC{46A<2?OEWLzl0euAYl2e#(J2l z`WcP_dG+Fl@^Qpcjh5eK?$mr6ui~W$Zv>P9Yr1xYFyJ|Kj*2--{*YXz*V+2)_}mbr774^ z;B(HC5uw>LQ)%Nm;yf(dVtFinWL8(Dr@uTGnn^z(&!S4)Z^M}On^^rOad3=gzZ=f^ zj0yjZt`;FDAG0WK;v=17jxS+SsRbL4R;h`WikBEs2;3=@Moh0% zB)FqG8Cfy4p}xGiDXm`;=_xL-c>owQTV(vj=&2U|}lnBx^ z*Gv=oD5UgPRJh#NOaR0>S^cCoy4TqoZ%SGl7+bCE)SY&V@_+5h9edx@6tc#8NKAm1 zsH8YW2@Z~v*Wd3Qpz19fhnD&4-e7>t=b0`G^Yl;oHW|3r9xW9h2g;1ZUJ#K5ROhv1 z`2&7|4p|_G+gRN&Rcd!6b~9trxgcL zesD{69A#x}wug~(@`#h`v{MLR$~YPEIUiJ);8%X?z=H zJ0+60(O&~SfFyDxL*V)LPQeA+Qze2Hxd7-Kj+ABA$`kQP5U+>5Uz9H_YRL|-LW{i# z_b}RsfiKv}t)KmY@(?NF1AtWwRpj+T$NF8O8b>a%3?%+N1dXt@5h-nVd;%|TUw(9h zhPwt?ebjS_{9Jw>n&^re3=rVaA-NrvF|&?igijt{J3iO>2#B)T@4jOm6Xy8hTEag1 zvN_A!WpVFg0<3`1W1(2FdAO_dZmE=0%B1|eVl9nhQB0#cPGKNJ;dzZ`jX8NsBEaT2 zb<-i+ljK-F7^VZA;XsN|hIRUGUU5gfBzF@bF`q0hV|MSQ0B#d3bm~8x7Nrc%EhhX@ zv0C7pN+lfSI8NE_)k)@BN)o{}0P2a^OG-?-VDHa{Z>T|Z;w+1b5q<$8RNzKPuGk*% zq)I7OoaA|**E_`x1) z4N=`N9<0qK=AH4Y`lYysJg;rv>C3~MogyDgDLT2vT){@xhvs2VV> z5+;wlvOc^n^5f4d!VncT!EI8Ql0l(mJzRvwkf!;KZ9#fjNGv#~939-KGDT0OUx1h> zc##IUzYcqFWA$W@zmH|wpAgern8s$7IlYn$XPAj~&CLJ|({BWGX&$FAYHyU~jgs_V zjxSa{#|u`oFONP*bpuIFvD>`shWN#IM@1mXSsk|bY&C8r?}`mi-w)FAiOIT{A{*E_ zj)Vc|Sa|pIWdy1q*))6Jx$nymrQneeJ}!aM;jmV|%}`37Zhn|pb{1O?YXu;V^#LsT z8!hOC{9=*hVyau)5s<8VxOFiA0HE@cO5Pk#S8(5=c3g`H)g+O6YjwmBd)F3%$kdeb z@s%fQwc6AvaWdXCQRpE6q0;-#n~{KLafQV}_Sn2i3e>3V`JL_KAY_l&M>wGnl}TSI z`(fr+e7jOH&h95z7s~D#KSRbyoxUb?UWP+uyHwT3Q|$*D`{0k!j}5^wuxRT6*d!b= ztM1nks^q`C;r1QPZLcGz13?z%A*i@^)~FgHp=_>E%HY4!4Q+>y;J9k^msb;DFq}SF zBV>}Ay?9?ze^ks>=jF976LLvz?8~buUq-}PY1u_E_+>NA2UD#rOkbjcb5n<-fk!oz zPjhZ$i(4gabhqLun9 z8N(8i$jNL@HC$_V-1^6e-!n;)3(!KWmU8n-zxnEN%tC>}^UVcGESjmtGxjje5dtQ&(+e|d&y zmM(w9jD?lP_J&uI>?)KDRSZ4_bMl8665}bJeFnRexHzlRLr-bw$Aw^q7}6bPVgk|m zQJc&buP)Tum#IXfDoJ{P3|%j**A6Ry{UeNblU;2Bh7BeRqwW>d%7y7!lw_xi!s+`w z0(Iuf#(dUY(qqx%N#v5X{$wLzCEE5KgXcoqk$_x3;h-2e$+C{|!()=p>pp?3X1iQd z#>Ym;+eJuSYK3s*I2lUp%`m<+y`(nhmGGXS=kLh$kA5zD8*Z?Dw2ypfSc=L5X#Uid zL>|Px(=xH_{bs=*eA|$Mm42A?ZX) z#|V^>D~;KMy9+9&x#RGPI|2+1DS2HMwjpUsY>z%%?(V-`qLp1)kD2wSbd?I0`jK`x~4Wu&{HmrOzqh@@|+V5tz$y zum@3a{2Mxbs-vl9%B`iH*IRBe!TGEMmuqRzd!#?wtggR#VDnf zKmsA2jR+7okwzGlzGg|V2pQ4*L_GrI-qRZL%!fHZv1@xb1dNxw_GcfE`;ZF&C?oCJSU47T%_JVCir zUYHJx@eYImc1cf3cSgd40GnL^e*V=zL0s^8*5BI*qQgRz>@>)C+3lE~_hjttWAZ84 zdejBoS)``74&~@CiEL^*j}eVQC_$Y{o-EQuP?H>$8aS2*u@U$qe?4y42woU5m)Hp9 zILxckzqH8scz%KF>LlvTyghoG{6sq!_)d*1P@yRkPYoas-O+%lGvAeJ5|GXB>%96g zrmS+DQj~oQ!S}?TW=$ooZ<4Rk?A8utc%!Ler){(^YvBId(}1T^RrHdb!XkB^;qc;X zQ6b-h+=zBLvId%Gj4Ai87hWW+bl0x95PY3QD0u%tNZDYgl2)Z=TyM2wkWFR+a2P(Z zP`+z%oOqJIm?7JVS{$MNWMCVz6p>RmQQJ_#v9T`1mh(2}f2ZzBpO=VNoMT;Q6h>k7 zYpS6lvG*U3KGJd1g4`1=9FQFxW_R`xG%W4hyt}S;f0Him!T#b<9E7J?yByKmTTmqU z+sfdp)Zju)puE!&ZB=zG5Sf)Wx(Qi4<%AB|er)geTkQ9+)7K=Vq>=k(HVaov@XTdV zqL_X@Xm>SEbUa9R$pu(}=i^q%SM$|xV61HAjUw7>%?+8P^g(AUqAy!4)%p3adB3-g z6#^+T$!wys*N^g@t_2FyfbA#p%U>tW=JB^8(EQ3*D8X|Y^Yg$N3b;~3lHC%^%Nlub z6lo%WLnE+-?xR`Zsbarb@Lv@Bi^^eN6Es!2j}Eq}2P}tyJmg@%pV%65Zz*5t4jGHM zaI-`LHs6bQ5J;jsh>f}93(Ww3>A&pam8t|u#zz*5ckB+7^GRX;`Ksgt+}p^qn1;;C za(ObcMjMk;zRDr9;lk38f1)IeHi_G`HGB5=ykwng!9>QSnLmC7(1R0sVlgYU$qxIH zegoGNEjPiGma{>lZ_Myu2yN=$6u%tQ;HYi&(X!n#)K!#}zqx={HdgI)XnFxYqlUy< zBKevYEcE-5|H67SwlsfmF(( zYs`mBtX5$O#tybJ!vb-%hIUtHPsb51*D0zlxo4&(Ex@BQgX+f~ek5+KWROiA6jfncdl{4RX~X-lH>K{GySv#C5k{5m3`CYG>(#%-GBbNE^86|m_UT=q7j0^8-2 zqh^~ZlkU}swng#z%(6>Er5G&KbSlRt0oU znMBCemzoLQRb9OVoC(|9-!<+hN>HR!CF+7mUKnhi9uh`$?g}Qn*CQCnLJ{JOSUda@ z`12@^DiJ>!{^jTmnIu%oVO1$8w;K4pKWIZT z&A!TP{nqkIO4Cew&t<(VUm0>H!0FK@12c;&z1LtsFYOPyhkHAJjPe=>&3LABH_^2# z;M;$(KE_qWtxQvQV^;Jgp`Ej-P!)Um;HE+7}8rM7LE!y-Q_x$LwiYT47v7%mg;74KDL4 z$YFaJa>vIJF5^ReS6GOUG~r8XL~~U9IwlQdfbsFnT*iH_{{32<)r@&30u_TvXi~YC zH`;rqzw6W7c(ysR>d6jOdIhpsqZZlygqe;hyLk1*9MYI$8|w7^-N2Sj{f{5kZ}bl& z9FVDk^eSCn%q?w%-AGzsVw&rUtBH(<=6pH^QL|I``YsR?bro_K4ZJNVIf}B6E^jzq z7`ZInLdV((oBM#{oVHY*RlG$RMUAL!eEGJ~9yL}t9+8TX_{ewSRZcoNPZtn#^Q5|S z*?%Yd-9~U!QdFETMY(t}%o+S!i2ldY3=ip9R~G?&H-5$+@DP)mSJ-h^h6|m9824Un?_% z0x#=jeCTT>KlG#Bd(<%5&?#+MhG0Qen>DO8E_!VR)uo&o_tbIsf2 z=UR{buev=W?i{IUa}PY>Xm|&|`o7HT`7HlJJ*jnm!K<0{ArD~DX!GK-LrD$-@HlS! zR1j~JfpAQBv+{5`kXIYh~dv_1lIp<4dQfw=LWaG1Pfr zCt7s$CxIYBt+b9l+XOCE$5~M-M{yrki`r+Jy~f50Q#7O-sfm?-c6`))z!%_zAD7TV ztT~3V^<~G*f$WeD|Ha)Yxy{dEHgpA%=e@ahZ5;1!uGUN7yJt`@HXGPVM)IHQ>ZMh{ z-`rbT&lbtV80O$#|Kt2V6#kww^Xqf%Qqed$KhHe+W{|w;SES2*iwmxF(@Lg{o?n6p zD;m6(-|>J@2Gx}lpLyOVLa)FdJL+n#kvT+n;k@RT>!`0TT{<-@PZ-oe+4_ulA$YS5 zIivsdS@`QYBTy~^#|wpp#03lCw$?ewNiT4!9HpUa*0f~DX{CHXnpYB0yHVW;-)@+{ zay1-rb3&Y%z)~PlOKR$2dLUiTKT2? zYBa=P?Il+2)@kCQXbbnj&=vUd@XcIc%S?^DNp(C4g7E(J+n%fX7oUvE0>nw6=SDA;ilI=MqW>KdM#DqhFp)FN+)k zFUlkyQ&eE1y#dbFyodLGLeFJ<+;xJFn=Kv3vLLOZxrxlIs~E3DZgLAjp^wD8Bu&i1%_Sm``BY_~PgEYBA11oyQbo6@et@ulFauu9RdL z(iUQmL102F5PcbL)Y3AB_SNlswrAOBWfTF9EWK%rDeXmOB((@dZ){*D3~Rdiaq(xi zl3X;!96S?*+9k|d&yFDAGj2FlZD!>Ik!HWr{E+RUSi3jzaj(em`>Dk?zWJHR54Ktx z<>a9puJ)iMPK2HTf+Ir`dMSFaYZMR5u#U^eUP?Y5ZRxg48NTorv@Hp^m`I%E)|luw z%2jPauvg?J7iYwNwIl6H--QCkIE8a6U^saD7(0#%|3vTp8eTCu)+gLJ7LpYnveesp zJEwUsh|CQ1gUAk<*&ct7K68H!%qea8rX<8aRDK^;zDvX!>Th|voXYyZ<%Be6>vu1F zedNK_9@F_BQD+&}23xH0@5KN-61F)qq{-6MWkyW-7&hP z^tlm#|L27-IB>_DLEd45hKQFjfVrv-#b?Xk5}mc$=_^74s?!)hJIVBzj1?smxa zl6#tj={rOJ!Qb}ygDpTO$R7-`<~o#1OG(F-t)vjcNwtQ|3HbL*T^L+Lhs3m^KP+FZGLtQb0s3`_Zmk1T1esNP!<+uEZ7j_w{D7%yQ#q z^-jWz-`e7fmHM1e0Ig)M)CUywW%tJ?ZJ`;&UdYNZ5s|IK8joIG$R&K_BY33=C?&wr-+_8QmgDQATg)i|Q4A755h1TCf`(TJH(U%Of|J!+<@ z5G_a<&*Da?3iX1(GiGZZ;@FaxbXc1@%<^*tZCr2}D?~4t4OQG56M;ut=KRjG8XuGKPfLo8QFgjq zLiW$<8sVER16q^1#!t`Su1@}Vq(7Fw8)WBuk!isW(q95R$@I|VxQl!Rm;N?i5ruEJ z8}_fLPG|J8Lg~7dPWi%qx%V6_1SX(Ty=;FGn*J4B>?>t6iWv=yMm)z$yAyZ^@QnsJ zfC+u4)VDDFUBG2F%Q73COb6ZP=XzOsFQSFz-5V*Pi#5|S|+BQ+RWc%%~1Qid@G{u*coq^5Y{e^e?Kd_79@pX=Q zzSkOQ(1HPO*z|0yEl*<@EXTvYArwnOt1|vRijWDo7F@IbU@h;Y)~23mJWa80Q+@S4 z0V6{}Cfwxw%SBilM~{+=ziLJSC`*v)qQ>2j1`r)ynquDDs|OEnSxZ$&xP|3AZyJ{C ziQNOSe)Oj~IR;EeUvdDo(_JUEld5wa{Wbru9h#u$n=lO~7fwJvU$SG8=o^toI8;41 z)&!)U6n+{(Accu9r`#IIYly9<=lM{3rNfx)E4R{`*WSL7GyeG|w8c&Kmn}fz0YWne z9eUZ5q+cgl%>e^3(A8)7$(rQCU@p2Q7z=$Y6yZc478Ak&6bwD?#{G81wN(tP;pKQ; z_u^S(U@MmGTH8w@cYF?kMZ4#Maem^wI5uK=daBbBOXIcTv$dyIPm`ZGZ#=F5@y;cmE5|aDc&XqH;b#lfgQ)oE%J&-O2IZjGXM)yh7d9WQk9hCP}S* zU`SE%7KR8;5&!~|!jC88ALNq45e@T4Emq}hMFVEVH936NCMLXdq;$o+K(!%;+-uTO zQ$t|f?;sNPG=M95ArLNg@0Mw}ZpvGl(=yEy(tFt=%k`$;QaO1i%B!VaIRR==QRh*x zfO{bg!0)oAWBZyrF~RJwT%*fJWVTKIP|g*UJ9Go;>!I{OpkN6{(}L;!GF~&hMJPYY9TCO zd(C>hauJp4tY5=uF4MIzUpKN~?0SBatSu+Z^E-uP1P#mXSUMh9jSt5EHpGDOY;L>7 z2d6Gak18m=lPaMwcOV6^dM;TV3Jn0X>>;RCLkXq!B_u1#EJA|)BENB=ox-$($AsfQc+ z`ON^im`=`cFSO}vs@IH8`IcMHK*h9~ZN5)&^~QXn(!9ZVtQw}aJaWnX*@J1aqU!IC zUUn&Lx~ zd!Dtjy4F(pw;qrMV3Eyy|z7kH0vSq zn1yK&3U%E4(?LxxYbHJ8_xZ1PF&S8z_?FV7Ztg~nQ{B8zjn`)5SC06n>XsTf_dyyL z5yXIww00@EZ|?JShc3vp@9&ZOp9*{N#{67BS5FSn@L8)-=bi~m2vBqU)AdxFsMj__ z2odlTk(YdoVvQn!3235##3Uo=m1j#R^f9hN;9p9z z6ndplxhx;4aU}rIG_OYT>;!rGSu)VWaFqY=xek^y*SNfS+%QRVkTrvpnTW-$<{kbT znaneBJUahrm)xArW9cDDWU@+^tS&6Tci{ZwzOI;|1;4v$g9`dX^ z;%pOXq=1x~cM`$HqG&15S0`^hfr?S!RVB490$<9p&g(fXY^9~8Tc!H9RuW-9ZbvDt ze2mObsI2b%7IQ7>dw0Ge<&dYj^vH$Z0>3jd)LtLAh0Bb^Jk$iQ()ZSbo)Gk2LtevBnoP(a2r9xE-! zb`P#MmoM5ZZN{TRevXvP!j{Q_=V$lZ9nrFRwJ#O_Vw#$&CLfeQ5lJ$Mj`8yyt@|fx zGU;I8aQ1h5X-Ye*4nARLFj)KKSPwm=M&n4Sp?l#VJB2x)uQ$C<-oRBE|Gha)UkPWo zL^foxtasf8zc#5w{ho)AJgB2S$5~Ykl>6ySE;WOE8#I>2F6hwPMV#`@FR4R1fRwrN z1e8xS9fo$8oFJtAIyZEdbm}7)0g-Q#qn5NxxIZJcs?%s#Ux|kIP=-dk+^A-m`{6^% zfu%%jRW#~YeZFJPHMbw=9otm`_(!1OGMsxG@G>X51L|mx_=lvz0cs~``<|C>hw(#0 z?XyvrM?i2T&Sy|}Ox4GI-=4fGFEaoC4(MBs88HpHHcdzxxp;Mc;bX2Ve8pDJIb{rk zyCUr~De1VN|FpvPF{ zAyS_~0%A1+v@6ZF7^C>L#wV2MmGQc?@^b1&3kZ4~ZElfROkMoodkz|KsEcA7JFixI z1tK>$&_l&=oop&E^jl+0bYq1#Q*9JR&_?zMmL@+@#GxZ5J&!H_0SsNU+yx+x$?xt& zPo4t=W8(T&40U9u*JCBP9bQa)HsnRQf)%Zexo?Lf4_N+XpNv0IHYJ$eqX$x#%dml{ zioaPe24?drF=(oCYx2tSs251s^>LA9Uizre_=0rS(;k$q7V*UK_XPdC>%n@$k$vT2 z+dx!7OxXvA_N#OYFe*AjDdSTt_HX{TP5$yT)Z+&6OPQ{}^~ZhR$hg|b$> z{uIL)sPc+`?PNcfN=CB9+kWorsEKq_du;&y@_T_$Wb553m;%jE7Q;@Dt_uDOyGw2N zxLIam)b*1#Hj@pUR`>q)RFR)lw&P~6!M;cjC{vv!YQ99qutB8!&YsH76_>`lPJ#i6 z>C&h1UldZ>&4~9c#*!V^al^@ye&Fyqa*V`tLKn76^6e|n;$ys$o9}&25^7}1iM1T~ zb~w#%+VYTeAYYlUIpW*)g-WXQT0#JMsuX$F>l*+^LVW0+8gA#-Pf8F)H5kS)VeayK z_!Sa9>EJNNT^??5E2#d!QuC-H9TxryG1{Q!O~eCy?F8I#fkpRRuA~hIw{CJfVso0H zrO|EqtrvBfuH>&;hf>VYJP=KpF3HOcj0nS0l4d4k?*F8;?SmZxZX>@8V8Lk%iaZI; z(I4E*WX2EGZ0E+t67RdI?SsZ~y;ydqxz14wtJVg9GzdsTIss2Ca7j66$W6KFDM-QT_e z3*FwLv@J5tZ;M6^l1kR7AOvPwlE^><*LvpkVQHqDQkhGP-}Lk!kb~&CCnCy&ddHgj zhI3u+XZQVWq9CsO+@U(rZrzXOwC-ro>`qJcsb>nU0rwh|Tz{ZTO<=4_B_(K;)wo}D zg%Fr!t*Yq{?`pN{`}V8b2SY{LkfsX6Y-6J8()lz7yChg{%9z%v3A|Bam*0qo6P31iR z{^1=47D)xJji9t1z}P`8;(A~NT%o0+5zgC9ZDvbM-ag@oR2do(1s4_sj+q~xWyf6M7~PE6pN|U15OlvjOk#&F z01Ph(Rq2eFW*ma%G1*YBx2*N>RQfpJP&1GHa%kHllY_7Xp{nNX9HS_(C=are$!uQ?j zvBHY%8f@TZdbsQ<5j8#ezU1B+mB}GOHmjA&;rk8Tv3y}`9UicL4~w9f9-*gJIg2X- zvLQv0%lP<0_Bems#h?w5dC=$N>W4oT#au;!<04Qa>l<(nlAmA z@S#@lkVcYTf%|*-nJQdT?d2C!kMvk(S72CgT*)rt=)m>E@<2vkVPPP*lU@OyZ^@gn z(B$xu1xez;Pa^zg6Nd}}VL6qpTmt-w`HQ2ueHV75ML)e{!?(@lZ(a)m6hAS@^OW+> z#AZ}pn=tNG;*@4)iU#TXJi~9{Y^Qv2?vg{2ncESHXQh-b!ZPP2j-DT?{6q4I><;`t zeXQEAkf;&OLV}BCS_2(nvwN2MeTkt-zUr%=Zq6fxlwhBM*W;+RN)_!ERFLGZTfZP? z$mUb)k#UeKTn)Rom95fZtr+l*nkJ9`1yrBtWm@!;_ijT$L&}66krz#==|_3Xi!X4n z%Is3*yk-{Ko(dWYpvGd{nb^;yUlH zEN(tQ-E%XI$9zW>0<>kml;V+?yW>TelL0UrfqUt)9AFMw{M5#eFnFQNJQ_4uqaGdC zCZN}M#F`SR!1IB8a91nf9edh(0JLj1KNM_T6sf9=D`pCGjwpcia!;Yx6W2NOht@Xj z{i&UrgQ=~A(#JpMbI9-FKN{?k0Y6OMJ4%Gu2WVuIStlUxWh;PH)3!S_pks~(Re{9e zgPrViB9GvtwJC<^wgjpyu1Lk3_ zMpN}e!YGJS(nC5sI%Mc|e>R0i%z1#|lMBtUGBhA2DB7g(3u+9HF#}&H--SXn^)MT_ z!~*b=E3xBP!PBmE3TICWR%Kv5z4lLWTTZ7DOfubdaOEMJR@uQ(G@)+~O8V@Nb?%{h zC3{{n?OgokFK6@(W($w?-+R5w_~Nmv{kh!(&ekZW>IL%JtWwvF^JEx0vXeAvUa}== z-ZPB6zg_WP{B&60=zg*8COHlT;eFbjs2JSikI|I1uRxM%%x^_bg!k)-qO(AH5L8K& zBc7BNi1z`&`IUdbc_6#Q`(r-I!06G2P%aLyfa#dl+jlI4q_qtQxNm{d$^5b!Vv>{T z$W$xe*Z)`S?A6$j-}GEWkQ~my(^Sv^PUG%Mzd3SEKum%w6bYAwsljOSiCuOmIn2-z zer(qc^kb=MqssKI)5FS;7k4PtQu2(tY@2u+E6O=Qlsl>QXZUk$FRW34VsKD1$T$#} z&`t#~6^Z@hn{T*HOB208=*wp2{!OF%HOn9w&mqzuL?RPPX0K6wNZvou1swi$pq-?F zu*aHUU~YZ*pSEZ$$c3#5|{9k z3<>xvQUAXRi_&m-gqvTz(KzMfuQeP8I2Apu@zk^;-NNr40XS-6mlxyj$ue<%#?B5^ z>A8CUET*vNYh;!`bnx9Gu{81W@GLbUZ0Mbt!9o7Hil{kRM+?E4@Pa+#vkC<$tF~A* zD%tz`)BsRx9al#_e)?q|)ThWPO`m$lE!fZw)!3>|NSp)p41dw1%)bn2Fmpjwu0CMN zS$WiCv~83s9?WDDljpleko`Sq-MC^;G>V2ch}i+t zOZpnGD&D62>Pt${recrgnae7S`=>AT-28NF|Z3t4lENuvz@j~ZO zrrV!1zHKSYD)Rq?zoVM{cowIM;OsR3wu(n+@x{8wStKucw!6!-C=+i9=#aD=cFqpxc&xi*`u~LFu=E?MrJYQzCdL@`H98i((Um1 z=lv0To`nRI7Wbrq9`PmxucleIm>s5SnpkGmJiAr~EWX|_A?u3%DrMKDwSQWlbAH0P0r~jvpZ9#|2ZS-p zQo&U5RLg7#2^jGjef}svMxo9GYAdWz#!Tzl`JY(TEpPLq!=;gyT z&R^R5HK&ZV%Ba}WlQ7d5olny_rm+Kf`f~&E;&$)yx81TWvz~v1`I}-#3&r>PqFfHN z{2c`!`q``oTD5W7J0C?nQQy0ahEYR#?U`=IGbVxfBDhf@G0_c^aetp-$sTW1tM-)R z`N7{R-51FPN6NCEmk@57f&MMM-X@Q$=_)rqm6oLV{S`}|wBBArbZ zhjQe08@%nO+7-qOjO7N94kZ0|WG|n=L_?mxq=`Zn^sP>K8w(FlYFP+;dXSVBGjAAjZds@iJs!;LUzBy;%Uk=LNAZzefCAzN1 z%dUMv>$0!N9R>Du-!BhGeFmacDQ_`OZHPD6Hpl{N%;nJP!yCCg?g@700vks4W}v)c z*<bXV155jso+KSuloOI>ZLk6RfuSi&8{|Eka$5@mB_XU3Ezjhzg>a8LVTMCRKc_Ph5O6t=NG$p>vVm_BMplQGcoqr2YX;WI zkK2q*Z&cINX~FW`VlYmN9(zPozMdHe3WC4(irv0#KNOXpRJ%7!Got8xOFcC;F8FgX zvLxi<>mutuowY9OnuZKGi+T^K6{U1uRT5UV0A+BXb(Mcl!r1^~Cm0*GrGaI~xib_G znoU5Y)efZANO+*`C#9<(vg{OkzXZwmiw7HIfj3|*7}fWg&G&PXOYv;^c-9RXM)6Td zdsOduk#`({9#LFPaG2%*Y|gyYObWG18%D?y)vI~jXrPT> zVhd-rbcoZ})%#nGT%F%zMl=6I4`KafH`F{vGtIuandadlcfIjph{PM%OqAhK0lcn+ zahovwE)t@%===6W2*%9(1LJK~|7Tr&j<8tvW3K}~N~_~;6tAC2bh3w*xMPj2fyKzc z0r7K9QITp#gNM%npsX;>$^DyBw{cmsB%=8p4{N=XOdaEuI9qkkgArIFv? z_=^flzdjm4byzILF5--~emj~C$U%ZeqN79jABxuFiDB%WVNVn&SBUI$I!g5gW_0mj zJd`cMh@|q_ZS;Nk>9$OiMd@${;Rpc`(O7F?lK!Xl@94jhBbJu75{c<^5;&4`%qKa) z2aTPh#B{nx&j{+Z(gC^TPG2z?>@h~#kO_$?Nt%T_qjFHP^70D4(OsQ@)s0D<(xjvn zqv&|3!z@>ug=FYWu>x%#MM>m*Y^@UGs7#bovz15mv@^vltl@W+wRtR*AVD= zH+>lJO8CR%A3=;!IsHQ;N7Wj~J7Nr~wg#o3_96~PTu(w~QPnXkbiNjGJ{umzwfigj zs$LL2ka`KYdsmn0cdWU+BQQ-|EM zG`7s7*Fjktn^yOim09=;qm4GAgR<-zd!|YVLTf8`rEzYV(qlXipRCdhDH^hm3SI>{ zD}K0*;f*g|52d*c>ktrt{$>;p$F=L_bHsh1Kz@!IQlMQCUTq~(YfwdErJGdR-6pll z*rTS8@kcH!b;3ySIYGc5rpS65#-!`FO$;-SG_uvv+bFcK27 z%t8iD7~Gv*?~wiMDJ#FiVZM@PsFYjpF6*qM^^LUO=c?G8+99?%Bfyza+u@*du-C~c z#CP5yisLL~y(g=3JjKo&VjovOTLi|KFgHk!Ffu zI+?&Bd_SfSEBI<8i9BG@C=(gEY>4zD4(j9F-Gr2Y736*&c27M&<2Pt?*7x}&sDK;( z_0!-F5H8|m1^?)?UU1q$U^qPkH~^a=h@o__4S$952VZPnPA(;SV?Ln|k4;3H#DDPJ zXM!EtdZ#V9CRYt(I359nMXN2j+_D0v0AYwIPp0SV$Lu-`JH|;PaYH0u&ZD8mmz$sd zVg}P#1k^vd|5EptAC8|D%ZrGApIT_e*f(Hlk$%w#$YpVT#2jOVQRY{=mZXISPJ;Ne zvv@mvu2MwA9v2yoEOl^W%FjLiJsn8*cJz{IdMdChX3&De0O*IWa|Pwo2W98ss&wa%S&EAxN$1-g0YS_GOu za8^HCYR6__B8357YCTzP2NqH@D@47A(5u12^{rxKZ?Gq~vWCma8&Bf`_ji3NAyA{Q z*K#oBAU8os#dTUipN3lJQ2!}!ziYbXBo(?D$5pe#J!QwOZOdB=&iVwX6PaNDAse3{R` zJ-88(l($hjo)TgD%u?O0)_0qVR6paKJU;8mb9W2wOUOqYBzqEV;B?sYuRC~GJ1_c3 ze*5N23lWVhc)vf0e~&3$2%F;-u=azUUq0TISb^JtFGPr;GJftS{BF7VGfO3b`8_`vp!&04YC<10 zHy?Kj7#1nC5}79{PY>SUyS-e?DKWVH?snS>F|w`zG7w0Hq>3Qhd17|mN{PT-0&jjZ z=`Z;F4t^UPGI~>UPMYEF+5|u~^|m%08@6QWc}+tol>$B9 zEb&LK$m~;E6d6+Vnm`%2*Y8tYdU#VPw_M2veadu2B2RXFT8Rf$O|7$gv624R!o^Zz znbCL>_U*|}r!?w$9m**nfAev(SllttX@ z)yH(1Zdb4E4l6x(+JHvtCWl04Eap4%g&|Ixk#&pzDCE3#e9ZI<1*U$=Pr;P+d`Kp} zPv#1ChMXLDI9s|@zr{W#FeHT;?(0`i>Y)1)*)=fh(mqVKfb+XE6CQaoer#i!=wL z1bhg;Q6vU^5nrf`he7GW+umo&(>Yn)S&Qa%Ym+o&K?Hg6Z=Tq3`|pLCn@nan;NCx2 z;@tqUHs(3MfZP;R>2ZZ;-zo4}bmlKlZRchxY41$!0=9DP+kbNd2KSg4C?w+*z1=yi zw6EN87q|-j?b6s@)~fhT2lz>(JpRsBTbxG8n5qT&&dhGq7;W7kxdMdivH?Aa(V|$G zV`rX!m2}z-#C|qeZe#d%$f0bUqj;-gpX>w05CY4<`4bms(|`|MF|NA$2Q#)rUD0F= zCIu<=#bjbBQ35>1V=y%{D@?`v>*Bp|OQ;M5BU=-Wl*ixpk^~P6%Auyu^BKV&j)aOP z4#`Bue+;D7RN*CBQY!|*qH#F^@gW1CV}1CWwY=h{jcV7>u&zVjgQS)gzxKQ4xyh)B zx_+t+Lz>8|lr0zn`Xw#(oDX|I8WH+gBGj9+EDhn+IpgmiA(q>HeAP42pvC0_YD z;A~O{kp*JOte_eQ;rU@fl5|*CuU0#W__v7>Omd#TG_ci2xT`U+GzsF6l@Jf(l@pWG zFN$Bi`Z^)pQ43giNql$;tL$!xVbQ|Kz_Rpo=;p~i>uK;1&eQ2S%bJLxc!{}Ozf3AU zRowW^$UJeO*@83UWFyg7HfO)D_c z%YwPirN$2q#$%-_W)+NGGyfd=FPxA@Kak<%#088d`(xqv5fbr*YQ=8wdG^OH#$IIK zjh9lHi1u>nubFRl8}e)vmc|5Kj zh@#5&MBCU_Fwh^rA8wSB?m=_QCGml#?pN_PW{Pgdb-Tu_ z^Kl={0Jp{Y1Z@^|dms$ZGp|LGr^dJ<+%z58M*v?=O=7yM=XZncJvaJg*4vIntvGne8?WoB zUhX*Gy*sC)$%~MUk&@#^=Y~=_!8MUX=wk8WW6ztFNCvq69~^lm&ExFjCj}h>>WYyD z=ZpWzugVfPaPK-k)#&FixS!6`9rF9>cl>l*)TIgBP};wkZ_Cm0z$~)xhy%$G(bi{w z3^i*geF;F4h~ldFf!u-+$>mvVuIop#HLdR*1L(@rx9K%$cW9v%wQlFjhHQDn$`}xo zuRAzf)F?C zdw6=#8>TzA_^*o}R_r~40pAra_j4ey_hl#hd{W-LCY!A1O;nOAJ_;TS1f`-4WKGXt zC*fnK>ZX3Y3ow#uYMN@)fp(aY#~9c`O8PbA)*o{AVz)LRW5!LkOUW^`adCg5#2n!1 z=G1DEe1M@$zo_7JjR{ox?}Sb(z5R=R3PB;IgvT(WRdaMTV%C;U&rixX?I(@fFi=#i zf0S!^CHta^(S8h&J6vxp2|b8y_IrcBw(Wh?NO^kA1WGPKtgse=L!ozSMJ5%#%K(*$ zgrRgYF~X*ygbceNvkOKSN(hv&Bo?;Gfl$5AxS=$2b(2+@(i7P8{#m+8->7+VI%k@fKbtw=_~hx&3^dTXRSq#C=bU@nvF3ECvsU zyeKQBUzH+H2KL;f0jUGXUFG7^ig=}GCCiHO1msFcX$=5lUfEb(0ed)GT%BHmq(VxR z^HtQ3cEsZ52#g^-4`w|6uG*3Oi9ru_Ib2SNC=xxZOc%&CJ`{3)F}N4g4^h;t;FBhA z7K2~Z>LnyW+-$EisJUD>YL0Y>`PVQz4cw*<>ihWZqC&g33W1h zkVMF-@Au`*%z6C8v+^@8tU1SRxl-t_dI4ltSN6fd6(-5tfht;okotB{bU&Vg^incSA7Z_Cw|eKCuHS~b;vFc$FJXwtk94J{vX%B zu@J}d&BKc}P1Aj5j$_}}^I4oc%8 zt7jUwg>Gg4mmBWMHCCVuq$X&r9w_<}MEMv_uuzD7TwR@eNa6*aX@f}PBvd9=_ZgB% z_I%t2iW^m4qs|ZIY2a-ScpOo;Z-Y{TDP^TGzXU&$ldc(0x?2(8>NI(Q+>Bw&GzBF~ zKzU4P$|BB8)=au-V2$!rTz z;bbetQ|O0@S&%zV80PT5xf(ijKiC)=1tsIFV*deq+ zUo>TJ#CQQzxxfPRi`OZ;%_=4lhvM9>Ve^mw6AfMp4~yEBWIdgoj9n#Upa*19Xihvb zjj3Q?-nkGwL|`dGzKRARA_?^5SOoVSh_&V3-)1Gsq{bauFOS1t{|U*|3asr5Boff^ z8IeMfudS}naz8X_w?jdIM@>^ogDxhs(4@8TSFGXj8ae+7LBAmSR?-8cmK4llk3_)_ z(?Xa{U@O_K?{5CqsTXY2Z~N8es)!OSP06uXFVU?4DP?7I(Q18x4hu~*2${dIPw7PE-{%C23`)5+cn(KzuR5#n z!m#)4t;rlyX?=i7CzQNd*Q5chcS=nm#rpI>dy7A&N`7?qzY*j~&xMd?wK`6z?)x^j zpGL!%Y7j@Qr_vH8;=o%H0$_DA!sG*;_sI#utpK;nNDn}LV0o242eg6(X7voD7Nx95 z{Tsj>WTbSn-?QgMGLjU0^SLIX7k9hV!drm&bdHN4@(iu)D(Q6tYoM`uFJQk~v}z{% zw4~CF*cfEED41sUm4&wTQcv+lGRdBRXnCH5^n>D%X0Lg71?bgOy%qV>t$c$FdkvfX zCBY96WMcLzrKeF9E_ZL%`8I2w*5f5`(ym0BU-Povh}TAH%RT%Sac^(=Ie2>DUx(9S z;RbJi$^OVvg-ghNgTa9>wfff#pAD$s7p!M4^&(6|pbBt8hw$QdF6;VO)Txo@uk^ z&<*TLe{9~Mb<O?ncMy8Cp{#QP1h@X&UX*7#7y$YLieLb>wEc$a#hgb)R;w=kIPMavq zgsegPBwql+tYRfk_T7%(CIYJXU(lIbkQ=O#OU||k7Mi669&bc_d}be$lG=nj{ih_z zMMqQ#2=HPQ>lMvseupJn`n=8}n&mz~2mA6@3aa5EwqP^hn~E;Ro4-R|&@4E8qdM-d z1%^nA2%9ij@M=OvRW-EV>rKICqyE>|N8~spt;-240+IR%#V-Ex_~6PTk{NG`soiZD z=b;2};pKH9-l#9MIW%Lcyzo_k4e){MRk-BXQPN`ufnj6p=-OGi#C=Cb|4AQAY%Tpu z6IQml9p~OMCFnEUkz{Q?6#|9Dr~f06g?;6tTUAMW9$xgMV&yEV6pcAGKpf`v(Ix&} z-7vQ2q?oEd9Dh{~n)Vh0gFc4&FD#UM=8(t8@#GX}kR}cZI!+HLY<;C;%6IaF@x}w_ z4g5EI*O9SNW#;8+~+E&x%^%Mf~GD=Tm zFI$^WzP567u8EV0fm>Xa-f&0wR@JxryahlkmHtBk`HG_WYhJ#mymN^?{FgZ?u}q%) z$<=eZI3LPrtOo_0<&BPTl`CyKa2NbN11xoa-OV2KKeRrDTA>W+pudXOk z>A2iXmxJ_f`tf1Vw3#yB!sYo!5~d5e4Z&%DE$?e3Nx`I(rVNd+Jh7%H&CMDdC2Cs@ zDaiV-&)$tM3e}31LRpvN`vM!ga;B1j+NO$u9+pFZSAb&q;8E+1+U1bun zcZ3S(Bt~_{n-j-?ealRz*TefPsW7)LhPdg;eyhmV1ODc zcn5J0P_)38P*0bH<&a`3FNO(8a>O4^&FB+!*KFaf!H;&MHVGGBd8u(9C z<{KWUj{b}e@T`?zWMgi5`dWs5W~1GIcA$7O>Y>EXbOj5q^SZz;net;p)scVREI4KJ zxw%po%a=g2q}BJ-tqMWMJXYhtChr&ut8Z?@@^Xh~|Kv{5V|&>%+IFmn*Ze6apRNov z<-lli*ZbTo`J3C=e63d1;E(InC0Q4E<}{#D4EDjkTBx)&B{+@Nog9uX;NO?IWzbY( zg-EEYE-SJ&(>uYbDGolT3K9N2@1541MNKGK{kii1CCNs-8V`Gt)QvkqkA7N3fV6Li z_ZXmCzUj^uV|iq%Dv?*ESBYf{kX7&H!+XBRcPYJ^+A9PkB72(&z1arO$mPD~yT$eG zy-KR2vIt5BDc0qX&VKW?a)K8gh5xJZFmOzZ5AVwvmiE?^>?11)`s*zBuA&dg8M0<9 zvyM|Q0bwCYRoP#5x2HYIT>uLWn;Fn+|9ew@@ic|;J0O9|px7k-VL<0QjOR>eavnv9 zRZTM?3naM_+ZHm7+1Yp?#POzf{j&-EEz4_4Xlb&>6b6@s9mibnnGO3nw5D zX+r#}_;_X`lD4wYjnqi9Wc^~tf97O{OeJZH!0PED9X>0w2%fc9(k@Z0dz8I7yHKBN z6iq-^eX0!M8P4}h=d)S^?y8msEN~!If}@?lxN~RPyKyFqQ}@}MM2&m`zsLPQsp&4~ z^aXt1ft40M27wa16iLhjalyy*TmSw}PfvU%<@N;RUap>1U-Y4lV+@!?e-9P*XDKSC zRFlL?jvjsh;q&S;d*`@W+Sm)EJTHN}_*y#d#1~*B0hRUL)PPGIu2zYOo+v(1YwtKN z&2n17FEEK<*Na#x9)a)rRnKz5o(Pyc@^pM28RtN@>}aa9z_4PN%;npVhAeZXs-itR zFNQQ^7C2l!xo?5F61Fg~OZs-DW7C;tSTrakEL4JxTzW_iJj}#0Pjhh0?TpUD_eTR^ z1LLT>CKBuR$WUm8QIeuF?!4YSy}(bEpz2jnLpJ5pw~Tzd7{8hCUv-a>A3%#bYqgT6 zV?@E_5*Sz&vNDU8YqOB!2;E%R9n@H%Jo~Zb*OklEMNns4qv|~HjX#2<@tnA^U&~_J z^QTDc(k&F>QTy6x^|E{Gn_2w#*I_&u_UE{AEBZ3=q<|8>=?AIU3@;*zdiZRykW8n)gq@?o?$;dK(>@YOLE=$QAaP z6IccM9F2g^>+U)tc<@i5DDu*o*5PZ%rL)t%^tun*Ei5IOd>E)yn82_0DI6L1)(Umb z`~O1rh1zVWwnfzHr4kX?@EiWvcp)WRLysb2=0+%jr`HrY0r&}?j)DH*ZRh zYN2fDcDReG0ld*A)^jztJo2-#lFkGDd*933YRP&Eqqoz^jD~P3)^WF0l4_fodsAJv zwY%sYyYZWSD}^c{vuBM__!f~Ek3WQKN~|!@QM08EjhN-uf86BtzP}zR#D0J5y_xuMdgx`F*dL1}2*(J}i_x+xP=Bx6 zB`#*=op~2kYM4Yv_A&lWM8E3k*CGLXe>3FVa;R}?;)#+*N`UTXhv#Z#_ypR9F=`3+=Rw|1J&@LAaz zHwW~x4*CZ4Zv4wP8hJ%PqNU5sJ(bz(JC-y0EdVjo0SG9*X63bB6}cGs9%p8VJq9 zm$c4?FdkFZ`?&>}q2lO1T>j6&G0M+2Np;k`mX)R2H~Xrey^C35mX$7KognAq*|=2k zk{j4&QPe0I4x=gJbb{l80{^4J1;l5`i(B7rO_802Bj(@ijbTO>(7L+|)4&bLZ2?U1Y+hQYm;g?}3Zl5?7+NnrX?I!RmF`V z?FWnvQCAkQE*TyR6Xpi=_(^z&CyG?$0=1Ref4u_8oM&49pB9n=ES~trAg45R<~m_I zkHVbmVj6g85I}uZx|CQGYC+tyI^c9oJLvzXK}x`g?LC#Ab(ek{F3Vm{FStyeDTSNC zZT+17Mx`XBO6@yT2SONr=U*q@ga`B(#xoSXFJ#-3+@~fEf3T(%j;Qa}fVNZoKK6&V zAuxv-%sOOeDPr$u_7~Ln0nuX?E6=zYe^C-D3UgolD95~iv_RLqL0DeQuk#Am*KkO6 z=>%C579RYyRW7`BSm{O_`y(tbR%QTN{&aI<>|@=iv<^vXd^G!v!hHqk96T{A{A_z7 zM~IrhH+U_I(`RDhxMo_6s@$L2_MD4lm9f_Sy}IgAFW*5;!0~sH7X$&qhkPbL7>ZDv zrIO5f8^iH>Kv#@;dX)3rYrBNP8ns`&A@j4uZLAx7 z-vB9nN{QyOc+FK&=jQvs$DHT*+}y7e6Ex`!1NaG-ru`E%THGKRxq0NhUl^8$!7kqG z#k!NQnd4gJvb9S&CMOMvwX6It*H@@!aA7X@sQ(Ofc`!q2!4ns8tP}>{3?e%OPSxyThr(Mux`$hkSy%goEF8i>ZO1EG3tU=*v6 zO-w&!9uxdO#@;bXl6C7A?y4@^wr#V^wr$(CZL7<+ZFP0ow$)`J%{)>os<Bzwoa4_gwf@r;Z?l zyoS+&4hp=KpI%jEHlJ3UzyfGhY%PI|f~GiWbE8~?!ohg<66BBvFbgv&ngmGw0v<4} z@m!e{wF=jQk+Yu)7Qa)4U`#gX#`9P=HI@dhV5|c|Sc0U9S+IA>^p6EyDMxYzN&vQO zf7|TsH`0_$=yvOtG1&2778wbtez1(^0n04+3ATNM^76&orO;P?Q=;tZgmpMFTrNZK zRxY_4kbLs@@(Fo!qwbBgI8(0rC3?*LSh3~P-NUU`E3{^D?G7j&c&Vvk#Ayo+4uI+> z(C60^uIf2iQXCwbW<5D`+QHRIJoN+tBojQ=e98uV_KxZXp~XGxI66r#Pbf%eiW6S$ z)Gm^aNzg3Vu{tX{)&4!0L~)Qk>kKInO#*#wt6rN;+X;V<51VvU1rapJlMzrp#w|+r zPMGt*Q&9gSV0m#61z^O|y9l)d+KrjRJK{Zin8SbZ#o~7JJv-j=EElJx1-hJ{93DMJ zq2t#lTjH@RD$SrGt?b?h1AGAk%K%c&vVT9DM>RTsiWw+KCPBWoB}@bNj!g|ocbJwN zxLntA)K&iCnUXt#){>ches}dR*eA0JK(bD3*DwBCr3amu3R(<}SHel;X(|`emns@- z_{F(euoi1|b`)TPpm9$UGrtWLb##e^tr$G$xpMdyv`^h=mJfd9>qTkfZFtnDrj7bL zj$b4(P~J!ix%RM9S5ljRr#l(0%M0UjM4rA_iDXv|=1B5UaZL%`q<2f#Ogb!2SKL$22DoUYTbjK_Z)Xdb%Z>EIvuY~z|O zgST%(m#3d?xqM{uNg?%c)4-aDkvkcZl725@0c8|*l^D&+Giu$jUHnI7Y>I#i(`)!p z4EE)jZ#jTDv>p>U7Y{xy54HWOiT(>=K+v=8y(q#I5|+oZb7TcR4gVj=yV{KDykFBg zyx3vNZhGj)gSv=_<8`8Qps(E;H=Jic%7UQ~4QwD&pXPLZO+Mj?#aBj#Dktbp+WfCy z!2RWmQ8y!LVA;D_$!oa|hMgMpzcwQwxF_|cxRHK^6tke9z{v=~Le$HqV;h0z+x`qO(1#|ktkzue*KQktComTIMd(tHhG)3z~FA`GkxTer2jC^K!L2UV1p^%us9 z|7KwVBj3+e!5+j_*EvGm+ylRU$ zAd2Q!;e~N@q+Ep-n%WVl8pzY%63PT3LwfDtCY49u#1=z3- z1(xflz}nL^^p}k%jdB|N-6Uk$e|~COr1b8=D!XHK^E=Xn%nIi*rAYlG-9l_NsxH~m z8_KexvE6xk^IqYusH`v-rc*Zp6x@O-YQ*8^Dj67;;&*ZzOC#vQiuLE~*cqTakvP2P(U!i9O~!QT$|kXk5cdaiwh!P6Ai zgs7PJF;dZRhyuz1Au0cElAoS?zn*P8K3>$bbakHNiO@^6s5y__oC>(p5@^N9R+)aBtS$oI<{Q?_w+0^p>N3XN`nE6K{O z!d?4{9rQ(?XogYThB#oj{2S}mi>rx@9LQ7qZpg$VZk^!~n#-KLcjGe0rzglFL2Hz> zKmaCcEdB;<)_*f3EWo>#mr*FcQ60wpN!6#o^bDuR0{z_y0*5FY2gw}NG3jsVjd)tn7aNt*3>|@my-hWJ>O#Q2~=bDDrtk4kAK`Mx70y;9Fr!Q|b zyYOL7XM-%pN9z&-TQSa5g_J3~s}{e$Ocx+kAKvzFmPC$ezGs6A>l)l-c$bVZ`zp4j zjCC8))amB9*cv>W&XD4n!y~B-s119)2xrd5@6!vZzq&FiDEjB^c#~#>k*h=ebSL35 z)wGLA)@((PuH;z0rQl8qL;$pG!?QAhh-?i%9`KExNcN64bc8pr{w`zo3jzTN_A1o( z&0h;@w(qN*?qHt87ZHH0N4Dd75gSlWnsbxH0LXev@J#@e$>jE5o-F|FD80VRKdSrs zmf26kt}aEdEz4_^1wiNzgU281s%s7%qE$sX!$mrm?iV4l*29V+M$2RK01)n9suxca zLl1PXz!u`HU`%_V6`7k3DW(@q;!Z2$tJfhH!#5@a38f_$@OyF!`G5KL z`Z`9$_x>S6Hb|MaE{NQKEJmi4=*2+GqP;vBC88;QEJ4BD*#1SiSL+TyWuerT07@h( zM73qdD^P1T%7ag+0^EKO9)#Jgj05fBD2je?$XwtN<$a>l$Qouv{DXAcd|GGq>?YDfH`3x^?H9De98k69;xpGdKY{-;4iX zc*RsDkN(rZq(UFP@2^zoDU@kiIcz&bIh?kg2VRo$p&9-G;$>oH#I!m)AgwOhuS+@U z+G1)@t#1M#>;iN$v9SQ0xz_FRa*p;Ae1QrM2eNgC4SR=^)*t>HX(X2@n?saf4N&c z(5m?c>v(7b2yB`@7TMN>b&C_f01}YYica%<3nc{ro}KE$i1MB8@MzHultX2?{+%8Y z+Z5UOaVIF|p};c-Km^RhrI@8h1<`ef0r2|avHsgq34s4Cb;B#pv^1XLv7*a7^-<13 zXI{A|_?J&Px_jEKq{VjNN?C}N7qbv>614;zgadpBoIP6pRqwdlsrT=xIN2&adY1ET zwL`DM>3Q4KtR&f(9NzAoS*dApH4s{}%tOnB?6@j`IPLx`?|uWg;J${)N&+xoEThUK z#1ySLX+Lkg+Dp?Cb#DDi568Lt>@XcW5WwlmX0qTdTfdCdiPZvJ3j==s0|MW<3D^mA z7PjF*%aGjM5;PH?)OC=2U2#!hnqSLI+KwfUbT&uf#AZ@$HHT6!;Q?WF4&CYgo70Tq zHx_y+(MtvkH4=>r=Izcl+ZV!~=xek09Q&v-s|~I$@z+X_akv*rgzR7}c%X&Vxlt_vmr9D8 zjrXtmN5_c0v#keF$4FWK1cXkRwac%ob=jvDXVYD^5tvSslI1?hvwF{@k{5J3Yk@@8 zQM!81f1BFeZ9Pd38(HP%i5XEMVo%>h{{D6KWVV@T@5dEUdGR>X_Lp1rzD=-rM~Wk| z6?8qeknh2jU}F$*_M`41obzLH zLr4jWlu6}xN*FUh*NO9W($8yvmtbw#@-+|g00U?Ts#K2*dwRGERPdi6qOX_LDz2*4`E>=?WL-n8#e-kX#wHP z8p<3$O-~-lZy`TsUxJ|wZgCx1#BmBJaC>!vswzT8@>_B_az|W_9UlM)KHFw*S-u1G z270~t9fBL3vpW_M#xp?#`jJ>gZG!Z_5@122qpgE|0)9rSOROsSXU48)tGoIF>~;Q_ z@)}0r62Jf5O@eOqOqS5~)H9(rup_sD^6 zC6qWdd<5C~9_dtnuk|#c8hNIg?HBdCl~~m;0m({C85F~KyEu77 ziZb&t1eVoD5Ad6ZHlTn6n4H}qu&KFm|8>fCZ!}-0abL%BUvKb!9}~UrqhGhHIbS#1 zUyo^iFYA7vabLS}dVX(FHUsPU*I#~b54Cm%?&Zw(fnjtn=s5Q^eXtupg;UNrZ@d5yrd=e zY*y*F*SN}SSV|Ld<#&`-&QUFMpZBU#GjGaw@kS>F zx19+Ep#`?{DT!Il_j5At#?I(^NL6;_>y!a(|es8TjAEWv>=pUPTNBBXV%T({1R(tqCVaKK)NzCx%;Ln|E z!~9@!a$3)wX~SRNE~-sFuUu~8`X`K#_4pV0-(+7pzdmojfKXI+zCoGT8ap{Vni$yp zwPa^#3B}05NWehw*Afp8y|RbB3B9_Up{0qDGrf|Fq4QtgMeQ7I{{HxDEde9FprD<* z76V`-W=;kICT2DrdKm*}M+vlhL)u&55;yQqb=vxy_UsI`H!iLi;0ov{hMw27^mvpE4X8y_Fk zKPT?KMt#7f%XqtD;54vxfBw*Oa@{e?Jft zJ2S)oJk+JuWGzlBZ0}QTx>JA($r-l0J4GZLn4^=y&oBb;>zZZW6^l!}*Xy(ea#rTI z2Unynj{5E`+*siR6p4u5S!q2oR*CmYGWcgX*|2H%2QYs8iDTH#sckg5syB5GHZ zQRafXn`{14U0qfcS5X83%#RC2Ye2P6-tmT&d0QX;M=F`?YCUOupiAeh(?Q=U zV=QATn!h);Y^haF9~s*$V{1}e@1*My59DdFP zf~agQ`IB0{vbQ&@E~fszck#YgX`X+p3Zd7xtMCy0UYk4{NEtC1!rTxy<=ZJ4s3=DG z{4)H!g{Rl_39V+)w}SJHR2^ShMiyo_$buZP&>2%Mt+ieh(_jFA-9r$vEhor=D3& ze@dOfC%XWl1Q&z&Bc1H;&xekyh-7m(D^sheOyBd27RD$`Ik%@+rb9(%#lV5TS|4z0 zM*3%uBF-hJNGI}?pM@)(M3JlboU+TX9-4K_R8f30m?2{>Trd6=%2$NXB#z}YfNG~< zUX@R0&&%gtBLf#*83*b_=80NvG8b*?z_BZRVR)t^ThC`*Kutkh#Lj$_wuFRxtt*As z{Ee=jNVu&Zm>!C-dNMM=#(PDoxt=;dsbMQ@9i}Z2NUzH~g8&Da@X%9@*s(rnZKR2B z8XMnpVnI0xe_zf(QnhN^*aFPtus$w4W!LRtb4ZxtBSJoOdz@~A!B`nOWz=vP`-tXCao3rFsv(?G>lFP zLuCQ&`eiiD;X8)DEg86m7qiq_`mqy^fs+sws-JF7QpC8ZE4B$z0<-Sj?_ZuZ8|`#j-k~~ z!dgLQBkNnOvx+S8H#SdE&yNfvk3GC~UnxFbC2Q7C4BOcK9_;Ptac@i!7~cLUpohn@ z>M|xlbvuwRSLW`OrcG)XT&Y*SPakHSAD7$nS_9v)mqp;K`sQ?*Z=_(Aq?lxdMZdDb zv%e$=CtO}0S~gZqY7VI#I$VB7=^Wk<-tWsjy9{mF{kd}psf_gh{eF-fFR)AwtPwGF z=KaN5zLnZ5GPqpPh6Xk`s)&i}8x~2O0<1ZH4u1pk>5Jpsm=Fto2+be*z_GJk4k|u5Ev^ftAAg)>#@VpWGjxy(BMH zB$=Uqp^^Vt_|7Z&hs9j@i}WcLh&We-%k$AZ)XsFO64sRR618d|S!NE|o*Qql&Gn)n zLcw*h)NyEU%pXgARN?MPG%HKZa@PM`y=%4r%k5Ns>;eWOUq07*c5rX?UQ(^XIxy3X zm5TTfVc&kL5KZeLmaB>FIFBe9?M{dyq+(6TnWkq%3H2AW45%{_RBf!48GV7gXloKW zs+GB!jA$x`b^p**0_?@?$y5>eZTdHR_EA~T(`R3s6N2O-k|jC#`rQm2MaGU}*C3x# z)%4&z#$PS)a@~E+6*x=f1`0>SaVW1D>BHHi;|{q3;?gvy%F=`BR;SV&_FRrhc|GVH z_jPCd4lt%oKv)wi1Ux9r6fSL79(??37+jK06r-t4J$p*+!+ZKlB~)8SU|QQXCExyz}&_qH5C=ADl*DRaxit32fl9`Y=?746sHcrE%(e~lRnguyC$3lszEs! zH2A*?@Z@92F?+yqC9g4H(rODnbgs{)n(6r=74Uo^a36l#%)iOzJKdR!hFT1j6wFl^7M(C=D$|F} zGIi8K6!1tw!}{JdeeLy%-clJS>U;d*@hLlZ-O3mRg8jAxdV$y_$j#YM&AYL9y`VFC zeO#$#(ht^TlI4ZwcS)5;3tzH)IL2g^2*J^5#Zy#E0X2QR^ltkUkov>!z!8t?Ia%*> zOjGcxxs(8OPcsrMDXA$Z7WtI%i_W8A@WU$YT1h5pQ75U9TRtsno8wa8hhJVq0A!hG zP5%<&0d!_TG-}bk3z;RxnaBL%Z1Fi)m*V;~APmlVZ?UV7?g@XX^X90>jmCsch{v%K z483I5B62PRYv<6X+Y6p8*=r*fHfI=f*=#}rcw|tD;HsXws~04O=NhIg;~b0QyyIm_ zw5HSP1vJCJyzLK>d5_f!cjk-7o0cAsP826N8`}Pw+YURAiI!}r zK}a^yvJL9kR7&9by2Q_)VTJxk2>1Drro%(i=5LBsa0$EXbyTf;^eBj5rY1-#H2D%WU2uBVXF+3S^V5H79gv`E zS={@Ulpav)T1*UdZuDACE}?r`tvKP~>>RzXbv4&p+&bkIlRTUP`Cxk_iB)M_&c1&U zJo@0(cZT}t(aWL085U=`>WUF+DYxI_^{)=>%YA`I1sAmaw}hAVf0gjEGBf>0!izN# zi_Lzq1;}@S z&gUWf-}GjpcF*hColL-y7mES>Ia)~R4J%GNPs8vh_T}UC(zdbixw1G~V`GM%vWd;z26Hed8M zTAnL<&qpxPQsexrr8E!v)wcc5*y^ho4?O6o<_`v^)da$U^)WFVbOhyVy%=HmB zFQ{`@l;~uh32+3f;0&==3R%%-{*iq{s_u4ngImO4mD6PN6aGhdoa8Z>;eh)V=_RpP zjC_BhvhSd(zU)*;3*L_cSwfZqF5|jyU`Wejg?(3h7FNzH=D=2aw7+qBjkChsM~-4f zK3>YNR&aSLiRj(YIzbz!ezgAiV>laxzz1)`{1wIUI9;j(L7+s%Ji=njeDm_~aet-- z;VWXNA@?+j%yb3Mf01%K%8fk1jFZgN!jqynmE4Pe<=gdT`+D?ge001z(IxG1mPlo| zLLsNcb}*89Y~4WUz&BF7qKe>>ZZk(*;8U9HOLNQa#*Mv+*Nni_i|N(M3<-wy-Y)d! zT-2{(Q}*k}HNzZ^hcU=lJ!Ko!R!i*`A|zDa70``PN$J`7f&=Ducj`hPg;b$GQras_ z4idY)KCy3HsCh*t?MsxTFD-+L39Mx+vo*VTBD~BG^Hl;Nt4DEBquAhs--(F9Z=Lt%7&BlC~Al7G# zlJ0#~h4((oHcjgv^%tt%4+w=VyuBb)OF*fp$1yy-lsk`|3X|L*h3$#gwLGNmxki4eEi{=A(Roh}Nv`HK z0myhUBTg#KUqqkiM_@20o5r|Te4#s}KQLIdqcN2}TdAjCuI2;!t5F7@>b%4_m&yEI zAm*HtL&gs6o!-R&HK;eWy+57!qgWc$G!V-EILR7%6E*Y-V_(@!cZxljnGi(vu1u?Oa;ZYE)a8DV(Nt+%acUqUme)>#dbT3SZI zklgC1H&pFA5KeGYc*(yw@*#YQ?_=xWzzZes5Lg$ zr}2^{ZN)pd43pdn(XCkBXv9V@h-immB7M4`%>ri#Q)m+t1juKNJph{la)qajYWu^BE)eKp<$K2JRNINNl0nrwi0ZIje}FBL5I!`#)>X4u6kS0zPUhN?>=dH{$#t}o;448!97Gj9Xkf2zbuT(>InHu-QT>!_Gx4M~O_%B7-EidM6jE4L$se>c&LJ-1qQvL}_HhQSNnBvn zh6x0=XrqVy43^UtFwRlejk2{1)m1ykO6NTSi^b|h+&Eo{Sl+?VY( z6`t!{X#TD}VYSoMSNr*lEB`Z4P^OzK&C}*aCr7ZLV;Ax*u?-x|<)}`?>Y+wsJ!i#h z;MxJuY);DR(T6Gyrqr+wt75{r9o~slSvlnCaj{N$%Ld#GkSr(~u82naW!ftOQBeq} zo6Y#mr9j|P_@uNgg9aUKF3gMd2*czj=$714Q7*_MEuejfZmvK`ef*~@>3k%4Q8;+{ zYKkNaJF^D7m4-@d2mHcKZH7dsM@XEBHIelb=f!W0xjjW$8OmBnL+Q{~dXx3o5(=~e zCT2ixxqGHDy9#ne(1~f~%QzIb#CxRlm=YTov=Xj<;XIUYD0wTHwV5Z2TOutb^X>07 zA4xAc1%|lesv1UBaBm{Qitocw6x$UVxJ!<9A+dL_)o(*T+TbrT4t)Ht)qklw=zT`F9uyN`q<1BN#&s{!Su*Z-E z?F2bhf-iU^qr}iT8>Nk#!@5m6Wn0YDycpXe93@!oM zPdlfXo%8nIg#^<@xucfoG^4MGKYDrt`}BdVU{TLMFhEAQ9yxAo zUCFG>T+P&sAgXO8_uBBG##{DZ780sx>1u!0bfPs;QO0fO88x9t>BCBzuY`0m2;&l32zRHZw4M z(VU6~;RiB2i9Bea30$jiS|(M~_sY~YPGuM1<@nV;nInaiAiwLGp}XiziroOhOu-fZ ziji@cF|IIQ5HV0Ye>AZe1PIeC51@NccmnWm!SNYtsqtdqMMPx;cWAW1_8CtgY|a>M zA|~dH;sr3gV4&fkuH8DI-Hl2MK>;kGm&q*b`1Al6inHAhH93|a`=*^&LBC5Uhg!n(P$ zn&^yFfvVsLDg$w*W`3g1fyDVJ{1|0gCIp-h_32q~Q8t8ZA~zjC0e&KaAmc26b_PLK zrsOyv(P3WQHjnct*(Po@MvP(r)Xc=Eb5}ZP| z1wmRY0U!E0Q>SiFu$-v9Ch`Sp(g1D(p>ZZAQrWOjODa_-Je>$eGuxQJUjbe@6>hhY zFomPwFl5(+9w$!#VQ?tXn!DyH_Zt2PJdYB32D+EaQVGEi6c#!^T2^!#O9MBy8~d3E zlKBTYwm`P&M;paeIJ}&y7*;&d7NTF~nZ#b)21EeReFSthiA5eT0Vtz@Zh=Y@#NH3+ zfygZjnOh|AwWO(t+9&B*HP|GRd@>H{^L6 zoXQR8QRJ$@WD_}r-itXXA=C<_TXsMItz0S!EGofVFC;MObpbJwx9ZdVStOetn1yrz z_3ee!Kfv>t`9HAI4%)XArHhHc+0$l!^1_5yjd(pPgRu8Gi#G8wPB1J(l}>op$dmzwQcC5tk9h zkz4kc)|ZKQOuU(!tar-H?y0Z$Gtv*f4%^JE*C!7?4>fJ}qzYp-6Q}MT{X?p+*O&Rb zQ%jx2;g|XGE{(&a4!YXZD8tnS4<#Dgqofl1iw=$7a=AR?dZ_b9(jK9^;Dz}HXiTep z=6%e8{SsR|9=G&*1QVi6^yUQc(biZ2{sOZYF|3Wd>O64+A+iW7WlHeNV$KFQ`Kr*9 z3}Zf=;U8`3HW{h8l+REDs5LXq#`Z>&oY0ECNTa`Z%m(k+EAdrpZ_#;&Y)#Y1U+$Q5 zdnvNmvB_xs1C4Cb?Q<0{zBsjU`Y!Fxv*2YE>MbV8K#)3VxLMrwld%cOm|`)ggY>_F zmzmeb4Ubu~`b2%YS&wRo5@Uf`qK&FrVSpk30eVw8Qs-qBB`cT`$S))Q-kYVHMT@+| z^a}xzA|n8mVBVN}^5V==YvMqgY5MfoG+DMy!x# zlcjf}+3Vr?udQZWW6*GlbmMY!p*cu2?`ZaZ-l{`&;4z{#11500LI)LwY5Zhp@(hv3 z*!($S_%)c6aGqZ)sd4=83*L7f0y`toQD(KbW|c1$o<7VOXc-aox>c#LXWf0lY`jJd znYQK?saF&e5^l+wCEUgz4aNSuSnZUy{VPw4maiS=Q@7W7y<>h9zLvLXQR6B%G&()9 zX=$Ti7L2^rS>uV-6_wr{>9am5Zlc66Jdn&b1{qFGiUbC%Xv_`~IQvew4K+~}Q;gbG z79e>nhnB1LAqQEYQkB$+n8xEp{Ibx{b*427X1Gis*DL-~vt1I{ljfvhw~*S+`^Fpa zI}h^`It!DYs%S2sT|-_3X!Kq+c0Wa$4Up$ez*P8f(hBQO-L`AC^4Ke#PF~*^UyM1q z{T?!lG;-81-ZBk84gB0k?lVIW%)()kR8|TDf!g#U5TK5zC?!NMSUaG(e{qu)@wT9_ zS9Vyhpkxf4eK_`H{=TKcnmBV-U9ihql-a_TAO^=|k~eMJ;z}MEi_JKw=cG10w{W&t zas;76f1x#T3Na8c1&U)ahBzqw4A4jrAo>Q3v5QgNVyhDR4dY-|F*>WDtfpeT%D;S5 zQi8K1np*CUmdM2T%37N_Z z_Xdg#vwRb_k0ztJ>o3~sQik8p)#UKci(@}|q!H(V#sr}yv8n$cY2>}Fc;`<*wha35 zo1BnBvH02A>69$eXHs}8&QUUi6`^XMe`gjQb}wKWh27sfvAB7Ax^8V;>ry`&BiKq& zI(f9znIfC8aPVxekj*;ZL#cmtcJbgU&%ABOPEC5TXcsQZO;ZC^p-wB6Va(7?o2XO* zxu5r7EKj}3=ZwM4u1P!OJ|H)7vI?FXi^r+{LzLFkZ@Ok=OY~qTrAldj2+}|pg`VsS zDtdkv3T+%ACI{VrU4iVXy2O4r4i2FsN0#8()II9A)$sDXYN^VjtHbBZB_gboJU>cL zc%vdBf^c)w`pg^_9`{wMJ!y1Ni~nV>qda_eo63fG)LyJ&LXw%W6stk&2Ym}EaGurF z49;B4upr7JbB?=fUb8wp-~Aw%Z$RZRi!-l)wZPF1TP+k+yZ&32L>@YzYBv;zS!ob=UJ;yIQ(EcEot#uJn9zr;BXJ20@veuIbrf+;_;m?-<^r zKhm1v)c47ctMU>h@K5ks3GZH^cMb?U`2z)TY*xafJai)O;9-azOl(HAU`&Y8wPvyK zF0G7W`z&HW`0fB$es%97(J_5d#yS+{!5NVH={F3(=A+|4ZZFoG+jwO7f+s=aqWHOqNFeBbmGDWMFn#cFfSYkhw zG;t{7$7iK26<9=6K6$G@u58n+OMGH637O=?{7w*Zjdzo#X2b7ia-hcZ_$y`+xjxxT zJUdykGu%DrnB=VB$o7OvFVhomDU9^lK^_Wb*^J!7C&#=338PK8@HA8|XMy`q4#*O} zm-2fKHv8Av2|O84?}CO{i3W483NOoH5mWrwcz zR8-z=N%o)>dXh!6CQ$=QSrA#$X|n1cGl)-UaKQ)%{UM-wGi|evJ zxPlmmgXvt;-|(r@OFBA!97+WJ>G_?9-bC|xmQ~vc^~IM1G2)O%V5`?m@BS3HdLOw;E~mJE z{YzwZ!7MJfwxkrH!BQ3vmA_^lf+&N>1DV#O6c`si4CljhFIZOTx;vTNxh`{|bA7QT zQqbPp`MW~Kj*b}ju=7mjScxXNGhLV00lD+94_EMVWoz@w*vFD!*#S4_zOwpmv$Lg` zxkc;_*Ss3OeCB&xTqnWf<4!X#!O|1E`AdUsh0ke6)x6m!gfjfzP;s@q8r9g_V>aah zKEJErsVlelXJoGaZQd|su2FtLwHD*z6=LZ7s_Qaw^WjJNA3j_Ue4;Kws@F=O8p}#- z&U?yF5M?=d#FmpO}5s#K@Rv5&45u&W^1ve4d zU}!z?WXgM9Xz(%5un=#srxS_mxHfli>3;O!tB-TkrE(16_m8LqPp(g>`cJl9S-SM! zbB6c?^9WoJpQo_z5rzWrc5EMB4cB|{6FaD!`52KdmxZqdwtZ!2(!W!6ENUsX+VRe` z;$awj;ohd>Vo}X*7*y9jcmKMFou)037^?H>mW$-G#xyl-Ey39nzIJTb4s7WNds895 zf0?t-;LC^4ygHH)h3~gKs!+dceHW{kzMVEVJlk?OwdZR7c3HnH^oD)+J zGT}-cmt*)jB-n4xuqX^jUAD-t=4LbM4J~kd3L7XN->PTX(F=#U+)c%# z47#H2qLg5;4rxH2)TNayUYnE{xk=QhMAP+!nv}|$Q#1Mvxe`)5Vk7b~Y^oU|MEU9{ zm%_B(f`$X5xPQSXsev0Hj-!v3L;H%gcNA{m(WSli%(S2pn=iLm`GUKj!Tq_%-EV?v}gZ7p7ggQP8cULkth4T4YTIpWG! zY($~LL1#$k_146;v#A-WB^M9tf%8u{u>{PLcye3pko?T+-?ej zMmJey)4KY$Q=)rO;nTVqOtQ2i$}qonETPZRx8!b^t7LfmJ~wJzUkgyI4?1^g0HCl1d0a(UC~=U(dZAloz=oT^;iC| z-{foh5s66fW*{F!qNnM+YSt95K`n1ZILmbnEOi~gy0rZ5QVXpEQm_PiRLjbmcCG~| zmc~1a=6v!lU$+1nn@p1l#HKScKVHB9I@1mH$C`zy@C(VROpe1jQazelo)wR^ubuoZL9{2 z%(q(m<6R;~Mw-5}Y%4F>)&te1hMX%e;&D5VWVOYXdfGMEys&k@`)8rp!Azm!y~-R_ zyNX7o@w`$)Nr-Cw>YP=Y;rj5ps{otM9G;NmU}JKiX@gFq%o~Em&{!h6$@qT5kaX&6 zH1n65NVlfid_l=qvsm;{^~*K6nh1Kb_QY;O{x!~&^4f}cnEu%_d_iKc85O`<{OUCC zemF`dZAfPgc53d^Zt2Rfq5%S*cCa>a`w(Y2JtX3W$A zpG|7LR%4BKa&7TX6M1HF^-R?!(B>hzjr~?oUK8cYO`+FpHE~)C4EUHuy_Bule$%q< zcB_vcw7yoi?WFuw6e2t1+??*wL4HYzm1Sp1^+WSmt7}DTrNSFvC#d?}y31F5m_TYGU~*=Av5{-1?yon$Sm^&beL z+Yi)_jKv`59a;W}&q%03o2eA}(+y3op!FoGw?SV%#k@jzM0LC7u18rDv8tVepEJ!# znja26I%^U+>opFp7j`u*XU6n4=)(1uYo18AUk}Y#fs0q_u)P(PDwX@&`0LAiZ_`E^ zE=DMPwr_DqHy_pEO_moKNp?^D73$A*^w;~wwP9Bql@DClK5DP*hc*~|7mKb*P(eITyF`kWZzHinDq3nT=-5?*FXM|H>3KYLI(Ngl z!)-ZJ552!=M++~#d0^%#o|^88@;OG(gdo}SVOv0mBGHH>8v-74kJ55=|48Kn^HT`O znZ+L!g~G7qo1qNJIWoo{5RrJw#h(aRh?{zeFXRy}JfL|7mJy=z-XQZ5TFU7WST4(l z>T3Q#WFuTa=E|ErU+q^q8;3A4mVw3e7%|RCFr)D_HYFizHv27?6op8X7X4!3$S7Dw zey>!R%K$!!1LHJvPm0LDfUNKnIdm0Efjkn?1tq!+TH;dKs%%NVIzj7)-fvM`h*smC zcgKk|R(01WCztaqr#q$>&?l=7YvuLTX}i7|_^7n65AcS!5AOdK6#oOn{(toMauOaHzHt2ws#W(`r>%PwOroKLuumRKS0|F6BHO1P1Flpwp!@ z(7lqX_JruoK}3C&r>4bqHMIxc4UCxsiV~ojoxW`}Z-*Ut@4F*M}4bsOvg6Lfl+9>TP!5tt&2r&9Qug7-d;}xB`npx1f7wsP^HE zkUa%MJMOxrUev!t)mq>c7D#>B$4DWM9-49th&=}jV!;vv;2*IxKWM)$8#yl(qx7yy z>|3x03(bd_YB#6}d54Qw%L#0{RPVM@ljB{BU@4z8llIhVNp3x3CA8)uh5gjYd+ysu zPLY(Jt|!rhoQ$a7kzdH2^_d!1}! zRrmuXr1x0u_b8o|gm*>;iXg!v*g(r>v4x-iqJ*lsvh;2Km+#{7%m5T54;S-O_Wr|E zqfU?2SyaZ?>AE96-H|-I3jWk(GkuT;{AfppNPYR)Em7v@gwpKf(W=rcFM6r|QQY+O z%hmGqXldG`GRy4VBPmWTzKGx3V@FJO`9Q#8ZJrK8y?fd<|8$!D8f(~6l`6B*(O}D~ z_bLD6WQpbWVBF2tbq|!!CeGxfR!iR1MXk;gqHKP9`ml9(ZfsP%T8j#Yn+WD>0cYr{ zC8M@g;~LzuCtBuN@9{*s&2`wV-E7=M;hVvWVS?y+L_-7)3O!jQyZrB87?SFgYkz10 zIOZcbm}e? z9f*@GR?scVSNxty{56P60#C$Kbdb2$A0dBvMW|eAoLaCJQKa-xq$GTM`d#=|HaHA~ z7H#nqO|Tg`pNmi~>datJxa^ULR1OIZzMg7_kjyG741*R8UKRDvj>s9F1)-JHGN-Z^ zVg;?vvHYdT8TzgB8TwXBlcIko*qd4*Ojd}Ct;tnyKB~tyFWf* zbiYShvEzshf0}1WqnOA;9ma>G#s^)M7!;SY#8x|O`Npi@u00L@$qKz?Q5}U;XWzB5 zb+ci=%JlvEW@o9i{@)^!<9`#8EdN=g(n*%H+Gju*zWzkvYM~i!F_xeO5&C37=vdXs zM0-42k+du`DdY(AertZ%dXyIe=8s{yGZig#?q0v}=8n9VJ2?-+9xi{7u}}NNvLuha z+IS^NE3i0EK>0ea!Af-Qt_{^wITn6>GI?p({(5fryX^dRygFF%WsSGB-O`R2!)({aV60(#xy!rNupa!>W@a&v( zS2&i~5Pjun4j2=3LMvSJZ_UzZ8cwN)4Y_?x_Pp;VZJBVmbI;I)j=&NK6;s*nhw>vx0TWVk1}cOmOam=OjxI({Fcs=Ff%16#Piexy&{RX{ zKs2F1w2)Yfdvh*?@^E7bEKEXv*u_LddASHE%L9UZ5n}L3h_U`ed1k=X|C~?!skASP zaneL0JadvDFiHb?gW^V%TOhX}EmSHnNfV)IPfpVuUk2*ax*%wnB99)`p}sJDOP3#* z%FFcSl{e~S(&US{FmJv^Zo7eSR3W z-!lZj#_{P&IjSq0ka9!srYUrZLfeps^b5p<60^8p8Y7SsaM@l9vtMVx4ea&ZCpDEgk2Q$HZ^6Q=MDXt*AAq#G3&9c;=OYUy`m{ zfmqy0y7R#bC`nRN*N)8Oc_@2;^-4x7Aefe*dz^G2wV#PDG`NivK$}bzYRRI7myh(j zVb}ZrD0`Y#DQrt0AAImYzE z?2}2W_v@EY=Vd3~?3Lf>;87vg^^WdJJG;y#^XsEicnN}?YUk`^++*AMhwIyo%dOh_2%`<$sjUsiwC#U%gExqA_1u4~nQ}`n9UCg&$#Oy~VvUw? z_l;9^a@#YiYiGTYI*)sAA!Zw%eLh>U?Ec=DUOdoH-+L685YcOrL(fJ;(kRsXLocJo zn`DpG+d_GqLP5_#drBO#JV9Dm3xdKVl%gk;s?bq0DRr4Gry#)NH8>(1O*tco=>{kG z_)CRP(fERu8sAd$2Ir#hnKhI9s?Hyw6TC(!hrtfaDnd~6n~?FBCF6Uf-gyNdk`L4# zf=YjMK@!WUNJUG@whoO&8IvR?6iiA4D?|uKB%m7@r(lYKrMP0~=#dSKMKLri_8S~> zFo!81lpAIx4%QOn4A$m}!S@DE;rN1)?=e6}mU5SAJ43tzIq9&>y(lB$m6CK6zav+o1QZzs~_$ zRnDFPG#6SR|LH9L7pB|)xoTl%Wc_bd%R+x_;7^4($F0XG&WY|u0N4OcTsdnp0q3W_6I$VY;crPHeUe|&)cChvngYq*wX%KyRHpfq zw5i25;O^^+axBdP`DM__jZ2pscF=AUd~B`zu&*%r`q*%SNKs{edt`zTI4-K&(}DL# zNR5^x0%A8eth;l&N54hk5{`eQ-L7(O`3=6&O0^^7&SDA#dy$ucUS`WR%a&X#BpVT_ zdd}?ui7gr>@smLj(ENsue|5ZIoAQC`sy)+az-fdiCk|FL9NJW>e%iDvyO)R}AB`fb znMAaZ+C*ehL`zBjqmuTQ$vHAZNu)kqHXM_ZXx_u&cjlcc2^X(!C-84Qu2e(oz0ROJ zi%WU=6|3oHA7+km7E%bz42di{yg@lR2z zDhYr9%QwX0+}LTI2_bJy%F5E9kQLSSsmZKMJ+#~R?eV2YEZRuby0q*}tnnk7+PFf@ z=~B}Cw!ULsIIfV(jVv#=UV~`{);lc<*I%(&zL(Z- zJexBqO}HJRp%-qjwa1(}kztG}yl~Z+x!E39xv-ka47Y0VY<#RECx>RP#OE!i;KJRq zCpqNYyaHaBj9H$t0#qfIN>rtQN?xT*N}06+jsh!aAMxjFG&HjZ^wzXb-M0?ypFEU_ zvY~T??l!XFVRugPyomAA>RV@BDUL?Sq%aDFsIVu|ORCD?$%?}|7tFg5$Vd^-fdGLx z=JEvhG!gX2aipXSH%aGubHW6HL{H#RvV%8HPQ)A$2}8ME`Xq}}r*vXYH`eHR4ODw* zFcLHeupN#p$pn%-P-h*R3Q|h9wd9dWOBW2{abC*!4Sb=Ki;WW+)*Yu;IZt{yAf#}dM=z4{G$kh?EyN?(4#deQgr zp$IiN>NLlV@2W@X3gtlj+EW}MFT}6&FuMz-XLDPIWkmeVazAo7DZfkZ@Lf)`Fyj&S6EU+%+A*Nf1$h>g#W+rTuhAr?H0ypK&dOKt@l`r$ta6RchR-G z+i9OOQC&$}SuIrraZ{<3Q8!#`NvuL42qhv5K?WnR38E}U5>Tlub~L$GZ782P*Iizt zRN6FuH@SY&@qXM-LFM7TIUncp07y7FUwiIpuf4XNhzd40DH0?O>uo<%`&NtA8ck{9 zqTpR)J``?{Mu^;GcPRqUp(aj(9SjYEv2zaTdQPsE8zFL^3p%?t4M~kCrBFDh9>0@L z4AS4-?<{{eyo;;|guTNgE0ZL4#9`bo$$hVwd1?Hh_TrcN3F|8$RnBp)H5!k*(a>`< zF%Z#e6lXG6t*)F`zR^=AyHl)yg9`RpBoz=R`d0OiuIHuwSb-g&S}YX+wfubJdDb5B1hRB5R$z=4*K`{lehf5HP|YVK`WKG4E2( znfb(_BYz>v^pi?bKRvrb%p$%tU-eTWJxVCnuR(i3mKaAr2d1t9C9QdG^TUZTZs51tCGsN zJY?A()FC8}-|R9;!Q9rFjsHm3J$|v?sDtIh#^!SqbnRE)9gt2NO*OGXVM;4A0rF)x zfaGi=Wd|hGVRa1&pJ+gu71M)C|A4rHq71#-pKEsuR?eZ?F`YQPnpSR)Xwn|`=h|}X zJ@a{$GcBY6(n1fQiF3N{vQ2W?eT={JvR5PutJa7?~k6yu|gFtpeD0h!aJ5L5w!AA^w=$g{s8=m$ya$+&2= zuqU2*QbSWrTJ7fqCRO|bT#o88N2B)Gf-HETNgdU}4H&{x-C6>t7=rAE{7lKHTsAmA zfDZ%6Y2CQNc?Mvw3AG9P`A_|gV@|2u`%Tq8-U+ffqx6}dd>Hl3Wa%I>7T8@k@wZF;DzJHyZcM^nG)5%u`z8U^;c?ZxsZphJJSC;XgO?bJG>FC z`0jsJJg*IkLpO!J2(N=!ye}~sGcOPrD9JQ@&PqA;rsp3{AXh7474nqS7mAufewosef z9P93RlvM3U)MqrJpR$07C&u@f7F_@NBxL*NXn!xhwO-q@6pganYl;(68D54Ii<;ei!o(+;Q z4EM}RlsxB*Wp`8OpvaVfdqpz!*>DfJ&Vo$u1@Zj$pK|%gj?v2eJWZ?io~?0@?*2ZW zy`D9EL}y_XjWrZX%?MsI|DnG82=Pi(B&VuUba%!V))A6PJB3My=DkO*M2I#X?j2ECH%CXYdA3`cbt)7B`GQlj}poF%8DT5EOQ%d>XO+UN_01_0b6( z?ZbGD6YAFxbN^`S6mo1B@Tf{?xrDA0ZFFZJ@U{CV^5Wtil;)OW>6B%0Ae_x9Q*`@= zxHMjrzo`zFmQ%)L+L$z#hVK)M7qF2ZisORoped9!(*~)Fn^JFV0&o&%nv06w!Y}HQIN+j#*#D`ZH7*2l(JoI-bC4{&-_qG#Itc zFh)|JfG5~XxxF+WO7Bj39Ew2LvjnP*h*TPGNnvo%rujTJiOi?M#-bsB<v{J9 zR*VlS*wlAO)Vd%C+T^5B2x#O}(`w>mE!k3I0u{D6WG_>RJEnL-m4wyNfOwvqRBTT@ zwgtzXZPE{ll=rLx9iV%Tw(S1ec?Q6`bewvnv7;Wd%$UMEZL}AxOt&*oDsPvWwuII75}*0H(ef*J1K&XlD@%}4T&mvnrUAhc~O5WOOc}`;pY(?PMBlb*r70 z&_^4-XHhhuL_s+oY0H*B@X3jw@Tfpe&LkAEhEHt5_X4rWQX3bxRVTUoRjuvqd5{%- zCv>w^7^G~^LT{zdM*Hsy#HVmDApEiuw=50uO9W%jGMo$Oj0 zHEld&4E*`sOD^{k^z4(GoIb0$@`H18_2ghk3E$AYTlmnQ*{}_`Ji2n46Gy--3{jbd z7y4W?}*M+zk=iAt0MhhKE*ZG}Ibzd-$vp2e)u^&Zw zfcY?dm}sGk8=}lTE`QxSQX`UvdFnvQHa1zWSkTlwgJJUVdCIx)S{nX2SI}aWi+7yV z^@HlNh8Ruv%5t{5#d=FymN`|zaFaefk5PO35~De{y}ksfxmDdnY2%LgWcTzTjg^2F zjOlncNg)?c#%IhtKT3=EjoJ2IriH1+<#KD4Y@eT}ecu)8QncMkA(4jbul~XrdRFNv zogo>H888@!a)C`K-v(jc#!rs)JSA9qe(3(T!r??xQx~Pu>b?7cf3Plrn`M zFjz&m6GFHfJ`vdnptlxszqgL9!$Xt;aEXYISr%#=mIEhZsyDU4&<{nWP4(a34%8em zV4Ln-`-|c{IWo`}YDoRg56g8ffZzuSIqunS2;>4?+a zzCqOqg1=lw!T2$rTYQM0qZHGy45VZGhe3666b6sqn2NLSHKCVa+Wy3`LV!~`si|## zwJnsW@y^K6>1k03?e4%%Ov1!qa}M`!+F0qKJZUTrrY!XA=lWZW zKAm0|ba)~Su~b854V_2|=-(?ju00jVYqhp-$@s4d-CWXTPxLL9v%%{=D{i2EY$2eW zA;=You|brx>a8A%nBm&egV!j%@}YZ!!QoV&Y8jqwDP>u|oypt_rEsIZ@i8}&l9ACX zV?6-^JKg|&jy9ELv?Aqu$D@9cJdNiNghZ@w*LTogKt!)uK8q z9Sb?fLn0cgll=S6!SKR!-1Dfn4~1m0*Lr9je{Z*NNi@EA`@E*&d#|cH%f8pxn03HR zF-?;GR;Qxz9`=zmfTC)mkotW*P&A50?Ow#-0toi?b%C+;@BdhY8MSlrxkb77ZTq7RFGSptRFr%riECkGB<= zL9&?!X~ok;Z21a)>_?22%n<8AeynauioS@Wi=$3--w2V?L?w$yYtg-wmF^usS^xcH zuF}3#PP;!5STF_kkFH9zD#wiQ}f6Cd!xM*l{?U-zq2*Dw=t;k94^(H zZ8ZIl-F{5Q+8-yBa(q%ky30FB<>4N<98rd0Qrk<*Jw$n_JRSq!=rnp%`DgPIcvjHN z2>20N({V1(PH>x(#-cNdVz#s-dfGZ%Qb*}+#|@eQHS?+gNQ27Wg4XAmxfHts)otM8 z_qt4pA2VDeZmM!u$>BqB`;&ev+!Z_&o*NzzsRHH^{@~j`f|P2Cz`(Tkbb)a0*yPWJ zAAtqz!}rT!#~qQ#Os@pzwPCiYct(`~tcG(BpIVkQKq=0cLVv5oMFMA6R??s5r(pNw z!Tlu2+$?TH0|;Z+oN7*|#9sU2m#t3dDi-EDPfMyhjhluigO%>L-tE1^B6W<#8TIIv4^7+LZS}0lbD5G4Z$3HfT%0j76XmT#!FPeTe-8{N zx_Y%@&yVLsDazREwGB^uhMtP|IRL30p%nBss*9BK%rEVK?+68W;R3KpKe~qmgsam$ zo4zhjzE^)+v2434{XN`;Ua@$V%`A0$Xwe;F1QQdjv4x$}_t3G2X<; zHgWKKN&84KjAGT4!^R8~&fv+pH4>MF8Lg-E6KwRi^VK=1%~P(^Vf53i88F&51}wJ} zUe&q@OOHsL(e$79X$&Q9YHu18U(3j${!Adrj741FgwHew@u~$_E|h9TQAABI;z^+N zc?K*z^a+4k3Vz?B0m`H>y&mV+eGoABDKKa`_?;@i_RP__YiRLXmL4}(?W&@_ku;1A zJPiHwr@r3b@{6iX`{!v??B&oGYwgJ-8TU96atO@7C?22W7qz+LAeSlz9b$|0@I&3} zd3u@PkCit#XXiK5)GdeH^p5t&XW~8;&7u`uNcX~nxDOiKX$-qk6T%D+RC@D*22twa zh^fp!R^CBlGXgeZ+I0M2dO5&pq|ID9Tdr&oGZG>W#>91|cML`1L{QFnf=mCxYOGq7 zWSK}LNK{LsM0tG6ua%^G(>u%xgAn8`?qE~3?SZWGFpJb7B~|vUJrQ|HO7VZ z$ddq?%8JCWU1Wtlj|uTz*r%%9z`8yg%lJ1|W;kNWs^s?O82)OJv9@S4mNxgxbU&SRJaazY0<(NCLBIc4)FOAUiXLiOHke zce;yZ$vaPMrNm;I%9TAkB|6cisQJ!4J=Et0r%NWWmU`}lGV$W4Yfu=6rWw0@tHZF* z&7)A@z$H<$U69>e^EXhxFCZ5R-$G=1z*6m1&j@Q@0WIx!DLJtUxZPZDF!BQ*lVXLF zSMU0L^FPh38X|w0JZ5ACp#V{}vJ(TP*)E=DL8~!L$T?`lE7$}IID*s{-pdSn4wn=d`1C)o;A zX9YpQykSXuzpbysRZ#qUd~E+N>!G2HL;adHB@?>V)Ya7v2hJg`hh4qqX4n^Uh8UsY zf9hWTk1!@o|7|pDrLP~)P^U(x+jO!s#7a|F^ACMi!3$1}t+? zv5-d*N69gXBWyt0a)7%Um@-MbeefGI_ zX$Aj##tJ5!)^1A5tB)*vRkr9Q;j z6F56Vz|28**s_$|ktTZ6=sZC+ZCA zS5audq<;X;_jTGdfJUP%)dU$#v8giXvcU?L1T5Km5<`O_Bbx@-{HFrjq8ji|Odos+ z2DwD1>`eP7b11o5&`})}!$I)R9Ge{Qw56kRjgt}t=7&b=Txvae?$BZUw}*V@zQ2-^ zZPSwwLaE@pl{?Zop+*mN+x9@D7Z>cnaxuj$=r<%$@9VZf@vP1u?&}nw`i+>??0ph1 z*?jA?Hf8=BpSW(<95P|GgC7A}f`+|QU-~_#>cM6(TH3H2E58R=K6p+wT%vi@yBaJ~ zTs%kiotLjIt?Vo;_;o>-mGGOhEiUVGzLF(NpzWIq$V}FM!!TZa;=fYo=ALsNkpC!T zcYuhJR|QPUxKXfNBHtG+0`60f@Hs(@cBgp7y^UF@Hc^79Kl%V^95P$2yQzHpkvy1U z8Q7aHOIkd(tzlWJd~!`1HpoIZAQOO2hXVFfkT3BlKcT?{gL8Kl;9(wLWJ`lZ%5bo< z-xx+>f8ZF}Z*{H4-n2lltezF;kpoCZufkj-E*S-_f1$x5upg<4J{0qu))ec5fBgy` z3OZzT^$6N}lNI!gh^h#QgBv0!sCc0HGC5c_S(N{!rvbL0qQgB)-63_7t76zMW*-@- z@sebP{{EKf*eKC-YZ5yz+?FU>ln6WoA@dBb^cDfHUXA9f^~or;yf;LOQW>bTrO_QN zggZMcPerHUrU#xgh=SNC;cI+__5rN6M?nqX;_Cdoyo`({D^7zZ!5|kDJbJO>XQWu6 zFiT7EKfnp0u^(U7dAs~P!Nwl9%FTWN?@B@^dil-wQ5}m%lBL3AFkE)4wvw88jht(D_%INk^kiK6ij;z2Dr=e5aTa@ zSNE3un6q^kenY_-aX4K1*?X#FHB!Z5@t3{&%EK^wPU{%@n`IN}t=G3yQ)56facmcu^*s+A_)Sa$6f}UNWX##Dav<$N|ZJLKi?s$*Z|IXHBp-to$ob zRO;!9pRdovx9aqLA%_Fd5u}Xf z5m_hr8(YGeAxZA3>^Yc1$vvD-rUK*FCZ8Ovo6cC2gXdVHN1(ym2uUBI@iIuZ))!%C#U!LgXzMaieqp`Wt4E*4{||YB{eJ`*VES+9mH(B5^!4TSl`Zwn&Fw*d z0jPkp|I^a{W%~Jln}XQ?w-LFb%x@(@1mC!)W^5m2Xg*HJ%fAEx6a@SC{;ZZoL;S#k zu!IvKEkeje;U8#q`~5?LjTQYs&2+M;1`TIzlla_ETYY~fhuj0k&`&$KyarYB_Q^Mdu5=D4i!oGBR@NM z=ENl+$)zl_e?zz|Tv0h?)pJ)^W;e@dXk?sCHfG= z<$+HeA;5#0l6V=Z4qV@Xto(am z`-HEYPS5FE9w4fuUvazrk(9Joj@vHVdC7kZ-6_t;I znW^pwCEI(*u9hohIXn_9&*w6y=8IR3sx>u>-Atq3VknIu8c!oQM5}Q7t~^;v_7+A2CF9 z6#+4|xflo-9+cPBmbsm0^^W2dTIF z98&_nyUB<9E=>mrv)g09+3j%u3UY2}>J3wss9-#lq1lPhjqF$dOBG5Rf3l2RZ66!_WV8q5jLb z`~M8@Vf=5HWGnqX=yaT28iw*;zcAc?9sQ?e|4SYEe|t|km>4<#E0!f&6XIuzzSGON zsjXe6ZS<(?MOU-j@mzsi?L};x(9Ir9NF6PZm=uir1Q~1~AOQMY9MTA}Q4J12lK>4$teSwul)v$$2~% z+Mtk2XkejZ;U91B;9LK&7z`XTraou5J{|l^?QDAm6AgWRU2O;L*r3HXYqiYUI?t2X ztBBhg%M;*M1K6Sa$#oLQb;9BOximJw%QtY<%@=Igt&1C3v$=VKYK($~er!bk3iW*P zY76#g+ZYGl;uX3a=;r;G%E4t_r-g%pVcWVeI!(+lHE8=!ox76(0N}p9x!Kh?7!8~3 z8UYLOjCn>`4vu-g)8p2eh$q3XTDMQryOm*oh;$>v`A@G5ORS9b%He{^`n;}<2 z^1a_}2sOdjd$R5bIl=6E!Y@d^!Tg8svJgK4_1eOKzS!v+rw<(*NB0U0W_C zJrRDaTY7pMAAHIk{V)BguVuWhO9R?La^W@kPucGA3Jq-=zy3W3wZidnwOxL4UatTF zY5*&yt=m`I@fN~Zp`NgRc>mq+X@!o$iW3WoHO0DzoZC!E&IPxmzu+biHBSCgVreF$ ztJIw_@MD%dF0E)VT*W9RqDvXH#pM^XbB%IQ2HchU&J#*WW|qB&@^70tgRd+^g)@(B@ z+gkM@+12@WNV}gOpKy|)H9A^K zN?KB%0JZ{R?CM0FCoOtfZi;^4_}fzn0Ti+eiF#w=UW#H zFCK))_W}|2USL;D-6A_`=r2ytT%`NQ1tYHq>Fqcv)B?L*YLiZ<$>P}F|6Q`Bvf-Rl zIb>O}X{mA9L7Ef$t7y|cA2pkqU{-Y_&1P~vp(UGdDviL8vVh++l+-D!Rebc9bIict zQ4zljEw>5v%56}BWtT)KdW-FAqA0JQPh`<1Y|NrkGua%}i@5s>S3^^2lA4JU2D%!& z3n{E)u~fd89;ht4U#8ADo;B=k*d8j6fSuhe$1|UEAkztGc27lVX4o7%W#bE~NoK$e+#Qsz; z>Yi{!phX@NsfnY~NGd?~KaQ&h7Wp7lYLN{~8NRCTPj&=HAEA)+I z0m+yqNCx+H7tShtIMsU~dlHCVFh-H>dtAfk*dnoD1F;}gAMxS%4=Y%8wFK^tJzntX z^Pff{`qD39ip`Ru*G{0}o;=k~XK;m`MWeN!H9`4M4MmOjE~(b(SzurGtHCoUL513OW z#jHj(iQh!6F!gFw!< z2_e}{q8R4bE|b$`Z}_RvC9N0v_q-Xr2C@r>ezX3bB8xdbR;!%zI*+RLlfZ1Ti2?(> z^9M;pRA53vab5huHz6fWhzZWNIq7B;818rckn0xp?n^ESSgKd{8i5e@lu_|xKPe$$ z|9nqgyAd{K2wd`3I|{^^`CuIzC&zuuuTb5B;tG5+YxWWlDnmw)cMH z$8eeJL5*M1Jf>z3&DvB8Ptb(e?5_Cq(MaDHBy91yEZ6Zn-2W`1r?6i+nKGaMJTgER ziDlx{Uoe5-meYJ+5;^nErbRHgY8`I}ow%_*u4%l{_kjE_8$3{Y=A|F@PEppOefckM zi2~wh+|UW1EXqL5yajg0Q)&{%y{oazx394TkPe}AMM$KDf&<}kgu>Uj8IVav9Nx*1 zq2pj0nmVRj6btOxZ=t*fn~2%ds2-MEtqj}tGU+h(fP2`r{`FdZ4_kEc+1%RYvqjIA zo>g^?_Q_N1lkA3|!bu3(ZZ0W*w+lUAp(as4zf5#QnrP(Q_=Vv%U^+RI@32+Dgn^k% z(t>jI#XAge7AIAzp4IeA0Ya8Q|uX&7QSPDw)r&OWFPY$3H9N3(u*3DsleAOWeeRj*@hC$5! zwtl{6JKC=&j1sA8?das+2#t3O&{`f|FJA8wf}6J!T-jP1e2uAac0O6iy>uMI660B2 zK^rV6Yb%BH8h(v#_ZrGy6wUri3+pKggR|#D2AK0jft*w-Ieph7a+IS~Q54k2Q3z0?yEwZ(r%*MopT&c*7&(nW{))HptM?~lX$ZW##Y z-K;~rhCrqE8r9nZsLL~|8gkHkZU94wf)j1*K6SZR^%q$gi)8XPOdiAqBmQ|8=eJY^ zGr9v0U%>vi>v%2)$&dadrE`o|Z{P&@RUC*sAy)v*PP<4SJ|QPW_XytNCDmP<)Xwe& z=*=1mv|Axm_#$uw7!>A|bVOP^a?GPneTF zUOfIyqd&u40l|4*###X161JL&d?*u%ww%X0)6i~+Z4mtSj_C@*51;P_DnYPpxoZw_ ze%r{KDEP7#^m$&(K37v{b*Wuan=lJPh_Y=3+sd?aJ10w)lHR+u6D>$<+4x)JNL*h)x@l3vzJ^wDSpHFWir8C~7qW$x}$JwE53E2#hc2BN-I0;u$MYN5hqqZYhkZ%giJ|YPg4!M}*LsA3T0T$QYFE~>I&e~7Vqa2Uan%FPM1-w)4s zj-KElX(@veb@H|%1wFZVE>t5_t{~2cTm0Q`KddZPA(maUJL=4XnI2!LU{(*tP?>xX zr?_-;12d=cyxoAT^PU^EjoqmIsh3& wZ0p@@a=r{ypXiC-8o(k-^J9Cidy*a>^M zPZHAeREva7fAd}lt)7>i>06@QG~o++_xVO_=$KpZYyo~z;P73Ib?L-u_6qC|__uDT zq@GVhMlkMkM!9kwuPo5pKNg4mt# zRkl4^o?ciT!PEPY!c8+>UNylpXl?=L+EeFT8dp4q8HXmZ?brnxH>^}w`RnZ92DAx- zR=jZD_z*M{UBUs%*YE9RKK&IBHIL_^|K##{zD|^56!_Yam_NU^qF! z!R{y6Xi%?IpDrxtv7X-_%BLQt#?n8+8rJ0YiI=dO16d^E8K&+PcfUB4 zecHV7z4Uvh+9N9+LoayJXV@a_m~_xOigxLTKOTU{_$><*cZP1w%B9NSAgEPkLVc_F zRb1g!vv;{bUzEsxgZiR{w*j8(->=++M98n#v_j}Itg&_bygJaw_P{G0=g+-2=yL`M& zuj>E0`W$}%v&A!^?I)9jWGth20zU5H_DqFR)+omjYyjX-Ii&#F{Q(h%9i5`t7ARoGriJi9x-8q|N! z6GB!=-vV|EC0}fea%Pdy4&WDm;IzkanH1i)3;FfA(C=RdgcUzyzoYNp` zq-j?qm&HQQ3?cO>$$2-ln2Z9Z-e6);$NN4`br1ok?Vv1@kI!v4@4Sio{AIYT#y-O% zpbB@XG$M3{j>HvJy1>0ENr5=bxtVvv3Sni zrm5>yP1nZWMk{;YWU*n+RD()vbM&CQge~?sAY3sX!JyK8Yk0t@%>o5}FAHWT=c~Md zjfc-YWzZy7Hv-7W3J_m~6OOX8%9PrE%mTl_V|4Ugy1?>Kr|w(&@UpP@9#Gp(5+MGu zIrXy{9G>2TdJZhrN&FlgmjnjH;nuf*L*so30NS#1ulb(lrdeu@5_=a$?-wBuhHvBb z(2jr>H>qdq)BaWO#?70$OMag#Ioq){gl}NDlz8Ni$FoyPR5QQ?#(PS{aGg}r7*b7x z)K7Yab4jCzjf{&6mr9!)qc_a~H6@#n25^!R012_q)wU}Gc3${6Z@3##1>bN%>6$d! z6OuC*B8NK_QKJo@f7_TVKHj}9&XC8a50j*{tdrQo#htK~;rkNCLH8qnyIX#PD-Oz0 z-tMrEdWDki8O8_xSkrn8h4)r+z^c_^`0^zGfqU#56Gc*4hVa2{>e8R~CTqZNY4ZH? z*{nQL8n%5>z1_lspL`i#7&d6Uk?WliM`YyS%n-Rqli%utn21+70vaCAB!J@Gxdp4d|I!5NbxFSW18*{4MWMl|PiO zW(K4a5bSFxbpIRux4CM}>BG@1U13Vvus4<_txwOts|P0k_djDQAy=g{Oe?ZFZ6SPY zyO^>W0{H>Zyng`9Qk+eNN$w?OOHh=3Uc4IEyX#C5sOR&Cgv_$*JJ81u7Nf{Dmld*W z*@_1iI(Uf}7n3yW4fdY9UD1Wu{T)gZljmX=+Ad7W4MGj#PVU^zFeRsrESf%O{v8i* zNqwWvYZpLK9XlS89Z<(WjzKNS_==WVexU7mQ2au(0=Q+p55|30!92TKCpnjiHkUuh zAiq?LGRyX`4wK&xE5I^|ctRyg`?=g;vMT+-?s>nZe@iK8uDG`isH1JT)41HwL06Sc+6NqI3;TcDUnJ<^_-ZJe3v0K3;XB`BM&ClM+Y4%_Y5w$FM~eztg`jMr7LzwQ$qDtH8O0`;aee+@i6|W zh&5=23EN;b=-&bg`9=5fzXQM>ky#gP>?i5y>&W!QEjc=wcD?fhqxfL2lNnmibNFev zK-Dq?BFHzpmWW2JesNFtk{_>hfv2`L4T+HUeZQpfW?%u7z@o<_7to7Nj?aI+jZ%9t z3E!|Z{oW2y*2E29%M^(bOaA<2g8dF)qu*thE~L3Q^5{h4Y#5*G=?ly5-BGqsQ-3zbr42EOW( zY)V^b{@1NdHSql-e$Ku7`0c2MbKS)_CR8mCk6(`^a;|Mu-u(#8E*^jNMK<}%ZFIYkw_(D+sfDgIu66o?zwEIr@JG;2{NtXIa!ZbKhKZ(BC9uX?D+*ztU! z9v8VGd+w%4l;8WBvDd%W(%ydY2kLFaHJD9$Rss_?-Ayq7mn0?$G_3eM6iTUzp*5rc(goc6$2PHzI!!|Z_@Bj> z^Mb_miBNWpc%HYjP)!EDyF9r+KNmMj5aiaUyR-u;?BE2UqRHo}hIN+j^jqCo1 zVgCd?Z2|S`6$dL85i_k^X4>rjuahI#Pr=oZqNLE(E5mWA(j(uUlPM$FIZk+kd&)RbHZ6S?&Ajmr4AJZk(_B^j*sqg9 zAPVH0)}zGO&z6~58M$AUNGV@Z*-)2&joVp63au=){(#1dy#j7NAR4$r@t_|xi&>FD zSu;oTProwzAd_IMffN%#-K4CHXvK>*op3&2EHX1v2_ja|#JED<{qMIrHO7w@l#z!N zzo4ep2RCL~zBC$a#Wc$1GqdFf7<X z;J(Ku6|(<_vUds=C1{hi_p)u~g@a#7km>q+XIbFC^ms-3sB!5T6e9I=?T(CV4^qq!I z>@ZU!Pb^a{CiR1>(=UkKFtK2# z4nL4SUk@QHp{yY1Rz$_yTe@(*Qk+a@O8!H0a2lUl5n~wvY`-E%w5x}I=jF=42UuOt z4RjTcT#uyH*cJ+${-$dbvxCU@K2DFhhlR+ILy5mhmtHJWh80PSsJ%L$DUEnxPKlIC zA|ARyf@;N(28Jm-eNEn}GsRViwZK*G`mb+}?>bH6XrQJZ4&!vpCT3Pi>q7Nh?P z-KrY`2|MK7+O%E;Het@+OVN6$9(^LYeY#a2*UsII$FBEN+t zy1tIKh|c6xJIRA6ws0c%0!&oSY9zrTj166B3Cj3&TzUePr>~i_Dy&7ID!mxp1Rny0 z!47!{0eok2TzGE3`6w+ignySPS&ViRqi^20jz{)$0tEMb700BflTZ`U z2ZT*WQK_hhet9hr2v95#9y=AHo?afP8cpf+cs*Z|k6Uf^+8wm$bNS$O2}i}}(LkAZ z_0J!0ic~r)x(N>vQ6TZxq+s$Z@UzP&KMoc|;#OI@C1m81XVXGGtIC}=cI6dyK;}jO zeqZ4zpl5t`$r!nOrz^L`^;EcK<@nx%?|n{{QuI zGqU}MMfLw~XZY{seg9=WTGQA2eShuw<@){heT@cyM8^mNaQH*&4Qcs5Y{LE@{-*z} zxq+2|4{k#N=SvWdEuAdolGziy2^J5W69Fj*Q1r~nnqLdq&d-tjf zld7oQ5N}D@Ug6mybymzG5{4mZvGmZIRafJBg&LLhCrG{O(S>IKNkI)oph}RE5e(E;;S=%+$PubA0%cEZghuBgl{U*2$O3%MQ6X0{Qjv z0{)b_@OsM+CeTiBb4Cr$9!h3bhHP_1%x&}p5uIAm`wm9>#C z&&+`**Xkw7?cI!(`$nBl{*pfoD!L@`Jae*yXGqKBW0#jFA+bbf$aV{KOLU8L%S@N- z`Su zl<}J*Aq!lT`jyF1M1z$Ol#x+{hLt=?Toe-^ADB`zEM+4=*8e1I|EnW;gKZ-%E{-fZ zMvW4Q8U|V?)F}SKY0q(~!!{{z?lN6xvOD3Q&f5>%0_Ab1*|6wRiCE?XyT$aH(X_d? z{N9XX`R6Vufvd(rWw>(8B+jf&Q`SnhZnI7`>^zvcyW2+-jl#;uD93hpUm8#dNKiYW zgcC?~mV-mo@4~l6}ay1SYY z0HW>;j4i_&s*nE`kfjh=YKgooK_0GU&QG!|30`nZ^8qfW9a;T4y|#kwT9#k`@D|_p zZ=jay*)}gfS7RjLPZJzB{=V$AmNf#oWxs}N=3b_LQD zV4iW6guLHg_zo;j-~H4S-+0q5tj%j4z$gF+OAk2X-`ykzMTHV;qBB^FV#lBC>-3)T z@H16=M_uDuk6E_knWh-oHh^=-Blp^hPDZIMCuo z9lE_w>^4RPeB_;E`yg=1EP075YKdqqQ+Lue%@jve7o4v@85AB%pa@Wijdx&QlPPFO z#Bo+sul4W4(i<1*@w)x%&nvI%a>w6J@~EKcvl`+_E$#IIbjRI-QzLpg=-qxzpqqie zGX1*sgN)m7ej-$QG25sgeW%a1({UOi3ZDy=P`O8b(NVzcTzpg#b+zY_O=0 z{>UHY=O3}qO-`blo1WC)9%>u@Xv7fPm;dMuJSZ@)U9y;bH}&zxlg>~+v1@M!rgc)Y zpC;L51W-~>g8OU-DILrf<7bR(3&RG_J}7RN;srCKD2@O|&Iy>&-3wWPja%Is*N&Zu2Xx~rH~sC1E1 zDMIn#_4nWVnU8jCh=Xok;`MN%K7kEK1Rr^R^c-NwuJlW1Z;0Grhc)0tab=hLwf?-m z1f$rz>a7GCrk5(Cd$)Vss8ruCnJg`|-K+FoBMUym01yR9dZMz~OdxQMBK?#|xe%zQ z2&biq$liJB(cU}|+afJC>#1!K8&f`@*nXm0Ie!Setcr5$J+{RtC~@jEp?itV)mhVe zmVo};Y{AnD&G*A+K?5Mqd>Znih(DrY7KIvqg8dTL;GfpU z(g9Wsqg!CMGWA;|7QkCr`23gU6d98D_VuwR#K)%A3XfZcs$eu{4j4SpokKz&A1VZ$ z$^<+e7tME?77zCfQD?I_P~iqA^ho=u({}EwqH+NxL1Yt6n=xb5ST$Ofn^9I9>FJ?j z!Rg^k0mGD*0hOPN$8ocO(P_jzcaV2g(qOK>pIw0<+?@-NtkA^cZh-0ZQ7hyYV8LuZiJ=Z^)c9XM7}|M zI@DzXqZL*hP|l^h=#g>&Y4-ZJnW5hr@>t2hj8E*tGn(4ii(MVHx8p}9TxK-8^3UJ? zTVHLo)tv7_HV{X&~Yn7S*os2zMx%1YuybHC4j5_k$6H0$}$$42T-5!?$YfIs7t0&dbc-NhO+|*4<7MCbiH$(niHI+v$h7Wuy0TCB6|V z73(l{Q8#$0nm=yUhQ?@gxB0+K1C|`T{^|J0F+xe*@F;CU1NC=y_eVO+Op?0~k3&9P z#i(v-YD{{WGF`v`!T8?U+4z_R8#be0Eh1%RFD=r5=^vMxY`(eEb$+3md&~oj>dTvL zZ-33g(e(76ghc@cbPR(pMCEpQN+hAG1w!tlK%SfVILD*ihn!CqK|E+n_+ZjaMp%d^ z0U8{6e=7flhx!2?Tl5Jb;W~;`WJ%C0EI{QIqxI|UKZorh;-HU<(giWOjeKusz<|8i zYi;J7cGW&Ym$5hq#PRs1mw9;plL3g89d-3wDBw`~Z#0q2@W`S4U9eRp0;-KCCAn9C zToYJ%z|g}UZsc?>wa}6p0XrnXVJ|QHwZ@C!Uavb8dp!ilaW5o0W$hclxh`vH^@EbQ_FRjr)qKX4Fn;40QdfMxwlnagkz{dv)ViWit)*KyahwC9{jsL^*({WL1 zZqJTWGmwy(TlThk@Z2!FO0`g6o;rpe=(r)vK78d;$QiqEUc{t8o>fpr7DJ0RPc>y8 zhtCqW173hB=N=-Y%8hrZj7^zBq@Q2N`W6X82}?^pOJPX$=$3BmBwt~OQ3&sC>Xn{{ z|C+kc+}F%R`|{LMkGKZUi1)j<#YKAc(e)$$WvS7->TyIycYiBT{U5-L%kf(E6(5&8 z;~lfJ%c4Q;C#d7Lvj)35BKsB5`S-8HirQad-Q74K^Lk=KyHM=3e4cF{=zT8H;zunh z^w|3Q^|jCe%?$T%{dC?(e7#zxv%=(Vq;p+Q2L2H@RLiFjbkxz;(feL8hHn+*?O*s| zNX@CUZ_yED5;V*wur;BwybQG7yh`YhLD3iti>h(K(Dfd`@6^8Z%ElkK<@5R#rYxq= z^OaxNMPG8+g*{3G^;C$QW=R`_oX7vZ)ctsqZU5p^V_JS4d)tlL}_gef$v*yJ2#+-T0LODv3=)}txSxC8`;jaK=-{dqpBt-;Z5 z4iNAANu;OcT{;!dA|uD)&bbVJM*Z&+jvXS~%S(2sK81}%&{vc?tXLpVZ2v=sShBrr zH?Xq1OL!=VzJB(*{klV+;LVFRiCbgNFEQ< z&Sba58o}WG4C$ntiRx@N)Zx1N3&?l>$B+jpFI$Qeh{9~QkdCz)(-Vr(j#Kz?TOTf` zXSn(~L)hTlv?@OUq@KaX_8pC0rjD;&3?95Kv%UTYQ0Sxj!#fc(+#G3T5GMetPzkdi zL8k7%Z~!A|d$1Tpfg8GEc+^DVn1aA@B+r5X9DGB6b+}zd#q4#02Fp^F4@X}yfBcG) znGY)<&e-D@W(JD%^u!6cN30JYx-Fb+s7fgWLL5kd=cdqQ+WX}-Cz@Ncr>hNXyL%Bg z;dvThM~At0g$PA?QX*K{HR1~=1+>TVkMZ98s*T_D5^i@@21=OdVL<(oHhXvV#}rVD z(H9ZDTu6tIhC{Op>ORp)a94uBz-{f*e%?llkF9+2>(BITYrLt0@%qdB3_A7wKCocV zjAvF4)|!yBNr8-0uJ`*vH*tq;+%gbtABGn1{!kwyB0YaV7njJV>bZQWuM5PCVU$|f z`IZnLHO~O=X2d}h$e2n)kY-lOSq6~-R(V1?f{X-Qn4hobm#rx^rT!IF3_mZYF#j5{ zo&++fTYJckRO#n-6l~-pZ7@UoJc&wH4<7w)d%2vo)dl&Meua;i_x)<7wJ z-{JX1Cl<=+#xxc@-)UIL+8W^ghg(MFy9rM^Mlm`?ro?;JRr4F{dbIg(XgD=1y%nz0=f;$Wy<-Cy3QeEhDs4mRxk#`7?mwOs?kj%~_sStM21 zHE~SVcM5}0&7chwstcE}KR=gNIw}mj4^Njk_n49E6wK`t1u2y3;eLz<-Ral>K;kd> zQqu4Y#KDCNSCI+%VuhWARhx3}V|>){u?`W)g{Ky3HN+V}BBMLZDEQvhn(*)dv6;tY z*1+J#b&vp4vZ30XlN+sZjGft8_f6n&<$8%$;%3rWY*=EqWFesTlFSbWp8@~7TFQos zS3zgX>7{(AEAZ!`^~VA}v_(P}oU{B5*pobH_+aq5X%t&St*?WqGRzN)D;u4&#FO++ zhfHddGrYx9AS1_43?bGjoMGz%CnrPSWw;`e9`cG0jn>!QVun=F?j*mU9~j0Pat79a zyH?mahS&NN=P~c}G#6P#*m?9!Dd8!LlZcozO()so+YK~VBk84_*Ywu(5~~YNJ>WQ= z3D3LgY6PffxUzjGzbN(Vn*<~+C-3m;p3IvvM4lfAx=2bcuMf0`;m>e8WorI(E{MZC zS96j?AOJ4ZfiU7^>)j@H3-Klx!gUghD@nM>*sXUkG%tA7s~-!KfHs9D`Oc<% z@4WRW=_@&`5wj!G?2nR~J4qqxLhf?FGaYuszki60ZB%uwZIu;Kok3XM-3|OX?D+EN z9R z%uqNJfALwEH7xto`wH0c3{Cx3dTW=syso?7M6VfyM(!X9CNu`!)mO#rly^G$Oez%w z+}L(M=wUf{?3x0CYJ6WSNRyfEbu+VhuefHllfB^l-vL_}V#i_(46|FPO=9nsW8?hq zWbDF9szeay91#>NAZZc$9RBj`rqs=VqqaZi!Z1Y$(^(X>szYfa-_-8VD-*yRV~~)& zA@x_)JDY3qeTUcz!l`RgM`c`Me-6lZeiA}fp?3Qp1ey2{&wu3vwdz^r1Zq(ApgqDVj;r6*?$EzBwp@4b zZNM!#G&bF?4nhjNL2v9H!@odZuns#r6Q10LE;W5TO-gu$Y|{&7r3o4=%1C?QagNeZ zFM_a%%?e5}qdj@N{=UT1cqs{3TX!aKh-E`tteqgipKx5?Q_9;#MFfzr`M$@qv6(S0 zYx^=r4FwP46T&wJp zk<8Wl%0}T{wHa<)D21~`TdS1Leqf7FomgCGMMz&|&ydhYey6n29Mq$|#FLN|PN^Gn zPZvc(P1S1Vz%79v9R5fo65kO$=9OQxFY=jnbfGhobzw61{tV`Eq>)NftV=h24oIWl z^NzAdGEE!KdKGKjFkIIH?;>Ny5(dZva_L{Y(#JtF9MCu150jUBa7bG02Hrd-?1D*@ zyT^Fl(?%BDch+8b;e5B0hF)^(TywzU{umh3Rex}PoOWQHxsb7?w%nXkgr6ILNa)Oh zn9s6#=NP2RwgkQ%Ns(p;^yVFTcR+W?jB0td?(s7yzR1U2evu-5dhZI4{L%H!4f*gD zH@bgcHxFG0A}K2g3w5{;uOepa+#{7D@1z#R7Q@BQiH~Rv8$mmp3WN6szO+iwJAUq9 z4q{|dbh8SNPV?tn=Mabqy{OBg)+;tJs7+|*cl z#?t$1ia^rbNdJ^x3kNl}HStl+FY0^1e@#(Tep)Ye%Xvj=lgz`2b!*1zBb$5gdiKJw z2K)P>hf0v`)OWp4h-fH{M_G8b?iV8*FXt&RysW zIy`H4k0(2z?ne3-HR;IcRL}6!_(@4XkwiBo!WV~@y5JsrO^}~mTU9e5^A$#6TDGJ9 zge(cwv;^((vx(esw}%Z!Ocq#kMHCvnY7l7b!8v2h-IW`VYwQ5=YaUfqW|xhZM2HLr zFEud|-oWmML0tb2F72brWOz+VI#$O9u`V$j80HdxZ;-gr-7UNTpron^@n6hK2;Pcc z7`#f4QDN(N>u^}jhOq5SbNZ5dkoD!_>4}oDjJ~-zc0DSBI#kPNcIN|NpdBDh@!5bNy|4muQl2#qZz4A5 z+Rq*R6W@wLW0)s}AB`K`d(&W+tNNEV>tnBVS>_XKh z+{;KX2UxmYe^`crxE_HY3hH7@2ZcYeeDB{n0d7E$(ul;mY^|4o!R4>cpp@8dY%3m|<1ANTB{-&7_6%`ePHUN5?qbR>mYp zxOC$*j3=h1C>YhCzj%q+_yGTtBJm%w=>NOy!T5iqIR6X#A@}oTw)-0m_tWEG&3`D@r6ONh*q+EfdElBqqyLl~VA;*H92sgb)`LLIe;< z2v)CJstpaDO{zF(mPSzg1NcgxQ-_D&ccXRx1WsL@JuMX-O;s7S@8pq1nBn9TKSRn; z5dG#>(BTsgai8IkgKmHu^S{RdE`)(32Z8?s26(&+smysR`0Lf_6|xI(ANL{>hg?1U zyHMH7ov9^;r8L4#Y9}p=tFW*v8}bvhr#NQnz1?HMKwy^Mi;wpCC#pt$7nFY=wA~Dn zM#*hW&yGh&@K0UNlyYNoH`cmB3$2)WieiP%0i5EZ&6M)QVWw9?12l=0^oet)SZ$D0AWL-4}vMF8gl2kUpe z*%>tL#J=Bp4Fc>;MX9NSFUn|yxK7cKNsHKo=)Bl~taq;SZ$K{ppuuU2gbRgBMs1EK zzeU3sp0q0p&-J8xxG&$I$71{uE1cyFdZg-C#9(Y|$LHl>IXyUfdT&JQ z!5W_&6jX<^^Gx8$*VFU1JMLeub04FaVIan$Zz`kLk8@%Pz~_+3h@_~RE&A?4E^f-j zd}e=8a?S3y5SB9dt5Mjora&ito>B(=JX}#IXslHC9k$FOzg{rVFA3prags_j7_%}# z9aT!gMIG{y0IpJ74AjXh#WcNO0~-VFe3MI}!cEltDgLdB_R}?^*R9n}dE10$?+6xR zB-FI*R}KL3o6Uuos#3;AkKT|!s<>Jr3{re1nw+Q16{GEPZ`15&nuKHr6y_gKgfkEt zN?r+|7Rdf~Q`}!~pGk{$$YPv;5$&DrC*Jn0@qxXI<6+4-1GSSa{YvVV*=3*v?=U*$ z{6pZlXywc@Y{S5&ylODUtlXc2&Nq5fYk!c-868v6!ha-pc2)Ns#dUD{rq!ifM`|?( zDd9om(sfuq@C4}3zqUh$OzIRu)GL&Xe~P#@KY8(C7aG4UAd2ssuC&f52BB(r%ho;@ z8A^vY_`bZyrqN@#=s=Bgloc4iIahty{>}@A_u@wl2mTZ$E2o|NW>sJ+IHiEE>muOX z@PV&tC*5h=?A`p$vQWb7L1<|8bQCOxGg*de<@wmpSvorwYKNc6z^J6v+>LrkHPuKV z&x>y`+>lhCL;(u+v*9=R%!jTf;-#FHS+u#bRXx!1e1qH41m>bits~jwXZ*xYmxx}K zRN2{F-HNj5bG2E)L=N8bGpUn%*I+r8s2`SUb_7UMgsAKv{<^r8^Dl1jMxx z9OwW~;!X>R=L~bx@`Q}4j?R;UOqc#X&3jDhhSYTi>3%qJbjCw%WYXhU=9Et#mygo3 zKNXx|z2$(VZe!WfuU_ZNN&{n9?8x1}!*LjzQQc!^&wQIKS$kEl`3h0ixV%B>9exSx zN&N}uBUQcsKb-*ok?8+_95MeV)MHOy-bh~`-ay~U?#~~H7688gY3ctE?fsg~nwR+2|R1~kz5!-Go=^vJEfdh4kS zc@I{%1zBviscKnQE?BTx@3wx=G^P6V{>t#@+it%82FKC6-ZE@Q_^;~(9!PU+Gv4Ipi)HKMt!?cY77KX?YufrwovLTFOTh55QLv%#yZa0rb zTKOgY)uHldHzLIR zvLMOqc5sF3?8fz%#4{es!e}&^_7uZK&cC~VP}Q9MFYG?^;3?sy3RBhf_RHJ23V{#r zijBW#^|h&bZLUGLKn-Cv?~3gNQ1v!X*Y+1r^>NNh4DM!?kPtUA!HO=VyP5o$7E={Y zx3^%GibHTN%e$)EKUzSr+f_3x%+_UoovMeYdT*z3V_|bOx4ilFUgIbc{m`Jthm++c zJRF>*Z84+S{Z#sdd@Y7U@T#=j0+~^XuWe~udWij^_3q{#`*#0LHVYPOZF)Ymnx^Lj z%8DmXk`3<<0n^W;nVzm~92MZ!7sZ3&c)eW`3rkK0zf2LSLSi{vd21QPlClLROLm69 zbdiZdV>!o?wgoOrt|ouC3{4TLLS#9~lA;AhbC#w+b&*w>$`aR-#YBons;1Ps!pjop zgukYob>2=PtKzNFKTv-XQFHKyB!|Lg+4T~v1zB^XL%w$Tb`sXH>~%3Wx!iv#@m>^s z6S$9iI$$U_4t&iYWL|J0kaBHe1bu3dBu!OXp_E z*1s_Hkl~iSB0m|9J;Om%k_b4WYP>cnHrWou0n5c?G#1~NPk)zp#Ckk35DFcJslR&zNV(5hf2E@t;R`ayvT9#e~Noboreih#Xnc zif(pjl*Holv?{ksze40nnKq@17CI!sIda<;T(M|CUZ=yQ9I@ z1>G!Ki}(TOMb#oc$9A?;GIdvlQ}7_wCbvv(A$M!m(snTc1oR!BrqMfKbCEkz15p-R zPG&uBwN%Ja)k^knA{qAL{XBR7UB=c;j0m;OrTlAX&DZqX-c8l|%xtLov6>~pH^jPp zS8X)xE0OHAwgWzdEauUE2XW=`3KYtP+dMc#JtJ5bI=aB zRbW=buBmc82s&O!n4BevgN{iMNf}K^H8nmnE+Rt%V@zTtpz9^gfTp93;^Jp*MM+hA zTp^ihNoj-%e;*%ShvZd!%T3rfuT~Y|5a~!|tl{;D8zk06G-EdBvqU|4 z`uh3t&~xvv*%_rDR1P=%p25r;uOcE=HVBpY&tC&?J+vfhFKy_QAek}%hATjSkit&G zzD+BSI{SIEJ9|58EBi}c4RG$oU1`&nF2Z7R=WeB9FG3-f1ZBW!H?QGS2=))Hki$U{ z)Q?#1Gx|K7e5N@a{;1QiiG^#36f|fiLyxzoH=Al7&69!8DJhV&+LvkxP7uD|y}9w$ zLTFSk4`vEuix6}v=1t#TMiU0cltL?yxFOUwj^ zQ{k2{KXRgcywn_WhhSMp?qNfmnlogZI%y)+<<_i*tmtVir`8}*Q55$tdjMENfFoRv zp*3}9DDmgkfft@4);rEEghY0J;#&l=joKPwek32B1~(~w#T-*lC4bl2VYBQa1uqA zLL{CgArOu#@HX;b_eTRr+{n65DKLs-3lHY}Z?!$y!89^`n8$G6z5d(7{h|0$$c$Ta zc-MpawWv#xbvbBVGYA;^K~-BQCQ%Lgc|l(PO?}-!?I7$AI-9W5x#^x8<4z6g3{Ds( z?8I;}FP`JonZMD~GGXg`!@^@1A&zAF1 z5#&b%{ecCm)phZ~NBWQ{A4F9tZAWdZWwYtWMkq(i6B&XND)+h+ov6CHuqO3mN{GW$ znp$rkj85W!sL7|e+j0A5YvkL?b*-8l9gy(Uw-`j*Ck>7|)B*hCV)LUqE#uJe z7!^Qj*(Cnu3?GRf*&ZjZ1m9&%T8iVVZ*GqUltz)2_{byTTkqrnGAzkw8oS-(u0f-I zRMXhOP1R29cpiQFUBCrVVjE0ps#x^Pd6g-+GW@+Kz%eGE&zuqoF})w>D(JIo`;_{Tv+~3ASJ!+p%uUxSY<6xHAmbYX_wg_#l;wdaH%Y z^tusL=bI#IylwqCw~Afyws-tvbN#g0#}M6xxEAAJOfvEVl;=91RIJNqk0XgVsYY;U zTcbkt@0(I+ww%r1jrv1d+88Z1hmz|_rjFrI>b%|$K$_rUMVTv|HG)$=DwlFDIk()8 z>)%pbS#5}b-z_egXoMz zJ4>xZ+Sxgg;E=#9vEB?{^i6i+p=qJ4hBh8G@U-Kek<(d&SH_O>^Bvq}%#@U5WD@)9 z`&REzzpFy+g?oYh3WJHyrEsFJRwsUNqi_G*X3WRN$nHTMp7pByvO7>Y`rW`>I-lzk z_e+C)!^O$~bL|&AT_EyWj6di+&aI3i9s)ia`RCfL7Wn}Ab9N-f6|Ly&PRj())}i}N zqn4h3;yu!klla-Q-m^tjLO-8VfgnQ$mN3ig{KjM7`xHwxMSA z1!`P_<@&;k4bD%EXGYphdNRI>zMXFs4^)Bf0_tZKuwTW)xFX!A+LUAYLP zD?Quoor=l}!tR&U#Mf0=MKcVM4_4So?p!;sRHI$fxzWO$VIZVrrTk}cIngN? zixrSQ0LMc6*;Zfw(qru-M}L-DRST=Hw~1x%tVTE%?OdKRS)GHJ_Ywsxl|7I$WH<4$ zvXbzCp_`l_AE)FuPY+GPxmw(8?cgw(nMip%86#EJQBGBDZCzDGiN|9nx&Z}{-~Vcmo=^x-8K zR zGSJw>9B#zinmNT*75fTBiFu0ohBA+!^k5hG|oEv)pjIWR;OAXN4gLcQz-iQ(T zDWv5Ynk#H}r#zuAoWb&r?y4>GQ-;lzh+RWWUeP}EW*3aOTVf0W_DbipUjo~C0V@$A zW;lRB4Cw$VVd6X-xd4zdpYEOzkX_KlyuL->Gr?cJ8no1#t~%gcw92O_*|mALbvL)Q z$v<~*0EI(sP;gj(LQFkO4NUg$1*4y8$)(zKD`cG-v8=+gAoqQ82REMO-s?<3yY&?u z+y-EK2;hy4O^s8>F9s@+C*+%R2gSJbocP+_U=UB5#iP0g07EawW&)uRbI(C5(JY^$ zYV|KDQLH}E&#*sG5(dt4&Yg&F5w4=S1HRlzu+S6Z^G}-6y+muO!sDQg&5ZC357fTK z@Pfm^`oAy@Ma_e6i+!JHkl;!=+?f2uux%EyWxppASwO1Bt1mdQDs z9PYFSHYW_|tk(Tib;@a2BjTE;CMYHUR{}&kPBnhW=-3mGRRCqOk)yvsAA0|k))xAW zJ}&~^d>kx`Zs8V-IqC#HELz?TPmHwuhli|>$D(@&AX#^b@X6ku4#eWT_tVq-MuNC!5KF>cYMA}2T=tJtYO18q3WNc% zEE(jh$Me?*zgJS};+lXs%5AKIDQNvI>>pJir=E@v=RXdR4m2>ZJmrSB2Mtf4Eyd)I z@MK3zQa@gdqIX8JKR_OgAKqT)Ieev*?=_kK%UWg@iWl$U8qEGU!zRxlzX#H?C zQUnm0XQc*-5>WT_(tPPafit;ud>)AV2=ih@A zpjn>%n=v(h5(iA8ORUUxxK0oN5ieJ9fGn4}i0Fwke&sz12AOCMEhe z;Vl650f;W>yL?`n5;yO3Y`Rc-;3)bQ_ww0vCI^uQ!zxGLzOh3h57-lvz1lRvsEgm zq-vvJhq?Zx%8Cum$=GhesqV0Ib;Q|>(-9%Z!d}YkqYHBAo72(r%oS;Et+|3WK#`~b zb~Z3{p#+1fFGHSfO_g~W!ZtA_U>RRtZV19w@n*UrrA>&XMs?|bqZPjnfY2#mO@RBd z7=!2&Y9sFMZFLN79Q~w9#o6&HIh;H01RuziqFOqxh#Rsi5ZSsL#k7~y)^sSK?xL<} zplvOnhY~ony^UyuWNdIWKK1lT-ns8;@a{Yn#man%Hl1zJYY((*jU#i0NgW*uV#{XN zoLAJ=M&NhI`sN8)!C%;LI}kShtDs;UcUk!mnQyfCyc!W5Z--G4B6vi#z=BIUS6dP4 z28c^{PG)d;5B#CRfh&9@}NpHKMruUX4yP5Akx9c74^hFEpP*qscyw- zk7;rjW?R~qCnwvys_M8ltFbT(lJa!S?-(?{ATtw*y1usi_HhpLed;Pl+bR?yokpZQ z)==5`_^9_B)x1YLB(aGSd+#yC-B-)CY5h{Eq^7o-!iGYEMto`~^IYl(*T{$W@(2eT z4H0{IH$?K4#naI3^%S2HkOfqx?a*`5W9984(w;I1W$@~IJ;w#7O@Q%LFKtZ0z?3Z6Z(J5pSI90| z31exJ*}QD5d83kGBcb?*t2?tNqUe0eRq&YUya%3_RdyV#s4$3mR-D84Vj$E@*NY~? zTvgQ)aym_q*P?a_Cz(g{9v)7>ZTgo6>aJT(t>x~)8~f2y1|9E$wDA;(@>`zYU1K6rCQgq^(r z2=PRhE)#PJPYiFbW*DeVZ~V`VnPFLB@BMZ1tpPgZd`jiTdPYUVNY6(3@%!b=$D+sH z6YeU8Z^98>itZyPs#4TeEbuXHrMkAkvFg#hi>6D>;gk%zBIhV|qv|2<(Mp;Fb@xCO zH&6FKEXz_4yOnWSRrAtO($%CGfS8lQsycn=bJ3^q@N)_*r4wlYRaDXsmQ>|;!+fX6 zL0^??B1|bZCe$sJyoiIOfn6=OQk3CQs`+MQoZ4t`6DjJ+)#m}UsRBHy_DZO2VI=Zd`?gzLqEb;ORKTiKkM~;;k34E- z)-(wj8JWnKAf+i(z0NZ>gI?g-C|!Tn-ltcm%>aczYXn!Z)+i20wFHE41N1lqqWbqUEv zVfKW9<+B8)ogmc3C|=F2wjS!lnz=m`vg5R;v#XBqa8O`N8K}HPddo6s)0ed_JpJWQ zOLAQ{yY6;fo9ew2ZJ;xplStdQ&SH*WM zS9Qm|r6c;rl0(Afp)0jH-c zJ-r5vgH=3}P;y|7>+9_tDz%I=9DH4JZ98eTIlN2@vC0RQ+j(2JT` zv7d9&qgTTWK2q=BpYTgR&0GGD=j9)9n_{u3%*{k5rMWE`wfdhqpz3=hAs(PDA9T-A zL9-yiGYx>)cffXU(Aa67f+v&Ra$e~K&GwV`$!FF3REVyLR&?z&#oRsK5%en&>)Wc^ zu7Fb`;mnU$Dxx5&JjaHy0gOHA)>TKFj}n3M1iWTrL^KnFK?Ix%I99&kn=(Pl`_a5{ z=v#0TGR&y^o$A1@!!ke>l7XK@;!rS%U(#1f!iaV)4Jo^N;`GQpD6LQSGeLC0{Mp6? zQ<0(W)%3CMq{!%VV|CTVKm~}`5qKn4;!cvOiP0oFn-DYS945{8lDs+5O85Ep+7<`0 zT}Y zVpB~{DU%}D`7%sON33`4Rth+~Dbw4C6+^+%pyo=v!H%2?7*}toE@|NF1H$G~;CTLZ zK{4P2Vv3V$4meLPUb0!TrOd*)5gZmT2ErEkY*=D@1Sw-}V1>vi@$(Qf;ancM-&F5* zH^*-l4I?UBG^!@X6|r?KZpc$$m^;XL`Ja|}-W65*SR9!WR6dAoOYlqz zPumbTlUT8H^uWF0VtelgJj_bJ6*!=;Ikou~ci-^XHp0BYi$#`7GxN7gHu7N zl`Hm#_EjfahU(~QJS{iJ8%Q75l^NhswPE+1!AE?SvEErmI53I(5p5l_S$1tUKavs9;RNIJMM0ufjDK zFc`t`9?Bn0zv1g#Z4!WR!Ql1+6uCV0}A=Td{^P{qvh{K?CEkadg0Ks zNFNa@L-4{l9_*4Osd&k{H@Q1NtKxf{PGOamP3gzpi+q>aK5D;DFmVL^tM;Mn(#biP z>s;ORSvBMPm6FEZ6!#iD*rbnOn2HB5NCwcjK{8}mxpcN~7_kKImFG}#{yYsdNe67# z_i@IPR|eo+5Q$H-w_82;s5w#8(7$M`g8I{B-J%LhhJ(NE)%8&{$U784#=#oF%$SB3 zIR4A3OZ|AUgt z@gK?P|A$EY-|RsD6~Es4`ThOf{rC93{(b}eQ51$6_@7q)50}&bRwrg;`tP~xYE>wC zEfvfj^R_iHR5XUd?$#a8>dx(h6tT+7jf<$2h~_2`^K&RFczk|waX~~uNqmSSfiVd| zTw-EwKmbHZ@aC?Kg_M?*{Nd{uCue6hF>B{79A`CG)lyGd&vh}sn3$Lw7rfV*EYF*C z$D3d8-QVqBY*a+F&^q<1As)|H2}<{a>GS`uvUiHkGc7rfd!MoI>Y_&7yrXK&G2i+8Ce3dQ{=@=LC+27aNg)t!2zg@m ziK0r(#}Hd@Km2NIo&>?Fn-^I^h~0ZiIdyB3k>mBkugDbq6)^f4QA< zh!~K5@(4+2)Cp^iTOZpW3z`x9fetkuY19b7bnuBRiRh~iWzvAb7;7sjD;Me#BNd=T zPf4Y#V7R!5x7D$2SD7nO$?P^MERkTuP~vxjP0f_KkuPl`=V(+0ZB-^Mi+VZXSEiw$ zDRq7gue9bdq%5B_OR}!y=SiJpz#gx}jg*rb$z$z}m`i?;t*~~2HI$&4d|jRee|M=o zBR7F;l~kI>o_bZ2ffJv2^{vt?Ot6=gRaHwbl`%87DsANX!@lr`+-vi&E9I=I`Cmcs z^=4vXs}Pxbp^8!|+7ILg!NXWjnER3>_mofwsDv7hjDu| zrle>!Qk9>-s8J~RC=IV=exhNA#fagL<5xS0A4J()gF8()>08QvsNT2VUg~9b{8_6; zs3tPd$}WIkq!C%QaIxiuAv*Ma>@R55s)`-{@?IeXHGmxS$3AyNOmJx+vbzV*2EVFw zV~0TmOAg~MMRSL7`ZZGn;AFug%%1kVI$07p8yn{bN}s@fm?;L7!TmrejhJ$`*(e#AZsDaNU#RI@^wH`wBH6%n@JPXT~MZc2IHwc zONC;lVyf%679L2sCU|1^&fKVb$VQZ4Ly#6qEhw`wX8(7}4NpwvlY?Z7ToK7qI7eSwgBfYae4uSdb3jKTep?dvFfa2JrW3;MGA0-h? z;ylTgDd|W_VgPZ?SiWQGmb7*N@@D*zBg?>{b@^z5#(p)Eu?n7J@VmA;tOKF6J+jqG zBpE6rRpL-PwaOc>m%$%PXTD;~Job>8g^=_!bxtOm1Hfa&qK#|1cNdJ+*IGIy@i>UU zZpH;h(W``IxCIhtrB~nsb&dx*&$W_>(1s!o>0RtkRksS7+J@1y8RuRNA)NS@S2Z)qjg+;Wc~?;+0-TypV! zNc{%**|^8AekT2Ovy1cFztduP88I_wgzp%;?_c?wk)r3Pg5$Q3n4zqMg8rBAzoCh) zQsJ;_n^Qh@Ssu3e{GOZ_9S&l*Ue^LoyC_9#(!bcD*Vc50NDP-flDeVtMFqy}Zb95L z_YAX0jgsUM3HR@`?Y^)`H*w!Qp`N|v;W`y;l@e3q)9rs=y~=mt)|AwrA5tm5IKn6X z47+f)SJZD%p~ir%=1Un1|3xY`%zDx3;Wwqg?{hOL&sqES3me%+jSt?@%EiH>-lqSO zm_VTaa_E$G&_^fIAV5)(yXnv5$if5-|Nbgik_B_>6^nc|Ee8HME-V4wtdQ0?9Tv*F zd*#YWYd{&-PJjg`fRoWTLMMxXH}FE|3M`~9NCVFa6sv$rel3M31C%}UDzZ$+$gEm6oFN7eh<4XVC|6Rdk7UsYGL&!Px}x-5!sW#8 zlMt^~&Qwuyyt2E%+Hva00p!l=uI#T|A@zoFe3wyOpSXi<{LX@EYb{Qe?^W5>?xh_& z6s%FWxRNqsfI`|W?Sa~=hH};rrxFwz%u4RJN5&b~#Ap@fgO6y&Z*eev>3GvyZzgRr zVjo1(1|X}mM|AHW7Q1hV{+ns_AA;S}12Eey2t4l`oHxP6+kIyFbF*~x=n;`W?EJH@ z_YPUWT17-z@8Ms)6L&FilVvA1~?qa?GWCAM$pH6QS}V$Sjv&n-h=U6UwtZw6MPt@Y@g^5*!EL`k2BgGM`TYQyTC{t zdObtkpZHZ+SUsUc%JGUVI`7@(6R{#EsNfEV<|RAwTxz z_vi|_$bhJIfk(5BgvP5uv^12C@S@J5tgfTmk;u7s`Z(mWTVo}fch%@e^~gyfF2&4$ zRphwx7}xJPbKsj8cLG(p)?IhjU^TKM@}=Wb?(T4{wnhYjG|$XD2t>k6Z$s&Ghfn@W zdm>m|Ac9&|ZThI+=V3XVPWIw?RY4s(xo2qyLOlK37VJSfxor+SKzdqE42!8t(`Sy!wXoq{oc#FrazO!bWOGcEcF~;r}hHwy@WCwJeR*oVqG|gkuJxRqr;!x zft5&$eBDa+S1_aK)kn@0IqHGUlpWsQ^7Hm~+TD_Tx;gl>QWiD9rq|jyke#7d(3@Tl zf41lR$%{6O|4F(1M|}MMpbP&?lJB1`+&9{nGg8VL9O&J;{UBG z zk9&B4Jbf;+z?_HB88}4q#*J%jyd!d&%-xDY(Peyz4KPQIlrP3; z(K&Pm)t8C>#Z5;aIs%w65*SBo$TOZZXEJs8So_qVG#jC+la-oIDUmvMpgfIIZDJLV zCQa||FjLoP_he7l~n)e2hh22Bb?Uk33{W58kttj-0|b#1;^Lid2+~lig#Q++>Q9*(RAp zPrebC?$q|$IP^*^syN1IluAp@rX&S+MqWfZ9S%b%8&Ga&kV`9I)Nb@L$h7d%sgiDH zG%>NL=1^w|8Imi=VNl4DZ^&ZPCmd6V15PLz))nnhnWXYNB)f@UnqRBAz8S5*M%}6n zzIWQz$S7WuoPMLBQ8>|D9FBkQX9lokixcXtlCPR+aNE$@;0}0EMvr+1j#zv~aYX+` zxk3%@N>D|O5(S3smUCl>&lGqri!B!~qc8Kz{A&pSKgsx5JT_O2D#I!NGXG^OF@P`< zLyF||!;62&oASI{X*EA$OYho-Bsd{m>`nA*Ao15M+)UZJ8gKfL{`ky^hI1eM7P`hS z*JOj-#}TvF6!8O>p?LY)xOKjp3oEiE&AAMoqmdu0nKhaD_qPJ`qlRNZFGpS%9x%GL zSC%7ap|)3{hdJLf`rXZlbf~#*k(KkV1-V|y8x2?);rbOTk2>w_PugyzY}{g~hw2hc ztH89rCp5Om%(sKZc*fi>{BXEJe5jI;v*-MIkAbl}_w1!O`qRc6A^M`_kpf5%^~^4W z$$o1OFBChx6=j9?6(|K)musl}=SaA4yVvX1090BW*|PjYbU&O`-Rj+>+J}Qu&kZlb zor!kMS=9OLvApB&7Gjvm7blir>8~vm=slBV--b+E$}3Y%%_GZxrUJ#m@mJEgucxXN znWy$3G2na%tQ;UY6IPo)JQ51P<4qHj17um?HfvmwLvjoZ;YUr3j*i?H;|?N9Y4Jsh z1BlvZ(I0~doKK*~XcVtJ-q2x(BpKkOKMq<`zBOvfQ6{6t2)DTeV%A_)Lxyj6V=r6t zMD;`V*k)ax#N3Xx!5(M&Z_gnbR4!lcQ z;`Evxx%nf-wchPb-AGHNo&e0(PF-QT_nXr@?KG;xUchPq)WN9}*{Z7Qv?krCRs>Mt zXK$GN(##}BOF(Y!OY%PP?SxDkEDHcldaL6y0?+5`$3FW70Ku0m(~89dPO?ITl&F=UOh zof7|V4pU_E{xpeK%_`ImaEpC?&p8gYkaFK+dx&LF;Dk*c?H1IOFg$h*myq36Dl5(e1LfY(2iyu_a@e2ZP ztO$$dU5`(IO}5t|VO&q{*7$Ephq3xUE}d@(cD9kC)!NWrff=oLJ9{*QvDhX9<0!td z%pMDFl);4>jGp#eunp>N-pCvi*-4OD#Qvvm4`Mq*j(BnOVH6FvXH&}ADCi?4Do1xw zs05=F!mcRA~+dd6#nzR@Hyob0VO^3T|F}dKtMP%KsRlQp-CW4+E|hSWdGz0FBb{xXr5w z6jJJN>cN7H4sveAJ~RA)r^{)r0|PDPRNpeyz0>fJ3cBB%syP}Mzwd5&r?K`Uw%Yqp zp+HBGQ3DnI`wN%u(EPWOAML@)o0SSEgQ}HD0cP}&i%y9B@M=lYtt!OwXM|0NgT~G| zp<)utl!&@ke_UaO;C*Ui=WsyrE~M4woxK%4XSRBVFZsB?X5W}RpCdyhOiJq(tCL%acShp{wI19^{7VSP<2J8Wn^wk!`I56nXr&KWu}2EXZs zbC|wkEMUE!v9(_s@Z7P;&28frWR1woV$Nxg!5s;z4y@nT423Bk#kMHbdWhWn8PUK1 zG@lo#?mymhB{YvV`0#ZEd86lWI^-ZSe1GAlz*oxok}0*xJoDuLYb(a|4ZIUH63slT z5T72Zj6orkq-ZGbBZ^Cd-9-vfZBwly@$q{t_p?Ct$8jj#Hb^>lqqg)}%T>I*=p24x zTHPCfMQ_{NHx)vE3O|ETZjkNuQ2Zd2#+QZ#jOL#nD7^^a^Xdu3EDmNIj+yMDVD!7& zJb@0s_s*@TtWegC(@iT;)euDWQ4IUy2U#4k9|ZG#jL;|wF;R!&NC|~|KA-G3g2fG? zAS}Ca<#V53k%PFFsNLNEBjkx9MB(`9&k*rN^{{&>BjyFy>0#pjo`k3XLyV|qk3cfu zs;cT5CKOfZyB$gFu^p5*RCHWI*1L_@W1l>Ub3uLpoCoMdlk1j>VEY%?P<}nG(rJ2OUr=^u?2R~{*BZMiWl<>wgUUpq zJWQ+`NELau-}R%}!%?ThH6?evSn>Ifg6MAuGe81C4`P{jM>M-$={|0Qt7O^>kGY(O_bR4Sfw0c}2K~C5)x4y+r-lVDDfzhC11`e%r)ASGEQhnEW z5>u+@B@yu&Ccc&#HyWzWqcscBq9SP>12RaEp+uHqs4B73Sr1snI^^(y3W5wjVT&M zeB8NBytcQ*dm)mr*31`jU4N%l-`7~DB6}1aqhYu%=qa#@A@xeobO=_?kvlHxg?GTL z>JrrKN;!v0xZ*V#e$NtgPZ-w=mpieXEc3Ml7yK+%>C$7=2C)>3F(Np*ZCQVps^gy= zL9NY{4JC$3Cc$$B*fsEPw%FeVj#$-_h_pg)N^IC&zb~J|`xY5B5@ROCRwjT=w5bX6 zQm}L&=nXCb;!{wX7D|}$P|r#!t$5ZsU3$BBp)}BliKXGXr@dHyrcdA2Eb?8#~Y zqf_(u?j-^WO%vh_R3Y;`K6E4pyw5~WL9n3YXC}rm9+6n%d%|{CO|V!^)3S}DD)$^_ zsOyq~)bffmiOXi#q&Sxsq9iReQ*r5!Cf~F3BhO*hTpkUjsZq-1Wpr^;(geLQv}PWQ zBQC4uiGA^mW6IA%&irTq6{r7HF5N}GLzX8;luTEAF#w&bf{%dX6~Oo| z307{)q$xb!$(-?t$V|?-m`3ySYiZTDYuu8Q@@}K%UJjDva0aMpOjPudxh$ z_buw}?Q2~4d>aAB+}s1AxWe_3W<5xW3iGxcH=I@I!jW(SuQS1ASOLhe`Q=k3FQeE7 zLcdEPiMpo>*A`V@bFFImAg)N3*c2>M# z@=BEu8of|ZQUbW(1K zHZ82hod5ok&X7z~LGys_nk~rgPD?2gBQn4OX(4Xn@<91#mM-bTb%ycyvo?FKHa@41 zE(>14OnO(8H+S$$kQKsZHMp3A-45YqblrRy5f$#EojF&nGWaoTq z?7>KSc4No`EGmM4YQ~O_^(zm3qoW_O>#~dFk^ZrUWu%9#q0oOXV|ErrS&TKz!-{D8 zdJEF#PogrUDtF6V;CDhtYiF~*jHBT%3nX;wFVsC@vZQ?sby5u@uzG&hYG-$+{#@&5 z*E4G675JN5J9DF?NLt0xETf~p4t8EYl(8lU0E>0ZIc`n*i}y!W1j@O*g?*&FL3Sek zq<|9%v7Oz$l_aoPOkdw{_b(ARU(|dmgrzaa7;;0vx8&PF2>#p9Li#IGh%QaSfQdZg zLmUNfTVq0+ zj~^z8TyNe!Fl!xZKO4~*v+h~ zxHvz5dH7W>T~K4Le{C;4`}<|?n9`6vtlxL^h8F4rN4udhm5i$!_TX9!8ccuI=sO+X z@HucLuEl3BUX5{Kp7$FuU%+b)m(?;TCI4JWXu?_QZ2zpy#Svr&YmXtoRD0ELjU!gPeBiC^|U<)*sbxkdY~r%c>8XY zhxlwc!2cXO=m^SurZPNp+uP&dO?P<6^wnwalDkk6hAOFaE;;-tvQ@YL5){{y=6_>& zFr<(5K7)su7!xkxjU|=;mBy)6=dI~{{CimqOQj$H17QXbtEQ^gw@OI_{xA`j2pd+P2 zZd-(MI&D$d%BU!3HSwK5sg$0Mm_5l{gX*8{xIUJ`!rcx^%|A)2lH9$bk-c++#~(qq z)f|s&4ZHD#ZwEvCoOfH(Ysl_GP1++TBgD*)9^g-U3kSsdWc)=#$quH9V^1R*@P!(efr5BtaLl zD9SLrC(&smH~S@1f&8%g{Feh1sJD#BYS7QLgAB{V&{!hpZ| zmkf?T?*};whDvgid$PeFZ0a0JrQ&Sn_)fVWDZDiIfmJQ@$OQW^>$LNb9~AySDqz`y zzj@@!iI4&gQL&<1S^rIvOieFjL7(^CJxI-~9mw55bjWp6$T9P<)6)5>SiP9RP-yZZlb{ zKPzll5IAVlU!Ec+5=tUGFagTgKOSi~1Oh4nN{ZQ}wDL;t`dp3#Qr82?`rl1jHs=2b z2K?Wev@C4@wGUoj%}?$hKcufX4E!3!XO#kfw}&@8S(=0zX*x+h;}F_Ji4&i+ZoZhI z#bch3^za3P#vrH|#yG+kPQ7MQnC8&Ylu0clr$`=Us10N zC7rI6IQ6hwh9{jOHvE0>^#S?26ed`M>2YQZTSREZ+3PI7Q0Ks=Ok8RsxHZ ziS%HcDI%11zTnJ@^Lzu}J30@*jjoAX9UG~gJ&cv6BM(IeZDMM&TJtmmORNmvcIgbi zj;0#~dyXTpUIn?;N}S4&*h6^-Hx-D#S;2M&%86XE^joAcwrw+TU=j;^Q^QK6Yrzbh zqNWvOygHS0i5IUHdL$;V4Qy5_ z4f*Hz4g*MDXRt!01fZYk-RMn()e|Fv zZ#$VxTumGscn%lxLkoLv-YFPgkYj;O!I$5p%~drwj0gvPNc5-63d%G=;63BxBfYBv z-SCZ4sZ~>Zn&v7|T`d(EqSKQKsgJ`P1-yCZu%QqE6cw0v_G|CPG}R(24ZCv~2CWrw z6IvCC;HwW&D#8%EiVFzD*zFTCI&+1z&L~d>if5+BRIB&SYaW$SA>p%5;T|tj9@JKP zM`NwqAPfa5PF*^wubY98Mz*wcu9iDwU+gg5L*r;-wJ-F-7o>xbyIski$RZ=#$sJ*SbQHPgHxnQWNeX zpZ!Z!G*NK;4ux0~KAWQ@7IIFysq%3BBK%uRRm{#Y2SOh+@^h?Gb@A!>nWHJ8e*(8# zVtc&uobwO_g5r*VQ|ak+pD06OL&?kE(H??iNHg&>)gZZb%e~{f^x>QORq2Y4)U_(T z!^!0HP8v^78InV#;?8Mb28MGAJZtyXRaAh5#+>E)#cs5aSZP8(X95RO`HnRHS+4#v z_%-*Qj{op%dTOHNRdw|Zgu|Il_IMj>8AEnL;A^Y^5Q#0;-FkUZ)1#TxvFPpTeZu&y zsAmCnI#+RW;;E}x6jFI~4Zom7sV1i0+QFT>OCce6ew7g>i026XFSs)UArO(sT;0@z z|1JVL>>1$cMUR9nly0S1=j8u$V2|1AughZTPkKhOlbMdLMrpLKyKBI&_AwO|^0Z-_ zgH7nOJ^{*vxWAwzy|+JT(W+oNp-G*3{j~~q_sA&Sgxgw6sR9u+%9^W)4O;sN_?!Dr z?lOtFadiY$EA?UtLSkoTN1;S4HG1y2lHd$R|ED+jKjKsW`=_7vzY#o8jFgO&EdPN# zj6gvUszAg3`_Zf%?8MB(4kp%c{QOL6UXJEWiYC^ou69fc#Oz#55?0PGuEcEI?EhA_ zuIA2661K*!=Ku2d4rb;|a_06Hu9n2C?9BfKPBo&lr9dW)=C@Zr-VWN@J^OARme7H) z1hdU7%+;)~ifpeppB58q%eM9LnKxd;YVPP&QCe$PIj(DFW;Q&LoH#EEJDNG4r9D-m zEJr<2f+PnqQX-mvB*$uwfIiJTM}C~M)@bO6r?emk6N?%HCn9FRYK(vCGZiW+3k3r$ zkBLARqz#JB{z%6tEpCK#h!3u@M2uxBLpuwmItl0MgHwnvCNc#-phhg9z{yFEk(ZtO(XQq9;da#$VcprDKQaw$PBS zfvHA#ijUPAGgcEGSrQHADP-3GC?qL@<&+r5YE1LgoFMWbwhgJwm6~WxB_Gc!JQroi z6P9z0AQ&sbjEX;BUKF0^Jp<3jT5#q}jsATi*1TeYDF``X$==`Z@z}W6*&G>JzrsEc z(BjGaG9u>Zhm#LLl1X(KNex!z+M*{WS1F?{!Q>94BOlFmYg>PoU7!ubA6i{eSG%(_ z1D~P>8v2A@6BE6oUpk3pOQDyFg!1J)?4!4IXa6FeVP&x3mWo{Pr02L;EFf9Yw|P}< zfe}rZ)T#g8sXp*kQ|n^BReL+s)0{+3vajOHeWZz*$Zm=ws-i7)0XltsZV2l<>i!d2 zqiK`ADiRVrulx$8E2IlXIwk8jd5TmaW7#HMe@*Y!?u;FMzC%7cDLRKcPY&j8ZjRFr z%zW4Lv30}02NO;~X-g8eefQt6X9G4A82NpuM}4@+b129O5YN02)Ero;yYekYHjaGR z@yYD--<|`DFle6Cxp+3rtlRi6Dc)$)oaIFr|~si6P!YA zKkzF;e<94p2p6)+mK509>j45Ax!3NtP3)7*C%d*c<#4n4cm}Ik% zE}Q|0Pdxt3L?|OMMJ1ug1x0U|K}B#lcAlJ&3u;VPiLJ}DBajk#!WxUFFkzuYg{zhb z6V3WAk$VQI6h}PiBV>I+9D+4|k;JZS5pAg7ZJXLkTg!k^&b&q}cmL&p`UOL>svL9} z^?+92xSLdU-lEBpr<+2QID5Y}!K!O9r-ok#YT&4enKI$Ir{JAB;aLD?1LfKYb5Szg z4nLSzg@J$of$BhfTVgcx1u~d)5WXDxPcrHEzH1`(PhtyQLS+nHUT{4M_|ayWEXtvc z-ODhA@ZWjA9A8J{hpoJ&OiEDVo;nOJ+~blYB*%i64`XDKp~)?gA=EZG%2W(Q?$H+- zOQMma=r02Mah)mU2Pp`*j@j`^jBpL2!lJ|2Dy3=@bVypyLzOb|<8(|&?)6sYR>Jzf zuVgI_&#Dj(fohaGy4F{mfD|gzzgj=o8#0=3ww>bdEQYN8@ueb1K)wmCm)aw^YoW^Z%+LhYO^kd!@yuj1HT!_HEdQtZWkJ zKy8mX%SbgOB%ik^OssAS{>iBtYERy?Pf!F^?+6uv%+HKagpC%soMa{pJ+AHoiu4mQ zTSe4dioWuYjjA7CO0JQJTf+tCM};WgX%=mPZx^6tc-M)xpH&04zSMI3}-p4sFAbvcXlA<$)4yPWB%eu>3`R2sUa?YHC~@c*iyv8fwea zXf+@Vtkv_M`z`)c(6R94GSJ-};9L~<=I<}N@5A#UD`1mQ9_;Q$ehd`3_bYog_Vd`$ zmh^NG@K^Keqm_*V^Q(rf$6Q&62`~Ph9RYGeB+{AUme$FEvD&t($)v|WCT{r1HGtPw z*dB+7FeL%sUMpRDlsk-J+T zw9WUcTW{`+0O+ZU3Y+|<6{P+N-XsHRq;|q4vs{n(L}WyVr%{jM;QQN!ih%H#2^nMV z79o=NZ4q3Kyy++cgU<)wi#_{JF_}>fp9G2cU&UbQMI0ASAo*D19ksfR_u>h=D7gwJ zkF)dU-4cCZB7k^($!OBWG z6+xdd6aH5i%I|`M(}r?-5n>J`?d50O4KO8KP!S%-FXfdbqVkpjaXj792ui z*f_?eR2QQ4{_$L}GGG-}m_w37tvuJbm0~>F5KRt`*m_kp$pAgbHVsbJKREvtwX8BO zV)2P~f9Mb46*#|LEFIjlIle+gj%=h4AMT0M7ba@CR-i{md7yk!Ds|*5(8qpNlMOSF zk+%p-C4a5%E7fO?v|6MIDLg57_hj+l$!PHh1Yt7mr8dCqKwwpy5zu>Hg3|wrd}J59 z{b)u{TVbpj7>TCn@LU07q)TldjS7gx+#{sx3*hDM77S$QnecSx-6PgA0JMMEZPY$o z{-9UsK%+nR8-<(TM~Am>$JK}d5RBa8s_=eg*&wP7<5q-9RIqzC#HF5GueMLvYuY%# zV_6x7P_#f#rSHC;40u^hOVpEmv-Tl6OgY?_)D((Os;{9;uosDgFbsk*c)~g@B-C_p zv@5YGWp!&xPCC2eZJMdnc5YzxDYQb0|Aee`uGq2ldykG0C~gyhaW1fsMdYkM!S_92@ih zSIKFqm;;!kf9mp^8w1Q(IZOa708<_|E&v+`n=uD~oz0YmgOi<;6JRR%|Gz_@NyWjz z74HA>0#ul!?EwzNtpD#))ymtPn2ni(NmG}Fn2nfK|No#AxmY;=)0^N}K2yXL!5BSo z*{>sp(SsBp27`;DrhVFlf2z}JFx9;7p?iXg>Uj=E^r^Ru2>@9bwq%#+!|ltYzWutr zpGxKeUeB6wHj|O6=-`t7(VQ$ex=eRj$Mac`H1(c{Lu4r-3^n1*TC%Pd(S#@B6p|{}T%}WY2l^vilS0~<3e-$lLdJ|n z;e@0%u#TGGkD6kpj=SnM(i#l*``Z|~$qo1STAQFjx&MRPtPh-4#-^(;n$}c?gwf8( z)<_RrWkk8D^OkK|3Un8;Hl%Ua9NB1ppCR@uYd(k>kPU4uki=5oDUS%IUqosgdZRt;6htoB& zu??|P@9k|q+cIWp(|pae@`Ls*rtPb}80SJ=c|ow@HO9V<(Qm|aA0w>#GWo}g#PT%I zwgLi}v#Wr+wl>~}zS~h-4am2n9Nh5lCP=dbo$JVF2Vi;;pH3i*gCiXf(1$vDzowi} z>iXR}2%(RlrblAAA;J$Sw_}c+aO#HDJ8;8~+_!`HSkOHVTyuiR9LZ;gH@HD14}Ru^ zZgAsL9bx1|X>%i{A7bH$m^$H~9{iXdOYR_g-Z!A{_w$56-WTBy4Zp`B96|TQS3Izq zmENc9jd#_+6{p;+Veh%3|Kq&6d zN6OjjYx>#RO5Wb^gHOuNG3N3!*_d<0+gFKp-T7&4n%D{~W0RgXfnn%L(`9H(BR=qS zD{W|5`c+8Ljq6MoNwZuv>EtKZnGR#QLcDxh^7hAwb13gdSlU$u8_%?J2`^7QeR&ld z)qryfZ|5g{d1vQ()840yz>Yp2tGLUve=D%M?7gu9vS5Iei02~`92M-%N90i5A Iq6FOk0#M$`XaE2J literal 0 HcmV?d00001 diff --git a/assignments2023/template7.qmd b/assignments2023/template7.qmd new file mode 100644 index 00000000..587c6fc7 --- /dev/null +++ b/assignments2023/template7.qmd @@ -0,0 +1,808 @@ +--- +title: "Assignment 7, 2023" +subtitle: "Hierarchical model in Stan" +author: "Aki Vehtari et al." +format: + html: + toc: true + code-tools: true + code-line-numbers: true + number-sections: true + mainfont: Georgia, serif + page-layout: article + pdf: + geometry: + - left=1cm,top=1cm,bottom=1cm,right=7cm + number-sections: true + code-annotations: none +editor: source +assignments: ta +--- + +::::{.content-visible when-profile="public"} + +:::{.callout-warning} + +Currently, rendering on github is broken, such that the rendered template at [https://avehtari.github.io/BDA_course_Aalto/assignments/template7.html](https://avehtari.github.io/BDA_course_Aalto/assignments/template7.html) +looks weird. Rendering should however work on Aalto's JupyterLab, but we will also try to fix rendering on github ASAP. + +::: + +:::: + +# General information + +**This is for BDA 2023** + +**The maximum amount of points from this assignment is 9.** + +We have prepared a **quarto template specific to this assignment ([html](template7.html), [qmd](https://avehtari.github.io/BDA_course_Aalto/assignments/template7.qmd), [pdf](template7.pdf))** to help you get started. + +:::{.callout-warning icon=false title="Setup" collapse=true} +We recommend Aalto students use [jupyter.cs.aalto.fi](https://jupyter.cs.aalto.fi), for all others we also provide a [docker container](docker.html). +::: + +:::{.callout-tip collapse=false} +**Reading instructions**: + +- [**The reading instructions for BDA3 Chapter 5**](../BDA3_notes.html#ch5). + +{{< include includes/_grading_instructions.md >}} + +{{< include includes/_cmdstanr.md >}} +::: + +{{< include includes/_reporting_accuracy.md >}} + +{{< include includes/_general_info.md >}} +:::{.content-visible when-profile="public"} +This is the template for [assignment 7](assignment7.html). You can download the [separate model with bad priors](./additional_files/assignment7/chickens_separate.stan) and the [qmd-file](https://avehtari.github.io/BDA_course_Aalto/assignments/template7.qmd) or copy the code from this rendered document after clicking on ` Code` in the top right corner. + +**Please replace the instructions in this template by your own text, explaining what you are doing in each exercise.** +::: + +:::{.callout-tip collapse=true} +## Setup +The following loads several needed packages: + +```{r} +#| label: imports + +library(aaltobda) +library(bayesplot) +library(cmdstanr) +library(dplyr) +library(ggplot2) +library(ggdist) # for stat_dotsinterval +library(posterior) +if(!require(brms)){ + install.packages("brms") + library(brms) +} + +# Set more readable themes with bigger font for plotting packages. +ggplot2::theme_set(theme_minimal(base_size = 14)) +bayesplot::bayesplot_theme_set(theme_minimal(base_size = 14)) + +# This registers CmdStan as the backend for compiling cmdstan-chunks. +check_cmdstan_toolchain(fix = TRUE, quiet = TRUE) +register_knitr_engine(override = FALSE) +``` +::: + +# Hierarchical Model: Chicken Data with Stan (6p) + +**Do not look at the secret dataset until you have defined your priors in section 2.1.** + +A secret dataset, included in base `r`, contains weight measurements from 50 chicks from their birth until the age of 21 days. For this task, we are interested in modeling the weight of a chick at the age of 12 days. + +## Choosing a weakly informative prior by intuition + +We will first guide you through two processes for choosing *weakly* informative priors which you can use in your projects as well (though, if expert knowledge is present, we encourage to use that though instead). Many definitions of *weak* exist, but for our purposes, we intend to set priors in this assignment which don't overwhelm the likelihood contributions to the posterior while still exerting some amount of regularisation. + +In the absence of additional information, we will assume that chick weights at 12 days of age ($w$) follow a normal distribution: +$$ +w\sim\mathcal N (\mu,\sigma). +$$ +Our task will be to define weakly informative priors for the mean $\mu$ given observation model standard deviation, $\sigma$ (a prior distribution for $\sigma$ will be set in after section 2). + +Here, $\mu$ represents the population mean chick weight at 12 days and $\sigma$ represents the standard-deviation of the chick weights $w$ around that population mean. For this exercise, we will be specifying a normal prior for $\mu$: + +$$ +\mu\sim\mathcal N (\mu_0,\sigma_0). +$$ + +$\mu_0$ represents our prior knowledge of what we believe the population weight to be and $\sigma_0$ represents our level of certainty in this belief. To specify a weakly-informative prior for $\mu$ we need to select values of $\mu_0$ and $\sigma_0$ that imply the range of plausible values that $\mu$ could take. + +We can do this by our own intuitive prior knowledge (if such intuition exists), or by searching for external references. + +Despite the name, weakly informed priors can be quite subjective ([see for more theoretical discussion here](http://www.stat.columbia.edu/~gelman/research/published/entropy-19-00555-v2.pdf)), such that some justification is always needed. For the subtasks below, you will not be graded on the accuracy or precision of your numbers, but on your justification of them. The numerical choices you make should make sense and be understandable to an external reviewer of your work (even if they may not agree with your choices). + + +::: {.callout-caution collapse="false"} +## A word of caution on eliciting the priors below +Please note that in the below, we intend to set a prior on $\mu$ (the *mean* chick weight), but the intuition we ilicit is based on the weight of *individual* chicks. We do so to help create intuition about what the mean could be, however, it would be theoretically more accurate to ilicit priors about *mean* chick weights. +::: + +:::{.callout-important} + +We have made changes to the assignment text and some of the rubrics to make it clearer. + +::: + + +:::{.callout-warning icon=false title="Subtask 2.a)"} +Based on your own past experience and estimation skills, what would you guess is a typical weight range of a fully grown chicken in grams? Justify your choice with 1-3 sentences. +::: + +:::{.callout-tip collapse=false} +Would it make sense if a chicken weighed 1 million grams? 0.005 grams? What about a chicken that weighed more than you? More than a car? Note that is not important to have a very precise or accurate guess here, the key goal is simply to identify the range of plausible (or at least possible) values. +::: + +::::{.callout-note icon=false title="Rubric"} +### Fully grown chicken weight range by intuition + +* Does the chosen range meet the following common sense criteria? + * The range is always above . +* Is the justification based on some sort of logic, even if you may disagree? +:::: + +:::{.callout-warning icon=false title="Subtask 2.b"} +Adjust this range for a 12-day old chick and choose a mean $\mu_0$ for the weakly informed prior of the parameter $\mu.$ Justify your adjustment and choice with 1-3 sentences. +::: + +::::{.callout-note icon=false title="Rubric"} +### 12-day old chick weight range by intuition + +* The range is always above . +* Is the justification based on some sort of logic, even if you may disagree? +:::: + +Choosing the prior standard deviation for $\mu$ requires a little more caution; overconfident (i.e. narrow) priors can have a strong effect on your results, +whereas less confident priors are more easily overcome with observed data. +Given that overconfidence is a common human bias, a good intuition-based standard deviation should focus on eliminating the impossible values, rather than including the most likely values. + +:::{.callout-warning icon=false title="Subtask 2.c"} +Choose a conservative lower and upper bound for the weight of any 12-day old chick, with the goal to exclude impossible values. Justify your choice with 1-3 sentences. +::: + +:::{.callout-tip collapse=false} +Depending on your choice of range above for a "typical" chick, this range excluding the impossible values should be wider. +::: + +::::{.callout-note icon=false title="Rubric"} +### Prior standard deviation by intuition + +* Does the chosen range meet the following common sense criteria? + * The range is always above . +* Is the justification based on some sort of logic, even if you may disagree? +:::: + +A common technique to find a weakly informative prior is to have a standard deviation which is an order of magnitude (a factor of 10) larger than a plausible standard deviation of the data. + +:::{.callout-warning icon=false title="Subtask 2.d"} +What do you think is a plausible standard deviation $\sigma_\text{plausible}$ of the weight of 12 days-old chicks, based on your ranges stated above? +Under the above recommendation, what standard deviation $\sigma_0$ should you use for your prior for the mean weight $\mu$? +::: + +::::{.callout-note icon=false title="Rubric"} +#### Prior standard deviation by intuition + +* Do the two standard deviations meet the following common sense criteria? + - Both values are +* Given the choice of mean from above, the interval $(\mu_0 - 3\sigma_0, \mu_0 + 3\sigma_0)$ includes . +:::: + + +:::{.callout-warning icon=false title="Subtask 2.e"} +Write down in mathematical form the final prior for the mean weight $\mu$ you found using this prior definition technique. +::: + +::::{.callout-note icon=false title="Rubric"} +### Prior by intuition + +* Does the final prior exist in mathematical notation? +* Does the prior reflect the choices made above (i.e. $\mu_0, \sigma_0$)? +:::: + +## Choosing a weakly informative prior using external references + +Next, we'll use external references to pick the weakly informed prior. This technique is more general and doesn't assume you would have prior knowledge. + +:::{.callout-warning icon=false title="Subtask 2.f"} +Consult a trustworthy source on the weight range of farm chickens, e.g. books, articles, a farmer friend. If the recommended values are for a fully grown chicken, make a reasonable adjustment for a 12-day old chick. What is the weight range of a 12-day old chicken? Cite your source and justify any adjustments you make to the reference range. +::: + +::::{.callout-note icon=false title="Rubric"} +### Weight range by reference +* Does the reference range meet the following common sense criteria? + * The range is always above . +* Is there a citation? If an adjustment was made, was it justified by logic, even if you disagree? +:::: + +:::{.callout-warning icon=false title="Subtask 2.g"} +Based on this reference range, what will you choose for the mean of our weakly informed prior? Justify your choice with 1-3 sentences. +::: + +::::{.callout-note icon=false title="Rubric"} +### Weight range by reference + +* Does the mean value meet the following common sense criteria? + * The range is always above . +:::: + +Next we choose the standard deviation of the prior. We could use the same technique as before, but we'll walk you through another common approach. Assume that $99.7\%$ of all 12-day old chicks fall into the reference range you found. Under our assumption of a normal distribution, this range will encompass values between $\mu_0 \pm 3\sigma_0$. + +:::{.callout-warning icon=false title="Subtask 2.h"} +Assuming symmetry, use the mean you chose and either the upper or lower bound $b$ of your reference range to solve the correct version of the following equations to find your associated choice of $\sigma_0$: (show your work) + +- For upper bound $b_u$: $Pr(\mu_0 + 3\sigma_0 < b_u) \approx 0.997$, solving for $\sigma_0$. +- For lower bound $b_l$: $Pr(\mu_0 - 3\sigma_0 > b_l) \approx 0.997$, solving for $\sigma_0$. +::: + +::::{.callout-note icon=false title="Rubric"} +### Prior standard deviation by reference + +* Does the calculated $\sigma_0$ value meet the following common sense criteria? + * The value is above . +* Did they show their work? +:::: + +:::{.callout-warning icon=false title="Subtask 2.i"} +Write down in mathematical form the final prior for the mean weight $\mu$ you found using this prior definition technique. +::: + +::::{.callout-note icon=false title="Rubric"} +### Prior by reference + +* Does the final prior exist in mathematical notation? +* Does the prior reflect the choices made above (i.e. $\mu_0, \sigma_0$)? +:::: + +## Non-normal priors + +The previous steps all assumed we could use a prior which is normally distributed, but this may not always be the correct assumption to make. + +:::{.callout-warning icon=false title="Subtask 2.j"} +Under what mathematical/statistical circumstances would a normal distributed prior not make sense? List at least one circumstance. Are there values that the normal distribution can take on which would not make sense for some types of variables? +::: + +:::{.callout-tip collapse=false} +Consider the nature of any variable you are trying to define a prior over. +::: + +::::{.callout-note icon=false title="Rubric"} +### Non-normal priors + +* Example cases include variables that +:::: + +## Modeling diet effects on chicken weight + +In addition to chick weights, the data also contains a categorical variable indicating which diet the chick received. In the data file, each column contains the measurements for a single chick at a given point of time. + +In addition to the existing diets, we are interested in the quality of another box of feed (the fifth diet), which a farmer happened to find yesterday at a dark corner of his warehouse. To read in the data and select chicks with age of 12 days, and to have a peek at the first 6 rows, just use: + +::::{.callout-important collapse=true} +# Data inside, don't peek before you have set your priors! +:::{.callout-important collapse=true} +# Have you set your priors? +```{r} +#| message: false +data("ChickWeight") + +Chick12 <- ChickWeight |> filter(Time == 12) + +head(Chick12) +``` +::: +:::: + +In the following analysis, we will model the **weight of a chick at the age of 12 days**. We will use the following three Gaussian models: + +- a separate model, in which each diet is modeled individually +- a pooled model, in which all measurements are combined and there is no distinction between diets +- a hierarchical model, which has a hierarchical structure as described in [BDA3](https://users.aalto.fi/~ave/BDA3.pdf) Section 11.6 + +As in the model described in the book, use the same weight standard deviation $\sigma$ for all the groups in the hierarchical model. In the separate model, however, use separate weight standard deviation $\sigma_d$ for each diet $d$. You should use weakly informative priors for all your models. + +The provided Stan code below is given as an example of a separate model. Note that the author has left a comment expressing uncertainty about their prior choices. This separate model can be summarized mathematically as +$$ +\begin{aligned} + \mu_{d} &\sim \pi(\mu_d)&&\text{(diet-wise mean weight),}\\ + \sigma_d &\sim \pi(\sigma_d)&&\text{(diet-wise standard deviation of diet-wise chicken weights)},\\ + w_{i,d} &\sim N(\mu_d,\sigma_d)&&\text{(diet-wise chicken weights)}\\ +\end{aligned} +$$ {#eq-separate} + +with priors + +$$ +\begin{aligned} + \mu_{d} &\sim N(0,10)&&\text{(adjust this) and}\\ + \sigma_d &\sim\mathrm{exponential}(.02)&&\text{(you can keep this).} +\end{aligned} +$$ {#eq-separate-priors} + +For the separate and the pooled models, use one of the weakly informative priors you have derived in 2.1) or 2.2) for the diet-wise mean weights +$$\mu_d\sim \pi(\mu_d)=N(\mu_0,\sigma_0).$$ +For the hierarchical model, remember that the parameters in the priors for the diet-wise mean weights itself have to be parameters with their own prior distributions, in our case +$$ +\begin{aligned} +\mu_d &\sim N(\mu,\tau)&&\text{(diet-wise mean weights)},\\ +\mu &\sim \pi(\mu)&&\text{(mean of prior for diet-wise mean weights) and}\\ +\tau &\sim \pi(\tau)&&\text{(standard deviation of prior for diet-wise mean weights).} +\end{aligned} +$$ + +Use the prior you have used for the diet-wise mean weights $\mu_d$ in the separate and pooled models for the prior on the mean of the prior for the diet-wise mean weights +$$\mu \sim \pi(\mu) = N(\mu_0,\sigma_0)$$ +in the hierarchical model and use +$$\tau \sim \pi(\tau) = \mathrm{exponential}(.02)$$ +for the prior on the standard deviation of the prior for the diet-wise mean weights. + +```{.stan include="additional_files/assignment7/chickens_separate.stan"} +``` + +::: {.callout-warning collapse=false} +## Sample from the posterior + +To sample from the posterior using Stan, use: + +```{r} +#| label: format data for Stan +stan_data <- list( + N_observations = nrow(Chick12), + N_diets = length(unique(Chick12$Diet)), + diet_idx = Chick12$Diet, + weight = Chick12$weight +) + +model_separate <- cmdstan_model(stan_file = "additional_files/assignment7/chickens_separate.stan") + +# Sampling from the posterior distribution happens here: +fit_separate <- model_separate$sample(data = stan_data, refresh=0, + show_messages=FALSE, + show_exceptions=FALSE) +``` +Fit objects returned by the `sample()` method, by default print a summary of the posterior draws. +These are **NOT** the results you would expect to turn in your report. You will need to change the priors in the code for the separate model. +```{r} +fit_separate +``` +Quick model convergence check (as in assignment 6): +```{r} +fit_separate$cmdstan_diagnose() +``` + +::: + + + +:::{.callout-warning icon=false title="Subtask 2.k"} +Describe the models with mathematical notation (as is done for the separate model above). Also describe in words the difference between the model and the other models. +::: + + + + + + + + +::::{.callout-note icon=false title="Rubric"} + +* Are the models described using mathematical notation and the difference to other models described in words? + - No equations and no description + - Description but no equations + - Equations but no description + - Equations and description +:::: + +:::{.callout-warning icon=false title="Subtask 2.l"} +Implement the models in Stan and include the code in the report. Use weakly informative priors for all of your models. +::: + +:::{.callout-tip collapse=false} +When sampling from the posterior of the hierarchical model, you will very likely get a warning about divergent transitions. This tells you that the sampler is having difficulties in sampling the joint posterior and this may lead to biased inference. We will return to this in the next task. +::: + +:::{.content-visible when-profile="public"} +**For the figures below, we use the earlier draws for the separate model with bad priors. +When you have implemented the pooled and hierarchical models, edit the code below to +include draws from your model posterior into the figures.** +::: + +:::{.callout-warning collapse=false} +### Data preparation and sampling from the posterior + +```{r} +#| label: draws for pooled and hierarchical +#| code-summary: Sampling from the posteriors given the pooled and hierarhical models + +fit_pooled <- fit_separate +fit_hierarchical <- fit_separate + + +``` + +Below, we collect the corresponding posterior draws from the three models into a shared +data frame using the `extract_variable` function. This makes plotting the posterior +in a single plot easier. +```{r} +#| label: prepare data for plots +#| code-summary: Prepare data for plots + +# Expect the same number of posterior draws from each model. +ndraws <- nrow(fit_hierarchical$sampler_diagnostics(format = "matrix")) + +# Collect posterior draws and the model used to a data frame. +mean_diet_4_separate = extract_variable(fit_separate, "mean_diet[4]") +mean_diet_4_pooled = extract_variable(fit_pooled, "mean_diet[4]") +mean_diet_4_hierarchical = extract_variable(fit_hierarchical, "mean_diet[4]") +posterior_mean_diet_4 <- data.frame( + model_name = rep(c("Separate", "Pooled", "Hierarchical"), + each = ndraws), + mean_diet_4 = c( + mean_diet_4_separate, mean_diet_4_pooled, mean_diet_4_hierarchical + )) + +predicted_weight_diet_4 <- data.frame( + model_name = rep(c("Separate", "Pooled", "Hierarchical"), + each = ndraws), + predicted_weight = c( + extract_variable(fit_separate, "weight_pred"), + extract_variable(fit_pooled, "weight_pred"), + extract_variable(fit_hierarchical, "weight_pred") + )) + +# Collect posterior draws and the model used to a long data frame. +posterior_mean_diet_5 <- data.frame( + model_name = rep(c("Separate", "Pooled", "Hierarchical"), + each = ndraws + ), + mean_diet_5 = c( + extract_variable(fit_separate, "mean_five"), + extract_variable(fit_pooled, "mean_five"), + extract_variable(fit_hierarchical, "mean_five") + ) +) + +# Mean observed weight per diet, these help to compare the posteriors to data. +diet_means <- sapply( + 1:4, function(diet) mean(Chick12[Chick12$Diet == diet, "weight"]) +) +``` +::: + +::::{.callout-note icon=false title="Rubric"} +### All models + +* Is there a related Stan implementation? + - No Stan model implemented + - Stan model implemented, but it seems clearly wrong or broken + - Seemingly valid Stan model implemented +:::: + + + + + +:::{.callout-warning icon=false title="Subtask 2.m"} +Use the provided code in the template to +plot the **posterior distribution of the mean of the weight measurements of the fourth diet** and comment on the possible differences you observe +between the models. +::: + +:::{.content-visible when-profile="public"} +```{r} +#| label: figure - posterior of mean 4 +#| fig-cap: Posterior distribution of the mean weight of chicks consuming diet 4. +ggplot(posterior_mean_diet_4, aes(x = mean_diet_4, y = model_name)) + + stat_dotsinterval(quantiles = 100, scale = .9) + + vline_at(diet_means[4], size = 1, linetype = "dashed") + + # Annotate the vline from above. + annotate("text", label = "Observation mean", x = diet_means[4] - 5, y = .7, + hjust = "right", size = 6) + + # Add title and axis labels. One line to make everything so much more clear! + labs( + title = "Mean of diet 4", + x = "Weight (g)", + y = "Model" + ) +``` +::: + +::::{.callout-note icon=false title="Rubric"} +* Is there a comparison plotted for the posteriors of the mean of diet 4? Does it look something like the model solution plot? + - No comparison plotted + - Comparison plotted but it clearly differs from the example + - Comparison plotted and it approximately matches the example +* Separate model: Is the result for the separate model discussed? + - The result is not discussed. + - There is some discussion, but it is not mentioned that . + - The result is discussed and the separate model is recognised as . +* Pooled model: Is the result for the pooled model discussed? + - The result is not discussed. + - There is some discussion, but it is not mentioned that . + - The result is discussed and the pooled model is recognised as . +* Hierarchical model: Is the result for the hierarchical model discussed? + - The result is not discussed. + - There is some discussion, but it is not mentioned that . + - The result is discussed and the hierarchical model is recognised as . +:::: + +:::{.callout-warning icon=false title="Subtask 2.n"} +Use the provided code in the template to +plot the **predictive distribution for another weight measurement from a chick having the fourth diet** and comment on the possible differences you observe +between the models. +::: + +:::{.content-visible when-profile="public"} +```{r} +#| label: figure - predicted weight of for diet 4 +#| fig-cap: The (posterior) predictive distribution of the weigth of a chick consuming diet 4. +ggplot(predicted_weight_diet_4, aes(x = predicted_weight, y = model_name)) + + stat_dotsinterval(quantiles = 100, scale = .9) + + vline_at(diet_means[4], size = 1, linetype = "dashed") + + # Annotate the vline from above. + annotate("text", label = "Observation mean", x = diet_means[4] - 5, y = .7, + hjust = "right", size = 6) + + # Add title and axis labels. One line to make everything so much more clear! + labs( + title = "Weigth of a chick with diet 4", + x = "Weight (g)", + y = "Model" + ) +``` +::: + +::::{.callout-note icon=false title="Rubric"} + +* Is there a comparison plotted for the predictive distributions of the weight of a chick with diet 4? Does it look something like the model solution plot? + - No comparison plotted + - Comparison plotted but it clearly differs from the example + - Comparison plotted and it approximately matches the example +* Separate model: Is the result for the separate model discussed? + - The result is not discussed. + - There is some discussion, but it is not mentioned that . + - The result is discussed and the separate model is recognised as . +* Pooled model: Is the result for the pooled model discussed? + - The result is not discussed. + - There is some discussion, but it is not mentioned that . + - The result is discussed and the pooled model is recognised as . +* Hierarchical model: Is the result for the hierarchical model discussed? + - The result is not discussed. + - There is some discussion, but it is not mentioned that . + - The result is discussed and the hierarchical model is recognised as . +:::: + +::: {.callout-warning icon=false title="Subtask 2.o"} +Use the provided code in the template to +plot the **posterior distribution of the mean of the weight measurements of a new fifth diet** and comment on the possible differences you observe +between the models. +::: + +:::{.content-visible when-profile="public"} +```{r} +#| label: figure - posterior of mean 5 +#| fig-cap: Posterior distribution of the mean weight of chicks consuming the new diet 5 not seen before. + +ggplot(posterior_mean_diet_5, aes(x = mean_diet_5, y = model_name)) + + # Draw the mean of each diet from the data as a dashed vertical line. + vline_at(diet_means, size = .5, linetype = "dashed") + + # dotsinterval gives mean, 50%, and 90% intervals + dotsplot with each dot + # representing 1% of data (quantiles = 100). + stat_dotsinterval(quantiles = 100, scale = .9) + + # Annotate the vline from above. + annotate(geom = "text", label = "Means of observed diets", y = .7, x = 100, + hjust = "right", size = 5, family = "sans") + + # Add title and axis labels. One line to make everything so much more clear! + labs(title = "Mean of a new diet", + x = "Weight (g)", + y = "Model") +``` +::: + +::::{.callout-note icon=false title="Rubric"} +* Is there a comparison plotted for the posterior distributions of the mean weight with a new diet? Does it look something like the model solution plot? + - No comparison plotted + - Comparison plotted but it clearly differs from the example + - Comparison plotted and it approximately matches the example +* Separate model: Is the result for the separate model discussed? + - The result is not discussed. + - There is some discussion, but it is not mentioned that . + - The result is discussed and the separate model is recognised as . + - In addition to the previous option, it is recognised that . +* Pooled model: Is the result for the pooled model discussed? + - The result is not discussed. + - There is some discussion, but it is not mentioned that . + - The result is discussed and the pooled model is recognised as . + - In addition to the previous option, it is mentioned that . +* Hierarchical model: Is the result for the hierarchical model discussed? + - The result is not discussed. + - There is some discussion, but it is not mentioned that . + - The result is discussed and the hierarchical model is recognised as . +:::: + +:::{.callout-warning icon=false title="Subtask 2.p"} +For each model, report the **posterior expectation for the mean weight of diet 4 with a 90% credible interval**. +::: + +:::{.callout-tip collapse=false} +See the example Stan codes in the demo [Bayesian data analysis - CmdStanR demos: Comparison of $k$ groups with hierarchical models](http://avehtari.github.io/BDA_R_demos/demos_rstan/cmdstanr_demo.html#8_Comparison_of_(k)_groups_with_hierarchical_models) for the comparison of $k$ groups with and without the hierarchical structure. +::: + +::::{.callout-note icon=false title="Rubric"} +* For the separate model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine). + - No or incorrect answer + - Answer is only partially correct + - Answers look correct +* For the pooled model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine). + - No answer + - Answer is only partially correct + - Answer looks correct +* For the hierarchical model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine). + - No answer + - Answer is only partially correct. + - Answers look correct. + +:::: + +# Hierarchical model with BRMS (3p) + + +:::{.callout-important} + +We have made changes to the assignment text and some of the rubrics to make it clearer. + +::: + +The goal of this task is to discuss an alternative parameterisation of hierarchical models and introduce the `brms`-package. + +[`brms`](https://paul-buerkner.github.io/brms/) is a high-level interface for Stan providing tools to create a wide range of Bayesian models, including hierarchical ones. In the previous section, you might have noted that with the hierarchical implementation of the model there may be divergent transitions during the sampling from the posterior. This is related to [Neal's funnel](https://mc-stan.org/docs/stan-users-guide/reparameterization.html), where the sampling algorithm would need to change the step size in order to effectively sample the posterior. One trick to improve sampling is to use an alternative parameterisation for the model. This parameterisation is called the non-centered parameterisation (@eq-non-centered) and often it can help with the divergent transitions. + +In short, we sample parameters from a distribution with a potentially easier geometry for the sampler to explore efficiently and then transform those values to the joint distribution of interest. + +The noncentered parameterisation for the hierarchical model using the diet-wise helper parameter $z_d$ becomes + +$$ +\begin{aligned} +z_d &\sim \operatorname{normal}(0, 1)&&\text{(diet-wise helper parameter)},\\ +\mu_d &= \mu + z_d \tau&&\text{(diet-wise mean weight)},\\ +\mu &\sim \pi(\mu)&&\text{(mean of prior for diet-wise mean weights),}\\ +\tau &\sim \pi(\tau)&&\text{(standard deviation of prior for diet-wise mean weights),}\\ +\sigma &\sim \pi(\sigma)&&\text{(standard deviation of diet-wise chicken weights) and},\\ +w_{i, d} &\sim \operatorname{normal}(\mu_d, \sigma)&&\text{(chicken weights)}.\\ +\end{aligned} +$$ {#eq-non-centered} + +The hierarchical models made with `brms` use this non-centered parameterisation. Your tasks are the following: + +:::{.callout-warning icon=false title="Subtask 3.a)"} +Use the function in the template to make a scatter plot of the posterior draws given the hierarchical model of the population level standard deviation parameter $\tau$ and the mean parameter of the fourth diet, $\mu_4$. The possible divergent transitions are highlighted in red. In the report show the plot and comment if there are any divergent transitions. +::: + +:::{.content-visible when-profile="public"} +```{r} +#| label: plot scatter centered parameterisation + +bayesplot::mcmc_scatter(x = fit_hierarchical$draws(variables = c("mean_diet[4]", "sd_diets")), + np = nuts_params(fit_hierarchical)) + + scale_y_log10() + + labs(x = expression(mean_diet[4]), y = expression(sd_diets)) + + ylim(c(0,NA)) +``` +::: + +:::{.callout-note icon=false title="Rubric"} +* Is there a scatter plot of $\sigma_0$ and $\mu_4$ and some comments provided in the report? + - No scatter plot or comments + - The scatter plot is included, and divergent transitions are visible, but not commented on. + - The scatter plot and comments on the divergences are included. +::: + +To sample from the posterior given the same model using `brms`, in the template set the weakly informative priors for the hierarchical model you used in the previous task. `brms` has an internal convention to name model parameters and the parameter names from @eq-non-centered map into `brms` names with the following logic: + + - $\mu$ corresponds to `class="Intercept"` + - $\tau$ corresponds to `class="sd"`, + - $\sigma$ corresponds to `class="sigma"`. + + +:::{.callout-warning icon=false title="Subtask 3.b"} +Replace `normal(0,10)` in the `brm` call in the template with your prior for the population mean +$$\mu \sim \pi(\mu) = N(\mu_0,\sigma_0)$$ +you have derived in 2). Then, run the code chunk to sample from the posterior of the hierarchical model using `brms`. +::: + +:::{.content-visible when-profile="public"} +**Create a brms model and sample from the posterior** + +```{r} +#| label: fit brms model +#| output: false +brms_fit = brm( + weight ~ 1 + (1 | Diet), + data=Chick12, + prior=c( + # REPLACE WITH YOUR PRIOR DERIVED in 2) + prior(normal(0,10), class="Intercept"), + # YOU CAN LEAVE THE BELOW PRIORS + prior(exponential(.02), class="sd"), + prior(exponential(.02), class="sigma") + ), + backend = "cmdstanr", + save_pars = save_pars(manual = c("z_1[1,4]")) +) +``` +::: + +::: {.callout-note icon=false title="Rubric"} +* Is the `brms` code shown and do the priors agree with the priors specified above? +::: + +:::{.callout-warning icon=false title="Subtask 3.c"} +Report the **posterior expectation for the mean weight of diet 4 $\mu_4$ with a 90% credible interval**, using the code block in the template. How does it compare with your results from the first task? +::: + +:::{.content-visible when-profile="public"} +```{r} +#| label: transformed posterior draws from brms +# Draws for mu_4 +mu_4 = posterior_epred(brms_fit, newdata = data.frame(Diet=4)) + +# Compute the mean, and quantiles. Remember to round your answers accordingly. +# ... +``` +::: + +::: {.callout-note icon=false title="Rubric"} +* Given the `brms` model, is the posterior 90% credible interval for the mean of the fourth diet close to: (small/medium deviation is fine). + - No answer + - Answer is only partially correct. + - Answers look correct. +::: + +:::{.callout-warning icon=false title="Subtask 3.d"} +Use the code in the template to make a **scatter plot of the group standard deviation parameter $\tau$ and group specific mean parameter**. +::: + +:::{.content-visible when-profile="public"} +Due the non-centered parametrization, we need to transform compute the $\mu_d$ term as the sum of the population intercept and the group specific deviation from the intercept. You can choose which diet to plot by modifying the `d` integer in `r_Diet[d,Intercept]`. +```{r} +#| label: plot scatter non-centered parameterisation + +draws = as_draws_df(brms_fit) |> + posterior::mutate_variables(mean_diet_4 = `r_Diet[4,Intercept]` + b_Intercept) + +bayesplot::mcmc_scatter(draws, + pars = c("mean_diet_4", "sd_Diet__Intercept"), + np = nuts_params(brms_fit)) + + scale_y_log10() + + xlab(expression(mean_diet[4])) + + ylab(expression(sd_diets)) + +``` +::: + +::: {.callout-note icon=false title="Rubric"} +* Is there a scatter plot of $\tau$ and $\mu_4$ and some comments provided in the report? + - No scatter plot or comments + - The scatter plot is included, and divergent transitions are visible, but not commented on. + - The scatter plot and comments on the divergences are included. +::: + +:::{.callout-warning icon=false title="Subtask 3.e"} +In your report, address the following questions based on the plots you made for both parameterisations: + + - Which of the parameterisations resulted in fewer divergent transitions? + - Comment for both parameterisations: for which kind of values of $\tau$, do the divergent transitions occur (if there are any)? It also might be that no clear pattern can be seen. + - Does centered parameterisation have problems sampling from some specific region of the parameter space compared to the non-centered parameterisation. +::: +::: {.callout-note icon=false title="Rubric"} +* Has it been discussed which parameterisation resulted in fewer divergent transitions? +* Has it been discussed for which values of $\tau$ the divergences occurred? +* Has it been discussed whether/where the centered parameterisation has problems sampling? +::: + +{{< include includes/_overall_quality.md >}} diff --git a/assignments2023/template7_files/figure-html/plot scatter non-centered parameterisation-1.png b/assignments2023/template7_files/figure-html/plot scatter non-centered parameterisation-1.png new file mode 100644 index 0000000000000000000000000000000000000000..64bc072ed5ff45f1a585fdc4d52987a2f28c1ee2 GIT binary patch literal 597882 zcmd?QRajJi^e>ExN=XY!cb7=FLw9#dNOuj5NC-%GOP9pZjpPsl(%sF_-E%hn{^wl0 zH}B=SIP*NfW*BySW3Bax6{@5l`38jm1pxu!jkJ`Q3If7Q5d?%6zmc8;?|31KMFKyN z9i+6K5fF$&p1z(%ZJwARAdn$Qi+xf9r|&PC8|hBYzCNbh-Lt}wtzxqG7@VadM`lEn zk|GOYlNn@+AH57hr>k-K%VnGWEjCeI2PIznQi=={yQ+W55nFfZG|}{+^|1BmwemC- zNhic?@CGhKKh`*A!WetxJiQ_s}dd2vXN1Z z0}+0N#EE5wTJJX zS2qq7C>5hH4&*td_~*Q%!9ou7OlNV{t-d=tBC4>zo5ZkRIrCU2WEcYrN2AGN1{uS zp;x8nAvkEy-t7>ghB zb1YiE5u1-Zn(N!jMrBtTRqhK))8#maqYe#~`T3b0$d(?;>H?cT+VQUhIxsyd2~upr z9vjOQzm}HfV2oKB8HOsqluE^nKQLoUzjgBYWYBY7yk~Q;{Tk+X3^V8VB3dUt0;2>| z@Lx`&&@nJda_<}EOUQ>)Lt*nxzlJ%wpC$<9-vs6D^|*796j|cRQd6rZ)JVDPA+-5t znKMmo>|Bvp`|dzAc_U^0qH(%Mo2I}N`D=)IFbtc`Kmjuxz03;eRNjxKs*eG6cdpeDVsViTl5jF zS1*Axy!r18rm#bkYzMWnaWtN*M{0rCj3nzit!cZtq{P286v1XlLMg9~G{p0rqRqX4u614Z!UJa_Fw24$6Np-z%4inPNr3mcKf#5=+CdzT6(Piop zW=g=Y&i>o&A~Lb1&6fR2FDLJg!QMJzk~truSb2IK<(0-u!fw2Mf5RxL@@3yWi;BWz z?=mHtuLLd__dgdD%lQC8%E~%Tb!hu}RP-@gqAZy+p9(A7L%+-38sqlGs!=5!YjYKc z@Egc81d(9Szd%DjYDSMtexfDNa}uic1G;Wm9dGh}BJgrCjpgI}H+7N2VDBPBf-W|} zvICmj)n;z}#JU;anmGS+&Ex?TB=S#L!U-J^DGriw_4tiZkkya%)P^lN*7h&6jhh~G zT+Sv;*u)NU6nOTf_6$Snh7Cq@`KTi@&Vj&FYY#897Xz#5I6=?l5G`)>ug$^a#!m2o z?P1NVyhK;d%kgoX`M`_uBYl{|UEk9B1??Xl(K?;d18XMysGe5z!f~q#x{0AwmD{^J zd+AnFK?H>Kl>ZsYl0npw3{_iSds+J=b;D@x?mi{5l|$Ef#Sgw`VW?wxOWk710Z?C$ zyEA(`@NPx~XGBJ%U8x9NULbCq5%vksYD2M^$MW^uOX2&=w;&XAAQ`iv-9O!}zuF=^ zqtyCO*=wu$>v$3KzV{AtbeKC9HXq(@FL*&w5gg5m@ew<(l~q5|VtWkFhuND~#d;Eb z_^9pckcM$9_j#|rXyb`8ZVz=6mwg7EK;Kz0V`Y21g=DavA^g_- z_AfuT1-vv*$@Du9X$PNgUX~j;>%R~mulc@p_7bASfftDh`l5-y>;(<8PR!t6ic!#$ zX>@531)lIn;D7&4psL+5?+2d^A-wXfx)F(JOfcgGA(6*+w(N(GWH^qihjUo<@Pr@% zWApyMHBs>+2XUH-|0>mNTO#K}a~Gi^l?ws2TMLlOe$f95cWh3^So-lGl6#NU+_6&$zm}mT6ZPm z_823Fba}S=F12_tYW(UO7$E2Yp6lOB1-i~-*JAQc)V}p%YTmw`I0~xRlr^%=YS?x^ z%zw0T0;Uzj4HYBt*oeuMjLLLrm!t7I?s#oJljqAo5jUg!tR6vFR@a9V6H4DS6IzZ~e{H=x-1ZUa?u? zTuV`%-k*)&fN)WI1`-$<85nL!nob88kD8B!+Lz&L;j9KOqv8*&_y-G(XTQI`2#iK$ zX;^u@JK8?G35=$eP1JMfc*&?){zD>nMCfjxGD=_!9wg!L-wn)HKKvbLtvIM_{FknQ zz5Zt}_O9LeA|Bxj{qeq##F&FXok1P`nUWt7xQr3efuJ6Iz$=ZApNM)gfqhfN zmCr*U;*+70hR*!l8LYi+>+;nY2_*son$6hZSHlK})y^Q)*WPp_QAab7ZZpmqb`^*%m^8M}{bIoaBxtW5eEqDgVX2(f1cZdhFinh_oGZ&wWTl(AA98c&$YFN3#Iw7XU0k$(q7F;I-M} zQ7Bh&Bq9$a^sMy9mfBFM=QgrCEMnU#p#BZ-@Z!_{fc9~}hq909x+e0s(am}#%>l`E z+%dT25oblA@C?|(u$`S9VH$!6Y!F@8+R3Z7UO8n$y`!DMdCC7a2YA=@mVlp#!m)%l zvPMb{3BvyY2OWWpJe~gIv1}5Hev^wO6*gr4;A!cFkotmGem|?8z3-!pI#+Pkz}d1dHf2A>C#184XSFXRv?)oF*W87kD6+m2Q6i{*`gQoAU?cUjDQkZ~(bL z=l0p_G%p@x!{6H{QUXG;8UB>Ljzoi1z^tUSDO&HrAB@&yeRWPUBY%JQGXcgliwZA1 zJS@zvX}5r0wcwXtBReKi%k5ri`{PB$9SL>dKb-YiZ!9|9p7sH+H)%^!(&?DDxh02T}U_{-? zVUeI4UICC+u>1#dbL<}?pd{RFb2GCDR~sMf&_L)qR;ZX$qkt_dib>e#clGlbEzB`e zRM`F3y)Sa9@xpJsg&<9xf>=vaqlyDlT5-VexnnEgYvNb>++O z@bD-kNf3~Y9^CYizCc3%7eiPlH-l($vj<@#W3XV-A;(WySp#F5@n{aQA0_li;Lx-y z+gaC|=}n9vlQ|}F>CeMKs0FM-et66RqKbOY5N_p$k3L1NXL@YCk6bS)DM@6~W?xAL zl2&kVuoe>@5@PH}o0l(N_J{EC^S}Pn%MZ*=5`S;R3MQ}}{ZE`O|Hw4T5m{72DU>}M zGL8+B(n6uz3KdEN;~(mKs}|aqmyUs8@GblMtg$T1#kN)=W|igksJX$-HPl_-^`!CR zI3_Z}??6so956|g`_A9&r6q (Jwg%k?|u_HPt{e0th@vJTxIN^>6rmrkbY-I%ba z+#V8j{0j(Or?=nGlcLOcGbB>-32GBIYNBtaYLgHHNZo7d@zvuoAjluF!sq##fe=nS zjp5C}*+elqqX<7PAt8BWzxI(svVXO~_@=5vR zBnbYYmQFOsfzee}RZB}tQ&SotU8D7XTcf67@^t~M^z^%oxLI*=CL9FJc!QS*^G{hj z?lRbRsfE`g*YB(m>%ZumY(#guB{|P+BfPLMHSTT>lvXD<)pkvuqeXuLmmAhPBlshe zxk>k}YzMjVPF^wK0tMt;n$Ex(2P2EV!_-98xZh~DBT@aSeZ>)<*0j}GqI@Y{*p6wx zGziI%OsPm6rIumkVya#%)61k)qO8I0=Ej5=8=y)!EUmp*3|f*gv7?|_-lzR>It@Wx ztF)P53S1N{P!f-hX42rrEv(|Iy}h*5`eJV~5Hqe{O5W+H$btOjqLguR;P}+M(}G@XSvq&=X$So7cDH@4a>`b)!4Vp>MWP8QHm(eMa7rjC z%K6nc^ffJ52 zcjJn}i(_LTBwiqT+5waBDESs2e|lo#{PJ>YYHH4gt5|LC!qa_!=Hz-kDg;EHT0rW3 z{3$}hIW^=r6%I4TTNPrz~;f zHudwQXoxyGe0p^T?b9%Kj|`3GvRuZU3yq|W1&7U?gsVk5qPr$Xpd8r1fG_#A)E4E) zQQfRXSyuHPOEcaFamXWC+QMSL7m1@5M7bKVh4Dm&i&6B?bI79xb)H1LmO$-d8?{iQ z!(9`UCp3Utm&eJGVQSS{O?G^Ht?2U|y3TCSavjNk$WyxtB-Dq+Bi|%Fqvb3urpJ>g zzZRp80M#s8#E{>nYYsegVIacB{_b5Dns!2Q3aq(4d4hf}Cl2}Ch=sh-_K0-gvO8Q( zucJ5@&r1E$Ee`uxKQdImdi;ice9M=nE8oLgO476*;GrtH>FQ4W%gb-ETrdPiIjVI^ z5}^Zec$^^AWMW`u|1lto1_S%d+g`!T7To;YuiAm##wcW^5p`Yu^A2L-~iM!mNt+t)7+uHh4KhKO8j*9a1 zN@Uj6(BRq$W(od0Rbklf3Y#h~FSp<*8QK>~Mx9>4RQH9kIv(eefBRDK6cSbehvsNK=`y!}D8zq8o z(a@8%y?Hk?VPqHe%r%&GI5k*m1)2OHV(6t+KR`*OX{e_!Nqyb`uAm{cGH!or*r-=& z)S;R20-)!T41I4llMICl{_QVJP~9Q#)R9M{V7{;@bI zwsm4Gk&?Rok`KDSQi*&RzH#z;R`)cSxesYcCU7wgVu8S>e}mmL!3QHi8ZAFMNGeC%y%d) z0PZKgEc@kLjN86$ckZgP_cJ+>uKo3l2Dfm21n2nW^G^)lJOnaDq#9d41%G}S&|ewv zG&P|DfbrE+OSGfu`z3-o#S>PHjsd7P?|s9gH0HXTQ>Vt;jm}f=XNF1E z(WPqg5%Nc6^V%9V*SDM75whuQOo^M36LkP{=iK1UA-`K&a$~OkcDt~K+}nw5XEKm- zR4T6m^%fHw!qdgpc>9Y3F_Gl?Gx#tpiBGR>3QtzrmD=w(0SWk2eY2O0<)OQsUg9v) zGXxs+e|O@cm3TK;eKc8jzL7+rIJ9*4JwLYdl)bufHAPd{!29u+iv&{fcUtTt-^`oO0uhSJn|%bykW2UN@1SInoMIBx|@AfRLikbS_V8LdVFl7v20+2My^>~*)Aeh!E z(RFX1^{lNH%9E)EcCBu_3Cj_qcjpRlx%FNSeA^WUcF_kt!rTICMuNnsodrM7+MuHSgyNL(x)TJ;4ZcLj{V9f zOCwuJYTTvCnAB{RU~+0vlArHDdv@*_f7aFK_jT1hD(ZRg-K+AUsiHBwRju_i5BxuA zR+dMhL0$3@2SnuY(K&PsH&c?J)g=~dMM-nBuZMg2+xI({jLMS~>p-mtko5JIsdy-m z7sjzh?||wUB?#0~XbG?wD=y^!#Sm}S_Ik^qt#7vh_n+PWV1q1lW@e0H{&t$7nggF8 z0}w_AhEU^|@eZQ^#&V`{0w;jim7>6srDo3u!wLvcoxfS7www6 z#$gUue4fpodR)!Q6-@o(i|*U%%gr}Vrbj7A$oHl}h(ZsQfq*!|t{9gef=Qv8H{m8r z6@x@q(pVO<-tZw3RpsK2c3JD{M!8W&T}zoyNvK!Vs;XN>I&pQ1zwqv5>L=mSo{2|r729R(+r`>lO$4T$oE23nhO(O7Agq!c0U=?}| zo)3r2&5=4@f@p*Nd26R@3r`WnYWI1*9^cZ3=LkPO{pI>?R2{ZM3AsHSaZu$qC=gAE5+|0O+hj zSfg~zjDEsOhw6#a9QB88J2sVsRSk|X+`%diQx`mbLCCi6>U|Hk-foBY80%0K1o3ER z{J}=<-Mk1FKi_yXe8U!YoB=QbDUvjAaUxB$XnLk*nYvDIy!+{^Q`uOS?o113jfWWN zNphCJv1;U+MQUz^?$F0M+2OR5mXCOf4FbN2n>E^D5DYFK7lKV^zsFVCBOC97Z_L>a z6ALp7SJC|zbOQr-TW|3fJRVevH_)1pg7$r?fTGsEVi97dDW99q-^e9HQGlOrrsLZ` zi$9zdtdET#`g@uJ0l_r0h3E}A6#N~L|Q!oQ@@-=-Imvem}ZKxdvgYcM&YR}H#*K< zXtFFo+Amii1qOvl>kT$#R#Wj~L1%@<2~{WPm`1q27Hi-sn$tJmK3Dh1AP0dU-_4T2 z9BwlUZ9rc6u@@Uc+CY6nje$`3kH$^eUf`X~I^zHA+^8zO;$z3X+Slk@GLHEUZIBer z>*13Q(;8|pL;aE@MFKVmh>-?&i^AtK`d`8ma)LlQ-RmdDqZYQZilWw6URj4XH;abt z=bh43iU#ya2EL;U((MPN!*V0-wI>Hr?wl@sRW5Uzz!{6wCcX7+54c<$v#3D^?P5eYJrSc!iaWNX#0+lyUbO!}j!3uZ&~ zBa=gtc077P9;k?%EVg#mN=tzT1fc}E57MUCpf;_~gy*kqxV%gXH}U;Eh6umw)!*Mk z!Uz!*=I4f9FWp;6%0@x8)L9bzc260jpsJ?D8&>&cxz1Ok1$Vx871Nnuk=#tRc~b<5 zmrv4VpMW;QjqNludh4m9wQ4w|2}JhpdgMJ6lEIuPCQ!E#psmUnuE(O8x=!>Lz%NhL zwo6O@>M4Y%a8PA9U8QOxpn5nuBTJismz*j_Dvw8K=d8#0L-27JqfC`cQyj@#>F&l} zibfrE``v3GTfE)a8&0t$*!(_X!!%e|Gw-=y4i4y7=^u#jK$$h2DMQ%ZzI>JG<0GnC zSUuz7bh#7)U4I{jl7iU$VDtd+V-FWmc2dsK2sotw?p~_i$LAylhk3(DU)EOCR~jPb zdwRK|MKxx-i*)laIGlA8?$yT2@+mW~Z18a&YFJTRoy@G!xvq>W4yGDiXm#~lytNGh zh;hG*E*K;2U5RpN^6;efAKN-HflLtTv-0NJZ|kZu8HW@5tx=$|wfEAtvh$?y$IE8; z{Y!?d2oyuI^D%xx;aR8OtEU%>(#ipiQZGzU z(52<(&`{`XwtW4O$C{3*kClFG^L?kc|K|lbt5w`rsF)oaeF|pk{W{5 z=+=jQeL=KU`U!>fd|LG|5&in1O^o0g?SU#F zw`?l{6}Z4scFdc348il6(%P~qri?nLUYD>#cY|T9iuuWjrH55>FR%UbLf<<<4tIYw z@I!}PS~y;K(L`IcnM@FnUI35+Xm-(#z3_BExijhp3oIqbZn3ss?~6jyFi5PcE}OIy zCoSVYmdN6zt5avPMJ&V5queiv?MJt^cFvq%zwaF1e2+vPGIYQQzr3|pTo~Do>R;Fr zQ;JXWSr0=6q+Vxh6K6-Wo21h&-vEQG>CLUPYY&fLwM>nY=o9e$T<@jw8#g&1<{qVJ z3f1wqehIIIKLC2yuVS++zwJFoJ+Z%k$1dif%SE;a{j8iN9EHCOwy+W;DB~D)2-EsU zd)tNDZwr^3-2^%V(c%`qlj9cLW~8^&O#9uvLZEumMf`uzVjhoVYC8fN?FqW6Q8UKW z!Hgjz?&xhxOSa_Rsnb1)y{Pr{r4KD0b8=?pac_^{@~sX~KM?)0F8R2PyHU!a{h&!* ziMC!jM=Yp8&-}wtAPAH?;Cu=e2rCe1GZKiwRKYn%3;8@FEOd6ccj5KNma9=G!BB%D zQ3~<-C%_PK`=X31WVY%|Omx1&&!wwM+_{&!6AEwLvJeevWApRhe`u%E(Nfc%0(agY z((+drcq)kZv%w+H0zqMzomgBwCq&Q-;+F^ytEvDk#zq5BUxcJ~%T=XcMm{?$R_IEF z{|Sj4h(}3K$Q@9L`&#dRTGRN-S@jISB$*4yEh4`SFG~3z@1xu`E0#^{ATxZ;rYJ#5 zRBKvX1QD-Vg(A(&HSl_I#EMnDy@>IsO_$xFm(orLvWhGpvhjcdtkG$^g~k zgW&3?t%0ecYj0mBBI-a{GjAqr>cEYi2@@iGk*!ZpawyyFlEK{#5O)RDrX`Rf5EsD+=*-c-X|xc(_l4VN7sT0cl?n zDe8OAsldhBnYqt)?;r{II>_V=vF$|!T302Ss4^%#))D)FDPIP-I&v5}VU9q!sF-$1k`b{*iX zSuS2Z=(Nn(gkh)~3}*1c)5g}o^{tT-f)G;5mqbv(hf|&E9vv-ZE|*=Q1RBPjv%BZn zNz04p-{#AubOQsUx9UhhQVch5$pcw2znfuK2=6%Do$E}#3wibaDAu`fn#;}QN-G?< z>zwR|IE6ud^O%zN2~J~cu4DgCj$AmwC;u5SYM@>{%!)#XY_k{ zbV5(Zmf&X~p(J?YPwI#oz3KKJu8W6{nNs(stQB@MzD2pyl<|!3WvEo>t_6gk>~c)l zsIMp=MSelF4WkREEaO4|d2eSI7~3R60rzy@@1G|)U2AG|so7INg5Kq&BZHjNM7s5x zD_8apIt+2ExjhGOFhO(-lWt1=VQUIh$I$_Utf>!&O^Xr45iDL6!_gmS*b+bU>o65i zJOD*X;^5z0{1wxG&Jzjwit)P%S<=b+*@(#mpK2H`HCf;~&tbUS4`{BscA(jduRqJG z8QUjj;P179fi*R&vzfy7Ae1aDcy<_k5R&SpXQo=Z__Y#>52*a0nD4ZhO4#qIV?L}Z zbsyBYyPSXp5;R1SrcHLgOPT<6ET6T^Zsmx*yJy`2uYsyLgm>ZjGs6n?krabAhewWD z_WYFXm|6F{j;Cd)YK18^3JR68bNAHYx5*c$f4fTh)+q&GJF1E`2u!fi$i>JB+xkiU zqjP*cMy4|`+QB)sX(n3w<*O4BY!Hi@>SAgFlo4I_tF2O2f+U`2G(1lr1tE7!xU`<6 z*nWCz>)eo#HQ~F!BUu-lTKm`zC?PmhtcAth&A<*mbnF`y<*=}CxoH{UMKN2|{ADOu zP=2vImOcSQolV-Dkf&u0K%!E?GQ@P81GbED%EYY6nO95rRw~JD$AzeH zBP-_Zwl!=C?xIQ2ac;l*g`J?A;x_m#{?f@1waJ9f->qXzkl314GP?a19_DQ2)rh&OS#CQ0d*Y9@L_IXE&7Z#2Y5-|Bj=|P>! zU;SAL@~}8WzRb43=vGf^ZduijH3sroqJ#+)0c2_428aU6?C(Q^?@21Aj+ak}9JR`T z1U43Ap3ixR{B6Af5CmpyAb9GDw7L>!H}{<_HU?3Y*b(BLSYbKW&!1(DtdDb0s|G(T z6{PBf<*;NLK5W>x7Y?bQoopN|wqBLrPY3Hm0kcEdB%Y=^l4UBTo&Z5LaMNyH8wVqo zMC|YjP4_QR9RbG{ObSS=g)JmPjfj*U6PR<&o`#<8>r;zR@2^VB86Lc;X86O6n{(mq zdkfbd&ZY7aq9KEm_1vG4o>fGB#&$MW`@3`TlAhm7;->u(JThM4U3KNqIy)xK_xKOY zeR#X%G}N=)X7@oHxtCSKANh@80|Fa*4&*u{>tL}3w)4SRmx_QgkZyC#qnaU!In{af z-g0;07?~{$$ddI#)Y##Qb5kr><4!45YnMGHA5tHe_gM_7La%*R|H4mMbTu_Oa5I$! zOX0!CA7wko}^qVfrLq~l@-%vlv zT8cgiToB{IWUx&qNGC&6g=(js07Qj1s4k=LYv<)$I$M?Xc^04KAx2DK;Ov+$A{G!0 zFyf-GLM7M5DE^w!zb5?cxDbA1b3YBsBC+3FJGsUVl9L(-xGRU5g)gwW#-#_-?IY5L zo0djZ6%41t^Dtl{t9uBJZ#D)#8S>riU6$L$jXDgOZ5KS=BLrfae0@A>hqvRrIRI#- zGV48u25)05+dd7}WZR~l^!ET5I#zt<@JbX&e!F#NA_t_IzVlnh0A>)P#ze7ZAU*qxF<%m0{9xHXV)DXd;&4`6RXHHxpk(05V4Swi%DTbU%#)a z1`G;hM4>pKQJ2#TU~!QHE+pFADt9;jvO14(8OAQnZlHQL%tkB&_3`HZ3W7s;@>Hxe<4zjA7eDB}6uWNma46*37U>rIenIo}{v@ zMTw57oWb7S#?E5bb8Xq$*X_zR_byjG2|x8mupQt_>bH&D4Dc1sU}ojcyf5833n^TF zG{dyy-D7d`BgY?CUW97J#)8Ly56_ zGM<$$;Y7Q2HIkyMv*TY_b=U+wNV_Tl#)QAgOR&u-QN|#-Fil%O?9z!Xxi~=_fRVlY zDE@z*TsUKU0ILHB3Lk6TGL+gmEq&?)={WN-qQO_*zOwF7vsD$j^C$Jo3!K$WrY+xs z`g=E#TdM7@hF@H`6&4;Tv}*YD-+Z*cyIsrHG%TcOj85KsMTbC>hZyA16lo_(M)dhz zBDTu&um0;iAi)1}XaJa^!o?}h3KE1a{}P*@zGQ0d5=GiI#QiB8h7I6jZ3Yjf%pF(H zhp$Qjlo}ydhDSD7N&!~6pC}3{bbTLz#3NMf<0+qEcDJ++!pg8`B4G1U1Xkk9eCi0! zTGC(3K7i{7Me-s-%OO#k0qbUd|0H0>U(@6EtRbDLEBzysV+Q0uJ#7OZ*uw&rq)|1G zJzrOH`R(`N8#3ay*7IG8ZGg=w3t;Yz)A6(T*L&ZF8yHsCLh8t;wTdQ+`jfmUx=kP? zvXZ}H`aIC{KE*b1q?6ZOPddPZYjf=2^$=cZzXe%fQ9>0gG0Sg|6JM74MSC`2B2!2H z|L~&p)6{%%2LeiWrRo)v+BPrqC479#qYLha^8mtIifMSvk~fm0&SiqLhFQoj5hNs( z5Ye^jaQaGInPT)h%e@yT^g)u4>yW3)aXTirwv1S?l_AKc#g{h))-`gu1V2VS@^SmQ zxQ9d|mAv}W_}3t*o!!w=({^{=qNJ<#KuJ}=xCe47UfcblMDt(;r)iw(?Qi9Hk>cno zrl)EGPZ22nq>>{fuwxwhNQ>zH>bF^3mV_L#Wf-8P*a3Xf{N*HrYbtqI>&<<3=R{($=v3;O|1p+d1Fx5ks(b*K5M7ZQM;+)2@jWz=%Tx z)tU1g2uE`+i26eRiJba-FZMyk6icaS*(lm59UDowE0?ZZ4{v)jeCwI}db7aeYm%F* zldVi+)kZM}L06GjfIw9WNSsngns=WZds)m1OZL++1J=(@Rc(#it$+bd2V1C^03PbA z`(cu_+Oq12pPAgb_r=RT+}x6?^E1BF-xLq{lr+a@-mYFdhG|$;1t1UazR~8}wX#UekdlfRHE6 zf#P;H?Gf>tela#P_VZ^<$0)>$0Jq7J7D zmf3W(3R+UtdqZ;}9j~tMvsuzUVu!1O$fsN4qyz?BFT z*vZ1Bd;R#r9Ng}y%!@u4DL-CWDy+(DGRq8?0?aP_a3o7eWx0IJYQS7UdWv`-C#t7u zuK7>m96zb|>5VYFvWg=g&l3Plh(M(lO#^5M5dKz~TC2YRh;%|ZdmuTg6NJKan@WaP zaN6wBU~S8S(+g9o%U_a8-v;M^WTYTO(}d`Eiw4zZ&{Z5}_hqLiR*vLIinfWl**eqX zA}%;`DWD2FMTH#GySU*4HSQMf)}Z=8a6zJ9%cZm>B->u`2uaWPWP!4lnRsz(ZQv8F zJ+-k8MM3VWRCSpbkQi%OA8Fp8{`i*NHz$8re;^1*f36|()+;X?dKe~V%oj1HrqN*Jre5{epB2+{B?dooq8^5N>eBe)ya{K_<#Xfc z5Vv>UvOwdLaKH6)P)VTA)AApALIYt8_R2y<~cfg4p6bbP0JC~;VxKPnx9+|sq# zd{(GvBdo=$NfE5Lo2*|;4oF|D)4YRrzLO#_*f$}({T)$GQs<^S1_ij&Qq08 z@4uVl?D-V!6I#0qPJUIx>UGAuGa1qB*IzHam#r1{Fju6 zN*VTl+itHPFa$66035qj@TE>>S?6wYNYe8h_bd;L#B7tEjeF&IfD0$<8Me%j*>LPYBB0o z22uWJR$Nwi4#7TYA|leSgdL9*%T?z1q=3u|IH-RDtl>?T;gWBqLH^`M(!19)jDwWg zvpS)2b4GUH!-$KIB@sZRsnLh7g^G#Fx>x;fR>=KD*MBE7dr_#1F-Jra^dxX&hjwF9 zzO_oAkhMK<^=rCV0hqNYCY>7BDP1$`Rg2r<4io!r&qMrS<0 zGZ94Tl|3PNS#h;|@6g;hR5E3Cry2P}Jl7xuCT6YZJybW>8wvG0BW|?eu=c2AYPN%Q z;4jVnU7D1=eai)i>DxmYP9yb+7|D1ji1+*z?Gu|Px;pbeCKLJ%cBDfQ*D-?ssm@rS z1~H1Qi|>{));t#=WY$8qW$&CrpklIbvWkh$QA4q$_(Hi*oR9n}S_+_2<=uR&E$fBg zTfrkAu~Nh6G#W8oudj@uWqZ)UrG(Gmd0cQ8OtxRVs=xB8A8if*+rzVx&`>AX?3 z*Mk(%`4ttr)^q=^BI1;SJg6dDl9P9DUPO^ikay#RUQHd8*w<^yW$`U&Wo836(sG#* z<^H4`P2|5u;2{Rk7#T5uW0*33in+)Xjszl!bCBmv?-H*!&=diI3q8vMuRjlPHi+JL z0(xF1q^P{{;sk%H<#8iPC8IyP8hUb{Mp$=PjEqR><1Ry;1DH*gJs!rg@+qC&&t@6SxwrIeJDHoA52~SLEA>J2sE96`1xb?T z)$)YRFYkqgz%VV^kHE4!8N#UNcH@mGVAxH-yXd^~&*BAAV7LwbZs2{Pu-jdjnwQ2SC7w zipAN{89gNf3QTXua%?1VB=YCadME=UpgAldT74s9=2?8oibz<}-NvDLt)=y?&GkUX zK~sx^qP#O5rj&vt2J_AZ76{NE;1{=rBkhfCb@?Hzm{JKSsRg_s<5j7mp|&INAZ;4P z{f5`HLF;*X%tP348viDMcC-?mn|vOPw9@jG=!5Ailj8NNI@smHSi9K(dLebr#b*zl z*cv^U!YP3wK^7T=#jM)5xbz$1iOTl_@K!xZ_|fRk+x#&>JS;sY{g*np)bHFj^3ETd z76G!isLE!hWK>2zv3qLXbhr3}E)Zel6~VhFy{Wc}ZP%la0tFI7GSxoI5AsN%;wBxJ zOQNo}ghImJ!1`VW;AoeSqNptX>PgNpqZyBa;Mz|wbo!mAV@f^W7jUDe}H0gm4V zn_Y?wxL2PkhuQ|N-yNZ>9S}+&!%Oo``*83<+^t*lsM-gu3)k#umhuvdvQpaDR>E@) z_C5Ki3UF7^)txKf$199_qC9cq2=WjIJtl(BYtPB$t(~fXE*(8Lb6eTzl5HU*Nt1fN z^^KCRxYXct{QB3R7$7S3nz+t3zRKqc&neOpzzXdN^8WM(rhxduI9sH6(scVxOH&#q zMT|5uIRJOWJ!bJU_)V_Jos)(#LC;4T_t60>$n5&H#d;f%l+$xS5eC!nu09&AkV&^+ z#dk4oq0TIDj%*hKAXhgo6_9M;!t&W0P{q&w zg3I=nB`M;tI%{3$XpNqaIO;j4)y{9B1ykzORxKo#Dr3y4vEwQ7EDDi}TTYzzyU*hO z*D4i_?v$d%fCZrTNE45i)e*393>`U@WRgn%jx-H+1hK#r)la%c_Izj01g=4w-5E%` z8$0!}pWo&>{_-PWdCSy~E}VqjnbR{3HvPK9VVi}-_dYsurEUrl=Wwk+T%1} z*b!*+&q+U2*0Rw{PI{O&T%7$oR_i(fX(~W3oL59G)@%LJv0nnnwe+UDJI}8d2w{pG z?l9Dl-HcxR<1?ACA=e9_lWOs8_;%K#S&;Dk!@*pETPG#NV#2Ie+!#LJNOqXh&7J~8 z7>g3Xh5AH00h?kZ#pm=DX06I)XRfg4c@|(Kxe>9I4XMo)l?pd@3=R#{jywhnglffS zB;^hcNmISb_^y!n>+DuEFuFpY{V0f=JDK@Q)_m?Cg1zt_Gxxw3&!l~)R@aB*1rKBQ z7-BXyGG2OzRj~FYl)ioQW(W?xhy&~az(e> z-IGMg@O$eVx;Dy5bTv8`{IF9q@awaIY$c-U(Zbbm#Z#DxNemrax_IO}lr|Esxcq7y zD_WNWScS5LTT8A1YuFgv_ToCg-lxWA@GzA|R`HZXM`|cT*>P6fIguqjLJok(uK=w$ zuYckF+mOAv0HJn0PH%&~D==_D;4Moen;ZzQz=;@$DK4*W-k)k31Mn>Na{c1a0bmbM zzE91pvT112&??`ppWQSGe3L7)`DK3#RQ(D0H-oG~Uf<2*WW@GYc$bQ`g5UR)I00|3 zPx3JWt%b{8>8zM}Dy4c9aRc#A&EsA*<(t2X3nz!l3(7CPDY|oN{bDlwy?#bttVWe| zjOZO{HVbCLLl<9IlA_BS85#PBH_281cyKd$mgRdqQTht|!$X>veaq*bpreZUT9}c3 z)S|6BnD2#e3aES(#_73O$ykpQ%7cZ>X~he4oc(ibEQJ^rS=SzesZlO|FM~)z#^**k zYdKi4!_)XZW#!%$emU~VbMmM`WhN3l**j-rI(;hDmYn7PEP z$5rtpsJ&gajHweuZeaTi8v+JUsO_$h&UBN*W6koiU$q>A0gyu1;RZklz#qI)B{5V> zENB(rkSc&UPj@tFE-#+~@LXMm$6{0l!C(2wgf?b68&q9?B)BwX5?2~8dK74mjhxgv zZN$MO3ST1JZJ6vyua--!klit4N=HI^6Nqe$kv1CY!eQXx6?s^8{R9WwHmrZ+X;e(zBdts6RcCGiB)- zoc;)>2E1#z&^_nI!om}3O6wxnulu@wBkp6PwgDZGy=Tq*Ed@o-T{z$a#Ad5DWR!M>2`Y+=zj0Q7 zah}Zly4iM^R>Rl*`5`*cgZuj5-UNiK*7ISS>P;j2de`r^rGb=yUt%C&|EX(iFOBOX zC{acM>2vU}q$N@uMNCle3?xNcXweNY5YlsMvv0Bq#{k|P%PK%I1h81!NiFItLbqX? z@w=>pv!=yaQP-y1fawDTl2i4rOn*;(0}zrt2B+Y>p_A!p5f-Xs4p6~=+eEcUNYy|S z7?hVb^Uh`)v#xf(vT&*z!h>D1Ilz{QzAUZQ#v zQ(fh{Rj^g&Wu+jq0yrL4o}}T+rn`~!v>(CH$BT|l{Grxu-NBHht6|3l`^VcXz+ldC z)gV(+dTaOxTe{mRK_xCu)lir8Ucr{2yas)Z?GgC>7-Wk@)N$2cR_*Af_v`=m z0^nLD$dy~zTU}lg)a?rq$Y7eNH>y468?r}10d0YrA*glSb0u)|YltEE;^a

      + +
      + +
  • + +

    wHSNGQ+$_@{kb z>iEm`U{2wqG7IuLH%v4QcU=Evb)08r*+MMeNzi9E-vt)h^WTpNEagJNXwNhHD7SY^hD+!e znMOuibVV&$aWq{6aS`l0QVcsBxU()^J%*R~U#kxzX4?TlU+)^l5NXmBU``#l5WAVn zpa@9ZuL_q4Um0q>0>Ko?(`T!HO4#z%Z11N$P#!zydDoIkcHl?ze8`Y8voJgV^cOds z`pe7+Y+p5kr*?s%);4^zsHK`V3}pPzBC^y!s_amlo8zD1Lg))t_4zK!N&DGzO6%I} zsz`9>g?lmo#_vGfNUP4Pc5y|0c&#_Tl?RHD$YMx75to!sPIlG@s2DI;GrVTb=eD=9 z1hscZpppVxcF@1+Y2arDyabFgY_t@rEHZ*>VUwu*Tg-IVW_gKMG6D10hPAE5iyj#7 z$<#Dr*)H+&T|n}8X8CH;o1`2u2w)2}#5fWCh^$2nbkv8^sY;L)=v_?R-#su9yhzwA zgkN9pr0lp}iUW{~$T`1JW=1HLWt_a{r=%-=z3T=(5|6FOw{O}ugH3}B<4D(pHN4V+ z0RJEQ0IYE8&v^DE&}=$?QTeo!srh7dnq}|zy8u+0)|RkZYSBuNOrTJamS`o%bQHVlS%U{*_dd#^{&7*`PBB&V>T5H~D=p_XS)U74#^kjlOSd zdB7y;U^@@-ted;O;i=hxg`ILsJKfecK`dDrVqCVCKP%NXKu4aSTjc7v3N4PZjw;On zL7H?WelUmC+wMs;N?LQxpc4A<5MuqaIVzxkFf;L+j)tC_yx7IyRQmOT@wG|s3HD)) z!SqA6eOO4|T#m9jU0!HN7pQ~w#T~gPrrQ2@%(wohXasA<(wQk;zYFp+lahk`g{^C( z_)r#3Mz*9_E-se}Jx%x9=VpD!W#m7bi}7x}E=#bG$jlBH(D%^DkL31KCqW$BrJRek zadZC!f-?G<*FUA?qN1&`tyoM}5_$RT>6^`a7A>T0hc?L6xG+pn4!MXZQjViKejS4h z(x@YUJNf&@f}E$|=4|cOii(PIT&*|Ek`RbeNq$i>tjHfdaBE(}LsF#qMNw^^sI9k; z>-xAWC#J^j7N*x*ckD`RMHtdq2yEV#yx)!{1&65Y&;mIws>U-tGXh8qA@G=plA&Di z3+0Eu7Gwcs9=B1kO1(R9ap3n#_iCs$97)CmJ7tZbxT`|kwMyM|gH zGFnF)-KlPttjpbXJ!G{17S-xC)`!u`a1$eAUZYWkQAjuX#&DUuMh-|5sh3zpK(haC zfT+1OFL$m;So;tS2HQ-fyf{4#?C9Ps(pwLyjms8(ugJ@Vg=~KG{D{#FyMNQ}xSziR zW^^T5@@PIC#z6IS7iO0$tv++(sB_56Sf*7Y}BJF z$CY2_2S+ScWJ%P}3%L)8Y^>0U_Kz%+sm~NjXOSr8u(sDZ8w5u@DxEeOzj=hdeOX+b zBVl4xrY;S`BhMZ%OV}IqoO+Rez!e0aRTK{rlI$2N@SPu8502-@#&y*6>J1w5(>Rae zSd@9c+wAT8o_|Yv5*yHeTJcOs9`TzE3yP}UieF`W%?Arf1epDg5i$HoHe!9<^)5Dt znJTnyLfZLn8qD=&%`Q~1KIB&9*?H6-Z8rrV1xeNSz~)%S@4)>04hQ*mQQzd#{@dsY z-R`&d@U}w4Tgmkz#Mk9ZBCnlnSZh|b;+q-tUYERX>RdPdz_B}Tr|G;x}EJ@G@IwNT4mTfsCj86igA-g-dnS(O0p^Loe**b^1tT&`YnZht9_lFwv( z8qmJjk%%zf;KJaaIXF1BwXttn4PWr{>d|yl8+7arXeM%8wL2Zuu}x1uz#Ym|GvljY znwo6-QSWl1i(B?(A+c`r+L)@{feeNen;ih^>6w@k+uqu`bHV~h61hlsK7vqoc{C{i z5(?YI*@^B{)WDQ3r@^Gf+9@WOIV?+Cs8WspUrXd-^_e`>4OZqw4T@ z`dR`_edT@-`K3Jl7r1Chw4YIglJ0MBZ{_5z&0k&?Jx+qB+tPSysQ0KN@tA0lrSgvC z%YWr;1?vl42HI!ci!fZQK)(j3Wj$Z59*wow>QH!mB=uPf>Uu6OO+yYjZinVPoWKI3 zt<~4yoT+9*=a2)(RZf7^$WmQmwBv_^ty3oQa0j(;hAe%dwBu2}J{^CxpL5@qP@}c2 zvwLmJ&|p(&sPUOjfdO-5K5{-A7b z?DK6^Y?eSl*Uq$Ng>5Z2ZZ}WKzBpQCQHQ_}#)$3#BKXjsa+Kds1s!+wngo5>zHUS> zp8O`id9PrSrPEf>YE6obG-O>QxW6hebrcCywB5CVizTzGu~8O>Zs96>!lm5p_)v+x zr6T{}VP?hmL>_lEt*iwf^W}!G(AMKOPV7Gj}s6 zoN*I4NF*Qqy=xxLqq>9ASC7k~Hk__|aR{|0G`BwD-TC9jKf0kJGm>9oe?j+Y4F*EY zEK^FyoA&uoP1LIbCqkA?SY5IK4)}d=K_B`H24}ZlN+&U6pf>=Y_5D z_JEqR?&eQH{d81%srhJ{7L7nhHDVuc zHtu(leyuxkt;hTFq`fT1z22c4!+q+t;HFt&zki4y9SkRn%Q^I2-Shq%*W$~pENdoY zowYzd%SP^N#3b|E<&P0N*l8WIpI*EtvZpy+HK#@ihIjykg!(WRD;)ZGZP>KSM-t?BUx00wZHItg!G5!$g8gv|^Oo7r`(u z#Mmqppr3v3^N%7qbSwadOkN!yA_>GbMtAXOs@KurXkc$QE+^A>^jw(R+U#SCs&rOm z(*j6HtBtF?oAaayjf9K|-~KFQXaB?~#$4Cq$MRZDNs)iywaqD`;LI8Gg|)A+_uS5( zV)PyOH1&Yjvt^ofP(DBF2i1+y1y$&Byi^9e?T>#w+nXNF9*BJ{b)9dN?6Y%A!b_Y+ z6GTCWRK)%$@7-JTOeYG=q@->FzE}LCQ*NhrbFW3H;uuQl2F-?#+t$>2y{vuNXkKH$ zS^{yZ7EcI$b||jz?MF0 z%8GJ8?`E&%v5};|V5x8vG~g=F$P{L8b%OiV-r1jm-F7zi69uw5vnT@wyaZyeu!H3S ze~L_j^N&3|Bv$gE5?BZY_wQ(jGLHA3ar_=LLi{eC{@8bh!0M{{-{m=1-tGyU&foVA z%LgdYs9;aHWKuLnXUd!M_i6JN-XBgx3qI853GMd$JGWYHZef@E`gZap!1L=|J-rs9 z%$bQ8Ut+ygHO-)^v~?JX|i2ycLTGNg>V)N5L-<4UH+GY zTv)eM`m8J&W5N)Fm%`XsvVemw1y+U?{zT(u0u8Pca%TX9wXJ|l*{qxhCGYDDw-w~**-6FI}zSkkn* zGw(92gQHcD7G4Jh#(AIuf2#UhbaBvKu25ZW2&DBiF1Oht2ui{uVAs-eM~R$QQxpYR z39=r0iGSa$r)Y4PNvia`(=py2KHxHm|D?i>LvI*RjwmCM(@hE(l7{{@nsgz|R>2Hs zCKLDiKQw)1SXAxz^%=Umr6r{s1e6Zx7`l`$>8=3*5tZ)l7)nCAq(eXiq`RcM>pedI z-#gdE7x=);ocrE;ueH}+yT>(?aID?8H~;l=z#xMF?Ne%KNZ(go|BKn=>4nGQ;<*-7 zAg8*G5FioIhK4C!%~>uXTT{2Vuku$FMMp=EeIzpNyt}^kuk&{4eF?C<;F!$~nipOx zWPHe6tSVm^Xi8BpzBTR44s;nTZuch^Df-FEPLS;%6T{1=Tu+R#6V$x<`^qc$DC=VE zaTi?mSYu~g`;&<^TTUEE!;zsyYQjN}Rx~lxuix4+4EZshv&Y9(@!sJmyUiKmU|Ux& z{pm}@5AMxci+Qr&KuJtjOszL9rL%+R(QGYziZE*KsXRV9BPQhWpeoR6(@-cS^$ST< z4Ts}QeL}kvUmRt;5h}TPZiE79^8!9X`{$yik2K%*n)@!>+k@wtu*2lZ%s+3B4W;Th zJt=U;##m9~X-x5elMcqyFwFj%0XGXK)>_-iFXPl(GRl$7@S31k?%jUrUXG%N_GLnR zvY&|6%#Trk0X+?UR{XZccZ*;ec-cFUHWYU@c71+h?cdBTYsP!mz^C@|KDO8tte?9s62^=|xiwb;CjK9-fh4K!ktDVU}q9GxL_EOkOMcmTW-lTHDR?i2e**Fjii(zN#1 zHu8d)B-_Jgo6E}26j3iNqP3Y!DL?-#ty*x~xi6&>QoY~kr}nXu)lv&8uWM9)6rWj4 zR%KEgPh4}QoYoGB*l?y%2o9!Y<3zPUQXe29^UKc7D`6xS6WE{mGj46f^KCa;OZg!i zg`V1DfLflaMji|%w4b|_Y*%JA*}Nm&Gyd`5CbKH*x_0@s@=f`<7|GY@&nE~#jHBi&>H5Nw{jc&) zw>f`qIMsqRTdf z?-irD<>Tl0CyAlbA;7}=9D1RJ0=0Wh{qY~9_YC};+U|}VGZ9}mU!R{)Jcj0jSaqjW zXj;fn8Zr0ug$2u|1>;Cpp)y9O*~wZ(>V1Z^qynO{7CILL0_C^ut}Zp^fZa}TK;+NN zI3*iv6p78H>T9%5k^!>KQ8nv7)UM$v9nCBlMb&Ft}fEzPL=7Mi{|!X)%IX}o1c z_oAkvtM`1-nWvW>&wOv?DW@@I=?99GIcKC;C~W;(nhI;3wzQPtOAuNT^oQ#juAnox zX_eECJC#@K?-Nlj#W6>JMJ$qB$+rMv?~Qb+KEsm zFlJWQ(9twO0itY+37&rn&JDXDMm?zAxIGHmr1G)g)K`BRl)lO%)$#mZH#L_184F}k z(V-+9b8>Bn_+A5Ul2iJvL|~64G$gbbUAMSLDO89%W56ij>_OM$`X-fY>vd?;1(Zg? zNr?tTRJa)bd*BL1Za~h@YiYM1XFd$6H%ElW!0`kdxM7*3eeKq-FqOFSD;x!mF(84l zLX8etz(oEk^muv3C^{AN>vMp0`TWAk`LL5+WS)Iwe;9_5?sp&T+CbME-3G3!kxj=5 zSAJtIn`dFHnh_d%$BJ)X0KqZ&yauj71Tirp3|J@2 zrcO^kmimn+MPhhSeZeOb64E$_5L{QAFbrJjaT^VMk$^HH?93_8_f0uy4pe_Ccxz)$ zH7O;z?zf%oKO23turOyLxE)XL$-+F}hvh$dT+TZFxJb_S=v6!Nanq9b z^=2^9A&8XIhQ>?j`S4{b%=pC53-UleCzDmDxKq8~`owBir(iLWpc3y0KH@ah0R@af zk>;dPnBjdWc=-5($`}#ccu1DYGtVJ(<2I5qt8{=&_-e_|QKug?TX zsa-a9bOpa(pv}+UB861KnW=&XCR5MKrW+o&)YQt2rW2GmAvujKtz(s<0S|R*2i5L} zMDh=YF2*iB+Z`S6Mwk@&?OMKKfcpWTEginxY~2fVKiOG+oU`tu=?eQsm5doXVhGQZ z=?b=ZiCRNj$!wWXe`T~r386o!ct0b@t==(l-yrn9eI4AK;xl7XYu`Y@nUL6H;&UCI zKh{`N;nqn(0YDK|ipQxSI8iE^Fg$j$cey1B%rHL*w1s?!G(0-Iv^n>fQ~i}C>K1nD zr7aNF)|iHiRFHg{XP6{T$!wc$J_5&K$Hv9&@~3F#+Rf@GDYXB zE5522gX}=i-^ZuQq`6pU04Uf1zpF+7Ml}`Lfr&HgwA0pceK_KEe-K8z2jsZ8oy};0 z>6};cd)YK2hfU8rU}e)aE<$#V42uoUS!=t-X{m{%?tGjKNJCI?cofDC z)vW0YSbp4ZIG=fbS<1rU>$Qi4{B^#viPrZZvrMS2^?Q>_Ue_0i+`ou@@Yi@hTqLG` zrEK8p((RZlcOn9yI#BTfo5`vMrZxI7n4RrQjwUfBp#cyf9HW^Se-~*V-Vx=3n?9Xa zEiD$_fYs#nPo)3db{3@Hj>A}TOfEB7Xu*yKc0P4*|J&vTT(0j>%k-=kY~av)WruWm zhC6OxBo*p1ck+?y+jJgl)b8%HmwPQj6?$!{4Ep}suj?)t1qD2o&!)kV#ir}gXI$_K z|BeZgX5WujVq0A@FWFN2Lg*ODq@ak%!Ad(b31eH7+iPV(LH*g;4;`P!?$1~Kz81K4 zv>fehoA{LFTmK^XwJ3yT9(c?Uys@F<8G=a50-BAdq8uXE`-zeVOX#aig(qdTJl;o_ zao%=a7u&HZO^dmlJw2{H{<{M!3U3T<#@CR4K=6pM&GDU$V->#)v4`it0a`v*ZZ|S4 zb74VSoVK6VgKlKq{fD)X0ql6mp$bLcL77-!CUu-f`zAQmrz6cNBfn@0dh&>(#_5dB2T%@$)?V|70*SU5qT(gk{az2 z^$9Bi;q!$Q<2Zpbva6LsVXS7s%>f+?eB4;@a5#o9o(CdvSSambuzBqEdz*bU_G@L| z2gGomfcglq`imZG=_Eb=$CPm3EcgxPg~LZ5j+8N3BDI z)`rH)mMa%h#^3tC5$!a{qY}@RSa}t9Qq&{F;k&neQSoCff@Xgq(!(urJWT3zgU0ic zD)CYX2zar0C8~AFh=3~mZ?tZhj$}eVrVi|^ygRBs=2B}t1?kfyaK&i9=Y_KZUmfTZ8y)^`oT?~Q<{gi$ zhNihmSnrM-ZE^dNu!IGkiwG#=Ad2Tu$hm zysF&%k#cS=<32Kid%v4@=E=XK`Z03?JPm2#xn!8VeSsY6j(da5*@*oiL;`FXDL=sr1FX;tby(}M5C&6W6V$n)5+{GVts zjzdNi0JjM*6L`mnkUbEIkiX(>@@~B375MpP2m%x&RAO62iIFy44Mrb5Ot3K@Md1Ls zIWAj@AG3XauaZ6-9dra7--L(HIlI40Z#$3-mt*n|Le`cmpnwdvxJx$^d=t!Ps( zLqbD?F9Kj_a9mnm}uO`9T+~uD6ayhV4 zl-j?(v<;P?D&K`9W@e`@G69*H^&mF!Zg`G6_wZo69`w@mdJFplYdmsD?&**sDtDjM zCUom~MdC%!oKThN<1zM8H=JN+L2Gy^A+o4Psjt*a2@4mNXU6@LUe;XjZbR=kuLd8t z0RwSioAtNcN=;m(edVZaH#^}xyB9S%js~=h_>dY6A#bFiLPa!M1X0{BwhHz#!*AUo zK`KIknGHkRa|jLAZZW0bFB%#jjUqxlBhDIDpv#+emvA{1DdV^Fh6{jzaB4IjFO8&0 z218iTBHr{{7Q5Iz%HoNiPaK|)08yw42WyXat&e^9x^)-h^y6c_UlzCcyI}PkhDwU? zbyqq@`nbIT|L~Ugd*LJB&lZN7)2j2?C-&`+48)3?i)!2()BbOd%i4w3-z_R8N zlJAh8+Hh^tYQ1@DzTdPL64ZK{WS?$G~YGQxQ=diAjx)1*vRh&5J9`0zqsy@n$8~|a{UC6T)%a{@-oWof0*uz^rhi# z;TTo5nU22U`qsI^yF0aptUV9GhN5seoCWhA(Oh@GJ;e)O{T93ZX%7}|NPQue#9Cja zv67&G)}Qwde(z?7uHL={bEGvVk{!xK1JUvuRzm6g-L?{cqj<4Ae-s$EP63ki01;hj zzV)}fc0rrJ?_d6K(~rjNC)A55BMc^@6-JBZMXx#S6knlsCXL*B*Q*M)X|)O+k;Dh2I4yA!1F(MAbu`wfjZ9oDRi1c(rOP&HM-OK1Q%<+6-LU<^qVxa9f*ig-wcDQu{Uun4#O&pjN5Ud zUEdkE<4erx0rkXjV+OWtRG9veZBt-yRlp-lxbjTWMn*(Tb@gidwi)Ag%YTK}u%>6fp6 zSDT7ol!Vp3@HLn>{3C>OacLR1WArkff@0^rqrFK(ZY7KNd2q{8;Gz)Q@KT}vc@SGi z%M)w75(h=Przs--cjw8C)63VdZeFqPrzS5YC{ty7a%w(jK;DIrEcShfp?nr90q#48 zMWn##%{7Ns>!6}up6b&F+Fj(-F;TKeokS8yw65%LqSZN37oKrY>Ug}1TtA5oUY+9N z3bMb61UrC_qlfLIhq+7b{!B`7l=BEMTNOOr*B(k9vgl~hfCO$_f`oR7Efd{_gpfXy z4N7=kd5JP>m8B(A&tzl>&O;#o9EiL;EqnHK89i+s*s?WJi30O~FXyuur_^5;xgPs_ z?eBTMwZv#$Rr5)7k-V=NNx$>u-Isu(_%fb>jBzy{5?q; zeFU44@k#3dDX61XMJ!Tj8x6F>b0aKv#c{=7 zza1FdHpK)=_O!etW+JHp*z(fTq-Znce_1+prTEuB%8p2~=WJBiDtnP+0faZt(qBSK zs+$UrC&4n#%xBTIpXPQmJ{k)-;Q8jK^4S>_z`#Z>R*!?=vZhoZeQv32R%KYx@|00F z7RJLP>dTOb46Eq#pe@Wqg@OyZRZ%w#0ASs~IzR8t*vQ7u@a9NoS=siMk4C6s$v`Zf z0zEAf#0cS63bIfMMxIp2hrO7+#`^iGg*=vEsk0_nCB1pp-p^U)&(rK@l0eU95jYj=LGS`R!ex&{e4@pS)sPPnXqr72TNd3Ze> z-eMNFbtXl%zkYhK{H*n@Chlu3UreR>`!$-+Xea zRqI*n+!Qu|>yyir&gN|d$7ZG+EV zNW;>@)#>l+S1lYiCF!jT|G2vT?acqh08YQ7=9R|hkf!mJodSEd%_68|Y%Wr}QNv;)?=KQ~{yLGxOe+=9Q*Skr;;6A0=$!xmFSk z;Xk;)MB9ba46*=8 zEnq-kYTRqiu{E5$6O?jSs^>SCwd56G7+DBrHs-Cnjpl1A{Jb@FP&*&ecbP1Yf-(#* zBGAp+!@juSN;M3)wZ=&wOttQcAFHYpChv_eZlHw~y@10N6ys7zBhe0I;NiMS~I2QSVOKi^@3SFyqK2k{PAvsuW z0)TjuY$bFUp>Yp+Na(7JoC1PH$ulx6Vx(wFa-@FxxRPh(jg&;+@u-*kW(}d-CUmvW zEk49kL6$OQLjR^$ zecZY#bGuq>^03crJt?$0Z~E|aPUXN!z{56;ge!BwFssGH+HE+bxkf8W+*_XF)cDtw zC>9LPlUVf(fdz{Zl^+XGhjQrXC+?9W(Wy_!`+eh+(~MhLIKy)(CxyZHq!iG?gz7KE z?>KYh#`V7cE)Bt3= z1a&g9x*Qu_c<`>gwbk310Z~&qfY^Kwfez!TDs`UQL1fk)UfmYtWm|n{s zOTT;FNRIe}k{Lx0>g)0<>#GBf)uP+IS8;>Zef>KYNq7f;d~Z!~$A(VJ*;yl(*(Inmn4f`g>yoh8l&)bBv({nyqA{;z)!Tjg;i@zZYW)|(m6VF` zfU=q7Il8iWtmY&_r+5v=kTpv-D;WxLTk9Gtnu!0j28?jv8u_f+Ufp}7 zIy*3deTf`|kPj&i`H~un&Ks2cjv1j0I)BFm;qxxq<%*CE0N6#@l_VqmKsAmD?kCz!Yo^88EJFszjn!3bP^GSv}CmxUWc(_c!MlZ z(_fl5swYev87-Bl^F@trY`Agi6K3~D`RM0$jL3-9jS1yq8*UpZE38-$n6eT$nUeBz zKDy)B%FU0x`w>&8#s|7&ysxyMiSc>W6cR$w;CUr!)a)GV zu@M5ib^cRDwOlPXS3*Yop581rWX(*Cs6eOQ!9qCLi(K%iXx(%f`}Ng~zjgIMH5v0u zIJs7*AQ)<5-`1ss_38FT(`SkSKhwoeOadOx)iTc>Ok;^QQfxx&UpwEILAsvzBLhM< z?(Vqn1NzXa0$cpL=QE+iz1smNDXeO1>)@+a`W~(IAE_7gtbV=yeC`%(hVO&;rDc0{ z+f=W5w5Aw4b0lFsdO@fpFMZ^v#kb@UB&ZlDq+05gi59DUcM+Z>A*}s6s4|bGe%DW4g z!MYDa6JFZ*?0~5d0uQc!exXX+JHuy#gsB-rc2URgs$9d+&p0))73USzpK&5m7V|#wKjItomjE+RyP=D(aBLuCH`W3>Sq1 zGi&YHkhUvp1$rf>E^J&{3tHJJqj~!x*YRl)=pYefh}yJx8QN`xibLC}MBA!Gm87GY z$P4*KC^qt+&J82?Y86*Fc^S|E^Bk6(67a{4jMWv5>-vYI?!!WKH;5UoTb2I*8NvOe zed%@e`s^}r4F)lF3cq-7&xY|(d&P`sO*IbE=x&zmMX zUNL?<3EI={@#o~oorHCh3RkS9x}u{lP{&O^Xtb_iL2mN`mq{C1TE@x78mTiiEg;zN zc-dY|)ASG-M)SJ=lroD_=N%*Lix_SJP(-vb{g?F%kV0Ogf+jDg6!Hn9qC>8KCB-V< z!U{7j*72eN6^Y@;;LwL{yekZOKucYS7EiJWzp*3?ebMN}_xHU+y?#ea%d;0lLtnK_ zFZ7EkZ?4^{s_YNH_L%=r@HYAtaCa=Kaw!Z7a=hgq#{RWtGhO$8RQ6|k2SSfJzcHMO z@uVntTw;sgbiutD&?3G=L6?k%^EyJDiprE$gFpkdpy?MkA&R1_q_C_>T15NYpe#@o&oq{%H1j@wm1o90NF zQKVmO&M67Q2{9}tdq@HRaun=LGz{5woh%phB4+EcbS)zd!9XV#6HOz1L%x~$yW878 zP7lXI9qpITS~%bTeWq;Wyy;lgI?E6S!kIP3bzD{(Z+ZfP&h_RZcz9))`Hj)-Dd>0q z*lyo1M_sf0yMx0pk%FQW#0z&4#vZfI^v@#{&}x(=%tXIY$D}eSYCuU|U!AKtJ~^z{ z%9 z8gCy(VG5OveNd%EYPx*9JM>kFbhNV6KN+DMFxNALo=&UzhdSCuabh4tnBv{a;9KEvve7R0(E*iESXO&3oZ;-0Bz2TfB%Chb0%-q zjDd0i)Gq&7BK#8Sp+a>?BP07`CDbm=CC-&HPIN_&WwX;6o?H3ueZW-cr7c(zjkUL0 z&6e3GSAp&Z0^EOg_i=-K4u9Jp`L7J>`h{!O!wPnaPF4TZxh16!ZiVw%^{sIjBM$47 z2f5rBN)3r8kEYl2%p)1Ryu}f@`Mp_2;g%KSt3HmkqsPLC8U9we9HTUf?F%VGSPU8i zpJIalWgfD~#EB6p5~{3hK#LHyBJeI!v$30@aD}pbA!DxQ4D7>A_Su&G5vp2TKv%Hi z?g={=qceI&iTM@S4VG#Q*dHY=fWuiLyD%iZcYNO4k)>*C8*7P{`QD{}z&ahf!ehFc2hVE$!cwMZToe%&@r8~Liz{7~k?+5DFlTXl{aVDa8lttkxbX>1d6e$F^;<|+3k0`&AT;&~-IH#9t`$Gy)$HETS>7-Upm7$p~tS8$M;koT05)}Y0f2!?-|Oq z!u)?=8TYx9qn+pzYD4ARjERwnPKTL^hOI3(0S?lK9}2=cM%qRuOoa~b_e?JS%=>X> zUR8c5K~6g4pC?@VDv+MhI!J{I_3+mfc|Y&@PGQ6Ct#Q--Lj0)sIu&WlD-c)=SGLu9 zu_(&nxg)AW`e4;3;cg`?Ff5qSw36jdy#X})#%a#8Xkq6D!l=g?>7bz5p>0Ka7`u$U z245dB{J9;9bF>(#Q92o-MB?gwc$&-$=0Xc)$l;&^fv`N3@kcNZe@G6CghVRQjE_Y4 zY6JmWpE?raTdZ&%G6)p;5aJaafebdCA@t5%*@K~Z<9RWUH|x0AWX=6eHHhRL?yC;{ zpp8DNfx%0BeZfo=2@> zE$4HhL4L~XE1z_eEA*Bp=N<<5{?nQV1qE)#bCu7{yi(VJLiJy>4ga9;kr-fk z@h9XhYv_s;RDbbaM2_~?xWKQa+37z5&exEZ5usnk)w2^5!D?>YPKj z-58MLdL-~5XwKT*Wp7qnHRBQ(w4VPJiPbB&@@%sdE!qoq3?@R}>=@yf0SX-Ok2Bo1 zL{^%ZsoI{HanrYG&cn`j4+D?&=UvCqoDt{|=)jv_x{iG&cO;_mgTbksFC+bp!kBrk zf)7+yxK4Vw&x~RJWfZ-S;dZCJy`Z%?dYr?@T4x6-=+mD;JdBoSk#KIAFsv5Vw%Mx_9 zju|cPnoU*Fkz2V|phk7P=a)@?2)P;<`d}YxAD@|T6z)K1gj!&+N{=QFLt}s-&_^Yo zL|~PR0Wk^DPv)CmV* zTe^JZh>aE<$R#{02q5LH4yEnZ=en=2SDoWBg3rV09xO$kF8A%f9z1~JTLU9)(FO=W zSedR=JT2tGrVwI#=4C>L76ytYL7OQSxYb`YATloj+MJq@I(+%vYt*=vMMrbt_awrT zk(QRe>*^P_=iq9Fe(6vAyK*J(>@_96i}hSmYH}9a$O4jEAbpqA3Iz-Z-P07TZOlFW%uI~~JWCgS-*k4OyEK!a zux&K`IrM{@wQk_$U&M~buzYQ(F>lbHlkAx*kS+O6D9vsX4j-a_n@UbM1|fhAH7d$= ztQ)a>p+i9b;fNViE%A-v)z?~cS!0#;xrwm65#_D8_cp*#)xjEjSsE9H}gt22Y>s01_%SdT zg95q~o@Q>_eNym0#^zIX@T!IVcIU$FP$~1pf9=RSkURk!rC4-&NS?yPONrneF0x9PPYm*0!YKShqdnE$rri&dB}Dvi^Y+{N0O)bW43mZrX0 zOa$rJr_8L{GOxc~Wr4N16M154r$oNT`QCQSnNJp^kp_vQZ;s z(%L0vuc9UDKLI7X3B$DJdPXQiCBE6e1k)qbr+>HwyP09wp~NDM7UD^qZxux?tt!vC zqr^9DUABWI(Dm5#bb}Y}VeLGExzSN2vYVai?PM^ctOgV+*t&?$5X>s<%jQgQfumU@ z-}xP%4iD?k5r0)<>(B4|eOr|sPwU^e>f5)LWWYF^SZmiku0TtK6&jLj!$A3!>0>xM zCo4hnfEZ_u&u74+n~a7ViXa)cFq)1AW;&9u{RRfjzIWj`^Fhg}dM{c*iR(qj<7Y-% zZT%6lco}L^PSOxS;6phj8l)bbA(jpw49H?!$(M2H=j=#&js2W*+-LwqdTfi`kf0H# z3FpO&_X13`1PJ*2ixNm<^*%54iE*<$yK?)fn~ru!mz-}rg7j*uzk4yHf2W+-EX|nu z!`Hf>I0Z7Mvva$@Gf5|Do<2oCoZ?1ryNNg(YeTg?oE_p2BAn}x@^hBZ@nd=DrI5mS z-lmErhe>b~L?d8@j&~n4WopEhY-i6)JSrIPkoGQMFC9ZeBPDsPG%n~; z3w6Kd+uH@DP*5Oj$eT$+M)ux*PZgWlXx>wqEqerX@49{2Tr)TsCjwo*nX{&Dz3^+U zyu8HL_rX*s0d-r3VpUu4&+X33TwL=STlbg#J8tqO9^{$&Cy#~Xcsd=n&oh22d za%9d};d(av>Lsw*8bvx}eIIoJZGqE_(e~Ui8m|GY?f=d=)nDWukM-tmAMh&kJ{_jp*$zO47l z{+9$y48>Ch2=L#$vc2P%kyD1SDqv`9$9xfXI-QI9c+)u1PurGUC80_ohn1edL)MzEtJX%xw=?eIq2A#TXeDgsbBs04}Pj41lC? zv$^%PhP*EcN8HX^UOsTlVFWLX*Id?q##WVu^2J7=+t@IJmdYYx`e9&Rb<^G-`_ZZw z%M@0)$X~%7>;Lf7!7i0SJ3Q8v6}^Xvq&r%$IerKK)JOtLwu_N?GmOO@#LrC)f_3ia zxpwyD`HYEy#5@R0zw2G7(R}{tbk0s3kEN<&X=cu& z|HIfLsJKAS0`9*V7MA}=4C6rajKKDtxS*gOe-WVFQ z@r6$#Xi#X=eF$jn!ZfEnx zd#I`iIxXIR?ASEo37XFQ=yx}yDYJ%IwdQaA6fa2<-j{dwWJM3UsyG1|MsI|gUT{4Gh zafzKR)bh$12k5M(qf9sI2C4RtgiZjT(TlJCYX9^?j$04~1{+ zzV)Y#;=AC;019a+1~8*^F)yVe@vUD978U9ib>5Owb#alWdB1-j)?ZpDRo#tFb=*B% zEMuUYqwC(Dng(iqzaj^7v!&MWdRii@W{r|3)E|YGA&JZ&6(Eal7jB{>FxO*9Aj$1u z={BBI)8>nsSCD1N@C`c2~(*Vm3Y ziF@f|?HfsbNvhMtNCXgm-ta)rI^C3Mt!S7#*wW=bw z3tZF_AGII?^*b0g zjs=o4e2!U@1wC+c;UD2_DK#FY${H8W+PLzW4llFcEV}nUpKVn{f?jw;!q2_VoySnd zaE?xx>sV!W(B7BDf0qacs1@0HTp;QjK# zdr*8$OowR6d}l$iAJqOW9ZU!C#ST^4?~{?K!r_|wI(74FO|i$|hA&TLChK}H?5G0X zRWtA&SxEUmE`3Zcti8#r`R%P(?U=UXu4CYX_TDt*Lnjd)WdVQ;iD4%MTm3}53cOp| zRFD4wv-zai*hb7~u*bL?q*-U#giI?%VvgSU?&`{}|Y z`%%a5iq-{JOujSeyhWCqzC`XCgK7Iu~gT| zda5+})~hbX$ShUcR4fS|x}Np3(zNQPrhHFVsAuP>ywUB&+z1+4DZWFR zLB7%eOJq{Shumsq3K%}^7lLR8)zZ@Di`{Ih`sH%aWT&CJ@bhsCKHH))8O;bEw z8WW$p1QX^YT}F`iQL|)@IU?ZZFkeqKjKW}M<5`|QL=9&Fq<2^Sbj3R(`iZhA8>fH9 zM$_QjTrHcQTV&v0ZM)S?JnxGylb=uV({5BBhw-2`XpgQ+Y3e&y zjrwyb=#N)w$LG(VhwHzxtr!~_83oQ1{5CK)m!G|^M(Gp@uCjMfEqdBUFg-BV0Aj>y z4!C7#BWWgFlo`>vaG=OQ%v7Kaxw1;Ixt3{3N$WKBaDC=}VBLtrvM>P)%mPd0`JPpD zYG^)FDVGGoTL8#Hgf-tLJxY&>uI7*~>)jrne)p%{a7Hl4@>o=r@tyDGK?yahiX62H zz4~(-^6ObRV}d*&feNlCMPuxASrLX?IoQ}_zN~iLv&7TXFm4N+O0zb3G+RPPMe+YY z%HBoyL|V1%)~gbI@3zYPscz0M&&2fg8&)nq3ys+RX=Q@V3SQod-DX>t8my$svN>9a zlc6Ahm$jFUi0phzHFvsTpM?m_AF9NY$lwFb&p*u#LYv*$*RIj>bZ)3`v+WDQxq!rlFbzhnp3%rjz8$T9Lvuxy8aMp16kK~U7i0jZ>ty=k|L zkS5@$3j_P!|ug%us+BSY&!=dnoNP1g=SQmCt7Y~G8(i_LLs|NAx8-8Y=i+_=(L< zOW^h9MQYaCekP8N3z5o^Zm&pyA)2M8d_jb)VM6F~EIaFc=?9BV4d-4v59&TM^$*y& zj$E4$3L4cw#oqgPw6?Z(YTieD%n80;J4ivCz|_)H*Dt(Oe=xUO6EePE^K@5|rU9Bw zzIrP*rXhuPig0qx9dC6)y@pHZq7cXn;rIAi@S{G0MPn>RqRkOe!fDxC%Jy4KuOAHW z7+G>S$M&0cTnZD%?udwdjlk0NtzWi>EWv7Cmy4F~L?XEJd{|E9i0?2w_g%7U%tQ}n z?vYIqM!l>BE*+&S5~XP3pS%-y;kpZav^+d^_Fvd;gVy%ZV$RdKLd=w>uYKpMR9|`a zUUmoIh@st4Q*n;pogWAs|`o6)C zv;A&7nY6XZeWd75C5K}xt+SZ5VZFIN@NNElH+w{UBO@NC5K;6@ynThLyQXA+6-n}F z_Zy$>h7bMll0>I#=Wl!tZGk#0LiHRoeQAs)NNeCzov~GsR%($7b~9Z1Pg*cx zsipg64~@TPZe@C@-jHC0e<23q0E1Slavu-YN7qoz7>glHG}uqbu++SnUE0nIQcgt4 z{j*Q<>Jw3E=V%*AWn=6dIA8rEoxZ}!N$)}Z@C8TuoH!0}$iMWPWduyk>9QmI0UXtbDE-ZRh#22P`>SH-Y1hhSS%ppDR#7oLLFbXZ(NO;iH&>RWUW^zsn}Yi}$6j3)v8g@b8khfzVYsBaoh^-xjrZS5D_`aQRrd$AKVJeS*jjOHoN2#*PQR0WJx*&HM? z>ERxS1EE^<%?PfPvSs0{THg=H3CI3bNh`8=jG#Rg3pz2Mbgu;#_E*`Knx^v!Cbhq> zyY6VJ%I)`4)J3Q2FI3osEHrKV9KcZ7Ahe(5@qrnsCTl}lsh{c@*iT7g!lQlU-k3QO zXzs%$t%%Te8)G<_pr2P_1m<|d@HkDH;rydi9?Ng9oevyf*avgRmV(vq z%Xt@RR}&e1YF)n4;{3BcY!0v2r(E-%C^L+Byp>j({G|q|{7mMdOp*y`{nCFP#wUYC zI`O35#)z{M%W`11Dzrj)@bFwIuYL4mLy+ZovlM%e0?#e0tH6pJCI2zl@}kh_IoV4J-}f*wDog-vGk87Nbt!}B#N=&k z*;4H@8DwlkWkQ+MH`G{~Nf9|kAqwa*!(*cDK^BWe9HGB1`;xrXaOn}a0A|>Fj$>@# zbhE?!3Ef;HsWht0FaB>FFT8JiIdX|o*M)!9vGd5EM8=^3vpSd0)in%+9pCxL_hE!$ z%25xV5dl=gYd|O+7s{q^@7`3ti&dI7kw_E)U?H4w>#hwY@iFbh1(GanQJGu2z4vva- zd!{Hn0I4%-iz6(ssZG?gw;~!5=s%+zXq0^q!V?QuUkuU7QjI|n=3QM9Aw;FDK!U|V}BW+JfZJ-cTf zQDmEI{-H8A3xc$Q+;#R>7{;DXpoWDMg*cBA^*mHNk@V7pA@9AO1e){0inpsE!@&N& z9Q}~Y30+ZVU7HE3y(BIW)x9?OB}uV3o^{3N-=FX_`rI)t!2K93?G7!%KsXMOc_@KqMhm+XOkJY5f-kMbC}aSDMd4+l0I=+R{>1Gj?edRbtv|%|q0(U> z(7tSz6OUugUce?HvDv9h{Guew_#ko~)h+z~_-(4KaC4D&Vma*Sy<=IXx-V$!!)a1K z#7#x7piQo$s%83XT+@cEXHqgo9<2*}PNmju5b|f2yDWwIa4*357X%QcmLJmSmB-77 z5(M8m+RBC2V66vERQEZS9XU64U&dDRhyY)4YytS!XBfLs@AsFN*5Jt zCBvP@$hZ7rp7nLIFPp_`RsdZ+9f}v63AbWn>=Vl8GJ6y)TOF4gi$zHtkE>Eg+?8|L z{!p*w^{T2eCkPCD^ZR{ZCFVTvRNI6)CT^F#5IR%sJpbXz-)m<&U34wJz6z?+k}qnN zR>YzdN`OS|4}p8@@uJithbUlT003U?)V@qYYAmh9y@~AMFvC$K10IjP4mi@Y5F>W^ zekaT~ASw-|bB|NRV^8kQAECOJIEa!A!3cBKAJkf3@oP`=$|OY4T0S#Eykyms^7}eN ziK@l(jYEO~s4Mq979d0bnt5`-B|$0x%V08g*5~Ci%DU;Ovc2Um?(QVI3DIIT#TAQh z+4Y1Q#a<~%y1cEcHB>9A&?aCA!|QUJqAO6N_UH-NQ0Dg zcY|~z-ItOMLAtx8yOC~??vn0qc#psT`!Ec1hY!qU?mj!#UTbaRkq|NC80Kzl7+I2e-?0H!mlvf}4d zg=9DHJmyF^OuQUht&7iZpjh#$*^8OgW@)DmG!m@A0a3??%GwJ0Uke6-5_@~ve9~G|(fWAF5gAmFC|g7jCvA7&AuerIR;rD~g_9?#Yz0q^ zh@7LLqWG49$+Bb(_K*PLx`gej=XsKaL1*N4oBQgqvyFa0z)Ka4h47t$Rux<7!_+dC zG2+rK)a!|XuM{t{vi-B6N*$(3;*n~Ww-O?r3C z#YYU&a|BELAI20RjQB9a&{B$106tt<@hXGK)}V}<+-|-5VO?26&4>Aiw0Xc!fda`q z6^`3cuhm+WEg4EE%a0|-LAW@M@`a3MD=EZZP?QReT)mqTJdt3?<5vI$i!ctg(e;f? zKjk?~>Qse7Pg}SCFiQDLn}uMe>)$t-WiK8^;hX0V!hRb;tRk)-rT0@Y+Q z<|}OjQbPQU?~staNT`$5P**UhSs$;GP4FjeLxr=*R1|QcoLrpiYvn+voBsDZa9$Y+ z^|k9GdQ59QJ(lbb)jt%3!Lkk;$zs@kfd+NCg7Vh{&>vYn-5oQ?W(q zb<$GBKfCK81eIw-C^$^N@Y-2gp01Eff22Fr;AM>&`)IolyTEJkEw4drc^#LNLLzVr zN>+*sz@VzCEvYWgKF>CLyL#K78ErqK%YP0I0)w?YP0e2|ow)_;XKD*(nTG3eJM01v zf^_&^K!&oqIOPo9@IX(f+naqa^vKvTdIfIGvI+rK#coZP{AjP<(L6Y4vXo> z9YMZhnx!CBOtn-m@Om8$o-wbik{S7z82dXvQLn3)>u^i7!E{#jlRUP`^!@vN$6(&M zN%V@(LWP}2UQ=C*?F>QmT;W|S(Kv6^uY6UG^b`dp1Bo2jCdoSG;2QodIG^8f^r?pj z>os+DOfO#*2n)4OAsd;ib7CI&qokUm-*7M@hzA?4tCm<)RH|#Y-xx)i6&jY9FbPJ2uEsZX{@y@4`*0_yil%d;@bG5p0>cZ==27{ z>w?Hqy7rscpA~Ie#o*ilx|aQ>rZzS>hi02ySzVY~Ra91$K(Mh{q>!rK9R3+f;~95x zu8QhRn3TP!C>|%x4=vVr6(JSlXTsG?gWTGGs{XVpYc)q$Qoj{fvZn8Fq1Pe<1AOwg z@*d-d`K+ZdqQojws34o0K;8-vy+P>2TZAXW*g?pKW}vSxS5wD{-l)vAKN+mCYqJv| zgBF`c!4Sn_#489VzG|n8gNY_hf{D^S`kBIMU5&>EOGTuNs6|7T8+aBbj0-FV%5OHYGBr@jCKr$O2)K?t7s<&-aMrfDA_0 zr)ejt8wLP_0mZeh-uvb{$c+sf3B@O_*;dbWZt7L*>YKJ%nINrxOui;N&FlGG;c>g; z@xUzufjm^_yrY?$A8p{sysfahe2$Oz^Ib7VwOJ=;?`{l#Se%TBg6ws@A{DH0GDei9 zshz#gdsqar9E*hj|1%YguGvGvr7kcUd-J1hq&k^3D%Ur|nFaQ;0v;MLg!>wwj{bon zB4(S7f6QJzW*jTL?w(3XUBs{eg}HexZC&`-1~<#^7K@STRYT{h-Nm~G}HO=Z!(oSwtR96TP+7V1}sL&1Qp5afLJITXiXKJ)ri9+D9H zOuSxW1y3aY1Sfh90OxLs!{FM93|#}+00H=(y_zJ*Hrw1(>>|9cDadae0Xk*~8oXQj zX4~ZYG8Czuqs!m*8@l&!+ik4g=0m)s=+}Cav6N36efs02rE3=hj^VR&HjL$T$cgcP zO;yRhw$lEY`SZ!!AzwV^!&14G^&4QxaGeVcn(HmpCWeACJx6@WFQ%n$izDxuxxQ(Q zHXdR2sp9<7X~3VS`+!nYj4@4WI?^RWfUtjjmbfB~NK3C|h>6=Hqu%oSXD<4RHzTK^ zF@rR+nOthESFZ<)HE3U8}>0@>08G0TVv3XgR-P+f8#g ztIf#`g2OI`a0!jNomLxKLYYQW`L}+H8Olua-jvahJ#={ZL58SYaO|AI|Bxb4ni7M% zUVp5SBVk=rM)lG0A#ZAj$bKm887k`+`@;b*$o8_l4HjNtAscrLGNHV|FEM*`f~t1H z!lNW%R$$WhmZrlXtM5kWbippI?j}ut{bVE|ib>bO@dh#xkAy`}_hkxJSzH%p2@uVS zy9?+^o#Ibb*hDvE3oFJW!&-o8Gj*0gKn#8Y3{usGci{PdE^KF|%X7QDDrU+FijzM5 zTpZjwxqloUZZ8AD?a0*XC9Be5sS+ggWygN~H215!q0PR8^4gN*ltm5owZ`m>T{nF? z3_6750?_P-cq!vk)zcL=+EZ_GKUh(9TCHb5kVAs6*KwM~rVmfN*iiF(c4u5D?&B$| zQQ`hihuyPb_9&m{w(-u7zBo>(B%Srre~nZ>5)N3P>}okP{JLdf`v+{vi>*< zM;rAl0CWyD_a(mlU}bS!Pvohic^>oTI7JrYu6w(X_}k94@29ihzVO#Dd!TXz8<&bD za)yvV&*#cjT2Q~m(kK;!;jc-kJv9DkL5u<#9{47Q+`p5ke;QSMW}>Q?vl9-f{sG^f zi0h{Ey?_W7Pm;-dzGA#a955)ss5D!`JVSoVIPvi~!}Dapw&mDm$)+JTHulu>%Rhj5 z4L$J3F^#G%XK^)TxL?1_k!S}M_Dglqco!)WP+2ke$r$b_c6`=FZ1crnV(T*UNoeR> zZ~V41sx0!V4o`{iX%r3EjY{=L54X(is(R^tXRWp7wTjFL^JvzpU-sHgHcM;dm@3Kn z=(W*G`Fb(`{+jTxe?~^BRj)&Su;>9`{fwcE$l^4FoW_j6Jvfel@*#lISZ|HBLrWDM z==}D%+Wq#PgAX9jfz6Q+3+?sf+Tj`z>LzQ43J9eN5DY1XE!Zq71+(WiK(?;#q$=IF zISF!+x58YP&4LB>9p8>aYT))#4lX)Y-8K?#GNJ`^r~a&B%bQjsEfqKl|Z`Z<406LhMMfxxI z)VHJ(rE!E)cyiwng~=)?grCnu;(>nKh^90qy}5cZk5e3GgBKE#6is~Be;y&Ny9*zP zF@XtdSl~OYEB`}9PUUNCO;p=a+Lo}7JYznzI3n@G8+kkA27&9`+3=wi z2_p+y{(F@yB0hlg{nG8TOu9}vBXxnHZ^P{u)XZ^oV8H=>^L*Eh=xW#fs;avDJZFvn z$F$AryC2B#r8-i@Dhi#CULLOfVH~OBtxx5&r!UT{%JDcs1#%@IE<3?tlLhg4376^l zS~p{|AQmzdf4OQnCYkn#@}NRgz3Fi2;SO|Q;Z|E;OZjUoy+dYdnL z@IHL>%E$672~4j=b(GcXqxpw(HYkZWxNqM%yYypfs$m+`pVr#Ih=V%=80kb!9@LQh z-VOUob+rYTPhS>EktcM_2SfiRNfdV&W88t^qJpQ!@z znj4#1YU-QIzAD{I_8;9|PDK;dIj`A+2$9K8Oo!y#Qr-;DdzfGc(I3TS7>c03J!`G( zw2G$4p8<_@)XCBa}+K&CK=sP+|ysrLtrwZ2eF+%Hr>rdU0P(nvH>*`-gfV`6*qKFKk|n9arS73*6`3iJUof;>!!lIlvY*@+ z*L8YOOt2B(vd9#_@h~pl;leghu!L9TL(4YTHb@nD#6;mK{bgmYy&?QM;ROFL21wc0 zX11>(u$l?XjqCoD(R>b%#|`7AA>Pl|bLu+ZdK2}1?!Dzl|IH|mv`Y(whUOvf1sA?O zLv74PApj^B#RO>}T2i+7^^3i^smbVhXEqYmCh|l2 zN=%@kR*=Q4T4MZLTonFkJLU|}-h0|39bTqC3w7?-S}9RRY<)TDWrf7piuTqNQeKUL zC@M)KY??HZ$^S;`Yr8b=TzH_~^d4)T;mRZ4E0bC8ll9>|fN@5TzVaZwId5K6lt1|? zMgcagJ~Ww1x@V#a3QvRP+Y!G@lGEAAlsv!3>A#}q|E8kp>d2_0&SQMIcWxC_@{)29 z$$JZx7o}YW7f~q-<;9M;!+0s;qvEj0X*}GgP>#25@MauVKpHFa=t2_4Hu(*-+`o`z znN(|Vrto0+CyZk8|0|@RW378PEnD!Vgd}v#BzK0%Xj3+bSbukwS z+BXi{Z6bbL9Pq9xc{$`j{aj2$lFt-`4ckRHpfOhG%E!N)gdH{S=q2`zCi!TQE!HTl zpak@En4(pEI!NOdxkcjB*TNZc$x<;!#7O4g($4UBGSFtkg&8>hJ&~$gd2J?2`Bu@* z;iNb?+RORBJ?W?V7z8gCJig5k%IepXlM|ogx;Z_cdy}b;uTQ&zYmnFH4f~gP3sqGc z&$EiR!UK3qMc_WH@kxOW?G04t^c(5z4Hk}E@VU>coYQ7XR)g{-bo6&sW6S@O0+E2J zabxoyH>zNISRbw*3n?K8tsUZmqRP)J^4%&bAtcsi?XGp2f(HI9C8HV@M_@@WoS(#= zQ}fzncA(!3_MdQicBE%|Zg=-)f;9X2dQ08h0E9TDUTIuX{I7g{G6B7m(^W31+#H<# z-m8+qx*pGK6ZO8JO8C|fYLTc~Fd2S+wx^_e?P;Gh5aTc0@9+tIVY?-Ry%01F8t6Nm z`@@El)Q>)&504%QT?80|!QH5R5a${S3=s;S(I9FGwEAzwNaEIXS>;moh3zOOM zRaY)T=kH{qGw1Zl%o>rcDwJh_C_)xkcb_Pjh&Lf)9hUTe2<*9r< zI1lnWtd-incv?}JnEdf~?Rmh2r6f^yyO_$oA+#M>;Y@>oXMYO+&?{qzWkzFV1#)p! zVv!^hNBi4^#_Gf<>tY@5e`B<&&@H%z6q0~FD)dDL>$MNIztH>iJBMqUrTWX1M7^!PVCn5{C%Zwiaxg7LTv{r%V~V2Qy9oLZoQ^3#=Ctn1;;KooCB5 zYi!%^O;uIb+_oa!FLyvk&+8d=$kTa$z^Auw-+rNpd42l$k1o=V8c{`^`Rm!>{s1*q zo3biyjxrwi-BHtUt;p>{F&Axv3kL7Bnsm+&Ij3lYlz3?dOlAhelWGy!oBpzu6r+V@ zbK;Jg`2siquB*#`7bGAwoes{as*WeThXHs{l4e#HCvj!ry-2!iKX&KEVN-`XXqIvt zgp9bnElWe{c|{Zk0&lMsw;ILpc-Gb5tK( z2b2rZAV#TbDo(p>+JJ^8J#QLvdrpp1!x;@^@ix!*TiVM7H9^=B)h;2{_a!)(6 z5HE44)62ohip+)cGyUlqyRNu>b4!;GM3_*R*5J~QcA}aM$bd&C_f-CXjgU3Uf-h@w zwKdkV-)3fqKfK@Uu?c~^5RaNVNLuJ!uX_3ssfI~SM}10B;*R2pl64|BX<9R=?0|27 zH6shmSMsHk{7wFNgaQ(xDw@w;%U`AhYc=A+C^)^STi+fF4Kp$zuG%kHbVn{&C0fks zdK`d^h5SAbB9TO--+be&$T6(OZ@=L=TC1?Ha}oK`^U9pw`mj5-mDbrj#nl#;|LQ6Qw)TAN#E>it}E{`%*x`i*V--W(_Y!{oa|<#V^JtWLtS^VWf+ z+)_(60?v>B{zm3F@1~g}I{tM8r1`BrkApEF#ivZ*;Tjd0JiF z6~sTzcNt-_Ee-ATuQhAGcepMPd_C@c=(_>?tmR{HENeMEpOfQ#@x7Gi=BvO=p$G?C z;w^A#95Ys)Q?2;BquA}YLR~R-p*+zXFWVzJM?9u@T$HBu6q{^r&d0L98ZoSWQQVJx zU|RcQomWi(_nbzh7*)eDv$y}%5}uo!Kps;{Op@q|mX|tEf#n+IO&Miu>r-?z-@~r7 zxNQRs($mqi=`YA_w)gH!LH@7QeBuO2OkqDPdyGjafMh=V@%W-|ixcJf&dBx2VQhgj zH{pvS0YUS)UzITqqcYC-MoWk49GrN791B431=n+U6yk{21ACX2E5w9^OU!LA*%1DV zM@2iM1Xb9VNrg+z@kur zKBMw6=EYj<*_L-E;+vHFhP%%(FXZuTisK)3V>I$O!Nv$;#V>5ph!fP#?T-Kiz9BP| zxnk6-w>%Eo*;nq5_9$;5aTnv1Veq_*AwdOzZMfCL@w}hPCBvN7mc34CXT9@}a0@Ao ztNPJV%|RXn)>i%d%JN)Z6-PVz8O|e*nPpm6UGKEaf;ANAJl-&ev-D5q^2^K#huuBt zL)fpf|6UwkM*S3facvMxR+%bE$j%wCCbVvutA@e^=zl0^B3^N?mhL-Adv{NlY+lN7 zGtMQmrAR;lxIv@ghCv%i1UzWje6+)X7whw>1WQ4nS1^nB&|Tqa)8>ZRyS7^MWE)=R zRDzm+6FZW00PpnJ(+szxsoZcTG<(R3na%Cb^a7?=%QozA`;D)$OXLzb_nT6@fBXuf zKu=eqGd>4Vd8iZ`G6ue6J>HkPep|W^XsD3?HGT9{`sXvBgehXUp0B3fzkg5aw(eI2 zDQRwQE-v2B4kqC_ZM}SPbaea|vjtC9le7&2XTJ{~)S}1L6_k#yAKhZiP*7E+MUARX zGLHKaM^aetqpZe>QyS5LNKnAod?#;3$WvlfNGBpHA(&vnQTD5}nDJ?tlxgoa>cOcu zDBK4EQKsUrav2(cR|h7hRwwK7kAtMan<@9SS9W~Yu}k_sR>^%KIvRWf=p!;cM^3Ti z)Gq)6);1kA4iqAI+%G?lD*2^gQ;@L!-)&g{ zHY7)aS2pu%j*uBFJC#btvoVQYb*Ai?R9Gmxb7v!lp$I87!BKQ)@EiR3@sthtHL9x7 zPPlHpbEGYX(VF*dJq}Hq1>&Ucwu(v(P`>tj_C#bkMleQ5@*tTHTnV|X>#;iuIt;g6 zf`GN8N~>2_l2#R0D4j7@;RyG7vEkET2S?%a!Ht=omJAL$YP246Cl;m*ZJ|7I$IkJi zIC1MCYobq6xflZ@CSUHGOyc1`JX)n;0np>%%tw|Z18qowhLnd*=4+Xfk8O}F1_$b{ zE>agBkC!`^>W`Iu+?NPXAs~Un%}>2m1qYFOq?%aS@gpimI7|lZX_MDYd(D@0EMR)3 zLC2w6L|Q=GDCw;O9~O8EiHih50jOmBOd~B!hC>lYl~c8dm@mlhu?FIfxkcQttIoBV1#Fk`;$Cla5toHn)~T;`cjr!so67S8*-R-D$h;XSd6b;p$d z#|03mP*NmV1#|jZt)!nt%GM2EDQ$|VUXC9$PY=RGs8~|U$RdyF+#{Ei6^+`{#fZ_^ z!~UL-&wm36?UFSt3E}{dAX7JseDa^yJ_*=2zK_2>aTnsWm%Jr zQ1PSm!>886C=O*>)maW7%+t`F3~#yu!>d}?v7%zW{XOqT&i1F-3-#3pQOD2p^jq*& zv=}gOQRUewU3ntL=s$6eer0`GV(FTgm@xK3e)~2ds?^Eath_597-@8ale zFr5pIW|{o1pMa!-8qlTjPax||Cgi?PzwgvpP1=f+hC(zhbdxf6;_&HUUPf6+I@jWi zuVE#xq%M;9tC0OP%|>g#$dm(Lyw64EX*9!nwBYGZgTRAQjo;;6p23eBT5?LQpz?mB zU;Kkx;~n=esmuZ#g}x9QZ)D)d#`5~*h@?T>+A?3P-9m%W#-lz+ZDEsI>ta+n=WbT( zXtH4p;BCPMIwQ&PVF4~7Kx!-0>CsGHj(h#-rksw(BZLgIR|FOl0d6PDFe^rA7`h+n zp{?O*r%dM>4d5H^IP0_{b@!PhJ#{aqO_^3Yf6+yfr;|sYckFxS)c;uC>c*%H?Yo%r zO`Nn<+w~(zl%#(n;y=F2HNx^iIK)=VHzcUMg#K4uT^U{N+(?S_7|+gL0EBIiY`Zrb z1lW>Igrj`Tg34X${knf_g-~JZ0aAY4=9=sC2{!4@+qxA3F5OXeGa_a)6MveHhMkXf zSykD?kf4=m)Y4ps3@HnnBO>U+4p%+xce^1?`MLd}w=8mGv9JqI1WQ87B1;9Z3{v3f zz3q3!wOXorwNqE2Mh(LD|I*#J>JP|nOZBMTpnt{x1z);E!3^PvhpCN-=gi+wKmRB0 ze1AF+DYnsQ@L5Q720!$@zebl_7U?`@uNoB3^G^+jpQay?{j+l@qSuDM@i`_XC}K}a zw9;zvW?xl4o9ViDAvTfb#l1YVZh>n=P%r*F+@JY}KDTzlO!c?R>2JONpa`8_HP*{V z-V6mB8rW`;8D4;l%`_#@-q*J|tXZmhWo}~MX5$OOke;0)D|z6%I|apTiv?0fedkR~ zPe?#20$JEH-i&9$PBba+-Sk@f>$zpE%*T&pff#5%$k_m(p8?@s;C_zSlf)GcgDtFE zlhnW84DaC&^K2yFQCKR8_hBwG$CtmGSb7Pdh3b*@7XbYeJbpLTG`2!4Dfn;gbINmu>WSB+e7I?$M4XlELZxw-et%9mN)?%_~SPgivg0eIf#1|hke&ey9w?{R_s3A+y^-9q|P)%{FOC)wh=%zsc( z86y=*0J<7PUy4w(bf@VyNTdDVfGg3T;~fu%-pVZngeJWk&#r4e3Y($-I0(^UHkzGt zb93x{H){}kSDpWo-dp+S%V%RPR9sxN!qpmuC^gv>jRu$F-0=?Qrwz}W2Kn*rP4=jg zbRFk8%GZOvs2Q7O*a^EGIPkqGOVjFcorW}tAG1&I*(MTOG6~+^Es^LbG#Dy_sZr4# zKT&%+EGeXqM_bE^0lX9H{2*3HI@4jMtn4Y`NUOlG{cGsU$DEas`cS$_d)5Pj6rOoB zxG!9O2+*{{WJC4GPEKO(8JF(H5IQj2x89W=bQJr(zHNORd0nb(I?fA!t+iFIvCs;k zArH*0t)+9C`A)0jag%maUSy~hxYa-39{5uf2T!ApJS%>PLF(_TW)!Z=dD@lSH*z_ve-weg4em?7J9!M4Vm11Vd;m`^Q~$kfd=ex zKIpWSyZ6;94z2Tt5y=vw;8Pp@IUB%J^4hqj4sjcktbyEyXRg}sPG$Zon{&d3LL~R^ zRF%hb1p%_ObI6-F&y+l`iXMOc!0vFp+z51E-3xLDfdz2;BbUS@HdqY3&P9NB|2zBF zdm$}%#qMTQaO62Q0@rJMJ!5H}1E{xrrPLhSb8ebYJLbB_67=zH;Gv=!3TO-=9HilN zW2zLjXx`U8j?<^n-5AVsP>bPlw*UQ*V3Ar3F;E0#8`D$Qn>2uT3*8d$|2&?0KV9q2 zrE|Iq-#4`X?O1ku(YNJ$T}TvkJE=oow5EJLZ+kpxA?iP_85ekdji=mHmgna%8%tYU zoIFJNHyOVqx*z6(iI%7EsPVaok~;bb9k&N-e_Q|8n%ynFdp}X@?T9y|`ng3~-Ro*U zMOK!$N|XoZOfCK$=p=Y0a=XH9_w1GMGirfzUETKO@Co-YH8*`_)mJ}`N~+jIYv1@! zRT)Un!bV#=972{KkX;8^F#RC|lB=zCmuestgct$nhuIG42luc55+C#5#&g9nFgdib z^SBEq(@6po#F9}Sob8w(IitSZT-N#fI6HVo`5-T>Vzrg_(N4F)#J%%$)L4rWIFrrk z0@mj#o5po6cWGmrN8O)V8F|sz%k)GVg=FP0fmR=uTIM-xkJqh=8rDJX;G_G7!c|en zGEC=>GSK#&C%jSLp61B|p($8C&8Bt(2*nKJYd0K;7n>6aCxN;9PPGJX!P&)!14M5& zh6MSc0PvXu6m(S|{&aV&dCpnr#sqFv=GYrFBGlN_jLIGp$J{ku7)Xwe3jPttR@IxSC;a6@_??*K_S%T?Eu!uke zAn6zTJ5f10M#UCTB~n~!=Y6zF2zi-cM<(@gnG8xe8IqjovKO+Yy-`qXoUUFG7!TfLMwqp+ee&Aw+koW*LZBf%P%R|iIyup(z@OzUM=aYh z;8gQGsa_m0+oFoqsBm7+E605r*X@!bU@;*Ma?hZA!|r`n$g~EjM5u_+VJPPVP}I1i zw%o>C(#-jYuLgn6`O4A1?U>{37hN#&?N!a?gL{X9SZD4&Y>q>yiKD}#tYd5-vF7u{ z>4rO+bx>}~BNPBQ;sLNvl=R~u4g?3#<2m7(&hU~`S=A;;yKDfs(di+2_M>ftZv|0+ zn%gzan7jxRR$ama{7-Id_228e9G7u-Gr5AAAndSyJZK=TxypEw{mo=HkUg;%j{wS` zhYwIkztC{_hY~|;)PvM!kiSJX;Lw|g2w<>AsPJim`jp0e#~YuT^4A%9cWhN)J!bbE z|I^j)>s0LzEu85>F}>*xnNN@U8MUt@yb(TP-IrY#s-VbatAX(6F{G%`ekG;3U*D~v zF1Non{b1-%_ig6P>8Q^XZXx7uKczy=PKj5$i|xlQx4wC2Y6vi~WTuA$2Mxgf^%wqC zmxvuiAUcdhReW`1U>GeNB3`0E}l)i$3{i^%!2c5>snwra5 zZMzTj^vMF=5BO$jthHik|0y1#$}_lthi& zh87W`ti?;&pXoW35;?k1a22@ahhc|s_MjkFX9rNBB4xOwF=s}`kH{m@4OjS_pZ)iYKg%DS#3{2`sohKhMr1N z?*zVWZJ6oYE(}G|7>U01+a)(UN5%wxU{E0O&ABG0(P0UVnfKYfUiCBw-GJoa%aU6G ziG@an54pDH=HB31KZ=`5p5vt>{oSg@#o50~9(>5rIgF&PmF@hG`)D-w(p^}wdaa)n z|L^mEMKHQ)x?kH#GKy+CZGY7BI`6%|++FiLZF{Hd1ZoPvLiF;k(x&h|mYw;&Ou>wu zYoPV{ZY7p2!oo+Z{`*_lqTm2fS=m-G+WId-SYe6z^eP&WWS(CtEbt1xc{nicV6_)b6B+yo2p%nwA_>;TqVA#rzPJ-H- z#r4Q!H#QM2o)W~hgs1`VRv^9V8)1A5f_oHQs-IHMI#G_!HjB# z!PD_$K%83$4VNw-mnYZiP+P9`Y$qn#<-V!^-GedhPoisl{6Scr*}$P#u*)tzyvga+ z_i1nTnMnHl2`O@q3q`yn?ljjL&|w#!K+N^cADAW z7uJ1;*!pru`n#(udmS`0JgA&1w>b!*VD_i|3parssiKDCZ&K-o^QFwyU=WWds-JSzapm5q(E#uzWa7Q<Nc zN%{RKEYo>o>!{pcwY$vKw}AG0H$KMDjyb^4eDTi=aVT#{po8ycF-3ZYSY#yr-u(6< zL}8XPp1YG++{e+jp?Vvs{pnELPGllxd!qa}B`Gc`(Az~!C?PO=*f4MxHPxAR#$aQw z00vk;cZXBdX=}gNW)_V~S6|gzUB#ttB}1J$&LNd5UPrh1wE7sW{xVhbADLmzP+KC~ z_1|Egne&U?V>FXgA5@f-R|RajO;RdLSx=Q)9eBM?)giBHc%0A&r*qu?V0}nXj|)OZ zesY#gkFs$zs??FAjRl)F_CoJM;JPD5*QJP_9)-iXk5P4$RGu=>!%IdwAUm7Mj}BWn zh`vsY9e)>}_dKLcs=XVjx8n6qLfkb1AxBAxr?I*fT@EAe4_jT$^K-O1m^m)EYg|cB z%z5QX1@7mcU(SE?CQG2>;G9=~yb3`uC{T7`JHc&o(!#ZhY9QuqQ4>O-tFB!dDW)Z@ zvC}sDh$X%FNu(gx2AVl4#oezS4hY=hAk2hZcZ2OUB2XYxq;Y$)cEfdY5p{wm-K#+( z_rGhU z4f!3=pu_ijx!vRPWJuS?bde_9Wl8}r$feMgC?O)dSlP7WdD@0jf1gax{i>Orx#KWj zY%7)1oWx??Z@b7g&1EsxrDygZH>1fRBv|}YA~4|d2iy>vX!l0`PiV=zFh6lqqrY~& znX?_aGI*{`E5G6%99pMLE0fL!PLRdyu5{&e`gKjmFSL3cFJpz@WT4ct;z(L=<^FRV z_?aW|dZ#^O;joy7Z5T=sLSZ_xz@D*>GoIEP;z~1;#=T3_>5JbL7y^w&g)sbkhlr+d zO!xZH$Uu`b%479Z?!j@~QGlgxWu}e4+pBc-_7P4hKzBtXI-;-lAf@1DHp)5mFp3uv z^tVE8MxJkof+7tFcW&qTRl(L9U4~ev^}1xS)<}$XX{Xcud8dKQEige^xM?u8dhJv!L=-uFG5)3>k+(`uIpAtVLD2kAZ2;!-*Pzk%_82a!n`519%bV zhtWEZW6GSeM2ZGRbQNJ`I7Yp6SVk)Ga0&GI91d3}*sLU$qr*QpN^Os1n&88#Th}kQ zV}(B8Yl<+J8zyY0lSmfc@^Qbak8=0w{rr-+W8&oM93GoP^qUH!H7W` z=)AJJ?q{?b9Ex$$sI+%iwHY3$<^x!2Hx8XpgjHqdaC=!0$n&~Mi!IFUtoOruVntrb z0`P$l+Pv)GXP=ZsaIldaufZk{)R5zh_`op=Ict>xzh1OiT-Rm)y|5AeI;iQ|Ug_l> z$;tb^p|LU=#en-$DcSh;<@C%nvrcsZ3-je~_9%(n%H1@tGjaX0WsRvFrt_G9^{?K zS*gj5yHLD^Wuz&hpzK0wg|l{vlbO(nGcVb2V)g%VF;xK1nwLiqjio#8pqbfxs1*F% zU{}|6-=!orrBtlajkc4{^xjrl2>Xf^vA=jM8?yLk9y zQ@VVEJr!k4fTmfFu967Ldj0?wv@l?xCd14R5#vK{&0;NE+O3B{y$euL{H!W55S^ws zox6s!5CShWm)*Y;tpu=8VFJ{m_veX%pp~1uq@o=6CDhJm159!NK3qXjt}iuujmzd1 zN@_?s&1L@?o_v1C;Ao887TKsOpalQx(T8c43ninnHY>4TVtL4daNWj^ zYd!g+RI*zHaX3(5F#3|9zGATYVVc^&v>xI|84-_(QheH-Y{+Q7tX{b7kitpE!(oTf z=Q=*WVRtHFK%f)L+UEfhX7ciiHq3KaI0FcK!odR_08=;bbilbCc>)d;kWYLT#R3nr z$P=LK`bb%5^7ZT23;lp57`uNj?6wv-1@)^-hT=Dd-|v^MdSaB#ZYts~X+1HwU7A=9 zJ83wu@vEo1F7L%2?WFLqW`L_(r8rI-t5}ooR9{u*ei)csA~mH6e_}^(;frhN!`-@o z2zXD9%D=1*KN2%~ZQoRH5+UP#HESV4v?$3r2#Pw8sAPbj~`#X%Qmr_!$G55dofD|GCm|F9xk; z`+Jjm`}O>F@CiTDn$aao(CCjN(Hnb(*yF)#Zj=C^-_RA_<OA*L+Pm@4Xu)psGH?Ze$lzj7uo4;=p+Kt;#)YVD1QoZp{frZA(zGnAy#`Rnf6_2@m8g8T45!XN-ebzx(#>FvUTP+ zgz;RRzFVd&1~;*zNzbT{t1!FY>;>G8IB41s)mIN3V%#hk9o-_6m}_4j*r}cJ<7}Jg zy02D6FZ*EF$C zea;;pd32C=eD{_SPmvx+N%cbtMoU1Y=!vGoKzz66@Xk*gty@(KPC7UCKmIH zU~s$@r1C}oP@KUv?U$=Pnd-O@0uz4L%x?m*paJ)V4$g$%Jv}{tA#jdwR(pDk=cwt2 zi25%q@*w#lbXczj=SU-L?!Dhdg8h--N}KAP6fD-OuRb5lmdeTRt{0Nj=obn;Ek3TP z*sbggj+~jAY1*g(d53-V51&M0K4bY|jW|Tm!eGDvAtv~GKtfKpkVt^7P7b>)g`PaUNQCm&NpypyyfrZbBi!lt269bev4JIFLmqwxa=nqaxM0@s;T-^wI}Nn|L|brG zvJy9twvi^osnH5twnoo(TI*N_h@#W+CFT`*vkpIE!od!t`*D#dz4cakLl*f#H(!h! zv?>m1P#XD6@ns7$B|=#fHbKONww@bMVAvo8Fn+7Vm{XL{#pVzQ%aPc z01#x@0~3Om^v-Qu&LX9xW$)hJkP8iuhDdsk$K7k}`_!w02qV5acZTcD3hmrSZ_kYH zj7pNmzHt#GlRC;~R6p09j3VH|vx>Epl(cxEO~jhKW$1FcKsd~zC0eeg|K(Oe>BsX{ z0lbJR{4l~1Dx8#arj@4~2OesPfLQBzKM5)t84w&S&s{8As4|DF>+5j#k-6z^atxj+8huE52n zc#KB1ha-n6Ues=G6?ojZSWUsWij@gHt6kiPh^ccRM9dblcN{*(SJH8K2Z4{6Y>equ zT}rV^;q?PJR3;ka(+&tizO8In?j!s)_GrZykY{#0GG<)WT4E_+JWaWjAGks_lHq5B z?uSA7!7hkL-(VlUt-hD=yLANo&Ja{Paut9JgMD9pRQ5zWNT=`_?cIUuU^HIP!8DoZ zj8le@s;oGpy!-ojtj{>>ZbxH4)M?BK;H%VOtM_?TCM2+kg5aEP{>>dOWuSHPLQcnf zENLCLt*y*fC+$qALrzWr_&OEEX~ylpkn&*Yvi@r1bukmIzVhNF9lQou@4=G8enwSQ z7mkr&*|X;!>WkcfENFh97L$^6|HcF$K%)Z|Jjz!QwVJ{5O^~yDbhTe=v+L3E(Z$BD z2l{5dx1?U!Z5glBaOZVRLt_X?2nB?f%65w0_ESoUP^1qnQv6uG zyy4QscXCqhOAvj*gbvvAiPI}`@Z&{YM^#NYx3$#eR)4&;qa{w;8NKIE^BD2T^lFom zqk)|}izm~ffQpM^9A_s!0(&VJVi_o~?o}h7k6xfUX1WVvgylbNXlCTbS<0@w|1|A$ zzS1mdG`y?hspcc6)g<*?Tw+mdd&Eef7&B%t!lD+;Pat3K3?GhM{fDoY_06gKdTl5v zqu$GLSZ2d)!}px?$~AP~s_ySLXdm5_IgK2ZG-tPa_7hh+?jm`o_*Oa+o5ou^><3fE zLbyyXY}HzbeTz!^YSIe!BbO{UtEeKsi_Od$;-LiSq7ee|v0saLF;IgTq#ee1k0-FB zlU^PRV=@onfD%+=v^i3#&~i+vv`?Cn9~v)J%oXt?@KDoz(*yPzi_BE0_Ruts^N(lQ&fvVRezTm}UO5-V*6ahz)(R-#ZC0Ojaa5Cg9}Dr)=HmBh`qD@}Y=t_XgUF`^gE zAFhTG$Zi&*ijfL+(^;(cSQ!Z2vKdQvr6EF4OV~N-m~#W@Mn)^EC8ppJ5=b#}tN@mh zGJ`!s?Zc(jS1)&2?Mg2l>ZQ^a5^@yxROPV&w`AI$2ax1?PmyWWJw)HQw`(ws{VLUYi7I(?rTC z|AmtMUF|ZXort(ZXg}<(0j8k=`fz`Qt(|pfaJLd06U|rWF5BR4+dYEG$e};WRdBd9Ok5iSFt>LN zBY&C2kDkFoI}l6d7G#-1ol??k6vT)rHp}Ak5ILUd>3JSFN!?HS={PCimWXQG7Fgtg zX|^TvTO!H%f*2|emSPM8SL;c!l<*@atZ4I?flg==fE~ri8H3~ecPlf=9f+F$o#*vRs-HPy8M?CK2%6ZgzdjZSzX#LIbyd5Ue@UWKULB7Pi z0`BU*5aTcl3ON-$16nEuvUs!B()){6YzAq&cCYo5RIs=8xeTyNU3%Kkpy=KzBU0qL zoEGVeqQk!-L4)tRD?c1>U+?Shk-&2#;*=og&sRZmQWPO&FEHOJ4u0C1`mZ348~(2# z`d75;zwSws+S!~i5h$KqJqbG)MCb}sOdal9TIg0~yUeCDx4xX!b!4mX&Jd^gATp8X z?H2kF3fh!VCz%A+eoba&#)!bqS>8t9zB+`wh-AkJ+%Fc+M5g!VezAwqW$vyPqa5lH z{eLulWmJ?67wym;BHg8QNjK8nLn95+A`D#u(jko?-9vYmNSA+TgWLGo@ZbDnH@7-K)r}X#@8MCo2L__ieXGaDmA7 z8~79{k*?lf(VB|iaB~n#;Dph)<&t)F=NboV5m_;UC}^%RocUUf2WUbxVQ`4@)snR4 zj8c6OH9BSV{Q*W@Y&Qc%ji*F=el^zvDr_hIl1ziNGrZlz7&;CfScG}lAZ_rQ?yR>@ z){`$`Z>+p#e-S05_q6y0jbMRTdq4ln5q1M?QjqIbF-6J$TGixwF9DehtnXB6Tf#cj zvVEMd*|UqHobe;^!0{NfG(zBvxZmD5A{4a0s>Q7DUh+z0%0ng5?E6(uc7jzE^zmS;tJlB6>lmxTv`iDrHpk<)B(2Q z+;MpQnypRccd?~%*YWG?=5m%d=zQ!lMy>1i;ZIGW+IWlG-Nla7T7QqgOEW@B)xzbJ zu!-WU)27>nlUlZL4ofW_y1Mbi#FraqWG>+2!PVk_fh8`kpwW3&>e0mGP8e76#S>Wv zSb<;Oq?H`3Z7`(rI>>LU6n>h^ddEM40g5b`C%5JO$&vu?q;v?x);;G7n4si#&NeFkqKLb(&&*?rX0M!-^Y>MU#FIRpj*OOl3!cUjsh~ zw^5j}mm8B3tU-@T4kCCvv^yJn*biCx7M9()S39}Wo1}&i*!%O)K1X8T{bt+{w>Kzh ze@7<}SF+nw5fzt0GaWO~>Wh`kM(8OvdZ0j-<|3WB<{|}+1gZ;b9k=Q)GhFMBx+Nd~ zQhVUIvVstMxfBmZ&irqVGqRm4?d8&Hgem4X^6&%k{_@hkk6`_vic^bOEh!C&u|p4@ zyh;5faIA7K^|05q8vah2RZsJf0;GqmrKlBq1QM0ONOQ3wPA9||XkA?Vz4A@tyZ(Qv zI4S?`MDQP*?(5B^VRj0wS--g%GM7IJ2&_yzR4_6u>ir}mHBpf-oFqT2)5bRD5xKH~ zTHk099nK0(kSD3^@;>{97aWNu9bHiLaWx4y*@@at-S369`K z_l(H_dm#K`E6CV5UP4|AUrGy0#zmm{d9$49t?VzKOBx?lQfiO$bioO6ap#&6yg${^ zGw;tu%!$p3p{!)J&0j5EqNkl(oo`2@#_wYelH(>?=AD{E9)@j(Jhhen5JwSQiGcE2 zok~8;@UTQhM%58@ddmd}_rt8+GTWa|Q>oZLP0lZ7;=ap}8JrjsILu)p%JfQF=m#3M zg!e^({6IurU5yuy(AE?%O!KFCpV2gxFusZK19~llT~+A3nr;qZsf|jlVigI!Lc8(?urT(+O_SSrlz2ofH z6>li97wz#RQQai_i1&rg;oYA~k`O_h(PF`G`tfT__dybjeW*38y&vRfn0}Y0KTu$u zg934TO|vY}9;_x&tU-Z?q~^#Mx=N0U7R_g+cdM}HFh{o6<2-m1cfx)>`@`@*34vU{ z(;^j^`(pHnwSp@A<_e-ciOCkXBj}b7*mPf9Sb;IQKx>3UWmhoeBdTMScyUsZwn)Ex z^`vw`ey7*ee66dR*!^amKMjXXmiJ)s8X$N-F(@sQI=BAX=+8ow#C%ag7&WiwyEId* zo3xE3+N90{2V%{xmDH>RsLK8X)?MfGvSAc`=2xex zbvIbv!tc|ZB<6Tip7`d|%G6)(OC$qSKX!NSHaf{BL{EQoSdV%6yQ*MJ(*LDbDApl# z0kOyV0p)V^C*<}o0WQq3oipHq0;h{2@{bQXA;{F;^=>#Dx+m7Le%M7N{#2{=N>ywF zKx17&O#k7pug|_Oy`hKwRP071neP8vJ`B&AR$;#(1T1JX21gyPnYG8H z(%?=Pf?Jo5Lsh(d?45%Q>R#9QLQin5vi>p=P~wP_q7$n)AY|6~6s<`R0_}6GF&VKnhEJ^pq2I{Eq zisch0o+lgn$pqhDa0FlxWU9^UmG4;mQ-W3uj7%x8L*L?BqfKHeOcm14@CXkWK~`Pn zo?k-Difx()JYg0W;=W)7^x zl}-*1)(@d@NWRR}#_>~^r1-3aA?MAJLAGtW05#HO)cATZN2Dl(sxOGZS3(!Ux~lwr zCn5ekxk=RL?=@PNSEBD@5*LfOcS$c*`rU=cjY_7A2J`69a=>D9?`_8O681f8P^K>1 z^QzZbCWcydT?BiUmO8XB)Qqu~_I+WR=iJs+N>#<Q9rvMT1@zN5J zlld3_6Mb)Pe@hpeJ8!5wHD-XV_FPG&AyQ>Mqs@E|P`Mvt_XuItlN&eqDaqHWDmHqv zCs(b0S?a|B7LH47IPLKpkW(=y#xpA2 zowU@Jxq`{yLSKE>=ccQ(OuseziHRqp1S=-SQcx0cAZM*Grz~qP{;ribO2qOA8+*7M z9R?v=*ZwHo@;Dr!J-veH(IHCLqrb6a65wQm2@)@rO_*VIW^>qPBLn6AjaI#Z=CBryn*cRD=-xm6%)k`W|aUxq5jX7 z`mX>`sE9VhWbXCF`!lODoQ>Rl8%XTY@vM{a>mX&_k0Mb~si_%u$KzTXiwb!qiv6WV6O|PJny5i=>msmE7#qG)9n3mV9)C6cx zOGog+NFnYor#!|4R%6JL>zN2-x_V9w(M!M6Ek)@yqvhaLclF*h!cu)TW9W|EpeJoZ zV0Gi4v;z85mwx9(c^T!eyX_cQ05>mCG^x7r&;J);njM`+i{SEK-3Wo=#4lKTLc8mw zEOTIvPmfwFDURRihRa_Rzc9V~cFP_hxA!Oh``xPN>6uG4LLeE3@J`tdSqZ&n7{-Q~ z(1yZ?& zIeCmy^SvFL5Qn*|*m#tbjyaq5?_7C`s%8%e{)t5Bt#zu>or^is)uj;4cP8lre%eIq z;YS%Tn)MqN>XgECbcr_{Ab3tUMci7!&$P0eZ;r?3%~YE5>EO*mO6ki083H42WP~a{ zn(1FXhtQsXoS;BOTJ>Sn;Lyak#@zJrriWkWG0S@G&Yr@B98xrPkQ%T~kZF=MP4(9G z@&1o{ z9D+NwuCabzuc-h&1+5eQm1Nm8@<}Jj^|1ye%X7P)hivgb7(kiW*Z{mn^FHA~&q6wQ z0~p}}NXo?T%szEu>)KN&Jp-bGtn&Wz(-VdU1-G)b*{6^C`gZThClDlG)z{+68^_lp zv!TK-W@R#iZUzQNWQwwJOBI?w~Weqi9T#?cd=IyfZT0M_*wZ3h4k6i&Jyt zp9Oq!Onb~JsWe9}#v7}$Mp8+Hn!8jf7L1ENG7Hvqgm{UvXRB4CWA@rX6QbYIe#>DV z0RZ=9zn3-tfRfAT4u%w>-Py*6n9pf9*bPLA+w}482)V07KiJRrx+Bq2u^N2SFRE^L z+c%a{vzBGWb38-$Yxe9b9l$hD;q-S?_^;dJIUS)~ZOOz-kA8QrJW!3c#00fVuj)9G z3E*sPSU7VNu28l4=vA6aMsZ;&vbm;rwJ|4N-nAF%TBJt8y&m@@61$L^`2i^X&?5sN zgucy&YyVpHa%7i-7;nwCHj2T&et$6e^x+AO!i;{NI1B{?9z;wdK8e4M1gc+g%-RXG z`lzKq8&=db_@F@e|_EXkOYO6y-frccO< zrTFKD`h(-=vrQ<&16aOllEdpi#)@?>g~M)ni38u)L% znGO@E?X_+(->m_f*2bE`5vpjlEcJfO)nraYV8C$fO$psixt$u0=PdA4mCiR8(GbaX zxV%RP<%C!h?OGA-_VsR5ix)7XBMrN>kL=xAS>N$>=7hi(8gYDY2S#~dhN$g?Qi7ml z!c2jAcG`1zlX|KeA7xdsDF@fpqZwKa7yIKFn>Uv~TFk87uN$H#)hud|A|a)1;Bv^< zUOqJ0PnYZ8YkfU2=6KH=3~5EyI%5Lx_+>FJy!M-K{3`!JwjU7x?*x#TxZzU6nm>%L zE_6+_j}I*Xb({J$_WpJ~7Uh3-91eLi(b2$&AE7%pd*k0w%i{r*YXJSqt^aZ_bnAA% z-xr`P_Gl*)e=Yyx!gEq0)Lj}6=#I%ATZ(~E+tQPv<=qIsUF#`uxOZxvXJmM+bhY+o z#Of#v_gw3J^cUfi85QG5R*V!g=nGv>j@kb7dtGdum(`4l8%Lrse{*9adk-hI9`Uh2f@tR7vWSUJ5kr!?H_^nMD7B=Oj37u5 zO(Ry?{I!33aB3OFSr9geP+Z^@fLs6olrcz3DX+~;_z}gg$QC@d4i7b9$B^sjQsUwz z%gNv|^P#azAX*_{GcTYXBY~$i`~6Y#JB758ak;c9PQ5lMjQNp$K4bMZKhN%o8MTYx zMkY|`+`5->TKyiJqkM$KAONcadrMRt6;98kWrb|T_e78?K0JS9=}$sT?8G{XEQH_zj$}3o~i2-MA9NisHUKRG>72Tx;nooNuhA)8Ii08U22YU zMo8DTaZ@Xq`&hX05HnNi_uTn2XrewLWR6wjE7exDo&Slq3iemzX>?Z<+95xvY%xti z0Iz5+wT__Q%d^(xLg8@nmU~fRQL)1)ft$?8vyM>M7>)0LWz+kAl))uKnA!R1)-eA} zV?;#3n4m9#y$D_@>sV&1p@FJ1LJ+RdLy2E3;Cm3p3m%zsI@rgKNJ!X##ISP+e181H z!=Ey3c|4eq3WMCV%!w5Y=e<#nANy9p7outSJ*0$L;e83Sg_OAIV)Ncv8*Qe=Ykg^D zYfWAKhYDd+$UJfEQgz{{xtN||LV*;~yQJX!3rj62SKA$RnfCNN_ol`;rV(LSRT!3! zordOr(~mL4Rp;X;omY_mI%e-SA(5U#3N&;#VARj?Rf``Ru%`s+M1eql6e}nUR!1u~ z$s5-rXSz(1K`{qcRupw0Qex!am`I>dBq##z_O-+ZS>ELS->BTtrju6XB%$m|LfvT^ z-%(CPFJkp=79CR>G7bs-+H@{GzOv(-x!tvVZ)Gjbr6v}VO@pTwUJ?vTY*^&%RY#ZB zYOs`4dtZ(@Hhj^3cRfb5d`;Y2e1p_&Rwv*fS>936Onr1$;vu=ORTXgi805@1*MQKk zQn;8>V!cEm{|F9n8qI@%gt?9j5htz`lRtCm$HuJ5sBegePX-?L zqqUcN*FOIM*pdSGr!*gMI#DcFE3D|J@#`Q|<)+mM_$N|F8`_c4z6MsF4F=~(FcElG z)^qN4+r9;v9y-zKIzrW?%~j9NSt2gf>w&y;_$MB84ot0C0X`RvgaQ8g5e&U^b(RO$ z&6#2*_J$rGh{L5fr$SX^2nyT#B;9Bu%z21)tZa>BUK@y>cee9yNe+$BkU;8-Du|`= z@p`ml7Xe~odi9$8n4^YMAK*TQ*UU>Ow6}fv`M)6*x%dCJc>b{hro)F=ylfN{@5bY$ z;{NgQ9^(+k42pj~i|D#4(7^}*sO(V4XV}Xx|7W-znU;ZH9&(JN46Ulbz=lh$908YP zp680`Gr2Gz!ngOE2WOrl8U#vpGUMK46QSY3jm3($4Opys3b=WBJnRRvHQapPu|m)} zXRck=)Do}dyt>}HRb$9JjloHAL!wo!vXQu14QAk$A}pNAAj|S|odi%UNVQq%&`2%M zu~*ZCP6CKp+{VVz6yj&EA|+hSx^>v594PRO8LtHW9A0r|*a9;I9<+7&#T515Uwou+ zWFcHhEGaVM6xj7j>W%c5uBU%0dnT}ZVT{y>$!fy54}@g90umCC-XB)bG9AJga*Zz! zf&;5J_aXs|%-@6U1OO8P`C+lK{w=>d;=5T3eorI!&>m?jX5DiBKRFVm7Uw6A8*vi* zF?XHqmVN!&mYMu4!3Q;&`P$0#8HP(`WOI-QI<-}Z!lCZk{30(b(Mn18b-ANA=C^Ir zDL3ReLQYu?oObsGcKq{<sa;(Hq+=EUVCuVO znY0!Okz5L|CjOY&jPeonz`l|lH-Lxp9mEeR8-o!xy+ixEy3>o)WP-^>@PpV z9-B^m9aaG>bz%0+UkJJcNwhKcQT>XC&w+{V?sGbE@kwSc&xyBnq-k@9eU=5)^WKAk zhW_33jqn0cjb|=WvW8n zkH=4+Dx41r>@@M1Kn3PCqGAJmHWY$SQ(AieC2|tAuGfd4zLBGJp~SpV(__fe-7lU; zfL+YuEBpWfsK>M2M{MKi&_Tuhk15h1#=(~p(&GqSas66z3qP9z-{bwxJ3^X_X$=Fx z+Oi72o88c(Q}2VBuu3n#9{wwF zKS#{kt{#C)yH`kDc$TQSK?GRUa|+k;#Fjt%>dR~KKfL(vM03 z%Wf;899VzhfYqrqf@(SHTFXC@YgG$hS0Qoj*WEL=tKTMfketQbUuHZ+?)p)bF#k|T z#niL~Zoz?QLf)9`E7L2)h61c|5v9l2VH_ptcQ4xP|E~q$hc>smfOQRhR5x;Xg_EXc zANw_A^aBKa&)OZ%%7snlr~Yo7dy$se(Q_$;!+}t78Bp1)%5ut+wjP4oqsx_bUv};I z#kqiEE%BE{Pb#h>Do9-pEa0c?BB8| zj%hiMrh7HneGqQh8SW}_PkX0;HGuaZ*u~`|II@Qf0)xY_G8J=6nfnD;ES~ti!C)%S z(_RlT!`VrS6oNil)CI9QCb=`8=|YCC=k*y6QNFVyDn4y~9!L)1_-}5^GJC+99>nQl zxiPAR^YUaHRy2)aY&=Jb+UI~R$INT`nKLSrG7fqmUb)6+@tD&o;l|l^KqPhhd?H3pQ1nin&z;A4!Qa(wWglJI98F^yOA=K!&5FdK z#=p&aq$VIc|43FviMp+%JMrh_)+bfei0^a|$CH_>&T{8d-_uSO%>!i6mq`*i;9#Zb z#W2IrXVeS$M!|UM0=|t>Gj)Ahb4<+N)S6sQ%eR8mU!K}Q*H1HG(Z!o+7FeN12-|HZ z1#U+-Axq#yI5Gg042f3>bhOhOb4Qs9+%6>WBG#3!47G|d$zg}!_M_4vf}&T(^&B*F zxN##X1g~OovYzCWd`xGGycOkDH8wz0`mL)vb7|3i%dxu#%1UiSA3L;-455*~%aPY)#Y6KzktMJKp9((a8jiy<51e3UdKK+6tuId| ztTcckZmbq4!Rf+V3PZL{DTF)6!jNMP6cvi{QqQIuE1>88CjW1j*i*vUQez4XSuWX3 zLc0a@9qCV_@Cq8JtFLED%2RE0Lr^)uE8yo{r6}yrlg-3(b>T*DA4{i+F+r@;Sv1@D zgplcC$aL(Ab2#m@Sb?H)MeH}@g(nNhJe17PVDUvNS`Yv%S0CK;Ar_G8k@$G-l3K7; zOMY$(px*%`SvM)*cs)GRzsg^azi5Jspptns$CpL_$UuXUjaR7OOyw*_=4+P$aADfw9?TF!0doOWd}!wSEWh+`?JH^8gER{9Q+=}2i2h`Ws2}kQuwxRGU&WpW`N*?Bu ziq3RBks4W5YWndyyp)C2Pv37>_lR6!)s0zey(3TI2tYR3z7Jb;O~#(UpjgUs_PZ|F| zZGOHx|I%6>{w~%tfXD2(c9zqhnxA~h4%8Gn+d2dGPBlcB!2Is;l9<+*=DtntN6?!k z;H#4l0iw^NZ?TWN>i8`lo#MJK73R+-M#oM{zfwg@$k_m>4|E1rUFZDr_yj?$ldm?9 zqPT#UObhx*kUXrQF@5TPndz+S^nBXU(iX#n0MgJjN1NPp!H%a9C$0$rtSMFb7g%Q8 zC}J4Gh%MgS1F_tGUNpczTfYxY2mhE8zYwO3XyoUKVI6)3CW1!?MQ4+{+~9gV>S$3C zdc1;2Wl7_~L&Ov$P)c9Y4{27)!$Z~n%`G|nW#5I;Y4<9`z%M)(J(~n;mG>=`rBWKa z`ZLlRJ;Z4685=G;HczTzc3r^kdm^rY&8!qgYWXCV)KrsUk=(lqx}*}Qqt|WB_qk8^ zsQ_SDcxS}Sf)2Q&qZGulJd=hOIK_~h-YhHs|nH5 zNEe6lR0Yg7Rg$e$RZ61za5t6BF81GgYSQ8Z>T)v>9bz~ZpevONVF=dR~p77jYOrDL$)OHqv0H8bPQqJB{@ zK{ydWFph`y{pDNZV^Pp0UepZqNVZt~m-U4&PTZ>Z0@l=wr{9bljf!E?m zTudKOmBO(8pFmJUC+P~9F)FH{u-z~$Kw*mVo9o*iAchA>aLB%YTQP7oWDSSr`ZjFM zsM%5l;@ZUDt1D!kG~*^B6r8nvwCA!(SUb{dKRwhO4VSiDht1;PyucH0!Cl zqNe7vGzliNC5A0vp?UT*G=PxQXLf`0b@u4+Xa9Q~nXAcUt5nouiWeOVDjtN8bMNtzP4 zI&U|MWdFnD*_JANZ>@@plowZDKOb;A`)A?r{0G;oTQ2;KNeUK)2mM0=0ciHHYZwJ? zjI@jbO8;r~Jvk-^HDVH;aYC}RQKXV9WoDC;)=N8s^Rej940cf~dp|?SRx1#4NQHeb zORs&>wH3KFv~$9K!)XBHTyUpUTMn!_X8?KtVEL~|xFBqXR+-X-YcHMKN9Y7Dr$ZQD zDO@Lv&B}28?-YTWVhHVMZAa$l8|veRIO_6q&x6L)n_ss9Z>m@{AH;@F`k3Vu`$bQtf2t?4Wz(*=_Xg>q+_yUOh0c4 zn`rd(desfV>o@PS4H3YbwhPr=uV}FSrizV(4M0K8rr}SMbG%OknhYzMUJuqYLEC?1ai8w)S+ad^Uc41;Z)P*w%7O0|CNfw4 z@;ZJ+`1v&xvKdV^>y%rI7~7NIg==l}$dHrEQ)ipU_#GYy-^2ezExt!cq6iK;8>MaR9jB*60hLbWtMz>cF2XBLs_RUJ(7Zo% z@s_L_`U%_?kAH-%GiR2P*MXM(^&}mIt|p{FtDCq^gjza+=G}Icj?*WXTebnJ);$)S zPl<~$IH4AxAIza~{R#1U3F`a#t6J)c-!x5$5ha)+7z#}VQZ^{&nN_L{$k{yv((i4x zR{pIt$|(U$AvLUY@1=9_aY+pT;|e>rA{&@KKA5;2!5l=4?AB`SH)e)%EOtDPWk?Fh zBVye$pSd{HjSVieAcqkY#-BJ_ebrgoRF=|HVD(72zbnl?>{Xi<>X51Q8yu06gu<2PfRp5xHFJHUk48g&D(_&mR|;0x_n*7JAIB@2?GHb z72$ue_%>0T?1*o!<7RRyJw;++UL%+UiovI3yHk=5tvK^-JqGYJZ!+M}?toRmb|VHy z*UrJ&tP{c8i_vGJ)Pde=R*<@4!i99nbauGx0C;=N?SN^zIGSnxh#Y}?{*+j`qqsZh zyU;Q{Aye$(#0Od;JHwC$K9nDRlpt4hxXx_LoBo=lz=ycARPv~;8RJy zjq*u{FE?!ZjJ@?BBCVY6Q?;d+-pIJH8tSC^q$TZb&t@`KMP2H6SE|*5wv^&9c1Hz^ zG^5NY2vC;=YR-3(M1Z(MB;`CjIpJ_X?oD;AH4V_B7P)TWaz!`=jW8>l*%2y?d zMnNovXgS)T8FQBFot@|Y+WgYC80f?8Lx9-*V_UZW8bx$qrym0qm%34s>yW-2mScW% zSuV zT=F9y>3`gPGfQKc5WamaUM;RcH4_}gvMVyB-_lMN2=&@4J+V3wuPn>D+HdD2v)@wC z(BK`uj9yy$M~EwIfM#C3GV`=b3kYxks|vWDNWrX-=k%mMHN$=_OgtG^V{rUXM zPnQW^cenl#d-GkHJX=)*CtY?gjWIJ=#;>To>i}v*`Bv`M1Uj#`;&~vR6+0w!#aH?lm=RXV_6AJH>QXOHwKs+QSOi zuYzjGIm;`DS(N}zwzn`-ZIvp^W^X)8(BpR05#o5%_z&`w@3pY%cT1jeXD`X(@dltv z7u6_5Pik9Cs`NPe>F^nUlbcF2WUGnS**<~f&N(5EH1yzHz>+x`p6(kp9c$cd`~g9JC5$~roa-h=gonMHIF{$ zwtjpDs)n<$C|w=?%CpaQLo7_B%DpH;Lis&^|4dB=z>drgsEoidKj%d20X3|=(eXv0 z1xZmJ{aw5v2Wh$8W7g4xe!JVs;~0c~yVwcG;-C#j4al>M@pzbAuaJ=kL47e}1{)*6 zyDR6p_h1ANTw&72j~P|mMAZ9IGwL?18$*(hfM`&`DxQm6U$U`S8h zEaENF=-I~LtTJJ^?tVX8UsS%c3`N$oQm7RAadE=Z>L9ipZTGGcfW=(j|S zJgZ<@U~x!+_39JHU8azGwrIaj*ON+bO2sKA6%Dd%+FQ@IrI{sD4m?z3p|!>LxW9AsJb!L z4U$g8u0jx|1z)S9p^U^}uFv1Q6wsr-!vLPxzsc^3#^zaS+AY%k-h($Kg480Y@mNL8 z7t5*r&43l(tR+ET=1-AGQ7PGeW5KoMc%!tTD4|FpfyB^UXWL_;!{sGFSFpSEaED3U z-DuvkEE?AZ>?q6Pp=q$kA_{NnnR4!jKtF)#?TA_5)o}>l3z{By zzfm!QpiCzIO&j;Ux1`6vr6&KFjCZ*{EZRvbsNtHrdRR(8DbVT@;p1j%*GT=orLt4j^e7T*}RD5!u)8*Y;d1fm{=;ka~T7p~Z zrAN#Petsq|`-Ke-K1~(gLsI6u1(ZRycVp)$-EOw?wmZ=ooI+Gt>0DLG3|KtSN*xhEqj+d4PLAyA{Z1A98f`h+){SX(9Hq}dVP=e2cmP)z_rsJf9P7uQ0 z!uy=^cr9gLc;045<^@p`1?@XE9*bo5i(@};Nw;Az5uud{BHd5g+(qf%TTlG z&nS_fVlSdP^>(Vn9xtz~jlE}`<%sP9hLtcVTW+2)s(eZsI~%MY6yqlLZoCLowtoFQ zP!{?Lr8E|CG`gwK{l#bN+lM;gHFKh7B7R2l5xjY+X%g7HjM)16aa>xcFXmq!hfeg; zQ*;B>*jd#E#2EHi;T6!jaTeh7tTOUJ8V5}giB3Y6U`Nz<#A|{4HNLLOq@i(Ax=+if z{BwG>qXc~`Mqr?0(7N<=1e6AZ8iExm!m{cUT?TjT! zu!PU{7hyDS=?hNyPee{xSIHHjfa-W(5CAx%M+Ud4X3W26x*Bc= z+3!^uuO+yL2s7xa_q{29TYS-{6}Q9p+PX%(?~}86i<-LCdvo{Qn-ceqUv zl%V#5DZ8IMeNkoVa38;*6Y1JU*xT0Z3re zV~*g&?f2!`EO$vKCx$nUkti&SL6YxTQ5ioPEh9^^a>=$UZx9wB@??7Y(c{v8Gupfgt}Lc-Ul>zMIrC1iO@CPf0ELU5Jm=Mi{UZpL zqm)qxHOJoQTYpi<;rZb_Bb*Irrmg*FX1DlAku}PtxNN`Wj~vS$2dFbX0_h?L&r6kU zPyfZ@&9pk)u3sTI;k zvjWa!V)dkai#mA}PFY5o@mdchg*EgCr_J~hE8;{3?O67s^wU+!*i82eV`tWTC`~%0 zIOHgylD~{jCO$@vh72ugg9$u8@;^InJ zUwuJwN>iU#>cF5$aN$V^sT+=Xt8886?4V|){64&?MB1gLc?(qd(D!}EqU^l`|2u8% zX3v8~*UEO-m9sAFW}?`eck_?ALynpczYZ%iE6e)Tvj5IOujnqj^>Jf`+`CbEgh0uN zqS7Q>P>>`lO>LgB!@Vdca*%EkVM;1t^!alF)sMx{_aN$Eo0X>@Y{&=EF`t9MK%^@F zAn}ZlrX>js%X*q~#ChS~%1I$ROytUk9-{BseIu`{>v)$g^n7hE%072^qmuJk+T%@J z_I_o#p#U{e5u9u!xBJwChi_fE|0zMS)4?FdRS?K@=@xZvsR(Qg*3|ydHl!wuwZt^OL%xe}=HH1{0;)rS%W{QD=rKnGH(T)LeG zC@wJK+H_}vE02gWxvuiKt+Czvj&?;e%p^y~^8H$IYVn8!L6+k3h^X**()5UJ7%jPm zXm3FvNl;5QxdaGIrws=Mq2iMxqE8d1sFa8mwSVq5y%pRwpRSKsD&8je@lD!)?gk&} zjmpSHb7&0$y*ASL>@2Su0Q>>Dz9KdIc1ip>nT*7Z_3-wsF^UYFv>SOnX1$7HI3DVk zY22Uqlg9FlaHzYUPuUB66|=4VhtLF9RWY8YNZieY49b`NC~(j7^K!!Gto&~t$9|+j zX)S`PfxZ~!XkqE;?j5)$vT(`L+Kn2zbY!)@?^cZK?x`smY%zo6{p5$YcyUCZbrFyZ zkkd&lqrd0~wSMSou5Rq)wOD`_*{7p}Dor~V78Vzl(=)PBK#|at*vc`e$e4xgeQ+}{=2)t|~FTDRi%GeHk`;t#t!uGySyOQ!NA zlC@s8{RVlZx@*SIw?Q22Vy?4=0Rp5TyCXx6_S4+{lyRWQd{YN@Muh*r7Qo3CTnM!d za-HVHo171N$4jx{`N5IW<4^Rdrx2~nv>UT5)(_9)X!=*rnHMVGMshf`LZ0F~cjRyE zK7tYnVChK3c7J6Cd$PrJx}n|1K_zGQ)}30dutwT51s@xSu~tHA?K4}BsuIxO8T%hM zl6$@usG=C}ybte=bHAWa2Nk_d&G3HCX=!y6Lw93UW|*v@uoi!Q_Tdibkjplu3^)jW zEK=1rR&;s|Jfxs*`xuDGCHyBA<9IJ=j*JGBWB8pCa!zT%9685R4=2T$AX3NWt%wQ+ zvoYx2JnFr-kQ4S|#iZ;yyn5*HLqRNhJJi3}ibjCMK+#}ww;ux3UvFEL%w2be_{J)G zWQobG4f;*A_~`L5G%)b4ijZ1W14Xt06%A!p*r z@HVQ}QuD$Se+4NrDB5*;+ZtJY`(Y)Z?R7L*&PW^w1V}36D4UlsssbF`-942Q>kN#w z2(a*LCOzZS6^|{A=8MD!p60}zFEXWv0)f3KIFLYdiPvp7$$GdC1 z2&`V$x{fbLIowrCv6}1%JzOjoX6?Q5^0%lg!ZRFqwuf83ttzuR73aFm`ocq&rfXL;uu#K_*T1lqr z-+oGs+ATD&PZl&rR3sqGBJP);AAQzgEUd^U+vL8F85b0|ehZ%)SbedE^)2yq9WD2h zI4&(>Y&K7gpc&h9p7m|^p5N=q;Ty4D?b@kLT8^RPQsd{817Guc>;EE`)B1zHq zdw!iO>xJMAs3xC8Bd{p`7w*^)%2>k&4IQqc8x9r$UN#laOUxb7+GSJfBO>?RD-j|% ze2!n*%Gv!x%Q`0NN5B&)xMGyHSqk;q;Zw8qINGOF>x<6X7M=|-B2o*>^p%tr+#K}5GJQ;%6OfuOel|Z?k#d> zw_oKsGDj|l*jo=rx*1S7y4P!YOnoA_TY^mGrS87o{`Cv>Z+vOFd#nR)IK(gfY$WXA z_qS!FL4Su{hz=)A2r++?U9{|X;?U($0+%Sx%3$)P&F6Q#<#lesq56l%{~mtN8z|Yn zJ8^{FI(-LSqJemkqvN+Dm>7%5pkKcK{0#-zfsDHrGTN;~kEdYr+OduioGTpQN#>P- zwt1Pm1){S4&5gBMOI1&57Tju2O28%LV*8@xBI|eB2q`uO* zq>@?i>5mj2unX@jwl{_&cBV`!vX~o!jtcgqhews3@j13%?>~LcYB2=UQHq;i_VE)2 z<>BbvNPuUw)YmQBf65Oe!tT$noM-=)J7W4c1=2gAnBA|`Q-Cs+~Ah&kvQ zV9UmX`JJu)ke5zpU4T=a&R3gw(z-x>d_$TpoEyNx3OBRWprsJ6su6&#!7I&P&U3;a zTRE_WSWnTz`qwQXap~O?ih-iv$8Uk*scX0QeE|Z{y^V$&M^H#>D0Jby6V;zyQ_?>t zG9a!3TlhL<+&l;Ej}x=eTd`>u^HFDh?UpS+Ra-II7GIyJiCr}nnkw%*vL>w_cp*2U zaXPxmNzvJEfVC%ufQ9#6RD`y5&t@Utmb3;MI2?Lie}u9GM^oE(6~qmivU*&Zh>BxG zzd@E3>d{mXd&)rJ<8TFF+)I>B)|<87Koxb=&${#Hw{Uz_~x~jLd8n1Ph_d_QZZB@-Pq@!aM39_=68*8IvNX+p07){Vg=pK z0M+d06DV);+x}J&gm9q|9x|P|SdNjWv2Sg6^_QzWZpJ3p!xhumB6HOr+Ut_P``|OI$lAC%C#OEoH~feBMzyV_#AJ98 z(<*Q?y)~-$yH%vyRP7kqsb6PNqf3+R49i>tka&8K)D^w&`)@G)Egm}zpWh&XqAi6O z`1!k<2WyV|l;&2S?#bqi1lqfrY<_UT8Bh;?ur(_PKg|=Qp|lOtCU?_a)7LWAdV>lI z|36f{Wl&sQ6D>Tr1$Wn=!QCOjT|)>SEI7g4U4sOd00}aeXvGv(ezJsv52ZXED}@8Xk<{HjSuk{*65i*h`ZXXbi9JdfLa9 zxLe?22bmtLN(CKoY+z`p!(8wVZZ2gAC@~x``20~ry+AdExQR+uR1JFh5R=TnfjIN$ zj-&P~IlGhtjL*+Og`VOlCqinhBeRN$@aA&q0goH(<&efVkM{Zw{&sw67Y{4nEW>?| zglwvFOa6XoD%YRWfGlFQMKYu7-aqSvHld;RZ_+`q=|-TgBO! z;BKzSZbBgYZ8Fq`KIOpscTw`iMTj>f$6G3~Gm(81=odXC5kF&s<(QG06MZ_qQZDth z)V$)F8@{``G=7}gsaZ@h}n3?GQgKh zym#z;UQgp*qv%c}?(S9kqUG!Bwbg~;ho zw#I0G>n00-r_*b3s|+eQ!o51d`YhMCx9E)|3^DXF%zx+D{G6ZelgU${|t8Z5KqeXZ2+S)F!@jcc8eoZIhf*dn$I&eZXmQ8@sR~{6Qzh?^#%&VoP9>^?EgLGbg*L$j0B(4AFI^ZMme13Pd1VrVk;BEiqNz zxM?$KIi1bo2mDH&?}wD%M--t&)>3p^XLDP2i@W9H2ln$Eq2&9ND|fbw@iG0jJjj&& zsWacROFSY(25cpLkMnqJn9I^>K*M5yi$|`+d8&B;U_*R*_5l&Wko0p?Va+StL_A0J z+zAGCkBQy8~0x4Ce+^Bu>98+GY!OOG(KlfH3f!1>g6l&0T+ZZix$Ut~ll;FyUpkQ~M8?mU{V}JW^yMSY6&R zhuKImM(5NgFuv|i-6N+C$9q*^S?KV#0l~$kcdl6m2`MXyOHfOg>UczScMl=H^}X)Z zdh4#y<3pz4^KrPWNyT0i1IZ@1Y75ELBiq=2WU0QZI)7ussS97IrAYlc(X|`VPP2t#xBZA+w{Ax&J5*POD8R>-qNI)von8UA=E%A@BT~0-3=> zdMmES`jWrGBmRuDognDaa|mK$?R3f6&@h0e6{h_EZ0COqLJ0yme1a6p9rvdLVx;fr zRmCI<_hmHUT5Blzct2GFdk}y~ z8@WBf43_En-76idhqljISuL@~7_`SA0-SeNSDYTu>t$gkFJFvS;d<-IOmS^;PX+{< zDE+B=37$H6`p1YNS{#th4VMGPFbNKPj7V7YM>~IU^SBnV--2sSDb=s{IKEFSsKx++m2MVm@8iQ^AI_tgs;jxX zh=vQYtcD8r7E75Ckvo^31vXqv4wN6IgaY&5n1Oagd&rx5&#c2GD~G?`yHFQ6UQ( zzHC2jKR+UEcM$DA)=RARdQ8Bm?^d@QSH0GG@R4=k$%K20(s(rqcBE}HeERZr#aD3g z^=<1WAUgu-o~qJLtFn33+(?{iZ?ECG&k922_%2_S`%`Snw}fic)0A30T$P z%ggDf1yaH9I5KlKlUxfKd^mW(Ej06@ygsel6_$v<_Wsw{jY$ABl+(n2mzT6}PdoY@ z(j386OXh>53-nG>*9$M&!cOl0t6vge28J2!Rj+@&F`)dRDI8m<0g@U+oE+}iG3%5X z1WA!b|9)8?9>dHLvwKOgK7R3s-A;_U?>=sKRofms6|8)Ls(G~fD!l2p5YvQCBj$5V zcxd}Ryf$CuV7KIUvv+PqQ3!Mj!;zAa=?#`rFDZwU4n_o_5k|eGq5Pbz-_nRc5Z~f2 zW#g&jQ-d1CiQ<5fNuPlbjFUmy;IOeMfM4;5pd&7uaeXGL4%73xZ99XGfNltEn{m%$9}LcDqQ|jWi0-L9 zmKi_RiXD}|5@xH<)e&1~M>}abzE$m-d!aLaGDRyT^YZIt-9_m;L;)=SRvWfAmk%;{ zeRu9kD8F3#bBbS%MpjaC_to+1PGBQp*YyI!y6wnI6Qh(k= zV8hkLh#bwp1<{4oyprOvuOqGt_&Cl&`WfqPK~7%ixrChR8C={|>Zc=ZqX_E@Lv#sU z3+fJVXP27OZIn+KE+59iOV+o zPj}R1?Tg;(wFM&{QBJ$dy?+?0^xF&vZ+CatYP0`SQaOIvcm=Q1#}*6A8ZI4?HZ6z| zXnN*%NC-mIT9FybTBFq3&z5V|c>0hs~kH z{ll13;KlVXP5^^Qm~aX0I%d=bM(u;=iUYdgZzmX%MnRx?K2wz+8>11`R)YQ8aJ->b z5iMd;%&1szg9=~WCP|HfKm(i71ZpDNy8C5A6d!br#dhOhD}Jz8n16F|1DGcRvQ3dk z{Fir-61rf-;b>Lyd9jiOz%@<+>JOo0*^KXrfR5CZ#I^5BxlmkiAtnz_0q5`S9mF$v zn>WiqdGSxZp!Fz+-Oi3RN#S|uR{zlmII6oNj8{E>+;^hr2oa!k zG3ZY*Ru6PSBsMh81Mko3KeAfpcn@>}o@VY0X&WI3K~*-ogtEIiZo^AVl<1%v$*YCJ zYQ0Ew3}lT{at(r?pMEVivf2Jgagw~Nv%1-z7f+-L-0GtCZ+hi`Ktj$~oj}2(XsVXK za|}lt6A|=B$n9*43LP#6-q!PHAD1XX7%M8M7;X)ON%*B5j$K-$ZOCQ!b&JeMG6A^wVm9eyW?Xo4c+zsOU|ujz8S|F>Or9TW9E} z{f3%XiAq2&eY!x<14$*oL|=AX)mzUJUXMY-udX*@c$8RZgP5lqqS_63Fz*>=c!Gp~ zc#@*NmeC{_6sAjd#8lVaxHe^_)l$sD52>hq&m)H z^!^n{Dr)0eNG@WCUWu!^B!a08gBc0>c8D$}A_M_l3jV2m2Uk`^8cnk^fR_Tfw?qxR z90=Hy{Mq}bP%`eD@8vqM>^{?!uoB{z2qXUMOPAD=q*(ufAmiA>Cj95?yVw5Bk0MzH z8|%Z@y7MIzPh;%&%uRH4qSEwda7Z8;bXs&grlcAdmk8>|e;vAHTpdA0VCzoBbr`<5 zyQ-bp_9ui_ZuJzOGjq+&U;*9~Q8E_E@A9;wfVEG~h%nueHT&WHq3 zT4&ZEXm~|+NKnf~W@C!Q6_F5Lh8O{zR=}TBlGh_lOZ_XXOGkkeB<`8@`-U~tbuM4s z$Ku4>TzN*i%bBi!3uHdi>4WSBTochNl~(|7>7HNuGl- zV{MOkA%iGf;+UAL=0cyl>nZLBMOuwi7rsxwth##wCbBg2|2S0{bbBntoOT)8hC^v{ zWq5xAb|h_uH5CoJq?AxcLv85H@4CMJQG@DRqnBRHmwFs{dT`0UF?P@o-kI6~_+;P> zzpz*!|0}?d{{T}L#;`@<({nxETGX*0S5g{RUTuSpygL@NYCLcu#F3ApYLpLy5BcUI zv^Zr`l0Ac^ICQwuPzJ=cK-(YqiKO^I0e=mgW_4Y);@<@PB-G6UCZ&0c^WA^Z_9ZZr zhh$o>osD)AV-(_~tDhr9LBHiDB;;Vw$7fn7Gc=w$aaO*Wm>R*3|6wG_M54oYJZ5Q! zU#6lSJ-axImW7^EU>Wln1#Jt<6u*ZOH<7MBn0w>KoOQ%rne?-*zaX=QvosP4eV?#4 zau$VL-H7*O&>jf%uIZ1pbqO3uBP5dnL~GowWyn(K@R@9H(KMTUZfP8jM#?PvxOrk^ z?AW#VgU~0^L5~y<62UftF6?@&CA*#K8?Woe#JoTUGY5YIx^L$#SF;-(p*O2G*I!Vs zhy$RiWS9N9t|vaX^8j*>jw@PcBE17Bh}^#mg_Yq%qb?HBen&$7u=B;H_!yM~r+#j{ z-4;L0GG>xUN+XHdcPnn_v}MnCb(QF~;E?1O`z2!jD>ad0jyH95W@edU%ZfVRK689m zYO16RliHEuK{l40Hwp_fRRR1Y!!=^YaYvY!u?oVVL_9HgP-5I zoBSH)*L+rQc}On0G2*5MINW%3yG=B8Co_^1OH%d^Mhk5=!A=ij z`}3QlfnfQ+_(7;a(?yq`6cAnDK;~nCYKaQK`Vc_)?+RyO>Ue*tn8K9$a#szonr-M; z9O2-UK-}5&S75jHvdz2)=m6o*a9%5;Hs=u@6{avt3qp7eLMhPhukoNHIa*ZLleV3k zb`|P?Dt-_ErMK&?JzFrO@hu{slc-kO9NqeO9~)tJU$?`aZRfPUyH-6s0F-kbW-`nz z)-_`+Mc_mY#JYbJBl_~j9C#^!?=HOv3#~+VqN^rkx@q+X_bMkjVDNpiq50l-p+QWA z57P}>Qx_Bx5^Pyu9&C;Pr#{0x#)s3RICzyqL;A)n!PKn@!Bo-A(MHqwDa-xa=AdTd zX+reSuHsKsGg6&-(C~L_1Q5uKJP0*L$>l9cqNzx5lVV2z87n-83@d!`5`S_KPT_w4 zA;Ky?>eaEHpw@ocReZ`&THZ~2pZwnypLZ32*nF3^cKvrI^ z)U%DDOE?8o1^Ct{5ZK0fAi1ojP!Jd90j1R>66m{S@68wlK*2|*DF3%CG}OdwyNj@w z>`p>CJD*Ri56PgIbMKikZ#w~=cE0~(aO6?5tH)9Zu~U}o=A-CtH>(OtMxWWc36CbR zZ0=?Q|C@nUUo~<~%PV2MwVOSRQ!5IFEakB)J1Xn~bh^!AOUqd~U?j`Dn)BIqzMHCh z;h1Wap&J`>BKMNY*BwwBz@*i|+^$t1fy=Uk5MSHvQR2u#;ArqpEjx{Ma1cSg8G(Pj ziW)O5wT3C2bJmvZzh{l<86(Ry^0K@|bxyLeJ0~ER3CM#F;pSbTwJ&Fw>i!d+UEOgt zlGVm(tM@xKj^h%=cVz$9g=QIHd5=PtzDJ+zZNQ_k>f$?kOR#*u z-rU6QM=CNKv&=u|nyZ*#c+_E%Wl}z#KZ{aPZ<)0u`h^LV#2qQ&goqOy=x9Y91lKpy z9T%=n&&?jVg)e$mJz=#zGsJB1lLG2ywFg&a#?(CWLa&4ol%fk++pJ`YOqV#&p{c~b z1>9{x34NN*zes7A!O5GRdWq#?&%>nFd1p^qhK6k(7Zp$HBDURGjq!jpZQ;3&V?uRd zgXuv(xYv*9r8!f;dwf?J5|SB_gnFxjm!WMa)`35X9Edn@Cvulj|#(K2-~^u3>4a)w%g6&`juknKQ!k`?KNWh zeRl_QFMsIG+>!l_Mo#VFZ$avItF86phro1p!wv#*VO!?Fy>B7hR5nOMWous|r6$iL zLj>m+z9Ij8aC+=hgE~}jwm3YG>8)L-{`BbxH+naGq!5{+RtN$ygt1aJw|~b`fViFL z%=uKq%OdqQO}6xEoZss-r`vuMpt7=PNxEQWkW9TCee71r77@thesO`OU=VYbm)Xr5 zaya!=?`Qp487IlqiODQ}jXJYxYy6Dk$SH=4pUL1X&q9Tn3J(X8nUfg<4V{ciYQtx# z=}^Y=p(aR`RwYszl(q8phG$MP&~Za~m=f6m5r96moK{#(;$h^^&QAZ5cbv8uLnJ7& z(tu0DwL2j64k)-wY2)H%ynB*&ej~um_HBO6j3A6HG~f04TXNd!mCaq0=2zeLQ+$IfEkB#rePgfo+kkQP z*x}k=8;@j(uQQP$U|gr5`$(-Fx|Dt$ij2AEySec2>@`vb;N3~G{RldZB{;*2-YWUD z(<*6~o)|;bZ5F5F%GNwk}is@x~F~bte;yvKjqQgpeAw!T-YihhE zAgV%nJ#Lp?O`%QTcf8J~94qj#$XyO^^IAgO=F4d*kBCNzk9vj0uV~q(Y>nshH5+??aR-vNOcY;bke`h$9k@WN+JPQ;IUvnTg$;A))D>*P)RoR+{>Z|y1G>3&VG zKWuPtY`uA{4Vqb1Vov`DLF+{0^vM_}K7P!P} zJ1Q@CT{Msiz;H|~p^|XlxFHGXy6gD6vr+WoOo={gDO6&+R2Wh5UcS!kk1z;uA4pAX z%jV_aQRJKbBh-J$)GG!L3fs#9v-&p+XIN$)SJLKpok#}4?lBit=JM_y$cX})#5Peu zZ~5Yx(ZAzhA@qu~vW#O(_}&b(AAb;kY-PxvI8r{%dKnk}e$anNZQox!%)p%s8p^9Z z^q`gq+)Sh>0Cw2p4W05HfT3F0t%um{l-O6@BfKm11bqkZj85><Ki37XJfk7IR$BaO?RE<^!QhQk2{w%*LX=$du`=d zYK<$@t3<%#1z}X@z8v~{c5NiS+^if@a~gKMp-^-tKq|;t^~m6RxJ4M!`OCf!vxbyC z9EtE#s8#_^dvOf#5>7T>K0oehDeZGW9e58by0e-_pwOrxWijJIuoQ>{zc^TqOc)}i zqnBv>Y~&BgahBS1aT=3|#N_s5@kU}s0>A&ZJt1svWzDyK<1?ys;hAr2r2k&%QTs`H zY5VLl-LD=QBsCXR9DD$;Bt;`6AR@p+4kA!Je;)@>rl%Vyx8PA}pJ`?cfr^w~)s0d- zK&rtZlI{0Tr*UYJ6x+(W=6XNusQIeg6Xe`}1)M88$4Dl|o;SQ~T?S5~Y96AY%s=dP zdS@b!{I8IP%Abz#7!0CNoJ5>P^z6Eg^<(#c)Ua<{;itEk6CuMn;Kws86LGzNZ%8xW z4!j#b&i@f;E8*uF0L?;v(4Mfryx*1l<=wGN1#hy~sU+;Ad)Gt#*|j(K@@0uC9zjZz znQJ$WK2h8SmUjsJ3nsvjHr$2_0?~qzLF0fyl>w2x-RCNxK@6Pj57gP76Q`2Kb%n2! z`F>HJg#0pIa*$#A=A4X1@RkNo_9wWlt<2T^-9!4=!oB|qjQZxVd{WedVFq3*fcY!+ zLAJiQ#fwpw|88EWT1Q<~fvSbj-@HqCB)0J}?~UtNM%7Z1=BfPzheC6JUloSQ)5U}c zLgjJ%LAd2<^7QcT8fF<*>wxAV{P_49Rt2X^-^CBQ4%>!;bu=0rU7Uop-LsK8ZY_Y zuwdkO-jyWi0D0$m3}BY{C;elWY%#5GHxuQ0^*W?&To8SG)lJqDC(B2#ua#i{ndZ3n zXDUgZ1PYqnXAi||V0)g$zEkfcGcx86l<9ICCONdHjZG*x@;wuJJ&n&OymZRLm ziq@UoEoXWkPTYW{mnam%`5ZV3`N`tq+pu)RRtPRX0;E<>Lp^VWvrY5FPY@A7!Ss8 z=}3j6Wj-AQ@A5af**_A=2GOt#V+7nSQ*LiddhEyiJ7}l#ptSkq%#}i2Jb30A5|Dq^{#0?$F)Xviy~w5#+Qs(oamL0DBXE7rMir+cI>E} zi;EeV*g_euvv=p~Z`%bS9TNO!IrU8u#UJFo?tjc+Pl*Tm&3{js(yP#a$)0nvw?F11 zfiIBJO%fiaC~S?ARL~tby(HK{65fp|^b+SV(w>N$sqr~((e!4TTydH!uJbn;Jofi7 zGACyh89`&E;)GwN*+7HCNu$Nn-1yKNR2?uwAMm1)a?s4zaKXi(&;gfaFnvn%DP4{U zM6+S0!i0*$W9z1Vl_#4)sv=XDpPyIl%MS*RnmwF8PEYLmS97D_jZD8W(oI)_wyVQ- zO0fPFI?wI@EjF1tUDGT95ROQpsxD$pCO~&297fahgfX;oX?<1up(S@dImDDMX_7(w z*V{-j1#PH!`3(GuJq2CBefERyPc~afqyaS4yVWs2U2BwrDOcq+oo4Ty@mzE3)x}(d z#wm!)`*H8vDa>;S_Hx&+O#OSIStP-M7lkjKY#fj;z}2?l{U#vrhAFFfYZqBgJ*UQJ z8_Z-J5C~wCP)DtKg}jlSnu|^p4~fS|%kl#mv6wQ38Kdu|QmD=eP0`~8A>RnL{qOE6 zsS*SBClWhv2LnHf&^2x1&`_mIeDPb#pUe?HgaCd8LQp6)iLO)x^Of1j>g(S&H0e+x z5hA!FrvY{MTm;Zh9nBA#v9wa3WT&C#ShU#*@@J@n)R*TgOL!xy)EvC?0 z|5CxHxiNfrh;)43e4*?ZT1+vE9D+e^uC>I-UYXv19#Tr&$R$X3V?XpB> z1w1usg9lZ2>n+{8#UIjYee>V9cR9okwnE3p;DSp(o_5_xe@CA&1c55A5GZwnK{$m3 zY2er2mP=W)vQfaci)lKi0E2@r$-Z&;)xQ?IJt0NSl$%m%jY^Niz@)#KAq|}nk+WRH za6c<6W`tK9pb*s6yjNawlBL}>HqvBy28~C2!A3CQ8ZZ#G(HcpQFq*o2nrR* zcxpQZwTa1S;=r|rS|Rh6UBw@3V+$STV?S>PkM?N8fr?JL^FLV0lPkcn}RO z3O?d5-ZQo8oqJXHvWdnnI~4%0#Q4Vsi0gZVJcpN9T+{xSeL#cC;pR|xdq8)a-ldy7 zt2(Vxw*M7^oDgklDeJzVae{_YSwtK+Z5T~LU$+sk0gX^7la@vB{Be|80JV7o!8ap7g=d#Gjd^X2;@8~|CbdtGWV z4Q_B?=sh-Q6RVUgZe>xuKzyg~2A&cH^nK_=ae-ll3+2Nb;Hv@^9GmoiZLg(|Ef2?l6BFRk%Y~ zqfla5j4gH^LwLIS5^C6n&8q7#1V<1`!307TR~ABqcMZZiW0B@X$iaOXtfV8L0EwO8 z66^xF0I;s_qW{;~Z6Z*00BChScI(z-eMt<&bdm&%mJbeUFWm@0KlxQlz(1Jn_AW5+ zY(%T5bHGTauoOXoB^ch^%tAop8*(J|xvZNY4h}hTo22({4kcj0bI??x!p2Ua3H5$taBHOThVq8Lbh_e6;>M*!`cNKa8VyrPjgcd+l38bS`L+hErc{YT0M zY7&(Hz3aPmMayws&fJ@2UuBX_WT@#I6UhC*EI+o`)3rpqiuc)$>sSm53GofkU^sIB zou5`+CHOI0H{S$%YZ{Zs7rV7Bxz936r~_0f6PzOEJJjkD8y$93eos#W zxquT7$ivcmE+Uiol?n;3ZN5=SLe0_3CFGQC?e1mz zixk&)gl9}OR2q0Z8XBQxMo{oZ$C|V=E(U^YsUV0PLmV-Slyxzh_l6SaHvBsi6$0@7 zS5i}F0OTkvk$vz^Qw?xg_c0Qd0NY4O35^TztSEF}oj12rc=Re`8#X~34kS+J-Q8y- zck+B@jH(|W=5$y`v=j@OrC3m9CP6*rvwS!j{3Ohhk~C3^OskcLqyB<9?$kL~p)04u ziVVCUE*bb%?7a_B(^S#dezjG#$AB7>p)r)lc6@Io1WrKOPdJ!6g;AiQ(x|;_dlZ`A zaU3%z$YcfGiT)u?5Z@-pN08ehCYEyVvEB9@DPdf(%`L!2xD%cB5adlUWlEq6?bueG{G zo;lqsaSLtMX6csSS+QkRd3T2FX0BhSDI7%2Rhj%vY~7T*pONnG!gm{hgh&1!or zJN}y94SY<9RqOckzCk4^M*Ag*7ZnwbAd}!DsVUYM?;ZghTqKk+836K(I?=jRZaY=T zhyd>T7r$+lou1Z4^#$Q6@(S?7G=RZ@eTn~>;w`nuh_{j5DwoEB@bj)_4!vBDp+A$%>GYmvx zRbvuZ(>%2TJnY@A@@ci>UPT5M$5*JbJBmwac##q`JBygp$aifXd$Rj(Wdxr!Qs@$m zH}K1xKWF8wBc)Yx2rn7xb>&ZD!yo3KNqR_hbqFXn$r<~;$T9y62KeR23EB+!zZ5i2 zDEQ2W0LDx}_e1Kx6HVq~^FK!5U8{xx%;%XOyQ|wPywJv57RkI==dcY6)MOdH8LeP2 z6mwVYSL-%mq&Ky;m1JYWUjB5JVu_66WHX~dv=`=uj?T*-&u>ST=k4BG8#zVd_Bsf1 zoVNn~d-6;^C9x5AI5QkHggyFI(QD}K90(r!=_*m&#PK-pHD0E}pd(93o8tn1gZNz{ zHW7z0QG5xAhD?143jsdNmCB){*N;a77fwVVQJxuO+eW^)I2tdD4iqv-L8j8r3KTmC zt->+j06@Pb&dgh!J}-AIo3aFe5&js-`JjH~e+-qT8}<;n^&=OgB=WDlm?2&>TAkMC z_a;yG4T|tnvQd<61>3;WYlYMxw_TYBcswZ)_ zcuc&tjdd(2!3E5^x(C0#x+~)u_tbkEMTSaNI}FQzxS59Ul8mITF;J8)ZRBO$Fv~LF zipnGnGNr?X8>(Vv6EV%F1pT?abn<^%ol0gwzy;ul8NQ!B_IHw0_hXBr)TZOU)v*{k zH+y#K-52W@jT2I3Lz|lJ-*}~T-}MH&{>hOSDIHQ?F)p+*qFhdhw~`~VQHt8Q63*n) z97dCWE_`SJW`Y5B);DMzx#FuZoJ80z*TUj*>qJJKYCCSC{LMoLS|3rMN7>1pzF-$Qg0*E;!)M@`OWxXm`7{+|yeNDAbnmHNWEY`E(!HMV_ z)eKUFf$1hUBct{|!Njopsq@{*MoMHba*P}S5-NyTAjU~=K0g1;a>2v#^#QDUF-!qD z%=Ns4oEpf%O9v5?8!;CvzaCE}ZH*y#v4hj&LFRDvGdRB#5Tx|rNrUj-63R}EY-1tN zGCFE6%`wtskLdkQdfxtN%L)R_ z|1p7*U;NV+ezV`YW$w(%$CG{limlZ5y2UAF0LirNll#+jqO0H)_rIFy@f*cnJnTsv%tGkZ%%$AdO)B&7oa_4WV_chdyeuH)m@xdFA$-OEz@ z(~*mA|up-mK@MSic-Ms{nqxU>-0U+q1FHrVdH$;%kQ>E_h$F9g@x57 zrOHC!hq>;x6b<=O%E%GaX!0~sDvp-n9ZjanZ2(nX$=@|zSC}*v56pMUd#du~Mvy~k z+=4Oo9amNxQU2wJ)JS+SqC3bCEKYLc;vzABr4zdYBT?*S^1^As!Qq-fox+;y+5W^Q zz%fFSV1WTa_MI4oMZZi@k{ua@k5Ne_?RAQN!^ip0I$xR%EYH`W9Q)5M?Gq|8S;YhT z(Z!!-F7l3$U;33_jP*2C`@P@1P5NqjutpbrNttrsK8Ykf?N4b4L3iO*7qhk6jjDdH ztD_@m8Go>Q*A2Gq&zP~``8Ylg%_28gdGh#i%2!!Y;V@Bt9+(4IkV4JXB>+hl1-kZ| zZ@3^DQuZf%U0HYSh_U(8UpCS>Jcdi#y79`APXQoeEuDCe5*R7{pfJ+gg6GH+273C} zAI=BSY(ll+=(XQp6Gb1Cz{nGVRU|?-)S7(izO5$HN8M)A$(@`8mx|Hx&jFSpn zBokF)%ErOMOjD^zul0|)yCs*G?bG%yFcNY_U0rU{ciVZQnDL@6)#D=H(Msc77`7kj z!I}wS4lUPJyE=@h$oMSWCpUXZQq7lfGuPc(IW5aGRq}6<<(woMf7r=r+o9lQj(0Y! zK-@dQRr^C1;8TdhU2Vs~5T-%5N%H`C-2Ct6g@xu<6{bL}NS1K^z?p76Tn|miSR|Tb z@!~G!mdX4*&Qe8a`8r`wM<+hH+n3{7MQ%}B-uVdXcu0rY>Yj=}^vplRbB-u_Zv7Cw zCO5gbFpq6K2<$xHN_K#LOzhsmGD^*uc_Wn5e$SMjIUdrdnEV&EEm={uDDvl%NaxwT zJb9CV#rDo{#G0Vml(UFS{hVwtcfBrzW#^n3uA3~Lxj>_T4%dFA*h};cve~+@ykyOm zp185-Ll2szEJt;_xi3?zMEIjLKT$Scm1&PCMvm*%JMLUGtJsWhL*qnR<}151;+0}V z1yzTxll0Ojj_WgDW$sfvO#*thxQ$M6Udcz5`c8$bO*rIH3+l9r!|Bcm<8lXQ^hCR< zIXIpcSg&1-LdTHb1NVJUoN2~eY!E%*LM)FnFu6Vblx&$9{noYI8bnN{ovJ;zQXuyW z+2CdD&-{l}p{cPY47RVF;;w5yttSufyP-{uA|-kA>r2lS8KiOJNu!>8Mu+YZAl^*< z@n27Ca~$o}7xmUChKeehdKIk1GTi+2)sbsUq-F18%c=_a2?Vqjsok6Lpj2Nb@W}aD z4`0$A5Bj}Pjvs%`CU>xG#TCXf)C1B4@Q6MB2gwVxyP6L3T{fHRrXS7!(jF2p0{G3M3~XtGT)4UJ)zxRz(xV zxnM3q)N25I5e1`G4@$i2u!^SS_kDpgEX9`3b%n~a1u#r1CTA8qt69{!4Q@^r+r{Bu zwMlmlRE59ehhBfa@R(>y(-5+)UAlilXx3NR9E!88B_jiW8fe`w^N5|dr84^JIvMSX zmCfInNNntSj&>;UK3xw&IxZLMK%7D>q#67D@P*ni1zGI6^Gap>qm9v|(fpKAh?U40`* zK95f-h@aH#TjvT{cNbMJ8S1JhkH3<$YCLp^XBZj({Hfo=-b5`Y>dTsPM7jkav#7K5 z5i0h_XnR>)f-d>h`LlEFk^{27$o8K8&8nMO4riuF*KHPHL$%fFDezv$YIhf)An>eP z=gUS9lGz==8=qD@4N5qVRd3uSu9aVmI<(P5M^O28M{D^&sMU5qMjzAWu&FA&>9BRM zykYrUkDbG;SO{6o;%C((cx|+cIdR-s;z>t^nNr1Dr0DhoH;D}WP0RTd>KU+Irjh=O zi{d7Fx_>?G-X&D~A#ocnKR=2wk&U7!98ub9%M)YL630$|v{G?5f25kFunZ`vAMToNl-ULj59=-R@6P+}h*pS>A=# zeSK`I4Qn0?gKF6Nw>I@ib zy51pb=bg7`LWS2hSK|7E?e(~cULV6qEdB^pHp;YVf52@+d}l`YNoy)&bz({#jSlze zLv5pPkh=Q^ASdm#F~RJ?l~ZgS6_rji?rI@5u0BjgyVBI$coiOWc$79`MCV8$p5o8T zPSp~2J^6H0ZB;Kd0f)P65Qsp7k6*A(WF?K@zs^xf2Pw3?Y!0@Y4#2wl31cYW8Hr4la^yW*4io&0W z6vZC;TOr0SvyPp2)+W{BhhUT}ap_MgeEOIyjMAx5uI$A!ebTC!Um18^^?YFG)13xc zR{a5^XPt(@_(}7&2iq!sA_%U0c+swY40!uK^Nzyi&$JJ!%y)CKFV6=L=#$>Ey6(H@ zb#&?Mg2zBKMNhZ-JZ`$AunTE$2U@CzI`2d9llm6w*B>o+sh;jeug3IrhwF|oWTLnk zqhw^jqpeL(-D=i8dW5~7tS_$XGM9?W4}i`RPbpl$_JL~R^Y*H$!66$syN#NY&E;F# zmXYs>B8nQNsF&Wq&9)i>0*+wVdVO&M$9P%kbMNZx!T9Kr`H%K8z&IgQjau;LyCOo@ z3cFrz((dR7zp2Y!XNHy89+@OGJhZrSR)|i0f1K4OW_qs6n6CBF0<;RM<9bki>W)$v zGGgyyg}O?$uEgj%eM-Bbk{ot2_Di(A!e%rf@+@}@)@<#yd`H_+j9b)ag?+Yzgxkt9 zhkjYd3eNsCvp4BGd_2B;ol4khbz&kAWCuLC`18ZqM`))>NR1`Hy`ljr%1G<@o6Ib3 zV1?0TPNvolv;w4}q@SH*}w1&4*ud3SFJ`mcs$dZX@zvRP$+S45~$n zstVjE(tH?e8sgT-yFDA41RToqc?4dX%BNQPGW&@0JZ_^etycVAFsM09R%dtC#pK9v ziyGX9azYu!y$-7{>O7sSU5p^=MqY`cID`}LUFA4$XuRIMO;#ZyXBzYnGqJ7d2okdc5rf39Ciod|Y2XJoS05 z{K?jWXI`jKD5F9%*-AzaBn~S+++9P+w*(Jb3PRqx3}#$&Zg-j|g3a^62NQ{B$c?~4 zxJ2Q=MFu91oQ8+H&&ZALsVi4mO$8~9{=sud@f7Bb4o~_??Yd8 zMPS#iwRZBEWX9?tYP#y&A;IW@ooc&)#C0`QWds3RD1s-68>A91UH^VBQx1qA#0? zqKZY22%!3P2$%o8+!cG-a_FJ(@u*weC)fQ^&rr9eIH{C}QOnvIz9>`wNF_P?(5Gjp z4^ABKJC?M{*!MNhSBn_ngDh&FoyvHA_HavckNI)Qf&Em>hSvX?-*t45(r6@4L*L2Y=L5bs zZA+PDOPRiZRkEXu0}fMaM&l<_jU1<%{5?8kpmXiT{DNPLlW4x;ZLWFHvWJ%PGF>{V zuQyK>LJ$I|Vq*%=o|Qe1%*w1%*1NJfIv&%Q797j8KPg$|+3jY9N(B1rUM+U~olDI2 z-y0wC^%{`oVHMo0(NB?h-jH8Cw3@VMJh|WqB|39?{fTe5TEgQUwUgJgd!qB?h$#W3 z4MUV66C*l9jO0X^X^5%%ylfImhtD)q#(0104D;#g)cpQPI?O~*KcAn~Dc#^47dL6Z zYHWN;Ur+yKYwT1KNU+F7ctBL5sNuyxNAHSN$({zamDe6%g4F)C_mNiyy1Mjq`pMV% zIxbsBPYIGPgU0%zoscrHvHrYNoZ^DSj*II?j>4(RzK=4#4H<7%cq&0BCgXOXJH zmt>mbl>}q#d+*^X9n16W63ZVa`<=*i%T8}cLYs~K4nsLBmo<*vn@g;$J{$`uCc912 z_ts3U;-2}8#Tb@Qh#y9TmmJ+~BTsebzxc076F1zw{U~4mHH%h3yq=HA=*IiXS!3(o zyxGJNS{7>L>EwS#sK`?<($d@S@nm6Cvv~C(wLE5FO(j{ZnAwxlKP&$>bbXr*5?z;* zmpgy@=kHO)b#WT-hr3X-_Qq;#R3H$c4nhICNFb67XNCo*%`f`NYT`S8v=fChTu-hM zqlPnWq1)!i>jmH{{dqpd(F(}qd9KJ*Df);Um9wj^8FI?kG{q3+;_c5Tj8&{zV6OUj zQq>CHr~{G2aBrc0-Ef;xV1mRCHbHz`nPp8aw7xB09SD>_5+40m(6Tx@y~&o2 za*mvrvDWq+X9*ROR~t7k-uBD2dhMM7m7V&6Sx70FipZb(`QwM^#3;717{5Ffj{%3; zXi(DzhG;G^DC+uch-QxXGZgNlTaC7fhemeHX{=3x22D zc)DOOaYT&Z_JLhjV$cuj$|go2EtR4?GK^TL@2_O$s4#M~nK(IY#rz@^JUu7T z*NxgMfO2#>_8JF}7=O*a8$KnnuXMQoTi*DMKi0{iJQsk~hWN!TE zM5)Q$1t;h2F)ZDkZ(QkC-);?I1UQ4N!NKvt20e?4@=1PaOx|22b>A8;u- z)&;F;3?@loP{fhd)eI;tHPSY|+90Pk33#rx9+za8u{=R4!f=g_a_dawuInScY`j$X z`bus#dL-Gj;nD45a#)Tg0os8Cww^9sZd4R5zD%-3ad{}Wdb_q_aQTlOeg!89zE{ZS zDUg#@!#U?6YU8^ND5kNA!e-lmJ@e>P+tHCZhXh+y(D7AxbQD8o6!(TGkJy!md4wxn zG6S$(HuA0sj&%8o0i2-~U4B3~5ACh2yFUXNdE6)9wb29sW$oA06{;8AZeQEEh5L!C z<0Yg!78{#nvxm@a1)-Id+4q_Tn}G)tqX&bp_3|Xft%q;e`u3d{E7uc(s#ro6eU*95 zecCo$FF&Z|%;gomFe`WF4iXN4T*q`+B zEHxQ>U+UhfSLzMogHAWvfzpFf3iIFKOlq9zWf(gm)Ly+PAgvs%*049~iSuJ~ze{L>^W=N;3VeO`ARH zp5MHhO`ub_NyYdxdzzs<-UY5j{okjkcW;9rkSkW;Srljxy+8^Q)i1kafZumk#X<;o zk!7-t(82*QDaD@!n4a!I4RW#veYGIaeHxRLs3^4=W#h1TYw{9B%3d62 z2)Sp+oO*idqh)jYs=~@H22{XS(R2B2Ih1QR*kkYrnZ+ zB|jJG2zF*zv)n>Cm0YvpPp$&^P?GQ5jSv?Mx$B9qEx_hX0@L zzB($(@7;G$6a^IoX$fhhLApaiKm%H`Hwxg%dR3sJ9i z)scGjKe@@UsmiXZz6D;S`2aSb-FQ}f)0eI^yAGaN!<@rZaC_X3TFdtEm4J@+)aP{; zw_B20hesalHJAOBS7#c3wlvPg7|0Wt@E8l8>Z$kQmyY*FUU<*gd!IRbQ1`S*_K)|8 zx$7{s@(vsG_N9q=zZH94f+J^Qe|3~=Zg^Sct)8C=moY0%vQT0ZT`XD&M5Ii**0%De z*K92B*)PbzzDgHmtvlnU5RD6_=%RkAad0{_qvVHdv?^%ce{3AmSzfICp&GJtjc> zpb?9cm*2v_5|le)mp8U{3-GmR^A`coU+z?u8-hz05tA>MWa#d6*2n0%^58P*0*-2E z7@o|vuiCOP_>253D{^)=K>D(JKm4eVT&i-R_;EZ^D8j{ZWi z30dChR(Vs{a5hHUSFdg`HSds3s6t{{p(7NZ=Y+UPX$X}zeSXkY6Hw8ysU=XI_g2$> z_jrq=yYpr3!H4*2xC4E=Ot4HMrfg07Fv&{F>rV+reH?V!3^e+#vclt{8GmCNy$0TK zrM~aUt3S)o85aR9BT~d45$yrre-2ekrE@i#J?wd7qO@04KQr3QXxO+Ay2O(@s_+0< z`lwMm&%4w7j|d5ehlWJAwBG4&VuiCC@~#Qp;xO)(mF2lq&HQ}Ng;bTwk!Jxk#rv<%zU;ISr#i~K z%y!b83$@VKLymSSzv)kGu9DE3t3hCXNRSt|RsU+e`G)9zIC*O0%s0lfDj~q}dwfb6 zSiW>l03rn-Yhwp_pOLbQoJ;%DMpr9%jC@lx1#SpjCe|V~N^4yRWXs znk?onTj*Wr_L|Q$lbZBC^U9&>^TXL-kbLo5E@d$^=Y!WutjsxOUbyi+bYk z54~xvu)WR=e0Jl2ELv}Ro_5=JUwkOa{1HtzZkw$=$SC5u<`?~IU52>I)d7LD%{%d2 zI88bw^5L|pOv2eKwNOdttj_zfRq);sHg~}>Md=g5V;jHXg@ybf;uB~&7Qzb*uN?8> zzNnkDxxQj@{Jqn5Y?Mrt4EBlZF4c5w9D3KFxM1i*%v zfMY}N`fRr)B{HJ6CoeS91-8C!7Q*IFT%9E!<+(5%I`M;p*^El8o?N9yUR)$d<1Tw} zqFGFd_Q~9SP2OJ9T;Xh+Y#PJ#a~;70>{k>xr#Ci~+0MdQs^)v#rL|{@(3w(xj-9eI zq5m>SRVdvzr|u_P|1XF}nMAi}Ihr6xnXEoA{`k0im~dE`p5V-Ws1LI_F;?4PczY*a z{E+;wq4ylYOTA~>v(??y^4u}u%?|V5`ZW8_P9p3=H{A}$kZ}PT>^a}b)_;n7@YL!f z_vPhuYdM@}pgwMUD-#g{ZZD9XY~{T&bP22%2B|>_V^UA90(#$?161gMtl;4e2d@TZZHkbCt6-H`g{kjAl{kQ<7WCk6I}|iZiU3SFyjaH;0CD)KWLT z^;}8lBnWMfuaRBQtUR7RMRggXc5^gQ7tSi|8CEd&1-?$|WY$Hu_6arhptrWqp^db; ztK=?2%D@3LJTet)d3FcDgQ72y;TIROAx3kX-?zA}z(kpWxKz*9O#8Ij} zN*8yV^YZbUE$9wrA{umlS*FW!k7N+~tO2+Vc{;R^yh!U5HW zs2~u0rv!C{=-rCJvDb3z%DZ`*et56*M@7cLCFAsuAGXY_6t>V&5At7XJSn%o8PBzM zVWoNQ`F5Iu7!J$fiFR~Q&>F0fR@gDswERS1&3GMZY9uXw?S*312{mj1MErj?5RO^1pqtJGNr5)Bc zkrp+(C^WUT|?T#=@G$eHArPYiPnT>x>11U zcz6j$$_6os<`*i1CzBvXMNgV;O1yW<9`6$}MrbqkC^$diboR^monx3!NY6YK`=5!s zN~6KV*jI1Y!Zwm*G4u7L-U+Eo2^2q$(20=9b3p`%RYxk%xZmp~x(n(T8`6xu~lB+rN;rQ5&%Do83mn1y!HKX2&k)p2q57blApMN%^e^kF# zj2!oT;@@c|uRLf%#zli*CYk}p4F{*`&2h9|cKdr!1NB6+X zV?*HMYHFh|$>AGecl|_ppKFwBShHZcRDZ)2{hIfCc>IsdP#?AfZ?@gqkbYVQPvEl8mEjG&L4M-T=X( zBpR-UD1a_z|Ddo%w{#KL2pbz0-1YZzeWFIr#xH+w*<0Ienvx(-D)NW5AC&f*l;mU` zhzd)5`F`Htrb>gTro1aBG%hs3zkgaWGh$HyZ@V=X${}2S#%u{s4HAg7Caj0Q6G95+ zi_Dqe5^!j2oO1qVuz1;7d;zDL93*f#Y_ZR@WG$(sBo11 zoj^amoQ*+jDT7s`FfI#aP`Rbt4w0orI*b18r!|&Tj}$T+p94{QgOUZ}UVb8ASetYvNQX-y|J4^7}yQeqm-R;F!6W-Bl}q=*mvM&!CFXMghJ zC!JA-jrxWQYuf^)-1*Ed{{27JV62aK+(jtZY_q;`D;`qSSHqhr-t-bFirBBoEB-|3 zcr`Nz)*m(63)fwOEP;R?oys^U51Mif@Rqi=hatSKvQSIrIY(|MZI+Ku{tnu|iz-4u zKO8`Dqz9j|fuzvxS&|Mp8K}YuFh-j(1k(k}+*lz)zD5Y*x{(k#D=)C!PjQk|r(@7_ zUR3RyzDmZpS^@b-)ATUWzAb4#k~Bj~^fbgy;Q^)lG3ab;P1_8r|O` zzGyb$-dt6NaVCL20B$mnu?(>tHJ*?7XqLGi%ioUyX}?TYcW>RfpDD4vr%53PRcwr) z)0Ja)19N0WWirp{IGxJiGs^9|H4Gu`0jomMW)_@x-w1b3y%^>donM-v)--9orIsnH zoy3_jZy#yEZ){_nl8%POZWE#zc+ZuJ{pzyP=UCSrs{Y2n4)&7Il=U(8nI}f}&ys#7 zQZwFcOxpgM_6omArO*@06T!!K0{k=1JKIb{osNpa{OWqdr%%?Pe?n;ocfzndZ2z zaEndoo>r?}B@B51NHmvV^B{ixUI`|kKDrv2bjMyMrGN+u+; z_2kXFXR07g+0M?>>06fvzmhNKk37n?hL)9xeHx<94mI}SG!FV2 z&+yGHDh{HjU5!ej9$QTgZtmR@*DhWx(pI14KpTVG#|a&p&BIsLPG1|?$EQt9 zlC<&fF@SfogPPl=&@`8Sur{mAe(oC8RLn1MYet3AzE}|7nQr1cUgrz%RO1Hq#nY7# zZ-)|QzdWiX3YXDI9(old5N|GsuP)j^y)?PDIa<;{^Y?(#>Gu$pUA5NePy2HtqcGs3 zxgFnE?w6JeKU{%tTGbY4pc@Ruc%w5bMgxhzoTjU`f=fH(+^oz8mgFd z@4j&2$70qmo;`Y^z!39kHerS%A&;(eB5C5V2pvj~)?QoDfWpGY!avWZ(vk*Dv3P0l z>3_O;T6t-NH?|P0ybX0vpe7es%7Ad#+dn}7!USHJbZvwpinZsaxV-yPeY$40ypIpY z^Y0%Hy^hH$)E`VeG5p(_+gS>8c2CIh?$yNzjiJf1PL0Sl&Y3lWB zgaKZgs_6?qvBugg-oJZ}%IdG5o4ihl@me`U|_bOm2x@Rdjy9(-zE~nXy7B9_tjyTpp+->^6;QbX&N|4s1_|dJXpg5oU zne~{(^kaI6cSlF-A%u8T!rn zUxN`ptZh6%Y|9^KujFc;W1iJrVtgj}5~H!Oyn*ZS9Yn(G-9NU(IXMTVG+u=y>R)K@ z_>E{wiVHlXr2%23p7u|FJu|JSZ*KZTGn9GS8bGtZR|)xCGU0OTHwe*WsePSHez0K`l8+$^>b!qhIai z;mk-g5RB#Z{i)nzA)be^z=Soi8{t7qx94HhwO3N zs8`E>Zgz;fb+_$cjhpokY`V{89igt~h4qo>%r_#Quo~3M6d=LUF z*78J>>}5Zc#WEsTs) zsAPn5I|+2lE~PsSOd28*`C7fE0wv6$bD$Ekd$yZY*3+}DTJ6W=l3Frqi^%KoMb^4o z_gZhUF=mnzrQ!E^BquQG>NmXpl>xPDakU;-J;p=R&W8xC1L%4)(dRk?qL1;`9Rm$+v1Iss~43>2t3Vw z;mYfHVZ5gz@1MC$lQ{!xH)&&;nM>kq&v5}#%HgEh-#yR+t{x-q1w!K2HsiY; zjhEJlFa_E|G%N~nCbcTPj{ym2l4R7keC)9*etGdpJnyOAp9GR&H(TlMpN$O@0*kGh zs7t#3TfgMD3nSmW0S&B6OBZD=6YQgEYOF3Epy&~~pc|OY2j-K%1B{jL6y6<7*14Ak zCoK%obQUGtxzh3q!~@(3EuA*ZO5E*L4x5>Qef5jYGMd<(y&F5A-_(LLQHjXu>Ra$* z#8Aj;HVEuU*3n**`UBc88S$IFtmVYlNU))kgBz7OQ&@6GbxP?CdQrZd(L|lFiZfnZ z*)<4!$dXdCez);AghccaYgz;n}V)0ymv$T6-k)9dx3N47zs9JbwLLYh;xBXzEIq~U5ob0*F`7aD$mOU z5Q1{I4XcKcDk*&yu-x+6A2uSsO&cv4XF(+pWnGg~e>EXdlkGl5;YZyg_;wa=2ptUt zqoZuRczN(ZGs6L|`=upaa8Tpr7NNfuLD*a36xi{{=*hTK2KtdcnbXA@n6hews1585 zZ1vCe=(``#qlpWgXiWS_ws1&jGXsd6Zv|pJB~SGkFUA7WSvaLvy>_opmpn;GXToBG z|1bn6f@0tltZeifZEt<6f@lT>9hJk6o`@iW-d-s@_tzl|vq9>^)NH+2E?yP8OFw^; z#=*jpxD-13Xzi0 zOz}DYs(G6>o-R0Yy5aB4(zH9kCHZagt>LysqioSOe>4F2&`J{poLKYsUm$>TQ&N4I z849G{R}$SRgcrZYE_xD&W%yP8W1dj4_XrgLw;kEBr8=3Af4*SR#?l4zU!D#TLxZEhJGj_K312n($O7oL6;9mx2&!wEJTb?g944r3mFm$3+NzowZldvwStt@p91Y)g zc!hiFA_!iOV^1FW+)M$s(Z`Q#4CUMj!&LmNs@YR|TA*#$e?B1zWTkHU5$L(25{R* z16Ws?LR&C9`m|AqEGzo{Kh$0h#1u5{f0sd5+`+Ce0dkN202JWHbr&Z3qXGmSm!L1| zyVT%@t}i+aFv0cZOXthJ5Bcn77kL$G&p*Uhc6$CKa7yiSvLJu~5wATm*MKqt63C)) zu&4^&3elb2Gtjr9gFFEC2H_8C1d@0WDfKAAC934~n5a?g>w5{f3l@-1SU}~~Ze+wa zaui0HjcqD*voM1cLVbAA==YW#YJ1?!(6jb(lN^!m^apGLoO=S`TsL%~orL90EDCr- za(EH|mq@GGC69m7%e|=K5f-n^FJ3td87JR#zwDnN2F(nfHx#c;GRXrpDun;FccXUU z12O+=USPN_7Qib@wo)-A0kqc3!an(G*tz>AM@6;Q-JfWm2f|_rUo2ltx5eQsRDPk0 zg=O}4;WLuB=uKw}OYh2t(?req2imsiZ$eto5W~Ilw@M(L-@;Vw0p3AafCot*Gz0<xV{zsk9(lOs#FUdgUQ;54 ztY)Nmdgu7)`i2gzj-~EF?mCRzb$WrVCt28-ksYu%EiJNCmyyl4d=USr3L)Z+z|%yh z`Vh`ZAcqn+NX%AdPzFNQjm2prhe;v5Ge$)nz7CvP`o&{|<9y)PxL1d2{*zY`JLo|W zTJi>hn-V7AjO)7N?Q;Ifi}UvU1442>vR;eQUYZxt+3*<&Cb9>BAnm;*M}KVN=gkBO z^jXnEC1%lZ=P&RJL)iT3k=W@X)s>Ec_Egoy4^;;1u7u1Ip2&2kUr|`WGz|ZUFCKb; zNpPkEfX*GkKhU>XFg-H67x>skQPrC$t>#*f_I&}XTclpb5oA!H*ZGQ@kbF%JAjX(z zlW~1TL(qX0`jWs0()Q2Ce@j8ZD%aQl;7J2MRmOQ=^x`Jt>!X#qX`7zD2K+zjnm?fh z9Zjq(_oz$R5@?mD&M2chnmD2?8M6sy1sE{ID1lTJLyY8J!)_Ogva)gsYwgtL%3x0V z`!41ZR>m532xPgf%(U>txP@p|Cb}mV90WYu2sMK; zI`xUhFRwx%e=V~qJd|@MR7!dtzkEVpuM17Ay(_8uj0Qp@EG5lbg@v`8c7cXAGQdUJu z-Y;}vegT`Vw>okIk9p9iJ=nXEXiL`#-kZGfH6Be3&h_w*5JL@(EGx2y+W8}tIYO1x z@2sp8B(#CcjL~9k7vy3%_nbOozbi}d@HtJtWC0rBrM?^Xk$s;sGG~upc#C9`bmhX^ zhYo+Nn)t$Ft6o!GeQ@q;n+X@$+^No8;6trfb~R*VGC}l(85QI`PLFngMpS(GH#`L% zZ=Q#bO_q|XAs<#wq$Y!aVqK2PtIVV=gc6I5D74v#*GFgS>5Qzl{=Eo4P4 z@^`lNd6vHQzdd5#Pn8q$F)iL7cxtsX+x9`?Ye(~3q`254?E6wch$OH!3}1v*Wj|cm zVV#>zl9IV$>TigKBbpre!TLHnI!pF`%|^1avPbI8MxTR7Ohx^?a#X*`Zg{@Z7)B6+ zq7x?xrisv!2$^~9v~&SZq^!Kg;|MpQYs($xK${V)@90=eryx_dH@A;~h{N{Za$O$8 zfnflF z-x6TB_{G`1Qi7^7moW?t=LA;7_}ffwD;T`L24x{lL3g%goLe8t;q@o+TEiY2mRj65 zwVAGS4`u?^4ra_rQqZ_AGw_HKd-*bAI=uxPscE}V%*3U0d3trQ$FOE?x{VmSrv2MP%I$X>y*k$ZBjaCP%igCae@SSj_PRK1(KK}S z%w)ONS9X#mTFXd%Fw<&o;mF8HQm;jNAHQjPSd5C8yXyp!@V~Z(kbD=yfPC$)Mv5FG z0#P4ZR1v{JIAK`=J^Y4_r{RraqWxLdipD`}OkU0IQhQO-&93N72!x8|&9Ft$pMaqJMu)}M*Z*LHkKW(^DIopdZQu9H@{NF>3*GTf2!d-D0mg@E5$iig zH5&!_h)64K%+&26&i?x2PTIL<;(Vy@G2s{R z_oEvw%7aoFuQG8kd?lB5+|<<6W~m|}sL(xx@K$bN!wYA^qIhjqqHq1n2Qa9<3VM*# z?-HBRF)-*Enez1{-?OvfaI!m?`1*Gs_iBc7H77O>k2`3aS{i17t@mC^brn1Q>)+GU zBLnJzw5=h8ECmgxt8Jmg>F$e(XkbG&Li&NA+4=EKpU9pP`c{mwuIsaC;`}>dgM2VM z#3<+yF>zl4SBnuRT@4GEqfB8Qd3ixr65K!iDF(bNlD4fTwvJmO#J>=a6*Ui z|CTe@&Ksdhplc)i({84N*~&8xRaI4Pm**!umIx(hRmf*gzvjOzg>?f%Lv-CG6B}t_ zUZ>1CDKy>hK|bM27hul}`NLsDi*@!H7m#SoGTl7vVN@nlD%Mh8dZWY4ua6_QK;bka z!?-h=o`6BAY9@dj9B*{u8A` ztf{y6rLKMb!T}6TwB;KZ)F*#+u_3K@t^XPu?w~!j^PsYN&P(&K;7lzY9T;G)g_#*% zKe3@_6mZ_uR;>SbXH3WJsfgh#@T93lta)iKD=RCULb&2gGPLdeaz-G&s;#Z9Nf)3@ zne&PoO%k{HizENA;?5YxT==*<5$HZXj=KTbk@gMr^6Ryzoeg1e5lc%=RhF@`vXVA< z2%*c8rz^1U_!JLBKiT|MyWFXIqVx6C0`OLlDU6!j7Ae&mbwXb}ek*yHOlJ z_#RXn!ihfv$h3YBgYr;6Ha0ey-`=3gVFsZx06YWXgFs;)Q@&)6lvSZwm)gKG1_((o znqe@IBb_lJP6k!Py(S$ydQ*k@`^zB`1Iwoj6ydVyubUKW1)#s~i2l0E^B2w-5Rdyy z=Y2kxPLckMDGpMSlFbNzl;@su&R{hV7_^s@4JxoxYc?u!3d~{u$F)vX#@~dHK+r_c zm-G#c@^`wN38Xp{5U?J}OTBrnY3NmM+!CN`SN(~L@AWW7ll&_^JywNiI2`TOfBxfK zRUZ+kl0m}o&>ZlR0Fy}LeLR}>C`1{9NluREBJCSaEEImBd?2HuC9LtWvH7}{1wh_r zTZ5-mpqs-Y?z{7tv9}?#7!6qv2~^Q-%0o8bK(-prHpBU+-*S?`9)rgzRW&dq@C9ds zXoKGNCh>|!6l#|SaPiqs*U3D(^{=6gcz=zl&^qUHxtAVF%&~dt6y?-lHJE*b@-d8C zK)cXR6Y$czlarHN&BDX83w^Ba?(T{4@kK;xa(sMz(>R3M9nGv(e@9?LL1OnKH&?gB zOo5eXtyn}u^@|p(%Un1=B283SwH!m@{ZBZ&=4`W8E|St~P?6xV92+=R8qCaLt1x&%*uNdzNahS>cp?atPnt1lPY7mpN@#UHnQSrwRza;uPPys6Lf-isUnmL%#9BqrU7gv%SSyYH`jV^u@?%3nwy))a~L8tJRq-% zWbZ)%_V4ptS6A1`$;sM!4XC^HoxvQH#u+toemhS<mi}WE zd4`yuuiy2hi2@0D@I)zH%nQ}vb(Q_MCy@uRTIvq?>Q<;_j+ zvyDpA;?WdACv^H!?X(0uSZ+MKe$63vu*__#>vT0xhT7U%4!x@F#bo<88XB=*z5t!3 z;AlL5@9KI)IKmLqSvd{Mg~Q+VBya&=;js{_$*x!Bz>|dO>$zY#5BW;HK2cd%QBjeZ zIa}H%mJF;PAmF=qu!{p^yjwMPd8R{#dw_BFB4u;+17(^F<1f z-}Y%>qmpjBos3`;>E5R+%<9?Th>nmD1CNdJfq?-K{sDzHfPyn~4!|419nf~4Jsr0C z^Yru-xPybk!_BGMqsy}`+$WF4Jl%l5@;SpPPdpPA7H+&aoS>D95ZV1r`{W}>!|^O2 zV7GA$#|T97V|xn=3%PIdyTbVG zr$yXmGM|T*a8SAZ{m}Dwx&ND>Jw9YN7O2cCyb7DKXs<*ihDzIsIC(m$J7|AB{qFhm z=RS$rHO?zF(6xb;{S4{Af*MZ{)+9=5Y9f2B!RRnXFk0&pn9KI|_D?v(hX)71TP(oW zKi(x^c$q>Xb$oy{ygDTDtY|*D8hLgX5{16?jG&G=(D!NsyrZq{Mw+OHf#*)!2eutS zRaMm}Qa#>u!{%N)d`M>`vq)B z$s3D6@h>m37JHL5b#;Z0D;g)oKX;ZcIZe|+=1H#y0*hc#PxTxa48~n~aB%PmkKLf|SmjowJu1!19S{~oK(71C{k^@tV|zDm^`#2Oi~20~ zB(CGu6fc*=_` zsXJ&vy*55TQPKx?!Od$H8e9P93@p~hWc6M@IOW*ma2*V$^xSU#;Bk6(cC>{`C%ppf z9P9Quo(b&v+w|e)O_jOATm=Y|1hA^}jX+lQYh6V5|47r*(*x-Ouu9|kt|FMy)O2p> zr+P;ul_3!Bfr0m6Kd~&D?Iy+Gq~hu6X)V@~(a{8Xx=Xd9tStH{c@ZErz+tWdJuEV6 z{%{kE(qp~&1GyOZ^;oGTu1$a;@L|%@Ex`ng5g?`lnfy|k2Rn}sFoRmG6;4YCYy0Ki~y|LO?3 zV?m_lfmJUUZc<$F@bCz%AoypC4$u|nQxG57TUmAL0VCl0_6)=K#yr~S4!4;UM?^$? z=myqGLsL^zLxYzelp-`CuU=i_?m-aUWe|X0F9Dtl{Rg3^xdsRS>+1i%fBLK9qvD^a U{d&F_SagWO^OrIOQbvCN0Uh=xi2wiq literal 0 HcmV?d00001 diff --git a/assignments2023/assignment6.html b/assignments2023/assignment6.html new file mode 100644 index 00000000..2bd8ca2a --- /dev/null +++ b/assignments2023/assignment6.html @@ -0,0 +1,2156 @@ + + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 6, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

    dX1UP%@$kRM6-(_T9n~PYm%n_!LGJ$2``%0R0Qy z7SkK>7~Gm=66No@jWNSCrTH8#Srte8y7BnZXNDu9mqU&EE}^LVd3xU^ea?|fs@iik?bp`XE1~5=L8!DOO8Ki)q{^0ZQY^bFUaUx&Z3z;An zCr}MvWlW8Enx9$8n0_ur8CGi#vf=yPF~Q_L z)se;DJp6T0O-MTfE48H0Pv$eCy_?X4{c{G%ktW-l<(pH|yAeWDKgB{(co-WA|jpHoBqqV5A%i zAqMn;Z$ZHaqVbNcn@*JVaer8bLcC@iA+7OQ@qjn>N4MY(ZB2KUw$dY>Q(C- zJ=b`Y#DxVGvYy+kQd-3n;rvUTncv#mz`9LzQeCaG5GgVKhcnQ;S0=Ken=L9cYd&Cz zZuR%UoPf~--7e&%l=5XeLueXaW6;9?0pcc4i_BOZhXV|2vgMHL|57WG2@T1G_MISy z{e}nX9IIf|lUf`V2PtbhGEX^TJ>Z%{$tzAujC$09Qs3@Uj@h;a25DId={}9aDeb)F z@UAAuJX`~qE~1h|DGN#G@zS$DQ`*)N4SO(Ve-FZ%bPUrc|9o-Nv6x`qEf%*R8Y)e_ z)6jda0o4ZH?+uy=_r#iy<0&z(=H#fpQpkV{)wf7*7_!@xQNvRwvB=8|Q%342FT?KF z-=IGxbC-6?<6B()AF=Dj@&@Pk$N)bbZ@e8p8RQYfW=~$P`&qZoE{_^Ow@}x`QkBC9 z@@SIiFJ}AHeGOuO5uj-gq(oLbLSI@k4b--q7aJFwh@dAqegM)%d3%0;5m{5cBo2Pk z4iNn?RpE&<-bb8NbUl_;aL*t*o~U1%`{ie%5pk@fT9v#5Kcu?y~>(Oy%Qn!bN7T3jBk)Sy1DU^#j7yl)V z8guuC=C`tpj7@k;YEE#4(YGHf5vig5Mmc8GkMIs*`Nh>C<5T;RQwFjhmpDl3y=r)1^Mn3x3SNZIF(r zql*p=C5p)FoX37Wep2`2@T^6_vgmNC^mcqiEWD`EKM9a8_7}SSZkD=zuLe3- zTCzzcYo(xB&)3tEy<>D*YSf5;)bq=5ziX$8hfDAE*VUMr16HTXug{lBuwr8O--UN3 zKLKoK^`U@bSF?=8rb^AXr>@ua&bWN?ot0UD!AZv6I!4Fs{Gh2|eNLerF}|0zZP?-* zB-)hNd~?k!z)Xw#(+@YV(k(61655-5*wGN0GmbQo;+#)wmC(}mWAF5mMeQ!HSa*HF z1fzj#<|b=&HKK?v^_3Q87|1xc@wWyU01a@~$@!FAE>b>8Ei@Oc1KI6Yvjpd`)n+L} z&NvV2hT=!`xWOJKFBpg=8yOvLF1Wx}m88XIRpIgY;m<E;mT7F7E%xp)#?ViI-}z9ZKXI65u%IvKc_L$w;=F{Y4r80K!gnTwNrBf(&4 zK)1-mp%>!pUBCAYFAEO|SjY~3&!aO9cL?ya5Fgl%l1t?i=pb@a_hnTKrQ$HNZaT!PIw{Y(xSL}TWc6;D_o<0E&5Sp^HUfC zC5P0Gf6pKTxla~!G7{nL{o~X_0|66KRVs=2EM;Nt>j5< ztFg7(z+3ZQSvXkG3MODkoP5ZF!Uky4;-&r3^RPN!!uG`9sq;heMDlRf%fh!M+)+Y@j2 z#t79oq1e8w#T^y%fNSHPM!|_t5bbl`m$=adGbf!z0dVj<~)`9D*v_&wsjY2eG ze_uuk9!&57^Xjw$=z=pT=@`N$JFk_N80=VIRh)TB@g*;rt%gz%;$!n`_Fc-U_d$r7 zWaRO$g3=Ayq6u{z7S(19Er~0zNVPzvfji26t`K63t>q6^Dg9nt))!TScm?b^#J=^j znS%XNsvSwZ(Z+Fq5rhe#yxkA4iVYf@O`g^-8XP4QUH}STRUT>xpQ8w$K!A;46FN}O zXMt0ddclM40A7tNejA8EA!ro;rv3uy8@8N(@>HR)iAnXFZptPzK)mzxVf{t{)1#i)5F)U zI%s$M{pvPW<>oruW!ySJn?Ih$kwjzOvb7nxa|Uing1L9ttbb5w)+|T+VYOu9Z7WPI zJI$$bv{IEiiW}acPJapaY&mpVM5Ed|LFa5t6KXSm?ch7P=$&XO5PRCTx9Q9ADx9*Ip}6zs zBPfQ{j3GjO#XvDV`Q050?g*deulh#eB)7M@BnX6V zdMKg(&_~1*6i+?RR|Yt5dS@w5fX+FQYxzm+6eW{?mzAn>)_4KM<6RH^sQB}It8)Td zQJfbgfjrQha?$Ke=6dzL7S*w-&q}0;B`({puPIs%zhFD;BY1M#`0#P>)?k|;4~*|Lv8(PmZjHY!^{KrNOR2Te zz)O!3TWKn<7gck5<&NRYNkQZ9^CeDA|=yw|7 z3F9X=&-2Rurt=4_#{I(hQ zHjZZWHZsRCC;Yl*c7;F z@A1j7bjc8kI8p255=QZ&i1=;m{#(6EBKIL?(lJemCw%xUrtzm%-8bI6ibou|4KR3D z4reztEJo!PhQfG^MmDRomMAGU(DW5u(H!aw#CkZBArbnLhcq+-CJ&t@|rq26lYw)6SrUerRk<7e^_3#AUXi^ zfZ4VSSv?5`at_t9dY{YyfKgY~uBpP97R~}<1t;7C=(6CUrYrvSELCpvi_CiUTH(r0m z!*KSXMP#_<$Vk1Wp}`6+4%aSqV9xJ4$?@F+hd&W2um64cJ$xH(&_g^?>j)sHvDHOv z14QiJrwI7)@(*=_8}f@E7R25}f0)$g-@`I>xBF~cfOz?jNdF=jq&qXXmZtk1kS+i@ z!T2g0kEP(x$=6{%<9$QRvLa;8E5`oHSkJldocL0^$b zE+oPuSk~&fL`mmTQqDUimj;n#U(15ndlpW*Hw@EJP3Il6PzsRGkGNbq~B+lWOWZi3|bKuG0}o8?5!XD^3= zh&^lfe9CU$EYE&Olvn-ufQiFx-b+=c>gixPN_J&qZqfhUqc#Uhe*-7mWWedMbK9sj zISuZ;9%UO;+sRV4V+f2J0cag-*0h~V;Y#VSA<$jaCaDmX{0JSs-v4&>IQW_TZM&z! z)TuOT!}qBF*zbLqx|TXM*ryD9b!`?i2~4h&*G*p#;>UzHY;^CSBzb&HQgM zjT1Z=$CT?~A`r-0JFaJZ{=TkD)@PGzvJ)=AU4pH>J6uu5`C0VVekbmBC@&;_j@u7b zNGDTsz=5X-U}niK?0VO0D*E)Z)uc>ahT(TyNH@Ki%H^NC5VbN83<6XP+lrP2y@L~w5osirg9Xj$cLojcZ()|7-Ou`P?R z!i-dHcU*havP>EQ_4`ijQEAnVp^`8nd1@cS{*do3uofoo-BvW*pfOvhP8}1w+l;`6 zQGgykU(&aVEaoXrxWO`Tj~f#a#gQGQv&s_t39?YJ(R2I$kb~O&GR!9WwCze9VZs17 z^b|Vpyq=tEZvjFsf8i4yf%Ux(w(q})R;p@b17JM6*nVBELzTfK$pbrM#|Bo~tliEM zDu+>NV$pqaYH#DF!9N&`LxLIOMBW{+pimPJ_j9+CF94~~e&YdB!4y+!@q!I-iSwWd zmKIu*&y3k&8O+lar1L{C!3hV@1KHN`j@Sg>r|oSD#axMQ!*`(geZcroIQV-jo7)`e zP~POVBsw^#ODFVuz0t74<}-WHz~lF0_6rjP>@ve@M_5U$E=pJG?PZBSe8+~L$K;Oy zhb4VZ&Kp6Oi|?1M&Svdl)5lZtXRdSbSf(-$Z<}v)h{5}~bHr9ZttGiz+ZCWitR|9M zT#ykVLMF9vlge~BpwU%5|^I$qz5;;HqKr~`MkR)Oq znWwY^|H3klyx4$tZHVJS15-$!KW!?F@@Rtfjlf#r$6HKKJDNrh1zz1?RW|WR|rE3potP>8q zJ5pC(oIEz&vWZ;62D!@oo;0?)E$IIYW3__v$*`tqfEGrZJwjWv#8s&1TFxd)!z?szN$mu2~$9$OM^?Qe`%d?0Awmjh{Nv z`2rP19MDY|!-Xu28}Ev#6ToyWFzCHRG}-cTGL8vr(NzbMQovhK-!=__aW{W(9P{_5 z#y`FvmCz*>h+_B>DXt2y6#l#jg9TsuVw(~gJJ~0R_-Ntez?Pwe2m{FpDY=qQvpm*` zGLPCbCZTUb2Ut%24j88`fc?bWZP3%1h)Nt0)c*skg=o0tYy4{Q#~wI@f{SaN0DO8M z_#&QSWhKForImC-AK_jO1y=0=SP@L@C!a%GMtQn|0u<|mBMmsGQN30Gr!UX9U+;s< zd=AzaOFgIBAXm1I!qP`BYWg2AVGTKQp?f80#JIEt;kzBmyoj95HTL-~0BO7LX(W^PJyqv^2^+~f)ZW+N9>Vb}Og(19llmzZX(AewMdNck zujEHWIJfcygx&+>DUOX>o7C!Q!NKg~4x*$iJV#Ppa*F(lSt%$2G4)%-4AC?O31eaD zk&fkLoUmLNNx75Pv41yMHHsBeutxThfqXC0&MA{+iU?#1;2QSFXo49{y+AziZK2*B zy4xE;^Oe8B7MdJgpjj_Qs;)2>vO$wn`%T&#LD9sMx|+OVPAcCidF;wyB0UXNQNv@3+@O%*4R(|H_G(#yXMpJrAdk$lVOsQC3 zs*Y-?%2!DYcBo|=f3s?P1>aUNztJ38{?6VU7|>M=1uy#`wKs0GH~T(%dt**ldY*Bi z0{m#Scpb))h1O&YzrHwdX#aPO%92LrvR~ZU4rZ1W)9YDbhY-$GIU7Y|!_!aq?c zoy?#Io?X__ZX72`H3kMF8`=b;dBlPtUW3sIc{GcKrhigH{B?hTPCg05OOc{q6_e?C z6jG+xH9H95E}NFa1bH;8Sd{RY05Q^@xAa9|`@IkJIAY%po3W@YGmr=|V66Q{;C&iV zKN@LNF2wz!-gGP?j_1Zv#V9%5k!;EFA&2T6-mq5jq%kC->)A9e_Nnf^*orh_8Dcx; zz9^;(72Iwcg8Ef_!zie_O8BCM2;{&~vs?~S7W>J-1u(LWo?Z2As?zn>T^Q<#yy}35 zC+n#VfnLRFEk|lzu$ZqCZtfL`Z{9smKB&chL_QCte1u#UEg%fGW8Tj)NaFORYr*G1 zw_FOLP!`&xTwgK=3%D6&LEu8Z>F`O7SE^PelR!+EE(GAYQ}xObuID&vb~x<- zR6(schMpNK$%bcH9#Z~t$%UU-*sAU*Stx$n%vKCdm6)2*lT_UU9pKLTO!Ycya4G%# zFf{aG9HUYedqijJxp4Z8e}!JKv7>9cj2DvoL4YS~_6Ht|HO33eL$yGGO8_&|HC?$f zA~!S#g||KrB@wyMiOD42?&4-D?ft}tJha|&P%*=~SNOtG8q9Zy5oP}>`lIJ+u1Rjk zIrwcW_->`}asO9szgTrUPQN?hl9aWi=}uz&;F}vC(uI?>D{FNsXplSz6lsbLD=hAg z7EtN6r5&C3zb`qHb&?yXu(KD`OKhZzITfYMm>8$wn+^Ywx&ht3%)=C`sXxxJhf^vO zWHbL(vv$AkdnmW=dcdN4-jq>iB@P`sy!e5ph#lW))xkGK;$7`?n4^`;SxMoEG1}}F z0}VF)^fzJsm_a#{=%ADoDmIR(W`I+SZ7u;XBNp6H@5tJFqSGgQ zWAKFXt{dL>Dom^vh$~BZE8%ZO>-PbR@HAyVZ2>M1nW5L8^aFJq1t^3YtHH2r-2o*!_R|NJ975xFB^rj3^Q zKFQyT6Fj&CMV~$!Vn5;Kp;WLM1>CNFf1gPjfogH)3b~&jRKax*3($34>bC=x&@O&@ zxtX1q*HdrAE&9fxF`v<%eyqY~z$RU76-RbgytQPK^_QKi*BT)w$Yp^Yt1OxQE6i`# z@w$IhH4{tW>#G{*!@ip&3$Hm3o_Tgp)2|jcAAw1x$qz-ck~zsA{zye?*iP}c&B+)5 zAhu{7iF~_>W+kw~PZ&a(_F35~3~r}j%$SPHmI~wNMxlK;JmK)M3+ayGBNbn9&Vz^v zJQ~`_oZmCnu!<^pGGOVxQfvIyMMZ(PIAcl@Jp9;)&>jI>-pUM*8x!W|7LWmFzY%a6xpZmLAGAg8e=Ev3;2VWS$5LHm)DF)o{vkx_-TPk4m1S3rdL)M7#{SKg9X||{<@Wg;!8!etuoKE9#GL#TAX2J+4x^;uL@#Xr{Vy(Iwole9y?cKq zEEnyijyb&-q4aXb1yxJNu|M3z9Q#RuJYwZSSuf!S3kmbp%P)oh6Xy-9&zAm9^pQL} z85FWF)XQI5p?G6F6w&`+7veLT&z(9|s?2|P3DGM3)+>79imZif3_oTn%cG=x$OC|2 zY}`khKFg86kiTyMEwpFYxrqOUcga3Ka()wWK#I5~s`Zy>DrF@(=+ORMF79W?`LCOZ?;Rr^Hsykn~A=smV= zioQntw4NHET_-b3B`-3W77zsy2T{!Z`j;z^2AczNl*Zh`Je0x zeIj*zqRD_rV-A#8$t1fzsQQ9rV|8D%E=$8Tnb+h2wnOFi*E(cWyC z0{1D$9z=AAQ#W8bZY;{EOp&_@UH$}Bal0wlZyhOJ@Kn^2#Kbl-l{5-}ltn++jWe#* z!tnio`vgG3OAPZ9*Dg&*#bWe7Xr+%%&gf$*Yb0-dXIyKOS!45;S9A@xA0( zT=YW2T&~BT0Vfc*w=?{y6DRgq0lv=6=1-iYX(5R27~U=vynD69r}CL`isulqn&&92 zeZ=4KvmDseLBC?448YbFQX<|7kMhANO69O8FkYk|0@OBRVfE0|Sf(Fawb)1hf$d;R zXsUm_=6ms7e^tt{uC6(xsI{)4cAKr)CGHJHQ`T`2210o75M*r+`sM;@qtYbX$bP*S%9YKOegcqXaMO{uaP zLUv_1SDL{E_D(Z7ZhmPF51*eM){i)%$S6_)Xi5Wjrg51Ni(m=_ua^Iq{a!thyb)J^ z1wr$d8rFJ-g_b*I<9sE7Pzn6>`&XVor_Z?$+DdB{olpm%HjERk>(^aH@xnQaA7zU9 zhH=Dji9MNWk!=770%?hn6~-5AzZ(Ekee)K94+ERu$fgtTLmy%xT$*gn5WL$JeG{wF z8VeM}M6)O2RU~SK3cXjN&Rfs!yRH`92i4SAAv=viY1EeO3&pODXi$FuYmYyiph5PH zQYkTnq*-iO(`A5!?Z@o!`L}P(Q&&nEA47ZU79IDNG$B8OH{mF9WNQGthF^`O zO^9rg?LJ-mxw`#Y-Ok6ovbP2N>8X@Bb$gs>P1eTuv<@QKPxe9rY#L6G!iQw+Ipv2q z@&_2Z)hD;5PXH$#OfqFZcuQh#N?`Ml1cuYE8#0GSNS=f#Tja0XdFMR)}1?bF`%mVN?`5AFFP0)3Ft!_XIa+5cV zYkO_>Oy#!E8X6B=XEMTaZ_|Q4-iZx|n}BwKY_r&b7Es@#x>|YlH+Rk51~G1H$36Wg7N2}8%(bF~VieeZ4Sh`m5JhQ_+I0jh1_`ph-oKeExIny5S{rv5LsX*qVbTm}?M!gmTXNdd2xaUWZ$ScQ3YX2)#&8o2H625=11Ld=|7#KMI&ML*oOaZu zN65?wI=Q44W;-Aka|bh5Bg@$ll;NnAR$t5|qtwahL(8(IvHgg03$!rnkppL2%sv)5 z*f8EQNV8`IrHL9>MRGSfJjwI={`7~cYGCF3FtlZ`sS6Vh`=+8nGz=wmERjQh5$iXO z<1fNc0>kK4jN|a!VYMjrQD*bw2pnOsFysY>l_OCwqNsKd+~#ywD=l_X*+KOPXpMPKS5pPVcO>(yo!ImVhcqh=z}un4>7uZdFU=zqqthCE|R$C z?B232Vq}BZn3cT75!Z>zw{u}NnM;lW_{{HiP~+_7W+YAl*&Z6VZk7r0pJ@kcWvAu1 z=w%znlFrxq3V&Ks4aHG}rBu=woLLMTrKHMib8KOE-yLU%lqzH~w4fi}CR=cS#M5cL`lecWfOWi&tI@<(h^t__TRNZ7pmG~i76W~n#Rd^3iU z>CBmNMlVg>L~Z*iIk5Hf&{(?VJ6(_y&U|u1%y-#bl}n{6E(|*C3;Hef*{w}6)q-x@ zD8J&bzKh!!EK^dZ%w*I5u(6@>Wz{<OsQAK zN>lyx$%4*{YW+82PPhj*W&d{+av!@1weQIOH?{_d$yX3A47835m^6U-RKg2GEhST-UC<|={2&iq zoI@Q4W2(clVcz(0?JfLTmN##>wms8ilYwAE>TA@0Wr+j9004iWxuagDPpXH+X*gl+ znp|Tx+oI0=F6h2*J%0BC3eS1iqB%4cSwIH7a4k=bFUM=lUI!@Sq5OBFm(K(LFz3kx zp(~zj4-?3qTnUrZ-^t2SD>%c5>~x~@jJfstSTczUW$|}Ge08E1+Ns^qB^47Gk$axc zUa+Jq*s!`OR-1nfgsYChGEjyjMB3hFlnS#zv0jF!S^xG)fJ-Wc{w5u5w-|smrbmtm zoDd_h(@GNPCIOm;ewZJRX8Ek=Cr?l9_YpYJ_MCPewBt^vDt7f!Pfa(G!}V9T?wZun zxp@534ZSYot6|@LgUw1N-4LFBCsaK+Z`^}$Yl-vjOw2XoUiV+^L( zGl&VLtm}Fj`I1pM+p@$y({nX|X{>kSGghr~_w(Lhc%B=+KZ59|o6xM-PG}D-<9b3w zM}`8&#jGejiiI4L>Z~)Xq70ZW_|xLEAY@lem3r_ypH(*AiIQ5!#ktr!JHIEmQymDk zys!!CE?NBQ3$R)%zQDT*!7F>KJH_+rA)V%S8%OK{I>nKPe~TcSGdQu3Ryw~7k&4K$ zZPu43aP?^A%Qd19?EEEmk~`__V1Vtn@U`s_N+%mr%sJ)*>+`iSmmS9N!qP=OrCqwj-|H^^f5C#A`&h~*&?za1SI%cGalFnv1X^7MK@)Hjp znP#BbCR5>0l#_O6nqkOwwRpC~afem3iHE~NMVao2COX3l-P_Uv$;r-6>19{R5YC3( zB9*h3sYv+s=QAV#Q6r(lf0~AUDcxV=L%y3U3DR+`y#b`1P8^Hu9LLeHPW;U6q$j~# zbozLYN?CgdopAs61-{Fj5^K_Mcm2YcWwb;G=AUs5bT!^sDvU68unh`*tzdbzkG% z`4)M^!)@9qak>fR8Q$J>yRXaWOyqH0V7;oRWPjTp0T#C1(z35%M|V#b*VHPTL;u_#wrVEpI!g%HB{sg662a`QclEpcY- zJHtG(xz7H3J$JG%;8Z}BDBJ;`);&hr5>$g0=OYD|A`eP z5ZOmE+xY$UTIau#IaOofw62k_?w_^^Ez?|d0D%f05AW7E zS}ds*ts@TjPe}mGoLOa2;OoV>5t&?Z&Y1MY{cIxaWW`d&B0xnnNRP%u$&;!wJf8zFC?{96X zpZ*l(LoCFJ!L2|ROcx;PB06&JFEgVLXjc0aigEGdTSUOBRIQ45Y9t$-E%{<$XEBh6 zmXwj7r^CcAcA~J#`tykgrL8@u*tqZ61f!pPj^OQYrq-<(y{k#>cFQOZW+_Ix?mta+ ztX6occkt%w*nXc0db>Aef8+Fz2Yd{L8eAou)RHjEUx!bKkhovT6{dOzN0%*VZ&EDD zY|VG9YGT3`x7sy-V|g&IBkPE4c5!xnDseY&6#L+Jz=l&i8TEv3xcIex$(+zft`=7& z8%}w4%xQ{){1%co$po(&X#F|dH1K#2qw{e-f_yHi`{me%TtJxl_DUJF88{L zFbxhGQgkk4^9~ns`XI*E7!fPfVCMbV{0IhssWEDzsQX0q}D-pP6 zeJe%iuJvi;5 zH}~sq0OF*Y3M#aF^SotxQ}8ZEUfWQ^8k_BH2(hazizeDw87Yh~yt~=Mel#N`Zp_xBli_FN&<&qpx~MKbfggeXuFuNHA=KuuG+IT>v(l zm)8ZPDVqy1q|6EC8|Z$|-Su>PSulfv zmGABg&+;H+n<*YJGMn!+iF#Q64L2nPIOMOmZ+Zg>TV0 zck?DLmPLf_&X*AYebYjXEI%!yTWgICvo-<_a|yZWvL{b`u^{%w%wY1)^byY9*-76Ox^z`9$jY81Ia=r zf2b#T!14u0RT5&K$V9&s6a)tp-p+D!1l<{)vo!!Vawidcc&dYm%#+JtX|dzny_I2I zb5!UYr~kYoIRq@yT%R#df4E?iLo_d%oiy*3A1pAl$qPX}A?|*n3q}QWs!DwE5f{!D zBK^Aq&?NJ@Ji?Q%vG@CbG@VscTV1<_0~9C)in~LLYoSnFTD-WsI}|An0fM`f;_mM5 z!QI_MaS!fr@|`jMyWC}rWbL(Ine&+)kw;}+^TW=cH|1>VI>Hux-q4N&&lQWuh!dWi zs1YbCZWx6~XzJ!trk#B3Ufy0tOl)4d8@ycCd>7^R=+;L4BlVxN@~rh*X*bmLBwtKN zR+-=tD7+ym8o_1NSioH7)5eccdqWS!S>(0jI^iIUg?B&x47y1r{Z{#=+Ou=jtc4pr zs!J_^e3Ed~fW(~nK6>y_=W&3uDo_T0&7is89GNp`5Qd>}KhiH^-(FrKv_Eul#PxKD z{~1;v5n-)i{Oh=AtRpRevj6P^3Sv;ZbR>SB#E2P(_9M-W=2cs(~ITS-MBg0K*>Fc2nHPX~g>( zIrP01S{hVL3HEikrT}8=b@x9Ei&(2aM!{^~8099CVYAo}gI5IuAFc+z!a{d@C-QxX zftJlR{aL-B#>}PDcEyp^wbsY@JHLH?ThR~C5&hT!PDCeCYR4}*3!dk<30dxo>!OR< zyD@4XjV)9RRDbf_!^w;KU?|LIYtNx%NZ$^OTIn%#pwIpqL*@7yo^4e^8tPiOQ9qg6 zvXpob!R;&kn~!(<`&=!hYbT_4lI-cqp6s>9E%VLyb#MAN!J?K?jWP_V-wn1|2OzK& z%yLo}U$PY|XHm-@N`*(a9num#(Rod97_nNLkLk3UPu?bDPl`}hxeta>1MWihKy;qp zqn;r3NV!CRRepT{rgey#N8l5}W^e=}$x}8CD7pM({2nkf5u9Pm;(F^Ef?vYt(QaJ% zi8WOrsP8Rw*7qf2Kegib!0=MdGZEVdmTX3hXV_M;SJ~~uO`O;H{e0G|NRtXFKM?M% zv^#mKY*{C%`aURw7~b1g6JMs|EsAG5J{m-^jJy$hTZ7U;c*=$`nI(?)T>RCsx-!3z z^6jxO>B9z3%@Vx#D0p#>XgLcHY~b^>4AZoAzMZAr{W6gLE9T^4YAN&CoK={H1X8`( z@D3M~Nrjbkb-mqzztP!+0hncA@Lqos` z9lIymj26rkve9cH?elmtCT+F8!{~U4mRHiPv+yzzOrv`KUcCKJ@{|pbpEM*xOX$u_ z)z;$=BMtFAVe z!SIS{tHpvFUnW!bbzI!ucija;@HgxlA{Wo{xPM-^*&UI&P*2wGmgF!T0QXEynHubp zMEyk+osBbm+GjheZ%#KF$cnij;)Jf}ve$)}L6TbEAg5KnFD@Dz?Y>nVKNzZMukn9t z$R=p}UY5n!>z(~aX5iL5jr`q$XGv2JRXP|%@FKVERhQzI#wu9QwmBzp+MTegO6PO) zu`_wXmo-i*VEsFy^DKvA`*O4Z1+mGlGt6P5uaP`~pUf&p0)3Vo|?qx7m0Q0#fEx_U6f%t72QlRF0&_CI4!T@IB~J77u5=9?OO$h4tjr z%X+-WY}UGr`WAmK6{p%8m}$NG4(G8CF9)yOSyrz%m?KltHsLkZMQ)*QGOMe$~0Yg5S=kRm}UJ5?0eKr2TPl>02mI7*XT5$ zd0QMiVOT`n3ecgVevvG%ypyfa;CUMTmKC${p6g9_kGV5yr&jRGtgrT#MDtaKo&Iz~>YlZK1b`=@1ACu98}g1{K^ zotW2h1$kqE8OR(8%3APh|LG0U!SU=?yfS#%FnGhrdN!t~B>l|dpX~WfsxJJ5Mk@j{ zoHtG{M7Se^p8LZ~oZH%iLFajeS7Vqu002O~JFVBcm{NBqBy`_^!|#(fh18g^H#)nJ z{XP5qi~^{(Ytf*0dF)xC>v|+x!$I;s{ONq!;t}{E#UvLgNZ7u)TXElmlj2e{`Vxw` zOMhLTpPS3}iuFd-SLC8o=I*vTK3^QebJX=h2q563GAf}S#;?Q*$`oPGiTTB`=3Xy2 zd`{r;9-~iO)~is&EWl8#YTHCqT+D7gB~EE1I9JGiuL0v{0kxU`)RK>6P@Sn5_B>a; zeL{xyv~f5l40Nb1eEZMwd&@b@(1T`jjxcErr7B^X*XQgFYCs3j%XTzQo6^!1Y1>tg zkV@ftw!Nh&%_e=gFQ0gY3BNFC6g+`VL_3-QCb+-;#^g!|%f)4|43xPH%W~!dxq~Yq z=!@uZI;Laoa2#gJ)Kz9Ay1JKo`SZ&kf!fl?61#)kQ|gy4?c0hvp* zP^mXfB^+7S$gApwGwxOam1~Wu zv%1MgPOn+7i~xpOplt-xk9x7l4&gM8oWVR@kOd^D4TsSEu(F^2TBhXq_B4hxhn~rlG#a|7V+D0Oa9=xqT?_2QHNC|B;pN3045zXTV-2-L zkjSoo`$lmuR?nXujwDU6RVMxKr2ppa7TU_^nggbZR zvkXX@iWwxw>tCfD3c9TIG+@BgKc7AU*62rXktmSt&Z~+4#LM{tW@a2AF zTBj=5&GUIN8*aEaWva~(oB^NQ(1LEv<3zelE27_FL{s|n01>HkmEo`Q%a$c9FG(R1 zRAs*chV<`s$HL6G&x$li`jw7^+Uc19ifA6BUd`YCJ+D=F;jD!}^kX($;`x&A`~ED}w8$Ll^Um{GC31sdk$kY%CMWbdz7gKr=!fGb z@}dr7Q|K8WH^~W&np0skSYK#e$r>{aU15!gEyqqqCcYN>l%zTM=_e&2x0U zK)Ysw!-yI0qI88z`tRtQtdVnl*Lk9Cs6Z~Nni6hr?T?mOl|}k&P7$-V9|whN&D9pU zboUX_^@;z&&)8}~0GcGpSP8KgN>{1V1O7Y@lvP3MGD#T`U&tI+7%gYoC{58sO28q} zQ-h_E#C>AHS=UP#aU6O^IiCA;2grvVJ&TFn|4mY5uCXvH)M;%;o>canx zF|Z4-ywtGTv4IF7E7Dm7^hdjzZgF{9DG5|$1TBJNUSW2id{p<_|3v=ncwAYMoY|6V zFJOtPHdMBbdjF-(z~=;7qk?%Zs)Qj;?%o|JbQaJAmP8ZKng7}~vPi4F6+U8be=Dfvu-fNzn0P%06nVj~phZEaokI0^wymL^$h-EcH-F&~BH zAxKNNHOHs8B(u7G(UX%X=rRpKpL__a6-Fq%e`ZDk#KrwbzEVbNVQoBjuSTZl#Zbxb zO`omghu@w$QTQy+Ju9cUdetWD$=RFkyJs=4Q~V$wexaAPkR(p6gFz1?#YErdDV05U z*bI!^FcD3FJ12|f!MB8R5==5sIALgt=AHBie!|NSMyI>2S6e=)q!-qSQC0wfBPJvAqSaeNr8S6EKuT@JufbF)M$H@wDAfUiq*9nt^8t( z+2&A?_Q`qvc*wb^(2cYVF5);EM2EQHxY~_s^YZjdFcg;Pc$&Hdvn*u6?6u{wly&xn z9*~!p>hZ)b)&^ld7oVsM2H6+i*ZJNOOez*_E>zCu=U*n!X@ewd*gZzul!6{yd%Yi}`|s-ttt+!8bFroOsT-AU7c> zYZ%(U0&_O-DjOG>VN6c`$a^$jgHdsUDeAP6@ptokXzhCRk`mIp7L8*rw1k^qiS8wO z_lCh=4Q#nk2MWbVf`o>OGd=34J-HgW7?Zx_D45CId4EeFIW>5lHOo1wiH<_5**+bJ z%(b}Us-?SFcSX~ww{UCtOz1v0e84wYvucoXIsL5FEQwPlCuQVRr=kr5XC);RlH;&$ z{5E)c=#_--OWZh$(8aTaQyn~f&J#{|$J~l$aSOvCQ&RF!OD5TAW+c0_!~GW&9zPJM zFY5Y<^Ci0SitoURxla9%znxt4H5Lf81p;AI$G2hR^P5VDjJ0gsoBQk%by!E+Qo3;e z=SP3yaTm-eyTY?MO$M1<%EW-7Mgnpzy;PPY+kejdnezm;k)4<|e=| zp&(Q6aG;JbqT4i`bu?D;S0^`(`O#7v(5z(j;c<&5YEgiI!oA2M<&Lp)nDXrUAVoX< zA(l9tpTgZ(M1zpzahOj4X^CK^0vi%?sEZ1t z-g{_cYe+pfd_wQDYEp~@s;2!BOsc+Ib(^PKFsABT#`fx;sDL38DwuC5l}-DSYf(Cu zr?!7@VTe9p+g0FWYY}H4Bn?-MFP^QJ04lqTn{+WeSA^z`+j(W}Q@EIdQCV;J{4x%T z!^1TqI^UlMiZLp<ik-j4m_eJm&RR2I!u*NK+mf{OlnsqU z&$~76Q*@29V2`U57JQPpE&U}oYPgNpqe;VL1~bjz2TBTRuN8K;db^gUf<-&^hp#qB z8>v$v?&}pOf&qk;gn5cziQNB4M2qL#Vffl^o=b!EJFY+qd>Uy_c*~ULKId6K2l6%q z0%6)4PNCtY&POQA$2dKdCo6$!3_-QDru3{#?RICTZ(JDzPAV`fE{1D@emXZHQf(?2 zR|=^n{+qSb$tw_(zcBPt70Vogs%qnOlS>`ml%D{beh*O3`iNNV4B73eRM*y(&-vcG zdOZdhRjD+meHI+9&WOT+IvOjJy^Q1p=EcQg%UMKXPBG~en+qbXV0e}60GssPCgm2d zsnZm6FkS)<{ge^E&!$prb&`BnSw7k-KEyQ z(%<|?)mL-86q4fc?>;p@>EMz+L@^d}!H%Os|I~uKNFMIqK*IvLsMwDt6Z|d2B~xW` z*_n9j&99M&akBbwFH84&+s39>V^VhP*J{1UojuK`gVfo74ZdQg_oHWNd~^K)w}D)9 zwcvV%2RYR!{wotwMv5_kRy{2<>yXuDwKBz70Z_p7P(nc*kfPZipJV%VUBjEOiZ?lz z8E2=Whx@oAmjIJ%kU80rQMjuFigy+t(h~$o=Fo*dp$IQ%Cn1x(GNet}ug+b|E;P(kpf{+6Rt^&#tgd zmQeMCfC=5Vknm2uqg+^KDZ2VgW)-UAKwMfwr(O9UYDBL)_B|7%bH?h0H);W8s+MpO z$QWHGkAAGzvsh}aRuv{4YE>$_Z5D&uY#H|%U9b2;zJnkpunm2>TaC8~i}p{n0me23 zfJiD=yM_SL2V;xLF%3VqUfTSvSd*&@kmQH)l80-((qh;VRI}is^mwF7MoN($|7SWN?I1;UH4=Uam8=3P#A3;BlMAbf8cs1Cxa|B z=wSOt&V8$j(!xW#QCR?iHj+;qh@KhU&yr#iEIY6;kS|jjbzoToEXf@QJ!ucQjmjN- zuMx2g^Jp9zJo&r11i$&3{UG`Y9`u{b{{W%arii)-vBKRcBd>8=Vy;dgVP<~)S! ze0b)TGS%IP&QSbc{ccFNtp7ArRs%O+#xAFAgsxVOZ!TNLzTd8yLUs6Q&)xOVf(yb- z&ldkxzO2olwX=4klOz3Rk%=jS%U)$zctW7MNvJ@l)V?F_;JFN-{|%dFChW$RM()<6 zAu%I#!G@>}i68?*b|w6NKWTO-F{OnV8;)F%jQle&f4~H(p6i3)3L~95Te&~Eq(-AlBBScWw0tQ01u2_+% zPK*#EcR-hXV{_S*ps*fM_$ewK#h8au^rYBP@|yyTu5yIH82*X~u#QCk!wPmB>clvh zl@-FhOoBmG`kQh}GJ~RyjI_vwy}I8+_hc>FSZ~E8!`l^U&p6TuU*a`hyHyUwCAS$Z z97Sv(M?XBt^Hv!uH#%Orn%`Jn$HMB$C|>$3o_fKEDQ>W_;(umgT^N1Uluo;zkigtD z9G}ne=)*E{XSFqLI>6&wdKTcE`PZ66E=S9vZHGBwA1fE1$>p1}=#F@Qj>Hv+4(+)m z;@Hsp`&uuBjsqFSallsBeV@f-WhH{q9-vlRuP_pPpp2xigS25QV+KbKA3~rwJ0X8S zlHf@Ev(dQovCP$ORy*rkTdFCf1H;=NIfJxt*G?x9VCdpVbk7}1R+x>BWwAAg&w~o* z_egsk>Zn|dw-|_Y^r)sqPzC$ON+K03CttkT6=uAE{Xu=ad5g=xIm%1E1?HA!>EPIVKWN)VD&C zA95B+X+y~RXS5CNC>%7oRpnDV zw?tcBO)FzZqb(n3rw<>`^5nadY;{$uA4WP#1Ylt%wwHpM#^eqp3^=nBC3+tK?hiZ5 zzBgXJz@43zkyjXJfw9>W^#xbEl&-Bvi^LpIL_oUED&UyJxC^U|DYJd^#=*!A<}hzvUBXFl+e`eimD|b{n$c1f zJ&wY*IH1i#$e&DM4q4_~4Mllr-2IHhF04j0YQlq_OtRc+>%YXpjIj9u8W-dZ;}d+w zdJru@^8C9UST<==r;H8Y_0HLPiV>dvi^95m2Seb9Nz(kw=sS@AwqyuL{&38P>PZ7c z+zo1XRPQ3) z&OtxbJ3B-gz*P_gvM%ScQv0x$%pn$+<;w+rxQQyhz-OUFyt9+$go@`R7Q|8uePJTs z`91b&zsqeOXO7T(9Gr$pxUfVBvog@kp%@q0oZx&xdsaNgR5Q};b`ij&_}bbse%-wm zaUijhW3{tZ*gB+2Uul`VL4x9=eSaCxCiMH6%dQv>ZX=DPNV7GEMzV-JsB;k!u>D#c z+q{N&?;dd|sS3+aculVU@!C(UNVB)Lm^EH z+r~>w=mVdxA83l;4+HH~0%ZI%FcR_~Eq~Ref;QWLyLwe!TTh#wHibKcp}jJ*Rvvmbli&1vY?1Jbf%(>dd=zrqcsL6c3 zFl|zSVBjQicRGCaUou+O$uoGj1{;cX-R&*@SIoFFZ zvp9puwjpqV(zf}~KwJ3AcI@F7OCcG01@uoy8{g=WkUAOcr5leHcG7qtDPV1hXZByot{;1oIXMxLAA&x zkQzW0nVK#xOzB#VscpPc9|^S`o8xCZM3}r>^}_LNL7oAV=zQH1Pb1J5yeb&XDngIa zCj+?(s-&!l5k51dPNmhD!fP_0lmeGgq4!Ij=3bS|IJDR56O$z)#{cv#*6l4}nnixt zARn3BuLNP|iMOt`lY{VVwdMvQWCIs{*L{J+6)K`S-R#oRUyFj<~oi~AI`=sUH)u;)| z!J{nDP-C|rzF=F&BNv!{hQi~CETnP;0T5tRlE>v#*{v5#;6-0axLF(`#G5 zlu7FnanT4 zT2$X|f4I(y6N;L}{;!q*Lc=hT1&t%e)Utb>Q(Q&f_#P={uU({cFsz0+b5)T1-FsjW zXm}1Q&VJeM<3t=g>UvfiWVh}o+Q31EhU?xQRSX`_n5y9F^i|rGCBVBo;L^2f6*Z?p z4~V0^sG0Od<7xAOogOi}TClXt53paDG5_b}Ns6a#%@CO60JATe-q!*kup7cw zFB2AvMd^XbUp$H@+2?0fe1t>|u>zrdi7JTuO;YcTT)2;5Fj#2>=gYp`+WrK%j9rCi z2uycfJqzN<@jYGZkKbpDK0FjZv^5 zR4sGV=I^2jY-kjH5vgSx_jLeq_63O|z^?t@WM38-X*%pjMu&K^745?4uTwL^x;}Fj z5u(1qgfae?X}6*X9Gi%sr0tH1$6{pxeVR}r_b+xRBLw*w&3%h!k@|DOfu1@NKV;>n zD6(dkRPTUp8~1seUW;k=?X9_X*BQ-kK@)eD^@MH}-fl~@;%miWJw=ml&9Hg^bE2tP%9VEOL&|QKr={!gu5EZ= zW$Kc$)`wj9^++S zwC52gx51H_pqnVVn08w2FHL@)ZL`E^?O2|tyG*j{S+AWuH3l%C_$<;o$x0_tx4TbdQ=( z5bqBN#dFxSsG=Iv%)W$@0bXZnRXSkwQ%wHZ?9(43t8{gq{k0+VCDejJieWCVs)&GV zT7gEK0me~q8*Kd4tX}&Ek{7Ftv52DE4q--9CUI?v0(FpL$KJqWnN!9oyS8~extS1ZjM?WCuS+gFo8LTwayxA%@Mck)q{y!<~E*?`YHJ{($&O) z6ef@;&qTeY2pCZ)WXkq)Or6OP0Un3M^W)DN`Z54=x(#R}#vZpgY-}opo|NOT;fs zwzc`NRCi$ez!)Ycbi}d$VM^Pd?4RZgLnbvL4ll#oS)=9#CH*X%Lpy{ELW-je=aWMP zTiPj9MHq7ixpw*NZ591Lo{MV8x!zLRH63ST&bk*&gX4KlEEAqW%#Ms_XQa2uK5U+_ z`Du;s$JBk7evzWgy8HaESVH$&zaU`ag0>gqOgOdLCI7MXj&y{5nNhKnU()!!Rm_-g z((AtrU75H(O<)WI`gAcAmUg{5w=_*GZFY|g0!h+d7rw8gBi;56zm$;kyb%aYb0!!e zB7SEVq!wXR28h zyN;PglPi<=nil*`X%AU;3@iyR(A8>0f4RE8St9se67w7QTNAuY_fy83deBO&v8!9 zQ4m>y6EQFK8u8ogv&Fyo6G(glFx2tiNs#dU(e|eMEuO>j$&yL>Ur-ZS-3mw*A8qsC z8oPaKzYA=0yL*P9KvSRQ3+p$Nr$TUwG!}*4mVN^qM(4f$qa5z=ScOYUL%vD&%4Q)szI&|HLR{PDNW=KXVbDyI{k&e~Fnbic^u{y*Y!oN75ccw_Wwy z4_Og{CU$coG%T_#Jf=}cr5^$VQmdBva|z@NmcBrVuK9vc_CK-wZTNAP3_|t`&^TFX zEO0yO>Cdr%z!?S)C^l!rHWe`Pt*}>^ALafmD8!~L9Ar*V9Ql!UU-`QlEb55yEQwccLwj>eudGvO9jJVgJT3LcjT9PJhs~WK}D@H zBtaVkJ{Sb%>$yKsh|a$^#>Gm1%DR$bKxK;ux8^g zTr)hjMo157YE*0^j&R}9K$DJ+`FZ^tn5F?4f6iBSQCAGcVY*95%> zcFfFvrzSZ)0CS{+*TvR;{5oeE2kfQ(;GxMja5j#pqABtOX#Pq6$|rLJ=U|Uo5Gmy5 z=myWShf-TTlfyL79ggJL4Mn(@H*@6W!r@5svdq5rc7-!^d2{+ zxP}mEMc1f&uAK>ou_v`6R0`$-;vQzS}2V+iZVJsbI4_gwidXm&NWCm0- z`8r!r@U{@NMwf2=aCzQ^v>YoT>MK7=6}~t>S%S19Zl@%1%<#$T0X2pDnnv|J<|pA+ zMx@Lein|m+IJ)_(z2wY~_J>><9^OQ(okdv)DRH^!?=_kHFSeT28+{iWo4JJ}UqJgi zI&iS^&rk@?QLBoV$g85B=w;m_ZOSVsBO@#owta&+2;o7t=f+#{vN6cQI?)xiL?3tc z0`VXrFmUb0O1mROkaLtqB}GF18q~D6OCLr0MRoW_)D%_XPqSRruMXEul8^c~eWO(a zNecIhWRkg;XziPgazs5`WwJ zMjgM!t2zh2h?@qOZ zh4BSP(@?liWI;^cer5{#9Kk?tfcsJW-#pYfo=-eK!izL{;!fIYGcL`a!Chz{NvwP| z{TF_s#%ix@zuw=eZy~TY(uOXi#1ijX~Kfg1%hC6)uUO;Ge zn`>;SB%*XcqJgq2dK(;GUY(+3=an{r5W~Hp&5#hT0R!O<=!vmqAT;XN7_ku{2rrx5 zyf_a#ULqk@3njB6bV0L@c3HuLz4KoAu#w6&_LN`bta~VbtAevzF@sr2y9pWO4kErBoJ)c7-TJ1^%V_P}MlA=lin^sLuVqI>uoDVs6ym8WrWsg_0Q zW(IDM{!w&3hZf|)PlgB2aBmnUFQ>)xo+sIFwYbZH>SG~gu9SjQFzRG3K2@)smSY4D z)RtW`(8Ji^YV!Gm7oRBC(fA6U6+->1*mK;hc5+83AL9D!Lij&R%7TihQaE6n|*7+;j4PD4Fw4XFSi$kdwg`!HSRO@IsAZR)v?B#rl_tBTC)K3a##JI z3yn2vJ)=sE8Jeyxaov#s^z)aTNtm5b^%idXd1Zjj_YyUjxexV@>k^FMj-*e!1f)@k z6x;j)O+vmeyXo_?6^jAIi^Lu^dnU6D*TDQtwt7d_=r0k+%pU~h)pIb9>7T6lzpU}l zO*m_uZ}?nadsMl9C-3og?BP6=@P*1|J^P~++TpBbv;NiQ%nNvK{LWAyn+s=DzM}fo zLS_gd#z$^cZ<->B+-dy|+a$v?^l>00i)eq#xne1cf_-OFj8};#85Ww>OzG;Jk7BR# zWZ<>dctP!HeKQg%N6%bApv5KvI5 z$~-%r|gDG7! zo>x3TJM<`}S#9e}zRK^@(tCJE?ogY59is6tM`ZvQEQycH#gAz4KP|vT>*rEl#r+Nx zU~}!Fv^=+_?9frvru@KY(v5Y=BAj2ttDiJ9Wl)5aZ-$htlJ)9m97ek_G7G|HF4o@y znDVWQt;_lHWJLLnLKw>3c>f2lD6`rc*F%BKWBmEyY>~qAZJp=MKI>%w1`Y}_*XonR@L8pmpi zq0Lu8y(s0vG1ufLN(y7$l$t_}BoA`?_L!pX)LrWT=tbR6apd9-0O#psZXB$5ZP}N~S z|84b0IY#BYzByizi*tCcV)$}${>;#WEC3P_BaGqS!+(TpZWFh`sLTW1F#BQ5gD?jq zO9WBKpn0Fl)!9>-LtxoiIAuzdkNU}9+mKO3VrRPiRyWJ=)E9$-zh6~85LDIlZ_U+k^FPt}eAMgPHRP4&vC@oNdh$dVmPs4#In5??3N?y zLx0AS2{G_$$vDXS=_OEi!?MjyZD_<(NLguqWlQ-1M2)GYG>JRx?S0h}7KP9L>{ohl zGBF)@ls;2W6(@OI?TwGMW&G~^{Sol9DV6TyX?R}f=R?x5Vs*?FiQ+!T03MQg5s7;q zC!+7OPUM@8@kgfU|FNHyQnucVqIgdb*F-fkwdIv>E5zK;`a$X2cZ=pN?zJ77z! z@Lk^(#DOvWv>ssS5f##D{IZ;7H93Fro(e>RDw#%LmG53P(2rz3^&35Dk2ae}V$B=| zr|$MEX1F#%|NTxT>hCzbf~fOF$`W-_rn1Tu znph6coal0BWGMCw7Q!M97PjQOU62LK;GOwmZJq6aTVwA^K^Pxc{1*9?)-$VC3zC4n zmE~U)$EmvBXAR={>%4Mmhks8vV>Rd$CkbZX25N5RsIGFphwH2o^rP#6pYR41Uyd|! z?6_IfnNh?Nj~SD-NuU!r7@S1x*sqvU`yk(RNZ@wtPo&icfI0_z{pJ!S)a8x=iqAKU zutsXp10o15h(qx66Pj|=>l-h2WcQJ*odK#{Ozlk0k69{y8dc0Z zBo{VSt2UV#Y1VMy%SWUqPB@wOC>NlnidCV{@JN-s)Q4RwWN-gSHg%r$_p{nhCt~?n zPIoH&m(mcwZ>UI+GLiKl`;3Jg^`S!d$Tdi1Qkt}r`2a)LAOc@TAy`jY4Oi7V+7!Z=KPy?34c71gMYX{~y|QJxusl;zaefQ_{mM$sbNT61?T1SY4=vhaWa@yzj znfFJvetT?Da@~7&Gmm2ln(D^PWv?&BG=K2jOBphBN!;rAaDz51K#Qy$j&J|EGk)`& z8K^S4K^e-u3}j~ChCfc>qkSKDBIGRr9NE&ia`926h(Yv`En>EX13w94o0vykAdsg5 zd+Q_UdPV;vq9A~W-nqjk+D$^fYQS1o03{ZGiMCG@^$nJwcxh&9;sj|X2iz&Z8gpK8m(U~ zS-@j5S`6xUPIGmmZ68tFz3qFSyw{L@oQcP*6=BXs6|0!07m9*7l~M;My?kP90{JL~ z9T&+v1h7Vy2hpZ%yu_4!N5dgjZ)!O@w%o{{6!M=qM65*Orb_Rj;Wg9Ebf(L@wu=V} zT&n#kR!NGh_RHc0bRkQXSTt&Mh`0-$_moNpHMIA6jucp`UQ#>FSqE|Z`K}7H(aJLi3!vhsx;j%tovhYS}+Wso8wEAGsFhhSmR}C(z z3A%}Pv^}5LyuWDjDD6j|QfX^xa<~6tLYbe_L8QM{-}z{+MLv^(4xk)gB*@}(Ia`t8jNWv-3_f(N6B(Bl%d_4dxj`N*>`w#K`2{`M(F-(gbvyeNAdDcsnXk_^~7H$i^TuQtl}FAOg4h|366S<3gb8t z{7Smmdp*3^Hd5Cj;%Lb+YQWp5C13RLZIsoC3S!ZEj0bpC5WWS-3VE&!-BucXuQpbkzi_KpM)iQ@q@?#)YZ0Z z^e)Z@j&t>3p6zc_8~rz)@8&Hc*)f9jGhsE!QQz*xFOl*rn7~&%Jv9tMCWU_Pg4ssg z3wO545Ts8!Y`hxOQ#+%ESn>y4+PZr)F8us#QVyO-DdE}l1cFj={F+z9lP8BomcM8` zfpw@@_7m5wvJpEcoev&&1u(p`y1dVbv=aa^_I?yB)Dy|4X&pj4L=Q+u1-rg2F0(BYzB|l~{0fg84+*;uWu>_Pzzi+dFGM3oK`bHuTQwvAe7vTK z5pa6A+>P&c@;`?pXdDiQC*Xz-WIa@<}UaiFK z*Mi6v70F!0FVEpN4WC65r{2A{NhNYj^rH?aNV18K`~_MR^Um@5hned5iL<9UHyZ2t zjaiA+j6#d1?W0TBUknd2haw)3@BT}NdUCDm=JTYIO4Oft z#@~;XzGV5HbeEXtu?6x!zYh){A$4v=)Mu(;Ur(Ijhb)7q4O{q8>hS_B3dUxY1eFf( zK6Et6_q>UdAzV`hUy}i%fnqxMU=`p$r$UAqGZ(#xkv$2oVpN>Vo;h4LME5(juhxOz zmt{jytYMP`_4laHQt#Xs06FS;0KmFW>erEmmdQ%qk`-kA4;ri=HPB(F|3)QqnY>p# z2ewoC%2pTN)>!L7**71MV$&q)mz80y?83rt5ncBY3c@ef=Wnm)NnTaT zkjMHbx3RP2l-$3r397+|f2k1NC5d@KbJetV->mec6c;sq%^r%QgrDhys|9TNywVnr z5D1T7Y0OCCR+j9TlJ^`_SzF+QAji50wz0Hq z4p>60JYx>cV8QS%%}-Q1NNFMbzgQwtsLQzq+zxA}JVnyJQ(!4!t z#xwMaz(UdcvvmB2C8=R+du05BsP?B94@ilAr*}0`f(~TRZJt%j@2!WR)8S~YB%V%T zVtjl!z-`@S@%j1LLilNUG>I+AtF3$MvA%7;DCIDcI45Q)i%9fD^*atUVa&tE<*xEw zQ?JJIY*8`sH}{n>tT2jL4>*XXB*>O--oqKa7b5UE0wRw1dKdw;O;P@L}3Y{faTzs zDid$3wVA@bs$@Ol0@i$j5Q~AX=j$| z7`>cWoWMr8GLJDYmsvnq?4p27qFxgkiPsi#On$h+qyZe^~ zuV#5D)^@832*)DH!oT$2Q~Abpx1K(*J{0n*#zeL&GB?H=*ST!S@g8FpJAB2WVjd-K z0`rr{V*c?<5VJqux(}uO`~kK7Sj)L1(=k;6r}_KicJ~*rn^dgJsHOUNR@gsn=`R-J zG+@rK9a%baCj$4HRpomp{G4PDd>i{bt`e*ump+@HZp~u?@8Dtfa(PKyx%@pxqb=`M z5j)H-IgK6t{Ew{gz=reJ(sySPKv~ST>l4br(;1a!4`_ph{=-t1?;)x}hOzGmFch1U zR2sEE7&~uKm07fIwZhifOS(rabdjAZV5uds%=SaaEPR$sz)bAl51`)6c(Re}Au^H5 z(RcTSl72C8kfS5drYz>4O}+(F$Tuu!b-s}sDi&;L8R)FTMV3K;3lcB}V+XifVjSspA!GJhdl8Sdv zBrc+(S}O6;?K&)1(NyOF10@J1XYAVL$!CFJs}$Tw0q9|XWkRXw$xjORo7Zexp=WJt zTcLjR#3kO@htn+2K?J(WD^+E}JsYKsScYydTso6?4@xfSl?I@T>&wJP4l*uQO>>}#q)P+i)S2(7I^phPbs?I8r;?$ru4}G@8Nua zvzQPRj(zSYR=~PojV8opJsq|1PXxSK_l^d4YbM%HRoE)ov~qUi;MO!+c2 z28s})<1jaku9#y0ZqJk3?h1R&tv|i3_s3;_K0G?&WBp9C590guIlRu~M_DuC23}uu z;c6olusv|qq;~VDQ6fd@Aj|jl!KVuYz{%;klE1vH1^DK6rW@A8gj~rM5l}@)E%5q% z_KgTd&kV?Ss9`i*=q1;Qyz9$I!@VxkM&I0uxKU`rnKz|^Igxk7K-$L|KI5gGq@b61 zS6SVoGk+GxZ~G%r$?g#ONYY4UqY?R>?l!)55pgbHL{T({jTq)BO&&mgOW_l!<5slB z{}k7cykSeD6NVTjqLq_i+-OdubRdWkSMi>jG03NM-hJ@2^^59v+&FU@a~-&^KP94B zoZ6-h*}Ch&oH{;+f_(G_J&WQ}9@h!Wg!Kk@ITSv#qXboO;1(OEw}&!?nt)E2snGsi z2UD>>kaldzMLCpMTI8H~8+i@yDQqk)+w!9C{NJd2sH!49*EvZGmJFHZTq3TGsxkB( z6QFIqVcrFhT*d5x{sTe`cu8>G8)qy+?&MjGi(>7fx2kZy)<7`ow~@8ZAWj*D~VJ@4LoJ!@^j zMt&sq11o_3%E=dXeU$2mBFvVKy4wgGoD(|ZY%gWA>Ucyb&< zKj2yGCnN@~upWXyXI8)J~dc*rqsPY;MEbIa~#2uf6No_uL%0IlY#WR49K0UGRfn65;)p#(}4V6FO@V z(VZqu)=n$f%0an?;d-EX--mzIw3)^kxI-7L!b>);Uw!)IoT|>;Wmz-xcpeH#cv~?G zc{rI%O=maNVu5~Lr+!jG-GATW7;V~vEll%1Y`4vz=stlC_M2Vnu_6Re1a8I)6XRNJ zaz3Ez_oOj#&d7m>ZKO;R&21BZ7}aym?=BD%SZBq1eboLeJ?NMgm?4oxgd(x7(Q=X{ z`%aBzFk_Oo9^BYrqHh?!3_KqiPr-+)TMM~9#p#`D$ITd6^|7kHtv;kI3n7kK=>?58G$)AxQp1Uww%oPQ_{#*J6X&I z>N;@mWrbiAxzQz<*(L?h!bb8APX|gHQOq~{nGqxmY)sM)+~n~9y;RRQuv9x|40~1^ z!G=ttosO@&aSOQtyPXZ_^ah?+pCM(CeWE9AIMJC!ua35NRqf@h_c%a_WztCdf*($Q(T1E22bI0E0QIMN_nY zq%T11)qs6y0t@&k`{sI5BuV@sjc31} zKU{*9cC+fXMqU1(aezA2wC1wM-pD8KTLPCc&?63tVi#-1{YZBmgl*yP%EvKb9-TO~ zW6d3S0QHWD@A~!m>ls;k+QKZAk90{qilr??NWCWf?fFOP;_bqDdr&2JzYdTS$ z|4G}V=*4q?D?LfJ#sinDLn()QML8PW2ym19HFb!+O=tuM zdwD{>XVzl6y1G8+>j`SrRaF20wKU!dNtLFEc3+U&n)o~avJVMA4a5He*=?K#_lAUi z>`MOqp{ss`K}Pko(2|^bBwl}1itLRh@~>20f@7Y)xn8z_D53sSk;7K-{JY9dH0W8W zQZxkXkkZT*o>SF16m{L|M?GT-SH*Xx>h4YP+)@R)tF$NwM&8!;uUp29RVhkL-;&11 z3+Lmqf|!_A{Z1KIB^$bIZ`iscSJ4>3j)`f$kE^^ZaA9#um3q2-q%_dl)h}1`ZJ^0N zwf(=bSyrl-`jjD;x#Y-()uiQiu+OHR*b|h#=Q0PjZz|=f5MRs#w%Z)*%wg!lG4Vv@ zyoM>>VU`#nD3nA_p*D|>1`y2z?g#u}l7j8EFnm_}gD`-X#qH+Afu!evANI56T%g_6 z!tf4I-ODlK0#otOaV$aS^gcE`SD=jpkR_;AK5Y1O=>24BTMjVj;V>P{4(7Ln-B&1g zpjP&r;BB+Cb3&?>{@4^(1(q;ga`F$ zAhuL?&Tk+mjdhjYDOb@HrI1h6zs~^h?{~d$!DL#MyV$Woi_-FCkV1tIWq{Aby3!{Z`6gF+j{)d|0y()!1qK>zW`WKlZ`A3cxYFV~D5wtRCXMYsZphQflr?N;44=)@YDv7?z z^=?-02dpXl^@e0dW5PVc2heK=@br9LpyXC$hEGf-O$QVRxKLl?bD#-|EG(C0%iuIUb(vDZLtpMo{kDVN*Kp3)`vt}4fl(t zS}7N>`-=t~6hs3c7sHeb-^5<;w znm8yHe&#QpRN*_&-RLI)3{kBLi+#dVkK4*gsi4DeJbsz+?m&kAS)`I{GRtbRe?E&_ zB%hsQ><`EcVIcxLPbfj-*LYf=~-Ijz_ZTS1*?Cu%OC@$PP)0~=;eXmOG@3B*JEm(e)A@F0R?u7|6G`!Gw|`_>dMv% zGqzn4NJ)Pqil!0znY140r6U(AE~6L$1CSz3l|KV4zs-5owk5@7!8o-n9ZaEbr)&P7 z-Mhh&Cyf+Kyl;~sP|+)v+sB^{yrk|JG$mAk6jIqWpm2~EJyE6C(W0$6l;IjSy-~CN ztBT$kE=8GPD>;MC@hdCMi_nu2EnY=7cjM#^uJ$tdg+QaYn|ykQ4*qy&1KF8A#U4g@ zwRY~ZhThtR-d4K?JKEbTw0DTz%xV#_8T&zdk+I)@(mp#yijMBaHE4>O6)5z@at39d zH)S@vbPKVeR11ljfglguecMp4l4{Qv()E054u5LpSM;bo-=u9Q22YWo&uSLP+m7FnK3QJM;^E^S?Ts*!*RDyq?CT{ zt(K%me|p8<3Z6tpSE3)E8K zy5JbD=ZpOjfR+De0gz;=U*D_(eMN(wE|yfs+WEZ=76iSATtSnUpw^H#o@Z;Y(v?1> zIZ$3NWBk+F4Z`7G7cVqaq~=M{U#m;rpTZBdI<)S+vTaWOMO3^kL#&`Ricm8#mYP05 zfYdU96kf6n9Ti~wyCuNhAG7I?+%xe{NwdGNI@p%Of{3Hi1BQKm$ZaJhZ!cPAPkFD~ z`x7Q656`})VgC#u!$K$%kQkKuRz@j4<2R;a0oxOv>IHkFc4a3msa z!sjWX4Y+{RmcB_n1!=pi4(o-muK=+D!{6RN-4Bbs#;OHvErh--2<1#PJ1$U!+;86X zyuBE)2E7mOxRa+}(T>o2qjyw)<Qb>^LH^DZ#bJhD)lU=MClAYsMK;kZ6@(3$?c%&S_6Lwa}l<{UI{Zs6nj=Z!lwp9J^#uMu#k!j323BOB-Es z0HaH(fq&Mt#$#((=@nVPr^b2&Uhky!k5L(YnUl>)1)_P!4cE(b3SQ?zH_49%uW=2( z+r8(_FmBDe-j#;EojOg)n8f3lDf{((pYFa7~ zMb&mu0f4yLhZ>=88@^-7T-mvZ%&_%;6wtOMZ$p;96V6bJrt>-72M3goHFdmId14n^ zZIzYBuAkiB|BekI7FZK$0e6HiY8;QDHi5VGcFLmPaFB9WYg4oibo$>|7bhgt3ZHB9#(lj8Z+q^Okta+IMC&{Wr)o00G9Of*_BTQnTwj)mG5~q79y9)e z@><@eA0NW~Fe;hJKW?jox)LY%T}}PHJ*VPQpO#Z7o~5Paia}7)!3lB4^MqQqmEt@+ zQ#Cr}T{D_@AUbGO*YufVCG5@aZfgRy<(<$9j;RtuWNte3B|9sE$fq%MEA-ADk6K4~ zhSX0qCie4<&xH5+)tU*Un@NuDrE{I`Z#1GhiVz;XpVb!mwOR)T@F^t3Mi5WT4}9L- zal1yYLM?V7pN_wBQH#Opp3kF1ml*OUGxHVbIvrpH$h|D0-B7;0#y0Bdopl|$(SEC% zr@~Z`rnZN1u&q)3D^XPmJQR-8d-*6t|MF{R6$_BVM)tmZn;F5hR~Qt9dM&zR$weE6 z`R0D-+LL7hXmLb+e=S|{D#6qk1iHR*@j)|vG%V#`Gw}lsBl~jyS(m(D;$?S!B{kA_ zth42Wx(Y!fOkdK7Cp*bo_;5_v%2Gbo-CRJNW`4lGKM%(jl{dZuWo9AHd^mL`=H~I?I;H33Eb5>h~ z`WZ6B7=omww`7u^FUPnLgIMK%Gy}JhDZsBc;vL|FpAYLUdobEH!R@oCTuz!NJs*m5 z$0(1-Psu!3cuNXH9HOXLWbWM1K=_gW$u9)_pP%o4&3M^kRVY89=omo$+7`d>SWsj5 z^+IPqpz#iz>qs4KIiDB10L%+pLl)&I2%iHc9{-TAW(nK|Tz`+i41z@imS-k)AKE0T zXQl?k?73TLkytec!iFzm)x{wu1}1Mu+_lBKjSeFgpkYJKB4MFY1iR6y?;LNFO)PjL z&8VsuAfiSjyvr38vru{d89oCk}?f^YbhwHe1qIMB===UgVvTrQpnPrP7X&(BNBFehbM>J{Vnc`YlH zcN75;$Jzss!KG_DzX2;D50g*1d)uGi9u8|mA?rpPk6A^L$EYBR0W1KOw~V#99hrO5 zY=O2aBg&UE2E=>LMYwn%og-&MM9}4Ii4i1Ph`!?>(@)0SW4D!U{aBGp9>AC zS}{`;8f755!MuhOTLb%oX?x=1dU8vF-r=6R$>*`-1_HR|?RP%Hwk1C{cx)Q1oG|%A z-k*^hM$Y$E%DD7j7THU4;YrxBQA8;4$cIlg4F>%C-VY}($w&q|En(-wu$(reR1+k# z2DJ*}Y6D&Fp3a1*SGTEu35p&mAi$vdZjqBFhU4dHlA=ETdlgYgaj1lqf2TQQw zZ5t}nl` zddygOfYmeWWOX<@Zi!uf^M@>5#3AW;Uk8zyZmk1BbTV0K%^%O{(dq~Pu09c3^2X#y z7SP*rI=7Wl6gEFASotdu{9Sg-RVYDwh>T#q#xaBM}(Q8TEG(9FsT z%wB=_pXG~Geri~;BtOFX>*eyi&?ghvul+>ZG3jxaA?ahorbHun?Dv+wAM*)(A}e$* zyLX1++NvJDj3V<#X?_lJmuYaTu=T~b%@6KfwUSP>M9Imi7)|s}ovdGgSsQ$eW-u+B zDNFcQ2hr)#r{fumOPA>t!61lDz}JE&aANbe5$xhfl|HvUOV0yfa{hDo3VSfLhDXVz!;4>alWe%7vrg)9vyr|F$7yC`eWGGP(qP zOuDgEp~eIhhLsx}+OJdj5TbXMvT5`^-pi~82M?;3~_oHbE1AE=KfKr)W9s%`Es_IDWrQLCGXnuTt=gQ!e{8YYDS#bJ0} zHuix97n-=w#SI#QUlu@oQl2c<27^4ZI}AIhHV+_9uICEcXK!c$6Gb?5a7kdk@nZ8} zt<|wYT}Y_c_#mN!24*>|k&=0&94E(dfzjl@rACUUXd8uzD#MQm4m!$xG^F1tmbb5d zR8TCSoL>0x;5(x4c|e~dd2T3!aHW*_p5a$Xi&`bM`;Yo&DP447E*dyMQ=N2(**ZwNhHUx|4g7$$ZE5@5Ca_VYMyF53zlqd_J!3}yPnYu=BmIk1Y_tgs4!o8v z*c1b=wq~*D7=ld`cEJ`vOWzOZFg}ATD@E5Ps2L6kVp)ond~Y=dRDxKWe? z6WzatEi5^cMd>gIeOzohT-5qd5;brF-~96(2#c$*(!vkEZ5~t-LDCGXZCIGs)fJql zbtO+spLRvC_j*@Rle%)m`WlVZb=Jj*diW5;vES96g! z*}Jr=E4iE=C<(L;Eq-bp;tQYEch)>`-kpX2EJz1{4Vk}Ke&K)jZ1d^Bq;atE18Q9T zu_`s|yTadWRCdNuaoras{g?4eVhsuOa4qZx)jze$SQkSC?RSQJ=+%ofp%c1fI&A!pI!a@U9XL@4oiVSouW4mTIv9pSZ_HNOH4J1b)ok{acDuacUGNd%T! zBriwIQ99yuU%bqi`9JO!thz|Us9D%p!k$)9j=n}hWarnE;}sT#wrw*2;4V#QSE`z` zFu5#&LeM<=2FhQ#*MC6dy1 z@W^)|D<+N`t*h-HTjcAfZsShUB8k$a1FVzdvoGW% z1nLK;Fup~FW<{A7Z3jdY`AarmvAB(6$RtvX$GWq1oS`qkJ0^%9c6}8EbT-T5^wJFg z)c{%UO-sjSJ$7>3-@q2-dw2Ur0hOoJ^3_hirnYa?8>#k!e;N8epVUkEA_B6e$|Ryl z2UK0W2cD%sN&l_yaLitVRbq>wr+j_I=uo!5xbF90WJ5?bUfM^Y^7jknfFHUSNy5;E zNDqWySV2H3=G}rThn{m=N*Rd7L+QsE0lUjxafFBxV7mzy4T*E47+o`|dxUm@cgd&7 zckya7G=jM^%gi1HZa6||n^%cFPysyO-Y%6SVSZ$6Oe!#N@--{ZpB-Cm zl?9pzna<4VUUjt3elU)KAQ|tBb9eTJ4nu`lZIUYrnx6T^G3ukV(;R-D<$kujZ zHYRM8;aN8Kj^uAq3wt$k{aAT?CD$*Xg!<_C=S!t?|9@?v@JU#08VI=r5v7j&(5f!c9fD_4hI;IFpYPGaxV3i!nIVxVY2tv?c1anh>^DIULyj7j*8) z&VXb9`8uzdzDiU;y|~CGc1(9sr^7zWEokBR?>Ky@^}=)FTIfo1bHW1UmAnALTjC%i zryT@z1%{8WWj0CpO6~hFe0wI`;=7-8Mq^j!Qk$p#Nt?)pFU>}PS-JpOJs5)iD|tIo z&JsSol|1&*90Ml_*>tJdR&)<4)=*fMc2aidF%v9{caq6_!r z{AD2i2)`}uQvL^yU`p~~XHJX0eOa~EfLR=mG`76p6S}Z?ZC-pPS_te3FMLxD_zZz! z%-&x7g<{~?sy6M}&K}Vrd{U8-*$3I{>rTG&p$%ehp?dktpV!sij%Co@;Uo2v+91|q z+xawRL86@gf~fC@VT-P%5xA&9=CRnA;F2=ZH@Xja-i5CJiIUoW3VFM@6Gz;}+>lA` zTpIP_Gyc=u-P(pMP*?-SKHM9N?&bA5+ck8>Sx%^WZ#^<|>n1Y!SaO*lYYmyP({-`+ zY7f4{R;aq`>X7y%L$*&CfWWdIkreGJ=3@UtQ&vosaSm@ABUiSj1-!t3?Jw9rnB<`e zfI$VSN@}`#H18_(A(49A5V0juQ+*$JUAO>(g-If*@rfO6_`M?5gNyi(J)PwyE7S_Pt3od}kLtVDKmOSY- z(Mk?@&0iC6)RSq$zZt(WVE=$c{uWMMvD)fV_=QVOvbD~YS5RL>mZUS9K|mR(wm+#5 z!rJ>FrAG{3u;2ZMX#l}6NwR1Eo?7jOD<+5kEn*hm&*RyMR2vcG!`fT&v z-jdHTmqBsh5tK~cdm`6_LYfdf2b~I%RL?Y{Gb*2eO|m=o5`H-cQO8YVD)}$2L&+E> zf>hV(w0<^%*=a|3jY@ccupI6j>=$S@z}+|TB1O8XfPSW(b&%ItR8wvzk+_ zK()Jfq&E3k-y#qv5?n&dfSvJ@Z?3PGW9K1j2_B~3l0Irk7fjlLd?O$gSiF%Tizvl8 zO6IH+(4r}LeP?+2*Oaf9ziw2LkwxKI?mJ<1U z^ML!2+yXvz>k+z^Ibs3hE^>p9H`g$G0)(8c4g0(J-*<;hemlN9`K^|Kfy*T++d{_o z5$nj$zVmnSl&iWfduoiXqkQ{9ZTEFa-=5}`|Ua)48nr(K~H?D>b4M*IAW z@zm*Exq+!*pYkzZ^@61Rh*w6a}P8PNIKEK?)ew zXN7hPLvQ(t5rym8kC_h3rZ)~l7|Bsp0QtBV(t75zPL1H`%eOdC1(}j!`Q92gMTS>o zq0)MqtlqCc4UWJTik)v}u5IZhQB99$M=NGP2IXJ-f;*>(lxx(~cn{`)d^Y*aciM^t zcj)`81oOzE3h|$*mS)plOZ2_cR)_=;(W8X5mCczuTTyY>c(Zt-wnA-u0s-QcRVIqk zv|YGzVwX{P&vhLpC3-tyK#G#7bYRDzz($M}nv>+EaFI(Ge@KiaLd2eE?U^j0-B3i6 zE9^ERVmEH~*g<*;|7#kR*Ya)jXh+cxQTRS&x z6F;JLajqMu_2>^&ku1g0A8gaN>LEG6JbE zq8xQKT027s?{^0`9;^=RP7Y#4g`m4<3~IWMbW}Pl$wciaVjhbe=8F1Ap%mxYFIQEw z_|^-*>JnwKM9%qNsmXCFTxM{<8Ki{87?0$MnO_?Qi>8<@Gm4Tf`f(w%hHWt|=4Obr zbYMIi&anV&I?$i0yxf@uL;&;wE?4aL>6z5=BNlQ7$RRJe} zEFz4CECnRC=J%%!8_%I1^A9>7%+Ns%LM}l+TsuxP;RwY z)@H&5%^0~0n@Bm)OKs-k?Q-dEK$Gh|1n@eYh)c|hGXx1U??f+v!UC*N!n5dRB!>r2 zD38bGeZgSc#^ayptr(Vk;t5@xJ|VWnmUAvN5mDmZdRPgyB`@y0Y$f^n;?-8iq|$63 z6OSIw_5}kys3wtm3`-EL>s89Mki&pH-ILPK4WZsjOV~_4$*7}4fotnA3{_hr@;>x~ zI1}(f!mupo;QL9ONzI<_MXte)?Q%6t6oW?n`Qjw}&iQudZmx0$@&4yIbyAgnku340 z0?S}N=1>6|6jdby%Xj}|7DhP2jPESsqt?Y`aPH$iy1l$bg(u5jsqMZc)76u~TX(mJ zS2j2IZ8GbeO6kBXY^b`ke?fB`8}^gF%a@Zd=}H#&;c|vO6#BYCTERL%s|D%Z4Fo8{ znOg)L9UVPxop=SbNg$$Csl$^MaG~?Ml-t`RSM4jC%DPiAm&`VLY2b8Ro(s?@cLFAd zqBsTU+_k++i)~#Sk?R}BP)~rriaT>mS=+5ApLrrc?cSN1%6+BK52|ZN6hk=42;lyMC8;!N)dy&(? zbA7}m$-XfoL`l7DqrXG2g4;~r@I6l^_r(TBXz)S7*Lm}GlDo8R7>S| zR*y|d16Y%85G)FnT5+Du5Z+1E|0+R-*xv$f44zFkL1#DXynSvP12Za)17#&jlH)F6 zE-;4cBAfz8^ye@ROg>T%SOY0lN`uzrPCk|gGnl!1n7=G`aCo}yufpC#we$7fC$y#c zZEeaCbSuem!GB6pp!)xmX=`Thk!B3jCriSBP(wRiN@!3 zr7J`9i$*kEzJuv)y%Hx)tog&<>C-gRtZ-Xom_t6sj&>grNe3-&Fz<}8&;9>10PYWk zcUPd~PA{33wEz0I8fUa`{MYaP+lp&hRiu=RbWHG2DaV3+=rv`R_pmaSNMw*rBtL(l z&~CTzP85wV?Sixa^a#o6#jlxuQ7c=YCLma0Rw=>)R2o@~RQNn;rcG24OjN(*U6ON1 zZjC%6NDAk7a>r_OB_iAYL|P=R;}7wFafh*y)@2v%KO(peAJ<@MQoE&Q?=X`lxK7N_ zrjbRB!{nH6a9=X{d59Xz=8jyPyBPRJAk9-ua5!cmrhdQl*@|Ar@m=x8NzobGoufP?yhnLq8wPH~7u~IU&*VOksF9Rn zb}CwL1Pkjqs^JJpQl(#GEq>Bi1*%a6_BM_rQLmUOpcb9^*(fh-zt7o|15zvz^l27(yURd%>7!kvk%7YHewQ`b=aN>;YTC^|U#TJE8 za%DJok2%cN6);iyy@vl8m)cFFOEH41OyeLk{^qK9+v}U{j&Py9_FvVCKCaqN2D;6e z$11VjDzzn{Q2H68_CzWa5S`DYPy2D0*MAc+sLktidqr~r`iuFw?kL`>or{4|VuhTwfdO#h9}4IF@Kq#P@dEd@jOB zX2-c%H-F~H?2F{a7s>e%`5Ta4s!+hDEP2;mO}1%hfA0eM(vLgYhCaiPS`C`0u7;6< zf8!+gT>$Gj6&7%uov^RBjd#(C!$9C(DfW3*wDV_B?RyA%zl~8EFdLZxb{U93| z4pt~)i{@*qb!DQ-1^-6S-bTpYKUa~^A)Q7J=1<47QZxHOMWm4wT10={q&;)l=Vw! z*`MmGFb|V_<{cyrBM^Zwrp~|rvjCXxX$t`;%>p=*{(?-4^jIdh#4|TpICYwg_MFZ2 zCj>Iiv=W4V*~;$=xsn_%2dWKbDilm)gz*E4IN>FWlbNd(Vddou(*ix8Qj~GUq%fmI zzh*{4?~)I5od>3HOpZJIZM4Dbi|cO!z$^4BQQ{R-_Y~f&NZO5iHi=-t;~j+XzQDyq z=KDmNEl4icm-21+{9}Z%q3PHh@rRhT&n!>`2jqLWB$X>&vNC=1~)~2`g|GieXX-;VBT)@P=vN3QZNuZ$r(gM%BDTqAltqS zX$Fstt|a`PaTrO++6P5U7j$At?TCG_0>5D9ayDeyX$;^Ts}XQ7p>j2Uyr?itxc^r4 zbS~@z?gZI=eHXE4e1}hwXw`JPKunD$G`a`81w~WenU<3~4Z{2fZ@HNc7ADSqM%w7l zBMA2wBNE(-zkBY*B~F-76>a%2$MPBwX)uG_jba?TT6FJWaPiYfV)ri002=1&)zJx1 zev`A17+>&6kgPrU_h6)$=yd%EfSw7tl2Vkb{42l#0$_ei2j>T0a)OU*z)ADNCGm_G zmF)KojMv=|9>wUv?Y}9^2=&4XJmO{J@aGvWJnU?|Xu;|@LYh$-)Lsd+nmG*}9jYTe zvkJ~m;#IH}#}ypb?I4Np#mL&VJ@!dld(hnj_=>XU;fJd$KN(h>%TNLm!k^z3uV^wR zqYPx@N`?AQDAo}Z**Ojp6do)MWJzWLcVrEUso|dzj1%5zz@jPcVaJWX24KCWAzc^~ z^T21KWj$Th32NYo{!E7-U@@BQ<*8?3J)JJ>vYw0f&>Y^(ipO^REk!I9#W`h9N7lN} zD)69*RPOG??>Vv&@?O2>FSe-yvb{xOX|iKRb7sBOV=x+E=G3-6%%2*}+fZT-7m~8N z(ZG4A^&OISF#Kyx;cqBluXSN&#O4p`2=JVc8r_?NPwt~?DFA@~lq^v&6^&TWY-hO) z#D5$YNm0{Wo!}^%y8E#c`rIRi9*NMT9mc-QDIoDL(0}x`?)`WKEYisIT`bbc&qDwy zem5NM)SfYei2_|EnOm?n%`@Wazm|XX44+XR-7g=5#k?k2vDbZgd{=}^SND*e&I>%Zii>9zwbQ$wx6Rd_qM|Sj`zWgmxfo6VU0+>;K3~n?g*EM2B^m|>knWw)p ztakt7zyeL&n%qbNgqtwAwgu${Mt}vQX+^ux-7TExfFY|IgxJ{*( z6Yhg+dl2_a|2mO`=OV)bX{-1%eJSv`JrhVjh;y7op)UUozj$diezY!Gg5#J!90gwsz|7#xn9m#%5vj3)D=W21a=;+fxzwuwXKqAgU zNwfvcHM&~NFB}MGIPk#?Sn=FSNRoUeYEgA<^0d{+B`x-9%*d$3dT50f5CG+QrX5Bl&ZFyX=q8!p!+;I@Aqd zq8iWwo>N%sB=&sePOoy81s22C(8SAMertF__OlE`1P|a!{734s^TUxo(7|q5(B!ep zJ7oEqA#>DfP8#m}!1H!{y1Vz-`j~uUj$~BxHr=0)&n58Df_1DEgs67afY?Kh@p!V~yB@5X7y>!M}Mj$H9< z8YzUfQ99NP9O1rtF|oKl47VhCCm=!5a)@l-8JcLuD)6Pu=NNOaKo1CU;d<-s4sIf`pK(~B z_CkwN+;Ac8E!?X@y5IgZfZx`(H|)Chy@zklHaDRyWT?t|3+xeO>_ z!L9QL$hgA{xyy=d4A-9`?E{ zGZfa6%yE+E=OF|4aPw?dzwus}a_TurY!^e%rSG z(Yi8tErWT8*P@ia@8&zcy}z%1yGG2BWPf$yCrj)+&W-ok>$ES)vw*QlWdhhip7#3gV6pEB4nYuBBlN!WZ#hoo zO<Op5m@*~3C>%yQ_T#j`myQKmoY6p4Ci1oV3qZVe z0XeK(*Gm4s`&=pPEtK-*>^}`p)#UdjI`#%;d7wf?sHH+|tiYl#a=leNuCvND27$Aa ze)uAYVO#UbMlz7b3mp(9?`&X=!b*|i0HR!8#Eka$y!qoI)UaQ=5%d($>N|NMrPExF zwunI`lm3&7;kv`NbemzBoBx!tNXDNhw4)XQkWX?*jSsh;Me5+L&E5v8d(FJcI#cpWxHy@qypFB{ft&AJF5Y#syR_~XP<5z;lc=pks^F7 z9YahS^gsnNtXRx`Hs%kBaeWVr6%`EoXH}>z)bHgqK(o3=l)F*eq^rPCH}^B&&{q+G zD|HL~_O7JPhVVt)2dZ#>>+2*l_zUIBId%00ANix2<*(jknGchlxMh2yO6Xmu?xuq} z-?kh7D-Z`nEq?own3A@+_W0e7jy`6)cICcRk1pEd2yyO?(gKne?&h}B^sS7*E+8{C zR_JDZo_i!lzbY+E=+a|+{sSQNTOi1^I8{;oWg0$Kt2=Lw02oCSlnmYNy31{A2)aus z9~>)Qkw<%hc1}a-`?C=$7p_`{^iOoc-QQT{&N?>%`PEhSwYm2EaCO+iB~w@I|0!9u zuaID|yLllnF`pCP1qPpiDJ%>peUdi|VSj^D*V)MQ!7hg0!NSajNR~h8I#!B7h2ApG zd?GvYkU~8QTe!?Wyjq=viR$b#A$NyJ7|d{|gXIGYt?+&AS@6Y4@1a~$;$HINpGj9tpO1OXINa+srwv*m-C6^bfY^yiFC^CG<3IxL#(a>QQ zp?N2B^q}s9KxYso_GiiF?K%^~tT&`OS(iFrVt6luG60iDjDx_uvnce^zvPg!8oX3qixjtZ3W9*=UdC&|XkCje zm#klS+v(uM=~6B@Zbp2=r$=@hJphSWn{>-dUssx#s2BDk=DxDMq3z>ES}g|kkm5y3 zc$I9*^Viy-L%Zk-0NHDz8&#DAJx>#48^QYtotW&oh^dl!3wOdzoY_#nc2jNJxDgnHUQB3rCt++GhXRRE65>3qTr zE3$9s-o<(7+sOz2;&eI<>0&yrcmjgSn#=O+1pOGj?Zz0jTtIEIKZgHP@5;9cW!`hq z5a`v0KODIzbdk*12ww!1wRzE=DblnfjF98j9KBO%spP$^1_OLc=RrAgM2T!UF&pc4 z#0k#N8r{gLGU>Bao&B?5N!q<%Q_O_-y0q&stBAe-i#Tk#SS2#7jW(CzgAeFNb6O~6 z8j~al+%LpH6S++o^X;$KT!$U13Js%D!uy6RFn2*=x;%PNl!to3)C$TRMMTGk`Nb@b zexz{4;7OH&;hT7-n4CIH2ofEtO+*+Cp{DcVCA2H+Fle(xssK?F#jS$vB$T_yne;T z_4dwge|!IgU3x$*qUq}QH#1DjeTJW*q&O$Ifht^O7*Z)?Kx_m>7*g{gk|J?Cmgdl) za0(meT^kd6=OBvHKTVSK0_$p$*$mNbb5aixfo{$5z(^3`1Yg%@guGynh{B)mtb7sV5+s#!0%ajNv0VhPKjM zp>pa|#57CHl*>d!bg&U&ADdV?f-7FE^X4eV1Uvegtb0h&x|WcP7@{Kx>%0Ci!GSx4 zJ$gQ0?N?^Ri`N@KG4@RkA>B7mvoJxRoAo2y4|kRxc||2LuuB%VIW1Bmc1vZF9$X z_E~?!;409e1sAo~OOv?CX$;^+=Au6MjSp!wRsZr8|2enSf!YS}Fl(r*G`8CPqqwv%GG_UD{)!jXhw62(b`G^feX_1TGl?`lSC^+AP4P=T@pgK;wEG=*!Lp68X=!&|*KJxbw$HON0056Lu z19p~|FVn6_@%~q7oIrL^<6?Ve*VN{QvCocqB?5$et>Bu+a z?d>UgCOutzmw#~Ua9Ks6fRa-AC!*=`@$zz5pg_839iTRiK0+8~1bKUIE`3BI8nHSk za!`2bE>zyjZ=Ox8Xm0CpV?-RgZ7ZA#_d6nYzU1@P{>s6>Q7~;AkM=>XpmyHd_z=Dw*UI!}e{)epdCXkKJPX~!Vu&yi2v?uY+#}5k#;L!>GEKRlQ za`dljevzUsSctGI=Z~S}0cI^b>nAU?t_9>=QZmLN6oz+^>zko$1Fm$xgY5`y8)R)DR8;Rh^^Ujxh zuSx~bddONgd&r#(ajiHX9s?L2@>=dNmclXvNJ_Q-Ztu$xO+S-KzouIB_2!@ILulI` zpvs-2H1R#RR$OBaOru~Tyf^lT2omtAWv_aJFf8>@Gp8c@s3|qbWP$1Emi3sLyRgV; zgtf#wo+FKS|2;Z!ZUV?d@^d92f9Jl(msa=CpfACjE{%2}hC&{&N+H>I?SC|#WmJ^k z+lA>yx;q4vZjf|nDd`@RlrHHULOP{Wx*I`yXcUm{8oFVmoA>#>YyH>4k9@#cbI!T< zz4x^no0`2hCr(F4uYG&Y?A1hF}ITdO1L>D_Z?Y=3{ zwQ4utMDdDcE*MDaF-f4&rna|;Q*fads=jo5j`@Yn9iyj}Aro zE!P4n7H=2E#c>eWsj|*LalE-itTgX82PK<9T8=0yAznyTgDw?pLwF@JOZ4~A6>OK9 z16HE@5IBUaUHXQU-vYy)sY!N*&4KstQ*vl`6Ld8tmb9nBC58Lq=eqZ?v=zla5kcD+ zoF#cPFOfEDbOdqFYrf=6-mI~=5;{RGMlj4EO2BMw80+QVsPG1t;<@VlAETlwxqZQ# zIH@zN@26Gj_0T>b?(L?h2fA!Vg)Px2Rfjgm?l3Gy8^Snkw&71zWN(ARP$S)%>jC4b zSfbGoxhqXb7=BU|uC8uLm*u63lf(RC~suS1KWh6uGDI}(KV(G_3p z+G)18F(UF^ex0`pNg#!eLO!~G=-UC~kt%JFdID;$lv=PAH3CK&Whl%+!|_}4e0=3P zOSOmg!?_`C8LzFjl@4iS$%htTp7pu;0e};4M#nFcwx`YwhdYgndMTGt6B#l;Gzxy_ z{GP2u0q0v&Pg3_gSbn+ZetzDZs(6UnbPfxPlf@Tv(8t8`e-;x3T&P^kx?F9BGE1MX zKnOu1*C*v5m^!G3?GguoIR@3;FPNWc1a%-iy56t8xu4(sXi#ypuM5>bF$nqbico!= ze?a`by#lEh3sfrylqZGNS?HI$(XZGz>f1lm^4|KIb2L|^$#=c?SVEZgPgQrnfU6M_ zk#asdg5C8D$kd~V*r%nVCN)2qeY5HV8h^wpIdl`*6sP}|K!44bZQnSS(j2Qr)t)T^ zrverPv)Kl5z@?#ZpjCOB35C}KfX%EolkLk#BVvXF2eLW(pt`n6Rc>`n zP&j7V_ulJ)en1OD1!uw#lfUj$w6Qtlo9T+Bfau=&xUjnYegzyF&6az_K6LBfV9Eg} z06lQdX^hzv2g{($bz@O5hSehc6I%U>CTZN~{(|Ldm` z-julD4{6~JgSTdQYK z_4t!TE$xMNnlqzNpZj}O14$&F06>GUk{M=jHDlJSzIk*XPsZ?x0zfrm^fFaPxfZzvKZS1KHk8rb z=Ex%picb#-z#$?rnkPNzN?c@mO3ezfWR;VRwIOnY{!D6 z-jm)s7fo&r4CA%_xeuP~{=@L}C9G@!Ldhh%R%U|SYkvF|Z47;_F(mNB-FMyZ=*p?% zfJf5nqQ?Z7y~j>KvTPH^50Jzc3MTeeIc~j&+IQa_a}*~VjCfOuX07E*2Xq(HCje5-g;nQ-i=6B6&a1c%)urPr zsb@XY#r^AmyG|z@Pvxq5!Ou~)<%ZrcdJm-}o{ZKG3_L93p9K>x#0XZUhOr`T4GnAT z+30JqH#|J~Er3ztB7eJTaR=GS6)!sC%s`FnChynjy@VLJv*9w(f0xQcEgzVoeFRVt z5cYRen9vbo*^+v?P59)tz515Ph*+U+A9uoag7kj3g%>da3;n?}LnlUI(0$H0vgyBG z4Y=-|0+Lc-lpw9W+8N^elULt49DslhuGxG{p`+9RHuj@)`6QRk$6F|!aW*oRp6;Bt zX2rRWoluzM5x7^)rj-~0Fx@ilMPEwsB8qg_1-Lh2gD55=%siWkI_Z(`}kBk7=dY6M8`sFD_Ka|^1PBk~rv0c9Hlvt;R z%Kw59`f|WqZRN<$M@H~ri1azHo1xB2NUCKx&pFei;W;36*uq*)?s>8gur&ujlCx;_ zB+7JNVGhZjw}kY;%BFBYk2t#DNqy6zIdd)@t5Mj%r5}JV285C3kt0vqJC)9F; zpg{kL(0!8cr+o-G*CH_V-_YzP9I>h)f>$)xD6!!NxVQ+k8({2?UXEcGWJk#OVigC* zg_HYHqjza!l$)J={@%hXbtha{LIz@-kNYD_qCHN6A#5PgY$Vn1b4Gm$IY*oa82Pzu zhGjXwah}{rTLpVOPAiAVkW%!UvHDi&gz{(m!eu96GxGeB+CeB!H;t>=l_;keJ2L{p ziIusxet(yWX zOx#=qufZztCIve$@EjEjenjU72U5SIsn}1^XBqVf<4BkKSvlJ`5Hix+68lK@Mw0i{ zGsy-WM}-6O|QGFWe~9wGRd3qNp%}Q^3xoS1l{cXZsiVGdT_F z=x1?xrgv0a;Z4;YG9aM*hTu>&@sF>e2fo;M#payE!48Tlw-L6>TwE0HgOnMQi$OL& zSY;QWrBc4VHvF@)xfeG0l@l%!pcy3IHhEHC&Y`7jWIocn;-ZAA8VrnOoN%o%asCdp0Ov0Tg&+lJgD^~I5&`Z6aes> z#QbIzJy#E-ZtY|kZPMj`UVzqQt)zI)lkw=rX$0rbHY8Y@`zJ%~!?q{Ccz_ir;TKiM zoa8S;5AS=nK^+$htXuX-fYP;GqBE=PTAFy&l$ikBn@KFa?CYE4l@fLs0+uNo9G_dD zrI7a7o>3Iv+}lK*{d#ESP_-od!@q1TgtgBP7tm7mti4xN&Pu>2MDVWrW(DeLeY2KI zd`^h}`!5GR-%A{696bQl&6RxP-v;PoNaofX8IHn%=c=`+mL}Z&ORxPH{}96hZ*z(0 z?j~E(doUKBR@Rhsx;-Xy>j9ooGZU~NLQZaTvuuotdG6Co@KZfE=-d7m>zJp$`n^Fi zoKUj-7Gu~01bUr(uBz1~6%;9zX>1w^mvS^o+3*5u;O&uoU z>tn=W{!08ir*zb=#fbRR#n0v8bw0^rrGdIqyTe}`jS9d0{{sRfo6lVh5-Qa{2<=ft zQvaTSu)d{KH>lk6PJ^d=<%c&667*x@<~}*np${LH5h%F82}i&R%jH3QKL7KMcuA%0 z0?G;l0I8Pxr1@Pj*boC)V!39!dpbSMW=LcUc;(HYJT~DZuS{tLKoJN$d?Z2GZ_>o- zlrrZkzFbL3>3&&Lj+gYjzjM<=a%vLf%?GGZT*9rwI<7@xRsSA=L#tn&?D7_B=fgKQ zy9PXOfT3C}{zUKa=VM~*lbF>O-~(1Foi$Det_bF$;V5>LTOhp_^<0g=iO7-(>Q>Do zzmX(v>oouq3NF(B#D@EN_#Io*ay6zHA@|Die0&Xfy=G*F48y6IMqcSeBMZuh{{u=- zveDh_pij?b!zfDtHgTC|4Ip{u4RF9mQ7QkBz^2KgB+^{pqiLjFudTXGpD*>U&iY}{ z-f{wSv^m5RN8JPA0ctnCc!H|2FOzM|)0epTSWTso2}~qm#X4Bd%ZU>FTAaf`9EJEk zxnP}Jqg)hAB^SXd(-hHAl>u59@_|zH6uFjFd?vVE6F{SRSbI!L4B@T$c*S$@iOrh* z=45zzbpbp^0&e!!r_Wf&@Uw(uk3Z4IUTys~oN(I1KGJ@_yaYA5TkP~aQlgu(6tu7xV(i9IQIzvvmS z>Ao+1E}M7zS3kx}BDW3Oq?XLWend(`UF)pm2C8oWfso)iR19%9Ya zM{5YYzFiQK&ZIGFR9zVbhG{f1Q9fHFHjVW38^GSbzNmX?0rXvew`iWc!C=^)?52WT z&X!7g=;`fcCD~&CXD(&89Mb3^9&yMY$|i0i4cUOl=lRrW1V#7Q*@wKWk>4T%#iRW} zuB%`2^{{Ych{(w40-`3 zFCm{Nz>3e0T>AkVcqi`dnj`br;5$4NepOGZ78jV87?&*uHFeT({5krEeNg9T1?S$+_;Bp~1FZM>=o2;yqNU4;D07K1jm; z+cZti@3KnAVf9}xH@Yg;mSV<)7U2g(mDv|v(R})ZEk60eycGY3=e@*_L0vh-zjyR? zgVAqsD!5js)J3enBdokb^?n3^3K#Rbi1b)EuZ+!)dWdH&)GdzqjxsiuHRke+T&U$V zq^_+0&SRT)HsHLfr(=EZ?4b1%MHoe}io6Qxy)qG6I=&-|j@(8Ohw8xm;A-o}`Eg~)x33S5QtT#1mMJb08uo55bs!pu9OMUJ zViCsVL%k`y+ix;PMqv0405vr3B)^21$u^=4DM@^{_(OJA6AA)=F#hCHvektTb%Nmi z__ZaZX#a{e!US0^U)T?Jmj`i#`Vl)B-49AZ%#>as!vXmM#%7l-< z0poS|#q`;y?iV1E)xVR7*UI-zBC$rWZq3``CisdY{w=RKR_9|qD(OI!1HrW~s=Bi| z!tz)3$&BiVnNN0hh1Oeav)f8Z&?1d}M5zA!MHd26Xy>Dc`Hum!qmTQGTlQh)wSyi# z^T3z=KfEOZ;QbD~P+yy-6{nT``7r2OIAJ$ye|?XtI{~0Kl98Z5tqj>;lh3;iz=h=h ze#S)j(_Dq{VR}0tk;zjJgbvHDwTjEm3Hbu*Ck%h14mJ1nC(khF(q17bCp_dv^QWlF z+q=@Ujv+0ll8_kolulIJMCms^0Kgxp26&u3Vr38tNxq^+lrF&&M+_QL%kkbC3tvoJ zLh2rq7KsdgdDFS%P4DAGRuud$)i%t4)~ja-7SJ5W8}q>4&g@aw%K}BpX+N>baY`WcTDxqkOG2_iaQjZ^kg7PEfJ7jN8~WU2*lv~Zl!v2txMMJrHNS|5y4t+1W02dXg4^F@=UYoPQa}b z$cN*XY_dt29y`i&9`YGKSN#pl$&LADmy`bXc@}+&ih;2ej-jm{JdCZHK7;p7AJ+Nj zXMJc%`uIbNfs#@_x4k=a8E*=W44y3x&S)d2+?jFxd8XF>$T?)56D}u!%-{`U z0#TMDNV#Oq@*PoC1KM6CFM%5LcFXJsYd15YKJU71Szry`gPL5x0 zRv;hC^J(!%vIJda0Uv5xDwnnNm!;1*lz%9aD_K>r?hM}#*-hg(-f_!=p6tqTsMJ5J$VI`}~>KN=s3q33W=Ph#} zSgAPaT{w}|la94+sQZ`v>aRF_bI5A`=BkB&MJ;GAf!L=W-b5Y8g_CKek{V?m20ByM zk9yF;2n+DiEeKazgHQaX`ljuTQTK-@JWwrzGo2%!rZ4-{giFQaeiw{fIL8V2sM z>NXAP+p)fib_TsMswCq_`1R$qu0w!e z9L=lfMy;~H)MO=+a9u2kipn8C`l4u!?~RQ|yH*=O4mQZ=m$0o4=rPQJj3th^R4yU} zo#l4HxnH)=z^zT&-4$PGy`oXU&xvWE_&p*3rCoO%gz#|>vhGpmK?(XnGK9|;f)P%3 zoz{$z)7pSUYeZB5Y(AzO`uZ2xv%)CDY)lc~uB#H|fJ_fOY?~J1h!hZ#UF>Z~^p3ZV&2r}VZ}d0ofOe3C%! ztqRl7bbGV)IFhgutek45!t!@Xz)^bLkO(FtvY`9;2XDpm^zgiJJm-0)CAav_59ZHo zyGR@5`pqsuMIJDcb);qXMEX2QqF}CaJThP`&q}N%h9EE zciykt3;H*gTkS*rME8nC3VldY?>{{``i>dvR@y|6=+#h6{$d|c!DyaL{qpVl-?r)O zPzmL-!Oy{oAQ_!Bem7mQw+5NT#=9lf>r)3Ce<65LVt<>P~4a2?Ps(?*JUw zxO>7nHhi_lhD-a`0FG|528;QlY$$Uwt#S5px4CYrupuW0Jl|#;0jP`6!xwY;q*dW` z&gS1t4;+K@oV5U5Sfojef0VBnLH4X%LsoZAIB*B=`P+c6*E(QM^Inx4s-CXA$8>1h zTDuU3Z?%7lq_Cc82#ewk*dQ-4Zkd$~C8ESNdW2&_Hb+q?opC;Z2{JcfA)t@{T1FrC z?n61Jb198z(?O;MkKmmsB01)?(C1!>u_G% zAqhXet`eF*wylRcxnVtpV!;jd@aXK)Is1Uo#YDa1t0UmvLI6BRj_>M5d>Fa}ftPWM zlJkN$OaX5vHjDdb6dGIPgu>J}f}Rw?uk6tRC{J0mIQkqrGO9li^8OnHJ2?LJngyxj z#T+)OL^RjPzaiJeZ-1+oot|JU33pxNspTsrR#W`TU#1cd0R4KEXu^PX;R4QWyaf-P z7h3Gtzp*{jr)Y(41q1+lk#IMdxd6990z^>^g!@-Yn)vhHba4XMeu#*)2vzTo8-_!G zbnMG>UF}H`e!Ix{yFe^P24A` zu%wNZ|a#qvsYz~Vs%Yp+14bhw@fFJB-We>x>rGEHKwH&k&i%=GHnX%{<>Xv-^=vgbz(~h(@PUbsktwa>&*+~D(sVxI5dcDU^LhU{dYd^4sVw7H2z1DuXvv&Lw06NeVbFb z(ARFDVw0VZoFJinBRtx|Wb*;%9Zo@Ry{%@4;iJ|r6wtn<-lZ#Sh#i?Yb1K`&D9xJU zS2QVz&Ki0|drROBYn2oMREcl3gsz_7{{Z<5k#X}`7>ccV?{%5_Z_POfHankXfjqam zuJzglRCwk!mTywTBRJ^~^0-A!?0hp~7nUIAdy3WyMyCqT<&|V`xeK`c{BHYi8I+tN zTx(f4)hpp|RZSk);JZ=D3X(2jqdQ+yrjU(HdcjO5Cl}5GD*6patvlynP3Nb1IL+^2 zjM2nd%aT5LkNrKPM=&8LThJ6!wi<5q6?Ja(v^*DuI&bKjnObJ5TVNdVnlhax*nLbc z@LyP9ieR3mU(N<%6WGFDI;`sy9D7e_QZ>2RD~lm9xgZMvLoD7tMiubH@04MD?nXIOTcn!%ha%>p-#+>*)8@dY>oNSI?h z9qrjusCgl=J>-*6l6ywb{?!Wtc`UnJwNG4@7KLcR!K+r%#!xelURJdcNc^{n2R-R= z-oMkxwc7i*uktH+Yn+G(V`)HihB)t7ac@7T%+B0vcc6py{|XUYt$v=P*HimsR&+DP zaqW8>3I8)3O8}~^QR=&5q(B+ugg z`)kR6dq0ZLHRZLJ)^uvEq6FsLIENf}hoo>rjIqC|e)#ptubY2Fdvk5$*#_6NGY0_% zgGi2{2M;n>vN%8No&vVHcb@Jum^5c31ScT;+nu@gH-7grRXtS)WZSMu#QmwvD4#Im zQm;~#6_vR@c$MRqgl(NOY>LT#9YT%|{P&;$d^#FNS@Loj9%vDvukFVp-oXuDbwC)j ze=^usluHf>&eo3#>(3#i(caDy)86WT#+VdeMW%C`f>l6n;|wWUXVzINX4lnO%!Ic! zKG1-;rRE$3BO*}aIY`h8$(R$d!N%EE=IIeRl;mf>Uh2d1B;{neJ1ovfe4BCKmAE!X zFEcpK(etZT^WBQV!_e8{!d=ihenAXLJ~$jDbZ!?4DkkzxmUn8z+?Y(u?Bm(5-`31` z-lE4#JoN&EgWyo~DA;LVN74o4W#WGH>JCl9TivA5o?%)1yRG0MR z`kKmis9x{=x?mi8{s#IE&RC#3mq-+=XV{v-xZg+X#qd6@HHLaV6?tk7l4m3I=6sI! z7@}S@^jn<7=Z!MOy#3X3{deoQ9B~<0yVYlW3AVnb7eGa{YjuL_jSKGvgAU1 zF}fr{_Ow*M8N(l2oU#TYGZTmO2$PeMVFH3lmCEvf-1CtPUM+r@rN?w8Ey(ow3cKX_ zcLNiJ=nIvm3CqcQSCQVJK4NF1m?Ml&#-Y>YfU#p*;$!9Nb0Mo5(d5%m9`2J(X3jb` zowG^7=S+RWJ5MKDs!D_6FZ!ttMm1%~dAmTTIqP+8&FJBjI9y&O$~ICU>ya}PJN7%N zbK=SEz1hSKov+W&W$c{SQTH&#N=5f|RB7vRjm~ z8jK!>S;*^*oxTREkT^IrI$WDp-gtb0&y}O+CWYY=_sKZX%8l{rR)jR3D}=p8>i_BOAPh%CJt;vSvv!*_2wh@<&SULuZo=;LMKLYaI#;1e<_3wB7x=xy8p3q zaiDiSuF@oxb!eAu0_%$V9ejg3DorVbV|xCw};m^jk=@!4om+rB7NN1RdouNjUz z%r3|w>;bIUueJ-d7Vn}3t)JNuW%cCv|H7M7qBonbbCAEhJlFwX1DKk$UUxKx6q?H9 z1e1-{dXj-RGK>+h?N%MeC6RfG`t=}%-?Pod?w`IkQQy`@n5dX2ONiJ>2^B$wwgt1GvfuM2JI%FLp&nEp{0&=D8}QA}&q@v<>K0H1+^qC>a7drwQe(DcXaK;w zid@Kl<#$COi7c_t&1}Z1v+o9n-Ux*FeR(BLcTQm-|Mv!}kR>#2+wpja9l0N=Wi7+W zAUg6P%*#*mVio=6luGJxVZK{k7C8MF3aX>sm^>_GW&MXt49-xCpZoGCR?+T6SCMOJ zZ{IUqV(RS6h{Eg3AKIQ*;0&OEHKY4U=2Xcm-~pjNHm;vS&WN5O|9hkrHE-gfOm0)fJ+LkYTvsn(yTEpgO^Z+u~$2j>yl>Q_4g z$^k#nyQb|&Jq`aL=e-XLu%HmF=1PnFKI_A?>`0gxWnZc&Oa!^im|nT;Dw@ZmGkYkP z>Ys9Bq&JDn|VZy}tVwocWdn$i1W$pgz+ue$`+^Lnk z$nAbgqUsh(JYDj6d&y_3FZJoNqAj_sS*|Q*1)o6dU+G2)OQ+Vz$DE*_QlIc9@%j|X z8W=uprgp-3{?e&6w$F#}l&-n6Oy6EELMkV-B?r(P8Pvm1t#7}B(c z7e0}8cXYPEGalh#pRL|m`l#9LebGHkY+$sahA{n1gKoo(9=Bb2MM^w{C+#{&P(RJI z=NtDhbKo|loqX1av%jP4JM3bn?!U3>7#|#@m$_$*_jYhW=vmpF?O8S|& zugGiTkiF;b3_A2xFKlu+ruP1-7m1HrSHvomZS_RiEuX&v{5JWUW_~v#&EJ>1E`|6U z@#&`Ou?E_HD9z7i34b4hJFCmYw;R)ik~=^_EwVRNC-tp}Mhx>%3y9XM)oK6ZVMiak z>Y?g6u9t%Zo6ks%WZ+P@_uA{kLA`|_VYU9a2=aPohwV^g^wO>^p@z4kZ(^eYz2PoN zjSzhtf_ih=#_E!{OQH^M9~a`}N^OWHeQIBh7gMAjw}rvJPp^$gt)m@hFlwag9-<_c zjS8^}oHt{!X$4K{@~yLqP|5L!rOxmeVedzM04Q`kJq>T0b8mKnF}E|Cp%jr6zv`U zmPW>e>vhug=PI`dSz+CspQHNsh0g|?l+V2=V;l3-cVgU;HmjGvs@P1VYqn68N{t9a zx^t+ysb-n9;TW3v@xk;+_rt$HLxZ!`z{md7flfJLTY*JFu9-f^B1Af`2Ok$wo9ppP zn#l{p=MM3_??v`%)RIJBQXct8#eiy%Zp0at?bA{P*+ss_E1ONV;oD7Wwsrl$Uf>jZx ziZu@r$13t!TLEqsS(1nz(!479!jM|-)89F;*lIxh})QEhV`D)H=oeqDLgnc{dhE_IWWIK(X~PYL%y zi(3-#BNLVW#Wl`hU7eaO7cc7f9LGSXi)wx}mg3tIcz`ZdfV637pyJKRZ-o)Fzl81a zd^E|bJLfCA{mU_So_j{GVXSc>spCbS&f<~J)zF;y*(b{T230%mM}!IR>6M{(m5Rfs zj~+Gq9c5p2a7%IrMm0-m`_1PO6yFJvVrO%$;25kKVCM@na@41OHN=gs*HQJ@!}gS7 z4#0?7uoUl_Piw-z*X=tMb4*eY6k-|pCwtt)CH%u-)XZ3`mFP?`RjFT1D(uMBCX;1> z`!DiK>;v7?QfGWwtPQfh?0t~1G^)(LXd>8$)BC`JLpTq|6P`?=b zgU9c##J6-Ew-qlo-?rAG)fol^TAe<|qk_9A%n#h$`yR@!k_*1|7;@=BFnLoWO!`4^ znf=lQ^Z^8sccGH|4uw6mUb8-?{ai8_PajEq2GgZJLXk}k$Tdo5^%H5m)Gk-f4ciyL zERd?o_p6B{gnzweSj__Fn{)R57S-0V0X(zL^2s`Wl`mH&)blzi#0sb6_c8iK*wyW? zae?Tf3{6A*?0)_p%`arazlC2jV^s~OAn?o~;8KpIcx|?KMSTEaJy(eT9ILVQThSna z&wQmQmF>ZX7;|438$NoNJQ4sViExQU2zg`RZP@mBQ zIotA(xPcLmns(NzWcK(fXZd9(*PL}c;$Y6WebIJdbJ2Nql5`$l7L;lYZSO*q5(r&; zU;sYzo$S|Hhx}5>F^bny9H%!hs^5vUx6G?+<3tt#$*TKVtQ}1%0oZ4)7g&q3Q?^af zq?EXtJ>=1$6Gt03va-NV2*8_4v;A{7EM7CTDI$GESjBoD9xD4*~%#oJ*AOe|YWU%|02%h-fsM&q?=a18VPx6V# zP6o-d+{Jml!Z4yyqsz?`_9F>i{je^*3gu;-3d4Rc*w2u7Ch1{)k(88?6Xu7$#o1Hq zZr{*|-KAO6gI>&hlXr_H)DY<1>izs)l+#*-JV*Iyl1 z?A=6z3d>y-Y#&(Up<~atk7uYuJ0TU0GYHi&&bZyH&Y-Z&2KRGnE~6OaE=9Z!GJKws z>0qp_I3kcKDTz;Xgj%kVsJEm0@X)6Ae&4!qa(z`27Jujj9ye1dFviB@RZw()9r;-s z_-rXV<7xbwW-Oh9Nq7y1xdOy3E~9h^Rq%z)pZZ%=FE8H(B_ikJJHaIA)5D<$fl!(`Xf7Uc^C%Ip?Ewn3UjL6ccOyM z0?lI)``nT*wcU4#WMdw9?|I#SDwY|SwIo$th#Pq(Cq&v_uoi@NlR zctM1{qAzErcWciMR1zdUJ*}f_Bi|C`FOzH)nKqMj<_An*C-cgHmVMx)e2jio07SYlZgcFchY?|N-lbQn6iHm z24D07r$*UHNG2)Pzh$2JJ5TO5*ZIM)n047rMa(DJXvzQ#|L+mh^G`$VwDbGsFl|7cRo~N2nhC%Yqn%2CgH@Y7N@#cM= z>KJ&E`72j{g4bP)D^Ws{T)=M_r}|2#cc5a~5yw>wmxjO`tJgOP9+d;fGPpAxMeRcN zT$Np_GssnZ(TSIn4w(Fnd%or;=ZM!j@q&3?2F2oc;X{@M|S ziy5H(LNw==b=Cq8w~AAuVl)LA+^jD%E|-0$2te(-wYOI+o5?KBoUg>ks4s1<5RXz^Zh2ogWV7>*z3aYX3zL*&dO{Lj{Kg{(XlfDtO;)?CZAn-ay)E zmV>ZO9iak;#85tp8RK-1EHXHT63M2Wd8vNyoq#-r=oQb5$c_jn?(*C1cf>O?HSV?I#pQ^?ov$I?*ZQ;*G>N!qu4PjR0pZ1@#*969f*vyw4F zWUp=wHKr^@u;6pm1=_JE(LV|J6sqY6txYqa)hd7d(1};D@-CDNL?>QP2a@u~>$v7d zkip;h8Fy4ub)#Ke&~XS=H%O7OKs{S(l9u&@Z+})L9UBvCjebKPdOcc7;&%sKDV$5_!z6VZ;@QUr z!LSV%X$=vL?z4|Y%fw-cXdRB-zD9&sk_2Lj24P@#)-<<{3}Qy<8l3q;9EWtu9zIt= zp$!QfzfIS>!L3@~{*tNXf$|CEm?ON`5VwGN6HiWVZnD*c$^B+KnZc-HlWUU3-z7p0 z`=lF?z&jnX=SSsNrvA@rl*ax!o2jg5vk<-N?oSW$|70r8+&&GJw0azk9^U`)@zQ*T z^N;6%4VakpOzc$p*Z*2X3C12wW0g+`bBxehriby35c~XV?lekk<{0$}B;SFIQ)g6S zm>_&+X4T7gT1ZV-jz%4daiA|K!}6CUlMyy84tOtw=jSDYYhY24yK*dz=cn?@Z(WIU zwl?%Pp^$!SyIGM$G*p&A3~Tr;;p=};qQnks(TIgstHr3kH?l)&CH!88BwO0OWo)(` zZrh)XMua~p_fqHE z{1skXvAks>Td4^T82xF4?qUDV#lvzx?L1)kbb(5`mU|OQWI`%G)8wE&I=;hBpzhvV z%ma+SqmaE#)6;NHl-$MRNg`5n#|31%3&dqJP~KVV&d&*gj)mAyERO3W08Iq9ZVFWg zla(u0s`?Km(U3w(3YTJL++XtFqfy5Um%5ULI%8~uL21g}g9VinWXnmB1*DcZUw0#V zBpR{&!RFe>8d%!-3ine2tq-T|GIL@Cox6gyZ;E(r2tLRGbKK)|;LTK?_hicApLZDQ zh6>-S*!z*W$y>|Fv}{CKLc!D@X!#l6rBv|d|9Aq2noMCfyg$fi zA6hc@d2XcsaqO8_ml>wY$w~})pS|3=wwwu2HIvN${Q5}0(!+3Bl+^&tuXf%`i`~-j zk4T@{S+ZM3$D4#l-TRFMB>_Ss2*JEa&vWk4=>EqBuxc5IQ+h?`_U`W;4c@H|=M|sp zVO>mptH<|<=Nr#cywyp45+C3dK_8k+P+UK#(}gDv4`ax+j~DRlsRYnF#j4)0MC4i~ zwCFdcuU@l}ue@88CyqJ{ipyH;uSCd1Un^=?mhD1{y{XJKN!_I1ie4Cqbq|||piggH zFFOT3EU!OLrFCgLe2x*MoK5$Ns4^_JBzc)5593f-rDv4yk8JBi5{Dy=xRu8W*%QYd z0cm*M+87dC{pfGKEDS=g-!E|L<#lhBI(CR(5xkEicv{`*n*8b3*E?OBcII=d>#Gg>m@3)fZ;@%C7*g`@x;Nne%8w z>XCq;+T$UklMjsHpN-WSz!}1Dx!9*yyU=)YbR%)U5IHSOD?YwV{NFcftm=q+ zy}M&=hs%0NPJ@8R=Y_z^gAsT^mM1p#FmeP7NOYU=P9xJbuPcbbA{Duct^c|wo~gN- zc)|R4#W)8SW}e`XR+%R)C=(#i|Gb6*(of)BZgtw}n(G>|GFKW3r@HLpM+<%sa;}c? zE5E8T+H@3!cv}C>NLI(zozxO}ohnZ(mi{CbnXE^Q^{2`2>+f7+B0|w^N>+*CbzPK9;tF*+ zZP^d#?2?fM9-V>5QBU^TQhI9hb?CX#;s!RUMu=J-6XkF6sBaU{C2d}b6F7j=b!czV zbGo%CNPYEr?6k0yW z*(mNXRGVoW9Snb^Kf^k^I+^TU=lPEeiKyK72G`VH6ti1|u_mqsk{$m_D%Ch^xkj5x zy{8hmU)ug#9>skh&~^oyI%>NP2Mdfea2W79mNL)jMFm-IooyH{1&`gOogYqG zYHMl&;30G!x0}(m-Ou+9%grRK1z#0sv!t7b6Mn6*t-m|JJxCE8F{|x5-7HkkF$A9l zoYsV6{f3am5IbOHOt+Z$!q2+BYccHb{N;r)0cE2p_A}&*B4m#Rf@mt%MD4}M7;R%v zyyXoGYh9b)-TRF#@0|2OQI;4t-zmmR{qF6h`OU(_f4?Y@CKsc|MY)N36z~25O9p7feuyd(`-sxfVky*8r0~J_O&VzWCQ*kP<%FBsC*k$@Au!Ml5uV zs2k~sP)@nr@NmB4>(8*IPeVE^Zc(5vS2wSc)}k1 zm}h&)LfiH7pd$=!@Eu{VZT;fXEb|%;#mlJs*0r*GN5S~6ostj66#lvZhxYatMXTP> z@>^*NbQNOLFmR?{GjSf(e9(NaMZbBH} z#Mc&@t6vxIxV!AvhtZ03^3P=YYn;<*C383e3#Y%}CngkT+x_Ir)kA}|hEm`1naxOO zY|-p>Fjq#>o2C!9(p;>?y?pGa>3PeAPAmCxFmdp8?S8JM>pZ2l^W+*6uOoMW!f2y+>KRv6w>^%X)BuG0 z%YJ;$Be-d01`x^#>)GXY%Oe>sfsHqzFU(2wYfnj726){;@Ys%PA>*Xu133}xZ7(Lr zCUXsoKI)gAU zQpqczG_+v(xy3QtIU zl}>3te>(Qsl@gvWHRfs9Y?*`U1KaVP4h(K6pBNHCL-RAyI5PdSeNpkVJ-dCyHb#(s zIVO^D1J{WE`WuIK;+~Bs&0iBKR8wvy1xNt-dWW&xaWJiyunb10oa~7e(^C4V)+erE1-pfaZxA@9!H{S$YZS1__ZADM?8Y5R~o`6iGokSBa%X zx=R5?O6goFkw!#7YNb<_4vBa0`F*d~zr2=vX3o^f&pE@smCG_*HAasS=V;&=@iHB# zC!;40_;UTH6z2*z8}R5Yy85O)MXz5sm3b!4AkI7`vQ*!pW}4#Op4qHt8LijxEWey4 z3g;S^CW%!;bv&n@^{F|zUx>Eh&h5M6IkG0T&H*DCGcWo@$4+Oq&SrXgdWz)ER&)N= z=R}W+b5FXVn@rp61!{ndR1Ws#un&1?tj;IL8$~Ukadr{YrIWk zeQ)PiT()d=P{wkKJBN$9Ac^Sa_*|B-YY(#<#vyXc#o%45(uByLSeC>Op+kR}kF4~m zx!>5e{%N7TrXcsILm-^&1XJENk--KJEF6vgleD?Ew%TPabd5%-*88(wEjg+pG#H+Z z%kG&CpV=9M@9RXFUMHWucG9zH$37`mD)8PyrHqknkBc5Vry^MH;nbUM#~QK{IzYRw z$11pBsQp4JQZdKz3(UfRPqRXV|2S4VuYhVU@JgrK5%#xu({B=%b8L9fUI7cqNgvC_ zHp`*!Z}u)4vlkC*C$n7Ft?|_!^fWm8AZ%<+kTEp9Rqn9?4BZ}Tu~cIq9NJfoD1^y)z^O*I%GO~nqQ5yTfeh= z;yS$9_|{>`;d9now!MNLk~P=-ClCDUVGksUy(v}Ih9%QU{8~o7*J>;`xjhhy5qWvH z8zZwd<`&YfK@~8(R&pq-AY{LWZ^NfIT7qdg39_kXZ&1_8%kivD;4B}SCbG1*xA*k) z>`mrZ7QaqTintc5X>wa4@{fmLhYFJsfnZf)FKvQsZAE;6Ts@ug2I^@ryoCVP;#vG_ zgST9X)-GGip$SKl&-zJ>w{AVPX@MMR9@$A354jX|tyoIT(D~UOvp0FX?4xyfN< zj+r@OQA%3Db&h-@FUN+>U$0J*BXUL=N{@Gdraw;y_3vON_XArKq$=Ot52&Yal$Cs4)mD&9^{*43kT!iXZnh0YcU|W} z_`kTzKY4;0SB<7-|J`I|!dI7h2&_T!VGw$>lW3uN`CAEhM-N6jOonK}&pVXCo_lG~ zE99tzp6~TEJTp;KSm|ftbn5!SA)Y1vULwK}#2ftIcZBh0n+or9J2M}2R<%RXvQN>-3y&WnF2rwc_9CLBD@+v(=Dy{qW^g30?m$b|>b zK15I9O9>fJ`Nk!Ce%Ialng)ypvA&vJib@>^0T6{eL(c}qyxq(F6GUyWfo<8Oixm_w z7F6jF=z<9ju|;Xw+9PS z)6w2ecK`I<5C_(B?G<@9Q&(z+S&>MN_U<@^j`D{gt-m2*JDq}o!!?^U%`3_=VdDLm z%%BAh7N1QA3%_riDc2@zLPF;3KQEx+%LRV5d}m)6T+Fs4MM}eZFd1Cm-zA%N#42YU zML*3KmILQE{^!)8|VUnai(fLW{%Px56SHE2PQMlLo#4Xz}s8U3x z0=Ni4&>oR(;88aku8iMILBB`I!gurc<~=Ii#rt%vE%V78FqgMDg6+*!Q#JOP261c1 zGxOW;i>yUqcufRC$uhR$UBRZCr{92QM_D*v>ug7&?! z#WNcot)x@sh8J4N6l`PS3LRx#LQBhNlfH})6#m+C<&8FG@BAx7dJi*%bVvOQ7t`*& zQuwsHhwddBdUh0ke{s!5$zWrGy3wHK@Z%?!qE9$Vg+Z3aYS z6R)s!4_k`=h|HZ+6{U@)X5(*DTWj3}rO!ciIE~MN6J)@NZEM__m@w4gL#|+f*Onr8 ztN(+{2^Gp$S6-%qc9&x%f~VaqTcbR6>o(%gFaNcvU&oVT8Vgqng6ZTQiaAdmEs3`t zf6h7E(9x3FMf|mrFq|gkEX=p)YsJ27 z+-3IORGe56;d7>I-ip+ne5>QC&Biwf)4Hy47kJDRwLdHcj5bxjis4&D#(^Ux`oYuL z)VsI0%!4toQtfyx7V><$H&MsQK0Vnb28%fvUYwA(-$<4%4D5hoC}0-JIB z2pABT?i!TPikdUD-9{Sb*Oc%ec%!)7qxkxd?MfW=iF$i3VN$hUTN%XjBdVfb3DoGV-ECFzB!> zJcr`G+eA}dbaxG3<&~k$sE;^#<-habgQ}b&4Qy1tJ`J1v1_kVT}cw^M9&>6Hv zZ`+y+`4ZXh*s?GmQ3RK;FuC-K^j`7#a!)5u%b{m^l4+=3eiW;;;YN}tnEV@PeUHpz zD-FpTv9Z}bx?IRULvkr^j6(z#?O?lb`gB3~2}>orCkWD=Ro6cy_1`(JKYCn4j3rx3 zj8XH(h=dJMl0W|=vvY}#TX(7Jt4Xc9e<*$4x8uuF_)hbGSOA0T`A8e3PZha4XZxEqDG^NXYf~pF@UH_-bxe!_AG20C3?c^~(|%1o zn^zu+QVpybeH?AnM^PfQ{>VPAtC*-n|7OUqvNeVotIiWtHZ?g92Tcwv=k(wm{r7qr z1sBd)+wZ9o_n%2(*VeTJL(K2XYWxndWX0JvBO!d3W~Yg)6E)TrH@ps)J$5><)16nv zOD=nI+O$ALSjoVX_ztJ9>twwANSLBFyO|qh3x+X24slma!p! zZ%o_$8PhNXXz61>n#f(67ef;Vz z@nOZ|k5g|LjWOfY5s0e$&0ZYs)W$JJiC_XoP?W%9)GhAT7Owf1vtau)E=!_6f^>5d zs3(Qew8ao$9EYC|AMfuL!^+Xzc6<1yviEvnDM@htyofslc0erX8)-*v(?er_` z6V2S*M^C>KSF0z@0c+nQ3Z6gEU{HI3ll64(^|eYO14?yDdGbGyA~@q46cOXVAStoE zE~f!XpnDd>Ebta6|CEeB^x-nnVe`s*q^*D}+YTZw8A79&`NVf#5uS;KlDSP1d3UhX z9Qhnt**}z1!wVdf-jJDyt?sSeAqW2Er~w-~;WJG(&%`K-bI+S2mcMPspP6Kvm~-SW zn@MPh5$ngoO?7SuFc+qIH($71r=w>fD}!<6n3avqYwBm{gk5{!+>Z&$C&>xS z`Hz{8#)qthWxN=f*O6mIYGpJ4rJ(lLkXq0}*It7b3!;;&q*r)fb}HSeesZ0twzL=~ z2cnF&XT~jrXTSxRGS;YgNJ#X?=l5BJCTv@Nk$s{fz`kt6k+0tq_)3anzL`)w)k6m# z>YaV3c$8P$EncK76zkO>%y+|MwZqKS=c(m(1{>9WKJyW90^j13OM=g^r-L<};^kBO4v39QvmSV@dlsMi zJZ$On*S<4l`7L#mVM%bNKJEJtGQuQLfz0ttdSPLYI)<$7ThyfP|PC-?a)ydFWL62B*cIM5U^wnezT)&k6k?3?P77A0PhA5R}V#=~)*H96GRcu}Z2K!Uk-51mz;T94X70Iy&I_1SQy(18pf6Bh z!Ouf1pr4ReGH`kpb2LP7TN}h;%_vE{`9lJGJTRS>@rwP#uZb4D@uKpi-R}!Y0wf(} zfz27a=z?3|@Fw)`Ys|-*$r}#%Nlx|>`cvxkSb?~OUqaMEcBTUtvx5PD=Pz~?3F!%L z!DY>C^3_U9rdynhHt{0SW0b2MJIm;`-}Ji#Ae<(~kzeT4yz-{`ws&ca`@q|9sdQM5 zw5u5-+w6z%bhh+ud|##Ddz7?aVS@m?Os>GvjT{`;F0Z!M-tXyFc6SHP4w(>HZIuB7 z2F)qP%HFfDTKvdGI?O7cEZVx&?c8RO{w$FIvJWF@}dv%DX0VmYzsvD+gd!T~-j3P1gjVlFKK?K5ky=F#(T82b4|*iO{wVHJx+%Pv^tIu+ za~O(txKL8?qK!FybIxrbHHA6<(3jf-WHW4AcNZK*(Hqfx&R5j0naHZU5tk_uFuVOk zjsE@z+HlWEMrw<6cL1#bZvcR%g?& zies({?m0L z=brso!@U#JyjyNPh5*=gRLI1`k+PP*%HnC35+=}rs?O~_bo_e|4=@X*WuAVa4A`aE zBYU1V0Lkm;|B;x+Ra2Od#tx@i(F<5FhgSGf zDh~$7^^JWF9a6t|A{4^Bm3NXaC#ydm%rX|$=+*n3OY_{d4x|)3_zo*?WiiVhNa1kD z>~2)8ZKRRd1hiJ_uDtRKRe3d`uahkhN9HTg+r1j}$v-DZH{M_g4OiNDWcE2&VY%4; z%@Nwa@kWD@@r@BR%X}O`=ZZhboB;+7OY}Uy9#3J$);8N-uJelRLh)l?VYD69hMb>`tpWfScI8#c_$N4J5~Rn3G;x{W0bXymDs%3aSfi zj~33`82%`qcNq0tnHTvA^rK|Q~T%T(Wbu`kNlN4{Hcu_gBZ{17zPlQQ=~EjV8lIj2|8~IEZ|=4n1aFLo zAD9Q74E76qioz8ZJpUMi#Q2eyQs8pCwXW|xWJ-h$(%m3$1VY)I)W3z@bLY5+F^z@8 zI%V}<9#S26iIsr6%qH4hcIhOvB44?j>`?j4ek=K1Ba4sQnlcGHu|6TU5Flb#A(*aTEHw)G?TLw`!? z`y?;)U&&Sr(czaXChuX{Oa_ zzOAoW+`Ngq{dt=t_RDbYXoXYnnv}Buv$xANdg)JLP2{RMcdBRB2Wv9&mfq3J?Im*) z=NVk>2KGFeF?+ae<-)M5O^$feYs7tpiPP&ktV@mQd;27Jx4zrIg5d};l3%A2!WcEY zH<|dMM;njw9TgAT@QJD%GPDXO_P!}dF7^CCUZhL63eQ$$k7F?5y)9oY16b#u+VzCw zANZB`Pd5Qaq8M(|xcS?tgM5cH?=Z02)ZE;3G);egsAW@WuPcM}iPQr}{N_?REJ?5N zU^Quzy8qBM&V`t|-IeDlyG#sAieJ-A@tcjUuH^@uQFvoC8E?wGhxP8FFKs5jFGh&;LE!fvt)bsD6_xULczZmfVPnz9xF^JD(8qU*=cwd<=Cnn6G>Uw zOQFCLxokjMrVGcRQa~7uxnra#@$+hFZK6pcqn0v7s0WZiKnVsBNcQ{y6Y=YEM2qH^ zX_HSxF`}Eb&+)^DqF(iumWJ`ae7^G$HV7wW2kO6rOgPH?`Do~?^pq=Be#*uu=iN{tq%8_SMtVPCT1xsI068>j zr=byn=ZoRM^B1sPcng=EzAGO(w2ofq-Alj+FuX}?U>1bBVYJFWo_)PI){0$sHcHLf zx_*cjp>NldT}ZthW@CYu5a)va>WkTD^p5I^O&{KUBf+wQtZfQrvPB=>D9%QA5$9={ zs*tknb#gQuU3jc}j7Z<$;L2>qzDgn-lOR8#?K?l%SF)&Dnn_k*xFYXCd)?Y#n$i0^ z`vO%Sqj&Eo6ytYuRC4B0*&!YsRw=Ew`?w#Qp0Xp9drPQ)jQ7v3X_38fjnGJT$Ess* zWc8<}qFcoZLC&S?b$<$v)5M!FI}1gr0J43@*c0I|WF#Y!cP2AiM40E|3ueviJ+_!n z+L?)VfztlEJBDKu1ewz-d4`;Tq6kZ=H{`b=CNqaKh*e%3GZ(qV9wX zz#E9&SKd@}VCLt#79$`bQtSIglO^_m(JlAv^$B+=Q2TXf*K)A!-ET8qLN8M)uxz9M z#u{m>KPGJoDhT?$RHDUS&UNTr)K+6yRe}4yj+UB-UqH70N$+>jzg}E&p(!vqI;xYt z*s}*E!xg1InizftD};Z=P=j_}QDr}!R%vjfwYRv$$GC!YyKQX`7M^B5K(k$Wpn}g8$4bq!K{yX`*|UnHCql_JBzwclr#P9HD@ioR5+s7f*rL87t0V# zW_B6|)e)Xqk~iMP^T(T|`6eEFryiUt4`OXjTuE#~>qt$fY0B=(?(z*Cp~BE1BABex zuVW9mXO6MC`eGGJgg#uh(W=RPULlsB9M$VFjhv3lk#;cI7;0gU%g-iOtDm>@VnSCs{{_ zt~~yLACC;BhG-FAJ(6^*<-I02^Fpc_3V8SY6XE7`6aYHf{NDW}c_k5RjPxI-Nh}h= zIs7p^<(lXAPJ$%l zi-8X^Z1K&QtsH~_9By#dlfg2I=XnaV5vXz712nfF2OQ+%0%ui}x7O*e5(}ZT1Y9ys zuB*(HMc_@Y_RK1%Lc!#UyzPpV^xMJ2{=-KfR0TeOJlr^}J7&@F`TB2Iz*m`_g>L}U ze=)ldLMY{)7+)d*kT*ga-H*2(yRv3Q_P2Z%2q~wi>C~Sa)mV^Eit@=@8|;; zXEwzx0%gA?MS&!>_a+q45ma#1r-m`)hx(D@nx`*bB~L2w?pfnFXwPQLwxG<0Rqn5x zQX0EI^uQ>qZGp+DC>14-nWi)fY&AL;pI8=>`S!zd07Rcx3qN2x%j2ZmRj`S>kMnJi z11q>N@)gljiKonvZo1rYpLoz;mlh0oMCYZ8$Pc98goL-Ri!W~ z>6CO?{T0$UfY7?(j(K(ew)MGb-7qd!_zL%I(1v|_B$3sSTSlS67Dx*mg5~Hx6bu4V zl~Piz8z!e6YEG$5_TuHl4#3gscw;)B@g-!vWih~5_FS8mi-c_vpwC#MqXcF?3H74v zsuehdHrL=I{-)1<;zG1-l!IA*&OT1f%M#8KAu}NQQ}o>j<09eBOrB-7`GNo0(#gxH z!_$cjm&U~*ob8es*8t;87krtNEi2%K%m%&-_I&f%y!Ulv`CK`{y}p*_A?YcwEwYCr zJvv&l4D%`Ry``La7ToT=x{MvZgL%0XO|cU7&SHaAxH*Z;M-hu?cYy~;vJ-X!Dv>LA z6fMV{auFj-n6myLY*)&~9{>V9=aMF?Ry=%8$LNeJPZ)yyU02rY0|e2%NoF+y8Ek&t zkBMrJYUR#Y!d_E;BjQ__j2IM7&Z>d>q{8 ze0+)z**+R>>@1+az8_kSP3nUQ4$OF&vHxnh9kjc+eDNbDWu1i#hvbFzNbCE~HWptGq8Qq2RQj>rcrEkyLp*XR-mI%~ zlg>ueQ6zbXnFa;Y*iuxy$WMdBvF}Lu3`G6pS6gsSTgE+F^m70`QcB)KN1Y1-CZQ!Y zrneI198IO4mjfJu?gF63z)g;23E}onmg{pH4rPrJqwhyP3`G_C+Ad_y+0e(_#>gQ2 zw-LNNgfimevrlLG*o4?K4)-16{#eQ5%Rn5@%>?XD+h8m`NS4PG#Q7m?d(lr@rtj3w z=n)=2TjKqsRp5cS0n%D!uypHa5q7tCSL1HEaaBl++)+`|Npl9kUiE&CGuVT|JJYQ1z2~pq&|&9dSwmXx)$sR=GaPi)KNu##2_^sD zDoUe~{4B8d+R>8wW`u?*3Y!j{ZVHNRBB}T?gs}%%fhFC zx6PEmMRxA-RK;$bui5_^Tgc2kYP(-^;WwmdUQw9q3jNY3QBwkWDsMnKy;QT>XI>%; zP5kKswa_7xXw)AmPleMDH*dmaxrn{LzB^4m#$`T=2ZmWKee_#xT&0c3-}~aG2db^u zNX=alW$`Q5!m=4Oc;PJ-OV{v-P8~5olRn)a=BoAR!3NXy0xcj$)SF zp7LV8bN)&-huH}AgFgqJtxI>^ejK&^dof(lG}Aso%mD$)E69EI#(X8K9O>x>h>ait zDHn(KPj-|2Al05LKtRjQO`A^g#tP3KYY(MD`Ny7O3aR|=+cCTVS{*Zdq`1O9G-12_o^Z9 zZ(Y-|u(JsCYW3SKWi#N!^R@(7U&is4?YyD~0V}(+Z27g#r#=Q-v%(v$nV<8gpFaGU zYeo4f6HbdQP~P}H@If)cQNRsDf(cF82>8wESL7~GzGCw@Ni%e4(8E}%s_7?ZeYT$W zq8NL+leh(N_q|^n?H!mjeqn;5-BrHe5>b7AS5SC7k<&{Vn{hX-H57qiRAx%d05 zJAwORHCy$-Ws>%6+$>Jo$JfVfkuf54fICOZYiFwGk0w!l)pZ8oi-AJ=^hESlZtNxX z|2?VZHdZMM!D)sP;d-g_t0T)i0&fqVnES6d9Ll=wz1IOlH8;(WY_W83^4>N3AXHPh ztPwx%L0wxcH5J^t^fF5;OV+D%#_4@J`2m_Egn1#dpO4)Qjv5zMA!>uQ&TvvGSi~;Y zyP>ApxEh1iM=h^=T;413H9Hwsr;k#d_RobTLTH<|BTQ;6ElTc5ee6kKk?%*70I%0Ws~t;2kqV9Q>5bbs!VJOp)h z(6d?>S<5Wl(FCdVU-R5R1S_&L&9i(fGO6cVKXuZy>|-3|1*nr-7@IEl zhuM~2!;TG1nJxr)$Y`->C25;c)4@i>E0>y<6}+Y?T|*m)N3I9BZk|0c*>-<>cc7W9 z>4hyOf?X2JUaKQI^2R4y?)X&wMqNCLz9wl*I{RwWV{|b5_*Su92u)aj>b+NTjSc4( zvL4|_I#q2ifAjU%j8aNU!dl|d!7ieF>=e~=yY!s2Hql~-4$gUek zbgWjE%{<+y75k={#&NQ^)+8z3LDVhdc9`Od8L>92R?|I7<_C_{GMcCRB;w|tha6fF zn;FYb4jj!hof&Qhr_*Zv`KDowW&tVMy`)S>r_+dsWf5XPk5;9_3bXKN1$^NF)Yb1X zdD%8U@&2CmX*LE_(+O3^4S1e{L#v=Qiu4MnVoWATn@RAn^Ej)O-SPRlxaHU0-+0^1 zdZ5?v@UAaFS~oE~y>7EXe`>yn3-7S!crGsNh!oyKi!awEhIv4{#)M$00 zQYf{0AaF;e7s*14GhFepM5KI&u{ip7 z!&stDLam?=Qty15z)y)+B$e(?x_dt%mRbR! zVtu@mtOGLoYh;U^jba@HX&h(0f0JsN$clxugp>I~_pjO!MAqfE=5k%pT_H%LfTCHg z(TIK|g0Nm^$QWZ=eXsO2e8yw*Vc`CQ&)aahAcvNIGW9M-+XeLF3gAIjNBGleexk_V zIIyS1DzXGsXQpp8>)4RSMJe;Ulls$5UO~T&VB#cB8XR7OA=7_Hj7J1XlJ|7u2qnIz zw0nK*bkzgnFaF7yKT%ZV#^dq2rc}MK3OF;{9;?B}-?j@wBX9CPc6=)>CD(gd`k>z_}NX*{hveM;APRWxu-lMNSy6c7U>(uNy zM1PyIOhKK4r|c6J&{{8DN&Ssr)bh%e&ARawgw3xE<8D`cv*39M53Ku}#RYs1K#?{S z#$nq-E8$6B*!nAR$51P{%#D?cBN@G2be@;uNq3lg8YR zpVb~-B;DNn9~R&uVD$m}8ZnQT+{2C}0{)j8UyPwJp(&WfgM^PEhM-Ww+p<*J_%LpC z0@w4Dt+}W>#@8oa-U9*hTfg(8op3F`TW%cO#SaMB{-hy_kXBd$_v8`6Uz;WBs~;xf ze!akl$Z?`?XZ%E;U4o8xBcI~MQ!9W>0#0wt-9S{h_=8a9O6D8d4$l%At+U~Q#aCpg z7LZ$wnPdtGc^_>pKD_6q;C-B#CY+2bUJSusLavwNjo#cLKDq+xYG@dfuaA)~3wT95 zwE}MY0CE0Q^MyAnEUkxRi^hedw6RS7_o&D!)vqRe4*N#(m}D@R<+&<-f-q)ch|wF) z47MhezHw4Bs6o3W;-{|g>G~K&n(h6!?7Gi0aA>1t!x`A$U;BnUtO@VwPNG!ry6`LO zemOV1cO@rj|Br8Zt9{^7Sk%DHx5BxBhHiPhRc6vP`0X08u5DVzq2MJ8!=@44m0ib( zJI0Q5^|wlfIN;2wsPs=D({I$db-e2u5pe^USRH`NoF~uG!{m>Lmt7V4CbjXK_2K43 zd4eUp8T`r{k(zka1tY%YgApJ;74dX^ZpyLI=$?)I8Cf8`IIp$AN`oF%C91xI+a5ic zcs<12c=&jx5ma$`V%$IKJhlqIJh0hu}<)_VKOwh&ml0%otdrDd|UVmhQ{&H4UX0m%;?h;6nxfNn=v{Q%^RW>6;T?|8zOF?1i z>echt_W7;@svMvQfVayxM~YHL#5=SBp5&ihF~OO?M#bCU@Iuy{CDS$dRC! z?v*qaT(+oG&Id29s~diMM67=tJ_PbSfsYKNuK1Q~+4dvFe>}wrD|kQT$9(jlcj(EN zL8RcU5@j^PCfY&3d&(9Hdo2`VF7X&7|6XPyGa;lsC;pVq{E25gqL6g~$d*c@lkfv4 zxhjOGR5#1d2oYB~#YPR%^8hB5)eGVU$r=-#bl*;q$@>*XR zEtur~x{FS+ER$dZ0WoqNmdemrCL71f#2v;idVcg%S|UHpD5CIT%PMC#Wf!fN*_&iF zx|uIfVsZz&r;<`xZ)ird;N}6yY9x4=*J+EN2e(uhZ&zFq-dBqTPV|>VTpbHLph6dE zapPgo_Pa6Zoj!LWkxfvl=r~)L#u5#qe5jLLXloK(pUJR}G@v#kzv!Z8QM=cd+iy?)%8)MX)@1fQ^}Uu{#NW@Gg*+Zc z4}@Gnr-Q9dm0?cgZWwjCHG(cxoje-0y}DkASm|(#K2H>0v;|Yj7!S*o?{Ag-R_GcS4PCu)hRGK~8ho0mq6i{^schVkahG5Y! zA>3(J7Gv;y8p%`z&ep{*cT?W*N!}1{>mmRFtcZZ3V>mnMJIm#~H&zGz5AU)!0K4T1 zOqK*h*a&{IbL*)*kTMUw6PBk!B*eIXI+?sbZ}7*$e4U;_<>}g?*wro+<#QmMH}Ncm zB9u39A8d?I|BY3AXL@T_pXKp9xjOMPwR;_9V~6=R53@TQvT1TPZ zP}4_3-Ah8XBZ2dp@%Z%zLh>0zQL+KSv@D6Wn;~BB!4nJrm5$#@G43MA%+&w7uRbEg znIVkPXNC2Bo|QpJbMXU6n^!R+g1;8uxg~1l8@ISR9uOqQZ^$4#s3IzNeU1wyqQ+zvp$G5Qf@WE>Zz~A*~-BY#^umWE}S! zx!35Tt|XEgD%ARL2OIE}#L2+Kf3gLLA)dCXpPNy^7le!cxUUKIgySFk68TD@lwVNk zzfY@J{YfN5DJqg-FB;{fwykSdfonu&mIci8;4An~rjtXBy2b&d2p-V4i*B@n1vYO< zyW52Vd#|TBQ&&fXLmKPQ+(JYyrS0JOeysRh*#%yS-`K3My?X`5oEkw$pJ|_Qj?Y@y zFyn2zfDaB~v3{x0YqAOI3$1x) zLietY-2bB93E%T1dzDJB=OA=@+84(z|C8w*%@G+a@MP!pLzFLln7#KM{@b=}O{qB> zUby*e9f%tF7bzL*yTvIf#ljHMw5SytAq)|BB0^vnKvS9zN0fK~O#GuQl4=eQ4IPp-03 ziP_wOGxzFQvI2%A`E?y9_a=;z{8b&3!Dy~ zZMGL~{ka%6RQdOd%^+D%H`2JBuP`OP-Hi&R9DO`Wm=}%%6dMgAOSI0YKI2_uP)K6O zdgXZ|4(-csq}EQV5r%qNL;IxKJ|Z8t1iq&vWNt(LodK*nQ(vyo$Oo8xdlj^(5A z=z1*r)k73pt1+H5F|8&0=Tf`&8nJ$xIouS-escY=^*63x=AB_eS01RzU}I36Wc%n8 z{pp zQvrvJU;}||!F>*zdsmmuIqUD23c`e(-l*$MdLD^9+o`=hdAw*KEqDmZfq%CaPJ+ed zM_95FOJbqmXUIF)eHCE(jax1NX%eykP}b7m_cxZpQSJkhDF7GfD^E-f3>;`wfy5xy z|K}TRCT~cd4}{@sGHSdv-Vld@$|S^jP$G%d8_5=&xT0$v+RBJa8!#GAV8WNfSuiDO z;lq9)uH~IQ#>3{Izwbcs8^!4Djln5~w^@6c#WH#eT@i%0JX)7p>46|^lMdXNn=)7- zVF>kUX1)9{3#885E39xxVw2KOaV&9@{b2`83t%D9;JJa~YdtW8fj>X_2-N@qm=LkT z_-4Qu`G`caW%6uA0o$H;9mGSEyoFRHy}S|Jqqi`_NjO63{|;BaMsClgaAS=`Wo}7H z`xL5012PiiAPux#G>S2WTTlpxSm{O7Gv$YXrJ|pL;%JqdPy+I*-U_)QLjKwyY^!cA z{Cdk?F^UPywDQ%#%RY`-rl@?BcsWr3Cy*J#sh+du*g3uC%cd2}d zn7zpW78D1fQY6YN|K5F-f?au|Ze4k3UI0d>qBKAm?_>mubKLwUz$O(mKh^iMv;Ncs z52A%7!4QBW;Qnh`@Q({ztK4P8)=fi7&Ex%oIj8j7Jq;v8w4ubz%0RSEE{Zvq@I z-z1)N&kmeaJhNs{J*eIQ&I}B09y)1kawn}#=B`Wzjo`0(pLL4sD>yt%H8cu?W+{p< znST(_VnHF~9rS#^zWQ52nPtGehDmU9{Xt9=MC1WxZ(p+2dh4Hj`&LB+2~qcfa7zP7 z#LU&t6^B`h@hx#{GlX>h@x6fsdNC{BpQ!P7!WgG0_HW?s?XWienQl?!!9}cHHJ65H zNoJnzcl9C<`L99psl;r1*EJ7cHHvAy)r5j8$z9Oduh_A<&Oj%4aHNyfzBXCuwl%&jyP9H>i~c2njzvUd9fwvPigK&72sF8B^Pb!EE~ z9;<>F;?%^s-t$&J4z%#f@N+WT9^f-4!863c6X^UBQF3yrDHo{iu?RSXoT`cO3E+mE zAx|I}GgNR_!=srXYMkm9Ez}cX0hf(IF+sTtD7t}vb-f(>Jmq78aS#yeOP88LkRu4^ zm4%2Q;E;Is?ckjx`$%xWR(wcQ`E3{Q^?KkogX{Yxv3kZ3 zAaS?$r^B4sY;c2l+Q35<%)!R&B;L{(P-XIxDOBCTde@GUrNOjhz9QSiph|oaDWY9J zXboQ)n;Uq!+qYZPsolr!w7n$^7<_J`T>)by4H<%I+epJ^x?rShuqF3Pt{0;AeN!rP z7Y}gXj^Cj}?RVkwOh`a5;vd11Srxa<)I;DclU}G|f~!){9GUF`*WgJq`xYGd>JqdvAi!v7!Oxl zF&%92FXS;Jqyi&p^yT=oQ#{(sXn*33XThKaKlBUbt$h#jQ$MDlTraRdHO z3xTU$EWDc~M&4h=077QLQ>ph{WPSHmzRI0%17DS;hlj_-`C09>=Ol^vlu!gEIK3S& zQD&v&hlgLdA5Z{u_5b=9Y;`>}ZS-07F^O`W=S_0h2+!jM>sVW!0;ZlfI z%S{Zk1=>!!w4McQ`OW4jhMSHBtmK8C&k3H-fh{@$`STw8qXrg1XZy$5q>vC74~KzE zS-s^l%js#U%-3pKP(_2k0oXbq#a0?H`nA{YN{gy;C&RO+{j<{kM?yAzHJh*Ci1R<- zHLhfS6V%GO#f5LnGARWkfHu6H9VAB_snc|)o7w|T^I_!AKw{#F|{m9^Xup(O%v-g z^z8GmOovnMgN-x$0wGJd+Qz_p2Bk)jRXSX*_tW>xdpy5?Lo6zpht zg~}HSj*w6YW&Zayuk!g;X@P3o`Sk4Bw99Fi%gRrw<i|9{m-_#oGl)B%uD71A zGa~Sz)Z2VJpqo?(1SLRk?1tWWXh(qMfP^UGVE|8XIq|DACO{Hj8t95(pFem@UJ6vO zXE(4jxPUp6`5J=tc@+#q5fse(@{k(vxXVE`PGa%%zK(-0bMOCSi)&**G7@P8j(80eY1?HI$J^wz_XG19XE{ND_gn&u+}9LctH~1h~QA zU`_D2K%9deFlC4~tQTltU_#9Q#tPbrRO5rt*F$gyFP9O@eFWwXk&zo!0NS~}{01$+ zG=b~Q@-{ITH#i>DZTQzE@6~^LRXJ{)(PevyWn%S|eu<@mht zf4`1zxwgU}jdqWC=yE9E%Vl<@wI2mTp~-+D_>V5ee{?OKMP2sGCjlD%Z?YVU0I>q- z(V$6je~h?Xum8Rk4(ep2hAip-+h*l|#FACQz}4xk4^<-r+x!9PMFX@NaI7wA|BMm1 zWCzfPe^hntqG_gy!I|R9MA>XofHk~|yj;UeTSAEJkK4ahgS2HXyA=bfIg}c%o>}2Z z04DJA-#L*+NWTQT$c6KdlSktIQ+$9$6pXB61bYN7`oEt*r=Y*V;M)JTn)cr`FHbo! zxKaP+1-+)YB#%cD2kLw2&Q2U~xpKhW1lIFyur&oZJcO4Q94ZFESsWn-aNxm73RbJT zBnr~j{5NlNQfaPAz|_euq3oC6{pEVAI2f}2R3w-sT z+Q(`QhlCISDgQzW{1}{gc@|j7uR)g7|6PKA1JjpBGhSMMTsVM-{9jW$7*NoIeJXL%#(#9C5kS2iRu67UM4^pwfzeg|s z?G^}q0b<5(a)jrB4&*!koov+V&7}$;c`%n7{J%-FU%lqc1CD!cG$Ww;-wu4|`cerK`BCCNJM?6ddxeP`dBeQj)ZXMupfCK@TG6A~qiZ2ZT3%kPaXq!C{8yz)_)sY46bn>z1fqoL9*Q;(fXY&hQJw!OvBz6iHsKp zWN9eC4$EPu(7L|6SL45U@%q3Ip{|hn1Mi&gUyjM+kwc5SG+&)Lb0Mm|r0BXphgXJ+ z0{+KY3s*&(v+`A23WgDLPL3l!AN#MA@XHlHOO4A%Ir2R~YxhfEwlcG$yRQ~A!HwPz{WqAuCq#z|V8Y^dUOp$W$A)-0Jn?gal3@q3;%g%3g4*P!+Gq=1f(8 zpXUZ7;<5H74Fnw`ff;#Wl8myWL*4$6rKT0x-rnAcV|*wgB9dEHW~f#oS2Rh>g(SX7 zx~9VFa-RxBGmk@^GVc@;tAvjY&-(-(VknixqN4Fu)DW| zp4dJ8?g{kk2xwzh_GDtV6g=ROY^dr_)kf_^cZV&JvNg*Ya{h;A<5cQTq& zR5KU1FNZyyP^kV}7qzqh(YQyAsi~>b7%sRcL&dbr>W*bhe7xzzhruhK(Bpt~CUvO66ksB$Ad4}nL>?3aIoh=b%B_;=*Mv4`^v@W6`PDLd1R}dt z7eEC@0)qA$3@$sG)&leBX-2}(3xykv(FO}GSYaHaW2B)M0&%>V<_B;i1H>8a;Qu~} zsnvEacwAZk(#7BZEffCZB+SJ6&@E-mD$33-XWSU@v2k^E_1UwNjim|A-^c24I2@Jc z6pBIW*#ci=d7mX5Oy^>SK1v==d3;me&eGNg)1M(2_C zZ>EQaB5)n8s#5McN~GYasVT@gjH$>O{O~m;l8~#Cvx4i!8NYPGK*>bR_!h@@p+S0~ zVdmySd6Vn1>;3!p;q4H>RaI4K4LMEMc{&^_em6B$7364idt~h7p zN<};1hgW4UnYiFpPM*};5zqCPxxvcHdN!SK=+Gfh)1;+yRhUz@RdCqf-=CK!YG5Oy ztgL+ec)LfUCxRo#-JaF5p9 z`yM5P*}@ThN+GoE5)crm#1IC?IZpr7m#Fcac%w9q{z9plFuZ!Tub%gm_3OLN+dqHE zH7vDmZ>&(uE}Q7<>+fu>+tzqwj)!;8cO15D2;SM;-Pxjo<%^B$HYO$mW!BJ-{p&&a zj32ArN7Z+KetG}?{nMw%8{IA*asO0%XROZmh~n+piKeFUD!sYxM`9~81j|~lsW2Aq z)w0W1_O@3(01)=|^*xa`&-0ggg_%jcS?9Y@eXH*TtQzTks{Drx74OyA>$Ja0j7#6_ ztc^lv6CcWmak;=yJ0u&7|3yNCt_R0vROjXAzc6tF1^$=shh3}I=K6FOwT>5lPcQL5 z#C7BXdI?&YQOmR(;x%?_$2`be*wN=#pU9e&o|BZkvZzJ$tEi|jDXr4Ra$pXNmO{vu zl12)y9;QW@m)A>@Yb*}e2hqqbte%nGMmYnFffWumTa-LLP-G-rN^(_9_kG@C`wJz& z@Zui_X(Hkub7kp?^(-CwbzNPZH@Rn;Odh>mos^W6rFL)L`XB;<_L^lt82#LpU4__7 zSMuE5T5K{n@vmFA=5j7R{MgrLa3XQscW&`x!PSY7y&!x0+_tI6*w~};F7FdWw9~R? z>_daIy!G|petPXKfA(x=+|dQUNW@}kb+w`tT#VO~3E(Dh&b2?34oQzh9?8~>Ae@qw z-G$PDAcwAjL2TR9>{$IeEGFRhn4y^F;rg+x)vG5qm^td8t-rD$=1C#my52AL zh?1<@uR*b07%cZ!CA1-SE|51jH#=~LiwX*yotZ*FL=~=jJXC1(3Sl8?j7{TT!@K@sjRFtE;Sij5p>5d zZ|I4)R-rfup%Ey?kr=}qH58*ohf*4y^TzVDd-iUlWl+!#xYAv56zU&G1O=tTm|0n) zqoRf@9CgjjhbLPeQe}Tr+P80?ZScl)YxsWKAS#KR9kTmYB3oKgvJPqp_V)JWHjU@~ zzdxt>{%eEp!aznw#>mJB9g?xVqvQ1e%hH?Wm6ZwTycQiDO)FOrb1oVf9c!CON=}wB ze|20%WtggNWM^j=7`VMg87(a>wM>usz+`4@>(b<0&x8R+lm@i;0fr(h^j;+wPl&rP~bX2?z*)ue2AD zT-`B|2uqV2H(oh(fc4S0`UYz7hD8Ysx|a>!PWxfOOZEAQ~zlUwoD)gvuRQy0`Z2pw{sd zClqZI_}ExjSfCy@56!!5Y=rpvhwJ?pJ8>@f0O-`G75VwI!(bj*=iLJ=y|YOzZ(K{u zJ82NlWw$@WkX)16POW~X^lr1jj|54UN%&uOOE?2!$>?lIC(M#`h`NzRat3i9xa8&?4q&^X`d4X1CMChe_hTNO zm?MwbEQ#f|P0h{CZi8hntm_9h7HytFSEv1~tZAq1A8aNe)Qa3qF3qd`S5A!*St^AI zq18^e7z5YbzRKFZc|ML~WoP$Q<>BQ$5mpG&7Qsk;!wCwJFk5-U@}EEghFKRj0DHPRJ4?u%Ipj)0v|c0AV4jKs(ju21C4c_@ zT0TE9MVb)$;SJIgKitpcsu^1>GD2CKpPy&4PC2}_vp&(*)<*i!!xE2N9nHW+N58`3 zX=yZLc&s@Egy$9JgFHMuTwKe&y23##1SJSdR}|_e_-`U`#egb%mcLqBT-+H%ZggG- zK*31mEx<3!dO!Cs2im#*HmM47I@~2kZI(gdqI`}BG;GN}I(d`>yLk-Qm6G6AP+7Tp zf8c9}tW~Yo?)Ju9Us1is!2rITkQu9g{R@ww&cF61*9Ga{a%32Ku(^q$Vl8xZB1o`P$-yTsIL3+#w@lz&z!1er0)C9T;z9#A5I|{c1+F`N87# zNsCHWf@Ud^t&%B|20N9aSLG-1$c6>~__}&+$Ff8C;cZQ~WfQ|9Z-`XZqH#-CLdQEw|MWY46R~-N!#3-#52CUs?_Zsc(Ig zKUWj9wf4fSqLu2F{&y^8<@2Ke9M*EUiL8Krv{>>B^`|u5FgKs`)3ZLq#}=!!x_(n* zdr7-1?r4!w_Bgs1fcP{S%8yA;o@i`+!^>prgv!i<7wYzI_E~Fw`SK;4bFj>s+X=0a z3hIA&7-*C-Qnm1BvXq2Dnv;S65If$FVnJp2+ZE_ImmFh&-Y7#&DFvj!;{yJrVS{fD zj*durdI*%ib^wp4--cJRCf24r<3I_leH#|Pn!?8x(YYYRIEz&gzJNY0Awhmk&T_+` zzJTIZ^5D_BJyw^Du*^Am#m8qAp0V0f?Y=zLu?|x6K~tE_dEfcp{ruL3DjZ?=dXA5c zpP&EHqeoygmg8ue@}19)@oGAuS$&F9qEsQP{Rev4DtQT-s=X|z2QHeHuN08#TO18< zouY9#ZY`@u42hDkNht(uI-fM{eAn9>kH;UDvk~N+43_Hp<+8A_uqlIQ!ia@oe9`9b z*Lmn~n_s&Y!})pOh2{E%kt#RS7TZ?1bb6Xa1Ptp(_ku{Fj1JEE@E$tELVugx9WQ!g zv88H>fuMN=qDDAVa|;mZYKlwqO(wL+rT=lO)1Y_pVvCW+PNmnBRt>=vLZQDt3*68+bAWP<65HHkI{EE6e?~TpPQ%5o2 zx^T{;=Y4+5{%@J(OoMBAVz3WAMOQvY(PpozuEJ3dYYZ@wC2vUnCM@j z=HT!du;YNx1!eS-9hG+(6k9NK=iXQ$*RMSlZ=3P?Hq?t!5IXPktg!IJnKReN7*OEV zCg{bScNy0o()s|AJ_Jw$CsANaKtgA`Cj&JaJsppC>lI9+BR~|g{#yFV*l&c;7D`0y zV#O#0L=NaP4i=VEa&nLfOSN~t1O^|7;01YibG#t{cC@d_y^)cTP^Uk)yY-c({(#}r zp?;$Xu~y;ORR>~<7xpclV|C}`|S&yB6{bsfsg;5MQ$D&fAI>e34&vgOe)=FI5F!hm zIu6bbDypdHF6cs$r5llXC$mMZgUc9-$amD$FDD<~b1>E3c*(P4u-E80=#AdcOskCROm)P)Crj^(r?3%8fKXARitFl#_;iwYlrUD7J`aeZR zGmpBW4$FRgH%cRE^ym&Q2mg<7nNN=^qOX;8n**C;2Z2lluz@$ceB)KfQ(j z#i5UG-BJq@&dU0hixh*t0S0b;bjJN9uA~BcrabF4yikVC_49S(MItafc_Q#vt^fP0 zL5;H6EgOZRpx`kj_K8j05Tis~zOD)))t)AI-Bgi*H9cI7crgiW-D>9?(4 zRMX(3d;lB>H|T#CcOFiarI9*v^&@3!e+4J!p&KIqYHJuQ!U6JmhVYcbZmbm4A|#pE zE@{r(?nHw;mcGBKyL+-IcRQk9gFXp94i*IR(dB*kt*r?@LZLrAJ7o#GXmHK__UE}Z zzpedj#WN5x;eX=^Eo4ganBIP~?IZBX^feceP6QGc(KBfRqN5RR}84kbzS z?t2bn4t9V5Glr=2_y1Xew0QG4nGh;pQp|*z111J*t4eq{k1+A~9%cHcWfo|mkzYWd zQJ!1#$J;vI>?Vg(!M=aH3J?vKvK`u^P0(c#VrWNX1A+b`-KRcQKro{~ z4^}^p3_Z*$M5*5RU3#`~7cQwUeW~V|v1atpA6uNoRmtjr0|~A?B_c%F zmz4Kpt;d{mpT5*uZe&2UVCsWFL1-k*jdv;se|={kCHJPI%b9LtTtW;1{ zztIp9j?$&7(u{IGdy|8=`^_<;bniAcY2GCj%;!++J@DQl0dcDNRLuNBI<{S*F;m@U z_L{?_-z658SVA%s5%KzW7rgE*AAUve*igZPd}w_C6$c1is}+6KYzls=EM3eQZ?sWj zU2N7`L3inl#Va`u5GaWIDcXKj7&?C+`!e0RS>` zU|wfloF61&-Is9W>W*Ee$0YVKH$h`B|D_J8@(V)>G+}M04=mq2b(x_sJjL~Itp>o( z_x$C(>%V1*L;C#cHFH z7{h+Rx5fVZ_TLS(_s)9W`d;F~GN!IdI-aCQxd{94Uk^>Jis|TxVlmk)+w;tsf8gh* z01ZzT)OV(c&awSE;3p3)k}FDPgi#zJY{uNr9__tarYmd00-8o z4>fb@-KG;T)8!YLn^s=mYHJr!ak7a~VSV7n2Z2Np{}oW5qhF?GHcs=adsPyM&pGy6V{A=4YcX@9b|J>zWM)4iW6P0+RJ zzAYRv)}VTI#ifX2!((N4_1(GBv`g=!8EUGMKy=;bZn)PMD zpi#Duzy6herYfyHf*O*=mYLacEBpH9jRt!v@H|tZ-kAyM`%CqQjpi|_h-R8b?#P-np9M-dPyK{aSMg%zXUzEJKRY`nxjp+icDi>rlV+!AmDNEU*pWTu z6`@oxC8VpMX3Fk&gcwo)B+Spl-+cd|?GaDJD+Z6XJ2_R$x7D+ifv+X|C6w~wiqt#H zibR>hWr9YSaEs)m7FE79+yq}p(e1uTz2K^<(n2C5FQ@4}CNJ+aVRhzz1^OBJ8|xny zzFZ2_D_L;Q6Q)ZbII%Zr2&L!46zj>Qnn11`QHTAmlx}r_@ds=hBo6)2tTeSYbbK@N zYVJp$u^eu;YQG3cD|KtS>=9>`5*!&k=kMo&=}!d`B;KHJM#yTDU>G z&VtWfQq@_xy=zEi8zFW+6-jm`X}Q=&MU7Lo*Iw-viq{X=GUT;id50m3hhK2o96VtP zCgYE!?mgy@rcU=e`ozSmx{>o7p`xv8r5_=S)2=e8ft&8cr1lx3sw*3DqE5 zKzZkTLM9+#@K{eC5}8*zbMLWNX*vWwcY^n3`ekj8w6tN7@-$3IJwGg-mREOW!n))# z(DWg#kU5RjczPp6+0)U~RVTa8v>J(54vYrByl=xXJ*h&>YD8&D9YOE%>7Eiz63G4M zi_iZxaDEWQsD$s<5*C&78&YDW-|lqNN7nm3O3U|V3s}z|Zox~2(Iq;g(W@L_&j4$6 zx8CGE;aksk@*=zGr1em9!LobYP8dAI;z241?&G8|+R7bjc9@UDkv(uF@&fq;JtZ>m zJU`g2W_P949IL82si;PE_7A+OrgOGDMAkNrJCMl2hlu>-i$w7U8_Uq~en}`v!{>~W z9G6OdrV1x$ahg~T=Rx_glf=z{5~mm+Pv|_K*!GabP9>fh_K5>@xe(HC<~3)x`g3e@ zTHhF#Td0)JRrFwTLQYC{RE&Eb>D&KSEjkUI)3Uuc1J#>lW}1><+#Pqjf`?mE6Y;g| z!^NPa9|V|Rnw>=d-3Bo<;W4YyNaz(^vqWmNg4 z653_(m0Gtncgn!Dl+9kiV%fQFZS#YbL|ACB!>sqqR?bJvw(5LbKHr5p%#%%8IJBs& zp}kf%3;$K%ByVQjlzmD$As(8wUD~)&v~3)|&r4jWg7(#h-TlrVLwb20`|C&K^3|bM3HM>I zk}LsVETp}@VL5Rh*DEj;Vz={`jI19O^c-;nhT2@_A@^M}Jta0OURXhAQY*l4!XA-! za>q_-9f%`;fsJ5)+SA8Ec0_I3XG_A=Vt+T?PBMKsUtZdIbCd08Xl2y@BlmUd#x2{V z)YaJfVT0{ff`FwH7h#i>NF|?V)5d!Ns2xq$pw7$)@+KbWx6jc){Bz2Zp^$f~Ay1_ZS=Dq>JjT^oUn5V+AM**i+$tHoZTwSd9I%xo zo$r$iR0yjhO$Pql4yc0*BX(|m+k`>fowvRVu-7a58<- ziawC#7nP$b9c1tS1fD@DAh%Svo7&LB`l~gUVr{z1JEzdn=Bb(Gom#CdUjf}WdM+JB zL@P}{XY${qVuG%p3*eCY!8f{7l3@b*b?e3C@Vy;$@o%5_9V|3)`o>wi2NdwdipC%)f^g8-mtjr{bYa#B^er8y z^D3k_`9E_%zyWb%x0V0qoVdV*g)T;6>ZH? z>WNcO0A!x=({TN|xV0tfv zGgtLM_zxur*4b*WZeFx9mY97Uz@t#2X&?}t!h9Fjgmf8^0ZX4{)D^3Z4_D=y`c6_W<~2Zte63m0*d z>{T@EbaAQ^Fo}4>v%X-lxN5zk>-|4GOsH}I6B@(>jC^C)ndH`J=v=R6Pe565A7<|d z$rg6&4{EZf3Qyw&C?gG2tbZW4eZMv}Fr3O>DxNH{Eom0l-tulsM~n;w=o}S3l4C!% zSU@N6f-I|JCn`wH?gz#AFInEF4fl`g#OO!xciP5OUT^jQeM)r6#x5)SI^mR8Akg(U z-0%v$8t12g`D0w&2qr`BfPbH+uOS>XwS}xt1@JWds82(X$&AJjhWjcQwf>y&19;3V zmTV9n=YC3%Q&DKooMrYdy)43EeRbj|*+?E=>#eGc3rKrb$S z>|ARcA!z~t#`+}-Ji};@KGq{d1lQWWfw3vBh35!2cFn_N?NU}&#y=59$9eQ!8T&C3 zgOESImf7E}C7yN9%g7$WU%k3i9|~&wVVuU1;k`$Ka`*gS9{CY;j5-e|YfOwPDw_89 z4#d+o=tl5Ez?1Q6n^~Q*0=uzIMX@Y_e)q){4ck}FEv%}On)|ZNvi9RqgEv+`iaWSp zJ&#-3_PXm(S-EdYU568ox#~RzkOPpL+{SBp2=>N*s|vtW@P9>-d?DM&o}q1@@=8j) zpsCI!t@qaw#y}MR9a+Bma>kQh#FTFuAty84wM)Ar=Y0O&GNOAYsYrBxbn(bOV{~gz%jfS4$UQr(r=Xa1NaxMnTc+9NbSK$pG1U%IJnTwet{^mrP2-d zEJ@$t*p{wXoB|C)_?ADt!_3^;>h;teqIJ`nTJg^4p<{)RUd`u-(h-AW}*5^t=9Q;tikH6TOQuM z9nf_g+vuhAKXU!EUpj5YmlraY^}3&2=dR`#9yjHH;Mkvd^g=9&XvaT)kdP|R_CC)^$HI}PQ;sG++6IqjPvLuaccrKSt{t~_6% zKQF;H4F3W@h__mi-}UxLBG>2MV!6504pU?xR;T9T4X$I@Z(Fa(^)-U@`MR~avaWAI z>Ojk;U?}2Y_Hu}YFEWcpGd=cGQNjK3j1J8aMCdpZW>d53OOF)YT;h~e4yP|^>XI13Lnckcu)V zaiwvxFjMnMdmn&P;-xzEgT^Ke$S~1DDcg{ZaN`Z<;yDOLU=9!g3DB?qnAtn+{QR%E z8k&R_)LH6i$I(PL(h93`b%H+L$IYbz5BHpzeGDqS>q^m-c6efFts^U+s^9D`yO0FqXq^hN-ZGl9qcf z`fKfxruwzrcMJVH3*&Y#@~gZxsaU9F4`FWRh2~+q7hEX^K#XE#Zkx9Gddrq7y@CTc zxgv?l-A_WR@6+`PRm&KxihP3FoIe1;3ouz-CIEHUj_B(NH-aG?jbR`XZ{l;Ue^&yq zi1gMb1NbSF24dvu3qH*= zax%MRR%P&yk6r&lv`UphlR9$u2Y7rKf9Y>qgYSRa?PXt!)O`I6+-QrVP^vJV-u(xz z+?a#5S;p9xd$+TiC~4F6>fcgUDcO|w*HLh zg0=DJyTF1FDMj}2;Lj&|o~PYFxAxi*-A7m7>`@~XOjK6pY&kucv5H9O><--sVd@!W zpqG>~<(K^jK=onz^(UWY4<=lAD50>j>ymJzQYs-pJ~Klr_mfVnLmmv5UH$}1f_ypK0DO6BvK zo?CZKv##ZW7YYhjm|(|Bb4CO|;eSCc8^T)4((e%RF%v*Hlgg@6U$b-Nzq6XCPWbrR zv*B51RD9V@pqfX^Z!MC$vdXfe=8iO695&P2BS0j(t<{6g`!jpi8Sv?ANRg8(QZmM& z2ax$i3Hn^r1ubm9K0?KGkOT1bKQ91|_RZgKwL0gQOZKv}KSYy**8>37v`};2!PZUq zOfig+u~?K8qv!Q2xth!|_TriRj)#{2v83QY#>UVkViL;e(U0TIm_3p+ZMwsI>B zM;w8Lzw(!ioVTkAHsDjWse&Cc*56>W)#`EH`87>SA9~%nyC=|^#BIrietgSbJPN4~ zsjYscd(vs19*Gyv=Q&@8anhn-?9!rtx%x5FRLkAIkm=X%*)q>n)3U0)l8{sXCL2`% zBe9_J6VC$<4A~JE1{0kUE3?y+`z7AYYM%0rlrGmfZ$@gN#3#DkUvxEekvk0@rO+G6 z;`6XFR~(ZY{81vg^>&Zkc7qq2z~{5J#ArI0tL5Kiyy0$ocJneM1ACceKwVc$U121o zYX?^*q2rd{+fu{O%4`vfjXIn9ViNZ31?iKPU;}oTURpLndH9+GCgU9mWEitGH>5cE-CSvE|&EiGzgO=h;y4>rg%@^V7@9 zGf^?=HR?R!NU~z=M$^Qj@TU3%D_|Laxyoie%Br>GyW$Q%L$fWD|-9vZBffm*u z!r#BA7s}IuukHrGK(j;?A9DSo;%;@(UDx$uZb2pFYX#y$_kJJ}Jvpo4p$KhKFD3=V zKTs4B^==DpwUvctClO%ud$Cpp~DZOluDpq5vy(oETsWsI5!6BO-o96V< zDz!!l`1sG3vY(U{J{?BRejcA;{8sI= zzShg0f4?z%-J5o#IfdT+Cl+mHExIP8>O>`=jro8)asD+3f?Ppedy)tm1WtI(9HGh! z0}i`BD?RQ@=szxZ=9JnoN{vapE8CQ3vL;QU*~S|hU-=kqR|$P92$8Nipw(@yw&^#0 z(@w~GtId=kh=kb%p{vV&jf?gRaKQ+t(7!a93gLkcHLW*nZ{~;tl5qN~&h9)rHl+-! zccMNlneHTyW*rc9d*y{rCgg3(QnxD~A2P6<6Vr5`^XH)H#5FQy?yJzc$kwastcLgb zH-OA<^tba=IkWHfPl%&_D2|Yq09m`O96Kc9f%XndW};q$7NZ;cBft`k@*LxCsFTRfD~v$Tnu2GwCSYCDvcoMiSg(M`l~GIiFk@7Pu_Qy~won`wJl zEyWOrProzBNTlD3t$`n&BJWFj z4GRMMuAaSMOT4HWEyyIjX35ugFlu{%Z z)Fa9D@IFR7kRJzhDyQE0C{2ItvZ#NE&1V)==iMkcl(ozLbPa-3-zV$M?B-OuOKvqkgv9>SGCM~@+kH4 zM>j4Bsqq)=l3$%Q;Uh9luLmeE0vUBh9n^_-ISyAEa_g2Cx6UsO*!wL+#Lh>iwo-oJmHsTlC}-CX-O+rEBn}ivNt{AYa|}!2R}Gl z^Ehi?ZA2z#Kiu>~P5Z6`59)4Lfa3Vx%s~5N3t9Qx)I_`c2Uy*rD4m?_s6V?330XpD zNyH~Kb^34KwG-8>EcdUFlYY}>GiiU-T6y4 z^|CvxD>KmW1D)=Qg2K{eTZm(_Gm#V5!=<^QgbbJSN#cO<$5=^sJqx%OPaTgBm}h*M zk9Z|)H+{Bgw=5ZhCg2yPohAjj-;o!|;aTh?yPo%9VY+AQc3~}cxy7ZGA0a1QWCo4< z2X|pJyHcK6d#~1kgHimofQ_s`YTZsoPt&$P;{|+ybnt<37xlD1LeQnbQ&$2(I8DTD zhB&ug?N_;ScsHxJ18)d9zbq23G|PFHIm+4olklda(&^*+Oas<#QzooRO-zbaN%4i4MG_2P-Y}{e1TlVigve zaminiPt@~Y441TYhiy+p>4GI*%80SxNDX#bhzC<(W9D7L&<(Yo(?d6NTFy3$g&zVOd zs4Z{QSRaiCND3eRKLIzo0_uwUXt=JzC*^?jE39DPFO`sxfP*{%-C2h=M%QYX z!!?qEi^I3#U%*C-vT_far7{)$sMXUm#(GgpbjGh%3{@N%28?nj#W}`T&UdHVtCIof zzyHmCoH>>MZF$ex6c^Lcc~4>Zl+2HBFx;G6uV3S44##e}1C^%(df0=hwi!wnrU1hu z4e;kxHI(KOY3lR)=#g)2-G&cWw6yQW-B+5pyDuO3zt}tl0&7=Vo+C+gxF`#Ota{p;hSF4--!>hO^ZWR!E@ZDeMa{K(YMQ&F z`>&gddiVIAd1B{`KH4`$mve{$7gI){XI3Hsb8^G&W+QbZ3GtS)O$KlC1}rwFl!4)`EvAg*mso8v zTJ~6N+A@Pc&ZF6Z^zKxL`mXV=$qPXA5|7a+er<-suG-lj8?wbA?dS;$=Kt0r4e@)u z@DfR^%Jy0pQHeb}JoH`CAVH1)%^}yR=YKt-t0guMncx2Yi95A8`5RFat8zasWgKzj z;oDVz1VEwDa>ANoubNFQ!3}4n=d*36MaY+I=EV40Y306A3^eQLxM-Ad<1ew$NIXe+ zMjBH(w@voTs8c;u)=LcMGoAP-{QgP$OH0@HYUshSknu&ccUe>^dAFV^Lx0SyDy6=# z*4z+$iO7+sMIy^qIU^fJ7(;vtf_9g*3zud;eL(qD@RJYg*+n%iAl@*{{$ynBeKIt^ z-&*TjpQL){h!2(-P!T1EGBOfJ@>~oOBwu)WoOTcb0!Y*AZ87KEg}1R0$v-b*-bUp%<=5WVYNxD{_RE8>~oVemK5&Ji~~9UhUtM z(734&YJbYk);=iooRDEfM}2zS2n!yaAQS&Bh5c=wM?OW~kE0J0J$c+Iy2DVzuI3RD z6qhAG`D0t5B|GHNN@nkQ1IGs1?|!Q1(|LIDy(*pho>qN0sKe==8%IZNKLF+9MY2rc zp{Eu+|L;Z%S(O5Qw&I7u^wNCmxw`dFV%7Ca25N;HfGcmJ8yPP?!S+igmuHwJgMlYg zDJi&(VF_wm4<^%JFoMef|HFsBZP#7@43KcPUd+uqg)W&~e{KYX;|zfDy3U}rXG&qf zCh9>fW|O7OW3xV;BeJkKL|8tw=~p)!uhaLY=Kh_|cQy|dg#?L;|6Qhrj>Lh0pPwXPLXzA8`-e*D z+5=h+RZiOKq^v=Qa#1OTPUzV?b<3J0Bj^bU#{pN}Wt(fNQs_6^!=cL7TieP7L)5&f zu)N&*Z`5yP-o&8sZKQ= zhaCH>$agAJc=hiwm-exYA_tZXIB>q?YCHF7P*Zq(dE^W;pb7hoCD@V_N$NV{x+onL zyd+0lOH-Ca;uH6Pwa?sGuKB9po;D=ut>t3;l332Qo4@8%2MHQk=cdgp<8)n--|z{l zO_i4yY7;3K5rxo(JM}xtBZ$6(??E{5TDyDN5;a6%6P1+)r*8gIv}$zK4qs7#jmyU#N6WOO*^6Hcj8co|QD}^Y*xEB^x3;b`?pQO4?HYP5C4U zbGrk~7D#TA2q9#CnAkIfo)*JJecvi40Arq|7$wPSqet4pHlR0;NQbs=hj?e_ir&c` z0&Mbw>yEd3_`BiVUUZz% z+1%XxK+-ofzcv%)an*=GSR%EE}A(7$QuOcCNN+QU}bF(8+ie)#=1^os-RV z=MkinxD_wA`(M#XBH2?+_TSVCG3aA^kdNl}`LzPWux0U+&UP|6?JRhPe9nQEPf;@eNY1+FWiPrZFR_+b5G%dv4mYaZ}5z$Vt2 zuV+lv^msSn(?w?Ar=;DaT^-50dMX;Zg|+Oy#+-Vq87!)4#^8D}@$Pc~G>i`SbdpbP z>RpZ1l3us1wxT%xO+r0~Y;tDHcx-A04}dKn$*4P5!PDRf`Xi@C&#RM7d+6}p$pEts zlbUnK%U7==O%MH|wkL7}xrl&?K*k)hjE`(xmRFpJj%Ujo0D7m4yjY=tlk1u(f{S?N z7mYD&0~G|VE?ZS^MZQ$6np-<^Og1cNHLHfsnAz4=a}k(%#&h5?rnv4L=?Qoyp{zL> z`g}5(d?_6C8=;w=tOqS5$*DWUceTSPMp(7{R#$4fJVhws{56f|%aY^?REAktYVTT3TCI`Df^FYg z^EvLu+KMQ#kDq)K3(vvVat|E%V>3?#Sdem}D|VvC_b`_LyEDJbjo}||tRPke8-(Re zyZyy_SQy*zY^%4ohK2^}8?_Q`*WKdUG}o;kA0p&2yDAiH9uI{;u%;~*ch9aIkKGik zIg#0rGv%Zh3X1Lyp!*N?#~Gx0dURN&cYj+STZ?T@waH|y;F;|$c;TS1Y?=@$$#D0L zVebd`?oMwv{O2N#UB^HVaD%D_Y-*dV`DE|zLw>}FqYgwkl<*s0$Cg_&Xo)phWyqg# zs~@@g3kr6Q<~mikBuSCE@1zx$B);EXs9pf-la*OD*q0Q$d@f)^ay?MTWjJ56njGF3 zV&zL(bZwYh-au=7IjW0jZtz)?AQ>fLT6sFLavTGACA4~6xTlxs9CsKA^x)AKM1&1; zQsf{@ww@Kha%8y92he=pWc*z0-#npJ%7F-?1@3M3Kd364aE^GCu$+gpdO+zEv3G1~~900qzf zi(zwg0feYin^}c)qDHudb;kdx#D#6n)*GJG@`OR04Zx{n`nnAio;< z*R^1_KaPIM>Vm$sDLNs+`J|7!r>7^75%)1QAb@!4myva%DI|gvQhk9 zb{-&5_Yfw!y(-<3Kh???1(hu=BaJK+`;PRmoX#7{!Nd9)2J&X_rvbFT6^|kuq>R6p zFZsppv#Z!=`t-MA zjrd?H&&($l(MJm}=#+%1Hi2CE$TCGASD@$WmQXbYC34?AtkT-8f9-rs@dqzcJpY!e zRPpd`Sp!47A^i-j>F9g{_6D8 zxA=S(3mXwLVL=-F%U3th*C_AJ2;61hb>9iKV*Y72fi*91)F}{!Xx{bL{qL{OU*Rw< zHac5pWdd@q;KQ#8I)tyNHcM8pb7MH@1^tF%)y2`#Rh{&ffVu4rZoL$7f{lecwV%9b z#<;{f`r@-c>((3|EoMp-2ImSnLnIVCj=m!US__voM$7sbKwk^ph(oPZ0ss08ZaO2Z&MPjeGSd`78Y2yJ{cTl|!MAAl)*{(fK9F)U}M%_=t( z6&|3f+9AkbGSt>n1%OyV4>nx#IN$A*$|jd78W^wnTfdo*CO~F!e9e^~Yq?lyaV{h0 z-E8Fkdz~WXFfz6Oy}&PtF!8Id-AEa}&o1yH=V;$pqj3YA=J!M)5)hbe3de^QvbQAW z>c4|W8Q?nM!PQlqWY3jaO7J5>mj>AXV6@wF|%GvQ$ayN<6EGj4E6QB-&&2P zl=k4)3z~S02IVAnD|KULtN(Cvum%vU`>U~Fk*-3 zYvfm5jA3^5V_G$yRUUc)vVDLuou}KQix0c?gGSBYzXN!#qDRraH_9heev-83!rW*VREWKy_$;Q-xuMWwm|j)03VX`=bg9=7y+l>W>xKm9G)FTEY=&{;>x z%(320yJlUIe<$fiy~BupIL|a`T;UzRGu+%t;vPN}xE>QE9UUJvp<^173{GV;KS5BE z3sxTfnv=aG4*r$+Nnp{5iR{3pPB;VZQl`2;k zegwnyM6yDwfzYgFry+!dkwo0>tmhJ%c7$Z2V0d3bW_T`P31sXSfvwVXXsu_Hx5mrb z$AAmEOJyqjUG+ax@ulGJbvt{0y+;So<*$)NXBj(Txk5TP!i0P6)q#Nl*R*slv8tt(P+GxKXzpvA`o`A{El};k*o=jUoA$=`!?{m5xoj zYcp#+K44A1HW{@J7TfD^*7o}IK9}ji><(zP-|#d~a9;sTuTdJ`eM)fV-=DRih+uJc zESEHBqx;_kJuiLSt%W8;3L~|d=WD^8AJt=KcW-6lN#H>{+nlB2_i-E=e+6=Kc5B3u}Q~-wc#(9xi3#x z)0!VN1$w5E7v>pJsuckR>f3u5pjj!e4jHkLZItrVIy*Qto%GZDMac==J=RUa_jX@& zbe3|{z1+qnsfUu@(ZdM=Y4Yj!PZ~PD_e{WRT*zn9b}8%%mHAkmN4-8J$E{&+d*6hb zSD=Zskd*U{#j$V?&^;0rn3z~OH}C>_U{6#^%n!nC`R5TqhOhIH0w(<=5WjjwT*K^M zc~0(371GnuO_%7+6BYcy<7e zrlO*{55Hi=MV^|PI&6Xsp8=p-SneNHFKoVd+K3XT>TXj0F2?E1Wyev++6fFAqe*%qZ$PJl zrAmjl2VLGeu)OjnK;c@et{O8y8e)Z$b7@sOvS*F&jg6+1TjIW1oan$Ss;bc6sILXA z{p9Eh26*55O;kl`q`)@5Bhrhqx#_J2ZLnk~BF&Qx#>F0o%@W{e61<;*L*;H4N4>6Qk4lw zWvTfzkC*vkRZ8>NZ9h$gx%Is5qLlfrr6pfymDlg)j?7<*70A2nkt z6n2`$lm>m@18D-XI~B>*j!_C%om%dWBLian+^y^Lpg2WEZw0Q$sl`-Y14N^l&Y&J* z?}nX-mz9p#)HRXVg+QZ2Ureoh8^aJP$defGjKBJKf{!%BqtfUmdBEGGb~c=fjm$5@ zL}(R>3^-p`tZ6%uV$aNfQ6*u_YbBfTflT0;9v>j7Tg}_n<&=x%s-pA_CGxhAlDoTw zb3xDB*QBJ#GaYUHj2Z~Kd5U}|hQZII|KLa&%H?`P*AH86x|ok?`>r?A;yut^S}N)& z*mPlw&u3DBex=nL4m4`K`Xq5FuesjOQPQj3S9Pf`WsP-x+1TujeVLTwn&!--y;Z~U z+0lP<2rE#!kfh=6q@}f9N9XhIjCl>vuiNN+E*u#N7PD}ZTJ$SN0F378n58%FrSECp zn97Tf2M@V6(U~Wq;1>o-h!#5XRRQMA;>jZ~>))FxZkrkVddvq_>dp0!jzuwaNee}f z5o?(-2Vu>S@~qp+LynB!&rebRi}CH^NN>%niTIOi4iT>i?W-P{VRjk%NhyC#Jd9Fi z=E7UACE0MP@=ph0VDWvt9t2&zhMmeoP9nNeYCjfow2rc`AT@Q>TEH3}*>dd&wCJ2e z?`sde5y!Ftt2mJQl<{cgfT|TM%y{W>gQ9xQVl)vU;s=o_irBF&Y?76#4#5h&z)_he zWU5vq_OJl`pX#X}^y>8jYVktT;m`7h;tuf%2VY$tBbQ-7LJBA3{#&QJV`Dmms8>W^ zY}rScLjB#5Z%H#p{tL=5Jw4MEASB2Mxb`Ogc~8AYAHJ=#xaxV%4SIhK)e;i%k2a z4&6Q+Ck0>wcDZ<>$yYV;9m8ptzIb6EPLL0{dNm0e%=2 z+b@~`LnP)s=6sFHY@1CvEmI~O&k16Y`% zgD@tP!mx5`1$37XUjd{`WXow^$#X-Mp&B6s5mAG&vB;3@=*!73#r!n|P0@QyZd*fG zs4KRvSsC}1Opyr?VYX&HuLq(I$k(D3CsKM(&4frT3&2>>@#5xfn&A%sR{NL)KFM2l zyS3Q-m$wz|72H3hz9+?GD;M&pDZR2uDellTwPG!~t*$D#pX#w19QwF@HZ{+9u7fD0 z@m-=Ya^JCxiYiBAyskB`qJ9Yf76<;%F`y_oCSRzrJAHZGw_EZZ7-ZPu-bqF@aESFS zPznHdX$Rp6$;%^NGC#tec~^F_tnB8@#y}q9c0{g{#%Db*R=I@L!(YOn&#u3Li#i^m z6U$FbY&E{e0iHB;R!t7x@>Z+5e_?b8F#Nn`fQYqWzJ3avwqSBOU7B{%DrE*n69Pqu zQx);8r%%aH)(j^FyQ9S4Rl>NA0Yhl@*cVyWtTPY3A6TL2Y>L1c+y#)g$ zGU3&S*~Y`myn?-FtI(Em`Q+Bwc% zbWj+cuG`OasA29L%(7g9y?$U!ouZ%Rqm`;=1;G4Vzx}uh*oDaa+@dJ@B6%6Ua&d(GJhCl=i{#j@|7I7ZZ$0;jUyEiHpUG?N9gA8Hf|R3h*JhE0NhPgj27@4UuD z(YV=Z_i$qc!4Q?dW_5K&P1pLN|7?STl`4J^+~&Guc)TcGFtWZZSIM5Bh%A>C3kcqW zpU!#tH8(o)D_(&w^12}k2@bt^xxJPPZy`Hy{~Ok*v%np2EG>f#k8wMd;p_Z~9apy9 zaep|Ec@hsXZ67))DrjWP(n#?`2{CLn)hDvIC>trVlx!`8WbH82? z+?g3AdP3FHE@+xG)k)+cEv&0LfBXg!>DX^%|KQRrwx97V{M=)~e?pe)Z=C|?TzTQ~ zwi&eGC$-0rf)O@i-73e@Uw5+%%nXm zVU%x*n;L9^adur1IWo&tCW3sRF*2Y_(e^ZJ>Du$s=SNo7zZKR838NA=T(T9BNEo6lWBVjQe97W!Jb}zRLSIcQL@tpafz+RQZ zjqSuP96Lt%7d+@EB-}4qhxo(3>`IKa$_!6wosk7fZFx6o!8o*hr7TK=xAX*1jaEChc1mmh@5Za@paKO+t|KkQU_O}qV+17}=LQ%f&j zf03lXcb??BXtElq9rE0)+*XQcJq|H7Qc{$gi~hdq&qLyQwy;TXMx}H-%Ib8OD+^!c z)~s5}slkZFQ>f>9c;jH+|2{W-za)PQ4Hd%$SYGfirz77wCy}n}VijUN`Dn_*IW7a6 zu~`MDaPIAZW%to9GXgO>VK3^APuMsT)DDY^XZ||A^j{O~5EU{hDXxVsSk-xGj?WxW zW(Hzo2n&0)GIA1dyZ;uVeT@iL^wx4?wS5_>)Sd6_x61Pq)-7IMxe&3u-xvW1@d(0# z@p%-_vPIDm7Z5G3?!Ae$DbT}9HPu?W6n4)LH3B51-!0j%Ulq>q#FxyI2W4dDJOk}r z)hLHDRrfk|xyCRjatP)Bw!VRY#SX5a=DW43Dw7Q#^S2h)$g?%Yz~H9U|AVKi45(^t zx`&dG5|K{nM!LI^ICMyNOB}i+MN+zvlJ1T}N_RI%mvr~Hz4yM~Z{Ps?nP+Crnzd%5 z!#~;2)q7->t!SNH!qxB#HOIDc3qL!0nPq5Hj4{y(jCb=xCz81<8@s@F)2&KNqyJkvge2fEPh9UlFx>w?LB-M8iE&(121l)va&mpI+1dKSU4bjFrGD| z;7lwX(f@LK6gMRrUxRJ4_CuCmyLpm{g}!WdHT2u1_j|BGQwh(IQ?G2_N1khc^^pfT zPwT<{&R`(EU<^v=>bkqvLB0)|Tfv*ssBHM?bJhn9!|7ZPIa7))8>@AM3~#-Od@Bq) zSSeSGJ@3NO#!|gIGA<^xHb$cTyl=v@j2&0On|bjn^s4x;Otoz_E|@ek&E%CFo1d~j zbIjNhX~l4wj{84x&5+i)i>6;hYYIKuN9q(X5U4cYIDAtno5e?)EsfY&456}VSbO{( z?jY!FG52=glCkP{O+Jt%HnPo#9iS5j5FFjbpTt)VzOA?AhogrZt$VazkpD83LF1$W z>wALH?Po*1#8Em0wT70IRpo1=Ze|xKRbX?2FOep}I6FD6rI8HTeD`Ee+9?VyX)+@ff&nQ; z`<;D5V^%s$2Age4E%Ezm)(pAzQCu*Tq|saJ0SM5D7yKIr3Bf}XT2kHHRMhJE$MT_N zY$X!9@%(4o4cDHzVqy;h_bQ?GK{?Q@DZL9u0ky{IDXLu<`n$)^RYkN?wPZFy+5|b5 zN;3PvyFsy-sr%4YyW099qh_qrf|(XSxr5^GeLL!Xy+Qnv{PNsTqNbxT@mnQ9s%8!Y zLLDAFCO54y$7k&uMiVrb)vQ;t-}?3;9+@JsVnt_edeRD(MZS7$o0(xamCZ&3q}{-|!xYKn=;|UVYifQP<^o zRi;w*@t3iqJ|$5fy?RG=1SMGL&DXP`SzBVkqk72`0i9%v!~NeF6eI?xP?kjX>89|| z1V}PT+;Ho%7SH+N&q4LW!M;f5qrp7Fh7+f0o|@Nj#rOk`=~5MLUT~3$4t^ynU+!uC zE9|abR-FyN_f77(0MDD%mfzqe!CJiynpa+3TwH$_mL%k1IhvoL?|hIq;ox0653ZS5 z+E5(X`~8~FuDt9mg3&=9cwpBMwfmFT{xp6;?RRxZv z@XaQgE1s+PZ11F4yy~79Yd6^Ztd`1X9ygOSbATW9o$>=t)a}aZ4`D;n7{{~Au(?m( z)&@YXBDouT2-mQiNQnruWF!jvAeX;rZE~%*m;f)del^RZJC=MmK3DMqZ9#V;g~6#< zPX3MHoLU#i_r?xMyi^-MsyNjl@o}*Sa7d$doFLG}WvkUEl%pEMM#uhlk${CTQ-DGs zX~=E5B^+pU)1VFHL0j1G)a)0Yk0#fc1-&Lay8cA546$xy^CofeLDT373mJ9Ur(TwC zBL|&S6?{4l`S%;EmnwuF3@Mb9IQ4)BVZ)Mv0y=}QcouZlYPOydA8S=z+d`H!#)^*Xx>Rc-)8eT{`~o zF;exonw&{{Czn9`bzLT6W={=gC`(wlRIF&UvPU2@1MOIs#QSVB>3GI!#s}-OUyZ9t zaBgpk0UvEjXGlD@SaKa9eKU{Ml8WCs0v(+)Xs=<(RM{`^-&}$YjCk$K3hi9)j2(qW zjOpq62M71^&KE?rZ>RY5F-P`iSB_FKBFwaHe%d{h-&goOUPX;!xr1mK27oE4#p=zL zE+G-5b9Qz*0@deRRas3u8B(@Jdqb1t?>pJP`K+f0TlsI<3~m#N(DsL(YQ$Y;OV>LP z8TGLu6;9dm?N+N&ZzTQG8U=SE_GN|SVvQ29^B^(>ZpCur`P>mF8q*hL%AP`&{t=$_ z#!g^gg(eL&*#ka?(qpFi+{~syZLY3V|D>?g4)7`f3P0KedT0IxFTxPad^$<=LH^>j z)yLaD!iwa2i1bm($xEgEkYa^!;csj!oXvsF5IvuXqEHjkHt`*o23UXkuv}(P2Wx~_ z{v{$s6^|e72(@pL`3G447#V+|qF8wEbi_dVl*t4nn12D=!OJK8m&Y65Ti?5T8IHD_ z!$6c83qAKi!0jIQr+T$&=8!mwz+(M(p6eI^)6c~F5a4Q_BnwicoV|@EJwJ$Rc)Ga5 zs6Q%n{!{!46k#q?V z^<%z-1$B3PE?uRR!|EeGUE&|A%F&toZSS+WNh+*=d%;5Jrkrx@;SC1@va9gjWC3nE z@A_S6g(iLUH%78d;HDVO15JmO?yG2;=J<|i5*_2Q2F^RUjB5=LNc8vSgr)ht|FI8I zSd^i3PX+VeGKFp+uVMH6F!h>?=K!huK*2LXr@JzO?CW=te(+}L{0xu1%f5-**z{p@ zvqj^=Hk{Zsw$n+nShlHlyiKggQwDk!NoKt37w+N{3@6?@Z=v?*w?->$bO$)E zg>>(i4-M?rX7V`ks>9DY`SjHF3rq9G?^z#y{=@@`$WX=)Jn6p3QxRK05${DSltwH3J_(7%ZA%EI8~cBp%-O;dmKpGx5Z9R*ej)9HGlX4XM;kWIb$-k+Y9#Uj7aND}N>rAw0krh!t+dUgV*NoT zL(j{x(6)i6`_ORTl~4QEuP9~fbs_*X4O|u$2HwWf=M|PjpWCBv$?ylYsERX+J3xr{ zrjj^Zz3R>$+7+nVEJ(U?*J}2=b(&bTFnG$z8O_jBGptUA5s5V;gD;f83n}D~=mdk~ zCBB2ev>3{6#SP$u*LOY*LIt*LwCf<@yPtdt8kK*LIveVvFc@otqZXYg~L*<$o#>2-fnviJU#2r#lyGF@as3y&pW7 zd<2}aZT+S)2ekrX{{QCc`!b6izqY38&cqBe)--g$T)eQn5m3A{E6KoBx~4OeurG&F z4I;xrpz^*H}scSgzHII~^9yQE0uycZ71miaT=KBn8~6t|kL zBGAgn#GqO>!-^`71TLB>!r$)^A7aGEx8c$p@wiQBrgkg9eLOvU_u;$KL0;lHPeN>E zdIM)8P+!Q`U=MHtXrFH{sJkjPmYzu=Q2kt$B9Q+#ScD((u;d~liKg1m6f^~(vmmmt z_n5GD4A(@6K_GIw6S-3{0rEfELFVsJG)mq|><2frA1CPkk#{rjTb1$3EU9Xmfpi!g z$JI|wUoPH>)ksMFZD}g zBU_IJRB_)G4ZzfbP$3NQ>g%~)iuIOC`BP+`qa1*@^huxH^tZqGS0Iwk2Sa2y%GnQ6 zgo&{}5MH&-Dx-q1km->+szD;i;%0OtyV_Bzv^*gq0-Zy4Hh(i8J-rT zOh4e{U2$xgE=3wHl~}Pb>vgjr{R+oi_&jOo2<-y(eM zsBSlZtZl1yN=e`+VSxsHBk$aB<6ddlYd@U^PiXGMKF|xO)nw<9J^cD0u1Lb2z8T9D z9XF-)|BM1a#_m|(Z-xdJ~lgVRliAVte4iF~S z!c&6X_I+!c;UqYhWMab#!M{G?TKKKRn|N!2=)nn06B!u)dJNQjwOA@Ta`vG9*yZ|D z#Z7PwT_NYG^c^3t0TYx@rb@7jP^SU|DwTr)9p`So04{Y@pZ%(|6R-0!^Q5t=k!)r9 z1cGT$@**%Wk)6u~g;5_sLX8-R;O}~{U zJ(mdAu$^x!;br1K980*nmj24Qv{SfTcUk};ra3L5rU3QJ;;h5{h=m7vEM%lBiwG)U zQd!!-Hn3>_OUW#qxy!~bD)y_Ai*AC&kaC|cYG}le z^07^26Y0!=bc6uX$MkxPs!n8eqM>?1Ww z)Ji~KV`L;K-u!U6?N|n4iRUHaOfO}-VI%=$D8p;$*apRqkP=Ha;8u4Pur2iI*vR5O zJ>%Jnov#-W-Fb`J7eUNPn}Vl2R+SnFB0GKbtvD&Q!hr|B>Y`1UHciy^apDo7{B8*> zzft>%g+LFN4~nP8;=q9gzfVN9d?~_&fsI$u$DEN1W()%vvbkQ}Y_sO5ea2PFatGR{ z39X!-O#lMT*#22+h1O48^`?~|YOXRJT((RAt{S2>2%Yt?i*Bs#x(Pdc5X)>{ksk5% zJEpQua?*Eu1>VAbaI8Sv4--u&qqw$X`OM_AV+2<|RTEKPNFe!-%7TqRVZ5+kSZtUf zsz7a(gWFN#{T-+k)SLT58Mc5DRs2f;Ehq~Jn^+`Nadhv})Y^B2NpzsE6G))>aHp1w zOpLcWk;P=(xeg}35zbQXvizDq&(s%FgA942jI?F3=j+J*T~awG@GiMn5wVl3b4aa3xk9{Q{OfF?-r&gMrVrou-0=<#nTv zsCMF%ib7M0#*WfMIz}X|tO#GZY(sQ?b`C8hrUMtPU%>v?k1SsZrH&whjr1;(sWwi4 zFPgM{yJv5wL?qwt8N$o;2{+L9?494=v?iN>$Pn?INrnxRCHcG{i5r}bq{UB zK0H1MQ*sH7Bs! zQ$}DE-t8A)-CB^cABX8U$P26}fQ9C+%TFR}wlFhpI@SPj)P2Z$Bj!{yDTPMIXRbBi z4=}xt)EVX-6xHF77d_^m!)by09@U0T!O$lhYyhEfkX4R5Qx_0Y2F zEPY)-q&8n@aU(~5;(MlQCvTI^<|y^XBHnRuw&{`7yROyc9Br)qS-r)fb!S6W z{xzE}0l^a2?SHoMT8N(^zyr?>xgebGqdz`46>8)>N8>2VMVjkD5E^&TurFuE>({Q`7$lWA{U zdz8I|KtX}ormv*CjkIGIS0_JsIUa{cuUINOi_v02c=Mm4)Kz~|tS8ri6%ce&@6zT- z`EENVU{+qXmfVEc)^MX}cp|AOndK=~*P!JDm)W7PbRLF?XseJAXe*{GmDi^pcN&D zmCOBwcHBSud0*m*G$~B-mvVpMj=uX=Z|1GD2=T*X=nOyu#}i!nZx}01JckefPs4#_ z0Sx$vb9>&k5P0#5O^>bPc>ase`%oF001x?C`kwLVi+=Y$O$F1Hfp$cfqN-<`9FVGX>IwpjCIQ;V5 z1hssfjLf(?AI+!7n>N4mwh~V!vFR5h*yz7gfoB__?NOKOVXyFQD=S`|`op0$Y#j;6 z)X2#t#Ij{rElCX-h*kM+zSs=^EdQAc_+-z^`}EyBo<4kke%5K7AS^Dn@!hS-QcUAG zxN35~%&;?7ngk-_1I1C)n6DEjr`eXN8!OxIt6<$HZMdP)^mN;}gQ7U8qfbIFEYYJc z_kC+RaO9Y74Jal&)WX~sQ6*!Y85epD2MtHN`Zvi-xH0(XApgpaYCD?AxB4t64l`Qp zS{X(s4YUx?7^~?MsNZow_*iD4`pJd1vGz`wm&J(RODMOHPHT3K{)UGk&!7|8kQxq* zKY7rMWddE1m++Yp-h0{jdQM3Sc+k8WA-uN}rHqLY9SJ$(YgEMe07eyASgu*hrLh688`G1J34A8|Tz1l@+uR;g@|lH(s2KQlnOlopN&Ft$rqoC zLry|^Q*GDjX*hquHS-TPObGazz)&y1YO`fk_-_5BmD_E#z)1f+O7NuZ7Ke4nI<0@a z%<05eY-GQd%Z3Sy<>swGKQoIw*FL+>mAR}2X!UVYSqolQo*AIPn#Mi7Pc1%tg=@Cr zH`F87Bf6ZcU*Zb@EEvP?Sv_3_Yk_COa;B%C%|W)w${lZR_oF9L`^Fc^OxSg`h*=Re zYeQ}65<=4dX#r3~Ol1{+kr8Ca;@LSCt9ayFWhsSE8e-@Q z+fg)=uERvA@Igu5EO2*vh(zn=s>T|^J>5Jur04}i{;|91bMq1By2yB{*;HCYi+q$S zL8OF$qGscaa3k&EY8o?8Cp*N`%(h~>zKf%@kT5Np%s4DLxc^4T#F8pAQyGTG)BcG~ z3j+!<;drG?xK)|e+l5>a4KCz860#{n38dQrTxgptcF2!5q~0&n3|X9<4;wlCSUGbx z)X~J(munS1yWv^&N47g3aq<-r5$!cQ*n*7kc;6s^K~MTCXuMGh3Wy*~1Z~VO{Z8Xb z627;;#fDcOVwP}0pkVriZI@sj1Q2s{`_%Wnz5iHbbc`bNZhRWzsiP#j!-sdtqo4lpCZR`=OHv0(i92f62(`PPG&mC| zz*^en9zw^G47^U9*DYab5z5Pw@gwV{Rv(=15Dl0}W8#XyG4A~p)$HygKtNQfHJHN?vTr_YQ1(iGHW)%?~! z=6912wz&0o2TD=(gcI7+P6BVVd-xPmb2I0biX@AnQ9URn=P zN_ys*YH)WJR(-EWN&QwYyU)?u?HAvC`vnroS3_lCNCr@jwrZ4cVa7#a0TjsHBnJMU zt+{%Z&t#+=V(xe%Un5uOCfrMF$RfdnT!p?*T6v~4et>7 zANFq6_Q6lfqcc=93JbmfD^6}FH($eue9R+=0(Jal?ghvW&)P>)`K;6o`sUkQY*0X_ zXA-fSZ^PgVXYj2uyywTk2rsgKQPMcrZsHr-hws*tj2Tg;@8qP)6p*Usgg&|4T2t_u)>0X=?u5AJt?s z9duu%`t}q$SiPXq2n2%Ln;hfx7mi{GbU2aCsWU|yAxjP0c==(UwUBN(7(Zq?JqEli zdp!BDFy6Y*WqlQWU*A$o0-^|)3*N}tr-5Ei+c6Hgc9V)4T-*j&3_m{94>l*uAoo?# zM~d}@iI{y!!U`MVCj?MdRrqN7>0rBqS+egOtJieQd#|>#*|)Xk3w*?kLr#=<(~BST zdzzq_gnXa=7XzB=b~R(9?-~1?j<`)%F$yMr>Er_B??ErTuLD7y3f#))4w9>wgAg3h zykFWq3@d$^#G_jLwJ$gpo?aCsR{N^g(E27)qKG=`j!=-#?%YBPz7Zpu8xaWMIing6L@ zW(9_fC^B03h6PR0A-%d-EnKW+ESFi1jub^Iuk z|86K_@yBuq1LUszNi7zji?AEke?Zp@VE*beq$>tf%|T?cxK$1eaL3mOUaZv9(Pyoo zAo2&uDK$JT!jFdrEHYFhEtIZRVOe-FkOuNAPy-W9M%@~- z?TRI1EK56lV%zB5c>07Mf{W(N^qVtClETbQv^0hnaB+<97VXxaE|-|4&Fp2fiNmy1I9KeD>anB1-g2RT zt+BS1c@cdFq;md)m7i+z_Ojnq^7F87-CGw(k*1rv9QB_<#Hbm_}V{>xo_kv z<-n>Zt0a$RQqb1wke8wd13ixRJO=JMY2(p`3?sTtgN7|6FHctir$(xP3Se`v(IjZbYeVaf(t&m%p&^`vmChntDG617}8I+8MiY2lFaxm!yG8|y(R=v5%?1s3|V`u zv1w+I>H7XKo}v94-walGQ-J-Uy%P*A2!mIa!@~iY%0_rCvt@z6l#8a}*jQ1ypzP1J z{3q*5I&kZ0B<_v_i%0j^fS9EkdIKq`BgpMZ$5ER8Q|#z{Q9~ zjPLW4qI6h6s%CHJgv*Z{kOe@r@0L|>^sWHqjQ+!CFh}C&cuf$!=un5(;b%{TXZ0}}1b}Tno zaeS=vte(^12Wr0may_P!n?rFlf+#j#8S~Bsz#@krXbgnFlgLz4Z6g^0Q;S%8LSGpY zkK-pmUqPtK#ESsuU+atx=p)|E%UiqtS>7o00LI=8qp7R8XSEDOk?YXOH zMnEKYYHsQaF+qq?d8^^zLP6A>@4|gTyS;<$*(>o0fFUH~HknM$R;7;U=z{EtoW=p9 zKT>w?V%&{hjmwB#wv5)abrX7VxGKR-ouw8~-6TZqrC45lz5njz(DwP5A?v;inRj}S z;AVeR!5<_}n{W59zb*3>1r{?VxH05gX#lU)pYcvAxaX^l(2hPU9uO*AdMvFPv6|tJ zY9x>~1cQruUQHkBeWVdAmy(e+XMepK!unAW{2ax!ed5>jm{UV-uBGb9oaZ{jS*QG? zgHpFVppp?Jky8a|@JfcMpL(Wf^aXs34G;s+X`agY-~S!dDLVjT-`4eWb`GLng7)N# z&-!L^R@0lYZ;``gg-;B)ubhGk4Lpw48l2S%NK_*3wQ)ZJ@(VMfIf@|+fYv^i&h$E2&}@&OG5(;5jYQ5U zZ-!D04f?~COzp>_cY&7yYf!T znJw5(XK~&olQh54{>faCwHa^ggg7)qfCl1d(ea|qjEV#x?aJVY7*8o1TLW+Zk z*ZI5(iisx%Mb`XBoH=bE@N%!&mmz2|aZuLT7;iWepu=MQu~h{Zv3>#9b7y7@QK>1r zxV|aW-0%0S{Ggxr*|!Tt=7B1L_)-E&Ch@XYSF(KxqkbE+z<4oyfq!vxxoFcnZ53)a zd%0YTO(i4o5fiK&ke*=Oc#xy&1AO7RdJ5(@Ahp!0D{pP4Qr6;=DVc*4@hp}t`t7em z9}dFiK`^Nf5JL_S>Hf0D!ZMT%itNGD_C9H9@j7O97mcB83d}rsAP43%Rqi>vVh0^S zBUqr0Nsb-UqlmK}Y^kRB3(a!`l9VyQUqwD`^BIBUFGzUmYBzY?`@Spm6@{&2rerwr zDHi1eNqECOJ>l|OmfOQrmYp5*pH~v7`?K-5fLQZuOCRpE&5WRqFe>q^R-(^+=Yoy5eO{Q1jYl3y@Ek$$pcJwdN#64hD4q)8cMX z;_*I~l{6E1b=40$wphjweIMx*;NcwIYC`f=m55d__&X@3A^+uulMxS7Us`hdOFB8| zx`+u9d1@_cmyL_t{@@@S@=gLf6indL2}Vu{1l*Jj^H}KIPPvY?MrdW ze3Q^Zszv#tK}9;nc3v5qu4K@5GehH`^lT_B7K$qX_YVstbiG3(3=1lmz}kDnE*C3N zxJ_ACUuo$GX^~w zXrOo1*iFRVN4<9qMQ9bW@Yw`@9iTGw&D!ln?Ox{f>dmOJDAnG*_1z8$p^ld8+1@q% z#CjA2vmmHK443^3_rJ$9c(9W!qdvGbsPLwX7F%s&&Y>vPm5ute@TEF$uZVFdcDQoD zv{emDB2aNEZNV!I7*Ld2S$f>91V<6`Gwsi+={Ad<^?CRTk+^Z!!F#t=!!7|jMuF+f zwV`#0;jraH@`O(lF(`XA^gpg&iwy4-C{`^N4kV(5LuvWh)02%hsJWPR>{TTl0m`8& zAIlO+c(17}JweRE>n~3W02fo2pOOXeCs6(UL8*pOS-wySoRs3Y+w zUw^5yxu@$>;;Faow2%j80`t=wOHakJdK_dIwSY<~QwUrFzEZbE$`uaw_ zVhwxg0)CMo3BH)#54F#3!x?lY z!vLXHOymN;*c00Sp2*v1!t|^-QL``%1U?ekFXu27Ar$OmS<8Pj>N}c9Vy=hSsaHFB zGko+b3M19EW4v$VistrnK7e4I13$q(liX$*t{BTRgOqJVl9MyOLd zkX$HDjrpEjBi}rp zo(xqcr@znYefIiS&Xvo%A&mKO=Lf#|}no`suU=69$i2|<1A8VHf*y@jE=G{MXh!RvL=CT3N7R^8Dl&|aVF&mgp z+dEFX>xwfD%})*kWIqXavs#(THN?`=4`c1juOQ21I6c&0p*lAarAmtt1pp(TK?KnI zNA_Mp$P1@uS#w4AAFk?;z@IdPki`U<=9%Hs^R%zmDKpZN`t4ysOLW;3%#!$2>p3)q z@kv!BW@fH4$G*ey&+jiDKEw!Od#oXU?`JlJ1}hP;kj^cO`4iQ*Nne{ZI;j8La`HV3A&>K-(@$7AH67JSnAn!U;2Osc8H+B0K49CK=2_MCuQ$GUNQB&c2c8n{m z&gJeT{|%MyC)CeWt}f5Qf@_8wxEsKJyq8sPPesL_brl;x%ug%*!)@&KtLd$=?UGh7 z>O&KZ7O+dG8uDa{R0gYu`|haQ*T9E>R?ucv^YO5P9U?vc?f4A^KgCrA_owkW@MUR! z33r3p34&Q*JpD`-;%5{|#dT0YfNo3vLB)&b(~-rAK$qe(fdBZk{(a`KP0%ldCw@jf z%_xDqR1Ct=+t0T*in&uMDkEW*=2zv`TAIFdCKZA&r&o;O9$<$O2iGy(%FhdnW%dq$ zS}P9Bo>RM59IlAZ-CSECeux%JDGY!vK!mv3u>r^q*52qUDl%df&ClGfC>{RH@U}e( z{tAH4m(IVjHvVR>vjDeLOY?hdVroJb;`k`FM}mePpwL>Zg5x@N-`wocG;py#LG+mZ z*1I{ka?xIaQ}IrMj(T#Xf=kT9toy-$nN%ZD_$6#UwdyHsgm1y^0}N z{r#h^Jg(kn-2{I*hdtWR*XTfIiQ)j{hA+)UD)|$p=>2xwUVy^Q)*dV>S#}7>?QPM5 zyx6;Pwe51fwx*Ya^cv~$a6N)G5>m^n%xu`5r>*b<7BLfyMt1bxjeR3y?QdoA0s|Ujg~(nk zc}<7ojQJ?1b<4-;q2m(U&wZlVBf}F~Q`kC8CCaQseMOwsHIhjQL)I>BpEruzA1#hv zNgMPn1*YnifqqO{#u6${6GSqq7PQn!=K`(O|7K;S-lh=KGl zn!#5NWazo&tE^WANwnCDsJboDnn>gXHag3Fw-nh!_FmR~N-U&Bz|>)OQae$>NuZkz z1V{nV?V9hYZyMzNbfK#gf6gUykmbMmDjSXF0n(KW9y!3O5opP+ou~`<1{^y~E$GXN zd60F={r2w}QxV9+cY}jpxcqLWnv;x?rS*Ed;I*dR$^sH7h&713 znvzMo#b^Iu1fV+H=ODX^0>1s7`Z&b0rYX#y>W^FU+sl@!<8Xh~<08H@SIT7F2(WsK z+Dv&9Mi%4=_fJ`fqOIb=0HMY`c2U0uP0W)s+vaRRZ?7A2D64dcyXpAwWJ`r08}CcsC$D9yFvI89%z0M^kqmGQCTR>leVArrL_x8gInlGXWP6 zgDWTVt;@dNT$a~gNj4-IDSPFgqTnL&A?*@XTtZaFskQ$#$gs{u1Njl@{m^*{DdYWK zT0+8%!n$RI$pUt+{hz%_!snAqlTeI5O&))NH?@lTH?EY1Z9+-F zzTZ#(Ve;har`Zw`uVGOSmv3~^;CYYg#cqYFEcpwyIp(Lt0em>~lJE9>>z;aPSVp)4P)-b#aOS9;A`|(VP`VOiK|v z|K8jIqi3oCkdrAAv8!!)xS2TjQ6PwZ=H?wjsbLmA$qP)~0K5zpYdZO}*5|L@on$~y zMq-QynV4Os>jj>>q=5mHs2(ZtF+r-J+tWoIfViv{wC}EsGbSqC=Fk&#G7^Nz91PE* zUfsyQZhHXunznFk@=L^js7+!kMI!#;OoxjmfeeiN-_9O@y8dk+`q5qE{i-U9pXWlE zk~;UpMhBgWN?i)?{W7fHC-`iS4g%h(l+1p|sTP^5teiG8`eb#G$b0bqlksv(-iOcYE*u0NvEJaa!36#i)ac{kvZ6+|)LgPGm- z4?fMN7(tk#-h&)yG|&)4xd=>7O~!uhm5P5C1x)PttFE$vt8jhFeiG~fHex$ut5JUi z*X;-bmQkz8)$yvQr4U-gLzte~E4+V^qPls3{=(3$HF;CWH#scwJRX*sC5n9-K*T}P z;kS*mr%5}S+=SHjxql`l;bZ?aa6`NXfcvzCE`p~T||ev4X38S zzyrn$2|B?>FOkr)Z+ek{{{z^mIOSZ;M^eO1pjuk=Y`B%{pmC`PpjGtW_BNWb>BfnC z7D3kwz$&$Veow4hUsOksAl1!UN_IM-td*EI88GauNa!_pwM#O+?*`IphZF$53H9Wx zVME32@x4ptigrLVm6qU2>o&=5?C5*t*%xA`Ztvi)l4`Gj57yvujn@N!IK(m(N+s+7 zxNX>-YWSHtK_Eai8dbIp6q6LlIvp@55i5lIufk{WLp~|^04ik0656%zsVPRX4aYvO zc;1A!q@@P7&64*l0Iu!@(W8$-AA#Gs1T6Le7h%NzwWU~2PUa{m0D47D^`+7|tMp@y zOkCBGkY&b_fWyhTkfAZ&yAsLvU)@Ie6B6i^25uNaTXUbcfQ84+Y@0?#T2{|A7soy) z;bsObclqUxWBQ(v^egU<{i2$HWg$is4t>4a-T(xOmla^J%2g`@bsW9Ej)Tv{{pALT z<^f_??0a%7?tq3vDd$Ssds~#5Q#( zx0R{ApWc~9mqM8+#EvYiJ@8xgxyv4bxK9)&{7=ldcgeR>_T6&X`UB3^B8T3hkI41? zm?>a|q0!ybg44G%~nWFAP~zPmCW; zJI!|W(18Q}P=?G-ow=dpt0bBkkfmoXPKb*HDJymV3#1M=_TTXBZFJM=F!Dj(91Vuex@Bus4Vjjv6>{bE<;I za@UiW$}=-l%z1;f(G3>rr)_nmqq$-&I0^r{6htcI%>~9TK!Y6eYrE!W@P3DDyFT@| znvsf{0*z`#t2Pa-B!IWG*1fg9dGu`Mz&+jXYGA4PI(c(1UyT;zKL{FNDjcdt1)+TM zl`gFKhtA)VNzAmq2SlW+ybnYTEPF0@YV>BF#RImJH;_-zVkgbF`G9ltC6}eg7&$9+ zFy0a(CoTupUe6>2YuiJ-7_8IQo?T>frygzv*)g&Of%g2m3FDLVgRnk&Fs$+Wa<=@> z^qh~r@S0fgLYOheMrhIib~-)*+L+2YX|D((6+n%~i4gE}dXzNaYYyJ)(5YAEyXM+n zX44+ps0{D*a~p8UV`Vw!ODr13wF&nYuFH6gJ{zhz4RiRt%^{aR0q;`N6;S@G&m{l7atBfRN zFk(W&g?iqtDDofQ`48K1<^sQgVg(ka+vD*7APvMvKf5Wp7K;L>>n7h=#k^q~!ISo0 z;p&4$uFBUu%XmOTyt*{D>R~x2Z3lESgf6LuC0R<8e8hk3>|syxp|BESqS~=hgdZx$ zgvpWqQS)<73-WepXT*i{b22?R1N+B6DiS5GvP zvLK^p0)4jS_c8;FfvX)k#8<}+LV7A|E*;0)#Qc!S!s2%oqfMSt+Sv*vWY+Y>ML(#W z6jS#BZnmEBc}?7zS+JHNSCGScd-#H8>0%PlDlKsdlge-qUDq{AFJ6=j_{miSyOFIu z-W~$FOnGy@Iqe>a#7z~u{UtX}znZPN)vzNZ=kvyO`uv=kqc`r^aoO?Bgc-nwfPI>% z~iC^)$JV@D6f zvsp7C{HXqjv`?17UZAU|pfEIR|8$79>*gq5rc*}5cB;IXm#s+mZW)+ty;C{`q<;(z zwn}yRX^e^WPRGD(hj#M73E}C>r1#R*i`)IBYShW0I}8XYOJd2CEo*e@^j&Nt<+I1B zKEP~O_{H}s746;GuVYmjKr55C8LIDeod<9o$Eo=*$$%yHu>OyWcSCdUKZaT5BS8`*Uz1~ZhF2*W-ORuE9id-LcUfz=8CrcXIySguH>nyNoO|g>*)4*)zZX> z&Ky4rM1b{&n;NpJea%@tEQ{P{QXSwa=HNJcQ%hh^V(VUQVc1{hxkZ#`@B4zraV*# z92bhWmvDU_pSt;Uw$k-(LPiZK6nhaq?prmm@5?wr3k#-FF?Y5QYYcev-OrVy zn|txR=s6Md5BqB#*Rx5hch^gj41?CGO9W|e6ec(*P+$!|rP>gF&+-JiCiL_cuXQBp z3AMGBwFzwEC?~v4XzTZ_GXzriW_T9J~x>P$kQ6D;rz{qpq(xyQGcOG!$o0 z;Q+FGeA(Z~0c7aL*{p6iswZ~EwjW0ZYZtM+TXJaWsVEfkH4^l?$P$N_{wgcm{^*jE< zpRbuS`K&rOW`^eC8)`kez@ye&*t=#Qg{BK1cAY7^UV=O3v#KyT-{j@V@DT??* z)wISDRg@nX(~|5=-a);^zs^ZcS$jG#DxtzRr4(`NIqtNrFtiB+|0CmF0V5I8K?KyH zKN`N)4|zDLta z*|KJ(t*fl)%M0G#uq9n8fO;JSCn}58hstsQ$;sR!wRbp;bMQ52wH0?RvFHoTM@T79BoRD{ zFu9(3f7kr;T9?$rdB3+S2wLE`q_r6Y`~tN!__C_i5C*6YxI~5 zCVW*=e|rnOC?;Y_FAgrKkRw$n3V5Ntt8_QX%`r)`srL0Pp#Pn=oyNafgd-m9?EEn$ z@ba5;teX?``*jcp{ktKy5BfY7J8|-J>Jnl`k>v%zoN9S?{%;x~gA9e;wKMwNt(?pz z%)yAs)yZY61w@#9nm+!VsLt7X--+?I7gd8!TQ*iD_Md8ZvYR06!|@Y~U&}?9 zn{fc4FL1YIKCEQ5dp}AjN}byiC#ti$8MtNEtXNbO<)YAK zke>;7^I+N*JE9KCw>&goT<i@RO=3cGDtl<@}dO#|312mHtbWVJ6>zP4=@)9WF%-f#-O_ zx5m^k{jQ>CV~Il-veJf^iOGefwqL)}T8Iml84f!}9>nR8qL?!Nj@d`TBCZ+U9jWDqzF=9Bj^Yk%!} z9`(UqH__#j&UHK@vPiaVKZ50bRj9)A+R=~R@9Dv?Uj`e`~D=|K#7QRCgw-XcvzkAJGy?Ip$4%{MJhv9iUEG@H0Di@2bT*cn{N$ zNO2bPervZ~-Nt9V6UV2-(4XnWYIVP{-sl-A@ zySBBw2akI*LW1Lo*~_i+u-YkBp&C2O_qY_?Q?q7V!RGr{0s>KQPlF^Z<0m%C-IZ6K z*Qm|drDYPgjSE;nFlSF?(F4%e!~_ zd|B+&Q*J02c3OU}q`xnUQY&FWy0|h`=?hiROKx6TkJ2dcJkP;Fo}Ar&E4l>3@l|kg z$}LiTfrgsRv$fMu`Ijn&7&uDy1|IaCI;dZKClk^0HW$}M+?R0ohwB>0+V!@ov>K+O zI!I|Xio(nretEA_Yu^Fw;hx% zw>C|Z$KnW7Uv*Vtz24luF>7{v%=2VtqdM$1693}x^7e5{FJHOD-%p473NDEWD1P|8 z0`8240>uAY9f8H9#4PJdtL@K9iG|6IlYt#!PrlJ~RzqjGFK_Mq)(oEr6k2MwvYCT= zGQKAV73=QIS%gYe7vK)>EDTs`>bxxJT%NW&ECe846BX#EgxNOQFNJS_D0xX$kBJ-W zk^3*!*(3{D@OI^y={ZLT&CU)Wb-%Ej7MTPnb|)BvaWw>lc219ZU!rpN?#kEzN@q_d z+?Y_|b$w8GQ6+6+YoYX9cW}^@w7Zga`_~4`%`GDF@c5SZ`lacDJ5l|IR$LJau2G6S8xWh^ck9gTnweXWu_D!RkxeBn;omW|)RKD-)sG>cq;_!OC*x8G*@M8BQIa zpU3;&XiBPK2-kwQltn9p96IRyLZtXufVG8u($TI zN4WPBA#jf4-A1JYco=n0{pj<%9CU0pvZ=}A=i_Kj$NyB%RtL+wG9D6C$@|*<^3Gv( z9qxSdzFlJq@(~$t>JlRZJg54HC@WoB9(yYD*C(@bC|NDdJBxGR;JHyhGew<)Q!uo1 z_G%w`38O@fc=HtXJ8~(FkP)DS!B(@N-6E=+R?7%Ij;U zYi}?(96H3L|G_VivjJsEKoDFC(Ms%4-}M}vz8L!R=H(ch#BuwENq_9VX}eMf2&csR z5uf!OE9ZrvhU;G50SLG=(&CFE8OC=bSzhOh<&vO-0|Um&<(Ng?6HNW=5TiHoY`6@bewt zBvm=oc+^l|z9`Z-ni!0r(O}21p2uaPS>n!uw&kG*{Y=+y|Gq<)MilPh#7X(R`Z?D~ zQmM_N6^}(DJ1=3Tq2E8*l(|U?I08n3wNNP5722O!jF!}5LT6wIsDx0xLP*d4RUsTY z)%RUkr<}L>Rb1-2Hdg1^d`iIMd3gs`$z#Mad;j_!Pb&3Ic!s5y=gL>_n`J__Yk4p~ z8o(&N-Y?;r9N{#5(E9NHp#0RKdGU;DrJwhOI*_xwIH7F5_`|`1u~eZsA|R?%t-&T; z4aTmZvD|mw3VT+^sj22)NhAB*h11(s z7MGv^lr)l z0vdL8I3M4UHN>H$wDGNf3c*nmIIyJyyMZ%3|7I2t%|+X_g99in-Qj z7g|K@KQ;7}IXyyaCOPyuDPj->o0LrIGxZvP2b2z?BRWPu9w#N@@}u8wEWR@1V-TVC z0`HBbM4y?AlTBV|Ow;9plgtJD-e>Yyfvb5pzX1#pyy3Ssx16Hmwe!@C1q-1ww>$Jr z4}X4a#`d|dM-skh|8}2lzx9Ix63PspisNZU1spUjPF`ZNiNcqK|5J~N47||HdUrg7 z_Z@M}L!B{4GXW<0Mv%>0yV`IPoLswja^80+*&`-WwQV(+R7p2FBKdIsEb#_w8$WIi zTnikEsC(1(ivenQ%gb-^QA}?{p@jWSI+&d^J|~OfgQjoo^291yDP@sJD@6l!Qj9;E z@(qn|h+)5-B<{0Xs^_e^L&<#3b$iBbJamsD-nlNuabDN@anm_{;zyx?&vjpHKr=g^ zTuxjE!~RywbklFkm!IRyy>c&-EjHeepmdftS>W1Xyupw+!@I8dKu%7W|)v59+_a-%?S9zLG|Tw;=0zlOJq7c zVpT4)Z0Dap6Rr>k?e>7FUk}fAG&;I%lB`L_>`~b9e%G}hWRPm!Ih#Lb(hi=EJiF-F z)cB(z-hCH;k09jzSr?jikVj+Oh!(yDNSW9R$VDZh9sCmYUV_uExs-L59b5z5*z9;? z&`Ky7FFBdnPGefAWp$uqBK0R+_?+&%8W}q;=HoTv&JsQCSqb}KUj5hV?3G}?P^OAv zi(e&f56}id@|megtSzjuxu~W3 zmF@D_wpIt7pcP|kY;Mhx6|HRyqxsVtb#^wtdUKN>lYEcohZxBHxZxxGPY3m{ZCsUY zC18?4aDW4#B`*iT^I^kzQAkshNfRfyEDrTfeR%F~5rT%WquJ ziV4~xIK#yvt(x7`0cwWjdKVssyd2NHW;4%s%&B3kEUz9WC#8gR2%))34!c9A)odn} zezp2beeeCBor4u>1W@qNrejcvAQl zBE)btWo|y8JAD8uDPy>tDf>2jX@ez3p!$$X{2i5Mt+mr%EJkgf*=&{rNWZ#K^CCqg zbgqTyBxf%a@O-*qqlLj0D-+{@nR&38e0sM%%4Wr(0cm^=Bq}6N4NKesu^smah{B=y z4VNBj`<=o5?&|aW&JB$J@;dD>q=&)sfNHZc!!=iLv53`O@Z4P(80*@&k3p3qi9mz1 zT~1o~R}XF0g-(?rmzFyr2?kTD#H*Pxa#EM-t89Z1O18@++#|p9#?R}=3ptSa&SyY{ ziV9HbuAe$%vKTHLn5=N;q?>-2ogLjVbF-k6IzmFY^eVH_+mFwfi#gzkSTnurJFpnY{VZM@+Uyfp@Lb65aenl^r=k11RDY@?;`9hM5h{ygmX%JHwcOEq5-hc( z{p0qW=m?2h`I^HIyQaE)-edmsjkAe`TT8{^sR_ta^^b|Ui{A{#BS*6CjyE7lQy4m~ z3a2%Hk)};VS|1hRVPesaT&$m$ag}3p0D)61^Ld<8~&)%Ux&Q2l4mZ z_TO)$z~%WBy}0n@g%V3fiW!A|;1d&Pb}l;EFaVt0rj@V0JSeC_yZnk)rvw{amcJ+L zvP!5ZLaeX=Hlsdrd^jcUepKy91It@5x&uFsg!p5Ssh+bmuh%Vn7ol(KU9!Loq|t{* zehU1QZyF1mnxd9qBSj}v%HL!b=Jb3#cNavjqJ1kQ02JeN|4Icn8eu^?y}Bw807)?( zp{G_Y)(nnA-CXqXtt|B!JiJt|sB{M#WV}JE)rTvyWQsASes~ZLS#0=D<~EelREfC8 z##;Z?Wptd|1qNYZxF2r zAr^i=Ho&ei!&3H{jHPwA3b|CWUzVn_{MCFV{&mG|TMu3a|H@ahWvA`6jbaj6*^)8{ zjncDECEPSl8V)z;=r&yVD8nk7`tf>r<4MoAFML_dbdBe~_ZudacGGO-&U0mS@aSF9 zh%u`+Ep>TXp@k9#NkH7}c7#}NS0poGgNNszkj_V)li<=r?bd`&S*xa{FMGm>_uGp4 zS8GRX0#B9AOoKBC&!?@YRtK4xJB(0kdrU!g&87qENxk4C0<+OpHU?@HTpiqL6R(?h z8MAbufm&3d2L-20y3!@@QNbOq^S)e6QM+{Q=>r>L*ga8xNo$Fos44Y*H%>aSKReN)a)&fj;1%$X;Kq# zl*}O=ti!lW$pPoN5cnOEIJMo|K(s4|helO?XEuMA%AGqZe(&jHff=M;T4w3IFGrr& zlRs5Vm4@lTkB@x6u;d+urSfigV#sDFO>PxlnQAXSW)skU%N^|hJAoE-xnRV}R&zV?pqX@x z#~w{P@^D;3A;rcctmZ8*3!OiuSUB=%g2Z|fAGKexidI- z?3qIzkBRgY^4`z6&g+;BLXb^23?X1L@7A5or!5-^aK6g+Ae zwR(3~bld(=-cl!4J~{7Lt%{2xHIm#9{q(xJRK0-d${a$rA0-`SUX297QY0Oag|R)!{=#=;O;{=izIk!PHn_t4G)F zb8T7SN(tM6*WVSW4ojJD4oep(iKj!l&ZF16$HO>}lQ=*6+HTI@r$h=9qPuh9zKN0( z&s<&~qNhI^JVz6=a9)sP1vk%;VcwP#Z1l{bhDX1u6#oR=fiWX8+=$#LOfA$eZEId% zXPS5TL$c>5B0B&Z5VoD?fZ8qo$KND(%r>4%@71I)D z4dSMyI)XC9@b{1GLFeb$y$m_^0Y@2!-VEhF#fUv7SSHT=RFIZ&fLJTonF_c*&!P1^ z?%=+u1N&S)jBm=)A14p#(1R1mRcc$W53`d{I$&RV+}bi9pC<<1Xo&k(j9Z?}DKCT9 zE!NP~#Qiu*1Ks)ekzr}3s%$|3kJ?>Gls2+BMt2TJl*U-<4}KVT1#%H(KAXR|0+jj$ z0zeWW&icWXz2xIwAWO`$veNC=5yK$<$WS0}P~+vSLolU|dQzu(#e%l@x2lH&TruxK z8X(C8pd5zCVe{?1;1v}V9A$)C*of6w!!U9OtzEADCM-$N^@BqbQ+bsy?+b*Yjj-6CQ6Z1Xa5z00R*SC7D65!% ze1{uU;XH+wm|nMVb$}*v5tKtIOi9+y=_uLR|3Siandas2>mi&{Z9e&J9KK=HVp>{b ziXaZ1lF%<_*3yJBp(1%XX19eWJNdfMAfaRm#@nz0jj#5~ZtzE1a;-J}`|1{~(k`dj zXlVvlw6^A$60&TDDJ;wd%V!pBbTPq7qb zKP>bi<^RMoPc!`R1ZK7+k@g>oqkoOhW^y#|%(gnJCcQq#h^K||SO0PMHw;~?H~k2L zS2xqp0u`)S-NWgrxxSWL_US~NKpi@Ok&(9N#wIaUnT{zUwD9JcV0u0DKkpfAmEE4R zWm+MuRxgp;(WhAg+6W-U1YK5O1$3_%Qey8r?r86&M^E~PZ_H>8j}Ivc%K z^~`LeJRaGTg8ZU+4m;hm#b12#YXs4t5PN^ohY(Oa1i7@Jyqu3Q3pF2XDIzw;cUNmn zjS6V{9<8AO(L2dU0TT(iMjE#MtFExv7@UP7v7=Vc?Q<&)+uxPTU#L8EHLZR+H_7`2 z8q-t5w@QZNIH!GF<$K-d0H^+7MUzv)rAgAF=M1IQCg@o@eVQ`H@oP5k;mKyO1icv3 z`2D}ND%-DWRVbqQhbHe7!+$`b=K7!L7@#FV1&c~8jXDsxzA@Lr3jEhzW2Z)QcVIhx z)97*g+?NZ)rOt5qfPqi8bvy}{knxGf+3l?;R4VPZj5A`Eqb)QWYQ(fm@QFSrzG>tsk!)uPwYotP3~jhBb`{FfJoulb4#5!f2xPX zOk$B-3H(w2VE1|RR}7b!u3cOzWVk*s`Bf|#x^WKotM7@(8_G*V2fuu2ESUXXPEQC> zHt%0h4!R%Kal19+!9W+_qDHtC!biM`_yYte8ap+TpfBIQHB^%>P*+)9Iw;z$!XRe>%|-kYOs zo6!oGN5fj&+SkvKeS|)+WN#h+GC&}b{K*(sQU>i?x8cX~{ky`#LrI2J3?5y@li)U5 z%sRW{cDqj(9V{#yMffGbWa`%KYpm}FWC=T;tMVefXUF}fh&OheY&Yg zktpJgXb`QDRy-pJi{L9K48Jr_efH()m_LD#o%SQ!^ByO3x2>$llcE8#z5H@=6x|L> zKR?)piyBFm6e64IyR{i10IIlgqFie~+)oO_RtBVGxSoTn_z2^$y4y99pIbexd{n%M zFqjS?9$F=R_+0K_+a?=^_o3bQBKx0j*T>7}sr zxqA*~LK#sew1}4FznqC$>7wO9F5e|hPXZbcQ!3N`h%Dg~@cVw%`y%+Q#L%k=*Y2fx zyfSyJMu~GOSH>c!CqeyaoCO0Q|5Q>87Y@0{8C~(4?*Ad)1MlT61pI71QnjmjMudm2VMgF?w!)eJ`jKF06@Rq6OY+T=lf(O&`FYFY9SYS_YgC#ktgXKCYM# z@_d)ThzBHzdqXie0@R{2O*3XZ}$uQQ(jR7>0SZKT0s}_8(;d`1*>Mn-aDi{|U=_ z6h(Z1f+?5F=#qhI$46lzYQMi4*3FJ~Y_3=2eTimy`6aTLxSM@;-m=U^-n(i_q!)cM*QXP9RjZ%Yy!`1Yc(6bidF+l-j@W<`vGMh(JteN?GN_C_|E z-$cSvXqthnBW1=sJM0ZMZuVpbvVK?qdNfG=yY;?9ZiAPY$9{{8cfC%hxJ?L}O{PGxedjicwU3FD-Z-cgZyVD?A$ za9hzK5OqFy>U+Ci?*|e!nf)msS36@tm6jyRg!_)8VaYYDCa1?`nXJfFnkv$9!cDf$ z&1|C~CppvWsqZpbHOWS1aPUO?uOhmbnNQy8F_)v{iqrcqa<>kPmz{-ejXo=*=WTCA z(7~ejd?oCo&e6XDBtwPV`QX(34qGq2)zj!>Oz>k|#~><75Tz`ag`)tht0s=%Yd+e) zrjdB<1&@BNsodb?)=yf9FvcN4UE%pr3_d8TF$Mp|NJ#&;^X+RU$McX;(JeT)#4@5V~L_+&?+BNmis2R;0`ilg(^~#+ZP(_`rQoZj<&I_ z>dmIbr`pQN?Yq}V6-;s-B~~eF=6_UH(a|%teEKB%V=|g4=F|l~6b=D~5GDk=X{9v6 z?ptyJd%XZzKk2`Crg0N(x1py~`rxtqBEsc^3pRFk6Re%en$r!xy$rFQ~ zYaK%04>00oo)YU#CrUrr{3&0+3MyD(^xk{DX!S*Des6$^ehSykRr#kyni_R9rcB3f zX>p0y<&W%Z?cuAMnB`?fyS5A2;I%vtnIkne>hc+LCaP)6h(fWf_wa$fu^LJF-|}Si z+|9-1#do(qg+-nEJ)40}en(U8yuEFb{$Hv)Q~8vAuTOnxGNW7-et+=H+dLjSkIpp) zpedZtq^BpRn(z?~q!cMJ?D&0*+C$t@i2jKkV1U? zBdJiu474`j(14a>TUr_Lv=yzwqM@QsW8O~>p*f1Ft}9GRh^jqtbk808M`YlqW@4}+=fF3^T`%tR;}~~_{uZI0Wws8M6xj$vv5?jauzkki zsCIWtuT{Zt8B{Zi#nHPOcwE)s(mskQBv1f(Y38W9f3WgN{N#|A(mVY%ow`C~;6a%Q z1Bk+mY#nN|mYX+7?=YK-9}##?Ver!qh0%*bJJ{h+c?a)6>QA~}#lwK7X!Y|Q$`%UQ zf9f#189A&a_w9X+Rj$X;#B`rdR7@sd48w%&P(IyxOGja~quSc7l7ORHGf(}^;X<&i z(DMPX9=*(dOaPtvh%zf)*oZ&;heEH;coe%+3Wq60rtrf_oCW* zo$(fw!5qD#=&Gh2goX~l0&&LHrt_N97w@&geGmvg-o1+@-~o?F^nn;z(J=n%xuLilf$#jOJCp@@OtD*Sh$i|J|byG6$i?;F8PdY|*0RE^c=3s75= z67f?R3V4H2M#@tQj|q=ZPvErU<&8u zI@XW2(ne}@aKF)~Rl7)TM0Qbo`Kq^1fY0ew%?tG`cswWuS4~@Q`nO?bYyUo|X_&UA z92w+vJwpAlKK5EVvE{77I!yiO%%cE0E`_7%PQY$d@TTYRc3z>)VzQ2#Yfp&jV*!iv z7wbSHd=Mlf6v<`Wp2|CE_jrIpzE%|bN5O)O3_}$6a!dV5?5m%NZjE%OX~C_5IDue+ zF<3H4@D_`Zkikttc*ScApSv5BXXedAHfW;tdTo7*b`YJ{i`D6b|Fhe9xr z`U8%?#07Ko$|x~EynZp7O^@~nlHpEDj1g;0!Ypd7I5;U{J>G>V zeZg`R1L05ZOPI3has^P`SEiS^^NF58EiO5}{ey#%ynyWx7E+S$dDm)U47ndst~#}H z{1C+_o{d*}F1j|a7IL(P4=Z5d_y9IQ^a9xL%{@YyWi zyS4ZAGrxiLu^_G@5C#-C%@0#L>KlEm*wv^K%K8^38Kg4U*m{;H9%g@)uOnbF*!*rr z6%LB5hQ~5F?X-Gt8BZ#~m34B7!IX`X7lChfNPfTe)&(L=30R!h7#)- zt3IIhry4d_P-*IzrI7!13{;Ek=Y0EL!M*x%`)K9ihGs;-;JiB8wXble>7n+>I-%I= zJ0${&8XKI&jtY4+E>EsIp_r#V=W_$owBKms>Hd4aI~%q1Mfi!Ex^-zbo?6!3G%(ok zdY?hZ5_j^VdRQvcE{$^fSJcy&)*e+o-P@ zEX=YPZx$jI64-b(ZWpED~D9WA`rL@oyEkK&#Q(o&7{k=mQMhn*K z@>)z!N17}LRonc|gCX$j3oycY%B>f3E|t8lx;7$KS|+Um*!`nm&Q88!&QFH+=N`Gl z=#u$V-I`khWbzMN>(vJfuWc{WvvwnfUZr0l@1t?G?RSTqvV6cV9T(*^y8fhUD4pK#!}o*bm5#7Rfe5T}R0)y=g{<6y7zOGw{O>V6j&Ai4p}K%v!T5i)nM%BK zmr2oR!`ap+cIYGeOm&wo6SJX~y@YEWaEy88C%-Y{F_V1lz8FgN(x%p=Wka@u^kpcn zUZqy7Di~BTS}E2L>*k6SbEkXoz@VcjZJu@c^GgkIEFElyha%iTbevGPDft#klDW`M zf$=sJ_({ZL^V;WvN;#rX|9XxIaO$>&v{#NFO#O((6~4If75wl1haFx$`9r{Sf8-xt zZ`$0|Rvw{Fsfx??kJ}LKQlga!x|kT@b~y6kkUbpTasmbhrH?r!TCL@@Kt@2j6jFGj zT)U*tbjZ81qdux2Gb77q^5px@2@5O3qfD>pWt8Tt_0kN;?pQ>77D!7eC7^DKy!cZh z6g1YcC}98dYiy7$xoME%>Qs%i&7atN1tE(Rkf+A-=9+KCLH`<5eixc!w(Q&qGwKHm z_!sM{58g5oON|3_t0!_NRhGE9l;uKplgy(dO%IW9eyx}H44R!2Gw&F3%opOLjFh-= zJ9*)GxEcO3|8vDgebdV9k+Cy9!D?Sr8o`tBGdP;;k!-zf^l~@++(z zPe+42t8Nw`r_!&!nX)c6zu&y1C@E8=P4^}#RFQKiM1)mrA97HuD&wg>0gAv`7`U(h zlAxb5o@$ZeK7uUiKh|R4+%?RpZ?mA09sH-SV4NvflK!k%tYLx%IvT8m?ri@8`n5ND z8DG#vf!-wRwCBC+?4hsdXs}f1xopiXs8rLn$|%?{NmaBkNn#2-D0kaorZ;pc0oy(B zrY$!w(0UkKivAPV4Mf?o2J}&+1|upQZl2`*h9D`?=+PES@zGsKSy)VNb6KHnc5LF) zw_aLuAKy9~aE_KlERJ_^o&74s2*1UW*ViY@%2GBmt?8yL$GbQI)T?`CBx!kWSL5~& z2~^$hpm!rYAZF8jnqPZf5*3~xcnpNwLGy$vDXvqUSI~O#{7)GL$kBZF5wZSq(gDcr zHZ@fg7`Y+>gR@EPFXyqzSx!qcHZH)=>065*zr-s=!l_HkRyEf9tDgq54_6+pcFBwI zfDIv#gav-q5?z8W=oHY%Ag6nnfD@aj!DiUO{PC4MR8(rmN2pSO)mHR8^8Luz{=-yo z*$?oQAW#@8ajaFHg5b~=f`>*(d`~=nWDjl&e{4p ziobm3rfJFd`>W~tz(Ma#OswDQp#TV;x#@bHfDFBtBiZxGVfO2T&;3rJdaPC@&qeqj z9IUJ*k**k@KR+jz+V#!tm$YML(^@`gG2k8>N9%_AsYG+zhI-p+`@%4o?Xh`S zK0S=v%1 zP1M0|A<9m`m-VK@iSQX>S-QNgdI;eTA|?^QGP3V61ZB}HZMK?HBUnf;AX*|zLz$Rn zswPMSKw-M$M@o4+Z-eoec@F>=-&QXlSLF2moh!1C2lqRl zR6;oC0Jkr<;1Ev8bLWMI$Ch?fmSvW$kr8WO2AV;F#NWY9Yz9oD^$N73FIdD1pwuaBou73Ol!X0=&bt1zS*t0P0*%50RG5a+O|kb+UEu z`nY}j*b)6>cNp4^&)q`b58Pi&Yu$4-&u;kEXSgklFIuMUKDSuw+}CYIIm<{Z_o-1= z(>CiYevuoA&qydO%yj=VE^*W@iIB@MHd65k767((c4nrhTc2+hSj>z}RF4j3XS-1{d+>aic z6tL={zS_-Lf#MUZjF+nx+USbQ7ORe3t6wEZk1*Iu;87i|F6yQy9v~)k(O5-^J!O4d z?MBzTGFyCV|G4S2YYRfX{KD#?%2{w%axcrfIZ4nT}tmCsSbln4%VQ z6(0bV*DWvclQ(xMUTY7JW}~Uil1WUAh~1R_xlqJ$WV8qX_BTVN3Y)_XjuhJye2@yg zCSmZ^UOX7ZQx$e;f74dg*xFk04$0frqKb@6XqqSB1k@rE0aBtus^aa7i$}!_{qnvW z6*3Cxyr$W@D{YszX>>)pFQ7-SA0r6+4ON1_c?WY6EbUnW=@{$v6`#hk$MMuN7EJHm zG6QDo^E`tI8y$w66^bX^AT$wwZwL$+A=-t=@=y43Rr3HjBo!hRMZX*QXO@7U;ZtaT zeUL!<3|*KY9WwH_nC+Y)x0)7dJq{aLUrKhOwB2*FO=>fYU{C*T;2s6Y01dDyl+imG zf7}7no=!shb6ZT7#ffo8s3}4H&!$J4_qAu%Zh$F3EXpKE633V%)`3m>-Q*);$i>}x zP@CWFdTZ3#JjbpNSP3`X=(|c0FO#vvF8+o{UwQtf93!VGkjls~qLs;V#fU_v8D2hf z3T&JYp0TZHI(gA3&0Gm24)SdKfEH;#ZL)0?w&insBI0>Ga(^>5o?P4b6t1R{v~}{B z-CsQ$okuJP8d6NRc5&&F2u2~b9^L`=QCJosfd=L)hw-^eR@G!h4UD}G$8vN~v2L0M zJ1Vz&6^fJXq?5fS5-C0l984frl;OJQOpti>8o@7H@?hn#n=AyaqCzIG|v*atp(0=;Wz5>`+>nbuL{Qw$aEky%-4<`EZ1t-d-agvk+=nl!m~Uvrdh6 zhb?v+Sj$`UT30aEmO&=&(l#}Q9%lyt07?)MHbo;pZn>2!+g6>=7EjyV}>RV9U+{! z;z`D>uTRGzjTSkI&Lc}9CTb{3F$^Pe&3hUBVqE(^jdQ{L_dB=Eua~x^i>vGDbix=! z1#k9cHP;xiI&&olCqh)neJ(CCy}WbzE+;qCWRmPQ+#R~do@BrvV&!X#c5z1h*7Ht| z0qVojv?Zy1_PlA?$;Gdfh=HTW7G*YZ?jz<^Tkolk?|bE}jD9p1T(74WE;~JYJg#}( zpk?j;5Z6QB63thhBu5JDP9_R@c4Yhs+{ZFxWigtzb2P=C2evjx@k*IL0;~HXTBqPQAu1hI2nMZ5HF=hD650H2FSOkRrOvExEeE7p&-b<&{_6uT z84Dj(`64%*4)uXyAOZ%;cVH(sVMWyCE37=CJMmUJr|sOS)8m!KNp~dSotcwO|KIiH za!4-hgwCa7(+x7(%X=G?RK1GF+bC_-%(whH7{fjMw4!ltUB9uvs0)(kTf*k)UNNq$X zXWkEN&YqM4H#GFU0*^Z_aFH6x)2uMUWztfUQKS*xwB&=#WHLYX;iGX^th%_Q(Cf=r znQb*!aur@CA?a%Yj^o3l-i>Q^WvY`i2_VeJ*?;;yZ~Y0`>UzTMfsQv2J4I3hw41z% z&>Hnc{nksF*tGjkcb0@9Xg(bpF^yM$tziA{rpU>=fgFCp_*GgfIEYst$lE5Qh^=goaFaFyAB27B(z5zFS{#{N0MEK(F?fA~tPjqKj8MdJY7|R^Vf3WSo zUWTJaF!X)w`4saF0}Nbm;Ds}06!8f-haC*_$B6Qpsg5UwnD=9omZU+(`xd~NG&cF|!9_~v>*`6D910aKl$_&wtdmAj36Hc-FA{CIm7*u zRzO530YxFDbY329iDVv(IB|mxAgW!EGo_7IEMw=>w&|ef?)3s1;+fxN7E-7EqUWFG zJ^GV3(r5)1{kKwaUX`Q*n*r%X3{Q98+S`0@9^D9EyjE%ie9!j4CO2HTthzEANxcLb zFiUsy6K}#xDx1TI?m-=PUbxLd6=qc~VeC~HeW@liBnc0QI@$xBtAgS788ypD7{gBj zUb_T@YKb@JyBUjxqohAp_H!aAbLVE7T-`qMW*6%{&a;;S8{mfSe-3VWkpBMOVArcjE4eY7&I7Z)7tev=6;tw@X&KjWfjVxT4 zgS>V^{o1Cmqdt#^syrb(jcupH8Xa9u>iegLYH9SDZ5t$qQJ)W+Kq7J%k2hKvlD>E! zX6TbP4PU*3VpN++DqC>u75GH`7o1ah{TK(o-<5LOfT55Nu6TS}_{&>( z2>6SAQyA`GFM@I(*k#+cAK4F#Cu;`rb#lNzf05(!J19X)!{?RyyBedn z?np?He9&zsm(=%s?1+Gr9j~UQ=2HNOaw?oRZ8gZoFY-=dz_~*)f`QuDWUe(juSBp2 z6jP7vj1o*=Rc4n?5#YDY&?l#+vj!G)WdBgf?U}84Dz~Vr07NW&TIJWtLA}s|zpJXQ z|IQ3>zX1^3#%=VXVFH6kd3R;R0`n~&v^01#w!RS9&yfK{tR==!0610HU-zKhL_cs< zMw)F|G^OjN0`CGM5*J4V#fWYJ0Nv*R*CQA1kW|pow8<%i0(@7qrblPMUzqtbac}%|5VUae5vdG9 zk)t4onv}G5Bk>Q8uzL<_`padSk`_-l&$l&#&khP0VDZvDu{UcM{h7q6R7?c@3$hM; zQ_=gTo)($l$#6PSDLysXIS4uF3aViMV<;+<$iSX(D~$sqa(AS;PAj_WBPE4*yRl2W zlS{{;E9X&sj)fFEyRr!!;K=M&TW|wrANFDgC9Ob7$`&jl;axituuYjgjtc#(9ZMteHVqFtAx?xmCaKBIa;^uz zTH?2-()89);6G8g%YwGv!xyUNmmXMI1PXWW^JD_}~pzs$d%SxOHPwcxiM#ukd zKNR-sI1;gVNwbM;i+nj8>sU|mRvNhSZZ5z+|e4qdCyy;za-`BY|)>?Zn z0tu@Q*8ydN^dSR%LHL%oKXBF5pX8X3w*R;bP;hB$q6)*EY04mk1@{a_#<0OfMAV=x zRW_11))`A1vjbMFG%}xv$_fIx!PhH@`B&s8ogH4HX+rguTVUkz1%A7x^vT^*{ZkwD z1x~iTioL$c=v;WVnmn5-^2|&$ex~=}V*gpqg~#s9HVP(;KbmmV8auCH;vp^2d>P+y z9V6=9tBl{LoCh(rE%E_4=sp4ew=8@(b zD3=f(|L9Q`E|Zepm2jHk??Drjna91!&KmY((S{1DXnU}IMfuWm-f}PkmIy{FHngV| z-*qwFDz%NO;aQO>7F(t>DTwo{nZyUZIWkjZET04&ABr8%?XcvVj^pO(O7T@G+nrbY zo)|JTl%Z<>L>DHCiqKCX`Bg2?cX1&hKmsohmI54`^4t~%_KM$sHGhrUS%E4o56Z}B zv)R{&i#%M{lK!5k1+E?6j%j(?Hzoi8TxpYgBH-6Qc2o#pn!V5O6ETlwb21AsgnNo) z=*MZ~3fWn{&wrph!V~jXj^Ao!KuC)Id$ql^sA|tqd<~XmJ-zN<_s4Vwy1C?vWpy+& z#IkUucKz#%)|*39VjiQ9%kBJ5Q@Aon__AB~KJ?x2gE!AqvbfbBApce^Bvfl1Fo54P z=2^#KE63ie0!gHKT-DB{3s1EF(u~>u#=zinBz}6w2dLVrg?#!h(vT_=Pw8qfZz()HGcUkq zo=WDg#r51)ce(T!|J?3Lo1;2h{r5RtaG&+?cUzN48Y;`dDpHf@7x%eS8?U^ofRs>t z(?kH!3p)9_Ft=0L!`)f$1A~Ms5}(zZf6SqFLr7NOB<=34r5KF8+eql$-swY%_|n5# zSgED<^xUk}$KgL3MxnVC)sL%;S>WZ!IyH;-Gwm~xbEonCoAc+N;8EJH{8+_|Txz;*SFM#kZwJGah3G}4k(?F(gtAb@kYr@Dw{2Rz zhQN9DiQ`BP{)?-Vrfc}U*wKGYt!~RMd{BMxxekeg_9h3^*swy-Bl;OoJlYeg)f}j> zK$`g~ZLyB~#hy79yZ_H&4)g>g9IOkkejXW0MztgxqWCO_2Yg(kZP1^0GblaYQz_WbzYT^J9EyY+7K zA55lHSZZbkLqGRUTzLIN07@(ptlP*#ur_|bt|jb0Qt6YnF4%d~=l zOS!e};X|Q^b|t?{&y1yMnnNU7x4T!U<^7m`2B{ftEN;>;?O@uZa{rUzK zJVi11->X{4iI_eyKl%m6lI3!1wmUTaGWe`{Rn80c(`S!QMZ1X@ zRm=Tc&8X<#!lorqF}71hK6_n0c|&2X4c%(y_-9 z^G^B zic(N%iXDxKV?ykF!GFJMm;HzC!&B1nP%xG;Ct>v1N9&~@o&$#*aGzM}7f;`iYGo_> zhrY6okQII4@wWbgQ1>?b6kx{kfdh&;ZZw*WlANI+mw5o1Cnb5XzU-c{PQcRq6{i@> z?;vB}+0E^;=5}BE)lS4wof(fbh!X-8(t<_!gclw9?W&~z{dn#}f*11hQ2rM$r(+RE zgns>$kJ9J~#-(Mk17Cn3PGX8MJnm_gu)uYG9|Nn5j{_*^DYHBzkK^*-z%NZ12F2i^ zJwkv4{4Azube|ZeNn_TX?;4Bsl~0@I?1=Ys8Qq!39Fy!2f<$aAHRPTjGm}$cS)@|* zB5-cH-5zaFP6rHp4J<$PZHT_1zrtf;GsWsZ2p%KQEpQi0EEcYo%IVy{sr z`KjNzt&dS<&@|p_H26x; zF?GMusl!z3^4GVPIuv@HW}C%yr55ca-;;^Ud{|1~w_5Kp>u{Qd&9jp(*f3eQAzXk( z7TpTyL1n2CthF7+wDmm~mzi4WWX-dAi9O!=vHlr+aes1jJZ${^7i^xKI9o^jg>gvg z-VaWtoPfw8j8$rq2R+f=Tph^`y{v3mgGDGT}kKH7IMD7 zr%r{0YDc9)sMY;36q?V*VP9FYQ`r_eosjh-{hBiCqt^LyI1Ys|uC+YmVvgEiOz>-) zh|{PT-WyLZKMLr24Kg?ihetyz-aNRqqA7y)zn2E}d#t_%4(^yljIo z$QCImtIagQX`wJTqRGhl6noj0T~*uaGla#eR=F;Pm)~fNL9C2{IwU9Wez`tR2zI5g z6b>IE+5qWJ*Isn6{quxOoWfaq*=ifd2JZkyiYkg>&V1c_qkf7!-&+-w*!kH3SXjWb zt#a-kY3MTi0O6N3)!1q6Gdn|BZ4u{DGK}Dk=MigSHJs%PPmYH7=ekA5eaq&xQbcq; z3#mLeP$WFk+H`Mp%NMo3_V6;qlcS#(b#3ah_zqU|Uu8!O(5S@Gx;e>kK7(ee&C}9_QV3rRBU$IXqj4sQ@7s28m~ab8*RQ~$6jcrY zY6B(+oT!du7W0Eh4W>YdSj(wfZ`8kTf7)HKG@-%dalGPo1rjak!t(q`KQ(+@&eY~y zI>e8FPOE@~jI>kq>9Zvfh&ysFh!QBGDK*f=4^yJTN2RwHXaDD4fH5d|Td*$i>q0I`89Azp7Ay-oggs zKM}gw0^>y+`=j-k#)xmCd5t0j zV=WP3pS3%jyzyMzIn^3`a+aeOsdHs-_0qLmAdVAt;I1AJ_o;_;?Bz2G~k6 zo|*8+LH!c2>JLq@#l$3qOr-Mj5L~Gt9Gj8t@;s{ysy39iG>YEWMM!+A;kmRHQsy*q zxTP}iQwxERexyOo*IU-Ge7GE+>v6gUJC_u`KSl9y%BnMhf&G09&rWxp>7CF0In#uy zO^G+eTEsud;!t}767Gp^r$gS?y4+JL7abO@(o_;~yEy&#DzIE%e=Yy%tFm+QKyrW zyB4#gL{>}VYou+w9nN}q8WtM$rheLsisT`?E5}W=*8tZGo3I%PV(FY!+h*!Q{M2O1F7vuNWXSdFo zv2}+c;6iQDTHs^ArO?x9G}+MUSzSMSwyUq1>}QTi@P0L%J3i<2wj2*k2th?h=|}ra zk-r83ES`LeuK05LPeK51?ctyWtRq**MES~GfeTY(Xeil;lt1e~G;-{GtH9dSzMTI* z{0Mw}d8O)A*x7y(GJ+oQiW;jBIvd(L4drIiYSv3I)fy*O=q?BF_woFGXu@H?9Y?^) zG&W@}sU+MeakJt$w%NaKnDEsFCh#_2_S`i+3Jtp9au|LzG4E zu};k0$1i{mEv2C?f{Lmqcd(gReNX7U^dmU=APZVYS5^a?jZa; z0yN7p2@4`&BPdhOjfT-g{Y*oLn%+=mfgn?z#`xHJ^#<98dv514c62V2$9&YSJAcQ` z;{G-9JF{MFttkY$8xV`-4Yxn*w4H)Qz})Yya+IrnOzGoQd1giB$LZCJt&(B`#mc>XV?VoNzX;i7OcLf33 z0RwkNDM`mtSP6?KlHLIG7t-jDqT6-;dnY$DM%hzz6q6N+4^NQ(%UrB+eS|>{D@N??1**mFhLNWQj!x zpzAcSQXG#=psi20vjI$feoA68pu-xV*GWx^g4zu!+$!iSi#(&Wsu$L#H3G5ssr0h% zbHv;I?)Y;Q(bM`O$DZj&_0QLReN}}7q@iHG_h$P{I@yN=g=?Hx=Mr=5-+Sw_7*PRL zqJz_~55-j9gf0fisDWJ~I=%(4mTuf(e7g#xu}B$e;V5tZYdw&iQ46N~~<0A2}fO$xNzFbMt?%Hm{Ai zy&|^tv}miT%rrDm`7FOL+@a>M@LQ2n|89;P0f(p1QV`FMFehQ$6zgJ9)XRnpEDND| zCRHdE#NlBSdl^5bqz@YJZPi*aQUx1plIRW}VpkCo{mhwU^-CcOAtLpQ0+~cHnOFVS~xQZg6t=6 zfqG_*n}!Mi`~X8#x5PF{QWLZ061>8~jC7L&*jxm%aa?lPZnK4rOo}hOcqmzHu*wO2 zp6e@ey&wH5I(8C?GTC^@e{NUN4##Sd(20HrNCjFx=lg&coL|3SLK8%QZ;+?ia$d*x zNqm~z95w!wn-Pl9=*&ZGi@$8YV3Z#jL}>RF>pzz8yGn`%<{k#jO#Ui^>SZ&`4c!?} zYaGAO#?YY?cx%49z3=%5I(D8BgK{f&E8R? zrDj>^G0im7ZNR)=cJGnMng}OsFxPHnx3=IZegJA60dv=snAv@VjpvKwC%t zX+LNd5tQ!5^%Y9ckI5i7SF{^}qw#FwlfKD;Io_J(7jBv~$ML57cb)f*mej%oi6F~U z#rY%#LIe(0sjI&)`7`4t11J?6MUHph$eU+tvea})QOQn?j=#Ab0- z**?GXyBPjg?lwzpDUK~pYsP&`$D@QP0Nz1HAAWF9<^i?^Z(+w@1JUo_>ZVV>;JK$N1hvg-DGyO!5PP@FBF zyYvr>%6m3!Y#ziuw;=>Lj*z_BB-KX|xO?8l+|p!phpS1r1?x76R|uoQn)tFaZ1s=RE^Idf^=PO@3!RFuA_oXMMqud%r6hnMP?zsy?T$XEd18ioX{7R1;*R?^E zo>H|gs-~PfQwfCN)?;`M@@V=)w}5qfP+_nNlkf$RO;kb|>aI|45*A3TJ8%U6F%61d zHki;bJ{pyIv_3b@7H9kjCW}vl(W^8_xD+@1!VK?b(`gfDiOvra=BKFES@RCyjE=!cq^w=ofU&Zgo%qFYQP@2El-0`Jc4ki^k65fM7Vv!Ed zaAH1y)Y6s}wTN3lu`9OBs&wG${Uc!z)mo4ARN(gfnsSv6b@!DA@AskX@ zE`h^Jr06N(b&*^9!}x1{@ZR~E9>blFktok~xUcv7^3%=A$xWtBgii(mr1NeP=mhJ2 zzPRkN7=0OG>+L=~lF}27kh-14xMm_k2!@b!sU6N)b`a@bs(eUDIj=@uNf(y&zP`!G zQE&9hU)>#|9r(+$Oc@2DxN3@&;(6fjOM4!u``Lsyn6t<<+OP9+5IBxgN%sdLh@vG5 z$IT!$y_8uB#O9;9-EwYJ&bPn#Vutr>s?nh@xbIvyo;B~4{|A~d%{N6o30}AN>ng8f z7H0Z=L!;o4y7`e0;_bzVhM1vYt0j7_Kz=7KX>S-hkcwOvnLdyZU_BNzA#>97neB7G zen#VJfy{@Wk!A-Y9daI?Ah3GxAZTI~sqHnK=_>HPn6fucLwmxQ zBOEroOYjv7$AlkTyIt?}4{Mo8$`<+)+zUsYyd zq5PRe9CMoAuU`9+m)RA)A0D?p*n066Vyx}PdC_DM7-y8`edSm}<8ymg)P248he%W5 z7%>M&ya!$Bc;6CNghaJ@l39!Ylq1e@5c0U6WXP{s9sju@^)Dm<$Guj-toc=yz0lOu zeOj5TLNr)WihQ(7P?qRxt({D6sz@FMr*{o9bwyq0BrXFaPPoV5NXhkDrzm zT~O@w`{l&`I^!%d#u9#D1}v!{Va#h$872SV==WU|G9=jU0O2Zdp)GXB_J1`MYws!47bnab$vE-=> z|2bI#RZL5`P)ToQj67!fv6n9;(|Jn&72f=9Ub=9d?K5te(g>8`F*w+wCv{cxlGEyO zzJT_VDBJlR!*-2hpCR0>_e19Rx~e!J^+}($AB{N}+qmQXB+{Nd;t5TslJ{*&+?D^T zxfBocI!p#EHo>M-X0%r2`~~McolUJ_7*3Y^2q0$-mbVBG(IDArAgJC_Z7@c6o$_Z539#O+?!5MWKK4(^zMfxI zHd48a^giK@!LK9Z6S@bf0JIV7}>G~2?9X?v%&i{-xEti>{S&{nxPz>x) zOeCTy{VTyXrsFgcugrqL)@`Ez#H5jTkr{KA5AQDWBxoj$DAAGd z)A=pz?$~j%SZ>e7Pa+o?=-)>EAGot%4=zma0TV!NMeX<6MP3^IjGk!sF*X@45U~oJ zp$IwS*oxy}T+^o1&++ZJITK%3*9Auj6B3e>{Fl~O)0-95G_cH3&IFndlEf=W5_1;k zuWjl7q`ll{q<5oj)UQH*nlVtb#OLi_b@`VFXT$9aR2bo0#qebNyaw8`ukA^k@51Ev z##&lvebTvn%%sr7a~4y)xvubih&WHSJY^_!kLCe$!+lO0yQ3dBg60X)x9y>_a|XBf zzoPaUF#pFsRY`7vEJ5?miJ|Lm_~!fS+l=q~eO8}jbYyw9IDSnzJG)UqGc9(<(DkcT z#PwlAhc^HA;husDGqp(L?uRIJJ-^gJd*QANp%T2)nq6nr>dze#Dv;$lz6lq7y8h2a z{D|Ka#*q8&q0xGDb~G4Y5WcAH5siY4w?GhqNtl2jmfGOm1tRAGPHeyggQr4>3A>E( zzQxKP%N9kV^Eu1z^r}u%5H$`A@YSbp3qJlE6H~n9 z;D0*nczO$4IS z)YQ^k@Z(EKnmgBR(yRc(@&$N~+0PfwA`vdPS^aZEPjDt3ZSCcZz6Yocl@YvlI+$0% zn6uJbQ+3850XMZQzrIuy{}9umadkgzf}Ze62r>j?nb41`6E{@S8Ovyq?bet7aSW`} z_c8I^lN=csSxm4TCK@b8X=#I zhK4|ei)2xrmvy|XasHX`#m8h%pfE@Ov`@2k!)2+m{bFahh`7V+Hu+D|?PzZC_%Z#! zU~1zyQ%M=ocGi&TI)kc=iTv?_`x;)?<^;I`C%W(X-<&b7-3yl}h%@D1-jXMjMxLgpea{iH>br z@r81Z{6ODpfC&U}g>hM>Ftmg43c@0vzKh5O#mS!hUW1?}>->T5_fcjfXOxlG%tKTb zDk8YJ)Nj>a6oDz{AUNi7 zJo8zOWcM=qdZ&z}a!DmAE@QgDV;y#AWLVL-Adl+e%`{?+kA0Egcq;s9nlVcfHG~l5 zMAq6=q4#p(46-Gn?~_cl&tp$`*_p>#2^=hcl9TBKVfZW@D2;3PPSbV0a0&U;kNsNT zPU6U*)%;fc*Yp4>c4uQ{E$FWk-3Xfm#qYx-;|Bf$+9#~(c#9;X%g;g^kCM;PskP^V z-<$7}oHK?qL==0kwK($1pjvx!gG8=7o(f1H-^xgm*ZGfUi^ZU0Vq86)0vKotEsBS`Qubi!@yJ0 zj?x%5DlZBEp*EFhQHhD5u^z{+$z6MA9L1N`TS`DAkAZ9$gH+L=W`qrEajDn_x)W6o z8rpB)pV`EWbO{xJ>Lg75mMbm5A`%AGS*-64g~bXazVqJC9DekAIsG!i);R%RJ3I^N zH*%9WMY7LL*x~_0D~TVd4{V5%5uS-vSVHG6ii zror?2P6TZQQemE-34%N@{SB+(CNYD>CVp--9D)WG;J2)EFG z1%arJJ$d3&Tm|3CRJAV?Lj1hRZ$%2SK0ju{w(A}>0gO>%jOC!Qo zh3`gzbH>m!H;5O>8LtLQ0S7~)WtQmLqov0gPuyq)H{mVWVWou|cM>|f%V*}NW9L_T zMJb;uytb)+)!uS`fd|{?F1zx54X~6kisWi(XoH`F0|12jUNP71ikPX22n;mgOr!k7 z_W6|a*|DHcmyf#d4q#`lWxvk~GGaRcBx+2soz@9!RIv)IQT?4W8dcfsbAgM6rUZ}x zG(0GR`4lu*{cQx-P;sM01-XgG1Yx-r6quFozHDcB1|MSRqrSimp5Ou zDeYRP^{>sL@0~h`AfvQ=lT~Uq5g9zU#6LbVU=~%pZ7dH?C*LLD`1ABQ-#k=WzfDsR zW_nua_MZfYxSR;&S0VCSoAn>l8S+Mx6zf6Wd(`cgmF zeNa9alW=JnwJ9q`P*H(HbeQ%edSBgAt-F;4!Ow)H>n&23#^ORHE^xu^edUXR90{Wy zhfuDq4p~@A0|_koz7~)4cU6i-E?wHAH})M~elZ#4uPh>he4rSWVxB+VbIKfLuo`7CL7CSUzfRm2-7j~4$5hi%2+TTbk#mIWky#B25o|UQFpuO?4z(a8VT$U~3`e%BQ&eY4J3^r@gMG zy|CRq;emD3tpn_7-nMD4ExaXq~EX?c7?M_YO%B0DM*liGp}mW!)$%V)IfwV~%6 zMz8aPpE9Ubt6|zY!3x7HUqJV{xY2)3KScxL^vtG@*n95q@@Yz`=mI~8sV8lM$T?5+ zf8qkz$fM>$kV9(K4@@Ambp*BXrS5J2=XcT*cH;Wz~Nf#ppuo@A3cKNKs^ zxz2~8cW3IG%{oUlWu4{Tv$0Hhfr`hWU?yfKxr0@~1r;Nn7^G75+jAjNYq(AVs1MRh@Phs&J@qL#Ym@ieH=7%b=%akd zGh^vvg6lO3Vj4onxc8b(MCFOOs(ID|DvO^$)rG)&i!n-r=RxD7wfAa`1539onF;C! z429G{Qh=My@^B|EkQe!{M<%I+cDoO7%T2%`oZVv72Jj^cSq9_LrxXr3BE5LoJR7)2ksPvigKcdJIsQ=tX3~RZ_e+Mq`(GaZv4t7bue8jEY-N-| zf|vMtUiln!HKkOR%WU-wTw!P=tXJ&$kX%kXo3B4OEj>#(AGXQ>(c0#-R4cW)eE_58A!_BMi~g9`XD z*X#c)Z7eNI9|L4y^QbRh?${Mht_G^94`}^DKzn7LExQIhHc+;`ks5e^dVD*U&11Vg zXHnFz&EzE!f<%-7&qfTXBj^I>P$bx*iWKC>92vU|*V<{IU;6Kth6wKNK9*exUJg4gCVEw#s5n=|Iu>HdKBCY8Dcg6G7I(nw54uu zxh9*}k!T0#8HY+E{&`C}xj_P4_~I3bLNIM?jyAb<7>ertZP*Hkr4BC=%iqS2KwTW~b5Yu{YB$3LUY z9%E^H14&^&JZ5Ck@7t4C!4sk!d~eUq3?J9L-p){5IPA{r_Oo3cWw_AM2pLxlsREW( z;3J7#IuC>%+mM48o_~eH(=6DDn2VQr) z?bh9QEUL^du5hUQJaJ2f3g_t8|tjG&*zz+w^DCM0b;2^C5TX&p?F!id{9s9s$|LF7E&lP zxFXwcX>9c3e!|X%C$IMy zU%xP{ai?7!9>TAODq7Ow;*5%6*6}$>`ON)Bwy7x&0wYVCzJ;kTu@APCW|5`>$5eZI zpXMdIS0mmVG9TEmM^-mAi7;Z4^*DKSwf$49hGsiHWOl3*?55-3Nzou45xku{f#E1H zG{0%?E0668ag`Yn9B4{}!0Ktjb6Gqg(wh%{;T`1+^H@%n{4G@I&0}qjT(# z(4_FK`l)P}WESLGc$A&gdriTm>3z*lih(sGjrJDD9GVnV0+&~%x=rd|7vNy(E( zHEm?&3fZsNhm;^;otV0Di{C{W5ll*njCy8+mcUX9mvO=i+W06xc~tAZHF}Ni9o?*0 zRnRf~>D}u5uyAPX*Zlq@2q1Cs{-PdXBhF@i4ISM6LGpL87tWSnpn7d)fp8PV15TQg zb_K9ID(R3#4LYxpuHngMrg&l@pbn>7WKY+@yX5laI{_D1zHP^b<#VBk zr;AV^H2gK=G&t&ePz-E4%dU5X!;TrYpHhTFHTbGBf5#io{9R2^RV&f?Z2c{MXAo}R z*x#H|BHKH;OsJQ7a%nyf3N28o-P z-r;FL1Hmg59|=R^NG~{ZOQ?;Pe}#AB8V0e?&B;HjNfx@ zY*F|Vr+~^70!S2xl^_BNLlPNc_VFArmxSb0A2`Ux@JovYba)U|v3$aDZ9ix#H|e%L;A=|FgY3W&}&`Im;4rYR-9WRG)y=L}jJ znLin?FM(0+D9k=2*rW;)k<5Hv2~i9{LQjK5K8#hk#(Ct|G5dr2%v?HgQH!T@l z_pj?9r+d%;X2MoMEqjX(=%M&gK1naTvw3{mnIP8C?s^>B^o~{?34LBpM4#v zSZE2qF-IqN-miuIN={Yw{&>Oj4_Z@$gsm|I-49rI|w(fCX0-dIoK>Ft2HcNGb=9Z&c(y+ac3dK2F-N=+ zxyL`W`toG$ns4k_qhN*5Vn>Bikt06k2OTxj^rP8@9{n0hOy97>7@JOak)vTZKqJSm zHcZZnd-`YjapR0`rzO9g86G~Yp7BShcsCjVFjgne#53fe#+0{(%d4L-3qk8pmmQgs z@I;tt6(&N8Sg$+((Y*BgRS-sM@mN_fM^ig(nFW@w=f3rJBIcmN5k$=sK4X$B&sN&@ zEd>1R=y+NS0J#NxQXoHu~#WpD4@#pn2g?)Dxc{De5e0yZ{iiF$#Mi&L&GQq<^ zX!zpUWVG?%s3k|Uu0$$|4)2jm_*wfKC3fYXVx{d%aui&4%f6ePbM|rG!z#Knw+foV z2|M_r8x_NG%%6vd!Uy>&XA)OCo+zMZQvb+Y{LOK!CCB$&Q&l@5&w{XzF~#yEG*5b* z-(@H)w$Bi1Zd{?J%HUW`04J~MJgu?O*)FJDyG{j?1xyi{LutAO#h z3LJ%Qsg~yL>3Er|ke(+gZ;XJOO<#9`<+=OG==yweX*x2_DjurqGWh5?-n)jj%>upm*%1X@H;LP+kZ@|xtBUXHqepy9h?04Z1V z!P~Dge84Vmpk+k@+*iWN?1YVc$ZTXYZTmG2$7}2+v+EX%9V8XL^;pmcxDhkK1yQVQ z5JK{sbq~C^xfPX_X?TdvB0+0&q_8<51Admz>X!0eOOJf-Y(_ETu354ZmjS3p6 zEl+X{NwS$&bEX=S9^`dfJg?SmbDM=lWEWDVjN?#Ljj@pf%rhNEAo7Fn6N{?)w;UFT zo2{2b8f2jW4OOE0x0N{8!4~=TuQyc@&a#woO#6!_e1h<-&SLNs&HV_FlkBCvoMPEI zi#c2R5kA+q@^qL92!pFX4YS2tQKNg+k`kln7?%cfPjd-t-VbcoUW&}8qKuO?>F`^L z`%^c6LM7$C_GN0K@V^%Jh0?>}pO_yK1z|vT!rv%hsP3wy++5P#J2lnehS3yCKG>9! zjeL{*&|72F6f6YsOJjq z7AAHY-Yp{WG^<&Z$pXK7CNbHb6T%`=DPRKhs$B%mfP84+sUcbq0)RW?A%rj}geV?P z{z;^t9vymU*O(D7nMJlil6idxj!K0dLZf!aXJJ4?kOwN{(MVCh?a-0$dnx z=(}ir|I+3>_IbTB_T;V`ttT_vg#^wZ9hu!(dOk_l_dSBuwrS%)r0=6!G1!kn{rq1) zn(8fv;$c3=&hhSOV=dwcF8li$vbtC0NN9^M#*5C1+}22aJOL#pV7L9qXzFW|tK)S% z4636IUgv%k%_nde#jc)ixo6`Rei~+vlBL|e^)I{t(@}#qb3w@HwLLkU_r*%&{M!3o zer2+i^l5&lVU;J`?nePI3(0dI0g(wDiMIMv4_lwlUOSG@+@mcJt=T%yx?Maix%sA5 zsQObYAesA-zq}m$Yk9JN^u&iMUV|VN_-uXWodOy&Iev=<*keb#5;<9yPLi1WsA0sI z4RLZjSHk!zX4IYfm`1TIr7Vv!$eFoj_wf^R*e%q3SWbs9*x1AYKa2#M+x~04bb^MN z7jqad$n5_7VC-mo?#{(eJ+Q_d*E0yPXSuxWGzaU+ zeYX%eVd7TirLcW#7~YC2o?pMT;`jZbtPMr6`U;IiBx7i&=+Gug&%Jrw=tXQw`suG5 zA(yAdwn-3^HiV#giA}>a|3=r!TjhL?mvg(75=fc1(iFeiS}QBh?(L1L%7$dyAA?Bx zTd(x>*OXcAwzC&95vKXeJHPG6lK|e3=_Z@wIZqN_M?0ap4GMw@P`h>F@V{p10`udb z=X=xgdiFag7kX(bt*_oKmhIJf=O>5D@m)f*eoc7lUB349dW#z8_zrs&f^7d>pV4!j zw}IVelcN^>@2loLClaP#>cE5_ddEDoi5o;gEy-=IuUx?9!tlA*?PY-Ob`2r`#;kv$ z8UQ%4o$YzF369jMvk+y6F1835d!hmdg9I2qZsN$P&i@|tgnVhd1V;gqhd|*Ea)b9w z*LHP2Y}?g<^S@OBKk2;KEoZ!4=hK11fp6h4~q?#_L%&)AsG z|EYOz0nKy`)Wg=#z=T8+Eowhs zTecn|YkR+Jfh`I-mVl zGw{{$VtGimf&XTx(oza-Pm8!=^l*T7z;*_S3!9Fn@&nt?ec#t%Ls#wi_2nbgAEj_W zvAOU$NnR~T#{zj*o1eU$#*adW2zjy0l)ZzFXcJDjjOO#Cx_zfBeK z9EavN6TTd$;}Gv5v$g1dwHCsp4ADjwEve8~galW%Wl(drNC_1sie&^YJ|05p2zy<; zkw=8=BqcIf+nC9W9y~BQd#r#NU#y3d(y+zhT&jCoJ&}3qn)5S=zL9%G)N6T+=?c8= zHJE9Ub%`-j{^3EE?;ibCN~j=IOT?ycBoM#kv6q}y*^B(iO}Sa+9067M?nb7m-osLr zZ||qjzaFOb;q*!Y9`c2STC>CEtE1rVm5MBz|8-&i5myUMm^+0yH)WDarrEyR5p|jt zELV;#%I65*G7?o&)s%kR%~+C*dp|Toq&1W9y07obueovo#ijV+CCO&;*=p;WRn5Og z_Uu36@fI@^reH;(4%w@t|17^r{MJ{Qon7B#H2qTPi^tcxakKq#ZI$eNl3qj6Vb%Lf z#iCYLe0Fwr%4!#yCCE?WXy_f!e9F8=$rnW_0Ffwy0 zx9npWa(2M3e$xjs&3rGN)vumslHx=ci>}hrWkb2m~lBu^~@j`#-<7=BV)x4z}$l$L=-lbB(j^ z*p-Dig^`ASF4R`lu%w}_{0y&T%e|w$WP0J3WyxWXjm3u|i~*Nrg@E=-On5_<{eE@Y zpPv)G{|`@>KDEOM9Q29cK>bZ4RrVc)B++#q87Gp6t8uyFsFB@4eVsKJn{mDB!@@5; zTdG8S;ez0=?6Ch76mFXQcHvR6EL4R&UV5*^oz4l9E0;Bv%|t0Erw{UCzQIp=@LB#f zNS;1uc@vF9&E>!cF4BGPR-8m_IfmjSD5_&2-NJSrHa-S@f7kvN`@6d5N?M%TFte^p zNkwUO;Utte_69n#x+%|RxS|HTCBfJ|L5SxU>GUt<{`frl>IRSY7xRDZ>B*UIKUseA zieR~$|BM@+dfrKu9wG7lyYn*H6J4I&J@{*J&+F>8@?M3F%G9{`Uj{cy?BH&i_f@)u z#rvA-+r{wT4)1gQ@S|FUE$jJ6-{a{=VNy~=LLo6mPZ!|W0Ww%0>N>h`uK71k=2r^e zUYehKN3&6?btPPQr`VOZRQWv?AL^S$~s^~n*EFr;QS*o|&idLP<(KzcP2;RleOU%-|zWTccYaa-xF#gOpD;rc4A$0jk~ zta9jrRzGKqe{f)QZkk1N2&nPl(W~GgKL&&{$ty;FWn|pA&hnA!8qoJ{aYb2Y_<^y( z{O9{W1@Vv6P2rS;c_6qW$gJ&4NW(^Z-F|iSv}coA{O!{r#8d+!curNzTB8oFKPp9; zPu<1RIf($PMO6=tnRAO(n_GbvfhP}pRc*&*#K)f+lK4qmdvyJ>?I%`v)1nKG@tP0& z0&jxUj9nDUPG|{qDpGBO2Uibo>TS2B`DVJV2G2Xol$v+n@h~txiJd=_NsNua!vq?u zMs+Yg^9+4tWuN5KAE{bbvq4z08VcH>*3EiUh`sliL3*53-rOu+{Ha;fNF1jE>g>;q5`3#)b*nEVy~!UM7McT%UZEm6~UZ_r3sR( z*WM~{__W0O(yQ&E61io~-9;*(IwG+nVX>LPb95HGW6TWm2T@{wo19kn+LQp2|BtD! z4yx*VzdkgA$|WQOq%Pgv-5?^}A>G|w(k&$^EiK(8-O>$`myquMozHjXoq6Ry2bjy* zXYak9wbt{jgyq8*<16*VJg_aS6+e=cmI55=z8$tcC;9Tl@A14Y7jM{e?6$zR8KtZa&h;^9GOKOF9b>;Hzjkwql@xahxM~81r!N zs-Mp!MHPI#rBNh!IrUGN```6DPZz3usj@=T*T_U@h=QMr2QR!R#gz)ymy`+5>HiC< zKoUj0N6;^p#|hbZs@3<~E@D?aT0~yzLAknfonsefUi@VK=c)v>~aSC7bw$TqYL?$)>fR1alw2id>d?zz)bT#5z=({psu_@ zq(?E9E>8<7`}qB!w&^V6){Jd~-2@`>gpPGxazMH|}`2cwRv~HIm z=k-zsm=lOdZXF0u)1v-{EDwbk%<}8|ytGo5HKcGafYYL8TEsgR`uZ{!41YGX^n*jv z@lgG)#)GH0gU4rP8cBl$;)w{e#46xJ3M2-`ZC13&QS+!iDZ0pb9LrRy4yq1=+k6Sx zI;rIyRj}JexjA#&PP19@#QKbgrAwW*!Xsh-1zE~P)7JnE(OgIKw|A#~tu04jjM$s8 z>x)Y7qM}^NE`*ZLgDzGYfAOnS99t(!5X^#ymN*nn==)bY(H5pp9;ah0utdX-vk5(4?Jz<%oAs7PB01sg6AnSIWpadM#ty3h(v}ECQ$wLRi9Hyw| zi!zj4bi)}(<*ZT<7M*vQSDQ>`=gy_1-8#kirZf4k&y(&WfGldWHYo=#eEh?bMI+aJ}nLy%E$Bo#XSouZ#; z*RpwEk}>=p?s$6#@%gj_|~xWK1|U%_|j*bDLV|jkw8U9>>?2(FMjX&4Nf| zGu+JWCrT$si++4OW%*HL*o@mSOc@mmWet^Y``+&TwLAEVwOAfO?? z+b)nIph}R5C8G^Um5IgZ=NbFkvDlX!V;81ky_bg?vwn!~;Y0hx<_*I;Z5i_>{uDO{ zDc&nExralP?Jb68lv&|2Jm{ePrI1r(wOvyoKtpV0FhT*~3;>pKnFQ@CsiJ8bIFazX z(D1GcQi`6c$i8j)iEN+!Md0rhijH3PgqCPZ{9zp1&-*)$urg7f?#5w1=`AegA zmHgN^bU6tqu#n4D|Bi)CXbr|y(sjVVTouogjc+~|K8^VP*MBazZ>L&P;s+?FrIuR* zs|Q;$(a_#7jIOAxEokbcrYA3Ijh@`xr&}G|??8olOpPx6-LWFJ@ee}1XTdkx{bQDo z-xu}7!iGTe{MlSgr0SBE1{V7L>qDx`apu2obfU&)arJcP>uupg2=T%o)qe7hiW3Js zu5*@8a9x&-18fVHwRmQfUk%9jX#^=dSm!3Hj#eV*GrQ`et|6V-IQ&EMyYJp^wdDd$r0+5Zk> zJq;RsMP4$8>>&VdgqQ9k=+3Nyyt?g^+w(99UKKbsc!30!_>kb}W+;=AQY{8YLB)#m zZB?E0qbsIt%RLm z-fsD3I869*hBC`!&Es7CowySdHQuQ^7qT(YFYW3sm>HD$-sfJc2ThmDTS1GL@O1+T zt&z90d`xpWDaFR~G85qn{k}K&WCvyFL5StJRY!K0n(cm{x06vSH^P3uJ(ZC1+atS* zx$HF(JVjVclf%E$weOn2eQyCLwU4gzsELN#Y>o3LXGk2??b`)T`<})AcUzHp=b=2` zA`(XOqF>)5e9906$Ib^;_juWQ4WugdJS0Ll+*+`Z681`Uo&S)aA_o!BdJ<6U)>q)a z3cCFr?Fl|9&UwvCDPuFy4zWV0jM%nh=ftu_ZHBd6#WgSGjw{C1#_Qxw7q7)A#cu!_yPGHz9QA8cMot$6l)9cY{VO0(JLZ~J^+{LVE-9bnPWL90y! z0&+{7Cy1P2Z}5ts?_)PESM*={Z7Bl+dw#^zJ6v{tL=1qFd5@}WA|Bv)YcH&e(3w|c zxu1RnRVdyyk*uhVRIXur{4fD-Vs~7P>}|chmOj%h#m>Wi^#5vyt~qiG7q+ZQJv#vs zw6EH>X!KC zyZDok0p0#OL6(&3^IooZr>>2ymE6aumMlbZXFcC9W}BR;(Z>~wPp~%rhj|dFsdMl- z-Cx-*qXhmyt^ZUuXX*RFUQ2S;9esYUzVtR4783=?8Ef{%Z!{EB`=btJZ6<@1V3U(H>z2!P#WagqaH?_Dtn!~Cd znY1dg-TP*h$zrxppPJnUXU=fka`u}uIbi9+53~ z&DP9rR-y1?LuGk)_H-kuksAoiIS$Gng$j3lbH?<%=1QI}ylZ-q2fotd)y2K?6y5fK z3&RUsE&{u4QIoP$w_KaKjw+i@nkR&Oua4JBHWy=;4|DEsQRL@O66uq{o+Pv@GEOQ< zr8;g-ykzc={^oWpy{_tXRmJrSnZI5t=}C^+LLr9Ha9iUVlP@tRn5S@^L1G|qK@1q< zzkv&Acp6YO(QfZ}HEX-3w)AG66b=Z0k+dD>Ift&l{2pDUv|?zHb}k|cVs5;*D@N4v9MmjVhZARZrH1Ff`s>H@AQEsY^OxiQQWG{NHWB zZO=+%fC}G!wp~%>d$|SPmKh^-Cg4V{DkMM#77Pauooc%czo<`fre+p>@6WBFGv!pv zAGOwFBIhZlE$3*uTI~GdakEG($W79&uC~01gA_}O;a3{M4(plpesJ%g0Z0p_D&{OL zzqkD?Kdzqd$b4Cx-dMA5x4h?fPN`fkoZFwes8I^zpa~)c%h-2T$<5{GF^YangR)2S z)cL9As6ZQOdKn`J1p;b>fMOz4R#{-;i>S!a^Q*tXFWuyEtPb$Zh(3stD?)cZfJFmu zASu4qM`82CJef$VhK5c5i&IMJlbP;2LRjajk+WZ?g`Spc@BoR7JVzF5`DqYq51)K* zKFv9JffT3w{TXx7IBpWwa@bAvY&8WwNvnNSA4f1HyV0WSl)s!mvg{pFZE zGo3x;(Jzu0pCFVS#xHe}1`~nMrlW5loWO3{M5oeFyJ2~3D(upMa zF2KkwcIg)YX48$zfJE8N+P|;0YfX*Z=J;lj(_mq!rnBl4x*6=JOl54s76@a-6~!SF zxCkb=!bc#@MiK?m&4}OjI@9ihUuQs9jlh9sM~5?N0A7d%{Zk@EqT$rK`!eN#7cPi~ zxHBaTK0_0+u@saB1deQPf3*Ex;c&j1Q_m0_H;H6Re1m+Hk|OFm^=UV&znYMclW-nl6{zIqdLRZ^ydN55S80Cv=O+WAoxxGcvO|GimOd|`-A}{)}KC*X(3IPlOrC#6<>p8aXhY-&g zF!f#0NISCGV&eDC%Zj5fGv^lS!$xC0NI+=o+oclzesgwK!Pr3TO@FP%b?Mi01agu< zmoq#B@#JReJtMh{cKo_@~GkkF_@^WjSs4n@ZqoaYAz_%D379j_s~?8RN?6@%<}GARhOA z?ZkgR_T=er1w~npX=MY{yf1x(@!JT{i`!ZYE8^Jrm+M=j5;c4vUh&p56BCdS?cFGK z4U5GQ7bUvH4wo6>Z`#T-!!Ojft#6epd+&Wj{m-E}wQ{NdBB*h8sFut&Gth|dCFQG# zIY(L<;hf#l^utMDl7#qrn~QV3WZ^8b?c2F8sRY;->HXxpJa5tANik8e$Z#q} zu|;Va0)Qw}q+DcHc*s8_uMDQDeV+a^H9Z|=0a8Bl!-vC!NAF{Xx6Zy2aZ!yA4&qCY za`gt$9NS}~poTpzoFHXWK$J^yni0?mq>APatcHidpTSaa1es^fF-E@pj*-Ur_U1yc zxXDxs_TECH1i?BYB?veo3cNq2vnUrUwX+znT_?T|n=Mr>GeJXw@2xIhKf*-puy;G( zmX}`lUp8%@TmMA9Ke{yLo#S;u&rJV^ul?h)-xjwh#Hl?{<0k^wi16~5yWrC#b=8V5 zqPbR`&-4h%<7eGjoK#4Tum@ze=rdA(-t@tO#xf6VUQK~97TouD_|L5@1a;u&Y=97M zc`)_DOH!t_tg-lWNWG@_xmhg1XycjQay-ig3g_Tu;r`jX272mWwmNpjN$A_N74DkU zd-KZ10}F@fmwQmSza`wA&!=U5`s#qlkI!U@$N&Rs8amQrZe;s|i{qFl!o54qPmGP$ z%ulIR#pd{vd($YY@hujXH^lnoDJg; zr*&)=L>VfM^^}apC^{9G8~{9Q^da&n%kK)#I&8} z^I5_0t)chRKYo{IXD?J}+`7X<`JWPeFp=|)g(xfYg9|Kd{ABoa^T-2bCRYPqt8FDRhtc96AgWW%Dgk}y8? z{<3}kv+Bn;(%{Q2fi-!C)8#FYZQ%bjdvdex3CqGnx%KI2c7|y);HDQ5za2Q;=%H3f zmzY*AqZ=Bso{sfp@6gm#pS7rLsPk=Op|=F@B@kf<1cfghVyMq)YiDIYuFP!TUh6Er z@fxFORP?eK-r3=dNl8(U#rueCn^T^&X1@zfaM`^{)}gb?fXEJC>it_P#1B<26V#tz zw;#)TSyZXcfj54<9=&TFIsC@X&L?$(!s4Xmm6JKO>1*&*x4G$9OkB1E;U$n=+>h9` zikdi5vTP0a(2G@%H4VEQIo@C3v3b-Ir=K75^Xp$Z!L6*YtuuN{0S^aAPFiKL3NnW! zNI%=0dA9wSf|*fWt*i)T+zhNBl_9{Ve8;kEhDRV3?FBm=g zX|}o9OHv?@ex||SCR>4I1Ce=`uVlabI`NhLteQI3gFT~0$~TUL)zK6n_8q%bmfKGx_movhx;L0?|wyqv;{ou6q+tdxJM z$$sB=Dh$fA%-(wZV4zmpquc&vq9dL9q~jh`lcIJk1eiM>yKjVFsym9-=$;=Gl**K1 zh}3U~DY$Vzcu@q9e)e;-^1H6C8mCNf;V^$L1>!7Y_)_k-qooGC1z-NLxcdx~pu&mt zW~lIAs~F+KC{GXmq9y^?(axXy|Hd8jkuzQ|{U-qaS{S2zkcl+f zb`nW@Qv*Nn4g}P@xSu-x&-aUQBzV)oJ6p!ckqGhBuhaixcg#G?b#6S1e`I)=JQfpi zqkdi=9T9%INP$8Y3#ijRT6JH4`i;&!nl1Q{?R~tzN(;&ZYmFBge&iifUw=nU+|IigzC*c z41;R>XYbtjEsR{Lr_9M>_<=`1k4ZQeg|pF&`R*tf(a!A{AV(z>AMt z&+*g57;KBTlYdpecMw1MzAG3ii$>m$FP@Phj;LV#RqpcPJ-xLv%Hb;1E6n$+pTtH*T>^oqBzf7~Zges!ZWAz{V( z&!;mZH%W6V4(rPbLQL$;Fo$A}Cj0A&9HC~5yCUKFmWD1GG zG+|8@JWt7abq7R&Dpk6H7(x^P2?;3+>C}3@vZADf_i9FkGd-BVS3K*`G=i2dOB+c`3}F_uu2&xr}T%z;S)cdc_U{y zksw*_yTsbc&Nf0Zw#ESr01@-TUL+Defw9Wc#->5|Wvy*Vs;qfQEFL<>0@gpdN0gk0 zjX3|2i+CSeI{f{R0o568K%^v=b||xmK#I!x*8+m5I%dz@PIdsq>$&?-?}IQ-a`G`P z7Zv3}4D$W@@MEswAIn<)^a><`SH=_gmxD*&Vuzq$XzvR6{8%(nIoMr{tmFnlPXW?M zBXLu;K^O_&b<$bB_b<&QkPn3yFx#B5C4s(@zzWA>!IiX_)(-ewiqtuAxVA3+2X?J# zb?^Wy61eS*ke(}gJ~kI#)KW)fFP2^v7e$zcFmnX*;|KU3`emVlT&t! zC_zas-2`y}U;%;-fHl=!3o%z%M&6*rx921C=VIkS@P2*0@N@n{QyEAH{#R0iTM|X0 z25P`Xz4{wC8M=oF^_73tT;h zCb1DWviI3LpFJhRP2ohKAPph$9H*vJEOa(GrV;xDN~phw)TKjnX@M@yfY{`2ir?fw z+Q=a&k7}!`S4~;6q2JTIjCBp*Kdff+$=5b}X&Bc&%?{XqU^g;s3O8P^xtRPa&6k-y zQ^2Hr>>VpM?sL1DMdEw$a1%9m%v9CL#gWLNfK@cx!y4$8xN#tIRwrf2* z?4Fb5^zetsy5(R5oc}Gri8BQp5S$Q6UhB!{hdm2M+e>CYi$5jUavt&J)MYPep zqP?0pa7QOPaWwB`f?zzOQEt}q^7(}<>>C>;sTcxzVgc_s71kMbvHw;JkmddlwrQ|9 zN_F;JPrdm1k0itTmFLEP%$pSSW|T4Nh8LRZfhm0HJJ5U6q0pT}HzEOM$=LU6HjUFb-ox^)~1>s za3_A1ri?|**kEeiDC`A;@=f*6FX!BLZM;d8a~;@w0_3PtGqB(pQ^3IxoJU3I7>$~Z z5>qKXJH!GT*-}w@P?}yE2nF?T&N5H9+HPP1qR00>e- z^wE4dDJlR4uC@>@=F>#By)?*IwK>dGjXdjjn%dh2C+~O=h?^Hv#|rs&fj%lIzITJG zZtA(Sa;F!pJIvs|tthvztx=*#bud{jGS4IS#=BjYMio>m5B_dc3Hn9pFTa^x%|E>l z1_JoD9Z7-ET&-9QM0=dxK*H>z&%dJ+x( zq!*vTW#u8@yM!c>u%M)9GZXwM8DFrxRsj6BPL6So_m?^ccQ>hsu_?yw4GCTGpL*R5=u09+m8y z6@e(_-LS|}70jE*m96k1`zH>2I)Z6W4IQgLvP3!K~_^uO-;M^`03Dr1e;-e@W#*A?J?T;{tI zOyV?!4Mz$&9jJ+>jU*?0{pEFzPpgT6Y4GfE;>eza%F2H6Ht4kCs194Ma8F7%X@l)X zoiyJW0jDTpFZH-sT9y&({+A2P@?7HvE!8#G>(B3<(*F=Vz|2=1?iQS--tyJ7UG|Wh z;{(FDtmMl%=x{6?l&Iv)s2fE#_{LrMpma*_xblhKF) z?M%?K7|NCKMjNg2-w?04P$qIo89b%+?Dt1!Mn_2};8wl*4o_g2JA2^JB5m-rAdJ4Y z;o)a*X{!gKRS;_>H{bFs=VHgRY4ZRcppWCjBu1D!_!j<$Oc41iOk<_qJknozKc;D3?vK@C z=$71HN1u&)%A5PYn9Hht`&jr`BQi)&H&DF}QjNfg-mU#0Vz{abU~=*gE4jalF#(ywx9b^dV`;L={Ht z0$yz$hT&g-a#Adjp&|w#bblTwjvSqZ`!He*D)OIk@@V3?KTjKuMYl9T6C~;!t|w%({6K* z*W!jRtn(ZwK7L>22zHQ| zq^*5DlfwrCL<&qyOI_Ya7P0n|`F9<-G|X{UqpP1VRQlN8&uHFPPUtk5fuw!9HW2{% z>v-F3YTW>)-#&uMsNdz3Uh{YAnTBnUhLbZ=R?2_Oj1((@wQ=a`bB%?SDsA9wb-t{s%`W9LRmLKMZDKd=;}T`x8d;>P569 z`t)i4YTf|m*|8cNjDm6PWn9rom+*-4b^ZrWN|d7j-ev%~f+MCfWfl`N08uTM_YW@+ zfymJlf()S(Vz$QQNTwXu4^m?t*$Qn! zmHrxSkg;<%eF6#lzYfouO8Vbts{)QqYTGBaO6Zv00hS6yk3pHiV?CH)F^X0{oEHCC zN6EBu?PFqZan;)N;!X&)z|I+l-=l3-4j!gt0$Or(5gaByx(z8QB7(o&3j5}{bce@9 zhy3`F(P4c-ehZaOciJ+7C@#%=3#>^FQY;qa?4CT*8Zt%G?<*DsSD43C;dz6ex^n3r zfBmuZb4)MBrxw>=w6x8~=tk`|a+sr`C3TrZ^1c+|X&#@^&VV#)!d*0R<5>2h_4FFX1f3iBwFNxVH404J;{m55&Cp(ZmLC zGAvp1Pa(jwNEA=bggM*yC83>*JFp3ShUphZ6#i_O{P<-T2W6tZa$1Hy=xm!mV5Ow& zXIq1vk-F-N+J(&aouxoMcdA;ch6TCo+f=$LJ0>^l(eLB zEd`zsJ|Lv0s(@uP>30s8l5%%XT=ueNTluqbNzW>ooL0zALsrc*i<6z7!t3%w5jO#N zx*T%JgRU)*G0(sz3z!%mFQSQr-Nn+wHUJ@R?i-8uZ)KqasUVrY>0;%q;7o&`{3oyH&!_>=G$t;+lg<%2 zHUJgDMJ7OciKkt;qLhg-EU)H9$l!F3SVKY}R=@1oyPIFJ?d&R5nCS*Z46gV|WG*sD zEL_U`?a9lc^^I9kf9K-{2L9WvekSCP2~a=)l1i6A`h12rLAW%?Hoq$TxTbuxDgTK2dE`Me^PwG zR1(CdzO_C3@YuW6=E!`wQiuqOaw!O7!ih!sHxvWh}nom~e98{C5$c-}8DOBRk(r5jPEmJxIWZ!t<;P9Dm zC#=-u(wu`TCNnSjoJBOr(^`;pGtdTUDuOQVlMKQAP)67U!~|04`Q+1job zZcFOzvv&sX_6?iT!%)~+HxO>*r5&X29WvGqrRG)Y3P12lCOml&4nc)SPuK#jz|$8O z!`DfVmk;;!O!&#)5^x;B6j*y9&%?_HYX7I{NYg_%&2(Z0X8g;8jo|x_&0apwotCr_ zRPCC|J`< zh%(J4WgdBfB4*8f)C{^2ZF7ux{Xhl|#5=zy&XYb#O9>_kjPGq}7B4?sW~_IB>|*LX zIb4ACu^&aRQ+NWlmw4Eo;A^t3ACti}M%n0d+=Eyu5`lQ|eqfwBj)@7B;pv((Sm-xO z{@BK|ZQm~VA%LGH_FNiVR3=5@ylLXV z#wFc{cg~{nWcu5xBJ(T&hZf&eC%6CbLstZ57eZH)N}}eT zZ4Ho=MaX`F+EuOZI*i~inf&>nF1fenK1P|JTDfLcxiwCYM$2()%~xb-P~gfQTQZbWibz z!&Xj~sj~dRZX><;q@8M*byn^UY-8}b8N+kuGQ9mEU&q=-nXyms#lw8ECvD{)r+jo zYg3(E|7;p~b! zp=NzE4-P6-LDA2vC4}6!xRR;)^@Sa*%(I$l8P`)i+%9fJ-$cDvduux%9Xh#8HIY!^|%ygcnw-8z#|! zXn{E@Teh!6fcC$KI@;-oQFl~U01T|9*yMj$XR+;VV%G$x%Exa^) z^?!bNfqD`=G|t%>Ns>iPy^*hC#!|0|KF1UILMOs>5{TDqkwhVIhTzM{-0`BPBx&qp zE+>OfMII$!LLugPWOAuk^p{-6)1(> zyu^J8$ZLmtDcq9!uY``Bz1#N7O;1Ga3l$^Hg}+dEF?CT=iJ<1Gb=JDM(*3m%*!UGAT^CNr~+W;)G&$u;o5GK zdG--4vmjzvl{oed0rGL=2U*BS+TnTr8oDxomBaqL#Xt>CuUqC--(7V;0o zL}o@ZC-iOxrylQdUo#2qNu#-5D!ZkjZ~P#EOHhg@d`iPn0Ot$s^A1DTicgx&3`~1k zY#)Awf2*B}c)P4DA!<`v;=Fj2ANCG(XUyt-_+#=19>Ci#(v;8*NAI)(;r30ZW)sMB zFH&n1&H@1r7GCcYX=${ncx;Vm23xYCD}CAAcp`qxdXjT|d?!gH&v;3puC)#iK#rn% z$!=sIqF;c(fp10a>EBZ7&L1?URo*VToy}wzfChSZ5sCBL0=JP}R5FQpnUa3C<^`*( zmQ~kx@AjJ$);BbJy90!UsTuK2My%5j4P;I|0XV}DRA|0zu&DEkZK|M~`8Hat^j0Lg z)N`B3Q-^lcxZw}J6KhmJsBvJ+g>oC3Eodats3;Dewx6`y|I)FvX0!> zecdm=ypP$9_MG_Y94rCbMuICY03(zl0xz#9zrpV!WXSG!zbAcnX8BpPPN z-7jgOyA-QlG5Sf7Lqn$tBJZwd2oJO|X@GXTAHV;(n>}gkE+(aadlw6iBG3&ZLJ-0q z#6m3LKEK9YgXO9oxCzTLpaG{jPlE@_EWJ$6)+42zQNyM0!Hykqm7!OmnBwS6e6Sfm zU$z#%rwta1834#iG2_8+rvLyPJMk!pVNhkcHJt$L+SFN}*V$wJGz~Z7qPAHcL0}M@ z9NPX3u{#(P)M-G%tWUkHBA1s{FebulnTJ&~$7<&mC(U5M@c-rfFfgS9XU-S)xFIrzXr&ZHOo!q0@=UxWf#}D}d)KFI z6*NVWN_^&^G}2X7@3avI=O54KxX;ller&BFlrM^TKW9H_kYV`Z7v^@_xr2kzAzj@C zKLID3cqS`W)-!=by>j|-KV6G90vYgl`j!(+mJ&}-qZJY(j|wM>Ma~TLBU1D@ecij^ zP@6Z~y|Ls@eDjqqQl1qTF)??>O1pycML`C~GyB3zOn>5_(;cJrwByai`dgTnOI28r zzP|P>Dy3R--$P<8n<^N={m zTnKq^2 zl=#uYNbtj)B}r0hi}OB880Yd!5VN1=^M9QWv$(dIYw`G1swF+u>=S3lbLu+A>=V^n z(r+F?t3o37YdvBHb&0vYG$R>t@_5^M0dk2GfRr!Y@sDEZn-KjtR@90ynmrQDwEBxU z48ZX8?&e>mMbZGZ^7-I*3ViYKEeTAD5EeWvVy^Ge?>+8M8;m`&*IO;=Cmhof=r^%t z`NZx+2QT1sYKbnsdhTc7wh^x(kQg;*dDCaue##NHV6y-nZLw77J%{K*_Xn^;E<6pc zrDVE7?czdHHW0w!pYvqth96~QJ$736uRA`4Z9+NPgtnGSIK3&M{lCi#=$Qp-z0K1y zzGr59_qiOHv{VHH9r`Zacazjr3wO-QDEdzEw~ErW8}nUP!k?$@T23S8JK=$yT=Z-w zf(qq9foD=GjD*P`T!y+Hwz(Wr<3$P3#Q2Z_b4u{_Z)SouE#=Rp*lL)oSu`G&N;uSsh@wBO0eN^1T7AxhF>eM3-)**$LonIFsHdYC_#`+npVe{in271OpU<+|I|?Zx6DyRBB?9FKFLs1kmu34X-=KpZ+ zPeOQ)*e#}x+fB`&i`&~R*MY3BOjI-fZlKl%2(#^`CBTK}cAJddx;zN7q`9Snc#ewdD_H&)R2 z&mTBFoEH92kiJ}*n!5jQE116H3+@KD!e`pw4<(YKr#yOd$moP*+SMU;W5^$(;I3WS`TB6~>52ouNz|?OWw)=B%-f_3j zyqmr|`q+k$@v=-NLoUc%+)$oZUV1i?qrS4Lz~7ZR;dzyWe$t)$WA6qsd|JZl@{gqJ z>#qqU0qHs|J!u@t!FLNVzn!fUyip%2$ZI&U$$Zlwk=NqYL~*QQP%O=k+?sS!*=*w{ zyByNfG-FoT>HDVfyql*1(U4KY*P0pTJ{@~;YRkWgQD*rnK9Wg?|MeV)ou`#Cg8fiY zDfV7R5gDANOvAE30BQKk%}(A4ZUt?njaYa*{W~0SB`Z$Yh4*8wL@*cU5X(_fRDTX9 z$J)=sbBhY5s`gp&M2R3Jymo@f|4PlJgHYhPFjZf>-K$=%P)<>?n5Hy0x7&nm==o@q zKGMk7S5VAivo|76=zec92Q))kUaNEWr$r{E;wv@rwU2Ea56Q|xsq;b10`e->ttjB> zH|Uxg^S#l*)pDp~JK80StWvM>B3^hwQ-$! zhMHJAee*7PROi=y=*Ykx$Li+?Lx;}t!zz4!7))&ehASEP+4Ai9X1Uuv3;#TL`4v$V zY9a?1Iv!{uNA`EUrR+6e;?zHa3>b%h=%IibTZlrCl%S|=TG-E~1%@BfA2VmbMm2<> zq>>q>SOCBWSlJ{dKQ+1!bhPx&;HWr}i#E`Hi+?K=*H~IK{&;8=Hp2c8^N2s>qm37t4L1{9M{e1+2!a0kF;Bm@*kzV1I!AskDbgpkc;_3fa6n)%Z zH?Tsa<9!=)xMNgZThntCL5>VG3(N%=fKKj0lxO!6T`B*&>Bz)kE9-no!eVnAr;tA{ zweD+yN=f@9{%iZKi-|ThLq&L`A!{}ZUHYGpsvVqCYJcSIX<2f=v|@( zYneaT!Oj5@Yo*zxkj%e63SJ}yJ^Da+UP{)4o z*&rBjJy!mnngs`lF^vDxt50E^{g@~rUaK?9p)iLvw)u;}SRtmKE4YY&hQrEYC=cTq z%(sw!Aa?!WyZ@~b<~x8+US$XX62Kgb=-H&^T_|ITn~tm&!R4PX#6Un1fwfmU%}{5> zvgf20wF?O(w%=c?-gazv*v+109NjI$^)#T3y+4jfeW@(?sV()`)jLSue>Hkb6MM6Z z0J8_4oOSLOdGMgI7QCbsRMynp^*|Em4KVo=?D{G(Gf2}g`EGRYsZRuZ$%1tUX<~iq{$ZcdO=OKa_HFOoIRRqr^%7 zE-x?V_}%ZvCjA;=YPC7v9?C)zkW`8je!itl)m2tf`oczh*h%Q(qRdFkATFP{pv1Gp zo!5mB(39`AP&$ zFZw^4t~x5p?(06Jq>R#`AdS)`ogz7OcXx_(3J6FuDBuv%$k5%PNSAbXcXxe{?{9tc zuWP9@_udnG@3RlI<@);%Eyra-D!v$Kr84uAKybbo7S&PL*@g1*aBwT{m6`PO=BCyS z^}@;qOFJ)vu)s;~rraj?`9uWW8(zn0okEj6%s(<%ZtsTsA}APQNPQ=96Tt6JEBn!j z?x=k(f1~MkplF)12ZjR+7tAkZ*jeD0Oq#lNgn(QB$beMuyRuHASOQG7ZBpT=Ibwby zq`*-nvW0r|obqv8A0o5{nx2TJNp?ykWGbc%>!Jc*+7^fLn~!15=GHo!1{knza&7&} z%IE&GzUxx?F{Bf&&9dO>1$DeBG-!ck25%c`QbHuAKYJmV8)tkE{Vv*tN7?o{m-f9D zn;)-Lt+HnmLFHF>j^KGBzURWat=oj4mC)J5qLqP9=T*GlJlTsEFVY?zo_-2cf{ieG;1(&6Q(93}14r0oHyW?Qd?3h85&s5>~?~@#hZ6l<98x+C3 zY4`9F3HcSt)FuvPz`sngJJ|$9#B-TdE5&I)vDaNGjyQ+eXD9B{b#_=HM3%YP?dVV8 zj{&bkJsnL?G#dDOR7^lyMb~$^G^t3p$-aHn1KM~R8i_aS_AxhBVM8sJGVxpdj{VQ5 z&osh`K?$fT$tjrikS`r%ZxAE<1s(>X+X#6jQDi$vSV+o2!2RYoJx^R0cb_ng#!wCb ziCeOQf)_rXp|rI6O|KS@^evV*)*l9fyjfyoAnG{l$K>N`!lCZ`!wVi3L?}mRU|=q& zq}ajZPBa)jKM4&V+&jKseI2h!HU6Bm2wm#Vv2Yk4JSEy z&|}?gN~4wu9Ngc$q?W75qKCK9Y;DQofeyNspR&qnuV&_`*>FhTHk`(Qp=HBT&~8^$ zuP*B?(jyo;-t6f9^UGB`^bw2seTUdzH}b!{g=(cu@?$*Cvym@6`r5c9)c*WvOicV9 zSi%Xt`$UHXE?a@FX0!R9{K5`kVi|^-xPAQi(K|1Rpz0pUOkYoL)~oM@#~g?2M!yX0 zNVyb&lq_sx2sGKrA06gL*7xjmv5 zB*c{7%d4#-x68|oA!{bqwi`d#Ucc$LEh$by&8#)i9=#hVmc*(o`Tn6(_^r}|lgiQzyr6=mnVr_ul8>uY%lry zXgm~oDk$h}M&gw=iPWa0%n{9R!M!5dYnV_{LtP9Y7v%#(nk(#+L{Pqg+P4MwVfE~Y>YgN@Pescs3$3w11iwken zIxh2e$%3FvrIq={hGT)f?*nC*cc00>*PPw`D!k3;Lk}HT5Y(UazG+`R`tf+T3HH!g zSy?WifCRK%EUsM;SPsG0XPxxBoF|TcZ%|^GUM(QdMPl_s!23X}FZFzPHbt-E#3vfX z8Zn`+_O_1ww4rZEfYwn~KtMnm#(x-aJN=um3CrG_-eFI-LVl#`)jX?9Xx-xNL{kTi z9Cm5_UVk>{(4ap1aozr4C>znerh(x)V{hfmNCQb0wo6NHi+Fg4{QD#!Ay?a^`S#%} zFrTG(jCrD%fCB!?C{mH7vDL5(?Q-9c`on_DRoHtywF194ca2juG(oie1-gGH7uI@N z`}bc)#GyU|_IP)Lhy3nl8`5}+k@O7xsp#V>dP(a3lrx%PX%+=77KUa+qPe!eqw9qd zZRRKg5HcZeb0IPZdmFb2C!14LL*J{;K}A%v(5E1iq8}OhWy~LyWkS8b>zPEQV=Hy} zdNA?9%tldZiEGEK?sV1J!4CocL3weuuqv2DR~Osj==yliW>o9umrHJyKO`P=L^xD^ zz3GD0hdbZ?pa8$ffWW0FGGmITS2HswPuA7O7Q8(}AXeOeyoUF2*9963)%_~S-S&S_;7iFT1e^wl2Q|~u|Koe4qH#Fx(YVXT&@FV`Ha&f9M-;b$S@>NLqKY|Os zp@OzC>krSsa}kh^2a~u{^Z7)Qq4)N37$tfj7`Fc%Il%67v1igA3QcCuJneoZ8A@@t z{qbWAfRSl+&^j@`p;w!&si7h5zaX;F3=&hA5^B&il1(KNzd5(0G&l8)g6wS9wvg;& ztHmqo66+$C?8ca#Kv@nG+^*o3u=GdIosN92{$Y=vmctGCX!Hwk1769`g3G#@ejCli zRft3dZP)K*ZCYK;WS)yCjv--BzfF5z@vkCxEBV*hNvA<;MNYd@hMH^a&iy~=f4JO# zv#L}u@|q7L3}DwaoCjBHZa(CeDg{do0&^8C&!!q?AJ8wv!DeyI zKJ|PrjB=ZJf+89*jPj6|u=;KTm z@8Qp7KS!oNap;m+$wq4C8cXHOMHlYd6HO{{NRw+@n#3bQwEG-a31wB; z&oUNx;=3Y{QPKJxixr)j;E*mCugM8Sh0E>O_XGko;FEGyW8fv)Z$Rw)`zhrKnl3pR zj|L$vnhLkGy7K!bh825jqw-%irUlCSWZayX3}&b`3XPR5F4KtOhQP^x^;^7ToP<;5 zG+4gn-`)9c(GG))mNy5}`rLKjNn>oI9SJ;25vhx^)N0(>3G498J7xmheq#RMA1faC? zv$Un7pCsf@|1RszW+hi?ldrtWQG2sVirmksE8~YhAvdCmdUt zIPm93rtwy?RY$>H0f6hG%H3GV(-^uTLaF0 zZP|Y9OylVf#Z!ezmdK@wEzS3r?J2TC%n=ktpEYWtT$Fa!4 zd7?DI{2Gj@JB^f{L13NjcXB>N$Wx-sC#R;KD7?R?_I_Sy|E@m@Wv@$Rats}4Chbe0 z&HVX#0%$)Nb9pyHmPISOBZOnNhj3tg(@nuuWImABTlJB=&jratEN+c8`chq^y-{!M z*}DjxNYrnhUrn@wEFrST$8~wuUqm)9?4_qDwJWFV=XFH0iWtjpQQJN*ZnQTMih{@0|E~q;#fBCA#6Y6Nx}BNvbMV}%uVn}wCeZnsbpE$r)X-;|^r;US z5bisajyjVqRDhp@_?66_?^mw~zUgX&bzh zK%BkmV+TPJ^{3j*X;*Mh+9Ivc-ObC>6+xp(?y5X(7PMeF$j)?4v-444Ct}9nyqK-| zb|Bm1p*%Lbc&^NKgXZyPiPQ9a&IKmw>KM zPQslg1ZY4HA=I&1(CF(j&1Q(oVj9s|)a3Jo0JH*yZuQO@qXNC%n1dNoL9f}wUIRcD zV_O8XJaY#UKpn?2dQjw~TVtyi7WgFaP{jYPbjbf|=E-B?b@JQUV}N2AxbE~;%R>vl zQuEF9%wtpP4>J$mD*2#p=i8!SS?l> zsjqZw7P=Pv%jPs_Aaq%1F%Dh06G!PU&;+dQtZg0aC;lYUV*&uizGF((>p+NHIfRH@ zOetEO9Y9vml!ZZN;pGTwI9l)*cCt?y5abYuCLwgmg;{@gO!wo-Io_hbg<52OZZ1!0 z&d<~M-wzqg5wuPXB7pyd0vX9jQlDG}1A9X2~(&XON?#7gx~ec1d)% zM*TB2hmHykI_uj}_k)mfym^1AuF|7xY^{FJtAX$g2u`2HjDTLa8Ls@YvJjc!&1@b% z!(!#dY*OqqTqPA$SxCm2?!+u1P9O*L#r@BvFr&M(v)xDAQ&b>>23;gz`NSvP+hd0= zU-WV5oStUV>&~Oqp0U(npnr%?w&IW`ffj@&UYEN0UG{~3pEMZrYpWG4YI)qo%Yw;$ zXSUbXW$5D$%^?-&$O(rnId~k{3OvH4wfs&cI9)uUqv_uFr?s1`G4H&jG~#IyaIC;M z^olGP>MwTnE*nM|6$D18(XO4~S!A;;R%g1J7~=ebgZ=PCG?nwTAyPXurqdIk!gvla z!a_n!87^mPJVvWg14GM0Azw7m{)(hKaQ7hxb}dS()(+U-+)&~*&iJ*6(GJ-5_9*OL zickWDZ}~+ZPBwSworeFaCeGeJ2w3%0};VT6Ayoi`kf?-1Gz0cr<;Il1IP9+dE_Zu)9Jv}GTq>f0a7K? zK>DytnKKom3|30ZtTe=oS)RJ<@AvInf`yc#L~VUQ>KQk|mlHqiD`zTg%{4xkvn9z7 zyEl2``%bpUq1i5l{JHFGm3>wJ`urGZjIvGExGf6{i{Dme7!ix^NAtm-|1yIsJ8Jvz z8z&#f@w|w-uUl-mVsXdphuDpXT|E)~qfx(6h9S612iR!{zVs8MW~}Pz&2u|Pkw!ID zQ!DsN@N4v7Zk*d~W3Tk#_^(P`ayolT)H5S(wXX|1C4$+#&w(7>Sj$o#DV4lIU;mzy z=r7z)MvTp^$soTG)F(oe_#%c!qa%dm#C}J$6`!tO_!KW_BLNeRPS9BG5!LyD5}uUQ zc{E>c*14Ob6cyRr;(`|sn+6%$q0VbZ`z(TmQcoDPbaTg^YPicEowf|B05AE&L4*1v|pYRTQh z1x2P3uEg)yjqjnfdq+e;OR@?=pRtuKEKW;-PtVgqJ}33J1Z6Cp6k5#$<7pE7ac&&FuR<(`@} zC4zkFg_KIGL4ze2sd;dV(`u7&yBlpsLa^y$c2}tXRR*pKF0`mkS&WMy6wv$a%{kk< z{|Zg49r(;p!_Kn1Q=rx}hnf-kQ^#+S;zV8?&zIYe^9}EP!SeMU*{!zEcjWx@CNA!seOzI#RlHhaf_VREl-T6-kY{GoE z*)m@lv`gOp`)y^x0?4D*?`(Z2cHT{ca(|r%D!3bqxBt_2i6^MiN;y@0*(-BCw}YCt z9eIFCjD)>Y8)6Y-fl=ilO}F({d29K*8YSGzBK8SLo#O(>GJoKXT)8B13>mMnI{tn! z%Mi}u&9p0j9h~Nm>r<~FeV5=dkH)@bi_p1>Z@4_sZCA|z5$`X2-FaxDatvKT)4(K-e1SM-0OzTz&c8&{P+UW5cmf#dEZ|RoYB_Ydz*g z$X>D=L$WfuLtaT?p?%8wWj|lI;DPrJAVHb&%f^6}P;k2f-Z?#2bzXYm6IT zn+u%mY1%K;R5?Gj)uc2u_(K&dlPf^A4q-BLB0;3i5jqu-ijR{9sAxDXY50ZqJ)q&E zX($Vmhb*8>u-+WNa_`-<6S{FBqi<{@z%~D2q9FUQ?qS8=2hZyY1lDiUy#loS3M*Tp zc}Q@W-ovs8be7FHto%|c^RD|2{R6s>a5}D%OcH0Ut{&U>r(L{HKGQ43M5(7Sre%2OD5 z`q_Kbcd82TZ;Bjlcc>!-QW2;$!&`Hui5lb8cUL`XPbeF-o6CReEGB;cF*_UBA2mi) zYc$TTsqs!#OeKRc0}&^)p`?IIgF_M)+{m)>>?a8gj9S}_*dwsnjyw?mce*hy8C0Iy z$Y2+K+1u>8aO=K)^TEmw8^91MeU`(FNzqQiPtP?!vkJrQ{jZLS#ycTIced*3A@f6E)lW^z^n~=^`^)>E&B_)gl)t4Kyy=sg5goGWXnokLyI|LHiBTv7Ljw*6eD*YRWX2bhNLeU%I0 zV$SGh?yP2<9uG(O1Rc2+&fxtIov{C~z`c8J?x?j$`<$Auq|_ZVm#!Yetc^_5f(jg0 z-)VWY(C#o1C0fbo{XWgFkflb|{!!zwQ5JPs@E+<4935KhV!3h|UC$2uXyxApmGVui zaBOq}KE|MK1)j~#sV4+{4d9xyulf!xh=#;Y%^$sF;u<-g_TVy6H;w9HW$ouu@x;G> zW&8t~1|zZ*`l=!oy|#zRx7Qj-=1#|aYDMlW69k#5;EK?6dM~l16($~BVP?zh#`?S&cK7aH8u;i@FrRFszziF}`tm$3;>S{S zedIeGdYtzNJ;&Bpf?8*d>&~ds*~yzo81McSt{hb6rrqG;HAfKb@u`|y6huP42eF!6 z_)MQ2xoiY?zV2zoK9nV$k@`UF~})&l2#Q?UN!G8!h}ttTgM zyf&5PEA8h>-U$Sj=TYgP!jRjvHOd(SA?^@nc#Qq%fh%`KJ`WGiP;7~J-vMnTwLZb0l-1+b-qE+vGl{7ZAZt8d5mBn{ zk{nh4J)cq3&B0i>)X+EBVA=a!{cY)|mtF_^XotQHv?bOb5z#z{_x51eiz0B~ew{^o zH3yc8Y;_k-t$x=OK)+F4)9^Y+u5RV2tB+1S5E7o6B_aFuwL6br~R7ECHe_KQ* zn`0SdmDk{*HD=;%x54rGMz?e6j_2q!+VO-s)Y>Rz%+%JnWkm(r&&#Mt7`q4LA0Jj3 zZfgcbikJ;+(zV#l6hWvh%@l_GaDqUGj$#BQ^ZEY)mtXQU3in`m1~k@!U)#l3D zzaxnqjNak`_677bTFN?`Fdjm6jmQwHhAv*CcqE8~_0iVyMin<8hKdZ}@J)LVa0A8- zehm8TE^|+e?z9aT6D^0f_GV)_9Bt1#SArPdaJR=1pusz_IkG>IvfKZpl`VF|{lIO> z!;Y^+#&52?aGZ?}ZZC6Ilbh5CT=;2Y?RPPN<|1V=TDj%;=?s;i526#}sR!;qYkYX< zB(Aj7f0+Jl^oD#6MH*-SwpkJtr(iJAO?Sc)JY>-IEx3+CXG=*B*LlbbR3+$B2Fs@h5h;k zPm}m|JwpE}9ZIn-;ua}!Kc9qd{BYIPLODW`dJ44JR*-hUvjDM%fw@^AmJI`-9o+?O zg;n)$79`HJ<+&oq_+z0;3$r)?YwOWh?!xUJEzwzR!$S|BD0;4T&Wr->DC}dt&SV<) zvadz9+_E!!q@iC4G*rq$=~Qr@1R<4rIQv^pV_LYrOc^Z40h%sLa}jy*=rr-~-oBeL z{YI0?BDhN{yDeyx;Up*j0W4k|;>)Ts1Hya`z*v|D85+UGpn|YC9+WDL9q=O)QZ^@ilrW6DRfX-;t(4^3|p* zkZ~&H)dZPYFL4E>N*w0ibkC9SXBJXVKBC!W~r^ic=a{$`zzV3u5lt< zG(sKFJ4XC1fWhB(?>1WV$e6@DJwS#P!L2h(=G0#egH8%bxLTUDbV(Fbl=qatNe)4Frbg=;h&K zuzTKT-akJA1vpIEolhx`K+!UW4;cWZAMOvSU3nf04_)7fSae%-o_B<_4fYS%*x4h=BLDR+liaaQ&M=V` z3v_%KMFW;DJ{x*(?phSqXpB|Ucgn%CY<1P3FIGQH@44IM2}2?xDqzZo+A4nnwGwD~ z$M?DquNI{*QthQ+S`G#Nb_*-5^E@oqDJFaExyHlxFq(F{( zZX$pk4*h3DiNN***>SUINg{q?spI?0#m9%+Lyx^F6)ml#DQ$2}((mSDLJzmqVCvY| z!|mC>5@L(Oz}+KQ(UJWdEbGXH8LJ0J6ZIuG3j;%Qb}fGARixCLf4QBV!gZq7?WMlv z+CNIfuU3JHXuOy$Y3hRO+O?XD)NvsM8y55r0$y`*jZUd&pngkpZ{}NKe0=DZYA0Hw(ajn%ZBqSm0YWIp$d8Psa-rIV0b{h`7K2D z6ZPa+EoD?-ZE}VG)SUjgLHT==iFs8@WLi@c+ zHNBP|Gs%V-hn8Ao<3M%=dc?YVx)z$@`YMGanf=5a5}m>8>&g??_FsQjEOxE*T}>># zD_WliEGqxPexCK6b`hi3dQI}zICHQ%yn3jm zPx`XxPmK2%s_4*B(6ONP#vafD#-7;bv!0<=CpX?I9fz8`Pbk_n(s4P|J;%;DCG(p_ zkA7AftN539Ov?{`KbO$9N1c+ic-pEKqYoc==I>C7iLCIn~Lhv)+N=MqsI*`ah2mW+NkU6|kpqjHR24 zpna=3iPK*W6}ZfamyBp=61bjA5V^hqbqK`;q}yNCQ-VIx@enGq5WONL+ER3~URn9; zh*`??JSG$a>bDkCs5^5X;B}WauIG_E%|(IcWgY9oAqk_C@_H~H+r>Na|IvS%yvfl{ z1;k`(qa?(qff)48LLoRVS~!qrb5-jm$ks?TZF`DnAeu7!nv8=gg(CJl(h%B!^G;*D zf?9ed81X;Q3Jq%S2U#fSW8LeD9hjAth+l2y0S-GQ?>^ds!uSMx;K3nWk& znVo=Rl_um3!k^Sb!S#>&7ErVh3}r&5rEC)VW665ykU+{l7)$%f+PoGD(0K)>>)Y$g zVjhQ2FcV3>_64IJ0x6gG!7Oh^XBS$k8@53RNLQgVhG_1|5PV>ej}7in@bS4R-+21M z!k%vRFjM&RN%?L2!dcPVVm9!;w+Ma#kO1T;VrCt#!(F365>Zfmmbd5h#fiA2Zma5t z|KjU+W<~XntKIP!0GVKx-ObH(evF98$8At0`slL0@jl6F$g+gWW2rtrI*r#$BKAd- zAPHBKIVk%WGOA0xtgDYwKuB-u;`p`|V)}-5I6tzeu{Ir)hZ4p1;ji%VcG#QnDQbN6 z1YP%?D)pjr@?IZf*ljjjfNN1zRc<0f0%LSek3S1hGO5`Icn`@%$>Q=pbx@bye?_h1V&2XA8$aU zWL#sC2=}Fo>em62%c|P2dw-rSx_+DRUC&F8u*GMA^jILzt8UZ(7v|%X?t6+-TDs8C zm-ua)ajSv(Gek~_D_;jHo>HCJph<{E)0Hk8~Jj$?TiJBu0C=`vkrm$dXc`-!rTra-EoYkY_j?!J7x9Q~SEVuwInb+pG8JnN(;s$a1atmQ; zUiSxXb92yFd~eytj)N48(92PFtY>J{`wIYIZjnRxxaWD_qvx(Z;lx@>IAf4A{6}|G zAS;8!>~pMqCY9zIHw}-!!gS8I5_VP;0Fh9UjR?)=ZqKo@cuFF`_i}TVEJXu~BKw>s zvqg)JKt(-Eg-craA?cnmK}12{xwDS0?`?zx1x(umj9GmjY~ePZHWfCre#*M3x5M%t zL-2bOH-pH^tO!ez32Q1@)%bN!?ie078JCOP&FI$038rQqmDYW@sQR95Q1Lj=`ruv` zazY2E=h)H7d5YOEh!oO@pr^(g^HD*5BJ$+;UUpT;{QO|!a)59$)Nbynw~@xRV>e&F zypg5H_~XKyV!JB571R{}|5|{3l0uvBr1k-Wkpz+`fovoPKH64tSa^R_T|kJ)wNRAo z%oZ`>p(Fw*oAVPzB)dA$;HBV){Ui90Trp7Z5E_N=V<@gyV?`}3EfFBq4mv{o&6Gr1 zYR3~DL%TzwdDCl0`CtXI0)p=KKwyqd5S6;r^q&2k&iEC$X?O9g>lBn+hNiDNuN64h z-`25EoG2M3( zX39veURF4PE` zOaeit#vi^O12yofA_ZxGMXLnhkT$=)qQ@hrzj|L;fW`A#uo%i1R)) zz)zUy1fM|mQnfgP3G2}2ZJhHUli3YxgQ61G;UwHiEpl^y$X~m~va#qVQNl1~IAeU= zb4+m03JywO88u2LI##ZgHitF%bhI#^b1?tKp+Yvpsi5t#)l*9-ofo!VD_eO5woK^4 zBK#!pP7lau^8-vm9EdX`;qZ4;WF$xxpn6*!@cw z2+Fj;>EQ<{(b8M@?VT6jqTzX9$!^wPo%UhwuU%g1@TE70R6N+5J^Xp|Faf+nIvwIru&-7mk5*Yf^Tqyx&ot9w`F4j{mGTA!~qv0@AQ3o=Z zMof8Uis*x=z?mZmHN-^b*_HJaaoMKjrJsuSIM9}?ANCm)Uy)2)jg}3IWYygN^rys} zSSEPr_Lu0jhq`MHc76T(T}gxcwlDOPy^g0D=%>Gee1P<(%m)lqUoWp~h9ABo9)69C z5rDFaipx>{?IP`9zh^UHk0nJ8{yPhH;pTAu zZ3^lMhk}O3LrQz*Qmg3D)D?+@aTtWQf>tUh6Q1b4+3L?+>gauboZ`lym-a|x=)2Wv zr0G=n(=HaIA2>O`q$7KOV5UcJLdQC2dVnoUMg-iQZCfqgt&HP6zW8$DtGu_RJ)kU; zV1c78QI?%YSMCDh;J7HV&k!R4I0NY^`*Vg5_b0eva%~JN3EJ{CQKWWcz_1y48H3Ti zJ$T(-az)@%1$8sMMipyyDDu51Mq?B89z{~}*^$b3n$o<#m^)k*seKJ6EsUlTkb1_E zn5Dw>oSVu)O#EWgX;5GZ-)*z<^BcqaqebuyLd5g52U1ytM^ni#Lg~`G;8+r=S&WH! z=mZu&yn461j2`x)kJ_9=dgKmLtV(2qh%jX<_U5WAjbS9kaW!VT*-W$ac{E zJK1&;`S>`Br=&7`j%yjU=`H(!WeH+tBaKJz%}&z;y98sqB`MgfbXTmP_{)*;ALJDd z`ke;{VEg06f18!2(u#V={poFTU9i_^qax`S4*d%kxlC< z@2{*Z5!|dAe!TlA3zd8WxKF%AZu@B>RYLTGN`{O|N`(Yop{qK`Z*k^|XW&%3Z|J7m zT8#z4`qR;H;T?5({RB(Ov_#X$8_r*AMvsFc^yhcHKUx!H6N!qUkkabUU~<&l-;p4Y zH^`Ly{SUAjPt69Y1x)sWY+FViWtv zVVZpc<*<>Fk*BA(I>bixALxLP_S<;s+|f^YHnB~7PN#!#Zzc1kqs+0EPc#$8&ID_@ z7UpAnGw1CQP*R)3Mkly$Ro+c&XUWaPKQb(#ayUJ~VaVkpFHsh0XQGW#rB&6$+lPkX z>!hwn{=;v#XPi&c94KOu@QI z#O-kWOY_U7`(B@XrR%fV^~l6xJGUn*P2H!aP_s8wQLak zSGtFW$d%{1%t;b0a6{iG<&W5QR8(!>DfTIMWYPjWtV#wYj#d z7Y0SY{uXd)4w(~gfFfKY&>vZ4njN$&u~KV2`Www#=yfq`^gc_4j*L$GX*>Zn1~eX& zO+vYpt-%={F!`SuH^g`>7kfpDUfp%|qI+06#tg(ym)piY3FNq_sh=-NG?kvAWJ`Bm z97uX9e9P+;@+6Ul*=Anv&odn9DH0w6WwaLW+n8qzFN`>gio9nPmDMG}JF{O=F$K{g z#RrNd&;s`6;XRwFd>(_%w?&$?pAfc-tOoa>Yq012@*wWh-Utd%i#9Mi*t%7;dU=_Q znci{;H_~*N-6-0e)wh4IiDyAi61fasb`sK)&tZ;y3fo#l3FS^hK?jTxy0c>&7omKK z*SAKcQW*O`?X54-WrLi}^P*pfWZZ@|p+MV9+(G%0DPNw6ShyH%e7L_^RCyi~eBe#p~Xwr;o z*n&9Kl=A~U&E+3qts(D=_6RtckD}sxcP%4f=(rF|af|z984`ab<&`UfZaUrdACN2! zlRS!|1P5)Tq&lX`&3wp}wX`n5Zi4Rp%e(D|Cps0TqoAa4tOhMI>?ys^_NzZ+^}l}w zBl_NKvgx}F+L%4vc$=jNGmiSSE_#C)28U2mz?zC_k@9w&L zP(^wZ=oye(yt}sxXjtt4QJ2oFXLMvpVu282TmXlFQ!g5CDAl{`oY-R_(&XoEsSs$h zHH01*;Cpl5Fa4NF{hT!F>vV(wkM9UOy2hyKE9O6XAU_l zTiSHibR6KdGJmdzc&CG^G3ST%JR*VuZ(hW0CI|D0>m4iez1!%MACKDeYb<1{wldqV ziJwVa>@mwDax-lwYvr{{=U2eQ1nGbza?fQe34puM6rfsnj#5!?HOC2X$i#-ZsUcF& zBM=Df_AFE&@Dnwr&-)!T{LVB!%OhT^d;iY^;CRKaY0A>+y^p+A`P%(4L3i&4;k0tl zhm6Y1<^lXGxBVD~!{!?xiV!2{%Krf0>T!EHV#jh}UVpl){sSPVD#)uC+{0!&rA-qa$I;$g) zFTgYIaTS&zB*07z!vxt5fiMYR4}$#GZr9$`YLgDi^yJp%_6EatOAAs17sxad|8QGr z4bbgtob|3$ALE7|HIy^+S2&ak`Ma8~erJfi124Yc%D15!bzby2!$_9#IGDun*R1Yi z8Dp7Iw}8*i3^E0JDw9V;O05B4%^o|2^JsN#ab6Q)07X}e z5YGRxAqoDP*6b&zhkAuO`eE4x)iHz1ZRTr4Esx!u`;CTP0n6}#Z=aOk!3eU4lMlP= zj`~**TF*ZuluuTS=MfzmJzU@sJ`3rQfP2en&_PTT+X;%LBpskoO&@surMfoqGk{9A zH?xkJM1ZlC{q3j@*#Ct=?{(t6banf%UJ$3c=wGVNf(mRTiH)(GmBNj&v6|34+*yQR zO_dk&|He+wt|Y&7u7X6o@OoY5y<9J-M-uJ#QHA6j`cEqx9Il|%Q!%Wjj&`kC%_e-8 zJqd^1_1-?Z^Hvc*CHrg8?9oPsbB!XGI*8aG^d`li7ltB@d023o$d3EM7Wd;V#1m<8 z@iimqL?@|jbZMW*N}IuH8Oa82a32c>?&Heoy(^rPJxupE^D2 zmzm?*aeu{OS-o)6P#CJ{${wDXd9Pi0-(s~8aQ{WG=i#ouA;FfT_1ZdYR#l~(QcWgir#+b7&Njdm@#?|%+6FIN6nP_ny# zEe*KrgspL};#csKp=6HLvr(ldfuW)3wX@A$ryC$H$E;Vwyj;oYyws*s`P4#V;SpmH zZmE?rWUR;m_rAE=R-Fw((-st>F zf>su0t{STX&xDBA`H6#;(=<-LP1eIhyWF@QJqI<(QEwH5t-uM``yJ94vpjw051jcT z#{SynJ^R?Ys>Mtb{s&FJzM8V@U0D-YV{zb|SviO)N4@7Fqr`qj3DrHMf91ZY12VjAVNe`wd&FI)Zz zkf4jLru%0JtDB3p#j~op^b?Baq$D6{4@@{q4_(dg2<_B0cR3fn& zSY4%qO|%T|Gn%4o66n+YSB_BXxFfO>{Vw|VV_Sp+mLp`Ce|J%fK^mdv8fZWi0f(t} z&*Y)dSBFDHCpIW#@Vr8=WxE2ueyF7fADL2h4hWW}dEY7PAq=-cxX!i6)w*{r-T%f0 zNCp+ul|v%f0O+4+fKEU_z^q-?275P4n8s?)Qi=jp^6(#;qS8l7X;i=XhRYBuc*ElQ z7*OeQ%Nl}_Kvxjf%s()*FxF%vJ+PeqEe1@%upF@Y;eqAd*y1HBABW47+aj|a2mLvX z$_!hWfg?I-IOIPyXC(0%a=u&rJvM7us$EONY6BWXA>lkh(7#4(oj++7(aUT8X%Do$ zYz}i7Ezwo76Z~YnztOv*=Cr0w|Mt!O9apFDhc5NVo^XzdD#O!1J}ri*@K7-BdWaq$ zMBpmIvQ+oCKL$`E_%5N21b1Y=4WkK1onTN52CDW_wRKrby)y`af4?qLA44 zAlaz}g*#71Cp^7E#tibj{XTnGZ_~TD;d^r%n${vlVnzrdVF``5kg7F04QnB;=NwgI z6IL3+86O_LK3x5a;TiImYe>lTd|YejJC{`tj1CHge%Z%q2Q9wmJXfQ+tOnOE@}vnV?SA z6O>CsR67Zv@vHG=v*R#5Rdu0{M~~&8X@v`c6?uSF&Aef&nxL#^l0!Xl#H&DP+Zh=Z zy_of@5am;(%uq6!KxIjc%;cBej2wTA*-7lx?4ufUE4?RW1q@neMNaQsDwqo!M=qW` zNP4(7ay9z+-1aveo=)7_E%o7+vfkY7sXe9q(0&-u;O*+5H&NHrauR~b3(NlEsX9`% zK!6ka%e`>RWx9#~dj!I-Y;X2-i0^}f8EW?rR};qP(y72x2BP9wE8mfJ7#&&cpOpew zaKLEu0b%2Pqwk(9?Ru+dWA`EfV@Yz{Ak9zxR@q7QKYHa1_&1y<5J0N=%U;&EWiOh! z`DuKSo5|XMi%#Kf`bEbQaHMosBWV8Jw}Mn;@jdKp(lVnE_V`uxN$ug+o?JP`wefPD zjRLvaRi!pk<)zl|w>5~$MN-K2fd_S24!^WA3xRtm5APyUiV8JOW8-SF#qOKytmhlo|C_8v@|qdWqgr!`OVzOL_AkS3SxO8@ZD)1#uLnb_&uAMM8ov?7gS z7U+65teEx7T&R3`cU-8er$T|0$c1QPd&R*$HBo@zqm-(t3KQ$%T`lozyOcbo*M>C> zoX?{9g|kbm>9aV1tu3r;a+LJcy*ZQKLCmaN^N|qrfb*U6akjh7gw@!o$5FPoMT@GG zI9&i$-|mc)?)CB$rJ;p!?-M~OK3E$LSEmtv=r0T!TL?Oh@V**fQ%wF>RVw4HHYy36 z*M-Z@v6+mhnN{7L6hq;f6PBBMtTf-FLM2*$yD)b}zj<@4bwk{8Gc0?$$!9P5$F4}< z025$UDoyd$QUV41@)1~p-d046bcpn?U#*2~)~6AjF>Dj+F)D48XOVW2@qGVB(^W-9 z)j;bZMG5H!36YQvY3Y#e9=f}`L6DH{1_|lzmUd{QW2Bp*JMQtn_ns#fyl~dqXU7+N zZ!j%nzZT=orH=Z>6C)m6$0+~#etL%`mjq&dgB_Jp6*-uAG8%n}D@TQ`IAGj!zOelj z&Yy4JGR+kq)Mu<2hIMdnJeK0XJ$u4kNeVJP!=;EOit(_Z6U>%mj3xyIn+;#c7QIha zHQei1jv}1PNX$fQpacuvoi29S#`b-C$(_}MI*(Yc5g4DHCSSFRZeE=RI`0K(z z7&XVg$Hl?+j#k>exV>P3K#t@h22NdF_^(UXt6m==d!7_Gemidy+9KD>?cz(X{5ZQD zfHv!o%^6xesPlHU%qz1L|95*BQa*>$=sz2C zo|_80Sy4oE)@Ig(UHb?vwJHn$DU)6!X%l37xt_ITfe%Ns0|F|G^W}@9)3U?UgACMD zdeK5&L-uT&@Q>ideu%$HF+q$(ZA#&Zj67UDll^1>VFDi%(i z*(4r72@zGy`zQoSmK(t@-}^{7f`Y&yC!$>%;Ia*l?Yh2|eL)B$yV&9u=s4{zA@evj z+s!dthCrg-Go?}TLkrkYm_+^tD&-+khO$v1AM@8E>}CI%;zaz08NFd7F^?_^XJV)o ziOJpUy;v7p{%A~`p|hXc3Sp0nY7B9+dYUo{KKR)pD= zcB|E0?T;0zyD?^)J|PobOM4DzNpdII`!=POKS0CAWW^UhVddX=b9BTLqQN)w7Qmrv za%~Otkiu#>NledF&F^8-jEEgb6&U?aodiNiW%QhQujG-yVkoCgWVITZ#Ivq_p0`a= zHzSksa&mJ1TSs5ux`D17z<+_Y19fF(zgeRnA0L6=fL*5~R7*~RFiUe8>q}DLgawGl z#^3qrr>kT{_j^`PFj6-F*`K2lEHgKpG9Nofryb$VL}!&j;(w|49O&SkdHNodBdi(bPKa2L z0Wr3+OHhlo%l4992(h0vqn#>yN=?Jw-Dv=EoC*}kFtR$O)zU8J<1hduMe^1s4=-My zsgL~7RJf$yDl!e<_0gB@*Fkhh6rnYYV$#*UiM|C9XY-SK4ft!_l`1)p;1m_}vSigPD-<$8}iPf;9n%7xUBo=zD((P>LC0 z$`q~yO-(7_19poc+jiRfCG=UGUZMl(^^dX48b<8nq(O(r<$7p-V71+ma2i(g0KN3c zdsb5XaHr;Djug2Unk6*)Mtc_okQSrBgiC2s2L5fu7)DyWm`K_0JO*4NLqgD-{=myn zG6={l&|YXK+HeY#vD|hur}STB7$2nzA8IkWuYV;N2Zp%XA@T=ckmKj$n`XX@6*wP0 zTC8{II2%-BXq0ll#3^i;9@pQQpZDWoCXGW11sl_!`oEQ|D| zYELO;k^yeV#lJJYXNDXH?QeT&>N`$n&u4L@P^40NIqY+vg@*D3HKJkJ3xdW^K+&&@ zI_CM$gZXH6h^DHn!xV-`BfbJ(qhL^#(bDwEwQvn}%}bK8$Y0jJg;%_7IDpXnJMDXk zS&;DjRdFR(q&aA){bFc48q&;nL^|X|YT?4?{N@}|qG*LK3na?!jk$mUY@f5{tGFjx zb=-#nK@;bbZ{gI0)QHj%p{$~$Llj9lRYX+t-`;N~VS*5GJxfr1*s)kHg+{(@6PAQK z`MeIykx>yv`@tQuN)-v3Tq7c0c@nQz%?X*GlEc9K=9`T_SOvn%~E&+Bh#vyj22 zhneSvY-HG66^hyRUEPKAyaw0m^C`rqPgi8-YTU4}t&52;^1I&yt-)%x!Wp;B!)Na&FOES1*QSO~YU;F9wV#3G$`MipSIM)hcE|M} z-#E0MYbL2EVBWu_og}NOuv$}^-K(}KwX?4N?`NgPd0IB=B2_Yq) zmol*T{yWk<#NGhjZ0WlpVDfD#*G-nk0Lq(NDrgFp)w*O zVkF1tZRn)X<)j#_^M)LBDiAQvy9*5Bc?AVjb_P=Pb`A~!`$ehbUR&}13k2ETc--J@ z)gY8)d5?;~nD5%E%G&ZeIPGZp15Fv%bmm!WDIOv(6z~0u2cBe{5^@*2DeDcIWnxnb!{LF}?LlN?z7U`N}^fr&$C~N#kagKCn67*AY4{KLi>L$K&Bk=8&OL|9&

    + +

    O`p$Zu|?x2Gl7l!0|iu-OpogO1(Hh$W5HY_vc*~$Nrsx;nSZyhhL}WXXZGr}-ft8^g z{_)5OPzrK;opMI-9Wv^Ad%vrEA%QnP^RH>i0U$DS3I6~=76RZU;BcDPd;oL<+@3#5 zwUHdnXWG{de+&!y^}xo_PLe0;K}weONxs=UF2LCxbuGi7&kP#?I;oy5Yf{p7HEm;<+?MRY|AqQv>SxH)N8jk7dcQC}<>es}?; ziP`NiWA9CeIW{>h0KByOVWHfK`VDbY2aK9?A2N->1Irm8f=Mv!&F}zC!NFS|rb3~z z30jw=Zl@(WSwxVPz77I0FUjnNB;rNmq6sX@o&pqt*0S#^A1}L?uOAsXp`2j|_P#No z+I(k|wswv(m9D@6F7W0K$59k;R30URcNE$$QPu$)zG60eU4em?h;KW2kL9)sL@jh|G2A7haQlte#M(`0@2>5Bk zDN)*pkG4&PU`cFJDz7J?C{GimLo9fV>yr+e#uwk^ zk_nTnTKnfg>KI10KNF?}1f&-iYj`_APVC3$z;V%#&n?;;fgKk$R0v?UniCIA;+|!? zz(d)uN&FATFJVt9jH^0UC>ny1OiE-VNJ^Vxr>Uewcbov-9KV&u)oDyw(J!2`9&sgT zpiFo&DLY0eRdhiK6Qn)F^v+WvL?|v8Au7{^h;(5Saj-p%sKh}a7e(u&%j+Cz3#{lo zJw}Qb4Ma5{>r~d$Q0KrocdPpn;u-juoXzMWhIpB!w@0uF8k7j8-QjoU=qP-%r z)FEiOxue4a<0ZK=&_iGr5KFAr?^&Tz0j0^hhDv~4hNUI_NbyC?b%TBB;&5mOUeN3Q zgH#ue$46bah%;ftua&pa`zU#j#n>XIjmZ*E_m7~^ZKqH+?>~3MWT7IVCCVm3c)|z~ z&`k37^q4^tmI)puPt!n?nEq37&P51V_LmDHgjOJOT~de#QeN1NfR@zKBvAGqs<$xVV6<*X_sF9o6C!!o_HS2!s&QYTCpXAU?$tOTGZNTAs7XOGmHxhJrY z8zg_sKS-qMpm+f-sn1W20H}QIb)(VhK(iWX2S1Mj*-@IXYxtZ31S{} zaY)|@xw!UzZs4?|{dy2tW~^jWZ)BoaW-PJ(b`dKbbk zq6Evh;}<-}iLK{p1K%ES6p~b75QO#eNOmN+5#nRE69I4|_oyJ+O8_M_ljW z{XT8b2m&U{k=*8x{{TWRf)uJqc>!JY$395il7D0G3JX&Enx|oqd?f2?CuMvmj;@-iim`7tIYuNnyE)s-IB>Acs*Q$>fy{wK^;# zew@Mx2tB%ColG!2jGmo2C<_^t6m&P8anF6f=3(HIBLn5e1raZ9(l_5}fI~;5RLL!% zF)$03S9nSa&h2`jZL5de<#e9;p>!h15Nr>}=hAwGV}vJ&iF;(b1Kk(*#VK$6O0$M+ z?BI=X25Fbv7;s3WSZ?)GuPB=-( zgSWrKUxOTr*}mst+~mTFxwMNHxRbcXfLUOcB3@YHdS_FI;R<31uIjpd0$QUAqlq^{ z{Rk^T9}PGvD^ZyPf>?SR>AVBrPG@ia;ix1hCI~E20(D`8+}QJktwjW$ub5fRCJ2Or zrFCuOn6TpSiNXEkg0zVEaj#^Cpdi2~j=5bojwx$kH|R0|-jN)!XPF7E>EuV~)OXNfZ^HEw-aw@W?B> z=6Jz1=od7-B=%fC$&RhfxWrGB>1HA41lb+g->K+6N!|o0(Jb%g{b4jXQsd9*veflL z;ChCnA&PyR0}XN4L4AIrVnK@})7z(@pimH?k_pm2j+U>uX&sMoFw_7v7(=^AdBMxa zG5VSrTDtx)VYwg?WFq!QPX7RQJrCKGMO1ksPbho(m_SEkl1s{AXt~>t*Z`fdfy2oz zn0?p?6Xq~V9S&c8=lux%mX|yon4jsMp(U?*$E+;ar!YjgCUAhJrECR z$qh$P3AAcP0Is=C1WN16coEDIR1Tw|imc!ekiYx-bFd2o7w8oGrUS&1i3(}dE9Lq@ zw-^s#e6sssNe@+4ANTj*N>Gl;8MvYD$ljuje~uC*3DmJZKgCELQSxQr)>+Y%=`sGM z%Yo+NxevTb!^Fae zud9GfFb#H7K_ngVAgRLC`G_PYKZt-aUGAwB*LYwJ2r*zCO31GSQOs<|(dkp}Mi0ON zq<*1O6{!L5fC=#4y4Wqo<2r2$2BUFJ^N4L$n+}0%&#JZ;DOw0-0z^b}IoO4LCAIni zAUdEv{-iY|mlJW88U&b!61_{|^p29O1=6mjnD0toT@|AzS8j@!kdUtFkwL)*kAO4( z0N0_-DI8(T_!%5wCsU|!8c(7rgFrnXI=kx>r7qcftO(j9>C|;h{=!;HLL?0@=Nb4r z)8lpT`$CA!F!EwyfdS(lfZD&sG2m$pIyz#kr{@Dy;UA7>Orwhi4qC?6B*KB9?B z0#bStyq?P&6QAG0vmrfI#;;M|CQ4J<2g`r5P}&qzJ_oB2mLn(#2+ARmaX+!XAWnod zLZvVIa#QV%z>;@>jyITkibU> zY4yCiJ4Va$z|$4rzlZ1mR)Rhn$S#6O+E_Z5_WcgbK4u9le>C*t>6qwq!4T8A6T+C; zEn~WPj`(7z$8KZ1`dP7g(pGR+u{4Sj^qIq!Scx_6X*eE`C1=)Rs?daQLgp%k^^JiaFkp!nIC#FIe%in-^NEtUG?3(I^))z_<)|vZ* z+tQ4cWDW#gwK;Oi7QujEJXHWJ0(X;_+uJ4sn6~# z16rr&(h}I7;`=TrCZQ@44^dkj$w5U@J0yCYiCRRxrhP%76boXb6Aq$#WY|OxvMKGa zT3{<3G)uJOjwekZ3U=w}E+p&RelfoBfDu=TmLwzz2^u{k=R!pt)xjCU(o}EcSH1)S zDofGwjAWefm6JNt_QPyM>&K?*Y6zF0Pb*m3Y6*d}F|fEpo%$o2LF|p8F*^SMnK!gd z9puol)-qwI@QG8chq>wb%I|D)#b*fFT{ApoFJIYUeB<-i9WECq??vx(Mxht(nXs9X z?_aYB#txlIKVp(jgW3{&jDHyrOdB_@{Vf0&ASf#Dv98A=USe-g<@%_l zwPRoj6147OxsR$tvMa3L!ypy6{aQUFOho{21g~=(VX%O1{H?CIXvQ`~lOEqwszp5o z-6{F2B?Qt>*Q4VkG387!{{Uy{Fn|a~#KiK%ie~b^4`2SM#gAMm)LN8EN%T9=4Z06z zT)Q5N3E=0qqjMKa!qMFL#^E}t*dT~^Wyl-s@Jo;i@K44!0fAf~f!*wJ0v@aq7EO1! z%J&;$QLvY0`PM@ZkU`d?ZVUDi3jk8Or^X(w|_eI8T?@mKs0Y;o(!X)kpWHvq4DUSc7S2`#tST#rXgddw~+$K z)0aG1o zCoPxxAv(ZPC_ zyB8!K)FvH?Gz_4KS_x#HRq^N=I({bp*?rM&n-!0aIrLml1G@<^!lJ^q!rR0ze?W;q z*aWrK9trV+(W09b+VLChlO-!80$4Ta2D4w16bYs`KHj0i(H07z-NPi_X(4S@eefzE zjv}27JmZAWDVRadNU?a*ncpk$RJ>5H|2dELv z2_t|BZI5j3(!Xo$zL3*5gNbMDgKgt9Jp;8)UZl}5b{ANb@0(M_L+-$-KF?$Kr3Lvj z-J#Uv>>&UV(4ONb?8*-NQN1^8McwMh#EHvR@d9IHr1hTQkl}bb&qSt3bCBT~*8$c= z_4G(Z?Wa#Ohj$ixJZ-H>7ENpDT(Q|}NzhNuP*9O={2!lEF&jDnw;@v{Z&DEb3o;6H zEK4Y?@ERM!+VDy8{9spyBEoF6AyOBotF5ULPr!${1Erj9fl3I!_TMgYH!ZBdETEWc zN791JGeAoF7$Vk~L!=$9G;kARm5KP@=o*S6lImw>%2zyLI9u~XgM?4Rk>x-FPU1~N zt$4~NO~sSN^!4m4M4ozJLm5~OqEqO}>;ukJQ|cbK4EhhgzmM~UVDAzLIGHmN`+Z@G zBI=bT4ReT|AYK9Q`V$)fg_TrHd&lU?Cs96dpuR+$DxgvldU*N(@eLzO90-Oj(-p9+ zO)2ONaA`^5%2oFF$q+6nq2)Ak8V#8lii7${0!mxSuET1il|)~g_iFSu!;I^F|x$Xs|w{8k6dfks#t8t|E67;NU(o{fMv!tf)dT_-yVOSs^Hxe_%SdU&|jI-SRM}mn7?LZN{Mj za5m>~LO>T3Y14<;Kz0LB(=`;o^!s5os}72<#AWbE#+4>w?mOQ;h^fwaOy}_XP(FM* zWqz=qMVRgm0{T=cH$miM6z@Y~^2_kZl94q1qo1=I1jO?i_QcOgl$`7)4|HH4jEN#? z9X^2Qe1rMGL9A?$jOqcw1xZ7qg*~uvRK&tUeb_s>L`4dPV-6%D(4t_yQ{*t27e*l= zNk>xjM+O|R2?@ydZ_vs~lMqWh44b3qIo(E~B>XIQj3`T8NcS4%FbGDL(O>=c#D{`& zB1=PEymZ5voJBHFx+}$f@kA3c#4qn(NqmP8vYj=vwBwjerwMv@j@X!w8iluUeD5QS zFTFM9M(3YDyqrnY3YYDLq)dI`y?GXXq_{&#Kq|B=lRIk=!Tq0TmNZHrlUwfgpQ0D& z-)9vFg_j!saP={EhX$f`bTL=_W%L5(M)`6F+fS!$`kMCOEl6VMhgvc4~16rGUutluWz3IdEV+#!KF0>lvUqjfDyB8hBhoXEYFww(p;o zOowl5G!ze{Ig|~oWbbVrj5f4ijurXqWh(#G!Udj6PKhcX{PvCyW^`I)639lH{!Gt2+e`76j+v%7(gWCa+MIfWAN8H7bYg{e8EDfB8T6Cm3 z$(peCzntK3geeI(VXXm8o`y8ab?lwT8sq>#AaZ%u3c^5tj){O%^@)Kxt9xXLj3kK- z#L^qqM!;C^6*m(PK7|AS0El~lzTt5d1Kc`3rXWev#pHVZ1oE&9n)%)lOc505cN-Jm zBFsw>BiXYfdEg~9uqyHR&6p4%>5h@;I2}(Ts;;%aI5QFhl$Ju#o}MEMI?bh$;ekfs zVJ85&H@+Nyo$SpXUmaQoqi=zzdoDjMHT*eNj~b;K8a8Gj67R1`-uXTDBo zKur^boxXjE^hVG{NT%3{2U>6|Bmf~;PDHu75&r`?9+ae5WherlolZDt})hzAbYivu@+{98YY_D-!UF1n81w!XiN% z`(#tb3Vn=_xhaWI@jCwiLx8{l-Lv>FFloVbkObJpd_FMUyllWAh!11?E2vU|);1fM z@-ufjU=AC4uuRWH30L6b(rQUMI3APcC?R>Z)Rdl%O3s3KG33G)GQf}LCny`K1f<2C zF9HIP87dT`u;dJNqRQ!vrx}|StsQSF0gPGdXa4|l%EL$i>EF=A0CY(@>jZ!u03UBd zGno>#$3R?;KAxkgBV>Ehmz)U3O2kM;cP1gny2j#wR854ntYFH3x>-nEZU?q7s6D^6 z;$NnD8yZfg8*sE)K+H{$wT99O(Ims54uB80q-s>4!?G#V;Do9V?3f4*d$G7rA~W*vzi<`M*d6XU=ukT@B^s}Qv=r}5p@hERq@cK`!gf} zZUjEvCLY;ic_?m^s6*LIKurgLhnf6m1R5la1a66=W$rRMG*Rk_ia;a?VnQ0m_;Zm{ z6U{O!8;{XRp)%A;)7c}t*X!OUKt|;n_`(916i!w4-Nk>SDaA!_5>6x8{;omfS~d(J zR=f6}O&N%s5O^YqL)3rA5&EJ~wg4B;)e{36c{ry7N%FGgiY-Wg)9-}zQOO?v0ImZL zH8m3%@{zBuH`#I2hH=*K#Q_Mjcf^o?qfVPhHleK#F@X9-kF)(&AzB4|7mNA8ybf${ z&}_pYv-kxjEm>@kh}z_c{mf~abxMG#WpWCyM2Ucs+po|is2y4`f62_n=y5;L@%8Nj zz}=Bu@<1sLn+Um>JE(urrZFHA)f>%oj~oU~M3JcC`+ut6fQfbg09C~3B0b@;t@rg6 zOhKqbRZXEcIBE$f{(JtnCJx}!jh{F2MK=1ZUYXp;(NOg%0guO6Y!&l!{*P1@ z+9JYzr{4wxUe*Wqn8pF zi*RTMtR3Uw7-P>Vx!CuAMgd&}zS(66gm6LpkI;nB-f95b0c9diqDlUXz0tlCo;DGf zh;{2f>b6lWFl->gVBSZX_|$z6&Jr@>eb0j!WLFVcswNsv!}Jva1(XQ^FocYko6S=a ze%AYM7KU^qCzQ$T*QmKW8}^?g)tt#`yAoglX8^>oGDlHhbmlI%*t27^TJu#z?D&`3imrV$%YUnd!b~@JMvzVCm+S~@@QMBj288yM) zT(>6otOWhOfVP9TV)Z>7fCE7XwnCExR4;azTz$;*kmP^Sr@8gqvAFeM`=%R$B=0CE z?fL{xS*a3)_}|WZ7iO5B5&nu}8MI7s*CqBPBjPpws7NO<2{5TnWZs8($te&UD@!DJ z`i*ecr>|q!qH@aO`UZ1z=C2#!(Iyd8!vWK#Bd9O zibRJYBko|grd|Z+TtYAo@Jd?-8X+l&Yyc!N4BRgAkG5nmL3=89=iV=c_6*~JofU)I z8iWkc)LJQUeYcx`E3OD6G~9Q+Ipk-S!GABn!vlZ;VmeHt8D*dx!1V9eEYCfauK7+U|D6pt^YkBnN}g<{AShyi){O8SX);Iui1? z3wLL$du1`|OgHLC(3r;z4154e_>06;ik|o2{(`W#R9Y$JI5OPuULW#gz#=Gev|yiN zr(42;9f`h$6VCAIfvr&2SUp-m_Ef_C)*s zglZQBQUw9K>3}dGrX6MQJrwr(4XTHnK=M*+J+N)-#Z?{lce1RJzb>lkcqIq?$s{U#?56yp{ywWe`g1Jr(@7`WwaAgX9SI)*IS)z>J=gZ^%gYaJ&{*phi|n55@T) zI&T=u3KGRziiy`8m?S8LJ8$yM6Nf|#k}u!UWiM?h-@Z;gU=egAOEbfGBGn!oIj}=? z!jrd;Kv}V3Bu-33OpA8o+-Bu6uI(t>?4uYA7nMLz>y3f|0tSbe^pXOIbksHf zB$ZJRzq zyk!h_RZtT__sGM*S{CYycBmQS!JejN_s!;NP6D#uf7-Ci3EPmGnyU&LV2l! z&O;4QGXeJBw0%I#0*-*S$T67cLNFcq3%ox@JrG+(WyZ(rCSD|1xEnVV_QM{N5)Bq7 zd;75+xp-d-x-{auP+l>5`pf*%z~DU=16}bE5X4ajeg3-Ox<|u5-~+McG-K7i{{VMk zoJbb2sub-%peX4VfR__z&}9@S?Kr<<_$Tgu-Z^?+LFn59kz7O7ar!#M2$&^%*IWok zt4F9;MUyC0O@N*Ss6F4V77v#Rd%1_MN)*(+Kv%(xM4JdnJBR6hkNcRB-SxnDb2~! zIQGtYAF#iV(zwO2>t5LRnvOCS(gFE;uKxf?7=ZBXmthmnj6|hZP)YUs=ku?%V3~ns z*biXA^M#-nf)Cplm18MsMmeL}e@YQu0=^Fyj}S!`LJ}aI6HnIW62M;d1O^G#!wV4YvXwhm4$TldHq<#r5{jK z*ubiuI^%RCOYBJV`dW!QmCh|yR!Sx-d!nC{B)P_vc1a21aUEaD3mnT+RI)QMn!gYw z+HyMEP#N)mYkbbe#gdMpFF^2CKN}4X=!fC%8qM`4}`I-&2h}sS5S&`f8_E7+xdEIF@zs zDkeA4=#2oKGVL*NebInkVlt@dmgtn@ztAUA56N(~l~&M~-dQQZN_8XhCQKn(P@T?a z#z$=jE=L5iMnTty-#8ujNSh7^C#w+tSMW;v7z*QXPK1EN*IucRk8G4GXqbet!_om- z0#~4CW|Jr54{AW~tfO!U4)Y*rNR-x4Ne?GZ-jg-U&>4J$b!RP>2HvZ+^Xg@^WR_U- zk7xiw2_tMoy}IB4DQG5>=vf4*iC8ZOF1eueRqB>BbkgI#B~o2-jehMZ6E`qB5j&&b zHbA8*WNhs3^vlPDoJzW1IEc}#0uX2gF8f` zTb1bNH^Y5MkndhTom?ssPN|1tm;oRK%dAOjWv2bUd}5-EW4rSEeKHb}4&5X}`sHml zYye+Ek&oE=oWuAbzInwT1YkY53CNfqXBrlJGG(cZpcIyfE50bixU^W51a458td9W( z&68G;l&@WS3;{dK&>icxG2k0C(SghgUHVBm6~Ap=wSiRYbtZoU3Kd8sot9k@7$6z| z@DOB|NJC>w3vMstc*L$XCJ7MTBA80_N+la1e}ld+Y+Q^JF`zq7K7%0zYR^b7&M-lU z3U@ZWUJP=i1c}!Kk?)eQMO2@d^ovNts3E9Jndy>cnRSijwBITR(;O_=u z5nlfQQhk%>3j!&^k{=ilqcL!Ltow0;a~5AWy09CjwFs%QRt(h*xy1&~)zcXaT*glv zuf9t&!czWl-K>@Xn$k(;CtTuPF$t6fPKK*~*kNkpe5NlY8mT2EsRaAu;3So1r=2jH z8M`0Lh#-qW6X##$S3B}h4;i+78$K&PcTn!6`gW1i`W+fpTthmWNgp z?X&EII4Kb(D@6fMJb9*_Ye6Ux}-ZVZk) znuBUE2TgxCNm&pAkdSX)(ew`?CS)T5Q04M^7|LS1K4+fOjzLMl#4M0;fyBnsZ@cQ< zMABy6fs~l&HfKXF;7QrY?a_$C(1g6$c^$$%vXaF-0cdV;6qvJk$W|Eu2_|ktA?E}w z(sx+#`D04d04*C!qg^s6q9O>nO?B7*059|s8V@C;wCLpH@QG7XQuoD%dPJuCs+7m_ ze8VLu{)ZF$ry+p|6{Y@Qj*82ce}VP&X|*!}4GTK=z{F+jqcYbx1P%j1(tQ#L=^@SO zlH;`eBPQ`0dZHe}WoKBu^xZ*tJh{ijBpm=If4oi{X(sRyvQZXptL>0!vjh)L6?1}8qVMs!s7ve(IhUp2)&+>r>K5!$i%Z6*O#X8WvVYy8`QbO3IHm)0@owM zgDs@slg?%Bh{tq#4bNaF2%*fOZrNrhucTK7cku(R{AIhOK5VfugKr!i){gka2PZ>K z$KEg@d1sp9ctPYn9RuKo&H(N(Xw!U7W^rjwq=|Bo8gecr`8cvF>vQ8Vg|V z6Q6*4WajwKd>}wha?$}LtKS^%@L)PcPDHNUV5ig!sd8y~JcQJSmz)4~%uc-V1{4E% z%%>g?)Yy7`lOFoQMg|%ig4UJ(KVmeE)C1*nxI+}p`7%9YlCt3L-x#zJ(iQf^X|x!U zHysabQ(GhN5aVisG9mzF=*{@bEr|t_)EmpegWW#Z^Wul(PsR*~i~5F_`st!DM^fSh5*QiK#xLlc&d?-lVi||Dsf!A5l`Y(I^P)w-*NGp z5p!tr6^}(hY$xnr+Xgw9N%(8QEIlsjdVz=Z~!VAG8( ze9I%Ej)&{*16o5eJ9PG7Q->X5>x5)ZF>b?NR}*zKu&I^S zfzt#9az&Ot@^h57-2nTb#Ev?P!rWn5_AnI%W{T4CFdI|_VpwZg481QFu6y7`r$c$* zv=9>nOXwswiFcCRSscQB?Vc?Km(iI%F&0tAQx2#BrXz!_X@KLaHPgdd+rKu|7mQu%viVNOzk z!6e{kY!8t?x(p!AfeGls05kx5eRO=!WT_*iG(7afGDI2=X5Wm{^OYTI+v(7C9{S@J z2&$%t&5}1YkkCpn=sk|vc){V&v3(Qn$o0a=@<|P3Sk^=eklA$Z!iLGhTVS@nDYW_i|;st$)+fZSTK_g@DNzU41nTsa8bCS<{HVT#J>@US99h6 z0CICDl0Pof7@G7r6Un24-yi6=u6f3=MXJBPy#q@Tw*zxp$dG~`q^S0vQtcA3f}%R} zj$7dEmfq3xi24;zWd8sdbUH-)R=ULCQV9bV1?&08!a_=2WSH|9nOjei3dPq8o-^Q7)>9EN-{&`gsRx)Ld}PWR!PW5@ z9Gs-<`Ha0$JnydYmxlshE@*v&Hg49M%L96uGvhA2k#4QqfFL4C7@|e^&5$l~zdNS# z!b|>7n29DyKcu1QndXqO0JWyhxw`^9db{$eSOC4c^`s$~u=d4*Y?`#n();F~)J4Pj&9ok(9}AHw z);6oo{9pvMM|de1)5*L#Xi8X86!*(59ZGgafa#d7F=7LVsp3RFJ@EMnd=~usR^vMi zlrVO!BARgxmIQm69ljXwhA7>MU)%V|Uy$GtV43mKGlU2kAd;t@MB-E6AZ+kHCl2Vr zL1RIajFFj4BLq!CXA+9x`jnbuuH0d?Ux1PDF7i}e;1A71J>-JF2yz+%iNkUPbit5P zJkn*T3&@ESNWI4ExMq(?2s+*V*%nyMibZ?Kr;4f-N%t z01TK3He^3PY&?@OJl#Fn*eTahHw$Xf$dE%K-D+KNX7SxFs0r@#Mre^}4yn`U0di@` z9`S!{jUCo4=2<+}41|@T{Oj^EX@Ib?)KQWV5S206Rzht0A7%jr9XS1<{{Yo!uG`Cc z{{U{_I#&eq^(W#T0z~z6&ahI`wwDA=L{aM$npUAVm{0Vxq(YF!mQCuJ%*QfKs&BW*!;3|_lAYMI2?wZbgrd%>O{}TAvL4&rk7B(^DSgTl1a{3mt z5Ntv4iNYl7Huj(}ZW)f)$|DRd5Mb159pOfRRSEbo!V(G|Mw8siI#mlc_&YrWLdhhj zzy7B$Q7B|ok*3JlITm7WF^(++73upY5Ht{4DYma)+sFWDAn-lqtROW*CotVjVbT1 zqh)zwLR7lv5RmuGL^cR`zd}xV8(nL6&-7HOpi)PO*LlXU_F6;YF7egXtcAVgGE%9? z6~w0{F`AFNSsB`ooNz0}CKJflTAYvkiuP-Wr{4f6V(rm8n4H8^xtNE!7!}ON{q}Dz zosl%?)Xa4z_P4`~Dw#vDvIj@eI|3qW{{Xl;5qt>s>iQB0*wS`!F1sK}=i0&Wz2@S`-Ev55+h=dfwUE@}x|1YhU~+!Nyi z_dr0uwLtgU>bHo@?~?xjT_)vb%as*K_r!omMwncBYlz$6aCAgeqL@31ygehpY?5K> zVTj70-&5bv34kWpB7FMKO^(bo5NHTKvx%4Q(oB4@?0$p`c+9usf(n$UXTQ!91f3Ix z01y-h=n+ao)IOD7%-aq=Bw2!=X} zJ|hM_oDV48TiC}7=@4>%VAgjAU9d>Z=gvAzhGdk z0ISe9hi8Il7TJjKoDcA>3~D)lj5c)3z?@s-_YYRT%XhVz8TtRry8hp{(j{%iasVH$!b#&RE^vcua6f`WNkFucsjj}oJvUf5q|6d?N^hJY-P zT&}wq;L9gSST0aD43Fx?3IW3aNw9~rfp(QL_v;_w`2hgrmlGuNEc%b_GKAr#BseBy zSjssf_v>H-ssrzU?06&i`cK{6(NG;@9pN4)3>Y$;hZ96UKci?!i6LqqFWUlSU=t$p z2A99krig^m$v*;}@c_)7Q0PFWsrKF$C}J9y6bbE=$;A{6nwXt&iC!1667Evvy?>x} z@p29Tj-$RfgV?B~0R+W1>59WyfnanGxs#!~Bjpe36r%79<>D#GB0+cn*(>{k^$;N? za00j!2Pg7!J-(1qN(vFQ9P31)GJ@@n{l1rY#-A>JG1VpB^HlpM=m|Atub^wI%3!h~ zh@MAN)7B4`nX6i$liIXn^wiv&Y?yD<`tX#N_?Cg#Z$+fae>fAtV-uj!Ig{DAD>6+d;gUWNLJMrpD=h7RTs0{KTU0 zq3&c1>HRXJtV!3?cBJNkklxU!#0;F!aMyn_{{VpDvdY`gHv3^b09sa`@Ke*C@&ccM z$N4su9MZ&joUJO)*oS^e{WiM-MY>OkPWZ}*Cn%9FN%O+~-dj2(_&w(x;}TM1un>ss zu;Y(VEnw>UcfZD_IKl=;tPin0B53H8do_lFSdu-RdP(3In40?5b$prgd<)HD1D?4a z`uO?-IZE&+n{zyS;Ut;6B_La%R=$}4QbPPC;lx2IsxRP{PFjHe1c*Famrz8)B5e?f z(LGMkg0m`2Sj4WY2{iH&m-;jMc7*=`SHZUdja;$+00(0lAs|FbK<+7il8EUO=O(LC ztat_dupqReMC|%JF66mKJ@Dhsgg#7+5kEA&DpGryTfT>u6e?U<-#X0aBgk-^nD&uM z``u$~gp^d3HiWeCk=sU93kex*1cWdkNf1QRI(;siC98*=Q<;rx1UCMOc~HZb0!U&9+JRlQf>GIqp_HCaS7f(jej2YATm-Prv)q=ukNmVIrY!nKYcJPKbdZuvNni0HZ)#KG*Gx+qDw|B7?}a zJuzi)l{yA>QtONpS)h{Wj7>T{6IOaNC}zcg?+DB2vR078L{-dF#@QA?NG9G9%s3)S z86L?X%fsW*n4=<-=@Yy>L>8Tb9Y_$H^(RR9`n!*c@G6RfR^xT(XLJxgT(vi-54WR8 zsfr$G(=K|Otm&j&!99T9{{U9pexyF>mU|VrvwD!E7;NbNm%3p^6N=4il9qZSff9K1 zTm}%7l_aQ2=#lk{NGC?}Sr8Db2vC9$8%FkI4Nk8we?IPg$rzG}6S97kC#sWSB=VZ= z?S(N^16mm&Q-|zIQwrcPc*;yHkP=KCt8w&u{f_V$)(D9l%ERKHx2jWQUm_)oh&yE3 z^#I7bbyLh_((PH{VQ25+K>J1}5K^Mqn4qo0hZ)%b_#@M1yIyab&QMe#l0)=$Dg=Qp zZ76dW=U8SyT10W5u}BhB4KPPv#zzGgsTb%r@=pMWEuC(#7icj=zeF~b3IYqfry}ii znuA{2&Ux@sde1}4o7boTK`@aca-3f%^r26<@b+-P?7$#<2{ZeO9>e{d)yRl!E|go1 zXWJGNe(Yui6oa-F)O+Gq$!~EA4yZszy&y>*U87}k=O=+PS0g?+@%liLc4yJsgHE4$F!{&xpN-5G4 z0#~Rgb8_i!DGebv208%!0NLT=wh>HBn-sp)LH_`rwY2s9l-Bq=#t^_MsNF((Q>5Tk z4M5(dGaOk}}FQ z`9AfKj^|X1j{Cei)Oz83r&#F?@l*RWzJF~wtppOUUdGJ=$#5m<0p|gI}Wr z)5>WHS?XU8smLG=_|L<$FGw_MhEj%vT^#ENz)F-$!Q<7j7pSlf8!Yf}+oi#_Xl?Tu z^N=IyJ485=Di3I}-wJVM2t&$LxMb$S8HpB{xD(_kvzoGXhD;WDt;>thdBy1sqqm%? zGRJ%)o0Fglmu^f2+`YQ3%f`(aiFlTxazj~R0-i(_!q>I{wkUX-?(r`jp1RJAqe^>I zt`oZg-eT+)*6;{ptIOr*B8r8W639)WUUAnT#f?fM3EODmUGtrb0izTIch@7uuPp1hK+iEH9*wXp-}TpqN4egWdpw zA0|SDA@F;TxsBE~WHV9W?~=}f9Vi^-;-uplIUdM5C^)A?)3*x9jL6uhMCWC1ADxlN zHMzr<=p$#%+fb0!6sgf0{{WB%xjBe{#HAhJ&xtW9WnPd_a=00Vl)ycL%NC_e7HfAso z4J40eoIzy->hx75?}k-~5YcXlfv=O&5#y&r#@MB|2_(C%qIq$E0`)x}iTYc8u_rY& z7ZiK41-UJbLUuY6`hhVdx+dRj64VZ@84GExjx{**vH&TQ!J}M7-7_rOh%-ykEknO| z9>M4*tBBAlc`r?=W~ z-UOirL16&x#hs*m0`^R|Z z%mzY0B&kFB1{gPXT%3)5787M2yI~XWkl1PoxLJ=kS-mwTJey|5K8QMj_$Lz5RJRsB ze|A)MuqZ5C62uu>G89==sshUuF&f!FVgKFE+}0v<&XeW zh}mT81GvhhPTAkAawQ(T=TagG+X8JZ$f-Nf^^72-0au_}KdK%vGNFyI^? zq+*1^R+>8)_ujF7l=3z-ov1@&J!sTbrMX7tp$7p<*F8)Bns%q$6Npq8PW!F z@?qT*7>TvyGp_#tmLTu|0c(w&bM1;Qq)|s#2-73U>ncFK#X+av4r!8U*%H3_{XMmb z0TqRhKwKb%L(WyOK`F8+L^1;fR|(W%_zRNoJj)-69m82S%cagi99+<5Nr1K&N#`UK zI{~_~Cbz628Ay6IKu@ezLYxwHaGoBKzTGmQe*pStZ>C76sqB!R=iQD(!9Ea?B0&_x zTFF)#uo44^X>*Ci1BhW$GCFA_rk5OY?Fqp^R!e$2AIn=V3xIt zbI}3D0Ud$~p7^Q)8v-Se;NOLf?jLM>3N`dhBVt40!a9zYAu{iw9rK(uMT#W$LDVZY zT`V#q$kO}c)z%cxM(Q2U$$&dymXpC9d#>=J&g%N`8naK&9k`Qq;Jf^ zKnFmKM0gJ~S>HbuKjSpu6V6NDzCzkR4T|(K5fV^S zRU-i@Pkczu*3`7El&R=-(hoqS-H8)}h{W<`V^U}mNsA<%)gXIS*U69&sx3YnoINEZ zVV)j3IX0yvm9CS580f&1KpoupfKguAH&ZxAAk6tBzGnv7hNYJd$1WT{hcw!z{{T)v z1`B~%#Eo}au|0zB5nN>;aCj51W7M=T`TC8pbK3^QK#JWpJe&; zYb!AlhP`7m3F`#<5uiQ2U=T6`Ph1>OarCA~q@f~+Gc}On3FbNZzz9eoJ2*2bNIW0l zBNfm~;K(L47HF-(xRwiAFT2K>8)8#mTCaK*@oiqX^^_mFoaQVcs3dI_L-1JbEE7cAG~`rai{ z>=OV>Jd&9(j*=e^3;+`<7xb5k!F#sM2FTQmZ*7u})pN$ePQM1XGBe zk~sDsxUy}4Nw@~EfQ~q5{CAH=0T2enp@`KasYMftAAE)@1;R9;JsID=av4*PQ~;Z@ z`Qn(Me*3zhr(B1Gj-*m|E_`&tq_L-5g7IDL3<%~=x}bqdjExeF0lHK~?Dyj-jyo4D&gB6KWIe-b7zx3{aX)-%L(cm$LWdWP-<#Odl$> z8_4!zQ6w}cM^89YQ6!5!^kn8>-@fq5 z4W^23F2E!kNPA8FGDzvC#zuMsIyvB`0t2LY#lb$e^k*dO{kpf{ho07QOh&t=PEZ*6R^B(8Gi)%@*so>Jv{x z6lp1OA)8O3*E6WXZ%$Gz z8cJW%zrPyI+lJW%!uw{zvoQUY`e_=W4~c-u(%Bdt58PVGPh%9KWTJYVC75E+QUW4_ ze*XZs79$8r{{V^C9UHhlV*R!0ek_9|pgzbr#UwDJLDK^f4C)!3M>twWxsM~q(nVDV zR$md$8ay763H3zERdoBzG@qVQre>i%;|`gc{I6hru#t0YO|(HmHzAQGTC{Pv>5Qn9 zw9km18?>M&FCc*!NhuAYDv?ZSKoF%5jq&e;Fq{`2G34)j2E5uwSm}_{JW7b32e+lK zt>vk`1rmH>{KQ42{?Z(hyrYC9sW592c|~V10Nut$6j388h#hMII}{T}nm%F4l{0H^ zR}2`bOi?8%UUKq{979gq4#&|bj*%Y@JH)s`0uw0wYrpC_*Z`7M(uE~0&~e`wQ{vOFn|54Jzj zlq~o0uD&snY+$k;Wcr$7n5UzXM?%#Gz@t=g7@#QtdVz1g^QWJsaCtS-0rKY|uiD5Q zINPb_HcVw!0$RPtg9U!02^mLFuip>boWcsBMjnZX#uE0TQyt|Yl%>I;03Hhc?uxQ$ zs7flGkvwD|T6Bdp=2-eQ#L z?9G(+$aaDwj3~>XN9}=wwnQCgDc`5@k;J2SW9`!znSeSm3FZ1knG6eIQb+bbU@*3* zRXi|p2_2Mv3;g8f&g5L*E|@MbSr<}Td}IlNK~FG-I>s7@aZm4|`(P$T9JA3N{@G0F z`ZP()>&pr~kP-LEs^_o-j`aSlcF=9Y3K9xpG?hZ=#~XpWCrRVkf%@{oN1qd? zupo%;q?{(iPNOHI-QrA)62l;!P5s6w)TD_!L18(+ML{`yvuW)*OF2bRBCcZOr_x}G z?;D4e2fjl>Q;BM6<#E?os_>v}N0lFg)Bga8f^n1zoTQW)xHq|vNQmPo+G|(Ic`cd& z0umdWbYx9OA{sYt1=pboAHN52V9o@lOGjn$QQLX0m1y`y{Ni&>xls%7dw$Y)bZ2ci z59bs@D0LLc)_H$cCYmR>cywf`xeWEM^0SGlB2At!@OyyF-(Hyvh#7&|^6 z=q+QgNC{dZNCIW7E>Ti<9f~vm0HpBY&O$ER!je$s`N{#?CU@G6G5kJdu(Q4Iz)fWf%SooI0R~B4E)yep%C)mZRX;6)oeiBzE7tc+DugjXzq&isOC0ojNSyJKw5%rMf}`*H^oXh0hb`3h$I~VN1tnbt3Gp%d zaxam*-C*Tb8tfQd9o@dskvlo4cUNEFZrOAoKj6t`(yYuR@~7Y4cqY;kbB{Iek{q{? zvE3s70K+wK#BvxtmQkQ`dOK=lq=$BX`Sd)Kb`kN3C0j&&hB9esbbKWr7%c}9zsvaP zfR&tNKJr2BIZsp2dUNi_tfQa@_1`Clq_%Mu!{fdnZ-R%EnLZo~dleyFDY!AQhllQe z_ms2FFJiixt)V4`J`ZhWP6Y9Lu~?WI5Dur4DM`%+9C$%k4yV30g^FQs=NY8%nA}`! zgr0B~iPbOX4H7e|f81zP=!*VX4g!$`_#_E@=BR8T0m{a>u~Jq8+Jbk(GKC0z`A59r z6tb03@1e(GY=EBwv*$FUpg(Mwq-L5I)P1L}3IsIBhk#ABM?U!u6rnVp&(=1}%d?Zk zB&w>tS^5en1!87_tGM8LOzyj?8e%K<&nhem`J zM}$me(5H4Ec23%@zmnnT;--XtShS5?lDl&{#}ZHy@H#mCf`QcNO;d$eWG|HcVeFEu z7~2F{z9b)UmVt<=5ur$^;|qeIS3~wY`~^C?dmo<)6@xX9mQJ?6kI|Njm4XTvq~T+9 zTf%6D#1iIlMF$nIgSO+}9ukEvrq;uWlgAkn7tj$%%tuv2*YqdSHr%xdi7W$d=Cy<9 zfoUJs+$W#K{frS?_6zeLE?-Pp?LU)XP$;yCr1~B+59BYIVG1qgW=KUvOKjO&f~Rb% zh!FEUGUW+t-26VU>+mah7UWhaEP!;w$D{(R1*@Prb9Du|m-n4uNOJlDf=wt-ljujX z!`uix@x)V*PM}Hl{ktmCR1B$smG~GVLjlEpu#VsWjxXO3k$s=$n733&cDYZs6XNoM zUB(S&!PL?LT^Vr!4%rdxq4vXy5?S2EFPvaH^>O`la5y8zfn0ETZv`UUN5LSQjxc&% zVGorsRF`-BVf*doeWxTVB4(M^xH3rUf%1N=XWbFMj424_VjITOxrXQ85jSQ-?{B^l z;Xr=LHCPf776^KQ&PKE*^xVQz5jc7wJ$S}|mn1A+rR{qMTv_o#j}x9@3UnexC!V;o z?$UgNiI{4|{4RV@27Jy400w}7_WkV;EcAuboCi*LLUE%nY=~MFKdH)2E{1vnem}v$ z#U=^sfTV6LuieM{M0M~1-r$P8IKT5za>`R*zEClbyj`50ti6rilFq({( z?Ia|GZfs;AB4j)1L}B;`TYSH>kVj28M^ccF2V}aPFo=gOH%-T#KTMHgfdoz&!M%z@ zESHf6D;RZXW8V2&o(wP1Do#^QWKe8|4sYOD+P(=IhD>CK(Ca-Pj7Ha^_z??i zbefr@>U(3+Log=ZQ~A!UgXh{x5%U%MRmGCzRwlS4ir1QJE~9jF3w!Tv{+}yHeEaGZ zb`bZB9G69pOJe^39r8Hlkf3&pUR(x`i;%t#3?y{T{3J4eHwpsi1$g}g#BDtP0Lv#{ zSp)w7m^#e+~{u zqNov9q@yp2{-i%pbv{i00OT-xFChMNh4LBy0K#Rl(-M{Z<#NxTekUZyb7Sujl({IT zY?n3v09^av2l4(C8bLZYoD=;5V`poQcgmAyWL^1~K~{*-}&9PSYJ* zjG=>owzy@-PqrwMwIm&CZw?^{!E$Q>)Ar&@K@+k=_QilFLOF*p;yv(80JWji@^PCuO6+tk9j&VPhYvpawUG9aDccNugCcR4I5)1VDQnlg1DfDXW7 zdJu@LkCTZ~xXNtxh{2>DQIpQ3F$S2e{{ZKw1gG+{3j`~#8gpMz*xr3p4^>aC_yh5XG*So5JrZpu?>)W#G5CVTmI|&;w{C zqoLCjFL0Zh3rBFyJk64A)Hc4cH8Nw&nK z^C^=UDkbm|O-vKd9*Nce07RqSvC6^cE!*Poaz_6E(h+_9dM3m(*`Kn(@7kq3(&+yH zo|58N&IBkN*n_ir&zOZke~8ciG-vX{2_pM}yD!QzXp!;Q33%#ETz=FuqN)lx$oIBo z@Xe!COEhUvqZ<7o;HO3hZTYz zfTb{?b^hK+3B(CJ{{TVG+Fgi#%YNAbYoM2Kz>IY=q|Uj?fq!XV^lJk#6*qencitY= zF-bkp9$U+NAv8Le`FpdU7|no}PvY@1NkO>tPrgJl7D7M0o|_&qtsbEM4BFiZar2BQ z*31`_#@sXr?gaVv$4EY3uS z42qM9{>1*H-vpGHKPK_TsTvm1r;5MrKD#QO1VE5_davPW_PP|Bg`V00X2 zmK4c;1WaT$1&AnXc0e`G@KYTsJXRWGRYGQE9oPWEm_iS2fzjWnsailmxTKrBjuH^0 z5zUzY0Gs0%lM*sXv>BbFWO&3xTsmZXTkknIym#3c=ckv!W5K*gNWv$=4hT^wB1zD- z4jdBP)YAbUEOt*A%LzR~9_*-1N-atkL~f*G77<#!KXp%b5r8;xY!45y`sjv-+2G_f z&LlH0H-MrOwN4L5MZ*))9J`3Zu%2FGcX-4kr7W{+&5#`d#}&57f~V*9;g=;nMPFwQ zNKoh-9>x#SaoSh3j!;<2LJ?s--i?tmkwZWhN%1)Rfb1!NrcXw}t>hjMZMUr``Fd_a zhq5Qxyi*lAOo3x)^oQbMV6vlh*x;Q^AXr-Sf)Gh%LY*34IN(d?gVr^yDMf_-@v{qR zlp|V)QGPKJS}!!d$I1IEe;Oa0;$_0&pKko)9bm*CW}Gp=P*K(WA}9-8yg=o>Vl0#$ zWTbGII6xC^tR~>nXPfhZ`>FSmyTHO#wz5Xc%0s~jbk=Dzs4wPIHG#ZBl8X#d#P9Zo z%!50v`N!|oF{3||I&hf#hkQwCSs;EF-y;H(*~CXaaK&qqv@M`~doo#q0-xyA;kT7C zhI|j|N9@Q%n*fiqoHY|K{&vIi4hZ(0-*9b3_dK{Uk2lYd0J zONfzRP1-~OK|&s}_rd9}?zQTmXGx^FdM)I>jS~^fJaL<5>1fld?~d8EEqY0$S5auv zj}8e1iROj=hERbAfQ*t-r66m{k9Ii-B2{{TL*^e3bA46WW^@10cj!&8u&nH!h+%0N7P02A6jUr2Ja zE8iHAsn`O>$<4PI1P@Xu_iAwX%-FG;Gz7`lwoM6BWng}j{*9g7N3n5OV3e%f7)Z4- zEB^qvctg``)pq?6)RX7->Vv38E~z9lePbP|1u`(ewbn*9F&#Nn#&{`9h&LMI-jAz)1TV}QwhLzlyL58=&Y$Pec^5&r;A zFb?r_OFi>^67C5?4YisvB08Uk;Ap4cH^;t(9@&)W*`CMutoB`NPfec2XA z(g=(EopHeA6K{F#yT+MRAPRS_)nTR^Q%ISJ#HG0v;Be1;FeXGA{{WNs#js;ClFl7K zyF9Z`92g*m^G@jt^%3|GwTkuN_*nBhkn!l+|5XTe$0C>qa^0XdQ_HgG2 zAYMJ4+y|&T2hKr72h;xm!H`@9Z0Zo_Q5B+p!gzk^{{V8n0d!_I48-SgCV2XHD+xD!6;c?Rj0h4yLr9dKe`x!gC0I&$oOg_S zQ#w)9r@@OQ&`y#RUv8ha1{0}3m%I7|`u1^8z!!uVckd*rlTz8~yrCrquf+Fgifi=9 z+8$WRqNLKg@L~yZ5dDGtGq~wfef&4JJv0#k5|Q@FyZ*gp*>0_;z6vYRh}!ZF7(fBg zAiy*Sf;~dg3Eu*MyNvwB55t8+UZ4752Q(7@0Ni4UHUfV50u+*0h^-`jz4AdZ2w>hA zf_P8TaYF&A)b%fSFGAFb9_jlS5bxxi^gepAgrAfz!5?hVqtwsc&%^-ag1O)S04y-Q z1Ts1jX##$Kd3Tzci9DB<_ifppa19B`aqL3{-DcQ~LEodlWP^~92H21JQs=ZqmRVsH4o21%xxI+(%X zAJ$7FV^53-LnsK}?~`x(UGS7Zwf_Kyd!e7nKgLU~S0bk19I-r^)TBUYohq!}8KeUq zzuCMRA@of=uCD706?|D8zd2w9=mx)D)~4KJr$FUnA#uPGc|eqvZQaip2ffauOURF^pC4yZKUiuoZsUIlSigh10Lx(OA3-=#&Qk-lmvEOXTMy0 zNt9S4r95Yva+dq=H7g_c70IIJV#-*r8PTBN*VO>60V~+cYPz7^%1EgaXGE27FHvKu zeE$7$U?MKN;;qMr*bL4lj$3pk>?(hZoTy!HQu~0Tdu>APW&*?vg_}d~%u7S#US2!?OuYkX3mRrvyqZPJ_W)W-G26Y=kWk z!m%;pa=at1=2r z3ItutdM_7g0f8CdWS7{-l9ZHF-k2y;I1}Jb9!ODS#`YWw;|oaRbNrEj2yUf+IQa>U zn!flOk~+;~dY7x-57yif)dBa%Sf@}&=K`5*Mh-VUb9Y#Ak2=Myy`P$W@=Ac4g?5tt zvH)a*O8JcGTcUT0)T0S*R9$6Hw00*FD}t#S;Om61*+dzO=Ebr=p}Rz<9*U?69e5cA zSUo}*nePTYho6D*jwGHZxJl`}QzGo@r)!G6d}0D0`oU8#hqZRAPbto|^XQ2;X}zUZ1paG_vwIXb(>Ra8VI2^|?q%Z(`b59ibZs0Pw}u$Wz7 zA19*VKnGD1fTbD;_4|VXvNb^w1CWCiF^-jY;&1c%1NHu9yfyEU$E#g`2h}`c>4PI| zp&1aM9Y>dsNRg6Z)9%rZFPZQE0E`~qfVhT(XwW_|Lg<)Tv~2EMJNmJ}Irm?jv91rH z`H=Yfj7TYq+;;>X`O-WSW`m};JI3NeOi6IGAEhr`l1(|4nUkNvieyjGppgliQ-LfVEkfMi9r*1D{j7W#>EyF$rBO0JLsi_k1#cgfvO^n zI>tDQvNO|Sl0O+TbSOA^HspmVP@VS-JA&E)@hO~@Rg?;jCGW-+C63-6P#je6JiKrI zlku#Cv1Reu7_o5*btuti*?m5D(b<97l1&kGD(# zLB$^ji~uO6PLUDcrQxPO**Fj#a7_E&Bo`1T*^8655i}40wk{?hO=N;7gmhNoqI=-* zyDC1%PB)tbb)UjAEwjwY)sh5fk`EJ}DUyD4oX|oBRrfRZ%{1D(hDp1G91JPZ#7Bt2 z;I7zvD?M)cj9g1fN>kSIBxI0J^>K|8?7#Dwm|BeR(e&qX~`+_b7mfP9^umhN4#=y z6aC&2APSlTYmH469);ik07f8TtH7evu~<6=_c}3f*vZW_P<3nGbDD*J@%c^?hfqlQ zM3|$lwX>us2uCxNHbi*zt{HTblH7uGc+a3k1!z9r-i0oJq@C>Oo`Zwv1xjD(cxS5M z3G&LHlMvZz>Ja-rm3PtG&|*LR0T6@1g0vU52>}+&kLM>R<4^DW0~YpzTP8w67)A^!m6g~`D&7lnR)%s!d)d`;PX zlj-hQGzERYRNt>3vz1a1d_`BBf z!vNAI!9il9rZURV0s>Wf23uTC;KD}FbM>WqlRU4TWy3CcM~PpIAt9LKqdFt=oiGH+ z?pN)I^?0Z6Bxu13nPdgMe`2l_BlEZiT5>=pglTwei00eYxT?DEpXqeXWU_gs>NOlLyC9_TB7EMpLKF_lsPZ89X z>>>qlj^D~#`Wu-Ldkk)$`xn!z5^^}>DB0bSGPxL!3xWYa1KSM($P>WR?U2_>#ZE4H zy$>|;fiD!LxmHun-9|H|AQU*@`CL#aJu3_WxrxfomXIP0W zxH7JqIrhf6oxY`_dtyM^PW59y_ZL`t_9*vj0VwSDE$Pb1UYH>7LSwk!Y(KD+A^69Z z9Cw3W`FmuRte`SoiK+`Ujiru^r~?{Ag+&W}vQ};r<}VUX7=4At5u#ME#)rh?OGL@S ziZvC(?S@N3u%=AQID0+V z4lPW=#!}X;q&}fIze$pNrk(NJjtKzj8}XHpxzMM}E?WNp#HErBSz5>fJ2zh-`N5ze z3tJ6);O=Bxp&tZ1fcE+nfh$W02d^=fu9W3x9zy+xZ_;aOAxk9XWT|npqZtP>1v{Hf zc=W^6x@BkcCg+&4=zAA|I%rY_C9CB}vna(NBkq+E135KEK;z}#U*#*v~CJjv?d zgn)FGW}TUcw(V#j{AAFBVlCb{cz(6UEOe1dDD0x~(6xlU)%HfY%LA5(X(&W!>l)q) z-exu(332z$Q0iooL@;l@CoX&xYzNyF1Py?NEFs!!0Uku0{{RQ7;5L)M9ALLC7rMd8 zZef?z{n;$!8!i6Z?ULBqoy=!8au>*DCla7I9KK$${3wA63}a{%9A10S!{n%^xI%YT zjf7!2$%rk9Xot=z)8ceK&T%@4+UNwUhX@W}yPABt0xlv5Y+*|Cj{uD%2}oTA_c%VY zI#J+_jRXQuIATJrpdT&_)npO(J!9adI6bcj%BBARi+Z&zZ|IKr_iJPAkTeEiI?v+- zB1$So+bHXUB3Zggu%O875@fj>#vM!Z>*6o~1SCNdsFa_i_~exU#|Yj_MWbAk)9iXGHW71ju@mS&7OOeA9`WhD`wt=*^aUTv!zIX$L7cYDi!vSJ8 zC+ig^Y(wF~(*T5oXS3rV0MJ40`k($moK1BYjP)=;&|E_=Z|%wc51l;O^fFaBdc?;o810K-3W9P)X( zKQ1^a&)>J9BOSeWJqTg5uNRH^2wc1m2P)UyPeIG8)&g|i!Td%lSrCbu7v1C1SUO3$ zaB@((MhVc?W){a;3)=|V557Nl1~3g00F;BB9pnWjsD-ZXV2$&RY!xXXHv{e82%M4W zit z5(Xj>9%I|8W#%B(hh9H8;0J+Za0rFqDZp&ikekF&`Rrvavh5Uyx^M(dn*uJLo_A&; z2t@)!-lvS2%wr#BUd~T4(O-~}>NtoqP&Vp^EQAaqaSr{=nYA>G31_DfBt}P$Z@d^E zC`B9->_lEdJmrD+&%?5{CsQGUK`sz|#0)Vi1O(CnW}71&mYI=Wdc3(-&v6W2gYl5e z4`2Y3Pak}Q8JI51Dm16#9PO_n!i2k6WcFi^W|ZKK88CPFC-NC>*YoG>e}T=cgzqvR zW8Xf;e`Mp3i%>Vxvy@oY`G5D{=$I{EXu*Bj_Qzvi#9zCTfTPb6?%T6~YB|)`bxl*g zF&Q3LXalG zSOoC;OC%jNbq<{`4bISwfXPDK%hS+G%8*WykWLVJc0uBFcF2+7ZF+26lW7?MIQGMfX%{%};t6S9bSOeb=_hx0J3!WQ=dD;=1S0-*5a?-TUK-9I-T z4$K{|zd+?b>q;TYMi?A*%ui9rFnGb5z>fifW>V}928te-#la+y2|BA`N}@#vY|s#c z)wEeX#RKiUbl~cON3U!GPy)sTx8i!WbCIJ_-*A#d+Bc9}LCe989Sr(7KqP}H^M#lf z4Ya*!uS!Qqk1QA+iJudL5%IVPqN9YM!}JI~SGil>F9@wG9!}qeN*Q4G6TXv#^I8L3 zCN+TkAg6KpIIRNjrUd+~ocgk8m=nyp$RnpjTO9uY8?tOMxglm{A##nzOHn+5mjOh&$?uF}YWtRe$?ysA zVIXz<lxjx7$!aWuPh=K zL=K(z^(NXu?1SwOf3EUOsw!b6D%`cKfAbPcHA9IOS>ss^YgzIJZ&Gibw z3i#oeP!YKTXt`~y9BqF~#B6v+@%tDH@G1UgF?LI_0qlN(QIkW7K4LO4JmP0z9z1#j z#9NSuJdvfAcw6WG24sN;eBUO=hcC~SIdCIhqMn$^F(tf5KF(9h!H)!V)GHMAA=wvQ-loYq2miV>{Rl1R(CSgj|e*G(a~JtBu9ypiiGfuJ{_Es zhmj!UPP{twLcho1kkWMZO3I zaAPc~5L!x#?(kyif_%cgvOygrJ{*%MN7zSUyI(@e1>b5_8yW6z0C*ebR>j=C=}&K?NC^lcMnFjGOQP`(l{PFh{twtn3OhVAo!WrR_PWENO))_k?%) ze%owPpJykbnC|c61YkWjjT1j6M!=!cMdgu*EV$0;qom$g&BSbiE%zJ1u|;=N4)Yy^ zYd`rGCpLsq(n_BF^LoZVN2ME#v-a(&39TE#{tXxx;w)uiV`q#+-AM2-b~XKM&AVFo;^5Ot{_%p+M>e z`-jeS>PYSGh{cqKn*>LKAvnl~gkz9CM4o^U5g{ET#!C$)sBL(H^oJK|37C?43j;~? z@;H7|jU;PHlI|ET@*;iUG9(}jbb()>Y9!c_QzybsMggLa(U?x6eBx+< z!+{)xC3UXo{i{pa5n37AFNx`ZK>LrqFQ_IY7}T2a^tcP7(G()KGI5nYPXX7jqejRO zQ^T|Lj#U{5ob0rcIF9)l0uLQ}z5b&@P`e~zlDA2;jO13;J+gf^$Vz+aE2>~^+lT>J zL)@HTgI>MEufNd{u|2RM0Zd!f4Lp#b);yzYH_RkD#Dq(L>kP9~u*pSS{tM-OoMVM^ zkKs`{ITl_m=1zfHoDV>$tgUOtPT7uHX!$0vH$#Au#{HUd>7|O$+76-6(~Rwzw8Y+yk^N82heh&Kv)E`P1e820CD-!Or2rx+Eeq|lw=y4nI_-oR)yaC0<{$UhT@M1);SxirQ$RJAD!DjyWsSJ2Q5d||l zI!CNjK8ga5_`&25LMBmEHzRq)FdY&;*zKz&#L;`xIS>Kx@H>s>$gBiO!ou<+R!+nF z=OQS4o_zSoDA9xxR*7RD^R5VWz+GQ*{?R4_HI;86fxbtp0sgmF+*P>|#VE*E=PTW)+-E9S>s*)<>L%S|foh zKQUPG#)n@QGXMoIJ$ zF=nv~P@BHSDbgV0fjX()KzS&Zs%JrxtR9&atQ}mK15Xgc6B8Y$)tN|ME4%z^{qWXE z;1mXxCUiPVxSfcOfB0hDOvTq{34r-HIk$ zi1&IQTxOwsK6dI8$&2b{P^IdQ_=g zGArnbM3KqufSXmy@}=f*1Q?Bhg5<@|#Gd$^Sdav!p*(XQujvJe59)Wq7WNxMu1>ma za{R&HdN3S;ORdTYm#hB(%tj(&!PB}7eHT$kp)t~T^d>T;>#7{q&~FNIW0WlS`dk7g zzbLZ0lNf{|ZbT;S2uhUaIBLVYx74K0>Jt7V5%Gex30Yyu_b2=rv|^Fg5P+fCju|V` zqAA3P9(aU|y9q&w1LW#;I5b3w$faa-CVtrPssL|#r^$(>$pmlFQ_cqko4H?)z8!*= zAYiH`4ToHexd9{4ee?3eEoR3){HJ^aVIt@V)*N6O4`h5Yac9O!QA;5b^y)}D80aOK zTOpn=Ez%5Zdm~OI6aa3tKZ72i5U^^c^1pnq0M$~ho4Ee~+=tFJ3(Dq}5GuIn5F^m? z#(1hP;to%rK_e6=WJwQjmow7|a#^)@tH5A0CXqcUeo8$7PL~YIPa8e52;paJO`}8` zy2VnH9?b6OX7Lm>frW>RQO7w|ad99zRhBwOx9`e;PKh}SG91yy-ijb}=jR`r?ofA# zjDZQQ$?14MRDjghj;2HhKt4aw1`A36_i(1EEFW{}5@922EI{)*#Q|lAO8W@(8STLA zhT`Z%yZ)Ipf^=^`@z_lV=nPPfn<5;ErmAqFIURB~c8~8l5Dfr)e(Z>a3V+Rh-WoVy zje;*yC-eFO*j*dAX3esVov>?tWTw;lbf)I?0Qr^x427Q8C8=smfFzp^j1(fGb#0Yi zs3^gX2OL}#$|{51g6d>5xB^|~avKCd3VUwI>n9hQ1sj$Je?Yis+EOCa_i&KJI5-f& z->X%FrwbIdq`u^`{{S|sP)d|u=RdXU&H+c*t?_@p9Y{g#hE%P35BhtU@vVW>agpJ~ z3R%ixe6DF~OJlB6dJy9l#1$$Ofdtv!Lcrj#zz;=OiIA$jP7E7tt{=e+V8+NrbVUcd z2d2UZ3T}bFStpomln&k4!r+s`VC)Mb;(X?VD@^nmF>V&5{G}e>;UhZE5DW8%S4`U7 z&-0Md-9txq0^JrAv76C7oS)y<OcEt29e3D zih5gKeva$_kC#gR@R5^Yn1IvBk3;s+^o!VkkYXr6GogbWCH#Fv;M__j&_$5nQ+Oao zKm$nW5wo9sb;%tfb|RRYcdoy-Kh5Ge$M8Cs0A~u4I@!&T+0A~V;G!_~G~ojV4uMCc zdOBIyNrv=7fX)Y4{dgb{n$hTR4FHibAeJFPs+048ZgM~Rc&dym;5GNcM6xspN6CU2 z0S)d>V&2}dFor|-5+-})lGh;}rH8Uij%FA8GZ5-5E6uiBJ^?MMPXnsr0Eo za0&hx*N?Y>d5no@9aay%bbTW5Kb$wu{!{0(=@k;%1Lce~krC1|KIhlb&f}Q<3CN^d zhlG9D5y2;MrT0hFE{45hneRBx65eJnxMwAuAU42=tyE0RxCU$jN+CSE-Twfn&9M?~ zAm&Ybtnq*V03Zzq_-X0q1q_zCos%V8<>FBgliFPF-W6}=FaQDqg8`%w;jjzc!!y|SY07BDFgyRQ2TEyi65ZU?kEBTAeLm1+Zz+d;!f@mwiOOqfB2-%810|kU+ zbe2B(H>4?h1Mmhq#tk%0IG+y0p8o(#fSFOzfO}67hU@{P6w|Yi7R}Zmm7(Ydwr5x@ zPyYZXCKN=29Vd@DVyK9aZ9H?VVbe~5%q*J<=Qm@35JE;KZ3A53xlGYB#?rdx;LnQ> zc_$U66G;q;>*F`DWJ)r`Djva-NaT?}$@IBk4rTyN|x4>T?pQ8=kyW9K+1ffyeEEr0!!0HT9C9$;G{K z&H)5DTqeYg!S=`mcw+Pb>s(~Iv~z^QI|K)>@0JrBA6 z04~1SCMqTem1?=p*5E;$9gU8=LH=y6^b!`Gu=9A_p17pyS=4U))A!Fsl^gC9)croA&(uqCip7V+hUK)9V zy3`MxO~>emNa|~RxEYuytY6M3O*74EYo`9$;;X-$Uu8p(q1Xl#;^NN;so-(@3M=GA zkA!mvTnT0!IRV3hpTt0a>x2jk!2y9n(Yi#?oSS=Qlq5Ml9!XvnzzlC=ADloqnY#q~ zL^K97OmsSklMxn)_J4db+m_w2(!-?XYQJlw z=lwZI(OWkT@dgga2KO*;{Cv<`jFJ#{A|8%95@)DM_Hl6Q%w{PKvf1PINmm8PkO4a? zWY^n6NTWn4?JwL5Pk*@|hbEb*WOGj2839>I34bryfM^ZpK4Bp{f?RiVhV}pel>kr= z87x@1Q!ZDWg#u9_)(v~&GZ~LPj?#PLb=DW;3o27Ig+C6MUhvGkJ+p+!2-viA)l5l_ z#3&s|1|7r(Tyndmwf191@<zwi<++kJ%2r24iu%!NJz$#E$w#)AGRqgaE z4(W`Fj~}2r1x`^%@sXS1u0o{w)7izc(QJfj3gAia{+hW2#R{bbU3Jv&_rx0b!~{$Q zVo&Ls(>GI*8xxVg)`>f@VNC^8Ju+ZJLn@YT8OcN#V|_c}@rZf$Pq;B<*T9V2Y8m*( z;1!VSE*!p&w9^m}3dLNWv{DJkTY;XG~+tH5TJOuZ^#u74nm;pcptHF;N zq_|V2I$}uB30J|96~lWb45>Ok_(Pzxax0zVLyLFOi4W?pO4u0SsDXk z_prcRgzJEoH0}P5lzVeOWPMW**wzl-H;}$961AKMD8f6G@0epJ{VCx+=@oV^^MK>_ z(pyB$QMtY`btE`R*g_`|=`wb30+0$i0F`_hDFRiLc|nN{MhF1X9}q%3zA&jL*in3O zMHY@d3vSQ8OT~}`nx}kSZ5bafxLx32joKY|#wnmwNeQqx<~<)?kv9^bk#Kusx``s_ zP$U#rLph!`)jT&J^f1NTi=i6J1li{%EO}8#`_Hk7Em=1)W#~wUG2aw@1X4sYn34!( z`NA|1Uv?ofs+~YSLBh;eqG(|bu#Ar;rihJPG4Ya>n2S4}j_(u@O(62oY>#D$x8if{ zj;;|ja3z5lyo@LzauM$}i%og~pdjwWF#yy+E5G;lSIz`zkcq_y!Ng_JW1By*_hy&e zfE7#MEq6f@RrU@E9xAt{fs;nN@s_f!A&rbm5p0Xk)RSyMVjbMenxXHMEx-VqWP5w% z#dl3Hs+?T}CRDw>=J-t5J@8=NpCRnU; zb@3g6pvEvp^Vv}Mne`VSSs?69t1&nh*Rcb#p?u_|MKQ6?!cNcXN{!95vmlC|%?=t_ zH%3qI9}KEqUH~mz8ZdzBmG?hLQh@B5Y%G?w&L2triE`)hb-t)a<-pyQLm@&0P*0?k zXv_~%lN8az{x{` zXSL-!P2>9a=A+b? z-I8?w09c0i4^xK_$uk{+FWktL5j34ZmD=(ijfT@wK2Nqn6)+_yg~;~B6JDoepVIOY zVQ^+Z`DR`-g$yR3bTY|+m`WLvq7k9*2C)$>1RF?Lr&jt-Ihbjvphpj4z-94S`H0Q72d?TX4) zCq3AJU{h;51{DV7#sQFuLk6SuC$6|YWT5IM$4e$~p&TP1rJm31f&CT94(#s}_Ledy z!~^uG50VSue*up4u)4u7(jbJ?6S3>9IHSPW)SCOgj|`ji1i7~q=zO$4-al2+ZN+l8 zGk9&rse;6InlKB2>_Oiy(nH_$+@$wJ$783}dbX&rkWG2Vg>2H5Fo zPbFdAo=a-U(%CDq$zmW+X(VM_kfA^~-$tBlsRa$_1m1}+J9d5yg1v)b)Ac~RIS$$r zxFgsV`1J@N&rpXu!!d)A>QxhVQ3pcxYZxsD;1l=sUTYw7+8P#p6bY#&WRHf|X9Pqw zL#h_un$4U9nHo@Bp(2~XA&>`B2*8Ovkr;VK`y4O>0iZM(Fp@V@J3Cn9H=;d>^g?L> z31AXnGMT@ajE_jWV11gXbW) zqz+aXF<~JtH81m#HPcqaPKvjjUTE(gcID1X~L1t^1zI5wB-J~_lpGqa3gN7k7UUS)V-M%gq`=j&^$cixZheP z5GKgU!0Ke$N5eR|(aFBkF+O9_+(3{Tc$5DCGF$|mizir*oP(qw;!_F_RqL>~t{{Z8PAIH$-9jEXA0BMu%hvogp z(ZmwX2--NE{{T5Kd>a@*CY+j6UXy@1N8Q3A$e~UNgA>;nt;G3<<0BI@0w6*?TGRCy z*x!jhCODb&mzd9nAAIzjK^586o_YGWtWOl(hWJmn*BFCG1**t_@dJR{ujzSCdk}5! zsW#_E{{YcoF;rmtounGU6h@=R?%2r_OcV3!Sav=-Q%l}4@HK})58Dw4&@L#$wI+4* z>C~h9Nx0+EK)wkNzs?L7MNPI6cqW{XL5diUg-%;fGFegSJvKWr)lX(~;Qf?y-<1}w z!FSQ;8Et{~K8E=OJh1m4whZ%JfSzo>Y_Cod&k=zrMDKq^(#w0d9X%I?){MwfY?G*6 z_Q{7pn}67+D*$HCLn-A78w1*MOjTS_2_3BF{*l7Xi~j&x$TBI#1+0$@U5|h{QYVM zH*r6w2!a-yB<2_L{6QV0Z{pbqp@Xf}Z&;OH5?sm@SZ!2s)2*&O)aufzTuiE)=uC3<$3Hq;32tp#Xft z4VJPHY*hebWC|ksE~tm5HIarnz8oh106Va3aua1s1oZCs z!ysozppLUWb>tjy6OFYa}WJh`{f-z!3(XWzx19p0H3 ze?Z94k3Gy0Qu!J$FL^L=gQgjsi6=v1K;|@FZhS471SX_A?cW^)tQG{luPtw`8`u=y zkL3(x9Svrgib(@N74!n;<>FY>~g|3>pAuy3;J0`bM5$}L0q9|iB7DhRL?l2A4 z9IQtejyQYcwoaBo5|CnJ#yy{eP&<)x`f%g9Z2926kiBtChlBE;(H2H|~ z{cHXbGR`C!BuPD(!p9HDSp4L$4?-cR_^fh*{{VHJA5O+Il$vfPn~&EzaHZ*hu>g)w z;{9;93(k#+@g@hxH0s25jq@-WHU}C%GqzuNkLMi6i0qsg5E$}h1@@eMLf$~P3%ex2 z!P5mpWD!qb+rBe0Ll6@x{A3=I@XeBWmB?HF0E97pl-acLT_wVykDD#d=^p}eAxnUB zP<}A&*2$PO2_7+5&LGH4avyaFt_h=nU7FMz@H9J$w z7QkC^0vMZH;16td3jyE>9gpWV83iTOdw&@#VFlD$E#jQH=SNDOPj#| zQ)w(@AR0SiH5&~(+Uu0JNH)}k#E{8YHZGL{D@2nXy2FEmM!&uBAqWv7th3>~1Mxij z`h+DQbeO+$57BUC1aYRoD5>z`(qjv}l)+{@aQ^_I9bnr307X_G;JbIm7GN;0$P5>e zg2jyx%iIgd?V#I%s7e%|`+YKJpvKzqmR2csACf2hay7RIN%GBfew}47W2~%onR(WG z^C|ktlI+MGfAly)^bMX5#v28853z>4fO@ofTs!&Bpq0ed#$Rx7q8<#ndE8@r84j3< zX$h{px(-4#l5vbd2Mv!VpAICNlMW|A+J2ZoRZuqIz0pSjFnlcR_QpDGEEGX#EQzH1 z)?o`hjR?M6g}g#Rgwq!hAeFf#UW}Q*O7%>SVm;>^8tocMC%x`5Q$&+$!hC}K`cAFY z=5dgYwu#=5#?!+R+d!0u-SMLhFi5rnqjMoTiO9xk#3dYnT+3^YSurPKG4ynf_|eAW z)Any81I0c#PvQ#OPuDF8qG7~XM^~=Cc z$o@ahyU@kZCB{UT0)w%>rrhI%6(sEmNQX0vUO&OWDi%mFFFXZjjAc$^E5=e8j%?KH}Xe= z{{UXbCLB8C=p_A)`949pofzA#k%EdqokWut8*~W|RS185l1&tKA-Gybo^j2FE`cxG z6)cn}N%E25?STVfeTwUc$0>){^XQr06Auda^jzp!)QJB70MD!+MC$wI_z$^+*0V0% z2Sm%i=&w8qlFAa!xlFb190|vQRRk#s_?#q7WD)oEA73c5<@$h76>d~CW{+%>`^UJ+ z)a}1f`h3ncqdd%ASJHliiIPDpQ&Y?>(@yyq4Fnz!+z;qDAmr(W$YCFR+>lxVQUKwJ z`r%5rEX%~#4qTEF#F6ShrC=a@Bk1S+e~cVITf*HA@+$<%YFn=r{{YN7fTGXuz7$$9 z_oom%II3)+r|naSup{3G{H;3PSx79>!^5k_C)P}_5_5%wEuNFK143I8u*`!H=>qpz zem`?KbU!6OY zx`dfG*meix9gE&}b)q9e;TZYAGrW|6(L?0PtkZ^~WG9xUCOzXiP=n6(eQ`D@+7R|9LKC09v?qvkPao6+r!BK}@~R*yjC#N*8;{9t_#kc1_69w%Lq-#Ujt zbW@Ep*~LE4)OT%&Z?t6m#mp_HKc`F(S91uXeOT(=jo|cE3qnm*qutvCAOR7v9gm!9 zlmdn2B$Xos5&&p!~fF&PLXb*M+{W17wTZ-&T_J_9Uu4 z3N))P<0b@zwL?VwMm||t0t8)otd-DmAiK#16TmWh4k~P*L`@D<+dITMQJjE}!QL7rQ@5Mc#Gl4MvC3|yQmtsykpZdmBx zIsyjI8C87Oxd$Knvqk$LGO`E zAR2!!K7_;(@!%w+R?R*0l=mF5 z4_Ji&_3lG>`W!%J1iPX4kIw>RGWDOLFJxrsRrkKw zfV%+%B>_RC@fnQ8CcK(+SZA3C2i>gWnfaw8 zP-NOmoVG~;5g17GqY1E1rHpfFV-s>Cx`prO>4Av^K;(q(F&~gT0fOM(uO3&snJ$C> z0D*X}!T^!&BIV%`k%f@Oib&RWjEgT>5PH2!dUC!VFu;J0%m8)halUX=O4OO9?vM`? zmC&sH1&_a=e!3h}eah@(2APn}vEf%s;~$hmWS=A6V37#FplhFvdkG-uS7E$?w~3`?E`yG>hJw}!qqG8X=)jMh z5;g9OvKqlXH90e&9)V6gcEg8GPl-|RE#o7BtU0uw44yIecfqpqQas81ag~Y%dO03- zgCL4Mzn6^OR>#4rw}Jx~)G16^t2mx`GU%l71h0K(AjUieRzVsNw>syc^|Of^pFHl8 zov~>+jB6wtQJAU3Cn*tu+A8-b&2_va33Z8d9U_O$XhKYokej5(-!0FS5Iw)+E}@ek zKyTj!`sYF2WQp3|;;N{f-^hyM2dK!Kw z%KDvJgQ>i3FqzQbF+VLZeGDxDM?hNOfW$yDBcN_01hNAq2__jgdiAtKcB~b@Z#e`V z2tOaBj{<|_^)vhU!Tq#lQm3{|Mm_-FOUP)$&*5d(HJo*so`uxqey&4)T&!KX6T^Pk z$Bn<4#Zv+pT@u2H0u^J4X9c>LqE9|?p020K_g<#%w5tr`pQhDSs;9p(7Ir0Af# zCx;x)A5~YNhJwC8WF-WfT|~sD1EKNsp}3%BcAb-eS_l`3EZfh2+68P35hP^aa|ECR zph1VBG#g^-w{gQF4gdkb8a=XoZn%lpl^Z(bVW0`!5qOZxrW^Sahp7$iAI3|fG>HpJ z3DgWGo*kNVDm1hzzzB4uN34ZCj9_`AviuW|YkC6!K}d9Mg>11%kuHv-4u-_4vEcaA z*CB&kSWi5TaulOL0E2yt)rg}@GCgW9TKCS1z>`O~d$>bK4ISvG;hfV?n^?q-(jaOv zs}a&F7DB=`6Z8;W_Y?fLDWzxw9V(X3<0c>{c_CfGw1lpj;~mJE*gb8-L`f18sO-gw zFh)APZHKyee7ZtQM~2UAnv{_WDC^hJpz`po(Zr_bSpWwBd}I|tCKa%FS=tPeeGc+c z5i4J8Ulx-I5*0V4nGP~-(gbi9MDq6Da{C7?#9)L45RHiNnJP#Y^}`wtxxkT}1*q~Q zpOQ0{=9GFQRGm`tMyMGNh*$~nIP;F2Y-0Ggwn~5&XKt1eBpNFvY`dAyzdybLej?uRAAE$=>bQbl6Az&E zaQY|Geu@3s<2!OxhQ7Y(0`Y^Ja%8g7~2(vY~z{{BCDj)r~0F%MCx)5bWPY;x)F!|j9z zWCQ-?$X$eMP^sy0jvT0+=nUhkYAEzA;^fJcOscwoUrE6Xy1H?!8biWyp`p`?26Ip! zcNgFQtl{?EGP$Fy`(;|)HpjFu5_LF6M)zYx^OZ08F{DClgyDNpx>ub3y8PqPSA0M6 zm^+d@;ramzDY+GeaPERnhBhL)qI>pWhKWqaNwd70=TkcqJA1PEghily4LimvE6H^T zh7$)M9$E7({)&8)hqdKMbg&usqmRGur)vapbvk2a1Zi^L%YK3cw7VpK?gR+6W|TZI z++fo{NLwBKLJ%4Qq<5c@3Ax@x1f37(0|fw+8#G5kNML=C=P}SI zuSZ|m1j8pxxm&hrQVx;%e34fEmEC7_lI_zNLG9mkX zc)-Z^A)S)BdhwDL?8){6pDssQ4F?$&XT=#k%-gWE=4ZBAG$CjfCyu!k2Nms!ngqRX zxi`4`<5f>;LYG=UV>Sz+2ZjD}|c`5wUk z06AEJ2U5v9x_=ooAT{iHBclCBsxp3=^^aKn$|9r#(MU6h)q1G>lZ#j4N*;nd%eRb` z^Bsk^v`g)i>rjA=CIp|B0Fs4jVTLAe{{Wd@iHQoxb~HZNw6O4-1fdQmC8Z;-f|Vsu zb%^H?r09)0G$W+rrCwQOudXizwX4DQ$F@&oYYdU1;1atoPpT0S4&fWZTTtDWA8Z2s zxLr%YijbEhQN!}h$Ao~e{Hj{UKsK%2GvvOF88 zURj7)NIkdniL%ZmZ6d`PF@B+*)tZldEtay9J}sPn`HSxV0E2~LDFzDq* zNS#Cf022F#IdsM+XFdt^eFM^Q^gqYPqoqCHUCmE_ss^U5BcPIe=X?+4TZs^#&y0Z{fdL&ufz&cfH2&a`(l26jLt8Fb zm$5EmI^2&~{{WYv7J%xpgZptjk0DxqfP1I>R55Cl7O-RE5*UKl9t!Km7*GH_V~$6m z=@^(FuOH&0)nQa8PVjM`*WCXAQg8&wmm&vcfAb`loVx9|gE%_-2`BAOLzem2VSZsF z6qEr)Y-ia$$=(4SB(mj_z8^y{;Bo^|X}Ma+>SF737vJ{Rj9GMq<1pE}wzK7ah>*_u zdeAPn&(;xVV#@~LC9b-`A~LBH_Pw z2~34g4)5Aze||7O)a0#*BE!_=yTr@r0bA9CBaA#wa|cs4Ym@bbJtmj|aKU{r*ql;J z9zd@!?}r-%wV&lZf^h;iXoCW~Dvn}tC{c$F764m10_EbdTPRHmQ84OB9WTK821z4m zng07_YG5ZR9c*{LK9CG`hmS rEo^Ap$9=M1SH1FGmUCYlM@FDY~rqpO^Gx2g6M z)hV@~U~=IwmFR2g>~_Yi%+Vz9#F8}LBFLDngMm`I3CHY2Api^|@R-bCNJ;#IlESh; zV6a87g4<6~G9{q`&Z~Em=+JWqU|=08-V9;N0Z(=$ZCk~&s-7x6&TW?hz0e>o^hvrN`0+6lfbS6t;rYP^ct9XGXX+LcLUyqt5fDhr zZS6qpmP_ROVel%#L$xu?WC{`L=MtnAaOIHF9$u2nNg^rHxfF)9u~~B4OQ|_G&E_%` z2r{pI`T{{UcQVryuign|PL3(5ee zRFQ=)d3sLcHCY@*0OMFQ)Tnm_```xg1)cPFNDRBCRVF*29+?jjq}MAJb30L&HCW($OCF$Z@g zePS9F1D?*=XEGR|Xor!P9feTwWjT4!hb10MdNg+uIN0_}?dVVm28|?J?l&EA6pL$P zWXwGI)o(3@$?zB_%#Qe}+!*qmJ@Q~6N*##b{K`R|sMG-L)Wz1knV-p!#7n!eKgLky z1=nfbG82fYSQ~|Y=5-ePy@#dF72-}&{0gTS#Th6ha~}nUWfpB?lYIv+A|WxzneVv1 z=*6sL98i%42XyjWVH{v4PN{)C@F)#wb*1#3x;Z;eA(hv~->gUb@Ql}UIha_SL?x@SCTxwd66klq#H5lARnT(a z-xP=AvT}VAbH~8M0`MOH0975d8+v5y(q6B%(T+JV2GWt>t>;e<@r%}f)poh)w|!;3 zBH5T`6>RhQVjGN;$<=dcYmS)B=@OCe$alu!{Sp(~pJ|WO92P~XWbMZ?-fdb!(7YI^ zLO2ItU{Y1a{qO`$NM-a`B}&BN&zl#RPvZ~zw0F;AS1zp4Y%IC=bQtm2LY2L7*~eO8WdsR zn%@id$jGzHLTs{%OR~8!*c|1E(O{vJYXC(Q&E2}+V-)idHk1vPVu5PE`(6cuKw2Uq zt_7S7=IbI|T^+~UE}TeYDbrI5sU!k)i9&p3@(UY@#B`X#qf1gGgVgpS_z3=S#S|w< zFI;`uNXlEq2~!MI;}L{-iPw%hK z=slc@zD+>~#@tLi>3==U;M(qd)AksX+Q`2#ktigzut@HudC1WYCo${YOPa zAsUX^KTOj|w26e$QrQQ5j_&ExL|e0c=g`x`fb?JWgu{K0{zI4gIp4^as~ntwPbM}) zp?bu3)^)()3F}TC^PH^`WPCum)q5&CN(sm@1ds`b572dQ1A*{*xJQr_eEz2TG!)Q8 z_g)DE1)TsR+CG@YGON}T>p%y|uNl^oZ07|88Uz``fI$hED3|Jt(C&-K^pk*12~12H z$nw*??=-ZhT(DKP&4JJB@B0Ah5!Ors$?{$E(-~6>q|agbjEi()gpX#W7OTW z0=L25D~OX#Ru`9u$^7MbArPS~SX^fFv55qOPi#0wBhae%b0%v`H~?EV@l%cor4ng9 z4$PT&NDONs!P@cu{`ooo0Lg9vaWZ6Yp6fCevj#;V%Lg(pT98ET~<0XV0BS{+hIBo;^5t{2CF6I7Uq#a>SpGRbuL z(6b}vaULhkPZI%Rb=s`xuQ&N-AVg zi#Yeg)6lusr6bf2`rKm@NQtsHyyuKXiSj=fOJA}?898)Y&pLLCA}o?sC1Pm|G6l@= zd4hS237JF`Ql%OPgEvdu{h*?mh8PW#J8)-|5mhJ0?Z&|Fa}WOjF?SX~hgdu74g^4y zTOEH$Jxbl+lHm=DjKET3x8p1-Cyt%(Buoi6r$P=jisy1slgRUx`_`PXB^>F@e7oDcL(ET|CKsB%bDVvv-*Q#4T# zIzzxW_Q`Ged^4c=$O5OAPge*5wIp81eqwWKttiKm6R;eu&yPX<5%KtOa1 zhE_JyAy!rL<(<>$O=dVf>Ej^)7e}uXJNMNG|}IOYSl8s-#5$%e>+pU__}7rcJpE#*|olqmkyP3Xb^o zABULoVy!wZql_Udr@(T3#}4J13x;3`Yn-}jZhggtaXOju7JoEadNI?fk(qtyu zS}Ls55OVF_Pe(OZ~vsIN*P= zxIzdZUX3TlE7{Q)F-GD)v+p=jh^xroHeW|7KpnHx-%J%ltyigJsNPk8z_3h>!iW6B z69hJ-odRX+tP&)Vb3;&$dd6vmV$Utf(c2b@+-94N66QWJ@B<=^#Y8_i;oyXFlcA#_ zr!z#IK*b|ikw+;`3{*!j$bMn>#>v9>I&Havr+I2c(oSwBr3iI_1k5sRpcdDW6WAOY zhgPeuF;E=@`|-#jfPpZ*GOY24kbH;E#*4xPqc%zqOe`1eo>^#kCtuf$NQ5yn?x6d* zZ!TaDYff4~NrY$O6#8Fn-1(1)bl7Il&=d8J)GF=CDB^ zkhX_M;W*iFl*B$4<__*e3!(;PckrAGH0IBhIJ_y!`XKUe<06WLk$%iLBoTVZA;*sS zSF!H!yhn`goe+oJe({6*XG+wEc*OuQFCf>E$LX}-zh=*jj;aCw0Mj3VV`JGhkchP= zyX%2ExQQPlgir&ZLHl!jnF~vP#CeB2zzWi@Nc%E=sr6iCElxAu&zunzw#=aM{{XlS zpjIQX=NuG-5!jM^V5SK~!X`S#IS)o1RaVjV!2kda0TJUTNM$p8IKN^awBPZG4_=Ep zkNnDB`P%QqpYws&3ie0m_VjcmE$)BD1WgL~VEkbSQRseH5#hk03HyXUA?@iGa6D6g zjM63p-5dCibJ@l=Ar&xwNGkzd!f*!i{hCohNv0A0FwubkKpnn|AR$hu-_Hwh<)}I&hay0^3veObnQ_}(6#2;<_vI8noQPOXNF|0g_Db%@{(-cUID{O|Zqzy(c(WP4NlX2qUwV8SDg;eY)?EB!jp_>_^)h2A<^alG2-%Ug+{v zWMw$3+5~4kFd9k#9FUyE#q*G%Cwm`^k`&yT{F!F5$3slwcXsQ3aCK9GSoA3De{Wc_ zk=#`0*lYZ-giruQL5U$^D2R;Ro~ED9vgyC9F;gOX<2E|HpgwOIOF$^7p< zw@fwDE~NDc{A4SN6_0#NEcqZpcww;c35fSG7G6c47lpk*nRsVdWPl)SPkYJmxq=Un zPkg2t(e$Y5dg&@^I)5E45m6ngUV^@z66TY-#=6`N(=qp1-+V;u& zu(L}}xa~M#2m}W}*R1A`7%mP+q5i657l8K0lm+)#x8T{Km(uK$F>j zI3x$Dx8ETl!Uirp?<63SSmpKL6Hpk7=l9Q{nr-m^0GWQbDiGio;tAvA1BnlajdjJ; z>!3AWH<2FvZO>B?CzlAx>|61I9ZV9%`^FEW`eEppKle1Pq|v0h1J$khV(6K)2}_7) zoRh`|2dw^}e&X8{i4wNG{{Uc_O5d*N{@Z|KHv@-kt(lW_};D3!80PYShKs$@wnA8`l zCQmashhEP)hC>1*O3EQ5&m@n0mT!n0Cj>U7c}^Rod_ScghaRtUj6tBkyH7oMj{3$5 zjTKY8o%I;O{etC!GE61WIV>fKB1AK&^bbIrL(U$9Cl5*g006lZU@NX3<{4_a))@k% z<45D@eJ%O)7@Nd*D1j(<~6LXN5zmHgs&IDX-9nEQKv;Eb*F;gZl!+DFQ#0E!Hf9_}PUY906P zdCEsd&;G~OA4KBdT?a4?#8RZlA;Te~Eki2LObhTXPow&-Ej0T;mutZ>oxGYpvCH(NO(+gnTr`Y-@AgmbK_}(!E&ZAH6PgHR&j39LbQ{90h zp=RoDnUUqg(e-hEIGk~Hfsy{0N+2a(n8LRp`b>X&>ofuA{{Sd?!5WDr(H8p70YDx< zOcM%HfbX54kU0<0Rbffc668^kEQ3|A4dovdF31c$o4C@bt_%ePKR{89Q6a+jva zB%R600Zy9Z&rot<`kHtD0Hoi$tf=BMvM0mz7Q0av6IX@SJDriTggvMC0Kgr|{N?us zW$t<|TslYn%wRhYkJ3zVaFK6F;$vns;}axJDmet=AkYTKQy1xQ{Q`qwFKYeHUgV@_UFFIFAchDbf?6NS%OTGATx@|Ic_B}FVfK-7! zU8kXu?%&6c+aF4p8)hd?JB)X70d5F)5Kg=}KnMZ=?e(n>d`>u@^uq~I4Xqf1!6}o> z+7tf(xIRx(uBN6uXNZaeU#tvx(h{F@B$y~GQ}{mm{S`vQlY|KZFPTc7!$~a%Qza7! z+vg8bAfB8a+WLtMo%$#}<;LX0(;=7G?LVVNH51H#KhzwTd4xx_{#a(m52*|L`mQN3 z@{CCkbb%?Va!pAR5I^$PPwq&)W8d2kF8ZbWeeltTFw5BY{Sfqw9jAoUcRTcQK%I2Y ziL<@=oQ>=Y)^3UKJ-rSGC-fr&4u}leKQbc-<15Na3fzCzbZ%5YDuX~J#&(lF>yilA z(mai2QVR}HvchT4OxSUhmg6q6P<0*S6;`D7N)KR+s?gac8hM;x1`^qNk*$Qgl?+25Cy>^-cu#GC?F9>Pu$KQy zLSjWCIGy&%q3;wn$=XibagsyZ^ZE%fF5?7P$_9I}u^qByz)YJca+f`vyb>c}{{X{pY^;4mjfqsr!Z|*KW1OU#HEJHv z>gzN`)f2&?pPWBv#+H9Gh$3f|VKi#YFeRa%(@adHC1%9CkINH?-hv1~DRoYnjG%*Q zCz6u=*#4NFU{&bFyMe|@GJ$IYkTORz!G;{_vEY}L;hYfr40xJXwpOt*$B&VNXa6Yecee@ek-2~$9Gfg69wqM{p*W?Ct>5|O}@u0jVuJwK=S z=K)AB3Li#>)fQcCZ!lbC_gZl6>Y={57%YbNKbZ8{^VcsxWXlySlA_i(!K{^EcAE~& zr;T9xJ%c(PWX1r9F~6>#NG}AUJ&x{!9kx9NkcFDkvMm?2l5|fCfC>N-u7KL)j3Hf; z>=qBZk~mnxb!J=91OBiIqXQ0Jp)vCB(V04(9Wxh|M%tuC!!!6`T!8>$2@#t!-~(#68UkF zON&7Lk>xN60o4ieVfrxiMDm%lNL;>&{Ut?7*=g_p0Ni}0!yh|d+1CF50PYn4cLy0? z&>_j_ZJsyiFc1n1dx2_gXhfHpw&1OEU&?jL^mILRvV@H(qO zko`%pW+gV0c4~0((?Zx%?oAc zKzcuq+a>(v8xrrw>5rL?e}aLp<1bPy;pC2l-0j041EGk^(j&NsEiSSGK?}8u5V{-T&~%M-pZI| z+ad#P+fhvw+I=5v7xI0uN%=F&gKwz$PrPx|0a9gZBay<;jPYc4bP+GMJk_9d2v1~j z!?a&yKEs-}+aYvXL89Du&4#x1QOV)sp#%4;@Z|o<$j^r(@Je*3d$*mCK1BTosrooT zpkjgRC9$|%ls6Fg5P^{0d|`%G1ldG9Z=~S#{TTf@{b>C~#lk$O)v?QwHb(G}reQcT zW|egJZ|BxMV;sf|c<}ykeFyqHC6NV8x^UN@oCIM&5C?D5ozbV~zS5qJLp4?*4}877 zVt?9SZRA{rmPrdw$r#^F*F4|9rP_(>h>-ST9oM!=lKy8;ntPjw>4H|jjZ$MbmptJK zM0XaBnBtQS)mO1+cb`RN*at>m%o%DVIJ3CP4a@D*1zx5UuuLr>F}^Y!teTjDd0Mg5 zK#pO3f$@s?rn30`jyC0~EF^uD7Y*RRouR3V^{K4676GHg=d+63OY7P6l;UERs7z}> zkvR)60(K!sc56wj3Rt=1?Tr!BGL}w{C*K+h3otfADId^}M@*8t+xT2$JHKjY@nG1g zX9-x_WutiM-KF)(Bp}5QdGDSJ+S3n8(x&t|mT#w=k!hh@wDpeImW!+T1Cp=?S+}a= z3}_{)Cb<)>;3RXQ7Of0J#}-&c83zS#p=c!j9fx7QgzqL~Ooq3R z*9X#nP4y31{bTee0umZfLgN1bzZ=K8A#cDA^~Ma8iin*D{{VAp*m`Yiwf!*jq66n7PoMdbzMO+P7C0@BjB^PJfp$>| z^hQuXI@Wp;`T6uv#M*59FwE*!;SAQW1OVt^&47^Jzi*Jhb=D6Iw}h#&fwWda-j&xU zGwBZl&>Be{j&Tz7{{W}sB5j&ZK5`*M7t;5q^OIDllP^!Wv*Rbkon8dYU3cC_8$sX? z$EKNv`$B(~enF;nK>1sT{PrCar)8v zsen*H+w=)Mil;z`IbZ!5D#6z*$e$mzOo!T*#LbQH#&$eC{{U`mXzebUF0jDwmz39B z9!S;MMD_mwyt2`>m^KPU`*_GvS^*qvZ`%X{HbDKigNyY~?30EWc(UA6t1dSgHvvHg z?l@T39JCSU1~HNZjuxxJuqBm17~^DDOg7{Nk+YCBnn*bR0J$GTWcoQd7;wX9hZBdO z{{W-vgV(}`v^WN6o9=%<=>6Z=$uT{nM}IiB^GTgbd+!7Fr|Lw6wsL4NdQ^e~sZE=& zLVrPiiS&=sjHvPi=d#Yn^2SE8D#6jQKKR-lN(6kbzH@8|oHuu;T<+C#B}_Cj-8xVe zzPNlpwgs^hx6=9^slmzgCm%$0B=nMSbj{7-bkc3ZQ;r3nh+jVgg)9IKsYKUq_?s>a z2a(9K=?0UD3p0|D2Z5sS0}~d3_&tn`3RKA?Gb6p?$dyK0q~#4f;h*lYz{4ZxPgL}e zr%w;@k%Rt{iiU4hBDdI!V*x}&L^VVj?f#7cbPvMQ9!n^a(=PI^c;T#VXmP>y_^6J zE>xbgyqBk=OuIy2hq9(|9>Znc05Yg&$edx4^$`%em-xY>C`iwk9bs8?zy@EKKKMDA zVy|V=Z@y0m5OQ6m2=e6dVKHLF{MuQBRqk?M*YlEMgr)J*08efNeV&iDJ3=C+ z2XL4$;zze8p7Q0r8<59*@W{aW2>llfj6GlR{yifMoPW`gQ&k~O`OIeJuaK|Hr8rosQs-aFQm)yODHsT z!&CRVbD1@hKWVVr$K6r8r|+Y~SLDmyvzgrV4>H^OakRp8r>fbv~FZf>b z&8XY+x#FQX!@9WO%?rAmm^iuY=K8kR>J2YO#XLPN|8~ds!cWX(DdoKU=*bn)cYO-K z*S}3hOMw%dw-84+M9j8X~PHExoa|?!_Gii^Ayt ztxfae`cBLm{r<>%UZvm5dmlIj@&7)&4S(cIlumtE>nA1I%^^;6_e%2-qZUS)DHhYLt|9tH_r15N36SNNDZ54 zo!}X|uH97zL{*KHKqZ z+@3bS=ieKq%-K4}y!F|n1qaQyPU~u|dcG>AYRmPv?T;pDckNfYWtwz~xAJpE8p^a9 zbwQoYF`cU2wbT&ZRbMD*9(JidZIz(>+uoH1vb2yl8bhZH%5x25kb$yqoNj5``fnJ% z<9+MTH1B# zdo#O-A8+rxe!S3CV_8d=)4|}t$;ZDjH91$h4HG|DXb@HZJJ<1eS*h2z7jJenUjJM^ zw$hXlVE<`RZcNjcsITc(mbMyeog?=L#nQuhF;j$x+dj{z9X)@2Wpoa~J3jsR)<+f3 z_j*;d@6FzF{6oSUM*vT4KIrG1)SpT6?Q@(L<=-cGl*y_0XYl}C+9}4*>EmgGW?al_J!j!GK zIk(=&xhO1fx>2RD*)yhI!DqAW=9O>L3mI3>2W~KM9nFbUem13EHh`Bmdc3;*zSIyj zR6RUot4)>7hwD#C#>a7!SDkNE5YRL?KKxdmVzW!5W&4)dC+BNFxMo)l zn@QR-vsIo%ESw!#es)>C&iCV%obQ&4CmCs1Y9-Atg)d?|8i(8LE%vzkz@_PBXuAcg zUA?kdlSk*i+oNf7d_SJL;-T*FTbv?c^wYxW%xoe~I`Z%FPcu%Oa4jarmg-KQ8=d{_ z=&YgUzTYSMXBue`gU>s@I8k-+rd?F)k@X+KSI<&YOB>e}{wPrATq;(GrfJBOzS@?m zvGZur%lnJ`$Iaq@u~^trVAb&KoPSk~+%CS~Q|;T;y!%flH%9ZT493}SEWTsN+fgNW zZBE7^EhlXtvz_6OPo|A4UYqkQ2o z!EV=-w~I48H~N+)uX+B4&qvQx&!>I}xBN@HJuaqR<iUzcaee=4bhPl{2a{`@mRlG#E)CTA76i`_5T+>_WyAp zq=3O<{ywD$X9<44``^Anr3fw}Xo$}s`S`Eu%RnM7@R5MV5);3Y`JHvn0AcvotT_6e zGfWN=^2p!q{)Uf<*aPr+82aIrB^qe`cOL$pPw+5_U4qw>Ui!a;1^7S*{;%ksR0wgF zxS$_5t+xPZ`WnyNeMcZ1ubBET^i zDgAt2ALb9t0Rq%;pi^#>P?Q1u0ad1Ki5KJtCkYAN`y>!4LKu_5q9ZCx0}+50(2#(Q zK|v`#K47WNFD1=;&|_*_iXTMi+Iq$X{z3Dlo$ zDnEQ4_>4iJsalIyAJMBaAW@V6V*WHeXi%LV-5(qiqd_17*zFY%4)8>RFBFUQ*<$|i zDuzY94*WZfTv7nepdRZY2#qQ$253F7T$1Pq?Cpns4y7ouD1;LV>f)_F6(K@=Hiaf$ zB=l;})=wFr1bUt95tgXH;Q}pj_)twA3)BY$2o2mT23s5wwtC!_fb?5IJ$8QrmyAR% zCKQKE8KMnv17Q@WXHhhrO<9rT2V&{cU3|w&)BPcM=>-;>N#vwckn) z6bw%UpEM|21A33_ZB&X+1;u3%&`VUj6apWop8d}BdDTx~Vowl=QR5NEz(a{Hr6^XX zw#4#G@e`~QJ?dgBY|6xM7D*R}3GzZ5!TkkEkU;%L{s$bfB=%pD_z&_RNmZ@anZCUB zaRw4Xu_VD`pz+K^ToC#nd$T7Cw%cPBmp5VMjb3B51QBz_6uZ6tEV%Clt0vmUOEp06MTdTI0*a)0ZHtDFMx>HlmkdoO0l{a zmi!&KNQ@x9q{K4d8vw#trfiV}AoM_yLMR6po^TQoy$_j-0GUz|CxNo^vuW@Uqxf*l zxh%*MMZ@{xB8ujUx5Ui;ZlQ@~#7uE!;1v<#S4#JH3moY4p;zYrtVKyu<4fWs!NmYy zVzf7_Jr*gbA4B^|02F(c9-1U1 zoPN_-pA2+@2pX7%s84_l5+<+^tbjbXM@GP)?i4UhS?M2fAk!nz;|vF0NinSCNjV9N z;J~LHxI2Ie_=w3xVi|B15LiNp1&5iB@i~ak#eV+a0WuH*Ab>OQA%{ol5!%|xi4j@A}BC1sgHbybUONawO56fDl~55nxg!gU=pNLpawo62xFh+M`Ea zqD7OaV-hAGm%RS|$swU7m{0`-DsTg`_~K8JA}Xc7*OJ)!zj;!X;zFJwOfdoU|Bd=U zVaRjuD+ayPOAjQ-Uopi3T6M zJ%F^HuKP_yl$OMS-y0$cs?DHPSOk?8lHkElC{*WD83PWr+hhF~Ape~fant~afS`fT z7#~u>fa8Fmb?Iyj%t3SSQizL>Fhs#aeE8JI1!NLnLAZZ1 z|A6)jaBvR}dyi3wx+id$65s~Ni&ePrgB4g2*A)012@clhl|)_qO7g)&$|xd0630Yr zjOgJ|e8iCK{`kaMOvpK<1+<>V99YP?C-ls^}BAL{a zB|=aXmJlbIaG`VIx)(F4Ed;v++|G~?K!YDtIT*l#7L_6h8K<5Q1s&XDU<42xn4(CC zBRh0USh#nFIL{Y@dMGRR{;`<51z_z#$1rYycl#xm5Cn@T9h=1yDi=0q=LXZ)*TS z620;eJ2e^lU&SB5Qm~;RFdJB7-B`Sr1%o2 z#t4gGi2Fx^AjunpC17JrM9nUO*VB`T5&#^kyF`8dKxJ_R2m}v_=LXc8vMzvw&%p?s zWO6Vh)}oA3ZcsTC(m((cF%TaHBaejC386o65?%?33}p*;AuS{vTY^X72q`ADgg78m zUcq%N!h4t!mk1Exu$XYhc`y=50S>2CW|ZUEsU3?Y&L92|iPY*7hk zV+1hSkYp-3z!Wb;^b+88p0xR4^q33$kY-eW?ONK`m1ghP#3U<-PNP9;$65|@I71!7c+xTIJf z6L1lH&?R_CvfJAjPzX#wqvYu{78BY=0?xyL12ly{fYW0FIB>L~AK)h`1|=YbbHT*` zLC_;ig02Wr@d_9ibPgSneO(~|gd-p!s3(^SijGrI)Z(!CICYNzQvggbfkREPK4++; z^))tP3D}5AFG3Q89`rfkSj~1NMN6nSF-D1jG(AL^5+|Bopps z$`i8JJr<&olvb}B5(EM`G$ct20jZ``dXFJUQa(^j5EF_g9sxy%luE>aiHqea6&NXK z;Feg16tH`Q1zZx^m`N!jYKsd`jG7f-0!IYJmn;zLqs6ST#i%HNDP9A?`ent;d8+*M!?4m z$N&v7agxBPPJkb&D3{o%SCWJ_7Sb>w4%z522PU8>@PuP1L?ja$n}JcUeTzYr39cbN zm!t{=>QH3_J|hSR4jt?g(9E#dly3;!gJ9WI>HtKDQ%?}+c>)dxV@fPaOyDf|e8p$8 zm<)_hBZX`v`;Z#CP_X_-u;9~tIB#lSwf0eol@ z9HUHtfcRBhXc&?`P$2O0>Q5la#Kj|&hrk3Mh9T4rCZ0GmOtB)gHymUz!N(yGM1fP1 z;=}uIWQs!x^enh&a2B{q00&wQ2Li#Eg&(TRf8B!B6fiA&!_ZSGgG2rE@V6-ZKY&02u%Xru)rt5oq7ykGy{}Z5y>w4w^DxMjM3=f35H)7`Yy>qD;4D5* zoF7S+dd2z;aj-s`f@QEoIE%?o z;I(JbB>hIc3aPA;d>Yl{5IA%K!GWm)sesQRBmqZ^2i*vZ1^6O}h%46WsT8F`^ubC9 znB=`2g2RGlKse<*vz+ z446dUE_E#;0H-8*;0ELwEFuJ$JQfqNgb+@jFj!<`g!q7nzu9 zlX}I7UiChl0R$z}^NRNpeVm@WA)z=Y!~lLT0tpS@OaGpLHe+DDj*$X5{^E>5ICL<< zAR+&vUs}xz|P9arLYREtv5CfpVw2%v(@L%|n&=4FS z9um<=gy3va$Fs*JF7=_B$)P}?8JG|Vm)fG50o+DNfd3abI85QtSbQ2u=a2#h33&kg z9&kzHQMRbIhjh_l;DbC>WfElQ{|ydxhip)eVN3*L1TG^0L3EB7pDVt1z)1#-9TEf_pS5E5_%-@u6l8oH!wZQ%nU* z1@fN@PF7F1aC<$W(uF}d0vg6=L%EUUJ`&I%QpyKDjsO-4fxz^Cg2OJTh*LpIJQ1>4 z0_aH|LXcaWCE#HqE=C9c!4Mnz3IO4-Q*Fj)_xkgD6G9kP;4Ll=9A^5dMAF<&nKCoaHatPV(0VL@V&i@Gq@enmR{{tVVqU#aBA@da7$02x7N|pfbCLWj|5mZ(z zK*{3}DK#+&pntbGRMb6-atRaDB+eY%#2Dg81Xv(Ohe}aZrs&@+N?1tc z1PDY(#HgB*Jv0{rr;ZFPkoWo)w=sFBW4M0)t z3MQa+aSBjC9Rw;@K>uoybTI<>gV-3H9TE5mu%L^OkWv9}F@j4a4bDDa3*Siv4}yj2r;;T2X2cCN5crn01rX)h!_~aLS+dChF~yqAyQHR8N)Fl7p(jO znX)yYb^mRe;&4dChLDxaxe5g2p z;LxR{kcL4ZfJtXlVKUjjLjbMcZb`s}Yy_AB=p4ux7XxsFSdd1@vye?92#3w0(|!ZO z_zhp|wm2vNhg7fxJRqnc0Ha34MM5YCHP#RWg&p>{lR2SS5!A?FyAiwG_-AyFh)5mI^U0f7Mj3$TBe6tQ7IArJ;# z2my`{pFt%bEFvz+gmQ4;oRS3hcWGydkLqvCF-T!=(S?%p4uD{Y!-C-n-3}%Q7{Xjg z*KZKSzWpK=oQ0rCBwEmW(1$?NAm@;97?qG85_(AhHDy3)egh6Fzutml0*-+e1}1>u zgSR}&bEqR7G7m!!z{R&A9H<^QDES{3=U2&rgj4Myk)*Q92Lvb|j!{jBV~EB=G>nfU zf{o}fnSa6@@G9VlivkVShXxlM19W>iKyWcCMg|b1kV}nRs0aZcfEgGxBop|&0jnR1 zV$xxH(IhnJcGxTerzQhrn-3Y|AgIU>ndwvPw}QdZhQ!iwiK~zS%Ea#$ zbT~m(7KQzD5veNCXyD&~e@dI-|5{_vq-eA$%nSb@1?~Tmq7RfB$pkDqohBtEB~7FL zK{O>DbHs6H`UR0@q3pygH{YXW9XDFu1`5SCKwt{|zj|L^d&LY=NW81CaXS1#+jAB} z_IU6e3zqW2bh;K@k}IyXDAh^s@SG58w8dn}%D{9o)soyM7!owSBB}^Q5Hp0nBZvoD zWm)F0pKY0aUs_2=iDgVX#L%1295DQ&EZ1n1+^W{*@@9Pbel2_gZp?@)Gr6@nb)`S! z$ryEJgo9h^V}-xHYrhjG>T8uN-f2sa*dz9U($K(0 zLCY>xcVXzU)L^UZpq9<{0kTdTZM5e7k?=00a9O<%QBsx%Y1qRP4L)y!BOs(XH&jg4hgFC&onhlSl@m8 z(7l=GmoF78upfGkHulAp$E`IBaE^N7&Aq$Qc$t`iy*x){$)(P>@+(yu11uh?rdas1 zk0Dk}mFmnzqmyTbFSu>^`RiXLT^v>WX=g`ndl{vl=T7Ll*ZI7^qPtAnnsCl@9@L^5 z6cYZBF=x^0lL$t~ zErP?gCW!{eHlmjY6$Tsckd+?K4TxvnQB>sCTw5Y6T51w>x>f65^LaD>%S#gU?Z0+h zOR8C5JmuhtJcd5wXtldx(fjFkQSpxx1ux8}yzD3&k`(89UHe5@4U_53^dM&Khrj+V zpKm9Xl{1`=x$R5yGn(e9j$y;&l}V1iyH@hTRL=tpquOoxy0xFP`SW*(5g;uyMWF-v8(dDRdbPmZUX)|l_>&9$yvZj_n%IZ)(7O0Ah3 zDf7NEHDuyl)4LB^P7ur1SZHP{o8)7cGeT;UOiiU{RVy60Gf~?=ch2Y9h(_Y7;ev;) zM>j8-q1EW6GU35LXjY64YtMA$s&UEDV_i;Oo86Go8td%jyfJe4-0eQ})oGhb7|TqG z5_hI8MH|vxM>;NPrKj>9e3l+|SMRC9(oc_OkLA6Lo|&(kT1DfpX|q437*ej_RqZCF zN6%GLh&M+eRc_aVCx0!PQr+}tXK3Vsf-*Pb5sV3FEa#lLO1asF5ailo>8m!bO{lc)ytrP$NJ)FJhPJ=nayM-m>+rY6 z*CLk2`X?tMFTtHL-XXVedTq@5SVJ0NSMPnLd^&5ftF3>2fJ|`*C#00mNZP9x?atO# zTy9EZU!9;USC*=4=(Nxy`~I`jBclQ?w`lBa+P`hpCI2CQx1Ih$io@r$+f>x^27EOStTVWv3k3HYck-ep&4Ma^>VX!#0};=*3>rv((W0 z@|WjmsotS)q6YngTt{U3Y1fr_1}o-tXxaIwq}^#)<_a!;^Ipp{pppkl?V zj0sX<9Yu1|G;gyDH+Z5Y+e0nK+@2q?H9LBy`iMVc+N`HCuac;Sm@1VyY7sxE-9f%)(r(SKZ z!AO0RrXtz<7Nk_0%6IMdBj-g*PI_|gZt67_CPxZiIr`i>z2$0p_lN0kq~g~fQFma; zSi7qjb%(6$4!#Lr1aI@ud0a)IUecvmD^_WV+J##$lol&FT-v|zk0}mcdCu=!(awu6 zLIds0+H6*t%zagMWL>y)1m{NMHKtBdZt8gYV$1DSSY~o%G&cEZyEGHU>Sm~a$*l8P zJ&`5nV`Kl>e9WCYXUA_(`QKHWugh*G`IQd3AFyh0qV|R`Yg$SEjip}A<_1d7&Awg8 z{t!Ic?{e62p+&JYI%r*!_rW%7P|*e7@Ai!2K7PrUV;RyBCoUVO$1tNNl}tP)g-Hwb z_LVMHO`hZ)nsY(>;gdk;@HtY!pZsdO3APu<;iBQuLjdPn0r69TI4dIy2nU+YnT$!j;ww+K{Vu{QfhejG5&1PJwSUGXw=zps zFm3nV=;7_=;{>tE(w9W&%t^*RdXB1#NAzJ&{@M^HwC$R3=+_0W{dcOQ$*oPXj=pQx zaNEg>J;G8ZFXY9JhG*?8KRHd;3AUy7>9Os>4D+W{ z$C}ErISTGaxnFT2u+x9MW295UC>xD9HmT5be8MYbbf8XpLFxRV3CYrrycg9uI?ug4 zt7zIR)s^-dDxI6T7PB3~Ht&D>0$Vd{rEra7mBUnpbIF{nsQALBM60x6#j$nwj|80y zl>Sql$F|v*q;dZ2m=OIv0{BZWm3I7h+m4%<9;dBS+U6AJq#{b$8JD{2Mu`8U-R2Qf z$E5o;_z6|l`TO3bw^`3WYtt1G@?qiA@h#6ar!Fnewh$oIqfXnjW!NIGWy@#T4t2d` zXz6J-N85Mx&@gqQ@p+@uUzR^pYm@tWs@wR$=fjWc&Zb%KR=Vx{Nv9~Fb!Nj-Zdu4A zX2DLoL5I`uOS7K(Ef~~I^SGL6^no^?NFJj0Imz77yL5x>R%@(ookl7)C+!b2By}u1 z-zCym?HMilK?6HvIeg8H(ZM$R17Ca}m%aN~p)W$2Sxj!+g=yxFtFcl=wML#4TTN?3 zHsXvJtHXb?pPOMp_o(o$GR6gSZknmAPIQ&>mu`#fax4*!H!Jpv9u7dG|Y6^t+x%^BgTyrO(ilDC(| zxlc|SYlhins&3Nq#Z1-an8htt@(g3LY2JLso46D+D>=hs<8Fk^v*}3S1{jUpryVtl z?lokptJIEha(4Rnea}v|hA$);k7xOw&Ov%ZSjT)%+p#uoYoENwK~6Zv!f8@x?Nn#Y zhrW#RcxywA#PK zXslf3rx_cnN0k}27Uo8)vlb-m9U2{fj|d(%$71C{QH^ub_L(E@Pdx6jW7_?;S8;NQ zhsnQ!$9K1_jo>`sM-Lt3GUdjJjx^h$MY+e0wcM0ZkkdCL)7=cDZcMD5tNJo=ko#zv z#nE-r+&Z&}yRG4A(T}7iXReuc+kAq@y_33yG4)z*X+jr;S^JD5H)LuS^M{?`e0H6# zIYf`2l%FbJ;3)m+AxZ01fG-pvaay+M|e#L8tHQ5B`GgB)0~xaJ8^uopVIh8%?mT@ zCdeqzm?qJKp`$HRc;8(UUyCv6L!C=$u zjiPUu?e)8;!s_JMb++=ePduA~Np)=5`9`nEBRL{YzIko+9$mFzaf(^w_OF{|VljIs zZi{vX?pl6)af-k5*)e5#f>}2XpBVRj%6+>HXKLlzKRy(;6fld1;dXD2WR-=g1~Umg zb<0y`f5{xMHi@i|ZLM=-yHlefh-Q05evHWf=m+bX(=+(G9(Gf@-_~n#?Hx`1XW&iM za3S9hZ7eI=*Sc{tRe)iFard^xbVeRi&lhQ!<+qUz{72o9Y z@FmVu>1W_kt_M=ll^q3t8s&98+6>QgB~jEQCL|+j!q5Te|T2< zmpXR!yacu2k<6rIfo@r`NoQKENAt`-GYolMKa6;jjNtEUos<)l8%t&W_7$RS)!1D@QXZ9*LfxMN-KpP56@ zI=Hi!`M%pPqx$u!>XK=GkuK4$H^0a@7}-_FpEetWO&&bwgg>_^XKJ*noAJWg?RztQ z{B<<7_AOe`F0hfCAj%Xjy{Rh{ot>4?kdC`wAWgNEYu21dBS*G&73t7z2z@+_y+U7JY8=d!!-+pZt{e61T*N&IjmojgT ziNAMY%0AVJX3S|39~k4CwXZYi3Q`JcM+yS{N=W(0&@guDqj?EB)~LV&FF5@@N}*t4 z$u^_B6ADL!n@W~Tr>uS5F~K-R!!nWc**Z{XPT<(`BhBlZIJsU5(;5^To@dntoC~j9 z(o$M7!#0N%XTSXOV;!EGa(Y5rda`1W-lk0L3qwYPOb^q(E)(6kuA^AN-agyPi8p@h zfp~r4C`?6m-?+p_==q@p_NzAIgq5glV682xfn(3nZS$yQ8@uI44FI*rrRefCT1 zoBid82ZR~~yk+`yxC_p#nb?6W^e4lwzBooPO2cBpAI}IYFk;KZ#mwH3TPr1EO5Dl!q!Cul+)(&1B+heHPHEis#OQyjA!c| zaKJlW+9+oXU$$a!q|Ig#D^}log7=DcgE(6wj-V{qa`}S=veLt1@76789k zg5Bo9e?(0sP*b}51^KQ;^ssWT`v(FND!MI{e8NhS$XS)%8(Muyx9;q!(X*$j*cS#X z&2O^23**KpI>SEZOYoo9$z4Q+vh|*hhA4;9oA=ZV?I&uP!C7a}_)=(?R!L&i+^QP~ z(-fs<%dbC3=ifaP-%ygosB^r{eLq-hp5HE3Ufkt6sq1Dok7xTC$*2kcN|JBi5XyP! z_%>bYptqy?@ntb8Ml%h@>pK*kI)TqWy4g5CPxHz_MUkN?v0}pV8vHLo>La$b#fjO{ z+9Tb|J3@5%W}5Z#((6MCvMnleqM1`hn)VRXAI3 zq)SPg%@GMBgSJKn+fS>px@;PY1a!P8ynWqCxdl>}8W^z)NR3Z>GwiIo_0EOed)>j9 zsN|!hS+!S7N8@yGjA-q$mcd#W+f2%0jIUN<@jWMbrxUaeskG*%?=lbn4hikZ9AZ^E z_QRu`aqO^LMl+ASJ*hi#j=qv(u!B)c%WG4mVD;Apo?IPUUXdSjf?P}RYUS64IWp%$ z24B0;JTiU!DB1ZN_sfqg&-xnlIxOSTh6QJqKJET}_vH+iUhWrGv}wSjdtx4+du|(P!!!Em3-!a-hlB)_9Pmr6&9_yoIBl7hKpO zoL^~iqfqel_&V*J`SME5a&xZk4jJ6!ikIG)5H;$#X;%IF{A8WONU82L0~@SnUFzan zJVaWmb+q*1q?f_~`u$@6HTX6wU*B(x01p!DsNa2A)pFhPW1p+vE-wm*Q2*p$f9Z}) z_SJ*L2=0i~CG$-bG#d3nvz3~bELnL}(R1b}rwIz(-zSPn%4<$l$!RQEK6!@SyGo5B zFZI*pop@^-VU_8t;>8U%y9d|oE&m5?N<#s1auK$#HL83xb!OA^*oXa#-fn1pWf`=z zHt2fIk|2`H`#3cgYx-R}-JUA1ykss3GmAxqgM=rDl}}(MO`ry}#6YrlAbi zq&FUDd*pHQ=&j>M6Nk~v4>TGT7g)-whrC~_;4q`ePJWaPU#0PxN9GWfw--mI%9iL% zY}g;~s7_P!(?6KY|AJqx_hCgYk92vh(Q5i?{UyfBeTDltd2Um;@)t5VwJ)MiM2)Sa zpB*oseW2`!Bdd7Q!qCD8FAy@g9B!|n=TD-{MOH#9_*gJV27*pP@MuR zPm{mGG@eX1ls*u8krQ{QoY|CQ?iDNNr4amFp&-%SZJ)u1l?NP+3%y2;iM1_ToG8k( zwOXNmI3>L)ccJ|W{;b#=skJjk1R9lASiP~)QVg*Vi1CqGxw^K~CSokTv5lPTS%Z?( zI^@IRCME|cv@9_*j~{NGK~~7H_AQ;LT2`!>b#$MBCF|QzE7fBnxd{8q8cmhAQo<5s zvKXf9BTZu$uaX%RZ6)os`mL|KUEZ#tr@AxckQW;rEJPM?m>V(2DrwF8)6G&CPs?UR z?0o%UO1|G(udvM*S3gYq+%`+e*<@!?u6exw)H_qlt{uecWL`efRc^Ry)OP3In@c(E z!ids2TZVt#%`;|q#h$;v;JedSt!gWRH#B-*eVgZbX~eL)z}lLD1d64$2aRfttN*$b zLZ9&^WkQ=2H{DK(&B^h>l$4CNE8R4x>SlOt5}p_Cw}>^|RA{Ml{+5xsC0^2To<7sX z?*3T*^9S@}a#~YNPpJoOeAVjd;?dS=Cv~k5@?$cTpdI#On2~s(y?7;V~ zmDN(ov`;z5yuD?*&;LSps<;WJc23{2DBElKpu;CDcfCEY@77{rHFoCIKV+OOZe=Y@ zT%KQ65qhQKz}~e>N6==+Wnv%fI@LO-#1&#gWlV-J#*JIH`x%nTDSPMTvp{PYF@ni3 z&3ksN^*rtIzMYxcW1HUWH(!0<`Jzv_#pM+XcU{fVkk6O(h#I2hcYv-Cuyb~3@eTJf zb{pCu}vakee5cx&{Rs2oK?5&*S($P zhNlKa@5``mVUL$GIqZM!w(>*``(?wWESGX8eadA!q{{zoTIpO-qGcY3nsb&q?}~{_ zuUA|er*Cn;rlRdRc5Xtr)ljzs9wQx9OLbNsxaJx$?bxlzDo*{|^D5(a<&s|Q+^x?; zO2NOEUY&}^k8Dn@$3$LDH}4puZxx~a45n^wzSo4e)~+n3wM zO{fjj`TLs}(OT%o(y4TVdLwxnk$G8kG28rsJ--tkmdiToqxmmB8zv+mwhqGh8OjIaaRqgF1Wqx7siHD;u6)beA!zVnR zceuK~)P`nv<<4{25z-zFn^oF37D$^J`oh=8T({0lPC$nqS^PC~*97=|yydu#z(w|U zO5qPRPmgdqb;W`${b8Gk7+s-#u92E|VnXYy+vm=FKc*zd&i7`^-_0DBzpl)kzMu1WL)(tdP5JBL>!d0K z@58f6y}yU}Ka@Sa>xt&=bmQQVq6rpK`=%wVlrdTyU=dwrm1g178ht6ruQF1)uHy3Q z4H=4y=L}0t_f?VcK~cej2D!Qqx#UBawhfaxRIjDGk|sTrp;pM_7uB2~H-)&@rbeys z+hwuLC$K8gFDu`N_jvLcSGR3$bk&2U3U^{Z$Y%$-CI*{rIAVc@y8VM9x@E?i2nsU` ziVc-w`RbXhZ96Pf?PAsW3Hwr2YO+3PjgCDytNfVp!mp~$$5b0yio>2(lmw=R*s28F z2;TWBW62`%;H=)PWBJUY zW=4gS@vuQb#$QHU;^<#g44BK9SfpKFbTin*y-w~OYi*riPq|5zhpwVE`z1odrMmGF zb%oB{ZL8z)Cpjyf4|wbzGNk!d0(YX6P`AwC{U9amPn+S^eBo1F--^$}-pv$^38XQX zEm8a&%W>K1doacI4Gpt**0W!eu=Krwdl`KXk~=r-Z9|*9Kkbc?`WwM(75&?8YKKNn zOdl0Rk3%L!&C&~G6`WpHZsRl=tgh5iT7)f7-*|t5^_g&PTPpqUH`VJmFWO>k=6x+H z{w%R+d11krLcZc;-mK1q-ayOaSu27IJ$O5EGZj?uZ?>=H}MJAVEK?# zn~}{X&l<52c}w1{kFzn@esI{}jj!&QDez5J7Mk4?sclm4uu#>Z8$6GQkBhK3ov~aa zqWa_h9W^9>c^q_Ll8m5_7O;Yk- zD5N>`fyc776%5aCnw4sVrK!pMG?UAR#xQ0ab4lMAz;RPOm8s?^+Zx9`H**BNNHynP zr03;w937aGRWQnT{;=Jg@S@lFlcgf_Au}eO-SkIBsixD0`iEV9(ryX|OD7%*%NQcs zSQI`qx`Zt|qh{s$zv9n4l>3`sG{Woqy9a9gx%8&$8|C~J8y?98)vdBLS5}{N&2Jm} z`;>H@>Hj{jDq3W?npu#4NprMHih^+>@)$X^{MIVL1+ztb_9)+dvF=J*I%P3QjxBm| zJCsV!N8lspl}7P)2pG56l?@kkgHDD@DPS7DHr7UnJxiC#QQLIfi&GtMw!}%}2yRfh ze3RbhyKmF4A4}O6;4t=~$p%kDgPPdRdGjZG*euuIs=R9d)9`Y;6;0l1v{~;Hb@4H| z+bhfc3fd}@iZ5!`4O6JGtgJtmIm{?v#^yb%)sl$2*EmD&@QX)0TFf#q#$4uYTfz^K zsq|8t6dyk_xaeZ5BEu!EnczPD^NGnz4G;Osf13 zJ*PC9%_!3quUD*Zjcssx+t~bl_}nM99ed(x7pJ_po;Aex=1vq7{9VhyvmkxY`el?nKQo~W0*Dd47?W5F-u&O4TW5H+BS4<(d%3q|X4f~`#Wy-wb^~=U>3VU}cZI;RH zA_rNSab<=hf+i@*a%kGNOzWM(dtTM4ipsB4?wicvP2eAo9=YOPk*4&gZ}#6b+Kzff zbsbAeT`B zBP-{(bpPTu=Vvwg69<`?Eo_a+8!fXfN@3J|e35{WN^?wPn#3GjX5pZe<*HtMeTaXs zuYH8woM{uUIyJ>$bSppd4<9^Jx!vW^Hg9`^>^vA|t;cjQ*xqrxdiRk{uil*Z32$KC zIFcUrGD`XcLesb@tKVJH%@J|7$RDX{k7){Fsz(czxh&;-yWU;dX^>p-@m+b6o;~~p zU+nGB7W!##hv{0H7x!~f1|B)?o$}1yj*Q%}zw=wjwC{?MSc6ejwrx|)) za`U7$YFqa3{mtHx8lw5bxH}6&Zzkh%+f=bD2Sd@J{nCwHCRzsGcEM^Z&D(;!XECL? zL!u8VU0eSTVl3U!U8HYYls~iV&o5dvy0=A)E*Xu#qIL%1tGQ>Quia6K(wKU2?Ok;x z!T44WU$^}$qc`aW@=<_-w(Q)skH5J*irsKnZRh_wONPAPr$;2y{9@Nt``$QGlyd55 zMT_GW>pFG*zHB)GnaFCXb<>`gzrE1?8+Hr~+o{YC$04qDet9QV_Mp88)d8oClG+!;1~{E^89 zNLZ&-^6E`tjCPl-P;h-78+`hUp+Tn zd%rpMOsma=!JFkzBZ*)dbv@elP3}m- z)JazPnn^azv_;JEqf8h#=A~ahC6lZ&eB>Ul;M8hUa%YWEz>RsUS~R7a2S3-jBON59 z#gBiqQ-in~%9~;Dx7s<-N6)@k-cqK>A6O8okG^Ii9( z4PzIbSL}?An;n6NDK3HEp}d%yOWRXhu*5AZm!lD~PHA=sX?kPOVgpO0CpCQ0xt+(i zJlQ`L?Mz>%Wl|dCcTTV|p!?h>sTCd4TVzvT`HlILUYaI;^flywAqlcb`F*nQ~9APT~5UvXJ}YEeLC}ba7ZQF5;A(Q$fo9Ri>9+E@o!_l{cFB zgv%VxJTA{~GrTkCS^hkx-pf(M(s^qRJlW@Y@6}%-Z=G3h6?bWV)4(vMjgqcm_>(Jt z7fS0^Ytnbpl;>m#;~l2PwS0bPoS2ha-`%<|z>?KzSdy|SP=D6k8T$5|LX{x-iF-`< z_z2YF(#`m?{HT{(XC_?vOG|h0FfxPrbg8D%flwLGni4I?$Fgdk`d;T4a{|BTwD`#L zGOxKeetEGBg~nTLLKY*;cIZwd{q7D+B7_`{EI%~8*8`hobgi{ofw4zu<|Nj%$2Hxdwz3!bQ=nwk5##t-wkku+!wIA_ z`2c%whC3>7NN~l5GaXb;v+sR+G=HD^`qVQtMg1q0+s5r!cu2nKgGQ&NX=eP&4@;Ho z6?JpmtaY<@zj3-ZM#Z_liupB37MFnRNHoCT_FS`=#qyu+v$<+$4Uso|O4ooz=I6M5S z7BQb;UWcX}jyw}Sv{b1rAc31V*fimLV9IQe%pV zTxsv7tZv{c^Kr^eMJWaAgDkYW0VCR`4y?d-b7qy zHcZn^2w2KEcv0O%H>XBrX6YV=zlq81&&`3(X5Q*eOU&bU3E<~0<@d|xJ-dVpjNECK zq7BJGH*edal|%2Yw~2@fV$EI2Sy|V8AfL8<_73Gvoz=CoO`qgS&*2Yp%8-lq_t}@K zbex!}<@vX_x$>b|4>rbZDX(&vSN=RM{`{CdSD*V_EA>}muZf>`p$_k!A&Y5r8h>uK z)<5BN!*AxwuExNnDoXUsI`52x(a&y3?LsEeXz>iK*t60@mFzcM%+@vBbVkL*f~$Gv zoK{L^n9=a5(?hfyr5S|7vFgRCyB}SSvQlMQv*tRU9QsmWs@F1Mpryticab;WE4)Fuz@zDMQs&PTw|=f&kT;BOA%oIhoO{cT;Bth%+0KGUmwg#Cl^5k3V#7Ds zyC?MW`T1FV#;#Vv?{bdENt@OH{>ipm7j=Z=Ej*WLRLm#pb>Yh)Y03=n6;}F z1FT#IhYO#&q|1aV>xZu9&Mhk+kuSf^q}Xv50hq?}9KpPg!}3sjK1 zkJRMwoTFBgR2FZ?R!(HKzvtuC2iOzdW{lOq3)QWvXDM51%=3=erLdq#)A3Wenjcmz zs?uMy8DCT`O!bl6dIsqQ>KEJ#a`Zfxr3xBRsCx^I!om`;llzXq*J`jhp*;i_hF z>*{zbj47}a>0PUMInmZXEtE;K-Phq{)Nu6O)Wj70PJQr(sirQ``eEVsu0$AzcS*$; zI=E_PCzB!0{#v6m-2>ZP$1U0X#qE!p`8x7gkl)SAxlM^WaV4(anr#nPX|m1A5T9JM z%hFQ$1F4`l^rE7YZIzu=lkKLrAvNh6%J^!^Sqi(x-_N_K(mrdC?%Ed&naCYEi5eH^ zY32q*&Sl?Lnj7Yg6x${#04^!tI)WjG5>vTd0 zkU)UYLujFg(5ndvRZ6G=qS6IKrKupGNeB>nuObEnqzh663(~tZMMY7%B32X&w(sS4 z%gp_MXJ=>6?wNDm^E{vTtYq_~RbhAddXTuG0;K}Ah4j@MJ_ZSnpBa&s5$bHG^^ah`Aa}ujKQ04y7zapNp^Ns{Yoz9sBvkzJ40mTsT$5DqSTDMH@CFu6@m2Sa0BGY z-;;aVSAp}_93!eHf&p{) zz07$wEZQ-X0))D>M#+so#O<&($?huYZSmIw)@s@{zO}0H~3V!JoC?!~%Th zPktwnYSCALD${(Wftw;{K7Y(oLYNh`QP3#b|I9Wy*Xn^DfTmUbuUZ-*yF-zkc>|rl z4!`FukeXYfLv^Caifi8Q2KCZ|AiSx1ZWN22HsVFpejt3asu;1E)!6L8>i=5td-oJv z{B25{qu*?&IwdA@Ii`ZJ4R{;kA_b$qGZ5K5Cl@v1O(?@F1l7o6sOY{tW<;^e+lx06^ic%6VSjG(?`$noO!@Pv2*od_ zM038V3sF2Yye$PSA5^Y=VOCiCEF#&f{Bwo(iz_VXPr4u5VvrT~eoOw(>=v+~5u@8Z zka2KCm>Y0R@3tD}7^O}Xd~vf}^N;OE%pGaf&p?Ky6=gc4#lBgT;3Iq{(?vX8wt+#W zpcfRZmkeViyiOxhqac&^d3Q=B1yy~C#jj2SZqM<*$6R(i%iipUb3|*eSUjM1aVrO! z(+Xz(?l+xHa&>!<`z_s%&Rw1;EBGAg(Z>I8I{%M36O>A^2*^Yi7_4NC%1^E00`nwI z)qOyZ`6c@S;XP|d)k#t!7U$Q_s;s0#+3)iYdJhxd+{&n)JZRks?j;PZlNZS0r1dXQ zho;*HO=X4NjM%hMmYPbWUSK14z5g7Yx&jc|NpUgy8cV-Bf4VlKj?v>tiweO7%>hr0 zVU%HB-o8xVfY7(a-O6{Qzs_AW7&#=(-PR=E#nkas&Z-UPRBV*&p7TT{k1AphKN9x@ zI%7fYGnGy#phGqyBFp5dP;fuF?s>somZL;q@B%AY!6$$1PgMWD=7npf`f-9$xn^%K zOC2=TyDFRfi4-aA53vgHtG;{LGA`!2O7byNzSBYh?IPLA<3EPzX_h)qa>YO0oa<10 zyIHSEHa*;F*sRzvtT|F7Aki}R-7twfO5#tBGLTtrw(knHr&(-NeY5CH8${YpX$Gw0 z02sb^{*7#F$))f4z%1%d6a>9(VkpcNgc!?!FDvY07zP9r-q@!`c5T$bX76EjXO z{T5EAM#TQxU^Th&YO^iSM$gAp|0%Jc4rt4mYU^hJ0%_G|X$9Y?%d0)u8#YAZ%uk@v zfYlUyu9`^?q5&G3`2+>uCRk41*9{tcDt(oJvJ$bd5kB`@td##HJf62kqav?`Ja0Jj z#g;m^Gvb|KgstQyWYZ_ZEh2b1vBn^|jMqXf)Nq%~7U9h$OgSu!4&C@{V-i)%k9@L2U zNzVb4u(VZ0B{Z4&MNe&X`-Z4W9vN7XIFhN+Aw)=0AGenOyDd7j_BQisiIN|_y)gro%^$W zbJ}P4S2GYFvFgHU`};14q2+3Z^>4*_$l>>QN%u-ObO%Z^-CSNkT>qYW>!*C`IwTB7 zHF}ivKhOt&d~o;!{vaqUDVCg~H@BPu1Mo29{>W0ewn|NH=YoE$MV2FV2}i?P(}O|+ zn4JSwW4w(6F=J$Ku95(y_HWOl5yi=Idr?MUwiqdJ3?^M+|N6p6c{NtP_azu|%FqG5 zN*>2=;$WLwM^fa220rAYF}P_FbsYmyj&I1jbXi<7a<#VS;UCCp6*81$Xx1%kiYGH% zpnB#Mr%SE^*6_E6pxmosAG4v3l&WE3gtA+`>Cc229seqTq!jk?9_}^y%65McNYh6~ z-oPPt29nY^9c>CYS> z>LLWQmAT6hnXG%OolfrgV^mMog;o0sW}YHFXcYMXkY(S`b~K#YdA{>Ipc=c*psMKI z1yzvz{^D4+w5^LGEN-TVO1M)a0|LOCe|nZr_h4zb;>*p!xl{^RWD)dTMl09-}#G!3CU zIr3cG!f(>&{{J&rf;>43UKcTgyzOrd565|T_>H|TEohrU!=ak|0%M=}+59oe3?Zy! z#KGl2E|F*8Zy}2e;GkbstUcRhZ8}))9fJ%Ar;SU|Ba&pBz!N)IRL1I&pN6k}D<;)l zl+TmMC%XPP@}ByL3`my|>`IzD^NhA!I74zClVdO$x>5iJ97t`KkYC$uL*bYlNf8Gz zAN$<&c(`yoI@NC@HLs@T*&yK!idxcMFSmy&EAA5TI{*oZK=AHfsJ&n$6k6x?XS|vR zMFv2WRIVy@ZQE1aZS*$pB+gc|AbnBFJ;1jD=p7(W8}Rtr&hz)#?|8i|{D$6S*vrL` zA1Rby_C6eZe-1;0ERH(ryt26NN3sKX+)SdNh0^k*<)8gazf1S76-F-D0e+6F;#3L1 zAV~Dex1kd9IS5mTk#k#H!^;Lo40!P;B1AFI+CSjM$IRQj`4(JlT`czNcX}0U`^H4a zZ}{TH{B#YbP1Z?1&(+PSbmUzZy?||hgeB9hws`8P^j1|~*!z>05B~02ql>Ha$Xw8e z*ZxCtObK~*MzBcIAB8!+CtXk9m7k!wRMBbx8UjaG^1ft#r(=C1Z7!lCR47nF(l4<= zfv_KsJ;hPCuDzSQ)eq%+=hFS}y-e1ZL#Sj~-)^ zvkiOQbOj73GP!Rh_O8Z=0Qf+oZ4o^Ja0BQ0hortkH7Rtt8@Oru&ZjhUo6zO9hO5NQ zwR2>6e@_)pe5?57N6bRqb+d6-T0UlxEha^)S$-a#Wb2iT>F58?=!4TFh34R;-2!@iO?`>T0E6S81 z4(F?yWqIh5W#*HhKw$uqf3>2w4OlM{kJNhj*LfUT6YaWGqT?8+-;IitKiGHEqyBzx zIV*GvNN@QuJ5+Ud9nY9SN59!?d$(NnwjSzRe=>M9rN*xdAjFP9q}F*yvi_$T};igae#hZ1>qQHQ8{!Ms6JE=r}Olc2C+bXA8^k!RV3ohyFlf=^~V*gj$c zcpFJ@;W!wupDd_9^qLmJ8j|Hiw>b&dHa-FM{N51FUdnvE!X71MEz%Juo<6kqe>N;( z4Y=?WCUj~}PJ?fT_sUao@6Gd|LwUdB$#4fKDLd0#b1S|4$p-G2lB27VH9pk*x>XV{ z8>Ibq#^^S5C)zw>7_M(eGbk;92~F_okg+Wu%LZ14I@T&@1^TYUUF6H`JM?2a-hOT{ zm`p44M4<0imkQlNON|*Tzr}v$e_=ZmQ!U!8Uas5ocBRI5n_vm}aOm;xs}@FXzo_go zr(&4NCpC3|hrsx#!=XCzu_6(_6#le2-AJk1R^qa@a`JYf5f@S_9l+VydZgvE~F|xZ~HtwI(;V_eTr$U^k#2=}Cuj#EKy1bt%*+a)@15j#(7Nr7O z&8{ixzLW7c>$4rB-8I}(CK@PJ_l5eVFk9gaEqD*N)Y6 zM({2iidk6JEwlmG4XCP4M8%21-UUlw5RN%;Ka-0=YtooOHJNP{{FM zI!gYKkd(qe-TmIN!13l)tFG*Bg_*5_^wL{cQ0+GG2t)Zt5R=>>Cn7%mD?Lp&d#Txm z{A0E2aG}-ImitHZx(z*#5io#Cj%Mnj(c@*pbkX#jJk;2v<^oZyb+D18*q`=z``P=0Hv)?FTi!I1mN6|eMTIaz% z%)X+hPN`3pP#>;dINd3^h7g`%a!7?2_uM~dQ^aBlXM;*Gdv1dZ2qxQk>zGmuPyluN zQ1(LBVc|;u$nEur3rxH_^aeOi0fdd)Pr;7esn1;lI?Tz5f7l&Zb;sbcmLpcjF1}81 zrp~I@V2kVNJBS{;0ja)HcjWO{QwoE`D%KXe%?7!NSai_iBl14DS_V*=(OQ$Tr(NaJ zPju22JtHec`~&*^o1@GUZh#{k!wh-dVloQGwu>`5xiPxBeh(F;enKcvlmfahD+VJh z*XGN7ZMn_$>VQOYwLa(s<9}VC0*yXC(a9a-0SCTgVjPQ%%?nTjObTeQ>X-=M(%4u{ z#cnB1Bob+KscY$4tomr=;-IZ=uEIWl;(UqnoZC;6ZsC1lJZ~!sa3B_=z+9q~4$>G_ zwGFzNl#i^c5?>IqP^;bZDY^?}8Pq*0EPu!#&c$)1ZxAyei>W%r3bFqI+R_*T8L&5K zr=8h$3rc~$Fi#38GU_E+{q2EA%=hy*H^~ZSXJ5tYe%ArjN$bL$N>Xh#c6tw>+2NJ* z2BXauG@wOFr?2rGw~UcOOev-|1{GM?ju&{q)ng{BZL|W@wN_LV*?k8{Y4xWp8!>A(>#Mc&7Qt2o5OHBZj^u3}{Aukx^5ky7s)7GSt#R5~%jUm7NClA$URsO@O@;E?Ax1YUHmIn`~6-w`_~IUV2( z(y!Uvk;I-$geL`2SDx3V6+yh2B%IaSK(s;89`GpttM924ilI*2_pJUoRVkCTXZ3{` zaY$L#E7nlHODefP<%}y(e>*Z01#$UK%!Q}yf z+qnZ?DU11QQ_#Vs6DO1Y13aAlyK?$|HAGcOVXQ-Pv+Sd=Ca#5p%=<^I&q^}SWMZ_OpCs&wAb@{29Qz%8FD8ow6jpBP$od>I@lvJ;ySnGr9hp*Bzd2GAObwyvc9+HPkIvwHiBlQzZnSiR{8T z7>!S)SKBqrP4QJ>4(q|fnxJ1k%FK_Au!*SiltwLhJ*Bi^X!`x|^pUa)8WGadaIK56 zJW^yea38eh3guuTUC_NGyby(h8lokA^GWYNy}vBki8xJBdj-JYU85^qHLmXLHoD37 zUqOfWo)>aFKc%?e^ijGLCciRwPhE!%e4z|@d$mH+mtyV0Cy$@GGMF8ES0=@~9(?n_ z%T#eVx zE1jxz9d}Jq2$Pu$7A-8fg>&nkG*5()LiMyFrCKT_?Z=z8I-wzjB7%0FAP-h7jAF0T z<8R1~a^yrz+iM(q{L)fPv-r-v^FzHBP&%ZzT6YT)!}+7I`c$sTKHy0BgWFILo)wA_ zURvQ#v2Ul00a7)tzA~qGKv2X}ibe6C`}al3DD3qa{(z6PSUJx;TE4?||KtxdbHIoc zu0_y~464V&4jYjOK*fRF#lgjpYZSl#!uA;CFI~;8TpOh+D;#SZY?)~4r%?`A-fXlK z{@fJbM?U}>u3YJtoC(iS0Xm38ZWl?tzn)#uvzd`pWLweAyZf(Ajav?rJh7;aw2GAZ%tb|o>VEo%dvfXs z``*c*bcN1lr6^p{lHb5Jdc^J0u>4%keX_D3ik!*D9U9>i8!PbR-y2dsX2Zbbd4SrG z;gW+^{UDx=NB$23&X7vIMJ4+3eb(9^oLU(ZIOasPb3XiXRBG(iTli#oguRL+tP#)_ zu)MJE+@BQkx_MC@6{_+E_Ctzt`=oG3f+igRf~ZfXp1yqaqN0?1o=l~H;rx)?<7>a( zR34fRO_O@jtM>iN?c>aMtWI@4jFb|Pfs2=YhWo#WrirZ7Y^g$H8cg2ey$`tB4^5oN zDE(=@r|AH^28u6pl+_(i1!4^24=UzdIpY_a$J`!%CLARd!r-^c_P6(PU#g#CET1^h zQ9N|o4?2X+PqsuS4v105K3v{?iiji6ibv{%mV&@mY9TJuf<6BMo&^Dv9QysKx6Arp zgCqGJU7A>0#~F)gH*!Li{Jsf)wc3IO%68P7+T+`(P} zWq{1^6*7Ig_XOr}K1%j87;Q4$r1~cNo;Zb%FM{V&KOBCbH{s>mi4|O2jHZbn_wKaX zhLW#YDE#oT4gReL5#Qd$oBU=xK?^z?>Cu0k(T(=&OMUDOJd1@Vv_s%t1 zh#V7dtxT?Y?hN=olo}wctfm#xlqLeuw2{Jm(wJz}e?515oZvTCDrzHan@Yd80_}kNXv1>h|cNW1+CN<*Ev*&pO%9N)x}a}1y}joqV_4m*ny{bhDve- zlEoIMtO&lI%L2}^N<~&AeKQxqGx|&#h2zLs+~vIZ0S?4StQ7(OXB=RO;GG4}@I&=O{R=>Kx>AKmKAeIE@b| zEU%IhRTO8%;WVN;R3goeKS1+NLFiK%D=)%fb2kPvhTs4RBu~r5J1K&GdDxtSl$X>l zU#Obr%4Jtx9=fMp0b$a5jz@?wo`Or0;gR9tgj0BtS8VOmm8FL6?tpAm0}R(dtN_Uu zd=DylUhtH}(LdTZwoNG~7!jEcLz)OQ% z7^6D=+N>te8c>G4$i^|ZSbC=pL zb5vLa|HK-RN<^>Fs7SBx-=Z50DT*<)xX7?4_5D;!3mNx;gPV9l zkZD)?;+**Voip$7lwTOG*U3laTtlAxP`OwqoAOwq8hAvC+8h^I+XoU_%lPiFB0?AZ zKphbKTtf*_4985ASiif!G;C*;SYc*r9!|~l^|1JIMdz=?Uyd~fP?B!Xa&(i>yNir z>!oz>xbIVs2FK|XUbrw`Km|S%IP~+*9*Yh`Kl<=}g+BY;`9{T#6sHQu5wbgVl@fyo#;Ay4qZ4%{L;JfuonRAu)^3{~ADMF21%zv4C5 z&>HjiNBqqv5DwB0HCc9scy73*WnuB~soUy*c~yk?hkNe0o=%zjmwBfs^dmI86Rvqs zb!*G&T7`s|Sb2sU=#2PMEG^On`fY7yTTc_;D6Db|uzZ4Ii&jEXWgP9PYi<9YY=avFJIUawg$)YygClmTaM0cJ+0HI~$DU%^iDicXz5fdw8-G3n3snGOs6MeDpF$ zD(1Y9Vag3VQXg?+Vbs)QPYqsXUvlK|PZ7M7qPu*%Uu-TM2SOG4O}zirrQB})yJ#Kg z?0ZtM^;QUkFWu|y8w7(|EEs3>m*7TLM@C{LgITiro)3c-1JA97-{9Eejmmr z>nO^@<#C*! z(3HV1En^zW2Z>O4xjI0RKF{rIEq`oGXv03zW)U~QZETp?mp^|q>yqPD|H-KFN_O2z zHh8aU{98;)J!o-f=BC82c&KU^6O^)@sA+^#iyV>@TU9NIZPBw-5SgU@2dH=w?D8PV z`7qc1jweK^Rf1m?ekw)Xav!^?fmUTe`_F^a{bYyME+G5`TgYU8@#7) zDIO&@bIo`VKkWb^U>=!_!l{Dbo0&j2=;~t)I=LDTsb;+a4_!Z>p_sxR!j^qC+;MDY zZP(a*1M@U{NwZ?`eu$eJnFhW>0Z6SI%H8t6Kh8gSiTWcfsNSm_$XSF>&t9e!f9voi zxNJzx?~9M;qi=X#z5sLsu`&3Wo7u8E4?-#Ngt$1No3^BpA?fo1y}8;?^-os>k}eWe z<+Xvs2apS0}3^nQ2|M|w9hF6_P65j_KNQXhupQD2N5zEC5zdj_)M@<-0ld*cD{ z#K0gkR}dSDaqia=l`~cJQ%Pz3Gl^v19Ys196n0o^_-!Yxeh1ru1-*uR23 zNu>cYe=EN-o(qm!s65*}e{zq)2^sWs|I(2`5Y-{+vf5>cuVgZxC{11nQF!F1f!_~< zx?q{exV?CL-o+yuuDvbkl2y^YQQfgr-h#CLiP2aA_&U=s*opd&hv-9W)8v=ARX3)- z3GqVS#D>9z;Hg9yrA74O4UzuiX_VxBlPuckbqLrudkz=HdpHf;^+Gz z{1A6PVgAUR!^C!`jT?e_{3qI`ZpN+gC5xCSC9FzbWc8Y4M-6wain=UP$^!4M{|D$3 zPpX5#MB?}Krh;L%X^jxosGX%Kh37{MHP_Z}pJSc7x6UTf5=zo0bTgm`%EAa*=0AY< zBVG%hAi}5B$i&uTU*PQ(y<;VN3^6vGd&Idi43lbQ>h{|GDlp8lj9;aZ|v>`G^>XILfT&n{FIJ;s8Hrg3klu+ zmu*gVGnS!Bc)y@_pVcy;CG8HB%>xYxM6Iwpe~Q@$=WDU^6I&w#Ar$Da@+gHD@;O~; zRpgBnwPcAl4$a^Q2P7@|&U@ULIulEqV&skq^2#j5ey#^?IP;U!y$A0#2GjIZzDznu zkz0N}!*)#)wxZv9uYpz4o0XWQ`)ezwlO9QA-r`Tc$gV@zS1T3p^~u|2P$9ai17KL> z_|#la3L41y%n$r3_M>~J^a2JoOLPX*p(Q^#9L(srJg#R#}`4Dn`Z;8Tx@<$*GiP^#47(% zd<%NPPmQhJeP8?cX>azk0fI`*o8mZc9!oq2@qU$y;DQcBx5gg8 z#b4e2oj&X21vAfA(@f9DT;|#=4)r+$mgHmc%Y*u zzhd#NDq?NhuDTRl6qOt~YA^l>cJdT&^VW+INpo^C$=2}U0 z(}3WPTWOA$kIJQ4h?m6Qa~^&V-T=T1Jx>*t`SK9+j;hZ_v%d!7Px5!%q~)0^jLF~E zF%9?TYV@J%xdGy{nxJRuCQ$x#1LW(o70K=waa$+9_WblO6egx{J->BngM zY?|?eaF;gB9&KDj*_UeCh5N8gwtj0DW1G11=>jK#IXr+6;d;wy;cr>S!K{&;X)rJDp0?%dZoTE}w0so9e2DRK}}i{237NX8D3 zzpym!Pt1=V!PUC^j8U5nSt~?KIPbC$yM7W5^$*hy0}9DwXlqu-Kw~&GpRQL zHU6doZn4m0-X{B4&1BAD0lwt-3OeM6gom=WVoUP^-=S-MHdjF~GZWm^NP;0mPFjP! zZ~Gl`H#xbqGx7NEG`6^cqTJ)AUixuGp)=M1mDVWVhMH3{mEEvf>B@RU`hcweKji8? zzTCHgvL_$Sdg;jPi2pVP&8vh7>;z6e{!rm93RF@%WUjr@UoQ_bE~pmzEbFR%YKJw+ z`Xs+}B-bn*f{U07@p$0>!{iR-`cPwhV(wY{1jyyoTog4!$Q8O+7kN7C=z{ie$ zsx=XP@;rl=FL{xzbLdDpWOb?z96Tdp`z( z8;Y5;v?G3&*(PiiiaR3%pBUaKbP4nL(4Y9`I?sm~9Q{G`- z&t!J{Rg=t$JKUt!sBa( zNmHtP-g+8V+BY!|#Ec8bpNS5qTev>Wij*Y<_@JeO_V;S=DBczFWYiO8ocNx_!n!@w`@@EZ($E}w@gM$#C}FAXVv2I9jFj(8Sw&&v zE9TP0*Fcm7eR=_LjJ~RgwsK3WvZoKMr(gpKnEz2JIu^_YmE>${bg*OCb|}Q_o#xC} zQuO_dSFwqcmkiIYaFlo}@SYVsZknmMN8aEFCXSTag!D6sM(L+4 zw}_h&ISKt`RjM5-Z3++M`h7$JW4J+)ACD@}UC>48o{p>TuTQ); zd7KIXrIAs`m!G{^K>2)d@x2gPc`Pp#JdTUBd0=fD$f^m)+*ve_t@VgFNN7D6#`l%q zb)pbFZO17kT(aM#V`v*rr=-_l&w!Tq6Bin@-0{h`bo$MVj`;Jt@ZgF}E8zse1eoV? zM*Llbw8Uq9YxfE4MD>4w64;A%bc1zz&D_$_CHs-_31*a9X&YiVtUlThHCZ+8nMX~d zbsv2xtrzy~=PU+as-r*l8Bpaq*FDL09H?T_6sAc{+u~RkIX`JBji>GIx1@=#BCBpM z(WnHlGraW3LebK?v+U%LKanCSNtbMuf#OG|#<;xo+DRTrWUPgnTGKwsgK)o!#xkNi zJi*fieLBr}16ejM%~a@gJytcP4_Fx>nvCKHn1f_(aAFGBK7-c4;G04c)V0CM_UH)d zc^!ZXC?Kw?Th$&V$5YsE2CKAmHg~dMtHA+MummQwHu%*~u5|?Qa>x9bw``V$_x9-UInUyTv^nyzvs;Gt}Gm@y~e*mc) z;B?g#{VP(nqq#GQfIH$Q3azlygZA#zXmzSMpvNnxDGnqoCukwq_T|6hw&#UejSrL!Se|ISCE4C~W%#stS@cIrza@n8dsB3HGppQboP8Pf3P1*@ z0W2jy!uagQDmBx@3myZGPOlhW`@GIwtIUm9UG04=hWt@+pt)Cr{&&j2!GM?!x$_}! z(8L+TmICw&UgmRSzyWFmFU5tFnB1&XyY=&i-FupYa-3mAm8h|$H{88a8k5wI8g5af zQVm6lfLnnI^T4cMhjzrQ+>~55OvInUxoU7AZW}Omyb)H*rxZ5;+L4(vj5rQ={%F2$ zs*|Prk`ETH2^IXihldE{`aF=A&Zz{S_U$QX?Hl<2p39EH1R0f%S-E}~;3I>v3NEr+ zPjlRb@r@~0WplsLtu4Joz~3o<4rnocnBWum6NK`%he*WqSwI4oCUP3DP;dEG_Rh^^ zTHouw=UIAy@$xbT8ZADspVo|G*kzvgDpwf@LnZlUc3W+~aqs*1*Nx%~4r>#<(5ky{ zb@;wAlk{-o%Bc%r-+Z7HOfoJhp-oIs9cNnR5Jh%p90^xUe0k3t>K!lc7Mx50e@QNP zM|aU>hFrdcJnw)hlJo2{BD(BJ<)KgrxdAl&y0&q<9v(?--Xh^ zom-2xkw9IYYqO#;>Ukfis*lPidKcdWs+LWrKE0=)c5i+k|U}ei>8eJc7f}rcb*vQ zxVydZhuw`Z)H?ZRIJ!Xc>R+pBYJK1MrYyygxeDP&pL?%$-Zui}fbl z!dD6f$xHb27)~aUq)+U}@!<>7sQ{-3>A% znmJezv|pGHKsJ)kks{ymyY!4{-tqtzR`9rtv;$Bg08`)~hz{PgJ5;bR+ZjlgK;3z5 zI)m=-1HWVXK$}4KW-wyir-MS>JF>mx7L_Ro&jz)7vYrs=ft41)SrcyM`W~+ND zIz%=EP2iv2UW%Z4a)QAO!^E`mXTC3hT)aH(xLKRq^)X}?P#rqynxP*cEUb29+<4_} zeeR^m*?n1C27vAiKX|9`PicA2s7|qi1YvWiTP^5-Fwus5P6bV7%r#$R|F0%wu6 zEfENB1P}5jWp!Fnv6{!4v^*NiC3SqNenPtsr7d3_?W1-**Q!;KG; zfPnB^qzda;^B4;t?0L$iI#&nUzRIiE+I5wi=Rmo^G4!fkuvd$ix0dDi+Ex#iD(0)6 zg~u|s*!+tsjGOsUpSIq2qS;B+EFuF1&;+~L-rc~5ifx_b~_*x?iJ-8q0wVmNGT@KYN_0+*9F{vY6! zg~ew5_G5O~t#|X%C!=_2i6=nQjzVw_ONkaG|Loc$<`20w;zlFz@*$5mcF<#B;Dvrr8Z?iawJF{F6xKSty}h zT`0&dRmjN$r~o6p)i1Z7=mwaT;|re*4b4Wc5AglY`Cfl+^wxmu=g2rEAA3SL$M3Fk z)t18W6!3M{Xg)Wx!vYBN~_W2FEL>MH$xLD`&8#Y8Ie_}pKym{|p(?WJq6vS$pw>f25L*k+saPV@$ zq1XX?;F12I%REwUN&~N~21d1IOzp(;tKu>s)rU?gZiw2plo1BUVE+a#qH|aAp|znF2EWB0Xufu8 zBjlM8Fd|y@W_Yj}uXyI^e~V4kVsib~xcV;iW`j3egh3x1e7*H;kRO<@?k@A{F zRYOX5q^4OH&0S{#?a#i~YBZ6!2fD_HEg%UWM?<+xkv{}8fx!Hf*LId6YeKB!0Pttw zPcv3+54E8L0lH6wU|xZO%f*zLn{%7_+ZLet?3tpaXZ(NdY0FwkdbKo`09rt8iSM>cdGwOzPhsYZwbNM@bluy zC`qxj?SlZ9dDzH~O0<)&fixG(izp7cut{xs?ggK44m!}<&oB&b@qV4Y%fD|GK51K! zP|nnn?q5Yb<{K)wY^O(~lE77?hPX&U9Aduvj!{C==Rh!$L|lt)!>uWO;B{#fGrj-M z56%$irv>SJQ#6137%*PQq`~w4rNv!;5cCtZyIQ2Z&g=E7M&RBFqPIbWOZf=UUr_mO zBLLmpiE0sOeD94GhQqC5`mk>q_3z_$&il)DvFa+822)xsBb4{MI$0{pFMF^lxBAlf|EM@e5{PqkV`$*1y-g$i3#16-;} z6~gTAp4zRPhhnE!&qvT1h7yBwEfE%CnirxGfYX_Va5a9=zyyViKALgzO9ZnKiN~8N zeXz^lp!*lKG;WEr*+=i~wV$!vaLCG1SNI}*W~p3}cqxszWr2RCn`KA9({qx-;%PWiU(cXfjm%acwqm=P`oFBPE<8^8TPZaatHApO8S2(* zAui)yFDZQ(OF75{40N{OC}Oj=2&(E<6Epd4+ryFeNB1yK7M%5WuK}`c?mtRPwL6s8usYzZ199`J!hY5&lJYsya_Wp5Rex#ok zISB?E5KtbnSf%8%T|JAAPz9M%Hh`JPE5mG@^B@K*j6XkU&)PLSVv9`voryuKnmM@i;|DL<*;AC@|X>Qb5G5*3HJt6wtqe*<2GNrb>diIXfAw;@+0 zmhkX8W8y^HO@y&TNNb{__~D0ttbkKU?QYafeo1EN$^0q~*6CZfmMxyvQ%`Uk*HVqN zWC$%dU+4XMMom|}D?sHoqj!zVfY1(BF@D1Mv)}k1TuO*x-De;Qd5@mb1=#XLn0J?J zvc{kD0)Zz=crI|+F$!=#peyQZGA%v4A*o9kJNsh1+R3v#$X{5Gard-VdqWBmPxK{5 ze-|0hFdMj`w?RleUmgLHz0J#H)&O+$e;El0X;#|R}uTk_^0@zN@wWJfgstd>?Dk+r-j zgaH9u@IU6?+DzbwiQ=CUPB*(%C!fA$KC2spo4gJJfYSIEH#S7A`VsM&U1fzw+XFpq zjwPL}`cAx6fUD0+>fW!?=ExgHSCF)k%YR4rguD$4|qip}t66 zT{2pJ*uqAK%OrO+V&{YFiL6>zQ&RX_|MgLn`yHJS^Oh`J!b7i(wNd7Ys%gd^1)eEa zdxjyYBo9a*bX6_0f1IvGd=>(`iba+#i+MCz=f8nxlefV^o_JEZinF{xkpZ~m z!*~@btE@M<;Lg({B)GTON>UW`Yalk+?TQlYajbqlBjbQu-bjD;gd%Ki{2$aC8$=B!@b@>hJANW(I0C?4J!ow?eSjj08GETC5(*1nY&L{h+;)TC{ zum26A!|eHbt11oIXq#i}usZRkAH&aOO&d5v@C5D4T;qHl!20JVlss>nC@nHE8&w_1 zF83d<_df#b8;{e*%ptK^BRU2?FZkI;~oW4!Ig0#CcU^)l=b$ zq36Pzv0rUNM9N+!T@>3Wa(Oo9nCc!Zv8hG+J!K z14h?KX-B6rzyJ~5=ZGQUOK9La^RHKHtahkGQY&!v@xaVwfbx6>ZFQb=M=%v%^%TziELFb{6{HMZ*?Gk;BuX(7kx`V6%T8(Q9!e1 z#M7e8%@^5}QBnB&?ssP$757|XHzHP!-Md!H!ntjpp5n5Jk~ydAzFSOb8b5U6oKs;# z1%94f2bYkz*Jc0di}ot#o=SdLToPyQALH@kL;!~4I=jDXjNXN>>M02mg@T;}$^1fu zr%Nf7wPA(4^QRxg30xCSnHlt&mvD7*M9nSi45lH`_asv|c1HzqII`)mdk|}H;llje z$3-4$U2>P&PlO+^mFFe!{)v1|?nx_EA_E57N$jBRDUsYSB2w?p{<(7jCKY70`$&t7 z9&A=}qs4Twce2Rh1h!7S_vp0mB%jpm!joF{_Fdf&E9;T!_YcgHfMm4&o*@_BM{5FE zRAF_H!5|O9c~jNIDL*`F)Trw;+*gISql$O6-|-}4%z02tHX>Fc*V~q(vM)QF(e#y^0I-9HBU zlMq{{uB`Rw@P7E1xZTLL1)I=#7e>j5NokgFyLl(>GLkR6Vu@jE*u1d-(ejjYyt}Ng z8_&yUchs@OzUgWsSK@9j_t=B!#Z$)e>YC6)kI`6oIZg@}zm1XwHv>Y>%(wv~#w}S5 z+^p==!LUFUif}J$hwHXgRSCMgtFZLOP@`-onW->$Ya~k2E~vOzUW4Z)fNnMBpU+Pd zr^(-Bz`WtzOUsZzXu-+HDj;i*@gblbAt9H{!(fLO^!Vh+r7pZmF~q_YQS9@3{cMhE zQ^nqnZyp$u+1vX7A`d(FtM#0*ADQrZ5JVn%=6Y?YE|<*w2e}{c&~bk{s2+xvVNOG@>8OM@}*s`Q4Oz5y~pWYs|5&B&_7)rw-N9 zNTVLZVF45X2b&A(h2_TDv$1qa4c@DOo+x4UB4$d<`3yg&4b_agA*2kiL_c)TkIxe? z=ij|qpJII<5hR}dG(F)N6LKd~>sJT>W)V=<9LrU3HN6t*{v0#`VCJ{kcrJMRHgw*1u&o>(ZyUA0vmK2FNP*6?cdauCvdap!C3@ z_kMq&xfV6MM6fMY|54n)Y1NA|SwBT)B0h?h6Kp=KL~utuGqI`{%`h=c2Ay412MJwi z$PUV>JQ)4XWh217TD}7s6I*q~pV7PPP-1*~h`w|s{^<_Db>b%=C99`0F(hftx<&ZC z+UE-l14X3atYcu<`fp{VGc?0wq7rYYp_%4xMY1g{TH}Z!2XVLbppf58Rc;T|Bo%=- zX4xG=B%gJ?zRtWl-4_TZVP(==oOtLFl`19qNa<-u)kr_1;6{ru9d&g!VtUi!%j^G@Gz1BLc z43Yma0y966#F%lKfY4)c6I+4AiR^>@ADMT-$FOEfR3q~>y8Q{azeH)Js*FRp;!)t~ zdmXQ3f}*fPm|Z>>716IrlXwm~TZZi+crh@U+sw*+YGZ%;fGa>Osk+u^g@j5r>gm|y zEp?VaW|iob{QJYa4jXiHcahNtt#Ju8vVTK%JAD>DPRytZ@ON-D%JZjMt4Cl1=e(Md z*NGbG4BIrPm8p)Jg?E8vI*8p%i+opb8Qsy-nBKvmGRjMR7!t5&zwrK_VdD<&OlP;H z)|>ScvkQslhAQ~aHpW^~c_$*zq?Y{(D3{N?JTl(?KAjeN@M`$Q6^~c|+?-i9;FCz> zp|$RSZ|+CQKT%CSj$qWAmqG!Njg&*_lmHkfx|@+AZrT*3>(FA-BGKShU7B{wqRfY9 zB+ZQWcp^i(b_=O=kzZ-Ur%h?;m?9L8rZY?E8$1Ox-mt?BlzYv4acCUBet0i2^!7yJtY-|p566cnxqb1)a z@(RR-!AtE_La%V5Y|i7FV*ua>d+GLat`r z|AOM;$y?A8LlWz8pU?EQ1BIVIHy$A2yeCYv+l&UHZ<4pvQF|J?YY$R=LP9Bv9X}@j zVz`o+XxvSMOMR)tB7H!CnNJCb0J9TrByzazl#HDv48PG?-|;-QZlU{5i5+Lx52n!T z-WJJ+YXS*ASwFjd48G9@cZ?xCE2B%=IhR}7tPz3!GZ)4;E&YrH(fMZ&r<(YUE$rL~ zJ5O}>F4yma1evh8N7X)+eAyYXM~WxQgzrVtpCxW}f8eJC6g;3$bRMFXiho{Kk3 ziH=L5svn9U;{e<(Sb>f4kg-`ddjPXF$>7KD@HMZO5?fzsaZUK!)nBar_tF}R|Dwhf zr#G9Crw-rppnI{wc~&ou(bn+PAp#AhCeklC+;Bh7)%jq6jIulZibHhpbMY=dCuJ%`?>UyT;ywkVbwhN*Udux zhsv}ak>Chdgt=-Zf)zVDEJHZ^yuR)r$jaEzr1m%ef)XMO%RE0>7lo-%|CIwjkxe2I>f&#(mya^V|TqDb2#^%_4({} zFE>|_RxHu@^}CC%nxU2t#Z>5|L=3yNu}s>{oX>jy0XUFaLaTzZ*7I7$5ME#;&+4Vb zTh?HZNI1|5}hAr=$@+X@DA8q2y`%ff)KDSm3Th=$Y`Lh`Kk@D9Q)Jk zN{gDsuA*W>U9k%2*LGS9qRVjd<9Nc%&ixpUcUg;`W<;1R7n+Ye$oyK(Sw*zPYX-#i zucn9>Y3^nWgi?Bf-`Z|3)4cP3gQPibL>MRVX!E!r*{Cs8-D46=<sl4L-)P3zfLW^%YK}-F2^og@^$m;hwbA`zysL#;4|6XR6u(uRXk?e+KMqUl3 z)7M`nUs$(9G|er%<5!ef>8nA0TwWP#<-BLS@6)g+=o%-VUS7r^Ap>*52yH7Bd&|nV z2;Y3u-OluWWUBd1w;`*qky}l_4Wys9vVERp>r>hDmWZ7;8L2&3{B_LHnn2`%jfbq$ zhik=|1c1l^T2mwSDJKEaZVm5zW|;lmDSy5T$4=$Vw|c!7=SP;=$Io!Fz&vi~vD=!& zZ?qm&5~XYo&Hnj}V&sEj2M;^Oc_f6*H%$wXD*GQwQ}IYyHK6)HyC?{BIa%Qr<^F{s z1sp3cg}AkOHUEpU9O0IeTcOY*jLN~ zUE}O|_~-&uObe0BE}T?)&M>-Oa750XLm+eeQ;97xb3U;q%t*N3DXi1UZyH9#*_%)1 zkMt1+6nopvTvGrf9@OxS33d|kCU)q&i5#S3A0L%G`;hmG8dB@fX1L1ZC|LGroG*P4 zna<_bk|T3*VJo2(_V{*r`#;|HA0j2f`aY(JvdbDjIj`c58JOV`eo&4e9#JIfR4;by z%o`Rdrv2SC$q?2A&mT-WC_A+Pe-s(+GeoUoyZiV(KXC;+E!%M4$J z@?J7q$*m75*`3tb&H?PODtUTG$$F60SOqbUJ9M!DW{8sy)%6NzU1gzO#RuyS&qEUL z$~{+&RYwclk?dMhKzNL4kQCrfaGS*E9dBnP# zBpUPn)>Q!?|035u>Oe>QSnbWTUxW`+B~}@(Cc1=jfq{MP8vjuV5ZgyB*+Ak;{bXB~ zond)I*Ql~KF+y0+L<^{ab-Hr3D}3)#2N^3QtG54+=4~I?Gm6rXacI@+AajeJl7^k;Tl@jmDyjKM0G$%YXK zc80LeAz$iXMLIoVW`>}9(>3k&n-G6KaC`-@q&&335Ve^odL+u`e)wnZ@?$$V$2)uZ zdG*Mp&x@xj*3FY-X>y0T63F+taMg4c{$96QN>-C_^RwOKGM@+Qpg&TZ{sDe+-4!p| zW4_!vX$4aBq*f3=6(VU!`FCK_5M?tYm`-g$g_}f!^fnwNVQSLK#@~8o1FhK&U#9)p zm#|+r*Sy7R-LRZK#5zPzLmkiOHvi@tiC3D3aEXtFyx}?8V;mZ z_t_45=9ldEvuODk`X;FSPcQqSN$f*x5vzZ<*4`v4>FsqiJ94|-#1?A9wj)O$Y(cQ^qGqphNhqPv&CnZmx)6r_4;FtEA>lpKY=Te z3{~2j8mzbNl}IuO`@EeLth(3Jq>$5gxr7y1`42GD&&H6jvrx6@8Om2DPTi%B4(Rmz|{ zR(lf^c0dfodG~4xEh~72&mkph&1gNnj(Fag)x3kd)G^H*CGPbG!#xkEYJfHm{>oFI z6Jdebf^(ZC<`p{(XPWKaPE5L&OO3|Ry;8+*b{H-*u$rjqzgU@%@F^@GXtvZtWp;s! zz^ZV{Ksd{F`vPA<2)BYOlGWP!>|$c*Zk7VawNaz#%HQ#b)(m`&{i{o2!qL~bR&MEM zSw|Yl>SDwSg7S#0IFO!2$Jwa5a$=zyYi#7#j5<%f&N$0@-S~{n3*u>|6 zlV@jV|B#uscY^>IRYW8!%3>UqbC8J*!^r&MtcuEBuVSgB&hpIZA7vo_0;icH4uSLp zv-Jm#r@YlpweAV(oOj$TrG&P)N-X>Ck2-~kz|G!yhYCONl(hb#vk1eS#&`$Jt!A8X zKKEI|{+XJnwkVAggSI4U@R=4xxmAzBq3||0zPzlo{+ws&tO-BWnWWeSW(R3feKXYo zig)ItCCo_Mr(JoD1Us2rroN`**;)~g8#o4@z{q$NTs2VX~)Q9 zlZkzc_j2b(Fh74wR~1P@{Z&7UBtBt&LtkAna)yR7S2#F#uahr6ci28BKub+z;lFQ~ zAbkW9JEyv6-jXzJc5QQ9qI(*#XvO>i0q}dth98jIR~zjT(Cxd^@mqg{_fHO$WxZNh z9oG~5@;L4P)_itX#Xly`7v%e@nBHL`j$JHV_+!%?b?p~hAi)T*yOx7amPD4kfL-mP zCd61?(`&zB#qStBrY#I*hd**MQwhY%YXt+tYv(*#PIftcUA^{DrkkLU#)ow23@;_Y zF;wV7$maY7xn{YnFVs&L#`DFR0Lvzah?e7EX4rz@7$eJQ7~9l05EhxF2$3U;7IVmh zy(tQxwx59k4Cpv_on$TX5M!MPTI0NhVYM%H@%%mWm&mj@D{Eh>yvnwwpsby2a18%c9@bU^%($+osz!tT?aTX`|xjO5n;Y!I8}# zn1L2oI>E$hs(~69{*29i-q>KCy<86b8ttCrE1N6o)l@D|fM=@?5r%m^POAGHqYaBh zn(pE`xUq{_-;}*vwo;Igdz~;t>C;~>J;zPrR?Xfw0)p(P#4B58Thq>`+f_`D@dhHL z{I%RZYwO#jv_cx>tJfzmC@CFPW1$OUps%mf)(fBb(sj4uvUa_Oqbe$6CuS`xb{vwc zW1{rxTlV-4Dh-JI`KIfZx~8n6PFivuiRXl0CwS>_?(X-|T7-rDR9$&tS^?bhbNvv7 zwZ9N)#p~dvm#_^_Nr!*w#-Pc^tI{A~1Yzgbv2%;Sktb4AbVcJ|x$&1%?!vl0iM`1h z*ygj%lH`x`o>E2HzIFRz{w5i%&5BJ`WqC{%-^dY3NeCkF>e{i=0T5BZd6qLy7n#+u zgs5)Zazu2)YL1~h5q;amdp=d{+;=WU-|1NlAUdP{{h50g&97(pOUOQ60i{#qFcUw9z-o2Shsq9{DV9$qWV2@!e@%Zmy?-1IJ|Op%lM3ZUHvt01Irnh<&T6{ zaf^@Gp%|!X+7@X@n)Dm`wTv;9=VQMVeX5+ATnW+?xjzR#55A=TV11`hjdYf9-#V~q zVx|(2H>UayRL1{FIe$BRXOc)N;ebXm`%JKKZr6XgckcQI*(Vpudat%@~ELmNH0so0szxYCrJ~6l0G6zw+Q*-%G!! zq4vQ)h{Zm%)1J~;4*@tFTnzS#*M9Ya)xTSdPg-Tj7s%LSyJa{PzP;;W9e@95{7lH< z*>xu;r_;(ZlOGQ_0ZIm6ADATux}^|s?62ri7I}BMiumdXRZTVfb1_IK@Tl}}$G4v# zuv-IW54LqVBxA))Qk`K{jmm>CuNK@npEs4z5fdxJS3AgMYbY7)+xaEtV{(({ZPTj1 zzrLGuF$`kXnkzCQZ_V! zFj@9Z%Lp8hVTkA20d#9Z8NnPcC9a5V7e5$E7hNpQYCL33mqsR&)uj5tU%0_=I_bdl ziz9}v+Zy>~)nVT_PZurkgyR3Z&-%+Tv$bzD9NiuP^wK1~m$iKFeso!~xVlJ^iBcRn8MZ03=qYvGXL^8S3hNP{2- zSPT08lqp{%rI|_I(MGrA3o1>w?P(>s;Z7yskJXjf(=19)Z?pch6+LI6n(j>TMriC1!wgGD6XNg%Z5Qn5c5y`YfJU;C`Kx=mRCa305VfJvH_=>0-1BR1lDAzY|h+umd zKdS==vD`0fN5>K@TVt{62^@#tXz=G$meNEP#VlUcR6edYBT4aXvaAkiuGN;O*NrV> zZuDSHt@wkxI7?yPjU1VwI!;HaDv@4nv_a2=Z=nP#RWuh1hNl>@;$HtDC^)h2FeGt4 z+D*T?q?67D_g{IM6xXIwJ?EV)D(Twx`WVuK`;hplfF^-V)U~*d_V2HVhCG>k<K>5Op%Qm>aJJDY|L$Ni6gfsU z(b^@uE!}thEoPVdQ?ROa6bK*L5=XaJvG(H}W4(=rMOILdnC{$(wt9`H&b~klV zJyM`Nh3~Sl*EidcZdzQH@m)qUgaFwop*!Q`%i4_$bZ_?uGj}?mEB0f1SxFJ+d@O_f zjU3)#v6frpEx3QV^*lp+d5SNLwbCo139W+CtJU22fxbTpa!g>yZq#DMlb%g{H&=mj zY}<8qi0dY$&00*A$rSu@V*1qNro@xnl8n~X3qwcEJB)Dk+{H|JUMhdG4L0MHg4M@( zzDO2wMSdT!GZJN<8fKnmIfQ*4wBil<57;&1POceBCsv40j5D-kO)L@HAA@JV+@8!* zEg@_`@;Gkj$>7eKtpERZp&800C1nfpgSob1D+K6BFzUmKA&-&h3#KMM^E(R*eG zN#G@NUQDvf?cpv6+$Rf$%lP(DU$5zZs5b#+{OSFUzy$*rrjpO|w2FKcOmT@o=c%=o z{gTO{2+3HWPcT~>J@^%!VGP_OlkIzLY#Wx8nv$;YGGum8BEE&dU1lK zmXuew6~qXCe(|8~46!qklxcJU^B;g`t=Gb()LIIt!$hVd8*aO%Fm^oWuJ!>pft!;T zh9n#KGAK1}i`biK?!{xw|oR=(28B@9(^aTy2=@GKI{);k(Kzm z{g+R=%9d=GW|XNCm9<}KPTR&CoID_V)>l-8gCd;uWIhi;lN=4g2rQbJ33RXHs2*VWZfVv2WuXx#*r_aYjZh> z)j~3PQa+&q@2YreNulIr-dHMS0LhanntO|0h554w1BCX350~D2447YlG&VQN* z-@Np07D=+HKlRFxn*(A9Akxx`{`VkS1*~;k3p)qLGpLqwp{Sh%!pCbWoWiJXR{z4P zFLQ`5Aq)_!eN7`(I}nAnG8V9Y&Q|%wAgEcKMs&hHv_%eNxUM!j6dCh<72!RlG~enn z>=N;c^kF*M$v}yQ`x8);G0&DN7JTDj?ey2_5*{pQ&5hruH)H{ z@^37>%#5uV0c#UZ2iglbsb0!af*i;RKmp2$I`6w7{rTS#tDr2YB}i*rhV+n@#G5{X zenwkTk6c(&??R4UVm(@YR!cPYq!_D3f;=C7HaWYqzCiq>)r-W^wAQihYq!3?_ zERf8*YI5xyW?fZPo?&W!9mdPm%VAiX?7xSmCXyw^l_#YpB=Bb*vI~BQ&C41LpCEj#4KZ(x8&%-t)7rK7d8LfZ-{Vn3+RAMe*C#aRV}|e=cgDqE zVF7JW%NVRIE`!_^Aul37m}hKSq&U6N!;NDDHJI!KXPjb38}k*H2@OqMr^n^k7I9Tn zasd0U{oE6iGoJFCYtelA+?=%@C?`%R6W95S^LJ9* zCM7YAYcPzMJXKh|S9RAj6w?@8c!fjq)wF0ZQy6M808ElY{TJ?~8}~|vX&S?xNSXtY zemi4j935_i#ZbUmD`B8I=@mH3s&#z9$C7NX2ysU7;!EbI(#444;0X>B@%uQ!GYuZv zX|>3PsweDvesEuD-cxQl-r)tlcq8!uGNWNeXaOfYJpD+guBf#LwL3K4U zh8xc<^h@-bobM;P>y1mS&)Y6rZBtA>Z9;bC1Cr4-H>Gzy+8yV=%hxZSt#J14NA95s|s*}H^BrF!{7`H<3@1Vu`~rvTo;m^S*@gs*i>J0ouC%$X}u>^&M%Q&mtXE46gF%{I9N3;& z4IOWuT=L9%s z;Qf}ws+W){+K2iC)o5U2^eIUc$qhWqy)5X=N*Woz*l zCAdo{QPS7PO#AO|AhK`DX00jmO|Zd7Sd6w@AcE&5ho4~K=_YpPZT!Hu)yTG3tz(Hx z3yLlk%$M-%^=i!}>G_DmjDsKR*=qRDI*jl=#`zcLM2E@6UU+(9E7e2B2yyrPG)OnBNIUz9Lsl&= z<$XU|cngETV1zk- zZ|qJ&$nx>KoFlaPZ}3dES-0-BC1m8|jOK}d;`6V*tbG73RUXH8+lJn=DuM|1#{CYi zwk{+dh|Bx3mgJngbMvvx+fyBi=?kxPkq_(&%Xb5#;WTlEuj&C&m{WfH+ZU}P7t^m} zRH;wK%LQ_etN55?+SgtB!R@MJ(iPxOyH(L;N$l5bOH3-$4yhr5A77WI`mx>3lQ$na zm-%^U1*Cgt;lX*pN=s|R2sa_6CS5HOhx_dXh8iG5!9taX0TRwh67K!1f^HC#G9efgq`DkqLcCocZkOj3g(a0L-1_ zllHzYF&J6y5LkIoJSKLvQzdfMA&+f1lFl~2##52S-;Y@nXSB?|_ep-K@Uk*oc!KEc zxxvayYCkVWc+AyBl_`lR7`Kvsj};^f%5?_WmoO8)CS&onQK(S2clrn8$T zgDPc#-w9(ZVD+9!DI#;yxR<`D?k24?n+d57gZY#|>*$H>wuab1b^q3r@YmH1Cije* zoCs-JCDi@?d_nZx%|O%gn7<3jSOu6|szJb8>#fk?LcP{#{UhFII}CyVj8amfU(Bv) zgR{>cUpndSAX=FK5^nR4#b$8_M?L0K!r=goS{oolpW66hY&BF7xPCirSaIdjLoY-2eOlwy$pO|`E6|)Yi|^CK z$Gn>(?97YsVLg@8@v8?I&T-Z$7f=g>BlqR{g`(J{csoJwqbx=^T1q=R)R3_4Oe91r z_ZmxctA88RqwxorSHJMN7QSC@BJGOoY=^WvEt~sG-$%=bwO!^CrWFYiyMp5V+DU6) zI&FX+_5Xm`fO|c^A5A<=v}oGV5NQN0U0(&Io*2PmO-S#AA%o`;g-jCR>!NruF!j)2 z5lm5?LS26`QIuuBu5-PW_ag9%9cIX@$?mxF_LZBFunEz(Z2d6_F!YTA2LvZ@ur=o4 z6gUtyFCrgHSI^Hbg~MTIA<53+T)+ZtkAuC@Cm-(21mBV*%n5T-@?LZaH}PbgkJ?L| z$`I}*Nf|%r>p%;IQnaHA1`#DT85mE3@M%eq^3Yzswck~ZCkl0P@nGLF^&)QK*C_lWX6FgRB-7mGvLCR4`9UH4i+-bR|1zBRHY{_rBEYOh7$KOp z$-e-eJp{u|+CH59g`nwy41(yRw&yKE$0|APJ?^?+8-9+qO+td}6O72|qN z`m4h&4n3Ke^)s%mYq}Wj;ZcMI(S!^NA#|4NDYKohGf%lr%#jJ+jjjfjLpUakq2xhG z8XzqIx1}&^Uu50RDQdua(Azaj3tw>Ca%d*TeHn793r6ba+u{NhpN`1-xpc}q%7neO zEl&VO`n_2k<s6o4_$4PtUc9EfYk(>xsw_tE zYhuz~4D|WXQ`)8v2KcVNahhh<2n2c;ny^9*1o=n|&2I`m!(nMo4gPj4a+km3DEAY1 z@H_tj*K79K0Lj#MPq=9l^Bj;kURxxZI(*8J{iB0}U-ET-;bPnjFV9juJn*Fjd{^lu zC^PfIC2CiaAO9T{)DFur5^uvFOz+X0x0eaXoH7<7VBl)q;G7-5k=)IhQY+(O^_RB`*R~rX{Uf(y)Q^#=Jk~#XD1IK5LeR#b z$ftUG7<4KKH2D&n7&gM00A$Dn&fNCVCO79lX=HYZor6jklJ>)kIhCxRfHIs3cc-${ znH(?^R$^7&)Wd&7KcdWpwhV%eR8|s0#{24gDk9RpdRcE<8ASs^Zc26s-O^KhIE8kY&bo{7tI%Z{V#s&C#0FXwOQGrjUl=Rr^xD6h$k;FZ9ARZ`^3w8 zdK(%F-bI(+R;a6*)ruxj^jUba6KK0+c}T}qTUWLE)`FW7o&x2Yn6OrpaH2KSW903~ zTQCEcP{d}gjhU!_pZsvT*JMyU?>FVEO&^oh=n|}80Ng!DHnO1v5Uvw&ZRz=XxqeR% zQouIg8+~7VElxT@P(7ku{lmyzA5HxBAZJ83cc%!{r66xoAoA)9e7;TtFJ1&;@{3fA z96C7E{}1r~;>jvcr{c4_%10Gsty`5s+iN#JRwq*0%}SHc&h{Tus5Oj?T~8U189!oh zxm^w^ED}qS2?PwsR$SQkeNDJb(nkTPnH_t|tzupUvMUtuSH@ez-phl&3YAnQO4|oms%v;(68Zs}i}~raAjY=+}i0an)dJ1YGzdMB$+f)vvi~ zkS!}Rk1BT)bxl2ENkHpXIL*5KViNN(9Dpl&u3()*k1w~$?dfJyl)v@iT7u&@SM(e! z{2FDGTvJj2AC_f(J1$+JAltx0_Eg*1lBX?=)>0}IUqmZif?bzTKd~G#tR&qUq4jP; zHER71yos9fvY-(Pi(znGJVQAO5_zOOM@bS-wHY;|_3+L{Sdf>>AAe^JmD<7>NDTQ! z*C35uw^IazmQ}1HyMI>CKKSx^ym_Lw7V;4txmj2{>b!!8#i7PVMv683c>xvZ$5a-9 zx6o(u;EB%9^tPam*zZ+Csuh8qI#!NGJ;N5bd*A#pl9$MrVTW>$U1G;!2E$^ zamI{dSA|m5`8)?%$6>YjT7K!vY=nBtAYrAlJinIY&W&X@P7_0WAz9U`alP|3acI*z zPjoj-tHb+an#w(~$7%gMoEHI!jc?o~z{j)cVLg3D`5lKIKf+n}h*~A^>HYKE85OUJ;rR3>{||UAu09c}-Z3 z2?Yr=HJN-rwE_W%VPX!vacZ6s-)Geml$(0_o0qd3n0R4uPF%|bjOF*TYZ4c)9A~;t z68B!j|H_9R2YfEte!BhVn^D@kX?J8z^xV7orQJqV`Xr{_gJv!6DBX3b9SzS^^{Gwy z(^qH7yJv{$p$Jf=oCA%6iZjg&{O7Oea~6Wj2&=sb7KbOYWM5Vu3>CiVr8S*h^_4cyjh=E+dnXLN z+-ZRwu}`b`Ft75177l2(rm#15@W=-1G<0U7En}K^HcqgG(^`?$1%e^Dcru|GY$B?4 zSUP`zX2NpM{bdOuI~J-Y_KG1&*v=o{bgifz#!Q+5`5>kn5NDkzH1|9FDZp zZ#~o{L4jf8Gsa_;Y{H?5NzeiF_es`tcN5{1!+Z4n8e=JNHux8L6Xe?&elrn$Csp9B z#)3(|l2YF$hf>&d#wN49`0(BMR1dW{RKWVd)W4i3&2IHeB`9Ov!a`>xAymoT_%HR; zI*<1%UWe%XB6_-wVnYtu+xvI3NKm#&%1e5@DUFb0W2+R_ZSxj?77dZ_ui}S&*yTR& zv2{MrEvmlb1B)I`zGzfHPM`zav9tR7-{DqP!pB?ns&>NRX0+DzVBey^@x;5Xv5B~3 zBB)5tT&|+APO?7Bx$Y!~Xa=|7_{mq(fKd-%8mI3?j{<3!?a z2I^f)t^KOhrOs&a_Du38Iq{qtL1U$$OzQGu#bWn)0g0tA##3_l68~wX7veR7ot>Jo zq9-5djukcW2p+AnttD`IzB=9M7^M0lahvU^Fz+?FTcG0!bz>_0#Cny>aFR+cTY(~CQsFb8&2$0d8YdM1$EI2A7j?P zKM~0UjA_GTUNe-=L?OUe#d^yMSIi&$Nv~h`ovd1Ka55Tqx;Go-_R<&UD_)!7I`F{O zq~Mv71z~4Z;3jqx=4?jrDV_YK^VLNAZOtdU$@VjTkK(KmKWZLdnlb8QKKYk>|C*9j zAesXzU;pzhzy~!FigUSNm&v(1mnw4+=x0q}!*1p;8`Kj^lztQVWlKuZe1z=7bY9mjnD>`5OR_UMGm0W67DJL0@8%Cj0XI_GI^eW<8*&?2+Sl zMgZ|^=bHJtNrur>p1R!4n518_!;yK8ZYGD(FI{doLQJI3aGaU#Q)bq-N64%`OiDW* zonrapfJtXW1?XSpo<}ITXf4LprBDxiLc9do%;TJ8AiUSb%JaOe_*fZk6MR%H(p9W6 zE}uq}4(_cEod}yS$tegRhP``Da9X$y{4LWNZ`W4-pp|Ejv_H_+jWkCK^11DB!mA#K zRF9vgx!H%`hz;u}p*U!sh=AVhIj;T(V0?V)v8Xj*3K0p0DnF+edPUdrP2S4nwNXFF zn$cALNV<|-6}5{J#!JHD7cRxfrCc_@U@r^a775B^yI#PXl+KG-5?(=Oi+j>38>eE% zhN-0J^b)@JN9#(Gqpt#r!wajTxmZg-PFD;ajy9YQOxFu_sHs2kgk6ipjKIoJvbNqQ z%8GB9-^gFD^8aRmVmO{|oE3R2h|I4^G<^IqhZ9c&54l{LJU?2H>i1D8ONg(Sn^1JazV}&QnO$Yf@ris4aY}&WHXEeh-613 z@6Z#5x~ElQU7g%h`k!flAA43rtiqpR9LsUUjP%S@&tkYdUD~gVspRvw=BOSyHpXHx z3~t*%HYUVQ&`$oQS3`OE6e>7aNQyV+J(p2?pF38x*+(lYL_b~Z%$b9Hl5pB_o#y!U zf{$UzE1)_xa%=9!4%1qx+faz8q>w->KYhL#;L)9o*iqqscJ+ytp`O%>zDm>IcRpRV z*-kgEgimyCMF``at}`Lc;K`ojuj*j&w}LErk!-C`o-A(SS;jZ~GM1Mw>VR4~eQgix zprG0UOs3+(w*Wwyg?FhK^(p_kl0Rpl^lPz4q6^D2q{+M2y}wuL$c`L1ak?RUq> zjzCeT7Ovf&yvjQQ8*MP>cKSBx`w|6@(x?qHnB(MGu{WfEvF+Q!$xt*?CG+zjdX4w| z6y)odJC+Gh*F>{dn-~_O(g&Pb`=Ok_NbXmIp!^!3L$W~*jtj}nkgo=m_VvuK6xY8| z$T|Gptf>apOv55S7rx1{Tn>etG~j^k2Hfy_#V5!9nJ@OeMlwUh{Yp^p`J#{LveK2+r;e<4SNSsGI7Yf38D2ZG% zX*06sEk4BDECnqnoKV2yBITt)vg_8hAouj;n@lvInq&vBLYX@?hUTy_*R@~-5^Bjc zX&)Nd-#AEh|jP5M2k5 zI1N8b+1SN#2(3blsEU_-w zo4t;y6Y#m+ixuN#F+AUNXG`#V9o3)xMHXr*vcRZl0V#7mohqBn>vFSH>Ph623nLnP zt-}b_&@7Jc-)ErqA;f!Xr5+HTxmT!*qP8axAJo_O`qqt>k~)=FC}(H(^>{H|Q?N@# zTC5#5Vu%}a{GSXC*Ft|fj-R*_Xvs$-92r3huO zQVB_=-ap^Z?~i!B?&p19&+GAUz{c27ds#`7>v@1xSyK~PS}$s?myCt~v;3|}X#g27 zPm|p({4Cx-G(77n1TL1tUYm1qD@e;fl;GF%t$$3MzLL10XHc5cf441@(#+|D`E1bE zZo=X&QtvNQEF|;d+uj%|9+}G*yW)yLC2B0LScDCY+9L)ZbtW_=>Z%*8SG6MmX@d`z zbk9Q0)zbRKA0vxqmOC!iu-It`O*F`C%FzcCS;UN$m{w@&PfiWgn6SRHhj87|CJx2U z=U0Q@#M%_&meh;{{K|iGmlj`b+EaSHjTR1B!=$5I@C8g^2lCu$o#p z_X!>sO#r$D%pYRC@K8lx47IhG>T>s~a9W1b0F7m4UlW=p;@&!#ngd9*XpDCg5Fd)c z)UB^6r({=Nl`SV3!^JcYvK`Y>n`WFxT;9;8THyWX?h}1muB+Y%4{M?KYF17!0hXX8$;725$Z!+HX70WR6 z*Y(?}Ql?Fq1KO<}5mcNtkd9&G^e~cKFEqqK98j8Ag!=Rus#jjluSwZO#HtNTZyg@* z2J@>|a*zP6AR#6`Br=Ph3Dqn!_x;;&or0`)_eNTd(*fQzi!LYqehptwZl-~%`!o7f z-NP;5(Slv-Fm*U^1RZZ`_9=b0EkX&2V+T=LdBPd0v*TL%uFVV6zB@X6V62F%N?LDJ z&;Hl9C+;d$HjqSQ(E(3!2mA+kbdg!|aKu#z#`OF$(v)Y(LvS}Zbt|1n!mH!#vnm)i z6ZQAr&Qq?B1&gN08imxj{anLL^ZncZcTpK=2XmT^pdzd2G`7MxMRhqHc^zv8^r*#x zW8QtS)d;e!xx{ebU+GNHR&k8d5;)2wBF_(BvHmxbHqfuXZkzx3^+`d?6<*1wRL8Td zOb?scFl)|@w;aX}+8~|Mt>l~IWWL9WE zMm;<=5$6J-1^^UPa=Y`rS%YQYH?&?MqYobN<3uo)xwQU024sh7>+Qcv1KJH19MAL* z`}8-A$@4Y3{M_`DDmvP^Fim+^JJTNo8Zp{|oI8x%-Nj?_t&(6_;oczy=_tP99zo64 z!PuwO;(GK4V^LZI5H=VMeTO#F%CY~Z9;hKba&A@jheyD4JmKD!lNulCqR^<dIWcJrYx12wg^0~s&BP7Pw&gYLEcQt7uyPR)bqO?(K_ z%VF?hwT%=%{xUk1D~b_zsT+ud9KAaP!QuYjA>U@h3e^8XdEXYX0NKZ@pRg|zT5-3T zBDtbXuaj@SoMu77(`w84jq4j6RZ-2Ij}N@nu6TI=_=t?nx(winU^4H${tqu}gZf2v7*g=DCU&|9v^|U-LfA-{ zou}l8&>06&M_x;)eN9>qY?PWoXFL9FQba_$`mNB|W*Tcj(c2)hJVrWCy@cW%BYEl3s9d z!z(??D{Bzi6l}^2otc{EyUEN4TOFqoceVw(Q!qWuP1CJ8OCBG79R$cU8pU7LA($~_8TU= z=ehZg9Se*qbU~Cej=i1pi_LuT1Do;^oTAkw4m);LH7D~#$A(J zgy<9wV9c0+x$lT_NR%5Qe!bW;eBvIxStDP84Ndq9(I@%vUYLcBMzNUG^)b!TK(=c> z$$$2fdt8H@+U{n*vTt%SbT0mT{_k;dQ1qc>kH_U=r&dK}McM<@U215gxdFkb+;$^X zCV%FWI)gvG8H_#n}8Fqm_Kwuj0Og(mr3TE`^lR*$37PmK4la(RkcN>#t~J$Jsh znCEL21u**e?qshj~7&(qInyN|` zrzKPN27Ud?;+xIxm*wwsoc%1`)PO&bb-BD>%RDNa2{K@Yl3eO??jQki7cE+tB{=TJ zHOr6(zKH9)nbiZ;M#0uI$p)GG!$SuM4ZW}V;?qu#@MUuiQJW!J@ieFh>XLTHuQ3g% zV}DVNDW#vmHcX507SI77UD$hyk!7l~neaTG$hJf;)@rXIt#sRx!(^B}`dC0wf=xoq zYm^ZHKN0z*7oEZ*$DOXO>DE}`ds35q1(+m?QnEhQ+lb?(@s>Qh%y`w{fEzmQ1ikT9 zvn5g5#wfww-i0r%Lsf*io=1dfk@a*jJEDhrXlx{V*@0DI)A~ekRDx5AtodR%qPBLS zR?JS&tBoXD3UFou4C#OUE-k`NWBb;=_wT>itj-*55IO`f6+y|nf@^@2ypcgLg_?Rb;AnVrjo(Y4_Ttrwd5BM}g*__vAbk zv@PZi(IdP~Uto>Flw`glAhx89#+Q+n3PL{AW*gm27T&YGH{oJ(#&oxk{wrJMzxN)$ zcE1l4@(ORQrIYtH)$=d;bB(IJe5ZNKYkcBfG)%stX0i}C)8|xPlhM_3ch>ovOI#W# zPAfuX98QTF?^Y&$R3aV12FN`D;RWJUcTRtP_&UL;lUg46FtNbf5He!&4R*TSYAcPZ zcHLIGmm|5w$FzUCW_?xG$VjyjLJm?6xp}82m{qA>oeO!>H{fK6>Us8{bnG-RQdyN2 zek=KQ)=3GsAG59SqRiDtbkdh5sX9ssiK#QXpaDR%t0Q;bWMAo>u_x^XH8-NZsdk7j zCz{U4uE*L3e!mjL2En{#obDP*;3e~v7JP;2Ds5_r0eY{PSpEkf6UlFmCtN-E<^PrM zN>Vot_5ve1j14$V^Bs@C4?_ms zSbxSn+@1Rmz?9sc9~2?H8*dFpK^fpROTP}_H9sXZtnM?a258sO;$2CsK|i>P*p^12 zK}XWHWTh4e=8;wkgFFOLC<&RYl~W8VkyU0k{=TOj-K%u5@ss=x#w5*&r45;=jw|MX zAqr$Sd~TXQb`}gbvJg zM)pL7AX*Iog!e~&Ib0{1Go4waTZd2Y25YNMCY(PnYHBAm`ZvP>>>x-LsiKv2`H^M( zHgC0w%th2}6do-z3M33ANjm2+--#K9VTys4reu~7@MdwW9uV4~xJJ_@*ms@x-Q^r5 zgsq;@lu@5=c_4t39*=Lzycu?q>%f$AbX-j(F?JrgdZKLs-btD$&NXwJY1U#~K4!0E zS1wk=VR`)cbHvTV**iWF>J6__2kYwg!~$$T%<`5%G+03PDW99UtBpU@-JLq4DA0fC z7&sZ^`}EQ6629z4vI-5SBkfRwMjhUI`U2Gkg*0voZ>jzM9agsXA3$LDMI-d$z?R@| zYGV_%{lu_S|6b4M6x>g_NbVdONMyUXK_RvnfWaGP4zrYSfMaJoujelYg{1+x7+P-% zW6ouDPmktTae`5m8s^0R03#9GEz24~N3$G4>3N2H&nE>L(a-11$W|pjadciZ*M)d4 z08l^KaM(NjybMM>MS$7#P0x z*HU|v=m2|!mnHEgj7*Hq<~!dR#V`qJa(u*8aR=ntnKBF5pzK}EU$7JtJ}MaAK705? z%<_GySCDda@wdA__zJHoHZma8&Yd%<{;-0;5D-{C=Wm~iazuYMaU@niA=4q&alNln)np~Plb`ZOaCTR<>FAH?1%*r z)toO0$f=i*l6n|1`w+|6Y102o3iWabDa6i~7ShLr(e;2A{_TbQem4eT77`fme-9*)*DDRf4*b-*32DvE6UE@Bg@|N1{*H2 z1mUu?gE)j=l*&OsG6QgPzE~%K)>-99^zaY>z;S}>_6z$(LzJg|gB{CSygiwSp(%1F z>!%Cx-F*qdl~t841As_pc8PWy`y*gs?GjF0cS||*KCetNOKqWty}P7GJ~Bt^t5OJb zuYT_7jF{NYnv$Mi4J{RL`_a0acubz&A6Cumk@H4L$w?(ydDSyToGO6#YtPaJg=FAk zPNP;I9m{&m#>coC4tn_DUEy3s;-KcfZtts#K|AlM$!-KY%${T+n+N1h(=IFP#jgjxQ_2QgX9Zm>xRMs|N9lU(XvwXck1t;tWBg#^suS>t1znbv@{t9{ zl(egIL1dOV)6{~wR@~3~LNu~tE~0U~59l@9NrB7Ldp~6O4`Asp=$QhU7EgAK)Itz^{_^LL~X3+)pq@2uzzNlN-qD?Sb246i`gi zC{yR?$C~qOUh#RJ=PPq_;hc2g9|(2_?}{hN0FZ^XCt{(Otq zCkrTyfBFpm#0dKeObr|vx)N_7woO;taIyyJs(_I`^Rz7*rEpf%RkOL|Qk;?VdCEIP z$&353`K4&xpBn!nHid)spFi=aWWJHeo49v1BCkyY&d;}He*0esKENB2nTig6A&OJH zT%wHg_vF|_a4)ck0|R|_RQ)u>ay+4t6t|LfAw?0cxGgWj+LAb5!Mz6a>3!957Ek_U z>3r;444jUsaE<#AvsPldB_vbm^P;f4kmrJm8SMi*Pl8UEUftI0%ij?iU_MI(^=iiTNm%f zf=Oj}gMOS20YJzC!tLC0okJv4>{n~_UoR+8#R7bElt^raMMh!qb>?K%C*tuF#|p}} z5Vl93lRPjvqzmG;Ns`fbNs86xjL>0(^6V%)zdaUop4b~1sdy{1_hw({@WzA{rtpf+ z+7?gG90nRFFU|R97b9&XHUb}Zsj&~LR)yuw5b14lf{>z5xrS!c;zLZ>LG>{$2kVNK znqgxe7)oP1kbmvcrsIlMF8YczcF|4gbF+36It({GJ>T~qAoC)mde$aUWw3tmA0P!b zC(AWJW?JK=EYcf)PabMZRpNjA;^;_U<2NQrggk4QhYgxi05cZ~mCF9Em)6K}I?_vg z8iBV=1-g@hU!`r%-}Z0X1^UcjU3xP#Gz3G$MmTN=^{VBskC9;rW`o_y$T05_R-CBu zgh7bLO6r3sF+@05Q^rY&WnAG!aWTFCRaDQcsc*6-k{{q%UEgdZJ-ZfI27HY)s%c|L zMQQJRocww`=11-QF!6Kr$tPCDL>UQ+_xOQoKq?6brWj%An|rcb~&8T7O2qbW7=q1P=hpjplJ*0Y8yEdN9}-BxH)@Un z7#vO;D&m{8yCiO%=D#p(OL0{Rf2~t{w zcqzyXL|c{;s})nmE;WO4HfwaaRqRyVhcje~kG%3~Qbo*Q-K3%~xOtH0msA#8JjW;L z#{%`2X!`;ulvZ#txqno9h%Gs7aH@lksuL%^^RNVq*50E1YCFlF;d(v6*B zwRNSZ9-NgU6;WKpNfOhHY5TUUDsDT)*!qbz zpqoHBhe)dCN-wsT&Ob;pWypE--lJMghY=^W1aKEU*1LOy3LXe_0~7$avP!`|iyHOFEWuo7eW zABvYcjXr#Y&$VPa67i5_=Q!MvF_1smwj9CtR!0Fd-8A}#f#yE|D|^c zl5KzTa7-^l8HeFh6`LK0_@errq6Y*qQfZd*wN|;(yL-n1)VtD)$wFePR^#=pQC2n9 z20xXgYu=DGTf08pd>2m_ckntcA*ady>W1?}pcA^*d+K$fhJQeOhw>KNlu-D)m#Zg` zp5^=P&!jp7>0}4)wOjl97lL`;i0aTUd69C)>+j)7y;4RDzt=M$l?e5gwz@oaTnQ|F&^TscGF5;`g=5(ASI(aI ziyJIG+{!O6zJ|mFE8XfJ6Kwz7G{OD?IJBcggHdj<`SyM@oyBK|OYm-1SN+bmsU^a< zQYk07iM)sfH3j5Yozs-@rHLvi2U$x=?%3S>z_Li!?@vh00%gg4{pUX?gj@D@agOmw zq7~JRWXPb7URLU7FP+4mVr9*#3e|NO=JOuU4)b(H+Zwj^wH96%2+olmu@YdKha(Vl zzNX$vgz0;!iM^~;TWa`Z#+xkqYpt3Y@5nx)jy1Jd1fADZO+#>i5Y*o+5Ve)Wax`^z zsad)jlm&p_pW*0>e$ABj$W*dstmgW;E{Wd)<4wP|01qxDcd}7c3ykLHg)EBVZ8rDt zHEbWq(bYWruRdAEky}-TZ!xh(YjkNpuN*!i**iTJsp{Pnv@;?cK$Y!d4T~3$Yf|0G03`x{1y%tg@tfAQu|ml zK|FZoHD}6HG#Ho}y{K}c2ilaS#<%_E`HfMIBPU~VR$k{n2K{2SO9I+p#E!L7mHz-% z=b^`czF)XLkhAU-+Da2u^m4IL27+r|R>ilyT6PFx$@gYvw`~vZ2$v&m9X9_Vzv2)% z3Qp)E2xI~+PeF%h<$q8ABJi`hMJV3#(*Hagki97`S+Z{zpP`Pn=(8-VsPFZ+cd;SEu$XRCa=XIXZeC(Ya>NU zkrqx`vPX$f7&mKa3C)Ydjgu(w$`plBR<+Inu8qH})y^uD^_dZpe38G;$S^DLL9z#E zQ$A$hLk1PeuA^b(-UUFf=<@-S57uolRMpS{sY8@j$S6uDdRraA;Xo6|lMTyp)A*Ex{YLmJhkEmkf(fCtFbHox<*E@k-;4cE`~wVvvCxG^v`Q`=b8 zH$07BEU6ylybnxOXRui&YCG`!016pl=N#!jqiL6pv|{o4&`7+%IPY zJXmcKg)tRD(QkfU!1@L7`S(^s&jarS6QGAWw4u$uIOLeF_xUM} zv-2hB_q?V5IGCtSm>Mr3qDc;0+t9$$>T2n>&T?;n7T882&L!!t5&b;`T<94SJfAQ9 z;D%HQFsd)VL&ai(}e%ZzRr2E z+G;kIPmC95Uh^M7{c^pX;nz$9>ADrwz&CD915?X_K9uho^o;^TT31$oF3>bVkOi)y zybI9c^n%lBzlT1ne91|1Z&G&yY44KJ>1)LnRa}T!N6t6ivgRS#Ti5=e{hLQPi)cVQ zJ}XM>^$vnGblvQZh`OeQORH7e5BGW(?`c7~;>X4%BVtNEN^9zBN<~IsZ)!eGk8dhfBxnoA{lN9PQkR%v$dv3@VBoC1V>YYXt{bbSOdD~&^(h;ee zx6vjn8uYElb$cI8pf-ySz7)w-^oSKR$Qi!g(2%oeA$L(2v!KNp?@K3xzQ~oSfKxpl zp?~K5jI_2loe>!(udhods|iRKn2D89wjUEYtZ1C8ZC3%%!fo79EiKPIvHQ!XdDDkM zB7~4h1(LzNUu#wZ08tbjfR~ZRWaoU~<>mE~<-afU0tGzAsj9itF8X zhY}pAZd@B2`ohM_&M7kITBTT1MrwQs%r`c4(jN>mW@Qo8#>Ktz zG0WtS(f+KSADNNm{cm|clcn4O)qQe%vOpN#F6|iiZNk!W5rj<>v z=^p|_$ZV@%$!6DhMS;2jwMc8dJad5%Ief+rHl+WCwumR4w!@><7R7O|kx!7TB7bbU zcl1gEOTBjKnADzpV(~Y4JR}-UC&-%4QA$}p9Qi^l z=5^;ZH|zXw6D-&VKe}WIJ<)kj(cqW69yu(p_0-Ov_>l^#@!~f@Z*|*056#%a|9`jZ zLwrDkzQpy!x*?VeKTtWY(lV`(fu8P}1bmDY{dvHY?fPhdxuGBoy$HOXBj@U3HN(=4#Fo{QV3;=YgMR7BG;#q%VK8Iti); zk72iW1q(Q&vy*DWvu!M?excMo3oh>mD-CRrQH~$g{Q@{(pT*44Ngt7=Lp$$eBKVGN zsD=0Q`!6^{e4veC`{yPe{*i0H%{(D)-YN8)U0#NheYqhlT}nFumybf`^wq;PNMJ_N zW`d0I!`s)8$q%--l-(Q_t49hmw@X_6_KH)6j>vV*i&}FX(ImFzgdF`Qj(y1?rFZE< z+KGcAusS6931rTE{m0^xv?EssO{G0Ix64JB!W**lkEo7i8NYtZ^}0FYI~-^QjfL*q z*xm{OOQeByA6>FN*wR%@*wViJ5XC>(L(MSSqUKMtr}071O#2=PacnK|ycNGEBjRUMu zbfzXf#YD@xvmRSpBI)}+FG~6IT?#wlo2n%FIF3VrNmBn3Ui8&t-Z=mJGS*mkOI0Cv zaRrmr7@>s_y(FMOdc)tdYqLA3FfxSejaR5!bxwRUXl*UL%`_%*n=wv6nc{wEPQ!e^ zV2syyvFe$`a}Np~iSK|6&{2y{W}2Z-DB9=ZipEB1Fiuxpi7kYiVQ$j(;b!}%HpZ2D z$KUpW8mWLE{Stlfs}d+;3%6RpzriFi#g%Z>gNsLzfQ*pp!@Q=g=~qRoUw$#4YU~hT zc-~|mNjO@T78VS4MTHomttSd-#i?`*au-AMO)1*rOxN5oFfb${5*1iKlwU;baHpiU zLO}*Pp6M2b&qnX^%pCOdCS4C!g+AIsP_DIqck~^al4&JoNKFB0;wz#`iVm@?nJFFC7#hqWkCKwkK>;~(nnR?WjMn)CA6dz~G83F; z<}c+yx;xS%G1_o`$#MHFr6^h75})VqB11m2Ox0!gt8Zqs=(kp+Y!=wzWLi|lfAUld1ZFjjSI$B=b$`}pGzpO1iW{B` z@AKhWFUvfomiC$F5(a*}g!S)ce$ua|)`LZ$_cr~9NYV(BWWHsu0(DE%4m^lFQOUO< z+L7mkN(#QE2;FH^4ERxbCl<(M!|7`OlV_#%ju?!t*0+FQ{8xn6g0_Ho-m`YT!2qG- zD`u<9P)MO{L-DN+!R%eUkC|yq;o(on{UZbtVnFcPnM@RAsO5)2{6TK3`=2y$J(us< z_J4qMp}F`jn-m~Q60w$b`#kCqECj}$?p)C({~dIqQwUW-_!URgyFi@5bf`}LLGuY& zzAYk0+)S^1zyO)$Vkfi>0B-|lyQNNCxP=&5$Yq+^a4yOyDO3)p07z~(@xIH?)bJ^h zjn8&40+?*O50jeEp$kgmHD(FDzvOJ9eLO}{X4gnRd6#Z+znBhBd#D!SO5VSWBQyR7 zh)f}nWkky+vZKFU*gFQXh3t;+Lstc!29Z-5X#cFS zrq}4>YE#A7x?-q~*Nh~z)A-n`8!U|g_t_`iirNG8+ek7&oe%-PyZX8Pg=-qGTc1r@0(^c>*pp)Lfm-7Fw~ z<&y6#AzC(7&dQyr!wy`4Bmls4wP**rS>F6TE0iU)Sf=u-GrNXKPD!!lS^$>aR3P;i zBt3j`<)a)*T=tp78&(QQiw9jp;=$gIcY)Cd)1v|^-NqU@?Bcj`jnJ4sBvV7WAloYPV@`YL+Uj}iCKm2x}mn+Xlcs(pLm?QeVbFtZAJr+*O{Fe8!StPyYF z>W^k3v)za5i=%DY2DpkN{wzw)R1at5FU=fCeI7X%i9Py3)?($ISZnVKK+T|E(LBAy zwwyL9tz%a6t!k730zul&&)-Gb+}K`wW>!OjRk!Y6c@uMU_YzOl#XU80Z5r5CLqN=g z`J*Br7m6YhgVy))!Sj>+ko5~y{M2>Z@jdKygIlVM*lD?d@w>QYC&KL~BRal^fGf7e zO`k8wpk&5ya|20CFkj{|bE0Pe%pI{Fkda;pod*?#{K!w8s$kejay2B*R%+&Uk@|n< zK1GHBWFThQ1?3dYT6eW70|r^=V!NOk-^E7yTYZ? zSlE8FW~Jz^we}CgFaUS}oAs21xUI$8z(TAaMOzp0!!HvM0%q>(qjViv_?dpcO1hE= z&uRi8Bny2c40?B}PK#v%UIs_x2qd<(4};heHwLXOW_;@~Qj4Zdc~=>-wf zlW5|1Rq{GEwU`0rcFU7a#ytxq?XT=Wn4l0k>@4C>d46h|!QIXXr?OOWRQ9Ob2E zt2Q~Yd5+c}vk@xPr-nOxl`CdruGvnpY!fIfT8;miWg^@Lf_(;cx+qjK$tKNZpk>wf zng{4or%DqRXh(FJ1M&iVv4;KmszpxakLwPqfz^!5clElS!=o4c4v8Jnao=48D2O)Y zt&mP}BhlH?liN4m0UtFe(7z9){s?7=4mINX_H6`HhGfVZu%HWWlLYFxCpZ2XY*oEP z1TYL*B#EnB3NQ|etgIKEDBm|;+$EP*|%qOX>MZy1#S!iV%>LTWLEk6>FJnNG0`TzQ9zfEGNQfKtlK>GnK_D2_O{btgatV2DMNTEhjX$Xl;;40`9{y zSQc7N;rEFXRTIiKLj#+Lqz8(F60<|EEI><_S#_$J?+^y3CYZ_h;*bH}K2FN$JH;Bd@V{OGYg`owG`lz|-M0Tqhg4Uu+d@Sx^@Gz%H(qkCj$VLDFS^PXl1Jde8&Yi( zOQe3v%1LEyXz}a$tcldTvyROL4$u` zX)Nh9xnu*>e2uhO61uM-VXCaNoIQl<{R{Qlc6%uP+W2McP@(A9Jpao(RjMT+l^ZMbah0sXr{fX8Ewp0lPfj2BmgR_{W7=^hVHR&{$oyx>wFb z=S#_ydI?TDrzP?Uk8Z7Z{fo}MFRRV?Z$D`w=GRE0F(NajV#>mum$3Fwg{D{hH7TQ6(m_Pb zPQb$$?F4zck<_lkn8ORy2Qq>CY$Mi0g_lj6Ik6%0FzCU!DYn?0+b+7%{ABXWGGM&? ziR=y50v1l*^_$-Za~@Rh*5^Hq@1xn29i)pXMMQNtQ5Tc6wTzNu4&(Ef=Hz+;{2x4= z0VY-hn(zQi8|+k)8Ky%5IBWiWh}G7@)ak8b#ckwS;#3kKr=W!fY4L&pxL=0fk^OV4 zgv>!nb_I)FUSN%i3yE#g%jbQ_e^+8s#D)lvF|1N0A`Dpu+$nvWr96!`Zjxlnd>RePUqc2^y-PAjKr)=o8m2!f%h`YfPjpXz)s5U1gQ zJw)~;2u^s2o*y!Fg;zr~oCri!j?fl<(oxaV{srJKZDfE(eT|<^P-c@s!LnI0mr?<6 z-k@|V)#A%oJV1<0TS&U3itz3j7(?4wF??2Qy9=MIAlBTaL(wA?T|9Nc3ic9bKNx~& zx#hJSW-2}e<`>2STsc~mm|yta9L?2|Ce?m*o)Z4SqM>aA!TCx}e}?GRy${o7j^U#e za4<=f-1xgtZUOmb&OR%rnNoT- zBQ-A-M{bW_uxaYH@viDp;?zVy!UD=WTJ~{+Z>C^$0KH60Q?=U1sfu4G{P-B=w~=Gg zP!=-aVaEt4^NdGM#NBj4v_RmkjvMI1JX`rPd;`IuV_(d5 zA601u4Meis;0Iu49+ZOu#>{ILMC4Te()D*}RlU_<$@P@v!9Q2I%GZ*d$o2%pKYu$t zy8VZ`4x#$$F`Jrd2NTv`?h;tdgq{Nuots^#j*YjuAunnto2sv5SOn5TdrlaW%g0WZ z@b9b@uSl`F=QbHu-^1(dEdZ<+KOwkt%W1Pnzniu!Fyym@GDr)qJp<=Z)9kvb((W|` z3a0Odz}1!?kIDDR5M)nLj*z(x_8?9Z`B%ggj&jR)`Ix|32(q(>QpC%3hk019qYzL5 znw5>d*!zD>fek_wUOjn+Oli8z3g@QH-+)^#IsZ)5lHlSVk<+lrvWe~DcKc@vBTJ$v za8X4T8(Zp!c;BzZh`_GRs`E=~yYup3gX(Ksmk?LJOulq|K~i7%w2*M}koGr|Y(SuD zHJgSvwIzTSDy<*Jn=LEi_uKV>y+{fgFUvRAW22ic)C`*adHXLv!5oqxR8EJLsd{W| zSbeF>L^Xp)=ni(I)Q3iGc&M4sz;vn>@k1_N-;7V5X<23Cl_$qGr%QtLVmz(HTHaE*GQm;;WWZT~P%Q$lOmo~FluY&n@`pDp!@S@S5 zXSY9ch;q~9LQh9?4wU-D>{I8JK06$Km=j|r_qLS%+6LHUKLTKC`L@0r-=0lEOGx;u z@JA_kxEfM$nmzW1a2jzwrkwuoch!{n7rXEt$?q7POSbUxfEa8TyQYiA8}XaGU&atl zm`ISM&fC@4xZk=1!M5X={erS5I7lFXaU&Nwjv5StjA|$BYyXWa&eeT zIHNVRWmwkp?fc~#&?3!!u_bBt50ip^4&@YS19*e-l4WCV*831AU+41=0v{83Q`6L{ ziTHhpW2O_sVA6tvo-7OFo75S$0LIVGU5fXNSUfKvb8g#SfE^Xk`*r7UD-?FM%7nSd zHBRvmX?5WK_G&$Mxj^Q%$uj2BcgYinp@Re{ER7J5y3P#y?&he|HpCkfnzgEZYa=5h z`>V<&tW26fTeH5Q)X{=UWl;Hvb+@kC3X0E2#QmP{e!^f#+dFU=-<@4JQYV_}(D13k zYIV95O@W!FncnkE#leZDP-T3C zffCu1)XU%=BqpkHugwCr3K`GaXq}9FR3}t-{c0SD)~i9B@mGp8K!X7h1i8xf>G-zT zyHA(|QI%EI^NsN&KG1{xWu;$v`Dxt<87bZGLkDg(dA9Z{Av~;{ukw~)Ge_8B=bP%Y z92~VEo=x4Pcg{!EQcr1ZcPKj6Yy>Vbjs<(tv$&#Ax9cJQ+qE3a%KiR3=|8}okMFl* zGGTuWZ{LfMW0t$Aa5;I$XLj>b1aEbO~pg#%z@)slx+v? zHZ2_#RzM&`GkY`yS)0GQvbL%i=e^=Io%g2yq$+?o27gOK`+{={0CYn$um7G6771cU z+4d5jK3x0{Q1$Qdb+$_C>Uq?TYsj+^TMe$-+qTI;>EiE_0G*{9S?HNY8M&idtErrI zz-|EZCXJ90kDYVShB4yu?B7~8Z=5`23ou8Men?d!0WYk}cXR+rApZJ*a?M&cBo$BF zJ-;r&!x?WCXmE=?7#u%VFFZ2F+ujhNpA5!({s;JZ0cRsXRQUn>0;gMV_!0-gW;a^9kyY~Q9w&hTv|Bulu@kWo%hg`#noL>kN{&8Qy(c$= zDdi#92qp0IJfKJZ$(1UpgBN$_zB43_Ha+vYHc~w@WJUPv*3K>)XEc~$XOw%LHv^pW zA7Jg}W-;nOGj8d}?sA%8ahDCOn7Ch_Y|nz|(Y~mUU$^@YDp6MAO; z#`*%?j^mp- zlQ+fd$8OyYf0bG;?uE!vZGETI=e+qXNyw?@V8^|!o$&DzSdI$1@F$o;(Z_ATR<|;| zk-XUO0NT^rOr_M7xS)3%koy7R@yE%Mv7)@;!^{wGMiNg~K)98@Hl!kn4l6%a@b0qN zdm0Vnl5VLO8{~c7^jtR$i_bA_jiEgZq=BKe!^cs0dW@K&ip=Pz0(n1Fv5*BboF~ky zesRyHTqbK@-?@ffZ0&D2gaNW%L5Qu zo~03|_VqK=l6WAywV31CfrSgSU_$DNh=Ief7Ma}9mm>QtginU;NOB>6uf;s^0e->6tB6RQQTgOs;g|=epvB2F{rZ>OBS?*}noF*vm%IrvH1>VjVtKhsZc{=*$zG4?sd$sjGrYF+$kYc=HK+ z+cpD*>=bHfU2|x?EXT6!IPEKOq z5icAy$Gm4yj=a)r>hXFy_|Nh(llG-uFwaL->LPFvaGIf07dw|ZB05ZR_$h6=`kS74qM0ro6fu1ypjwHuwm?UCj z;)c1~Jyi}v=qVMgckvhf@N#o8>ZuIDf{!XXwY1`F$!VEoJK#;XGqZH!7TwxF^m%Vz zaY9i7{}qJa;|%T;dUG3xzJ=)7X}C7Iq~f+7_`-lp`JOY|K2>A=@Q7OCkHg=K4e~9+ zi(_`;<=ES940=*MUFhiBMd^C!uigZ&9GaeTP7Jy`k!5X{bNSoaRO*1}m0yr@UBS4k z`-$tBljCDsMn2+U8@pRr;D{BEhkAp?=hKA0Diu9W(7?kWMZ@}pOj-&|a(l#~toQ9D z>D{kNz!VBVm?6RFKS1my4pqb0FQ`9@1B2|PC@VincfJA?f~7NE^!Md5JM@*sNq)+m zd2pemXVRyxn_oilmv@^+>B48%wH|7K9zSv*X12(rs`XFMbr6W)^)#q`|r0=BUU6wN7{VsWhmo>O8W^h-hr8W}> z8){oz2~37G&*lO3=Xa?nzRQ$=8oi&#!)rM$qCBGgMqUs^OL12 zG(lS^EWxmD)a;#Qj#hfPvsB_gIUau=d#!HLKW;cV$M@ZMb5zTXLcY*1&HiqkHSQc% zK$M*@^wU@Vrmxs|Jc97~MVwZWV8?Ql!*VE9prI=$}UG-77Ex&ZVeGi zm8N_t<2XeLi?K>%^_&FidSbI7Go*3u;M-3@yI{CeiW2_C^*6RBpxR1=B67Y8wu8Md3pP@sAyVAS%umQ(5f>Voy+dg zc?7RF1Rcgadv}#}QWp>hxhfv1>#UrxKEw@MI>%8Y4N^b}Du2g3H7<68lC)!vC0~om z87Q#7IG?$-ruPOpa&A6Miy|u>Ctz>P3eR>ptI>uoRF^XtW~M*i*!li^Gi8ohi{*qX zUEDnJq%0v0sB=EkniSI&A-M7oub$=Hg3FKO)RQJNzVIS#!4sy< zAnFiPaVN6JxHC1c7L#jhhlvr!Bu$~u%h7fUbTH-@kBNK4`^=Xoo=Jpv_=m+~tU!+e z{QJA>O+Uckq%>WM=KburJD>|FY@IqTD4T=KZe(OZtu@f@zQW7#{f@(LQ$?hs3BgM> z?IQhMc03YbVc`yAx@M^1`Ah~c@K@PHypfc`VCDPmM%9@di|DLxY&{txi;?nwR649EEkA3z1Xp>ova{(kQb12y zUyKD=al5l*!2B5jlQ!7@_1}`;51VczEZvy0-?2IxONX(|?edmz@qA>_~9D;giHN zE>ro9yHIhkG=5%^tw%hp$99Vp0?E(UF?Ue<`=k#lWm~J<&lsc{yv%`31_oJLSl#;7 z?}qV#eE+4+7kA-CWk|ipb9!KEvZP1-yTj*jDxxK>#s_!wRjO5ShK7uj9S-bUdi%Np z&vcp;1OQ>3YLnc&JeN7$t7Db{DTWwi%}Mma?}LGNM>>cZ<9c@ez0ffqaUCmYrQclN z7Jk7G3j>zWYT%NbZo`=!1BhJbI^=BK8Et(>@&aQhw_5 zG~!Mdvd5+So>1a^q^Q(mDFV|63&6-$KsmO)5TI{?;s0sfG%r0xGzWNJUAd};x=Wqv z(K-vfOR!zzM}F)D+gOfFz)pig6Af#8 zOSk7;=s%-itR7xFjuCEyV-UGvlqH+>$@?95t&4rMK(sdT2{6wexV8ePms^>s`LaZU z$nyY1vPR#H;V&pW6`QBCfi23g?b^~GIP_&x%-9>U>Ou_7l8bH$!zh&eYy#{%# zTj62Qvv6emJ?zEY1KxMW9Sna7*O2iu7&~(J6~f!u3UiS-3+`lkSs<;BK7P67lJP!%`Wekl{PH z!gFq{+8qRwWUX+~l6gx5hp4V|(#BDX&^!3odfRhihVP`O@ymKp7g<4I=ZOC4Oi1sr zc$fSmPV>1bS4$g&hOv8*akp|Hff#WXx-(fAIJ;wx!&>E43l$Ko>S*p*M(A}G7q(-`zrSjxUKNlF70;98T@E>9s`6w#mQ{{d1X{bxqdT9sllBQKJJ zFS}`W0rEc%lG4Vx<)A`_AGo?$*fW(>Vs8=D+*UC7TQ3pBK5Iek;gG_(`%io-AMXWL zv52B43$;?2==Z9hC5oBybhQbQoz4Ki9q4XS8I`myvm{{S{piTvIgQ%)W2WbE0D4m^ zt6I~_&F-TR!lGGH7$z%WriA7fp=S5(77P0%@1V7YpxzD4wZTOr;k7nLq1kxO``;=% zKRVDUPc85Oe;SxFUo-?#h6s%!K5Ne6x+su6T{II5q$Slb8>UaWx)rA8lh{rFrGX8Y zw_?-A-Cd;jUZTB=t#dpfH(O5XMT2U!f{(~hP4M~2+%DY0a%{Nk$idrZ47sTo)4sAX zpe;S|Eg|SH-19B@`V3d<#97&V*W<%~4F7`nOFmAdbMWk5d{p>KM=uudF%r)ra5i>% zHDD|Gq~u9n7#p43tS$0OmXism9?l|gU3)DmuO#z_4|ANq*~2k^uAIWyg|vA?WxiMKk%(FDrwZhryBaS0)>(q#=}H|DuLTB|`V0yH^Z0>~7%a z`5;>S@Q{-UOZTQb2q|rGvKvUb`{M~L2xe!--(SWETvQrJSwasK^T{B0^)PZDy&ft3 zy5>;n5)1fXX|{}B+`sAydKcIrDLeZ5BUtAaTV2CX<@$beO#VKYxV?;lEIR19k>n*V z3e|gZduP$@@u>^Jw6Um*H^GV9FUN}Y?8S}p%g{FTKjg_&OTB8Y9!}=&ok)J1kba;xKAux7TWdgGVA?Hw7 zZs=zCubOJ*vUB}jTxF_d2(;Qb82n!l?{rU*2PiB_&)^9{bQ%|=cy2Btnh8Z(PzQt% zh*q3~E1Vkbq@lRPDrm?SjcD-`J_5jbw8k%Bcy$PyoF%DNcDT&IJ#E79SpVyD<}c?( z)Ni-Lu4(w`s$Q_zP+O0M3zT?FCq$kG^!PjFb~ij_419<~#YdqMsmFf>*N?xom}qRD^|!OJa>rXoGBj`ASBMl<$4dw+)f6NDQi^6&0&m0!{DP zHA}AJzbx3s2ZM&4(DrbU2FV*f_-X6GQcNX>n3a)BL*PL(bjaRbN|SAa4Xh#AN@h+s z)4tJG<^maZU6z5+2n^z;(zk?G5;EgZ7kA#SKVXq1rz7J(0R6}U(%Mlb01^2B>)dox z3o9**Pl1hwFi9VPFa2bG{EA^?U}PxO_t#2Z5<(&OSl+G*Vp^B9;|-} zf&{*io-r^hSY-u=&K778R(j&H?faTJBD+q={{dPgDj3sb*3S93%xSE`u4W&M>HTc- zI1~uyL;-_PQR!g_>Ba&x{Jifw(ATO|{-NQo68$d`0l@{K4}Sf!3T2Ny0vJAE7q`B{ zgrT-kj>=JtaxO~O0HZ^yb=@ohd&5fvl42^nbwQi*`BJWozJ6T8Z{%JHb8v)bJ}=Yj zr~U4Cznkdor?C9yI07LY>MjssXgkhsc=)wrspyixe^C)%EskA3RDE3@4CK)V7wSW` zrGHeHSxVhihVpKh?G4*_+|8pid>fQJ&V~aJImlo&m{wwzcJiFF1^z47Cr;&q>v7qb zvr*l~XM{!$(xQx#8zUnAGl2!TrgZuQpknP&C-Tuct+C~)pU+Z$n^IM2X1wxjKF=#& zxn{U@0)r>!`W+KTRUEOTS5>KcL_wuKTogX3-cBORCSP8liX90!eftZyS-D)@_Yu{v z%n{4MW^d*Y`01V@zLLFuutrISlFiJ0J!p7Y++0f%OCb^|lQmF(&?QAs>t->x3IOnA zgH@Wx%ptGs340+A7xvs*3tfY9Lc#hb+>Ul%@~h*kKu;tSdGLuFy>al^xtIH_D2MN$ z#OuuTvO{hx@y*Ny&KGB+oh~8LXVRtU-kp-hZf+#@YWba4urdGrTc*@668BxrOj?Lw z$@4*bX1;g{xXL0Klg)rx&Bq~I^BxgDhX?)#a2?cQnzVcYd(##|!6wEDNBsww92_ek z;74oaAAVSFEp4QBK9vyxSDDw2l^;CV{EJ?u;a*wz%UXsCCK2$=0gPz`<=1N_a$NNG zg_rlD)vlpo(&juy$4lIR5Ws%`0a72bIToAtx*~0+hBNgEhD@Ln&d7?`rGj9wJKV`> zzb`Gigb2vS1l=$mRQz;3bm<{hMe<%AF}m-{ogLoEr#P107XC`YaxH%Pc8jc!kfynk>R$^AbJ%>O%b=v!Fr6R17NLxd_3V~0bm=u{O+B{|ffkNMSC;f@5or5z6pdl?o)9kwbxdJ+(h4? zC^N4#lAYDP1nHS%4kBe@5kOcigZimOWA+bVQIpXp)#$GpgXUNVgM7l)j{&a71@(pB z@+B0s-)Q>%?xS`w*U!dNf1k#^Oe0K$Mri#}n|@RD=Pcf`hwg%7Y9iO{qGoA}mQlE1 z>0+f;i}4=EYn*KJ5s-jL0&v(;VYamXtLHZ!n^WPjKm7dgvC*TY?PtD$k~UHQT2DPs z*}alHbs29X4HGzGkCJD!K-8?B>uTyNBuM7?=yChxLS<;w+c1waK24RC&GCHf*0|0m z=8>PCplRMj`?;843|Niiy?SyWJUTh0q9W0zg(X&NkHTQav-(J~i1Ot#p)s z+X_+dfeztG;a}|vRan0FGcHRkdQuAOi?jYBo^lc<$@$nKj%hP%d0+0u3qP}`G4>8S zc_=Ss-(UAeWVmLR`hA3M_98{;vEy**X8lwx@3aZv$l5RV@$f$(ZF&rNZiL;i)tYjE zBvNYB7U|`a$*xO7th~>TDgB2Y@YF;^18$S|Hl9eOA=)rM8%qyRU&h}x(tj@s1(RjG zk;0CRtkY;E-DH*v4}JBGJ(Eh*1*?Ds&(6oI_4qqXoD$*oO}7g`CopW9Xdr%U*W+(e zlTD#7S+)E-EGX-}AhCQhVz3m$2zO~t`EpaQlikM^D03qzqg5>dVG1Be{tR#lXs!{i zWp@TK#r*C8z#-?7qlU8h%cM~`4qCor5f`**pinX%6o1swp&vwc2zvGHBHPrOWo&-o zurPhaM`5&wXd8X8yfMgqq`~d+B7h1vTMaJW)v4*S5zI0J9UfpDgbh)g&XM*=tGFq7 zhWPHG23U0TucJAECggo28@(zM2sU{6ULjT>zIcJtXHq>2EQ5^FKi?9i73%9?Z35jB zd~Ow$dWuIklz#ex;LB_z8~1dvTV<*kX{)W!ijO%GNR{xbpKww>ekD9-3EA3GX+D*f z=$y9(vkr`2FQphe8G4zS3E-Ht6Ir9f0q3OMjIZYMr_Vx=$rAtU{+-pUN)qa7o2^(< z+Mc=l17C(umV-0~HZC$LA()cxaS%ffMvl_cOZP;vZ6n+qdacNNOT{6NCeC%?kT?|C zu1A})(7LYp4G$6~yZljS$tWu=c;YTt>Tfp`(C5^^7;~?^mheLS=^d*y4<)9Olwi$( zAnNJs5=?Uzv|DFX!5ZDGB2|>DXn)fV9Rfdhi3f_r8MwIxQ1$yP3q#rq5}EflcAZMn za>PKckp7+`ucw)%jmX_A5twdKcrWXBX7m~Ab0zS{eoXFk5>DIw>F0aQ^FDf%WP>(vu_nE?DJFe`v&};@?a@hokb@9lCl`FV8eSc#Zuf? zali*;;K_M(w_jOMu-@ROn!(_37yAA6uBPU&Vv#HswR8b5T?bbZ_tRTd8XffKV(a7A z#^KMWhbBiG6PQ{~c1L?^;t#L4AoaLq%*+i<_t>yGOI__YlM!Q1<0v5ZCNTvKD1a7w zTg%jlR!||=Ht}0a$}DOR*3O!Zo8r1TeQZR#x0MqrP>G_RC`P-wP=O8*cMu|pQxp=D>L}Sf+(e3KD zAKUYSdP^ICC%{%>#Pjp68e?(YaDn69T7aFW&?D#{=NnZI2A^jF!aE`#KA#R`6S65+ zK?k@ugp-)t-9HH4xjOoGk`@O0;k>lCk>Vasr;$40eiFS?wX7e1tHpDqtdr|Odo?`t zRz){hG$81DH;?yxZv;6(xjD@l{z zB?#Q~xhlLKjIw(=C4!oLCrW6x9*hT%+4l018^q}dl@Z#&>Pd)ItJW`@7yMzLI=t9d z0p!t5w4}9WKa&E$TVFs9-zbyX8mp%{3$M{HzHV=YP+ugRXw%Id|cZYHtN^fT^DhdUHCg_e>pY-T^1oy}8sERl`i7ye2zA1o1INoPrcU*Lya zx}^nHsE(BzmIwC3?wo5QceJ#R7s(KaX;QAa#{}yc#3>MP{cVB+c3;myrHF6LN7F$h z!>^u?u&(v}hn$JAc(5V`UicbBz8=gx!NyV|Vds`c7m@xt(u|CBdrgN}*Ezp9Ww zbvr%X6s*NOF!>V9Zpi8}H+gMJck<3)Jojr*f-}u%Gf$4oU0-gXU;&)PrQjOp)DR*m z98cD6N_&da_Fv~_$x%b4EZM;q7r^D2OwOLDc_JAGa$#g1vwzcX$319UqkOV23gKb*Q`_>t;fCo+uKYnl<}Lwp*XfahcB~K z+{y$C%hD>Xy2C?-+x*qI!BR_dDHy$smDn!_?wX;RW!G*#7`+>H|4fNcb7vL!fo(2T zStIYz|ChjZ$4$+uQ!P+E@(Bs{fe0+fQg}&xnFtD90FJ%0zi4p#8vL3!%6j#B_>WV> zv*|51E^J6s`W+aTztq9m*~qY(%(7r|!MO?2e6j-}Kp|}D`jyFF$*s8Xxb3MpSEg%+ zM?1*?^VEW7d2gq$0neY-gDy6LY5NDhN^HEb*7k@^cWd%WtZf0(7hmIq$IjgrR@cK>genpH^_5^``zcvRMWMkf!SyIrur7@ zUo9VBG)4V*r>SPE!-|6OB9TJ@oq;;g-`j_Y4Aea+m%TO7o{WKwV!vxY!tLfUSX5*KRkyr(p^@vDUQ-RQ+vQ9E z4QdrEWW4pT5Q84L?C)@or|5FJDbMYzuq14NLWu_-0eIQs+PjF|hAjFlkauH?hw zCquaruAcW-MvzAT)<7w z_ZNR)iOe;QZG}1&C7*GAbm({i@$7A(j%z0=xsyZI+;kBFMA5dNwNi3INy?`3A0*kK zCIBq(;gCB_IA3u_INex&k}7HXSbMgQVznE^E5eY68Ad`ODtA9)DNM9j#Yw^)1yt>d z9!d88NPXK78Hgmj6AvlPOZv=CLIEk>9EtLEz3d`x15?|t(p1f^xbpW7KkT*9P;#un zVBz+!1n&JHd0L2EHJMY&yYDO~^+khOtXIdV|IaAG>7s}W+(Hh@AoCh%jK;Ix^_BIR4ExCaU)iaXcr}lVl6HIY>6HotNTfj5c*8qjki!{!Dovp zl!P>8=CyD??$DSo*m!Gm-U6B6T*8X>pvU%#$t|FhF{qB)BXQd3R9nEMrr4X!YayY8 zJP(i87sTb6=8tA?{|Df#8!6={CB7ru+OxnsJ)S8;(YA{G2`C&pD^&8(tw34wflJT} z{PC{xfHS}SN4F2uCeQZ^4~_n8uKd_uifp^Oy`em3PTAYcsQk;7A^852{TQMp&k@##k$J`cfRxhP5!ed|7=BF=TFOV(dJ}i1y+%nz%U#$2nRj0y%XQ3d;!AL z+z1&GR=aL0qt)_}Mv!#}G!@~+85ZGZ8V?UU`UW}he3;&az3!xcn(K#u&UlX&v01#n z5hEvi?oPFj?dh@Ats_vFo9;b#kA(;=scEzQB4xr8#53YbQdX{&fJMM~k4DWV zvkn~W3uqf&30dtXSjmB2<9vEl*cGPXS7BRfGVhn3yIBWj>hU~5HB%(6R{X9YeI|S; zG8W)(GR`iTU=+Hdm5~;Skp@-YIwaJQh6*0Qqik78kjH+HrfL-bK?wvTL3gi*whRFG z0!rl0XAsdt!$cMy);HPz>f}uqA-n)2Hvr)rzNfFG4EMQHw=RVe(_|xewEI@H z4+Y{GI2p%&csOKmP_Ujdy-&)ds11ZkFx@~b!ke>|MRXTugNh$u8*bY0P@lPJ&)uPe zUt%k&*FDUyBe|HUa5V#RNgnP2QgY~-iC)0g_IWjziSteP$26ncxjMm%T79yQO4-U^ zQ(P~BG_F2WykIdA7%+;u%Z>#U%H3C4*7O<_B1y_M(9=0mBL_QP4Lp>^0`q|$p?J8+7?ui6DjKi3DhJDtuf^qJ2{e#G-l(hAVx z8-SAZkS!lk#gOSZq6?Fa3x3AS?`HUB0RY6PZ9Wbq=7$W;u14EPTZdfH#+Fv65xhG|G zO@2lV$h{jO>X|k+hxpXF!54KHq%GvhjUDWxfb)bMC?ZU4{YxyvJoI}+yFI;rV9reP z_IdCk95m0L2N^l z<$!wfReF#7ZXqCeph{bW8Ijg(!M>T$vW-Y{nDZ%0vPL@(#v&%;thd|Nu37-7Qaoa| zNAq|99>z>mq?X5AyEl?KX=Lh`(K}ZK{;@p4(_p}*V>tBu752$0+S8|8%MCj0;}Yb4 zd-=sR3r2Y_HP7YHPokJg`Q=~Z1!>07`1c32089Gjyn4jR$p9J=o}<1|cJl6@_~!d2 zllCrV&6B@I)b$=T8olq|aTKk_xbW{Sr6c-cMnu?k$Gr<#p)g}q- zyWRi%Kajr^?ORJ(HN(v0@nHE&FNN4^4*HC5L21MI#>U0J9b_4Ul7SP=0metne^xc^ z{sS!hkC_yRlkl-#Dwr$!c3;QsGFxK^igt^W*KY9Ne(hh>d!H3PG51%6B55a6wMPglX2XaBr_RNhq&2<=g&(MqRq%|Prq}0E?or3=e>S&y$@_Z966QyA$WQ|^ z_IXp-gnc~fop9gI6LbHQ-NQxGU=XHV$E73%L#q7?bmqAZ9{osYIpo}-d!sa!5lgAn z3c%nK_fNx%6+C(hjWdi=Rk_#16)p53U^a z-Pq@js7Ky*?3oLpu(Ly%+mUVAf`jz`W_#{t^n|>%Sr@-t>JNJ0LDv;h zgtlC4QEv+vkleqLo3eAW<7R$TE;dUzH(33+`B2Vbgyo zzN@Cfd?lIy*OS;0~c+2Q;aEiB`8+{mBZkX1ZUIaOqsBvYOw@fQD61mqw*Dtn0G zh=!VK={RnZSg>~~CJBW{%#~aTQaecQ&>Tdb(d{ zO2o1zc76+~-+(K82AK6cs4bsaaufa?0(U7Q5`;w_s9E*7q27&gF}7V-+hpHkdYA8F z#t$Zg!A?qGt>HR@ID^x`d90BIJGeIfazRvW1FtPa*F!geh_kiAajYpV&i|koZt!3G ziF#_STsmAalrcvN-A(tf1ZO{PN#`nlRA>MWgs=wQTM|}IMt)i<f8yrG)J!@4r* za>za}J4jM=O-JyXh?>Rioir!%_j?YneKHIN_hWb~Bf|I=;FcB-~gpm4==L)}XKBu~njc zK4WM4QCvAfrs4p7841M98}5OGI3yN{BLuw&x(q+L-F6MRc}FzfH{K=TvQo(F_;*&JVDuYY1f*R_q~U{u%sPvV@ZUaV~s(4L?5+Y*q## z+omJa&Zdu;FaJda`tO1pSx!&SLdLxjHO&TpmXdwIgiLN7U}wPlv?(p8o}1$4@QISF zLVJA!N6Az}>V*_qT()E7e*n{e&m_5pf?waenHQ2I>ftQaSnxD#>5jT>MIz$6nrbMs zRGW~vBX|Fsh~%8{dzex7H+WU|z0p3BmH6GBpS!h=xXEPQ`fAu1li^HNnuz;kdbqbpl$OouXlKMV ztc+4v+JGed_x8wu3PevEQ6p$KS$T=1lWq2ui{8Rg7}TBG13J|?3b-^HC$RoS9&tH! z%{i;q*4yZ_p-`rg&kc@E#k1lDDzR1vQg?s&{jHD2CH&CDfz3~!2%?m_rT&m>;}6#N zXy@?ts9tq%@J7k5`(E@xg9Pmb^XbQlU!#vudwwQ|j%Pl1u*W&0rq?n`Is=2PL~irW*| z{MxC<&(&Bc%!Swgmu^#W9o*V1Tlh8r&LqVi6FPhpLzM&M3U#Z^KYTF5sV83!!M;fL zuc@-RC-EckugU54o)C%@myqeBGDXBm8yJpd7p3mUm=-t~NzNrTnev-mRNp_KEeO!1 zlGh)pM5_rti|RWK3^)@!3!^8bWft??LRKv9{j#z|L8qxIj!LVrGlq@fL2&lXh)X!V zRzSBXS}CXaBBh3Q3(k|B(5@U?bN$?~8y$tdxOJe%e%`CCd)g*S%#+g6l1@OaLp?^p zm1$^#VS~X5D>WoK{ z%wKd0lBNcWShh~p^{*?g_BA}~V$ihF3=Qcp=Fa2<)q0x!Qyif3C5Q;!f+%x|K|N@J z^lzgVV*5|eH{{C)CrSnd$rA(T7?)|u-{+#|yVy4SsIw<*-j{5X2KpCzdaGsmBQ&>{ zK3zN_3uDrIAMg9GJz)~1Ago7SevLd_x`FesP^&#{yNrT#TZ?2Q9&&x((*5)3?_P*Q z6S0vllPdMM{s@)4A%Q%D4a&D4c}Ferp4m=6nZ1v69P5U&2^W< z($$nY1UCtOJ%l7-w<>(~J5Wl5=KAEswuHW9IMPTP8@9Od8uJQgI&{x%m(9#yj?@~T zz?{+1H3Oukk`!7Sp2<5?!0x zsq=Z0)OKOicbcf&mRy_z(5~CB>)KFjDIXVP6z@oj_X=V*PP0g6k(SqvB^EriX5^=N zed~j;Vc+^6%3=w|xM^XzuwTg%_>gib>TpN3cqGqvAqHkwH3l2#6)Q^YXSV70qUuj| zCW7#w7coHzC=s{7MwJkv%3UnV61-Uu|RVb_?d1WB+SL1E6)=T;dBi(_MmFS#uT>mkR|QjWX|mGpAm?j zq}zsoCkK*Wow*C-=y@+|1y1rf=Z%oBk`5sQoyf+qy0xsNkh*<DLONglMLvko$B-e(WHGY{ zPMc#Hy9P{mP2=Qb^Z7o2hs6MiS4K|$$~I2b4N?qbhvZU3>Y+)DP$$X_-wYp(omCsFr7>2w>bKL{ zRVI3gjq+Q#dwky#wI%~ek`c`78-{T#6kHee8gr#Nz(t6|p(s53ytsaz+hYeU^hs!v zbir_i6cze~ev3y_Sw3r?aKl_u$-{yQu^OsRdh6wu*(k3+(FT$?K6>%)hV?V?`}C8> zlY!yZN+aCJhI_sR#!o-$j%GirhB77qW8)DNq5Y0!_DRpgZ2u;Vo^alk&TR4&@8Oh% z)=DPNz~v&})WyJ;{G;lD;5BSDo45X>2~oUatp(d3^E(!Yx-(dVr=P$;eUBbuf!RlC(!JF5g*^x-+ z4!RtcKvE-#$Ns%?>rdlzVzLGkDho77LWOUp*7}bEV6k-H4Ze5a#9##&3uodk@i`=R zn53&uVC6A|hB#>P5F$$6O!y6m3-S#A2Pi!^ROGzd3;1=hy!Y=8WILrTOqz!?IOI0d z)Stv-iK&oXoR$0qH`1mH3|kLfX&-TZj^NA>#LNAqn_ zSBDCijLFV=;(b;((|%y18tftb5XM*hx7$=ma%67bT+AlTFYKDK;Kzz5SRpr(Ra1NYXGtxZjprjv5c^32R1ih31|7FI2~Zt zM1V+$+9gioT440$O_}zsRw~Tt{EJ#>a4NFL^0ZdUF)EdNs8?f=7_%WHzngAwRrTYR zZ)mq93-`yCDj~IFK#`bG7J~@^7IeQ~bF4H=U|_$eOM5x}y+5>GNRDv6{pz4QPx~+y zOo!wmJJ@*)^)b;Q-2l36l2um^_jTFuBqrlMg9leQTL)#}E;SsidQdgVoV|t{!3i)1DOTzgS7A=NY^DTZ%e4m~ zhS}eZVuEC8P+vF^>{ItxrYGSdQbZc{F@I}%Ws0u6ezyAKg$)vijcP-J~@TYTni^mYfEzZE0!#o! zrPrwQ9M>y3!+H-NG%)a%re25!x$lt0c;8@OX`ar3LYc90jqc*}?9RhOWOLi^H%K$m z2j&??e6x3WP6vm`X8u_KN2r@@YV@rJzF039mN<_}n+(J*T=3|WF?rwjE6&U;(UbEK zQ~Z>p#cGs3_oD<`;#6)}QWn9+;YLi!qu-}HhZr;eAhmIi$|rXJ-h-#~*=pCF6=@PS5=+Zn zBWH^R$I;QXF(eLdz>|7_Ttm9-?WZqogIMd)g=X49%~)BBr>cu<{*wuNXQ3RLkLF@K zB;II#SgJbvkQwi*$j^Dn`hfaP_ZmG+#DSfyoW?~WzsRhrkTn4hO3D?CRucUm^DUiY z05^^$IZY6fv_OTSf39ayGb@yL@>xn|F-5-@)4n*(KWj)8ov=^Sm)UV)H`QOsUXs#Q zID$xyJ17akPzZf%JGH^@uPvPBr}-w3J6~AJu|)>zSVNWACFcEu`PJ3vl0?QPe43*U zY_o*xH9Hd!fTu%<*6&OI5{*13Q%rn(rj7w+USAmA%r|ddH{F`v%7QE2E${3KAZI; zH#y8_@tf##6PXAuRTA<-Ud?)I#u}NBe9`8hk9c8{M1#FoXHfa&krgr15+08(`5rSR zgeUgY3|jSbn23s6b4XULNU-a5cITMhpyn0+TxI}YeuaMR_7xgK+TD@c4Owu8B53c~ zw^INwB6*hiA7KKhc`@lDx~Gh*hwLft^vbleT(d63qU-52vel^tS-}+2(hplXf{Im5HL5;7EnD_cfKS?QE zGXo`|%crJ7uablYwZ`K$Zn>)+pN0HMt0_htKqG4qhKZ4uf1(q9g1?^MSLX!;caA&y zzkwn=HSV9|>y!)P<9ArtXaPUl`qmatv-+UzIH4m%u|ZnqwK$LY=ejtx01nv%N65vl z(&DA;WPAMzlv`!h!2(kF<})jh;iR9#xADg;RS_>cpLXvgH-XU%CTBNbA*P#)w@t_l5V5KEIErdJ=N)#R^p} z&7Y({Z2lt@=YZ74f6n{F!UmEVVmIuq1Q9J+k;*~ETs!q9t97Q+=RUGBQSew>hdYn_ zKuWmPRDwvU^3j@N$*5_x=C6OCOmO%0gPs=28Rnl{)4K4nW?>mMg+ucvkr3rol}y)i z_G9_kk=HA?s^27aPE;+@o(TIF-|Ar2@}EOF^%z#+htfG@ah}>Dx?36{ij5F}Q0!bn z3gjNr%KT=xxbDlS}<%Nbf-|r)Od01SM z;iEn`an<`vad$?|>GPh|`KH<(A$W4`;ZZHIh({2yQdy)zZcTOH`_{YvwA z>FDxfC_lcI6FiW)I78rOeIYLsK#LRW=Qx721~iD+dIEp8M61zz+=)&$I9}fy%&0p* znY$D??Jcm6JbIj#NuyFMAB{x?#X=S>1{sGheJ_;UQ7R3Rb)Lk(K<5RG+O0dILsu-Y zS~|_2$!o{n7G&|h3z_wp-@SU7nDPo&H|)P%2c?I+G66hRD75wHu&inTc}IzxxUnRW z5pOhh7K?pKA3)Ep)U6XMl=93**hA^$L6R8omjz=opAv1Z;Kokr=3FW$40NK$J;2N# zlx5MVeJ77Xy$B@Ad_B(VKaY{-R__TaN8tlJ9UNa77%E*JczX#ze@Vc#!450U{%!GZ z?I^%zbK-`;EJFCZtAAa`KmQl;pK(cCh$ij(v>(YOsdsY`FTeNd?-Ep`NZ6B@-7X2gblz1(m@jjwu;=@hTR?S=1Kg`qhjo)J!rrtJ37;+}1CP=+~MMq553brKJ z%Aiua4U#GFcqqh-<(0?{mn;jqHD!83dR{AwqS9q=3X@o^7@NR|IXr-;ykECY?*if; zF_fKBRV|v2{J+dvXZD?V`At^vMx8^X3_!QXBxl3Ys=Fwe}OEkQi ztPfk{)E&H?;>I!FR{NM2DM$awOGBM20ny0e0?do1qw^5a!qJ1Y%En^5x$CqL?NO0n z10{#wCn1T-%kFc3)(xDm3C>;Qj`=>yt#E%Qhj&2k*dm!XE8Nrdcm+mRrX>1|kqY@v zbAyjavngp`s8?3_+?xBDB)8LLsYJ+hwA6a7gdxq!o3_1z1^?CkOPd=hP-;Va1^A}8 zE4U^lk(px!t5ef_5dIpi_G*E$N%%clzRaQ zvmFON@Xlivm6kl{)lXAv{i->a;V6w|$AJ{CG0hiQ$PtI*Y8|cAd^j|;g0;3e!*}zt z*fNEhCPAaW$G*3AnsHOYJscEDOBMuM8{rKh6 zujYyV_*bwXW%l!Ilk>oC-2`NOnnzr@Ri9uJLxhATam;6|sw1!pQRJmY&{K&)8xoau zCinz0EvX76S|d-MP(7fgM_{W(&jj%`iZnM$w!CsoAmkMhK#o*j7E(u&97FiEV;xgJ zSmInrG9cj-ka8DR%}XnMa&(dzvk$m{kq|_b8L>3$1Q5)HL3vFbnUQxOq8+$(!v+Kb z0Dv6;0CC!42T;^}f+c#Kf+V&^^osxQPHF4TvLRl7nA?lds5s zZX~ZeK|d%Sk0jG-B?yZrn_CVAp&s5{vUgTGARx^G+O4t%&0FCGu=;lR3;`BOYY zD>ovHQkioR`RyV?XobsfDeElJP@+hNP+C*$dpTeM7-cyM0(dU*#Ef0CC045)xD{|u zK_&wB2{12HC5uJdPxVsSRE(7u$ryM0AZGk3VoCWtI4hP&;&I z4Q_x+R*dDa%jXB^Z>{<-4nj5|tF;bKv8JDdU+04{6iPgl6ZYcR6>Jhme-4!#;Sly4`i~|Q-2&1%obQO)px8;Ig`i`WL$0vk;0(;G7O0QF+2m2j~9)$LJqE9C$dOC9|bAC_kIRH!C27 zCE15qahOqECgWgPvey^~W#VG5KcM9`F>$Z%-!1&|uB$%XG6)T+Zvm(3=Tc<9?jl8gBkfz@NifM8v}CD7DiY?wg$N7ESc6(`3oVzgQ*&he2q1igYBOWGX7r( za{beXa)pkh2;x73;HdD?lj_I|0q+{*UZZRn6sHp0L?gY0Q-dgQ zUXJ?89_bsB29`JR$QJ~t3I+-uX8OFFgrKj8K%k355@@vf^gFvl*w?UDYd-|xfF4s; zvT#1k^$7134MFZaGunzUe=ATcj1C8{=l=PgtmcX*&H!??4l#K4QWqIRyzN>|X!RhF z3WxwItAGNliNGs$^foA$1;N0>Jp>O~$Art`{U_KQR!>&{0B$~^!Qs0GX+fM4@D)&y zbP7fqd0We}p|*&Q^S?e`baTQ!Yjl0dv7ga~l~n!`D=9aNOzo=OEoRhrRq zcha;tOhiJ#LRm%g&43}YM89A_3X96Yus~G|jskoa16tshT4FDia*GQTS5XCHNQZ22 zdWc!4vX*PSW(?yb2IMMYF1q4^fgNZsNTtj8;fWChQj83h#)e&S^%MYzDG-GvPs6Su zF&g4WK*sh9H^XazBZ{{fxG{c0K-vsa38e>IIXa306r~tYQ<3i;=;{(EH~~h5ZoT<> zkl|<)Pzt(ZdE#&eFqo>iB&C=cSSpewI?F?lKowB$k>Fo2TPisWOYgMJJVJ(rp&98t zxNwkFe2h(LoszydP&O+d9$2R2>nngV46#Z4k4y}Wo{D;+Y2DL*3$@I)fnkb<$7ObkdlhhRuX4d*fN zdEvw+YH79130N+@_|(KsA+W&yL-+@eX!cOJBs~(0@399(W~JLva&*^hINZ@t2~!vz zOg&EUS9O9TgfH0JeQ+D%s9;(K$j6==w+Rl)#0yT83JURl*oYJuAVdc%m*sgRp+~f$ z;+Z+3cp5G2W#f}6g%v2|mw5M_mx_Rm9ERi_Y&;w^3ebb_0mSt7L(Ve(etkpLe%17x zjB{_t%>fCVVU{Q}fgI_D4?g7z%sodOyj3TdE+?_v;QrrfeFvykH&W5K0((n;F5C?!m8;5T(@X>o@tj5qXW4=-uS#vzEW(@doL6DaY zE! z#1Oj%5o;i?m3kpnT8xGst-`c2@!E1?D_|%RUkhSfrm~c<98S&}m`8=q4ZI&8_53^$ zQvwE6ESTzHUl}A5<0Y;#U1VAK;(mzyNT3i#W+xx<%` z7DWNIU9|H0jxy%Ep+BDr{{Zhgc@LjK{@5NECQ0kk0KX~3 zK*I;35{f$Gil8l!vP-dUmmHbw%LW_gGbMXtl9~;ICQi)mbxn$J2q2}gp%88_3a&^MIuMCr zM>nnVxfDv;fmm%j<0VHGAb?Jh+0H5lBlM_>g}4tU5ZfwNsJ4jHz^!07(BTzn_ne#q zYzeoytp;&cBAcK_Q?4G=U_)^rVhzFK@M_>x(GxL2ptQ{>qQxm`5{}^uy6%a!oFkZa zE)xaojm1##V?lL}ak=lp=M+YAM=9rrpyWo71tFBqGhPUa0Ctfaw&XkH08I{bX^T`V zd5VfuOCDt%D)wGXk=@Y9poJcPsPU1Wro&a%}E~O^5>)L%S{l zFo0w6AM-drEUz)85d|l)*9K4s1fC^d&jB`d5IzEN;HCozfuKNf^T6YYBBVzP42OJX z!GOIy6o8n)-yB>Ni6SFlxLyh$K_zT9GsO%dEOK~r%cBcTG)%vqOyWa-B?Zs9#mePGw>%AmpIQ znp~+cCdSMo65|{qr^Z3SShF*@RfnE|X^Uv2}We ztb|;NAhJutp5wwOshDc5Eg1dpW7Ft;l=NOFIvsfHi4bRqYw^T|R%Q44A6vxqoDL21 zu}tx`EkFrM+s6$7iwZz91O?aa$COrqfGE@^m3uD{!*&Arf`s9M+guvf60BTMY3`B3 zIcSJtrYTlq%t}TL^Py#I9#|G920t1tcj7nvS@C*uk004XdaD5N^jxyLz3|Qa4{o{%G z{yAQA!=L5-ro4D10%0hE6=e(`;pB!`2894{U4Js9gIbTHkbB63ExIg6JETe>m zjxuJC#|A{Cfh0UWcH;zxB3@1Q6MIw)Tfv4|oSSdN6guT8EBq6`&!5jT{Q+Pdc79%X zd1DW*C!xfz+k!*0M(mde7T&WDuN1O?y|A)fea4b@URHzqKq@i_Qa!qIUW_{WY5 zquPX+N=lS%0Y}&c<}4u?1S-`5$U?j? zi9TXRD#<^8L(~3$$dj@9c5nd!FC79dNhA$Ig59yk67UpXpEMmycgJ;~($; z03Sg6N9ae3>Q?6v1xGhXpeiOfsRTt7ITY*}{2xN}91*i9Onk4793A7AWPW&@>hu1y zz;b_PlIf5oAy87Vd};9UjDf@!DF)-VsmAp7fh>{}v20%XA&kLA7?o$|Jn97Hoq#j% zzE9N?PmM)^D_CYfVR%adKzC7t!}lRdeDNbiQ&7woTq6joMXig4U^y12(gYC^$c-O| z^oi6b36I9|Mv>kb-!F)&bbKrDO_~l1Cq@x~wqo@0QlK;p?k{nbwspu0lq}4tf}l7< zUYF5${Ur2lp*qW-Hj+P{6*EmT!LnbuK4;{|#41gh7;$)<+7xBgA`X8a- z^7Hv7yjwJ=dt!kizlQDQWizS54sIUm4tsW`|&6Ea*sHk3XI7(h1 z0+!IQkxHT2!~nT=-4m%e`uYUlcF1ZpfQSXI1tfqynlD#f3Px!?@o;*4d05+}*TR6b*;&~$k zxLKorrN2kJ(dpdr?~CwS`+3&^5(!in0z)el%9aS9DPd@agDxKN!}0j^UZv}Z*|R@~ zlYw#Z{&>Oz4X@$kD0jnv{>yIqMnSf1{0|abaZt?VU)b=jFXM_h+cdrk*?CnUumTxi zg|9pkAkYB)h<&sTra`u+0l|-XHcZS2ly#)@_DO@^r4#TE0&npo% z779TIDNHZa$3$-rAB5q@B83dS;r3+v1W>f_olb&>q&Qv8+OASWadrkcpKlB+5Rs8% zcOj1M4qLQNBiUh9qAs0x>NApASd#!k#Vf2(ru{A?ny8##(@rOhaRR9!80>+RvTK*0 z+;xiC0WPGx41^I5HB$Vr@cJyZ3H*H%>aPXDQ^WrNdE!779DYIVqhPRbaHB&>N`rfo zKFR1q?RfDTiES1yBI0xB&9JUs>x=6P;ju zI^*XU{3omwVB+D|5ryK2ltm+x-Dpf(w27K(ENEw`1QFwLOQ_(e}0NetigHS}d;s>^XS&+G09bqpIk=OtP3Gj0IU!n9W zMAvU`JR^lW{{WsEj{Ohpr$%ak4=Ui~il$21$^jHG@jxQ6idPJy6GsN5RN?aoWr?7n zS?<4jM+$mClhX{8Ar zrtwma9X}7X=i~P6`0L+(tmDDs$Iv5oz^1Zr0ha0=dWILJq70H%!zG|}TQwWd z1LFh1%=kURecL34en7#BXXh?3)o zP_EsQ{HF`7;7JS$m%NGlvN3 zDSjT`qWuH(SZ4lz=abfep&&JyN#)5~D2PR5ri9Tl^AXHant&5f+B@c8&2@}VH($>m z`&0bip*;uIS(j7gVffGa!^i?@6%CVH5y89%Hg-8BrHII9Gs4L6@FWs438V1lai-Kb zBY|5*s_!$&0V_qf*#({XQ(Pd6C&+*yZ7)ueA=$NHLIepYrk*n43_Mp(J^?wrPKhge zsd)XK>yAK4n2O{krHIAk@i9sUvL|T%{7yLHX&NRO_D#cy%G#}6uXnr1P>uz_c<@|0 z{r<@Nrvd7me;)kBB_@nQK!?3ZEEQQ0Ad9XsNIHab5p2lQ=1=iYTj*`?!zsbOH7ZHx za{GO~3E*49iT#kX3{fZpHWtBv?s4io?#ESvBZK6;5CDMC2nT>Ldwu0p3a$v8##%o- zfi^^_auroUaNfA^M3@y*&=&syj%a;wN~9%5SVZ&*vT_`xoB|A0p;*Z0CCE5f1%2O0 zPjmwxou-Prg9ltt(gcsdqW(F3zwbV^Hd77x4#p-~z@g=i!(x`U34@20Wm4jh-#ay} zV!Xve1vW{P>{Wne#p5`L&D?n`D5g!^H_kh)1ygfBH!l++Q8FXr($ffb3Nby(;QaI8 z{eePX$bOacQUV&HR=~=k%&>R?2Ed^n12&6j1#}W~ht1JyLRH!7)2cThk7^cLj>Wg(pGm)XWD6wI+ylu@mN>~hiAFQ4?Bm{~ukLGBgf{i&mnuuxQR zDW4n!3k}vlxiEP@9L>nBoFcKAbmm05KgUkb4tXWAx|*{B+l*zJv{4OdXr6un%;FA< z+gw+;Dv|?o@(R2bfHD;=BTX!_2$=+#B{94$MCG%$$sm{pBOO?n5JbcQI-7pG`apDu;Y6ykLT`_()m&k`2&Dai z(w>eK=WD~HdHnk2xN;iGetDPw015th@6cW^(*FPt><5SKVF8Iu01a2I^Ag6$NHLMy zhE}YA00000KnwsF1ML=tM}R7*1Q#z77f}VbKq>vP!U6~i1RWwVJ^e)j8A=H!VGTAc zSBFFtPEf?1w@D*F>^e0ovnRB4F)tCZl^GVZzV`6PGv0L+A7(N5E;LjDQ~;?|GP4!l zIbd9w4O1fk8+=!cgfP*?YDE@KyF^56tKytz(QjQ!7!mCGvnURLUmW+tniYx_M1Soi2sssf& zNgj0dp}UYQF{dTsb2vC@lb?=JJw)=UZx9g0KzK#s#}I5>OJLz=FJu=RBD&~UTH`cF zgmkPN^i$h4YsOTG9ZG2UdI|x^VqKPLG-#GZ)Z+(0_5eSC4q{APxLM^?KmFnW_~B|| zrwj^Gfgk-)L8zz_phi=kb<31f@cWc2+k78C_x-LAlyT%9J@TIXsZ$S`!5WyA?_5J* zUe7>(6Cu_o4S@_Cbz&uv{u2vL8wN5QfXYN*Bf+aurobzqMs_cG9I2PjLht_ov%V_@ znWCadQXCT+aVSwE0Jo81G1ySg9JyP33_a)Iyg%p1=r5`N0KM{*K}4PBem~D6&Vr-E z0^x)l%7#D>MSKQdzaCB}7pnN->iVY>wl7q{_~d4ww+tmH!UZ!-aFFpTR@0+HS(0+_ z(uFYrQ<|_TWV3+9QOJ!ak@4|)f9-vseUs2XP=7y4aP<$_{{Tn%<(MWtMh3tf2kbYK z%vy{nWD;$~opB91A7PYuW&_93;5m5p$32|!bbNp0F-lH*h<2(Y=KQ`{| z8)03}7O~(kdI4Fg68s!+6o)D_?KdF2NoePjwsYE zKodzNA+V*YJIjNE%rYEi2nepgSK-XRQ3%FaLvq)&tQ=GzP||6Mgc>QO7yV4y#;Zp~ zO&(#|G6BLp+?T&n0)DU-zIFsX)@LvSLI^$pA9Lvf;uS~Ag`5wZ@p%YA0H_iGk9;IO zs3Fl!O_pKL0?=4M!v?-+1zbgjG#L;E5-`{lQOApF7O+XAw-5q*hIsH9*CtwiIc9G< z-~}lf+CDscemM1T*cKd-$N|wfqr!n738UwHNyjC8fDe>ejSmcjlYx+;7*T^323Nl# zxx?7R12w`iQGqC{FeuI!+l0V1+|gBYTl@0Z)LLx;lv1g%s5+LRqeg~ItT#EDLMEv& zD3|cOiE0wWkDy!;Sn(p7G$WHsNJmKb!{Fj7VWgBvIGk0vJ9y22W*-$jDu>z@sDxNo zTqFslSZy^}XZYgy>07vQL4eD9<($b#v7eErD0cbex+jKV^Ogt^l}M!&14eUmB5|nk z2SPBdavt7w%lG}9_k9%q0QKV|P!a&544;pFU0tujJPck@a9 z+wI0jOrVC-5;kXCZkBd{Oxp$~_$kY&DOU2x5VNJhlqf;LiiLo^4&#S}aBSWTU^>)cTDE*+$D!c$;&C}E=x?_^eu;;%{GB+xpG5iMdVC+G`%C><($tw9 zkwwYa<4+&hkGW-LmjPLvA8=ftc=-mAi1ddYmPJm;86QlmlW3tf1P%-@J~RCKz9@q% zDGW$H&RdiOOr0o1H1R!A(*;>qbrg|MfTB2A6atFLF%5<3-m@tciz|{;!g9ucP+%np zHIv(wLX7p>S)pY)n%D?nS1ncd{tsi)Q%E@EG9g?X4xVJ2PC%NfGDI2R9y(wohCGUJ zjTitUKp!IBOjV^ZL|K^^x8s09 zK_NGiCzH1t7c48~|^0`1S$>&rZNn9m`T)UAh;*-z;43I7}$A%^Z0EqOC9w00X1S&l! z47h`i2SCEcF%MYy<;b-rajG0zB71ROO5lX6eIsyW=YVJhz;+`AQES7GmZpFF<=me0 zpDDCuMZtYJzRDOArc;*`zA=c#9o@^C-z`{(%m z3&8pG92y<40Ga1q&-ct)$3|GX$8)Z}h2rw^dJZ3A_;d5^o+lOV4pTnq#$D&44<;&4 zYbJPh8kaa`P>SNcaRY!R3YE3RBw7_imkS_*OR;+6h7~V@LgvM?5OSI-WDZR^!d{cl zJbFC*zt`1FJP)RQDd@akN9+$C4{YB50Qq_CSvVd_>df+au*?DmvbF%f9L4SRu?0d( zJ3wk2nh{J_Bz)m+ZwtaZLjM3huLG0NQaWC}oBp{!wfg9`iLqZQ749Y;5e`r1%%P|Po@4E_Urt8 zDfR`TQNlSBS`Qy_w2092^WM@CPS0)+#`$GwX-VigaXh^6|v)_`WWG?;Ku>pWEmE0GE^0`UmmL^iN6j zp7Vj|T%JGq=v+8C&yhcSCopbnKa(BrU!FoMAmKx<_z)(V3=6X`75L*XLLDIkm|DTp z%)VtEU@2i!DW85At%CA-(Sq;BLy5%;oTWuawWPQ&28lE>ScL>6mPZT3GD1)D7vJ6a z;#rMp#y%hW9)sv`>UsYF%jtXT$9z8zo;Qke@a8&Bf5G#^!QywE-mEf$cuC^7K6+^oOE)1&DBmM~wCD z#RZI{*TPCRYd!KPZ$eQMz#|ql((u@GCPFDXUmNC`z*LYVhyviYPVuD;l`h2s0&jkK z+opwtruz;GUF`R%p7>y;r3n5;a9;laj~@R3KG%nz`|%EdgbS^{?q*MeI9b8 zN!}yzoBM}8Kl#H-WY@>d;C!6_01di79sd9vlte?rGpvz#8-xm|FKJ#p!xsYpt&7m{ z!yquIz*vD@-VJc2;8R7a>)b-Tg^~8|D+^{ehLr>mE{qgrH!*L4#k13nMo}672xTg8 zLO8x;kTw>=7~dIZ&JF%WK+MA>it*OF+UThB4WAG5{D%1bz?w z<4I#1rLtRbjt^A#;Cd%C<6ft<=d*z0h#q+FgP;EZd7ghgaCtcY0Ao1ep#)4&IY1PZ zEhtE`NC1jP4CftQzp+|}1Pq~rSwRk#WGZGjg_97#Ah58r$SJc(lK%kemxi!0Isrcg zeed57Ro5SD{D1ETTh72A7i=Wo@5V{6pdy4l2YUj5NC_rPpoWH5%bvI#Njtymit2Ga z8|}>SdU>ypP#-|x+VOs%58La!WAFIK6`}Gk`Qe~K7e*1-pYy~X`J`N76hUYD-v@c3 zi?K;V^Z3oY5Df%LOd}Io=6k>?Fv?hr5!~ioaF^Kw83Ypmg?RI)6#?TY_gxPt>Qkcb zB89mR@5T_Z8O6veaZLLhLMS_|q0qhjZuP>uN4a(sK|xOZRLnpLcbp3l_|S?_EP!=U z1>XAiIfNJhh$_JvJeS{wi75p+W)+5e&Qr5%DB(zz92lH@^tfq4pedO>j=3agK1(Ar zRQ!(@5yMuZ;ma#_aXlUfD8(2ZZN7H@03{?hpfDv%I9e#h9I+cQv&j5{%Tyo}6^AUl zr8{|0i^FaeX%ZMH;oB9milE^mDc>7B7$S4Bs9EpB)UF0-dwVO<@6Y{zf4@Bw ziN=`7KnITb6eVCYKpULqP2-R+Mn#;c7w6O;Uk|jNuc&=l`VXz=`Fm5E6E6II4DySf zWkqo9=>7R&X)%^TFL`db6e47q5lC`pV$1T@Q)aRprGpV_47Y+f@yCLcn#u@`MWc7j zC|QG~nZ~j0!h5S~WS~2bG8sdJ2g2jV&-K19QiBtl6U6@jKO8bOCUf8Iug~M3^ZuN! zVU0dH{{U-)*#7`$#y-@u@y#Cp0Qu+~JxS>Cc%FGZ2bY_jC#rD!%j)nsc<}T%AENQdd|%}BI3N4I zUL23p-xGuMPojDr2ch+zgNejn!R3D* zko3pW{{UZ3L~&N5ILH96*>8N;gK63!DY2uxHT|7_qyGRLHi?R|o(J0)-^JphWVR$w z9f~L_Cua;;f%IFCQg9ypohv!h*9V87;_&-R&vD50eGA3n zJbz(&;W^{-;q*NGpZoFXe$S)HzorjU(Y*U}hq3(d`{Q|f{{YTPHy%6V;UDqmpY;C# zu4%)`c=>SNJ^uj5A!mE_m#^$2r?;RxFR~B$<6eDUgeaIh>r6Pb8Sy3v!@p<8FZO|o zfNf9@%Rin=$S_2&Lq^?8z+cpYsiCm$#LNACr=Z7CWAFVk# zKAih~Bf;Q$Jdd{yUvtOZ^-g#5{=Eoaf1!Sh^j|>n$@GQe>pwvF^a6f(KWTV8dECe2 zhsP&R5JNcqy(UBB{G7EtxU($fI@g{XJs*SghZBeEU+9IWCwE*SHI)#O6T(k9+DNtn zO$}Ce5dO@(co|(ySGAe$@GGgM8CfdYac!7Fu&~4d(eK|DT*kbjRIi^L38G`Had|)Q z*y8f=a6Z!gh2y`VU!^@m-Td)=A@9=q9ABv)K9i3xKbQFQUs33d_VM2~JaY2-ym-~a z()|~Y7mLNfR@fUkpl$uJo^(6((&LtgU;N-4iSs{>3_s&Oo{T=+74IDy;?8M}@Fw4+ z{=^+Ram8m>2qw`|jy@b15pjC974b>cX$kFadRhp zP5415fOOpIr@tJgRdlUDB02rN`FdRd1hDMSTsZ>+2y3g3O}+ZhzU9Z&c`qlW`X{T$ zg!&WETkn_0J=|VTL+n3Md~o%6eI|Vu-1IK|e*D3B<9!#2!STeex%+FFQ=V_fCV06^ z22GCt0N)7V-w<@xr~d$F4G;Oe;d6{<@^Moi%e+o6^~JAR`Y#vK{{UhWic~<5nFZ`Y zA14SB5u))j42EmiytB(jjk1Y6H~R+gdHzfV3oV{-FPLkIo(J_DfW2${UQ9}kA`qrT z3O)XKEJFnVP%s9P?_AhkLkKxrD2WW`jy55C?!WPGCP4#2#*4gh?c-kEe~;2UA4T+j zfZ@yZJ#c=t^d1jT`wQxvoQDrj+~dgo3FsSM4-?qo+ljxw_~p^_!fE1v99*-Xj~ktG ze*AcO2-KzIz&g| zF#iBrzL@|XR6oxIVSdO6<@Vn^+T43dDi2vbw;Z(Kd2$>wj?Gq9ib1kmFhr?yFSiwT zAWVIlQY6y(;L1Tfkwq$iJR!jVFc<>>bbdKL_4`5ghmQm4A5G(w{{Zuoljpsv;(G8vaO3Cj}* z9H&Bx@vv6v^NdE?8&)#nGI;f@CfCo9kK$LF0qad`e- z-1Gi8@V>`BPETBm-v@m6{yi8t2OsC#Ji1AX{y4^Q{PRWIuOIa0kk$Cp$Zfo=1hu_x z{Ppd{!KAn(sFGY~EqfGE(mdBYSmRgl_QgR{*dfaHqgSe;J(ZxKw82w_Eh zV>~P~MQ`!=e?E9wgIWbmD%-9YKm)*I(sFvvClmS-ed+dt()xUIdT)Gjc%FR;$-`}O zzMy}eE)TK6#gp6r06FAy`TqbMNxxN%x4sV5U*piirN;{1zn&DuzxTf{XEe>c`M+b7 zMH9|C{PH7$dH2RYeq=FkkND=SI6u#wI377u{_Br(uROMY&lj6-eBaNPgXkWE`!VR2 zz$2_XIk9R2gW>bZ*h5lK6k<${PkxKpN|{Uv%4>)cECPUL64CRM94*hc5eJ|=M}kHn zVOnCWBH-`akqgA7$pWM*hWE|nx&eP}@qGt_`bG3#U+~`vC@Ka_t32>Kf?=BL0=aRM zjV8hszJyd=Ja*o3Ae524V!7nrqm+b1KuY*oU@67ok!8>oLAnbw%xCH#TOdlnk9@A? znT5*M*##iyjOHY}1aDd?h2OU(2>@XsGLKzbAa49{{X!5 zTg~yrw?XHRlSiNY<_@^Co=_+r$#I|ZbG(fM_Rl6k`~Lv@#}djuejL8EdLhW?iOvZB z0NyzI0$h57$JRU-!SDT-mhdl;B>mH> znlG79uwetqCS7r$io-6W6c!1m z4Ion$W-bqu^LXol0eA&3Rc$jA2X~x1=H9v=*O>apTe7%X- z3d@b~DN3*=1#l`u&m1}=6LFLO0KCBf8YV>oXWxvZqC>n|KhGC(Qc-}JP|5-u;o@d9 zv4Wswh8KK*jYO8Blu*ISc)VCmNPxfwV&g-~Vg=eR4Oko?_jSQr$T4f)mqU}THWV=t z3WHa%!KZ9E_$5?A1~iiqp8RZIh(i-)7f*|GISxXqRQsX!54S$V`UmKE z52<69(Vb4W^T#XSJ>31=9@Bt({{Y@QsXhMy=Zw%E{{Z~s+sCEU{{Xt?&1ZqjMr$wr za!kpm`SkKfU-`u1@#gZPdJUXC{{ZgZK9`R={{X!6r#AZy + + + + + + + + + +Bayesian Data Analysis Assignments 2023 - Assignment 1, 2023 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +